{ "cells": [ { "cell_type": "code", "execution_count": 186, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from __future__ import print_function\n", "import numpy as np\n", "import pandas as pd\n", "from collections import OrderedDict #sorting participant df dict before pd.concat()\n", "import matplotlib.pylab as plt\n", "from matplotlib import pylab\n", "import matplotlib as mpl\n", "%matplotlib inline\n", "mpl.rcParams['figure.figsize'] = (14,8)\n", "\n", "pd.options.display.mpl_style = 'default'\n", "#pd.set_option('display.multi_sparse', True)\n", "from pprint import pprint\n", "from pprint import pformat\n", "\n", "#pickled_dbase = \"c:/db_pickles/pickle - dbase - 2014-07-28a.pickle\"\n", "#dbase = pd.read_pickle(pickled_dbase)\n", "\n", "sms_tasknames = ['T1_SMS_5', 'T1_SMS_8',\n", " 'Ticks_ISO_T2_5', 'Ticks_ISO_T2_8',\n", " 'Ticks_Linear_5', 'Ticks_Linear_8',\n", " 'Ticks_Phase_5', 'Ticks_Phase_8',\n", " 'Jits_ISO_5', 'Jits_ISO_8',\n", " 'Jits_Linear_5', 'Jits_Linear_8',\n", " 'Jits_Phase_5', 'Jits_Phase_8', ]\n", "\n", "# Participants that are excluded from all performance analysis\n", "pilot_data = ['010', '011', '012', '013', '014',]\n", "non_english_fluent = ['023', '031', '045', '050', '070', '106',]\n", "left_handed = ['042', '088',]\n", "pro_inst_skill = ['026', '037']\n", "\n", "excluded_all_tasks = pilot_data + non_english_fluent + left_handed + pro_inst_skill" ] }, { "cell_type": "code", "execution_count": 187, "metadata": { "collapsed": false }, "outputs": [], "source": [ "param_all_tasks = lambda v: {task: v for task in sms_tasknames}\n", "\n", "sms_params_entry = {\n", " 'stimulus_timing': {\n", " 'T1_SMS_5': 'iso',\n", " 'Ticks_ISO_T2_5': 'iso',\n", " 'Ticks_Linear_5': 'linear',\n", " 'Ticks_Phase_5': 'phase',\n", " 'Jits_ISO_5': 'iso',\n", " 'Jits_Linear_5': 'linear',\n", " 'Jits_Phase_5': 'phase',\n", " 'T1_SMS_8': 'iso',\n", " 'Ticks_ISO_T2_8': 'iso',\n", " 'Ticks_Linear_8': 'linear',\n", " 'Ticks_Phase_8': 'phase',\n", " 'Jits_ISO_8': 'iso',\n", " 'Jits_Linear_8': 'linear',\n", " 'Jits_Phase_8': 'phase',\n", " },\n", " 'stimulus_style': {\n", " 'T1_SMS_5': 'tick',\n", " 'Ticks_ISO_T2_5': 'tick',\n", " 'Ticks_Linear_5': 'tick',\n", " 'Ticks_Phase_5': 'tick',\n", " 'Jits_ISO_5': 'jitter',\n", " 'Jits_Linear_5': 'jitter',\n", " 'Jits_Phase_5': 'jitter',\n", " 'T1_SMS_8': 'tick',\n", " 'Ticks_ISO_T2_8': 'tick',\n", " 'Ticks_Linear_8': 'tick',\n", " 'Ticks_Phase_8': 'tick',\n", " 'Jits_ISO_8': 'jitter',\n", " 'Jits_Linear_8': 'jitter',\n", " 'Jits_Phase_8': 'jitter',\n", " },\n", " 'ISI': {\n", " 'T1_SMS_5': 500,\n", " 'Ticks_ISO_T2_5': 500,\n", " 'Ticks_Linear_5': '(varies)',\n", " 'Ticks_Phase_5': 500,\n", " 'Jits_ISO_5': 500,\n", " 'Jits_Linear_5': '(varies)',\n", " 'Jits_Phase_5': 500,\n", " 'T1_SMS_8': 800,\n", " 'Ticks_ISO_T2_8': 800,\n", " 'Ticks_Linear_8': '(varies)',\n", " 'Ticks_Phase_8': 800,\n", " 'Jits_ISO_8': 800,\n", " 'Jits_Linear_8': '(varies)',\n", " 'Jits_Phase_8': 800,\n", " },\n", "\n", " #used in filtering step\n", " 'wait_beats_after_subj_start': param_all_tasks(12),\n", "\n", " #used in assigning outlier status / \"outlier metric\"\n", " 'minimum_percent_deviation_to_keep': param_all_tasks(-35),\n", " 'maximum_percent_deviation_to_keep': param_all_tasks(+20),\n", " }\n", "\n", "#reshape to task>param so parameter lists can be selected by task\n", "sms_params = {task: {param_type: taskparams[task] \n", " for (param_type, taskparams) \n", " in sms_params_entry.items()}\n", " for task in sms_tasknames}\n", "\n", "phase_shift_beats = {800: OrderedDict([\n", " (30, -20),\n", " (48, +20),\n", " (64, +40),\n", " (81, -40),\n", " (97, -80),\n", " (114, +80),\n", " (131, +160),\n", " (150, -160)]),\n", " 500: OrderedDict([\n", " (64, +20),\n", " (81, -20),\n", " (97, -50),\n", " (114, +50),\n", " (131, +100),\n", " (150, -100)])\n", " }" ] }, { "cell_type": "code", "execution_count": 188, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['iso5t1', 'phase5j', 'phase8j', 'iso8t1', 'lin8j', 'iso5t2', 'lin5j', 'iso8t2', 'phase5t', 'phase8t', 'lin8t', 'iso5j', 'iso8j', 'lin5t']\n" ] } ], "source": [ "short_name = {'T1_SMS_5': 'iso5t1', \n", " 'T1_SMS_8': 'iso8t1',\n", " 'Ticks_ISO_T2_5': 'iso5t2', \n", " 'Ticks_ISO_T2_8': 'iso8t2',\n", " 'Ticks_Linear_5': 'lin5t', \n", " 'Ticks_Linear_8': 'lin8t',\n", " 'Ticks_Phase_5': 'phase5t', \n", " 'Ticks_Phase_8': 'phase8t',\n", " 'Jits_ISO_5': 'iso5j', \n", " 'Jits_ISO_8': 'iso8j',\n", " 'Jits_Linear_5': 'lin5j', \n", " 'Jits_Linear_8': 'lin8j',\n", " 'Jits_Phase_5': 'phase5j', \n", " 'Jits_Phase_8': 'phase8j',\n", " }\n", "sms_shortnames = short_name.values()\n", "long_name = {v: k for (k, v) in short_name.items()}\n", "\n", "print(sms_shortnames)" ] }, { "cell_type": "code", "execution_count": 189, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def general_task_pid_iterator(label_tasks=True, \n", " label_pids=True, \n", " concise_labels=False,\n", " skip_to_task=None,\n", " skip_to_pid=None):\n", " for t in sms_tasknames:\n", " \n", " if skip_to_task:\n", " if t != skip_to_task:\n", " continue\n", " else:\n", " skip_to_task = None\n", " \n", " if label_tasks:\n", " if concise_labels:\n", " print('\\n' + t)\n", " else:\n", " print('='*80 + '\\n' + t + '\\n' + '='*80)\n", " \n", " for pid in task_pids[t]:\n", " \n", " if skip_to_pid:\n", " if pid != skip_to_pid:\n", " continue\n", " else:\n", " skip_to_pid = None\n", " \n", " if label_pids:\n", " if concise_labels:\n", " print(pid, end=',')\n", " else:\n", " print('-'*60)\n", " print('P. ' + pid)\n", " \n", " yield (t, pid)\n" ] }, { "cell_type": "code", "execution_count": 190, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import cPickle as pickle\n", "\n", "pfile = \"c:/db_pickles/pickle - smsbeats - 2014-10-03b.pickle\"\n", "\n", "with open(pfile) as f:\n", " task_frames = pickle.load(f)\n", "\n", "task_pids = {}\n", "for (k, v) in task_frames.items():\n", " pids = sorted(set(v.index.get_level_values('pid')))\n", " task_pids[k] = [p for p in pids if p not in excluded_all_tasks]" ] }, { "cell_type": "code", "execution_count": 191, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for t in task_frames.keys():\n", " task_frames[t] = task_frames[t].drop(excluded_all_tasks, level='pid')" ] }, { "cell_type": "code", "execution_count": 192, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T1_SMS_5 \t 97\n", "Jits_Phase_5 \t 97\n", "Ticks_Phase_5 \t 97\n", "Jits_Phase_8 \t 97\n", "Ticks_Phase_8 \t 97\n", "T1_SMS_8 \t 97\n", "Jits_Linear_8 \t 97\n", "Ticks_Linear_8 \t 97\n", "Ticks_ISO_T2_5 \t 97\n", "Jits_ISO_5 \t 97\n", "Jits_ISO_8 \t 97\n", "Ticks_Linear_5 \t 97\n", "Jits_Linear_5 \t 96\n", "Ticks_ISO_T2_8 \t 97\n" ] } ], "source": [ "for k, v in task_pids.items():\n", " print(k, '\\t', len(v))" ] }, { "cell_type": "code", "execution_count": 193, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# This function was pulled out from the earlier processing step-- instead\n", "# of deciding what's an outlier while doing the initial data processing,\n", "# we can look at it here, and perhaps experiment with different settings.\n", "# (don't just mindlessly maximize reliability, though-- there could certainly\n", "# be reliable aspects of the data that we still want to remove-- e.g., \n", "# how many beats a P waits to start, how often they skip a tap...)\n", "\n", "def filter_taps(df,\n", " task_params,\n", " print_results=False):\n", " '''\n", " Input: a DataFrame consisting of the unfiltered list of taps (without targets).\n", " Output: the dataframe with outlying taps tagged and startup beats removed.\n", " '''\n", " # drop initial beats from task recording: [n] beats from start of task\n", " # or [n] beats from the participant's first tap, whichever comes later\n", " \n", " nonfail_beats = df[df.is_failure == False].index.tolist()\n", " first_played_beat = min(nonfail_beats)\n", " \n", " #beatdrop1 = task_params['wait_beats_after_task_start']\n", " beatdrop2 = first_played_beat + task_params['wait_beats_after_subj_start']\n", " beats_to_drop_from_start = beatdrop2 #max([beatdrop1, beatdrop2]) \n", " \n", " df = df[beats_to_drop_from_start:] #slice by index name (zero-indexed beats)\n", " \n", " # temporarily remove outliers to form a distribution of typical \n", " # values, which we'll use to form upper and lower limits for \n", " # filtering in the following step.\n", " # \"from left\" = the largest negative deviations, \n", " # \"from right\" = the largest positive deviations\n", " #nworst_left = task_params['stdev_calcs_exclude_n_from_left']\n", " #nworst_right = task_params['stdev_calcs_exclude_n_from_right']\n", " #df_adj = df[(df.dev_perc > max(df.dev_perc.nsmallest(nworst_left))) & \n", " # (df.dev_perc < min(df.dev_perc.nlargest(nworst_right)))]\n", " \n", " # Actual filtering of the values based on the temporary distribution\n", " # created above. (This way, we retain the biggest deviations, as long\n", " # as they aren't actually outliers.)\n", " #rem_beyond_stds = task_params['filter_outliers_beyond_x_stdevs'] \n", " #trimmed_mean = df_adj.dev_perc.mean()\n", " #trimmed_std = df_adj.dev_perc.std()\n", " #upper_limit = trimmed_mean + (trimmed_std * rem_beyond_stds)\n", " #lower_limit = trimmed_mean - (trimmed_std * rem_beyond_stds)\n", " \n", " lower_limit = task_params['minimum_percent_deviation_to_keep'] # -35\n", " upper_limit = task_params['maximum_percent_deviation_to_keep'] # +20\n", " \n", " #df_filt = df[(df.dev_perc <= upper_limit) & \n", " # (df.dev_perc >= lower_limit)]\n", " \n", " df['is_outlier'] = False\n", " df.is_outlier = ( (df.dev_perc > upper_limit) \n", " | (df.dev_perc < lower_limit))\n", " #devperc_failure = task_params['min_percentISI_deviation_counted_as_failure']\n", " \n", " #return df_filt\n", " return df\n", " \n", "\n" ] }, { "cell_type": "code", "execution_count": 194, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def label_shift_ranges(task_taps_df):\n", " '''input: a taps-only df for a single task (all participants).\n", " output: the same df with ranges labeled ('is_range_1a' etc.)\n", " '''\n", " \n", " #label slicing is end-inclusive, so don't overlap beat numbers\n", " \n", " # one beat removed from the start of each \"a\" range (a player isn't\n", " # expected to be in synch with the actual perturbed tap, but we start\n", " # measuring when the next one comes.)\n", "\n", " # (the '0' range is before all the large shifts. Just placeholders...)\n", " \n", "# shift_ranges = {0: {'a': ( 0, 96),\n", "# 'b': ( 0, 96),},\n", "# 1: {'a': ( 98, 104), \n", "# 'b': (105, 113),},\n", "# 2: {'a': (115, 121),\n", "# 'b': (122, 130),},\n", "# 3: {'a': (132, 139),\n", "# 'b': (140, 149),},\n", "# 4: {'a': (151, 159), \n", "# 'b': (160, 169),},\n", "# }\n", "\n", " #shifts: ... 97, 114, 131, 150\n", " #get the next four beats\n", " \n", " shift_ranges = {0: {'a': ( 0, 96),\n", " 'b': ( 0, 96),},\n", " 1: {'a': ( 99, 101), \n", " 'b': (102, 113),},\n", " 2: {'a': (116, 118),\n", " 'b': (119, 130),},\n", " 3: {'a': (133, 135),\n", " 'b': (136, 149),},\n", " 4: {'a': (152, 154), \n", " 'b': (155, 169),},\n", " }\n", " \n", " def getbeatxs(df):\n", " # groupby/apply doesn't seem to be set up well for selecting\n", " # particular rows from each value of a multiindex... here, we'll\n", " # have to remove the 'pid' index explicitly I guess.\n", " df = df.reset_index('pid').drop('pid', axis=1)\n", " \n", " for i in [0,1,2,3,4]:\n", " for j in ['a','b']:\n", " srx = shift_ranges[i][j]\n", " label = 'is_range_' + str(i) + j\n", " df[label] = False\n", " df.loc[srx[0]:srx[1], label] = True\n", " \n", " label = 'is_shiftedarea'\n", " df[label] = False\n", " df.loc[shift_ranges[1]['a'][0]:shift_ranges[1]['b'][1], label] = True\n", " df.loc[shift_ranges[2]['a'][0]:shift_ranges[2]['b'][1], label] = True\n", " df.loc[shift_ranges[3]['a'][0]:shift_ranges[3]['b'][1], label] = True\n", " df.loc[shift_ranges[4]['a'][0]:shift_ranges[4]['b'][1], label] = True\n", "\n", " return df\n", " \n", " g = task_taps_df.groupby(level='pid')\n", "\n", " return g.apply(getbeatxs)" ] }, { "cell_type": "code", "execution_count": 196, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ticks_Phase_5: shift range labels\n", "Ticks_Phase_8: shift range labels\n", "Jits_Phase_5: shift range labels\n", "Jits_Phase_8: shift range labels\n", "\n", "T1_SMS_5\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=1.4, sd=5.6, max=34\n", "\n", "======================================================================\n", "\n", "T1_SMS_8\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=1.5, sd=6.2, max=54\n", "\n", "======================================================================\n", "\n", "Ticks_ISO_T2_5\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=1.6, sd=6.8, max=53\n", "\n", "======================================================================\n", "\n", "Ticks_ISO_T2_8\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=2.8, sd=11.9, max=87\n", "\n", "======================================================================\n", "\n", "Ticks_Linear_5\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=5.2, sd=14.2, max=75\n", "\n", "======================================================================\n", "\n", "Ticks_Linear_8\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=4.1, sd=11.1, max=62\n", "\n", "======================================================================\n", "\n", "Ticks_Phase_5\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=0.0, sd=0.0, max=0\n", "\n", "======================================================================\n", "\n", "Ticks_Phase_8\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=0.0, sd=0.0, max=0\n", "\n", "======================================================================\n", "\n", "Jits_ISO_5\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=1.2, sd=4.8, max=34\n", "\n", "======================================================================\n", "\n", "Jits_ISO_8\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=1.9, sd=7.2, max=49\n", "\n", "======================================================================\n", "\n", "Jits_Linear_5\n", "015,016,017,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=9.2, sd=21.3, max=103\n", "\n", "======================================================================\n", "\n", "Jits_Linear_8\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=7.8, sd=12.3, max=66\n", "\n", "======================================================================\n", "\n", "Jits_Phase_5\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=0.0, sd=0.0, max=0\n", "\n", "======================================================================\n", "\n", "Jits_Phase_8\n", "015,016,017,018,019,020,021,022,024,025,027,028,029,030,032,033,034,035,036,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", " outlier beats removed per P.: mean=0.0, sd=0.0, max=0\n", "\n", "======================================================================\n" ] } ], "source": [ "#taps only (remove \"target\" data)\n", "db_taps = {t: df.xs('tap', level='stamp')\n", " for (t, df) in task_frames.items()}\n", "\n", "\n", "phase_tasks = ['Ticks_Phase_5', 'Ticks_Phase_8',\n", " 'Jits_Phase_5', 'Jits_Phase_8', ]\n", "\n", "for t in phase_tasks:\n", " db_taps[t] = label_shift_ranges(db_taps[t])\n", " print(t + \": shift range labels\")\n", "\n", "taps_filtered = OrderedDict()\n", "\n", "\n", "outlier_rem_record = {}\n", "\n", "for t in sms_tasknames:\n", " \n", " print('\\n' + t)\n", " tdata = db_taps[t]\n", " tparams = sms_params[t]\n", " \n", " outlier_rem_record[t] = {}\n", " tdata_filt = {}\n", " for pid in task_pids[t]: \n", " print(pid, end=\",\")\n", " pdata = tdata.xs(pid)\n", " \n", " #print(max(pdata.index))\n", " \n", " #filters out certain intervals and adds \"is_outlier\" field\n", " filtered_a = filter_taps(pdata, tparams)\n", " \n", " #remove beats based on \"is_outlier_ field, as added by filter_taps()\n", " #but don't remove outliers in phase tasks\n", " \n", " if t in phase_tasks:\n", " filtered_b = filtered_a\n", " else:\n", " filtered_b = filtered_a[filtered_a.is_outlier != True] \n", " #Need to worry about how to filter the phase tasks later...\n", " \n", " tdata_filt[pid] = filtered_b\n", " \n", " \n", " outlier_rem_record[t][pid] = len(filtered_a) - len(filtered_b)\n", " \n", " \n", " taps_filtered[t] = pd.concat(tdata_filt, names=['pid']) \n", " \n", " mean_rem = round(np.mean(outlier_rem_record[t].values()),1)\n", " std_rem = round(np.std(outlier_rem_record[t].values()),1)\n", " max_rem = max(outlier_rem_record[t].values())\n", " print('\\n outlier beats removed per P.: mean={}, sd={}, max={}'\n", " .format(mean_rem, std_rem, max_rem)) \n", " \n", " print('\\n' + '=' * 70)\n" ] }, { "cell_type": "code", "execution_count": 197, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
pid121
beat165166167168169
beat_end 82779.99 83279.83 83779.43 84279.52 84780.25
beat_start 82275.13 82779.99 83279.83 83779.43 84279.52
beat_target 82530.03 83029.94 83529.71 84029.15 84529.88
channel 1 1 1 1 1
dev -53.132 -78.584 -55.668 -56.948 -51.272
dev_perc -10.42221 -15.71957 -11.13886 -11.40228 -10.23941
i 321 323 325 327 329
ints 473.172 474.46 522.68 498.164 506.408
is_failure False False False False False
micros 6.837662e+08 6.842407e+08 6.847633e+08 6.852615e+08 6.857679e+08
multiple_taskms
pitch 48 48 48 48 48
selection_case 1 1 1 1 1
target_spiked NaN NaN NaN NaN NaN
task_ms 82476.9 82951.36 83474.04 83972.2 84478.61
tinterval NaN NaN NaN NaN NaN
velocity 17 21 18 18 18
shifted_ms_before_target 7509.984 8009.896 8509.66 9009.104 9509.836
last_shift_val -100 -100 -100 -100 -100
is_range_0a False False False False False
is_range_0b False False False False False
is_range_1a False False False False False
is_range_1b False False False False False
is_range_2a False False False False False
is_range_2b False False False False False
is_range_3a False False False False False
is_range_3b False False False False False
is_range_4a False False False False False
is_range_4b True True True True True
is_shiftedarea True True True True True
is_outlier False False False False False
\n", "
" ], "text/plain": [ "pid 121 \\\n", "beat 165 166 167 \n", "beat_end 82779.99 83279.83 83779.43 \n", "beat_start 82275.13 82779.99 83279.83 \n", "beat_target 82530.03 83029.94 83529.71 \n", "channel 1 1 1 \n", "dev -53.132 -78.584 -55.668 \n", "dev_perc -10.42221 -15.71957 -11.13886 \n", "i 321 323 325 \n", "ints 473.172 474.46 522.68 \n", "is_failure False False False \n", "micros 6.837662e+08 6.842407e+08 6.847633e+08 \n", "multiple_taskms \n", "pitch 48 48 48 \n", "selection_case 1 1 1 \n", "target_spiked NaN NaN NaN \n", "task_ms 82476.9 82951.36 83474.04 \n", "tinterval NaN NaN NaN \n", "velocity 17 21 18 \n", "shifted_ms_before_target 7509.984 8009.896 8509.66 \n", "last_shift_val -100 -100 -100 \n", "is_range_0a False False False \n", "is_range_0b False False False \n", "is_range_1a False False False \n", "is_range_1b False False False \n", "is_range_2a False False False \n", "is_range_2b False False False \n", "is_range_3a False False False \n", "is_range_3b False False False \n", "is_range_4a False False False \n", "is_range_4b True True True \n", "is_shiftedarea True True True \n", "is_outlier False False False \n", "\n", "pid \n", "beat 168 169 \n", "beat_end 84279.52 84780.25 \n", "beat_start 83779.43 84279.52 \n", "beat_target 84029.15 84529.88 \n", "channel 1 1 \n", "dev -56.948 -51.272 \n", "dev_perc -11.40228 -10.23941 \n", "i 327 329 \n", "ints 498.164 506.408 \n", "is_failure False False \n", "micros 6.852615e+08 6.857679e+08 \n", "multiple_taskms \n", "pitch 48 48 \n", "selection_case 1 1 \n", "target_spiked NaN NaN \n", "task_ms 83972.2 84478.61 \n", "tinterval NaN NaN \n", "velocity 18 18 \n", "shifted_ms_before_target 9009.104 9509.836 \n", "last_shift_val -100 -100 \n", "is_range_0a False False \n", "is_range_0b False False \n", "is_range_1a False False \n", "is_range_1b False False \n", "is_range_2a False False \n", "is_range_2b False False \n", "is_range_3a False False \n", "is_range_3b False False \n", "is_range_4a False False \n", "is_range_4b True True \n", "is_shiftedarea True True \n", "is_outlier False False " ] }, "execution_count": 197, "metadata": {}, "output_type": "execute_result" } ], "source": [ "taps_filtered['Ticks_Phase_5'].tail().T" ] }, { "cell_type": "code", "execution_count": 198, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def fig_dims(width, factor):\n", " #WIDTH = 350.0 # the number latex spits out\n", " #FACTOR = 0.45 # the fraction of the width you'd like the figure to occupy\n", " fig_width_pt = width * factor\n", "\n", " inches_per_pt = 1.0 / 72.27\n", " golden_ratio = (np.sqrt(5) - 1.0) / 2.0 # because it looks good\n", "\n", " fig_width_in = fig_width_pt * inches_per_pt # figure width in inches\n", " fig_height_in = fig_width_in * golden_ratio # figure height in inches\n", " fig_dims = [fig_width_in, fig_height_in] # fig dims as a list\n", " return fig_dims\n", "\n", "#don't adjust MPL defaults to pandas's preferred defaults\n", "pd.options.display.mpl_style = None \n", "mpl.rcdefaults()\n", "\n", "from matplotlib import rcParams\n", "#rcParams['axes.titlesize'] = 22\n", "rcParams['font.size'] = 14\n", "rcParams['xtick.labelsize'] = 12\n", "rcParams['ytick.labelsize'] = 12\n", "rcParams['legend.fontsize'] = 12\n", "rcParams['font.family'] = 'serif'\n", "rcParams['figure.facecolor'] = '1.0' # 0 black --> 1 white; grays\n", " \n", "\n", "def task_hists(tdata):\n", " figsize = fig_dims(2000, 0.45) \n", " ax = avgtargs.plot(y = 'tinterval', linewidth=2, color='black', figsize=figsize) \n", "\n", " avg_tap = avgtargs.tinterval + avgdevs.dev\n", " upper_sd = avg_tap + SD_devs.dev\n", " lower_sd = avg_tap - SD_devs.dev \n", " \n", " #upper_sd.plot(y = 'dev', linewidth=3, color='black', linestyle=\"--\")\n", " #lower_sd.plot(y = 'dev', linewidth=3, color='black', linestyle=\"--\") \n", " #ax.plot(upper_sd.dev, linewidth=3, color='black', linestyle=\"--\")\n", " #ax.plot(lower_sd.dev, linewidth=3, color='black', linestyle=\"--\")\n", " \n", " avg_tap.plot(linewidth=1, color='black', linestyle=\"--\", dashes=(5,3))\n", " upper_sd.plot(linewidth=1, color='black', linestyle=\"-\", marker=\"o\", markersize=4)\n", " lower_sd.plot(linewidth=1, color='black', linestyle=\"-\", marker=\"o\", markersize=4)\n", " \n", " ax.set_ylabel(\"Milliseconds\")\n", " ax.set_xlabel(\"Interval number\") \n", " ax.grid(b=False, which='major', axis='both')\n", " \n", " # set number of labeled \"ticks\" on each axis (overriding auto setting)\n", " #ax.xaxis.set_major_locator(mpl.ticker.MaxNLocator(15))\n", " #ax.yaxis.set_major_locator(mpl.ticker.MaxNLocator(10))\n", " # (it will sometimes decide to show fewer than this, hence \"max\") \n", " # Or to be precise:\n", " ax.xaxis.set_major_locator(mpl.ticker.MaxNLocator(15))\n", " \n", " #ax.xaxis.tick_bottom()\n", " #ax.yaxis.tick_left()\n", " #ax.spines[\"right\"].set_color(\"none\")\n", " #ax.spines[\"top\"].set_color(\"none\")\n", " \n", " ax.legend([\"Target stimulus interval (TSI)\",\n", " \"TSI + mean of absolute performance asynchronies\",\n", " u\"Between-participants variability in absolute performance asynchronies (TSI ± 1 SD)\"], loc=\"best\") \n", " ax.get_legend().set_title(\"\")\n", " ax.get_legend().draw_frame(False)\n", " \n", " plt.show()\n", " \n", " \n", "from matplotlib import rcParams\n", "#rcParams['axes.titlesize'] = 22\n", "rcParams['font.size'] = 14\n", "rcParams['xtick.labelsize'] = 12\n", "rcParams['ytick.labelsize'] = 12\n", "rcParams['legend.fontsize'] = 12\n", "rcParams['font.family'] = 'serif'\n", "rcParams['figure.facecolor'] = '1.0' # 0 black --> 1 white; grays\n", "\n", "\n", "# iso5t1 and iso8t1: Need to remove the extra intervals at the \n", "# end of the task from the first few subs! (after beat 130-ish?)\n", "\n", "# (Probably easiest and less confusing for future readers if they're just\n", "# chopped out of the CSV file at the start.)" ] }, { "cell_type": "code", "execution_count": 199, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "#don't adjust MPL defaults to pandas's preferred defaults\n", "pd.options.display.mpl_style = None \n", "mpl.rcdefaults()\n", "\n", "from matplotlib import rcParams\n", "#rcParams['axes.titlesize'] = 22\n", "rcParams['font.size'] = 35\n", "rcParams['xtick.labelsize'] = 16\n", "rcParams['ytick.labelsize'] = 16\n", "rcParams['legend.fontsize'] = 16\n", "rcParams['font.family'] = 'serif'\n", "rcParams['figure.facecolor'] = '1.0' # 0 black --> 1 white; grays" ] }, { "cell_type": "code", "execution_count": 200, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
beat_endbeat_startbeat_targetchanneldevdev_perciintsis_failuremicros...is_range_0bis_range_1ais_range_1bis_range_2ais_range_2bis_range_3ais_range_3bis_range_4ais_range_4bis_shiftedarea
pidbeat
01599 49709.410 49209.300 49459.060 1 -94.080-18.834081 192 467.904 False 225832492... False True False False False False False False False True
100 50209.680 49709.410 49959.760 1-139.388-27.838626 194 455.392 False 226287884... False True False False False False False False False True
101 NaN NaN NaNNaN NaN NaN NaN NaN True NaN... False True False False False False False False False True
102 51209.464 50709.334 50959.068 1 -91.160-18.251420 197 NaN False 227335420... False False True False False False False False False True
103 51709.724 51209.464 51459.860 1 -77.856-15.546574 199 514.096 False 227849516... False False True False False False False False False True
104 52210.096 51709.724 51959.588 1-115.624-23.137387 201 461.960 False 228311476... False False True False False False False False False True
105 52709.802 52210.096 52460.604 1 -97.380-19.436505 203 519.260 False 228830736... False False True False False False False False False True
106 53209.358 52709.802 52959.000 1 -98.572-19.777847 205 497.204 False 229327940... False False True False False False False False False True
107 53709.588 53209.358 53459.716 1-130.644-26.091437 207 468.644 False 229796584... False False True False False False False False False True
108 54209.378 53709.588 53959.460 1-115.620-23.135846 209 514.768 False 230311352... False False True False False False False False False True
109 54709.094 54209.378 54459.296 1 -69.056-13.815732 211 546.400 False 230857752... False False True False False False False False False True
110 55209.202 54709.094 54958.892 1 -54.332-10.875187 213 514.320 False 231372072... False False True False False False False False False True
111 55709.422 55209.202 55459.512 1 -16.108 -3.217610 215 538.844 False 231910916... False False True False False False False False False True
112 56209.318 55709.422 55959.332 1 -1.664 -0.332920 217 514.264 False 232425180... False False True False False False False False False True
113 56734.158 56209.318 56459.304 1 1.340 0.268015 220 502.976 False 232928156... False False True False False False False False False True
116 58259.248 57759.504 58009.380 1 8.500 1.700844 226 530.256 False 234485392... False False False True False False False False False True
117 58759.478 58259.248 58509.116 1 -12.220 -2.445291 227 479.016 False 234964408... False False False True False False False False False True
118 59259.672 58759.478 59009.840 1 7.308 1.459487 230 520.252 False 235484660... False False False True False False False False False True
119 59759.342 59259.672 59509.504 1 -20.436 -4.089948 231 471.920 False 235956580... False False False False True False False False False True
120 60259.128 59759.342 60009.180 1 1.412 0.282583 234 521.524 False 236478104... False False False False True False False False False True
121 60759.434 60259.128 60509.076 1 4.836 0.967401 236 503.320 False 236981424... False False False False True False False False False True
122 NaN NaN NaNNaN NaN NaN NaN NaN True NaN... False False False False True False False False False True
123 61759.204 61259.562 61509.332 1 -16.256 -3.254194 238 NaN False 237960588... False False False False True False False False False True
124 62259.476 61759.204 62009.076 1 -59.092-11.824454 240 456.908 False 238417496... False False False False True False False False False True
125 NaN NaN NaNNaN NaN NaN NaN NaN True NaN... False False False False True False False False False True
126 63259.534 62759.792 63009.708 1 -68.880-13.780630 243 NaN False 239408340... False False False False True False False False False True
127 63759.244 63259.534 63509.360 1 -96.904-19.394298 245 471.628 False 239879968... False False False False True False False False False True
128 NaN NaN NaNNaN NaN NaN NaN NaN True NaN... False False False False True False False False False True
129 64759.792 64259.560 64509.992 1 212.476 42.421895 250 NaN False 241189980... False False False False True False False False False True
130 65309.592 64759.792 65009.592 1 257.712 51.583667 252 544.836 False 241734816... False False False False True False False False False True
.....................................................................
121138 69369.712 68869.998 69119.868 1 -23.852 -4.772882 268 498.788 False 670385312... False False False False False False True False False True
139 69869.436 69369.712 69619.556 1 -24.896 -4.982309 270 498.644 False 670883956... False False False False False False True False False True
140 70369.610 69869.436 70119.316 1 -44.216 -8.847447 272 480.440 False 671364396... False False False False False False True False False True
141 70869.822 70369.610 70619.904 1 -39.496 -7.889921 274 505.308 False 671869704... False False False False False False True False False True
142 71369.622 70869.822 71119.740 1 -42.652 -8.533199 276 496.680 False 672366384... False False False False False False True False False True
143 71869.760 71369.622 71619.504 1 -35.460 -7.095349 278 506.956 False 672873340... False False False False False False True False False True
144 72369.970 71869.760 72120.016 1 -25.792 -5.153123 280 510.180 False 673383520... False False False False False False True False False True
145 72869.694 72369.970 72619.924 1 -16.728 -3.346216 282 508.972 False 673892492... False False False False False False True False False True
146 73369.384 72869.694 73119.464 1 -17.780 -3.559275 284 498.488 False 674390980... False False False False False False True False False True
147 73869.708 73369.384 73619.304 1 -17.108 -3.422695 286 500.512 False 674891492... False False False False False False True False False True
148 74369.962 73869.708 74120.112 1 -17.700 -3.534289 288 500.216 False 675391708... False False False False False False True False False True
149 74819.930 74369.962 74619.812 1 6.108 1.222333 291 523.508 False 675915216... False False False False False False True False False True
152 76269.356 75769.742 76019.476 1-174.136-34.864296 295 NaN False 677134636... False False False False False False False True False True
153 76769.566 76269.356 76519.236 1-144.032-28.820234 297 529.864 False 677664500... False False False False False False False True False True
154 77269.934 76769.566 77019.896 1-143.732-28.708505 299 500.960 False 678165460... False False False False False False False True False True
155 77769.704 77269.934 77519.972 1 -71.088-14.215439 301 572.720 False 678738180... False False False False False False False False True True
156 78269.768 77769.704 78019.436 1 -75.668-15.149841 303 494.884 False 679233064... False False False False False False False False True True
157 78770.018 78269.768 78520.100 1 -70.496-14.080501 305 505.836 False 679738900... False False False False False False False False True True
158 79269.706 78770.018 79019.936 1 -72.664-14.537568 307 497.668 False 680236568... False False False False False False False False True True
159 79769.356 79269.706 79519.476 1 -46.540 -9.316571 309 525.664 False 680762232... False False False False False False False False True True
160 80269.568 79769.356 80019.236 1 -29.976 -5.998079 311 516.324 False 681278556... False False False False False False False False True True
161 80769.780 80269.568 80519.900 1 -32.304 -6.452231 313 498.336 False 681776892... False False False False False False False False True True
162 81269.468 80769.780 81019.660 1 -41.136 -8.231151 315 490.928 False 682267820... False False False False False False False False True True
163 81769.756 81269.468 81519.276 1 -53.356-10.679402 317 487.396 False 682755216... False False False False False False False False True True
164 82275.134 81769.756 82020.236 1 -16.508 -3.295273 319 537.808 False 683293024... False False False False False False False False True True
165 82779.988 82275.134 82530.032 1 -53.132-10.422208 321 473.172 False 683766196... False False False False False False False False True True
166 83279.826 82779.988 83029.944 1 -78.584-15.719567 323 474.460 False 684240656... False False False False False False False False True True
167 83779.430 83279.826 83529.708 1 -55.668-11.138858 325 522.680 False 684763336... False False False False False False False False True True
168 84279.518 83779.430 84029.152 1 -56.948-11.402279 327 498.164 False 685261500... False False False False False False False False True True
169 84780.250 84279.518 84529.884 1 -51.272-10.239410 329 506.408 False 685767908... False False False False False False False False True True
\n", "

6305 rows × 30 columns

\n", "
" ], "text/plain": [ " beat_end beat_start beat_target channel dev dev_perc \\\n", "pid beat \n", "015 99 49709.410 49209.300 49459.060 1 -94.080 -18.834081 \n", " 100 50209.680 49709.410 49959.760 1 -139.388 -27.838626 \n", " 101 NaN NaN NaN NaN NaN NaN \n", " 102 51209.464 50709.334 50959.068 1 -91.160 -18.251420 \n", " 103 51709.724 51209.464 51459.860 1 -77.856 -15.546574 \n", " 104 52210.096 51709.724 51959.588 1 -115.624 -23.137387 \n", " 105 52709.802 52210.096 52460.604 1 -97.380 -19.436505 \n", " 106 53209.358 52709.802 52959.000 1 -98.572 -19.777847 \n", " 107 53709.588 53209.358 53459.716 1 -130.644 -26.091437 \n", " 108 54209.378 53709.588 53959.460 1 -115.620 -23.135846 \n", " 109 54709.094 54209.378 54459.296 1 -69.056 -13.815732 \n", " 110 55209.202 54709.094 54958.892 1 -54.332 -10.875187 \n", " 111 55709.422 55209.202 55459.512 1 -16.108 -3.217610 \n", " 112 56209.318 55709.422 55959.332 1 -1.664 -0.332920 \n", " 113 56734.158 56209.318 56459.304 1 1.340 0.268015 \n", " 116 58259.248 57759.504 58009.380 1 8.500 1.700844 \n", " 117 58759.478 58259.248 58509.116 1 -12.220 -2.445291 \n", " 118 59259.672 58759.478 59009.840 1 7.308 1.459487 \n", " 119 59759.342 59259.672 59509.504 1 -20.436 -4.089948 \n", " 120 60259.128 59759.342 60009.180 1 1.412 0.282583 \n", " 121 60759.434 60259.128 60509.076 1 4.836 0.967401 \n", " 122 NaN NaN NaN NaN NaN NaN \n", " 123 61759.204 61259.562 61509.332 1 -16.256 -3.254194 \n", " 124 62259.476 61759.204 62009.076 1 -59.092 -11.824454 \n", " 125 NaN NaN NaN NaN NaN NaN \n", " 126 63259.534 62759.792 63009.708 1 -68.880 -13.780630 \n", " 127 63759.244 63259.534 63509.360 1 -96.904 -19.394298 \n", " 128 NaN NaN NaN NaN NaN NaN \n", " 129 64759.792 64259.560 64509.992 1 212.476 42.421895 \n", " 130 65309.592 64759.792 65009.592 1 257.712 51.583667 \n", "... ... ... ... ... ... ... \n", "121 138 69369.712 68869.998 69119.868 1 -23.852 -4.772882 \n", " 139 69869.436 69369.712 69619.556 1 -24.896 -4.982309 \n", " 140 70369.610 69869.436 70119.316 1 -44.216 -8.847447 \n", " 141 70869.822 70369.610 70619.904 1 -39.496 -7.889921 \n", " 142 71369.622 70869.822 71119.740 1 -42.652 -8.533199 \n", " 143 71869.760 71369.622 71619.504 1 -35.460 -7.095349 \n", " 144 72369.970 71869.760 72120.016 1 -25.792 -5.153123 \n", " 145 72869.694 72369.970 72619.924 1 -16.728 -3.346216 \n", " 146 73369.384 72869.694 73119.464 1 -17.780 -3.559275 \n", " 147 73869.708 73369.384 73619.304 1 -17.108 -3.422695 \n", " 148 74369.962 73869.708 74120.112 1 -17.700 -3.534289 \n", " 149 74819.930 74369.962 74619.812 1 6.108 1.222333 \n", " 152 76269.356 75769.742 76019.476 1 -174.136 -34.864296 \n", " 153 76769.566 76269.356 76519.236 1 -144.032 -28.820234 \n", " 154 77269.934 76769.566 77019.896 1 -143.732 -28.708505 \n", " 155 77769.704 77269.934 77519.972 1 -71.088 -14.215439 \n", " 156 78269.768 77769.704 78019.436 1 -75.668 -15.149841 \n", " 157 78770.018 78269.768 78520.100 1 -70.496 -14.080501 \n", " 158 79269.706 78770.018 79019.936 1 -72.664 -14.537568 \n", " 159 79769.356 79269.706 79519.476 1 -46.540 -9.316571 \n", " 160 80269.568 79769.356 80019.236 1 -29.976 -5.998079 \n", " 161 80769.780 80269.568 80519.900 1 -32.304 -6.452231 \n", " 162 81269.468 80769.780 81019.660 1 -41.136 -8.231151 \n", " 163 81769.756 81269.468 81519.276 1 -53.356 -10.679402 \n", " 164 82275.134 81769.756 82020.236 1 -16.508 -3.295273 \n", " 165 82779.988 82275.134 82530.032 1 -53.132 -10.422208 \n", " 166 83279.826 82779.988 83029.944 1 -78.584 -15.719567 \n", " 167 83779.430 83279.826 83529.708 1 -55.668 -11.138858 \n", " 168 84279.518 83779.430 84029.152 1 -56.948 -11.402279 \n", " 169 84780.250 84279.518 84529.884 1 -51.272 -10.239410 \n", "\n", " i ints is_failure micros ... is_range_0b \\\n", "pid beat ... \n", "015 99 192 467.904 False 225832492 ... False \n", " 100 194 455.392 False 226287884 ... False \n", " 101 NaN NaN True NaN ... False \n", " 102 197 NaN False 227335420 ... False \n", " 103 199 514.096 False 227849516 ... False \n", " 104 201 461.960 False 228311476 ... False \n", " 105 203 519.260 False 228830736 ... False \n", " 106 205 497.204 False 229327940 ... False \n", " 107 207 468.644 False 229796584 ... False \n", " 108 209 514.768 False 230311352 ... False \n", " 109 211 546.400 False 230857752 ... False \n", " 110 213 514.320 False 231372072 ... False \n", " 111 215 538.844 False 231910916 ... False \n", " 112 217 514.264 False 232425180 ... False \n", " 113 220 502.976 False 232928156 ... False \n", " 116 226 530.256 False 234485392 ... False \n", " 117 227 479.016 False 234964408 ... False \n", " 118 230 520.252 False 235484660 ... False \n", " 119 231 471.920 False 235956580 ... False \n", " 120 234 521.524 False 236478104 ... False \n", " 121 236 503.320 False 236981424 ... False \n", " 122 NaN NaN True NaN ... False \n", " 123 238 NaN False 237960588 ... False \n", " 124 240 456.908 False 238417496 ... False \n", " 125 NaN NaN True NaN ... False \n", " 126 243 NaN False 239408340 ... False \n", " 127 245 471.628 False 239879968 ... False \n", " 128 NaN NaN True NaN ... False \n", " 129 250 NaN False 241189980 ... False \n", " 130 252 544.836 False 241734816 ... False \n", "... ... ... ... ... ... ... \n", "121 138 268 498.788 False 670385312 ... False \n", " 139 270 498.644 False 670883956 ... False \n", " 140 272 480.440 False 671364396 ... False \n", " 141 274 505.308 False 671869704 ... False \n", " 142 276 496.680 False 672366384 ... False \n", " 143 278 506.956 False 672873340 ... False \n", " 144 280 510.180 False 673383520 ... False \n", " 145 282 508.972 False 673892492 ... False \n", " 146 284 498.488 False 674390980 ... False \n", " 147 286 500.512 False 674891492 ... False \n", " 148 288 500.216 False 675391708 ... False \n", " 149 291 523.508 False 675915216 ... False \n", " 152 295 NaN False 677134636 ... False \n", " 153 297 529.864 False 677664500 ... False \n", " 154 299 500.960 False 678165460 ... False \n", " 155 301 572.720 False 678738180 ... False \n", " 156 303 494.884 False 679233064 ... False \n", " 157 305 505.836 False 679738900 ... False \n", " 158 307 497.668 False 680236568 ... False \n", " 159 309 525.664 False 680762232 ... False \n", " 160 311 516.324 False 681278556 ... False \n", " 161 313 498.336 False 681776892 ... False \n", " 162 315 490.928 False 682267820 ... False \n", " 163 317 487.396 False 682755216 ... False \n", " 164 319 537.808 False 683293024 ... False \n", " 165 321 473.172 False 683766196 ... False \n", " 166 323 474.460 False 684240656 ... False \n", " 167 325 522.680 False 684763336 ... False \n", " 168 327 498.164 False 685261500 ... False \n", " 169 329 506.408 False 685767908 ... False \n", "\n", " is_range_1a is_range_1b is_range_2a is_range_2b is_range_3a \\\n", "pid beat \n", "015 99 True False False False False \n", " 100 True False False False False \n", " 101 True False False False False \n", " 102 False True False False False \n", " 103 False True False False False \n", " 104 False True False False False \n", " 105 False True False False False \n", " 106 False True False False False \n", " 107 False True False False False \n", " 108 False True False False False \n", " 109 False True False False False \n", " 110 False True False False False \n", " 111 False True False False False \n", " 112 False True False False False \n", " 113 False True False False False \n", " 116 False False True False False \n", " 117 False False True False False \n", " 118 False False True False False \n", " 119 False False False True False \n", " 120 False False False True False \n", " 121 False False False True False \n", " 122 False False False True False \n", " 123 False False False True False \n", " 124 False False False True False \n", " 125 False False False True False \n", " 126 False False False True False \n", " 127 False False False True False \n", " 128 False False False True False \n", " 129 False False False True False \n", " 130 False False False True False \n", "... ... ... ... ... ... \n", "121 138 False False False False False \n", " 139 False False False False False \n", " 140 False False False False False \n", " 141 False False False False False \n", " 142 False False False False False \n", " 143 False False False False False \n", " 144 False False False False False \n", " 145 False False False False False \n", " 146 False False False False False \n", " 147 False False False False False \n", " 148 False False False False False \n", " 149 False False False False False \n", " 152 False False False False False \n", " 153 False False False False False \n", " 154 False False False False False \n", " 155 False False False False False \n", " 156 False False False False False \n", " 157 False False False False False \n", " 158 False False False False False \n", " 159 False False False False False \n", " 160 False False False False False \n", " 161 False False False False False \n", " 162 False False False False False \n", " 163 False False False False False \n", " 164 False False False False False \n", " 165 False False False False False \n", " 166 False False False False False \n", " 167 False False False False False \n", " 168 False False False False False \n", " 169 False False False False False \n", "\n", " is_range_3b is_range_4a is_range_4b is_shiftedarea \n", "pid beat \n", "015 99 False False False True \n", " 100 False False False True \n", " 101 False False False True \n", " 102 False False False True \n", " 103 False False False True \n", " 104 False False False True \n", " 105 False False False True \n", " 106 False False False True \n", " 107 False False False True \n", " 108 False False False True \n", " 109 False False False True \n", " 110 False False False True \n", " 111 False False False True \n", " 112 False False False True \n", " 113 False False False True \n", " 116 False False False True \n", " 117 False False False True \n", " 118 False False False True \n", " 119 False False False True \n", " 120 False False False True \n", " 121 False False False True \n", " 122 False False False True \n", " 123 False False False True \n", " 124 False False False True \n", " 125 False False False True \n", " 126 False False False True \n", " 127 False False False True \n", " 128 False False False True \n", " 129 False False False True \n", " 130 False False False True \n", "... ... ... ... ... \n", "121 138 True False False True \n", " 139 True False False True \n", " 140 True False False True \n", " 141 True False False True \n", " 142 True False False True \n", " 143 True False False True \n", " 144 True False False True \n", " 145 True False False True \n", " 146 True False False True \n", " 147 True False False True \n", " 148 True False False True \n", " 149 True False False True \n", " 152 False True False True \n", " 153 False True False True \n", " 154 False True False True \n", " 155 False False True True \n", " 156 False False True True \n", " 157 False False True True \n", " 158 False False True True \n", " 159 False False True True \n", " 160 False False True True \n", " 161 False False True True \n", " 162 False False True True \n", " 163 False False True True \n", " 164 False False True True \n", " 165 False False True True \n", " 166 False False True True \n", " 167 False False True True \n", " 168 False False True True \n", " 169 False False True True \n", "\n", "[6305 rows x 30 columns]" ] }, "execution_count": 200, "metadata": {}, "output_type": "execute_result" } ], "source": [ "testdf = db_taps[long_name['phase5t']]\n", "testdf[testdf.is_shiftedarea == True]" ] }, { "cell_type": "code", "execution_count": 201, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iso5j\n", "i = 11326\n", "N = 97\n", "iso8j\n", "i = 11354\n", "N = 97\n", "lin5j\n", "i = 15941\n", "N = 96\n", "lin8j\n", "i = 16062\n", "N = 97\n", "phase5j\n", "i = 6244\n", "N = 97\n", "phase8j\n", "i = 6256\n", "N = 97\n", "iso5t2\n", "i = 12242\n", "N = 97\n", "iso8t2\n", "i = 11319\n", "N = 97\n", "lin5t\n", "i = 16045\n", "N = 97\n", "lin8t\n", "i = 16031\n", "N = 97\n", "phase5t\n", "i = 6199\n", "N = 97\n", "phase8t\n", "i = 6180\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAd4AAAHKCAYAAACt2SpOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtYVXWi//HPAkVBQRI1UBsvyE1pSvDSL7NJ7eZY6TmO\n", "nXzamVpNlsfKpmOTaXlJrekyljmnGtOnvGBqmtPFMjWb0mIUnEmIy1ZRO7ktM0VEC4Xv7w+fvYfN\n", "3igkeyGb9+t5eKLvZa/vdwl89lp7re+yjDFGAADAFiH1PQAAABoTghcAABsRvAAA2IjgBQDARgQv\n", "AAA2IngBALARwQsAgI0IXgAAbETwAgBgo18UvFu2bFFSUpJCQkK0f//+uh4TAABBq1bBe+LECU2c\n", "OFHXXHONnE6nLMs6a/tDhw7phRde0KBBg9S2bVuFhYWpTZs2GjhwoBYuXKhzrVZZUFAgh8Oh9u3b\n", "Kzw8XN26ddOkSZN07Nixs/ZzuVwaN26cOnXqpObNm6tTp06677775HK5ajNdAADqnqmhwsJC061b\n", "NxMfH282b95sLMsyISEhZt++fX7bO51OExERYUJCQsyECRNMZmamKSoqMuvWrTO9e/c2lmWZgQMH\n", "mpMnT/rt/8knn5jw8HCTkpJi1q9fb/bu3WsWLVpkIiMjTXx8vHG5XH775ebmmpiYGNO+fXuzevVq\n", "s3fvXvP222+b2NhY06ZNG/P111/XdMoAANS5Ggfv3/72N/PAAw+YEydOGGPMOYN3x44dxrIs88gj\n", "j/jUnThxwnTq1MlYlmWmTJniU3/kyBHTpk0bExERYYqKirzqli1bZizLMtddd51Pv1OnTpnk5GQT\n", "EhJivvjiC6+6LVu2GMuyTPfu3c3p06drOm0AAOpUjU8133TTTXrxxRcVHh5e46Npy7J01113+ZSH\n", "h4fL4XBIkt566y2f+nnz5unw4cMaOnSoOnfu7FV32223KS4uThs2bNDWrVu96jIyMlRQUKC+ffvq\n", "iiuu8Kq78sordcUVVygvL8/vNgEAsEONg/dcn+dW9etf/1pHjhxRcnKy3/oOHTpIko4cOeJTt3Ll\n", "SknSoEGD/I7DXV41QM/WT5KuvfZav/0AALBLwG4nCgkJUVRUVLX17gudLr30Uq/y0tJS5ebmyrKs\n", "akM7KSlJkrR9+3av8szMTEmqtp+7vGo/AADsUm/38X7wwQeSpPHjx3uVFxUVea52jo2N9ds3Li5O\n", "krR7925P2fHjx3Xo0CFZllVtP3f5wYMH9dNPP53fBAAA+AXqJXjXr1+v7OxsDRkyRMOHD/eqq3yr\n", "UHWfJ0dEREiSiouLf1G/qn0BALBLE7s3+MMPP+juu+9WYmKi3njjDbs3f04ul4v7fQGgkYuLi/Oc\n", "Xa1rtgbv8ePH9dvf/lZNmjTRxo0b1bp1a582rVq18nx/8uRJv69z4sQJn7aVP08+V7+qfd1cLpd6\n", "9eqlAwcOnGMmAIBg1r59e23fvj0g4Wtb8JaUlGjIkCE6cuSINm/e7LmquarKtw+5XC7Fx8f7tHEf\n", "kVaua9mypdq2batDhw7p4MGDfl/b3S82NlbNmzf3W3/gwAEtWbJEKSkpNZ5bsHnooYc0d+7c+h5G\n", "vWns85fYB419/lLj3gd5eXlyOBxyuVwNN3iPHDmiG2+8UaWlpfrss8+qvfhJklq0aKHU1FTl5OQo\n", "Pz9fV111lU+b/Px8SVLv3r29yvv27av33ntPeXl5fl+7un5VpaSkKC0t7axtgll0dDTzb8Tzl9gH\n", "jX3+EvsgkAJ+cdX333+va665RqdPn9ann37qFbrfffedbrzxRn3//fdefUaMGCFJ2rhxo8/rVVRU\n", "aNOmTbIsy9OuJv0kacOGDV7tAACwW0CD98CBA/rNb36jli1b6pNPPlFMTIxX/cmTJ7V+/XqfW3sm\n", "TJigmJgYrV27Vnv37vWqW758uVwulwYOHKh+/fp51Y0cOVKJiYnKzMzUF1984VW3detWZWZmKjk5\n", "WSNHjqy7SQIAUAu1OtVcWFiosrIyz/8bY1RQUOC5lSc1NdVT9+233+rqq69WUVGRkpOTNXDgQJ/X\n", "q/xalUVHR2vFihUaMmSIBg8erJdeekndunXT5s2b9cADD6hLly5avHix72SaNNHbb7+t3/zmNxo+\n", "fLjmz5+vnj17Kjs7W+PHj1dMTIxWrVqlkBAeQwwAqB+1Ct4bbrhB+/btk/TvJSRvuOEGz/+Xl5d7\n", "2m7btk1FRUWyLEsFBQV+X88YU+1SlAMGDNCOHTs0Y8YMjRo1SkeOHFGHDh00btw4TZ06tdpVsXr0\n", "6KGvvvpK06dP14MPPqjvv/9e7dq109ChQ/Xkk08G7PLwYNLYzwg09vlL7IPGPn+JfRBIljHneChu\n", "I5Kdna309HRlZWVxUQEANFKBzgLOuQIAYCOCFwAAGxG8AADYiOAFAMBGBC8AADYieAEAsBHBCwCA\n", "jQheAABsRPACAGAjghcAABsRvAAA2IjgBQDARgQvAAA2IngBALARwQsAgI0IXgAAbETwAgBgI4IX\n", "AAAbEbwAANiI4AUAwEYELwAANiJ4AQCwEcELAICNCF4AAGxE8AIAYCOCFwAAGxG8AADYiOAFAMBG\n", "BC8AADYieAEAsBHBCwCAjQheAABsRPACAGAjghcAABsRvAAA2IjgBQDARgQvAAA2IngBALARwQsA\n", "gI0IXgAAbETwAgBgI4IXAAAbEbwAANiI4AUAwEYELwAANiJ4AQCwEcELAICNCF4AAGxE8AIAYKNf\n", "FLxbtmxRUlKSQkJCtH///roeEwAAQatWwXvixAlNnDhR11xzjZxOpyzLqlG/zMxMDRs2TO3atVNE\n", "RIRSU1M1a9YslZWVnbVfQUGBHA6H2rdvr/DwcHXr1k2TJk3SsWPHztrP5XJp3Lhx6tSpk5o3b65O\n", "nTrpvvvuk8vlqvFcAQAIhBoHr9Pp1GWXXaZ3331XGzZsqPEGli1bpn79+unQoUNas2aNcnNzNXbs\n", "WE2fPl39+/dXaWmp336bN29Wz549lZ2drTfeeEP5+fmaMmWKXnnlFaWlpengwYN++3399de69NJL\n", "9e6772ru3LkqKCjQn//8Z73zzjv69a9/rby8vBqPHQCAOmdq6G9/+5t54IEHzIkTJ4wxxliWZUJC\n", "Qsy+ffuq7bNr1y7TrFkzExsba4qLi73qZs+ebSzLMvfcc49PvyNHjpg2bdqYiIgIU1RU5FW3bNky\n", "Y1mWue6663z6nTp1yiQnJ5uQkBDzxRdfeNVt2bLFWJZlunfvbk6fPu13vFlZWUaSycrKqnZOAIDg\n", "FugsqPER70033aQXX3xR4eHhNQ712bNnq6ysTGPGjFFUVJRX3fjx4xUWFqaFCxfqm2++8aqbN2+e\n", "Dh8+rKFDh6pz585edbfddpvi4uK0YcMGbd261asuIyNDBQUF6tu3r6644gqvuiuvvFJXXHGF8vLy\n", "9NZbb9V4DgAA1KUaB29NP891Ky8v1+rVq2VZlgYNGuRTHxUVpT59+qiiokKrVq3yqlu5cqUk+e1X\n", "+fWqBujZ+knStdde67cfAAB2CdjtRIWFhSouLpYkJScn+22TlJQkSdq+fbunrLS0VLm5ubIsq1b9\n", "pDMXcZ1te+7yqv0AALBLwIJ39+7dnu9jY2P9tomLi/NpW1RUJGNMrfsdP35chw4dkmVZ1fZzlx88\n", "eFA//fRTTacCAECdaRKoF3bf8hMaGqrQ0FC/bSIiIiTJc2RcuZ+kaj9PPt9+7r7Nmzc/6xyAhsrp\n", "dKqkpMSrLDIyUgkJCfU0IgBuAQteAPXD6XQqMTHRb11hYSHhC9SzgAWv+yrm8vJylZeX+z3qPXHi\n", "hCSpVatWnrLK3588edLva/vrV/mq6XP1q9q3qoceekjR0dFeZSNHjtTIkSOr7QNcKNxHukuWLFFK\n", "SookKS8vTw6Hw+coGGjsMjIylJGR4VV29OjRgG4zYMHbrVs3z/cul0sdO3b0aeNeSSo+Pt5TVvn2\n", "IZfL5VV3tn4tW7ZU27ZtdejQoWoX13D3i42NPetp5rlz5yotLa3aeqAhSElJ4ecYOAd/B1XZ2dlK\n", "T08P2DYDdnFVYmKi5yg0Pz/fbxt3ee/evT1lLVq0UGpqqowxteonSX379pWkalenqq4fAAB2CVjw\n", "hoSEaPjw4TLGaOPGjT71xcXF2rZtm0JDQzV8+HCvuhEjRkiS334VFRXatGmTLMvytKtJP0mepS6r\n", "9gMAwC4BfSzg5MmTFRYWpkWLFvk82GD+/PkqKyvT6NGjdckll3jVTZgwQTExMVq7dq327t3rVbd8\n", "+XK5XC4NHDhQ/fr186obOXKkEhMTlZmZqS+++MKrbuvWrcrMzFRycjKf1SJoOJ1OZWdne32xHjlw\n", "YavVZ7yFhYVeTxQyxqigoMATqqmpqV7t4+PjtWDBAo0ePVqDBw/Ws88+q9jYWK1Zs0bTpk1Tr169\n", "NHfuXJ/tREdHa8WKFRoyZIgGDx6sl156Sd26ddPmzZv1wAMPqEuXLlq8eLHvZJo00dtvv63f/OY3\n", "Gj58uObPn+950ML48eMVExOjVatWKSSExxCj4Tvb1csALly1Ct4bbrhB+/btk/TvJSRvuOEGz/+X\n", "l5f79HE4HEpISNCcOXM0dOhQHT9+XF27dtUTTzyhSZMmKSwszO+2BgwYoB07dmjGjBkaNWqUjhw5\n", "og4dOmjcuHGaOnWqz9rPbj169NBXX32l6dOn68EHH9T333+vdu3aaejQoXryySc9i28ADZ2/q5cl\n", "6YMPPtDUqVPra1gAzqFWwVtUVPSLNtK3b1+98847te6XlJSkpUuX1rpf+/bt9eqrr9a6H9AQVb16\n", "mVPNwIWNc64AANiI4AUAwEYELwAANiJ4AQCwEcELAICNeDoR0EBUfdQfVy8DDRPBCzQALJYBBA+C\n", "F2gA/C2W8UsWyqh6lBwZGcnzeQGbEbxAA1J5sYzanGrev3+/pDMryVVVWFhI+AI2IniBRqC0tFSS\n", "9xFzXl6eHA6H1+fGAAKP4AUakarLSwKwH7cTAQBgI4IXAAAbEbwAANiI4AUAwEYELwAANiJ4AQCw\n", "EcELAICNCF4AAGxE8AIAYCOCFwAAGxG8AADYiOAFAMBGBC8AADYieAEAsBHBCwCAjQheAABsRPAC\n", "AGAjghcAABsRvAAA2IjgBQDARk3qewAA6ldeXp5PWWRkpBISEuphNEDwI3iBRmr//v2SJIfD4be+\n", "sLCQ8AUCgOAFGqnS0lJJ0pIlS5SSkuIpz8vLk8PhUElJSX0NDQhqBC/QyKWkpCgtLa2+hwE0Glxc\n", "BQCAjQheAABsRPACAGAjghcAABsRvAAA2IjgBQDARgQvAAA2IngBALARwQsAgI0IXgAAbETwAgBg\n", "I4IXAAAbEbwAANiI4AUAwEa2BO/evXs1ceJE/frXv1br1q3VvHlzdenSRXfccYeys7Or7ZeZmalh\n", "w4apXbt2ioiIUGpqqmbNmqWysrKzbq+goEAOh0Pt27dXeHi4unXrpkmTJunYsWN1PTUAAGol4MG7\n", "adMmde/eXX/5y190++2367PPPtNXX32lSZMm6d1331Xfvn21fPlyn37Lli1Tv379dOjQIa1Zs0a5\n", "ubkaO3aspk+frv79+3se4l3V5s2b1bNnT2VnZ+uNN95Qfn6+pkyZoldeeUVpaWk6ePBgoKcMAEC1\n", "mgR6AxMnTtRPP/2kKVOm6NFHH/WUJyYmqmnTpvr973+vCRMm6NZbb1VIyJn3Abt379bYsWPVtm1b\n", "rVu3TlFRUZKkhx9+WD///LMef/xxTZw4Ua+99prXto4ePaoRI0bIsix98MEH6ty5syRp9OjRatas\n", "mW6//XaNGjVK69evD/S0AQDwK+BHvE6nU5Zl6f/9v//nU3fFFVdIkn788Uf9+OOPnvLZs2errKxM\n", "Y8aM8YSu2/jx4xUWFqaFCxfqm2++8aqbN2+eDh8+rKFDh3pC1+22225TXFycNmzYoK1bt9bR7AAA\n", "qJ2AB+/ll18uY4xyc3N96r7++mtJUvv27dWmTRtJUnl5uVavXi3LsjRo0CCfPlFRUerTp48qKiq0\n", "atUqr7qVK1dKkt9+lV/vrbfeOr9JAQDwCwU8eP/3f/9XHTp00KxZs7Rq1SqdPHlSZWVl+vjjj/WH\n", "P/xBMTExevPNNz3tCwsLVVxcLElKTk72+5pJSUmSpO3bt3vKSktLlZubK8uyatUPAAA7Bfwz3ssu\n", "u0wFBQV64YUXNHbsWJWWlsqyLIWGhur+++/X1KlT1bp1a0/73bt3e76PjY31+5pxcXE+bYuKimSM\n", "kWVZteoHAICdAh68R44c0ejRo/X+++/rkUce0YgRI9SsWTNt2LBBTz75pD7//HMtX75c8fHxkuS5\n", "5Sc0NFShoaF+XzMiIkKSPEfGlftJUnh4eI37ARcap9OpkpISr7K8vLx6Gg2AuhbQ4DXG6MYbb9S2\n", "bdv0+OOPa+bMmZ661NRUde7cWf/5n/+pq666Sjk5OYqJiQnkcIALntPpVGJiYn0PA0AABfQz3k2b\n", "Nmnbtm2yLEt/+MMffOqHDRumhIQEfffdd/rrX/8qSZ6rmMvLy1VeXu73dU+cOCFJatWqlaes8vcn\n", "T56scT/gQuI+0l2yZImysrI8X5XftAJo2AJ6xJuVlSVJuvjiixUdHe23TVJSkpxOp6et+5SzJLlc\n", "LnXs2NGnj8vl8mlb+fYhl8vlVXe2fv489NBDPuMdOXKkRo4cedZ+QF1JSUlRWlqa5/851QwERkZG\n", "hjIyMrzKjh49GtBtBvwzXunMrTzVcS+a4ZaYmKioqCiVlJQoPz/fb/Dm5+dLknr37u0pa9GihVJT\n", "U5WTk6P8/HxdddVVNernz9y5c73+6AEAgpO/g6rs7Gylp6cHbJsBPdXsvn3n4MGD1a6TXFBQIEme\n", "z7VCQ0M1fPhwGWO0ceNGn/bFxcXatm2bp11lI0aMkCS//SoqKrRp0yZZluVpBwCA3QIavNdff70u\n", "vvhiGWP00ksv+dR/+OGHKigoUGhoqG6//XZP+eTJkxUWFqZFixb5BPb8+fNVVlam0aNH65JLLvGq\n", "mzBhgmJiYrR27Vrt3bvXq2758uVyuVwaOHCg+vXrV3eTBACgFgIavOHh4Vq6dKlatGihGTNmaNas\n", "WcrPz1dRUZFef/11ORwOhYSE6LnnnlP37t09/eLj47VgwQL98MMPGjx4sLZu3ao9e/bo+eef17Rp\n", "09SrVy/NnTvXZ3vR0dFasWKFJGnw4MH6+OOPVVRUpEWLFunee+9Vly5dtHjx4kBOGQCAswr4Z7wD\n", "Bw7Uv/71L/35z3/W4sWLNWvWLJWXlys2NlY33HCDJkyY4FmzuTKHw6GEhATNmTNHQ4cO1fHjx9W1\n", "a1c98cQTmjRpksLCwvxub8CAAdqxY4dmzJihUaNG6ciRI+rQoYPGjRunqVOn+qz9DACAnWy5uKpr\n", "166aN29erfv17dtX77zzTq37JSUlaenSpbXuBwBAoAV8rWYAAPBvBC8AADYieAEAsJEtn/ECaHiq\n", "rpYVGRmphISEehoNEDwIXgBe9u/fL+nMnQVVFRYWEr7AeSJ4AXgpLS2VdOZBDSkpKZLOHP06HA6f\n", "xxUCqD2CF4BfVR/UAKBucHEVAAA2IngBALARwQsAgI0IXgAAbETwAgBgI4IXAAAbEbwAANiI4AUA\n", "wEYELwAANiJ4AQCwEcELAICNCF4AAGxE8AIAYCOCFwAAGxG8AADYiOAFAMBGBC8AADYieAEAsBHB\n", "CwCAjQheAABsRPACAGAjghcAABsRvAAA2IjgBQDARk3qewAAGo68vDyfssjISCUkJNTDaICGieAF\n", "cE779++XJDkcDr/1hYWFhC9QQwQvgHMqLS2VJC1ZskQpKSme8ry8PDkcDpWUlNTX0IAGh+AFUGMp\n", "KSlKS0ur72EADRoXVwEAYCOCFwAAGxG8AADYiOAFAMBGBC8AADYieAEAsBG3EwH1yOl0et0D629l\n", "KADBheAF6onT6VRiYmJ9DwOAzTjVDNQT95HukiVLlJWVpaysLM2cObOeRwUg0DjiBepZ5dWgONUM\n", "BD+OeAEAsBHBCwCAjQheAABsRPACAGAjghcAABvZFrylpaWaM2eO+vTpo4suukgtWrRQfHy8hg0b\n", "ptdee81vn8zMTA0bNkzt2rVTRESEUlNTNWvWLJWVlZ11WwUFBXI4HGrfvr3Cw8PVrVs3TZo0SceO\n", "HQvE1AAAqDFbgtfpdKpHjx5asWKFHnvsMe3YsUM7duzQAw88oI8++sjvvYvLli1Tv379dOjQIa1Z\n", "s0a5ubkaO3aspk+frv79+6u0tNTvtjZv3qyePXsqOztbb7zxhvLz8zVlyhS98sorSktL08GDBwM9\n", "XQAAqhXw+3hLS0t1/fXXKzIyUlu2bFFERISnLjExUT/99JNWrlzp1Wf37t0aO3as2rZtq3Xr1ikq\n", "KkqS9PDDD+vnn3/W448/rokTJ/ocKR89elQjRoyQZVn64IMP1LlzZ0nS6NGj1axZM91+++0aNWqU\n", "1q9fH9hJAwBQjYAf8c6ZM0f79u3Tk08+6RW6bo8++qi2b9/uVTZ79myVlZVpzJgxntB1Gz9+vMLC\n", "wrRw4UJ98803XnXz5s3T4cOHNXToUE/out12222Ki4vThg0btHXr1rqZHAAAtRTQ4C0vL9fChQtl\n", "WZZuvPHGGvdZvXq1LMvSoEGDfOqjoqLUp08fVVRUaNWqVV517iNnf/0qv95bb71V26kAAFAnAhq8\n", "OTk5OnjwoC6++GIZYzRlyhRdeumliomJUXx8vO68807l5OR49SksLFRxcbEkKTk52e/rJiUlSZLX\n", "kXJpaalyc3NlWVat+gEAYKeABu9XX30l6cxRbO/evZWdna2XX35Zn3/+uR599FG999576tWrl9au\n", "Xevps3v3bs/3sbGxfl83Li7Op21RUZGMMbXuBwCAnQJ6cdWhQ4c8/42JidF7772nkJAzWZ+SkqL2\n", "7dvrlltu0ahRo7R79261adPGc8tPaGioQkND/b6u+7Ni95GxJK9bhcLDw2vcDwAAOwX0iPfEiROe\n", "7++//35P6LrddNNN6tq1q0pKSvTmm28GcigAAFwQAnrEW/nIs3v37n7b9OjRQ3v27NG2bdskyXMV\n", "c3l5ucrLy/0e9boDvVWrVp6yyt+fPHnS77b89fPnoYceUnR0tFfZyJEjNXLkyLP2AwA0LBkZGcrI\n", "yPAqO3r0aEC3GdDgbd++vaQzVxS3bt3ab5t27dpJko4cOSJJio+P99S5XC517NjRp4/L5fJpW/n2\n", "IZfL5VV3tn7+zJ071/N8VABA8PJ3UJWdna309PSAbTOgp5p79uzp+b66FaPcnwNfdNFFks4squE+\n", "6s3Pz/fbx13eu3dvT1mLFi2UmpoqY0yt+gEAYKeABm9ycrISExNljNG//vUvv22+/vprSdKVV14p\n", "6cxFVcOHD5cxRhs3bvRpX1xcrG3btnnaVTZixAhJ8tuvoqJCmzZtkmVZnnYAANgt4CtXPf7445Kk\n", "V199VadOnfKq++ijj7Rr1y61adNGd955p6d88uTJCgsL06JFi3webDB//nyVlZVp9OjRuuSSS7zq\n", "JkyYoJiYGK1du1Z79+71qlu+fLlcLpcGDhyofv361eEMAQCouYAH7x133KF77rlHe/fu1S233KJ/\n", "/OMf2rdvn5YtW6Y77rhDrVq10qpVq7yWhoyPj9eCBQv0ww8/aPDgwdq6dav27Nmj559/XtOmTVOv\n", "Xr00d+5cn21FR0drxYoVkqTBgwfr448/VlFRkRYtWqR7771XXbp00eLFiwM9ZQAAqmXL04leffVV\n", "LV++XD///LNuuOEGJSUlaerUqbr11lv1z3/+U1dffbVPH4fDoS1btqht27YaOnSoevTooYULF+qJ\n", "J57Q559/rhYtWvjd1oABA7Rjxw6lpaVp1KhRSklJ0VNPPaVx48Zpx44d1S6uAQCAHQL+dCK3W2+9\n", "Vbfeemut+vTt21fvvPNOrbeVlJSkpUuX1rofAACBZssRLwAAOIPgBQDARgQvAAA2IngBALARwQsA\n", "gI1su6oZaOycTqdKSko8/5+Xl1ePowFQXwhewAZOp1OJiYn1PQwAFwBONQM2cB/pLlmyRFlZWcrK\n", "ytLMmTPreVQA6gNHvICNUlJSPI+c5FQz0DhxxAsAgI0IXgAAbETwAgBgI4IXAAAbEbwAANiI4AUA\n", "wEYELwAANiJ4AQCwEcELAICNCF4AAGxE8AIAYCOCFwAAGxG8AADYiOAFAMBGBC8AADYieAEAsBHB\n", "CwCAjQheAABsRPACAGAjghcAABsRvAAA2IjgBQDARgQvAAA2IngBALARwQsAgI0IXgAAbETwAgBg\n", "I4IXAAAbEbwAANiI4AUAwEYELwAANmpS3wMA0PDl5eV5/X9kZKQSEhLqaTTAhY3gBfCL7d+/X5Lk\n", "cDh86goLCwlfwA+CF8AvVlpaKklasmSJUlJSJJ05+nU4HCopKanPoQEXLIIXwHlLSUlRWlpafQ8D\n", "aBC4uAoAABsRvAAA2IjgBQDARgQvAAA2IngBALBRvQTvxIkTFRISoi5dutTH5gEAqDe2B29mZqZe\n", "euklSZJlWedsO2zYMLVr104RERFKTU3VrFmzVFZWdtZ+BQUFcjgcat++vcLDw9WtWzdNmjRJx44d\n", "q7N5AADwS9gavGVlZbrrrrt0ySWXnLPtsmXL1K9fPx06dEhr1qxRbm6uxo4dq+nTp6t///6eG/er\n", "2rx5s3r27Kns7Gy98cYbys/P15QpU/TKK68oLS1NBw8erOtpAQBQY7YG7+zZs+VyufT000+ftd3u\n", "3bs1duxYtW3bVuvWrVO/fv3UpUsXPfzww5o+fbq2bdumiRMn+vQ7evSoRowYIcuy9MEHH+i6665T\n", "p06dNHr0aL366qvas2ePRo0aFajpAQBwTrYFb25urp5++mk999xziouLO2vb2bNnq6ysTGPGjFFU\n", "VJRX3fjx4xUWFqaFCxfqm2++8aqbN2+eDh8+rKFDh6pz585edbfddpvi4uK0YcMGbd26tU7mBABA\n", "bdkSvBUVFbrrrrvUv39/jRkzRsaYatuWl5dr9erVsixLgwYN8qmPiopSnz59VFFRoVWrVnnVrVy5\n", "UpL89quBLKnjAAAf5ElEQVT8em+99db5TAcAgF/MluB98cUXtXPnTr322mvnbFtYWKji4mJJUnJy\n", "st82SUlJkqTt27d7ykpLS5WbmyvLsmrVDwAAOwU8eIuKijRlyhTNnDmzRrcP7d692/N9bGys3zbu\n", "U9WV2xYVFXmOpGvTDwAAOwU8eO+55x716NHD78VQ/rhv+QkNDVVoaKjfNhEREZLkOTKu3E+SwsPD\n", "a9wPAAA7BfSxgK+//rr+/ve/Kysry+ue3XPdvwsAQLAKWPC6XC498sgjevTRR3XppZd61Z3t4ir3\n", "Vczl5eUqLy/3e9R74sQJSVKrVq08ZZW/P3nypN/X9tfPn4ceekjR0dFeZSNHjtTIkSPP2g8A0LBk\n", "ZGQoIyPDq+zo0aMB3WbAgnf9+vUqLi7WCy+8oLlz53rVlZeXS5L27dunyMhISWeOgo8dO6b4+HhP\n", "O5fLpY4dO/q8tsvlkiSvtpVvH3K5XF51Z+vnz9y5c3moNwA0Av4OqrKzs5Wenh6wbQYseIcPH67+\n", "/fv7rfvyyy/lcDjUoUMHbd682asuMTFRUVFRKikpUX5+vt/gzc/PlyT17t3bU9aiRQulpqYqJydH\n", "+fn5uuqqq2rUDwAAOwUseFu2bKmWLVv6rdu/f/+ZjTdpoq5du3rVhYaGavjw4Vq0aJE2btyoa6+9\n", "1qu+uLhY27Zt87SrbMSIEcrJydHGjRt19913e9VVVFRo06ZNsixLI0aMON/pAdVyOp0qKSnxKsvL\n", "y6un0QC40FyQjwWcPHmywsLCtGjRIp8HG8yfP19lZWUaPXq0z5rPEyZMUExMjNauXau9e/d61S1f\n", "vlwul0sDBw5Uv379Aj0FNFJOp1OJiYlKT0/3+nI4HPU9NAAXCFuDt7CwUDk5OSoqKpJ05qEJubm5\n", "ysnJ0aFDhzzt4uPjtWDBAv3www8aPHiwtm7dqj179uj555/XtGnT1KtXL5/PjSUpOjpaK1askCQN\n", "HjxYH3/8sYqKirRo0SLde++96tKlixYvXmzPZNEouY90lyxZoqysLM/XzJkz63lkAC4UAb2dqKob\n", "brhB+/btk3TmYiqXy+W54nnatGl64oknPG0dDocSEhI0Z84cDR06VMePH1fXrl31xBNPaNKkSQoL\n", "C/O7jQEDBmjHjh2aMWOGRo0apSNHjqhDhw4aN26cpk6d6rP2MxAIKSkpXhfocaoZgJutwes+0q2p\n", "vn376p133qn1dpKSkrR06dJa9wMAINAuyM94AQAIVgQvAAA2IngBALARwQsAgI0IXgAAbETwAgBg\n", "I4IXAAAbEbwAANjI1gU0ADQeVVfrioyMVEJCQj2NBrhwELwA6pT76WP+HgxRWFhI+KLRI3gB1KnS\n", "0lJJZx4UkZKSIunM0a/D4fB5XCLQGBG8AAKi6oMiAJzBxVUAANiI4AUAwEYELwAANiJ4AQCwEcEL\n", "AICNCF4AAGxE8AIAYCOCFwAAGxG8AADYiOAFAMBGBC8AADYieAEAsBHBCwCAjXg6EXAenE6n16Pu\n", "qj78HQCqIniBX8jpdCoxMbG+hwGggeFUM/ALuY90lyxZoqysLGVlZWnmzJn1PCoAFzqOeIHzVPmB\n", "75xqBnAuHPECAGAjghcAABsRvAAA2IjgBQDARgQvAAA2IngBALARwQsAgI0IXgAAbETwAgBgI4IX\n", "AAAbEbwAANiI4AUAwEYELwAANiJ4AQCwEY8FBGAbf49NjIyMVEJCQj2MBqgfBC+AgNu/f78kyeFw\n", "+K0vLCwkfNFoELwAAq60tFSStGTJEqWkpHjK8/Ly5HA4VFJSUl9DA2xH8AKwTUpKitLS0up7GEC9\n", "4uIqAABsRPACAGCjgAfv/v37NXPmTPXr10+tW7dWWFiYYmNjNWTIEL399ttn7ZuZmalhw4apXbt2\n", "ioiIUGpqqmbNmqWysrKz9isoKJDD4VD79u0VHh6ubt26adKkSTp27FhdTg0AgFoLaPB++umnio+P\n", "1+zZs3Xttddqw4YNys/P1/z587Vr1y6NGDFCDodDxhifvsuWLVO/fv106NAhrVmzRrm5uRo7dqym\n", "T5+u/v37ey7WqGrz5s3q2bOnsrOz9cYbbyg/P19TpkzRK6+8orS0NB08eDCQUwYA4KwCenHVkSNH\n", "VF5errlz52r8+PGe8q5du+rKK69UcnKyli1bpgEDBuiuu+7y1O/evVtjx45V27ZttW7dOkVFRUmS\n", "Hn74Yf388896/PHHNXHiRL322mte2zt69KhGjBghy7L0wQcfqHPnzpKk0aNHq1mzZrr99ts1atQo\n", "rV+/PpDTBgCgWgE/1dykSRPdeeedPuVxcXG6+eabJUlvvfWWV93s2bNVVlamMWPGeELXbfz48QoL\n", "C9PChQv1zTffeNXNmzdPhw8f1tChQz2h63bbbbcpLi5OGzZs0NatW+tgZgAA1F5Ag/emm27Sjz/+\n", "qJYtW/qt79Chg6QzR8Zu5eXlWr16tSzL0qBBg3z6REVFqU+fPqqoqNCqVau86lauXClJfvtVfr2q\n", "QQ8AgF0CGrxNmjSpNnQlyeVySZIuvfRST1lhYaGKi4slScnJyX77JSUlSZK2b9/uKSstLVVubq4s\n", "y6pVPwAA7FRvC2icPn1aH3/8sSzL8vr8d/fu3Z7vY2Nj/faNi4vzaVtUVCRjjCzLqlU/oKacTqfX\n", "Ckv+1h0GgHOpt+BduHChvvvuO91///1KT0/3lLtv+QkNDVVoaKjfvhEREZLkOTKu3E+SwsPDa9wP\n", "qAmn06nExMT6HgaAIFAvC2js2rVLjzzyiK688kq98MIL9TEEoFbcR7pLlixRVlaWsrKyNHPmzHoe\n", "FYCGyPYjXpfLpeuvv16JiYlat26dwsLCvOrdVzGXl5ervLzc71HviRMnJEmtWrXylFX+/uTJk363\n", "7a8fUBuV1xrmVDOAX8LW4D1w4ICuvfZatWvXTh9++KEiIyN92nTr1s3zvcvlUseOHX3auC/Kio+P\n", "95RVvn3I5XJ51Z2tnz8PPfSQoqOjvcpGjhypkSNHnrUfAKBhycjIUEZGhlfZ0aNHA7pN24J33759\n", "GjRokDp27Kj33nuv2qudExMTFRUVpZKSEuXn5/sN3vz8fElS7969PWUtWrRQamqqcnJylJ+fr6uu\n", "uqpG/fyZO3cuT1ABgEbA30FVdna217VHdc2Wz3idTqf69++vhIQEffjhh16h+9VXX2nw4MH/HlBI\n", "iIYPHy5jjDZu3OjzWsXFxdq2bZtCQ0M1fPhwr7oRI0ZIkt9+FRUV2rRpkyzL8rQDAMBuAQ/e3Nxc\n", "XX311UpPT9fatWvVvHlzr/off/xRH330kVfZ5MmTFRYWpkWLFvk82GD+/PkqKyvT6NGjdckll3jV\n", "TZgwQTExMVq7dq327t3rVbd8+XK5XC4NHDhQ/fr1q7sJAgBQCwE91ZyTk6MBAwbo8OHD2rt3r668\n", "8kqfNpXvi3SLj4/XggULNHr0aA0ePFjPPvusYmNjtWbNGk2bNk29evXS3LlzffpFR0drxYoVGjJk\n", "iAYPHqyXXnpJ3bp10+bNm/XAAw+oS5cuWrx4cUDmCgBATQQ0eDdu3KjDhw/Lsix99dVXftu4F72o\n", "yuFwKCEhQXPmzNHQoUN1/Phxde3aVU888YQmTZrkczW024ABA7Rjxw7NmDFDo0aN0pEjR9ShQweN\n", "GzdOU6dO9Vn7GQAAOwU0eB988EE9+OCDv7h/37599c4779S6X1JSkpYuXfqLtwsAQKDUywIaAAA0\n", "VgQvAAA2qre1mgHAreoqYJGRkUpISKin0QCBRfACqDf79++XdOZiyqoKCwsJXwQlghdAvSktLZV0\n", "5uETKSkpks4c/TocDr+3GgLBgOAFUO8qP3wCCHYEL1BF1QfeSzyJCEDdIXiBSnjgPYBAI3iBSio/\n", "8N79maMkffDBB5o6dWp9DQtAECF4AT+qfubIqWYAdYUFNAAAsBHBCwCAjQheAABsRPACAGAjghcA\n", "ABsRvAAA2IjgBQDARgQvAAA2IngBALARwQsAgI0IXgAAbETwAgBgI4IXAAAbEbwAANiIxwKiUXM6\n", "nZ5n8Eo8/g9A4BG8aLScTqcSExPrexioRtU3QZGRkUpISKin0QB1h+BFo+U+0l2yZIlSUlIkSR98\n", "8IGmTp1an8Nq9Pbv3y9JcjgcPnWFhYWELxo8gheNXkpKitLS0iRxqvlCUFpaKsn7DVFeXp4cDofX\n", "xwJAQ0XwArggVX5DBAQTrmoGAMBGBC8AADYieAEAsBHBCwCAjbi4Co1C1YUyJK5gBlA/CF4EPRbK\n", "AHAhIXgR9PwtlCGxWAaA+kHwotGoel8op5obHn//ZiwliYaG4EXQ4cEHwedsy0hKLCWJhoXgRVDh\n", "89zg5G8ZSYmlJNEwEbwIKjz4ILixjCSCAcGLoMSDDwBcqFhAAwAAGxG8AADYiOAFAMBGBC8AADbi\n", "4io0aNyzC3/8rc0tsdgGLgwELxos7tmFW+U3XPv379d//Md/VNuWxTZQ3wheNFjcs4uzrWjFYhu4\n", "UBG8aPC4Z7fx8reilfvNF4tt4EJF8OKC4+/zucOHDysmJsarjJCFG2++0JAEbfB++OGHev7555Wd\n", "na2ff/5ZSUlJGjt2rO6//35ZllXfw4P8B+y5Pp8DgIYuKIP3mWee0WOPPaabb75ZGzZsUGRkpBYs\n", "WKAJEyZo/fr1Wr16tUJDQ+t7mA3e+Vw5eq4Lo/ydOuR5ugCCQdAF72effabHHntMPXr08ArYp59+\n", "WkeOHNFf//pXPfPMM5o8eXI9j7RhO1dwnuvK0XM9nN7fqUOepwsgGATdAhrTpk2TJE2YMMHnqPYP\n", "f/iDJOlPf/qTfvrpJ7uH1mBkZGScs03l4MzKyvJ8LVmyxKvezel0Kjs72/NVNUzdX126dKnj2QDe\n", "8vLyvH4WnU6nT5ua/A4EO/ZB4ATVEe+hQ4e0efNmWZalQYMG+dQnJiaqQ4cO+vbbb7Vu3To+S6xG\n", "RkaGRo4cWaO2NblylPttcSE4261HVc/QLFiwQElJST7tGtMCHLX5O4DaCarg3b59u4wxCgsLU3x8\n", "vN82ycnJ+vbbb7Vt2zaCtxbOZ4Uo7rfFhcDfrUfue3v/8Y9/eH5O9+/fr02bNik9Pd3v61QNaX/X\n", "OtQmoFllq/EJquDdvXu3JKlt27bVtomLi5Mk7dmzx5YxXciq+4V3/4Gq3K62R6yVg9nfZ7R8Pov6\n", "Uvnn8JcswFE1pKt7A79mzRr96le/8iqreltcbVfZClTI+7tdr+rfAdSdoAreY8eOSZLCw8OrbRMR\n", "ESFJKi4utmVMtXHq1CllZmbq9OnTXuVNmzZV69atdfLkSa9yf78s/sr8lZ/rF/6dd97x/NFwh2RN\n", "jljP9ocMuNDUZgGOmob0J598okceeaRWZ9QCEfJVA/mXvIF2Op01CvVAvCEI5iP+oAreulJfR2Pv\n", "vvuu5+Iwu9x1112eswCSVFBQoJUrV/r9BS8qKvJ8f+DAAUln/khV3l9btmzxed2dO3dq7dq1Xm3d\n", "7arrX5dtG9K2GtJYg2m/nO/PduX+7jNvVX+33G3P1V8687GZ5D/kK/c/2++rJD333HOKjY31mmNN\n", "xuVyufT666/rrbfe8rrgMSQkRBUVFV7bOHjwoB555JFzbv+X9Pf3hsIOAc8AE0TmzZtnLMsyHTt2\n", "rLbNHXfcYSzLMv/1X//lU3fgwAHTvn17I4kvvvjii69G/NW+fXtz4MCBgGRVUB3xduvWTdKZq5ur\n", "43K5JMnvxVdxcXHavn27pw0AoHGKi4vzOjNQl4IqeNPT02VZlk6dOqVdu3Z5griy/Px8SVLv3r39\n", "vkYgdzYAAEG1gEbbtm11zTXXyBijjRs3+tQXFBTo22+/VVRUlG688cZ6GCEAoLELquCVpCeffFKS\n", "9PLLL6u8vNyr7vnnn5ck/c///I+aN29u+9gAAAidZvdltAHWqVMnhYWFafny5dqxY4eSk5NVUlKi\n", "Z599VvPmzdOQIUM0f/58nlAEAKgXljHG1PcgAsH9WMDt27fr1KlTSkpK0pgxYzR+/HhCFwBQb4I2\n", "ePHLlZSUKDU1Vd98842efPJJz+l7AMFn4sSJevHFF9WpUyef+4kRGEH3Ge8vlZOTo7vvvlvx8fGK\n", "iIhQTEyMLrvsMo0bN85zM3tVFRUVmj9/vtLT09WyZUvFxMTo+uuv10cffWTz6OvWH//4R33zzTeS\n", "dM6zA8GyDzZt2qS7775bKSkpioiIUEREhJKSknTffff5fXpNZcGyDz788ENdd911iomJUcuWLZWe\n", "nq758+crWN6b79+/XzNnzlS/fv3UunVrhYWFKTY2VkOGDNHbb7991r6ZmZkaNmyY2rVrp4iICKWm\n", "pmrWrFkqKyuzafSBkZmZqZdeeknSuX/Xg2kflJaWas6cOerTp48uuugitWjRQvHx8Ro2bJhee+01\n", "v33qdP4BuTu4gZk/f74JCwszv//9780XX3xhvvnmG/Pll1+a3/3ud8ayLDNlyhSfPqdOnTI333yz\n", "sSzLPPbYY8bpdJrt27ebm266yViWZZ555pl6mMn5++yzz0xISIjp1KmTsSzLTJ8+vdq2wbIP7rnn\n", "HmNZlklKSjLLly83hYWF5p///KeZMWOGad68uWnevLlZu3at377Bsg+efvppY1mWueWWW0x2drZx\n", "Op3m0Ucf9ZSdPn26vod4XjZv3myaNGlimjdvbp544gmTlZVldu/ebVatWmUSExONZVnm9ttvNxUV\n", "FT59ly5dakJDQ82VV15pPv/8c7Nnzx7z/PPPm6ZNm5o+ffqY48eP18OMzt/PP/9sevTo4fld79Kl\n", "S7Vtg2kfFBYWmk6dOpnLL7/crF692hQVFZmCggIzd+5c07x5c78LMNX1/Bt98L777rsmJCTETJs2\n", "zaeuoqLCpKenmz/96U8+dTNnzjSWZZl7773Xq/zUqVOmR48exrIs8/nnnwds3IHw008/maSkJDNy\n", "5EgzevTocwZvsOyDoUOHmujoaPPtt9/61L388svGsizTqlUrc/jwYZ/6YNgHf//7341lWSY1NdUn\n", "YH//+98by7LMrFmz6ml0dWPNmjXGsizz8ssv+9QdOHDAREVFGcuyzIIFC7zqdu3aZZo1a2ZiY2NN\n", "cXGxV93s2bONZVnmnnvuCejYA+XJJ580rVu3NhkZGWcN3mDaB8ePHzedO3c2qampprS01Kf+6aef\n", "Nunp6V5lgZh/ow7e06dPm06dOpmYmBhTVlZW436lpaUmMjLShISEmIKCAp/6V1991ViWZa677rq6\n", "HG7APfbYY6ZNmzbm0KFD5s477zxr8AbTPhg2bJjfJUSNOXNUEBISYkJCQszSpUu96oJlHwwcONBY\n", "lmVeffVVn7qCggLPG4+TJ0/Ww+jqxpo1a0zTpk1NSUmJ3/rbb7/d77/V2LFjPWczqiouLjbNmjUz\n", "oaGhZv/+/QEZd6Dk5OSYZs2amYULF5rNmzefNXiDaR88/vjjxrIss3Llyhr3CcT8G3Xwvv/++8ay\n", "LPO73/2uVv3efvvts64JvXv3bmNZlmnatKk5dOhQXQw14Hbs2GGaNm1qFi9ebIwx5wzeYNoHpaWl\n", "5qeffqq2vl27dn6PloJhH3z//feeNxa7du3y26Zjx47GsiyzevVqm0dXd06dOlVt6BpjzKRJk4xl\n", "WaZXr16estOnT5vo6GgTEhJiNmzY4Ldf//79jWVZ5oUXXqjzMQdKeXm56du3r7n22muNMcZ88skn\n", "1QZvMO2D06dPm7i4OBMSEnLWn4WqfQIx/0Z9cdXHH38sSUpISFB2drZuvfVW/epXv1Lbtm3Vq1cv\n", "PfXUU36fSZmZmSlJSk5O9vu6Xbp0UdOmTVVeXq7s7OzATaCOlJeX66677tKgQYNq/Di/YNoHERER\n", "atasmd+6U6dO6fDhw7IsS5deeqlXXTDsg+3bt8sYo6ZNm/pdv1z69/y2bdtm59DqVJMmTdSyZctq\n", "693rs1f+Ny4sLPQ8PrS6f+OkpCRJqvYCzAvRiy++qJ07d1Z7EVFlwbQPcnJydPDgQV188cUyxmjK\n", "lCm69NJLFRMTo/j4eN15553Kycnx6hOo+Tfq4P3qq68kSZs3b1b//v112WWX6f3339f777+vtLQ0\n", "PfHEE+rbt68OHz7s1c/92K/Kj7uqzLIszz/unj17AjuJOvDcc8/J6XTq1VdfrXGfYNsH1fnoo49U\n", "UVGhHj166Oqrr/aqC4Z94J5D27Ztq23jXrv8Qp3D+Tp9+rQ+/vhjWZal8ePHe8rd+0aq/t/YvW8q\n", "t72QFRUVacqUKZo5c6bX4/6qE0z7wP33vry8XL1791Z2drZefvllff7553r00Uf13nvvqVevXlq7\n", "dq2nT6DmH1QPSagt91OMvvzySz311FOaPHmyp65Pnz768ccftXr1av33f/+3MjIyPHXHjh2TJIWH\n", "h1f72hEREZLkebd0oXI6nZo+fbqeeeaZWj33Mpj2QXUqKir09NNPq2nTpn6PDoJhHwTDHM7XwoUL\n", "9d133+n+++9Xenq6p9y9b0JDQxUaGuq3b0PbN/fcc4969OihiRMn1qh9MO0D99/7Q4cOKSYmRu+9\n", "955CQs4ce6akpKh9+/a65ZZbNGrUKO3evVtt2rQJ2PwbbPBOmjRJf/vb32rVx7IsLViwQP369ZMk\n", "nThxQtKZ01D333+/T/uHHnpIq1ev1qpVq/TSSy+d9aigPpzvPjDG6O6771bPnj01YcKEAI0ysOri\n", "56A6zz33nLZu3aoXX3xRV1xxxfkMExeoXbt26ZFHHtGVV16pF154ob6HE1Cvv/66/v73vysrK8vr\n", "nt3GspKf+++9JN1///2e0HW76aab1LVrV+3Zs0dvvvmmHn744YCNpcEGr8vlOufCBv5U/szW/S4/\n", "NjZW0dHRPm179Ogh6cyRT1ZWlueJRlFRUZKkkydPVrsd9z9yq1ataj3GmjrfffDqq68qMzPzrJ8/\n", "mmoWTwiWfVCdjIwMPfbYY5oxY0a1b0oulH1wPoJhDr+Uy+XS9ddfr8TERK1bt05hYWFe9e59U15e\n", "rvLycr9HPA1l37hcLj3yyCN69NFHfa5VqO53XAqufVD5rE737t39tunRo4f27NnjuZ4hUPNvsJ/x\n", "Ll682LMzavN1/fXXe16jffv2kqTWrVv73cZFF12k0NBQGWN09OhRT7n7Ob8HDx70288Yo++++06S\n", "qr1gpS6c7z5YsWKFysvL1bdvX0VGRnp9LVu2TJI0e/ZsT1nlswLBsg/8WblypUaPHq0ZM2ZoypQp\n", "1ba7UPbB+XDPwX0azh/3hUcX6hx+iQMHDmjQoEFq166dNmzYoMjISJ82lZ/n7d4HVTWUfbN+/XoV\n", "FxfrhRde8Pld/+1vfytJ2rdvn6fMHTiV59XQ94H7771lWdX+zW/Xrp0k6ciRI5ICN/8Ge8RbF3r2\n", "7KmPP/7Y88exqqNHj3oeLXjRRRd5yvv06SNJys/P99tvz549OnXqlEJDQ5WWllbHo647S5Ys0U8/\n", "/eRTbozRo48+qtWrV+u+++7TAw88IOnf7/6k4NkHVb355pu6++679eyzz+rBBx88a9tg2Afp6emy\n", "LEunTp3Srl27vMLGzT2/3r172z28gNi3b58GDRqkjh076r333qv2aufExERFRUWppKRE+fn56tix\n", "o0+bhrJvhg8frv79+/ut+/LLL+VwONShQwdt3rzZqy6Y9kHPnj0931f3Ztn9BtT99z5g86/xjUdB\n", "6IsvvjCWZZnQ0FDjcrl86rds2eK5D/PHH3/0lFdeOCE/P9+n3yuvvGIsy/LcJ9cQ1WYBjWDZB3/5\n", "y19MkyZNfFYvMsaY5557zjz//PNeZcGyD9wLaLzyyis+dfn5+UGxgIZbYWGhueSSS8yNN97oM59/\n", "/etf5sYbb/Qqcy+e8Mc//tHntY4ePWqaNWtmmjRp0iAWj6jO2e7jNSa49kFSUpKxLMs8/fTTfusT\n", "EhKMZVnmpZde8pQFYv6NOniN+fcfncmTJ/vU3XbbbdUuBzZjxgy/SwWWlZWZ7t27m5CQEPPZZ58F\n", "bNyBdq7gNSa49oF73dWqq1O53XnnnWb06NE+5cGwDz799NNql4x0r2P91FNP1dPo6k5OTo6JjY01\n", "w4YNMz///LNPvTuAKnMvF3jxxRf7LBc4a9YsY1mWufvuuwM67kA7V/AG0z548803PXOtulrhhx9+\n", "aCzLMm3btvWaZyDm3+iD9//+7/9M165dTZMmTczs2bON0+k0ubm55qGHHjKWZZmrrrrK75qep0+f\n", "NkOGDPEsJVZYWGi2b9/uKZszZ049zOb8lJaWmp07d5qdO3eaoUOHGsuyzP333+8pO3XqlFf7YNkH\n", "c+bM8RzVpaen+/1q06aNGTNmjE/fYNkH7jVnb775ZpOdnW0KCgo8D0m46aabTHl5eX0P8bzs3LnT\n", "tGnTxliWZS6//HK//8buhyVUtXjxYs8C+Vu2bDG7d+82zz33nGnatKnp3bt3g3pAQGUFBQVm586d\n", "ZuHChcayLNOhQweTk5Njdu7cab7//nuvtsG0D9zrj994440mMzPT7N271yxdutS0bdvWREdHm08/\n", "/dSnT13Pv9EHrzFn1tucPHmySU5ONuHh4SYyMtJcccUVZt68eT5hU1l5ebmZN2+e6dmzp2nRooWJ\n", "jo421113nVm3bp2No6877ne+7q+QkBCv7/ft2+fTJxj2weWXX+5ZNvFsX/6C15jg2AfGGLNu3Tpz\n", "7bXXmujoaNOiRQuTlpZm5s2b5/eJPQ3N3LlzPT/H1X256/358ssvzdChQ02bNm1M8+bNTffu3c3M\n", "mTP9Hjk3FJ07d/b6/a78++7vTFcw7YO33nrLDBgwwERHR5tmzZqZrl27mvHjx5u9e/dW26cu528Z\n", "EyQP2wQAoAFosLcTAQDQEBG8AADYiOAFAMBGBC8AADYieAEAsBHBCwCAjQheAABsRPACAGAjghcA\n", "ABsRvAAA2IjgBQDARgQvAAA2IngBALDR/wd55Z+eA4Yl+AAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAd4AAAHKCAYAAACt2SpOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtcVVXC//HvBkXBQBI1QBsvKEhiJXjp0ZxJ7aLTRedx\n", "7MnxZGY1mT6WNv1sMi0vaTWTjWnOVFP6Ku+XNKdGy1s2qeUoOJMQNxG1J49lpkhoorB+f/g6Zzic\n", "A0JyNnL4vF8vXsG6nLPWNviyNnuvbRljjAAAgC2CansAAADUJwQvAAA2IngBALARwQsAgI0IXgAA\n", "bETwAgBgI4IXAAAbEbwAANiI4AUAwEY/KXh37NihhIQEBQUF6fDhwzU9JgAAAla1gvf06dOaMGGC\n", "brrpJuXm5sqyrErbHzt2TC+//LL69++vFi1aKCQkRM2bN1e/fv20YMECXWy3yuzsbDkcDsXGxio0\n", "NFQdOnTQxIkTderUqUr7OZ1OjR49Wm3atFHjxo3Vpk0bPfLII3I6ndWZLgAANc9UUU5OjunQoYOJ\n", "i4sz27ZtM5ZlmaCgIHPo0CGf7XNzc01YWJgJCgoy48aNM7t27TL5+flmw4YNpnv37sayLNOvXz9z\n", "5swZn/0//vhjExoaahITE83GjRvNwYMHzcKFC014eLiJi4szTqfTZ7+MjAwTFRVlYmNjzZo1a8zB\n", "gwfNu+++a6Kjo03z5s3Nl19+WdUpAwBQ46ocvH/729/Mo48+ak6fPm2MMRcN3r179xrLsswTTzzh\n", "VXf69GnTpk0bY1mWmTx5slf9iRMnTPPmzU1YWJjJz8/3qFu6dKmxLMvccsstXv3OnTtnOnXqZIKC\n", "gsxnn33mUbdjxw5jWZa55pprzPnz56s6bQAAalSVTzXfcccdeuWVVxQaGlrl1bRlWXrggQe8ykND\n", "Q+VwOCRJK1as8KqfN2+ejh8/rkGDBqlt27Yedffcc49iYmK0efNm7dy506Nu2bJlys7OVs+ePXXD\n", "DTd41PXq1Us33HCDMjMzfb4nAAB2qHLwXuzvueVde+21OnHihDp16uSzvlWrVpKkEydOeNWtWrVK\n", "ktS/f3+f43CVlw/QyvpJ0s033+yzHwAAdvHb7URBQUGKiIiosN51oVOXLl08youKipSRkSHLsioM\n", "7YSEBEnSnj17PMp37dolSRX2c5WX7wcAgF1q7T7e9evXS5LGjh3rUZ6fn+++2jk6Otpn35iYGElS\n", "Xl6eu+yHH37QsWPHZFlWhf1c5UePHtWPP/54aRMAAOAnqJXg3bhxo9LS0nT77bdryJAhHnVlbxWq\n", "6O/JYWFhkqSCgoKf1K98XwAA7NLA7jf87rvv9OCDDyo+Pl5vv/223W9/UU6nk/t9AaCei4mJcZ9d\n", "rWm2Bu8PP/ygX/7yl2rQoIG2bNmiZs2aebVp2rSp+/MzZ874fJ3Tp097tS379+SL9Svf18XpdKpb\n", "t246cuTIRWYCAAhksbGx2rNnj1/C17bgLSws1O23364TJ05o27Zt7quayyt7+5DT6VRcXJxXG9eK\n", "tGzdFVdcoRYtWujYsWM6evSoz9d29YuOjlbjxo191h85ckSLFy9WYmJilecWaMaPH685c+bU9jBq\n", "TX2fv8QxqO/zl+r3McjMzJTD4ZDT6ay7wXvixAkNGDBARUVF+vTTTyu8+EmSmjRpoqSkJKWnpysr\n", "K0s33nijV5usrCxJUvfu3T3Ke/bsqQ8++ECZmZk+X7uifuUlJiYqOTm50jaBLDIykvnX4/lLHIP6\n", "Pn+JY+BPfr+46ttvv9VNN92k8+fP65NPPvEI3W+++UYDBgzQt99+69Fn6NChkqQtW7Z4vV5paam2\n", "bt0qy7Lc7arST5I2b97s0Q4AALv5NXiPHDmiX/ziF7riiiv08ccfKyoqyqP+zJkz2rhxo9etPePG\n", "jVNUVJTWrVungwcPetQtX75cTqdT/fr1U+/evT3qhg0bpvj4eO3atUufffaZR93OnTu1a9cuderU\n", "ScOGDau5SQIAUA3VOtWck5Oj4uJi99fGGGVnZ7tv5UlKSnLXff311/r5z3+u/Px8derUSf369fN6\n", "vbKvVVZkZKRWrlyp22+/XQMHDtTcuXPVoUMHbdu2TY8++qjatWunRYsWeU+mQQO9++67+sUvfqEh\n", "Q4Zo/vz56tq1q9LS0jR27FhFRUVp9erVCgriMcQAgNpRreC97bbbdOjQIUn/2ULytttuc39dUlLi\n", "brt7927l5+fLsixlZ2f7fD1jTIVbUfbt21d79+7V9OnTNWLECJ04cUKtWrXS6NGjNWXKlAp3xerc\n", "ubO++OILTZs2TY899pi+/fZbtWzZUoMGDdKzzz7rt8vDA0l9PyNQ3+cvcQzq+/wljoE/WcZc5KG4\n", "9UhaWppSUlKUmprKRQUAUE/5Ows45woAgI0IXgAAbETwAgBgI4IXAAAbEbwAANiI4AUAwEYELwAA\n", "NiJ4AQCwEcELAICNCF4AAGxE8AIAYCOCFwAAGxG8AADYiOAFAMBGBC8AADYieAEAsBHBCwCAjQhe\n", "AABsRPACAGAjghcAABsRvAAA2IjgBQDARgQvAAA2IngBALARwQsAgI0IXgAAbETwAgBgI4IXAAAb\n", "EbwAANiI4AUAwEYELwAANmpQ2wMAUDW5ubkqLCz0KAsPD1fHjh1raUQAfgqCF6gDcnNzFR8f77Mu\n", "JyeH8AXqEIIXqANcK93FixcrMTFRkpSZmSmHw+G1CgZweSN4gTokMTFRycnJtT0MAJeA4AUCEH8P\n", "Bi5fBC9Qx2VmZnp8ffjwYf3qV7/y2Za/BwO1j+AF6qjDhw9LkhwOh896/h4MXJ4IXqCOKioqkuQZ\n", "sJK0fv16TZkyhb8HA5cpgheo48oHbPlTzwAuL+xcBQCAjQheAABsRPACAGAjghcAABsRvAAA2Ijg\n", "BQDARgQvAAA2IngBALARwQsAgI1+UvDu2LFDCQkJCgoKcu8XCwAALq5awXv69GlNmDBBN910k3Jz\n", "c2VZVpX67dq1S4MHD1bLli0VFhampKQkzZw5U8XFxZX2y87OlsPhUGxsrEJDQ9WhQwdNnDhRp06d\n", "qrSf0+nU6NGj1aZNGzVu3Fht2rTRI488IqfTWeW5AgDgD1UO3tzcXF133XV6//33tXnz5iq/wdKl\n", "S9W7d28dO3ZMa9euVUZGhkaNGqVp06apT58+7o3ey9u2bZu6du2qtLQ0vf3228rKytLkyZP12muv\n", "KTk5WUePHvXZ78svv1SXLl30/vvva86cOcrOztaf/vQnvffee7r22mvZxxYAUKuq/JCErKws/fKX\n", "v9QLL7yg0NDQKvXJy8vTqFGj1KJFC23YsEERERGSpMcff1xnz57V008/rQkTJuiNN97w6Hfy5EkN\n", "HTpUlmVp/fr1atu2rSRp5MiRatSokYYPH64RI0Zo48aNHv3Onz+vIUOG6MSJE9qxY4duuOEGSVKb\n", "Nm0UHR2tG2+8Ub/+9a/1xRdfKDg4uKpTBwCgxlR5xXvHHXfolVdeqXLoStKsWbNUXFys+++/3x26\n", "LmPHjlVISIgWLFigr776yqNu3rx5On78uAYNGuQOXZd77rlHMTEx2rx5s3bu3OlRt2zZMmVnZ6tn\n", "z57u0HXp1auXbrjhBmVmZmrFihVVngMAADWpysFb1b/nupSUlGjNmjWyLEv9+/f3qo+IiFCPHj1U\n", "Wlqq1atXe9StWrVKknz2K/t65QO0sn6SdPPNN/vsBwCAXfx2O1FOTo4KCgokSZ06dfLZJiEhQZK0\n", "Z88ed1lRUZEyMjJkWVa1+kkXLuKq7P1c5eX7AQBgF78Fb15envvz6Ohon21iYmK82ubn58sYU+1+\n", "P/zwg44dOybLsirs5yo/evSofvzxx6pOBQCAGuO34HXd8hMcHFzhhUxhYWGS5F4Zl+0nqcK/J19q\n", "v/J9AQCwCztXAQBgoyrfTlRdrquYS0pKVFJS4nPVe/r0aUlS06ZN3WVlPz9z5ozP1/bVr+xV0xfr\n", "V75veePHj1dkZKRH2bBhwzRs2LAK+wAA6p5ly5Zp2bJlHmUnT57063v6LXg7dOjg/tzpdKp169Ze\n", "bVw7ScXFxbnLyt4+5HQ6Peoq63fFFVeoRYsWOnbsWIWba7j6RUdHq3HjxhWOfc6cOUpOTq6wHgAQ\n", "GHwtqtLS0pSSkuK39/Tbqeb4+Hj3KjQrK8tnG1d59+7d3WVNmjRRUlKSjDHV6idJPXv2lKQKd6eq\n", "qB8AAHbxW/AGBQVpyJAhMsZoy5YtXvUFBQXavXu3goODNWTIEI+6oUOHSpLPfqWlpdq6dassy3K3\n", "q0o/Se6tLsv3AwDALn69uGrSpEkKCQnRwoULvR5sMH/+fBUXF2vkyJG6+uqrPerGjRunqKgorVu3\n", "TgcPHvSoW758uZxOp/r166fevXt71A0bNkzx8fHatWuXPvvsM4+6nTt3ateuXerUqRN/qwUA1Jpq\n", "BW9OTo7S09OVnp4uSTLGKDs726OsrLi4OL355pv67rvvNHDgQO3cuVMHDhzQ7NmzNXXqVHXr1k1z\n", "5szx6hcZGamVK1dKkgYOHKhNmzYpPz9fCxcu1MMPP6x27dpp0aJFXv0aNGigd999V82aNdOQIUO0\n", "du1aHTx4UGvWrNGQIUMUFRWl1atXKyiIi7kBALWjWhdX3XbbbTp06JCk/2whedttt7m/Likp8erj\n", "cDjUsWNHPf/88xo0aJB++OEHtW/fXs8884wmTpyokJAQn+/Vt29f7d27V9OnT9eIESN04sQJtWrV\n", "SqNHj9aUKVO89n526dy5s7744gtNmzZNjz32mL799lu1bNlSgwYN0rPPPuvefAMAgNpQreDNz8//\n", "SW/Ss2dPvffee9Xul5CQoCVLllS7X2xsrF5//fVq9wMAwN845woAgI0IXgAAbETwAgBgI4IXAAAb\n", "EbwAANiI4AUAwEYELwAANiJ4AQCwEcELAICNCF4AAGxE8AIAYCOCFwAAGxG8AADYiOAFAMBGBC8A\n", "ADYieAEAsBHBCwCAjQheAABs1KC2BwDAPpmZmR5fh4eHq2PHjrU0GqB+IniBeuDw4cOSJIfD4VWX\n", "k5ND+AI2IniBeqCoqEiStHjxYiUmJkq6sPp1OBwqLCyszaEB9Q7BC9QjiYmJSk5Oru1hAPUaF1cB\n", "AGAjghcAABsRvAAA2IjgBQDARgQvAAA2IngBALARwQsAgI24jxe4zOTm5nptalF+q0cAdRfBC1xG\n", "cnNzFR8fX9vDAOBHBC9wGXGtdMtu7ShJ69ev15QpU2prWABqEMELXIbKb+3IqWYgcHBxFQAANiJ4\n", "AQCwEaeagXrO12ns8PBwntEL+AnBC9RThw8fliQ5HA6f9Tk5OYQv4AcEL1BPFRUVSfK+gjozM1MO\n", "h8PrXmIANYPgBeq58ldQA/AvLq4CAMBGBC8AADYieAEAsBHBCwCAjQheAABsRPACAGAjghcAABsR\n", "vAAA2IjgBQDARgQvAAA2siV4Dx48qAkTJujaa69Vs2bN1LhxY7Vr10733nuv0tLSKuy3a9cuDR48\n", "WC1btlRYWJiSkpI0c+ZMFRcXV/p+2dnZcjgcio2NVWhoqDp06KCJEyfq1KlTNT01AACqxe/Bu3Xr\n", "Vl1zzTX685//rOHDh+vTTz/VF198oYkTJ+r9999Xz549tXz5cq9+S5cuVe/evXXs2DGtXbtWGRkZ\n", "GjVqlKZNm6Y+ffq4N3gvb9u2beratavS0tL09ttvKysrS5MnT9Zrr72m5ORkHT161N9TBgCgQn5/\n", "SMKECRP0448/avLkyXryySfd5fHx8WrYsKF++9vfaty4cbr77rsVFHTh94C8vDyNGjVKLVq00IYN\n", "GxQRESFJevzxx3X27Fk9/fTTmjBhgt544w2P9zp58qSGDh0qy7K0fv16tW3bVpI0cuRINWrUSMOH\n", "D9eIESO0ceNGf08bAACf/L7izc3NlWVZ+q//+i+vuhtuuEGS9P333+v77793l8+aNUvFxcW6//77\n", "3aHrMnbsWIWEhGjBggX66quvPOrmzZun48ePa9CgQe7QdbnnnnsUExOjzZs3a+fOnTU0OwAAqsfv\n", "wXv99dfLGKOMjAyvui+//FKSFBsbq+bNm0uSSkpKtGbNGlmWpf79+3v1iYiIUI8ePVRaWqrVq1d7\n", "1K1atUqSfPYr+3orVqy4tEkBAPAT+T14//KXv6hVq1aaOXOmVq9erTNnzqi4uFibNm3S7373O0VF\n", "Remdd95xt8/JyVFBQYEkqVOnTj5fMyEhQZK0Z88ed1lRUZEyMjJkWVa1+gEAYCe//433uuuuU3Z2\n", "tl5++WWNGjVKRUVFsixLwcHBGjNmjKZMmaJmzZq52+fl5bk/j46O9vmaMTExXm3z8/NljJFlWdXq\n", "BwCAnfy+4j1x4oSGDRumqVOnasyYMfrnP/+pf/3rX3rxxRe1YMEC3XbbbR5B6LrlJzg4WMHBwT5f\n", "MywsTJLcK+Oy/SQpNDS0yv0AALCTX1e8xhgNGDBAu3fv1tNPP60ZM2a465KSktS2bVv993//t268\n", "8Ualp6crKirKn8MBLju5ubkqLCx0f52ZmVmLowFgB78G79atW7V7925ZlqXf/e53XvWDBw9Wx44d\n", "lZubq7/+9a/6/e9/776KuaSkRCUlJT5XvadPn5YkNW3a1F1W9vMzZ874HI+vfkBtyc3NVXx8fG0P\n", "A4DN/Bq8qampkqSrrrpKkZGRPtskJCQoNzfX3TYuLs5d53Q61bp1a68+TqfTq23Z24ecTqdHXWX9\n", "fBk/frzXeIcNG6Zhw4ZV2g+oDtdKd/HixUpMTJQkrV+/XlOmTKnNYQH1yrJly7Rs2TKPspMnT/r1\n", "Pf1+cZV04Vaeirg2zXCJj49XRESECgsLlZWV5TN4s7KyJEndu3d3lzVp0kRJSUlKT09XVlaWbrzx\n", "xir182XOnDlKTk6utA1QUxITE93/v3GqGbCXr0VVWlqaUlJS/Paefr24ynX7ztGjRyvcJzk7O1uS\n", "3KfcgoODNWTIEBljtGXLFq/2BQUF2r17t7tdWUOHDpUkn/1KS0u1detWWZblbgcAgN38Gry33nqr\n", "rrrqKhljNHfuXK/6Dz/8UNnZ2QoODtbw4cPd5ZMmTVJISIgWLlzoFdjz589XcXGxRo4cqauvvtqj\n", "bty4cYqKitK6det08OBBj7rly5fL6XSqX79+6t27d81NEgCAavBr8IaGhmrJkiVq0qSJpk+frpkz\n", "ZyorK0v5+fl666235HA4FBQUpJdeeknXXHONu19cXJzefPNNfffddxo4cKB27typAwcOaPbs2Zo6\n", "daq6deumOXPmeL1fZGSkVq5cKUkaOHCgNm3apPz8fC1cuFAPP/yw2rVrp0WLFvlzygAAVMrvf+Pt\n", "16+f/v3vf+tPf/qTFi1apJkzZ6qkpETR0dG67bbbNG7cOPeezWU5HA517NhRzz//vAYNGqQffvhB\n", "7du31zPPPKOJEycqJCTE5/v17dtXe/fu1fTp0zVixAidOHFCrVq10ujRozVlyhSvvZ8BALCTLRdX\n", "tW/fXvPmzat2v549e+q9996rdr+EhAQtWbKk2v0AAPA3v+9cBQAA/oPgBQDARgQvAAA2IngBALAR\n", "wQsAgI0IXgAAbETwAgBgI4IXAAAbEbwAANiI4AUAwEYELwAANiJ4AQCwEcELAICNCF4AAGxE8AIA\n", "YCOCFwAAGzWo7QEAuDxlZmZ6fB0eHq6OHTvW0miAwEHwAvBw+PBhSZLD4fCqy8nJIXyBS0TwAvBQ\n", "VFQkSVq8eLESExMlXVj9OhwOFRYW1ubQgIBA8ALwKTExUcnJybU9DCDgcHEVAAA2IngBALARwQsA\n", "gI0IXgAAbETwAgBgI4IXAAAbEbwAANiI4AUAwEYELwAANiJ4AQCwEcELAICNCF4AAGxE8AIAYCOC\n", "FwAAGxG8AADYiOAFAMBGBC8AADYieAEAsBHBCwCAjQheAABsRPACAGAjghcAABsRvAAA2IjgBQDA\n", "RgQvAAA2IngBALBRg9oeAFBf5ObmqrCw0P11ZmZmLY4GQG0heAEb5ObmKj4+vraHAeAywKlmwAau\n", "le7ixYuVmpqq1NRUzZgxo5ZHBaA2sOIFbJSYmKjk5GRJnGoG6ivbVrxFRUV6/vnn1aNHD1155ZVq\n", "0qSJ4uLiNHjwYL3xxhs+++zatUuDBw9Wy5YtFRYWpqSkJM2cOVPFxcWVvld2drYcDodiY2MVGhqq\n", "Dh06aOLEiTp16pQ/pgYAQJXZEry5ubnq3LmzVq5cqaeeekp79+7V3r179eijj+qjjz7yecpt6dKl\n", "6t27t44dO6a1a9cqIyNDo0aN0rRp09SnTx8VFRX5fK9t27apa9euSktL09tvv62srCxNnjxZr732\n", "mpKTk3X06FF/TxcAgAr5/VRzUVGRbr31VoWHh2vHjh0KCwtz18XHx+vHH3/UqlWrPPrk5eVp1KhR\n", "atGihTZs2KCIiAhJ0uOPP66zZ8/q6aef1oQJE7xWyidPntTQoUNlWZbWr1+vtm3bSpJGjhypRo0a\n", "afjw4RoxYoQ2btzo30kDAFABv694n3/+eR06dEjPPvusR+i6PPnkk9qzZ49H2axZs1RcXKz777/f\n", "HbouY8eOVUhIiBYsWKCvvvrKo27evHk6fvy4Bg0a5A5dl3vuuUcxMTHavHmzdu7cWTOTAwCgmvwa\n", "vCUlJVqwYIEsy9KAAQOq3GfNmjWyLEv9+/f3qo+IiFCPHj1UWlqq1atXe9S5Vs6++pV9vRUrVlR3\n", "KgAA1Ai/Bm96erqOHj2qq666SsYYTZ48WV26dFFUVJTi4uJ03333KT093aNPTk6OCgoKJEmdOnXy\n", "+boJCQmS5LFSLioqUkZGhizLqlY/AADs5Nfg/eKLLyRdWMV2795daWlpevXVV7V9+3Y9+eST+uCD\n", "D9StWzetW7fO3ScvL8/9eXR0tM/XjYmJ8Wqbn58vY0y1+wEAYCe/Xlx17Ngx93+joqL0wQcfKCjo\n", "QtYnJiYqNjZWd911l0aMGKG8vDw1b97cfctPcHCwgoODfb6u62/FrpWxJI9bhUJDQ6vcDwAAO/l1\n", "xXv69Gn352PGjHGHrssdd9yh9u3bq7CwUO+8844/hwIAwGXBryvesivPa665xmebzp0768CBA9q9\n", "e7ckua9iLikpUUlJic9VryvQmzZt6i4r+/mZM2d8vpevfr6MHz9ekZGRHmXDhg3TsGHDKu0HAKhb\n", "li1bpmXLlnmUnTx50q/v6dfgjY2NlXThiuJmzZr5bNOyZUtJ0okTJyRJcXFx7jqn06nWrVt79XE6\n", "nV5ty94+5HQ6Peoq6+fLnDlz3Nv6AQACl69FVVpamlJSUvz2nn491dy1a1f35xXtGOX6O/CVV14p\n", "6cKmGq5Vb1ZWls8+rvLu3bu7y5o0aaKkpCQZY6rVDwAAO/k1eDt16qT4+HgZY/Tvf//bZ5svv/xS\n", "ktSrVy9JFy6qGjJkiIwx2rJli1f7goIC7d69292urKFDh0qSz36lpaXaunWrLMtytwMAwG5+37nq\n", "6aefliS9/vrrOnfunEfdRx99pP3796t58+a677773OWTJk1SSEiIFi5c6PVgg/nz56u4uFgjR47U\n", "1Vdf7VE3btw4RUVFad26dTp48KBH3fLly+V0OtWvXz/17t27BmcIAEDV+T147733Xj300EM6ePCg\n", "7rrrLv3zn//UoUOHtHTpUt17771q2rSpVq9e7bE1ZFxcnN5880199913GjhwoHbu3KkDBw5o9uzZ\n", "mjp1qrp166Y5c+Z4vVdkZKRWrlwpSRo4cKA2bdqk/Px8LVy4UA8//LDatWunRYsW+XvKAABUyJan\n", "E73++utavny5zp49q9tuu00JCQmaMmWK7r77bv3rX//Sz3/+c68+DodDO3bsUIsWLTRo0CB17txZ\n", "CxYs0DPPPKPt27erSZMmPt+rb9++2rt3r5KTkzVixAglJibqueee0+jRo7V3794KN9cAAMAOfn86\n", "kcvdd9+tu+++u1p9evbsqffee6/a75WQkKAlS5ZUux8AAP5my4oXAABcQPACAGAjghcAABsRvAAA\n", "2IjgBQDARgQvAAA2IngBALARwQsAgI0IXgAAbETwAgBgI4IXAAAbEbwAANiI4AUAwEYELwAANiJ4\n", "AQCwEcELAICNCF4AAGxE8AIAYCOCFwAAGxG8AADYiOAFAMBGBC8AADYieAEAsBHBCwCAjQheAABs\n", "RPACAGAjghcAABsRvAAA2IjgBQDARg1qewAA6o7MzEyvsvDwcHXs2LEWRgPUTQQvgIs6fPiwJMnh\n", "cPisz8nJIXyBKiJ4AVxUUVGRJGnx4sVKTEx0l2dmZsrhcKiwsLC2hgbUOQQvgCpLTExUcnJybQ8D\n", "qNO4uAoAABsRvAAA2IjgBQDARgQvAAA2IngBALARwQsAgI0IXgAAbETwAgBgI4IXAAAbEbwAANiI\n", "4AUAwEYELwAANiJ4AQCwEcELAICNCF4AAGxE8AIAYKNaCd4JEyYoKChI7dq1q423BwCg1tgevLt2\n", "7dLcuXMlSZZlXbTt4MGD1bJlS4WFhSkpKUkzZ85UcXFxpf2ys7PlcDgUGxur0NBQdejQQRMnTtSp\n", "U6dqbB4AAPwUtgZvcXGxHnjgAV199dUXbbt06VL17t1bx44d09q1a5WRkaFRo0Zp2rRp6tOnj4qK\n", "inz227Ztm7p27aq0tDS9/fbbysrK0uTJk/Xaa68pOTlZR48erelpAQBQZQ3sfLNZs2bJ6XRq/vz5\n", "+s1vflNhu7y8PI0aNUotWrTQhg0bFBERIUl6/PHHdfbsWT399NOaMGGC3njjDY9+J0+e1NChQ2VZ\n", "ltavX6+2bdtKkkaOHKlGjRpp+PDhGjFihDZu3Oi3OQK5ubkqLCz0KMvMzKyl0QC43Ni24s3IyNAL\n", "L7ygl156STExMZW2nTVrloqLi3X//fe7Q9dl7NixCgkJ0YIFC/TVV1951M2bN0/Hjx/XoEGD3KHr\n", "cs899ygmJkabN2/Wzp07a2ROQHm5ubmKj49XSkqKx4fD4ajtoQG4TNgSvKWlpXrggQfUp08f3X//\n", "/TLGVNi2pKREa9askWVZ6t+/v1d9RESEevToodLSUq1evdqjbtWqVZLks1/Z11uxYsWlTAeokGul\n", "u3jxYqUJ9AOhAAAgAElEQVSmpro/ZsyYUcsjA3C5sOVU8yuvvKJ9+/YpPT39om1zcnJUUFAgy7LU\n", "qVMnn20SEhK0fft27dmzx11WVFSkjIyMi/aT5NEP8IfExEQlJye7v+ZUMwAXv6948/PzNXnyZM2Y\n", "MaNKtw/l5eW5P4+OjvbZxnWqumzb/Px890q6Ov0AALCT34P3oYceUufOnTVhwoQqtXfd8hMcHKzg\n", "4GCfbcLCwiRJBQUFXv0kKTQ0tMr9AACwk19PNb/11lv6xz/+odTUVI97di92/y4AAIHKb8HrdDr1\n", "xBNP6Mknn1SXLl086iq7uMp1FXNJSYlKSkp8rnpPnz4tSWratKm7rOznZ86c8fnavvr5Mn78eEVG\n", "RnqUDRs2TMOGDau0HwCgblm2bJmWLVvmUXby5Em/vqffgnfjxo0qKCjQyy+/rDlz5njUlZSUSJIO\n", "HTqk8PBwSRdWwadOnVJcXJy7ndPpVOvWrb1e2+l0SpJH27K3DzmdTo+6yvr5MmfOHI8LYwAAgcnX\n", "oiotLU0pKSl+e0+/Be+QIUPUp08fn3Wff/65HA6HWrVqpW3btnnUxcfHKyIiQoWFhcrKyvIZvFlZ\n", "WZKk7t27u8uaNGmipKQkpaenKysrSzfeeGOV+gEAYCe/XVx1xRVXqH379j4/YmNjJUkNGjTwKJcu\n", "XFQ1ZMgQGWO0ZcsWr9ctKCjQ7t273e3KGjp0qCT57FdaWqqtW7fKsix3OwAA7HZZPhZw0qRJCgkJ\n", "0cKFC70ebDB//nwVFxdr5MiRXns+jxs3TlFRUVq3bp0OHjzoUbd8+XI5nU7169dPvXv39vcUAADw\n", "ydbgzcnJUXp6uvLz8yVdeGhCRkaG0tPTdezYMXe7uLg4vfnmm/ruu+80cOBA7dy5UwcOHNDs2bM1\n", "depUdevWzevvxpIUGRmplStXSpIGDhyoTZs2KT8/XwsXLtTDDz+sdu3aadGiRfZMFgAAH2wN3ttu\n", "u03XXnutHnjgAVmWJafTqS5duujaa6/VX/7yF4+2DodDO3bsUIsWLTRo0CB17txZCxYs0DPPPKPt\n", "27erSZMmPt+jb9++2rt3r5KTkzVixAglJibqueee0+jRo7V3794KN9cAAMAOtj6dyLXSraqePXvq\n", "vffeq/b7JCQkaMmSJdXuBwCAv12Wf+MFACBQEbwAANiI4AUAwEYELwAANiJ4AQCwka1XNQMITJmZ\n", "mR5fh4eHq2PHjrU0GuDyRvAC+MkOHz4s6cJ99+Xl5OQQvoAPBC+An6yoqEiStHjxYiUmJkq6sPp1\n", "OBwqLCyszaEBly2CF8AlS0xM5FGaQBVxcRUAADYieAEAsBHBCwCAjQheAABsxMVVwCXIzc31uHq3\n", "/P2sAFAewQv8RLm5uYqPj6/tYQCoYzjVDPxErpXu4sWLlZqaqtTUVM2YMaOWRwXgcseKF7hEZe9h\n", "5VQzgIthxQsAgI0IXgAAbETwAgBgI4IXAAAbEbwAANiI4AUAwEYELwAANiJ4AQCwEcELAICNCF4A\n", "AGxE8AIAYCOCFwAAGxG8AADYiOAFAMBGBC8AADYieAEAsBHBCwCAjQheAABsRPACAGCjBrU9AACB\n", "KTMz0+Pr8PBwdezYsZZGA1w+CF4ANerw4cOSJIfD4VWXk5ND+KLeI3gB1KiioiJJ0uLFi5WYmCjp\n", "wurX4XCosLCwNocGXBYIXgB+kZiYqOTk5NoeBnDZ4eIqAABsRPACAGAjghcAABsRvAAA2IjgBQDA\n", "RgQvAAA2IngBALARwQsAgI0IXgAAbOT34D18+LBmzJih3r17q1mzZgoJCVF0dLRuv/12vfvuu5X2\n", "3bVrlwYPHqyWLVsqLCxMSUlJmjlzpoqLiyvtl52dLYfDodjYWIWGhqpDhw6aOHGiTp06VZNTAwCg\n", "2vwavJ988oni4uI0a9Ys3Xzzzdq8ebOysrI0f/587d+/X0OHDpXD4ZAxxqvv0qVL1bt3bx07dkxr\n", "165VRkaGRo0apWnTpqlPnz7u/WDL27Ztm7p27aq0tDS9/fbbysrK0uTJk/Xaa68pOTlZR48e9eeU\n", "AQColF/3aj5x4oRKSko0Z84cjR071l3evn179erVS506ddLSpUvVt29fPfDAA+76vLw8jRo1Si1a\n", "tNCGDRsUEREhSXr88cd19uxZPf3005owYYLeeOMNj/c7efKkhg4dKsuytH79erVt21aSNHLkSDVq\n", "1EjDhw/XiBEjtHHjRn9OGwCACvn9VHODBg103333eZXHxMTozjvvlCStWLHCo27WrFkqLi7W/fff\n", "7w5dl7FjxyokJEQLFizQV1995VE3b948HT9+XIMGDXKHrss999yjmJgYbd68WTt37qyBmQEAUH1+\n", "Dd477rhD33//va644gqf9a1atZJ0YWXsUlJSojVr1siyLPXv39+rT0REhHr06KHS0lKtXr3ao27V\n", "qlWS5LNf2dcrH/RAVeTm5iotLc39Uf5B7wBQFX491dygQYMKQ1eSnE6nJKlLly7uspycHBUUFMiy\n", "LHXq1Mlnv4SEBG3fvl179uxxlxUVFSkjI+Oi/SR59AOqIjc3V/Hx8bU9DAABoNZuJzp//rw2bdok\n", "y7I8/v6bl5fn/jw6Otpn35iYGK+2+fn57ou0qtMPqArXA9wXL16s1NRUpaamasaMGbU8KgB1kV9X\n", "vJVZsGCBvvnmG40ZM0YpKSnuctctP8HBwQoODvbZNywsTJJUUFDg1U+SQkNDq9wPqI6yD3fnVDOA\n", "n6JWVrz79+/XE088oV69eunll1+ujSEAAFArbA9ep9OpW2+9VfHx8dqwYYNCQkI86l1XMZeUlKik\n", "pMTna5w+fVqS1LRpU3dZ2c/PnDlT5X4AANjJ1lPNR44c0c0336yWLVvqww8/VHh4uFebDh06uD93\n", "Op1q3bq1VxvXRVlxcXHusrK3DzmdTo+6yvr5Mn78eEVGRnqUDRs2TMOGDau0HwCgblm2bJmWLVvm\n", "UXby5Em/vqdtwXvo0CH1799frVu31gcffFDh1c7x8fGKiIhQYWGhsrKyfAZvVlaWJKl79+7usiZN\n", "migpKUnp6enKysrSjTfeWKV+vsyZM8f9dzwAQODytahKS0vzuPaoptlyqjk3N1d9+vRRx44d9eGH\n", "H3qE7hdffKGBAwf+Z0BBQRoyZIiMMdqyZYvXaxUUFGj37t0KDg7WkCFDPOqGDh0qST77lZaWauvW\n", "rbIsy90OgL0yMzM97oVOS0tTbm5ubQ8LsJXfgzcjI0M///nPlZKSonXr1qlx48Ye9d9//70++ugj\n", "j7JJkyYpJCRECxcu9Hqwwfz581VcXKyRI0fq6quv9qgbN26coqKitG7dOh08eNCjbvny5XI6nerX\n", "r5969+5dcxMEcFGHDx+WJDkcDqWkpHh8xMfHE76oV/x6qjk9PV19+/bV8ePHdfDgQfXq1curjev+\n", "yLLi4uL05ptvauTIkRo4cKD++Mc/Kjo6WmvXrtXUqVPVrVs3zZkzx6tfZGSkVq5cqdtvv10DBw7U\n", "3Llz1aFDB23btk2PPvqo2rVrp0WLFvllrgAq5nqoyeLFi5WYmOguz8zMlMPh8PlzAAhUfg3eLVu2\n", "6Pjx47IsS1988YXPNsYYWZblVe5wONSxY0c9//zzGjRokH744Qe1b99ezzzzjCZOnOh1NbRL3759\n", "tXfvXk2fPl0jRozQiRMn1KpVK40ePVpTpkzx2vsZgH3K3gcN1Fd+Dd7HHntMjz322E/u37NnT733\n", "3nvV7peQkKAlS5b85PcFAMBfam3LSAAA6iOCFwAAGxG8AADYiOAFAMBGBC8AADYieAEAsBHBCwCA\n", "jQheAABsZOtjAYG6IDc312sLw8zMzFoaDYBAQ/ACZeTm5io+Pr62hwEggBG8QBmulW75zfzXr1+v\n", "KVOm1NawAAQQghfwofxm/pxqBlBTuLgKAAAbEbwAANiIU82o18pfwcwpZQD+RvCi3uIKZgC1gVPN\n", "qLfKXsGcmpqq1NRUzZgxo5ZHBSDQseJFvVf2CmZONQPwN1a8AADYiOAFAMBGBC8AADYieAEAsBHB\n", "CwCAjQheAABsRPACAGAjghcAABsRvAAA2IjgBQDARgQvAAA2Yq9m1AvlH/8nsS/z5aT8v0V4eLg6\n", "duxYS6MB/IvgRcDj8X+Xr8OHD0uSHA6HV11OTg7hi4BE8CLglX38X2Jiort8/fr1mjJlSm0NC5KK\n", "iookef7bZGZmyuFweJ2hAAIFwYt6o+zj/yRONV9Oyv/bAIGMi6sAALARwQsAgI0IXgAAbETwAgBg\n", "Iy6uQsApf88uF1HVTdzbi0BF8CKgcM9u3ce9vQh0BC8Ciq97drlft27h3l4EOoIXAansfaGcaq6b\n", "uLcXgYqLqwAAsBErXtRpXEgFoK4heFFncSEVgLqIU82os8peSJWamqrU1FTNmDGjlkcFAJVjxYs6\n", "jwupANQlrHgBALARK17UCeUvopJY3QKomwheXPa4iAouvn7ZYitJ1DUELy57vnajktiRqj6pbBtJ\n", "ia0kUbcEbPB++OGHmj17ttLS0nT27FklJCRo1KhRGjNmjCzLqu3hoRIV3ZtbficjTjXXH762kZTY\n", "ShJ1U0AG74svvqinnnpKd955pzZv3qzw8HC9+eabGjdunDZu3Kg1a9YoODi4todZr/j6G62vU4Sc\n", "VkZl2EYSgSDggvfTTz/VU089pc6dO3sE7AsvvKATJ07or3/9q1588UVNmjSplkdat/gKzuPHjysq\n", "Ksqrbfnyw4cP61e/+pXP1127dq1+9rOfub92rWJ5yAGqg0cIoi4JuOCdOnWqJGncuHFeq9rf/e53\n", "+utf/6o//OEPevzxx9W4ceNaGOHlb9myZRo2bJj765pahZYN048//lhPPPFEhYHMvbmoCn89QrD8\n", "90B9xDHwn4AK3mPHjmnbtm2yLEv9+/f3qo+Pj1erVq309ddfa8OGDRX+0K/LfK1MpYpP6/pqO3fu\n", "XCUkJLi/rmwVWtEFT77a+gpTLpjCpfDXIwTtDJ3qfM/aieD1n4AK3j179sgYo5CQEMXFxfls06lT\n", "J3399dfavXt3wAXvxVamZU/rVnb6V5JSUlK8ynwFZ0UXPFV1xcoFU6gJvv72WxduPbrY92ygXa19\n", "uf6SYbeACt68vDxJUosWLSpsExMTI0k6cOCALWOqjo8//li/+c1vdP78eY/yhg0bau3aterZs6dH\n", "eUVX/5ZfRVZ2Wrc6K1agLrjYrUflryvw9UO/qKhIaWlpXn0vNSCq+j1b0ar9Uq61qInxV0f5sV7s\n", "l/1A+yWjMgEVvKdOnZIkhYaGVtgmLCxMklRQUGDLmKojKytL33zzjWbOnOkuO3/+vJ555hl9+umn\n", "atiwobu8sv+JK1pFXuz0b9m2/I0VdVVFtx5V9gto+bNBW7du9XnWR6paQPgKyOp8z7qU/d67WHBV\n", "VflfPCTfIe06jlVRnZCt6JeMf/7znx6vEcir4IAK3ppSW0Hj+k297DfAuXPnJEn/7//9P599Hnjg\n", "Afcqft++fVq3bp3Wr1/vMYcdO3ZIkvLz891lR44ckaQK25Ytr2qZnf0D9b3q0lgv9+NS9v936T9n\n", "xMp+z2RnZ2vVqlU+Q6JsO0lyOp166623tGLFCrVr185dHhQUpNLSUvfXR48e1RNPPOH1er5et6Lv\n", "2T179kjyvWr31b/8WH2VVzbXisyePVvR0dEVzvVi8/U11vL/LpXN1dcvCXbwewaYADJv3jxjWZZp\n", "3bp1hW3uvfdeY1mW+Z//+R+vuiNHjpjY2FgjiQ8++OCDj3r8ERsba44cOeKXrAqoFW+HDh0kXbi6\n", "uSJOp1OSfF58FRMToz179rjbAADqp5iYGI+zCDUpoII3JSVFlmXp3Llz2r9/vzuIy8rKypIkde/e\n", "3edr+PNgAwAQUM/jbdGihW666SYZY7Rlyxav+uzsbH399deKiIjQgAEDamGEAID6LqCCV5KeffZZ\n", "SdKrr76qkpISj7rZs2dLunChErtWAQBqQ/BU1x6LAaJNmzYKCQnR8uXLtXfvXnXq1EmFhYX64x//\n", "qHnz5un222/X/PnzeUIRAKBWWMYYU9uD8AfXYwH37Nmjc+fOKSEhQffff7/Gjh1L6AIAak3ABi9+\n", "usLCQiUlJemrr77Ss88+6z59DyDwTJgwQa+88oratGnjdY8t/CPg/sb7U6Wnp+vBBx9UXFycwsLC\n", "FBUVpeuuu06jR4923+BdXmlpqebPn6+UlBRdccUVioqK0q233qqPPvrI5tHXrN///vf66quvJOmi\n", "ZwcC5Rhs3bpVDz74oBITExUWFqawsDAlJCTokUceUW5ubqV9A+UYfPjhh7rlllsUFRWlK664Qikp\n", "KZo/f74C5Xfzw4cPa8aMGerdu7eaNWumkJAQRUdH6/bbb9e7775bad9du3Zp8ODBatmypcLCwpSU\n", "lKSZM2equLjYptH7x65duzR37lxJF/9eD6RjUFRUpOeff149evTQlVdeqSZNmiguLk6DBw/WG2+8\n", "4bNPjc7fL3cH1zHz5883ISEh5re//a357LPPzFdffWU+//xz8+tf/9pYlmUmT57s1efcuXPmzjvv\n", "NJZlmaeeesrk5uaaPXv2mDvuuMNYlmVefPHFWpjJpfv0009NUFCQadOmjbEsy0ybNq3CtoFyDB56\n", "6CFjWZZJSEgwy5cvNzk5OeZf//qXmT59umncuLFp3LixWbdunc++gXIMXnjhBWNZlrnrrrtMWlqa\n", "yc3NNU8++aS77Pz587U9xEuybds206BBA9O4cWPzzDPPmNTUVJOXl2dWr15t4uPjjWVZZvjw4aa0\n", "tNSr75IlS0xwcLDp1auX2b59uzlw4ICZPXu2adiwoenRo4f54YcfamFGl+7s2bOmc+fO7u/1du3a\n", "Vdg2kI5BTk6OadOmjbn++uvNmjVrTH5+vsnOzjZz5swxjRs39rkBU03Pv94H7/vvv2+CgoLM1KlT\n", "vepKS0tNSkqK+cMf/uBVN2PGDGNZlnn44Yc9ys+dO2c6d+5sLMsy27dv99u4/eHHH380CQkJZtiw\n", "YWbkyJEXDd5AOQaDBg0ykZGR5uuvv/aqe/XVV41lWaZp06bm+PHjXvWBcAz+8Y9/GMuyTFJSklfA\n", "/va3vzWWZZmZM2fW0uhqxtq1a41lWebVV1/1qjty5IiJiIgwlmWZN99806Nu//79plGjRiY6OtoU\n", "FBR41M2aNctYlmUeeughv47dX5599lnTrFkzs2zZskqDN5COwQ8//GDatm1rkpKSTFFRkVf9Cy+8\n", "YFJSUjzK/DH/eh2858+fN23atDFRUVGmuLi4yv2KiopMeHi4CQoKMtnZ2V71r7/+urEsy9xyyy01\n", "OVy/e+qpp0zz5s3NsWPHzH333Vdp8AbSMRg8eLDPLUSNubAqCAoKMkFBQWbJkiUedYFyDPr162cs\n", "yzKvv/66V112drb7F48zZ87Uwuhqxtq1a03Dhg1NYWGhz/rhw4f7/LcaNWqU+2xGeQUFBaZRo0Ym\n", "ODjYHD582C/j9pf09HTTqFEjs2DBArNt27ZKgzeQjsHTTz9tLMsyq1atqnIff8y/Xgfv3//+d2NZ\n", "lvn1r39drX7vvvtupXtC5+XlGcuyTMOGDc2xY8dqYqh+t3fvXtOwYUOzaNEiY4y5aPAG0jEoKioy\n", "P/74Y4X1LVu29LlaCoRj8O2337p/sdi/f7/PNq1btzaWZZk1a9bYPLqac+7cuQpD1xhjJk6caCzL\n", "Mt26dXOXnT9/3kRGRpqgoCCzefNmn/369OljLMsyL7/8co2P2V9KSkpMz549zc0332yMMebjjz+u\n", "MHgD6RicP3/exMTEmKCgoEr/Xyjfxx/zr9cXV23atEmS1LFjR6Wlpenuu+/Wz372M7Vo0ULdunXT\n", "c8895/PRWLt27ZIkderUyefrtmvXTg0bNlRJSYnPZ3pebkpKSvTAAw+of//+FT7DtLxAOgZhYWFq\n", "1KiRz7pz587p+PHjsixLXbp08agLhGOwZ88eGWPUsGFDn/uXS/+Z3+7du+0cWo1q0KCBrrjiigrr\n", "Xfuzl/03zsnJcT8+tKJ/44SEBEmq8ALMy9Err7yiffv2VXgRUVmBdAzS09N19OhRXXXVVTLGaPLk\n", "yerSpYuioqIUFxen++67T+np6R59/DX/eh28X3zxhSRp27Zt6tOnj6677jr9/e9/19///nclJyfr\n", "mWeeUc+ePXX8+HGPfq7Hi5V9XFZZlmW5/3EPHDjg30nUgJdeekm5ubl6/fXXq9wn0I5BRT766COV\n", "lpaqc+fO+vnPf+5RFwjHwDWHFi1aVNjGtXf55TqHS3X+/Hlt2rRJlmVp7Nix7nLXsZEq/jd2HZuy\n", "bS9n+fn5mjx5smbMmOHxaMOKBNIxcP28LykpUffu3ZWWlqZXX31V27dv15NPPqkPPvhA3bp107p1\n", "69x9/DX/gHpIQnW5nmL0+eef67nnntOkSZPcdT169ND333+vNWvW6H//93+1bNkyd92pU6ckSaGh\n", "oRW+dlhYmCS5f1u6XOXm5mratGl68cUXq/Xcy0A6BhUpLS3VCy+8oIYNG/pcHQTCMQiEOVyqBQsW\n", "6JtvvtGYMWOUkpLiLncdm+DgYAUHB/vsW9eOzUMPPaTOnTtrwoQJVWofSMfA9fP+2LFjioqK0gcf\n", "fKCgoAtrz8TERMXGxuquu+7SiBEjlJeXp+bNm/tt/nU2eCdOnKi//e1v1epjWZbefPNN9e7dW5J0\n", "+vRpSRdOQ40ZM8ar/fjx47VmzRqtXr1ac+fOrXRVUBsu9RgYY/Tggw+qa9euGjdunJ9G6V818f9B\n", "RV566SXt3LlTr7zyim644YZLGSYuU/v379cTTzyhXr166eWXX67t4fjVW2+9pX/84x9KTU31uGe3\n", "vuzk5/p5L0ljxoxxh67LHXfcofbt2+vAgQN655139Pjjj/ttLHU2eJ1O50U3NvCl7N9sXb/lR0dH\n", "KzIy0qtt586dJV1Y+aSmprqfaBQRESFJOnPmTIXv4/pHbtq0abXHWFWXegxef/117dq1q9K/P5oK\n", "Nk8IlGNQkWXLlumpp57S9OnTK/yl5HI5BpciEObwUzmdTt16662Kj4/Xhg0bFBIS4lHvOjYlJSUq\n", "KSnxueKpK8fG6XTqiSee0JNPPul1rUJF3+NSYB2Dsmd1rrnmGp9tOnfurAMHDrivZ/DX/Ovs33gX\n", "LVrkPhjV+bj11lvdrxEbGytJatasmc/3uPLKKxUcHCxjjE6ePOkudz3n9+jRoz77GWP0zTffSFKF\n", "F6zUhEs9BitXrlRJSYl69uyp8PBwj4+lS5dKkmbNmuUuK3tWIFCOgS+rVq3SyJEjNX36dE2ePLnC\n", "dpfLMbgUrjm4TsP54rrw6HKdw09x5MgR9e/fXy1bttTmzZsVHh7u1abs87xdx6C8unJsNm7cqIKC\n", "Ar388ste3+u//OUvJUmHDh1yl7kCp+y86voxcP28tyyrwp/5LVu2lCSdOHFCkv/mX2dXvDWha9eu\n", "2rRpk/uHY3knT550P1rwyiuvdJf36NFDkpSVleWz34EDB3Tu3DkFBwcrOTm5hkddcxYvXqwff/zR\n", "q9wYoyeffFJr1qzRI488okcffVTSf377kwLnGJT3zjvv6MEHH9Qf//hHPfbYY5W2DYRjkJKSIsuy\n", "dO7cOe3fv98jbFxc8+vevbvdw/OLQ4cOqX///mrdurU++OCDCq92jo+PV0REhAoLC5WVlaXWrVt7\n", "takrx2bIkCHq06ePz7rPP/9cDodDrVq10rZt2zzqAukYdO3a1f15Rb8su34Bdf2899v8q3zjUQD6\n", "7LPPjGVZJjg42DidTq/6HTt2uO/D/P77793lZTdOyMrK8ur32muvGcuy3PfJ1UXV2UAjUI7Bn//8\n", "Z9OgQQOv3YuMMeall14ys2fP9igLlGPg2kDjtdde86rLysoKiA00XHJycszVV19tBgwY4DWff//7\n", "32bAgAEeZa7NE37/+997vdbJkydNo0aNTIMGDerE5hEVqew+XmMC6xgkJCQYy7LMCy+84LO+Y8eO\n", "xrIsM3fuXHeZP+Zfr4PXmP/80Jk0aZJX3T333FPhdmDTp0/3uVVgcXGxueaaa0xQUJD59NNP/TZu\n", "f7tY8BoTWMfAte9q+d2pXO677z4zcuRIr/JAOAaffPJJhVtGuvaxfu6552ppdDUnPT3dREdHm8GD\n", "B5uzZ8961bsCqCzXdoFXXXWV13aBM2fONJZlmQcffNCv4/a3iwVvIB2Dd955xz3X8rsVfvjhh8ay\n", "LNOiRQuPefpj/vU+eP/v//7PtG/f3jRo0MDMmjXL5ObmmoyMDDN+/HhjWZa58cYbfe7pef78eXP7\n", "7be7txLLyckxe/bscZc9//zztTCbS1NUVGT27dtn9u3bZwYNGmQsyzJjxoxxl507d86jfaAcg+ef\n", "f969qktJSfH50bx5c3P//fd79Q2UY+Dac/bOO+80aWlpJjs72/2QhDvuuMOUlJTU9hAvyb59+0zz\n", "5s2NZVnm+uuv9/lv7HpYQnmLFi1yb5C/Y8cOk5eXZ1566SXTsGFD07179zr1gICysrOzzb59+8yC\n", "BQuMZVmmVatWJj093ezbt898++23Hm0D6Ri49h8fMGCA2bVrlzl48KBZsmSJadGihYmMjDSffPKJ\n", "V5+ann+9D15jLuy3OWnSJNOpUycTGhpqwsPDzQ033GDmzZvnFTZllZSUmHnz5pmuXbuaJk2amMjI\n", "SHPLLbeYDRs22Dj6muP6zdf1ERQU5PH5oUOHvPoEwjG4/vrr3dsmVvbhK3iNCYxjYIwxGzZsMDff\n", "fLOJjIw0TZo0McnJyWbevHk+n9hT18yZM8f9/3FFH656Xz7//HMzaNAg07x5c9O4cWNzzTXXmBkz\n", "ZvhcOdcVbdu29fj+Lvv97utMVyAdgxUrVpi+ffuayMhI06hRI9O+fXszduxYc/DgwQr71OT8LWMC\n", "5GGbAADUAXX2diIAAOoighcAABsRvAAA2IjgBQDARgQvAAA2IngBALARwQsAgI0IXgAAbETwAgBg\n", "IwTvYaEAAAAbSURBVIIXAAAbEbwAANiI4AUAwEYELwAANvr/Lv68TsroIwkAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAd4AAAHKCAYAAACt2SpOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XtcVGXiP/DPAURBQRIhQE0RuSXWCiquaHkrNS38fom+\n", "8nUiNDPTn6bWanlLJS9taai5Xy1XX+YFb6GupqVotCnFCrgpxMCIKG4ORQaIeEGH5/eHrzkxzAwO\n", "ypyR4fN+vXgtPJc5zzlufHjO5TmSEEKAiIiIFOFg6wEQERE1JwxeIiIiBTF4iYiIFMTgJSIiUhCD\n", "l4iISEEMXiIiIgUxeImIiBTE4CUiIlIQg5eIiEhB9xW8J0+eRHBwMBwcHFBcXNygvqtWrYKDgwMc\n", "HJj5RETU/DQo/a5fv44ZM2Zg4MCB0Gg0kCSpQRu7cOEC5s6dCwAW9c3Pz4dKpYKfnx9cXFzQrVs3\n", "zJo1C1evXq23n1arxaRJk9C5c2e0atUKnTt3xhtvvAGtVtug8RIRETU2i4NXo9HgySefxIEDB5Ca\n", "mnpfG5s4cSLat29vUdu0tDT07NkT2dnZ2Lx5M9RqNebNm4d169YhPDwcJSUlJvv99NNP6NGjBw4c\n", "OICkpCTk5+fj448/xr59+/DEE08gLy/vvsZORETUKISF/vGPf4hp06aJ69evCyGEkCRJODg4iIsX\n", "L1rUf9OmTcLZ2VkcPHhQ7mtOWVmZaN++vXB1dRVFRUUGddu3bxeSJIlnnnnGqN/t27dFSEiIcHBw\n", "EN9//71B3cmTJ4UkSeLxxx8Xd+7csWjMREREjc3iGe+oUaOwatUquLi4NDjcf/nlF8ycORPvvPMO\n", "wsLC7tl+zZo1uHLlCqKjo9GlSxeDujFjxsDX1xepqalIT083qEtOTkZ+fj4iIyPRt29fg7p+/fqh\n", "b9++yMvLw86dOxu8D0RERI3B4uBt6PXc2qZMmQJfX1/MmzcPwoK3EO7evRsAMGTIEJPj0JfXDdD6\n", "+gHA0KFDTfYjIiJSipO1N7B3717s3bsXJ06cQIsWLe7ZvqqqCrm5uZAkCSEhISbbBAcHAwAyMzMN\n", "yjMyMgDAbD99ed1+RERESrHqMz3l5eWYMmUKpkyZgj//+c8W9SkqKpJnxT4+Pibb+Pr6AgAKCwvl\n", "smvXrqG0tBSSJJntpy8vKSnBzZs3Ld4PIiKixmLV4H3rrbfg7OyMZcuWWdyn9qNC5q4nu7q6AgAq\n", "Kiruq1/dvkREREqx2qnmY8eOYdOmTTh06BBat24tlz/ItWIlaLVaPu9LRNTM+fr6ymdXG5tVgvf6\n", "9euYOHEixo4di+HDhxvU3evmqrZt28rf37hxw+zn123r7u5ucb+6ffW0Wi169eqFy5cv1ztGIiKy\n", "b35+fsjMzLRK+FoleE+dOoWioiJotVrs27fPoE4fvEIIuLm5yeV5eXno2LGjweNDWq0WAQEBRp+v\n", "n5HWrmvTpg28vLxQWlpqdnENfT8fHx+0atXKZP3ly5exdetWhIaGWri39mf69OlISkqy9TBsprnv\n", "P8Bj0Nz3H2jexyAvLw8qlQparbbpBG9kZCTOnTtnsu4///kPBg4cCEmS8OOPP8rl+p1r3bo1wsLC\n", "kJOTA7Vajf79+xt9hlqtBgD07t3baLsHDx40uzqVuX51hYaGIjw8vN429szDw4P734z3H+AxaO77\n", "D/AYWJNVbq5q1aoVunbtavLrsccek9vVLnd0dJTLY2NjAdy9TlxXTU0Njh8/DkmS5HaW9AMgL3VZ\n", "tx8REZFSHspXBE2dOhWenp7Yv38/Lly4YFC3Y8cOaLVaDB48GFFRUQZ1cXFxCAoKQkZGBr7//nuD\n", "uvT0dGRkZCAkJARxcXHW3gUiIiKTGnSquaCgANXV1fLPQgjk5+fLj/LUtxxkUVERqqqq5BuXhBDI\n", "zc2FEALt2rWDn5+f3NbDwwO7du3CyJEjMWLECKxevRrdunVDWloapk2bBn9/f2zZssV4Z5yc8MUX\n", "X+Dpp59GTEwM1q5dK79oYcqUKfD09MSePXv4SkIiIrKdhizs3KVLFyFJkvySAwcHB4Of6zNw4ECz\n", "fceNG2eyj1qtFv/7v/8rfHx8RMuWLUXXrl3F22+/LSoqKurd1s8//ywmTpwoOnXqJFq2bCk6deok\n", "Xn/9dXH58uV6+2VlZQkAIisrq/4DYee2b99u6yHYVHPffyF4DJr7/gvRvI+BtbNAEsKCxZObiezs\n", "bERERCArK4s3FVCToNFoUFlZaVTu5uaGwMBAG4yIqOmzdhZYfa1mIrIOjUaDoKAgs/UFBQUMX6KH\n", "EIOXqInSz3TrPneufwbR1EyYiGyPwUvUxDX3586Jmhre3ktERKQgBi8REZGCGLxEREQK4jVeoiai\n", "7qND5tYkJ6KHG4OXqAm416NDRNR08FQzURNQ+9GhrKwsZGVlITEx0cajIqL7wRkvURNS+9Ehnmom\n", "apo44yUiIlIQg5eIiEhBDF4iIiIFMXiJiIgUxOAlIiJSEIOXiIhIQQxeIiIiBTF4iYiIFMTgJSIi\n", "UhCDl4iISEEMXiIiIgUxeImIiBTE4CUiIlIQg5eIiEhBDF4iIiIFMXiJiIgUxOAlIiJSkJOtB0BE\n", "1pGXl2fws5ubGwIDA200GiLSY/ASPWQ0Gg0qKysNyuqGaH2Ki4sBACqVyqiuoKCA4UtkYwxeooeI\n", "RqNBUFDQA31GVVUVAGDr1q0IDQ0FcDe4VSqVUaATkfIYvEQPEX0w1g5NADh06BDmz5/foM8KDQ1F\n", "eHh4o46PiB4cg5foIVQ3NBtyqpmIHm68q5mIiEhBDF4iIiIFMXiJiIgUxOAlIiJSEIOXiIhIQQxe\n", "IiIiBTF4iYiIFHRfwXvy5EkEBwfDwcFBXp6OiIiI7q1BwXv9+nXMmDEDAwcOhEajgSRJ9bYvLS3F\n", "ypUrMWTIEHh5ecHZ2Rnt27fH4MGDsXHjRggh6u2fn58PlUoFPz8/uLi4oFu3bpg1axauXr1abz+t\n", "VotJkyahc+fOaNWqFTp37ow33ngDWq22IbtLRETU6CwOXo1GgyeffBIHDhxAamrqPdufO3cOXbp0\n", "wV/+8hd0794dX375JQoKCrB161Zcu3YNEyZMwNChQ3Hz5k2T/dPS0tCzZ09kZ2dj8+bNUKvVmDdv\n", "HtatW4fw8HCUlJSY7PfTTz+hR48eOHDgAJKSkpCfn4+PP/4Y+/btwxNPPMEVgIiIyKYsXjJSrVbj\n", "ueeew/Lly+Hi4nLP9teuXcONGzfw1ltv4cMPP5TLu3TpgqeffhqhoaH45ptvsGTJEiQmJhr0LS8v\n", "R2xsLCRJwqFDh9ClSxcAQEJCAlq2bImxY8ciPj4eR44cMeh3584dxMTEoKysDCdPnkTfvn0BAJ07\n", "d4aPjw/69++PF198EWfOnIGjo6Olu05ERNRoLJ7xjho1CqtWrbIodPUkScKrr75qVO7i4iK/smzn\n", "zp1G9WvWrMGVK1cQHR0th67emDFj4Ovri9TUVKSnpxvUJScnIz8/H5GRkXLo6vXr1w99+/ZFXl6e\n", "yW0SEREpweLgvdf13LqeeOIJlJWVISQkxGR9hw4dAABlZWVGdbt37wYADBkyxOQ49OV1A7S+fgAw\n", "dOhQk/2IiIiUYrXHiRwcHODu7m62Xn+jU48ePQzKq6qqkJubC0mSzIZ2cHAwACAzM9OgPCMjAwDM\n", "9tOX1+1HRESkFJs9x3vo0CEAwJQpUwzKi4qK5LudfXx8TPb19fUFABQWFspl165dQ2lpKSRJMttP\n", "X15SUmL2pi4iIiJrsknwHjlyBNnZ2Rg5ciRiYmIM6mo/KmTuerKrqysAoKKi4r761e1LRESkFMWD\n", "97fffsOECRMQFBSEzZs3K715IiIim1I0eK9du4bnnnsOTk5OOHbsGNq1a2fUpm3btvL3N27cMPk5\n", "169fN2pb+3ryvfrV7UtERKQUi5/jfVCVlZUYOXIkysrKkJaWJt/VXFftx4e0Wi0CAgKM2uhvzKpd\n", "16ZNG3h5eaG0tNTs4hr6fj4+PmjVqpXZsU6fPh0eHh4GZXFxcYiLizPbh4iImp7k5GQkJycblJWX\n", "l1t1m4oEb1lZGYYPH46qqip89913Zm9+AoDWrVsjLCwMOTk5UKvV6N+/v1EbtVoNAOjdu7dBeWRk\n", "JA4ePGh2dSpz/epKSkpCeHh4vW2IiKjpMzWpys7ORkREhNW2afVTzb/++isGDhyIO3fu4NtvvzUI\n", "3V9++QXDhw/Hr7/+atAnNjYWAHDs2DGjz6upqcHx48chSZLczpJ+AOSlLuv2IyIiUopVg/fy5ct4\n", "+umn0aZNG3zzzTfw9PQ0qL9x4waOHDli9GjP1KlT4enpif379+PChQsGdTt27IBWq8XgwYMRFRVl\n", "UBcXF4egoCBkZGTg+++/N6hLT09HRkYGQkJCeMqYiIhspkGnmgsKClBdXS3/LIRAfn6+/ChPWFiY\n", "XPfzzz/jqaeeQlFREUJCQjB48GCjz6v9WbV5eHhg165dGDlyJEaMGIHVq1ejW7duSEtLw7Rp0+Dv\n", "748tW7YY74yTE7744gs8/fTTiImJwdq1a+UXLUyZMgWenp7Ys2cPHBz4GmIiIrKNBgXvsGHDcPHi\n", "RQB/LCE5bNgw+WedTie3PXXqFIqKiiBJEvLz801+nhDC7FKUgwYNwunTp7F48WLEx8ejrKwMHTp0\n", "wKRJkzB//nyzq2J1794dZ86cwaJFi/Dmm2/i119/hbe3N6Kjo/Hee+/Ji28QERHZQoOCt6ioyOK2\n", "o0ePRk1NTYMHVFtwcDC2bdvW4H5+fn5Yv379A22biIjIGnjOlYiISEEMXiIiIgUxeImIiBSk2MpV\n", "RGRMo9GgsrJS/tnc4i9EZD8YvEQ2otFoEBQUZOthEJHCeKqZyEb0M92tW7ciKysLWVlZSExMtPGo\n", "iMjaOOMlsrHQ0FB5bXCeaiayfwxeomakbrC7ubkhMDDQRqMhap4YvETNQHFxMQBApVIZ1RUUFDB8\n", "iRTE4CVqBqqqqgDcvZ4cGhoK4O7sV6VSGdxVTUTWx+AlakZqX08mItvgXc1EREQKYvASEREpiMFL\n", "RESkIAYvERGRghi8RERECmLwEhERKYjBS0REpCAGLxERkYIYvERERApi8BIRESmIwUtERKQgBi8R\n", "EZGCGLxEREQKYvASEREpiMFLRESkIAYvERGRghi8RERECmLwEhERKYjBS0REpCAGLxERkYIYvERE\n", "RApi8BIRESmIwUtERKQgBi8REZGCGLxEREQKYvASEREpiMFLRESkIAYvERGRgu4reE+ePIng4GA4\n", "ODiguLi4scdERERktxoUvNevX8eMGTMwcOBAaDQaSJJkUb+MjAyMHj0a3t7ecHV1RVhYGJYsWYLq\n", "6up6++Xn50OlUsHPzw8uLi7o1q0bZs2ahatXr9bbT6vVYtKkSejcuTNatWqFzp0744033oBWq7V4\n", "X4mIiKzB4uDVaDR48sknceDAAaSmplq8ge3btyMqKgqlpaXYu3cvcnNzMX78eCxatAgDBgxAVVWV\n", "yX5paWno2bMnsrOzsXnzZqjVasybNw/r1q1DeHg4SkpKTPb76aef0KNHDxw4cABJSUnIz8/Hxx9/\n", "jH379uGJJ55AXl6exWMnIiJqbE6WNlSr1XjuueewfPlyuLi4WNSnsLAQ48ePh5eXFw4fPgx3d3cA\n", "wMyZM3Hr1i3MnTsXM2bMwKeffmrQr7y8HLGxsZAkCYcOHUKXLl0AAAkJCWjZsiXGjh2L+Ph4HDly\n", "xKDfnTt3EBMTg7KyMpw8eRJ9+/YFAHTu3Bk+Pj7o378/XnzxRZw5cwaOjo6W7joREVGjsXjGO2rU\n", "KKxatcri0AWApUuXorq6GuPGjZNDV2/KlClwdnbGxo0bcenSJYO6NWvW4MqVK4iOjpZDV2/MmDHw\n", "9fVFamoq0tPTDeqSk5ORn5+PyMhIOXT1+vXrh759+yIvLw87d+60eB+IiIgak8XBa+n1XD2dToeU\n", "lBRIkoQhQ4YY1bu7u6NPnz6oqanBnj17DOp2794NACb71f68ugFaXz8AGDp0qMl+RERESrHa40QF\n", "BQWoqKgAAISEhJhsExwcDADIzMyUy6qqqpCbmwtJkhrUD7h7E1d929OX1+1HRESkFKsFb2Fhofy9\n", "j4+PyTa+vr5GbYuKiiCEaHC/a9euobS0FJIkme2nLy8pKcHNmzct3RUiIqJGY7Xg1T/y4+joaPZG\n", "JldXVwCQZ8a1+wEwez35QfvV7UtERKQUrlxFRESkIKsFr/4uZp1OB51OZ7LN9evXAQBt27aVy2p/\n", "f+PGDYv71b5r+l796vYlIiJSisXP8TZUt27d5O+1Wi06duxo1Ea/klRAQIBcVvvxIa1Wa1BXX782\n", "bdrAy8sLpaWlZhfX0Pfz8fFBq1atzI59+vTp8PDwMCiLi4tDXFyc2T5ERNT0JCcnIzk52aCsvLzc\n", "qtu0WvAGBQXB3d0dlZWVUKvVJoNXrVYDAHr37i2XtW7dGmFhYcjJyYFarUb//v0t6gcAkZGROHjw\n", "oNnVqcz1qyspKQnh4eH1tiEioqbP1KQqOzsbERERVtum1U41Ozg4ICYmBkIIHDt2zKi+oqICp06d\n", "gqOjI2JiYgzqYmNjAcBkv5qaGhw/fhySJMntLOkHQF7qsm4/IiIipVj15qo5c+bA2dkZmzZtMnqx\n", "wdq1a1FdXY2EhAR06tTJoG7q1Knw9PTE/v37ceHCBYO6HTt2QKvVYvDgwYiKijKoi4uLQ1BQEDIy\n", "MvD9998b1KWnpyMjIwMhISE8ZUxERDbToOAtKChATk4OcnJyAABCCOTn5xuU1RYQEIANGzbgt99+\n", "w4gRI5Ceno7z589jxYoVWLhwIXr16oWkpCSjfh4eHti1axcAYMSIETh69CiKioqwadMmvP766/D3\n", "98eWLVuM+jk5OeGLL75Au3btEBMTg7179+LChQtISUlBTEwMPD09sWfPHjg48GZuIiKyjQZd4x02\n", "bBguXrwI4I8lJIcNGyb/bOruZZVKhcDAQCxbtgzR0dG4du0aunbtigULFmDWrFlwdnY2ua1Bgwbh\n", "9OnTWLx4MeLj41FWVoYOHTpg0qRJmD9/vtHaz3rdu3fHmTNnsGjRIrz55pv49ddf4e3tjejoaLz3\n", "3nvy4htERES20KDgLSoquq+NREZGYt++fQ3uFxwcjG3btjW4n5+fH9avX9/gfkRERNbGc65EREQK\n", "YvASEREpyGrP8RKRIY1Gg8rKSvlnc8+bE5F9Y/ASKUCj0SAoKMjWwyCihwBPNRMpQD/T3bp1K7Ky\n", "spCVlYXExEQbj4qIbIEzXiIFhYaGysuR8lQzUfPEGS8REZGCGLxEREQKYvASEREpiMFLRESkIAYv\n", "ERGRghi8RERECmLwEhERKYjBS0REpCAGLxERkYIYvERERApi8BIRESmIwUtERKQgBi8REZGCGLxE\n", "REQKYvASEREpiO/jJWrmTL0X2M3NDYGBgTYYDZH9Y/ASNVPFxcUAAJVKZbK+oKCA4UtkBQxeomaq\n", "qqoKALB161aEhobK5Xl5eVCpVKisrLTV0IjsGoOXqJkLDQ1FeHi4rYdB1Gzw5ioiIiIFMXiJiIgU\n", "xOAlIiJSEIOXiIhIQQxeIiIiBTF4iYiIFMTgJSIiUhCDl4iISEEMXiIiIgUxeImIiBTE4CUiIlIQ\n", "g5eIiEhBDF4iIiIFMXiJiIgUxOAlIiJSkCLBe+HCBcyYMQNPPPEE2rVrh1atWsHf3x8vv/wysrOz\n", "zfbLyMjA6NGj4e3tDVdXV4SFhWHJkiWorq6ud3v5+flQqVTw8/ODi4sLunXrhlmzZuHq1auNvWtE\n", "REQNYvXgPX78OB5//HH87W9/w9ixY/Hdd9/hzJkzmDVrFg4cOIDIyEjs2LHDqN/27dsRFRWF0tJS\n", "7N27F7m5uRg/fjwWLVqEAQMGoKqqyuT20tLS0LNnT2RnZ2Pz5s1Qq9WYN28e1q1bh/DwcJSUlFh7\n", "l4mIiMxysvYGZsyYgZs3b2LevHmYPXu2XB4UFIQWLVpg4sSJmDp1Kl566SU4ONz9O6CwsBDjx4+H\n", "l5cXDh8+DHd3dwDAzJkzcevWLcydOxczZszAp59+arCt8vJyxMbGQpIkHDp0CF26dAEAJCQkoGXL\n", "lhg7dizi4+Nx5MgRa+82ERGRSVaf8Wo0GkiShD//+c9GdX379gUA/P777/j999/l8qVLl6K6uhrj\n", "xo2TQ1dvypQpcHZ2xsaNG3Hp0iWDujVr1uDKlSuIjo6WQ1dvzJgx8PX1RWpqKtLT0xtp74iIiBrG\n", "6sH7pz/9CUII5ObmGtX99NNPAAA/Pz+0b98eAKDT6ZCSkgJJkjBkyBCjPu7u7ujTpw9qamqwZ88e\n", "g7rdu3cDgMl+tT9v586dD7ZTRERE98nqwft///d/6NChA5YsWYI9e/bgxo0bqK6uxtGjR/HWW2/B\n", "09MTn3/+udy+oKAAFRUVAICQkBCTnxkcHAwAyMzMlMuqqqqQm5sLSZIa1I+IiEhJVr/G++STTyI/\n", "Px8rV67E+PHjUVVVBUmS4OjoiMmTJ2P+/Plo166d3L6wsFD+3sfHx+Rn+vr6GrUtKiqCEAKSJDWo\n", "HxERkZKsPuMtKytDXFwcFi5ciMmTJ+Nf//oX/v3vf+ODDz7Axo0bMWzYMIMg1D/y4+joCEdHR5Of\n", "6erqCgDyzLh2PwBwcXGxuB8REZGSrDrjFUJg+PDhOHXqFObOnYvExES5LiwsDF26dMF///d/o3//\n", "/sjJyYGnp6c1h0NERGRzVp3xHj9+HKdOnYIkSXjrrbeM6kePHo3AwED88ssv+OyzzwBAvotZp9NB\n", "p9OZ/Nzr168DANq2bSuX1f7+xo0bFvcjIiJSklVnvFlZWQCARx99FB4eHibbBAcHQ6PRyG0DAgLk\n", "Oq1Wi44dOxr10Wq1Rm1rPz6k1WoN6urrZ8r06dONxhsXF4e4uLh6+xERUdOSnJyM5ORkg7Ly8nKr\n", "btPqN1cBdx/lMUe/aIZeUFAQ3N3dUVlZCbVabTJ41Wo1AKB3795yWevWrREWFoacnByo1Wr079/f\n", "on6mJCUlITw8vN42RETU9JmaVGVnZyMiIsJq27TqqWb94zslJSVm10nOz88HcDdwgbs3VcXExEAI\n", "gWPHjhm1r6iowKlTp+R2tcXGxgKAyX41NTU4fvw4JEmS2xERESnNqsH77LPP4tFHH4UQAqtXrzaq\n", "/+qrr5Cfnw9HR0eMHTtWLp8zZw6cnZ2xadMmo8Beu3YtqqurkZCQgE6dOhnUTZ06FZ6enti/fz8u\n", "XLhgULdjxw5otVoMHjwYUVFRjbeTREREDWDVU80uLi7Ytm0boqOjsXjxYkiShJiYGLRs2RLHjx/H\n", "7Nmz4eDggI8++giPP/643C8gIAAbNmxAQkICRowYgQ8//BA+Pj7Yu3cvFi5ciF69eiEpKcloex4e\n", "Hti1axdGjhyJESNGYPXq1ejWrRvS0tIwbdo0+Pv7Y8uWLdbcZSJoNBpUVlYalOXl5dloNET0sLH6\n", "Nd7Bgwfjxx9/xMcff4wtW7ZgyZIl0Ol08PHxwbBhwzB16lR5zebaVCoVAgMDsWzZMkRHR+PatWvo\n", "2rUrFixYgFmzZsHZ2dnk9gYNGoTTp09j8eLFiI+PR1lZGTp06IBJkyZh/vz5Rms/EzUmjUYjXzYh\n", "IjJFkZurunbtijVr1jS4X2RkJPbt29fgfsHBwdi2bVuD+xE9KP1Md+vWrQgNDZXLDx06hPnz59tq\n", "WET0EFEkeImam9DQUIM743mqmYj0rL5kJBEREf2BwUtERKQgBi8REZGCGLxEREQKYvASEREpiMFL\n", "RESkIAYvERGRghi8RERECmLwEhERKYjBS0REpCAGLxERkYIYvERERApi8BIRESmIwUtERKQgBi8R\n", "EZGCGLxEREQKYvASEREpiMFLRESkIAYvERGRghi8RERECnKy9QCI6OGUl5dn8LObmxsCAwNtNBoi\n", "+8HgJSIDxcXFAACVSmVUV1BQwPAlekAMXiIyUFVVBQDYunUrQkNDAdyd/apUKlRWVtpyaER2gcFL\n", "RCaFhoYiPDzc1sMgsju8uYqIiEhBDF4iIiIFMXiJiIgUxOAlIiJSEIOXiIhIQQxeIiIiBTF4iYiI\n", "FMTgJSIiUhCDl4iISEEMXiIiIgUxeImIiBTE4CUiIlIQg5eIiEhBDF4iIiIFMXiJiIgUxOAlIiJS\n", "kGLBW1VVhWXLlqFPnz545JFH0Lp1awQEBGD06NH49NNPTfbJyMjA6NGj4e3tDVdXV4SFhWHJkiWo\n", "rq6ud1v5+flQqVTw8/ODi4sLunXrhlmzZuHq1avW2DUiIiKLOSmxEY1Gg2eeeQaPPPIIFixYgJ49\n", "e6K6uhqHDx/GO++8g6ysLEycONGgz/bt2xEfH4/IyEjs3bsXfn5+2Lt3L9555x384x//wPHjx9G6\n", "dWujbaWlpeG5555Dly5dsHnzZgQFBeGbb77BtGnTkJKSghMnTsDHx0eJ3aZmQKPRoLKyUv45Ly/P\n", "hqMhoqbA6sFbVVWFZ599Fm5ubjh58iRcXV3luqCgINy8eRO7d+826FNYWIjx48fDy8sLhw8fhru7\n", "OwBg5syZuHXrFubOnYsZM2YYzZTLy8sRGxsLSZJw6NAhdOnSBQCQkJCAli1bYuzYsYiPj8eRI0es\n", "u9PULGg0GgQFBdl6GETUxFj9VPOyZctw8eJFvPfeewahqzd79mxkZmYalC1duhTV1dUYN26cHLp6\n", "U6ZMgbOzMzZu3IhLly4Z1K1ZswZXrlxBdHS0HLp6Y8aMga+vL1JTU5Gent44O0fNmn6mu3XrVmRl\n", "ZSErKwuJiYk2HhURPeysGrw6nQ4bN26EJEkYPny4xX1SUlIgSRKGDBliVO/u7o4+ffqgpqYGe/bs\n", "MajTz5xN9av9eTt37mzorhCZFRoaivDwcISHh8Pf39/WwyGih5xVgzcnJwclJSV49NFHIYTAvHnz\n", "0KNHD3h6eiIgIACvvPIKcnJyDPoUFBSgoqICABASEmLyc4ODgwHAYKZcVVWF3NxcSJLUoH5ERERK\n", "smrwnjlzBsDdWWzv3r2RnZ2NTz75BCdOnMDs2bNx8OBB9OrVC/v375f7FBYWyt+buwnK19fXqG1R\n", "URGEEA3Ajgq7AAAgAElEQVTuR0REpCSr3lxVWloq/6+npycOHjwIB4e7WR8aGgo/Pz+88MILiI+P\n", "R2FhIdq3by8/8uPo6AhHR0eTn6u/VqyfGQMweFTIxcXF4n5ERERKsuqM9/r16/L3kydPlkNXb9So\n", "UejatSsqKyvx+eefW3MoREREDwWrznhrzzwff/xxk226d++O8+fP49SpUwAg38Ws0+mg0+lMznr1\n", "gd62bVu5rPb3N27cMLktU/1MmT59Ojw8PAzK4uLiEBcXV28/IiJqWpKTk5GcnGxQVl5ebtVtWjV4\n", "/fz8ANy9o7hdu3Ym23h7ewMAysrKAAABAQFynVarRceOHY36aLVao7a1Hx/SarUGdfX1MyUpKQnh\n", "4eH1tiEioqbP1KQqOzsbERERVtumVU819+zZU/6+pKTEZBv9deBHHnkEwN1FNfSzXrVabbKPvrx3\n", "795yWevWrREWFgYhRIP6ERERKcmqwRsSEoKgoCAIIfDjjz+abPPTTz8BAPr16wfg7k1VMTExEELg\n", "2LFjRu0rKipw6tQpuV1tsbGxAGCyX01NDY4fPw5JkuR2RERESrP6ylVz584FAKxfvx63b982qPv6\n", "669x7tw5tG/fHq+88opcPmfOHDg7O2PTpk1GLzZYu3YtqqurkZCQgE6dOhnUTZ06FZ6enti/fz8u\n", "XLhgULdjxw5otVoMHjwYUVFRjbiHRERElrN68L788st47bXXcOHCBbzwwgv417/+hYsXL2L79u14\n", "+eWX0bZtW+zZs8dgaciAgABs2LABv/32G0aMGIH09HScP38eK1aswMKFC9GrVy8kJSUZbcvDwwO7\n", "du0CAIwYMQJHjx5FUVERNm3ahNdffx3+/v7YsmWLtXeZiIjILEVeC7h+/Xrs2LEDt27dwrBhwxAc\n", "HIz58+fjpZdewr///W889dRTRn1UKhVOnjwJLy8vREdHo3v37ti4cSMWLFiAEydOmHwzEQAMGjQI\n", "p0+fRnh4OOLj4xEaGor3338fkyZNwunTp/lmIiIisilFXgsIAC+99BJeeumlBvWJjIzEvn37Gryt\n", "4OBgbNu2rcH9iIiIrE2RGS8RERHdxeAlIiJSEIOXiIhIQQxeIiIiBTF4iYiIFMTgJSIiUhCDl4iI\n", "SEEMXiIiIgUxeImIiBTE4CUiIlIQg5eIiEhBDF4iIiIFMXiJiIgUxOAlIiJSEIOXiIhIQQxeIiIi\n", "BTF4iYiIFMTgJSIiUhCDl4iISEEMXiIiIgUxeImIiBTE4CUiIlKQk60HQNRUaDQaVFZWyj/n5eXZ\n", "cDRE1FQxeIksoNFoEBQUZOthEJEd4KlmIgvoZ7pbt25FVlYWsrKykJiYaONREVFTxBkvUQOEhoYi\n", "PDwcAE81E9H94YyXiIhIQQxeIiIiBTF4iYiIFMTgJSIiUhCDl4iISEEMXiIiIgUxeImIiBTE4CUi\n", "IlIQg5eIiEhBDF4iIiIFMXiJiIgUxOAlIiJSEIOXiIhIQTYJ3hkzZsDBwQH+/v622DwREZHNKB68\n", "GRkZWL16NQBAkqR7th09ejS8vb3h6uqKsLAwLFmyBNXV1fX2y8/Ph0qlgp+fH1xcXNCtWzfMmjUL\n", "V69ebbT9ICIiuh+KBm91dTVeffVVdOrU6Z5tt2/fjqioKJSWlmLv3r3Izc3F+PHjsWjRIgwYMABV\n", "VVUm+6WlpaFnz57Izs7G5s2boVarMW/ePKxbtw7h4eEoKSlp7N0iIiKymKLBu3TpUmi1Wixfvrze\n", "doWFhRg/fjy8vLxw+PBhREVFwd/fHzNnzsSiRYtw6tQpzJgxw6hfeXk5YmNjIUkSDh06hGeeeQad\n", "O3dGQkIC1q9fj/PnzyM+Pt5au0dERHRPigVvbm4uli9fjo8++gi+vr71tl26dCmqq6sxbtw4uLu7\n", "G9RNmTIFzs7O2LhxIy5dumRQt2bNGly5cgXR0dHo0qWLQd2YMWPg6+uL1NRUpKenN8o+ETU3eXl5\n", "yM7ONvjSaDS2HhZRk6JI8NbU1ODVV1/FgAEDMG7cOAghzLbV6XRISUmBJEkYMmSIUb27uzv69OmD\n", "mpoa7Nmzx6Bu9+7dAGCyX+3P27lz54PsDlGzU1xcDABQqVSIiIgw+AoKCmL4EjWAkxIbWbVqFc6e\n", "PYucnJx7ti0oKEBFRQUkSUJISIjJNsHBwThx4gQyMzPlsqqqKuTm5t6zHwCDfkR0b/p7KrZu3YrQ\n", "0FC5PC8vDyqVCpWVlbYaGlGTY/XgLSoqwrx585CYmGjR40OFhYXy9z4+Pibb6E9V125bVFQEIQQk\n", "SWpQPyKyXGhoKMLDw209DKImzeqnml977TV0797d5M1Qpugf+XF0dISjo6PJNq6urgCAiooKo34A\n", "4OLiYnE/IiIiJVl1xvv3v/8d//znP5GVlWXwzO69nt8lIiKyV1YLXq1Wi7fffhuzZ89Gjx49DOrq\n", "u7lKfxezTqeDTqczOeu9fv06AKBt27ZyWe3vb9y4YfKzTfUzZfr06fDw8DAoi4uLQ1xcXL39iIio\n", "aUlOTkZycrJBWXl5uVW3abXgPXLkCCoqKrBy5UokJSUZ1Ol0OgDAxYsX4ebmBuDuLPjq1asICAiQ\n", "22m1WnTs2NHos7VaLQAYtK39+JBWqzWoq6+fKUlJSbyORUTUDJiaVGVnZyMiIsJq27Ra8MbExGDA\n", "gAEm63744QeoVCp06NABaWlpBnVBQUFwd3dHZWUl1Gq1yeBVq9UAgN69e8tlrVu3RlhYGHJycqBW\n", "q9G/f3+L+hERESnJasHbpk0btGnTxmSd/plAJycndO3a1aDO0dERMTEx2LRpE44dO4ahQ4ca1FdU\n", "VODUqVNyu9piY2ORk5ODY8eOYcKECQZ1NTU1OH78OCRJQmxs7IPuHtkxjUZj9HhMXl6ejUZDRPbm\n", "oXwt4Jw5c+Ds7IxNmzYZvdhg7dq1qK6uRkJCgtGaz1OnToWnpyf279+PCxcuGNTt2LEDWq0WgwcP\n", "RlRUlLV3gZoojUaDoKAgo0UiVCqVrYdGRHZC0eAtKChATk4OioqKANx9aUJubi5ycnJQWloqtwsI\n", "CMCGDRvw22+/YcSIEUhPT8f58+exYsUKLFy4EL169TK6bgwAHh4e2LVrFwBgxIgROHr0KIqKirBp\n", "0ya8/vrr8Pf3x5YtW5TZWWqS9DPdrVu3IisrS/5KTEy08ciIyF4osnKV3rBhw3Dx4kUAd2+m0mq1\n", "8h3PCxcuxIIFC+S2KpUKgYGBWLZsGaKjo3Ht2jV07doVCxYswKxZs+Ds7GxyG4MGDcLp06exePFi\n", "xMfHo6ysDB06dMCkSZMwf/58o7WfiUypu1AETzUTUWNRNHj1M11LRUZGYt++fQ3eTnBwMLZt29bg\n", "fkRERNb2UF7jJSIislcMXiIiIgUxeImIiBTE4CUiIlIQg5eIiEhBDF4iIiIFMXiJiIgUxOAlIiJS\n", "EIOXiIhIQQxeIiIiBTF4iYiIFMTgJSIiUhCDl4iISEEMXiIiIgUxeImIiBTE4CUiIlIQg5eIiEhB\n", "DF4iIiIFMXiJiIgU5GTrARDZkkajQWVlpfxzXl6eDUdDRM0Bg5eaLY1Gg6CgIFsPg4iaGZ5qpmZL\n", "P9PdunUrsrKykJWVhcTERBuPiojsHWe81OyFhoYiPDwcAE8136+6x83NzQ2BgYE2Gg3Rw43BS0T3\n", "rbi4GACgUqmM6goKChi+RCYweInovlVVVQG4e7o+NDQUwN3Zr0qlMrhpjYj+wOAlogdW+3Q9EdWP\n", "N1cREREpiMFLRESkIAYvERGRghi8RERECmLwEhERKYjBS0REpCAGLxERkYIYvERERApi8BIRESmI\n", "K1dRs1D3vbsAX4hARLbB4CW7x/fuEtHDhMFLdq/2e3f1C/kDwKFDhzB//nxbDYuImikGLzUbdRfy\n", "56lmIrIF3lxFRESkIKsHb3FxMRITExEVFYV27drB2dkZPj4+GDlyJL744ot6+2ZkZGD06NHw9vaG\n", "q6srwsLCsGTJElRXV9fbLz8/HyqVCn5+fnBxcUG3bt0wa9YsXL16tTF3jYiIqMGsGrzffvstAgIC\n", "sHTpUgwdOhSpqalQq9VYu3Ytzp07h9jYWKhUKgghjPpu374dUVFRKC0txd69e5Gbm4vx48dj0aJF\n", "GDBggPwC7rrS0tLQs2dPZGdnY/PmzVCr1Zg3bx7WrVuH8PBwlJSUWHOXiYiI6mXVa7xlZWXQ6XRI\n", "SkrClClT5PKuXbuiX79+CAkJwfbt2zFo0CC8+uqrcn1hYSHGjx8PLy8vHD58GO7u7gCAmTNn4tat\n", "W5g7dy5mzJiBTz/91GB75eXliI2NhSRJOHToELp06QIASEhIQMuWLTF27FjEx8fjyJEj1txtIiIi\n", "s6x+qtnJyQmvvPKKUbmvry+ef/55AMDOnTsN6pYuXYrq6mqMGzdODl29KVOmwNnZGRs3bsSlS5cM\n", "6tasWYMrV64gOjpaDl29MWPGwNfXF6mpqUhPT2+EPSMiImo4qwbvqFGj8Pvvv6NNmzYm6zt06ADg\n", "7sxYT6fTISUlBZIkYciQIUZ93N3d0adPH9TU1GDPnj0Gdbt37wYAk/1qf17doCciIlKKVYPXycnJ\n", "bOgCgFarBQD06NFDLisoKEBFRQUAICQkxGS/4OBgAEBmZqZcVlVVhdzcXEiS1KB+RERESrLZ40R3\n", "7tzB0aNHIUmSwfXfwsJC+XsfHx+TfX19fY3aFhUVyTdpNaQfERGRkmwWvBs3bsQvv/yCN954AxER\n", "EXK5/pEfR0dHODo6muzr6uoKAPLMuHY/AHBxcbG4HxERkZJssnLVuXPn8Pbbb6Nfv35YuXKlLYZA\n", "dqzuCxG4QhURPUwUD16tVotnn30WQUFBOHz4MJydnQ3q9Xcx63Q66HQ6k7Pe69evAwDatm0rl9X+\n", "/saNGya3baqfKdOnT4eHh4dBWVxcHOLi4urtR7bHFyIQUUMkJycjOTnZoKy8vNyq21Q0eC9fvoyh\n", "Q4fC29sbX331Fdzc3IzadOvWTf5eq9WiY8eORm30N2UFBATIZbUfH9JqtQZ19fUzJSkpyWBNX2o6\n", "TL0QgS9DICJzTE2qsrOzDS6BNjbFrvFevHgRTz31FLy9vZGammo0o9QLCgqSZ71qtdpkG3157969\n", "5bLWrVsjLCwMQogG9SP7pH8hQnh4OPz9/W09HCIimSLBq9FoMGDAAAQGBuKrr74yeMTozJkzGDFi\n", "xB8DcnBATEwMhBA4duyY0WdVVFTg1KlTcHR0RExMjEFdbGwsAJjsV1NTg+PHj0OSJLkdERGR0qwe\n", "vLm5uXjqqacQERGB/fv3o1WrVgb1v//+O77++muDsjlz5sDZ2RmbNm0yerHB2rVrUV1djYSEBHTq\n", "1MmgburUqfD09MT+/ftx4cIFg7odO3ZAq9Vi8ODBiIqKarwdJCIiagCrXuPNycnBoEGDcOXKFVy4\n", "cAH9+vUzalP77lO9gIAAbNiwAQkJCRgxYgQ+/PBD+Pj4YO/evVi4cCF69eqFpKQko34eHh7YtWsX\n", "Ro4ciREjRmD16tXo1q0b0tLSMG3aNPj7+2PLli1W2VciIiJLWDV4jx07hitXrkCSJJw5c8ZkGyEE\n", "JEkyKlepVAgMDMSyZcsQHR2Na9euoWvXrliwYAFmzZpldDe03qBBg3D69GksXrwY8fHxKCsrQ4cO\n", "HTBp0iTMnz/faO1nIiIiJVk1eN988028+eab990/MjIS+/bta3C/4OBgbNu27b63S0REZC02W7mK\n", "iIioOWLwEhERKcgmS0YSkf2ru1Snm5sbAgMDbTQaoocHg5eIGlVxcTGAuzdI1lVQUMDwpWaPwUtE\n", "jaqqqgqA4bKdeXl5UKlUJh8fJGpuGLxEZBX6ZTuJyBBvriIiIlIQZ7zUpPHdu0TU1DB4qcniu3eJ\n", "qCniqWZqsmq/ezcrKwtZWVlITEy08aiIiOrHGS81ebVv4uGpZiJ62HHGS0REpCAGLxERkYIYvERE\n", "RAriNV5qEuo+NgTwem5TZOrfjGs4U3PD4KWHHh8bavrqW78Z4BrO1LwweOmhV/uxIf3avwBw6NAh\n", "zJ8/31bDogYwtX4zwDWcqXli8FKTUXftX55qbnq4fjMRb64iIiJSFIOXiIhIQTzVTA8dvviAiOwZ\n", "g5ceKryDmYjsHU8100OFLz4gInvHGS89lPjiAyKyV5zxEhERKYgzXmp0ppZ35LKAVJ+6ZzX4/xey\n", "ZwxealT13RxVd1lArr9M9S0lyWUkyV4xeKlRmVre0dSygLx7mQDTS0lyGUmydwxesop7LQ3I9Zep\n", "Ni4lSc0Jg5dsiusvE1Fzw+Cl+8ZrtEREDcfgJYvUDdni4mL813/9V4M+o3YoM6CJqLli8NI91Xcj\n", "lCXXaO/1EnQiouaEwduEKfW8rKkbofQBa8k1WlN3rvImKiJqrhi8TVRDnpfVt68b0leuXIGnp6dR\n", "f3Ph/aDLOHIZSGoILqpB9orB20RZ+rwscH/PzO7duxePPfaY/LlESuGiGmTvGLxNnKnnH+sGpf5n\n", "U6d6616j/eabb/D22283+MYposbCRTXI3jF47ci9bmIydarX3DVaXo8lW7Pkj0qAp6CtpSGXp0yV\n", "myrjv9VdDN4mou5/BJbexATcX3Dyeiw9TO71RyVPQT+Yxnhc0FL8t2LwPlQqKiqQkpKCO3fuGJRf\n", "uXIF7777rsWfw9WgyN6Y+6OSp6AfnKWPC5q7PGWq3FQZ/63+YLfB+9VXX2HFihXIzs7GrVu3EBwc\n", "jPHjx2Py5MmQJMnWwzNp165dmDhxotl6nv6l5u5B13RuSq+stMZY61tt7l6PC97r8pQlbWvXNeZ+\n", "NTV2GbwffPAB3n33XTz//PNITU2Fm5sbNmzYgKlTp+LIkSNISUmBo6OjrYdp5M6dO3BycsLt27fl\n", "slu3bqFVq1YAePqXyBxLHj1q6CN4SjEVhvWd6q39xAFg+XXXe50+tvbvF14u+IPdBe93332Hd999\n", "F927dzcI2OXLl6OsrAyfffYZPvjgA8yZM8fGIyWiB1XfL/O6AWVqZqf06c+GXkutPdbGeuLAVm8E\n", "4+WCP9hd8C5cuBAAMHXqVKNZ7VtvvYXPPvsMf/3rXzFz5kx5JklETZOpX+b3CihLTld//PHHePrp\n", "p43KLT0l2tBZrLkwNDULfdDrrra+B4SvgLSz4C0tLUVaWhokScKQIUOM6oOCgtChQwf8/PPPOHz4\n", "MJ9VJbIT9woooP6ZXe3wKS4uxsyZM81uq+5Mum4Y32vBmgcNwwe97kq2Z1fBm5mZCSEEnJ2dERAQ\n", "YLJNSEgIfv75Z5w6dYrBS2THLAmz+k5VN2RxmdrXJ02tKgfUP4ul5rVEqF0Fb2FhIQDAy8vLbBtf\n", "X18AwPnz5xUZExE9vOp7gYcli8vor0/+61//kgP3XrNQMtQclwi1q+C9evUqAMDFxcVsG1dXVwB3\n", "n5klIgIadkq2dlu+8vLBNcclQu0qeBuLrf4yLS4uhk6nw6effiqX1X606NChQ/LYTp48aVGZtdra\n", "ur+9bqspjZXH5Y+yV199VT6bdvbsWezfv/+hHevD+m9YVFQkl+m/t9XvYqtvV9iRNWvWCEmSRMeO\n", "Hc22efnll4UkSeJ//ud/jOouX74s/Pz8BAB+8Ytf/OJXM/7y8/MTly9ftkpW2dWMt1u3bgDu3t1s\n", "jlarBQCTN1/5+voiMzNTbkNERM2Tr6+vfBajsdlV8EZERECSJNy+fRvnzp2Tg7g2tVoNAOjdu7fJ\n", "z7DmwSYiInKw9QAak5eXFwYOHAghBI4dO2ZUn5+fj59//hnu7u4YPny4DUZIRETNnV0FLwC89957\n", "AIBPPvkEOp3OoG7FihUAgL/85S9ctYqIiGzCcaF+jUU70blzZzg7O2PHjh04ffo0QkJCUFlZiQ8/\n", "/BBr1qzByJEjsXbt2of2DUVERGTfJCGEsPUgrEH/WsDMzEzcvn0bwcHBGDduHKZMmcLQJSIim7Hb\n", "4KX7V1lZibCwMFy6dAnvvfeefPqeiOzPjBkzsGrVKnTu3NngWVqyHru7xnu/cnJyMGHCBAQEBMDV\n", "1RWenp548sknMWnSJGRmZprsU1NTg7Vr1yIiIgJt2rSBp6cnnn32WXz99dcKj75xvfPOO7h06RIA\n", "3PPsgL0cg+PHj2PChAkIDQ2Fq6srXF1dERwcjDfeeAMajabevvZyDL766is888wz8PT0RJs2bRAR\n", "EYG1a9fCXv42Ly4uRmJiIqKiotCuXTs4OzvDx8cHI0eOxBdffFFv34yMDIwePRre3t5wdXVFWFgY\n", "lixZgurqaoVGbx0ZGRlYvXo1gHv/t25Px6CqqgrLli1Dnz598Mgjj6B169YICAjA6NGjDRYwqq1R\n", "998qTwc3MWvXrhXOzs5i4sSJ4vvvvxeXLl0SP/zwg3jxxReFJEli3rx5Rn1u374tnn/+eSFJknj3\n", "3XeFRqMRmZmZYtSoUUKSJPHBBx/YYE8e3HfffSccHBxE586dhSRJYtGiRWbb2ssxeO2114QkSSI4\n", "OFjs2LFDFBQUiH//+99i8eLFolWrVqJVq1Zi//79JvvayzFYvny5kCRJvPDCCyI7O1toNBoxe/Zs\n", "uezOnTu2HuIDSUtLE05OTqJVq1ZiwYIFIisrSxQWFoo9e/aIoKAgIUmSGDt2rKipqTHqu23bNuHo\n", "6Cj69esnTpw4Ic6fPy9WrFghWrRoIfr06SOuXbtmgz16cLdu3RLdu3eX/1v39/c329aejkFBQYHo\n", "3Lmz+NOf/iRSUlJEUVGRyM/PF0lJSaJVq1YmF2Bq7P1v9sF74MAB4eDgIBYuXGhUV1NTIyIiIsRf\n", "//pXo7rExEQhSZJ4/fXXDcpv374tunfvLiRJEidOnLDauK3h5s2bIjg4WMTFxYmEhIR7Bq+9HIPo\n", "6Gjh4eEhfv75Z6O6Tz75REiSJNq2bSuuXLliVG8Px+Cf//ynkCRJhIWFGQXsxIkThSRJYsmSJTYa\n", "XePYu3evkCRJfPLJJ0Z1ly9fFu7u7kKSJLFhwwaDunPnzomWLVsKHx8fUVFRYVC3dOlSIUmSeO21\n", "16w6dmt57733RLt27URycnK9wWtPx+DatWuiS5cuIiwsTFRVVRnVL1++XERERBiUWWP/m3Xw3rlz\n", "R3Tu3Fl4enqK6upqi/tVVVUJNzc34eDgIPLz843q169fLyRJEs8880xjDtfq3n33XdG+fXtRWloq\n", "XnnllXqD156OwejRo00uISrE3VmBg4ODcHBwENu2bTOos5djMHjwYCFJkli/fr1RXX5+vvyHx40b\n", "N2wwusaxd+9e0aJFC1FZWWmyfuzYsSb/rcaPHy+fzairoqJCtGzZUjg6Oori4mKrjNtacnJyRMuW\n", "LcXGjRtFWlpavcFrT8dg7ty5QpIksXv3bov7WGP/m3Xwfvnll0KSJPHiiy82qN8XX3xR75rQhYWF\n", "QpIk0aJFC1FaWtoYQ7W606dPixYtWogtW7YIIcQ9g9eejkFVVZW4efOm2Xpvb2+TsyV7OAa//vqr\n", "/IfFuXPnTLbp2LGjkCRJpKSkKDy6xnP79m2zoSuEELNmzRKSJIlevXrJZXfu3BEeHh7CwcFBpKam\n", "muw3YMAAIUmSWLlyZaOP2Vp0Op2IjIwUQ4cOFUII8c0335gNXns6Bnfu3BG+vr7CwcGh3v8v1O1j\n", "jf1v1jdXHT16FAAQGBiI7OxsvPTSS3jsscfg5eWFXr164f3335dfWVVbRkYGACAkJMTk5/r7+6NF\n", "ixbQ6XTIzs623g40Ep1Oh1dffRVDhgyx+PVm9nQMXF1d0bJlS5N1t2/fxpUrVyBJEnr06GFQZw/H\n", "IDMzE0IItGjRwuT65cAf+3fq1Cklh9aonJyc0KZNG7P1+vXZa/8bFxQUyK8PNfdvHBwcDABmb8B8\n", "GK1atQpnz541exNRbfZ0DHJyclBSUoJHH30UQgjMmzcPPXr0gKenJwICAvDKK68gJyfHoI+19r9Z\n", "B++ZM2cAAGlpaRgwYACefPJJfPnll/jyyy8RHh6OBQsWIDIyEleuXDHoV1hYCADw8fEx+bmSJMn/\n", "uOfPn7fuTjSCjz76CBqNBuvXr7e4j70dA3O+/vpr1NTUoHv37njqqacM6uzhGOj3wcvLy2wb/drl\n", "D+s+PKg7d+7g6NGjkCQJU6ZMkcv1xwYw/2+sPza12z7MioqKMG/ePCQmJsLf3/+e7e3pGOh/3+t0\n", "OvTu3RvZ2dn45JNPcOLECcyePRsHDx5Er169sH//frmPtfbfrl6S0FD6txj98MMPeP/99zFnzhy5\n", "rk+fPvj999+RkpKC//f//h+Sk5PluqtXrwIAXFxczH62q6srAMh/LT2sNBoNFi1ahA8++ACPPfaY\n", "xf3s6RiYU1NTg+XLl6NFixYmZwf2cAzsYR8e1MaNG/HLL79g8uTJiIiIkMv1x8bR0RGOjo4m+za1\n", "Y/Paa6+he/fumDFjhkXt7ekY6H/fl5aWwtPTEwcPHoSDw925Z2hoKPz8/PDCCy8gPj4ehYWFaN++\n", "vdX2v8kG76xZs/CPf/yjQX0kScKGDRsQFRUFALh+/TqAu6ehJk+ebNR++vTpSElJwZ49e7B69ep6\n", "ZwW28KDHQAiBCRMmoGfPnpg6daqVRmldjfH/A3M++ugjpKenY9WqVejbt++DDJMeUufOncPbb7+N\n", "fv36YeXKlbYejlX9/e9/xz//+U9kZWUZPLPbXFby0/++B4DJkyfLoas3atQodO3aFefPn8fnn3+O\n", "mTNnWm0sTTZ4tVrtPRc2MKX2NVv9X/k+Pj7w8PAwatu9e3cAd2c+WVlZ8huN3N3dAQA3btwwux39\n", "P3Lbtm0bPEZLPegxWL9+PTIyMuq9/ijMLJ5gL8fAnOTkZLz77rtYvHix2T9KHpZj8CDsYR/ul1ar\n", "xbPPPougoCAcPnwYzs7OBvX6Y6PT6aDT6UzOeJrKsdFqtXj77bcxe/Zso3sVzP03DtjXMah9Vufx\n", "xx832aZ79+44f/68fD+Dtfa/yV7j3bJli3wwGvL17LPPyp/h5+cHAGjXrp3JbTzyyCNwdHSEEALl\n", "5Zx7OnQAAAU9SURBVOVyuf49vyUlJSb7CSHwyy+/AIDZG1Yaw4Meg127dkGn0yEyMhJubm4GX9u3\n", "bwcALF26VC6rfVbAXo6BKbt370ZCQgIWL16MefPmmW33sByDB6HfB/1pOFP0Nx49rPtwPy5fvowh\n", "Q4bA29sbqampcHNzM2pT+33e+mNQV1M5NkeOHEFFRQVWrlxp9N/6c889BwC4ePGiXKYPnNr71dSP\n", "gf73vSRJZn/ne3t7AwDKysoAWG//m+yMtzH07NkTR48elX851lVeXi6/WvCRRx6Ry/v06QMAUKvV\n", "JvudP38et2/fhqOjI8LDwxt51I1n69atuHnzplG5EAKzZ89GSkoK3njjDUybNg3AH3/9AfZzDOr6\n", "/PPPMWHCBHz44Yd48803621rD8cgIiICkiTh9u3bOHfunEHY6On3r3fv3koPzyouXryIIUOGoGPH\n", "jjh48KDZu52DgoLg7u6OyspKqNVqdOzY0ahNUzk2MTExGDBggMm6H374ASqVCh06dEBaWppBnT0d\n", "g549e8rfm/tjWf8HqP73vdX23+IHj+zQ999/LyRJEo6OjkKr1RrVnzx5Un4O8/fff5fLay+coFar\n", "jfqtW7dOSJIkPyfXFDVkAQ17OQZ/+9vfhJOTk9HqRUII8dFHH4kVK1YYlNnLMdAvoLFu3TqjOrVa\n", "bRcLaOgVFBSITp06ieHDhxvtz48//iiGDx9uUKZfPOGdd94x+qzy8nLRsmVL4eTk1CQWjzCnvud4\n", "hbCvYxAcHCwkSRLLly83WR8YGCgkSRKrV6+Wy6yx/806eIX445fOnDlzjOrGjBljdjmwxYsXm1wq\n", "sLq6Wjz++OPCwcFBfPfdd1Ybt7XdK3iFsK9joF93te7qVHqvvPKKSEhIMCq3h2Pw7bffml0yUr+O\n", "9fvvv2+j0TWenJwc4ePjI0aPHi1u3bplVK8PoNr0ywU++uijRssFLlmyREiSJCZMmGDVcVvbvYLX\n", "no7B559/Lu9r3dUKv/rqKyFJkvDy8jLYT2vsf7MP3v/85z+ia9euwsnJSSxdulRoNBqRm5srpk+f\n", "LiRJEv379ze5puedO3fEyJEj5aXECgoKRGZmply2bNkyG+zNg6mqqhJnz54VZ8+eFdHR0UKSJDF5\n", "8mS57Pbt2wbt7eUYLFu2TJ7VRUREmPxq3769GDdunFFfezkG+jVnn3/+eZGdnS3y8/PllySMGjVK\n", "6HQ6Ww/xgZw9e1a0b99eSJIk/vSnP5n8N9a/LKGuLVu2yAvknzx5UhQWFoqPPvpItGjRQvTu3btJ\n", "vSCgtvz8fHH27FmxceNGIUmS6NChg8jJyRFnz54Vv/76q0FbezoG+vXHhw8fLjIyMsSFCxfEtm3b\n", "hJeXl/Dw8BDffvutUZ/G3v9mH7xC3F1vc86cOSIkJES4uLgIN7f/394dnDoIRFEY5rlRGB7MwgLE\n", "pSt15VYwawuxDBsQpgorsIWUEQsJ560MCTFvFS4o/wcXBBnQi8NRQedXTdMohPAWNs/u97tCCKqq\n", "Ss45ee91uVy0LIvh0X/Pdue7VRRFL9vrur6NOUMPyrJ8/Dbxv9oLXukcPZCkZVnUdZ2893LOqa5r\n", "hRB2V+w5mmmaHtfxp9r277ler+r7XmmaKkkSFUWhcRx3n5yPIsuyl/n9PN/33nSdqQfzPKttW3nv\n", "Fcex8jzXMAy63W4fx3zz/H+kkyy2CQDAARz2cyIAAI6I4AUAwBDBCwCAIYIXAABDBC8AAIYIXgAA\n", "DBG8AAAYIngBADBE8AIAYIjgBQDAEMELAIAhghcAAEMELwAAhv4Ac5zz9NbtUPQAAAAASUVORK5C\n", "YII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAd4AAAHKCAYAAACt2SpOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3X1cVGXeP/DPAUVAQRIxQE0ReRK0FVS8RVufSl0tvG/W\n", "brmdDM3K9Gepubopmg/50G4Wau5q6+rLRDE1H1bDUnTZTSlWGDeDGBgRxc2xyAARVHS4fn/4mhPD\n", "nEFQ5owMn/frxSu4rvOduc4x+Mx5uo4khBAgIiIiVTjZewBEREQtCYOXiIhIRQxeIiIiFTF4iYiI\n", "VMTgJSIiUhGDl4iISEUMXiIiIhUxeImIiFTE4CUiIlLRAwXv6dOnERISAicnJxQXFzeqdt26dXBy\n", "coKTEzOfiIhankalX1VVFebMmYOhQ4dCr9dDkqRGvdnFixexaNEiAGhQbX5+PjQaDfz9/eHm5oae\n", "PXti/vz5uH79er11BoMB06dPR7du3eDq6opu3brhtddeg8FgaNR4iYiImlqDg1ev1+PJJ5/E4cOH\n", "kZaW9kBv9sorr6Bjx44NWjY9PR19+/aFVqvF9u3bodPpkJiYiE2bNiEyMhJXr15VrPvuu+/Qu3dv\n", "HD58GElJScjPz8cHH3yAgwcPok+fPsjLy3ugsRMRETUJ0UB/+9vfxOuvvy6qqqqEEEJIkiScnJzE\n", "pUuXGlS/bds24eLiIo4cOSLXWlNaWio6duwo3N3dRVFRkVnfrl27hCRJ4umnn7aou3PnjggNDRVO\n", "Tk7iq6++Mus7ffq0kCRJ9OrVS9y9e7dBYyYiImpqDd7jHTduHNatWwc3N7dGh/sPP/yAuXPn4ve/\n", "/z0iIiLuu/yGDRtw7do1xMbGonv37mZ9EydOhJ+fH9LS0pCRkWHWl5KSgvz8fERHR2PgwIFmfYMG\n", "DcLAgQORl5eHTz75pNHrQERE1BQaHLyNPZ9b28yZM+Hn54fExESIBjyFcO/evQCAESNGKI7D1F43\n", "QOurA4CRI0cq1hEREamlla3f4MCBAzhw4ABOnTqF1q1b33f5yspK5ObmQpIkhIaGKi4TEhICAMjK\n", "yjJrz8zMBACrdab2unVERERqsek9PWVlZZg5cyZmzpyJ//qv/2pQTVFRkbxX7Ovrq7iMn58fAKCw\n", "sFBuu3HjBkpKSiBJktU6U/vVq1dx69atBq8HERFRU7Fp8L755ptwcXHB6tWrG1xT+1Yha+eT3d3d\n", "AQDl5eUPVFe3loiISC02O9R84sQJbNu2DampqWjbtq3c/jDnitVgMBh4vy8RUQvn5+cnH11tajYJ\n", "3qqqKrzyyiuYNGkSRo8ebdZ3v4ur2rdvL39/8+ZNq69fd1lPT88G19WtNTEYDOjXrx+uXLlS7xiJ\n", "iMix+fv7Iysryybha5PgPXPmDIqKimAwGHDw4EGzPlPwCiHg4eEht+fl5aFLly5mtw8ZDAYEBgZa\n", "vL5pj7R2X7t27eDj44OSkhKrk2uY6nx9feHq6qrYf+XKFSQnJyMsLKyBa+t4Zs+ejaSkJHsPw25a\n", "+voD3AYtff2Blr0N8vLyoNFoYDAYmk/wRkdH4/z584p9//nPfzB06FBIkoRvvvlGbjetXNu2bRER\n", "EYGcnBzodDoMHjzY4jV0Oh0AoH///hbve+TIEauzU1mrqyssLAyRkZH1LuPIvLy8uP4teP0BboOW\n", "vv4At4Et2eTiKldXV/To0UPx64knnpCXq93u7Owst0+YMAHAvfPEddXU1ODkyZOQJEleriF1AOSp\n", "LuvWERERqeWRfETQrFmz4O3tjUOHDuHixYtmfbt374bBYMDw4cMRExNj1hcfH4/g4GBkZmbiq6++\n", "MuvLyMhAZmYmQkNDER8fb+tVICIiUtSoQ80FBQWorq6WfxZCID8/X76Vp77pIIuKilBZWSlfuCSE\n", "QG5uLoQQ6NChA/z9/eVlvby8sGfPHowdOxZjxozB+vXr0bNnT6Snp+P1119HQEAAduzYYbkyrVrh\n", "008/xa9//WvExcVh48aN8oMWZs6cCW9vb+zbt4+PJCQiIvtpzMTO3bt3F5IkyQ85cHJyMvu5PkOH\n", "DrVaO2XKFMUanU4n/u///k/4+vqKNm3aiB49eoh58+aJ8vLyet/r+++/F6+88oro2rWraNOmjeja\n", "tat49dVXxZUrV+qty87OFgBEdnZ2/RvCwe3atcveQ7Crlr7+QnAbtPT1F6JlbwNbZ4EkRAMmT24h\n", "tFotoqKikJ2dzYsKiIhaKFtnAY+5EhERqYjBS0REpCIGLxERkYoYvERERCpi8BIREamIwUtERKQi\n", "Bi8REZGKGLxEREQqYvASERGpiMFLRESkIgYvERGRihi8REREKmLwEhERqYjBS0REpCIGLxERkYoY\n", "vERERCpi8BIREamIwUtERKQiBi8REZGKGLxEREQqYvASERGpiMFLRESkIgYvERGRihi8REREKmLw\n", "EhERqYjBS0REpCIGLxERkYoYvERERCpi8BIREamIwUtERKQiBi8REZGKGLxEREQqYvASERGpiMFL\n", "RESkIgYvERGRihi8REREKmLwEhERqYjBS0REpCIGLxERkYoeKHhPnz6NkJAQODk5obi4uKnHRERE\n", "5LAaFbxVVVWYM2cOhg4dCr1eD0mS6l2+pKQE77//PkaMGAEfHx+4uLigY8eOGD58OLZu3QohRL31\n", "+fn50Gg08Pf3h5ubG3r27In58+fj+vXr9dYZDAZMnz4d3bp1g6urK7p164bXXnsNBoOhMatLRETU\n", "5BocvHq9Hk8++SQOHz6MtLS0+y5//vx5dO/eHb/73e8QHh6Ozz77DAUFBUhOTsaNGzcwbdo0jBw5\n", "Erdu3VKsT09PR9++faHVarF9+3bodDokJiZi06ZNiIyMxNWrVxXrvvvuO/Tu3RuHDx9GUlIS8vPz\n", "8cEHH+DgwYPo06cP8vLyGrrKRERETU800N/+9jfx+uuvi6qqKiGEEJIkCScnJ3Hp0iXF5c+ePSsk\n", "SRLz5s2z6KuqqhLdunUTkiSJxMREi/7S0lLRsWNH4e7uLoqKisz6du3aJSRJEk8//bRF3Z07d0Ro\n", "aKhwcnISX331lVnf6dOnhSRJolevXuLu3buKY87OzhYARHZ2tmI/ERE5PltnQYP3eMeNG4d169bB\n", "zc2twaEuSRJeeukli3Y3NzdoNBoAwCeffGLRv2HDBly7dg2xsbHo3r27Wd/EiRPh5+eHtLQ0ZGRk\n", "mPWlpKQgPz8f0dHRGDhwoFnfoEGDMHDgQOTl5Sm+J5Gj0+v10Gq1Zl96vd7ewyJqcRocvPc7n1tX\n", "nz59UFpaitDQUMX+zp07AwBKS0st+vbu3QsAGDFihOI4TO11A7S+OgAYOXKkYh2Ro9Pr9QgODkZU\n", "VJTZV3BwMMOXSGWtbPXCTk5O8PT0tNpvutCpd+/eZu2VlZXIzc2FJElWQzskJAQAkJWVZdaemZkJ\n", "AFbrTO1164gcXUVFBQAgOTkZYWFhAIC8vDxoNBq5j4jUYbPgvZ/U1FQAwMyZM83ai4qKIISAJEnw\n", "9fVVrPXz8wMAFBYWym03btxASUlJvXWm9qtXr+LWrVtwdXV96PUgak7CwsIQGRlp72EQtWh2mUDj\n", "2LFj0Gq1GDt2LOLi4sz6at8qZO18sru7OwCgvLz8gerq1hIREalF9eD96aefMG3aNAQHB2P79u1q\n", "vz0REZFdqRq8N27cwG9+8xu0atUKJ06cQIcOHSyWad++vfz9zZs3FV+nqqrKYtna55PvV1e3loiI\n", "SC2qneOtqKjA2LFjUVpaivT0dPmq5rpq3z5kMBgQGBhosYzpwqzafe3atYOPjw9KSkqsTq5hqvP1\n", "9a33/O7s2bPh5eVl1hYfH4/4+HirNURE1PykpKQgJSXFrK2srMym76lK8JaWlmL06NGorKzEl19+\n", "afXiJwBo27YtIiIikJOTA51Oh8GDB1sso9PpAAD9+/c3a4+OjsaRI0eszk5lra6upKQkXoBCRNQC\n", "KO1UabVaREVF2ew9bX6o+ccff8TQoUNx9+5d/OMf/zAL3R9++AGjR4/Gjz/+aFYzYcIEAMCJEycs\n", "Xq+mpgYnT56EJEnycg2pAyBPdVm3joiISC02Dd4rV67g17/+Ndq1a4e///3v8Pb2Nuu/efMmjh07\n", "ZjFf86xZs+Dt7Y1Dhw7h4sWLZn27d++GwWDA8OHDERMTY9YXHx+P4OBgZGZm4quvvjLry8jIQGZm\n", "JkJDQ3nImIiI7KZRh5oLCgpQXV0t/yyEQH5+vnwrT0REhNz3/fff46mnnkJRURFCQ0MxfPhwi9er\n", "/Vq1eXl5Yc+ePRg7dizGjBmD9evXo2fPnkhPT8frr7+OgIAA7Nixw3JlWrXCp59+il//+teIi4vD\n", "xo0b5QctzJw5E97e3ti3bx+cnPgYYiIiso9GBe+oUaNw6dIlAL9MITlq1Cj5Z6PRKC975swZFBUV\n", "QZIk5OfnK76eaaIMJcOGDcPZs2exfPlyTJ48GaWlpejcuTOmT5+OxYsXW50VKzw8HOfOncOyZcvw\n", "xhtv4Mcff0SnTp0QGxuLt99+W558g4iIyB4aFbxFRUUNXnb8+PGoqalp9IBqCwkJwc6dOxtd5+/v\n", "j82bNz/UexMREdkCj7kSERGpiMFLRESkIgYvERGRihi8REREKmLwEhERqYjBS0REpCIGLxERkYoY\n", "vERERCpS7bGARKQevV6PiooK+WdrT+wiIvUxeIkcjF6vR3BwsL2HQURWMHiJHIxpTzc5ORlhYWEA\n", "gNTUVCxevFhxeaW9YQ8PDwQFBdlukEQtGIOXyEGFhYUhMjISgHK4FhcXAwA0Go1ifUFBAcOXyAYY\n", "vEQtVGVlJQDzPWPgXkhrNBqzc8RE1HQYvEQtXO09YyKyPd5OREREpCIGLxERkYoYvERERCpi8BIR\n", "EamIwUtERKQiBi8REZGKGLxEREQqYvASERGpiMFLRESkIgYvERGRihi8REREKmLwEhERqYgPSSBq\n", "xvR6vcVThJQeAUhEjw4GL1EzpdfrERwcbO9hEFEjMXiJminTnm7d5+mmpqZi8eLF9hoWEd0Hg5eo\n", "mav7PF0eaiZ6tPHiKiIiIhUxeImIiFTEQ81E1CBKV1ADgIeHB4KCguwwIqLmicFLRPd1vyuoCwoK\n", "GL5EDcTgJaL7snYFdV5eHjQajeKeMBEpY/ASUYPVvYKaiBqPF1cRERGpiMFLRESkIgYvERGRih4o\n", "eE+fPo2QkBA4OTmhuLi4qcdERETksBoVvFVVVZgzZw6GDh0KvV4PSZIaVJeZmYnx48ejU6dOcHd3\n", "R0REBFauXInq6up66/Lz86HRaODv7w83Nzf07NkT8+fPx/Xr1+utMxgMmD59Orp16wZXV1d069YN\n", "r732GgwGQ4PXlYiIyBYaHLx6vR5PPvkkDh8+jLS0tAa/wa5duxATE4OSkhIcOHAAubm5mDp1KpYt\n", "W4YhQ4agsrJSsS49PR19+/aFVqvF9u3bodPpkJiYiE2bNiEyMhJXr15VrPvuu+/Qu3dvHD58GElJ\n", "ScjPz8cHH3yAgwcPok+fPpzHlqiB8vLyoNVqodVq+XtD1IQafDuRTqfDb37zG6xZswZubm4Nqiks\n", "LMTUqVPh4+ODo0ePwtPTEwAwd+5c3L59G4sWLcKcOXPw0UcfmdWVlZVhwoQJkCQJqamp6N69OwAg\n", "ISEBbdq0waRJkzB58mQcO3bMrO7u3buIi4tDaWkpTp8+jYEDBwIAunXrBl9fXwwePBi//e1vce7c\n", "OTg7Ozd01YlaFNPpI41GY+eREDmmBu/xjhs3DuvWrWtw6ALAqlWrUF1djSlTpsihazJz5ky4uLhg\n", "69atuHz5slnfhg0bcO3aNcTGxsqhazJx4kT4+fkhLS0NGRkZZn0pKSnIz89HdHS0HLomgwYNwsCB\n", "A5GXl4dPPvmkwetA1NKYjkIlJycjOzsb2dnZWLFihZ1HReQ4Ghy8DT2fa2I0GrF//35IkoQRI0ZY\n", "9Ht6emLAgAGoqanBvn37zPr27t0LAIp1tV+vboDWVwcAI0eOVKwjIkumyTIiIyMREBBg7+EQOQyb\n", "3U5UUFCA8vJyAEBoaKjiMiEhIQCArKwsua2yshK5ubmQJKlRdcC9i7jqez9Te906IiIitdgseAsL\n", "C+XvfX19FZfx8/OzWLaoqAhCiEbX3bhxAyUlJZAkyWqdqf3q1au4detWQ1eFiIioydgseE23/Dg7\n", "O1u9kMnd3R0A5D3j2nUArJ5Pfti6urVERERq4cxVREREKrJZ8JquYjYajTAajYrLVFVVAQDat28v\n", "t9X+/ubNmw2uq33V9P3q6tYSERGpxWaPBezZs6f8vcFgQJcuXSyWMc0kFRgYKLfVvn3IYDCY9dVX\n", "165dO/j4+KCkpMTq5BqmOl9fX7i6ulod++zZs+Hl5WXWFh8fj/j4eKs1RETU/KSkpCAlJcWsrays\n", "zKbvabPgDQ4OhqenJyoqKqDT6RSDV6fTAQD69+8vt7Vt2xYRERHIycmBTqfD4MGDG1QHANHR0Thy\n", "5IjVWXas1dWVlJTEZ44SEbUASjtVWq0WUVFRNntPmx1qdnJyQlxcHIQQOHHihEV/eXk5zpw5A2dn\n", "Z8TFxZn1TZgwAQAU62pqanDy5ElIkiQv15A6APJUl3XriIiI1GLTi6sWLlwIFxcXbNu2zeLBBhs3\n", "bkR1dTUSEhLQtWtXs75Zs2bB29sbhw4dwsWLF836du/eDYPBgOHDhyMmJsasLz4+HsHBwcjMzMRX\n", "X31l1peRkYHMzEyEhobykDEREdlNo4K3oKAAOTk5yMnJAQAIIZCfn2/WVltgYCC2bNmCn376CWPG\n", "jEFGRgYuXLiAtWvXYunSpejXrx+SkpIs6ry8vLBnzx4AwJgxY3D8+HEUFRVh27ZtePXVVxEQEIAd\n", "O3ZY1LVq1QqffvopOnTogLi4OBw4cAAXL17E/v37ERcXB29vb+zbtw9OTryYm4iI7KNR53hHjRqF\n", "S5cuAfhlCslRo0bJPytdvazRaBAUFITVq1cjNjYWN27cQI8ePbBkyRLMnz8fLi4uiu81bNgwnD17\n", "FsuXL8fkyZNRWlqKzp07Y/r06Vi8eLHF3M8m4eHhOHfuHJYtW4Y33ngDP/74Izp16oTY2Fi8/fbb\n", "8uQbRERE9tCo4C0qKnqgN4mOjsbBgwcbXRcSEoKdO3c2us7f3x+bN29udB0REZGt8ZgrERGRihi8\n", "REREKmLwEhERqYjBS0REpCIGLxERkYoYvERERCpi8BIREamIwUtERKQiBi8REZGKGLxEREQqYvAS\n", "ERGpiMFLRESkIgYvERGRihi8REREKmLwEhERqYjBS0REpCIGLxERkYoYvERERCpi8BIREamIwUtE\n", "RKQiBi8REZGKGLxEREQqamXvARBRw+j1elRUVMg/5+Xl2XE05uqOxcPDA0FBQXYaDdGjjcFL1Azo\n", "9XoEBwfbexgWiouLAQAajcair6CggOFLpIDBS9QMmPZ0k5OTERYWBgBITU3F4sWL7TksVFZWAjAf\n", "V15eHjQajdneORH9gsFL1IyEhYUhMjISwKN1qLn2uIiofry4ioiISEUMXiIiIhUxeImIiFTE4CUi\n", "IlIRg5eIiEhFDF4iIiIVMXiJiIhUxOAlIiJSEYOXiIhIRQxeIiIiFTF4iYiIVMTgJSIiUhGDl4iI\n", "SEUMXiIiIhWpErwXL17EnDlz0KdPH3To0AGurq4ICAjACy+8AK1Wa7UuMzMT48ePR6dOneDu7o6I\n", "iAisXLkS1dXV9b5ffn4+NBoN/P394ebmhp49e2L+/Pm4fv16U68aERFRo9g8eE+ePIlevXrhT3/6\n", "EyZNmoQvv/wS586dw/z583H48GFER0dj9+7dFnW7du1CTEwMSkpKcODAAeTm5mLq1KlYtmwZhgwZ\n", "Ij+Au6709HT07dsXWq0W27dvh06nQ2JiIjZt2oTIyEhcvXrV1qtMRERkVStbv8GcOXNw69YtJCYm\n", "YsGCBXJ7cHAwWrdujVdeeQWzZs3C888/Dyene58DCgsLMXXqVPj4+ODo0aPw9PQEAMydOxe3b9/G\n", "okWLMGfOHHz00Udm71VWVoYJEyZAkiSkpqaie/fuAICEhAS0adMGkyZNwuTJk3Hs2DFbrzYREZEi\n", "m+/x6vV6SJKE//qv/7LoGzhwIADg559/xs8//yy3r1q1CtXV1ZgyZYocuiYzZ86Ei4sLtm7disuX\n", "L5v1bdiwAdeuXUNsbKwcuiYTJ06En58f0tLSkJGR0URrR0RE1Dg2D95f/epXEEIgNzfXou+7774D\n", "APj7+6Njx44AAKPRiP3790OSJIwYMcKixtPTEwMGDEBNTQ327dtn1rd3714AUKyr/XqffPLJw60U\n", "ERHRA7J58P75z39G586dsXLlSuzbtw83b95EdXU1jh8/jjfffBPe3t74+OOP5eULCgpQXl4OAAgN\n", "DVV8zZCQEABAVlaW3FZZWYnc3FxIktSoOiIiIjXZ/Bzvk08+ifz8fLz//vuYOnUqKisrIUkSnJ2d\n", "MWPGDCxevBgdOnSQly8sLJS/9/X1VXxNPz8/i2WLiooghIAkSY2qIyIiUpPN93hLS0sRHx+PpUuX\n", "YsaMGfjXv/6Ff//733j33XexdetWjBo1yiwITbf8ODs7w9nZWfE13d3dAUDeM65dBwBubm4NriMi\n", "IlKTTfd4hRAYPXo0zpw5g0WLFmHFihVyX0REBLp3747/+Z//weDBg5GTkwNvb29bDoeIiMjubLrH\n", "e/LkSZw5cwaSJOHNN9+06B8/fjyCgoLwww8/4C9/+QsAyFcxG41GGI1GxdetqqoCALRv315uq/39\n", "zZs3G1xHRLaRl5cHrVYrf+n1ensPieiRYNM93uzsbADA448/Di8vL8VlQkJCoNfr5WUDAwPlPoPB\n", "gC5duljUGAwGi2Vr3z5kMBjM+uqrUzJ79myL8cbHxyM+Pr7eOiICiouLAQAajcair6CgAEFBQWoP\n", "iciqlJQUpKSkmLWVlZXZ9D1tfnEVcO9WHmtMk2aYBAcHw9PTExUVFdDpdIrBq9PpAAD9+/eX29q2\n", "bYuIiAjk5ORAp9Nh8ODBDapTkpSUhMjIyHqXISJlplnlkpOTERYWBuDe3q9Go0FFRYU9h0ZkQWmn\n", "SqvVIioqymbvadNDzabbd65evWp1nuT8/HwA9wIXuHdRVVxcHIQQOHHihMXy5eXlOHPmjLxcbRMm\n", "TAAAxbqamhqcPHkSkiTJyxGR7YSFhSEyMhKRkZFyABORjYP3mWeeweOPPw4hBNavX2/R//nnnyM/\n", "Px/Ozs6YNGmS3L5w4UK4uLhg27ZtFoG9ceNGVFdXIyEhAV27djXrmzVrFry9vXHo0CFcvHjRrG/3\n", "7t0wGAwYPnw4YmJimm4liYiIGsGmwevm5oadO3eibdu2WL58OVauXAmdToeioiL89a9/hUajgZOT\n", "E9577z306tVLrgsMDMSWLVvw008/YcyYMcjIyMCFCxewdu1aLF26FP369UNSUpLF+3l5eWHPnj0A\n", "gDFjxuD48eMoKirCtm3b8OqrryIgIAA7duyw5SoTERHVy+bneIcPH45vvvkGH3zwAXbs2IGVK1fC\n", "aDTC19cXo0aNwqxZs+Q5m2vTaDQICgrC6tWrERsbixs3bqBHjx5YsmQJ5s+fDxcXF8X3GzZsGM6e\n", "PYvly5dj8uTJKC0tRefOnTF9+nQsXrzYYu5nIiIiNalycVWPHj2wYcOGRtdFR0fj4MGDja4LCQnB\n", "zp07G11HRERkazafuYqIiIh+weAlIiJSkSqHmomo4fR6vcX9rnl5eXYaDRE1NQYv0SNEr9fL97QT\n", "kWNi8BI9Qkx7urVnfQKA1NRULF682F7DIqImxOAlegSZZn0y4aFmIsfBi6uIiIhUxOAlIiJSEYOX\n", "iIhIRQxeIiIiFTF4iYiIVMTgJSIiUhGDl4iISEUMXiIiIhUxeImIiFTE4CUiIlIRg5eIiEhFDF4i\n", "IiIVMXiJiIhUxOAlIiJSEYOXiIhIRQxeIiIiFTF4iYiIVMTgJSIiUhGDl4iISEUMXiIiIhUxeImI\n", "iFTE4CUiIlIRg5eIiEhFDF4iIiIVMXiJiIhUxOAlIiJSEYOXiIhIRQxeIiIiFTF4iYiIVMTgJSIi\n", "UlErew+AiFqOvLw8izYPDw8EBQXZYTRE9sHgJSKbKy4uBgBoNBrF/oKCAoYvtRgMXiKyucrKSgBA\n", "cnIywsLC5Pa8vDxoNBpUVFTYa2hEqmPwEpFqwsLCEBkZae9hENkVL64iIiJSkWrBW1lZidWrV2PA\n", "gAF47LHH0LZtWwQGBmL8+PH46KOPFGsyMzMxfvx4dOrUCe7u7oiIiMDKlStRXV1d73vl5+dDo9HA\n", "398fbm5u6NmzJ+bPn4/r16/bYtWIiIgaTJXg1ev1CA8Px549e/DWW2/h7NmzOHv2LF5//XV88cUX\n", "WLFihUXNrl27EBMTg5KSEhw4cAC5ubmYOnUqli1bhiFDhsjnjOpKT09H3759odVqsX37duh0OiQm\n", "JmLTpk2IjIzE1atXbb26REREVtn8HG9lZSWeeeYZeHh44PTp03B3d5f7goODcevWLezdu9esprCw\n", "EFOnToWPjw+OHj0KT09PAMDcuXNx+/ZtLFq0CHPmzLHYUy4rK8OECRMgSRJSU1PRvXt3AEBCQgLa\n", "tGmDSZMmYfLkyTh27JhtV5qIiMgKm+/xrl69GpcuXcLbb79tFromCxYsQFZWllnbqlWrUF1djSlT\n", "psihazJz5ky4uLhg69atuHz5slnfhg0bcO3aNcTGxsqhazJx4kT4+fkhLS0NGRkZTbNyREREjWTT\n", "4DUajdi6dSskScLo0aMbXLN//35IkoQRI0ZY9Ht6emLAgAGoqanBvn37zPpMe85KdbVf75NPPmns\n", "qhDZhF6vh1arlb+UJpggIsdi00PNOTk5uHr1Knx9fSGEQGJiIg4dOoQrV67Ay8sLgwcPxu9+9ztE\n", "RETINQUFBSgvL4ckSQgNDVV83ZCQEJw6dcpsT7myshK5ubn3rQNgsYdNZA96vR7BwcH2HgYRqcym\n", "e7znzp0DcG8vtn///tBqtfjwww9x6tQpLFiwAEeOHEG/fv1w6NAhuaawsFD+3tfXV/F1/fz8LJYt\n", "KiqCEKLGpPknAAAgAElEQVTRdUT2Ypo0Ijk5GdnZ2cjOzla80JCIHItN93hLSkrk/3p7e+PIkSNw\n", "crqX9WFhYfD398dzzz2HyZMno7CwEB07dpRv+XF2doazs7Pi65rOFZeXl8tttW8VcnNza3Adkb3V\n", "nlSCh5qJHJ9N93irqqrk72fMmCGHrsm4cePQo0cPVFRU4OOPP7blUIiIiB4JNt3jrb3n2atXL8Vl\n", "wsPDceHCBZw5cwYA5KuYjUYjjEaj4l6vKdDbt28vt9X+/ubNm4rvpVSnZPbs2fDy8jJri4+PR3x8\n", "fL11RETUvKSkpCAlJcWsrayszKbvadPg9ff3B3DviuIOHTooLtOpUycAQGlpKQAgMDBQ7jMYDOjS\n", "pYtFjcFgsFi29u1DBoPBrK++OiVJSUmcT5aIqAVQ2qnSarWIioqy2Xva9FBz37595e+tzRhlOg/8\n", "2GOPAbg3qYZpr1en0ynWmNr79+8vt7Vt2xYREREQQjSqjoiISE02Dd7Q0FAEBwdDCIFvvvlGcZnv\n", "vvsOADBo0CAA9y6qiouLgxACJ06csFi+vLwcZ86ckZerbcKECQCgWFdTU4OTJ09CkiR5OSIiIrXZ\n", "fOaqRYsWAQA2b96MO3fumPV98cUXOH/+PDp27IgXX3xRbl+4cCFcXFywbds2iwcbbNy4EdXV1UhI\n", "SEDXrl3N+mbNmgVvb28cOnQIFy9eNOvbvXs3DAYDhg8fjpiYmCZcQyIiooazefC+8MILePnll3Hx\n", "4kU899xz+Ne//oVLly5h165deOGFF9C+fXvs27fPbGrIwMBAbNmyBT/99BPGjBmDjIwMXLhwAWvX\n", "rsXSpUvRr18/JCUlWbyXl5cX9uzZAwAYM2YMjh8/jqKiImzbtg2vvvoqAgICsGPHDluvMhERkVWq\n", "PJ1o8+bN2L17N27fvo1Ro0YhJCQEixcvxvPPP49///vfeOqppyxqNBoNTp8+DR8fH8TGxiI8PBxb\n", "t27FkiVLcOrUKbRt21bxvYYNG4azZ88iMjISkydPRlhYGN555x1Mnz4dZ8+etTq5BhERkRps/nQi\n", "k+effx7PP/98o2qio6Nx8ODBRr9XSEgIdu7c2eg6IiIiW1Nlj5eIiIjuYfASERGpiMFLRESkIgYv\n", "ERGRihi8REREKmLwEhERqYjBS0REpCIGLxERkYoYvERERCpi8BIREamIwUtERKQiBi8REZGKGLxE\n", "REQqUu3pRERE1uTl5Zn97OHhgaCgIDuNhsi2GLxEZDfFxcUA7j1/u66CggKGLzkkBi8R2U1lZSUA\n", "IDk5GWFhYQDu7f1qNBpUVFTYc2hENsPgJVKJXq83C5O6h1dbsrCwMERGRtp7GESqYPASqUCv1yM4\n", "ONjewyCiRwCvaiZSgWlPNzk5GdnZ2cjOzsaKFSvsPCoisgfu8RKpqPYhVR5qJmqZuMdLRESkIgYv\n", "ERGRihi8REREKmLwEhERqYjBS0REpCIGLxERkYoYvERERCpi8BIREamIwUtERKQiBi8REZGKGLxE\n", "REQqYvASERGpiMFLRESkIgYvERGRihi8REREKmLwEhERqYjBS0REpCIGLxERkYoYvERERCqyS/DO\n", "mTMHTk5OCAgIsMfbExER2Y3qwZuZmYn169cDACRJuu+y48ePR6dOneDu7o6IiAisXLkS1dXV9dbl\n", "5+dDo9HA398fbm5u6NmzJ+bPn4/r16832XoQERE9CFWDt7q6Gi+99BK6du1632V37dqFmJgYlJSU\n", "4MCBA8jNzcXUqVOxbNkyDBkyBJWVlYp16enp6Nu3L7RaLbZv3w6dTofExERs2rQJkZGRuHr1alOv\n", "FhERUYOpGryrVq2CwWDAmjVr6l2usLAQU6dOhY+PD44ePYqYmBgEBARg7ty5WLZsGc6cOYM5c+ZY\n", "1JWVlWHChAmQJAmpqal4+umn0a1bNyQkJGDz5s24cOECJk+ebKvVIyIiui/Vgjc3Nxdr1qzBe++9\n", "Bz8/v3qXXbVqFaqrqzFlyhR4enqa9c2cORMuLi7YunUrLl++bNa3YcMGXLt2DbGxsejevbtZ38SJ\n", "E+Hn54e0tDRkZGQ0yToRERE1lirBW1NTg5deeglDhgzBlClTIISwuqzRaMT+/fshSRJGjBhh0e/p\n", "6YkBAwagpqYG+/btM+vbu3cvACjW1X69Tz755GFWh4iI6IGpErzr1q3Dt99+i48++ui+yxYUFKC8\n", "vBwAEBoaqrhMSEgIACArK0tuq6ysRG5uLiRJalQdERGRmmwevEVFRUhMTMSKFSsadPtQYWGh/L2v\n", "r6/iMqZD1bWXLSoqkvekG1NHRESkJpsH78svv4zw8HDFi6GUmG75cXZ2hrOzs+Iy7u7uACDvGdeu\n", "AwA3N7cG1xEREamplS1f/K9//Sv++c9/Ijs72+ye3fvdv0vUnOn1elRUVJi15eXl2Wk0RPSosVnw\n", "GgwGzJs3DwsWLEDv3r3N+uq7uMp0FbPRaITRaFTc662qqgIAtG/fXm6r/f3NmzcVX1upTsns2bPh\n", "5eVl1hYfH4/4+Ph664j0ej2Cg4PtPQyHUPfDioeHB4KCguw0GnJUKSkpSElJMWsrKyuz6XvaLHiP\n", "HTuG8vJyvP/++0hKSjLrMxqNAIBLly7Bw8MDwL294OvXryMwMFBezmAwoEuXLhavbTAYAMBs2dq3\n", "DxkMBrO++uqUJCUlITIyst5liJSY9nSTk5MRFhYmt6empmLx4sX2GlazUlxcDADQaDQWfQUFBQxf\n", "alJKO1VarRZRUVE2e0+bBW9cXByGDBmi2Pf1119Do9Ggc+fOSE9PN+sLDg6Gp6cnKioqoNPpFINX\n", "p9MBAPr37y+3tW3bFhEREcjJyYFOp8PgwYMbVEdkC2FhYWYf3nioueFMs9LV/vCSl5cHjUZjcQif\n", "qDmyWfC2a9cO7dq1U+wzfaJt1aoVevToYdbn7OyMuLg4bNu2DSdOnMDIkSPN+svLy3HmzBl5udom\n", "TJiAnJwcnDhxAtOmTTPrq6mpwcmTJyFJEiZMmPCwq0dENlb3wwuRo3gkHwu4cOFCuLi4YNu2bRYP\n", "Nti4cSOqq6uRkJBgMefzrFmz4O3tjUOHDuHixYtmfbt374bBYMDw4cMRExNj61UgIiJSpGrwFhQU\n", "ICcnB0VFRQDuPTQhNzcXOTk5KCkpkZcLDAzEli1b8NNPP2HMmDHIyMjAhQsXsHbtWixduhT9+vWz\n", "OG8MAF5eXtizZw8AYMyYMTh+/DiKioqwbds2vPrqqwgICMCOHTvUWVkiIiIFqgbvqFGj0KdPH7z0\n", "0kuQJAkGgwG9e/dGnz598Oc//9lsWY1Gg9OnT8PHxwexsbEIDw/H1q1bsWTJEpw6dQpt27ZVfI9h\n", "w4bh7NmziIyMxOTJkxEWFoZ33nkH06dPx9mzZ61OrkFERKQGm97HW5dpT7ehoqOjcfDgwUa/T0hI\n", "CHbu3NnoOiIiIlt7JM/xEhEROSoGLxERkYoYvERERCpi8BIREamIwUtERKQiBi8REZGKGLxEREQq\n", "YvASERGpiMFLRESkIgYvERGRihi8REREKmLwEhERqYjBS0REpCIGLxERkYoYvERERCpi8BIREamI\n", "wUtERKSiVvYeAFFzptfrUVFRIf+cl5dnx9EQUXPA4CV6QHq9HsHBwfYeRoui9MHGw8MDQUFBdhgN\n", "0YNh8BI9INOebnJyMsLCwgAAqampWLx4sT2H5ZCKi4sBABqNRrG/oKCA4UvNBoOX6CGFhYUhMjIS\n", "AA8120plZSUA8w85wL3trdFozA73Ez3qGLxE1GzU/pBD1FzxqmYiIiIVMXiJiIhUxOAlIiJSEYOX\n", "iIhIRQxeIiIiFTF4iYiIVMTgJSIiUhGDl4iISEUMXiIiIhUxeImIiFTE4CUiIlIRg5eIiEhFDF4i\n", "IiIVMXiJiIhUxOAlIiJSEYOXiIhIRQxeIiIiFTF4iYiIVGTz4C0uLsaKFSsQExODDh06wMXFBb6+\n", "vhg7diw+/fTTemszMzMxfvx4dOrUCe7u7oiIiMDKlStRXV1db11+fj40Gg38/f3h5uaGnj17Yv78\n", "+bh+/XpTrhoREVGj2TR4//GPfyAwMBCrVq3CyJEjkZaWBp1Oh40bN+L8+fOYMGECNBoNhBAWtbt2\n", "7UJMTAxKSkpw4MAB5ObmYurUqVi2bBmGDBmCyspKxfdMT09H3759odVqsX37duh0OiQmJmLTpk2I\n", "jIzE1atXbbnK5MD0ej20Wq38lZeXZ+8hEVEz1MqWL15aWgqj0YikpCTMnDlTbu/RowcGDRqE0NBQ\n", "7Nq1C8OGDcNLL70k9xcWFmLq1Knw8fHB0aNH4enpCQCYO3cubt++jUWLFmHOnDn46KOPzN6vrKwM\n", "EyZMgCRJSE1NRffu3QEACQkJaNOmDSZNmoTJkyfj2LFjtlxtckB6vR7BwcH2HgYROQCbH2pu1aoV\n", "XnzxRYt2Pz8/PPvsswCATz75xKxv1apVqK6uxpQpU+TQNZk5cyZcXFywdetWXL582axvw4YNuHbt\n", "GmJjY+XQNZk4cSL8/PyQlpaGjIyMJlgzakkqKioAAMnJycjOzkZ2djZWrFhh51ERUXNk0+AdN24c\n", "fv75Z7Rr106xv3PnzgDu7RmbGI1G7N+/H5IkYcSIERY1np6eGDBgAGpqarBv3z6zvr179wKAYl3t\n", "16sb9EQNFRYWhsjISERGRiIgIMDewyGiZsimwduqVSuroQsABoMBANC7d2+5raCgAOXl5QCA0NBQ\n", "xbqQkBAAQFZWltxWWVmJ3NxcSJLUqDoiIiI12e12ort37+L48eOQJMns/G9hYaH8va+vr2Ktn5+f\n", "xbJFRUXyRVqNqSMiIlKT3YJ369at+OGHH/Daa68hKipKbjfd8uPs7AxnZ2fFWnd3dwCQ94xr1wGA\n", "m5tbg+uIiIjUZJfgPX/+PObNm4dBgwbh/ffft8cQiIiI7MKmtxMpMRgMeOaZZxAcHIyjR4/CxcXF\n", "rN90FbPRaITRaFTc662qqgIAtG/fXm6r/f3NmzcV31upTsns2bPh5eVl1hYfH4/4+Ph664jIPure\n", "U+3h4YGgoCA7jYaak5SUFKSkpJi1lZWV2fQ9VQ3eK1euYOTIkejUqRM+//xzeHh4WCzTs2dP+XuD\n", "wYAuXbpYLGO6KCswMFBuq337kMFgMOurr05JUlISIiMj618ZIrK74uJiAIBGo7HoKygoYPjSfSnt\n", "VGm1WrNToE1NtUPNly5dwlNPPYVOnTohLS3NYo/SJDg4WN7r1el0isuY2vv37y+3tW3bFhERERBC\n", "NKqOiJov0wx2te+vTk5OBvDLvddEjxpVglev12PIkCEICgrC559/bnaL0blz5zBmzJhfBuTkhLi4\n", "OAghcOLECYvXKi8vx5kzZ+Ds7Iy4uDizvgkTJgCAYl1NTQ1OnjwJSZLk5YjIMdS+vzosLMzewyGq\n", "l82DNzc3F0899RSioqJw6NAhuLq6mvX//PPP+OKLL8zaFi5cCBcXF2zbts3iwQYbN25EdXU1EhIS\n", "0LVrV7O+WbNmwdvbG4cOHcLFixfN+nbv3g2DwYDhw4cjJiam6VaQiIioEWx6jjcnJwfDhg3DtWvX\n", "cPHiRQwaNMhiGaXDQYGBgdiyZQsSEhIwZswY/PGPf4Svry8OHDiApUuXol+/fkhKSrKo8/Lywp49\n", "ezB27FiMGTMG69evR8+ePZGeno7XX38dAQEB2LFjh03WlRyHXq+3+P+SD0QgoqZi0+A9ceIErl27\n", "BkmScO7cOcVlhBCQJMmiXaPRICgoCKtXr0ZsbCxu3LiBHj16YMmSJZg/f77F1dAmw4YNw9mzZ7F8\n", "+XJMnjwZpaWl6Ny5M6ZPn47FixdbzP1MVBsfhkBEtmbT4H3jjTfwxhtvPHB9dHQ0Dh482Oi6kJAQ\n", "7Ny584Hfl1qu2g9DqH2uMDU1FYsXL7bXsIjIgah+Hy9Rc2C6WMeEh5qbH6V/M97fS48CBi8ROZT6\n", "7u0FeH8v2R+Dl4gcSu17e2ufLsjLy4NGo+H9vWR3DF4ickh1TxcQPSrs9nQiIiKilojBS0REpCIG\n", "LxERkYoYvERERCpi8BIREamIVzUTUYtSd2INTqpBamPwUotW94EInKHKcdU3sQYn1SA1MXipxeID\n", "EVoWpYk1OKkG2QODl1ospQci8GEIjo8Ta5C9MXipxav9h5iHmonI1nhVMxERkYoYvERERCpi8BIR\n", "EamIwUtERKQiXlxFRC0eJ9UgNTF4iajF4qQaZA8MXiJqsTipBtkDg5dahLpTQwK8Z5d+wUk1SE0M\n", "XnJ4nBqSiB4lDF5yeEpTQwKcHpKI7IPBSy1G3cOJPNRMRPbA+3iJiIhUxOAlIiJSEYOXiIhIRTzH\n", "Sw6n7q1DPJdLD0Lp/5tr167B29vbrI2zXFFjMXjJofDWIXpY9c1mZQ1nuaLGYPCSQ1G6dYi3DVFj\n", "KM1mBfzy/xFnuaKHxeAlh1T71iEeaqYHYe32M6VZrviQBWoMBi81azyfS/bEhyzQg2DwUrOgNNdy\n", "cXEx/vu//9tOIyLiQxbowTB46ZF3vwumeD6X7I0PWaDGYPDSI+9+cy3zfC49ipT+X+S5XwIYvNSM\n", "cK5lag7udzvSgQMH8MQTT8g/M4xbHgYvEVETsnY70t///nfMmzdP8boEXojVsjB4yW6ULpgCuAdA\n", "jsHaERqlC7H+9a9/Wfwu8PfAcTF4yS7ud8FU7cNxPKRMjqR2INvysLTSB1ulKS8b+7r08Bw2eD//\n", "/HOsXbsWWq0Wt2/fRkhICKZOnYoZM2ZAkiR7D6/Fs3bBVH2H44gczYMclm5IGD/I1Kl1D3crBTcD\n", "umk4ZPC+++67eOutt/Dss88iLS0NHh4e2LJlC2bNmoVjx45h//79cHZ2tvcwWxRrE1005HAcbxEi\n", "R9eQ34PGhHF9v0d1Q17pvuP6gpvnox+ewwXvl19+ibfeegvh4eFmAbtmzRqUlpbiL3/5C959910s\n", "XLjQziNtnIYeNmrMoSS1zrE+yKdv3iJEpPx70NAwtlbfkHuOlY5I1Xc+mk9tahyHC96lS5cCAGbN\n", "mmWxV/vmm2/iL3/5C/7whz9g7ty5cHV1tcMIG6+pnrhT+5NqY86xAo37xbK2d8u9WKKHd78wBh7s\n", "96v2B1ylkG6Kpzbxgsp7HCp4S0pKkJ6eDkmSMGLECIv+4OBgdO7cGd9//z2OHj36yJ1HvHPnDjIz\n", "M3H37l2z9gsXLgC4/2GjxhxKaqpzrHUDur5pHLkXS2QbD3OPe0MD9UGe2lR77/h+U7y2pEPYDhW8\n", "WVlZEELAxcUFgYGBisuEhobi+++/x5kzZx654N21axcSEhKs9t/vsNH9DiXd7xNt7fb7Bfr9App7\n", "t0TNg1Kg1vc725CnNtUX5tZ2DOoewnbkvWCHCt7CwkIAgI+Pj9Vl/Pz8APyyF/koqaqqgrOzM3Q6\n", "ndx2+/ZtREREPNTrPsghooaGPKdxJHIMTfk7W1+Y1w3ulviEJ4cK3uvXrwMA3NzcrC7j7u4OACgv\n", "L1dlTI0lSRJ69uwp/3z79u2Hfs3GfqJtDE7jSETWNCTMW+ITnhwqeJuKvcKjuLgYRqMRH330kdx2\n", "584d+fvU1FR5bKdPn25QW+32oqIiue3KlSv1Lvuw72Xrekd9r+Y0Vm6X5j/WR2m71P77ZPreXn+L\n", "bf6+woFs2LBBSJIkunTpYnWZF154QUiSJP73f//Xou/KlSvC399fAOAXv/jFL3614C9/f39x5coV\n", "m2SVQ+3xmg7RlpSUWF3GYDAAgOLFV35+fsjKypKXISKilsnPz0++JqipOVTwRkVFQZIk3LlzB+fP\n", "nzc7V2piunCpf//+iq9hy41NRETkZO8BNCUfHx8MHToUQgicOHHCoj8/Px/ff/89PD09MXr0aDuM\n", "kIiIWjqHCl4AePvttwEAH374IYxGo1nf2rVrAQC/+93vms2sVURE5Ficl5rmWHQQ3bp1g4uLC3bv\n", "3o2zZ88iNDQUFRUV+OMf/4gNGzZg7Nix2LhxI59QREREdiEJIYS9B2ELpscCZmVl4c6dOwgJCcGU\n", "KVMwc+ZMhi4REdmNwwYvPbiKigpERETg8uXLePvtt+XD90TkeObMmYN169ahW7duZvfSku043Dne\n", "B5WTk4Np06YhMDAQ7u7u8Pb2xpNPPonp06cjKytLsaampgYbN25EVFQU2rVrB29vbzzzzDP44osv\n", "VB590/r973+Py5cvA8B9jw44yjY4efIkpk2bhrCwMLi7u8Pd3R0hISF47bXXoNfr6611lG3w+eef\n", "4+mnn4a3tzfatWuHqKgobNy4EY7y2by4uBgrVqxATEwMOnToABcXF/j6+mLs2LH49NNP663NzMzE\n", "+PHj0alTJ7i7uyMiIgIrV65EdXW1SqO3jczMTKxfvx7A/X/XHWkbVFZWYvXq1RgwYAAee+wxtG3b\n", "FoGBgRg/frzZBEa1Nen62+Tu4GZm48aNwsXFRbzyyiviq6++EpcvXxZff/21+O1vfyskSRKJiYkW\n", "NXfu3BHPPvuskCRJvPXWW0Kv14usrCwxbtw4IUmSePfdd+2wJg/vyy+/FE5OTqJbt25CkiSxbNky\n", "q8s6yjZ4+eWXhSRJIiQkROzevVsUFBSIf//732L58uXC1dVVuLq6ikOHDinWOso2WLNmjZAkSTz3\n", "3HNCq9UKvV4vFixYILfdvXvX3kN8KOnp6aJVq1bC1dVVLFmyRGRnZ4vCwkKxb98+ERwcLCRJEpMm\n", "TRI1NTUWtTt37hTOzs5i0KBB4tSpU+LChQti7dq1onXr1mLAgAHixo0bdlijh3f79m0RHh4u/64H\n", "BARYXdaRtkFBQYHo1q2b+NWvfiX2798vioqKRH5+vkhKShKurq6KEzA19fq3+OA9fPiwcHJyEkuX\n", "LrXoq6mpEVFRUeIPf/iDRd+KFSuEJEni1VdfNWu/c+eOCA8PF5IkiVOnTtls3LZw69YtERISIuLj\n", "40VCQsJ9g9dRtkFsbKzw8vIS33//vUXfhx9+KCRJEu3btxfXrl2z6HeEbfDPf/5TSJIkIiIiLAL2\n", "lVdeEZIkiZUrV9ppdE3jwIEDQpIk8eGHH1r0XblyRXh6egpJksSWLVvM+s6fPy/atGkjfH19RXl5\n", "uVnfqlWrhCRJ4uWXX7bp2G3l7bffFh06dBApKSn1Bq8jbYMbN26I7t27i4iICFFZWWnRv2bNGhEV\n", "FWXWZov1b9HBe/fuXdGtWzfh7e0tqqurG1xXWVkpPDw8hJOTk8jPz7fo37x5s5AkSTz99NNNOVyb\n", "e+utt0THjh1FSUmJePHFF+sNXkfaBuPHj1ecQlSIe3sFTk5OwsnJSezcudOsz1G2wfDhw4UkSWLz\n", "5s0Wffn5+fIHj5s3b9phdE3jwIEDonXr1qKiokKxf9KkSYr/VlOnTpWPZtRVXl4u2rRpI5ydnUVx\n", "cbFNxm0rOTk5ok2bNmLr1q0iPT293uB1pG2waNEiIUmS2Lt3b4NrbLH+LTp4P/vsMyFJkvjtb3/b\n", "qLpPP/203jmhCwsLhSRJonXr1qKkpKQphmpzZ8+eFa1btxY7duwQQoj7Bq8jbYPKykpx69Ytq/2d\n", "OnVS3FtyhG3w448/yh8szp8/r7hMly5dhCRJYv/+/SqPruncuXPHaugKIcT8+fOFJEmiX79+ctvd\n", "u3eFl5eXcHJyEmlpaYp1Q4YMEZIkiffff7/Jx2wrRqNRREdHi5EjRwohhPj73/9uNXgdaRvcvXtX\n", "+Pn5CScnp3r/X6hbY4v1b9EXVx0/fhwAEBQUBK1Wi+effx5PPPEEfHx80K9fP7zzzjvyI6tqy8zM\n", "BACEhoYqvm5AQABat24No9EIrVZruxVoIkajES+99BJGjBjR4Gf2OtI2cHd3R5s2bRT77ty5g2vX\n", "rkGSJPTu3duszxG2QVZWFoQQaN26teL85cAv63fmzBk1h9akWrVqhXbt2lntN83PXvvfuKCgQH58\n", "qLV/45CQEACwegHmo2jdunX49ttvrV5EVJsjbYOcnBxcvXoVjz/+OIQQSExMRO/eveHt7Y3AwEC8\n", "+OKLyMnJMaux1fq36OA9d+4cACA9PR1DhgzBk08+ic8++wyfffYZIiMjsWTJEkRHR+PatWtmdYWF\n", "hQAAX19fxdeVJEn+x71w4YJtV6IJvPfee9Dr9di8eXODaxxtG1jzxRdfoKamBuHh4XjqqafM+hxh\n", "G5jWwcfHx+oyprnLH9V1eFh3797F8ePHIUkSZs6cKbebtg1g/d/YtG1qL/soKyoqQmJiIlasWIGA\n", "gID7Lu9I28D0995oNKJ///7QarX48MMPcerUKSxYsABHjhxBv379cOjQIbnGVuvvUA9JaCzTU4y+\n", "/vprvPPOO1i4cKHcN2DAAPz888/Yv38//t//+39ISUmR+65fvw4AcHNzs/ra7u7uACB/WnpU6fV6\n", "LFu2DO+++y6eeOKJBtc50jawpqamBmvWrEHr1q0V9w4cYRs4wjo8rK1bt+KHH37AjBkzEBUVJbeb\n", "to2zszOcnZ0Va5vbtnn55ZcRHh6OOXPmNGh5R9oGpr/3JSUl8Pb2xpEjR+DkdG/fMywsDP7+/nju\n", "uecwefJkFBYWomPHjjZb/2YbvPPnz8ff/va3RtVIkoQtW7YgJiYGAFBVVQXg3mGoGTNmWCw/e/Zs\n", "7N+/H/v27cP69evr3Suwh4fdBkIITJs2DX379sWsWbNsNErbaor/D6x57733kJGRgXXr1mHgwIEP\n", "M0x6RJ0/fx7z5s3DoEGD8P7779t7ODb117/+Ff/85z+RnZ1tds9uS5nJz/T3HgBmzJghh67JuHHj\n", "0KNHD1y4cAEff/wx5s6da7OxNNvgNRgM953YQEntc7amT/m+vr7w8vKyWDY8PBzAvT2f7Oxs+YlG\n", "np6eAICbN29afR/TP3L79u0bPcaGethtsHnzZmRmZtZ7/lFYmTzBUbaBNSkpKXjrrbewfPlyqx9K\n", "HpVt8DAcYR0elMFgwDPPPIPg4GAcPXoULi4uZv2mbWM0GmE0GhX3eJrLtjEYDJg3bx4WLFhgca2C\n", "td4JhVsAAAWDSURBVN9xwLG2Qe2jOr169VJcJjw8HBcuXJCvZ7DV+jfbc7w7duyQN0Zjvp555hn5\n", "Nfz9/QEAHTp0UHyPxx57DM7OzhBCoKysTG43Pef36tWrinVCCPzwww8AYPWClabwsNtgz549MBqN\n", "iI6OhoeHh9nXrl27AACrVq2S22ofFXCUbaBk7969SEhIwPLly5GYmGh1uUdlGzwM0zqYDsMpMV14\n", "9Kiuw4O4cuUKRowYgU6dOiEtLQ0eHh4Wy9R+nrdpG9TVXLbNsWPHUF5ejvfff9/id/03v/kNAODS\n", "pUtymylwaq9Xc98Gpr/3kiRZ/ZvfqVMnAEBpaSkA261/s93jbQp9+/bF8ePH5T+OdZWVlcmPFnzs\n", "scfk9gEDBgAAdDqdYt2FCxdw584dODs7IzIysolH3XSSk5Nx69Yti3YhBBYsWID9+/fjtddew+uv\n", "vw7gl09/gONsg7o+/vhjTJs2DX/84x/xxhtv1LusI2yDqKgoSJKEO3fu4Pz582ZhY2Jav/79+6s9\n", "PJu4dOkSRowYgS5duuDIkSNWr3YODg6Gp6cnKioqoNPp0KVLF4tlmsu2iYuLw5AhQxT7vv76a2g0\n", "GnTu3Bnp6elmfY60Dfr27St/b+3DsukDqOnvvc3Wv8E3Hjmgr776SkiSJJydnYXBYLDoP336tHwf\n", "5s8//yy31544QafTWdRt2rRJSJIk3yfXHDVmAg1H2QZ/+tOfRKtWrSxmLxJCiPfee0+sXbvWrM1R\n", "toFpAo1NmzZZ9Ol0OoeYQMOkoKBAdO3aVYwePdpifb755hsxevRoszbT5Am///3vLV6rrKxMtGnT\n", "RrRq1apZTB5hTX338QrhWNsgJCRESJIk1qxZo9gfFBQkJEkS69evl9tssf4tOniF+OWPzsKFCy36\n", "Jk6caHU6sOXLlytOFVhdXS169eolnJycxJdffmmzcdva/YJXCMfaBqZ5V+vOTmXy4osvioSEBIt2\n", "R9gG//jHP6xOGWmax/qdd96x0+iaTk5OjvD19RXjx48Xt2/ftug3BVBtpukCH3/8cYvpAleuXCkk\n", "SRLTpk2z6bht7X7B60jb4OOPP5bXte5shZ9//rmQJEn4+PiYract1r/FB+9//vMf0aNHD9GqVSux\n", "atUqodfrRW5urpg9e7aQJEkMHjxYcU7Pu3fvirFjx8pTiRUUFIisrCy5bfXq1XZYm4dTWVkpvv32\n", "W/Htt9+K2NhYIUmSmDFjhtx2584ds+UdZRusXr1a3quLiopS/OrYsaOYMmWKRa2jbAPTnLPPPvus\n", "0Gq1Ij8/X35Iwrhx44TRaLT3EB/Kt99+Kzp27CgkSRK/+tWvFP+NTQ9LqGvHjh3yBPmnT58WhYWF\n", "4r333hOtW7cW/fv3b1YPCKgtPz9ffPvtt+L/t3fHqAoDURSGiY1KEKbQKo1YiZVa2QoG7FyIO7B1\n", "A8L0dhauILWd1rqApM0e5LziEVGMr5ILyfs/GAgkA8klw0kCmdnv9wqCQFEU6Xa76Xq9Ks/zl2Pr\n", "VINi/vHlcqnL5aI0TXU4HNTr9eSc0+l0euvz7ev/98Er/c63udlsNBwO1W631el0NJvN5L1/C5tn\n", "9/td3ntNJhOFYSjnnOI4VpIkhmf/PcWTb9EajcbLdpZlb33qUIPxePyYNvGvVha8Uj1qIElJkmix\n", "WMg5pzAMNZ1O5b0vXbGnana73eM+/tSK/WXO57NWq5W63a5arZZGo5G2223pm3NV9Pv9l/H9PN7L\n", "vnTVqQbH41Hz+VzOOTWbTQ0GA63Xa6Vp+rHPN68/kGqy2CYAABVQ2d+JAACoIoIXAABDBC8AAIYI\n", "XgAADBG8AAAYIngBADBE8AIAYIjgBQDAEMELAIAhghcAAEMELwAAhgheAAAMEbwAABj6AWhFG1Bg\n", "OdEkAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAdIAAAHKCAYAAAC35crAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3Xt4VPWB//HPSSBAMCHKRRJALiEJkbiVhEsfkD4LqBVF\n", "Q5eylTXFgFItLC2w/rAiIIJcbMUniuwipVAlEG7lUi0oN9EChULCVsImJIRAWBksIoQQkEDy/f3B\n", "ZpphJoHJSTLJ8H49Tx6H72Xm+z0m85lz5nvOsYwxRgAAoFoCfD0AAAAaMoIUAAAbCFIAAGwgSAEA\n", "sIEgBQDABoIUAAAbCFIAAGwgSAEAsIEgBQDABoIUAAAbqh2kxcXFmjt3rnr37q27775bzZs3V2Rk\n", "pIYOHarFixd77LN//34NHTpUbdq0UXBwsOLi4jR79myVlJRU+VpHjx5VUlKSIiIi1KxZM3Xt2lWT\n", "J0/WxYsXqzt8AABqhqmGnJwc07FjR/Pggw+a9evXm/z8fHP06FGTkpJimjZtatq3b+/WZ8WKFSYw\n", "MND07dvX7N692xw/ftzMnz/fNG7c2PTu3dtcunTJ42t99tlnplmzZiY2NtZs3brVnDhxwixbtsyE\n", "hISYyMhI43A4qjMFAABqhNdBeunSJdOpUycTFxdniouL3ernzZtnEhISXMqOHTtmmjRpYtq2bWsK\n", "Cwtd6ubMmWMsyzJjxoxxe67z58+bVq1ameDgYJOfn+9St3LlSmNZlnnkkUe8nQIAADXG6yB99dVX\n", "jWVZZu3atbfdZ/To0cayLPPKK6+41RUWFpomTZqYwMBAU1BQ4FI3c+ZMY1mWGTFihFu/srIyExER\n", "YSzLMnv27PF2GgAA1AivviMtLS3V0qVLZVmWHnvssdvus379elmWpUGDBrnVh4aGqnfv3iorK9O6\n", "detc6tauXStJHvtVfL7Vq1d7Mw0AAGqMV0GamZmpM2fO6N5775UxRlOnTtUDDzygli1bKjIyUs8+\n", "+6wyMzNd+uTk5KiwsFCS1K1bN4/PGxMTI0k6ePCgs6y4uFhHjhyRZVle9QMAoC55FaRffvmlpBt7\n", "mb169VJGRobee+897d69Wy+//LI+/vhj9ezZU5s2bXL2ycvLcz5u27atx+cNDw93a5ufny/zf/cc\n", "96YfAAB1qZE3jc+ePev8b8uWLfXxxx8rIOBGFsfGxioiIkJPPfWURo4cqby8PLVq1cp5ikpgYKAC\n", "AwM9Pm9wcLAkOfdcJbmc2tKsWbPb7gcAQF3yKkgvX77sfDx27FhniJYbMmSIunTpouPHj+vDDz/U\n", "pEmTamaUNjgcDjkcDl8PAwDgQ+Hh4c6jmDXNqyCtuGd4//33e2zTvXt3HT9+XAcOHJB0YzGRdONw\n", "cGlpqce90vKAbtGihbOs4uMrV654fC1P/SpyOBzq2bOnTp8+XemcAAD+LyIiQgcPHqyVMPUqSCMi\n", "IiTdWDF7zz33eGzTpk0bSdL58+clSZGRkc46h8Oh9u3bu/Up32Os2LZTp04u9RXrqup3c/3p06eV\n", "mpqq2NjYSufl7yZMmKCUlBRfD8Nn7vT5S2yDO33+0p29DbKyspSUlCSHw+H7IO3Ro4fz8ZkzZzy2\n", "Kf8e9e6775YkRUdHKzQ0VEVFRcrOzvYYpNnZ2ZKkXr16OcuaN2+uuLg4ZWZmKjs7Ww899NBt9fMk\n", "NjZW8fHxVbbxZ2FhYcz/Dp6/xDa40+cvsQ1qk1erdrt166bo6GgZY/S3v/3NY5v/+Z//kST17dtX\n", "0o1FRsOGDZMxRjt27HBrX1hYqAMHDjjbVTR8+HBJ8tivrKxMO3fulGVZznYAANQ1ry9a/+qrr0qS\n", "3n//fV27ds2l7tNPP9WxY8fUqlUrPfvss87yKVOmKCgoSMuWLXO70PzChQtVUlKi5ORkdejQwaVu\n", "/PjxatmypTZt2qQTJ0641K1atUoOh0MDBw5Uv379vJ0GAAA1wusg/elPf6oxY8boxIkTeuqpp/TX\n", "v/5VJ0+e1MqVK/XTn/5ULVq00Lp165yLjKQb32EuWbJE33zzjQYPHqy9e/fq+PHjmj9/vmbMmKGe\n", "PXt6PHYfFhamNWvWSJIGDx6sbdu2KT8/X8uWLdMLL7ygzp07a/ny5TamDwCATdW9tuDq1avNgAED\n", "TFhYmGnSpInp0qWLGTdunDlx4kSlffbt22cSExNNq1atTNOmTc39999vZs2aZa5evVrla2VnZ5t/\n", "+7d/M23btnW+1ksvveR2AfybpaenG0kmPT29WnP0FytXrvT1EHzqTp+/MWyDO33+xtzZ26C2s8Ay\n", "5v8uH+SHMjIylJCQoPT0dL5kB4A7VG1nQbVv7A0AAAhSAABsIUgBALCBIAUAwAaCFAAAGwhSAABs\n", "IEgBALCBIAUAwAaCFAAAGwhSAABsIEgBALCBIAUAwAaCFAAAGwhSAABsIEgBALCBIAUAwAaCFAAA\n", "GwhSAABsIEgBALCBIAUAwAaCFAAAGwhSAABsIEgBALCBIAUAwAaCFAAAGwhSAABsIEgBALCBIAUA\n", "wIZGvh4AgFvLzc1VUVGRS1lISIiioqJ8NCIA5QhSoJ7Lzc1VdHS0x7qcnBzCFPAxghSo58r3RFNT\n", "UxUbGytJysrKUlJSktteKoC6R5ACDURsbKzi4+N9PQwAN2GxEQAANhCkAADYQJACAGADQQoAgA0E\n", "KQAANhCkAADYQJACAGADQQoAgA0EKQAANhCkAADYQJACAGADQQoAgA0EKQAANhCkAADYQJACAGAD\n", "QQoAgA0EKQAANhCkAADY4HWQ/v73v1dAQECVP3/729889t2/f7+GDh2qNm3aKDg4WHFxcZo9e7ZK\n", "SkqqfM2jR48qKSlJERERatasmbp27arJkyfr4sWL3g4fAIAa1ag6nZo1a6aOHTtWWX+zlStXauTI\n", "kerTp482bNigiIgIbdiwQb/61a/0xz/+UTt37lTz5s3d+u3atUuPP/64OnXqpA8++EDR0dH67LPP\n", "9Itf/ELr16/X7t271bZt2+pMA2jwsrKyXP4dEhKiqKgoH40GuDNVK0h79+6tzz777Lbb5+XlafTo\n", "0WrdurW2bNmi0NBQSdKkSZN09epVvfrqq5o4caIWL17s0u/ChQsaPny4LMvS5s2b1alTJ0lScnKy\n", "mjRpomeeeUYjR47U1q1bqzMNoMEqKCiQJCUlJbnV5eTkEKZAHaqT70jnzJmjkpISjRo1yhmi5caN\n", "G6egoCAtXbpUp06dcqlbsGCBzp07p8TERGeIlnv66acVHh6u7du3a+/evbU9BaBeKS4uliSlpqYq\n", "PT1d6enpSk1NlSQVFRX5cmjAHafWg7S0tFTr16+XZVkaNGiQW31oaKh69+6tsrIyrVu3zqVu7dq1\n", "kuSxX8XnW716dS2MHKhdubm5ysjIcPnJzc316jliY2MVHx+v+Ph4xcbG1tJIAVSlWod2i4qKNGvW\n", "LG3atEmnTp1S48aN1a1bNw0fPlyjR49W48aNnW1zcnJUWFgoy7LUrVs3j88XExOj3bt36+DBg86y\n", "4uJiHTly5Jb9JLn0AxqC3NxcRUdHe6zj0CzQsFRrjzQjI0P79u3TrFmz9Pnnn+vDDz9UWFiYfv7z\n", "n+uhhx7ShQsXnG3z8vKcjytbFBQeHu7WNj8/X8YYr/sBDUH54VcOzQINn9d7pN27d9f8+fM1ceJE\n", "Z1m3bt00cOBAJSYm6qOPPtLo0aO1fv16SXKeohIYGKjAwECPzxkcHCxJKiwsdJZVPLXF0yrgyvoB\n", "DUn5oVkADZfXe6S9evVyCdGKXnvtNUnSxo0bdezYMXsjAwCgAajWd6SV+ad/+icFBASorKxMe/bs\n", "UdeuXZ2rdEtLS1VaWupxr/Ty5cuSpBYtWjjLKj6+cuWKx9fz1M+TCRMmKCwszKVsxIgRGjFixG3M\n", "CgDQUKSlpSktLc2lrOLXjbWhRoO0UaNGatWqlf7+97/r/PnzkqSuXbs66x0Oh9q3b+/Wz+FwSJIi\n", "IyOdZRVPd3E4HC51VfXzJCUlhcNnAHAH8LSTlJGRoYSEhFp7Ta8O7X733Xf6+OOPnXuCN7t+/bq+\n", "+eYbSXLuAUZFRTn3SrOzsz32Ky/v1auXs6x58+aKi4uTMcarfgAA1CWvgvTMmTN66qmndODAAY/1\n", "hw8fVllZmSzL0ve//31JNxYZDRs2TMYY7dixw61PYWGhDhw44GxX0fDhwyXJY7+ysjLt3LlTlmU5\n", "2wEAUNeqdfrLBx984LF81qxZkqRHH33U5dzPKVOmKCgoSMuWLXO70PzChQtVUlKi5ORkdejQwaVu\n", "/PjxatmypTZt2qQTJ0641K1atUoOh0MDBw5Uv379qjMNAABs8ypIAwMDZVmWfv/73ys5OVm7d+/W\n", "yZMntW/fPj3zzDPauHGjunfv7ha0kZGRWrJkib755hsNHjxYe/fu1fHjxzV//nzNmDFDPXv2VEpK\n", "itvrhYWFac2aNZKkwYMHa9u2bcrPz9eyZcv0wgsvqHPnzlq+fLmN6QMAYI9XQdqhQwdlZ2frtdde\n", "U15enoYOHaquXbvq8ccfV0FBgd5++20dOHBAbdq0ceublJSkPXv2qHXr1kpMTFT37t21dOlSTZ8+\n", "Xbt37/Z45xdJGjBggA4dOqT4+HiNHDlSsbGxeuONN/Tiiy/q0KFD3PkFAOBTXq/ajYqK0muvveY8\n", "Z9Qbffr00caNG73uFxMToxUrVnjdDwCA2lYnd38BAMBfEaQAANhAkAIAYANBCgCADQQpAAA2EKQA\n", "ANhAkAIAYANBCgCADQQpAAA2EKQAANhQozf2BmBfVlZWlf8GUL8QpEA9UVBQIOnGDR4ANBwEKVBP\n", "FBcXS5JSU1MVGxvrLN+8ebOmTZvmq2EBuAWCFKhnYmNjFR8f7/w3h3aB+o3FRgAA2ECQAgBgA0EK\n", "AIANBCkAADYQpAAA2ECQAgBgA0EKAIANnEcK+BlP552GhIQoKirKB6MB/B9BCviJW11iMCcnhzAF\n", "agFBCviJyi4xmJWVpaSkJBUVFflqaIBfI0gBP3PzJQYB1C4WGwEAYANBCgCADQQpAAA2EKQAANhA\n", "kAIAYANBCgCADQQpAAA2EKQAANhAkAIAYANBCgCADQQpAAA2EKQAANhAkAIAYANBCgCADQQpAAA2\n", "EKQAANhAkAIAYANBCgCADQQpAAA2EKQAANhAkAIAYEMjXw8AQN3Iyspy+XdISIiioqJ8NBrAfxCk\n", "gJ8rKCiQJCUlJbnV5eTkEKaATTVyaHfixIkKCAhQ586da+LpANSg4uJiSVJqaqrS09OVnp6u1NRU\n", "SVJRUZEvhwb4BdtBun//fr377ruSJMuybtl26NChatOmjYKDgxUXF6fZs2erpKSkyn5Hjx5VUlKS\n", "IiIi1KxZM3Xt2lWTJ0/WxYsX7Q4fuGPExsYqPj5e8fHxio2N9fVwAL9hK0hLSkr03HPPqUOHDrds\n", "u3LlSvXr109nz57Vhg0bdOTIEY0ePVqvv/66+vfv7/zUfLNdu3apR48eysjI0AcffKDs7GxNnTpV\n", "ixYtUnx8vM6cOWNnCgAA2GIrSOfMmSOHw6F58+ZV2S4vL0+jR49W69attWXLFvXr10+dO3fWpEmT\n", "9Prrr+vAgQOaOHGiW78LFy5o+PDhsixLmzdv1iOPPKKOHTsqOTlZ77//vo4fP66RI0famQIAALZU\n", "O0iPHDmiefPm6a233lJ4eHiVbefMmaOSkhKNGjVKoaGhLnXjxo1TUFCQli5dqlOnTrnULViwQOfO\n", "nVNiYqI6derkUvf0008rPDxc27dv1969e6s7DQAAbKlWkJaVlem5555T//79NWrUKBljKm1bWlqq\n", "9evXy7IsDRo0yK0+NDRUvXv3VllZmdatW+dSt3btWkny2K/i861evbo60wAAwLZqBek777yjw4cP\n", "a/Hixbdsm5OTo8LCQklSt27dPLaJiYmRJB08eNBZVlxcrCNHjsiyLK/6AQBQl7wO0vz8fE2dOlWz\n", "Zs26rdNd8vLynI/btm3rsU35oeGKbfPz8517ut70AwCgLnkdpGPGjFH37t09Lg7ypPwUlcDAQAUG\n", "BnpsExwcLEnOPdeK/SSpWbNmt90PAIC65NWVjX73u9/piy++UHp6uss5o7c6fxQAAH9123ukDodD\n", "L730kl5++WU98MADLnVVLTYqX6VbWlqq0tJSj20uX74sSWrRooWzrOLjK1eu3HY/AADq0m3vkW7d\n", "ulWFhYV6++23lZKS4lJXHpAnT55USEiIpBt7qRcvXlRkZKSzncPhUPv27d2e2+FwSJJL24qnuzgc\n", "Dpe6qvp5MmHCBIWFhbmUjRgxQiNGjKiyHwCgYUlLS1NaWppL2YULF2r1NW87SIcNG6b+/ft7rNu3\n", "b5+SkpLUrl077dq1y6UuOjpaoaGhKioqUnZ2tscgzc7OliT16tXLWda8eXPFxcUpMzNT2dnZeuih\n", "h26rnycpKSmKj4+vsg0AoOHztJOUkZGhhISEWnvN2z60e9ddd6lLly4efyIiIiRJjRo1cimXbiwy\n", "GjZsmIwx2rFjh9vzFhYW6sCBA852FQ0fPlySPPYrKyvTzp07ZVmWsx0AAHWtTm7sPWXKFAUFBWnZ\n", "smVuF5pfuHChSkpKlJyc7HbN3vHjx6tly5batGmTTpw44VK3atUqORwODRw4UP369avtKQAA4JGt\n", "IM3JyVFmZqby8/Ml3biI/ZEjR5SZmamzZ88620VGRmrJkiX65ptvNHjwYO3du1fHjx/X/PnzNWPG\n", "DPXs2dPte1dJCgsL05o1ayRJgwcP1rZt25Sfn69ly5bphRdeUOfOnbV8+XI7UwAAwBZbN/b+4Q9/\n", "qJMnT0q6sbjI4XA4V/TOmDFD06dPd7ZNSkpSVFSU5s6dq8TERF26dEldunTR9OnTNXnyZAUFBXl8\n", "jQEDBujQoUOaOXOmRo4cqfPnz6tdu3Z68cUXNW3aNLdr9wL1TW5urtt9P7Oysnw0GgA1zVaQlu+J\n", "3q4+ffpo48aNXr9OTEyMVqxY4XU/wNdyc3MVHR3t62EAqEW2ghRA1cr3RFNTU11upr1582ZNmzbN\n", "V8MCUIMIUqAOxMbGupyCxaFdwH/UyapdAAD8FUEKAIANBCkAADYQpAAA2ECQAgBgA0EKAIANBCkA\n", "ADYQpAAA2ECQAgBgA0EKAIANBCkAADYQpAAA2ECQAgBgA0EKAIANBCkAADYQpAAA2ECQAgBgA0EK\n", "AIANBCkAADYQpAAA2ECQAgBgA0EKAIANBCkAADYQpAAA2ECQAgBgA0EKAIANjXw9AMCf5Obmqqio\n", "yPnvrKwsH47m1m4eX0hIiKKionw0GqBhIkiBGpKbm6vo6GhfD+O2FBQUSJKSkpLc6nJycghTwAsE\n", "KVBDyvdEU1NTFRsbK0navHmzpk2b5stheVRcXCzJdaxZWVlKSkpy2aMGcGsEKVDDYmNjFR8fL6n+\n", "H9qtOFYA1cNiIwAAbCBIAQCwgSAFAMAGghQAABsIUgAAbCBIAQCwgSAFAMAGghQAABsIUgAAbCBI\n", "AQCwgSAFAMAGghQAABsIUgAAbCBIAQCwgSAFAMAGghQAABsIUgAAbCBIAQCwwesgPXPmjH73u9/p\n", "X/7lX9SpUyc1bdpUwcHBiomJ0Ysvvqjc3NxK++7fv19Dhw5VmzZtFBwcrLi4OM2ePVslJSVVvubR\n", "o0eVlJSkiIgINWvWTF27dtXkyZN18eJFb4cPAECN8jpIhwwZojFjxigsLExpaWnKzc3V7t27NWTI\n", "EC1evFg9evTQnj173PqtXLlS/fr109mzZ7VhwwYdOXJEo0eP1uuvv67+/furuLjY4+vt2rVLPXr0\n", "UEZGhj744ANlZ2dr6tSpWrRokeLj43XmzBnvZw0AQA1p5G0Hy7I0ZMgQLV261FnWoUMHxcfH69tv\n", "v9UHH3ygGTNmaNu2bc76vLw8jR49Wq1bt9aWLVsUGhoqSZo0aZKuXr2qV199VRMnTtTixYtdXuvC\n", "hQsaPny4LMvS5s2b1alTJ0lScnKymjRpomeeeUYjR47U1q1bqzN3AABs83qPdM6cOXrrrbc81sXH\n", "x0uSzp4969anpKREo0aNcoZouXHjxikoKEhLly7VqVOnXOoWLFigc+fOKTEx0Rmi5Z5++mmFh4dr\n", "+/bt2rt3r7fTAACgRngdpI888oiio6M91u3bt8/ZplxpaanWr18vy7I0aNAgtz6hoaHq3bu3ysrK\n", "tG7dOpe6tWvXSpLHfhWfb/Xq1d5OA0AlsrKylJGR4fJT1doH4E7n9aHdm127dk35+fn6r//6L6Wl\n", "pWnYsGF64403nPU5OTkqLCyUZVnq1q2bx+eIiYnR7t27dfDgQWdZcXGxjhw5cst+klz6AaiegoIC\n", "SVJSUpLH+pycHEVFRdXlkIAGwVaQjhgxQmvWrJExRpGRkdq4caOeeuoplzZ5eXnOx23btvX4POHh\n", "4W5t8/PzZYyRZVle9QNQPeUL/lJTUxUbG+ssz8rKUlJSkoqKinw1NKBes3UeaUpKirKysrR161b1\n", "7dtXQ4cO1U9+8hMVFhY625SfohIYGKjAwECPzxMcHCxJHvtJUrNmzW67HwB7YmNjFR8f7/ypGKoA\n", "3NnaI7333nt17733Kjo6Wg8//LBat26tt99+W/n5+dq3b58CArjeAwDAv9n+jrSiGTNmaMGCBTp4\n", "8KA++ugjJSYmOlfplpaWqrS01ONe6eXLlyVJLVq0cJZVfHzlyhWPr+epnycTJkxQWFiYS9mIESM0\n", "YsSI25gVAKChSEtLU1pamkvZhQsXavU1azRI77rrLnXq1Em5ubnat2+fEhMTFRkZ6ax3OBxq3769\n", "Wz+HwyFJLm0rnu7icDhc6qrq50lKSorz1BwAgP/ytJOUkZGhhISEWntNr469OhwOLVq0SGVlZZW2\n", "ad68uSQ5L/sXHR3t3CvNzs722Ke8vFevXi7PExcXJ2OMV/0AAKhLXgXp0aNHNXbs2EpXyV67dk05\n", "OTmSpK5du0q6scho2LBhMsZox44dbn0KCwt14MABZ7uKhg8fLkke+5WVlWnnzp2yLMvZDgCAulat\n", "1UCLFi3yWP7WW2/p8uXLuuuuu1xCccqUKQoKCtKyZcvcLjS/cOFClZSUKDk5WR06dHCpGz9+vFq2\n", "bKlNmzbpxIkTLnWrVq2Sw+HQwIED1a9fv+pMAwAA27wK0saNG0u68Z3jqFGj9MUXXyg/P1+7d+/W\n", "2LFjNXXqVDVt2lS///3v1aZNG2e/yMhILVmyRN98840GDx6svXv36vjx45o/f75mzJihnj17KiUl\n", "xe31wsLCtGbNGknS4MGDtW3bNuXn52vZsmV64YUX1LlzZy1fvtzO/AEAsMWrxUb9+vVTenq60tLS\n", "9MUXX+hHP/qRLl68qCZNmqhLly4aP368xo8f73HxT1JSkqKiojR37lwlJibq0qVL6tKli6ZPn67J\n", "kycrKCjI42sOGDBAhw4d0syZMzVy5EidP39e7dq104svvqhp06a5XbsXAIC65PWq3R49eqhHjx7V\n", "erE+ffpo48aNXveLiYnRihUrqvWaAADUJq6YAACADQQpAAA2EKQAANhAkAIAYANBCgCADQQpAAA2\n", "EKQAANhAkAIAYANBCgCADQQpAAA2EKQAANhAkAIAYANBCgCADV7f/QXADbm5uSoqKnL+Oysry4ej\n", "AeArBClQDbm5uYqOjvb1MADUAxzaBaqhfE80NTVV6enpSk9P16xZs3w8KgC+wB4pYENsbKzi4+Ml\n", "cWgXuFOxRwoAgA0EKQAANhCkAADYQJACAGADQQoAgA0EKQAANhCkAADYQJACAGADQQoAgA0EKQAA\n", "NhCkAADYQJACAGADQQoAgA0EKQAANhCkAADYQJACAGADQQoAgA0EKQAANhCkAADYQJACAGADQQoA\n", "gA0EKQAANhCkAADYQJACAGADQQoAgA0EKQAANhCkAADYQJACAGADQQoAgA0EKQAANhCkAADYQJAC\n", "AGADQQoAgA1eB2lBQYFmzZqlfv366Z577lFQUJDatm2rJ554Qn/4wx+q7Lt//34NHTpUbdq0UXBw\n", "sOLi4jR79myVlJRU2e/o0aNKSkpSRESEmjVrpq5du2ry5Mm6ePGit8MHAKBGeRWkn3/+uSIjIzVn\n", "zhw9/PDD2r59u7Kzs7Vw4UIdO3ZMw4cPV1JSkowxbn1Xrlypfv366ezZs9qwYYOOHDmi0aNH6/XX\n", "X1f//v1VXFzs8TV37dqlHj16KCMjQx988IGys7M1depULVq0SPHx8Tpz5kz1Zg7cptzcXGVkZLj8\n", "ZGVl+XpYAOqJRt40Pn/+vEpLS5WSkqJx48Y5y7t06aK+ffuqW7duWrlypQYMGKDnnnvOWZ+Xl6fR\n", "o0erdevW2rJli0JDQyVJkyZN0tWrV/Xqq69q4sSJWrx4scvrXbhwQcOHD5dlWdq8ebM6deokSUpO\n", "TlaTJk30zDPPaOTIkdq6dWt15w9UKTc3V9HR0b4eBoB6zOtDu40aNdKzzz7rVh4eHq4nn3xSkrR6\n", "9WqXujlz5qikpESjRo1yhmi5cePGKSgoSEuXLtWpU6dc6hYsWKBz584pMTHRGaLlnn76aYWHh2v7\n", "9u3au3evt9MAbktRUZEkKTU1Venp6c6fWbNm+XhkAOoLr4J0yJAh+vbbb3XXXXd5rG/Xrp2kG3uu\n", "5UpLS7V+/XpZlqVBgwa59QkNDVXv3r1VVlamdevWudStXbtWkjz2q/h8Nwc3UNNiY2MVHx/v/Onc\n", "ubOvhwSgnvAqSBs1alRpiEqSw+GQJD3wwAPOspycHBUWFkqSunXr5rFfTEyMJOngwYPOsuLiYh05\n", "ckSWZXnVDwCAulRjp79cv35d27Ztk2VZLt+f5uXlOR+3bdvWY9/w8HC3tvn5+c5FS970AwCgLnm1\n", "2KgqS5cu1ddff62xY8cqISHBWV5+ikpgYKACAwM99g0ODpYk555rxX6S1KxZs9vuB6B23LxSOSQk\n", "RFFRUT4aDVB/1EiQHjt2TC+99JL69u2rt99+uyaeEkA9UVBQIElKSkpyq8vJySFMccezHaQOh0OP\n", "PvqooqOjtWXLFgUFBbnUl6/SLS0tVWlpqce90suXL0uSWrRo4Syr+PjKlSseX9tTP08mTJigsLAw\n", "l7IRI0YIy5YfAAAd+ElEQVRoxIgRVfYDIOc53qmpqYqNjZV0Y+80KSnJuaoZqC/S0tKUlpbmUnbh\n", "woVafU1bQXr69Gk9/PDDatOmjT755BOFhIS4tenatavzscPhUPv27d3alC9SioyMdJZVPN3F4XC4\n", "1FXVz5OUlBTFx8dXPRkAVSpfuQzUZ552kjIyMly+cqxp1V5sdPLkSf3gBz9QmzZttH37drc9vnLR\n", "0dHOvdLs7GyPbcrLe/Xq5Sxr3ry54uLiZIzxqh8AAHWpWkGam5ur/v37KyoqSp988onLKTFffvml\n", "Bg8e/I8XCAjQsGHDZIzRjh073J6rsLBQBw4cUGBgoIYNG+ZSN3z4cEny2K+srEw7d+6UZVnOdgAA\n", "1DWvg/TIkSP6wQ9+oISEBG3atElNmzZ1qf/222/16aefupRNmTJFQUFBWrZsmduF5hcuXKiSkhIl\n", "JyerQ4cOLnXjx49Xy5YttWnTJp04ccKlbtWqVXI4HBo4cKD69evn7TQAAKgRXn1HmpmZqQEDBujc\n", "uXM6ceKE+vbt69bG0+KDyMhILVmyRMnJyRo8eLB+85vfqG3bttqwYYNmzJihnj17KiUlxa1fWFiY\n", "1qxZoyeeeEKDBw/Wu+++q65du2rXrl36xS9+oc6dO2v58uXeTAEAgBrlVZDu2LFD586dk2VZ+vLL\n", "Lz22McbIsiy38qSkJEVFRWnu3LlKTEzUpUuX1KVLF02fPl2TJ092W+1bbsCAATp06JBmzpypkSNH\n", "6vz582rXrp1efPFFTZs2ze3avQAA1CWvgvSXv/ylfvnLX1b7xfr06aONGzd63S8mJkYrVqyo9usC\n", "AFBbauwSgQAA3IkIUgAAbCBIAQCwgSAFAMAGghQAABsIUgAAbCBIAQCwgSAFAMAGghQAABsIUgAA\n", "bLB1Y28Ad7asrCy3spCQEEVFRflgNIBvEKQAvFZQUCDpxs0oPMnJySFMcccgSAF4rbi4WJKUmpqq\n", "2NhYZ3lWVpaSkpI83k4R8FcEKYBqi42NVXx8vK+HAfgUi40AALCBIAUAwAaCFAAAGwhSAABsIEgB\n", "ALCBIAUAwAaCFAAAGwhSAABsIEgBALCBIAUAwAaCFAAAGwhSAABsIEgBALCBIAUAwAaCFAAAGwhS\n", "AABsIEgBALChka8HANQnubm5Kioqcv47KyvLh6MB0BAQpMD/yc3NVXR0tK+HAaCB4dAu8H/K90RT\n", "U1OVnp6u9PR0zZo1y8ejAlDfsUcK3CQ2Nlbx8fGSOLQL4NbYIwUAwAaCFAAAGwhSAABsIEgBALCB\n", "IAUAwAaCFAAAGwhSAABsIEgBALCBIAUAwAaubIQ70s0Xp5e4ihGA6iFIccfh4vQAahJBijtOxYvT\n", "x8bGOss3b96sadOm+WpYABooghR3rIoXp5c4tFuTbt6WISEhioqK8tFogNplK0j37Nmj0aNHKzc3\n", "VydOnNB9991XU+MC0AAVFBRIkpKSktzqcnJyCFP4pWqt2r18+bImTpyof/7nf1Zubq4sy7qtfvv3\n", "79fQoUPVpk0bBQcHKy4uTrNnz1ZJSUmV/Y4ePaqkpCRFRESoWbNm6tq1qyZPnqyLFy9WZ/gAaklx\n", "cbEk13u6pqamSpLb4i7AX3gdpLm5ufre976njz76SNu3b7/tfitXrlS/fv109uxZbdiwQUeOHNHo\n", "0aP1+uuvq3///s4/wJvt2rVLPXr0UEZGhj744ANlZ2dr6tSpWrRokeLj43XmzBlvpwCglpUfNo+P\n", "j3f5HhrwR14f2s3Oztbjjz+uefPmqVmzZrfVJy8vT6NHj1br1q21ZcsWhYaGSpImTZqkq1ev6tVX\n", "X9XEiRO1ePFil34XLlzQ8OHDZVmWNm/erE6dOkmSkpOT1aRJEz3zzDMaOXKktm7d6u00AACoEV7v\n", "kQ4ZMkTvvPPObYeoJM2ZM0clJSUaNWqUM0TLjRs3TkFBQVq6dKlOnTrlUrdgwQKdO3dOiYmJzhAt\n", "9/TTTys8PFzbt2/X3r17vZ0GAAA1wusgvd3vQ8uVlpZq/fr1sixLgwYNcqsPDQ1V7969VVZWpnXr\n", "1rnUrV27VpI89qv4fKtXr/ZqTAAA1JRav0RgTk6OCgsLJUndunXz2CYmJkaSdPDgQWdZcXGxjhw5\n", "IsuyvOoHAEBdqvUgzcvLcz5u27atxzbh4eFubfPz82WM8bofAAB1qdaDtPwUlcDAQAUGBnpsExwc\n", "LEnOPdeK/SRV+n2sp34AANQl7v4CAIANtR6k5at0S0tLVVpa6rHN5cuXJUktWrRwllV8fOXKldvu\n", "BwBAXar1a+127drV+djhcKh9+/ZubRwOhyQpMjLSWVbxdBeHw+FSV1U/TyZMmKCwsDCXshEjRmjE\n", "iBG3ngAAoMFIS0tTWlqaS9mFCxdq9TVrPUijo6MVGhqqoqIiZWdnewzS7OxsSVKvXr2cZc2bN1dc\n", "XJwyMzOVnZ2thx566Lb6eZKSkuJycXIAgH/ytJOUkZGhhISEWnvNWj+0GxAQoGHDhskYox07drjV\n", "FxYW6sCBAwoMDNSwYcNc6oYPHy5JHvuVlZVp586dsizL2Q4AgLpWJ4uNpkyZoqCgIC1btsztQvML\n", "Fy5USUmJkpOT1aFDB5e68ePHq2XLltq0aZNOnDjhUrdq1So5HA4NHDhQ/fr1q+0pAADgUbWCNCcn\n", "R5mZmcrMzJQkGWN09OhRl7KKIiMjtWTJEn3zzTcaPHiw9u7dq+PHj2v+/PmaMWOGevbsqZSUFLd+\n", "YWFhWrNmjSRp8ODB2rZtm/Lz87Vs2TK98MIL6ty5s5YvX16dKQAAUCOq9R3pD3/4Q508eVLSPy4Z\n", "+MMf/tD5b0+rc5OSkhQVFaW5c+cqMTFRly5dUpcuXTR9+nRNnjxZQUFBHl9rwIABOnTokGbOnKmR\n", "I0fq/PnzateunV588UVNmzbN7dq9AOonbvYNf1WtIM3Pz6/Wi/Xp00cbN270ul9MTIxWrFhRrdcE\n", "4Fvc7Bv+rtZX7QK4s1W82Xf5vUmzsrKUlJTEzb7hFwhSAHWi/GbfgL/hEoEAANhAkAIAYANBCgCA\n", "DQQpAAA2EKQAANhAkAIAYANBCgCADQQpAAA2EKQAANhAkAIAYANBCgCADQQpAAA2EKQAANhAkAIA\n", "YANBCgCADQQpAAA2cGNv+L3c3FwVFRU5/52VleXD0QDwNwQp/Fpubq6io6N9PQwAfoxDu/Br5Xui\n", "qampSk9PV3p6umbNmuXjUQHwJ+yR4o4QGxur+Ph4SRzarU88/b8ICQlRVFSUD0YDVA9BCqDOFRQU\n", "SJKSkpI81ufk5BCmaDAIUgB1rri4WNKNQ+6xsbHO8qysLCUlJbksDgPqO4IUgM9UPOQONFQEKfwK\n", "p7oAqGsEKfwGp7oA8AVOf4Hf4FQXAL7AHin8Dqe6AKhL7JECAGADQQoAgA0EKQAANhCkAADYwGIj\n", "APXezecHl+O6vKgPCFI0SJ7eWFmh659udX4w1+WFrxGkaHC48MKdpeL5wVyXF/URQYoGp7I31s2b\n", "N2vatGm+GhZqGdflRX1FkKLBuvmNlUO7AHyBVbsAANjAHimAeqfi0YVbHWm4uZ6VvKhrBCnqFU+r\n", "cXljvHMUFBRIkpKSkmy1ZSUv6hJBinqjqtW4vDHeGYqLiyW5LiSrbBGZp7as5IUvEKSoNzytxuWN\n", "8c7kzR18WM0LXyNIUe/wxgigISFI0SB4s/gEYAES6hJBinrNm8UnAAuQ4AsEKeo1bxafACxAgi8Q\n", "pGgQvFl8AvA9O+oSQYpax7mhqA88fQA7d+6cWrZsecsyfl9RFYIUtYpzQ+FrNfU9O7+vqEyDCdJP\n", "PvlE8+fPV0ZGhq5evaqYmBiNHj1aY8eOlWVZvh7eHcfTXqanT/LlewF8ZwVf8fS9qfSP79o9ff/O\n", "7yu80SCC9M0339Qrr7yiJ598Utu3b1dISIiWLFmi8ePHa+vWrVq/fr0CAwN9Pcw7RnXuB8p3VvC1\n", "yu4W5On7dzu/r54+ZEocHvZn9T5I//znP+uVV15R9+7dXQJz3rx5On/+vH7729/qzTff1JQpU3w8\n", "Uv918xuDp71MT5/kK5Z7cvN3ViwiQn12O9+xFhQU6Ec/+lGlz2Hn8PDtrjUgyOtevQ/SGTNmSJLG\n", "jx/vttf5H//xH/rtb3+rX//615o0aZKaNm3qgxHWf2lpaRoxYsQt23n6A6zqjeF2Psl7evPh3FA0\n", "JNX5fb35A6Xdw8O3u9bgVkeL6iLI70T1OkjPnj2rXbt2ybIsDRo0yK0+Ojpa7dq101dffaUtW7ZU\n", "+UnQF/74xz9qzJgxKisrcylv2rSpPv30U91///0u5XZ/USv7JLpkyZJbBumt/gBr8jzOW31nBdQn\n", "1fmOtbJDw9W94lJV16H+61//6qz3dLSosraS53UNnsqr+kC9YcMG3XfffVX292auDVG9DtKDBw/K\n", "GKOgoCBFRkZ6bNOtWzd99dVXOnDgQL0L0iNHjujSpUuaOnWqs6yoqEhz587V7t279d133znLq/pF\n", "9fQp8ubQvNUhpY0bN7r8st/8S+3pD1Xy/MZQU4dgb2fvFagvvPmO9WZV7dXeHERVBU7F16rqOW8e\n", "a00dBar4/vDZZ5/ppZde8up9119XPtfrIM3Ly5MktW7dutI24eHhkqTjx4/XyZi8FRwcrFdeecX5\n", "76+//lpz587VCy+84LH9rT5xSlWH5s1BWNUve8U/YG8OzQLwjqe92qr+Nm8ncOzecu5W6xputadd\n", "2d7vnbjyuV4H6cWLFyVJzZo1q7RNcHCwJKmwsLBOxlSTbvWLeqtPkbdzSMnTL3t1PkkCsO9WQVSd\n", "wKnuLedu9eH5dp/3dvr7u3odpDXFV3tVX331la5cuaLFixc7y8o/HEhSfn6+8/Hp06cl3QjE8vHu\n", "2bNHkvTcc88597wl6fDhw9q0adMt+1d8jopty/f0Kz5v+XNW1t/TuG5VVlttfd3fX1+rIY3Vn7ZL\n", "xb/N8sc39/dU3pC2a/n4ffVeXOuva+qxBQsWGMuyTPv27Stt89Of/tRYlmV+8pOfuNWdPn3aRERE\n", "GEn88MMPP/zcwT8RERHm9OnTtZJV9XqPtGvXrpJurN6tjMPhkCSPi5HCw8N18OBBZxsAwJ0pPDzc\n", "5cheTarXQZqQkCDLsnTt2jUdO3bMGawVZWdnS5J69erl8Tlqc+MBABDg6wFUpXXr1vrnf/5nGWO0\n", "Y8cOt/qjR4/qq6++UmhoqB577DEfjBAAcKer10EqSa+99pok6b333lNpaalL3fz58yVJ/+///T+u\n", "agQA8InAGeXX4KunOnbsqKCgIK1atUqHDh1St27dVFRUpN/85jdasGCBnnjiCS1cuJA7wAAAfMIy\n", "xhhfD+J2lN9G7eDBg7p27ZpiYmI0atQojRs3jhAFAPhMgwlSVF9RUZHi4uJ06tQpvfbaa87D5QD8\n", "z8SJE/XOO++oY8eOLueoovbU++9IqyszM1PPP/+8IiMjFRwcrJYtW+p73/ueXnzxRR08eNBjn7Ky\n", "Mi1cuFAJCQm666671LJlSz366KP69NNP63j0NetXv/qVTp06JUm33Hv3l22wc+dOPf/884qNjVVw\n", "cLCCg4MVExOjn//858rNza2yr79sg08++USPPPKIWrZsqbvuuksJCQlauHCh/OWzc0FBgWbNmqV+\n", "/frpnnvuUVBQkNq2basnnnhCf/jDH6rsu3//fg0dOlRt2rRRcHCw4uLiNHv2bJWUlNTR6GvH/v37\n", "9e6770q69d+6P22D4uJizZ07V71799bdd9+t5s2bKzIyUkOHDnW5IE5FNTr/Wjk71ccWLlxogoKC\n", "zM9+9jPzl7/8xZw6dcrs27fP/PjHPzaWZZmpU6e69bl27Zp58sknjWVZ5pVXXjG5ubnm4MGDZsiQ\n", "IcayLPPmm2/6YCb2/fnPfzYBAQGmY8eOxrIs8/rrr1fa1l+2wZgxY4xlWSYmJsasWrXK5OTkmP/+\n", "7/82M2fONE2bNjVNmzY1mzZt8tjXX7bBvHnzjGVZ5qmnnjIZGRkmNzfXvPzyy86y69ev+3qItuza\n", "tcs0atTING3a1EyfPt2kp6ebvLw8s27dOhMdHW0syzLPPPOMKSsrc+u7YsUKExgYaPr27Wt2795t\n", "jh8/bubPn28aN25sevfubS5duuSDGdl39epV0717d+ffeufOnStt60/bICcnx3Ts2NE8+OCDZv36\n", "9SY/P98cPXrUpKSkmKZNm3q8oE9Nz9/vgvSjjz4yAQEBZsaMGW51ZWVlJiEhwfz61792q5s1a5ax\n", "LMu88MILLuXXrl0z3bt3N5Zlmd27d9fauGvDd999Z2JiYsyIESNMcnLyLYPUX7ZBYmKiCQsLM199\n", "9ZVb3XvvvWcsyzItWrQw586dc6v3h23wxRdfGMuyTFxcnFtg/uxnPzOWZZnZs2f7aHQ1Y8OGDcay\n", "LPPee++51Z0+fdqEhoYay7LMkiVLXOqOHTtmmjRpYtq2bWsKCwtd6ubMmWMsyzJjxoyp1bHXltde\n", "e83cc889Ji0trcog9adtcOnSJdOpUycTFxdniouL3ernzZtnEhISXMpqY/5+FaTXr183HTt2NC1b\n", "tjQlJSW33a+4uNiEhISYgIAAc/ToUbf6999/31iWZR555JGaHG6te+WVV0yrVq3M2bNnzbPPPltl\n", "kPrTNhg6dKjHS0Yac+NTe0BAgAkICDArVqxwqfOXbTBw4EBjWZZ5//333eqOHj3q/CBx5coVH4yu\n", "ZmzYsME0btzYFBUVeax/5plnPP6/Gj16tPNow80KCwtNkyZNTGBgoCkoKKiVcdeWzMxM06RJE7N0\n", "6VKza9euKoPUn7bBq6++aizLMmvXrr3tPrUxf78K0j/96U/Gsizz4x//2Kt+f/jDH6q8pm9eXp6x\n", "LMs0btzYnD17tiaGWusOHTpkGjdubJYvX26MMbcMUn/aBsXFxea7776rtL5NmzYe92b8YRv8/e9/\n", "d35QOHbsmMc27du3N5ZlmfXr19fx6GrOtWvXKg1RY4yZPHmysSzL9OzZ01l2/fp1ExYWZgICAsz2\n", "7ds99uvfv7+xLMu8/fbbNT7m2lJaWmr69OljHn74YWOMMZ999lmlQepP2+D69esmPDzcBAQEVPm7\n", "cHOf2pi/Xy022rZtmyQpKipKGRkZ+td//Vfdd999at26tXr27Kk33njDeV++ivbv3y/pxk3CPenc\n", "ubMaN26s0tJSZWRk1N4Eakhpaamee+45DRo06LZv5OtP2yA4OFhNmjTxWHft2jWdO3dOlmXpgQce\n", "cKnzh21w8OBBGWPUuHFjj9eflv4xvwMHDtTl0GpUo0aNdNddd1VaX3597Yr/j3Nycpy3W6zs/3FM\n", "TIwkVbogsT565513dPjw4UoX1VTkT9sgMzNTZ86c0b333itjjKZOnaoHHnhALVu2VGRkpJ599lll\n", "Zma69Kmt+ftVkH755ZeSpF27dql///763ve+pz/96U/605/+pPj4eE2fPl19+vTRuXPnXPqV31as\n", "bdu2Hp/Xsizn/6z6egPxit566y3l5ubq/fffv+0+/rYNKvPpp5+qrKxM3bt31w9+8AOXOn/YBuVz\n", "aN26daVtyq89XV/nYNf169e1bds2WZalcePGOcvLt41U+f/j8m1TsW19lp+fr6lTp2rWrFnq3Lnz\n", "Ldv70zYof78vLS1Vr169lJGRoffee0+7d+/Wyy+/rI8//lg9e/bUpk2bnH1qa/71+qL13iq/S8y+\n", "ffv0xhtvaMqUKc663r1769tvv9X69ev17//+70pLS3PW+dMNxHNzc/X666/rzTff1H333Xfb/fxp\n", "G1SmrKxM8+bNU+PGjT1+eveHbeAPc7Br6dKl+vrrrzV27FglJCQ4y8u3TWBgoAIDAz32bWjbZsyY\n", "MerevbsmTpx4W+39aRuUv9+fPXtWLVu21Mcff6yAgBv7hrGxsYqIiNBTTz2lkSNHKi8vT61ataq1\n", "+debIJ08ebL++Mc/etXHsiwtWbJE/fr1kyRdvnxZ0o3DPmPHjnVrP2HCBK1fv17r1q3Tu+++W+Wn\n", "dl+wuw2MMXr++efVo0cPjR8/vpZGWbtq4vegMm+99Zb27t2rd955R9///vftDBP11LFjx/TSSy+p\n", "b9++evvtt309nFr1u9/9Tl988YXS09Ndzhm9U670Vv5+L0ljx451hmi5IUOGqEuXLjp+/Lg+/PBD\n", "TZo0qdbGUm+C1OFw3PJEeU8qfudZ/im8bdu2CgsLc2vbvXt3STf2TNLT0513jAkNDZUkXblypdLX\n", "Kf+f1qJFC6/HeLvsboP3339f+/fvr/L7O1PJyfj+sg0qk5aWpldeeUUzZ86s9ENGfdkGdvjDHKrL\n", "4XDo0UcfVXR0tLZs2aKgoCCX+vJtU1paqtLSUo97JA1l2zgcDr300kt6+eWX3b7rr+xvXPKvbVDx\n", "qMv999/vsU337t11/Phx53qA2pp/vfmOdPny5c7JefPz6KOPOp8jIiJCknTPPfd4fI27775bgYGB\n", "MsbowoULzvLy+5yeOXPGYz9jjL7++mtJnm8gXlPsboM1a9aotLRUffr0UUhIiMvPypUrJUlz5sxx\n", "llXca/eXbeDJ2rVrlZycrJkzZ2rq1KmVtqsv28CO8jmUH/bypHwhTn2dQ3WcPn1agwYNUps2bbR9\n", "+3aFhIS4tal4P+PybXCzhrJttm7dqsLCQr399ttuf+uPP/64JOnkyZPOsvIAqTivhr4Nyt/vLcuq\n", "9D2/TZs2kqTz589Lqr3515s90prQo0cPbdu2zflmd7MLFy44b8V29913O8t79+4t6R83Cb/Z8ePH\n", "de3aNQUGBio+Pr6GR11zUlNT9d1337mVG2P08ssva/369fr5z3+uX/ziF5L+8elM8p9tcLMPP/xQ\n", "zz//vH7zm9/ol7/8ZZVt/WEbJCQkyLIsXbt2TceOHXMJj3Ll8+vVq1ddD69WnDx5UoMGDVL79u31\n", "8ccfV7qaNzo6WqGhoSoqKlJ2drbat2/v1qahbJthw4apf//+Huv27dunpKQktWvXTrt27XKp86dt\n", "0KNHD+fjyj78ln+gLH+/r7X53/aJMg3AX/7yF2NZlgkMDDQOh8Otfs+ePc7zAL/99ltnecUT8bOz\n", "s936LVq0yFiW5TxPqyHy5oIM/rIN/vM//9M0atTI7eo2xhjz1ltvmfnz57uU+cs2KL8gw6JFi9zq\n", "srOz/eKCDOVycnJMhw4dzGOPPeY2n7/97W/msccecykrPxn/V7/6ldtzXbhwwTRp0sQ0atSoQVyM\n", "oDJVnUdqjH9tg5iYGGNZlpk3b57H+qioKGNZlnn33XedZbUxf78KUmP+8SYyZcoUt7qnn3660ss/\n", "zZw50+Ol4UpKSsz9999vAgICzJ///OdaG3dtu1WQGuNf26D8upk3X72o3LPPPmuSk5Pdyv1hG3z+\n", "+eeVXiKw/DrEb7zxho9GV3MyMzNN27ZtzdChQ83Vq1fd6ssDpaLyy8Pde++9bpeHmz17trEsyzz/\n", "/PO1Ou7adqsg9adt8OGHHzrnevPV7D755BNjWZZp3bq1yzxrY/5+F6T/+7//a7p06WIaNWpk5syZ\n", "Y3Jzc82RI0fMhAkTjGVZ5qGHHvJ4Tcbr16+bJ554wnnpqJycHHPw4EFn2dy5c30wG3uKi4vN4cOH\n", "zeHDh01iYqKxLMuMHTvWWXbt2jWX9v6yDebOnevc60pISPD406pVKzNq1Ci3vv6yDcqvGfrkk0+a\n", "jIwMc/ToUedF64cMGWJKS0t9PURbDh8+bFq1amUsyzIPPvigx//H5Revv9ny5cudFyzfs2ePycvL\n", "M2+99ZZp3Lix6dWrV4O6YHtFR48eNYcPHzZLly41lmWZdu3amczMTHP48GHz97//3aWtP22D8utH\n", "P/bYY2b//v3mxIkTZsWKFaZ169YmLCzMfP755259anr+fhekxty4XuKUKVNMt27dTLNmzUxISIj5\n", "/ve/bxYsWOAWHhWVlpaaBQsWmB49epjmzZubsLAw88gjj5gtW7bU4ehrTvkn0/KfgIAAl8cnT550\n", "6+MP2+DBBx90Xiavqh9PQWqMf2wDY4zZsmWLefjhh01YWJhp3ry5iY+PNwsWLPB4R5SGJiUlxfl7\n", "XNlPeb0n+/btM4mJiaZVq1amadOm5v777zezZs3yuGfbUHTq1Mnl77vi37unI1H+tA1Wr15tBgwY\n", "YMLCwkyTJk1Mly5dzLhx48yJEycq7VOT8+fG3gAA2FBvTn8BAKAhIkgBALCBIAUAwAaCFAAAGwhS\n", "AABsIEgBALCBIAUAwAaCFAAAGwhSAABsIEgBALCBIAUAwAaCFAAAGwhSAABs+P9YiSEScIjfMQAA\n", "AABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAdIAAAHKCAYAAAC35crAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3Xt4VNWh/vF3JxAgmBDlIglQLiEJkWgl4dIHpM8B1Iqi\n", "oYdyKscpBtRq4WCB40FFUARBbMUnipwqRahyCTe5tBaUm2iBQiHhVOAkJIRwOTJYRAgxIMFk/f7g\n", "N9MMMwmZ7CSTDN/P8+Qx7LXWzFobmXfW3mvvbRljjAAAQLWEBLoDAAA0ZAQpAAA2EKQAANhAkAIA\n", "YANBCgCADQQpAAA2EKQAANhAkAIAYANBCgCADQQpAAA2VDtIi4uL9eqrr6p37966+eab1bx5c8XG\n", "xmro0KGaP3++zzZ79uzR0KFD1aZNG4WHhyspKUkzZ85USUlJpe91+PBhORwOxcTEqFmzZuratasm\n", "TZqkCxcuVLf7AADUDFMNubm5pmPHjubOO+80a9asMQUFBebw4cMmPT3dNG3a1LRv396rzdKlS01o\n", "aKjp27ev2bFjhzl69KiZM2eOady4sendu7f59ttvfb7Xp59+apo1a2YSExPNpk2bzLFjx8yiRYtM\n", "RESEiY2NNU6nszpDAACgRvgdpN9++63p1KmTSUpKMsXFxV7ls2fPNikpKR7bjhw5Ypo0aWLatm1r\n", "CgsLPcpmzZplLMsyTzzxhNdrnTt3zrRq1cqEh4ebgoICj7Jly5YZy7LMPffc4+8QAACoMX4H6Qsv\n", "vGAsyzKrVq2qcpvRo0cby7LM888/71VWWFhomjRpYkJDQ82JEyc8yqZPn24syzIjRozwaldWVmZi\n", "YmKMZVlm586d/g4DAIAa4dc50tLSUi1cuFCWZem+++6rcps1a9bIsiwNGjTIqzwyMlK9e/dWWVmZ\n", "Vq9e7VG2atUqSfLZrvzrrVixwp9hAABQY/wK0oMHD+r06dO69dZbZYzRlClTdPvtt6tly5aKjY3V\n", "o48+qoMHD3q0yc3NVWFhoSSpW7duPl83ISFBkrRv3z73tuLiYh06dEiWZfnVDgCAuuRXkH7xxReS\n", "rs4ye/XqpaysLL399tvasWOHnn32WX300Ufq2bOn1q9f726Tn5/v/r1t27Y+Xzc6OtqrbkFBgcz/\n", "f+a4P+0AAKhLjfypfObMGfd/W7ZsqY8++kghIVezODExUTExMXrooYc0cuRI5efnq1WrVu5LVEJD\n", "QxUaGurzdcPDwyXJPXOV5HFpS7NmzarcDgCAuuRXkF68eNH9+5gxY9wh6jJkyBB16dJFR48e1Qcf\n", "fKCJEyfWTC9tcDqdcjqdge4GACCAoqOj3Ucxa5pfQVp+Znjbbbf5rNO9e3cdPXpUe/fulXR1MZF0\n", "9XBwaWmpz1mpK6BbtGjh3lb+90uXLvl8L1/tynM6nerZs6dOnTpV4ZgAAMEvJiZG+/btq5Uw9StI\n", "Y2JiJF1dMXvLLbf4rNOmTRtJ0rlz5yRJsbGx7jKn06n27dt7tXHNGMvX7dSpk0d5+bLK2l1bfurU\n", "KS1ZskSJiYkVjivYjR8/Xunp6YHuRsDc6OOX2Ac3+vilG3sfZGdny+FwyOl0Bj5Ie/To4f799OnT\n", "Puu4zqPefPPNkqT4+HhFRkaqqKhIOTk5PoM0JydHktSrVy/3tubNmyspKUkHDx5UTk6O7rrrriq1\n", "8yUxMVHJycmV1glmUVFRjP8GHr/EPrjRxy+xD2qTX6t2u3Xrpvj4eBlj9Pe//91nnf/93/+VJPXt\n", "21fS1UVGw4YNkzFGW7du9apfWFiovXv3uuuVN3z4cEny2a6srEzbtm2TZVnuegAA1DW/b1r/wgsv\n", "SJLeffddXblyxaPsk08+0ZEjR9SqVSs9+uij7u2TJ09WWFiYFi1a5HWj+Xnz5qmkpERpaWnq0KGD\n", "R9m4cePUsmVLrV+/XseOHfMoW758uZxOpwYOHKh+/fr5OwwAAGqE30H6i1/8Qk888YSOHTumhx56\n", "SH/72990/PhxLVu2TL/4xS/UokULrV692r3ISLp6DnPBggX6+uuvNXjwYO3atUtHjx7VnDlzNG3a\n", "NPXs2dPnsfuoqCitXLlSkjR48GBt3rxZBQUFWrRokZ588kl17txZixcvtjF8AABsqu69BVesWGEG\n", "DBhgoqKiTJMmTUyXLl3M2LFjzbFjxypss3v3bpOammpatWplmjZtam677TYzY8YMc/ny5UrfKycn\n", "x/z7v/+7adu2rfu9nnnmGa8b4F8rMzPTSDKZmZnVGmOwWLZsWaC7EFA3+viNYR/c6OM35sbeB7Wd\n", "BZYx///2QUEoKytLKSkpyszM5CQ7ANygajsLqv1gbwAAQJACAGALQQoAgA0EKQAANhCkAADYQJAC\n", "AGADQQoAgA0EKQAANhCkAADYQJACAGADQQoAgA0EKQAANhCkAADYQJACAGADQQoAgA0EKQAANhCk\n", "AADY0CjQHQBwfXl5eSoqKvLYFhERobi4uAD1CIALQQrUc3l5eYqPj/dZlpubS5gCAUaQAvWcaya6\n", "ZMkSJSYmSpKys7PlcDi8ZqkA6h5BCjQQiYmJSk5ODnQ3AFyDIAUChPOeQHAgSIEA4LwnEDwIUiAA\n", "OO8JBA+CFAggznsCDR83ZAAAwAaCFAAAGwhSAABsIEgBALCBIAUAwAaCFAAAG7j8BahnsrOzK/0z\n", "gPqFIAXqiRMnTkiSHA5HgHsCwB8EKVBPFBcXS/K825EkbdiwQVOnTg1UtwBcB0EK1DPX3u2IQ7tA\n", "/cZiIwAAbCBIAQCwgSAFAMAGghQAABsIUgAAbCBIAQCwgSAFAMAGghQAABsIUgAAbCBIAQCwgSAF\n", "AMAGghQAABsIUgAAbCBIAQCwgSAFAMAGv4P0D3/4g0JCQir9+fvf/+6z7Z49ezR06FC1adNG4eHh\n", "SkpK0syZM1VSUlLpex4+fFgOh0MxMTFq1qyZunbtqkmTJunChQv+dh8AgBpVrQd7N2vWTB07dqy0\n", "/FrLli3TyJEj1adPH61du1YxMTFau3atnnvuOf3xj3/Utm3b1Lx5c69227dv1/33369OnTrp/fff\n", "V3x8vD799FM9/fTTWrNmjXbs2KG2bdtWZxgAANhWrSDt3bu3Pv300yrXz8/P1+jRo9W6dWtt3LhR\n", "kZGRkqSJEyfq8uXLeuGFFzRhwgTNnz/fo9358+c1fPhwWZalDRs2qFOnTpKktLQ0NWnSRI888ohG\n", "jhypTZs2VWcYAADYVifnSGfNmqWSkhKNGjXKHaIuY8eOVVhYmBYuXKiTJ096lM2dO1dnz55Vamqq\n", "O0RdHn74YUVHR2vLli3atWtXbQ8BAACfaj1IS0tLtWbNGlmWpUGDBnmVR0ZGqnfv3iorK9Pq1as9\n", "ylatWiVJPtuVf70VK1bUQs8BALi+agVpUVGRZsyYoZ49e+rWW29V+/btdffdd+vdd9/VlStXPOrm\n", "5uaqsLBQktStWzefr5eQkCBJ2rdvn3tbcXGxDh06JMuy/GoHAEBdqlaQZmVlaffu3ZoxY4Y+++wz\n", "ffDBB4qKitKvfvUr3XXXXTp//ry7bn5+vvv3ihYFRUdHe9UtKCiQMcbvdgAA1CW/Fxt1795dc+bM\n", "0YQJE9zbunXrpoEDByo1NVV/+tOfNHr0aK1Zs0aS3JeohIaGKjQ01OdrhoeHS5J75lq+neR7FXBF\n", "7QAAqEt+z0h79erlEaLlvfTSS5KkdevW6ciRI/Z6BgBAA1Cty18qcscddygkJERlZWXauXOnunbt\n", "6l6lW1paqtLSUp+z0osXL0qSWrRo4d5W/vdLly75fD9f7XwZP368oqKiPLaNGDFCI0aMqMKoAAAN\n", "RUZGhjIyMjy2lT/dWBtqNEgbNWqkVq1a6R//+IfOnTsnSeratau73Ol0qn379l7tnE6nJCk2Nta9\n", "rfzlLk6n06Ossna+pKenKzk5ueoDARqI7Oxsjz9HREQoLi4uQL0BAs/XJCkrK0spKSm19p5+Hdr9\n", "7rvv9NFHH7lngtf6/vvv9fXXX0uSewYYFxfnnpXm5OT4bOfa3qtXL/e25s2bKykpScYYv9oBN4IT\n", "J05IkhwOh1JSUtw/8fHxysvLC3DvgBuLX0F6+vRpPfTQQ9q7d6/P8gMHDqisrEyWZelHP/qRpKuL\n", "jIYNGyZjjLZu3erVprCwUHv37nXXK2/48OGS5LNdWVmZtm3bJsuy3PWAG0VxcbEkacmSJcrMzFRm\n", "ZqaWLFki6erlaQDqTrUuf3n//fd9bp8xY4Yk6d577/W49nPy5MkKCwvTokWLvG40P2/ePJWUlCgt\n", "LU0dOnTwKBs3bpxatmyp9evX69ixYx5ly5cvl9Pp1MCBA9WvX7/qDANo8BITE5WcnKzk5GQlJiYG\n", "ujvADcmvIA0NDZVlWfrDH/6gtLQ07dixQ8ePH9fu3bv1yCOPaN26derevbtX0MbGxmrBggX6+uuv\n", "NXjwYO3atUtHjx7VnDlzNG3aNPXs2VPp6ele7xcVFaWVK1dKkgYPHqzNmzeroKBAixYt0pNPPqnO\n", "nTtr8eLFNoYPAIA9fgVphw4dlJOTo5deekn5+fkaOnSounbtqvvvv18nTpzQG2+8ob1796pNmzZe\n", "bR0Oh3bu3KnWrVsrNTVV3bt318KFC/Xiiy9qx44dPp/8IkkDBgzQ/v37lZycrJEjRyoxMVGvvPKK\n", "nnrqKe3fv58nvwAAAsrvVbtxcXF66aWX3NeM+qNPnz5at26d3+0SEhK0dOlSv9sBAFDb6uTpLwAA\n", "BCuCFAAAGwhSAABsIEgBALCBIAUAwAaCFAAAGwhSAABsIEgBALCBIAUAwAaCFAAAGwhSAABsIEgB\n", "ALCBIAUAwAaCFAAAG/x+jBoA/+Tl5amoqMhjW3Z2doB6A6CmEaRALcrLy1N8fHyguwGgFhGkQC1y\n", "zUSXLFmixMRE9/YNGzZo6tSpgeoWgBpEkAJ1IDExUcnJye4/c2gXCB4sNgIAwAaCFAAAGwhSAABs\n", "IEgBALCBIAUAwAaCFAAAGwhSAABsIEgBALCBIAUAwAaCFAAAGwhSAABsIEgBALCBIAUAwAaCFAAA\n", "GwhSAABsIEgBALCBB3sDQcbXQ8MjIiIUFxcXgN4AwY8gBYLEiRMnJEkOh8NneW5uLmEK1AKCFAgS\n", "xcXFkqQlS5YoMTHRvT07O1sOh0NFRUWB6hoQ1AhSIMgkJiYqOTk50N0AbhgsNgIAwAaCFAAAGwhS\n", "AABsIEgBALCBIAUAwAaCFAAAGwhSAABsIEgBALCBIAUAwAaCFAAAG2okSCdMmKCQkBB17ty5Jl4O\n", "AIAGw3aQ7tmzR2+99ZYkybKs69YdOnSo2rRpo/DwcCUlJWnmzJkqKSmptN3hw4flcDgUExOjZs2a\n", "qWvXrpo0aZIuXLhgt/sAANhiK0hLSkr02GOPqUOHDtetu2zZMvXr109nzpzR2rVrdejQIY0ePVov\n", "v/yy+vfv735yxbW2b9+uHj16KCsrS++//75ycnI0ZcoUvfPOO0pOTtbp06ftDAEAAFtsBemsWbPk\n", "dDo1e/bsSuvl5+dr9OjRat26tTZu3Kh+/fqpc+fOmjhxol5++WXt3btXEyZM8Gp3/vx5DR8+XJZl\n", "acOGDbrnnnvUsWNHpaWl6d1339XRo0c1cuRIO0MAAMCWagfpoUOHNHv2bL3++uuKjo6utO6sWbNU\n", "UlKiUaNGKTIy0qNs7NixCgsL08KFC3Xy5EmPsrlz5+rs2bNKTU1Vp06dPMoefvhhRUdHa8uWLdq1\n", "a1d1hwEAgC3VCtKysjI99thj6t+/v0aNGiVjTIV1S0tLtWbNGlmWpUGDBnmVR0ZGqnfv3iorK9Pq\n", "1as9ylatWiVJPtuVf70VK1ZUZxgAANhWrSB98803deDAAc2fP/+6dXNzc1VYWChJ6tatm886CQkJ\n", "kqR9+/a5txUXF+vQoUOyLMuvdgAA1CW/g7SgoEBTpkzRjBkzqnS5S35+vvv3tm3b+qzjOjRcvm5B\n", "QYF7putPOwAA6pLfQfrEE0+oe/fuPhcH+eK6RCU0NFShoaE+64SHh0uSe+Zavp0kNWvWrMrtAACo\n", "S438qfzee+/p888/V2Zmpsc1o9e7fhQAgGBV5Rmp0+nUM888o2effVa33367R1lli41cq3RLS0tV\n", "Wlrqs87FixclSS1atHBvK//7pUuXqtwOAIC6VOUZ6aZNm1RYWKg33nhD6enpHmWugDx+/LgiIiIk\n", "XZ2lXrhwQbGxse56TqdT7du393ptp9MpSR51y1/u4nQ6Pcoqa+fL+PHjFRUV5bFtxIgRGjFiRKXt\n", "AAANS0ZGhjIyMjy2nT9/vlbfs8pBOmzYMPXv399n2e7du+VwONSuXTtt377doyw+Pl6RkZEqKipS\n", "Tk6OzyDNycmRJPXq1cu9rXnz5kpKStLBgweVk5Oju+66q0rtfElPT1dycnKldQAADZ+vSVJWVpZS\n", "UlJq7T2rfGj3pptuUpcuXXz+xMTESJIaNWrksV26usho2LBhMsZo69atXq9bWFiovXv3uuuVN3z4\n", "cEny2a6srEzbtm2TZVnuegAA1LU6eYza5MmTFRYWpkWLFnndaH7evHkqKSlRWlqa1z17x40bp5Yt\n", "W2r9+vU6duyYR9ny5cvldDo1cOBA9evXr7aHAACAT7aCNDc3VwcPHlRBQYGkqzexP3TokA4ePKgz\n", "Z86468XGxmrBggX6+uuvNXjwYO3atUtHjx7VnDlzNG3aNPXs2dPrvKskRUVFaeXKlZKkwYMHa/Pm\n", "zSooKNCiRYv05JNPqnPnzlq8eLGdIQAAYIutIP3JT36iO+64Q4899pgsy5LT6dTtt9+uO+64Q7/7\n", "3e886jocDu3cuVOtW7dWamqqunfvroULF+rFF1/Ujh071Lx5c5/vMWDAAO3fv1/JyckaOXKkEhMT\n", "9corr+ipp57S/v37K7xZAwAAdcGv60iv5ZqJVlWfPn20bt06v98nISFBS5cu9bsdAAC1rU7OkQIA\n", "EKwIUgAAbCBIAQCwgSAFAMAGW4uNADQc2dnZHn+OiIhQXFxcgHoDBA+CFAhyJ06ckHT1ErRr5ebm\n", "EqaATQQpEOSKi4slSUuWLFFiYqKkq7NTh8OhoqKiQHYNCAoEKXCDSExM5OENQC1gsREAADYQpAAA\n", "2ECQAgBgA0EKAIANBCkAADYQpAAA2ECQAgBgA0EKAIANBCkAADYQpAAA2ECQAgBgA0EKAIANBCkA\n", "ADYQpAAA2ECQAgBgA0EKAIANBCkAADYQpAAA2ECQAgBgA0EKAIANBCkAADYQpAAA2NAo0B0AGqq8\n", "vDwVFRV5bIuIiFBcXFyAegQgEAhSoBry8vIUHx/vsyw3N5cwBW4gBClQDa6Z6JIlS5SYmChJys7O\n", "lsPh8JqlAghuBClgQ2JiopKTkwPdDQABxGIjAABsIEgBALCBIAUAwAaCFAAAGwhSAABsIEgBALCB\n", "IAUAwAaCFAAAG7ghA1DDsrOzff4OIDgRpEANOXHihCTJ4XAEuCcA6hKHdoEaUlxcLOnq/XczMzOV\n", "mZmpGTNmBLhXAGobM1KghpW//y6HdoHgx4wUAAAbCFIAAGwgSAEAsIEgBQDABr+D9PTp03rvvff0\n", "r//6r+rUqZOaNm2q8PBwJSQk6KmnnlJeXl6Fbffs2aOhQ4eqTZs2Cg8PV1JSkmbOnKmSkpJK3/Pw\n", "4cNyOByKiYlRs2bN1LVrV02aNEkXLlzwt/sAANQov4N0yJAheuKJJxQVFaWMjAzl5eVpx44dGjJk\n", "iObPn68ePXpo586dXu2WLVumfv366cyZM1q7dq0OHTqk0aNH6+WXX1b//v3dlw5ca/v27erRo4ey\n", "srL0/vvvKycnR1OmTNE777yj5ORknT592v9RAwBQQ/y+/MWyLA0ZMkQLFy50b+vQoYOSk5P1zTff\n", "6P3339e0adO0efNmd3l+fr5Gjx6t1q1ba+PGjYqMjJQkTZw4UZcvX9YLL7ygCRMmaP78+R7vdf78\n", "eQ0fPlyWZWnDhg3q1KmTJCktLU1NmjTRI488opEjR2rTpk3VGTsAALb5PSOdNWuWXn/9dZ9lrmvn\n", "zpw549WmpKREo0aNcoeoy9ixYxUWFqaFCxfq5MmTHmVz587V2bNnlZqa6g5Rl4cffljR0dHasmWL\n", "du3a5e8wAACoEX4H6T333KP4+HifZbt373bXcSktLdWaNWtkWZYGDRrk1SYyMlK9e/dWWVmZVq9e\n", "7VG2atUqSfLZrvzrrVixwt9hAABQI2yv2r1y5Ypyc3M1YcIEZWRkaNiwYXrllVfc5bm5uSosLJQk\n", "devWzedrJCQkSJL27dvn3lZcXKxDhw7Jsiy/2gEAUJds3SJwxIgRWrlypYwxio2N1bp16/TQQw95\n", "1MnPz3f/3rZtW5+vEx0d7VW3oKBAxhhZluVXOwAA6pKtGWl6erqys7O1adMm9e3bV0OHDtXPf/5z\n", "9wxUkvsSldDQUIWGhvp8nfDwcEny2U6SmjVrVuV2AADUJVsz0ltvvVW33nqr4uPjdffdd6t169Z6\n", "4403VFBQoN27dyskhPs9AACCW40+/WXatGmaO3eu9u3bpz/96U9KTU11r9ItLS1VaWmpz1npxYsX\n", "JUktWrRwbyv/+6VLl3y+n692vowfP15RUVEe20aMGKERI0ZUYVQAgIYiIyNDGRkZHtvOnz9fq+9Z\n", "o0F60003qVOnTsrLy9Pu3buVmpqq2NhYd7nT6VT79u292jmdTknyqFv+chen0+lRVlk7X9LT092X\n", "5gAAgpevSVJWVpZSUlJq7T39OvbqdDr1zjvvqKysrMI6zZs3lyT3bf/i4+Pds9KcnByfbVzbe/Xq\n", "5fE6SUlJMsb41Q4AgLrkV5AePnxYY8aMqXCVrOtSGEnq2rWrpKuLjIYNGyZjjLZu3erVprCwUHv3\n", "7nXXK2/48OGS5LNdWVmZtm3bJsuy3PUAAKhr1VoN9M477/jc/vrrr+vixYu66aabPEJx8uTJCgsL\n", "06JFi7xuND9v3jyVlJQoLS1NHTp08CgbN26cWrZsqfXr1+vYsWMeZcuXL5fT6dTAgQPVr1+/6gwD\n", "AADb/ArSxo0bS7p6znHUqFH6/PPPVVBQoB07dmjMmDGaMmWKmjZtqj/84Q9q06aNu11sbKwWLFig\n", "r7/+WoMHD9auXbt09OhRzZkzR9OmTVPPnj2Vnp7u9X5RUVFauXKlJGnw4MHavHmzCgoKtGjRIj35\n", "5JPq3LmzFi9ebGf8AADY4tdio379+ikzM1MZGRn6/PPP9dOf/lQXLlxQkyZN1KVLF40bN07jxo3z\n", "ufjH4XAoLi5Or776qlJTU/Xtt9+qS5cuevHFFzVp0iSFhYX5fM8BAwZo//79mj59ukaOHKlz586p\n", "Xbt2euqppzR16lSve/cCAFCX/F6126NHD/Xo0aNab9anTx+tW7fO73YJCQlaunRptd4TAIDaxB0T\n", "AACwgSAFAMAGghQAABsIUgAAbCBIAQCwgSAFAMAGghQAABsIUgAAbCBIAQCwgSAFAMAGghQAABsI\n", "UgAAbCBIAQCwgSAFAMAGghQAABv8fh4pgOCRnZ3t8eeIiAjFxcUFqDdAw0SQAjegEydOSJIcDodX\n", "WW5uLmEK+IEgBW5AxcXFkqQlS5YoMTFR0tXZqcPhUFFRUSC7BjQ4BClwA0tMTFRycnKguwE0aCw2\n", "AgDABoIUAAAbOLQLXEdeXp7XecNrV7sCuHERpEAl8vLyFB8fH+huAKjHCFKgEq6ZaPnVrZK0YcMG\n", "TZ06NVDdAlCPEKRAFVy7upVDuwBcWGwEAIANBCkAADYQpAAA2ECQAgBgA0EKAIANBCkAADYQpAAA\n", "2ECQAgBgA0EKAIANBCkAADYQpAAA2ECQAgBgA0EKAIANBCkAADYQpAAA2ECQAgBgA0EKAIANBCkA\n", "ADYQpAAA2ECQAgBgA0EKAIANBCkAADYQpAAA2ECQAgBgA0EKAIANfgfpiRMnNGPGDPXr10+33HKL\n", "wsLC1LZtWz3wwAP68MMPK227Z88eDR06VG3atFF4eLiSkpI0c+ZMlZSUVNru8OHDcjgciomJUbNm\n", "zdS1a1dNmjRJFy5c8Lf7AADUKL+C9LPPPlNsbKxmzZqlu+++W1u2bFFOTo7mzZunI0eOaPjw4XI4\n", "HDLGeLVdtmyZ+vXrpzNnzmjt2rU6dOiQRo8erZdffln9+/dXcXGxz/fcvn27evTooaysLL3//vvK\n", "ycnRlClT9M477yg5OVmnT5+u3sgBAKgBjfypfO7cOZWWlio9PV1jx451b+/SpYv69u2rbt26admy\n", "ZRowYIAee+wxd3l+fr5Gjx6t1q1ba+PGjYqMjJQkTZw4UZcvX9YLL7ygCRMmaP78+R7vd/78eQ0f\n", "PlyWZWnDhg3q1KmTJCktLU1NmjTRI488opEjR2rTpk3VHT8AALb4fWi3UaNGevTRR722R0dH68EH\n", "H5QkrVixwqNs1qxZKikp0ahRo9wh6jJ27FiFhYVp4cKFOnnypEfZ3LlzdfbsWaWmprpD1OXhhx9W\n", "dHS0tmzZol27dvk7DAAAaoRfQTpkyBB98803uummm3yWt2vXTtLVmatLaWmp1qxZI8uyNGjQIK82\n", "kZGR6t27t8rKyrR69WqPslWrVkmSz3blX+/a4AYAoK74dWi3UaNGFYaoJDmdTknS7bff7t6Wm5ur\n", "wsJCWZalbt26+WyXkJCgHTt2aN++fe5txcXFOnTo0HXbSfJoB9iRl5enoqIi95+zs7MD2JvA8DXm\n", "iIgIxcXFBaA3QP3nV5BW5vvvv9fmzZtlWZbH+dP8/Hz3723btvXZNjo62qtuQUGBjDGyLMuvdkB1\n", "5eXlKT4+PtDdCJgTJ05IkhwOh8/y3NxcwhTwocaCdOHChfrqq680ZswYpaSkuLe7LlEJDQ1VaGio\n", "z7bh4eGSpMLCQq92ktSsWbMqtwOqyzUTXbJkiRITEyVJGzZs0NSpUwPZrTrjWjlffvzS1Rmqw+Hw\n", "mKkD+KcaCdIjR47omWeeUd++ffXGG2/UxEsCAZOYmKjk5GRJN+ah3fLjB3B9toPU6XTq3nvvVXx8\n", "vDZu3KiwsDCPctcq3dLSUpWWlvqclV68eFGS1KJFC/e28r9funTJ53v7aufL+PHjFRUV5bFtxIgR\n", "GjFiRKUBqsgCAAAd80lEQVTtAAANS0ZGhjIyMjy2nT9/vlbf01aQnjp1SnfffbfatGmjjz/+WBER\n", "EV51unbt6v7d6XSqffv2XnVci5RiY2Pd28pf7uJ0Oj3KKmvnS3p6Ot+wAeAG4GuSlJWV5XHKsaZV\n", "+167x48f149//GO1adNGW7Zs8ZrxucTHx7tnpTk5OT7ruLb36tXLva158+ZKSkqSMcavdgAA1KVq\n", "BWleXp769++vuLg4ffzxxx6XxHzxxRcaPHjwP98gJETDhg2TMUZbt271eq3CwkLt3btXoaGhGjZs\n", "mEfZ8OHDJclnu7KyMm3btk2WZbnrAQBQ1/wO0kOHDunHP/6xUlJStH79ejVt2tSj/JtvvtEnn3zi\n", "sW3y5MkKCwvTokWLvG40P2/ePJWUlCgtLU0dOnTwKBs3bpxatmyp9evX69ixYx5ly5cvl9Pp1MCB\n", "A9WvXz9/hwEAQI3w6xzpwYMHNWDAAJ09e1bHjh1T3759ver4WiIfGxurBQsWKC0tTYMHD9Zvf/tb\n", "tW3bVmvXrtW0adPUs2dPpaene7WLiorSypUr9cADD2jw4MF666231LVrV23fvl1PP/20OnfurMWL\n", "F/szBAAAapRfQbp161adPXtWlmXpiy++8FnHdROFazkcDsXFxenVV19Vamqqvv32W3Xp0kUvvvii\n", "Jk2a5LXa12XAgAHav3+/pk+frpEjR+rcuXNq166dnnrqKU2dOtXr3r0AANQlv4L017/+tX79619X\n", "+8369OmjdevW+d0uISFBS5curfb7AgBQW6q9ahcAABCkAADYQpACAGADQQoAgA0EKQAANhCkAADY\n", "QJACAGADQQoAgA0EKQAANhCkAADYQJACAGADQQoAgA0EKQAANhCkAADYQJACAGADQQoAgA0EKQAA\n", "NhCkAADYQJACAGADQQoAgA2NAt0BAA1Ddna2x58jIiIUFxcXoN4A9QdBCqBSJ06ckCQ5HA6vstzc\n", "XMIUNzyCFECliouLJUlLlixRYmKipKuzU4fDoaKiokB2DagXCFIAVZKYmKjk5ORAdwOod1hsBACA\n", "DQQpAAA2cGgXN6S8vDyv83vXrkoFgKogSHHDycvLU3x8fKC7ASBIEKS44bhmouVXoUrShg0bNHXq\n", "1EB1C0ADRZDihnXtKlQO7QKoDhYbAQBgA0EKAIANBCkAADYQpAAA2ECQAgBgA0EKAIANBCkAADYQ\n", "pAAA2ECQAgBgA0EKAIANBCkAADYQpAAA2ECQAgBgA0EKAIANBCkAADbwPFIEvby8PPfDvCWeOwqg\n", "ZhGkCGp5eXmKj48PdDcABDEO7SKouWaiS5YsUWZmpjIzMzVjxowA9wpAMLEVpDt37lRCQoJCQkJ0\n", "4sSJmuoTUOMSExOVnJys5ORkde7cOdDdARBEqhWkFy9e1IQJE/Qv//IvysvLk2VZVWq3Z88eDR06\n", "VG3atFF4eLiSkpI0c+ZMlZSUVNru8OHDcjgciomJUbNmzdS1a1dNmjRJFy5cqE73AdSQ7OxsZWVl\n", "efzk5eUFultAnfL7HGleXp7uv/9+GWO0ZcsWDRgwoErtli1bppEjR6pPnz5au3atYmJitHbtWj33\n", "3HP64x//qG3btql58+Ze7bZv3677779fnTp10vvvv6/4+Hh9+umnevrpp7VmzRrt2LFDbdu29XcY\n", "AGxwHYFyOBw+y3NzcxUXF1eXXQICxu8gzcnJ0f3336/Zs2erWbNmVWqTn5+v0aNHq3Xr1tq4caMi\n", "IyMlSRMnTtTly5f1wgsvaMKECZo/f75Hu/Pnz2v48OGyLEsbNmxQp06dJElpaWlq0qSJHnnkEY0c\n", "OVKbNm3ydxgAbCguLpZ09dxzYmKie3t2drYcDofHKmkg2Pl9aHfIkCF68803qxyikjRr1iyVlJRo\n", "1KhR7hB1GTt2rMLCwrRw4UKdPHnSo2zu3Lk6e/asUlNT3SHq8vDDDys6OlpbtmzRrl27/B0GgBpQ\n", "/txzcnKyR6gCNwq/g7Sq50NdSktLtWbNGlmWpUGDBnmVR0ZGqnfv3iorK9Pq1as9ylatWiVJPtuV\n", "f70VK1b41ScAAGpKrV/+kpubq8LCQklSt27dfNZJSEiQJO3bt8+9rbi4WIcOHZJlWX61AwCgLtV6\n", "kObn57t/r2hRUHR0tFfdgoICGWP8bgcAQF2q9SB1XaISGhqq0NBQn3XCw8MlyT1zLd9OUoXnY321\n", "AwCgLnFnIwAAbKj1IHWt0i0tLVVpaanPOhcvXpQktWjRwr2t/O+XLl2qcjsAAOpSrd+0vmvXru7f\n", "nU6n2rdv71XH6XRKkmJjY93byl/u4nQ6Pcoqa+fL+PHjFRUV5bFtxIgRGjFixPUHAABoMDIyMpSR\n", "keGx7fz587X6nrUepPHx8YqMjFRRUZFycnJ8BmlOTo4kqVevXu5tzZs3V1JSkg4ePKicnBzddddd\n", "VWrnS3p6upKTk+0MAwDQAPiaJGVlZSklJaXW3rPWD+2GhIRo2LBhMsZo69atXuWFhYXau3evQkND\n", "NWzYMI+y4cOHS5LPdmVlZdq2bZssy3LXAwCgrtXJYqPJkycrLCxMixYt8rrR/Lx581RSUqK0tDR1\n", "6NDBo2zcuHFq2bKl1q9fr2PHjnmULV++XE6nUwMHDlS/fv1qewgAAPhUrSDNzc3VwYMHdfDgQUmS\n", "MUaHDx/22FZebGysFixYoK+//lqDBw/Wrl27dPToUc2ZM0fTpk1Tz549lZ6e7tUuKipKK1eulCQN\n", "HjxYmzdvVkFBgRYtWqQnn3xSnTt31uLFi6szBAAAakS1zpH+5Cc/0fHjxyX985aBP/nJT9x/9rU6\n", "1+FwKC4uTq+++qpSU1P17bffqkuXLnrxxRc1adIkhYWF+XyvAQMGaP/+/Zo+fbpGjhypc+fOqV27\n", "dnrqqac0depUr3v3AgBQl6oVpAUFBdV6sz59+mjdunV+t0tISNDSpUur9Z4AANSmWl+1C9SlvLw8\n", "j0d4ZWdnB7A3AG4EBCmCRl5enuLj4wPdDQA3GG4RiKDhmokuWbJEmZmZyszM1IwZMwLcKwDBjhkp\n", "go7rYdMSh3YB1D5mpAAA2ECQAgBgA0EKAIANBCkAADYQpAAA2ECQAgBgA0EKAIANBCkAADYQpAAA\n", "2ECQAgBgA0EKAIAN3GsXDdK1j0uTuK8ugMAgSNHg8Lg0APUJQYoGp/zj0hITE93bN2zYoKlTpwaq\n", "WwBuUAQpGqzyj0uTOLQLIDBYbAQAgA0EKQAANhCkAADYQJACAGADi40A1LhrF35FREQoLi4uQL0B\n", "ahdBCqDGnDhxQpLkcDi8ynJzcwlTBCWCFECNKS4uluR5jW92drYcDofXnaiAYEGQAqhx117jCwQz\n", "ghT13rX31eXGCwDqE4IU9Rr31QVQ33H5C+q18vfVzczMVGZmpmbMmBHgXgHAPzEjRYNQ/pwbh3Yb\n", "Ji6JQbAiSAHUKi6JQbAjSAHUKi6JQbAjSAHUCS6JQbBisREAADYQpAAA2ECQAgBgA0EKAIANLDZC\n", "vcLtAAE0NAQp6g1uBwigIeLQLuoNbgcIoCFiRop6h9sBAmhImJECAGADQQoAgA0c2kWNuXbFrYuv\n", "p3z4qsthXAANEUGKGnG9Fbfln/LB6lwAwYQgRY0ov+LW9YQP6Z9P+fjb3/7mruOaeV5bd8OGDZo6\n", "dWod9hr1ka+jFTy7FPUZQVrP+XO4tD649gkflT2L8tq6HNpFZUcreHYp6iuCtB65NjRPnDihn/70\n", "pxXWbwgfLL6eRcnMExXxdWSDZ5eiviNI64nKvolXdLi0qh8sVT1UVpuzX64NhS/X/r/g+jPPLg0s\n", "Dq/7p8EE6ccff6w5c+YoKytLly9fVkJCgkaPHq0xY8bIsqxAd882X9/EXTO3ij5Urv0QOnv2rFq2\n", "bOmxrbJZrT8LgBrC7BcNR2WH/BFYHF73X4MI0tdee03PP/+8HnzwQW3ZskURERFasGCBxo0bp02b\n", "NmnNmjUKDQ0NdDdrRFVmbtX5ELreobLrLRbisBpqkq9D/hKH/f1ld+ZY2WVoHF6vunofpH/5y1/0\n", "/PPPq3v37h6BOXv2bJ07d06///3v9dprr2ny5MkB7mndqey8Y0UfTL5mteWD2t9DajylBTWBBWfV\n", "V9nMce3atfrBD37gse3agL3eUajrfWb4es0bVb0P0mnTpkmSxo0b5zXr/M///E/9/ve/129+8xtN\n", "nDhRTZs2DUAPA8fX7LUqH0zVmdGWf53rLYICaoOv/5d9nc7w9eGekZGhESNG1Gr/altFX17Lf3n+\n", "9NNP9cwzz1TpdE5FR6F8HRWo7DOjKqEd7Op1kJ45c0bbt2+XZVkaNGiQV3l8fLzatWunL7/8Uhs3\n", "bmxQH+6BnNH5s5K2sn9ArMRFXajOF79rz+UtWLBACQkJXvXq8gPf12FUX18E/F3r4OsLtT+naKry\n", "5dvXZ4Y/oR3s6nWQ7tu3T8YYhYWFKTY21medbt266csvv9TevXvrXZDm5uZq7ty5Kisr89h+6dIl\n", "LVq0KEC9+qeqnI+tLHRZiYu6cL3zqdc7l5eXl6dt27YpJSXF5+tf+4FfG+cda+ooTlW/vNbWqme7\n", "oR2s6nWQ5ufnS5Jat25dYZ3o6GhJ0tGjR+ukT/748MMP9bvf/U533HGHe9uVK1d08OBBSQ1rRkdo\n", "ItAqmjldLzT8uetWZYHn6xDmtbPH6wXm9dY1+LPWoTr/Dn2ti7CrqlcVBPPh3nodpBcuXJAkNWvW\n", "rMI64eHhkqTCwsI66ZO/br75ZmVlZbn//NVXX6lt27aSCCegtlRlIV1VT1tc7xCmL/4EYXXXOvij\n", "Li83quy9gvVwb70O0poSqJD68ssvdenSJc2fP9+9zfXlQLr6j8vVt507d1ZpW23VDXR7+hr492pI\n", "fa1o+759+yT5/hCvqP1jjz3mPrJ14MABrV+/XgUFBe56riNj5euVr3u99pJ06tSpOtkv12vvq691\n", "8V5Op1Pvvfeex+y/LtV6Bph6bO7cucayLNO+ffsK6/ziF78wlmWZn//8515lp06dMjExMUYSP/zw\n", "ww8/N/BPTEyMOXXqVK1kVb2ekXbt2lXS1dW7FXE6nZLkczFSdHS09u3b564DALgxRUdHexxRqEn1\n", "OkhTUlJkWZauXLmiI0eOuIO1vJycHElSr169fL5Gbe48AABCAt2ByrRu3Vr/8i//ImOMtm7d6lV+\n", "+PBhffnll4qMjNR9990XgB4CAG509TpIJemll16SJL399tsqLS31KJszZ44k6b/+679uuLsaAQDq\n", "h9Bprnvw1VMdO3ZUWFiYli9frv3796tbt24qKirSb3/7W82dO1cPPPCA5s2bFxRPgAEANDyWMcYE\n", "uhNV4XqM2r59+3TlyhUlJCRo1KhRGjt2LCEKAAiYBhOkqL6ioiIlJSXp5MmTeumll9yHywEEnwkT\n", "JujNN99Ux44dva5nRe2o9+dIq+vgwYN6/PHHFRsbq/DwcLVs2VI//OEP9dRTT7kv2r5WWVmZ5s2b\n", "p5SUFN10001q2bKl7r33Xn3yySd13Pua9dxzz+nkyZOSdN3Ze7Dsg23btunxxx9XYmKiwsPDFR4e\n", "roSEBP3qV79SXl5epW2DZR98/PHHuueee9SyZUvddNNNSklJ0bx58xQs351PnDihGTNmqF+/frrl\n", "llsUFhamtm3b6oEHHtCHH35Yads9e/Zo6NChatOmjcLDw5WUlKSZM2eqpKSkjnpfO/bs2aO33npL\n", "0vX/rQfTPiguLtarr76q3r176+abb1bz5s0VGxuroUOHetwQp7waHX+tXJ0aYPPmzTNhYWHml7/8\n", "pfnrX/9qTp48aXbv3m1+9rOfGcuyzJQpU7zaXLlyxTz44IPGsizz/PPPm7y8PLNv3z4zZMgQY1mW\n", "ee211wIwEvv+8pe/mJCQENOxY0djWZZ5+eWXK6wbLPvgiSeeMJZlmYSEBLN8+XKTm5tr/ud//sdM\n", "nz7dNG3a1DRt2tSsX7/eZ9tg2QezZ882lmWZhx56yGRlZZm8vDzz7LPPurd9//33ge6iLdu3bzeN\n", "GjUyTZs2NS+++KLJzMw0+fn5ZvXq1SY+Pt5YlmUeeeQRU1ZW5tV26dKlJjQ01PTt29fs2LHDHD16\n", "1MyZM8c0btzY9O7d23z77bcBGJF9ly9fNt27d3f/W+/cuXOFdYNpH+Tm5pqOHTuaO++806xZs8YU\n", "FBSYw4cPm/T0dNO0aVOfN/Sp6fEHXZD+6U9/MiEhIWbatGleZWVlZSYlJcX85je/8SqbMWOGsSzL\n", "PPnkkx7br1y5Yrp3724syzI7duyotX7Xhu+++84kJCSYESNGmLS0tOsGabDsg9TUVBMVFWW+/PJL\n", "r7K3337bWJZlWrRoYc6ePetVHgz74PPPPzeWZZmkpCSvwPzlL39pLMsyM2fODFDvasbatWuNZVnm\n", "7bff9io7deqUiYyMNJZlmQULFniUHTlyxDRp0sS0bdvWFBYWepTNmjXLWJZlnnjiiVrte2156aWX\n", "zC233GIyMjIqDdJg2gfffvut6dSpk0lKSjLFxcVe5bNnzzYpKSke22pj/EEVpN9//73p2LGjadmy\n", "pSkpKalyu+LiYhMREWFCQkLM4cOHvcrfffddY1mWueeee2qyu7Xu+eefN61atTJnzpwxjz76aKVB\n", "Gkz7YOjQoT5vGWnM1W/tISEhJiQkxCxdutSjLFj2wcCBA41lWebdd9/1Kjt8+LD7i8SlS5cC0Lua\n", "sXbtWtO4cWNTVFTks/yRRx7x+Xc1evRo99GGaxUWFpomTZqY0NBQc+LEiVrpd205ePCgadKkiVm4\n", "cKHZvn17pUEaTPvghRdeMJZlmVWrVlW5TW2MP6iC9M9//rOxLMv87Gc/86vdhx9+WOk9ffPz841l\n", "WaZx48bmzJkzNdHVWrd//37TuHFjs3jxYmOMuW6QBtM+KC4uNt99912F5W3atPE5mwmGffCPf/zD\n", "/UXhyJEjPuu0b9/eWJZl1qxZU8e9qzlXrlypMESNMWbSpEnGsizTs2dP97bvv//eREVFmZCQELNl\n", "yxaf7fr3728syzJvvPFGjfe5tpSWlpo+ffqYu+++2xhjzKefflphkAbTPvj+++9NdHS0CQkJqfT/\n", "hWvb1Mb4g2qx0ebNmyVJcXFxysrK0r/927/pBz/4gVq3bq2ePXvqlVdecT8kuLw9e/ZIuvqQcF86\n", "d+6sxo0bq7S01OORaPVVaWmpHnvsMQ0aNKjKj00Kpn0QHh6uJk2a+Cy7cuWKzp49K8uydPvtt3uU\n", "BcM+2Ldvn4wxaty4sc/7T0v/HN/evXvrsms1qlGjRrrpppsqLHfdX7v833Fubq77cYsV/R0nJCRI\n", "UoULEuujN998UwcOHKhwUU15wbQPDh48qNOnT+vWW2+VMUZTpkzR7bffrpYtWyo2NlaPPvqo+9nP\n", "LrU1/qAK0i+++EKStH37dvXv318//OEP9ec//1l//vOflZycrBdffFF9+vTR2bNnPdq5HpPkek7o\n", "tSzLcv9l1ccHiF/r9ddfV15ent59990qtwm2fVCRTz75RGVlZerevbt+/OMfe5QFwz5wjaF169YV\n", "1nHde7q+jsGu77//Xps3b5ZlWRo7dqx7u2vfSBX/Hbv2Tfm69VlBQYGmTJmiGTNmqHPnztetH0z7\n", "wPV5X1paql69eikrK0tvv/22duzYoWeffVYfffSRevbsqfXr17vb1Nb46/VN6/3lekrM7t279cor\n", "r2jy5Mnust69e+ubb77RmjVr9B//8R/KyMhwlwXDA8Rd8vLy9PLLL+u1117TD37wgyq3C6Z9UJGy\n", "sjLNnj1bjRs39vntPRj2QTCMwa6FCxfqq6++0pgxY5SSkuLe7to3oaGhCg0N9dm2oe2bJ554Qt27\n", "d9eECROqVD+Y9oHr8/7MmTNq2bKlPvroI4WEXJ0bJiYmKiYmRg899JBGjhyp/Px8tWrVqtbGX2+C\n", "dNKkSfrjH//oVxvLsrRgwQL169dPknTx4kVJVw/7jBkzxqv++PHjtWbNGq1evVpvvfVWpd/aA8Hu\n", "PjDG6PHHH1ePHj00bty4Wupl7aqJ/w8q8vrrr2vXrl1688039aMf/chON1FPHTlyRM8884z69u2r\n", "N954I9DdqVXvvfeePv/8c2VmZnpcM3qj3OnN9XkvSWPGjHGHqMuQIUPUpUsXHT16VB988IEmTpxY\n", "a32pN0HqdDqve6G8L+XPebq+hbdt21ZRUVFedbt37y7p6swkMzPT/cSYyMhISdKlS5cqfB/XX1qL\n", "Fi387mNV2d0H7777rvbs2VPp+TtTwcX4wbIPKpKRkaHnn39e06dPr/BLRn3ZB3YEwxiqy+l06t57\n", "71V8fLw2btyosLAwj3LXviktLVVpaanPGUlD2TdOp1PPPPOMnn32Wa9z/RX9G5eCax+UP+py2223\n", "+azTvXt3HT161L0eoLbGX2/OkS5evNg9OH9+7r33XvdrxMTESJJuueUWn+9x8803KzQ0VMYYnT9/\n", "3r3d9ZzT06dP+2xnjNFXX30lyfcDxGuK3X2wcuVKlZaWqk+fPoqIiPD4WbZsmSRp1qxZ7m3lZ+3B\n", "sg98WbVqldLS0jR9+nRNmTKlwnr1ZR/Y4RqD67CXL66FOPV1DNVx6tQpDRo0SG3atNGWLVsUERHh\n", "Vaf884xd++BaDWXfbNq0SYWFhXrjjTe8/q3ff//9kqTjx4+7t7kCpPy4Gvo+cH3eW5ZV4Wd+mzZt\n", "JEnnzp2TVHvjrzcz0prQo0cPbd682f1hd63z58+7H8V28803u7f37t1b0j8fEn6to0eP6sqVKwoN\n", "DVVycnIN97rmLFmyRN99953XdmOMnn32Wa1Zs0a/+tWv9PTTT0v657czKXj2wbU++OADPf744/rt\n", "b3+rX//615XWDYZ9kJKSIsuydOXKFR05csQjPFxc4+vVq1ddd69WHD9+XIMGDVL79u310UcfVbia\n", "Nz4+XpGRkSoqKlJOTo7at2/vVaeh7Jthw4apf//+Pst2794th8Ohdu3aafv27R5lwbQPevTo4f69\n", "oi+/ri+Urs/7Wht/lS+UaQD++te/GsuyTGhoqHE6nV7lO3fudF8H+M0337i3l78QPycnx6vdO++8\n", "YyzLcl+n1RD5c0OGYNkH//3f/20aNWrkdXcbY4x5/fXXzZw5czy2Bcs+cN2Q4Z133vEqy8nJCYob\n", "Mrjk5uaaDh06mPvuu89rPH//+9/Nfffd57HNdTH+c8895/Va58+fN02aNDGNGjVqEDcjqEhl15Ea\n", "E1z7ICEhwViWZWbPnu2zPC4uzliWZd566y33ttoYf1AFqTH//BCZPHmyV9nDDz9c4e2fpk+f7vPW\n", "cCUlJea2224zISEh5i9/+Uut9bu2XS9IjQmufeC6b+a1dy9yefTRR01aWprX9mDYB5999lmFtwh0\n", "3Yf4lVdeCVDvas7BgwdN27ZtzdChQ83ly5e9yl2BUp7r9nC33nqr1+3hZs6caSzLMo8//nit9ru2\n", "XS9Ig2kffPDBB+6xXns3u48//thYlmVat27tMc7aGH/QBen//d//mS5duphGjRqZWbNmmby8PHPo\n", "0CEzfvx4Y1mWueuuu3zek/H77783DzzwgPvWUbm5uWbfvn3uba+++moARmNPcXGxOXDggDlw4IBJ\n", "TU01lmWZMWPGuLdduXLFo36w7INXX33VPetKSUnx+dOqVSszatQor7bBsg9c9wx98MEHTVZWljl8\n", "+LD7pvVDhgwxpaWlge6iLQcOHDCtWrUylmWZO++80+ffsevm9ddavHix+4blO3fuNPn5+eb11183\n", "jRs3Nr169WpQN2wv7/Dhw+bAgQNm4cKFxrIs065dO3Pw4EFz4MAB849//MOjbjDtA9f9o++77z6z\n", "Z88ec+zYMbN06VLTunVrExUVZT777DOvNjU9/qALUmOu3i9x8uTJplu3bqZZs2YmIiLC/OhHPzJz\n", "5871Co/ySktLzdy5c02PHj1M8+bNTVRUlLnnnnvMxo0b67D3Ncf1zdT1ExIS4vH78ePHvdoEwz64\n", "88473bfJq+zHV5AaExz7wBhjNm7caO6++24TFRVlmjdvbpKTk83cuXN9PhGloUlPT3f/f1zRj6vc\n", "l927d5vU1FTTqlUr07RpU3PbbbeZGTNm+JzZNhSdOnXy+Pdd/t+7ryNRwbQPVqxYYQYMGGCioqJM\n", "kyZNTJcuXczYsWPNsWPHKmxTk+Pnwd4AANhQby5/AQCgISJIAQCwgSAFAMAGghQAABsIUgAAbCBI\n", "AQCwgSAFAMAGghQAABsIUgAAbCBIAQCwgSAFAMAGghQAABsIUgAAbPh/MKX3Pv7UD7cAAAAASUVO\n", "RK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAd4AAAHKCAYAAACt2SpOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XtYVOedB/DvAcNVkIoQQC0gODARTRxUrHjXxqCmuEvI\n", "Sp0QJG1CwuMFY83Wu7FeUhuLGltNLNaK4gVvmywmikoaIUuEsaEgAyMBzcYhIQYQQSXC2T/cmTLM\n", "gDPKnBH8fp6HJ/C+7++c95CYr++ZcxFEURRBREREkrCz9QSIiIgeJwxeIiIiCTF4iYiIJMTgJSIi\n", "khCDl4iISEIMXiIiIgkxeImIiCTE4CUiIpIQg5eIiEhCDxS8ubm5CAkJgZ2dHa5evdrVcyIiIuqx\n", "LArepqYmpKSkYOLEidBoNBAE4b413333HVatWgWFQgFvb284OjpiwIABiImJwdmzZzutLSsrg1Kp\n", "hJ+fH5ydnREcHIwlS5bgxo0bndZptVokJSXB398fTk5O8Pf3x+uvvw6tVmvJ4RIREXU90Uzl5eVi\n", "cHCwGBQUJObk5IiCIIh2dnbilStXOqwpLi4WPT09RUEQxN/85jfil19+KVZUVIjp6eli//79RUEQ\n", "xE2bNpmsPXfunOjs7CzK5XLx1KlTYlVVlbh7927Rzc1NDAoKErVarcm6kpIS0dPTU/Tz8xOPHj0q\n", "VlVViUeOHBF9fHzEfv36iZcuXTL3kImIiLqc2cH7X//1X+L8+fPFpqYmURRFs4L3F7/4hSgIgvjS\n", "Sy8Z9Z0+fVoUBEF84oknxO+//96gr7a2VuzXr5/o4uIiVlZWGvTt379fFARB/PnPf260zR9//FEM\n", "DQ0V7ezsxM8//9ygLzc3VxQEQXzqqafEu3fvmnvYREREXcrsU80zZ87Eli1b4OzsbPZqWqPRAAB+\n", "9rOfGfWNHj0aANDS0oLKykqDvm3btuH69euIjo5GQECAQd/s2bPh6+uL7Oxs5OXlGfRlZGSgrKwM\n", "ERER+u3rjBkzBqNHj0ZpaSkOHjxo9jEQERF1JbOD15zPc9t75plnAAAlJSVGfZcuXQIAODs7IyQk\n", "xKDv8OHDAIApU6aYnIeuvX2AdlYHAFOnTjVZR0REJBWr3k70+9//HqGhofjggw+wc+dONDQ0oKWl\n", "Bfn5+UhMTISrqys++OADuLm56WsaGxtRUlICQRAQGhpqcru6oC4oKDBoz8/PB4AO63Tt7euIiIik\n", "YtXgHTBgAIqKirB582asXLkSffr0gZOTE8aMGYPw8HCUlpYiLi7OoKayshKiKAIAfHx8TG7X19cX\n", "AFBRUaFvu3nzJmpqaiAIQod1uvbq6mrcvn37oY+PiIjIUlYN3tu3byMpKQnz58/H888/j9zcXBQV\n", "FeGDDz7A6dOnMWnSJBQWFhrUtL1VqKPPk11cXAAA9fX1D1TXvpaIiEgqvay58ZdeeglHjhzBnDlz\n", "sGvXLn27XC7HM888g5EjR2LChAlQqVSQyWTWnIrZtFot7/clInrM+fr66s+udjWrBe/ly5dx5MgR\n", "CIKAxYsXG/UrFApMmTIF2dnZ2Lx5M3bs2AEA6NOnj37MrVu3TG67qanJaKy7u7vZde1rdbRaLUaM\n", "GIFr1651dmhERNTD+fn5oaCgwCrha7XgValU+u87u9gpOzvb4HRz29uHtFotgoKCjOp0K9K2fb17\n", "94aXlxdqampQXV1tcn+6Oh8fHzg5OZnsv3btGtLT0yGXyzs5up5t4cKFSE1NtfU0bOZxP36Av4PH\n", "/fiBx/t3UFpaCqVSCa1W272CV0cQhA5vRbKzM/6I2dXVFWFhYSguLoZarcbYsWONxqjVagDAyJEj\n", "DdojIiLw0UcfobS01OT+OqprTy6XQ6FQdDqmJ/Pw8ODxP8bHD/B38LgfP8DfgTVZ7eIq3S0/oiii\n", "rKzM5Bhde/vPd2NjYwEAZ86cMappbW3F2bNnIQiCfpw5dQCQnZ1tMI6IiEhqVgvep59+GsOGDYMo\n", "itiyZYtRf0lJCU6dOgVBEBAfH2/QN2/ePHh6euLEiROoqqoy6Dtw4AC0Wi0mT56MyMhIg764uDjI\n", "ZDLk5+fj888/N+jLy8tDfn4+QkNDjW5hIiIikopFwVteXo7i4mIUFxcD+Ndqtm1bW+np6ejXrx/S\n", "0tKwaNEiFBUV4cqVKzh8+DBmzJgBAFiwYAGmTZtmUOfh4YFDhw4BAKKionD69GlUVlZi9+7deO21\n", "1xAYGIi9e/ca7a9Xr144cuQI+vbti5iYGBw7dgxVVVU4evQoYmJi4OnpiczMTJOnuImIiCRhyYOd\n", "AwICREEQ9C9IsLOzM/jZlG+//VZ86623xGHDhomurq7iE088Ifr6+oqzZs0Ss7KyOt2fWq0Wf/nL\n", "X4o+Pj6io6OjOGjQIHHx4sVifX19p3XffPON+Oqrr4oDBw4UHR0dxYEDB4qvvfaaeO3atU7rCgsL\n", "RQBiYWFh57+IHm7//v22noJNPe7HL4r8HTzuxy+Kj/fvwNpZIIji/z8miqBSqRAeHo7CwkJeVEBE\n", "9JiydhbwnCsREZGEGLxEREQSYvASERFJiMFLREQkIQYvERGRhBi8REREEmLwEhERSYjBS0REJCEG\n", "LxERkYQYvERERBJi8BIREUmIwUtERCQhBi8REZGEGLxEREQSYvASERFJiMFLREQkIQYvERGRhBi8\n", "REREEmLwEhERSYjBS0REJCEGLxERkYR62XoCRGQ7Go0GDQ0NRu1ubm4YPHiwDWZE1PMxeIkeUxqN\n", "BjKZrMP+8vJyhi+RFTB4iR5TupVueno65HK5vr20tBRKpdLkSpiIHh6Dl+gxJ5fLoVAobD0NoscG\n", "L64iIiKS0AMFb25uLkJCQmBnZ4erV6929ZyIiIh6LIuCt6mpCSkpKZg4cSI0Gg0EQTCr7scff8T2\n", "7dsxbtw49OvXD87OzggICEBUVBQ2btzYYV1ZWRmUSiX8/Pzg7OyM4OBgLFmyBDdu3Oh0f1qtFklJ\n", "SfD394eTkxP8/f3x+uuvQ6vVWnK4REREXc7s4NVoNHj66afx4YcfIjs72+wd1NTUYNSoUdi8eTNe\n", "ffVV5Ofno6SkBGvWrMEXX3yBpUuXorW11aguJycHw4cPh0qlwp49e6BWq7F8+XLs2LEDCoUC1dXV\n", "Jvd36dIlDB06FB9++CFSU1NRVlaGP/7xjzh+/DiGDRuG0tJSs+dORETU1cy+uEqtVmP69OnYuHEj\n", "nJ2dzappbW3F888/j+rqanz55Zfw9vbW9w0aNAhPPPEEFi9ebLRyrqurQ2xsLARBQFZWFgICAgAA\n", "CQkJcHR0xJw5cxAfH49Tp04Z1N29excxMTGora1Fbm4uRo8eDQDw9/eHj48Pxo4dixdeeAFFRUWw\n", "t7c399CJiIi6jNkr3pkzZ2LLli1mhy4ApKWl4YsvvsCbb75pELo6v/zlL3Ht2jWj4N22bRuuX7+O\n", "6OhofejqzJ49G76+vsjOzkZeXp5BX0ZGBsrKyhAREaEPXZ0xY8Zg9OjRKC0txcGDB80+BiIioq5k\n", "dvCa+3luW++//z4AICoqyqK6w4cPAwCmTJlich669vYB2lkdAEydOtVkHRERkVSsdjtRfX09CgoK\n", "IAgCBg4ciE2bNmHEiBHw8vKCv78/YmNjkZuba1TX2NiIkpISCIKA0NBQk9sOCQkBABQUFBi05+fn\n", "A0CHdbr29nVERERSsVrwFhUVAbi3Qp0+fTqOHDmCdevW4bPPPsM777yDL774AuPHj8ef/vQng7rK\n", "ykqIoggA8PHxMbltX19fAEBFRYW+7ebNm6ipqYEgCB3W6dqrq6tx+/bthztAIiKiB2C1J1fV1NQA\n", "uHeBlVqtRlVVFXr37g3g3srzqaeewjPPPIMFCxZgwoQJGDJkCAAY3CrU0efJLi4uAO6tqnUsqdPV\n", "Ojk5PcihERERPTCrrXibmpr03yckJOhDV2fYsGGYPHkyWlpasHPnTmtNg4iI6JFiteBtu+p86qmn\n", "TI4JCwsDAFy4cEHf1qdPH/33t27dMlmnC/W2Y93d3c2ua19LREQkFaudavbz89N/37dvX5NjvLy8\n", "AAC1tbX6tra3D2m1WgQFBRnV6Z5A1bavd+/e8PLyQk1NTYcP19DV+fj4dHqaeeHChfDw8DBoi4uL\n", "Q1xcXIc1RETU/WRkZCAjI8Ogra6uzqr7tFrwDh06FHZ2dmhtbe0wCHWfA//kJz/Rt7m6uiIsLAzF\n", "xcVQq9UYO3asUZ1arQYAjBw50qA9IiICH330UYdPp+qorr3U1FS+rYWI6DFgalGlUqkQHh5utX1a\n", "7VRz79699ffNfvnllybHXLp0CcC9h1u0FRsbCwA4c+aMUU1rayvOnj0LQRD048ypA6B/1GX7OiIi\n", "IqlY9bWAS5cuBQDs27fP4HQycO9l29nZ2XByckJycrJB37x58+Dp6YkTJ06gqqrKoO/AgQPQarWY\n", "PHkyIiMjDfri4uIgk8mQn5+Pzz//3KAvLy8P+fn5CA0N5SljIiKyGYuCt7y8HMXFxSguLgYAiKKI\n", "srIyg7a2xo8fj9/97ne4efMmpk2bhk8//RRXr17Fhx9+iOeffx6Ojo7461//ikGDBhnUeXh44NCh\n", "QwDuPfXq9OnTqKysxO7du/Haa68hMDAQe/fuNdpfr169cOTIEfTt2xcxMTE4duwYqqqqcPToUcTE\n", "xMDT0xOZmZmws+NriImIyEZECwQEBIiCIIiCIIh2dnainZ2dwc8dOX36tDh9+nSxX79+ooODgzhg\n", "wADx5ZdfFv/5z392uj+1Wi3+8pe/FH18fERHR0dx0KBB4uLFi8X6+vpO67755hvx1VdfFQcOHCg6\n", "OjqKAwcOFF977TXx2rVrndYVFhaKAMTCwsJOxxH1BB39984/B/S4s/afAYsurqqsrHygcJ86dar+\n", "815LhISEYN++fRbX+fn58d5gIiJ6JPGcKxERkYQYvERERBJi8BIREUmIwUtERCQhBi8REZGEGLxE\n", "REQSYvASERFJiMFLREQkIQYvERGRhBi8REREEmLwEhERSYjBS0REJCEGLxERkYQYvERERBJi8BIR\n", "EUmIwUtERCQhBi8REZGEGLxEREQSYvASERFJiMFLREQkIQYvERGRhBi8REREEmLwEhERSYjBS0RE\n", "JCEGLxERkYQYvERERBJi8BIREUnogYI3NzcXISEhsLOzw9WrVy2q3bJlC+zs7GBnx8wnIqLHj0Xp\n", "19TUhJSUFEycOBEajQaCIFi0s6qqKixbtgwAzKotKyuDUqmEn58fnJ2dERwcjCVLluDGjRud1mm1\n", "WiQlJcHf3x9OTk7w9/fH66+/Dq1Wa9F8iYiIulovcwdqNBpMnz4doigiOzsbkyZNsnhnr776Kvr1\n", "62fWKjknJwfTp09HQEAA9uzZA5lMhnPnzmH+/Pk4evQozp8/Dx8fH6O6S5cuYfz48XB0dMR7770H\n", "hUKBwsJCJCcnIzMzE3//+98hl8stnjtRd6fRaNDQ0KD/ubS01IazIXp8mR28arUa06dPx8aNG+Hs\n", "7Gzxjv7617/i008/xdGjR/H88893Oraurg6xsbEQBAFZWVkICAgAACQkJMDR0RFz5sxBfHw8Tp06\n", "ZVB39+5dxMTEoLa2Frm5uRg9ejQAwN/fHz4+Phg7dixeeOEFFBUVwd7e3uJjIOquNBoNZDKZradB\n", "RLDgVPPMmTOxZcuWBwrdb7/9FosWLcJ//ud/Iiws7L7jt23bhuvXryM6OlofujqzZ8+Gr68vsrOz\n", "kZeXZ9CXkZGBsrIyRERE6ENXZ8yYMRg9ejRKS0tx8OBBi4+BqDvTrXTT09NRWFiIwsJCrF271saz\n", "Ino8mR28ln6e21ZycjJ8fX2xfPlyiKJ43/GHDx8GAEyZMsXkPHTt7QO0szoAmDp1qsk6oseFXC6H\n", "QqGAQqFAYGCgradD9Fgy+1Tzgzp27BiOHTuG8+fP44knnrjv+MbGRpSUlEAQBISGhpocExISAgAo\n", "KCgwaM/PzweADut07e3riIiIpGLVe3rq6uqQnJyM5ORk/OxnPzOrprKyUr8qNnXxFAD4+voCACoq\n", "KvRtN2/eRE1NDQRB6LBO115dXY3bt2+bfRxERERdxarB++abb8LBwQEbNmwwu6btrUIdfZ7s4uIC\n", "AKivr3+guva1REREUrHaqeYzZ85g9+7dyMrKgqurq779YT4rJiIi6u6sErxNTU149dVXMWfOHDz3\n", "3HMGffe7uKpPnz7672/dutXh9tuPdXd3N7uufW17CxcuhIeHh0FbXFwc4uLiOpk5ERF1NxkZGcjI\n", "yDBoq6urs+o+rRK8Fy5cQGVlJbRaLY4fP27QpwteURTh5uamby8tLcWAAQMMbh/SarUICgoy2r7u\n", "CVRt+3r37g0vLy/U1NSgurra5Lx0dT4+PnBycupw/qmpqVAoFPc5SiIi6u5MLapUKhXCw8Ottk+r\n", "BG9ERAQuX75ssu9///d/MXHiRAiCgC+//FLfrrtgytXVFWFhYSguLoZarcbYsWONtqFWqwEAI0eO\n", "NNrvRx991OETeTqqIyIikopVLq5ycnLCoEGDTH799Kc/1Y9r2972SVKxsbEA7n1O3F5rayvOnj0L\n", "QRD048ypA4Ds7GyDcURERFJ7JF8RNG/ePHh6euLEiROoqqoy6Dtw4AC0Wi0mT56MyMhIg764uDjI\n", "ZDLk5+fj888/N+jLy8tDfn4+QkND+VktERHZjEWnmsvLy9Hc3Kz/WRRFlJWV6W/l6exxkJWVlWhs\n", "bMS1a9f0tSUlJRBFEX379oWfn59+rIeHBw4dOoQZM2YgKioKW7duRXBwMHJycjB//nwEBgZi7969\n", "xgfTqxeOHDmCCRMmICYmBtu3b8fw4cOhUqmQnJwMT09PZGZm8pWERERkMxYF77Rp03DlyhUA/7ot\n", "aNq0afqfW1paOqxNTEzEp59+alA7dOhQAPdefpCWlmYwftKkSbh48SLefvttxMfHo7a2Fv3790dS\n", "UhJWrFhhcBVzW0OGDEFRURHWrFmDBQsW4LvvvoO3tzeio6OxatUq/WfJREREtmBR8FZWVj7wjs6d\n", "O2dxTUhICPbt22dxnZ+fH3bu3GlxHRERkbXxnCsREZGEGLxEREQSYvASERFJiMFLREQkIQYvERGR\n", "hKz2diIi6t7aP3rVzc0NgwcPttFsiHoOBi8RGbh69SoAQKlUGvWVl5czfIkeEoOXiAw0NjYCANLT\n", "0yGXywHcW/0qlUo0NDTYcmpEPQKDl4hMksvlfD0mkRXw4ioiIiIJMXiJiIgkxOAlIiKSEIOXiIhI\n", "QgxeIiIiCTF4iYiIJMTgJSIikhCDl4iISEIMXiIiIgkxeImIiCTE4CUiIpIQg5eIiEhCDF4iIiIJ\n", "MXiJiIgkxOAlIiKSEIOXiIhIQgxeIiIiCT1Q8Obm5iIkJAR2dna4evVqV8+JiIiox7IoeJuampCS\n", "koKJEydCo9FAEIROx9fU1GDz5s2YMmUKvLy84ODggH79+mHy5MlIS0uDKIqd1peVlUGpVMLPzw/O\n", "zs4IDg7GkiVLcOPGjU7rtFotkpKS4O/vDycnJ/j7++P111+HVqu15HCJui2NRgOVSqX/Ki0ttfWU\n", "iOj/9TJ3oEajwfTp0yGKIrKzszFp0qROx1++fBlPP/00bt++jeTkZGzYsAHe3t5Qq9VYuXIlfvWr\n", "X2Hfvn347//+bzg5ORnV5+TkYPr06QgICMCePXsgk8lw7tw5zJ8/H0ePHsX58+fh4+NjVHfp0iWM\n", "Hz8ejo6OeO+996BQKFBYWIjk5GRkZmbi73//O+RyubmHTdTtaDQayGQyW0+DiDpgdvCq1WpMnz4d\n", "GzduhLOz833H37x5E7du3cKbb76JTZs26dsDAgIwYcIEyOVynDt3DuvWrcPatWsNauvq6hAbGwtB\n", "EJCVlYWAgAAAQEJCAhwdHTFnzhzEx8fj1KlTBnV3795FTEwMamtrkZubi9GjRwMA/P394ePjg7Fj\n", "x+KFF15AUVER7O3tzT10om6loaEBAJCenq7/S2ZWVhZWrFhhy2kR0f8z+1TzzJkzsWXLFrNCV0cQ\n", "BLzyyitG7c7OzlAqlQCAgwcPGvVv27YN169fR3R0tD50dWbPng1fX19kZ2cjLy/PoC8jIwNlZWWI\n", "iIjQh67OmDFjMHr0aJSWlprcJ1FPI5fLoVAooFAoEBgYaOvpENH/Mzt47/d5bnvDhg1DbW0tQkND\n", "Tfb3798fAFBbW2vUd/jwYQDAlClTTM5D194+QDurA4CpU6earCMiIpKK1W4nsrOzg7u7e4f9ugud\n", "hg4datDe2NiIkpISCILQYWiHhIQAAAoKCgza8/PzAaDDOl17+zoiIiKp2Ow+3qysLABAcnKyQXtl\n", "ZaX+amdTF08BgK+vLwCgoqJC33bz5k3U1NRAEIQO63Tt1dXVuH379sMdABER0QOwSfCeOnUKKpUK\n", "M2bMQExMjEFf21uFOvo82cXFBQBQX1//QHXta4mIiKQiefB+//33+NWvfgWZTIY9e/ZIvXsiIiKb\n", "kjR4b968ienTp6NXr144c+YM+vbtazSmT58++u9v3bplcjtNTU1GY9t+nny/uva1REREUjH7Pt6H\n", "1dDQgBkzZqC2thY5OTn6q5rba3v7kFarRVBQkNEY3YVZbft69+4NLy8v1NTUoLq62uS2dXU+Pj4m\n", "H9qhs3DhQnh4eBi0xcXFIS4ursMaIiLqfjIyMpCRkWHQVldXZ9V9ShK8tbW1eO6559DY2IjPPvus\n", "w4ufAMDV1RVhYWEoLi6GWq3G2LFjjcao1WoAwMiRIw3aIyIi8NFHH3X4eLyO6tpLTU2FQqHodAwR\n", "EXV/phZVKpUK4eHhVtun1U81f/fdd5g4cSLu3r2LTz/91CB0v/32Wzz33HP47rvvDGpiY2MBAGfO\n", "nDHaXmtrK86ePQtBEPTjzKkDgOzsbINxREREUrNq8F67dg0TJkxA7969ce7cOXh6ehr037p1C6dO\n", "nTK6tWfevHnw9PTEiRMnUFVVZdB34MABaLVaTJ48GZGRkQZ9cXFxkMlkyM/Px+eff27Ql5eXh/z8\n", "fISGhvKUMRER2YxFp5rLy8vR3Nys/1kURZSVlelv5QkLC9P3ffPNNxg/fjwqKysRGhqKyZMnG22v\n", "7bba8vDwwKFDhzBjxgxERUVh69atCA4ORk5ODubPn4/AwEDs3bvX+GB69cKRI0cwYcIExMTEYPv2\n", "7Rg+fDhUKhWSk5Ph6emJzMxM2NnxNcRERGQbFgXvtGnTcOXKFQD/eoTktGnT9D+3tLTox164cAGV\n", "lZUQBAFlZWUmtyeKYoePopw0aRIuXryIt99+G/Hx8aitrUX//v2RlJSEFStWdPhUrCFDhqCoqAhr\n", "1qzBggUL8N1338Hb2xvR0dFYtWqV/uEbREREtmBR8FZWVpo9dtasWWhtbbV4Qm2FhIRg3759Ftf5\n", "+flh586dD7VvIiIia+A5VyIiIgkxeImIiCTE4CUiIpIQg5eIiEhCDF4iIiIJMXiJiIgkxOAlIiKS\n", "EIOXiIhIQgxeIiIiCTF4iYiIJMTgJSIikpBFz2omosdbaWmpUZubmxsGDx5sg9kQdU8MXiK6r6tX\n", "rwIAlEqlyf7y8nKGL5GZGLxEdF+NjY0AgPT0dMjlcn17aWkplEolGhoabDU1om6HwUtEZpPL5VAo\n", "FLaeBlG3xouriIiIJMTgJSIikhCDl4iISEIMXiIiIgkxeImIiCTE4CUiIpIQg5eIiEhCDF4iIiIJ\n", "MXiJiIgkxOAlIiKSEIOXiIhIQgxeIiIiCT1Q8Obm5iIkJAR2dnb614URERHR/VkUvE1NTUhJScHE\n", "iROh0WggCIJZdfn5+Zg1axa8vb3h4uKCsLAwrFu3Ds3NzZ3WlZWVQalUws/PD87OzggODsaSJUtw\n", "48aNTuu0Wi2SkpLg7+8PJycn+Pv74/XXX4dWqzX7WImIiKzB7ODVaDR4+umn8eGHHyI7O9vsHezf\n", "vx+RkZGoqanBsWPHUFJSgsTERKxZswbjxo3Tv+ezvZycHAwfPhwqlQp79uyBWq3G8uXLsWPHDigU\n", "ClRXV5usu3TpEoYOHYoPP/wQqampKCsrwx//+EccP34cw4YNQ2lpqdlzJyIi6mpmv49XrVZj+vTp\n", "2LhxI5ydnc2qqaioQGJiIry8vHDy5Em4u7sDABYtWoQ7d+5g2bJlSElJwfvvv29QV1dXh9jYWAiC\n", "gKysLAQEBAAAEhIS4OjoiDlz5iA+Ph6nTp0yqLt79y5iYmJQW1uL3NxcjB49GgDg7+8PHx8fjB07\n", "Fi+88AKKiopgb29v7qETERF1GbNXvDNnzsSWLVvMDl0AWL9+PZqbmzF37lx96OokJyfDwcEBaWlp\n", "+Prrrw36tm3bhuvXryM6OlofujqzZ8+Gr68vsrOzkZeXZ9CXkZGBsrIyRERE6ENXZ8yYMRg9ejRK\n", "S0tx8OBBs4+BiIioK5kdvOZ+nqvT0tKCo0ePQhAETJkyxajf3d0do0aNQmtrKzIzMw36Dh8+DAAm\n", "69pur32AdlYHAFOnTjVZR0REJBWr3U5UXl6O+vp6AEBoaKjJMSEhIQCAgoICfVtjYyNKSkogCIJF\n", "dcC9i7g625+uvX0dERGRVKwWvBUVFfrvfXx8TI7x9fU1GltZWQlRFC2uu3nzJmpqaiAIQod1uvbq\n", "6mrcvn3b3EMhIiLqMlYLXt0tP/b29h1eyOTi4gIA+pVx2zoAHX6e/LB17WuJiIikwidXERERScjs\n", "24kspbuKuaWlBS0tLSZXvU1NTQCAPn366Nvafn/r1i2T2zZV1/aq6fvVta9tb+HChfDw8DBoi4uL\n", "Q1xcXIc1RETU/WRkZCAjI8Ogra6uzqr7tFrwBgcH67/XarUYMGCA0Rjdk6SCgoL0bW1vH9JqtQZ9\n", "ndX17t0bXl5eqKmp6fDhGro6Hx8fODk5dTj31NRUKBSKDvuJiKhnMLWoUqlUCA8Pt9o+rXaqWSaT\n", "6VeharXa5Bhd+8iRI/Vtrq6uCAsLgyiKFtUBQEREBAB0+HSqjuqIiIikYrXgtbOzQ0xMDERRxJkz\n", "Z4z66+vrceHCBdjb2yMmJsagLzY2FgBM1rW2tuLs2bMQBEE/zpw6APpHXbavIyIikopVL65aunQp\n", "HBwcsHuRgaEjAAAgAElEQVT3bqMXG2zfvh3Nzc1ISEjAwIEDDfrmzZsHT09PnDhxAlVVVQZ9Bw4c\n", "gFarxeTJkxEZGWnQFxcXB5lMhvz8fHz++ecGfXl5ecjPz0doaCg/qyUiIpux6DPe8vJygzcKiaKI\n", "srIyfaiGhYUZjA8KCsKuXbuQkJCAqKgobNq0CT4+Pjh27BhWr16NESNGIDU11Wg/Hh4eOHToEGbM\n", "mIGoqChs3boVwcHByMnJwfz58xEYGIi9e/caH0yvXjhy5AgmTJiAmJgYbN++Xf+iheTkZHh6eiIz\n", "MxN2dryYm3oGjUaDhoYGgza+CITo0WZR8E6bNg1XrlwB8K9HSE6bNk3/c0tLi1GNUqnE4MGDsWHD\n", "BkRHR+PmzZsYNGgQVq5ciSVLlsDBwcHkviZNmoSLFy/i7bffRnx8PGpra9G/f38kJSVhxYoVRs9+\n", "1hkyZAiKioqwZs0aLFiwAN999x28vb0RHR2NVatW6R++QdTdaTQayGQyW0+DiCxkUfBWVlY+0E4i\n", "IiJw/Phxi+tCQkKwb98+i+v8/Pywc+dOi+uIuhPdSjc9PR1yuVzfnpWVhRUrVthqWkR0H1a7nYiI\n", "pCGXyw1uf+OpZqJHGz/sJCIikhCDl4iISEIMXiIiIgkxeImIiCTE4CUiIpIQg5eIiEhCDF4iIiIJ\n", "MXiJiIgkxOAlIiKSEIOXiIhIQgxeIiIiCTF4iYiIJMTgJSIikhCDl4iISEIMXiIiIgkxeImIiCTE\n", "4CUiIpIQg5eIiEhCDF4iIiIJMXiJiIgkxOAlIiKSEIOXiIhIQgxeIiIiCTF4iYiIJMTgJSIikhCD\n", "l4iISEKSBG9VVRVSUlIwbNgw9O3bF05OTggMDMRLL70ElUrVYV1+fj5mzZoFb29vuLi4ICwsDOvW\n", "rUNzc3On+ysrK4NSqYSfnx+cnZ0RHByMJUuW4MaNG119aERERBaxevCePXsWTz31FP70pz9hzpw5\n", "+Oyzz1BUVIQlS5bgww8/REREBA4cOGBUt3//fkRGRqKmpgbHjh1DSUkJEhMTsWbNGowbNw6NjY0m\n", "95eTk4Phw4dDpVJhz549UKvVWL58OXbs2AGFQoHq6mprHzIREVGHell7BykpKbh9+zaWL1+Ot956\n", "S98uk8nwxBNP4NVXX8W8efPw4osvws7u3t8DKioqkJiYCC8vL5w8eRLu7u4AgEWLFuHOnTtYtmwZ\n", "UlJS8P777xvsq66uDrGxsRAEAVlZWQgICAAAJCQkwNHREXPmzEF8fDxOnTpl7cMmIiIyyeorXo1G\n", "A0EQ8LOf/cyob/To0QCAH374AT/88IO+ff369WhubsbcuXP1oauTnJwMBwcHpKWl4euvvzbo27Zt\n", "G65fv47o6Gh96OrMnj0bvr6+yM7ORl5eXhcdHRERkWWsHrzPPPMMRFFESUmJUd+lS5cAAH5+fujX\n", "rx8AoKWlBUePHoUgCJgyZYpRjbu7O0aNGoXW1lZkZmYa9B0+fBgATNa13d7Bgwcf7qCIiIgekNWD\n", "989//jP69++PdevWITMzE7du3UJzczNOnz6NN998E56envjb3/6mH19eXo76+noAQGhoqMlthoSE\n", "AAAKCgr0bY2NjSgpKYEgCBbVERERScnqn/E+/fTTKCsrw+bNm5GYmIjGxkYIggB7e3u88cYbWLFi\n", "Bfr27asfX1FRof/ex8fH5DZ9fX2NxlZWVkIURQiCYFEdERGRlKy+4q2trUVcXBxWr16NN954A198\n", "8QX+8Y9/4J133kFaWhqmTZtmEIS6W37s7e1hb29vcpsuLi4AoF8Zt60DAGdnZ7PriIiIpGTVFa8o\n", "injuuedw4cIFLFu2DGvXrtX3hYWFISAgAP/+7/+OsWPHori4GJ6entacDhERkc1ZdcV79uxZXLhw\n", "AYIg4M033zTqnzVrFgYPHoxvv/0WH3zwAQDor2JuaWlBS0uLye02NTUBAPr06aNva/v9rVu3zK4j\n", "IiKSklVXvIWFhQCAJ598Eh4eHibHhISEQKPR6McGBQXp+7RaLQYMGGBUo9Vqjca2vX1Iq9Ua9HVW\n", "Z8rChQuN5hsXF4e4uLhO64iIqHvJyMhARkaGQVtdXZ1V92n1i6uAe7fydET30AwdmUwGd3d3NDQ0\n", "QK1WmwxetVoNABg5cqS+zdXVFWFhYSguLoZarcbYsWPNqjMlNTUVCoWi0zFERNT9mVpUqVQqhIeH\n", "W22fVj3VrLt9p7q6usPnJJeVlQG4F7jAvYuqYmJiIIoizpw5YzS+vr4eFy5c0I9rKzY2FgBM1rW2\n", "tuLs2bMQBEE/joiISGpWDd5nn30WTz75JERRxNatW436P/74Y5SVlcHe3h5z5szRty9duhQODg7Y\n", "vXu3UWBv374dzc3NSEhIwMCBAw365s2bB09PT5w4cQJVVVUGfQcOHIBWq8XkyZMRGRnZdQdJRERk\n", "AasGr7OzM/bt2wdXV1e8/fbbWLduHdRqNSorK/GXv/wFSqUSdnZ2+MMf/oCnnnpKXxcUFIRdu3bh\n", "+++/R1RUFPLy8vDVV1/h3XffxerVqzFixAikpqYa7c/DwwOHDh0CAERFReH06dOorKzE7t278dpr\n", "ryEwMBB79+615iETERF1yuqf8U6ePBlffvkl/vjHP2Lv3r1Yt24dWlpa4OPjg2nTpmHevHn6Zza3\n", "pVQqMXjwYGzYsAHR0dG4efMmBg0ahJUrV2LJkiVwcHAwub9Jkybh4sWLePvttxEfH4/a2lr0798f\n", "SUlJWLFihdGzn4mIiKQkycVVgwYNwrZt2yyui4iIwPHjxy2uCwkJwb59+yyuIyIisjarP7mKiIiI\n", "/oXBS0REJCEGLxERkYQYvERERBJi8BIREUmIwUtERCQhBi8REZGEJLmPl4h6ttLSUoOf3dzcMHjw\n", "YBvNhujRxuAlogd29epVAPeeNNdeeXk5w5fIBAYvET2wxsZGAEB6ejrkcjmAe6tfpVKJhoYGW06N\n", "6JHF4CWihyaXy/kOayIz8eIqIiIiCTF4iYiIJMTgJSIikhCDl4iISEK8uIqom9BoNAZXCre/d5aI\n", "ugcGL1E3oNFoIJPJbD0NIuoCPNVM1A3oVrrp6ekoLCxEYWEh1q5da+NZEdGD4IqXqBtpe78sTzUT\n", "dU9c8RIREUmIwUtERCQhBi8REZGEGLxEREQSYvASERFJiMFLREQkIQYvERGRhBi8REREEmLwEhER\n", "SUiy4G1sbMSGDRswatQo/OQnP4GrqyuCgoIwa9YsvP/++yZr8vPzMWvWLHh7e8PFxQVhYWFYt24d\n", "mpubO91XWVkZlEol/Pz84OzsjODgYCxZsgQ3btywxqERERGZTZLg1Wg0GDJkCA4dOoTf/va3uHjx\n", "Ii5evIj58+fjk08+MfnM2f379yMyMhI1NTU4duwYSkpKkJiYiDVr1mDcuHFobGw0ua+cnBwMHz4c\n", "KpUKe/bsgVqtxvLly7Fjxw4oFApUV1db+3CJiIg6ZPVnNTc2NuLZZ5+Fm5sbcnNz4eLiou+TyWS4\n", "ffs2Dh8+bFBTUVGBxMREeHl54eTJk3B3dwcALFq0CHfu3MGyZcuQkpJitFKuq6tDbGwsBEFAVlYW\n", "AgICAAAJCQlwdHTEnDlzEB8fj1OnTln3oImIiDpg9RXvhg0bcOXKFaxatcogdHXeeustFBQUGLSt\n", "X78ezc3NmDt3rj50dZKTk+Hg4IC0tDR8/fXXBn3btm3D9evXER0drQ9dndmzZ8PX1xfZ2dnIy8vr\n", "moMjIiKykFWDt6WlBWlpaRAEAc8995zZNUePHoUgCJgyZYpRv7u7O0aNGoXW1lZkZmYa9OlWzqbq\n", "2m7v4MGDlh4KERFRl7Bq8BYXF6O6uhpPPvkkRFHE8uXLMXToUHh6eiIoKAgvv/wyiouLDWrKy8tR\n", "X18PAAgNDTW53ZCQEAAwWCk3NjaipKQEgiBYVEdERCQlqwZvUVERgHur2JEjR0KlUuG9997D+fPn\n", "8dZbb+Gjjz7CiBEjcOLECX1NRUWF/nsfHx+T2/X19TUaW1lZCVEULa4jIiKSklUvrqqpqdH/09PT\n", "Ex999BHs7O5lvVwuh5+fH37xi18gPj4eFRUV6Nevn/6WH3t7e9jb25vcru6zYt3KGIDBrULOzs5m\n", "1xEREUnJqivepqYm/fdvvPGGPnR1Zs6ciUGDBqGhoQF/+9vfrDkVIiKiR4JVV7xtV55PPfWUyTFD\n", "hgzBV199hQsXLgCA/irmlpYWtLS0mFz16gK9T58++ra239+6dcvkvkzVmbJw4UJ4eHgYtMXFxSEu\n", "Lq7TOiIi6l4yMjKQkZFh0FZXV2fVfVo1eP38/ADcu6K4b9++Jsd4e3sDAGprawEAQUFB+j6tVosB\n", "AwYY1Wi1WqOxbW8f0mq1Bn2d1ZmSmpoKhULR6RgiIur+TC2qVCoVwsPDrbZPq55qHj58uP77jp4Y\n", "pfsc+Cc/+QmAew/V0K161Wq1yRpd+8iRI/Vtrq6uCAsLgyiKFtURERFJyarBGxoaCplMBlEU8eWX\n", "X5occ+nSJQDAmDFjANy7qComJgaiKOLMmTNG4+vr63HhwgX9uLZiY2MBwGRda2srzp49C0EQ9OOI\n", "iIikZvUnVy1btgwAsHPnTvz4448GfZ988gkuX76Mfv364eWXX9a3L126FA4ODti9e7fRiw22b9+O\n", "5uZmJCQkYODAgQZ98+bNg6enJ06cOIGqqiqDvgMHDkCr1WLy5MmIjIzswiMkIiIyn9WD96WXXsKv\n", "f/1rVFVV4Re/+AW++OILXLlyBfv378dLL72EPn36IDMz0+DRkEFBQdi1axe+//57REVFIS8vD199\n", "9RXeffddrF69GiNGjEBqaqrRvjw8PHDo0CEAQFRUFE6fPo3Kykrs3r0br732GgIDA7F3715rHzIR\n", "EVGHJHk70c6dO3HgwAHcuXMH06ZNQ0hICFasWIEXX3wR//jHPzB+/HijGqVSidzcXHh5eSE6OhpD\n", "hgxBWloaVq5cifPnz8PV1dXkviZNmoSLFy9CoVAgPj4ecrkcv/vd75CUlISLFy92+HANIiIiKVj9\n", "7UQ6L774Il588UWLaiIiInD8+HGL9xUSEoJ9+/ZZXEdERGRtkqx4iYiI6B4GLxERkYQYvERERBJi\n", "8BIREUmIwUtERCQhBi8REZGEGLxEREQSkuw+XiIyj0ajQUNDg0FbaWmpjWZDRF2NwUv0CNFoNJDJ\n", "ZLaeBhFZEYOX6BGiW+mmp6dDLpfr27OysrBixQpbTYuIuhCDl+gRJJfLoVAo9D/zVDNRz8GLq4iI\n", "iCTE4CUiIpIQg5eIiEhCDF4iIiIJMXiJiIgkxOAlIiKSEIOXiIhIQgxeIiIiCTF4iYiIJMTgJSIi\n", "khCDl4iISEIMXiIiIgnxJQlEZBXtX+zg5uaGwYMH22g2RI8OBi8RdamrV68CAJRKpVFfeXk5w5ce\n", "ewxeIupSjY2NAAzfKVxaWgqlUql/3zDR48wmn/GmpKTAzs4OgYGBttg9EUlA905hhUKhD2AiskHw\n", "5ufnY+vWrQAAQRDuO3bWrFnw9vaGi4sLwsLCsG7dOjQ3N3daV1ZWBqVSCT8/Pzg7OyM4OBhLlizB\n", "jRs3uuw4iIiIHoSkwdvc3IxXXnkFAwcOvO/Y/fv3IzIyEjU1NTh27BhKSkqQmJiINWvWYNy4cfrT\n", "We3l5ORg+PDhUKlU2LNnD9RqNZYvX44dO3ZAoVCgurq6qw+LiIjIbJIG7/r166HVarFx48ZOx1VU\n", "VCAxMRFeXl44efIkIiMjERgYiEWLFmHNmjW4cOECUlJSjOrq6uoQGxsLQRCQlZWFn//85/D390dC\n", "QgJ27tyJr776CvHx8dY6PCIiovuSLHhLSkqwceNG/OEPf4Cvr2+nY9evX4/m5mbMnTsX7u7uBn3J\n", "yclwcHBAWloavv76a4O+bdu24fr164iOjkZAQIBB3+zZs+Hr64vs7Gzk5eV1yTERERFZSpLgbW1t\n", "xSuvvIJx48Zh7ty5EEWxw7EtLS04evQoBEHAlClTjPrd3d0xatQotLa2IjMz06Dv8OHDAGCyru32\n", "Dh48+DCHQ0RE9MAkCd4tW7bgn//8J95///37ji0vL0d9fT0AIDQ01OSYkJAQAEBBQYG+rbGxESUl\n", "JRAEwaI6IiIiKVk9eCsrK7F8+XKsXbvWrNuHKioq9N/7+PiYHKM7Vd12bGVlpX4lbUkdERGRlKwe\n", "vL/+9a8xZMgQkxdDmaK75cfe3h729vYmx7i4uACAfmXctg4AnJ2dza4jIiKSklWfXPWXv/wFf//7\n", "31FYWGhwz+797t8lIiLqqay24tVqtVi8eDHeeustDB061KCvs4urdFcxt7S0oKWlxeSYpqYmAECf\n", "Pn30bW2/v3Xrltl1REREUrLaivfUqVOor6/H5s2bkZqaatCnC9QrV67Azc0NwL1V8I0bNxAUFKQf\n", "p9VqMWDAAKNta7VaADAY2/b2Ia1Wa9DXWZ0pCxcuhIeHh0FbXFwc4uLiOq0jIqLuJSMjAxkZGQZt\n", "dXV1Vt2n1YI3JiYG48aNM9n3P//zP1Aqlejfvz9ycnIM+mQyGdzd3dHQ0AC1Wm0yeNVqNQBg5MiR\n", "+jZXV1eEhYWhuLgYarUaY8eONavOlNTUVCgUik7HEBFR92dqUaVSqRAeHm61fVrtVHPv3r0xaNAg\n", "k19+fn4AgF69ehm0A/cuqoqJiYEoijhz5ozRduvr63HhwgX9uLZiY2MBwGRda2srzp49C0EQ9OOI\n", "iIikZpO3E93P0qVL4eDggN27dxu92GD79u1obm5GQkKC0TOf582bB09PT5w4cQJVVVUGfQcOHIBW\n", "q8XkyZMRGRlp7UMgMotGo4FKpdJ/tX95PBH1PJK+j7e8vBzNzc2orKwEcO+lCSUlJRBFEU8++SS8\n", "vLwA3PsMdteuXUhISEBUVBQ2bdoEHx8fHDt2DKtXr8aIESOMPjcGAA8PDxw6dAgzZsxAVFQUtm7d\n", "iuDgYOTk5GD+/PkIDAzE3r17pTxkog5pNBrIZDJbT4OIJCbpinfatGkYNmwYXnnlFQiCAK1Wi6FD\n", "h2LYsGH485//bDBWqVQiNzcXXl5eiI6OxpAhQ5CWloaVK1fi/PnzcHV1NbmPSZMm4eLFi1AoFIiP\n", "j4dcLsfvfvc7JCUl4eLFix0+XINIarqXwqenp6OwsBCFhYVYu3atjWdFRNYm6YpXt9I1V0REBI4f\n", "P27xfkJCQrBv3z6L64hsQffCeAA81Uz0GHgkP+MlIiLqqRi8REREEmLwEhERSYjBS0REJCEGLxER\n", "kYQYvERERBJi8BIREUmIwUtERCQhBi8REZGEGLxEREQSYvASERFJiMFLREQkIQYvERGRhBi8RERE\n", "EmLwEhERSYjBS0REJCEGLxERkYQYvERERBJi8BIREUmIwUtERCShXraeANHjQqPRoKGhQf9zaWmp\n", "DWdDRLbC4CWSgEajgUwms/U0iOgRwFPNRBLQrXTT09NRWFiIwsJCrF271sazIiJb4IqXSEJyuRwK\n", "hQIATzUTPa644iUiIpIQg5eIiEhCDF4iIiIJMXiJiIgkZPXgvXr1KtauXYvIyEj07dsXDg4O8PHx\n", "wYwZM3DkyJFOa/Pz8zFr1ix4e3vDxcUFYWFhWLduHZqbmzutKysrg1KphJ+fH5ydnREcHIwlS5bg\n", "xo0bXXloREREFrNq8H766acICgrC+vXrMXXqVGRnZ0OtVmP79u24fPkyYmNjoVQqIYqiUe3+/fsR\n", "GRmJmpoaHDt2DCUlJUhMTMSaNWswbtw4NDY2mtxnTk4Ohg8fDpVKhT179kCtVmP58uXYsWMHFAoF\n", "qqurrXnIREREnbLq7US1tbVoaWlBamoqkpOT9e2DBg3CmDFjEBoaiv3792PSpEl45ZVX9P0VFRVI\n", "TEyEl5cXTp48CXd3dwDAokWLcOfOHSxbtgwpKSl4//33DfZXV1eH2NhYCIKArKwsBAQEAAASEhLg\n", "6OiIOXPmID4+HqdOnbLmYRMREXXI6qeae/XqhZdfftmo3dfXF88//zwA4ODBgwZ969evR3NzM+bO\n", "nasPXZ3k5GQ4ODggLS0NX3/9tUHftm3bcP36dURHR+tDV2f27Nnw9fVFdnY28vLyuuDIiEzTaDRQ\n", "qVQGX7xn957S0lKj341Go7H1tIgkZdUV78yZM/HDDz+gd+/eJvv79+8P4N7KWKelpQVHjx6FIAiY\n", "MmWKUY27uztGjRqF8+fPIzMzEykpKfq+w4cPA4DJOt320tPTcfDgQYwZM+ahjo3IFD4a0rSrV68C\n", "AJRKpcn+8vJyDB48WMopEdmMVYO3V69eHYYuAGi1WgDA0KFD9W3l5eWor6+HIAgIDQ01WRcSEoLz\n", "58+joKBA39bY2IiSkpL71gEwqCPqSm0fDSmXy/XtWVlZWLFiha2mZXO6azLa/15KS0uhVCoNXh5B\n", "1NPZ7JGRd+/exenTpyEIgsHnvxUVFfrvfXx8TNb6+voaja2srIQoihAEwaI6Imto+2hIgI+H1Gn/\n", "eyF6HNnsPt60tDR8++23eP311xEeHq5v193yY29vD3t7e5O1Li4uAID6+nqjOgBwdnY2u46IiEhK\n", "Ngney5cvY/HixRgzZgw2b95siykQERHZhOSnmrVaLZ599lnIZDKcPHkSDg4OBv26q5hbWlrQ0tJi\n", "ctXb1NQEAOjTp4++re33t27dMrlvU3WmLFy4EB4eHgZtcXFxiIuL67SOiIi6l4yMDGRkZBi01dXV\n", "WXWfkgbvtWvXMHXqVHh7e+Pjjz+Gm5ub0Zjg4GD991qtFgMGDDAao7soKygoSN/W9vYhrVZr0NdZ\n", "nSmpqan8HIqI6DFgalGlUqkMPgLtapKdar5y5QrGjx8Pb29vZGdnG60odWQymX7Vq1arTY7RtY8c\n", "OVLf5urqirCwMIiiaFEdERGRlCQJXo1Gg3HjxmHw4MH4+OOPDW4xKioqQlRU1L8mZGeHmJgYiKKI\n", "M2fOGG2rvr4eFy5cgL29PWJiYgz6YmNjAcBkXWtrK86ePQtBEPTjiIiIpGb14C0pKcH48eMRHh6O\n", "EydOwMnJyaD/hx9+wCeffGLQtnTpUjg4OGD37t1GLzbYvn07mpubkZCQgIEDBxr0zZs3D56enjhx\n", "4gSqqqoM+g4cOACtVovJkycjMjKy6w6QiIjIAlb9jLe4uBiTJk3C9evXUVVVZfJpUaZunA8KCsKu\n", "XbuQkJCAqKgobNq0CT4+Pjh27BhWr16NESNGIDU11ajOw8MDhw4dwowZMxAVFYWtW7ciODgYOTk5\n", "mD9/PgIDA7F3716rHCsREZE5rBq8Z86cwfXr1yEIAoqKikyO0T30oj2lUonBgwdjw4YNiI6Oxs2b\n", "NzFo0CCsXLkSS5YsMboaWmfSpEm4ePEi3n77bcTHx6O2thb9+/dHUlISVqxYYfTsZyIiIilZNXgX\n", "LFiABQsWPHB9REQEjh8/bnFdSEgI9u3b98D7JSIishabPbmKiIjoccTgJSIikhCDl4iISEIMXiIi\n", "IgkxeImIiCRks/fxEvUEGo3G4F50vneXiO6HwUv0gDQaDWQyma2nQUTdDIOX6AHpVrrp6emQy+UA\n", "gKysLKxYscKW0+qW2p8pcHNzw+DBg200GyLrYvASPSS5XK5/jSRPNVvm6tWrAO49qa698vJyhi/1\n", "SAxeIrKZxsZGAIZnDUpLS6FUKk0+x52oJ2DwEpHNtT1rQNTT8XYiIiIiCTF4iYiIJMTgJSIikhA/\n", "4yWiRxJvMaKeisFLRI8U3mJEPR2Dl4geKbzFiHo6Bi+RmfhcZmnxFiPqqRi8RGbgc5mJqKvwqmYi\n", "M7R9LnNhYSEKCwuxdu1aG8+KiLojrniJLMDnMhPRw+KKl4iISEIMXiIiIgnxVDNRO+2vXgZ4WpmI\n", "ug6Dl6gNXr1MRNbG4CVqo+3Vy7qHNwBAVlYWVqxYYatpEVEPwuAlMqH9wxt4qpmIukqPDd6PP/4Y\n", "7777LlQqFe7cuYOQkBAkJibijTfegCAItp4ePSL4NKruxdS/H748gbqbHhm877zzDn7729/i+eef\n", "R3Z2Ntzc3LBr1y7MmzcPp06dwtGjR2Fvb2/raZKN8fPc7qOzFycAfHkCdS89Lng/++wz/Pa3v8WQ\n", "IUMMAnbjxo2ora3FBx98gHfeeQdLly618UzJWkxdlWxqVWTq81x+lvtoMvXiBOBfL0/44osvDP6d\n", "X79+HZ6enkbb4eqYHgU9LnhXr14NAJg3b57RqvbNN9/EBx98gN///vdYtGgRnJycbDDDR19GRgbi\n", "4uJsPY0H0tkqtqNVEZ9G1X20/+z9fithU8xZHXfnPwNdhb8D6+lRwVtTU4OcnBwIgoApU6YY9ctk\n", "MvTv3x/ffPMNTp48iX/7t3+zwSwffd35D5ypVSxfKddzmVoJ685aPMzqeNeuXd32z0BX6c7/H3jU\n", "9ajgLSgogCiKcHBwQFBQkMkxoaGh+Oabb3DhwgUG7yPK1KliS08dmnqlXPvVLFe3PYepsxYPuzrW\n", "aDQ8LU1W0aOCt6KiAgDg5eXV4RhfX18AwFdffSXJnB5lpgIO+NcqwhYe5IKnY8eO4ac//SkA02H6\n", "IKcjqecxd3Xc0coYePjPiM29/sBa9ZZst6amBiqVyqCto78Am2rn5+kd61HBe+PGDQCAs7Nzh2Nc\n", "XFwAAPX19ZLMyRKiKOLKlSu4e/euQbuDgwPu3Llj1iqwo//Y2//Bunr1aqcr/uPHj+vDrKPtdhTc\n", "puZl7lw7u+Cp/anDc+fOYfHixfc9c9HRhTm8kOrxdL/V8f3+otb2L3qA+f+9d/Znrv02TW3jYesf\n", "ZF7h4eEm283V/vP0jv6f8biFdI8K3q5iq1OQn3zySZdcbf2HP/wBPj4++p+rq6uxePFik2NfeeUV\n", "/VkAACgrK8Phw4dN/kFsu93Otvkwc62srDT4JwBcu3bNqA341xmOtsfwz3/+EydOnEBWVpb+32Nu\n", "bq7Jet12TY1t29ZRu7ltUtb31H3ZYq6W/NmwRNvtPsg2H7benO3q/hzdr62jdq1Wi7/85S84ePAg\n", "AqntmF4AAA8rSURBVAMDAdz//xnt/1/Qr1+/Ts9eWpPVM0DsQbZt2yYKgiAOGDCgwzEvvfSSKAiC\n", "+B//8R9GfdeuXRP9/PxEAPziF7/4xa/H+MvPz0+8du2aVbKqR614g4ODAdz7bKIjWq0WAExefOXr\n", "64uCggL9GCIiejz5+voarOy7Uo8K3vDwcAiCgB9//BGXL1/WB3FbarUaADBy5EiT27DmL5uIiMjO\n", "1hPoSl5eXpg4cSJEUcSZM2eM+svKyvDNN9/A3d0dzz33nA1mSEREj7seFbwAsGrVKgDAe++9h5aW\n", "FoO+d999FwDwm9/8hk+tIiIim7BfrXvGYg/h7+8PBwcHHDhwABcvXkRoaCgaGhqwadMmbNu2DTNm\n", "zMD27dv5hiIiIrIJQRRF0daTsAbdawELCgrw448/IiQkBHPnzkVycjJDl4iIbKbHBi89uIaGBoSF\n", "heHrr7/GqlWr9KfviajnSUlJwZYtW+Dv7290rztZR4/7jPdBFRcX41e/+hWCgoLg4uICT09PPP30\n", "00hKSkJBQYHJmtbWVmzfvh3h4eHo3bs3PD098eyz/9feucdEcX1x/NxdFhAEl6dUaVGMoIApb4yW\n", "Jq1iSEUhqWna2BTago3Yh22MiCW28rZFooCNNJY/oJS2KsYWghbTomKFFOhjaQIsoGgrKsFClYos\n", "y/f3RzNT1t1F/bG7wHA/ySbknnuWc76zO2dmdubcdXT69GkLR29adu3aRVevXiUieuDVAalo8P33\n", "31NiYiItX76c7OzsyM7Ojnx9fWnr1q2kVqsn9JWKBqdOnaKoqChycXGhuXPnUkhICB06dIikcmx+\n", "5coVysjIoNWrV5OzszNZW1uTh4cHrV+/no4fPz6hb2NjI8XFxZG7uzvZ2dlRQEAAZWVl0cjIiIWi\n", "Nw+NjY1UUFBARA/+rktJg6GhIcrJyaHw8HBycnIie3t7WrJkCcXFxdGnn35q0Mek+Zvl6eAZxqFD\n", "h2BtbY0tW7bg4sWLuHr1KhoaGrBp0yYwxpCWlqbno9FosGHDBjDGkJqaCrVajaamJsTExIAxhn37\n", "9k1BJpPn/PnzkMlk8PLyAmMMe/fuNTpXKhokJSWBMQZfX198+eWX6OjowC+//IL09HTY2trC1tYW\n", "J0+eNOgrFQ1yc3PBGMPGjRvR0tICtVqNlJQUcWx0dHSqQ5wUdXV1sLKygq2tLfbs2YPm5mZ0dXXh\n", "2LFj8PHxAWMMmzdvxtjYmJ5veXk55HI5Vq1ahfr6enR3d2P//v1QKBQIDw/HnTt3piCjyXPv3j34\n", "+/uL3/XFixcbnSslDTo6OuDl5YXAwEBUVlbi0qVLaG9vx4EDB2Bra2uwAZOp85/1hffbb7+FTCbD\n", "hx9+qGcbGxtDSEgIPvroIz1bRkYGGGN44403dMY1Gg38/f3BGEN9fb3Z4jYHw8PD8PX1xUsvvYSE\n", "hIQHFl6paBAbGwulUok///xTz1ZUVATGGObNm4f+/n49uxQ0OHfuHBhjCAgI0CuwW7ZsAWMMWVlZ\n", "UxSdaThx4gQYYygqKtKzXbt2DY6OjmCM4ciRIzq2zs5O2NjYwMPDA4ODgzq27OxsMMaQlJRk1tjN\n", "xQcffABnZ2dUVFRMWHilpMGdO3ewaNEiBAQEYGhoSM+em5uLkJAQnTFz5D+rC+/o6Ci8vLzg4uKC\n", "kZGRh/YbGhqCg4MDZDIZ2tvb9ezFxcVgjCEqKsqU4Zqd1NRUuLq6oq+vD/Hx8RMWXilpEBcXZ7CF\n", "KPDvWYFMJoNMJkN5ebmOTSoaPPvss2CMobi4WM/W3t4uHnjcvXt3CqIzDSdOnIBCocDt27cN2jdv\n", "3mxwW7322mvi1Yz7GRwchI2NDeRyOa5cuWKWuM1Fa2srbGxsUFJSgrq6ugkLr5Q0eP/998EYw9Gj\n", "Rx/axxz5z+rCW11dDcYYNm3a9Eh+x48fn7AndFdXFxhjUCgU6OvrM0WoZufnn3+GQqFAWVkZADyw\n", "8EpJg6GhIQwPDxu1u7u7GzxbkoIGN2/eFA8sOjs7Dc7x9PQEYwyVlZUWjs50aDQao0UXAHbu3AnG\n", "GEJDQ8Wx0dFRKJVKyGQynDlzxqBfZGQkGGPIz883eczmQqvVIiIiAmvXrgUA/PDDD0YLr5Q0GB0d\n", "xWOPPQaZTDbhZ+F+H3PkP6tvrqqtrSUioqVLl1JLSwu98MIL9MQTT5CbmxuFhoZSZmamwbVpGxsb\n", "iYho2bJlBt938eLFpFAoSKvV6q1nOR3RarX0+uuv05o1ax56zVopaWBnZ0c2NjYGbRqNhvr7+4kx\n", "RitWrNCxSUGDpqYmAkAKhcJg/3Ki//L76aefLBmaSbGysqK5c+catQv92cdv446ODnH5UGPb2NfX\n", "l4jI6A2Y05GDBw+SSqUyehPReKSkQWtrK12/fp3mz59PACgtLY1WrFhBLi4utGTJEoqPj6fW1lYd\n", "H3PlP6sL72+//UZERHV1dRQZGUlPPvkkVVdXU3V1NQUHB9OePXsoIiKC+vv7dfyE5ejGL2E1HsaY\n", "uHG7u7vNm4QJyMvLI7VaTcXFxQ/tIzUNjHH69GkaGxsjf39/evrpp3VsUtBAyGGi5deE3uXTNYfJ\n", "Mjo6SrW1tcQYo23btonjgjZExrexoM34udOZS5cuUVpaGmVkZIjL9U2ElDQQ9vdarZbCwsKopaWF\n", "ioqKqL6+nlJSUqiqqopCQ0Pp5MmToo+58pfUIgmPirCKUUNDA2VmZuqshRseHk63bt2iyspKevPN\n", "N6miokK0/f3330RENGfOHKPvbWdnR0QkHi1NV9RqNe3du5f27dunt5D2REhJA2OMjY1Rbm4uKRQK\n", "g2cHUtBACjlMlpKSErpx4wYlJyfrLPwuaCOXy0kulxv0nWnaJCUlkb+/P7377rsPNV9KGgj7+76+\n", "PnJxcaGqqiqSyf4991y+fDktWLCANm7cSK+88gp1dXWRq6ur2fKfsYV3586d9M033zySD2OMjhw5\n", "QqtXryYion/++YeI/r0MlZycrDd/+/btVFlZSceOHaOCgoIpW5TZGJPVAAAlJiZSUFAQvfXWW2aK\n", "0ryY4nNgjLy8PPrxxx/p4MGDtHLlysmEyZmmdHZ20o4dO2jVqlWUn58/1eGYlc8++4zOnTtHzc3N\n", "Os/szpZOfsL+nogoOTlZLLoCMTEx5O3tTd3d3VRaWkrvvfee2WKZsYW3t7f3gY0NDDH+N1vhKN/D\n", "w4OUSqXeXH9/fyL698ynublZXNHI0dGRiIju3r1r9P8IG3nevHmPHOPDMlkNiouLqbGxccLfH2Gk\n", "eYJUNDBGRUUFpaamUnp6utGDkumiwWSQQg7/L729vbRu3Try8fGhmpoasra21rEL2mi1WtJqtQbP\n", "eGaKNr29vbRjxw5KSUnRu1fB2HecSFoajL+q4+fnZ3COv78/dXd3i/czmCv/Gfsbb1lZmSjGo7zW\n", "rVsnvseCBQuIiMjZ2dng/3ByciK5XE4AaGBgQBwX1vm9fv26QT8AdOPGDSIiozesmILJavD111+T\n", "VquliIgIcnBw0Hl98cUXRESUnZ0tjo2/KiAVDQxx9OhRSkhIoPT0dEpLSzM6b7poMBmEHITLcIYQ\n", "bjyarjn8P1y7do3WrFlD7u7udObMGXJwcNCbM349b0GD+5kp2nz33Xc0ODhI+fn5et/15557joiI\n", "enp6xDGh4IzPa6ZrIOzvGWNG9/nu7u5ERPTXX38Rkfnyn7FnvKYgKCiIamtrxZ3j/QwMDIhLCzo5\n", "OYnj4eHhRETU1tZm0K+7u5s0Gg3J5XIKDg42cdSm4/PPP6fh4WG9cQCUkpJClZWVtHXrVnr77beJ\n", "6L+jPyLpaHA/paWllJiYSB9//DG98847E86VggYhISHEGCONRkOdnZ06xUZAyC8sLMzS4ZmFnp4e\n", "WrNmDXl6elJVVZXRu519fHzI0dGRbt++TW1tbeTp6ak3Z6Zo8/zzz1NkZKRBW0NDA7388su0cOFC\n", "qqur07FJSYOgoCDxb2MHy8IBqLC/N1v+D/3gkQS5ePEiGGOQy+Xo7e3Vs1+4cEF8DvPWrVvi+PjG\n", "CW1tbXp+hw8fBmNMfE5uJvIoDTSkosEnn3wCKysrve5FAJCXl4f9+/frjElFA6GBxuHDh/VsbW1t\n", "kmigIdDR0YHHH38c0dHRevn8+uuviI6O1hkTmifs2rVL770GBgZgY2MDKyurGdE8whgTPccLSEsD\n", "X19fMMaQm5tr0L506VIwxlBQUCCOmSP/WV14gf92Ort379azvfjii0bbgaWnpxtsFTgyMgI/Pz/I\n", "ZDKcP3/ebHGbmwcVXkBaGgh9V+/vTiUQHx+PhIQEvXEpaHD27FmjLSOFPtaZmZlTFJ3paG1thYeH\n", "B+Li4nDv3j09u1CAxiO0C5w/f75eu8CsrCwwxpCYmGjWuM3NgwqvlDQoLS0Vc72/W+GpU6fAGIOb\n", "m5tOnubIf9YX3j/++APe3t6wsrJCdnY21Go1fv/9d2zfvh2MMTz11FMGe3qOjo5i/fr1Yiuxjo4O\n", "NDU1iWM5OTlTkM3kGBoagkqlgkqlQmxsLBhjSE5OFsc0Go3OfKlokJOTI57VhYSEGHy5urri1Vdf\n", "1fOVigZCz9kNGzagpaUF7e3t4iIJMTEx0Gq1Ux3ipFCpVHB1dQVjDIGBgQa3sbBYwv2UlZWJDfIv\n", "XLiArq4u5OXlQaFQICwsbEYtEDCe9vZ2qFQqlJSUgDGGhQsXorW1FSqVCjdv3tSZKyUNhP7j0dHR\n", "aGxsxOXLl1FeXg43NzcolUqcPXtWz8fU+c/6wgv8229z9+7dWLZsGebMmQMHBwesXLkShYWFesVm\n", "PFqtFoWFhQgKCoK9vT2USiWioqJQU1NjwehNh3DkK7xkMpnO3z09PXo+UtAgMDBQbJs40ctQ4QWk\n", "oQEA1NTUYO3atVAqlbC3t0dwcDAKCwsNrtgz0zhw4ID4OTb2EuyGaGhoQGxsLFxdXWFraws/Pz9k\n", "ZGQYPHOeKSxatEjn+z3++27oSpeUNPjqq6/wzDPPQKlUwsbGBt7e3ti2bRsuX75s1MeU+TNAIott\n", "cjgcDoczA5ixjxNxOBwOhzMT4YWXw+FwOBwLwgsvh8PhcDgWhBdeDofD4XAsCC+8HA6Hw+FYEF54\n", "ORwOh8OxILzwcjgcDodjQXjh5XA4HA7HgvDCy+FwOByOBeGFl8PhcDgcC8ILL4fD4XA4FoQXXg6H\n", "w+FwLAgvvBwOh8PhWJD/AQS51cIL6cp5AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAd4AAAHKCAYAAACt2SpOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XtclHXeP/7XBYYcFEmEBdQFBBlI1AQVV7Q8bYba4n0T\n", "3bJOhNQmxsMUc23XQ2rmoW0zzHVXy2BdUTwfbruxFI3ugm4Sxo0FmWHEQf3mUGSACBoJ1+8PfzPL\n", "MBc4o8w1iq/n48Fjx8/n874ObOPLz3UURFEUQURERLJwsPcGEBERPUwYvERERDJi8BIREcmIwUtE\n", "RCQjBi8REZGMGLxEREQyYvASERHJiMFLREQkIwYvERGRjO4qePPz86FQKODg4IBLly519TYRERF1\n", "W1YFb1NTE9LS0jBhwgRotVoIgnDHmu+//x4rV65EREQEvL290bNnTwwYMABxcXE4ffp0p7UajQZK\n", "pRJ+fn5wcXFBcHAwlixZgmvXrnVap9frkZKSAn9/fzg7O8Pf3x/z5s2DXq+3ZneJiIi6nmihiooK\n", "MTg4WAwKChLz8vJEQRBEBwcH8eLFix3WlJaWip6enqIgCOLvf/978ZtvvhErKyvFrKwssX///qIg\n", "COI777wjWfvZZ5+JLi4uYlhYmHjixAmxqqpKzMzMFHv37i0GBQWJer1esq6srEz09PQU/fz8xEOH\n", "DolVVVXiwYMHRR8fH7Ffv37iuXPnLN1lIiKiLmdx8P73f/+3+Oqrr4pNTU2iKIoWBe9vfvMbURAE\n", "8fnnnzfrO3nypCgIgvjII4+IP/zwg0lfbW2t2K9fP9HV1VXU6XQmfbt37xYFQRB//etfmy3z559/\n", "FkNDQ0UHBwfxq6++MunLz88XBUEQH3vsMfHWrVuW7jYREVGXsvhQ84wZM7Bp0ya4uLhYPJvWarUA\n", "gF/96ldmfWPGjAEAtLS0QKfTmfRt3rwZV69eRWxsLAICAkz6Zs2aBV9fX+Tm5qKgoMCkLzs7GxqN\n", "BlFRUcblG4wdOxZjxoxBeXk59u7da/E+EBERdSWLg9eS87ntPf744wCAsrIys75z584BAFxcXKBQ\n", "KEz69u/fDwCYPHmy5HYY2tsHaGd1ADBlyhTJOiIiIrnY9HaiP/3pTwgNDcWHH36Ibdu2oaGhAS0t\n", "LSgsLERycjLc3Nzw4Ycfonfv3saaxsZGlJWVQRAEhIaGSi7XENRFRUUm7YWFhQDQYZ2hvX0dERGR\n", "XGwavAMGDEBJSQk2btyIN954A3369IGzszPGjh2LyMhIlJeXIyEhwaRGp9NBFEUAgI+Pj+RyfX19\n", "AQCVlZXGtuvXr6OmpgaCIHRYZ2ivrq7GzZs373n/iIiIrGXT4L158yZSUlLw6quv4plnnkF+fj5K\n", "Skrw4Ycf4uTJk5g4cSKKi4tNatreKtTR+WRXV1cAQH19/V3Vta8lIiKSSw9bLvz555/HwYMHMXv2\n", "bGzfvt3YHhYWhscffxyjRo3Ck08+CZVKhZCQEFtuisX0ej3v9yUiesj5+voaj652NZsF7/nz53Hw\n", "4EEIgoDFixeb9UdERGDy5MnIzc3Fxo0bsXXrVgBAnz59jGNu3Lghueympiazse7u7hbXta810Ov1\n", "GDlyJK5cudLZrhERUTfn5+eHoqIim4SvzYJXpVIZP3d2sVNubq7J4ea2tw/p9XoEBQWZ1RlmpG37\n", "evXqBS8vL9TU1KC6ulpyfYY6Hx8fODs7S/ZfuXIFWVlZCAsL62TvureFCxciPT3d3pthNw/7/gP8\n", "HTzs+w883L+D8vJyKJVK6PX6Byt4DQRB6PBWJAcH81PMbm5uCA8PR2lpKdRqNcaNG2c2Rq1WAwBG\n", "jRpl0h4VFYWPP/4Y5eXlkuvrqK69sLAwREREdDqmO/Pw8OD+P8T7D/B38LDvP8DfgS3Z7OIqwy0/\n", "oihCo9FIjjG0tz+/Gx8fDwA4deqUWU1raytOnz4NQRCM4yypA4Dc3FyTcURERHKzWfAOHz4cw4YN\n", "gyiK2LRpk1l/WVkZTpw4AUEQkJiYaNI3f/58eHp64ujRo6iqqjLp27NnD/R6PSZNmoTo6GiTvoSE\n", "BISEhKCwsBBfffWVSV9BQQEKCwsRGhpqdgsTERGRXKwK3oqKCpSWlqK0tBTAv2ezbdvaysrKQr9+\n", "/ZCRkYFFixahpKQEFy9exP79+zF9+nQAwIIFCzB16lSTOg8PD+zbtw8AEBMTg5MnT0Kn0yEzMxNz\n", "585FYGAgdu7caba+Hj164ODBg+jbty/i4uJw+PBhVFVV4dChQ4iLi4OnpycOHDggeYibiIhIFtY8\n", "2DkgIEAUBMH4ggQHBweTP0v57rvvxNdff10cNmyY6ObmJj7yyCOir6+vOHPmTDEnJ6fT9anVavG3\n", "v/2t6OPjI/bs2VMcNGiQuHjxYrG+vr7Tum+//VZ8+eWXxYEDB4o9e/YUBw4cKM6dO1e8cuVKp3XF\n", "xcUiALG4uLjzX0Q3t3v3bntvgl097PsvivwdPOz7L4oP9+/A1lkgiOL//5gogkqlQmRkJIqLi3lR\n", "ARHRQ8rWWcBjrkRERDJi8BIREcmIwUtERCQjBi8REZGMGLxEREQyYvASERHJiMFLREQkIwYvERGR\n", "jGz+diIiun9ptVo0NDSYtffu3RuDBw+2wxYRdX8MXqKHlFarNXszWFsVFRUMXyIbYPASPaQMM92s\n", "rCyEhYUZ2w0vAZeaCRPRvWPwEj3kwsLC+GxyIhnx4ioiIiIZMXiJiIhkxOAlIiKSEYOXiIhIRgxe\n", "IiIiGTF4iYiIZMTgJSIikhGDl4iISEYMXiIiIhkxeImIiGTE4CUiIpIRg5eIiEhGDF4iIiIZMXiJ\n", "iIhkdFfBm5+fD4VCAQcHB1y6dKmrt4mIiKjbsip4m5qakJaWhgkTJkCr1UIQBIvqfv75Z2zZsgXj\n", "x49Hv3794OLigoCAAMTExGDDhg0d1mk0GiiVSvj5+cHFxQXBwcFYsmQJrl271un69Ho9UlJS4O/v\n", "D2dnZ/j7+2PevHnQ6/XW7C4REVGXszh4tVothg8fjmPHjiE3N9fiFdTU1GD06NHYuHEjXn75ZRQW\n", "FqKsrAyrV6/G119/jaVLl6K1tdWsLi8vDyNGjIBKpcKOHTugVquxfPlybN26FREREaiurpZc37lz\n", "5zB06FAcO3YM6enp0Gg0eO+993DkyBEMGzYM5eXlFm87ERFRV+th6UC1Wo1p06Zhw4YNcHFxsaim\n", "tbUVzzzzDKqrq/HNN9/A29vb2Ddo0CA88sgjWLx4sdnMua6uDvHx8RAEATk5OQgICAAAJCUloWfP\n", "npg9ezYSExNx4sQJk7pbt24hLi4OtbW1yM/Px5gxYwAA/v7+8PHxwbhx4/Dss8+ipKQEjo6Olu46\n", "ERFRl7F4xjtjxgxs2rTJ4tAFgIyMDHz99dd47bXXTELX4Le//S2uXLliFrybN2/G1atXERsbawxd\n", "g1mzZsHX1xe5ubkoKCgw6cvOzoZGo0FUVJQxdA3Gjh2LMWPGoLy8HHv37rV4H4iIiLqSxcFr6fnc\n", "tj744AMAQExMjFV1+/fvBwBMnjxZcjsM7e0DtLM6AJgyZYpkHRERkVxsdjtRfX09ioqKIAgCBg4c\n", "iHfeeQcjR46El5cX/P39ER8fj/z8fLO6xsZGlJWVQRAEhIaGSi5boVAAAIqKikzaCwsLAaDDOkN7\n", "+zoiIiK52Cx4S0pKANyeoU6bNg0HDx7E2rVr8cUXX+Dtt9/G119/jSeeeAJ//etfTep0Oh1EUQQA\n", "+Pj4SC7b19cXAFBZWWlsu379OmpqaiAIQod1hvbq6mrcvHnz3naQiIjoLlh8cZW1ampqANy+wEqt\n", "VqOqqgq9evUCcHvm+dhjj+Hxxx/HggUL8OSTT2LIkCEAYHKrUEfnk11dXQHcnlUbWFNnqHV2dr6b\n", "XSMiIrprNpvxNjU1GT8nJSUZQ9dg2LBhmDRpElpaWrBt2zZbbQYREdF9xWbB23bW+dhjj0mOCQ8P\n", "BwCcOXPG2NanTx/j5xs3bkjWGUK97Vh3d3eL69rXEhERycVmh5r9/PyMn/v27Ss5xsvLCwBQW1tr\n", "bGt7+5Ber0dQUJBZneEJVG37evXqBS8vL9TU1HT4cA1DnY+PT6eHmRcuXAgPDw+TtoSEBCQkJHRY\n", "Q0RED57s7GxkZ2ebtNXV1dl0nTYL3qFDh8LBwQGtra0dBqHhPPCjjz5qbHNzc0N4eDhKS0uhVqsx\n", "btw4szq1Wg0AGDVqlEl7VFQUPv744w6fTtVRXXvp6emIiIjodAwRET34pCZVKpUKkZGRNlunzQ41\n", "9+rVy3jf7DfffCM55ty5cwBuP9yirfj4eADAqVOnzGpaW1tx+vRpCIJgHGdJHQDjoy7b1xEREcnF\n", "pq8FXLp0KQBg165dJoeTAaC8vBy5ublwdnZGamqqSd/8+fPh6emJo0ePoqqqyqRvz5490Ov1mDRp\n", "EqKjo036EhISEBISgsLCQnz11VcmfQUFBSgsLERoaCgPGRMRkd1YFbwVFRUoLS1FaWkpAEAURWg0\n", "GpO2tp544gm89dZbuH79OqZOnYrPP/8cly5dwrFjx/DMM8+gZ8+e+Pvf/45BgwaZ1Hl4eGDfvn0A\n", "bj/16uTJk9DpdMjMzMTcuXMRGBiInTt3mq2vR48eOHjwIPr27Yu4uDgcPnwYVVVVOHToEOLi4uDp\n", "6YkDBw7AwYGvIaaHj1arhUqlMv7whSFEdiJaISAgQBQEQRQEQXRwcBAdHBxM/tyRkydPitOmTRP7\n", "9esnOjk5iQMGDBBfeOEF8V//+len61Or1eJvf/tb0cfHR+zZs6c4aNAgcfHixWJ9fX2ndd9++634\n", "8ssviwMHDhR79uwpDhw4UJw7d6545cqVTuuKi4tFAGJxcXGn44geNBUVFSIAyZ/2/73ze0APO1t/\n", "B6y6uEqn091VuE+ZMsV4vtcaCoUCu3btsrrOz8+P9wYTtdHQ0AAAyMrKQlhYGAAgJycHK1assOdm\n", "ET2UbHZVMxHdf8LCwoxX7PNQM5F98GQnERGRjBi8REREMmLwEhERyYjBS0REJCMGLxERkYwYvERE\n", "RDJi8BIREcmIwUtERCQjBi8REZGMGLxEREQyYvASERHJiMFLREQkIwYvERGRjBi8REREMmLwEhER\n", "yYjBS0REJCMGLxERkYwYvERERDJi8BIREcmIwUtERCQjBi8REZGMGLxEREQyYvASERHJiMFLREQk\n", "IwYvERGRjBi8REREMrqr4M3Pz4dCoYCDgwMuXbpkVe2mTZvg4OAABwdmPhERPXysSr+mpiakpaVh\n", "woQJ0Gq1EATBqpVVVVVh2bJlAGBRrUajgVKphJ+fH1xcXBAcHIwlS5bg2rVrndbp9XqkpKTA398f\n", "zs7O8Pf3x7x586DX663aXiIioq5mcfBqtVoMHz4cx44dQ25u7l2t7OWXX0a/fv0sGpuXl4cRI0ZA\n", "pVJhx44dUKvVWL58ObZu3YqIiAhUV1dL1p07dw5Dhw7FsWPHkJ6eDo1Gg/feew9HjhzBsGHDUF5e\n", "flfbTkRE1BV6WDpQrVZj2rRp2LBhA1xcXKxe0d///nd8/vnnOHToEJ555plOx9bV1SE+Ph6CICAn\n", "JwcBAQEAgKSkJPTs2ROzZ89GYmIiTpw4YVJ369YtxMXFoba2Fvn5+RgzZgwAwN/fHz4+Phg3bhye\n", "ffZZlJSUwNHR0ep9ICIiulcWz3hnzJiBTZs23VXofvfdd1i0aBH+8Ic/IDw8/I7jN2/ejKtXryI2\n", "NtYYugazZs2Cr68vcnNzUVBQYNKXnZ0NjUaDqKgoY+gajB07FmPGjEF5eTn27t1r9T4QERF1BYuD\n", "19rzuW2lpqbC19cXy5cvhyiKdxy/f/9+AMDkyZMlt8PQ3j5AO6sDgClTpkjWERERycXiQ8136/Dh\n", "wzh8+DC+/PJLPPLII3cc39jYiLKyMgiCgNDQUMkxCoUCAFBUVGTSXlhYCAAd1hna29cRERHJxab3\n", "9NTV1SE1NRWpqan41a9+ZVGNTqczzop9fHwkx/j6+gIAKisrjW3Xr19HTU0NBEHosM7QXl1djZs3\n", "b1q8H0RERF3FpsH72muvwcnJCevXr7e4pu2tQh2dT3Z1dQUA1NfX31Vd+1oiIiK52OxQ86lTp5CZ\n", "mYmcnBy4ubkZ2+/lXDEREdGDzibB29TUhJdffhmzZ8/G008/bdJ3p4ur+vTpY/x848aNDpfffqy7\n", "u7vFde1r21u4cCE8PDxM2hISEpCQkNDJlhMR0YMmOzsb2dnZJm11dXU2XadNgvfMmTPQ6XTQ6/U4\n", "cuSISZ8heEVRRO/evY3t5eXlGDBggMntQ3q9HkFBQWbLNzyBqm1fr1694OXlhZqamg4frmGo8/Hx\n", "gbOzc4fbn56ejoiIiDvsJRERPeikJlUqlQqRkZE2W6dNgjcqKgrnz5+X7Pt//+//YcKECRAEAd98\n", "842x3XDBlJubG8LDw1FaWgq1Wo1x48aZLUOtVgMARo0aZbbejz/+uMOnU3VUR0REJBebXFzl7OyM\n", "QYMGSf788pe/NI5r2972SVLx8fEAbp8nbq+1tRWnT5+GIAjGcZbUATA+6rJ9HRERkVzuy1cEzZ8/\n", "H56enjh69CiqqqpM+vbs2QO9Xo9JkyYhOjrapC8hIQEhISEoLCzEV199ZdJXUFCAwsJChIaG8lwt\n", "ERHZjVWHmisqKtDc3Gz8syiK0Gg0xlt5OnscpE6nQ2NjI65cuWKsLSsrgyiK6Nu3L/z8/IxjPTw8\n", "sG/fPkyfPh0xMTF4//33ERwcjLy8PLz66qsIDAzEzp07zXemRw8cPHgQTz75JOLi4rBlyxbjixZS\n", "U1Ph6emJAwcO8JWERBZof8qmd+/eGDx4sJ22hqj7sCp4p06diosXLwL4921BU6dONf65paWlw9rk\n", "5GR8/vnnJrVDhw4FcPvlBxkZGSbjJ06ciLNnz+LNN99EYmIiamtr0b9/f6SkpGDFihUmVzG3NWTI\n", "EJSUlGD16tVYsGABvv/+e3h7eyM2NhYrV640nksmImmGd2wrlUqzvoqKCoYv0T2yKnh1Ot1dr+iz\n", "zz6zukahUGDXrl1W1/n5+WHbtm1W1xHR7ce2AkBWVhbCwsIA3J79KpVKNDQ02HPTiLoFmz+rmYge\n", "TGFhYbytjsgGeLKTiIhIRgxeIiIiGTF4iYiIZMTgJSIikhGDl4iISEYMXiIiIhkxeImIiGTE4CUi\n", "IpIRg5eIiEhGDF4iIiIZMXiJiIhkxOAlIiKSEYOXiIhIRgxeIiIiGTF4iYiIZMTgJSIikhGDl4iI\n", "SEYMXiIiIhkxeImIiGTUw94bQERdT6vVoqGhwfjn8vJyO24NEbXF4CXqZrRaLUJCQuy9GUTUAR5q\n", "JupmDDPdrKwsFBcXo7i4GGvWrLHzVhGRAWe8RN1UWFgYIiIiAPBQM9H9hDNeIiIiGTF4iYiIZHRX\n", "wZufnw+FQgEHBwdcunSpq7eJiIio27IqeJuampCWloYJEyZAq9VCEIROx9fU1GDjxo2YPHkyvLy8\n", "4OTkhH79+mHSpEnIyMiAKIqd1ms0GiiVSvj5+cHFxQXBwcFYsmQJrl271mmdXq9HSkoK/P394ezs\n", "DH9/f8ybNw96vd6a3SUiIupyFgevVqvF8OHDcezYMeTm5t5x/Pnz5xEQEIDf//73GDJkCP7nf/4H\n", "FRUVyMrKwvXr1/HSSy9hypQpuHnzpmR9Xl4eRowYAZVKhR07dkCtVmP58uXYunUrIiIiUF1dLVl3\n", "7tw5DB06FMeOHUN6ejo0Gg3ee+89HDlyBMOGDeNFJkREZFcWX9WsVqsxbdo0bNiwAS4uLnccf/36\n", "ddy4cQOvvfYa3nnnHWN7QEAAnnzySYSFheGzzz7D2rVrzW51qKurQ3x8PARBQE5ODgICAgAASUlJ\n", "6NmzJ2bPno3ExEScOHHCpO7WrVuIi4tDbW0t8vPzMWbMGACAv78/fHx8MG7cODz77LMoKSmBo6Oj\n", "pbtORETUZSye8c6YMQObNm2yKHQNBEHAiy++aNbu4uICpVIJANi7d69Z/+bNm3H16lXExsYaQ9dg\n", "1qxZ8PX1RW5uLgoKCkz6srOzodFoEBUVZQxdg7Fjx2LMmDEoLy+XXCcREZEcLA7eO53PbW/YsGGo\n", "ra1FaGioZH///v0BALW1tWZ9+/fvBwBMnjxZcjsM7e0DtLM6AJgyZYpkHRERkVxsdjuRg4MD3N3d\n", "O+w3XOg0dOhQk/bGxkaUlZVBEIQOQ1uhUAAAioqKTNoLCwsBoMM6Q3v7OiIiIrnY7T7enJwcAEBq\n", "aqpJu06nM17t7OPjI1nr6+sLAKisrDS2Xb9+HTU1NRAEocM6Q3t1dXWHF3URERHZkl2C98SJE1Cp\n", "VJg+fTri4uJM+treKtTR+WRXV1cAQH19/V3Vta8lIiKSi+zB+8MPP+Cll15CSEgIduzYIffqiYiI\n", "7ErW4L1+/TqmTZuGHj164NSpU+jbt6/ZmD59+hg/37hxQ3I5TU1NZmPbnk++U137WiIiIrnI9nai\n", "hoYGTJ8+HbW1tcjLyzNe1dxe29uH9Ho9goKCzMYYLsxq29erVy94eXmhpqamw4drGOp8fHzg7Ozc\n", "4bYuXLgQHh4eJm0JCQlISEjosIaIiB482dnZyM7ONmmrq6uz6TplCd7a2lo8/fTTaGxsxBdffNHh\n", "xU8A4ObmhvDwcJSWlkKtVmPcuHFmY9RqNQBg1KhRJu1RUVH4+OOPO3w6VUd17aWnpxtfp0ZERN2X\n", "1KRKpVIhMjLSZuu0+aHm77//HhMmTMCtW7fw+eefm4Tud999h6effhrff/+9SU18fDwA4NSpU2bL\n", "a21txenTpyEIgnGcJXUAjI+6bF9HREQkF5sG75UrV/Dkk0+iV69e+Oyzz+Dp6WnSf+PGDZw4ccLs\n", "1p758+fD09MTR48eRVVVlUnfnj17oNfrMWnSJERHR5v0JSQkICQkBIWFhfjqq69M+goKClBYWIjQ\n", "0FAeMiYiIrux6lBzRUUFmpubjX8WRREajcZ4K094eLix79tvv8UTTzwBnU6H0NBQTJo0yWx5bZfV\n", "loeHB/bt24fp06cjJiYG77//PoKDg5GXl4dXX30VgYGB2Llzp/nO9OiBgwcP4sknn0RcXBy2bNli\n", "fNFCamoqPD09ceDAATg48DXERERkH1YF79SpU3Hx4kUA/36E5NSpU41/bmlpMY49c+YMdDodBEGA\n", "RqORXJ4oih0+inLixIk4e/Ys3nzzTSQmJqK2thb9+/dHSkoKVqxY0eFTsYYMGYKSkhKsXr0aCxYs\n", "wPfffw9vb2/ExsZi5cqVxodvEBER2YNVwavT6SweO3PmTLS2tlq9QW0pFArs2rXL6jo/Pz9s27bt\n", "ntZNRERkCzzmSkREJCMGLxERkYwYvERERDJi8BIREcmIwUtERCQjBi8REZGMGLxEREQyYvASERHJ\n", "iMFLREQkIwYvERGRjBi8REREMmLwEhERyYjBS0REJCMGLxERkYwYvERERDJi8BIREcmIwUtERCQj\n", "Bi8REZGMGLxEREQyYvASERHJiMFLREQkIwYvERGRjBi8REREMmLwEhERyYjBS0REJCMGLxERkYwY\n", "vERERDK6q+DNz8+HQqGAg4MDLl261NXbRERE1G1ZFbxNTU1IS0vDhAkToNVqIQiCRXWFhYWYOXMm\n", "vL294erqivDwcKxduxbNzc2d1mk0GiiVSvj5+cHFxQXBwcFYsmQJrl271mmdXq9HSkoK/P394ezs\n", "DH9/f8ybNw96vd7ifSUiIrIFi4NXq9Vi+PDhOHbsGHJzcy1ewe7duxEdHY2amhocPnwYZWVlSE5O\n", "xurVqzF+/Hg0NjZK1uXl5WHEiBFQqVTYsWMH1Go1li9fjq1btyIiIgLV1dWSdefOncPQoUNx7Ngx\n", "pKenQ6PR4L333sORI0cwbNgwlJeXW7ztREREXa2HpQPVajWmTZuGDRs2wMXFxaKayspKJCcnw8vL\n", "C8ePH4e7uzsAYNGiRfjpp5+wbNkypKWl4YMPPjCpq6urQ3x8PARBQE5ODgICAgAASUlJ6NmzJ2bP\n", "no3ExEScOHHCpO7WrVuIi4tDbW0t8vPzMWbMGACAv78/fHx8MG7cODz77LMoKSmBo6OjpbtORETU\n", "ZSye8c6YMQObNm2yOHQBYN26dWhubsacOXOMoWuQmpoKJycnZGRk4PLlyyZ9mzdvxtWrVxEbG2sM\n", "XYNZs2bB19cXubm5KCgoMOnLzs6GRqNBVFSUMXQNxo4dizFjxqC8vBx79+61eB+I6N/Ky8uhUqlM\n", "frRarb03i+iBYnHwWno+16ClpQWHDh2CIAiYPHmyWb+7uztGjx6N1tZWHDhwwKRv//79ACBZ13Z5\n", "7QO0szoAmDJlimQdEXXOcBGlUqlEZGSkyU9ISAjDl8gKFh9qtlZFRQXq6+shCAJCQ0MlxygUCnz5\n", "5ZcoKioytjU2NqKsrOyOdQBM6oDbF3EB6LDO0N6+jog6Z7gWIysrC2FhYcb28vJyKJVKNDQ02GvT\n", "iB44NgveyspK42cfHx/JMb6+vmZjdTodRFGEIAhW1V2/fh01NTWd1hnaq6urcfPmTTg7O1uxR0QU\n", "FhaGiIgIe28G0QPNZg/QMNzy4+jo2OGFTK6urgCA+vp6szoAHZ5Pvte69rVERERy4ZOriIiIZGSz\n", "Q82Gq5hbWlrQ0tIiOettamoCAPTp08fY1vbzjRs3JJctVdf2quk71bWvbW/hwoXw8PAwaUtISEBC\n", "QkKHNURE9ODJzs5Gdna2SVtdXZ1N12mz4A0ODjZ+1uv1GDBggNkYw5OkgoKCjG1tbx/S6/UmfZ3V\n", "9erVC15eXqipqenw4RqGOh8fn07P76anp/M8FhHRQ0BqUqVSqRAZGWmzddrsUHNISIhxFqpWqyXH\n", "GNpHjRplbHNzc0N4eDhEUbSqDgCioqIAoMOnU3VUR0REJBebBa+DgwPi4uIgiiJOnTpl1l9fX48z\n", "Z87A0dERcXFxJn3x8fEAIFnX2tqK06dPQxAE4zhL6gAYH3XZvo6IiEguNr24aunSpXByckJmZqbZ\n", "iw22bNmC5uZmJCUlYeDAgSZ98+fPh6enJ44ePYqqqiqTvj179kCv12PSpEmIjo426UtISEBISAgK\n", "Cwvx1Vd/9zd/AAAgAElEQVRfmfQVFBSgsLAQoaGhPFdLRER2Y1XwVlRUoLS0FKWlpQAAURSh0WhM\n", "2toKCgrC9u3b8cMPPyAmJgYFBQW4cOEC3n33XaxatQojR45Eenq6WZ2Hhwf27dsHAIiJicHJkyeh\n", "0+mQmZmJuXPnIjAwEDt37jSr69GjBw4ePIi+ffsiLi4Ohw8fRlVVFQ4dOoS4uDh4enriwIEDcHDg\n", "xdxERGQfVl1cNXXqVFy8eBHAvx8hOXXqVOOfW1pazGqUSiUGDx6M9evXIzY2FtevX8egQYPwxhtv\n", "YMmSJXBycpJc18SJE3H27Fm8+eabSExMRG1tLfr374+UlBSsWLHC7NnPBkOGDEFJSQlWr16NBQsW\n", "4Pvvv4e3tzdiY2OxcuVK48M3iIiI7MGq4NXpdHe1kqioKBw5csTqOoVCgV27dlld5+fnh23btlld\n", "R0REZGs85kpERCQjBi8REZGMGLxEREQyYvASERHJiMFLREQkI5s9q5mIbE+r1Zq9hL6jR6YS0f2B\n", "wUv0gNJqtQgJCbH3ZhCRlRi8RA8ow0w3KysLYWFhxvacnBysWLHCXptFRHfA4CV6wIWFhZm8xpKH\n", "monub7y4ioiISEYMXiIiIhkxeImIiGTE4CUiIpIRg5eIiEhGDF4iIiIZMXiJiIhkxOAlIiKSEYOX\n", "iIhIRgxeIiIiGTF4iYiIZMTgJSIikhGDl4iISEYMXiIiIhkxeImIiGTE4CUiIpIRg5eIiEhGDF4i\n", "IiIZyRK8VVVVSEtLw7Bhw9C3b184OzsjMDAQzz//PFQqVYd1hYWFmDlzJry9veHq6orw8HCsXbsW\n", "zc3Nna5Po9FAqVTCz88PLi4uCA4OxpIlS3Dt2rWu3jUiIiKr2Dx4T58+jcceewx//etfMXv2bHzx\n", "xRcoKSnBkiVLcOzYMURFRWHPnj1mdbt370Z0dDRqampw+PBhlJWVITk5GatXr8b48ePR2Ngoub68\n", "vDyMGDECKpUKO3bsgFqtxvLly7F161ZERESgurra1rtMRETUoR62XkFaWhpu3ryJ5cuX4/XXXze2\n", "h4SE4JFHHsHLL7+M+fPn47nnnoODw+1/B1RWViI5ORleXl44fvw43N3dAQCLFi3CTz/9hGXLliEt\n", "LQ0ffPCBybrq6uoQHx8PQRCQk5ODgIAAAEBSUhJ69uyJ2bNnIzExESdOnLD1bhMREUmy+YxXq9VC\n", "EAT86le/MusbM2YMAODHH3/Ejz/+aGxft24dmpubMWfOHGPoGqSmpsLJyQkZGRm4fPmySd/mzZtx\n", "9epVxMbGGkPXYNasWfD19UVubi4KCgq6aO+IiIisY/PgffzxxyGKIsrKysz6zp07BwDw8/NDv379\n", "AAAtLS04dOgQBEHA5MmTzWrc3d0xevRotLa24sCBAyZ9+/fvBwDJurbL27t3773tFBER0V2yefD+\n", "7W9/Q//+/bF27VocOHAAN27cQHNzM06ePInXXnsNnp6e+Mc//mEcX1FRgfr6egBAaGio5DIVCgUA\n", "oKioyNjW2NiIsrIyCIJgVR0REZGcbH6Od/jw4dBoNNi4cSOSk5PR2NgIQRDg6OiIV155BStWrEDf\n", "vn2N4ysrK42ffXx8JJfp6+trNlan00EURQiCYFUdERGRnGw+462trUVCQgJWrVqFV155BV9//TX+\n", "+c9/4u2330ZGRgamTp1qEoSGW34cHR3h6OgouUxXV1cAMM6M29YBgIuLi8V1REREcrLpjFcURTz9\n", "9NM4c+YMli1bhjVr1hj7wsPDERAQgP/8z//EuHHjUFpaCk9PT1tuDhERkd3ZdMZ7+vRpnDlzBoIg\n", "4LXXXjPrnzlzJgYPHozvvvsOH374IQAYr2JuaWlBS0uL5HKbmpoAAH369DG2tf1848YNi+uIiIjk\n", "ZNMZb3FxMQDgF7/4BTw8PCTHKBQKaLVa49igoCBjn16vx4ABA8xq9Hq92di2tw/p9XqTvs7qpCxc\n", "uNBsexMSEpCQkNBpHRERPViys7ORnZ1t0lZXV2fTddr84irg9q08HTE8NMMgJCQE7u7uaGhogFqt\n", "lgxetVoNABg1apSxzc3NDeHh4SgtLYVarca4ceMsqpOSnp6OiIiITscQEdGDT2pSpVKpEBkZabN1\n", "2vRQs+H2nerq6g6fk6zRaADcDlzg9kVVcXFxEEURp06dMhtfX1+PM2fOGMe1FR8fDwCSda2trTh9\n", "+jQEQTCOIyIikptNg/epp57CL37xC4iiiPfff9+s/5NPPoFGo4GjoyNmz55tbF+6dCmcnJyQmZlp\n", "FthbtmxBc3MzkpKSMHDgQJO++fPnw9PTE0ePHkVVVZVJ3549e6DX6zFp0iRER0d33U4SERFZwabB\n", "6+Ligl27dsHNzQ1vvvkm1q5dC7VaDZ1Oh48++ghKpRIODg7485//jMcee8xYFxQUhO3bt+OHH35A\n", "TEwMCgoKcOHCBbz77rtYtWoVRo4cifT0dLP1eXh4YN++fQCAmJgYnDx5EjqdDpmZmZg7dy4CAwOx\n", "c+dOW+4yERFRp2x+jnfSpEn45ptv8N5772Hnzp1Yu3YtWlpa4OPjg6lTp2L+/PnGZza3pVQqMXjw\n", "YKxfvx6xsbG4fv06Bg0ahDfeeANLliyBk5OT5PomTpyIs2fP4s0330RiYiJqa2vRv39/pKSkYMWK\n", "FWbPfiYiIpKTLBdXDRo0CJs3b7a6LioqCkeOHLG6TqFQYNeuXVbXERER2ZrNn1xFRERE/8bgJSIi\n", "khGDl4iISEYMXiIiIhkxeImIiGTE4CUiIpIRg5eIiEhGDF4iIiIZMXiJiIhkxOAlIiKSEYOXiIhI\n", "RgxeIiIiGTF4iYiIZMTgJSIikhGDl4iISEYMXiIiIhkxeImIiGTE4CUiIpIRg5eIiEhGDF4iIiIZ\n", "MXiJiIhkxOAlIiKSEYOXiIhIRgxeIiIiGTF4iYiIZMTgJSIikhGDl4iISEYMXiIiIhnJFryNjY1Y\n", "v349Ro8ejUcffRRubm4ICgrCzJkz8cEHH0jWFBYWYubMmfD29oarqyvCw8Oxdu1aNDc3d7oujUYD\n", "pVIJPz8/uLi4IDg4GEuWLMG1a9dssWtEREQWkyV4tVothgwZgn379uGPf/wjzp49i7Nnz+LVV1/F\n", "p59+ijVr1pjV7N69G9HR0aipqcHhw4dRVlaG5ORkrF69GuPHj0djY6PkuvLy8jBixAioVCrs2LED\n", "arUay5cvx9atWxEREYHq6mpb7y4REVGHeth6BY2NjXjqqafQu3dv5Ofnw9XV1dgXEhKCmzdvYv/+\n", "/SY1lZWVSE5OhpeXF44fPw53d3cAwKJFi/DTTz9h2bJlSEtLM5sp19XVIT4+HoIgICcnBwEBAQCA\n", "pKQk9OzZE7Nnz0ZiYiJOnDhh250mIiLqgM1nvOvXr8fFixexcuVKk9A1eP3111FUVGTStm7dOjQ3\n", "N2POnDnG0DVITU2Fk5MTMjIycPnyZZO+zZs34+rVq4iNjTWGrsGsWbPg6+uL3NxcFBQUdM3OERER\n", "WcmmwdvS0oKMjAwIgoCnn37a4ppDhw5BEARMnjzZrN/d3R2jR49Ga2srDhw4YNJnmDlL1bVd3t69\n", "e63dFSLqRHl5OVQqlfFHq9Xae5OI7ls2Dd7S0lJUV1fjF7/4BURRxPLlyzF06FB4enoiKCgIL7zw\n", "AkpLS01qKioqUF9fDwAIDQ2VXK5CoQAAk5lyY2MjysrKIAiCVXVEdPcuXboEAFAqlYiMjDT+hISE\n", "MHyJOmDT4C0pKQFwexY7atQoqFQq/OUvf8GXX36J119/HR9//DFGjhyJo0ePGmsqKyuNn318fCSX\n", "6+vrazZWp9NBFEWr64jo7hkucszKykJxcTGKi4uRlZUFAGhoaLDnphHdt2x6cVVNTY3xfz09PfHx\n", "xx/DweF21oeFhcHPzw+/+c1vkJiYiMrKSvTr1894y4+joyMcHR0ll2s4V2yYGQMwuVXIxcXF4joi\n", "undhYWGIiIiw92YQPRBsOuNtamoyfn7llVeMoWswY8YMDBo0CA0NDfjHP/5hy00hIiK6L9h0xtt2\n", "5vnYY49JjhkyZAguXLiAM2fOAIDxKuaWlha0tLRIznoNgd6nTx9jW9vPN27ckFyXVJ2UhQsXwsPD\n", "w6QtISEBCQkJndYREdGDJTs7G9nZ2SZtdXV1Nl2nTYPXz88PwO0rivv27Ss5xtvbGwBQW1sLAAgK\n", "CjL26fV6DBgwwKxGr9ebjW17+5Berzfp66xOSnp6Og+bERE9BKQmVSqVCpGRkTZbp00PNY8YMcL4\n", "uaMnRhnOAz/66KMAbj9UwzDrVavVkjWG9lGjRhnb3NzcEB4eDlEUraojelBotVqTW3bKy8vtvUlE\n", "dBdsGryhoaEICQmBKIr45ptvJMecO3cOADB27FgAty+qiouLgyiKOHXqlNn4+vp6nDlzxjiurfj4\n", "eACQrGttbcXp06chCIJxHNGDQqvVIiQkxOSWHaVSae/NIqK7YPMnVy1btgwAsG3bNvz8888mfZ9+\n", "+inOnz+Pfv364YUXXjC2L126FE5OTsjMzDR7scGWLVvQ3NyMpKQkDBw40KRv/vz58PT0xNGjR1FV\n", "VWXSt2fPHuj1ekyaNAnR0dFduIdEtme4NaftbTtSzzgnovufzYP3+eefx+9+9ztUVVXhN7/5Db7+\n", "+mtcvHgRu3fvxvPPP48+ffrgwIEDJo+GDAoKwvbt2/HDDz8gJiYGBQUFuHDhAt59912sWrUKI0eO\n", "RHp6utm6PDw8sG/fPgBATEwMTp48CZ1Oh8zMTMydOxeBgYHYuXOnrXeZyGYMt+1EREQgMDDQ3ptD\n", "RHdBlrcTbdu2DXv27MFPP/2EqVOnQqFQYMWKFXjuuefwz3/+E0888YRZjVKpRH5+Pry8vBAbG4sh\n", "Q4YgIyMDb7zxBr788ku4ublJrmvixIk4e/YsIiIikJiYiLCwMLz11ltISUnB2bNnO3y4BhERkRxs\n", "/nYig+eeew7PPfecVTVRUVE4cuSI1etSKBTYtWuX1XVERES2JsuMl4iIiG5j8BIREcmIwUtERCQj\n", "Bi8REZGMGLxEREQyYvASERHJiMFLREQkIwYvERGRjBi8REREMmLwEhERyYjBS0REJCMGLxERkYwY\n", "vERERDJi8BIREcmIwUtERCQjBi8REZGMGLxEREQyYvASERHJiMFLREQkIwYvERGRjBi8REREMmLw\n", "EhERyYjBS0REJCMGLxERkYwYvERERDJi8BIREcnILsGblpYGBwcHBAYG2mP1REREdiN78BYWFuL9\n", "998HAAiCcMexM2fOhLe3N1xdXREeHo61a9eiubm50zqNRgOlUgk/Pz+4uLggODgYS5YswbVr17ps\n", "P4iIiO6GrMHb3NyMF198EQMHDrzj2N27dyM6Oho1NTU4fPgwysrKkJycjNWrV2P8+PFobGyUrMvL\n", "y8OIESOgUqmwY8cOqNVqLF++HFu3bkVERASqq6u7ereIiIgsJmvwrlu3Dnq9Hhs2bOh0XGVlJZKT\n", "k+Hl5YXjx48jOjoagYGBWLRoEVavXo0zZ84gLS3NrK6urg7x8fEQBAE5OTn49a9/DX9/fyQlJWHb\n", "tm24cOECEhMTbbV7REREdyRb8JaVlWHDhg3485//DF9f307Hrlu3Ds3NzZgzZw7c3d1N+lJTU+Hk\n", "5ISMjAxcvnzZpG/z5s24evUqYmNjERAQYNI3a9Ys+Pr6Ijc3FwUFBV2yT0RERNaSJXhbW1vx4osv\n", "Yvz48ZgzZw5EUexwbEtLCw4dOgRBEDB58mSzfnd3d4wePRqtra04cOCASd/+/fsBQLKu7fL27t17\n", "L7tDRER012QJ3k2bNuFf//oXPvjggzuOraioQH19PQAgNDRUcoxCoQAAFBUVGdsaGxtRVlYGQRCs\n", "qiMiIpKTzYNXp9Nh+fLlWLNmjUW3D1VWVho/+/j4SI4xHKpuO1an0xln0tbUERERycnmwfu73/0O\n", "Q4YMkbwYSorhlh9HR0c4OjpKjnF1dQUA48y4bR0AuLi4WFxHREQkpx62XPhHH32E//3f/0VxcbHJ\n", "Pbt3un+XiIiou7LZjFev12Px4sV4/fXXMXToUJO+zi6uMlzF3NLSgpaWFskxTU1NAIA+ffoY29p+\n", "vnHjhsV1REREcrLZjPfEiROor6/Hxo0bkZ6ebtJnCNSLFy+id+/eAG7Pgq9du4agoCDjOL1ejwED\n", "BpgtW6/XA4DJ2La3D+n1epO+zuqkLFy4EB4eHiZtCQkJSEhI6LSOiIgeLNnZ2cjOzjZpq6urs+k6\n", "bRa8cXFxGD9+vGTf//3f/0GpVKJ///7Iy8sz6QsJCYG7uzsaGhqgVqslg1etVgMARo0aZWxzc3ND\n", "eHg4SktLoVarMW7cOIvqpKSnpyMiIqLTMUS2otVq0dDQYNJWXl5up60h6t6kJlUqlQqRkZE2W6fN\n", "grdXr17o1auXZN+lS5dur7xHDwwaNMikz9HREXFxccjMzMSpU6cwZcoUk/76+nqcOXPGOK6t+Ph4\n", "lJaW4tSpU3jppZdM+lpbW3H69GkIgoD4+Ph73T0im9BqtQgJCbH3ZhCRDd2XrwVcunQpnJyckJmZ\n", "afZigy1btqC5uRlJSUlmz3yeP38+PD09cfToUVRVVZn07dmzB3q9HpMmTUJ0dLStd4HorhhmullZ\n", "WSguLjb+rFmzxs5bRkRdRdbgraioQGlpKXQ6HYDbL00oKytDaWkpampqjOOCgoKwfft2/PDDD4iJ\n", "iUFBQQEuXLiAd999F6tWrcLIkSPNzhsDgIeHB/bt2wcAiImJwcmTJ6HT6ZCZmYm5c+ciMDAQO3fu\n", "lGdnie5BWFgYIiIijD98hSZR9yFr8E6dOhXDhg3Diy++CEEQoNfrMXToUAwbNgx/+9vfTMYqlUrk\n", "5+fDy8sLsbGxGDJkCDIyMvDGG2/gyy+/hJubm+Q6Jk6ciLNnzyIiIgKJiYkICwvDW2+9hZSUFJw9\n", "e7bDh2sQERHJwab38bZnmOlaKioqCkeOHLF6PQqFArt27bK6joiIyNbuy3O8RERE3RWDl4iISEYM\n", "XiIiIhkxeImIiGTE4CUiIpIRg5eIiEhGDF4iIiIZMXiJiIhkxOAlIiKSEYOXiIhIRrI+MpKIHh7t\n", "3yHcu3dvDB482E5bQ3T/YPASUZcyvG9bqVSa9VVUVDB86aHH4CWiLtXY2Ajg9juFw8LCANye/SqV\n", "SuP7hokeZgxeIrIJwzuFicgUL64iIiKSEYOXiIhIRgxeIiIiGTF4iYiIZMTgJSIikhGDl4iISEYM\n", "XiIiIhkxeImIiGTE4CUiIpIRg5eIiEhGDF4iIiIZMXiJiIhkxOAlIiKSEYOXiIhIRjYP3kuXLmHN\n", "mjWIjo5G37594eTkBB8fH0yfPh0HDx7stLawsBAzZ86Et7c3XF1dER4ejrVr16K5ubnTOo1GA6VS\n", "CT8/P7i4uCA4OBhLlizBtWvXunLXiIiIrGbT4P38888RFBSEdevWYcqUKcjNzYVarcaWLVtw/vx5\n", "xMfHQ6lUQhRFs9rdu3cjOjoaNTU1OHz4MMrKypCcnIzVq1dj/Pjxxpdtt5eXl4cRI0ZApVJhx44d\n", "UKvVWL58ObZu3YqIiAhUV1fbcpeJrKLVaqFSqYw/5eXl9t4kIrKxHrZceG1tLVpaWpCeno7U1FRj\n", "+6BBgzB27FiEhoZi9+7dmDhxIl588UVjf2VlJZKTk+Hl5YXjx4/D3d0dALBo0SL89NNPWLZsGdLS\n", "0vDBBx+YrK+urg7x8fEQBAE5OTkICAgAACQlJaFnz56YPXs2EhMTceLECVvuNpFFtFotQkJC7L0Z\n", "RCQzmx9q7tGjB1544QWzdl9fXzzzzDMAgL1795r0rVu3Ds3NzZgzZ44xdA1SU1Ph5OSEjIwMXL58\n", "2aRv8+bNuHr1KmJjY42hazBr1iz4+voiNzcXBQUFXbBnRPemoaEBAJCVlYXi4mIUFxdjzZo1dt4q\n", "IrI1mwbvjBkz8OOPP6JXr16S/f379wdwe2Zs0NLSgkOHDkEQBEyePNmsxt3dHaNHj0ZraysOHDhg\n", "0rd//34AkKxru7z2QU9kT2FhYYiIiEBERAQCAwPtvTlEZGM2Dd4ePXp0GLoAoNfrAQBDhw41tlVU\n", "VKC+vh4AEBoaKlmnUCgAAEVFRca2xsZGlJWVQRAEq+qIiIjkZLfbiW7duoWTJ09CEAST87+VlZXG\n", "zz4+PpK1vr6+ZmN1Op3xIi1r6oiIiORkt+DNyMjAd999h3nz5iEyMtLYbrjlx9HREY6OjpK1rq6u\n", "AGCcGbetAwAXFxeL64iIiORkl+A9f/48Fi9ejLFjx2Ljxo322AQiIiK7sOntRFL0ej2eeuophISE\n", "4Pjx43BycjLpN1zF3NLSgpaWFslZb1NTEwCgT58+xra2n2/cuCG5bqk6KQsXLoSHh4dJW0JCAhIS\n", "EjqtIyKiB0t2djays7NN2urq6my6TlmD98qVK5gyZQq8vb3xySefoHfv3mZjgoODjZ/1ej0GDBhg\n", "NsZwUVZQUJCxre3tQ3q93qSvszop6enpiIiI6HxniIjogSc1qVKpVCanQLuabIeaL168iCeeeALe\n", "3t7Izc01m1EahISEGGe9arVacoyhfdSoUcY2Nzc3hIeHQxRFq+qIiIjkJEvwarVajB8/HoMHD8Yn\n", "n3xicotRSUkJYmJi/r1BDg6Ii4uDKIo4deqU2bLq6+tx5swZODo6Ii4uzqQvPj4eACTrWltbcfr0\n", "aQiCYBxHREQkN5sHb1lZGZ544glERkbi6NGjcHZ2Nun/8ccf8emnn5q0LV26FE5OTsjMzDR7scGW\n", "LVvQ3NyMpKQkDBw40KRv/vz58PT0xNGjR1FVVWXSt2fPHuj1ekyaNAnR0dFdt4NERERWsOk53tLS\n", "UkycOBFXr15FVVUVxo4dazbG8Ni8toKCgrB9+3YkJSUhJiYG77zzDnx8fHD48GGsWrUKI0eORHp6\n", "ulmdh4cH9u3bh+nTpyMmJgbvv/8+goODkZeXh1dffRWBgYHYuXOnTfaViIjIEjYN3lOnTuHq1asQ\n", "BAElJSWSY0RRhCAIZu1KpRKDBw/G+vXrERsbi+vXr2PQoEF44403sGTJErOroQ0mTpyIs2fP4s03\n", "30RiYiJqa2vRv39/pKSkYMWKFWbPfiaSi1arNfmH5sP4JiKpfe7duzcGDx5sh60hsg+bBu+CBQuw\n", "YMGCu66PiorCkSNHrK5TKBTYtWvXXa+XqKs97G8iunTpEoDb/6CWUlFRwfClh4bs9/ESPYzavoko\n", "LCwMAJCTk4MVK1bYc7NkY3h/dtv9B27PgJVKpeQpJ6LuisFLJCPDm4iAh/NQc9v9J3pY2e1ZzURE\n", "RA8jBi8REZGMGLxEREQyYvASERHJiMFLREQkIwYvERGRjBi8REREMuJ9vERdrP2jIYGH855dIpLG\n", "4CXqQg/7oyGJ6M4YvERdSOrRkMDD9XhIIuocg5fIBto/GpGHmonIgBdXERERyYjBS0REJCMGLxER\n", "kYx4jpeI7K79OfDevXtj8ODBdtoaItti8BKR3Vy6dAkAoFQqzfoqKioYvtQtMXiJyG4aGxsBmN5+\n", "VV5eDqVSafYQEqLugsFLRHbX/vYrou6MF1cRERHJiDNeonvQ/rnMfFBG1+EFV9RdMXiJ7hKfy2wb\n", "vOCKujsGL9FdknouM5/JfO94wRV1dwxeonvU9sIgHmruOrzgirorBi+RhXg+l4i6AoOXyAI8n0tE\n", "XaXbBu8nn3yCd999FyqVCj/99BMUCgWSk5PxyiuvQBAEe28e3cfaz2yBf89ueT6XiO5Vtwzet99+\n", "G3/84x/xzDPPIDc3F71798b27dsxf/58nDhxAocOHYKjo6O9N5PuQ3ea2fJ8rn1J/c55mxE9aLpd\n", "8H7xxRf44x//iCFDhpgE7IYNG1BbW4sPP/wQb7/9NpYuXWrnLaX7kdSVygBnt/bW2S1GAG8zogdL\n", "twveVatWAQDmz59vNqt97bXX8OGHH+JPf/oTFi1aBGdnZzts4f0vOzsbCQkJ9t6MuyZ1qNjaWVH7\n", "K2o5u7UvqVuMANvdZvSgfwc6IvXdAICrV6/C09PTpO3AgQN49tlnTdp4dKFrdKvgrampQV5eHgRB\n", "wOTJk836Q0JC0L9/f3z77bc4fvw4/uM//sMOW3n/k/pLpyvCTA6dHSo+fPgwfvnLX5q0tf8LhwF7\n", "f+voFqOufspVdwzeu7lAcP369WZtUt+j+/HvgvtZtwreoqIiiKIIJycnBAUFSY4JDQ3Ft99+izNn\n", "zjB4LdTZF1auQ3wd/Uu9/Rde6lDxZ599hsWLF/P/726os0PQD3tAdHT7W0enUaQuHLTme9T+9y01\n", "i36Yfv+d6VbBW1lZCQDw8vLqcIyvry8A4MKFC7JsU1e51xmnVL3UFwO4feRApVIZ/yz1hTUc4vv6\n", "668tWq6lbVL7dad/qUuFv9RFUNb8hUMPBqlD0F0REIblWsKa76Y138N7CanOvjMdnUaR+s5Y8j2y\n", "9h+2lhx5Arp3SHer4L127RoAwMXFpcMxrq6uAID6+npZtskaFy9exMaNG3Hr1i2T9uvXr+Mf//iH\n", "ZE370JH6Yl+6dMnq2V5kZKRZW9sv4Z0udrlXbb+cHX3hrT2/Z81fOPRgsUVAHDly5I4B0dl3q33A\n", "3M33sP0yLA0jWz7OtKPv0b3OmKV014vmulXwdhV7/eW7f/9+vP/++x32v/jii8YZu16vx0cffYS9\n", "e/ciMDAQAFBdXY3FixdbVP+vf/0LR48eNWnrqN3QlpOTY/zd5Ofnmy3zTvWWrF+j0WD//v2SX06d\n", "Tif557bbJdVm2Na2bR213+tYe9d313XdTX37/14MR8Tu9N9hZ/8NdsSa+nv9Hvz5z3+Gj4+P8c8O\n", "Dg5obW01GWPY97a/gytXrgCw3f8HUutq2yb1++/od2D4+03qiJocbJ4BYjeyefNmURAEccCAAR2O\n", "ef7550VBEMT/+q//Muu7cuWK6OfnJwLgD3/4wx/+PMQ/fn5+4pUrV2ySVd1qxhscHAzg9jnKjuj1\n", "eh2+LhEAAA7OSURBVACQvPjK19cXRUVFxjFERPRw8vX1NZmZd6VuFbyRkZEQBAE///wzzp8/bwzi\n", "ttRqNQBg1KhRksuw5S+biIjIwd4b0JW8vLwwYcIEiKKIU6dOmfVrNBp8++23cHd3x9NPP22HLSQi\n", "ooddtwpeAFi5ciUA4C9/+QtaWlpM+t59910AwO9//3s+tYqIiOzCcZXhGYvdhL+/P5ycnLBnzx6c\n", "PXsWoaGhaGhowDvvvIPNmzdj+vTp2LJlC99QREREdiGIoijaeyNswfBawKKiIvz8889QKBSYM2cO\n", "UlNTGbpERGQ33TZ46e41NDQgPDwcly9fxsqVK42H74mo+0lLS8OmTZvg7+9vdu8z2Ua3O8d7t0pL\n", "S/HSSy8hKCgIrq6u8PT0xPDhw5GSkoKioiLJmtbWVmzZsgWRkZHo1asXPD098dRTT+HTTz+Veeu7\n", "1h/+8AdcvnwZAO54dKC7/A5Onz6Nl156CWFhYXB1dYWrqysUCgXmzZsHrVbbaW13+R188skn+PWv\n", "fw1PT0/06tULkZGR2LJlC7rLv80vXbqENWvWIDo6Gn379oWTkxN8fHwwffp0HDx4sNPawsJCzJw5\n", "E97e3nB1dUV4eDjWrl2L5uZmmbbeNgoL/7/2zj+mqvKP45/nXq4XJfAiPySlUJxgXF38xlm0FepY\n", "obDlWs0WVGAL+2HNSRCzBAQsZCrUpBl/QESl4SwYFW6hYsIC+nFp47fSD1EZBimJ3nt5f/9w58T1\n", "nIv65V7gHp7Xdjb2fJ7n8vm8zz3nc55zz/k8TWLRntsd60rSYGRkhPLy8igyMpLc3d3JxcWFli1b\n", "RgkJCfTRRx/JjrFp/HZ5O9jB+OCDDzBnzhxs2bIFZ86cwR9//IHGxkZs2rQJjDFkZmZKxhiNRmzY\n", "sAGMMaSnp6OrqwvNzc2Ii4sDYwx79uyZhkgmz6lTp6BSqeDn5wfGGHbt2mW1r1I0SElJAWMMgYGB\n", "+Oyzz9DZ2Ymff/4ZWVlZcHZ2hrOzM44dOyY7Vika5OfngzGGjRs3orW1FV1dXUhLSxPbTCbTdLs4\n", "Kerr6+Hk5ARnZ2fs3LkTLS0t6OnpwZEjRxAQEADGGDZv3oyxsTHJ2IqKCqjVaqxZswYNDQ3o7e3F\n", "3r17odFoEBkZiatXr05DRJPn+vXr0Ov14rG+dOlSq32VpEFnZyf8/PwQHByMqqoqnD17Fh0dHdi3\n", "bx+cnZ1lCzDZOv5Zn3i//vprqFQqvPvuuxLb2NgYwsLC8N5770ls2dnZYIzhpZdesmg3Go3Q6/Vg\n", "jKGhocFuftuD0dFRBAYG4plnnkFSUtJtE69SNIiPj4dOp8Nff/0lsRUXF4Mxhvnz52NwcFBiV4IG\n", "J0+eBGMMK1eulCTYLVu2gDGG3bt3T5N3tuHo0aNgjKG4uFhiO3/+PNzc3MAYw6FDhyxs3d3d0Gq1\n", "8PHxwfDwsIUtNzcXjDGkpKTY1Xd78c4772DBggWorKycMPEqSYOrV69iyZIlWLlyJUZGRiT2/Px8\n", "hIWFWbTZI/5ZnXhNJhP8/Pzg4eGBGzdu3PG4kZERuLq6QqVSoaOjQ2IvKSkBYwzr1q2zpbt2Jz09\n", "HZ6enhgYGEBiYuKEiVdJGiQkJMiWEAVuzgpUKhVUKhUqKiosbErR4LHHHgNjDCUlJRJbR0eHeOFx\n", "7dq1afDONhw9ehQajQZXrlyRtW/evFl2X73wwgvi3YxbGR4ehlarhVqtxu+//24Xv+1FW1sbtFot\n", "SktLUV9fP2HiVZIGb7/9NhhjOHz48B2PsUf8szrx1tTUgDGGTZs23dW4L7/8csKa0D09PWCMQaPR\n", "YGBgwBau2p2ffvoJGo0G5eXlAHDbxKskDUZGRjA6OmrV7u3tLTtbUoIGly5dEi8suru7Zfv4+vqC\n", "MYaqqqop9s52GI1Gq0kXAHbs2AHGGMLDw8U2k8kEnU4HlUqF48ePy46Ljo4GYwyFhYU299lemM1m\n", "REVFYe3atQCA77//3mriVZIGJpMJ9957L1Qq1YTfhVvH2CP+Wf1wVV1dHRERLV++nFpbW+mpp56i\n", "+++/n7y8vCg8PJxycnJk1+VsamoiIqIVK1bIfu7SpUtJo9GQ2Wy2WNd2pmI2m+nFF1+kmJiYO17m\n", "T0kazJs3j7RarazNaDTS4OAgMcZo1apVFjYlaNDc3EwASKPRyNYvJ/ovvh9//HEqXbMpTk5OdM89\n", "91i1C/XZx+/jzs5OcflQa/s4MDCQiMjqA5gzkf3795PBYLD6ENF4lKRBW1sbXbhwgRYuXEgAKDMz\n", "k1atWkUeHh60bNkySkxMpLa2Nosx9op/VifeX3/9lYiI6uvrKTo6mh588EGqqamhmpoaCg0NpZ07\n", "d1JUVBQNDg5ajBOWtxq/NNd4GGPizu3t7bVvEDagoKCAurq6qKSk5I7HKE0Da3z77bc0NjZGer2e\n", "HnnkEQubEjQQYvDy8rLaR6hdPlNjmCwmk4nq6uqIMUZbt24V2wVtiKzvY0Gb8X1nMmfPnqXMzEzK\n", "zs4WlxOdCCVpIJzvzWYzRUREUGtrKxUXF1NDQwOlpaVRdXU1hYeH07Fjx8Qx9opfUYsk3C3CKkaN\n", "jY2Uk5NDGRkZoi0yMpIuX75MVVVV9Morr1BlZaVo++eff4iIaO7cuVY/e968eURE4tXSTKWrq4t2\n", "7dpFe/bskSz6PRFK0sAaY2NjlJ+fTxqNRnZ2oAQNlBDDZCktLaWLFy9SamoqhYWFie2CNmq1mtRq\n", "texYR9MmJSWF9Ho9vfHGG3fUX0kaCOf7gYEB8vDwoOrqalKpbs49H3jgAVq0aBFt3LiRnnvuOerp\n", "6SFPT0+7xe+wiXfHjh301Vdf3dUYxhgdOnSIHnroISIi+vfff4no5m2o1NRUSf9t27ZRVVUVHTly\n", "hA4cODDhrGA6mKwGACg5OZlCQkLo1VdftZOX9sUW3wNrFBQU0A8//ED79++n1atXT8ZNzgylu7ub\n", "tm/fTmvWrKHCwsLpdseufPzxx3Ty5ElqaWmxeGd3tlTyE873RESpqali0hWIi4sjf39/6u3tpbKy\n", "MnrzzTft5ovDJt7+/v7bFjaQY/xvtsJVvo+PD+l0OklfvV5PRDdnPi0tLeKKRm5ubkREdO3aNav/\n", "R9jJ8+fPv2sf75TJalBSUkJNTU0T/v4IK8UTlKKBNSorKyk9PZ2ysrKsXpTMFA0mgxJi+H/p7++n\n", "9evXU0BAANXW1tKcOXMs7II2ZrOZzGaz7IzHUbTp7++n7du3U1pamuRZBWvHOJGyNBh/VycoKEi2\n", "j16vp97eXvF5BnvF77C/8ZaXl4ti3M22fv168TMWLVpEREQLFiyQ/R/u7u6kVqsJAA0NDYntwjq/\n", "Fy5ckB0HgC5evEhEZPWBFVswWQ2++OILMpvNFBUVRa6urhbbp59+SkREubm5Ytv4uwJK0UCOw4cP\n", "U1JSEmVlZVFmZqbVfjNFg8kgxCDchpNDePBopsbw/3D+/HmKiYkhb29vOn78OLm6ukr6jF/PW9Dg\n", "VhxFm++++46Gh4epsLBQcqw//vjjRETU19cntgkJZ3xcjq6BcL5njFk953t7exMR0d9//01E9ovf\n", "YWe8tiAkJITq6urEk+OtDA0NiUsLuru7i+2RkZFERNTe3i47rre3l4xGI6nVagoNDbWx17bjk08+\n", "odHRUUk7AEpLS6Oqqip6+eWX6bXXXiOi/67+iJSjwa2UlZVRcnIyvf/++/T6669P2FcJGoSFhRFj\n", "jIxGI3V3d1skGwEhvoiIiKl2zy709fVRTEwM+fr6UnV1tdWnnQMCAsjNzY2uXLlC7e3t5OvrK+nj\n", "KNo8+eSTFB0dLWtrbGykZ599lhYvXkz19fUWNiVpEBISIv5t7WJZuAAVzvd2i/+OXzxSIGfOnAFj\n", "DGq1Gv39/RL76dOnxfcwL1++LLaPL5zQ3t4uGXfw4EEwxsT35ByRuymgoRQNPvzwQzg5OUmqFwFA\n", "QUEB9u7da9GmFA2EAhoHDx6U2Nrb2xVRQEOgs7MT9913H2JjYyXx/PLLL4iNjbVoE4onvPXWW5LP\n", "GhoaglarhZOTk0MUj7DGRO/xAsrSIDAwEIwx5Ofny9qXL18OxhgOHDggttkj/lmdeIH/TjoZGRkS\n", "29NPP221HFhWVpZsqcAbN24gKCgIKpUKp06dspvf9uZ2iRdQlgZC3dVbq1MJJCYmIikpSdKuBA1O\n", "nDhhtWSkUMc6JydnmryzHW1tbfDx8UFCQgKuX78usQsJaDxCucCFCxdKygXu3r0bjDEkJyfb1W97\n", "c7vEqyQNysrKxFhvrVb4zTffgDEGLy8vizjtEf+sT7x//vkn/P394eTkhNzcXHR1deG3337Dtm3b\n", "wBjDww8/LFvT02Qy4YknnhBLiXV2dqK5uVlsy8vLm4ZoJsfIyAgMBgMMBgPi4+PBGENqaqrYZjQa\n", "LforRYO8vDxxVhcWFia7eXp64vnnn5eMVYoGQs3ZDRs2oLW1FR0dHeIiCXFxcTCbzdPt4qQwGAzw\n", "9PQEYwzBwcGy+1hYLOFWysvLxQL5p0+fRk9PDwoKCqDRaBAREeFQCwSMp6OjAwaDAaWlpWCMYfHi\n", "xWhra4PBYMClS5cs+ipJA6H+eGxsLJqamnDu3DlUVFTAy8sLOp0OJ06ckIyxdfyzPvECN+ttZmRk\n", "YMWKFZg7dy5cXV2xevVqFBUVSZLNeMxmM4qKihASEgIXFxfodDqsW7cOtbW1U+i97RCufIVNpVJZ\n", "/N3X1ycZowQNgoODxbKJE21yiRdQhgYAUFtbi7Vr10Kn08HFxQWhoaEoKiqSXbHH0di3b5/4Pba2\n", "CXY5GhsbER8fD09PTzg7OyMoKAjZ2dmyM2dHYcmSJRbH9/jjXe5Ol5I0+Pzzz/Hoo49Cp9NBq9XC\n", "398fW7duxblz56yOsWX8DFDIYpscDofD4TgADvs6EYfD4XA4jghPvBwOh8PhTCE88XI4HA6HM4Xw\n", "xMvhcDgczhTCEy+Hw+FwOFMIT7wcDofD4UwhPPFyOBwOhzOF8MTL4XA4HM4UwhMvh8PhcDhTCE+8\n", "HA6Hw+FMITzxcjgcDoczhfDEy+FwOBzOFMITL4fD4XA4U8j/AGAcS6gP1I8WAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAd4AAAHKCAYAAACt2SpOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XtYlHXeP/D3DYYcFFkRFtAWFWQgURNUXNHy9ESkLe5D\n", "9Mg6sUhtUVymWLmbisfVbNsMc91Vc3FdUTwfHnuwEI2egh6Sw8aCzDDSIP1ySDJABJUc7t8fXnPH\n", "MAPOKHOP4vt1XVwN3+/3cx8MeXufvrcgiqIIIiIikoWDvTeAiIjoQcLgJSIikhGDl4iISEYMXiIi\n", "IhkxeImIiGTE4CUiIpIRg5eIiEhGDF4iIiIZMXiJiIhkdEfBm5+fD4VCAQcHB9TW1vb0NhEREfVa\n", "VgVva2srUlNTMXXqVGg0GgiCcNuaS5cuYeXKlQgLC4O3tzf69u2LIUOGIDY2FmfOnOm2Vq1WQ6lU\n", "ws/PDy4uLggMDMSSJUtw5cqVbut0Oh2Sk5Ph7+8PZ2dn+Pv74+WXX4ZOp7Nmd4mIiHqeaKGqqiox\n", "MDBQDAgIEPPy8kRBEEQHBwfxwoULXdaUl5eLnp6eoiAI4htvvCF+9dVXYnV1tZiZmSkOHjxYFARB\n", "fOedd8zWfvLJJ6KLi4sYEhIi5uTkiDU1NeLOnTvF/v37iwEBAaJOpzNbV1FRIXp6eop+fn7ikSNH\n", "xJqaGvHw4cOij4+POGjQIPHcuXOW7jIREVGPszh4//u//1t89dVXxdbWVlEURYuC91e/+pUoCIL4\n", "3HPPmfSdOnVKFARBfOihh8Tvv//eqK+hoUEcNGiQ6OrqKmq1WqO+vXv3ioIgiP/xH/9hsswff/xR\n", "DA4OFh0cHMQvvvjCqC8/P18UBEF85JFHxJs3b1q620RERD3K4lPNs2fPxqZNm+Di4mLx0bRGowEA\n", "/PKXvzTpmzhxIgBAr9dDq9Ua9W3evBmXL19GTEwMhg4datQ3d+5c+Pr6Ijc3FwUFBUZ9WVlZUKvV\n", "iIiIkJZvMGnSJEycOBGVlZXYv3+/xftARETUkywOXkuu53b26KOPAgAqKipM+s6dOwcAcHFxgUKh\n", "MOo7ePAgAGDGjBlmt8PQ3jlAu6sDgJkzZ5qtIyIikotNHyf605/+hODgYHzwwQfYtm0bmpubodfr\n", "UVhYiKSkJLi5ueGDDz5A//79pZqWlhZUVFRAEAQEBwebXa4hqIuKiozaCwsLAaDLOkN75zoiIiK5\n", "2DR4hwwZgrKyMmzcuBErVqzAgAED4OzsjEmTJiE8PByVlZWIj483qtFqtRBFEQDg4+Njdrm+vr4A\n", "gOrqaqnt6tWrqK+vhyAIXdYZ2uvq6nD9+vW73j8iIiJr2TR4r1+/juTkZLz66qt4+umnkZ+fj7Ky\n", "MnzwwQc4deoUpk2bhuLiYqOajo8KdXU92dXVFQDQ1NR0R3Wda4mIiOTSx5YLf+6553D48GHMmzcP\n", "O3bskNpDQkLw6KOPYvz48Xj88cdRUlKCoKAgW26KxXQ6HZ/3JSJ6wPn6+kpnV3uazYL3/PnzOHz4\n", "MARBwOuvv27SHxYWhhkzZiA3NxcbN27E1q1bAQADBgyQxly7ds3ssltbW03Guru7W1zXudZAp9Nh\n", "3LhxuHjxYne7RkREvZyfnx+KiopsEr42C96SkhLpc3c3O+Xm5hqdbu74+JBOp0NAQIBJneGItGNf\n", "v3794OXlhfr6etTV1Zldn6HOx8cHzs7OZvsvXryIzMxMhISEdLN3vduiRYuQnp5u782wm96w/7W1\n", "tWhpaTFqc3Nzwy9+8QuL6nvDn8HdeND3H3iw/wwqKyuhVCqh0+nur+A1EAShy0eRHBxMLzG7ubkh\n", "NDQU5eXlUKlUmDx5sskYlUoFABg/frxRe0REBD788ENUVlaaXV9XdZ2FhIQgLCys2zG9mYeHB/f/\n", "Pt5/jUaDX//612b7qqqqMGLEiNsu437/M7hbD/r+A/wzsCWb3VxleORHFEWo1WqzYwztna/vxsXF\n", "AQBOnz5tUtPe3o4zZ85AEARpnCV1AJCbm2s0jqg3am5uBgBkZmaiuLgYxcXFyMzMNOojIvuxWfCO\n", "GTMGo0ePhiiK2LRpk0l/RUUFcnJyIAgCEhISjPoWLFgAT09PHD9+HDU1NUZ9+/btg06nw/Tp0xEZ\n", "GWnUFx8fj6CgIBQWFuKLL74w6isoKEBhYSGCg4NNHmEi6o0MZ27CwsIe6EsnRPcaq4K3qqoK5eXl\n", "KC8vB/DT0WzHto4yMzMxaNAgZGRkYPHixSgrK8OFCxdw8OBBzJo1CwCwcOFCREVFGdV5eHjgwIED\n", "AIDo6GicOnUKWq0WO3fuxEsvvYRhw4Zh9+7dJuvr06cPDh8+jIEDByI2NhZHjx5FTU0Njhw5gtjY\n", "WHh6euLQoUNmT3ETERHJwaprvFFRUbhw4QKAn6aQNISmIAjQ6/VG4w3Xajdu3IiTJ09i+/btaGtr\n", "w6BBgxAREYG//e1viI6ONruuadOmobS0FGvWrEFCQgIaGhowePBgJCcnIy0tzegu5o5GjhyJsrIy\n", "rF69GgsXLsSlS5fg7e2NmJgYrFy50ma3h/cmD/oZgQd9/wH+GTzo+w/wz8CWBNEwTRShpKQE4eHh\n", "KC4u5k0FdN8y93PMn20iy9n67wvPuRIREcnI5o8TEdG9o/Ojdv3797fo8SIi6jkMXqIHQG1tLQBA\n", "qVSa9Fn6bC8R9QwGL9EDwDCLVcdZ2Qyz8/DZXiJ5MXiJHiAP+qxsRPcC3lxFREQkIwYvERGRjBi8\n", "REREMmLwEhERyYjBS0REJCMGLxERkYwYvERERDJi8BIREcmIwUtERCQjBi8REZGMGLxEREQyYvAS\n", "ERHJiMFLREQkIwYvERGRjBi8REREMmLwEhERyaiPvTeAiO6cRqNBc3OzUVtlZaWdtoaILMHgJbpP\n", "aTQaBAUF2XsziMhKDF6i+5ThSDczMxMhISFSe3Z2NtLS0uy1WUR0GwxeovtcSEgIwsLCpO95qpno\n", "3sabq4iIiGR0R8Gbn58PhUIBBwcH1NbW9vQ2ERER9VpWBW9raytSU1MxdepUaDQaCIJgUd2PP/6I\n", "LVu2YMqUKRg0aBBcXFwwdOhQREdHY8OGDV3WqdVqKJVK+Pn5wcXFBYGBgViyZAmuXLnS7fp0Oh2S\n", "k5Ph7+8PZ2dn+Pv74+WXX4ZOp7Nmd4mIiHqcxcGr0WgwZswYnDhxArm5uRavoL6+HhMmTMDGjRvx\n", "4osvorCwEBUVFVi9ejW+/PJLLF26FO3t7SZ1eXl5GDt2LEpKSrBr1y6oVCosX74cW7duRVhYGOrq\n", "6syu79y5cxg1ahROnDiB9PR0qNVqvPfeezh27BhGjx7N619ERGRXFt9cpVKp8NRTT2HDhg1wcXGx\n", "qKa9vR1PP/006urq8NVXX8Hb21vqGz58OB566CG8/vrrJkfOjY2NiIuLgyAIyM7OxtChQwEAiYmJ\n", "6Nu3L+bNm4eEhATk5OQY1d28eROxsbFoaGhAfn4+Jk6cCADw9/eHj48PJk+ejGeeeQZlZWVwdHS0\n", "dNeJiIh6jMVHvLNnz8amTZssDl0AyMjIwJdffonXXnvNKHQNfvOb3+DixYsmwbt582ZcvnwZMTEx\n", "UugazJ07F76+vsjNzUVBQYFRX1ZWFtRqNSIiIqTQNZg0aRImTpyIyspK7N+/3+J9ICIi6kkWB6+l\n", "13M72r59OwAgOjraqrqDBw8CAGbMmGF2OwztnQO0uzoAmDlzptk6IiIiudjscaKmpiYUFRVBEAQ8\n", "/PDDeOeddzBu3Dh4eXnB398fcXFxyM/PN6lraWlBRUUFBEFAcHCw2WUrFAoAQFFRkVF7YWEhAHRZ\n", "Z2jvXEdERCQXmwVvWVkZgFtHqE899RQOHz6MdevW4bPPPsPbb7+NL7/8Eo899hj++te/GtVptVqI\n", "oggA8PHxMbtsX19fAEB1dbXUdvXqVdTX10MQhC7rDO11dXW4fv363e0gERHRHbDZzFX19fUAbt1g\n", "pVKpUFNTg379+gG4deT5yCOP4NFHH8XChQvx+OOPY+TIkQBg9KhQV9eTXV1dAdw6qjawps5Q6+zs\n", "fCe7RkREdMdsdsTb2toqfU5MTJRC12D06NGYPn069Ho9tm3bZqvNICIiuqfYLHg7HnU+8sgjZseE\n", "hoYCAM6ePSu1DRgwQPp87do1s3WGUO841t3d3eK6zrVERERysdmpZj8/P+nzwIEDzY7x8vICADQ0\n", "NEhtHR8f0ul0CAgIMKkzzEDVsa9fv37w8vJCfX19l5NrGOp8fHy6Pc28aNEieHh4GLXFx8cjPj6+\n", "yxoiIrr/ZGVlISsry6itsbHRpuu0WfCOGjUKDg4OaG9v7zIIDdeBf/azn0ltbm5uCA0NRXl5OVQq\n", "FSZPnmxSp1KpAADjx483ao+IiMCHH37Y5exUXdV1lp6ebvS2FyIi6p3MHVSVlJQgPDzcZuu02anm\n", "fv36Sc/NfvXVV2bHnDt3DsCtyS06iouLAwCcPn3apKa9vR1nzpyBIAjSOEvqAEhTXXauIyIikotN\n", "Xwu4dOlSAMCePXuMTicDt94ZmpubC2dnZ6SkpBj1LViwAJ6enjh+/DhqamqM+vbt2wedTofp06cj\n", "MjLSqC8+Ph5BQUEoLCzEF198YdRXUFCAwsJCBAcH85QxERHZjVXBW1VVhfLycpSXlwMARFGEWq02\n", "auvosccewx//+EdcvXoVUVFR+PTTT1FbW4sTJ07g6aefRt++ffGPf/wDw4cPN6rz8PDAgQMHANya\n", "9erUqVPQarXYuXMnXnrpJQwbNgy7d+82WV+fPn1w+PBhDBw4ELGxsTh69Chqampw5MgRxMbGwtPT\n", "E4cOHYKDA19DTERE9mHVNd6oqChcuHABwE9TSEZFRUnf6/V6k5qlS5diwoQJeO+99/DMM8/gypUr\n", "8Pb2xowZM/D6669LdzZ3Nm3aNJSWlmLNmjVISEhAQ0MDBg8ejOTkZKSlpRndxdzRyJEjUVZWhtWr\n", "V2PhwoW4dOkSvL29ERMTg5UrV0qTbxAREdmDVcGr1WrvaCUzZ86UrvdaQ6FQYM+ePVbX+fn58dlg\n", "IiK6J/GcKxERkYwYvERERDJi8BIREcnIZhNoENH9wdyEM/3798eIESPssDVEvR+Dl+gBVVtbCwBQ\n", "KpVm+6uqqhi+RDbA4CV6QLW0tAAAMjMzERISIrVXVlZCqVSiubnZXptG1KsxeIkecCEhIZybnEhG\n", "vLmKiIhIRgxeIiIiGTF4iYiIZMTgJSIikhGDl4iISEYMXiIiIhkxeImIiGTE4CUiIpIRg5eIiEhG\n", "DF4iIiIZMXiJiIhkxOAlIiKSEYOXiIhIRgxeIiIiGTF4iYiIZMTgJSIikhGDl4iISEYMXiIiIhkx\n", "eImIiGTE4CUiIpLRHQVvfn4+FAoFHBwcUFtba1Xtpk2b4ODgAAcHZj4RET14rEq/1tZWpKamYurU\n", "qdBoNBAEwaqV1dTUYNmyZQBgUa1arYZSqYSfnx9cXFwQGBiIJUuW4MqVK93W6XQ6JCcnw9/fH87O\n", "zvD398fLL78MnU5n1fYSERH1NIuDV6PRYMyYMThx4gRyc3PvaGUvvvgiBg0aZNHYvLw8jB07FiUl\n", "Jdi1axdUKhWWL1+OrVu3IiwsDHV1dWbrzp07h1GjRuHEiRNIT0+HWq3Ge++9h2PHjmH06NGorKy8\n", "o20nIiLqCX0sHahSqfDUU09hw4YNcHFxsXpF//jHP/Dpp5/iyJEjePrpp7sd29jYiLi4OAiCgOzs\n", "bAwdOhQAkJiYiL59+2LevHlISEhATk6OUd3NmzcRGxuLhoYG5OfnY+LEiQAAf39/+Pj4YPLkyXjm\n", "mWdQVlYGR0dHq/eBiIjobll8xDt79mxs2rTpjkL3u+++w+LFi/GHP/wBoaGhtx2/efNmXL58GTEx\n", "MVLoGsydOxe+vr7Izc1FQUGBUV9WVhbUajUiIiKk0DWYNGkSJk6ciMrKSuzfv9/qfSAiIuoJFgev\n", "tddzO0pJSYGvry+WL18OURRvO/7gwYMAgBkzZpjdDkN75wDtrg4AZs6cabaOiIhILhafar5TR48e\n", "xdGjR/H555/joYceuu34lpYWVFRUQBAEBAcHmx2jUCgAAEVFRUbthYWFANBlnaG9cx0REZFcbPpM\n", "T2NjI1JSUpCSkoJf/vKXFtVotVrpqNjHx8fsGF9fXwBAdXW11Hb16lXU19dDEIQu6wztdXV1uH79\n", "usX7QURE1FNsGryvvfYanJyc8NZbb1lc0/FRoa6uJ7u6ugIAmpqa7qiucy0REZFcbHaq+fTp09i5\n", "cyeys7Ph5uYmtd/NtWIiIqL7nU2Ct7W1FS+++CLmzZuHJ5980qjvdjdXDRgwQPp87dq1Lpffeay7\n", "u7vFdZ1rO1u0aBE8PDyM2uLj4xEfH9/NlhMR0f0mKysLWVlZRm2NjY02XadNgvfs2bPQarXQ6XQ4\n", "duyYUZ8heEVRRP/+/aX2yspKDBkyxOjxIZ1Oh4CAAJPlG2ag6tjXr18/eHl5ob6+vsvJNQx1Pj4+\n", "cHZ27nL709PTERYWdpu9JCKi+525g6qSkhKEh4fbbJ02Cd6IiAicP3/ebN//+3//D1OnToUgCPjq\n", "q6+kdsMNU25ubggNDUV5eTlUKhUmT55ssgyVSgUAGD9+vMl6P/zwwy5np+qqjoiISC42ubnK2dkZ\n", "w4cPN/v1i1/8QhrXsb3jTFJxcXEAbl0n7qy9vR1nzpyBIAjSOEvqAEhTXXauIyIikss9+YqgBQsW\n", "wNPTE8ePH0dNTY1R3759+6DT6TB9+nRERkYa9cXHxyMoKAiFhYX44osvjPoKCgpQWFiI4OBgXqsl\n", "IiK7sepUc1VVFdra2qTvRVGEWq2WHuXpbjpIrVaLlpYWXLx4UaqtqKiAKIoYOHAg/Pz8pLEeHh44\n", "cOAAZs2ahejoaLz//vsIDAxEXl4eXn31VQwbNgy7d+823Zk+fXD48GE8/vjjiI2NxZYtW6QXLaSk\n", "pMDT0xOHDh3iKwmJiMhurAreqKgoXLhwAcBPjwVFRUVJ3+v1+i5rk5KS8OmnnxrVjho1CsCtlx9k\n", "ZGQYjZ82bRpKS0uxZs0aJCQkoKGhAYMHD0ZycjLS0tKM7mLuaOTIkSgrK8Pq1auxcOFCXLp0Cd7e\n", "3oiJicHKlSula8lERET2YFXwarXaO17RJ598YnWNQqHAnj17rK7z8/PDtm3brK4jupdpNBo0NzdL\n", "3/MVl0T3J5vP1UxEd0+j0SAoKMjem0FEPYAXO4nuA4Yj3czMTBQXF6O4uBhr166181YR0Z3gES/R\n", "fSQkJESa3IWnmonuTzziJSIikhGDl4iISEYMXiIiIhkxeImIiGTE4CUiIpIRg5eIiEhGDF4iIiIZ\n", "MXiJiIhkxOAlIiKSEYOXiIhIRgxeIiIiGTF4iYiIZMTgJSIikhGDl4iISEYMXiIiIhkxeImIiGTE\n", "4CUiIpIRg5eIiEhGDF4iIiIZMXiJiIhkxOAlIiKSEYOXiIhIRgxeIiIiGd1R8Obn50OhUMDBwQG1\n", "tbU9vU1ERES9llXB29raitTUVEydOhUajQaCIHQ7vr6+Hhs3bsSMGTPg5eUFJycnDBo0CNOnT0dG\n", "RgZEUey2Xq1WQ6lUws/PDy4uLggMDMSSJUtw5cqVbut0Oh2Sk5Ph7+8PZ2dn+Pv74+WXX4ZOp7Nm\n", "d4mIiHqcxcGr0WgwZswYnDhxArm5ubcdf/78eQwdOhRvvPEGRo4cif/5n/9BVVUVMjMzcfXqVbzw\n", "wguYOXMmrl+/brY+Ly8PY8eORUlJCXbt2gWVSoXly5dj69atCAsLQ11dndm6c+fOYdSoUThx4gTS\n", "09OhVqvx3nvv4dixYxg9ejQqKyst3WUiIqIe18fSgSqVCk899RQ2bNgAFxeX246/evUqrl27htde\n", "ew3vvPOO1D506FA8/vjjCAkJwSeffIJ169Zh7dq1RrWNjY2Ii4uDIAjIzs7G0KFDAQCJiYno27cv\n", "5s2bh4SEBOTk5BjV3bx5E7GxsWhoaEB+fj4mTpwIAPD394ePjw8mT56MZ555BmVlZXB0dLR014mI\n", "iHqMxUe8s2fPxqZNmywKXQNBEPD888+btLu4uECpVAIA9u/fb9K/efNmXL58GTExMVLoGsydOxe+\n", "vr7Izc1FQUGBUV9WVhbUajUiIiKk0DWYNGkSJk6ciMrKSrPrJCIikoPFwXu767mdjR49Gg0NDQgO\n", "DjbbP3jwYABAQ0ODSd/BgwcBADNmzDC7HYb2zgHaXR0AzJw502wdERGRXGz2OJGDgwPc3d277Dfc\n", "6DRq1Cij9paWFlRUVEAQhC5DW6FQAACKioqM2gsLCwGgyzpDe+c6IiIiudjtOd7s7GwAQEpKilG7\n", "VquV7nb28fExW+vr6wsAqK6ultquXr2K+vp6CILQZZ2hva6ursubuoiIiGzJLsGbk5ODkpISzJo1\n", "C7GxsUZ9HR8V6up6squrKwCgqanpjuo61xIREclF9uD9/vvv8cILLyAoKAi7du2Se/VERER2JWvw\n", "Xr16FU899RT69OmD06dPY+DAgSZjBgwYIH2+du2a2eW0traajO14Pfl2dZ1riYiI5GLxc7x3q7m5\n", "GbNmzUJDQwPy8vKku5o76/j4kE6nQ0BAgMkYw41ZHfv69esHLy8v1NfXdzm5hqHOx8cHzs7OXW7r\n", "okWL4OHhYdQWHx+P+Pj4LmuIiOj+k5WVhaysLKO2xsZGm65TluBtaGjAk08+iZaWFnz22Wdd3vwE\n", "AG5ubggNDUV5eTlUKhUmT55sMkalUgEAxo8fb9QeERGBDz/8sMvZqbqq6yw9PR1hYWHdjiEiovuf\n", "uYOqkpIShIeH22ydNj/VfOnSJUydOhU3b97Ep59+ahS63333HZ588klcunTJqCYuLg4AcPr0aZPl\n", "tbe348yZMxAEQRpnSR0AaarLznVERERysWnwXrx4EY8//jj69euHTz75BJ6enkb9165dQ05Ojsmj\n", "PQsWLICnpyeOHz+Ompoao759+/ZBp9Nh+vTpiIyMNOqLj49HUFAQCgsL8cUXXxj1FRQUoLCwEMHB\n", "wTxlTEREdmPVqeaqqiq0tbVJ34uiCLVaLT3KExoaKvV9++23eOyxx6DVahEcHIzp06ebLK/jsjry\n", "8PDAgQMHMGvWLERHR+P9999HYGAg8vLy8Oqrr2LYsGHYvXu36c706YPDhw/j8ccfR2xsLLZs2SK9\n", "aCElJQWenp44dOgQHBz4GmIiIrIPq4I3KioKFy5cAPDTFJJRUVHS93q9Xhp79uxZaLVaCIIAtVpt\n", "dnmiKHY5FeW0adNQWlqKNWvWICEhAQ0NDRg8eDCSk5ORlpbW5axYI0eORFlZGVavXo2FCxfi0qVL\n", "8Pb2RkxMDFauXClNvkFERGQPVgWvVqu1eOycOXPQ3t5u9QZ1pFAosGfPHqvr/Pz8sG3btrtaNxER\n", "kS3wnCsREZGMGLxEREQyYvASERHJiMFLREQkIwYvERGRjBi8REREMmLwEhERyUi2txMR0f2l88tG\n", "+vfvjxEjRthpa4h6DwYvERmpra0FACiVSpO+qqoqhi/RXWLwEpGRlpYWAEBmZiZCQkIA3Dr6VSqV\n", "aG5utuemEfUKDF4iMiskJITvpSayAd5cRUREJCMGLxERkYwYvERERDJi8BIREcmIwUtERCQjBi8R\n", "EZGMGLxEREQy4nO8RPcYjUZjMlFF5+kbiej+xeAluodoNBoEBQXZezOIyIYYvET3EMORbsfpGgEg\n", "OzsbaWlp9tosIupBDF6ie1Dn6Rp5qpmo9+DNVURERDJi8BIREcmIwUtERCQjBi8REZGMGLxEREQy\n", "uqPgzc/Ph0KhgIODA2pra3t6m4iIiHotq4K3tbUVqampmDp1KjQaDQRBsKiusLAQc+bMgbe3N1xd\n", "XREaGop169ahra2t2zq1Wg2lUgk/Pz+4uLggMDAQS5YswZUrV7qt0+l0SE5Ohr+/P5ydneHv74+X\n", "X34ZOp3O4n0lIiKyBYuDV6PRYMyYMThx4gRyc3MtXsHevXsRGRmJ+vp6HD16FBUVFUhKSsLq1asx\n", "ZcoUtLS0mK3Ly8vD2LFjUVJSgl27dkGlUmH58uXYunUrwsLCUFdXZ7bu3LlzGDVqFE6cOIH09HSo\n", "1Wq89957OHbsGEaPHs3nIYmIyK4snkBDpVLhqaeewoYNG+Di4mJRTXV1NZKSkuDl5YWTJ0/C3d0d\n", "ALB48WLcuHEDy5YtQ2pqKrZv325U19jYiLi4OAiCgOzsbAwdOhQAkJiYiL59+2LevHlISEhATk6O\n", "Ud3NmzcRGxuLhoYG5OfnY+LEiQAAf39/+Pj4YPLkyXjmmWdQVlYGR0dHS3ediIiox1h8xDt79mxs\n", "2rTJ4tAFgPXr16OtrQ3z58+XQtcgJSUFTk5OyMjIwDfffGPUt3nzZly+fBkxMTFS6BrMnTsXvr6+\n", "yM3NRUFBgVFfVlYW1Go1IiIipNA1mDRpEiZOnIjKykrs37/f4n0gIiLqSRYHr6XXcw30ej2OHDkC\n", "QRAwY8YMk353d3dMmDAB7e3tOHTokFHfwYMHAcBsXcfldQ7Q7uoAYObMmWbriIiI5GKzx4mqqqrQ\n", "1NQEAAgODjY7RqFQAACKioqktpaWFlRUVEAQBKvqgFs3cXW3PkN75zoiIiK52Cx4q6urpc8+Pj5m\n", "x/j6+pqM1Wq1EEXR6rqrV6+ivr4egiB0WWdor6urw/Xr1y3dFSIioh5js+A1PPLj6OjY5Y1Mrq6u\n", "ACAdGXesA9Dl9eS7retcS0REJBfOXEVERCQjm72P13AXs16vh16vN3vU29raCgAYMGCA1Nbx87Vr\n", "18wu21xdx7umb1fXubazRYsWwcPDw6gtPj4e8fHxXdYQEdH9JysrC1lZWUZtjY2NNl2nzYI3MDBQ\n", "+qzT6TBkyBCTMYaZpAICAqS2jo8P6XQ6o77u6vr16wcvLy/U19d3ObmGoc7HxwfOzs5dbnt6errR\n", "S8iJiKh3MndQVVJSgvDwcJut02anmoOCgqSjUJVKZXaMoX38+PFSm5ubG0JDQyGKolV1ABAREQEA\n", "Xc5O1VUdERGRXGwWvA4ODoiNjYUoijh9+rRJf1NTE86ePQtHR0fExsYa9cXFxQGA2br29nacOXMG\n", "giBI4yxlkSk6AAAgAElEQVSpAyBNddm5joiISC42vblq6dKlcHJyws6dO01ebLBlyxa0tbUhMTER\n", "Dz/8sFHfggUL4OnpiePHj6Ompsaob9++fdDpdJg+fToiIyON+uLj4xEUFITCwkJ88cUXRn0FBQUo\n", "LCxEcHAwr9USEZHdWBW8VVVVKC8vR3l5OQBAFEWo1Wqjto4CAgKwY8cOfP/994iOjkZBQQG+/vpr\n", "vPvuu1i1ahXGjRuH9PR0kzoPDw8cOHAAABAdHY1Tp05Bq9Vi586deOmllzBs2DDs3r3bpK5Pnz44\n", "fPgwBg4ciNjYWBw9ehQ1NTU4cuQIYmNj4enpiUOHDsHBgTdzExGRfVh1c1VUVBQuXLgA4KcpJKOi\n", "oqTv9Xq9SY1SqcSIESPw1ltvISYmBlevXsXw4cOxYsUKLFmyBE5OTmbXNW3aNJSWlmLNmjVISEhA\n", "Q0MDBg8ejOTkZKSlpZnM/WwwcuRIlJWVYfXq1Vi4cCEuXboEb29vxMTEYOXKldLkG0RERPZgVfBq\n", "tdo7WklERASOHTtmdZ1CocCePXusrvPz88O2bdusriMiIrI1nnMlIiKSEYOXiIhIRgxeIiIiGTF4\n", "iYiIZMTgJSIikhGDl4iISEYMXiIiIhkxeImIiGTE4CUiIpIRg5eIiEhGDF4iIiIZMXiJiIhkxOAl\n", "IiKSEYOXiIhIRgxeIiIiGTF4iYiIZMTgJSIikhGDl4iISEYMXiIiIhkxeImIiGTE4CUiIpIRg5eI\n", "iEhGDF4iIiIZMXiJiIhkxOAlIiKSEYOXiIhIRgxeIiIiGckSvDU1NUhNTcXo0aMxcOBAODs7Y9iw\n", "YXjuuedQUlLSZV1hYSHmzJkDb29vuLq6IjQ0FOvWrUNbW1u361Or1VAqlfDz84OLiwsCAwOxZMkS\n", "XLlypad3jYiIyCo2D94zZ87gkUcewV//+lfMmzcPn332GcrKyrBkyRKcOHECERER2Ldvn0nd3r17\n", "ERkZifr6ehw9ehQVFRVISkrC6tWrMWXKFLS0tJhdX15eHsaOHYuSkhLs2rULKpUKy5cvx9atWxEW\n", "Foa6ujpb7zIREVGX+th6Bampqbh+/TqWL1+O3//+91J7UFAQHnroIbz44otYsGABnn32WTg43Pp3\n", "QHV1NZKSkuDl5YWTJ0/C3d0dALB48WLcuHEDy5YtQ2pqKrZv3260rsbGRsTFxUEQBGRnZ2Po0KEA\n", "gMTERPTt2xfz5s1DQkICcnJybL3bRBbRaDRobm6Wvq+srLTj1hCRHGx+xKvRaCAIAn75y1+a9E2c\n", "OBEA8MMPP+CHH36Q2tevX4+2tjbMnz9fCl2DlJQUODk5ISMjA998841R3+bNm3H58mXExMRIoWsw\n", "d+5c+Pr6Ijc3FwUFBT20d0R3TqPRICgoCOHh4dKXUqm092YRkY3ZPHgfffRRiKKIiooKk75z584B\n", "APz8/DBo0CAAgF6vx5EjRyAIAmbMmGFS4+7ujgkTJqC9vR2HDh0y6jt48CAAmK3ruLz9+/ff3U4R\n", "9QDDkW5mZiaKi4tRXFyMtWvX2nmriMjWbB68f/vb3zB48GCsW7cOhw4dwrVr19DW1oZTp07htdde\n", "g6enJ/75z39K46uqqtDU1AQACA4ONrtMhUIBACgqKpLaWlpaUFFRAUEQrKojsreQkBCEhYUhLCwM\n", "w4YNs/fmEJGN2fwa75gxY6BWq7Fx40YkJSWhpaUFgiDA0dERr7zyCtLS0jBw4EBpfHV1tfTZx8fH\n", "7DJ9fX1Nxmq1WoiiCEEQrKojIiKSk82PeBsaGhAfH49Vq1bhlVdewZdffol//etfePvtt5GRkYGo\n", "qCijIDQ88uPo6AhHR0ezy3R1dQUA6ci4Yx0AuLi4WFxHREQkJ5se8YqiiCeffBJnz57FsmXLjK5f\n", "hYaGYujQofjP//xPTJ48GeXl5fD09LTl5hAREdmdTY94z5w5g7Nnz0IQBLz22msm/XPmzMGIESPw\n", "3Xff4YMPPgAA6S5mvV4PvV5vdrmtra0AgAEDBkhtHT9fu3bN4joiIiI52fSIt7i4GADw85//HB4e\n", "HmbHKBQKaDQaaWxAQIDUp9PpMGTIEJManU5nMrbj40M6nc6or7s6cxYtWmSyvfHx8YiPj++2joiI\n", "7i9ZWVnIysoyamtsbLTpOm1+cxVw61GerhgmzTAICgqCu7s7mpuboVKpzAavSqUCAIwfP15qc3Nz\n", "Q2hoKMrLy6FSqTB58mSL6sxJT09HWFhYt2OIiOj+Z+6gqqSkBOHh4TZbp01PNRse36mrq+tynmS1\n", "Wg3gVuACt26qio2NhSiKOH36tMn4pqYmnD17VhrXUVxcHACYrWtvb8eZM2cgCII0joiISG42Dd4n\n", "nngCP//5zyGKIt5//32T/o8++ghqtRqOjo6YN2+e1L506VI4OTlh586dJoG9ZcsWtLW1ITExEQ8/\n", "/LBR34IFC+Dp6Ynjx4+jpqbGqG/fvn3Q6XSYPn06IiMje24niYiIrGDT4HVxccGePXvg5uaGNWvW\n", "YN26dVCpVNBqtfj73/8OpVIJBwcH/PnPf8Yjjzwi1QUEBGDHjh34/vvvER0djYKCAnz99dd49913\n", "sWrVKowbNw7p6ekm6/Pw8MCBAwcAANHR0Th16hS0Wi127tyJl156CcOGDcPu3bttuctERETdsvk1\n", "3unTp+Orr77Ce++9h927d2PdunXQ6/Xw8fFBVFQUFixYIM3Z3JFSqcSIESPw1ltvISYmBlevXsXw\n", "4cOxYsUKLFmyBE5OTmbXN23aNJSWlmLNmjVISEhAQ0MDBg8ejOTkZKSlpZnM/UxEljP3Eof+/ftj\n", "xIgRdtgaovuTLDdXDR8+HJs3b7a6LiIiAseOHbO6TqFQYM+ePVbXEZF5tbW1ANDlSxyqqqoYvkQW\n", "kiV4iej+Znj/dWZmJkJCQqT2yspKKJVKo1cbElH3GLxEZDHDCx2I6M7ZfK5mIiIi+gmDl4iISEYM\n", "XiIiIhkxeImIiGTE4CUiIpIRg5eIiEhGDF4iIiIZMXiJiIhkxOAlIiKSEYOXiIhIRgxeIiIiGTF4\n", "iYiIZMTgJSIikhGDl4iISEYMXiIiIhkxeImIiGTE4CUiIpIRg5eIiEhGDF4iIiIZMXiJiIhkxOAl\n", "IiKSEYOXiIhIRgxeIiIiGTF4iYiIZMTgJSIikhGDl4iISEayBW9LSwveeustTJgwAT/72c/g5uaG\n", "gIAAzJkzB9u3bzdbU1hYiDlz5sDb2xuurq4IDQ3FunXr0NbW1u261Go1lEol/Pz84OLigsDAQCxZ\n", "sgRXrlyxxa4RERFZTJbg1Wg0GDlyJA4cOIA333wTpaWlKC0txauvvoqPP/4Ya9euNanZu3cvIiMj\n", "UV9fj6NHj6KiogJJSUlYvXo1pkyZgpaWFrPrysvLw9ixY1FSUoJdu3ZBpVJh+fLl2Lp1K8LCwlBX\n", "V2fr3SUiIupSH1uvoKWlBU888QT69++P/Px8uLq6Sn1BQUG4fv06Dh48aFRTXV2NpKQkeHl54eTJ\n", "k3B3dwcALF68GDdu3MCyZcuQmppqcqTc2NiIuLg4CIKA7OxsDB06FACQmJiIvn37Yt68eUhISEBO\n", "To5td5qIiKgLNj/ifeutt3DhwgWsXLnSKHQNfv/736OoqMiobf369Whra8P8+fOl0DVISUmBk5MT\n", "MjIy8M033xj1bd68GZcvX0ZMTIwUugZz586Fr68vcnNzUVBQ0DM7R0REZCWbBq9er0dGRgYEQcCT\n", "Tz5pcc2RI0cgCAJmzJhh0u/u7o4JEyagvb0dhw4dMuozHDmbq+u4vP3791u7K0RERD3CpsFbXl6O\n", "uro6/PznP4coili+fDlGjRoFT09PBAQE4Le//S3Ky8uNaqqqqtDU1AQACA4ONrtchUIBAEZHyi0t\n", "LaioqIAgCFbVERERycmm13jLysoA3DqKHT9+PIYPH46//OUv8Pb2xmeffYY333wT+/fvx/79+xET\n", "EwPg1vVdAx8fH7PL9fX1NRmr1WohiiIEQbCqjkguGo0Gzc3N0veVlZV23BoishebBm99fb30X09P\n", "T3z44YdwcLh1kB0SEgI/Pz/86le/QkJCAqqrqzFo0CDpkR9HR0c4OjqaXa7hWrHhyBiA0aNCLi4u\n", "FtcRyUGj0SAoKMjem0FE9wCbnmpubW2VPr/yyitS6BrMnj0bw4cPR3NzM/75z3/aclOI7MpwpJuZ\n", "mYni4mIUFxebfYyOiHo/mx7xdjzyfOSRR8yOGTlyJL7++mucPXsWAKS7mPV6PfR6vdmjXkOgDxgw\n", "QGrr+PnatWtm12WuzpxFixbBw8PDqC0+Ph7x8fHd1hHdTkhICMLCwgDwVDPRvSArKwtZWVlGbY2N\n", "jTZdp02D18/PD8CtO4oHDhxodoy3tzcAoKGhAQAQEBAg9el0OgwZMsSkRqfTmYzt+PiQTqcz6uuu\n", "zpz09HTplyMREfVe5g6qSkpKEB4ebrN12vRU89ixY6XPXc0YZbgO/LOf/QzArUk1DEe9KpXKbI2h\n", "ffz48VKbm5sbQkNDIYqiVXVERERysmnwBgcHIygoCKIo4quvvjI75ty5cwCASZMmAbh1U1VsbCxE\n", "UcTp06dNxjc1NeHs2bPSuI7i4uIAwGxde3s7zpw5A0EQpHFERERys/nMVcuWLQMAbNu2DT/++KNR\n", "38cff4zz589j0KBB+O1vfyu1L126FE5OTti5c6fJiw22bNmCtrY2JCYm4uGHHzbqW7BgATw9PXH8\n", "+HHU1NQY9e3btw86nQ7Tp09HZGRkD+4hERGR5WwevM899xx+97vfoaamBr/61a/w5Zdf4sKFC9i7\n", "dy+ee+45DBgwAIcOHTKaGjIgIAA7duzA999/j+joaBQUFODrr7/Gu+++i1WrVmHcuHFIT083WZeH\n", "hwcOHDgAAIiOjsapU6eg1Wqxc+dOvPTSSxg2bBh2795t610mIiLqkixvJ9q2bRv27duHGzduICoq\n", "CgqFAmlpaXj22Wfxr3/9C4899phJjVKpRH5+Pry8vBATE4ORI0ciIyMDK1aswOeffw43Nzez65o2\n", "bRpKS0sRFhaGhIQEhISE4I9//COSk5NRWlra5eQaREREcrD524kMnn32WTz77LNW1URERODYsWNW\n", "r0uhUGDPnj1W1xEREdmaLEe8REREdAuDl4iISEYMXiIiIhkxeImIiGTE4CUiIpIRg5eIiEhGDF4i\n", "IiIZMXiJiIhkxOAlIiKSEYOXiIhIRgxeIiIiGTF4iYiIZMTgJSIikhGDl4iISEYMXiIiIhkxeImI\n", "iGTE4CUiIpIRg5eIiEhGDF4iIiIZMXiJiIhkxOAlIiKSEYOXiIhIRgxeIiIiGfWx9wYQ9TYajQbN\n", "zc1GbZWVlXbaGiK61zB4iXqQRqNBUFCQvTeDiO5hDF6iHmQ40s3MzERISIjUnp2djbS0NHttFhHd\n", "Q+xyjTc1NRUODg4YNmyYPVZPZHMhISEICwuTvvizTkQGsgdvYWEh3n//fQCAIAi3HTtnzhx4e3vD\n", "1dUVoaGhWLduHdra2rqtU6vVUCqV8PPzg4uLCwIDA7FkyRJcuXKlx/aDiIjoTsgavG1tbXj++efx\n", "8MMP33bs3r17ERkZifr6ehw9ehQVFRVISkrC6tWrMWXKFLS0tJity8vLw9ixY1FSUoJdu3ZBpVJh\n", "+fLl2Lp1K8LCwlBXV9fTu0X0wKusrERJSYn0pdFo7L1JRPcsWa/xrl+/HjqdDlu2bMFvfvObLsdV\n", "V1cjKSkJXl5eOHnyJNzd3QEAixcvxo0bN7Bs2TKkpqZi+/btRnWNjY2Ii4uDIAjIzs7G0KFDAQCJ\n", "iYno27cv5s2bh4SEBOTk5NhsH4keJLW1tQAApVJp0ldVVYURI0bIvUlE9zzZjngrKiqwYcMG/PnP\n", "f4avr2+3Y9evX4+2tjbMnz9fCl2DlJQUODk5ISMjA998841R3+bNm3H58mXExMRIoWswd+5c+Pr6\n", "Ijc3FwUFBT2yT0QPOsOZp8zMTBQXF6O4uBiZmZkAYPJIFRHdIkvwtre34/nnn8eUKVMwf/58iKLY\n", "5Vi9Xo8jR45AEATMmDHDpN/d3R0TJkxAe3s7Dh06ZNR38OBBADBb13F5+/fvv5vdIaJOOt5M1vFu\n", "biIyJUvwbtq0Cf/+979NTg2bU1VVhaamJgBAcHCw2TEKhQIAUFRUJLW1tLSgoqICgiBYVUdERCQn\n", "mwevVqvF8uXLsXbtWoseqaiurpY++/j4mB1jOFXdcaxWq5WOpK2pIyIikpPNg/d3v/sdRo4cidTU\n", "VIvGGx75cXR0hKOjo9kxrq6uACAdGXesAwAXFxeL64iIiORk07ua//73v+N///d/UVxcbPTM7u2e\n", "3yUiIuqtbHbEq9Pp8Prrr+P3v/89Ro0aZdTX3c1VhruY9Xo99Hq92TGtra0AgAEDBkhtHT9fu3bN\n", "4joiIiI52eyINycnB01NTdi4cSPS09ON+gyBeuHCBfTv3x/AraPgK1euICAgQBqn0+kwZMgQk2Xr\n", "dDoAMBrb8fEhnU5n1NddnTmLFi2Ch4eHUVt8fDzi4+O7rSMiovtLVlYWsrKyjNoaGxttuk6bBW9s\n", "bCymTJlitu///u//oFQqMXjwYOTl5Rn1BQUFwd3dHc3NzVCpVGaDV6VSAQDGjx8vtbm5uSE0NBTl\n", "5eVQqVSYPHmyRXXmpKenIywsrNsxRER0/zN3UFVSUoLw8HCbrdNmp5r79euH4cOHm/3y8/MDAPTp\n", "08eoHbh1U1VsbCxEUcTp06dNltvU1ISzZ89K4zqKi4sDALN17e3tOHPmDARBkMYRERHJzS5vJ7qd\n", "pUuXwsnJCTt37jR5scGWLVvQ1taGxMREkzmfFyxYAE9PTxw/fhw1NTVGffv27YNOp8P06dMRGRlp\n", "610gIiIyS9bgraqqQnl5ObRaLYBbL02oqKhAeXk56uvrpXEBAQHYsWMHvv/+e0RHR6OgoABff/01\n", "3n33XaxatQrjxo0zuW4MAB4eHjhw4AAAIDo6GqdOnYJWq8XOnTvx0ksvYdiwYdi9e7c8O0tERGSG\n", "rMEbFRWF0aNH4/nnn4cgCNDpdBg1ahRGjx6Nv/3tb0ZjlUol8vPz4eXlhZiYGIwcORIZGRlYsWIF\n", "Pv/8c7i5uZldx7Rp01BaWoqwsDAkJCQgJCQEf/zjH5GcnIzS0tIuJ9cgIiKSg6xvJzIc6VoqIiIC\n", "x44ds3o9CoUCe/bssbqOiIjI1u7Ja7xERES9FYOXiIhIRgxeIiIiGTF4iYiIZMTgJSIikpGsdzUT\n", "9TYajQbNzc3S95WVlXbcGiK6HzB4ie6QRqNBUFCQvTeDiO4zPNVMdIcMR7qZmZkoLi5GcXEx1q5d\n", "a+etIqJ7HY94ie5SSEiI9DYrnmomotvhES8REZGMGLxEREQyYvASERHJiMFLREQkIwYvERGRjBi8\n", "REREMmLwEhERyYjBS0REJCMGLxERkYwYvERERDJi8BIREcmIwUtERCQjviSByEJ89y4R9QQGL5EF\n", "+O5dIuopPNVMZAG+e5eIegqPeImswHfvEtHd4hEvERGRjBi8REREMmLwEhERycjmwVtbW4u1a9ci\n", "MjISAwcOhJOTE3x8fDBr1iwcPny429rCwkLMmTMH3t7ecHV1RWhoKNatW4e2trZu69RqNZRKJfz8\n", "/ODi4oLAwEAsWbIEV65c6cldIyIisppNg/fTTz9FQEAA1q9fj5kzZyI3NxcqlQpbtmzB+fPnERcX\n", "B6VSCVEUTWr37t2LyMhI1NfX4+jRo6ioqEBSUhJWr16NKVOmoKWlxew68/LyMHbsWJSUlGDXrl1Q\n", "qVRYvnw5tm7dirCwMNTV1dlyl4mIiLpl07uaGxoaoNfrkZ6ejpSUFKl9+PDhmDRpEoKDg7F3715M\n", "mzYNzz//vNRfXV2NpKQkeHl54eTJk3B3dwcALF68GDdu3MCyZcuQmpqK7du3G62vsbERcXFxEAQB\n", "2dnZGDp0KAAgMTERffv2xbx585CQkICcnBxb7jYREVGXbH6quU+fPvjtb39r0u7r64unn34aALB/\n", "/36jvvXr16OtrQ3z58+XQtcgJSUFTk5OyMjIwDfffGPUt3nzZly+fBkxMTFS6BrMnTsXvr6+yM3N\n", "RUFBQQ/sGRERkfVsGryzZ8/GDz/8gH79+pntHzx4MIBbR8YGer0eR44cgSAImDFjhkmNu7s7JkyY\n", "gPb2dhw6dMio7+DBgwBgtq7j8joHPRERkVxseqq5T58+XYYuAOh0OgDAqFGjpLaqqio0NTVBEAQE\n", "BwebrVMoFPj8889RVFQktbW0tKCiouK2dQCM6ojINjpPMNK/f3+MGDHCTltDdO+w28xVN2/exKlT\n", "pyAIgtH13+rqaumzj4+P2VpfX1+TsVqtFqIoQhAEq+qIqGfV1tYCAJRKpUlfVVUVw5ceeHYL3oyM\n", "DHz33Xd45ZVXEB4eLrUbHvlxdHSEo6Oj2VpXV1cAQFNTk0kdALi4uFhcR0Q9y/DEQWZmJkJCQgDc\n", "OvpVKpVGb3cielDZJXjPnz+P119/HZMmTcLGjRvtsQlEXer8+j+A8zLfiY7zWhPRT2QPXp1Ohyee\n", "eAJBQUE4efIknJycjPoNdzHr9Xro9XqzR72tra0AgAEDBkhtHT9fu3bN7LrN1ZmzaNEieHh4GLXF\n", "x8cjPj6+2zq6//H1f0QPlqysLGRlZRm1NTY22nSdsgbvxYsXMXPmTHh7e+Ojjz5C//79TcYEBgZK\n", "n3U6HYYMGWIyxnBTVkBAgNTW8fEhnU5n1NddnTnp6en8l/oDquPr/wynSQEgOzsbaWlp9tosIrIR\n", "cwdVJSUlRpdAe5psczVfuHABjz32GLy9vZGbm2tyRGkQFBQkHfWqVCqzYwzt48ePl9rc3NwQGhoK\n", "URStqiMyx3Ca1PA1bNgwe28SEfUSsgSvRqPBlClTMGLECHz00UdGjxiVlZUhOjr6pw1ycEBsbCxE\n", "UcTp06dNltXU1ISzZ8/C0dERsbGxRn1xcXEAYLauvb0dZ86cgSAI0jgiIiK52Tx4Kyoq8NhjjyE8\n", "PBzHjx+Hs7OzUf8PP/yAjz/+2Kht6dKlcHJyws6dO01ebLBlyxa0tbUhMTERDz/8sFHfggUL4Onp\n", "iePHj6Ompsaob9++fdDpdJg+fToiIyN7bgeJiIisYNNrvOXl5Zg2bRouX76MmpoaTJo0yWSMuccL\n", "AgICsGPHDiQmJiI6OhrvvPMOfHx8cPToUaxatQrjxo1Denq6SZ2HhwcOHDiAWbNmITo6Gu+//z4C\n", "AwORl5eHV199FcOGDcPu3bttsq9ERESWsGnwnj59GpcvX4YgCCgrKzM7xjDpRWdKpRIjRozAW2+9\n", "hZiYGFy9ehXDhw/HihUrsGTJEpO7oQ2mTZuG0tJSrFmzBgkJCWhoaMDgwYORnJyMtLQ0k7mfiYiI\n", "5GTT4F24cCEWLlx4x/URERE4duyY1XUKhQJ79uy54/USERHZimx3NRMRERGDl4iISFYMXiIiIhkx\n", "eImIiGRkt7cTEdGDx9zLJvieXnrQMHiJyOa6e0cvwPf00oOFwUtENmfuHb0A39NLDyYGLz3QOr97\n", "l+/dtS2+o5eIwUsPML57l4jsgXc10wOr47t3i4uLUVxcjLVr19p5q4iot+MRLz3wOp7+5KlmIrI1\n", "Bi/1Op2v2wLA5cuX4enpadTGkCUie2DwUq/C67ZEdK9j8FKv0vG6reGxlezsbKSlpZk8ymJoJyKS\n", "E4OXeiVz1207P8rCU81EZA+8q5mIiEhGDF4iIiIZMXiJiIhkxOAlIiKSEW+uIiK763yjG18VSL0Z\n", "g5fuC+YmxQD4C/p+193rAvmqQOqtGLx0z+kcsrW1tfj1r3/d5fijR4/iF7/4BQA+InS/Mfe6QL4q\n", "kHo7Bi/dU7qbearzBBiffPIJXn/99W5Dme4PfF0gPUgYvGQ35k4fG45Yzc081dUEGObGEhHdqxi8\n", "ZBe3m1PZmjcG8e1CvRNvuKLeisFLdmFuTmWAR6zEG66o92Pwkl1x/mTqjDdcUW/Xa4P3o48+wrvv\n", "vouSkhLcuHEDCoUCSUlJeOWVVyAIgr03r1czd+2WpwnJWrzhinqrXhm8b7/9Nt588008/fTTyM3N\n", "Rf/+/bFjxw4sWLAAOTk5OHLkCBwdHe29mfcVS8O0u2u3PE1Id8vcGRH+o+7exH+Ad63XBe9nn32G\n", "N998EyNHjjQK2A0bNqChoQEffPAB3n77bSxdutTOW3r3bPWDbc1ztB2foQXM32lsOE345ZdfSsvl\n", "KWWyRnfXfQH+o84W7ub3C/8B3r1eF7yrVq0CACxYsMDkqPa1117DBx98gD/96U9YvHgxnJ2d7bCF\n", "PcPaH2xzf4kuX74MT09Po7buQrZjmN7uGdqOpwlv90uT6HbMXfcFbHftNysrC/Hx8T26TLlZ+nce\n", "MA3Uuw1OczdP8jr9T3pV8NbX1yMvLw+CIGDGjBkm/UFBQRg8eDC+/fZbnDx58p6beOGTTz7Bb37z\n", "G9y8edOo/aGHHsLRo0cREREhtXX3g93xyBK4/cxP5tzuOVpzR7Ydx3Zk7pcm716mO2HpdV9rphg1\n", "N/b999+HQqGwqN4acp1+vd3jeuaYmwHOkt8vQNf7YO7/Fy8X9LLgLSoqgiiKcHJyQkBAgNkxwcHB\n", "+Pbbb3H27Nl7LnhVKhW+++47rFu3Tmq7efMmVqxYgc8++wwPPfSQ1G744bXmyNJc8HUVnJY+G2vN\n", "Xcl83pZspePPkzVTjHY3Njw83Gz7nZ4q7YmzVJYGlLl/mHf1d767s1fW/H653dSt1tQDvTuMe1Xw\n", "VldXAwC8vLy6HOPr6wsA+Prrr2XZJms5OjrizTfflL6/ceMGVqxYgTfeeOO2tV2djusuTPk4D93P\n", "uvtlbk3AWBJQXZ0qtTQge+osVeeAMnf62Nzf79v9nb/dGamufr9YOnXrndT31uvBvSp4r1y5AgBw\n", "cXHpcoyrqysAoKmpSZZt6kmWnqplmNKDorvLGNYEjCUB1Xk5wJ3deHinZ6lsPTf53Z7lutvfTw/S\n", "9QJXowkAAA+lSURBVOBeFbw9xV5BVVtbC71ej+3bt0ttP/74o/RZq9VKny9evAjg1g+4YXvz8/NN\n", "2rpqv9ux9q7vreu6n7b1Xvpzud3fDWvGdrWuoqIiAOZD8vnnn5fOpqnVahw8eLDLgDS3ro71APDv\n", "f/8bx48fN9pWwxm9jmMN47qqv5f+H1hTb/hsr9/FNl+v2Its3rxZFARBHDJkSJdjnnvuOVEQBPG/\n", "/uu/TPouXrwo+vn5iQD4xS9+8YtfD/CXn5+fePHiRZtkVa864g0MDARw6+7mruh0OgAwe/OVr68v\n", "ioqKpDFERPRg8vX1NTqL0JN6VfCGh4dDEAT8+OOPOH/+vBTEHalUKgDA+PHjzS7Dln/YREREDvbe\n", "gJ7k5eWFqVOnQhRFnD592qRfrVbj22+/hbu7O5588kk7bCERET3oelXwAsDKlSsBAH/5y1+g1+uN\n", "+t59910AwBtvvHFfz1pFRET3L8dVhjkWewl/f384OTlh3759KC0tRXBwMJqbm/HOO+9g8+bNmDVr\n", "FrZs2cI3FBERkV0IoiiK9t4IWzC8FrCoqAg//vgjFAoF5s+fj5SUFIYuERHZTa8NXrpzzc3NCA0N\n", "xTfffIOVK1dKp++JqPdJTU3Fpk2b4O/vb/QsLdlOr7vGe6fKy8vxwgsvICAgAK6urvD09MSYMWOQ\n", "nJwsPTjfWXt7O7Zs2YLw8HD069cPnp6eeOKJJ/Dxxx/LvPU96w9/+AO++eYbALjt2YHe8mdw5swZ\n", "vPDCCwgJCYGrqytcXf9/e+ceE8X1xfFzd1lAEFyeUqVFMIIFTIHlYbQ0aRFDKgpJTdPGptAWbMQ+\n", "bGOkUGIrb1skCthIYvkDSmmrYmwh2GJSVKyQAn0sTXgrthWVYKFKRZbl+/ujmSnL7qL+2AV3uJ9k\n", "EnLPPcs539mdM7M7c64d+fn50Y4dO6i7u3tGX6locPr0aYqOjiYXFxdavHgxqVQqOnz4MEnl3PzK\n", "lSuUlZVF69evJ2dnZ7K2tiYPDw/atGkTnThxYkbf5uZmio+PJ3d3d7Kzs6PAwEDKycmh8fHxOYre\n", "PDQ3N1NRURER3fuzLiUNRkdHKS8vj8LDw8nJyYns7e1p5cqVFB8fr9PAaComzd8sTwdbGIcPH4a1\n", "tTW2b9+Oixcv4vfff0dTUxO2bt0KxhgyMjL0fDQaDTZv3gzGGNLS0tDd3Y2WlhbExsaCMYb9+/fP\n", "Qyaz5/z585DJZPDy8gJjDPv27TM6VyoaJCcngzEGPz8/fPHFF+jq6sLPP/+MzMxM2NrawtbWFqdO\n", "nTLoKxUN8vPzwRjDli1b0NbWhu7ubqSmpopjExMT8x3irGhoaICVlRVsbW2xd+9etLa2ore3F8eP\n", "H4evry8YY9i2bRsmJyf1fCsrKyGXy7Fu3To0Njair68PBw4cgEKhQHh4OG7fvj0PGc2eu3fvIiAg\n", "QPyse3t7G50rJQ26urrg5eWFoKAgVFdX49KlS+js7MTBgwdha2trsAGTqfNf8IX3m2++gUwmw4cf\n", "fqhnm5ychEqlwkcffaRny8rKAmMMr7/+us64RqNBQEAAGGNobGw0W9zmYGxsDH5+fnjxxReRmJh4\n", "z8IrFQ3i4uKgVCrx559/6tlKSkrAGMOSJUswNDSkZ5eCBufOnQNjDIGBgXoFdvv27WCMIScnZ56i\n", "Mw0nT54EYwwlJSV6tqtXr8LR0RGMMRw9elTH1tPTAxsbG3h4eGBkZETHlpubC8YYkpOTzRq7ufjg\n", "gw/g7OyMqqqqGQuvlDS4ffs2VqxYgcDAQIyOjurZ8/PzoVKpdMbMkf+CLrwTExPw8vKCi4sLxsfH\n", "79tvdHQUDg4OkMlk6Ozs1LOXlpaCMYbo6GhThmt20tLS4OrqisHBQSQkJMxYeKWkQXx8vMEWosC/\n", "VwUymQwymQyVlZU6Nqlo8Mwzz4AxhtLSUj1bZ2eneOJx586deYjONJw8eRIKhQK3bt0yaN+2bZvB\n", "ffXqq6+K32ZMZ2RkBDY2NpDL5bhy5YpZ4jYX7e3tsLGxQVlZGRoaGmYsvFLS4P333wdjDMeOHbtv\n", "H3Pkv6ALb21tLRhj2Lp16wP5nThxYsae0L29vWCMQaFQYHBw0BShmp2ffvoJCoUCFRUVAHDPwisl\n", "DUZHRzE2NmbU7u7ubvBqSQoa3LhxQzyx6OnpMTjH09MTjDFUV1fPcXSmQ6PRGC26ALBnzx4wxhAa\n", "GiqOTUxMQKlUQiaT4cyZMwb9IiMjwRhDYWGhyWM2F1qtFhEREdiwYQMA4PvvvzdaeKWkwcTEBB55\n", "5BHIZLIZ3wvTfcyR/4K+uaq+vp6IiFatWkVtbW30/PPP02OPPUZubm4UGhpK2dnZ4rJjU2lubiYi\n", "otWrVxt8XW9vb1IoFKTVaqmtrc18CZgIrVZLr732GkVFRRldnmw6UtLAzs6ObGxsDNo0Gg0NDQ0R\n", "Y4zWrFmjY5OCBi0tLQSAFAqFwf7lRP/l9+OPP85laCbFysqKFi9ebNQu9Gefuo+7urrE5UON7WM/\n", "Pz8iIqM3YD6MHDp0iNRqtdGbiKYiJQ3a29vp2rVrtHTpUgJAGRkZtGbNGnJxcaGVK1dSQkICtbe3\n", "6/iYK/8FXXh//fVXIiJqaGigyMhIeuKJJ6i2tpZqa2spJCSE9u7dSxERETQ0NKTjJyzP5eHhYfB1\n", "GWPizu3r6zNvEiagoKCAuru7qbS09L59pKaBMb799luanJykgIAAeuqpp3RsUtBAyMHNzc3oHKF3\n", "+cOaw2yZmJig+vp6YozRzp07xXFBGyLj+1jQZurch5lLly5RRkYGZWVlkbe39z3nS0kD4Xiv1Wop\n", "LCyM2traqKSkhBobGyk1NZVqamooNDSUTp06JfqYK39JLZLwoAirGDU1NVF2djalp6eLtvDwcLp5\n", "8yZVV1fTG2+8QVVVVaLt77//JiKiRYsWGX1tOzs7IiLxbOlhpbu7m/bt20f79+/XWbT7XkhJA2NM\n", "Tk5Sfn4+KRQKg1cHUtBACjnMlrKyMrp+/TqlpKSQSqUSxwVt5HI5yeVyg76Wpk1ycjIFBATQO++8\n", "c1/zpaSBcLwfHBwkFxcXqqmpIZns32vPxx9/nJYtW0Zbtmyhl19+mXp7e8nV1dVs+Vts4d2zZw99\n", "/fXXD+TDGKOjR4/S+vXriYjon3/+IaJ/v4ZKSUnRm79r1y6qrq6m48ePU1FR0YxXBfPBbDUAQElJ\n", "SRQcHExvvvmmmaI0L6Z4HxijoKCAfvjhBzp06BCtXbt2NmFyHlJ6enpo9+7dtG7dOiosLJzvcMzK\n", "p59+SufOnaPW1ladZ3YXSic/4XhPRJSSkiIWXYHY2Fjy8fGhvr4+Ki8vp3fffddssVhs4R0YGLhn\n", "YwNDTP3NVjjL9/DwIKVSqTc3ICCAiP698mltbRVXNHJ0dCQiojt37hj9P8JOXrJkyQPHeL/MVoPS\n", "0lJqbm6e8fdHGGmeIBUNjFFVVUVpaWmUmZlp9KTkYdFgNkghh/+XgYEB2rhxI/n6+lJdXR1ZW1vr\n", "2AVttFotabVag1c8lqLNwMAA7d69m1JTU/XuVTD2GSeSlgZTv9Xx9/c3OCcgIID6+vrE+xnMlb/F\n", "/sZbUVEhivEg28aNG8XXWLZsGREROTs7G/wfTk5OJJfLCQANDw+L48I6v9euXTPoB4CuX79ORGT0\n", "hhVTMFsNvvrqK9JqtRQREUEODg462+eff05ERLm5ueLY1G8FpKKBIY4dO0aJiYmUmZlJGRkZRuc9\n", "LBrMBiEH4Ws4Qwg3Hj2sOfw/XL16laKiosjd3Z3OnDlDDg4OenOmructaDAdS9Hmu+++o5GRESos\n", "LNT7rD/77LNERNTf3y+OCQVnal6WroFwvGeMGT3mu7u7ExHRX3/9RUTmy99ir3hNQXBwMNXX14sH\n", "x+kMDw+LSws6OTmJ4+Hh4URE1NHRYdCvr6+PNBoNyeVyCgkJMXHUpuOzzz6jsbExvXEAlJqaStXV\n", "1bRjxw566623iOi/sz8i6WgwnfLyckpKSqKPP/6Y3n777RnnSkEDlUpFjDHSaDTU09OjU2wEhPzC\n", "wsLmOjyz0N/fT1FRUeTp6Uk1NTVG73b29fUlR0dHunXrFnV0dJCnp6feHEvR5rnnnqPIyEiDtqam\n", "JnrppZdo+fLl1NDQoGOTkgbBwcHi38ZOloUTUOF4b7b87/vBIwly8eJFMMYgl8sxMDCgZ79w4YL4\n", "HObNmzfF8amNEzo6OvT8jhw5AsaY+JycJfIgDTSkosEnn3wCKysrve5FAFBQUIADBw7ojElFA6GB\n", "xpEjR/RsHR0dkmigIdDV1YVHH30UMTExevn88ssviImJ0RkTmie89957eq81PDwMGxsbWFlZWUTz\n", "CGPM9BwvIC0N/Pz8wBhDfn6+QfuqVavAGENRUZE4Zo78F3ThBf476KSnp+vZXnjhBaPtwDIzMw22\n", "ChwfH4e/vz9kMhnOnz9vtrjNzb0KLyAtDYS+q9O7UwkkJCQgMTFRb1wKGpw9e9Zoy0ihj3V2dvY8\n", "RWc62tvb4eHhgfj4eNy9e1fPLhSgqQjtApcuXarXLjAnJweMMSQlJZk1bnNzr8IrJQ3Ky8vFXKd3\n", "Kzx9+jQYY3Bzc9PJ0xz5L/jC+8cff8DHxwdWVlbIzc1Fd3c3fvvtN+zatQuMMTz55JMGe3pOTExg\n", "06ZNYiuxrq4utLS0iGN5eXnzkM3sGB0dhVqthlqtRlxcHBhjSElJEcc0Go3OfKlokJeXJ17VqVQq\n", "g5urqyteeeUVPV+paCD0nN28eTPa2trQ2dkpLpIQGxsLrVY73yHOCrVaDVdXVzDGEBQUZHAfC4sl\n", "TKeiokJskH/hwgX09vaioKAACoUCYWFhFrVAwFQ6OzuhVqtRVlYGxhiWL1+O9vZ2qNVq3LhxQ2eu\n", "lDQQ+o/HxMSgubkZly9fRmVlJdzc3KBUKnH27Fk9H1Pnv+ALL/Bvv8309HSsXr0aixYtgoODA9au\n", "XYvi4mK9YjMVrVaL4uJiBAcHw97eHkqlEtHR0airq5vD6E2HcOYrbDKZTOfv/v5+PR8paBAUFCS2\n", "TZxpM1R4AWloAAB1dXXYsGEDlEol7O3tERISguLiYoMr9lgaBw8eFN/HxjbBboimpibExcXB1dUV\n", "tra28Pf3R1ZWlsErZ0thxYoVOp/vqZ93Q990SUmDL7/8Ek8//TSUSiVsbGzg4+ODnTt34vLly0Z9\n", "TJk/AySy2CaHw+FwOBaAxT5OxOFwOByOJcILL4fD4XA4cwgvvBwOh8PhzCG88HI4HA6HM4fwwsvh\n", "cDgczhzCCy+Hw+FwOHMIL7wcDofD4cwhvPByOBwOhzOH8MLL4XA4HM4cwgsvh8PhcDhzCC+8HA6H\n", "w+HMIbzwcjgcDoczh/DCy+FwOBzOHPI/M+zL1u9viDYAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAd8AAAHKCAYAAABCG0FwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtcVXW+//H3AkTFS0woA6iDJtewmRFUTLMZ0yyzwnPM\n", "c2LimDU1o3nM7NfQpJm30Wq6jKaeRzYem5Ii85aTk2Z4qUmNk+AZL3HTVJrcFqNoiJoK398fnb2H\n", "zd4gJKwt29fz8eDxkO93ffb6fhdu3qy118UyxhgBAADbBPh6AAAAXGkIXwAAbEb4AgBgM8IXAACb\n", "Eb4AANiM8AUAwGaELwAANiN8AQCwGeELAIDNCF8AAGzWqPAtLS3V7NmzNXDgQF199dUKDg5WRESE\n", "RowYoVWrVnmt2bp1qwICAur9Wrt2bZ3rLCoqUkZGhqKiotS2bVvFxMQoMzNT33zzTb1jdTgcGjdu\n", "nKKjo9WmTRtFR0dr/PjxcjgcjZkyAABNLqihC3744YcaOnSogoKClJmZqQULFig0NFS7du3SlClT\n", "NHr0aP3iF7/QsmXLZFmW+0qCghQTE1Pna3fs2NFr+9atW3Xbbbepe/fueu211xQXF6ctW7bo4Ycf\n", "1urVq/Xxxx8rIiLCo+6zzz7TjTfeqNatW2vhwoVKTk5WXl6eJkyYoJUrV+qjjz5SYmJiQ6cOAEDT\n", "Mg20Zs0aY1mWWbhwoUffkSNHTMeOHY1lWWbJkiVufVu2bDHdu3dv6GpcysvLTadOnUxISIg5ePCg\n", "W9+bb75pLMsyN998s0fd+fPnTUJCggkICDA7duxw69u2bZuxLMtce+215sKFC40eEwAATaFRh52D\n", "goJ07733erRHRkbqjjvukCQtX768Sf4oWLBggY4dO6a0tDR1797dre/uu+9WZGSkcnJytH37dre+\n", "7OxsFRUVKTU1Vf3793frGzBggPr376+CgoImGycAAI3V4PC9/fbbdfz4cbVv395rf5cuXSRJ5eXl\n", "TTKwFStWSJKGDBni0WdZlqu9dojWVydJQ4cO9VoHAIBdGhy+QUFBdQavJNeJTNddd51H3/nz5zV/\n", "/nxdf/31ioqKUlRUlAYNGqTnn39elZWVHstXVlZq3759sixLCQkJXtcXHx8vSdq5c6dbe25uriTV\n", "Wedsr10HAIBdmuRSowsXLuiDDz6QZVmaMGGCR/+RI0e0fPly/eY3v9GmTZu0YsUKJSUlKTMzU717\n", "99ahQ4fclj948KCMMZLk9YQq6btD3ZJ04MABV9upU6dUVlYmy7LqrHO2Hz16VGfPnm30XAEAuFQN\n", "Ptu5PkuXLtVXX32lhx56SCkpKW593bp104wZMzR16lQFBga62gcOHKjWrVtrwYIFuuuuu9z2RGte\n", "RtS2bVuv6wwJCZEknTx58nvVOWvbtGnTkCkCANBkLjl89+/fr8cee0wDBgzQiy++6NHfs2dPPfXU\n", "U15rp06dqkWLFik/P185OTmuz2N9zeFwcD0wAECRkZGuI61N6ZLC1+FwaNiwYYqLi9P69esVHBzc\n", "qPrw8HB17dpVpaWl2rZtmyt8r7rqKtcyZ86c8Vp7+vRpj2VrXi98sbratU4Oh0N9+vTRkSNHGjET\n", "AIA/ioqK0s6dO5s8gL93+B45ckRDhw5VeHi4NmzYoA4dOnyv14mIiFBpaanbWdI1Ly1yOBzq2bOn\n", "R51zz7RmX/v27dW5c2eVlZXp6NGjXtfnrIuIiPB6yNnhcOjIkSPKysq6om/E8cgjj2jevHm+HobP\n", "XOnzl9gGV/r8JbZBQUGBMjIy5HA4Lo/wPXz4sIYMGaKuXbtq3bp19Z4FvW7dOl1//fUKCwvz2u8M\n", "ydDQUFdbu3bt1KtXL+3du1eFhYW64YYbPOoKCwslSX379nVrT01N1bp161RQUOB1fXXV1ZaYmKjk\n", "5OR6l/FnoaGhzP8Knr/ENrjS5y+xDZpTo892Likp0aBBgxQbG6sNGza4Be/u3bs1fPhwt+XvvPNO\n", "rVu3zutrlZWV6e9//7ssy9L111/v1jd69GhJ0qZNmzzqqqurtXnzZlmW5VquIXWSlJOT47YcAAB2\n", "a1T47tu3TzfeeKNSUlK0du1aj8O2x48f1/vvv+9R9/rrr3t9vblz56q6ulqJiYkaNmyYW9/EiRMV\n", "FhamtWvXelyK9NZbb8nhcOimm27SwIED3frS09MVFxen3Nxc7dixw61v+/btys3NVUJCgtLT0xs6\n", "bQAAmlSDDzvv3btXgwcP1rFjx3To0CENGDDAY5mKigqPtsDAQG3ZskV33HGHJk+erGuuuUbl5eX6\n", "05/+pAULFqhbt25atWqVx8MYQkND9fbbb2vEiBEaPny4XnrpJcXExGjr1q16+OGH1aNHDy1btsxz\n", "QkFBWrVqlX72s59p1KhRWrRokXr37q38/HxNmDBBYWFhWrlypQICeJoiAMA3Ghy+mzZt0rFjx2RZ\n", "lnbv3u11GWOMR4gePnxYWVlZ2rhxo37xi1/o+PHjatu2reLi4jRz5kxNnDjR7fPemgYPHqxdu3Zp\n", "1qxZGjNmjMrLy9WlSxeNGzdO06ZNq/NpSElJSdq9e7dmzpypSZMm6euvv1Z4eLjS0tI0ffr0Zjlt\n", "3N9c6UcGrvT5S2yDK33+EtugOVnGeSspSJLy8/OVkpKivLw8TjQAgCtYc+YBx14BALAZ4QsAgM0I\n", "XwAAbEb4AgBgM8IXAACbEb4AANiM8AUAwGaELwAANiN8AQCwGeELAIDNCF8AAGxG+AIAYDPCFwAA\n", "mxG+AADYjPAFAMBmhC8AADYjfAEAsBnhCwCAzQhfAABsRvgCAGAzwhcAAJsRvgAA2IzwBQDAZoQv\n", "AAA2I3wBALAZ4QsAgM0IXwAAbEb4AgBgM8IXAACbEb4AANiM8AUAwGaELwAANiN8AQCwGeELAIDN\n", "CF8AAGxG+AIAYDPCFwAAmxG+AADYjPAFAMBmhC8AADYjfAEAsBnhCwCAzQhfAABsRvgCAGAzwhcA\n", "AJsRvgAA2IzwBQDAZoQvAAA2I3wBALAZ4QsAgM0IXwAAbBbk6wEA8K2SkhJVVFR4tHfo0EGxsbE+\n", "GBHg/whf4ApWUlKiuLi4OvuLi4sJYKAZEL7AFcy5x5uVlaXExERXe0FBgTIyMrzuEQO4dIQvACUm\n", "Jio5OdnXwwCuGJxwBQCAzQhfAABsRvgCAGAzwhcAAJsRvgAA2IzwBQDAZoQvAAA2I3wBALBZo8K3\n", "tLRUs2fP1sCBA3X11VcrODhYERERGjFihFatWlVvbW5urkaOHKnw8HCFhISoV69emjNnjs6dO1dv\n", "XVFRkTIyMhQVFaW2bdsqJiZGmZmZ+uabb+qtczgcGjdunKKjo9WmTRtFR0dr/PjxcjgcjZkyAABN\n", "rsHh++GHH6pnz56aO3euhg4dqpycHBUWFmrRokXav3+/Ro8erYyMDBljPGrffPNNDRw4UGVlZVqz\n", "Zo327dun+++/XzNnztSgQYNUWVnpdZ1bt25V7969lZ+fr9dee02FhYV68skn9fLLLys5OVlHjx71\n", "WvfZZ5/puuuu07vvvqt58+apqKhIf/jDH/TOO+/oxz/+sQoKCho6bQAAmp5poDVr1hjLsszChQs9\n", "+o4cOWI6duxoLMsyS5Yscevbv3+/ad26tYmIiDAnT55065s7d66xLMs8+OCDHq9ZXl5uOnXqZEJC\n", "QszBgwfd+t58801jWZa5+eabPerOnz9vEhISTEBAgNmxY4db37Zt24xlWebaa681Fy5c8DrPvLw8\n", "I8nk5eV57Qf8SV3/33kfAM37PmjUYeegoCDde++9Hu2RkZG64447JEnLly9365s7d67OnTun++67\n", "Tx07dnTrmzBhgoKDg7V06VJ98cUXbn0LFizQsWPHlJaWpu7du7v13X333YqMjFROTo62b9/u1ped\n", "na2ioiKlpqaqf//+bn0DBgxQ//79VVBQ4DFOAADs0uDwvf3223X8+HG1b9/ea3+XLl0kSeXl5a62\n", "qqoqrV69WpZlaciQIR41HTt2VL9+/VRdXa2VK1e69a1YsUKSvNbVfL3aIVpfnSQNHTrUax0AAHZp\n", "cPgGBQXVGbySXCcyXXfdda624uJinTx5UpKUkJDgtS4+Pl6StHPnTldbZWWl9u3bJ8uyGlUnfXdi\n", "V33rc7bXrgMAwC5NcqnRhQsX9MEHH8iyLE2YMMHVfuDAAde/IyIivNZGRkZ6LHvw4EHXiVuNqTt1\n", "6pTKyspkWVaddc72o0eP6uzZsxedGwAATa1Jwnfp0qX66quvNH78eKWkpLjanZcDBQYGKjAw0Gtt\n", "SEiIJLn2kGvWSVLbtm2bpa52LQAAdrnk8N2/f78ee+wxDRgwQC+++GJTjAkAAL8WdCnFDodDw4YN\n", "U1xcnNavX6/g4GC3fufZzVVVVaqqqvK693v69GlJ0lVXXeVqq/nvM2fOeF23t7qaZ1NfrK52bW2P\n", "PPKIQkND3drS09OVnp5eZw0AoGXKzs5Wdna2W9uJEyeabX3fO3yPHDmioUOHKjw8XBs2bFCHDh08\n", "lomJiXH92+FwqGvXrh7LOE/U6tmzp6ut5qVFDofDra++uvbt26tz584qKyur8wYczrqIiAi1adOm\n", "zvnNmzdPycnJdfYDAPyHt52r/Px8t49Sm9L3Oux8+PBh3XjjjQoPD1dOTo7HHqJTXFyca2+0sLDQ\n", "6zLO9r59+7ra2rVrp169eskY06g6SUpNTZWkOu9iVVcdAAB2aXT4lpSUaNCgQYqNjdWGDRvcLj/a\n", "vXu3hg8f/s8XDwjQqFGjZIzRpk2bPF7r5MmT+vTTTxUYGKhRo0a59Y0ePVqSvNZVV1dr8+bNsizL\n", "tVxD6iQpJyfHbTkAAOzWqPDdt2+fbrzxRqWkpGjt2rUeh22PHz+u999/361typQpCg4O1quvvurx\n", "MIRFixbp3LlzGjt2rLp16+bWN3HiRIWFhWnt2rU6dOiQW99bb70lh8Ohm266SQMHDnTrS09PV1xc\n", "nHJzc7Vjxw63vu3btys3N1cJCQl8dgsA8JkGf+a7d+9eDR48WMeOHdOhQ4c0YMAAj2UqKio82nr2\n", "7KklS5Zo7NixGj58uJ577jlFRERozZo1mjFjhvr06aN58+Z51IWGhurtt9/WiBEjNHz4cL300kuK\n", "iYnR1q1b9fDDD6tHjx5atmyZ54SCgrRq1Sr97Gc/06hRo7Ro0SLXwxkmTJigsLAwrVy5UgEBPE0R\n", "AOAbDQ7fTZs26dixY7IsS7t37/a6jDFGlmV5tGdkZCg2NlZPP/200tLSdOrUKV1zzTV66qmnlJmZ\n", "6XGWtNPgwYO1a9cuzZo1S2PGjFF5ebm6dOmicePGadq0aR73inZKSkrS7t27NXPmTE2aNElff/21\n", "wsPDlZaWpunTp7tu0AEAgC80OHwnTZqkSZMmfe8Vpaam6p133ml0XXx8vN54441G10VFRWnx4sWN\n", "rgMAoLlx7BUAAJsRvgAA2IzwBQDAZoQvAAA2u6R7OwPwb7XvFNehQwfFxsb6aDSA/yB8AXgoLS2V\n", "9N1lgrUVFxcTwMAlInwBeKisrJQkZWVlKTExUdJ3e8EZGRleb6YDoHEIXwB1SkxM5OleQDPghCsA\n", "AGxG+AIAYDPCFwAAmxG+AADYjPAFAMBmhC8AADYjfAEAsBnhCwCAzQhfAABsxh2ugCtISUmJ2+0h\n", "az84AYA9CF/gClFSUqK4uDhfDwOAOOwMXDGce7xZWVnKy8tTXl6eZs+e7eNRAVcm9nyBK0zNhyVw\n", "2BnwDfZ8AQCwGeELAIDNCF8AAGxG+AIAYDPCFwAAmxG+AADYjPAFAMBmhC8AADYjfAEAsBnhCwCA\n", "zQhfAABsRvgCAGAzwhcAAJsRvgAA2IzwBQDAZoQvAAA2C/L1AAC0LAUFBR5tHTp0UGxsrA9GA7RM\n", "hC+ABiktLZUkZWRkeO0vLi4mgIEGInwBNEhlZaUkKSsrS4mJia72goICZWRkqKKiwldDA1ocwhdA\n", "oyQmJio5OdnXwwBaNE64AgDAZoQvAAA2I3wBALAZ4QsAgM0IXwAAbEb4AgBgM8IXAACbEb4AANiM\n", "8AUAwGaELwAANiN8AQCwGeELAIDNCF8AAGxG+AIAYDPCFwAAmxG+AADYjPAFAMBmhC8AADYjfAEA\n", "sBnhCwCAzQhfAABs9r3Dd9u2bYqPj1dAQIBKS0ubckwAAPi1Rofv6dOnNXnyZP385z9XSUmJLMuq\n", "d/mtW7cqICCg3q+1a9fWWV9UVKSMjAxFRUWpbdu2iomJUWZmpr755pt61+twODRu3DhFR0erTZs2\n", "io6O1vjx4+VwOBo7ZQAAmlRQYxYuKSnRbbfdJmOMcnJyNHjw4IatJChIMTExdfZ37NjRa/vWrVt1\n", "2223qXv37nrttdcUFxenLVu26OGHH9bq1av18ccfKyIiwqPus88+04033qjWrVtr4cKFSk5OVl5e\n", "niZMmKCVK1fqo48+UmJiYsMmDQBAE2tU+BYWFuq2227TM888o7Zt2za4rkuXLvrss88aNbATJ05o\n", "9OjRsixL7733nrp37y5JGjt2rFq3bq177rlHY8aM0caNG93qLly4oFGjRqm8vFzbtm1T//79JUnR\n", "0dGKiIjQDTfcoLvuuku7d+9WYGBgo8YEAEBTaNRh59tvv13z589vVPB+XwsWLNCxY8eUlpbmCl6n\n", "u+++W5GRkcrJydH27dvd+rKzs1VUVKTU1FRX8DoNGDBA/fv3V0FBgZYvX97cUwAAwKtGhe/FPt9t\n", "SitWrJAkDRkyxOs4nO21Q7S+OkkaOnSo1zoAAOxiy6VG58+f1/z583X99dcrKipKUVFRGjRokJ5/\n", "/nlVVlZ6LF9ZWal9+/bJsiwlJCR4fc34+HhJ0s6dO93ac3NzJanOOmd77ToAAOzSqM98v68jR45o\n", "+fLl+s1vfqPExEQdP35cy5YtU2Zmpl555RVt3LjR7dDywYMHZYyRZVleT6iSpMjISEnSgQMHXG2n\n", "Tp1SWVlZvXXO9qNHj+rs2bNq06ZNE80SuLyUlJSooqLC9X1BQYEPRwOgpmYP327dumnGjBmaOnWq\n", "2wlOAwcOVOvWrbVgwQLdddddbnuiNS8jquvz5ZCQEEnSyZMnv1eds5bwhT8qKSlRXFycr4cBoA7N\n", "fti5Z8+eeuqpp7yeWTx16lQFBAQoPz9fOTk5zT0U4Irh3OPNyspSXl6e8vLyNHv2bB+PCoCTLYed\n", "6xIeHq6uXbuqtLRU27Ztc50MddVVV7mWOXPmjNfa06dPeyxb83rhi9XVrq3tkUceUWhoqFtbenq6\n", "0tPT66wBLjeJiYlKTk6WxGFnoD7Z2dnKzs52aztx4kSzrc+n4St99xlsaWmpysvLXW01P/91OBzq\n", "2bOnR53zTlU1+9q3b6/OnTurrKxMR48e9bo+Z11ERES9h5znzZvn+qUFAPBv3nau8vPzlZKS0izr\n", "a/bDzuvWrdOxY8fq7HeGZM29zHbt2qlXr14yxqiwsNBrnbO9b9++bu2pqamS6v4rv646AADs0uzh\n", "e+edd2rdunVe+8rKyvT3v/9dlmXp+uuvd+sbPXq0JGnTpk0eddXV1dq8ebMsy3It15A6Sa7PlmvX\n", "AQBgF1uu83399de9ts+dO1fV1dVKTEzUsGHD3PomTpyosLAwrV27VocOHXLre+utt+RwOHTTTTdp\n", "4MCBbn3p6emKi4tTbm6uduzY4da3fft25ebmKiEhgc9uAQA+0+jwLS4u1t69e7V3715JkjFGRUVF\n", "bm01BQYGasuWLbrjjju0efNmHTp0SLt27dKkSZM0f/58devWTatWrfK4e1ZoaKjefvttSdLw4cP1\n", "wQcf6ODBg3r11Vf161//Wj169NCyZcs81hcUFKRVq1bp6quv1qhRo7RmzRodOnRIq1ev1qhRoxQW\n", "FqaVK1cqIIBHGQMAfKPRJ1zdcsstOnz4sKR/3m7ylltucX1fVVXltvzhw4eVlZWljRs36he/+IWO\n", "Hz+utm3bKi4uTjNnztTEiRM9zip2Gjx4sHbt2qVZs2ZpzJgxKi8vV5cuXTRu3DhNmzatzqchJSUl\n", "affu3Zo5c6YmTZqkr7/+WuHh4UpLS9P06dNdN+gAAMAXGh2+Bw8ebNTyUVFRyszMVGZmZmNXJem7\n", "20i+8cYbja6LiorS4sWLv9c6AQBoThx7BQDAZoQvAAA2I3wBALAZ4QsAgM0IXwAAbEb4AgBgM8IX\n", "AACbEb4AANiM8AUAwGaELwAANiN8AQCwGeELAIDNCF8AAGxG+AIAYDPCFwAAmxG+AADYjPAFAMBm\n", "hC8AADYjfAEAsBnhCwCAzQhfAABsRvgCAGAzwhcAAJsRvgAA2IzwBQDAZoQvAAA2I3wBALAZ4QsA\n", "gM0IXwAAbEb4AgBgM8IXAACbEb4AANiM8AUAwGZBvh4AAP9QUFDg9n2HDh0UGxvro9EAlzfCF8Al\n", "KS0tlSRlZGR49BUXFxPAgBeEL4BLUllZKUnKyspSYmKipO/2gjMyMlRRUeHLoQGXLcIXQJNITExU\n", "cnKyr4cBtAiccAUAgM0IXwAAbEb4AgBgM8IXAACbEb4AANiM8AUAwGaELwAANiN8AQCwGeELAIDN\n", "CF8AAGxG+AIAYDPCFwAAmxG+AADYjPAFAMBmhC8AADYjfAEAsBnhCwCAzQhfAABsFuTrAQC4NCUl\n", "JaqoqHBrKygo8NFoADQE4Qu0YCUlJYqLi/P1MAA0EuELtGDOPd6srCwlJia62t977z1NmzbNV8MC\n", "cBGEL+AHEhMTlZyc7Pqew87A5Y0TrgAAsBnhCwCAzQhfAABs9r3Dd9u2bYqPj1dAQIBKS0ubckwA\n", "APi1Rofv6dOnNXnyZP385z9XSUmJLMtqUF1ubq5Gjhyp8PBwhYSEqFevXpozZ47OnTtXb11RUZEy\n", "MjIUFRWltm3bKiYmRpmZmfrmm2/qrXM4HBo3bpyio6PVpk0bRUdHa/z48XI4HA2eKwAAzaFR4VtS\n", "UqKf/OQnevfdd5WTk9PgujfffFMDBw5UWVmZ1qxZo3379un+++/XzJkzNWjQIFVWVnqt27p1q3r3\n", "7q38/Hy99tprKiws1JNPPqmXX35ZycnJOnr0qNe6zz77TNddd53effddzZs3T0VFRfrDH/6gd955\n", "Rz/+8Y85ExQA4FONutSosLBQt912m5555hm1bdu2QTUHDhzQ/fffr86dO2v9+vXq2LGjJOnRRx/V\n", "t99+q6lTp2ry5Ml65ZVX3OpOnDih0aNHy7Isvffee+revbskaezYsWrdurXuuecejRkzRhs3bnSr\n", "u3DhgkaNGqXy8nJt27ZN/fv3lyRFR0crIiJCN9xwg+666y7t3r1bgYGBjZk+AABNolF7vrfffrvm\n", "z5/f4OCVpLlz5+rcuXO67777XMHrNGHCBAUHB2vp0qX64osv3PoWLFigY8eOKS0tzRW8Tnfffbci\n", "IyOVk5Oj7du3u/VlZ2erqKhIqampruB1GjBggPr376+CggItX768wXMAAKApNSp8G/r5rlNVVZVW\n", "r14ty7I0ZMgQj/6OHTuqX79+qq6u1sqVK936VqxYIUle62q+Xu0Qra9OkoYOHeq1DgAAuzTrpUbF\n", "xcU6efKkJCkhIcHrMvHx8ZKknTt3utoqKyu1b98+WZbVqDrpuxO76lufs712HQAAdmnW8D1w4IDr\n", "3xEREV6XiYyM9Fj24MGDMsY0uu7UqVMqKyuTZVl11jnbjx49qrNnzzZ0KgAANJlmDV/n5UCBgYF1\n", "ntwUEhIiSa495Jp1kur8fPlS62rXAgBgF+5wBQCAzZr1qUbOs5urqqpUVVXlde/39OnTkqSrrrrK\n", "1Vbz32fOnPH62t7qap5NfbG62rW1PfLIIwoNDXVrS09PV3p6ep01AICWKTs7W9nZ2W5tJ06caLb1\n", "NWv4xsTEuP7tcDjUtWtXj2Wcd5zq2bOnq63mpUUOh8Otr7669u3bq3PnziorK6vzBhzOuoiICLVp\n", "06bOsc+bN8/tEW0AAP/lbecqPz9fKSkpzbK+Zj3sHBcX59obLSws9LqMs71v376utnbt2qlXr14y\n", "xjSqTpJSU1Ml1f0807rqAACwS7OGb0BAgEaNGiVjjDZt2uTRf/LkSX366acKDAzUqFGj3PpGjx4t\n", "SV7rqqurtXnzZlmW5VquIXWSXLfFrF0HAIBdmv2EqylTpig4OFivvvqqx8MQFi1apHPnzmns2LHq\n", "1q2bW9/EiRMVFhamtWvX6tChQ259b731lhwOh2666SYNHDjQrS89PV1xcXHKzc3Vjh073Pq2b9+u\n", "3NxcJSQk8NktAMBnGh2+xcXF2rt3r/bu3StJMsaoqKjIra2mnj17asmSJfrHP/6h4cOHa/v27fr8\n", "88/1wgsvaMaMGerTp4/mzZvnURcaGqq3335bkjR8+HB98MEHOnjwoF599VX9+te/Vo8ePbRs2TKP\n", "uqCgIK1atUpXX321Ro0apTVr1ujQoUNavXq1Ro0apbCwMK1cuVIBAZzoDQDwjUafcHXLLbfo8OHD\n", "kv55u8lbbrnF9X1VVZVHTUZGhmJjY/X0008rLS1Np06d0jXXXKOnnnpKmZmZCg4O9rquwYMHa9eu\n", "XZo1a5bGjBmj8vJydenSRePGjdO0adM87hXtlJSUpN27d2vmzJmaNGmSvv76a4WHhystLU3Tp093\n", "3aADAABfaHT4Hjx48HutKDU1Ve+8806j6+Lj4/XGG280ui4qKkqLFy9udB0AAM2NY68AANiM8AUA\n", "wGaELwAANiN8AQCwGeELAIDNCF8AAGxG+AIAYDPCFwAAmxG+AADYjPAFAMBmhC8AADYjfAEAsBnh\n", "CwCAzQhfAABsRvgCAGAzwhcAAJsRvgAA2IzwBQDAZoQvAAA2I3wBALAZ4QsAgM0IXwAAbEb4AgBg\n", "M8IXAACbEb4AANiM8AUAwGaELwAANiN8AQCwWZCvBwDAfxUUFLh936FDB8XGxvpoNMDlg/AF0ORK\n", "S0slSRkZGR59xcXFBDCueIQvgCZXWVkpScrKylJiYqKk7/aCMzIyVFFR4cuhAZcFwhdAs0lMTFRy\n", "crKvhwFcdghfoAUpKSlx23Os/ZkqgJaB8AVaiJKSEsXFxfl6GACaAJcaAS2Ec483KytLeXl5ysvL\n", "0+zZs309f387AAAbzElEQVQ8KgDfB3u+QAtT83NUDjsDLRN7vgAA2IzwBQDAZoQvAAA2I3wBALAZ\n", "4QsAgM0IXwAAbEb4AgBgM8IXAACbEb4AANiM8AUAwGaELwAANiN8AQCwGeELAIDNCF8AAGxG+AIA\n", "YDPCFwAAmxG+AADYjPAFAMBmhC8AADYjfAEAsBnhCwCAzQhfAABsRvgCAGAzwhcAAJsRvgAA2Izw\n", "BQDAZoQvAAA2syV8//SnPykgIKDer7/97W9ea3NzczVy5EiFh4crJCREvXr10pw5c3Tu3Ll611lU\n", "VKSMjAxFRUWpbdu2iomJUWZmpr755pvmmCIAAA0WZNeK2rZtq+jo6Hr7a3vzzTc1ZswYpaamas2a\n", "NYqKitKaNWv029/+Vn/+85+1efNmtWvXzqNu69atuu2229S9e3e99tpriouL05YtW/Twww9r9erV\n", "+vjjjxUREdGk8wMAoKFsC99+/fppy5YtDV7+wIEDuv/++9W5c2etX79eHTt2lCQ9+uij+vbbbzV1\n", "6lRNnjxZr7zyilvdiRMnNHr0aFmWpffee0/du3eXJI0dO1atW7fWPffcozFjxmjjxo1NNjcAABrj\n", "sv3Md+7cuTp37pzuu+8+V/A6TZgwQcHBwVq6dKm++OILt74FCxbo2LFjSktLcwWv0913363IyEjl\n", "5ORo+/btzT0FAAC8uizDt6qqSqtXr5ZlWRoyZIhHf8eOHdWvXz9VV1dr5cqVbn0rVqyQJK91NV9v\n", "+fLlzTByAAAuzrbwraio0OzZs9WnTx/98Ic/VNeuXTV06FAtXrxY58+fd1u2uLhYJ0+elCQlJCR4\n", "fb34+HhJ0s6dO11tlZWV2rdvnyzLalQdAAB2si188/Pz9cknn2j27Nn68MMP9frrrys0NFTjx4/X\n", "DTfcoBMnTriWPXDggOvfdZ0YFRkZ6bHswYMHZYxpdB0AAHay5YSrpKQkvfDCC5o8ebKrLSEhQTfd\n", "dJPS0tL07rvv6v7779fq1aslyXU5UGBgoAIDA72+ZkhIiCS59pBr1knez56uqw4AADvZsufbt29f\n", "t+Ctafr06ZKkd955R/v377djOAAA+JRtlxrV5cc//rECAgJUXV2tbdu2KSYmxnV2c1VVlaqqqrzu\n", "/Z4+fVqSdNVVV7naav77zJkzXtfnrc6bRx55RKGhoW5t6enpSk9Pb8CsAAAtSXZ2trKzs93aan4c\n", "2tR8Hr5BQUHq1KmTvv76a5WXl0uSYmJiXP0Oh0Ndu3b1qHM4HJKknj17utpqXlrkcDjc+uqr82be\n", "vHlKTk5u+EQAAC2Wt52r/Px8paSkNMv6mv2w89mzZ7Vu3TrXHmdtFy5c0D/+8Q9Jcu1pxsbGuvZ+\n", "CwsLvdY52/v27etqa9eunXr16iVjTKPqAACwU7OH79GjR3XnnXfq008/9dq/Z88eVVdXy7Is9e/f\n", "X9J3J1qNGjVKxhht2rTJo+bkyZP69NNPXcvVNHr0aEnyWlddXa3NmzfLsizXcgAA2M22S41ee+01\n", "r+2zZ8+WJA0bNszt2twpU6YoODhYr776qsfDEBYtWqRz585p7Nix6tatm1vfxIkTFRYWprVr1+rQ\n", "oUNufW+99ZYcDoduuukmDRw4sAlmBaCxCgoKlJ+f7/ZVUlLi62EBtmr2z3wDAwNlWZb+9Kc/qbq6\n", "Wg888IC6desmh8OhBQsW6J133lFSUpJHOPfs2VNLlizR2LFjNXz4cD333HOKiIjQmjVrNGPGDPXp\n", "00fz5s3zWF9oaKjefvttjRgxQsOHD9dLL72kmJgYbd26VQ8//LB69OihZcuWNfe0AdRSWloqScrI\n", "yPDaX1xcrNjYWDuHBPhMs4dvt27dVFhYqDfffFM5OTkaOXKkTp48qQ4dOigpKUkvvviixo0bpzZt\n", "2njUZmRkKDY2Vk8//bTS0tJ06tQpXXPNNXrqqaeUmZmp4OBgr+scPHiwdu3apVmzZmnMmDEqLy9X\n", "ly5dNG7cOE2bNs3jXtEAml9lZaUkKSsrS4mJia72goICZWRkqKKiwldDA2xny9nOsbGxmj59uuua\n", "3sZITU3VO++80+i6+Ph4vfHGG42uAy4XJSUlboFUUFDgw9E0ncTERK4kwBXP55caAfBUUlKiuLg4\n", "Xw8DQDO5LJ9qBFzpnHu8WVlZysvLU15enuvkRAAtH3u+wGWs5iFafznsDIA9XwAAbEf4AgBgM8IX\n", "AACbEb4AANiM8AUAwGaELwAANiN8AQCwGeELAIDNCF8AAGxG+AIAYDPCFwAAmxG+AADYjPAFAMBm\n", "hC8AADYjfAEAsBnhCwCAzQhfAABsRvgCAGAzwhcAAJsRvgAA2IzwBQDAZkG+HgBwpSspKVFFRYVb\n", "W0FBgY9G4zu159yhQwfFxsb6aDRA8yJ8AR8qKSlRXFycr4fhU6WlpZKkjIwMj77i4mICGH6J8AV8\n", "yLnHm5WVpcTERFf7e++9p2nTpvlqWLaqrKyU5L4NCgoKlJGR4XFEAPAXhC9wGUhMTFRycrLr+yvx\n", "sHPtbQD4M064AgDAZoQvAAA2I3wBALAZ4QsAgM0IXwAAbEb4AgBgM8IXAACbEb4AANiM8AUAwGaE\n", "LwAANiN8AQCwGeELAIDNCF8AAGxG+AIAYDPCFwAAm/E8X8BGJSUlbg+IvxKf2wuA8AVsU1JSori4\n", "OF8PA8BlgMPOgE2ce7xZWVnKy8tTXl6eZs+e7eNRAfAF9nwBmyUmJio5OVkSh50vxtv26dChg2Jj\n", "Y30wGqDpEL4ALjulpaWSpIyMDK/9xcXFBDBaNMIXwGWnsrJS0neH6BMTE13tBQUFysjIcDtpDWiJ\n", "CF8Al62ah+gBf8IJVwAA2IzwBQDAZhx2BppB7ZtpSJzZDOCfCF+giXEzDQAXQ/gCTazmzTRqnqn7\n", "3nvvadq0ab4all+pfRSBa3/R0hC+QDOpfaYuh50vXX3X/3LtL1oSwhdAi+Ht+l+u/UVLRPgCaHG4\n", "/hctHZcaAQBgM/Z8gUvEM3ovD5yEhZaE8AUuAZcV+R4nYaElInyBS+DtsiIuKbIXJ2GhJSJ8gSbA\n", "M3p9j5Ow0JL49QlXGzZs0M0336ywsDC1b99eKSkpWrRokYwxvh4aWqiSkhLl5+e7vghaAN+H3+75\n", "Pvvss3riiSd0xx13KCcnRx06dNCSJUs0ceJEbdy4UatXr1ZgYKCvh4nLlLd7M5eWlupf/uVffDQi\n", "fB/e/jjydiKWt583J2yhOfll+P71r3/VE088oaSkJLeQfeaZZ1ReXq4//vGPevbZZzVlyhQfjxSX\n", "o4udRMXnu5e/+k7CktxPxKrv571mzRr96Ec/cmsjlNEU/DJ8Z8yYIUmaOHGix97t//t//09//OMf\n", "9fvf/16PPvqo2rRp44MRXv6ys7OVnp7u62HYoq5Lheq6NzOf717+vJ2EJf3zRKz/+Z//cf3Mvf28\n", "t2zZoscee6zOIx21Q9lfA/lK+j1gN78L37KyMm3dulWWZWnIkCEe/XFxcerSpYu+/PJLrV+/nsOI\n", "dbhS3nT17fVwb+aWr/bPsL49Ym9/VNUO7/pC2R/3kq+U3wO+4Hfhu3PnThljFBwcrJ49e3pdJiEh\n", "QV9++aU+/fRTwtdG3j5Xk3z7C4pLha4s3vaI6/t51/UHWGP2kmtfa+ztfXDs2DGFhYV51Hprr2vZ\n", "hr6PLsf34ZXI78L3wIEDkqTOnTvXuUxkZKQk6fPPP7dlTI114MABnTlzxq0tICBA8fHxHofR63oj\n", "NfRNW9cbuaysTPn5+W5tl/LmvNjnqA05jNeYudY11roOMXMo+cpyqT/vhuwlezvE3dwn7dV+H9V+\n", "b1xs/ZdyUxJOWmscvwvfb775RpLUtm3bOpcJCQmRJJ08edKWMTXGtm3bdMMNN3jtmzp1qv71X//V\n", "9X1zv5FTUlI82i725q6r/VIP432fudYeK2crozk15hC3tz3vus4xaMiyF9v7rm/9kvc/FKSG/xHe\n", "2JPWGroj4M/h7Xfh21R8tffj/I8+duxYtW/f3tW+ZMkSzZkzR3PmzPGo+eUvf+nam5ekPXv2aO3a\n", "tW7tDW2rq72oqEgrVqy45PA6ePCg2/fOIxUNXVdTjNXbNnjvvfdcP/Nt27ZJkltbXe0NbWuuZX1d\n", "76/rasqxevv/VvN9cOTIEUme7w1v7XUt6+19VN97vnb9zp07JXn/Q8HbH+HPP/+8IiIiXN87X685\n", "fmd4C2+7NGsOGD+zYMECY1mW6dq1a53L/Md//IexLMv8+7//u0ffkSNHTFRUlJHEF1988cXXFf4V\n", "FRVljhw50uRZ5Xd7vjExMZK+O1xSF4fDIUleT8iKjIzUzp07XcsAAK5ckZGRbkfbmorfhW9KSoos\n", "y9L58+e1f/9+VxjXVFhYKEnq27ev19doro0NAIDkh/d27ty5s37+85/LGKNNmzZ59BcVFenLL79U\n", "x44ddeutt/pghACAK53fha8kTZ8+XZK0cOFCVVVVufW98MILkqTf/OY33N0KAOATgTOc92L0I9HR\n", "0QoODtZbb72lXbt2KSEhQRUVFXruuee0YMECjRgxQosWLZJlWb4eKgDgCmQZ47/P19uwYYNeeOEF\n", "7dy5U+fPn1d8fLzuu+8+TZgwgeAFAPiMX4cvvr+Kigr16tVLX3zxhaZPn+46lA/A/0yePFnz589X\n", "dHS0xzXAaB5++Znvpdi7d68eeOAB9ezZUyEhIQoLC9NPfvITjRs3znUhem3V1dVatGiRUlJS1L59\n", "e4WFhWnYsGF6//33bR590/ntb3+rL774QpIuepTAX+a/efNmPfDAA0pMTFRISIhCQkIUHx+v8ePH\n", "q6SkpN5af9kGGzZs0M0336ywsDC1b99eKSkpWrRokfzlb/TS0lLNnj1bAwcO1NVXX63g4GBFRERo\n", "xIgRWrVqVb21ubm5GjlypMLDwxUSEqJevXppzpw5OnfunE2jbx65ubl66aWXJF38ve5P26CyslJP\n", "P/20+vXrpx/84Adq166devbsqZEjR+qVV17xWtOk82/yK4dbsEWLFpng4GDzq1/9yuzYscN88cUX\n", "5pNPPjF33XWXsSzLPPnkkx4158+fN3fccYexLMs88cQTpqSkxOzcudPcfvvtxrIs8+yzz/pgJpfm\n", "r3/9qwkICDDR0dHGsiwzc+bMOpf1l/k/+OCDxrIsEx8fb9566y1TXFxs/vd//9fMmjXLtGnTxrRp\n", "08asXbvWa62/bINnnnnGWJZl7rzzTpOfn29KSkrM448/7mq7cOGCr4d4SbZu3WqCgoJMmzZtzFNP\n", "PWXy8vLMgQMHzMqVK01cXJyxLMvcc889prq62qP2jTfeMIGBgWbAgAHm448/Np9//rl54YUXTKtW\n", "rUy/fv3MqVOnfDCjS/ftt9+apKQk13u9R48edS7rT9uguLjYREdHm5/+9Kdm9erV5uDBg6aoqMjM\n", "mzfPtGnTxutNmpp6/oTv/3n33XdNQECAmTFjhkdfdXW1SUlJMb///e89+mbPnm0syzK//vWv3drP\n", "nz9vkpKSjGVZ5uOPP262cTe1s2fPmvj4eJOenm7Gjh170fD1l/mnpaWZ0NBQ8+WXX3r0LVy40FiW\n", "Za666ipz7Ngxj35/2AYfffSRsSzL9OrVyyNkf/WrXxnLssycOXN8NLqmsWbNGmNZllm4cKFH35Ej\n", "R0zHjh2NZVlmyZIlbn379+83rVu3NhEREebkyZNufXPnzjWWZZkHH3ywWcfeXKZPn26uvvpqk52d\n", "XW/4+tM2OHXqlOnevbvp1auXqays9Oh/5plnTEpKiltbc8yf8DXGXLhwwURHR5uwsDBz7ty5BtdV\n", "VlaaDh06mICAAFNUVOTRv3jxYmNZlrn55pubcrjN6oknnjCdOnUyZWVl5t577603fP1p/iNHjvR6\n", "u1Fjvts7CAgIMAEBAeaNN95w6/OXbXDTTTcZy7LM4sWLPfqKiopcf3ycOXPGB6NrGmvWrDGtWrUy\n", "FRUVXvvvuecerz+r+++/33VUo7aTJ0+a1q1bm8DAQFNaWtos424ue/fuNa1btzZLly41W7durTd8\n", "/WkbTJ061ViWZVasWNHgmuaYP+FrjPnLX/5iLMsyd911V6PqVq1aVe99pA8cOGAsyzKtWrUyZWVl\n", "TTHUZrVr1y7TqlUrs2zZMmOMuWj4+tP8KysrzdmzZ+vsDw8P97rX5A/b4Ouvv3b9cbF//36vy3Tt\n", "2tVYlmVWr15t8+iazvnz5+sMXmOMyczMNJZlmT59+rjaLly4YEJDQ01AQIDJycnxWjdo0CBjWZZ5\n", "8cUXm3zMzaWqqsqkpqaaoUOHGmOM2bJlS53h60/b4MKFCyYyMtIEBATU+3+hdk1zzJ8TriR98MEH\n", "kqTY2Fjl5+fr3/7t3/SjH/1InTt3Vp8+ffS73/3O9RDumnJzcyVJCQkJXl+3R48eatWqlaqqqjwe\n", "y3W5qaqq0i9/+UsNGTLE65NNvPGn+YeEhKh169Ze+86fP69jx47Jsixdd911bn3+sA127twpY4xa\n", "tWrl9X7n0j/n9+mnn9o5tCYVFBTk9qSw2pz3c6/5My4uLnY9erSun3F8fLwk1XlC5uVo/vz52rNn\n", "T50nFtXkT9tg7969Onr0qH74wx/KGKMnn3xS1113ncLCwtSzZ0/de++92rt3r1tNc82f8JW0e/du\n", "SdLWrVs1aNAg/eQnP9Ff/vIX/eUvf1FycrKeeuoppaam6tixY251zsd41Xy0Vk2WZbl+yJ9//nnz\n", "TuISPf/88yopKdHixYsbXONP86/P+++/r+rqaiUlJenGG2906/OHbeCcQ+fOnetcxnmv88t1Dpfq\n", "woUL+uCDD2RZliZMmOBqd24bqe6fsXPb1Fz2cnbw4EE9+eSTmj17tnr06HHR5f1pGzh/11dVValv\n", "377Kz8/XwoUL9fHHH+vxxx/XunXr1KdPH61du9ZV01zz97sHK3wfzicgffLJJ/rd736nKVOmuPr6\n", "9eun48ePa/Xq1frP//xPZWdnu/q++eYbSVLbtm3rfO2QkBBJcv3ldDkqKSnRzJkz9eyzzzbquZn+\n", "Mv/6VFdX65lnnlGrVq287iX4wzbwhzlcqqVLl+qrr77SQw895Pb8Wue2CQwMVGBgoNfalrZtHnzw\n", "QSUlJWny5MkNWt6ftoHzd31ZWZnCwsK0bt06BQR8tw+amJioqKgo3XnnnRozZowOHDigTp06Ndv8\n", "W3z4ZmZm6s9//nOjaizL0pIlSzRw4EBJ0unTpyV9d1jqoYce8lj+kUce0erVq7Vy5Uq99NJL9e4h\n", "2O1S52+M0QMPPKDevXtr4sSJzTTK5tUU/wfq8vzzz2v79u2aP3+++vfvfynDxGVq//79euyxxzRg\n", "wAC9+OKLvh5Os/rv//5vffTRR8rLy3O7pvdKueOf83e9JD300EOu4HW6/fbbdc011+jzzz/X66+/\n", "rkcffbTZxtLiw9fhcFz0Bgje1PwM1/kXf0REhEJDQz2WTUpKkvTdXlBeXp7raUgdO3aUJJ05c6bO\n", "9Th/2FdddVWjx9gQlzr/xYsXKzc3t97PI00dN1i4HOYvNc3/AW+ys7P1xBNPaNasWXX+YXK5bINL\n", "4Q9z+L4cDoeGDRumuLg4rV+/XsHBwW79zm1TVVWlqqoqr3s+LWXbOBwOPfbYY3r88cc9zl2o6z0u\n", "+dc2qHl059prr/W6TFJSkj7//HPX+Q3NNf8W/5nvsmXLXBulMV/Dhg1zvUZUVJQk6eqrr/a6jh/8\n", "4AcKDAyUMUYnTpxwtTufFXz06FGvdcYYffXVV5JU54ksl+pS5//222+rqqpKqamp6tChg9vXm2++\n", "KUmaO3euq63mkYHLYf5NsQ28WbFihcaOHatZs2bpySefrHO5y2UbXArnHJyH5Lxxnox0uc7h+zhy\n", "5IiGDBmi8PBw5eTkqEOHDh7L1HweuHMb1NZSts3GjRt18uRJvfjiix7v9dtuu02SdPjwYVebM3Rq\n", "zqulbwPn73rLsur8fR8eHi5JKi8vl9R882/xe75NoXfv3vrggw9cvyRrO3HihOvRhD/4wQ9c7f36\n", "9ZMkFRYWeq37/PPPdf78eQUGBio5ObmJR900srKydPbsWY92Y4wef/xxrV69WuPHj9fDDz8s6Z9/\n", "BUr+MX9vXn/9dT3wwAN67rnnNGnSpHqX9YdtkJKSIsuydP78ee3fv98tcJyc8+vbt6/dw2sWhw8f\n", "1pAhQ9S1a1etW7euzrOg4+Li1LFjR1VUVKiwsFBdu3b1WKalbJtRo0Zp0KBBXvs++eQTZWRkqEuX\n", "Ltq6datbnz9tg969e7v+XdcfzM4/Qp2/65tt/g2+KMmP7dixw1iWZQIDA43D4fDo37Ztm+tazePH\n", "j7vaa95gobCw0KPu5ZdfNpZlua6la2kac5MNf5n/f/3Xf5mgoCCPuxwZY8zzzz9vXnjhBbc2f9kG\n", "zptsvPzyyx59hYWFfnGTDafi4mLTrVs3c+utt3rM529/+5u59dZb3dqcN1j47W9/6/FaJ06cMK1b\n", "tzZBQUEt4gYTdanvOl9j/GsbxMfHG8uyzDPPPOO1PzY21liWZV566SVXW3PMn/D9P85fPlOmTPHo\n", "u/vuu+u8fdisWbO83lrw3Llz5tprrzUBAQHmr3/9a7ONuzldLHyN8a/5O+/TWvsuVk733nuvGTt2\n", "rEe7P2yDDz/8sM7bSzrve/273/3OR6NrOnv37jURERFm5MiR5ttvv/Xod4ZQTc5bC/7whz/0uLXg\n", "nDlzjGVZ5oEHHmjWcTe3i4WvP22D119/3TXX2nc03LBhg7Esy3Tu3Nltns0xf8L3//z9738311xz\n", "jQkKCjJz5841JSUlZt++feaRRx4xlmWZG264wet9QC9cuGBGjBjhuvVYcXGx2blzp6vt6aef9sFs\n", "vr/KykqzZ88es2fPHpOWlmYsyzIPPfSQq+38+fNuy/vL/J9++mnX3l1KSorXr06dOpn77rvPo9Zf\n", "toHzHrV33HGHyc/PN0VFRa4HK9x+++2mqqrK10O8JHv27DGdOnUylmWZn/70p15/xs4HLNS2bNky\n", "1031t23bZg4cOGCef/5506pVK9O3b98W9VCBmoqKisyePXvM0qVLjWVZpkuXLmbv3r1mz5495uuv\n", "v3Zb1p+2gfN+5bfeeqvJzc01hw4dMm+88Ybp3LmzCQ0NNR9++KFHTVPPn/Ct4eTJk2bKlCkmISHB\n", "tG3b1nTo0MH079/fLFiwwCN0aqqqqjILFiwwvXv3Nu3atTOhoaHm5ptvNuvXr7dx9E3D+Rew8ysg\n", "IMDt34cPH/ao8Yf5//SnP3XdYrG+L2/ha4x/bANjjFm/fr0ZOnSoCQ0NNe3atTPJyclmwYIFXp/0\n", "09LMmzfP9f+4ri9nvzeffPKJSUtLM506dTJt2rQx1157rZk9e7bXPeiWonv37m7v75rvd29HvPxp\n", "GyxfvtwMHjzYhIaGmtatW5trrrnGTJgwwRw6dKjOmqacv2WMnzyoEwCAFqLFX2oEAEBLQ/gCAGAz\n", "whcAAJsRvgAA2IzwBQDAZoQvAAA2I3wBALAZ4QsAgM0IXwAAbEb4AgBgM8IXAACbEb4AANiM8AUA\n", "wGb/H1FA4Z3jgCXFAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAdIAAAHKCAYAAAC35crAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtUVNfBPv7nMAoCgiQIAmq9cBMhbQXULolZ9ZILiQnk\n", "taTyOiVIYrVaU/XNVxPvd02rLhJiq9ZCjRe8BTRJMVE0JFWqAaGN8DIwAl7eOKZqBAka0WH//vA3\n", "p4xzQIYzw2V8PmuxMu599py9D4GHfeacfSQhhAARERG1iVNHd4CIiKgrY5ASERGpwCAlIiJSgUFK\n", "RESkAoOUiIhIBQYpERGRCgxSIiIiFRikREREKjBIiYiIVGCQEhERqWBVkJ4/fx5OTk6t+pozZ45F\n", "+9OnTyM+Ph6+vr5wc3NDREQEVq9ejYaGhhb3W15eDq1Wi4CAALi6uiIoKAjz5s3DzZs3rRstERGR\n", "jXVrS6PAwEB0795dsa6mpgZXrlzB0KFDzcp3796NpKQkjBw5EtnZ2QgICEB2djbeeustfPTRRzh+\n", "/Djc3d0t3i8vLw/PP/88Bg4ciO3btyMkJASff/453njjDWRlZeHEiRPw8/NryzCIiIjUE1aorq4W\n", "kiSJCxcuNLvN5MmTxeOPPy5u3boll507d064uLgIPz8/UVtba7b9mjVrhCRJYurUqRbvdePGDdG7\n", "d2/h5uYmqqurzep2794tJEkSTz/9tDVDICIisimrTu26uLggOjoaLi4uivVXrlzB/v37kZKSAldX\n", "V7l8zZo1aGhowJQpU+Dp6WnWZubMmXB2dkZ6ejouXbpkVpeWlobr168jLi4OAwcONKubNGkS/P39\n", "kZubi/z8fGuGQUREZDNWBam/vz+++uor9OnTR7F+8+bNMBqN+O1vfyuXGY1GZGVlQZIkjBs3zqKN\n", "p6cnRowYgcbGRhw4cMCsbv/+/QCg2K7p++3du9eaYRAREdmMza7avXv3LrZs2YIJEyZgwIABcnlF\n", "RQVqa2sBAEOGDFFsGxoaCgAoLCyUy+rr61FaWgpJkqxqR0RE1J5sFqT79u3Dt99+izfeeMOsvLKy\n", "Un7d3EVB/v7+FttWV1dD/P/PHLemHRERUXuyWZCmpaVh6NChGDt2rFm56RYVjUYDjUaj2NbNzQ0A\n", "5Jlr03YAzD5vfVg7IiKi9tSm218eVFBQgK+++gp/+tOfbPF2NmUwGGAwGDq6G0RE1IH8/f3ls5i2\n", "ZpMgfffdd+Hl5YWkpCSLOtNVukajEUajUXFWeuvWLQBAr1695LKmr2/fvq24X6V2TRkMBkRHR+Py\n", "5cutHAkRETmigIAAFBYW2iVMVQfpt99+i/3792PWrFmKp2CDgoLk1waDAf369bPYxjRjDAwMlMua\n", "3u5iMBjM6lpq92D95cuXsXPnToSFhbVuQA5o9uzZSE1N7ehudJhHffwAj8GjPn7g0T4GZWVl0Gq1\n", "MBgMnTNIlW55aSokJASenp6oq6uDTqdTDFKdTgcAGD58uFzm7u6OiIgIlJSUQKfT4cknn2xVOyVh\n", "YWGIjIxs9ZgcjZeXF8f/CI8f4DF41McP8BjYk6qLjUy3vLzwwgsWCybIO3BywsSJEyGEwLFjxyzq\n", "a2trUVBQAI1Gg4kTJ5rVJSQkAIBiu8bGRhw/fhySJMnbERERtTdVQbp//35cuXLF4paXBy1YsADO\n", "zs7IyMiwWGh+06ZNaGhoQHJyMvr3729WN2vWLHh7e+PQoUM4f/68Wd2ePXtgMBgwduxYxMTEqBkG\n", "ERFRm6kK0vfeew9Dhw5VXHmoqcDAQGzbtg3Xrl1DbGws8vPzUVVVhQ0bNmDZsmWIjo5WPHfv5eWF\n", "ffv2AQBiY2Nx9OhRVFdXIyMjA9OmTcOgQYOwY8cONUMg6rL0ej2KiorMvvR6fUd3i+iR0+bPSE23\n", "vPzxj39s1fZarRbBwcFYu3Yt4uLi8P3332Pw4MFYsmQJ5s2bB2dnZ8V2Y8aMQXFxMVasWIGkpCTc\n", "uHEDffv2xfTp07F48WKLtXvJUmJiYkd3oUM54vj1ej1CQkIU6yoqKhAcHGxW5ojHwBqP+vgBHgN7\n", "koRp+SAHVFRUhKioKJw5c4YfspNDMf2/3fSKdNOVifz/ncicvbPAJveRElHHeNSvSCfqDGy2RCAR\n", "EdGjiEFKRESkAoOUiIhIBQYpERGRCgxSIiIiFRikREREKvD2FyIHU1ZWZlHm4eFhsUgDEdkGg5TI\n", "QVy8eBHA/VXElCiteERE6jFIiRxEfX09AFg8f9e04lFdXV1HdY3IoTFIiRwMVzsial+82IiIiEgF\n", "BikREZEKDFIiIiIVGKREREQqMEiJiIhUYJASERGpwCAlIiJSgUFKRESkAoOUiIhIBQYpERGRCgxS\n", "IiIiFRikREREKjBIiYiIVGCQEhERqcAgJSIiUoFBSkREpAKDlIiISAUGKRERkQoMUiIiIhUYpERE\n", "RCowSImIiFRgkBIREanAICUiIlKBQUpERKQCg5SIiEgFBikREZEKDFIiIiIVGKREREQqMEiJiIhU\n", "aHOQ1tfXY+3atRgxYgQee+wxuLu7IzAwEPHx8di6datim9OnTyM+Ph6+vr5wc3NDREQEVq9ejYaG\n", "hhb3VV5eDq1Wi4CAALi6uiIoKAjz5s3DzZs329p9IiIim2hTkOr1eoSHh2Pfvn14++23UVxcjOLi\n", "Yrzxxhv47LPPsHLlSos2u3fvRkxMDK5evYrs7GyUlpYiJSUFy5cvx+jRo1FfX6+4r7y8PAwbNgxF\n", "RUXYvn07dDodFi1ahM2bNyMyMhJXrlxpyxCIiIhsopu1Derr6/HMM8/Aw8MDJ0+ehJubm1wXEhKC\n", "H374Afv37zdrU1lZiZSUFPj4+ODw4cPw9PQEAMydOxd37tzBwoULMWfOHIuZbE1NDRISEiBJEnJy\n", "cjBw4EAAQHJyMlxcXDB58mQkJSXhyJEj1g6DiIjIJqyeka5duxYXLlzA0qVLzULUZP78+SgsLDQr\n", "W7NmDRoaGjBlyhQ5RE1mzpwJZ2dnpKen49KlS2Z1aWlpuH79OuLi4uQQNZk0aRL8/f2Rm5uL/Px8\n", "a4dBRERkE1YFqdFoRHp6OiRJwnPPPdfqNllZWZAkCePGjbOo9/T0xIgRI9DY2IgDBw6Y1Zlmtkrt\n", "mr7f3r17rRkGERGRzVgVpCUlJbhy5Qr69OkDIQQWLVqEJ554At7e3ggMDMSrr76KkpISszYVFRWo\n", "ra0FAAwZMkTxfUNDQwHAbCZbX1+P0tJSSJJkVTsiIqL2ZFWQfv311wDuzzKHDx+OoqIivP/++zhx\n", "4gTmz5+PTz75BNHR0Th06JDcprKyUn7t5+en+L7+/v4W21ZXV0MIYXU7IiKi9mTVxUZXr16V/+vt\n", "7Y1PPvkETk73szgsLAwBAQF46aWXkJSUhMrKSvTu3Vu+RUWj0UCj0Si+r+mzVtPMFYDZrS2urq6t\n", "bkdERNSerArSW7duya9nzJghh6jJhAkTMHjwYFRVVeGDDz7A3LlzbdNLokecXq9HXV2d/O+ysrIO\n", "7A0RNWVVkDadGQ4dOlRxm/DwcFRVVaGgoAAA5Kt0jUYjjEaj4qzUFNC9evWSy5q+vn37tuK+lNoR\n", "ORq9Xo+QkJCO7gYRNcOqIA0ICABw/4rZxx9/XHEbX19fAMCNGzcAAIGBgXKdwWBAv379LNoYDAaL\n", "bZve7mIwGMzqWmqnZPbs2fDy8jIrS0xMRGJiYovtiDoD00x0586dCAsLAwDk5ORg8eLFHdktok4p\n", "MzMTmZmZZmU1NTV23adVQTps2DD5dXMrCpk+R33ssccA3F+kwdPTE3V1ddDpdIpBqtPpAADDhw+X\n", "y9zd3REREYGSkhLodDo8+eSTrWqnJDU1FZGRkS1uQ9TZhYWFyf8f89QukTKlSVJRURGioqLstk+r\n", "rtodMmQIQkJCIITAv/71L8Vt/vd//xcAMGrUKAD3LzKaOHEihBA4duyYxfa1tbUoKCiQt2sqISEB\n", "ABTbNTY24vjx45AkSd6OiIiovVm9stHChQsBAFu2bMHdu3fN6j777DOcO3cOvXv3xquvviqXL1iw\n", "AM7OzsjIyLBYaH7Tpk1oaGhAcnIy+vfvb1Y3a9YseHt749ChQzh//rxZ3Z49e2AwGDB27FjExMRY\n", "OwwiIiKbsDpIf/WrX2Hq1Kk4f/48XnrpJXz11Ve4cOECdu/ejV/96lfo1asXDhw4YLYUYGBgILZt\n", "24Zr164hNjYW+fn5qKqqwoYNG7Bs2TJER0cjNTXVYl9eXl7Yt28fACA2NhZHjx5FdXU1MjIyMG3a\n", "NAwaNAg7duxQMXwiIiJ12vT0ly1btmDPnj24c+cOnn32WYSGhmLx4sV45ZVX8M9//hNPPfWURRut\n", "VouTJ0/Cx8cHcXFxCA8PR3p6OpYsWYITJ07A3d1dcV9jxoxBcXExIiMjkZSUhLCwMKxatQrTp09H\n", "cXFxs4s1EBERtQern/5i8sorr+CVV16xqs3IkSNx8OBBq/cVGhqKXbt2Wd2OiIjI3tr8YG8iIiJi\n", "kBIREanCICUiIlKBQUpERKRCmy82IqKu5cHVkDw8PBAcHNxBvSFyHAxSIgd38eJFAPdvQXtQRUUF\n", "w5RIJQYpkYOrr68HYL7ofVlZGbRardmj2YiobRikRI+IpoveE5Ht8GIjIiIiFRikREREKjBIiYiI\n", "VGCQEhERqcAgJSIiUoFBSkREpAKDlIiISAUGKRERkQoMUiIiIhUYpERERCowSImIiFRgkBIREanA\n", "ICUiIlKBQUpERKQCg5SIiEgFBikREZEKDFIiIiIVGKREREQqdOvoDhDRf+j1etTV1ZmVlZWVdVBv\n", "iKg1GKREnYRer0dISEhHd4OIrMQgJeokTDPRnTt3IiwsTC7PycnB4sWLO6pbRPQQDFKiTiYsLAyR\n", "kZHyv3lql6hz48VGREREKjBIiYiIVGCQEhERqcAgJSIiUoFBSkREpAKDlIiISAUGKRERkQoMUiIi\n", "IhUYpERERCowSImIiFSwOkj/+te/wsnJqcWvf/3rX4ptT58+jfj4ePj6+sLNzQ0RERFYvXo1Ghoa\n", "WtxneXk5tFotAgIC4OrqiqCgIMybNw83b960tvtEREQ21aa1dl1dXTFgwIAW6x+0e/duJCUlYeTI\n", "kcjOzkZAQACys7Px1ltv4aOPPsLx48fh7u5u0S4vLw/PP/88Bg4ciO3btyMkJASff/453njjDWRl\n", "ZeHEiRPw8/NryzCIiIhUa1OQjhgxAp9//nmrt6+srERKSgp8fHxw+PBheHp6AgDmzp2LO3fuYOHC\n", "hZgzZw62bt1q1q6mpgYJCQmQJAk5OTkYOHAgACA5ORkuLi6YPHkykpKScOTIkbYMg4iISLV2+Yx0\n", "zZo1aGhowJQpU+QQNZk5cyacnZ2Rnp6OS5cumdWlpaXh+vXriIuLk0PUZNKkSfD390dubi7y8/Pt\n", "PQQiIiJFdg9So9GIrKwsSJKEcePGWdR7enpixIgRaGxsxIEDB8zq9u/fDwCK7Zq+3969e+3QcyIi\n", "oodrU5DW1dVh5cqViI6ORp8+fdCvXz+MHz8eW7Zswd27d822raioQG1tLQBgyJAhiu8XGhoKACgs\n", "LJTL6uvrUVpaCkmSrGpHRETUntoUpEVFRTh16hRWrlyJL774Ah988AG8vLzwm9/8Bk8++SRqamrk\n", "bSsrK+XXzV0U5O/vb7FtdXU1hBBWtyMiImpPVl9sFB4ejg0bNmDOnDly2ZAhQzB27FjExcXh448/\n", "RkpKCrKysgBAvkVFo9FAo9EovqebmxsAyDPXpu0A5auAm2tHRETUnqyekQ4fPtwsRJtaunQpAODg\n", "wYM4d+6cup4RERF1AW26/aU5P/7xj+Hk5ITGxkacPHkSQUFB8lW6RqMRRqNRcVZ669YtAECvXr3k\n", "sqavb9++rbg/pXZE1HplZWVm//bw8EBwcHAH9Yaoa7JpkHbr1g29e/fGv//9b9y4cQMAEBQUJNcb\n", "DAb069fPop3BYAAABAYGymVNb3cxGAxmdS21UzJ79mx4eXmZlSUmJiIxMfEhIyJyTBcvXgQAaLVa\n", "i7qKigqGKXVZmZmZyMzMNCtret2OPVgVpD/88ANyc3MxduxY+fPJpu7du4dr164BgBxcwcHB8PT0\n", "RF1dHXQ6nWKQ6nQ6APdPG5u4u7sjIiICJSUl0Ol0ePLJJ1vVTklqaioiIyNbOUoix1dfXw8A2Llz\n", "J8LCwgDcn51qtVrU1dV1ZNeIVFGaJBUVFSEqKspu+7TqM9IrV67gpZdeQkFBgWL92bNn0djYCEmS\n", "8LOf/QzA/YuMJk6cCCEEjh07ZtGmtrYWBQUF8nZNJSQkAIBiu8bGRhw/fhySJMnbEZF1wsLCEBkZ\n", "icjISDlQicg6bbr9Zfv27YrlK1euBAA888wzZvd+LliwAM7OzsjIyLBYaH7Tpk1oaGhAcnIy+vfv\n", "b1Y3a9YseHt749ChQzh//rxZ3Z49e2AwGDB27FjExMS0ZRhERESqWRWkGo0GkiThr3/9K5KTk3Hi\n", "xAlcuHABp06dwuTJk3Hw4EGEh4dbBG1gYCC2bduGa9euITY2Fvn5+aiqqsKGDRuwbNkyREdHIzU1\n", "1WJ/Xl5e2LdvHwAgNjYWR48eRXV1NTIyMjBt2jQMGjQIO3bsUDF8IiIidawK0v79+0On02Hp0qWo\n", "rKxEfHw8goKC8Pzzz+PixYvYuHEjCgoK4Ovra9FWq9Xi5MmT8PHxQVxcHMLDw5Geno4lS5bgxIkT\n", "ik9+AYAxY8aguLgYkZGRSEpKQlhYGFatWoXp06ejuLiYT34hIqIOZfVVu8HBwVi6dKl8z6g1Ro4c\n", "iYMHD1rdLjQ0FLt27bK6HRERkb21y9NfiIiIHBWDlIiISAUGKRERkQoMUiIiIhUYpERERCowSImI\n", "iFRgkBIREanAICUiIlKBQUpERKQCg5SIiEgFBikREZEKDFIiIiIVGKREREQqMEiJiIhUYJASERGp\n", "wCAlIiJSgUFKRESkAoOUiIhIBQYpERGRCgxSIiIiFRikREREKjBIiYiIVGCQEhERqcAgJSIiUoFB\n", "SkREpAKDlIiISAUGKRERkQoMUiIiIhUYpERERCowSImIiFRgkBIREanAICUiIlKBQUpERKQCg5SI\n", "iEgFBikREZEKDFIiIiIVGKREREQqMEiJiIhUYJASERGpYJMgnTNnDpycnDBo0CBbvB0REVGXoTpI\n", "T58+jffeew8AIEnSQ7eNj4+Hr68v3NzcEBERgdWrV6OhoaHFduXl5dBqtQgICICrqyuCgoIwb948\n", "3Lx5U233iYiIVFEVpA0NDXjttdfQv3//h267e/duxMTE4OrVq8jOzkZpaSlSUlKwfPlyjB49GvX1\n", "9Yrt8vLyMGzYMBQVFWH79u3Q6XRYtGgRNm/ejMjISFy5ckXNEIiIiFRRFaRr1qyBwWDAunXrWtyu\n", "srISKSkp8PHxweHDhxETE4NBgwZh7ty5WL58OQoKCjBnzhyLdjU1NUhISIAkScjJycHTTz+NAQMG\n", "IDk5GVu2bEFVVRWSkpLUDIGIiEiVNgdpaWkp1q1bh/Xr18Pf37/FbdesWYOGhgZMmTIFnp6eZnUz\n", "Z86Es7Mz0tPTcenSJbO6tLQ0XL9+HXFxcRg4cKBZ3aRJk+Dv74/c3Fzk5+e3dRhERESqtClIGxsb\n", "8dprr2H06NGYMmUKhBDNbms0GpGVlQVJkjBu3DiLek9PT4wYMQKNjY04cOCAWd3+/fsBQLFd0/fb\n", "u3dvW4ZBRESkWpuC9N1338XZs2exdevWh25bUVGB2tpaAMCQIUMUtwkNDQUAFBYWymX19fUoLS2F\n", "JElWtSMiImpPVgdpdXU1Fi1ahJUrV7bqdpfKykr5tZ+fn+I2plPDTbetrq6WZ7rWtCMiImpPVgfp\n", "1KlTER4ernhxkBLTLSoajQYajUZxGzc3NwCQZ65N2wGAq6trq9sRERG1p27WbPyXv/wFX375Jc6c\n", "OWN2z+jD7h8lIiJyVK2ekRoMBrz55puYP38+nnjiCbO6li42Ml2lazQaYTQaFbe5desWAKBXr15y\n", "WdPXt2/fbnU7IiKi9tTqGemRI0dQW1uLjRs3IjU11azOFJAXLlyAh4cHgPuz1Js3byIwMFDezmAw\n", "oF+/fhbvbTAYAMBs26a3uxgMBrO6ltopmT17Nry8vMzKEhMTkZiY2GI7IiLqWjIzM5GZmWlWVlNT\n", "Y9d9tjpIJ06ciNGjRyvWnTp1ClqtFn379kVeXp5ZXUhICDw9PVFXVwedTqcYpDqdDgAwfPhwuczd\n", "3R0REREoKSmBTqfDk08+2ap2SlJTUxEZGdniNkTtTa/Xo66uTv53WVlZB/aGyDEoTZKKiooQFRVl\n", "t322Okh79uyJnj17KtZdvHjx/pt164bBgweb1Wk0GkycOBEZGRk4duwYxo8fb1ZfW1uLgoICebum\n", "EhISUFJSgmPHjuH11183q2tsbMTx48chSRISEhJaOwyiTkGv1yMkJKSju0FENtAuj1FbsGABnJ2d\n", "kZGRYbHQ/KZNm9DQ0IDk5GSLNXtnzZoFb29vHDp0COfPnzer27NnDwwGA8aOHYuYmBh7D4HIpkwz\n", "0Z07d+LMmTM4c+YMVq5c2cG9IqK2UBWkFRUVKCkpQXV1NYD7i9iXlpaipKQEV69elbcLDAzEtm3b\n", "cO3aNcTGxiI/Px9VVVXYsGEDli1bhujoaIvPXQHAy8sL+/btAwDExsbi6NGjqK6uRkZGBqZNm4ZB\n", "gwZhx44daoZA1KHCwsIQGRmJyMhIPoaQqItSFaTPPvssfvzjH+O1116DJEkwGAx44okn8OMf/xh/\n", "+tOfzLbVarU4efIkfHx8EBcXh/DwcKSnp2PJkiU4ceIE3N3dFfcxZswYFBcXIzIyEklJSQgLC8Oq\n", "Vaswffp0FBcXN7tYAxERUXuw6j7SB5lmoq01cuRIHDx40Or9hIaGYteuXVa3IyIisrd2+YyUiIjI\n", "UTFIiYiIVGCQEhERqcAgJSIiUoFBSkREpAKDlIiISAUGKRERkQoMUiIiIhUYpERERCowSImIiFRg\n", "kBIREanAICUiIlKBQUpERKQCg5SIiEgFBikREZEKDFIiIiIVGKREREQqMEiJiIhUYJASERGpwCAl\n", "IiJSgUFKRESkAoOUiIhIBQYpERGRCgxSIiIiFRikREREKjBIiYiIVGCQEhERqcAgJSIiUoFBSkRE\n", "pAKDlIiISAUGKRERkQoMUiIiIhUYpERERCp06+gOEDk6vV6Puro6s7KysrIO6g0R2RqDlMiO9Ho9\n", "QkJCOrobVlEKeQ8PDwQHB3dAb4g6PwYpkR2ZZqI7d+5EWFiYXJ6Tk4PFixd3VLcUXbx4EQCg1WoV\n", "6ysqKhimRAoYpETtICwsDJGRkfK/O+Op3fr6egCWoV9WVgatVmtxepqI7mOQEpGZB0OfiFrGq3aJ\n", "iIhUYJASERGpwCAlIiJSweogvXLlCv7yl7/gv/7rvzBw4ED06NEDbm5uCA0NxfTp06HX65tte/r0\n", "acTHx8PX1xdubm6IiIjA6tWr0dDQ0OI+y8vLodVqERAQAFdXVwQFBWHevHm4efOmtd0nIiKyKauD\n", "dMKECZg6dSq8vLyQmZkJvV6PEydOYMKECdi6dSuGDRuGkydPWrTbvXs3YmJicPXqVWRnZ6O0tBQp\n", "KSlYvnw5Ro8eLV8x+KC8vDwMGzYMRUVF2L59O3Q6HRYtWoTNmzcjMjISV65csX7URERENmL1VbuS\n", "JGHChAlIT0+Xy/r374/IyEh899132L59O5YtW4ajR4/K9ZWVlUhJSYGPjw8OHz4MT09PAMDcuXNx\n", "584dLFy4EHPmzMHWrVvN9lVTU4OEhARIkoScnBwMHDgQAJCcnAwXFxdMnjwZSUlJOHLkSFvGTkRE\n", "pJrVM9I1a9Zg/fr1inWmS+avXr1q0aahoQFTpkyRQ9Rk5syZcHZ2Rnp6Oi5dumRWl5aWhuvXryMu\n", "Lk4OUZNJkybB398fubm5yM/Pt3YYRERENmF1kD799NPNLnl26tQpeRsTo9GIrKwsSJKEcePGWbTx\n", "9PTEiBEj0NjYiAMHDpjV7d+/HwAU2zV9v71791o7DCIiIptQfdXu3bt3UVFRgTlz5iAzMxMTJ07E\n", "qlWr5PqKigrU1tYCAIYMGaL4HqGhoQCAwsJCuay+vh6lpaWQJMmqdkRERO1J1cpGiYmJ2LdvH4QQ\n", "CAwMxMGDB/HSSy+ZbVNZWSm/9vPzU3wff39/i22rq6shhIAkSVa1IyIiak+qZqSpqakoKyvDkSNH\n", "MGrUKMTHx+OXv/ylPAMFIN+iotFooNFoFN/Hzc0NABTbAYCrq2ur2xEREbUnVTPSPn36oE+fPggJ\n", "CcH48ePh4+ODjRs3orq6GqdOnYKTE9d7ICIix2bTReuXLVuGtLQ0FBYW4uOPP0ZcXJx8la7RaITR\n", "aFScld66dQsA0KtXL7ms6evbt28r7k+pnZLZs2fDy8vLrCwxMRGJiYmtGBUREXUVmZmZyMzMNCur\n", "qamx6z5tGqQ9e/bEwIEDodfrcerUKcTFxSEwMFCuNxgM6Nevn0U7g8EAAGbbNr3dxWAwmNW11E5J\n", "amoqn2ZBRPQIUJokFRUVISoqym77tOrcq8FgwObNm9HY2NjsNu7u7gAgL/sXEhIiz0p1Op1iG1P5\n", "8OHDzd4nIiICQgir2hEREbUnq4K0vLwcM2bMaPYqWdOtMAAQFBQE4P5FRhMnToQQAseOHbNoU1tb\n", "i4KCAnm7phISEgBAsV1jYyOOHz8OSZLk7YiIiNpbm64G2rx5s2L5+vXrcevWLfTs2dMsFBcsWABn\n", "Z2dkZGRYLDS/adMmNDQ0IDk5Gf379zermzVrFry9vXHo0CGcP3/erG7Pnj0wGAwYO3YsYmJi2jIM\n", "IiIi1awK0u7duwO4/5njlClT8OWXX6K6uhonTpzAjBkzsGjRIvTo0QN//etf4evrK7cLDAzEtm3b\n", "cO3aNcTGxiI/Px9VVVXYsGEDli1bhujoaKSmplrsz8vLC/v27QMAxMbG4ujRo6iurkZGRgamTZuG\n", "QYMGYceOHWrGT0REpIpVFxvFxMTgzJkzyMzMxJdffomXX34ZN2/ehIuLCwYPHoxZs2Zh1qxZihf/\n", "aLVaBActp+JTAAAgAElEQVQHY+3atYiLi8P333+PwYMHY8mSJZg3bx6cnZ0V9zlmzBgUFxdjxYoV\n", "SEpKwo0bN9C3b19Mnz4dixcvtli7l4iIqD1ZfdXusGHDMGzYsDbtbOTIkTh48KDV7UJDQ7Fr1642\n", "7ZOIiMieuGICERGRCgxSIiIiFRikREREKjBIiYiIVGCQEhERqcAgJSIiUoFBSkREpAKDlIiISAUG\n", "KRERkQoMUiIiIhUYpERERCowSImIiFRgkBIREanAICUiIlKBQUpERKQCg5SIiEgFBikREZEKDFIi\n", "IiIVGKREREQqMEiJiIhUYJASERGpwCAlIiJSgUFKRESkAoOUiIhIBQYpERGRCgxSIiIiFRikRERE\n", "KjBIiYiIVGCQEhERqdCtoztA5Ej0ej3q6urkf5eVlXVgb4ioPTBIiWxEr9cjJCSko7tBRO2Mp3aJ\n", "bMQ0E925cyfOnDmDM2fOYOXKlR3cKyKyN85IiWwsLCwMkZGRAHhql+hRwBkpERGRCgxSIiIiFRik\n", "REREKjBIiYiIVGCQEhERqcAgJSIiUoFBSkREpILVQXrx4kWsXLkSMTExePzxx+Hs7Aw/Pz+88MIL\n", "+PDDD1tse/r0acTHx8PX1xdubm6IiIjA6tWr0dDQ0GK78vJyaLVaBAQEwNXVFUFBQZg3bx5u3rxp\n", "bfeJiIhsyqog/eKLLxAYGIg1a9Zg/PjxyM3NhU6nw6ZNm3Du3DkkJCRAq9VCCGHRdvfu3YiJicHV\n", "q1eRnZ2N0tJSpKSkYPny5Rg9ejTq6+sV95mXl4dhw4ahqKgI27dvh06nw6JFi7B582ZERkbiypUr\n", "bRs5ERGRDVi1stGNGzdgNBqRmpqKmTNnyuWDBw/GqFGjMGTIEOzevRtjxozBa6+9JtdXVlYiJSUF\n", "Pj4+OHz4MDw9PQEAc+fOxZ07d7Bw4ULMmTMHW7duNdtfTU0NEhISIEkScnJyMHDgQABAcnIyXFxc\n", "MHnyZCQlJeHIkSNtHT8REZEqVp/a7datG1599VWLcn9/f7z44osAgL1795rVrVmzBg0NDZgyZYoc\n", "oiYzZ86Es7Mz0tPTcenSJbO6tLQ0XL9+HXFxcXKImkyaNAn+/v7Izc1Ffn6+tcMgIiKyCauCdMKE\n", "Cfjuu+/Qs2dPxfq+ffsCuD9zNTEajcjKyoIkSRg3bpxFG09PT4wYMQKNjY04cOCAWd3+/fsBQLFd\n", "0/d7MLiJyPbKyspQVFQkf+n1+o7uElGnYNWp3W7dujUbogBgMBgAAE888YRcVlFRgdraWkiShCFD\n", "hii2Cw0NxYkTJ1BYWCiX1dfXo7S09KHtAJi1IyLbunjxIgBAq9Va1FVUVCA4OLi9u0TUqdjs6S/3\n", "7t3D0aNHIUmS2eenlZWV8ms/Pz/Ftv7+/hbbVldXQwgBSZKsakdEtmW6EHDnzp0ICwsDcH92qtVq\n", "zR5iTvSoslmQpqen49tvv8WMGTMQFRUll5tuUdFoNNBoNIpt3dzcAAC1tbUW7QDA1dW11e2IyD6a\n", "Ph6OiP7DJgsynDt3Dm+++SZGjRqFjRs32uItiYiIugTVM1KDwYBnnnkGISEhOHz4MJydnc3qTVfp\n", "Go1GGI1GxVnprVu3AAC9evWSy5q+vn37tuK+ldopmT17Nry8vMzKEhMTkZiY2GI7IiLqWjIzM5GZ\n", "mWlWVlNTY9d9qgrSy5cvY/z48fD19cWnn34KDw8Pi22CgoLk1waDAf369bPYxnSRUmBgoFzW9HYX\n", "g8FgVtdSOyWpqak8JUVE9AhQmiQVFRWZfeRoa20+tXvhwgU89dRT8PX1RW5ursWMzyQkJESelep0\n", "OsVtTOXDhw+Xy9zd3REREQEhhFXtiIiI2lObglSv12P06NEIDg7Gp59+anZLzNdff43Y2Nj/7MDJ\n", "CRMnToQQAseOHbN4r9raWhQUFECj0WDixIlmdQkJCQCg2K6xsRHHjx+HJEnydkRERO3N6iAtLS3F\n", "U089haioKBw6dAg9evQwq//uu+/w2WefmZUtWLAAzs7OyMjIsFhoftOmTWhoaEBycjL69+9vVjdr\n", "1ix4e3vj0KFDOH/+vFndnj17YDAYMHbsWMTExFg7DCIiIpuw6jPSkpISjBkzBtevX8f58+cxatQo\n", "i22U7isLDAzEtm3bkJycjNjYWPzhD3+An58fsrOzsWzZMkRHRyM1NdWinZeXF/bt24cXXngBsbGx\n", "eO+99xAUFIS8vDy88cYbGDRoEHbs2GHNEIhsRq/Xm/3/XlZW1oG9IaKOYlWQHjt2DNevX4ckSfj6\n", "668VtzEtovAgrVaL4OBgrF27FnFxcfj+++8xePBgLFmyBPPmzbO42tdkzJgxKC4uxooVK5CUlIQb\n", "N26gb9++mD59OhYvXmyxdi9Re9Dr9QgJCenobhBRJ2BVkP7ud7/D7373uzbvbOTIkTh48KDV7UJD\n", "Q7Fr164275fI1kwz0aar/eTk5GDx4sUd2S0i6gA2W9mI6FHUdLUfntolejTZZGUjIiKiRxWDlIiI\n", "SAUGKRERkQoMUiIiIhUYpERERCowSImIiFRgkBIREanAICUiIlKBQUpERKQCg5SIiEgFBikREZEK\n", "DFIiIiIVGKREREQqMEiJiIhUYJASERGpwCAlIiJSgUFKRESkAoOUiIhIBQYpERGRCgxSIiIiFRik\n", "REREKjBIiYiIVGCQEhERqcAgJSIiUoFBSkREpAKDlIiISAUGKRERkQoMUiIiIhUYpERERCowSImI\n", "iFRgkBIREanQraM7QNTZ6fV61NXVmZWVlZV1UG+IqLNhkBK1QK/XIyQkpKO70Wkp/UHh4eGB4ODg\n", "DugNUcdgkBK1wDQT3blzJ8LCwuTynJwcLF68uKO61eEuXrwIANBqtYr1FRUVDFN6ZDBIiVohLCwM\n", "kZGR8r8f9VO79fX1ACz/wCgrK4NWq7U4FU7kyBikRNRmD/6BQfQo4lW7REREKjBIiYiIVFAVpCdP\n", "nkRoaCicnJzkiw+IiIgeJW0K0lu3bmHOnDn4+c9/Dr1eD0mSWtXu9OnTiI+Ph6+vL9zc3BAREYHV\n", "q1ejoaGhxXbl5eXQarUICAiAq6srgoKCMG/ePNy8ebMt3SciIrIZq4NUr9fjJz/5CT7++GPk5ua2\n", "ut3u3bsRExODq1evIjs7G6WlpUhJScHy5csxevRo+SrAB+Xl5WHYsGEoKirC9u3bodPpsGjRImze\n", "vBmRkZG4cuWKtUMgIiKyGauv2tXpdHj++eexbt06uLq6tqpNZWUlUlJS4OPjg8OHD8PT0xMAMHfu\n", "XNy5cwcLFy7EnDlzsHXrVrN2NTU1SEhIgCRJyMnJwcCBAwEAycnJcHFxweTJk5GUlIQjR45YOwwi\n", "IiKbsHpGOmHCBLz77rutDlEAWLNmDRoaGjBlyhQ5RE1mzpwJZ2dnpKen49KlS2Z1aWlpuH79OuLi\n", "4uQQNZk0aRL8/f2Rm5uL/Px8a4dBRERkE1YHaWs/DzUxGo3IysqCJEkYN26cRb2npydGjBiBxsZG\n", "HDhwwKxu//79AKDYrun77d2716o+ERER2Yrdb3+pqKhAbW0tAGDIkCGK24SGhgIACgsL5bL6+nqU\n", "lpZCkiSr2hEREbUnuwdpZWWl/NrPz09xG39/f4ttq6urIYSwuh0REVF7snuQmm5R0Wg00Gg0itu4\n", "ubkBgDxzbdoOQLOfxyq1IyIiak9c2YiIiEgFuy9ab7pK12g0wmg0Ks5Kb926BQDo1auXXNb09e3b\n", "txXfW6mdktmzZ8PLy8usLDExEYmJia0YARERdRWZmZnIzMw0K6upqbHrPu0epEFBQfJrg8GAfv36\n", "WWxjMBgAAIGBgXJZ09tdDAaDWV1L7ZSkpqbyCRVERI8ApUlSUVERoqKi7LZPu5/aDQkJkWelOp1O\n", "cRtT+fDhw+Uyd3d3REREQAhhVTsiIqL2ZPcgdXJywsSJEyGEwLFjxyzqa2trUVBQAI1Gg4kTJ5rV\n", "JSQkAIBiu8bGRhw/fhySJMnbERERtbd2udhowYIFcHZ2RkZGhsVC85s2bUJDQwOSk5PRv39/s7pZ\n", "s2bB29sbhw4dwvnz583q9uzZA4PBgLFjxyImJsbeQyAiIlLUpiCtqKhASUkJSkpKAABCCJSXl5uV\n", "NRUYGIht27bh2rVriI2NRX5+PqqqqrBhwwYsW7YM0dHRSE1NtWjn5eWFffv2AQBiY2Nx9OhRVFdX\n", "IyMjA9OmTcOgQYOwY8eOtgyBiIjIJtp0sdGzzz6LCxcuAPjPkoHPPvus/G+j0WjRRqvVIjg4GGvX\n", "rkVcXBy+//57DB48GEuWLMG8efPg7OysuK8xY8aguLgYK1asQFJSEm7cuIG+ffti+vTpWLx4scXa\n", "vUTU8crKysz+7eHhgeDg4A7qDZF9tSlIq6ur27SzkSNH4uDBg1a3Cw0Nxa5du9q0TyJqPxcvXgRw\n", "/w/nB1VUVDBMySHZ/fYXInp0mJ4rvHPnToSFhQG4PzvVarWoq6vryK4R2Q2DlIhsLiwsjPdu0yOD\n", "SwQSERGpwCAlIiJSgUFKRESkAoOUiIhIBQYpERGRCgxSIiIiFRikREREKjBIiYiIVGCQEhERqcAg\n", "JSIiUoFBSkREpALX2iVqQq/Xmy2u/uDjwIiIHsQgpUfSg4EJ3H8E2Msvv9xBPSKiropBSo8cvV6P\n", "kJCQZuubPgIsJycHixcvbq+uOTQ+7JscFYOUHjmmmWjTwAT+E5pNHwHGU7vq8WHf5OgYpPTIevCZ\n", "mQxN++DDvsnRMUiJqF3wYd/kqHj7CxERkQoMUiIiIhUYpERERCowSImIiFTgxUZE1GGUrpTm/aXU\n", "1TBIiajdtXRvKcD7S6lrYZASUbtTurcU4P2l1DUxSMnhcSH6zov3lpIjYJCSQ3vYurpERGrxql1y\n", "aE3X1T1z5gzOnDmDlStXdnCviMiRcEZKjwQuRE9E9sIZKRERkQoMUiIiIhV4ape6pAevxDXhzfyO\n", "id9v6swYpNTlPOxKXN7M71j4/abOjkFKXU7TK3F5M79janpBmOk1v9/UWTFIqcvizfyOp6WlA/n9\n", "ps6KFxsRUafRdOlA3vdLXQVnpETU6fC+X+pKOCMlIiJSgTNSIurSHpyx8pYYam9dJkg//fRTbNiw\n", "AUVFRbhz5w5CQ0ORkpKCGTNmQJKkju4edSJKV3yS42npwiTeEkPtqUsE6TvvvIO3334bL774InJz\n", "c+Hh4YFt27Zh1qxZOHLkCLKysqDRaDq6m2QDSjfet3aG8bCHRZNjUXqmKW+JoY7Q6YP073//O95+\n", "+22Eh4ebBea6detw48YN/PnPf8Y777yDBQsWdHBP7cOaFV2a2/b69evw9vZ+aPuO1tKN99nZ2fjR\n", "j34EoPlZptIv1pycHCxevNgOvaXOQum2GDWne9X8MUePpk4fpMuWLQMAzJo1y2LW+T//8z/485//\n", "jN///veYO3cuevTo0QE9tB9rVnRpy3M3W3v6S+0vlta2V1po4fPPP8ebb76Jl19+uVX7AnjF56NM\n", "7eneln6Ouvrp4szMTCQmJnZ0NxxSpw7Sq1evIi8vD5IkYdy4cRb1ISEh6Nu3L7755hscPnzYql+2\n", "XcHDVvD56quv5G2aW/3FNCNTOv3VtD3Q/Cy3NbNEW7Q3jUEpCDnLpNZQe7pX6WeuuZ8XoGvNVBmk\n", "9tOpg7SwsBBCCDg7OyMwMFBxmyFDhuCbb75BQUFBpwvS4uJirF69Go2NjWblPXr0wMaNG+Hn59eq\n", "93nw1JU1q78ohZM1f7VbO0tU2745nGWSNVpzuhdoPghb+/MCdO2Zalf/OKiz6NRBWllZCQDw8fFp\n", "dht/f38AQFVVVbv0yRqffvopPvroI4wfP14uu3PnDrKzs/Hf//3fmDBhgtn2D/5Pba/PAlv6q/3B\n", "v7pbO0tU297aMRC11sOC8GGfvyv9vJi2be2ZHWu015Nu2vJxUGvOQj2KOnWQ3rx5EwDg6ura7DZu\n", "bm4AgNra2nbpk7V69eqFnJwc+d/ffvst/Pz8cPnyZRQVFcnlFy9etHpGrXaWZs1f3fZuD3CmSfbR\n", "XBBae2bEmjNDDwYOoDzLe7DsYb8HHnzf1rynydWrV81+51jzcVBLx6q1Y3Xk0O3UQWorHfUL+ptv\n", "vsHt27exdetWucz0x8G0adMU27z22mvyLPvs2bM4dOgQcnJyzMZw8uRJADArVyqzZltTWdP9N9cH\n", "e7RvS187qr2j7qsr9bUt+6qurkZTpjNeD/uZe9j+m7YvLy/H/v37VX/M9ODPka3eNyoqyqLsweNy\n", "+fJli3KlY9WWPimFbnuwewaITiwtLU1IkiT69evX7Da/+tWvhCRJ4pe//KVF3eXLl0VAQIAAwC9+\n", "8Ytf/HqEvwICAsTly5ftklWdekYaFBQE4P4pieYYDAYAULwYyd/fH4WFhfI2RET0aPL39zeb5dtS\n", "pw7SqKgoSJKEu3fv4ty5c3KwNqXT6QAAw4cPV3wPex48IiKiTv30Fx8fH/z85z+HEALHjh2zqC8v\n", "L8c333wDT09PPPfccx3QQyIietR16iAFgKVLlwIA3n//fRiNRrO6DRs2AAD+3//7fw63qhEREXUN\n", "mmWmNfg6qQEDBsDZ2Rl79uxBcXExhgwZgrq6OvzhD39AWloaXnjhBWzatIlPgCEiog4hCSFER3ei\n", "NUyPUSssLMTdu3cRGhqKKVOmYObMmQxRIiLqMF0mSKnt6urqEBERgUuXLmHp0qXy6XIicjxz5szB\n", "u+++iwEDBljcI0r20ek/I22rkpISvP766wgMDISbmxu8vb3xk5/8BNOnT0dhYaFim8bGRmzatAlR\n", "UVHo2bMnvL298cwzz+Czzz5r597b1ltvvYVLly4BwENn745yDI4fP47XX38dYWFhcHNzg5ubG0JD\n", "Q/Gb3/wGer2+xbaOcgw+/fRTPP300/D29kbPnj0RFRWFTZs2wVH+dr548SJWrlyJmJgYPP7443B2\n", "doafnx9eeOEFfPjhhy22PX36NOLj4+Hr6ws3NzdERERg9erVaGhoaKfe28fp06fx3nvvAXj4z7oj\n", "HYP6+nqsXbsWI0aMwGOPPQZ3d3cEBgYiPj7ebEGcpmw6frvcndrBNm3aJJydncWvf/1r8Y9//ENc\n", "unRJnDp1SvziF78QkiSJRYsWWbS5e/euePHFF4UkSeLtt98Wer1eFBYWigkTJghJksQ777zTASNR\n", "7+9//7twcnISAwYMEJIkieXLlze7raMcg6lTpwpJkkRoaKjYs2ePqKioEP/85z/FihUrRI8ePUSP\n", "Hj3EoUOHFNs6yjFYt26dkCRJvPTSS6KoqEjo9Xoxf/58uezevXsd3UVV8vLyRLdu3USPHj3EkiVL\n", "xJkzZ0RlZaU4cOCACAkJEZIkicmTJ4vGxkaLtrt27RIajUaMGjVKnDhxQlRVVYkNGzaI7t27ixEj\n", "Rojvv/++A0ak3p07d0R4eLj8sz5o0KBmt3WkY1BRUSEGDBggfvrTn4qsrCxRXV0tysvLRWpqqujR\n", "o4figj62Hr/DBenHH38snJycxLJlyyzqGhsbRVRUlPj9739vUbdy5UohSZKYNm2aWfndu3dFeHi4\n", "kCRJnDhxwm79tocffvhBhIaGisTERJGcnPzQIHWUYxAXFye8vLzEN998Y1H3/vvvC0mSRK9evcT1\n", "69ct6h3hGHz55ZdCkiQRERFhEZi//vWvhSRJYvXq1R3UO9vIzs4WkiSJ999/36Lu8uXLwtPTU0iS\n", "JLZt22ZWd+7cOeHi4iL8/PxEbW2tWd2aNWuEJEli6tSpdu27vSxdulQ8/vjjIjMzs8UgdaRj8P33\n", "34uBAweKiIgIUV9fb1G/bt06ERUVZVZmj/E7VJDeu3dPDBgwQHh7e4uGhoZWt6uvrxceHh7CyclJ\n", "lJeXW9Rv2bJFSJIknn76aVt21+7efvtt0bt3b3H16lXx6quvthikjnQM4uPjFZeMFOL+X+1OTk7C\n", "yclJ7Nq1y6zOUY7B2LFjhSRJYsuWLRZ15eXl8h8St2/f7oDe2UZ2drbo3r27qKurU6yfPHmy4vcq\n", "JSVFPtvwoNraWuHi4iI0Go24ePGiXfptLyUlJcLFxUWkp6eLvLy8FoPUkY7BwoULhSRJYv/+/a1u\n", "Y4/xO1SQ/u1vfxOSJIlf/OIXVrX78MMPW1zTt7KyUkiSJLp37y6uXr1qi67aXXFxsejevbvYsWOH\n", "EEI8NEgd6RjU19eLH374odl6X19fxdmMIxyDf//73/IfCufOnVPcpl+/fkKSJJGVldXOvbOdu3fv\n", "NhuiQggxb948IUmSiI6Olsvu3bsnvLy8hJOTk8jNzVVsN3r0aCFJkti4caPN+2wvRqNRjBw5Uowf\n", "P14IIcTnn3/ebJA60jG4d++e8Pf3F05OTi3+v/BgG3uM36EuNjp69CgAIDg4GEVFRXjllVfwox/9\n", "CD4+PoiOjsaqVavkRyo1dfr0aQD3HxKuZNCgQejevTuMRqPZY4g6K6PRiNdeew3jxo1r9WPNHOkY\n", "uLm5wcXFRbHu7t27uH79OiRJwhNPPGFW5wjHoLCwEEIIdO/eXXH9aeA/4ysoKGjPrtlUt27d0LNn\n", "z2brTetrN/0eV1RUyI9bbO57HBoaCgDNXpDYGb377rs4e/ZssxfVNOVIx6CkpARXrlxBnz59IITA\n", "okWL8MQTT8Db2xuBgYF49dVXUVJSYtbGXuN3qCD9+uuvAQB5eXkYPXo0fvKTn+Bvf/sb/va3vyEy\n", "MhJLlizByJEjcf36dbN2pkcE+fn5Kb6vJEnyN6szPkD8QevXr4der8eWLVta3cbRjkFzPvvsMzQ2\n", "NiI8PBxPPfWUWZ0jHAPTGHx8fJrdxrT2dGcdg1r37t3D0aNHIUkSZs6cKZebjg3Q/PfYdGyabtuZ\n", "VVdXY9GiRVi5ciUGDRr00O0d6RiYft8bjUYMHz4cRUVFeP/993HixAnMnz8fn3zyCaKjo3Ho0CG5\n", "jb3G36kXrbeW6Skxp06dwqpVq7BgwQK5bsSIEfjuu++QlZWF3/72t8jMzJTrHOEB4iZ6vR7Lly/H\n", "O++8Y9Vz/xzpGDSnsbER69atQ/fu3RX/eneEY+AIY1ArPT0d3377LWbMmGH2/E3TsdFoNNBoNIpt\n", "u9qxmTp1KsLDwzFnzpxWbe9Ix8D0+/7q1avw9vbGJ598Aien+3PDsLAwBAQE4KWXXkJSUhIqKyvR\n", "u3dvu42/0wTpvHnz8NFHH1nVRpIkbNu2DTExMQCAW7duAbh/2mfGjBkW28+ePRtZWVk4cOAA3nvv\n", "vRb/au8Iao+BEAKvv/46hg0bhlmzZtmpl/Zli/8PmrN+/Xrk5+fj3Xffxc9+9jM13aRO6ty5c3jz\n", "zTcxatQobNy4saO7Y1d/+ctf8OWXX+LMmTNm94w+Kiu9mX7fA8CMGTPkEDWZMGECBg8ejKqqKnzw\n", "wQeYO3eu3frSaYLUYDA89EZ5JU0/8zT9Fe7n5wcvLy+LbcPDwwHcn5mcOXNGfmKMp6cnAOD27dvN\n", "7sf0TevVq5fVfWwttcdgy5YtOH36dIuf34lmbsZ3lGPQnMzMTLz99ttYsWJFs39kdJZjoIYjjKGt\n", "DAYDnnnmGYSEhODw4cNwdnY2qzcdG6PRCKPRqDgj6SrHxmAw4M0338T8+fMtPutv7mcccKxj0PSs\n", "y9ChQxW3CQ8PR1VVlXw9gL3G32k+I92xY4c8OGu+nnnmGfk9AgICAACPP/644j4ee+wxaDQaCCFQ\n", "U1Mjl5uec3rlyhXFdkIIfPvttwCUHyBuK2qPwb59+2A0GjFy5Eh4eHiYfe3evRsAsGbNGrms6azd\n", "UY6Bkv379yM5ORkrVqzAokWLmt2usxwDNUxjMJ32UmK6EKezjqEtLl++jHHjxsHX1xe5ubnw8PCw\n", "2Kbp84xNx+BBXeXYHDlyBLW1tdi4caPFz/rzzz8PALhw4YJcZgqQpuPq6sfA9PtekqRmf+f7+voC\n", "AG7cuAHAfuPvNDNSWxg2bBiOHj0q/7J7UE1Njfwotscee0wuHzFiBID/PCT8QVVVVbh79y40Gg0i\n", "IyNt3Gvb2blzJ3744QeLciEE5s+fj6ysLPzmN7/BG2+8AeA/f50BjnMMHvTBBx/g9ddfxx/+8Af8\n", "7ne/a3FbRzgGUVFRkCQJd+/exblz58zCw8Q0vuHDh7d39+ziwoULGDduHPr164dPPvmk2at5Q0JC\n", "4Onpibq6Ouh0OvTr189im65ybCZOnIjRo0cr1p06dQparRZ9+/ZFXl6eWZ0jHYNhw4bJr5v749f0\n", "B6Xp973dxt/qG2W6gH/84x9CkiSh0WiEwWCwqD958qR8H+B3330nlze9EV+n01m027x5s5AkSb5P\n", "qyuyZkEGRzkGf/zjH0W3bt0sVrcRQoj169eLDRs2mJU5yjEwLciwefNmizqdTucQCzKYVFRUiP79\n", "+4vnnnvOYjz/+te/xHPPPWdWZroZ/6233rJ4r5qaGuHi4iK6devWJRYjaE5L95EK4VjHIDQ0VEiS\n", "JNatW6dYHxwcLCRJEu+9955cZo/xO1SQCvGfXyILFiywqJs0aVKzyz+tWLFCcWm4hoYGMXToUOHk\n", "5CT+/ve/263f9vawIBXCsY6Bad3MB1cvMnn11VdFcnKyRbkjHIMvvvii2SUCTesQr1q1qoN6Zzsl\n", "JSXCz89PxMfHizt37ljUmwKlKdPycH369LFYHm716tVCkiTx+uuv27Xf9vawIHWkY/DBBx/IY31w\n", "NbtPP/1USJIkfHx8zMZpj/E7XJD+3//9nxg8eLDo1q2bWLNmjdDr9aK0tFTMnj1bSJIknnzyScU1\n", "Ge/duydeeOEFeemoiooKUVhYKJetXbu2A0ajTn19vTh79qw4e/asiIuLE5IkiRkzZshld+/eNdve\n", "UY7B2rVr5VlXVFSU4lfv3r3FlClTLNo6yjEwrRn64osviqKiIlFeXi4vWj9hwgRhNBo7uouqnD17\n", "VvTu3VtIkiR++tOfKn6PTYvXP2jHjh3yguUnT54UlZWVYv369aJ79+5i+PDhXWrB9qbKy8vF2bNn\n", "RSozzMMAAAF2SURBVHp6upAkSfTt21eUlJSIs2fPin//+99m2zrSMTCtH/3cc8+J06dPi/Pnz4td\n", "u3YJHx8f4eXlJb744guLNrYev8MFqRD310tcsGCBGDJkiHB1dRUeHh7iZz/7mUhLS7MIj6aMRqNI\n", "S0sTw4YNE+7u7sLLy0s8/fTT4vDhw+3Ye9sx/WVq+nJycjJ7feHCBYs2jnAMfvrTn8rL5LX0pRSk\n", "QjjGMRBCiMOHD4vx48cLLy8v4e7uLiIjI0VaWpriE1G6mtTUVPn/4+a+TPVKTp06JeLi4kTv3r1F\n", "jx49xNChQ8XKlSsVZ7ZdxcCBA81+vpv+vCudiXKkY7B3714xZswY4eXlJVxcXMTgwYPFzJkzxfnz\n", "55ttY8vx88HeREREKnSa21+IiIi6IgYpERGRCgxSIiIiFRikREREKjBIiYiIVGCQEhERqcAgJSIi\n", "UoFBSkREpAKDlIiISAUGKRERkQoMUiIiIhUYpERERCowSImIiFT4/wC/1uz1LWQFkgAAAABJRU5E\n", "rkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAdIAAAHKCAYAAAC35crAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XtYFOe9B/DvsLoIKBIRBNQKco8kqeClDdpTNZeS2EBL\n", "SeVxQ5A00cSDFdOSxFtQg5o2piSGUzUGYkVRsaBNjiZeCE2Ro+GWpFIWVoToiUviDUQ0rtmd84dn\n", "p6w7IMNwUfx+nocn6/u+v5l3NurXd3ZmVhBFUQQRERF1iUNfT4CIiOhOxiAlIiJSgUFKRESkAoOU\n", "iIhIBQYpERGRCgxSIiIiFRikREREKjBIiYiIVGCQEhERqcAgJSIiUqFLQfq///u/WLhwIUJDQ+Hs\n", "7Aw3Nzf8+Mc/xqZNm9DREwePHTuGmJgYeHp6wtnZGWFhYUhPT4fJZOpwfzU1NdDpdPDx8YGTkxMC\n", "AgKQmpqKS5cudWX6RERE3UZxkBYXF+O+++7D1q1b8fvf/x7V1dUoLi5GREQE5s2bh5iYGHz//fd2\n", "ddu3b0dkZCTOnj2LgoICVFVVISkpCStWrMDUqVPR2toqu7+ioiKMHz8eFRUV2LJlC/R6PZYuXYoN\n", "GzYgPDwcjY2Nyo+aiIiou4gKNDc3i56enqKDg4OYl5dn1/+LX/xCFARBTE9Pt2k/ceKE6OjoKHp5\n", "eYnNzc02fatXrxYFQRCfffZZu+1dvHhRHD58uOjs7CzW19fb9G3fvl0UBEF8+OGHlRwCERFRt1IU\n", "pO+++64oCII4YsQI2f7CwkJREATxnnvuEa9duya1JyUliYIgiK+88opdTXNzs+jo6ChqNBrx1KlT\n", "Nn0rV64UBUEQ4+Pj7eosFovo4+MjCoIgHjlyRMlhEBERdRtFp3Y///xzAMDYsWNl+wMCAgAAzc3N\n", "+OSTTwAAZrMZ+fn5EAQBM2bMsKtxdXXFpEmTYLFYsHv3bpu+vLw8AJCta7u9nTt3KjkMIiKibqMo\n", "SM1mMwBAo9HI9js7OwMARFGUQre2thbNzc0AgJCQENm64OBgAEBZWZnU1traiqqqKgiCoKiOiIio\n", "NykKUuuKs6GhQba/bbv1IqC6ujqpzcvLS7bO29vbbmx9fb10BbCSOiIiot6kKEh/+ctfQqPR4Ouv\n", "v8ahQ4fs+rds2SK9tl6Fa71FRaPR3HIla125tq0DACcnp07XERER9aYBSgb7+fkhPT0dL7/8Mp57\n", "7jm8//77mDp1Ki5cuICsrCy899578PT0xLfffgsXF5eemrMiRqMRRqOxr6dBRER9yNvbWzqL2d0U\n", "BSkApKamws/PD6tXr8ZPf/pTDBgwAGazGZGRkTh48CCWLFmCb7/9Fh4eHgBuXEwE3Ph81Ww2y65K\n", "r1y5AgAYOnSo1Nb29dWrV2XnIlfXltFoxIQJE3DmzBmlh0lERP2Ij48PysrKeiRMFQcpAMTFxSEu\n", "Lg6XL1/GxYsX4e7uLp1m/fbbbwEADzzwAIB/f64K3Ai2UaNG2W3PumL09/eX2nx9fW362/Z1VHdz\n", "/5kzZ5CTk4PQ0FAlh9ivLFy4EBkZGX09jT5ztx8/wPfgbj9+4O5+D6qrq6HT6WA0Gm+fILUaPHgw\n", "Bg8eLP366tWrqKurw6BBgzBlyhQAQFBQEFxdXdHS0gK9Xi8bpHq9HgAwceJEqc3FxQVhYWE4fvw4\n", "9Hq9tL1b1ckJDQ1FeHi48gPsJ9zc3Hj8d/HxA3wP7vbjB/ge9CTFjwgsKSlBTU2NbN/+/fthMpkQ\n", "FxcnnW51cHBAbGwsRFHE4cOH7Wqam5tRWloKjUaD2NhYm764uDgAkK2zWCwoLCyEIAjSOCIiot6m\n", "OEhTU1Px/PPP27W3trZi+fLluOeee7B27VqbvsWLF0Or1SI7O9vuQfOZmZkwmUxITEzE6NGjbfqS\n", "k5Ph7u6OvXv32t1ys2PHDhiNRkyfPh2RkZFKD4OIiKhbKA5SQRBQVFSE559/Hl988QUaGhqwZ88e\n", "TJkyBd988w32799vdw7a398fmzdvxrlz5xAVFYWSkhKcPHkS69atQ1paGiZMmCB77t7NzQ27du0C\n", "AERFReHgwYOor69HdnY25s6dCz8/P2zdurWLh05ERKSe4s9IFyxYAC8vL3z88cfYunUrBEGAr68v\n", "nnjiCbz44osYNmyYbJ1Op0NgYCDWrFmD6OhoXL58GWPHjsXy5cuRmpoKrVYrWzdt2jRUVlZi5cqV\n", "SEhIwMWLFzFy5EjMmzcPy5Ytk64KpvbFx8f39RT61N1+/ADfg7v9+AG+Bz1JEMUOvkD0DldRUYGI\n", "iAiUl5fzQ3YiortUT2dBl77Ym4iIiG5gkBIREanAICUiIlKBQUpERKQCg5SIiEgFBikREZEKDFIi\n", "IiIVGKREREQqMEiJiIhUYJASERGpwCAlIiJSgUFKRESkguJvfyGi24PBYEBLS4tN25AhQxAYGNhH\n", "MyK6OzFIie5ABoMBQUFBsn21tbUMU6JexCAlugNZV6I5OTkIDQ0FAFRXV0On09mtUomoZzFIie5g\n", "oaGh/K5doj7Gi42IiIhUYJASERGpwCAlIiJSgZ+REvUz1dXVdm28LYao5zBIifqJU6dOAQB0Op1s\n", "P2+LIeoZDFKifqK1tRWA7S0xAG+LIeppDFKifoa3xBD1Ll5sREREpAKDlIiISAUGKRERkQoMUiIi\n", "IhW6FKQNDQ1ISUnB/fffj2HDhmHQoEHw8/PDU089hYqKinbrjh07hpiYGHh6esLZ2RlhYWFIT0+H\n", "yWTqcH81NTXQ6XTw8fGBk5MTAgICkJqaikuXLnVl+kRERN1GcZAWFhbi3nvvxX/9139h9uzZ+Mc/\n", "/oEvv/wSqamp+OCDDzB58mTs2LHDrm779u2IjIzE2bNnUVBQgKqqKiQlJWHFihWYOnWqdOn+zYqK\n", "ijB+/HhUVFRgy5Yt0Ov1WLp0KTZs2IDw8HA0NjYqP2oiIqJuovj2l5SUFHz33XdYunQpXnrpJak9\n", "KCgIAwcOxHPPPYfk5GQ8+eSTcHC4kdN1dXVISkqCh4cH9u/fD1dXVwDAokWLcO3aNSxZsgQpKSnY\n", "tGmTzb6ampoQFxcHQRCwb98++Pr6AgASExPh6OiI2bNnIyEhAQcOHOjq8RMREamieEVqMBggCAJ+\n", "/OMf2/X96Ec/AgBcuHABFy5ckNpXr14Nk8mEOXPmSCFqNX/+fGi1WmRlZeH06dM2fevXr8f58+cR\n", "HR0thajVrFmz4O3tjUOHDqGkpETpYRAREXULxUH6wx/+EKIooqqqyq7vX//6FwDAx8cHw4cPBwCY\n", "zWbk5+dDEATMmDHDrsbV1RWTJk2CxWLB7t27bfry8vIAQLau7fZ27typ9DCIiIi6heIg/fOf/4yR\n", "I0ciPT0du3fvxtWrV2EymXDw4EG8+OKLcHd3x1/+8hdpfG1tLZqbmwEAISEhstsMDg4GAJSVlUlt\n", "ra2tqKqqgiAIiuqIiIh6k+LPSB944AHU1NTgzTffRFJSElpbWyEIAjQaDV544QUsW7YMw4YNk8bX\n", "1dVJr728vGS36e3tbTe2vr4eoihCEARFdURERL1J8Yr04sWLiI+PR1paGl544QV89tln+Pzzz/H6\n", "668jKysLjz76qE2wWW9R0Wg00Gg0stt0dnYGAGnl2rYOAJycnDpdR0RE1JsUrUhFUcTPfvYzlJaW\n", "YsmSJVi1apXUFxYWBl9fX/zyl7/ElClTcPz4cbi7u3f7hImIiG4nilakhYWFKC0thSAIePHFF+36\n", "Y2JiEBgYiG+++QbvvvsuAEhX6ZrNZpjNZtntXrlyBQAwdOhQqa3t66tXr3a6joiIqDcpWpGWl5cD\n", "AEaMGAE3NzfZMcHBwTAYDNJYf39/qc9oNGLUqFF2NUaj0W5s29tdjEajTV9HdXIWLlxoN9/4+HjE\n", "x8d3WEdERHeW3Nxc5Obm2rQ1NTX16D679H2kgiC022d9CINVUFAQXF1d0dLSAr1eLxuker0eADBx\n", "4kSpzcXFBWFhYTh+/Dj0ej2mTJnSqTo5GRkZ/H5GIqK7gNwiqaKiAhERET22T0Wndq23mzQ2Nrb7\n", "nNuamhoANwIUuHGRUWxsLERRxOHDh+3GNzc3o7S0VBrXVlxcHADI1lksFhQWFkIQBGkcERFRb1MU\n", "pI888ghGjBgBURTx9ttv2/V/9NFHqKmpgUajwezZs6X2xYsXQ6vVIjs72y6AMzMzYTKZkJiYiNGj\n", "R9v0JScnw93dHXv37kVDQ4NN344dO2A0GjF9+nRERkYqOQwiIqJuoyhInZycsG3bNri4uGDlypVI\n", "T0+HXq9HfX093nvvPeh0Ojg4OOCNN97AvffeK9X5+/tj8+bNOHfuHKKiolBSUoKTJ09i3bp1SEtL\n", "w4QJE5CRkWG3Pzc3N+zatQsAEBUVhYMHD6K+vh7Z2dmYO3cu/Pz8sHXrVpVvARERUdcp/ox0+vTp\n", "+OKLL/CnP/0JW7duRXp6OsxmM7y8vPDoo48iOTlZeuZuWzqdDoGBgVizZg2io6Nx+fJljB07FsuX\n", "L0dqaiq0Wq3s/qZNm4bKykqsXLkSCQkJuHjxIkaOHIl58+Zh2bJlds/uJSIi6k1dutho7NixWL9+\n", "veK6yZMnY8+ePYrrgoODsW3bNsV1REREPa1LX+xNRERENzBIiYiIVGCQEhERqcAgJSIiUoFBSkRE\n", "pAKDlIiISAUGKRERkQoMUiIiIhUYpERERCowSImIiFRgkBIREanAICUiIlKBQUpERKQCg5SIiEgF\n", "BikREZEKDFIiIiIVGKREREQqMEiJiIhUYJASERGpwCAlIiJSgUFKRESkAoOUiIhIBQYpERGRCgxS\n", "IiIiFRikREREKjBIiYiIVGCQEhERqcAgJSIiUkFRkDY0NMDBwaFTPykpKXb1x44dQ0xMDDw9PeHs\n", "7IywsDCkp6fDZDJ1uN+amhrodDr4+PjAyckJAQEBSE1NxaVLl5QdLRERUTcb0JUif39/DBw4ULav\n", "qakJjY2NuPfee23at2/fjoSEBEyePBkFBQXw8fFBQUEBXn75Zfztb39DYWEhXFxc7LZXVFSExx57\n", "DL6+vtiyZQuCgoLwySefYMGCBcjPz0dxcTG8vLy6chhERESqdSlIDx8+jB/84AeyfTqdDvv374dO\n", "p5Pa6urqkJSUBA8PD+zfvx+urq4AgEWLFuHatWtYsmQJUlJSsGnTJpttNTU1IS4uDoIgYN++ffD1\n", "9QUAJCYmwtHREbNnz0ZCQgIOHDjQlcMgIiJSTdGpXUdHR0yYMAGOjo6y/Y2NjcjLy0NSUhKcnJyk\n", "9tWrV8NkMmHOnDlSiFrNnz8fWq0WWVlZOH36tE3f+vXrcf78eURHR0shajVr1ix4e3vj0KFDKCkp\n", "UXIYRERE3UZRkHp7e+Ozzz7DiBEjZPs3bNgAs9mM//zP/5TazGYz8vPzIQgCZsyYYVfj6uqKSZMm\n", "wWKxYPfu3TZ9eXl5ACBb13Z7O3fuVHIYRERE3abbrtq9fv06Nm7ciJkzZ2LMmDFSe21tLZqbmwEA\n", "ISEhsrXBwcEAgLKyMqmttbUVVVVVEARBUR0REVFv6rYg3bVrF7755hssWLDApr2urk563d5FQd7e\n", "3nZj6+vrIYqi4joiIqLe1G1Bun79etx7772YPn26Tbv1FhWNRgONRiNb6+zsDADSyrVtHQCbz1tv\n", "VUdERNSbunTV7s1KS0vx2Wef4c9//nN3bI6IiOiO0S1B+tZbb8HNzQ0JCQl2fdardM1mM8xms+yq\n", "9MqVKwCAoUOHSm1tX1+9elV2v3J1chYuXAg3Nzebtvj4eMTHx3dYR0REd5bc3Fzk5ubatDU1NfXo\n", "PlUH6TfffIO8vDwkJyfLnoINCAiQXhuNRowaNcpujNFoBHDjQQ9WbW93MRqNNn0d1cnJyMhAeHh4\n", "xwdCRER3PLlFUkVFBSIiInpsn6o/I5W75aWtoKAgaVWq1+tlx1jbJ06cKLW5uLggLCwMoigqqiMi\n", "IupNqoLUesvL448/bvfABGkHDg6IjY2FKIo4fPiwXX9zczNKS0uh0WgQGxtr0xcXFwcAsnUWiwWF\n", "hYUQBEEaR0RE1NtUBWleXh4aGxvtbnm52eLFi6HVapGdnW33oPnMzEyYTCYkJiZi9OjRNn3Jyclw\n", "d3fH3r170dDQYNO3Y8cOGI1GTJ8+HZGRkWoOg4iIqMtUBenbb7+Ne++9V/bJQ235+/tj8+bNOHfu\n", "HKKiolBSUoKTJ09i3bp1SEtLw4QJE5CRkWFX5+bmhl27dgEAoqKicPDgQdTX1yM7Oxtz586Fn58f\n", "tm7dquYQiIiIVOlykFpveWnvs9Gb6XQ6HDlyBB4eHoiOjsa4ceOQlZWF5cuXo7i4WPabXwBg2rRp\n", "qKysRHh4OBISEhAaGorXXnsN8+bNQ2VlJb/5hYiI+lSXr9qdOHEiLBaLoprJkydjz549ivcVHByM\n", "bdu2Ka4jIiLqad32ZCMiIqK7EYOUiIhIBQYpERGRCgxSIiIiFRikREREKjBIiYiIVGCQEhERqcAg\n", "JSIiUoFBSkREpAKDlIiISAUGKRERkQoMUiIiIhUYpERERCp0+dtfiKj3GAwGtLS0SL+urq7uw9kQ\n", "UVsMUqLbnMFgQFBQUF9Pg4jawVO7RLc560o0JycH5eXlKC8vx6pVq/p4VkRkxRUp0R0iNDQU4eHh\n", "AHhql+h2whUpERGRCgxSIiIiFXhql+gucfPp4CFDhiAwMLCPZkPUfzBIifq5U6dOAQB0Op1dX21t\n", "LcOUSCUGKVE/19raCuDGVb+hoaEAbqxOdTqdzb2pRNQ1DFKiu0Tbq36JqPvwYiMiIiIVGKREREQq\n", "MEiJiIhUYJASERGp0OUgbW1txZo1azBp0iTcc889cHFxgb+/P2JiYrBp0ybZmmPHjiEmJgaenp5w\n", "dnZGWFgY0tPTYTKZOtxXTU0NdDodfHx84OTkhICAAKSmpuLSpUtdnT4REVG36FKQGgwGjBs3Drt2\n", "7cIrr7yCyspKVFZWYsGCBfj4449lH6i9fft2REZG4uzZsygoKEBVVRWSkpKwYsUKTJ06VbpE/2ZF\n", "RUUYP348KioqsGXLFuj1eixduhQbNmxAeHg4Ghsbu3IIRERE3ULx7S+tra145JFHMGTIEBw5cgTO\n", "zs5SX1BQEL777jvk5eXZ1NTV1SEpKQkeHh7Yv38/XF1dAQCLFi3CtWvXsGTJEqSkpNitZJuamhAX\n", "FwdBELBv3z74+voCABITE+Ho6IjZs2cjISEBBw4cUHoYRERE3ULxinTNmjX46quv8Oqrr9qEqNVL\n", "L72EsrIym7bVq1fDZDJhzpw5UohazZ8/H1qtFllZWTh9+rRN3/r163H+/HlER0dLIWo1a9YseHt7\n", "49ChQygpKVF6GERERN1CUZCazWZkZWVBEAT87Gc/63RNfn4+BEHAjBkz7PpdXV0xadIkWCwW7N69\n", "26bPurKVq2u7vZ07dyo5DCIiom6jKEiPHz+OxsZGjBgxAqIoYunSpbjvvvvg7u4Of39/PP300zh+\n", "/LhNTW1tLZqbmwEAISEhstsNDg4GAJuVbGtrK6qqqiAIgqI6IiKi3qQoSL/88ksAN1aZEydOREVF\n", "Bd555x0UFxfjpZdewocffogJEyZg7969Uk1dXZ302svLS3a73t7edmPr6+shiqLiOiIiot6k6GKj\n", "s2fPSv91d3fHhx9+CAeHG1kcGhoKHx8fPPHEE0hISEBdXR2GDx8u3aKi0Wig0Whkt2v9rNW6cgVg\n", "c2uLk5NTp+uIiIh6k6IV6ZUrV6TXL7zwghSiVjNnzsTYsWPR0tKCv/zlL90zQyIiotuYoiBtuzK8\n", "9957ZceMGzcOAFBaWgoA0lW6ZrMZZrNZtsYa0EOHDpXa2r6+evVqp+uIiIh6k6JTuz4+PgBuXDE7\n", "bNgw2TGenp4AgIsXLwIA/P39pT6j0YhRo0bZ1RiNRruxbW93MRqNNn0d1clZuHAh3NzcbNri4+MR\n", "Hx/fYR0REd1ZcnNzkZuba9PW1NTUo/tUFKTjx4+XXrf3RCHr56j33HMPgBsPaXB1dUVLSwv0er1s\n", "kOr1egDAxIkTpTYXFxeEhYXh+PHj0Ov1mDJlSqfq5GRkZPB7GImI7gJyi6SKigpERET02D4VndoN\n", "CQlBUFAQRFHEF198ITvmX//6FwDgwQcfBHDjIqPY2FiIoojDhw/bjW9ubkZpaak0rq24uDgAkK2z\n", "WCwoLCyEIAjSOCIiot6m+MlGS5YsAQBs3LgR169ft+n7+OOPceLECQwfPhxPP/201L548WJotVpk\n", "Z2fbPWg+MzMTJpMJiYmJGD16tE1fcnIy3N3dsXfvXjQ0NNj07dixA0ajEdOnT0dkZKTSwyAiIuoW\n", "ioP0qaeewrPPPouGhgY88cQT+Oyzz/DVV19h+/bteOqppzB06FDs3r3b5lGA/v7+2Lx5M86dO4eo\n", "qCiUlJTg5MmTWLduHdLS0jBhwgRkZGTY7cvNzQ27du0CAERFReHgwYOor69HdnY25s6dCz8/P2zd\n", "ulXF4RMREanTpW9/2bhxI3bs2IFr167h0UcfRXBwMJYtW4Ynn3wSn3/+OX7yk5/Y1eh0Ohw5cgQe\n", "Hh6Ijo7GuHHjkJWVheXLl6O4uBguLi6y+5o2bRoqKysRHh6OhIQEhIaG4rXXXsO8efNQWVnZ7sMa\n", "iIiIeoPib3+xevLJJ/Hkk08qqpk8eTL27NmjeF/BwcHYtm2b4joiIqKe1uUv9iYiIiIGKRERkSoM\n", "UiIiIhUYpERERCowSImIiFRgkBIREanAICUiIlKBQUpERKQCg5SIiEgFBikREZEKDFIiIiIVGKRE\n", "REQqMEiJiIhUYJASERGpwCAlIiJSgUFKRESkAoOUiIhIBQYpERGRCgxSIiIiFRikREREKjBIiYiI\n", "VGCQEhERqcAgJSIiUoFBSkREpAKDlIiISAUGKRERkQoMUiIiIhUYpERERCooDtL3338fDg4OHf58\n", "8cUXsrXHjh1DTEwMPD094ezsjLCwMKSnp8NkMnW4z5qaGuh0Ovj4+MDJyQkBAQFITU3FpUuXlE6f\n", "iIioWw3oSpGTkxPGjBnTYf/Ntm/fjoSEBEyePBkFBQXw8fFBQUEBXn75Zfztb39DYWEhXFxc7OqK\n", "iorw2GOPwdfXF1u2bEFQUBA++eQTLFiwAPn5+SguLoaXl1dXDoOIiEi1LgXppEmT8Mknn3R6fF1d\n", "HZKSkuDh4YH9+/fD1dUVALBo0SJcu3YNS5YsQUpKCjZt2mRT19TUhLi4OAiCgH379sHX1xcAkJiY\n", "CEdHR8yePRsJCQk4cOBAVw6D6LZjMBjQ0tJi01ZdXd1HsyGizuiVz0hXr14Nk8mEOXPmSCFqNX/+\n", "fGi1WmRlZeH06dM2fevXr8f58+cRHR0thajVrFmz4O3tjUOHDqGkpKSnD4GoxxkMBgQFBSEiIsLm\n", "R6fT9fXUiKgDPR6kZrMZ+fn5EAQBM2bMsOt3dXXFpEmTYLFYsHv3bpu+vLw8AJCta7u9nTt39sDM\n", "iXqXdSWak5OD8vJy6WfVqlV9PDMi6kiXgrSlpQWrVq3ChAkTMGLECIwaNQoPPfQQNm7ciOvXr9uM\n", "ra2tRXNzMwAgJCREdnvBwcEAgLKyMqmttbUVVVVVEARBUR3RnS40NBTh4eHSj5+fX19PiYg60KUg\n", "raiowNGjR7Fq1Sr8/e9/x1/+8he4ubnh+eefx5QpU9DU1CSNraurk163d1GQt7e33dj6+nqIoqi4\n", "joiIqDcpvtho3LhxWLduHVJSUqS2kJAQTJ8+HdHR0fjggw+QlJSE/Px8AJBuUdFoNNBoNLLbdHZ2\n", "BgBp5dq2DpC/Cri9OiIiot6keEU6ceJEmxBt69VXXwUA7NmzBydOnFA3MyIiojtAl25/ac/9998P\n", "BwcHWCwWHDlyBAEBAdJVumazGWazWXZVeuXKFQDA0KFDpba2r69evSq7P7k6OQsXLoSbm5tNW3x8\n", "POLj4ztxVEREdKfIzc1Fbm6uTVvbjxt7QrcG6YABAzB8+HB8++23uHjxIgAgICBA6jcajRg1apRd\n", "ndFoBAD4+/tLbW1vdzEajTZ9HdXJycjIQHh4eOcPhIiI7khyi6SKigpERET02D4Vndr97rvv8OGH\n", "H0orwZt9//33OHfuHABIK8DAwEBpVarX62XrrO0TJ06U2lxcXBAWFgZRFBXVERER9SZFQdrY2Ign\n", "nngCpaWlsv3//Oc/YbFYIAgCfvSjHwG4cZFRbGwsRFHE4cOH7Wqam5tRWloqjWsrLi4OAGTrLBYL\n", "CgsLIQiCNI6IiKi3den2ly1btsi2W28cf+SRR2zu/Vy8eDG0Wi2ys7PtHjSfmZkJk8mExMREjB49\n", "2qYvOTkZ7u7u2Lt3LxoaGmz6duzYAaPRiOnTpyMyMrIrh0FERKSaoiDVaDQQBAHvv/8+EhMTUVxc\n", "jK+++gpHjx7F7NmzsWfPHowbN84uaP39/bF582acO3cOUVFRKCkpwcmTJ7Fu3TqkpaVhwoQJyMjI\n", "sNufm5sbdu3aBQCIiorCwYMHUV9fj+zsbMydOxd+fn7YunWrisMnIiJSR1GQjh49Gnq9Hq+++irq\n", "6uoQExODgIAAPPbYYzh16hTefPNNlJaWwtPT065Wp9PhyJEj8PDwQHR0NMaNG4esrCwsX74cxcXF\n", "st/8AgDTpk1DZWUlwsPDkZCQgNDQULz22muYN28eKisr+c0vRETUpxRftRsYGIhXX31VumdUicmT\n", "J2PPnj2K64KDg7Ft2zbFdURERD2tV779hYiIqL9ikBIREanAICUiIlKBQUpERKQCg5SIiEgFBikR\n", "EZEKDFIiIiIVGKREREQqMEiJiIhUYJASERGpwCAlIiJSgUFKRESkAoOUiIhIBQYpERGRCgxSIiIi\n", "FRikREREKjBIiYiIVGCQEhERqTCgrydARH2nurra5tdDhgxBYGBgH82G6M7EICW6C506dQoAoNPp\n", "7Ppqa2sZpkQKMEiJ7kKtra0AgJycHISGhgK4sTrV6XRoaWnpy6kR3XEYpER3sdDQUISHh/f1NIju\n", "aLzYiIiISAUGKRERkQoMUiIiIhUYpERERCp0S5CmpKTAwcEBfn5+3bE5IiKiO4bqID127Bjefvtt\n", "AIAgCLe0XMynAAAgAElEQVQcGxMTA09PTzg7OyMsLAzp6ekwmUwd1tXU1ECn08HHxwdOTk4ICAhA\n", "amoqLl26pHb6REREqqgKUpPJhGeeeQajR4++5djt27cjMjISZ8+eRUFBAaqqqpCUlIQVK1Zg6tSp\n", "0n1tNysqKsL48eNRUVGBLVu2QK/XY+nSpdiwYQPCw8PR2Nio5hCIiIhUURWkq1evhtFoxNq1azsc\n", "V1dXh6SkJHh4eGD//v2IjIyEn58fFi1ahBUrVqC0tBQpKSl2dU1NTYiLi4MgCNi3bx8efvhhjBkz\n", "BomJidi4cSNOnjyJhIQENYdARESkSpeDtKqqCmvXrsUbb7wBb2/vDseuXr0aJpMJc+bMgaurq03f\n", "/PnzodVqkZWVhdOnT9v0rV+/HufPn0d0dDR8fX1t+mbNmgVvb28cOnQIJSUlXT0MIiIiVboUpBaL\n", "Bc888wymTp2KOXPmQBTFdseazWbk5+dDEATMmDHDrt/V1RWTJk2CxWLB7t27bfry8vIAQLau7fZ2\n", "7tzZlcMgIiJSrUtB+tZbb+Gf//wnNm3adMuxtbW1aG5uBgCEhITIjgkODgYAlJWVSW2tra2oqqqC\n", "IAiK6oiIiHqT4iCtr6/H0qVLsWrVqk7d7lJXVye99vLykh1jPTXcdmx9fb200lVSR0RE1JsUB+mz\n", "zz6LcePGyV4cJMd6i4pGo4FGo5Ed4+zsDADSyrVtHQA4OTl1uo6IiKg3Kfr2l/feew+ffvopysvL\n", "be4ZvdX9o0RERP1Vp1ekRqMRv/vd7/DSSy/hvvvus+nr6GIj61W6ZrMZZrNZdsyVK1cAAEOHDpXa\n", "2r6+evVqp+uIiIh6U6dXpAcOHEBzczPefPNNZGRk2PRZA/Krr77CkCFDANxYpV66dAn+/v7SOKPR\n", "iFGjRtlt22g0AoDN2La3uxiNRpu+jurkLFy4EG5ubjZt8fHxiI+P77COiIjuLLm5ucjNzbVpa2pq\n", "6tF9djpIY2NjMXXqVNm+o0ePQqfTYeTIkSgqKrLpCwoKgqurK1paWqDX62WDVK/XAwAmTpwotbm4\n", "uCAsLAzHjx+HXq/HlClTOlUnJyMjg19eTER0F5BbJFVUVCAiIqLH9tnpU7uDBw/G2LFjZX98fHwA\n", "AAMGDLBpB25cZBQbGwtRFHH48GG77TY3N6O0tFQa11ZcXBwAyNZZLBYUFhZCEARpHBERUW/rla9R\n", "W7x4MbRaLbKzs+0eNJ+ZmQmTyYTExES7Z/YmJyfD3d0de/fuRUNDg03fjh07YDQaMX36dERGRvb0\n", "IRAREclSFaS1tbU4fvw46uvrAdx4iH1VVRWOHz+Os2fPSuP8/f2xefNmnDt3DlFRUSgpKcHJkyex\n", "bt06pKWlYcKECXafuwKAm5sbdu3aBQCIiorCwYMHUV9fj+zsbMydOxd+fn7YunWrmkMgIiJSRVWQ\n", "Pvroo7j//vvxzDPPQBAEGI1G3Hfffbj//vvx5z//2WasTqfDkSNH4OHhgejoaIwbNw5ZWVlYvnw5\n", "iouL4eLiIruPadOmobKyEuHh4UhISEBoaChee+01zJs3D5WVle0+rIGIiKg3KLqP9GbWlWhnTZ48\n", "GXv27FG8n+DgYGzbtk1xHRERUU/rlc9IiYiI+isGKRERkQoMUiIiIhUYpERERCowSImIiFRgkBIR\n", "EanAICUiIlKBQUpERKQCg5SIiEgFBikREZEKDFIiIiIVGKREREQqMEiJiIhUYJASERGpwCAlIiJS\n", "gUFKRESkAoOUiIhIBQYpERGRCgP6egJEdyuDwYCWlhbp19XV1X04GyLqKgYpUR8wGAwICgrq62kQ\n", "UTfgqV2iPmBdiebk5KC8vBzl5eVYtWpVH8+KiLqCK1KiPhQaGorw8HAAPLVLdKfiipSIiEgFBikR\n", "EZEKDFIiIiIVGKREREQqMEiJiIhUYJASERGpoDhIGxsb8d577+GXv/wlfH19MWjQIDg7OyM4OBjz\n", "5s2DwWBot/bYsWOIiYmBp6cnnJ2dERYWhvT0dJhMpg73WVNTA51OBx8fHzg5OSEgIACpqam4dOmS\n", "0ukTERF1K8VBOnPmTDz77LNwc3NDbm4uDAYDiouLMXPmTGzatAnjx4/HkSNH7Oq2b9+OyMhInD17\n", "FgUFBaiqqkJSUhJWrFiBqVOnorW1VXZ/RUVFGD9+PCoqKrBlyxbo9XosXboUGzZsQHh4OBobG5Uf\n", "NRG1q7q6GhUVFTY/Hf0Dmehup/iBDIIgYObMmcjKypLaRo8ejfDwcFy4cAFbtmxBWloaDh48KPXX\n", "1dUhKSkJHh4e2L9/P1xdXQEAixYtwrVr17BkyRKkpKRg06ZNNvtqampCXFwcBEHAvn374OvrCwBI\n", "TEyEo6MjZs+ejYSEBBw4cKArx05EbZw6dQoAoNPpZPtra2sRGBjYm1MiuiMoXpGuXr0ab7zxhmyf\n", "9QktZ8+etasxmUyYM2eOFKJW8+fPh1arRVZWFk6fPm3Tt379epw/fx7R0dFSiFrNmjUL3t7eOHTo\n", "EEpKSpQeBhHdxHpWqO1jC8vLy5GTkwMANg/YJ6J/UxykDz/8cLsP2z569Kg0xspsNiM/Px+CIGDG\n", "jBl2Na6urpg0aRIsFgt2795t05eXlwcAsnVtt7dz506lh0FE7bA+ttD6Exoa2tdTIrqtqb5q9/r1\n", "66itrUVKSgpyc3MRGxuL1157Teqvra1Fc3MzACAkJER2G8HBwQCAsrIyqa21tRVVVVUQBEFRHRER\n", "UW9S9dD6+Ph47Nq1C6Iowt/fH3v27METTzxhM6aurk567eXlJbsdb29vu7H19fUQRRGCICiqIyIi\n", "6k2qVqQZGRmorq7GgQMH8OCDDyImJga//vWvpRUoAOkWFY1GA41GI7sdZ2dnAJCtAwAnJ6dO1xER\n", "EfUmVSvSESNGYMSIEQgKCsJDDz0EDw8PvPnmm6ivr8fRo0fh4MDnPRARUf/Wrd9HmpaWhvXr16Os\n", "rAwffPABoqOjpat0zWYzzGaz7Kr0ypUrAIChQ4dKbW1fX716VXZ/cnVyFi5cCDc3N5u2+Ph4xMfH\n", "d+KoiIjoTpGbm4vc3Fybtqamph7dZ7cG6eDBg+Hr6wuDwYCjR48iOjoa/v7+Ur/RaMSoUaPs6oxG\n", "IwDYjG17u4vRaLTp66hOTkZGhnRrDhER9V9yi6SKigpERET02D4VnXs1Go3YsGEDLBZLu2NcXFwA\n", "QHrsX1BQkLQq1ev1sjXW9okTJ9psJywsDKIoKqojIiLqTYqCtKamBi+88EK7V8lab4UBgICAAAA3\n", "LjKKjY2FKIo4fPiwXU1zczNKS0ulcW3FxcUBgGydxWJBYWEhBEGQxhEREfW2Ll0NtGHDBtn2N954\n", "A1euXMHgwYNtQnHx4sXQarXIzs62e9B8ZmYmTCYTEhMTMXr0aJu+5ORkuLu7Y+/evWhoaLDp27Fj\n", "B4xGI6ZPn47IyMiuHAYREZFqioJ04MCBAG585jhnzhx8+umnqK+vR3FxMV544QUsXboUgwYNwvvv\n", "vw9PT0+pzt/fH5s3b8a5c+cQFRWFkpISnDx5EuvWrUNaWhomTJiAjIwMu/25ublh165dAICoqCgc\n", "PHgQ9fX1yM7Oxty5c+Hn54etW7eqOX4iIiJVFF1sFBkZifLycuTm5uLTTz/FL37xC1y6dAmOjo4Y\n", "O3YskpOTkZycLHvxj06nQ2BgINasWYPo6GhcvnwZY8eOxfLly5GamgqtViu7z2nTpqGyshIrV65E\n", "QkICLl68iJEjR2LevHlYtmyZ3bN7iYiIepPiq3bHjx+P8ePHd2lnkydPxp49exTXBQcHY9u2bV3a\n", "JxERUU/iExOIiIhUYJASERGpwCAlIiJSgUFKRESkAoOUiIhIBQYpERGRCgxSIiIiFRikREREKjBI\n", "iYiIVGCQEhERqcAgJSIiUoFBSkREpAKDlIiISAUGKRERkQoMUiIiIhUYpERERCowSImIiFRgkBIR\n", "EanAICUiIlKBQUpERKTCgL6eAFF/ZzAY0NLSYtNWXV3dR7Mhou7GICXqQQaDAUFBQX09DSLqQQxS\n", "oh5kXYnm5OQgNDRUat+3bx+WLVvWV9Miom7EICXqBaGhoQgPD5d+zVO7RP0HLzYiIiJSgUFKRESk\n", "AoOUiIhIBcVBeurUKaxatQqRkZEYNmwYtFotvLy88Pjjj+Ovf/1rh7XHjh1DTEwMPD094ezsjLCw\n", "MKSnp8NkMnVYV1NTA51OBx8fHzg5OSEgIACpqam4dOmS0ukTERF1K0VB+ve//x3+/v5YvXo1Hnro\n", "IRw6dAh6vR6ZmZk4ceIE4uLioNPpIIqiXe327dsRGRmJs2fPoqCgAFVVVUhKSsKKFSswdepUtLa2\n", "yu6zqKgI48ePR0VFBbZs2QK9Xo+lS5diw4YNCA8PR2NjY9eOnIiIqBsoumr34sWLMJvNyMjIwPz5\n", "86X2sWPH4sEHH0RISAi2b9+OadOm4ZlnnpH66+rqkJSUBA8PD+zfvx+urq4AgEWLFuHatWtYsmQJ\n", "UlJSsGnTJpv9NTU1IS4uDoIgYN++ffD19QUAJCYmwtHREbNnz0ZCQgIOHDjQ1eMnIiJSRfGp3QED\n", "BuDpp5+2a/f29sbPf/5zAMDOnTtt+lavXg2TyYQ5c+ZIIWo1f/58aLVaZGVl4fTp0zZ969evx/nz\n", "5xEdHS2FqNWsWbPg7e2NQ4cOoaSkROlhEBERdQtFQTpz5kxcuHABgwcPlu0fOXIkgBsrVyuz2Yz8\n", "/HwIgoAZM2bY1bi6umLSpEmwWCzYvXu3TV9eXh4AyNa13d7NwU1ERNRbFAXpgAED2g1RADAajQCA\n", "++67T2qrra1Fc3MzACAkJES2Ljg4GABQVlYmtbW2tqKqqgqCICiqIyIi6k3ddvvL999/j4MHD0IQ\n", "BJvPT+vq6qTXXl5esrXe3t52Y+vr66WLlpTUERER9aZuC9KsrCx88803eP755xERESG1W29R0Wg0\n", "0Gg0srXOzs4AIK1c29YBgJOTU6friIiIelO3BOmJEyfwu9/9Dg8++CDefPPN7tgkERHRHUF1kBqN\n", "RjzyyCMICgrC/v37odVqbfqtV+mazWaYzWbZbVy5cgUAMHToUKmt7eurV692uo6IiKg3qfr2lzNn\n", "zuChhx6Cp6cnPvroIwwZMsRuTEBAgPTaaDRi1KhRdmOsFyn5+/tLbW1vdzEajTZ9HdXJWbhwIdzc\n", "3Gza4uPjER8f32EdERHdWXJzc5Gbm2vT1tTU1KP77HKQfvXVV5gxYwZGjRqFDz/8sN2reYOCguDq\n", "6oqWlhbo9XrZINXr9QCAiRMnSm0uLi4ICwvD8ePHodfrMWXKlE7VycnIyLD5CisiIuqf5BZJFRUV\n", "NtfudLcundo1GAyYOnUqAgMD8dFHH9mE6JdffomoqKh/78DBAbGxsRBFEYcPH7bbVnNzM0pLS6HR\n", "aBAbG2vTFxcXBwCydRaLBYWFhRAEQRpHRETU2xQHaVVVFX7yk58gIiICe/fuxaBBg2z6L1y4gI8/\n", "/timbfHixdBqtcjOzrZ70HxmZiZMJhMSExMxevRom77k5GS4u7tj7969aGhosOnbsWMHjEYjpk+f\n", "jsjISKWHQURE1C0Undo9fvw4pk2bhvPnz6OhoQEPPvig3ZiWlha7Nn9/f2zevBmJiYmIiorCH//4\n", "R3h5eaGgoABpaWmYMGECMjIy7Orc3Nywa9cuPP7444iKisLbb7+NgIAAFBUVYcGCBfDz88PWrVuV\n", "HAIREVG3UhSkhw8fxvnz5yEIAr788kvZMaIoQhAEu3adTofAwECsWbMG0dHRuHz5MsaOHYvly5cj\n", "NTXV7mpfq2nTpqGyshIrV65EQkICLl68iJEjR2LevHlYtmyZ3bN7iYiIepOiIP3tb3+L3/72t13e\n", "2eTJk7Fnzx7FdcHBwdi2bVuX90tERNRTVN3+QkR3j+rqaptfDxkyBIGBgX00G6LbB4OUiDp06tQp\n", "ADc+nrlZbW0tw5TuegxSIupQa2srACAnJwehoaEAbqxOdTqd7MWFRHcbBikRdUpoaCgfbEIko9u+\n", "/YWIiOhuxCAlIiJSgUFKRESkAoOUiIhIBQYpERGRCgxSIiIiFXj7C1E3MhgMNvdW3vw0ICLqfxik\n", "RN3EYDAgKCior6dBRL2Mp3aJuol1JZqTk4Py8nKUl5dj1apVfTwrIuppXJESdbO2TwDiqV2i/o8r\n", "UiIiIhUYpERERCowSImIiFRgkBIREanAICUiIlKBQUpERKQCg5SIiEgFBikREZEKDFIiIiIVGKRE\n", "REQqMEiJiIhUYJASERGpwCAlIiJSQVWQHjlyBMHBwXBwcMCpU6e6a05ERER3jC4F6ZUrV5CSkoKf\n", "/vSnMBgMEAShU3XHjh1DTEwMPD094ezsjLCwMKSnp8NkMnVYV1NTA51OBx8fHzg5OSEgIACpqam4\n", "dOlSV6ZPRETUbRQHqcFgwAMPPIAPPvgAhw4d6nTd9u3bERkZibNnz6KgoABVVVVISkrCihUrMHXq\n", "VLS2tsrWFRUVYfz48aioqMCWLVug1+uxdOlSbNiwAeHh4WhsbFR6CERERN1G8Rd76/V6PPbYY1i7\n", "di2cnJw6VVNXV4ekpCR4eHhg//79cHV1BQAsWrQI165dw5IlS5CSkoJNmzbZ1DU1NSEuLg6CIGDf\n", "vn3w9fUFACQmJsLR0RGzZ89GQkICDhw4oPQwiIiIuoXiFenMmTPx1ltvdTpEAWD16tUwmUyYM2eO\n", "FKJW8+fPh1arRVZWFk6fPm3Tt379epw/fx7R0dFSiFrNmjUL3t7eOHToEEpKSpQeBpFqBoMBFRUV\n", "0k91dXVfT4mI+oDiIO3s56FWZrMZ+fn5EAQBM2bMsOt3dXXFpEmTYLFYsHv3bpu+vLw8AJCta7u9\n", "nTt3KpoTkVoGgwFBQUGIiIiQfnQ6XV9Pi4j6QI/f/lJbW4vm5mYAQEhIiOyY4OBgAEBZWZnU1tra\n", "iqqqKgiCoKiOqDe0tLQAAHJyclBeXo7y8nKsWrWqj2dFRH1B8WekStXV1Umvvby8ZMd4e3vbja2v\n", "r4coihAEQVEdUW8KDQ1FeHg4APDULtFdqsdXpNZbVDQaDTQajewYZ2dnAJBWrm3rALT7eaxcHRER\n", "UW/q8RUpEfVfcqvwIUOGIDAwsA9mQ9Q3ejxIrVfpms1mmM1m2VXplStXAABDhw6V2tq+vnr1quy2\n", "5erkLFy4EG5ubjZt8fHxiI+P78QRENHNrE8ya+8Cq9raWoYp9Ync3Fzk5ubatDU1NfXoPns8SAMC\n", "AqTXRqMRo0aNshtjNBoBAP7+/lJb29tdjEajTV9HdXIyMjKkz7GISD3rA1RycnIQGhoqtVdXV0On\n", "00kXYxH1NrlFUkVFBSIiInpsnz3+GWlQUJC0KtXr9bJjrO0TJ06U2lxcXBAWFgZRFBXVEVHvsV5s\n", "Zf1pG6pEd4seD1IHBwfExsZCFEUcPnzYrr+5uRmlpaXQaDSIjY216YuLiwMA2TqLxYLCwkIIgiCN\n", "IyIi6m298jVqixcvhlarRXZ2tt2D5jMzM2EymZCYmIjRo0fb9CUnJ8Pd3R179+5FQ0ODTd+OHTtg\n", "NBoxffp0REZG9vQh0F3s5icY8SlGRNRWlz4jra2ttfnGFlEUUVNTI4VkWFiYzXh/f39s3rwZiYmJ\n", "iIqKwh//+Ed4eXmhoKAAaWlpmDBhAjIyMuz24+bmhl27duHxxx9HVFQU3n77bQQEBKCoqAgLFiyA\n", "n58ftm7d2pVDIOoU6xOMiIja06UgffTRR/HVV18B+PcjAx999FHp12az2a5Gp9MhMDAQa9asQXR0\n", "NC5fvoyxY8di+fLlSE1NhVarld3XtGnTUFlZiZUrVyIhIQEXL17EyJEjMW/ePCxbtszu2b1E3ant\n", "E4zafv63b98+LFu2rK+mRUS3kS4FaX19fZd2NnnyZOzZs0dxXXBwMLZt29alfRJ1h7ZPMAL4FCMi\n", "+rde+YyUiIiov+KTjYio2928YufTjqg/Y5ASUbfp6IlHfNoR9VcMUiLqNnJPPOLTjqi/Y5ASUbe7\n", "+eIsov6MFxsRERGpwCAlIiJSgUFKRESkAoOUiIhIBQYpERGRCgxSIiIiFXj7C1EbBoPB5n5HPlOX\n", "iG6FQUr0//iVaUTUFTy1S/T/2n5lWnl5OcrLy7Fq1ao+nhUR3e64IiW6Sdun8vDUbvfhg+ypv2KQ\n", "ElGP4oPsqb9jkNJd6eaLigCuPnsKH2RP/R2DlO46vKiob/BB9tRfMUjprtP2oiLrCgkA9u3bh2XL\n", "lvXVtIjoDsUgpX6vvXtDb14h8dQuEXUFg5T6NZ7GJaKexvtIqV/jvaFE1NO4IqW7Au8NJaKewiCl\n", "foXPyr2zyP3/OX/+PNzd3W3a+PAGup0xSKnf4Oehd46OHtLQHj68gW5XDFLqN+Rua+EtLbcnuYc0\n", "AP/+/8WHN9CdhEFK/Q4/D71ztHcLEh/eQHeSOyZIP/roI6xbtw4VFRW4du0agoODkZSUhBdeeAGC\n", "IPT19HqM3KPsgNvzM6Oemqvcdm/H46eeJfePIv4+oNvBHRGkr7/+Ol555RX8/Oc/x6FDhzBkyBBs\n", "3rwZycnJOHDgAPLz86HRaPp6mt3uVp/53U6fGSmda2dDt6Pt3k7HTz3nVp+n8vcB9bXbPkj/8Y9/\n", "4JVXXsG4ceNsAnPt2rW4ePEi3n33Xbz++utYvHhxH8+0+7X3KDvrZ0afffaZTRj15b/ObzXXtvNU\n", "Erpy2+VnZneX9j5PvR1+H/BsCQF3QJCmpaUBAJKTk+1WnS+++CLeffdd/OEPf8CiRYswaNCgPphh\n", "z7v58yKlX0uVm5uL+Pj4np3k/+vMZ1tKQrej7d58qo+fh/Zv7f3e6sz3nCr5M9DZcLzTzpb86U9/\n", "wn/8x3/YtLUX+vwHgjK3dZCePXsWRUVFEAQBM2bMsOsPCgrCyJEj8fXXX2P//v34xS9+0Qez7H1K\n", "v5Zq8+bNCA4Otmnr7T8Ubf+yu9UFJXJj2+rKrRPU/3T0+6CgoAA/+MEPpF9v3rxZNkhvDoxTp061\n", "+/fIzdu0/t7srbMlasLNYDBg0aJFsn03H5eS94DhesNtHaRlZWUQRRFarRb+/v6yY0JCQvD111+j\n", "tLT0rglSq86s0k6dOoXCwkJERETY1Xf2c0s1N8grCb3Ojr3VrRN0d5D7ffDJJ5/gd7/7nezfBXv2\n", "7Ol0YHR2m4C6K4x7a/UrdxboVsfV2bE3h2t7x9Cf3dZBWldXBwDw8PBod4y3tzcA4OTJk70yJyW+\n", "/vpr5OTkwGKx2LQPGjQIzz33HFxcXGza1TyV51YhJPev5rafsXb0l0p72v4Bam+ucn/ZtRd4SsYC\n", "/PYWukHudqeuBob199utttl2bGcpWf3eHI4dXSug5FoJJcel9n29m1avt3WQXrp0CQDg5OTU7hhn\n", "Z2cAQHNzc6/MSYmcnBy8/PLLGD58uNRmsVhw4cIFDB482GaV2JUga+tWq7S2fyg6Ct3O3CB/qz9A\n", "cpTc28n7QEkttYFxq23eaqzcmaHOBHl74Sj3cYiSU9vddVydeV87+vvhdvzsuDvc1kHaXfrqL+PT\n", "p0/DxcUF6enpUtulS5fw+9//Hs8995xszTPPPCOtsv/5z39i79692Ldvn80xHDlyBABs2q1t9fX1\n", "Nts7c+ZMu2Pl9tVefdt265kCtXPt6ti+ru+v+7qT5tqVfSn5s9HV/ZeVlQFo/8zQrf7M3ar+Vn+O\n", "a2pqkJeX125o98b7Kvf3g9FoxHvvvWf3D4Te0uMZIN7G1q9fLwqCII4aNardMU899ZQoCIL461//\n", "2q7vzJkzoo+PjwiAP/zhD3/4cxf/+Pj4iGfOnOmRrLqtV6QBAQEAbly92x6j0QgAshcjeXt7o6ys\n", "TBpDRER3J29vb2mF3N1u6yCNiIiAIAi4fv06Tpw4IQVrW3q9HgAwceJE2W305JtHRETk0NcT6IiH\n", "hwd++tOfQhRFHD582K6/pqYGX3/9NVxdXfGzn/2sD2ZIRER3u9s6SAHg1VdfBQC88847MJvNNn3r\n", "1q0DAPz+97/vt081IiKi25smzfoMvtvUmDFjoNVqsWPHDlRWViIkJAQtLS344x//iPXr1+Pxxx9H\n", "ZmZmv/4GGCIiun0JoiiKfT2JzrB+jVpZWRmuX7+O4OBgzJkzB/Pnz2eIEhFRn7ljgpS6rqWlBWFh\n", "YTh9+jReffVV6XQ5EfU/KSkpeOuttzBmzBi7ezypZ9z2n5F21fHjx/Gb3/wG/v7+cHZ2hru7Ox54\n", "4AHMmzdPuun5ZhaLBZmZmYiIiMDgwYPh7u6ORx55BB9//HEvz757vfzyyzh9+jQA3HL13l/eg8LC\n", "QvzmN79BaGgonJ2d4ezsjODgYDz//PMwGAwd1vaX9+Cjjz7Cww8/DHd3d+lJWpmZmegv/3Y+deoU\n", "Vq1ahcjISAwbNgxarRZeXl54/PHH8de//rXD2mPHjiEmJgaenp5wdnZGWFgY0tPTYTKZemn2PePY\n", "sWN4++23Adz6z3p/eg9aW1uxZs0aTJo0Cffccw9cXFzg7++PmJgYbNq0SbamW4+/R+5O7WOZmZmi\n", "VqsVn3vuOfF//ud/xNOnT4tHjx4Vf/WrX4mCIIhLly61q7l+/br485//XBQEQXzllVdEg8EglpWV\n", "iTNnzhQFQRBff/31PjgS9f7xj3+IDg4O4pgxY0RBEMQVK1a0O7a/vAfPPvusKAiCGBwcLO7YsUOs\n", "ra0VP//8c3HlypXioEGDxEGDBol79+6Vre0v78HatWtFQRDEJ554QqyoqBANBoP40ksvSW3ff/99\n", "X09RlaKiInHAgAHioEGDxOXLl4vl5eViXV2duHv3bjEoKEgUBEGcPXu2aLFY7Gq3bdsmajQa8cEH\n", "HxSLi4vFkydPiuvWrRMHDhwoTpo0Sbx8+XIfHJF6165dE8eNGyf9Wffz82t3bH96D2pra8UxY8aI\n", "P/zhD8X8/Hyxvr5erKmpETMyMsRBgwbJPtCnu4+/3wXpBx98IDo4OIhpaWl2fRaLRYyIiBD/8Ic/\n", "2ED0UTEAAAuQSURBVPWtWrVKFARBnDt3rk379evXxXHjxomCIIjFxcU9Nu+e8N1334nBwcFifHy8\n", "mJiYeMsg7S/vQXR0tOjm5iZ+/fXXdn3vvPOOKAiCOHToUPH8+fN2/f3hPfj0009FQRDEsLAwu8B8\n", "7rnnREEQxPT09D6aXfcoKCgQBUEQ33nnHbu+M2fOiK6urqIgCOLmzZtt+k6cOCE6OjqKXl5eYnNz\n", "s03f6tWrRUEQxGeffbZH595TXn31VXHYsGFibm5uh0Han96Dy5cvi76+vmJYWJjY2tpq17927Vox\n", "IiLCpq0njr9fBen3338vjhkzRnR3dxdNJlOn61pbW8UhQ4aIDg4OYk1NjV3/xo0bRUEQxIcffrg7\n", "p9vjXnnlFXH48OHi2bNnxaeffrrDIO1P70FMTIzsIyNF8ca/2h0cHEQHBwdx27ZtNn395T2YPn26\n", "KAiCuHHjRru+mpoa6R8SV69e7YPZdY+CggJx4MCBYktLi2z/7NmzZf9fJSUlSWcbbtbc3Cw6OjqK\n", "Go1GPHXqVI/Mu6ccP35cdHR0FLOyssSioqIOg7Q/vQdLliwRBUEQ8/LyOl3TE8ffr4L0v//7v0VB\n", "EMRf/epXiur++te/dvhM37q6OlEQBHHgwIHi2bNnu2OqPa6yslIcOHCguHXrVlEUxVsG6f+1d6Yh\n", "Ub1fHP8+M5pt1lRqVhZptCmRa0plEFpIm0EQvYgWshdpi0VkiQSppZFJZURC9cI2WhAKxUqhbFUq\n", "ocbA1EwhsgXNiMoab+f/Iu5txrm35TczNXP/5wMXhmeZec73zr3nuctzjp40+PjxI3V3d2vWBwQE\n", "qF7N6EGDN2/eKBOF5uZm1TZBQUEkhKDS0tK/PDrnYbFYNJ0oEdG2bdtICEHR0dFKWU9PD5lMJjIY\n", "DFRVVaXaLz4+noQQVFhY6PQxuwpJkig2NpYSExOJiOj69euajlRPGvT09NCIESPIYDD89L/Qu48r\n", "7NfVy0aVlZUAgPHjx6Ourg5Lly7FmDFj4O/vj+joaOTm5irpxqypra0F8D1JuBrBwcHw9vaGJEmo\n", "q6tznQFOQpIkrFmzBgkJCb+VUBvQlwb9+/eHj4+Pap3FYkFHRweEEJgyZYpNnR40ePDgAYgI3t7e\n", "qvGngR/23b9//28Ozal4eXlh4MCBmvVyfG3rfdzY2KikW9TaxxMnTgQAzRcS3ZGDBw/CbDZrvlRj\n", "jZ40qK+vx6tXrzB8+HAQEbKysjBlyhQMGzYM48aNw8qVK1FfX2/Tx1X268qRPn78GABw48YNxMfH\n", "Y+rUqSgvL0d5eTkiIyOxc+dOxMbGoqOjw6afnPYnMDBQ9XuFEMrOcscE4r0pKChAU1MTiouLf7uP\n", "3jTQ4urVq/j27RvCwsIwa9Ysmzo9aCDb4O/vr9lGjj3trjY4Sk9PDyorKyGEQFpamlIuawNo72NZ\n", "G+u27szz58+RlZWFnJwcBAcH/7K9njSQz/eSJCEmJgZ1dXU4fPgwbt++jYyMDJSVlSE6OhqXLl1S\n", "+rjKfrcOWv+nyFliampqkJubi8zMTKVu2rRp6OzsRGlpKdavX4+zZ88qdZ6eQNyapqYm7Nq1C3v3\n", "7rVJ7Psr9KSBFt++fUN+fj68vb1VZ+960EAPNjjKiRMn8Pr1a6SmpiIqKkopl7UxGo0wGo2qfT1N\n", "m7Vr1yIsLAybN2/+rfZ60kA+3799+xbDhg1DWVkZDIbv14aTJ0/GyJEjsWjRIqxYsQLPnj2Dn5+f\n", "y+x3G0e6bds2XL58+Y/6CCFw7NgxzJgxAwDw6dMnAN9v+6Smptq1T09PR2lpKS5evIhDhw79dNb+\n", "L3BUAyJCSkoKIiIisGHDBheN0rU443+gRUFBAe7evYuDBw8iLi7OkWEybkpzczO2bt2K6dOno7Cw\n", "8F8Px6UcP34cN2/exMOHD23WjP6/RHqTz/cAkJqaqjhRmQULFiAkJAQtLS0oKSnBli1bXDYWt3Gk\n", "7e3tv1wor4b1M095Fh4YGAiTyWTXNiwsDMD3K5OHDx8qGWMGDRoEAPj8+bPm78g7bfDgwX88xt/F\n", "UQ2Ki4tRW1v70+d3pLEYXy8aaHH27Fns2LED2dnZmpMMd9HAEfRgw3+lvb0dc+fOxYQJE1BRUYE+\n", "ffrY1MvaSJIESZJUr0g8RZv29nZs3boVGRkZds/6tY5xQF8aWN91CQ0NVW0TFhaGlpYW5X0AV9nv\n", "Ns9IT548qRj3J9vcuXOV7xg5ciQAYOjQoaq/MWTIEBiNRhARurq6lHI5z+mrV69U+xERXr9+DUA9\n", "gbizcFSD8+fPQ5IkxMbGwtfX12Y7c+YMAGDPnj1KmfVVu140UOPChQtYtWoVsrOzkZWVpdnOXTRw\n", "BNkG+baXGvKLOO5qw3/h5cuXSEhIQEBAAKqqquDr62vXxjqfsaxBbzxFm2vXruH9+/coLCy0O9bn\n", "zZsHAGhra1PKZAdibZenayCf74UQmuf8gIAAAMC7d+8AuM5+t7kidQYRERGorKxUTna96erqUlKx\n", "DRkyRCmfNm0agB9JwnvT0tICi8UCo9GIyMhIJ4/aeZw6dQrd3d125USEjIwMlJaWYt26ddi4cSOA\n", "H7MzQD8a9KakpAQpKSnYt28fNm3a9NO2etAgKioKQghYLBY0NzfbOA8Z2b6YmJi/PTyX0NbWhoSE\n", "BAQFBaGsrEzzbd4JEyZg0KBB+PDhAxoaGhAUFGTXxlO0WbJkCeLj41XrampqsHz5cowaNQo3btyw\n", "qdOTBhEREcpnrcmvPKGUz/cus/+3F8p4APfu3SMhBBmNRmpvb7erv3PnjrIOsLOzUym3Xojf0NBg\n", "1+/o0aMkhFDWaXkifxKQQS8aHDlyhLy8vOyi2xARFRQU0P79+23K9KKBHJDh6NGjdnUNDQ26CMgg\n", "09jYSKNHj6akpCQ7ex49ekRJSUk2ZfJi/O3bt9t9V1dXF/n4+JCXl5dHBCPQ4mfrSIn0pcHEiRNJ\n", "CEH5+fmq9ePHjychBB06dEgpc4X9unKkRD9OIpmZmXZ1y5Yt0wz/lJ2drRoa7uvXrxQaGkoGg4Fu\n", "3brlsnG7ml85UiJ9aSDHzewdvUhm5cqVtGrVKrtyPWhQXV2tGSJQjkOcm5v7j0bnPOrr6ykwMJAW\n", "L15MX758sauXHYo1cni44cOH24WH2717NwkhKCUlxaXjdjW/cqR60qCkpESxtXc0uytXrpAQgvz9\n", "/W3sdIX9unOkL168oJCQEPLy8qI9e/ZQU1MTPXnyhNLT00kIQTNnzlSNydjT00Pz589XQkc1NjbS\n", "gwcPlLK8vLx/YI1jfPz4kcxmM5nNZkpOTiYhBKWmpiplFovFpr1eNMjLy1OuuqKiolQ3Pz8/Wr16\n", "tV1fvWggxwxduHAh1dXV0dOnT5Wg9QsWLCBJkv71EB3CbDaTn58fCSEoPDxcdR/Lwet7c/LkSSVg\n", "+Z07d+jZs2dUUFBA3t7eFBMT41EB2615+vQpmc1mOnHiBAkhaNSoUVRfX09ms5nevHlj01ZPGsjx\n", "o5OSkqi2tpZaW1vp9OnT5O/vTyaTiaqrq+36ONt+3TlSou/xEjMzM2nSpEnUr18/8vX1pbi4OCoq\n", "KrJzHtZIkkRFRUUUERFBAwYMIJPJRHPmzKGKioq/OHrnIc9M5c1gMNh8bmtrs+ujBw3Cw8OVMHk/\n", "29QcKZE+NCAiqqiooMTERDKZTDRgwACKjIykoqIi1YwonsaBAweU/7HWJterUVNTQ8nJyeTn50d9\n", "+/al0NBQysnJUb2y9RTGjh1rc3xbH+9qd6L0pMG5c+do9uzZZDKZyMfHh0JCQigtLY1aW1s1+zjT\n", "fk7szTAMwzAO4DbLXxiGYRjGE2FHyjAMwzAOwI6UYRiGYRyAHSnDMAzDOAA7UoZhGIZxAHakDMMw\n", "DOMA7EgZhmEYxgHYkTIMwzCMA7AjZRiGYRgHYEfKMAzDMA7AjpRhGIZhHIAdKcMwDMM4ADtShmEY\n", "hnGA/wHTdVqAkamkCgAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tasks_using = sorted([k for k in db_taps.keys() if 'T1_SMS' not in k])\n", "#print(tasks_using)\n", "\n", "stack_dev_data = {t: db_taps[t] for t in tasks_using}\n", "\n", "for t in tasks_using:\n", " tdatadf = stack_dev_data[t]\n", " \n", " if t in phase_tasks:\n", " tdatadf = tdatadf[tdatadf.is_shiftedarea == True]\n", " \n", " tdata = tdatadf.dev_perc\n", " \n", " len_all = tdata.count()\n", " num_pids = len(tdata.index.get_level_values('pid').unique())\n", " print(short_name[t])\n", " print(\"i = \", len_all)\n", " print(\"N = \", num_pids)\n", " plt.figure()\n", " tdata.hist(figsize=(5,5), bins=60, color='white', grid=False, range=(-50,50))\n", " #plt.show()\n", " #plt.tight_layout() \n", " plt.savefig(\"c:/_Sync/1020_histograms_raw_\" + short_name[t] + '2.png',\n", " format='png',\n", " )\n", "\n", "#n, bins, patches = plt.hist(db_taps[ 30, stacked=True, normed = True)\n", "\n", "#plt.figure()\n", "#plt.hist(stack_dev_data, stacked=True)\n", "#plt.show()" ] }, { "cell_type": "code", "execution_count": 203, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#Phase tasks: portions NOT in a post-phase-shift period\n", "\n", "phase_tasks = ['Ticks_Phase_5', 'Ticks_Phase_8', 'Jits_Phase_5', 'Jits_Phase_8']\n", "\n", "phase_normal_sections = {}\n", "phase_post_shift_sections = {}\n", "phase_post_shift_all = {}\n", "\n", "for t in phase_tasks:\n", " # The only filtering done so far was to remove the \n", " # first 12 beats after participant began tapping:\n", " pdf = taps_filtered[t]\n", " normal_period = pdf[ (pdf.is_range_0a==True)\n", " | (pdf.is_range_1b==True) \n", " | (pdf.is_range_2b==True) \n", " | (pdf.is_range_3b==True) \n", " | (pdf.is_range_4b==True)]\n", " \n", " post_shift = pdf[ (pdf.is_range_1a==True)\n", " | (pdf.is_range_2a==True) \n", " | (pdf.is_range_3a==True) \n", " | (pdf.is_range_4a==True)]\n", " \n", " post_shift_all = pdf[pdf.is_shiftedarea==True]\n", " \n", " phase_normal_sections[t] = normal_period\n", " phase_post_shift_sections[t] = post_shift\n", " phase_post_shift_all[t] = post_shift_all\n" ] }, { "cell_type": "code", "execution_count": 204, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "015 0.88\n", "020 0.89\n", "066 0.88\n", "068 0.86\n", "077 0.86\n", "080 0.86\n", "015 0.85\n", "025 0.66\n", "109 0.89\n", "114 0.75\n", "089 0.88\n" ] } ], "source": [ "responses_possible = 65. #intervals possible for each phase task (post-shift regions)\n", "\n", "response_count = {}\n", "\n", "for t in phase_tasks:\n", " tdata = phase_post_shift_all[t]\n", " for p in task_pids[t]:\n", " responsecount = tdata.dev_perc.xs(p).count()\n", " responsep = responsecount / responses_possible\n", " response_p_dist.append(responsep)\n", " if responsep < 0.9:\n", " print(p, round(responsep,2))\n", " " ] }, { "cell_type": "code", "execution_count": 207, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before adjustment: \n", "\n", "\n", "Jits_Phase_8\n", "mean: -5.96495666546\n", "sd: 8.23188608557\n", "n: 97\n", "Ticks_Phase_8\n", "mean: -2.21579488663\n", "sd: 7.22294888744\n", "n: 97\n", "Jits_Phase_5\n", "mean: -3.54655307335\n", "sd: 8.15543033207\n", "n: 97\n", "Ticks_Phase_5\n", "mean: -2.85313620359\n", "sd: 6.73483236926\n", "n: 97\n", "\n", "\n", "After adjustment: \n", "\n", "\n", "Jits_Phase_8\n", "Jits_Phase_8\n", "mean: -2.35410456371\n", "sd: 6.47972834294\n", "n: 97\n", "Ticks_Phase_8\n", "Ticks_Phase_8\n", "mean: -2.35410456371\n", "sd: 6.47972834294\n", "n: 97\n", "Jits_Phase_5\n", "Jits_Phase_5\n", "mean: -2.35410456371\n", "sd: 6.47972834294\n", "n: 97\n", "Ticks_Phase_5\n", "Ticks_Phase_5\n", "mean: -2.35410456371\n", "sd: 6.47972834294\n", "n: 97\n" ] } ], "source": [ "measurement_region_overall_distributions = {'mean': {},\n", " 'sd': {},}\n", "\n", "print(\"Before adjustment: \\n\\n\")\n", "for t, df in phase_post_shift_all.items():\n", " print(t)\n", " \n", " subs = df.groupby(level='pid').dev_perc\n", " mean_of_means = subs.mean().mean()\n", " mean_of_sds = subs.std().mean()\n", " count = subs.mean().count()\n", " \n", " measurement_region_overall_distributions['mean'][t] = mean_of_means\n", " measurement_region_overall_distributions['sd'][t] = mean_of_sds\n", " \n", " print('mean: %s' % mean_of_means)\n", " print('sd: %s' % mean_of_sds)\n", " print('n: %s' % count)\n", "\n", "print(\"\\n\\nAfter adjustment: \\n\\n\")\n", "for t, df in phase_post_shift_all.items():\n", " print(t)\n", " dist_mean = measurement_region_overall_distributions['mean'][t]\n", " dist_sd = measurement_region_overall_distributions['sd'][t]\n", "\n", " subs = phase_post_shift_all[t].copy()\n", " \n", " for p in task_pids[t]:\n", " devp = subs.xs(p).dev_perc\n", " upper_limit = 20\n", " lower_limit = -35\n", " devp[devp > upper_limit] = upper_limit\n", " devp[devp < lower_limit] = lower_limit\n", " \n", " #missing = len(devp) - devp.count()\n", " #if missing > 18:\n", " # print(p, missing)\n", "\n", " \n", " #subs_replacena = subs.copy()\n", " #subs_replacena[subs_replacena.dev_perc.isnull()] = dist_mean + (1 * dist_sd)\n", "\n", " \n", " taps_filtered[t + \"_mperiod_noreplace\"] = subs\n", " taps_filtered[t + \"_mperiod_replaced\"] = subs\n", " \n", " task_pids[t + \"_mperiod_noreplace\"] = task_pids[t]\n", " task_pids[t + \"_mperiod_replaced\"] = task_pids[t]\n", " \n", " \n", " #recalc after adjustments\n", " print(t)\n", " devs = subs_replacena.groupby(level='pid').dev_perc\n", " mean_of_means = devs.mean().mean()\n", " mean_of_sds = devs.std().mean()\n", " count = devs.mean().count()\n", " print('mean: %s' % mean_of_means)\n", " print('sd: %s' % mean_of_sds)\n", " print('n: %s' % count)\n", " \n", " \n" ] }, { "cell_type": "code", "execution_count": 208, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before adjustment: \n", "\n", "\n", "Jits_Phase_8\n", "mean: -4.43349283862\n", "sd: 8.00491469163\n", "n: 97\n", "Ticks_Phase_8\n", "mean: -2.32322083877\n", "sd: 8.46003821128\n", "n: 97\n", "Jits_Phase_5\n", "mean: -2.9143554828\n", "sd: 9.001105935\n", "n: 97\n", "Ticks_Phase_5\n", "mean: -1.49184382718\n", "sd: 8.78255315072\n", "n: 97\n", "\n", "\n", "After adjustment: \n", "\n", "\n", "Jits_Phase_8\n", "mean: -4.16182324728\n", "sd: 6.56274308287\n", "n: 97\n", "Ticks_Phase_8\n", "mean: -2.11984931529\n", "sd: 6.80430966983\n", "n: 97\n", "Jits_Phase_5\n", "mean: -2.91788161657\n", "sd: 7.78822306467\n", "n: 97\n", "Ticks_Phase_5\n", "mean: -1.41394797119\n", "sd: 6.93054267767\n", "n: 97\n" ] } ], "source": [ "post_shift_overall_distributions = {'mean': {},\n", " 'sd': {},}\n", "\n", "print(\"Before adjustment: \\n\\n\")\n", "for t, df in phase_post_shift_sections.items():\n", " print(t)\n", " \n", " subs = df.groupby(level='pid').dev_perc\n", " mean_of_means = subs.mean().mean()\n", " mean_of_sds = subs.std().mean()\n", " count = subs.mean().count()\n", " \n", " post_shift_overall_distributions['mean'][t] = mean_of_means\n", " post_shift_overall_distributions['sd'][t] = mean_of_sds\n", " \n", " print('mean: %s' % mean_of_means)\n", " print('sd: %s' % mean_of_sds)\n", " print('n: %s' % count)\n", "\n", "print(\"\\n\\nAfter adjustment: \\n\\n\")\n", "for t, df in phase_post_shift_sections.items():\n", " \n", " dist_mean = post_shift_overall_distributions['mean'][t]\n", " dist_sd = post_shift_overall_distributions['sd'][t]\n", "\n", " subs = phase_post_shift_sections[t].copy()\n", " upper_limit = dist_mean + (2 * dist_sd)\n", " lower_limit = dist_mean - (2 * dist_sd)\n", "\n", " subs[subs.dev_perc > upper_limit] = upper_limit\n", " subs[subs.dev_perc < lower_limit] = lower_limit\n", " \n", " subs_replacena = subs.copy()\n", " subs_replacena[subs_replacena.dev_perc.isnull()] = dist_mean + (1 * dist_sd)\n", "\n", " taps_filtered[t + \"_postshift_noreplace\"] = subs\n", " taps_filtered[t + \"_postshift_replaced\"] = subs\n", " \n", " task_pids[t + \"_postshift_noreplace\"] = task_pids[t]\n", " task_pids[t + \"_postshift_replaced\"] = task_pids[t]\n", " \n", " \n", " #recalc after adjustments\n", " print(t)\n", " devs = subs_replacena.groupby(level='pid').dev_perc\n", " mean_of_means = devs.mean().mean()\n", " mean_of_sds = devs.std().mean()\n", " count = devs.mean().count()\n", " print('mean: %s' % mean_of_means)\n", " print('sd: %s' % mean_of_sds)\n", " print('n: %s' % count)\n", " \n", " \n", "\n" ] }, { "cell_type": "code", "execution_count": 209, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ticks_Phase_5_normal\n", "\n", " outlier beats removed per P.: mean=1.6, sd=7.2, max=68\n", "\n", "======================================================================\n", "Ticks_Phase_8_normal\n", "\n", " outlier beats removed per P.: mean=3.3, sd=11.6, max=73\n", "\n", "======================================================================\n", "Jits_Phase_5_normal\n", "\n", " outlier beats removed per P.: mean=2.6, sd=7.8, max=55\n", "\n", "======================================================================\n", "Jits_Phase_8_normal\n", "\n", " outlier beats removed per P.: mean=3.6, sd=13.2, max=95\n", "\n", "======================================================================\n" ] } ], "source": [ "#treat the sections not just after a phase shift like the other tasks...\n", "\n", "#t = 'Ticks_Phase_8'\n", "\n", "for t in phase_tasks:\n", " alt_taskname = t + \"_normal\"\n", " print(alt_taskname)\n", " tparams = sms_params[t]\n", " tdata = phase_normal_sections[t]\n", " tdata_filt = {}\n", " outlier_rem_record[alt_taskname] = {}\n", "\n", " for pid in task_pids[t]:\n", " pdata = tdata.xs(pid)\n", " filtered_a = filter_taps(pdata, tparams)\n", " filtered_b = filtered_a[filtered_a.is_outlier != True] \n", " tdata_filt[pid] = filtered_b\n", " outlier_rem_record[t][pid] = len(filtered_a) - len(filtered_b)\n", " \n", " taps_filtered[alt_taskname] = pd.concat(tdata_filt, names=['pid']) \n", " task_pids[alt_taskname] = task_pids[t]\n", " mean_rem = round(np.mean(outlier_rem_record[t].values()),1)\n", " std_rem = round(np.std(outlier_rem_record[t].values()),1)\n", " max_rem = max(outlier_rem_record[t].values())\n", " print('\\n outlier beats removed per P.: mean={}, sd={}, max={}'\n", " .format(mean_rem, std_rem, max_rem)) \n", " \n", " print('\\n' + '=' * 70) \n", "\n" ] }, { "cell_type": "code", "execution_count": 210, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['T1_SMS_5',\n", " 'T1_SMS_8',\n", " 'Ticks_ISO_T2_5',\n", " 'Ticks_ISO_T2_8',\n", " 'Ticks_Linear_5',\n", " 'Ticks_Linear_8',\n", " 'Ticks_Phase_5',\n", " 'Ticks_Phase_8',\n", " 'Jits_ISO_5',\n", " 'Jits_ISO_8',\n", " 'Jits_Linear_5',\n", " 'Jits_Linear_8',\n", " 'Jits_Phase_5',\n", " 'Jits_Phase_8',\n", " 'Jits_Phase_8_mperiod_noreplace',\n", " 'Jits_Phase_8_mperiod_replaced',\n", " 'Ticks_Phase_8_mperiod_noreplace',\n", " 'Ticks_Phase_8_mperiod_replaced',\n", " 'Jits_Phase_5_mperiod_noreplace',\n", " 'Jits_Phase_5_mperiod_replaced',\n", " 'Ticks_Phase_5_mperiod_noreplace',\n", " 'Ticks_Phase_5_mperiod_replaced',\n", " 'Jits_Phase_8_postshift_noreplace',\n", " 'Jits_Phase_8_postshift_replaced',\n", " 'Ticks_Phase_8_postshift_noreplace',\n", " 'Ticks_Phase_8_postshift_replaced',\n", " 'Jits_Phase_5_postshift_noreplace',\n", " 'Jits_Phase_5_postshift_replaced',\n", " 'Ticks_Phase_5_postshift_noreplace',\n", " 'Ticks_Phase_5_postshift_replaced',\n", " 'Ticks_Phase_5_normal',\n", " 'Ticks_Phase_8_normal',\n", " 'Jits_Phase_5_normal',\n", " 'Jits_Phase_8_normal']" ] }, "execution_count": 210, "metadata": {}, "output_type": "execute_result" } ], "source": [ "taps_filtered.keys()" ] }, { "cell_type": "code", "execution_count": 211, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def sideplots(title, serieslist, namelist, **kwargs):\n", " \n", " from matplotlib import pyplot as plt\n", " \n", " assert len(serieslist) == len(namelist)\n", " count = len(serieslist) \n", " \n", " fig, axes = plt.subplots(nrows=count, ncols=3, **kwargs)\n", " \n", " colors=['blue', 'green', 'red', 'white', 'orange']\n", " \n", " plots = [(namelist[i], serieslist[i]) for i in range(count)]\n", " \n", " for (i, (n, s)) in enumerate(plots):\n", " \n", " try:\n", " plot_color = colors[i]\n", " except IndexError:\n", " plot_color = 'blue'\n", " \n", " ax_hist = plt.subplot2grid((count, 3), (i, 0), colspan=2)\n", " ax_hist.set_title(n, fontsize=12)\n", " \n", " ax_line = plt.subplot2grid((count, 3), (i, 2), colspan=1)\n", " ax_line.set_title(n, fontsize=12)\n", " \n", " s.plot(ax=ax_line, linewidth=3, color=plot_color)\n", " s.hist(ax=ax_hist, bins=20, color=plot_color)\n", " \n", " fig.suptitle(title, fontsize=22)\n", " plt.show()\n", " \n", " #fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 212, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'Jits_ISO_5': 'iso5j',\n", " 'Jits_ISO_8': 'iso8j',\n", " 'Jits_Linear_5': 'lin5j',\n", " 'Jits_Linear_8': 'lin8j',\n", " 'Jits_Phase_5': 'phase5j',\n", " 'Jits_Phase_8': 'phase8j',\n", " 'T1_SMS_5': 'iso5t1',\n", " 'T1_SMS_8': 'iso8t1',\n", " 'Ticks_ISO_T2_5': 'iso5t2',\n", " 'Ticks_ISO_T2_8': 'iso8t2',\n", " 'Ticks_Linear_5': 'lin5t',\n", " 'Ticks_Linear_8': 'lin8t',\n", " 'Ticks_Phase_5': 'phase5t',\n", " 'Ticks_Phase_8': 'phase8t'}" ] }, "execution_count": 212, "metadata": {}, "output_type": "execute_result" } ], "source": [ "short_name" ] }, { "cell_type": "code", "execution_count": 174, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "41%\n", "\n", "\n", "\n", "!!!!\n", "\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABFAAAAGcCAYAAAD+lVRUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VNX9//H3ZCdAEkIAiQgREBRFWVRQMIBsaVkEVBRT\n", "q1iwCGoraqWKimurgEAropWvrVpF2WQVBFIbCYsgEVkiuKBUlBAg7CQhmZzfH/wYGJLMJJPJzJ2Z\n", "1/Px4PGYe+cunzln7smZD/ecazPGGAEAAAAAAKBCYf4OAAAAAAAAwOpIoAAAAAAAALhBAgUAAAAA\n", "AMANEigAAAAAAABukEABAAAAAABwgwQKgKC0c+dO8ZAxBIr9+/fr4MGD/g4DAAAALpBAAWBZr776\n", "qlq2bKmEhARdffXV+vjjj11un5OTo2effVZXXnmlLrvsMhUXF7s9x4QJE1S7dm3Vq1fP6V+DBg20\n", "bt06b32UgNK9e3cNHz7c32EEvX379mnGjBnq2bOnkpOTtWnTJn+H5FXLli1T586dlZSUpMaNG+vS\n", "Sy9Vz5499csvv1S4T2W/e19++aUaNWqkevXqKT4+Xtddd503Qw94zzzzjOrVq6fw8HCdOnXK3+EE\n", "lbCwsDJ/L878i46O1ieffOLvEPH/VVRXQ4YM8XdoAAIYCRQgxJSWluqyyy5T3bp1FR0d7ehQJCYm\n", "qkGDBho2bJh++OEHf4epSZMmafbs2crIyNDhw4c1Y8YM3X///VqxYkW528+YMUNDhw6VMUbvv/++\n", "mjVrVqnz2Gw2TZkyRYcOHXL6t3///pD9UWaz2WSz2fwdRlDbsmWLrrnmGm3fvl3jx4/XsGHDguqO\n", "qaysLD366KN6/fXXdeDAAe3du1cbN27Ua6+9pgsuuKDC/Sr73Wvfvr327dunQ4cOacuWLZWOa//+\n", "/Ro8eHCltw9UTz/9tA4dOqSmTZv6OxSPWLmemjRpUubvxZl/v/71r1WnTh1/h+iR3NxcjRkzRk2b\n", "NlX9+vV15ZVXavLkySosLHTarrw+RFpamuP9J554QnFxcQoLC1OzZs10/PhxX38Uh0aNGpVbT/Pn\n", "z/dbTAACX4S/AwDgW2FhYfr666+VmZmpN954Q++//77jvePHj+vf//63evTooYyMDLVo0cIvMe7b\n", "t08vvfSSduzYofr160uSrrnmGr3zzjv6wx/+oD59+pTZ57777tN9993n0fmC6YerN7z77ruKjIz0\n", "dxhB7corr9T//vc/x/I777zjx2i8b+7cuXrqqafUrl07x7q6deuqdevWLvfz5LtXlev35MmTys3N\n", "rdLx4XtWrqc5c+aUu/7UqVPauHGjOnXq5OOIqu/LL7/ULbfcogcffFDbtm1TXFycfvrpJ73yyiu6\n", "8cYbtWTJEiUmJkpy3YeQpCeffFI5OTlKSUnRlClT/PFxAKBGcQcKEKKMMWV+eNSpU0ejRo3S008/\n", "rUcffdRPkUkffvihBg8e7EienNG1a1cZY7R582Y/RRYamjRpokaNGvk7DASwI0eOKD4+vsr71fR3\n", "j2RpYLByPVWUIMnMzNT111+viIjA+r/J/Px83XLLLY7/oIiLi5MkXXTRRZoyZYoGDhyokSNHltmv\n", "vD7E0aNHlZaWpo4dO5I8ARC0SKAAKCM9PV2fffaZ386/ceNGp1uCz9W7d2+tWbPGq+dbt26d0tPT\n", "1aJFCyUlJal79+5avXq1V89R0xYsWKCEhAR16NBBzzzzjJo3b66kpCQ99dRT+vHHH3XTTTepXr16\n", "6tSpk3bt2lVm/9mzZysxMVH16tVT3bp1Kz0Hyvr163XzzTfrwgsvVFJSki6//HI99dRTGjVqlL78\n", "8sty9/npp5/0wAMPqEWLFkpMTFSLFi00fPhwTZs2TdOmTSt3n8OHD2vcuHFq3bq14uPj1aBBAw0a\n", "NEjr1693Gd+sWbPUrVs3NWzYUI0aNVKnTp30z3/+U7169XK5X1FRkXr06KGYmBj9+c9/rlRZhLoD\n", "Bw6oadOmqlevnt5//33dcsstTvMOtGrVSna7vcx+nn73qmLNmjVq0KCBrrrqKn3xxRdl5kRITk7W\n", "999/X+6+Vf3uHT9+XBdffLHTHCR2u13Tpk3TpZdeqvr162v48OHlDm1YuXKl+vbtq/r16ys+Pl5X\n", "XHGFnn/+eRUUFFT42Xbu3Knf/OY3uvDCC9WgQQOlpqZqyZIlnhWUG0uXLtWNN96opKQk1a9fX9df\n", "f73ee++9Mttt375dDRs2VK1atfTGG284vTdo0KAK5wupTj2dMW/ePMXFxalFixZut/WmxYsXa8CA\n", "AT47n7dMnjxZ6enp6tKlS7nvjxs3Tnv27HH7dzcvL089e/bUsGHDNH78eLfn9UU9FRUV6cUXX1Tn\n", "zp3VsGFDpaSk6LHHHiszLAkAqsQACEmffvqpuf3228t9r7Cw0FxwwQU+juisvn37mo0bN5b73muv\n", "vWaeeuopt8dISUkxRUVFbrebNm2a6dWrl1m4cKHJz883paWlZsWKFaZ58+YmIyOjyrH7048//mhs\n", "Npvp3bu3ycvLM3l5eaZFixYmPj7evPbaa6a0tNTMmTPH9O7d2+Vxli9fbu6++26351u7dq1p2rSp\n", "WbhwoaOsDx06ZF599VUTExNTbvkdOXLENG3a1EyZMsUcOnTIGGNMUVGRWbJkiWnWrJl58skny+yz\n", "Z88e06ZNG/PEE0+Yn376yRhjzNGjR82cOXPMZZddZt56661y43v55ZdNly5dzMaNG43dbjfGGPPD\n", "Dz+Y+++/39hsNse68mzcuNHYbDZjs9lM3bp13ZZFdd19991m+fLlNX4eX7n77rvNJ598UuX9Kvvd\n", "O9cPP/xgOnfuXKltf/zxx0pva4zn370zUlJSzO7du01qaqq5+eabzTfffGOKi4vNK6+8YjIzM522\n", "ffHFF80111xjVqxYYQoKCowxxuzcudPcd999pkOHDubw4cNljp+ZmWmaN29u3n//fcc1uGXLFpOW\n", "lmZeeOGFSreDlfHEE0+YTp06mc8++8yxbtOmTaZPnz7mnnvuKXefCRMmmNdff73c91x9R6paT+fq\n", "16+f49qdPHmyR8fwRMuWLc2BAwd8dj5vadmypcnNzXW5zbvvvmtGjx7ttO7cPsQPP/xgLr/8cvPh\n", "hx9W+ry+qKdLLrnEPPHEE2bnzp3Gbrebffv2mdGjR5vevXub0tLSGjkngOAXWPcZAvCJ6dOnq3fv\n", "3n47f1FRkeM24vPFxsZ69akSDz74oB588EGndb1799Y777yje++9V9u3b/fauWqaMUbNmjXTokWL\n", "FBMTI0m69dZbJckxP8wtt9yiBx54wO1xKmPlypX6wx/+oIEDBzrWJSQkaMyYMfrll1/UuHHjMvt8\n", "+eWXuuqqq/THP/7RsS4qKkr9+vXTqVOndPTo0TL7/OY3v9GLL76om266ybGubt26uuWWW9S9e3d1\n", "69ZNXbp0UatWrZz2W7Zsmf7+97+rffv2jnUpKSn6+9//rj179igsrOKbMK+88kp1795da9eu1ejR\n", "oytVHnBW2e9RdfepyeN7+t0793ypqal66KGH9Ic//MGx/qGHHnLa7tNPP9XSpUv12WefOa5dSWrV\n", "qpVee+01TZ06VQ8++KDefvttx3snT57UyJEjtXjxYrVp08axvm3btvr444/Vr18//fzzz1X6vBVZ\n", "uHChPv30U61evdppjpoOHTpo+fLluuWWWzR9+nSNGTOmSsetqD6q8z245557tHr1atWvX9+p3mrS\n", "tm3b1KhRozLDTq3u+PHjMsa4HTZ3ww03lLmT6Ixt27apb9++uvnmmzV06NBKn9sX9fTNN984LTds\n", "2NDRv5kzZ06V4gWAMxjCA8Bh9+7djidnvPTSS/4Ox6+6dOmi6Ohor9xanJWVVeFjL899CpI3XHDB\n", "BU4/wGJiYpSSklKlY1T2CTw9e/bUW2+9pbVr15YZmvHCCy/osssuK7NP+/btlZOTow8++EAnT550\n", "em/w4MG66667nNZt3bpVxpgKO9hJSUl6+OGH9dZbb5V5r0+fPnruuef07bfflnnvo48+cvnZoqKi\n", "9J///EeFhYX661//6nJbK/Pld88brPT0p+p8986w2Wz629/+5pQ8Kc+rr76q559/3unaPdeDDz6o\n", "devW6dixY4518+bNU79+/ZySJ+ee95VXXlFJSYnL81bWlClT9Le//a3cCX5tNpumT59umTkvhgwZ\n", "oiNHjmjXrl0+mwh98eLFTolkb+jfv7/ba/fll1+u1jmOHDmievXqud0uMTFR+/fvd1pns9m0fft2\n", "3XTTTXr++ef1zTffqE+fPk7fUVf8UU9nPPDAA1q8eLFPzwkgeHAHChDC5s+f79R5qlevnm699VZt\n", "2rRJdevW9VtcUVFRZX5cn3HkyBFFR0f7JI5LLrlEP/30U7U7d127dtWhQ4e8FJV1dOnSRdOmTdPk\n", "yZO1fft2RUVFqXnz5urSpYtGjBhRbsc8Li5Oy5cv10svvaQXXnhBdrtdF154oTp27Kh77rmnzP/k\n", "b9++XZ9//rnLTr4xRj179iyzfty4cXr99dc1atQo/fTTT4qLi1Pr1q3Vt29f3XHHHQE32aMngvW7\n", "5wvV+e6dq6L5nM4/l7vH9paUlOi7775z3FGVnZ2t1NTUCrc/M9+KN+zcuVMdO3as8P0zidv8/HxL\n", "JeR8ZcmSJZo5c6bXj1nT4uPjK9U+HDx4UA0aNHBaZ4xRXl6eVq5cqbZt22r48OF67rnndPvtt2vp\n", "0qU1FbJXtGzZUj/99JO/wwAQoIK/9wigQkOGDNGsWbP8HUYZjRo10g8//OD0CNQz/ve///nsf6uK\n", "iopUq1Ytn5wrUPXs2dPxA7K4uFg5OTlatGiRrrnmGi1durTcx9a2bNlSb775pmP5u+++06effqqb\n", "brpJzz77rGPYkXR6yFbv3r21aNEij+IbNWqURo0aJen0EyK++uorvf3223rttdf03//+t8L/8Qeq\n", "+92r6rn+85//OA03q4yaHvJUVVa6g8hX9u/fr7y8vHLvuLO6OnXqKCwsTHl5eWrYsGGF261evbrc\n", "72aPHj3Utm1bx/KTTz6pW265RbNmzdKwYcNqJGZvKCoqou0H4DGG8ACwnK5du2rlypXlvrdixQpd\n", "ffXVNR6D3W5Xdna2Lr/88ho/l9V4+qMsMjJSV111lZ588kn95S9/0QsvvFCp/Vq2bKmRI0fq008/\n", "1WOPPeb0XufOnfXZZ5/pyJEjHsV0rri4ON1www2aOXOmOnbsqPfff7/ax4R3WSkh4M3vnjs33HCD\n", "5s2bV6V9rr76apdPS8vJydHBgwerG5okqXXr1tq4cWOF7//8888qLCwsc7dOKCRUli5dqv79+/s7\n", "DI8NHTpU06dPr/B9Y4ymT59e6YRIVdp+f1m/fr2uuuoqf4cBIECRQAFCVHU6tvPnz1dcXJyaN2+u\n", "7777zotRnTZ06FAtWLCgzK3F//3vf1VSUqJrrrnGK+f5xz/+oblz55b73syZM3XdddepTp06XjmX\n", "L1RUp1Wt68pu365duwp/8NpstnIfFTl06FDt3LmzwmOe/7jWhg0b6je/+Y1GjBhR4T4nTpzQF198\n", "4bRu8+bN+u1vf1vhPhXFd8aZxxhHR0eXSerUlGD7senJ56npferVq1fppIKn3z1PjB07VjNmzFB2\n", "dnaF23zxxRdOQxuHDBmiZcuWKScnp8y2paWlevjhh732nRo7dqz++Mc/ljuBd2lpqe6//36NHTu2\n", "zHsXXHCBcnNzy6zfs2eP1q9fX2F8Vamn89X036fz1cT8J7708MMP69///rcyMzPLfX/SpElq0qSJ\n", "rrvuOqf1FdXdJZdcohYtWigjI8PleWuyngoLC/Xb3/623OTniRMnNG3aNJd/HwDAFRIoQIiqzv/0\n", "vvXWWzp+/Lh+/PHHGrm9PSEhQaNHj9aQIUMc45TXr1+v3/3udy7/p+x87j5j37599dJLL2nMmDGO\n", "Dtzx48c1depUvfzyy5o6darnH8IPvPVEi8puv3XrVg0bNkxbt25VaWmppNNz1Lz99tv6wx/+UO4P\n", "qry8PKWnp+s///mPioqKJJ3u7GZkZOhXv/pVucmKV155RSdOnNBNN92k7OxsR3y7d+/W9OnT1a5d\n", "O61bt85pn8OHD+vDDz/UM888oz179jg+188//6ynn35ay5cv1x133OHys2VmZqq4uFgzZsyoVHlU\n", "hzHGUndfVJenn6em94mPj1dKSoqeffZZRzIiPz9fCxYs0KBBg/T00087be/Jd8+T+Jo1a6Z///vf\n", "uummm/TGG2/o8OHDkk5fG5mZmfrtb3+ru+++2ynBWKtWLc2cOVMDBgzQrFmzHNfT1q1b9etf/1rS\n", "6QSGN75XAwcO1I033qjU1FStXr3acb1nZ2frV7/6lRITE8t9WtWvf/1rvfvuu9qyZYskKTc3V1Om\n", "TNE111yjo0ePVhhbVevpXDX99+lcRUVF2rBhg8u5aKyuXr16mjdvnu666y5NnDjR8R8Xe/bs0dix\n", "Y7VgwQKnIZdnuPpejRo1Sv/4xz9cnrcm6ykmJkZXXXWVrrvuOs2dO9eRLN+8ebP69Omj9PT0kLy7\n", "FICX1OhDkgFYjt1uN61btzZ16tQxUVFRJiEhwSQkJJgGDRqY7OzsSh1j3rx5Ji4uzlx88cXmu+++\n", "q7FYp06dalq0aGHi4+NNhw4dzCeffFLhtm+++aapV6+e4/OEh4c7XickJJg///nP5e536tQpM3Hi\n", "RNOuXTuTmJhoGjZsaIYPH25++eWXmvpYNWL+/PkmPj7eREREmJSUFHPixAljjDETJkwwsbGx5qGH\n", "HnJse8EFF5gGDRqYjRs3GmOMWbVqlalfv76jrM7/biQkJJjRo0eXOWfPnj3NsmXLTFpammnYsKGJ\n", "i4szDRs2NEOGDDGbNm0qN87bb7/dZGZmmjvvvNNcdNFFJiEhwcTHx5vU1FQze/bsCj+f3W43//jH\n", "P0znzp1NYmKiqVevnrnsssvMAw88YLZv315m+82bN5s//vGP5tVXXzXXXnutSUxMNHXq1DEpKSlm\n", "9OjRZt++fS7Ls6ioyPTo0cNER0ebxx57zOW2nvjqq69Mw4YNHeUbFRVl6tSp41i+4YYbvH7Omvbp\n", "p586vkfnf56EhASTnp5eZh9PvnvfffedueCCCxzvx8XFmcjISKd9evfuXWGcBw4cML///e/NRRdd\n", "ZOrVq2eaNm1qbrvtNjN//vxyt6/qd+8vf/lLhe1QQkKCmTRpUoWxffvtt+aee+4xTZo0MfXq1TON\n", "GjUyffv2NTNnzjSnTp0qd5+dO3ea9PR007hxY5OYmGjat29vpk+fbux2u0lJSamw7D2xePFi06NH\n", "D0c5dO7c2fz73/92uc/SpUvNZZddZuLj403Tpk3NiBEjzPbt283dd99t6tSpU2F5VLWezvDV3ydj\n", "jNmyZYu55557avQcvpKbm2tGjx5tmjRpYhITE03btm3NpEmTTGFhodN25fUhzr/e7Ha7ufDCC01C\n", "QoKZOnVquefzRT1t2rTJ3HbbbSY5OdkkJCSY9u3bu/2+AoA7NmOC6L+8AAAAAAAAagBDeAAAAAAA\n", "ANwggQIAAAAAAOAGCRQAAAAAAAA3SKAAAAAAAAC4QQIFAAAAAADADRIoAAAAAAAAbpBAAQAAAAAA\n", "cIMECgAAAAAAgBskUAAAAAAAANwggQIAAAAAAOBG+IQJEyb4OwgAgGuLFi3S/fffryuvvFJ/+9vf\n", "tHbtWsXExKikpERTpkzR559/rlWrVqmkpETNmzfX8ePHNWDAAIWHh6tt27aSpIyMDI0ePVpdu3ZV\n", "QkKCnz8RAAAIBfRhEEwi/B0AAMC9gQMH6ssvv9TatWv14osvOr33zDPPOF5PmDBBvXr1Up06dXTH\n", "HXfohhtu0OrVq/Xdd99p+PDh2rBhg1JSUnwcPQAACFX0YRBMSKAAQAAZPXq00/KPP/6o9957TxER\n", "EYqIiNDevXsd711//fVat26dcnJyJEk//PCDmjdv7tN4AQAAJPowCA4kUAAggL322mt68cUXFRFx\n", "ujkfP368471LLrlE77zzjmJiYtS6dWu9+eabGjVqlL9CBQAAcKAPg0BkM8YYfwcBAHBt2rRpWrJk\n", "iXr16iVJ6tOnj9q3b6+ZM2dq//79stlsKioq0saNG/X73/9eAwYMkCTdfvvt+tOf/qQ2bdro2muv\n", "1ZYtW/z5MQAAQIihD4Ng4jaBsnbtWu3bt0+S1LRpU3Xs2LHCbXNzc5WRkaHw8HB169ZNjRs39m60\n", "AAAAACpt165d2rRpk6Kjo5WWlqb8/Hz66wDgIbdDeK6//nrH6xUrVrjcdsOGDUpPT5ckLViwQIMG\n", "DapmeAAAAAA8cfjwYe3du1e33nqrYx39dQDwXFhlNvrxxx81efJktWzZ0uV2sbGxjtdRUVHViwwA\n", "AACAxzZv3qzatWtr/vz5+uabbyTRXweA6qhUAiUlJUVjxozRxo0bXW537migyMjI6kUGAAAAwGN5\n", "eXk6fPiwhgwZom+//ValpaX01wGgGir9FJ6YmBjVrVvX5TZ2u93x2mazVbjdihUrFB4eXtlTAwAA\n", "AH6RkJDgcg5Aq0tNTZUkXXjhhcrPz690f12izw4geHnatrtNoOTn5ysxMVGS8x0m27ZtU1hYmNq0\n", "aeNYV1BQ4NjuzOvyhIeHq0OHDlUOFtaTlZWlrl27+jsMVBP1GByox+BBXQaGrKxwDRwYV+PnWbTo\n", "qLp2tbvfEDUiOzvb3yF4rFWrVtq1a5datmypQ4cO6fLLL690f12ydp/dyu0ksXmG2DxDbJ7xtG13\n", "m0BZs2aNioqKJElXX321Y/26detks9mcEiidOnXSrFmzZIxxPKYKAAAAgO+1a9dOc+fO1datW9Wg\n", "QQNFRkbSXweAanD7GOOakJGRYdlsNgAAQGVwB0poyM7OVs+ePf0dhl/QZwcQrDxt2ys1iSwAAAAA\n", "AEAoI4GCasnKyvJ3CPAC6jE4UI/Bg7oEANes3E4Sm2eIzTPE5lskUAAAAAAAANwggYJqseqsyqga\n", "6jE4UI/Bg7oEANes3E4Sm2eIzTPE5lskUAAAAAAAANwggYJqCcZxbaGIegwO1GPwoC4BwDUrt5PE\n", "5hli8wyx+RYJFAAAAAAAADdIoKBagnFcWyiiHoMD9Rg8qEsAcM3K7SSxeYbYPENsvkUCBQAAAAAA\n", "wA0SKKiWYBzXFoqox+BAPQYP6hIAXLNyO0lsniE2zxCbb5FAAQAAAAAAcIMECqolGMe1hSLqMThQ\n", "j8GDugQA16zcThKbZ4jNM8TmWyRQAAAAAAAA3CCBgmoJxnFtoYh6DA7UY/CgLgHANSu3k8TmGWLz\n", "TLDFVlIiTZwYo+HDa+v//i9ae/bYqrR/fr5NixZFavz4WiotrfLp3Yrw/iEBAAAAAAAqr6BAGjmy\n", "tj7+OEqStHBhlB59NFZt25YoLa1Yv/pVsa66yi7bOTmVI0dsWrs2QqtXRygrK0Lbtp1Ncdx22ym1\n", "bWv3aow2Y4xxtcH27du1c+dOlZaWqnPnzmrSpEmF2y5evFh2++kAW7RoobZt25a7XUZGhjp06FCN\n", "sAEAAPwrKytcAwfG1fh5Fi06qq5dvdsBROVlZ2erZ8+e/g7DYwUFBZo6daruuusuJScnS5Jyc3OV\n", "kZGh8PBwdevWTY0bNy53X/rsAHzl6FHpjjvqaO3aSJfbNW5cqrS0YtWubZSVFaEtW8JVWlr+XSrP\n", "PXdSY8YUlfuep2272ztQDh48qCFDhkiSPv74Y5cJlJiYGPXu3bvKQQAAAADwvszMTPXt29dp3YYN\n", "G5Seni5JWrBggQYNGuSP0ABAkpSXZ9Ott9bR1q1n0xNDhxbpwIEwrV4doeLiswmSvXvD9M9/Rld4\n", "rPBwo/bt7brhhmJ17Vri9VjdzoGSmppa6YPZ7XbNnz9f8+bNU3Z2drUCQ2Cw8pg7VB71GByox+BB\n", "XQLwhkOHDik2NlYxMTFO62NjYx2vo6KifB2WV1i5nSQ2zxCbZwI9tt27w/SrX9V1Sp5MmHBSr79+\n", "UnPnHte33x7WP/95XLfdVqR69cpOahIWZtSuXYkeeKBQH354TLt2HdaKFcf05JOFuuoq79+9Wek5\n", "UFauXKlrr73W5TZpaWmO18uWLXO5bVZWluOxRmcKlmWWWfbP8tatWy0VD8ssh/ryGVaJh+Xyl48c\n", "OSqp5ofwnOHvzxuqy+cmGwJNVlaW+vXrpx07djitP3cEf2Sk69vls7LoswdTG27lPt/WrVstFU+g\n", "LJ9hlXiq8n378ce6evHFVOXmnr6vIyysVNOmFSg9/ZTT9jfdVKz69T/V7bfbFBnZTRkZEfrxx5/V\n", "pk2+Roxopfh449i+bt3Kxecpt3OgSKdv/WvWrJlSUlIqfeBVq1apV69e5b7HeEoAABDomAMlNATy\n", "HCgzZ85UUlKS8vLylJKSoj59+kiSli9f7viPT/rsAPxh/fpwDRtWR0eOnE6eREcbvfXWCf3qV8U+\n", "OX+NzYGyevVqNWrUqEzyZNu2bQoLC1ObNm0c63bv3q1mzZpJkgoLC6scDAAAAADvGDFihCQpJydH\n", "CQkJjvUFBQWSTt+JcuY1APjK0qWRuvfe2iooOD23Sd26Ru+/f1xdupT4OTL3XM6BkpeXpzVr1mjH\n", "jh1asGCB3n33Xcd769at09q1a5223717t+bMmaM5c+aodevWNRMxLOX8W8cQmKjH4EA9Bg/qEoC3\n", "5OfnKysrS9u2bXOs69Spk2bNmqVZs2apU6dOfozOc1ZuJ4nNM8TmmUCKLTfXpt/9rrbuvLOOI3nS\n", "oEGpFi8+FhDJE8nNHSgNGzbUuHHjyn1v5MiRZdZVZcJZAAAAADUrMTFR9957r9O65ORkDRs2zE8R\n", "AQg1paXSv/4VpWefraWjR8/ew9GsmV3z5h1X8+ZlJ4e1KrdDeABXqjsJD6yBegwO1GPwoC4BwDUr\n", "t5PE5hli84zVY9u2LVwPPRSrTZucUw9Dhxbp+ecLlJTkdkpWSyGBAgAAAAAAvOb4cemll2rp9dej\n", "ZbfbHOubN7dr0qST6t49MIbsnM/lHCiAO1Yec4fKox6DA/UYPKhLAHDNyu0ksXmG2DxjxdiWL4/U\n", "9dfHafq/vkg+AAAgAElEQVT0GEfyJCrK6NFHC5SVdTRgkycSd6AAAAAAAIBq+vlnm/7851gtWRLl\n", "tL5Ll2JNnnxSrVoFzlwnFSGBgmqx8pg7VB71GByox+BBXQKAa1ZuJ4nNM8TmGSvEZrdLb74ZrRdf\n", "rKXjx88O10lMLNVzzxXo9ttPyWZzcYAAQgIFAAAAAABU2Zdfhmvs2Fh99ZVzaiE9vUjPPFOgxMTA\n", "miTWHeZAQbVYccwdqo56DA7UY/CgLgHANSu3k8TmGWLzjL9iO3pUGjeulnr3ruuUPGnVyq4lS47p\n", "738/qZyc1X6JrSZxBwoAAAAAAHDLGGnx4kj9+c+x2rv37P0Y0dFGjzxSqAceKFRUlIsDBDgSKKgW\n", "K4y5Q/VRj8GBegwe1CUAuGbldpLYPENsnvFlbP/7X5j+9KdaWrHCOUPSvXuxJk06qebNnSeJtXK5\n", "eYoECgAAAAAAKFdxsTRjRrRefrmWTp48Oxtsw4aleuGFkxoypDhoJol1hzlQUC1WHg+IyqMegwP1\n", "GDyoSwBwzcrtJLF5htg8U9OxbdgQrh496mrChFin5Mnddxdp/fqjuvnmipMnVi43T3EHCgAAAAAA\n", "cDhyxKZnn62lf/0rSsaczZC0aVOiV145qWuvtfsxOv8hgYJqCcZxbaGIegwO1GPwoC4BwDUrt5PE\n", "5hli84y3YzNGmj8/Uk88Eau8vLMDVmJjjf70pwLdd1+RIiP9E5sVkEABAAAAACDE/fBDmB55JFaf\n", "fuqcIenT55RefrlATZuWVrBn6HA7B8r27ds1f/58zZ07V3v27HG5bW5urt577z198MEH2rt3r9eC\n", "hHUF47i2UEQ9BgfqMXhQlwC8pby+fDD02a3cThKbZ4jNM96I7dQpafLkGHXpEueUPGncuFT/+tdx\n", "zZp1wqPkiZXLzVNu70A5ePCghgwZIkn6+OOP1aRJkwq33bBhg9LT0yVJCxYs0KBBg7wUJgAAAICq\n", "Kq8vT58dwBlr10Zo7NhYffNNuGOdzWY0cmSRHn+8QHFxfgzOgtwmUFJTUyt9sNjYWMfrqKgoF1si\n", "WATjuLZQRD0GB+oxeFCXALylvL58MPTZrdxOEptniM0znsaWn2/T00/X0nvvRTutv+qq05PEtm9f\n", "/UlirVxunqr0HCgrV67Utdde63IbY4zjdWRlZ5YJEXl5Nu3fX/MPxw4Lk1q1KlV4uPttAQAAEBrO\n", "7cvTZwdClzHSBx9E6amnaungwbMzetSpY/T44wUaMaJIEcyUWqFKFU1mZqYuueQSJSUludzObj+b\n", "pbJV9DDo/y8rK8uRkTozNiqYl4uL2+rmm1Nclok3tG9fokmTNujEiYM++XznjmuzUnmzXLXlrVu3\n", "6r777rNMPKG43KRJqvbssenIkaOSpPj40/dLVmX5zGtX20dE7FVJyTd+/7wsu14+s84q8bBc/vLp\n", "68t39zb7+/OG6vK5d2sEqvP78sHQZz+/vfR3POcunx+jv+MJlD7fjBkz1LZtW8vEE4zftz17auv9\n", "929QVpZz4rR//1MaMiRTSUmFiogIje+bp2zm3BR0OVavXq0GDRro0ksvdVq/bds2hYWFqU2bNo51\n", "H330kQYPHixjjJYsWaIBAwaUe8yMjAx16NChWoEHmq++ClOPHvE1fp727Uu0dOkxxcTU+KkkOf9R\n", "ReCiHv0vKytcAwfW/A+xRYuOqmvX6t+SiZrFNRkYuG5DQ3Z2tnr27OnvMDxWXl8+GPrsVm4nic0z\n", "xOaZysRWWChNmRKjadNidOrU2aRpkyZ2vfxygdLSiv0Wm7942rZHuHozLy9Pa9as0aWXXqodO3bo\n", "2LFjuvPOOyVJ69atk81mc0qgdOrUSbNmzZIxRr169apyMAg8Vr0gUDXUI2AtXJMAvKGivnww9Nmt\n", "3E4Sm2eIzTPuYsvMjNAjj8Tq++/PzvEQHm40alSRHnusQHXq+C+2QOQygdKwYUONGzeu3PdGjhxZ\n", "Zl1ycrKGDRvmncgAAAAAeKyivjx9diD47d9v05NP1tLs2c6TxHbsWKIpU07qiiu4s9ETYe43ASp2\n", "7tg7BC7qEbAWrkkAcM3K7SSxeYbYPHN+bKWl0jvvRKlTpzin5EndukYTJ57U8uXHfJY8sXK5ecrl\n", "HSgAAAAAAMD6vv46TGPH1tbnnzv/zB88+JReeOGkLrjA5fSnqAQSKKiWYBzXFoqoR8BauCYBwDUr\n", "t5PE5hli80zXrl118qQ0aVKMXn01RiUlZyeJbdbMrokTT6pXrxK/xRZsSKAAAAAAABCAVq2K0KOP\n", "xmr37rOTxEZEGD3wQKEefrhQQfAkdkthDhRUSzCOawtF1CNgLVyTAOCaldtJYvMMsVVNbq5N99xT\n", "W0OH1nVKnnTuXKzMzKN68kn/J0+sWG7VxR0oAAAAAAAEALtd+uc/o/Xcc7V07NjZ4ToJCaV65pkC\n", "paefUhi3SdQYEiiolmAc1xaKqEfAWrgmAcA1K7eTxOYZYnNv69ZwPfRQrLKznX/G33ZbkZ59tkAN\n", "GlhrklirlJs3kUABAAAAAMCijh+X/vrXWnrjjWjZ7WfvOmnRwq7Jk08qNdU/k8SGIm7uQbUE47i2\n", "UEQ9AtbCNQkArlm5nSQ2zxBb+ZYti9R118XrtddiHMmTqCijP/2pQKtXH1VY2H/9Fps7Vq5TT3EH\n", "CgAAAAAAFrJnj01//nOsli6Nclp/ww3FmjTppC65pNRPkYU2EiiolmAc1xaKqEfAWrgmAcA1K7eT\n", "xOYZYjutpER6881o/eUvtXT8+NnhOvXrl+q55wp0222nZDu7mnLzMRIoAAAAAAD4WXZ2uMaOjdWW\n", "Lc4/03/zmyJNmFCgxERrTRIbipgDBdUSjOPaQhH1CFgL1yQAuGbldpLYPBPKsR09Kj32WC317l3X\n", "KXnSqpVdS5ce09/+drLC5Ekol5s/uL0DpbS0VMYYhYeH+yIeAAAAAACCnjHSokWRevzxWO3de/be\n", "hpgYo0ceKdT99xcqKsrFAeBzLhMoy5cv165duzRo0CAlJye7PNDixYtlt9slSS1atFDbtm29FyUs\n", "KxjHtYUi6hGwFq5JADUpNzdXGRkZCg8PV7du3dS4ceMq7X/okE0rV0bqmmtKdPHFVZ/I8sABm2bO\n", "jNbDDxcqMrLKu0uydjtJbJ4Jtdj+978wPfporFaudL4IevQ4PUlsZa+tUCs3f3OZQElLS1NOTk6l\n", "DhQTE6PevXt7JSgAAAAANWPDhg1KT0+XJC1YsECDBg2q9L45OWEaOrSufvklTBERRvfdV6RHHilQ\n", "3bru9y0slP7xj2hNnlxLx47ZlJRkNGJEkacfAwhIxcXSjBnReumlWiooODsbbMOGpXrhhZMaMqTY\n", "aZJYWIvX5kCx2+2aP3++5s2bp+zsbG8dFhYXjOPaQhH1CFgL1ySAmhQbG+t4HVWF8QGffhqhtLQ4\n", "/fLL6Z8QJSU2/f3vMerUKV5z5kTJVDC/pTHSvHmR6tQpThMmxOrYsdO/Dl96KUbHjnn2GazcThKb\n", "Z0Ihts8/D1ePHnU1YUKsI3lisxndc0+hPv/8qG6+uerJk1AoNyvx2lN40tLSHK+XLVvmrcMCAAAA\n", "8CJzTqYjspJjaN57L0oPPRSrkpLTv+7CwoxKS0+/zs0N0+9/X1v/+leUXnqpQFdcYXfs9/nn4Ro/\n", "PlabNjn/7GjZ0q5nnilQnTrV/TSA9R0+bNMzz9TS229HO62//PISvfLKSV1zjb2CPWE1NfIY48o0\n", "xFlZWY4xUWcyU8G8XFzcVlK823Lxhq+//lonThz0yefr2rWrJcqX5eovn2GVeEJtWeomXzhy5Kiy\n", "sr70++dlmeVgWD5y5KikOPmKvz9vqC6fe7dGsDgzb6Ek2dz8d/fq1VnKyuqliRNrOdYlJ5fqww+P\n", "66OPvtM//9lGhw7FSJLWrYtU9+4R+t3vinTHHac0fvxxrVnjPI9i3bqnNH58ie6+u0iff56lNWs8\n", "q6OuXemDBluf78w6q8Tjje+bMdK+fT30xBOx2r//7OCP2Fij227L0YABP+iaa7r4/fPV5PIZVonn\n", "3O+bJ2zGVHSz3Wk5OTlKSEhwmkR227ZtCgsLU5s2bRzrdu/erWbNmkmSlixZov79+1d4zIyMDHXo\n", "0KFagQear74KU48eNZ9Aad++REuXHlNMTI2fCoAXZWWFa+DAmv8htmjRUXXtyv9yAN7AdRsasrOz\n", "1bNnT3+H4VUfffSRBg8eLGOMlixZogEDBpS7XUZGhmbO7KoPPjj7v+ZXXFGiDz44ruTk0z8hjh6V\n", "Jk2qpddfj3bcnVKeqCij3/++SGPHFio+3uXPDyAo7NoVpocfjlVmpvPNBX37ntLLLxfooouqPgEz\n", "vMfTtt3lHCirVq1SVlaWVq1apc8++8yxft26dVq7dq3Ttrt379acOXM0Z84ctW7dusqBIDCdn1lE\n", "YKIeAWvhmgRQkzp16qRZs2Zp1qxZ6tSpk8ttz02e3HhjsZYuPeZInkhSXJz07LMFWr36qLp1Ky73\n", "GIMHn9Lnnx/VM88UeC15YuV2ktg8EyyxFRVJEyfGqEuXOKfkSePGpXr77eN6//0TXk2eBEu5BYoI\n", "V2/26tWr3PUjR44ssy41NdU7EQEAAACoMcnJyRo2bFiV9rnzziJNmnSywscOt25dqvnzj2vx4kiN\n", "H19Le/aE6+qrS/T88yd17bXcQYXQsGZNhMaOjdW334Y71oWFGY0cWaTHH6/c06pgbS4TKIA71R1D\n", "BmugHgFr4ZoEYCVPPFGgsWML3T4dxGaTBg4s1q9/XazcXJsuvNDU2ONYrdxOEptnAjm2gwdteuqp\n", "Wpo1y3mS2HbtTk8S265dzSURA7ncAhEJFAAAAADlev31Exo69FSV9omIkJo0YZ4TBD9jpFmzovTU\n", "U7WUn392dow6dYyeeKJAI0YUKTzcxQEQcFzOgQK4E4zj2kIR9QhYC9ckAKuoavLEV6zcThKbZwIt\n", "tm++CdPAgXV0//21nZIn/fuf0rp1R/T73/smeRJo5RbouAMFAAAAAIBKKCyUXnklRtOmxai4+OwY\n", "tSZN7Jo4sUB9+5Y/mTKCAwkUVEswjmsLRdQjYC1ckwDgmpXbSWLzTCDE9t//RuiRR2K1a9fZW0vC\n", "w43uu69Ijz1WoNq1/RebFVk5Nk+RQAEAAAAAoAJ5eTaNH19Lc+c6TxLbsWOJpkw5qSuu4ElToYI5\n", "UFAtwTiuLRRRj4C1cE0CgGtWbieJzTNWjK20VPrXv6LUsWOsU/IkLq5Ukyef0CefHPN78sSK5XaG\n", "lWPzFHegAAAAAABwjpycMI0dW1sbNjj/ZB4y5JReeOGkGjXiSVOhiAQKqiUYx7WFIuoRsBauSQBw\n", "zcrtJLF5xiqxnTwpTZxYS9OnR6uk5OwksSkpdk2ceFI9e5b4MbqyrFJu5bFybJ4igQIAAAAACHkr\n", "V0bo0Udj9b//nZ0kNjLS6IEHCvXww4WqVcuPwcESmAMF1RKM49pCEfUIWAvXJAC4ZuV2ktg848/Y\n", "9u616e67a+u22+o6JU86dy5WZuZRde++yrLJE+rUt0igAAAAAABCjt0uvflmtDp1iteiRVGO9fXq\n", "lWratBNasuS4Lr201I8RwmoYwoNqCcZxbaGIegSshWsSAFyzcjtJbJ7xdWxbtoRr7NhYZWc7/yS+\n", "/fYiPftsgZKSzk4SS7l5xsqxeYoECgAAAAAgJBw/Lv3lL7X0xhvRKi09O0lsy5Z2TZp0Uqmp1pok\n", "FtZSqSE8paWlstv9+3xrWFMwjmsLRdQjYC1ckwDgmpXbSWLzjC9iW7o0Up07x2vGjBhH8iQqyuix\n", "xwq0evXRCpMnoV5unrJybJ5yewfK8uXLtWvXLg0aNEjJyckut83NzVVGRobCw8PVrVs3NW7c2GuB\n", "AgAAAKi87du3a+fOnSotLVXnzp3VpEkTSfTZEXr27LFp3LhYffxxlNP61NRiTZp0Ui1bMs8JKsdt\n", "AiUtLU05OTmVOtiGDRuUnp4uSVqwYIEGDRpUvehgecE4ri0UUY+AtXBNAvCGgwcPasiQIZKkjz/+\n", "2JFACYY+u5XbSWLzTE3EVlIivfFGtP7611o6ceLscJ369Uv1/PMFGjr0lGw2Fweowdi8hdh8y6tz\n", "oMTGxjpeR0VFudgSAAAAQE1KTU0tdz19doSCTZtOTxK7davzT9477yzShAkFqlfPVLAnUDGvJlCM\n", "OfsljIyMdLltVlaWIyN1ZmxUMC8XF7eVFO+yTLzl66+/1okTB33y+c4d11aT54uIaKWSktO3lx45\n", "clSSFB8f5/XlJk2M9uz5rMY/j9WWt27dqvvuu88y8Vhpef36PB08WLtGvm/nLkdH+6Z9KC09paVL\n", "C2v884Ty9eSN5TPrrBJPIC376u+FJB09WixfskL5huLyucmGQLVy5Upde+21juVg6LP7qg/qyfL5\n", "Mfo7nkDp882YMUNt27at9vGuvLKrnn++lv7v/6JlzNnbSy666JjGjNmie+9tU+Xj830Lvu+bp2zm\n", "3Ba0Ajk5OUpISHA7B8ry5cuVlpYmSVq1apV69epV7nYZGRnq0KGDB+EGrq++ClOPHjX/A6l9+xIt\n", "XXpMMTE1fipJzn9Ua/Y84Ro4MK7Gz7No0VF17Rp6Eyb7qh4Dka++e+++e0x33lk3aM4jhe715A1c\n", "k57z1TUr+e564lryr+zsbPXs2dPfYbh04MABzZ4922ld//791bRpU2VmZqpZs2ZKSUlxvBcMfXYr\n", "t5PE5pnqxmaMtHBhpB5/PFa5uWeflRITY/Too4UaM6ZQnt5wFczlVpOsHJunbXuEpyfctm2bwsLC\n", "1KZNG8e6goICSaez2mdeI7hZ9YJA1VCPgLVwTQKoiqSkJI0ePbrM+tWrV6tRo0ZOyRMpOPrsVm4n\n", "ic0z1Ylt9+4wPfporFatcr6j6sYbT08Sm5JSvUlig7XcapqVY/OU2wTKqlWrtGvXLsXExCglJcUx\n", "lnLdunWy2WxOCZROnTpp1qxZMsZUmMkGAAAAULP27dunNWvW6NJLL9WOHTt07Ngx3XnnnZLosyN4\n", "FBdL06dHa+LEWiooODtcp1GjUr3wwkkNHlxcqUligcpym0CpqFEdOXJkmXXJyckaNmxY9aNCwLDy\n", "bVmoPOoRsBauSQDV1ahRI40bN67c94Khz27ldpLYPFPV2NavD9fYsbW1Y0e4Y53NZnTPPUUaP75Q\n", "8fHemyQ2mMrNl6wcm6c8HsIDAAAAAIAvHTpk0zPP1NI770Q7rb/iihK98spJXX01c0ah5pBAQbUE\n", "W0YxVFGPgLVwTQKAa1ZuJ4nNM+5iM0aaMydK48fX0oEDZyeJjY01GjeuQKNGFSmihn7dBnK5+ZOV\n", "Y/MUCRQAAAAAgGV9/32YHnkkVpmZzpPEpqWd0ksvFeiii6o3SSxQWWHuNwEqdu7zxxG4qEfAWrgm\n", "AcA1K7eTxOaZ8mIrKpJefjlGXbvGOSVPGjcu1TvvHNd7753wSfIk0MrNKqwcm6e4AwUAAAAAYClZ\n", "WRF6+OFYffvt2Uliw8KMRo4s0uOPF6huXT8Gh5BFAgXVEozj2kIR9QhYC9ckALhm5XaS2DxzJraD\n", "B2166qlamjXLeZLYdu1KNGXKSV11le8niQ2EcrMiK8fmKRIoAAAAAAC/MkZ6//0oPfVULR06dHam\n", "iTp1jMaPL9Dvflek8HAXBwB8gDlQUC3BOK4tFFGPgLVwTQKAa1ZuJ4mt6nbuDFNqaqkeeKC2U/Jk\n", "wIBTWr/+iO6917/JE6uWm0RsvsYdKAAAAAAAv/joo0iNGlVbxcU2x7qLLrJr4sST6tOnxI+RAWWR\n", "QEG1BOO4tlBEPQLWwjUJAK5ZuZ0ktso7dkx65JFYR/IkPNxozJgiPfpogWrX9nNw57BauZ2L2HyL\n", "BAoAAAAAwOdmzoxxDNm58MJSffDBcV1+ue8niQUqizlQUC3BOK4tFFGPgLVwTQKAa1ZuJ4mtco4f\n", "l6ZPP/ukncGDt1g2eWKlcjsfsfkWCRQAAAAAgE+99Va08vNP/xxt2tSuG2/c4+eIAPdIoKBagnFc\n", "WyiiHgFr4ZoEANes3E4Sm3snTkivvhrjWH7ooUJ1797FjxG5ZpVyKw+x+ZbLOVByc3OVkZGh8PBw\n", "devWTY0bN65w28WLF8tuP33LVYsWLdS2bVvvRgoAAACgSgoKCjR16lTdddddSk5OllS1Pj5QE956\n", "K1oHDpz+v/wmTewaNuyUnyMCKsflHSgbNmxQenq6br/9dn3++ecuDxQTE6NBgwZp0KBBJE9CSDCO\n", "awtF1CNgLVyTALwlMzNTffv2dVpXlT6+VVm5nSQ2106edL77ZOzYQkVFWSO2ihCbZ6wcm6dc3oES\n", "GxvreB0VFeXyQHa7XfPnz5cxRhdffLE6dOjgnQgBAAAAVNmhQ4cUGxurmJgYp/VV6eMD3vavf0Vr\n", "//7T/4+fnFzK3ScIKC4TKMYYx+vIyEiXB0pLS3O8XrZsWTXDQqAIxnFtoYh6BKyFaxKAN2RlZalf\n", "v37asWOH0/qq9PGtysrtJLFVrKBA+vvfnec+if7/D+Lxd2yuEJtnrBybp1wmUM7MaSJJNput0get\n", "TEOclZXlKNAzt/YE83JxcVtJ8W7LxRu+/vprnThx0FKfv7rLR460lxTnWYFUkRU+L8vWWT5y5Kh8\n", "9d3zhZIS3z4e0N/1x3LoLfvy7wXXU2gsn3u3hlUdOHBAs2fPdlrXv39/7du3T4sWLVJeXp5SUlIc\n", "c6BUpY8fan12lmt2efHii7VvXz1JUv36BWre/FNJ11smPpZDZ9lTNnNuCvo8H330kQYPHixjjJYs\n", "WaIBAwZIkrZt26awsDC1adPGse3u3bvVrFkzSdKSJUvUv3//Ck+akZERckN8vvoqTD161HwCpX37\n", "Ei1dekzn3alZY879o1qz5wnXwIE13yFetOiouna15vPna5Kv6jEQ+eq79+67x3TnnXWD5jxS6F5P\n", "3sA16TlfXbOS764nriX/ys7OVs+ePf0dRrXk5OQoISHBkUCpqI9/Piv32a3cThJb+QoLpY4d47V3\n", "7+nhOy+9dFIjRxZZIjZ3iM0zVo7N07Y9wtWbnTp10qxZs2SMUa9evRzr161bJ5vNViaBsmHDBklS\n", "u3btqhwIAAAAAO/Kz89XVlaW0x0oFfXxgZr07rvRjuTJBReU6s47i9zsAViPywRKcnKyhg0bVmb9\n", "yJEjy6xLTU31XlQIGFbNKKJqqEfAWrgmAXhLYmKi7r33Xqd1FfXxA4mV20liK6uoSJo69ewt8g8+\n", "WFjmjnnKzTPE5lsuH2MMAAAAAEB1vPdelOPuk0aNSnXXXdx9gsBEAgXVcmYyHgQ26hGwFq5JAHDN\n", "yu0ksTkrKpKmTKnlWH7ggULVqlV2O8rNM8TmWy6H8AAAAAAAUFXffRem+fOjNG9elH7++fT/2zds\n", "WKq77+buEwQuEiiolmAc1xaKqEfAWrgmAcA1K7eToRzbnj02ffRRlObPj9JXX5X9qXn//YWq6Mng\n", "oVxu1UFsvkUCBQAAAADgkQMHbFq0KFLz5kVp3brIcrepXdto+PAi3Xcfd58gsDEHCqolGMe1hSLq\n", "EbAWrkkAcM3K7WSoxTZuXKweeaR2meRJVJRRv36n9H//d1w7dx7Ws88WKDzct7F5C7F5xsqxeYo7\n", "UAAAAAAAHhky5JTmz4+SJIWFGXXrVqIhQ06pf/9ixccbP0cHeBcJFFRLMI5rC0XUI2AtXJMA4JqV\n", "28lQi61nz2LdeGOx0tKKddNNp9SggWdJk1ArN28hNt8igQIAAAAA8Eh0tDR37nF/hwH4BHOgoFqC\n", "cVxbKKIeAWvhmgQA16zcThKbZ4jNM8TmWyRQAAAAAAAA3CCBgmoJxnFtoYh6BKyFaxIAXLNyO0ls\n", "niE2zxCbb5FAAQAAAAAAcIMECqolGMe1hSLqEbAWrkkAcM3K7SSxeYbYPENsvuX2KTy5ubnKyMhQ\n", "eHi4unXrpsaNG3tlWwAAAAA1a9euXdq0aZOio6OVlpamqKgo+uwA4CG3CZQNGzYoPT1dkrRgwQIN\n", "GjTIK9siOATjuLZQRD0C1sI1CcAbDh8+rL179+rWW291Wh8MfXYrt5PE5hli8wyx+ZbbITyxsbGO\n", "11FRUV7bFgAAAEDN2bx5s2rXrq358+frm2++caynzw4AnnF7B4oxxvE6MjLSa9uGmpgY6Y47imr8\n", "PM2a2Wv8HOfKysoKysxiqKEeAWvhmgTgDXl5eZKkIUOGaOnSpWrZsqXCwsKCos9u5XaS2DxDbJ4h\n", "Nt+ymXNb0HIsX75caWlpkqRVq1apV69e1d5206ZNOnz4sKcxAwAAAD6RkJCgjh07+jsMlw4cOKDZ\n", "s2c7revfv7/Wr1+vW265RWFhYdq8ebOaNGmipKQk+uwAQp6nbbvbO1AKCgoknb675MxrSdq2bZvC\n", "wsLUpk0bt9uez+p/hAAAAIBAkZSUpNGjR5dZn5+fr127dqlly5Y6dOiQLr/8ckn02QHAU27vQPnl\n", "l1+UmZkpY4x69eqlhg0bSpLefPNN2Ww2jRgxwu22AAAAAHxv7ty5Cg8PV4MGDRy30tNnBwDPuE2g\n", "AAAAAAAAhDq3T+EBAAAAAAAIdSRQAAAAAAAA3CCBAgAAAISo0tJS2e12t+v8wSpxlIfYPENsniE2\n", "z9REbOETJkyY4NUjurFr1y6tWrVK33//vS6++GKFh4crNzdXCxcuVE5OjurXr6+6dev6MiR4qKCg\n", "QJMmTVKLFi0cdUZdBpbt27crKytL27dvV1xcnOLi4iRRj4GIOgts5V2L1Gng4e9i8Di/v7p///6g\n", "rMfly5dr5cqVuuiiixyfqbx1krR48WJ9/fXX2rFjh4qLi9WoUSOfx2aVfktVYrNCua1du1ZffPGF\n", "duzYoZMnTyo5OVmSNcqtotisUG6SNdr1qsRmhXKrKAYrlFtFsVWp3IwPHTp0yGRlZZVZv3DhQsfr\n", "jz76yJchoRqWLVtmNm3aZH7++WfHOuoysGRmZjpeL1261PGaegw81FlgK+9apE4DD38Xg0N5/dVg\n", "rsPyFscAACAASURBVMft27c7fWcrWrdixQpfhlVuHFbqt1Q2NiuU27k++eQTx2srlNu5zo3NKuVm\n", "lXa9srFZodwqisEK5VZRbFUpt4gaTfucZ/PmzUpISND8+fN1xRVXqFWrVpKk2NhYxzZRUVG+DAke\n", "OnTokGJjYxUTE+O0nroMLKmpqeWupx4DD3UW2Mq7FqnTwMLfxeBRXn+VepTsdrvmz58vY4wuvvhi\n", "dejQwecxWLnfUlFsVig3Sfrxxx81b948DR482LHOCuUmlR+bFcrNyu16RbFZodwqisEK5VZRbFUp\n", "N58mUPLy8iRJQ4YM0dKlS9WyZUuFhYXJnPMk5cjISF+GBA9lZWWpX79+2rFjh9N66jIwrVy5Utde\n", "e61jmXoMPNRZcDj3WqROAwt/F4NHef1V6lFKS0tzvF62bJkfI7F2v+X82KxSbikpKRozZowWLlyo\n", "5s2bS7JOuZUXmxXKzcrtekWxWaHcKorBCuVWUWxVKbcaSaAcOHBAs2fPdlrXv39/SWezsxdeeKHy\n", "8/OVlJTkNLGLzWariZDgoYrqct++fVq0aJHy8vKUkpLiGK9IXVpTRfXYtGlTZWZm6pJLLlFSUpLj\n", "Peox8FBnge/8a5E6DSz8XQwu5/dXqUdn/vyxbeV+S3mxncvfyZ2YmBineSesUm5S2djO5a9ys3K7\n", "XlFs5/L39+38GKxQbueqqHzclVuNJFCSkpI0evToMuvz8/O1a9cutWzZUocOHdLll18u6fQEONLp\n", "rNSZ17CGiupyxIgRkqScnBwlJCQ41lOX1lRRPa5evVqNGjVSSkqK03rqMfBQZ4GtvGuROg0s/F0M\n", "Hq1atSrTX6Uepd27d6tZs2aSpMLCQr/EYOV+S0WxWaHc8vPzlZiYKMn5LgArlFtFsVmh3KzcrlcU\n", "mxXKraIYrFBuFcVWlXLz6RCedu3aae7cudq6dasaNGjgyO506tRJs2bNkjFGvXr18mVIqIb8/Hxl\n", "ZWU5ZT2py8Cxb98+rVmzRpdeeql27NihY8eO6c4775REPQYi6ixw5eXllXstUqeBh7+LwaG8/mqw\n", "1uOqVau0a9cuxcTEKCUlRampqeWuk07/wNiwYYOk02Xk69guvfRSy/RbqhKbv8stNTVVa9asUVFR\n", "kSTp6quvdmzr73JzFZsVyk2yRrteldisUG4VxWCFcqsotqqUm82cm+oDAAAAAABAGWH+DgAAAAAA\n", "AMDqSKAAAAAAAAC4QQIFAAAAAADADRIoAAAAAAAAbpBAAQAAAAAAcIMECgAAAAAAgBskUAAAAAAA\n", "XvHFF19oxowZXj9ufn6+1q5d6/XjAlVBAgUAAAAA4BVXX321kpKSvH7ckpISnTp1yuvHBaoiwt8B\n", "AAAAAACCR2lpqRYuXCi73a7S0lIlJSWpe/fuys/P14oVK1SrVi3Z7XYlJyerc+fOjn3mzZuniIgI\n", "GWNUp04d9enTR5KUl5enlStXat++fTp8+LAk6brrrlOjRo389hkRmmzGGOPvIAAAAAAAweGvf/2r\n", "RowY4bgT5fPPP1d8fLzWr1+v9PR0RUZGSpLWrl2r5ORkpaSklDnG7NmzNXToUMfy/v37tX37dnXv\n", "3t0XHwEoF3egAAAAAAC85sILL3QaxtO+fXutWLFCubm5Wrp0qWN9aWmpIiIilJKSoqKiIq1YsUJ2\n", "u11hYWH6/vvv/RE64BIJFAAAAACA1/z88886cOCAI4myefNmtWrVSqdOnVK/fv0cd6BIp+c2kaSP\n", "P/5YPXv2VFxcnCTpxIkTTscMDw+X3W730ScAyscQHgAAAACAV3zxxRfKyspScnKyYmJiVFxcrAYN\n", "Gig1NVUnTpzQypUrFRZ2+lkmJ06cUKdOndS8eXNt375dOTk5ioyMVElJib799lu1b99eaWlpjmOf\n", "mSMlLCxMxcXFGjhwoCIiuCcAvkMCBQAAAAAAwA0eYwwAAAAAAOAGCRQAAAAAAAA3SKAAAAAAAAC4\n", "QQIFAAAAAADADRIoAAAAAAAAbpBAAQAAAAAAcIMECgAAAAAAgBskUAAAAAAAANwggQIAAAAAAOAG\n", "CRQAAAAAAAA3SKAAAAAAAAC4QQIFAAAAAADADRIoAAAAAAAAbpBAAQAAAAAAcIMECgAAAAAAgBsk\n", "UAAAAAAAANwggQIAAAAAAOAGCRQAAAAAAAA3SKAAAAAAAAC4QQIFAAAAAADADRIoAAAAAAAAbpBA\n", "AQAAAAAAcIMECgAAAAAAgBskUAAAAAAAANwggQIAAAAAAOAGCRQAAAAAAAA3SKAAAAAAAAC4QQIF\n", "AGpQUVGRHn/8cU2cOFFTp07Vli1bHO8NHz5cu3fvLrPPO++8o3Hjxuntt98u894vv/yiDz/8sEZj\n", "dmXJkiW69957/XZ+AADw/9q787iq6vyP4+/LJqK4pZmoiJql5oJoooWYImWlJo6aiGiZaGkz0zLN\n", "9JtpftNiY43VNPNrMlpcagxX3JcEMhVQUckFzBZNcgNFzdxQhPv7w4dXiU0u59wLl9fz8ejxuOd8\n", "zz3nw7vjOYcP95zrGFzDAMV5OLsAAHBl27ZtU1hYmMLCwoqNvfzyy/Lz8ys2f+zYscrKytJXX31V\n", "bOzy5cvKy8szo9SbMmjQIO3atctp2wcAAI7BNQxQHA0UADDJ+vXrNW/ePEnS9u3b1axZM40dO1Z5\n", "eXl67733lJaWpunTp6tVq1Y3tb6DBw/qgw8+0IEDB5SdnS1JGjFihNq0aSNJSk1N1dq1a+Xr66vz\n", "589ryJAhCgoKkiTt2rVL77//vsLDw7Vr1y55e3urTZs2ioyMVH5+vqZPny53d3dZLBa5ubnpueee\n", "k5vb1Q8pfvTRRzpy5Ii8vLzk4eGhgoICo6MCAABVCNcwQMlooACASfr162c7gfft29c239vbW3/4\n", "wx9K/HhrWQICAvTUU0/pq6++0rhx44qMnTlzRsuWLdObb75pm/fqq6/qrrvuUq1atdS1a1eNHj1a\n", "n3zyiWJjY1W7dm3bcu+++65GjRplu4j58ccfNXPmTE2YMEEbN25Uo0aNFBMTI0n66aef9PTTT1cs\n", "CAAAUK1wDQOUjAYKALiAAwcO6Pjx40UuPs6dO6ejR4+qdevWtnkTJkwocuEhXf2r0MKFC4vMq1Wr\n", "liRpy5YtmjJlim2+v7+/OnbsaMaPAAAAaiCuYVCd0EABABNZrVZZLBa73lcST09P5efnF5vfsWNH\n", "tW3bVn/6059s8woLC4usp7R1du/eXf369StykXL58mVJUq9evbRmzRoNHz5ckpSVlaXMzMwK/zwA\n", "AKB64RoGKM5iLW1vBABUytKlS7VmzRpJUps2bdSxY0cNHjxY69evV1pamnbs2KE2bdqoYcOGGj58\n", "uNq2bav9+/dr0aJFOn36tA4cOKDu3burZ8+e6tevn229U6dOlZeXl9zd3ZWXl6cXXnhBXl5eyszM\n", "1LJly+Tp6SlJOnXqlP7whz/olltu0ZIlS7R27VpbLe3bt9cjjzxiW+eMGTN07tw5SdKFCxfUoUMH\n", "jRw5UpIUGxuro0ePytfXV+fOndOBAwc0YsQIDR482CE5AgAAx+IaBihZuQ2UzMxMffvttyosLFSv\n", "Xr3UokWLUpfNzs5WUlKS3N3d1bdvXzVr1szwggEAAADYb8WKFbaHabZt21adO3d2ckUAUD2UewvP\n", "yZMnNWzYMEnS6tWry2ygpKWlKSoqStLVruXQoUMNKhMAAACAEby9vRUeHu7sMgCg2im3gRIaGnrT\n", "K/Px8bG99vLysq8iAAAAAKYpKChQfHy8rFarWrdubfu6WABA2W76IbIJCQnq2bNnmcvceDfQtfvX\n", "AAAAAFQdAwcOtL2+9pwLAED5bqqBsmHDBrVr106NGzcuc7lr91JKKvOJzevWrZO7u/tNlggAAAA4\n", "R4MGDdS9e3dnl2Gasv7oyTU7AFdl77G93AbKpk2b1LRpUwUEBBSZn5GRITc3tyLfpX3x4kVJVz+J\n", "cu11Sdzd3fmooAmSk5MVEhLi7DJcDrmag1yNR6bmIFdzkKvxkg8na0j8EIdvd/mw5Qpp4br/L9PT\n", "051dguGysrLUqlUrSVJeXl6py3HNbh+Ob/YhN/uQm33sPbaX2UA5fvy4UlJS1L59e+3bt09nz55V\n", "dHS0JGnz5s2yWCxFGijBwcGKi4uT1WrVgAED7CoIAAAAgHmysrKUlpYmSQoMDHRyNQBQfZT7NcZm\n", "SEpKopsNAABgID6BYo709HSFhYU5uwyn4JodgKuy99juZkItAAAAAAAALoUGigtJTk52dgkuiVzN\n", "Qa7GI1NzkKs5yBWAq+L4Zh9ysw+5ORYNFAAAAAAAgHLQQHEhPH3ZHORqDnI1Hpmag1zNQa4AXBXH\n", "N/uQm33IzbFooAAAAAAAAJSDBooL4f43c5CrOcjVeGRqDnI1B7kCrmvL0S2atmWass5kObsUp+D4\n", "Zh9ysw+5ORYNFAAAAACG2HZsmx6Jf0TT06ar//z+2npsq0O3v2r/KkUuj9Q/tv5Dxy8cd+i2Abg+\n", "GiguhPvfzEGu5iBX45GpOcjVHOQKuJ6TF09q/Jrxyi/MlySdzjutiPgIrdq/yvRtF1oLNW3LNEWv\n", "itYXB7/QG1vfUJeZXTR53WTtPL7T9O3fiOObfcjNPuTmWDRQAAAAAFRKobVQk76YpCPnjhSZn1eQ\n", "p3Grx2nWnlmmbftC/gVNWDtB09OmF5l/ufCy5u2bp/7z+uvBhQ9qyXdLdKXwiml1AHB9NFBcCPe/\n", "mYNczUGuxiNTc5CrOcgVcJ7s7GzNnTtX8+bN07FjxwxZ5zvb3tGXP31pm36z75tqXb+1pKvNlefX\n", "P6/XN78uq9VqyPauOXbumAYvHqyl3y+1zQtpHqK7b7u7yHJbj23VE2ufUODsQL27/V2dunjK0Dpu\n", "xPHNPuRmH3JzLBooAAAAQA2SlpamqKgojRo1Slu3Vv4ZJRsObdC0LdNs0890f0YxXWO0dsRaBTUN\n", "ss1/e9vbejrxaeUX5Fd6m5K06/guDZg/QF8f/9o2b2LXiYqPiNcXI79Q4qOJGnHnCHm6edrGj547\n", "qldTX1WnmZ30+6Tfa2/uXkNqAVAz0EBxIdz/Zg5yNQe5Go9MzUGu5iBXwHl8fHxsr728vCq1rqPn\n", "jmri2omy6uonS+5tfq/+3PvPkqQmPk20bNgyhQeE25aP+yZOkSsidfby2Uptd8UPK/Twood17PzV\n", "T9C4W9z11n1v6Y2+b8jDzUOSFNQ0SLEPxGrX47v0Qs8X1KR2E9v78wry9FnmZwr5PERD44dq9f7V\n", "KigsqFRN13B8sw+52YfcHIsGCgAAAFCD3HgbjaenZxlLli2/IF8T1k7QiYsnJEm3+tyqjwZ+ZGtg\n", "SFIdzzqaO2iuxnQcY5v35U9fasjiIco5n2NX7e9se0fjVo/ThSsXJEn1vOppwSMLNL7L+BLfc1ud\n", "2/Q/vf5Hux/frf+E/0ddmnQpMr7x8EaNWTVGPT7tof+k/0dnLp2pcF0AagYaKC6E+9/MQa7mIFfj\n", "kak5yNUc5Ao4T0HB9U9aWCyWMpe98d9qcnJykeknFz6pLUe3SJLcLG76ffPf64evfyi2vIebh/4V\n", "9i+Num2UbWzXiV2677P7ND9xfqnr//X0+o3rNXzucE3dPNU277Zat2ndyHXq59+v3Pdv27JNLU+2\n", "1PpR67V6+Grd2+Beud3w61DWL1n6a/Jf1WlmJ/3xqz9qXuK8MtdX2vS1eTe7PNNXzZgxo0rVU12m\n", "2d/sm7aXxWr0k5xuQlJSkoKCgspfEBWSnJzMR7hMQK7mIFfjkak5yNUc5Gq85MPJGhI/xOHbXT5s\n", "uUJauO7/y/T0dIWFhTm7DEMtWbJEERERslqtWrlypQYPHlzicmVds6/ev1pjVl3/VMlfe/9Vz979\n", "bLnbnpMxR8+vf16F1kJJUiPvRoobHKe7m91d5vtOXDih6FXRSjuWZpsX0jxEsx+arUa1G5W73dIc\n", "PntYn+z+RJ9mfqrTeaeLjYe1CtOkrpPUv1V/uVlu7m/PHN/sQ272ITf72Htsp4ECAADgAmigmMMV\n", "GyhHjx7Vhg0bZLVaNWDAAN16660lLlfaNfvBMwd1X9x9+uXyL5Kk+wPu1+eDP7/pBsMXP36h8WvG\n", "6+KVi5Kk2h619cnATzSwzcASl9+bu1eRKyJ16Owh27zou6I1/b7p8nKv3DNcrrmQf0ELv12o2J2x\n", "2ndqX7Hxdg3bKaZLjEZ1GKW6XnUN2SYA57H32M4tPAAAAEAN4ufnp8jISI0ePbrU5klp8q7k6bHV\n", "j9maJy19W2rG/TNuunkiSQ+0fkDLhi3TLd63SJIuXrmoMavGaHbG7GLLrvtxnQYuHGhrnlhk0dQ+\n", "U/Vu/3cNa55Iko+nj8Z1GqeUqBQtjViqB1s/KIuu3970/env9ccNf9RdM+/SXzb+RQfPHDRs2wCq\n", "DxooLsSIe7pQHLmag1yNR6bmIFdzkCtQPf3Pxv/R7hO7JUmebp6a9dAsNfRuWOH19Lith9aOXKuA\n", "egGSpEJroZ778jlN2zJNVqtVVqtV/0n/jyJXROpc/jlJUl3PuoobHKfJ3SaX++wWe1ksFoW2DNXc\n", "wXO1Y9wOPRX4lHy9fG3jZy+f1YydM9R9TneNWTlGGw9t1K8/0M/xzT7kZh9ycyyP8hcBAAAAUNPN\n", "/2a+5mTMsU2/3ud1BTW1/7b8tg3aau3ItRq1fJR2Ht8pSZqeNl1Hzx2Vm8VNn2V+Zlu2pW9LxQ2J\n", "U8dbOtr/A1RQQP0AvR76ul7s9aLmfTNPH+36SD/8fPUhuVZZtfrAaq0+sFodbumgiV0nasSdI+Tj\n", "6VPOWgFUZzwDBQAAwAXwDBRzuOIzUG7Wjdfs35z8RuHzw21fHTzsjmH66IGPDPkkyLnL5/T4mseV\n", "lJVU4njPZj312cOfqYlPk0pvqzIKrYVKykrSh7s+LLHWht4NNe6ucRrfZbxa+LZwQoUAbhbPQAEA\n", "AABguLOXz+qx1Y/ZmiftGrbTP/v/07DbaOp61dXngz5XZIfIYmMj7xyppRFLnd48ka5+VXN4QLgW\n", "PrJQW8Zs0ROdn1Adzzq28dN5p/XujnfVbXY3Pb76cW05uqXY7T0AqjcaKC6E+9/MQa7mIFfjkak5\n", "yNUc5ApUD1arVc9++ay+P/29JMnHw0ezH5pd5LkgRvB099R7A97T83c/L+nqw2Jf6v2SZtw/Q94e\n", "3oZuywh3NLpD0/tNV8b4DL0W8pr86/nbxgqsBVr2wzI9tOghhc0P07xv5unSlUtOrLZ64LxgH3Jz\n", "LBooAAAAAEo0c89MxX8Xb5t+u9/b6nBLB1O2ZbFY9Jfef9H2sdu16/Fdeu7u50x7WKxR6teqrylB\n", "U7Rj7A799+H/qk+LPkXGdx7fqckJk9VlVhdN2zJNOedznFQpACPwDBQAAAAXwDNQzFHTn4HyYOqD\n", "yi/MlySN6zRO/+z/TydXVfXtzd2r2F2xWrhvofIK8oqMebp5KqJdhCYGTqzUA3gBVA7PQAEAAABg\n", "qGvNky5Numha6DQnV1M9dGzcUf8K+5f2jN+jv/b+q5rVaWYbyy/M14JvF2jA/AF6YMEDWvzdYuUX\n", "5DuxWgAVUW4DpbCwUAUFBY6oBZXE/W/mIFdzkKvxyNQc5GoOcgWqj3pe9TT7odlV8lkkVdG149st\n", "tW/Rs3c/q52P7dQnAz9RcLPgIstty96mmLUxCpwdqHe2vaPcC7nOKLfK4LxgH3JzLI+yBteuXasD\n", "Bw5o6NCh8vPzK3NFK1assDVa2rZtq86dOxtXJQAAAIBKs+ea/f3w9xVQP8DkylyXp7unIu6IUMQd\n", "Edp5fKdid8Yq/rt426d7jp0/pqmbp2p62nQNv3O4ngx8Unc1vsvJVQMoSbnPQNm7d68aNGhQbgMl\n", "ISFB4eHhN7VRnoECAABgLJ6BYg5XewZKRa/Zl15YqldDXjW5qpon53yOZmfM1qw9s3T8wvFi4/c2\n", "v1eTAifpwdYPyt3N3QkVAq7N3mN7mZ9AqYiCggLFx8fLarWqdevWNEgAAACAKqai1+x/7f1XB1VW\n", "szSt01R/Cv6Tnun+jJb9sEyxO2P19fGvbeMpR1KUciRFLX1bakLXCYruGK0G3g2cWDEAycAGysCB\n", "A22v16xZU+7yycnJCgkJsb2WxHQlp6/Nqyr1uMr0jBkz1Llz5ypTj6tMX5tXVepxhelfZ+vselxl\n", "es+ePXrqqaeqTD2uMs3+avz0mTNn5EzO/vnNmvbx8alwFlVZRa/Zt27e6vT/B9Vt+tq8m11+ZMhI\n", "jbhzhD7+4mOtPLFSqT+nqsB69TarQ2cP6W/Jf9ObW95U3wZ9NajJIEWGR1apn9eoaa65HbO/MR2i\n", "yjDsFp4bJSYmasCAAaWOcwuPOZKTkyu9Q6A4cjUHuRqPTM1BruYgV+NxC485qustPLm5uVqwYEGR\n", "eYMGDZK/v79tmmt2c1T2+Hbk7BHN2jNLszNm61TeqWLj/fz76cnAJxXWKkxuFtf5UlXOC/YhN/s4\n", "9BaejIwMubm5qWPHjrZ5WVlZatWqlSQpLy+vtLfCRPzDMQe5moNcjUem5iBXc5ArYK7GjRtr8uTJ\n", "xeZzzW6+yh7fmvs210v3vKTnez6vRd8uUuzOWO09udc2vv6n9Vr/03q1bdBWMV1jFNkhUr5evpUt\n", "2+k4L9iH3ByrzAZKYmKiDhw4IG9vbwUEBCg0NFSStHnzZlkslmINlLS0NElSYGCgiSUDAAAAsAfX\n", "7NVHbY/air4rWmM6jlHKkRTF7ozVmh/XqNBaKEna//N+vbjhRU1Nnaqou6I0sctEtW7Q2slVA66t\n", "zAZKaR/pi4mJKTbvWnMFzsPHt8xBruYgV+ORqTnI1RzkCjgH1+zmM/r4ZrFYFNIiRCEtQpR1Jksf\n", "7/5Yn2V+pl8u/yJJOpd/TrE7Y/Xhzg91f8D9mhQ4SX1b9pXFYjGsBkfgvGAfcnMs17lpDgAAAABc\n", "WKv6rfRan9eUMT5Db933lto1bGcbs8qqLw5+oWFLh+meufdo9p7ZupB/wYnVAq6n3IfImoEHUgEA\n", "ABiLh8iao7o+RNYIXLNXfYXWQq3/ab0+3PWhEg4mFBtvUKuBxnYaqyc6P6GW9Vo6oUKgarL32M4n\n", "UAAAAACgGnKzuCmsVZjmD5mvtOg0Tew6UXU969rGf770s/6949/qNqebxq0ap81HNssJfz8HXAYN\n", "FBdy43eBwzjkag5yNR6ZmoNczUGuAFyVs45vtze8XW/0fUMZ4zP0ep/XFVAvwDZWaC3Uiv0r9PDi\n", "h9VvXj99vvdz5V2pWt/CxHnBPuTmWDRQAAAAAMBF1KtVT091e0rbxm7T54M+V9+WfYuM7z6xW08n\n", "Pq0us7ro9c2v69i5Y06qFKh+eAYKAACAC+AZKObgGShcs7uCb05+ow93fagF+xbo4pWLRcY83Dz0\n", "yO2PaFLgJPW4rYeTKgQci2egAAAAAACK6XBLB/2z/z+VMT5DL9/7sprXbW4bu1J4RYu/W6z7F9yv\n", "8PnhWvztYl0uuOzEaoGqiwaKC+H+N3OQqznI1Xhkag5yNQe5Ao5RWFiogoICZ5dRo1Tl41tD74b6\n", "Xfff6evHvtasB2ept1/vIuM7cnYo5osYBc4O1Ftpb+nEhRMOq60q51aVkZtj0UABAAAAXNDatWv1\n", "wQcfKCcnp8j87OxszZ07V/PmzdOxYzz/oibycPPQI+0e0arhq7R+1HpFdoiUl5uXbTz7fLb+vuXv\n", "6jKri6YkTNGeE3ucWC1QdfAMFAAAABfAM1DMUd2fgbJ37141aNBAfn5+tnnLly/XkCFX95WlS5dq\n", "6NChJb6Xa/aa5cSFE5qdMVszd89UzoWcYuO9/XprUuAkPdTmIXm4eTihQsA4PAMFAAAAQLl8fHxs\n", "r728vMpYEjVJE58meqHnC9r1+C59+MCHCmpatHm2+ehmPbb6MQXNCdK/d/xbp/NOO6lSwHlooLgQ\n", "7n8zB7mag1yNR6bmIFdzkCvgPDd+AN3T09OJlbim6n5883L30vA7hyvx0UStG7lOv7njN0U+cXL4\n", "7GG9nPKyOs3spGe/fFbfnPzGkO1W99ychdwci89eAQAAANVYbm6uFixYUGTeoEGD5O/vX+LyNz5U\n", "1mKxlLnu5ORkhYSE2F5LYrqc6Ruzqwr1VHb6o4Ef6ZVzr+jV1a9qbe5a/XLlF0nSxSsXNSdjjuZk\n", "zFHfln3Vx7OPetTvodA+oXZtb8+ePVXi561u09dUlXqqy7S9eAYKAACAC+AZKOZwxWegLFmyRBER\n", "EbJarVq5cqUGDx5c4nu5Zsev5V3J0+LvFit2Z6wycjOKjbeu31oxXWM0usNo1atVzwkVAjeHZ6AA\n", "AAAAsElMTFRycrISExO1ceNG2/zg4GDFxcUpLi5OwcHBTqwQ1Y23h7eiOkZpQ+QGrfzNSg1uO1hu\n", "luu/Uv545kf9eeOf1WlmJ7244UXt/3m/E6sFjEcDxYVw/5s5yNUc5Go8MjUHuZqDXAHzDRgwQBMn\n", "TtTYsWMVGhpqm+/n56fIyEiNHj1at956qxMrdE014fhmsVh0T/N7NOfhOfp63Nf6bdBvVb9Wfdv4\n", "ufxz+nDXh7r707v16PJH9WXWlyrvxoeakJsZyM2xaKAAAAAAAOzSsl5LvRLyijLGZ+idfu/ozkZ3\n", "FhlPOJig4cuGq/d/e2vm7pk6n3/eSZUClcczUAAAAFwAz0AxR3V/BkplcM0Oe1itVm04tEGxO2O1\n", "7uA6WVX01836teor+q5oTegyQf71Sn7QMWA2noECAAAAAHAqi8Wi+/zvU9yQOG0bu02TAieprmdd\n", "2/iZS2f0Xvp7CpoTpLGrxir5cHK5t/cAVQUNFBfC/W/mIFdzkKvxyNQc5GoOcgXgqji+XdemQRtN\n", "C52mjPEZmhY6TW3qt7GNFVoLtXL/Sg2JH6K+cX31t6V/U96VPCdWWz2xvzkWDRQAAAAAgGnq1aqn\n", "SYGTlDY2TfMGz1M//35FxjNyM/R/P/2fOs/srKmpU3X03FEnVQqUjQaKCwkJcd37j52JXM1BRmr5\n", "1QAAIABJREFUrsYjU3OQqznIFYCr4vhWOjeLm+5vfb8WD12s1KhUPd75cfl4+NjGT+ad1Dvb31Hg\n", "7EA9seYJpR1L4/aecrC/ORYNFAAAAACAQ7W/pb3e7ve2MsZn6JWQV9TSt6Vt7ErhFS35fokGLhyo\n", "8AXhWrBvgS4XXHZitcBVNFBcCPe/mYNczUGuxiNTc5CrOcgVgKvi+FYxDbwb6LdBv9W/b/+35jw0\n", "R/c2v7fIeHpOup5c96S6zuqqf2z9h45fOO6kSqsm9jfHuqkGSmFhoQoKCsyuBQAAAIBBuIZHdeJu\n", "cdfg2wdrxW9WaEPkBkV1jFIt91q28ZwLOXpj6xvqMrOLJq+brF3HdzmxWtRUFms5N5WtXbtWBw4c\n", "0NChQ+Xn51fmyrKzs5WUlCR3d3f17dtXzZo1K3E5vlMeAADAWMmHkzUkfojDt7t82HKFtHDde/DT\n", "09MVFhbm7DIqrLRr+BUrVtiaKm3btlXnzp1LXQfX7HC23Au5mpM5RzN3z9Sx88eKjQc3C9akwEka\n", "1HaQPNw8nFAhqit7j+3l7mUDBw7U3r17b2plaWlpioqKkiQtXbpUQ4cOrXBBAAAAACqntGt4b29v\n", "hYeHO6EioOIa+zTW83c/r98F/U7L9y9X7M5Ybc/ebhvfemyrth7bKr+6fprQZYLG3jVWjWo3cmLF\n", "cHWGPgPFx+f6E5S9vLyMXDVuAve/mYNczUGuxiNTc5CrOcgVcI6CggLFx8dr8eLFSk9Pd3Y5Lonj\n", "m33Kys3T3VO/ueM3WjdynRJGJmjEnSPk6eZpGz967qheTX1VnWd11jNJz2hv7s19AMAVsL85lqGf\n", "c7rxbiBPT88ylqya8gvydSrvlMO36+PhI99avg7fLgAAAGqWgQMH2l6vWbPGiZUA9ul+W3fF3har\n", "V0Je0aw9szR7z2yduHhCknTxykV9mvmpPs38VKEtQjWx60Q90PoBubu5O7lquApDGyg3PqTKYrGU\n", "uWxycrLtO6uvdc2cPd2heweNXjFah88evvkf2gAz+syQV66X039+pkuevjavqtTDNNOlTYeEhFSp\n", "elxp+pqqUk91nd7y7RadvHJS9evXlwKkVZmrJOnqtKQzZ84YPt24bmPlu+ebtv7Splv4ttDhPYcd\n", "mu+17TuLs/cvs6Zv/IR1VZSbm6sFCxYUmTdo0CD5+/uX+96b+YMn10BMO2r62rybXf6Hr39QH/XR\n", "c48/p/jv4/V28ts6cPGAbV0bD2/UxsMbFVAvQBO6TlDbX9qqjnudKvPzMu38/c0e5T5EVpL27t2r\n", "Bg0aFHkAVUZGhtzc3NSxY0fbvCVLligiIkJWq1UrV67U4MGDS1xfVX0g1cmLJ9V/Xn8dOnvIodtN\n", "GJmg7rd1d+g2AQBwNGc85PSzhz9T9Kpoh25Tcs6DVXmIrDmq60NkpZKv4bOystSqVStJ0sqVKzVo\n", "0KBS319Vr9mBklitVm09tlWxO2O1cv9KFViLfgNVHc86iuwQqZiuMWrXsJ2TqkRVYe+xvdxnoCQm\n", "Jio5OVmJiYnauHGjbf7mzZuVmppaZNng4GDFxcUpLi5OwcHBFS4GlfPrv5TCGORqDnI1Hpmag1wB\n", "VEelXcNnZWVp4cKFWrhwoe68804nVui6OG/Yp7K5WSwW9fLrpVkPzdLXj32t33f/vRp6N7SNn88/\n", "r493f6zgz4I1YtkIJR5MVKG1sLJlOx37m2N5lLfAgAEDSpwfExNTbJ6fn58iIyMrXxUAAAAAu5V2\n", "DR8aGurgSgDHa+HbQn+79296oecLWvjtQsXujNW+U/ts40lZSUrKSlK7hu0U0yVGozqMUl2vuk6s\n", "GNWFod/CA+eq7P1cKBm5moNcjUem5iBXAEBFcN6wjxm5+Xj6aFyncUqJStHSiKV6sPWDsuj6szq/\n", "P/29/rjhj+o0s5Ne2vSSDp45aHgNZmN/cywaKAAAAAAAl2WxWBTaMlRzB8/VjnE79FTgU/L1uv4t\n", "qL9c/kXvf/2+us/prjErx2jjoY26iUeFogaigeJCuP/NHORqDnI1Hpmag1wBABXBecM+jsotoH6A\n", "Xg99XRnjM/Rm3zd1e4PbbWNWWbX6wGoNXTJUfT7vo08zPtXFKxcdUpe92N8ciwYKAAAAAKBG8fXy\n", "VUzXGG2J3qL5Q+arv3//IuN7T+7VM18+o04zO+nVlFd1+OxhJ1WKqoQGigvh/jdzkKs5yNV4ZGoO\n", "cgUAVATnDfs4Kzc3i5vCA8K1aOgibRmzRU90fkJ1POvYxk/nnda7O95Vt9nd9Pjqx7Xl6JYqdXsP\n", "+5tj0UABAAAAANR4dzS6Q9P7TVfG+Ay9FvKa/Ov528YKrAVa9sMyPbToIYXND9O8b+bp0pVLTqwW\n", "zkADxYVw/5s5yNUc5Go8MjUHuQIAKoLzhn2qUm71a9XXlKAp2jF2h/778H/Vp0WfIuM7j+/U5ITJ\n", "6jq7q97Y8oZyzuc4qdKqlVtNQAMFAAAAAIBfcXdz10NtH9KyYcu0afQmRd8VLW93b9v48QvH9Y+0\n", "f6jLrC568osnlZ6T7sRq4Qg0UFwI97+Zg1zNQa7GI1NzkCsAoCI4b9inqud2V+O79K+wf2nP+D36\n", "a++/qlmdZrax/MJ8Lfh2gQbMH6AHFjyg+O/ilV+Q75C6qnpursbD2QUAAAAAMF5mZqa+/fZbFRYW\n", "qlevXmrRooUkKTs7W0lJSXJ3d1ffvn3VrFmzctYE4Jpbat+iZ+9+Vk8HPa2V+1cqdles0o6l2ca3\n", "ZW/TtrXb1KxOMz3R5QmN6zROt9S+xYkVw0h8AsWFcP+bOcjVHORqPDI1B7kCqK5OnjypYcOGafjw\n", "4dq9e7dtflpamqKiojRq1Cht3brViRW6Js4b9qluuXm6eyrijgitHbFWSY8m6dH2j8rTzdM2fuz8\n", "MU3dPFWdZnbSbxN/q8zcTFPqqG65VXc0UAAAAAAXFBoaWuJ8Hx8f22svLy9HlQO4rG5Nu2nG/TO0\n", "+/Hd+lPwn3Srz622sUsFlzR371z1+byPhiweopX7V6qgsMCJ1aIyaKC4EO5/Mwe5moNcjUem5iBX\n", "ANVdQkKCevbsaZu2Wq22156eniW9BZXAecM+rpBb0zpN9afgP2nXY7v0wf0fqNut3YqMJx9J1thV\n", "Y9X90+56L/09/Zz3c6W36Qq5VSc8AwUAAACoxnJzc7VgwYIi8wYNGiR/f39t2LBB7dq1U+PGjW1j\n", "BQXX//ptsVjKXHdycrLtF7RrtwowzTTTZU/X8qglv1w/vdz8ZXn19dKHOz/Usu+XqVCFkqSffvlJ\n", "/5v8v3o99XVF3RWliV0n6vje41Wm/powbS+L9cYWtIMkJSUpKCjI0Zst18mLJ9V/Xn8dOnvIodtN\n", "GJmg7rd1r/R6bjzBwTjkag5yNR6ZmoNcjZN8OFlD4oc4dJufPfyZoldFO3SbkrR82HKFtHDsfuOM\n", "fCXn/KyOlJ6errCwMGeXYZdNmzapSZMmat++fZH5S5YsUUREhKxWq1auXKnBgweX+P6qes1e1XHe\n", "sI+r53bk7BHN2jNLszNm61TeqWLj/fz76cnAJxXWKkxulpu/UcTVczOLvcd2PoECAAAAuJicnByl\n", "pKSoffv22rdvn86ePavo6KvNxODgYMXFxclqtWrAgAFOrhSoGZr7NtdL97yk53s+r0XfLlLszljt\n", "PbnXNr7+p/Va/9N6tW3QVjFdYxTZIVK+Xr5OrBgloYHiQug8moNczUGuxiNTc5ArgOqoadOmevHF\n", "F0sc8/PzU2RkpIMrqjk4b9inpuRW26O2ou+K1piOY5RyJEWxO2O15sc1KrRevb1n/8/79eKGFzU1\n", "derV23u6TFTrBq1LXV9Nya2q4CGyAAAAAAA4kMViUUiLEH026DPtGLtDU7pNUT2verbxc/nnFLsz\n", "Vj0+7aHRK0brq5++khOevoFfoYHiQvgOcHOQqznI1Xhkag5yBQBUBOcN+9Tk3FrVb6XX+rymjPEZ\n", "euu+t9SuYTvbmFVWrf1xrYYtHaZ7596r2RmzdSH/gm28JufmDDRQAAAAAABwsrpedTW+y3htHrNZ\n", "Cx9ZqPCA8CLj+07t03NfPqdOMzvp5ZSXdfjsYSdVWnPRQHEh3P9mDnI1B7kaj0zNQa4AgIrgvGEf\n", "crvOzeKmsFZhmj9kvtKi0xTTJUZ1Pevaxn++9LP+vePfCpwdqI/OfKTNRzZze4+D0EABAAAAAKAK\n", "ur3h7XrzvjeVMT5Dr/d5XQH1AmxjhdZCrdi/Qg8vflj95vXT53s/V96VPOcVWwPQQHEh3P9mDnI1\n", "B7kaj0zNQa4AgIrgvGEfcitbvVr19FS3p7Rt7DZ9Puhz9W3Zt8j47hO79XTi0+oyq4te3/y6jp07\n", "5qRKXRsNFAAAAAAAqgF3N3cNbDNQSyKWKDkqWQ80fkC1PWrbxnMv5urtbW+r6+yumvjFRO3I3uHE\n", "al0PDRQXwn2D5iBXc5Cr8cjUHOQKAKgIzhv2IbeK63hLR8WNjlPG+Ay9fO/Lal63uW3sSuEVLfp2\n", "kcIXhCt8frgWf7tYlwsuO7Fa10ADBQAAAACAaqqhd0P9rvvv9PVjX2vWg7PU2693kfEdOTsU80WM\n", "AmcH6q20t5R7IddJlVZ/ZTZQsrOzNXfuXM2bN0/HjpV9D9WKFSu0dOlSLV26VHv27DG0SNwc7hs0\n", "B7mag1yNR6bmIFcA1VFmZqbi4+O1aNEiHT58/atOuWY3H+cN+5CbfW7MzcPNQ4+0e0Srhq/S+lHr\n", "FdkhUl5uXrbx7PPZ+vuWv6vzrM6akjBFe05wDKgoj7IG09LSFBUVJUlaunSphg4dWuqy3t7eCg8P\n", "L3UcAAAAgGOcPHlSw4YNkyStXr1aLVq0kMQ1O1BTdL21q/4T/h+9fO/Lmp0xWzN3z1TOhRxJ0qWC\n", "S4r7Jk5x38TpHr97NDFwoh5q85A83MpsD0DlNFB8fHxsr728vMpYUiooKFB8fLysVqtat26toKAg\n", "YyrETeO+QXOQqznI1Xhkag5yBVAdhYaGljifa3bzcd6wD7nZp7zcmvg00Qs9X9Dvu/9ey39Yrg92\n", "fqD0nHTbeOrRVKUeTVUL3xaa0GWCou+KVkPvhmaXXW2V2UCxWq22156enmWuaODAgbbXa9asKXfD\n", "ycnJtv/Z1z525OzpDt07lFu3GU6fPq3kH6peHkwzzTTTTDNt5PSZM2fkaFeuXHH4Nq+pCfneyNn7\n", "l1nTN/5BsTpKSEhQz549bdOucM3ONNNMV3w6bXOabtNtSnw0Uduzt2tqwlSlnE5RgQokSYfPHtbL\n", "KS/rza1v6tH2j6pHQQ/51/avMvUbPW0vi/XGLsmvrF271naQTUxM1IABA25qpeUtm5SUVCW73Scv\n", "nlT/ef116Owhh243YWSCut/WvdLrufEEB+OQqznI1Xhkag5yNU7y4WQNiR/i0G1+9vBnil4V7dBt\n", "StLyYcsV0sKx+40z8pWc87M6Unp6usLCwpxdRqlyc3O1YMGCIvMGDRokf39/bdiwQa1atVJAQECJ\n", "762u1+xVHecN+5CbfSqT29FzRzVrzyzN3jNbJ/NOFhvv27Kvngx8UuEB4XKzuNb3z9h7bPcoa/Di\n", "xYuSrn4S5dprScrIyJCbm5s6duxom5eVlaVWrVpJkvLy8ipcCAAAAICKady4sSZPnlxs/qZNm9S0\n", "adNizROu2QFc41fXT3/p/Rc9f/fzWvzdYsXujFVGboZtfMOhDdpwaINa12+tmK4xGt1htOrVqufE\n", "ip2vzAZKcHCw4uLiZLVai3SnN2/eLIvFUqyBkpaWJkkKDAw0qVyUhY6tOcjVHORqPDI1B7kCqG5y\n", "cnKUkpKi9u3ba9++fTp79qyio69+EotrdvNx3rAPudnHiNy8PbwV1TFKozuM1uajmxW7M1arDqxS\n", "obVQkvTjmR/1541/1t83/12jO45WTNcYtW3QttLbrY7KbKD4+fkpMjKy2PyYmJhi80p7UBUAAAAA\n", "x2natKlefPHFEse4ZgdQGovFonua36N7mt+jQ78c0se7P9anmZ/qzKWrz9g6l39OH+76UB/t+kjh\n", "AeGa2HWi+vn3k8VicXLljuNaNzLVcNcejANjkas5yNV4ZGoOcgUAVATnDfuQm33Myq1lvZZ6JeQV\n", "ZYzP0Dv93tGdje60jVll1bqD6zR82XD1/m9vzdozS+fzz5tSR1VDAwUAAAAAABRTx7OOHuv8mFKj\n", "UrV46GI9EPCALLr+iZPvTn+n59c/r04zO+l/k/9XP/3ykxOrNR8NFBfCfYPmIFdzkKvxyNQc5AoA\n", "qAjOG/YhN/s4KjeLxaJ+/v0UNyRO28Zu06TASarrWdc2fubSGb2X/p6C5gRp7KqxSjmcojK+8Lfa\n", "ooECAAAAAABuSpsGbTQtdJoyxmdoWug0tanfxjZWaC3Uyv0rNTh+sPrG9dV/M/+rvCuu841fNFBc\n", "CPcNmoNczUGuxiNTc5ArAKAiOG/Yh9zs48zc6tWqp0mBk5Q2Nk3zBs/TfS3vKzKekZuh3yX9Tp1n\n", "dtbU1Kk6eu6ocwo1EA0UAAAAAABgFzeLm+5vfb/iI+KVGpWqxzs/Lh8PH9v4ybyTemf7OwqcHagJ\n", "ayco7Vhatb29hwaKC+G+QXOQqznI1Xhkag5yBQBUBOcN+5Cbfapabu1vaa+3+72tjPEZeiXkFbX0\n", "bWkbu1J4RfHfxWvgwoEKXxCuhfsW6nLBZSdWW3E0UAAAAAAAgGEaeDfQb4N+qx3jdmjOQ3N0b/N7\n", "i4yn56Rr0rpJ6jqrq/6x9R86fuG4kyqtGBooLoT7Bs1BruYgV+ORqTnIFUB1lZqaqiVLlmjJkiXa\n", "sWOHbX52drbmzp2refPm6dixY06s0DVx3rAPudmnqufm4eahwbcP1orfrNCGyA2K6hilWu61bOM5\n", "F3L0xtY31GVmF01eN1m7ju9yYrXlo4ECAAAAuKB77rlHERERioiI0MmTJ23z09LSFBUVpVGjRmnr\n", "1q1OrBBATdK5SWf934D/057H9+gvvf+iZnWa2cYuF17WvH3z1G9ePz206CEt/X6prhRecWK1JaOB\n", "4kKq2v1vroJczUGuxiNTc5ArgOrs4MGDevvtt3X77bfb5vn4XH+4o5eXlzPKcmmcN+xDbvapjrk1\n", "9mms5+9+Xjsf26mPBn6kHrf1KDK+5egWjV8zXt1md9O/tv9Lpy6eclKlxdFAAQAAAFxUQECApkyZ\n", "om3bttnm3fjtF56ens4oCwDk6e6p39zxG60buU4JIxM04s4R8nS7fkw6cu6IXkl9RZ1nddYzSc9o\n", "78m9Tqz2KhooLqSq3/9WXZGrOcjVeGRqDnIFUNXl5ubq/fffL/LfTz/9ZBv39vaWr6+vbbqgoMD2\n", "2mKxlLnuG4+BycnJTN/E9LV5VaWe6jI9Y8aMKlVPdZl2lf3t4g8XFV0nWrse36UXer6g+h71r49d\n", "uahPMz9VyNwQDY0fqjUH1mjDpg2V2p69LFYnfAFzUlKSgoKCHL3Zcp28eFL95/XXobOHHLrdhJEJ\n", "6n5b90qvJzk5uVp+hKuqI1dzkKvxyNQc5Gqc5MPJGhI/xKHb/OzhzxS9Ktqh25Sk5cOWK6SFY/cb\n", "Z+QrOedndaT09HSFhYU5uwy7nDp1So0aNZIkrVq1Sg8//LAkacmSJYqIiJDVatXKlSs1ePDgEt9f\n", "Va/ZqzrOG/YhN/u4am6XrlxS/Pfxit0Zq90ndhcbD6gXoAldJ2hMxzGqV6tehddv77Hdo8LvQJXl\n", "iv9wqgJyNQe5Go9MzUGuAKqrlJQUXbp0SZLUo8f1ZwwEBwcrLi5OVqtVAwYMcFZ5Lovzhn3IzT6u\n", "mlstj1qK7BCpUe1Haeuxrfpg5wdatX+VCqxXP0F38JeDemnTS5q2ZZoiO0QqpmuM2jVsZ3pdNFAA\n", "AAAAF1TaJ0v8/PwUGRnp4GoAoOIsFot6+fVSL79eOnz2sD7Z/Yk+zfxUp/NOS5LO55/Xx7s/1se7\n", "P9aAVgM0setE9W/VX24Wc55WwjNQXIgR93ShOHI1B7kaj0zNQa4AgIrgvGEfcrNPTcqthW8L/e3e\n", "v2nP43v0z/7/VPtG7YuMJ2YlauTyker93976ZPcnOnf5nOE10EABAAAAAADVgo+nj8Z1GqeUqBQt\n", "jViqB1s/KIuuPxD7+9Pf64WvXlCnmZ300qaXdPDMQcO2TQPFhbjq/W/ORq7mIFfjkak5yBUAUBGc\n", "N+xDbvapyblZLBaFtgzV3MFztX3sdj0V+JR8va5/49gvl3/R+1+/r+5zumvMyjHadGiTKvsdOjRQ\n", "AAAAAABAtdW6QWu9Hvq6MsZn6M2+b+r2BrfbxqyyavWB1XpkySPq83kffZrxqd3boYHiQmrS/W+O\n", "RK7mIFfjkak5yBUAUBGcN+xDbvYht6J8vXwV0zVGW6K3aP6Q+erv37/I+N6Te/XMl8/YvX4aKAAA\n", "AAAAwGW4WdwUHhCuRUMXacuYLXqi8xOq41mn8us1oDZUETX5/jczkas5yNV4ZGoOcgUAVATnDfuQ\n", "m33IrXx3NLpD0/tNV8b4DL0W8pr86/nbvS4aKAAAAAAAwKXVr1VfU4KmaMfYHXavgwaKC+H+N3OQ\n", "qznI1Xhkag5yBQBUBOcN+5Cbfcit4tzd3O1+r0d5C2RnZyspKUnu7u7q27evmjVrZsiyAAAAAMyR\n", "mpqqnJwcSZK/v7+6d+8uSVqxYoUKCgokSW3btlXnzp2dViMAVDflNlDS0tIUFRUlSVq6dKmGDh1q\n", "yLIwHve/mYNczUGuxiNTc5ArgOronnvusb1et26d7bW3t7fCw8OdUVKNwXnDPuRmH3JzrHIbKD4+\n", "PrbXXl5ehi0LAAAAwDwHDx7U4sWLFRERYZtXUFCg+Ph4Wa1WtW7dWkFBQU6sEACql3IbKFar1fba\n", "09PTsGWrIneLu17o+YJ+ufyLQ7dbv1Z9Q9aTnJxMB9IE5GoOcjUemZqDXAFUVwEBAZoyZYqWLVum\n", "Nm3aSJIGDhxoG1+zZo2zSnNpnDfsQ272ITfHKreBcu0eSUmyWCyGLNugQQOlp6ffTH0O11EdHb7N\n", "X378Rek/Vj4PHx+fKptrdUau5iBX45GpOcjVOD7yUWJIomM3ekaO36YkHZfSjzt2v3FKvpJTflZH\n", "atCggbNLKFNubq4WLFhQZN6gQYPk73/1azq9vb3l6+tb4nvL+4NnVb5mr8o4b9iH3OxDbvax99he\n", "bgPl4sWLkq5+uuTaa0nKyMiQm5ubOnbsWO6yv3btIVYAAAAA7Ne4cWNNnjy52PxTp06pUaNGkop+\n", "SjwrK0utWrWSJOXl5ZW5bq7ZAaCochsowcHBiouLk9Vq1YABA2zzN2/eLIvFUqSBUtqyAAAAABwn\n", "JSVFly5dkiT16NHDNj8rK0tpaWmSpMDAQKfUBgDVlcV6Y0saAAAAAAAAxbg5uwAAAAAAAICqjgYK\n", "AAAAAABAOWigAIALKCwsLPJNaDAGuQJwdSUd5zj2lY+M7ENu9iE3+5iRW7kPkTVSamqqcnJyJEn+\n", "/v62J3uvWLHC9oO1bdtWnTt3dmRZ1V5puWZnZyspKUnu7u7q27evmjVr5swyq53MzEx9++23Kiws\n", "VK9evdSiRQtJ7K+VVVqu7K/2W7t2rQ4cOKChQ4fKz8/PNp99tXJKy5V91Tjso8ZhvzReTdg/SzrO\n", "cU4pX0kZcX1Tvorkxv52XUm58ftf+SqSW4X2N6uTfPHFF7bX69atc1YZLufGXJctW2Z7vWTJEmeU\n", "U61t2LDB9nrVqlW21+yvlVNaruyvlZOZmWk9cuRIkXnsq5VXUq7sq8ZhHzUO+6Xxasr+WdJxjnNK\n", "+X6dEdc3N+dmc2N/K6qkf5PX8Ptf6W42t4rsbw79BIokHTx4UIsXL1ZERIRtXkFBgeLj42W1WtW6\n", "dWsFBQU5uqxqr6RcfXx8bK+9vLycUVa1FhoaWuJ89tfKKS1X9lfjsa+ag33VOOyjxmG/NB77Z1Hk\n", "UTaub+zD9bb9+P3PPpXtRzi8gRIQEKApU6Zo2bJlatOmjSRp4MCBtvE1a9Y4uiSXUFKu1hu+odrT\n", "09NZpVV7CQkJ6tmzp22a/dUYv86V/dV47KvmYF81Dvuocdgvjcf+WRR53Byub+zD9XbF8fuffSrb\n", "jzClgZKbm6sFCxYUmTdo0CD5+/tLkry9veXr61vie/kfXbqK5nrjA3MsFotjiqyGysp1w4YNateu\n", "nRo3blzie9lfS1fRXNlfy1feMaAs7Kulq2iu7KsVdzMZs49WDvuludg/iyKPknF9Yx+ut+3H73/2\n", "qUw/wpQGSuPGjTV58uRi80+dOqVGjRpJKtody8rKUqtWrSRJeXl5ZpTkEiqa68WLF23zrr1GcaXl\n", "umnTJjVt2lQBAQFF5rO/3pyK5sr+Wr7SMi0N++rNqWiu7KsVV1rG7KPGYb80HvtnUeRRNq5v7MP1\n", "tn34/c8+RvQjHHoLT0pKii5duiRJ6tGjh21+VlaW0tLSJEmBgYGOLMkllJZrcHCw4uLiZLVaNWDA\n", "AGeVVy3l5OQoJSVF7du31759+3T27FlFR0dLYn+tjLJyZX+1X2Jiog4cOCBvb28FBATY7idmX62c\n", "0nJlXzUO+6hx2C+NVxP2z5KOc5xTyvfrjNq3b8/1zU2oSG7sb9eV9G+S3//KV5HcKrK/Waw3tl4A\n", "AAAAAABQjJuzCwAAAAAAAKjqaKAAAAAAAACUgwYKAAAAAABAOWigAAAAAAAAlIMGCgAAAAAAQDlo\n", "oAAAAAAAAJSDBgoAAAAAwBDbt2/XjBkzDF/vqVOnlJqaavh6gYqggQIAAAAAMESPHj3UuHFjw9d7\n", "5coVXb582fD1AhXh4ewCAAAAAACuo7CwUMuWLVNBQYEKCwvVuHFj3XfffTp16pTWrVun2rVrq6Cg\n", "QH5+furVq5ftPYsXL5aHh4esVqvq1q2r+++/X5J0/PhxJSQkKCcnRz///LMkqXfv3mratKnTfkbU\n", "TBar1Wp1dhEAAAAAANfwxhtvaMKECbZPomzdulX169fXli1bFBUVJU9PT0lSamqq/PxD+N0eAAAB\n", "ZElEQVT8FBAQUGwdCxYs0MiRI23TJ06cUGZmpu677z5H/AhAifgECgAAAADAMM2bNy9yG0+3bt20\n", "bt06ZWdna9WqVbb5hYWF8vDwUEBAgC5duqR169apoKBAbm5u2r9/vzNKB8pEAwUAAAAAYJgjR44o\n", "NzfX1kTZuXOn7rjjDl2+fFkPP/yw7RMo0tVnm0jS6tWrFRYWpnr16kmSzp8/X2Sd7u7uKigocNBP\n", "AJSMW3gAAAAAAIbYvn27kpOT5efnJ29vb+Xn56tJkyYKDQ3V+fPnlZCQIDe3q99lcv78eQUHB6tN\n", "mzbKzMzU3r175enpqStXruj7779Xt27dNHDgQNu6rz0jxc3NTfn5+RoyZIg8PPhMAByHBgoAAAAA\n", "AEA5+BpjAAAAAACActBAAQAAAAAAKAcNFAAAAAAAgHLQQAEAAAAAACgHDRQAAAAAAIBy0EABAAAA\n", "AAAoBw0UAAAAAACAcvw/HGtnvPZfWCEAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "100%\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABFAAAAGcCAYAAAD+lVRUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd0VNXaBvBnZlImIZ3QIYTQUSSACFcQ0ABGUYiISLGA\n", "yBURBPFaUERUsEtRKdfekCtekHqJkIhIpBOkRcDQq7T0npn9/TFfJnNIpmbKnsnzW4u1Zs60d87Z\n", "sznnzd7vVgkhBIiIiIiIiIiIyCy1pwMgIiIiIiIiIpIdEyhERERERERERFYwgUJEREREREREZAUT\n", "KEREREREREREVjCBQkRERERERERkBRMoROS1jhw5Ai4kRkREVLsJIXD06FFPh0FEtQATKETkUR9/\n", "/DFatWqFiIgI3Hzzzfjf//5n8fkZGRl4/fXXcdNNN6F9+/YoKyuz6/OuXbuGGTNm4MYbb0TdunXR\n", "tGlTrFq1qiZfwSv17dsXY8aM8XQYtcLJkycxePBgREVFoWHDhnjyySeRm5vr6bCcYv369ejRowei\n", "o6PRqFEjtGvXDgkJCTh//rzZ19ja9vbu3YsGDRogMjIS4eHh+Mc//uHM0L3ea6+9hsjISGg0GpSW\n", "lno6HJ9k7/9P5F56vR6bN2/GpEmT0KxZMzz66KM2va6wsBAzZsxAq1atEBYWhhtuuAH//ve/XRwt\n", "EfkKJlCIfJBer0f79u0RGhqKwMBAREZGIjIyElFRUahXrx5GjBiBEydOeDpMvP/++1i2bBlSU1OR\n", "nZ2NRYsWYeLEidiwYUO1z1+0aBGGDRsGIQS+//57NG/e3K7P++WXX9CtWzcEBwdjw4YNuHr1Kg4d\n", "OoQ+ffo44+t4FZVKBZVK5ekwfF5WVhbuuOMO3Hvvvbhy5QqOHTuGkJAQ3HPPPZ4OrcbS0tLw3HPP\n", "YfHixbhy5QouXLiAXbt2YeHChWjYsKHZ19na9jp37oy///4bWVlZ2L9/v81xXb58Gffdd5/Nz/dW\n", "r776KrKyshATE+PpUBwi+3Gy9/8nb3Dx4kU89dRTiImJQd26dXHTTTfhgw8+QHFxseJ51Z1DJCYm\n", "Gh9/+eWXERYWBrVajebNmyM/P9/dXwUA8PDDD+PVV19F+/bt8d///tem1xQVFaFv374oKCjA77//\n", "jtzcXPz3v//FihUrMHnyZBdHTEQ+QRCRz/r111/FiBEjFNvy8vLEokWLRPPmzUVmZqaHIhPi4sWL\n", "Ijo6Wly5ckWxfcuWLaJLly42vUdsbKwoKSmx6bnbtm0T7dq1E0ePHrU7Vl905swZcfHiRU+H4fMm\n", "T54sXnzxxSrbExISxOrVqz0QkfNMnjxZ/PDDD3a/zpG2d+LECdGjRw+bnnvy5Embn+sL7OkHZSLz\n", "cXLG/0+ySU9PF3FxcWLevHkiJydHCCHE6dOnxZQpU8Q//vEPcfXq1Sqvqe4cQgghioqKRFJSkpgy\n", "ZYrL47aVrX3ErFmzxDPPPFNle2lpqYiPjxc7duxwRXhE5EM4AoXIhwkhqtQICQkJwfjx4/Hqq6/i\n", "ueee81BkwA8//ID77rsPdevWVWzv1asXhBD4448/nPZZ5eXlmDBhAlasWIHWrVs77X29WdOmTdGg\n", "QQNPh+HThBBYunQpnnrqqSqPPf300/j88889EJXz5OTkIDw83O7XubrtXd/nkZxkPk7u/P/JHa5d\n", "u4ahQ4fim2++weTJkxEWFgYAaNasGebOnYtBgwZh3LhxVV5X3TlEbm4uEhMT0bVrV8ydO9ct8Tvb\n", "Sy+9VGWbv78/RowYgY0bN3ogIiLyJkygENVSo0aNwm+//eaxz9+1a5diSLCp/v374/fff3faZ6Wk\n", "pKBnz55o3769097TE1auXImIiAh06dIFr732GuLi4hAdHY0ZM2YY62xERkaie/fuOH78eJXXL1u2\n", "DFFRUYiMjERoaKjNNVC2b9+O+++/H02aNEF0dDRuuOEGzJgxA+PHj8fevXurfc2ZM2cwadIktGzZ\n", "ElFRUWjZsiXGjBmD+fPnY/78+dW+Jjs7Gy+++CLatm2L8PBw1KtXD0lJSdi+fbvF+JYuXYo+ffqg\n", "fv36aNCgAbp3744vv/wS/fr1s/i6kpIS3H777dBqtZg2bZpN+8Iex44dQ/369dG0adMqj91+++1W\n", "v5eMrly5gpiYGERGRuL777/H0KFDjVMEIyMj0aZNG+h0uiqvc7Tt2eP3339HvXr10KlTJ+zevVsR\n", "V2RkJBo3boxjx45V+1p7215+fj5atGihqEGi0+kwf/58tGvXDnXr1sWYMWOqndqwceNG3Hnnnahb\n", "ty7Cw8Nx4403YtasWSgqKjL73Y4cOYKHHnoITZo0Qb169dC7d2+sXbvWsR1lxbp163DHHXcgOjoa\n", "devWxa233oolS5ZUed6hQ4dQv359BAUFVakfkZSUhMjISAQGBuLnn39WPFaT41Rh+fLlCAsLQ8uW\n", "La0+1xHu/P/JHT744AOMGjUKPXv2rPbxF198EWfPnrX6vS5duoSEhASMGDEC06dPt/q5rj5Ojnj5\n", "5ZcRHR1d7WNFRUWIiopyc0RE5HU8NvaFiFxu06ZNYvjw4dU+VlxcLBo2bOjmiCrdeeedYteuXdU+\n", "tnDhQjFjxgyr72Hr0PVJkyaJDRs2iEuXLomxY8eKxo0bi5iYGDFz5kyh0+nsjt2TTp48KVQqlejf\n", "v7+4dOmSuHTpkmjZsqUIDw8XCxcuFHq9Xvz444+if//+Ft8nOTlZjB492urnbd26VcTExIhVq1YZ\n", "93VWVpb4+OOPhVarFampqVVek5OTI2JiYsTcuXNFVlaWEEKIkpISsXbtWtG8eXPxyiuvVHnN2bNn\n", "RYcOHcTLL78szpw5I4QQIjc3V/z444+iffv24osvvqg2vnfffVf07NlT7Nq1y3gsT5w4ISZOnChU\n", "KpXF47tr1y6hUqmESqUSoaGhVveFvbZu3Sruvvtus483aNBA6PV6p3+uu4wePVr8/PPPdr/O1rZn\n", "ypVTeBxtexViY2PFqVOnRO/evcX9998vjh49KsrKysScOXPE5s2bFc998803Rbdu3cSGDRtEUVGR\n", "EEKII0eOiCeffFJ06dJFZGdnV3n/zZs3i7i4OPH9998bf4P79+8XiYmJYvbs2U6dwvPyyy+L7t27\n", "i99++824bc+ePWLAgAHiscceq/Y1M2fOFIsXL672MUttpCZTeAYOHGj87X7wwQcOvYclzvj/SSat\n", "WrWyOm3u22+/FRMmTFBsMz2HOHHihLjhhhvsmrbn6uNkyp4+ojqXL18WrVu3NvYBRETm+Hk6gUNE\n", "nrFgwQL079/fY59fUlJiHEZ8veDgYKeuKnHq1CkEBgaib9++eOihh5CRkYG8vDw888wzePzxx/HF\n", "F1847bNcTQiB5s2bY/Xq1dBqtQCABx54AADw5JNPAgCGDh2KSZMmWX0fW2zcuBGTJ0/GoEGDjNsi\n", "IiLw1FNP4fz582jUqFGV1+zduxedOnXClClTjNsCAgIwcOBAlJaWVrsCzUMPPYQ333wTgwcPNm4L\n", "DQ3F0KFD0bdvX/Tp0wc9e/ZEmzZtFK9bv349PvroI3Tu3Nm4LTY2Fh999BHOnj0Ltdr8QMubbroJ\n", "ffv2xdatWzFhwgSb9oc9LLVxAAgKCkJZWRkCAgKc/tnuYms7qulrXPn+jrY908/r3bs3nnnmGUUR\n", "ymeeeUbxvE2bNmHdunX47bffjL9dAGjTpg0WLlyIefPm4emnn8bXX39tfKywsBDjxo3DmjVr0KFD\n", "B+P2jh074n//+x8GDhyIc+fO2fV9zVm1ahU2bdqELVu2wN/f37i9S5cuSE5OxtChQ7FgwYJqp6RZ\n", "Yu541KQdPPbYY9iyZQvq1q2rOG7O4s7/n1wtPz8fQgir0+Zuu+02syvRHDx4EHfeeSfuv/9+DBs2\n", "zObPdvVxcpb8/HwkJSXh9ddfr3bEIBGRKU7hIaplTp06ZVw545133vF0OG5RXl6OcePG4cknn8S0\n", "adMQHh6Opk2b4ocffsCePXucMpUiLS2tylD06/85a2hww4YNFRdgWq0WsbGxdr2HrSvwJCQk4Isv\n", "vsDWrVurTM2YPXt2tdOiOnfujIyMDPznP/9BYWGh4rH77ruvylKTBw4cgBDC7Al2dHQ0nn322WoT\n", "XQMGDMAbb7yBv/76q8pjP/30k8XvFhAQgF9++QXFxcV4++23LT5XZu5se84g0+pPNWl7FVQqFT78\n", "8EOrK3h8/PHHmDVrluK3a+rpp5/Gtm3bkJeXZ9y2fPlyDBw4UJE8Mf3cOXPmoLy83OLn2mru3Ln4\n", "8MMPFckT089asGCBNDUvhgwZgpycHBw/fhwtW7b0dDgOu+eee6z+dt99990afUZOTg4iIyOtPi8q\n", "KgqXL19WbFOpVDh06BAGDx6MWbNm4ejRoxgwYICijVriDccpPz8fAwcOxMiRIzF8+HBPh0NEXoAj\n", "UIh83IoVKxQnT5GRkXjggQewZ88ehIaGeiyugICAKhfXFXJychAYGOi0z6pXrx4uX76MiRMnKrar\n", "1Wo8/vjjWLNmDXr06FGjz+jVqxeysrJq9B4y6tmzJ+bPn48PPvgAhw4dQkBAAOLi4tCzZ088/vjj\n", "1Z6Yh4WFITk5Ge+88w5mz54NnU6HJk2aoGvXrnjssceq/CX/0KFD2LFjh8WTfCEEEhISqmx/8cUX\n", "sXjxYowfPx5nzpxBWFgY2rZtizvvvBMjR46En5/n/psLCAiwWNciNzfXKaNPfLXtuUNN2p4pc/Uy\n", "rv8sa8v2lpeXIzMz0ziiKj09Hb179zb7/Ip6K85w5MgRdO3a1ezjFYnba9euSZWQcwV3/f/kqjo2\n", "psLDw23qH65evYp69eoptgkhcOnSJWzcuBEdO3bEmDFj8MYbb2D48OFYt26dq0J2m6ysLNx9990Y\n", "OXKkS0YhEpFvYgKFyMcNGTIES5cu9XQYVTRo0AAnTpxAfHx8lcdOnz7t1L9WtWvXDs2bN6/2saZN\n", "m+LgwYNO+yxflJCQYLyALCsrQ0ZGBlavXo1u3bph3bp1aNu2bZXXtGrVCp9++qnxfmZmJjZt2oTB\n", "gwfj9ddfN047AgxD4vv374/Vq1c7FN/48eMxfvx4AIakxL59+/D1119j4cKF+PXXX83+xd/VKtp4\n", "dfLz86HRaNwcEV2vpm3P3s/65ZdfFNPNbOHqKU/2kmkEkau48/8nVwsJCYFarcalS5dQv359s8/b\n", "smVLtW3z9ttvR8eOHY33X3nlFQwdOhRLly7FiBEjXBKzO1y6dAkDBgzAP//5TyZPiMgunMJDRB7R\n", "q1cvs8sFbtiwATfffLPTPmvAgAFISUmp9rFTp07VyjnPjl6U+fv7o1OnTnjllVfw1ltvYfbs2Ta9\n", "rlWrVhg3bhw2bdqEF154QfFYjx498NtvvyEnJ8ehmEyFhYXhtttuw2effYauXbvi+++/r/F7Oiou\n", "Lg5ZWVm4ePFilceSk5PRrVs3D0TleTIlBJzZ9qy57bbbsHz5crtec/PNN1tcLS0jIwNXr16taWgA\n", "gLZt22LXrl1mHz937hyKi4urjNbxxYSKO/9/codhw4ZhwYIFZh8XQmDBggU2J0Ts6ftldObMGfTt\n", "2xeTJk1i8oSI7MYECpEPq8mJ7YoVKxAWFoa4uDhkZmY6MSqDYcOGYeXKlVWGFv/6668oLy936sVl\n", "586dUVJSgq1btyq26/V6fPXVV4oCqbIzd0ztPda2Pj8+Pt7sBa9KpUJxcXGV7cOGDcORI0fMvuf1\n", "01rq16+Phx56CI8//rjZ1xQUFGD37t2KbX/88QceeeQRs68xF1+FimWMAwMDqyR1nEGlUmHUqFFY\n", "uHBhlccWLFhgMXZv4Ugf4+rXREZG2pxUcLTtOWLq1KlYtGgR0tPTzT5n9+7diqkjQ4YMwfr165GR\n", "kVHluXq9Hs8++6zTEhhTp07FlClTqi2QqtfrMXHiREydOrXKYw0bNqw2SXj27Fls377dbHz2HKfr\n", "+dL/T+7w7LPP4rvvvsPmzZurffz9999H06ZN8Y9//EOx3dyxa926NVq2bInU1FSLn+vq42TK1t9B\n", "ZmYmEhISMGPGDIwdO9alMRGRb2IChciH1eQvvV988QXy8/Nx8uRJlwxvj4iIwIQJEzBkyBCcOXMG\n", "ALB9+3aMHTvW4l/KrmfLd1SpVPj444/xyCOPYO3atSgrK8OFCxfw0EMPoUuXLujUqZPD38PdnLWi\n", "ha3PP3DgAEaMGIEDBw5Ar9cDMNQA+PrrrzF58uRqL6guXbqEUaNG4ZdffkFJSQkAoLi4GKmpqbjr\n", "rruqTVbMmTMHBQUFGDx4MNLT043xnTp1CgsWLEB8fDy2bdumeE12djZ++OEHvPbaazh79qzxe507\n", "dw6vvvoqkpOTMXLkSIvfbfPmzSgrK8OiRYts2h/2evbZZ/HNN9/gq6++gk6nQ35+PqZOnQo/Pz88\n", "+OCDLvlMdxFCuG0VHnteEx4ejtjYWLz++uvGZMS1a9ewcuVKJCUl4dVXX1U835G250h8zZs3x3ff\n", "fYfBgwfj3//+N7KzswEYfhubN2/GI488gtGjRysSjEFBQfjss89w7733YunSpcbf04EDB3D33XcD\n", "MCQwnDGqZ9CgQbjjjjvQu3dvbNmyxfh7T09Px1133YWoqKhq/1p/991349tvv8X+/fsBABcvXsTc\n", "uXPRrVs35Obmmo3N3uNkylv+f5JFZGQkli9fjkcffRTvvfeeMTF09uxZTJ06FStXrlRMuaxgqV2N\n", "Hz8en3zyicXPdfVxMmXLb+DSpUu46667MH/+/GoLxqampnrl8SUiN3PtKslE5Ak6nU60bdtWhISE\n", "iICAABERESEiIiJEvXr1RHp6uk3vsXz5chEWFiZatGghMjMzXRbrvHnzRMuWLUV4eLjo0qWL+Pnn\n", "n80+99NPPxWRkZHG76PRaIy3IyIixLRp0yx+1s6dO0X//v1FZGSkaNCggXjuuedEaWmps7+Sy6xY\n", "sUKEh4cLPz8/ERsbKwoKCoQQQsycOVMEBweLZ555xvjchg0binr16oldu3YJIYRISUkRdevWNe6r\n", "69tGRESEmDBhQpXPTEhIEOvXrxeJiYmifv36IiwsTNSvX18MGTJE7Nmzp9o4hw8fLjZv3iwefvhh\n", "0axZMxERESHCw8NF7969xbJly8x+P51OJz755BPRo0cPERUVJSIjI0X79u3FpEmTxKFDh6o8/48/\n", "/hBTpkwRH3/8sbjllltEVFSUCAkJEbGxsWLChAni77//trg/S0pKxO233y4CAwPFCy+8YPG5NfHX\n", "X3+JQYMGicjISFGvXj3x5JNPivz8fJd9nitt2rTJ2I4CAgJESEiIog2NGjWqymscaXuZmZmiYcOG\n", "xsfDwsKEv7+/4jX9+/c3G+eVK1fEE088IZo1ayYiIyNFTEyMePDBB8WKFSuqfb69be+tt94y2w9F\n", "RESI999/32xsf/31l3jsscdE06ZNjX3RnXfeKT777DOz/dGRI0fEqFGjRKNGjURUVJTo3LmzWLBg\n", "gdDpdCI2NtbsvnfEmjVrxO23327cDz169BDfffedxdesW7dOtG/fXoSHh4uYmBjx+OOPi0OHDonR\n", "o0eLkJAQs/vD3uNUQcb/n7zBxYsXxYQJE0TTpk1FVFSU6Nixo3j//fdFcXGx4nnVnUNc/3vT6XSi\n", "SZMmIiIiQsybN6/az3P1cXrkkUfM9hFRUVFi7dq1iufv3bu3Sj9i+q9OnTpWzyOIiFRCSDQZmYiI\n", "iIiIiIhIQpzCQ0RERERERERkBRMoRERERERERERWMIFCRERERERERGQFEyhERERERERERFYwgUJE\n", "REREREREZAUTKEREREREREREVjCBQkRERERERERkBRMoRERERERERERWMIFCRERERERERGQFEyhE\n", "RERERERERFZoZs6cOdPTQRARkWWrV6/GxIkTcdNNN+HDDz/E1q1bodVqUV5ejrlz52LHjh1ISUlB\n", "eXk54uLikJ+fj3vvvRcajQYdO3YEAKSmpmLChAno1asXIiIiPPyNiIiIqDbgOQz5Ej9PB0BERNYN\n", "GjQIe/fuxdatW/Hmm28qHnvttdeMt2fOnIl+/fohJCQEI0eOxG233YYtW7YgMzMTY8aMwc6dOxEb\n", "G+vm6ImIiKi24jkM+RImUIiIvMiECRMU90+ePIklS5bAz88Pfn5+uHDhgvGxW2+9Fdu2bUNGRgYA\n", "4MSJE4iLi3NrvEREREQAz2HINzCBQkTkxRYuXIg333wTfn6G7nz69OnGx1q3bo1vvvkGWq0Wbdu2\n", "xaefforx48d7KlQiIiIiI57DkDdSCSGEp4MgIiLL5s+fj7Vr16Jfv34AgAEDBqBz58747LPPcPny\n", "ZahUKpSUlGDXrl144okncO+99wIAhg8fjueffx4dOnTALbfcgv3793vyaxARkZvp9XoIIaDRaDwd\n", "CtVSPIchX2I1gXLo0CEcOXIEer0ePXr0QNOmTc0+9+LFi0hNTYVGo0GfPn3QqFEjpwdMRERERETW\n", "JScn4/jx40hKSkLjxo0B8HydiKgmrE7huXr1KoYMGQIA+N///mcxgbJz506MGjUKALBy5UokJSU5\n", "KUwiIiIiIrJHYmKisYZEBZ6vExE5Tm3tCb1797b5zYKDg423AwICHIuIiIiIiIhcgufrRESOs5pA\n", "qbBx40bccsstFp9jOhvI39/f8aiIiIiIiMjpeL5OROQ4m1bh2bx5M1q3bo3o6GiLz9PpdMbbKpXK\n", "7PM2bNjAQlZEREREJL2IiAh07drV02E4ja3n6wDP2YnIN9WkX7eaQNmyZQsaNGiA2NhYxfaDBw9C\n", "rVajQ4cOxm1FRUUADJntitvV0Wg0OHy4OyZODHEo6Jpavz4X3bvrrD+RCEBaWhp69erl6TAclpam\n", "waBBYR757NWrc9GrF39r7uLtbZVqF7ZXx7Ffd6/09HRPh+BUtp6vA4Zz9i5durgjLLvJ3IcwNscw\n", "NvvJGhcgd2w16dctJlAuXbqE33//He3atcPhw4eRl5eHhx9+GACwbds2qFQqRQKle/fuWLp0KYQQ\n", "xmWqiIiIiIjI/VJSUnD8+HFotVrExsaid+/ePF8nIqoBq8sYu0JqaipHoBC5Cf9SSUTkW9ivu1d6\n", "ejoSEhI8HYZHpKamSjsChYjIUTXp120uIktEREREREREVFsxgUJkRVpamqdDILIJ2yp5E7ZXIqoJ\n", "mfsQxuYYxmY/WeMC5I6tJphAISIiIiIiIiKyggkUIitkrR5NdD22VfImbK9EVBMy9yGMzTGMzX6y\n", "xgXIHVtNMIFCRERERERERGQFEyhEVvjq/D3yPWyr5E3YXomoJmTuQxibYxib/WSNC5A7tprw83QA\n", "REREREREJKeCAuD77wORlaXC+PHFCPPMKupEUmAChcgKX52/R76HbZW8CdsrEdWEzH2Ir8RWUgJ8\n", "/XUg5szR4tIlw8SFwkIVZs4s8nhs7iZrbLLGBcgdW00wgUJERERERNUqKQECAz0dBbmTTgf88EMA\n", "3nlHizNnNIrHtm3j5SPVbqyBQmSFr87fI9/DtkrehO2VyDucPSvn5YLMfYi3xiYEsHq1P3r2DMPE\n", "iXWqJE8A4PBhDYRwf2yeJmtsssYFyB1bTcjZIxIRERERkcedOsXLBV8nBPDLL35ISAjF6NEhOHq0\n", "MnFSt64es2YVIixMDwDIy1Ph/HmVp0Il8jj2iERW+Or8PfI9bKvkTdheibzD6dNyXi7I3Id4U2w7\n", "d2oweHAIhg4NxR9/VE7PCQkRePHFIuzZk4MJE0rQrp3e+NiRI1VHprgiNpnIGpuscQFyx1YTcvaI\n", "RERERETkcWfO8HLBF2VkqDFyZB0kJoYhLc3fuD0wUOCpp4qxd28Onn++csWddu10xuccPuyaBAqR\n", "N2CPSGSFr87fI9/DtkrehO2VyDucOiXnxbLMfYjMsf34Yzr++c9g3HZbGJKTA4zbNRqBRx8twe7d\n", "OXjjjSLUrassdNK2resTKDLvN1ljkzUuQO7YaoJllImIiIiIqFqyTuEh+5w/r8L77wfh229vh05X\n", "eUxVKoH77y/Fiy8WIy5Ob/b1HIFCZMAECpEVvjp/j3wP2yp5E7ZXIu8g6xQemfsQmWK7dk2FefO0\n", "+OyzQBQXK4u/3nlnKaZPL8YNN+jMvLqSaQLlyBHDSjwqJ9eSlWm/XU/W2GSNC5A7tppgAoWIiIiI\n", "iKr1999qFBUBQUGejoTskZcHLFqkxccfa5Gfr8x09OxZhunTi9C9u/XESYWGDQXCw/XIyVEbV+Jp\n", "0sRF6xkTSUzOlDKRRHx1/h75HrZV8iZsr0TeQ8ZRKDL3IZ6MrbgYWLgwEF26hOPtt4MUyZP4+HK8\n", "9tp2rF6db1fyBDCMNjFdiccV03h4TO0na1yA3LHVhHy9IRERERERSYN1UORXXg58800Abr45HNOn\n", "B+Pq1cpj1rq1Dl99lY/U1Dx07nzZ4ak37igkS77vwgUVpk8PwsMP18Gff3pf38IpPERW+Or8PfI9\n", "bKvkTdheibyHjAkUmfsQd8am1wOrVvnjrbeCkJmpTGo0barDCy8U48EHS+HnV/PYXF1IlsfUfrLG\n", "BVSN7do1FebP1+LTTyvr8ej1wJIlBZ4Iz2FMoBARERERkVmnT3O0gWyEAFJS/DB7dhD271de0tWr\n", "p8ezzxbj0UdLEBjovM+8vpAskS3y8oDFiw31ePLylMOfTp70vnYkXzqZSDK+On+PfA/bKnkTtlci\n", "7yHjCBSZ+xBXx7Z9uwYDB4bgwQdDFcmTsDA9pk8vwp49OfjnP6tPntQktupW4nGm2nxMHSVrXADw\n", "yy9bjfV43norqEryBACys528lJMbcAQKERERERGZJWMCpTbav1+DWbOCkJLir9geFCTwxBPFmDSp\n", "BJGRrlsZp0EDgYgIPbKzDSvxnDunQtOmXImHlMrKgO+/D8Ds2XfgyhXl8l2tW+vwzDPFmDChDgAg\n", "K8v7EijsDYmskHluIZEptlXyJmyvRN5DxgSKzH2Is2PLzFRj7Ng66Ns3TJE88fMTGDu2GHv25GDG\n", "jGKbkic1iU2lAtq2dd1KPLXpmDqLTHHp9cDy5f649dYwPPNMHUXypGlTHT7+uAC//56LBx8sRUCA\n", "oa0WF6tFeNjbAAAgAElEQVRQVOSpiB3DEShERERERGTWlStqFBQAdep4OpLa5exZFd57Lwjffx8A\n", "na7yL/UqlcCwYaV44YVixMbqLbyD87Vrp8OOHYZLyMOHNejXr9ytn0/yEQLYsMEfs2ZpceiQbfV4\n", "IiMF/v7b0KazslQICvKekUxW08l6vR46nX3rhBP5EpnnFhKZYlslb8L2SuRdZBuFInMfUtPYrlxR\n", "4aWXgnDzzeH49ttARfJk4MBSpKXlYtGiQoeSJzWNzZWFZH35mLqKp+NKS/NDYmIoRowIUSRPwsP1\n", "ePjhP5GeXn09noiIyoSJt9VBsTgCJTk5GcePH0dSUhIaN25s8Y3WrFljTLS0bNkSHTt2dF6URERE\n", "RETkFI6ct585o0b79u4d7VDb5OYCH3+sxeLFWuTnKy8q+/Qpw/TpReja1bN/2Hb1UsbkHfbuNdTj\n", "2bRJWY8nOFhg/PhiTJxYgoMHM1GnTsNqXx8ZqQdgaD/XrqkBeE/fYjGBkpiYiIyMDJveSKvVon//\n", "/k4JikgmMs0tJLKEbZW8Cdsrkec4ct5uWMpYnukaMvch9sZWVAR89lkg5s3TIitLOdKnS5dyvPJK\n", "Efr0cc6+r+l+q24lHpWTBhD40jF1F3fHdfiwGm++GYS1awMU2/39BcaMKcEzzxSjQQNhNTbTej3e\n", "VkjWaTVQdDodVqxYASEEWrRogS5dujjrrYmIiIiIyEkcOW8/dUquKTy+oKwMWLIkAO+9F4QLF5T7\n", "t107HaZPL8Jdd5U5LUHhDPXrC0RG6pGVpUZ+PlfiqS1OnVLjnXe0WLYsAHp9ZYNUqwWGDzfU42nW\n", "zPZRJKZTeGptAiUxMdF4e/369VafX1JSAiDEWR9vl+zsbKSl7TNmxSrmjvE+71d3f9GiRejYsaM0\n", "8dh7PycnF0AYPMXT37823TedBytDPLzP+2yvrrkP9IGnGP5PqaOIx9P7w9X3g4ODbdw73sPe83bA\n", "UANFlmMiex9yfYzXP37rrb2wYoU/ZsxQ4eJFZWXeBg0K8NprwP33l2LbtjT8/rtz4ztw4ACefPLJ\n", "Gr1f27aJ2L7dkPBZvvwIJk9u45T4ZD7nlrW9OeN4Wrp/7Vog0tJ64+uvA1FWpkx09Ox5HqNGHcHw\n", "4fHVvt7S8YyKqloDxd37z1EqIYTFlGFGRgYiIiKs1kAxlZKSgn79+pl9PDU1FYcPd8fEiZ5JoKxf\n", "n4vu3VkYl2yTlpZW4x+aJ6WlaTBokGcSKKtX56JXL/7W3MXb2yrVLmyvjmO/7l7p6elISEjwdBgu\n", "Y+m8PTU1Ff36Gb57fHw5fvklz52hWSRzH2IuNiGAn382rFaSkeGneKxBAz2ee64IDz1UioCAKi91\n", "eWz2mDo1GF99ZagK+vrrhZg4scQZoXnlMfU0V8WVlaXChx9q8ckngSgqUiZOEhIM9Xg6dbL8f4Gl\n", "2ObM0WLWLMMyx5MnF+PVV927lnFN+nU/60+p6uDBg1Cr1ejQoYNx26lTp9C8eXMAQHFxsUPBEMlI\n", "xs6SqDpsq+RN2F6JPMeR83bZpvDI3IdUF1tamh/eeCMIu3YpL78iIvSYPLkY48aVwB2DnZyx31xV\n", "SNbbjqkMnB1Xfj6weLEWH32kRV6eMnHSo0cZpk8vxq23ltc4NkMRWQOfmsKTkpKC48ePQ6vVIjY2\n", "Fr179wYAbNu2DSqVqkoCZefOnQCA+Ph4F4ZMRERERESOsue8PTBQoKREhawsNXJzgTDPzQr2SuZW\n", "K6lTp3K1kvBw76ohwpV4fE9xMfDVV4GYM0eLK1eUydKOHcsxfXoR+vUrd1o9Hp+tgWJuON+4ceOq\n", "bKtIrhD5GlmH7BFdj22VvAnbK5Hn2HPe3qyZHpmZhovks2fV6NBBjuVGZe5D0tLSUK9eb8yeXXW1\n", "koCAytVK6td3f+LEGfvNNIFy9KjzVuKR/ZjKGFtN4yovB5YuDcC77wbh3Dll4qRVKx2mTSvC4MFl\n", "UDswAM1SbFyFh4iIiIiIfE5MTGUC5dQpjTQJFFmdPq3GvHnx+PXXsCqrlYwYUYrnn7dvtRIZ1avH\n", "lXi8nV4PrFzpj7ffDjL+vis0aaLHCy8UYfjwUvi5KFvABAqRD5Mx20xUHbZV8iZsr0TeISam8mL/\n", "9Gl56qDI1odcuqTCnDlafPllIMrKwhWPDRpUipdeKkKbNp5PnDhjv6lUhlEo27YZ2sOff2rQtKlt\n", "dTEske2YmpI1NnvjEgJISfHDrFlBOHBAmQqIjtbj2WeLMXp0CQIDXRubMoEiT79iCyZQiIiIiIio\n", "WjExldM1ZEqgyCInR4WPPgrE4sVaFBYq/5J+xx2G1Uri431v5ap27fTYts1w+/BhDfr3r3kChVxr\n", "61ZDIeMdO5QpgLAwPSZNKsETTxQjxE2L5JoWka1YxthbsBckssJ03XcimbGtkjdheyXyDrKOQPF0\n", "H1JQAMybF4j4+DDMmROkSJ60a3cNa9bk4b//zZcueeKs/eaKQrKePqaWyBqbLXH98YcGQ4eG4J57\n", "QhXJk6AggSlTirB3by6efdb5yRNLsYWEAH5+hlEohYUqeNMivhyBQkRERERE1ZI1geIppaXAN98E\n", "4oMPtPj7b+X+uOGGcrzyShGCgn5Hz55yTvlwFtMEypEjXIlHRkeOqPHWW0FYvVpZyNjfX2D0aEMh\n", "44YNPVO7RqUyTOO5fNmQeMzOVnksFnsxgUJkhaxzHomux7ZK3oTtlcg7yJpAcXcfotMBP/4YgLff\n", "1uL0aWXCIC7OsFrJffdVrFYib//mrP3Wtq0ygeKMlXhk/n9B1tiqi+v0aTXeeUeLH34IqFLI+MEH\n", "S/HCC8WK37U7YzMVESFw+bLhdlYWEyhEREREROTl6tUTCAoSKCpSISdHjZwcFcLDveNCxxmEANat\n", "88fs2UFVRlo0aqTH888XYeTIUvj7eyhAD6lXTyAqSo9r19QoKFDh7Fm1168u5O3+/ttQyPirrwJR\n", "VqbMZt17bymmTStCu3byHKOqhWTlic0SedLIRJKSdc4j0fXYVsmbsL0SeQeVCooLY1lGobijD/n1\n", "Vz/07x+KRx4JUSRPoqL0eOONQuzenYNHH62aPJG5f3NWbBUr8VQ4fLjm7aI27DdnS0tLQ3a2Cm+8\n", "oUXXruH49FOtInlyxx1lSE3NxddfF7g9eWJtn5kWkvWmpYzl6AGJiIiIiEhKsk7jcZVduzRISgrB\n", "kCGhSE+vHLAfEiLw/PNFSE/PwVNPlSAoyINBSsA0gfLnn6yD4m75+cCyZa0QHx+GuXOVhYxvuaXc\n", "WMi4c2e5ChlXUI5A8Z4ECqfwEFkh65xHouuxrZI3YXsl8h6GpYwNwyxOnZIjgeKKPiQjQ4033wzC\n", "//6nLLoZGCgwdqyh6GbdutanL8ncvzkzNtMRDc4oJFtb9ltNlZQAX30ViDlztLh8OVLx2I03lmP6\n", "9CL0719e45o0NWVtnzGBQkREREREPsfXR6CcPKnG229r8eOPARCi8kJOoxEYNaoUzz1XhCZNak/d\n", "F1tdX0iWXKu8HPjhhwC8844WZ88q93fLloZCxklJFYWM5WeaQMnO9p4EipfsXiLPkXXOI9H12FbJ\n", "m7C9EnkP0wTKmTNyXD44ow+5cEGFf/0rCLfcEoZlywIVyZMhQ0qxfXsu5s0rtDt5InP/5szYrl/K\n", "WF/DEhu1Zb/ZS68HVq70R8+eYZg0qY4ieRIdXYR58wqwbVsuhgyRK3livQbK9UVkvQNHoBARERER\n", "kVmmCRRZpvDURFaWCvPna/Hpp4EoKlL+5XvAgFK8/HIxOnaUs26ETOrVE6hbV4+rVytX4nHH8ri1\n", "hRBASoofZs8Owv79ysv2unX1mDq1GG3bbsIdd9zqoQhrJiLCO4vIMoFCZIVMcx6JLGFbJW/C9krk\n", "PZo3N53Co4EQkL6+QnXy84HFi7X46CMt8vKUX+DWW8swfXoRevSoeeJE5v7N2bG1a6fD778bkmqH\n", "D9csgVKb9ps127b5YdYsLbZtUy7xFBoqMGlSMZ54ohihoQAgb/KENVCIiIiIiKjWiYoSqFNHoKBA\n", "hfx8FbKzVYqLH9mVlABffmkounnlinIETadOhqKbd9zh+aKb3siQQDFc5B8+rMGAAeUejsi77d+v\n", "waxZQUhJUSZOgoIExo0rweTJxV7127PEWxMo3j8Gj8jFZJ6PSWSKbZW8CdsrkfdQqYBmzeSaxmNL\n", "H1JeDnz3XQC6dQvDSy8FK5InrVvr8OWX+UhNzUNCgnOTJzL3b86OzZkr8dSm/Xa9o0fVGDOmDvr2\n", "DVMkT/z8BMaOLcbu3TmYObOoSvLEm/eZtyZQOAKFiIiIiIgsat5ch8OHDRfIp0+rER8vb40QvR5Y\n", "vdofb70VhL/+Ul7UN2mixwsvFGH48FL48UqoxkxX4qloH2S7M2fUePddLZYuDYBeX5lEUKkEHnyw\n", "FM8/X4zYWN+sK6NchcfzSVlbsdsgskLm+ZhEpthWyZuwvRJ5F9mWMq6uDxECSE01FN3ct095mRMd\n", "bSi6OWZMCQID3R+bLFxRA6VCxUo8jq4EU5v226VLKsyZo8VXXwWitFQ5+uKee0oxbVoR2re3njjx\n", "5n0WFiag0QjodIapgaWlQECAm4KrASZQiIiIiIjIItMpPDIkUK63fbuhdsTWrdUX3Rw/vhghIR4K\n", "zodFRwtER+tx5YoahYUqnDmjVhQdJqWcHBU++igQixdrUVioTJz07WsoZNyli7yju5xJpQIiIgSu\n", "XjXsh+xsFerXl7++i3y9H5FkZJ5bSGSKbZW8CdsrkXdRrsTj+UuIij7k4EENhg+vg7vvDlMkT4KC\n", "BJ5+uhh//JGDf/3LvckTmfs3V8SmHIXieNvw5f1WUADMmxeI+PgwzJkTpEiedOtWjlWr8rBiRb7d\n", "yRNv32feWAeFI1CIiIiIiMgi5RQez9e6OH++Dh5/vA5WrFCO+ffzE3jkkRI8+2wxGjWS/6/ZvqBd\n", "Ox3S0gzJq0OH/LgSj4mSEuCbbwLxwQdaXLqkTC7dcEM5pk8vxoABZbV2BaiICCZQiHyOzHMLiUyx\n", "rZI3YXsl8i7X10ARAh656Dt3ToX33gvCkiW3Q6dTFt184IFSvPii54tuyty/uSK2G2+sHDWxb5/j\n", "yTVf2m86HfDDDwF45x0tzpxR7pO4OB2mTSvCffeVOVwvxtG43MmW2JQjUNQA5J++xAQKERERERFZ\n", "FBEhEBoqkJenQmGhClevqhAd7b4RHlevqjB3rhaffx6IkhJl5ubuu0vx0ktF6NCBtTc8wXRFpv37\n", "PT86yZOEANas8cebbwbh6FHlvmjUSI/nny/CyJGl8Pc38wa1TGRk5W/WW0ageH4CI5HkZJ5bSGSK\n", "bZW8CdsrkXdRqYCYmMoLZXfVQcnNBd5+W4vOncOxcKFWkTzp3bsMGzbk4rvvCqRKnsjcv7mqBkpA\n", "gCGZdvKkBtnZjl0Ie/N+q1gBKiEhFKNHhyiSJ3Xr6jFrViH27MnBo486N3nizfsM8NEpPHq9HkII\n", "aDS1O5tIRERERFSbxcToceiQ4fapU2qXrhZSVAR8/nkg5s3T4to1ZbKmS5dyJCXtwsSJ7Vz2+WS7\n", "gACgQwcd/vjDcGm5b58GffrUnjoo5laACgkRmDjRsAJUWJiHgpNcVFRlAsXRxJu7WUygJCcn4/jx\n", "40hKSkLjxo0tvtHFixeRmpoKjUaDPn36oFGjRk4NlMhTZJ5bSGSKbZW8Cdsrkec4et5uWgflzBnX\n", "jEApKwOWLAnAe+8F4cIF5We0bavD9OlFuPvuMqhU8iZPZO7fXBXbTTfVPIHibfvtwAFD4mTjRmXi\n", "RKsVGDeuBJMnFysSBO6KSxb210DxgQRKYmIiMjIybHqjnTt3YtSoUQCAlStXIikpqebRERERERGR\n", "Uzl63n59IVln0uuBn37yx1tvBeH4ceXI95gYHaZNK8bQoaXgoHg5xceX45tvAgEA+/b5ASjxbEAu\n", "lJmpxltvBeGnn7gCVE0pa6B4R3URp0UZHBxsvB0QEGDhmUTeRea5hUSm2FbJm7C9EnmOo+ftpgmU\n", "U6eck8kQAtiwwQ99+4Zi3LgQRfKkQQM93nuvEDt35uLBB5XJE5n7kNoYW6dONS8kK/t+O3tWhaef\n", "DsY//hGmSJ6oVALDhpVgx45cvP9+kVuTJ7LvM2t8sgaKrYSo/PL+LCtMRERERCQlR8/bmzd37giU\n", "rVv98MYbQdixQ3lJEh6ux+TJxRg3rgR16tT4Y8gN2rfXwc9PoLxchWPHNMjNhc/U/bh8WYXPPrsB\n", "ycnhKC1VXuQPHFiKadO4ApSjfG4Kjz10usqso8qGReFLSkoAhDjr4+2SnZ2NtLR9xnlZFdkx3vfd\n", "+35+bVBebpjfm5OTCwAIDw+z8X5nrFtXYMfzlff9/C6gvPyox76/IR7P/A/m5wesW1cAwJ797Zz7\n", "MTGhyMlRue3zTO9HR/uhrCzYrd/XcL8P1q3LRd26BejRoz4A97e37dsv4erVOm4/3uHhYWjaVODs\n", "2d/c+n153/H7vXr1kioee++fPKnGoUN5ANzfvwUGhsNTDDEYrmhlOh6uvG86WsNX2HPenpaWZtwn\n", "Z8/+DuAuAIYaKFu2pEGlsn+fhoX1weuvB+GXX5TJm8DAcgwadALvvlsP4eHCp/sQT96v4Mz312qB\n", "Zs1yceKEoX86cMAPQvxq1/tVbPP0/qm4n5y8HStXtsS6da1RUBCh2Hd9+pTh3nu3o02bbHTo4HvH\n", "0xn3K7ZZev7588EAEgAAFy6UuvX4O0olTFPQ1cjIyEBERISiiOzBgwehVqvRoUMH47affvoJ9913\n", "H4QQWLt2Le69916z75mamorDh7tj4kTPJFDWr89F9+6uqxpO8klL02DQIM8kEVavzkWvXp5rb578\n", "7t9+m4eHHw7lZ7uZJ9tcbf6tUe1SW/vW2vg7S09PR0JCgqfDcCpbz9tTU1PRpUsXxbYWLcKRk2MY\n", "ffLnn9lo0MC+6Qrbt2uQlBSq+Eu+v7/AmDElmDq1GPXrs3aEt5o0KRhLlhjqoLzxRiGeeso766AU\n", "FgKffhqI+fO1yM5WjrTq2rUcr7xShN69yz0UnW/JylKhZUtDcio0VODUqWy3fG5N+nWLY+9SUlKQ\n", "lpaGlJQU/Pbbb8bt27Ztw9atWxXP7d69O5YuXYqlS5eie/fuDgVDREREtcP1fzkjIvepyXl7TQvJ\n", "vvVWkDF5olYLjBhRgl27cvH220V2JU9k7kNqa2zx8ZXJ1X377K+D4un9VlpqWDq7a9dwvPZasCJ5\n", "0rx5LpYsyceGDXlSJU88vc8ssSW28HABlcrwu8/LU6GszNVR1ZyfpQf79etX7fZx48ZV2da4cWOM\n", "GDHCOVEREREREZFL1OS8vXlzPQ4cMNw+fVqNbt1sH5F04IAGW7YYpu1oNAK//JKHjh1r14gmX3bT\n", "TZWJBcNKPN5BpwN+/DEAb7+txenTysRPixY6TJtWhHr1NqNPn5pN/aCq1GpDIdmK+ic5OSpER8s9\n", "Cs17WjYRERH5jJrOQSYiz2jWzHQEigaA7X8yXrw40Hh78OCyGiVPZO5DamtsN96og0YjoNOpkJmp\n", "Rl4eEGrHbEN37zchgLVr/fHmm0E4ckSZOGnUSI/nnivCqFGlMNRZlvOY+kJbi4wUyMoy3M7KYgKF\n", "iIiIiIh8hKNTeC5dUmH58sqlX8ePL3ZqXOR5QUFAmzZ6/PmnBkKocOiQBj16yDfCSAjg11/9MGtW\n", "EPbuVV4OR0XpMWVKMcaOLUFQkIcCrGW8bSnjmq8/RkRERGQnmedtE5F5ji5l/OWXgcbaJzffXI6b\n", "b67ZhbXMfUhtji0+vnIazx9/2Pe3enfstx07NBg8OAT33x+qSJ6EhAi88EIR0tNzMHFi1eSJrMdU\n", "1rgA22NTLmUsf3qCI1CIiIiIiMgmMTGViY+jRzUoLwf8rFxRlJQAX3xROX2Ho098V6dOOixdari9\n", "f7/9hWRd5eBBDWbP1uLnnwMU2wMDBR5/vARTphSjbl25p474qsjIyqQsR6AQERERVUPmedtEZF5s\n", "rB7BwYYLzXPn1Fi4MNDKK4AVKwJw+bLhsqNxYz3uvbfmS23I3IfU5thMC8naOwLFFbEdO6bGuHF1\n", "0Lt3mCJ54ucnMHp0CXbvzsEbbxRZTZ7IekxljQuwrwZKBSZQiIiIiIjIZwQHA1OnVo4gefvtIGRm\n", "mr+kEAJYtKgyyTJuXPH/F+UkX9Sxo864LO3Ro2oUFHgmjrNnVZgyJRg9eoQpau+oVAIPPFCC7dtz\n", "MWdOIZo04agTT2MChYiIiMgKmedtE5FlkyYVG0caFBer8PTTwdDrq3/u77/74eBBw0iE4GCBRx4p\n", "dUoMMvchtTm2OnWA1q0NjUGvNxSStZUzYrtyRYWXXw5Ct27h+OabQOh0lRfkd99dii1bcvHvfxci\n", "Ls5Mg3VhbK4ga1yAYzVQsrOZQCEiIiIiIh/i7w989FEh/PwMFz7bt/vj88+rn8pjunTx8OEliosl\n", "8k2mhWT37XNPyc3cXOCtt7To0iUcixZpUVJSeSF+221l+PnnXHz3XQE6dLAvcUKu521FZOWPkIiI\n", "iHyOzPO2ici6jh11mDy5cirP668HVVmV58QJNdavr5yv889/ljjt82XuQ2p7bDfdVFloeN8+20eg\n", "OBJbYSHw4YeB6Nw5HO+9F4T8/MrESZcu5fjppzysWpWPbt1qtuqTrMdU1rgAe2qg2FdE9uxZFR59\n", "tA6mTw8yO/LNlZhAISIiIiIiu/3rX8Vo29ZwYVpQoMLkycEQJgNMPvkkEEIYLoj69StDmzb8639t\n", "EB/vWALFHqWlwBdfBODmm8Mxc2awYuRCu3Y6fPddPjZuzEOfPuUW3oVkEBFhXw2UuXODsGZNABYu\n", "1GLDBvcXVGIChYiIiNxO5nnbRGSbwEDgo48KoFYbLoA2b/bHd98ZCnbm5gJLlrhu6WKZ+5DaHlvH\n", "jpVJi8OHNSi28dDbEptOByxbFoAePcLwr3/VwcWLlZezzZvrsHhxAbZsycXdd5dB5cRyGrIeU1nj\n", "AhyrgWJLAsV0eWxXJegsYQKFiIiIiIgccvPNOjz5ZOXUnOnTg3H+vArffRdonE7Rpo0Ot9/OkQC1\n", "RWgo0KqVYRSKTmdfIVlzhADWrfPHbbeFYfz4Ojh5svI9GzbU44MPCrBjRy6GDSuFxv3X1FQD9iZQ\n", "jh2rTGH89Zf7D7Z7qvoQERERmZB53jYR2WfatCKsX++P48c1yMtTYerUYBw+XHlhM358sVNHAwBy\n", "9yGMDejUSYfMTEMb2LdPg65drdcgMRfbr7/6YdasIKSnKy9dIyP1mDy5GI8/XoLg4JrH7EhsniZr\n", "XIDtsZlO4cnJUUOng9kk2LVrKmRnmyZQ3D8ehCNQiIiIiIjIYcHBwIcfFhrvb9gQgNOnDVdAkZF6\n", "DBvmnKWLyXtULHMNOL4Sz65dGiQlhWDIkFBF8iQkROC554qwd28Onn7a9ckTci2NBggPr6yPlJNj\n", "Ptuamam+7r7G7YVkmUAhIiIit5N53jYR2e/WW8sxdmzVYhejR7vmAlfmPoSxOVZItiK2jAw1Ro2q\n", "gzvvDMNvv1UWCQ0MFJgwoRjp6TmYNq0YYWHOjdmW2GQja1yAfbHZOo3n2DFlWyoqUuHcOfemNJhA\n", "ISIiIiKiGpsxowhNm1ZeOPv5CYwd67yli8l7mC5l/OefGpTY0AzOnw/GP/8ZjNtuC8P69QHG7RqN\n", "wKOPlmD37hzMmlWE6Ghh4V3IG9maQDl+vGr64uhRJlCIiIjIx8k8b5uIHBMaCsybVwiVynAx9OCD\n", "pWjc2DUXuzL3IYwNCA8XaNHCkEQpK1Phzz/Nj0K5fNlQN2fixDvw3/9WLn0NAPffX4rt23Mxd24h\n", "mjTxXOJE1mMqa1yAfbHZupRxRV0dU+4uJMsiskRERERE5BR33FGONWvyceSIGiNHsvZJbXbTTTqc\n", "OFFZSNZ0Wk+FS5dUSEwMVayqAwCJiaV46aVi3Hij9eKz5P2UI1DMj/EwXYGngrsTKByBQkRERG4n\n", "87xtIqqZW28tx5gxpQgMdN1nyNyHMDaD+HjLhWQLCoCRI0MUyZNevcqQnJyL778vkCp5IusxlTUu\n", "wN4aKJWVYM2NQBECOH68uhEo7k1pcAQKEREREREROVWnTuYLyep0wLhxdYyr66jVAlOnpmPatDin\n", "L3lN8rNlCs+FCyoUFhoeU6sF9HrDbY5AISIiIp8n87xtIpKfzH0IYzMwLSR76JAGZWWG20IAL74Y\n", "hOTkykKx77xThJdekjd5IusxlTUuwL7YoqIqEyjZ2dU3AtPRJ5066RAYaHjN33+rLS597GxMoBAR\n", "EREREZFTRUUJxMQYkiilpSocPmy4AP7oo0B8/rnW+Lynny7mak21nC2r8GRmVqYuWrfWoWXLygSd\n", "O6fxMIFCREREbifzvG0ikp/MfQhjq2Q6CmXfPg2WL/fHzJnBxm1DhpRixowij8RmD1ljkzUuwN4a\n", "KNaLyB47VjkCpWVLPVq3rqyb4s5pPKyBQkRERERERE4XH6/D2rWG299+G6iohdKzZxkWLCiAmn/S\n", "r/UiIiqTIdeumZvCU9lQ4uJ0xilhgHtHoDCBQkRERG4n87xtIpKfzH0IY6t0002VK/Hs2lV56dmm\n", "jQ7fflugWKmJ+81+ssYF2Beb6QgUczVQMjMrk2+tWukhKl/CEShERERERETk3eLjqy5F3KCBHj/+\n", "mK9YeYVqN2s1UMrLgZMnlSNQTB096r4EisWxLhcvXsSSJUvwn//8BxcuXLD4RmvWrMHKlSuxcuVK\n", "HDhwwKlBEhERkW+Red42kS/zlXN2mfsQxlYpOlqgSZPK6Rl16gj85z/5aNZMX+W53G/2kzUuwL7Y\n", "TJNp2dkq6K9rHmfPqlFWZkisNGigR2goFEVkT5xQK6b0uJLFESg7d+7EqFGjAAArV65EUlKS2edq\n", "tVr079/fudEREREREZHT8Jyd3G3gwFJ88okWGo3AF1/ko1OnqqNSqHbz9wdCQwXy8lQQQoXcXJUi\n", "qcMnOikAACAASURBVGK6Ak9F4iQkBGjSRI9z59QoL1fh5Em1orCsq1hMoAQHV1ZIDggIsPBMQKfT\n", "YcWKFRBCoEWLFujSpYtzIiQiIiKfI/O8bSJf5ivn7DL3IYxN6ZVXitC1qw4dO5ajXTvzF7jcb/aT\n", "NS7A/tgiI/XIyzNMxcnKUiZQjh9XrsBToXVrHc6dMyRX/vpL45YEisUpPMKkMou/v7/FN0pMTMSQ\n", "IUNw//334++//7b6wSUlnlvrOzs7WzGkKC0tjfd9/H5OTi48JScn16Pf35PfvbYqL/fsX1ZMj3lt\n", "a28y9De8X3vu10ae7F88fd9X2HvOLtMx4H3vvF+nDvDAA6W4cuU3KeLhfTnv+/vnGW9nZakUjx87\n", "VnUESlpaGkJCzhi3b9x42q7Pc5RKmGZJrpOcnIzExEQAQEpKCvr162fTm1p7bmpqKg4f7o6JE0Ps\n", "DNc51q/PRffuHDpWm6SlaTBoUJhHPnv16lz06uW59ubJ7/7tt3l4+OFQfrabebLN1ebfGtknLS1N\n", "6r+cWVNb+9ba+DtLT09HQkKCp8Ow25UrV7Bs2TLFtnvuuQcxMTHG+7acs8s6QkXmPoSxOYax2U/W\n", "uAD7Y7vvvhBs3mwYtPHjj3lISKhcwen++0OwaZPhsW+/zcfAgYaCJ59/HojnnjPMmhkxogQLFhTa\n", "9Fk16df9LD1YVFQEwDASpeI2ABw8eBBqtRodOnQwbjt16hSaN28OACguLnYoGCIiIiIiqrno6GhM\n", "mDChynaesxORjCytxHP8ePUr8LRuXXnbXUsZW0ygdO/eHUuXLoUQQpGd3rZtG1QqVZUEys6dOwEA\n", "8fHxLgqXiIiIfIGsfzEj8nW+cs4ucx/C2BzD2Owna1yAIzVQTBMolQmTkhLg9GnDfZVKoEULZQ2U\n", "Cn/9pYYQgKrqKshOZTGB0rhxY4wYMaLK9nHjxlXZ1rt3b+dFRURERERETsdzdiKSUWRkZWLEdATK\n", "iRNqCGG436yZHlpt5WsaNhQICRHIz1chJ0eNK1dUqFfPbIUSp7BYRJaIiIjIFZxRyI2Iai+Z+xDG\n", "5hjGZj9Z4wLsj83cFB7TFXji4pSr7KhUQJs27p3GwwQKEREREREREXmMaQIlO7sygZKZWZmyaNWq\n", "ahFz02k8R4+6Pr3BBAoRERG5nczztolIfjL3IYzNMYzNfrLGBdS0Bkr1I1BatlSOQAGA1q0rt3EE\n", "ChERERERERH5NGUNlMo0xbFj1a/AU8HdK/EwgUJERERuJ/O8bSKSn8x9CGNzDGOzn6xxAfbHFhFR\n", "/QiUY8cqkyKtWlU3AkW5Eo+rMYFCRERERERERB5T3RSe/Hzg4kVDysLfX6BZs6oJlBYt9NBoDK89\n", "fVqNoiLXxskEChEREbmdzPO2iUh+MvchjM0xjM1+ssYF1LwGil6vrH8SG6uHn1/V1wUGGh4DACFU\n", "ite4AhMoREREREREROQxAQFASIghiaLXq5Cfr1yBp2XLqvVPKrhzJR4mUIiIiMjtZJ63TUTyk7kP\n", "YWyOYWz2kzUuwLHYIiKUhWStrcBTwZ0r8TCBQkREREREREQedf00HtMVeGwdgcIEChEREfkcmedt\n", "E5H8ZO5DGJtjGJv9ZI0LcCy26xMomZm2jkBx30o8TKAQERERERERkUeZLmV87ZoKx4/bOgKlMrmS\n", "mamB3nyupcaYQCEiIiK3k3neNhHJT+Y+hLE5hrHZT9a4AMdiMx2Bcvy4BllZhnRFcLBAo0bC3MsQ\n", "FSUQHW3ImhQWqnD+vMruz7YVEyhERERERERE5FGRkZVDR/bsqZy+Exeng8pKTkS5Eo/r6qAwgUJE\n", "RERuJ/O8bSKSn8x9CGNzDGOzn6xxATWvgbJ7t5/xtqX6JxXctRIPEyhERERERERE5FGmCZRr12yr\n", "f1LBXYVkmUAhIiIit5N53jYRyU/mPoSxOYax2U/WuICa10AxZcsIlDZt3LOUMRMoRERERERERORR\n", "5hMotoxA4RQeIiIi8lEyz9smIvnJ3IcwNscwNvvJGhfgWGwREdWPNLFlBEqzZnoEBhoSMBcvqpGb\n", "a/fH24QJFCIiIiIiIiLyqOpGoERE6BEVZX4J4woajXKkiqtGoTCBQkRERG4n87xtIpKfzH0IY3MM\n", "Y7OfrHEBzquBEhent7qEcQV3TONhAoWIiIiIiIiIPEqrBYKDlUmUVq2s1z+p4I6VeJhAISIiIreT\n", "ed42EclP5j6EsTmGsdlP1rgAx2OLiFAmUGypf1KBI1CIiIiIiIiIqFaIjFQmTOLiHBuBcvQoEyhE\n", "RETkI2Set03kK/R6PXQ62y8+vInMfQhjcwxjs5+scQGOx3Z9HZRWrWwfgWI63efECTXKyhwKwSI/\n", "Sw9evHgRqamp0Gg06NOnDxo1auSU5xIRERERkeskJyfj+PHjSEpKQuPGjY3bec5ORDK7fgqPPSNQ\n", "QkKAxo31OH9ejbIyFU6dUtuVgLGFxREoO3fuxKhRozB8+HDs2LHD4hvZ81wiIiKq3WSet03kCxIT\n", "E9G3b98q233lnF3mPoSxOYax2U/WuADHYzMdgdKggR6hofa9vmIaj0YjcOaM8yfcWByBEhwcbLwd\n", "EBBg8Y3seS4REREREbkfz9mJSGamCZSWLe2fgjhrVhH8/QsRG6uHK7o4iwkUISqD9/f3t/hG9jwX\n", "MKznPHJkidXnuUKdOh75WCIiIvp/aWlpUv/ljMhX2XvOLiuZ+xDG5hjGZj9Z4wIcjy0qqnLKTVyc\n", "/dNvbrjBtXWfVMK0F71OcnIyEhMTAQApKSno16+f2Tey57l79uxBdna2ozETEREREblFREQEunbt\n", "6ukwzLpy5QqWLVum2HbPPfcgJiYGGRkZiIiIUNRA4Tk7EdV2NenXLY5AKSoqAmDIVFfcBoCDBw9C\n", "rVajQ4cOVp9bHZn/EyIiIiIi8hbR0dGYMGGCzc/nOTsRkeMsJlC6d++OpUuXQgihyE5v27YNKpVK\n", "kUAx91wiIiIiInKvlJQUHD9+HFqtFrGxsejduzcAnrMTEdWExSk8RERERERERERkZRljIiIiIiIi\n", "IiJiAoWIiIiIiIiIyCq3J1D0ej10OtcuLURERERE5Ijadq5a3feVZR/IEkd1GJtjGJtjGJv9XBWX\n", "ZubMmTOd/q5mJCcnY+PGjWjWrBlCQ0ON2y9evIhVq1YhIyMDdevWVTxGJIM1a9bgzz//xOHDh1FW\n", "VoYGDRp4OiQiI/ah5E3Yn5LMqjtX9eU+trrva+583d2/3eriOHToENLS0nDo0CGEhYUhLCwMgPuP\n", "kT2xybDftm7dit27d+Pw4cMoLCw0Lmstw34zF5sM+w0wrFr1/vvvo2XLlh7rE+yJTYb9Zi4Gd+43\n", "e+Kye58JNzt06JA4d+6cYtuqVauMt3/66Sd3h0Rk1YYNGzwdApFZ7EPJm7A/Jdldf67q631sdefm\n", "1W3zxG/3+jg2b95svL1u3TrjbU8cI1tjk2G/mfr555+Nt2XYb6ZMY5Nlv61fv17s2bPH432CrbHJ\n", "sN/MxeDu/WZrXPbuM4vLGLtLcHCw8XZAQIAHIyGqnk6nw4oVKyCEQIsWLdClSxdPh0RkxD6UvAn7\n", "U/I27GMNZPjtVizFfD0ZjpG52GTYbwBw8uRJLF++HPfdd59xmwz7Dag+Nhn2W1ZWFoKDg6HVahXb\n", "Zdhv5mKTYb+Zi8HT+81cXPbuMykSKMJkJWV/f38PRkJUvcTEROPt9evXezASoqrYh5I3YX9K3oZ9\n", "rIFMv92NGzfilltuMd6X6RhdH5ss+y02NhZPPfUUVq1ahbi4OADy7LfqYpNhv6WlpWHgwIE4fPiw\n", "YrsM+81cbDLsN3MxeHq/mYvL3n3mkgTKlStXsGzZMsW2e+65BzExMdU+///au/PAqKr7//+vyToJ\n", "kI0AElkCCASkskqAWtAPaKkKYt2lSvstaN1aLbbqR+zHT8WttFU/7l20aiutC4qKUAh1IWxhkS0x\n", "gAQCiiFAyALZZ+b3R365zJBlMpOZuXeS5+OvO/fO8sqZm8PNm3vOcZ/cxWazBSMS0CZtOXfN/ocZ\n", "OBN9KMIV/SnCAX1sU2b+7n722WcaPHiwUlNTjX1W+Y6ay+bO7D7Pbrd7zDthlXaTmmZzZ1a7HTly\n", "RB988IGKi4uVnp5uzM9ihXZrKZs7s8+3MzNYod0atdQ2bWmzoBRQUlNTdfvtt7f5+VVVVZIaqlKN\n", "24AZWjp3CwsL1b9/f0lSdXV1qGMBraIPRTihP0W4oY9tYIXf3TVr1qhXr15KT0/32G+F76ilbFZo\n", "t5KSEqWkpEjyvAvACu3WUjYrtNvcuXMlSXl5eUpKSjL2W6HdWspmhXZrKYPZ7dZSLl/bLKRDeLKy\n", "slRQUCC73a709HRjrGBmZqYWL14sl8uladOmhTIS0CaFhYXKycmRJI0aNcrkNIAn+lCEE/pTWFlz\n", "16oduY9t7udt6Xo91L+7Z+bIyMjQ2rVrlZGRofz8fFVUVOimm26SFPp/B33JZna7TZ48WWvXrlVN\n", "TY0kady4ccZzzW631rJZod2khgJPdna2x10eVmi3lrJZod1ayhDKdvMll69tZnO5l/oAAAAAAADQ\n", "RITZAQAAAAAAAKyOAgoAAAAAAIAXFFAAAAAAAAC8oIACAAAAAADgBQUUAAAAAAAALyigAAAAAAAA\n", "eEEBBQAAAAAQEJs3b9aLL74Y8PctKSnRunXrAv6+gC8ooAAAAAAAAmLcuHFKTU0N+PvW19ertrY2\n", "4O8L+CLK7AAAAAAAgI7D6XRq6dKlcjgccjqdSk1N1YUXXqiSkhKtXLlScXFxcjgcSktL04QJE4zX\n", "vPvuu4qKipLL5VLXrl11ySWXSJKKi4u1atUqHTlyRKWlpZKkiRMnqlevXqb9jOicbC6Xy2V2CAAA\n", "AABAx/DEE09o7ty5xp0oGzduVGJiojZs2KDZs2crOjpakrRu3TqlpaUpPT29yXu89dZbuvbaa43H\n", "R48eVW5uri688MJQ/AhAs7gDBQAAAAAQMGeffbbHMJ7Ro0dr5cqVKioq0rJly4z9TqdTUVFRSk9P\n", "V01NjVauXCmHw6GIiAjt27fPjOhAqyigAAAAAAAC5ptvvtGxY8eMIsq2bds0ZMgQ1dbW6rLLLjPu\n", "QJEa5jaRpI8//lhTp05VQkKCJOnUqVMe7xkZGSmHwxGinwBoHkN4AAAAAAABsXnzZmVnZystLU12\n", "u111dXXq0aOHJk+erFOnTmnVqlWKiGhYy+TUqVPKzMzUwIEDlZubq7y8PEVHR6u+vl579+7V6NGj\n", "NX36dOO9G+dIiYiIUF1dnWbOnKmoKO4JQOhQQAEAAAAAAPCCZYwBAAAAAAC8oIACAAAAAADgBQUU\n", "AAAAAAAALyigAAAAAAAAeEEBBQAAAAAAwAsKKAAAAAAAAF5QQAEAAAAAAPCCAgoAAAAAAIAXFFAA\n", "AAAAAAC8oIACAAAAAADgBQUUAAAAAAAALyigAAAAAAAAeEEBBQAAAAAAwAsKKAAAAAAAAF5QQAEA\n", "AAAAAPCCAgoAAAAAAIAXFFAAAAAAAAC8oIACAAAAAADgBQUUAAAAAAAALyigAAAAAAAAeEEBBQAA\n", "AAAAwAsKKAAAAAAAAF5QQAEAAAAAAPCCAgoAAAAAAIAXFFAAAAAAAAC8oIACAAAAAADgBQUUAAAA\n", "AAAALyigAEAQ1dTU6L//+7+1aNEiPf3009qxY4dx7Cc/+YkKCwubvOb111/X/fffr9dee63JscOH\n", "D+tf//pXUDO35qOPPtItt9xi2ucDAIDQ4BoGaCrK7AAA0JFt2rRJU6dO1dSpU5sce/jhh5WWltZk\n", "/80336zCwkJ9+umnTY7V1taquro6GFHb5PLLL9f27dtN+3wAABAaXMMATVFAAYAg+eSTT/TPf/5T\n", "krR582b17t1bN998s6qrq/Xcc88pJydHixYtUv/+/dv0fgcOHNBLL72kgoICFRUVSZKuueYaDRw4\n", "UJK0bt06rVixQt26ddOpU6c0c+ZMjRkzRpK0fft2vfDCC7r44ou1fft22e12DRw4UDfccIPq6uq0\n", "aNEiRUZGymazKSIiQr/85S8VEdFwk+Kf//xnffPNN4qJiVFUVJQcDkegmwoAAFgI1zBA8yigAECQ\n", "XHTRRcY/4FOmTDH22+123Xvvvc3e3tqa9PR03Xbbbfr00081Z84cj2NlZWVaunSpnnzySWPfb3/7\n", "W5177rmKjY3VyJEjdeONN+qvf/2rXn75ZcXFxRnPe/rpp3X99dcbFzH79+/XK6+8orlz5+rzzz9X\n", "SkqK5s2bJ0k6ePCg7rzzTt8aAgAAhBWuYYDmUUABgA6goKBAxcXFHhcfJ0+e1OHDhzVgwABj39y5\n", "cz0uPKSG/xV6++23PfbFxsZKkjZs2KA77rjD2N+vXz8NHz48GD8CAADohLiGQTihgAIAQeRyuWSz\n", "2fx6XXOio6NVV1fXZP/w4cM1aNAg3XfffcY+p9Pp8T4tvefYsWN10UUXeVyk1NbWSpImTJig5cuX\n", "6+qrr5YkFRYWKjc31+efBwAAhBeuYYCmbK6WzkYAQLu8//77Wr58uSRp4MCBGj58uGbMmKFPPvlE\n", "OTk52rJliwYOHKjk5GRdffXVGjRokPbt26d33nlHJ06cUEFBgcaOHavx48froosuMt534cKFiomJ\n", "UWRkpKqrq/WrX/1KMTExys3N1dKlSxUdHS1JKikp0b333qvu3bvrvffe04oVK4wsGRkZuuKKK4z3\n", "fPHFF3Xy5ElJUmVlpYYNG6Zrr71WkvTyyy/r8OHD6tatm06ePKmCggJdc801mjFjRkjaEQDgv8Y/\n", "RCMjI82OgjDCNQzQPK8FlNzcXO3evVtOp1MTJkxQnz59WnxuUVGRVq9ercjISE2ZMkW9e/cOeGAA\n", "AAAA3q1YsUIFBQWaNWuWsWIK1+sA4D+vQ3iOHz+uH/7wh5Kkjz/+uNUCSk5OjmbPni2poWo5a9as\n", "AMUEAAAA4Ivp06crLy/PYx/X6wDgvwhvT5g8eXKb3yw+Pt7YjomJ8S8RAAAAgKDgeh0A/Oe1gNJo\n", "1apVGj9+fKvPcR8N1Dh+DQAAAIA1cL0OAP5r0yo8n332mQYPHqzU1NRWn+dwOIzt1mZsXrlyJRNZ\n", "AQAAwPKSkpI0duxYs2METFuv1yWu2QF0TO3p170WUNasWaNevXopPT3dY/+uXbsUERHhsZZ2VVWV\n", "pIbKduN2cyIjI5Vvz9edWXf6Fbq9ll+9XJlpmaZ8NsJPdna2LrjgArNj+C3762zNXDLTlM/+4Icf\n", "6II+4dt24Sbcz1V0Lpyv/qNfD62tW7eaHSGg2nq9LjVcs48ZMyYUsXxm5T6EbP4hm++smkuydrb2\n", "9OutFlCKi4u1du1aZWRkKD8/XxUVFbrpppskSevXr5fNZvMooGRmZmrx4sVyuVyaNm2a36EAAAAA\n", "tE9WVpYKCgpkt9uVnp6uyZMnc70OAO3QagGlZ8+euv/++5s9Nm/evCb70tLSdMMNNwQmGWARVq2c\n", "AmfiXEU44XwFgq+5AklHuV63ch9CNv+QzXdWzSVZO1t7tHkSWQAAAAAAgM6KAgrgRXZ2ttkRgDbh\n", "XEU44XwF0B5W7kPI5h+y+c6quSRrZ2sPCigAAAAAAABeUEABvOio4/fQ8XCuIpxwvgJoDyv3IWTz\n", "D9l8Z9VckrWztQcFFAAAAAAAAC8ooABedNTxe+h4OFcRTjhfAbSHlfsQsvmHbL6zai7J2tnagwIK\n", "AAAAAKBZh08e1m+yf6O7su5S0akis+MApooyOwBgdR11/B46Hs5VhBPOVwDtYeU+pKNkO151XE9v\n", "flp/3fFXVTuqJUn2SLsWXbTI9GyhZtVsVs0lWTtbe1BAAQAAANCsyrpKxUfHmx0DIVRRW6EXvnhB\n", "z299XifrTnoc23pkq0mpAGtgCA/gRUcdv4eOh3MV4YTzFQgPhyoOmR2hWVbuQ8I1W3V9tZ7f+rzG\n", "/G2Mntz4ZJPiiSTtLtktp8sZ8mxms2o2q+aSrJ2tPSigAAAAAGjWwfKDZkdAkNU76/Xartc07vVx\n", "eij7IR2vPm4cG5I8RK9d+pq627tLkirrK3Wo3JpFNSAUKKAAXnTU8XvoeDhXEU44X4HwYNUCipX7\n", "kHDJ5nQ59e6edzXx7xN1z3/u0eGTh41jfbv11fMXP6+1s9dqxjkzlNE9wzi2u2R30LNZjVWzWTWX\n", "ZO1s7cEcKAAAAACaZdUCCvzncrmUVZilhesWauexnR7HesT10Pzx8zXn3DmKjYo19mekZGjtN2sl\n", "Sfkl+bpkwCUhzQxYBXegAF501PF76Hg4VxFOOF+B8FBYXmh2hGZZuQ+xcraXV7ysy969TNd9cJ1H\n", "8SQhJkELJi7Q1h9v1S0jb/EonkjyuAMl/3h+ULJZud2sms2quSRrZ2sP7kABAAAA0Czmu+gYdhTv\n", "0CPrH9HqwtUe++Oi4nTryFv187E/V5I9qcXXD00ZamznlwSngAKEAwoogBcddfweOh7OVYQTzlcg\n", "PFh1CI+V+xArZdt7Yq8eW/+Yln611GN/dES05oyYo1+e/0ud1eUsr++TkXL6DpQ9JXvkdDkVYQvs\n", "YAYrtduZrJrNqrkka2drDwooAAAAAJp1vPq4TtaeVNeYrmZHgQ++rvhav9v4Oy3+crEcLoex3yab\n", "rsu4Tvdl3qf+if3b/H6p8alKjUvVsapjxko8vrwe6CiYAwXwoqOO30PHw7mKcML5CoSPgxXWuwvF\n", "yn2ImdmOVh7VA58/oHGvjdPf8/7uUTy5fNDlenbYs3rhkhf8Kn6434USjGE8fKe+s2ouydrZ2oMC\n", "CgAAAIAWMQ+K9ZXXlOvR9Y9qzGtj9PK2l1XrrDWOTek7RVnXZen1y15Xv7h+fn9GKCaSRce3o3iH\n", "5iybowsXX6gNhzeYHcdnDOEBvOio4/fQ8XCuIpxwvgLhw4or8Vi5Dwlltsq6Sv1lx1/0zJZndKL6\n", "hMexsb3G6qFJD2ly38kByRbsiWT5Tn1n1VxS02x7T+zV4xse1/t73zf2LcpZpHdnvRvqaO1CAQUA\n", "AABAi6w6kWxnVueo09/z/q5FOYtUdKrI41hGSoYWTFygHwz8gWw2W8A+02MID3egoI1amo9Hkg6f\n", "PGxSKv8xhAfwoqOO30PHw7mKcML5CoQPKxZQrNyHBDObw+nQ2/lvK/ONTM3/ZL5H8aR/Qn+9dMlL\n", "WnPjGl066NJmiyftyeY+hGfPiYaVeAKps36n7WHVXJL00ScftTgfT6PS6lITkrUPd6AAAAAAaJEV\n", "Cyidjcvl0or9K7Rw/UJ9efxLj2NndTlL955/r3507o8UExkTtAzd47qrR1wPHa06qqr6Kh0sP6j0\n", "xPSgfR7CU1lNmZ7b+pyez31e1c5qj2NT+k7RveffqxlLZkiSTlSfkMvlCuidUsFGAQXwwspjCwF3\n", "nKsIJ5yvQPiwYgHFyn1IoLOtObRGj6x/RJuLNnvsT4pN0t3j7tbc8+YqPjo+JNkyumfo6NdHJTUM\n", "4wlkAaUzfaeBYqVclXWV+vP2P+uZLc+otMbzzpIz5+OxR9pV7ahWrbNWlfWV6hLdxYzIfqGAAgAA\n", "AKBFpTWlKq8pV0JsgtlROpWtR7Zq4bqF+vTQpx77u0R30c9G/Ux3jbkr5N/J0JShWvP1GkkNE8lO\n", "Hzg9pJ8P66l11Or1Xa/rD5v+oCOVRzyODes+TAsmLtD0AdM97jJJtifr21PfSmq4CyWcCihe50Bx\n", "Op1yOJqOVwI6CyuPLQTcca4inHC+AuHFanehWLkPaW+2/OP5unnZzZr2r2kexZOYiBjdOupWbZ2z\n", "VQ9OfNCv4kl7s7lPJLu7ZHe73utMHfk7DRYzczmcDi3+crHGvzFev/7s1x7FkwGJAzQ/fb4+v+Hz\n", "ZiczTrInGdtnrh5lda3egbJixQoVFBRo1qxZSktLa/WNPvzwQ6PQMmjQIH3nO98JXEoAAAAAAeHP\n", "dfvB8oMa0WNEsKN1agfLD+qJDU/ord1veUzQGmGL0A3DbtB9mfepT7c+Jib0nEiWlXg6J5fLpY/2\n", "faRH1z+qPSf2eBzr3aW3fpX5K80eNlsb129UZERks++RHJtsbHeoAsr06dOVl5fXpjey2+26+OKL\n", "AxIKsBIrjS0EWsO5inDC+QqYx5/r9oMV1roDxcp9iK/Zjpw6oj9u+qP+tutvqnPWeRy74pwr9MCE\n", "BzQkZYgp2c7kfgdK40o8EbbALOzakb7TUAllLpfLpU8OfqKF6xdqW/E2j2Mp9hTdPe5u/fS8nyou\n", "Ks5rtmR7By2g+MLhcGjJkiVyuVwaMGCAxowZE6i3BgAAABAg/ly3F5YXhiBZ51JaXapntz6rl7e9\n", "rMr6So9jU/tP1YMTH9SonqNMSte8lLgU9YzvqeLKYlXVV6mwrFADkgaYHQtBtvHbjVq4bqHWfrPW\n", "Y3/X6K66Y8wdum3UbT4NKfMooNR00gLK9OmnJxBavny51+fX1NQE6qN9VlpaquyCbKMq1jh2jMc8\n", "bu7xiy++qO985zuWyePr47KyMpnJ7J+/Mz12HwdrhTw85jHna3AeK12mKSsrk/o0bFulPYL9OD6+\n", "baubhBNfr9sl6VD5Ict8J1bvQ87MeObx0Zmj9adtf9Ifc/6oU45TcpfRJUO/n/57TTp7krKzs5W9\n", "J7B/s+zcuVO33XZbu95vaMpQFVcWS5KWZC/R/MvnBySfla+5rXq+BeL7bO3x/sr9Wla9TCsPrJQ7\n", "e6RdP+j+A1111lW6NPPSZl/f2vfpXkAprS41pf38ZXO5XK7WnpCXl6ekpCSvc6C4y8rK0rRp01o8\n", "vnr1auXb83Vn1p1tTxpAy69ersy0TFM+G+EnOzu73b9oZsr+Olszl8w05bM/+OEHuqBP+LZduAn3\n", "cxWdC+er/+jXQ2vr1q2aOnWq2TGCprXr9tWrV2tadsOxEakj9PmNn4cyWqus3Ie0lK3WUavXdr2m\n", "P2z6g1GAaDQidYQWTFygi9MvbjLhZiiy+eK+T+/Tn3f8WZL0m0m/0d3j7g5EtLD8Ts0WrFz7irZv\n", "gAAAIABJREFUSvfp8Q2Pa8meJR77oyKi9KPhP9K94+9VWtfW6wOtZXt689P67brfSpLuGnOX/veC\n", "/w1M8DZqT78e5c+Ldu3apYiICA0fPtzYV1hYqP79+0uSqqur/QoDWJEVO0ugOZyrCCecr4B5/Llu\n", "LywvlMvlCuof976wch9yZjaH06G3dr+lJzc+2WQ1o4GJA/XAxAd05eArAzaXiC/Z/BGsiWTD6Tu1\n", "ikDn+rria/0+5/f6R94/5HCdXonXJpuuHnq17su8TwOTBrY7m/sqPCXVJf4HNkGrBZSsrCwVFBTI\n", "brcrPT1dkydPliStX79eNputSQElJydHkjRqlLXG6gEAAABo4Mt1e3xUvCrrK1VRW6GymjKPP3zQ\n", "Om+rlfw689e6cdiNio6MNimhf9wnks0vYSWejuBY5TE9tfkpvbLzFdU4PKfauHTgpfrvCf+t4anD\n", "W3i179xX4WkcwhMuWi2gtHQ737x585rsayyuAB2NVW/ZA87EuYpwwvkKmMeX6/a+CX21u2S3pIZl\n", "dq1SQLFyH7JmzRrV96/XwnUL9UXxFx7HUuwpumfcPfrpeT+VPcoe8myBaLehKUON7T0le+RwOlpc\n", "rtYXVv5OrZqtvbnKa8r13BfP6aUvXtLJupMex77X53taMHGBzu99fsCzsQoPAAAAgA6nX0I/o4BS\n", "WF6o83qeZ3Iia9v07SYt2LtAO7/Y6bHf39VKrMh9JZ5qR7UKywvbPKwD1lBZV6m/7PiLnt78tEpr\n", "PO8AGdNrjB6a9JCm9J0StM9nFR6gA7NitRloDucqwgnnKxAe+if0N7bPnL/DTFbrQ/KO5enR9Y9q\n", "+X7PVY1iI2M197y5unvc3eoe192kdKcFqt0yUjKMiXB3l+wOSAHFat+pO6tm8zVXraNWf8/9u36/\n", "6fcqOlXkcSwjJUMLJi7QDwb+ICBzHbWWrblVeMIFBRQAAAAAzeqb0NfYPlRxyMQk1rS/dL+e2PiE\n", "3tn9jlw6vbhppC1SPzr3R7r3/Ht1drezTUwYHBndM/T51w2rMuUfz9cPBv7A5ERojcPp0Du739ET\n", "G59QYXmhx7H0hHTdP+F+XTXkqoAMxWqLcB7CE/ypnoEw577uO2BlnKsIJ5yvQHjo162fsV1YVtjK\n", "M0PL7D7k25Pfav4n85X590y9vfttj+LJ5OTJ2nDTBj31X09ZrngSqHYLxkSyZn+nrbFqNm+5Gicy\n", "vuDNC3Tbqts8iidndTlLf7joD9pw0wZdm3FtwIsnrWWLj4pXTESMJKnaUa2q+qqAfnYwcQcKAAAA\n", "gGb1T3QbwlNhnSE8ZimpKtEzW57Rn7f/WdUOzyWgL0m/RAsmLlDp7lINShpkUsLQCNZSxggMl8ul\n", "zw59poXrF2rrka0ex5LtyfrF2F9o7nlzFR8db0o+m82mZHuyjlQekdRwF0pc1zhTsviKAgrghVXH\n", "PAJn4lxFOOF8BcKD+x0oh8oPyeVyBWR+hPYKdR9SUVuhl7a9pOe2PqeK2gqPY5PSJmnBpAWakDah\n", "YUePkEbzSaDazX0lnr0n9gZkJR4r/7tg1WzN5dr07SYtXL9Qa75e47G/a3RX3Tb6Nt0x+o6QTGTs\n", "rc2S7EkeBZS0rmlBzxQIFFAAAAAANCvZnqyu0V11su6kTtadVEl1iSUmQw2V6vpqvbrzVT21+Skd\n", "qzrmcWxkj5FaMGmB/qvff1miqBRKyfZk9YrvpSOVR1iJxyJyj+XqsfWPNTuR8U/P+6nuHnu3UuNT\n", "TUrXVLjOg8IcKIAXVh3zCJyJcxXhhPMVCA82m039Ek7fhWKVlXiC3YfUO+v1Ru4bOv/18/Xgmgc9\n", "iieDkwfr1R+8qv9c/x9N7T+1SfHEyv1bILMFehhPZ2m3QMrOzlZBaYFu+fctmvzmZI/iSaQtUnNG\n", "zNHmmzdr4fcWhrx44q3NkmPDs4DCHSgAAAAAWtQvoZ/yjudJaiigjO412uREweN0ObV071I9vuFx\n", "fVX6lcexPt366L7M+3RdxnWKiuDPqKEpQ/XZoc8kNUwke+mgS01O1Ll8U/GNnj/4vLK+yJLD5fA4\n", "dtWQq3T/hPstPRdPchwFFKBDsuqYR+BMnKsIJ5yvQPhwvwPlzCVQzRLoPsTlcimrMEuPrn9UO47u\n", "8DiWGpeq+efP149H/FixUbEhzxZIgczmcQdKAFbi6Szt1l7Hq47rqc1P6a87/qoaR43Hse+nf18P\n", "TnxQI3qMMCndad7azP0OlNKa0mDHCRgKKAAAAABa5F5AOVR+yMQkwbHh8AY9su4RrT+83mN/t5hu\n", "+vnYn+vWkbeqa0xXk9JZl8dSxqzEE3TlNeV64YsX9MIXL+hk3UmPY989+7taMGmBMntnmpTOd8yB\n", "AnRQVh3zCJyJcxXhhPMVCB8ec6BYZCnjQPQhO4/u1HUfXKdL37nUo3gSFxWnX4z9hbb9eJvmnz/f\n", "5+KJlfu3gM6B4lZAaVyJpz06S7v5qqq+Ss9ufVajXxut3+X8zqN4ck78OXp31rv64IcfWK544nUO\n", "lDAtoHAHCgAAAIAWuS9lXFhmjSE87fHVia/0+IbH9d7e9zz2R0VE6eZzb9b88+erd9feJqULH0n2\n", "JJ3V5SwVnSpSjaNGB8oPWHrOjXBT56jTP/L+oUU5i/TtqW89jg1NGaoHJz6oxMOJ+l6/75mUsH2S\n", "YpOM7ZLqEhOT+IYCCuCFlcY8Aq3hXEU44XwFwkf/xP7G9qGKQ3K5XKYv2+tPH/J1xddalLNIb+a9\n", "6THppk02XTP0Gt0/4X6lJ6abki1UAp1taMpQFZ0qktQwjKc9BZTO1G6tcTgdWrJniR7f8LgOlB/w\n", "ONYvoZ/uz7xf1wy9RpERkZKF61Ve50BxuwOltJo5UAAAAAB0AImxiUqISVB5bbmq6qt0rOqYesT3\n", "MDtWmx2rPKanNj+lV3a+0mTSzcsGXqYHJj6g4d2Hm5QuvGV0z/BYieeyQZeZnCh8uVwuLS9Yrkc3\n", "PKovj3/pcaxXfC/dO/5e3XTuTYqJjDEpYWB5DOGpCZ8hPMyBAnhh5fGYgDvOVYQTzlcgvFhtJZ62\n", "9CHlNeV6fMPjGvPaGL247UWP4snkPpO18tqVeuPyNwJePLFy/xbobO7zoOwu2d2u9+pM7Xamzw99\n", "rkveukQ/WvYjj+JJUmySHv7uw9oyZ4t+et5PmxRPwrnNUuwpxjZzoAAAAADoMPon9NeuY7skSQfL\n", "D2rcWeNMTtSyqvoq/WXHX/T05qeb/GE2ptcYPTTpIU3pO8WkdB3L0JShxjYr8fhuc9FmPbr+UeMu\n", "nkZdorvoZ6N+pjvH3KnE2EST0gVXkv30HCgM4QE6ECuPxwTcca4inHC+AuGlb0JfY9sKSxk314d4\n", "m3RzwcQFunTgpUGfv8XK/Vugsw3rPszYblyJJzIi0q/36kztlncsT49teEwfF3zssT8mIkb/77z/\n", "p3vG3dOmYXLh3GZdo7sqKiJK9c56VdZXqrq+WvYoe4jS+Y8CCgAAAIBWWW0Ijzuny2lMurm/bL/H\n", "sX4J/fRA5gO6eujVfv9hj5Ylxiaqd5fe+vbUt6px1Gh/2X6dk3yO2bEsa3/pfj2x8Qm9s/sdueQy\n", "9kfaInXj8Bv1q/G/Up9ufUxMGDo2m03Jsck6WnVUklRaU6qzos4yOZV3zIECeGHlsYWAO85VhBPO\n", "VyC89E84vRLPwfKDJiZpkJ2dLZfLpX/v/7emLJ6iW/59i0fxpFd8Ly26cJFybsrRdcOuC2nxxMr9\n", "WzCyeQzjKfF/GE9HbrfDJw9r/ifzlfn3TL29+22P4smVg6/Uuh+t0zNTn/G5eBLubeY+jCdcljLm\n", "DhQAAAAArXK/A+VQhflDeHZV7NLCdxYq59scj/2JsYn6xdhfaN7IeeoS3cWkdJ1LRvcMfXroU0lS\n", "7rFcXT7ocnMDWcjxquN6Zssz+sv2v6jaUe1x7JL0S/TgxAf1nR7fMSmd+cJxKWMKKIAXVh5bCLjj\n", "XEU44XwFwkvfbqfnQDlYflBOl1MRttDfzL6teJseWfeIPjn4icf++Kh4/WzUz3TX2LtMn3TTyv1b\n", "MLKd1+M8Y3tH8Q6/36cjtVtFbYVe+OIFPb/1eZ2sO+lxbFLaJC2YtEAT0iaEPFcotSVbcqzbUsZh\n", "shIPBRQAAAAArUqITVBSbJJKa0pV46hRcWWxzuoSuvkKdpfs1mPrH9OH+z702B8dEa2ffOcn+uX5\n", "v1TP+J4hy4PTRvYcaWxvP7rdxCTmq6qv0is7XtHTm5/W8erjHsdG9RylBRMX6KJ+FwV9IuNw4X4H\n", "SrgUUJgDBfDCymMLAXecqwgnnK9A+DFjHpRD5Yd0x6o79N1/fNejeBKhCN0w7AZtunmTnpjyhKWK\n", "J1bu34KRbXDyYMVFxUlqmOvjaOVRv94nnNutzlGnv+36m8a9Nk4PZT/kUTwZnDxYf7v0b1p93Wr9\n", "V///CmjxJJzbTDqjgFITHgUUr3egOJ1OuVwuRUYyazUAAADQWfVN6GvcYXCw/KDG9x4ftM8qrizW\n", "Hzf9Ua/ufFV1zjqPYzMGzdD0mOm64eIbgvb5aLuoiCiNSB2hTUWbJDUMs7o4/WKTU4VGaytA9e3W\n", "V/dPuF/XDL1GUREM/GhOh5sDZcWKFSooKNCsWbOUlpbW6hsVFRVp9erVioyM1JQpU9S7d++ABgXM\n", "YuWxhYA7zlWEE85XwDz+Xre7TyQbrDtQymrK9OyWZ/XStpdUWV/pceyifhdpwcQFGt1rdFA+O1Cs\n", "3L8FK9vIniONAsqOozv8KqCEU7s1rgC1cP1C5R3P8zjWM76n5p8/Xzefe7Nio2JDmstK2jQHShgO\n", "4Wm1gDJ9+nTl5eW19hRDTk6OZs+eLUl6//33NWvWrPanAwAAABBQ/l63B3MIT2Vdpf60/U96Zssz\n", "Kqsp8zh2/lnn66FJD+mCPtb9Y7Gz85gHpbhjz4Oy5tAaPbL+EW0u2uyxnxWgfBeOyxgHbA6U+Ph4\n", "YzsmJiZQbwuYzspjCwF3nKsIJ5yvgHn8vW53vwOlsLwwIFlqHbX6646/auxrY/Xbdb/1KJ4M7z5c\n", "b17+plZcs6JJ8cTKfUhnzDayR/sLKFZvty1FW3Tle1fqiveu8CiexEfFa/7587Xtx9t097i7Q1o8\n", "sXqbeeO+Ck+HGMLjC5fLZWxHR0cH6m0BAAAABJC/1+19E04vZXyo/FC7MjicDr2z+x09sfGJJsWY\n", "AYkD9MCEB/TDIT80Zalk+G5oylDFRsaqxlGjQxWHVFJVopS4FLNjBcSXx7/UY/se04atGzz2x0TE\n", "6Mff+TErQLVDhxvC4wuHw2Fst2Vm4ZqamkB9tM9KS0uVXZBtjMtqrI7xuOM+juoRpfou9ZKksrKG\n", "/9lITExs2+PkMi3LXdb255/xOOpUlOqP1pv28zfmMUNURJSW5S6T5EN7B+hxv579VFZTFrLPc3+c\n", "2jVVdZF1If15ExMTpXRpWe4ydY/qrglDJ0gK/fm2YfcGHa8/HvLvOzExUX269dHXO78O6c/LY/8f\n", "X3DBBZbK4+vjA2UHlPt1rqTQ92+xXYI7pr41ZWVlUp+GbSt9H8F87H63Rkfhy3V7dvbpa+Zvdn1j\n", "7D9UcUifr/lcEbYIn9u08uxKPbz2YeWX5Ht8Vkp0iq4/63r9z8z/UXRkdIfuQ8x83CiQ7x8dGa3+\n", "sf21p3KPpIaJZGMOxfj0fo37zG6fxsfvrH5Hi79drE9LPpVLp4uOEbaGFaAusl2knpE9jeJJR/o+\n", "A/G4cV9rzy+qKTKeW1ReFNLv3182l3sJuhl5eXlKSkrymER2165dioiI0PDhw4197733nq688kq5\n", "XC599NFHmjFjRovvuXr1auXb83Vn1p3tCu+v5VcvV2ZapimfDXNkf52tmUtmmvLZH/zwA1PH7Jr5\n", "s79x2Ru6adlNfHaImXnOdebfNXQunbVv7Yy/Z1u3btXUqVPNjhFQbb1uX716tcaMGeOxb/CfBhtL\n", "tO78yU6d3e1snz57RcEK3fjRjR77ku3Junvc3Zp73lxjOVyEn/mfzNerO1+VJP1m0m9097i7TU7k\n", "n6JTRfp9zu/1eu7rqnfWexy74pwr9MCEBzQkZYhJ6TqW8ppypb+cLknqGt1VB28LzfLo7enXW70n\n", "LisrS9nZ2crKytLnn39u7F+/fr3WrVvn8dzMzEwtXrxYixcvVmYmxQkAANCyM//nDEDotOe63X0e\n", "lEMVvg3jcblcenLjk8bjrtFd9avxv9IXc77QXWPu8ql4YuU+pLNmc58HZVvxNp9fb3a7lVSV6OG1\n", "D2vsa2P1ys5XPIonYxPG6pPrP9Grl75qqeKJ2W3WmrZk6xbTTZG2SEnSybqTqnXUBjtWu0W1dnDa\n", "tGnN7p83b16TfWlpabrhBtZiBwAAAKysPdft/RL66YviLyQ1rMQzIW1Cm1+78duN2n60YYJRe6Rd\n", "63+03uc7WGBd7ivx7CjeYWIS31TUVuilbS/pua3PqaK2wuPYhLQJemjiQ3Lsd3j8fAgMm82mpNgk\n", "46620ppSy88n02oBBQAAIBjaOwYZgDnasxLPi1+8aGxfm3Ftu4onVu5DOmu2Yd2HKToiWnXOOh0o\n", "P6DS6lKPZWrNzNac6vpqvbLzFT216SnjD/hG5/U4TwsmLtDU/lMb5gmyaJ2vI5xryfZko/1Lqkoo\n", "oAAAAADoGNwLKAfL2z5fQWFZoZYVLDMe3zrq1oDmgvliImM0vPtw4y6jHUd3aHLfySanaqreWa83\n", "897U73J+p8MnD3scG5w8WA9MeEAzz5nJClAh4l5kK62x/lLGnBUAACDkrDxuG0DLPOZA8WEp4z/v\n", "+LOcLqck6cK+F2pY92HtymHlPqQzZ3Mf5uLrPCjBzuZ0OfXunnc18e8Tdfd/7vYonvTp1kfPTntW\n", "a2ev1azBs5oUT6z6nVo1l9T2bOG2lDF3oAAAAABoE/cCypfHv1RVfZXXyV8raiv0Ru4bxuPbRt8W\n", "tHww16ieo/R67uuSpO3F201O08DlcmnlgZVauH6hco/lehzrEddD88fP15xz5yg2yrwl4juz5FgK\n", "KAAAAK2y8rhtAC0bkDhAyfZknag+oaNVR/Xkxif18HcfbvU1i79cbEzOOTh5sKb2b/+y0FbuQzpz\n", "tvN6nmds7zjq20Sywci29uu1emT9I8r5Nsdjf0JMgn4+9ue6ZeQt6hrT1ZRsgWDVXJIPc6DEhVcB\n", "hSE8AAAAANokJjJGv5n0G+Pxc1uf09YjW1t8vtPl1MvbXjYe3zryVuaW6MCGdx+uqIiG/6PfV7pP\n", "5TXlpuT44sgXuur9qzRjyQyP4kl8VLzuGXePtv14m355/i/bVDxBcLnfgcIcKAAAAM2w8rhtAK27\n", "+dybNblPw+SgTpdTd2XdpVpHbbPPXbl/pfaX7ZckJcYm6rph1wUkg5X7kM6czR5lV0ZKhvF459Gd\n", "bX5tILLlH8/Xzctu1tR/TdUnBz8x9kdHRGveefO0Zc4WPTTpIZ9WBwpUtmCwai6p486BQgEFAAAA\n", "QJvZbDY9PfVpxUfFS2qYC+WPm/7Y7HNf3HZ66eI5I+aoS3SXkGSEedozkay/CssKdceqO3TBmxfo\n", "o30fGfsjbBG6YdgN2nTzJj154ZPq1aVXSPKg7SigAAAAeGHlcdsAvEtPTNdDkx4yHv9x8x+bTNC5\n", "6+gurfl6jSQp0hapuefNDdjnW7kP6ezZRvY4XUDxZR4Uf7IVnSrSrz/9tca/MV6Lv1xsrPQkSTPP\n", "mam1s9fq+Yuf95j82B9W/U6tmktqe7ak2NN3A5VUl3h9fv7xfE371zTNWTZHdY46v/P5iwIKAAAA\n", "AJ/NGzlP43uPlyTVO+t1V9ZdqnfWG8df2v6SsT3jnBnq061PyDMi9EJxB8qJ6hP637X/q7GvjdVf\n", "dvxFdc7Tf0hP7T9V/7n+P/rbpX/T0JShQfl8BI77HSil1d7nQPm/Lf+nrUe26sN9H+rDfR8GM1qz\n", "KKAAAICQs/K4bQBtE2GL0P9N/T/FRjYs/7qteJue3/q8JOlo5VG9k/+O8dyfjfpZQD/byn1IZ882\n", "oscIRdoiJUlfnfjKWIHJm7ZkO1l7Un/Y9AeN/ttoPbPlGVXVVxnHMntn6qOrPtLbV7ytUT1H+Re+\n", "HdnMYNVckp9zoNR4H8Lz5fEvm90OFQooAAAAAPwyJGWI7su8z3j8xMYntPfEXr2681XVOhsmlh3T\n", "a4zOP+t8syIixOKi4jQkZYgkySVXk6Fd/qiur9ZL217SmNfG6NH1j6q89vTqPiNSR+hfM/+lj6/+\n", "WJPOntTuz0JopdhTjG1vc6C4XC7tK91nPN5TsidouVoSFfJPBAAAnZ6Vx20D8M2dY+7UB199oG3F\n", "21TjqNGdq+5UYXmhcfy20bfJZrMF9DOt3IeQTRrVc5Rxd8C24m2akDbB62uay1bvrNfiLxfrdxt/\n", "p29OfuNx7Jykc/TAhAd0xeArgr40tlW/U6vmktqeLSE2QTbZ5JJLFbUVqnPUKToyutnnFlcW62Td\n", "SePx3hN7A5LVF9yBAgAAAMBvURFRenbas4qKaPi/2U1Fm1RcWSxJ6t2lt2YOmmlmPJjgvB7nGds7\n", "its+kWwjp8up9/a8p0l/n6RfrP6FR/Hk7K5n65mpz2jdj9bpyiFXBr14guCKsEV4LCtdVlPW4nPd\n", "7z6RpILSAo95l0KBsw0AAISclcdtA/Dduann6p5x9zTZP2/kvBb/N7k9rNyHkM2/iWSzs7Plcrm0\n", "6sAqXbT4Iv10xU/1VelXxvHUuFQ9Nvkxbbp5k2469yajYBcKVv1OrZpL8i1bcmzb5kE5s4BS66zV\n", "wfKDvodrB4bwAAAAAGi3+efP10f7PjKGbsRFxenmc282ORXMMCJ1hDEsY8+JPaqsq1R8dHyrr8k9\n", "mavH3n1MGw5v8NjfLaabfj7257p15K3qGtM1mLFhkiR7kvT/33jS2lLGZxZQpIZhPAOTBgYrWhPc\n", "gQIAAELOyuO2AfgnJjJGz057VnFRcZKkW0beopS4FC+v8o+V+xCySV1jumpw8mBJDcNxdh3b1eJz\n", "957Yq2uWXqMH9jzgUTyJi4rTL8b+Qtt+vE3zz59vavHEqt+pVXNJvmVr61LG+040LaDsORHaiWS5\n", "AwUAAABAQIzpNUaf3vCpDpQd0NT+U82OAxON6jnK+ON2e/F2je89vslz9pXu0w/e/oHHXQfREdGa\n", "M2KOfnn+L3VWl7NClhfm8VjKuJWVeJq9A6UktBPJcgcKAAAIOSuP2wbQPoOTB+vi9IuDOrmnlfsQ\n", "sjU4r+fpiWS3H93e5PixymO6bul1RvHEJpuuz7heOTfl6HcX/s5SxROrfqdWzSX5lq0tSxk7XU7t\n", "L9vfZH+oV+LhDhQAAAAAQECN6jnK2N5e7FlAqayr1I0f3aiCsgJJkj3Srv8Z9D+69ZJbQ5oR1pAU\n", "e3oVnpYmkf2m4hvVOGokNdylVOeskxT6Agp3oAAAgJCz8rhtANZn5T6EbA1GpI4wtvOP56u6vlqS\n", "5HA69LOVP9Pmos2SGu48+dP0P+nW6dYtnlj1O7VqLinwc6C4r8g0qucodYnuIqlh0tnjVcf9TOk7\n", "CigAAAAAgIBKiE3QOUnnSJIcLodyj+VKkhZkL9BH+z4ynvfY5Md0+aDLTckIa2jLHCjuE8gOThls\n", "nFtSaO9CoYACAABCzsrjtgFYn5X7ELKd5j4Pyo6jO/TCFy/o5W0vG/tuG3Wbbh11qynZfGHVbFbN\n", "JfmWzb2A0tIyxvvKThdQBiUO0uCUwcbjPSWhW4mHOVAAAAAAAAE3sudILdmzRJL0p+1/8vhDd8ag\n", "GXrke4+YFQ0W4j4HSktDeNzvQBmUPEj1rnrjcSjvQKGAAgAAQs7K47YBWJ+V+xCynTayx0hje3fJ\n", "bmN7fO/xeun7L3ms1ES7+c6quST/50BpcQiP2xLGg5IGyelyGo8poAAAAAAAwtrIniOb7BuUNEhv\n", "Xv6m4qLiTEgEK/IooDSzCk+to1YHyw8ajwckDpBNNuOxZeZAKSoq0j/+8Q/985//1LffftvqG334\n", "4Yd6//339f7772vnzp0BDQkAADoWK4/bBjqyjnLNbuU+hGynJcYmakDiAONxalyq3pr5llLiUpo8\n", "l3bznVVzSb5lcx/CU1ZTJofT4XG8sLxQDlfDvrO7nq346HgNTBpoFFEKywtVU18TgNTetXoHSk5O\n", "jmbPni1Jev/99zVr1qwWn2u323XxxRcHNh0AAACAgOGaHaF29dCrtShnkbpGd9XiGYs1IGmA9xeh\n", "U4mMiFRibKLKasokNRRR3ItsBaUFxvagpEGSJHuUXf0T+utA+QE5XU4VlBVoWPdhQc/aagElPj7e\n", "2I6JiWn1jRwOh5YsWSKXy6UBAwZozJgxgUkIAAA6HCuP2wY6so5yzW7lPoRsnn41/le6qN9FOifp\n", "HKXGp7b4PNrNd1bNJfmeLTk22SignKg54VFA+erEV8b2oORBxvbglME6UH5AUsMwHtMLKC6Xy9iO\n", "jo5u9Y2mT59ubC9fvtzrB9fUhOYWm+aUlpYquyDb+FIbby/iccd9XJbc8MtohrKyMmUfMO98Kysz\n", "72fvrOrr670/KYjKysqkPg3bne18s0J/w+PO87gzMrN/Meux+38odgS+XrNnZ3PNzOP2P56QNsFS\n", "eXhsvcdR9VFqVFJVom93fWscP3MC2cbXx1ee7p+zvshSSlFK0P8Nt7ncqyRnWLFihdHJZmVladq0\n", "aW16U2/PXb16tfLt+boz604f4wbG8quXKzMt05TPhjmyv87WzCUzTfnsD374gS7oY97Ftpk/+xuX\n", "vaGblt3EZ4eYmedcZ/5dg2/c/ygLR521b+2Mv2dbt27V1KlTzY7hs2PHjumtt97y2Hf55ZerX79+\n", "xuO2XLNb9Q4VK/chZPMP2Xxn1VyS79muev8qfXLwE0nSv2b+Sxennx5qOGvJLH3+9eeSpMUzFuv7\n", "A74vSXpt12u65z/3SJKuHXqtXvr+S236rPb061GtHayqqpLUcCdK47Yk7dq1SxERERoz0gIeAAAN\n", "LElEQVQ+fLixr7CwUP3795ckVVdX+xUGAAAAQPulpqbq9ttvb7Kfa3YAVtTaUsZflX5lbDfegSJJ\n", "Q5KHGNuhWomn1QJKZmamFi9eLJfL5VGdXr9+vWw2W5MCSk5OjiRp1KhRQYoLAAA6Aqv+jxnQ0XWU\n", "a3Yr9yFk8w/ZfGfVXJLv2ZJjmy+gVNZV6vDJw5KkSFuk+if0N44NTh5sbO89sVcul0s22+nljYOh\n", "1QJKWlqabrjhhib7582b12Tf5MmTA5cKAAAAQMBxzQ7AipLjmi+g7C/bb2z3T+iv6MjTc7N2j+uu\n", "ZHuyTlSf0Mm6k/r21LdK65oW1JwRQX13AACAZjRO5gYA/rByH0I2/5DNd1bNJfmezf0OlNKaUmO7\n", "pRV4JMlmszW5CyXYKKAAAAAAAADTtDQHSkFpgbHtPv9JI48CSgkFFAAA0AFZedw2AOuzch9CNv+Q\n", "zXdWzSX5MQeKWwGlpLrE2G5pAtlG3IECAAAAAAA6jSR7krHtfgfKvtJ9xnZzBRT3lXj2nNgTpHSn\n", "UUABAAAhZ+Vx2wCsz8p9CNn8QzbfWTWX1M45UKpPz4HiPoTnnORzmrxucAp3oAAAAAAAgE7CYw6U\n", "moY7UEqrS3Ws6pgkyR5pb3aFnf4J/RUd0bAyz+GTh1VRWxHUnBRQAABAyFl53DYA67NyH0I2/5DN\n", "d1bNJbVvDpTS6lI5XU6P4TsDkgYowta0fBEVEaWBSQONx+6vCQYKKAAAAAAAwDRREVHqFtNNkuSS\n", "S+U15V5X4GkUypV4KKAAAICQs/K4bQDWZ+U+hGz+IZvvrJpL8i/bmUsZe1uBp1EoJ5KlgAIAAAAA\n", "AEzlPpHsiZoT/t2BEuSJZCmgAACAkLPyuG0A1mflPoRs/iGb76yaS/Ivm/tSxiVVJR7zmTS3Ak+j\n", "UK7EQwEFAAAAAACYqskQnhOnh/C4TxR7pnOSThdX9p3YJ4fTEZyAooACAABMYOVx2wCsz8p9CNn8\n", "QzbfWTWX1P45UPac2KOTdSclSd1iuqlHXI8WX5cQm6DeXXpLkmqdtTpYftDnz24rCigAAAAAAMBU\n", "KfYUY3tz0WZje1DSINlstlZfG6p5UCigAACAkLPyuG0A1mflPoRs/iGb76yaS/JzDpTY03OgbD2y\n", "1dhubQLZRu4FlGCuxEMBBQAAAAAAmMp9CE9FbYWx3ZYCivsks9yBAgAAOhQrj9sGYH1W7kPI5h+y\n", "+c6quaT2z4Hiztc7UCigAAAAAACADqvFAkqy9wLKkJQhxvbeEgooAACgA7HyuG0A1mflPoRs/iGb\n", "76yaS2r/HCju2nIHSlrXNMVHxUuSjlcf1/Gq4z5/fltQQAEAAAAAAKZq7g6U1LhUJcYmen1thC0i\n", "JPOgUEABAAAhZ+Vx2wCsz8p9CNn8QzbfWTWXFLg5UNpy90mjUMyDQgEFAAAAAACYKiYyRl2ju3rs\n", "a8v8J40ooAAAgA7JyuO2AViflfsQsvmHbL6zai7J/2xJds95UAYl+llACdJEshRQAAAAAACA6ZJj\n", "PYfx+HIHisdKPNyBAgAAOgorj9sGOgqn0ymHw2F2jKCwch9CNv+QzXdWzSX5n+3MeVDOSTqnhWc2\n", "NTBpoGyySZIOlB9QTX2NXxlaE9XawaKiIq1evVqRkZGaMmWKevfuHZDnAgAAAAieFStWqKCgQLNm\n", "zVJaWpqxn2t2AFZ25hCe9MT0Nr82LipO/RL6qbC8UE6XUwVlBRrWfVhA87V6B0pOTo5mz56t66+/\n", "Xhs3bmz1jXx5LgAA6NysPG4b6AimT5+uCy+8sMn+jnLNbuU+hGz+IZvvrJpL8j+b+x0oZ3c9W/HR\n", "8T69vnEelD7d+qi0utSvDK1p9Q6U+PjTYWNiYlp9I1+eCwAAACD0uGYHYGXuc6Cck9z24TuNnpn6\n", "jBJiE9QluksgYxlaLaC4XC5jOzo6utU38uW5kjSq5ygt/N5Cr88LhhR7iimfCwAAGmRnZ1v6f86A\n", "jsrXa3arsnIfQjb/kM13Vs0l+Z+tR3wPY3tQUtsnkG3Uu2twhyXaXO696BlWrFih6dOnS5KysrI0\n", "bdq0Ft/Il+du2bJFpaWBv50GAAAACKSkpCSNHTvW7BgtOnbsmN566y2PfZdffrn69eunvLw8JSUl\n", "ecyBwjU7gM6uPf16q3egVFVVSWqoVDduS9KuXbsUERGh4cOHe31uc6z8jxAAAAAQLlJTU3X77be3\n", "+flcswOA/1otoGRmZmrx4sVyuVwe1en169fLZrN5FFBaei4AAACA0MrKylJBQYHsdrvS09M1efJk\n", "SVyzA0B7tDqEBwAAAAAAAF6WMQYAAAAAAAAFFAAAAAAAAK9CXkBxOp1yOByh/lgAAADAq852rdrc\n", "z2uVNrBKjuaQzT9k8w/ZfBesXJEPP/zwwwF/1xasWLFCq1atUt++fdWtWzdjf1FRkZYuXaq8vDx1\n", "797d4xhgBR9++KG+/PJL5efnq66uTr169TI7EmCgD0U4oT+FlTV3rdqR+9jmft6WrtdD/bvbXI7c\n", "3FxlZ2crNzdXCQkJSkhIkBT678iXbFZot3Xr1mnz5s3Kz89XZWWlsay1FdqtpWxWaDepYdWq3//+\n", "9xo0aJBpfYIv2azQbi1lCGW7+ZLL5zZzhVhubq7rm2++8di3dOlSY/u9994LdSTAq5UrV5odAWgR\n", "fSjCCf0prO7Ma9WO3sc2d23e3D4zfnfPzPHZZ58Z28uWLTO2zfiO2prNCu3m7t///rexbYV2c+ee\n", "zSrttnz5cteWLVtM7xPams0K7dZShlC3W1tz+dpmrS5jHCrx8fHGdkxMjIlJgOY5HA4tWbJELpdL\n", "AwYM0JgxY8yOBBjoQxFO6E8RbuhjG1jhd7dxKeYzWeE7aimbFdpNkg4cOKB3331XV155pbHPCu0m\n", "NZ/NCu124sQJxcfHy263e+y3Qru1lM0K7dZSBrPbraVcvraZJQooLreVlKOjo01MAjRv+vTpxvby\n", "5ctNTAI0RR+KcEJ/inBDH9vASr+7q1at0vjx443HVvqOzsxmlXZLT0/XHXfcoaVLl2rgwIGSrNNu\n", "zWWzQrtlZ2frsssuU35+vsd+K7RbS9ms0G4tZTC73VrK5WubBaWAcuzYMb311lse+y6//HL169ev\n", "2ee7T+5is9mCEQlok7acu2b/wwyciT4U4Yr+FOGAPrYpM393P/vsMw0ePFipqanGPqt8R81lc2d2\n", "n2e32z3mnbBKu0lNs7kzq92OHDmiDz74QMXFxUpPTzfmZ7FCu7WUzZ3Z59uZGazQbo1aapu2tFlQ\n", "Ciipqam6/fbb2/z8qqoqSQ1VqcZtwAwtnbuFhYXq37+/JKm6ujrUsYBW0YcinNCfItzQxzawwu/u\n", "mjVr1KtXL6Wnp3vst8J31FI2K7RbSUmJUlJSJHneBWCFdmspmxXabe7cuZKkvLw8JSUlGfut0G4t\n", "ZbNCu7WUwex2aymXr20W0iE8WVlZKigokN1uV3p6ujFWMDMzU4sXL5bL5dK0adNCGQlok8LCQuXk\n", "5EiSRo0aZXIawBN9KMIJ/SmsrLlr1Y7cxzb387Z0vR7q390zc2RkZGjt2rXKyMhQfn6+KioqdNNN\n", "N0kK/b+DvmQzu90mT56stWvXqqamRpI0btw447lmt1tr2azQblJDgSc7O9vjLg8rtFtL2azQbi1l\n", "CGW7+ZLL1zazudxLfQAAAAAAAGgiwuwAAAAAAAAAVkcBBQAAAAAAwAsKKAAAAAAAAF5QQAEAAAAA\n", "APCCAgoAAAAAAIAXFFAAAAAAAAC8oIACAAAAAAiIzZs368UXXwz4+5aUlGjdunUBf1/AFxRQAAAA\n", "AAABMW7cOKWmpgb8fevr61VbWxvw9wV8EWV2AAAAAABAx+F0OrV06VI5HA45nU6lpqbqwgsvVElJ\n", "iVauXKm4uDg5HA6lpaVpwoQJxmveffddRUVFyeVyqWvXrrrkkkskScXFxVq1apWOHDmi0tJSSdLE\n", "iRPVq1cv035GdE42l8vlMjsEAAAAAKBjeOKJJzR37lzjTpSNGzcqMTFRGzZs0OzZsxUdHS1JWrdu\n", "ndLS0pSent7kPd566y1de+21xuOjR48qNzdXF154YSh+BKBZ3IECAAAAAAiYs88+22MYz+jRo7Vy\n", "5UoVFRVp2bJlxn6n06moqCilp6erpqZGK1eulMPhUEREhPbt22dGdKBVFFAAAAAAAAHzzTff6Nix\n", "Y0YRZdu2bRoyZIhqa2t12WWXGXegSA1zm0jSxx9/rKlTpyohIUGSdOrUKY/3jIyMlMPhCNFPADSP\n", "ITwAAAAAgIDYvHmzsrOzlZaWJrvdrrq6OvXo0UOTJ0/WqVOntGrVKkVENKxlcurUKWVmZmrgwIHK\n", "zc1VXl6eoqOjVV9fr71792r06NGaPn268d6Nc6RERESorq5OM2fOVFQU9wQgdCigAAAAAAAAeMEy\n", "xgAAAAAAAF5QQAEAAAAAAPCCAgoAAAAAAIAXFFAAAAAAAAC8oIACAAAAAADgBQUUAAAAAAAALyig\n", "AAAAAAAAePH/ASYbHJ4iZIbrAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "100%\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABFAAAAGcCAYAAAD+lVRUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4U/X+B/D3aUYHnWwKQtkCF4QylVJGKVSlpSAqQ1RU\n", "FFFBRX6iooLguldFVMCr4kYEbMEWpEArtoSNRUCqDMHKKruTtkmT8/sjlwzadCUnOUner+fp8+Qk\n", "Z3xyvud7mnzyHYIoiiKIiIiIiIiIiMgmH1cHQEREREREREQkd0ygEBERERERERHVgAkUIiIiIiIi\n", "IqIaMIFCRERERERERFQDJlCIiIiIiIiIiGrABAoRua0jR46AE4kRERF5N1EUcfToUVeHQURegAkU\n", "InKpjz76CB06dEBoaCj69OmDn376qdr1c3Jy8Nprr6FHjx7o0qULdDpdtevPmzcPDRo0QFhYWKW/\n", "kJAQ3HrrrY58O25jyJAhmDJliqvD8Ap///03Ro8ejYYNG6J58+Z4/PHHUVhY6OqwHGLjxo0YMGAA\n", "GjdujBYtWuDmm29GTEwMzp49a3Ob2l57+/fvR7Nmzby+rtoyf/58hIWFQaFQQKvVujocj1TX/0/k\n", "XAaDAZmZmXjqqadw00034YEHHqjVdteuXcMrr7yCDh06IDg4GN26dcN///tfiaMlIk/BBAqRBzIY\n", "DOjSpQuCgoLg6+trShg0bNgQTZo0wYQJE3Dy5ElXh4l33nkHq1evRkZGBvLz87Fs2TI8+eST2Lx5\n", "c5XrL1u2DPfccw9EUcR3332HNm3a1HgMhUKBxYsX4+rVq5X+srKy0KBBA0e/LbcgCAIEQXB1GB7v\n", "6tWrGDZsGOLj43Hp0iX89ddfCAwMxKhRo1wdmt00Gg1mz56Njz/+GJcuXcK5c+ewd+9eLF26FM2b\n", "N7e5XW2vvV69euH8+fO4evUqDh48WOu4Ll68iDFjxtR6fXf16quv4urVq2jdurWrQ6kXuZdTXf8/\n", "uYO8vDw88cQTaN26NRo1aoQePXrg3XffRVlZmdV6VX2GiIuLM73+0ksvITg4GD4+PmjTpg2Ki4ud\n", "/VYAAJMnT8arr76KLl264IcffqjVNqWlpRgyZAhKSkqwfft2FBYW4ocffkBycjJmzpwpccRE5BFE\n", "IvJYv/zyizhhwgSr54qKisRly5aJbdq0EY8fP+6iyEQxLy9PbNy4sXjp0iWr57dt2yZGRkbWah8R\n", "ERFieXl5teucPHlSzMvLq/K1N998U3zrrbdqF7CHOXXqlM3zQo4zc+ZMcc6cOZWej4mJEVNSUlwQ\n", "kePMnDlTXLVqVZ23q8+1d/LkSXHAgAG1Wvfvv/+u9bqeoDb3QTmSczk54v+T3GRnZ4vt2rUT33//\n", "fbGgoEAURVH8559/xKefflq89dZbxcuXL1fapqrPEKIoiqWlpWJiYqL49NNPSx53bdX2HrFw4ULx\n", "mWeeqfS8VqsVe/bsKe7evVuK8IjIg7AFCpEHE0Wx0hghgYGBmDZtGl599VXMnj3bRZEBq1atwpgx\n", "Y9CoUSOr56OioiCKIn777TeHHCciIgLNmjWr8rX169cjPj7eIcdxN61atbJ5XsgxRFHEypUr8cQT\n", "T1R6bcaMGVi+fLkLonKcgoIChISE1Hk7qa+9G+95JE9yLidn/X9ylitXrmDcuHH4+uuvMXPmTAQH\n", "BwMAbrrpJixatAgJCQmYOnVqpe2q+gxRWFiIuLg49O7dG4sWLXJK/I724osvVnpOpVJhwoQJ2LJl\n", "iwsiIiJ3wgQKkZeaNGkSsrKyXHb8vXv3WjUJthQbG4vt27dLevyLFy/i/Pnz6Nq1q6THcaR169Yh\n", "NDQUkZGRmD9/Ptq1a4fGjRvjlVdeMY2zERYWhv79++PEiROVtl+9ejUaNmyIsLAwBAUF1XoMlF27\n", "duGuu+5Cy5Yt0bhxY3Tr1g2vvPIKpk2bhv3791e5zalTp/DUU0+hffv2aNiwIdq3b48pU6Zg8eLF\n", "WLx4cZXb5OfnY86cOejcuTNCQkLQpEkTJCYmYteuXdXGt3LlSgwePBhNmzZFs2bN0L9/f3zxxRcY\n", "Pnx4tduVl5dj6NCh8PPzwwsvvFCrc1EXf/31F5o2bYpWrVpVem3o0KE1vi85unTpElq3bo2wsDB8\n", "9913GDdunNW4Qp06dYJer6+0XX2vvbrYvn07mjRpgltuuQX79u2rNOZReHg4/vrrryq3reu1V1xc\n", "jLZt21qNQaLX67F48WLcfPPNaNSoEaZMmVJl14YtW7Zg5MiRaNSoEUJCQvCvf/0LCxcuRGlpqc33\n", "duTIEdx3331o2bIlmjRpgujoaKxfv75+J6oGGzZswLBhw9C4cWM0atQIt912G1asWFFpvcOHD6Np\n", "06bw9/evNH5EYmIiwsLC4Ovri02bNlm9Zk85XZeUlITg4GC0b9++xnXrw9X/nxzt3XffxaRJkzBw\n", "4MAqX58zZw5Onz5d4/u6cOECYmJiMGHCBMydO7fG40pdTvXx0ksvoXHjxlW+VlpaioYNGzo5IiJy\n", "N0ygEHkpURShUqlcdvyLFy/a7LsfERGBCxcuSHr8n376CXfeeaekx3C0xMREHDhwAL/99hu2b9+O\n", "3bt3448//sB3332Hnj17Ii4uDleuXMHs2bMxbdq0Stvfc889uHLlCq5evVrr/uI7d+7Evffeiwce\n", "eAAnT57EpUuXsH37djRr1gxfffUVrl69WmmbwsJCREVFoX379vj1119x5coV/PHHHxg3bhwWLVqE\n", "y5cvV9rmzJkzGDhwIJRKJTIyMlBQUIATJ07gvvvuw0MPPYQvvviiyvj+85//YMmSJXj33XeRl5eH\n", "8+fPY9WqVcjOzsbPP/8Mg8Fg870dOnQImZmZ0Gq1WLJkSa3OR11Ud40HBQUBkPev8FVp3Lgx/vnn\n", "H1y9ehUTJ05EUlKS1bhCR48ehUKhqLRdfa69uho4cCAuXryIgwcPok+fPpXGPDp79izat29fabv6\n", "XHuBgYE4efKkaQySvLw8DBs2DNu2bUNqairOnz+PHj16IDs722q7N998Ey+99BKee+45nDlzBgUF\n", "BUhOTsbZs2cRFRWFgoKCSsfKysrCHXfcgTvvvBMnT57ExYsXsWTJEixZsgRvvPGG404ggLlz52LB\n", "ggWYP38+Ll26hMuXL+Ojjz7C119/jYcffthq3W7duuHChQuYM2dOpf2sW7fOdI3cON5NfcvJ0hdf\n", "fIHi4mKcPHkSP/74o/1v/Aau/v/kaKtXr66yJZylp556Ct99953N1//++28MGzYMs2fPxmOPPVar\n", "40pdTo506dIlrFixwmtbpRJR7SldHQARucaSJUsQGxvrsuOXl5ebmhHfKCAgQPJZJVJTU/H4449L\n", "egwpiKKINm3aICUlBX5+fgCAu+++GwBM72fcuHF46qmnatxPbWzZsgUzZ85EQkKC6bnQ0FA88cQT\n", "OHv2LFq0aFFpm/379+OWW27B008/bXpOrVbjzjvvhFarrXIGmvvuuw9vvPEGRo8ebXouKCgI48aN\n", "w5AhQzB48GAMHDgQnTp1stpu48aN+PDDD9GrVy/TcxEREfjwww9x+vRp+PjY/p2gR48eGDJkCHbs\n", "2IHp06fX6nzURXXXOAD4+/tDp9NBrVY7/NjOUp8EkNRJo7ruv77XnuXxoqOj8cwzz1gNQvnMM89Y\n", "rbd161Zs2LABWVlZproLAJ06dcLSpUvx/vvvY8aMGfjqq69Mr127dg1Tp05FamqqVWu57t27m5LA\n", "Z86cqdP7teXHH3/E1q1bsW3bNqvkemRkJNLS0jBu3DgsWbKkxi/iN7JVHvZcBw899BC2bduGRo0a\n", "WZWbo7j6/5MjFRcXQxTFGrvNDRo0yOZMNL///jtGjhyJu+66C/fcc0+tjy11OTlKcXExEhMT8dpr\n", "r1XZYpCIyBJboBB5mdzcXNPMGW+//barw3EJrVaLXbt2YfDgwQ7bp0ajqXKqZMs/RzUNbt68udUX\n", "MD8/P0RERNRpH7WdgScmJgaff/45duzYUalrxuuvv44uXbpU2qZXr17IycnB999/j2vXrlm9NmbM\n", "mEpTTR46dAiiKNr8gN24cWPMmjULn3/+eaXXRowYgQULFuDYsWOVXlu7dm21702tVuPnn39GWVkZ\n", "3nrrrWrXlTNnXnuOIKfZn+y59q4TBAEffPBBjTN4fPTRR1i4cKFV3bU0Y8YM7Ny5E0VFRabnkpKS\n", "cOedd1bZ1VAQBLz33nuoqKio9ri1tWjRInzwwQdVtkwUBAFLliyRzZgXY8eONbUUqqm1ipyNGjWq\n", "xrr773//265jFBQUICwsrMb1GjZsiIsXL1o9JwgCDh8+jNGjR2PhwoU4evQoRowYYXWNVscdyqm4\n", "uBh33nknJk6ciPHjx7s6HCJyA2yBQuThkpOTrT48hYWF4e6778avv/5q6kbgCmq1utKX6+sKCgrg\n", "6+sr2bF/+eUXU5N9R4mKiqqyO4u7GzhwIBYvXox3330Xhw8fhlqtRrt27TBw4EA88sgjVX4wDw4O\n", "RlpaGt5++228/vrr0Ov1aNmyJXr37o2HHnqo0i/5hw8fxu7du6v9kC+KImJiYio9P2fOHHz88ceY\n", "Nm0aTp06heDgYHTu3BkjR47ExIkTHVrGdaVWq6sd16KwsNAhrU889dpzBnuuPUu2xsu48Vg1Tdtb\n", "UVGB48ePm1pUZWdnIzo62ub618dbcYQjR46gd+/eNl+/nri9cuWKrBJyUnDW/yepxrGxFBISUqv7\n", "w+XLl9GkSROr50RRxIULF7BlyxZ0794dU6ZMwYIFCzB+/Hhs2LBBqpCd5urVq7jjjjswceJESVoh\n", "EpFnYgKFyMONHTsWK1eudHUYlTRr1gwnT55Ez549K732zz//SPprVWpqKvs510FMTIzpC6ROp0NO\n", "Tg5SUlLQt29fbNiwAZ07d660TYcOHfDpp5+alo8fP46tW7di9OjReO2110zdjgBjk/jY2FikpKTU\n", "K75p06aZxnwpLCzEgQMH8NVXX2Hp0qX45ZdfbP7iL7Xr13hViouLqxwrhJzL3muvrsf6+eefrbqb\n", "1YbcxsmRUwsiqbjy/5OjBQYGwsfHBxcuXEDTpk1trrdt27Yqr82hQ4eie/fupuWXX34Z48aNw8qV\n", "KzFhwgRJYnaGCxcuYMSIEXj00UeZPCGiOmEXHiJyiaioKJvTBW7evBl9+vSR7NgbN27EHXfcIdn+\n", "3UF9v5SpVCrccsstePnll/Hmm2/i9ddfr9V2HTp0wNSpU7F161Y8//zzVq8NGDAAWVlZVQ6gWVfB\n", "wcEYNGgQPvvsM/Tu3bvaQRGl1q5dO1y9ehV5eXmVXktLS0Pfvn1dEJXrySkh4MhrryaDBg1CUlJS\n", "nbbp06dPtbOl5eTkVDkoc3107twZe/futfn6mTNnUFZWVqm1jicmVFz5/0kK99xzT7UDZYuiiCVL\n", "ltQ6IVKXe78cnTp1CkOGDMFTTz3F5AkR1RkTKEQezJ4PtsnJyQgODka7du1w/PhxB0ZldM8995hm\n", "arD0yy+/oKKiQrIvl4cOHUJ4eLjbNkG3VaZ1Levart+zZ0+bX3gFQUBZWVml5++55x4cOXLE5j5v\n", "7NbStGlT3HfffXjkkUdsblNSUoJ9+/ZZPffbb7/h/vvvt7mNrfiuuz6Nsa+vb6WkjiMIgoBJkyZh\n", "6dKllV5bsmRJtbG7i/rcY6TeJiwsrNZJhfpee/Xx7LPPYtmyZZVm5rG0b98+q64jY8eOxcaNG5GT\n", "k1NpXYPBgFmzZjksgfHss8/i6aefrnKAVIPBgCeffBLPPvtspdeaN29eZZLw9OnT2LVrl8346lJO\n", "N/LU/09SmTVrFr799ltkZmZW+fo777yDVq1a4dZbb7V63lbZdezYEe3bt0dGRka1x5W6nCzVth4c\n", "P34cMTExeOWVVyrNLEVEVBtMoBB5MHt+6f38889RXFyMv//+W5Lm7aGhoZg+fTrGjh2LU6dOAQB2\n", "7dqFhx9+uE5Tytb1PaamplrNKONuHDWjRW3XP3ToECZMmIBDhw6ZpgQuKCjAV199hZkzZ1b5herC\n", "hQuYNGkSfv75Z5SXlwMAysrKkJGRgdtvv73KZMV7772HkpISjB49GtnZ2ab4cnNzsWTJEvTs2RM7\n", "d+602iY/Px+rVq3C/Pnzcfr0adP7OnPmDF599VWkpaVh4sSJ1b63zMxM6HQ6LFu2rFbno65mzZqF\n", "r7/+Gl9++SX0ej2Ki4vx7LPPQqlU4t5775XkmM4iiqLTZuGpyzYhISGIiIjAa6+9ZkpGXLlyBevW\n", "rUNiYiJeffVVq/Xrc+3VJ742bdrg22+/xejRo/Hf//4X+fn5AIx1IzMzE/fffz8efPBBqwSjv78/\n", "PvvsM8THx2PlypWm+nTo0CFTK7rmzZs7pFVPQkIChg0bhujoaGzbts1U37Ozs3H77bejYcOGVf5a\n", "f8cdd+Cbb77BwYMHAQB5eXlYtGgR+vbti8LCQpux1bWcLLnL/ye5CAsLQ1JSEh544AH85z//MSWG\n", "Tp8+jWeffRbr1q2z6nJ5XXXX1bRp0/DJJ59Ue1ypy8lSberAhQsXcPvtt2Px4sVVDhibkZHhluVL\n", "RE4mEpHH0ev1YufOncXAwEBRrVaLoaGhYmhoqNikSRMxOzu7VvtISkoSg4ODxbZt24rHjx+XLNb3\n", "339fbN++vRgSEiJGRkaKmzZtsrnup59+KoaFhZnej0KhMD0ODQ0VX3jhhRqPN378eEnfj5SSk5PF\n", "kJAQUalUihEREWJJSYkoiqI4b948MSAgQHzmmWdM6zZv3lxs0qSJuHfvXlEURTE9PV1s1KiR6Vzd\n", "eG2EhoaK06dPr3TMmJgYcePGjWJcXJzYtGlTMTg4WGzatKk4duxY8ddff60yzvHjx4uZmZni5MmT\n", "xZtuukkMDQ0VQ0JCxOjoaHH16tU2359erxc/+eQTccCAAWLDhg3FsLAwsUuXLuJTTz0lHj58uNL6\n", "v/32m/j000+LH330kdivXz+xYcOGYmBgoBgRESFOnz5dPH/+fLXns7y8XBw6dKjo6+srPv/889Wu\n", "a49jx46JCQkJYlhYmNikSRPx8ccfF4uLiyU7npS2bt1quo7UarUYGBhodQ1NmjSp0jb1ufaOHz8u\n", "Nm/e3PR6cHCwqFKprLaJjY21GeelS5fExx57TLzpppvEsLAwsXXr1uK9994rJicnV7l+Xa+9N998\n", "0+Z9KDQ0VHznnXdsxnbs2DHxoYceElu1aiWGhYWJzZo1E0eOHCl+9tlnolarrXKbI0eOiJMmTRJb\n", "tGghNmzYUOzVq5e4ZMkSUa/XixERETbPfX2kpqaKQ4cONZ2HAQMGiN9++22122zYsEHs0qWLGBIS\n", "IrZu3Vp85JFHxMOHD4sPPvigGBgYaPN81LWcrpPj/yd3kJeXJ06fPl1s1aqV2LBhQ7F79+7iO++8\n", "I5aVlVmtV9VniBvrm16vF1u2bCmGhoaK77//fpXHk7qc7r//fpv3iIYNG4rr16+3Wn///v2V7iOW\n", "fw0aNKjV5wgi8m6CKMqoMzIRERERERERkQyxCw8RERERERERUQ2YQCEiIiIiIiIiqgETKERERERE\n", "RERENWAChYiIiIiIiIioBkygEBERERERERHVgAkUIiIiIiIiIqIaMIFCRERERERERFQDJlCIiIiI\n", "iIiIiGrABAoRERERERERUQ2YQCEiIiIiIiIiqoFi3rx581wdBBERVS8lJQVPPvkkevTogQ8++AA7\n", "duyAn58fKioqsGjRIuzevRvp6emoqKhAu3btUFxcjPj4eCgUCnTv3h0AkJGRgenTpyMqKgqhoaEu\n", "fkdERETkDfgZhjyJ0tUBEBFRzRISErB//37s2LEDb7zxhtVr8+fPNz2eN28ehg8fjsDAQEycOBGD\n", "Bg3Ctm3bcPz4cUyZMgV79uxBRESEk6MnIiIib8XPMORJmEAhInIj06dPt1r++++/sWLFCiiVSiiV\n", "Spw7d8702m233YadO3ciJycHAHDy5Em0a9fOqfESERERAfwMQ56BCRQiIje2dOlSvPHGG1Aqjbfz\n", "uXPnml7r2LEjvv76a/j5+aFz58749NNPMW3aNFeFSkRERGTCzzDkjgRRFEVXB0FERNVbvHgx1q9f\n", "j+HDhwMARowYgV69euGzzz7DxYsXIQgCysvLsXfvXjz22GOIj48HAIwfPx7/93//h65du6Jfv344\n", "ePCgK98GERE5mcFggCiKUCgUrg6FvBQ/w5AnqTGBcvjwYRw5cgQGgwEDBgxAq1atbK6bl5eHjIwM\n", "KBQKDB48GC1atHB4wEREREREVLO0tDScOHECiYmJCA8PBwCkpqZCr9cDANq3b28apJOIiGpWYxee\n", "y5cvY+zYsQCAn376qdoEyp49ezBp0iQAwLp165CYmOigMImIiIiIqC7i4uJMY0hc5+fnh9jYWBdF\n", "RETk3mpMoERHR9d6ZwEBAabHarW6fhEREREREZEk9Ho9kpOTIYoi2rZti8jISFeHRETkNmo9iOyW\n", "LVvQr1+/atex7A2kUqnqHxURERERETlcXFyc6fHGjRtdGAkRkfupVQIlMzMTHTt2ROPGjatd73p/\n", "SgAQBMHmeps3b+ZAVkREREQke6Ghoejdu7erw5BETT948jM7EXkie+7rNSZQtm3bhmbNmiEiIsLq\n", "+d9//x0+Pj7o2rWr6bnS0lIAxpYo1x9XRaFQSNZccPZsfyxf7ifJvqszdKgWSUklTj+uPTQaDaKi\n", "olwdhl00GgUSEoJdcuyUlEJERelrXrEGnlAOnoDlIA8sB9fwhHupJ2J9kIfs7GxXh+BQubm5aNOm\n", "DQCgrKys2nWl/MxuLznXD8ZWP4yt7uQaFyDv2Oy5r1ebQLlw4QK2b9+Om2++GX/++SeKioowefJk\n", "AMDOnTshCIJVAqV///5YuXIlRFE0TVNFRERERETOl56ejhMnTsDPzw8RERGIjo5Gbm4u9uzZAwDo\n", "2bOniyMkInIvNU5jLIWMjAy2QCGH4K+mRET2472UyLbs7GzExMS4OgyXkPIzOxGRq9hzX/dxcCxE\n", "RERERERERB6HCRQvptFoXB0CgeUgFywHeWA5EJmxPhDZJuf6wdjqh7HVnVzjAuQdmz2YQCEiIiIi\n", "IiIiqgETKF5MrqMiexuWgzywHOSB5UBkxvpAZJuc64e3xVZaCixa5IdPP/WFPaNrett5cwS5xgXI\n", "OzZ71DiNMREREREREVFVvv7aFwsW+AMA1GoRDzygdXFERNJhCxQv5qn90twNy0EeWA7ywHIgMmN9\n", "ILJNzvXD22LLyVGYHn/yiV+9W6F423lzBLnGBcg7NnswgUJERERERET1UlAgmB7/8YcCu3axkwN5\n", "LiZQvJin9ktzNywHeWA5yAPLgciM9YHINjnXD2+LzTKBAgCff+5br/1423lzBLnGBcg7NnswgUJE\n", "RERERET1cmMCJSVFhYsXBRtrE7k3JlC8mKf2S3M3LAd5YDnIA8uByIz1gcg2OdcPb4stP986WaLT\n", "Cfj227q3QvG28+YIco0LkHds9mAChYiIiIjIQxkMBuj1eleHQR7sxgQKAHz5pRq87MgTMYHixTy1\n", "X5q7YTnIA8tBHlgORGasD2SvtLQ0fPzxxzh//rzpuby8PKxYsQLff/89zp0758Lo7CPn+uFNsRkM\n", "QGGhOYESFmYAAJw6pUB6usqlsTmSXGOTa1yAvGOzBxMoREREREQeKC4uDkOGDLF6bs+ePZg0aRLG\n", "jx+P3bt3uyYw8hjFxYDBYEygNGgg4r77tKbX6juYLJGcMYHixTy1X5q7YTnIA8tBHlgORGasDySF\n", "gIAA02O1Wu3CSOwj5/rhTbEVFJi/TgYHi3jwwXLTcnq6Erm5tf+66U3nzVHkGhcg79jswQQKERER\n", "EZGXEEXR9FilqlsXC6IbWY5/Ehoqom1bA2JidAAAURTw5ZdshUKehQkUL+ap/dLcDctBHlgO8sBy\n", "IDJjfSApWA4oKwg1TzVr+SuyRqORzXJUVJSs4rFcvl535RKP5bIlx+z/d9OyIORDo9HgoYfMrVC+\n", "+EJAeXnt9ndjjHI4X3K/3izJIR53KU97CKJlGtpJMjIyEBkZKcm+Z8/2x/LlfpLsuzpDh2qRlFTi\n", "9ON6O41GgYSEYJccOyWlEFFRHF6ciNwf76VEtmVnZyMmJsbVYdRbTk4OQkNDER4eDgBYu3YtxowZ\n", "A1EUsX79esTHx9vcVsrP7OQZ1q9X4f77AwEAcXFafPddCfR6oGfPEJw5Y/yt/r//LcHdd2ur2w2R\n", "U9lzX2cLFC/miAwc2Y/lIA8sB3lgORCZsT6QvdLT06HRaJCeno6srCwAQP/+/bFy5UqsXLkS/fv3\n", "d3GE9Sfn+uFNsRUUWHfhAQCFAlZjodR2MFlvOm+OIte4AHnHZg+lqwMgIiIiIiLHGz58eKXnwsPD\n", "MWHCBBdEQ57IcgyU4GBzx4b77ivH22/7oaJCwO7dShw+rEC3bmxtSO6PLVC8GPtWywPLQR5YDvLA\n", "ciAyY30gsk3O9cObYquqBQoANGsmIj5eZ1quTSsUbzpvjiLXuAB5x2YPJlCIiIiIiIioziwTKCEh\n", "1kNrWg4mu2aNGkVFTguLSDJMoHgxT+2X5m5YDvLAcpAHlgORGesDkW1yrh/eFNuN0xhbuu22CnTu\n", "bOy2U1wsYM0atVNjcyS5xibXuAB5x2YPJlCIiIiIiIiozqprgSII1q1Qli/3g/PnfyVyLCZQvJin\n", "9ktzNywHeWA5yAPLgciM9YHINjnXD2+KLT/f/HXyxhYoAHDvveUICDA+/8cfCsyZ428zieJN581R\n", "5BoXIO/Y7MEEChEREREREdWZ9SCyhkqvBwdbt0L59FM/zJoVAEPlVYncQo0JFIPBAL2eU055Ik/t\n", "l+ZuWA7ywHKQB5YDkRnrA5Ftcq4f3hSbZQLFchpjSy+/XIoxY7Sm5S+/9MXMmQG48SumN503R5Fr\n", "XIC8Y7OHsroX09LScOLECSQmJiI8PLzaHaWmppoSLe3bt0f37t0dFyURERERERHJiq1pjC2pVMB/\n", "/1sClUrE6tXG6YxXrPBFRQXw0UfXoFA4JVQih6g2gRIXF4ecnJxa7cjPzw+xsbEOCYqcw1P7pbkb\n", "loM8sBzDFNSVAAAgAElEQVTkgeVAZMb6QGSbnOuHt8RWXg6UlhoTKAqFiAYNbK+rVAJLllyDUgl8\n", "950xibJqlS90OgEff1wCpdJ7zpsjyTUuQN6x2aPaBEpd6PV6JCcnQxRFtG3bFpGRkY7aNRERERER\n", "EcnIja1PBKGalQEoFMAHH1yDSgV89ZUxiZKcrIZOB3z2WQlUKimjJXIMhw0iGxcXh7Fjx+Kuu+7C\n", "+fPna1zfsk+URqNx6LIrWI4m7ej3I9Xy9efkEk99l13N3viXLVsmq/PprcueUh/cfZn1wfvupwUF\n", "habHrn7/cltmfZDXMpnt3q3Ahx/64syZGr4xS0jOZeMtseXn257C2BYfH+C9965h6tQy03OpqWpM\n", "mdIAW7fucFhsjibXMpVrXIC8Y7OHIIrVz8adk5OD0NDQGsdAsZSeno7hw4fbfD0jI0OyFiqzZ/tj\n", "+XI/SfZdnaFDtUhKKnH6ce2h0WjcvmmVRqNAQkKwS46dklKIqCj7B1j2hHLwBCwHeWA5uIYn3Es9\n", "EeuDPGRnZyMmJsbVYbjEjZ/Z//jDB6+95o9Nm9QAgD59KrB5c5FLYpNz/fCW2PbuVWDkSOP/jsjI\n", "CqSn1/5aEEVg7lx/LFtm/t7WokUxJk5UID5eh+7d9TW2aHEmuZapXOMC5B2bPfd1ZX02+v333+Hj\n", "44OuXbuansvNzUWbNm0AAGVlZbY2JRmR6wXtbVgO8sBykAeWA5EZ6wNJpa6TP5w9K+Ctt/zx3Xdq\n", "GAzmb7X79ilx5YqAhg1r1/rAkeRcP7wlNssWKLZm4LFFEICFC0uhVgOLFxuTKOfOBeLdd4F33/VH\n", "RIQe8fE6JCRoERnp+mSKXMtUrnEB8o7NHtUmUNLT03HixAn4+fkhIiIC0dHRAICdO3dCEIRKCZQ9\n", "e/YAAHr27ClhyEREREREVF91mfxhwQI/fPyxn2mw0Bv9+qsCsbEVjgyP3ERtZuCpjiAAr7xSirAw\n", "A/7zH3+UlJj39/ffCnz4oQIffuiHli0NiI/XIiFBi3799PBx2CAURHVX7eU3fPhwPProo7j//vtN\n", "yRMAmDp1Kh555BGrdaOjo3H33Xfj7rvvRseOHaWJlhzKU/uluRuWgzywHOSB5UBkxvpAUrk++UNS\n", "UhKys7OrXXfRIn+r5MmwYTrcfrvWtLxvX70atNtNzvXDW2IrKDB/laxPAgUwJlFmzCjH0aP5ePHF\n", "vbj77nIEBVnv68wZH3z8sR/uuCMY3bqFYPZsf2RlKVHhxLydXMtUrnEB8o7NHszfERERERF5kbpO\n", "/gAAt9xSgQULduLpp9Mwdqw5gWI57oWrB/rlcs3Lhw4dctj+Dhz4x/Q4JES0a3/+/kCDBlswefJm\n", "HD2aj1WrihAT8w+CgszXGgCcP++D5cv9kJgYhA4dAjB+fCEyMpTQauVxft25PB29fOjQIVnFc+Ny\n", "fdU4iKwUOIgsOQoHPiQish/vpUS2efogstVN/pCRkYGHHhqCuXNLMXasztR1IjfXB716hQAAgoMN\n", "OHGigN0qvNArr/jjo4+M37teffUaZs4sd/gxdDpAo1EiNVWN9etVuHSp6gstJMSA22/XISFBhyFD\n", "dPBz/tdBciP23Nd5qyMiIiIi8iK5ubmmxzVN/rB7dyHGjdNZJUhatzagSRMDAKCw0AfHjvErhTeq\n", "zzTGdaVSAUOHVuC9967hjz8KkJpahKlTy9CihcFqvYICH3z/vS8mTgxEp06hmDq1AVJSVLh2TZKw\n", "yIvxbufFHNGEiezHcpAHloM8sByIzFgfSCq5ublYs2YN1qxZg86dO1e7rq9v5ecEwTiF8XWuGAdF\n", "zvXDW2KzHETWEQmUmmJTKICBAyvw9tulOHSoAGlphZg+vQw33WTdirG4WEBSkhoPPmhMpjzwQAMk\n", "JalQZMeM23ItU7nGBcg7Nnu4ZtQnIiIiIiJyCcvJIeqrd289Nm40Pt63T4lJk7TVb0Aex9EJlLrw\n", "8QH69dOjX79SLFhQit9+UyA1VYWUFDVOnFCY1rt2TUBqqhqpqWr4+ooYOtTYzScuTlfvgW/JuzGB\n", "4sU8dW5ud8NykAeWgzywHIjMWB9IzixboPz6q6KaNaUh5/rhLbHZO43xjeobmyAAvXrp0auXHi+/\n", "XIacHAV+/FGF1FQ1jhwxX5vl5QLS0tRIS1NDqRQxeHAF4uO1uPNOHRo1qj5+uZapXOMC5B2bPdiF\n", "h4iIiIiI6qRXrwoIgvFLZ06OAsXFLg6InM4ZY6DUlSAA3brp8eKLZdi5sxA7dxbgxRdL0b279ZzH\n", "FRUCMjJUePrpBrj55hAkJgbi88/VOH9esLFnIiMmULyYp/ZLczcsB3lgOcgDy4HIjPWB5CwoCOjS\n", "xTj2hMEg4LffnNuwXc71w1tic3QLFCnOW+fOBjz3XBkyM4uwb18B5s27hshI62SKXi8gK0uF555r\n", "gK5dQ3DHHYH4+GNfnD5tfn9yLVO5xgXIOzZ7MIFCRERERER11qePefDOffuc342HXMdgcO0YKPXR\n", "rp0BM2aUIz29CAcOFGDhwmvo3986mSKKAnbtUuHFFwPQo0coYmOD8MEHvsjLC3BR1CQ3TKB4MU/t\n", "l+ZuWA7ywHKQB5YDkRnrA8mdK2fikXP98IbYiooEiKIxgRIYKELpgOJ35nm76SYDpk8vx8aNRTh8\n", "OB///vc1REXp4ONjnQj69Vcl5s0LwKOPxmDIkCC8956frKbt9oZrTW7kU/pEREREROQ2bkygiPJv\n", "hEAO4m6tT6rTooWIRx4pR0pKMf74owCLFpVg6FAdlErr93XwoBILF/qjf/8Q3HZbMN56yw85OT68\n", "7r0MEyhezFP7pbkbloM8sBzkgeVAZMb6QHLXqZMBQUHGb48XLvjg1CnnfbWQc/3whtisB5A1OGSf\n", "cjhvTZqIeOABLZKSinHkSAE++qgEI0dqoVTqrdb7808F/v1vf0RFhaB//2AsWOCHAwcUTk+myOGc\n", "2SLn2OzBBAoREREREdWZjw/Qu7e5FcrevRwHxVs4egBZOQoLEzFxohYrV5bg228345NPijFqlBZ+\n", "ftbv9/hxBRYt8sfQocHo1SsYL7/sj717FTA4Jq9EMsMEihfz1H5p7oblIA8sB3lgORCZsT6QO3DV\n", "OChyrh/eEJsUUxjL+byNGDEA48bp8PXXJTh2LB9ffFGMMWO0CAy0fu///KPAkiV+GDkyGN27h2DO\n", "HH/s2KGEXm9jx3aS8zmTc2z2YAKFiIiIiIjqpW9f1w0kS67jDS1QbGnQABg9Wofly0tw5Eg+vv22\n", "GPfeW47gYOsmJ+fO+eCTT/wwalQQunULwaxZAcjMVKKiwsaOyS0wgeLFPLVfmrthOcgDy0EeWA5E\n", "ZqwP5A4iI80/rR86pEB5uXOOK+f64Q2xWbZACQ52TALFHc+bvz9wxx06LFt2DUePFmDVqiJMmlSO\n", "sDDrZMqFCz744gtfjBkThJtvDsGMGQHYskUJrVaauORAzrHZgwkUIiIiIiIvkpeXhxUrVuD777/H\n", "uXPn7NpXo0Yi2rUzJlG0WgGHDnEcFG/gzS1QbFGrgdjYCnz44TX8+WcBkpOLMGVKOZo2tU6mXLni\n", "g2+/9cW99wahU6cQPP54AH76SYXSUhcFTnXCBIoX89R+ae6G5SAPLAd5YDkQmbE+kFT27NmDSZMm\n", "Yfz48di9e7fd+3PFOChyrh/eEJsU0xh70nlTqYAhQyrw7rvXcPhwAdavL8Kjj5ahRQvrZEphoQ9W\n", "rfLFffcFonPnUDz8cAOsW6dCSYk0cTmTnGOzBxMoREREREReJCAgwPRYrVbbvb8+fczdeDgOindg\n", "C5TaUyiA226rwFtvleLQoQJs2lSIJ54oQ+vW1iPLFhcLWLtWjYceCkSnTqG4//4G+OEHFQoLXRQ4\n", "VYkJFC/mqf3S3A3LQR5YDvLAciAyY30gqYii+QuvSqWqdl3L61Cj0VS5bNkCRaOpqHF9RyxffyzV\n", "/u1ZvjFGV8djubxs2TKH7C8/3/w18noCxd74li1b5vLzI/X1tmOHBn376rFgQSk+/PAnvPdeFp55\n", "phTt21snU0pLBaxfr8ajjxqTKRMmNMD8+X9j48bdVvtzVHlKsSzn8rSHIFreQZ0kIyMDkZGRkux7\n", "9mx/LF/uJ8m+qzN0qBZJSbVsayUTGo3G7ZtWaTQKJCQEu+TYKSmFiIqyf04yTygHT8BykAeWg2t4\n", "wr3UE7E+yEN2djZiYmJcHYZDpaWlIS4uDgCQnp6O4cOHV7lebT+z63RAmzahKCsztkr44498NGsm\n", "7VcMOdcPb4gtLi4Ie/YYWxtt2FCEW2+1f2oZbzhvtogi8McfPkhJUSMlRY0//6x6LCGlUsSgQRWI\n", "j9fizjt1OHJkm9eeM3vYc19nCxQvJtcL2tuwHOSB5SAPLAciM9YHkkrp/0arFEXR9NgeKhXQs6f5\n", "C/Svv0rfjUfO9cMbYrOchSckxFDNmrXnDefNFkEAunY1YM6cMuzYUYhduwrw0kul6NHDOjFVUSFg\n", "61YVnn22Abp0CcG//x2Hzz7zxblzgo09u46cy9MeTKAQEREREXmR/v37Y+XKlVi5ciX69+/vkH1a\n", "j4PCmXg8nRSDyJJZp04GzJpVhl9+KUJ2dgHmzbuG3r2tkykGgwCNRoX/+78A/OtfIbj99iAsXeqL\n", "06fll0zxJEygeDFH9AEj+7Ec5IHlIA8sByIz1geSSnh4OCZMmICJEyeiadOmDtmns2fikXP98IbY\n", "pBhE1hvOW31ERBgwY0Y5tmwpwsGD+XjjjWsYMEAHQTCfd1EUsHu3EnPnBqBHj1AMHx6EDz7wxcmT\n", "rvu6L+fytEeNZ9RgMECvZ99kIiIiIiKqmmUCZf9+JSrsHxKDZKqsDKbxbpRKERaTOpHEWrUSMW1a\n", "OX76qRiHDxdg2rSDiI7WwcfHOomVna3EvHkB6N07BNHRQXjnHT8cOcK2E45QbXo4LS0NJ06cQGJi\n", "IsLDw6vdUV5eHjIyMqBQKDB48GC0aNHCoYGS43lqvzR3w3KQB5aDPLAciMxYH8idhIeLCA834OxZ\n", "H5SUCPjzTwX+9S/pfoSVc/3w9NhubH0iOKjHiKefN0dr3lzEG2/cBKAYly4J+OknFVJT1cjMVKKi\n", "wlwov/+uxO+/K/HGG/7o3FmP+HgtRo/WoWtXvcPKripyPGeOUG0aKi4uDkOGDKnVjvbs2YNJkyZh\n", "/Pjx2L17d80bEBERERGRx7Aco4HjoHgu6wFkOf6JHDRuLOL++7VYs6YYR48WYOnSEsTFaeHra10+\n", "R44o8M47/hg0KBh9+wbjtdf8sH+/As6fl9d9OawdT4BF2y21Wu2o3ZKEPLVfmrthOcgDy0EeWA5E\n", "ZqwP5G6cOQ6KnOuHp8cm1QCynn7epFBVXKGhIsaP1+K770pw5Eg+Pv20GPHxWvj7W5fViRMKvP++\n", "P2JigtGzZzDmzvXH7t0KGBwzqZJsz5m9HJZAES3SViqVylG7JSIiIiIiN9C3r3MHkiXXkGIAWZJG\n", "cDBw1106fPVVCY4ezceXXxbjrru0CAy0LrdTpxRYutQPt98ejO7dQ/D88/7Yvl0JDoVamcPubJYD\n", "zQq16Eyl0WhM/aKuZ6cctewKls2eHP1+uCy/8gYApRLQaBQoKCgEAISEBANAPZZ7YcOGklqvr1Se\n", "Q0XFUdmcf2ctt2oVjdOnBQecb1vLg6HRVP1648ZK6HQBDj4ey7uq5evPySUeZy/v2nUBly83cNr1\n", "dX3Z1zcErmIwaKHRqK3iYf2Stj5Ifz+1vdyoUQkGDGgqi/Nb2+UAjpBZaz166KFUiqioEHD0qAIF\n", "BYJkXTxc/TmwOp4em1QtUDz9vEmhLnE1aAAkJOiQkKBDWRnwyy8qpKSosHGjCgUF5nYV58754NNP\n", "/fDpp35o0sSAO+7QISFBi6ioCtSlnYRcz5m9BFGsvsdTTk4OQkNDrQaR/f333+Hj44OuXbuanlu7\n", "di3GjBkDURSxfv16xMfH29xnRkYGIiMjHRB+ZbNn+2P5cj9J9l2doUO1SEoqcfpxvZ1Go0BCQrBL\n", "jv3NN0WYPDnI6cdNSSlEVJT3pYO9sawB7y1vb+Wq69yV1zjrl/O58n7qjuc8OzsbMTExrg7DJerz\n", "mX3YsCD89pvxN9offijCsGGcjsfTfPaZL/7v/4yJxSlTyvHuu9dcHBHZQ6sFsrKUSE1VY8MGFa5c\n", "qbqTSliYAbffbkymDB5cAV9fJwfqQPbc16vtwpOeng6NRoP09HRkZWWZnt+5cyd27NhhtW7//v2x\n", "cuVKrFy5Ev37969XMORcntovjYjcF+9LRGasD+SOnDUOipzrh6fHZt0CxUEDZsDzz5sUHBGXWg0M\n", "H16BxYuv4c8/C7BuXREefrgMzZpZl+3Vqz747jtfjB8fhE6dQvHYYwHYsEGF0lLpYpOjau9qw4cP\n", "r/L5qVOnVnouPDwcEyZMcExURERERETkdvr00eOzz4yPd+7kOCieyHIWHo6B4lmUSiA6ugLR0RV4\n", "661S7N2rwI8/qpGaqsbZs+a2F0VFAtas8cWaNb5o0EDE8OHGlimxsToEBrrwDTgB72pezFP7pRGR\n", "++J9iciM9YHc0cCBOtPjHTuUKCw0DmTpaHKuH54em2UCJTiYY6C4kpRxKRTAgAF6DBhQitdfL0V2\n", "tgKpqWqkpKiQm2ueprykRMCPP6rx449q+PmJiInRIT5eh7g4eZ4zezlsFh4iIiIiIvJuLVuK6N7d\n", "2I1HpxPwyy+cndPTcBYe7+PjY2xdNn9+KbKzC/HLL4WYNasUHTtaj2lVViZgwwY1pk1rgI4dQ3Hv\n", "vYH49ls1rlypeZIZd8EEihfz1H5pROS+eF8iMmN9ICmkpqZi3bp1WLduHQ4dOiTJMUaONLdC2bRJ\n", "mgSKnOuHp8cm1Sw8nn7epOCKuATBOOPWSy+VYdeuQmzfXoDnny9F167WA0brdAK2bFFhxowG6Nw5\n", "BGPGBOLLL9W4cMG9kynswkNERERE5CX8/PwQGxsr6TFGjtThnXf8AQBbtqig1xu7A5BnYAsUuk4Q\n", "gC5dDOjSpQzPP1+G48d9TN18Dhwwpxr0egGZmSpkZqrw3HMibr21AomJOkyeXA612oVvoB7YAsWL\n", "ybUvHxF5L96XiMxYH0gKer0eycnJSEpKQnZ2tiTH6NVLj6ZNjTN4XLrkg+xsx2dP5Fw/PD02qQaR\n", "9fTzJgW5xdWhgwHPPFOGrVuLsH9/AebPv2Y1MxcAGAwCtm9XYfbsAMyd6++iSOuPCRQiIiIiIi8R\n", "FxeHsWPH4q677sL58+clOYaPDxAba+7Gs3kzx0HxJFJ14SHP0qaNAU89VY7Nm4tw6FA+3nzzGm67\n", "TQdBMF8zmZnud29gAsWLybUvHxF5L96XiMxYH8gely5dwtKlS63+/vnnH6t1VKqav7xYXocajabW\n", "y5bjoKSlqeq8fU3L1x87an+OXL4xRlfHY7m8bNkyu7bPytKgsNCcQDl0yHHxLVu2zOXnx92uN3vL\n", "U8ply/Js2VJEt24ZmDMnDQcOFJjWOXFCgE7nmvjqSxBF0elpw4yMDERGRkqy79mz/bF8uZ8k+67O\n", "0KFaJCWVOP249tBoNLJr9lVXGo0CCQkSzI1XC998U4TJk4OcftyUlEJERelrXtHDeGNZA95X3p5w\n", "X7KHq65zV17jrF+2SVUfXHk/lfs5r0p2djZiYmJcHYbD5Obmok2bNgCA9evXY9SoUTbXtecze3Ex\n", "0KFDKLRa45ftgwfz0aqVYwcclev/C0+OraBAQNu2oQCAwEAR//yT76jQPPq8SUWucQHVx9a9ewjO\n", "nDG25di9uwAdOxqcGZpd93W2QPFicq1sROS9eF8iMmN9ICnk5uZizZo1WLNmDTp37izZcQIDgago\n", "89gHmzY5dqRIOdcPT47NevwTx37p9eTzJhW5xgVUH1uHDuZE+rFj7jXCNGfhISIiIiLyEtHR0U47\n", "1siROvz8s7H7zqZNKjz8cLnTjk3S4Pgn5AidOulN458cO+ZebTrcK1pyKEf0ASMiciTel4jMWB/I\n", "3VmOg7JtmxIlDuztLuf64cmxSTUDD+DZ500qco0LqD42yy477tYChQkUIiIiIiJyuNatDejSxdhU\n", "v7xccMsZN8iaZQKFLVCovty5Cw8TKF5Mzn3miMg78b5EZMb6QJ4gLk5rerxpk+MSKHKuH54cm5Rd\n", "eDz5vElFrnEB1cfWsaNlAsUHzp/Wpv6YQCEiIiIiIkmMGGHuxrNliwoG5062QQ7GFijkCOHhIho0\n", "MF4/+fk+uHxZqGEL+WACxYvJuc8cEXkn3peIzFgfyBP06aNHo0bGrEleng8OHHBMc3051w9Pjq2w\n", "kGOgyIlc4wKqj00QrLvxHD/uPmkJ94mUiIiIiIjcikIBxMaaW6E4shsPOZ+Ug8iSd+nQwdwc7ehR\n", "9xkHhQkULybnPnNE5J14XyIyY30gT2HZjcdRCRQ51w9Pjo1joMiLXOMCao7NchyU48eZQCEiIiIi\n", "IsKwYToolcYv2wcOKHH2rPuMd0DW8vPNXx/ZAoXsYT0Tj/ukJdwnUnI4OfeZIyLvxPsSkRnrA3mK\n", "4GBg4MAK0/KWLfa3QpFz/fDk2KxboDh2RGBPPm9SkWtcQM2xdepkvn7YAoWIiIiIiOh/pOjGQ87H\n", "WXjIUdq1M7dA+ftvH2i11awsI0ygeDE595kjIu/E+xKRGesD2ctgMECv19e8ohPExZkTKJmZKpSW\n", "2rc/OdcPT47NchYejoHienKNC6g5toAA4KabjPcnvV7AyZPukZpwjyiJiIiIiKjW0tLS8PHHH+P8\n", "+fNWz+fl5WHFihX4/vvvce7cOafF07atwTRoZGmpAI1G6bRjk+NwFh5yJMuZeI4dc49uPEygeDE5\n", "95kjIu/E+xKRGesD2SMuLg5Dhgyp9PyePXswadIkjB8/Hrt373ZyTOZWKGlparv2Jef64amxlZYC\n", "5eXGBIpKJcLf31FRGXnqeZOSXOMCaheb5Uw8TKAQEREREZGsBAQEmB6r1fYlMepq5EjrcVBENmBw\n", "K5YDyIaGihA4mRLZqVMny6mM3SM14R5RkiTk3GeOiLwT70tEZqwPJAXRImuhUjl3MNd+/SoQGmps\n", "sn/2rA+++UaNoqL67UvO9cNTY5O6+46nnjcpyTUuoHaxWXbhOXrUPVqgsPMhEREREZGbunTpElav\n", "Xm313KhRo9C6desq17ccVFaoRRMCjUZj+iJ0vUl+fZd37dLgllt6ITOzFQDg6acb4Lnn/BEVpUdc\n", "nA6NGu1As2alDjselx27vG3bIQDGx8HBosvj4bL7L1+96gtgBADgzz8N2LZNg0GDnHP8+hJE0Xbj\n", "uby8PGRkZEChUGDw4MFo0aKFzR2lpqaabsjt27dH9+7dba6bkZGByMhIO8K2bfZsfyxf7ifJvqsz\n", "dKgWSUklTj+uPSz/IborjUaBhIRglxz7m2+KMHlykNOPm5JSiKgoeYyo70zeWNaA95W3J9yX7OGq\n", "69yV1zjrl21S1QdX3k/lfs6rkp2djZiYGFeHUS85OTkIDQ1FeHi46bm1a9dizJgxEEUR69evR3x8\n", "vM3tpfjMnpWlxJgxgRDFqpM3N9+sR1ycFiNG6NC3rx4KGz9Ky/n/hafGtnmzEuPHG+/XMTE6rFlT\n", "7MjQPPa8SUmucQG1i00UgTZtQlFcbLwf/PlnPpo2lb5vnz339WpboFwfZAoA1q1bh8TERJvr+vn5\n", "ITY2tl5BEBERERGR46Snp+PEiRPw8/NDREQEoqOjAQD9+/fHypUrIYoihg8f7vS4oqMrsG1bIdau\n", "VWPzZhUOHbL+OvLnnwr8+ac/3n/fH40aGRAbq8OIEToMG6ZDsGvyfvQ/BQXm0R8cPYUxeSdBMA4k\n", "u3+/8T5w/LgCTZtWuDiq6lWbQKnLIFN6vR7JyckQRRFt27aVrIUJOY5cs5VE5L14XyIyY30ge9hK\n", "joSHh2PChAlOjsZa164GdO1ahpdeKsPp0wK2bFEhLU2NrCylaZYXALh82Qfff++L77/3hUol4rbb\n", "KjBypA5xcTpZ1w9Pjc16DBRDNWvWj6eeNynJNS6g9rF16GBOoBw96oPbbrPvuHl5AlJS1Lh4UcBL\n", "L5XZt7MqVJtAqcsgU3FxcabHGzdurPHAjuxP6aj+TPaw7Aglh/5k3rTsbQoKCqHR7JfN+XfWMjC4\n", "didIAhUVrmtu7q3l7a3LBQWFALzrJ1bWL++6nxqv8QZW8bj6fNS0bPmDIjleq1YipkzRYsoULUpK\n", "gKwsFdLSVNi8WYXz580tHnQ6AZmZKmRmqvDii8bZO+LidBg5Uoe+fSugrPZbDTmC5Sw8bIFCjtKx\n", "ozkZd/x4/QaSvXxZQGqqCsnJamzfroQoClCrRTz1VJnDW65VOwZKWlqaKTGSnp5e62Z+Na3LMVDk\n", "Qc595mrLG8fFcMf+447gjWUNeF95e8J9yR4cA8W55F6/OAaKPLjzGCj2kvIze00MBuDAAYUpmXLg\n", "gO0MSViYuavP8OGu7+oj5/9l9sQ2d64/li41fs+aN+8aZswod2RoHnvepCTXuIDax7ZunQoPPRQI\n", "AIiN1WHVqtqNrZOfL2D9ehXWrjW2XtPrK4+rtHRpCcaP11Z6XrIxUEpLSwEYW6JcfwwAv//+O3x8\n", "fNC1a1fTc7m5uWjTpg0AoKzM8U1liIiIiIjIO/j4AL166dGrlx4vvFCGs2cFbN6swqZNxlYoZWXm\n", "L0tXr/pg9WpfrF7tC6XS2NVnxAhjV5927Rzf1cRbsQUKSaFTJ3NS/fhxn2rWNDp3TsDzzwdg0yYV\n", "dLrKSRNBEDFwYAXGjNEiNlbn0FiBGhIotgaZ2rlzJwRBqJRA2bNnDwCgZ8+eDg+UHE+u2Uoi8l68\n", "LxGZsT4QmYWHi3jwQS0efFCLa9eAbdvMXX3OnTN/6aqoEJCVpUJWlgpz5xoHqBw50tjVp39/53T1\n", "kXPdtSc2ywRKaKjjEyieet6kJNe4gNrH1ratAYIgQhQF5Ob6oLwc8PW1vf6CBf5Yv77y+Kz9+lVg\n", "7Iy9rcgAACAASURBVFgtEhK0aN5cugRftbcQW4NMTZ06tdJz10f2JiIiIiIikkpAAExJEVEEDh40\n", "d/W5PhjldceOKXDsmAIffeSH0FADhg83bhcTUyFJEsCTWQ8iy3NHjuHvD7RubUBurgIGg4ATJ3zQ\n", "pUvVLcdKS2GVPOnVy9jSJDFRi1atnHNN1txGhjyWeTA5IiJ54H2JyIz1gci26/VDEIBbbtHj+efL\n", "kJFRhMOH87FoUQluv10Lf3/rL1T5+T744QdfTJ0aiI4dQxAfH4iPPvKtVbeB+sQmR/bEJnUXHk89\n", "b1KSa1xA3WLr0MGcMDl2zPZAslu2qFBcLPxvGz3S04vw5JPlTkueAEygEBERERGRh2jRQsQDD2ix\n", "YkUJjh/Px6pVRZgypRzh4da/aOv1ArZvV+GVVwLQr18I+vYNxty5/tBolNA5ftgEj8AWKCSVjh3N\n", "46BUl0BJTja3PhkzRguh8hAokmMCxYvJuc8cEXkn3peIzFgfiGyrTf3w9wdiYyvw7rvXcOhQATIz\n", "C/HCC6WIjKyotO5ffymwdKkfEhKC0KlTCB55pAHWrFHj6tW6f0OTc9111BgoUrRA8dTzJiW5xgXU\n", "LTbLBIqtFmFFRcYWKNeNGVN5dh1n4IzpRERERETk0QQB6N5dj+7d9Zg9uwznzxtn9dm8WYWtW1W4\n", "ds2cHCgo8EFyshrJyWooFCL69zfP6tOxo8Elv3q7ml4PFBaav9gGB7MFCjlOx441d+HZtEmF0lJj\n", "5evatQI33+yaGbbYAsWLybnPHBF5J96XiMxYH4hss7d+NGsmYvJkLb75xtjVZ/XqIjz8cBlatqzc\n", "1WfHDhXmzQvAgAEh6NMnGC++6I+sLNtdfeRcd+sbW1GROWsUFCRCYbuXRb154nmTmlzjAuoW241d\n", "eMQq8nNr11p233FdPzsmUIiIiIiIPJDBYIBer695RS/n5wcMH16B//ynFAcPFmDbtkK89FIpeveu\n", "gCBYf5M7eVKBjz/2Q2JiEDp0CMVDDzXAqlVqXLni2c1SrMc/cc0v/+S5mjYVERRkrGtFRQLOn7eu\n", "TwUFAtLTXd99B2AXHq8m5z5zROSdeF8iMmN9IHukpaXhxIkTSExMRHh4uOn51NRUU1Klffv26N69\n", "u6tCtItU9UMQgG7d9OjWTY9Zs8pw4YKALVtU2LRJhV9+Mc8AAhi/6K1bp8a6dWr4+Ijo16/if9Mr\n", "R0MU5dnVp77nTerxTwB53/PkGptc4wLqFpsgGFuhZGcb0xPHjyvQvLl5rKING1TQ6YzXYM+eFWjX\n", "znVJPCZQiIiIiIg8TFxcHHJycio97+fnh9jYWBdE5J6aNhUxaZIWkyZpUV4ObN+uxKZNKqSlqXDq\n", "lLkfi8EgYNcuFXbtUmH+fCAiQm8aN+W22yqgVldzEDfAGXhIapYJlGPHfGCZf7lx9h1XYhceLybn\n", "PnNE5J14XyIyY30gKej1eiQnJyMpKQnZ2dmuDqfeXFE/fH2BYcMq8Pbbpfjtt0JoNAV4+eVS9OtX\n", "uavP338r8Mknfhg71tjV58EHG+D779W4dMm1zVLqe96c0QJFzvc8ucYm17iAusdmayDZy5cFZGaa\n", "2324OoHCFihERERERF4iLi7O9Hjjxo0ujMS9CQLQtasBXbuW4ZlnynDpkrmrz5YtAkpLzeM1FBcL\n", "SElRIyVFDUEQ0bev/n9dfbTo0kWeXX1uZNkCRaoECnm3Dh2sB5K9LjVVBb3eeP3161eBVq1ce/0x\n", "geLF5Nxnjoi8E+9LRGasD1Qbly5dwurVq62eGzVqFFq3bl3jtiqVqsZ1NBqN6Vq8/ouyHJajoqJk\n", "FU/jxiJuuulnPPII8MknUdi+XYkvv7yIPXua4fz5BqbzKYoC9uxRYs8eJRYs8EfTptcwerQPRo7U\n", "QRCyoFIZJI/3urpsX1UXHkfHd/05OZTnjctyu94sly3PnRziqW95FhfvBTAUAHD8uI/p9bVrzUnf\n", "W275E0BLh8VXH4IoVjVJkLQyMjIQGRkpyb5nz/bH8uV+kuy7OkOHapGUVOL043o7jUaBhIRglxz7\n", "m2+KMHlykNOPm5JSiKgo7xtR3xvLGvDe8vZWrrrOXXmNs345nyvvp+54zrOzsxETE+PqMOolJycH\n", "oaGhVoPI5ubmok2bNgCA9evXY9SoUTa3l/Izu7cQReDIEZ//jZuixt69ChgMVTc5CQwUMWSIcdyU\n", "2FgdmjSRT0uPhQv98N57/gCAF14oxezZZS6OiDxNeTnQsmUoDAYBgiDi9Ol8FBQI6NYtBKJofO7w\n", "4QI0b25/vbDnvs4xULyYnPvMEZF34n2JyIz1geyRnp4OjUaD9PR0ZGVlmZ7Pzc3FmjVrsGbNGnTu\n", "3NmFEdpHzvXDMjZBAG6+2YCZM8uxcWMRjhwpwLJlJUhM1Jqmbb2uuFjA+vVqPPlkA9x8cwhGjAjC\n", "e+/54fBhBRz1k3d9z5szBpF1lzKVE7nGBdQ9Nl9foE0b4zgooijgxAkFfvxRDVE0XntRURUOSZ7Y\n", "i114iIiIiIg8zPDhw6t8Pjo62smRkKVGjUTce68W996rhVYL7NxpnNVn0yYVTp40j/sgigL27VNi\n", "3z4lFi70R6tW18dN0SEqqgJ+Tm5wX1Bg/t2dY6CQVDp0MJjqwbFjPli7Vj6z71zHFihejH2riUhu\n", "eF8iMmN9ILJNzvWjtrGp1cDgwRV4441S7NtXiJ07CzBv3jXceqsOPj7WSYrTpxVYvtwP99wThI4d\n", "QzF5cgN8+60a58/XbQTa+p436xYohmrWrD9PKFNnk2tcQP1i69jR3MVz61YV9uwxtvdQKETEx+sc\n", "Fps92AKFiIiIiIjIhQQB6NzZgM6dyzFjRjmuXhWQnq5CWpoKGRlKFBaaf/cuKRGwYYMaGzYYf52P\n", "jKxAXJyxdcq//qWXZFYfy2mMg4PZAoWkYTkTz/ffm1ufDB5cgUaN5HHdsQWKF5Nznzki8k68LxGZ\n", "sT4Q2Sbn+uGI2MLCRNx9txbLl5fg2LEC/PhjEaZPL0P79pUHYc7OVuKNN/wxeHAwuncPwaxZAdiy\n", "RYmyKsZ5rW9slgkUjoEiH3KNC6hfbJ06mVs36XTma27sWHl03wHYAoWIiIiIiEi2VCpg0KAKDBpU\n", "gYULS3HsmI9p3JRdu5TQ681fNM+e9cEXX/jiiy98ERAgYvBgY8uUESN0dg3AaZlA4RgoJBXLLjzX\n", "qdUi7rxTHt13ACZQvJqc+8wRkXfifYnIjPWByDY51w+pY+vY0YCOHcvx5JPlyM8XkJGhRFqaGunp\n", "SqvBXq9dE7BxoxobNxq7QvTqVYGRI4cjKEiHHj1q39VHFJ0zC483l2l9yTUuoH6xNW4sIiTEYHUd\n", "x8ToZJW0YwKFiIiIiIjIDYWGirjrLh3uukuHigpg927zrD7Hjims1t2/X4n9+5V46y1/tGhhwIgR\n", "OsTF6RAdrYO/v+1jlJUBWq0xgeLrK1a7LpE9BMGYINy3z5xAkcvsO9dxDBQvJuc+c0TknXhfIjJj\n", "fSCyTc71w1WxKZXAwIEVeO21UuzeXYi9ewuwcOE1DBqkg1Jp/Qv+uXM++OorX0yYEIgOHUIxYUID\n", "fPmlGmfPVm6WYtn6RMqWACzTupNrXED9Y7PsxuPvLyIuTj7ddwC2QCEiIiIi+n/27jw+qurgG/hv\n", "MtkIJAQIWwxZSEBAEAxIoGLCksAUkhiiKEixVsG26KNvF1o/+ryVqn3aR+z2tG/RWlTqg1goW8KS\n", "VUQGIgGiGBIi2ZElgQBJgOwz8/6RD3dmIJNt5s49M/f3/evem5s7v5wz52Zycs65RG4nMtKItWtb\n", "sXZtKxoaOqf6fPRRPU6dCkZ9vfn/6M3NGmRmeiMzs3Oqz9SpHVi0qHPtlKlTDU7rQCECgHvvNXeg\n", "JCS0Y9AgBcN0gR0oKibynDkiUifel4jM2B6IbBO5fYiYbfBgE1JT25GaOhAdHQ04ftwTGRmdU33O\n", "nrWe6nPqlCdOnfLEW28NwKhRRtx3n8HqOnIRsdxuEzWbqLmA/md7/PE2bN7sg5s3NfjFL5odnMp+\n", "7EAhIiIiIiJSCU9PYPbsDsye3YFf/7oZlZXmp/ocOeKJjg7ziJOaGg/U1JhHq8i1gCzRbaNGmXD8\n", "eCM0GvR6oWNn4hooKibynDkiUifel4jM2B6IbBO5fbhatogII370o1bs2nUTZWX1eP/9m3jiiVYM\n", "HWq869wRI+4+Jmc2UYiaTdRcgH3ZPDzE7DwBehiBUlNTg9zcXGi1WsTFxWH06NEOOZeIiIiIiORT\n", "VFSEb775BkajEbNmzUJISAgAfman7gUEACkp7UhJaYfBABw/rkVWlheys73Q3q7Bc8+1Kh2RSFHd\n", "dqDk5+dj5cqVAIDdu3cjJSXFIeeSGESeM0dE6sT7EpEZ2wPZ4+rVq0hNTQUA7N+/X+pAcZfP7CK3\n", "D3fJptUCs2YZMGuWAb/6VYuMqTq5S7k5k6i5ALGz2aPbKTx+fn7Stre3d7cX6su5REREREQkn9jY\n", "2C6P8zM7EVH/dTsCxWQyLxLk5eXV7YX6cq6cHnzQgOZm5w8tmzjR0PNJgtHr9W7bM0hEron3JSIz\n", "tgdyhOzsbMycOVPaF+Uzu71Ebh/M1j/M1nei5gLEzmYPjcnyLnqHjIwM6HQ6AEBOTg7i4+NtXqgv\n", "5548eRL19fX9zUxERERE5BSBgYGYPn260jFsqqurw7Zt26yOJSYmIjQ0FIcOHUJYWBjCw8Olr/Ez\n", "OxGpnT339W5HoDQ3dz532WQySdsAcPr0aXh4eGDSpEk9ntsVkX8JERERERG5iqCgIKxdu/au44cP\n", "H8bIkSOtOk8AfmYnIrJHtx0oMTEx2Lp1K0wmk1XvdF5eHjQajVUHiq1ziYiIiIjIeWpra3HkyBFM\n", "mDABJSUluHHjBlatWgWAn9mJiOzR7RQeIiIiIiIiIiLq4Sk8RERERERERETEDhQiIiIiIiIioh6x\n", "A0WljEYjDAbXe/Syu2E9EBHRbfydIAa11UNXP68oZSBKjq4wW/8wW/8wW9/JlUu7fv369Q6/qg1F\n", "RUXQ6/UoKipCQEAAAgICAAA1NTXYs2cPiouLMWzYMPj7+zsrkiplZGQgOzsbY8aMsSrr9PR0nDlz\n", "BiUlJWhvb8fIkSMVTOn+bNUD24Ny2AaUw/e9GNgGlNPV7wS2C+frqh7cuV109fOK8jmxqxyi/C3R\n", "l2wilNvRo0dx4sQJlJSUoKmpCcHBwQDEKDdb2UQoN6DzqVVvv/02IiMjFbs39yWbCOVmK4Mzy60v\n", "ufpcZiYnOnTokLS9b98+aXvPnj3S9q5du5wZSbWKiopMFy5csDqWlZWlUBr16qoe2B6UwzagHL7v\n", "xcA2oKw7fyewXSjjznpw93bR1WcRUT4n3plDpL8leptNhHKzlJmZKW2LUG6WLLOJUm4HDhwwnTx5\n", "UvF7c2+ziVButjI4u9x6m6uvZdbtY4wdLTY2tsvjfn5+0ra3t7ez4tAdDAYDdu7cCZPJhIiICERH\n", "RysdSZXYHpTDNqAcvu/FwDYgFrYLMbBddBKhHET+W8JWNhHKDQCqqqqwY8cOLF26VDomQrkBXWcT\n", "odyuX78OPz8/+Pr6Wh0XodxsZROh3GxlULrcbOXqa5k5tQPltuzsbMycOVPaN1k8SdnLy0uJSARA\n", "p9NJ2wcOHFAwibqxPSiHbUA5fN+LgW1ALGwXYmC76CRSOYj8t8Sd2UQpt/DwcDz//PPYs2cPxo4d\n", "C0CccusqmwjlptfrsWTJEpSUlFgdF6HcbGUTodxsZVC63Gzl6muZydKBUldXh23btlkdS0xMRGho\n", "KA4dOoRx48YhKChI+prl4i4ajUaOSKrUXT30ROlfPu6kr/XA9iC/3tQJ24Bz8X0vHrYB5bFdiIft\n", "opOS5SDy3xJdZbOk9PvH19fXat0JUcoNuDubJaXKrba2Fmlpabh8+TLCw8Ol9VlEKDdb2Swp/X67\n", "M4MI5XabrbLpTZnJ0oESFBSEtWvX3nX88OHDGDlyJMLDw62ONzc3A+jslbq9TfazVQ+2VFdXIyws\n", "DADQ0tIiVyzV6Ws9sD3Iz1adsA0oh+97MbANiIXtQgxsF51EKAeR/5awlU2Ecrt27RqGDh0KwHoU\n", "gAjlZiubCOW2evVqAEBxcTECAwOl4yKUm61sIpSbrQxKl5utXH0tM6dN4amtrcWRI0cwYcIElJSU\n", "4MaNG1i1ahUAICYmBlu3boXJZEJ8fLyzIqlWTk4OKioq4Ovri/DwcGnOZnV1NfLz8wEA06ZNUzKi\n", "KtiqB7YH5bANKIfvezGwDSinq98JbBfO11U9uHO76OrnFeVz4p05JkyYIMzfEn3JpnS5xcbG4siR\n", "I2htbQUAzJgxQzpX6XLrLpsI5QZ0dvDo9XqrUR4ilJutbCKUm60Mziy3vuTqa5lpTJZdfURERERE\n", "REREdBcPpQMQEREREREREYmOHShERERERERERD1gBwoRERERERERUQ/YgUJERERERERE1AN2oBAR\n", "ERERERER9YAdKEREREREREREPWAHChERERERETnEiRMnsHHjRodf99q1azh69KjDr0vUF+xAISIi\n", "IiIiIoeYMWMGgoKCHH7djo4OtLW1Ofy6RH3hqXQAIiIiIiIich9GoxF79uyBwWCA0WhEUFAQ5s6d\n", "i2vXriErKwsDBgyAwWBAcHAwZs2aJX3Pjh074OnpCZPJhEGDBmHhwoUAgMuXLyM7Oxu1tbWor68H\n", "AMyePRsjR45U7GckddKYTCaT0iGIiIiIiIjIPfzud7/D6tWrpZEox44dw+DBg/HFF19g5cqV8PLy\n", "AgAcPXoUwcHBCA8Pv+sa27Ztw+OPPy7tX7lyBUVFRZg7d64zfgSiLnEEChERERERETnMPffcYzWN\n", "54EHHkBWVhZqamqwb98+6bjRaISnpyfCw8PR2tqKrKwsGAwGeHh4oLy8XInoRN1iBwoRERERERE5\n", "zIULF1BXVyd1onz11VcYP3482trasGTJEmkECtC5tgkA7N+/HwsWLEBAQAAA4NatW1bX1Gq1MBgM\n", "TvoJiLrGKTxERERERETkECdOnIBer0dwcDB8fX3R3t6O4cOHIzY2Frdu3UJ2djY8PDqfZXLr1i3E\n", "xMRg7NixKCoqQnFxMby8vNDR0YHS0lI88MAD0Ol00rVvr5Hi4eGB9vZ2JCcnw9OTYwLIediBQkRE\n", "RERERETUAz7GmIiIiIiIiIioB+xAISIiIiIiIiLqATtQiIiIiIiIiIh6wA4UIiIiIiIiIqIesAOF\n", "iIiIiIiIiKgH7EAhIiIiIiIiIuoBO1CIiIiIiIiIiHrADhQiIiIiIiIioh6wA4WIiIiIiIiIqAfs\n", "QCEiIiIiIiIi6gE7UIiIiIiIiIiIesAOFCIiIiIiIiKiHrADhYiIiIiIiIioB+xAISIiIiIiIiLq\n", "ATtQiIiIiIiIiIh6wA4UIiIiIiIiIqIesAOFiIiIiIiIiKgH7EAhIiIiIiIiIuoBO1CIiIiIiIiI\n", "iHrADhQiIiIiIiIioh6wA4WIiIiIiIiIqAfsQCEiIiIiIiIi6gE7UIiIiIiIiIiIesAOFCIiIiIi\n", "IiKiHrADhYiIiIiIiIioB+xAISIiIiIiIiLqATtQiIiIiIiIiIh6wA4UIiIZtba24pVXXsGGDRvw\n", "pz/9CV9//bX0tR/84Aeorq6+63v++c9/4uWXX8bmzZvv+trFixfxr3/9S9bM3dm7dy+ee+45xV6f\n", "iIiInIOfYYju5ql0ACIid3b8+HEsWLAACxYsuOtr69evR3Bw8F3Hn3rqKVRXV+Ozzz6762ttbW1o\n", "aWmRI2qvJCYm4tSpU4q9PhERETkHP8MQ3Y0dKEREMjl48CA++eQTAMCJEycwevRoPPXUU2hpacFf\n", "//pX5OfnY8OGDQgLC+vV9aqqqvDOO++goqICNTU1AIBly5Zh7NixAICjR48iIyMD/v7+uHXrFpKT\n", "kxEdHQ0AOHXqFP72t78hISEBp06dgq+vL8aOHYsVK1agvb0dGzZsgFarhUajgYeHB37605/Cw6Nz\n", "kOJ7772HCxcuwNvbG56enjAYDI4uKiIiIhIIP8MQdY0dKEREMpk3b570CzwuLk467uvri5///Odd\n", "Dm/tTnh4OH784x/js88+w/e//32rrzU0NGDPnj347//+b+nY66+/jvvuuw8+Pj6YOnUqnnzySWza\n", "tAnvvvsuBgwYIJ33pz/9CcuXL5c+xFRWVuL999/H6tWr8fnnn2Po0KFYs2YNAODcuXN44YUX+lYQ\n", "RERE5FL4GYaoa+xAISJyAxUVFbh8+bLVh4+bN2/i4sWLiIiIkI6tXr3a6oMH0Plfoe3bt1sd8/Hx\n", "AQB88cUXeP7556XjoaGhmDRpkhw/AhEREakQP8OQK2EHChGRjEwmEzQaTb++ryteXl5ob2+/6/ik\n", "SZMQGRmJX/7yl9Ixo9FodR1b15w+fTrmzZtn9SGlra0NADBr1iwcOHAAjz32GACguroaRUVFff55\n", "iIiIyLXwMwzR3TQmW+9GIiKyy+7du3HgwAEAwNixYzFp0iQkJSXh4MGDyM/Px8mTJzF27FgMGTIE\n", "jz32GCIjI1FeXo5///vfuH79OioqKjB9+nTMnDkT8+bNk6775ptvwtvbG1qtFi0tLVi3bh28vb1R\n", "VFSEPXv2wMvLCwBw7do1/PznP8ewYcOwa9cuZGRkSFkmTJiARx55RLrmxo0bcfPmTQBAU1MTJk6c\n", "iMcffxwA8O677+LixYvw9/fHzZs3UVFRgWXLliEpKckp5UhERP13+w9RrVardBRyIfwMQ9S1HjtQ\n", "ioqK8M0338BoNGLWrFkICQmxeW5NTQ1yc3Oh1WoRFxeH0aNHOzwwERERERH1LCMjAxUVFUhJSZGe\n", "mJKeni4tpBkZGYkpU6YoGZGIyKX0OIXn6tWrSE1NBQDs37+/2w6U/Px8rFy5EkBnr2VKSoqDYhIR\n", "ERERUV/odDoUFxdbHfP19UVCQoJCiYiIXFuPHSixsbG9vpifn5+07e3t3b9EREREREQkC4PBgJ07\n", "d8JkMiEiIkJ6VCwREfWs14vIZmdnY+bMmd2eYzkb6Pb8NSIiIiIiEoNOp5O2b69xQUREvdOrDpRD\n", "hw5h3LhxCAoK6va82/MpAXS7YnNWVhYXsiIiIiIi4QUGBmL69OlKx5BFT//w5Gd2InJH9tzXe+xA\n", "OXz4MEaOHInw8HCr46dPn4aHh4fVs7Sbm5sBdI5Eub3dFa1WK9twwXUH12FT4SZZrt2deaHzsCNl\n", "h9Nf1x56vR5z5sxROoZd9Of1SN6ZrMhrp6WmYU6I/eXnDvXgDlgPYmA9KMMd7qXuiO1BDAUFBUpH\n", "cKjq6mqEhYUBAFpaWro9V87P7PYSuX0wW/8wW9+JmgsQO5s99/VuO1AuX76MI0eOYMKECSgpKcGN\n", "GzewatUqAEBeXh40Go1VB0pMTAy2bt0Kk8mE+Pj4fociIiIiIiL75OTkoKKiAr6+vggPD0dsbCyq\n", "q6uRn58PAJg2bZrCCYmIXEu3HSgjRozAyy+/3OXX1qxZc9ex4OBgrFixwjHJSHai9giqDetBDKwH\n", "MbAeiMzYHsheXf1Dsy8PiBCZyO2D2fqH2fpO1FyA2Nns4aF0ACIiIiIiIiIi0bEDRcX0er3SEQis\n", "B1GwHsTAeiAyY3sgsk3k9sFs/cNsfSdqLkDsbPZgBwoRERERERERUQ/YgaJi7jovzdWwHsTAehAD\n", "64HIjO2ByDaR24fastW31OOnn/4Uv9L/Cu2G9n5fR23l5gii5gLEzmaPHh9jTERERERERNSVDwo/\n", "wIenPwQABA0IwovTX1Q2EJGMOAJFxdx1XpqrYT2IgfUgBtYDkRnbA5FtIrcPtWWraKiQtj8o/ABG\n", "k7Ff11FbuTmCqLkAsbPZgx0oRERERERE1C8NrQ3SdnVjNXKrcxVMQyQvdqComLvOS3M1rAcxsB7E\n", "wHogMmN7ILJN5PahtmyWHSgA8P7X7/frOmorN0cQNRcgdjZ7sAOFiIiIiIiI+uXODpSsqiycazyn\n", "UBoiebEDRcXcdV6aq2E9iIH1IAbWA5EZ2wORbSK3D7Vlq2+tt9o3wYTNpzf3+TpqKzdHEDUXIHY2\n", "e7ADhYiIiIjITRmNRhgMBqVjkBurb6m/69j/Fv0v2gxtCqQhkhc7UFTMXeeluRrWgxhYD2JgPRCZ\n", "sT2QvTIyMvDOO++gtrZWOlZTU4MtW7bgk08+waVLlxRMZx+R24eashlNRtxouyHtjx44GgBwpfkK\n", "0svTFc3mSKJmEzUXIHY2e7ADhYiIiIjIDel0OsydO9fqWH5+PlauXInly5fj2LFjygQjt9HY2ggT\n", "TACAQV6D8PSUp6Wv9XcxWSKRsQNFxdx1XpqrYT2IgfUgBtYDkRnbA8nBz89P2vb29lYwiX1Ebh9q\n", "yma5gOxgn8FYdd8qeHp4AgDyLuah+GqxYtkcSdRsouYCxM5mD3agEBERERGphMlkkra9vLwUTELu\n", "wHIB2UDfQIwaOAqLxy6Wjn1Y+KECqYjkww4UFXPXeWmuhvUgBtaDGFgPRGZsDyQHywVlNRpNj+db\n", "/hdZr9cLsz9nzhyh8lju3267ouSx3LfkkOufNO9rWjTQ6/V4dsqz0rEtp7fgZtvNXl3vzowilJfo\n", "7zdLIuRxlfq0h8Zk2Q3tJLm5uYiOjpbl2usOrsOmwk2yXLs780LnYUfKDqe/rtrpz+uRvDNZkddO\n", "S03DnBB+uCUi18d7KZFtBQUFWLBggdIx+q24uBiBgYEIDg4GAOzatQtLly6FyWTC3r17kZSUZPN7\n", "5fzMTu4hrSwNT+9/GgCweOxi/G/i/8JkMmHW/85C6fVSAMAf5v3Bam0UIqXZc1/nCBQVc0QPHNmP\n", "9SAG1oMYWA9EZmwPZK+cnBzo9Xrk5OTg888/BwDExMRg69at2Lp1K2JiYhRO2H8itw81ZbtzDRSg\n", "c2TTM1OekY5vKtyE3vzPXk3l5iii5gLEzmYPT6UDEBERERGR48XHx991LDg4GCtWrFAgDbkjB3L+\n", "3QAAIABJREFUyzVQbnegAMDyicvxxtE30NTRhKK6IuTX5CNmtOt22BHdxhEoKsa51WJgPYiB9SAG\n", "1gORGdsDkW0itw81ZWtsbZS2A30Cpe3BPoOROj5V2v/g6w+cns2RRM0mai5A7Gz2YAcKERERERER\n", "9Vl9S9cjUADg2fvNi8nuLt2NuqY6p+Uikgs7UFTMXeeluRrWgxhYD2JgPRCZsT0Q2SZy+1BTNqvH\n", "GFuMQAGAqSOmInpk5yLEbcY2fHzmY6dmcyRRs4maCxA7mz3YgUJERERERER91tUispYsF5P9oPAD\n", "tBvanZKLSC7sQFExd52X5mpYD2JgPYiB9UBkxvZAZJvI7UNN2axGoPgG3vX1peOXSiNTqhur8WzG\n", "s2gztDklmyOJmk3UXIDY2ezBDhQiIiIiIiLqs55GoAzwHICXpr8k7e8t34un9z+N1o5Wp+QjcrQe\n", "O1CMRiMMBoMzspCTueu8NFfDehAD60EMrAciM7YHIttEbh9qytZTBwoAvDj9RTz/wPPSfkZlBr63\n", "73to7miWNZsjiZpN1FyA2Nns4dndFzMyMlBRUYGUlBQEBwd3e6H09HSpoyUyMhJTpkxxXEoiIiIi\n", "IiISimUHyp2LyN6m0Wjw+pzX4a31xh9P/BEAkFudiyfTn8SWxC3w8/JzSlYiR+i2A0Wn06G4uLhX\n", "F/L19UVCQoJDQpFzuOu8NFfDehAD60EMrAciM7YHIttEbh9qydbc0YxWQ+dUHC8PLwzwHGDzXI1G\n", "g/+c/Z/w8vDCW/lvAQAOfXsIy9OW4+OkjzHIe5Bqys2RRM0FiJ3NHg5bA8VgMGDnzp3YsWMHCgoK\n", "HHVZIiIiIiIiEsydo080Gk2352s0Grw862W8OvtV6Zj+gh7L9ixDY2ujbDmJHMlhHSg6nQ6pqal4\n", "9NFHUVtb2+P5lnOi9Hq9Q/eVYDKZpG1H/zxy7d8+Jkqe/u4rzd78GzduFKo81brvLu3B1ffZHtR3\n", "P21oMH8AV/rnF22f7UGsfepkNBmx45sdePnQyyiu691IdTmIXDdqyVbfYn4Cj631T7ryswd/hvUP\n", "rZf2j106hkd3P4qMzzIcls3RRK1TUXMBYmezh8Zk+Zd/F4qLixEYGNjjGiiWcnJyEB8fb/Prubm5\n", "iI6O7n3KPlh3cB02FW6S5drdmRc6DztSdjj9de2h1+tdfmiV/rweyTuTFXnttNQ0zAmxv/zcoR7c\n", "AetBDKwHZbjDvdQdsT2IoaCgAAsWLFA6hkP1du3COz+zf1r9KdYfWY/TdacBABOGTsDR7x2VP3AX\n", "RG4fasl27NIxfHf7dwEA00dOR/YT2X36/o1fbsSrh82jUfw8/JA4LhFJUUmYHza/2ylBziZqnYqa\n", "CxA7mz33dc/+fNPp06fh4eGBSZMmSceqq6sRFhYGAGhpaelXGHIuUd/QasN6EAPrQQysByIztgeS\n", "S1/XLjx1+RTWH1mPQ98esjpecq0ENbdqMGrgKEdH7JHI7UMt2Rpaen4CT3d+/MCP4eXhhV8c+gUA\n", "oMnYhG3fbMO2b7ZhoNdAJIQnIDkqGfFh8RjkPchhuftD1DoVNRcgdjZ7dNuBkpOTg4qKCvj6+iI8\n", "PByxsbEAgLy8PGg0mrs6UPLz8wEA06ZNkzEyERERERH11+21C00mEyIiIrodGf5c5nP49zf/tvn1\n", "kzUnsSRyiRwxSXBWa6D4dv0Enp6snroaQ3yH4I28N3Cu8Zx0/Fb7Lewu3Y3dpbvhq/VFfHg8kiKT\n", "sChiEQJ8AuzOTtRf3Xag2JqGs2bNmruO3e5cIdch8rAqNWE9iIH1IAbWA5EZ2wPJRafTSdsHDhzo\n", "9lzLzhOtRovv3fc9tBnasPXMVgDAiZoTinSgiNw+1JKtvtW8BoqtRxj3xqP3PorU8an4Z/Y/cW7Q\n", "OaSXpaOsvkz6eouhBXvL92Jv+V54e3hjbuhcJEUlYfHYxRjiO8Sun6G3RK1TUXMBYmezh8MWkSUi\n", "IiIiItfi5eXVq/MWj12M/5nwP3jU+1HoIswdMJ9+86m0rfRCv9zveb+wsNBh1zt19pS0PdhnsF3X\n", "02g0aCpvwjzjPBxbdQz6lXosH7UcYb5hsNRmbENWVRb+I+c/MP7v4zH/g/n48PSHuNJ0RYjydeX6\n", "dPR+YWGhUHnu3O+vHheRlQMXkSVH4cKHRET2472UyDZ3XETWcu3CvXv3IjExscvzcnNz8XLZy3h9\n", "zuuYFTxLOn7x5kVMfn8yAGCg10BU/rASnh79WlqRXNh/Hv5P/O3LvwEA1j+0Hi9Of1GW1ym9Xor0\n", "snSklaXh6ytfd3mOh8YD3wn+DpKikpAYmYjRg0bLkoXcg9MXkSUiIiIiItfUl7ULM5dlQqPRWB0L\n", "HhSM4EHBuHjzIm6130LJ1RJMHj5ZtrwkJsspPP1ZRLa3xg0Zh58++FP89MGfoqqhCmllaUgvS8fJ\n", "2pPSOUaTEfoLeugv6PHLQ7/EzNEzkRSZhOSoZIwJGCNbNlIfTuFRMUcMYSL7sR7EwHoQA+uByIzt\n", "geQSGxuLZcuWYdmyZRg3bly3597ZeXLbjFEzpO0TNSccmq83RG4fasnW2NoobduzBsptvckWPjgc\n", "L05/EdlPZOPrH3yN/4r9L8wOng0NrN+n+Zfy8X/1/xdTP5yKBZ8swJ9P/BkV9RWyZlOCqLkAsbPZ\n", "gx0oRERERETUJ5YdKMdrjiuYhJRS3+KcESi2hPiH4EfTfoR9j+1D0bNFeHvu24gNiYWHxvpP3C8v\n", "f4lfH/01ZvxzBmI/jsWG/A0ouVri9LzkHjiFR8XccVVkV8R6EAPrQQysByIztgcSmdIjUERuH2rJ\n", "5ojHGFuyJ9uogaPwzP3P4Jn7n0FdUx32V+xHenk6Dn17CB3GDum803WncbruNH77xW8xfsh4JEUl\n", "4ZGoR3Bf0H02R1vZm01OouYCxM5mD3agEBERERFRn0wdMRWeHp7oMHag9Hop6lvqHfJHNLkOqzVQ\n", "vJ0/AsWWIL8gPDX5KTw1+SnUt9QjozID6WXp+PTcp2g1tErnnb1+Fr8//nv8/vjvETE4AslRyUiK\n", "SsIDIx7otjOF1I1TeFTMXeeluRrWgxhYD2JgPRCZsT2QyAZ4DsCUoCnSvuWCns4gcvtQSzZHj0CR\n", "o9wCfQOxfOJybEnagrNrzuI93XtIikzCAM8BVudVNlTizyf/jPh/xWPah9Pw6uev4tilYzCajLJl\n", "cwRRcwFiZ7MHO1CIiIiIiKjPlJ7GQ8oxGA1obDMvIhvgHaBgmt7x9/bHo+MfxeYlm3F2zVl8uPhD\n", "PDr+UQzyGmR13rc3vsXGrzbiu9u/iynvT8EvPvsFCm8UwmA0KJScRMIpPCrmrvPSXA3rQQysBzGw\n", "HojM2B5IdDNGzcB7X78HwPkdKCK3DzVku9F2Q9r29/aH1kNr9zWdWW4DvQYiOSoZyVHJaOlowWfn\n", "PkNaWRoOVB6wGllz6dYl/OPrfwAA/nj+j1gSuQRJkUl4OORheGm9nJbXFjW810TDDhQiIiIiIuoz\n", "yxEoJ2tOwmQyce0IlbBc/8QRjzBWkq+nL3RjddCN1aHN0IbD5w8jrSwN+8v342rLVem8uuY6bD69\n", "GZtPb0agTyC+O/a7eCTqEcSNiYOPp4+CPwE5E6fwqJi7zktzNawHMbAexMB6IDJjeyDRhQ8OxzDf\n", "YQA6/6Aury932muL3D7UkM1qAVkHPcJYhHLz1npjQdgC/HnBn3Fm9RnsXrobz055FkM8h1idV99a\n", "j61ntmJ5+nKM/8d4/DDzh9hbvhfNHc1OzStCmdkicjZ7cAQKERERERH1mUajwfRR05FVlQWgcxpP\n", "1JAohVORM1gtIOviI1Bs8fTwROyYWMSOiUWiZyJ8In2wp2wP0svScfHmRem8G203sP2b7dj+zXYM\n", "9BqI+LB4JEUlYWH4QgzyHtTNK5Ar4ggUFXPXeWmuhvUgBtaDGFgPRGZsD+QKlFpIVuT2oYZs9S2O\n", "H4EicrnFPRyHWcGz8NvY3+LrH3yNrMez8B/R/4HwgHCr826138Kesj1YnbEa498bj+/t/R62lWxD\n", "Y2tj1xe2k8hlJnI2e3AEChERERER9QufxKNOliNQBvs6pgPFVXhoPDBj1AzMGDUD6x9aj8IrhUgv\n", "T0daWRpKr5dK57UYWrC/Yj/2V+yHl4cX5obORVJkEhaPXYyhA4Yq+BOQPTgCRcXcdV6aq2E9iIH1\n", "IAbWA5EZ2wO5guiR0dCgc+HYoroi3Gq/5ZTXFbl9qCGb1Roo3u6zBoottrJpNBrcP+J+vDr7VXzx\n", "vS9wZOUR/DLml5g0bJLVee3GdmRXZePF3Bdx7z/uxdJdS/Fh4Ye43HRZllwiEDmbPTgChYiIiIhI\n", "RWpqapCbmwutVou4uDiMHj2639cK8AnAvUPvRcm1EhhMBpy6fArfuec7DkxLIrKckhLo655roPSV\n", "RqPBxGETMXHYRPwy5pcou16G9LJ0pJen46vLX0nnGUwGHPr2EA59ewg/O/gzzA6ejeRxyUiMTETw\n", "oGAFfwLqDY5AUTF3nZfmalgPYmA9iIH1QGTG9kByyc/Px8qVK7F8+XIcO3bM7uspMY1H5Pahhmxy\n", "PIXH3cotakgUfvLgT/Dp8k/x5fe/xOtzXrdqKwBggglHLx7Fy4dexuT3J2PRtkX4a8Ffca7xnGy5\n", "nEXkbPZgBwoRERERkYr4+flJ297e3nZfj+ugqI8ansLjSGGDw/BC9AvIejwLhT8oxG9jf4vvBH9H\n", "mv522/Ga4/iV/leY9uE0zP9kPv54/I8ou16mUGrqCjtQVMxd56W5GtaDGFgPYmA9EJmxPZBcTCaT\n", "tO3l5dXtuZbvQ71e3+X+jNHmDpQj1Uek69s63xH7t7flur49+3dmVDqP5f7GjRsdcj3LESi3O1Ds\n", "zbdx40bFy8cZ77d7/O/BD6f9EC+PehkfTvkQv5/3e8SNiYPHHX+af3X5K7yR9wZmfjQTc7bMwQvb\n", "X8DH2R9btS9H1acc+yLXpz00Jss7qJPk5uYiOjpalmuvO7gOmwo3yXLt7swLnYcdKTuc/rr20Ov1\n", "Lj+0Sn9ej+SdyYq8dlpqGuaE2F9+7lAP7oD1IAbWgzLc4V7qjtgexFBQUIAFCxYoHcOhMjIyoNPp\n", "AAA5OTmIj4/v8rzefmY3GA2IeDcCN9tvAgC+/sHXCPEPcVzgLojcPtSQbeG2hdJoo/2P7ces4Fl2\n", "X1MN5dadq81XcaDiANLK0nDo20NoN7Z3ed64IeOQHJWM5Khk1JfU4+GHH5Y1V3+JXJ/23Nc5AkXF\n", "RH1Dqw3rQQysBzGwHojM2B5ILs3NzQA6R6Lc3raH1kOL6JHmjhZnTOMRuX2oIZscU3jUUG7dGTZg\n", "GL533/ew7ZFtOLvmLDYmbMTisYvho/WxOq/0eil+f/z3iNsah5fKX8Jr+tdwsuYkFBgX0S2R69Me\n", "fAoPEREREZGKxMTEYOvWrTCZTDZHn/TVjFEz8Pn5zwF0dqCkjEtxyHVJTPUtjl9ElswG+wzGExOf\n", "wBMTn8CNthvIrspGelk6squy0dTRJJ1X1ViFvxT8BX8p+AvuGXQPkqKSkByVjJmjZ8JDw7EScmCp\n", "qpgj5oCR/VgPYmA9iIH1QGTG9kByCQ4OxooVK/Dkk09ixIgRDrmmsxeSFbl9uHs2k8lkPQLFQY8x\n", "dvdy6y9/b3+kjk/FB4s/wNk1Z/HPJf/EY/c+hkFeg6zOu3DzAt756h0s/vdiTH5/MtYdXIfD3x5G\n", "h7FDkdwi16c9ehyBYjQaYTKZoNVqnZGHiIiIiIhczPRR06XtU5dPoc3QBm+t/U/4IfE0dzSjzdgG\n", "APD28Iav1lfhROrh5+WHxMhEJEYmorWjFX/L/BvKvMtwoOKA1cK+NbdqsKlwEzYVbsIw32FYHLkY\n", "yVHJiA2JhZe2+4WjqXvddqBkZGSgoqICKSkpCA4O7vZCNTU1yM3NhVarRVxcHEaPHu3QoOR47jov\n", "zdWwHsTAehAD64HIjO2BXMlwv+EIDwhHVWMVWg2tOF132mpdFEcTuX24e7Y7R59oNJpuzu49dy83\n", "R/Px9MFPlvwEANBuaMfh84eRXp6OfeX7UNdcJ513teUqPir6CB8VfYTBPoOxeOxiJEUmYW7oXPh6\n", "ytf5JWKZOUK3U3h0Oh3mzp3bqwvl5+dj5cqVWL58OY4dO+aIbERERERE5CIsH2fsjGk8pAzLkQ5c\n", "/0QMXlovzA+bjz/O/yOKny1GWmoaVt+/GqMGjrI6r6G1AVvPbMWTe5/E+PfGY03GGqSXpaOpvcnG\n", "lelODlsDxc/PT9r29uZwPVfgrvPSXA3rQQysBzGwHojM2B7I1ThzHRSR24e7Z7McgeLIDhR3Lzc5\n", "dJXL08MTc0Lm4K25b+H0M6ex/7H9+PG0H9/1aPGb7Tex4+wOfH//9zH+vfF4ev/T2HF2B2603ZAt\n", "mztw2FN4LB+b5OXFeVVERERERGpi1YFyiSNQ3JUcjzAmeXhoPDAreBZmBc/Cmw+/iS8vf4n0snSk\n", "laWhsqFSOq+powlpZWlIK0uDj9YH80PnIykqCd8d+12OMrqDwzpQDAaDtN2beXB6vV6aF3W7d8pR\n", "+0qw7EBy9M/DffHqG+js3dWf16OhofOXyODBnTeXPu8PacC+on29Pt/zlic6rnQIU/7O2g+ZEoLz\n", "N87bX9629sMH26zPoEFBaNe2O/b1WN9d7t8+JkoeZ+9/8c0XuNpx1Wnvr9v7PgN9oBRjhxH683qr\n", "PGxf8rYH2e+n3ewP8xyGWffOEqJ8e7tvOcqaujc5aDJ8tD5oNbSiqrEKV5quYLjfcFleS+nPgd1x\n", "92xyjUBx93KTQ19yaTQaRI+MRvTIaPzqO79CUV0R9pTtQVpZGkqvl0rntRpacaDyAA5UHoCXhxdi\n", "x8QiOSoZi8cuxrABw2TJ5ko0Jsu//LtQXFyMwMBAq0VkT58+DQ8PD0yaNEk6tmvXLixduhQmkwl7\n", "9+5FUlKSzWvm5uYiOlqeRaXWHVyHTYWbZLl2d+aFzsOOlB1Of12105/XI3lnsiKv/dGSj7Bq3yqn\n", "v25aahrmhLjnDak7aqxrQL31rVZKvc+VfI+zfTmfkvdTVyzzgoICLFiwQOkYiujPZ3bddh3yL+UD\n", "AD5O/Bi6sTo5opGC/n7q73j50MsAgGenPIsN8zYonIjsVXK1BOnlnSNTiuqKujxHq9FiTsgcJEUm\n", "YUnkEowcONLJKR3Hnvt6t2ug5OTkQK/XIycnB59//rl0PC8vD0ePHrU6NyYmBlu3bsXWrVsRExPT\n", "rzDkXO46L42IXBfvS0RmbA/kipy1DorI7cPds3ENFHE4KteEYROwbuY6HH7yME48dQKvfec1PDDi\n", "AatzDCYDDn17CD//7OeYtGkSlvx7Cd756h2cv3Fe1myi6XYKT3x8fJfH16xZc9ex4OBgrFixwjGp\n", "iIiIiIjI5Vh2oBy5cETBJCSX+haLp/D4cn0MdzM2cCxemvESXprxEs41nkN6WTrSy9OlkWUAYIIJ\n", "eRfzkHcxD698/gqmj5yO5HHJSI5MRtjgMAXTy89ha6CQ63HXeWlE5Lp4XyIyY3sgVzTnnjnQQAMT\n", "TDhecxzXmq9h6IChjn8dgduHu2ezeoyxN9dAUZLcuUIDQvF89PN4Pvp5XLx5EfvK9yGtLA15F/Ng\n", "NBml807WnsTJ2pN4Tf8apg6fiqSoJCTdZ3tJD1fmsMcYExERERGRugX5BUmjUIwmI3KqcxRORI7W\n", "2NoobQf68ik8ahE8KBhrpq5B+qPpOPPsGfxh/h8wd8xcaDVaq/NOXTmFN/PeRMxHMXhoy0P43Re/\n", "Q/HVYvSw9KrLYAeKirnrvDQicl28LxGZsT2QHNLT07F7927s3r0bhYWFsryGLsK8cGxmZaYsryFy\n", "+3D3bFYjULgGiqKUyjXcbzienvw0di7diW9Wf4O/xP8FC8MXwsvDy+q8M1fP4K38tzBnyxzEfBSD\n", "N4++iVOXT7l0Zwqn8BARERERqYSvry8SEhJkfY1FEYvwRt4bAIDc6ly0G9rhpfXq4bvIVVguIhvo\n", "wxEoajd0wFCsnLQSKyetRGNrIzIrM5FWlobsymy0mdqk88rqy/CHE3/AH078AWEBYUgZl4L/M+P/\n", "OLQTzhnYgaJios7lIyL14n2JyIztgeRgMBiwc+dOmEwmRERE9Pkxxb0xcdhEhPiH4PyN82hsa8QX\n", "F7/Aw2MeduhriNw+3D2b5QgUR3aguHu5yUG0XAE+AVg2YRmWTViGm203kV2VjfTydGRXZeNW+y3p\n", "vOrGavz55J9Re6sWf1v4NwUT9x2n8BARERERqYROp0NqaioeffRR1NbW9ni+5RQBvV7fq32NRmM9\n", "jacqs0/fz32x9y1HoJz58oziebgv5v5X+V9h+OXheP+77+PsmrN4ZewrmDt0Lvy9/aVzPqv4TLF8\n", "/aUxKTABKTc3V5bebgBYd3AdNhVukuXa3ZkXOg87UnY4/XXtodfrheu17Cv9eT2SdyYr8tofLfkI\n", "q/atcvrrpqWmYU6Ia9dbf6ixrgH11bc73JfsodT7XMn3ONuXbXK1ByXvp6KXeVcKCgqwYMECpWP0\n", "WV1dHbZt22Z1LDExEaGhodJ+Tk4O4uPjbV7Dns/sOVU5eDztcQBAZGAkjj91vF/XsUXk3xfunM1g\n", "NGD4X4cDADTQ4Mp/XIGHxjH/k3fncpOLqLkA29lutt1E2DthMMEEDTS4sPYCfD19nZrNnvs6p/AQ\n", "EREREbmZoKAgrF279q7j1dXVCAsLAwC0tLTI9vpzQuZgoNdA3Gq/hfL6cpRdL0PUkCjZXo+co7HN\n", "/AQef29/h3WekHoM8h6EsIAwVDVWwQQTKhoqMGnYJKVj9Rrf8Somam8lEakX70tEZmwPJIfq6mps\n", "374d27dvx7333ivb6/h6+mLumLnSfkZlhkOvL3L7cOds9S0W6584+BHG7lxuchE1F9B9NsvO1NJr\n", "pc6I4zAcgUJEREREpBKxsbFOe61FEYuwr2IfACCrMgsvRL/gtNcmeTS0mdc/GeztWk9PIXGMGzIO\n", "OdU5ADqfzuNKOAJFxRyxiA4RkSPxvkRkxvZAri4h3Py45LyLeVaLj9pL5PbhztnkHIHizuUmF1Fz\n", "Ad1nGzdknLTtaiNQ2IFCREREREQON3LgSESP7FyE1mAySP9xJtdl+QjjwT4cgUL9Y9mBwhEo5DJE\n", "njNHROrE+xKRGdsDuYNFEYuk7azKLIddV+T24c7ZLEcROboDxZ3LTS6i5gJ6vwbK2WtnocCDgfuN\n", "HShERERERCSLReHmDpTsqmx0GDsUTEP2krMDhdRjhN8IBHgHAAButt9EbVOtwol6jx0oKibynDki\n", "Uifel4jM2B7IHUwZPgWjB44G0Dn94/il4w65rsjtw52zWXagBPpwDRSliZoL6D6bRqNx2SfxsAOF\n", "iIiIiIhkodForKbxZFZlKpiG7GW5BoqjO1BIXcYPGS9tl15nBwq5AJHnzBGROvG+RGTG9kDuwrID\n", "JaMiwyHXFLl9uHM2roEiFlFzAT1nsxqBUs8OFCIiIiIiIsSOicUAzwEAgLPXz6KyvlLhRNRfcj7G\n", "mNTFVR9lzA4UFRN5zhwRqRPvS0RmbA/kLgZ4DkBsSKy0n1Vl/9N4RG4f7pzNcgRKgE+AvXGsuHO5\n", "yUXUXEDP2Vz1UcbsQCEiIiIiIlktGmsxjafSMdN4yPnkXESW1CVicAQ8NJ3dEd82fovmjmaFE/UO\n", "O1BUTOQ5c0SkTrwvEZmxPZC9jEYjDAaD0jEAAAvDF0rbRy8cRWNro13XE7l9uHM2roEiFlFzAT1n\n", "8/H0QXhAOADABBMq6iuckMp+7EAhIiIiInIzGRkZeOedd1BbW2t1vKamBlu2bMEnn3yCS5cuOS1P\n", "8KBg3D/8fgBAu7EdB88ddNprk2OYTCY+hYccynIh2bPXziqYpPfYgaJiIs+ZIyJ14n2JyIztgeyh\n", "0+kwd+7cu47n5+dj5cqVWL58OY4dO+bUTJZP47F3HRSR24e7ZmvqaEK7sR0A4KP1ga+nr6NiAXDf\n", "cpOTqLmA3mVzxXVQ2IFCRERERKQSfn5+0ra3t7dTX9uyAyW7KhsGoxjTi6h3uP4JOZrVo4yvu8aT\n", "eNiBomIiz5kjInXifYnIjO2B5GAymaRtLy8vp772tBHTMNJvJACgrrkOb+W/hfL68n5dS+T24a7Z\n", "LKfvOHr9E8B9y01OouYCepdt/JDx0nbZddcYgeKpdAAiIiIiIuqfuro6bNu2zepYYmIiQkNDuzzf\n", "clFZjUbT4/X1er30h9DtIfn93T965CjuH3A/spuyAQAb8jdgQ/4GRAVGYVHEItxz8x5MHDQRcQ/H\n", "OeT1uO/g/ePmKRmDfQYrn4f7Lr9f327ulCupK8Hhw4fx8MMPO+X1+0tjsuyGvkNNTQ1yc3Oh1WoR\n", "FxeH0aNH27xQenq6dEOOjIzElClTbJ6bm5uL6OhoO2Lbtu7gOmwq3CTLtbszL3QedqTscPrr2sPy\n", "F6Kr0p/XI3lnsiKv/dGSj7Bq3yqnv25aahrmhLh2vfWHGusaUF99u8N9yR5Kvc+VfI+zfdkmV3tQ\n", "8n4qepl3paCgAAsWLFA6Rr8UFxcjMDAQwcHB0rFdu3Zh6dKlMJlM2Lt3L5KSkmx+vxyf2b+6/BUS\n", "/52Ipo6mLr8+2Gcw4sPioYvQYUHYAgT6dj1VROTfF+6aLaMiA0/ufRIAkBCegH8l/8uR0dy23OQk\n", "ai6gd9lMJhMi/x4pjW4q/EEh7vG/R/Zs9tzXux2BcnuRKQDYvXs3UlJSbJ7r6+uLhISEfoUgIiIi\n", "IiLHycnJQUVFBXx9fREeHo7Y2FgAQExMDLZu3QqTyYT4+Hin55o2YhoKni5ARkUGMisz8dm3n6G5\n", "o1n6ekNrA3ac3YEdZ3dAq9FiVvAsLIxYCF2EzmrBSXI+OR9hTOqk0WgQNSQKJ2pOAOhcSNYZHSj2\n", "6LYDpS+LTBkMBuzcuRMmkwkRERGyjTAhxxG1t5KI1Iv3JSIztgeyh63OkeDgYKxYscIY1QtqAAAY\n", "XklEQVTJaayN8BuBpyY/hacmP4Xmjmboz+uRUdnZoXLx5kXpPIPJgCMXjuDIhSN4Tf8aIgMjsTC8\n", "szNl1uxZCv4E3RO57TpqDRQ5FpF113KTk6i5gN5nGzdknNSBUnqtFHFj4vr9miaTCV9e/hK7zu7C\n", "tZZr+H8J/6/f17Kl2w6UviwypdPppO0DBw70+MKOnE/pqPlM9rAsKxHmk6lpX20aGhqgr5Kv/Yi6\n", "j/DelY8cOjo6FHtttda3WvcbGsz/3VMLti913U8bGhqAkM5tUcqjp33LfyiS4w3wHICE8AQkhCfg\n", "7blv43TdaakzpaC2wOrc8vpybPxqIzZ+tREB3gFYELZAmuozdMBQhX4C9eAIFJKDvY8yNplMKKor\n", "wq7SXdh1dheqGqsAAFqNFusfWo/hfsMdFRVAD2ugZGRkSB0jOTk5vR7m19O5XANFDCLPmestNa6L\n", "4Yrzxx1BjXUNqK++3eG+ZA+ugeJcorcvroEiBldeA8Vecn5m743aW7XIqspCVmUWDp47aHPdFA+N\n", "B2JGx2BRxCIsiliE8UPG92qBXLmI/LvMnmyvfP4K3vnqHQDA63NexwvRLzgymtuWm5xEzQX0Ptu+\n", "8n3S54C5Y+Zi59Kdvbp+ydUS7Crdhd2lu20+AvkP8/6Ap6c8fddx2dZAaW7unI9oMpmkbQA4ffo0\n", "PDw8MGnSJOlYdXU1wsLCAAAtLS39CkNERERERAQAIweOxKr7VmHVfavQ0tEC/Xk9MiszkVGZgQs3\n", "L0jnGU1G5F3MQ97FPKw/sh4RgyOkdVNmB8+Gt7b7pQiodzgCheTQ1xEopddL8VzGczh15VSXX/f3\n", "9kdiZCJSxqVg7pi5joop6bYDxdYiU3l5edBoNHd1oOTn5wMApk2b5vCg5Hii9lYSkXrxvkRkxvZA\n", "ZObr6Yv48HjEh8fjrblvofhqMTIqM5BRkYGC2gKYYB5UX9lQiXe/ehfvfvUu/L39MT90PnQROsSH\n", "x2PYgGGyZxW57dqTzbIDhWugiEHUXEDvs4UPDodWo4XBZMD5G+dxq/0WBnoNtHn+G0ffuKvzZKDX\n", "QOgidEgdn4r5ofPh4+ljV/budNuBYmuRqTVr1tx17PbK3kRERERERHLRaDS4L+g+3Bd0H3724M9w\n", "uekysquyO5/qc+4z3Gy/KZ17o+0G9pTtwZ6yPfDQeODBUQ9CF6HDwoiFmDB0gqJTfVxNfYu8i8iS\n", "OnlrvRExOEIafVJRX4Epw6d0eW5jayOyq7Kl/aTIJKSOT0VCeAL8vJyzXpWHU16FhCQtJkdEJAje\n", "l4jM2B6IbLNsHyP8RmDlpJX455J/onRNKf79yL+x5v41GOM/xup7jCYjjl06hl8f/TUe2vIQojdH\n", "4+VDL+PguYNoM7TJkk009mRraJN3Co+7lpucRM0F9C1b1JAoafvs9bM2z9tfsR+thlYAwP3D78fm\n", "JZvxyLhHnNZ5AvQwAoWIiIiIiMhV+Hj6YH7YfMwPm4/fxf0OZ66dQWZFJjKrMnH80nGrqT7VjdX4\n", "+6m/4++n/o5BXoMwL3QedGN1SAhLQJBfkII/hZisRqD4cgQKOc64IeOQUZkBACi7bnsdlF2lu6Tt\n", "1PGpsufqCjtQVEzkOXNEpE68LxGZsT0Q2dab9qHRaDBp2CRMGjYJP3nwJ6hrqkN2dedUn0+rP7Wa\n", "6nOz/SbSy9ORXp4ODTSYMWoGdBE6LIpYhInDJvZpqo/IbddRa6DIMQLFXctNTqLmAvqWzXIEiq0n\n", "6lxrvoaD5w5K+ynjUvofzg7sQCEiIiIiIrcX5BeEFRNXYMXEFWgztOHIhSPIrMxEZmUmqhurpfNM\n", "MOF4zXEcrzmON/LeQGhAKBaFL8LCiIWYc88cWReoFFWHsUPqcNJAA39vf4UTkTuxehKPjREoe8v3\n", "osPYAQCYMWoGQgNCnZLtTlwDRcVEnjNHROrE+xKRGdsDkW32tg9vrTfmhc7D7+J+h4LvF+DIyiN4\n", "7TuvIWZ0DDw01n8inWs8h/e+fg/L9ixD1HtReGrfU9hSvAVXmq7Ikk1O/c3W2NoobQf4BNxVRo7g\n", "juUmN1FzAX3LdmcHitFkvOscy+k7S8cttS+cHTgChYiIiIjIDRmNRphMJmi1WqWjCE2j0WDisImY\n", "OGwiXprxEq42X0VOVQ4yKjPw6blPcaPthnTurfZb2Fu+F3vL90IDDaJHRkM3VgddhA6Thk1y26f6\n", "1LfyCTwkn2EDhmGo71Bca7mGpo4mXLx5ESH+IdLXLzddxuHzhwF0joB6ZNwjSkVlB4qaiTxnjojU\n", "ifclIjO2B7JHRkYGKioqkJKSguDgYOl4eno6DAYDACAyMhJTpnT9uFDRydk+hg0YhicmPoEnJj6B\n", "NkMb8i7mSVN9KhsqpfNMMOFk7UmcrD2J3+T9BiH+IdJUn5aOFvh6+sqWsb/6W25yr38CiH3PEzWb\n", "qLmAvmeLGhKF/Ev5ADrXQbHsQEkrTZNGpcwOno3gQcFdXsMZ2IFCRERERORmdDodiouL7zru6+uL\n", "hIQEBRK5Jm+tN+LGxCFuTBx+8/BvcPb6Wakz5dilY1ZTDc7fOI9NhZuwqXATBnoNxNwxc7EwYiEW\n", "hi/EyIEjFfwp7McRKCS3cUPGWXWgzAudJ31NhKfv3MY1UFRM5DlzRKROvC8RmbE9kBwMBgN27tyJ\n", "HTt2oKCgQOk4/aZE+9BoNLh36L14cfqL2PfYPpSuKcW7C9/F0nFLEeAdYHXurfZb2FexDy/lvoSJ\n", "myYi/l/x2JC/AYVXCmEymWy8gvz6W26WI1ACfAK6ObP/RL7niZpN1FxA37PZWkj2wo0LyLuYBwDw\n", "0HggKSrJMQH7iSNQiIiIiIhUQqfTSdsHDhxQMInrG+I7BMsmLMOyCcvQbmjHFxe/QGZVJnYX78bF\n", "1otW5xbUFqCgtgC//eK3CB4UjEURi6CL0GFOyBwM8Byg0E/QexyBQnKz7ECxfJTxnrI90nZsSCyG\n", "+w13aq47sQNFxUSeM0dE6sT7EpEZ2wP1Rl1dHbZt22Z1LDExEaGhPT/i08vLq8dz9Hq99F68/R9l\n", "EfbnzJkjVB4vrRc01RroNDq8+cM3UXq9FO98+g6ONxzHmVtnYDAZpDK9ePMiPij8AB8UfgAfDx/M\n", "D5uPhRELMeTKEAz1Gip73tv68v0NLeYRKIG+gbLku31MhPq8c1+095vlvmXZiZCnv/XZWGF+0lPp\n", "9VLp6zsv7JSOT9ZMdtjP218akwJjyHJzcxEdHS3LtdcdXIdNhZtkuXZ35oXOw46UHU5/XbXTn9cj\n", "eWeyIq/90ZKPsGrfKqe/blpqGuaEqO9DtRrrGlBvfauVUu9zJd/jbF/Op+T91BXLvKCgAAsWLFA6\n", "Rr8UFxcjMDDQahHZ6upqhIWFAQD27t2LxMREm98v52d2NalvqUdudS4yKjOQU51jNR3mTg+MeAAL\n", "IxZCF6HD/cPvF+apPq8feR1/OvknAMCrs1/Fzx78mcKJyN20G9pxz8Z70GHsAACc+9E51DXXIXpz\n", "5z3Iy8MLJatLMMR3iN2vZc99nWugqJjIc+aISJ14XyIyY3sge+Tk5ECv1yMnJweff/65dLy6uhrb\n", "t2/H9u3bce+99yqY0D4it487swX6BuLRex/Fe7r3ULqmFOmp6Xgh+gWrKQu3fXn5S/z3sf/GvE/m\n", "YfL7k/GTT3+CzMpMNLU3yZKtt5wxhceV6lQUouYC+p7NS+uFiMER0n55fTl2l+6W9ueFznNI54m9\n", "OIWHiIiIiMjNxMfHd3k8NjbWyUnIkqeHJx4KeQgPhTyE1+e8jvL6cumpPnkX86T/vgPApVuXsPn0\n", "Zmw+vRkDPAcgNiQWi8YuwsLwhU5/jKszHmNMNG7IOGn9k9Lrpdh51jx9R+mn79zGDhQV49xqIhIN\n", "70tEZmwPRLaJ3D76ki0yMBJrH1iLtQ+sRUNrA3Krc5FZmYnsqmyrUR/NHc3IrMpEZlUmAGDq8KnS\n", "VJ+pI6bCQ9O7iQX9LTfLLHJ1oLhLnTqTqLmA/mWzHJW1v2I/TtedBgD4aH2gi9DZ+janYgcKERER\n", "ERGRwgb7DEbq+FSkjk9Fh7EDxy8dR0ZlBjIrM3H2+lmrc09dOYVTV05hQ/4GjBo4CgnhCdBF6BA3\n", "Jg5+Xn4Oz8YRKOQMUUOipO09pean7ySEJ8j2+Oy+4hooKibynDkiUifel4jM2B6IbBO5fTgim6eH\n", "J2bfMxu/nvNrfLHqC5x86iT+K/a/EDcmDp4e1v8Dr7lVg4+KPsLKvSsR9fcoPJH2BD4o/ADnb5x3\n", "WDbLDhSugSIOUXMB/ctmOQLFBPOzbpaOW+qQTI7AEShEREREREQCiwiMwI+m/Qg/mvYjNLY24tNz\n", "n0pTfa61XJPOazG0ILsqG9lV2QCAKUFTsGjsIiwKX4QHRj7Q79fnCBRyhq4WVh7oNRALIxYqkKZr\n", "7EBRMZHnzBGROvG+RGTG9kBkm8jtQ+5sAT4BSBmXgpRxKTAYDThec1xaiLbkWonVuYV1hSisK8Tb\n", "+W9jhN8IJIQnoKG8AXND52Kg18BevZ7JZHLKU3jUXKf9JWouoH/ZhvgOQdCAINQ110nHFkUs6vV7\n", "1RnYgUJEREREROSCtB5azAqehVnBs/DaQ6+hqqEKWVVZyKjIwJELR9BubJfOvdx0GVuKt2BL8Rb4\n", "aH0wJ2QOdBE6LIpYhBD/EJuv0dTRJD0daIDnAPh4+sj+c5F6RQ2JsupASR0nxtN3buMaKCom8pw5\n", "IlIn3peIzNgeiGwTuX0omS18cDiem/ocdi7didI1pfhw8YdYMXEFhvkOszqv1dCK3OpcrPtsHe7/\n", "4H48/PHD+E3eb3D80nEYTUarc+tb5H8CD8A67Q9RcwH9z2Y5jcff2x8LwhY4KpJDcAQKERERERGR\n", "mwnwCUByVDKSo5JhMBpwsvYk/vH5P1DcUYziq8VW5xbVFaGorgi/P/57DB8wHAkRCVgUvghzQ+ei\n", "oY3rn5DzTBo2SdpeMnaJcCOe2IGiYiLPmSMideJ9iciM7YHINpHbh4jZtB5azBw9EzOfmAkAONd4\n", "DlmVWciozID+vB5txjbp3CvNV/Bx8cf4uPhjeHt4496h90pfk7MDRcRyu03UbKLmAvqfbcXEFdhX\n", "vg9NHU14ZfYrDk5lP3agEBERERERqUhoQChWT12N1VNX40bbDRz69hAyKjOQXZmNK81XpPPajG0o\n", "rCuU9uVaQJbotgCfAKQ9mqZ0DJu4BoqKiTxnjojUifclIjO2ByLbRG4frpbN39sfiZGJ+Gv8X3Fm\n", "9RlkPZ6Fnz34M0wOmnzXuff43+PUbKIQNZuouQCxs9mj2xEoNTU1yM3NhVarRVxcHEaPHu2Qc4mI\n", "iIiISD5FRUX45ptvYDQaMWvWLISEdD5lhZ/ZqTseGg/MGDUDM0bNwKuzX8X5G+eRVZmF7KpsdJg6\n", "8MIDLygdkUhR3Xag5OfnY+XKlQCA3bt3IyUlxSHnkhhEnjNHROrE+xKRGdsD2ePq1atITe18/Of+\n", "/fulDhR3+cwucvtwp2wh/iF45v5n8Mz9z8iUyMydys1ZRM0FiJ3NHt1O4fHz85O2vb29u71QX84l\n", "IiIiIiL5xMbGdnmcn9mJiPqv2xEoJpNJ2vby8ur2Qn05V07JUcmICIxw+uuGBoQ6/TXtpdfr3bZn\n", "kIhcE+9LRGZsD+QI2dnZmDlzprQvymd2e4ncPpitf5it70TNBYidzR4ak+Vd9A4ZGRnQ6XQAgJyc\n", "HMTHx9u8UF/OPXnyJOrr6/ubmYiIiIjIKQIDAzF9+nSlY9hUV1eHbdu2WR1LTExEaGgoDh06hLCw\n", "MISHh0tf42d2IlI7e+7r3Y5AaW5uBtDZU317GwBOnz4NDw8PTJo0qcdzuyLyLyEiIiIiIlcRFBSE\n", "tWvX3nX88OHDGDlypFXnCcDP7ERE9ui2AyUmJgZbt26FyWSy6p3Oy8uDRqOx6kCxdS4RERERETlP\n", "bW0tjhw5ggkTJqCkpAQ3btzAqlWrAPAzOxGRPbqdwkNERERERERERD08hYeIiIiIiIiIiNiBQkRE\n", "RERERETUI3agqJTRaITBYFA6huqxHoiI6Db+ThCD2uqhq59XlDIQJUdXmK1/mK1/mK3v5MqlXb9+\n", "/XqHX9WGoqIi6PV6FBUVISAgAAEBAQCAmpoa7NmzB8XFxRg2bBj8/f2dFUmVMjIykJ2djTFjxliV\n", "dXp6Os6cOYOSkhK0t7dj5MiRCqZ0f7bqge1BOWwDyuH7XgxsA8rp6ncC24XzdVUP7twuuvp5Rfmc\n", "2FUOUf6W6Es2Ecrt6NGjOHHiBEpKStDU1ITg4GAAYpSbrWwilBvQ+dSqt99+G5GRkYrdm/uSTYRy\n", "s5XBmeXWl1x9LjOTEx06dEja3rdvn7S9Z88eaXvXrl3OjKRaRUVFpgsXLlgdy8rKUiiNenVVD2wP\n", "ymEbUA7f92JgG1DWnb8T2C6UcWc9uHu76OqziCifE+/MIdLfEr3NJkK5Wcr8/+3d30tTfxzH8Zdr\n", "iymRIgthgZ0ExUsNyboZQhKCEXTTTXTnVf0j/Qf+CYKgYJDS1o04pcKgG0WIRC+EZrKCGP48O9+L\n", "4WHTHY/jO/f54J6Pq3m0w2uvc97pPpydffzoP7aht3Ll2WzpbWFhwfv27Zvx/5svm82G3oIyNLq3\n", "y+aqtbMLP8a43lKpVNXtbW1t/uObN282Kg7OcF1Xs7Oz8jxP9+/f14MHD0xHakrMgznMgDmc93Zg\n", "BuzCXNiBuSixoQebX0sEZbOhN0na2trSzMyMXrx44W+zoTepejYbevvz54/a2toUj8crttvQW1A2\n", "G3oLymC6t6BctXbW0AWUU5lMRg8fPvS/9so+STkWi5mIBEljY2P+44WFBYNJmhvzYA4zYA7nvR2Y\n", "AbswF3ZgLkps6sHm1xJns9nSm+M4evv2rebm5tTT0yPJnt6qZbOht2w2q/HxcW1sbFRst6G3oGw2\n", "9BaUwXRvQblq7exKFlD29vY0PT1dse3Zs2fq7u7W4uKient7lUgk/O+V39ylpaXlKiI1pYuOQxjT\n", "v3yuk1qPA/Nw9S5zTJiBxuK8tw8zYB5zYR/mosRkDza/lqiWrZzp8ycej1fcd8KW3qTz2cqZ6i2X\n", "y+n9+/fa3d2V4zj+/Vls6C0oWznT59vZDDb0diqom8t0diULKIlEQm/evDm3fWlpSV1dXXIcp2L7\n", "/v6+pNKq1Olj/H9BxyHI9va27t27J0k6ODi4qlhNp9bjwDxcvaBjwgyYw3lvB2bALsyFHZiLEht6\n", "sPm1RFA2G3rL5/Pq7OyUVHkVgA29BWWzobeJiQlJ0vr6ujo6OvztNvQWlM2G3oIymO4tKFetnTXs\n", "LTy5XE7Ly8vq7+/XxsaG/v37p9evX0uShoeHNTU1Jc/zNDo62qhITevTp0/a3NxUPB6X4zj+eza3\n", "t7f19etXSdLAwIDJiE0h6DgwD+YwA+Zw3tuBGTCn2u8E5qLxqh2H6zwX1Z6vLX8nns3R399vzWuJ\n", "WrKZ7i2VSml5eVmHh4eSpKGhIf9nTfd2UTYbepNKCzzZbLbiKg8begvKZkNvQRka2VstuWrtrMUr\n", "X+oDAAAAAADAORHTAQAAAAAAAGzHAgoAAAAAAEAIFlAAAAAAAABCsIACAAAAAAAQggUUAAAAAACA\n", "ECygAAAAAAAAhGABBQAAAABQF6urq5qcnKz7fvP5vFZWVuq+X6AWLKAAAAAAAOpiaGhIiUSi7vs9\n", "OTnR0dFR3fcL1CJqOgAAAAAA4PooFouam5uT67oqFotKJBIaGRlRPp9XOp1Wa2urXNdVMpnUo0eP\n", "/H8zMzOjaDQqz/N069YtPX36VJK0u7urTCajXC6nv3//SpIeP36srq4uY88RzanF8zzPdAgAAAAA\n", "wPXw7t07TUxM+FeifPnyRe3t7fr8+bNevXqlWCwmSVpZWVEymZTjOOf2MT09rZcvX/pf//79W2tr\n", "axoZGWnEUwCq4goUAAAAAEDd3L17t+JtPIODg0qn0/r165c+fPjgby8Wi4pGo3IcR4eHh0qn03Jd\n", "V5FIRD9//jQRHbgQCygAAAAAgLrZ2dnR3t6ev4jy/ft39fX16ejoSOPj4/4VKFLp3iaSND8/rydP\n", "nuj27duSpEKhULHPGzduyHXdBj0DoDrewgMAAAAAqIvV1VVls1klk0nF43EdHx/rzp07SqVSKhQK\n", "ymQyikRKn2VSKBQ0PDysnp4era2taX19XbFYTCcnJ/rx44cGBwc1Njbm7/v0HimRSETHx8d6/vy5\n", "olGuCUDjsIACAAAAAAAQgo8xBgAAAAAACMECCgAAAAAAQAgWUAAAAAAAAEKwgAIAAAAAABCCBRQA\n", "AAAAAIAQLKAAAAAAAACEYAEFAAAAAAAgxH/Kpu7Te3/XMAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "100%\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABFAAAAGcCAYAAAD+lVRUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl4U2XaP/BvkjYNtXSjbGVpaQUEZCtqVSogBS2KbKJD\n", "QRw3lEUWcXScUdxxxnldqApujO9PGamjgsgiVaiylF0KCq0iWFoBKQiUlkLTJXl+f+RtmrRJTpJm\n", "eZJ+P9flZXJyTs6dk/uc5tw8i0oIIUBERERERERERHap/R0AEREREREREZHsWEAhIiIiIiIiIlLA\n", "AgoRERERERERkQIWUIiIiIiIiIiIFLCAQkRERERERESkgAUUIgpYhw4dAicSIyIiatmEEPjll1/8\n", "HQYRtQAsoBCRX7311lu4/PLLER0djauuugpfffWVw/ULCwvx/PPPo1+/fujVqxdqa2ud2s+WLVsw\n", "dOhQREVFIS4uDnfddRd+//13T3yEgDRs2DDce++9/g6jRSguLsbYsWMRGxuLDh06YMaMGaioqPB3\n", "WB6xfv16XHvttYiLi0PHjh1xxRVXID093eG55Wzu7du3D+3bt0dMTAyioqJw3XXXeTL0gPfcc88h\n", "JiYGGo0GNTU1/g4nKLn694l8y2g0YvPmzZg9eza6dOmCP//5z05td+nSJTz99NO4/PLLERkZiT59\n", "+uDdd9/1crREFCxYQCEKQkajEb169ULr1q0RFhaGmJgYxMTEIDY2Fm3btkVmZiaOHj3q7zDxyiuv\n", "4NNPP0Vubi7Onz+Pt99+Gw8//DC++eYbm+u//fbbuPPOOyGEwPLly5GQkODUfr7++ms88MADWLBg\n", "Ac6dO4fi4mKkpqZiyJAhOH36tCc/UsBQqVRQqVT+DiPolZWVYfjw4bjttttw5swZ/Prrr4iIiMDo\n", "0aP9HVqz5eXl4bHHHsM777yDM2fO4OTJk9izZw+WLFmCDh062N3O2dwbOHAgTp06hbKyMvz4449O\n", "x/XHH39g/PjxTq8fqJ555hmUlZWha9eu/g7FLbJ/T67+fQoEpaWlmDVrFrp27Yo2bdqgX79+ePXV\n", "V6HX663Ws/UbIiMjw/z6k08+icjISKjVaiQkJKCystLXHwUAMHXqVDzzzDPo1asXPv/8c6e2qaqq\n", "wrBhw3Dx4kVs27YNFRUV+Pzzz7Fy5UrMnTvXyxETUVAQRBS0Nm3aJDIzM62WXbhwQbz99tsiISFB\n", "HDlyxE+RCVFaWiri4uLEmTNnrJZv3bpVpKSkOPUeiYmJorq6WnG9Pn36iP379zdZvnDhQvGXv/zF\n", "uYCDzLFjx0Rpaam/wwh6c+fOFU888UST5enp6WL16tV+iMhz5s6dK/773/+6vJ07uXf06FFx7bXX\n", "OrVucXGx0+sGA2evg7KR+XvyxN8n2eTn54ukpCSxaNEiUV5eLoQQ4rfffhPz5s0T1113nTh79myT\n", "bWz9hhBCiKqqKjFu3Dgxb948r8ftLGevES+++KJ45JFHmiyvqakRAwYMELt27fJGeEQURNgChSiI\n", "CSGajBESERGB6dOn45lnnsFjjz3mp8iA//73vxg/fjzatGljtTwtLQ1CCOzfv98j+zEajTh16hT6\n", "9+/f5LX09HQUFBR4ZD+BpnPnzmjfvr2/wwhqQghkZ2dj1qxZTV6bM2cO/v3vf/shKs8pLy9HVFSU\n", "y9t5O/caX/NITjJ/T776++Qr586dw8SJE/HRRx9h7ty5iIyMBAB06dIFr7/+OsaMGYNp06Y12c7W\n", "b4iKigpkZGRg0KBBeP31130Sv6f9/e9/b7IsNDQUmZmZ2LBhgx8iIqJAwgIKUQs1ZcoUbNmyxW/7\n", "37Nnj1WTYEsjR47Etm3bPLIftVqNjh074qeffmry2rZt23DllVd6ZD++sGrVKkRHRyMlJQXPPfcc\n", "kpKSEBcXh6effto8zkZMTAxSU1NRVFTUZPtPP/0UsbGxiImJQevWrZ0eA2Xnzp24/fbb0alTJ8TF\n", "xaFPnz54+umnMX36dOzbt8/mNseOHcPs2bORnJyM2NhYJCcn495770VWVhaysrJsbnP+/Hk88cQT\n", "6NmzJ6KiotC2bVuMGzcOO3fudBhfdnY2hg4dinbt2qF9+/ZITU3F//7v/2LEiBEOt6uursaNN94I\n", "nU6Hv/3tb04dC1f8+uuvaNeuHTp37tzktRtvvFHxc8nozJkz6Nq1K2JiYrB8+XJMnDjR3EUwJiYG\n", "PXr0gMFgaLKdu7nnim3btqFt27bo378/vv/+e6u4YmJiEB8fj19//dXmtq7mXmVlJbp162Y1BonB\n", "YEBWVhauuOIKtGnTBvfee6/Nrg0bNmzAzTffjDZt2iAqKgpXXnklXnzxRVRVVdn9bIcOHcJdd92F\n", "Tp06oW3bthgyZAjWrl3r3oFSsG7dOgwfPhxxcXFo06YNrr/+enz88cdN1isoKEC7du3QqlWrJuNH\n", "jBs3DjExMQgLC8PXX39t9Vpzvqd6K1asQGRkJJKTkxXXdYev/j75yquvvoopU6Zg8ODBNl9/4okn\n", "cPz4ccXPdfr0aaSnpyMzMxNPPfWU4n69/T2548knn0RcXJzN16qqqhAbG+vjiIgo4Pit7QsRed13\n", "330nJk2aZPM1vV4vOnTo4OOIGtx8881iz549Nl9bsmSJePrppxXfw9mm67m5uaJ3794iJydHVFVV\n", "iXPnzok333xT9OrVS5w6dcrl2P2puLhYqFQqMXLkSHH69Glx+vRpkZycLKKiosSSJUuE0WgUn332\n", "mRg5cqTD98nJyRH33HOP4v62b98uunbtKr788kvzsS4rKxNvvfWW0Ol0Ijc3t8k25eXlomvXruL1\n", "118XZWVlQgghqqurxdq1a0VCQoJYsGBBk22OHz8uevfuLZ588klx7NgxIYQQFRUV4rPPPhO9evUS\n", "H3zwgc34/vWvf4nBgweLPXv2CIPBIIQwNeV++OGHhUqlMi+zZc+ePUKlUgmVSiVat26teCxctX37\n", "dnHLLbfYfb19+/bCaDR6fL++cs8994ivv/7a5e2czT1L3uzC427u1UtMTBQlJSViyJAh4vbbbxe/\n", "/PKLqK2tFa+99prYvHmz1bovvfSSuPrqq8U333wjqqqqhBBCHDp0SMyYMUOkpKSI8+fPN3n/zZs3\n", "i6SkJLF8+XLzOfjjjz+KjIwMsXDhQo924XnyySdFamqq2LJli3nZ3r17xU033STuu+8+m9s8++yz\n", "4p133rH5mqMcaU4XnltvvdV87r766qtuvYcjnvj7JJPLL79csdvcsmXLxMyZM62WWf6GOHr0qOjT\n", "p49L3fa8/T1ZcuUaYcsff/whunfvbr4GEBHZE+LvAg4R+cfixYsxcuRIv+2/urra3Iy4sfDwcI/O\n", "KjF8+HA89dRTGDVqFNRqNYxGIyIjI/H999+jXbt2HtuPLwghkJCQgNWrV0On0wEA7rjjDgDAjBkz\n", "AAATJ07E7NmzFd/HGRs2bMDcuXMxZswY87Lo6GjMmjULv//+Ozp27Nhkm3379qF///6YN2+eeZlW\n", "q8Wtt96KmpoamzPQ3HXXXXjppZcwduxY87LWrVtj4sSJGDZsGIYOHYrBgwejR48eVtutX78eb775\n", "JgYOHGhelpiYiDfffBPHjx+HWm2/oWW/fv0wbNgwbN++HTNnznTqeLjCUY4DQKtWrVBbWwutVuvx\n", "ffuKs3nU3G28+f7u5p7l/oYMGYJHHnnEahDKRx55xGq97777DuvWrcOWLVvM5y4A9OjRA0uWLMGi\n", "RYswZ84cfPjhh+bXLl26hGnTpmHNmjXo3bu3eXnfvn3x1Vdf4dZbb8WJEydc+rz2fPnll/juu++w\n", "detWhIaGmpenpKQgJycHEydOxOLFi212SXPE3vfRnDy47777sHXrVrRp08bqe/MUX/598rbKykoI\n", "IRS7zd1www12Z6I5ePAgbr75Ztx+++248847nd63t78nT6msrMS4cePw/PPP22wxSERkiV14iFqY\n", "kpIS88wZL7/8sr/D8YlvvvkGzzzzDFavXo0LFy7gzJkzeO655zB69GiP3Xzk5eU1aYre+D9PNQ3u\n", "0KGD1Q2YTqdDYmKiS+/h7Aw86enp+OCDD7B9+/YmXTMWLlyIXr16Ndlm4MCBKCwsxCeffIJLly5Z\n", "vTZ+/PgmU00eOHAAQgi7P7Dj4uLw6KOP4oMPPmjy2k033YQXXngBhw8fbvLaF1984fCzabVafPvt\n", "t9Dr9fjnP//pcF2Z+TL3PEGm2Z+ak3v1VCoV3njjDcUZPN566y28+OKLVueupTlz5mDHjh24cOGC\n", "edmKFStw6623WhVPLPf72muvoa6uzuF+nfX666/jjTfesCqeWO5r8eLF0ox5MWHCBJSXl6OoqAjJ\n", "ycn+Dsdto0ePVjx3//WvfzVrH+Xl5YiJiVFcLzY2Fn/88YfVMpVKhYKCAowdOxYvvvgifvnlF9x0\n", "001WOepIIHxPlZWVuPXWWzF58mRMmjTJ3+EQUQBgCxSiILdy5UqrH08xMTG44447sHfvXrRu3dpv\n", "cWm12iY31/XKy8sRFhbmkf3U1tZi1qxZWL16tflmv1WrVpg7dy4iIiLw2GOPYfny5c3eT1paGsrK\n", "ypr9PrIZPHgwsrKy8Oqrr6KgoABarRZJSUkYPHgwHnjgAZs/zCMjI5GTk4OXX34ZCxcuhMFgQKdO\n", "nTBo0CDcd999Tf4lv6CgALt27XL4I18IgfT09CbLn3jiCbzzzjuYPn06jh07hsjISPTs2RM333wz\n", "Jk+ejJAQ//2Z02q1Dse1qKio8Ejrk2DNPV9oTu5ZsjdeRuN9KU3bW1dXhyNHjphbVOXn52PIkCF2\n", "168fb8UTDh06hEGDBtl9vb5we+7cOakKct7gq79P3hrHxlJUVJRT14ezZ8+ibdu2VsuEEDh9+jQ2\n", "bNiAvn374t5778ULL7yASZMmYd26dd4K2WfKyspwyy23YPLkyV5phUhEwYkFFKIgN2HCBGRnZ/s7\n", "jCbat2+Po0ePYsCAAU1e++233zz2r1UFBQXo1KmTzZYSd911F5588kmP7CeYpaenm28ga2trUVhY\n", "iNWrV+Pqq6/GunXr0LNnzybbXH755Xj//ffNz48cOYLvvvsOY8eOxfPPP2/udgSYmsSPHDkSq1ev\n", "diu+6dOnY/r06QBMRYkffvgBH374IZYsWYJNmzbZ/Rd/b6vPcVsqKyuh0Wh8HBE11tzcc3Vf3377\n", "rVV3M2d4u8uTq2RqQeQtvvr75AsRERFQq9U4ffq0wy6rW7dutZmbN954I/r27Wt+vmDBAkycOBHZ\n", "2dnIzMz0Ssy+cPr0adx000148MEHWTwhIpewCw8R+UVaWprd6QK/+eYbXHXVVT6Jw2g0+mQ/snH3\n", "piw0NBT9+/fHggUL8I9//AMLFy50arvLL78c06ZNw3fffYe//vWvVq9de+212LJlC8rLy92KyVJk\n", "ZCRuuOEGLF26FIMGDfJI6yJ3JSUloaysDKWlpU1ey8nJwdVXX+2HqPxPpoKAJ3NPyQ033IAVK1a4\n", "tM1VV13lcLa0wsJCnD17trmhAQB69uyJPXv22H39xIkT0Ov1TVrrBGNBRZa/T55y5513YvHixXZf\n", "F0Jg8eLFThdEXLn2y+jYsWMYNmwYZs+ezeIJEbmMBRSiINacH7YrV65EZGQkkpKScOTIEQ9GZXLn\n", "nXdi1apVTZoWb9q0CXV1dR67ubzyyivx22+/2ZzG+KOPPsLw4cM9sh9fsfeduvpdO7v+gAED7N7w\n", "qlQq6PX6JsvvvPNOHDp0yO57Nu7W0q5dO9x111144IEH7G5z8eJFfP/991bL9u/fj7vvvtvuNvbi\n", "q1c/jXFYWFiToo4nqFQqTJkyBUuWLGny2uLFix3GHijcucZ4e5uYmBiniwru5p475s+fj7fffhv5\n", "+fl21/n++++tuo5MmDAB69evR2FhYZN1jUYjHn30UY8VMObPn4958+bZHCDVaDTi4Ycfxvz585u8\n", "1qFDB5tFwuPHj2Pnzp1243Ple2osWP4++cqjjz6K//znP9i8ebPN11955RV07twZ1113ndVye99d\n", "9+7dkZycjNzcXIf79fb3ZMnZ8+DIkSNIT0/H008/jfvvv9+rMRFRcGIBhSiINedfej/44ANUVlai\n", "uLjYK83bo6OjMXPmTEyYMAHHjh0DAOzcuRP333+/w38pa0zpM4aEhGDRokUYM2YMvv76a/MsMG+9\n", "9RZeeumlgBtI11MzWji7/oEDB5CZmYkDBw6YW+uUl5fjww8/xNy5c23eUJ0+fRpTpkzBt99+i+rq\n", "agCAXq9Hbm4uRo0aZbNY8dprr+HixYsYO3Ys8vPzzfGVlJRg8eLFGDBgAHbs2GG1zfnz5/Hf//4X\n", "zz33HI4fP27+XCdOnMAzzzyDnJwcTJ482eFn27x5M2pra/H22287dTxc9eijj+Kjjz7C//t//w8G\n", "gwGVlZWYP38+QkJC8Kc//ckr+/QVIYTPZuFxZZuoqCgkJibi+eefNxcjzp07h1WrVmHcuHF45pln\n", "rNZ3J/fciS8hIQH/+c9/MHbsWLz77rs4f/48ANO5sXnzZtx999245557rAqMrVq1wtKlS3Hbbbch\n", "OzvbfD4dOHAAt9xyCwBTAcMTrXrGjBmD4cOHY8iQIdi6dav5fM/Pz8eoUaMQGxtr81/rb7nlFixb\n", "tgw//vgjAKC0tBSvv/46rr76alRUVNiNzdXvyVKg/H2SRUxMDFasWIE///nP+J//+R9zYej48eOY\n", "P38+Vq1aZdXlsp6jvJo+fTree+89h/v19vdkyZlz4PTp0xg1ahSysrJsDhibm5sbkN8vEfmYd2dJ\n", "JiJ/MBgMomfPniIiIkJotVoRHR0toqOjRdu2bUV+fr5T77FixQoRGRkpunXrJo4cOeK1WBctWiSS\n", "k5NFVFSUSElJEV9//bXddd9//30RExNj/jwajcb8ODo6Wvztb3+zu+2mTZvE0KFDRWRkpIiNjRWZ\n", "mZmipKTEGx/Ja1auXCmioqJESEiISExMFBcvXhRCCPHss8+K8PBw8cgjj5jX7dChg2jbtq3Ys2eP\n", "EEKIjRs3ijZt2piPVePciI6OFjNnzmyyz/T0dLF+/XqRkZEh2rVrJyIjI0W7du3EhAkTxN69e23G\n", "OWnSJLF582YxdepU0aVLFxEdHS2ioqLEkCFDxKeffmr38xkMBvHee++Ja6+9VsTGxoqYmBjRq1cv\n", "MXv2bFFQUNBk/f3794t58+aJt956S1xzzTUiNjZWREREiMTERDFz5kxx6tQph8ezurpa3HjjjSIs\n", "LEz89a9/dbhucxw+fFiMGTNGxMTEiLZt24oZM2aIyspKr+3Pm7777jtzHmm1WhEREWGVQ1OmTGmy\n", "jTu5d+TIEdGhQwfz65GRkSI0NNRqm5EjR9qN88yZM+Khhx4SXbp0ETExMaJr167iT3/6k1i5cqXN\n", "9V3NvX/84x92r0PR0dHilVdesRvb4cOHxX333Sc6d+4sYmJiRPv27cXNN98sli5dKmpqamxuc+jQ\n", "ITFlyhTRsWNHERsbKwYOHCgWL14sDAaDSExMtHvs3bFmzRpx4403mo/DtddeK/7zn/843GbdunWi\n", "V69eIioqSnTt2lU88MADoqCgQNxzzz0iIiLC7vFw9XuqJ+Pfp0BQWloqZs6cKTp37ixiY2NF3759\n", "xSuvvCL0er3VerZ+QzQ+3wwGg+jUqZOIjo4WixYtsrk/b39Pd999t91rRGxsrFi7dq3V+vv27Wty\n", "HbH877LLLnP4O4KISAghVEJI1BmZiIiIiIiIiEhC7MJDRERERERERKSABRQiIiIiIiIiIgUsoBAR\n", "ERERERERKWABhYiIiIiIiIhIAQsoREREREREREQKWEAhIiIiIiIiIlLAAgoRERERERERkQIWUIiI\n", "iIiIiIiIFLCAQkRERERERESkgAUUIiIiIiIiIiIFmmefffZZfwdBRESOrV69Gg8//DD69euHN954\n", "A9u3b4dOp0NdXR1ef/117Nq1Cxs3bkRdXR2SkpJQWVmJ2267DRqNBn379gUA5ObmYubMmUhLS0N0\n", "dLSfPxERERG1BPwNQ8EkxN8BEBGRsjFjxmDfvn3Yvn07XnrpJavXnnvuOfPjZ599FiNGjEBERAQm\n", "T56MG264AVu3bsWRI0dw7733Yvfu3UhMTPRx9ERERNRS8TcMBRMWUIiIAsjMmTOtnhcXF+Pjjz9G\n", "SEgIQkJCcPLkSfNr119/PXbs2IHCwkIAwNGjR5GUlOTTeImIiIgA/oah4MACChFRAFuyZAleeukl\n", "hISYLudPPfWU+bXu3bvjo48+gk6nQ8+ePfH+++9j+vTp/gqViIiIyIy/YSgQqYQQwt9BEBGRY1lZ\n", "WVi7di1GjBgBALjpppswcOBALF26FH/88QdUKhWqq6uxZ88ePPTQQ7jtttsAAJMmTcLjjz+O3r17\n", "45prrsGPP/7oz49BREQ+ZjQaIYSARqPxdyjUQvE3DAUTxQJKQUEBDh06BKPRiGuvvRadO3e2u25p\n", "aSlyc3Oh0WgwdOhQdOzY0eMBExERERGRspycHBQVFWHcuHGIj48HAKxZswYGgwEAkJycbB6kk4iI\n", "lCl24Tl79iwmTJgAAPjqq68cFlB2796NKVOmAABWrVqFcePGeShMIiIiIiJyRUZGhnkMiXo6nQ4j\n", "R470U0RERIFNsYAyZMgQp98sPDzc/Fir1boXEREREREReYXBYMDKlSshhEC3bt2QkpLi75CIiAKG\n", "04PIbtiwAddcc43DdSx7A4WGhrofFREREREReVxGRob58fr16/0YCRFR4HGqgLJ582Z0794dcXFx\n", "Dter708JACqVyu5633zzDQeyIiIiIiLpRUdHY9CgQf4OwyuU/sGTv9mJKBg157quWEDZunUr2rdv\n", "j8TERKvlBw8ehFqtRu/evc3LqqqqAJhaotQ/tkWj0bC5IDmUl5eHtLQ0f4dBkmOekBLmCClhjnhH\n", "Xp4GY8ZE+mRfq1dXIC3NoLyim/Lz87323v5QUlKChIQEAIBer3e4rsy/2WU+dxmbexib62SNC5A7\n", "tuZc1x0WUE6fPo1t27bhiiuuwM8//4wLFy5g6tSpAIAdO3ZApVJZFVBSU1ORnZ0NIYR5mioiIiIi\n", "IvK9jRs3oqioCDqdDomJiRgyZAhKSkqwe/duAMCAAQP8HCERUWBRnMbYG3Jzc6WtZhMRERFR8wRb\n", "C5T09HSvvb/M+JudlBiNwKZNIVixQouYGIGnnqqCTufvqIgca8513elBZImIiIiIiIjKylRYvlyL\n", "//3fMBQVNYyT06ePAZmZNX6MjMi71P4OgMiWvLw8f4dAAYB5QkqYI6SEOUIUmGQ+d4M5tvx8DWbN\n", "CkefPlFYsCDcqngCAAUF7g86HMzHzVtkjQuQO7bmYAsUIiIiIiIisqmmBlixQoulS8Owb1/T20e1\n", "WsBoNM3AWlLCf5+n4MYCCklJ1hGbSS7ME1LCHCElzBGiwCTzuRsssVVWAh99FIYlS3T4/femhZF+\n", "/epw333VSEoyYsyY1gCA4mL3CyjBctx8Sda4ALljaw4WUIiIiIiIiAgAcPasCu+9F4b33w/D+fPW\n", "BZGwMIHx42tw333VGDTIAJUKOHdOZX69pEQDIQCVqvG7EgUHtrEiKQVrnznyLOYJKWGOkBLmCFFg\n", "kvncDdTYjh9X4W9/a4X+/aPwP//Tyqp40q6dEQsWVOHgwXIsWXIJV11lMBdJYmIEWrc2TexaWanC\n", "2bPuVU8C9bj5k6xxAXLH1hxsgUJERERERNRC/fyzGm++qcNnn2lRV2dd/EhMNGD2bD0mTapBq1a2\n", "t1epTOsdOGC6tSwuViMuzntTixP5EwsoJKVg7TNHnsU8ISXMEVLCHCEKTDKfu4ES2549GmRl6fDV\n", "V9om6115ZR3mztVj7NhahDhxx5iQYMSBA6bHJSVqXHWV6wWUQDluMpE1LkDu2JqDBRQiIiIiIqIW\n", "QAggNzcEWVk6bNsW2uT1wYNrMXeuHunpdS6NY5KYaDQ/Li7WAKj1QLRE8uEYKCSlYO0zR57FPCEl\n", "zBFSwhwhCkwyn7syxlZXB6xYEYqrrlLjzjtbNyme3HJLDXJyKrBmTSVGjHCteAKYuvDUc3cmHhmP\n", "Wz1ZY5M1LkDu2JqDLVCIiIiIiIiCkF4PZGdr8eabuv9rGdIgJETgjjtqMHu2HldcYbTzDs5JSGjY\n", "vqSE/0ZPwYsFFJJSsPaZI89inpAS5ggpYY4QBSaZz10ZYquoAD74IAzvvKPD6dPWBY3wcIGpU6sx\n", "a5YenTsLj+zPuguPewUUGY6bPbLGJmtcgNyxNQcLKEREREREREGgtFSFd9/V4YMPwnDhgnU/nJgY\n", "I6ZNq8a0adVo08YzhZN6XboYoVIJCKHCiRNq1NQA2qZj0xIFPLavIikFa5858izmCSlhjpAS5ghR\n", "YJL53PVHbEVFasyfH46BA6OQlaWzKp7ExxuxcOEl/PBDOdLSNnq8eAKYiiWdOplaoQihwrFjrt9m\n", "8jt1naxxAXLH1hxsgUJERERERBSAfvzRNBXxl1+Gwmi0bnHSvbsBc+fqMXFijU9agyQmGnH8uGmc\n", "leJiNZKTmzeuCpGMWEAhKQVrnznyLOYJKWGOkBLmCFFgkvnc9XZsQgDbtoVg0SIdvv226VTEKSl1\n", "eOQRPUaNqoW6UUMQb8aWkGBEfaMDdwaSbcnfqbtkjQuQO7bmYAGFiIiIiIhIckYjsH59KBYt0mHv\n", "3qa3ccOH12LePD0GD3Z9GmJPsB5IVuNgTaLAxTFQSErB2meOPIt5QkqYI6SEOUIUmGQ+dz0dW00N\n", "sHy5FtddF4mpUyOsiidqtcD48TXYtKkCn39eibQ0x8UTbx63xESD+bE7M/G0pO/UU2SNC7AdW3m5\n", "Cps2hWDRojC8+qoOZWV+qPQ1E1ugEBEREREFKaPRCCEENBq2CAg0lZXAsmVhWLxYh99/ty5IaLUC\n", "kyfX4OGH9UhKkmOskYSEhjjc6cJDwUWv12DnTg327QvBvn2m///6q/V16McfNfjww4t+itA9LKCQ\n", "lIK1zxx5FvOElDBHSAlzhIJZTk4OioqKMG7cOMTHxwMASktLkZubC41Gg6FDh6Jjx45+jtI9Mp+7\n", "zY3t7FlSQ0yjAAAgAElEQVQV3n8/DO+/H4ayMutCRESEwP33V+Ohh/To0MH12XS8edwad+ERAi51\n", "JQrm79RbZImrpgYoLNRg3z4N8vNNBZOffx7VZGDjxtavD8XZsyqvzAzlLSygEBEREREFoYyMDBQW\n", "Flot2717N6ZMmQIAWLVqFcaNG+eP0MiG48dVWLxYh2XLwnDpkvWNZ9u2RsyYoce999YgKkrOm802\n", "bQQiIgQqK1W4cEGFsjIVYmPljJXcZzAAv/yitmpZcvCgBjU1ytWykBCBPn0M+OMPNX7/XY26OhXW\n", "rAnFPffU+CByz2DbKpKSzP35SB7ME1LCHCElzBFqacLDw82Ptb6Y29ZLZD53XY3t55/VmDUrHCkp\n", "UXj3XZ1V8SQx0YBXX72I/fvLMW9edbOLJ948bioVkJDg/jgowfSd+oq34xICOHpUjRUrQrFgQSuM\n", "Hh2Bbt2iMXhwFB5++DL8+9865OeH2CyeqFQCPXsakJlZjX/96xK++aYCv/12Ht99dwGzZ+vN661Y\n", "EVjXIbZAISIiIiJqIYRouAEPDW06BS75zp49GmRl6fDVV01vIK+8sg5z5+oxdmwtQgLoji0x0YiC\n", "AtPj4mI1UlIMjjcgqfz+uwr794eYu+Ls369p0o3MnsREAwYMMGDgwDqkpBhw8eJW3HTTdTbXHTeu\n", "Bk8+2QpGowrbt4fg999ViI8PjNZKAXQ6UksiS38+khvzhJQwR0gJc4RaGoOh4YZW5cQAFXl5eebz\n", "pP5fu2V4npaWJlU8zj4XAqiuHoasLB22bWtawLryyjN4+ukwpKfXYdu2POzc6fl46nnj84WE9AaQ\n", "DADYvPkY2rU74vT29ctk+r7qn8ucb5bHzpXtv/pqF44ciUZNTX/s26fBrl1GnDungzM6dDCia9fT\n", "6N79PMaN64SBAw0oLNzaaH8Gu99n+/YCffuewQ8/tIUQKqxapUW/frk+PX7uUgnLMrSP5ObmIiUl\n", "xde7JSIiIiIfyMvTYMyYSJ/sa/XqCqSlee9fufPz85Genu619/e2wsJCREdHmweR/eKLLzB+/HgI\n", "IbB27Vrcdtttdrflb3bPqasDvvwyFFlZOhw82PTfsG+5pQZz5uhxzTWB3WJj6dIwPP64qZvY1KnV\n", "yMq65OeICAAuXAB+/DEE+fmmMUv279eguNi5mbmio40YONCAlJQ6DBxowIABdR5pLfLRR1rMm3cZ\n", "ACAlpQ4bN15o9ns6qznXdcUWKJz6jPzBslpJZA/zhJQwR0gJc4SC2caNG1FUVASdTofExEQMGTIE\n", "qampyM7OhhACI0aM8HeIbpP53LWMTa8HsrO1ePNNXZMb1pAQgTvuqMHs2XpccYVvpiL29nGzHAPF\n", "1amMA+U7lYmtuPR64OBBjVVXnF9+UUMI5RZnl10m0L9/nVVXnMREo0uzKTmKzdJtt9XisccEamtV\n", "yM8PwdGjanTrJseU3I44LKDYmvrMnjVr1pibBCYnJ6Nv376ei5KIiIiIiFxiq0ASHx+PzMxMP0TT\n", "slRUAB98EIZ33tHh9GnrQkJ4uMDUqdWYNUuPzp0DY9wHZ1lPZcz5SrzNYFChoEBjblmyb58GhYUa\n", "1NYqVzy0WoErrzQVSgYONP2/Rw8jfNVuIiZGYPjwWnz9tWkMoJUrtXj0Ub3CVv7nsIBia+oze3Q6\n", "HUaOHOmRoIhkrPCSfJgnpIQ5QkqYI0SBSdZz99QpFXJzR2LKlDBcuGB9ExsdbcSDD1Zj2rRqtGnj\n", "n8KJt49bly5GqFQCQqhw/LgatbWAs2MVy/qdAnLEZjQCRUWm6YPrCyYHDtyKqirlYolaLXDFFQar\n", "rji9exvgzYm4nDlmt99eE1wFFFcYDAasXLkSQgh069aN/SWJiIiIiILQxx9r8fnnWsyercfw4XX+\n", "DkcKR4+q8dZbOixfrkV1tfUNbceORsyapcfdd1cjIsJPAfqITgd07Cjw++8qGI2mIkogdMuQjRDA\n", "iROmri31Y5bs26dBRYVzrXqSk61blvTta8Bll3k5aDdkZNSiVSuBqioVfvpJg8JCNXr3ljtfPFZA\n", "ycjIMD9ev3694vqyjrDM53I8P3DgAGbMmCFNPHwu53PL0cdliIfP5Xv+9ttvo2/fvtLEw+fyPeff\n", "G+899zVvfZ7w8HCvxx5IKiqAv/wlHNXVKhQXq7FvX4Vf4sjLk2NMigMHTFMRr1oVCqPRunDSvbsB\n", "c+fqMXFijVf/pd8VvjhuiYkG/P676Ua/uNj5Aoos36kt3o7tjz9U2L9f838FE1Prkj/+cK5Y0qmT\n", "8f/GKzGNXTJggAHR0f7vGubMMYuIAG6+uRarVjW0QundW+5WKIqz8DQeudsZGzdudDgoFUf0JiUy\n", "X0BJHswTUsIcISXMEe/gLDzBwdZv9gMHNBg6tOG7LSkpQ+vWvo7Mv+euEMC2bSFYtEiHb79t2j+l\n", "R48yLFgQilGjaqGWbBgQXxy3WbPCkZ0dBgB47bWLuOeeGqe2k/l67MnYKipgNcDrvn0aHD/u3MAj\n", "bdoYza1KUlIMqKnZhttuu8YjcXmas8ds3bpQTJ1qapqVmGjA3r0Vbg1a6wqvzsJjy8GDB6FWq9G7\n", "d2/zspKSEiQkJAAA9Hq5q0YkP1kvniQX5gkpYY6QEuYIkWuOH7euCBQXa9C3r++n3vXHuWs0AuvX\n", "h2LRIh327m16GzV8eC3mzdNj8GBApar1eXzO8MVxsx5I1vkRSWW+Hrsb26VLpqJj/QCv+/aF4MgR\n", "545J69YCAwbUWRVMOnduPCOOnMUTwPljlp5ei9atBS5cUKG42DQg7qBB8k7n7bCAYmvqMwDYsWMH\n", "VCpVkwLK7t27AQADBgzwYshEREREROQPJ05YF1CKitR+KaD4Uk0N8PnnWmRl6XD4sPXNr1otMHZs\n", "LebO1aNfv+A+Ds5qqTPx1NYChYUac8uS/fs1+OknDQwG5eYUOp1A374NhZIBA+pw+eVG6VoweYNO\n", "B4weXWNutbRypRaDBlX5OSr7HBZQ7HXDmTZtWpNl9cUVIk+QuQkfyYN5QkqYI6SEOULkmqYFFA0A\n", "37e28MW5W1kJLFsWhsWLdeYxPepptQKTJ9fg4Yf1SEqyHuND5uuKL2JLSGgoJJWUOF8BCKTjZjAA\n", "hw+rrbriHDyoaTKAsC0hIQK9e5vGKqkvmFxxhcHp2YocxSUTV2KbMKGhgLJqlRbPP1/ls+mUXeVW\n", "Fx4iIiIiImp5GnfhKSoKvn8iP3dOhffeC8P774ehrMz680VECNx/fzUeekiPDh38P1CnjIKtBYoQ\n", "QGlpK3zxRai5K84PP4SgslK5WKJSCVx+udE8dfDAgXW48koDWrXyQeABZOjQOsTFGXHmjBonT6qx\n", "c2cIBg+u83dYNrGAQlKStZJKcmGekBLmCClhjhC55sQJ65vGo0f9c4PsjXP3+HEVFi/WYdmyMFy6\n", "ZP0527Y1YsYMPe69twZRUY4LJzJfV3wRW9u2AuHhApcuqVBersb58yqnZoWR5biVlqqwb18I8vM1\n", "5imEz52zP0GKpa5dDVZjlvTrV4dIL46nLcsxs8WV2EJCgLFja/Dvf+sAACtWaFlAISIiIiKiwNa4\n", "C8/Ro5K2s3fBoUNqvPGGDp99pkVdnXXhJCHBgNmz9cjMrGGrASepVEBCghE//WTKjeJiNQYMkHN8\n", "mLIylXlw1/pphE+edK4o2L69afrggQMN5sFe4+LYKsldEybUmgsoq1eH4uWX4Va3Jm8L/DZVFJTy\n", "8vL8HQIFAOYJKWGOkBLmCJHzDAY0GQvk5Ek1Ll70fSyeOHf37NFg6tTLcN11UcjODrMqnvTpU4f3\n", "36/Enj0VuO8+14onMl9XfBVbYmJDwcTZbjzejq2yEtixIwSLF4fhgQcuw6BBkUhOjsbEia2xcGEr\n", "rFuntVs8ueyyGgwdWotHHqnCRx9V4sCB8ygsLMfy5Rfx2GN6jBxZ55fiSTDlWmpqHeLjTd2/zp1T\n", "Y9MmOdt6yBkVERERERFJ5dQplc0ZRUpK1Ojd22hjC/kIAXz7bQiysnTIy2v6z9vXX2+aUWfEiLpG\n", "08WSKxISGvLBlYFkPaW6Gigo0Fh1xfnlFzWMRuUvNTxcoF8/U4uS+rFLTpzYghtukLe7TDBQq4Hx\n", "42uweLGpFcrKlVqMHClfNx4WUEhKMvfnI3kwT0gJc4SUMEeInNd4ANl6v/6q8XkBxdVzt67O1C0g\n", "K0uHAwea3gKNGlWDOXP0SE1tflcTma8rvorNeiBZ57p5uRubwWDqhpWfH2LuinPwoAa1tcrFktBQ\n", "gSuvNJi74gwcWIcePYwIaZQiSUlyfqfBlmu3395QQFm3TouqqkvSdZ1jAYWIiIiIiBQ1Hv+knr8G\n", "knWGXg988okWb76pazJeS0iIwMSJNZg9W49evQKjBU2gcKcLjzOEMM38VD9eyb59Gvz4Y0iTQX9t\n", "UasFevY0WhVL+vQxICzMY+FRM/Xvb0BysgG//qpBZaUKGzaEYswY30+T7oi8Vztq0WTuz0fyYJ6Q\n", "EuYIKWGOEDnPsoASFtYw3kNRke8HklU6dysqgKysMAwYEIX58y+zKp60aiXw4IN67N1bgSVLLnm8\n", "eCLzdcVXsbnThadxbEKYZn1auzYUL7ygw/jxEUhKisLVV0dh2rQIvP22Djt3htotnnTrZsCECTV4\n", "4YVLWLfuAoqLz2Pbtgq89dYl3H9/NVJSnC+eyPqdyhoX4F5sKhUwblyN+fnmzfKNIssWKERERERE\n", "pMiyC88119Rh61bTzY1MLVBOnVLh3XfD8O9/63DhgvWNdXS0EdOmVePBB6vRpg1nS/Gmrl0bCijH\n", "jqlRV4cm3WIaq6jQYsMGUzecffs02L8/BKdOOZdbHTsazeOVDBxYhwEDDIiJ4XcciK6+umHck8OH\n", "5bm21GMBhaQkc38+kgfzhJQwR0gJc4TIeZYz8KSlNRRQ/NECpfG5e/SoGm+9pcPy5VpUV1sXTjp2\n", "NGLWLD3uvrsaERG+j00mvoqtVSvTcT95Ug2DQYUTJ9RWrVIsffaZFv/4hw7FxTc79d6xsUZzoSQl\n", "xTSFcIcO3i2WyPqdyhoX4H5s3bs35Mnhw/JNk84CChERERERKbLswnPddXXQaIT55riqCn4Z7PHA\n", "AQ2ysnRYtSq0yQwr3bsbMGeOHnfcUQOt1vextXQJCQbztMDFxbYLKMePqzBnTniTole9iAiBAQNM\n", "LUsGDDAVTLp2NXKGpCDWtasRWq1ATY0Kp06pUV6uQlSUPK2J5GsTQwS5+/ORPJgnpIQ5QkqYI0TO\n", "s+zCk5hoQJcu/pmqVgjgnXd+wh13RGDo0EisXKm1Kp6kpNTho48qsWNHBaZM8X3xRObrii9js56J\n", "x3Z+/OtfrczFk9BQAwYNqsO0aXosWXIRO3aUo7j4PFavrsRzz1Vh/PhaJCT4p3gi63cqa1yA+7Fp\n", "NEBysmUrFLlKFmyBQkRERETUgqxZswYGg2mWlOTkZPTt21dxG70e+OMP042MWi3QoYNAUpLRPEVt\n", "UZEGV1zh3ZlsjEYgJycUixbp8P331zd5/cYbazFvnh5paXVsoSABpYFkDx9WIzu7obr19NO7MGtW\n", "L5/ERnLr3t2An34yXVsOH9bgqquaP724p7CAQlKSuT8fyYN5QkqYI6SEOUItkU6nw8iRI13axnL8\n", "k44dBUJCgKQkA779tn4cFO/9K3FtLfD551pkZenwyy/WYyKo1QJjxtRi7lw9+veX4yZL5uuKL2Oz\n", "boHSdCyLf/yjFQwGU6Vr6NBaqYsnsn6nssYFNC+27t0bzmW2QCEiIiIiIr8xGAxYuXIlhBDo1q0b\n", "UlJSFLexHP+kUyfTjXG3bg03yJbTBHvKxYvAsmVhWLxYZ7V/ANBqBTIza/Dww3qr5v4kj4SEhpvg\n", "xi1QfvhBg1WrGlqfPPVUlc/iIvn17GlZQJFrIFm5yjlE/0fm/nwkD+YJKWGOkBLmCLVEGRkZmDBh\n", "Am6//XacOnXKqW0sCxidO5sKFklJDYULT7ZAOXdOhZdf1qFfvyj8/e/hVvuOiBCYM0eP997bgNdf\n", "vyRl8UTm64osY6AsXNgw4vDo0TUYNMjA4+YGWeMCmheb5Uw8jVud+RtboBARERERtVChoaEOX8/L\n", "y0NaWprVALL1LVDKyvYAuBGAaRrh+hum+qb7rj7/4ovv8eWXydi4sRsuXbIexKRtWyMyMg5h1Khi\n", "ZGRci7y86mbvz1vPLY+dDPFYPj9w4IDP9nf48FZotbegpkaDsjI1cnJ2IiKiDhrNMGzcaMo7lUrg\n", "7383tT45cOCA349PoD335ffp6vPmfJ/JyQ0tUI4eVaO2Fti1y7PxuUslhPD5nEC5ublONRUkIiIi\n", "osCTl6fBmDGRPtnX6tUVSEvz3tgX+fn5SE9P99r7+0NJSQkSEhIAAGvXrsXo0aNtrmf5m/2RR8Lx\n", "4YdhAIB//vMSHnywGtXVQHx8NIRQQa0WOHHiPMLCXI/n0CE13nhDh88+06KuzrpwkpBgwOzZemRm\n", "1vhlmmRqnuuui8ShQ6YWBJs2VaBvXwNuuaU1du0y/Tv+pEnVWLLkkj9DJEn17Rtlbn22c2c5evTw\n", "XGuz5lzX2QKFiIiIiKgFKSkpwe7duwEAAwYMcGobW114wsJMj48d08BoVKGkRO3STc7332uQlaXD\n", "unVN5xnu06cO8+bpMXZsLUJ4xxKwEhMN5gJKcbEap06pzMWT0FCBJ57Q+zM8klj37gbzdefwYY1H\n", "CyjNwTFQSEoy9+cjeTBPSAlzhJQwR6glGjJkCO644w7ccccd6N69u1Pb2OrCA1iPg+LsQLJbtoRg\n", "zJgI3HRTZJPiyfXX1+K//72ALVsu4Pbb7RdPZD53GVsDy6mMjx5V44UXGpoR3XNPNbp2bXidx811\n", "ssYFND+2Hj3knImH9VwiIiIiInLIVgsUwFRA2bzZ9NiZgWQ3bAjBn/7UusnyUaNqMGeOHqmpckxF\n", "TJ5hOZDs0qUNsymFhwvMn8/WJ2Sf5UCyMs3EwwIKSUnmOc1JHswTUsIcISXMESJlFRXAhQumsUl0\n", "OoHY2IYhFLt1sx7sUcmKFQ0tTkJCBCZOrMHs2Xr06uVa83yZz13G1sCygGJZhHvoIT3at7ceipPH\n", "zXWyxgU0P7bu3RuuLTLNxMMCChERERER2dW4+47KYpxX66mMHd/kCAFs3tww68+qVZW4/vo6zwVK\n", "0klIaNqiKCrKiNmzq/0QDQUSywLK4cNqCAGra4+/yNOZiMiCzP35SB7ME1LCHCElzBEiZfa67wCu\n", "tUA5dEiNU6dM60RFGZGa6n7xROZzl7E1sBwDpd6cOdWIjm46ESyPm+tkjQtofmwdOgi0bm3Kk4oK\n", "NU6flqB6AicKKEajEQYD+yISEREREbVElgWU+HjrG2LLLhq//aZGba3999mypaH1yQ031EEjT6t8\n", "8pLwcKB9+4YcadfOiAcf5NgnpEylatwKRY4LhsMCSk5ODt555x2cOnVK8Y1KS0vx8ccf45NPPsHJ\n", "kyc9FiC1TDL35yN5ME9ICXOElDBHiJRZFlAsZ+ABgFatGooqBoMKv/1m//Ziy5aG0QOGDGle1x2Z\n", "z13GZi05ueEm+C9/0eOyy2yvx+PmOlnjAjwTm+VMPL/8IkfnGYdRZGRkYNiwYU690e7duzFlyhRM\n", "mjQJu3bt8kRsRERERETkZ5ZjoDTuwgNY3yDbm4mnrg7Iy7MsoDhoqkJBZf58Pbp0MWDcuBrcfTfH\n", "PiHnWc7EI8tAsh4r44SHh5sfa7VaB2sSKZO5Px/Jg3lCSpgjpIQ5QqTMUQsUAOjWrWHZ0aO2b3J+\n", "+EGDigrT+3TsaLS6MXKHzOcuY7M2fHgdfvihAh98cBGObhN53Fwna1yAZ2KTsQuPx2bhEaJhIKDQ\n", "0FAHaxKZ1NQARjt/OyMi2kDvoe6RajUcXqyJiIiIyD5Hg8gCQFKScgsUy/FPhg6tlWI2DSKSW+OZ\n", "eGTgsQKK5UCzKieuiHl5eeZ+UfXVKT5vOc9VKhXOnh2GN97QwbZr7Cx33X33XUBy8h+ore0AACgv\n", "rwAAREVFevx5VJTAb79d8Nr7Wz7v2rU1ystVXv089c/btLmIa69tB0CO/Kl/npaWJlU8/n5eXKxG\n", "QYH38y8uLgS1teFee3/L5yEhJ1FX94vbx6d+GY+fd/Ovc+chOH48cK9H9Rq/vnPnaZw9e5nXr+d9\n", "+rRGYqJRquuJJ577mrc+j2Ur65bIaPRMCxRPjn8CBP/YD97C2Nwja2yyxgV4JrZu3YzQaAQMBhWO\n", "H9fg4kXYHUPHV1TCsumIDYWFhYiOjkZ8fLx52cGDB6FWq9G7d2/zsi+++ALjx4+HEAJr167Fbbfd\n", "Zvc9c3NzkZKS4oHwKZAtXarF4497/wx44YVL6N+/DmPGRHp9X8uWXcDUqa29vh9f72v16gqkpXE2\n", "Ltnl5WmCLs99mXs8fu7z1bEDgjMngvEaG0w5kZ+fj/T0dK+9v8xyc3PRufMgXHFFNADT1MNHj5Y3\n", "Wa+gQIMbbjB935dfbsDu3RVWr+v1QFJSNPR60z+yHjx4HvHxDm9BiIgAANdcE4kjR0yF2U2bKtCv\n", "X/Ov9825rjtsB7Nx40bk5eVh48aN2LJli3n5jh07sH37dqt1U1NTkZ2djezsbKSmproVDBGRK2Tu\n", "90lyYI6QEuYIkWNK3XcAIDGx4YamuFiNukYNTHbvDjEXT7p3N3ikeCLzucvY3MPYXCdrXIDnYrOc\n", "iUeGbjwOu/CMGDHC5vJp06Y1WRYfH4/MzEzPREVERERERH5nOQOPre47gKlJfYcORpSWqlFXp8Lx\n", "42okJjasu3kzZ98hIvc0nYnHv9cQ/5dwiIjcJHO/T5IDc4SUMEeIHLMe/8R+yxFHA8lu3twwgKwn\n", "xj8B5D53GZt7GJvrZI0L8Fxsss3EwwIKERERERHZZNkCxV4XHsD+QLLl5Srs3296rlIJpKV5poBC\n", "RC2DbDPx+D8CIiI3ydzvk+TAHCElzBEix5Rm4KmXlNTwmmULlG3bQmA0msY/6d/fgJgYzwweK/O5\n", "y9jcw9hcJ2tcgOdis+zC8+uvGhj8POY6CyhERERERGSTM4PIAkC3bg13NUePNmzj6emLiahliY4W\n", "aNfOdO3R61U4dsy/JQwWUIgoYMnc75PkwBwhJcwRIsfcaYHy668NXXgsxz8ZOtRzgz/KfO4yNvcw\n", "NtfJGhfg2dhk6sbDAgoREREREdlUWmrqfqNSCXTsaL+AYjmVcUmJGgaDadtDh0zFFK1WIDWVLVCI\n", "yHVNZ+LxHxZQiChgydzvk+TAHCElzBFqiUpLS/Hxxx/jk08+wcmTJx2uK4SpgNK+vYBWa3+9yEig\n", "bVvTTU5NjQq//67G1q0NrU+uuaYO4eHNj72ezOcuY3MPY3OdrHEBno1Nppl4WEAhIiIiImpBdu/e\n", "jSlTpmDSpEnYtWuXU9vEx9tvfVKv8UCymzdz/BMiar4ePdiFh4io2WTu90lyYI6QEuYItUThFk1B\n", "tI6alVhwNIBsvaSkhpscUwGloQXKkCGeG/8EkPvcZWzuYWyukzUuwLOx9ejRcP1hCxQiIiIiIvIZ\n", "IRqmEg4NDXWwZoNOnYzIy8uzapbf+LlafdT8ODc31DwAbUSEQEqKQXF7PudzPudzW887dTJCqzUV\n", "aM+cUePcOVWz399dKmF5BfWR3NxcpKSk+Hq3JJmlS7V4/PHLvL6fF164hP796zBmTKTX97Vs2QVM\n", "ndra6/vx9b5Wr65AWpqfJ123IS8vT+rKu6/l5WmCLs+bm3uu5AiPn/t8dewAz38mRzniq88l6zW2\n", "OQI5JxrLz89Henq6197fH3JycpCRkQEA2LhxI0aMGGFzvdzcXIwYYfrsL754CTNnVjt83xUrQjFt\n", "WgQAQKMRMBhM46fcfHMNsrMveip8AHL/BmBs7mFsrpM1LsDzsQ0d2hoHDpi6Ba5fX4HUVPev+825\n", "rrMFChERERFRC1JVVQXA1BKl/rES57rwNKxTXzwBOP4JETWf5Uw8/uzGE6K8ChGRnGStuJM8mCOk\n", "hDlCLVFqaiqys7MhhLDb+qSxTp2UCyjdutleZ+hQz45/Ash97jI29zA218kaF+D52GSZiYcFFCIi\n", "IiKiFiQ+Ph6ZmZkubeNMASU6WiA21ohz5xoaubdta0SvXsrbEhE5YllA+eUX/3WkYRceIgpYnhgI\n", "ioIbc4SUMEeIlIWGCrRr59ywiZbdeABT9x2Vys7KzSDzucvY3MPYXCdrXIDnY5NlJh4WUIiIiIiI\n", "yK74eCPUTt41WE5lDHh++mIiapmSkw1QqUyF3OJiNaodj2ntNSygEFHAkrnfJ8mBOUJKmCNEypwZ\n", "QLZe43FQhg71zgCyMp+7jM09jM11ssYFeD62Vq2Arl1N1xejUYWiIv+UMlhAISIiIiIiu5wZ/6Se\n", "ZReexESD+YaHiKi5ZJiJhwUUIgpYMvf7JDkwR0gJc4RImSsFlBtuqEWrVqZm9pmZNd4KSepzl7G5\n", "h7G5Tta4AO/EJsNMPJyFh4iIiIiI7HKlC0+HDgI7dlSgqEiNtDTvdN8hopbJuoDin7YgLKAQUcCS\n", "ud8nyYE5QkqYI0TKXGmBApjGKfB21x2Zz13G5h7G5jpZ4wK8E5sMM/GwCw8REREREdnlSgsUIiJv\n", "adyFRzg3u7pHsYBCRAFL5n6fJAfmCClhjhAp69TJD3cpCmQ+dxmbexib62SNC/BObHFxAtHRpoJu\n", "ZaUKJ0+qPL4PJSygEBERERGRTRERApGR8hVQiKjlUamsZ+IpKPB9Nx4WUIgoYMnc75PkwBwhJcwR\n", "Isc6dTJC5ft/5FUk87nL2NzD2Fwna1yA92Lr169hcOpXX23l8248LKAQEREREZFNrg4gS0TkTdOn\n", "VyM01FQ12b07BJ9/rvXp/h0WUEpLS/Hxxx/jk08+wcmTJx2+0Zo1a7Bq1SqsWrUKBw4c8GiQRES2\n", "yNzvk+TAHCElzBEix2QtoMh87jI29zA218kaF+C92JKTjZgxo9r8/NlnW6Gy0iu7sslhAWX37t2Y\n", "MhkR6y8AACAASURBVGUKJk2ahF27djl8I51Oh3HjxmHcuHHo27evR4MkIiIiIiLf4ww8RCSbRx+t\n", "Qvv2pmvTyZNqvP66zmf7dlhACQ8PNz/Wah03jTEYDFi5ciVWrFiB/Px8z0RHROSAzP0+SQ7MEVLC\n", "HCFyTNYWKDKfu4zNPYzNdbLGBXg3ttatgWeeqTI/X7xYh6Ii34xO4nAvwmJEltDQUIdvlJGRgQkT\n", "JuD222/HqVOnFHds2aQnLy+Pz1vY823btsFXampqUFFxwWf7C0bl5RXmxzLkD5/bf+4LdXUGn+2r\n", "vLyCx68ZgvH4+fJ6ZLkvX/D39SMQ88FSsH0eWbAFChHJ6M47azBokGlA2ZoaFRYsaOWT/aqEsD9u\n", "bU5ODjIyMgAAGzduxIgRI5x6U6V1c3NzkZKS4mKoFGyWLtXi8ccv8/p+XnjhEvr3r8OYMZFe39ey\n", "ZRcwdWprr+/H1/tavboCaWm+u+lzVl5entSVd1/Ly9MEXZ43N/dcyREeP/f56tgBnv9MjnLEV59L\n", "1mtscwRyTjSWn5+P9PR0r72/zHJzcxEVdRWSk+Urosj8G4CxuYexuU7WuADfxLZ3rwYjRzb8rfns\n", "swtIT69zsIVJc67rDlugVFWZmsUIIcyPAeDgwYMoLCy0WrekpMT8WK/XuxUMERERERHJIz5evuIJ\n", "EREADBpkwOTJDQPK/v3v4ait9e4+Qxy9mJqaiuzsbAghrFqU7NixAyqVCr179zYvKykpwe7duwEA\n", "AwYM8FK4REQNZK24kzyYI6SEOUItzZo1a2AwmFrsJCcnK07+0Mo3reJdJvO5y9jcw9hcJ2tcgO9i\n", "W7CgCqtXa1FZqcLhwxq8/34YZs6sVt7QTQ4LKPHx8cjMzGyyfNq0aU2WDRkyxHNRERERERGRx+l0\n", "OowcOdLfYRAReUT79gKPP16Fp582TYDz8sutMHFiDdq1sztSSbP4ZqhaIiIv4OB+pIQ5QkqYI9TS\n", "BMvMmTKfu4zNPYzNdbLGBfg2tgcfrEb37qaWdRcuqPDii95rOscCChERERFRC+HqzJlERLLTaoGF\n", "Cy+Zn3/8sRb79mm8si8WUIgoYMnc75PkwBwhJcwRClZnzpzBkiVLrP777bffrNYJDQ1VfB+Zpsa2\n", "fJ6WliZVPJbP668rssRj+dySDPHYikmWeAIh3yzJEI8/v0+dbhOuvroUACCECrNm1WHrVs9PTe9w\n", "GmNv4TTGBHAa40DaVzBOsRmMOA1v8/D4uS+Ypqy1xGmM3RdMORFs0xiXlJQgISEBALB27VqMHj3a\n", "7rr8zU5EgaSoSI3rr49ETY0KAPDOOxdx5501Tdbz2jTGREQy80QVmYIbc4SUMEeopSkpKcFnn32G\n", "zz77DD179vR3OG6T+dxlbO5hbK6TNS7AP7ElJRkxY4ZpBp6UlDrzuCie5HAWHiIiIiIiCh6cOZOI\n", "gtn8+VXo1cuAiRNroPZCcxEWUIgoYHHsAlLCHCElzBGiwCTzucvY3MPYXCdrXID/YmvdGja77XgK\n", "u/AQERERERERESlgAYWIApbM/T5JDswRUsIcIQpMMp+7jM09jM11ssYFyB1bc7CAQkRERERERESk\n", "gAUUIgpYMvf7JDkwR0gJc4QoMMl87jI29zA218kaFyB3bM3BAgoRERERERERkQIWUIgoYAVr30ry\n", "HOYIKWGOEAUmmc9dxuYexuY6WeMC5I6tOVhAISIiIiIiIiJSwAIKEQWsYO1bSZ7DHCElzBGiwCTz\n", "ucvY3MPYXCdrXIDcsTUHCyhERERERERERApYQCGigBWsfSvJc5gjpIQ5QhSYZD53GZt7GJvrZI0L\n", "kDu25mABhYiIiIiIiIhIAQsoRBSwgrVvJXkOc4SUMEeIApPM5y5jcw9jc52scQFyx9YcLKAQERER\n", "ERERESlgAYWIAlaw9q0kz2GOkBLmCFFgkvncZWzuYWyukzUuQO7YmoMFFCIiIiIiIiIiBSygEFHA\n", "Cta+leQ5zBFSwhwhCkwyn7uMzT2MzXWyxgXIHVtzsIBCRERERERERKSABRQiCljB2reSPIc5QkqY\n", "IxTMjEYjDAaDv8PwCpnPXcbmHsbmOlnjAuSOrTlCHL1YWlqK3NxcaDQaDB06FB07dvTIukRERERE\n", "5D05OTkoKirCuHHjEB8fb17O3+xERO5z2AJl9+7dmDJlCiZNmoRdu3Y5fCNX1iUi8oRg7VtJnsMc\n", "ISXMEQpWGRkZGDZsWJPlwfKbXeZzl7G5h7G5Tta4ALljaw6HBZTw8HDzY61W6/CNXFmXiIiIiIh8\n", "j7/ZiYjc57ALjxDC/Dg0NNThG7myLhEA9OxpxOTJ1TZfMxgM0Gg0HtlPr17B2feXTH0rg7W6TZ7B\n", "HCElzBFqaYLlN7vM5y5jcw9jc52scQFyx9YcKmF5FW0kJycHGRkZAICNGzdixIgRdt/IlXX37t2L\n", "8+fPuxszEREREZFPREdHY9CgQf4Ow64zZ87g008/tVo2evRodO3aFYWFhYiOjrYaA4W/2YmopWvO\n", "dd1hC5SqqioApkp1/WMAOHjwINRqNXr37q24ri0y/xEiIiIiIgoUcXFxmDlzptPr8zc7EZH7HBZQ\n", "UlNTkZ2dDSGEVXV6x44dUKlUVgUUe+sSEREREZFvbdy4EUVFRdDpdEhMTMSQIUMA8Dc7EVFzOOzC\n", "Q0RERERERERECrPwEBERERERERERCyhERERERERERIp8XkAxGo0wGDitLBEREfkef4eQkpaWI7Y+\n", "ryzHQJY4bGFs7mFs7mFsrvNWXJpnn332WY+/qx05OTnYsGEDunTpgtatW5uXl5aW4ssvv0RhYSHa\n", "tGlj9Rq1XGvWrMFPP/2En3/+GbW1tWjfvr2/QyJJ8JpBSnj9IFts/Q7h9YQs2cqRYL6e2Pq89n6v\n", "+/o42IqjoKAAeXl5KCgoQGRkJCIjIwH4/jx2JTYZjtv27dvx/fff4+eff8alS5fM01rLcNzsxSbD\n", "cQNMs1a98sorSE5O9tvfDVdik+G42YvBl8fNlbhcPmbCxwoKCsSJEyesln355Zfmx1988YWvQyJJ\n", "ffPNN/4OgSTFawYp4fWD7Gn8O4TXE2qscY4E+/XE1m9zW8v8cRwax7F582bz43Xr1pkf++M8djY2\n", "GY6bpa+//tr8WIbjZskyNlmO2/r168XevXv9/nfD2dhkOG72YvD1cXM2LlePmcNpjH0lPDzc/Fir\n", "1foxEpKJwWDAypUrIYRAt27dkJKS4u+QSBK8ZpASXj/IWbyekBJeT0xkOA71UzE3JsN5bC82GY4b\n", "ABQXF2PFihUYP368eZkMxw2wHZsMx62srAzh4eHQ6XRWy2U4bvZik+G42YvB38fNXlyuHjMpCijC\n", "Yibl0NBQP0ZCMsnIyDA/Xr9+vR8jIdnwmkFKeP0gZ/F6Qkp4PTGR6Ths2LAB11xzjfm5TOdx49hk\n", "OW6JiYmYNWsWvvzySyQlJQGQ57jZik2G45aXl4dbb70VP//8s9VyGY6bvdhkOG72YvD3cbMXl6vH\n", "zCsFlDNnzuDTTz+1WjZ69Gh07drV5vqWg7uoVCpvhEQScyZf/P3HkOTCawa5gtcPcoTXE3IFrycm\n", "/jwOmzdvRvfu3REXF2deJst5bCs2S/7OH51OZzXuhCzHDWgamyV/HbdTp05h9erVOH36NBITE83j\n", "s8hw3OzFZsnf+dY4BhmOWz17x8aZY+aVAkpcXBxmzpzp9PpVVVUATFWp+sfUctjLl5KSEiQkJAAA\n", "9Hq9r8MiifGaQUp4/SBn8XpCSng9MZHhOGzduhXt27dHYmKi1XIZzmN7sclw3M6dO4fY2Fj8//bu\n", "Pb6q8s73+HfnRgi5AYGQcEkAQQSRJHAItAg4YCetioiXkWFwxg5YW2+8PE5nTue8fPXiOdXjnNeR\n", "VqW2tdPqKI4WkItKgdSqG9A0BASScpFAECThEgghkNve6/yRyWZvclnZO/vyJPm8/1prX9b+5smz\n", "Fjs/1vM8ku9dACa0W0fZTGi3ZcuWSZLKysqUmprqedyEdusomwnt1lGGSLdbR7n8bbOwDuHZtm2b\n", "ysvLFR8fr+zsbM9Ywfz8fK1evVqWZWn+/PnhjASDVVRUqKioSJKUk5MT4TQwCdcM2OH6gfa09z2E\n", "6wm8tddHevP1pL2ft6Pv6+Fuh2tzTJgwQdu3b9eECRN04MAB1dbWaunSpZLC/73An2yRbrfZs2dr\n", "+/btamhokCRNmzbN89pIt1tn2UxoN6mlwON0On3u8jCh3TrKZkK7dZQhnO3mTy5/28xheZf6AAAA\n", "AAAA0EZUpAMAAAAAAACYjgIKAAAAAACADQooAAAAAAAANiigAAAAAAAA2KCAAgAAAAAAYIMCCgAA\n", "AAAAgA0KKAAAAACAoCguLtaqVauCftzq6mrt2LEj6McF/EEBBQAAAAAQFNOmTVNaWlrQj9vc3KzG\n", "xsagHxfwR0ykAwAAAAAAeg+3263169fL5XLJ7XYrLS1Nc+fOVXV1tbZs2aL+/fvL5XIpMzNTM2bM\n", "8LxnzZo1iomJkWVZSkxM1De+8Q1J0unTp7V161ZVVVXpwoULkqSZM2cqPT09Yj8j+iaHZVlWpEMA\n", "AAAAAHqHZ599VsuWLfPcifLZZ58pJSVFn376qZYsWaLY2FhJ0o4dO5SZmans7Ow2x3j77bd13333\n", "efbPnDmj0tJSzZ07Nxw/AtAu7kABAAAAAATN8OHDfYbx5ObmasuWLaqsrNR7773nedztdismJkbZ\n", "2dlqaGjQli1b5HK5FBUVpSNHjkQiOtApCigAAAAAgKA5efKkzp496ymi7NmzR+PHj1djY6Nuu+02\n", "zx0oUsvcJpL0/vvva968eUpOTpYk1dXV+RwzOjpaLpcrTD8B0D6G8AAAAAAAgqK4uFhOp1OZmZmK\n", "j49XU1OThgwZotmzZ6uurk5bt25VVFTLWiZ1dXXKz8/XmDFjVFpaqrKyMsXGxqq5uVmHDx9Wbm6u\n", "CgoKPMdunSMlKipKTU1NWrBggWJiuCcA4UMBBQAAAAAAwAbLGAMAAAAAANiggAIAAAAAAGCDAgoA\n", "AAAAAIANCigAAAAAAAA2KKAAAAAAAADYoIACAAAAAABggwIKAAAAAACADQooAAAAAAAANiigAAAA\n", "AAAA2KCAAgAAAAAAYIMCCgAAAAAAgA0KKAAAAAAAADYooAAAAAAAANiggAIAAAAAAGCDAgoAAAAA\n", "AIANCigAAAAAAAA2KKAAAAAAAADYoIACAAAAAABggwIKAAAAAACADQooAAAAAAAANiigAAAAAAAA\n", "2KCAAgAAAAAAYIMCCgAAAAAAgA0KKAAAAAAAADYooAAAAAAAANiggAIAAAAAAGCDAgoAAAAAAIAN\n", "CigAEEINDQ36wQ9+oOeff14vvPCC9u7d63nuwQcfVEVFRZv3vPbaa/qXf/kX/e53v2vz3FdffaX/\n", "/M//DGnmzmzatEkPPfRQxD4fAACEB99hgLZiIh0AAHqzP//5z5o3b57mzZvX5rkf/vCHyszMbPP4\n", "Aw88oIqKCv3pT39q81xjY6Pq6+tDEbVLbr/9dn3++ecR+3wAABAefIcB2qKAAgAh8uGHH+qtt96S\n", "JBUXFysjI0MPPPCA6uvr9eKLL6qoqEjPP/+8srKyunS8Y8eO6Re/+IXKy8tVWVkpSbr33ns1ZswY\n", "SdKOHTu0efNmJSUlqa6uTgsWLFBeXp4k6fPPP9fLL7+sW2+9VZ9//rni4+M1ZswYLV68WE1NTXr+\n", "+ecVHR0th8OhqKgoPfnkk4qKarlJ8Ve/+pVOnjypuLg4xcTEyOVyBbupAACAQfgOA7SPAgoAhMgt\n", "t9zi+Qd8zpw5nsfj4+P11FNPtXt7a2eys7P13e9+V3/605/093//9z7P1dTUaP369Xruuec8j/34\n", "xz/WpEmT1K9fP02ZMkV/+7d/q1dffVWvvPKK+vfv73ndCy+8oPvvv9/zJebo0aP6zW9+o2XLlunj\n", "jz/WoEGDtHz5cknS8ePH9eijj/rXEAAAoEfhOwzQPgooANALlJeX6/Tp0z5fPi5duqSvvvpKo0eP\n", "9jy2bNkyny8eUsv/Cr3zzjs+j/Xr10+S9Omnn+qRRx7xPD5q1ChNnDgxFD8CAADog/gOg56EAgoA\n", "hJBlWXI4HAG9rz2xsbFqampq8/jEiRM1duxY/fM//7PnMbfb7XOcjo45depU3XLLLT5fUhobGyVJ\n", "M2bM0AcffKB77rlHklRRUaHS0lK/fx4AANCz8B0GaMthddQbAQDd8u677+qDDz6QJI0ZM0YTJ07U\n", "HXfcoQ8//FBFRUXatWuXxowZo4EDB+qee+7R2LFjdeTIEf3+97/X+fPnVV5erqlTp2r69Om65ZZb\n", "PMd95plnFBcXp+joaNXX1+uf/umfFBcXp9LSUq1fv16xsbGSpOrqaj311FMaPHiw1q1bp82bN3uy\n", "TJgwQXfeeafnmKtWrdKlS5ckSZcvX9YNN9yg++67T5L0yiuv6KuvvlJSUpIuXbqk8vJy3Xvvvbrj\n", "jjvC0o4AgMC1/iEaHR0d6SjoQfgOA7TPtoBSWlqqgwcPyu12a8aMGRoxYkSHr62srFRhYaGio6M1\n", "Z84cZWRkBD0wAAAAAHubN29WeXm5Fi5c6FkxZePGjZ6JNMeOHavJkydHMiIA9Ci2Q3jOnTunRYsW\n", "SZLef//9TgsoRUVFWrJkiaSWquXChQuDFBMAAACAPwoKClRWVubzWHx8vG699dYIJQKAns22gDJ7\n", "9uwuHywhIcGzHRcXF1giAAAAACHhcrm0du1aWZal0aNHe5aKBQDY6/Ikslu3btX06dM7fY33aKDW\n", "8WsAAAAAzFBQUODZbp3jAgDQNV0qoHz00UcaN26c0tLSOn1d63hKSZ3O2LxlyxYmsgIAAIDxUlNT\n", "NXXq1EjHCAm7//DkOzuA3qg713XbAsonn3yi9PR0ZWdn+zy+f/9+RUVF+aylfeXKFUktd6K0brcn\n", "Ojqa2wXRKafTqVmzZkU6BgxHP4Ed+gjs0EdCw3nCqQVrF4TlszYs2qBZI0L3OywpKQnZsSOhoqJC\n", "WVlZkqT6+vpOX2vyd3aTz12yBYZs/jM1l2R2tu5c1zstoJw+fVrbt2/XhAkTdODAAdXW1mrp0qWS\n", "pJ07d8rhcPgUUPLz87V69WpZlqX58+cHHAoAAABA92zbtk3l5eWKj49Xdna2Zs+erYqKChUVFUmS\n", "cnJyIpwQAHoW22WMQ6GwsNDYajYAAAC6p7fdgTJv3ryQHd9kfGeHnbqmOv3+4O+19tBapfZL1c/n\n", "/1zJ/ZIjHQvoVHeu612eRBYAAAAAgEPVh/Sbfb/RW395SxcbL3oenztqrh6c/GAEkwGhFRXpAEB7\n", "nE5npCOgB6CfwA59BHboI0DPZPK521uzNbmatP7wet259k7N+I8Z+uXnv/QpnkjSweqDEckWaqZm\n", "MzWXZHa27uAOFAAAAABAu6qvVOvXe3+t3+7/rSrrKts8n9IvRTUNNZKkipqKcMcDwooCCoxk6ozN\n", "MAv9BHboI7BDHwF6JpPP3d6S7UTtCb20+yW9vv91XW6+7PNclCNK3xz9TX37pm9rYPxA/dVbfyVJ\n", "OnbxWFiyhZup2UzNJZmdrTsooAAAAAAAJLUMw/nZrp/pnYPvqNnd7PNcekK6lt64VA9MekAjkkZI\n", "ki42XB3GU1FTIcuy5HA4wpoZCBfmQIGReuuYOQQX/QR26COwQx8BeiaTz92emu3Pp/6spZuWauZ/\n", "zNTqv6z2KZ5MSpukX/71L7X3wb36wYwfeIonkpTcL1kD4wdKkupd9aq6XBX0bJFmajZTc0lmZ+sO\n", "7kABAAAAgD7Isiz98fgftbJ4pZwn2/7B+7XMr+mJaU9oftb8Tu8qyU7O1vn685KkYzXHNGzAsJBl\n", "BiKJAgqM1FvHzCG46CewQx+BHfoI0DOZfO72hGzN7mZt+GKDVhav1L6z+9q87pujv6nHpz2u/Iz8\n", "Lh03KyVLu0/vltQyjGdG5oyAs5nI1Gym5pLMztYdFFAAAAAAoA+ob67XW395Sz8v+bmO1hz1eS4m\n", "Kkb3jL9Hj019TDcMvsGv42YnZ3u2uzORLGA65kCBkXrrmDkEF/0EdugjsEMfAXomk89dE7NdbLio\n", "lcUrNfGXE/Xkh0/6FE/6x/TXQ1Me0q4Hdunlb7zsd/FEarkDpVWgSxmb2G6tTM1mai7J7GzdwR0o\n", "AAAAANALVdVV6ZU9r+jVfa+qtrHW57nUfqlaPmW5HprykAb3H9ytz8lOyfZscwcKejMKKDBSbx0z\n", "h+Cin8AOfQR26CNAz2TyuWtCtqMXjurF3S/qzbI31eBq8HkuY0CGHsl7RA9MekCJcYlB+TzvITyB\n", "3oFiQrt1xNRspuaSzM7WHRRQAAAAAKAX2Hdmn1buWql3D78rt+X2eW7cwHF6fOrjuvf6exUXHRfU\n", "zx2eNFzRjmi5LJdO1Z3SleYr6h/TP6ifAZiAOVBgpN46Zg7BRT+BHfoI7NBHgJ7J5HM33Nksy9L2\n", "E9t17/p7NWf1HK09tNaneJKXnqfXbntNO/9up7Kqs4JePJFaJqAdmTTSs3/84nG/j8Hv1H+m5pLM\n", "ztYd3IECAAAAAD2M23Jrc/lmvbDrBRVXFrd5/pZRt2jF1BWaNWKWHA5HyPNkpWR55j+pqKnQ9YOu\n", "D/lnAuFGAQVG6q1j5hBc9BPYoY/ADn0E6JlMPndDna3R1ag1h9ZoZfFKHTp/yOe5KEeUFly3QE9M\n", "fUJThk4Ja7bslGx99OVHkgKbSLYv/04DZWouyexs3UEBBQAAAAAMV9dUp9dLX9dLJS/p5KWTPs/F\n", "RcVp8cTFejTvUY1NHRuRfN4TyR6rORaRDECoMQcKjNRbx8whuOgnsEMfgR36CNAzmXzuBjtb9ZVq\n", "PffZc7rp32/SDz7+gU/xJDE2UY9PfVx7Htyj//dX/8+2eBLKdstKyfJsB7IST1/6nQaLqbmkttma\n", "3c0qPVuq10tf13//8L9rReEKnag9EaF0geMOFAAAAKCXcrvdsixL0dHRkY4CP52oPaGXd7+s1/a/\n", "psvNl32eG9J/iB7OeVjfvunbSumXEqGEvrJTsj3bgQzhQe/httw6WX9S7xx4R7tP79buqt3ad2Zf\n", "m35ccbFC6+5aF6GUgaGAAiP11jFzCC76CezQR2CHPoLebPPmzSovL9fChQuVmZkpSaqsrFRhYaGi\n", "o6M1Z84cZWRkRDhlYEw+d7ub7WD1Qf1s18/0zsF31Oxu9nkuKzlLj+U9psUTFwe0THBI50DxGsJT\n", "UVMhy7L8mry2N/9OQ8WEXJZl6eSlk9pd1VIoaS2YXGy8KJV1/t6Pv/xYJ2tPanjS8PCEDQIKKAAA\n", "AEAvVFBQoLIy379gioqKtGTJEknSu+++q4ULF0YiGtpRXFmslcUr9V75e22em5Q2SSumrtCd4+5U\n", "TJSZf8KlxqcqpV+KahpqdLn5ss5cOaOhCUMjHQtBdvbyWe0+vVslVSXaXbVbe07v0enLp7v03owB\n", "GcpLz9Oh84d0+PxhWbL07uF39UjeIyFOHTxmnn3o85xOpxEVVZiNfgI79BHYoY+gr0lISPBsx8XF\n", "RTBJ95h87vqTzbIs/fH4H7WyeKWcJ9vOZ/G1zK/piWlPaH7W/KAsRRzqdstOztbnZz6X1DKRrD8F\n", "lN7yOw2nUOe62HBRe07v8bmz5MvaL7v03qToJE0fMV256bnKG5qnnPQcDRswTJL0eunreqLwCUnS\n", "2kNrKaAAAAAAMI9lWZ7t2NjYCCbp21xul9Z/sV4ri1dq39l9bZ7/5uhv6vFpjys/Iz8C6QKXlZLl\n", "KaBU1FRoesb0CCdCV11pvqJ9Z/b5DMU5fP5wl96bGJuonKE5yk3PVc7QHOWl5+n43uO6+eab2339\n", "HWPv0FMfPqUmd5N2n96t8gvlGpM6Jpg/TshQQIGRTKzwwjz0E9ihj8AOfQR9jcvl8mx35Y4G7//h\n", "bl1Vw4T9WbNmGZWnq/uN7kYdH3hcPy/5uY7WHJW3KEVpzqA5euabz+iGwTfI6XTKeST47d8qFD9f\n", "TO3VPy8/2veRMs5mdPn9rY+Z9Ptq3Te5v3m3XVff3+Rq0puFb+rw5cOqTarV7qrdKjtbJrfcstMv\n", "up9uTLtRw9zDNC5hnP7m5r/RuIHjtGP7jpbjj2/5vC8dX3b4+0yNT1VuUq6KaooktdyFMqNxRljb\n", "L1AOy7sMHSaFhYXKy8sL98cCAAAgDJwnnFqwdkFYPmvDog2aNSJ0hbCSkhLNmzcvZMcPtbKyMqWm\n", "pnomkV23bp3uuusuWZalTZs26Y477ujwvXxnD56LDRf17/v+Xav2rGozX0T/mP5aOmmpHsl9RCOT\n", "R0YoYXD8dt9v9eSHT0qSFt+wWC/d+lKEE8FtuXX4/GHPnSUlVSXaf3a/GlwNtu+NdkTrhsE3KDc9\n", "1zMU54bBNyg2uvt3r605uEbL/7BckjRh0ATt+Lsd3T5mV3Xnum57BwpLnyESTB1nCLPQT2CHPgI7\n", "9BH0Ztu2bVN5ebni4+OVnZ2t2bNnKz8/X6tXr5ZlWZo/f36kIwbM5HPXO1tVXZVe2fOKXt33qmob\n", "a31el9ovVcunLNfym5YrLSEt7NlCISsly7NdUVPh13t7yu/UJNfmsixLxy8eV0lViWfukj2n9+hS\n", "06UuHW/cwHHKHZrrKZhMHjI5oNWe2st2rb8e/dfqH9NfV5qv6ED1AZWdLdPEtIkBfVY4dVpAaW/p\n", "s45s3LjRc0vg2LFjNXny5OClBAAAAOCX9gokmZmZWrx4cQTS9C1HLxzVi7tf1Jtlb7b5n/6MARl6\n", "JO8RPTDpASXGJUYoYWh4L2V87OKxiOXoK6qbqrW5fLNKTv/XijhVe3Su/lyX3jsyaWTLXSXpecoZ\n", "mqOcoTlK7pcc4sRXJcYlqmB0gdYdXidJWnNoTc8voLS39FlH4uPjdeuttwYlFGBihRfmoZ/ADn0E\n", "dugjQM9k6rm7/8x+/e7S77Tu9XVyW77zSYwbOE6P5T2m+ybcp7joyKyAFOp2G5E0QlGOKLktGPOA\n", "bwAAIABJREFUt05dOqX65nrFx8Qbka07TMh2of6CZyWc1qE4p+pOSW3nIG5jSP8hV4fh/FfBZEjC\n", "kJDm7UqbLRq/yFNAWXtorf7nzP8ZlNWmQilok8i6XC6tXbtWlmVp9OjRjJcEAAAAeqH/++f/q9Vl\n", "q/XP+f+seyfcG+k4EWdZlnac3KEXdr2gworCNs/npedpxbQV+taYbynKERWBhOETGx2rEUkjdPzi\n", "cVmy9GXtlxo3cFykY/U4dU112nt6r0qqSjxFk2snHe5IclxyS7HEayjO8MThRhYm5mfNV3Jcsi42\n", "XlTFxQrtqtqlacOmRTpWp4JWQCkoKPBsf/DBB7avN3WGZfbN2N+3b5+++93vGpOHfTP3vWcfNyEP\n", "++btr1q1SpMnTzYmD/vm7fPvTej2wy1UP09CQkLIs/ck1Veq9dNPfyq35dbTzqcjVkBxOiM/J4Xb\n", "cmtz+Wa9sOsFFVcWt3n+llG3aMXUFZo1YpYxf7yGo92yk7N1/OJxSdKxmmNdLqCY8DvtSCizNTQ3\n", "qPRcqWfp4N1Vu3Ww+mCbO5jaE+eIU+6wq3eW5KbnanTKaCMKdV1ps34x/XT7dbfrzbI3JbXchWJ6\n", "AcV2FZ5rZ+7uim3btnU6KRUzesOOyRdQmIN+Ajv0Edihj4QGq/D0Du19Z99dtVvz/vNqe5Q/VK7U\n", "+NRwR4voudvkatLvD/1eK4tX6tD5Qz7POeTQ11O/rp8U/ERThk6JSL7OhKPdnih8Qq+Xvi5J+j9z\n", "/o+WTVnWpfeZfD0OVjaX26WD5w96huHsrtqt0rOlanQ32r43NipWk9Im+dxdcvYvZzXn5jndzhUK\n", "XW2zP1b8Ufesv0eSNGzAMO17cJ+io0K7gE1IV+Fpz/79+xUVFaWJE69O8lJRUaGsrJZZl+vr6wMK\n", "A7Qy9eIJs9BPYIc+Ajv0EcA/Jy+d9NkvrylXXnz4/2M0EuduXVOdXi99XS+VvNSmHeKi4rR44mI9\n", "mveoxqaODXu2rgpHuwU6kazJ1+NAslmWpaM1Rz3zlew+vVt7T+/V5ebLtu91yKHrB13vUyyZlDap\n", "7XwyN/sdK2y62mazR85WWv80nb1yVpV1ldr51c6QFsW7q9MCSntLn0nSzp075XA42hRQioqKJEk5\n", "OTkhjAwAAAAgEk7UnvDZP3rhqPLSe/ed5dVXqvWrvb/Srz7/larrq32eS4xN1Ldv+rYeznlYwwYM\n", "i1BCs3RnKeOeyrIsfXXpK88QnNZlhGsaarr0/tEpo5UzNMczFOemITf1uhWaOhITFaM7r7tTr+57\n", "VVLLajw9toDS0TCc5cuXt3mstbgCBIPJt/DBHPQT2KGPwA59BPDPydq2d6BEQjjO3RO1J/Ty7pf1\n", "2v7X2tw1MKT/ED2c87C+fdO3ldIvJezZAhWWOVBSsj3b/tyB0pPa7dyVc54iSetQnKrLVV06VsaA\n", "DM/krq13lwyMHxiUXCbxJ9vd19/tKaBs+GKDnpvzXMRWqrIT0BAeAAAAAH3PtUNXjl7o2sogPcnB\n", "6oP62a6f6Z2D76jZ3ezzXFZylh7Le0yLJy5W/5j+EUpoNu8hPBU1FbIsy5hJdANR21irfbX7VLKr\n", "xDPRa+skuXYGxg/0FElalw/OSMwIceKeZ3rGdA1PHK6Tl07qfP15ffTlR7o1+9ZIx2oXBRQYydRK\n", "KsxCP4Ed+gjs0EcA/1w7hCdSd6CE4twtrizWz3b9TO8deU+WfNfZmDh4olZMW6GF4xYqJqrzP6FM\n", "vq6EI9vA+IFKiktSbWOtLjVd0rkr55SWkGZENjv1zfXad2afz1CcL85/0dIfDnf+3sTYRE0ZOkW5\n", "6bnKGZqjvPQ8ZSVnhbR4ZEKbdcSfbFGOKN01/i69WPKiJGnNwTUUUAAAAAD0bNcO4enpd6BYlqUP\n", "j3+olbtW6pMTn7R5fmbmTK2YtkLzs+b36LsowsnhcCg7OVv7zu6T1DKMpysFlHBrcjXpQPUBn6E4\n", "ZefK2tx11J5+0f10Y9qNPkNxxg0cF/LVY3qzu8ff7SmgvF/+vq40XzHyLi8KKDCSyeP5YA76CezQ\n", "R2CHPgJ0XZOrqc08D2eunNHFhotK7pcc1izdPXddbpc2fLFBK3et1N4ze9s8XzC6QI9PfVwzMmeE\n", "PVsohStbVkqWp4BSUVOhacOm2b4nlNnclltfnP9Ce07vaVkRp2q39p3Zp3qX/eqx0Y5ojYwfqVmj\n", "ZykvPU+56bm6YfANRszR0Zv62k1DbtJ1qdfpiwtf6FLTJW05ukV3jrszhAkDQwEFAAAAgK3Kukq5\n", "LXebx4/WHNWUoVMikMh/9c31euvAW/r5rp/raI3v3TPRjmjdc/09emzqY5o4eGIHR0BXBDqRbDBY\n", "lqUTtSc8SwfvrtqtPaf3qLaxtkvvvy71uqt3lqTnanLaZJV8VmJsoaK3cDgcumv8XXq+6HlJLavx\n", "UEABuogLFLqCfgI79BHYoY8AXXftBLKtyi+Uh72A4u+5e7Hhon67/7datXtVm7to+sf019JJS/VI\n", "7iMamTwy7NnCKVzZvCeSPVZzrEvvCTTb6cunPfOVtBZLzl4526X3jkgaodyh/zXBa3qOcobmtFlV\n", "qTvZQs3UXFJg2RaNX+QpoGw9tjUid7fZoYACAAAAwNa1E8i2uvZODpOcvnxar+x5Ra/ufVUXGy/6\n", "PJfaL1XLpizTQzc9ZOQcHT1ZVkqWZ7uipiJox61pqPEUSVoLJh0V9q41pP8Qnwlec9JzNDRhaNCy\n", "ofuuH3S9bky7UfvP7leDq0Hvl7+v+2+4P9KxfFBAgZFMHs8Hc9BPYIc+Ajv0EaDrvCeQHRA7QHVN\n", "dZIisxKP3bl7rOaYXix5UW+UvaEGV4PPcxkDMvRI3iN6YNIDSoxLDHu2SApXtkCG8Fyb7XLTZe09\n", "s9ezdPDuqt06cuFIl46VFJfkWT64dQnh4YnDA54I2NTfqam5pMCzLRy3UPvP7pck7Ti5gwIKAAAA\n", "gJ7H+3/6Z2TOUGFFoSSzVuLZf2a/Vu5aqXWH17WZr2XcwHF6LO8x3TfhPiMmAO3NRiaNlEMOWbJ0\n", "svakGl2NnbZ5o6tRX1z+Qof3HfbcWXKg+kC7c+5cq39Mf00eMrmlUDK0ZZLXMaljFOWICuaPhDDJ\n", "GZrj2T583mbt6AiggAIjmVpJhVnoJ7BDH4Ed+gjQdd5DeG4ecbOngFJ+Ifx3oHifu5ZlaedXO/VC\n", "8QvaVrGtzWvz0vP0xNQn9K0x3wrLMrMmX1fClS0uOk7Dk4brRO0JWbL0Ze2XGps6tt3X/mzXz/Ts\n", "p8+2rIhzoPPjxkTFaNLgST7LB08YPEExUaH9s9bU36mpuaTAs40fNN6zTQEFAAAAQI/kPYQnPzNf\n", "sVGxanK3LG18qfFSSIbDdMZtufWHo3/QC8Uv6M+Vf27z/NyRc7Vi2grdPOLmgIduIHDZydmeotux\n", "mmPtFlAOVh/Uj3f8uN07TRxyaPyg8S3zlQzNUW56rm5Mu1HxMfEhz47IyUzMVEJMgi43X1Z1fbXO\n", "XTmnwf0HRzqWB/c1wUhOpzPSEdAD0E9ghz4CO/QRoOu8h/BkJWf5znPRxZVWgqHJ1aQfr/+xvv7G\n", "17Vk0xKf4olDDt153Z364/1/1Nq71mr2yNlhL56YfF0JZ7auTCT7v3f+b0/xJDUmVQvHLdSPZv1I\n", "Gxdt1LGHj2nn3+3US7e+pOVTlmvasGkRK56Y+js1NZcUeLYoR5SuG3idZ9+0u1C4AwUAAADoQzZu\n", "3CiXyyVJGjt2rCZPnmz7nstNLf8bLEmxUbEamjBUo1NGe/64Ka8p141DbgxdaEl1TXX6j9L/0Eu7\n", "X2qzIlBcVJzuv+F+PTb1sQ6HiiC87CaS3V21WxuPbPTsP33d0/qHb/xD6IPBeOMGjtPeM3slSYeq\n", "D2lG5owIJ7qKAgqMZPJ4PpiDfgI79BHYoY+gL4qPj9ett97q13u87z7JSMxQlCNKo1NHex4L5USy\n", "1Veq9eu9v9YvP/+lp4jTKjE2UQ9OflAP5zysjMSMkGXwh8nXlXBmy07O9my3d4fSMzuf8WwvuG6B\n", "0cUTU3+npuaSupdt3MBxnm3uQAEAAAAQMS6XS2vXrpVlWRo9erTy8vJs3+N9x8eIxBGSpDEpYzyP\n", "hWIp45O1J/Xy7pf1WulrniWTW6X1T9PDOQ/r25O/rdT41KB/NrqvsyE8zhNOfXj8Q0ktQzZ+MOMH\n", "Yc0Gs5lcQGEOFBjJ5PF8MAf9BHboI7BDH0FfVFBQoEWLFunuu+9WVVVVp69tPUe8J5AdnjRcknT5\n", "xGXPY0cvHJXT6fQ5pwLdP1R9SI9ue1S5v83Vqj2rfIonQ+OG6vm5z2vV9as0vWG69hfv7/bnBXu/\n", "9TFT8njvr1q1KmyfV/WXq33r2MVj+uSTT+R0OmVZln6848ee5+6/4X6NHzReq1atinj7dLR/7e82\n", "0nla98P5+/R3vzu/z/ZW4gl2vkA5LMuyun0UPxUWFnap0o2+y+l0Gn1LGsxAP4Ed+gjs0EdCw3nC\n", "qQVrF4TlszYs2qBZI0L3OywpKdG8efNCdvxI27Ztm+bPn9/uc97f2Z/77Dk999lzkqQVU1fo6a8/\n", "rfIL5Zr22jRJUsaADJX+Y2m3suyq3KWVu1bqvSPvyZLvnygTB0/UimkrtHDcQsVExRh97pKthWVZ\n", "yvpFli41XZIkfbH8Cw3qP0ibyzfrbzf9raSWuWuK/75YI5JG0G4BMDWX1L1s9c31Gv7ycFmyFOWI\n", "0onvngjqBMLdua4zhAdGMvVCALPQT2CHPgI79BH0RRUVFcrKahleUV9f36X3+AzhSWoZwjMqeZRi\n", "omLU7G7WqbpTutx0WQmxCX5lsSxLHx7/UCt3rdQnJz5p8/zMzJlaMW2F5mfN91lNx+Rzl2wtHA6H\n", "slKyVHq2pbB27OIxpcan+sx98uBND3r6E+3mP1NzSd3LFh8Tr6zkLB27eExuy63yC+WamDYxiOkC\n", "RwEFAAAA6EMqKipUVFQkScrJyenSe9obwhMTFaNRSaM8858cu3hMEwd37Y8cl9ulDV9s0MpdKz2r\n", "bXgrGF2gx6c+btTqG/BfdnL21QJKzTEdOX9EZefKJEkDYgfoyWlPRjIeDDZu0DjP6k2Hzh8ypoDC\n", "HCgwUjDGp6H3o5/ADn0Edugj6Itmz56te++9V/fee6/GjRtn/wb5rsLTeseAJL9X4rEsS2+UvaH8\n", "1/P1j5v/0ad4Eu2I1t9M+Bs5lzj15h1vdlo8MfncJdtV3hPJfnH+C/3005969h/OeVhDEoZELJs/\n", "TM1mai6p+9lMnUiWO1AAAAAAdMiyLN87UBKHe7bHpIxRoQoldW0lnjWH1uixbY/5PNY/pr+WTlqq\n", "R3If0cjkkUFKDRN4L2X8yuev6Hz9eUlSar9UPZr3aIRSoSeggAL4weTxfDAH/QR26COwQx8B7F1o\n", "uKDLzS0r7gyIHaCUfime5/y9A2XjFxs926n9UrVsyjI9dNNDSktI8yuTyecu2a7yvgOltXgiSSum\n", "rfDpRxLtFghTc0ndzzZ+oNdKPNUUUAAAAAD0AN4TyA5PHO4zmeuYlDGe7fILnd+B4rbccp68elv/\n", "xrs3alLapCAmhWmyU7LbPDZswDAtu2lZ+MOgR7n2DhS35VaUI/IzkEQ+AdAOk8fzwRz0E9ihj8AO\n", "fQSw194Esq2870CxG8Kz78w+z10IQxOGdnnC2faYfO6S7aqRSSPlkMPnsaf+21PtrtZEu/nP1FxS\n", "97MN7j9YA+MHSpIuN1/WV5e+CkasbrMtoLjdbrlcrnBkAQAAAGCYjiaQlaSs5CzP/wqfrD2p+uaO\n", "l0X+6MuPPNs3j7jZ504W9E7xMfHKSMzw7GcnZ+vvJv1dBBOhp3A4HL7DeAyZB6XTAsrmzZv1i1/8\n", "QlVVVbYHqqys1BtvvKG33npLp06dClpA9E0mj+eDOegnsEMfgR36CGDv2iE83uKi4zQyqWXiV0uW\n", "Ki5WdHicj7/82LM9e+TsbmUy+dwlm68JgyZ4tv/HjP+huOi4dl9Hu/nP1FxScLKZOJFsp3OgFBQU\n", "qKysrEsHKioq0pIlSyRJ7777rhYuXNj9dAAAAAAiyvsOlGuH8EjS6JTRnsLJ0QtHdf2g69u8ptHV\n", "qE+/+tSzP2fknBAkhYn+dea/qr65XlOHTdXd198d6TjoQcYN8iqgGDKRbNDmQElIuDqOLS6u/aoi\n", "0FUmj+eDOegnsEMfgR36CGDPew6Ua4fwSNKYVK+JZDuYB6W4stizks/olNEalTyqW5lMPnfJ5is3\n", "PVeb7tmkH836UaeTgNJu/jM1lxScbCYO4QnaKjyWZXm2Y2Njg3VY9GLnrpxTs7u53ef6De6nqjr7\n", "oWNdERMVo8H9BwflWAAAAH1NZ0N4pJaCSKuOVuLxnv+ku8N3APQN3kN4Dp0/FMEkVwWtgOI90WxX\n", "JoRyOp2ecVGt1Sn2+86+w+FQxcAK/Wj7jxRqT+Y9qZykHDUlNEmSampqJEkpKSlB30/pl6Ljp4+H\n", "7Pje+6OGjlJNQ01If57W/cExgzXj+hmSzOg/rfuzZs0yKk+k94/VHFPpiVJJoe0PaYlpaooO/fkk\n", "STF1MWo+0xxw+7Q+RvuFtv+NmDxCJ2pP9NjrUatrn//04Kc613wu5NfzSSMmKTsl26jrSTD2wy1U\n", "P4/3XdZ9kcvt0qm6q/MbZiZmtnmNzx0oHRRQfOY/GdH9Akpvn/shVMgWGFOzmZpLCk62UcmjFBcV\n", "p0Z3oyrrKnWx4aKS+yUHIV3gHJb3rSPtKCsrU2pqqjIzr14s9+/fr6ioKE2ceHXpsXXr1umuu+6S\n", "ZVnatGmT7rjjjg6PWVhYqLy8vCDER0/2689/re9/9P2Qf85PZv1EU4ZO0YK1C0L+Wa/f9rqWvrc0\n", "5J8T7s/asGiDZo0w9wKNFs4Tzl7Xz8PZ92i/wIWr7aTe2Sd64zW2N/WJkpISzZs3L2THN1lhYaGG\n", "jR+mG39zoyRpcPxgHX6o7W30B84d0Nfe+JqkllV5dv/Dbp/naxtrNfaXYz13Hh9adkhpCWkhTg+g\n", "N/jaf3xNB6oPSJK23rdVU4dN7fYxu3Nd73QOlG3btsnpdGrbtm36+OOrVeOdO3dqx44dPq/Nz8/X\n", "6tWrtXr1auXn5wcUBgD8YfK4T5iBPgI79BGgc97zn7Q3gawkZadky6GWO9C/rP1Sja5Gn+d3ntzp\n", "KZ7cmHZjUIonJp+7ZAsM2fxnai4peNlMW4mn0yE88+fPb/fx5cuXt3ksMzNTixcvDk4qAAAAABHn\n", "vQJPexPISlJ8TLyGJw3XidoTcltuHb94XNcNvM7zPPOfAAjU+EHjpSMt2yYUUIK2Cg8AhJvJ4z5h\n", "BvoI7NBHgM7ZTSDbakzK1XlQjtYc9Xnu4xNX72QP1vLFJp+7ZAsM2fxnai4peNlMW4mHAgoAAACA\n", "dnnfgdLREB5JGp3a/ko8Zy6fUenZlgm6Y6JiNDNzZghSAuitxg3yWomnOvIr8VBAAdBjmTzuE2ag\n", "j8AOfQToXFfmQJE6Xsr4kxOfeLanpk9VYlxiUHKZfO6SLTBk85+puaTgZbsu9epwwKM1R9XkagrK\n", "cQNFAQUAAABAu3wKKJ0N4fFeyrjmagHFZ/li5j8B4KfEuETP8ulN7iZVXKyIaB4KKAB6LJPHfcIM\n", "9BHYoY8AnevKJLLSNXOgXLg6B4p3AWXuyLlBy2XyuUu2wJDNf6bmkoKbzaSVeCigAAAAAH1IZWWl\n", "3njjDb311ls6depUp689ffm0JCnKEaVhA4Z1+LrslGzP9vHa42pyNen4xeM6dvGYJCkhJkFTh03t\n", "dnYAfY/3RLKRngeFAgqAHsvkcZ8wA30Edugj6IuKioq0ZMkS3X///frss8+69J5hA4YpJiqmw+cT\n", "YhOUMSBDktTsbtaJ2hM+yxfPHD5TcdFx3QvuxeRzl2yBIZv/TM0lBTeb9x0oh85TQAEAAAAQJgkJ\n", "CZ7tuLiuFTU6G77T6tp5UJj/BEAweK/EwxAeAAiQyeM+YQb6COzQR9AXWZbl2Y6Nje3SezqbQLaV\n", "90o8Ry4c8SmgzBkxx4+E9kw+d8kWGLL5z9RcUnCzeQ/hOXz+sM81LNw6vg8PAAAAQK/jcrk82w6H\n", "o0vvGZ403HNLfusfRtfuR124+n+z7x95X2eunJEkDYofpBuH3Gj7fvbZZ5/99vaHDRim/lH9dcV9\n", "RTUNNTpz5YwOlRzq1vED5bAiUL4pLCxUXl5euD8Whvn157/W9z/6fsg/5yezfqIpQ6dowdoFIf+s\n", "1297XUvfWxryzwn3Z21YtEGzRphX4XY6nUZX3sPNecLZ6/p5d/ueP32E9gtcuNpOCv7P1FkfCdfP\n", "Zeo1tjt6cp+4VklJiebNmxey40fCunXrdNddd8myLG3atEl33HFHu68rLCzUfOd8SdKzc57VQ1Me\n", "6vS46w+v14MfPNjm8QXXLdBvv/Xbbuf2ZvJ3ALIFhmz+MzWXFPxs8/9zvkqqSiRJGxdt1NdHfD3g\n", "Y3Xnus4QHgAAAKAPyc/P1+rVq7V69Wrl5+d36T1dGcLjPQeKtzkjgzt8B0DfY8pSxgzhAdBjmVpx\n", "hznoI7BDH0FflJmZqcWLF/v1nq5MIus9B4q3UEwga/K5S7bAkM1/puaSgp/NlJV4uAMFAAAAQKe6\n", "cgdKYlyi0hPS27xvTEr7d6YAQFeZcgcKBRQAPVYw15dH70QfgR36CGAvPjpeg/sP7tJrR6f63oUy\n", "Z9ScLk9U6w+Tz12yBYZs/jM1lxT8bBRQAAAAABhveNLwLhdBrh3GE+zliwH0TaNTRivaES1J+vLi\n", "l7rcdDkiOSigAOixTB73CTPQR2CHPgLY68rwnVbXTiR788ibgx1HktnnLtkCQzb/mZpLCn62fjH9\n", "lJ2SLUmyZOnIhSNBPX5XUUABAAAA0KHhSV0voHjfgXL9oOs1bMCwUEQC0AeNHzjesx2piWQpoADo\n", "sUwe9wkz0Edghz4C2POngPJXo/5Kg+Nb5kv5x8n/GKpIRp+7ZAsM2fxnai4pNNnGDfKaB6U6MvOg\n", "sIwxAAAAgA75M4QnNT5VJf9Qoqq6Ko1NHRvCVAD6GhMmkqWAAqDHMnncJ8xAH4Ed+ghgb0TSCL9e\n", "nxSXpKS4pBClaWHyuUu2wJDNf6bmkkKTzYQCCkN4AAAAAHTInztQACBUvAsoX5z/Qm7LHfYMFFAA\n", "9Fgmj/uEGegjsEMfAez5MwdKuJh87pItMGTzn6m5pNBkGxg/UEP6D5Ek1bvqdaL2RNA/ww4FFAAA\n", "AADtSumXEvLhOADQVd53oew5vSfsn08BBUCPZfK4T5iBPgI79BGgc6YO3zH53CVbYMjmP1NzSaHL\n", "lpue69l+9tNn1exuDsnndIQCCgAAAIB2+TuBLACE0vdyv6cBsQMkSQeqD+g3+34T1s/vtIBSWVmp\n", "N954Q2+99ZZOnTrV6YE2btyod999V++++6727dsX1JAA0B6Tx33CDPQR2KGPAJ0zcf4Tyexzl2yB\n", "IZv/TM0lhS5bRmKGnvpvT3n2f/rpT3XuyrmQfFZ7Oi2gFBUVacmSJbr//vv12WefdXqg+Ph4LVy4\n", "UAsXLtTkyZODGhIAAABA+Jk6hAdA3/VwzsMakzJGklTTUKP/tfN/he2zOy2gJCQkeLbj4uI6PZDL\n", "5dLatWu1Zs0alZSUBCcdAHTC5HGfMAN9BHboI0DnTB3CY/K5S7bAkM1/puaSQputX0w/PXPzM579\n", "3+3/nfae3huyz/PWaQHFsizPdmxsbKcHKigo0KJFi3T33XerqqrK9oO9b+lxOp3s97H97du3K1wa\n", "Gxt18eLFsH1eb1RTU+PZNqH/sN/xfjg0N4dvsq6amhrarxt6Y/uF83rk/VnhEOnrR0/sD956289j\n", "Cu5AAWCivx7915qXNU+SZMnSv3z8Lz71i1BxWJ18yubNm1VQUCBJ2rZtm+bPn9+lg9q9trCwUHl5\n", "eX5GRW/z689/re9/9P2Qf85PZv1EU4ZO0YK1C0L+Wa/f9rqWvrc05J8T7s/asGiDZo0wr8LtdDqN\n", "rryHm/OEs9f18+72PX/6CO0XuHC1nRT8n6mzPhKun8vUa2x39OQ+ca2SkhLNmzcvZMc3WWFhoQaP\n", "HayslKxIR2nD5O8AZAsM2fxnai4pPNkOVR/SrDdneVbi+VXBr3T3+Ltt39ed63qnd6BcuXJFUsud\n", "KK3bkrR//36VlZX5vLaiosKzXV9fH1AYAAAAAObISMyIdAQAaNf4QeP1nSnf8ew//cnTqmuqC+ln\n", "xnT2ZH5+vlavXi3LsnzuKNm5c6ccDocmTpzoeayiokJFRUWSpJycnBDFBYCrTK24wxz0Edihj6Cv\n", "2bhxo1wulyRp7Nixtos/xEV3Pg9ipJh87pItMGTzn6m5pPBl+6fp/6S3D7ytM1fO6FTdKb1Q/IL+\n", "dea/huzzOi2gZGZmavHixW0eX758eZvHZs+eHbxUAAAAAIIuPj5et956a6RjAEBQJPdL1tNff1qP\n", "bXtMkvRiyYtaMnGJslOyQ/J5nQ7hAQCTMbkf7NBHYIc+gr6mt6ycafK5S7bAkM1/puaSwptt8Q2L\n", "lZfeMsdqg6tBTzufDtlnUUABAAAA+gh/V84EANNFOaL009k/9exvOrJJfzr+p5B8VqdDeADAZCaP\n", "+4QZ6COwQx9Bb3X27Fm9/fbbPo/dfvvtGjVqlGc/NjbW9jjeK2m0/o+yCfuzZs0yKk9P2m9lSh7v\n", "6zD9jd9noPsNRxp0y6Bb9GH1h5KkJzY/oZU3rNTcm+d2mC8QnS5jHCosYwyJZYx70mf1xiU2eyOW\n", "4e0e2i9wvWnJWm8sYxy43tQnetsyxhUVFcrKalmWeNOmTbr99ts7fC3f2QH0JJV1lZr+2nRdarok\n", "Sfrp7J/qOznfafO6kC1jDAAmM3ncJ8xAH4Ed+gj6moqKCr3zzjt65513dP3110c6TsBMPnfJFhiy\n", "+c/UXFJksg0bMExPTX9KkrTgugX61phvBf0zGMIDAAAA9BGsnAmgN/vOlO9o2rBp+tq/Brd8AAAJ\n", "9UlEQVTwr4Xk+NyBAqDHYu4C2KGPwA59BOiZTD53yRYYsvnP1FxS5LL1i+kXsuKJRAEFAAAAAADA\n", "FgUUAD2WyeM+YQb6COzQR4CeyeRzl2yBIZv/TM0lmZ2tOyigAAAAAAAA2KCAAqDHMnncJ8xAH4Ed\n", "+gjQM5l87pItMGTzn6m5JLOzdQcFFAAAAAAAABsUUAD0WL11bCWChz4CO/QRoGcy+dwlW2DI5j9T\n", "c0lmZ+sOCigAAAAAAAA2KKAA6LF669hKBA99BHboI0DPZPK5S7bAkM1/puaSzM7WHRRQAAAAAAAA\n", "bFBAAdBj9daxlQge+gjs0EeAnsnkc5dsgSGb/0zNJZmdrTsooAAAAAAAANiggAKgx+qtYysRPPQR\n", "2KGPAD2Tyecu2QJDNv+ZmksyO1t3UEABAAAAAACwQQEFQI/VW8dWInjoI7BDHwF6JpPPXbIFhmz+\n", "MzWXZHa27qCAAgAAAAAAYIMCCoAeq7eOrUTw0Edghz4C9Ewmn7tkCwzZ/GdqLsnsbN1BAQUAAAAA\n", "AMAGBRQAPVZvHVuJ4KGPwA59BL2Z2+2Wy+WKdIyQMPncJVtgyOY/U3NJZmfrjpjOnqysrFRhYaGi\n", "o6M1Z84cZWRkBOW1AAAAAEJn8+bNKi8v18KFC5WZmel5nO/sABC4Tu9AKSoq0pIlS3T//ffrs88+\n", "6/RA/rwWAIKht46tRPDQR2CHPoLeqqCgQHPnzm3zeG/5zm7yuUu2wJDNf6bmkszO1h2dFlASEhI8\n", "23FxcZ0eyJ/XAgAAAAg/vrMDQOA6HcJjWZZnOzY2ttMD+fNaQJKmZ07XMzc/0+5zjQ2NiusXnH/U\n", "Z2bOVF1TXVCOBbM4nc5eW91GcNBHYIc+gr6mt3xnN/ncJVtgyOY/U3NJZmfrDoflfRW9xubNm1VQ\n", "UCBJ2rZtm+bPn9/hgfx57a5du3ThwoVAMwMAAABhkZqaqqlTp0Y6RofOnj2rt99+2+ex22+/XaNG\n", "jVJZWZlSU1N95kDhOzuAvq471/VO70C5cuWKpJZKdeu2JO3fv19RUVGaOHGi7WvbY/I/QgAAAEBP\n", "kZaWpu9973tdfj3f2QEgcJ0WUPLz87V69WpZluVTnd65c6ccDodPAaWj1wIAAAAIr23btqm8vFzx\n", "8fHKzs7W7NmzJfGdHQC6o9MhPAAAAAAAALBZhQcAAAAAAAAUUAAAAAAAAGyFvYDidrvlcrnC/bEA\n", "AAB8D4GtvtZH2vt5TWkDU3K0h2yBIVtgyOa/UOWK/uEPf/jDoB+1A5s3b9bWrVs1cuRIJSUleR6v\n", "rKzU+vXrVVZWpsGDB/s8h75r48aN+stf/qIDBw6oqalJ6enpkY4EQ3DNgB2uH2hPe99DuJ7AW3t9\n", "pDdfT9r7eTv6vh7udmgvR2lpqZxOp0pLS5WcnKzk5GRJ4T+P/clmQrvt2LFDxcXFOnDggC5fvuxZ\n", "1tqEdusomwntJrWsWvVv//ZvGjt2bMT+3fAnmwnt1lGGcLabP7n8bjMrzEpLS62TJ0/6PLZ+/XrP\n", "9rp168IdCYbasmVLpCPAUFwzYIfrBzpy7fcQrie41rV9pLdfT9r7bt7eY5Foh2tzfPTRR57t9957\n", "z7MdifO4q9lMaDdvf/jDHzzbJrSbN+9sprTbBx98YO3atSvi/250NZsJ7dZRhnC3W1dz+dtmnS5j\n", "HC4JCQme7bi4uAgmgUlcLpfWrl0ry7I0evRo5eXlRToSDME1A3a4fqCruJ7ADteTFia0Q+tSzNcy\n", "4TzuKJsJ7SZJx44d05o1a3TXXXd5HjOh3aT2s5nQbufPn1dCQoLi4+N9Hjeh3TrKZkK7dZQh0u3W\n", "US5/28yIAorltZJybGxsBJPAJAUFBZ7tDz74IIJJYBquGbDD9QNdxfUEdrietDCpHbZu3arp06d7\n", "9k06j6/NZkq7ZWdn65FHHtH69es1ZswYSea0W3vZTGg3p9Op2267TQcOHPB53IR26yibCe3WUYZI\n", "t1tHufxts5AUUM6ePau3337b57Hbb79do0aNavf13pO7OByOUESCwbrSXyL9jyHMwjUD/uD6gc5w\n", "PYE/uJ60iGQ7fPTRRxo3bpzS0tI8j5lyHreXzVuk+098fLzPvBOmtJvUNpu3SLVbVVWVNmzYoNOn\n", "Tys7O9szP4sJ7dZRNm+R7m/XZjCh3Vp11DZdabOQFFDS0tL0ve99r8uvv3LliqSWqlTrNvqOjvpL\n", "RUWFsrKyJEn19fXhjgWDcc2AHa4f6CquJ7DD9aSFCe3wySefKD09XdnZ2T6Pm3Aed5TNhHarrq7W\n", "oEGDJPneBWBCu3WUzYR2W7ZsmSSprKxMqampnsdNaLeOspnQbh1liHS7dZTL3zYL6xCebdu2qby8\n", "XPHx8crOzvaMFczPz9fq1atlWZbmz58fzkgwWEVFhYqKiiRJOTk5EU4Dk3DNgB2uH2hPe99DuJ7A\n", "W3t9pDdfT9r7eTv6vh7udrg2x4QJE7R9+3ZNmDBBBw4cUG1trZYuXSop/N8L/MkW6XabPXu2tm/f\n", "roaGBknStGnTPK+NdLt1ls2EdpNaCjxOp9PnLg8T2q2jbCa0W0cZwtlu/uTyt80clnepDwAAAAAA\n", "AG1ERToAAAAAAACA6SigAAAAAAAA2KCAAgAAAAAAYIMCCgAAAAAAgA0KKAAAAAAAADYooAAAAAAA\n", "ANiggAIAAAAACIri4mKtWrUq6Metrq7Wjh07gn5cwB8UUAAAAAAAQTFt2jSlpaUF/bjNzc1qbGwM\n", "+nEBf8REOgAAAAAAoPdwu91av369XC6X3G630tLSNHfuXFVXV2vLli3q37+/XC6XMjMzNWPGDM97\n", "1qxZo5iYGFmWpcTERH3jG9+QJJ0+fVpbt25VVVWVLly4IEmaOXOm0tPTI/Yzom9yWJZlRToEAAAA\n", "AKB3ePbZZ7Vs2TLPnSifffaZUlJS9Omnn2rJkiWKjY2VJO3YsUOZmZnKzs5uc4y3335b9913n2f/\n", "zJkzKi0t1dy5c8PxIwDt4g4UAAAAAEDQDB8+3GcYT25urrZs2aLKykq99957nsfdbrdiYmKUnZ2t\n", "hoYGbdmyRS6XS1FRUTpy5EgkogOdooACAAAAAAiakydP6uzZs54iyp49ezR+/Hg1Njbqtttu89yB\n", "IrXMbSJJ77//vubNm6fk5GRJUl1dnc8xo6Oj5XK5wvQTAO1jCA8AAAAAICiKi4vldDqVmZmp+Ph4\n", "NTU1aciQIZo9e7bq6uq0detWRUW1rGVSV1en/Px8jRkzRqWlpSorK1NsbKyam5t1+PBh5ebmqqCg\n", "wHPs1jlSoqKi1NTUpAULFigmhnsCED4UUAAAAAAAAGywjDEAAAAAAIANCigAAAAAAAA2KKAAAAAA\n", "AADYoIACAAAAAABggwIKAAAAAACADQooAAAAAAAANiigAAAAAAAA2Pj/JjKIU0GMhtIAAAAASUVO\n", "RK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 11\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mpid\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtask_pids\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 12\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 13\u001b[1;33m \u001b[0mtdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mphase_post_shift_sections\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpid\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m#(unfiltered)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 14\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[0mfirst_non_miss\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mtdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_failure\u001b[0m\u001b[1;33m==\u001b[0m\u001b[0mFalse\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\pandas\\core\\generic.pyc\u001b[0m in \u001b[0;36mxs\u001b[1;34m(self, key, axis, level, copy, drop_level)\u001b[0m\n\u001b[0;32m 1345\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mMultiIndex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1346\u001b[0m loc, new_index = self.index.get_loc_level(key,\n\u001b[1;32m-> 1347\u001b[1;33m drop_level=drop_level)\n\u001b[0m\u001b[0;32m 1348\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1349\u001b[0m \u001b[0mloc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\pandas\\core\\index.pyc\u001b[0m in \u001b[0;36mget_loc_level\u001b[1;34m(self, key, level, drop_level)\u001b[0m\n\u001b[0;32m 3394\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mnew_index\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3395\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3396\u001b[1;33m \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlevel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mtuple\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3397\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlevel\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3398\u001b[0m raise AssertionError('Key for location must have same '\n", "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "t = long_name['phase5t']\n", "\n", "for pid in task_pids[t]:\n", " \n", " tdf = phase_post_shift_sections[t].xs(pid) #(unfiltered)\n", " \n", " first_non_miss = tdf[tdf.is_failure==False]\n", " first_beat_tapped = min(first_non_miss.index)\n", " \n", " n = 12\n", " after_first_n = tdf.ix[first_beat_tapped + n:] \n", " missed_beats_count = len(after_first_n[after_first_n.is_failure==True])\n", " sdf = after_first_n.dev_perc\n", " \n", " full_count = len(after_first_n)\n", " \n", " filt_df = sdf[(sdf >= -35) & (sdf <= 20)]\n", " \n", " filt_count = len(sdf) - len(filt_df)\n", " good_count = len(filt_df)\n", " \n", " pct_retained = 100 * good_count / full_count\n", " print(str(pct_retained) + '%')\n", " if pct_retained < 75: print(\"\\n\\n\\n!!!!\\n\")\n", " \n", " sideplots(title = \"P. {} - misses: {} - filtered out: {} - OK: {}\".format(pid, \n", " missed_beats_count, \n", " filt_count,\n", " good_count),\n", " serieslist=[sdf, filt_df], \n", " namelist=['raw', 'filtered'],\n", " figsize=(19,6))\n", " #if pid == '020': break" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#iso5t2: -30 to 30 looks good\n", "\n", "#iso8t2: \n", " #p. 49 mostly halfway between beats sometimes...\n", " #p. 55 consistently tapping halfway between beats\n", "\n", "#lin5t:\n", " #p. 089 switches to half-beat tapping for the last portion of the trial\n", " #switching to +/- 25%\n", "\n", "#lin8t:\n", " #p. 073 used half-taps\n", " \n", "#iso5j (jitters):\n", " #switching to -35 to +20\n", " \n", "#pid='015'" ] }, { "cell_type": "code", "execution_count": 151, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "66%\n", "\n", "\n", "\n", "!!!!\n", "\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABEoAAAGcCAYAAADOGUV1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd8U1X/B/BPmnTQ3dKWVaDsJQIFKUItewtCBZSl4HoA\n", "UVQc+PiooCKOBxEVUOHHoyJUEAsCshEqYUtlPywpow9FVjddSc7vj9gMkrZJmtzcpp/368Xr1ST3\n", "5p6Tc+8l55tzvkchhBAgIiIiIiIiIiJ4ubsARERERERERERywUAJEREREREREdHfGCghIiIiIiIi\n", "IvobAyVERERERERERH9joISIiIiIiIiI6G8MlBCRLJw5cwZchIuIiIiIiNyNgRIicpovvvgCTZs2\n", "RWhoKDp16oSNGzeWu/2pU6fwzjvv4N5770WrVq1QUlJS4TFmzpyJgIAAhIWFmf2LjIzEvn37nFWV\n", "KqVHjx6YOHGiu4tRrdy+fRtvvfUW7rnnHtSsWRPR0dH4+eef3V2sStm0aRO6dOmCiIgI1KlTBy1b\n", "tkTv3r1x9erVMvex9dz7448/UKtWLYSFhSEkJAT333+/M4te5c2aNQthYWFQKpUoLi52d3E8ztGj\n", "RzFu3Dg0btwYERERaNOmDT744AMUFhbatP/p06fx9NNPIyYmBqGhobjnnnvw559/urjUVJEePXog\n", "JCTE4vtAWFgYAgIC8Prrr5e578WLF/HQQw8hPDwctWvXxuTJk5GTkyNh6YlI7hgoIZI5nU6HVq1a\n", "ISgoCL6+voYvAeHh4YiMjMTo0aORlpbm7mLi3//+N1atWoUdO3YgKysLixYtwtSpU7F161ar2y9a\n", "tAijRo2CEAIrVqxAw4YNbTqOQqHAvHnzkJmZafbvxo0b1bbzpVAooFAo3F2MauPXX3/FfffdB39/\n", "f2zduhW3bt3CyZMn0b17d3cXzWFqtRqvvPIKvvzyS9y8eRMZGRk4dOgQFi5ciNq1a5e5n63nXocO\n", "HfDXX38hMzMTx44ds7lcN27cwPDhw23evqp6++23kZmZiQYNGri7KA6Rcztt2rQJTzzxBMaNG4fT\n", "p0/j5s2b2LJlC/7880889NBDFe4/d+5cDBs2DD169MCJEyeQlZWFrVu3Vsm2KioqwgcffIA2bdog\n", "PDwcTZs2xbRp05CRkWGx7ZNPPmkI3oWFhSEmJga3b98GAPzyyy8IDw+Hl5cXgoODoVarpa4KAECp\n", "VOLw4cMW3wcyMzPx/vvvIzAw0Op+mZmZ6NWrF4YMGYKbN2/izz//RGBgIB588EGJa0BEsiaIqErY\n", "tWuXGD16tNlzubm5YtGiRaJhw4bi/PnzbiqZENeuXRMRERHi5s2bZs/v3r1bxMbG2vQeMTExoqio\n", "qMLtZs6cKb788kuHyumprly5Iq5du+buYlQL+/btEy1bthRnz551d1Gcatq0aWLlypV27+fIuZeW\n", "lia6dOli07YXL160eVtPYOt9UG7k3E55eXllfqZdunQRqampZe47b9480b9/f5GXl+eq4knm1q1b\n", "Ii4uTjz77LPi0qVLQgghcnJyxIIFC0TTpk3F4cOHre5Xu3Ztq8/PmTNHdO/eXeTk5LiszBU5dOiQ\n", "0Gg0Vl/r37+/2L9/v9XXpk2bJmbMmGHxfO/evcW6deucWkYiqrpU7g7UEJFthBAWOTwCAwMxadIk\n", "+Pr64pVXXkFycrJbyrZy5UoMHz4cNWvWNHs+Pj4eQggcOXIE7du3d0vZqoPo6Gh3F6Fa0Gg0mDJl\n", "CpKTk9GsWTN3F8epsrOzERISYvd+rj737r7nkTzJuZ0CAgLKfE2pVEKlsv5VOC0tDd988w327t0L\n", "f39/VxVPMuPGjcPDDz+MV155xfBcUFAQpkyZgnvvvRejRo3CkSNHyhyFUUoIgZdffhnnz5/Hli1b\n", "4Ovr6+qil6lTp05Wn8/Ly8OpU6cQFxdn8ZoQAklJSTh8+LDFa88//zz+7//+D0OGDHF6WYmo6uHU\n", "GyIPMHbsWPz2229uO/6hQ4cwYMAAq6/17dsXe/bscerx9u3bh7Fjx6JJkyaIiIhAjx49sHv3bqce\n", "w9XWrl2L0NBQxMbGYtasWYa582+99ZZh7nRYWBji4uJw4cIFi/1XrVqF8PBwhIWFISgoyOYcJfv3\n", "78fDDz+MevXqGebqv/XWW5g0aRL++OMPq/tcuXIFzz33HJo0aYLw8HA0adIEEydOxPz58zF//nyr\n", "+2RlZWHGjBlo0aIFQkJCEBkZiWHDhmH//v3lli8pKQndu3dHVFQUatWqhbi4OPznP/9Bnz59yt2v\n", "qKgIPXv2hJ+fX7nz0itj+/bt6NatG1q1auWS95fazZs30aBBA4SFhWHFihUYMWKE2Rz/5s2bQ6vV\n", "Wuzn6Llnjz179iAyMhLt2rXD77//bpF/oG7dumXmiLD33MvLy0OjRo3McoRotVrMnz8fLVu2RM2a\n", "NTFx4kTk5eVZ7Ltt2zb0798fNWvWREhICO655x689957KCgoKLNuZ86cwbhx41CvXj1ERkYiISEB\n", "GzZscOyDqsAvv/yCXr16ISIiAjVr1kTXrl2xfPlyi+1OnjyJqKgo1KhRA1999ZXZa8OGDUNYWBh8\n", "fX2xZcsWs9cq006lfvrpJwQHB6NJkyaS5f1IT0/HlClTEBUVhbZt21rd5quvvsKbb77pEUGSbdu2\n", "IT8/3yxIYio+Ph7Dhw8v835eSqPRYMKECbh58ybWrFlTYZDk7NmzaNSoEUJCQiTN4bR161b07dvX\n", "6mt//vknoqKirAZ5e/bsWeH/UURUjbhxNAsR2WHnzp3i0UcftfpaYWFhmcNjpdC/f39x6NAhq68t\n", "XLhQvPXWWxW+h61DzufPny/69Okjfv75Z3H79m2h0+nE1q1bRePGjcWOHTvsLrs7Xbx4USgUCtG3\n", "b19x/fp1cf36ddGkSRMREhIiFi5cKHQ6nfjxxx9F3759y32fzZs3iwkTJlR4vL1794oGDRqIn3/+\n", "2fBZZ2Zmii+++EL4+flZ/fyys7NFgwYNxLx580RmZqYQQoiioiKxYcMG0bBhQ/Hmm29a7JOeni5a\n", "t24t3njjDXHlyhUhhH6I948//ihatWolli5darV8H330kejWrZs4dOiQ0Gq1Qgj9NI2pU6cKhUJh\n", "eM6aQ4cOCYVCIRQKhQgKCqrws3DEc889J7Zu3SquX78unnzySVG3bl3RoEEDMXPmzHLLVhVMmDBB\n", "bNmyxe79bD33TLly6o2j516pmJgYcenSJZGQkCAefvhhcfbsWVFSUiI++eQTkZKSYrbt+++/L+67\n", "7z6xdetWUVBQIIQQ4syZM2Ly5MkiNjZWZGVlWbx/SkqKaNy4sVixYoXhGjx27JgYMGCAmD17tlOn\n", "3rzxxhsiLi5O/Pbbb4bnDh8+LPr16yeeeOIJq/uUN7WxvHOkMlNvBg8ebLh2586d69B72Gr69OnC\n", "x8dHKBQKMW7cOFFSUlLmtu3btxeFhYXijz/+EAMGDBARERGibdu2YtWqVS4toys88cQTFU6tu3z5\n", "smjTpo3F86XfLe7cuSOGDBkiXnzxRZuP+/HHHxvadsiQIfYVuhImTJgg1qxZY/W1vXv3ikGDBpW5\n", "b61atYROp3NV0YioCmGghKiKKC9QMnfuXDF+/HiJS2TUo0cPcebMGauvffPNN1bnAt+tsh0EtVot\n", "Wrdu7fD+7pCWliZiYmIMnSwhhJgxY4bF51VREGzTpk02dVZnzZpVZkfkn//8pzh16pTF87t27Srz\n", "C25ycrL45ptvLJ7v0aOHWLt2rdV9bty4IVq3bm31fOnZs2eZ+QKGDRtm9flSRUVFomfPnsLX11e8\n", "9tpr5W7rqKFDh4qUlBTRunVr8f7774usrCxx5coVMWLECDFx4kSXHFMqEyZMEJs3b7Z7P1vPPVP2\n", "BErs2VYIx8+9Ug0bNhQNGzYUn376abnH+fXXX0W3bt3Mrl1T8+bNE4899pjZc/n5+aJ58+bi5MmT\n", "FtvrdDoxcOBA4e3t7ZRAydq1a0XXrl1FcXGx1WMlJiaKL774wuK1igIlZZ0j9raTqZ9++kkEBweL\n", "Ro0aSZJrKy8vT6xcuVK0aNFCfPbZZ2Vu16hRI7Fv3z7RqFEj8dNPP4nCwkJx+PBh0bZtW/Htt9+6\n", "vJzO1KlTJ5Genl7hdo0aNbLI+VG7dm2RnZ0tHnjgAdG5c2dx584dm4977tw5ERMTI0JCQkRycrLd\n", "5XaEVqsV9evXF/n5+VZfL++7lBBVN08QETkfp94QVWGXLl0yrFTx4Ycfurs4btWtWzf4+vo6Zei2\n", "Wq22utyg6b/w8HAnlBqoXbs2/Pz8DI/9/PwQExNj13vYuuJN7969sXTpUuzdu9diSsXs2bOtTinp\n", "0KEDTp06hR9++AF37twxe2348OF4/PHHzZ47fvw4hBBlriYRERGB6dOnY+nSpRav9evXD++++y7O\n", "nTtn8dqaNWvKrZuPjw9+/fVXFBYW4oMPPih3W0dpNBo8/fTTmDx5Ml5//XWEhIQgOjoaK1euxOHD\n", "h50yZFvKc88Z5LTaUmXOvVIKhQKfffYZpk2bVu6xvvjiC7z33ntm166p559/Hvv27UNubq7huZ9+\n", "+gmDBw9G69atrR73k08+gUajKfe4tpo3bx4+++wzeHt7Wz3WggULMG/ePKccq7ISExORnZ2NCxcu\n", "oEmTJi4/XkBAAEaNGoUDBw5g4cKF+P33361ul52djfHjx2P16tVITEyEr68vYmNj8csvv+Cf//yn\n", "xf3QER988EGF1/vQoUMrfZzs7GyEhYVVuF14eDhu3rxp9lxBQQF69uyJQYMGITY21vB/gi2aNm2K\n", "tLQ0ZGVlSbYq0oEDB9CmTRuPmDJFRO7FZK5EVUhycrLZl52wsDCMHDkShw8fRlBQkNvK5ePjU+aX\n", "xuzsbMmSvTVr1gxXrlyp9Jft+Ph4ZGZmOqlU8tGtWzfMnz8fc+fOxcmTJ+Hj44PGjRujW7dueOqp\n", "p6x+kQ4ODsbmzZvx4YcfYvbs2dBqtahXrx46duyIJ554As2bNzfb/uTJkzhw4EC5X8qFEOjdu7fF\n", "8zNmzMCXX36JSZMm4cqVKwgODkaLFi3Qv39/jBkzpsyki1KJjIzEjRs3MHXqVLPnvby88NRTT2H9\n", "+vXo0qVLpY7hqeeeFCpz7pkqK9/S3ceqqOOn0Whw/vx5dOjQAQCQmpqKhISEMrcvzYfiDGfOnEHH\n", "jh3LfL00QHv79m1ZBd6kFBISgjfffBNfffWV1aSgwcHBGDZsGGJjY82er1+/PuLi4rBnz54y82DY\n", "asaMGZgxY0al3sMWISEhuH37doXBg8zMTERERJg9l5+fj+nTp2PMmDEAgM2bNyMxMRF79+6V5bmz\n", "fv36coNLPj4+5eYQysnJgY+PjyuKRkRVDAMlRFVIYmIikpKS3F0MC7Vq1UJaWprVlW0uX74sya+E\n", "gD6hZ40aNSQ5VlXVu3dvQ0expKQEp06dwrp163Dffffhl19+QYsWLSz2adq0KRYvXmx4fP78eezc\n", "uRMPPfQQ3nnnHYwcOdLwmr+/P/r27Yt169Y5VL5JkyZh0qRJAPRfWI8ePYpvv/0WCxcuxK5du8r8\n", "BV8KLVu2RMOGDa2+Fh0djRMnTkhcIjJV2XPP3mP9+uuvhiCIrYTMVoeR04ggd4iNjcWSJUusvtai\n", "RQsMHjzY6mvR0dEWIy/krH379ti/fz9GjBhR5jZXrlyBv78/lEql2fMRERGGIAmgDyROnToVr7/+\n", "ukXiXznYsGEDNm7cWObrpd9XrMnLy7OoPxFVX5x6Q0SVFh8fj23btll9bevWrWUu4edMWq0Wqamp\n", "aNOmjcuPJTeOdr68vb3Rrl07vPnmm5gzZw5mz55t035NmzbF008/jZ07d+K1114ze61Lly747bff\n", "kJ2d7VCZTAUHB+OBBx7AkiVL0LFjR6xYsaLS71kZ/fr1w/bt262+dunSpWq5TLOcOv7OPPcq8sAD\n", "D+Cnn36ya59OnTqVuzrZqVOncOvWrcoWDYC+k3/o0KEyX//f//6HwsJCi9E31S1wcuHChTKv2379\n", "+pX5/9rly5er1PX+yCOP4Isvvih3m88//9wsIFKeyZMnY9euXUhPT3dG8Zzm4sWLUCqV5bZN48aN\n", "kZmZiWvXrlm8tnnzZtx3332uLCIRVSEMlBBVEZX5ApucnIzg4GA0btwY58+fd2Kp9EaNGoW1a9da\n", "TBnYtWsXNBqN0754fP3111i9erXV15YsWYL7778fgYGBTjmWFMpqU3vb2tbt27dvX2bHVqFQoLCw\n", "0OL5UaNG4cyZM2W+591DmKOiojBu3Dg89dRTZe6Tn59vkRfgyJEjeOyxx8rcp6zylSpdHtjX19ci\n", "eOMsHTp0QFFREfbu3Wv2vE6nwzfffOOUXALu5Mg9xtX7hIWF2Rw8cPTcc8RLL72ERYsWITU1tcxt\n", "fv/9d7MpiYmJidi0aZPV/A46nQ7Tp093WqDipZdewgsvvIDi4mKrx5o6dSpeeukli9dq165ttQOZ\n", "np6O/fv3l1k+e9rpbq78/6mkpATJyclWXysuLsY777yDCRMmWH19zJgxWLFihUXg7cqVK/jjjz8q\n", "Pc1OSn369EFAQADmzJlj9fU9e/ZgzZo1FebmKaVUKjFp0qQKR5ScO3fOsDxwRXmmnKGiaTeA/v4z\n", "duxYLFy40OK1BQsWlPv/EBFVLwyUEFURlfnldunSpcjLy8PFixddMiw9NDQUU6ZMQWJiIq5cuQIA\n", "2L9/P5588kksWLDA5vepqI79+/fHhx9+iGeffdbwhTovLw+ffvopPvroI3z66aeOV8INyqqvvW1t\n", "6/bHjx/H6NGjcfz4ceh0OgD6HDLffvstpk2bZrXjdP36dYwdOxa//vorioqKAACFhYXYsWMHBg4c\n", "aDUo8cknnyA/Px8PPfQQUlNTDeW7dOkSFixYgPbt22Pfvn1m+2RlZWHlypWYNWuW4VdKIQT+97//\n", "4e2338bmzZvL/bXz+PHjSElJQUlJCRYtWmTT52EvhUKBL774Ao899hg2bNiAkpISZGRkYNy4cYiN\n", "jUW7du1cclwpCP0qeA7t58p9QkJCEBMTg3feeccQdLh9+zbWrl2LYcOG4e233zbb3pFzz5HyNWzY\n", "EN9//z0eeughfPXVV8jKygKgvzZSUlLw2GOPYcKECWaBxBo1amDJkiUYMmQIkpKSDNfT8ePHMWjQ\n", "IAD6QIUzRukMHToUvXr1QkJCAnbv3m243lNTUzFw4ECEh4djypQpFvsNGjQIy5Ytw7FjxwAA165d\n", "w7x583DfffchJyenzLLZ206mXPn/U+k1269fP0PgHgCOHTuGAQMGoHv37ujVq5fVfWvXro0XX3wR\n", "/fr1w7Fjx6DT6XDs2DEMHToU77zzjtVEuXL2/fff4+eff8bTTz9tmHqSk5ODhQsXYuLEifjxxx/t\n", "SoA6ceJELF++3CIxuKmff/4Zly5dQm5uLv7zn/9Uug4V2bBhA4YMGVLhdtOnT8d3332Hb775Blqt\n", "Fnl5eXjppZegUqnwyCOPuLycRFRFSLjCDhE5QKvVihYtWojAwEDh4+MjQkNDRWhoqIiMjCxzKdW7\n", "SbX84qeffiqaNGkiQkJCRGxsrNiyZUuZ2y5evFiEhYUZ6qNUKg1/h4aGitdff93qfsXFxeLjjz8W\n", "7du3F+Hh4SIqKkpMnDhRXL161VXVconk5GQREhIiVCqViImJMSxlOHPmTOHv7y9efPFFw7a1a9cW\n", "kZGR4tChQ0IIIbZv3y5q1qxp+KzuPjdCQ0PFlClTLI7Zu3dvsWnTJjFgwAARFRUlgoODRVRUlEhM\n", "TBSHDx+2Ws5HH31UpKSkiPHjx4v69euL0NBQERISIhISEsSqVavKrJ9WqxVff/216NKliwgPDxdh\n", "YWGiVatW4rnnnrO6POqRI0fECy+8IL744gvRuXNnER4eLgIDA0VMTIyYMmWK+Ouvv8r9PKVYHrjU\n", "wYMHRd++fUVYWJioVauWeOWVV6wuwyp3O3fuNJxHPj4+IjAw0OwcGjt2rMU+jpx758+fF7Vr1za8\n", "HhwcLLy9vc326du3b5nlvHnzpvjHP/4h6tevL8LCwkSDBg3EI488UuZyo/aee3PmzCnzPhQaGir+\n", "/e9/l1m2c+fOiSeeeEJER0cbzof+/fuLJUuWlHlOnDlzRowdO1bUqVNHhIeHiw4dOogFCxYIrVYr\n", "YmJiyvzsHbF+/XrRs2dPw+fQpUsX8f3335e7zy+//CJatWolQkJCRIMGDcRTTz0lTp48KSZMmCAC\n", "AwPL/DzsbadSUvz/tHr1ajF48GARFRUlwsLCRMeOHSv8HEotX75ctGvXTgQFBYnmzZuLpUuXuqSM\n", "UigqKhJz5swRrVq1EmFhYaJx48Zi2rRpVv//nDBhgtk10aBBA3Hr1i2zbUaOHCmCg4PFiBEjrB5P\n", "6uWBO3fubPO2586dE0OHDhVhYWEiMjJSTJ48WeTl5bmwdERU1SiEkNEEYyIiIiIiIiIiN+LUGyIi\n", "IiIiIiKivzFQQkRERERERET0NwZKiIiIiIiIiIj+xkAJEREREREREdHfGCghIiIiIiIiIvobAyVE\n", "RERERERERH9joISIiIiIiIiI6G8MlBARERERERER/Y2BEiIiIiIiIiKivzFQQkRERERERET0N+XM\n", "mTNnursQRESkt27dOkydOhX33nsvPvvsM+zduxd+fn7QaDSYN28eDhw4gO3bt0Oj0aBx48bIy8vD\n", "kCFDoFQq0bZtWwDAjh07MGXKFMTHxyM0NNTNNSIiIqLqgN9hyJOo3F0AIiIyGjp0KP744w/s3bsX\n", "77//vtlrs2bNMvw9c+ZM9OnTB4GBgRgzZgweeOAB7N69G+fPn8fEiRNx8OBBxMTESFx6IiIiqq74\n", "HYY8CQMlREQyNGXKFLPHFy9exPLly6FSqaBSqZCRkWF4rWvXrti3bx9OnToFAEhLS0Pjxo0lLS8R\n", "ERERwO8w5BkYKCEiqgIWLlyI999/HyqV/rb9r3/9y/Bas2bN8N1338HPzw8tWrTA4sWLMWnSJHcV\n", "lYiIiMiA32GoKlIIIUR5G+h0OgghoFQqpSoTEVG1NX/+fGzYsAF9+vQBAPTr1w8dOnTAkiVLcOPG\n", "DSgUChQVFeHQoUP4xz/+gSFDhgAAHn30Ubz66qto3bo1OnfujGPHjrmzGkRERFTN8DsMeZJyAyWb\n", "N2/GhQsXMGzYMNStWxcAcPLkSZw5cwY6nQ5dunRBdHS0ZIUlIiIiIiJLFy5cwOHDh+Hr64sBAwbg\n", "9u3b2LFjB5RKJbp37446deq4u4hERFVGuVNvBgwYYJgvVurWrVtITEwEAGzcuJGBEiIiIiIiN8rK\n", "ykJGRgZGjhxpeO7gwYMYO3YsAGDt2rUYNmyYu4pHRFTleNm7Q0JCgivKQUREREREDjhy5AgCAgKQ\n", "nJyMs2fPAgD8/f0Nr/v4+LiraEREVZLdgZJS27ZtQ+fOnZ1ZFiIiIiIistP169eRlZWFxMREnDt3\n", "zpBjsJS3t7cbS0dEVPU4tOpNSkoKmjVrhoiIiHK327p1K5PAEhEREZHshYaGomPHju4uhsNKR33X\n", "q1cPt2/fhlarNbymUCjK3I/f14nIU1Xmvm53oGT37t2oVasWYmJiKtxWqVQiNjbWkXKRjKjVasTH\n", "x7u7GOQEbEvPwHb0DGxHz8G29AypqanuLoLDmjdvjgsXLqBp06bIzMxEmzZtUFBQAAAQQhj+tsbT\n", "vq972vXI+sgb6yNvlbmvlxso2b59Oy5cuAA/Pz/ExMSgZcuW2LNnD1q2bInTp08jNzcX48ePd/jg\n", "RERERERUOe3bt8fq1atx/PhxREZGwtvbG3FxcUhKSoIQwrBcKxER2abc5YEra8eOHR4VoSYiIiIi\n", "z5SamorevXu7uxiS4/d1IvJUlbmvO5zMlYiIiIiIiIjI0zBQQhVSq9XuLgI5CdvSM7AdPQPb0XOw\n", "LYnkw9OuR9ZH3lgfz8VACRERERERERHR35ijhIiIiIiqPeYoISLyLMxRQkRERERERETkBAyUUIU4\n", "V81zsC09A9vRM7AdPQfbkkg+PO16ZH3kjfXxXCp3F4CIiIiIiEgOdDpg/34VfvzRB6GhAm+/XeDu\n", "IhGRGzBHCRF5lIsXvZCerpDseNHRAjExOsmOR0RErsEcJdVbcTHw6ad++P57H6SnKwEAoaE6nD6d\n", "DR8fNxeOiBxSmfs6R5QQkUdJT1dg6NBgyY63bl0OYmIkOxwRERG5wP/9ny8++KCG2XNZWV7YtUuF\n", "fv00bioVEZlKS/PCO+/UQOPGWkyfXgh/f9cdizlKqEKcq+Y52Jaege3oGdiOnoNtSSQfjl6PFy4Y\n", "u0WhoTpMnFiEjRtz0KePe4MknnZ/YX3kzR31KS4Gnn3WHw0bhuLBBwMxd64fUlOV0Gott/30Uz/8\n", "/LMP5s2rgR49gnHtmutGkTNQQkRERERE1VpxsbHD9fbbBZg79w66dNHCi70lIpcpKgImTAhAUpIv\n", "cnMV2LvXG7Nn10CfPsEYMybQYvtLl4wX5PnzSvTpE4zjx5UuKRsvfapQfHy8u4tATsK29AxsR8/A\n", "dvQcbEsi+XD0eiwpMf4tp5wknnZ/YX3kTcr6FBUBjz8egM2brV9wnTtbjua6O7vq1ateGDQoCAcO\n", "OD9YwhwlRERERERUrRUVGUeU+Pi4bK0LIgJQWAg8/nggtm3zNjw3dWoh2rbVYudOFXbu9EbPniUW\n", "+5mO/CrVqJEWbdpYmadTSRxRQhXytLl31Rnb0jOwHT0D29FzsC2J5MPR61GuI0o87f7C+sibVPUp\n", "KFDg6lVj0GP69ALMmlWAkSOLsXDhHZw6lY0OHSyDH6bX6YIF+YiL02DFijwEWs7SqbQKR5TodDoI\n", "IaBUumbuDxERERERkTuZjyhxY0GIqoGwMIG1a/Pw0EOBGDSoBK+/XgiFyWARRRk5WouLjX+3bavF\n", "xo25ZW5bWeUGSjZv3owLFy5g2LBhqFu3LgDg2rVr2LFjB5RKJbp37446deq4pmQkG5429646Y1t6\n", "BrajZ2A7eg62JblbQUEBPv30Uzz++OPV/ju7o9ejaQdMTlNvPO3+wvrIm5T1qVlTYMuWXPj7lx0Y\n", "uZvp1BtHtCZ0AAAgAElEQVRvb+GyIAlQwdSbAQMGoEePHmbPHTx4EGPHjsWjjz6KAwcOuK5kRERE\n", "RERUoZSUFPTv39/sOX5nt49cp94QebKAANuDJIC016ndOUr8/f0Nf/vwLlIteNrcu+qMbekZ2I6e\n", "ge3oOdiW5E6ZmZnw9/eHn5+f2fPV9Tu7o9ej6dQbb2/5jCjxtPsL6yNvcq+PlNep3aveCJM1eby9\n", "vcvZUk+tVhuG8JR+8HxctR6Xkkt5+Njxx8ePH5f0eCpVc2g0+qG+2dk5AICQkGCXPvb1DYGUVCpA\n", "rVZKVr82bYIAyON84uOqdT3yseseHz9+XFbl4WPHHpsGFqoStVqNwYMH4/Tp02bP2/OdXa32nO/r\n", "jl6PJSUDDZ/Hf/97BJ07t63S9ZHrY9ZH3o/lXp/8/BIAvgD0I0oq2r4yFELcvRqxuVOnTiE0NNQw\n", "33Hz5s0YMGAAAGD79u3o06dPmfvu2LEDsbGxlS4kEVVNarUSQ4cGS3rMZctyMX58kMceb926HMTH\n", "O38JNCKi6i41NRW9e/d2dzHstmTJEkREROD69euIiYlBv379ANj+nZ3f1/Xuvz8YZ87oF69Qq7PR\n", "urXOzSUiors1ahSC7Gz9pJgLF7IQGlr+qJLK3NdV9u5QUFAAQB+lLv2biIiIiIik99RTTwEw/rhZ\n", "it/Z7cMcJUTyV1Ii3dSbcnOUbN++HWq1Gtu3b8dvv/0GAIiLi0NSUhKSkpIQFxfn0sKRPJQOYaKq\n", "j23pGdiOnoHt6DnYluRut2/fhlqtxokTJwzPVdfv7I5ej6ar3vj6OqkwTuBp9xfWR97kXh/z1alc\n", "e6xyR5RYG6JXt25djB492mUFIiIiIiIi24WHh+OZZ54xe47f2e1z97KjRCQvOh2g0eivU4VCQGX3\n", "3Bj72L3qDVU/zkiGQ/LAtvQMbEfPwHb0HGxLIvlw9HqU64gST7u/sD7yJuf63D09zp5lhR3BQAkR\n", "EREREVVrHFFCJG9FRca/bVh8t9IYKKEKyX2uGtmObekZ2I6ege3oOdiWRPLhjBwlckrm6mn3F9ZH\n", "3uRcH9NErj4+rg9mMlBCRERERETVlmnuA0CaX6uJyD5SBzMZKKEKyXmuGtmHbekZ2I6ege3oOdiW\n", "RPLhyPVo3gETLs99YA9Pu7+wPvIm5/pIuTQwwEAJERERERFVY3KddkNERlJfpy5eVKf6SE9X4MIF\n", "6eJONWsKBAToj+tq2dk5CAkJRnS0QEyMzuXHI9dRq9WyjhSTbdiOnoHt6DnYlkTy4cj1aJrIVYrc\n", "B/bwtPsL6yNvcq6PaaBEiulxDJQ4yc2bCgwbFizZ8V5+uQAJCSUYOlSKY+qPsW5dDmJiJDgcERER\n", "EZFEOKKESP5Mp974+nLqDRE5kVwjxGQftqNnYDt6DrYlkXw4cj1KvZqGPTzt/sL6yJuc6yP1iBIG\n", "SoiIiIiIqNoqKjL+zRElRPIk9RQ5BkqIqhE5r41OtmM7ega2o+dgWxLJhyPXo5xHlHja/YX1kTc5\n", "14cjSoiIiIiIiCTCHCVE8ldSYvxbiuuUgRKiakTO8w7JdmxHz8B29BxsSyL5cOR6NJ16I8Uv1fbw\n", "tPsL6yNvcq4Pp94QERERERFJROrVNIjIflVi6k1aWhpWr16NVatW4cqVK84uExG5iJznHZLt2I6e\n", "ge3oOdiW5G4nT55EcnIyVq9ejfT0dADAtWvXsHz5cvzwww/IyMhwcwml48j1KOcRJZ52f2F95E3O\n", "9ZE6l5DKkZ1Onz6NESNGAAA2btyI+vXrO7VQRERERERkm1u3biExMRGA/rt5dHQ0Dh48iLFjxwIA\n", "1q5di2HDhrmziLIm52SuRKQndS4hhwIlWq0WOp0OQggIwZsJUVUh53mHZDu2o2dgO3oOtiW5W0JC\n", "gsVz/v7+hr99qlGGUkeuRzknc/W0+wvrI29yro/UOUocCpTcc889+PjjjwEA48ePd2qBiIiIiIjI\n", "ftu2bUPnzp0BwOzHTG+5zSeRGfMOmBsLQkRlkjpHiUOBkqNHj+K1116DTqfDhg0bMHTo0DK3VavV\n", "hshU6ZwnT30stZycXADBkh1PpyvGL78UIiREf8zs7BwAcNljlSoDGs1Z2bSvJzw+fvw4Jk+eLNnx\n", "srM7QMpztLownT8qp/OLj+V9PfKx6x4vWrQIbdu2ddn7799/HbduBUj2/292dg5q1sxHly5Rsvh8\n", "pXpsOgKjKkpJSUGzZs0QEREBQD8CvJRCoShrNwCe9X3dkevx5Mn6ANoDALKyrkGtPlql6yPnx6yP\n", "vB/LuT7WlgeuaP/KUAgH5s5s2rQJAwcOtPj7bjt27EBsbGzlSlhFHDnihV69QiQ73ssvFyAhoQRD\n", "h0rXCV22LBfjxwdJdrx163IQH6+teEOymekXIWmOp5T0HAWkP0/dcV0AKZK2I7mG1NcjuY6r29Id\n", "99Lq+H9wamoqevfu7e5iOGT37t2IjIxEy5YtDc+tWbMGw4cPhxACGzZswJAhQ6zu62nf1x25Hv/z\n", "Hx9Mnx4AAHj88SLMm3fHFUVziKf9X8H6yJuc6/Pvf/vh/fdrAACmTy/AG28UVrhPZe7rKkd2atSo\n", "EZKTkwEAbdq0cejARCQ9ud74yD5sR8/AdvQcbEtyp+vXr2PPnj1o2bIlTp8+jdzcXIwfPx5xcXFI\n", "SkqCEAJ9+vRxdzEl48j1KHXuA3t42v2F9ZE3OdenSky9admypVnEmoiIiIiIpBcVFYUZM2ZYPF+3\n", "bl2MHj3aDSWqeuSczJWI9KRencrL5UcgItkonbdHVRvb0TOwHT0H25JIPhy5HuU8osTT7i+sj7zJ\n", "uT5SjyhhoISIiIiIiKotjiix32uv1UB8fBB273ZoggKR3UyTufr6uv54DJQQVSNynndItmM7ega2\n", "o+dgWxLJR+VzlDizNJUnx/vLf//rhcWL/XDqlApTp/pDa0feZ1fV59IlL7zxRg1s2SLtUthybJ/K\n", "kHN9ioqM16m3N6feEBERERERuYz5kH55Tb2Ro6tXjV3IK1eUkgcnrPnHPwKwaJEfxo8PQFoau7ie\n", "yNrywK7Es4ioGpHzvEOyHdvRM7AdPQfbkkg+HLkepR7Sbw853l8yMxVmjxcvtv1Dc0Z9fv7ZGyNG\n", "BBoCNH/+6YWDB/VTgDQaBVaulG5YkBzbpzIcrU9WlgLvv++HH37wgXBRrFHqXEKcVEZERERERNWW\n", "1EP6q7rMTPPf2lNSvHHmjBdatNC5/NhFRcBzzwUgL0+B/ftVOHo0Gz/9ZB4Y+fFHH7z2WiEUijLe\n", "hJxuzhw/LF7sBwAoLAQmTCiuYA/7MZkrEbmMnOcdku3Yjp6B7eg52JZE8uHI9Sj1kH57yPH+cvu2\n", "ZQTi//7PtlElla3PxYteyMvTH//OHQWWLPG1CJSkpSlx6JCyUsexlRzbpzIcrc+RI8bxF6+/7o+T\n", "J53/+Ut9nXJECZGJixe9kJ4uXfg5OlogJsb10XciIiIiss50RImvL0eUVOTuqTcA8MMPvvjXvwoQ\n", "HOzaY1+4YN4B//xzP9y5Y1meH3/0QefOBa4tDBlcuWIcf1FUpMATTwRgx44cBAY67ximU2+kGPnF\n", "QAmRifR0BYYOdfEd3sS6dTmIiZHscFCr1R4X+a6O2I6ege3oOdiWRPLhyPVo+ku1FEP67SHH+0tW\n", "lmVgIi9PgfXrfTB2bPlTLipbnwsXzCdEmAZJmjbV4vx5fSAlOdkHs2cXuHzkgRzbpzIcqU9hIXDt\n", "mnm7nDunxCuv+GPhwjtOmwLFZK5EREREREQSMc19ILdkrnJ0+7axC9mli7H3unu363+Dv3tEialZ\n", "swoQHa1fqzgz0wvbt8ss6uWh0tON54NKZRzpsXKlL3791XnnhOnILymSuTJQQlSNeFLEuzpjO3oG\n", "tqPnYFsSyYcj16Ock7nK8f5iOvVm6FDTQIl3hSueVLY+d48oKRUaqkPv3iUYOdIY9Zoxowb27XNt\n", "8EaO7VMZjtTn8mVjm8TFaTB6dBG8vQVmz76DXr00TisbR5QQERERERFJRM7JXOXIdOpNQkIJgoL0\n", "0ZGMDK8yAxnOYvr+w4cbgyLDhpXAxwcYPbrYEOxKT1diyJBAzJnj57Ila8k8UNKggQ4ffXQHW7fm\n", "YvLkIqeuPGQ68ouBEiJyKk9b6726Yjt6Braj52BbEsmHI9ejaZJIKYb020OO9xfTVW8iIwW6drV9\n", "+k1l6lNYaJzm4eUl8MkndzB6dBEGDizGjBn6xK1Nm+qwdGk+QkP1iyXodAp8/HEN/PSTa6bhyLF9\n", "KsOR+pgmcq1fX4eAAKBdO60ziwUAKCmRduQXAyVERERERFRtSf1LdVWm05mPKAkLE4iPN06v2L3b\n", "dXlBLl70ghD6Y0dH6xASIrBgwR0sX56PqChjx3nw4BLs3p2D+HhjAOff/64BHReadInLl415Yxo0\n", "cN2HXGVGlFy4cAE//vgj1q1bh+Li8rMbE5E8eNo8yuqK7egZ2I6eg21JcnXt2jUsX74cP/zwAzIy\n", "MtxdHEk4cj3KeUSJ3O4vOTkKQ7AiKEhApQISEoyBkj17VOVOc6lMfdLSjB3yxo3L75DXqyfw7bf5\n", "CAzUF+bsWSU2bHB+EEdu7VNZFdWnqAiYO9cPXbsG48MP/QBYTr1xFamXB3YoUJKVlYWMjAyMHDkS\n", "Q4cOhQ9Dr0REREREsnLw4EGMHTsWjz76KA4cOODu4sgWR5TYznTaTViYvlPcpo3W8Pf16144c8Y1\n", "kxb+/NP4vk2aVDy1IyxM4KmnCg2P585lrpLK2LVLhfj4YMyeXQOnTyvx4Yc1cPGil9nUG1cGSqpE\n", "MtcjR44gICAAycnJOHv2rLPLREQu4mnzKKsrtqNnYDt6DrYlyZW/v7/h7+ryw6ZjOUqMf8vtY5Lb\n", "/cV0xZvwcH3UwcsL6NbNOKpErS575EZl6mO6NHCjRrZ1yKdMKUKNGvpyHj+uwrZtzl0FR27tU1ll\n", "1ScpyQeJiUH480/z5Zl37VLh2jV9SEGpFKhbt5pPvbl+/TqysrKQmJiIc+fOQccJX0REREREsiJM\n", "fj739nZd7oiqzjRJpNym3siNaaAkNNT4WZnmKfntN9csyZuWZjqixLb+Z0SEwIQJRYbHn3xSw+nl\n", "8hQFBcCVK4HIyFCgyPiRQa1W4YUX/K3us3q1MWJRt64OKheuxiz1FDmHq5KQkAAAqFevHm7fvo2I\n", "iAir26nVasNcp9IIlac+llpOTi6AYMmOp9E4P3txebKzc6BW/yFpe2Znd4CUn6lOVwy1Wn+Dyc7O\n", "AQCEhAS77HHNms0Nx/bEz7O6iI+Pd/v9jo+d87iUXMrDx47//+/K7zv6+7m091L9MQNsKp+nPDYd\n", "feEptFrjdzdFOet0etL3dUfqk5/fH4D++1hq6n4EB5dU6fq48vH+/ecAxALQT20xvp5gKO/WrUr8\n", "+qsKvXppzPYvKQFu3PBzuD6mU28aN9bavH/nzr5YvLgvNBoFDh5UYfPm/RgwoItTPo/S5+TSPo4+\n", "btbsAfTtG4T09J6GesXEaNGy5RWo1XUNwcSYmGyMGnUOH33UCQCwd68xANuggc6l5bU2osSW9nGU\n", "Qgj7Z2odOXIEgYGBaNq0KXbu3In4+HirUeodO3YgNja20oWsCo4c8UKvXiGSHe/llwuQkFCCoUOl\n", "++K0bFkuxo8Pkux469blID5e2uCMWq3kZ+pEUn+egPSfqae3IRG5nzvupdXxXpOamorevXu7uxhO\n", "tWbNGgwfPhxCCGzYsAFDhgyx2EZO39fz84Gvv/bDrVsKvPdegWTHrV8/FPn5+o7g5cuZCAyU7NBV\n", "ztdf+2LGDH1Q8cknC/Hxx/p2EgLo1i0Yp0/rp2Z4ewt8/XU+HnpIn1giPx/o2TMY588rMWvWHTz3\n", "XJH1A5ShsBCoVy8UQijg5SVw9WqWXdMvevUKwpEjKgBAcnIuevTQ2HV8Tzdpkj9WrfItd5tatXTY\n", "ti0HNWsKxMSEmo3EAoDRo4uwYMEdl5RPqwUiI8MA6JeGvnkzy6b9KnNfd2jqTfv27XHkyBGsWbMG\n", "3t7eHMpHVEWUjjKhqu3u0QhUNbEdPQfbkuQqLi4OSUlJSEpKQlxcnLuLU66//lKgY8cQvPtuDXz5\n", "pS/OnXMsIagj16PpNAPmKClfWVNvFApg2bI8REfrA6wlJQo8+WQAdu7UByc2bvTB+fP6IMrixeV3\n", "yK0xXRq4fn2d3e0UG2sMjKSmqixez85W4PRpL7uTvcqtfRyxd6/KLEgSGamDUmn+QdSoIbB8eR6i\n", "owVq1ADat7cMpNev7zn5SYBKLA88YsQIDB8+3CnDWoiIiIiIyLnq1q2L0aNHY8yYMYiKinJ3ccpV\n", "q5ZAq1b6zpdOp8CcOdLkktDpAI3GdNlRSQ5bZZkGSsLCzDvTTZrosHFjLpo1M7bjZ5/pl5DduNH4\n", "waanK82WlLWFaSLXipYGtiY21tixT001T0h66ZIXunYNRteuIfjkEz+737sq02iAV181Xmvdul3F\n", "mTPZ+N//srBuXS6mTSvEkCHF+PHHPLPPsEsXyxE5Uq14I9U16pq1m4hIlkrzlVDVxgC1Z2A7eg62\n", "JZFz/Otfxuk2a9f64NgxZTlbW2fv9Wi+5KhAOalc3EJu9xdrq96Yio4WWL06DwqF/rXfflPh0iUv\n", "7Nhh3rvds8dyVEd57F0a+G6mI0oOH1YZRo5oNMAzzwQgI0P//vPn+yEvz/b3lVv72EOnAz780A+n\n", "TunbIiBA4Msv9dOqfHyA+HgN3n67AN9+m4+uXc0DI1IHSqRO5AowUEJERERERDLQsaMWgwcbx9jP\n", "nu36USVynnYjR7dvG7uPd48oKVW/vg6lq+AIocCLL/ojL888ArV3r72BEvuXBjbVrJkOgYH68v71\n", "lxf+9z99eT7+2A+HDhnLkpenwNq1nn8inD7thUGDgjB3rvEae/nlAtSrZ1sQonNnqQMlxr9lP/WG\n", "iKoe5ijxDJ4wH5bYjp6EbUnkPP/8Z4FhNMK2bd7Yv7/iUSU6k/6ZvdejaUJKb2/5LQ0st/uLeY6S\n", "sjvGI0YYe7a7dlnOlbA3UHLihPE8aNnS/hElSiXQoYN5npL9+5WYO9dyqs1339meQ+Xu9vn+ex88\n", "+GAglizxtTvfiVROnFCid+9gHDxobIOOHTWYPLnI5vOtZk2B5s2N7aBUCtStK82IEqmuUwZKiIiI\n", "iIhIFlq10mHUKGMn+4MPyh9V8uOPPmjcOAQjRgRC68BCTaYjSnztzzFa7WRllT/1ptTQoSXlTpFI\n", "S1Pi6lXb5jmVlAAnTxoDJe3aObYil2mOjQMHVHj++QDodPoydOqkMXTAf/9dhVOn7O8mr1/vjeef\n", "D8Devd549VV/jBkTgNu3ZTaXC8Ann/ihoEBfLpVK4OWXC7B+fa7dIzVMp9/UrauDyr7Yl11MR5RI\n", "dZ0yUEJUjTBHiWeoyvNhyYjt6DnYlkTO9dprhYZVN377zbvMFXCOHVPiuef8kZPjhV9/9cauXSoH\n", "cpTIe0SJ3O4vph3/sqbeAEBIiEC/fiVmz0VE6NCtm/G5ffts61mfOaNEUVHpijfacgM05THNU7J0\n", "qa9hFZ6gIIGlS/MwaJCxbMuW2dYbL22fixe98Nxz/mavbdnig4SEYFy8KJ8u982bCvzyi3GEz7p1\n", "ufjnPwvh9/fAGnvON9NAiSun3QDuuU7l02pERERERFTtxcToMGCAsdP67beWnda8PODJJwPMhuSb\n", "jjqwlTt+qa6qtFr9MrqlTJcHtmbkyGKzx/37lxhylwDAnj22LV9y9GjlR5MA5oGS0sALAEyfXoDo\n", "aIHHHjMOL1q1ygeFhba9b1ER8MQTAcjJ0XetQ0KMQYOrV73w1lvSrOBkix9+8DEEHTp10qBLF8c/\n", "z0GDitGwoRZeXgLjxhVXvEMlMEcJEbkUc5R4BrnNVybHsB09B9uSyPkef9zYaU1Ksuy0vvaav1mC\n", "T0AfKLH3ejTPfWB/OV1NTveXnBwFhNB/XsHBFU+16Nu3xCxoMHhwCYKC/jA8TklRYc4cPwwfHmi2\n", "fPDdnBUoqVtXoHZt85EP0dFaPPOM/lzr3l2DBg3075+Z6YWvvqo4cqZWq7FokS+OHNF/GN7e+lV/\n", "li0zLp2zYYOPQ1N5nE0I85Ey48cXWWxjz/kWHAwcOpSD//43G488Il2gRKrr1IUziYgqR6UC1Gr7\n", "fxmojMJC+c0jJCIiIqpuevXSd1ovX1YiM9ML69b5GHKX7NqlQlKSZSf2xAn7uzbmv1TLb+qNnNg6\n", "7aaUnx/w8suFeOutGujQQYtevUrg7Z0JHx+B4mIF0tKU+Phj/WiLY8eUGDAgG15W4glHjxrb9d57\n", "LVdbsZVCoR9VsnGjcUjCW28VGKadeHkBTz1VhLfe0k+h+eCDGhgwoARNm+qwfr03CgsVGDWq2KKM\n", "27cbe+7/+lcBOnbUAtBi0KBiw7E+/dQPX399x+GyO8OBA0qcO6fvWwUGCgwfXvnghkoFREa6/rox\n", "nXoj1XXKQAnJ1q1bCowfHyTpMZcty5X0eFLT5yhxPBJP8iC3+crkGLaj52BbEjmflxfw2GPFeO89\n", "fUf6m2+MgZIFC4wrlQweXIxfftF3Rs+d88J999l3Pcp9eWA53V9MV7yxNU/Is88WYezYYoSECCgU\n", "QO/eXREbq8H+/ebDAjIzvXDlihcaNjQf8aHRmK94U5kRJYB+CeqNG/V/d+igQWKieR6Vf/yjCD/9\n", "5IOjR1UoKlJg0qQA+PjAsIRweroXXn7ZOLypa9d4HDtm7FI//LAx+PDSS4WGQElysg9ee60QTZq4\n", "NpdHeUynsD38cDECAy23kdP5ZsodI0rcPwaIiIiIiIjoLmPHFkGl0nfI9+/3xsmTSpw544UdO/Q9\n", "JYVC4N13C9Cwob7zrNEoDL+Y28odv1RXVeZLA9v+WYWG6oMkpYYPNwYnvLyM73PmjGXX9Nw5L8MK\n", "LXXq6BAVVbk2Gju2CM2ba1Gvng7z59+xGB3i7Q0sWJBvSBh69KjKECQB9CNDMjKMlblwwQt5efrH\n", "kZE61KljLF9srBY9e+rrqtMp8OmnlksRSyEzU4Fnn/XHypXlT7uRM3dcpwyUEFUjzFHiGeQ0X5kc\n", "x3b0HGxLIteoVUuYrUTy7LP++OwzY2dz0KASxMTo0KaNcZTBmjV/2nUMdySJtIec7i+Zmcauoy1T\n", "b6xRq9V48skirF6di02bcjBhgrHDfvq0ZZDLdLRGu3aOT7spFRUlsG9fDo4fz8Y991gfndK6tQ6v\n", "vWY9k+udOwrMmWNMzrpq1XmT8mnNAkIAzEafrFzpg+vXpZ3mf+yYEl27BptNVevatQQdOlivu5zO\n", "N1PuGPnFQAkREREREcnSyy8XGn5BPnbMPDfJpEn63pNpoOTiRfumbZsmc+WIkvKZT71xfAqJl5c+\n", "B01cnBYtWhjf5+xZy0DJkSPG5+691znTx+8OZljz/POF6N9fH0WLjdXggw+M+UWWL/cxrLD0558h\n", "huetBXLuv1+DTp30z2s0CmzaJG3G4M8/98Nffxm7/MOGFePbb/Nt+gzkpMRkhhQDJUTkdPocJVTV\n", "yXX+KNmH7eg52JZErnPPPVq8916BxfNt22rQtau+A2oaKMnMbGjX+7sj94E95HR/cXTqjam769Oi\n", "hbHtzpyxNqLE+Fz79tLl2VOpgBUr8nHmTBa2b8/FM88UoXdvfW9dCIVhyd9bt4znW1n5U4YNM55k\n", "polkpXDunLG7P29ePpYuzUfNmmW3nZzON1PuCGgyUEJERERERLL15JNFeOgh8xU6Jk0qMvwqbhoo\n", "OXXK3hwlxr99K14NtlozDZQ4OvXmbncHSoTJ2+p0wPHjzlnxxhEKhfmKLrNm3THkVNm50xt//KG0\n", "aeniwYONJ1lKigq5Eq0dIQSQlmYs38CBJeVsLW9M5kpELsUcJZ5BrvNHyT5sR8/BtiRyLYUCmD8/\n", "H82a6TuijRtrkZho7DnFxOjg76/vwF6/7mVXHoiiInlPvZHT/cWRVW/udnd9oqIEQkL002/y8hRm\n", "iVLPnSs7Uao7tG6tMzvv3n23BrKz9d3p8HAdoqOtT0dq2FCHe+7RB3mKixVmywm7UmamArm5+s8v\n", "IEDYtIyvnM43U1UqmWtBQQHmzJmDq1evOrM8RERERERko5MnTyI5ORmrV69Genq64flr165h+fLl\n", "+OGHH5CRkeHGEjpHcDCwbVsOFi/Ow/r1uWajP5RKoGVLx0aVuCP3QVVlnszVOcvcKhQwy1NiOv1m\n", "2zZjQKFTJ40s8mpMmGAMlOzaZSzfvfdaJnI1ZZqUWKrpN2lpxvaKiSm/fHJXpUaUpKSkoH///s4s\n", "CxG5GHOUeAa5zh8l+7AdPQfbktzp1q1bSExMxIgRI3Ds2DHD8wcPHsTYsWPx6KOP4sCBA24sofME\n", "BwMPP1xidWSB6QomJ07YHiiR+4gSOd1fbt50fo4SoOw8JRs3GnvEAwbIY9rI/fdr0LSp5RSbsqbd\n", "lHrwQWP5t271Nuv4u8rFi6aBEtsCW3I630xVmWSumZmZ8Pf3h5+fe9aCJiIiIiIiICEhwerz/v7+\n", "hr99qsFQCUfzlMg9matcFBSYf66NGztnRAkANG9uGSi5cUOBAwf0+Um8vIRsAiUKBTBuXJHF8xUt\n", "XdymjRYNGujrmZurgFqtKnd7ZzDNT2JroESuTAOa3t7SBDQdaiG1Wo3Bgwfj9OnTNm1bGpkqnfPk\n", "qY+llpOTC0C6EQIajXSZpt1xPHccU+rjFRXdgVqt/+JUmq+kdJSJKx4rFMZ15sl5TOePuvr+Fh2d\n", "gPR0hSTnS+njkBCBy5dzJTtedLRAevpvknyepo+PHz+OyZMnS3Y8Pnbd40WLFqFt27Yue3/9+Srt\n", "iED9MQNsKp+nPDYNLFRF27ZtQ+fOnQ2PhUlWTO8KIgCe8H29TZsehvrs22fsyFa0/7lzlwC0AgD4\n", "+grZ1Eeq+4utj5XKHoY8EfXq5SEiQjitPhpNJIAuAIBDh/KgVu9FWlovCKE/XsuWtxEZ6eXW+ps+\n", "bg8ESrYAACAASURBVNzYBypVP2g0xs576YiS8vYfPLgEixbpgxdJSb7o1Uvj0vKajihp1Kji8gHy\n", "Od/uflxS0sdQl4yMSwBq2bR/ZSiE6V3URkuWLEFERASuX7+OmJgY9OvXz+p2O3bsQGxsbKULWRUc\n", "OeKFXr1CKt7QSV5+uQAJCSUYOlS6L07LluVi/Hj71qavSsdzxzGlPt5//pOFiRNDJTse29D51q3L\n", "AZAiWYBWrVZKep8B3POZxsdLH5g17ZhQ1ebqtnTHdeiu68KdUlNT0bt3b3cXo0w3b97EqlWrzJ57\n", "8MEH0aBBA6SkpKBhw4aIiYkxvLZ582YMGDAAALB9+3b06dMH1njK9/XcXKBJk1BD5/X06SxERVXc\n", "zZkzxw8ff6z/YefVVwswY0ahS8tpL7n8XzFvnh/efVf/OY0bV4TPPrvj0PtYq096ugL33qv/fhoW\n", "psP589kYMyYAW7boR0K9++4dPPus5SgOd3r88QCsX68vX3CwDmlp2RXmANm/X4lBg4z38nnz8vH4\n", "466bg/Pgg4HYu1cfJF29Ohe9emkq3Ecu59vd3n67Bj7/XD+bZebMO3j+edvOh8rc11WO7PTUU08B\n", "AE6dOoXQUOk6XURUOSqVfUvmkTzJ8T8wsh/b0XOwLUkKERERmDJlisXzu3fvRq1atcyCJIB+4QVA\n", "P7Kk9G9PFhSkT/i5f7++Y/jbbyqMGFHxdA25J3OVy/1l/35jt7FLl4o73GWxVp969QQCAgTy8xXI\n", "zPTCpUteZolSTROhysWECUWGQEnnzrYlSo2L02L48GKsWaPf79VX/dGihRZdurgmKO3I1Bu5nG93\n", "q1LJXG/fvg21Wo0TJ044szxERERERGSDv/76C3v27MHp06exdu1aLFu2zPBaXFwckpKSkJSUhLi4\n", "ODeWUjo9ehg78Dt32tabknsyVznQ6YADB4yd7soESqxRKMzzlCxc6Gtol9atNWjUSH75NXr00OCt\n", "t+5g0KBizJpl2+gahQL47LN8w1LBJSUKTJgQiBs3nL8cTUEBkJGh7+orlQL168vvM7RHlUnmCgDh\n", "4eF45plnypx2Q0Ty4468L+R8pfMvqWpjO3oOtiW5S61atTBjxgwMGzYMw4YNw/jx4w2v1a1bF6NH\n", "j8aYMWMQFRXlxlJKp2dPY29q1y5v2JJgQO4jSuRwfzl92gs5OfpuY1SUrlKBi7LqYxooWbLEuGDI\n", "4MHyG00C6IMeL7xQhEmTtqBVK9s/j4AA4Pvv81Gzpn6f69e98NFHti2QcvOmAs8954+PPvIzO2+t\n", "uXzZ2M2PjtbZPApDDuebNcXF0idzdThQQkREREREJBcdOmgREKDvQWZkeOHs2Yq7OqYdMI4osc50\n", "2k1cnMamaSb2Ml0i2JTpsrqeokEDHT7/3DgK5dtvffHnnxWfq6+84o/ly33xwQc1MHFiAIrKSdNx\n", "8aLnrHgDVLERJURU9TBHiWeQ6/xRsg/b0XOwLYnkQaUCevY0BjtsmX5jmvtAjiNK5HB/cVZ+EqDs\n", "+jzySDHCw/UdepVKoHFjLd5++w7atpX3aGhH26d//xJ066bv/Ws0Csyebb5SZHa2AitX+hhWrrl6\n", "VYENG4zn88aNPnj88QAUlpF7OC3N2M23J1Aih/PNGo4oISIiIiIiclCPHqbTbypet4IjSirmzEBJ\n", "WerUETh9OhvHjmXh6tUs/P57DqZNk9dKN86kUABvv21Msrx2rQ9SU40/aE6d6o/JkwPQvXswLl3y\n", "wrJlvtBqzYfybN3qgylTAqy+v7WlgasydwQ0GSghqkaYo8QzyHX+KNmH7eg52JZE8hEYuN/w9549\n", "3njhBX/06ROEb7+13ruS+4gSd99f0tMVSE/Xd+ADAkSlR3iUVx+VCoiOFlA5tC6re1SmfTp10mLI\n", "EOMJWLr88vXrCmzcqB89kpurwIsv+uO773wN2yUkGIOBa9f6YN8+yw/MNFDSsKHtI0rcfb6VxTyg\n", "Kc0xGSghIiIiIiKPUKfOHTRooO/M5+cr8N13vkhNVeG11/yRm2u5vdwDJe62b59xukenTpoqFcSo\n", "Ct58swBKpX4kU0qKNy5e9MKWLd4QwhgY2LXL27CCTVSUDqtW5WHkSONom3feqWGRuNh0aWA5rhpk\n", "L/PrlFNviMjJmKPEM8h1/ijZh+3oOdiWRPLxwAPx6NXLcnpIcbECJ09afg+S+9Qbd99ftm83Rka6\n", "dq38tBt318fZKlufpk116N3bOEJk1Sofw2gSa8aNK4KPD/DGG4WGXB0HDqiwbZuxnXQ681VvYmJs\n", "HwUk1/ZxRzJXxgSJiKoQlQpQq6ULeBUWuiC1PRERkQtNnVqIw4eVKClRQKsFzp3T/7955IgKXbqY\n", "dxo5oqRsWi2wY4ex096vn+etQCMHo0YVY+tW/cm3YoUPrl83BjkiI3W4cUP/WKEQePxx/QnboIEO\n", "EyYUYfFi/dLC771XA3365MLLC8jIUKCoSP/9rWZNHYKDpayNa7gjmSsDJUTVCHOUVH23bikwfnyQ\n", "ZMdbtszKOGVyCrVaLdtfbsg+bEsi+Si9HlNS9P9/ffWVL15/3R8AcPRo+SNKpOqA2cMZ95f8fODE\n", "CSU6dNDaFQz6/Xclbt/Wd9Jr1dI5ZQUaT7tfOqM+AweWIChIIDdXgcuXjedoq1ZazJx5B488ov/e\n", "N3hwCerXN06jmT69EMuX++LOHQVOnFBh7VpvJCaW4L//Nb6HPflJnFUfV+DywERERERERE7Srp1x\n", "usjRo5a/EZt2wHx9LV6u8oQAxo0LxMCBwRg4MAgFBRXvU2rbNuNokj59SuDFnqNL1KgBDB1abPH8\n", "oEHF6NtXg6SkPLz+egG++CLf7PWoKIFJk4zrA5cmfF2/3hhJ6NTJNasUSc0dU+R4uhNVI8xRQiQf\n", "cvzFhhzDtiSSj7uvx3vu0UKh0Heszp71Qr55X9MwRQHwzBwl//2vF1JS9AGPP/5QYdasGjbvaxoo\n", "cda0G0+7XzqrPo88YhkoGThQ/5n371+CV14ptDqF5oknigzn9+7dKly44IX1643tNny45fuWR67t\n", "YzpFzrvsFC5OxUAJERERERF5pMBAoFkz/fQDnU6BEyfMfzQyHVEiVQdMSps2mc9T+PprP7PEn2W5\n", "elWB48f123l7C/TowfwkrtS1qwbR0capTXXq6NC+fcVTnerWFejeXT9qRAgFpk71R1aWvotfv74W\n", "nTt7xrR7d+QSYqCEqBphjhIi+VCr1e4uAjkJ25JIPqxdj+3bG6cfHDtmHiQoMq6yKsupN5W9v2za\n", "ZBn9mTo1ACtW+ODCBS+LZWVLmY4m6dpVgyAnpUfztPuls+rj5QWMHGmMBgwaVGzzVKfRo4377d9v\n", "bLfExBIo7MzJL9f2KSmRPpcQAyVEREREROSx2rUz/lB05MjdI0rkncy1Mq5eVSA1VR8YUqkEatXS\n", "j6y5ccMLU6cGoFOnEAwdGoibNy1706aBkr59OZpECs8/X4RevUrQpUsJXnqpsOId/jZoUDECAy3P\n", "3Ycftm/ajZyZjiiRKqDJQAlRNcIcJUTyIdd5wGQ/tiWRfFi7Hk0DJXevfOOODpitLl/2Qk5OT7sS\n", "sJravNkY7OjWTYOFC/Ph62veod6zxxuDBwfh6lVjsCQnB9i1yzWBEk+7XzqzPiEhAqtX52HjxjzU\n", "qWN70C4gwDIZbPPmWrRpY/9Icrm2jztWp3I4UHLy5EkkJydj9erVSE9Pd2aZiIiIiIjIRgUFBZgz\n", "Zw6uXr1qeO7atWtYvnw5fvjhB2RkZLixdO7Xtq3GkPDyzBmlWeBBrssD37ypQO/eQRg3LhAvv+zv\n", "0Hts3GhM5jBwYAl69tRArc7Bm28WoE+fEsNncu6cEoMGBeHiRX3XsHTJWQBo2VKLpk3tW2KWpPfo\n", "o+aBkocfLrZ72o2cVanlgW/duoXExESMGDECx44dc2aZiMhFmKOESD7kOg+Y7Me2JHdLSUlB//79\n", "zZ47ePAgxo4di0cffRQHDhxwU8mkZ+16DAqCobOv1SqwcKEfZsyogTVrvN2SJLLUZ5/5ok2bEMyf\n", "bzmU5bvvfHHrlr6rtmqVD/76y75eb06OfhWUUoMG6SvapIkOL75YiFWr8rB4cT5UKn2w5PJlJcaP\n", "D0BhIbB4sbE8zzxT6NQOt6fdL+VSn65dNYiJ0X/P9/ISDk+7kUt9TAlRxVa9SUhIcGY5iIiIiIjI\n", "TpmZmfD394efn5/Z8/7+xlEIPlJHAGTo3nuNPxbNnl0DX3/thyefDDTLUSLlx7R5szdmzvRHRoYX\n", "3n23BrKyjOXQaIClS43BCq1WgZUrjYUzTUBblq1bvQ11u/deDaKjLUfLJCaWYPnyPMN0nJMnVXjk\n", "kUBcvKifnhQaqjNLMEry5eUFLF6cjwcfLMbnn99B48aeMwpIq9Wv6AMASqWAUqJMApXOUbJt2zZ0\n", "7tzZGWUhIhdjjhIi+ZDrPGCyH9uS3EmtVls9B4XJcibenrjubRnKuh7btdNYfb6Ut7eQbKrCzZsK\n", "TJtmDGTpdAocOGAc/bFpkzeuXjXvpi1f7gudDnj+eX/UqROG55/3L3PFmvPnvfD668b3Hziw7Bwj\n", "fftq8OabxrlIu3cbz5Xx44sREGBztWziafdLOdWnY0ctvvsu32wVHHvJqT6lTAODUgYzKxUoSfl/\n", "9u48Pqry3h/4Z7bsGyEkJAQISCACigISoGETRK4CAgXLIm5FbtX21d+v1yq2v7a29d7aWnvbe1vF\n", "Vu2CNoiWzaAIRESGHWJYEvZAIGQj+77MzPn9McmZM5lJMpnlzJmTz/v14vU6z5kzc56HZ87JzHee\n", "5/scOIDU1FTExcV1e4x0+I7RaFR1WW51dfWynk/uaRv+mCai9jaq/XxE7vL33w+WWe6pXFtbB7lJ\n", "z+nv9qv985yrKioq8Oabb9r9u3HjBsrKyrBz504YjUacO3dOPN5stv0N1vQSAVDS/7+vygsXtiM0\n", "1BpZGDjQMTtqZyJXX9fn4EEjnnyyCbdv238NO3JELx7/2986rnhy+bIO69eH4/33rRV9//1g7N+v\n", "d3j9Tz45gUWL9OK0ncjINqSlHeyxfuPGZeO+++wDSVqtgHXrWhXTfyz33/LBg7apg1qtqU/P94RG\n", "ELqLRfbs4MGDGDRoENLS0ro9Jjs7GxMnTnS7coEkN1eL+++Plu18L7zQjJkz27F4cZRs59y0qR5r\n", "13ppEXUFns8f55T7fH/9aw2eeipGtvOxD3m+QDjnzp11yMiQP6hnNDr/FZgCj6/70mjUyfr3HvDf\n", "deFPOTk5mDt3rr+r4bb8/HzExMQgKSkJALBt2zYsXboUgiAgKysLixYtcvo8tX1e7+l6LCnRoLJS\n", "i7FjzZg/P1JcOhcABgyw4OrVWp/X769/DcJ//IfjMI3Jk03Ys6ce589r8Y1vWL9T6HQC7r23HCdP\n", "Jjh9rbvvNuGLL+qh7Yi5XL+uxdq14cjLs7YrNFTA9u31uO++3q/lS5e0mDUrCq2t1qDawoVt+Mc/\n", "Gt1pYo/U9reP7fG98nIN0tKs31/i4iy4dMn169ST+7pbI0rKy8tx6NAhXLhwAdu3b8emTZvcOjkR\n", "EREREXmmqqoKRqP9iJL09HRkZmYiMzMT6enpfqydciQmChg/3gytFvj2t+0Tfej13TzJi/71L4Pd\n", "CjaPPGKbIpGbq0NTE/Duu7bcJA891I5vfetSt6935owe27ZZp8ps3WrAzJlRYpBEqxXw7ruNLgVJ\n", "AGD0aAt+8QvrSJvQUAE/+IHjqBYif/BXwmW3bgnx8fHYsGGDt+tCRD7GHCVEyqG0X2zIfexL8rfY\n", "2FisX7/ebl9SUhJWrVrlpxr5j6vX45IlbXj+edvIjq5TYbxtzx49nn02XExKec89Jvzv/zbiwgUd\n", "Ll7UwWTSYP9+Az780BYoWbeuFRkZ4/HOO2ZcvGhLsPpv/9aOzEzrcT/9aRj+8AcLzp2zfa0zGAT8\n", "/vdNWLCg+9wkzjzzTCumTTMhIkJASopvkoGq7X7J9viefcJl+Zbw9u0dgYiIiIiISGFCQ4EHH5Rn\n", "RZeiIg2efjoCJpP1C9/o0WZ89FEDIiKAadNsuUFefjkUjY3WY+6804yMDBM0GuA//sM60sNgEPDm\n", "m034r/9qRkyMNZBRUqK1C5KMGGHG7t31bif0HD/e7LMgCZE7/LE0MMBACVG/wuSqRMrhrWRj5H/s\n", "SyLl6Mv1+MtfNkOvt/5C7cugyX/+ZyiamqwBkGHDzNi6tR4DB1rPO326bdRHUZFt5O8zz7RAo7G2\n", "Z/nydhw4UIfDh+uwYEE7oqMdp8YEBwt47LFW7N9fh3vvVe7nPbXdL9ke3/PXiBIZZuMREREREREp\n", "y6hRFmzZ0gCjUY+nnmrt/QluOHNGhy1bbIkV/vSnJiQl2b7sTZ3quGxxdLQFK1bYB27uuss++PHs\n", "s61oatKgsFCLOXPaMX9+O6LkzflMJAt/LQ/MQAlRP8IcJUTKocR5wOQe9iWRcvT1epw924TZsx2D\n", "FX1hsQBbtgThk08MaG/XICREQEKCBYsXt+N3vwsR85IsWNCGb3zD/lzJyQKGDjXj5k3bZ7THHmtD\n", "eHjP7dHpgBdfDLyEq2q7X7I9vtcuSbUj59QbBkqIiIiIiIjccPKkDhs2hNktNdzp3XdDxG2tVsDP\n", "ftbs9DWmTTOJgRKNRnBYkYeoP2trYzJXIvIx5ighUg4lzgMm97AviZRDruuxvR14/vkwzJ8f5TRI\n", "0tXatW0YM8Z5ktSMDNsokwcfbLdLpqq2+wvbo2xKbI+/krlyRAkREREREVEfGAxAba3tl+7gYAHP\n", "P9+CKVNMaGrS4PBhPbZuDUJVlRZDhliwYYPz0SQAsGJFG/bvN+D2bQ1ee63744j6I2ky1+BgJnMl\n", "Ih9gjhIi5VDiPOBAdf26FkVFmt4P9JLoaMHuCxIwC778Ea6lRb62EQU6Oe+tr77ajOxsA+bNa8cv\n", "f9lsNxJkyZJ2vPpqM86f12HoUAtiY7v/ghccDLz7bqPTx9T2t4LtUTYltmfAAAtmzWpHWxuQlibf\n", "6HgGSoiIiCigFRVpsHixfMs9bNpUj7VrI2U9HxEpT0qKBUeO1NkFSKSCgoAJEzjtmcgTU6easW1b\n", "g+znZY4Son6EOUqIlEOJ84CJiAKd3PfW7oIk3qK2vxVsj7KprT2eYKCEiIiIiIiIiKgDAyVE/Qhz\n", "lBAphxLnARMRBTq13VvZHmVje9SLgRIiIiIiIiIiog4MlBD1I8xRQqQcnAdMROR9aru3sj3Kxvao\n", "l1ur3pSWliI7Oxs6nQ6zZs1CYmKit+tFREREREQuKCgowKlTpxAcHIwFCxYgKCiIn9eJiDzgVqDk\n", "+PHjWLNmDQBg+/btWLJkiVcrRUS+wRwlRMrBecBE5A01NTUoKSnBihUr7Pb318/raru3sj3Kxvao\n", "l1tTb8LCwsTtoKAgr1WGiIiIiIhcl5ubi/DwcGzduhWXLl0S9/PzOhGR+9waUSIIgrhtMBi8VplA\n", "FhICrF7dKtv57r6buSao75ijhEg5jEYjf7khIo+Vl5cDAJYtW4Zdu3Zh1KhR0Gq1/fbzutrurWyP\n", "srE96qURpHdRF+3evRsLFiwAAOzbtw/z5s1zetypU6dQU1PjWQ2JiIiIiHwsJiYGkyZN8nc1ulVR\n", "UYEtW7bY7Vu4cCGOHj2K5cuXQ6vVIjc3F8nJyYiLi+PndSLq9zy5r7s1oqS5uRmAdWRJ57YzSv5j\n", "Q0REREQUKOLi4vDcc8857K+qqkJBQQFGjRqF6upqjBs3DgA/rxMRecKtESXFxcU4cOAABEHAvHnz\n", "EB8f74u6ERERERFRLz7++GPodDoMGjRIHDbPz+tERO5zK1BCRERERERERKRGbq16Q0RERERERESk\n", "RgyUEBERERERERF1YKCEiIiIiIiIqB+wWCwwm83+robX+Ko9uldeeeUVr78qgIKCAuzbtw9Xr17F\n", "iBEjoNPpUFpaih07diA/Px8DBw5EZGSkL05NXtTc3Izf/va3uOOOO8T+Yj8Gnry8PBiNRuTl5SEq\n", "KgpRUVEA2JeBhv0V2Jxdh+zTwMS/jerQ9bPq7du3+1UfquU9q7Z7qxrvL2q51q5du4bs7GycO3cO\n", "UVFRiI6ODri+2b17N/bu3YuhQ4f2+v4KhLY5a4/XvvcIPlBdXS0YjUaH/Tt27BC3t23b5otTk5d9\n", "9tlnwqlTp4Rbt26J+9iPgefAgQPi9q5du8Rt9mVgYX8FNmfXIfs0MPFvY+Bz9lm1v/WhWtqrtnur\n", "2u4varrWPv30U3E7kN9reXl5Lr2/AqVtXdvjre89Ppl6k5ubi/DwcGzduhWXLl0S94eFhYnbQUFB\n", "vjg1eVF1dTXCwsIQEhJit5/9GHhmzpzpdD/7MrCwvwKbs+uQfRp4+LdRHZx9Vu1vfaiW9qrp3qrG\n", "+4uarjWz2SxO8xA6Fo4N1LZIddeGQG2bt773+CRQUl5ejpqaGixbtgyXL1+GxWIBAPENBQAGg8EX\n", "pyYvMhqNyMjIcNjPfgxce/fuxZQpU8Qy+zKwsL/UQXodsk8DD/82qoOzz6r9rQ/V1l413FvVeH9R\n", "07U2fvx4vP766/jtb3+Le++9F0Bg902n7toQ6G3z9HuP3pOTV1RUYMuWLXb7Fi5cCMAWyRkyZAiq\n", "qqoQFxdnl2RFo9F4cmryou76saysDDt37kR5eTlSUlKQlJQEAOxHBeuuL4cNG4YDBw4gNTUVcXFx\n", "4mPsy8DC/gp8Xa9D9mng4d9G9ej6WbW/9aGa2quWe6ta7y9qudZOnz6Nl156CRaLBVlZWVi8eHHA\n", "tkWquzYEctu88b3Ho0BJXFwcnnvuOYf9VVVVKCgowKhRo1BdXY1x48YBsCYnAqzRnM5t8r/u+nHd\n", "unUAgPz8fMTExIj72Y/K1V1fHjx4EAkJCUhJSbHbz74MLOyvwObsOmSfBh7+bVSH0aNHO3xW7W99\n", "qJb2quneqsb7i5qutc7pGlqtVhyREKhtkequDYHaNm9979EI0jEoXvTxxx9Dp9Nh0KBB4hCy4uJi\n", "HDhwAIIgYN68eYiPj/fFqcmLqqqq8PHHHyMlJQXz588HwH4MNGVlZfjrX/+KtLQ0AEB9fT3Wrl0L\n", "gH0ZaNhfgau8vBzvvfeew3XIPg1M/NuoDl0/q/a3PlRDe9V4b1Xj/UUt19qFCxeQn58PABg3bhzG\n", "jBkTcG3Zt28fCgoKEBISgpSUFMycObPbNgRC27q2Jy0tzek9Aeh7e3wWKCEiIiIiIiIiCjQ+SeZK\n", "RERERERERBSIGCghIiIiIiIiIurAQAkRERERERERUQcGSoiIiIiIiIiIOjBQQkRERERERETUgYES\n", "IiIiIiIiIqIODJQQERERERGRy06ePIm33nrL669bVVWFw4cPe/11ifqKgRIiIiIiIiJy2eTJkxEX\n", "F+f11zWZTGhra/P66xL1ld7fFSAiIiIiIqLAYrFYsGPHDpjNZlgsFsTFxWH27NmoqqrCnj17EBoa\n", "CrPZjKSkJEydOlV8zr/+9S/o9XoIgoCIiAjMnz8fAFBeXo69e/eirKwMNTU1AIBp06YhISHBb22k\n", "/ksjCILg70oQERERERFR4Hjttdewbt06cWTJsWPHEB0djaNHj2LNmjUwGAwAgMOHDyMpKQkpKSkO\n", "r7FlyxY8+uijYvn27dvIy8vD7Nmz5WgCUbc4ooSIiIiIiIj6ZMiQIXbTb+69917s2bMHpaWl2LVr\n", "l7jfYrFAr9cjJSUFra2t2LNnD8xmM7RaLa5eveqPqhP1ioESIiIiIiIi6pNbt26hoqJCDJbk5uZi\n", "9OjRaGtrw8MPPyyOKAGsuUcA4NNPP8XcuXMRFRUFAGhsbLR7TZ1OB7PZLFMLiLrHqTdERERERETk\n", "spMnT8JoNCIpKQkhISFob2/HoEGDMHPmTDQ2NmLv3r3Qaq3rhjQ2NiI9PR0jR45EXl4e8vPzYTAY\n", "YDKZcPnyZdx7771YsGCB+NqdOUy0Wi3a29uxePFi6PX8fZ/kxUAJEREREREREVEHLg9MRERERERE\n", "RNSBgRIiIiIiIiIiog4MlBARERERERERdWCghIiIiIiIiIioAwMlREREREREREQdGCghIiIiIiIi\n", "IurAQAkRERERERERUQcGSoiIiIiIiIiIOjBQQkRERERERETUgYESIiIiIiIiIqIODJQQERERERER\n", "EXVgoISIiIiIiIiIqAMDJUREREREREREHRgoISIiIiIiIiLqwEAJEREREREREVEHBkqIiIiIiIiI\n", "iDowUEJERERERERE1IGBEiIiIiIiIiKiDgyUEBERERERERF1YKCEiIiIiIiIiKgDAyVERERERERE\n", "RB0YKCEiIiIiIiIi6sBACRERERERERFRBwZKiIiIiIiIiIg6MFBCRERERERERNSBgRIiIiIiIiIi\n", "og4MlBARERERERERdWCghIjIC1pbW/GjH/0Ir7/+On7/+9/jzJkz4mNPPfUUCgsLHZ7zj3/8Axs2\n", "bMDf//53h8eKi4vx4Ycf+rTOPcnKysL69ev9dn4iIiKSBz/DEDnS+7sCRERqcOLECcydOxdz5851\n", "eOyVV15BUlKSw/7HH38chYWF+PLLLx0ea2trQ0tLiy+q6pKFCxfi9OnTfjs/ERERyYOfYYgcMVBC\n", "ROSh/fv3Y/PmzQCAkydPIjExEY8//jhaWlrwxz/+EcePH8frr7+O4cOHu/R6169fx8aNG1FQUIDS\n", "0lIAwIoVKzBy5EgAwOHDh7F7925ERkaisbERixcvxsSJEwEAp0+fxptvvokHHngAp0+fRkhICEaO\n", "HIlVq1ahvb0dr7/+OnQ6HTQaDbRaLX7wgx9Aq7UOLvzLX/6CW7duISgoCHq9Hmaz2dv/VURERKQg\n", "/AxD5BwDJUREHpozZ474h3rWrFni/pCQELzwwgtOh6X2JCUlBc8++yy+/PJLPPHEE3aP1dbWYseO\n", "Hfj1r38t7vvFL36BcePGITg4GBMmTMDq1avx7rvv4u2330ZoaKh43O9//3usXLlS/LBy7do1zLAm\n", "4AAAIABJREFUvPfee1i3bh2++uorxMbG4plnngEA3LhxA9/97nf79h9BREREAYWfYYicY6CEiCiA\n", "FBQUoLy83O5DRkNDA4qLizFixAhx37p16+w+YADWX3k++ugju33BwcEAgKNHj+L5558X9w8bNgxj\n", "x471RROIiIioH+JnGAokDJQQEXmBIAjQaDRuPc8Zg8GA9vZ2h/1jx47FHXfcgZdeekncZ7FY7F6n\n", "u9ecNGkS5syZY/dhpK2tDQAwdepUfPbZZ1i+fDkAoLCwEHl5eX1uDxEREQUWfoYhcqQRuns3EhGR\n", "S7Zv347PPvsMADBy5EiMHTsWixYtwv79+3H8+HGcOnUKI0eOxIABA7B8+XLccccduHr1Kj7++GNU\n", "V1ejoKAAkyZNwpQpUzBnzhzxdV999VUEBQVBp9OhpaUFP/zhDxEUFIS8vDzs2LEDBoMBAFBVVYUX\n", "XngBAwcOxLZt27B7926xLmlpaXjkkUfE13zrrbfQ0NAAAGhqasKdd96JRx99FADw9ttvo7i4GJGR\n", "kWhoaEBBQQFWrFiBRYsWyfL/SERERPLiZxgi59wKlLz++utITU0FAFRUVGDdunVerxgREREREfUu\n", "Ly8PFy9ehMViwdSpU5GcnIzS0lJkZ2dDp9Nh1qxZSExM9Hc1iYgChltTb773ve8hJCQEAMSoHxER\n", "ERERya+yshLLli0DAHz66adITk7G8ePHsWbNGgDWUQNLlizxZxWJiAKK1p0ndQZJysvLER8f79UK\n", "ERERERGR62bOnOmwLywsTNwOCgqSszpERAHPrUBJp/z8fGYUJiIiIiJSgL1792LKlCkA7JNiduaD\n", "ICIi13i06k1LS4s4usSZPXv2QKfTeXIKIiIiIiKfi4mJwaRJk/xdDbcdOHAAqampiIuLAwCYzWbx\n", "sZ5WNOHndSJSK0/u624HSiwWC7Tangek6HQ6TJw40d1TkEIYjUZkZGT4uxrkBexLdWA/us9YZMTi\n", "rYtlOdfOZTuRkdx9P7Ef1YN9qQ45OTn+roLbDh48iISEBKSkpIj7mpubAVhHlnRuO6O2z+tqux7Z\n", "HmVje5TNk/u624GSGzduYNSoUW6fmIiIiIiIPFNeXo5Dhw4hLS0NFy5cQH19PdauXYv09HRkZmZC\n", "EATMmzfP39UkIgoobi0P7Krs7GxVRaiJiCiwKWlECREpS05ODubOnevvasiOn9eJSK08ua97lMyV\n", "iIiIiIiIiEhNGCihXhmNRn9XgbyEfakO7Ed1YD+qB/uSSDnUdj2yPcrG9qgXAyVERERERERERB0Y\n", "KKFeqSnzcX/HvlQH9qM6sB/Vg31JpBxqux7ZHmVje9SLgRIiIiIiIiIiog4MlFCvOFdNPdiX6sB+\n", "VAf2o3qwL4mUQ23XI9ujbGyPejFQQkRERERERETUgYES6hXnqqkH+1Id2I/qwH5UD/YlkXKo7Xpk\n", "e5SN7VEvBkqIiIiIiIjIZe/nvY/n9jyHy9WX/V0VIp9goIR6xblq6sG+VAf2ozqwH9WDfUmkHGq7\n", "HpXYnqL6Inw/+/vYfGEzXvrypT49V4nt8QTbo14MlBAREREREZFLbtbdhAABAHC0+Cjaze1+rpFV\n", "eVM5LILF39UglXA7UFJQUICPPvoIO3fuRFtbmzfrRArDuWrqwb5UB/ajOrAf1YN9SaQcarseldie\n", "ZlOzuN1ibsH5yvMuP9dX7fnDyT8g7Z00zN8yHyaLySfncEaJ/eMJtbXHE24FSmpqalBSUoIVK1Zg\n", "8eLFCAoK8na9iIiIiIiISGGkgRIAOFV2yk81sXnnzDsAgJyyHJwsPenn2pAauBUoyc3NRXh4OLZu\n", "3YpLly55u06kMJyrph7sS3VgP6oD+1E92JekBBaLBWaz2d/V8Du1XY9KbE+LqcWu3JdAiS/aU9ta\n", "i1sNt8RyfkW+18/RHSX2jyfU1h5PuBUoKS8vR01NDZYtW4bLly/DYuFcMCIiIiIif9i9ezc2btyI\n", "srIycV9paSk++OADbN68GSUlJX6sHalN1xElOaU5sp6/qL4Ifzv7NxQ3FAOAw9SfvMo8WetDVvVt\n", "9arKEaN394kzZ84EAAwZMgRVVVWIi4tzepzRaBTnOnVGqFhmmWX/lTsppT6BWj568SgqTZWIjo4G\n", "ANTW1gKAT8rJkckoOlsknj8jI8On7bteex15RXk+a4+0PC55HFKiU+R7/6dANrW1tUAyeq4Pen6c\n", "5cAod+5TSn1Ydq8cFhaGQLVgwQLk59v/in78+HGsWbMGALB9+3YsWbLEH1WTnfS6VAMltqfriJKL\n", "VRdR31aPyKDIXp/raXsEQcDy7ctxqfoSJpybgC9WfuEYKKmQL1CixP7xhLvt2V2wG09/9jSSIpKw\n", "59E9iA2N9XLN5KcRBEHo65Nyc3MRERGBUaNGYf/+/cjIyIDBYHA4Ljs7GxMnTvRKRYmIlMRYZMTi\n", "rYtlOdfOZTuRkSzfH2K2zTvkbhsReSYnJwdz5871dzXclp+fj5iYGCQlJQEA9u3bh3nz5gEAPv30\n", "Uzz00ENOn8fP69RX/5vzv/iZ8Wd2++T6m1fTUoORfx4plr9+4mv86es/iTlKACDCEIHr37kOrYYL\n", "vMplbdZa7CrYBQD46fSf4v9M/j9+rpGVJ/d1t94999xzD3Jzc7Ft2zYYDAanQRJSj66/fFLgYl+q\n", "A/tRHdiP6sG+JCWS/hbanz6rq+16VGJ7uo4oAaxJVF3haXuqW6rtysdKjjnkJGlob8CNuhsencdV\n", "SuwfT7jbnqqWKnE783wm3BiLoTh6d5+4fPlyb9aDiIiIiIi8RJrYVaPR9HismqaOnT17VlH1UWN7\n", "Lt1yXMzjVOkpWdrz5bEv7c67PWc7zlSfcahPXkWeLFN7ldg//mhPbat1SjUAXK6+jJyyHEwaPMnv\n", "7fGEW1NvXMWhfESkVmqewsG2eQen3hAFFrVNvdm2bRuWLl0KQRCQlZWFRYsWOX0eP69TX7381ct4\n", "O/dtu31JEUk49/Q5n5973/V9eHTno2I5ISwBZU1lDse9lP4SXkp/yef1Iau73rvLbuWhb9/1bbw+\n", "53U/1sjKk/u62yNKiIiIiIjI//bt24eCggKEhIQgJSUFM2fORHp6OjIzrUPgO3OVEHmDs6k3xQ3F\n", "KGkoQWJEok/PXdNaY1d2FiQB5E3oSvYjSgDgX5f+hVdnvIpgfbCfauQ5ZrihXqlt7l1/xr5UB/aj\n", "OrAf1YN9Sf42b948rF+/Ho8//ri4MmVSUhJWrVqF1atXIz4+3s81lI/arkcltsdZoAQAvi77utfn\n", "etoeaS6MriYm2EZGdc1b4itK7B9PuNMek8WEhvYGu301rTX4/Prn3qqWXzBQQkRERERERC5pNjWL\n", "2/FhtiDclZorPj9312SuUo+kPgKdRgcAuFZ7DQ1tDd0eS95T31bvdH9mfqbMNfEuBkqoV2pbH7w/\n", "Y1+qA/tRHdiP6sG+JFIOtV2PSmyPNFCSFpsmbhfWFfb6XE/b01OgZGL8RIwaMAoAIEDA+crzHp3L\n", "FUrsH0+40x7ptJtwQ7i4va9wH8qbyr1SL39goISIiIiIiIhcIp16MyZ2jLgtx5K8PQVK7hx4J8bF\n", "jRPLeZXMUyIHaaBkRPQITE2aiviwePz7Pf8e0MsEM1BCvVLb3Lv+jH2pDuxHdWA/qgf7kkg51HY9\n", "KrE90hElo2NHi9uuBEo8bU93gZLB4YMRGxqLcQMlgZLbvg+UKLF/POFOe6SBkujgaLyz4B2ce/oc\n", "Xp3xKhLCE7xZPVkxUEJEREREREQukY4oGT3AFii5WXfT5yMIpIGS4VHDxe3OKUDjB40X931y9RNU\n", "NFX4tD7kGChJikiCXhv4i+syUEK9Utvcu/6MfakO7Ed1YD+qB/uSSDnUdj0qsT3SQEl8eDxigmOs\n", "+80t3S7X28mbOUqWpC4RtycnTgYATB8yXUwwW95Uju9nf9+nwRsl9o8nPM1REh0c7c3q+BUDJURE\n", "REREROQS6dSbMH0YhkUNE8u+zlNS3WoLlHznnu/gexO/hyfGP4Hn7nkOgDWZ6B/n/VE85rNrn+Hv\n", "5/7u0zr1d9JASVRwlB9r4l0MlFCv1Db3rj9jX6oD+1Ed2I/qwb4kUg61XY9KbI80UBKiD+lToMST\n", "9lgEC2paasTywNCB+HnGz/Hf9/83YkJixP3zUuZh/YT1YvnHB3+Mm3U33T5vT5TYP55wK0dJm2RE\n", "SVA/H1HyySefYPv27di+fTvOnj3r7ToRERERERGRAkmn3oToQ+xyhfhyREltay0EWKfRRAVF9ZgH\n", "45VvvII7B94JwBrY2XFlh8/q1d/VtdaJ2/1+6k1ISAiWLFmCJUuW4K677vJ2nUhh1Db3rj9jX6oD\n", "+1Ed2I/qwb4kUg61XY9Ka48gCHYjSkL1oXYjSgrrCnt8viftkeYnGRAyoMdjQ/QhdqNKjtw64vZ5\n", "e6K0/vEUc5TYuJWO1mw2Y+vWrRAEASNGjMDEiRO9XS8iIiIiIiJSkDZzmziqQ6/VQ6/VyzaipKql\n", "StyODYnt9fjpQ6aL20eKj8AiWKDVMPOEt6k1UOLWO2XBggVYtmwZvvnNb6KsrOfMxhT41Db3rj9j\n", "X6oD+1Ed2I/qwb4kUg61XY9Ka0+LWTLtRhcCABgaNVTc58scJdIRJdKcJN0ZFTMKg0IHAQBqWmtw\n", "ofKC2+fujtL6x1Nu5ShhoMQ5g8HQ4+PS/2yj0cgyyyz7sSzNKaSE+gRyubbW9kdBDnK3T25qbJ/0\n", "PcLrUd3ls2fPKqo+LCv//kAUqJram8TtMEMYANhNvSmqL4LZYvbJuaWJXHubegMAGo0G04ZME8uH\n", "bx32Sb36m3O3z+F7+76HT69+CkC9gRKN4MbC0oWFhRg+3DrEKisrCwsXLnR6XHZ2NqflEJEqGYuM\n", "WLx1sSzn2rlsJzKS5ZsDy7Z5h9xtIyLP5OTkYO7cuf6uhuz4eZ364lrNNUz6xyQA1gBJ7pO5AIDR\n", "fxmNiuYKAMCZp84gOTLZ6+d+O/dtvPzVywCAdXevw29m/6bX5/z59J+x4cAGAMCS1CV479/e83q9\n", "+pNLVZfwwJYHUN9WjzB9GM49fQ4z/jkDtxpuAQByn8y1C5z5myf3db07TyosLMTx48cBAPfcc49b\n", "JyYiIiIiIqLA0WyWLA3cMfUGsAZNOgMlN+pu+CRQ0tepNwAwPcmWp+TwrcMQBAEajcbrdesPalpq\n", "8FjWY6hvqwcANJmacLXmqmpHlLg19WbmzJlYsWIFVqxYgdTUVG/XiRSGw1HVg32pDuxHdWA/qgf7\n", "kpSqtLQUH3zwATZv3oySkhJ/V0cWarseldYe6dLAofpQcdvVhK6etKemVTL1Jrj3qTcAcOfAO8Uv\n", "7+VN5bhac9Xt8zujtP7xVHftMVvMWLd7Ha7UXLHbX1hXiIb2BgCABhpEBkX6vI5yYdpfIiIiIiIV\n", "On78ONasWYOVK1fi2LFj/q4OqYA0UBKitx9R0qm3JYLd1ddVbwBAp9VhauJUscw8Je75R94/8MWN\n", "Lxz2n688L25HBkWqalUh9bSEfEZt64P3Z+xLdWA/qgP7UT3Yl6RUYWFh4nZQUJAfayIftV2PSmtP\n", "s8k29cadESWetEc69caVZK6dpAldjxQfcfv8ziitfzzlrD2CIGBj7kaxPCRiiLidV5Enbqtp2g3A\n", "QAkRERERkSpJ12zobaVKIld0FyjpyxLB7nI3UDJ9iH2eEuqbAzcP4HL1ZQBAhCECP5zyQ/ExBkqo\n", "X1Pb3Lv+jH2pDuxHdWA/qgf7kpTKbLYt09pTAkslLc/safmtt95SVH3U1p7TeafF7RB9iPi4dETJ\n", "pduXfNIeZ4ESV57fcLlBnBJys/4m9n+132v/H0rrH0/KNS01ePlPL2P7F9vFIKvRaMRr+18Tj58d\n", "MxttRW1i+Wb9TXE7OjhaUe3xlFvLA7uKy42pg9FoVN2wsv6Kfek9/lxm1tf9qOYldJXUNl6P6sG+\n", "VAc1Lg+8bds2LF26FIIgICsrC4sWLXI4Rm2f19V2PSqtPZvyNuH72d8HAKy6cxX+9MCfAACtplYM\n", "3TgUJosJAPD5is9xX+J9Ds/3pD0j3x4pJnS9/MxlDAwd6PJzx707DiWN1oTGXz/xNYZHD+/lGa5R\n", "Wv+4q6KpAhn/zEB5UzkAIEwfhhnJM/DE+CewJmsNBFhDBsfWHkO4IRzj3xvv8BoPjXwI7y98X9Z6\n", "98aT+zpHlFCv1HDxkxX7Uh3Yj+rAflQP9iUpVXp6OjIzM5GZmYn09HR/V0cWarseldae7la9CdYH\n", "Y/Eo2w8Rvzj8C3T9Pb62tRZhqWEO+11htpjtlqGNCXZteeBOiRGJ4nZnwMQblNY/7tp6easYJAGs\n", "S/9+fv1zrM5aLQZJ5gybg9QBqUgIS4Beq3d4DU69ISIiIiIixUtKSsKqVauwevVqxMfH+7s6LrMI\n", "Fn9XgbohzVEiXfUGAH409UfiF+hDtw5hX+E+8bGGtgZMe38a5n04D/919L/6fN7a1lrxC3t0cDR0\n", "Wl2fnp8YbguUFDcU9/n8are7YLe4HaILcXrM+gnrAVhXEkqKSHJ4PCo4yjeV8xMGSqhX3prnRf7H\n", "vlQH9qM6sB/Vg31J5DmTxYQ3v34TK3euxPj3xqPd3O7W66jtelRae7pL5goAI2NG4olxT4jlXxz+\n", "hRj0Olp8FKWNpQCAT6580ufzVrdK8pMEu57ItZPdiJIG740oUVr/uKOutQ6Hbh0Sy8cfPw7jaiPm\n", "DZ8n7ksdkGpXTo5Idnid6CCOKCEiIiIiIvIanUaHt3Pfxp7re1DaWIpTZaf8XSVyorupN51emPIC\n", "wvTWZanzKvKw7dI2ABBXTQGAovqiPk+/qWquErdjQ2P79FzAfkSJN6feqMGXN79Eu8UamBwROgLJ\n", "kckYGzcWWx7Zgu1Lt+PFKS9i86LNdqN4kiOdBEo49Yb6G7XMvSP2pVqwH9WB/age7Esiz2k0Gswc\n", "OlMsf3XzK7deR23Xo9La09PUGwBICE/As/c+K5Z3X7NO6ZAGSppMTahqqXJ4bk86k7gCfc9PAvQ+\n", "oiS/Ih8fX/wYTe1NfXpdpfWPOz6/9rm4/c27vmn32MyhM7Fh6gaMiBlht5+BEiIiIiIiIhnMGjpL\n", "3HY3UEK+1duIEgCYl2KbopFfmQ/APlACADfqbvTpvB6PKOkhmeuNuht48KMHsf7z9Xjl0Ct9fu1A\n", "ZraYsefaHrH8YMqDLj2PgRIiqGPuHVmxL9WB/agO7Ef1YF8SeceM5Bni9onSE2hsb+zza6jtelRa\n", "e6SBEmcjSgDgztg7xe3L1ZfRZm5zCJTcrL/Zp/N6mqNEmny064iSzPOZ4nutcwSMq5TWP311quwU\n", "KlsqAQDxYfFovOzaNTckcojDPgZKOjQ3N+NXv/oViouZNZiIiIiIiDyTEJ6AtNg0AEC7pR1Hi4/6\n", "uUbUVU/JXDtFBUdheNRwANYkvSdKTtgtPQsAN+v6GChpsQVKYkLcmHoTbj/1pjNHiiAI+OjCR+Jj\n", "RfVFqGyu7PPrByrptJsHUh6AVuNaeIAjSnpw4MABPPiga0NzKLCpYe4dWbEv1YH9qA7sR/VgXxJ5\n", "j6d5StR2PSqtPa4ESgBg7MCx4vaOKzscHu/ziBJJoCQ2pO9TbyKCIhAZFAkAaLO0icGQU2WnUFBb\n", "YHfs6fLTLr+u0vqnL2433Ubm+UyxvGDEApfbMySCI0qcqq6uRlhYGEJCnA+3IiIiIiIi6qvZQ2eL\n", "28xTojyuTL0BgLFxtkCJs+WA+zqipKK5Qtx2J1ACOF/55uOLHzsc15dASaAyWUxYt3uduGTzwJCB\n", "mD1stsvPjwqOcgiMqC1QonfnSUajEQ8//DAuXLjg0rGdkanOOVwsB1a5c5/08eu115FXlAcAiI62\n", "XhS1tbU+KQ+LH4ba1lqfvX7X8rjkcUiJTlHM/783y2fPnsWzzz6rmPp4s3z04lFUmip9/v7oLNc1\n", "1UEueq0eu/J2iefvrEtf6tuXsvRDkFxku5+l+KwJDmpra4GOkan97Xrsb+W33noLd911l2Lqw7J7\n", "5bAw65Km5F/Th0yHTqODWTDjzO0zqG6pxoAQ13NSSL97qIHS2tPbqjedpCNKyprKHB7v64iSskbb\n", "aySEJ/TpuZ0SIxJxqfoSAOv0m7TYNGy9tNXhuNzyXJdfU2n946r/PPKfOFh0EACggQZvzn8T4Ybw\n", "PrUnOTIZta214mt0jthRC43Q10WsAbzzzjuIi4tDeXk5UlJSMH/+fKfHZWdnY+LEiR5XkvzL2QVj\n", "LDJi8dbFspx/08ObsHbXWlnOBQA7l+1ERnLg3fBcEag3c1fI+Z4E5H1fyn0NyHk+ua83Od8nvbVN\n", "zddjf8O+VIecnBzMnTvX39WQnRI/r8/fMh8nS08CAP720N+weJTr9221XY9Ka8+Mf85AXoX1x9Iv\n", "V36Ju+PvdnrcpapLmPr+1G5fJyooCte/c93l807++2RxisyRx45gTOwY1yvd4fm9z4tTTX53/+8w\n", "JGIIvrXzWwCAYF0wWs2tAIDhUcPx9ZNfu/SaXfsntzwXWVeysHrsaoyMGdnnOsrhaPFRPPTxQ2L5\n", "pfSX8FL6SwD69n5btXMVPr9uzXHS1/6Uiyf3dbem3qxbtw5LlixBRkYGxo8f79aJKXAo6eZMnmFf\n", "EikHr0f1YF8SeVdflwmW/u6rtutRae1xderNyJiRCNF1/3hdWx3qWl0bnSsIgjhFBAAGhw926Xld\n", "dU3ouuXCFrH85F1PwqA1AAAK6wrtcqL0RNo/9W31+Ob2b+J3J3+HB7c8iNtNt92qp69Jp0LNHT4X\n", "P5zyQ7Hcl/ebNKGr2qbdAB4kc62qqoLRaMS5c+e8WR8iIiIiIurHZibbErp2Tg/ozu6C3Rj1l1FY\n", "sWMFzBazr6vW7zW1N4nbYYbup6vptXqnoz6kwQpXp9/Ut9WjyWQ9b6g+FFFBUa5W1/7cEbZzF9UX\n", "Ye/1vWJ5zZ1r7KYLnbl9ps+vv+PyDjHAUtlSiRf2vwA3Jm/4nDQHy1Pjn3J5pZuuGCjpRmxsLNav\n", "X9/ttBtSD2muEgps7Esi5eD1qB7sSyLvmpw4GTqNDgBwpfoK6tvqnR4nCAJe/uplVLdUI7swGydK\n", "T6juelRae1rMkhElPYwYAewTugJAUkQSButso0Fu1N1w6ZzSHCcJYQnQaDQuPa8raZDm82ufo67N\n", "OqJlSMQQjIsbhwnxE8THXU3oKu0f6QoyAPDJ1U+w9bJjDhR/sggWuyCQtM1A395vDJQQEREREZFi\n", "WSwWmM3qGU0Rqg9F2sA0AIAAAWdvn3V63LGSYyisKxTLtxpuyVK//szVqTeAfUJXAEgdkIr4oHix\n", "7OqIEm8kcgXsR5RUtVSJ2/cPvx8ajcatQEmngpoCHCk+4rD/xS9ftKu/v12rvYaG9gYAQFxoHJIi\n", "ktx+rfSkdARpg6zbieleqZ+SMFBCvVLa3EhyH/uSSDl4PaoH+5L8affu3di4cSPKyuy/jJWWluKD\n", "Dz7A5s2bUVJS4qfaue+e+HvE7a/LnCfW/PDCh3bl2023VXc9Kqk9giDYrXoTqg/t8fhxcePsyqMH\n", "jMZ9qfeJZZdHlPggUCJ1/7D7AcCtQEln/2y+sFncNyN5hjjaorqlGn85/Re36usL0hV9JsRPcBid\n", "09ccJZ8/+jnenv82XpjygtfqqBQMlBARERERBagFCxZg9uzZDvuPHz+ONWvWYOXKlTh27Jj8FfOQ\n", "NFBy+rbjl9YWUwu2Xdpmt0+pyTPVonNVGAAwaA3QaXU9Ht81UJI6IBXDooaJ5Zt1ro0oKWm0Bfrc\n", "TeQKAINCB4lTujppNVoxefDYgWOh1+oBAAW1BS4nm7UIFmw+bwuUfPvub+Nn3/iZWO4tz46czpRL\n", "pt0MmtDDka6ZED8BK9JW9Dq6KBAxUEK9UtrcSHIf+5JIOXg9qgf7kpQoLMyWaDMoKMiPNXGPNFCS\n", "W5br8Lg0x0Sn8qZy1V2PSmqPdNpNb6NJAGBQ2CAMCh0klkcNGIWqa7YpL0X1RS6d125ESZj7I0p0\n", "Wp3DiJRJCZMQExIDwDqVKC02TXzMlVElRqMRxiKj2JYBIQPwYMqDmJVsW7kptzzXLgmuP0nzkzhb\n", "2llJ7zd/Y6CEiIiIiEhlpKttGAwGP9bEPePixom/7l+pueLw637XaTcAR5T4WufKM4BrgRIAWDhq\n", "IQDraI5JgyfZ5Si5UXcDN+pu4J3T7/QYNJEmcx0c4f6IEsA+oStgzU8iNTFhori9r3CfS6+548oO\n", "cXv56OUI1gcjLixOXPWn3dKOU6Wn3K2y1wiCYBf8kQYjyREDJdQrJc2NJM+wL4mUg9ejerAvSQ4V\n", "FRV488037f7duNF9jgdpctfeVgmR/opsNBoVUQ7Rh+DO2DvF/Z2/hBuNRuzav8vpl9jypnLFtsfd\n", "spLa4yyRa2/Pf1j3MH5yx0/wxcovEBkUiQGGAdBrrAGwypZKTPvHNLx44EU8seuJbl/v4q2LYrni\n", "WoVH7QlqtR9dNbB6oN3jw1uGi9s7ruzAwYMHe+2f3Ou2EU+DGweLj08fMl3cf7j4sFv19Wb5Rt0N\n", "1LTWAABigmMwNHKoot9v3ih7QiP4cHHn7OxsTJw4sfcDKeAYi4xYvHWxLOfa9PAmrN21VpZzAcDO\n", "ZTuRkcwPvYFGzvckIO/7Uu5rQM7zyX29yfk+4b2EKLDk5ORg7ty5/q6GW/Lz8xETE4OkJNsKFtu2\n", "bcPSpUshCAKysrKwaNEip89V8uf172d/H5vyNgEAfp7xc3xv4vcAAP/M/ye+u++7AKxLu3audpMU\n", "kYRzT5/zT2X7gfyKfGT80/p3bUzsGBx5zHGVF1dM/NtEXK+77rC/5LkSBOuDHfanb0rH5erLAADj\n", "aqPDssN9seHABvz59J8BWJe0vfzMZXHkEgC0mlox5p0x4rSufd/aZzfKxJmMDzKQX5kPANi/cr+Y\n", "FPZfF/+FZz5/BgAwM3kmti/b7na9vWHH5R146rOnAACzhs7CtqXbenlG4PPkvs4RJdTQkNw/AAAg\n", "AElEQVQrzlVTD/YlkXLwelQP9iX50759+2A0GrFv3z589dVX4v709HRkZmYiMzMT6emBuXSnXUJX\n", "yZSBk6Unxe2Vd64UtyuaKnDwoHISZ3qDku4vfVnxpjtGoxFDo4Y6fayiucLp/tLGUnHbk1VvAGBI\n", "5BBxe9bQWXZBEgAI1gfj4TseFsvbL2/H7abbeCzrMSzdttRhepfRaOx2VZ6pSVPF7ROlJ9BmbvOo\n", "7p6S5ieRrvAjpaT3m7/pez+EiIiIiIiUaN68eU73JyUlYdWqVTLXxru6S+gqDZTMSJ6Bt3PfRkN7\n", "A9osbWg0N8pax/7E2dQbd4weMNrpSjCVzZV2gQwAaGpvQn1bPQDrSjuxIbFunxcAlqYuxf+c/B80\n", "tjfiuxO/6/SYJalLkHk+E4B1FEZuWS6Mt6wBhN8c+w1en/O6eGy7pR2VLZUArCvoSJPXDokcgpSo\n", "FFyvu45mUzNyy3MxJXGKR/X3hDTYePcgx0SuZI+BEuoV516rB/uSSDl4PaoH+5LIN8YOHAuD1oB2\n", "SzsKagtQ21oLnUYnTnPQQIN74u9BfFg8GmobAAAj7x7pzyp7nZLuL+4kc+0qIyMDybXJOF95HnFh\n", "cSioKcC5Cut0KWcjSrqO1ugt305vkiOTceZp68iK7towa+gsRAdHo7a1Fjfrb+JmvW0Z432F+yAI\n", "gliP1HtTgY4YXnxYvMOSydOGTBOnGR25dcRvgRKzxexSIlclvd/8jVNviIiIiIhIcYL1wRg70JaP\n", "4nT5aeSW58IiWAAAaQPTEBUchUFhtl/xufKN7/R1eeDupESnIGt5Fv720N8wasAocX9VS5XDsdIV\n", "bzxZGlgqVB/aY/2DdEF4aORDTh8rrCtEQW2BWLabFuSkfs4SuvrDa8deE0e+RAdHIyU6xW91CRRu\n", "B0oOHz6Mbdu2Ydu2bTh1yv/LHZHvcK6aerAviZSD16N6sC+JfOeeBNsv3wduHrBbZnXy4MkAYBco\n", "Ofg1c5T4ijem3nRtT1xonLjtbESJNBAxONyzpYH7Yknqkm4f+6LwC3F7/8n94raz/CnTk2yBkqPF\n", "R2G2mB2O8bU91/bgjRNviOXn730eWo3zMICS3m/+5nagZPr06Vi6dCmWLl2KyspKb9aJiIiIiIgI\n", "84bbcrBsPr8Zx0qOieXOQEl8WLy4r7q9Wr7K9TPSZK6e5CiRGhg6UNyubHb8TunNRK59MWvoLIyI\n", "HgEAGBo5FBvSN4iPSQMl0vebs/qlRKeIAZ76tnpcqr7kqyo7dbPuJr6z5ztiec6wOfi/k/+vrHUI\n", "VB5Nvbl+/TreeOMNjBo1qveDKWBxrpp6sC+JlIPXo3qwL4l8Z37KfHHUQUljCfZc3yM+5mxESeTg\n", "SHkr6GNKur+0mCVTb3Tu5yiR6m1ESXcryvhakC4I25duxx/m/gH7V+7H8jHLxceMt4ziCjbhg8N7\n", "rJ9Go8G4uHFiuXOZY7n8MeePqGmtAWBdPvvPD/7ZIY+KlJLeb/7mUTLXlJQUPP/889ixYwdGjnSe\n", "OMloNIr/4Z1DeVj2fvl67XXkFeUBAKKjowEAtbW1PitLh96plRz9px+khyncBMC3/dVZHqgfiKlj\n", "psrSvqMXj6LSVCnL+xEA6pqs693LxWQyyXo+tdJr9TAWGWV5/wNAcHiwD1tjr7a2Fki2bivp74W3\n", "ynLev/SNephumxTVfpbVVw4LCwMpj0FnwPIxy7ExdyMAiPlJIoMiMSZ2DAD7ESXlTeXyV7KfsMtR\n", "YnA/R4lUbyNKpIESOafeAMDQqKFYO24tACA2NFZcwaaxvRHHio9hxtAZdvVLDE90+jqpA1KRXZgN\n", "QP5AyZWaK+L2LzN+aff/TT3TCIIgePoin376KR56yDHhTXZ2NiZOnOjpy5MLjEVGLN66WLbzbXp4\n", "E9buWqu6cwHAzmU7kZEsTzRV9n6buwkPj3u49wO9QM3vSbnPx7YF5vl6u5dIf0gIRHJe43Lel90R\n", "6H1JVjk5OZg7d66/qyG7QPi8nleRhxn/nGG3b9bQWdi2dBsAIOtqFh7f9TgA4L6o+/D5k5/LXkdf\n", "UdL95bWjr+E3x38DAHhhygv40dQf9fk1urbn4M2DeGTbIwCAqUlT8enyT+2OX7ZtGb68+SUA4MPF\n", "H+KBlAfcrL3nXtj/At47+x4A4PuTvo+ffeNneOBvD+BUnTVvzvsPv4+H7nD8Tvy3s3/DD/b/AADw\n", "6JhHsfHBjbLVed6H85BTlgMA+HzF57gv8b4ej1fS+80bPLmvuz31pqrKlpXYC7EWIiIiIiIiB+Pi\n", "xuHuQXfb7eucdgPYT72pMdXIVq/+xhtTb7oaGNbLiBIfrHrjrvuH3S9ud+YpqWq3fSfubmpQ6oBU\n", "cVvuESU1LbbrISYkRtZzBzq3p94cOnQIra2tAIDJkyf3cjQRKUHnMHYi8j81/WLT37EviXxv9djV\n", "OHPgjFiWBkriQ21Tb5p1zVATJd1fvLHqTU85SnqbeiNnjhJnMpIzoNfqYbKYcLbiLG433UajplF8\n", "vLv6jY4dLW5frr4MQRCg0Wh8Xl8AqG61JZuNCe49UKKk95u/uR0oWbRokTfrQURERERE5NTy0cvx\n", "k4M/QbulHRpoMClhkviYdETJ7abbsn4R7U+kq96E6r0zoiQ2JFbcrm6phtliFpONtppaUdViHbGh\n", "1Wjtgir+EBUchYkJE3G85DgA4ETJCdxuui0+3t2Il7jQOMQEx6CmtQYN7Q0oaSxBUkSSz+trESyo\n", "ba0Vy64ESsjGo1VviCiwdCZIJCL/60wgSYGPfUnke7GhsXh1xqtIDE/ES+kvIS7M9qU5IigCYXpr\n", "Mt5Wcyvq2+r9VU2vU9L9xRsjSrq2R6/VY0DIAACAAEEMjAD2iXkTwhJ6XK1FLvfE3yNu7yvcBwHW\n", "FBRxoXEw6AxOn6PRaOym31yqkmeJ4Ia2BjH5cYQhotv6SSnp/eZvDJQQEREREZHiPTPhGeR9Ow8v\n", "pr/o8Jh0VIk0rwV5jy9GlADAwBBbnhLpEsHFjcXitr+n3XSS5sqRLlXdW/1SY+XPU1LdYpt2Ex3M\n", "6fd9xUAJUT/CHCVEysF5wOrBviTyP+kSwdLpEIFOSfcXbwRKnLVHumRtVbNtRMmVatvStinRKW6d\n", "z9ukI0qKGySBnF4SzY4eYJ+nRA41rbZErp2jdnqjpPebvzFQQkREREREAU0aKJFO2SDv8cbUG2ek\n", "uUekI0qkAQXp1BV/Gh07GiE6x7b3OqLEDyvfSAMlzE/SdwyUEPUjzFFCpBycB6we7Evyp7y8PGzd\n", "uhUff/wxioqKxP2lpaX44IMPsHnzZpSUlPixhvLomtBVLZR0f5GOKPFWjhLAfkSJdOWby1W2gIJ0\n", "RIY/6bV6jI0b67A/MTyxx+dJV76RK0eJdOqNq0sDK+n95m8MlBARERERBajKykosW7YMy5cvx5kz\n", "tuVzjx8/jjVr1mDlypU4duyYH2soD2mghCNKfEO6gkpEUITXXteVESXSQIO/TYif4LCvtxElw6OG\n", "w6C1JlMtaSyRJeEwR5R4hoESon6EOUqIlIPzgNWDfUn+NHPmTKf7w8LCxO2goCC5quM3zFHiW4Ig\n", "4Fb9LbGcHJHs1uv0lqOkc0RJm7kN12qvifvviLnDrfP5woRBfQ+U6LV6jIwZKZblmH5T2yJZGtjF\n", "ESVKeb8pAQMlREREREQBbu/evZgyZYpYFgRB3DYYel8WNNCpdeqNUlQ2V6LFbM1REhkUiajgKK+9\n", "tjRQ0jmi5FrtNZgFMwBgaORQhBnCnD7XH9wZUQJ0yVNS5ftASXWrZOoNR5T0md7fFSAi+dTW1gLu\n", "/QBARF5mNBr5y41KsC9JDhUVFdiyZYvdvoULF2LYsGE4cOAAUlNTERdnm8JgNpvFbY1G0+NrS9/D\n", "nTkKAq0cP9I2ouRq2VW7timhfu6W33rrLdx1111+r0/EaNtUm1htrLjtjfaU1pWKr1dQWgCj0Yia\n", "RNu0kTiN7X3t7/4wGo1ot7TDoDWg3dIu1mtw2OBen+9s5Rtf1remxXHVm0B5v3mr7AkGSoiIiIiI\n", "FC4uLg7PPfecw/6DBw8iISEBKSkpdvubm62JNwVBELe7I/1S0fULRqCUr9XYpmnUa+p7PT5QytIv\n", "rf6sT9bVLHHf6MGjez2+u7Kz9kSWRwIdKwGbgk3IyMjAf5/4b/GYKSOn2B3vjfZ4Wh57ayxO3z4t\n", "7u8cUdLT86UjSvIr831eX2mOkujgaJeer5T3m7fKnmCghKgfYY4SIuXw5h9z8i/2JflLWVkZDh06\n", "hLS0NFy4cAH19fVYu3YtACA9PR2ZmZkQBAHz5s3zc019LzkyGVqNFhbBgpLGEjSbmhGqD/V3tTym\n", "lPtLUb1tRaXkyGS3X8dZe5zlKLFL5KqQFW+k7o6/WwyUxATHuLQKkHTKzv4b+1HVXIXY0NgenuEZ\n", "6YgSV6feKOX9pgRuB0ry8vJw8eJFWCwWTJ06FcnJ7l8wRERERETUNwkJCdiwYYPTx5KSkrBq1SqZ\n", "a+Q/Bp0ByZHJuFF3AwBwo+4GxsSO8XOt1MMuUOJmItfudA2UCIKAS9W2JXSlIzGUYsKgCdiETQBc\n", "y08CAGkD0zAxYSJyynLQam5F5vlMPD/xeZ/VUTqipHPqDbnO7WSu3S1FRkTKVVtb2/tBRCSLznm0\n", "FPjYl0TKMCJ6hLh9vfa6/yriRUq5v3hrRImz9oTqQxFuCAcAtFvaUddWZzeiRImBkulDpkMDa+6f\n", "uwbd5fLznhj/hLj993N/t0u67G3uLA+slPebErgdKOluKTIiIiIiIiK5pUSniNtqCZQohbcCJd2R\n", "jirJq8hDfZs1z0xUUJTd0s9KkTYwDRvnb8TCQQvx0+k/dfl5y0YvQ2RQJADgSs0VGIt8F5iobpGs\n", "euPi8sBk43GOkq5LkZHVtZprKG8ql+VcQbogWc5DgY85SoiUg/OA1YN9SaQMKVEp4va12mvdHxhA\n", "lHJ/uVV/S9z2do4SAIgLjROnTR0pPiLuTx2Q2uuqTf6yIm0FVqSt6NNzwg3h+Fbat/DOmXcAAH89\n", "91fMGDrD63UzWUxisEkDDaKCXFvOWSnvNyXwKFDibCmyrtSw3Jg75Ss1V/Ctnd/q9v/FmzKSM/Di\n", "lBdlOVd/oNfqYSwyitNUOoMLvihrDPLe+KXLA/v6epB7mo/JZFL1+SjwWEwW8ZciOe4nA/UDMXXM\n", "VADy/L2rHSDfNW4xWbArb5dP//+kZYPZgIqGClnOFx0cjRvlN3zaHmk5OTIZRWetvwwr4fOSksph\n", "YWGgwMYRJb7RampFWVMZAECr0WJw+GCvn0M6ouTILVugZHSs8hK5eurJ8U+KgZKsq1kobyr3+qiZ\n", "2lbb3+io4CjotDqvvn5/4HagpLulyLpS0/JCci5HRP5T2VyJtbvWynKuTQ9vkuU8zvj6/S/36BW9\n", "Xt5FvOQ+HwWeenM91u6U514CADuX7RS35fh758vhwl3Vm+uxNlu+/8tND2+S7Xxynguwvk/8/flI\n", "qeWcnBxQYFNjoET6o7O/FDcUi9uDwwfDoDO4/VrdtScu1PbD+9Hio+K2Ele8kXKnf8bGjcWUxCk4\n", "XnIcJosJu67uwlN3PeXVermTnwRQxvtNKdzKUVJeXo5Dhw7hwoUL2L59OzZt8t+XPSIiIiIiImky\n", "18K6QlgEix9rox6+zk8CALEhtmVym0xN4rYSE7l6wyOjHhG399/Y79JzBEHAoaJDuFJ9pddjpUsD\n", "c8Ub97j1k2h8fHy3S5ERkXIxRwkRERGpVVRwFGJDYlHVUoVWcytKG0uRFJHk72p5RAm/7hc1eC9Q\n", "0lOOkq400PRpRRl/cLd/Zg+bLW4fLDoIs8Xc6/SYjbkb8eODP0aILgS7V+zG3fF3d3usNJFrdLDr\n", "n/+V8H5TCrdXvSEiIiIiIlISNU6/8Tc5RpRMSbRfHCR1QCreuP8NDI0a6pPz+VtabBoSwxMBWPOJ\n", "fF3+da/P2XFlBwCgxdyCV4+82uOx0hwlfZl6QzYMlBD1I3InWCUiIiKSU3hbuLithkBJZ7Jhf7IL\n", "lER4Fijprj3ThkzDJ8s+wZ8f/DPOPHUGx9Yew5Pjn/ToXHJwt380Gg1mDZ0llr+88WWPx5ssJpy9\n", "fVYs7yvch+Mlx7s9XpqjpC9Tb5TwflMKBkqIiIiIiEgVBgfZVmRRyxLB/ibHiBIA+EbyN7B8zHKf\n", "nkNJpNNveguUXKy6iGZTs92+Xx39VbfHS6fecESJexgoIepHmKOEiIiI1GzG+BnidmFdoR9r4h1K\n", "yBnhzUCJEtrjTZ60Rzqi5ETpCTS0NYjlgzcPYuHHC/GnnD8BAL4uc5yac+DmARwqOuT0te1WvQlx\n", "PVCitv7xBAMlRERERESkCtKVb67VcESJpwRBwK36W2K5v4z2kENCeALGDhwLAGi3tOPwrcPiYy9/\n", "9TIOFx/GT4w/wYXKC3Y5TCIMEeL2b47/xulru7s8MNkwUELUjzBHCREREalZ+aVycbtzRInJYoLJ\n", "YvJXlTzi75wR1S3V4nK9EYaIPq2g4oy/2+NtnrZnzrA54vb+m9ZlgltNrbhYdVHcn3U1C7lluWL5\n", "lzN+Ca3G+jXeWGREVXOVw+tKlwfuy4gStfWPJxgoISIiIiIiVRhoGIggbRAAoKK5AtmF2ZizeQ7+\n", "cvovfq5ZYLrVYBtNMiRyCDQajR9roz7O8pRcq70Gs2AW92+9tBXnKs6J5UdGPYKJCRMBAAIEHCw6\n", "6PC6doESjihxCwMlRP0Ic5QQERGRms2cMRPDo4eL5RU7ViCvIg+/OvorFDcU+7Fm7vFnzgiTxYSs\n", "q1li2RvTbtSWA8PT9kxLmgadRgcAuFR1CQ1tDbhcfdnumAtVF9BuaQdgnVoWExJjl9/kq6KvHF7X\n", "3VVv1NY/ntD7uwJEREREROSew4cPo6ysDAAwbNgwTJo0CQBQWlqK7Oxs6HQ6zJo1C4mJif6spqxS\n", "olMcvmxaBAtOl59GUkSSn2oVOARBwO5ru/HzQz/HpepL4v6UqBT/VUqlwgxhGDVgFC5WXYQAAecr\n", "zzu8d6XuTbgXgDUR7Bsn3gAAHLhxwOE4rnrjOY4oIepHmKOEiIhIXaZPn46lS5di6dKlqKysFPcf\n", "P34ca9aswcqVK3Hs2DE/1lBeRqMRo2JG2e17aORDOPLYEfzbyH/zU63cJ3fOiJOlJ7HwXwuxJmuN\n", "XZAkMTwRT9/9tMevr7YcGN5oz/i48eJ2XkUerlRf6fbYe+LvAQDcN/g+hOpDAQAFtQW4WXfT7rja\n", "Vttn/r7klVFb/3jC7UCJxWKB2Wzu/UAiIiIiIvKZ69ev44033sCoUbYAQVhYmLgdFBTkj2r5zdN3\n", "P43RA0ZjfNx4/HPhP/H+wvcxNGqov6ulaAU1BXjq06cwf8t8HCk+Iu6PMETgx9N+jOOPH8edA+/0\n", "Yw3Va1zcOHE7ryLPLkDV1b3x1hElwfpgTE2aKu4/cNM2qqTV1Com4NVpdIgMivR2lfsFtwIlu3fv\n", "xsaNG8VhfkQUGJijhIiISH1SUlLw/PPP48SJE+I+QRDEbYPB0OPzpb8iG43GgC4DQMm5EhxdexRf\n", "rf4KEcURiqqfO+3x5etn7c/C2sy1mPr+VOy4skPcr9fqsX7CeryV9hbSW9MRbggPiPYEYv9oymwJ\n", "cg8XHMaF2xfE8pDgIeK2Bho0Xm0Uny/NU9IZKDEajdhzcI+4P1wXjkOHDsnaHiWVPeFWjpIFCxYg\n", "Pz/fKxUgIiIiIqKeVVRUYMuWLXb7Fi5ciGHDhgEAQkJCEBlp++VYOvK7t5VKpAkcuyZzZFmd5cb2\n", "Rrz19Vv4nwv/g4b2BrtjlqQuwf+b9v8wMmYkulJK/dVUHtkwEj+/+nMAwJXmK2Li1sigSDw35Tn8\n", "+OCPAQCpA1Ixf9Z88bmzh84Wt7+6+RUEQUBGRgZOl58Gzlr3D4oY1K+vb08wmStRP1JbWwt4nrCc\n", "iIiIZBYXF4fnnnvOYX9VVRViY2MB2I8iaW5uFvd1bvcHRqNRVSt3eLs9JosJH+R/gF8f+zVKG0vt\n", "HpueNB2vZLyCyYMne+18XbF/HCWGJyI2JBZVLVVikASwBkaWj1mO3534HSpbKrEibYXd88YPGi8+\n", "73bzbSzeuhgFNQUoaSwRj+lrIle19Y8nGCghIiIiIgpQhw4dQmtrKwBg8mTbF9z09HRkZmZCEATM\n", "mzfPX9UjhRAEAZ9f+xyvHHrFIQfGmNgxeOUbr2B+yvxeRx+R92k0GoyLG4eDRQft9qcOSMWgsEE4\n", "8tgR3Ky/KSZy7aTVaDEjeYY4ZerQrUPoanTsaN9VXOV8HiiRRqU65wv1lzJRb0wmk6zniwyPhLHI\n", "+j7tXAGnM2+Jt8t1TXU+bIkjuf8v5T4fBR653yMWk0W267u2thYag3wfpnl9e5e/Px8ptSxNfhpI\n", "Fi1a5HR/UlISVq1aJXNt/E9tn8O90Z6TpSfxM+PP7JK0AsDg8MHYkL4Bq8euhl4rz+/n7B/nuguU\n", "AEBcWBziwuKcPm9J6hK73DIAEKQNQmpsKiYPnowXp7zYp3qorX884fMrgnOiiLqn18s7qKveXI+1\n", "O9fKcq5ND2+S5Tyd5P6/lPt8FHjUfH0D8l7jvL69y9+fj5RazsnJAf3/9u4nNoq6j+P4p/9wrbCt\n", "sEgsqCOWUi3J8zT2AUl4kCipTSAl0aQxQeVSE4MHD5p48cDBg4mYePNgokeTipqqrbVdDqubRqQY\n", "TNxNhbSYPMG0S7NtYmoFujvPodtJF3a13Z2l+/vt+3UafpSZ+fLp7ux8d+Y3sM3gxKBeGHgha2xj\n", "3Ua91vGaXvn3K94krVhfK598s6z53uYcP5mtu7lbH3Z9qCtzV7Tr3l16dMuj2tm48441vmxW0FNv\n", "wuGwotGowuGwvvvuO7/3CUCJ2P4tKQAAqGx+PfGiXBRbz1MPPaUdm5YmqFt+ks1PJ37S6/95fV2a\n", "JOST257QntvGlq8o+TtVVVV6ruU5vbH3DR3bdUwtm1uKapLYlk8xCvpf5D5HAAAAAChvgdqA3tr/\n", "loauDOV9kg3W3+7Nu1VTVaOUu/S0quqqau1sIKv1xDU5QAWx/XJyAABQ2Wy7Fd6Penpae9TT2uPD\n", "3hSPfHIL1AbUfG+zfk3+Kkl6KPiQ7qq9y5d1r4Vt+RSjoFtvAAAAAACAP1bOU7Ka225QWjRKgArC\n", "HCUAAMBmts2xQD3lzc96Vj7+97Etj/m23rWwLZ9icB0+AAAAAADr6KW2lxT5X0R/Lf6ll//18nrv\n", "TsWjUQJUEOYoAQAANrNtjgXqKW9+1hO8K6hPj33q2/oKYVs+xeDWGwAAAAAAgAwaJUAFYY4SAABg\n", "M9vmWKCe8kY99qJRAgAAAAAAkEGjBKggzFECAABsZtscC9RT3qjHXjRKAAAAAAAAMmiUABWEOUoA\n", "AIDNbJtjgXrKG/XYq6Dr8KempnT27FnV1NToySef1P333+/3fgEAAABYhYWFBb3//vs6ceKEmpqa\n", "JPF5HQCKUdAVJT/++KOOHz+u559/XufOnfN7nwCUCHOUAABgn0gkomeeeSZrrFI/r9s2xwL1lDfq\n", "sVdBjZL6+npvecOGDb7tDAAAAIDVm52dVX19vQKBQNY4n9cBoHAFfb3suq63XFdX59vO2GTHph16\n", "+79v35ltbdxxR7YD8zFHCQAAdolGozpy5IjGx8ezxiv183o0GrXqW3HqKW/UY68qd+W76CoNDQ2p\n", "q6tLkhQOh3X48OGcP3fhwgXNzc0Vt4cAAABAiTU2Nurxxx9f793Ia2ZmRn19fVljR48e1fDwsEKh\n", "kBKJhBzHUWdnpyQ+rwNAMe/rBV1RsrCwIGmpU728nEs5H2wAAAAAU4RCIZ08efK28d7eXklSPB5X\n", "Y2OjN87ndQAoXEGNkn379umTTz6R67p5u9MAAAAASi+ZTCoajcpxHO+pN3xeB4DCFXTrDQAAAAAA\n", "gI0KeuoNAAAAAACAjWiUAAAAAAAAZNAoAQCDpNNppVKp9d4NoKLxOgQAmMq2Y1ip6qk5derUKd/X\n", "qqWZtk+fPq1HHnlEmzZtkiRNTU2pv79f8XhcW7Zs8cZRnkZHRzU2Nqbx8XH9+eef3uRg5GieWCym\n", "aDSqWCymYDCoYDAoiSxNMzQ0pJGRET3wwANZWZGjWcjLbLleh2RqplzHxkrK0pZabcvRxnOoyclJ\n", "hcNhTUxM6OGHH9a1a9eMrOfKlSs6e/asfvnlFwWDQTU0NBiXzVqOYSbUlqse38573BL55ptv3AsX\n", "LrhXr171xvr7+73lL774olSbRgl8++233jI5micSiXjLAwMD3jJZmicWi2W9r7ouOZqGvMx36+uQ\n", "TM2U69hYSVnaUqttOdp2DjU7O+tGo9GsMVPrGRwc9JZN/l1b7THMlNpurcev856S3HozOzur+vp6\n", "BQKBrPH6+npvecOGDaXYNHz222+/6b333lNzc7M3Ro7mOXjwYM5xsrQDOZqFvOxDpmbKdWyspCxt\n", "qdWmHG08h7p48aLuueceff7557p06ZIkc+tJpVLebR5u5sGxptayUr4aTK3Nr/OekjRKotGoDhw4\n", "cNu4u+JJxHV1daXYNHzmOI5effVVnT9/3hsjR3ONjIxo79693p/J0g7kaBbysg+Zmm3lsbGSsrSt\n", "VhtytPEcKpFIaG5uTs8++6wuX76sdDptbD179uzRu+++q9OnT6u9vV2S2dksy1eD6bUVe95TW8zG\n", "Z2Zm1NfXlzV29OhRTU9P68svv1QikZDjON7cFisnWamqqipm0/BRvhwffPBBSVIgEMi6h4scy9ff\n", "ZRmJRLRr1y6FQiHv78iyPP3Ta/JW5GgW8rIPmZrr1mNjJWVpU6225GjrOdTyN/zbt29XMpk0tp6f\n", "f/5Zb775ptLptL7++mt1d3cbW8tK+WowuTY/znuKapSEQiGdPHnytvHe3l5JUjweV2Njoze+sLAg\n", "aambs7yM9Zcvx2Qyqc2bN0vK7sCRY/nKl+X333+vbdu2yXGcrHGyLE/5csyHHJYrq4oAAANYSURB\n", "VM1CXvYhUzPlOjZWUpa21GpTjjaeQ7W0tGhyclLNzc2anZ1VW1ubsfUs365RXV3tXZFgai0r5avB\n", "1Nr8Ou+pcleeAfsomUzqzJkzchxHnZ2dkqTff/9dkUhEruvq8OHDuu+++0qxafjkq6++0vXr1yVJ\n", "HR0d3i8bOZplenpaH3/8sVpbWyVJf/zxh1588UVJZGmacDisyclJBQIBOY7jfUNDjmYhL7Pleh2S\n", "qXkSiYQ++uij246NlZSlDbXamKON51BnzpxRTU2Ntm7dqgMHDhhbz/j4uOLxuCSpra1Nu3fvNq6W\n", "tRzDTKjt1npaW1tzvidIa6+nZI0SAAAAAAAA05RkMlcAAAAAAAAT0SgBAAAAAADIoFECAAAAAACQ\n", "QaMEAAAAAAAgg0YJAAAAAABABo0SAAAAAACADBolAAAAAIBVGxsb0wcffOD7epPJpEZHR31fL7BW\n", "NEoAAAAAAKvW0dGhUCjk+3oXFxd148YN39cLrFXteu8AAAAAAMAs6XRa/f39SqVSSqfTCoVCOnTo\n", "kJLJpIaHh3X33XcrlUqpqalJTzzxhPdvPvvsM9XW1sp1XW3cuFGdnZ2SpEQioZGREU1PT2tubk6S\n", "tH//fm3btm3dakTlqnJd113vnQAAAAAAmOOdd95Rb2+vd2XJuXPn1NDQoB9++EHHjx9XXV2dJGl0\n", "dFRNTU1yHOe2dfT19amnp8f787Vr1xSLxXTo0KE7UQKQF1eUAAAAAADWZPv27Vm337S3t2t4eFhT\n", "U1MaGBjwxtPptGpra+U4jq5fv67h4WGlUilVV1drYmJiPXYd+Ec0SgAAAAAAa3L16lXNzMx4zZKL\n", "Fy+qpaVFN27c0JEjR7wrSqSluUckaXBwUE8//bSCwaAkaX5+PmudNTU1SqVSd6gCID9uvQEAAAAA\n", "rNrY2Jii0aiampoUCAR08+ZNbd26VQcPHtT8/LxGRkZUXb303JD5+Xnt27dPO3fuVCwWUzweV11d\n", "nRYXF3X58mW1t7erq6vLW/fyHCbV1dW6efOmuru7VVvL9/u4s2iUAAAAAAAAZPB4YAAAAAAAgAwa\n", "JQAAAAAAABk0SgAAAAAAADJolAAAAAAAAGTQKAEAAAAAAMigUQIAAAAAAJBBowQAAAAAACDj/xXY\n", "2qV2FmD1AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "100%\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABEoAAAGcCAYAAADOGUV1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8E9X+P/5Xku5rWiiFUmih7Pu+SCnIWvWyCsgiKAqK\n", "uODlfv3g/alXcfeKF1EQrvuGqFcKslbasoZdKlCogNBS1i5A9z3J+f0xJDOTTNIkzTRp+n4+Hj5k\n", "kpnMmTOTNPPO+7yPgjHGQAghhBBCCCGEEEKgdHUDCCGEEEIIIYQQQtwFBUoIIYQQQgghhBBC7qJA\n", "CSGEEEIIIYQQQshdFCghhBBCCCGEEEIIuYsCJYQQQgghhBBCCCF3UaCEEOI2zp8/D5qIizQWBQUF\n", "uH37tqubQQghHocxhgsXLri6GYSQJowCJYQQp1q9ejU6dOgAtVqNAQMGYMeOHVbXz8zMxOuvv45e\n", "vXqha9euqK2ttWt/d+7cwb/+9S/06NEDzZo1Q3R0NH799df6HEKjNHLkSMyfP9/VzfB4eXl5WLt2\n", "LUaPHo2oqCicOHHC1U1yqp07d2LIkCFo3rw5WrVqhS5dumD06NG4ceOGxW1svfb++OMPREZGIiws\n", "DKGhoRg6dKgzm97oLV++HGFhYVCpVKipqXF1czySvX+fSMPS6/XYt28fnn32WbRp0waPPPKIzdvu\n", "2bMHAwcOhFqtRlxcHFasWGFx3ddeew2BgYEICwsz+48+mwghBhQoIaQR0Ov16Nq1K4KDg+Hr62v8\n", "gx4eHo6IiAjMmjUL2dnZrm4mVqxYgZ9//hlpaWkoKirC2rVr8cwzz2DXrl2S669duxYzZswAYww/\n", "/PADYmJi7Nrf7t27MXDgQAQEBGDXrl24ffs2zp49ixEjRjjjcBoVhUIBhULh6mZ4tNOnT2PgwIE4\n", "e/YsXn75ZcyaNcujMqA0Gg1eeOEFrFu3Drdu3cLNmzdx/PhxfPLJJ2jZsqXF7Wy99vr27Yu8vDwU\n", "Fhbi9OnTNreroKAAU6ZMsXn9xurVV19FYWEh2rZt6+qmOMTdz5O9f58ag9zcXDz99NNo27YtmjVr\n", "hl69euGDDz5AVVWVaD2p7xCJiYnG51966SWEhIRAqVQiJiYGZWVlDX0oAIC5c+fi1VdfRdeuXfHL\n", "L7/YvN2hQ4cwf/58rFy5EkVFRdi/fz9+++03vPzyy5Lrq1QqrFq1CoWFhWb/7d+/H4GBgc46JEJI\n", "Y8YIIY3G3r172axZs0SPlZaWsrVr17KYmBh28eJFF7WMsdzcXNa8eXN269Yt0eMHDhxg/fr1s+k1\n", "YmNjWXV1tU3rHj58mHXp0oVduHDB7rZ6oqtXr7Lc3FxXN6NJefTRR1lycrKrm+E0S5YsYT/99JPd\n", "2zly7WVnZ7MhQ4bYtO7ly5dtXtcT2PM56E7c+Tw54++Tu0lPT2ft27dnH374ISsuLmaMMXblyhX2\n", "/PPPs6FDh7Lbt2+bbSP1HYIxxiorK9nkyZPZ888/L3u7bWXPZ0Tv3r3NPouLiopYVFQUy8/Pl3xt\n", "S59Z77zzDnv33XftbzAhxONQRgkhjQhjzOwX7KCgICxatAivvvoqXnjhBRe1DPjpp58wZcoUNGvW\n", "TPR4fHw8GGM4efKk0/al1WqxePFiJCUloWPHjk573cYsOjoakZGRrm4GacSKi4sRGhpq93ZyX3um\n", "n3nEPbnzeWrIv08N4c6dO5g2bRq+/fZbLFmyBCEhIQCANm3aYOXKlZg4cSIWLlxotp3Ud4iSkhIk\n", "Jiaif//+WLlyZYO035lOnz6NiooKjB8/XvR4aGgoHnroIaxfv95sm9jYWIufWdu2bcOECRNkaSsh\n", "pHGhQAkhHmLOnDnYv3+/y/Z//PhxUSqv0NixY3Hw4EGn7Ss1NRXDhg1D165dnfaarrB582ao1Wr0\n", "69cPy5cvR/v27dG8eXP861//wuXLlzFp0iSEhYVh8ODByMrKMtv+559/Rnh4OMLCwhAcHGxzjZIj\n", "R47gwQcfROvWrdG8eXN0794d//rXv7Bo0SL88ccfkttcvXoVzz77LOLi4hAeHo64uDjMnz8fq1at\n", "wqpVqyS3KSoqwosvvojOnTsjNDQUERERmDx5Mo4cOWK1fRs2bMCIESPQokULREZGYvDgwfjqq68w\n", "ZswYq9tVV1fj3nvvhZ+fH/75z3/a1BdN3a1bt9C2bVuEhYXhhx9+wLRp00Tj9Tt16gSdTme2naPX\n", "nj0OHjyIiIgI9O7dG7///rtZLYGoqChcunRJclt7r72ysjK0a9dOVCNEp9Nh1apV6NKlC5o1a4b5\n", "8+dLDklISUnB+PHj0axZM4SGhqJHjx548803UVlZafHYzp8/j4cffhitW7dGREQEEhISsG3bNsc6\n", "qg7bt2/HqFGj0Lx5czRr1gz33HOP5M3j2bNn0aJFC/j7++O///2v6LnJkycjLCwMvr6++O2330TP\n", "1ec8GWzcuBEhISGIi4urc11HNOTfp4bwwQcfYM6cORg2bJjk8y+++CKuXbtW53Hl5+dj9OjRmDVr\n", "lsVhKkJynydHHDt2zGnntqCgAHl5eejWrZuzmkcIacQoUEKIh2CMwdvb22X7LygosDi2PjY2Fvn5\n", "+U7b144dOzBx4kQUFBRgwYIFaN26NWJiYrB8+XLo9Xqn7UdukydPxqlTp3Dy5EkcPHgQR48exZ9/\n", "/okffvgBffr0QWJiIu7cuYMXXngBixYtMtt+xowZuHPnDgoLC20ez3348GE89NBDeOSRR5CdnY1b\n", "t27h4MGDiIyMxDfffIPCwkKzbUpKShAfH4+4uDicOHECd+7cwZ9//olp06Zh5cqVkjO/XL9+HcOG\n", "DYOXlxfS0tJQXFyMrKwsPPzww3jsscfw1VdfSbbv/fffx5o1a/DBBx8gNzcXeXl5+Omnn5Ceno7d\n", "u3dbPb8ZGRnYt28fampqsGbNGpv6o6lr3rw5rly5gsLCQsyePRsbN24Ujde/cOECVCqV2XaOXHv2\n", "GjZsGAoKCnD69GkMGDDArJbAjRs3EBcXZ7adI9deUFAQsrOzjTVCcnNzMWrUKBw4cABbt25FXl4e\n", "evXqhfT0dNF277zzDl566SX8v//3/3D9+nUUFxcjKSkJN27cQHx8PIqLi832tX//ftx///144IEH\n", "kJ2djYKCAqxZswZr1qzB22+/7bwOBPDyyy/jjTfewPLly3Hr1i3cvn0bq1evxrfffovHH39ctG73\n", "7t2Rn5+PF1980ex1Nm/ebLxGTOvROHqehL766iuUlZUhOztblmLcDfn3qSH8/PPPePrpp62u8+yz\n", "z+KHH36w+Pzly5cxatQovPDCC3jyySdt2q/c58kRt27dQps2bSSfi4mJsevc7tixAw888ICzmkYI\n", "aeQoUEKIh1izZg3Gjh3rsv1XV1cb039NBQQEOHUWh5ycHPj6+mLkyJGIi4tDZmYmDh48iDNnzmDB\n", "ggVO209DYIwhJiYGW7ZsQUREBCIiIjB9+nQ89dRTeOqpp6BQKDBt2jRkZGTU+Tq2SElJwZIlSzBx\n", "4kT4+PgAANRqNZ5++mksXboUrVq1Mtvmjz/+QO/evfH8889DrVYDAHx8fPDAAw9g5cqVkjdBDz/8\n", "MN5++228+eabiI6OBgAEBwdj2rRp2L9/P1asWCE59ePOnTvx8ccfY8CAAVAquT9RsbGx+PjjjzFp\n", "0iTjY1J69eqFkSNHwsfHB4sXL7apP4iYI8Mn5B5yYe/rO3rtCfeXkJCAqVOn4pdffkHHjh3h5eWF\n", "v//970hISDCut2fPHmzfvh379+/H2LFj4efnBwDo1KkTPvnkE8ydOxfPPfec6LUrKiqwcOFCbN26\n", "FbNmzTK+B3v27IkdO3ZAo9Hg+vXrdh2vJb/++iv27NmDAwcOYPjw4cbH+/Xrh+TkZBQVFTkUULR0\n", "PupzHTz22GMIDg5GbGwsJk2a5PDrWNKQf5/kVlZWBsZYncPdhg8fbrFo8pkzZzBs2DCMGjUKM2bM\n", "sHnfcp8nRzjz3G7dupWG3RBCjChQQkgjl5OTY5yp4r333nN1cxqEVqvFwoUL8dRTT+Gf//wnQkND\n", "ER0djZ9++gknTpyoc2iHLTQajeTUgcL/wsPDnXA0QMuWLY03WQDg5+eH2NhYu17D1hlvRo8ejS+/\n", "/BKHDh0yG1Lx1ltvSQ5n6tu3LzIzM/Hjjz+ioqJC9NyUKVPMpnDMyMgAY8ziF+nmzZvjH//4B778\n", "8kuz58aNG4c33ngDf/31l9lzmzZtsnpsPj4+2L17N6qqqvDuu+9aXdedNeS15wzuNNtSfa49A4VC\n", "gY8++ghLliyxuq/Vq1fjzTffFL13hZ577jkcPnwYpaWlxsc2btyIBx54QDK1X6FQ4D//+Q+0Wq3V\n", "/dpq5cqV+OijjyQzDRUKBdasWeM2NSmmTp1qzPypK/vEnf3tb3+r873773//u177KC4uRlhYWJ3r\n", "hYeHo6CgQPSYQqHA2bNnMWnSJLz55pu4cOECxo0bJ7pGrfGU8ySlpqYGR44caZKz5hFCpHm5ugGE\n", "EPskJSWJviSFhYVh+vTpOHHiBIKDg13WLh8fH7ObaIPi4mL4+vo6bV8REREoKCjAM888I3pcqVRi\n", "wYIF2Lp1K4YMGVKvfcTHx0sOQ2nshg0bhlWrVuGDDz7A2bNn4ePjg/bt22PYsGFYsGCB5BfwkJAQ\n", "JCcn47333sNbb70FnU6H1q1bo3///njsscfQqVMn0fpnz57F0aNHrX6ZZ4xh9OjRZo+/+OKLWLdu\n", "HRYtWoSrV68iJCQEnTt3xvjx4zF79mx4eXn+ny1PvfYaQn2uPSFLNQ9M91XXdLharRYXL15E3759\n", "AQDp6emirBRThnooznD+/Hn079/f4vOGAO2dO3fcKvAmh4b6+yRXnRmh0NBQmz4fbt++jYiICNFj\n", "jDHk5+cjJSUFPXv2xPz58/HGG29g5syZ2L59u1xNlpWPj4/FekD2nNu9e/cah+wRQghAgRJCGp2p\n", "U6diw4YNrm6GmcjISGRnZ6NPnz5mz125csWpvz516dIFMTExks9FR0fjzJkzTtuXJxo9erTxRrG2\n", "thaZmZnYsmULBg4ciO3bt6Nz585m23To0AGfffaZcfnixYvYs2cPJk2ahNdffx3Tp083PhcQEICx\n", "Y8diy5YtDrVv0aJFxposJSUlOHXqFL755ht88skn2Lt3r8Vf8Amp77Vn7752795tDILYyt1mh3Gn\n", "jCC5NOTfJ7kFBQVBqVQiPz8fLVq0sLjegQMHJK/Ne++9Fz179jQuv/LKK5g2bRo2bNiAWbNmydJm\n", "OUVGRuLUqVOSz129etVqHwnRsBtCiCkaekMIcYr4+HikpKRIPrdr1y4MGDDAafsaN24cUlNTJZ/L\n", "yckx1iVoShy9+fL29kbv3r3xyiuv4J133sFbb71l03YdOnTAwoULsWfPHixbtkz03JAhQ7B//37J\n", "Qpb2CgkJwfDhw/H555+jf//+VosTEtdwpxt/Z157dRk+fDg2btxo1zYDBgywOjtZZmamZHFkR3Tu\n", "3BnHjx+3+Pz169dRVVVlln3jiYGThvz71BBmzJhhtb4MYwxr1qyxOfBhz2e/u4mPj7f4fSA5ORkD\n", "Bw606XV27tyJ+++/35lNI4Q0chQoIaQRqc8X2KSkJISEhKB9+/a4ePGiE1vFmTFjhnFmBKG9e/dC\n", "q9Xa/GXFFn379kV1dTUOHTokelyv1+Prr7/GxIkTnbYvuVk6p/aea1vX79Onj8UbW4VCgaqqKrPH\n", "Z8yYgfPnz1t8TdO05xYtWuDhhx+2Wli3vLwcv//+u+ixkydPYt68eRa3sdQ+A8P0wL6+vmbBG7l4\n", "2k2lI8cj9zZhYWE2Bw8cvfYcsXTpUqxdu9ZsJhyh33//XTTkY+rUqdi5cycyMzPN1tXr9fjHP/7h\n", "tGtq6dKleP755yWLWer1ejzzzDNYunSp2XMtW7ZEbm6u2ePXrl3DkSNHLLbPnvNkypP+PjWEf/zj\n", "H/j++++xb98+yedXrFiB6OhoDB06VPS4pXPXsWNHxMXFIS0tzep+5T5PQra+Dzp16oSQkBDs3r1b\n", "9HhRURH+97//2RQsysjIQFRUlMcPQSOE2IcCJYQ0IvX55fbLL79EWVkZLl++LEtaulqtxuLFizF1\n", "6lRcvXoVAHDkyBE8/vjjds2sYMsxKhQKrF69GvPmzcO2bdtQW1uLmzdv4uGHH0a/fv3Qu3dvh4+j\n", "oTlrBglb18/IyMCsWbOQkZFhnGq3uLgY33zzDZYsWSJ545Sfn485c+Zg9+7dqK6uBgBUVVUhLS0N\n", "9913n2RQ4j//+Q/Ky8sxadIkpKenG9uXk5ODNWvWoE+fPjh8+LBom6KiIvz0009Yvnw5rl27Zjyu\n", "69ev49VXX0VycjJmz55t9dj27duH2tparF271qb+qA/GmFtlU9SXo8cj9zahoaGIjY3F66+/bgw6\n", "3LlzB5s3b8bkyZPx6quvitZ35NpzpH0xMTH4/vvvMWnSJPz3v/9FUVERAO69sW/fPsybNw+PPvqo\n", "KJDo7++Pzz//HBMmTMCGDRuM76eMjAzjr9ktW7Z0ynU1ceJEjBo1CgkJCThw4IDx/Z6eno777rsP\n", "4eHhkrND3X///fjuu++MM6bk5uZi5cqVGDhwIEpKSiy2zd7zJNRY/j65i7CwMGzcuBGPPPII3n//\n", "fWMA6Nq1a1i6dCk2b94sGippYO26WrRoET799FOr+5X7PAnZ8x5499138fjjjxvf11evXsWDDz6I\n", "Z555xqYM061btzaqH1gIIQ2EEULcnk6nY507d2ZBQUHMx8eHqdVqplarWUREBEtPT7fpNTZu3MhC\n", "QkJYu3bt2MWLF2Vr64cffsji4uJYaGgo69evH/vtt98srvvZZ5+xsLAw4/GoVCrjv9VqNfvnP/9p\n", "dV/Hjh1jY8eOZWFhYSwyMpK98MILrKamxtmHJJukpCQWGhrKvLy8WGxsLCsvL2eMMfbaa6+xgIAA\n", "9ve//924bsuWLVlERAQ7fvw4Y4yx1NRU1qxZM2NfmV4barWaLV682Gyfo0ePZjt37mSJiYmsRYsW\n", "LCQkhLVo0YJNnTqVnThxQrKdM2fOZPv27WNz585lbdq0YWq1moWGhrKEhAT2888/Wzw+nU7HPv30\n", "UzZkyBAWHh7OwsLCWNeuXdmzzz7Lzp49a7b+yZMn2fPPP89Wr17NBg0axMLDw1lQUBCLjY1lixcv\n", "Znl5eVb7s7q6mt17773M19eXLVu2zOq6jjh16hRr0aKFsX99fHxYUFCQcXn48OFO36fc9uzZY7yO\n", "TI9HrVazOXPmmG3jyLV38eJF1rJlS+PzISEhzNvbW7TN2LFjLbbz1q1b7Mknn2Rt2rRhYWFhrG3b\n", "tuyhhx5iSUlJkuvbe+298847Fj+H1Go1W7FihcW2/fXXX+yxxx5j0dHRxs+i8ePHs88//9zi59H5\n", "8+fZnDlzWKtWrVh4eDjr27cvW7NmDdPpdCw2NtZi3zti69at7N577zX2w5AhQ9j3339vdZvt27ez\n", "rl27stDQUNa2bVu2YMECdvbsWfboo4+yoKAgi/1h73kycMe/T41Bbm4uW7x4MYuOjmbh4eGsZ8+e\n", "bMWKFayqqkq0ntR3CNP3m06nY61bt2ZqtZp9+OGHkvuT+zzNmzfP4mdEeHg427Ztm8Vtd+3axQYO\n", "HMhCQ0NZbGws+89//mPzfmfOnCnrdUcIaZwUjHnQz2GEEEIIIYQQQggh9UBDbwghhBBCCCGEEELu\n", "okAJIYQQQgghhBBCyF0UKCGEEEIIIYQQQgi5iwIlhBBCCCGEEEIIIXdRoIQQQgghhBBCCCHkLgqU\n", "EEIIIYQQQgghhNxFgRJCCCGEEEIIIYSQuyhQQgghhBBCCCGEEHIXBUoIIYQQQgghhBBC7qJACSGE\n", "EEIIIYQQQshdqtdee+01VzeCEEIIZ8uWLXjmmWfQq1cvfPTRRzh06BD8/Pyg1WqxcuVKHD16FKmp\n", "qdBqtWjfvj3KysowYcIEqFQq9OzZEwCQlpaGxYsXIz4+Hmq12sVHRAghhJCmgL7DEE/i5eoGEEII\n", "4U2cOBF//PEHDh06hLffflv03PLly43/fu211zBmzBgEBQVh9uzZGD58OA4cOICLFy9i/vz5OHbs\n", "GGJjYxu49YQQQghpqug7DPEkFCghhBA3tHjxYtHy5cuXsX79enh5ecHLyws3b940PnfPPffg8OHD\n", "yMzMBABkZ2ejffv2DdpeQgghhBCAvsMQz0CBEkIIaQQ++eQTvP322/Dy4j62X375ZeNzHTt2xLff\n", "fgs/Pz907twZn332GRYtWuSqphJCCCGEGNF3GNIYKRhjzNoKer0ejDGoVKqGahMhhDRZq1atwrZt\n", "2zBmzBgAwLhx49C3b198/vnnKCgogEKhQHV1NY4fP44nn3wSEyZMAADMnDkT//d//4du3bph0KBB\n", "OH36tCsPgxBCSAOj7+zE1eg7DPEkVgMlycnJyMrKwuTJkxEVFQWAS4c6ceIE9Ho9hg4dijZt2jRY\n", "YwkhhBBCCCFiUt/Zt27dCp1OBwCIi4szFsskhBBSN6tDbxITE43jxQzOnTuHadOmAQB27NhBgRJC\n", "CCGEEEJcSOo7u5+fH8aOHeuiFhFCSONmd40SnU5nTO2rY9QOIYQQQgghxAV0Oh2SkpLAGEO7du3Q\n", "r18/VzeJEEIaDbsDJT169MD7778PAJg7d67TG0QIIYQQQgipn8TEROO/d+7c6cKWEEJI42N3oOTU\n", "qVNYtmwZ9Ho9tm3bhokTJ1pcd9euXVRQihBCCCGEuD21Wo3+/fu7uhmy8Pb2tvo8fWcnhHii+nyu\n", "2x0o8fHxAQAolco6P3RVKhWl+clAo9EgPj7e1c3wONSv8qB+dT7qU3lQv8qD+lUe1K/Ol56e7uom\n", "OFVOTg5iYmIAAFVVVVbX9bTv7J72/qDjcW90PO6rPp/rVgMlqampyMrKgp+fH2JjY5GQkIB27doh\n", "KSkJANC9e3eHd0wIIYQQQgipP6nv7Dk5OTh27BgAoE+fPi5uISGENC5Wpweur7S0NI+KThNCCCGE\n", "EM+Unp6O0aNHu7oZLkHf2Qkhnqg+n+tKJ7eFEEIIIYQQQgghpNGiQEkjpNFoXN0Ej0T9Kg/qV+ej\n", "PpUH9as8qF/lQf1KiGWe9v6g43FvdDyeiQIlhBBCCCGEEEIIIXdRjRJCCGmELl9W4to1RYPsKzqa\n", "ITZW3yD7IoQQV6EaJfSdnRDiWerzuW739MCEEEJc79o1BSZODGmQfW3ZUoLY2AbZFSGEEEIIIS5H\n", "Q28aIRo3Jg/qV3lQvzof9ak8qF/lQf0qD+pXQizztPcHHY97o+PxTHUGSvR6PXQ6XUO0hRBCCCGE\n", "EEIIIcSlrNYoSU5ORlZWFiZPnoyoqCjj41lZWThx4gR8fX2RmJgIHx8fye1pvCMhhMhDo1E16NCb\n", "+HgKmBNCPBvVKKHv7IQQzyJbjZLExERkZmaKHisqKsLNmzcxffp0h3ZICCGEEEIIcS69Xg/GGFQq\n", "laubYhedDsjLU6CiQgGtFujShYqHE0Jcz+4aJSdPnkRgYCCSkpJw4cIFOdpE6kDjxuRB/SoP6lfn\n", "oz6VB/WrPKhf5UH9SoSSk5Oxbt065OXlGR/Lzc3F+vXr8eOPP+LmzZsubJ11ubkK9OihxqBBoZgy\n", "Jdgpr+lp7w86HvdGx+OZ7A6U5Ofno6ioCFOnTsVff/0FvZ6ivoQQQgghhLhKYmIiRo4cKXrs2LFj\n", "mDNnDmbOnImjR4+6pmE2CAzk/11e3jDT3hNCSF0cmvUmISEBANC6dWvcuXPH6rrCiJRGo6FlJyzH\n", "x8e7VXs8ZdnwmLu0x1OW6Xp1/nJ8fDyKi0vQkNzp+OVabmrH25DXqzu1x1OWhdyhPZ607CkCAgKM\n", "/7ZUT9AdBATw5RIrKgDL1RNtZ/ju4SnoeNwbHY9nslrMFQAyMzOhVquNxVxPnjyJoKAgdOjQAXv2\n", "7EF8fDy8vb0lt6XCUIQQIg8q5koIIc7V2Iu5mn5nT0lJwdixY83+LcXV39lbtFBDq+WySW7cKISf\n", "n8uaQgjxIPX5XLeaUZKamgqNRoPU1FTs378fANCnTx+cPHkSmzZtgre3t8UgCZGPJ/7q4Q6oX+VB\n", "/ep81KfyoH6VB/WrPKhfSV10Oj7ArVDUPaTFlVk8vr61xn9XVCjq/Xpr1651qywlOh46Hmctb9ni\n", "jRdfvIa0tEMecTwNseyoOjNK6sPV0WlPpdFoKCVKBtSv8qB+dT7uw38EZZQ4GV2r8qB+lQf1q/N5\n", "WkbJpk2bMGXKFDDGsG3bNkyYMMHitq7+zt69eyhu3uR+vz19ugjR0fW7PfG09wcdj3trqOM5elSF\n", "++7jvvu99loFnnuuWpb9eNL5kW16YOKePOXCdTfUr/KgfnU+ruaDq1vheehalQf1qzyoX4lQamoq\n", "srKy4Ofnh9jYWCQkJGDw4MHYsGEDGGMYM2aMq5toVWAgHxjhCrrWL1Diae8POh731lDHc+QIf+ue\n", "keEFQJ5AiaedH0dRoIQQQgghhJBGTCoQEhUVhVmzZrmgNfYTF3SlmW8IkXLlisr479JSFzakiXBo\n", "1hviWs4Yc0XMUb/Kg/rV+ahP5UH9Kg/qV3lQvxJP4uxAiae9P+h43FtDHc+VK/yte1mZfAFFTzs/\n", "jqKMEkKIR7t8WYlr1xrm16noaIbYWH2D7IsQQgjxFIKZjFFR4bp2EOLOGipQQjgUKGmEaNyYPKhf\n", "5eHqfr12TdGgRU9jY+XfD9UokYerr1VPRf0qD+pX4kmEGSVcjZL68bT3Bx2Pe2uI42EMuHq1YQIl\n", "nnZ+HEVDbwghhBBCCCEuIyzmSjVKCDGXn69AVRX/3qCMEvnZFCjR6/WiudiJa9G4MXlQv8qD+tX5\n", "qE/lQf0qD+pXeVC/Ek8iHnpDNUpM0fG4t4Y4HuGwG4BqlADAxo3eaN8+FI88EojaWue/fp2BkuTk\n", "ZKxbtw55eXmixysrK/HOO+/gxo0bzm8VIYQQQgghpEkQF3N1YUMIcVOmgZKKCgWaeh7DmjV+KCpS\n", "YutWH7zzjp/TX7/OQEliYiJGjhxp9vi+ffswfvx4pzeI1I3GjcmD+lUe1K/OR30qD+pXeVC/yoP6\n", "lXgSqlE+fmz1AAAgAElEQVRiHR2Pe2uI4xHWJzEoL5dnX43l/Jw8yZdb/fBDf8k+qg+HXq2wsBAB\n", "AQHw83N+5IYQQgghhBDSdFCNEkKsy8lRmT1WWtq03ytBQUy0vGyZPxizsLIDHAqUaDSaRhNp8kSN\n", "ZdxYY0P9Kg/qV+ejPpUH9as8qF/lQf1KPElTq1FSWKhAZqbS5ps6dz8ee7nr8TiaoeGKGiWAfHVK\n", "3PX8CDEGVFaKH0tO9sH27d5O24dDgZK8vDxs2bIFGo0GZ86csbqusKM1Gg0t07LbLmdkZLhVe2jZ\n", "ucsNobi4xOH22bss3FdDcPX5a4jljIwMt2oPLdOytWW6Xhv334uGsnXrVmzevBmbN28WXTPupinV\n", "KLlzR4G+fUMQHx+KL77wdXVzyF1vvOGHmBg1liwJqHtlF5AaVtKUZ76pqgJ0OvPj//RT572nFIzV\n", "HcvMzMyEWq1GVFSUTY8bpKWloV+/fs5pKSGEOECjUWHixJAG2deWLSWIj2+YylqeelyEEOIq6enp\n", "GD16tKub4VQpKSkYO3Zsneu5+jv75s3eeOyxIADA3/5Wg2+/lan4ghvYuNEbCxdyxzpokBbJyaUu\n", "bhFhDIiOVqOykrvxvnSpCGFhThzDUU96PdC6tRrV1eLAwKZNpRgxQuuiVrlWfr4CXbqozR6PiNDj\n", "/Pli43J9Pte96lohNTUVWVlZ8PPzQ2xsLBISEgAAd+7cgUajQWxsrMVACSGEEEIIIcQ1dDodkpKS\n", "wBhDu3bt3PYHzKZUo+T6dT4z4Nw5bviNwrMP2e2VlcEYJAG47I2wMPf5gSg/X2EWJAGadkaJ8Njb\n", "ttUhL0+J6moFCgqUKCkBQpzwW2KdQ2/GjBmDJ554AvPmzTMGSQAgPDwcTzzxBMaNG1f/VhC7eGp6\n", "qKtRv8qD+tX5qE/lQf0qD+pXeVC/ElskJiZi6tSpePDBB5GXl2d1XVcOd7p0iR8WVFFR/9dbu3at\n", "Ww3nEi7fuMHffpWUKJGbq2jUx+PIsrsdz65dJyC0a9d5tzqebdukS10Yirl6+vmRWj5w4JRxWaUq\n", "Q4sWZcblTZvE5RQcZdPQG0e5Oo3PU2k0VExXDtSv8nB1v3riEBXuw3+Exx2Xq7n6WvVU1K/yoH51\n", "Pk8ceiOUmpqKMWPGSD7n6u/sf/yhwujR3N+0Xr202Lu3fsNR3Pn9MW9eILZt8zEub9xYinvvtT58\n", "wp2PxxHudjwnT6owahT/nerttyuwaFG1zdvLfTy//OKNJ54IMnv83/+uwIIFtrfTVu52fqQcPOiF\n", "CROCAQBDh9ZCrWbYuZN7X33+eRmmTq0FUL/PdedONkwahLtfuI0V9as8qF+dj/pUHtSv8qB+lQf1\n", "K7FFTk6O8d9VVVUubIl14mKu9R9O4M7vD+HQGwA4f9582ldT7nw8jnC347lzR3zNSRVOtUbu47ly\n", "RfoaKSuTfLje3O38SBFOjRwUBLRrpzcuZ2fX/Z6yRZ01SgghhBBCCCGNT05ODo4dOwYA6NOnj4tb\n", "Y5mwRkl5uWfXXRAOvQGAc+ecc1NHHFdYWL9AidyEUwNHROhRUMAtN+0aJfy/g4MZ4uL4zOesLOec\n", "P/e6CohNnDHmipijfpUH9avzUZ/Kg/pVHtSv8qB+JbZISEjA9OnTMX36dHTs2NHVzbEoQDAjqzOm\n", "B3bX90dNDVeYU6iujJLqavc9Hke52/HcuSO+Jb52zb5bZLmPRxgo6daNDwjIFShxt/MjRZxRwkQZ\n", "JVlZzgk+UqCEEEIIIYQQ4jLOHnrjrm7eVIIx8fEZZr6Rsnq1L2Ji1HjzzYGyDbMg9R96Izdhe4SB\n", "EmGwoKkRHntwMEP79sKhN5RR0mQ1hnFjjRH1qzyoX52P+lQe1K/yoH6VB/Ur8SS+voBKxUULamsV\n", "qK2t3+u56/vDdNgNABQXK5GXJ33Du3atH2pqFDh2rCWmTAlGZaXcLWwY7nZ+TIfe3L6tRHm57dvL\n", "eTyMiTNcunaVP6PE3c6PFNOMktat9fDx4T5D8vO5KYLry6ZAiV6vh07n+TMeEEIIIYQQQhqWQmE6\n", "/MYzfym/fl36uCzVKbl5k79VO3HCC48+GoSaGlma1qSZZpQA9g+/kUt1NVBdzbXP25shMpLPnGja\n", "NUrEGSUqFRATw/fN5cv1H35T5xWQnJyMdevWieZeP3v2LJKSkvDLL7/g2rVr9W4EsU9jGDfWGFG/\n", "yoP61fmoT+VB/SoP6ld5UL8STyMu6Fq/13LX94fpjDcGUnVKpH6jTknxxpo1fs5uVoNzt/NjWqME\n", "sG/4jZzHYxoQCA5mks85k7udHymmGSUARAVdL12qf6CrzldITEzEyJEjRY/dvn0bU6dOxbRp03D6\n", "9Ol6N4IQQgghhBDSdDWFOiXCoTetWvG/fktllFgqart/P01a6mymQ28A98koEQZDgoIYgoKkn2tq\n", "TGuUAM6fItihKyAhIaHeOyaOawzjxhoj6ld5UL86H/WpPKhf5UH9Kg/qV+JphIGS+k4RLPf748wZ\n", "FZYsCcCuXfYFLYQZJaNG8YVYzp83vyWz1Af5+e5xA18f7vb5JTX0xp6MEjmPxzRzQpxRIs8+3e38\n", "SDENIAEuyCixJiUlBYMGDap3IwghhBBCCCFNV2OqUbJ0aQC++84XCxYEobTU9u2EGSXCQMm5cyqz\n", "mW+EgRJ/f/7JggL37pvGqL5Db+QkHnrDBwVMn2tq6s4oqf/5czh3a9++fejYsSOaN29udT2NRmOM\n", "ShnGO9Fy/ZYNj7lLezxlee3atejZs6fbtMdTlg2PCZ+/fFmJs2e5bxahoSEAgOLiElmWfX1D0VD0\n", "+hpoND71aq8ty8XFJVAo/OU9GBPucj3JuZyRkYGnnnrKbdrjKcumnwWubo+nLNP16vzlAOGdOmlw\n", "4oyS+r2WRsPff8jBMFSmrEyB3FwlgoP1dWzBEWaUDByoRVAQQ1mZAkVFSuTnKxAZKZ1V07x5Ga5e\n", "DQYA3L6tgFYLeHk540hcQ+7zY4/aWulpdq9etX3ohpzHI8wa4YbeiAMljHHFkJ3Jnc6PJaYBJACI\n", "i+Pfh1lZ9R96o2DM0szdvMzMTKjVakRFRQEADhw4gIiICHTp0sXqdmlpaejXr1+9G0nEGsPF2xhR\n", "v8pDql81GhUmTgxpkP1/910p5s4Npn3Vw5YtJYiP9/yZz+gzQB7Ur/KgfnW+9PR0jB492tXNcKrc\n", "3FykpaVBpVJhxIgRaNWqleR67vCdfe7cQGzfzv3Y8PXXZZg40fE5guV8f2i1QIsWYcbllJQS9O9f\n", "99/I6mqgVStuO6WSITe3CPfdF4wTJ7iIx6ZNpRgxQmtc//BhLzzwAPd3vmvXO8jLUxszH/78s0gU\n", "VGls3OnzKz9fgS5d1GaPR0XpceZMsU2vIefxbNzojYULucIkkybV4KuvyhEZqUZtLRcouHGjEH5O\n", "ru/rTufHkp49Q42Bx5Mni9G2rR46HRAVxfdNTk4h/vrL8c/1OnNSUlNTodFokJqaiv379yM/Px8H\n", "Dx7EuXPnsHnzZnz33XcO7Zg4zt0v3MaK+lUe1K+ksaBrVR7Ur/KgfiW2OHbsGObMmYOZM2fi6NGj\n", "rm6OVc4s5irn+6O4WNw2qWwEKcKpflu2ZPDyAjp04AMspkMFhJkErVoFIyJCOPzGNcNCbt9W4KGH\n", "gvDww4EoKXH8ddzp80tYn6RtW/585OYqUGtjrE7O4zGd9QaQf/iNO50fS4TvD0O/qFRAbKzzpgiu\n", "M2lrzJgxZo+9+OKL9dopIYQQQgghRF7C4UQ+Pj4ubEndxDVKXNeOupjOkFJSYtuNqnDYTevW3M1c\n", "TAx/U3flijj4IQwWBQQwtGihN04jnJenQI8e9rXbGb74whcpKd4AgJ9+0mLhwuqGb4STCeuTREYy\n", "1NTokZurhF6vwM2bSrRta9uwKrlIFS0NCmIoLOSfb9688WYXOYIx6emBAaB9ex3++ot7n1y6pETb\n", "to7vxz2q1BC7CMd7E+ehfpUH9StpLOhalQf1qzyoX4kthCPsvb29XdiSujlz1hs53x9FRfUPlERF\n", "mQdKcnLEv34L+6C8PA8tWrg+o+TPP/k2mgZ27OFOn1/CjJJmzfSIjubPia0FXeU8HqmAgNxTBLvT\n", "+ZFSWQno9dxx+/kxCD/anDlFMAVKCCGEEEII8UA6HT+UQFFHxUfhzZFGo2nw5du3rxiXz527Wuf6\n", "H3zwFxYuDMSxYyqz5zMyMmRrr2mgpLRUYdP2hw5dEWzFHZ8wUHL2bLlo/dOns4zLFRX5qK29Zlw+\n", "dizHJecrJ4e/dfzzzwKHX0/O82PvsjBQEhbG0KaNeaDElccjNfSGMb52SlmZ8/vHnc6P1HJa2nHj\n", "v4OCmOj58eNrMXv2OfzjH+mYPLkG9WFTMVdHuUNhKEKI+6Firo1rX02lmCshpGnzxGKumzZtwpQp\n", "U8AYw7Zt2zBhwgTJ9dzhO/uHH/ri9de58TfPPluF5csrLa5bWQl07qxGWZkCMTE6pKeXmM38wRhQ\n", "UwP4+jq3nb/84o0nnuB/0l+2rBLLllXVud0LL/jjiy+4qptvvVWBp56qxrVrCvTqxRUSbdZMj7/+\n", "4m+Ahf3x3HNVUKv1xuWnn67CG29Y7h+5tGsXiuJiLngwdmwtfvqprI4t3N+qVb5YvpzvV5UK+Ogj\n", "7jz985+VeOGFus+tnJ5/PgDffstdxP/5TzkefbQGDz4YhD17DEOgSjF2rNbaS3icS5eUGDiQm9Wy\n", "XTsdTpywXDCnPp/rjXhiKUIIIYQQQoglgwcPxoYNG8AYk6w76E7sqVGSn680/tKek6NCTo5SVMSx\n", "pga4//5gnD+vwqefluO++xyfQcdUUZE4Id/WYq43bpgPvWnVisHHh6GmRoHbt5UoK+OHVQiH3gQG\n", "MpNirs4fblGXwkKFMUgCcIVdPYGwRkl4OENICN/P9Rle5CzSQ2/kLebqCps3e+PyZSVyclT4978r\n", "YG2koKX6JM7m+rNP7Obu48YaK+pXeVC/ksaCrlV5UL/Kg/qV2CIqKgqzZs3C7Nmz0aJFC1c3xyp7\n", "Zr0xLah67Jj4t9+1ay8gPd0L5eUKrFrl3LlTnVGjxFDMVaWCaKiH8MZceAOcn5+FFi30guWGv4W7\n", "fFm8T+GQFXu50+eXeOiNHnFxfAbtuXO21biQ83jEQ28M/5c3UOKK8/PSSwF4/fUAfPONr+i9IkVq\n", "OJIcKFBCCCGEEEIIcSl7irma3qQfOya+oS0o4IMjZ86ooHPi6FGpGiV10WqBrCy+jcKCocJZVYTT\n", "mQr7wM9P6/KMEtPpi2/d8ozbSGHQLTycoXt3caBE79pJb1Bayv/bkzNKYmL4fjcNyplym4wSvV4v\n", "KgRFXK8xzG3dGFG/yoP6lTQWdK3Kg/pVHtSvxNMEBvL/rm9GSWBgJ9FrXbzovJt6R6YHPnVKZbyh\n", "jY7WITKSv7kTz3zDt1PYB717xyEigl/PFbPeCIM4AHeDXu3g7MDu9PklDLqFh3NDnAzZO+XlCtE5\n", "sUTO45GaHljujBJXnB/h0Lm6+lwqy0YOVluRnJyMdevWIS8vz/hYbm4u1q9fjx9//BE3b96Ur2WE\n", "EEIIIYSQJkE89Mb6uqZ1QjIzVSgR1HPMzRU/f/q088oyFhfbHyg5eJDf/7BhWlHh2dhY/gdp4Q1i\n", "OT8JDgIDIcoouXVLUa8sGUcCHKYZJUD9ht8IVVZyxXddQVyjhLtZ79qV79yzZ+s3xWx9SQ0z8cSM\n", "EmFmVV2BEqksGzlYbUViYiJGjhwpeuzYsWOYM2cOZs6ciaNHj8rWMGKZO43r8yTUr/KgfiWNBV2r\n", "8qB+lQf1K/E09alRotcrcOIEH4z4888i0fOnTjnvZteRoTcaDV+Zctgw8Qwllm4QhUNvsrJOw8cH\n", "UKu5dfV6hUNBCr0eePjhQERHq/Hxx/ZNByR18yoMMthD+Pm1ZYs3OnRQY8yYYNQ6r+auzYTXUlgY\n", "dw0Kh9/YEiiR8/NYupgr/7yn1CgRZpSYZi+ZctsaJQGCktQ+Pj5ObQwhhBBCCCGk6alPjRJAPPzm\n", "9m1xAdeMDOcFSgoL7Zv1RqsFjhzh2xYfLw6UiIfeSNco8ffnbtxbtKhfnZKUFG/s2OEDnU6B1avt\n", "K3KbnW3eh7du1f8m/fPPfVFZqcAff3jhwIGGnZCVMfMaJYD9gRI5SQ29EWeUSG939qwKr73m79Qg\n", "oZwsZVZJcZsaJaaYIC/K29q8PUQ27jSuz5NQv8qD+pU0FnStyoP6VR7Ur8TT2FOjxDSrAxAHSsrK\n", "xIULTp1SOW1oh70ZJadP8/VJoqL0osAIIP4l/coVpbGdwhvke+7pBQD1nvlm3To+i6SgQCkarmRN\n", "dTVw44b5cTo6RbDw8+vmTaXkv6WcOKHC1q3eTiuwWloKaLXcMQQGMvje7R5hoCQzs+5Ag1yfxzU1\n", "QHU11z6VisHfn3tcGByQuv5KS4GpU4Pw0Ud+mD07yO7+csXfF0u1eqQIj1nOjBK7w3bCwq4KhS2p\n", "ZhpjZxvSeGiZlmnZtmUvr07QalsBAIqLub9moaEhsix7e1fg1i2tbK8vXK6q8ozxlKa02oYrfN2Q\n", "+wLc4/1Ay7RMy7Qs57Iwa5o0PHtqlJgOvQGA33/3gk7HDS8xLXZaUqJETo5SFJRwlGmNkrIyrl6I\n", "SnA/feKECikp3pg9uwYajZfx8fj4WpjePqnVDMHBDKWlClRUKHDrlgIREUyUUWK4MRbWKbE3UJKZ\n", "qcS+feIfubOzVejdu+7vE1wAx7zPbRl6o9MBW7d6w9cXSEw0P/68PKXkv02dP6/E2LHcd8pFi6rw\n", "9tuVde67LsL2h4Xx10anTjqoVAw6nQLZ2UqUl4sDeQ3FNJvE0Hd11Sj58ktf43vg5k0lrl9Xiqah\n", "lsu1awqUlCjQrZv9+4qMZPD1ZaiuVuDOHS6IFxIivW5DZZQoGLMeX83MzIRarUZUVBQAYNOmTZgy\n", "ZQoYY9i2bRsmTJhgcdu0tDT069fPuS0m0Gj44BNxHnfsV41GhYkTLXxKONl335Vi7lwZS0fTvhrt\n", "vrZsKUF8vOfPfuaOnwGegPpVHtSvzpeeno7Ro0e7uhku4Q7f2SsrgdatwwAAvr4MN28WWVw3MTHY\n", "bKYbANBoihESwtCrl9rsua++KsOkSfUrglFdDbRqFWb2eHZ2EUJDuVuqqiqgd+9QFBQo0ayZHm3a\n", "6HHyJNfWDz8sx7x5NWbbJyQE48wZbp3ffivBwIE6tGsXiuJi7mb3+++Tcf/9g/Hii/749FNuyMzr\n", "r1fgmWdsr8q6ZEkAvvtOXJfkiy/KMGVK3X2SkuKFhx4y/87xf/9XiRdfrLK67caN3li4kCuq8eOP\n", "pRg3Tmv8/CorA9q25fvziSeq8O670gGQr7/2wdKlXLRCoWBITS1F3771+26Snq7CmDHc9+xevbTY\n", "u5evEjpkSAguXOCiXykpJejf3/K+5Po8vnJFiT59QgEArVvrkZFRDIALxBmCRn36aLF7N9/usjKg\n", "b99Q3L7NB4E2bizFvfdqbd6vpeNJSfHC4cNeWLCgGlFR4hDCxYtKDB0aAp1O4fB7bfDgEPz1F9fn\n", "+/aVoGdP6T6fNy8Q27ZxJUC+/LIMkydb3ld9PtethgFTU1Oh0WiQmpqK/fv33z2AwdiwYQM2bNiA\n", "wYMHO7RTQgghhBBCCDHw8+NugAFuuIG1WV2EGSUdO/IrHj3qZXH4xunT9a/VIDXkBxDPfHPtmtL4\n", "a/7t20pjkAQATOuTGAiHHVy5wm0rHH4kXaPE9oyS27cV+N//zGtLZmXZ1ifC+iSGcwTYNuvN8eP8\n", "8aemijNaTI/BdLYioRs3+OcYU2Dp0gBobb/3lyRsv6GQq4E71CkR1h8RDjGxllHy1Ve+oiAJYPt5\n", "tubKFSXmzAnChx/646mnzNNrduzwhk7HtWXrVsfqmIoLulq+FqTqtsjBPBQrMGbMGLPHoqKiMGvW\n", "LNkaROpGvyDJg/qVkKaNPgPkQf0qD+pXUpetW7cah8zHxcWhZ8+eLm6RdQoFN7zBcHNYXm459V4Y\n", "KBk3rtb4K/Tp015o3py/cfLyYsYaFKdOccVC9+/3wsyZNYiLs394gC2BEkvBg1at9GjXTnqfpgVd\n", "a2pqUVurMB7DyJH3AAAiIvj17Cnm+s03vpLDnrOybAu2CKcG7tJFjz//5Prb9IZcivBcGbYzfH7l\n", "5YnbZG3ojWkA7NQpL3zxhS+efNKBuY6NbRNODWweKNm0ift3XXVK5Po8Fl5XwoCApUBJRQUki/Re\n", "vGj9PJ0+rUJgIDO+J6SzSbyN76UDB7xx7pwSXbrw1+O1a/w+rAU5rImJ0QHggmnW6pQ0VI0Sx46C\n", "EEIIIYQQ4rb8/PwwefJkTJ482e2DJAa2TBFsOlOJcLrd8+eVoqwE4XP79nlh0qRgfPCBPxYudKzg\n", "hKVASSk/8sFi3Y5hw8zrcxgIAyWXLytF9UkCA/naFMKMEltrlDAG/PQT/wv/Qw/xgQVhAMQa4U3r\n", "gAF8n9qSUSIMRmRmiovqmgZG8vMtv55UptBbb/k7XFAWEBejDQ8XB7G6dRNnlBw65IXPPvO1eMxJ\n", "Sd5Ys8YX5eX2t2PPHi8MGBCCxYvFWTKWMieEwQHhOuvX+0pmGl26ZDnQ8+9/+2HkyBAMGxaCY8cs\n", "r7dvnzi/4ttvxcO4rl51RqDEtoKubjs9MHE9Q9Ex4lzUr4Q0bfQZIA/qV3lQv5K66HQ6JCUlYePG\n", "jUhPT3d1c2xiS6CktBTGFP+gIIYePfg7y3PnVLh5k99u8GCt8UbKsA0AnDzpZXFaVWuKiqRvnYS/\n", "/Atvvps352/8Zs40r01iwP2SzrlyRSm62Q4M5N/vjmSUnDunNGbcBAYyLFnC1xSRmvJXinC9/v35\n", "/rZlemBhUKuwUIm8PIXxeEyDPXl5SouzEwmH3oSEcP1QVqbAjh2Oz8Jq69Cbgwe98be/BWPZsgA8\n", "/7x50ecvvjiDBQuC8MorAXZPuwwAy5f7IytLhR9/9MWPP/JBLUsBgaAgiNYxzGoj7Iu5c/mAmKXM\n", "ofXrffDuu9xUOjU1Cixf7g/GuOvtxg2FMRNFqwX27xcHSn780QdVgvI0wkCJoRirvcRDbyxfm+KM\n", "Evv3YysKlBBCCCGEEOJhEhMTMXXqVDz44IPIy8tzdXNsYkugRJihoFbr0bo1M/7aXlSkxKlT/A1d\n", "VJQevXpJF7IwBA/sYTmjRHrozbRpNdi7twR795Zg1CjLBTVMf0kX3iAHBvJ9Ipwe2NYaJb/+yt94\n", "jx1biw4d9PD25l4zL08pyoYRunRJiXnzAjF+fDAuXeL3JSxqasusN6azBAmHsZhmkFRUKCy2RxgA\n", "e/RRPuhkWvfEHsLsI+GMQgAQHa2XzFY4cMDLLJhz6VKo8d/CWY5sUVioQEYG3ycrVvih5u7hWZrd\n", "RakUXxfl5dywm8OH+X0LA2I5OUrjaxrs3u2Fv/9dHPQ5fNgb+/d74Y8/mmPgwFAMGhSKX37xxsmT\n", "KpSUiM91UZFSVIvk6lXx+yknx/73lzBQYj2jhP83ZZQQERqXLA/qV0KaNvoMkAf1qzyoX4nBrVu3\n", "8Mknn4j+u3Llimgdb++6byaFWUoajcYly8IZmg8fPi25vjBDITycG5YSFVUk2I6/WWzVSo9HH62G\n", "QsEQEFCLuDj+Jn/Llkt2t89SoCQ9Pcu4vjB40KwZQ69eOpSU7LP6+jk5B43/zstT4uBB/tgNN8ga\n", "jcZkemAYMwmstX/LFv5mduLEGnh5AS1a8Ckrly+rJLdfsqQc27b54PhxL2NtCrVaj/bt+T68fVth\n", "zECwtH/TqZwNdUo0Go1k8db8fKXZ66WmHjbOAOTjw9Cx4xHjc3v3emPv3oMOXW/CTIuKCvH1dvCg\n", "Bn36mAe3iouV2LnzmOj1ysr4Pr5wQbo/LS0fPOglmnr5yhUVXn/9CjQajShgVlp6XbS9jw+fMbJ7\n", "93F8/vl51NRw67dtW4IbN/ajdWvuAtHpFEhK+sO4/q5dh/Hoo77G86pU8gGKl1/2x7//PQCVldxz\n", "y5cH4Msvbxqf9/fnr8FvvuGOOzn5iCioAwA7d5636fiFy23b8tfW5cvS1zdj5kOS6np9R9kX8iKE\n", "EEIIIYS4jebNm2Px4sVmj+fk5CAmJgYAUFVlfQpXQBx8Mw3ENdSy8FfyDh16A9CarS+88TYMlxg4\n", "MAAXLnCPCYuWtmrFMHasFsOGFSM0lGHlSj+sWMENNWCsK4BKu9qn0UgHSiIjOyA+vg0A8dCbZs2k\n", "i2OaLo8dOxT+/gyVlQpUVSnQsmVf43MBAUy0fmioHsXFSuj1ShQWKtCsGbP4+ufPK3HuHBeY8Pdn\n", "GDOGm0a1e3cfXL97352VpcSkSebbX71qXkl32rQa+Ptz56m8XIGaGi4DxNL+9XrzQElmpgpPP809\n", "//HH5oGSvDyl2evFxg4z/rtlSz1mz+6Nd9/V4/p1JUpLFfDxGYF77uGDGraeT+FsMBMndgUgPl++\n", "vpV46SUF2rXT4fffvYxDkJo1G4rBg/mb+pCQWOO/CwqU6NZtuKg4rLX2SGWg/PprT7zySlscOsT3\n", "XefOrQBUGbcPD/dGYSH3XLdug3H8OF8z5P77fRAfH4+4OB2uX+f6OCxsEADu/Pv4DDcGd1q21OPr\n", "r8swYUIwamsVOHtW3J7r15X49ddOxuVlyyrxxhv+0OkUOHTIGxcuKBEdPQym/P27A6iu8/hNl5s1\n", "0+P2bSW0Wm4YXevW4uu7ogLQ6xV398Hg5VX36zuKMkoaIRqXLA/qV0KaNvoMkAf1qzyoX0ldcnJy\n", "8L///Q//+9//0LlzZ1c3xya2DL0RDm1Rq7n1u3SRnku4ZUv93f8z+PsDnTvz650/b/9tkDCjRK3m\n", "f4UX1iiRCuTURaEQ1x8RFsMMDGSi97u4oKv1GiHCoRGjR9caa1sIZ9+RKuhaVsYPpVCpGDZuLEVK\n", "SgnefZcLLAkLn1obflNWxt/UGpw7pxLUKDFvf26u+WPCQq5RUXooFDAGfQAgNdX+3/7LyvihN15e\n", "DNII74AAACAASURBVG3amM9INHCgDrt2leK//61A7978tWNaHPX8+XzR8oULtl9bwkCJSsWd2+vX\n", "lfjuO1+r0+AKh5xkZyuxZw+fNXbvvVzfCGd2Es58Ixx2NmpULQYN0mHOHMs1dAzZJQAwY0YNEhOF\n", "fe8tqk9iYG3ojDXCYWjffuuLTp1C0b17KF5/3Q/Z2UqLw5HkQIESQgghhBBCPExCQgKmT5+O6dOn\n", "o2PHjq5ujk2EQ28sBUqEBVUNgQhhAMTA25uZTfnataswUGJ/DQVhvY22baUDJeKMEttv5ITDasSB\n", "EtP1+P1KzQQjtGULf/M8aRJ/I9y+Pf8aUjOiCG+k27fX4957tejfXwfl3d0Jj8varDNSxW/PnVPh\n", "7qzVktMBS83mIyzk2qoVt29xoMT+OiXCArWxsXp41RFrEQ7bEtZsAYDSUh/Rsq3X1q1bCmRmcjv2\n", "8mJYtozP/Fq/3sckUCLeVjj70L/+FWAc0uTjw4zZNeI2820SBk06duTWWbq0Ej4+/HldvbocoaHi\n", "4FHXrjq0bMkQH8/v++xZlWSgxFqh4DNnVDhzRvp5YaDk/ff9ceuWEjdvKvHhh/7o3z8U/9//x39I\n", "yFmfBKhHoCQ7Oxu//PILfv75Z1y9etWZbSJ1oHHJ8qB+JaRpo88AeVC/yoP6lXgiYUaJpWlWxTVK\n", "uJsqqYySli31xht7g7g4PZRKbh85OUpUVNjXPmFGiTBQIvyV+/ZtfqemU85aIyzUKhwSEhgoHnrQ\n", "sSO/3sGDlu/us7KUOHOGe97Xl2HcOD6wIKwzIpVRIrzRlwpCCQNQ1gIlpsNuAC47oU2bBOh00jP3\n", "SAVPhIVcW7Xijj8hodZYlPbMGS/ROrYQBjuE/WFJhw6Wg0tKZTPR8oULtgVKDh3iz1+/fjrMn8/X\n", "Hbl4USUKwJkGBZ57rgq+vsxsf4MHa43BNWFGibAei3B9w/UUHc2wbl054uNrsW5dOWbPrsHChXx7\n", "AGDECO4a6tmT768zZ6QDJdYySl57zR8JCSGYOjUImZni9WJjrZ+LzZv5oJTbZpScO3cO06ZNw4wZ\n", "M5CRkeHMNhFCCCGEEEKaGNtmvTEfeiOc+cagZUvzmyhfXz6bgjGF3TPfCGfcEQ7VEN7QCocG2ZNR\n", "IhxSYzr0RmjsWD7g8dtvljMpjh/nb8JHjKgVTaMqzCiR+uW/rkCJcNpjYWDIlFSgBODqlNy5oxBN\n", "2WyQl1f30BuAmxZ26FA+syEtzb6sEmEwStgflljLKBFeF4DtGSXCYTfx8bUID2fGqY/LyxWi68D0\n", "+o6OZnj8cXEgAwBGjuT7RNjmixdVkv/u0IFfZ/LkWmzZUoYZM7jsoyefrBa9J0eONNS44bc5d04l\n", "Of3wlStKY+aQ0NmzKuzezZ2r/fu94O8vfl6YUQJwGTLvvVchmpbawG0zSnQ6HfR6PXQ6HZilCa+J\n", "LGhcsjyoXwlp2ugzQB7Ur/KgfiWeSBgUsCVQYhh6o1CY39Ab6pOYEtcpkb6hrakB0tNVZvUy6soo\n", "MS1eamuNEkA8pEb4C71hVg+DhIRa4xCJzEwvXLsm3U/Cm9du3cR906aNHl5e3GvcvKk0y94R1m+R\n", "ytapT0YJACQnX5PMHAEgOROOeOgN30+jR/NBo5QU64ESrZabEtfQX8JghzDzwhJxdobKOCMLABQU\n", "1IrWtbVGyYEDfJvj47VQKMRBG+FUylLZE3//e5XZ44b6JAAXdDDUPblxg8ugKi+HscCrlxcT1asx\n", "MFxvzZoxvPQSV5emb1+tMQgTGsrQpg13XdTWKkTHYaDVKkTnzWD1ar7o7N/+Vmu2f+EUwQDw/vsV\n", "WLiwGt9/X2Y2FMhtM0p69OiB999/HytWrEDfvn0trucOU43RMi3bspyRkeFW7dFoNCguLkFD0Wrr\n", "Tjsk1jVkHzb0+XKH94Pcy8LsSHdoDy3TsrVlul7lWyauI6zHIczSELIUiDC9oRfeUAtZK+iakuKF\n", "uXMD0aGDGmPGhGDw4FCcPs3frNZVo6S4WGEsXhoczOAjLl1hlTCjxDBtKyCu2wJwtSqENSJ27eJu\n", "UisqIPoFXzikxjRjwstL3H7TYRLijBLzfhRmyggzaEwJ+8vPj98mJydElDkiLIwrVaNEKqMEENcp\n", "2bPHG9XmCRZGy5f7Y9q0YMTHc/sWDp8RZl5YEhbGjEOpKisVuHGDaz9jQGmpOFBw7ZoKZWXWX6+g\n", "QGHsZ29vhkGDuHMqDBQIZ3CSyp5o1ozhmWf4uibh4Xr06sUfi7e3OEMjO1slOu7YWD3qmjn8qaeq\n", "kZ1dhJSUUtH13KMHvx9hLRXDlMSAODMKAK5dU2DjRv5Fnn3WfDauIUO0xiyXxYurMHcul90SGcnw\n", "6quVonWlauA4k4I5mA7y66+/YtKkSdDr9di2bRsmTpxotk5aWhr69etX70YS0lRpNCpMnGg+PZsc\n", "vvuuFHPnBte9Iu2rye1ry5YSxMdTII0Q4tnS09MxevRoVzfDJdzlO/svv3jjiSe4qpV/+1sNvv3W\n", "vFBJYmIwjh3zAgDs2FGCIUO4v09r1vjilVf4qMKrr1ZgyRLzO2fhPu6/vwbff8/t4/x5JYYODTVb\n", "PzZWh717SxAcDLRqpUZNDXdTeOBACYYP576jtWunw4kTJbh4UYlBg0KN26Wn2/6D16+/emP+/CCz\n", "x999twJPPCE+js8+88WyZdyxjh1bi+eeq8L8+YHQaoG0tFK0a6fHmDHBSE/n+mnbtlLR9LkAMGNG\n", "kLEI6jfflGHCBC7oUFkJREerwZgCSiXD1atFZsMjvv7aB0uXclGthx+uxkcfSRd7WbnSD2+8wW08\n", "fHitMfOgUycdliypwtNPc6+RkFCL/fu558LD9bh4sVj0Ot26hRozTU6dKjYOe2IM6N8/BJcvczf/\n", "P/9cijFjzIdoFBYq0L17qDHw8P77FXjvPT/cumX+mtaMHx9sHNK0aVMpRozQoqICiI4OM1t39+4S\n", "9Olj+bvT1q3eeOQR7nwPHVqL7du5yMobb/hh5Up/s/WPHi0W1acxKC0Fxo0LwfnzKixbVikqCAsA\n", "Dz0UZMy2+eqrMmi1wMKF3H7vu68G69dbKAZUh7ff5qfaNvDyYpg0qdYYDFm1qtwY6ACAV17xx5o1\n", "fgCAe+6pxbZt0tGk2louA8Z0GI5eD7RurUZ1NXceH3+8Cu+/Xyn1Ekb1+Vx3OAzjczekpFQq4V1X\n", "KIoQQgghhBBCrBBPZyo9LEaqRglgnlEiVaMEEGdInDvH7+OQoLAmACgU3PaXL6vwzDOBqKiAMUji\n", "68tEQ2UMGSXC7ArTGXfqIswoETKtUQJAVJj1wAEvPPpoIG7dUqKoSImvv+aGNgiH3rRrZ37DLixg\n", "alq/gjHuOGJj9WZBEsD2jBLhuRo8WGvs00uXlKKMl27ddMYiu3fuKFEjmKlWqxVPIxwZyfe7QgHc\n", "fz/fFzt2SKfwfP+9jyg7IynJ2xgk8fVloiwIa4T1PAxDdywNL6qroKtw6JHwmpQaCgNYHmYSHAzs\n", "3VuCU6eKzYIkgPnMN8K6PMICtfYSZpQYtG6tF11XwkylkhLgm2/4YTfPPms5/cc0E8ZAqQT27StB\n", "ZKQegYEMDz5oeUpjZ3A4UNKuXTskJSUhKSkJ7du3d2abSB0oPVQe1K+ENG30GSAP6ld5UL8STyS8\n", "qcvOVorqQBhYGnpja42SDh10giCIEpV3f5AW1oN44YVKfPEF/0v7tm0+eO89PmKgVjOEhPD7LilR\n", "gDHuJt/A/kCJdHsDA5nZ+z0mRm8MDFVVKUQFVc+cUaGwUGEcluDvzySDRsLA0qlT/LELhyNJFXIF\n", "TKcHtq2Ya+vWemNAQKcTD8GIitKLpkcWBkby8vjhTC1a6M2GMz3wAB8o2bnT2+ya0emAL7/0FT12\n", "+DD/I39srPnsSJZIBfIsDf8wHdZlSjgsKTSUP3ZLgRJrhUt9fWExI0YY3DlxQhwoMUwNbMqWvy9S\n", "gZI2bfSioUPCQsHr1/sah+h07KgTFSW2R6dOepw6VYxz54qM2WRycThQ0qVLF0ydOhVTp05F586d\n", "ndkmQgghhBBCSBMTEsIXNa2uVhiLThowZjlQ0ro1E91MWgqU+PvzdSD0er5Wxdmz/E3dgAFaTJ5c\n", "iyee4H+hX73az/jv0FAGPz8Yi6rW1ipQXS0ubNqsmX2/1gszVISkMkoAcVaJUGamyiybRCGR9NCv\n", "H3+T+ccfwkCJ9RlvAPG0x9aKuQqL36rV4imKhTfRkZFMFCgSZltYKuRqMGiQ1tjXeXlKpKeLMzlS\n", "U72Rk2M5u8OW+iRS6xr62NGMEmENHmHQTWp6XIWCier32GPECPHMQMJzLQyi2Cs2Vm+W5WIaKBFm\n", "lBw5wmdsLVxYbXNwSoqPDxzuD3vIWwGFyEI4lzpxHupXQpo2+gyQB/WrPKhfiSnDbJSNnXhKU+5W\n", "ZcsWb7z1lh9ycpTGKWWDgsTFUhUKYOZMLp2/Rw+tZD0HA2E2xfnzSjAmzigxzBLz+uuV6N7dvOaF\n", "IUAjDMyUlChEw1DsmfGGey1xwVMDrnir+ft9/HjpQElentJYwwWwPPVt16464/6uXlWhoIBruzBQ\n", "0qWL9LbijBLbAiVhYcxicCcyUo/ISP41hYESYSFXqUCJSiXuix07xCUhPvuMzyYRTnVrYMvUwAbC\n", "jBJDgM00a8ZAGCgpLFRgwYJAPP98AKruxt6EgRLhbC6tWjGz6yAwEJLBLlvb3KcPdw3X1CiM9VwA\n", "LjtDii1/X5RK7hoSio7WIyaGf0xYzFUYNOnZ0/w95Y4oUEIIIYQQQkgjlpycjHXr1iEvL0/0eG5u\n", "LtavX48ff/wRN2/edFHr7GN6M5qZqcT8+YH44AN/LFzI/4wsnCnF4N13K6HRFCM1tdTqL9bCTInT\n", "p71w/boCJSXcBqGhekRFcTeqPj7A22+bF4s07FuYCVBaqhANvREGE2yhUEhnlVjKKBk0SIt77uEC\n", "BHPmVKNfP/7mc+tWPlhgKRDg7Q307GmeVWJLRklYGDMOXyoqUkBr4b7XNPtn0CCt2RSvADekRlh7\n", "RDj0xtKMN0LC4Tfbt/PRs6wsJXbv5vpCoWB44w3zorPCmhp1EdZ6uXxZidpa8TEOGMB3RFYWX2tl\n", "5Uo/JCX54NtvfbF1K9c+SxklSqV5fQ5rw25sIVXLIzxcb/fwMFOmw2/attWjZUs+0HPnjhIlJVwm\n", "mDCDyNLwIndDgZJGiMYly4P6lZCmjT4D5EH9Kg/qVyKUmJiIkSNHmj1+7NgxzJkzBzNnzsTRo0cb\n", "vmEOEA4HuHhRibQ0b2Nx0RMn+EwJqYwNhQLo1k2PY8esvz/69+f3odF4ibJJuncXD1UZPlyL++8X\n", "32gaisiaZpTUZ+gNAFGdDoOAAPMaJQCXSfHrr2U4fboIH39cIbppPXqU7yepQq4GffvyN/bp6V6o\n", "ruaHlCgUzGINCy8vPhDEmMJsemGDwkL+8bAwPby8IDkrTWQkEwVKDDPcAKZDb6Rv7EeOrDVmi/z1\n", "lwp//cVtk5bGB4zGjNFi1qwa+PuLX0MYmKtLYCAfrNHpuOMWZs20bq1HmzY64/OGjKgDB/jzYciy\n", "ENYoEQZKAPNzZqmQq62mTKkxBrYMrGVc2fr3pUcP8bls04ar9yKcejo7W4U7dxQoLeWONzCQSV7n\n", "7ogCJYQQQgghhHiggAB+ulwf0yqYbso0o0Q4jETI3qEtQvHxWuMsKydPqnDoEH9DbRh2I/Taa5Xw\n", "8uL3ZwiUmGaUWKqfYithsMDAUkYJwAVLoqO554WBEkNgCbA+tERcp8QLly7xQ5vattVDcPlIbMvf\n", "JB8+LH2OhEEEQ8HS8ePFQScfHwa1mlkZesO/htTQG4CrOzNqFJ9VsmsXdz5PnuQDYCNH1sLPj5um\n", "WMiejBLAdOYblUkwiJkFrEpLgYwMvh3/P3t3Hh9FmecP/NPpdO6QgOFIiCQhgMihgA7gmA2wAc2M\n", "gIAwozLoeKCoM7vjjrM6+/vN5eyMu+vMqLuzgPrzZBwUMCBnhIAcjQpyhCMhgAQCAZKQ++wc3fX7\n", "o9PVVX2kz+qu7nzerxevV1d1V9XzPFVddH3zPN/H0ibOepQA9j0ufO1RkpYm4O675UENX/KTWIwf\n", "L9+HJaGsNMB29qxWNgQnM9Nxzhw1YqAkBHFcsjLYrkT9G+8BymC7KoPtSu4QBOsDlk6n6+OT6mGb\n", "o0TaO0Kqr0CEq+9HUpKASZPMxxEEDdassQaRHAVKRo0y4cknrdOZWoIPtjPfyHuUeP5w6+gv7fHx\n", "glvfd9uHVgt3e5QcP65FUZH1GnE27Mbiu9+1bms7tTIAGAxAR4e5PSIjBSQkmNfn5VmDVIB52I1G\n", "A6dDb6Q9SpwNvQHkgRLLNXP8uLVclrrOmWMtd2ys4LSXijPSwNO330bYBMdM+Id/sO5/3z4djh6N\n", "FGftAYITKAGARYvkASpnvYUA9/9/GTfOCK3WXDadzjrNsvTaOXs2wiZQEhrDbgAGSoiIiIiIQkJt\n", "bS1Wrlwp+3f58mWnn5cmd9W4+DOutLu9Xq8P2nJWlkkcJlBRoUVtrePHlc7Oaz4dLyvrorgs7RUw\n", "bpzR4ednz96N554zYMUKAzIz90Kv18seYI8ePS+bKrei4qjH5XOco8S97Zub7YdLREcLSEsTnG6f\n", "nW0S61BbG4HXX7fO7DNmzJk+jxcXZ63fnj1Gu/d37vxGUocuHDxofn/gQAFjx9aL7w0ZYi5fVVWx\n", "uO7bb9vE/TlK5uqoPJGR1uMdPGjCrl1f4dw587YREQJaW82fv/feLmi15v1MntyDiAhPr0/rd+ry\n", "ZXmgJDlZwIwZ1oDNgQORdr1tmpo00Ov1qK21fu7s2cOy47W1nZRt09lZ6/P3a8iQA9DprNdrd/dp\n", "n/an1+uRkAD8/OcGxMb2YPHic2JyZY3Geu2UlWmxd2+luJyZaQr4/cVbGkEaavaz3bt3Y8qUKUrt\n", "vt/S6/X8S5IC1Niuer0W8+cPCMix1qxpwbJliTwWj2Vn8+Zm5OSE/kwKrqjxHhAO2K7KYLv637Fj\n", "x5CXlxfsYnittLQUycnJSEtLE9dt3LgRCxcuhCAI2Lp1K+bNm+dwW7X9Zr/99gG4cqXv6VWff74D\n", "v/qVweF77nw/9u6NxKJF9v+PVlQ0INHN/15ffDEWb79tDi688ko7/vznGDGwU1raiGHDPHvMevvt\n", "aLz4onW8S2ysgKtXG93+vtu22y23GPHVV819brNgQQL275f3Nho82IQTJ5oQE+NkIwDd3UBWVjLa\n", "282BgpMnG8VhQABw5kwE7r47CYC598KhQ9ZyPP/8dXzwwTgAwPe/34W//a0NlZUa3HZbMgBzgOfM\n", "mSa0tgK3354EQdBAoxFQUdEo9kyxZTKZy2PJhbFyZRuefdac/PfWW404eNB6/M2bddizR4cVKwxO\n", "Z/ZxZssWHR591FyIOXO60dkJsf0+/bQFM2f2YNy4JHH4UGqqSRbsueuubmzb1or0dGvbXbrUgAGS\n", "n/vl5RG4884kcfmHP+zEqlX2iWg99fTTcVi/Phrx8QKOH29CSorj69PT/19MJsiSJ586pcWMGeYK\n", "ZWUZcdddPfj7382zD/3pT214/HH75LJK8eW+7nWPkvLycqxfvx6bN29GV1fgKktERERERFZFRUXQ\n", "6/UoKirC/v37xfXTpk3D2rVrsXbtWkybNi2IJfSMowSbtkNBLHlCvDVtWg+io+X7yMgwuh0kAeRD\n", "Ihob5dMDezOjiG2Pkr7ykzhiOwuJdBiTM5Mn239m+fLOPoMkgHnWnO98Rzr8Rh5saWy0Pmbanqt/\n", "/MdKDBliglYr4Ac/MD9HpqcL4jS2nZ0arF8fhb//PVrMtzJjRo/TIAlgflCXlufNN63TAlv2azF/\n", "fjdef73d4yAJIB86cumS7dAbARqNPA+KNEgCmNuluxtikCQiQrCr1803m8QhLYB/ht4AwJ/+1I43\n", "3mjDjh0tToMk3rCdYWrUKKM4vOrSpQiUlVmDd6E09MbxoD8XGhsbcf36dSxZssTf5SE38C9IymC7\n", "EvVvvAcog+2qDLYrSc2ePdvh+rS0NDz00EMBLo3vRo0yYu9e+YP3b37Tgccfj4fBYH7A7CsQ4c73\n", "IzbWPMXugQPW4zjL8+GMNLdEZWWEmIsiMVGAN7lzpQlNAYgzuXiSM2LHDuuyO9OwSpOyAuZeLI8/\n", "3unk03J3392DffvM7XfwYKQY9ADkiVwHDpSXY96872DOnCY0NWlkdf7RjzpRXGx+PF2zJko2M8yy\n", "Za7LNG1ajzgd8IkT0vwk/usVm5EhH3ojzUVjyZszY0YPNmyIttsWMLeLpdcLYL5WbAMNOp05WHLp\n", "kjnA4OusN9ZjAcuWue7g4Ov/L7Gx5oBIebkWgqARp54GQmdqYMDLHiXFxcWIj49HQUEBzp075+8y\n", "ERERERFRP2XboyQyUkBubjfmzbM+5Plj1o7cXHmQ4NZbPdun9C/90ilyBw3y7mHQvkeJZ9vb9ihx\n", "Z0YXaUJXAFi6tNPt3jDShK62uThczQAUE2MfGHrggW7ExJjXnT4dKQ4jGjTIhO9/v9tuH7amTrWf\n", "ehiw71HiiwEDrOe3s1MjSzZr6TkjzVNiq6lJ0+fUwBbSnhd99aRRq7Fj7Wdh0moFpKeHeaCkpqYG\n", "jY2NWLRoEc6fPw+Tyb15mIOZGCqcli3r1FKecFletWqVqsqj1+vR1NT3uFJ/6ukJ/xwUSgtkGwb6\n", "fKnh+6D08qpVq1RVnnBZtrxWS3nCZZnXq3LLFHy2Q0Zuu82IuDjglVc68MQTBvz+9+2YOtX5/4Pu\n", "ns/cXPkDrS89SqQze3gz4w1gngFGyjL0xt362Jbfnb/eDx8u4OabzdtFRAhYscK93iSAuTeKZfjS\n", "t99qUVVlDQBIAyWWqYEtnNUnKUnA/Pn2PR6WLOlCtOMOGjJ33CGfUQcwB9lsA0i+cjR8JCJCEANn\n", "6emC02FP7e0a3LjhvG0sxoyxbm97XSjNH/dDR7MmpaebECKTbwHwMpnrunXrsHjxYkRERKC4uBjp\n", "6elISUmx+5zaEkOFC72eCdyUoMZ2ZTJXHksNx2IyV/IF21UZbFf/C/Vkrr5Q22/2S5ciMGWKNZnl\n", "ihUG/PGPHW5v7+73o6cHyM62JgA9dKgJo0e7/1C6b18kFi60/7949uxurFvX6vZ+LAQBSEtLRmen\n", "JS9HNzZubHW7PkYjkJFhTRJaXNyEESNc10evj8SqVdFYuLALixe77rkhNXdugpif5J13WrFwoXn7\n", "P/whBn/+cywA4MUXO/Dii9bEu33VR6+PxPz5iTbrmjBunHvnZebMRJw8GSku33ZbD/bubXG/Qm54\n", "4ol4bNwoH1s1aJAJ337bJC7//OdxeO89x9Gdt99uxfLl5m4i3/1uN7Zutb9WKioi8Nhj8RgwQMCH\n", "H7bKkr0qzR//v6xfH4Wnn5Z3ibJcz4EU8GSuY8aMQXl5OQCgoaEBSUlJLrYgf+IPI2WwXYn6N94D\n", "lMF2VQbblcKZ+S/P1r/lTpvm2dAJd78fkZHmh3idTsCiRV0YNcqzv9xPm9YjTlkrddNN3vUA0Gjk\n", "w28suSncrY9WCzzzjDkgcd99XW4FScz778FHH7V5HCQBgLvusp6bv/0tGj29i/IcJfK/y/dVn7vv\n", "7pFNwTtlSo/bQRLA/lqZNMn/f+jJzLTfp20dpcNv4uMF2TaXL1tzdjgbepORYcKePS3YtCmwQRLA\n", "P/+/OOpREkr5SQAvAyWTJk1CcXExNm7cCJ1OB10o9aEhIiIiIiLVioy0JuCMiRFkuTD87dlnO3Hl\n", "SiP+3/9rg0bj+vNSMTHAT39qP0Wxo5wc7hoyxLqtp7PeAMD/+T8GlJc3Ys2aNq/L4Il777UGBL74\n", "Qod//uc4CALQ0GB9zPSkPTQayJLJPvmk+0OBAPs8Jf7MT2KRkWH/wG87s8/Mmd3ikJn77++SDceS\n", "5rNxFigJdaNHG6HRyOvmKMCkZl5PD7x48WIsXLiQf9EIAo6jVQbblah/4z1AGWxXZbBdKdy9/nob\n", "Hn/cgPffb8XgwZ49THr6/fBmhhqLRx7ptMsh4W2OEkCej8KSzNXT+vg6dbIn7rzTKAsWrV0bjd/8\n", "JlaWoyQ5Wd4+ruqzYkUn/vznNvzv/7bhhz90PUuLlG2PEn/OeGPhKEeJbTBowACgqKgZH33Uildf\n", "bZedk8uXrY/gznKUBJM//n+xzHwjFUpTAwNeTg9MRERERESklLFjTfjTn9zPSxIscXHAc88Z8Jvf\n", "xInrvB16A0AWFLJMD6x2v/1tB+rrNfjoI3NOjr/+NUbWG8bTwI1WCzz2mGcBEovhwwWMH9+DkpJI\n", "pKaaPJ7JyB2OhpDYToEMmJO6pqd3271/5Ur49ygBzDPfXLwYmlMDAz70KKHgYS8eZbBdifo33gOU\n", "wXZVBtuVyLlAfz8ee6xTFhzxpUfJ8OHS/Zhfq/37rtEAr73Wju99zxrcaGvzLkeJP8ry4Ydt+NWv\n", "OrB+fYtPvYWcSUszITJSXidXw4ukwSJpoEQ6xbRa+Ov82OYpycjoJ0NviIiIiIgo+EwmE4zG0HoI\n", "CScJCcDLL5t7v6SlmWSJPD318MOdGDPGiDFjjFi82LteFcEQGQn85S/tYgJaKV9ytngjK8uE5583\n", "eJQE1hNaLewS5boaQiN9v6vL9fTA4WDsWHnQL9BJaX3FoTchiFMCKsOTdr10KQKVlR5m/PKCwaD8\n", "MYjUJFDfLcDcJVY6Xpb3VmWwXZXBdiWLwsJClJeXY8GCBUhLSxPXb9myRQyeZGdnY+LEicEqYsAF\n", "4/vx0ENdmDOnG3FxAuLiXH/emfR0AV991QwAYnLZUPm+Dx0q4PnnDfj972Nl622DAaFSn75kZJhQ\n", "Xm4dVuJJjxIpNQ698df5kSbSnTAh9AK5DJQQeaGyUoP585UPi65Z499534nULlDfLQDYvLkZmZkB\n", "ORQRkWLy8/NRWlpqtz4mJgZz5swJQon6r5QU/zz0ejr7jpqsWGHAe+9FobLSHERITBQQGYZPHtpL\n", "rgAAIABJREFUnLaJScMpUOIvY8aY8Ic/tOPgwUi89JL97FBqF4aXbfgL9QisWrFdifo33gOUwXZV\n", "BtuVXDEajSgoKIAgCMjKysKUKVOCXaSACbfvRyjVJzYW+M1vOrB8eQIAYNgw++EvoVQfZ2zzbThK\n", "5ioVSoESf56fZ57pxDPPeDbFs1p4naOko6MDr7zyCq5du+bP8hARERERkY/y8/OxaNEiPPDAA6iu\n", "rnb5eemUoHq9nstc9np5yJAvkJ9/CampJrzwgiHo5VFi2WCQ9+K6fPlEn5+/cuUEHElKElRRn3Be\n", "9pZGEASvwliFhYUYMmQIhg0bJhsPKbV79+5+Fb0OFL0+9Mf1qZEn7arXawM29GbZskTFj8Nj8Vh9\n", "2by5GTk5gRlbGqjvFmBfL95blcF2VQbb1f+OHTuGvLy8YBfDqdraWqxbt062bu7cuRgxYgRKS0uR\n", "nJzs9Dd5UVERZs+e7XTf4fabPdy+H6yP+pw8qcXMmdbfK4cONWH0aOe9SkpLI5CTk+RgfSOGDVNX\n", "r5JwOD8WvtzXvRp609DQgLi4OMTExHh1UCIiIiIicl9KSgqeffZZtz9fUVGBjIwMAIDBEHr5AYjU\n", "LDPTduiN+7PeSKlx6A2ZeRUo0ev1uO+++1BWVubv8pAbwiXCpzZsV6L+jfcAZbBdlcF2JYuioiKU\n", "l5cjJiYGmZmZyM3NBWAOlBw+fBgAMGnSpGAWMeDC7fvB+qjPgAHArbcaceaMFsOHm7xK5qrTCYiN\n", "dfDhIAuH8+MPXgVKqqursXnzZtTU1CAzM9NpNz9A3nXHMlaIy1wOh+VA6OkJ3FRagTxWuArX8xUZ\n", "CWzb1gYASEoydzNtampWZDk62r5bqlLMx4wHEPz7CZe5zOXgL8f5MqdrEDkbUmMJmBCRMt59txUb\n", "NkRh/vxuaLV9fzYuzhwY6e62Tmk0YIAQ0jMchTuvc5QAcDkeMtzGO6pFOI0bUxPmKOGxeKz+dSzm\n", "KAkMtqsy2K7+p/YcJUoKt9/s4fb9YH3Uzd36jB2bhJoa61wqWVlGHD3arGTRvBJO58eX+7rXs97U\n", "19dDr9fj9OnT3u6CiIiIiIiIKOzZ5ilxlreE1MGroTcAMGjQIDz11FP+LAu5KVwifGrDdiXq33gP\n", "UAbbVRlsVyLnwu37wfqom7v1sc1TotZEruF2frzldY8SIiIiIiIiInItVAIlZMZASQiyJB0j/2K7\n", "EvVvvAcog+2qDLYrkXPh9v1gfdTN3fokJ5tky4mJ6gyUhNv58RYDJUREREREREQKsp1CmDlK1I2B\n", "khDEcWPKYLsS9W+8ByiD7aoMtiuRc+H2/WB91M3d+tgGRtQ69Cbczo+3vE7mSkREFMoiI81TfSst\n", "PV1AZqbJ9QdDzKVLEais1ATkWOHahkRE1H8wR0loYaAkBIXT3NZqwnYl6l/q6jRYtixR8eNs3tyM\n", "zEzFDxNwlZUazJ8/ICDHCtc29AX/zyKpkpISnD17FiaTCdOnT0d6ejoAoKqqCrt374ZWq8WMGTOQ\n", "mpoa5JIGRrh9P1gfdXO3PraBErUOvQm38+MtBkqIiIiIiEJYXV0dFi1aBADYvn27GCg5fPgwli5d\n", "CgDYtGkTFixYELQyEvV37FESWrwOlDiLXJPyGOFTBtuViIhCBf/PIqnc3FyH6+Pi4sTXUVFRgSpO\n", "0IXb94P1UTd36xMqgZJwOz/e8jpQ4ixyTUREREREgbdr1y5MnTpVXBYE64OYTqcLRpGIqJft9MBq\n", "DZSQmdez3jiLXJPyOLe1MtiuREQUKvh/Vv9UW1uLlStXyv5dvnwZALBv3z6MHj0aKSkp4ueNRqP4\n", "WqPpO/my9JrS6/Uhvbxq1SpVlYf1YX30er3THCXBLn+4nx9vaQRpqNkLu3btwuTJk2U3ZYvdu3dj\n", "ypQpvuyeHNDrmWBHCZ60q16vDUgSwzVrWgKSbJLH4rF4LOVs3tyMnByj6w+GmEDdB4HwbUNf8LeA\n", "/x07dgx5eXnBLoZXDhw4gMGDB2Ps2LGy9Rs3bsTChQshCAK2bt2KefPmOdw+3H6zh9v3g/VRN3fr\n", "09EBDB8+UFw+d64RKSnq61USTufHl/u6T8lcHUWubUkb2hLZ4TKXlVj++usa1NXFIynJ/MO9qakZ\n", "ADxYnoxt29rc+rzBEJgpMXt6AvdgEMhjhSuer9ASqDaMjAS2bWsD4Mn9yLvlESMS0dSkUWz/0mWN\n", "JtbLFvFcU1Mz9Prjqvn/xl/L6em5qKz09nxNhmV6a3c+f9NNbZg+fYiq6q+2ZWk+j1BSXV2NgwcP\n", "YuzYsSgrK0NLSwuWLVsGAJg2bRrWrl0LQRAwe/bsIJc0cMLlIc+C9VE3d+sTGwsMHWpCdXUEBgww\n", "qXbWm3A7P97yukeJs8i1VLhFp0ndAvnXzUD9JToc/7rOY/FY/e1Y4VinQB8rXHuUsFeOuoRyjxJf\n", "8Tc7UWBs367DW29FY9myTjzwQHewixP2fLmve5WjpKamBgcPHkRZWRk2bdqENWvWeHVw8o4/xlwR\n", "EREREYWjcPutzPqomyf1+f73u7FpU6uqgyThdn685dXQmyFDhuCll17yd1mIiIiIiIiIiILK61lv\n", "KHg4boyIiIiIyLFw+63M+qgb6xOeGCghIiIiIiIiIurFQEkI4rgxIiIiIiLHwu23MuujbqxPePJp\n", "emDyD0EAvvlGC4PBvc83NU3B/v1ar441cKCAiRNNXm1LREQUDJGREKfCVVp6uoDMTP4/SURE1J8x\n", "UKICggD87nex+OornZtbeD+V4IoVBkyc2OH19kRERIFWV6cJ6FTEmZkBORQRKSTcciywPurG+oQn\n", "Dr0hIiIiIiIiIurFQAkREREREYWNcMuxwPqoG+sTnrweelNVVYXdu3dDq9VixowZSE1N9We5iIiI\n", "iIjIhZKSEpw9exYmkwnTp09Heno6AGDLli0wGo0AgOzsbEycODGYxSQiCileB0oOHz6MpUuXAgA2\n", "bdqEBQsW+K1QRERERETkWl1dHRYtWgQA2L59uxgoiYmJwZw5c4JZtKAJtxwLrI+6sT7hyetASVxc\n", "nPg6KirKL4UhIiIiIiL35ebmOlxvNBpRUFAAQRCQlZWFKVOmBLhkREShy+tAiSAI4mudzt3ZWsgR\n", "jQaYM6cbWVnuTUdoNBqh1Xo3TeKdd/Z4tR0RERERqdeuXbswdepUcTk/P198vWPHjmAUKWj0en1Y\n", "/VWc9VE31ic8aQRpxMMDhYWF4g24qKgIs2fPtvvM0aNH0djY6FsJiYiIiIgUlpycjDvuuCPYxXCq\n", "trYW69atk62bO3cuRowYgX379iEjIwOZTua2dvZb3YK/2YkoHPlyX/e6R0lHRwcAc88Sy2tbav7P\n", "hoiIiIgoVKSkpODZZ5+1W3/gwAEMHTrULkhSUVGBjIwMAIDBYOhz3/zNTkQk53WgZNq0aVi7di0E\n", "QegzQk1ERERERP5XXV2NgwcPYuzYsSgrK0NLSwuWLVsGwBwoOXz4MABg0qRJwSwmEVHI8XroDRER\n", "ERERERFRuIkIdgGIiIiIiIiIiNSCgRIiIiIiIiIiol4MlBABMJlMMBqNwS5GWGGbEhH5D++p/sc2\n", "JaL+Ktzuf0rUx+tkrn0pKSnB2bNnYTKZMH36dKSnpwMAtmzZIlYgOzsbEydOVOLwYctZu1ZVVWH3\n", "7t3QarWYMWMGUlNTg1zS0FJYWIjy8nIsWLAAaWlp4nper95z1qa8Vv2H16f/8LpUBq9R/3F0T+V1\n", "6xtHbdofr9lwuY4c/UYO5bp1dHTg9ddfx6OPPhoW3/ny8nIcPXoU0dHRyM/PR319fcjW5eLFizh6\n", "9ChMJhPuuusu3HzzzSF3bjz5PyUU6uaoPn55bhYUsG/fPvH1tm3bxNc7d+5U4nD9hrN2/eyzz8TX\n", "GzduDGiZwkVJSYlw9epV2Tper75x1Ka8Vv2H16f/8LpUBq9R/7K9p/K69Z1tm/bHazZcriNHv5FD\n", "uW47duwQjh49Ghbf+YaGBkGv18vWhWpdBEEQtm/fLr4O5WvN3f9TQqVutvXxx3OzIj1KcnNzHa43\n", "Go0oKCiAIAjIysrClClTlDh82HLWrnFxceLrqKioQBUn7PF69T9eq/7D69N/eF0qg9eosnjd+l9/\n", "vGbD5Tpy9Bs5VOvW0NCAuLg4xMTEyNaHan2Ki4uRnJyMgoICTJgwAWPGjAnZugDm+4TJZIIgCBB6\n", "J48N5fpYOKtDqNbNH8/NigRKLHbt2oWpU6eKy/n5+eLrHTt2KHnosGbbroJkhmedTheMIoUlXq/+\n", "x2vVf3h9+g+vS2XwGlUWr1v/64/XbLhdR9LfyKFaN71ej/vuuw9lZWWy9aFan5qaGgDAokWLsG3b\n", "NowaNSpk6wIAEyZMwKuvvgoAWLZsGYDQPTdSzuoQ6nXz5bnZp0BJbW0t1q1bJ1s3d+5cjBgxAvv2\n", "7cPo0aORkpLicNtQbOhA8bRdpYlrNBpNwMoZavpqV1d4vTrmaZvyWvWcO23M69M3vC6Vx2vU/3jd\n", "Kqu/XLPhdB3Z/kYO1bpVV1dj8+bNqKmpQWZmpphzIVTrA1j/uj98+HDU19eHdF1OnDiBF198ESaT\n", "CVu3bsX8+fNDuj4WzuoQynXz9bnZp0BJSkoKnn32Wbv1Bw4cwNChQ5GZmSlbX1FRgYyMDACAwWDw\n", "5dBhzdN27ejoAGCOkFlekz1n7eoMr1fXPG1TXquec9bGvD79h9elMniNKovXrf/1x2s2XK4jR7+R\n", "Q7VuTz75JACgtLQUycnJ4vpQrc+YMWNQXl6OUaNGoaGhAePHjw/ZugDW4RoRERFiQDWU62PhrA6h\n", "Wjd/PDdrBGn/Ez+orq7Ge++9h7FjxwIAWlpaxG5J+/fvR3V1NQBg0qRJGD16tD8PHdb6atdr165h\n", "3759EAQBs2fPxpAhQ4JZ1JBTVFSE8vJyxMTEIDMzU4x683r1nrM25bXqP7w+/YfXpTJ4jfqPo3sq\n", "r1vfOGrT/njNhsN1VFNTg3fffdfuN3Io162+vh4bNmxAZmYm7rnnHgChfa42bNgArVaLwYMHIycn\n", "J6TrUlZWhtLSUgDA+PHjccstt4RcfTz5PyUU6mZbn7Fjxzq8JwCe1cfvgRIiIiIiIiIiolAVEewC\n", "EBERERERERGpBQMlRERERERERES9GCghIiIiIiIiIurFQAkRERERERERUS8GSoiIiIiIiIiIejFQ\n", "QkRERERERETUi4ESIiIiIiIi8siRI0ewatUqv++3vr4eX375pd/3S+QJBkqIiIiIiIjII3feeSdS\n", "UlL8vt+enh50dXX5fb9EnogMdgGIiIiIiIgo9JhMJnz22WcwGo0wmUxISUnBzJkzUV9fj507dyI2\n", "NhZGoxFpaWmYPn26uM2nn36KyMhICIKAhIQE3HPPPQCAmpoa7Nq1C9XV1WhsbAQA3HXXXRg6dGjQ\n", "6kj9k0YQBCHYhSAiIiIiIqLQ8h//8R948sknxZ4lhw4dQlJSEr7++mssXboUOp0OAPDll18iLS0N\n", "mZmZdvtYt24dfvCDH4jLN27cQElJCWbOnBmIKhA5xB4lRERERERE5LHhw4fLht9MnjwZO3fuRFVV\n", "FbZt2yauN5lMiIyMRGZmJjo7O7Fz504YjUZERETgwoULwSg6UZ8YKCEiIiIiIiKPXb16FbW1tWKw\n", "pLi4GGPGjEFXVxfuu+8+sUcJYM49AgDbt29HXl4eBgwYAABoa2uT7VOr1cJoNAaoBkSOcegNERER\n", "EREReeTIkSPQ6/VIS0tDTEwMuru7MXjwYOTm5qKtrQ27du1CRIR57pC2tjZMmzYNI0eORElJCUpL\n", "S6HT6dDT04Pz589j8uTJyM/PF/dtyWESERGB7u5uzJ8/H5GR/Bs/BQ4DJUREREREREREvTg9MBER\n", "ERERERFRLwZKiIiIiIiIiIh6MVBCRERERERERNSLgRIiIiIiIiIiol4MlBARERERERER9WKghIiI\n", "iIiIiIioFwMlRERERERERES9GCghIiIiIiIiIurFQAkRERERERERUS8GSoiIiIiIiIiIejFQQkRE\n", "RERERETUi4ESIiIiIiIiIqJeDJQQEREREREREfVioISIiIiIiIiIqBcDJUREREREREREvRgoISIi\n", "IiIiIiLqxUAJEREREREREVEvBkqIiIiIiIiIiHoxUEJERERERERE1IuBEiIiIiIiIiKiXgyUEBER\n", "ERERERH1YqCEiIiIiIiIiKgXAyVERERERERERL0YKCEiIiIiIiIi6sVACRERERERERFRLwZKiIiI\n", "iIiIiIh6MVBCRERERERERNSLgRIiIj/o7OzEv/3bv+HVV1/F66+/jpMnT4rvPfbYY6ioqLDb5sMP\n", "P8RLL72EDz74wO69a9eu4ZNPPlG0zH3ZunUrnnrqqaAdn4iIiAKDv2GI7EUGuwBEROHgm2++QV5e\n", "HvLy8uze++1vf4u0tDS79Y888ggqKiqwd+9eu/e6urpgMBiUKKpb5s6dixMnTgTt+ERERBQY/A1D\n", "ZI+BEiIiH33xxRf4+OOPAQBHjhxBamoqHnnkERgMBvz1r3/F4cOH8eqrryIjI8Ot/V26dAmrV69G\n", "eXk5qqqqAABLlizByJEjAQBffvklCgsLkZiYiLa2NsyfPx9TpkwBAJw4cQIrV67EnDlzcOLECcTE\n", "xGDkyJF46KGH0N3djVdffRVarRYajQYRERH4l3/5F0REmDsXvv3227h69SqioqIQGRkJo9Ho76Yi\n", "IiIiFeFvGCLHGCghIvLRrFmzxP+oZ8yYIa6PiYnBCy+84LBbal8yMzPxzDPPYO/evXj00Udl7zU1\n", "NeGzzz7Df/7nf4rrXn75ZYwfPx7R0dG4/fbb8fDDD+Odd97Bm2++idjYWPFzr7/+Oh588EHxx8rF\n", "ixfx7rvv4sknn8T+/fsxaNAgLF++HABw+fJl/OQnP/GsIYiIiCik8DcMkWMMlBARhZDy8nLU1NTI\n", "fmS0trbi2rVryMrKEtc9+eSTsh8YgPmvPOvXr5eti46OBgB8/fXXeO6558T1I0aMwLhx45SoAhER\n", "EfVD/A1DoYSBEiIiPxAEARqNxqvtHNHpdOju7rZbP27cOGRnZ+PFF18U15lMJtl+nO3zjjvuwKxZ\n", "s2Q/Rrq6ugAA06dPx44dO7B48WIAQEVFBUpKSjyuDxEREYUW/oYhsqcRnF2NvSwXr1arDVSZiIhC\n", "yqZNm7Bjxw4AwMiRIzFu3DjMmzcPX3zxBQ4fPoyjR49i5MiRGDhwIBYvXozs7GxcuHABGzZsQEND\n", "A8rLy3HHHXdg6tSpmDVrlrjff//3f0dUVBS0Wi0MBgN+8YtfICoqCiUlJfjss8+g0+kAAPX19Xjh\n", "hRdw0003YePGjSgsLBTLMnbsWNx///3iPletWoXW1lYAQHt7O2699Vb84Ac/AAC8+eabuHbtGhIT\n", "E9Ha2ory8nIsWbIE8+bNC0g7EhGR9/ibnbzB3zBEjvUZKCksLER5eTkWLFggZju+ePEijh49CpPJ\n", "hLvuugs333xzwApLRERERERyjn6zb9myRUxomZ2djYkTJwaziEREIaXPoTf5+fkoLS2VrSsrKxO7\n", "NW3fvp2BEiIiIiKiIHL0mz0mJgZz5swJUomIiEKbxzlKjEaj2LXPxagdIiIiIiIKAqPRiIKCAgiC\n", "gKysLHEKViIics3jQMmECRPw6quvAgCWLVvm9wIREREREZFv8vPzxdeWHBREROQejwMlJ06cwIsv\n", "vgiTyYStW7di/vz5Tj+7c+dOJpQiIiIiItVLTk7GHXfcEexiKMKSONMZ/mYnonDky33d40BJVFQU\n", "ACAiIsLlTVer1bKbnwL0ej1ycnKCXYyww3ZVBtvV/9imymC7KoPtqgy2q/8dO3Ys2EXwq4qKCmRk\n", "ZAAADAZDn58Nt9/s4fb9YH3UjfVRL1/u630GSoqKilBeXo6YmBhkZmYiNzcXWVlZKCgoAACMHz/e\n", "6wMTEREREZHvHP1mr6iowOHDhwEAkyZNCnIJiYhCS5/TA/tq9+7dYRWdJiIiIqLwdOzYMeTl5QW7\n", "GEHB3+xEFI58ua9H+LksREREREREREQhi4GSEKTX64NdhLDEdlUG29X/2KbKYLsqg+2qDLYrkXPh\n", "9v1gfdSN9QlPDJQQEREREREREfVijhIiohB0qekSKlsqA3Ks9MR0ZCZlBuRYRETBwhwl/M1OROHF\n", "l/u6x9MDExFR8FW2VGJ+wfyAHGvzos0MlBARERFRv8GhNyGI48aUwXZVBtvV/9imymC7KoPtqgy2\n", "K5Fz4fb9YH3UjfUJTy4DJSaTCUajMRBlISIiIiIiIiIKqj5zlBQWFqK8vBwLFixAWlqauL68vBxH\n", "jx5FdHQ08vPzERUV5XB7jnckIlKGvlIf0KE3Oek5ATkWEVGwMEcJf7MTUXhRLEdJfn4+SktLZesa\n", "Gxtx/fp1LFmyxKsDEhERERGRf5lMJgiCAK1WG+yieKSzpxPFN4rR3t0OAJg1YlaQS0RE5EWOkuLi\n", "YsTHx6OgoADnzp1TokzkAseNKYPtqgy2q/+xTZXBdlUG21UZbFeSKiwsxOrVq1FdXS2uq6qqwkcf\n", "fYSPP/4Y169fD2Lp+lZvqMf31n8PD2x6AM/sfMYv+wy37wfro26sT3jyOFBSU1ODxsZGLFq0COfP\n", "n4fJZFKiXERERERE5Ib8/HzMnDlTtu7w4cNYunQpHnzwQRw6dCg4BXNDvC5efG3pVUJEFGxezXqT\n", "m5sLABg+fDjq6+v7/Kw0IqXX67nsh+WcnBxVlSdcli3r1FKecFnm9er/5ZycHDQ1NSGQ1FR/pZb7\n", "W30Deb2qqTzhsiylhvKE03K4iIuLE187yyeoBnE6aznbutvQR/pEt1l+e4QL1kfdWJ/w1GcyVwAo\n", "LS1FcnKymMy1uLgYCQkJGDVqFL744gvk5ORAp9M53JaJoYiIlMFkrkRE/hXqyVxtf7Pv2rULc+bM\n", "sXvtSLB/sw/76zB0mboAAFefvYrYyNiglYWIwocv9/U+e5QUFRVBr9ejqKgI+/fvBwBMmjQJxcXF\n", "2LhxI3Q6ndMgCSknHP/qoQZsV2WwXf2PbaoMtqsy2K7KYLuSK0ajUXyt0Whcfj6YvXiiNNYeL+3d\n", "7T7vb9WqVarqpcT6sD7+WBYEASuPr8QTHz+BHXt3hHx9ArXsLZc9SnwR7Oh0uNLr9ewSpQC2qzLY\n", "rv6n1+uBTLBHiZ/xWlUG21UZbFf/C7ceJRs3bsTChQshCAK2bt2KefPmOd022L/ZJ7w7AddarwEA\n", "Tvz4BG4ecLNP+wu37wfro26Bqs+eij1Y/NliAMC/Tv1XvDT9JUWOE07nR7HpgUmdwuXCVRu2qzLY\n", "rv6Xk5MDfSX/muxvvFaVwXZVBtuVpIqKilBeXo6YmBhkZmYiNzcX06ZNw9q1ayEIAmbPnh3sIvZJ\n", "mtC1rbvN5/2F2/eD9VG3QNXneM1x8fX5hvOKHSfczo+3GCghIiIiIgphjgIhaWlpeOihh4JQGs/F\n", "RVoTurb3cOYbIkcuN18WX7d2twaxJP2DV7PeUHD5Y8wV2WO7KoPt6n9sU2WwXZXBdlUG25XCiXTm\n", "G39MERxu3w/WR90CVR9ZoKRLuUBJuJ0fb7FHCRGFtUtNl1DZUhmQY6UnpiMzKTMgxyIiIgoX/g6U\n", "EIWjK81XxNdKBkrIjIGSEMRxY8pguyoj2O1a2VIZ0KSngQiUMEeJMoJ9rYYrtqsy2K4UTqRDb5ij\n", "xB7ro26BqI/RZMSVFkmgRMGhN+F2frzFoTdERERERBQ00mSuzFFCZK+qrQrdpm5xmT1KzJo7m2E0\n", "GV1/0AtuBUpMJpNsLnYKLo4bUwbbVRlsV/9jmyqD7aoMtqsy2K4UTpijpG+sj7oFoj7S3iSAsj1K\n", "QuX8vHXiLWS9mYX89fl+6Ylmy2WgpLCwEKtXr0Z1dbVsfUdHB1555RVcu3bN74UiIiIiIqL+gTlK\n", "iPomTeQKAB09Hegx9QSpNOqwpmQNBAg4Wn0U/7r3X/2+f5eBkvz8fMycOdNu/b59+3Dvvff6vUDk\n", "GseNKYPtqgy2q/+xTZXBdlUG21UZbFcKJ7IcJT3MUWKL9VG3QNTHNlACKDf8JlTOT0ltifh67Zm1\n", "KK0r9ev+vcpR0tDQgLi4OMTExPi1MERERERE1L+wRwlR3xwGShQcfhMKEqMSZcs/3/NzmAST3/bv\n", "VaBEr9eHTKQpHIXKuLFQw3ZVBtvV/9imymC7KoPtqgy2K4UTWTLXfpCj5Gz9WXx+8XN0G7tdfxjq\n", "r4+n1FgfQRBwvuG8Vw/agaiPo0BJS1eLIsdS4/mxJQiCXV6SQ9cP4e+lf/fbMbyaHri6uhqbN29G\n", "TU0NMjMzkZaW5vSz0qCKpdG57NuyhVrKEy7Lp06dUlV5wmXZImjHz0TANDU1AenwqHzeLjc1NSlX\n", "EQfUcj0puXzq1ClVlYfLXOb1GtjluDhrr4ZwsWXLFnFChuzsbEycODHIJXJM2qNEiaSManK15Spm\n", "/H0Gukxd+Lfp/4YXpr4Q7CIRgJ8U/QRrz6xFXkYe1t+/PtjFsRPIoTehoL2n3WFQa03JGvxo/I/8\n", "cgyNIAiCqw+VlpYiOTnZLiDibL3F7t27MWXKFL8UlIjIG/pKPeYXzA/IsTYv2oyc9JyAHCtc60VE\n", "FCzHjh1DXl5esIvhV7t27cKcOXNcfi7Yv9k/O/8ZHtvxGADgvpH3Yc3cNUEri9LWla3Dip0rAABT\n", "hk5B0Q+LglwiEgQBw/53mDj97tknz2Jw3OAgl8rKaDIidWWqXfLWTxd8ilkjZgWpVMFV3VaNW9+5\n", "1W59cnQyyp8uF5d9ua9HuvpAUVERysvLERMTg8zMTOTm5gIA6uvrodfrXfYoISIiIiKiwDMajSgo\n", "KIAgCMjKylLtHzClQ2/CvUfJtVbrjKFn68/CJJgQofEqGwL5SUtXixgkAcxT8aopUHK97brDGW76\n", "c48S6bCjzAGZqGmvQXtPOxo7G9FgaMDAmIE+H8Plt3L27Nl46qmn8Mgjj4hBEgAYNGjTudX9AAAg\n", "AElEQVQQnnrqKdxzzz0+F4I8YzukgfyD7aoMtqv/sU2VwXZVBttVGWxXckd+fj4WLVqEBx54ANXV\n", "1X1+VnpN6fX6gC5fKLsgvm7vafd5f6tWrQpqffpavtpyVVzf1t2Gqy1XQ7o+3iyrrT479Tshtevw\n", "LlXVZ9vBbXDEksw13M+Pw+VvrMsR3REYohsiLhfsK5B93ltuDb3xVrC78YUrvZ7JdJXAdlVGsNs1\n", "HIeo6PV6IBNhV69gC/a1Gq7Yrspgu/pfOA69kSoqKsLs2bMdvhfs3+wnak5g1sfmIQQTUiZg/8P7\n", "fdqfmr8fS7csxY6LO8TlT+Z/gjmZfQ+PUnN9vKG2+hyrPobZn1i/Gy/nvIyfTPmJ29srXZ9PznyC\n", "Z3Y9Y7f+P2f8J5bfvtzvx1Pb+XHkwJUDuH/j/QCA76Z9F4NiB2Hrha0AgDfveRNLxi4B4Nt9nf28\n", "QpDaL9xQxXZVBtvV/9imymC7KoPtqgy2K7mjoqJCfG0wGIJYkr75e3pgNX8/rrZelS2X1Ze53EbN\n", "9fGG2upT31EvW65sqfRoe6XrU9Fc4XC9UkNv1HZ+HJFOjZwYlYiRySPF5QuNFxxt4jGXOUqIiIiI\n", "iCj0VFRU4PDhwwCASZMmBbk0zsVFSgIlPb4HStRMOvQGAMrqXAdKSFkNhgbZ8pXmK0EqiWOXW6wz\n", "3qTGp+J623UA8mBBfyPNUZIQlYCRSdZAycWmi345BnuUhCB/jLkie2xXZbBd/Y9tqgy2qzLYrspg\n", "u5I7cnNzsWTJEixZsgSjR48OdnGc8ncyV7V+Pww9BtQZ6mTrztaf7XObK81XsP+Ab0OR1EZt56fe\n", "IO9RcqXFs0CJ0vWRBm7Gp4wXXyvVo0Rt58cRad1te5SUN5Y72sRjDJQQEREREVHQ2A69UTCFYlBJ\n", "Z7yxOFd/zml9f63/NW5//3Y8X/Y8atprlC5ev+VroERpl5utPUpkgRL2KAHQ26NEGihpYqCk3wqF\n", "cWOhiO2qDLar/7FNlcF2VQbbVRlsVwonUdooREaYMwIYBSO6jF0+7U+t3w/bYTeA+WHXNm+JxSdn\n", "PgEAXOy4iHvX3Ws3RCRUqe382LZrU2cTmjub3d5eyfoIgiALsI0dNFZ8LQ0W+JPazo8j0ronRiVi\n", "WPwwxEbGAjCfT398V9wKlJhMJhiNRp8PRkREREREZKs/5Clx1KMEAM7UnXG4/kbHDfF1RXMFFm9a\n", "7NEDPLnHtkcJ4HlCV6UYjAZ0m7oBANHaaKTEpYjvKRUoCQXS3jQJugREaCKQlZQlrvPH8BuXgZLC\n", "wkKsXr1aNvd6SUkJCgoKsGHDBlRWquMi6k9CYdxYKGK7KoPt6n9sU2WwXZXBdlUG25XCjT/zlKj1\n", "++Gs54ijPCU9ph67dcdrjuONo2/4vVyBprbzYzvrDeDZ8Bsl6yPNxZGgS0BCVILD9/xJbefHEdse\n", "JQBkw2/8kdDV5aw3+fn5KC0tla2rq6vDokWLAADbt29Henq6zwUhIiIiIqL+yd9TBKuRtEfJyKSR\n", "Yi4FR1MEO2uDb65/o0zh+jFHwzTU0qPENiCQqEsUl5mjxMxRoMQfUwR7laMkNzfX5wOT90Jh3Fgo\n", "Yrsqg+3qf2xTZbBdlcF2VQbblcKNP4feKP39OHDlABZtXIQPTn/g0XbSHCX/mPGP4mtHUwQ761UT\n", "Dkld1Xb/sp2JCPCsR4mS9ZH1KIkKTI8StZ0fR2yTuQKQDb252Oh7jxKfkrnu2rULU6dO9bkQRERE\n", "RETUf4VSj5Jf7v8l9l7Zixf3vohGQ6Pb20mH3swaMUt87WjmG2mgxPIXc0Cet4T8w1GPEumUvMFk\n", "GxBI0EkCJf24R4nt9MAAkJ2cLa7zx8w3LofeOLNv3z6MHj0aKSkpfX5Or9eLUSnLeCcu+7ZsWaeW\n", "8oTL8qpVqzBx4kTVlCdcli3rpO9farqEksoSAEBSUhIAoKmpSZHl6PhoBIqpxwR9pd6n8rqz3NTU\n", "BI1Oo2xlbKjlelJy+dSpU3jmmWdUU55wWba9FwS7POGyzOvV/8txcdYHdQo8aaDEHzlKLOdXCRXN\n", "FQCALlMXqturkRyT7NZ20qE3k4dORnJ0Mho7G8WZb9IT08X3pW0wKGIQ2jRtMAkmNBga0G3shk6r\n", "81NtAk/p8+OJzp5Oh9ebpzlKlKqPNBiSGJVo16NEEARoNP79Taim8+OMqx4l/kjmqhHcmKi8tLQU\n", "ycnJSEtLAwAcOHAAgwcPxtixY/vcbvfu3ZgyZYrPhSS5ULh4QxHbVRmO2lVfqcf8gvkBOf6a+9Zg\n", "2bZlPJYPNi/ajJz08P9u8B6gDLarMtiu/nfs2DHk5eUFuxh+VVVVhd27d0Or1WLGjBlITU11+Dk1\n", "/GZ/ZNsj2HphKwDgve+9h/tH3+/1vpT8fnQZuzDsf4eJy58v+RzfSf2Oy+3au9uRvsocCImMiETV\n", "c1WY++lcfH3tawDAuvnrMDtztvj5L69+ibmfzgUAjIsfhxumG2JvktOPn0ZaQprf6uQJy6OjLw/n\n", "arp/XW+9jvHvjgcAaKCBAHP9hsUPQ+kTpX1tKlKyPp+e/RTLP18OAFg4eiHe+d47GPbXYegymafQ\n", "vvrsVXFaXH9R0/lxZsK7E8TA48nHTiI9MR0mwYT0lekwGA0AgPKnylFeWu71fd3l0JuioiLo9XoU\n", "FRVh//79qKmpwcGDB1FWVoZNmzZhzZo1Xh2YvKf2CzdUsV2VwXalUMFrVRlsV2WwXckdhw8fxtKl\n", "S/Hggw/i0KFDwS5On0IlR0ljp3yojbtTtEp7k6TGpyJCEyFLPmnppWIh7eWQmpKKwXGDxeUb7cEZ\n", "flPZUom7P7obM9fO9ClXipruX9JhNyOTRyJCY348rmqrQmdPp1v7ULI+jnpOSIdiKZGnRE3nxxlZ\n", "u/QOR4rQRCArWdKrxMfhN5GuPjB79my7dS+99JJPByUiIiIiImVJhxNFRUUFsSSuhUqOEtucJM1d\n", "zW5tJw2UDE8cDgDIGJAhrrMNlEgfgON18eZASW/O0WAldH3v1HviDD2flH2Cn075aVDK4U/1BuvU\n", "wIPjBsPQYxBzyVxtvSoLZgVDS7f97C4JUQliAtrWrlZZEK0/EATBLsmtxcikkThTdwaAOaFrFrLs\n", "tneXT8lcKTik473Jf9iuymC7UqjgtaoMtqsy2K7kDukIe51O3Tkt/J2jRCne9iiRJnIdnmAOlGQO\n", "yBTXVTQ571HSVt+GIXFDxOVg9Sg533BefF3VWuX1ftR0/5IGSgbFDMLNA24Wl93NU6JkfWQBgd6e\n", "E7I8JQokdFXT+XGkrbtNHCIVGxmLyAhr3w9/ThHsskcJERERERGFHqPRKL52lVNCmpcgGAl1665b\n", "p2gtu1AGfUff5Sm8UYgjPUfwszt+hoRrCbL3T506pVh5mzqbZO3W3Nns1vZfXv9S3MbUaIJer8eI\n", "7BHiupJrJeJrvV6PUzWnxOW2xjYkRFofjg+XHsaI+hEBP1+Xmi6JZThz+YysvJ7sT8nz4+myNFAy\n", "MGYg4nXx+BrmvDGWmW+CWR9HQ29MHSZxXWtXq9/bR03nx9HynoN7xPonRiXK3r9/9P2IqItAanQq\n", "lty+BBdLvZ8m2K1krt5SQ2IoIlIfJnMNrWP1l2SuRNS/hWMy140bN2LhwoUQBAFbt27FvHnzHH5O\n", "Db/Z3zjyBn735e8AAD+Z8hO8nPOy08+2drVi9Nuj0WnsxODYwTjz5Bkxt4RFZ08n6g31SE1wnMDW\n", "W+vK1mHFzhXi8i+m/gK/nP5Ll9v9y55/wfun3wcA/MeM/8BTtz+FqrYqjHtnHAAgKToJF5+2PtS9\n", "9s1r+P1XvwcA/PMd/4yBMQPx24O/BQCsmLQCf8z9o59q5B5BEJCxOkPswZCXkYf1968PaBmUIG3n\n", "n075KXQROvzlyF8AuH9ulfRPRf+Ev5X+DQDw2j++hkcnPIolny3B7ordAICP532Me7LuCWYRA+58\n", "w3lMWzMNgHmozZFHjzj9rC/3dfYoISIiIiIKQ9OmTcPatWshCILDvINq4kmOkhvtN9BpNCfavNFx\n", "A+cbzuOWQbeI77d2teKuv92Fq61X8UbeG1g23n9/WPDn0JuhcUMRo42BwWhAU2cTmjqbkBSdBEA+\n", "9CZeFx/0oTe1HbWyYR71HfV9fDp02A69SYpJEpcvN18ORpFkpG1u6VFiGYIDyHOYhLKVx1eivLEc\n", "l5ou4aO5HyE6MtrpZ6XDkaSJbf2NOUpCkNrHjYUqtqsy2K4UKnitKoPtqgy2K7kjLS0NDz30EB5+\n", "+GEMGTLE9QZB5EmgRPpwCwCHrx+WLb+5800xMPH+qff9U8Be/kjmapnaV6PRYMQA6/AbaZ4S6QNy\n", "dWV10Ge9udgkH8JQ21Hr9b7UdP+yHXozZuAYcbmsrsytfShZH2kgLlFnTeZqocSsN8E4P6uLV+Pd\n", "U+9iz+U9LnPDOBqOpAQGSoiIiIiIKKik0wO7SuYqndIVsA+U1HVb852U1Jag29jthxL2HrtTfuyW\n", "Ttd/0Tf0GHChwZpYUhocyUiyznxzqfmS+FraBrERsbIeJcGY9cY22axtsCpUSa+lQbGDMO6mceJy\n", "WX0Zekw9wSiWyFHvCaUDJcEgTWwszYXjiGp6lJhMJlkiKAq+UJjbOhSxXZXBdqVQwWtVGWxXZbBd\n", "KdxIH/7ae/ruUWI7/MU2UBI/LF583WXqwtn6s34ooVmTwSaZqxs9So5VH4PBaAAAZCdn46bYm8T3\n", "nE0RLA2U3D7udtX1KGnrbkNHT4dX+1LT/ct26E1yTLLY46fT2OnWzClK1sfV0BslZr0JxvmRBgxd\n", "DXlSRY+SwsJCrF69GtXV1eK6qqoqfPTRR/j4449x/fp1xQpGRERERET9g7RHiauhN7Y9Ss43nJfl\n", "zLjeJn9GOXHjhB9KaOZNjpKDVw+Kr+8efrfsPWmg5HKT9QFRGihJ0CUgJTYFGphnLqo31Hvd06HL\n", "2GXXO8Qdjv7KX9dRZ/9BL1xpvgJDj8Ev+/KU9FoaGDMQADA+Zby4rqS2xG6bQJIFBXoDJNJeFOHS\n", "o0T6PZD2rHJENhwpWD1K8vPzMXPmTNm6w4cPY+nSpXjwwQdx6NAhxQpGzqlpXF84Ybsqg+1KoYLX\n", "qjLYrspgu1K48SVHCQB8U/WN+PpM5RnZeydrTvpYOiuvAiWV1kCJ7SxyTofedFkDJRfKLiAyIhKD\n", "YgYBAAQIXuUI6TJ24fsbvo/JH0zGrw78yqNtHT28epvQVXr/ev/U+7j9/dtx54d3ujzvSpDWwdK+\n", "42+yBkpKa0td7kPJ+7HDoTcK9ygJxv8vmUmZ4muXQ2+kvWx0KspREhdnvYlFRUX5tTBERERERNT/\n", "yAIlLobe2PYoAeTDb+q75A/w/uxRYntsV4GSzp5OWdm+O/y7svdlPUokQw6kbRAbEQsAPg+/2fzt\n", "ZhyrPgYA+Kj0I4+2ddijxOB7j5JPyj4BYE52q68M7AO6STDJcs5YepSMS7HmKSmtcx0oUZKjYSbu\n", "9CjZd2UfntjxhDiNsNrJhqC56PEUqB4lHk8PLAiC+Fqn07n8vF6vF8c5WaJTXOayGpct69RSHr1e\n", "j8jBkeiJN3etbGoyj4lNSkpSZFln1KG2tdb/+89Mgr5SL3s/WN0rldbTE7iEX4E8FqCO70Mglvtb\n", "fQOxnJOTo6ryhNOyhVrKE+rL0j8GUuDF66x5RVwlc7WdeQaQB0paIA9enL5xGkaTEdoIrY+lBJo6\n", "bXKUdPado0San2Rk0kgx/4WFbaDEJJgQoYmQtcF3v2MOrgyJG4KyevNMLJ4mdBUEAauLV4vLjZ2N\n", "aDA0iMGBvrR3t6Oqrcpuvbc9SqS/vavbJCkeHBxDavO3m1HZUonHJz6OmMgYr44t1dTZBJNgAmDu\n", "mRClNXcCkAZK3Bl6I62PP3X2dKLbZE5EHBkRiWitecpcV8lc6zrq8KOtP0Jbdxv2XtmLs0+eRWRE\n", "pNvHVao+fZH1KGm+BEEQoNFoHH5WWmclc5RoBGnkw4HS0lIkJycjLc38pS4sLER+fj4AoKioqM85\n", "2Xfv3o0pU6b4sbhE/Yu+Uo/5BfMDcqw1963Bsm3LeCwey87mRZvtugoTEYWbY8eOIS8vL9jFCAo1\n", "/Gav76jHqLdHAQCSo5NR/nS508/+cPMPsevSLtm62MhYXHr6EoyCEWkr0+y2+fpHX2PMoDF26z2V\n", "9r9pYuDDovq5aui01j8gf37xc2y5sAVPTDT/Rf+PX/8RAPCjcT/Cf8/+b7t9Zr+VLfZUKXm8BKkJ\n", "qRj/zngx18rJx04iPTEdT33+FDac3QAAWDlnJR689UG3y334+mHkr8+Xrdv1g124Y9gdLrctrStF\n", "zkf2vwNeyX0FT096us9tO3s68fbJtxGtjcYTtz2BCI11QIMgCEhflS4mhf3l9F/iF1N/4XA/x6uP\n", "I+8T8/dz8S2L8da9b7kstysXGi/gOx9+B4B5JqLiHxcDALqN3UhflS4GKS49fQkDogf4fDxP1XXU\n", "YfTbowGYe7tceMqcWPbAlQO4f+P9AMw5b7Y8sEW23e+//D1eO/KauHzkkSMYmTxS8fJ+c/0bNBga\n", "kJeR53FQUhAE3LzqZrEn1YWnLjgN4j2781l8XPYxAOB/Zv8Plo5b6nS/vtzXPR5609FhvpAFQRBf\n", "U2DZ/iWJ/IPtStS/8R6gDLarMtiuFG48ylHioCdDR08HTteelvVQkDp5w/c8JR09HXZBEkCeM6G1\n", "qxXLC5fj76V/x7xP52H92fXie87+6OBo5htpj5LTR08DAAbHWofeeNqj5M3iN+3WlTc6D0ZJORsK\n", "4c7Qm4/LPsav9b/Gi/texMZzGwFY718tXS2ymXNq2pzX6Xj1cfH1hrMb8MXlL9wqe18c5ScBAJ1W\n", "h1sG3SIuuxp+o9T92FEiV6DvHiX1HfV4+8TbsnXuzNwj5aw+H57+EMsLl6OsrszuveKaYty7/l48\n", "uOVBj4d1AYBGo5Hn6+kjT4n0+xa0ZK5FRUXQ6/UoKirC/v37AQDTpk3D2rVrsXbtWkybNk2xghER\n", "ERERUf8QrY0Wext0mbr6nNVFmlD1tsG3ia8PXT9kN+ONxYka3/OUOBryA8iH31xrvSY+yLX3tON8\n", "w3nxPdv8JBYjBowQX1c0VUAQBFmgJDrCPORiSNwQcZ0ngZLKlkps/naz3fryJvcCJdKpgaVDONwZ\n", "enP6xmnxtf6q/AHctg7V7Y6DXIC5XaV+8cUvfB7KLc03Iw2UAMC4mzwbfqMEZ0NMZIESm2Suq4pX\n", "2a3zNFDiyNn6s/jZnp/h03OfYsXOFbAdlLL38l7x9Z7Le7w6RuaATPF1X4ESZwEkf+tzsJKjYTVp\n", "aWl46KGHFCsQuRaMcWP9AduVqH/jPUAZbFdlsF3JlS1btsBoNAIAsrOzMXHixCCXqG8ajQZxkXHW\n", "IEN3u9PhDtIH3DmZc8TeIqdrT2NY/DDxvdjIWLHHwomaE1h7Zi32Xd6H5bcvd2vIiS3bGW8spA9u\n", "jmbkAcwPgemJ6Y7fk+RnqGiuQKexE0bBfO6iIqIwK3cWAO+Tub536j1xf1qNVnx9sfFiX5uJpA+t\n", "E1ImoLjGPETFnZl3pG1mmUHGcv+yDZT0laPENgBW3lSO1468hl9O/6XLMjgjPVeDYm0CJSnjgLPm\n", "164CJf64H/eYeuzyiDjrOSGb9UYSTGk0NOKtE/ZDki40OA+UmAQTdpTvwMCYgWIgz1F9ii4Via9P\n", "3jiJ4zXHMWWodbjelZYr4mtXs9Y4MyLJGjCUJja2pYrpgYmIiIiIKPTExMRgwYIFWLBggeqDJBbu\n", "JHQ1CSbZw/f0tOni67K6MtnDdm56rvhaf1WP53Y9h3Vn1+HZXc96VT7bRK4WzV3WHiV1HY6Ho9yd\n", "frfT/doOvZHWXTokSRoocbdHiSAIsuE/T9z2hPja3R4l0gffO4ZaA0zu9CiRBrXO1J2R9USwDYz0\n", "VSfbHiUA8MaRN3C15arLMjgjC5TY9CgZn2KdIvjkjZNYV7YOv9b/2mEQQBAE/PfR/8ZL+17yKsHt\n", "p2c/RcbqDMz/dL5sKJI7Q2+kn3n/9PvisjTo4qxHiSAIeH7P81i2bRnmfTrPLu+P1N4re2XLH5z+\n", "QLYsDWxcbLpo1+PEHbIeJQ6mo7ZwNBOQEhgoCUEcl6wMtitR/8Z7gDLYrspgu5IrRqMRBQUF+PTT\n", "T3Hs2LFgF8ct7kwR3NzZLM5UkhiViAkpE8T3ztWfkz1Q35l6J26KucluH+cbzjsNevTF0bTEgPMe\n", "JZkDMhGtjYZWo8WPJ/zY6X5th95Ic7TE6+LF77t06I27PUqO1xxHZUslAHOS3BWTVojvuZujRBYo\n", "kfTEcSdHiTSo1drdisqWSrE+dkNv2qqdPmBLz+vQuKEAzEO0dpTvcF0BJ6Tn0zZxqDRQcqz6GFbs\n", "XIG/Hvsrnt/zvN1+VhauxG8P/hZvnXhLlkTVXf91+L/Q0dMB/VU93jv1nrjeWUBAGlBs72mH0WTu\n", "IVR4sVBc/8ykZ8TXzgIlfznyF6wpWQMAECDg91/+HibBBL1ej5M1J7H38l4IgoDOnk58dfUr2bYF\n", "5wpkQ86uNFt7lLR0tTjtfdUX2cw3feUo6VJBjhIiIiIiIgo9+fn5WLRoER544AFUVzvP/aAm7iR0\n", "tX24HRI3BMnRyQDMD+JHq46K76fGp+K2IbfZ7QOAOM2uJ5w9/EkfGKU9Cu7Lvg/HHj2G0idK+xzq\n", "Y9ujRDrkQvpQ7M3Qm8/Ofya+/t7I72HEgBGI0Zqn1q031DvNu3K8+jhmrZ2F8e+Mlz1oS4dbeNqj\n", "BDD3KrGwTd7aaex0GsC63modevP4bY+Lr4sqihx93C3S4Is0CAWYgzGOgmxHq47aBXMqDZXi62+q\n", "vvGoDFVtVbI8Nm8ceUPsUeQsIBChiZD1MGnrbkNzZ7N47WugwYpJK8ScP5UtlXb5XNaVrcMfvvqD\n", "bN3p2tPYdmEb9tbvxayPZ2HRpkVYXbwaR6qO2AUu27rbUHCuAIC5Z4olGGfhzfAb2ffASQJhIHBD\n", "b9yfUJlUg+OSlcF2JerfeA9QBttVGWxXsqitrcW6detk6+bOnYsRI6y9FHQ6ne1mdvR6vXhdWf7i\n", "H+jluEhroOSro19hYv5Eu883dMoTcGo0GqRFpolBDOmD6rD4YXhu8nP4uvJrDNQNxOABg3Hihjmp\n", "67ZD2zBtwTSPytcY7ySocOY4UmtTkZOTI+tlMShmEFITUqHX63EWZ53u/9LJS+I2N9pv4OCRg+Ky\n", "pSeBXq/HtLusE2nUddTBaDJCG6F1Wt67775blsT1/lH3I0ITgSG6IbhsNA+VuNh0EW1H2uy2f/nb\n", "l3GiWZ4Ad3DsYNnDbJ2hDoIg4ODBg07bzza4VFpXijtxJ/R6Pao77AN41e3VOH3ktGx/O/ftFINH\n", "MdoYZLVkiZ8/UHkAe/bvQVRElMfXmzQA1HalDegdoWZ5/85hd+LzS5/Lytfa3Yote7dgkG6QuL+W\n", "HuuD+7n6czhw4AA0Go1b5Tl49aB097jRcQO/2vwrLBq6CC1x1v0237AG4/R6PaIQJS7vObgH37Z/\n", "K+aeyY7LxoXiC7g58WZUNFdAgICCLwrw8JyHAQDb927HP536J3H72IhYdJjMQ35+pf8VrrdchwBz\n", "MOjP3/wZ/zDgH8TPJkcni+f0g9Mf4McTf4wd+3bYBVI+P/w5Js+b7LL+0uUp0yQ5T5qviHlbpJ83\n", "CSbZ0LQEXYLL/XuLgRIiIiIiohCVkpKCZ5+1z7lRUVGBjAzzQ63B4Hp2EOlDhe0DRqCW4zZaAyWj\n", "bh3l8PPSXgyWniRTs6ai9LQ5Uah0tpxhCcMw7qZxKF9RjihtFP70zZ/EQIlxkNHj8u3/ej8cGXLz\n", "EOTcaf6MowShrvY/e8ZsJJQmoLW7FV2mLgweOVhMJBqvi5d9fmDMQDQYGmCCCXWGOgyJG+J0/ydq\n", "TojTDSdGJWLGzTMAABPSJuByuTlQUt5UjgdyHrDb/upZ+9wfy29fjujIaCTozGXtMfWguavZ6fFN\n", "gsmux8qZujP42b0/AwC8vul1u2NUt1UjNydXti5jYgbQG7NJS0jD4rzF+K+r/4VvG79FR08HhAwB\n", "ORmeX78X3rIGSu7Pud/u/SH1QxCni0NWUha2l28XeyGljEmRzWA0YOgAoLfDS2NnI2654xZZD5W+\n", "yqOvtB9GubluM34373c4eNwaRBmTOUa2/U0Xb0J9g/lau3XSrTh4wvrZeePmIee7OciuzRbP/4CR\n", "1sTIukwduk52ATAPD9uwYANmrJ2Btu42uySq9YZ6bO3cKi7/5u7f4Jf7fgmD0YATN06guKYYaePS\n", "AJvZt2NSY9yqv+3y0LihqG6vhhFGXGu9hgFRAzB52mSxZ1Vbd5sYxImLjIM2Quty/97i0JsQxHHJ\n", "ymC7EvVvvAcog+2qDLYruVJRUYH169dj/fr1uOWWW4JdHLfY5l5wRNpDwZJXYuxNYx1+NjU+FQAQ\n", "HRkNjUaDWwZZ2+Fs/VmPy9dksA4LSYlNEV87G3pzU6z90A1npMNqpMMWpDlKAM/ylEh7k3x/5PcR\n", "HWmeZjgrydojw1GekqbOJnGWmaiIKBxadgilT5TihakvAJDXy1nyWsDcLpaHWoszdWec5igBzIES\n", "W9IhMqkJ5nOal5knrvNm+E1TZ5PY+ydaG43hicPtPjNm0Bi887138H+/+38xcbA1IfK3Dd/KPnf2\n", "svxaOlvn/rUlDZTERsYCMAcn3j7xdp+5OKTLJbUl+OLyF+LyzJtnAgBGDbQGG6Uz30jLP2PEDIxM\n", "Hoknb3tStn/LsB0AYk8VDTSYP2o+5o6aK7637/I+WX4SC29nvslIsvZYeu3Ia7j1nVuR/WY2lhcu\n", "h75SH7BhNwADJUREREREYSc3NxdLlizBkiVLMHr06GAXxy3SHCVtXY5nvXGUgFMaALGI0caIPU4s\n", "xg6yBlS8CZRIgzTSBKzShzdp4MBRjgtnpIGSi03WaXulbQLIAyV9zfgiCIIsP/kcozAAACAASURB\n", "VMn8UfPF19nJ2dZjOZgiWNo2owaOwuiBo2XTLksDJX1NEewo+e25+nPoEcy9fhwFRarb7ddJ85NY\n", "AiWzM2aL63Zf2u20DM5Ih91k/f/27jy8ifPOA/hXhyXfNmBsfGBkTnMF44QrOIbEQNw1cYiTNAch\n", "V9kctNtmt92m95VtaZts2z/SkCbtZgtNIYSY+yjHJgQZEq5Agx1zxGAwxHaMDwz4wNLsH0KjGWkk\n", "S7LGOvz9PA/PoxlLmvd9NSOkn97f703KkQUGlIxMHqn4WAC42nNVtn2q5ZRXbbh09ZL4XNG6aPzX\n", "Hf8l/m3dyXUegwLSFZ1+vO/H4gpGsfpYTE+f7rHN0pooo5NtwZRv5H9DrHui1+jx7r3vyl5zAMhL\n", "zcOg6EGYlTFL3Hei6YRsaWA7T4GSiroKbK/ZLhZllpKmdv31xF/RZelCt7Ub7516D6XlpXhi6xPi\n", "39Vc8QboQ6Dk7NmzWLduHdauXYsLF1wHh9TDvGR1cFyJBja+B6iD46oOjitFImmNEnczSpQCJdIA\n", "iN2wuGHQaDSyfTlJOYjS2uq1XLx6UTYTxBvSQMnwhOHibenywJ5WUvFEGgCxp0sArqk344eMF287\n", "L9kq9dnlz8Qvz/FR8bgz+07xbznJkhklCksESwMlSkEoaaDEU0FXpeK33dZupE9MR4+1RzHIohQ8\n", "sc9uAWypNwAwO3O2OAPjTOsZn2cwSGfSSANH7tgDCoBroEQTJz/PTjV7FyipqHOky0xPn477xzpS\n", "oM62nZWdV9LirQDw9fyvi/uk43N75u3izCFpv6Rtls4oGTvYltIzJGYI1pSuwSPjH8F7i97Dndl3\n", "YtlUeUqfPXVLuiKQ20CJm+V9BUHAz/f/HIu3LMasv82SFV8G5DNKlBxpcNw/ZGeUVFdX44EHHsBX\n", "v/pVfPrpp4FsExERERERDTCyGSU3lGeUSGuA2AMRqbGpLkGJYfHyX8MBIEoXJfvy6O0v/3bSIIjb\n", "GSWSYq7+pt5IZ5RI05EAYIFpgXh759mdbp/vk8ZPxNtzs+ciWu+oGTEyyTHToLcZJYqBEslMGU9L\n", "BLtbTrmqqQpNHU0uaTmA8owSWerNzXSqaH00CrIcAaTd53xLv5EGDqQzL9wZNchx3jin3jj309vz\n", "al/dPvH27KzZSDQmYnC0ra5Nl6VLdhznoMCQmCH4t1v/zeU5pQExd8EdpRklgC3I8sf5f8Qdw23F\n", "W5+c9KRsVtacbFugZMKQCdDAFhw603LGZTwA20o7Nyw3XPZ//MXHOFx/GIBtZRvnlCdTokm2nWBI\n", "wN8X/h13m+52eS7n4FGg+R0osVgssFqtsFgsbte7JnUwL1kdHFeigY3vAerguKqD40qRSFajxM3y\n", "wNLioPbgiHP9EQAuaQN23tQpqb9Wj42nN6KqqUq2X7p0rTRQYp+ZYrFaFNvnDemMEulSq841SmZn\n", "zhbHqaatRvFLKiAPgDjXcMmIz4BBa1s15cuOL11m1vQWKLEXqQU81yiRrlAktfPYTsWZI4DrksGA\n", "cuoNIE+/6a1OybUb17DyxEocbTgKQD6jxJtAiSy41HYWFqujGHBju7zN3qZ1SeuT3JFlC05I68dI\n", "l7BWSjN5Pu95Wa0cwBYUs8tKyBJf58brjbjSdQVXuq6IwSiD1iA7j8V23Tzf4g3xeHnuy0g0JGLh\n", "qIViG+MN8WI7LYJFNjPGzipYXZYMBoBXj74q3n4w90GX61TafwD404I/oXhkMf5095/EIJldyM4o\n", "mTRpEl5++WW88sormDp1qtv7SS9ss9nMbW6H7Pann34aUu0xm81oa1NeS14NPT09vd+JPOrPMezv\n", "1ysUrge1t6WzI0OhPdzmtqdtnq/qbVPwSH8hVkrbAORfvgcZHYEI5/QbfwIl/3vifzF39VxM+MsE\n", "PLX9KcxdMxd7L+x1tKlTuUaJPUWitatVnCWRZEyCXqtXbIMSaaBEWrvB+Vdzo94oFusEgH+ctS1f\n", "e+nqJTRdd6SySFNqpF/yAUCn1cGUZBK3pTNYgN4DJdIv554CJdLxkvajtqNWVsg1LTZNvF1/rd7l\n", "eaSBEnvqDQDMN80Xb3944UO3s5AA4LsffBcv/N8LKFlXgtq2WtkMC29SbxKNiWI7b1hviOkmgiC4\n", "1Cipv1bfa1pXXXudmJ4Sq49FfpptaVxpWpR0BSelQEm8IR7fnvZtcTs9Ll12HTi/zjVtNbLZJCOT\n", "R0Kn1Xls5/3j7sfZZ89iZclKWR0XafpNp8WxqpZ0LJ3Tb063nMb2mu3i9jfyv+FyvOnp01GQWQCj\n", "zohf3vFLFI8sBmAb/+Vzlsvu6+49IlA0gp/TQTZu3Ih7770XVqsVW7ZsQWlpqct99uzZg/z8fIVH\n", "E5E3zHVmlJa7XltqWFWyCku2LuGxeCwXm8o2yaa3EhFFoqNHj6KoqKj3O0agUPnMvv7Uenxtx9cA\n", "AMU5xfj7PX93uc+CtQvEqfvbH9yOGekzAABvHH8D39v7PfF+Py/4Of4t3zU1YcPpDXh6+9MAbF+0\n", "3yl9BwBwrPEY7lpzl8v9h8YMxQePfIBhccOQ9sc08ctrxeIKzH57NgBbAcpPnvwEp5pPYebfZgKw\n", "BScOP3HY675v+XwLHt/6uMv+3875LZZOWSrbt6pyFb6151sAbDMRnp78NJ7b+Rx6rD3Y89Ae3JJ6\n", "C+aunot/fvlPl3Gye3Tzo9hxdgcA4C/Ff8F9Y+8DYEsjGvG6rU6EXqtH3fN1MOgMsseuPLESL/yf\n", "bYnfRyc8ilfnvQol/33ov/HLA78EYJv9YZ/1MTJpJF647QV8c883AQBFI4qwp9ZWkDXJmISzz8oD\n", "N+PeHIcvO2wr/Hz61KeydI3Zb8/GZ5c/s7WrZCUWjloIZ5euXsKUt6aIq7f8ouAX+N2h34lftE88\n", "fUIWgHFn4bqF2H9pPwDg3XvfRdGIIlztvors111nZfzjwX9gWvo0t89VfqocS3fYXtc5w+dg/X3r\n", "AQDLP1qOlw++7HL/Q48fUgzodPV04aFND+HApQP4zdzf4MlJT8r+/tiWx7CtZhsA4M2730SPtQfP\n", "73re1p9RC7GyZGWv/Vby8sGXsfwjeeDCqDPivjH3YU31GgDA7+78HZ6c7GjPC3tewMpK2/HuNt2N\n", "1aWr3T5/R0+HWIPGThAETFs5TQwCPpv3LJYXLld6uKgv7+t+zygxGGwXjFarRVRUlL9PQ0RERERE\n", "JF/O1Klgpp2sWKqHGSXO0/TtpDMkqi87UhsOfnFQvK3X6sX0li87vsTSHUtxpfuKGCSJ0cdgaIyj\n", "poh9Rom0foo0PcUb0holUnGGOJd90pkUBy4dwNd3fR1dli5YBAtWV6+GIAjy1JIk19QSaYqDdJaB\n", "bMZB0kiXIAngfTFX6Ws1LX0adBrb7IWzbWdlxxk/ZLw4+6atqw0dPR3i37ot3WKQRKvRIi3OMfsE\n", "sC17bLft822K7fjrib+KQRIAeLf6XTFIEquPdXuuOFNaRcbdrIbe6pRIC9lK64Q4p57YuavHYdQb\n", "saFsAy48f8ElSKLUZum4jx001mMbPZmUMsllX1ZClmxGjHRGSeP1RrxT/Y64rTSbRMo5SALYUuw2\n", "3b8Jtwy9BcMThuOxCY/50XLv+R0oycnJQXl5OcrLyzFyZO95XRQ4nB6qDo4r0cDG9wB1cFzVwXGl\n", "SCT9kni27aws9cDO3aoy3tYoGZU8SvzCfqH9Aq5229ImKpsqxfv85PafYPU9q8VUgwOXDuDFD14U\n", "/55sTJbVR2jvbocgCLKggb0op7dSY1IV98fqY12u92FxwzA11Vb6oMfaI1shyF4o9eoNW78SDAku\n", "dSwAeerEscZj4u3e0m4A/5YHHhY3DJOHTgYACBCw7uQ68W/pcemywNOX178Ub0tTcdJi01zSmaSB\n", "kh1nd7icM92Wbvz1xF9l+z5tcqQu5iTnuKyO5I4skNdiC5S4K1jbW50Sab2bRGOieFuaKiPV21K4\n", "SgEtABgzyLE0+IFLB2QBHGl/pLz5/8X+WkplJWTJirFK6+SsqlyFLksXACA/LR+3Z97e6zGUZMRn\n", "4INHPsDxp47LzmE1+B0oyc3NRVlZGcrKyjBunPJFRERERERE5I14Q7z4636PtQfnr5yX/d0qWGW/\n", "4EtX5EiNTZUFJ6RFP6UMOoPsV3b7L+zSwq0TUyaiIKsAP5j5A3Hf2pNrxdtJxiQY9UYYdUaxrR09\n", "HX6veAN4mFES5TqjBAAW5CxQ3H+i6YR8RZekkYqBAHtNDAD4pOETcXEOWaBkSO+BEo/LAzsVtpWu\n", "2CNd0jY1LlU2U0QaHJGteKPwmual5onnTGtXKw5cPCD7++Yzm2X1UJwpzbZxR5r6cqbVVkTXXaCk\n", "tyWCpTVMEg2OQIlSYVmtRitbOtsXd2XfJa5Qs69un2w5XmkQxVeZ8ZlIMibJ9g1PGC5b3le6zPUn\n", "DY5VmJ6a/JTXwalg8jtQQsEjXUudAofjSjSw8T1AHRxXdXBcyZl9Ncpwp5R+s+KTFXh+5/OobKoU\n", "C50mGBIQpXOk/2s0GiybugwaaFA0osjjF2Bpms7J5pOwClbZCiP2X6pfuO0F3J7h+su3fSaL9Atu\n", "e3d7n2aUxBviFYMi8YZ4xetdGnQAIM6Saelswf6L+8X90lQIqTGDxojpHA3XG8SAxMnLXswo8XJ5\n", "YOeg1t05rku8AraZItKCrtIVcdwVcrXTaDQoGVUibm+t2Sr7+5v/fFO8rfSaeFPIVem+9nNTGiiR\n", "nnPSQEldex3uXns37t9wvxggsadrAZAFHIbGDHU5D+Kj4v0OLGQmZGJWxiwAtkCjNEDlLlDizf8v\n", "Go3GJf1meOJwlyLB9gCctGCwc5pcqGKghIiIiIgojO3YsQOvv/46GhrkS67W19fj7bffxpo1a/DF\n", "F1+4eXRokf1q33IGh+sP44f7foh3qt8Ri18Cykvv/se0/0DNszVYW7rW4xdL6UyJY43HUNtWK66Y\n", "MjRmqLgCjVajxS8Lfyn+Im9nn8kiTZm40n1FXqPEx0CJ/djO3M0oyUvNwwPjHkCUNgovznhRVjh0\n", "85nN4m13ASOdVocpqVPE7U8abb/4S2eUuPtCm2RMEtOS2rracMNyQ/F+zmlSU1KnyFb3sUuLS5PN\n", "KJHOAJHNKHFTS0SafrO9Zrv45byyqVKsPROljcIrd77i8lhvlga2y0nKEc+FC1cuoLOnU7YK063D\n", "bhXHpfZKrVhr5Q+H/4BD9Yfw/vn3sfHMRgDyGSUJRkcal0ajcUm/6S3tpjcPjHvAZV9abJrs/PWH\n", "c+rL8IThskBPe3e7bSUoQUBtm2N2ibs6LKGGgZIwxLxkdXBciQY2vgeog+OqDo4rSRUXF2Pu3Lku\n", "+w8ePIjFixfj4Ycfxscff9z/DfODc/FJ6fK80kKU0kKuUknGJFRUVHg8xvRh08Xb++r2oeqyI+1m\n", "QsoE2X2npE7Bw+Mflu1LjrYFSqR1Sq50XZHNrvC1mCugnH4TFxWneL1rNBq8cfcbuLjsIl6c8aLs\n", "1/3jXx4Xb7ubUQIAU9Omirc/afgE129cF9MltBqtrMiolE6rkwU8TreeVryf84wSrUYrK0Rrlxab\n", "htQ4x/NJU2+kMyDcpVPNzpwtzu650H4BJ5pOAAA+OP+BeJ9/GfkvKBlZInvNAN9mlBj1RnFZaAEC\n", "zrWdk6UXpcWliTU6BAjirBLpDB974EdWo8QgD1g4BxKc2+yr0tGlLrVd3NUnAbz//8VlRknCcGg0\n", "GoxIdKTffN76ORqvN4p1dBINiYpBzlDEQAkRERERUQSKjXXUNbCvWBnqpF/OP2/9HB9fUg7w2IMV\n", "/piVOQtRWlvazmeXP5N9oZ4wZILL/X8060eyGhHijBIPqTe+1igBoDjbwt2MEjv7F2DnAI+dpxQk\n", "e0FYADjacBRnWs5AgCA+zqg3un3sbcNuE2871wWxUyq865x+E6OPQYIhAcNiHcV3fUm9AYAoXZSs\n", "Zsuuc7sAyIvUFmQVIEoXhTuz75Q9dtQg7wMlgGsgz3kVpltSbxG391/cj5bOFllalz14JE29cZ7Z\n", "4RwocbfijbcGxwzGXdnypa/7Up/EbtJQeaDEHkSSPvfJ5pOytJucJO+L5wYbAyVhiHnJ6uC4Eg1s\n", "fA9QB8dVHRxX8oY9BQEAoqKiPNwzdEi/uJ5uOY1D9YcU7+cptaW36yMuKk72RX9N9RrxtlLAIT0+\n", "HS/c9oK4PX7IeABOM0oCkHojnVVhFxsV69X1rrRcK+A5tURa0PVY4zFs/tyRspM7xHMdidmZs8Xb\n", "0hkTdh09HeIqJwatQVzudc7wOTBoHUG71NhUaDSaPqXeAMDc4XPF2/Z0G2mgJC81DwAwb8Q8cV98\n", "VLxiupMnzoE852BQYVahuP3hhQ9x6Av5+dvWaZtJ0t7dLu5LMsiLoroESvqYegMA94+9X7btaUaJ\n", "t/+/5A7ORbQuGsDNZZZvzviR1rY52XxSlnYjLfYa6vS934WIiIiIiIKtqakJa9eule1buHAhsrOz\n", "Fe8vLe7a26+4ZrNZ/IJkn3ofjO0RiSOghRZWWGVfkp11tnTK2u7r8UyCCQdgmwlhr08C2OouKN1/\n", "ujAdywuXwypYkXk5E2azWTYT4GjlUdmMknNV58QlUL1tn9KXdunywJ4e32nphAYacUYIYAsIpcam\n", "un387NmzMTh6MJo7m9HW1YY/Hv2j+NjxlvEexzfmeoz49w/OfoB9+/bhjjvuEP9+uduRhhSnjUNF\n", "RQUKCgqQYEjAxLiJ+KTdVhPF3j5pis2ZhjPi+ai06o1Se3SdOvF++y/sx44PdogFV/UaPa6cugIM\n", "s60WFK2NRqe1E7MyZ0Gj0fh0/kjrh9ReqZWnF0UnY8pQR92XiosVGDNYPnOjtasVZrMZTe2OZZVP\n", "Hj+JJkOTeLxrF67JHtPd3t3n6zPZkowYfYxYN+XGpRvAzQlFfblefzXnV/j9/t/jntR7HOk9jtWd\n", "UX25Gk2XHH3NScrp9/cXf/kdKKmpqcGRI0dgNBpRXFwcNtP5IoH0QqHA4bgSDWx8D1AHx1UdHNeB\n", "KSUlBcuWLfP6/h0dti9FgiCIt92Rnk/O51Z/bht0BpiSTKhpq/HY3gk5jpkfStdCb/3RX9Jj9brV\n", "sv1ajRbjBo9DTEGMy/0BoBCFsv1b9m4Rb6dlp+HyIUdwYP5sRy0Ob/t/6p/yJWVj9bHQaXVe9QcA\n", "RtaOlC0NbE9z8HT8/LR87K7dDQDotNiCT9mJ2fjPhf/p8XizrLPwk5qf4Er3FbT0tCBjcobs71VN\n", "VYCtVAhSE1NlzzEtaZoYKMmIz0BBQQHGXh+L7578LgCgtrMWo6eOxqnmU7jQfgGALcUoMyHTbXsE\n", "QcCPan6Ey52XcdVyFRcGXRD/PjFlIu4stKXcpMamorysHBUXK/Do+Ec9jqfStjRQcq7tHLot3eL2\n", "oOhBMCWZMDxhOC60X8DVG1fxt8q/yZ6rpbMFBQUF6DjuuB6LCopks0buKbgHPz7zY8cx000BuT6X\n", "YAneOP4GBkcPxlPznnJ7f+d9np7/yUlP4slJT8r+fu/t9+K3Z38LAKhurratHHWz7IwpyYSCSf37\n", "/uIvv1JvWltb8cUXX+DBBx9EaWkpgyREREREREGye/dumM1m7N69Gx9++KG4f8aMGVi9ejVWr16N\n", "GTNmBLGFvlGqGzFt2DTZtr1OiL/y0/Jd6n+MSh4lpoh4Q5p609rVKivs6U/BSudirr3VJ3HmXF/F\n", "m9VFpAVd7Z7Pe96l+KcznVYnLjsLABV18gK60pQU59fqriF3YWLKRCQaEvHUZNsX9tTYVHEpZotg\n", "wZrP1uDtqrfFxxTnFHt8bTQaDaanO4r0vnncsSxwXlqe7L4zM2bi29O+7bY4rCfS1JHatlqXGiUa\n", "jQaFwx0BNemME/t2t6VbDErpNDqX1zkzPlOsoQP0vUaJ3S8KfoH3Fr2HisUVfV7xxpNRyaPE86eu\n", "vU4srguEz4o3gJ+BkmPHjiEuLg7l5eU4depU7w+ggOIvSOrguBINbHwPUAfHVR0cV5KaN28ennnm\n", "GTz++OMoLHR8ScvIyMAjjzyCRx99FKmprvUvQpVSXY0f3/5jWWDC06oy3lwfBp1B9kUfcNQe8Zb0\n", "y+aFKxfEtJckY1KvgQYl7gIl3l7vzsU1vVn6VlqnBLC1ffGExV4db1amY/wOXJIXdJUGCJyDRgvm\n", "LMC+R/fh9L+elgUVHpv4mHj7b5V/w5rPHLVjlkxc0mt7ZmQ4goFnWs+It+31SQJBuqLL+fbzsro0\n", "9n5K66U4a+tqky0NnGhMdEmL02l1suP0ddUbO4POgDuz75TVg1HS1/9fDDqDrIiwdFWpiA+UNDY2\n", "orW1FWVlZTh9+jSsVmug20VERERERAOQ87K0Rp0R04ZNw0O5D4n7JqdM7vNxpF/SAVuKhi+kX2DP\n", "XTkn3h4S7fuKN4BtmVypOINvM0omDpG3358ZJU9Pftrr4qHSgq4VF93PKHE3uyZKJy8wXDq6VBzT\n", "mrYafNlhK3aRHpfusmqLEumMEinnYFBf2Ou+AECPtUe2lLF9JaY7ht/h9vGtna3yFW8MyjM7pCk+\n", "gSjm2t+UigFHaaPcrlwUivxe9cYerc7MzERzc7Pb+0nXYTabzdwOwLZ9X6i0J1K2V6xYEVLtMZvN\n", "aGtzrLGutp6enn47VqTqzzHs79crFK4HtbdXrFgRUu2JlG377VBpT6Rs83xVb5uCb1SyPPVmatpU\n", "GPVG/Gz2z/Cz2T/DW195y2X2hJS3r+ec4XNk20pLA3si/ZJ7ru2ceNvTbBdP3M0o8bY//swoSY1N\n", "Re5g25faaF00lt6y1KtjAcAtQ28R21jXXocLVxx1QVq63KfeuOtPbFSsy+osAPDohEfFWi2e5KXm\n", "yVJWAFuQzd6/QJHO9rDTaXRiikxqbKrbc6nT0ilb1cddoEQatMtKyOpLc30WiPdDpTHPTsz26nUM\n", "FRpBum6Yl44dO4b4+HiMHj0a77//PgoKChSXHNuzZw/y8wMXwSMbs5kF3NQQiuNqrjOjtLy0X461\n", "qmQVlmztfVojjzXwjrWpbBMKskLr2lBDKL4HRAKOqzo4roF39OhRFBUVBbsZQRFqn9nr2utwy1u3\n", "iNvfuvVb+Onsn3r9eG+vD6tgRe6fc9HUYVuV49iTx5CdqLyCkJL9F/dj4XsLXfYvMC3AmtI1Co/o\n", "XdZrWbjecx2ALYWj/L5yr/sjCAJGvjESbV22H9oqn670qg5HVVMVVlauRMnIEo+zIZSUrS/DBxc+\n", "AAC8Nv81PDz+YQDAS/tfwu8P/x4A8P2Z38d/TncUh/XUn6MNRzHvnXnyfU8clc2w8GTB2gU4XH9Y\n", "3L417VbsemiXt93xyrP/eBbvnnxXti8lJgWn/tVRkuIHH/4Arx97XdyWrkj0+oLX8dzO5wAABZkF\n", "2HT/JpdjNF5vxHfe/w4SjYl4Ze4riNZHB7QPngTi/5f1p9bjazu+JttXNKII7977rptHqKMv7+t+\n", "zSjJy8vDsWPHsH79ekRFRYXNuuyRgh+M1MFxJRrY+B6gDo6rOjiuFMky4jMQrXN8MZyR7lshWm+v\n", "D61Gi18V/grDE4bjm7d+06cgCWBL9XCe/QIAQ2L8S70B5LNK7CkX3vZHo9HghzN/iCRjEp7Ne9br\n", "YqUTUibg13N+7XOQBABmZznSb/78zz+LSy3LapQY5ak3nvozNXWqbDZGYVah10ESwPVcUSpW21fS\n", "gq52zulF0tlKScYkjB40Wtw+f+W8eNtdUdXU2FSsLFmJV+e92q9BEiAw/78opd6EU30SoA+pNw88\n", "8ADuu+8+/kdNREREREQBo9VoxUKhScYkWdHQQHtg3AM4/tRx/Gz2z3x+rF6rx7/f9u8u+wdH+5d6\n", "A8gDJb6uegMAS6csRc0zNVheuNzvNvjiKyO/Ag1sxUiPNhzFU9uewg3LDa9qlCjRaDRYNtWxBPbz\n", "U5/3qT3OdUoCWcjVzpRoctnnnF5UOLxQLGi6eMJi2d9rr9SKt92l3oQ76co3dkopS6HM70AJBQ/z\n", "aNXBcSUa2PgeoA6Oqzo4rhTpXp33Kn56+09RvqgcScYknx7bn9fHg+MedPkC2JdAibSgq681Suyc\n", "V1FR04QhE/Crwl+J27trd+Pru78uXx442rsaJXaPjH8E75S+g01lm3B3zt0+tcc5UKLGjBKlmRHO\n", "waAYfQz2ProXex/Zi5cKXpKNgTczSoIpENeP88o3wACaUUJERERERKSG9Ph0fOu2b6nyRTeQonRR\n", "eOG2F2T7/C3mCvR9RkkwPJv3LL4z/Tvi9rqT62Sr4DjPtuiNRqPBfNN8v+qjpcWlics+jxk0BmMH\n", "jfX5OXrjTeoNYHv9Jg+dDI1GI0s/CvVASaCMGzxOtm1KNgWnIX5ioCQMMd1JHRxXooGN7wHq4Liq\n", "g+NK5F5/Xx+PjH8EmfGZ4rbzMr++kNbjSIuzPU84XO/fn/F9LJnoKDLfY3WszuccRFC7P6tKVuFP\n", "C/6EDfdtUGWVlWFxw2DUGWX7nGfNOJP+va69Trwdiqk3gXp9nOuUKKUshTIGSoiIiIiIwpjVaoXF\n", "Ygl2MwYsg86A3931O8RFxWHK0CmYkz2n9we58diEx3BX9l24K/suPJT7UABbqS6NRoOXCl5CSkyK\n", "y998qVESCINjBuPB3Ae9LmbrK61G61L417lgrTNp+phFcFyroRgoCRTpjJJhccMQGxUbxNb4Tt/7\n", "XSjUcElAdfgyrufazsmiwWrp7OlU/RhEoaS/ri0AyErIkv1yx/dWdXBc1cFxJbsdO3agpqYGixYt\n", "QkZGhrh/8+bNYvBk1KhRmDx5crCa2O+CcX3MN83H+efOQ4AArcb/36IHxwzGukXrZPvC5XpPNCbi\n", "+zO/j2+//21xnwYal2BAuPTHE1OSCadbTovbvc4ocZN+5Gv9nf4QqNfntmG3QafRwSJYkJ8WOsuP\n", "e4uBEiI/1LXXobS8VPXjrCpZpfoxiEJJf11bALCpbJNPSw4SEYWi4uJi0Tx0AAAAEZ5JREFUVFVV\n", "ueyPjo7G/Pnzg9CigUuj0YgrwAxUSyYuwZvH30R1czUAW/BEjfSXYHNOI+ltRom7QEok1yjJTszG\n", "n4v/jAOXDshWMgoXDJSEoXCPwIYqjivRwMb3AHVwXNXBcaXeWCwWlJeXQxAE5OTkID8//H7R9Vek\n", "XR/h1B+9Vo+X7ngJD258EIBt9qazcOqPO84FXXubUeIukBKKqTeBfH3uHXMv7h1zb8Cerz/5PS+s\n", "o6MDy5cvx6VLlwLZHiIiIiIi6qPi4mKUlZXh/vvvR0NDQ6/3ly4Jajabuc1tv7eNF4xYkrEE04ZN\n", "w89n/zzo7VFj+/rF65A6f/K8x/ufP3UeSpKMSSHRn0je9pdGEATBnwfu2LEDqampGDZsmCwfUmrP\n", "nj0DKnrdX8zm8M/rC0W+jKu5ztxvqTdLti7p/Y48Fo+lok1lm/xaos8f/XVtAa794nurOjiu6uC4\n", "Bt7Ro0dRVFQU7Ga41dTUhLVr18r2LVy4ENnZ2aiqqkJycrLbz+S7d+/GvHnz3D53pH1mj7Trg/0J\n", "PVVNVSj4u6MPhx4/hFHJo9ze/7PLn2H227Nd9lcvrUZqbKoqbfRXJLw+dn15X/cr9aalpQWxsbGI\n", "jo7266BEREREROS9lJQULFvmfZ5/bW0tRoywpQd0drI4PFEg+brqjbtirqGYekM2fgVKzGYzSkpK\n", "UF1dHej2kBciJcIXajiuRAMb3wPUwXFVB8eV7Hbv3o2amhpER0fDZDKhsLAQgC1QcvDgQQBAXl5e\n", "MJvY7yLt+mB/Qk+8IR7Thk3DofpDGDtobO+r3ij83aA1IFofehMPIuH1CQS/AiUNDQ3YtGkTGhsb\n", "YTKZ3E7zA+RTd+y5QtzmdiRs94eenp6IPFakitTXS6/VY2vlVgBAUpJtGbu2tjZVto1xRhV7ItfW\n", "1gbcrDEX7PcTbnOb28Hfjo2NRThyl1JjD5gQkTpWlqzEP87+A0UjinpdEjpGHwOjzoguS5e4LxSX\n", "BiYHv2uUAOg1HzLS8h1DRSTljYUS1ijhsXisgXUs1ijpHxxXdXBcAy/Ua5SoKdI+s0fa9cH+hDZv\n", "+zPhLxNQf61e3B6VPAqHHj+kZtP8EkmvT1/e1/1e9aa5uRlmsxknTpzw9ymIiIiIiIiIIp7zDBLW\n", "JwltfqXeAMDgwYPxzDPPBLIt5KVIifCFGo4r0cDG9wB1cFzVwXElci/Srg/2J7R52x/ngq6JxtAM\n", "lETa6+Mvv2eUEBEREREREVHvXAIlnFES0hgoCUP2omMUWBxXooGN7wHq4Liqg+NK5F6kXR/sT2jz\n", "tj/OK9+E6oySSHt9/MVACREREREREZGKnAMlXPUmtPldo4SCh3lj6uC4Eg0seq0e5jrJryYmyLcD\n", "JCshC6YkU8CfN9jOtZ1DXXtd73c09X1cI3UM+4L/ZxG5F2nXB/sT2vyuURKiqTeR9vr4i4ESIiIa\n", "kC53XO6XpYg3lW2KyC/5de11/bJMOhC5Y0hERANHuBRzJRum3oQh5o2pg+NKREThgv9nkVRlZSXK\n", "y8uxbt061NU5ZnrV19fj7bffxpo1a/DFF18EsYX9K9KuD/YntHldoyRMZpRE2uvjL84oISIiIiIK\n", "Y5cvX0ZZWRkAYNu2bcjKygIAHDx4EIsXLwYAbNiwAYsWLQpaG4kGOtYoCS9+B0oqKytx8uRJWK1W\n", "zJw5U3xDJvUxb0wdHFciIgoX/D+LpAoLCxX3x8bGircNBkN/NSfoIu36YH9Cm9c1SpxXvQnRGSWR\n", "9vr4y+9AibvINRERERER9b9du3Zh+vTp4rYgCOLtqKioYDSJiG5ijZLw4neNEneRa1If88bUwXEl\n", "IqJwwf+zBqampia89tprsn/nz58HAOzduxdjxoxBSkqKeH+LxSLe1mg0Hp9bek6Zzeaw3l6xYkVI\n", "tYf9YX/MZrNLoMSeehPs9kf66+MvjSANNfth165dmDp1quxN2W7Pnj3Iz8/vy9OTArPZzClRKvBl\n", "XM115n5Z7WFVyap+WZWDx+KxeCz1bCrbhIKsyHvP7q/3QSByx7Av+Fkg8I4ePYqioqJgN8Mv+/bt\n", "w9ChQ5Gbmyvbv379etx3330QBAFbtmzBPffco/j4SPvMHmnXB/sT2rztT1dPF9JfSxe3z/zrGQyO\n", "Gaxm0/wSSa9PX97X+1TMVSly7Uw60PbIDre5rcb2Ryc/wuWey0hKskVn29raAMD77UFt2Fq51av7\n", "d/Z0oj/09PT0y3H6+1iRiq9XeOmvMdRr9dhauRWAD+9Hfm5np2ajratNteeXbmuiPP86HUhtbW0w\n", "n4u8zxNZk7NQ117n3+sxyBas8vb+Q/RDMHPczJDqf6htS+t5hJOGhgZUVFQgNzcX1dXVaG9vx5Il\n", "tiDwjBkzsHr1agiCgHnz5gW5pf0nUr7k2bE/oc3b/hj1RpgSTTh35RxSY1NDtphrpL0+/vJ7Rom7\n", "yLVUpEWnKbT156+b/fVLdCT+us5j8VgD7ViR2Kf+PlakzijhrJzQEs4zSvqKn9mJ+sfHX3yMVZWr\n", "8NC4h3DH8DuC3ZyI15f3db9qlDQ2NqKiogLV1dXYsGEDVq1a5dfByT+ByLkiIiIiIopEkfZZmf0J\n", "bb70Z0b6DLw679WQDpJE2uvjL79Sb1JTU/G9730v0G0hIiIiIiIiIgoqv1e9oeBh3hgRERERkbJI\n", "+6zM/oQ29icyMVBCRERERERERHQTAyVhiHljRERERETKIu2zMvsT2tifyNSn5YEpMARBwL66fWjr\n", "avPq/tcSrmHzmc1+HSsrIQtT06b69VgiIqJg0Gv14lK4astKyIIpydQvxyIiIqLQxEBJCBAg4Dcf\n", "/wYHLh1Q/VjP5T3HQAkREYWVyx2X+3UpYgZKiMJbpNVYYH9CG/sTmZh6Q0RERERERER0EwMlRERE\n", "REQUMSKtxgL7E9rYn8jkd+pNfX099uzZA51Ohzlz5iA9PT2Q7SIiIiIiol5UVlbi5MmTsFqtmDlz\n", "JrKysgAAmzdvhsViAQCMGjUKkydPDmYziYjCit+BkoMHD2Lx4sUAgA0bNmDRokUBaxQREREREfXu\n", "8uXLKCsrAwBs27ZNDJRER0dj/vz5wWxa0ERajQX2J7SxP5HJ70BJbGyseNtgMASkMURERERE5L3C\n", "wkLF/RaLBeXl5RAEATk5OcjPz+/nlhERhS+/AyWCIIi3o6KiAtKYgUoDDZ6Z8gxKRpV4df/urm4Y\n", "jP4Fp6YMneLX44iIiIgodO3atQvTp08Xt4uLi8Xb27dvD0aTgsZsNkfUr+LsT2hjfyKTRpBGPHyw\n", "Y8cO8Q149+7dmDdvnst9jhw5gtbW1r61kIiIiIhIZcnJybj11luD3Qy3mpqasHbtWtm+hQsXIjs7\n", "G3v37sWIESNgMpkUH+vus7odP7MTUSTqy/u63zNKOjo6ANhmlthvOwvl/2yIiIiIiMJFSkoKli1b\n", "5rJ/3759SEtLcwmS1NbWYsSIEQCAzs5Oj8/Nz+xERHJ+B0pmzJiB1atXQxAEjxFqIiIiIiIKvIaG\n", "BlRUVCA3NxfV1dVob2/HkiVLANgCJQcPHgQA5OXlBbOZRERhx+/UGyIiIiIiIiKiSKMNdgOIiIiI\n", "iIiIiEIFAyVERERERERERDcxUEIEwGq1wmKxBLsZEYVjSkQUOHxPDTyOKRENVJH2/qdGf/wu5upJ\n", "ZWUlTp48CavVipkzZyIrKwsAsHnzZrEDo0aNwuTJk9U4fMRyN6719fXYs2cPdDod5syZg/T09CC3\n", "NLzs2LEDNTU1WLRoETIyMsT9PF/9525Mea4GDs/PwOF5qQ6eo4Gj9J7K87ZvlMZ0IJ6zkXIeKX1G\n", "Due+dXR04A9/+AOeeOKJiLjma2pqcOTIERiNRhQXF6O5uTls+3L27FkcOXIEVqsVs2bNwvDhw8Pu\n", "tfHl/5Rw6JtSfwLyvVlQwd69e8XbW7duFW/v3LlTjcMNGO7GdePGjeLt9evX92ubIkVlZaVw8eJF\n", "2T6er32jNKY8VwOH52fg8LxUB8/RwHJ+T+V523fOYzoQz9lIOY+UPiOHc9+2b98uHDlyJCKu+ZaW\n", "FsFsNsv2hWtfBEEQtm3bJt4O53PN2/9TwqVvzv0JxPdmVWaUFBYWKu63WCwoLy+HIAjIyclBfn6+\n", "GoePWO7GNTY2VrxtMBj6qzkRj+dr4PFcDRyen4HD81IdPEfVxfM28AbiORsp55HSZ+Rw7VtLSwti\n", "Y2MRHR0t2x+u/Tl27BiSk5NRXl6OSZMmYezYsWHbF8D2PmG1WiEIAoSbi8eGc3/s3PUhXPsWiO/N\n", "qgRK7Hbt2oXp06eL28XFxeLt7du3q3noiOY8roJkheeoqKhgNCki8XwNPJ6rgcPzM3B4XqqD56i6\n", "eN4G3kA8ZyPtPJJ+Rg7XvpnNZpSUlKC6ulq2P1z709jYCAAoKyvD1q1bMXr06LDtCwBMmjQJL7/8\n", "MgBgyZIlAML3tZFy14dw71tfvjf3KVDS1NSEtWvXyvYtXLgQ2dnZ2Lt3L8aMGYOUlBTFx4bjQPcX\n", "X8dVWrhGo9H0WzvDjadx7Q3PV2W+jinPVd95M8Y8P/uG56X6eI4GHs9bdQ2UczaSziPnz8jh2reG\n", "hgZs2rQJjY2NMJlMYs2FcO0P4Ph1PzMzE83NzWHdl+PHj+PFF1+E1WrFli1bUFpaGtb9sXPXh3Du\n", "W1+/N/cpUJKSkoJly5a57N+3bx/S0tJgMplk+2trazFixAgAQGdnZ18OHdF8HdeOjg4AtgiZ/Ta5\n", "cjeu7vB87Z2vY8pz1XfuxpjnZ+DwvFQHz1F18bwNvIF4zkbKeaT0GTlc+7Z06VIAQFVVFZKTk8X9\n", "4dqfsWPHoqamBqNHj0ZLSwsmTpwYtn0BHOkaWq1WDKiGc3/s3PUhXPsWiO/NGkE6/yQAGhoa8NZb\n", "byE3NxcA0N7eLk5L+vDDD9HQ0AAAyMvLw5gxYwJ56IjmaVwvXbqEvXv3QhAEzJs3D6mpqcFsatjZ\n", "vXs3ampqEB0dDZPJJEa9eb76z92Y8lwNHJ6fgcPzUh08RwNH6T2V523fKI3pQDxnI+E8amxsxP/8\n", "z/+4fEYO5741Nzdj3bp1MJlMWLBgAYDwfq3WrVsHnU6HoUOHoqCgIKz7Ul1djaqqKgDAxIkTMW7c\n", "uLDrjy//p4RD35z7k5ubq/ieAPjWn4AHSoiIiIiIiIiIwpU22A0gIiIiIiIiIgoVDJQQERERERER\n", "Ed3EQAkRERERERER0U0MlBARERERERER3cRACRERERERERHRTQyUEBERERERERHdxEAJERERERER\n", "+eTw4cNYsWJFwJ+3ubkZ+/fvD/jzEvmCgRIiIiIiIiLyyW233YaUlJSAP29PTw+6u7sD/rxEvtAH\n", "uwFEREREREQUfqxWKzZu3AiLxQKr1YqUlBTMnTsXzc3N2LlzJ2JiYmCxWJCRkYGZM2eKj3nvvfeg\n", "1+shCALi4+OxYMECAEBjYyN27dqFhoYGtLa2AgBmzZqFtLS0oPWRBiaNIAhCsBtBRERERERE4eXX\n", "v/41li5dKs4s+fjjj5GUlISPPvoIixcvRlRUFABg//79yMjIgMlkcnmOtWvX4qtf/aq4/eWXX6Ky\n", "shJz587tjy4QKeKMEiIiIiIiIvJZZmamLP1m6tSp2LlzJ+rr67F161Zxv9VqhV6vh8lkQldXF3bu\n", "3AmLxQKtVovPP/88GE0n8oiBEiIiIiIiIvLZxYsX0dTUJAZLjh07hrFjx6K7uxslJSXijBLAVnsE\n", "ALZt24aioiIkJiYCAK5duyZ7Tp1OB4vF0k89IFLG1BsiIiIiIiLyyeHDh2E2m5GRkYHo6GjcuHED\n", "Q4cORWFhIa5du4Zdu3ZBq7WtHXLt2jXMmDEDI0eORGVlJaqqqhAVFYWenh6cPn0aU6dORXFxsfjc\n", "9homWq0WN27cQGlpKfR6/sZP/YeBEiIiIiIiIiKim7g8MBERERERERHRTQyUEBERERERERHdxEAJ\n", "EREREREREdFNDJQQEREREREREd3EQAkRERERERER0U0MlBARERERERER3cRACRERERERERHRTf8P\n", "rqjIUSpYPeEAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "100%\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABEoAAAGcCAYAAADOGUV1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl4U1X6B/Bvku6UbrQFSoFC2ZVFdqUCWlBUNhGRxX2Z\n", "QVxAHUb8jeM2rqMOgizOuINaUUFWQWlBaEDKUgWkWLYCLVCWUrrQPTm/P67Jvbe5adM2adLw/TwP\n", "D83NTe65Oblpztv3vEcnhBAgIiIiIiIiIiLo3d0AIiIiIiIiIiJPwUAJEREREREREdGfGCghIiIi\n", "IiIiIvoTAyVERERERERERH9ioISIiIiIiIiI6E8MlBCRx8jMzAQX4iIiIrqyCSFw6NAhdzeDiK5g\n", "DJQQkVMtWLAAnTp1QlhYGPr3748ffvihxv0zMjLwyiuvoFevXujevTsqKytr3P+ll15Cs2bNEB4e\n", "bvMvNDQU1157rTNPp8kYPnw4HnjgAXc344pw/PhxjBs3DhEREWjVqhUeffRRFBYWurtZTrF+/XoM\n", "HjwYkZGRaN26Nbp164bExEScPn3a7mMcfe/9+uuvaNmy5RV/rdrz8ssvIzw8HAaDARUVFe5ujleq\n", "6+8nalxmsxlbtmzBE088gbZt2+K+++5z+LGbN2/GgAEDEBYWhvj4eLzzzjt29+X3CCJyBAMlRE2A\n", "2WxG9+7d0bx5c/j7+1t/oUdERCAqKgpTpkxBVlaWu5uJd955B9988w1SUlJw6dIlLF68GI8//jh+\n", "+uknzf0XL16MSZMmQQiBr776Cu3bt6/1GAaDAfPmzUN+fr7Nv61bt6JZs2bOPq0mQafTQafTubsZ\n", "Xi8/Px833ngjxowZgwsXLuDo0aMIDg7G6NGj3d20BjMajZg9ezY++OADXLhwAWfOnMGuXbuwaNEi\n", "tGrVyu7jHH3vXXPNNTh79izy8/Oxb98+h9t1/vx53H777Q7v31S9+OKLyM/PR7t27dzdlHrx9H6q\n", "6++npiA3NxePPfYY2rVrhxYtWqBXr1549913UVZWptpP6zvEqFGjrPf/4x//QEhICPR6Pdq3b4/i\n", "4uLGPhUAwD333IMXX3wR3bt3x3fffefw47Zv344HHngAc+fOxaVLl7B161b8+OOPeP755zX35/cI\n", "InKIIKIm4+effxZTpkxRbSsqKhKLFy8W7du3F0eOHHFTy4TIzc0VkZGR4sKFC6rtqampom/fvg49\n", "R1xcnCgvL69xn6ysLJGbm6t53xtvvCHefPNNxxrsZbKzs+2+LuQ8M2fOFHPmzLHZnpiYKFavXu2G\n", "FjnPzJkzxbJly+r8uPq897KyssTgwYMd2vf48eMO7+sNHPkc9ESe3E/O+P3kadLT00XHjh3Fe++9\n", "JwoKCoQQQpw8eVLMmjVLXHvttSIvL8/mMVrfIYQQorS0VIwfP17MmjXL5e12VF0+I3r37i02bNig\n", "2nbp0iURExMjzp07p/nc/B5BRLVhRglREyKEsKnhERwcjOnTp+PFF1/E7Nmz3dQyYNmyZbj99tvR\n", "okUL1faEhAQIIfDbb7855ThxcXFo2bKl5n1r167FmDFjnHKcpiY2Ntbu60LOIYRAUlISHnvsMZv7\n", "nnzySXz88cduaJXzFBQUIDQ0tM6Pc/V7r/pnHnkmT+6nxvr91FguXryIiRMnYsmSJZg5cyZCQkIA\n", "AG3btsXcuXMxduxYPPLIIzaP0/oOUVhYiFGjRqFfv36YO3duo7Tfmfbt24eSkhLcfPPNqu2hoaG4\n", "66678OWXX9o8ht8jiMgRDJQQeYlp06Zh69atbjv+rl27VKm8SiNHjsS2bdtcevzz58/j7Nmz6NGj\n", "h0uP40wrV65EWFgY+vbti5dffhkdO3ZEZGQkXnjhBWsdjPDwcAwaNAjHjh2zefw333yDiIgIhIeH\n", "o3nz5g7XKNmxYwfuuOMOtGnTBpGRkbjqqqvwwgsvYPr06fj11181H5OdnY0nnngC8fHxiIiIQHx8\n", "PB544AHMmzcP8+bN03zMpUuXMGfOHHTt2hWhoaGIiorC+PHjsWPHjhrbl5SUhGHDhiE6OhotW7bE\n", "oEGD8Omnn2LEiBE1Pq68vBw33HADAgIC8Nxzzzn0WtTF0aNHER0djdjYWJv7brjhhlrPyxNduHAB\n", "7dq1Q3h4OL766itMnDhRNV+/S5cuMJlMNo+r73uvLrZt24aoqCj07t0bu3fvtqklEBMTg6NHj2o+\n", "tq7vveLiYnTo0EFVI8RkMmHevHno1q0bWrRogQceeEBzSsLGjRtx8803o0WLFggNDcXVV1+NV199\n", "FaWlpXbPLTMzE3fffTfatGmDqKgoDB06FGvXrq3fC1WLdevW4cYbb0RkZCRatGiB6667TnPweODA\n", "AURHRyMwMBD//e9/VfeNHz8e4eHh8Pf3x48//qi6ryH9ZLF8+XKEhIQgPj6+1n3rw92/n5zt3Xff\n", "xbRp0zBkyBDN++fMmYOcnJxaz+vcuXNITEzElClT7E5TUXJ1P9XHzp07nda3TfF7BBG5DgMlRF5C\n", "CAFfX1+3Hf/8+fN259bHxcXh3LlzLj3+Dz/8gNtuu82lx3C28ePHY+/evfjtt9+wbds2pKWl4eDB\n", "g/jqq6/Qp08fjBo1ChcvXsTs2bMxffp0m8dPmjQJFy9eRH5+vsPzuX/55RfcdddduO+++5CVlYUL\n", "Fy5g27ZtaNmyJT7//HPk5+fbPKawsBAJCQmIj4/Hnj17cPHiRRw8eBATJ07E3LlzkZeXZ/OYU6dO\n", "YciQIfDx8UFKSgoKCgpw7Ngx3H333XjwwQfx6aefarbv7bffxsKFC/Huu+8iNzcXZ8+exbJly5Ce\n", "no5NmzbBbDbbPbf9+/djy5YtqKiowMKFCx16Peqipvd48+bNAXj2X9W1REZG4uTJk8jPz8fUqVOx\n", "fPly1Xz9Q4cOwWAw2DyuPu+9uhoyZAjOnz+Pffv2oX///ja1BE6fPo34+Hibx9XnvRccHIysrCxr\n", "jZDc3FzceOONSE1NxZo1a3D27Fn06tUL6enpqse98cYb+Mc//oG//e1vOHXqFAoKCrBixQqcPn0a\n", "CQkJKCgosDnW1q1bceutt+K2225DVlYWzp8/j4ULF2LhwoV4/fXXnfcCAnj++efxr3/9Cy+//DIu\n", "XLiAvLw8LFiwAEuWLMFDDz2k2veqq67CuXPnMGfOHJvnWblypfU9Ur0eTX37SenTTz9FcXExsrKy\n", "sGrVqoafeDXu/v3kbN98841mZpvSE088ga+++sru/cePH8eNN96I2bNn469//atDx3V1P9XHhQsX\n", "0LZtW8372rdvX6e+bYrfI4jIdXzc3QAico6FCxdi5MiRbjt+eXm5Nf23uqCgIJev4rBmzRo8+uij\n", "Lj2GKwgh0L59e6xevRoBAQEAgDvvvBMArOczceJEPPHEE7U+jyM2btyImTNnYuzYsdZtYWFheOyx\n", "x3D69Gm0bt3a5jG//vorevfujVmzZlm3+fn54bbbbkNFRYXmii933303Xn/9dYwbN866rXnz5pg4\n", "cSKGDx+OYcOGYciQIejSpYvqcevXr8f777+Pa665xrotLi4O77//PnJycqDX24/v9+rVC8OHD8f2\n", "7dsxY8YMh16PuqjpPQ4AgYGBqKyshJ+fn9OP3VjqE+hxdXCors9f3/ee8nhDhw7FU089hZkzZ1q3\n", "P/XUU6r9Nm/ejHXr1mHr1q3WaxcAunTpgkWLFuG9997Dk08+ic8//9x6X0lJCR555BGsWbNG9Vfr\n", "nj17Wgdpp06dqtP52rNq1Sps3rwZqampqiB63759sWHDBkycOBELFy6sdcBdnb3+aMj74MEHH0Rq\n", "aipatGih6jdncffvJ2cqLi6GEKLW6W7XX3+9TWaQxe+//46bb74Zd9xxByZNmuTwsV3dT/VRXl5u\n", "t9h0Xfu2qX6PICLXYEYJURN34sQJ60oVb731lrub4xYVFRXYsWMHhg0b5rTnNBqNmksHKv9FREQ4\n", "5VitWrVSDbQCAgIQFxdXp+dwdMWbxMREfPLJJ9i+fbvNlIrXXnsN3bt3t3nMNddcg4yMDHz99dco\n", "KSlR3Xf77bfbLOG4f/9+CCHsfpGOjIzEM888g08++cTmvptuugn/+te/cPjwYZv7vv/++xrPzc/P\n", "D5s2bUJZWRnefPPNGvf1ZI353nMGT1ptqSHvPQudTof58+ergiRaFixYgFdffVV17So9+eST+OWX\n", "X1BUVGTdtnz5ctx2222aqf06nQ7/+c9/UFVVVeNxHTV37lzMnz9fM9NQp9Nh4cKFHlOTYsKECdbM\n", "n9qyTzzZ6NGja712//3vfzfoGAUFBQgPD691v4iICJw/f161TafT4cCBAxg3bhxeffVVHDp0CDfd\n", "dJPqPVoTb+knLa74HkFETRszSoiamBUrVqi+JIWHh+POO+/Enj17rOn/7uDn52cziLYoKCiAv7+/\n", "y479888/W1PtnSUhIUFzGkpTN2TIEMybNw/vvvsuDhw4AD8/P3Ts2BFDhgzBww8/rPkFPCQkBBs2\n", "bMBbb72F1157DSaTCW3atEG/fv3w4IMP2vxl/sCBA0hLS6vxy7wQAomJiTbb58yZgw8++ADTp09H\n", "dnY2QkJC0LVrV9x8882YOnWqU/u4rvz8/GqsO1FYWOiUbBJvfe81hoa895Ts1TyofqzalsOtqqrC\n", "kSNHrBlS6enpGDp0qN39LfVQnCEzMxP9+vWze78lQHvx4kWPCry5QmP9fnJVnRml0NBQhz4f8vLy\n", "EBUVpdomhMC5c+ewceNG9OzZEw888AD+9a9/YfLkyVi3bp2rmuxSNX0u16VvXfE9goiaNn4aEDUx\n", "EyZMQFJSkrubYaNly5bIyspCnz59bO47efKkS//6tGbNGlapr4PExETrQLGyshIZGRlYvXo1BgwY\n", "gHXr1qFr1642j+nUqRM+/PBD6+0jR45g8+bNGDduHF555RXrdCFASnceOXIkVq9eXa/2TZ8+3VqT\n", "pbCwEHv37sXnn3+ORYsW4eeff7b7F3xXs7zHtRQXF2vW8qDG1dD3Xl2PtWnTJtU0MUd4Wh0bT8oI\n", "chV3/n5ytuDgYOj1epw7dw7R0dF290tNTdV8b95www3o2bOn9fY///lPTJw4EUlJSZgyZYpL2uxK\n", "LVu2xN69ezXvy87OrvE1UuL3CCKqjlNviMgpEhISsHHjRs37fvrpJ/Tv399lx16/fj1uvfVWlz1/\n", "U1DfwZevry969+6Nf/7zn3jjjTfw2muvOfS4Tp064ZFHHsHmzZvx7LPPqu4bPHgwtm7dqlnIsq5C\n", "QkJw/fXX46OPPkK/fv1qLE7oah07dkR+fj5yc3Nt7tuwYQMGDBjghla5nycN/J353qvN9ddfj+XL\n", "l9fpMf37969xdbKMjAzN4sj10bVrV+zatcvu/adOnUJZWZlN9o03Bk7c+fvJFSZNmlRjwWohBBYu\n", "XOhw4KMun/2eJiEhAcnJyZr31eVzmd8jiKg6BkqImpCGfIFdsWIFQkJC0LFjRxw5csSJrZJMmjTJ\n", "ujKC0s8//4yqqiqXDSL379+PmJiYJps6bq9P69rXju7fp08fuwNbnU6HsrIym+2TJk1CZmam3ees\n", "nvYcHR2Nu+++Gw8//LDdx1y+fBm7d+9Wbfvtt99w77332n2MvfZZWJYH9vf3twneOINOp8O0adOw\n", "aNEim/sWLlxYY9ubivp8xrj6MeHh4Q4HD+r73quPp59+GosXL7ZZCUdp9+7dqikfEyZMwPr165GR\n", "kWGzr9lsxjPPPOO0QMXTTz+NWbNmaRazNJvNePzxx/H000/b3NeqVSvNYGBOTg527Nhht3116afq\n", "vPX3k6s888wz+OKLL7BlyxbN+9955x3Exsbi2muvVW2313edO3dGfHw8UlJSajyuq/tJydHroEuX\n", "LggJCcGmTZtU2y9duoRvv/3WoWBRU/8eQUSuwUAJURPSkL/cfvLJJyguLsbx48ddkpYeFhaGGTNm\n", "YMKECcjOzgYA7NixAw899FCdlmqt6zmuWbNGtYJLU+OsFSQc3X///v2YMmUK9u/fb11qt6CgAJ9/\n", "/jlmzpypOXA6d+4cpk2bhk2bNqG8vBwAUFZWhpSUFNxyyy2aQYn//Oc/uHz5MsaNG4f09HRr+06c\n", "OIGFCxeiT58++OWXX1SPuXTpEpYtW4aXX34ZOTk51vM6deoUXnzxRWzYsAFTp06t8dy2bNmCyspK\n", "LF682KHXo66eeeYZLFmyBJ999hlMJhOKi4vx9NNPw8fHB3fddZdLjtlYhBCNtupNXR4TGhqKuLg4\n", "vPLKK9agw8WLF7Fy5UqMHz8eL774omr/+rz36tO+9u3b44svvsC4cePw3//+F5cuXQIgXRtbtmzB\n", "vffei/vvv18VSAwMDMRHH32EMWPGICkpyXo97d+/3/rX7FatWjklS2fs2LG48cYbMXToUKSmplqv\n", "9/T0dNxyyy2IiIjQXB3q1ltvxdKlS7Fv3z4AQG5uLubOnYsBAwagsLDQbtvq2k9KTeX3k6cIDw/H\n", "8uXLcd999+Htt9+2BoBycnLw9NNPY+XKlaqpkhY1va+mT5+O//3vfzUe19X9pFSXa+DNN9/EQw89\n", "ZL2us7Ozcccdd+Dxxx9HbGxsrY9v6t8jiMhFBBF5PJPJJLp27SqCg4OFn5+fCAsLE2FhYSIqKkqk\n", "p6c79BzLly8XISEhokOHDuLIkSMua+t7770n4uPjRWhoqOjbt6/48ccf7e774YcfivDwcOv5GAwG\n", "689hYWHiueeeq/V4kydPdun5uNKKFStEaGio8PHxEXFxceLy5ctCCCFeeuklERQUJJ566inrvq1a\n", "tRJRUVFi165dQgghkpOTRYsWLayvVfX3RlhYmJgxY4bNMRMTE8X69evFqFGjRHR0tAgJCRHR0dFi\n", "woQJYs+ePZrtnDx5stiyZYu45557RNu2bUVYWJgIDQ0VQ4cOFd98843d8zOZTOJ///ufGDx4sIiI\n", "iBDh4eGie/fu4oknnhAHDhyw2f+3334Ts2bNEgsWLBADBw4UERERIjg4WMTFxYkZM2aIs2fP1vh6\n", "lpeXixtuuEH4+/uLZ599tsZ9G+Lw4cNi7NixIjw8XERFRYlHH31UFBcXu+x4rrR582br+8jPz08E\n", "Bwer3kPTpk2zeUx93ntHjhwRrVq1st4fEhIifH19VY8ZOXKk3XZeuHBB/PWvfxVt27YV4eHhol27\n", "duKuu+4SK1as0Ny/ru+9N954w+7nUFhYmHjnnXfstu3w4cPiwQcfFLGxsSI8PFy0bNlS3HzzzeKj\n", "jz4SFRUVmo/JzMwU06ZNE61btxYRERHimmuuEQsXLhQmk0nExcXZfe3rY82aNeKGG26wvg6DBw8W\n", "X3zxRY2PWbdunejevbsIDQ0V7dq1Ew8//LA4cOCAuP/++0VwcLDd16Ou/WThib+fmoLc3FwxY8YM\n", "ERsbKyIiIkTPnj3FO++8I8rKylT7aX2HqH69mUwm0aZNGxEWFibee+89zeO5up/uvfdeu58RERER\n", "Yu3atXYf+9NPP4kBAwaI0NBQERcXJ/7zn/84fNym/D2CiFxHJ4QHTS4mIiIiIiIiInIjTr0hIiIi\n", "IiIiIvoTAyVERERERERERH9ioISIiIiIiIiI6E8MlBARERERERER/YmBEiIiIiIiIiKiPzFQQkRE\n", "RERERET0JwZKiIiIiIiIiIj+xEAJEREREREREdGfGCghIiIiIiIiIvoTAyVERERERERERH8yvPTS\n", "Sy+5uxFERCRZvXo1Hn/8cfTq1Qvz58/H9u3bERAQgKqqKsydOxdpaWlITk5GVVUVOnbsiOLiYowZ\n", "MwYGgwE9e/YEAKSkpGDGjBlISEhAWFiYm8+IiIiIrgT8DkPexMfdDSAiItnYsWPx66+/Yvv27Xj9\n", "9ddV97388svWn1966SWMGDECwcHBmDp1Kq6//nqkpqbiyJEjeOCBB7Bz507ExcU1cuuJiIjoSsXv\n", "MORNGCghIvJAM2bMUN0+fvw4vvzyS/j4+MDHxwdnzpyx3nfdddfhl19+QUZGBgAgKysLHTt2bNT2\n", "EhEREQH8DkPegYESIqImYNGiRXj99dfh4yN9bD///PPW+zp37owlS5YgICAAXbt2xYcffojp06e7\n", "q6lEREREVvwOQ02RTggh3N0IIiKSzJs3D2vXrsWIESMAADfddBOuueYafPTRRzh//jx0Oh3Ky8ux\n", "a9cu/PWvf8WYMWMAAJMnT8bf//539OjRAwMHDsS+ffvceRpERER0heF3GPImtQZKDhw4gMzMTJjN\n", "ZgwePBixsbFYs2YNTCYTACA+Pt5afIeIiIiIiBqf1nf23NxcpKSkwGAwYNiwYWjdurW7m0lE1CTU\n", "OvUmLy8PEyZMAAD88MMPiI2NRUBAAEaOHOnyxhERERERUe20vrPv3LkT06ZNAwCsXLkS48ePd2cT\n", "iYiajFoDJUOHDrXZZjKZsGLFCggh0KFDB/Tt29cljSMiIiIiotppfWcPCgqy/uzn59eYzSEiatIc\n", "Lua6ceNGDBw4EAAwatQo6/b169c7v1VERERERFRnyu/syhn2vr6+7moSEVGT41CgZMuWLejcuTMi\n", "IyNt7qvpQ/enn36CwWCof+uIiIiIiBpBWFgY+vXr5+5mNEj17+yWmoIAoNPp7D6O39mJyFvV97O9\n", "1kBJamoqWrZsibi4OOu2EydOoH379gCAsrIyu481GAycluMljEYjEhIS3N0MaiD2o3dgP3oP9qV3\n", "YD96h/T0dHc3oUG0vrOXlpYCkDJLLD9r8bbv7N52TfJ8PBvPx7PV97O9xkDJuXPnsG3bNnTr1g1/\n", "/PEHioqKcM899+DEiRPYuXMnAKBPnz71OjARERERETWcve/sgwYNQlJSEoQQ1iVbiYiodrUuD9wQ\n", "KSkpXhWdJiIiIiLvlJ6ejsTERHc3wy34nZ2ImjIhgLw8HSIjbUMb9f1s1zujYUREREREREREjUkI\n", "YPLkYHTpEoZXXw1w2vMyUEIOMRqN7m4COQH70TuwH70H+9I7sB+JPIu3XZM8H8/G83Gvo0f12LhR\n", "WmDmk0/8nfa8DJQQERERERERUZNz8KC8YtelS3oUFzvneRkoIYd4U+XjKxn70TuwH70H+9I7sB+J\n", "PIu3XZM8H8/G83EvZaAEAE6fdk6Ig4ESIiIiIiIiImpyqgdKTp1ioIQaUVObq0ba2I/egf3oPdiX\n", "3oH9SORZvO2a5Pl4Np6PezGjhIiIiIiIiIgIQHm5VMxViRkl1Kia2lw10sZ+9A7sR+/BvvQO7Eci\n", "z+Jt1yTPx7PxfNzn8GEDTCadahszSoiIiIiIiIjoilR92g3AjBJqZE1trhppYz96B/aj92Bfegf2\n", "I5Fn8bZrkufj2Xg+7nPwoG04gxklRERERERERHRFysiwzSg5fVqnsWfd6YQQwinPpCElJQV9+/Z1\n", "1dMTERERETlFeno6EhMT3d0Mt+B3diJqinr3DkF2tm2w5OTJfAQHSz/X97OdGSVERERERERE1GQU\n", "FsIaJPHxEWjTxmy9zxnTbxgoIYc0pblqZB/70TuwH70H+9I7sB+JPIu3XZM8H8/G83GPzEw5k6RT\n", "JzPi4kzW284o6OrT4GcgIiIiIiK3MpvNEELAYLBNQyci8jbKFW969DDBYJArijgjo4SBEnJIU1pP\n", "m+xjP3oH9qP3YF96B/YjuduGDRtw7NgxjB8/HjExMQCA3NxcpKSkwGAwYNiwYWjdurWbW9l4vO2a\n", "5Pl4Np6PeygLuXbvbsLly/J9zCghIiIiIrrCjRo1ChkZGaptO3fuxLRp0wAAK1euxPjx493RNCIi\n", "lzh0SA6UdOtmwpkzcnCEGSXUaIxGY5OJLpJ97Mem7/hxPQ4cKEJoaEijHTM2ViAuzlz7jlRnvCa9\n", "A/uRPFFQUJD1Zz8/Pze2pPF52zXJ8/FsPB/3yMqSgyHx8SboFbERZpQQEV1hcnJ0uOee2EY95urV\n", "hYiLa9RDEhFRAwkhz9f39fWtdX/l4MhSzLGp3t6/f79HtYfnw/NpSrebwvlUVuqQnX0bAECnEzh9\n", "2oiYmOthceRIKRpKJ5SfohoOHDiAzMxMmM1mDB48GLGxsQ7PeeSa7EREzmU0GjB2bONlkwBSoCQh\n", "wVT7jkRETVh6ejoSExPd3Yx6y8jIQFhYmLVGyYYNGzBq1CgAQHJyMkaMGGH3sfzOTkRNyeHDegwa\n", "FAoAiI01Yd++Qly4oEOXLmEAgNBQM7KyCgDU/7O91pyUvLw8TJgwARMnTsS+ffsAyHMeJ0+ejLS0\n", "tDoflIiIiIiIXKe0VPqLqhDC+jMRkTdQTrvp2FGaHt6ihYCfn5QDUlCgR3Fxw45Ra6Bk6NChNtuu\n", "5DmPV6qmsp421Yz9SORZeE16B/YjuVtycjKMRiOSk5OxdetWAMCgQYOQlJSEpKQkDBo0yM0tbFze\n", "dk3yfDwbz6fxHTsmF3Lt0EEKlOh0QEyMXFOvoQVdHa5RsnHjRgwcOBBA3ec8EhERERGRa2hNq4mJ\n", "icGUKVPc0Boi8lbFxUBwsLtbARw7JgdBOnSQp4e3aWPG8eNSEOXUKT26dKn/YgQOhVm2bNmCzp07\n", "IzIyEgBgMsmN0el0NT5WGZEyGo283URvJyQkeFR7eLt+t5U8oT28Xf/bjc3d5+utt5WFyTyhPbxd\n", "v9uWbZ7SHt5uWp+v5HxNYcWOuuD5eLYr5XxmzAhCXFwY3noroJFbZEuZURIfLwdDnJlRUmsx19TU\n", "VERFRaFbt27Wbd9//z1uv/12CCGwdu1ajBkzRvOxLAxFRORcLOZKROQaTb2Ya0PwOzsR1aSgQIcO\n", "HaRCqS1amHH4cIFb29OvXwiysqRgidFYgB49pADJK68E4L33AgEAc+aU4u9/L3NNMddz585h27Zt\n", "+OOPP7By5UosXboUwJU95/FKxb+0eAf2I5Fn4TXpHdiPRJ7F265Jno9nc+R8TCagoqIRGuMEWuej\n", "LIxaUFDzjBJXq6wETp6UwxhxccqMEjkHxKU1SqKjozFnzhyb7ZzzSERERERERFSzM2d0GDEiBOXl\n", "wKpVxbjqqqaXpVtRIQdHqqp0qKgA6rqmS16eDmYzEBVV44SWWp08qYfJJLWndWszFOvM4JZbKtC9\n", "uwkxMWYI9WUDAAAgAElEQVS0bl3/+iSAgzVKiLxt7t2Viv1I5Fl4TXoH9iORZ/G2a5Ln49lqO59v\n", "v/XDmTN6XLyox5dfev6KsVrnU16uvn35ct2ySjIy9LjqqlBcdVUo9uyR64ssXeqH554LxM6dhhoe\n", "raYs5Bofrw46tWkjMGRIFTp0MCOggaVUGCghIiIiIiIicoFTp+Qh99mzTXP4XV6uDoxcvly3x69a\n", "5YeKCh2qqnRYtUoKFmVk6DFzZjP8978BGDUqBLfc0hxbttQ44QUArLVJAHlpYFdomj1Fjc7b5hJe\n", "qdiPRJ6F16R3YD8SeRZvuyZ5Pp6ttvM5c0Yecl+44N76Ho7QOp+GZpRcuCC/Bnl50mMPHlRnkaSl\n", "+WDChGAcPFhziEKZUdKxo+umMTFQQkREREREROQCyqKi5883zeF39YySkpK6Bkrk/S2Bkrw829dC\n", "CB3S0mrOKlEuDcyMEnI7b5tLeKViPxJ5Fl6T3oH9SORZvO2a5Pl4ttrOp6lllLiiRsnFi8pAif7P\n", "/+Vter1c4FUZCNGSlaXMKGGghIiIiIiIiKjJqKwEcnPV2RSmprfojUaNkvpPvbEETZSBkgED5BdF\n", "ObWmuqoq4MQJ+f4OHTj1htzM2+YSXqnYj0Sehdekd2A/EnkWb7smeT6erabzOXtWByHkgIAQOlV2\n", "hSdyrEZJ3Z5TGRSxBE2UwZOBA6usPx89aj+jJDtbj6oq6blatTKjWbO6taMuGCghIiIiIiIicjLl\n", "tBuL8+c9O1CipaKi/hklZrN66k1RkQ4VFeptAwbIgZKsLL3drBtltklcnGtTcxgoIYd421zCKxX7\n", "kciz8Jr0DuxHIs/ibdckz8ez1XQ+ykKuFp5e0FXrfMrK1LfrUsz10iUdzGb1/hcv6lQZJXFxZkRF\n", "SfVGKip0qiWVlZTZJvHxrqtPAjBQQkREREREROR0WhklTaGga3UNySjROt+8PL1qOk6LFmZVYdaj\n", "R+0FSuTtnTszo4Q8gLfNJbxSsR+JPAuvSe/AfiRPlZubiy+//BJff/01zpw54+7mNBpvuyZ5Pp6t\n", "pvNpihklWudjm1Hi+PNp1WQ5f15dqyUiQqBjR2VBV+06JUeOMKOEiIiIiIgaYOfOnZg2bRomT56M\n", "tLQ0dzeH6IrjrRklxcV1ySixfQ2kOiTSczRvLuDvrw58OJJREh/v2owSH5c+O3kNb5tLeKViP1J9\n", "+PgARmPNa9o7W2ysQFyca/9S4Al4TXoH9iN5qqCgIOvPfn5+bmxJ4/K2a5Ln49lqrlGilU3h2bkK\n", "Wudju+pNw6beZGbK3ysjI6Xve+qMEtvXqKxMWvUGAHQ6gQ4dXPs9kYESIiKqUV6eDvfc07xRj7l6\n", "dSHi4hr1kEREXkcIYf3Z19fXjS0hcq/sbD2efDIIrVqZMX9+CRrrcvCWjJLycnWb61LM9eJF29fg\n", "0CE5UBIRIX1OKTNKtKbeZGXprUstt2tnhr+/w02oF88OZ5HH8La5hFcq9iORZ+E16R3Yj+SpTIo1\n", "NnW6mgc2yvex0Whs0rcXL17coMf/9NMO3HdfPl5/PQBVVU3/fDzttjPP58MP/dG7tw9eeOFEjftP\n", "n16CLVt8sWyZP95992ijnI8Q2jVKjh0r9qj+cOR8jh8/rTqH7Ox8h59v3z7b+ki//y4vB6zXX4DR\n", "aESHDvLnVVaWDlVV6udTrngTEZHn8PHrSyeUoWYnS0lJQd++fV319NSIjEaj16XJXYnYj02f0WjA\n", "2LEhjXrMpUuL3JJRkpDg2rmnnoDXpHdgP3qH9PR0JCYmursZTvX999/j9ttvhxACa9euxZgxYzT3\n", "87bv7A29Jt9+OwBvvBEIAPjnP0vx1FNltTzCtbztM8ZZ51NYCHTqFIaqKh1CQszIyiqAVjzwwgUd\n", "evQIRVWVdOdzz5Vi9mzn9am987lwQYcuXcJstsfFmZCeXui04zub1vnMmhWEJUvkFI6EhEqsXl3s\n", "0PNNnx6Eb76xn/4xdWo5FiyQqsP26BGK3FwpuLRnT4Fqes28ef54+WVpOuFf/lKGN98sdej49f1s\n", "Z0YJOcSbPpyvZOxHIs/Ca9I7sB/JUw0aNAhJSUlISkrCoEGD3N2cRtPQa/KXX+TqBAsW+KOoqKEt\n", "ahhv+4xx1vns2eNjDX4UFupRbGfc/s03ftb9ALnOhbPYOx/ltJvWreUBv1ZxU0+idT4VFerbdatR\n", "UvP5tmgh520o65RUL+jamCveAAyUEBERERF5pZiYGEyZMgVTp05FdHS0u5vjdmYzcPCg3prSr0UI\n", "YP9+eUCWn6/Hhx8GNELrqK527lSX28zPtx3aCgF89ZW6kLGzAyX2KKfddO1qgq+vFBAoLtbVaXld\n", "T1BWpg6M1CVQkpdX874tWshBj44d7dcpUQZOOnVyfdZxre8Ss9msmt9IVyZnzPMi92M/EnkWXpPe\n", "gf1I5FnsXZOPPNIMQ4aE4o47gmGv+MDp0zrk5amHSAsX+qPQjTMlvO0zxlnnYxsosR2Q791rQEaG\n", "er+cHOcGSuydz5kzcnvatDEjMlJ+03lyVonW+TQko6S2QInydVEu+Vt95RtljZJOndycUbJhwwZ8\n", "8MEHOHv2rHXbmjVrsHLlSqxcuRL79+93eQOJiIiIiIga4uxZHb7/XsosSE31xfHj2sOg/fttFwVl\n", "VonnMZuB3bvVfXXxou2AvHo2CSAFSsyuH2fj1Cn11JuoKPmg5883rZVvbDNKHH9s9cBjdeqpN/Jr\n", "pAyMFBTorMsq+/sLtGnj5kDJqFGjMHz4cNW2gIAAjB8/HuPHj0fPnj1d2TbyIN42N/JKxX4k8iy8\n", "Jr0D+5HIs2hdk5s2qdeDrT7Itti3Tx6cKQdjixf71zhlx5W87TOmLuezZ48BkyYF46WXAlWBkD/+\n", "0KOoSD14r55RUlYGfPedbaCkvFzn1ECFIzVKYmKaTkaJIzVKHF0e+PJloLRU2tffXyAgwDaVSzn1\n", "RplRkpbmg9RU6TpVTrvp2NEMfSO8fHU+hMlkwooVK7B8+XKkp6e7ok1EREREREROk5xcPVBi0NxP\n", "GSj5+99LER0tDeIuXtTbFJck13vyyWZITvbF/PkB6Ns3BO+/74/KSttpN4BtjZLt231w6ZK0rV07\n", "E3r0kCNd1affCCEFX8qcuMCRskZJTEzTzigpL1e3t6JCh8rK2h938aL8GrRoIRARYRsoUQaQOnUy\n", "o107KVhSXKzDHXcEY8kSP1V2iTKY4kp1vtpHjRqFCRMm4I477lBNySHv5m1zI69U7Eciz8Jr0juw\n", "H4k8S/Vr0mQCNm9WD6z37Kk9o6RvXxP69JEH17//rh1ccTVv+4xRnk9xMfDOOwH4/HM/m7oxmZl6\n", "HDwov+aFhXq8+GIQnnwyCLt2aQVK1IP57dvlfW6+uRLt2smBiuoFXV94IRDXXReKoUNDUOrYqrOa\n", "56OkzigRiIpSZpR4bqBE63zKy233cySrRHmeLVqYERlpO2UmIkLe5ucHfPbZZbRqJW2rqtJh1qxm\n", "ePVVeepbYxRyBRq46o2vr2+t+yhfaKPRyNu8zdtuvK2sK+QJ7eHt+t/2dgUFhR71evM2b9d0e//+\n", "/R7VHt7m5yup7dljsGYWWOzbZ7AZEF+8qENOjjQw9/cX6NLFhJ495UGZVv0SapiFCwPw+uuBeOqp\n", "Zvj5Z/Xru2aNPG1Gr5eDDMuW+WPVKtspNdVrlGzbJo9Vr7uuCm3bagdKCguBjz7yByAtQVt9mlZ9\n", "KTNKWrdWBwnOn9cjP1+HjAy93cLCnqR6RgkAu8sxK6kDJbYZJX5+As2bqx/Tp48JGzcWomdPOUiZ\n", "nd24SwMDgE6ImrsmIyMDYWFhiImJAQCcOHEC7du3BwCsXbsWo0ePtvvYlJQU9O3b14nNJSK6shmN\n", "BowdG9Kox1y6tAj33NO89h2daPXqQiQkcMU1Imo86enpSExMdHcz3MLbv7O/8UYA3n470Gb7+vWF\n", "GDRI/l2zZYsPbr9d+n3Xp08VNm0qwqpVvnjggWAAwA03VGL5cgdGhy5kNgPffuuH0FCBUaMcmPvg\n", "4caNC0ZqqhSYmD27FM89J899GTq0OX7/XQqeLF58GSkpPvjuO3+7zzV5cjkWLZLW3S0pATp0CENl\n", "pTRQz8y8hK+/9sOLLwYBAB55pAxvvSVFypYu9cPMmc2szzNtWjnef79h6/euWOGLhx+W3jdBQQLZ\n", "2dLxH3tMOs6wYZXIzDQgN1ePf/yjFM8848Q5Py7Qt28Ijh9XZ1SlpRWgc+eagxbLlvnh0Uelc544\n", "sRxC6LB8uRzkat3ajAMHCjQfe/ky8PjjzWyCYj/8UIjBgx3/jljfz/YaM0qSk5NhNBqRnJyMrVu3\n", "ApACJd9++y2+/fZbdO3atc4HJCIiIiIicqWtW33wr38F4MABA1JS5AwBZeHI6gVdldNuLJkk6owS\n", "g8v++p+To8PHH/vj5MmaE/7nzQvAo482w9Spwdi0qelnuCin1hw5Iv989KjeGiTx9xe49dYK/Pvf\n", "pdYpGRY6ndwhyoyS3bt9rEGSLl1MiIoSdjNKvv1WPRDfuNG3QavinDmjw9/+FmS9PWlSBXQ6qDJK\n", "tmzxRW6u1IbPPvP3+KwSrYwSR5YIVmaUREQI1fUHwOa2UrNmwCefXMYrr5TAYJBeoKAgge7dGyej\n", "pMYrccSIEfjLX/6Ce++9F0OHDgUADB06FHfeeSfuvPNOdO7cuVEaSe7HlFTvwH4k8iy8Jr0D+5HI\n", "s6xatQuTJwdj7txADBvWHOnp0oBbrxeYMUMutmAbKJFv9+4tpf3HxZkRHCwN0i5c0OPsWefXlhAC\n", "mDw5GLNnB2HixGCbQbrlM6akBFiwQM6oWLHCdvqJJ8rM1CMtTQ4yWc7nwgWdavWXw4fln9eskYNb\n", "iYmVaN4cCAsTePdddabHNdfIgSxlMddt2+S+HDJE6kutQElOjg5Go3qqzblzeqSnO16PRvk7QAip\n", "AK1lqlfbtia89JLUZmWNEqVTp/Q4dsxzCgVr/U6rb40SZfAqMlKolgIGYHO7Op0OePzxcqxZU4R7\n", "7y3Hxx9fRmho40SVPKdHiIiIiIjoipWTo8P48cHo1y8Ev/1W/8Kp27bFoKxMGqCZzfJAbcAAE0aM\n", "kKerOJJRotcDV12lzipZu9YX7duHoUePUDz2WBBWr/ZtUEbAwYN6ZGRIbTlyxIDTp7UHoF995a8K\n", "Bmze3LDjNobffzfguutCcMstITaZG3/8oe7jo0cN1iDR6tXyvmPGyH12yy2VmDhRHrVPnSr/rCzm\n", "ul1RyPW666THawVKvv1WeyrPhg31q1OybJmfNYNJpxNYtKgEIX/OmNYqZGrx88+OHU8IKWDW2Coq\n", "tDJKan+cMhAWGWm2ySBRrnhTk8GDTXjvvRLcfHPjTTdr+vla1Ci8bf32KxX70bmOH9cjJ6dxq5Zb\n", "vviRd+A16R3Yj0QNd/y4HuPGBVuLNi5YEICPPnJgJKZh//5umttHjKhE9+4mBAUJlJTocOqUHqdP\n", "6xATI3D5MnDkiDSo0+uFKjjSs2cV0tKkYdNvv/ngs8/8UVSkQ1GRDklJ/khK8sfdd5dj/vz6jWCr\n", "L1185IgBsbFyIcuEhASYTMCiRepB/Zkzehw8qEePHo0zFaE+1q3zhRDSd5fvvvPDpEkV1s9M5bQb\n", "ACgtlfpECOl1BgBfX9taLAsWlKBfPxNatjTjuuuq8Le/Sdst2QtlZeogmCWjJCpKICBAoKxMh8JC\n", "PQoLpcCGxejRFVi7Vrq9YYMvnn/esbohyt8BymDQo4+WW48N1BwU2LLFBw89pJG2obBxow/mzAnC\n", "6dN6LFx4GRMmuCZooPU7TSujpLi49u+keXnqqTfVs6VqmnrjbgyUEBHVU06Ozi2FVYmIiLzJ4cN6\n", "jB/fXLWcqnIaRl2cPq2zBjX0eoH580vw2Wf+aNZM4JFHyuDjA1xzTZV1RZQ9e3wQEyMV1rQM6OPj\n", "zQiSS0zg6qvloMmHH/qr/kpu8cUX/n8GAaps7quNsoYKIGVWDB+ufp41a3xtimkCUpClR4+aB9ju\n", "lJEht3nXLiljRP/ny1c9owQADh3S49gxefvw4VU2Uy38/IC//lU654oKefulSzqYzUB6uo+1pkZ8\n", "vAmtWkmP1+mA2FiztRbKunV+OHRI+rlZM4F33inBTz/5oqJCh4wMH2Rn61VZKLUxmdQBmr/8Rd0v\n", "AQFA8+YCRUVS21q3Nlvf81u3+sBkAgwaiVT5+TrMnh2kmmr10Uf+LguUVGc2w1rvRcmRqTd5ecqM\n", "Eq1AieemRHHqDTmE86+9A/uRyLPwmvQO7Eei+svI0GPMGHWQBACysupXONWSEQAACQlVmDq1Aj/9\n", "VITvvy+2ToHo318OfOzaJQ1sDx+WR6hdu6pX1FAWdFUGSaZMKUdiojxY/b//C4Spjgu2FRUBO3ao\n", "/3ZdPUiUmmrEggUB1tudOskHcdZStq6izBopKNAjM1Nv/cw8eNB2KHr4sAG//CK/HsrXV4ufH6w1\n", "ZMxmHQoLdTAaldNu1AGn2Fh5pP7GG/JrOnp0BaKjBa6/Xt7f0ek3lvPJzNRbgyCtWpk1gywxMfK2\n", "114rQevW0u3CQj1+/VV7utljjwXZ1KNRLpfrbNV/p2llkwCOFXNVZpS0aGFGRET1qTeem1HCQAkR\n", "ERERURNnNpthquso3QP4+0t/6Qekv+r7+0uD3uJinWrFDEetWiUPbseNq9Dcp29feTC8f7804FQG\n", "J7p0Ub+O3bqZrKtuWOh0As8+W4Z58y4jKEi67/fffbB0qR+qqqQsAEcCPampvjZ/rT96VD0IPnQo\n", "zFqQ1t9fqKYk/fKLD4rdu2KxXaWlsClSunOndB5CaGeUHD5sUAWOrr229gwd5eA7P1+nCrQop74A\n", "6jolOTny8R94QIoGKKf5VJ8SVd0vv/hg1Kjm+OabTgDkcwOA/v2rrO9rpWeeKUVkpBlTppRj7NhK\n", "DB8uH2/LFu3j/fqr7SSQ3FwdquqevFQvWiveAI7VSlFewy1a2BZzjYhgRgk1cZx/7R3Yj0Sehdek\n", "d2A/krtt2LABH3zwAc6ePavanpubiy+//BJff/01zpw546bW1Sw+3owVK4rQoYMJ335bpApSZGU5\n", "NlQ5c0aHXbsMOHxYbx1k6/UCt92mnY3Qo4d8DEvGg2UKBgB07qz+K3dgoO22ESOq0K6dGTExAjNn\n", "yrUs/v73ILRuHYb4+DD07BmKWbOCsGWLeqCblaXHypW+uHzZdtoNIC2Nq7Rv30DrzxMmVKBXLxN6\n", "9JBGyZWVOus0Ik+TmWlQFdMFpGBCQkICcnN11pVhlFJSfKzL5jZvLlR9ZU94uHqJ4MxMuS8HDLCf\n", "UaLcZ+BA6ThDhsjvmcxM+++/0lLg/vubYedOH3zxRXfs3m2wZicBwMCB2lGMiRMrcehQARYuLIFe\n", "DwwbJu9X/X0CSNNelMGG0FCp/SaTDrm5rqlbV/13mqMZJb/+asDXX/tZAyhVVbD2sU4nEB4ubAIj\n", "jhZzdQcGSoiIiIiImrBRo0Zh+PDhNtt37tyJadOmYfLkyUhLS2v8hjmoe3cz0tIKMXiwCXFx8kBW\n", "qyZHdRkZegweHIqbbw7BoEGh1joj111Xheho7UFYXJwZgYHSfefO6XHhgk419aZzZ9vBec+e6oGv\n", "JQMBAB5/vAyxsdJjqqp0MJmkNpw+rceSJf64/fbmWLxYKsSak6PDjTc2x4MPBuPGG0M0p3ecPKm3\n", "Dk6LitTLAN97r3RHYqLcnpQUzyw7qaxPYmEJJiizSaKi5D4/eVLePnBglWbNjuqUgZLTp/XWQIuP\n", "j7CZ/qI1Heaxx+RAV1ycGTqd9Hw5OXq7QYKkJD+cPy8Ppb/91k+VUWIvUFLdsGFyYGbnTh+blWTy\n", "8+X3U0iIGR07yu0/dapxhvL2MkqUgZKcHB1GjWqOGTOa4c03AwFANZ2uRQsBgwHw9ZWDPdJ2Tr2h\n", "Jo7zr70D+5HIs/Ca9A7sR/JUQYqKpH5+fjXs6X4+f44xO3SQB061ZZQIAfzf/wVZ60IojRtnv7aF\n", "wSBNp7HYv9+gmiKirAFioSzo2qaNGSNHys8fGAi8+24JfHzkAbtlCpHFq68GIidHh1deCURBgXSs\n", "w4cN1sFkcLCw1q8wm3XWc1+50s86IO3SxWTNfFDW7tDKSvEEWoGSI0cM+OGHnapAyYgRlfD1tQ1q\n", "OTLtBlAHSvbulZ+3bVuz9X2l3KYUF2dSZR4FBEj9C0j9cPKk7Xuwqgp4//0A1bZly/ysU6b8/AR6\n", "93ZsGlzLlgLdu0v7VlTobOrVnDsnv7ejo4W1bYAUyHGF+tQoSUvzsU4hW79eej8ql9tWXm8DBkg/\n", "R0WZ0b49AyVERERERNSIhKJIhq+vZw6mq+vQQR5QHT9e81BlwwZfbN0qnZdOJ6x1RKKjS3DHHdr1\n", "SSwsg1PL81gGea1bm61FX5VuuaXSGgiZNavMJtNh5MgqHDxYgN27C3D6dD6ysy/hhx8KrVNkSkt1\n", "uP/+YHz3nX/1pwYADB9eqRpMWlZmWbpU3v+ee8qtdS8GDapCQIDUnqwsg3VpXE+iDJTo9fJ78eDB\n", "cFWR16uvNqkyJSwGD3YsUKKsUWKp5QJAcxBePVAyfXq5TV8q26IVrFu50hcnTqgfVFgo79enjwn+\n", "2t2s6frr1VklSsriwZGRZlWgpLEySioqas8oUbbl6FEDCgvVgRJlQeT58y/j1VdL8P33RQgMdEGD\n", "nYSBEnII5197B/YjkWfhNekd2I/UWC5cuIBFixap/p08edLu/srirjqtypIKyr8iG41Gt91WZpRY\n", "lonV2n/z5m144QV5lHXLLcdx4sQlGI0FeP/9n/H776k1Hi8w8Ij19vLl8uvQubNJc//c3K1ISyvE\n", "+vWF6NIlRbP9LVoIdOxoxu7dRuzYYcTgwSa8/XapdT/lIP7qqy+oVkDp1OmAKpMlJeUkMjL01uVm\n", "fXzMuOuuCuvxdu0yqvb/7rvfHXp9G/O2Mmukf3+5fs4ff4Rj1y55jklV1V5ERJyDko+PGddcU+XQ\n", "8YqK5GtAuXKMZRqXcv+YGDNCQqQUifBwM6ZOLbd5vsDA09afjx0zwGg0YutWI3791YCUFB+8+qrc\n", "b8ppQxZt2hyv0+vVvPkB68+7dvmo7ldmlERFCVWNFUtwwtn9Z9lmkZa21+YcAbmYq9FoxM6d6vpI\n", "X3xxUBUoCQjIsP585EgqevVKQY8etv3jqvOpD50Q9Vl4yzEpKSno27evq56eiMitjEYDxo7V+LOT\n", "Cy1dWoR77mnu9cdcvboQCQlNb/UGImq60tPTkZiY6O5m1FtGRgbCwsIQExNj3fb999/j9ttvhxAC\n", "a9euxZgxYzQf60nf2bOz9ejdOxSANAjNzCxAdrYev/1mwIgRlda/QC9e7I9//EOaWhQSYsaePYU2\n", "K2rUZPNmH9xxh+3vtoceKlMFN5zhoYea4fvv5alP/v4CO3YUIiBAYP78AISFCTzzTBk+/tgfzz4r\n", "ndO0aeVo3lzggw+kKR7jxlXg00/VBSwefriZtX7Je+9dxr331pxF05guXtShU6cwAEBgoMCiRZfx\n", "wAPBAKQVYf74w4DiYikIkJFxCR9+6I+5c+XA18CBVdiwocihYynfC0ovvVSCJ5+0nTdiNPrgm2/8\n", "cPfd5dapTErz5/vjpZek53vkkTK8+WYp7ror2GYVnGbNBJYtK8bo0er30ZIlxRg9uuZljZVOntSj\n", "Tx/pPd+8uUBW1iXo/0xn+OADf/zf/0lteeihMgwZUoUHH5Rex1tvrcAXX1zWfE5n+uUXH9x2m+21\n", "cv31lVi1Slpyadq0Zli/Xn6Pv/xyCT74IMA6tWzbtgJ07+6eaTb1/WxnRgk5hPOvvQP7kciz8Jr0\n", "DuxHcrfk5GQYjUYkJydj69at1u2DBg1CUlISkpKSMGjQIDe20HExMWZrvYrz5/U4c0YqEnnffcEY\n", "ObI5zp3TwWj0wSuvyIPq2bPLVEESR65Je6upVF/dxhlefrnEWjwWkIqHtm9vRsuWAq+9VorZs8ug\n", "16tro+zbZ8BXX8kDz7vvth3wK1cIUq7aY5GTo8MPP/ii1LlxH4cop9107WpSTaPZvdvHGiQJC5Ne\n", "h+qvu6PTbgD7S8wqCwMrJSRUYf78Es0gCaCeenPsmAE5OXrNpYLvu68c111XhQ4dClTbq6+0U5u2\n", "bc2IjpaOWVSkw6FD8hBdueJNZKR7apSUybVu0ayZ/Fqri7mq25Kc7GsNkgQG2vZvU+CZJZKJiIiI\n", "iMghI0aM0NweExODKVOmNHJrGsZgkAa4llVo/vc/+a/SGRnSX7bPntVbV+Lo0sWERx6xU22yBtHR\n", "Ai1amJGXpx7gaa1401CxsQJvvVWCWbOC0K+fCbNmlWnu16mTPJjcv18eprVuXYwbbrAdfNcUKCks\n", "BIYPD8HFi3rcfXc55s8vsdu+PXsMePnlQFx/fRVmz9ZuW10pAyXdu5vQsqVAXJzJZiWj/v1N0Ols\n", "C+g6WsgVkKbQaLEXKKlNx47qJap375bb3LKlGQMGVKFzZxP+9jfptRo+PAdZWVJGSPv20rnWhU4n\n", "BVfWrZMCY7t2+aBbNyk76Nw5+f0ZHW3WnHqjxWyWpiF17mzSrLlTF8oaJRERZly+LL0eNQVKUlPl\n", "wFKPHiaborpNATNKyCGcf+0d2I9EnoXXpHdgPxI5l3KA+9ln6tV6jh6Vp2y0bm3GN98Uo/qCPo5c\n", "kzqddlaJKwIlAHD33RU4c+YS1q8vQnCw9j5t2pitBVqVZs7UW6diKKkDJeoddu/2wcWL0rbvvvOz\n", "1pPQ8uyzQTAaffHGG4HIyHDO8FAZKLG8zs89V4bgYAF/f4Fu3UyYOLEcb7xRYnMugOPL6wLqVW+U\n", "4uLq15fK99/Jk3qkpcmj/GnTyrFkyWX8859l1mlgzz3XxpoRMmlS/aY/9e+vzrixqJ5REh0trEWF\n", "8/L0dvv1738PxMiRIRg5MqTOGUXVrx9lRokye8dy7MuXgfx8+++bXr2a5lRqBkqIiIiIiMhjKFe+\n", "sQ05D8UAACAASURBVCylC6hXTgkPN+O774rQrl39U/qVK98AQFCQQEyMy8o3wtcXmgEPC71enc0A\n", "SDUrpkzRzpiJjzdbX5PsbPWg2ZKRAwBlZTps2aK96lFenk5VZHbvXuf86V8rUHLnnRU4duwSTp26\n", "hO3bC/G//5UgPl7qv5AQKQgBAPffX243+KFFa9+ICO3VixwRFCQF4QCgqkqH1avlSFz//raD/shI\n", "AaOxEMnJhZgzp34ZOcrn3bVL7gNlRklUlBkGA1RFgE+f1n5DrVoltfnwYQM2bmzYilfKjBLla23J\n", "KKlt9Z1eveo2FclTMFBCDuH8a+/AfiTyLLwmvQP7kci5tKZMdOhgwtKllxEaKtVzWLas2G5xSEev\n", "yeoZJZ06mWoMZDQG5fQbQKpNsnev9vn4+8urBAmhsy4pDNhOxVm/XnuwvGWLOjCiXKmmvoRQP4/y\n", "dfbxAbZv1z6f998vwbFjl/Cf/9SQ/qJBq0ZJfafdWCgDVrm58puiXz/bQb/RaERkpEDfvibUsriU\n", "XX36VFmXt87M1KOwUNquzCiJjpbur61OSWEhVFPKlIWEHVFTjRLla20JlNRWK4UZJURERERERA1U\n", "PasCAG69tRK33FKJzMwC7N9foPmX/bqqnlHiCQUnlbU69HqBv/yl5voryqlChw/rNX8GgB9/9IVZ\n", "4/SqZ5ocPNjwQMmpUzrr9KjwcLN1gO+IsLC6Z/SEhgrodOrHNTRQolym2qJdOxOiolyTcdSsGXDV\n", "VVJfCiFl+QghFTS2iIyU2lRbnZITJ9R9+NNPvigutn/s7Gw9srLshwWUGSUhIfJrXV6uQ1WVOlDi\n", "56d+fXx8hM111lQwUEIO4fxr78B+JPIsvCa9A/uRyLm0Brm33SbVfvDzk6aw1MTRa7Jbt+qBEvcP\n", "6CyDZQC45ZZKtG9vrvF8unSRX6vMTPsZJefP67Fnj3qbEMDPP6szSpwRKFG2o0sXs02WhbM/Mw0G\n", "KViiVN/6JBZawbp+/bSf01nno1wtZ9cuHxQXA6Wl0osXECDQ/M8VemvLKKke9Cgt1eHHH7Uvmt9+\n", "M+Caa0LQr1+oNbuo+vmUK2J1AQECzZrJt0tK1MGaoUPVGTddu5oQEKB5aI/nUKDEbDbDZHL/BwcR\n", "EREREXm39u3NqgyBqCgzBgxw/likeXNplRILTwiUjB5diXvuKcfNN1fgrbdqn4KitfLNpUs6VW0L\n", "i+qD5ePH9cjOVgdGTp2Sp33UlzJIU71Iq6tUn37jiowSZcFVV1BmSe3e7YMLF9TZJJaAU20ZJceP\n", "225buVJ7+s2GDb4wm6UnXrFCex/LClOANN2r+hLBymDNyJGVqqySpjrtBnAgULJhwwZ88MEHOHv2\n", "rHVbbm4uvvzyS3z99dc4c+aMSxtInoHzr70D+5HIs/Ca9A7sRyLn8veHqqjqqFGVMNQh0aEu1+RN\n", "N1UCAAIDRZ2WpHUVX19g3rwSJCVdtr4GNZ2PVqBEuQKOsgDu+vXqgXD1+iQW9uqUlJUBDz7YDOPH\n", "ByMnx34xjtoCJa74zKw+ZafhNUpsH69VnwRw3vmoV74x4Nw52/okANCmjfyzVkZJ9SWYASA52Vcz\n", "AKasgWLJBKp+PsqMEn9/gaAgdaBEGazp0MGkyory6kDJqFGjMHz4cNW2nTt3Ytq0aZg8eTLS0tJc\n", "1TYiIiIiIroCKafFjB5dvyVXHfHCC6VYtOgyNmwoQqtWrlvxxlWUgYijR/WoqlKveDNyZCX8/aXz\n", "OnjQoMo22LxZzjCxLDlr2U/LsmV+WLnSD1u3+uIf/wiy2yZloMZ9GSUNO271x/v6CpcP+jt2NCMk\n", "RArQ5Ofr8dtvciArKkoO3NQlo8RSILa8XGcTKAOgylrJzNRDaFwCNWWUlJSoM0piY80YM8YyTU5Y\n", "A5FNUb1qlAQFyReGX/WFy8krcf61d2A/EnkWXpPegf1I5Hxz5pSib98qPPxwGUaMqFumR12uyWbN\n", "gMmTK9Czp+f+5bum8wkJkZeyrazU4fhxvSqjo3dvE4YNkwerlpokJhOQmioPxMeOlfexl1GybZu8\n", "//r1vjh7VjurRHn8rl1tMzNc8ZkZHi4fx89PoHXrhgW9mjcHoqPl57z6avu1Npx1PjodVO/DTZvk\n", "QFZkpDKjRB0oqR7cUAZK7rhDDjKuW2dbp0SZUVJQoMfZs7oaa5RIGSXy7eJidUZJmzZmPP54OZYt\n", "K8LPPxdqTmFqKuoVKBGK3vCtpZqSMnXHaDTyNm/zNm97ze2CggZO4iW7CgoK3d6/vM3bvH1l3ibP\n", "0K+fCcnJRfj3v0vrveTqlaL69JvqGR3XXScHmvbt8/nzfwMuXZL2a9nSjPHj5QG1vUBJWpqP9eeq\n", "Kh2+/NLfZp+8PJ11adqgIKHKfnCl8HB5fNqunblOU7XsUQ7yXV2fxEIZKFEGppRBm9BQYc3qKCnR\n", "4dIl+QKprJRWsbG4/345yqFcPtpCmVECqAvxWtSUUXLihN56f2ioGc2bS0tAjxxZhW7dmm6QBAB0\n", "Qmgl2KhlZGQgLCwMMTExAKS6JaNGjQIAJCcnY8SIEZqPS0lJQd++fZ3YXHIXo9HIv5h5AfajcxmN\n", "BowdG9Kox1y6tAj33NPc64+5enUhEhI89697zsJr0juwH71Deno6EhMT3d0Mt/C27+zedk3Wdj7P\n", "PhuIDz+U0h1eeKEEX3zhj2PHpAHv1q2FOH9ehzvukH6P9+tXhY0bi7BggT9eeEFKDbjzznI8+2wZ\n", "+vcPBSANyv/4o0B1jNOndbj66jDVtrZtTUhPL1QFJX75xQe33SYdq1evKvz8c1Gdz6c+3norAG+9\n", "FQgASEysxLff1rAeroNmzw7Exx9Lr+snnxRj/HjtaSTOPJ+kJD889lgzm+2vvVaCRx+Vgx6DB4dY\n", "M3e2bCm0BliOH9ejb1+pH1u3NiM1tRCdOkn9FhwscOLEJVXgsVOnUFy8KAdL3nyzBD16pKjO5/HH\n", "g/DVV1JQbN68y9i40Rdr10qzSmbOLMO8edJrdNVVVUhNte1vd6vvZ3u9MkpKS0sBSJkllp+JiIiI\n", "iIiocSmXCF61ys869UKnE4iPN+Hqq+U/PGRkGGAyAXv2yNkKgwZVoX17MwICpL+fnzunR16eOo1H\n", "mU1ikZ1twKZN6u2ZmY1fnwQA2raVX4Pqyz7X18yZZRg9ugJ/+UsZxoxpnFob9uqgKDNKAPtLBCuX\n", "Bm7f3oTwcDn7pLhYnX1SVQXk56v7WSujpEJRIiggQJ1RosxeaqzsocZSa6AkOTkZRqMRycnJ2Lp1\n", "KwBg0KBBSEpKQlJSEgYNGuTyRpL7eVNU/krGfiTyLLwmvQP7kcizeNs1Wdv5jBpVYV2Sde9eH+ty\n", "r+3amREYCERFCWsdk9JSHY4e1WPPHnlA3K+fCQYD0LWrPEivPv1GGSgJDpYHyp99pp5+o17xRnvg\n", "7Ir+GT++AqNHV2DYsEpMn17mlOeMjRVYsuQy3nyztMapPM48n86dTarldS2iotTb2rWTX9sTJ/Sa\n", "P3foIC0prAwinTwp33/xog5CqAMlhw7pbc6nrEzex89PVAuUyC+MtwVKbEOD1WhNq4mJicGUKVNc\n", "0iAiIiIiIiJyTJs2Ag8+WI4PPlBXG1UGKq6+2oQzZ6RBckqKL3JypAFuQIBAjx5SgKR7dxP27pWG\n", "hwcPGjBkiFyXQxkoef75UsyZI03b+fFHqahry5bS4Lm2pYFdJSgIWLLkcqMdz1X8/KSMGEstGYvI\n", "SHUQokMH+bVVZpFkZcmvf/v20mPatjVbA1/Z2Xr07i09VlnI1cKRjBJlMdejR+X9lVku3qBeU2/o\n", "ysMiZ96B/UjkWXhNegf2I5Fn8bZr0pHzeeqpMtVf+gEpO8GiZ0856KHMAund2wTL2hzKKSt//CEP\n", "E4uLgd9/lwbEOp3A5MnlGDBAej6zWYe9e+XBsiNLA1+J/VMXWiswRUer+7ZjRzkoYalHA6hXvLEU\n", "o23bVn4+ZaHX6oVcLdvWrdup2qYs5lo9o0TpissoISIiamw+PlKx3MYUGysQF+ddv+SJ6Mpw4MAB\n", "ZGZmwmw2Y/DgwYiNjQUA5ObmIiUlBQaDAcOGDUPr1q3d3FJylagogUcfLcM77wRatykDFco6JYcP\n", "y79flau5dO8u73PggDxM3LPHByaTzrpPSIj0fLt2SftkZhpw001VKC6GNVPFYBCqwTw5rnqgRK8X\n", "qlV9AKBjR3kfZXBE+XNcnLSPvak3WhklAJCdHay6rVweOCBAKgishYESuiJ521zPKxX7kZqKvDyd\n", "W1baiYtr1EPymvQS7Edyt7y8PEyYMAEA8MMPP1gDJTt37sS0adMAACtXrsT48ePd1sbG5G3XpKPn\n", "8/jjZfj4Y3/k50uDYWWGiFaWAqAe9CoLif76qwElJdI0C+W0m0GDpH2qL0kMqJef7djRDD+/hp1P\n", "U+Hs8+nVSx2IiIwUNjVSLNNqAKkuSVUVYDAAx4/LO1r++KMMlCgLv2pllACAv38fAPJ8m+oZJdde\n", "a8Lnnxfj+ecDkZ0tZxp52x+bOPWGiIiIiKgJGzp0qOb2IEUxAT97o1byGiEhwHvvlaBFCzPGjKnA\n", "gAFyMKNDB7PmlAllRknLlsIaAKmo0GHnTilAsmOHHCgZPFjaXytQ4q76JN7GUjPGIirKNgDRrBnQ\n", "qpW0vapKh5wcPS5e1KGoSApqBAcLREZK/a0MlKin3sgBkKAg+b1RvU5J9YwSABgzphJpaYV44YUS\n", "9OlTheefL0OrVtpTcpoqBkrIId42l/BKxX4k8iy8Jr0D+5E8xcaNGzFw4EDrbSHkgYuvpRCFHcr3\n", "sdFobNK3Fy9e7FHtaczzGTOmEp9+ug6PPPIjdDr5/u3bjbjqKvUAvGVLM9q0EarHDxsmL4O7dasP\n", "ysqAtDR5QD1oUBWMRiMKCnZYtx08aEZqqlFVnyQw8IRTzqcp3Hb2+ezbZ0SrVnJhWh+ffM39lQVd\n", "16w5qCrqGhlZaO3/M2fkvjp5Um99vDKjpEuXC9afU1LOqI5XUCCvIuTnJ79fAgKAWbPK8cor6zFg\n", "QLLTzt/Zt+tLJ5SfoE6WkpKCvn37uurpqREZjUavS5O7ErEfnctoNOD/2bvzwCbK/H/g7yQ90tKb\n", "FmgptBzlKApySBErty6rgMCCgiyou6gruru/33511b2+flfdr/vV3a+/vcT1Wpd1QZAbFIGKQEAo\n", "UC5by9UDWnrQ+6BnMr8/QiYzSdqmaZpMJu/XXzOTyczz5OlMM588z+dZsCDCo+dct67e40NS/OWc\n", "O3bUIT3ds7+A8ZpUB7ajOmRlZWH27NneLkanKioqsHHjRtm2efPmYfDgwTh48CCSkpKQLBlDuGfP\n", "HsydOxcAsH//foezWQLq+86utmvSXfV5/vkQvP++dWac++9vxb/+JZ8pZteuQKxaZc5RMWFCO559\n", "thk/+IF5fcgQI06eND+ACwKQlBSFhgbz03hubg2efroPDhwwB+T+/vcGLFnSBkfYPl177LE+2LHD\n", "3Ats6dIWvPPOTbt9nn02FP/+tzkx75tvNiIyUsATT5jbat68VnEWIJMJGDgwShxCU1hYjfBwYNWq\n", "Pti1y3yOX/6yCa+9Zs5vExPTjMuXm8TzjB0bIeaeOXOmVjY1sS9w9d7OHCXkFDXdzPyZJ9uxoECL\n", "oiLHSaJ6AxNxki/ivVUd2I7kKbGxsVizZo3d9sOHD6N///6yIAkANDWZH3YEQRCX/YHarkl31Uea\n", "0BUAJk60/3Hg7rvbodEIEAQNzpzR4b33rDPkPPRQq9hLQaMxD6/JyrJOJ2xJ7goAkyd3/MMD26dr\n", "d9zRLgZKOpp21zKrDWCe+SYoyNr/QfqdWKs1J1q1TOV77ZoWqakm2dCbiRPbERwsoKVFg6oqPWpq\n", "mhEVZT5ea6t1v+BgdQ2v6QwDJUTUK4qKNB7tbeGNRJxERETeVlZWhiNHjmDUqFHIzc1FfX09Vq5c\n", "CQBIS0vD+vXrIQhCh71JyH9Ik7UCjmcviY4WMHasEWfPBsBk0uDoUeuQrYcfbpXtKw2UbN0aJPYu\n", "iY83yfJiUPc9+mgrdu8OQlMTsGpVq8N9pENv8vO1KC+3DqWxTN9sIQ+U6JCaakJlpXX//v1NSE42\n", "iflJrl7VIirKfPxm68gbBFvjZqrHHCXkFHeM8yLvYzsSKQuvSXVgO5I39e/fHy+++CIWLlyIhQsX\n", "ikESAEhISMDy5cvxyCOPoF+/fl4spWep7Zp0V31GjTIiMNDcI0CnE3DHHY6neb3nHvvtU6a02fXc\n", "lSZs3bIlSLJvu9jzxBG2T9eiowXs21cPg6G+wx7T0umXz5/X4cwZ6ww0d98tb0PpcBlLQtcbN6yN\n", "FBsrICHBus/169Ywgb/2KGGghIiIiIiISOVCQoBf/aoJ/fqZ8MtfNiGig46/06bZ5xZ56CH7Xg0j\n", "RlgfrC29SQDrzDjUu6RDb4qKdDAazW1w++1GxMTIAxq2M9+0tQE1NeZQgEYjICbGNlBiPpYgAM3N\n", "0kCJ++uhVBx6Q05R21hCf8V2JFIWXpPqwHYkUha1XZPurM+Pf9yCH/+4pdN9pkxpR0CAgPZ28wNy\n", "cLCAhQvtgycdTQHcVaCE7eMekZECYmJMqKqS931w1CNIGii5elWLykpr8CMmRoBOB1mgpKTEfMw2\n", "SbMHBgrQ+lE3CwZKiEgVAgLMs9B4kjTCTkRERKQGYWHmRK/Hj5sfFefObRMTe0olJ5sQGCigrU0j\n", "ea+A1FTPziDnz4YMsQ+UOOoRZNujRJqfJDbW3LaOht60SGJq/tSbBGCghJyktmm8/JWa27GyUuOV\n", "KWyJekLN16Q/YTsSKYvarklv1Od732vF8eMB0GgErF7tuAdKQIA5T4YlASgATJ7cDl0Xv1uxfdxn\n", "6FAjTp2yPtLrdILDHj2DB1uDV0VFWpv8JOYAieNAiX/mJwEYKCEiIiIiIiKJxx9vQUKCCTExJkyZ\n", "0nEPkREjjLJACfOTeJY0TwkAjB9vRLiD3w0HDBCg0wkwGjUoL9eiqMi+R4l0GmJHPUqCrPl6/QID\n", "JeQUNUV9/RnbkUhZeE2qA9uRSFnUdk16oz46HXD//fZDOGzZ5ilJS+s6UML2cR/bQImjYTeAufdP\n", "QoIJ166Zg1pnz1qDW9YeJdYeI9evayEI/t2jxI/SsRAREREREZG7jBxpDZQEBAiYMIE9SjxpyBB5\n", "oMpRIlcL6RTBJ05Y+0tYepRERgoIDTUvNzZqUFen8escJQyUkFPUNt+5v2I7EikLr0l1YDsSKYva\n", "rkkl12fcOOuD+p13tqNPn67fo+T6uMKb9Rk2zBr8CAoSMHlyx4GSUaOsbXXunH2gRKMB4uOtxysu\n", "1vh1jxIOvSHysIICLYqKPDtbSmKigORkU9c7EhERERE5KSXFhNdfvwmDIQAvvNDs7eL4nb59BTz5\n", "ZDPWrQvG8883ISSk431XrGjF++/r7bZbht4A5uE5V66Yh+Vcv65FeLg1OOJvPUpcCpTs3LkTRqM5\n", "IjVs2DDcfvvtbi0UKY/axhJ6U1GRBgsWRHj0nDt21CE5me1IpDS8JtWB7UikLGq7JpVenyefbMGT\n", "TzqeGccRpdenu7xdn9dfb8JrrzV1OdvQHXcYkZbWLk77bGHpUQLYz3wjzYHCHiVO0Ov1uPfee91d\n", "FiIiIiIiIiLqhq6CJBZPPtmM48fDZNtse5RYlJRoZUNx/K1HiUs5SoxGI7Zs2YLNmzcjKyvL3WUi\n", "BVLbWEJ/xXYkUhZek+rAdiRSFrVdk6yPsvlSfebNa5MFQwDbHiXymW9aW5mjpFvmzp0rLn/++edu\n", "KwwRERERERERuV9gIPDDH7bglVfMyUy0WgHR0R0PvWmWpJ0JCvJYMRWhx8lcAwMDO33dYDCI47Ys\n", "0Tau+956enq6osrjy+vAdHhaQACwe3cjgPEwGMx982pr6wAAkZERvbJeV+d4Hvfe0t5u7HonFZzT\n", "X3jjszX/DZvT9SvlfqGG9YICLbKz6wH03v3Gdj0goATt7Rc9Vl/LNiV83lx3fT00NBSkDt7OGeFu\n", "rI+y+Vp9Vq1qwf/+rx4NDRqkphqhlYwxsQ2USHuU6PX+1aNEIwhCt2tcWFiIpKQkAMCuXbswb948\n", "h/tlZGRgwoQJPSshkcoYDDqPJ3Ndt64eK1eGq/qc/lBHnrN37dhRh/R0Br/czRv3PLYluSIrKwuz\n", "Z8/2djFccvToUZSVlQEABg8ejIkTJwIASktLkZGRAZ1Oh+nTpyM+Pt7h+/mdnci/HDumw65dQVix\n", "ogWjR1uDIzduaDByZBQAIDLShP/8zyb87GfmH5FWrWrBW2/d9Ep5e8LVe7tLOUoKCwuxadMmbNq0\n", "CSNHjnTlEORjfGnsHRGRr+C9VR3YjuRtU6dOxaJFi7Bo0SJUVlaK2zMzM7FixQosW7YMx48f92IJ\n", "PUtt1yTro2y+WJ8pU4x49dUmWZAEME83HBBg/qGhtlaL6mpruMDfepS4NPRm2rRp7i4HERERERG5\n", "qKCgAJs3b8aiRYvEbdLhREH+lmCAiLpNqwViYlpQXm6+d+TnWwMl/nYLcalHCfkfXxt7R0TkC3hv\n", "VQe2IylBcnIynnnmGZw4cULcJh1h31VeQTVR2zXJ+iib2uozdKj1XlFQYA0XcNYbIiIiPxQQADHZ\n", "sSckJgpITjZ1vSMR0S0VFRXYuHGjbNu8efMwePBgAIBer0d4uDW/k9FozdWj0WjQGSYk5jrXuQ4A\n", "gYHlAAYCAPLzrd+LgoOhiPK5knDdFS4lc3UWE0Oph/SfJ/UMk7mq43w8J8/ZUzt21AE4qPp7qz8k\n", "c+X/SHXw5WSuVVVViImJAQDs3r0bDzzwAABg69atWLRoEQRBwK5duzB//nyH71fbd3a1XZOsj7Kp\n", "rT4//GEltm4dbrf9v/7rJn784xYvlKhnXL23s0cJEREREZEPO3LkCFpazA8wkyZNErenpaVh/fr1\n", "EAQBc+bM8VbxiMiH9O3b7HC7pUeJv2CghJyipigpEZFS8N6qDmxH8raOeookJCRg+fLlHi6N96nt\n", "mmR9lE199UnGe+/Zbw8K8q8cJUzmSkRERERERESYMKHdYeJWvd4LhfEiBkrIKb44PzgRkdLx3qoO\n", "bEciZVHbNcn6KJva6lNQcBhbtjQgPl6ecN7fepRw6A0pRkGBFkVFnWdkdzfOOkFERERERGR1113t\n", "+OqrOvzoR31w4EAggoMFTJ3a7u1ieRQDJeQUT4y9KyrSeGVmhORkj56SiEiktnHN/ortSKQsarsm\n", "WR9lU2t94uIEbNrUgKwsHeLjTRgwgD1KiIiIiIiIiMiPabXApElGbxfDK5ijhJyitrF3RERKwHur\n", "OrAdiZRFbdck66NsrI86MVBCRERERERERHQLh974gKIiDXbvDvLoOadPb8OoUdYkp2obe0dEpASe\n", "vrd6I2l2c7Nnz+cN/B9JpCxquyZZH2VjfdSJgRIf0NoKvPRSqEfPuXlzvSxQQkREvs8bSbPXrav3\n", "6PmIiIiIeopDb8gpHKtGROR+vLeqA9uRSFnUdk2yPsrG+qgTAyVERERERERERLcwUEJO4Vg1IiL3\n", "471VHdiORMqitmuS9VE21kedGCghIiIiIiIiIrqFyVypQ9LZEWpr6xAZ2bsJAL0xM0JAAGAw6Dx6\n", "Tn+YAYKInGMwGPjLjQoYDAYkJk7z6IxCiYkCkpM9m3TdG7MmeaOe5PvUdm9lfZSN9VEnlwMlpaWl\n", "yMjIgE6nw/Tp0xEfH+/OcpECyGdH6P1ZErwxM0JlpQYrV4Z79JycAYKISH08PaPQjh11SE722OkA\n", "eGfWJG/U01c1NTXhrbfewqOPPoqEhAQA/L5OROQql4feZGZmYsWKFVi2bBmOHz/uzjIRERH5Bf5i\n", "ow5sR1KCgwcP4jvf+Y5sm79+X1fbNcn6KBvro04uB0pCQ0PF5aCgILcUhoiIiIiIuqe6uhqhoaHQ\n", "6/Wy7fy+TkTkGpeH3giCIC4HBga6pTDkmE4HPPJIi0fPGRUloLHRo6ckIvI7HAesDgaDAcB0bxeD\n", "/JjBYMADDzyA3Nxc2XZ//b6utnsr66NsrI86aQTpHbQb9uzZg7lz5wIA9u/fjzlz5tjtc+rUKdTU\n", "1PSshEREREREvSwqKgoTJ070djE6VVFRgY0bN8q2zZs3D3v37kVsbCzKy8uRnJyM++67D4Bz39cB\n", "fmcnIvVy9d7uco+SpqYmAOZItWXZltL/2RARERER+YrY2FisWbPGbvvq1asBADk5OYiKihK3O/N9\n", "HeB3diIiWy4HStLS0rB+/XoIgtBhdJqIiIiIiHpfVVUVDAYDkpOTxVlv+H2diMg1Lg+9ISIiIiIi\n", "IiJSG5dnvSEiIiIiIiIiUhsGSoiIiIiIiIiIbmGghIjIh5hMJhiNRm8Xg8iv8TokIiJfprb/Y71R\n", "H93LL7/8sluPeEtTUxPefPNNDBs2DOHh4QCA0tJSbN++HTk5Oejbt6+4nZTr6NGjOHnyJHJzc3Hz\n", "5k0xORjb0rdkZ2fDYDAgOzsbERERiIiIAMB29DV79uzBvn37MGjQIFlbsR19D9vMdzm6DtmevsnR\n", "/0Z/a0u11Fdtbam256i8vDzs378fV65cwZAhQ3Djxg2frUt+fj4yMjLwzTffICIiApGRkT7XNt35\n", "P+YLdXNUH7c8+wi95PPPPxdOnTolFBcXi9u2b98uLm/durW3Tk295IsvvhCX2Za+5eDBg+Ly7t27\n", "xWW2o+/Jzs6W3VcFge3oi9hmvs32OmR7+iZH/xv9rS3VUl+1taWanqOqq6sFg8Eg2+ardREEQfjs\n", "s8/EZV/+W3P2/5iv1M22Pu549umVoTfV1dUIDQ2FXq+XbQ8NDRWXg4KCeuPU1AsKCgrwhz/8AcOH\n", "Dxe3sS19y7Rp0xxuZzuqA9vR97DN1IXt6Zsc/W/0t7ZUS33V1JZqe446c+YM+vTpgy1btuDixYsA\n", "fLcuAGA0GsVhHsKtyWN9uT4WHdXBV+vmjmefXgmUGAwGpKen220XJDMRBwYG9sapqRckJyfjkF69\n", "nQAAIABJREFUmWeewYkTJ8RtbEvftG/fPkyePFlcZzuqA9vR97DN1IXt6duk/xv9rS3VVl81tKXa\n", "nqPKy8tRU1ODxYsX49KlSzCZTD5bFwC47bbb8MYbb+DNN9/E+PHjAfhu20h1VAdfr1tPnn0CenLi\n", "iooKbNy4UbZt3rx5KCsrw44dO1BeXo7k5GQxr4U0wYpGo+nJqcnNOmrLwYMHAwD0er1sDBfbUpk6\n", "a8eDBw8iJSUFsbGx4mtsR2Xq6nq0xXb0PWwzdWF7+i7b/43+1pZqqq9a2lKNz1GWX/cHDhyIqqoq\n", "n67L2bNn8cILL8BkMmHXrl1YsGCBT9fHoqM6+HLdevrs06NASWxsLNasWWO3ffXq1QCAnJwcREVF\n", "idubmpoAmCM5lmVSho7asqqqCjExMQDkETi2pTJ11I6HDx9G//79kZycLNvOdlSmjtqxI2xH38M2\n", "Uxe2p29y9L/R39pSLfVVU1uq7TlqxIgRyMvLw/Dhw1FdXY0xY8b4bF0A63ANrVYr9kjw5fpYdFQH\n", "X62bO559NIL06deNqqqq8OmnnyI5ORn33XcfAOD69es4ePAgBEHAnDlz0K9fv944NbnRzp070dLS\n", "AgCYNGmS+MfGtvQdZWVl+PDDDzFq1CgAQH19PVauXAmA7ehr9u/fj7y8POj1eiQnJ4u/0LAdfQ/b\n", "zHc5ug7Znr6nvLwcH3zwgd3/Rn9rSzXUV41tqbbnqE8//RQ6nQ5xcXFIT0/36brk5uYiJycHADBm\n", "zBiMHDnS5+rTnf9jvlA32/qMGjXK4T0B6F59ei1QQkRERERERETka3olmSsRERERERERkS9ioISI\n", "iIiIiIiI6BYGSoiIiIiIiIiIbmGghIiIiIiIiIjoFgZKiIiIiIiIiIhuYaCEiIiIiIiIiOgWBkqI\n", "iIiIiIioW06ePIm3337b7cetqqrC0aNH3X5cou5goISIiIiIiIi6ZdKkSYiNjXX7cdvb29Ha2ur2\n", "4xJ1R4C3C0BERERERES+x2QyYfv27TAajTCZTIiNjcWMGTNQVVWFvXv3IiQkBEajEQkJCZgyZYr4\n", "ns2bNyMgIACCICAsLAz33XcfAKC8vBz79u1DWVkZampqAAB33XUX+vfv77U6kn/SCIIgeLsQRERE\n", "RERE5Ftef/11rF69WuxZcvz4cURGRuLYsWNYsWIFAgMDAQBHjx5FQkICkpOT7Y6xceNGPPTQQ+L6\n", "jRs3kJ2djRkzZniiCkQOsUcJERERERERddvAgQNlw2/Gjx+PvXv3orS0FLt37xa3m0wmBAQEIDk5\n", "GS0tLdi7dy+MRiO0Wi2uXLnijaITdYqBEiIiIiIiIuq24uJiVFRUiMGSM2fOYMSIEWhtbcUDDzwg\n", "9igBzLlHAOCzzz7D7NmzERERAQBobGyUHVOn08FoNHqoBkSOcegNERERERERdcvJkydhMBiQkJAA\n", "vV6PtrY2xMXFYdq0aWhsbMS+ffug1ZrnDmlsbERaWhqGDh2K7Oxs5OTkIDAwEO3t7bh06RLGjx+P\n", "uXPnise25DDRarVoa2vDggULEBDA3/jJcxgoISIiIiIiIiK6hdMDExERERERERHdwkAJERERERER\n", "EdEtDJQQEREREREREd3CQAkRERERERER0S0MlBARERERERER3cJACRERERERERHRLQyUEBERERER\n", "ERHdwkAJEREREREREdEtDJQQEREREREREd3CQAkRERERERER0S0MlBARERERERER3cJACRERERER\n", "ERHRLQyUEBERERERERHdwkAJEREREREREdEtDJQQEREREREREd3CQAkRERERERER0S0MlBARERER\n", "ERER3cJACRERERERERHRLQyUEBERERERERHdwkAJEREREREREdEtDJQQEREREREREd3CQAkRERER\n", "ERER0S0MlBARERERERER3cJACRERERERERHRLQyUEBERERERERHdwkAJEREREREREdEtDJQQERER\n", "EREREd3CQAkRkRu0tLTgF7/4Bd544w289dZbOHfunPja448/jsLCQrv3/POf/8SLL76Ijz76yO61\n", "69ev45NPPunVMndm165dePLJJ712fiIiIvIMfochshfg7QIQEanBiRMnMHv2bMyePdvutZdffhkJ\n", "CQl221etWoXCwkJ89dVXdq+1traiubm5N4rqlHnz5uHs2bNeOz8RERF5Br/DENljoISIqIcOHDiA\n", "DRs2AABOnjyJ+Ph4rFq1Cs3NzfjLX/6CzMxMvPHGG0hKSnLqeAUFBVi7di3y8vJQWloKAFi6dCmG\n", "Dh0KADh69Cj27NmD8PBwNDY2YsGCBZgwYQIA4OzZs/jb3/6Ge++9F2fPnoVer8fQoUOxfPlytLW1\n", "4Y033oBOp4NGo4FWq8XPfvYzaLXmzoXvvvsuiouLERQUhICAABiNRnd/VERERKQg/A5D5BgDJURE\n", "PTRz5kzxH/X06dPF7Xq9Hs8995zDbqmdSU5OxtNPP42vvvoKjz76qOy12tpabN++Hb///e/Fbb/9\n", "7W8xZswYBAcHY9y4cXjkkUfw/vvv45133kFISIi431tvvYVly5aJX1by8/PxwQcfYPXq1Th06BBi\n", "YmLwxBNPAACuXr2KZ599tnsfBBEREfkUfochcoyBEiIiH5KXl4fy8nLZl4yGhgZcv34dQ4YMEbet\n", "Xr1a9gUDMP/Ks2nTJtm24OBgAMCxY8fwzDPPiNsHDx6M1NTU3qgCERER+SF+hyFfwkAJEZEbCIIA\n", "jUbj0vscCQwMRFtbm9321NRUDBs2DC+88IK4zWQyyY7T0TEnTpyImTNnyr6MtLa2AgCmTJmCzz//\n", "HEuWLAEAFBYWIjs7u9v1ISIiIt/C7zBE9jRCR3+NRETklG3btuHzzz8HAAwdOhSpqamYP38+Dhw4\n", "gMzMTJw6dQpDhw5FdHQ0lixZgmHDhuHKlSv49NNPUV1djby8PEycOBGTJ0/GzJkzxeO++uqrCAoK\n", "gk6nQ3NzM55//nkEBQUhOzsb27dvR2BgIACgqqoKzz33HPr27YutW7diz549YllGjRqFBx98UDzm\n", "22+/jYaGBgDAzZs3MXr0aDz00EMAgHfeeQfXr19HeHg4GhoakJeXh6VLl2L+/Pke+RyJiIjIs/gd\n", "hsixLgMl2dnZuHDhAkwmE6ZMmYLExETs3LlTTJAzbNgw3H777R4pLBERERER2XP0nb20tBQZGRnQ\n", "6XSYPn064uPjvV1MIiKf0OXQm8rKSixevBgA8NlnnyExMRF6vR733ntvrxeOiIiIiIi65ug7e2Zm\n", "JlasWAHA3HNg4cKF3iwiEZHP6DJQMm3aNLttRqMRW7ZsgSAIGDJkiDilExEREREReZ6j7+yhoaHi\n", "clBQkCeLQ0Tk05xO5rpv3z5MnjwZADB37lxxu2VMGxEREREReZf0O7t0hL0lJwQREXXNqUDJwYMH\n", "kZKSgtjYWLvXOrvp7t27FzqdzvXSERERERF5QFRUFCZOnOjtYvSI7Xd2S05BAJ3OasLv7ESkVq7e\n", "27sMlBw+fBj9+/dHcnKyuK2wsBBJSUkAgObm5g7fq9PpOCxHJQwGA9LT071dDOohtqM6sB3Vg22p\n", "DmxHdcjKyvJ2EXrE0Xf2pqYmAOaeJZZlR9T2nV1t1yTro2ysj7K5em/vNFBSXl6OI0eOYNSoUcjN\n", "zUV9fT1WrlyJwsJCZGZmAgDuuOMOl05MREREREQ919F39rS0NKxfvx6CIGDOnDneLiYRkc/ocnrg\n", "nsjIyFBVdJqIiIiI1CkrKwuzZ8/2djG8gt/ZiciXNbc3I7cqF2PjxkKr0cpec/Xeru16FyIiIiIi\n", "IiIiZTGajLj/0/sxa8Ms/DTjp247LgMl5BSDweDtIpAbsB3Vge2oHmxLdWA7EimL2q5J1kfZWB/v\n", "ulh9EWfKzwAAtl/aDncNmGGghIiIiIiIiIh8zreV34rLDW0NqG+td8txGSghp6gp87E/YzuqA9tR\n", "PdiW6sB2JFIWtV2TrI+ysT7eJQ2UAEBRQ5FbjstACRERERERERH5nNzKXNn69frrbjkuAyXkFF8b\n", "q0aOsR3Vge2oHmxLdWA7EimL2q5J1kfZWB/vyqnMka0XNxS75bgMlBARERERERGRT2lsa0RBbYFs\n", "2/UG9ighD/K1sWrkGNtRHdiO6sG2VAe2I5GyqO2aZH2UjfXxnotVFyFAPssNe5QQERERERERkV+y\n", "TeQKMEcJeZivjVUjx9iO6sB2VA+2pTqwHYmURW3XJOujbKyP99jmJwE49IaIiIiIiIiI/JTDHiUN\n", "1yEIgoO9u0cjuOMoHcjIyMCECRN66/BERERERG6RlZWF2bNne7sYXsHv7ETki8a8PwYljSV22wue\n", "KkBEcAQA1+/t7FFCRERERERERD6jurlaDJIE64KRHJEsvlbUUNTj4zNQQk7xpbFq1DG2ozqwHdWD\n", "bakObEdSApPJBKPR6O1iKILarknWR9lYH+/IrcwVl0fGjMTgiMHiujsSugb0+AhEREREROQ1e/bs\n", "QV5eHhYuXIiEhAQAQGlpKTIyMqDT6TB9+nTEx8d7uZRERO4jTeQ6uu9oaDXWPiDumCKYgRJyii/N\n", "p00dYzuqA9tRPdiW6sB2JG+bO3cucnLksz9kZmZixYoVAIBt27Zh4cKF3iiaV6jtmmR9lI318Q5p\n", "ItfRfUejvrVeXHfHzDccekNEREREpDKhoaHiclBQkBdLQkTkfpeqL4nLo2JGISEsQVxnjxLyGIPB\n", "4DPRReoY29H3FdQWILsoG5GRkR47Z2J4IpIjkz12Pn/Ca1Id2I6kRNKJLQMDA71YEs9T2zXJ+igb\n", "6+MdV2quiMvDoofJXmOOEiIiP1NUX4SVGSs9es4di3cwUEJE5GOkiV01Gk2X+0sfjizJHH11/fz5\n", "84oqD+vD+vjSui/Up8XUIg6v0UKLq+euImG0tUfJlRvWIIqrNII03OxAdnY2Lly4AJPJhClTpiAx\n", "MdHp5FCck52IyL0MRQYs2LLAo+fcsXgH0hOV/8sCEVFPZGVlYfbs2d4uhstycnIQFRUlJnPdunUr\n", "Fi1aBEEQsGvXLsyfP7/D9/I7OxH5km8rv8XdH98NAEiOSEbWY1mobq7GsL+be5aEBYah8EeF0Gg0\n", "Lt/bu+xRUllZicWLFwMAPvvsMyQmJvp1cigiIiIiIiXZv38/8vLyoNfrkZycjGnTpiEtLQ3r16+H\n", "IAiYM2eOt4tIROQ2eTV54vKQqCEAgKjgKIQEhKCpvQkNbQ2ob61HRHCEy+foMpnrtGnT7LYxOZT/\n", "8ZX5tKlzbEciZeE1qQ5sR/K2OXPm4Mknn8SqVavE7+4JCQlYvnw5HnnkEfTr18/LJfQstV2TrI+y\n", "sT6el1drDZQMjRwKwDzEcGDYQHF7UUNRj87h9Kw3+/btw+TJkwH4d3IoIiIiIiIiIn9iNBlxqfoS\n", "usjc4RH5Nfni8tCooeKydOabniZ0dSpQcvDgQaSkpCA2NhZA95JDSSNSBoOB6z66np6erqjycN21\n", "dSkllIfrrq97mrfrq9Z1aWIyJZSH666tW7YppTxc9637K7mfL8zY0R2sj7L5S32WbF+CtHVpeO6r\n", "5zxcInv5tY4DJQPDrT1KejpFcJfJXA8fPoy4uDiMGjVK3OZscigmhiIici8mcyUi6h2+nsy1J/id\n", "nYg6U9VUheHvDgcARAZHIv+p/C7e0bvGfjgWRfVFAIBj3z+GETEjAACvff0a/nDiDwCA5yc/j5em\n", "vOTyvb3THiXl5eU4cuQIcnNzsW3bNqxbtw4AxORQ69evR1paWrdPSr6Hv7SoA9uRSFl4TaoD25FI\n", "WdR2TbI+yuZMfWpbanHj5g0PlKbnHNWnqb1JXG5obfDq8Jvm9mYU15t7i2g1WiRFJImvSXOU1LbU\n", "9ug8AZ292K9fP7z44ot22y3JoYiIiIiIiIjIsSs1VzDt39PQZmrDjsU7MCVhireL1G0txhZx2SgY\n", "0WJsgT5A361j5FTmwGQy4ba423pUlsK6QggwB2oSwxMRHBAsvvZgyoOYOXgmBvQZINvuCqeTuZJ/\n", "U9vYO3/FdiRSFl6T6sB2JFIWtV2TrI+ydVWf7Ze2o6m9Ce2mdmy5uMVDpXKdo/pIAyUAcLPtZreO\n", "eez6MaR/nI5p66fhwNUDAMwTxPz3sf/Gyl0rsfniZrSb2p06ljSR65DIIbLXovXRSIpM6nGQBGCg\n", "hIiIiIiIiKhXXG+wzr5SfrPciyVxnW2gpLGtsVvv31+w3245qywLb2S+gd15u/HEnicw6Z+T8O+c\n", "f3d5rCs1V8RlaSJXd2OghJyitrGE/ortSKQsvCbVge1IpCxquyZZH2Xrqj7SQEnFzYreLk6POapP\n", "TwMlFU3Welc1VwGQz1wDAFfrruLZ/c8iqyyr02NJ32fbo8SdGCghIiIiIiIi6gUlDSXi8o0m30jo\n", "aqulvWeBEktwBAAqmyoByIMnUlmlnQdK8mryxOWhkexRQl6mtrGE/ortSKQsvCbVge1IpCxquyZZ\n", "H2Xrqj6yHiUdBAeUpDdylDjqUWIJmACAXmdNDHul1jq0xpG8WkmghENviIiIiIiIiHxHq7FV1ouk\n", "urkabcY2L5bINa3GVtl6d3uUSIMilqCJdNud8XeKy9IeI7Za2ltQVF8EANBAg+TI5G6VozsYKCGn\n", "qG0sob9iOxIpC69JdWA7EimL2q5J1kfZOqtPaWOp3bbK5koHeyqHo/o0G5tl6z0JlFQ1mXuUSHuZ\n", "TI6fLC53Fii5Wn8VJsEEAEgIS+j2FMXdwUAJERERERERkZtJh91Y+EJCV1s96VFiNBlR3Vwtrje0\n", "NaC5vVkWPJk0YJK4XFhX2OFUwbL8JL047AZgoIScpLaxhP6K7UikLLwm1YHtSKQsarsmWR9l66w+\n", "jgIlSk/o6jBHSQ+SuVY3V0OAINtW2VQpC5QMihiE+D7xAIB2Uzuu1l11eCzp1MDDooY5XQZXMFBC\n", "RERERERE5GZq6VFil8y13flkro4S2FY1V8kCJX31fWU9RKQBESkGSkhx1DaW0F+xHYmUhdekOrAd\n", "SalKS0vx8ccfY8OGDSgpKen6DSqhtmuS9VG2zuojnRrYovxmeW8Wp8cc1cc2UNLY6nyPEmlAxKL8\n", "ZrlsyuAYfYwsUNJRnpIr1dZAyfDo4U6XwRUMlBARERERqVBmZiZWrFiBZcuW4fjx494uDpHfcdij\n", "xAemCLbVkx4ljpLX5tXkicNxooKjEKgLlPUQ6ShQcqn6krjc2z1KAnr16KQaahtL6K/YjuSKAG0A\n", "DEWe/fUnMTyxV6d8Uwpek+rAdiSlCg0NFZeDgoK8WBLPUts1yfooW2f1KWm071HiizlKbJO5NrQ1\n", "OH08Rz1KLlZdFJf7hvQFIA98OBp609DaIH6eAdoAJEUkOV0GVzBQQkREnapsqsTK3Ss9es4di3f4\n", "RaCEiKg3CYI1gWJgYKAXS0LUe0yCCVpN5wMlcipy8Ohnj6J/aH988uAn6BPYxyNlU0uOkuZ2m+mB\n", "uzH0xlEPmgtVF8RlS6Ckq6E3+bX54nJyRDICdb17T+PQG3KK2sYS+iu2I5Gy8JpUB7YjKZXRaBSX\n", "NRpNp/tK/44NBoNPr7/99ts9ev/OAztx/0f3Y83eNWhsa/T5+iht3Z31eeXoK0j8ayJ+suknne7/\n", "7M5ncaXmCo5eP4o/fvZHj9THJJhQ2lgKW/nl+YpqD2fqU1BUIKtDcXmx08f75so3dp9Bdlm2uKy5\n", "qYHBYMCQyCHQwHyfulp3VezFYjne5erL4nuiTdFOn99VGkEaanazjIwMTJgwobcOTx5kMBhU103O\n", "H7EdfZ+hyIAFWxZ49JzrHljnlR4l6Ynq/1vlNakObEd1yMrKwuzZs71dDLfaunUrFi1aBEEQsGvX\n", "LsyfP9/hfmr7zt7Ta/K3R36Lt069BQD46cSf4j/v/k93Fc0larvHuKs+lU2VSHk3BQAQEhCCoqeL\n", "HAYEi+qLMO7DcWJOjOcnP4+XprzU4/NbdFSfssYyjH5/tN32QeGDcPbxs247v7s5qs9PM36Kddnr\n", "xPWpCVOxa8kup473xJ4nsPni5g5f/37q9/GnOX8CAIz9cCyK6osAAMdXHkdKdIq435uZb+J3x34H\n", "AFgzfg1evedVp87v6r2dPUrIKWq6OfsztiORsvCaVAe2IylVWloa1q9fj/Xr1yMtLc3bxfGYnl6T\n", "J0tPisvvnXvP60Ml1HaPcVd9pO3U1N6E+tZ6h/tt+HaDGCQBID6Iu0tH9ZHmJ5Hm06hoqkAv9lXo\n", "MWdylPR0emCp2JBYcVmWp6RanqdEmrdkeFTvzngDMFBCRERERKRKCQkJWL58OR555BH069fP28Xx\n", "uvrWeuwr2IfaltoO9xEEAedunBPXG9sa8ZfTf/FE8aibMksyZevS6WYtBEHA+m/Xy7Zdq7vWq+Wy\n", "uF5vzU+SEp0CvU4PwBzUaWxzPseHEtjlKOlG+aua7NtFKiYkRlyW5imxTegqHXrT2zPeAE4ESkwm\n", "k2x8I/knd4zzIu9jOxIpC69JdWA7EilLR9fkqt2r8PCOhzF/83yYBJPDfQrrClHXWifb9t7Z93Dj\n", "pvdmKlHbPcZd9TlRckK2Xt1cbbfP19e/liUBBdzfo6Sj+kgTuSaEJSA21NpzQslTBDuqj22Pku4E\n", "SrrTo2RopCSha601oasgCLhcIwmURHs5ULJnzx6sXbsWZWVl4radO3di27Zt2LZtG86fP9/rBSQi\n", "IiIiIuqJq3VXcfDaQQDANxXf4FL1JYf7SXuTWNxsv4m/ZLFXiZK0GduQVZYl2+aoR8nHOR/bbStu\n", "KO4wUOZO0qE3CWEJiAuJE9e9GXhzRYuxRbbubKBEEASH0wNLWWa9AeQ9RaQz31Q1V4k9wfoE9kF8\n", "n3inzt8TnQZK5s6dixkzZsi26fV6LFy4EAsXLsTtt9/em2UjBVHb2Eh/xXYkUhZek+rAdiRSFkfX\n", "ZEZhhmxdmt9C6vwN6w/Bo2JGicsfnP/A7ld1T1HbPaY79dlXsA93/esurN6zWjb0Irsy2y5PRk1z\n", "jWy9obUBOy7vENctUwi3mdoczkbjqo7qI+1REh8WL+tRouRAiaP62AZKbrY5l6Okoa0BrSbzdRMa\n", "EOpwWmZpoEQ69Obr4q+xKXcTAMh7k0QN63IWL3fodo4So9GILVu2YPPmzcjKyur6DURERERERF7k\n", "bKDkbLl1NpKf3fkzDAwbCMD8C/rFqou9V0CyIwgCfv7Vz3Gh6gK2XNyCqR9PxYsHX0RDa4NdfhLA\n", "vkeJocgg9nwYET0Ct8daf+S/Vi/PU9Lc3ox9BftQ0lACd5EeKyEsQTbE5EaTcgMljtgGStpMbU4F\n", "DqW9SWJCYhCjj7HbxzaZa2rfVABAq6kVT+19Cq99/RouVV2S7eMJ3Q6UzJ07F4sXL8b3vvc92ZCc\n", "jihpTmiuu75uWVZKebju2vrbb7+tqPJw3fV1tautrVXU591b65ZtSikP111bf/vttxVVHq7z/urv\n", "bNuz1diKQ9cOybY506NkbNxYjO8/3vpahXfSDqjt71Nan8qmSvw046d47evX7IbDnL1xFoV1heJ6\n", "u6kdfz/7dzz62aPOBUqKree5b8h9GBQxSFwvqiuS7fsfB/4DD+94GLM2zEJdizxHTXfqI2XboyQu\n", "1Dr0xtdylLS0t9htc2b4jTRQEhsSK+s9YiHdptPq8PG8jzEyZqS47Q8n/oBfHf6VuO6J/CQAoBG6\n", "mJsoJycHUVFRSEhIsHtt//79mDNnTofvVduc7P7MYFDX/O3+iu3o+wxFBizYssCj51z3wDqs3L3S\n", "o+fcsXgH0hPV/7fKa1Id2I7qkJWVhdmzZ3u7GF6htu/sttfk4WuH8eDWB2X7aDVa5D+Vj/CgcHFb\n", "WWMZRr8/GoB5mEDhjwrxhxN/wOvHXwcA/OiOH+F3037ngRrIqe0eI63Pbwy/EfO//POBf2LesHni\n", "fq8cfQX/e/J/AQBhgWFoaGsQX9NpdDAK8glHnhz3JF6f/rq4PmvDLJwpPwMAWD9/PQ5eO4i1Z9aa\n", "zzv1N/g/k/4PAPMwmNT3U8Xjvfudd/G9kd9zqT4WJsGEpLVJYjAh/6l8rMteh98YfiOW9YlxT+By\n", "9WXMHDwTQbogp8/X2xzVZ8q6KbhYLe9Rde7xc0gMT+z0WHvz92LZzmUAgNlJsyEIAr68+qX4ul6n\n", "R/GaYruhNHUtdfjB5z+Q7Wux9r61eGjUQ07Xx9V7e7d7lBQWWqN6zc3NnexJaqKmm7M/YzsSKQuv\n", "SXVgOxIpi+01ub9wv90+JsGEM2VnZNukiVzHxI6BTqvD7XHW4Rrf3PjGzSV1jrQ+Le0teDPzTbx7\n", "9l108Xu3YknrI+3Zc7rstLgsCAK2X9ourq+9by2evuNpcd02SALIZ72pa6kT21MDDaYkTMGgcGuP\n", "EunQmy0Xt8iOtyd/j8v1sXj/3PtikCQyOBIRQRGyZK4nS09i5vqZWL5zOX579LfdOl9vcyZHCeBc\n", "jxJpz5m++r6yYTaAuTeJo3wjEcER2LBgA54Z/4zda54aehPQ2Yv79+9HXl4e9Ho9kpOTMW3aNBQW\n", "FiIz09zV6Y477vBIIYmIiIiIiJy1KXcT9hXuw9KRS2WBkkHhg8SH5JOlJ3HPoHvE12yH3QCQBUrO\n", "V5yHIAi9kkgyuyIbmy5swsKUhbijX8fPWK9+/Sr+evqvAIC40DgsTFno9rJ4iiAI+LbyW3FdOhNR\n", "TmWOOD1sWGAYZiXNwsykmdhbsBdXaq6I+0l7lkgDJcdLjotDeW6Pux2RwZGyoTfX6qyBko25G2Xl\n", "2l+4H23GNgTqAl2q16XqS3j5yMvi+g9v/yE0Go1s6I10xp5NuZvwSvorHklQ6ipH+UicSeha2Wwd\n", "etM3pC8EyIN7toETqQBtAF655xVM6D8BP8n4CRrbGhGtj8aovqM6fI87ddqjZM6cOXjyySexatUq\n", "TJs2DQAwbdo0LF26FEuXLkVKSopHCknep7axkf6K7UikLLwm1YHtSOQ+JsGE5vae9Vq6T+IxAAAg\n", "AElEQVTflLEJT+97Gp9e+BQP73hYfBgP0gbhmQnWX6ht85RIE7laAiQDwwYiMjgSAFDbUoui+iJx\n", "2dkpUrtiNBnxyM5H8KdTf8KKnStgNMl7S1juMTXNNfjHN/8Qt+++stst5+9tXxZ+ic0XNqPd1A7A\n", "Wp/SxlJxyldAHijZftnam+Q7Q74DfYAeIQEh+POcP0MDa0DhroS7xGVpjpIjxUfE5akDpwKArEeJ\n", "pR0vVl3E6XJrTxbA3LbHrh9zun7S/wHtpnY8vfdpNLU3ATD3THp+8vMAIAuUSN1ouiELGHmbo/9p\n", "zUb7a9IdOUpiQuyTu9paNGIRDi4/iF9M+QU2PbjJ4cw5vaHbQ2+IiIiIiIjcLbsiG2nr0jDi3RF2\n", "yVe7w1BtsEsMCgB3DbwL0wdNF9dPlp6UDV+R9igZ128cAECj0chmSzl/4zz+cf4fGPLOEAx9ZygW\n", "blmIv53+W4+mDj5Tfkbs5VLSWGI3I4vFh+c/lD2cHrh6wC6oojTHrh/Dku1L8MQXT+DD8x/KXrMN\n", "DuTX5IvBlB2XrNP6zh8+X1yekjAFT483D8HRaXRYddsq8TXp9MBHiqyBkrsH3g3APlAiCAI2Xdjk\n", "sNzdHX5j8f6598XeIoHaQKy9by2CA4IBdN574sDVA04dv7GtEQW1BS6VrSdc7VEiHXoTExJjFyjp\n", "7DORGho1FM9Nfg4T+nsul1KnQ2+ILDj+Wh3Yju5VUFsg/iLhKT39lY2UhdekOrAdiXrudNlpLNm+\n", "RBw+8e7ZdzFt0DSXjnW27azD7d8Z8h2kRKcgIigCda11uNF0A1frriIpMgl1LXUoqCsAYO7yPyrG\n", "2r3/trjbxBlUTpaexEfZHwEwT5F6qOgQDhUdwldXv8InCz5xafiE7dTFl6svIzkyWVxPT09HS3sL\n", "/n7277L9qpqrcKb8DCYOmNjtc3rK/gLrsKfdV3bjiXFPiPfM3Kpc2b6tplZcrbuKVmOrmDg0NCAU\n", "c5Lkk4e8kv4KpiZMRWxoLIZGDhW3W3qUNLQ2iElcAWuvk2h9NEIDQnGz/SYa2hpQ3VwtG3bz2G2P\n", "iT12vsj/Aq/e86pT7Sn9H7Dryi5x+YW0FzAmdoy47mjGF4uD1w7KejvZMgkm/OP8P/BfR/8L9a31\n", "+P303+OJcU90WTZXOJujRJpctyNVTdZePrEhsXYBzM4+E29joISIyEVF9UVemYGGiIhITY6XHMdD\n", "2x9CfWu9uM2Sn6K78mvyxSSeQdogbHpwEz785kP0CeyDx257DFqNFhP6T8BX174CYA58JEUm4dsq\n", "a++GEdEjxF4AgDxPyXvn3nP4gLi/cD925+2WzdriLNtks5drLmMO5MGBjRc2ouxmmd17MwozFB0o\n", "yanMEZdPlZ1Cu6kdAVrzI2huZa7d/peqL8lmV5mdNBuhgaGyfTQaDe4fdj8AiD1QAPOQGaPJiMyS\n", "TDFvSWrfVHF4h0ajQWJ4onj8jRc2ir13ooKj8PLdL2PThU1obGtEXm0eLlVfwoiYEU7Xtc3YJss9\n", "snz0ctnrQbogRAVHoabF3PMlJTpFHG50tPgoWo2tDme/uVp3FU998RSOlxwXt23M3dhrgRJbRpNR\n", "9jlbdDuZa0hfnwqUcOgNOYXjr9WB7UikLLwm1YHtSOS64yXHsWTbElmQBDD32nRlVpcdl61DNmYl\n", "zcI9g+7BB9/9AH+e82foA/QAgEnxk8R9TpSeAABcqrLmxxgZM1J2TOnQG2mQ5McTfoxlo5aJ678+\n", "/Otu9/ysaqqSPVwDwJXqK7L1Q4cPiVPoApANP3A0faqSSIfXNLY1IrsiW7xnOsrLcan6Eo4VW/OD\n", "zEqa1enxA7QBiAiKAAAIEFDbUoujxUfF1y3DbiykCV3fzHxTXF40YhEigiMwc/BMcZuzw28s9fmm\n", "4hsxN8mg8EGID4u323dwxGBx+fXpr2NI5BAAwM32mzhRcsLh8Z/d96wsSAIA1xuuO1U2V9j+T3PU\n", "mwRwMplrkzyZq21ghIESIiIiIiLqNSaTCUajsvNVODIkcggSwhIAAHEhcWKixqb2JpQ2lnb7eNIk\n", "oAuGO+71OaGfNdCQXZENQJ5INCVaPmHFiJgRCNTKZ0AJ0AbgmQnP4LVpryFaHw0AKKwrxF9P/xVF\n", "9UU4V37OqQfJA9cO2P3Kfrnmsmz9XP05sXxhgWF4b+57YkLTk6UnZbk5lKS+tR6FdYWybZkl5tlT\n", "BUHAhaoLdu+5UHVBFhSQJmvtSIzemhC0uqUaX1//Wly3JHK1kOYpkSZ//eHYHwIwD8+y6CpvyI7L\n", "OzDm/TH469W/wiSYxLoBwOT4yQ7f85upv8H4fuPx/OTnMWPQDFnOHEsvJ1u2Q5QAcyLcnuTF6Y6O\n", "AiUuJXPVu5ajxBsYKCGncPy1OrAdiZSF16Q6sB3J2/bs2YO1a9eirEw+NKO0tBQff/wxNmzYgJKS\n", "Ei+VrnP9Qvth66KtmJowFbuW7MKIaOtQB2eTVp6/cR5bLm7BgasHxNwUgdpAfHfodx3uL80bkVOZ\n", "A0EQ5IGSGHmgJEgXJMtZAgDzhs1Dv9B+iNZH46W0l8Ttr339GsZ+OBYzNszAsL8Pw5JtS/Cv7H/J\n", "esecKDmBP2f9GaWNpfiy0L5HyOVqeaDktMY6K8sjqY8gOTIZ4/uPB2DOXdHRA7a3ORpak1mSifT0\n", "dBTVFzkcwrSvYJ8YwIjRx9gFrRyxBKoAcw8daVvaDkuSBkosZg2ehdS+qQDMyWItpMexVddShx/v\n", "/zFKGkvwRcUXMBQZxN5JQMeBkllJs5CxLAMvTXkJGo1GFig5eO2g3f5Gk9Eu2ACYe8+4Ekh0hu3/\n", "NGd7lHx25TO8kfmGmJek1diKutY6AObEu5HBkYjSR8lmLbINnCgJc5QQEREREfmwuXPnIicnx257\n", "ZmYmVqxYAQDYtm0bFi5c6OmiOSUhLAE7v7cTGo0GyZHJ4nSt+bX5uGtg5z0Kjl0/hge3PIg2U5ts\n", "+8zBM8VpfW0lhiciLDBMTOhZ2lgqeyiWBmssbou7DecrrLPiPH7b4+LyY7c/hg/Of2D3y3+LsQVf\n", "Xv0SX179EpdrLuPlu1/GhaoLWLBlAVqMLfhr1l/tyg0AxQ3FuNl2E6GBoahqqpJNA7xyzEoA5twd\n", "liE7GYUZWJiivLaV5iexsPS6kH5Wg8IHiblCym+Wi9unJExxKpmqNFBytf6qmBcjSBuE+D7y4S/S\n", "oTcW0iSqg8IHQafRwSgYcb3hOpramxASEGL3ng/OfyAbLvZJ7idO9SixNW3QNGiggQABWWVZqG2p\n", "lf3dVjZXQoAg1jM5MlmsX1F9kWwoT29paXccKJEGui5VX8LK3SshQEBxfTHemv2WbPam2JBYaDVa\n", "aDVaROmjxKTNHHpDPo/jr9WB7UikLLwm1YHtSEoVGmpNghkUZJ8kUkksD8RDo6yzmOTX5nf6HpNg\n", "wksHX3IYbOho2I3lXKP7jhbXz5aflfVeGRY1zO490oSuw6OGIz3R+qt7gDYAf5rzJ0QFRwEw95JJ\n", "jkiWvf9vp/+GC1UX8KvDvxJ/oS+/WS4+MMboY2TvyasxJ7PdeGEjWk3mIRYT+k8Qe8NIc3d8Wfil\n", "S/lcepujHCTX6q9h+5fbZa/NTpoNvU5vt6+0d0dnLMlaAeBMmXW2m6TIJOi0Otm+ieGJsvXUvqmY\n", "MWiGuB6kC5L1OnHUq6mpvQlrz6yVbdt6cas4E2JoQKis11JnovXRuKPfHQDMf8/SaY0B4MbNG+Jy\n", "XEgcBoYNFNeL64udOkd3uZKj5HTZaTGgYxmydK78nPh6amyquGz5vAdHDBZztCgRAyVERERERCok\n", "fXgODAzsZE/lkE6L21WgZMO3G3D2hnkq4CBtEPqH9gcADA8d3mUPC+mD2+683eIsKYPCB9nNsgKY\n", "Ay+WpKGWYRNSkwZMwuUnL6NkTQlyV+ci67EsnHv8nPiw325qx/Idy+2mAraYlTRLNsPK5ZrLEAQB\n", "67Kts919f8z3xeWJ/SciLDAMAFDSWIIbTdYHaqXIqbD2KAnSWgN1uY25smE5qX1TMTx6uN37nQ2U\n", "RAdbe5ScLrMOU0qKSLLb13bozZrxa+zackiU9eE9v8b+b3DDtxtkPV8AoNloTeI7ccBEcWYfZ9yd\n", "aE04Kx2+A9gESkLjZIEeS2Cmt3WUC0Wao0QatLlWfw2VTZU4f8PaA2ts3Fhx+U9z/oSP7v8IXyz9\n", "AoE65d6XOPSGnMLx1+rAdiRSFl6T6sB2JE+pqKjAxo0bZdvmzZuHwYMdd7+XJnftagiDwWAQ/5Yt\n", "vyh7Y136C7Pl13xH+zcZm/Dq5VfFfRf2W4i3l76N+tZ6nM08i6zjWZ2eL7jGOv3vjgvWmXJSolM6\n", "LN+5x8+hvrUe+WfzYSh3/HkFBwTL1t+Y8Qam/3s6TDChoK5APM/UqKmoDagVk8mOaBuBmuga7C3Y\n", "CwDIOJOBxPBEsedFsDYYi1MWy86XEp0iDlPafHAznv7u073ePs6uC4IgG3pzV+RdOFhtzsHxbeO3\n", "yCmzvtZ2vQ1R7VGQCtIEYVzcOKfOV19uHQJjCZwBEP+WpPsP6DMAsYGxqGirQGJ4Ir434nt2xwu5\n", "aR1qk1ebJ/69NQ1sQlVzFX5/5Peyc9gG9OLb47t1PYVVh4nvPVFyQva6baBkYLikR0lDsVPH7+66\n", "ZZtl/XiWfMYdC0ugxGAw4MRVeYDn4wMf42yrtS2Cq6zX2+njpxGNaPQf3r9Xyu+oPq5goISIiIiI\n", "yAfExsZizZo1Tu/f1GSeqlQQBHG5I9KHCtsHDE+uO+pREj4iHEeKj2DEzRHoF9oP6enpeO3r18Rk\n", "lgP6DMCbC9+ERqNBRHAE7rnnni7PpynS4O9FfwcA1ButD9rDo4d3Wr6I4AgMTB/Y4eu262Nix4g5\n", "TCzCg8Lx4ZIPERoYinXZ6xAVHIWHRz2Mj775SNynPbId//zmn+L64pGLEREcITv+iL0jxEBJ8EDr\n", "g6g328+yXtpYiqrT5qSeYYFh+FH6j3BwpzlQcsV0BcWt1h4IS6cvRc25GhgyrUM+0gamib0Nujrf\n", "uBHjsKF0AwB5L4ekyCS7/XVaHbY/tB07L+/E4hGLERwQbHe8u0ffjc8OfwbA/Df4zIxnMOeTOTh9\n", "9rRsv2h9NNY9sA7p/5a/f/Gdi5E+xPnraeXMlXg9/3UAwOny05iyeIrYI0XaUyguxHGPkt5uz9G3\n", "jQbsJygSh96kp6fjzzv+DFRYX2uLa8P5M9YeJUvvWdpr5etq3VUcekNO4fhrdWA7EikLr0l1YDuS\n", "t+3fvx8GgwH79+/HoUOHxO1paWlYv3491q9fj7S0NC+W0HkD+gwQk2dWN1cjryYPD255EL86/CvM\n", "2jALl6svY8vFLfjjiT+K7/nlXb9EWJD1V3lnrklpjhIpR4lce+qlKS/JEnQ+N/k5xIWap0L+0R0/\n", "wrLRy6DRaGS5UbLKsrD54mZx3ZLEtaOyXqy+aPd6VlkW3jnzjjgLiSdJh92M6jtKltw0uyIbTe3m\n", "wF1cSBxiQ2PtPndnh90A8umBpWzzxFiM7jsaP0/7ucPhPoA8T05eTR6u1FwRA1JSa8avQWpsKkb3\n", "kf8tTRowycmSm8WHxYsBkKb2JtlnZ9ejJMy+R4m72V4/ze3WYUXhQeHisjQoZTsM6PO8z8Wks2GB\n", "YYrORdIR9ighIiIiIvJhc+bMcbg9ISEBy5cv93Bpekar0SIpIkmcFeVvp/8mTjF6veE67v/0ftS0\n", "1IiJI9Pi07B8dPfrGBMSgwF9BthNserMdLTd1TekL9657x38x4H/wJ3xd+KpcU853E/64C6dhWdI\n", "yBCkxdsHuqQ5TS5UyX/yr2yqxINbHkRjWyOOFh/FRw98ZPt20b6Cffj5Vz/HPYn34P/N/n9OzTTT\n", "FWmy1tS+qYjWR2NUzCi7mYGmDpwKAHZBi+4ESqL0UQ63J0clO30MKelDfX5tPk6VnhLXh0YOxX1D\n", "7sOI6BFi8GpGzAx822iub0p0iiy5rLMmDZgkBhtOlJ7A2H7mnB6yHiXdyFHS2NaIfQX7MLH/RIcz\n", "/XSHNEdJjD5GnO2noxwlAMQZmQBzImStxvf6Z/heickrOP5aHdiORMrCa1Id2I5E7iV9UF3/7XrZ\n", "axVNFWg3tQMARsaMxMfzPrZ7CHP2mnTUqyQlxv2BEgC4b8h9OP+D8/jgux8gSOd4BqIBfQaICVql\n", "nkt/zmHwQhoouVgl71FyqvSU+CD7ef7nqGup67Bsvz78axTWFeJfOf9y2HPCFdL8JJbEua/e8ypS\n", "olMwLGoY7k2+F/930v/F72eY830MixoGncY8Q41Oo+tWr4yOepQ4SubqjKSIJGhg/ryL6otw9PpR\n", "8bWHRj2E3037HR67/TFxRp0X7n9B7A30xNgnXDrnnQPuFJdPlp4Ul21nvYkNiUWwzjzMqralVjZF\n", "sdRP9v8EP/j8B5i7aW6nbe+I7fUjTVQr/awtf191LXViMNMR6YxRvoSBEiIiIiIiUgxpnhLLEA3A\n", "PO2qxaDwQdi8cLNLv95bpPZNla2HB4WLM+d4g+3wG8D8cGxJ4mprSOQQBGrNeTxKGktkD8TSoTjt\n", "pnbsL9zv8BjF9cWyfb+58Y3L5Zey7VECmGf2Ob7yOE6sOoFPFnyCX0/9NfqF9gMAhAWF4Wd3/gzh\n", "QeF4Ie0F2RCPrjgKlPQL7Yc+gX1cKntwQLDYc8MkmLDryi7xtYkDJtrtHxEcgaMrjuLbH36L1eNW\n", "u3ROaWCow0BJaBw0Gg0SwhLEbR1NEfzl1S8BmP8uPs/73KUyWUh7lETrrTMM3Ww35ygpauh89p1x\n", "/cb16PzewkAJOYXjr9WB7UikLLwm1YHtSORe0hwRFql9U7Ft8TaMiB6BsXFjsWXRFtkDo5Sz16R0\n", "imDAPGzCHcNOemJYtDxQ8vjtj+PEsRMO9w3QBsg+q8s1l8Vl2x4me/L3ODzGoaJDsvVvq751uF93\n", "GE1G2VAg24BUR+3z0pSXUPBUAZ6b/Fy3zid9eLeQBttcIf1cq5urxeWJ/e0DJQaDAYG6QPTv43qQ\n", "bWzcWHEK5Ss1V1DZVAnAPlACQDb8xlGekurmatS21IrrWy9t7VZZbNunxdgiLksDk42t5h4lHQVr\n", "LKRTA/sSBkqIiIiIiEgxHD3k3j/sfkwaMAnHVh7DV8u/sut54QrbB/jeSOTaXdJ6BWoD8fjtj3e6\n", "vzSnijQ4Is1xApjzkLQZ2+zef/DqQdl6bmWu3T7dda3+mtgTqF9ov271+nElUBURHGE3/KqjRK7O\n", "cpR8NCU6pcN8KD0VHBAs5iUBzEOnBEFwGCiRJnR1lKfEMq22xYGrB1DTXOPwvIIg4Nj1Yzh07RAE\n", "QXC4T0u7NVASEWT9rFtNrWgztskCJdJeXwAQrAtWxHXlCqcCJSaTSTYPO/kfjr9WB7YjkbLwmlQH\n", "tiORezl6SH1g6ANOv9/Za3JEzAjZA3ZvJHLtrgn9J4jLS0YuQf8+/Tutz8iYkeKyJVAiCILdLDi1\n", "LbU4dv2YbJsgCDh4zf2BEmlvEkcPye6+Z2o1WkQFywMYlqmBXTUkyv5v0FFvEsB99ZEOvzlRegL1\n", "rfVoNZmHvfQJ7CMOJRoY3vnMN5ZptS3aTG2y4UNSR4qP4P5P78fCrQvFfWzrI+1REqwLlg1putl+\n", "UxasmZ00W/be1L6p4jTPvqbLQMmePXuwdu1alJWVidtKS0vx8ccfY8OGDSgpKenVAhIRERERkf8Y\n", "FD5ITOwJmH9B743u+yEBIRgaaR1i0VuJXLvj3uR78Yspv8Dqsavx39P+u8v9HU0RXNlUKRsuYvF5\n", "vjxXRW5VLspulsm2ld0s6/F0wrJASYxnehPY5inp6XS00r8LC0f5SdzJNk9J+c1ycT02JFZclgVK\n", "HAx7se1RAnQ8/EYaKOtoeFZngZKG1gZZoGRm0kxxem/AdxO5Ak4ESubOnYsZM2bItmVmZmLFihVY\n", "tmwZjh8/3ltlIwXh+Gt1YDsSKQuvSXVgOxK5V6AuEIPCrVOaPjDsgW4NyejONflgyoMAgKjgKNw9\n", "8G7nC9lLtBotnpv8HP5nxv8gIjgCQOf1cTTzjbQ3iSXvBQB8kf+FbHjFV1e/cnhM2yl8Lepa6nDv\n", "J/di4kcTZbPa2JKe31GgpDfumbZDYnqao8Rhj5IOAiXuqs/k+Mni8qnSU7JAiWXYDQAkhklylDgZ\n", "KDl07RAqblbYbbfkQgGsAa7OcpQEB9j3KJH2akmOSJYFR3w1kSvgYo6S0FDr2KOgIMfTWxERERER\n", "EbnitrjbxOUFwxf02nleTHsROxfvxNff/9phUlClGx49XFzOr81Hq7FVFqj47tDvilMO59fmy3p7\n", "SHsTSHsBSGeskfr3t//GqbJTyK/Nx28O/6bDMklzpXgqP4Vtj5IeB0pseqTodXqM6TumR8fsysCw\n", "gWLPkYa2BtnsN3Eh1kCJtEdJVzlK9Do9AMAoGB0Ov6losgZPLlRdcJinxLZHiTQPSWNbo6wMA8MH\n", "YtnoZQCAsMAwzB0y10FNfYNLgRLpBxgY6Jtjjqh7OP5aHdiORMrCa1Id2I5E7vfrqb/Gg8MfxMt3\n", "v4ypA6d2673duSZ1Wh3uTry7RzOW9LbO6tMnsI/Y+8YoGHGl5oosUHFb3G2YlTRLXLcER9qMbThS\n", "fETc/tCoh8TljgIlXxd/LS4fuHrAYc8FQRDkgRIHPUp6454pDZTodfoeT/McEhAim1VpXL9xHeba\n", "cFd9NBoNbou1BggzCjPEZWmPEmky1+KGYrvgRkFdgbi8csxKcfmL/C/szikNlDS2NaK4objrHCVB\n", "1h4l9S31uN5wXVa2x257DEdWHMGZx84gPizecWV9gEuBEmli1666wUm77hgMBq5znetcV816ba11\n", "6jVyr9raWq+3L9e5znX/XCdlSIlOwYf3f4ifTPyJt4uieLbDb6Qz3oyIHoEpCVPE9fMV5wEAp8pO\n", "obHNPL3r4IjB+O6Q74r7OEroKggCMksyresQ8M9v/mm3X9nNMtS11gEw9yiI7+OZB2Xp0JukyCS3\n", "TPMszVPS2/lJLKQz30iT70oDJRHBEYgIMg/LajG2yIIdLe0t4nAcDTR4ePTD4mt5tXl257MdjuOo\n", "7VuNreKybY+SgroCtJnMsyn11fdFaKD5tdF9R3drtiMl0ggdzQMkkZOTg6ioKCQkmKNqW7duxaJF\n", "iyAIAnbt2oX58+c7fF9GRgYmTJjg8DXyLQaDgb+YqQDb0b0MRQYs2NJ73YEdWffAOqzcvbLrHX38\n", "nDsW70B6ovr/VnlNqgPbUR2ysrIwe/bsrndUIbV9Z1fbNdlVfX5x6BdYe2YtAOClKS/hX9n/wrX6\n", "awCAoyuOorKpEvO3mJ/XxsaNxVfLv8IfT/wRr379KgDg+6nfx/OTn8e4f5jzSUTro3H5icuyYENB\n", "bQEmfCT/G4kLicP5H5xHkM6aiuHQtUNYuHUhAPMMPvsf3t/t+rjizcw38f/bu/fgqM77/uOf1V60\n", "uq2EkCwkBCx3bIwNgiA7xbIbMKHmEkMTB36UOuk4jIFO2kz+sNNM2jTpuJ7GTJO2sVv/OnanTIqL\n", "AcdcDYL6p7AQg4HYjUWwCVggAZLQBSRACCTt7w+hoz3SCiSx2t1z9v2a8cw5j472nIevz9ndr57n\n", "+7z0wUuSpAVjF+i/Fv/XPb/m3wT+Rv98/J8lSf+95L/1pP/JsMdFsj9bPt2ib+35Vq/2lx9/Wasf\n", "Xm3s/8Ev/sAY+fM/y/9H0++bLkn6fePvNXtDZ62TwoxCHfg/BzT23zqnEaW4UlS1psoU13H/Nk6X\n", "W7uXDv7xnB/r4esPm/qzrnSdNv5uoyTpn+b+k0orSrX99PbOn81Yp5//5ueSpIdzH9b7K96/93+E\n", "CBvss911twP27dunM2fOyOv1yu/3q6SkRMXFxdq4caOCwaDmzZs3qAsGAAAAANyb+4ffb2xvOrnJ\n", "SJI4HU6Nyxpnmv5wsv6kbrbf1LHqY0bb7PzZKswoVLo7XVdvXVXjjUbVXK/RiLQRxjGHL/RewONS\n", "yyXtPL1TSyctNdpCp92ELl081MZldY/+CK1vcy/+YuZf6FbHLY1MH6l5Y6Lznbevaw+tUSJ1JkG6\n", "EiWVTZVGoiR0aeCxmWOVmZwpn8enpptNamlrUV1LnTE65Vb7LVOSROosxPtwsrkAa+iIEq/Lq3RP\n", "urEfWvMmtHaKHdw1URIuEVJQUKAVK1YMyQUhPtkpK5/IiCMQX7gn7YE4AvHFbvfk3fqzcNxCff9X\n", "39fVW1d1+vJpo31s5lh5nB55nB6N9o3WuaZzutlxU581fKZjNd2JkpkjZsrhcGhy9mSj/WT9SVOi\n", "5IOLIdNAUnJ1qeWSJOk/PvkPc6Kk8e6FXIciPovHL9bz059X080mrZm+JiKvmZ2SrZdKXrrrcZHs\n", "z4SsCUpxpailrcXUHjr1RpLG+MYY22ebznZvXznb65hRvlEqryuXJFU2VxqvVX+je8WbLp82fKo5\n", "X+u7RonH6TFNvQlNlBRmFMpOBlWjBAAAAAAQe9kp2VpXtK5Xe2jtkmk53Uu27v58t7H0bLo73Uho\n", "hI5M6VnQNXREyY8f+7GcDqck6UDVAVU2VRo/u1sh16Hidrr1UslL+pd5/2LJ1Yu6OJOcemD4A73a\n", "eyZKQlf1CR1F0nNEiSSNzhhttJ1rOmdsh1suONzKN6GJEq/Tayrm2jV6SbLfiBISJegXipzZA3EE\n", "4gv3pD0QR8RaeXm5tm7dqs2bN6uqqspor66u1i9+8Qu99dZbunjxYgyvMLrsdk/2pz9rpq/ptUTu\n", "xGETje3QKR0byjcY20V5RXImdSY9+kqUXL5xWScbOot8Oh1OLRy/0LQS0f9e+l9j2zSipI9ESSLG\n", "ZyBCC7p2uS/1PtN+aKHZM5e7i7SGrkQ0JrN7REmX0MRGaBHYLldar2j7/9tuamttM48oSXOn9fw1\n", "SVJhur1GlNx16g0AANHmSnIpUBXdD1KFGYWmv9AAgFXU19dr2bJlkqRdu3apsHvg+YUAABiNSURB\n", "VLDzC8uRI0e0cuVKSdIvf/lLPf300zG7RgwtX7JP35n1Hf0g8AOjra8RJVXN3cm00NVcpgyfYmx3\n", "TdWQpA+rPzS2H8p9SGnuNN0//H4dqDogqXMUycLxC9XU2qTqa9WSJE+SxzQ9BP0XGiup8zNRZnKm\n", "qW1s1lhjO3QUSejSwF0jSkKnxFQ1dcc+XKJEkipbKk37phElLq9KRpXoHw7/g9qD7abj7DaihEQJ\n", "+sVucz0TFXGEVdS31MdkpZ1oJ0q4J+2BOCLWSkpKwranpnbXEvB4PGGPsSO73ZP97c+fPfRnevU3\n", "r+ritc7RQ1OHTzV+Ni13WtjfmZnXnSiZft90OeRQUEF9fOljNbU2yZfsMy1TW1xQLMlcf6RrFElo\n", "vYrxw8bLlRT+q2aixqe/ehZ0zU3JVZLDPBFkjG+MEauq5irdbL8pd5LbVKOk6zPNqIzuESWmqTd9\n", "JErcI92m/dBirh6nR0V5Rdr9td36Xtn3jJo27iS3JmRNGEAv4x9TbwAAAAAbKC0t1ezZs4390FoD\n", "brc73K/ARlJcKfr3Bf+u6fdN19oZa01TOAozCnuNSpDMI0qGeYcZCZWOYId+feHXksz1SYrzbydK\n", "QkarnGo8Jal/hVxxdw8Mf8CUGMlJyel1jNflVUF6gaTOWJ1rOqfa67W63nZdkpSZnGnUahnt665R\n", "Ypp6E1KjxOfxGduhCS9JutF+w9hOdiZLkmaNmKU9z+zR619+XYvGL9LP5v5M2SnmqV9WR6IE/WK3\n", "uYSJijgC8YV70h6II6Klrq5Or776qum/c+c6/0JcVlamiRMnKien+0tVe3v30HiHw3HH1w79/zgQ\n", "CFh6/7XXXour64lmfx4d+ah+VPgjLXAsMP384MGDvaZ0FGYUKi8tz/T7JaO6RyeVVZap+Wazjl48\n", "arQVFxQrEAio8VSj0fa7S7/TgQMHTIVcU66mRKQ/VtiPdH+OHz6ukcnd01hcN11hjw9dEnnHoR2m\n", "KTg5Sd3PgQsnLhjblc2VOnDggAKBgGlEyZSU7mlX73/yvul8V65eMbaTncnG+ZMcSfrq5K9qdeZq\n", "FdZ3T++JdTx67g+WI9izrG0E7d+/X0VFRUP18oiiQCBgu2FyiYg4RlagKqAlW5dE9ZwbFm6I+pSU\n", "RDnntmXbNKcwuvcH96Q9EEd7OH78uObOnRvryxiUAwcOKDc3V1OmTDG1v/POO1q6dKmCwaB27Nih\n", "xYsXh/19u31mt9s9Gan+/NWv/kr/+tG/GvtfmfAVvfnUm6ZjSitK9fVtX5ckTc2ZqjXT1+jP9/25\n", "pM6RDoGVnV9Ag8Ggxr8+XpdbL0uSfvvN3+r5vc/r4PmDkqQ3/+hNfWXiV4a0P/FiKPqzes9qbf50\n", "syRp+ZTlenX+q72O+cv9f6n/LP9PSdLfl/y9spKztKa0c2nk0NgGg0EVvlZoLDl8ZvUZZXmz9Cc7\n", "/kS7zuySJP1ozo/014G/liT5XD5VrK0wzjPtjWk6f/W8JOnjb3xsKg5rBYN9tlOjBP1ip4dZIotm\n", "HCuuVJiKhQ01CnHCini22gNxRCzV1NTo4MGDmjJlik6ePKnm5matWtWZaC4uLtbGjRsVDAY1b968\n", "GF9p9NjtnoxUf3rWKQmddtPlkYJH5Epyqa2jTeV15abEytfv/7qx7XA4NCl7ko5cPCKps/jrsepj\n", "xs+7apmEQ3zubmbeTCNR0rV6TU+hI0o+v/K5sWRzz585HA6NyhhlTI2qbK5UljfLNKJk+n3TlepK\n", "1fW262pqa1Ld9TrlpHaOSgmtUZLsSo5A76yBRAmAIVHVXBXV0RaxKMQJAECs5eXl6cUXXwz7s4KC\n", "Aq1YsSLKV4R41XPqzawRs3odk+HJUFFekZEA+aTuE0nqnGYx6aumYycN606UvP3p20YtC7/PrxFp\n", "IyJ+/Ylk1dRV+uDCB2ppa9E3HvxG2GNCP/d+fuVzXbzavQT4IwWPmI4d5QtJlDRValruNFONktzU\n", "XI3NGmusdlTZXGkkSsLVKEkE1ChBv0RinhdijzgC8YV70h6IIxBf7HZPRqo/k7InKc2dJknyOr16\n", "KPehsMeF1inp8sSoJ5Sfnt/r9bps//12Y7vnl/SeiM/dpbpT9eZTb+qtJW8pLy0v7DHjMrtHjXxU\n", "85GR1HI6nL0TJaEr3zR31jUKHVGSm5JrFIeVpAtXu+uamEaUkCgBAAAAANiFx+nR+j9cr6K8Iq3/\n", "0nqlulPDHldS2DtRsvz+5b3aJmdPNrZvdnR/mb7TtBtETuiIkkstl4ztorwiZXgyTMeaVr5pqlRr\n", "W6uabjZJ6kysZHmzwiZKgsGgWttbjXaPM3GWGWfqDfrFbnMJExVxBOIL96Q9EEcgvtjtnoxkf56Z\n", "8oyemfLMHY+ZNWKWvE6vMeUi3Z2up8Y91eu4vpYAvtuIEuITGemedOWl5qnmeo2pPdyIoNARJZXN\n", "laq/UW/sD08ZriRHkvLTukcMdSVKQkeTeJI8pmWL7Y5ECQBbcCW5FKiK7lDOG2037n4QAACAhXhd\n", "XhUXFKusskyStGTikrCjT0b5RpkSKpKU7c3uM4GCyPNn+nslSh4rfKzXcYW+7uV7K5sqTfVJhqcM\n", "l6SwI0oSdTSJRKIE/WS3ZbwSlZ3jWN9SH5MlbIF7Yed7MpEQRyC+2O2ejEV/Vj6wUmWVZfIkebT6\n", "odVhj0lyJGnCsAlGbQxJKs4vlsPhuONrE5/IGZc1TocvHjb2PUkefSH/C72O6zmipGd9EunuiZJE\n", "qk8ikSgBAAAAAIT440l/rMnZk5XhybjjqoKTsieZEyXUJ4mqsZljTfuz82crxZXS67gRaSPkTnLr\n", "VsctNdxo0Lmmc8bPwo0o6VpBx5QoSaClgSWKuaKf7JT1TWTEEYgv3JP2QByB+GK3ezIW/XE4HJqW\n", "O+2OSRKpd52S/iRKiE/kjM0yJ0oeG9V72o3UOfqnMKN7+s3xmuPGdm5q+BElPQu5JtqIEhIlAAAA\n", "AIABC10iONmZrOm502N4NYmn54iScPVJuoROvwmdrtM1osSX7FO6O12SdKP9hhpvNJIoAe7Gbuud\n", "JyriCMQX7kl7II5AfLHbPRnP/ZmZN1NOh1NS52or/ZmeEc/9GYxY9md81njj3z/dna6ivKI+j52W\n", "O83YPtV4ytjuqlEi9R5VErrqTaIlSqhRAkRZxZUKVTVXRfWchRmFdx06CQAAAAzEKN8ovfFHb+jX\n", "F36tNdPXxPpyEk5mcqZ+8MUfaEP5Bn1n1nfuuDLNnz74p/r5b37eq71rRInUmSj5rPEzSZ2JEl+y\n", "z/hZotUoGVSiZPv27Wpvb5ckjR8/XtOmTbvLb8Dq7DaXMJaqmqu0ZOuSqJ5z27Jt8mf6iSMQZ7gn\n", "7YE4AvHFbvdkvPdn8YTFWjxhcb+Pj/f+DFSs+/Ptmd/Wt2d++67HTRw2UfPGzNO+s/tM7V01SiSp\n", "IMM8osTr8hr7jCjpB6/XqyeffDLS1wIAAAAAAIbA6odX90qUhI4oyU/LN7bPXz2vkRkjjf07jVax\n", "o0HVKGlvb9fWrVu1ZcsWHT9+/O6/AMuz21zCREUcgfjCPWkPxBGIL3a7J+lPfLNSf7405kuakDXB\n", "1BZao2Rkendi5MLVC6Zirl6nV4lkUCNKFixYYGzv3r07YhcDAAAAAAAiL8mRpG89/C29UPaCJMmV\n", "5FJmcqbx89BirhevXlRrW3eiJNFGlNxzMVe3233HnwcCAWPeVle2jX3r7c+ZMyeursfK+/Ir6lxJ\n", "Lu0s3ykNkwJVnddx5coVSVJmZuaQ7DddbxrCHvXW1tYW1fPF6pyJIhb/tleuXJEKO7fj5Xlhh/2K\n", "KxUqryqXNHTPm577rmsutV1qi1p/u9ri4d+b/cHvp6amCvYQ65oRkUZ/4pvV+rP8/uVa/+F61V6v\n", "VVFekRwOh/GznqvemEaUuBJrRIkjGAwGB/pLZ8+e1ZgxYyRJO3bs0KJFi8Iet3//fhUV9b1EEZCI\n", "AlWBqBdz3bBwg1btXGXrcyZCHznn0Nq2bJvmFFrrw44VxOKZRywxGMePH9fcuXNjfRmDcujQIdXU\n", "1EiSRo8erZkzZ0qSqqurtX//fjmdTj3++OPKz88P+/t8ZgcSy6nGU9p/dr+envi0RqSNMNobWho0\n", "4f92Ts1Jd6frb+f8rb77/nclSc8++Kz+8Uv/GJPrvReDfbYPqkbJ2bNn9fbbb+vtt9/W5MmTB/MS\n", "sBgrzb0DAKvg2WoPxBGx9sUvflFLly7V0qVLVV9fb7QfOXJEK1eu1PLly3X48OEYXmF02e2epD/x\n", "zYr9mThsop6f/rwpSSJJw7zD5HF0TrG5euuq6lrqjJ+x6k0/lJSURPo6AAAAAAxSRUWFtmzZoqVL\n", "lxptodOJPJ7Eqi8AYOAcDoeGe4brYutFSVLFlQrjZ4mWKBnUiBIkHqvNvQMAK+DZag/EEfHA7/dr\n", "3bp1+vDDD4220Bn2/akrGLpt5X36E9/79Ce+93PcOcb2mctnjO1kV3JcXN9g4jMYg6pR0l/MdwR6\n", "o0aJPc7HOe13zl1f3aW2jugVkS3MKJQ/0x+188UKNUpgFVaoUVJXV6dNmzaZ2hYtWqTRo0cb+7t2\n", "7dJTTz0lSXrvvfeM1Sr37dunefPmhX1dPrMD6PL8nue16dPO50xeap5qrnfWP/r+o9/Xd7/w3Vhe\n", "2qAM9tk+qKk3SDyBQIC/mAGwtfqW+qgmZ7Yt26aq31bxbLUB3iMRLTk5OVq7dm2v9oaGBmVnZ0sy\n", "jyJpaWkx2rq2E4Hd7kn6E9/s1p/2y+3GdleSRGJ5YAAAAAAWcvDgQbW2di7jOWvWLKO9uLhYGzdu\n", "VDAY7HM0CQCEGu4eHrbd60ys5YFJlKBf7JQlBYB4wbPVHogjYm3x4sVh2wsKCrRixYooX03s2e2e\n", "pD/xzW79eezhx/R61eu92hNtRAnFXAEAAAAAgGbnz1Zmcmav9kQbUUKiBP0SicrBAAAznq32QByB\n", "+GK3e5L+xDe79efT459qz9f26P7h95vava7ESpQw9QZxo+JKhaqaq6J6zkRZdQIAAAAA+mNS9iSV\n", "PlOq7/3qe9pQvkE5KTl6fNTjsb6sqCJRgn6Jxty7quaqmCwhSaIEQKzYbV5zoiKOQHyx2z1Jf+Kb\n", "XfuT6k7Vz+b+TC8Wvyhfsk9p7rQYX1l0kSgBAAAAAAC95Kfnx/oSYoIaJegXu829A4B4wLPVHogj\n", "EF/sdk/Sn/hGf+yJRAkAAAAAAMBtTL2xgHNXzmn90fVRPec3H/ympudNN/btNvcOAOJBtJ+tsSia\n", "faPtRlTPFwu8RwLxxW73JP2Jb/THnkiUWEBbsE0byjdE9ZxPT3w6qucDAAy9WBTN3rAwuu9fAAAA\n", "94qpN+gX5qoBQOTxbLUH4gjEF7vdk/QnvtEfeyJRAgAAAAAAcBuJEvQLc9UAIPJ4ttoDcQTii93u\n", "SfoT3+iPPVGjBH2KdtG/WBT8cyW5FKiK7vCyRChsCACJJtrvmYUZhfJn+qN2Pik2xYBj0U8AAEiU\n", "oE/RLvoXi4J/9S31WrVzVVTPSWFDAF0CgQB/ubGBQCAg+RXV98xty7ZFPYEQi2LAsegnrM9uz1b6\n", "E9/ojz0NOlFSXV2t/fv3y+l06vHHH1d+fn4krwsAAABAP7W0tOinP/2pnn32WRUUFEji8zoADNag\n", "a5QcOXJEK1eu1PLly3X48OFIXhMAAAmBv9jYA3FEPCgrK9OXv/xlU1uifl632z1Jf+Ib/bGnQSdK\n", "UlNTjW2PxxORiwEAAAAwMI2NjUpNTZXX6zW183kdAAZn0FNvgsGgse12uyNyMQjP4/To7x77u6ie\n", "Mz8tX3UtdVE9JwAkGuYB20NXjRIgVgKBgBYuXKiTJ0+a2hP187rdnq30J77RH3tyBEOfoAPw3nvv\n", "acGCBZKkffv2ad68eb2OOXbsmC5fvnxvVwgAAAAMsaysLM2cOTPWl3FHdXV12rRpk6lt0aJF2rt3\n", "r3JyclRbWyu/36/58+dL6t/ndYnP7ADsa7DP9kGPKGlpaZHUmanu2u4p3t9sAAAAAKvIycnR2rVr\n", "e7U/99xzkqQTJ04oKyvLaO/P53WJz+wA0NOgEyXFxcXauHGjgsFgn9lpAAAAAEOvoaFBgUBAfr/f\n", "WPWGz+sAMDiDnnoDAAAAAABgN4Ne9QYAAAAAAMBuSJQAAAAAAADcRqIEACyko6ND7e3tsb4MIKFx\n", "HwIArMxu72ND0R/nD3/4wx9G9BVva2lp0SuvvKLx48crIyNDklRdXa13331XJ06c0PDhw412xK9D\n", "hw7p6NGjOnnypK5fv24UByOW1lJeXq5AIKDy8nL5fD75fD5JxNFq3nvvPZWWlmrUqFGmWBFH6yFm\n", "1hXuPiSe1hTuvTHRYmmX/totlnb7HnXmzBnt27dPp0+f1tixY3Xp0iXL9uXzzz/X/v379cknn8jn\n", "8ykzM9NysRnI+5gV+hauPxH57hMcIrt37w4eO3YseP78eaPt3XffNbbfeeedoTo1hsiePXuMbWJp\n", "LWVlZcb2zp07jW3iaD3l5eWm52owSBytiJhZW8/7kHhaU7j3xkSLpV36a7dY2ul7VGNjYzAQCJja\n", "rNqXYDAY3LVrl7Ft5f/X+vs+ZpW+9exPJL77DMnUm8bGRqWmpsrr9ZraU1NTjW2PxzMUp8YQqKio\n", "0Pr16zVhwgSjjVhaS0lJSdh24mgPxNF6iJm9EE9rCvfemGixtEt/7RRLu32P+uijj5SWlqatW7fq\n", "s88+k2TdvkhSe3u7Mc0jeHvxWCv3p0tffbBq3yLx3WdIEiWBQEBz5szp1R4MWYnY7XYPxakxBPx+\n", "v9atW6cPP/zQaCOW1lRaWqrZs2cb+8TRHoij9RAzeyGe1hb63phosbRbf+0QS7t9j6qtrdXly5e1\n", "bNkynTp1Sh0dHZbtiyQ9+OCD+slPfqJXXnlFM2bMkGTd2ITqqw9W79u9fPdx3cuJ6+rqtGnTJlPb\n", "okWLVFNTo23btqm2tlZ+v9+oaxFaYMXhcNzLqRFhfcVy9OjRkiSv12uaw0Us49Od4lhWVqaJEycq\n", "JyfH+BlxjE93ux97Io7WQ8zshXhaV8/3xkSLpZ36a5dY2vF7VNdf90eOHKmGhgZL9+Xjjz/WCy+8\n", "oI6ODu3YsUNLliyxdH+69NUHK/ftXr/73FOiJCcnR2vXru3V/txzz0mSTpw4oaysLKO9paVFUmcm\n", "p2sb8aGvWDY0NCg7O1uSOQNHLONTX3E8cOCA8vLy5Pf7Te3EMT71Fce+EEfrIWb2QjytKdx7Y6LF\n", "0i79tVMs7fY9atKkSTpz5owmTJigxsZGTZ061bJ9kbqnayQlJRkjEqzcny599cGqfYvEdx9HMPTb\n", "bwQ1NDRo8+bN8vv9mj9/viTpwoULKisrUzAY1Lx583TfffcNxakRQdu3b1dra6skadasWcb/bMTS\n", "OmpqavTmm29qypQpkqTm5matWrVKEnG0mn379unMmTPyer3y+/3GX2iIo/UQM+sKdx8ST+upra3V\n", "G2+80eu9MdFiaYf+2jGWdvsetXnzZjmdTuXm5mrOnDmW7svJkyd14sQJSdLUqVM1efJky/VnIO9j\n", "Vuhbz/5MmTIl7DNBGlh/hixRAgAAAAAAYDVDUswVAAAAAADAikiUAAAAAAAA3EaiBAAAAAAA4DYS\n", "JQAAAAAAALeRKAEAAAAAALiNRAkAAAAAAMBtJEoAAAAAAANy9OhRvfbaaxF/3YaGBh06dCjirwsM\n", "BIkSAAAAAMCAzJo1Szk5ORF/3ba2Nt28eTPirwsMhCvWFwAAAAAAsJ6Ojg69++67am9vV0dHh3Jy\n", "cvTEE0+ooaFBe/fuVUpKitrb21VQUKBHHnnE+J0tW7bI5XIpGAwqPT1d8+fPlyTV1taqtLRUNTU1\n", "unz5siTp0UcfVV5eXsz6iMTkCAaDwVhfBAAAAADAWl5++WU999xzxsiSw4cPKzMzUx988IFWrlwp\n", "t9stSTp06JAKCgrk9/t7vcamTZv0zDPPGPuXLl1SeXm5nnjiiWh0AQiLESUAAAAAgAEbOXKkafrN\n", "jBkztHfvXlVXV2vnzp1Ge0dHh1wul/x+v1pbW7V37161t7crKSlJp0+fjsWlA3dEogQAAAAAMGDn\n", "z59XXV2dkSz56KOPNGnSJN28eVMLFy40RpRInbVHJGnXrl2aO3eufD6fJOnatWum13Q6nWpvb49S\n", "D4DwmHoDAAAAABiQo0ePKhAIqKCgQF6vV7du3VJubq5KSkp07do1lZaWKimpc+2Qa9euqbi4WOPG\n", "jVN5eblOnDght9uttrY2nTp1SjNmzNCCBQuM1+6qYZKUlKRbt25pyZIlcrn4Gz+ih0QJAAAAAADA\n", "bSwPDAAAAAAAcBuJEgAAAAAAgNtIlAAAAAAAANxGogQAAAAAAOA2EiUAAAAAAAC3kSgBAAAAAAC4\n", "jUQJAAAAAADAbf8fJ5LEJ4zAkt0AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "100%\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABEoAAAGcCAYAAADOGUV1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd8FGX+B/DP7KaStikECEkIhCIgAqGJhICGEgsdEQQ8\n", "sR0iHJ7l9H6eYkPsyCnCqcedBVA8EKkBEmkLUiPFhCoQCJCEkk7q7vP7Y9idmd3Zmp1s4ft+vXyZ\n", "2Z3ZeeaZZ4ad7z7P9+EYYwyEEEIIIYQQQgghBCp3F4AQQgghhBBCCCHEU1CghBBCCCGEEEIIIeQm\n", "CpQQQgghhBBCCCGE3ESBEkIIIYQQQgghhJCbKFBCCCGEEEIIIYQQchMFSgghHuPEiROgibgIIYSQ\n", "WxtjDCdPnnR3MQghtzAKlBBCXOqzzz5D+/btodFo0Lt3b2zYsMHq+nl5eXjzzTdxxx13oHPnzqiv\n", "r7drPzt27MCgQYMQERGBmJgYTJkyBZcuXXLFIXilwYMHY9q0ae4uxi3hP//5D3r37g2NRoOEhAS8\n", "+OKLuHHjhruL5RIbN27EnXfeiZiYGLRq1Qq33XYb0tPTrV5b9ra93377DS1atEBkZCQiIiLQv39/\n", "Vxbd673xxhuIjIyEWq1GXV2du4vjkxz994k0Lb1ej+3bt2PWrFlISEjAn/70J7u33bp1K/r06QON\n", "RoPk5GR8+OGHFtd9/fXXERISgsjISLP/6N5ECDGgQAkhXkCv16Nz584ICwtDYGCg8R/0qKgoNG/e\n", "HJMmTcLZs2fdXUx8+OGHWLFiBbKzs1FaWopFixZh5syZ2Lx5s+z6ixYtwoQJE8AYw7Jly9CmTRu7\n", "9rNp0yY88cQTePXVV3H9+nWcO3cO/fr1Q1paGoqLi115SF6D4zhwHOfuYvi8mTNnYsWKFfj6669R\n", "WlqKgwcPQqfTIT09HTU1Ne4uXqNotVq8+OKLWLx4Ma5evYrLly9j//79+Pzzz9GyZUuL29nb9nr2\n", "7ImioiKUlJTgyJEjdpfrypUrGDNmjN3re6s5c+agpKQEiYmJ7i6KUzz9PDn675M3KCwsxDPPPIPE\n", "xERER0fjjjvuwEcffWR2L5L7DpGRkWF8/5VXXkF4eDhUKhXatGmDysrKpj4UAMDUqVMxZ84cdO7c\n", "Gf/73//s3m737t2YNm0a5s+fj9LSUuzYsQObNm3CP/7xD9n11Wo1FixYgJKSErP/duzYgZCQEFcd\n", "EiHEmzFCiNfYtm0bmzRpkuS1iooKtmjRItamTRt2+vRpN5WMscLCQhYTE8OuXr0qeX3nzp0sJSXF\n", "rs9ISkpitbW1Ntfr2rUrO3TokNnrc+fOZS+88IJ9BfYxFy5cYIWFhe4uhk/TarWsb9++rKGhwey9\n", "6dOns/fee88NpXKd2bNnsx9++MHh7Zxpe2fPnmV33nmnXeueO3fO7nV9gb33QU/jyefJFf8+eZqc\n", "nBzWrl079sknn7CysjLGGGPnz59nzz77LOvfvz+7du2a2TZy3yEYY6y6upqNHj2aPfvss4qX216O\n", "3CO6d+/OMjMzJa+VlpayuLg4VlxcLPvZlu5Z8+bNY++++67jBSaE+BzqUUKIF2GMmeXwCA0NxfTp\n", "0zFnzhy8+OKLbioZ8MMPP2DMmDGIjo6WvJ6amgrGGA4dOuSS/ej1ehQVFaF79+5m76WnpyM3N9cl\n", "+/E28fHxaNGihbuL4dOuXr2K9957D2q12uy9adOmYcuWLW4oleuUlZUhIiLC4e2Ubnum9zzimTz5\n", "PDXVv09N5fr16xg/fjy++eYbzJ49G+Hh4QCAhIQEzJ8/HyNHjsSTTz5ptp3cd4jy8nJkZGSgV69e\n", "mD9/fpOU35WOHDmCGzduYPjw4ZLXIyIi8NBDD2Hp0qVm2yQlJVm8Z61btw4jRoxQpKyEEO9CgRJC\n", "fMTkyZOxY8cOt+1///79kq68YkOHDsWuXbtcsh+VSoVWrVrh2LFjZu/t2rULt99+u0v20xRWr14N\n", "jUaDlJQUvPHGG2jXrh1iYmLw2muv4dy5cxg1ahQiIyPRr18/nDlzxmz7FStWICoqCpGRkQgLC7M7\n", "R8mePXswbtw4tG7dGjExMejatStee+01TJ8+Hb/99pvsNhcuXMCsWbOQnJyMqKgoJCcnY9q0aViw\n", "YAEWLFggu01paSlefvlldOrUCREREWjevDlGjx6NPXv2WC3f8uXLMWjQIMTGxqJFixbo168f/vOf\n", "/2DIkCFWt6utrcXdd9+NoKAg/P3vf7erLhwxatQoDB48WPa96upqREZGunyfSrt69SoSExMRGRmJ\n", "ZcuWYfz48ZLx+h07doROpzPbztm254hdu3ahefPm6N69Ow4cOGCWSyAuLg5//PGH7LaOtr3Kykq0\n", "bdtWkiNEp9NhwYIFuO222xAdHY1p06bJDknYsmULhg8fjujoaEREROD222/H22+/jerqaovHduLE\n", "CUyZMgWtW7dG8+bNkZaWhnXr1jlXUTasX78e99xzD2JiYhAdHY277rpL9uExNzcXsbGxCA4Oxr/+\n", "9S/Je6NHj0ZkZCQCAwOxadMmyXuNOU8GK1euRHh4OJKTk22u64ym+vepqXz00UeYPHkyBgwYIPv+\n", "yy+/jIKCApvHVVxcjPT0dEyaNMniMBUxpc+TM/bt2+eyc3vlyhUUFRWhS5curioeIcSbua8zCyHE\n", "UVu3bmUTJ06Ufa+mpoa1bNmyiUskGD58ONu/f7/se59//jl77bXXbH6GvV3Os7OzWZcuXVhmZiar\n", "rq5m169fZ59++inr3LkzKyoqcrjs7nTu3DnGcRwbOnQoKy4uZsXFxSw5OZlFRESwzz//nOn1evbj\n", "jz+yoUOHWv2czMxM9uijj9rc3+7du1liYiL7+eefjXVdUlLCPvvsMxYUFMSys7PNtikrK2OJiYls\n", "/vz5rKSkhDHGWG1tLVu3bh1r06YNe/XVV822KSgoYF26dGGvvPIKu3DhAmOMsfLycvbjjz+yzp07\n", "syVLlsiW7/3332cDBgxg+/fvZzqdjjHGd5OeOXMm4zjO+Jqc/fv3M47jGMdxLCwszGZduIper2fD\n", "hw9nq1atarJ9KuHRRx9lmzZtcng7e9uemJJDb5xtewZJSUksPz+fpaWlsXHjxrGTJ0+y+vp69vHH\n", "H7Pt27dL1n3nnXdYnz592ObNm1l1dTVjjLETJ06wp59+mqWkpLDS0lKzz9++fTtr164dW7ZsmfEa\n", "PHLkCMvIyGBz58516dCbV155hfXr14/t2LHD+NrBgwfZsGHD2GOPPSa7zeuvv84WL14s+561NtKY\n", "oTf333+/8dr96KOPnPoMa1zx75Mnad++vc3hbt9++y2bMWOG5DXxd4izZ8+yrl27OjTcTunzJGbv\n", "PWLevHns/fffl30vNzeXpaWl2b3P//73v2z27Nl2r08I8W1+7g7UEEJcY+HChRg6dKjb9l9bW2vs\n", "/muqWbNmLp3F4Z577sE//vEP3HvvvVCpVNDr9QgPD8eBAwcQGxvrsv00BcYY2rRpgzVr1iAoKAgA\n", "8OCDDwIAnn76aQDA+PHjMWvWLJufY48tW7Zg9uzZGDlypPE1jUaDZ555BpcuXUKrVq3Mtvntt9/Q\n", "vXt3PPvss8bXAgICcP/996Ourg7l5eVm20yZMgXvvPMORo0aZXwtLCwM48ePx+DBgzFo0CAMGDAA\n", "HTt2lGy3ceNGfPrpp+jZs6fxtaSkJHz66acoKCiASmW5I+Qdd9yBwYMHY/fu3ZgxY4Zd9eEKs2fP\n", "Rrt27Tw6kaW97G1Hjd1Gyc93tu2J95eWloa//vWvmD17tvH1v/71r5L1tm7divXr12PHjh3GaxcA\n", "OnbsiM8//xyffPIJ/vKXv+Drr782vnfjxg08+eSTWLt2reRX627dumHDhg24//77cfHiRYeO15Kf\n", "f/4ZW7duxc6dO+Hv7298PSUlBZmZmRg/fjwWLlyIZ555xqHPtXQ+GtMOHnvsMezcuRPR0dGS8+Yq\n", "Tfnvk9IqKyvBGLM53G3gwIFmPYMMfv/9dwwfPhzjxo3DhAkT7N630ufJGbW1tRaTTTt6bteuXWv8\n", "d5cQQmjoDSFeLj8/3zhTxXvvvefu4jSJzZs3Y86cOVizZg0qKipw9epVvPHGG3jggQdc9pCh1Wpl\n", "pw4U/xcVFeWSfbVs2VLyoBUUFISkpCSHPsPeGW/S09OxZMkS7N6922xIxdy5c9G5c2ezbXr27Im8\n", "vDx8//33ZtPgjhkzxmwKx6NHj4IxZvGLdExMDJ5//nksWbLE7L1hw4bhrbfewqlTp8ze++mnn6we\n", "W0BAAH755RfU1NTg3Xfftbquqzz//PO4evUqFi5c6LLPbMq25wqeNNtSY9qeAcdx+Oc//ykJksj5\n", "7LPP8Pbbb0uuXbG//OUv+PXXX1FRUWF8beXKlbj//vtlu/ZzHIePP/4YDQ0NVvdrr/nz5+Of//yn\n", "JEgi3tfChQs9JifF2LFjUVZWhjNnziA5OdndxXHaAw88YPPaff/99xu1j7KyMruG+UVFReHKlSuS\n", "1ziOQ25uLkaNGoW3334bJ0+exLBhwyRt1BpfOU9y6urqsGfPHgwaNMjdRSGEeAjqUUKIl1m1apXk\n", "S1JkZCQefPBBHDx4EGFhYW4rV0BAgNlDtEFZWRkCAwNdsp/6+no888wzWLNmjfGhPjg4GLNnz0Zo\n", "aChefPFFLFu2rNH7SU1NRUlJSaM/x9MMGDAACxYswEcffYTc3FwEBASgXbt2GDBgAJ544gnZL+Dh\n", "4eHIzMzEe++9h7lz50Kn06F169bo1asXHnvsMbNf5nNzc7F3716rX+YZY0hPTzd7/eWXX8bixYsx\n", "ffp0XLhwAeHh4ejUqROGDx+Ohx9+GH5+nvHPFmMMM2bMQElJCZYtW+bSYIGvtr2m0Ji2J2Yp54Hp\n", "vmz1ImpoaMDp06eNPaRycnKQlpZmcX1DPhRXOHHiBHr16mXxfUOA9vr16x4VeFNCU/37pFSeGbGI\n", "iAi77g/Xrl1D8+bNJa8xxlBcXIwtW7agW7dumDZtGt566y1MnDgR69evV6rIigoICLCYD8iRc7tt\n", "2zYMGDDAY/6NIYS4H90NCPEyY8eOxfLly91dDDMtWrTA2bNn0aNHD7P3zp8/77Jfn3Jzc9G6dWvZ\n", "ng9TpkzBK6+84pL9+LL09HTjg2J9fT3y8vKwZs0a9OnTB+vXr0enTp3Mtmnfvj2+/PJL4/Lp06ex\n", "detWjBo1Cm+++aZxuBDAd3ceOnQo1qxZ41T5pk+fjunTpwPgZ2Q4fPgwvv76a3z++efYtm2bxV/w\n", "m0pDQwMeffRRMMawfPlyj+pRcatrbNtzdF+//PKLZJiYPZQequSoW6H9NtW/T00hNDQUKpUKxcXF\n", "Voea7ty5U7Zt3n333ejWrZtx+dVXX8X48eOxfPlyTJo0SZEyK6lFixY4fPiw7HsXLlywezju2rVr\n", "abYbQogEDb0hhLhEamqqxelRN2/ejN69ezdJOfR6fZPsx9M4+/Dl7++P7t2749VXX8W8efMwd+5c\n", "u7Zr3749nnzySWzduhUvvfSS5L0777wTO3bsQFlZmVNlEgsPD8fAgQPx1VdfoVevXi7pLdQYtbW1\n", "ePDBBxEQEIDvvvvulnjItMWTHvxd2fZsGThwIFauXOnQNr1797Y6O1leXh6uXbvW2KIBADp16oT9\n", "+/dbfP/ixYuoqakx633ji23aU/59cpUJEyZYHe7HGMPChQvtDnw4cu/3NKmpqcjKypJ9LzMzE336\n", "9LHrczZu3Ij77rvPlUUjhHg5CpQQ4kUa8wV21apVCA8PR7t27XD69GkXloo3YcIErF692qxL8LZt\n", "29DQ0GD3lxVbbr/9dpw/f152euBvvvkG99xzj0v201QsnVNHz7W96/fo0cPigy3HcaipqTF7fcKE\n", "CThx4oTFzzTt9hwbG4spU6bgiSeesLhNVVUVDhw4IHnt0KFDeOSRRyxuY6l8BobpgQMDA82CN65w\n", "48YNjBgxAomJiViyZIlPPlA6c0xKbxMZGWl38MDZtueM5557DosWLUJOTo7FdQ4cOCAZ8jF27Fhs\n", "3LgReXl5Zuvq9Xo8//zzLmtXzz33HJ599lnZZJZ6vR4zZ87Ec889Z/Zey5YtUVhYaPZ6QUEB9uzZ\n", "Y7F8jpwnU77y71NTef755/Hdd99h+/btsu9/+OGHiI+PR//+/SWvWzp3HTp0QHJyMrKzs63uV+nz\n", "JGbvddCxY0eEh4fjl19+kbxeWlqKH3/80a5g0dGjRxEXF+fzQ9AIIY6hQAkhXqQxv9wuWbIElZWV\n", "OHfunCLd0jUaDWbMmIGxY8fiwoULAIA9e/bg8ccfdyjRpa1j9PPzwyeffIKRI0di06ZNxllXPvvs\n", "M7zzzjtel9DWVTNI2Lv+0aNHMWnSJBw9etTY+6asrAxff/01Zs+eLfvgVFxcjMmTJ+OXX35BbW0t\n", "AKCmpgbZ2dm49957ZYMSH3/8MaqqqjBq1Cjk5OQYy5efn4+FCxeiR48e+PXXXyXblJaW4ocffsAb\n", "b7yBgoIC43FdvHgRc+bMQWZmJh5++GGrx7Z9+3bU19dj0aJFdtWHI0aMGIHU1FQsWLDA7L3y8nKz\n", "pLbehjHWZLPeOLJNREQEkpKS8OabbxqDDtevX8fq1asxevRozJkzR7K+M23PmfK1adMG3333HUaN\n", "GoV//etfKC0tBcBfG9u3b8cjjzyCRx99VBJIDA4OxldffYURI0Zg+fLlxuvp6NGjxl+zW7Zs6ZJe\n", "OiNHjsQ999yDtLQ07Ny503i95+Tk4N5770VUVJTs7FD33Xcfvv32Wxw5cgQAUFhYiPnz56NPnz4o\n", "Ly+3WDZHz5OYt/z75CkiIyOxcuVK/OlPf8IHH3xgDAAVFBTgueeew+rVqyVDJQ2stavp06fjiy++\n", "sLpfpc+TmCPXwLvvvovHH3/ceF1fuHAB48aNw8yZMxEfH29z+7Vr10pmgiOEEACAknMPE0JcQ6fT\n", "sU6dOrHQ0FAWEBDANBoN02g0rHnz5iwnJ8euz1i5ciULDw9nbdu2ZadPn1asrJ988glLTk5mERER\n", "LCUlhW3atMniul9++SWLjIw0Ho9arTb+rdFo2N///neL227bto0NGjSIhYeHs6ioKDZp0iSWn5+v\n", "xCEpZtWqVSwiIoL5+fmxpKQkVlVVxRhj7PXXX2fNmjVjf/3rX43rtmzZkjVv3pzt37+fMcZYVlYW\n", "i46ONtaVadvQaDRsxowZZvtMT09nGzduZBkZGSw2NpaFh4ez2NhYNnbsWHbw4EHZck6cOJFt376d\n", "TZ06lSUkJDCNRsMiIiJYWloaW7FihcXj0+l07IsvvmB33nkni4qKYpGRkaxz585s1qxZLDc312z9\n", "Q4cOsWeffZZ99tlnrG/fviwqKoqFhoaypKQkNmPGDFZUVGS1Pmtra9ndd9/NAgMD2UsvvWR1XWeI\n", "26rpfxEREax///4u36fStm7damxHAQEBLDQ0VHJckydPNtvGmbZ3+vRp1rJlS+P74eHhzN/fX7LN\n", "0KFDLZbz6tWr7M9//jNLSEhgkZGRLDExkT300ENs1apVsus72vbmzZtn8T6k0WjYhx9+aLFsp06d\n", "Yo899hiLj49nkZGRrEWLFmz48OHsq6++YnV1dbLbnDhxgk2ePJm1atWKRUVFsZ49e7KFCxcynU7H\n", "kpKSLNa9M9auXcvuvvtuYz3ceeed7LvvvrO6zfr161nnzp1ZREQES0xMZE888QTLzc1ljz76KAsN\n", "DbVYH46eJwNP/PfJGxQWFrIZM2aw+Ph4FhUVxbp168Y+/PBDVlNTI1lP7juE6fWm0+lY69atmUaj\n", "YZ988ons/pQ+T4888ojFe0RUVBRbt26dxW03b97M+vTpwyIiIlhSUhL7+OOP7d7vxIkTFW13hBDv\n", "xDHmQYOLCSGEEEIIIYQQQtyIht4QQgghhBBCCCGE3ESBEkIIIYQQQgghhJCbKFBCCCGEEEIIIYQQ\n", "chMFSgghhBBCCCGEEEJuokAJIYQQQgghhBBCyE0UKCGEEEIIIYQQQgi5iQIlhBBCCCGEEEIIITdR\n", "oIQQQgghhBBCCCHkJgqUEEIIIYQQQgghhNxEgRJCCCGEEEIIIYSQm9Svv/766+4uBCGEEN6aNWsw\n", "c+ZM3HHHHfjnP/+J3bt3IygoCA0NDZg/fz727t2LrKwsNDQ0oF27dqisrMSIESOgVqvRrVs3AEB2\n", "djZmzJiB1NRUaDQaNx8RIYQQQm4F9B2G+BI/dxeAEEKIYOTIkfjtt9+we/duvPPOO5L33njjDePf\n", "r7/+OoYMGYLQ0FA8/PDDGDhwIHbu3InTp09j2rRp2LdvH5KSkpq49IQQQgi5VdF3GOJLKFBCCCEe\n", "aMaMGZLlc+fOYenSpfDz84Ofnx8uX75sfO+uu+7Cr7/+iry8PADA2bNn0a5duyYtLyGEEEIIQN9h\n", "iG+gQAkhhHiBzz//HO+88w78/Pjb9j/+8Q/jex06dMA333yDoKAgdOrUCV9++SWmT5/urqISQggh\n", "hBjRdxjijTjGGLO2gl6vB2MMarW6qcpECCG3rAULFmDdunUYMmQIAGDYsGHo2bMnvvrqK1y5cgUc\n", "x6G2thb79+/Hn//8Z4wYMQIAMHHiRPztb39Dly5d0LdvXxw5csSdh0EIIaSJ0Xd24m70HYb4EquB\n", "kszMTJw5cwajR49GXFwcAL471MGDB6HX69G/f38kJCQ0WWEJIYQQQgghUnLf2deuXQudTgcASE5O\n", "NibLJIQQYpvVoTcZGRnG8WIGx48fx/jx4wEAGzZsoEAJIYQQQgghbiT3nT0oKAhDhw51U4kIIcS7\n", "OZyjRKfTGbv22Ri1QwghhBBCCHEDnU6HVatWgTGGtm3bIiUlxd1FIoQQr+FwoOT222/HBx98AACY\n", "OnWqywtECCGEEEIIaZyMjAzj3xs3bnRjSQghxPs4HCg5fPgwXnrpJej1eqxbtw4jR460uO7mzZsp\n", "oRQhhBBCCPF4Go0GvXr1cncxFOHv72/1ffrOTgjxRY25rzscKAkICAAAqFQqmzddtVpN3fwUoNVq\n", "kZqa6u5i+ByqV2VQvboe1akyqF6VQfWqDKpX18vJyXF3EVwqPz8fbdq0AQDU1NRYXdfXvrP72vVB\n", "x+PZ6Hics2BBIN54oxkAYObMGrz5ZrXL99GY+7rVQElWVhbOnDmDoKAgJCUlIS0tDW3btsWqVasA\n", "AF27dnV6x4QQQgghhJDGk/vOnp+fj3379gEAevTo4eYSEkKI1I0bnPHvZs08L/ep1emBGys7O9un\n", "otOEEEIIIcQ35eTkID093d3FcAv6zk4IaWqvvhqMhQuDAACvv34Df/lLrcv30Zj7usrFZSGEEEII\n", "IYQQQgixSNqjxI0FsYACJV5Iq9W6uwg+iepVGVSvrkd1qgyqV2VQvSqD6pUQy3zt+qDj8Wx0PM6p\n", "FqUk8cShNxQoIYQQQgghhBBCSJOpqhJ6lAQHe16ghHKUEEJ8xrlzKhQUcLZXdLGICIaysqbfLwDE\n", "xzMkJendsm9CCPEllKOEvrMTQprOhAmhyMriZ9H9/vsKDBvW4PJ9NOa+7vD0wIQQ4qkKCjiMHBne\n", "5Pv99tsKTJ0a1uT7BYA1a8qRlOSWXRNCCCGEEOKUGzeEvylHCXEJXxsH5ymoXpVB9Uq8BbVVZVC9\n", "KoPqlRDLfO36oOPxbHQ8zhEnc/XEoTc2AyV6vR46na4pykIIIYQQQgghhBAfJ531xvMCJVaH3mRm\n", "ZuLMmTMYPXo04uLijK+fOXMGBw8eRGBgIDIyMhAQEKB4QYkgNTXV3UXwSVSvyqB6Jd6C2qoyqF6V\n", "QfVKiGW+dn3Q8Xg2Oh7nePrQG6uBkoyMDOTl5UleKy0txeXLl/Hggw8qWjBCCCGEEEKIffR6PRhj\n", "UKvV7i4KIYTY5Ok9ShzOUXLo0CGEhIRg1apVOHnypBJlIjb42jg4T0H1qgyqV+ItqK0qg+pVGVSv\n", "RCwzMxOLFy9GUVGR8bXCwkIsXboU33//PS5fvuzG0jU9X7s+6Hg8Gx2Pc6qrfSxQUlxcjNLSUowd\n", "OxanTp2CXk/TUhJCCCGEEOIuGRkZGDx4sOS1ffv2YfLkyZg4cSL27t3rnoIRQogMvV4aKAkOdmNh\n", "LHBqeuC0tDQAQOvWrXH9+nXExMRYXFer1RrHORmiU7RMy564bHjNU8pDy44vl5X1BND00wN7Ak+o\n", "f19YNvCU8vjCcmpqqkeVx5eWDTylPN6+3MwTB8k3gvh4brV8guLvdr6Ajsez0fE4rrpa+Ds4mEHl\n", "gXPxcowxq/1c8vLyoNFojMlcDx06hNDQULRv3x5bt25Famoq/P39ZbfNzs5GSkqK60tNCCEytFo1\n", "Ro5s+kDJt99WYOrUsCbfLwCsWVOO1FSamYwQQhorJycH6enp7i6G00y/s2/ZsgVDhw41+1sOfWcn\n", "hDSlK1c4dOqkAQBER+tx6lSZIvtpzH3dauwmKysLWq0WWVlZ2LFjBwCgR48eOHToEH766Sf4+/tb\n", "DJIQ5Zj+kkRcg+pVGVSvxFtQW1UG1asyqF6JLTqdEETnOM7Kmjxxm9JqtV69vGjRIo8qDx0PHY83\n", "LTfF8WzffsC4rFLVKLo/Z9nsUdIYFJ1Whlar9bkuXp6A6lUZTVmv1KOENAbdA5RB9aoMqlfX87Ue\n", "JT/99BPGjBkDxhjWrVuHESNGWNzW176z+9r1Qcfj2eh4HHfsmAoDBkQAADp21GHPnnJF9tOY+7qf\n", "i8tCmoAvXYiehOpVGVSvxFtQW1UG1asyqF6JWFZWFs6cOYOgoCAkJSUhLS0N/fr1w/Lly8EYw5Ah\n", "Q9xdxCbla9cHHY9no+NxnKdPDQxQoIQQQgghhBCvJhcIiYuLw6RJk9xQGkIIsc4bAiUemF+W2OKK\n", "MVfEHNWrMqheibegtqoMqldlUL0SYpmvXR90PJ6Njsdx4llvPHXCMQqUEEIIIYQQQgghpElUVQk9\n", "SoKDqUcJcRFfGwfnKahelUH1SrwFtVVlUL0qg+qVEMt87fqg4/FsdDyOq64WAiUhIfYHShgDNmzw\n", "x7JlAWhoUKJkAgqUEEIIIYQQQtyGMeDqVQ5nztCjCfFM774bhLvvDsPWrZTi0xWczVHy669+mDIl\n", "FDNnhuB/sHejAAAgAElEQVTf/w5UomhGdt2N9Hq9ZC524l6+Ng7OU1C9KoPqlXgLaqvKoHpVBtUr\n", "8RXHj6uQkKBBx44aTJ4c6pLP9LXrg47HvS5cUOH994Nx+LAf5s4NNnvf247HlqY4nhs3hL+DzavU\n", "ogMH1Ma/N2zwd2GJzNkMlGRmZmLx4sUoKiqSvF5dXY158+bh0qVLihWOEEIIIYQQ4rtiY5nx1+WC\n", "AhWYZ6YrILew8+eFR+bLl6nXkys426Pk2jWh/g8e9FN0+I3NM52RkYHBgwebvb59+3YMHz5ciTIR\n", "G3xtHJynoHpVBtUr8RbUVpVB9aoMqlfiKyIjmTFHQVUVh5ISzsYWtvna9UHH417FxUKbrKw0b5/e\n", "djy2NMXxOB8oEba7cYPD77+rrazdOE6FxEpKStCsWTMEBQW5ujyEEEIIIYSQWwTHAfHxeuPyhQv0\n", "iz3xLFeuCG2yshLU68kFnJ0e+Pp1aaBq3z7lcsY4dSfSarU+FznzJr42Ds5TUL0qg+qVeAtqq8qg\n", "elUG1SvxJQkJrg2U+Nr1QcfjXleuCA/njHGoqpK+723HY0vT5Chp/NAbQNlAiVOfXFRUhDVr1qC4\n", "uBhJSUmIi4uzuK44qGKodFpu3LKBp5THV5aPHj3qUeXxlWWDpthfWVlPAOG4FXnK+fbm5aNHj3pU\n", "eWiZlqm9Nu1yM0d+1vQSa9euNU7IkJycjG7durm5RPLEgZKCAupRQjyLuEcJwA+/CQ2lbiWNUVUl\n", "BEqCg+2vS9OheXv3+rmsTKY4xmx3HsrLy4NGozELiFh63SA7OxspKSmuKSkhhNig1aoxcmTTB0q+\n", "/bYCU6eGNfl+AWDNmnKkptKsZIQQ0lg5OTlIT093dzFcasuWLRg6dKjN9dz9nX3+/CC89RY/9cXT\n", "T9dg7txqG1sQ0nSmTAnBhg0BxuV9+8rQvr3eyhbEloceCsWWLfysNcuXV2L48Hq7tktOjkBJiTRw\n", "deRIKeLj5UMajbmv2wzBZGVl4cyZMwgKCkJSUhLS0tIAANevX4dWq7XZo4QQQgghhBDS9HQ6HVat\n", "WgXGGNq2beuxP2AmJAgBf8pRQjxNcbF5jxJfUVrKYe7cIGg0DC+/XAO1crlRJcTTA9s79KahgS+v\n", "qf37/RAfb1+gxRE270RDhgzBU089hUceecQYJAGAqKgoPPXUUxg2bJjLC0WsMx3SQFyD6lUZVK/E\n", "W1BbVQbVqzKoXok9MjIyMHbsWIwbNw5FRUVW1xW3Ka1W26TL168fMv5dUKBq9OctWrTIrcfj6mU6\n", "HvcuX7hQC7Fff/3dq49HvLxoUSD+/e8gfPRRMDIz/ZvseIqKhEQvJ08esmv70lIOjJkHSlavLra6\n", "vbPsGnrjLHd34/NVWi0l01UC1asymrJeaegNaQy6ByiD6lUZVK+u54tDb8SysrIwZMgQ2ffc/Z39\n", "4kUO3bppAADR0XqcOlXWqM/zteuDjse9EhI0kpwaS5dW4t57hR4M3nY8Yg8/HILMTH5Y0Zw5NzB7\n", "dm2THE///uE4cYLvvqLVlqFLF9tDmU6cUKF//wiz13v2bEB2doXsNo25r1PfNi/krReip6N6VQbV\n", "K/EW1FaVQfWqDKpXYo/8/Hzj3zU1NW4siXUtWzL4+fG/3V67ppJ0y3dGamoqvvgiELNmNcP5897/\n", "uONr17uzx1NVxQfV7FVfD8yc2QxjxoTizBnn2kFVlTTxKGA+9Mabz4/4+igt5f9uiuORDr2xbxtx\n", "IteOHYUfCY8cUZvNROQKyqWJJYQQQgghhLhNfn4+9u3bBwDo0aOHm0tjmVoNxMXpcf48/wtzQYEK\n", "HTs6nyzz8GE1Xn6Zf/rS6YDPP29k5IW43fXrHHr3DkdZGYclS6owapTtnBRbtvhj2bJAAMBTT4Vg\n", "8+YKqByMl5jOeAMAlZWOfYa7lZZyqKnhA5JijMF4zQHmM8ooqbra8emBxVMDt2vHB0pOnlRDp+OQ\n", "m6tG376u7WHt/SHWW5ArxlwRc1SvyqB6Jd6C2qoyqF6VQfVK7JGWloYHH3wQDz74IDp06ODu4lgl\n", "niK4sQldf/zxnPFvQ/d+b+Zr17szx7Nliz9KS1VgjMOqVQG2NwBw6pTQjnJy/PDTT/4O7/fKFfPg\n", "QUWF9DVPPj/nz6vQs2c4unWLwPffS+uttJST9I4xBEqa4nhu3HAmUCJsExXF0LmzEBg5fdr11zkF\n", "SgghhBBCCCFu5cpAycWLIca/5R50ife5ft38gd6WggJpO3rzzWBYGoHGGD8cxDR7p3yPEu9pU1lZ\n", "figrU0Gn4/Dcc82Qlyccj+mwtLKypjkuvV4aKAkOtm87cRuIjmaS4TenTlGghMC7x8F5MqpXZVC9\n", "Em9BbVUZVK/KoHolviY+XgiUmD7gOqq6OsH499WrKrOHX2/ja9e7M8cjDo44Gyi5cEGNf/0rUPLa\n", "r7/64aWXgtGrVzji4yMxa5Y0YYY9PUo8+fwUFQl1UFPDYdq0UGM+D9NAiaFelT4ecbAqKIjZPSWx\n", "eOhNdLReEig5edL1YQ27PlGv10Ono1kVCCGEEEIIIa4n7lHS2EDJH38IT141NZzX5ZQg5sS9HUpK\n", "7Gsfcu3o44+DUV7O/712rT/uvz8MX34ZhHPn+DazbFmgJDjiaI+SK1c4zJsXhM2bPSMV6NWr0vKf\n", "OqXG3/7GB4MsBUqU5sywG0DaoyQqiqFDB+Ge4ZYeJZmZmVi8eLFk7vXc3FysWrUK//vf/1BQUODy\n", "QhHrPHkcnDejelUG1SvxFtRWlUH1qgyqV+JrXDX0pq4OOHtW+sBn+rDobXztenfmeBrbo6RFC759\n", "VVRwOHCAD2Js3Sqfs+TYMeGhW65HiWmgRHw8zz/fDB98EIyHHw51aIYee9TUABMnhuCee8Ik+Ves\n", "kSv/8uWBOHFCZXadGWa9Ubq9OTPsBjAPlCQnCx05zp5Voa7OJcUzslnDGRkZGDx4sOS1a9euYezY\n", "sRg/fjyOHDni2hIRQgghhBBCbinioTeNCZTk56ug10u3pzwl3k/ci6S6mkN1tfX1y8uBsjJ+m8BA\n", "hgEDGozvFRerbv5faBcajdD+8vLEgRL7e5SUlwObNvHBF72ec3kvh/Xr/bF5cwAOHfLDZ58F2bXN\n", "1avi4IJwjPv2+Zn1KKms5FBvezKhRpNODWx/jxLx0JuoKD1CQoD4eD5YotNxOHvWtQFRpz4tLS3N\n", "pYUgjvHkcXDejOpVGVSvxFtQW1UG1asyqF6JrxEHSi5fVqGhwcrKVsjNfuHtPUp87XpvbI4SgJ+x\n", "xRpxb5L4eL2xRwkgBEjE+TsGDhQanKM9SgzHs3mzP+rrhfdMc5k0ljiAePy4fUEYcaBnyBAhCnLo\n", "kHmgBODrVen25oqhN9HR/HZKDr9p1F1jy5Yt6Nu3r6vKQgghhBBCCLkFBQUBsbH8Q49Ox+HyZece\n", "U06fNt+OepR4P9PAiK3hNxcvWg6UGAIk4h4lgwcLQQRxjxJD7xOxigr5fa5fH2CynmvbnbgsZ844\n", "PvRm6FDhGH/7TY3z580DC02Rp6S62rlAiXh6YEOgRMmZb5wOlGzfvh0dOnRATEyM1fXEY5y0Wi0t\n", "u2DZ8JqnlMdXlhctWuRR5fGV5aZsr2Vl5bhVecr59ublRYsWeVR5fGXZ9F7g7vL4yjK1V+WWifu4\n", "YuYbcSJXA2/vUeJr7dOZ4zHvUWL9nIrbT+vWerRoITyQFxfzMyGJAw+DBgk9Sk6cUEN/symKh64Y\n", "yOUoqakBsrP9ra7XWOKyXLumsjmdb20tUF7OH6NazTB4sHCMR46oZctXWsop3t6kQ2/s26ahQRhK\n", "pVIxRESYB0pcPfMNx5jtCbPy8vKg0WgQFxcHANi5cyeaN2+O2267zep22dnZSElJcU1JiZFWq/W5\n", "LniegOpVGU1Zr1qtGiNHhjfJvsS+/bYCU6eGNfl+AWDNmnKkptKsZK5A9wBlUL0qg+rV9XJycpCe\n", "nu7uYrhUYWEhsrOzoVarMWjQILRq1Up2PU/5zj5tWgh+/pn/VX7x4ipMmOB4dsYHHgjF7t3SB9an\n", "nqrBu+/aSGrhwXztenf0ePR6oHlzDRgTHuy/+aYSDzxgOaHGW28FYf58PlPoSy9Vo2/fBowbx39X\n", "GziwHt98U4W2bTUAgNBQhvz8UnToEIHr1/mH7d9+K0NcnB4tWkSafXZUlB6nT5dJjqeq6m5MmhQq\n", "We+VV6rx/PM1pps7bcyYUGzfLrTtrKxypKRY/g548SKHbt34Y2zRQo9jx8qQkhJunOFHzvffV6BZ\n", "s22KtrfVq/3x2GN8XT3wQB2++abK5jZXrnDo1Ik/luhoPU6d4utfq/XDyJH8eU1JaUBWlrS7T2Pu\n", "6zbDLllZWdBqtcjKysKOHTtQXFyMXbt24fjx41i9ejW+/fZbp3ZMnOdLN0pPQvWqDKpX4i2orSqD\n", "6lUZVK/EHvv27cPkyZMxceJE7N27193FsckVM9/4Yo+S1NRU6PWw2YPAWzh6/yov5yRBEsD2EBFr\n", "OUqKilQoKhK2j43Vg+OALl2EoMOxY2pJD46wMKFvgVyOknXrzGfQcfXQG9PeLbaSl4rzk8TE8Mff\n", "o4f1H9dKSlSK//siHnoTEmLf0BvxsJuoKGGbDh3EPUrUsN0FxH5+tlYYMmSI2Wsvv/yy60pACCGE\n", "EEIIcblmon7tAQEBVtb0DHFxwsNsYaHjD5nl5dIEnQZywye8yZYtfnj22RBcu8bhyy+rMGJEE0xN\n", "4kHkgiK2AiXiQFt8vB6xseKhN5xk2I0hN06XLjpotXzAIy9PLWmP8fF6nDqlQkMDh7o6DrW1QGAg\n", "/55OB2RmNkWgRNq2+aCg5bYgzk8SE8Mff48eDVi92vK9wFaSXFeQJnO1bxtDTx9AGiiJjWUID9ej\n", "vFyFykoOhYUcWrVyTbTEu8OrtyhfG6foKahelUH1SrwFtVVlUL0qg+qV2EM8wt7f3/xBztMYHlgB\n", "+YCHLeLeJH5+wrHLTfHqDWpqgL//PRgPPRSGy5dVqKvjsHSp5we8bHH0/iUXFHF01puoKAa1mt3c\n", "ViUJpBiCKLfdJvROyMtTS5K9xsbqERoq36vkq6/yJFPXGlhK+uoMvd484Gcroas4sGK4tnr2NO9R\n", "Iu7VUVLStDlKgoMd71ESHS3cJzgO6NhRmZlvvPOuQQghhBBCCLFKpxMeijjO+oOlJyTUFSfcPH26\n", "0uHt//hDeLRp167U+PelSw0ecXyOLs+aFYJ//SsIYleuqDymfM4uHz161MHt82Dq2LFii+tv374L\n", "ly4J7f3cOS1279ZKepVs3lxo/FunuwitVisZenPwYI1JD44iSaBk69YDxr+zsoQkqS1bCg/thmCK\n", "K+ovM3MvdDrpNWwIDFraXtyjpK6uAADQvbv5vNuJiSXGv0tLOSfOj2PLx49fMP7drBmza/u9e/8w\n", "LtfXX5a8HxFxyfj3qVNqs+2dZVcyV2d5SmIoQsitgZK5EkIIcZYvJnP96aefMGbMGDDGsG7dOowY\n", "MUJ2PU/5zn7qlAr9+kUAAJKSdMjJcWw2u3nzgvDBB3wCz6efrsGiRXyQQaViKCoqhdq1s4cqrl27\n", "CLPZXRISdDh82Ldm+autBQIC+N4Bclau9MeTT0oTpY4cWYf//lc+CWhBAYc77uATfzZvrseJE3zi\n", "z7vvDsPhw3zmiYED67FzJ9/L6v/+rxovvFCD8nIgKYlP3urnx/DyyzV4+22hPW3b5o9jx/hGtHNn\n", "Obp25b9/TZgQiqws/rMefrgWy5bxY3IGDKjH2rVCwK8xTpxQoX//CMlrkZF6/PFHGYqKOJw8qcZd\n", "dzVI2virrwZj4UL+GnjttRt49tlaAEDfvuE4fVpY8ckna/Dll0E3j6UWixeLunwoYM6cYHz6qXm5\n", "rPn44yDjuZg9uwZz5gjJmRcsCMQbb/BjeJ58sgbvvSe8p2gyV0IIIYQQQoj36devH5YvX47ly5ej\n", "X79+7i6OTeKEm84MlxEPvencWQeNhv88vZ6zmdPC0+h08slbvT0xram1a/2RnKzB8OFhqLeQbkNu\n", "KmBr59N02I2BuEfJ0aNq0ev8OuHhfCAKABoaOOzeLaTzbN5cOvTGMKxGrwf27xc+65576kXruK7N\n", "yZ33khIVzp1T4Z57wjFqVBheeSXYZBth/82bC2Xv0UPaq+SOO4Qf3EpKlG9f1aIJqOzPUSIcS2Sk\n", "XvJehw7C8smTNPTmlkbjkpVB9aoMqlfiLaitKoPqVRlUr8QecXFxmDRpEh5++GHExsa6uzg2hYUB\n", "QUH8A11VFYdKB3+MP3VKeLRp314neTgUD0PwBmVlwkwvISH1CAjgj6W6mkOV7dlUPZr4/vXVV4G4\n", "cYPDgQN+2LFDfp4RR5O5Wg6UCH+Lgy/iIV/i4Td79ogDJUw2R8mpUyqUlfGfFROjlwQdXBkoEedL\n", "EfvooyBcvszv39CrxUAcbGzeXDh2cZ6SkBCG5GRxoET5HCVVVeJkrvYNbhEHSqKjpdskJQnlv3TJ\n", "deENCpQQQgghhBBC3I7jpA904plJbDl3ToWjR/kHW5WKoVMnvXFKVMD7emKIHwzDwuqMs5YAkE0c\n", "6q0MD/kAkJ8vf1zygRLLdWApUCLusSQmDqB07iw8dItnZzFN5moIguzbJwRT+vRpsDqNsL0azNOI\n", "WGy/P/wgJPc1vV7kZr0BgJ49hR20aaODRiO819Sz3tifzFU4NtNAScuWwnJhYRMGSvR6vSQRFHE/\n", "pee2vlVRvSqD6pV4C2qryqB6VQbVK/FVptO42mvZMuGBMT29AZGRTPJw6GyPkvJyYNs2P8lwgaYg\n", "Dg7ExQWaBH28q3eMKfH9S3yOz5+XHzYh9/Bu7YHenqE3YuJASa9e5s+9AQEMd9yhk+1Rsn+/ECjp\n", "21caKHG0R4leD0yZEoI2bTT47jvp7Ebi9qtSCftoaBBer6zkJDPKyM16w5dTh/vuq0NoKMPs2bWI\n", "jJQGSpT+90V8LYWE2LeNeNabqChpwCsykhl7XFVUuK7HlXz/ppsyMzNx5swZjB49GnFxcQCAwsJC\n", "ZGdnQ61WY9CgQWjVqpVrSkIIIYQQQgi5pYl/9ed/Ibf9g61OByxfHmhcnjyZTw4p7p1i+ot8SQkH\n", "vd7812nTzx0+PBwnTqitJg9VgjhQotEwiKffcFegpLCQw5QpofDzA777rlISiHJGTQ1QXi6cl/Pn\n", "7e9RUlXFobYWCAw0X9+eoTdi4iFa995bjxkzanDwoB9attQjIUGPMWPq0KIFk+0tIu1RokNwMKBW\n", "M+h0HGpqONTV8Ylq7bF/vxobNvArz5sXjMmT64wJbsXt9/bbdThyRP4x/soVFdq00YMxaXBF3M5V\n", "KuC776qg0wFqNZ9M16CkhANjlhPruoK4R4krht5wHH/fuHCBD7QVFanQrp38uXaE1R4lGRkZGDx4\n", "sOS1ffv2YfLkyZg4cSL27t3b6AIQx9G4ZGVQvSqD6pV4C2qryqB6VQbVK/FV0h4l9nWj377dDxcv\n", "8utGR+sRFrYNACz2KMnLU6Fz5wh06RKBnBzLyR/Pn1fhxAn+/fXr/SW/1rvK9euc5EHVQDy0RKcr\n", "8ohhRIsWBSEnxw/79vlhxQo7n/5lGO5fpgGfCxcsBUrkX7fUq8Ty0Bvzh/KoKL0kkKFSAW+/XY2N\n", "Gyvwn/9U4c03q405PUwDJaWlnDF5qJ8fQ48eDeA48/XstXevEPy4fFmFM2eE4xDXVb9+MmNzbjL0\n", "0Ckr44y9TUJDGYKDzdc1zJATGMjnKgEAnY7Dli177C6zMxwdeqPXWx96A0jPbVGRa64Phz+lmSg1\n", "bYC94TFCCCGEEEIIsUH8q39RkX0PmUuXCt0KJkyog78//9Ak7ikgDi6sWhWAujoO9fUcfvrJ8vOM\n", "ODGkTscZp5Z1lRUrAtC+vQZ9+4aj3GTGX/Ev6KGh9ZKgj7t6lBw4IASVXJELwvSB1nKgRH7YibiO\n", "DBoagPx8oZy2cpRYGo4jx3TojXi2m27ddMYZXOSG6NjjwAFp+9JqhWVxYta+fa0FSlQ3/y/Nr2JL\n", "RIS4zP5W1mw8caDEEKCxRKcDZs9uZhzGFBTEEB5uvk3LlsIxXr7smuvD4RbORP2+/P2VrUQij8Yl\n", "K4PqVRlUr8RbUFtVBtWrMqheia8SP9TZ06OkpITD+vXCM8nkybXG68NSXg9xjwNrwRjTBy5DoKCy\n", "Etiwwd+hHCqm9Hpg7twgAMCFC2ps3ix9rhIHB7p2ben2ZK46HSTDPRoz3bLh/JhOAV1crJLNBSPu\n", "OSIOfMhNG3zwoNo4q0pcnF5Sb3IBA0sJXuWEhgp/V1RwkvwkffoIwYuwMOl69mBMOowHALRaoU2I\n", "22/XrtJ8KWKGnlPiwKA9Q6TEU+62b9/XrjKbYowfTmWLuGeWXE8XA50OmDWrmSQQ+sQTtVDJNH9x\n", "oMRVPUocDouKE7tydgxe0mq1xovB0M2KlmmZln13OT4+DQUFHMrK+J9GIiLCAaBJljnOyt3WR/n5\n", "AVqt2i31HRPjh/r6Zk22P/Gyn99lNDScdHt7b8plP7+OaGho1ST1S/VNy7fisrjXNHEf8S/89iRg\n", "Xb3aH3V1/HopKQ3o0kV4YBL3KBEHXcQ9Raw9VJlONXrwoB+AWjz9dAjWrw9AYqIOe/eWy+bJsGXH\n", "Dj9jTgUAN4f41BuXxYGIyEgmGaLgaI+SPXvUmDUrBF276vDvf1cZh1w44uRJlWRaV1fMjiIXaLpw\n", "QYWOHYVzyJi0Ltq21RuTvsoFa375RQgu3H13vSTXRmgo34NBfBz29LYQthf3ugDOnrUUKBEndLXv\n", "s/PzVWaBwV27/Iz5QsTXQmwsQ/v2Ohw6xO+/QwcdTp3i68TwGeL1xbl6LBEndHUmCFZQwOG++8JQ\n", "Xs7hhx8q0a+f5dxC1dX25Sj58stAfP+9cHE9/HAt5syRz6qsxNAbjom7iMjIy8uDRqMxJnP96aef\n", "MGbMGDDGsG7dOowYMcLittnZ2UhJSXFJQYlAHHwirkP16hparRojR4a7Zd/ffluBqVPDbK/oI/u9\n", "lfe9Zk05UlNdOyObp98D3HltNaa+Pb1evRXVq+vl5OQgPT3d3cVwC0/6zr5vnxoZGfy9LiWlAVlZ\n", "1p80p0wJESXAvIE//7nWeH2cPKnCnXdGAADattXh4EE+CNyrVzjOnuUfLDt04IMdcl5+ORhffBFk\n", "XG7dWo/Nm8vRtavG+NrmzeXo3dvx++OTT4Zg5Uph2M8DD9Thm2+EZLFPPBGCVav49597LgcpKR0x\n", "ZQrfpWHo0Hr88EOl3fsaNy4UW7fyAYTvv6/AsGENNrYwt2xZAGbOFKYoGTCgHmvX2l8GMcP5+fDD\n", "ILzzjvRHrhUrKjBkiFC+ykogMTESAD/sYvToOuPD86efVmHy5DrJ9sOGhRmHsPz735UYM6Ze8r74\n", "3APAM8/U4K237JvSaMMGf+M5GD68Drt2+RuH1hw+XIaEBD4g8eCDocjO5uv7hx8qMHSo7fpesSIA\n", "06ebTwGzd28ZEhP1aNWKrwO1mqGoqBQ//+yP2bND0K9fAwYNqsdrr/GB3sceq8GHH1bjq68C8be/\n", "8a/96U+1mD/feoKdRx4Jwbp1fHt76aUDeOmlZJtlFnvmmWbGhMqTJ9fi008t7y8hQWMMVuXnl0h6\n", "4IiJz+XUqfwxyPUmAYClSwMwaxZffxMm1GLxYn7/jbmv+1l7MysrC2fOnEFQUBCSkpKQlpaGfv36\n", "Yfny5WCMYciQIU7tlBBCCCGEEEJMOfLLcH09sGOH0IMgPV36UCzuUWIY5sGYaY8Sy7+em/YouXhR\n", "hf/8R9p95PBhP4cDJaWlHNatkw61MSSNNRDn3wgLq0d0tNArQDxVqi2MAUeOCJ99+LCfU4GS336T\n", "lq8xQ28M5HoMmeYpEfdciYxk0Ggs93woLeWMyXk5jmHQIPPjjI1lOHtWvOxcj5LcXLUxSBIeXisZ\n", "EiTuUVJebl897dsn381n1y4/BAcL7TomhkGlAsaMqcfIkaVQq4FVq4S25GyPEnG9VlQ4ll7j/HmV\n", "JLmveGibKZ3OvqE35eWQnMs5c6otBkkA6RCqJhl6IxcIiYuLw6RJk1yyc+Ic+gVJGVSvhNza6B6g\n", "DKpXZVC9ElvWrl1rHDKfnJyMbt26ublE9hE/1BUXW5+q9OBB4WE1IUGH5GR+W8P1ERHB4OfH0NDA\n", "obKSQ3U1n1yztlb4wPJyPi+G3AObaaAE4Gd+ETt82PFxLP/7X4CkDABw9qxKMpWsOECQmtpZMjTC\n", "kaE3xcWcJKfJ7787Me4GwG+/SR8b5fKD2MtwfuRy0BiG1RiIZ7zRaBiioiwHSnbs8INez7/Ws6dO\n", "sq6BaWBEbiYcS8SBkoICoZw9e6pMhvg4nsxVnJ9k6NB6bNnCByt27vRHjx5CIE6cd8cwhEo6XI2v\n", "L3GOEnHA0BJx+4qJ6QBAZiomCxYsCIJOJxynYQYqOadPq8AYv26LFnr4WYhGaLX+xnPZvbv8uRRr\n", "2VJ4//JlN816QwghhBBCCPFsQUFBGD16NEaPHu01QRIAaNZMeNCsr+es5sKQ5qNoMAuoqFQwSYLK\n", "yT7EWfoFWu6BS5zfApD21jDIz1dh2bIAi70uvvvOfKadhgZOMh2suEdJZCRzenrg3Fxp+fLyHA+U\n", "1NWZB1hckaNErkfJ+fPWepToTXJpSNc1DC8C+PwkckyTtzrbo0Ssa1dpjyJpjhLb9VReLpwXlYph\n", "9mwhI+quXX4mvUOsB38MeV/E24jbjiXSnjr2t69LlzgsXSptzxcvqmApuYd45qju3S33bNq+XVhv\n", "8GD5cykmTebqpllviPsZko4R16J6JeTWRvcAZVC9KoPqldii0+mwatUqrFy5Ejk5Oe4ujkPED7PW\n", "Zpax9GAsvj7ED4lXrqhkAyWFhfLTzNrzwHXsmBq1oh/fa2uBESNCMXNmCP78Z/OcE3l5KuPsMYGB\n", "DL17Cw+L4uE34ofVkyd/RVgYjNMe37jBSYYvWGMaKDlzRoWqKgsrW5CXpzYmzDW4cYOTHLcjDOdH\n", "vvFKHz8AACAASURBVEeJ9DXTpLYajV72PcaAX34RHq7vuUf+Idx0OmBXBEoCAo5Jlh0NlOTkCD1h\n", "unTR4c47G4zHWVyswu7dQjuXG0Yj16NEPKOQPVMgi2e9OXGiyOb6Bp99FmTWNqqrOYtBwkOHhPYo\n", "7iljats24ZjlhlCZiorie48BQFmZ/OxJjqJACSGEEEIIIT4mIyMDY8eOxbhx41BUZP+DjyewZ4rg\n", "0lLOmDeD4xjS0uQfpsQ9Sq5csb9HSVERZ3x4DQiw/KBZX8/h2DHh4e/YMbVxWIZW62f2y7p4it30\n", "9Hr07WseKKmvFx6wVSqGZs342VucmSLYtAcJY5zDvUpM85MYNLZXiaVZb8TED9waDZP0KBHv/48/\n", "VMZZhEJDpQEoMdPAiD1BBANxAESsbdtyi+vZEygRD7vp00cHlQoYMEAovzj/h9xUvxERzNhGKys5\n", "VFVJh2c52qOkosK8x5McvR747jshZ48hkAdYzlNiT6Dk4kXOOItPUBBDv362AyUqlfRcuiJPidUc\n", "JcQz0bhkZfhSvZ47p0JBgWu6nTmqpsY9+yWksXzpHuBJqF6VQfVKDK5evYoVK1ZIXnvggQeQmJho\n", "XPb3t52cUTyTkrunbFaprgDgZ9wsLuZk19+9uxX0+t4AgA4dSpGbK50JynA8hplIAODUKbVs4OXX\n", "X89CozmHr74ajqNH1Xj66T1Qq/UABgIA4uPLUVISiJISIT9J27ZlOHuWn1Hnf/87i8rK80hNTcXx\n", "48KDYE0Nh+vXORw7ttNY/vx8Yf8dOujRrp3wsGgIlGzatA/AcAD8A6xKxR9PdPS9xuFAWVmHMW1a\n", "N5v1KZeT5Oefz6G2Nt/u87Fx4zUA5r1jSks5tGjBHD6/APDLL7tRXn4/ANysa0Cn46fIzc7ejcBA\n", "PVJTU82SucpNY6vVarF2bVsA/Pno0qUIe/ful92/OCeJWs3nPLG3/HfdZX7f9fNjiI+vkFw/hYWn\n", "AHQHwAcusrN/xerV7dC1ayKeeqoWu3fzn9e160B89FEQvvhCCEz07dsArVaL9u3jAfQEIB0C1ry5\n", "3qx8u3ZpER4+BFev8ol2Nm7MQWFhGgD+3P/xx6+4cqXe6vFdvBgDoP/NMvvbdT/o1GmgMQdLSEg9\n", "+vQReoJs2XIcd9zRQbJ+//6pOHrUfOiN6ed/9dVZ47H369eAAwfsOz8tW95rzCu0efNRPPVUVzQG\n", "BUoI8UEFBZxbp+glhBBCSNOIiYnBjBkzzF7Pz89HmzZtAAA1NTVm75sSP8SaBuKaerlLlyjs2sX/\n", "XVSkwrhx5uuvXNnMuDxiRJDF8ovzR+Tmmg8hAYCQkPaoq0vC+vX8A+vGjX3x2GPCuJJOnYLBccCG\n", "DfzybbfpMGGCP958k1++ceM2pKbygSlxoATgE8KKyyMeWpKYqEOnTkL5Tp7k3+vQ4U7ja5GRzLi9\n", "uDdBfHxPAA1mxyterqsDTp40D5TU1HREamqC2fqWli9dijP+7e/PUF/P16EhUOHM+Rb/oBcby/fa\n", "yc/nlxMSUtGxo/7mPoT6ioyUT+Y6YEAq/v53YY7ZCRPCLLYHcY+S2Fg+COVI+UNDmSRBa8eOOtx9\n", "9wDJ+j17ClPrVlRwOHZsMJYu5dtrfLweDzyQisuXOQwYEI7CQuH4AgMZ0tLq0apVKnr3BpYt00uG\n", "0AB8G5ArX0KCP65e5ZebNeuHqio+YBEczJCR0U8yY4zc9mFhQjthTGPX/eD334UPTUhQIT5e6PkR\n", "EXE7DAlhDeufOKEy5vhp0UKPVq2Y7OdfutTF+PfgwfV2nx9xnpIWLXoAsJ3bxBoaeuOFaFyyMqhe\n", "Cbm10T1AGVSvyqB6Jbbk5+fjxx9/xI8//ohOnTq5uzgOkcu5IMYYsHWr5XwU4uvj9tulgRL5HCUq\n", "yfCZnBw/ydCBVq30uOsuYR+jRtWhe3fhc8UJXY8fN59SWEwaKNGjUyfh4e70aTUaGszzchiOx9GE\n", "rqdPq4xBDbHcXPt/K6+qEoI/HCcd0uLszDdarVYyNKJ5cz0SE4VjE9eRtC70klwahiDKvn1q4zEF\n", "BzOMHWv5Afm223TGYMnAgY4/SJvmKbn9dp3Z/dh06M3Bg0J979/P/52Z6S8JkvTp04ANGyqMwYOg\n", "IGDaNPMkMJZmsBEHgLKyhB5kXbrorE6rayDuqVNYaF+9XL4snJsWLfSSKZIN7X758gDMnNkMZ8+q\n", "JIlce/SQH07DGLB9u2P5SYQyiI+Bht4QQgghhBBCTKSlpbm7CE4zncXjwAE1jh9XY8KEOgQE8Lk/\n", "DNPIWstHAfAPigYnTqgRHW3+oFlUJJ3etbKSg1YrPCbFxTE8+mgtTp/m9zlrVo1kqHFurhr19YC/\n", "v1yPEmmgQjz0pk0bPSIiGFq10uPyZRVqaznk56vMelEYiMtuzxTB4oBI9+4NxgfV3Fw19HrY9QB9\n", "4ICQaLRjR+nDcGNylIgDYM2bM0kCX3GeEtMcJWFh/JAZnY6f8rmuDliyRMiTMW5cnSTfhqngYGDz\n", "5grs36/G8OGOB0rCwhgKC4Vl0xlvDOsYVFRIZ246e5Y/NkNbAoCnnqrBvHnVZrM2PfZYLT75RJos\n", "VS6ZK/+6sM/sbPtmlhETJ8mtqPAHYzUWp+U2EAcjWrXSo3VrcaCEn8Vp5sxmYIzDoUNqpKYKZREH\n", "GsWOHVMZh8dFRurRrZvlhK+mXD3zjdOBkrNnz+LgwYPQ6/Xo378/EhISbG9EXILGJSuD6pWQWxvd\n", "A5RB9aoMqlfiy8QPzdu3+2PFigDodBw2b/bH119X4ZNPhFwhDz5YB9MULOLrQ6NhiI/XoaCAH3Yj\n", "/hXcoKiIQ3m5NMAhnnUjLk6PZs2Ajz8Wpppp1owhIUGHCxfUqK3lcOKEGklJOmMAx8CQMwHgk7Qa\n", "ljmOGfOndOyoM+ahOHFCLQkOREXpZYfe2JPMVTzjTXp6PS5cUOH6dRUqKzmcP69CUpLtJJ/igFFq\n", "aj3UosOzNLOJLampqfjmG/HQG2mPEnGgxDRHCcfx5/TaNf7106dV+PlnIcfH44/bnoonMVG6P0fI\n", "9SgxvR+HCaOAUFnJGcsKwDgFtHgq6DvvNJ/aGuB7Vo0fX4dly4RAkD09SgxJbQHYHWgICwNCQhiq\n", "qjjU1vph504/iwmSDcSBkpYtTQMlKuzd6wfG+APLy/NDfr7tRK5arXDdDRzYIGlvtojvG65I5ur0\n", "Jxw/fhzjx4/HhAkTcPTo0UYXhBBCCCGEEELEQ28uXVJBp+MfttatC8CbbwYbpwVWqRhmzrSdf0U8\n", "/MZArZbOkHHqlPSxSNxjpFUr+Ydq8a/ihw6pZfOBiIfeFBSojL0zWrZkCLz5/Guap8S0F4WBdKpj\n", "e3qUCOXp2lUnqQe5JK9yxA+uqakNiIiQn3XGUeKkurGxzGTojXiaZGmgBIAkT8mbbwYbe1z07t1g\n", "saeCq8gFSkyJe5RcvcpJjvXsWTUYA/74QzjG5GTLQZsZM4T2zXEM0dHy61qaveeOO+yrD47jg44G\n", "778fZGVtnjRQwswCJeIhaQCM+UkAyz1dHn+8Fr/8Uo45c27g4Ycdm39afJ2KE+A6y+lP0Ol00Ov1\n", "0Ol0YKbzXhFF0bhkZVC9EnJro3uAMqhelUH1SnyZpeEFALBggfAAN3p0Pdq2NV/X9PqQGx7RqZMO\n", "HMc/w1y9qkJZmeXHorg424GSw4fVZsNuAGmPEtP8JOKyGJj3KBHnKBH3KLEdpBBPA9y1q05SD/YE\n", "SqqqgJwcYb0BAxosTs9rSX09sGRJAJYuDTBOlazVaiWBHus5SoS/DUEjcfBo82ahN8kTTzj2YO0M\n", "caAkNlaP5s2Z1Rwlpjl2qqs5XLzI4dw54fW2bS0HM7p00ePxx/lgyZ/+VIdmzeTXk7tm1GqGzp3t\n", "Dxw9+2wN/Pz4su/e7S/pTSRHPLzFtEfJ5csqHDokv704kat5mfneJrNn12LYMPvzk/Cf69rpgZ3+\n", "hNtvvx0ffPABPvzwQ/Ts2dPieuKGo9VqaZmWPXb56NGjHlWexi7fihoalP0VgUi5s77Lyspdfv2I\n", "e0e6+/qVWy4rK7dYH0pTor5p2bfbqzcvE/eTG14QFGT+2uzZtnuTAPKBkjZt9LL5SuRY6lEiTki5\n", "ZYu/JCGsgThQIs1PIpRJnND1+HG1lRwl0mSuCxYEYsiQMGzaZD7987VrnPFX9aAghnbt9JLeD+Ig\n", "iiX79vkZk8F27qxDTAyTBCnsCZQsXx6AF14IwaxZIfjvf4WghrRHiV5SH6dOqcAYH2QR52IxJHJN\n", "SzPPLRIdrcfIkXVmr7uaOFAi165M15GzbZs/Ghr442rVSo/QUOv7/OCDahQUlEiGfpmS61Fy2206\n", "BNnuGGKUmKjHpElCHX7wgfWNxT1KWrTgh6cZzlF9PZ9bSI6lRK6NJR56U1jY+BwlHHOyO8jPP/+M\n", "UaNGQa/XY926dRg5cqTZOtnZ2UhJSWl0IQkhjtFq1W6dHnjq1DDbK/rQvm/FY3b3vtesKUdq6q0V\n", "GHPndX0r1je59eTk5CA9Pd3dxXALT/zO3r59BK5f5x/EUlPrMXNmDSZOFP7NSU+vx48/Vtr1WadO\n", "qdCvX4TktSeeqMGvv/rZnAEmPFyPc+fKZN+rrQU6d44wzv7SooXe7JfsoCCGixdLwXHA228H4eOP\n", "gwEAL7xQjf/7Pz7Qc/06h/btNQD4KWLvuaceGzfyQYUvv6zEuHF8YOD0aRX69o0wrldbyz8Mtm6t\n", "x5EjZZI8Fzt3+mHUKL6+evRowC+/VODoUTUGDeL/HUlM1OHQIesBeHF5n3yyBu+9V41Nm/wxaRL/\n", "ZD9kSD1WrLB+Dl56KRhffsk/cMfH63DwYDn8/YEHHgjF7t18gOennyqQltaAtm0jUF7O19/Ro6Uo\n", "L+cwYECE8RiPHuXPg14PbNzoj127/HDwoB8qKjjMmVPtVHJWR73wQjCWLOGPZ9asGrzxRrXseq1b\n", "a1BdLf+wPmJEHdau5c/vgAH1WLvWvnZsjVwbnzSpFgsXWg6uyMnPV6F373DjcLdHH63FvffWYcCA\n", "BrPeLF27RhiDcYcOlSExUY+0tDD8/rv0mtJo9GAMxl5bf/tbNV5+2b4gpyN0OqBlS42x7JcvlyA3\n", "1/n7utM9SgIC+JOrUqngb5pBiRBCCCGEEEKc1KsXH5wNCWH45JMbGDasAZMm8UMr1GqG55+Xf0CV\n", "066dHsHB0t+GW7fWS7rqWxIXZ3mdwEB++I+BXHf/mhrOOJRGnMyyTRvh1++oKIakJP54a2s57N4t\n", "PGiKe5SIh94YgiQAnw9CPJ0xIMyuAvDJYgF+iE9gIP8Z58+rbc6cs3On8Iw3YADfCyAiQjw9r+1f\n", "7cvLhXUKCtRYuZJ/hjTtUcJx0hmK8vLUJkOHhF4IKhVw//31eOedamzaVIHdu8ubJEgCQDJN9P33\n", "W+7BYq1XiThRcLt2ziWVNSXXo8SRGWMM2rTR46GHhOP6738D8dBDYUhO1uD774UeQTodPyOVgaE3\n", "h3hWJIOePXX429+EwMh99ylzrtRqaT2I25gznN76/9m79/goyvtf4J/N5kYgIUDCJQQIhEtAUITK\n", "pcaABWyKQBFBQYrt7/zU1lp7frXtT9tfz6s9tud4O69faWuF2tpaqcVrwAgSISkXF4RAQhAJASQS\n", "CCEJud9vu3P+2OzszO5s9jazl8nn/Xr5cmayO/M8z84MO999nu8zefJk5OTkICcnB1OmTPGrEOQd\n", "dg/VBtuVaHDjPUAbbFdtsF1J77Zta8cLL3Tg449bxIfJ3/++A9u3tyM3tw2LFrl+CHS8PoxGOOVq\n", "sAZKnB/q5s2TDwtwlZ/E5oEHnPNiREYKmDLFfjzb8Btp7g1poASAbIpjab4UaY6S4cMFMYeEo8JC\n", "+TAH6cwxttl1oqPlyT2Lilz3pmlrA06flucnAeSBm+Zm94ESx9ds3RqLI0dMsods28OtdChLaanR\n", "KRltKLjvvl7k5raioKAFCxZYy6R0P5bmKXHU2mqve3q6OvVKSBAQHS0/pq+JbZct+8RpuFl3twFT\n", "p9r3V1dnEHtujBxpERMTS/OU2MvRh+99rxu7d7fi8OEWjxPM+kJ6TSvNcOUNnwMlGRkZWLduHdat\n", "W4cZM2b4VQgiIiIiIiKbkSMFPPpoN2bNsj/4GI3AAw/0YPFi73McOD5ojx8vYOxY54e6Bx6Q9xJw\n", "FyhZuNAsy68BAFOnWmSBENvMN66SuQLAV76i/PAoDUwYDPJeJVInT8qDHq6OJQ3IuMohAVjzk9jy\n", "aMya1Sfmc5HmKPG2RwkAXLxoxNGjKeIQG6NREOso7VFy7pxRNixK+rdgMhiss//cfvvA5RkoUCI1\n", "0Iw33jAY5FMEA/JeON5ITu5EcXEzdu1qxRNPdGHGDDNGjrTI6iztPSXtmaUUKJkzxwyDAcjK6vOp\n", "l4s3pNe0vwld/U8HSwHnOFc3qYPtSjS48R6gDbarNtiu5Mg2GyUpXx+O07gqDb2JjBRw333yQImr\n", "RK42jtOqAtYkmtIAS1WVAZ2d9gc3o1FwCsDMn6/8UDtihEVWH1fTwzoGSqQ9SqSBEulxTp1y3aNE\n", "OuNJZqb9PY7JXN1lu3QMlADAm2/aJwJJThYQ0V9Ux6E3odijRInS+eZpoETa88hf0mEnU6aYkeBj\n", "WrPMzEzExABLlvTh17/uxKeftuDUqRYYJXE1abJUaXBi/Hjnems9ZbOUmjPfMFBCRERERBTG8vLy\n", "sH37dtTU1Mi2V1dX480338Rbb72FGzduBKl0oUH6oG0wCBg3znnozeTJ1ulepdO1uutRAkCW0wGw\n", "Bkqkv6xfvx4h6+GRmmpBpEOMYs4ce/4Qm8hIAfEOOdOlMwKtX28f9nP2rBEdkrydV6/an2rlPUrs\n", "dSsujoTFRfXOnLEXUNqDJybGmjcGAMxmA1pbld9voxQokc4EJO0FIR0edeGCUXxddLSAqVPV6XkR\n", "KEo5SmztZmMwCIrTW/tK2pZq99yQBsgAiElcAcdAibw+w4YJSEsL3Gc3d24f7rmnB1u2dMuGCvmC\n", "gZIwxHHJ2mC7Eg1uvAdog+2qDbYrSWVnZ2Pp0qVO2wsLC7F582Zs3LgRJ06cCHzBgkTp+pg9u098\n", "UJ0+3YKoKDgFSmbMsD5Y3XWXPTDgyQNnerpF1lNj9mzHHiURA+YnAZzzhwDWYTcGg7w+Dz7Yg4gI\n", "ARMmmPHrX3eKiVr7+gwoKbEGN3p67PkZDAZB9vA6YYJFfKBubTXg4kXlx0HpsBrHh9/hw6V5SgZ+\n", "nJTmKPnFLzqdcqxIAz8JCdbZeACI+S8Aa+DJMbAUSjzJUTJmjAXTpjn3avJm+l53xo61H9OfPCCe\n", "/PsinRpY2uvK8Vy59dY+scdQIHz72z146612/O53HVi61L9piEP4lCMiIlIWGWmdLldNzc23e7TP\n", "1NTA/jpCROSrOMl8nrYZKwerhATgT39qx+7dUXj0UWtPDOmDJQDxQfa//qsTQ4cKmDrVjHnzPHvg\n", "/L//twPf+95QTJ9uxooVvTh82P6YZQ2UKPfwkJo/v082hEaan8TmwQd7sHRpLxISBAwZAtxxRx8u\n", "XrTu++RJI7761T5cvx4BQTCIdZR+9AaD9Ti26YeLiiKRkeE8e4s0wOHYm2DECIvY26Ox0YAJE5Tb\n", "RBDkiUuffLILK1f24Hvf68FnnyUDABYulD/M3nKLWdZWtm3hxjFQkppqwcSJFpSU2LeplZ/EZtOm\n", "brz/fjSGDhXEGaK0Ig2USK+jceMsMBgE8fzTOieJlhgoCUMcl6wNtitR+KivN2DLlnj3L/SKZ4N5\n", "c3NbkJam8qF1jPdWbbBdyROCJIFEVFTUAK/UF1fXx8qVvbKpSR17lEyfbl1PThbwf/6P59MPA8Ad\n", "d5hRVNQirjsOvamocJ3I1UaaaBWwB0oc6yPNw7BgQR/efNM65UhhYSSAbpf5SWzmzzdj3z7r8qlT\n", "kdi82TlQ0tTkOlDimKfElbY2wGKx/n3IEAFRUUBGhgUHD0biyJFW3LxpwJo18qliZ82yl026LZQp\n", "5yiRr0+YYHHKR6LWjDc2d9xhxvnzTYiJgSyfiLc8+felpsZ5amDA2jNqzBhBzGESyPwkauPQGyIi\n", "IiKiMFBXV4dXXnlF9t/Vq1ddvl6a3NVgGHiGEml3e5PJNCjWhwwBEhLsD3m2HiVq7P/q1WPi+rVr\n", "QHFxg7je1XVe8f2OM9+MHGlxe7w77rAHV06ejIQgAAUFl8VtEyaYnd4fE3NaXC4qMjr9/ZNPTLIe\n", "JZ9/Lv+72VwnLjc2GlyWT5qfZMgQew+Ho0dNMBoPYf36XkRHy+ujHBQ5ExLnizfr9fVXZDUwGK6K\n", "01zb2NbVPH5cHPDpp9rX74sv7AlxampOy/6ekmI9PyIiBCxY0Bf0z8NXBkFwl6vYdwUFBZg3b55W\n", "ux+0TCYTf0nSgJ7a1WQyYs0aH1Nd+2nHjlYNfukP7WMPxjoP5mPn5rYgMzPwv5AE87r2p856ureG\n", "Erar+oqLi7Fs2bJgF8NnpaWlSExMREpKirht165duO+++yAIAvbs2YPVq1crvldv39m9uT4efngo\n", "9uyJxvjxFpw82axazghBACZNSkRbmzVYkJpqRmWl9Wf+fftasHCh8z1VEICZM4ejttb6W/amTd34\n", "4x87BqyPxQKkpw8Xc4UUFTVj585o/L//NwQA8NRTnfjFL7pk72lpASZPToQgGBARIaCioglDh8r/\n", "npY2AoA1Aem1a02y9z/5ZJzYi+W//7sd3/mOc48UACgtjUBm5nAA1iDUiRPWHjcD1efChQgsXjxc\n", "tu3ixSaX0yKHAqX6vPpqDJ55xj707cUXOzB7dh9WrrT/O/7WW6245x7/8mhowZPrZ9as4eLwm88+\n", "a0Jqqv3zuXAhAlu3xiIzs0+xt1Ig+XNf93noTXl5OYqKihATE4Ps7OxBP+6RiIiIiCgY8vPzUV5e\n", "jtjYWKSlpSErKwsAsHDhQuzcuROCIGD58uVBLmVoevnldqxe3YuFC/tUTaxpMFhnzLHlD7EFSQwG\n", "wWVuCoPBOvzmo4+sz1UjR7oPDkREWGeyKSiwPrQWFkaistI+aGDCBOdjJSQAM2ZYUFZmhMViTQJ7\n", "5532B3ZpglZp4lYbae4Uac8TR9IeJQkJngU60tMtiIkR0N1tfe+YMZaQDpK44pijZOJEs8seJeGm\n", "rw+orbV/ttJpiQHrubVtW4fj28KOT4GSpqYm3LhxAxs2bFC7POQB/oKkDbYrEZH6eG/VBtuVpFwF\n", "QVJSUrBp06YAlyb4vLk+EhKADRu0+dVbGiix2bKlZ8AH/6VL7YES2yw87uqzYEEfCgqsOWhMpkjZ\n", "DDtKgRLAGpApK7OWrbjY6BAosT8EKwVKpDlKGhtdZ3KQJnKVBkoGqk9kpLXen31mfUwN9fwkgKsc\n", "Jc7JXJOTBbFn0ahRFsXZj0KBu/Pt5k2DmHsmKckCvfaX8ClQUlJSgsTEROTk5GD27NmYPn262uUi\n", "IiIiIiIKW9IpggFg0aJevPDCwL+0f/vb3aivtz6Erl/vWQAnK6sXzz1nHWpz6JA8aa+rxLGzZ9sD\n", "EJcuyYM58kSuzu8fMcKi+FpH7gIurtxyiz1QEo4z3gDOgZIJEywwGIC//KUd//hHDDZs6EG45leu\n", "qbEHxxwTIuuJT8lca2tr0dTUhHXr1uHSpUuwWFw3ULAT6ehx3bYtVMqjl/Vt27aFVHmClbgonPX1\n", "hec/puEqmO0d7M86GNd3c7N9NoVAa25u8bn8jv92eft+riuvb9u2LaTKo6d1Cn+h8nlOnmx/Rpo4\n", "0Yw33mhHTMzA74mKAp5+ugtPP90lDgVyV59588wYNsz6YH79egSuX7c/4qWmKj+nSWdcuXxZ/kg4\n", "0Iw3jtsaG70feuOuPmvX2gNE3/xmcHNceEKpPrbPA7AGm2yz4CxYYMbvf9+Bu+4KvdwkNu4+H1dT\n", "A+uNT8lc33nnHaxfvx4REREoKSlBamoqkpKSnF6nt8RQocJkYgI3LeipXZnMdXAcl8dmMtdAYTLX\n", "0MN2VV+4J3P1h96+s4fK9XHzpgEbNw6DIAB//GM7Zs707dd3T+rz0ENDkZcnHwMxZowF5883K76+\n", "oiICt99uTZo6erQFZWX21735ZjSefNKa3XXjxm688oq8F8zBg5G4/37rv8FZWb3YvbtN8Rhbt8bg\n", "2WetCU1/8IMuPPtsp8f1OX8+AjEx4ZHHQ6k+N28aMHv2cPT2GrBkSS927VJuo1Dk7vN5/fVoPPWU\n", "9fzYvLkbf/hD6OYj8ee+7lOPkunTp6O8vBwA0NjYiOHDh7t5B6kpFG78esR2JSJSH++t2mC7ErkW\n", "KtdHcrKAgoJW/OtfrT4HSQDP6rN0qXMPBVf5SQBrT5PoaOvv5bW1EWiRdFqU9ihxl8zV0x4l0v14\n", "Up+ZMy1hESQBlOuTnCzglVfa8dBD3XjuudANJChx9/ncuCHtURIen5EvfAqUzJ07FyUlJdi1axei\n", "oqIQFa4DrIiIiIiIiMLckiW9Tttc5ScBAKNRPjTo8mV7nhJ3gRLp0Bvpazs6gIKCSFRUWB8xpbPn\n", "eDrrjZ7cf38vXn65AxkZ+gomSIfejBunr7pJ+RQoAYD169fjvvvuC5mI7WASKuMu9YbtSkSkPt5b\n", "tcF2JXJNb9eHJ/WZPt3i9NA6UI8SAJg6VTlPibQniFKOEmmPkoaGCJw8acSzz8Zizpzh2LAhHnfe\n", "mYCbNw0+5ygJN4OtPm1t9s91zBj9BsB8mvWGiIiIiIiIQoPBACxd2oudO+3ZYidOHDi3VHq6PZDy\n", "xRdGANZeKe6SucbHCzAYBAiCAe3tBnz96/L8WR0dBpw4EekyUELh7bXX2vHHP7ajtjZCNgOS3vjc\n", "o4SCh714tMF2JSJSH++t2mC7Ermmt+vD0/osWSLPU+KuR4l85hvp0Bv7I6LS0JuICNez6dhUVUX4\n", "laMknAzG+sTGWod2xQcnr35AsEcJEREREVEYs1gsEAQBRqPR/YtJtxzzlAyUowQApk61/728BrR3\n", "uAAAIABJREFU3B4caW4euEcJADz7bCeee24IenutQZDx4y2wWIB9+6wz79y4ESHbD3uUULhhj5Iw\n", "pLdxcKGC7UpEpD7eW7XBdiWbvLw8bN++HTU1NbLtH374IXbv3o3du3fj7NmzQSpdcOjt+vC0PmPG\n", "CMjKsgZLxo+3yJK1KpH2KPniCyOE/liGPJmr8j6++c1eHD/egqKiFvzrX63YsaMdK1faAzU3bjBH\n", "SbjSW318xR4lRERERERhKjs7G6WlpU7bY2NjsWLFiiCUiILpL39pR15eFLKy+uBuYtLkZAHx8QJa\n", "Ww1obTXg5k0DRo8WZD1BlIbeuCJNJjvQ0BuicMBASRjS2zi4UMF2JSJSH++t2mC7kjtmsxk5OTkQ\n", "BAGTJ0/GvHnzgl2kgNHb9eFNfZKSBHzrWz0evdZgsM58c/q09ZHw8mUjRo/u82jojRJpoKSyMkI2\n", "O8qwYcxREi70Vh9f+Tz0prOzE8899xyqqqrULA8REREREfkpOzsb69atw/333+80LEeJtLu9yWTi\n", "+iBZlw+/iUBXF9DVZQ1wREYKiIvzfH/jx9sDJVev2h8zhwzpxaefhkZ9uT741n1lEATBp35QeXl5\n", "GD16NMaOHYuUlBTF1xQUFAyq6HWgmEwmRvo0oKd2NZmMWLMmwf0LNbBjRyu2bAlOCuxgHXsw1nkw\n", "Hzs3twWZmQNPuaiFYF7X/tRZT/fWUMJ2VV9xcTGWLVsW7GK4VFdXh3feeUe2bdWqVZg4cSJKS0uR\n", "mJjo8jt5fn4+li9f7nLfevvOrrfrQ8v6vPBCLF54YQgA4Ic/7MLjj3dh5sxEAEBSkgUXLzZ7vC9B\n", "ACZOTER7u0G2PSXFgs8/t++Hn09o01N9/Lmv+zT0prGxEXFxcYiNjfXpoERERERE5LmkpCR8//vf\n", "9/j1FRUVmDRpEgCgq6tLq2JRmJs6VTpFcIQskas3w24A61CeceMs+OIL+exLzE9C4cinQInJZMK9\n", "996LsrIytctDHtBLhC/UsF2JiNTHe6s22K5kk5+fj/LycsTGxiItLQ1ZWVkArIGSwsJCAMDcuXOD\n", "WcSA09v1oWV90tPtw2W++MIoC5T4MqVvSopzoMRxP/x8Qpve6uMrnwIlNTU1yM3NRW1tLdLS0lx2\n", "8wPkXXdsY4W4zvXBsH78eC3q64di+HBrV/nm5hYACMi6bWzpYNPXF/jhEINZMNs72J91MO4vzc23\n", "AwjO0Jvm5haYTKdD5v7Kda5rsR4XF4dw5GpIjS1gQjSQKVPs/55++WUEGhvtuUW87VECyBO62vgS\n", "cCEKNp9zlABwOx5Sb+MdQ4Wexo2FErXblXlCBs+xB2OdB/OxmaPEO/w3SxtsV/WFeo4SLentO7ve\n", "rg+t6zNr1nBUV1sDJE8/3SnmLFm3rgd/+Uu7V/t69tlYbN06RLZt/fpuvPpqh7jOzye06ak+/tzX\n", "fZ71pqGhASaTCZ9//rmvuyAiIiIiIqIgmjHDHgg/ftw+4MCX3CIpKc7vYY8SCkc+Db0BgJEjR+Kx\n", "xx5TsyzkIb1E+EIN25WISH28t2qD7Urkmt6uD63rk5FhxuHDUQCAU6fsj4eJic7DaNzxZOgNP5/Q\n", "prf6+MrnHiVEREREREQU3mbOtPcokU7t60uPEuYoIb1goCQM2ZKOkbrYrkRE6uO9VRtsVyLX9HZ9\n", "aF0faaBEyrehN86BEsf98PMJbXqrj68YKCEiIiIiIhqkpDlKpHyZ9SY5WYDRKH8fe5RQOGKgJAxx\n", "3Jg22K5EROrjvVUbbFci1/R2fWhdn4QEIDXVOVjiS48SoxEYM2bgQAk/n9Cmt/r4yudkrkRERERa\n", "u3IlApWVBvcv1EBqqoC0NO+TGRIRhZuZMy2orDTKtvnSowSwDr+pqrL/Hs8eJRSOGCgJQ3qa2zqU\n", "sF2JiNTn7721stKANWsSVCyR53JzW5CWFpRDu8V/s0jq3LlzuHDhAiwWCxYtWoTU1FQAQHV1NQoK\n", "CmA0GrFkyRKMGzcuyCUNDL1dH4Goz8yZZhw4ECXb5mugxDGhq2OghJ9PaNNbfXzFQAkRERERURir\n", "r6/HunXrAAAfffSRGCgpLCzE5s2bAQC7d+/G2rVrg1ZGCm0ZGeoMvQHcB0qIwoHPgRJXkWvSHiN8\n", "2mC7EhGpj/dWbbBdSSorK0txe1xcnLgcHR0dqOIEnd6uj0DUR2nmG18DHI4z3zBHSXjRW3185XOg\n", "xFXkmoiIiIiIAu/AgQNYsGCBuC4I9gfUqKgopbcQAQCmTzfDYBAgCNacUAkJFhiNbt7kgjRQEhEh\n", "YNgwNUpIFFg+z3rjKnJN2uPc1tpguxIRqY/3Vm2wXQenuro6vPLKK7L/rl69CgA4fPgwpk2bhqSk\n", "JPH1ZrO9l4DBMHBSZOk5ZTKZwnp927ZtIVWecKhPUZEJU6bYAxyxsV0+76+u7oy4nJAg4OhRfj7h\n", "tK63+vjKIEhDzT44cOAAbr/9dtlN2aagoADz5s3zZ/ekoKSkBHPnzg12MXTHZFI3cZHJZAxaAsId\n", "O1qxZUs8j63z4/LYwTl2bm4LMjOduyhrLZj3FH/q7O+9NVzrrTW1/80ioLi4GMuWLQt2MXzyySef\n", "IDk5GRkZGbLtu3btwn333QdBELBnzx6sXr1a8f16+86ut+sjUPXZsmUo9u61DtGaM6cPhw+3+rSf\n", "ykoDbr01EQAwY4YZn37aIvs7P5/Qpqf6+HNf9yuZq1Lk2pG0oW2RncG6fuzYMdTXL8Y771j7n1ks\n", "1qhtRESEl+t3ev3+2bPN+MY3CtHS0hIy7RFq67Ztau2vubkFQHC+3A9WfX2h+UCjV8Fs72AeOzIS\n", "2Lu3HQAwfLj1Grde79quGwxDtKqSW83NLTCZTvt0P8zMzFTl/hxMwf73ydV6qJcv3Nal+TzCSU1N\n", "DY4ePYqMjAyUlZWhtbUVW7ZsAQAsXLgQO3fuhCAIWL58eZBLGjihcu9QS6Dqk5Fhxt691mVfZ7wB\n", "rFOr/8d/dOKDD6LxzDOdTn/n5xPa9FYfX/nco8RV5FpKb9FpNWzfHoOf/zzw/xAvWdKDXbvaA37c\n", "wYw9SgbPsQdjnXnswXWeBbNnBXuUUKCEc48Sf/E7OwFAbm4UvvMd6w+669d349VXO4JcIiL/+HNf\n", "9ylHSW1tLY4ePYqysjLs3r0bO3bs8OngRKFEjbFsREQkx3urNtiuRK7p7foIVH1WruzFqlU9yMgw\n", "4/HHuzU7Dj+f0Ka3+vjKp6E3o0ePxjPPPKN2WYiIiIiIiCgIIiOBN95gD3QiwI9Zb4j0huPxiIjU\n", "x3urNtiuRK7p7fpgfUIb66NPDJQQEREREREREfVjoISoH8fjERGpj/dWbbBdiVzT2/XB+oQ21kef\n", "/JoemMhTV65EoLLSEJRjDx8uoLnZ/bGbm2+HyWRU7bhdXcGpLxGR2iIj4fP90d97K++lg0cwvyuk\n", "pvo+FSoREekPAyUUEJWVhjCYKlfd8u3Y0arq/oiIgqW+3uDH1MT+3Vt5L1WmxzHkwfyukJvbgri4\n", "oByaNKC364P1CW2sjz5x6A0RERERERERUT8GSoiIiIjCDMeQE7mmt+uD9QltrI8++Tz0prq6GgUF\n", "BTAajViyZAnGjRunZrmIiIiIiMiNc+fO4cKFC7BYLFi0aBFSU1MBAB9++CHMZjMAID09HXPmzAlm\n", "MYmIworPgZLCwkJs3rwZALB7926sXbtWtUIRERERkWscQ0429fX1WLduHQDgo48+EgMlsbGxWLFi\n", "RTCLFjR6uz5Yn9DG+uiTz4GSOEnGq+joaFUKQ0REREREnsvKylLcbjabkZOTA0EQMHnyZMybNy/A\n", "JSMiCl8+B0oEwT6NWlRUlCqFGQxmzDDjoYe6/dqH2WyG0ejdVIszZ5r9OiYRERGFDpPJxF/9SObA\n", "gQNYsGCBuJ6dnS0u79u3LxhFChq9XR+sT2hjffTJIEgjHl7Iy8sTb8D5+flYvny502uKiorQ1NTk\n", "XwmJiIiIiDSWmJiI+fPnB7sYLtXV1eGdd96RbVu1ahUmTpyIw4cPY9KkSUhLS1N8r6vv6jb8zk5E\n", "euTPfd3nHiWdnZ0ArD1LbMuOQvkfGyIiIiKicJGUlITvf//7Tts/+eQTjBkzxilIUlFRgUmTJgEA\n", "urq6Btw3v7MTEcn5HChZuHAhdu7cCUEQBoxQExERERGR+mpqanD06FFkZGSgrKwMra2t2LJlCwBr\n", "oKSwsBAAMHfu3GAWk4go7Pg89IaIiIiIiIiISG8igl0AIiIiIiIiIqJQwUAJEREREREREVE/BkqI\n", "AFgsFpjNnEJZTWxTIiL18J6qPrYpEQ1Werv/aVEfn5O5DuTcuXO4cOECLBYLFi1ahNTUVADAhx9+\n", "KFYgPT0dc+bM0eLwuuWqXaurq1FQUACj0YglS5Zg3LhxQS5peMnLy0N5eTnWrl2LlJQUcTvPV9+5\n", "alOeq+rh+akenpfa4DmqHqV7Ks9b/yi16WA8Z/VyHil9Rw7nunV2dmLr1q349re/rYtrvry8HEVF\n", "RYiJiUF2djYaGhrCti5ffvklioqKYLFYsHjxYkyYMCHsPhtv/k0Jh7op1UeV52ZBA4cPHxaX9+7d\n", "Ky7v379fi8MNGq7a9YMPPhCXd+3aFdAy6cW5c+eE69evy7bxfPWPUpvyXFUPz0/18LzUBs9RdTne\n", "U3ne+s+xTQfjOauX80jpO3I4123fvn1CUVGRLq75xsZGwWQyybaFa10EQRA++ugjcTmczzVP/00J\n", "l7o51keN52ZNepRkZWUpbjebzcjJyYEgCJg8eTLmzZunxeF1y1W7xsXFicvR0dGBKo7u8XxVH89V\n", "9fD8VA/PS23wHNUWz1v1DcZzVi/nkdJ35HCtW2NjI+Li4hAbGyvbHq71KSkpQWJiInJycjB79mxM\n", "nz49bOsCWO8TFosFgiBA6J88NpzrY+OqDuFaNzWemzUJlNgcOHAACxYsENezs7PF5X379ml5aF1z\n", "bFdBMsNzVFRUMIqkSzxf1cdzVT08P9XD81IbPEe1xfNWfYPxnNXbeST9jhyudTOZTLj33ntRVlYm\n", "2x6u9amtrQUArFu3Dnv37sXUqVPDti4AMHv2bLz00ksAgC1btgAI389GylUdwr1u/jw3+xUoqaur\n", "wzvvvCPbtmrVKkycOBGHDx/GtGnTkJSUpPjecGzoQPG2XaWJawwGQ8DKGW4Gald3eL4q87ZNea56\n", "z5M25vnpH56X2uM5qj6et9oaLOesns4jx+/I4Vq3mpoa5Obmora2FmlpaWLOhXCtD2D/dX/8+PFo\n", "aGgI67qcOXMGTz/9NCwWC/bs2YM1a9aEdX1sXNUhnOvm73OzX4GSpKQkfP/733fa/sknn2DMmDFI\n", "S0uTba+oqMCkSZMAAF1dXf4cWte8bdfOzk4A1giZbZmcuWpXV3i+uudtm/Jc9Z6rNub5qR6el9rg\n", "OaotnrfqG4znrF7OI6XvyOFat0ceeQQAUFpaisTERHF7uNZn+vTpKC8vx9SpU9HY2IhbbrklbOsC\n", "2IdrREREiAHVcK6Pjas6hGvd1HhuNgjS/icqqKmpwd/+9jdkZGQAAFpbW8VuSUeOHEFNTQ0AYO7c\n", "uZg2bZqah9a1gdq1qqoKhw8fhiAIWL58OUaPHh3Mooad/Px8lJeXIzY2FmlpaWLUm+er71y1Kc9V\n", "9fD8VA/PS23wHFWP0j2V561/lNp0MJ6zejiPamtr8de//tXpO3I4162hoQHvvfce0tLScM899wAI\n", "78/qvffeg9FoRHJyMjIzM8O6LmVlZSgtLQUA3HLLLZgxY0bY1cebf1PCoW6O9cnIyFC8JwDe1Uf1\n", "QAkRERERERERUbiKCHYBiIiIiIiIiIhCBQMlRERERERERET9GCghIiIiIiIiIurHQAkRERERERER\n", "UT8GSoiIiIiIiIiI+jFQQkRERERERETUj4ESIiIiIiIi8sqpU6ewbds21ffb0NCAY8eOqb5fIm8w\n", "UEJERERERERe+cpXvoKkpCTV99vX14eenh7V90vkjchgF4CIiIiIiIjCj8ViwQcffACz2QyLxYKk\n", "pCQsXboUDQ0N2L9/P4YMGQKz2YyUlBQsWrRIfM/777+PyMhICIKAYcOG4Z577gEA1NbW4sCBA6ip\n", "qUFTUxMAYPHixRgzZkzQ6kiDk0EQBCHYhSAiIiIiIqLw8vzzz+ORRx4Re5acOHECw4cPx/Hjx7F5\n", "82ZERUUBAI4dO4aUlBSkpaU57eOdd97BAw88IK7fvHkT586dw9KlSwNRBSJF7FFCREREREREXhs/\n", "frxs+M3tt9+O/fv3o7q6Gnv37hW3WywWREZGIi0tDd3d3di/fz/MZjMiIiJw+fLlYBSdaEAMlBAR\n", "EREREZHXrl+/jrq6OjFYUlJSgunTp6Onpwf33nuv2KMEsOYeAYCPPvoIy5YtQ0JCAgCgvb1dtk+j\n", "0Qiz2RygGhAp49AbIiIiIiIi8sqpU6dgMpmQkpKC2NhY9Pb2Ijk5GVlZWWhvb8eBAwcQEWGdO6S9\n", "vR0LFy7ElClTcO7cOZSWliIqKgp9fX24dOkSbr/9dmRnZ4v7tuUwiYiIQG9vL9asWYPISP7GT4HD\n", "QAkRERERERERUT9OD0xERERERERE1I+BEiIiIiIiIiKifgyUEBERERERERH1Y6CEiIiIiIiIiKgf\n", "AyVERERERERERP0YKCEiIiIiIiIi6sdACRERERERERFRPwZKiIiIiIiIiIj6MVBCRERERERERNSP\n", "gRIiIiIiIiIion4MlBARERERERER9WOghIiIiIiIiIioHwMlRERERERERET9GCghIiIiIiIiIurH\n", "QAkRERERERERUT8GSoiIiIiIiIiI+jFQQkRERERERETUj4ESIiIiIiIiIqJ+DJQQEREREREREfVj\n", "oISIiIiIiIiIqB8DJURERERERERE/RgoISIiIiIiIiLqx0AJEREREREREVE/BkqIiIiIiIiIiPox\n", "UEJERERERERE1I+BEiIiIiIiIiKifgyUEBERERERERH1Y6CEiEgF3d3d+PnPf46XXnoJW7duxWef\n", "fSb+7d/+7d9QUVHh9J433ngDzzzzDP7+9787/a2qqgpvv/22pmUeyJ49e/DYY48F7fhEREQUGPwO\n", "Q+QsMtgFICLSg5MnT2LZsmVYtmyZ099+9atfISUlxWn7ww8/jIqKChw6dMjpbz09Pejq6tKiqB5Z\n", "tWoVzpw5E7TjExERUWDwOwyRMwZKiIj8dPDgQbz11lsAgFOnTmHcuHF4+OGH0dXVhZdffhmFhYV4\n", "6aWXMGnSJI/2d+XKFWzfvh3l5eWorq4GAGzYsAFTpkwBABw7dgx5eXmIj49He3s71qxZg3nz5gEA\n", "zpw5g1deeQUrVqzAmTNnEBsbiylTpmDTpk3o7e3FSy+9BKPRCIPBgIiICDz11FOIiLB2Lvzzn/+M\n", "69evIzo6GpGRkTCbzWo3FREREYUQfochUsZACRGRn+6++27xH+olS5aI22NjY/GTn/xEsVvqQNLS\n", "0vD444/j0KFD+Pa3vy37W3NzMz744AO88MIL4rZnn30Wt9xyC2JiYnDbbbfhoYcewmuvvYY//elP\n", "GDJkiPi6rVu3YuPGjeKXlS+//BJ//etf8cgjj+DIkSMYOXIkHn30UQDA1atX8YMf/MC7hiAiIqKw\n", "wu8wRMoYKCEiCiPl5eWora2Vfcloa2tDVVUVJk+eLG575JFHZF8wAOuvPO+++65sW0xMDADg+PHj\n", "eOKJJ8TtEydOxKxZs7SoAhEREQ1C/A5D4YSBEiIiFQiCAIPB4NP7lERFRaG3t9dp+6xZs5Ceno6n\n", "n35a3GaxWGT7cbXP+fPn4+6775Z9Genp6QEALFq0CPv27cP69esBABUVFTh37pzX9SEiIqLwwu8w\n", "RM4MgquzsZ/t5DUajYEqExFRWNm9ezf27dsHAJgyZQpmzZqF1atX4+DBgygsLERRURGmTJmCESNG\n", "YP369UhPT8fly5fx3nvvobGxEeXl5Zg/fz4WLFiAu+++W9zvb37zG0RHR8NoNKKrqws//elPER0d\n", "jXPnzuGDDz5AVFQUAKChoQE/+clPMGrUKOzatQt5eXliWTIyMvDNb35T3Oe2bdvQ1tYGAOjo6MDM\n", "mTPxwAMPAAD+9Kc/oaqqCvHx8Whra0N5eTk2bNiA1atXB6QdiYjId/zOTr7gdxgiZQMGSvLy8lBe\n", "Xo61a9eK2Y6//PJLFBUVwWKxYPHixZgwYULACktERERERHJK39k//PBDMaFleno65syZE8wiEhGF\n", "lQGH3mRnZ6O0tFS2raysTOzW9NFHHzFQQkREREQURErf2WNjY7FixYoglYiIKLx5naPEbDaLXfvc\n", "jNohIiIiIqIgMJvNyMnJgSAImDx5sjgFKxERued1oGT27Nl46aWXAABbtmxRvUBEREREROSf7Oxs\n", "cdmWg4KIiDzjdaDkzJkzePrpp2GxWLBnzx6sWbPG5Wv379/PhFJEREREFPISExMxf/78YBdDE7bE\n", "ma7wOzsR6ZE/93WvAyXR0dEAgIiICLc3XaPRyG5+GjCZTMjMzAx2MXSH7aoNtqv62KbaYLtqg+2q\n", "Dbar+oqLi4NdBFVVVFRg0qRJAICurq4BX6u37+x6uz5Yn9DG+vhm66mtePbYswCAH87/IX51569U\n", "P4Y/9/UBAyX5+fkoLy9HbGws0tLSkJWVhcmTJyMnJwcAcMstt/h8YCIiIiIi8p/Sd/aKigoUFhYC\n", "AObOnRvkEhIRyXX0dYjLcZFxQSyJsgGnB/ZXQUGBrqLTRERERKRPxcXFWLZsWbCLERT8zk5EgfaL\n", "T36BV06/AgD435n/G0/Oe1L1Y/hzX49QuSxERERERERERC519Np7lAyNHBrEkihjoCQMmUymYBdB\n", "l9iu2mC7qo9tqg22qzbYrtpguxK5prfrg/UJbayPbzr7OsXluKjQG3rDQAkRERERERERBUx7b7u4\n", "PCRySBBLoszrWW8o+PSUVTmUsF21Ech2vdJ8BZWtlQE7ns3wmOFo7m4O3AHTAFOlNdqfGp+KtOFp\n", "gTu2jvEeoA22qzbYrkSu6e36YH1CG+vjm1DvUcJACRHpRmVrJdbkrAn4cXfcuwNb9m4J+HEBIHdd\n", "LgMlRERERBRWpDlKQnHWGw69CUN6GwcXKtiu2mC7UrjguaoNtqs22K5Erunt+mB9Qhvr4xtZoCQE\n", "e5S4DZRYLBaYzeZAlIWIiIiIiIiIdK6jL7QDJQMOvcnLy0N5eTnWrl2LlJQUcXt5eTmKiooQExOD\n", "7OxsREdHa15QstPbOLhQwXbVBtuVwgXPVW2wXbXBdiVyTW/XB+sT2lgf34T60JsBAyXZ2dkoLS2V\n", "bWtqasKNGzewYcMGTQtGRERERESesVgsEAQBRqMx2EUhInIr1HuUeJ2jpKSkBEOHDkVOTg4uXryo\n", "RZnIDb2NgwsVbFdtsF0pXPBc1QbbVRtsV5LKy8vD9u3bUVNTI26rrq7Gm2++ibfeegs3btwIYukC\n", "T2/XB+sT2lgf33T22me9CcXpgb0OlNTW1qKpqQnr1q3DpUuXYLFYtCgXERERERF5IDs7G0uXLpVt\n", "KywsxObNm7Fx40acOHEiOAUjIlJgtpjRZe4CABhgCMlAiU/TA2dlZQEAxo8fj4aGBiQlJbl8rclk\n", "Esc52aJTXOd6KK7btoVKebju/XrziGYMVqHQ/npYtwmV8uhhPTMzM6TKo6d1m1ApT7ivx8WFXtdv\n", "f0jrM9jyCUq/2+kB6xPaWB/vdfbZe5PERcXBYDBofkxvGQRBEAZ6QWlpKRITE8VkriUlJRg2bBim\n", "Tp2KgwcPIjMzE1FRUYrvLSgowLx589QvNRGRAlOlCWty1gT8uDvu3YEte7cE/LgAkLsuF5mp+voH\n", "mogoGIqLi7Fs2bJgF8Nnjt/ZDxw4gBUrVjgtK+F3diIKpNqOWmT8JQMAkDQkCRcf1Salhz/39QGH\n", "3uTn58NkMiE/Px9HjhwBAMydOxclJSXYtWsXoqKiXAZJSDuOvySROtiu2mC7UrjguaoNtqs22K7k\n", "jtlsFpc9+bVWek6ZTKawXt+2bVtIlYf1YX3CaT0Q9Tny6RFxPcIcoenxfOW2R4k/GJ3Whslk0l0X\n", "r1DAdtVGINuVPUrIH7wHaIPtqg22q/r01qNk165duO+++yAIAvbs2YPVq1e7fK/evrPr7fpgfUIb\n", "6+O90vpSZL5pPUbGyAwc+9YxTY7jz309UuWyUADo6UIMJWxXbbBdKVzwXNUG21UbbFeSys/PR3l5\n", "OWJjY5GWloasrCwsXLgQO3fuhCAIWL58ebCLGFB6uz5Yn9DG+nivoze0pwYGGCghIiIiIgprSoGQ\n", "lJQUbNq0KQilISIamCxQEhmagRKvpwem4FNjzBU5Y7tqg+1K4YLnqjbYrtpguxK5prfrg/UJbayP\n", "96Sz3gyJCr2pgQEGSoiIiIiIiIgoQNp728Vl9igh1ehtHFyoYLtqg+1K4YLnqjbYrtpguxK5prfr\n", "g/UJDa7mQAnX+rgSiPpIe5R4k6PEIljw6plX8eKJF2X70AIDJUREREREFBSCIKC+sx4ltSU4XnU8\n", "2MUhUvSD/B9g+p+n4/0L7we7KLrga46SgooCPHP4GTx/4nn8sfiPWhRN5FGgxGKxyOZip+DS2zi4\n", "UMF21QbblcIFz1VtsF21wXYlvSitL8W0P0/D1976Gn6Y/0NV9qm364P1Ca7LTZfxz9J/or6rHr8r\n", "+p3T38OtPu4Eoj6+znrz+c3PxeX8inxVy+TIbaAkLy8P27dvR01NjWx7Z2cnnnvuOVRVVWlWOCIi\n", "IiIi0q8J8RPE5crWSpfDG4iC5XrrdXG5vrM+iCXRj44+e6BkSKTnyVzru+ztX1JTgu6+blXLJeU2\n", "UJKdnY2lS5c6bT98+DC+/vWva1EmckNv4+BCBdtVG2xXChc8V7XBdtUG25X0IiEmAQnRCQCALnMX\n", "bnbe9Hufers+WJ/gutlhPydbe1qd/h5u9XEnEPXxtUdJY1ejuNxj6UHJzRJVyyXlU46kjSfUAAAg\n", "AElEQVSSxsZGxMXFITY2Vu3yEBERERHRIDIhQd6rhCiUSIN3bb1tsAiWIJZGH6Q9SoZGDfX4fY49\n", "egpvFKpWJkc+BUpMJpPuImfhRG/j4EIF21UbbFcKFzxXtcF21QbblfQkdViquHyt5Zrf+9Pb9cH6\n", "BJe0Rwkgn9oWCL/6uBOI+nT22mes8WrojUOg5OSNk6qVyVGkL2+qqalBbm4uamtrkZaWhpSUFJev\n", "lQZVbI3Odf/WbUKlPHpZP3v2bEiVRy/rNoE4XvOIZgxWofJ5h/P62bNnQ6o8XOc6z9fArsfFed79\n", "O1x8+OGH4oQM6enpmDNnTpBLpEzao+Raq/+BEiI11XbUytbbetoQHx0fpNLogzTY5M3Qm4auBtn6\n", "iaoTEAQBBoNBtbLZGAQPMiaVlpYiMTHRKSDiartNQUEB5s2bp05JiYjcMFWasCZnTcCPu+PeHdiy\n", "d0vAjwsAuetykZmaGZRjExHpSXFxMZYtWxbsYqjqwIEDWLFihdvXBfs7+++Lfo9fHf0VAOCx2x7D\n", "80ueD1pZiBxtyt2Ej698LK4f/9ZxTB85PYglCn8PfPCAOGvN22vexoo09/cpAEjbnoaWnhbZtqKH\n", "izA5cbLi6/25r0e6e0F+fj7Ky8sRGxuLtLQ0ZGVlAQAaGhpgMpnc9ighIiIiIqLAM5vNyMnJgSAI\n", "mDx5csj+gCmd+UaNoTdEanJMMNzW2xakkqjvRtsN/OhfP8LI2JH47dd+i5jImIAcV5rM1dOhN73m\n", "XqcgCWDNU+IqUOIPtzlKli9fjsceewwPP/ywGCQBgJEjR+Kxxx7DPffco3qhaGCOQxpIHWxXbbBd\n", "KVzwXNUG21UbbFfyRHZ2NtatW4f7778fNTU1A75Wek6ZTKaArjd8ae9OX9la6ff+tm3bFtT6qL3O\n", "+gR3vbKxElKfFn8a1vWRrm8r2Yb9V/bjrbK3sOfynoDVp7bJPpzp0rlLHr2/sds+443UB6c/GPD9\n", "vvJo6I2vgt2NT69MJibT1QLbVRuBbFcOvSF/8B6gDbarNtiu6tPj0Bup/Px8LF++XPFvwf7OXtNe\n", "g5mvzQQAJMYkovy75X7tT2/XB+sTPIIgYPwr49Fl7hK3/ePef2Bl+kpxPZzq40g6BOZ/Lf5f+NEd\n", "PwpIfRbtWISLjRcBAEc3H8XMUTPdvud8/Xnc+eadTttnjZoF02blwIg/93WfZr2h4ArXCzHUsV21\n", "wXalcMFzVRtsV22wXckTFRUV4nJXV9cArwyu5LhkREdEAwCaupvQ2tPq1/7uvPNO/NL0S9y36z6U\n", "1pWqUcSg0tv17mt9KlsrcfLGSXj6O39nXyfW5qzFHW/cgeKaYp+O2drTKguSAM5Db8L587naclVc\n", "bupuAhCY+vgyPXBDp73n2ZykOYgwWEMZ5+vPo6XbeUiOvxgoISIiIiLSoYqKCrz77rt49913MWPG\n", "jGAXx6UIQwRS41PFdX9nvjlx4wT+UPwHHL52GC8VvuRv8SgEVLZWYv7f5+Pr734dfz/3d4/es698\n", "H45UHsHlpst4fP/j6DX3en3cus46p23+BvIC7XLTZZyuOe20XRAE2bXW2KU8tEUL0hwlcZGezXpT\n", "32WfGnhiwkTMGjULACBAwLm6c+oWEAyUhCU1xlyRM7arNtiuFC54rmqD7aoNtit5IisrCxs2bMCG\n", "DRswbdq0YBdnQNIpgitbKgd4pXu7j+8Wl680X/FrX6FAb9e7L/U5cu0Iei3WQEf+lXyP3iP97C81\n", "XsIb597w+riOUwMD1umBpUL58ymrL8NX//FVLHt7GX536neyv9V11qGzr1Nct/UoCUR9pMcdEuVZ\n", "Mldpj5KRQ0YiY1SGuG4bxqMmBkqIiIiIiCio1OxRUtVdJS47zlhC4Una26Gpq8mj91S2ygNuzx9/\n", "3uUQje6+blxouIA+S59s+80O5/MnnGa9OVJpDzD9+tNf49j1Y+LfpMNugMD1KLEIFnmgxMNZbxq6\n", "JIGS2JGYNsIe/L3UeEm9AvZjoCQMhfM4uFDGdtUG25XCBc9VbbBdtcF2Jb2RThHs+IDrrfYh7eJy\n", "XUedxzktQpXerndf6mPr7QDA5ewnjhwDbvVd9fjtqd+K64Ig4N2yd/HQhw8h/dV0LP7HYjyY+6Ds\n", "fPFk6E0ofz7SQI9FsODRvEdR12Gtk2OgJFA5ShyDJLZcI+7Ud9qH3owcEiKBEovFArPZrPrBiYiI\n", "iIiI1OxRcrnpsrjcY+kJu5wS5Eza28HTng9KAbftJdvF4MGbpW/iu/u/i7wv88TkogevHsSN9hvi\n", "6xWH3gzQo+RK8xU8ceAJvH72dY/K6C1BEGC2eP5c7hjoudF+A0/kP+GUnwQIXI8SX/KTAPIeJaNi\n", "R2H6yOni+sWGIAy9ycvLw/bt22Vzr587dw45OTl47733UFnpX8SXvBfK4+DCGdtVG2xXChc8V7XB\n", "dtUG25X0Rtqj5FqL74GSrr4up/eH+/AbvV3vvtTHMVDirpeQIAi43npdXJ+UMAkA0G3uRkltCQDg\n", "ZPVJxfeerz8vLtt6X0i1dssDb9L6/OhfP8LO8zvx1MGnUN7k3zTXjlq6W5D5z0zMem2Wx7P4KA0d\n", "OnDlAD67+Zlzj5KuwOQokQVKojwPlEh7lIwaMgpThk8Re6Ncbbkq66miBreBkuzsbCxdulReyPp6\n", "rFu3DuvXr8dnn32maoGIiIiIiGhwkSVz9WPoTXlzOQTIH6KVHhYpvEiH3nSbu90+FDd3N4s9P4ZG\n", "DcWCcQvEv9l6idS223uLjI4bLS6X1pc6vVbKVY+Smx038UnlJ+K62omE91zeg/P153Gz8yZeLXnV\n", "o/dIz/1xQ8eJy0XVRU6Bko6+DnT3datT2AFIpwb2ND8J4JyjJDYyVgyACRBUD0z5lKMkKytL1UKQ\n", "d0J5HFw4Y7tqg+1K4YLnqjbYrtpgu5LepAxLgQEGAEB1ezV6zD0+7edy42WnbUp5JsKJ3q53n3KU\n", "OCRwdTdMRBpsGz9sPMYMHSOu2wIk0iDIkglLxOWy+jJxWak3kuOsN7b65H2ZB4tgEberPeRLOiTo\n", "i6YvPHqP9NxfkbZCXD5de9opUAJYA1Jan2/SHiVDo4Z6/D7HWW8AyPKUqD38xq9krgcOHMCCBQvc\n", "v5CIiIiIiMiFaGM0xg4dC8D663BVW5Wbdyj7otH5AVJp+ASFF8fAiLSHiRJp/o3U+FRZj5GajhrZ\n", "/wF5oKS0zt6jROnccdWjZO/lvR69zlfS3iGXmy57lKRY+h5ZoKTmtGIuoEDkKfF56E2XZOhN7CgA\n", "0DShq8+BksOHD2PatGlISkoa8HXSMU4mk4nrKqzbtoVKefSyvm3btpAqj17WA3m+Njc3Y7AKlc87\n", "nNe3bdsWUuXRy7rjvSDY5dHLOs9X7dYpeKTDb3zNU6L0SztzlIQWX+rjONONtHeBEmmPktT4VDEI\n", "B1h7klgEiyyIsHTiUnH5QsMFMWGq4tAbhx4lJpMJrT2tOHT1kGy72j1KpL1DmrubZUNRlHT0dojB\n", "mqiIKNyVepfYa6u0vlRx+FJTd5Pm55svUwP3mO1JmY0GIxJiEgBAltBV7UCJQfAgFFVaWorExESk\n", "pKQAAD755BMkJycjIyNjwPcVFBRg3rx56pSURCaTSXdd8EIB21UbgWxXU6UJa3LWBORYUjvu3YEt\n", "e7cE/LgAkLsuF5mpPG/VwHuANtiu2mC7qq+4uBjLli0LdjFUVV1djYKCAhiNRixZsgTjxo1TfF2o\n", "fGd/JO8R5FzMAQC8vPxlPDTrIa/3kf1uNgpvFMr3e+sjeHHpi6qUMRj0dr17Wx+zxYzkl5Nl215f\n", "+TrWTHX9ne+Xpl/iD8V/AAD8fNHPsWDcAqzdtRYA8NWUr+KNe9/A1D9PBQAkRCfgyveuYNZrs1Dd\n", "Xg0AKNxSiNT4VKS8kuK078SYRJR/154Pw2QyoW5MHf7Hvv8he93PFv0MP13wU4/r6c7anLU4UnlE\n", "XM/bkCfLveLoWss13Pb6bQCs+UnO/fs5LNyxcMCAwj9X/RPDqoZper7turgL/5737wCANVPX4PWV\n", "r7t9T3V7NWa9NgsAkDwkGRcevQAAOF51HCvfWwkAuDX5VhzadEj2Pn/u6257lOTn58NkMiE/Px9H\n", "jhxBbW0tjh49irKyMuzevRs7duzw6cDkOz3dKEMJ21UbbFcKFzxXtcF21QbblTxRWFiIzZs3Y+PG\n", "jThx4kSwi+OWbOYbH6cIVhp6E+7JXDMzM9Hc3azJFKjB4O39q7nbucewNzlKHIfe1HbUyobd2PKX\n", "ZIy0dwIorS+V9eAYETtCXG7rbZMNe8nMzHQadgOo36PEsWeUu+Sl0tcnx1kDTfPGDBwQbexu1Pzf\n", "F2mPEk+nB1bKTwIA00fIe5RIc8T4K9LdC5YvX+607ZlnnlGtAEREREREpL64OPtDSHR0dBBL4pmU\n", "YfZf72vaawZ4pbKGzgbF4QjhnMxVEAS8/vnr+K8j/4Uucxe2fm0rHp79cLCLFVCOw24A5+SujqSB\n", "kgnxE2TJXGs6amRDamxBlFlJs3Do2iEA1imCpYG78cPGo62nDb2WXvRZ+tBt7kZsZCwA67CQ/Vf2\n", "O5XBcYiOvxwDfpebnBMXu3p90hBruoy5o+fi7bK3Xb4nVHOUyKYG7s9PAliDJqNiR6G+qx6dfZ24\n", "3npdNoTPH34lc6Xg0Ns4xVDBdtUG25XCBc9VbbBdtcF2JU9If/WOiooKYkk84/irv7ekD44xxhhx\n", "OVx7lDR2NeLhvQ/jxwd/jC5zFwAg94vcIJfKf97ev5Qe3pWCJ1KOPUoSYxIRFWG9Blp7WmVT99p6\n", "W8wcNVPcVlon71GSHJeM+Oh4cV0aBPnTx39S7D2iZo8Ss8UsCxYAHvQo6XDuUTJ3zFyn1yVEJ4jL\n", "gchRIp0e2NNAiWxqYEmPEgCYNlIy802jer2uGCghIiIiItIhs9ksLhsMhgFfGwoJdaW/+n9R/YXX\n", "75cmck0fki4u32i5ERL183b9sY8fw95y+ZCOus66kCmfr+tnz5716vVHi47CUdmVMpevP3jkoJhr\n", "xAADys+U4+jRo7JA3IGzB8Rlc5MZJpMJs0bNErcVVxbLg3VtwLDoYeLqoU8P2Y9XflBcnpQwSVy2\n", "BUrUaL99h/dBgDy1qC1Q4ur90kBPT4N1uu05SXMQ4RACmBRtL3NTV5PXn4+362WX7Z/dkMghHr2/\n", "8HN73qGeph7Z3xO67YGeS42XnN7vK7dDbyj0cFyyNtiu2mC7UrjguaoNtqs22K7kic5Oay4AQRDE\n", "ZVek55Tj+RWodekv5F2RXV6//zfHfiNuWzFjBUqLrNO8tppbseiriwJeH3/Xv7X9W3BU11kXMuXz\n", "df3xxx+XrU++bbLY40Hp9SnpKYDDKJPoxGiXr59y2xQIJdagwtihY3F31t0AgDHXx+B623UAQH2k\n", "vXfG3KlzkXlHJjp6O2CAAQIE3Oi5IZt5adakWai5ah8ONuPWGeKyJcUC9HdgWT5pOV47+xoAe6BE\n", "jfYrrS8FzsrboLy5HIIgYNTMUSipLUFbTxuGRdsTse47sk987W3TrEld46LikDEqw7q/fndNuwtn\n", "T1t33tjViBcflyc+VvvzT0pJAqxxLAyNGorMRe7ff7zwOND/cdwy+RZkftX+mrtm3oX9JuvQp0uN\n", "l/C9u78HNbBHCRERERGRDi1cuBA7d+7Ezp07sXDhwmAXxy3Z0Jv2WngwOaeMdDaPGSNnYGSsvYu+\n", "47CFUNdn6UNLT4vT9vrOeq/bJZT9/fO/Y87f5uCON+6Q5a6QUhpmM1AuDemwm/Hx48Vl6fl1ru6c\n", "fftQ6/a4qDhMHj4ZAGARLDh2/Zj4muS4ZFmPEtvQmz5LH4pqisTtX5v0NafXqKGuwznPTmtPK87X\n", "n8fK91biiQNP4D8P/afs70rJXAHn4Te3Jt8qLjd1D5z7RQ3Sz9nT6YHru+zXr/S6BhymCG5Qb4pg\n", "BkrCEMcla4Ptqg22K4ULnqvaYLtqg+1KnkhJScGmTZvw0EMPYfTo0e7fEGTDooeJs2B0mbu8zvFw\n", "oeGCuJyemC4msATCL6GrNFlpvDFefKDsNnejrVfdJKGBJr1/2RKLXmu9hiPXjii+XjFHiYeBktT4\n", "VHFZGiiRtqF0+6wk+/Ab6TTTo+NGy3OU9L//fP15tPe2A7AmI54x0t7TRM0cJY4z3ti8WPiiOCvQ\n", "p1Wfyt8jzVEyxB4ouX307eJyfHQ8Jg23D71p7GrU/N8X2aw3nuYokcx6M2rIKNnfJiZMFJer2qr8\n", "LJ0dAyVERERERBQSpA+t0ilc3SmtKxUTOUYaIjFj5AzZr+jhltBVmrxyWOQw2cOhUu+CcFXbbs8D\n", "crX1quJrlHo5DBgoaXMRKBmqHCwcE2fPjZMxyj5FcI+lR1xOjkvGsCh7jxJbEEQaTLlj7B2yYIov\n", "gRKzxSzmV5Fy9ZlLk/ve7Lgp623kmIzWZv7Y+eLy1MSpsh4a7mYTUoMtsAR4MT1wl+tAydihY8Xl\n", "mo4a1XpcuQ2UWCwWWSIoCj6OS9YG21UbbFcKFzxXtcF21QbblfRK+jArfYh2583SN8XlVVNXISEm\n", "QfZw6GuPkormCuw4tyPgwQnpcJOUxJSQ6R1jESzos/T5tQ/p/UuaMFWaE0RK6eF9oCEi0v1IAyXS\n", "gIiU9Jz7aspXnf4+LGoY5o+Zrzj05uSNk+K2BeMW+BUo6TX3YvnbyzHrtVn475P/Lfub9DO3zd7j\n", "qKOvQ9ZTRml6YAC4Lfk2PHbbY5g2Yhp+vvjnSIxJFP/W1N2k+b8v/vYoGRE7Qva3hOgExBqtUzW3\n", "97ar1pNnwGSueXl5KC8vx9q1a5GSYp3XvLq6GgUFBTAajViyZAnGjRunSkGIiIiIiGhw82WK4B5z\n", "D94pe0dc3zxrMwD5cAPHHiUXGi7ALJhlM5046jX3YnXOalS2ViJnQg523bfLo/KoobHTHihxfDAM\n", "Vr6Vy02Xseq9VYg2RmPP/XswIWGCX/vr6JU/2F9tUe5RotR7pLOvE519nYo5LqRDbybE28soPbds\n", "DDDIgghLJizBc1nPoaimCGOHjsWE+An4xpRvIDE2URYoUexRMu4OxBhjEBURhV5LL3osPeju60ZM\n", "pH2q6oF8WvUpztw8AwDYdnob/uMr/4EIg7Vfg/RauG30bThVfUpxHzc7biI+Oh4WweKyR4nBYMDz\n", "S54X13vNveJyU3cTLIJFPK4WpDlKPO1RIs1RMipW3qPEYDBg7NCxuNJyBYC1V0lCTAL8NWALZGdn\n", "Y+nSpbJthYWF2Lx5MzZu3IgTJ074XQDyHscla4Ptqg22K4ULnqvaYLtqg+1KeiX91d/TQMnHX34s\n", "PkilDEtB5FXrb8FJccq9ME7cOIHF/1iMzDczcfjaYZf7rWipEB+6j1w7gpZu5+Sq/hAEAWdvnlXs\n", "rSLtUdLX2hcSPUr+fObPqOmowbXWa3j/4vs+78d2/3IMXl1rVe5R4mqYjavtLnOUKAy9SRqShMgI\n", "e98Bg8GA7879Ll79+qt4NvNZPHrbo+I+pENv2nrbUNtRKz6cxxhjcGvyrTAYDPKeJ17kk5EGXeq7\n", "6lHWYJ9GV3qOLBznOjGz7Zpp7GqERbAAAIbHDEe0Mdrle6KMUWLdLIIF+w/v97jMvpAFSjzoUdLd\n", "1y2rv+PQGwCyqcVr2j0fsjcQr0NFcXH2ykRHu25wIiIiIiIib0h/+fY0UCIddrNp5iYYDUbrvlz0\n", "KNlXbp829eMvP3a5X2liSAECimuKPSqPp7aVbMOSnUsw/435TkED6VCDeGO8PEdJkAIlRdX22V3U\n", "yPnimIPGVY8S6TAb22cLKA/J6errku3H3dAbV3lLlMiSufa0yYbdzB09VwxG+Dr85mT1Sdm6qdIe\n", "EJcmc12Y4j5Q4iqRqyuJsfbhN21mbZMFd/RJZr2JGnjWm66+Lnxr77fE9yREJ8ja10aap0Qpx4sv\n", "Bhx6o0SaHCUqSnl8lJTJZBLHOdmih1zneiiu27aFSnnCdT11TioqWyvR3GzNwD08bThMlSb7+vDh\n", "AKDJuiHKgMEmMiIyYO3ruJ40LAm9xt6AHU+6Htkeib6bfaqfvzahcj1J1yOTI9E3tE+T9tSyvTMz\n", "M0Oi/fS4bhMq5Qn3demPgRQ80gdXT5K53mi7gfyKfHH9oZkPYXKidYpXVz1Krrdetx9jgF+fHWfQ\n", "KK4pxtKJS1HTXoPdl3Yja0IWZo6a6baMSnrNvfjdqd8BsD5MF1QUYOPMjeLfpcGBW6bcghijffiG\n", "L4GSHnMPoiKiYDD49l2px9yDz+s+Vyyft2zXnlNwqKsBrT2tTg/C0p4jkxImoby53Gm7zYkbJ9Bl\n", "7gJgnflIOmxJaeiN0jZXHGe9kQY2FoxboPg6TwMlFsEiC7wA1kDJY7c9BkDeo2TGyBkYHjNcnO1G\n", "ytamskBJnPtAyYiYEWJPnKlzpnpUZkeNXY3o7OtEyrCUAV8n7VEyNHKoy9d19nVi84ebcejaIXHb\n", "jxf8WPEclvYoUStQYhDcpIUtLS1FYmKimKMkLy8P2dnZAID8/HwsX77c5XsLCgowb948VQpKROHB\n", "VGnCmpw1QTn2jnt3YMveLYPmuIP52LnrcpGZmun+hToSzGtrMLY3DT7FxcVYtmxZsIsRFKH0nX1f\n", "+T5s3mPNMbIibQXeXvP2gK9/5fQr+MUnvwAAZI7PRO799llAjlcdx8r3VgIA5o+ZjwMPHgAArHxv\n", "JY5XHQdgTd65Z/0exX3/9uRv8etPfy2uf2PyN/Dm6jex6r1VOFZ1DElDknD6O6cxNMr1w54rey/v\n", "lf0b+j/n/0/88s5fius/Pvhj/O3s3wAALyx5AXFRcXgy/0kAwIMZD2LbPds8PtbHX36MR/MexfSR\n", "07H3/r0e58yQOlN7Bne/dbe4bmsLf7x+9nU8dfAp2TbTZpMsb4wgCBj98miYBevkIl+b+DX86+q/\n", "AABv3PsGVqWvkr3/V0d/hd8X/R4A8Mitj+DFpS/K/j5p+yRZ8GJjxka8cs8rHpX33bJ38d393wUA\n", "3D/9flxvuy6eR9KySM+vPffvwVfHOyeIdXSh4QIW/2OxbNuI2BG49OglRBgiMHHbRHEYz5ff/RIP\n", "5j4oDtWZO3ouSmpLAAA/XfBT/GzRz5BzMQeP5D0CAFidvhp/v/fvAx5/bc5aHKm0Ts/8/tr3cffE\n", "uwd8vaPz9eeR/W42Ono78M/V/8SKtBUuXzvt1WniULmyR8pcBqtePPEinj9hz6Xynwv+E08vfFox\n", "ULL11FY8e+xZAMATtz+BX99lvW79ua97PfSms9OapVYQBHGZAovjkrXBdiUa3HgP0AbbVRtsV9Ir\n", "WTJXD2a9KagoEJfvn3E/APv14WrWG1mPkgF6rTj2KCmqKcKV5is4VnVM3OdntZ+5LaMS6XAhwPqg\n", "LCXtLVFbUetXjpI/FP0Bbb1tKK4pxsdXXA81GsjpmtOydX96lNg+H6WhVY4z37T2tIpBkqFRQ2U9\n", "B5R6lBysOCguKz3sOw6/8WbojTT3SFN3E87UnhHX7xh7h/11Uc6z47gjzU9i09jViPP152VJb6Mi\n", "opAQnYCfLfoZZoycge/M/o6sJ5KtTV0lcnVleMxwcfl4yXGPyiz13PHnxM/q/QsD56+RzXozQDLX\n", "vZf3iss/WfATPLPoGZc9ogI+9CY/Px/l5eWIjY1FWloasrKysHDhQuzcuROCIAzYm4SIiIiIiMgb\n", "0gdhdzlKOvs68en1T8X1ZZPkvxxLczPYHhzNFjNutN8Qt3sz9Ka2oxbbS7bLtpXUlmDxeHlPAHeq\n", "26tx4MoB2baLDRdl69IgQHykQ44SL6YqFgRBNmTm7M2zWDPV+96Jp2vlgRJXiVS9ofT5OuYpkQZk\n", "EmMSMTJ2pMsy1HbU4mzdWQDWoclKPSFHx43GF01fyNY9JQ2AfFb7mfjAPzJqpOy89WXojTRQEmGI\n", "EBOxflL5CRKi7TO4JA1JgsFgwJIJS/Dpt6zn/geXPhD/rjT0Rhpkc0U6RMnbHCWl9aXYc9neK+t6\n", "23WXr+0198pylLhK5lrXUSf7LJ+c9+SAZdAimeuAgRKlQEhKSgo2bdqkysHJN1rPbT1YsV2JBjfe\n", "A7TBdtUG25Xc+fDDD2E2W3+JT09Px5w5c4JcIs9IH+pqO2oHnKr0eNVxMR/FtBHTxMSdtusjPjoe\n", "0RHR6LH0oL23He297WjpbkGfpU/cR1tvG9p62mS9BWykARUb23AYm89uet+j5O3zb4u9JGyutFyR\n", "TXcrTeZ61/y7ZA+y3vQoud52HS099tl6SutKvS4v4NyjRCk/hqdsn48ngRJpMCQxNlHWDo6BkkNX\n", "D4nLC8YuUEz66diDRCnBqyvxMfb9SZOrzkuRD1vzN1By37T7xFmFTJUmWf4Tpd4hSlNqSwMlngSD\n", "pO06KtV5VpmB/Pbkb2Xr0h5bjqQ9p1LjU11e27ZhQADwlbFfUfwspbTIUaLdBMlERERERBQUsbGx\n", "WLt2LdauXRs2QRIAiI2MFYcBmAXzgD0XpA/GSsMsDAaDLKFrfWe94q/drobfOPYoAYBeS69sXTr8\n", "wqa4phgvnHgBFc0VTn8TBMFp2A1gTeZ5ufGyuC6dHnhE7AhZj5L6znq4STMpOld3TrYu7V3iqY7e\n", "DpyvPy/bpkaPEqWZcwYKlIyIGTFgoOTgVcmwm0nKOTYcgwa+9iiRmp00W7YufaiXBqlcaehswKXG\n", "SwCsvSd+MO8H4t+OXT8mG4Km1DtEGjyxtak0mCa9BlwZqF0H8kXjF9h1aZdsW1VbldgjxpEtlwpg\n", "za3iinTa7iUTlrgtx7ih48RlBkoGMY5L1gbblWhw4z1AG2xXbbBdyR2z2YycnBy8//77KC5Wd1pb\n", "rUkfXgfKISJ7MJYESqTXh+MUwUq/dit11e8x93g0PfHFxoto///t3Xt0E9edB/CvZMkW8hv8fhsb\n", "22AexoRXcIEGJ3EWQoiTkgclbR6bbNmcbdPmtW16Tran2zRJH8l2N8m2TbItyzVerxIAACAASURB\n", "VNIS6gCBQLEJIQhIABMC2JiXwcEG29jGxhgbo8f+ITSakUayLEvW6/s5h3NmxtLMvVczg+ane3/3\n", "Rp+w3nejD8s3LserX7yK71V/z+71X7Z/KQz9iFJHSR4Cxb+2ix9WTxw+gSh1FDRhGgDAgGFAckxn\n", "bAMl53vPD7s3yNGOo3Y9YAYMA5JcE8Nh+XzkAiXne6U5Smx7lMRFxMn+zWQyOTwfxGx7kLiSv8NC\n", "rtcRAKg6pYM0bGfHGcrB1oPC8tTEqZiaOFW4Brqvd0tmfXGlR4nJZBr29MDiHCUnvj7h5JVSb9S+\n", "YRcUGTQOOuz15EqgxGQySYKgrgRK4iLihJmhLL3ERoqBEiIiIiKiIFNRUYHKykrcd999aGvzzJj9\n", "0SJ+mHWU0LWtr03oHaFWqjEvfZ7s68S/prf1tcn2KLH8Am0ymTCgHxBea+Es4aTRZJQEI+o76tE1\n", "YB42U9taa/cQKR76Up5TLnlYbOhqAABc118XAiFhijBolVooFAppnhIXh9/YBkocbXPGdtiNRfeA\n", "+wldAdeG3oiDOvEaaY8Scf6S+s56YX9jNWMxLXGa7DHtht5Euj70xlGPkpwxOdLXiQIqrgy90bVY\n", "A3szU2dCoVBIzud1DeuEZblASXR4tBBE69f34+qNq8OfHlico0TvWpDBYDSg6kSVsC5uH0fDb8SB\n", "kmlJ8p/R2Z6zQsAsSh2FGckzhiyLQqFwOcDqKqc5Ssg/cVyydwRTu57rOSfMhT7aLF8wiAJNMN0D\n", "/Anb1TvYrmTR0dGBdevWSbYtWbIEWVlZwrparR5yPzqdTjivLL/4+2pdcc06s0X7tXbZ1+/stPYe\n", "KNQW4vD+w5LrwlKfnJgcYdvJyydlAwz7ju1DXGscftbyM5y6fArPZD2DGJU1gWZ6eDq6ld24NGh9\n", "+CyOKkbdVXPAoWpfFQaTBlFWViYEOwDzMJ2O/g6cPHRSKH/TFetwnLy4POTF5VnLdzOh6993W2em\n", "idfEQ6FQQKfTIWFMghDo2fH5Djx+5+NDtqdcUGTTF5tgTDK6/HlsP7bdbh+AeXhQalTqsD9fANjx\n", "2Q6ht4VKYX4k1Zv06BrowvZd26EN06KsrEw69EYTL5vMVafTYX3remF78Zhi7Nu7T/b44odptVKN\n", "uIg4l8s/b948KKCACdZhTxFhEUjXpEuun9Ym69CP3sFebP10K/7U8ifkZebh5Xkv44t9XwAA0ien\n", "4+U9L+OjMx8Jr5+VMgs6nQ6F+kJhmzgglDAmwa58e/bsQUxYjJCvZ+tnW9F61VqG01+dRquq1Wn9\n", "xM8NvYZel+4H+dPzhWNGh0VjTvocIUlxzYEaTF8yXfL62XNnS85HS5DQdv/v7nxXeM289HlCew1V\n", "npTIFCHAUr2vGnl3Wa8tdzBQQhSEmnubsbRq+BnNPWH14tU+OS4REVEoSkhIwKpVq+y2NzU1ITs7\n", "GwAwMDD0jxjih1jbQNxor0/KnoTdl3cDMP8yvLxsud3r12y35vm4Z8o9KJspX/7ihGJhua6jTpLI\n", "1SIyORLXUq7hyGFzYtaa/ho8Oe1J4OZENIWphQhThGHjafPsIqXJpagsqMRLu18CAFyNuSocs6Gz\n", "QbLvlt4WSXnE099mRmeicKz1gdgy9GbC1AmAecIPxGvihfeP22DtUZJRkCFbX/H6gH5AMsOLRX9s\n", "/7A+7xaTtXfAGNUYYchNz0CPS++XW2/qaQJudi5IjkyGRqXBmW5zjpaMyRmYNG4SAJtcLTY5Siw9\n", "d26ddyt+8OcfCNsfvOVBlE2Ur5+4t1KiNhEKhWJY5Y8Kj5L0Epk4biIWfEM6NKS0uBS42TGm93ov\n", "jkQfwfbO7UCneWjNA2UPoLG7EQvWLpAMzYmLiMPCrIWIL4jHHOMcrPnTGruhSInaRJTNsC9fZksm\n", "2tvMPWrCssIwUG++5qPUUbhzwZ2SaXXl6hd7KRYwp0mBMcLo0vkhzs+TFZ+F9Kh0YT0mI8bu9ccu\n", "HcN1w3UA5kSulh5StvtvDrcGbRZkLUBZiWufT/IW62eblOd67hlHOPQmAHFcsnewXYlCG+8B3sF2\n", "9Q62Kw2lqakJH3zwAT744AMUFhYO/QY/In6YlctjYTQZnSZyFV8f4kDJsY5j8slc+9ok+UGOXjoq\n", "+YU9LSpNcozKgkrJ0A7xA6O4RwlgnxBW3KMkOzYbE+InCOuNPY0YNAza9aKw1EecyNOVoTcnuk7I\n", "JtUcztCbK9evSBKNimdgcTehq06nkwyNSNImITM6U1hvvmJte7scJRprjhLL0J+dX+9EY08jACAm\n", "PMbp9McTx00UehktHr942GW3HX5TnFBsdz+2nfVG3N6WWZJqmmokQZJ7J9yLTx/6VAgEqZQqc7DO\n", "hqOpfsU9ZT5p+kRYnpI4RRIkcUQcgGq/MnRuHkCaNDVZm4z0aGugxHKd/Wr/r7CsahkOtR1yKT+J\n", "wWjA7ubdwror+UksPJ3QlT1KiIiIiIiCzPz5831dBLdJklP2tWPzmc04eukoVk1fhdiIWGxt3Co8\n", "aDvLRwGYH4wtwyVOXz4teSC0aO1rlcwi06/vlyQGTY1MxcOTHjbPNgMTnpz2JK7duCb8vaGzAQP6\n", "AWhUGrseJbaBEnEOjuyYbESFRyEzOhPne89Db9SjsbvRbqYXC3G+lY5rQwdKxA/ot6bdir0X9gIA\n", "jnceh8FoQJgybMh9fH7hc2G5eFwxUiJThHXxkJDhss2hId6vuI3EeVDiNfGIUkdBpVRBb9Tjmv4a\n", "BvQDeO/Ie8JrHp70MCLVkQ6Pqw5TY9fDu3C88zhuSbll2OWOCo8CRHl0JydMBq7KvOamqzeuSj7P\n", "sz1nAQCN3Y3Cthdmv4AXZr9gd6yVxSvx6hevSgIqjvKNiHOv7GjaISxPTZo6RI3MxElye/W9Tqfl\n", "thBPn50SlSLpUdLS24L6jnr84vNfAAAe2/qYJOjhKFBy5NIR4bxK1iajaGyRS+UHpPlm5BI0D5fb\n", "PUrOnj2L9evXY926dTh//vzQbyCP4bhk72C7EoU23gO8g+3qHWxXCmbiQEl1UzUe2fIIXt//Oh76\n", "6CEYTUb89uBvhb+vLF5p98BvO1QiNzYXgHm6YbmeGG19bTh5+aRkm67Z2ksgLSoNKqUKz8x8Bj+c\n", "+UOolCrERMQI+UUMJgPqO+vRc71H8vAIQNKDZUA/IPxdqVAKD5a2w28sQ0oAYOyYsUJ9htujRBwo\n", "mZ85XwhG9Ov7hWEuQxEnGp2XMU/So8PdHiVlZWV2gZKsGGtOna97rYES26CRQqGQ5Ck5euko/n7O\n", "mtPlsSmPDXn86PBozEqdNWQgwNF7xYoTiu3ux7Y9SsTDZywBktOXrUOixL2exGIiYrCieIVkm6Me\n", "JeIAijhJ7tRE1wIlkepIIVgyaBrEljNbhnyPOA9KamSqJFDS3NuMA60HhPWvr3yNtcfXCuuOErla\n", "etwA5t4krvSGsfCbQElDQwPuv/9+LF++HEePHh1xQYiIiIiIiMQPPOIH5c8vfI6n/v4UDrWZpzuO\n", "CIvAUyVPDbm/SQmT7LaFK8OF5da+VmF4iYV4Oty0qDTZ/YofQr9q/8pu2A0g7VEifmBOj0qHOsyc\n", "ZFccKDl5+aTd0BsL8aw3nf2dsmUSq++0zrBTnFBsNwzJFeKAUVl6maTnwUh6lIgf5pO1ydJAiahH\n", "iSRHyc22EJfhp7qfCsOLFmYuRH58vttlcoVtoGRywmS718SEW/NztPW1SQJf53rOwWA0SHqUiBP6\n", "2npq2lNQwBwsUCvVDqf6TRojn5PD1UCJQqHAyuKVwvrr+1+X9LKSIx7ekhKZYjf05uglaYxAnB/I\n", "UY+S70z+Dk48cQJ/qPgDvjvluy6VXVwGubK5y+1AicFggNFohMFgGLIRybM4Ltk72K5EoY33AO9g\n", "u3oH25WCmbPpTP928m/C8kMTH5I8HFnYXh9yD7OTEiYJPQq6r3cL0/HKSY1Kld0u/lX8y7Yvcbzz\n", "uN1rLvRaAyXiAIA4MFAwtkBYPtF1wiM5SkwmE45dsgZDihOKJe0gnqbYkZ7rPcIv/EqFEnPT50qn\n", "53VheuCrg1fxb3v+Db/8/JfCg7JOp5MEShK1iciMseYocTT0xtKbZewYa4+S/Rf3C8uPT318yPKM\n", "lDhHSXpUOuI0cU5zlNgGkwaNgzh35ZzQa0YBhdDjSU5ObA5+eutPMU4zDj+a+SNEqCJkX2c77TFg\n", "DiQWxBfIvFre06VPC1NhH+s4hq2NW52+XtxrIyUyRRJQbO1rdTitdGZ0piToZytRm4j7Cu7DnLQ5\n", "LpfdUgbx8UfK7UDJ5MmT8frrr+NXv/oVpk+f7vB14hNHp9Nxnet+u3706FG/Ks9I10ORXm+fyZ68\n", "x5ft3dPT4/HrR9w70tfXr9x6T0+Pw/bwNm+0N9eD+3wN5HXyvYQxCcKv6OJtYkqFEk+XPu3S/uSG\n", "NmREZ0iG+DjjKFAyI3mGsLz93HbZ4IN46I2jQIm4R0lDZ4MkUCIeZmIbKHlu53Mo/EMh/rfuf+2O\n", "236tHZ0D5l4nUeooZMVkSQIlrvQo2deyT+itMTVxKmIjYofdo2RN/Rq8WfsmXtv/Gv6j9j8k5bNI\n", "1CZKggWnL5+G0WTEdf11yessbXFP/j12x8mIzsCduXcOWZ6REucfkQvAAXCaIwUAdjbtFNo1PTod\n", "GpXG6et/cMsPcOrJU3h+9vMOXyN3Lk8aN0noteSKRG0iHp3yqLD+2v7XnHaIkCRzvTlzkaXHi9Fk\n", "lCRvFXM07GakxEmgPREoUZjc7A6yceNG3HPPPTAajdi8eTOWLrXPLrxjxw6UlpaOuJBENDy6Zp1P\n", "pwdeuWXl0C8MomOHYp19fexNlZtQlhFaORp8eV2HYntT6Dl06BAWLVrk62L4hD9+Zy/8QyEu9Zvz\n", "WNyddzeeLn0aFR9UwATzo8uyCcvw3l3vOduFoKmnCdP/JP1h96mSp7CvZZ8kJ4KcsZqxOP2k/RS7\n", "gHkowZT3pgiJZaPDoyVTxwLmIT4X/vkClAolXt7zshAseHH2i8KD75XrV5D737kwwQSVUoWFmQtR\n", "01QDAHi34l3cW3AvAOBs91nM+LM5OKNUKIWH7XGacTj5jycl+Rw+afoE92+8HwAwM2Um/r787zje\n", "eRzz1swDYM4pUfe489lvXtr9Et768i0A5t4GPyv7GarPVeOBTQ8AAG7Lug3rl613uo/ndj6Hd4++\n", "K5Tzq0e/glatxV0f3IUvLn4BwPx/zLz0eSj4Q4EQ3PnyO1/iyuAVLFhrTgCaE5ODQ989JOz3q/av\n", "sKdlDw61HULvYC+em/WcW8lZh+v5T5/HH4/8EQDwo5k/wk/m/kT2dRlvZeCa/prs3+7IuQPbz20H\n", "YM7D8eG9H464XGe6z2Dmn2dKtj1S/AjeWPTGsPbTfq0dJe+XYMBgnl64PLscFbkVKM8plwT3AGDi\n", "HycK5/6RR48gIzoDt/3lNrsASZI2CUqFUghevDT3Jfxw5g+HVS5XGE1GpP5XKm4YbwAAWla14PiR\n", "427f193uURIebh7Xp1QqoVa7HqkiIiIiIiJyZn6medaeJG0SXlv4GmamzsQPbvkBAPMv9s/OfNbl\n", "fWXFZNlN65oWlSbJheKIo94kgHkK1/sK7xPWbYMkgHmohWWYTFOPaGrgmGxhOSYiRpgmWG/UY2/L\n", "XuFv4mEm4uEK4ml/Owc67ZKziqchtuTtKIgvEHo7XOy7iJZe+6mSxfY07xGWy9LNwfLYiFhhmys9\n", "Sq4MXpGUc039GgD2s94oFApJz5+6jjpJMlrbXkHTkqZh1fRV+GPFH/HXpX8dlSAJAFTkVkABBVRK\n", "lRDAkmOby0RMPP2ts/wkwyHXo8TV/CS2+xHnBqlpqsGznz6Lkv8pkcwupDfq7fLMAJAkdLWYnjQd\n", "Pyv7GQBAE6bBPRPsewR5glKhlLTDSBO6uh0oyc3NRVVVFaqqqjB+/PgRFYKGh91DvYPtShTaeA/w\n", "Drard7BdKdj9Z/l/Ys2SNdj54E4hoPHS3Jew+b7N+PShT2UTtFrYXh+2D+GA+YFO3FXfwhIQsHCU\n", "yNXigaIH7LZFhEVIhtNYErqKk7lmx2ZL3nNLqvVBX9wTIT7CmqMkOjxakoRWTJyrA5Af5hOmDMP0\n", "JGvPmtq2Wge1MucGEecnseSLGG6OkivXr0jWf3fod/h096eyD9kTEyYK2+o6nQdKfOW27Ntw4JED\n", "OPLoEUwaZz4H5e7HzgIl/fp+YXl8nGeeo6PUURijGiPZNiVxilv7KjOWSc4Ti1mps4Tl9mvtQu+u\n", "xDGJwhAfcUJXi6lJU3F/4f048MgBfPndLz0WHJLjyTwlbgdKioqKUFlZicrKShQWFg79BiIiIiIi\n", "IhdEqCJw1/i7JD06FAoFbk2/1a0HLdt8EunR6bI9SpYXLZesDxUomZwwGRPHTZRsK4gvQGa0NTmp\n", "JaGruEeJ+O8AcEuyfI8IcY8ShULhMAmmeCpWwHE+lBkp1rwqta2OAyX7LuwTHoRLkkoQE2GeySU+\n", "whooEc9I40jPoDS/VnNvM6o7qnH1xlUA5qFJll4qxeOswZD6jnq/DJQA5uCGXBJhMWeBEjFPBQ0U\n", "CoWkN4VSoXS7zWJUMdjx4A4ceOQAfrnglyjPLkdubK5kf7aJXC3krhdLz5a8uDyXenGNhF8ESsh3\n", "bOfqJs9guxKFNt4DvIPt6h1sV7JlmY2S5K8PuR4ltg+7EWERuDv/bkki2aECJQqFAssLpcGVonFF\n", "dlOlXh28KuTfCFeG2w3pcTR0JC4iTlIfRzMCHbgoDZSIe69kRVsDJeLjHGw9KLsvAJJpgeelzxOW\n", "xUNveq73SIYAybHtUQIAa9vXCssJ2gQht4r4M6rvrLeb3thfyZ1v4qSvzniqRwkgPTcmxE+AVq11\n", "az+W+uTF5eHJaU9i3T3rcOCRA5IcOLaJXC3kepR4K3mrHHFZfDb0hoiIiIiIfG/btm1455130NYm\n", "fTBobW3FmjVr8Je//AUXL170Uen8g/hBW6lQIiUyxe7X7by4PMRGxAr5QgBz0tOh3F94vyS4UjS2\n", "SBJguXD1gqSHR2ZMpjA1sfCecUV2s6WEK8PttonL/FTJU8J+jncelwQlzl+xBkrEU++Ke5Qcbj8s\n", "TNlrSxykEE/Tqg5TC/lejCajbF4WMXGOkjBFGABpbhNxL4jCsYVCO566fEoYnqNVaZETm+P0OP7G\n", "tkeJAgrEhMdItoUpwiS5akZK3Jbu5CdxxvZ8FQdKxAHHjOgMyeviNfGyeUu8pSyjDI9PeRw/nvNj\n", "zEydOfQbnGCgJABxXLJ3sF2JQhvvAd7BdvUOtiuJVVRUYOHChXbb9+/fjxUrVuDBBx/EF198MfoF\n", "8xG566M4oViYXrYkqQQqpcouR0nB2AIAwO05twvbxIEFR9Kj04Xks4D5F3RngRLb2UMAc2LYkqQS\n", "ybZ4TTwUCoWkPk9MfQJR6iiUJpfixdkvCsNVTDAJOUcG9APCbCRhijBJWVIiU4QH1359v+yUxgAk\n", "UxTbBpTiNKIpgofIUyIO3ry56E27YIG4F4RWrZUdijJx3ES7B3V/4kqOktSoVEkADjCfB+Fh8jln\n", "3CEOUoykF4cr/79c7LMGXlOirIES26DI1MSpkp4o3rZswjK8/s3X8eysZ1GaPLKZvFQeKhMREdGo\n", "USlVkm7BntAT3+PSPjOiMwLuly0iCk1arbXrvWXGylClVWux9u612HZ2Gx6a+BAA2A29sTzIPj/7\n", "eaRFpSE/Pt8u/4gjry18Dc/ufBaFYwuxMGshPjv/mfC3lt4WySw0coESwDwsZk+LdaYZceJUi9tz\n", "bsfZp84iTGnunTEzdSaOdhwFYB5+882sb6K5t1l4fVpUGlRK6SPfLSm3oOW0ecab2rZaTE2y733Q\n", "c92aWyQuIk7yt/iIeOEYl69fRjbke0XY9jhZXrQct+fcjn/+8J9R02me/rg8u1zynonjJuJ0t3Q6\n", "Zn8eduOIbaAkMzoT2THZkgS6nhx2AwDfnfxd1JyrQZwmDt+e9G2P7ttW61VrjxJxr6uUyBTJ1NWe\n", "7tkymhgoCUAcl+wdbFeiwNHZ34mVW1b65NibKjcxUDIMvLd6B9uVXGEymYRltVrtw5KMLkfXx8zU\n", "mZLu+LZTqlp6lESHR+N70783rGNOiJ+AjZUbhXXbHiXiQImj4Ra2eUosgRLb+liCJIB5JpL3jpqn\n", "bbXMfCMZ5mOTNBYw95LZeNpc1oOtB/HolEftXiMeHmMbKBH3KBH3PLF1dfCqkBA2Uh0JlVKFRG0i\n", "1q1YhzPdZ3Dp2iXMTp0teU9xQjE+OvOR3TZ/JpujxGY66syYTOTG5Uq2eXr2l6JxRXa5RNzhyv8v\n", "lh5LgDTgqFKqkBKZIsz0JBeECxQMlBARERERBYCOjg6sW7dOsm3JkiXIypLvoSBO7jrUw5NOpxMe\n", "kCxd70NhPV4TLzzsF8QXeGz//QbrFLDNvc04dPaQsN5/oV+2vWdMlw7zsQwVcna8mSnWwM/B1oMw\n", "moz45MtPhG1ZMVl27w9vD5e8x/bvn+3+TDJk5ujBowhThAl/N1y1nlfdA90Oy5czLUd4XQQihGVn\n", "9ZGb9tlwwQBdb2Cdn52tndJKdAPjs6U9SCyBEk8eXzxUy5v1O91m7fXTeqoVugvWzydHlYMLuICI\n", "sAjMSZ3j88/DXW4HShobG1FbW4uIiAhUVFSEfHe+0SS+sZLnsF2JiDyP91bvYLuGpoSEBKxatcrl\n", "1/f3mx/WTSaTsOyI+HyyPbcCbd12m7PX3zX+Lvxf/f+hIL5AGGbjqfLENsSi53oP9CY9zt04J/z9\n", "jll3SHKfiN+fEZ0hDGsR99xwVJ+c2BwkjElAR38Hrgxewcmuk4hIigBudirJjMlE2Rxp+b696Nt4\n", "6fRL0Bv1OHX5FKYsnyKZzWbarGkwfWnuCRKljsKCbyyQvD8vPQ97u/cCMPc8ubfsXtn6i6f3TYxO\n", "lH2N7bJ4imCLB7/5oMO28Id1221lZWVo+KoBuGD9+62TbrXrUWIZeuPr8rtz/Vw9flVYv3PenZIe\n", "VL+v/D3eP/o+5qTNQXp0OtLL0u3eP9r1cYdbgZLu7m5cvHgR3/rWtzxSCCIiIiIick9NTQ0aGxuh\n", "0WiQk5OD+fPNiUVnz56NtWvXwmQyoby8fIi9hKY3b3sTKyauwOTEyXa5PEYqLSpNyPVhmcFFrVQj\n", "Pz7f4XtmJM8QAiWWHiXOKBQKzEqdhY8bPwZgHn4jnhpYbuiNVq1F8bhifHXpKwBAbWstbsu+Tfi7\n", "OEGrOEBhIc6d4iyZq7hXim0SV0eyY7MRqY5E340+AObkoHJl8He2OUoyojPshtp4eujNaLlhuIFL\n", "/ZcAmGfzsR3ClhaVhp/M/YkviuZRbt0NDh8+jLi4OFRVVWHy5MkoKCjwdLnICf6C5B1sVyIiz+O9\n", "1TvYriTmKAiSlpaGhx56aJRL43vDuT7ClGGYmz7XK+VIj0rH8c7jkm3/MuNfJL03bFXkVgj5Qywz\n", "lwxVH3GgRNeiG3KGHcCcp8QSKDncflgSKBEncpUra3yENVBy+brjHCXiqYFjIqyBEmf1USqUKBpb\n", "JCQ99ff8JICDHCXh9jlK4jXxKBxbiBNdJ5AZnSkbxPIHQ51v4vwkSdokjwcY/YVbtWpvN0dEKysr\n", "sWXLFuTn50Op9N8pm4iIiIiIiEaTeDgCACzJW4J/nfOvTt+zvGg5DCZzDpB78u9x6TgLMq1DY3Z9\n", "vUuS7NVRoEQcgDjTfUbyN2eJXAEgVmMNnrjao8RZcEiubJZAyaRx9jlLAoFcjxIAWL14NapOVmFJ\n", "/hLJ5xRI2vrkE7kGG7ejG5Yufenp6ejq6nL4OvE8zDqdjuseWLds85fyBMv622+/7VflGel6KNLr\n", "9b4uQkjxZXv7+rP2xfXd02P9hW+09fT0uF1+2/+7hvt+rsuvv/32235VnmBap8DnL5+nZbphAJiS\n", "MAVv3f4WlArnj18KhQIPT3oYD096WHiQHqo+UxKnCMN0LvVfQmufeepWBRR2wRoL8bCP05dPS/4m\n", "DpQM1aNE/Fpb4p4p4qE3Q9Xn4UkPQ61UY4xqDB6c+KDT1/oDufqIAyUJYxIQqY4EAOTH5+P52c/7\n", "dQBoqM/Hcn4BQHJksreL4zMKk3jeMBcdPnwYUVFRyM/Px86dO1FWViY75diOHTtQWlrqkYKSlU7H\n", "BG7eEEztqmvWYWnVUp8ce/Xi1T6bttVXxw7FOofysTdVbkJZxujfK3x5XY+kzsF0b/UnbFfPO3To\n", "EBYtWuTrYvhEsH1n95fro3ewF09XPw0TTHhl/itIj04f+k0yXKnPY1sfw4ZTGyTb0qLScOyxY7Kv\n", "b+ltwZT3pwAw50I5/aQ1WLK6bjW+v+P7AICHJj6E/7r9vyTv3XV+F+790JzAtSy9DJvu2yR7jN8c\n", "+A1+vu/nAMxDjl6e97LL9enq74JKqZIM2fFXcvXpud6D4neLcU1/DXfl3oU1d6/xUemGb6jP590j\n", "7+K5T58DADxS/AjeWPTGaBVt2EZyX3dr6E1JSQnWr1+Po0ePIjExMaTmZfcH/nDjD0ZsVyIiz+O9\n", "1TvYrkSO+cv1ER0ejT8t/tOI9+NKfRZkLrALlDgadgMAqVGp0Kq0uKa/hq6BLnT1d2HsGHOvlKGG\n", "3riVoyTctRwlFpayBAK5+sRGxOKvS/8KXYsO3570bR+Uyn1DfT7iHiXBPPTG7cwr999/vyfLQURE\n", "RERERG5YmLnQbltWtONAiVKhxPi48TjWYe5xcqb7jBCc6BlwnsxVPAvN5QFroOTi1YvYfm47Jo6b\n", "iFmps9zOURIs5mXMw7yMeb4uhsdd7LsoLKdEBW+ghBlYA5C/jLsMNmxXIiLP473VO9iuRI4F2/Xh\n", "Sn2yY7ORG5sr2ZYZ43xWFXGeEnFCV3FuEbmpecW9TC4PXMaHJz/EP277R0z7n2l45pNn8A/r/wHn\n", "r5x3O0dJoAm1+kSqIpGsTYZSoUSKNngDJcE5lw8REREREVEIWZC5AGd7Zo8MKwAAFGJJREFUzgrr\n", "Q00/mx+fLyyLAyVDDb2JDo9GmCIMBpMB/fp+PL7tccnfjSYjattqHU4PTIHt1YWv4tWFr0Jv1MON\n", "dKcBgz1KApC/jLsMNmxXIiLP473VO9iuRI4F2/Xhan0WZi2UrDvLUQI4nvlmqFlvFAoFxseNd7rv\n", "i1cvOhx6E6qfT6BwtT4qpQrqsODNVcoeJUREREREAcxoNMJkMiEsLMzXRSEf+kbGN6CAAiaYf+X3\n", "xNAbR7lFfv3NX+PN2jdxw3ADMRExSI9Ox5XrV7D2+FoA5jwWjobeEAUC9igJQME2Ds5fsF2JiDyP\n", "91bvYLuSxbZt2/DOO++gra1Nsv2jjz7Chg0bsGHDBhw9etRHpfONYLs+XK1PvCYeS/KWAAAKxxYi\n", "JybH6evFQ28auxthNBkB2OQokRl6AwBlGWX44J4PsKFyA/68+M94Zf4r+EbGN4S/X7h6Ab2DvcK6\n", "eOhNqH4+gSLY6uMu9ighIiIiIgpQFRUVqK+vt9uu0Whw++23+6BE5Evv3PkOHrv4GKYnTUeY0nkP\n", "o3hNPMZqxqJroAvX9Ndw8epFpEeno3vA+dAbR1KjUoXli1cvOpwemCgQMFASgIJtHJy/YLsSEXke\n", "763ewXaloRgMBlRVVcFkMiE3NxelpaW+LtKoCbbrYzj1GaMagwWZC1x+fV5cHrpauwCYh9+kRaUN\n", "OeuNI2lRacLy+d7z6LvRBwBQQIGo8Cjhb6H8+QSCYKuPu9weetPf349XXnkFFy5c8GR5iIiIiIho\n", "hCoqKlBZWYn77rvPbliOHHF3e51Ox/UQWbed+aZf349B4yAAIFwZDk2YxuX9pUZae5Q09zYLy9ow\n", "Lfbu2esX9eV66K27S2Fyc06fbdu2ISkpCSkpKUhLS5N9zY4dO0Iqej1adDodI31eEEztqmvWYWnV\n", "Up8ce/Xi1Vi5ZWVIHTsU6xzKx95UuQllGaN/r/DldT2SOgfTvdWfsF0979ChQ1i0aJGvi+FQR0cH\n", "1q1bJ9m2ZMkSZGVlob6+HnFxcQ6/k9fU1KC8vNzhvoPtO3uwXR/erM9vDvwGP9/3cwDA90q+h6dL\n", "n0bxe8UAgCRtEhqeaBjW/rLfyZbkJgGAjOgMHHn0iLDOz8e/BVN9RnJfd2vozeXLl6HVaqHRaNw6\n", "KBERERERuS4hIQGrVq1y+fVNTU3Izs4GAAwMDHirWBTgbGe+GWpq4KGkRaXhRNcJyTZ39kPka24F\n", "SnQ6HRYvXoyGhuFFGMkzgiXC52/YrkREnsd7q3ewXcmipqYGjY2N0Gg0yMnJwfz58wGYAyX79+8H\n", "AJSUlPiyiKMu2K4Pb9bHduiNK1MDO5MamWoXKLFN5MrPx78FW33c5VagpK2tDZs2bUJ7eztycnIc\n", "dvMDpF13LGOFuM71UFj//MTn6NR3IjbW/J9MT4/5P57RWB/Qh+YvR3q93tdFCCm+bG9ff9a+uL/0\n", "xFu/vI62np4e6M7x/3OuB/e6VqtFIHI0pMYSMCFyJjc2V1g+13MOHf0dwrqjqYGdEc98Y8EZbygQ\n", "uZ2jBMCQ4yGDbbyjvwimcWP+xNPtyjwhoXPsUKxzKB+bOUqGh/9neQfb1fP8PUeJNwXbd/Zguz68\n", "XZ+p708Vkq8+c8sz+O3B3wIA7i+8H7+/8/fD2te/7/t3/PrAryXbvlX4Lfz3nf8trPPz8W/BVJ+R\n", "3NfdnvWmq6sLOp0Ox44dc3cXRERERERE5ENFY4uE5c8vfC4sx4a7l6PEFnOUUCBya+gNAIwdOxZP\n", "PvmkJ8tCLgqWCJ+/YbsSEXke763ewXYlcizYrg9v12fiuImoaaoBABxqOyRsj9O4MfQmcuihN/x8\n", "/Fuw1cddbvcoISIiIiIiosBWNM7ao+S64bqw7O6sN7ZiIpijhAIPAyUByJJ0jDyL7UpE5Hm8t3oH\n", "25XIsWC7Prxdn4njJspud2vWG7lkrjaBEn4+/i3Y6uMuBkqIiIiIiIhCVEF8ARRQ2G13Z9abcWPG\n", "Qa1US7Zx1hsKRG7nKCHf4bgx72C7EhF53kjvred6zgmzMYy2jOgM5MTm+OTYQ+H/WUSOBdv14e36\n", "aNVa5MbmorGnUbLdnR4lSoUSqVGp+PrK18I25igJLMFWH3cxUEJERER+q7m32afTIvtroISIyJOK\n", "xhXZBUrc6VECmBO6SgIlzFFCAYhDbwIQx415B9uViMjzeG/1DrYridXV1aGqqgrr169Hc7O1B1Zr\n", "ayvWrFmDv/zlL7h48aIPSzi6gu36GI36yOUpcWfWG8A+T4ltzxR+Pv4t2OrjLvYoISIiIiIKYJ2d\n", "naisrAQAfPzxx8jIyAAA7N+/HytWrAAAbNiwAcuWLfNZGcm/iWe+sXBn6A1gP/MNc5RQIHI7UFJX\n", "V4cTJ07AaDRizpw5wg2ZvI/jxryD7UpE5Hm8t3oH25XE5s+fL7tdq9UKy+Hh4aNVHJ8LtutjNOoz\n", "cay0R4kCCkSHR7u1r9RIaY8S26E3/Hz8W7DVx11uB0ocRa6JiIiIiGj0VVdXY9asWcK6yWQSltVq\n", "tdxbiAAA+fH5UClV0Bv1AMy9SZQK97I0iIfeqJQqaFVaJ68m8k9u5yhxFLkm7+O4Me9guxIReR7v\n", "rd7Bdg1NHR0deOuttyT/vv7anDRz165dmDBhAhISEoTXGwwGYVmhsJ/+VUx8Tul0uoBef/vtt/2q\n", "PIFQn/379iMvLk/YFmGKcHt/HY0dwnJMeAz27NnDzyeA1oOtPu5SmMShZjdUV1dj+vTpkpuyxY4d\n", "O1BaWjqS3QedazeuwWA0DP1CJ06dPoUJ+ROG/b7oCPe6z4UKnU7n0a5mumadz2ZqWL14NVZuWclj\n", "B/lxeWzfHHtT5SaUZYx+t1Rf3lNGUueR3lsDtd7e5un/swg4dOgQFi1a5OtiuGX37t1ITExEUZE0\n", "z8SHH36Ie++9FyaTCZs3b8bdd98t+/5g+84ebNfHaNXnsa2PYcOpDQCAaYnTsPOhnW7tp/1aO4rf\n", "LYbBZEBJUgk+efATyd/5+fi3YKrPSO7rI0rmKhe5tiVuaEtkJ1TX9+7di7PRZ/HWV285bC+XfTm8\n", "l89MnYnHEh/DlStX/KY9/G3dss1T++vp6QGNLr1e7+sihBRftrcvj61SqrClbgsAIDbWnOjOcr17\n", "c12hdv5rsDf19PRAd869+2NZWZlH7s++5Ov/nxyt+3v5Am1dnM8jkLS1tWHPnj0oKipCQ0MDent7\n", "sXKlOZA8e/ZsrF27FiaTCeXl5T4u6ejxl3uHp4xWfYrGWgNt7s54AwBJ2iS8Mv8VbD6zGc/Oetbu\n", "7/x8/Fuw1cddbvcocRS5Fgu26LQnvPPlO/jx7h+P+nEXZC7Ah/d+OOrHDWXsURI6xw7FOvPYoXWe\n", "+bJnBXuU0GgJ5B4lI8Xv7AQA1eeq8cCmBwAAKyatwO/Kf+fjEhGNzEju627lKGlvb8eePXvQ0NCA\n", "DRs2YPXq1W4dnMifeGIsGxERSfHe6h1sVyLHgu36GK36lGeX459K/gnl2eX4/ozve+04/Hz8W7DV\n", "x11uDb1JSkrCiy++6OmyEBERERERkQ8oFAr8Yv4vfF0MIr/g9qw3RMGG4/GIiDyP91bvYLsSORZs\n", "1wfr499Yn+DEQAkRERERERER0U0MlBDdxPF4RESex3urd7BdiRwLtuuD9fFvrE9wGtH0wESuOtdz\n", "Ds29zT45dmxELHquDz1Vb098D3TNnrsxDOgHPLYvIiJfUilVbt8fR3pv5b00dPjyu0JGdIZPjktE\n", "RP6JgRIaFc29zSE3Ve7qxZwNioiCQ2d/p0+nYyZ7wTiG3JffFTZVboIWWp8cmzwv2K4P1se/sT7B\n", "iUNviIiIiIiIiIhuYqCEiIiIKMBwDDmRY8F2fbA+/o31CU5uD71pbW3Fjh07EBYWhgULFiA1NdWT\n", "5SIiIiIioiHU1dXhxIkTMBqNmDNnDjIyzPlWPvroIxgMBgBAXl4epkyZ4stiEhEFFLcDJfv378eK\n", "FSsAABs2bMCyZcs8VigiIiIicoxjyMmis7MTlZWVAICPP/5YCJRoNBrcfvvtviyazwTb9cH6+DfW\n", "Jzi5HSjRaq0Jr8LDwz1SGCIiIiIict38+fNltxsMBlRVVcFkMiE3NxelpaWjXDIiosDldqDEZDIJ\n", "y2q12iOFCQVz0ubg59/4+Yj2MXh9EOERwwtOZUZnjuiYRERE5D90Oh1/9SOJ6upqzJo1S1ivqKgQ\n", "lrdu3eqLIvlMsF0frI9/Y32Ck8IkjngMw7Zt24QbcE1NDcrLy+1eU1tbi+7u7pGVkIiIiIjIy+Li\n", "4jBjxgxfF8Ohjo4OrFu3TrJtyZIlyMrKwq5du5CdnY2cnBzZ9zr6rm7B7+xEFIxGcl93u0dJf38/\n", "AHPPEsuyLX/+z4aIiIiIKFAkJCRg1apVdtt3796N5ORkuyBJU1MTsrOzAQADAwNO983v7EREUm4H\n", "SmbPno21a9fCZDI5jVATEREREZHntbW1Yc+ePSgqKkJDQwN6e3uxcuVKAOZAyf79+wEAJSUlviwm\n", "EVHAcXvoDRERERERERFRsFH6ugBERERERERERP6CgRIiIiIiIiIiopsYKCECYDQaYTAYfF2MoMI2\n", "JSLyHN5TPY9tSkShKtjuf96oj9vJXJ2pq6vDiRMnYDQaMWfOHGRkZAAAPvroI6ECeXl5mDJlijcO\n", "H7QctWtrayt27NiBsLAwLFiwAKmpqT4uaWDZtm0bGhsbsWzZMqSlpQnbeb66z1Gb8lz1HJ6fnsPz\n", "0jt4jnqO3D2V5+3IyLVpKJ6zwXIeyX1HDuS69ff344033sB3vvOdoLjmGxsbUVtbi4iICFRUVKCr\n", "qytg63L27FnU1tbCaDRi7ty5yMzMDLjPZjj/pwRC3eTq45HnZpMX7Nq1S1jesmWLsLx9+3ZvHC5k\n", "OGrXjRs3CssffvjhqJYpWNTV1ZlaWlok23i+joxcm/Jc9Ryen57D89I7eI56lu09leftyNm2aSie\n", "s8FyHsl9Rw7kum3dutVUW1sbFNf85cuXTTqdTrItUOtiMplMH3/8sbAcyOeaq/+nBErdbOvjiedm\n", "r/QomT9/vux2g8GAqqoqmEwm5ObmorS01BuHD1qO2lWr1QrL4eHho1WcoMfz1fN4rnoOz0/P4Xnp\n", "HTxHvYvnreeF4jkbLOeR3HfkQK3b5cuXodVqodFoJNsDtT6HDx9GXFwcqqqqMHnyZBQUFARsXQDz\n", "fcJoNMJkMsF0c/LYQK6PhaM6BGrdPPHc7JVAiUV1dTVmzZolrFdUVAjLW7du9eahg5ptu5pEMzyr\n", "1WpfFCko8Xz1PJ6rnsPz03N4XnoHz1Hv4nnreaF4zgbbeST+jhyoddPpdFi8eDEaGhok2wO1Pu3t\n", "7QCAyspKbNmyBfn5+QFbFwCYPHkyXn/9dQDAypUrAQTuZyPmqA6BXreRPDePKFDS0dGBdevWSbYt\n", "WbIEWVlZ2LVrFyZMmICEhATZ9wZiQ4+W4barOHGNQqEYtXIGGmftOhSer/KG26Y8V4fPlTbm+Tky\n", "PC+9j+eo5/G89a5QOWeD6Tyy/Y4cqHVra2vDpk2b0N7ejpycHCHnQqDWB7D+up+eno6urq6ArstX\n", "X32FF154AUajEZs3b8bSpUsDuj4WjuoQyHUb6XPziAIlCQkJWLVqld323bt3Izk5GTk5OZLtTU1N\n", "yM7OBgAMDAyM5NBBbbjt2t/fD8AcIbMskz1H7eoIz9ehDbdNea4On6M25vnpOTwvvYPnqHfxvPW8\n", "UDxng+U8kvuOHKh1e+KJJwAA9fX1iIuLE7YHan0KCgrQ2NiI/Px8XL58GcXFxQFbF8A6XEOpVAoB\n", "1UCuj4WjOgRq3Tzx3KwwifufeEBbWxvef/99FBUVAQB6e3uFbkmfffYZ2traAAAlJSWYMGGCJw8d\n", "1Jy164ULF7Br1y6YTCaUl5cjKSnJl0UNODU1NWhsbIRGo0FOTo4Q9eb56j5Hbcpz1XN4fnoOz0vv\n", "4DnqOXL3VJ63IyPXpqF4zgbDedTe3o733nvP7jtyINetq6sL69evR05ODu644w4Agf1ZrV+/HmFh\n", "YUhMTERZWVlA16WhoQH19fUAgOLiYhQWFgZcfYbzf0og1M22PkVFRbL3BGB49fF4oISIiIiIiIiI\n", "KFApfV0AIiIiIiIiIiJ/wUAJEREREREREdFNDJQQEREREREREd3EQAkRERERERER0U0MlBARERER\n", "ERER3cRACRERERERERHRTQyUEBERERER0bAcPHgQb7/9tsf329XVhb1793p8v0TDwUAJERERERER\n", "Dcstt9yChIQEj+9Xr9djcHDQ4/slGg6VrwtAREREREREgcdoNGLjxo0wGAwwGo1ISEjAwoUL0dXV\n", "he3bt2PMmDEwGAxIS0vDnDlzhPf87W9/g0qlgslkQlRUFO644w4AQHt7O6qrq9HW1obu7m4AwNy5\n", "c5GcnOyzOlJoUphMJpOvC0FERERERESB5Ze//CWeeOIJoWfJF198gdjYWHz++edYsWIF1Go1AGDv\n", "3r1IS0tDTk6O3T7WrVuH5cuXC+uXLl1CXV0dFi5cOBpVIJLFHiVEREREREQ0bOnp6ZLhN9OnT8f2\n", "7dvR2tqKLVu2CNuNRiNUKhVycnJw/fp1bN++HQaDAUqlEmfOnPFF0YmcYqCEiIiIiIiIhq2lpQUd\n", "HR1CsOTw4cMoKCjA4OAgFi9eLPQoAcy5RwDg448/xqJFixATEwMA6Ovrk+wzLCwMBoNhlGpAJI9D\n", "b4iIiIiIiGhYDh48CJ1Oh7S0NGg0Gty4cQOJiYmYP38++vr6UF1dDaXSPHdIX18fZs+ejfHjx6Ou\n", "rg719fVQq9XQ6/U4deoUpk+fjoqKCmHflhwmSqUSN27cwNKlS6FS8Td+Gj0MlBARERERERER3cTp\n", "gYmIiIiIiIiIbmKghIiIiIiIiIjoJgZKiIiIiIiIiIhuYqCEiIiIiIiIiOgmBkqIiIiIiIiIiG5i\n", "oISIiIiIiIiI6CYGSoiIiIiIiIiIbvp/KTR23RA6p+sAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "100%\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABEoAAAGcCAYAAADOGUV1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4U9X/B/D3TdJ0T9oCpUChyFBB9iwFZFWZIkOogCAq\n", "Ioriwp/6BcStiKCIA1FABREQgTJboLSsFiqCVEZZUugAuneTnN8f1+TmNkmbtBm36ef1PDwPuSP3\n", "3Jx7b3M+OedzOMYYAyGEEEIIIYQQQgiBzNEFIIQQQgghhBBCCJEKCpQQQgghhBBCCCGE/IcCJYQQ\n", "QgghhBBCCCH/oUAJIYQQQgghhBBCyH8oUEIIIYQQQgghhBDyHwqUEEIk48KFC6CJuAghhJCGjTGG\n", "ixcvOroYhJAGjAIlhBCr+vLLL9GmTRv4+fmhe/fu2LVrV7Xbp6am4p133kGnTp3QoUMHVFZWmnWc\n", "mzdvYuLEifD390dISAhmzJiBrKwsa5xCvTRw4EDMmDHD0cVoEK5du4YxY8YgICAATZo0wbPPPouC\n", "ggJHF8sqdu/ejd69eyMwMBBNmzZF+/btMXjwYNy6dcvkPuZee3/++ScaN24Mf39/+Pr6ok+fPtYs\n", "er23ePFi+Pv7Qy6Xo6KiwtHFcUqW/n0i9qXRaBAfH4/nn38ezZs3x/Tp083e9+DBg+jRowf8/PwQ\n", "Hh6OTz/91OS2ixYtgqenJ/z9/Q3+0bOJEKJFgRJC6gGNRoMOHTrA29sbrq6uuj/oAQEBCAoKwuTJ\n", "k3H16lVHFxOffvopNm3ahLi4OOTl5WHVqlWYO3cu9u3bZ3T7VatWYeLEiWCM4ZdffkHLli3NOk5x\n", "cTGGDh2KHj16ID09HdevX0dUVBTGjBmDnJwca55SvcFxHDiOc3QxnF5ubi4efPBBjBo1Cnfu3MHl\n", "y5fh5eWFkSNHOrpodZaYmIhXX30VX3/9Ne7cuYOMjAwkJyfjq6++QpMmTUzuZ+6116VLF2RlZSE3\n", "Nxdnzpwxu1y3b9/GI488Yvb29dXChQuRm5uLFi1aOLootSL1erL071N9kJmZieeeew4tWrRAo0aN\n", "0KlTJyxduhRlZWWi7Yx9h4iKitKtf/PNN+Hj4wOZTIaWLVuiqKjI3qcCAJg6dSoWLlyIDh06YPPm\n", "zWbvd/ToUcyYMQPLli1DXl4eDh8+jL179+Ktt94yur1cLsfy5cuRm5tr8O/w4cPw9PS01ikRQuoz\n", "RgipNw4dOsQmT54sWlZYWMhWrVrFWrZsydLS0hxUMsYyMzNZYGAgu3Pnjmh5QkIC69q1q1nvERYW\n", "xsrLy2vcbunSpeyll14yWP7777+zefPmmVdgJ3Pjxg2WmZnp6GI4vXnz5rEFCxYYLB88eDDbvn27\n", "A0pkPfPmzWO//vqrxfvV5tq7evUq6927t1nbXrt2zextnYG5z0GpkXI9WePvk9SkpKSw1q1bs88/\n", "/5zl5+czxhj7999/2Ysvvsj69OnD7t69a7CPse8QjDFWWlrKxo4dy1588UWbl9tcljwjHnjgAbZn\n", "zx7Rsry8PBYSEsKys7ONvrepZ9YHH3zAPvzwQ8sLTAhxOtSjhJB6hDFmkMPDy8sLs2fPxsKFC/Hq\n", "q686qGTAr7/+ikceeQSNGjUSLY+IiABjDKdPn7basQ4dOoRx48YZLB87dixOnDgBtVpttWPVF6Gh\n", "oWjcuLGji+HUGGPYsGEDnnvuOYN1L7zwAr7//nsHlMp68vPz4evra/F+tr72qj7ziDRJuZ7s+ffJ\n", "HnJycjB+/HisW7cO8+bNg4+PDwCgefPmWLZsGUaPHo2nnnrKYD9j3yEKCgoQFRWFbt26YdmyZXYp\n", "vzWdOXMGJSUlGD58uGi5r68vJk2ahJ9//tlgn7CwMJPPrJ07d2LUqFE2KSshpH6hQAkhTiI6OhqH\n", "Dx922PGTk5NFXXn1DR06FEeOHLHaseRyuckv5Z6enkhKSrLasWxp27Zt8PPzQ9euXbF48WK0bt0a\n", "gYGB+N///qfLg+Hv749evXrhypUrBvtv2rQJAQEB8Pf3h7e3t9k5So4fP45HH30UzZo1Q2BgIO67\n", "7z7873//w+zZs/Hnn38a3efGjRt4/vnnER4ejoCAAISHh2PGjBlYvnw5li9fbnSfvLw8LFiwAO3a\n", "tYOvry+CgoIwduxYHD9+vNrybdiwAQMGDEBwcDAaN26MXr164YcffsCQIUOq3a+8vByDBg2Cm5sb\n", "3njjDbM+C0tcvnwZwcHBCA0NNVg3aNCgGs9Liu7cuYMWLVrA398fv/zyC8aPHy8ar9+2bVujgcfa\n", "XnuWOHLkCIKCgvDAAw/g5MmTBrkEQkJCcPnyZaP7WnrtFRUVoVWrVqIcIWq1GsuXL0f79u3RqFEj\n", "zJgxw+iQhP3792P48OFo1KgRfH19cf/99+Pdd99FaWmpyXO7cOECHn/8cTRr1gxBQUGIjIzEzp07\n", "a/dB1SAmJgYPPvggAgMD0ahRI/Tt29do4/HcuXMIDg6Gu7s7vvnmG9G6sWPHwt/fH66urti7d69o\n", "XV3qSWvLli3w8fFBeHh4jdvWhj3/PtnD0qVLER0djX79+hldv2DBAqSnp9d4XtnZ2Rg8eDAmT55s\n", "cpiKPlvXU20kJSVZrW5v376NrKws3HvvvdYqHiGkHqNACSFOgjEGFxcXhx3/9u3bJsfWh4WFITs7\n", "22rHioyMxKZNmwyW//DDD0hOTkZqaqrVjmVLY8eOxV9//YXTp0/jyJEjOHHiBP755x/88ssv6Ny5\n", "M6KiopCTk4NXX30Vs2fPNth/4sSJyMnJQW5urtnjuY8dO4ZJkyZh+vTpuHr1Ku7cuYMjR46gcePG\n", "WLt2LXJzcw32KSgoQEREBMLDw3Hq1Cnk5OTgn3/+wfjx47Fs2TLcvXvXYJ+bN2+iX79+UCgUiIuL\n", "Q35+Pq5cuYLHH38cM2fOxA8//GC0fJ988glWrlyJpUuXIjMzE1lZWfj111+RkpKCAwcOQKPRmDy3\n", "s2fPIj4+HhUVFVi5cqVZn4clqrvGvb29AUj7V3VjAgMD8e+//yI3NxdTpkzBli1bROP1L168CLlc\n", "brBfba49S/Xr1w+3b9/GmTNn0L17d4NcArdu3UJ4eLjBfrW59ry8vHD16lVdjpDMzEw8+OCDSEhI\n", "wI4dO5CVlYVOnTohJSVFtN8HH3yAN998E6+88gpu3ryJ/Px8bN26Fbdu3UJERATy8/MNjnX48GE8\n", "/PDDGDFiBK5evYrbt29j5cqVWLlyJd5//33rfYAA3nrrLSxZsgSLFy/GnTt3cPfuXXz55ZdYt24d\n", "nnzySdG29913H7Kzs7FgwQKD99m2bZvuGqmaj6a29aTvhx9+QFFREa5evYo//vij7idehT3/PtnD\n", "pk2bjPZs0/f888/jl19+Mbn+2rVrePDBB/Hqq6/imWeeMeu4tq6n2rhz5w6aN29udF3Lli0tqttd\n", "u3ZhxIgR1ioaIaSeUzi6AIQQ61i5ciWGDh3qsOOXl5fruv9W5eHhYdVZHJ555hn07NkTS5Yswdy5\n", "c+Hi4oJvv/0Wq1evxsKFC3H79m2rHcvWGGNo2bIltm/fDjc3NwDAhAkTAADPPvssAGD8+PF4/vnn\n", "a3wfc+zfvx/z5s3D6NGjdcv8/Pzw3HPP4datW2jatKnBPn/++SceeOABvPjii7plSqUSI0aMQEVF\n", "hdEZXx5//HG8//77GDNmjG6Zt7c3xo8fj4EDB2LAgAHo168f2rZtK9pv9+7d+OKLL9ClSxfdsrCw\n", "MHzxxRdIT0+HTGY6vt+pUycMHDgQR48exZw5c8z6PCxR3TUOAO7u7qisrIRSqbT6se2lNoEeWweH\n", "LH3/2l57+seLjIzESy+9hHnz5umWv/TSS6LtDh48iJiYGBw+fFh37wJA27Zt8dVXX+Hzzz/HCy+8\n", "gLVr1+rWlZSU4KmnnsKOHTtEv1p37NhR10i7efOmRedryh9//IGDBw8iISFBFETv2rUr9uzZg/Hj\n", "x2PlypU1NrirMlUfdbkOZs6ciYSEBDRq1EhUb9Ziz79PtlZUVATGWI3D3fr372/QM0jr77//xvDh\n", "w/Hoo49i4sSJZh/b1vVUG+Xl5SaTTVtatzt27ND93SWEEOpRQkg9d/36dd1MFR999JGji2MXHh4e\n", "iI+Px40bN3D//fejQ4cOSEtLw5EjR+Dq6ory8vI6HyMxMdHo1IH6/wICAqxwNkCTJk1EDS03NzeE\n", "hYVZ9B7mzngzePBgrFmzBkePHjUYUvHee++hQ4cOBvt06dIFqamp2LhxI0pKSkTrHnnkEYMpHM+e\n", "PQvGmMkv0oGBgXj55ZexZs0ag3XDhg3DkiVLcOnSJYN1v//+e7XnplQqceDAAZSVleHDDz+sdlsp\n", "s+e1Zw1Smm2pLteeFsdxWLFihShIYsyXX36Jd999V3Tv6nvhhRdw7NgxFBYW6pZt2bIFI0aMMNq1\n", "n+M4fPbZZ1CpVNUe11zLli3DihUrjPY05DgOK1eulExOinHjxul6/tTU+0TKRo4cWeO9+/HHH9fp\n", "GPn5+fD3969xu4CAAIMfDTiOw7lz5zBmzBi8++67uHjxIoYNGya6RqvjLPVkTEVFBY4fP44BAwY4\n", "uiiEEImgHiWE1DNbt24VfUny9/fHhAkTcOrUKV33f0dQKpUGjWit/Px8uLq6WvV4jRo1wrfffmuw\n", "PC0tzeQvxZaIiIgwOgylvuvXrx+WL1+OpUuX4ty5c1AqlWjdujX69euHWbNmGf0C7uPjgz179uCj\n", "jz7Ce++9B7VajWbNmqFbt26YOXOmwed97tw5nDhxotov84wxDB482GD5ggUL8PXXX2P27Nm4ceMG\n", "fHx80K5dOwwfPhxTpkyBQuG4P1tKpbLavBMFBQVW6U3irNeePdTl2tNnKudB1WPVNB2uSqVCWlqa\n", "rodUSkoKIiMjTW6vzYdiDRcuXEC3bt1MrtcGaHNyciQVeLMFe/19slWeGX2+vr5mPR/u3r2LoKAg\n", "0TLGGLKzs7F//3507NgRM2bMwJIlS/DYY48hJibGVkW2qeqey5bU7aFDh3RD9gghBKBACSH1zrhx\n", "47BhwwZHF8NA48aNcfXqVXTu3Nlg3b///muXX580Gg127tyJjRs32vxY9dngwYN1DcXKykqkpqZi\n", "+/bt6NGjB2JiYtCuXTuDfdq0aYPvvvtO9zotLQ0HDx7EmDFj8M477+iGCwF8j5+hQ4di+/bttSrf\n", "7NmzdTlZCgoK8Ndff2Ht2rX46quvcOjQIZO/4Nua9ho3pqioyGguD2Jfdb32LD3WgQMHRMPEzCG1\n", "PDZS6hFkK1L4+2QtXl5ekMlkyM7ORnBwsMntEhISjF6bgwYNQseOHXWv3377bYwfPx4bNmzA5MmT\n", "bVJmW2rcuDH++usvo+tu3LhR7Wekb8eOHTTbDSFEhIbeEEKsIiIiAvv37ze6bt++fejevbvNy7B6\n", "9Wp4eHhU+yuqs6pt48vFxQUPPPAA3n77bXzwwQd47733zNqvTZs2eOqpp3Dw4EG8/vrronW9e/fG\n", "4cOHjSaytJSPjw/69++P1atXo1u3btUmJ7S11q1bIzc3F5mZmQbr9uzZgx49ejigVI4npYa/Na+9\n", "mvTv3x9btmyxaJ/u3btXOztZamqq0eTItdGuXTskJyebXH/z5k2UlZUZ9L5xxsCJFP4+WdPEiROr\n", "TVjNGMPKlSvNDnxY8uyXmoiICMTGxhpdZ8lzeffu3Xj44YetWTRCSD1HgRJC6pG6fIHdunUrfHx8\n", "0Lp1a6SlpVmxVLyJEyfqZkbQd+jQIahUKps3ImNjY/Hmm2+anE1FqkzVqaV1be72nTt3Ntmw5TgO\n", "ZWVlBssnTpyICxcumHzPqt2eg4OD8fjjj2PWrFkm9ykuLsbJkydFy06fPo1p06aZ3MdU+bS00wO7\n", "uroaBG+sgeM4REdH46uvvjJYt3LlymrLXl/U5hlj6338/f3NDh7U9tqrjfnz52PVqlUGM+HoO3ny\n", "pGjIx7hx47B7926jM3NpNBq8/PLLVgtUzJ8/Hy+++KLRZJYajQZz587F/PnzDdY1adLEaDAwPT0d\n", "x48fN1k+S+qpKmf/+2RtL7/8Mn766SfEx8cbXf/pp58iNDQUffr0ES03VXf33HMPwsPDERcXV+1x\n", "bV1P+sy9D9q2bQsfHx8cOHBAtDwvLw+//fabWcGis2fPIiQkxOmHoBFCLEOBEkLqkbr8crtmzRoU\n", "FRXh2rVrNumW7ufnhzlz5mDcuHG4ceMGAOD48eN48sknLZqq1ZxzvHTpEnJzc8EYw4ULFzB//nw8\n", "8cQT2Lp1K7p27Vrrc3AEa80gYe72Z8+exeTJk3H27FndVLv5+flYu3Yt5s2bZ7ThlJ2djejoaBw4\n", "cECXKLesrAxxcXF46KGHjAYlPvvsMxQXF2PMmDFISUnRle/69etYuXIlOnfujGPHjon2ycvLw6+/\n", "/orFixcjPT1dd143b97EwoULsWfPHkyZMqXac4uPj0dlZSVWrVpl1udhqZdffhnr1q3Djz/+CLVa\n", "jaKiIsyfPx8KhQKTJk2yyTHthTFmt1lvLNnH19cXYWFheOedd3RBh5ycHGzbtg1jx47FwoULRdvX\n", "5tqrTflatmyJn376CWPGjME333yDvLw8APy9ER8fj2nTpuGJJ54QBRLd3d2xevVqjBo1Chs2bNDd\n", "T2fPntX9mt2kSROr9NIZPXo0HnzwQURGRiIhIUF3v6ekpOChhx5CQECA0dmhHn74Yaxfvx5nzpwB\n", "AGRmZmLZsmXo0aMHCgoKTJbN0nrSV1/+PkmFv78/tmzZgunTp+OTTz7RBYDS09Mxf/58bNu2TTRU\n", "Uqu662r27NlG837ps3U96bPkHvjwww/x5JNP6u7rGzdu4NFHH8XcuXMRGhpa4/47duwQzQRHCCEA\n", "AEYIkTy1Ws3atWvHvLy8mFKpZH5+fszPz48FBQWxlJQUs95jy5YtzMfHh7Vq1YqlpaXZrKyff/45\n", "Cw8PZ76+vqxr165s7969Jrf97rvvmL+/v+585HK57v9+fn7sjTfeMLrfsmXLWHBwMAsICGCdO3dm\n", "7733HsvNzbXVKdnM1q1bma+vL1MoFCwsLIwVFxczxhhbtGgR8/DwYC+99JJu2yZNmrCgoCCWnJzM\n", "GGMsNjaWNWrUSPdZVb02/Pz82Jw5cwyOOXjwYLZ7924WFRXFgoODmY+PDwsODmbjxo1jp06dMlrO\n", "xx57jMXHx7OpU6ey5s2bMz8/P+br68siIyPZpk2bTJ6fWq1m3377LevduzcLCAhg/v7+rEOHDuz5\n", "559n586dM9j+9OnT7MUXX2Rffvkl69mzJwsICGBeXl4sLCyMzZkzh2VlZVX7eZaXl7NBgwYxV1dX\n", "9vrrr1e7bV1cunSJjR49mvn7+7OgoCD27LPPsqKiIpsdz5YOHjyou46USiXz8vISXUPR0dEG+9Tm\n", "2ktLS2NNmjTRrffx8WEuLi6ifYYOHWqynHfu3GHPPPMMa968OfP392ctWrRgkyZNYlu3bjW6vaXX\n", "3gcffGDyOeTn58c+/fRTk2W7dOkSmzlzJgsNDWX+/v6scePGbPjw4Wz16tWsoqLC6D4XLlxg0dHR\n", "rGnTpiwgIIB16dKFrVy5kqnVahYWFmbys6+NHTt2sEGDBuk+h969e7Offvqp2n1iYmJYhw4dmK+v\n", "L2vRogWbNWsWO3fuHHviiSeYl5eXyc/D0nrSkuLfp/ogMzOTzZkzh4WGhrKAgADWsWNH9umnn7Ky\n", "sjLRdsa+Q1S939RqNWvWrBnz8/Njn3/+udHj2bqepk2bZvIZERAQwHbu3Gly33379rEePXowX19f\n", "FhYWxj777DOzj/vYY4/Z9LojhNRPHGMSGlxMCCGEEEIIIYQQ4kA09IYQQgghhBBCCCHkPxQoIYQQ\n", "QgghhBBCCPkPBUoIIYQQQgghhBBC/kOBEkIIIYQQQgghhJD/UKCEEEIIIYQQQggh5D8UKCGEEEII\n", "IYQQQgj5DwVKCCGEEEIIIYQQQv5DgRJCCCGEEEIIIYSQ/1CghBBCCCGEEEIIIeQ/FCghhBBCCCGE\n", "EEII+Y980aJFixxdCEIIIbzt27dj7ty56NSpE1asWIGjR4/Czc0NKpUKy5Ytw4kTJxAbGwuVSoXW\n", "rVujqKgIo0aNglwuR8eOHQEAcXFxmDNnDiIiIuDn5+fgMyKEEEJIQ0DfYYgzUTi6AIQQQgSjR4/G\n", "n3/+iaNHj+L9998XrVu8eLHu/4sWLcKQIUPg5eWFKVOmoH///khISEBaWhpmzJiBpKQkhIWF2bn0\n", "hBBCCGmo6DsMcSYUKCGEEAmaM2eO6PW1a9fw888/Q6FQQKFQICMjQ7eub9++OHbsGFJTUwEAV69e\n", "RevWre1aXkIIIYQQgL7DEOdAgRJCCKkHvvrqK7z//vtQKPjH9ltvvaVbd88992DdunVwc3NDu3bt\n", "8N1332H27NmOKiohhBBCiA59hyH1EccYY9VtoNFowBiDXC63V5kIIaTBWr58OXbu3IkhQ4YAAIYN\n", "G4YuXbpg9erVuH37NjiOQ3l5OZKTk/HMM89g1KhRAIDHHnsMr732Gu6991707NkTZ86cceRpEEII\n", "IaSBoe8wxJlUGyjZs2cPrly5grFjxyIkJES3vLS0FJ9//jmmT58uWk4IIYQQQghxvB07dkCtVgMA\n", "wsPDdckyCSGE1KzaoTdRUVG68WL64uPjMXz4cJsVihBCCCGEEFJ7bm5uGDp0qKOLQQgh9ZLFOUpy\n", "c3Ph4eEBNzc3W5SHEEIIIYQQUkdqtRpbt24FYwytWrVC165dHV0kQgipNywOlCQmJmLEiBE4f/68\n", "LcpDCCGEEEIIqaOoqCjd/3fv3u3AkhBCSP1jcaAkKysL27dvR3Z2NsLCwqrNUbJv3z5KAksIIYQQ\n", "QiTPz88P3bp1c3QxbMLFxcXkOvq+TghxVnV5rlscKJk1axYAIDU1FX5+ftVuK5fLqZufBCQmJiIi\n", "IsLRxWjwqB6kgerBsRIT5Rg92sdux9u+vQAREWq7Ha++oftBGqgepCElJcXRRbCq69evo2XLlgCA\n", "srIyk9s52/d1Z7uf6Hykjc5H2uryXK82UBIbG4srV67Azc0NYWFhiIyMBADk5OQgMTGxxh4lhBBC\n", "CCGEEPu7fv06kpKSAACdO3d2cGkIIaR+qXZ64LqKi4tzqgg1IYSQuqEeJYQQqUpJScHgwYMdXQy7\n", "o+/rhBBnVZfnuszKZSGEEEIIIYQQQgiptyhQ0gAkJiY6uggEVA9SQfVAiIDuB2mgeiDEepztfqLz\n", "kTY6H+dFgRJCCCGEEEIIIXYXE+OCxx7zxL59Fs8xQohNUY4SQgghdkM5SgghUkU5Sgixr/JyoG1b\n", "PxQWcvDx0eDChXy4ujq6VMSZUI4SQgghhBBCCCH1RlqaHIWFHACgoECGEyeoVwmRDgqUNAA01kwa\n", "qB6kgeqBEAHdD9JA9UCI9Tjb/eTM5/PPP+Km6MGDLvYuTp05c/00dBQoIYQQQgghhBBiV//8Ixe9\n", "PnCAepQQ6aBASQMQERHh6CIQUD1IBdUDIQK6H6SB6oEQ63G2+8mZz6dqoOTsWQWysznRso8+csMj\n", "j3jh9GnxtlLhzPXT0FGghBBCCCGEEEKIXVUNlADAoUPC8Js//5Tjo4/cER/vgjfe8LBn0QihQElD\n", "QGPNpIHqQRqoHggR0P0gDVQPhFiPs91Pzno+RUXA9euGgRL94TdHjgj/P3lSjsJC25fPUs5aP8SM\n", "QIlGo4FaTVMrEkIIIYQQQgipuwsXhCCJuzvT/f/QIRdoNPz/k5KEQIlazeH4ccphQuyn2kDJnj17\n", "8PXXXyMrK0u37Ny5c9i6dSs2b96M9PR0mxeQ1B2NNZMGqgdpoHogRED3gzRQPRBbyczMxM8//4yN\n", "GzciIyPD0cWxC2e7n5z1fPSH3QwZUomAAD46kp0tw7lzcjAGJCeLAyMJCdKbFcdZ64cA1YbloqKi\n", "kJqaKlp29+5djBs3DgCwa9cuhIaG2q50hBBCCCGEkFpJSkpCdHQ0AGDbtm0YO3asg0tECE8/UHL/\n", "/Wq4uABbtyoBAHFxCvj4MGRliX/TT0ykHiXEfizOURIZGWmLchAborFm0kD1IA1UD4QI6H6QBqoH\n", "YiseHkICTKVS6cCSmLZ7twsmTPBC9+4++Owztzq/n7PdT856PvqBkg4d1BgypFL3essWJZKTDfOX\n", "nDkjR34+Z7DckZy1fkgNPUqqs3//fvTs2dOaZSGEEEIIIYRYCWNC7gcXF+kNWwCA7GwOcXF82S5e\n", "pHkmGorz58WBkqAgDdzdPVBayuHcOQXWrHE12Eej4XD0qAIPPVRpsI4Qa6tVoCQ+Ph733HMPAgMD\n", "a9w2MTFRN9ZJG6Gi1/S6Ib7WLpNKeeg1vVYo2kKlagoAyM8vAAD4+vrY9LWrqy8cQQqfN72m1/T3\n", "Qdqv9XtfOAv9CRk4zvQv8Y68/kpK/gLQFwBw+bKc7qcGcD67dp1AZmYUAECpVCM9/TDCwyMwYkQF\n", "Nm/mAyTHjwuBvVat8nH1Kv/9YdOmLHh7p0rqfJytfpztfGqLY/qhZiNSU1Ph5+eHkJAQAEBCQgKC\n", "goLQvn37Gt88Li4OXbt2rXMhCSGEWF9iohyjR/vY9Zjr1xdi6lRvux1v+/YCRETQzG2EkJqlpKRg\n", "8ODBji6GVf3+++945JFHwBjDzp07MWrUKINtHP19/eZNDh07+gEAAgI0SEvLd1hZiH0cOaLAqFH8\n", "d4EHHlDh4EF+3t+4OAUmTBB/R+A4hm+/LcZTT3kBADp2VCE+XoLzBBNJWLTIHRcuyDBokAqjR1fg\n", "1q1TtX6uV9u/LTY2FomJiYiNjcXhw4eRnZ2NI0eO4Pz589i2bRvWr19fq4MS+9JG1ohjUT1IA9UD\n", "IQK6H6SB6oHYSq9evbBhwwZs2LABvXr1cnRxjGralOmmh83JkSEvr245KJztfnLG86man0Rr4EAV\n", "mjTRiLbv0EGNYcMqIZfz18jff8tx6pRcN4Wwozlj/dRnO3e6YO9eJRYs8MDFi4Z5biyhqG7lkCFD\n", "DJYtWLCgTgckhBBCCCGE2F5ISAgmT57s6GJUSyYDwsI0usbzlSsydO1KPQGdWUqK0IBt316oa7kc\n", "mDChAl/Hy340AAAgAElEQVR8IST17dlTDW9voHNnNU6dUoAxDkOH+iAoSIO33y7F449X2LXsRLqu\n", "XZPhyhX+2nJ3Z+jVS4Vz52r/fpQxqQGwxhgtUndUD9JA9UCIgO4HaaB6IA1d69ZCY/nKlbo1T5zt\n", "fnK28+ncOQI7dwozMPXpoxKtnzSpXPS6Z09+/Zgx4oDI7dsyvPyyB9LTHTsLjj3rp6wM2LhRiSNH\n", "qu3rUCf1+Xo7dEj4XPr1U8HVMB+wRShQQgghhBBCCHGY1q2FcRTaX4SJc9q+XYmiIj64cc89anTv\n", "Lu49dO+9GnTtygdH5HKGfv34/8+ZU47vvivCuHEV8PXlr5fKSg5Ll7rbsfSOtXKlG+bM8cSoUd64\n", "cIGa8VUdOCAkAB40qO4zI9En3ADU97FmzoLqQRqoHggR0P0gDVQPpKFr1cp6PUqc7X5ytvP56qsy\n", "3f+jo8thbDKmb74pxhNPlOO774rRvDkfFJHJgEcfrcTq1cX48cdi3bY//6zE9es1XzP//CPDZ5+5\n", "1fn6qsqe9ZOYKPSYOHnSNr1K6uv1plIBhw8LnwkFSgghhBBCCCH1Wng49ShpCC5fliE1tREAvrfI\n", "pEnG84uEh2vw2WclGDvWeGM3MlKFvn35dSoVh08/dTO6nZZaDTz2mBfefdcd06Z51uEMHOvWLaHp\n", "npPj2CFHUpOSIkdBAf/5hIRo0K5d3bP9UqCkAajPY82cCdWDNFA9ECKg+0EaqB5IQ2fNHiXOdj85\n", "0/ls2CDkJhk6tBKNG7NavQ/HAW+8IfRM2bhRWe11k54uw40bfAAuNVWBu3etF2SwV/0wBty8KZxj\n", "XWeHMqW+Xm8HD4qH3RjrqWQpCpQQQgghhBBCHCYkhMHNzXpTBBPpKSsDNmwQsmtGR9dttpp+/VQY\n", "MIDvVaJWc3jlFQ+TUwZfvSpu8l66VP+awHl5HEpKhPsiJ6f+nYMtVQ2UWAN9wg1AfR1r5myoHqSB\n", "6oEQAd0P0kD1QBo67RTBWnXpVeJs95MznE95OTB9uhcyMvh6DQrSYNiwujdm33yzFBzHB9gOHXLB\n", "998bn+akaqDkwgXD4V1nzsjxyy9KlJZaVgZ71Y/+sBvAdkNv6uP1lp/P4dQpvk45jmHAAFUNe5iH\n", "AiWEEEIIIYQQhwoPF4bfVG3YkvqLD5J4Yv9+4Rf/+fPL4OJSzU5m6t5djeefF6YTXrjQHRcvGl47\n", "V6+KAyMXL4pfZ2dzGDHCG3PnemLMGG+LgyX2cPOmODBCva4ECQkKqNX859G5sxqNGtVuSFdV9BRq\n", "AOrrWDNnQ/UgDVQPhAjofpAGqgdCgFathB4lly/XPqGrs91P9f18Fi92x759Qm6SV14pxdNPl1ez\n", "h2XeeKMU993H9yAoK+MwZ44nWJV28rVr4iZv1UBJcrICxcV8Q/vkSQVmz/Y0OYynKnvVj35+EsB2\n", "PUrseb0xBpw8KUdmZt3OJSVFqM/ISOv0JgEoUEIIIYQQQghxsNatqUeJs2EM2LJFCJLMn1+KN94o\n", "s0qiTS1XV+Drr0ugVPLRkZQUBf7+WxwIqXo9Ve118u+/4tc7digxebIXnnrKE9OmeSIhwTZT8Vqi\n", "aqAkN7f+3yPffuuKYcN80L27L7Kyan9RpKcLn0WbNupqtrRM/f+ESY3q41gzZ0T1IA1UD4QI6H6Q\n", "BqoHQoDWra3To8TZ7qf6fD7Xr8tw+zbf3PT11eD//q8MR45Y/3zuu0+NIUOEnCf//CNcP4wB166J\n", "r6cbN+QoKRFeVw2UAMD+/S7YskWJnTuViI72wq1bxhvy9qofw0BJ/c9R8scf/PirkhIO8fG1H4ul\n", "/9k0a1b3aYG1agyUaDQaqNXWi8wQQgghhBBCiD7qUSJ9J0/K8cgjXli+3HjSVGPba3XrpobMhtXa\n", "vr1w/Zw/LxwoO5vTDavRl5YmlO3GDWH7pk0NG9pFRRzeftvDWkWtlarJXEtLOUnmUrGEfh0YC1aZ\n", "S79HSWio9QIl1fYj2rNnD65cuYKxY8ciJCQEAJCZmYm4uDjI5XIMGDAATZs2tVphiG3U97GNzoLq\n", "QRqoHggR0P0gDVQPxBZ27Nih+7EzPDwcHTt2dHCJqqedIrisjMPduzLk53Pw9bU8KaOz3U9SOp+F\n", "C91x7JgL4uNdMGpUpagXkDEnTwpNze7d+dwRtjof/UCJ/qw2poJuFy/K0KkTv49+I3316mJcuCBD\n", "YSEHjQZYvJgPkPz+uxJTp5Zj4EBxDgxH5SgB+F4l7u7WSVyqZa/zycvjcOeOcE61DZSo1dDNpgQA\n", "ISF2CpRERUUhNTVVtCwpKQnR0dEAgG3btmHs2LFWKwwhhBBCCCGk7tzc3DB06FBHF8Ns2imCz5/n\n", "G7mXL8vQtSv1apcKxoCzZ4WmY1qarFaBEltp104oi36gpOqwG/E2/HAd/UZ6eLgaffoIZU1NleO3\n", "3/geNK+95oHY2AL4+Fiz5DVjzLBHCcDnKQkJqZ/3yKVL4vPR79VjiexsDioV32MoIEADDyt2/LG4\n", "RB56R1cqldVsSaSiPo9tdCZUD9JA9UCIgO4HaaB6ILagVquxdetWbNmyBSkpKY4ujln0EzFWzVNS\n", "dSYTU5ztfpLK+dy+zaGoSBjCYqzhrq+0FDhzRjz0BrDd+bRpo4ZMxl8kV6/KdMNSrlwxPqzm0iW+\n", "bPn5HAoK+G3c3BiCgsQX2jvvlMLbm1+WliZHhw5+ePZZD5w9K7fp+ei7e5dDWZnh8CFb5Cmx1/Wm\n", "/fy1atujxFbDboAaepQYw/SeUi5mTICdmJio68Kj/eDptX1fa0mlPA319dmzZyVVnob6Wqum7Y8f\n", "z8bdu57w9eV/NsjPLwAAm75u1KgYvXsH2+3zyM/vAsDOP4vYmUIBJCbK7VJ/2tehoQzp6YcBOP56\n", "p78P9eM1/X2QxmsPa/4UKQFRUVG6/+/evbvabRMTpfF9/Z57hECJdmaSzZtT8L//9UZAgCt+/LEY\n", "mZnVP1+d7X6SyvkoFAOgTzvcwdT2Li4DdL/0N2tWBH9/ZvPzCQvT4MoVORjjkJYmR8eOaiQn3wUQ\n", "CgAYNqwSa9fyvUO0UwT/8cdfAPhza95co0s2q33/S5cSEB3dEl9/3QkAnxvk119dEROjxMmT+Xap\n", "n8uXfQFEoqqcHK7eXm9paUNE55KeLoNaDRw7Ztn7xcVdBNAdAJ/Iter6uuAYqz4+m5qaCj8/P12O\n", "kj179ugevLGxsRgyZIjJfePi4tC1a9c6F5IQQuwtMVGO0aPtG0TYvr0AERH260LpiHNcv74QU6d6\n", "O+3xAPvXIyHEOlJSUjB48GBHF8Nid+7cwaZNm0TLRo4ciRYtWuheV/edXUrf1zduVGLOHE8AwOjR\n", "Ffjxx2K8+qo7vv/eDQCfh2L//gJ4ejqylA3TL78oMXeu8ME//ng5VqwoMbn9ypWuugSokyeXY+VK\n", "09taS3S0J3bv5kc8fPNNMSZMqMDQod44dUoBAPj55yJER3sBAFxcGG7ezMPevS6YOpVfNnhwJX77\n", "rcjgfRkDNmxQ4quvXJGaqtAtf/PNUrz8chny8zl88okbQkI0ePbZcqtOfwwAu3e76Mqtb9myYkyf\n", "XmHdg9nJtGme2LlTPDrl7Nk8NGtmWc4V/evsqafK8NFH4gy3dXmuK2reRKz0v35MjDHd/wkhhBBC\n", "CCH2FxgYiDlz5hgsv379Olq2bAkAKCsrs3exakV/6I22a75+Xozz5+V49VUPrFxZYvXGKKme/hAW\n", "QJxA0xh75ifRat9eDW3nqQsX+PJduyaUs2NHFZo21SAjQ4bKSg7XrslEQz5atDA+dIPjgClTKjB5\n", "cgXWrlVi/nw+YLRmjSvmzSvDs896YM8evtF/331qDBhg3fM1lsgVsN0UwfZQdegNwOcpadbMsh+a\n", "9IfeWHNqYKCGHCWxsbFITExEbGwsDh/mu7n16tULGzZswIYNG9CrVy+rFobYRtUu1sQxqB6kgeqB\n", "EAHdD9JA9UBs4fr16/jtt9/w22+/oV27do4ujlnuuUdo6Fy+LENlJZ9MU9/Gja5Yv950nkRnu5+k\n", "cj5Vc8ZkZlbfSBcHSoTGry3PRz+h6/nzchQUAHfv8s1dV1eGkBCGtm31h3fJqwRKqm+kcxwweXIF\n", "goL442RkyDBlSqEuSAKIz9ta9AMlnp5Cj4ucHOvPt2yP602tNj4b0fXrxhPvVkf/s7F2oKTamjTW\n", "RS8kJASTJ0+2aiEIIYQQQggh1hMZaZjTQOp8fRkaN9YgK0uGigoOCQkKUQJRrTff9MCoUZW6vBda\n", "lZVAXh5NNmELlvQouXWL0zVgPTwYOnSwz3DUqlMEX70qNLxbttRAJgPatlUjPp7Ps3nxokzUI6F5\n", "85ob2q6uwLRp5Vi61B0AEBvbQrRe25PFmm7eFO6Be+9VIzmZb8LX1x4l//7L39/GllvKloES69ck\n", "kRxrJLMhdUf1IA1UD4QI6H6QBqoHQgT6CV23bROCHj17qnTrios5rFvHr9NogM2bXfDEE55o08YP\n", "06YNx6RJXgbTj9ZXUng+MAZcuSL+tT8nRwZTI7r0e1V06aKCQu+neVueT5s2anCcMPONdqppAGjV\n", "ir929IM2R4+6mDX0pqoZM8ohlxvPpaFNEmtN+jMM3X+/UH5bBErscb2lpRm/N+saKLH2rDfO8QQh\n", "hBBCCCGE1Hv6w2927hRm2OzeXYUXXhBa5t9+64bKSmDOHA88/bQXtm9XorCQbzju3++Cfv18sGiR\n", "O9SUW7vOsrI4FBcbNsozM403JRMShMhIz572yU8CAB4eQFgYf/1oNBz27xeuH+3yQYOE8iQkKES9\n", "TswNlISEMIwcWWl03aVLcmis214XBQPuv18of33tUaKfn0S/F8iNG5aFJsrLgexsfh+ZjKFJE8sS\n", "wdaEAiUNgFTGNjZ0VA/SQPVAiIDuB2mgeiBEoN+jJC9P/Ev6o4+K80M8+aQnNm1yNfo+KhWHFSvc\n", "8MUXxtfXF7Z6PpSWAvv2KUTDOkyp2ptEy9Twm4MHhQDFwIHiQImtn3ft2gnXz44dQjlateKvm5Yt\n", "NbpeJeXlnG5ol5sbQ1CQ+Q3tZ54RgnYdO6rQqBH//qWlnNkN/rw8DsXF1W+j0Yh7lNx3n3B+9TVH\n", "SVqacD09+KAQcLK0R4n+59KkCRP1XLIGCpQQQgghhBBCJEE/UKLv/vvVcHMDZs4s1y3Tn150zJgK\n", "HDmSj2XL4tGnj9D4WrrUHRkZ9fOXd1s5eFCBfv188Nhj3hgwwAd5edV/PlXzk2jdumW437VrMl1g\n", "xcOD2bVHCSDOU1JZyZdPqWSIihKuiYceMpxSt3lzjUUzKfXurcaqVcUYMeIqNm0qEgVoLl6suYm9\n", "d68LwsN90bOnL1JTTW9/+zanOw8/P42oB0Z97VGiP/RGP1CSni6zqAeYLfOTABQoaRCkMLaRUD1I\n", "BdUDIQK6H6SB6oEQQdu2hg0eFxdhtpKZM8vh6ir+5b9NGzW+/LIYHTpoMH16J/zxR5GuwVxczGHJ\n", "EnfbF9xGrPl8qKgA5s71wKOPeuPaNT6YkZMjQ3x89T/FmwqUGOtRcuiQ8F79+qngWqVDj62fd/oz\n", "3wD8LDG//FIkGlYzfLjhsBlzh93omzSpAuvX+6FxYya6bi9cqDlPyQ8/KMEYh4wMGWbM8EJhofHt\n", "qgYDAgKEaz83lwOz7mgTu/w90h9606mTWtdLTKXiLApq2jI/CVDDrDeEEELsR6EAEhOtnwTMlLKy\n", "+vlLBCGEEOfVrJkG7u4MpaXC36i2bdVQ/td5JCiIYfz4Cvz8M98CVygYvv22GJ6ewnsoFMD775dg\n", "3DhvAPyUwjNnloumqW2IYmJc8MsvhkORkpIUGDPGeM4NQDw1cIcOavzzD//aWKDkwAFhuMugQabf\n", "01Z69FBBJmPQaDg0aqTBxo1F6NZNXO/duvGN89u3LU/kaoq4R0nN3+X0h59cuiTHiy96YvXqYoNe\n", "LfpBl5YtNXB3h+7+qKzkUFQEeHvXqeh2VVAAZGXxn7tSydCihQbNmwt1ceOGHKGh5vVC0p+xyBY9\n", "SihQ0gAkJibSr1USQPUgDVKuh7t3OUydar+/duvXm/j5gjQYUr4fGhKqB0IEMhnfQ+TsWaGZoj/T\n", "BwC8+GIZdu1yQV4eh3ffLUXnzsJ67f00cKAKI0ZUICaGj7D83/95YO/eQouGV0iBNZ8P+o3zkBCN\n", "LsdDUpL5PUoiIipNBkpUKuDwYeG9jAVKbP28a91agzVripGcrMCTT5brkrjqk8mAYcMqdcE2AGjR\n", "onZBNO35aHs8ATX3KKmoAK5fF392v/+uRJ8+KsyaVS5a/tdf4t4XAODnJwQS8/Jk8Pa2XpDA1vWj\n", "fw22aqWBXM4HqVJS+GX//itDnz7mvZete5TQ0BtCCCGEEEKIZOjPfAOIE1gCQHi4BklJBTh5sgBP\n", "Py1uWOpbsqQUSiU/NuHkSQUuXGjYTR/9huW0acLnduaMHKWlxvdhDKKZYfr1E37trxooSUmRo6CA\n", "XxYSojE6jMoeRo+uxJIlpUaDJFoPPSQO4jRvXrey6gdKLl6UVTsk5upVGdRqw4jdO++4G+Qd+esv\n", "IfDUuTP/2QcECGXNyXFs5E+jgUXDf5KThfPRDo/T781jSUJXW/coadhPiwaCfqWSBqoHaaB6IERA\n", "94M0UD0QIlY1oWvVHiUA0KgR081kok//fgoL04iSeGp7l9Qn1nw+6M8Scv/9at3nXFnJ4fRpoQFb\n", "UgK8954b+vf3xty5HigpEZKJ3nuvUBdV80noz3YzaFCl0d47UnneDRhQKcp1U9uhN9rzCQlh8PLi\n", "3y8/X4bsbNMBDP2hTH37VurqoaiIwzffCL1c1Grg778Ne5T4+4vzlFiTJfWTm8shKsobzZv7Yd8+\n", "8waq6Pc4iojgAz/6vXksCZRQMldCCCGEEEJIg2FOoMRcI0cKM5zExLhUs6Xzq9qw1J+R5sQJvkG+\n", "e7cL+vTxwdKl7jh3ToENG4SGe+vWGjRtKjRIMzPFPSeqBkqkzNMTmDyZvzZCQjR1usYAgOOq9iox\n", "PfxGf9aX++5T47XXhO4833zjioICYbviYj4Q0rixBk2a8B+2fqDEkT1K3n7bHSdPKlBSwuGttzxq\n", "7FmiUgGJicI1EhnJXyP6vXnMnVoZgGhqaxp6Q2rFHvNhk5pRPUgD1QMhArofpIHqgdSVRqOB2pJ5\n", "NSVOf+aSJk00CAw0v29/1ftp6FAVFAp+/9OnFUhPr19JSqz5fNCfzjckRINevYRASVKSAuvWKREd\n", "7YUbN4w38lu3VsPTE/Dx4eunooLD3bvaXBkcTp3i9+M4hgEDjCfklNLz7sMPS7B9eyESEwvg5la7\n", "99A/H/2ErtXlKdGf9aVNGw3Gjq1EeDi/b36+DGvW8MGpM2eE3hcPPCB8nuKZb6zbnDe3fg4fVogS\n", "A6elyXX1b8rp03IUFvLXS9OmGrRpw19H+r15quZuMaWgALphXm5uDI0aWXn6H9QyUHL16lVs3rwZ\n", "mzZtwo0bN6xdJkIIIYQQQogZ9uzZg6+//hpZWVmi5ZmZmfj555+xceNGZGRkOKh0tXPvvWoMGVIJ\n", "uZzh+efL6vRevr4M/fsLjcxdu+rf8BuAzyNiappecxQV8Y1wgJ9tJDCQiXqUHDumwNtve+heBwRo\n", "sGhRCUaOrIBMxqBQMEyYwPfAaNpUaJRq85TExSl0eTe6dFHbpOFqbUolP/zDz886Za2ap8SUy5eF\n", "deHhasjlfIJirZUr3VBczAcWtLTDbgDA318ILFh76I0pKhU/pfHHH7th714XvPSSh8E2v/4qvreK\n", "ioBFi9zxv/+5o7QUOHxY6E0ycKAwNEu/R8nNmzKYE/PVH0bWtKnGJkmaazXrzfnz5zF+/HgAwK5d\n", "u9C8eXOrFopYl1TGAjZ0VA/SQPVAiIDuB2mgeiB1ERUVhdTUVIPlSUlJiI6OBgBs27YNY8eOtXfR\n", "ao3jgE2bilBcDNG0v+Ywdj+NHFmhGxYSE+NSbQJYqYmIiMDvv7vgySe94OLCsHdvoWiWH3PpNyxD\n", "QviG5T33aODvr0FurkwXRAH4WYf27Cn8r+dCOXJyOJSXCwGSpk01uh4TGRkcOnYE9u8XGsHDhpke\n", "duNszzv989HvCVX90BthnTZx8cSJFfjoIzekp8tx964MP/7oijNnhO3069yWQ29M1c+WLUq8/LLh\n", "zejiwlBZyZdh61Yl3nuvFEolP7PP9OleuvuuqIgTBfoiI4UgnYcHdNM1q1QcMjI4hIZWH7zSTyRs\n", "i/wkQC17lKjVal0XP2ZJmltCCCGEEEKIzXl4CL/4KpX1sxeFpUESUx56qBIcx7dZjh5VOHymEEtp\n", "gxCVlRy++861hq2N089PEhLCNyw5DqJeJVoff1wiGt4REMBEvUj085RkZPA9AGJjzQuUODP9HiV/\n", "/SXX5Rq5e5fDl1+64s8/5cjL43DnDl8X7u5M18h3cRH3KvniCzfRjDedOgn1pB8oycuzz7Wsn4RV\n", "34cfliA0lD/v3FwZ9u93AWPAvHkeopw1a9cqcfSo8B7a/CRa+r1K/v23+iE8gGHgzxZq1aPk/vvv\n", "xyeffAIAmDp1arXb6s/FrB3zRK/t+1q7TCrlaaivV61ahY4dO0qmPA31tXZZTdvn5xcA8IE9qVT2\n", "HV9u7+M1FAoFEBNTDADw9eWvIf56ss3r0FCG9PTDAOjvQ319TX8fpPFaP7DgDPR/zHRxqT6JqTN9\n", "Xzd1P3Xv/hCSk/nhIb16uaJ5cxeMHl2B7t3jJFV+Y+dz4cIsAMEAgG3bZBg37igGD+5r0fvduvUg\n", "tFxcsgDwUajg4MsAOujW9e9/EwpFCgDT76dWtwPQFgBw4kQ6KitvIyeHX+/vX4aCgniT+zvb807/\n", "fFq21KBRo1LcveuO/HwZ3n/fHQMGHMIrr0QgI8MDXl4Mzz9/EkAPAHzOl6NHhfeLjq7ABx/IcPeu\n", "O7KzhUCAr285mjVjuuNnZjYG0BMAkJaWh8TEJJvfP2fOPKQrT2hoIYqKPDFyZCXCww+gb9922LSJ\n", "vx4++KAc335bhoQEf+hjjINKJeyvDbxp379ly+FISeHXx8amoW/fsGrLe+vWEN17q9X/Agg0un1d\n", "cKwWXUL++OMPjBkzBhqNBjt37sTo0aONbhcXF4euXbvWuZCkbvT/+BHHoXqQBnPrITFRjtGj7Rso\n", "Wb++EFOnejvt8RxxzIZwjtu3FyAionZBL3ouSQPVgzSkpKRg8ODBji6GSXfu3MGmTZtEy0aOHIkW\n", "LVogNTUVfn5+CAkJ0a3bs2cPoqKiAACxsbEYMmQIjHG27+um7qcVK1yxaJFhMCwmphB9+qjsUbRa\n", "SUxMxP/930P4+2+FbtmPPxZh9GjLem18/LEbPvzQHQAwb14ZFi7kZ1o5dkyBESP4v1leXgzHj+cj\n", "JKT65uGaNUq88gofaJk6tRzBwRosXcq/95Qp5fjyy5Jqz8eZnndVz2fzZhc8/bQXAEAmY+jUSS2a\n", "erltW7VuWM7o0RX48cdi0futXu2K114TX6cPPliJzZuLdK+PH5fj4Yf576jdu6uwb1+hzc4HAMrK\n", "gObN/XQ5aK5fz4W33tecS5dk6NXL1+j7jRpVgX37XFBeLvR8mTWrDB9/XCrabvFidyxfzmfUXbCg\n", "FK+9Vn1uopde8sDatXzvqo8+KsFTTxkfTleX53qtht5ou+/JZLIaI9TE8ZzpYVSfUT1IA9UDIQK6\n", "H6SB6oGYIzAwEHPmzBH9a9GihcntS0v5hghjTPf/hsDU/TRtWoVoVhKtrVul3ZaJiIgQ9S4AgM2b\n", "LR9KpT9UQT+nQ69eKjzySAUCAzVYvry4xiAJIE7m+vffcuzebf6wG2d73lU9n0cfrcTAgfxnoNFw\n", "oiAJIM5dUnUabAB4/PFy0dAmAOjcWRzI008+a+2hN8bq59w5uS5I0qaNWhQkAfg8K926GQYbR42q\n", "wPffF4uGFAHi/CRaLVoIn4U5M99kZIhncLIFRc2bGGrVqhW2bt0KALjvvvusWiBCCCGEEEKIeWJj\n", "Y3HlyhW4ubkhLCwMkZGRAIBevXphw4YNYIyZ7E3SkPj5MRw9WoDbtzkcParAzJn8r/47dijx4Yel\n", "kNecFsEh1Grgzh1xY3jfPhfk53Pw9TV/YICxHCUAIJMB339fbGwXk/Qb+H/+KTQnXVyYLkjQUHEc\n", "sHRpCfr180FZGae3nIExcT1qp8fV5+bG5yp5/XWhV4n+jDeAeHrgzEw+R4wtr1/9pLJVy6L10Ucl\n", "mDXLE3I5Hyx7+OFK9O2rAsfxPZh++02JK1fk8PfXiGah0tLPUXLjRs2Bkqqz3thCrXqUtG/fHuPG\n", "jcO4cePQrl07a5eJWJn+WHTiOFQP0kD1QIiA7gdpoHogdTFkyBA8/fTTmDZtmi5IAgAhISGYPHky\n", "pkyZguDgYAeW0L6qu584DggOZhg1qhLBwXzjKjtbhmPHavXbsV3s2pUMjUbcwK6o4LBjh2U9YUz1\n", "KKmNNm00ePppw6ERffqo4FPDqGVne94ZO59WrTR45RXh8xk1qgLPPGM4NKRNG+NBh6lThV4lMhkz\n", "6K0RGMh0129REYfjx613/Ro7H1NJZfV17apGSkoBkpML8N57pejXT6WbstfNDdi1qxBvvVWKzZuL\n", "jAb4WrbUT+ZqWaDEVj1Kaj8ZNyGEEEIIIYTUM3I533jV+uMP6Q6/ycszPsvNli2WDb+5edO6QxU+\n", "+KAUS5aUQCYTGr1Dhzbs3iT6XnyxDJ98UoJFi0rwzTfFeOIJY4ES4/Xg5gasXVuEhx6qwGeflegS\n", "uWrJZPyU11rbt9v2+jU1TbElgoMZ5s8vQ5cuxvcPDRU+i5s3ZbrEr8aUlgI5OXwYQ6FgCAqyzSy8\n", "FChpAJxtLGB9RfUgDVQPhAjofpAGqgdCrMfc+2nMGKFRv2OHEmqJTgQXEiIk2r3nHrVumuPDhxXI\n", "zjYvP0VhIVBQwDf7lEqGwMC6Nyw5DnjuuXJs3FiEdu3UiIysxPTpxhNq6nO2552p85HJgCefLMcL\n", "L3UaXdMAACAASURBVJTDzQ1o21aDvn2Fay4oSFPt0Knu3dX4+ediTJtWYXT9qFHCe+3cqYTGSp0q\n", "qp5PRQWQmlrz0Ju6cncHGjfmT0Kt5kQ9RrS0U9BkZgrrmjTR2GzYEQVKCCGEEEIIIQ1Knz4qhw2/\n", "saRRq5/I9YEHVOjdm/+pnTEOu3aZ15Og6jAFzor5P4cMUeHYsQJs21YELy/rva8zmj5dCHq0b1+3\n", "gEO/fioEBPAXUkaGDMnJtokWnD8vR0UFf8G0bKkWJZK1Nv08JfrDbwoLgTFjvNC+vS/i4xVV8pPY\n", "rjwUKGkAnG0sYH1F9SANVA+ECOh+kAaqB0Ksx9z7SS7np2fV+uILN+TnW3cGEWP+/luOjh190bu3\n", "j0GSVmOSkq7r/q/Nr6K1c6d5w2+smZ+krpzteWfJ+TzySAUmTChHeLhalMOkNhQKYMQIca8oa6h6\n", "Pn/9ZfveJFqm8pSsWOGGhAQX3L4tw+efu9klPwlAgRJCCCGEEEJIA6Q//Gb/fhf06OGDTz91w7p1\n", "Suzc6YKCAusfc906JTIyZLh4UY41a4znH9Gnn6MkOFgjyk1x+LACeXkcGANSU2W4fdt44MXUjDfE\n", "vhQK4JtvSpCcXGB05hdL6efZ2bHDRTc0xZqskZ/EXMamCM7M5LBqlZtueUqKwur5dkyRbopnYjXO\n", "NhawvqJ6kAaqB0IEtb0frl2TIT3d9r+8aoWGMoSFOe+Xe3ouEWI9ltxPffuqMHFiOTZt4oMRd+7I\n", "8P777rr1HTuqcOBAoVVzIKSnC0GLAwdc8Npr1fcsUCia6/4fHMwQGsrQtasKKSkKqFQc9uxxwcmT\n", "cqxZ4waZjKF/fxXGj6/AxIkVcPlvZI6UepQ42/POkecTGamCr68G+fky3Lghx+nTcpPJUs1V9XzM\n", "mfHGWoxNEfzJJ+4oKRG+bxQWckhIEIac2WpqYIACJYQQQgixUHo6h9Gja5gD0oq2by9AWJjdDkcI\n", "aSA4Dli1qgRRUZV4+20PUc8LADh7VoEdO1wwdqz1ZnPRT0R58qQceXlctXkf9BO2anOqjBpVgZQU\n", "vhm3eLE7srL499RoOMTHuyA+3gUbNyqxYQOfN0Tco8R2OR2IfSmVwMMPV2LDBj7Q99lnbli3rthq\n", "OWhUKuDcOfsNvWnRQjz0Ji1NhnXrDIcUJSQIIQwaekPqxNnGAtZXVA/SQPVAiIDuB2mgeiDEeiy9\n", "nzgOGDu2EseP5+OTT0rwzDNlotlJVqxws+qQBm1QA+ADG4cOVf+79bVrQo+Txo35gowcKZRP//30\n", "HTnigkmTvFBYKK0eJc72vHP0+UydKsw0FBOjxKZNdctVon8+mZkcSkv5qEtQkMZm0/BqVc1RsmSJ\n", "O9Rq/vj601CrVPYZekOBEkIIIYQQQkiD5unJT+f6wQel+OGHYri58Q2z06cVSEwUBzPUapg9NW9N\n", "+8XFVT9zTdUcJQAQHq7BvfeKh0Hcd58Kycn5mDdPCKwcO+aC4cN98OefQq8AylHiXHr3VmPmTKHO\n", "X3/dXZTDoy70g3C2HOKiFRoqHCM9XS5KUGsq+W2zZjTrDakDZxsLWF9RPUgD1QMhArofpIHqgRDr\n", "scb9FBTEMGWK8Ev9ihVCMsmbNzn07++D9u398PnnNSdj1Xf3Lqf7hVzrwAE+Cef+/Qr89JMS5cJh\n", "UV4OFBbyjUWZjCEgQGgU6vcq8fZmWLu2GOHhGixcWIp33y3RrTt/Xo6cHOn0KHG2550UzmfRolKE\n", "hfHDYgoKZJg3z7PW76V/PvqBEm1vJltydTUekJkwoRyzZpUb2QNo3Jh6lBBCCCGEEEKM0Gg0UKtt\n", "mz+goZkzpxwcxzcO4+JccPCgApmZHMaO9cb583wPjVWrLBuWo5+fRCsjQ4ann/bEpEneeOEFT6xe\n", "LQRf9GexCQpioqSys2aVo00bNfz9Nfj++yK0bi00GOfMKceHH5ZAoRAXrkkTDRo1ohwlzsbLC/jq\n", "q2Ld9XrggAsuXap7M99Yfhxb089TAgA+Phq8804pAgMZmjcXP+OCgzVQWmdWZKNq/QleuXIFv/32\n", "G7Zv346KioqadyAO4+ixc4RH9SANVA+ECOh+kAaqB1IXe/bswddff42srCzR8h07dmDbtm3Ytm0b\n", "zp4966DS2Z+17qfWrTUYNUrotfHoo97o1csXly8L0Yrbt2W4csX85lRWlvEhEVu2CK2948eFYT7Z\n", "2cJ7V22oBgYyJCUV4Pz5fAwZYjgbydNPl+P06XysXVuE//u/UsyaVYZ164qsluiztpzteSeV8+nd\n", "W41hw4TrNSmpdnO26J+PuEeJvQIl4mDIW2+V6XqzVJ3Rx9bDyGr1Cebl5SEjIwMTJkywdnkIIYQQ\n", "QgghZoqKikJqaqrBcjc3NwwdOtQBJXIer71WigMHXFBUxEcXCgsNowzHjysQHm7ej8b6PUrc3Zku\n", "UaY+/cSrt2/rB0qM9wRxqSbFSUgIQ0hIpSjgQ5xXr14q7N3LB92SkhSIjq5bZwZ7D70BxAldO3dW\n", "YcYMYchN164qbN8uBBVtnTelVj1KTp8+DU9PT2zduhUXL160dpmIlUlh7ByhepAKqgdCBHQ/SAPV\n", "A7EFtVqNrVu3YsuWLUhJSXF0cezGmvfTvfdqsG9fASZNKtcNY5HJGPr1EwIPJ06Y/7uzfsNz1Cjj\n", "jVj9QIl+DxR7DX2wNWd73knpfHr0EHpcJCfXrkeJ/vk4YujNY49VoGlTDZo00eDLL4tFw83qRY+S\n", "7OxsAMC4ceMQExODNm3aQCajdCeEEEIIIYRIQVRUlO7/u3fvdmBJ6rf27TVYtaoEb75Zin37XNCp\n", "kxqVlRxGjOC7clgSKMnMFBqenTurodGUY/NmV/TpU4kTJxTQaDhkZ3OoqACUyqpDbyi3CKle584q\n", "yOUMajWH8+flyM/n4Otb++vGEUNvWrfW4MyZfMhkMBgm9sADKnAcA2P8ipAQ294TtQs1AYiMjAQA\n", "NGvWDDk5OQgMDDS6XWJioi4ypR3zRK/t+1q7TCrlcfbXoaGRSE/nkJ9fAADw9fUBANy6lQFPT0/d\n", "66rr6/I6NJQhPf2wJM5f6q+1y2ranv98fWBPKpV9E/HZ+3jENhQKICamGIDlzw/tMkufPwUF9u3G\n", "nZ9fgMTEPx3+/LDV61WrVqFjx46SKU9Dfe3h4QEpu3PnDjZt2iRaNnLkSLRo0aLGfV2qG58B5/q+\n", "bsv7aebMCiQmJqKiQgal8mFUVHC4dEmOmJgkjBjRs8b9qzY8v/mmHFFRCQgKKsXs2SOQkcGBMQ47\n", "d57CuHHdjP6i7+jPV8r109DPx9MTaNUqH2lpfgCAkyflcHU9VOvzEV9/zOHn5+MDNGtWhPR0bwB8\n", "j5Ka9q8LjjFLcjXzTp8+DS8vL7Rp0wYHDx5ERESE0QdwXFwcunbtWudCkrrR/+NHbC8xUY7Ro+3b\n", "wN6+vQAREdToNYe594Mj6nH9+kJMnerttMdzxDHpHJ3jmM7+jKO/09KQkpKCwYMHO7oYtZKamgo/\n", "Pz+EhIToll2/fh0tW7YEAOzcuRMjR440uq+zfV+31/0UFeWtS5i5fn0RRoyoOYA8dKg3Tp3i94mJ\n", "KUSfPirduiFDvJGSwq/btasAvXur8cQTnrqcDN99V4RHH63/uUac7XkntfN5/XV3fPcdP531q6+W\n", "4o03yizaX3s+jAFNm/qhooIPlvz7by68vKxeXIstXOiOL75wg0zGJzPWn+3JmLo81xW12alz587Y\n", "vHkzzp49i6CgoBqj1MSxpHTzEuJodD8QQqSGnkukLmJjY3HlyhW4ubkhLCxM1+v7+vXrSEpKAsB/\n", "d28o7HU/9e6t0gVKjh9XmBUo0c850qSJuIEXEqKBNpUMn6dEbfQX/frO2Z53UjufHj1U+O47/v+1\n", "yVMi9KzmdEESLy8miSAJALz+eilat1bjnns0NQZJ6qpWgRIAGD9+vDXLQQghhBBCCLHQkCFDjC7X\n", "BkyIbfTurcKKFfz/9fOUpKXJEBPjgspKDs88Uwbv/zrfMVZ9zgf9xJQ3b/LbVTc9MCHG9Owp9L48\n", "dUoBtRqihKjmkmoiYQ8PYPr0us3mYy7KwNoA6OdmIKSho/uBECI19FwixHrsdT/17CkMmzl9Wo53\n", "33XDgAHe6NnTF4sXe+D9993x+eduum1ycjhUVvKNT29vhqopcfQDJdqZb/QDJfaantXWnO15J7Xz\n", "ad5cowvCFRZyuHDBsua+9nwckchVaihQQgghhBBCCCEWCAhgaNuW//VepeLw2WfuOHtW3Fk/Pl5I\n", "T1DdsBsAaNZMHCgpLgaKivh9lEpWp9lLSMPBcfzwGy3t8DBLOeOwL0tRoKQBkNrYOUIcie4HQojU\n", "0HOJEOux5/3Ut6/KYJmrq9CoPHtWjrL/cmlm/j97dx4fVXX3D/wzmWyEbEAWErJDAFlkX1QMyGYs\n", "YQvSChRRq9hqn9pFq4+1r/po+7iglqe/VtFWrSIFWcMeIVECA0KQyGJiEBIIhGxkJyHrzP39MZk7\n", "c5OZLLPemfm8Xy9er3vv3Ln3HM7cyb3fOed7yvSPXcYCJYZTnZaUeODmTf3+oaFCl6lSnZWrfd/J\n", "sT6GgZK+5inR1Yc9ShgoISIiIiIi6rOnnmrGmDHtGD5cjccea8bHHzfg4sVaJCRoe5q0tSnw3Xfa\n", "BBGGgRJjD56dh9788IN+f8PeJkQ9mThRn6fk4kUzEpTANYd99RUDJW5AbmPniByJ1wMRyQ2/l4is\n", "x57X07BhGhw9egsnT9bjrbeasHhxGwIDgYkT9b/o66YDlv5C3/XB07CXSXm5QtITYPz4rj1XnJWr\n", "fd/JsT6xsfpASXGxuTlK5JnM1Z7MnvWGiNzX1aseKC62bx/QqCgBcXHu+UVNRPZnz++5uroJUKmU\n", "/J4jchGTJqmxfbt2OSdH+4u+4YOnsR4lPj5AaKgGN296QKNR4Isv9PlNJkxQd9mfyJTBgwUolQLU\n", "agUqKjzQ3Az4+vb8PkOGgT0GSshlyXHsHDm34mIFFi0KtOs59+ypR1yc5cfh9UBEvWHf7znteaz1\n", "PUfkzuTwd37SpK49SnrKUQJoh9/ocpN8953+MW3CBNfpUSKH9rEmOdbH01P7Wbp+XRukKy72wLBh\n", "vQt26OrDoTccekNERERERGQ1Y8ao4eWlfbgsLFSipkbRKVBi/MHTME+JTkCA0OuHXCKd6Gj9Z+ba\n", "tb4/8hvOesNkruSy5Dh2jshReD0QERG5Ljn8nff1BcaO1Q+XOXNG2ePQG8B4oCQ+vhIeLvTEJof2\n", "sSa51scwUHL9eu8/QCqVCq2tQFWV9j0eHgJCQtijhIiIiIiIiCzUefhNb6ZbNZwiWCcxsdb6hSOX\n", "FxWl/4z1NaHrzZv6oF5IiACleRPnOD0GStyAHMfOETkKrwciIiLXJZe/84ZTtB4+7IXmZu3Dp5+f\n", "gIAA4+8x1qNk4cIIm5TPUeTSPtYi1/qY26NkxowZnfKTuOewG8CCZK5NTU1Yv3491qxZg8jISGuW\n", "iYiIiIiIeiE3NxcXL16ERqPB9OnTERUVBQAoKytDZmYmlEolZs6ciYgI13rgljvDHiU5OfpHrvBw\n", "DRQmJtQyFigxnGqYqLfMCZTU1ChQWqroNOONew67ASzoUZKVlYX777/fmmUhG5Hr2DkiR+D1QERE\n", "rqSqqgqpqal48MEHcf78eXF7dnY2Vq1ahYceeginTp1yYAntSy5/54cO1SAoqGvgY8GCNpPv6Rwo\n", "CQ3V4MqVY1YvmyPJpX2sRa716S5QolYDn33mjX//2xuajt0qKhSYNi0QM2YE4fnn+4n7uuvUwICZ\n", "PUpqamrg5+cH375OyExERERERFaTlJRkdLufn5+47O3tba/iUAeFApg9ux27dmn/74cNU+O555qx\n", "bFmryfdEREgfSidMaDfZ+4SoO4Y5SkpLPdDerp02GAD27fPCr37VHwDQ3KzAz3/egs8/90ZlpTag\n", "optWGHDvoTdm9ShRqVSyHY9FXbGtiPR4PRARkSs6fPgwpk6dKq4Lgr7LvJeXlyOK5BBy+jv/xhu3\n", "8dJLTfjwwwacOFGP5ctbu53Bxs8PGDBA/2A6YYJaVvWxBtbHPnx99b1B1GoFSkv1H7wzZ/R9JT7+\n", "2AeCAOzebTyYGh7uvkNvzOpRUl5ejj179qCiogJxcXHd5igxDKrouiZxneuuvA7MhCPYu772ptG0\n", "Yv/+ZgQFBQIA6urqAcBm6/X1prvG2kp7u7rnnZz4fOQ67P3Zsff1X1dXD4VC3/XY3uTy98zd1g17\n", "YMhRZWUltm7dKtmWkpKCmJgYZGVlITExESEhIeJrarX+OlX00C2B9+u2WQ8JETB1agYAwNOzd+8P\n", "Dr6FmpogANr8JHKqD9edaz0qSiMmZr1+3QPR0RqoVCqcOzcRwBAAwKVLSrzxRgFyciYDABQKAYKg\n", "/76oq8uDSlUqi/qYs24JhWAYbu6jvLw8BAcHmwyUZGZmYuLEiWYXjqzD8I8f2Z5KpcSiRYF2Peee\n", "PfWYMcN+Dy6OqOPGjbewerWJNPEucD5HnJN1dI1zso6uc057f5eTVE5ODubMmePoYvTZsWPHEBoa\n", "ipEjR0q279q1C0uXLoUgCNi3bx8WLlxo9P2udr/u7Pe9H3zggxde8MOIEWocOVKP06eduz6dOXv7\n", "dCbn+jz2WH+kpWl7irz7biMeekg77GvBAn98/bW+l1lwsAa1tdqAyuTJ5Vi50h+vvNIPcXEaHDhw\n", "C86cbcOS73VPc09aXV0NlUrVY48SIiIiIiKyvvLychw/fhwjR45Efn4+bt26hdWrVwMApk2bhs2b\n", "N0MQBMydO9fBJaXeWru2BYsWtSI0VIBS2fP+RKaYSuhaUiId/6ULkgDAPfeU4JFH4rBqVSs8PeHW\n", "OXLMDpQMHDgQa9eutWZZyEbkGuUkIiIiIvOFh4fjhRdeMPpaZGQkVqxYYecSOZ4r3PcOHqzv8O8K\n", "9THE+tiPsUCJIECSr8SQl5eAX/86HoAAN0prZJLZ0wMTERERERERkfwYC5RUVSnQ2mq8m8js2W0I\n", "CnLf5K2dMVDiBvRJRomIiIiIXJer3feyPvIm5/pER+tzXhUXax/7DYfdBAdLp/5dsqRN1vWxNwZK\n", "iIiIiIiIiFxIVJQ+EFJc7AGNRjrsZuJENebM0c7yGBqqwQMPtNq9jHJmdo4Sch5yHjtHRERERGQt\n", "rnbfy/rIm5zrExgIBAVpUFfngZYWBW7eVKCkRD/sJiJCg1dfbcKBA16YPr0dgYHyro+9MVBCRERE\n", "RERE5GKio7WBEkCbp8Rw6E1kpAbBwQJWrmRPEmM49MYNcKwZEREREbkDV7vvZX3kTe71iYnRD7+5\n", "ckXZJVDSmdzrY08MlBARERERERG5mJEj9QldL1zoOVBCehx64wY41oyIiIiI3IGr3feyPvIm9/rc\n", "eac+UHL+vBJlZYaBkq5TAcu9PvbEQAkRERERERGRixk3ThooaW/XJ3Nlj5LuceiNG+BYMyIiIiJy\n", "B65238v6yJvc6xMTo0FQkDYgUlvrgYYGbaDE11dAcHDXHiVyr489MVBCRERERERE5GIUCunwG53I\n", "SA0UCiNvIJHZQ29yc3Nx8eJFaDQaTJ8+HVFRUdYsF1kRx5oRERERuSZT9+R79+6FWq19QBo6dCjG\n", "jh3ryGLajavd97I+8uYM9Rk7Vo1jx7wk20wNu3GG+tiL2YGSqqoqpKamAgAOHDjAQAkRERERkZ2Z\n", "uif39fXFvHnzHFk0IpIBwzwlOhERzE/SE7OH3iQlJVmzHGRDHGtGRERE5JpM3ZOr1Wrs3LkTO3bs\n", "QE5Ojp1L5Tiudt/L+sibM9Rn7Nj2LtuMzXgDOEd97MXiWW8OHz6MqVOnWqMsRERERERkhs735MnJ\n", "yeLywYMHHVEkIpKBxEQN+vUT0NTEGW/6wqJASVZWFhITExESEmJyH5VKJY510kWouM51V14HZsIR\n", "7F1fe2tv79pt0JXO54hzOqKO5Brc4bPqiHN6egIqlRJ1dfUAgKCgQACw2XpMTADq6hR2O19QUCCi\n", "ogQUFx8F4Pi/153X/fz8IGeVlZXYunWrZFtKSgpiYmJ6vCf38vIyul3Hle7XWR95r7M+jlkfPfoB\n", "fPON/tFfN/TGWetjj+cVhSAIxvvd9ODYsWMIDQ3FyJEjTe6TmZmJiRMnml04ImekUimxaFGgXc+5\n", "Z089Zsyw3029I+q4ceMtrF4d4LLnc8Q5WUfXOCfryHM6y/kA+/+96oucnBzMmTPH0cXoM1P35EVF\n", "RYiNjQUA7Nu3DykpKUbfz/t1Itf33HP98OGHvuJ6RkY9Jk6U53exNVnyvW5WjpKKigocP34c+fn5\n", "SEtLw8aNG806OdmHvqcDEREREbmK8vJyk/fkRUVF2LZtG7Zt24YRI0Y4sJT25Wr3vayPvDlLfcaO\n", "lQZFTA29cZb62INnz7t0FRYWhhdeeMHaZSEiIiIiol4KDw83eU/OiReISMdw5hulUkBoqFmDStyK\n", "2bPekPNwVE4JIiIiIiJ7crX7XtZH3pylPnfcoUZ0tDZYctdd7VAqje/nLPWxB7N6lBARERERERGR\n", "/Hl7A2lpDcjK8sSCBW2OLo5TYI8SN8CxZkRERETkDlztvpf1kTdnqk98vAaPPNLa7bAbZ6qPrTFQ\n", "QkRERERERETUgYESN8CxZkRERETkDlztvpf1kTfWx3UxR4mMXLrkgfx8+8WuBg0ScPfd9p0/++pV\n", "DxQXK+x6zqAgAXV19jtnc7N960dERERERETWw0CJjNy44YE1awLsdr7k5FbcfXej3c4HAMXFCixa\n", "FGjXc27ceAurV9vv/3Xjxlt2OxcRERER6alUKpf6VZz1kTfWx3Vx6A0RERERERERUQcGSoiIiIiI\n", "yCW42q/hrI+8sT6ui4ESIiIiIiIiIqIODJQQEREREZFLUKlUji6CVbE+8sb6uC6zkrmWlZUhMzMT\n", "SqUSM2fOREREhLXLRUREREREPThx4gTKy8sBADExMZg0aRIA3q8TEVnCrEBJdnY2Vq1aBQBIS0vD\n", "kiVLrFooIiIiIiLq2d133y0uHzp0SFx21/t1V8uxwPrIG+vjuswaeuPn5ycue3t7W60wRERERETU\n", "N1evXsXbb7+NYcOGidt4v05EZD6zepQIgiAue3l5Wa0w7i44WMDKlS1WP65arYZSqeyyfexYtdXP\n", "RURERET2FRcXh6effhq7d+9GQkICAPe9X1epVC71qzjrI2+sj+tSCIbfor2Unp6O5ORkAEBGRgbm\n", "zp1rdL8zZ86gtrbWshISEREREdlYcHCwmN9DjiorK7F161bJtpSUFMTExIjrBw4cwI9+9CMAvF8n\n", "IrLke92sHiVNTU0AtJFq3bIxcv5jQ0RERETkLEJCQvDUU0912V5dXY2BAwcCkPYi4f06EZH5zOpR\n", "UlJSgqysLAiCgLlz5yIsLMwWZSMiIiIiom7s3bsXLS3aoduTJ09GXFwcAN6vExFZwqxACRERERER\n", "ERGRKzJr1hsiIiIiIiIiIlfEQAkRERERERERUQcGSojIbWg0GqjVnBbb0dgORERERI7havdhtqqP\n", "WbPe9OTEiRMoLy8HAMTExIjZtMvKypCZmQmlUomZM2ciIiLCFqenDrm5ubh48SI0Gg2mT5+OqKgo\n", "ANqkX7oP09ChQzF27FhHFtPlmWoHXg/2lZ6ejsLCQixZsgSRkZHidl4P9mWqHXg9OA6vAcfh514e\n", "3PUacJXPn7H7LGeuW1NTE9avX481a9aIfyeduT4AUFhYiDNnzsDHxwfJycmorq52yvpcuXIFZ86c\n", "gUajwV133YXo6Ginaxtj92Gm6uAMdTNWH6s9ewk29sUXX4jLu3fvFpd37dpl61O7vaysLHF5//79\n", "4vKhQ4ccURy3ZaodeD3YX25urnDjxg3JNl4P9mesHXg9OA6vAcfh514e3PUacJXPn7H7LGeu28GD\n", "B4UzZ85I/k46c31qamoElUol2eas9Tlw4IC47Myftc73Yabq4Cx161wfaz172aRHCQBcvXoVO3bs\n", "wNKlS8Vtfn5+4rK3t7etTk0dkpKSjG5Xq9XYuXMnBEFAfHw8Jk6caOeSuRdT7cDrQR54PcgDrwfH\n", "4TXgOPzcy4O7XgOu8vkzdp/lrHWrqamBn58ffH19JdudtT4AcPbsWQQHB2Pnzp0YM2YMhg8f7rT1\n", "UavV0Gg0EAQBQsfEsc5aF0Om6uCsdbPWs5fNAiVxcXF4+umnsXv3biQkJACA+IECAC8vL1udmjo5\n", "fPgwpk6dKq4nJyeLywcPHnREkdxS53bg9SAPvB7kgdeD4/AacBx+7uXBXa8BV/v8Gd5nOWvdVCoV\n", "FixYgPz8fMl2Z60PAFRUVAAAUlNTsX//fgwbNsxp6zNmzBisW7cOALB69WoAzt02Oqbq4Ox1s/TZ\n", "y6JASWVlJbZu3SrZlpKSgpiYGACAr68vAgICxNcMk6woFApLTk0GumuHrKwsJCYmIiQkxOh7nfFD\n", "L1d9bQdeD7bR0/dSd3g9WE9f24HXg+31pk14DdgXP/fy407XgCt9/jrfZzlr3crLy7Fnzx5UVFQg\n", "Li5OzLngrPXR0f3CP2TIEFRXVzttfc6dO4fnn38eGo0G+/btw6JFi5y2LoZM1cGZ62aNZy+LAiUh\n", "ISF46qmnumyvrq7GwIEDAUgjN01NTeI23TJZzlQ7HDt2DOHh4YiLi5NsLyoqQmxsLACgubnZHkV0\n", "C31tB14PtmGqHUzh9WAbfW0HXg+2Z6pNeA04Dj/38uCu14CrfP6M3Wc5a90ef/xxAEBeXh6Cg4PF\n", "7c5aHwAYPnw4CgsLMWzYMNTU1GD06NFOWx/dcA0PDw8xqOqsdTFkqg7OWjdrPXspBMNIhpXs3bsX\n", "LS0tAIDJkyeLhSwpKUFWVhYEQcDcuXMRFhZm7VNTh/Lycnz88ccYOXIkAODWrVtiF7GjR4+KsxKN\n", "Hz8eiYmJDiunq+uuHXg92FdGRgYKCwvh6+uLuLg48dcNXg/2ZaodeD04Dq8Bx+HnXh7c9RpwyZJp\n", "zAAAIABJREFUhc9fRUUFPvrooy73Wc5ct+rqamzfvh1xcXGYP38+AOdvq+3bt0OpVCI0NBQzZsxw\n", "2vrk5+cjLy8PADB69GiMGDHC6epi7D7MVB2coW6d6zNy5Eij3wlA3+tjk0AJEREREREREZEz8nB0\n", "AYiIiIiIiIiI5IKBEiIiIiIiIiKiDgyUEBERERERERF1YKCEiIiIiIiIiKgDAyVERERERERERB0Y\n", "KCEiIiIiIiIi6sBACREREREREfXaN998g/fee8/qx62ursaJEyesflyivmKghIiIiIiIiHpt8uTJ\n", "CAkJsfpx29vb0draavXjEvWVp6MLQERERERERM5Fo9Fg9+7dUKvV0Gg0CAkJwaxZs1BdXY1Dhw6h\n", "X79+UKvViIyMxPTp08X37NixA56enhAEAf7+/pg/fz4AoKKiAocPH0Z5eTlqa2sBAHfddRfCw8Md\n", "VkdyXwpBEARHF4KIiIiIiIicx+uvv47HH39c7Fly6tQpBAUF4eTJk1i1ahW8vLwAACdOnEBkZCTi\n", "4uK6HGPr1q348Y9/LK7fvHkTubm5mDVrlj2qQGQSe5QQERERERFRnwwZMkQy/GbChAk4dOgQysrK\n", "sH//fnG7RqOBp6cn4uLi0NLSgkOHDkGtVsPDwwMFBQWOKDpRjxgoISIiIiIioj65ceMGKisrxWDJ\n", "2bNnMXz4cLS2tmLBggVijxJAm3sEAA4cOIA5c+YgMDAQANDY2Cg5plKphFqttlMNiEzj0BsiIiIi\n", "IiLqtW+++QYqlQqRkZHw9fVFW1sbQkNDkZSUhMbGRhw+fBgeHtp5QxobGzFt2jQkJCQgNzcXeXl5\n", "8PLyQnt7Oy5duoQJEyYgOTlZPLYuh4mHhwfa2tqwaNEieHry932yLwZKiIiIiIiIiIg6cHpgIiIi\n", "IiIiIqIODJQQEREREREREXVgoISIiIiIiIiIqAMDJUREREREREREHRgoISIiIiIiIiLqwEAJERER\n", "EREREVEHBkqIiIiIiIiIiDowUEJERERERERE1IGBEiIiIiIiIiKiDgyUEBERERERERF1YKCEiIiI\n", "iIiIiKgDAyVERERERERERB0YKCEiIiIiIiIi6sBACRERERERERFRBwZKiIiIiIiIiIg6MFBCRERE\n", "RERERNSBgRIiIiIiIiIiog4MlBARERERERERdWCghIiIiIiIiIioAwMlREREREREREQdGCghIiIi\n", "IiIiIurAQAkRERERERERUQcGSoiIiIiIiIiIOjBQQkRERERERETUgYESIiIiIiIiIqIODJQQERER\n", "EREREXVgoISIiIiIiIiIqAMDJUREVtDS0oIXX3wR69atw/r163H+/HnxtUcffRRFRUVd3vPpp5/i\n", "hRdewCeffNLltZKSEnz++ec2LXN39u3bh7Vr1zrs/ERERGQfvIch6srT0QUgInIFp0+fxpw5czBn\n", "zpwur7388suIjIzssv3hhx9GUVERjhw50uW11tZWNDc326KovZKSkoJz58457PxERERkH7yHIeqK\n", "gRIiIgt99dVX2LJlCwDgm2++QUREBB5++GE0Nzfj73//O7Kzs7Fu3TrExsb26nhXr17Fhg0bUFhY\n", "iLKyMgDA8uXLkZCQAAA4ceIE0tPTERAQgMbGRixatAgTJ04EAJw7dw7vvvsu5s2bh3PnzsHX1xcJ\n", "CQlYsWIF2trasG7dOiiVSigUCnh4eOC3v/0tPDy0nQv/+c9/4saNG/D29oanpyfUarW1/6uIiIhI\n", "RngPQ2QcAyVERBa67777xD/UM2fOFLf7+vri2WefNdottTtxcXH4xS9+gSNHjmDNmjWS1+rq6rB7\n", "92688cYb4rZXXnkFo0ePho+PD8aNG4eVK1fiww8/xPvvv49+/fqJ+61fvx4PPfSQeLNy5coVfPTR\n", "R3j88cdx9OhRDBw4EE888QQA4Nq1a/jlL3/Zt/8IIiIiciq8hyEyjoESIiInUlhYiIqKCslNRkND\n", "A0pKShAfHy9ue/zxxyU3GID2V55t27ZJtvn4+AAATp48iaefflrcHhMTg1GjRtmiCkREROSGeA9D\n", "zoSBEiIiKxAEAQqFwqz3GePl5YW2trYu20eNGoWhQ4fi+eefF7dpNBrJcUwdc9KkSbjvvvskNyOt\n", "ra0AgOnTp+PgwYN48MEHAQBFRUXIzc3tc32IiIjIufAehqgrhWDq09hB9+FVKpX2KhMRkVNJS0vD\n", "wYMHAQAJCQkYNWoUFi5ciK+++grZ2dk4c+YMEhISMGDAADz44IMYOnQoCgoKsH37dtTU1KCwsBCT\n", "Jk3C1KlTcd9994nH/fOf/wxvb28olUo0Nzfjueeeg7e3N3Jzc7F79254eXkBAKqrq/Hss89i0KBB\n", "2LVrF9LT08WyjBw5EosXLxaP+d5776GhoQEAcPv2bdxxxx348Y9/DAB4//33UVJSgoCAADQ0NKCw\n", "sBDLly/HwoUL7fL/SERERPbFexgi47oNlKSnp6OwsBBLliyRZDtuamrC+vXrsWbNGqNZkImIiIiI\n", "yHH27t0rJrQcOnQoxo4d6+ASERE5j26H3iQnJyMvL6/L9qysLNx///02KxQREREREZnP19cX8+bN\n", "c3QxiIicUp9zlNTU1MDPzw++vr62KA8REREREVlIrVZj586dEAQB8fHx4hSsRETUsz4HSlQqFRYs\n", "WID8/HxblIeIiIiIiCyUnJwsLutyUBARUe/0OVBSXl6OPXv2oKKiAnFxcd3mKDl06BCTwBIRERGR\n", "7AUHB2PSpEmOLoZN6BJnGsP7dSJyVZZ8r/c5UPL4448DAPLy8hAcHNztvkqlkt38ZEClUmHGjBmO\n", "LobbYzvIA9vBsVTFKizauchu59uTugczotjepvB6kAe2gzzk5OQ4ughWVVRUhNjYWABAc3Ozyf1c\n", "7X7d1a4n1kfeWB95s+R7vdtASUZGBgoLC+Hr64u4uDgkJSUB0E7jpFKpeuxRQkRERERE9ldUVITs\n", "7GwAwPjx4x1cGiIi59Lt9MCWyszMdKkINRERWYY9SohIrnJycjBnzhxHF8PueL9ORK7Kku91DyuX\n", "hYiIiIiIiIjIaTFQ4gZUKpWji0BgO8gF24FIj9eDPLAdiKzH1a4n1kfeWB/XxUAJERERERER2d3H\n", "Fz7GPZvuwWe5nzm6KEQSDJS4AVfKXOzM2A7ywHYg0uP1IA9sByLrcbXryZXrc7vtNl48+iK+r/oe\n", "vz/yezS2NTqwZOZx5fZxdwyUEBERERERkV39UPMDWtQtAIBmdTNO3Djh4BIR6TFQ4gY41kwe2A7y\n", "wHYg0uP1IA9sByLrcbXryZXr833V95LXMosy7V0ci7ly+7g7BkqIiIiIiIjIrjoHSr669pWDSkLU\n", "FQMlboBjzeSB7SAPbAciPV4P8sB2ILIeV7ueXLk+nQMll2ouofhWsbguCAJ+mfFLTP5ksmyDKK7c\n", "Pu6OgRIiIiIiIiKyq86BEkA6/Obrkq/xn7z/oLCuEC+rXrZfwYjAQIlb4FgzeWA7yAPbgUiP14M8\n", "sB2IrMfVridXrU9dSx1KGkq6vG7Yc+RkyUlx+ULlBVQ3Vdu+gH3kqu1DvQiUaDQaqNVqe5SFiIiI\n", "iIiIXJxhb5JA70BxOet6Fto17QCA7NJsyXuO3zhun8IRoYdASXp6OjZs2IDy8nJxW25uLnbu3Int\n", "27ejuLi4m3eTXHCsmTywHeSB7UCkx+tBHtgOZCtlZWXYtGkTtmzZgtLSUkcXxy5c7Xpy1frkV+WL\n", "2+bHz0dE/wgA2p4mOeU5EAQBp8tOS96rKpZfbwdXbR8CPLt7MTk5GXl5eZJtVVVVSE1NBQAcOHAA\n", "UVFRtisdERERERGZJTs7G6tWrQIApKWlYcmSJQ4ukWkaQYMWdQv6efZzdFHIDvKq9M+YowaNgpeH\n", "FzZ/vxkAkFGUgQG+A1DTXCN5z7HiY3YtI7m3PucoSUpKskU5yIY41kwe2A7ywHYg0uP1IA9sB7IV\n", "Pz8/cdnb29uBJTHt8+8/x/SN0zHk3SF45/Q7Fh/P1a4nV62P4dCbOwbdgflx88X1HRd34FTJqS7v\n", "za/Ox83bN21fyD5w1fYhC5K5Hj58GFOnTrVmWYiIiIiIyEoEQRCXvby8HFgS09qFdvxQ8wNa1C24\n", "UnfF0cUhOxAEoWugJH6+mKvkSt0VbDi7weh7maeE7KXboTemZGVlITExESEhIT3uq1KpxLFOuggV\n", "17nujuu6bXIpD9e57hnqifb+2oRpdXV1AICgoCCbrvv094EjyOH/m+tc598Hea8b9r5wFYYTMigU\n", "CpP7OfLz13itUSxHYW0hryc3qM++I/tQ3aydwaafRz9cPXcVMffGYEniEnya+ymATkNz/Echr0G7\n", "vu30NoSUh8iqPq7WPs5cn6xjWVAqlJL6mEshGIaajcjLy0NwcDAiIyMBAMeOHUNoaChGjhzZ48Ez\n", "MzMxceJEiwtJRETWpypWYdHORXY958YFG7F6/2q7nW9P6h7MiLL8jyURub6cnBzMmTPH0cWwql27\n", "dmHp0qUQBAH79u3DwoULu+zj6Pv18sZy3PHhHQC0s59cefJKt0Edcn5Hrh1Bapo25+Wk8Ek4/JPD\n", "ALTTAf9o+48k+yoVSnyW8hlW7F0BAEgckIhTq7sOyyECgP/K+C98W/4t7ou5D4+MfQR1hXVmf693\n", "O/QmIyMDKpUKGRkZOHr0KCoqKnD8+HHk5+cjLS0NGzduNOukZF+6SBs5FttBHtgORHq8HuSB7UC2\n", "Mm3aNGzevBmbN2/GtGnTHF0co8L8wuDv5Q8AqG+tR1VTlUXHc7XryRXr03nYjc60iGmIC4yT7H9n\n", "6J1Iik6Ct4c2x86lmktIu5SG+pZ6u5S3J67YPs5KEAR8de0r5FXl4R/f/gOVTZUWHc+zuxfnzp3b\n", "ZdsLL7xg0QmJiIiIiMj2IiMjsWLFCkcXo1sKhQLxQfG4UHkBAFBQV4AQv56H95Pzyi7NFpdHDtKP\n", "UlAoFPjJHT/BG6feELdNiZiCfp79MHnwZJwoOQEAeOzgY/D08MRzU5/Dc1Ofs1/BSdZ+qPkBJQ0l\n", "ALS90yaFT8L50vNmH8/sZK7kPKwxRossx3aQB7YDkR6vB3lgO5C7SwhOEJev1FqW0NXVridXq8/o\n", "yaORfiVdXJ8VPUvy+k9G/kSyPjVCO3nIQ3c8JNnermnH6ydfx8Xqi7YpaC/Zs33qWuqwLnsdtuZv\n", "tdk5nPnz9tW1r8TlpOgkeHp02yekRwyUEBERERGRwxgGSgpqCxxYErK1HRd3oEXdAgCYEDYBo0JG\n", "SV6PC4rDfTH3AQD6efYT84z9dPRPcXD5QTwz6RnEBMYAAAQIePPUm3YsvWOt/2Y9Xjv5Gn5+6Of4\n", "tvxbRxdHdgwDJbNjZlt8PAZK3IAzjzVzJWwHeWA7EOnxepAHtgO5O0mPEgunCHa168nV6vN+9vvi\n", "8qpRq4zu89789/DHu/6IHUt2IMwvTNw+LWIa/nTPn/DxAx+L29IupSGvMs/YYSSOFx/Hb778Db4p\n", "+8aC0ndlz/Y5U3ZGXL5w84JNzuGsn7eW9hYcL9ZPHa0LtlmCgRIiIiIiInKYhCB9oKSwttCBJSFb\n", "unDzAgqatD2GfJQ+SB2eanS/ML8w/GbKbzA9crrR1yeET8AD8Q8A0PYqef3U692et03dhkcPPopP\n", "vvsEj6c/jh4mfZWtGw03xOXalloHlkR+skuzcbv9NgDt90lsUKzFx2SgxA0481gzV8J2kAe2A5Ee\n", "rwd5YDuQuzPsUVJYW2jRg6yrXU+uVJ9NeZvE5ZShKQj2DTb7WC9M108wsq9gH85XmE7aee3WNXEG\n", "lGv111B+u9zs83Zmr/YRBEFMVAoA1c3VNjmPs37eDIfdWKM3CcBACREREREROZC1pwgm+altrsW2\n", "i9vEdVPDbnprbOhYLBy6UFz/9Ze/Rpu6zei+nXspXaq+ZNG5HaGqqUrM7QIANc01DiyN/DBQQmZx\n", "1rFmrobtIA9sByI9Xg/ywHYgd6ebIlinsM784Teudj25Qn3qWuqwLG2Z+HAfFRCFpOgki4/74l0v\n", "wtvDGwBwtuIs3jr9ltH9rtZdlaz/UPNDl30OXz2MN069gZu3b/apDPZqH8NhN4DtAiXO+HmrvF2J\n", "czfPAQA8PTzFBMCWYqCEiIiIiIgcKj7YIFDCPCUuQxck+bZCP0vLn+75EzwUlj+Gjhg4An+4+w/i\n", "+jun38Hp0tNd9uucIPiHammg5Hr9dazatwpvnHoDKTtSZNlb48Yt+wRKnFHW9SxxecrgKQj0CbTK\n", "cRkocQPOOtbM1bAd5IHtQKTH60Ee2A5EwNDgoeKyJT1KXO16cvb6vHj0ReSU54jr78x+B8uGL7Pa\n", "8Z8a/xTuGXIPAEAtqPH04afRrmmX7NNTj5Kc8hzxPZdqLmH1vtVoaW9Bb9irfTr3KHGFHCUt7S1I\n", "u5SGcxXnLDqOrjcJAKv1JgEYKCEiIiIiIgeTDL1hjxKXoBE0OFB4QFx/a9ZbeGTMI1Y9h9JDiXfn\n", "vSvmuLlcexlnK85K9umpR8m1W9ck6ydKTuD+bfcjeVsy5myZgx0Xd1i1zOYwTOQKuEaPkv878394\n", "7OBjmLd1Horqisw+jmFvG8PvEUv1GCjRaDRQq9VWOyHZnzOONXNFbAd5YDsQ6fF6kAe2A5G0R8mV\n", "2ivd7Nk9V7uenLk+l2suo66lDgAQ0i8Ej4591Cb1iQ6MxpzYOeL6xeqL4rJG0HTpUVLaWIr6lnpx\n", "/Xr99S7HPH/zPLJLs/Ftxbd4+vDTuFxz2ei5HZmjxBbTHNvz83b46mEAQLumHcdvHDf7OMW3isXl\n", "qIAoi8ul022gJD09HRs2bEB5uX4KpbKyMmzatAlbtmxBaWmp1QpCRERERETWsXfvXqSlpSEtLQ0X\n", "LlxwdHF6ZJijpKC2wCYPgWSZjKsZmPLpFPz+yO97tf83Zd+Iy5MHT4ZCobBV0TBi4AhxOb8qX1wu\n", "bSiVzBajc6lGP/PNtXp9j5KRA0d22bdV04rnjjzn0M9k5xwlLeoW3G6/7aDSWE4QBFyu1QefDNug\n", "rwyDSEP8h1hULkOe3b2YnJyMvLw8ybbs7GysWqWdziktLQ1LliyxWmHINpx9bKOrYDvIA9uBSI/X\n", "gzywHcgWfH19MW/ePEcXo9fC/cLR36s/GtsaUd9aj+rmagzqN6jPx3G160lO9Xnt5GsoqC1AQW0B\n", "Hhn7CEYNGtXt/p0DJYDt6jNykD7AYdijpHNvEp0fan7ApMGTAEgf0v8x7x+oaqpCQ1sD1IIaT37x\n", "JDSCBlnXs5B2KQ1Lhy+VHMdROUoAba+S/l79rXoee9WnsqlS7G0EANdvde3V0xvtmnaUNZaJ65H+\n", "kRaXTafbQIkxfn5+4rK3t7fVCkJERERERNahVquxc+dOCIKA+Ph4TJw40dFF6pZuiuDvKr8DoO1V\n", "Yk6ghGxDEARJAKKorqjHQMnpMv0MNLpAia1IepRU63uUdM5PoqPLUyIIguQhPTYwFhPCJ4jrp0tP\n", "44NzHwAAXjr2EsaFjUNCcIJVy94TjaBBaUPXkRw1zTVWHWpiT52HMpnbo6SssQwaQQMACPMLg4+n\n", "j8Vl0+lzMlfDLkdeXl5WKwjZjjOPbXQlbAd5YDsQ6fF6kAe2A9lCcnIyUlNTsWzZMskwejkzzFNi\n", "+CDVqm5FY1tjr47hateTXOpT2lgqGeph7MHd0K3WW/i+6nsAgIfCQww+2Ko+Q4OHwtND2weg+FYx\n", "brXeAiANlBgm+tQNvalurhY/W/5e/hjgO0By3Benv4hwv3AA2v+DyZ9ORsr2FGRczbBpfQzdvH0T\n", "bZq2LtttMfONvT5vhkOfAPMDJYb5Saw57AYwo0eJYWLX3owzU6lUYhce3X881+27riOX8rjrum58\n", "sFzK467rOj3tf/LiSVS1VyEoKAgAUFen7R5oy/VBnoMwfcR0u/1/1A3Qd3l0VZ4enlAVq+zSfrr1\n", "qIAoFF/Q/uF29Oedfx+cY51/H+Sxbthr2plUVlZi69atkm0pKSmIiYkR13v6cVOlksf9euLARLFM\n", "ugepTw99it9f/D0G9BuAjSkb0Xy5udvjudr1JJf6IA4SpY2l3e4vxAriL/0xvjEI8A6weX0SghLE\n", "qX8v1VzCxPCJOH1Z36tlfvx8vH/2fQD6HiV7ju4RX48OjMbx48clxz9/+jzWhK/Bm1feFPc7UXIC\n", "p/edxumHT9ulfS41SoMKOjXNNU77ebuMy5K6lDSUoF3TjpMnTvbpeJnfZIrHGBIwpMvrllAIPWSl\n", "ycvLQ3BwMCIjteN9du3ahaVLl0IQBOzbtw8LFy40+d7MzEzZd/MjIjJGVazCop2L7HrOPal7rDr/\n", "e08cUceNCzZi9f7VLns+wP7tSETWkZOTgzlz5vS8o5MoKipCbGwsAGDfvn1ISUkxup+c7te3X9yO\n", "tV+sBQD8KOFH+CzlM/wq41f4LO8zANr8A1krsjgkxwE++e4T/ObL34jrK+5YgX/M+4fJ/f96+q94\n", "9etXAQBrxqzBX2f/1eZlfOTAI9hzWRv4+Pvcv2PlqJWYvWW2OF3w9sXb8eDuBwEASoUSN566gYOF\n", "B/HowUcBAPfH3Y/NizYbPfaRa0fwwbkPcPjqYagFbceBZyY9gz/d8ycU3yrGH47+AUMChuDVGa9C\n", "6aG0ar32Xt6LNQfWdNn+9n1v49Gxj1r1XPaycu9KpF9Jl2w7+8hZxATGmHiHcX878ze8fPxlAMCT\n", "45/Ea0mvSV635Hvds7sXMzIyUFhYCF9fX8TFxSEpKQnTpk3D5s2bIQgC5s6da9ZJiYiIiIjIdoqK\n", "ipCdnQ0AGD9+vINL0zuJA7r2KMmtzBW3lTSU4MkvnsTWxVvhoehzBgGyQGFtoWS9p6E3xhK52pph\n", "npKL1RchCIKk3KNCRiE6IBrXb12HWlCjoLZAkp+ku4f0WTGzMCtmFvYX7Bd/gNmYuxHPTX0OT6Q/\n", "gVOlpwAA90bdiwcSHrBqvYwlcgW0PUqclbHplq/VX+tzoMRwNqAo/yiLy2Wo22+YuXPnYu3atXj4\n", "4YeRlJQEAIiMjMSKFSuwcuVKhIWFWbUwZBudu1iTY7Ad5IHtQKTH60Ee2A5kC0lJSVi+fDmWL1+O\n", "xMTEnt8gA4Y5Sq7UXUFze7OY50Lny2tf4p3T75g8hqtdT3KpT5dASaPpQIkgCCYDJbasT+eErjXN\n", "NahvrQcA+Hn6IdwvHMMHDhf3uVRzCdfr9YGS6MDoHs+RHJ8sPsxXN1dj8abFYpAEAM5VnLO4Hp2V\n", "NJSIy4HegeKys+YoaVW3Gk2ya06eEkmOkgDr5ihhKJaIiIiIiBzO39tfTMjYrmlHZlEmmtXNXfZb\n", "l73OaI+GitsVuNR4CWqNustrZJnCut73KLlWfw03m24C0D7YG/YUsqXOUwQbPozHBcVBoVBg+IDh\n", "kn0MH85705tB6aHEY2MfE9fP1J+RvG44M5C1GPaaGBMyRlx21h4lV+uuisOXDJkTKDHsbWPtZK4M\n", "lLgBaySzIcuxHeSB7UCkx+tBHtgORHqGD9Vpl9LE5VnRszAhTDtzSpumDR+e/xAA0NTehL+e/ivm\n", "fj4XI/81Er+7+DvM2jILx64fs2/BbUQO3w8aQYMrtdIeAPWt9SZnIjKcFnjS4EmSYVK2rM/QoKFQ\n", "KrT5Qa7VX5MM29LNeDM6ZLS47dj1Y7h2q2+BEgD46aifwlfpa/Q1XTJZazIMBowJtW2gxB6fN2PD\n", "bgBIhkH1lmTojZWnSmaghIiIiIiIZMFwaIRhssfxYePxzORnxPWPv/sYDa0NWLl3JV79+lXklOeI\n", "r+VW5mLxrsX42cGfoam9yT4Fd2ElDSVGe/aUNZYZ3f/I9SPi8rSIabYqVhc+nj5ICE4Q17+48oW4\n", "HBcUBwCYHTtb3PZ1ydeSAFBMQO8CJQP7DcSyEcuMvlZQU4B2TXtfit0jUz1KbDH0xh4u1+oDJcOC\n", "h4nLfe1RcrvtNqqaqwBoZzkM87NuWhAGStyAXMY2uju2gzywHYj0eD3IA9uBSM+wR4lhj4XRoaOx\n", "IGGB+Kt/TXMNlqUtQ9b1LHEfpUIJb4W3uL7r0i68fvJ1O5Tadmz1/VBxuwIfnv9QnBGmO53zk+gY\n", "G34jCAK+KvpKXL8v5j7J67b+vjPMU3LwykFxWRdAGdx/MCaGa2d5UgtqMQDk7+WPAb4Den2eJ8c9\n", "CU8P7bwoSVFJiOgfAQBo1bSiqL6ox/cLgoC8qrwek+KqNWpJQMqwR4wtepTY4++RLlEzIA1c9eb/\n", "zZBh7pZI/0irzzbEQAkREREREcmCqXwWY0LGQOmhxNpxa8VthkM81o5bi0tPXML7o9/HsuH6X/s3\n", "nN2AgtoC2xXYyQiCgI25GzFt4zQ8d+Q5pGxPQXljebfv6Uug5GL1RTHRa5BPECaET7C80H1gmKdE\n", "J9A7EAuHLhTXk+OTu+wTHRgNhULR6/OMCR2D7Yu349Ehj+KzlM8kPaEuVvWcp2RL/hbM2DQDUzdO\n", "xdc3vja5X/ntcjGfxyDfQYjwjxBfc9YcJYZDb2ZFzxKXSxpK0KZu6/VxJIlcrZyfBGCgxC3IYWwj\n", "sR3kgu1ApMfrQR7YDkR6xgIlvkpfcUacn476Kfy9/CWvTwyfiFdnvIpg32Asnr0YH9z/AaZGTAWg\n", "zWfy0tGXbF9wG7Hm90NDawNS01LxTOYzqGupAwDcbr+No9ePdvs+w0CTYb4RYzPffHVN35vk3qh7\n", "xV4XOrb+vjPsUQIAYX5h2JO6ByF+IeI2Y4GS3g67MZQUnYS3l70Nf29/SZLY3uQp2X5xOwBtr6mf\n", "pf8MFbcrjO7XeVaXAT76Xi81zTUQBKHP5e6OvXOUjAkdg8H9BwPQ5sIx7CXSE0kiVyvPeAMAnj3v\n", "QkRE9uDp4QlVsf264De3dx1vTERE5EiD+w+Gv5c/GtoaxG13DLpDfOAO9AnEqtGr8P7Z9wEA/b36\n", "44P7P4CX0kvcX6FQ4LWk1zD387kQIOCLq18g42oG5sbNtW9lZGZ/wX7JUCWd7NJsLB/mh3ZVAAAg\n", "AElEQVS53OT7DHuU3Bl6pzhcx9hDrWGgZHbM7C6v29pdkXfBR+mDFnUL4oPisWPJDjE/ic7okNGI\n", "CoiSBCF6m8jVFMMAzQ/VPQdKDIMFZY1lWJu+FjuW7OgyfMRweuy4oDj4ePqgv1d/NLY1Qi2ocav1\n", "FgJ9AuEsapprxLwi/Tz7IdI/EtEB0eLwomv11xAbFNurY0kSufpbN5ErwECJW1CpVPy1SgbYDvIg\n", "53aoaqrC6v2r7Xa+jQs22u1cJE9yvh7cCduBSE+hUCBxQCK+rfhW3GaYlwEAnpn0DA4UHEBlUyX+\n", "39z/J0ngqbueJoRPwMpRK7EpbxMA4I+qP2JO7Jw+Da+QA2t+PxhO8Zs4IFHMFXGq9FSv33fPkHvE\n", "QEnnoTct7S04fuO4uN45Pwlg+++7SP9IpKWm4VzFOSwfsdxo3hGFQoHk+GT86/y/xG1RgeY9aOvq\n", "Ixl608MUwU3tTZIgDQAcLT6KN7PfxH9P/2/J9nMV58Tl8WHjAQDBPsFi/p7q5mqrBkps3T6GvW2G\n", "Bg+Fh8IDsUGx4jA6w1mIetK5t421cegNERERERHJRufhN50DJYP7D0bOmhxcfPwiliQuMXmcl+56\n", "SRymc7H6Yq8Sl7oywx4gq0atEofR5FXlob6l3uh7NIIGV+uuiuv3DLlHXO489Ca7NFucZSghKKHX\n", "PQOsbVrENKwdt7bb5Kydh9+YM/TGkGGg5FLNpW6HxFypvQIBXV//v2/+r0svnfM3z4vLd4beCQAY\n", "6DtQ3OboPCWNbY2ovF3Z6/1PleiDcqMGjQIg/b/vy8w3hkNvrD01MMBAiVvgr1TywHaQB7YDkR6v\n", "B3lgOxBJJQ6UBkoMp0TVUXoo4e/t32W74fUU3j8cC4YuENf3F+y3Yintw5rfD4ZDFUYMHCE+qGoE\n", "jWR65fLGcjx16CnEvx+P1F2paFG3AABC+oVIhph07lFiOOzGWG8SQD7fd/cMuUeS68bcoTe6+oT2\n", "C0WwTzAAoKGtQfIQ35lk1peY2eIsPK2aVvw95+/ia23qNuRW5orr48LGAdBOT6xj7SmC+9I+N27d\n", "wL2b7sXwfw3Hf/L+06v3GA79mhGlPVd0YLS47Xr99T6dX4fJXImIiIiIyKX11KOkLwwDJfsK9pl9\n", "HFdg2FthiP8QMeEtoB1+IwgCPjj3AaZunIot+VtQ11KHo8X6RK8JwQkY7D9YXC+/XQ6NoBHXexMo\n", "kQsfTx88Of5JANpAnK63hrkUCkWv85RcrtXnJxk+cDh+P/X34von332Cm7dvAtD2gtIFqaICojCo\n", "3yAAEAMyAFDbXGtRuc0lCAKeO/IcrtZfBQD878n/lXwWjGlpb8HJkpPi+szomQCkQare9igRBMHm\n", "yVwZKHED9pgPm3rGdpAHtgORHq8HeWA7kKU0Gg3UarWji2E1Iwfqp3iNDYxFsG9wN3tLdb6eZsfM\n", "Rj/PfgC0+REMf813Btb6fhAEQRIoifSPxLSIaeJ6dmk23vnmHbyQ9QJutd4yeoyhwUPRz7OfOKSl\n", "XdMuPtSXN5bj3E1tPg2lQin2FrBVfazhxekv4ts13yLzJ5ldkqj2lmF9epunpKBGP4tQ4oBEzIub\n", "JwZqmtqb8N637wGA+P8J6POTALbtUdLb9tl9eTfSr6SL6yUNJT1OSPBN2TeSoVm6niSGgZKi+qJe\n", "nb+upU7M09Lfq78keGQtZgVKrly5gu3bt2Pr1q24fr333WOIiIiIiMh60tPTsWHDBpSXl0u2l5WV\n", "YdOmTdiyZQtKS7tO4ypnwwcOxyNjHkGYXxheusuyqX39vPwks68cKDhgafHsTiNosL9gP07cOGH2\n", "MW613hJnEtIFOyQ9SkpO4a3st8T1YcHD8K/kf+Hn43+OQO9ABHoHYs2YNQCAiP4R4n66PCUZRRni\n", "tumR051iJhaFQoHYoFjJjEmW6O0UwYbBumHBw6BQKPC7Kb8Tt/3r/L9Q01wjSeRq2OOl8xTB9tDU\n", "3oRXjr+C/8r4L3x4/kO8kPVCl30+z/9csl5xuwI/O/gzPHrgUVQ1VSGrWD/sJik6SVw2nLGmtLEU\n", "beq2HsvTOehniyTNZs16k5+fjwcffBAAcODAAURHR/fwDnIkuYwFdHdsB3lgOxDp8XqQB7YDWSI5\n", "ORl5eXldtmdnZ2PVqlUAgLS0NCxZYjrpqRy9M/sdvH3f231+ADJ2PS0YugD7C7X5SfYV7MMzk5+x\n", "ShntYcaMGfj3d//Gb7/8LQBg99LduDf63j4fp7hBP0OI7sEyJjAGg/sPRlljGW633xZfnxg+EfuX\n", "7YePpw9Sh6fiz/f+Ge2adngrvQEAEf4RyKvSfuZKG0oxPmw8Dl05JL5/Xty8buvjSgzrY9ijxNTQ\n", "G0EQJENvhg0YBkD7GR0xcAQuVl9EQ1sDNpzdIAmU6PKTAJAkqbVXjpLNeZux/sx6ABBnkgIgmcp7\n", "z+U9eHPWm+jv1R+3Wm/hJ7t/IukVY5j81zBQ4uPpg4j+EShtLIVG0KCkoaTHRMCGw24i/SP7UMPe\n", "M6tHiVqtFrv4dZfRl4iIiIiI7M/Pz09c9vb2dmBJzGetX4nvj78fSoV2aMWZ8jNdZhaRu69vfC0u\n", "f3ThI7OOUXJLmp8E0P7/Thk8RbKfAgqsm7UOPp4+4jYPhYcYJAE69ShpKEWrulWSn2R+3Hyzyujs\n", "DIeMnb95HhW3KwAABbUFeCHrBRy6cgiVTZWoa6kDoA0yDO6vzfniofCQ9CrZcHYDvqv8Tlw3DJQY\n", "Dr2xV4+Sk6UnjW7/x7x/iDmFGtsasb9gP9rUbXjkwCOSIMnuy7txuvS0uH5vlDTYZ5jQtTfDbzr3\n", "KLEFs3qUjBkzBuvWrQMArF69utt9Dedi1o154rp913Xb5FIed11/7733MHbsWNmUx13Xddt62r+u\n", "rg721t7e7tLncxeeHp7Yn6v95TIoKAiA/vNki/WogCgUX9D+Usi/D865zr8P8lg3DCy4AsMfM728\n", "uh9a4Er36yavp6gZ4owb4z4ah2DfYCxKXIQlnkugUChkU35j9fnBV9874WDBQRzKOoT5M+f36Xg3\n", "gvW/wCtv6/NxhDWHwVBySDIaLzUC4TB5vPZq/f1Ddn42mm40ib0KwrzDcDPvJkbeO9JkfVzp+86w\n", "PlEBURjiMwQ3Wm6gsa0Rfzz2RyR7JeO3+b9FXXsdPr7wMZ6Kfkr8vxsaPBTHjx8Xj7c0cSn+58j/\n", "4EbLDUmemEFegxDmFyaev7RW3zOjsLTQqtevqfaRDAMKuBMaHw0WDluIAWUDML3fdHE40WtHX8Pf\n", "jv8NeY1de7nppkSO7xcvJqbVHT82MBbZpdkAgMwzmWKPE1PlLfXU/x+oa/T5mTrvbwmFYEaXkN27\n", "d2Px4sXQaDTYt28fFi1aZHS/zMxMTJw40eJCkmUMLx5yHLaDPPS2HVTFKizaafy7zVY2LtiI1fu7\n", "Dz478/kccU53qOOe1D0mk+b1hN9L8sB2kIecnBzMmTPH0cUwqbKyElu3bpVsS0lJQUxMDPLy8hAc\n", "HIzISP0vq+np6UhOTgYAZGRkYO7cuUaP62r366aupw/Pf4jnjjzXZfvniz5Hd0NFHE2lUuH5oufx\n", "fdX34rZ3572Lh+54qE/Hee3ka1iXrf2h+3dTfoc/3PUHAMDZirOYvUWbwyWkXwiyV2f3mDzXcCjQ\n", "ijtWYIDvALz77bsAgJ+N/RnW3beu2/q40vdd5/pkFmVi+e7l4np0QDSu39Ln9BziP0QcNrJs+DL8\n", "M/mfkuNty9+GJw89KdmWHJ+M/yzUT797qvQUHtj2AADtMKmMn2TYrD4A0NDagNgNsRAgQKlQ4tov\n", "rokJkgGg+FYxxn08TgyEGFo7bi22fL8F9a314ranJzyNV+99VbLfX77+C94+/TYA4Nmpz+LF6S92\n", "W85fZfwKn+V9BgB4a9ZbeOzOx4zuZ8n3ullDb3Td9zw8PHqMUJPjudKXkTNjO8gD24FIj9eDPLAd\n", "qDdCQkLw1FNPSf7FxMSY3L+pSTu7hCAI4rI7MHU9rbhjBebEzoGP0keyPe1Smj2KZbYZM2agorFC\n", "sm3bxW19Po6pnA7jw8bjvyb+F8aHjcdHD3zUqxmGIvvr33+m7AwOFh4U1+fHdz/sxtW+7zrXZ07s\n", "HKQOTxXXDYMkgLQddPlJDKUOT8WwYOl2w2E3gDSZq7WnBzbWPt9VficGQYYPHC4JkgDaqYs7D6UB\n", "gF+M/wVeS3pNDMrpGOYn0YkO0A+9uV7f82Qxsh16Ex8fj507dwIARo82f15zIiIiIiIyX0ZGBgoL\n", "C+Hr64u4uDgkJWkfQqZNm4bNmzdDEASTvUnciZ+XH7Yt1gYYskuzkbxN29vmQOEBtKpbJTk45KRN\n", "3Yaq5irJtqzrWai4XSEOx+gNYzlKdP5nxv/0qUyjQkZBqVBCLagls7v08+xndg9HV/KXe/+CjKsZ\n", "kl4U/Tz7iVPj6hgLlCg9lPjdlN/hF4d/IW4znBoYgDhsBQDKGsts/vmVJJUNHWd0n3dmv4NfZ/4a\n", "Sg8l7o+/H8nxyYgLigMAPDr2UWzN34oz5WcQFRCFu4fc3eX9fZ0i2DAxrKySuY4cORKpqalITU3F\n", "iBEjrF0msjLDsejkOGwHeWA7EOnxepAHtgNZYu7cuVi7di0efvhhMUgCAJGRkVixYgVWrlyJsLDe\n", "P1A7u95cT1MGTxF/wa5rqRNzl8jRgayu0xlrBE2fe8JYc5aQqIAo/PHuP3bZfm/UvV16G3Tmat93\n", "xuoT3j8cr8x4RVx/4s4n8MuJv+yyX+eeIzrLRiwTE6T6KH0wKXyS5PWBvgPFwMLt9ttW/fwaq8/5\n", "m+fF5TvD7uzyOgAkBCdgz7I92LV0F34+/udikATQ5m7bnbob789/H3tS96C/V/8u748N1M9yc63+\n", "Wo/ltEePErMCJURERERERM5IoVBgceJicV3Ow29q240PrdiW3/vhN4IgSB4shwQM6Wbv3vnVpF/h\n", "owc+kgRGkuOTLT6uq3h4zMPYsnALPnrgI7w28zWsHr0aCkhncRoaPNToez09PPGfhf/BE3c+gU9+\n", "9AlC/EIkrysUCiwculBc33N5j/UrYMCwR0nn3i295eflh+Ujl0sCKIaGBAwR/390MymZ0tDaIM4c\n", "5O3hLelhY00MlLgBVxsL6KzYDvLAdiDS4/UgD2wHIuvp7fW0JHGJuLy/YH+3D2aOFDlc/2v5uNBx\n", "8PTQZk44U34GxbeKe3WM+tZ6NLY1AtAOAQn26TkPSW8sSVyCgw8exNzYuVg5aiVWjlrZ43tc7fuu\n", "u/rMj5+PJYlL4KHwQFRAFObG6YfARfSPgL+3v8n3Dg0eijdmvWEy58uiYfoJBw4UHkCbus2M0nfV\n", "uT5N7U24WH0RgHbq6NEhtkm74a30RoS/dtppAUKXz7Zao0Z9i3Yok+Gwmwj/CKtNI94ZAyVERERE\n", "RORWJoRNEIcv1LfW48i1I3Y7d11LHVraW3q1b3ljubg8ctBIJEXph1ftvby3V8cwHHYzxH+IVR8s\n", "7wy7E1sXb8Xf5/5dtnle5OLRMY+Ky2NCx1h0rEmDJyGivzawUNNcg+M3jlt0PFNyK3OhFrTT7w4b\n", "MAwB3gE2OQ8gzVNiOPym8nYlpm2chsR/JmLXD7tQ2mD7/CQAAyVuwdXGAjortoM8sB2I9Hg9yAPb\n", "gch6ens9KRQKLB6mH37z9um3UVTXcxJJS31942uM+nAU7vjwjl7lYsj+PltcDvMLw8Jh+iEX+wr2\n", "9eqcN25ZLz+JpVzt+64v9bk//n78dvJvMTN6Jl666yWLzuuh8JB8FvYW9C5o1pPO9TlfYZCfJNR4\n", "fhJrMZWn5M3sN1FYV4g2TRs+OPeBZBiZrheKLTBQQkREREREbmfp8KXi8umy07jrs7vwTOYz+MvX\n", "f8GGsxt6PbSlLz7P/xxN7U2obanFJ9990uP+dW114nKoXyh+lPAjeCi0j3AnS06ivLEc7Zp2HLpy\n", "COcrzkMQhC7HsHZ+EjKPQqHAS3e/hF1Ld2Fs6FiLj2c4/Gbf5X1Qa9QWH7OzczcNZrwJMz7jjbVE\n", "BxpMEdwxrfKV2iv493f/Frefv3leEkSxZeDPrOmBybm42lhAZ8V2kAe2A5GeudfD1bqrNnmAMCUq\n", "IMpkAjhXwO8lIuvpy/U0Pmw8fjfld3j79NsAgGZ1MzbmbhRf33B2A07+9CR8PX2tVj7D/AqZRZlG\n", "Z48xpAxWAje1y+F+4Qj1C8VdkXfh+I3jECBgf8F+ZBRlIP1KOgBtbosHRzyIn4//OYJ8ggBYd8Yb\n", "S7na950j6zMtYhrC/MJQcbsCN5tu4mTJSdwTdY9Fx+xcH8MeJaamBraWmICuUwT/5eRf0K5pF7c3\n", "tTfhyPUj4joDJURERCQbxbeKsWjnop53tJI9qXtcOlBCRI7zh7v+gPlx8/F81vM4W3FW8tq1+mvY\n", "mr8VD4952GrnK2soE5fP3zyP8sZyhPcPN7l/RWOFuBzWXzvNc8rQFDEnxcvHX0ZDW4O4T0FtAd44\n", "9QZ2X9qNtNQ0hPmF2WUqVbI/pYcSKUNT8NGFjwAA/3vyf7F32V6xx5GlWtWtyKvKE9dNTQ1sLZ1z\n", "lJytOIudP+zsst+pklPiMnOUkEVcbSygs2I7yAPbgUiP14M8sB2IrMec62lKxBQc/vFhbFm4BX++\n", "98+SGXH+8e0/oBE0Vitf+e1yyfpX177qdv+iKn3elDA/faBExzBI4uXhJS7nV+dj4Y6FKGssk+Qo\n", "GeLv2KE3rvZ95+j6PDLmESgVSgDA1yVf471v37PoeIb1KW0oRZtGO5tORP8IsYeSrXTOUfKy6mVx\n", "3UfpIy4L0A8v0yW0tQUGSoiIiIiIyK0pPZSYHz8fT014Cutnrxdn97hUcwnphemSfRtaG5BTntPn\n", "nBDtmnbcvH1Tsu3La192+57a9lpxWRcoGRIwBJPCJ0n2mzFkBi6vvYy3Zr0lPjhfqrmEWZtn4UzZ\n", "GXE/9ihxLWNCx+A3U34jrv/56z+L0/layjCoN7j/YKscszuR/pFib5iyxjIcLT4KQJu49pUZr5h8\n", "j60wUOIGXG0soLNiO8gD24FIj9eDPLAdiKzHGtdToE8gHhv7mLj+t5y/ict5VXmY9MkkzP18Lv50\n", "/E99Ou7N2zclv4YDwJdFX6JV3YqPzn+E10++jvqWevG1pvYmNKobAQCeHp4Y4DtAfM1wxpPB/Qfj\n", "Xw/8CwHeAXjszsfwz+R/isGSitsVkl4njk7m6mrfd3Koz7NTnhVnpGlRt+Dpw08bTerbG4b1MZya\n", "urvhYdbipfQyGvh4YtwT+PHIH3fZ7qHwsGm5GCghIiIiInJiGo0GarX1Z7xwZ2vHrYW3hzcAILs0\n", "G59+9ynyq/KxdOdS3GzS9grZlLepT8NyyhrLumyrbq5G6q5UPHvkWbyZ/SY2nN0gvmbY+yS0X6gk\n", "98RjYx/DrOhZGDVoFDalbBJ7mwDAksQl+OiBjxDsEyw5V3xQfJdt5Py8ld54d/674uc1pzwHuZW5\n", "Fh+34rZBfhyDz5ctGSZ0BbRBwP+e9t8I8gnC0OChktfC/cLh6WG7lKtmB0oKCwuxbds27NmzB62t\n", "rdYsE1mZo8fOkRbbQR7YDkR6vB7kge1AlkhPT8eGDRtQXi7NfbF3716kpaUhLS0NFy5ccFDp7M9a\n", "11OEfwSWj1wurv/6y1/jnk33iEESAKhrqUN+dX6vj2n4C72hEyUnxOVvy781un/nX879vf2xc+lO\n", "qFapMCF8QpdjLhy2ELk/y8WXD32J9+a9h5fveRk7luyAQqHodXltwdW+7+RSn1GDRiE5IVlcP112\n", "2qzjGNbHcOiNLpGwrcUGxUrWX733VQT6BAJAl895hL/t8pMAZs56U1tbi9LSUixfvrznnYmIiIiI\n", "yCaSk5ORl5fXZbuvry/mzZvngBK5jmenPIuMqxniA2PnYTOAdgaOUYNG9ep4Zbf1PUoCvQNR31rf\n", "ZR/DGWokPUr8Qntdbp1+nv0wPmw8xoeN7/N7yflMGTwFey7vAaDtBfXo2EctOp7hjEuD/WyfowQA\n", "EoITxOWZ0TORmpgqrk8Im4DtF7f///buPjaqK7//+Gf8hDE2dogfsDFmIDz9CBAwDg8JMWlgibM4\n", "XvDyW21C+UW/Kk0l0rSp9o9EbVVVatVGiiJFrardViqpirK7NeDwZEgAZ+UwsAmNHRJilofGgY0B\n", "2xgbxxhs7JnpH7YvM7YH2+OZO3fuvF8S0r3XM3POlzvnzpnvnHOusR/u9XaCGlFy5swZTZkyRZWV\n", "lbp48WKo64QQs8LcOXAerILzANxHe7AGzgPCwe12q7KyUnv37lVdXV2kq2OaULanWemzVPNijX72\n", "+M+MKSuTEybr+Ufurw/y6bVPx/x6viNEtszfIoeGj+7wTZREYupDuNntemeleFbmrjS2//t6cCNK\n", "Aq1RYtaIkhf/z4sqml6koulF+qf1/+Q3AmroiJJwJ0qCGlHS0tLfaMvLy1VVVaW5c+cqLm7knIvL\n", "5TL+wweH8rDPvp3385fkq7GzUR0dHZKk9PT+W2mFcz8/LV+NZxstEb9d9gf/f83U19dn6/IQHglx\n", "Caqqr5JkzvVGkr6/M/xX0HDq6OiQ6zL9CfbDu5+SkiI7KSm5Pwz/yJEjD3ws/fXA+xfrLmqd1un1\n", "P3pdJxtP6nbDbd3qu6WDOihJqvm2Zsz/f75rlCx6eJFeW/Ga/qX2X7T2obVy3XLJ7XXrZvdNffzJ\n", "x3qm+Bm/qQ85KTmW+P9g37r7S7OWKsGRoD5vnxo6GnTjzg1dqLsQ9OuNlKgLdzzfnPlGf5P3NwHj\n", "i1OcPOpfFygvNW/U15sIhzeIJXErKiq0detWxcXF6cyZM8rPz1dmZuawx1VXV6uwsHDClcTE+F68\n", "EX6uRpfKKstMLfNA+QGtzeccj8VY20MkzuOuTbu0vWq7bcuLRJnEaI8y7X6N43PaGurq6rR+/fpI\n", "VyOg1tZWVVRU+B0rLS1VQUGBzp07p4yMDOXljfwL6/Hjx7Vhw4YR/2a3/roZ7anX3Svnvzp1t++u\n", "JOns/z87prvJvHjwRX34bf+thv/jh/+hsrlluue+p6T4JC3ZuURXb1+VJNX+v1rNzpitn/3mZ3rv\n", "7HuSpLfWvaVXHnslTBGZx27XO6vF82zFs8b6JO+Xvq/n5jw3ruf7xrN452JjhNMXL30xbP2QSHjq\n", "l08ZC9X+27P/pq0Ltj7w8RO5rgc19Wb+/PlqaGiQJLW3txu/MAEAAAAIvczMTO3YscPvX0FBQcDH\n", "X7lyxdju7u42o4oxIzE+UUXTi4z9z65/NqbnjbQ4a1J8/51KfKcRDH45HXrXG2A0oZh+I0ker8d/\n", "RIlJU29Gs2XeFklSUlySnpjxRFjLSgjmScuWLdOePXt09uxZZWVlKTExMdT1QghZKcsJRBrtAYDV\n", "cF3CRBw/flwNDQ1KTk6W0+lUcXGxpP5EyenTpyX1991jhVntaVXeKp1oPCGpf0HX8vnlozzD//bA\n", "uVP879gxUqLkQXe9iVZ2u95ZLZ7Hcx+XBm6cdPr66XE/fzCe9u529Xn6p2hPTZqqyQmTQ1bHifiz\n", "FX+mZdnLNDt9tjXXKJGkrVsfPMwFAAAAQHgFmlIzmDBBeKzOXW1sDy7o2ufpk6vRpUPfHFKvp1d/\n", "veavjbvVuD3uBy7OOlKixI6LuSK8Hp/+uLH9RcsX6nX3KjF+/IMa/NbHsVCSLiEuQc/MesaUsoKa\n", "eoPoMrioDQDaAwDr4boEhI5Z7aloepHiHP1fpepv1utPPvoTLfr3RSrfV66dZ3dqV/0uvfPf7xiP\n", "v9l9U26vW5KUMSlDyQnJfq83NFHi9XptmSix2/XOavHkpuZqZtpMSdLdvrv6uvXrcT1/MB7fWwMP\n", "LiQca0iUAAAAAMA4TJ00VYszF0vqX89h94Xdar3b6veYk1dPGtujTaMZmii53XvbWCw2OT5ZaUlp\n", "Ia0/7Ovx3PujSgYXdh2vSNwa2GpIlMQAq82dAyKJ9gDAarguAaFjZnt6csaTw47lTsmVQw5J0u9u\n", "/k5dvV2S/NcnmT5l+rDn5aX5J0qGflF1OBwhq3ck2e16Z8V4fKffjHdB18F4fKfe2GU003gFvUYJ\n", "AAAAAMSqPy38U13uuKwed4/W5q9V8cxiLctepifff1IX2i7I4/Xoy5Yv9cSMJ0ZNlMxIvX974Wu3\n", "r+l823ljf3AqBTAWj2U/Zmz/T/v/BPUavtO+mHoD27La3DkgkmgPAKyG6xIQOma2p9zUXL3//Pva\n", "s3mPXi96XYU5hYpzxGnF9BXGY2qbayWNPvUmJyXHGInScqfF744ly7Ltc9ciu13vrBhPwdT7tw3/\n", "rvO7cT3XWKPEN1FiocVczcSIEgDjdrnjsho7G00tMz8tX850p6llAohdZl7nOh7qkKvRxXUOsImi\n", "nCL98twvJUm1TSMkSkb4hT4xPlE5U3LU1NUkr7w60nDE+NvynOVhrjHsZPqU6UqMS1Svp1dt3W3q\n", "6u3SlMQp43oNv6lfTL2BXVlx7hyiW2Nno8oqy0wt80D5gZB8gaA9ABiLaL7OAbHMCp/zhTmFxnZd\n", "c50k/zUfRpp6I/Uv6Do4ReebW98Yx1fkrBjx8dHICucnlKwYT5wjTvlp+fq241tJ0nfff6eFDy8c\n", "03ONNUpGGQEVC5h6AwAAAAAhsihzkSYnTJbUn3Rt7mrW9dvXjb8/KFEy1LTkaX5TKYCx8F3XZrzT\n", "byTWKJFIlMQEK86dAyKF9gAAgH1Z4XM+IS7Bb0HNuuY6vxElgX6hHylR4kxy2uaON5I1zk8oWTWe\n", "/Kn5xvZ4ppG6XC5193XrVs8tSVK8I17TJk8Lef2iAYkSAAAAAAgh3+k3nzd9rpau0RfHHClRMi9l\n", "XugrB9vzHVHy++9/P67n3rhzw9jOTslWnCM2UwaxGXWMseLcOSBSaA8AANiXVT7nfdcVOdxwWPc8\n", "9yRJqYmpARfW9L1F8KAfFf0oPBWMEKucn1CxajzBTr1Zu3at3+inWF3IVZrAYlsNV74AABKzSURB\n", "VK53797Vu+++q5deekl5ecOznwAAAADCq76+XhcuXJDH49Hq1auVn98/5L6pqUnV1dWKj4/XunXr\n", "lJubG+GaxhbfWwRfaLtgbOemBj4PI40o4Y43CIZfouT7sSVKLrVfUsOtBnX3dRvHYnUhV2kCI0pq\n", "amr07LPPhrIuCBOrzp0DIoH2AACwk5s3b6q8vFxbt27VV199ZRw/ffq0tm3bpp/+9Kf67LPPIlhD\n", "c1nlc35m2kxlTc4adnzbom0BnzM0UZKXmqdLX1wKed0iySrnJ1SsGs/MqfcTJUPXKOnp69E/fvqP\n", "+rtTf6eevh5J/dNznvn1M3rh4Av68+o/Nx7LiJJxam9vV0pKipKTk0NdHwAAAABjVFxcPOLxlJQU\n", "YzspKcms6mCAw+HQc3Oe03/W/6ckqTi/WG+sekNrZqwJ+Jyhd8PxXecEGI+81Dw55JBXXjV1Neme\n", "+56S4vuvA5WXKvX26bclSUnxSXpj1Rv69e9+ra7eLknS9/e+N16HESXj5HK5LDsfC8NxroD7aA8A\n", "ADs6duyYVq5caex7vV5jOzExMRJViggrfc7/Q/E/6Bcbf6GP/u9H2le+74FJEkmalDDJbxRKYU6h\n", "peIJBeIxR1J8kpF488qrq51Xjb99feNrY/v9c+/L4/Vo36V9I75OrN4aWApyRElzc7MOHDiglpYW\n", "OZ3OB65R4ptUGRyaxD77dt6XUxFhdrxm8/R5VFVfpfT0dElSR0eHJIVt//s797PpZunr67N1ebAP\n", "s987Zrf/jo4OORIjdztOq3yexdq+7wgMK2ptbVVFRYXfsdLSUhUUFKimpkbz5s1TZmam8Te3221s\n", "j3Z7Wfrr4dlPSUxRXmueelp7pIGlSUZ7foYjQzfUf9eR5TnLLRUP+9G1P3PqTF3vui6pf0HX2Rmz\n", "5XK59NXl+1P0Gjsb9Vf7/krn285LkhIcCfJ4PfLII0nqbOyUqzN6rw8T4fD6ppvH6dy5c8rIyAiY\n", "KKmurlZhIUPGIs33ww/h52p0qayyzNQyD5Qf0Np8885xJGLctWmXtldtt215kSiTGO1RJjHap0yz\n", "r+XwV1dXp/Xr10e6GuN24sQJZWVlaeHChX7HP/jgA23ZskVer1eHDh3S888/P+Lz7dZfj/Z+796L\n", "e/V69etalbtK/1X2X/rtqd9GdTxDRfv5GcrK8fzxh3+svRf3SpL+ecM/G+vjlOwu0enrp43HJccn\n", "q9vdv4DrkxlP6rWnXtPfnvxbzX1ornY+t1MJcQnmVz5EJnJdDzrqtrY2uVyuUUeUAAAAAAi95uZm\n", "nTx5UgsXLtT58+fV2dmp7dv7E3yrVq3Sr371K3m9Xm3YsCHCNcVY/Xj+j/WjuT+K6i+nsIZAd765\n", "dvua3+MGkySStPahtdo4e6M2zt4Y/gpaXNAtcNq0aXrllVdCWReEiVWznAAAAAheTk6O3nzzzRH/\n", "lpeXpxdeeMHkGkWeHfq9vkkSO8Tji3jM43vnm+86+xMlHq9HTV1NIz4+JSFFr5W8ZkrdokHQtwcG\n", "AAAAAADWk5+Wb2wPjii5ceeG+jwjrzP27OxnlZJo7bWazESiJAYYi4wCAAAANma3fi/xWJuV4ymY\n", "WmBsD44o8Z12k5OSI4fuL/S8ed5mS8djNhIlAAAAAADYiO+Ikqu3r8rtcfslSpZmL9XWBVslSbPT\n", "Z2uDk7WMfLFKUAyw8tw5AAAAIFTs1u8lHmuzcjxTEqfo4eSHdbP7pvo8fWrqatL129eNv+el5umt\n", "4rf0h4v+UIuzFmtywmRLx2M2RpQAAAAAAGAzQxd09R1RkjslV5MSJumpmU/poeSHIlE9SyNREgOY\n", "awYAAIBYYLd+L/FYm9Xj8b1FcMOtBr9ESV5q3rDHWz0eM5EoAQAAAADAZhZlLjK2v7rxla53+U+9\n", "QWCsURIDmGsGAACAWGC3fi/xWJvV43ks6zFj+6sbX+nGnRvGfm5q7rDHWz0eM5EoAQAAAADAZpZm\n", "LzW2v77xtTxej7E/I3VGJKoUNZh6EwOYawYAAIBYYLd+L/FYm9XjyZ2Sq8zJmZKk2723dafvjiQp\n", "NTFVaUlpwx5v9XjMRKIEAAAAAACbcTgcWpq1dNjx3NRcORyOCNQoegQ99aa+vl4XLlyQx+PR6tWr\n", "lZ+fH8p6IYSYawYAAGBPgfrkBw8elNvtliQ98sgjWrJkSSSraRq79XuJx9qiIZ6lWUv18e8/9jsW\n", "aCHXaIjHLEEnSm7evKny8nJJ0uHDh0mUAAAAACYL1CdPTk7WD37wg0hWDYAF+K5TMog73owu6Kk3\n", "xcXFoawHwoi5ZgAAAPYUqE/udrtVWVmpvXv3qq6uzuRaRY7d+r3EY23REM+IU2+mDL/jjRQd8Zhl\n", "wne9OXbsmFauXBmKugAAAAAIwtA+eUlJibF95MiRSFQJgAU4051KS0pT571O4xgjSkY3oURJTU2N\n", "5s2bp8zMzICPcblcxlynwQwV++zbeV9ORYTZ8Zqtr6/P1uVFosxIxAh7iIX3aiTKTIhLkKvRpY6O\n", "DklSenq6JIVtvyC7QB09HaaVl56ervy0fDWebZQU+c/rofspKSmystbWVlVUVPgdKy0tVUFBwah9\n", "8sTExAe+tp3668Rj7X3iicz+kswlOnXtlFHnwURJtMZjxvcVh9fr9QbzxBMnTigrK0sLFy4M+Jjq\n", "6moVFhYGXTkgGrkaXSqrLDO1zAPlB7Q237wERiRi3LVpl7ZXbbdteZEokxjtUSYxUma0lCeZ/3k1\n", "HnV1dVq/fn2kqzFugfrkV65c0axZsyRJhw4dUmlp6YjPp78O2N9ffvKX+sWZXxj7v/npb/RY9mMR\n", "rJE5JnJdD2qNkpaWFp08eVLnz5/Xvn37tGvXrqAKhzmMkQ4AAACwjebm5oB98itXrmj37t3avXu3\n", "FixYEMFamstu/V7isbZoiWfoOiWBpt5ESzxmSAjmSdnZ2XrzzTdDXRcAAAAAY5STkxOwT86NFwAM\n", "8r3zTVJckh6e/HAEaxMdgr7rDaJHpNaUAAAAAMxkt34v8VhbtMSz4KEFWvTwIknS+lnrFecYOQ0Q\n", "LfGYIagRJQAAAAAAwPri4+J16MeHVNtcqydnPBnp6kQFRpTEAOaaAQAAIBbYrd9LPNYWTfFkJGdo\n", "/az1Sk5IDviYaIon3EiUAAAAAAAADCBREgOYawYAAIBYYLd+L/FYG/HYF2uUWMjFtov67bXfmlZe\n", "QVqB/mDWH5hWniRd7risxs5GU8tMn5Sujp4O08rr7us2rSwAAAAAQGiRKLGQa7ev6S8+/gvTyiuZ\n", "XWJ6oqSxs1FllWWmlrlr0y5tr9puankAAAAwn8vlstWv4sRjbcRjX0y9AQAAAAAAGECiBAAAAIAt\n", "2O3XcOKxNuKxLxIlAAAAAAAAA0iUAAAAALAFl8sV6SqEFPFYG/HYV1CLuTY1Nam6ulrx8fFat26d\n", "cnNzQ10vAAAAAKM4deqUmpubJUkFBQVasWKFJPrrADARQSVKTp8+rW3btkmS9u3bp82bN4e0UgAA\n", "AABG98QTTxjbR48eNbZjtb9utzUWiMfaiMe+gpp6k5KSYmwnJSWFrDIAAAAAxufy5ct65513NHfu\n", "XOMY/XUACF5QI0q8Xq+xnZiYGLLKxLrpU6br75/6+5C/7r2ee0qaNPwDcnb67JCXBQAAAHM5nU69\n", "+uqr2r9/v+bMmSMpdvvrLpfLVr+KE4+1EY99Oby+V9Ex+vDDD1VSUiJJOn78uDZs2DDi42pra3Xr\n", "1q2J1RAAAAAIs4yMDGN9DytqbW1VRUWF37HS0lIVFBQY+4cPH9YPf/hDSfTXAWAi1/WgRpTcvXtX\n", "Un+menB7JFb+sAEAAACiRWZmpnbs2DHseFtbm6ZNmybJfxQJ/XUACF5QI0quXbummpoaeb1ebdiw\n", "QdnZ2eGoGwAAAIAHOHjwoHp6eiRJRUVFcjqdkuivA8BEBJUoAQAAAAAAsKOg7noDAAAAAABgRyRK\n", "AAAAAAAABpAoARAzPB6P3G53pKsR8zgPAAAAkWG3fli44gnqrjejOXXqlJqbmyVJBQUFxmraTU1N\n", "qq6uVnx8vNatW6fc3NxwFI8B9fX1unDhgjwej1avXq38/HxJ/Yt+Db6ZHnnkES1ZsiSS1bS9QOeB\n", "9mCuDz/8UA0NDdq8ebPy8vKM47QHcwU6D7SHyKENRA7ve2uI1TZgl/ffSP2saI7t7t27evfdd/XS\n", "Sy8Zn5PRHI8kNTQ0qLa2VpMmTVJJSYna2tqiMp5vv/1WtbW18ng8WrNmjWbOnBl152akfligGKIh\n", "tpHiCdl3L2+YffTRR8b2/v37je0PPvgg3EXHvJqaGmO7qqrK2D569GgkqhOzAp0H2oP56uvrvVev\n", "XvU7Rnsw30jngfYQObSByOF9bw2x2gbs8v4bqZ8VzbEdOXLEW1tb6/c5Gc3xtLe3e10ul9+xaI3n\n", "8OHDxnY0v9eG9sMCxRAtsQ2NJ1TfvcIyokSSLl++rL1792rLli3GsZSUFGM7KSkpXEVjQHFx8YjH\n", "3W63Kisr5fV6NXv2bBUWFppcs9gS6DzQHqyB9mANtIfIoQ1EDu97a4jVNmCX999I/axoja29vV0p\n", "KSlKTk72Ox6t8UjSmTNnlJGRocrKSi1evFjz58+P2njcbrc8Ho+8Xq+8AzeOjdZYfAWKIVpjC9V3\n", "r7AlSpxOp1599VXt379fc+bMkSTjDSVJiYmJ4SoaQxw7dkwrV6409ktKSoztI0eORKJKMWnoeaA9\n", "WAPtwRpoD5FDG4gc3vfWEKttwG7vP99+VrTG5nK5tGnTJp0/f97veLTGI0ktLS2SpPLyclVVVWnu\n", "3LlRG8/ixYv19ttvS5K2b98uKbrPzaBAMUR7bBP97jWhRElra6sqKir8jpWWlqqgoECSlJycrLS0\n", "NONvvousOByOiRQNHw86DzU1NZo3b54yMzNHfG40vumtarzngfYQHqNdlx6E9hA64z0PtIfwG8s5\n", "oQ2Yi/e99cRSG7DT+29oPytaY2tubtaBAwfU0tIip9NprLkQrfEMGvyFf8aMGWpra4vaeL788ku9\n", "8cYb8ng8OnTokMrKyqI2Fl+BYojm2ELx3WtCiZLMzEzt2LFj2PG2tjZNmzZNkn/m5u7du8axwW1M\n", "XKDzcOLECeXk5MjpdPodv3LlimbNmiVJ6u7uNqOKMWG854H2EB6BzkMgtIfwGO95oD2EX6BzQhuI\n", "HN731hCrbcAu77+R+lnRGtvLL78sSTp37pwyMjKM49EajyTNnz9fDQ0Nmjt3rtrb2/Xoo49GbTyD\n", "0zXi4uKMpGq0xuIrUAzRGluovns5vL6ZjBA5ePCgenp6JElFRUVGJa9du6aamhp5vV5t2LBB2dnZ\n", "oS4aA5qbm/Xee+9p4cKFkqTOzk5jiNgnn3xi3JVo2bJlmjdvXsTqaXcPOg+0B3MdP35cDQ0NSk5O\n", "ltPpNH7doD2YK9B5oD1EDm0gcnjfW0OstgE7vP9aWlq0c+fOYf2saI6tra1Ne/bskdPp1MaNGyVF\n", "/7nas2eP4uPjlZWVpbVr10ZtPOfPn9e5c+ckSY8++qgWLFgQdbGM1A8LFEM0xDY0noULF454TZDG\n", "H09YEiUAAAAAAADRKC7SFQAAAAAAALAKEiUAAAAAAAADSJQAAAAAAAAMIFECAAAAAAAwgEQJAAAA\n", "AADAABIlAAAAAAAAA0iUAAAAAADG7PPPP9fPf/7zkL9uW1ubTp06FfLXBcaLRAkAAAAAYMyKioqU\n", "mZkZ8tft6+vTvXv3Qv66wHglRLoCAAAAAIDo4vF4tH//frndbnk8HmVmZurpp59WW1ubjh49qsmT\n", "J8vtdisvL0+rV682nrN3714lJCTI6/UqNTVVGzdulCS1tLTo2LFjam5u1q1btyRJa9asUU5OTsRi\n", "ROxyeL1eb6QrAQAAAACIHm+99ZZefvllY2TJZ599pvT0dH366afatm2bEhMTJUmnTp1SXl6enE7n\n", "sNeoqKjQT37yE2P/xo0bqq+v19NPP21GCEBAjCgBAAAAAIzLjBkz/KbfLF++XEePHlVTU5OqqqqM\n", "4x6PRwkJCXI6nerp6dHRo0fldrsVFxenb775JhJVB0ZFogQAAAAAMC5Xr15Va2urkSw5c+aM5s+f\n", "r3v37mnTpk3GiBKpf+0RSTp8+LDWr1+vqVOnSpK6urr8XjM+Pl5ut9ukCIDAmHoDAAAAABizzz//\n", "XC6XS3l5eUpOTlZvb6+ysrJUXFysrq4uHTt2THFx/fcN6erq0qpVqzRnzhzV19fr3LlzSkxMVF9f\n", "ny5duqTly5erpKTEeO3BNUzi4uLU29ursrIyJSTw+z7MRaIEAAAAAABgALcHBgAAAAAAGECiBAAA\n", "AAAAYACJEgAAAAAAgAEkSgAAAAAAAAaQKAEAAAAAABhAogQAAAAAAGAAiRIAAAAAAIAB/wuGDrGi\n", "rO2E2gAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "100%\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABEoAAAGcCAYAAADOGUV1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8E2X+B/DPJL3pTSm0FCgUuRTlEEEpiHJYRbAoiwK6\n", "3iuieOC6qysrouKxnuxPxGsP3VWUFURAAbkEyq1FOSpHKVeBnvS+mzy/P0KSmWSSJm2nOfi8Xy9e\n", "r2Qyk3nmyUzJfPN9vo8khBAgIiIiIiIiIiLoPN0AIiIiIiIiIiJvwUAJEREREREREdEFDJQQERER\n", "EREREV3AQAkRERERERER0QUMlBARERERERERXcBACRERUTMUFhaiuLjY080gIvI7QggcOXLE080g\n", "oosYAyVE1Kree+899OzZE9HR0bjyyivx/fffO12/uroazz//PHr27InIyEhceuml+PDDD5vcz4kT\n", "J3DLLbcgNjYWnTp1wsMPP4zy8vLWOgyfM2rUKNx7772ebobfy8/Px6JFizB69GgkJibi559/9nST\n", "WtXq1asxbNgwxMXFISEhAX369MHo0aNx9uxZh9u4eu7t3bsXHTt2RExMDKKionD11Ve3ZtN93rx5\n", "8xATEwO9Xo/6+npPN8cvufv/E7Uto9GIzZs3Y9asWejSpQvuvvtul7fdtGkThgwZgujoaKSkpODN\n", "N990uO4LL7yAdu3aISYmxu4f/zYRkRkDJUQ+wGg0om/fvoiIiEBwcLDlP/TY2Fh06NABU6dOxfHj\n", "xz3dTLz55ptYsmQJNmzYgNLSUixatAiPPvoofvjhB9X1a2pqMGrUKFRVVWHbtm0oLy/H119/jWXL\n", "luHxxx93uJ+SkhJcf/31mDBhAoqKinDs2DGEh4fj5ptv1urQvJ4kSZAkydPN8Gv79u3DkCFDcPDg\n", "QcyZMwdTp06FEMLTzWo1GRkZePrpp/HBBx+gqKgI586dw549e/D++++jU6dODrdz9dwbOHAg8vPz\n", "UVJSgn379rncrsLCQkyaNMnl9X3V3LlzUVJSgq5du3q6Kc3i7Z+Tu/8/+YK8vDw88sgj6Nq1K9q3\n", "b4/LL78cb731FmpraxXrqX2HSEtLs7z+3HPPITIyEjqdDt26dUNlZWVbHwoA4K677sLcuXPRt29f\n", "fP311y5vt337dtx777145513UFpaii1btmDt2rWYM2eO6vp6vR4LFixASUmJ3b8tW7agXbt2rXVI\n", "ROTLBBH5jB9//FFMnTpVsayiokIsWrRIdOvWTWRnZ3uoZULk5eWJuLg4UVRUpFi+detWMWjQINVt\n", "Xn75ZfHkk0/aLa+vrxcDBgwQu3btUt3u8ccfF88884zd8tGjR4sVK1Y0o/W+7/Tp0yIvL8/Tzbio\n", "3HPPPWLNmjWebkarefzxx8VXX33l9nbNOfeOHz8uhg0b5tK6J06ccHldf5CcnCzq6uo83Qy3efPn\n", "1Jz/n7xdZmam6NGjh3j33XdFWVmZEEKIU6dOiSeeeEJcffXVori42G4bte8QQghRU1Mj0tPTxRNP\n", "PKF5u13lzt+IK664wu5vcWlpqUhMTBQFBQWq7+3ob9arr74qXnvtNfcbTER+hxklRD5ECGH3C3Z4\n", "eDhmzJiBuXPn4umnn/ZQy4CvvvoKkyZNQvv27RXLU1NTIYTAL7/8orrdX/7yF7tlgYGBmDp1Ktat\n", "W2f3mhACixcvxiOPPGL32mOPPYZ//OMfzTwC35aUlISOHTt6uhnkw8rKyhAVFeX2dlqfe7Z/88g7\n", "efPn1Nz/n7zV+fPnMXnyZHz22Wd4/PHHERkZCQDo0qUL3nnnHUycOBEPPvig3XZq3yHKy8uRlpaG\n", "wYMH45133mmT9remffv2obq6GjfccINieVRUFG6//XZ8/vnndtskJyc7/Ju1atUqTJgwQZO2EpFv\n", "YaCEyE9Mnz4dW7Zs8dj+9+zZo0jllRs7diy2bdtmt/y5555DXFyc6jY1NTWIjY21W37s2DHEx8cj\n", "KSnJ7rXrrrsOO3fudLPlnrN8+XJER0dj0KBBmDdvHnr06IG4uDg8//zzlhosMTExGDp0KHJycuy2\n", "X7JkCWJjYxETE4OIiAiXa5Ts3LkTt912Gzp37oy4uDhceumleP755zFjxgzs3btXdZvTp09j1qxZ\n", "SElJQWxsLFJSUnDvvfdiwYIFWLBggeo2paWleOaZZ9C7d29ERUWhQ4cOSE9Pb/IzWrx4Ma699lrE\n", "x8ejY8eOGDp0KP71r39hzJgxTrerq6vDddddh5CQEDz77LMu9cXFrqioCF27dkVMTAy++OILTJ48\n", "WTFev1evXjAYDHbbNffcc8e2bdvQoUMHXHHFFfjpp5/sagkkJibi2LFjqtu6e+5VVlaie/fuihoh\n", "BoMBCxYsQJ8+fdC+fXvce++9qkMS1q1bhxtuuAHt27dHVFQULrvsMrz88suoqalxeGyHDx/GnXfe\n", "ic6dO6NDhw4YOXIkVq1a1byOasJ3332H66+/HnFxcWjfvj2uueYa1ZvHgwcPIj4+HqGhoXZ1otLT\n", "0xETE4Pg4GCsXbtW8VpLPiezpUuXIjIyEikpKU2u2xzN+f/Jm7311luYPn06hg8frvr6M888g9zc\n", "3CaPq6CgAKNHj8bUqVMdDlOR0/pzao7du3e32mdbWFiI/Px89OvXr7WaR0Q+jIESIj8hhEBgYKDH\n", "9l9YWOhwbH1ycjIKCgpcfq+ioiJ8/vnnqr/qONtPREQEAO/+ZVMuPT0dv/76K3755Rds27YNu3bt\n", "wm+//YYvvvgCAwYMQFpaGs6fP4+nn34aM2bMsNt+ypQpOH/+PEpKSlwez71jxw7cfvvtuPvuu3H8\n", "+HEUFRVh27Zt6NixIz799FOUlJTYbVNeXo7U1FSkpKTg559/xvnz5/Hbb79h8uTJeOedd1Rnfjlz\n", "5gyGDx+OgIAAbNiwAWVlZcjJycGdd96J++67D//6179U2/fGG29g4cKFeOutt5CXl4f8/Hx89dVX\n", "yMzMxMaNG2E0Gh0e2/79+7F582bU19dj4cKFLvXHxS4uLg6nTp1CSUkJpk2bhqVLlyrG6x85cgR6\n", "vd5uu+ace+4aPnw4CgsLsW/fPlx55ZV2tQTOnj2LlJQUu+2ac+6Fh4fj+PHjlhoheXl5uP7667F1\n", "61asXLkS+fn5uPzyy5GZmanY7tVXX8Vzzz2HP/7xjzhz5gzKysqwbNkynD17FqmpqSgrK7Pb15Yt\n", "W3DTTTdh/PjxOH78OAoLC7Fw4UIsXLgQr7zySut1IIA5c+bgpZdewrx581BUVITi4mK89957+Oyz\n", "z3D//fcr1r300ktRUFCAZ555xu59li9fbjlHbOvRNPdzkvvXv/6FyspKHD9+HN9++23LD9xGa/7/\n", "5A2WLFmimlUpN2vWLHzxxRcOXz9x4gSuv/56PP3003jooYdc2q/Wn1NzFBUVoUuXLqqvdevWza3P\n", "9vvvv8f48eNbq2lE5OMCPN0AImodCxcuxNixYz22/7q6Okv6r62wsDCXZ3GorKxEeno6XnzxRdWs\n", "EWf7AYDQ0FA0NDQgKCjItYZ7mBAC3bp1w4oVKxASEgIA+N3vfgcAePjhhwEAkydPxqxZs5p8H1es\n", "W7cOjz/+OCZOnGhZFh0djUceeQRnz55FQkKC3TZ79+7FFVdcgSeeeMKyLCgoCOPHj0d9fb3qbEN3\n", "3nknXnnlFdxyyy2WZREREZg8eTJGjRqFa6+9FsOHD0evXr0U261evRr/93//h4EDB1qWJScn4//+\n", "7/+Qm5sLnc5xfP/yyy/HqFGjsH37dsycOdOl/iCl5gQZtQ5Muvv+zT335PsbOXIknnzySUVR6Sef\n", "fFKx3qZNm/Ddd99hy5YtlmsXAHr16oX3338f7777Lh577DF8+umnlteqq6vx4IMPYuXKlYpfrfv3\n", "72+5STtz5oxbx+vIt99+i02bNmHr1q2KIPqgQYOwZs0aTJ48GQsXLmzyhtuWo8+jJefBfffdh61b\n", "t6J9+/aKz621tNb/T96gsrISQogmh7uNGDHC4QxyBw4cwA033IDbbrsNU6ZMcXnfWn9OzVFXV+ew\n", "2LS7n+3KlSst/+8SETGjhMjHnTx50jJTxeuvv+7p5rRIZWUlxo8fj2nTpuGOO+7waFsyMjJUpw6U\n", "/1MbGtQcnTp1UtxohYSEIDk52a33cHXGm9GjR+Of//wntm/fbjekYv78+ejbt6/dNgMHDkRWVha+\n", "/PJLVFdXK16bNGmS3RSO+/fvhxDC4RfpuLg4PPXUU/jnP/9p99q4cePw0ksv4ejRo3avffPNN06P\n", "LSgoCBs3bkRtbS1ee+01p+t6s7Y891qDN8221JJzz0ySJPz97393OvMWYJpq9uWXX1Zcu3KPPfYY\n", "duzYgYqKCsuypUuXYvz48aqp/ZIk4e2330ZjY6PT/brqnXfewd///nfVTENJkrBw4UKvqUlx6623\n", "WjJ/mso+8WY333xzk9fu3/72txbto6ysDDExMU2uFxsbi8LCQsUySZJw8OBB3HLLLXj55Zdx5MgR\n", "jBs3TnGOOuMvn5Oa+vp67Ny5E9dee62nm0JEXoIZJUQ+ZtmyZYovSTExMfjd736Hn3/+2TL0xBOC\n", "goLsbqLNysrKEBwc7HT7kpIS3HTTTZg2bZrTbICgoCCnY//Ly8tbJZskNTVVdRiKrxs+fDgWLFiA\n", "t956CwcPHkRQUBB69OiB4cOH44EHHlD9Ah4ZGYk1a9bg9ddfx/z582EwGNC5c2cMHjwY9913n90v\n", "8wcPHsSuXbucfpkXQmD06NF2y5955hl88MEHmDFjBk6fPo3IyEj07t0bN9xwA6ZNm4aAAP//b8tf\n", "z7220JJzT85RzQPbfTU1HW5jYyOys7MtGVKZmZkYOXKkw/XN9VBaw+HDhzF48GCHr5sDtOfPn/eq\n", "wJsWWvr/k6u0qjMjFxUV5dLfh+LiYnTo0EGxTAiBgoICrFu3Dv3798e9996Ll156CXfccQe+++47\n", "rZqsKWffCdz5bH/88UfLkD0iIoCBEiKfc+utt2Lx4sWeboadjh074vjx4xgwYIDda6dOnXL661NB\n", "QQHGjRuHP/zhD00OmTDvR01lZaVqPQVSGj16tOVGsaGhAVlZWVixYgWGDBmC7777Dr1797bbpmfP\n", "nvj4448tz7Ozs7Fp0ybccsstePHFFy3DhQBTuvPYsWOxYsWKZrVvxowZlpos5eXl+PXXX/Hpp5/i\n", "/fffx48//ujwF3yilp577u5r48aNimFirvC2GkrelBGklZb8/+RtwsPDodPpUFBQgPj4eIfrbd26\n", "VfXcvO6669C/f3/L87/+9a+YPHkyFi9ejKlTp2rSZi117NgRv/76q+prp0+fdtpHcitXruRsN0Sk\n", "wKE3RNQqUlNTVafzBYAffvgBV155peprp0+fxqhRozBr1iyX6kr06NEDJSUlyMvLs3ttzZo1GDJk\n", "iHsN9xPNvfkKDAzEFVdcgb/+9a949dVXMX/+fJe269mzJx588EFs2rQJf/7znxWvDRs2DFu2bFEt\n", "ZOmuyMhIjBgxAp988gkGDx7stDgheYY33fi35rnXlBEjRmDp0qVubXPllVc6nZ0sKytLtThyc/Tu\n", "3Rt79uxx+PqZM2dQW1trl33jj4GT5v7/5K2mTJnitGC1EAILFy50OfDhzt9+b5Oamor169ervubO\n", "d4LVq1fjpptuas2mEZGPY6CEyIe05AvssmXLEBkZiR49eiA7O7sVW2UyZcoUy8wIcj/++CMaGxtV\n", "v6xkZ2dj9OjReP755+1mYHBEkiRMnz4d77//vt1rCxcuxO9///vmHYCHOPpM3f2sXV1/wIABDm9s\n", "JUlCbW2t3fIpU6bg8OHDDt/TNu05Pj4ed955Jx544AGH21RVVeGnn35SLPvll1+cfn6O2mdmnh44\n", "ODjYLnijFX+7qWzO8Wi9TUxMjMvBg+aee80xe/ZsLFq0yG4mHLmffvpJMeTj1ltvxerVq5GVlWW3\n", "rtFoxFNPPdVq59Ts2bPxxBNPqBazNBqNePTRRzF79my71zp16qQaiM7NzcXOnTsdts+dz8mWN/7/\n", "5M2eeuop/Pe//8XmzZtVX3/zzTeRlJSEq6++WrHc0Wd3ySWXICUlBRs2bHC6X60/JzlXr4NevXoh\n", "MjISGzduVCwvLS3F//73P5eCRfv370diYqLfD0EjIvcwUELkQ1ryy+0///lPVFZW4sSJE5qkpUdH\n", "R2PmzJm49dZbcfr0aQDAzp07cf/996v+8lVQUIAbb7wRCxYsUC3cumHDBoe/mD311FP47LPP8O9/\n", "/xsGgwGVlZWYPXs2AgICcPvtt7fugWmstWaQcHX9/fv3Y+rUqdi/f79lqt2ysjJ8+umnePzxx1Vv\n", "nAoKCjB9+nRs3LgRdXV1AIDa2lps2LABN954o2pQ4u2330ZVVRVuueUWZGZmWtp38uRJLFy4EAMG\n", "DMCOHTsU25SWluKrr77CvHnzkJubazmuM2fOYO7cuVizZg2mTZvm9Ng2b96MhoYGLFq0yKX+aAkh\n", "hFdlU7RUc49H622ioqKQnJyMF1980RJ0OH/+PJYvX4709HTMnTtXsX5zzr3mtK9bt27473//i1tu\n", "uQUffvghSktLAZiujc2bN+P3v/897rnnHkUgMTQ0FJ988gkmTJiAxYsXW66n/fv3W37N7tSpU6uc\n", "VxMnTsT111+PkSNHYuvWrZbrPTMzEzfeeCNiY2NVs/huuukm/Oc//8G+ffsAAHl5eXjnnXcwZMgQ\n", "lJeXO2ybu5+TnLf9/+TtYmJisHTpUtx999144403LAGg3NxczJ49G8uXL1cMlTRzdl7NmDEDH330\n", "kdP9av05yblzDbz22mu4//77Ldf16dOncdttt+HRRx9VnT3P1sqVKxUzwRERAQAEEXk9g8Egevfu\n", "LcLDw0VQUJCIjo4W0dHRokOHDiIzM9Ol91i6dKmIjIwU3bt3F9nZ2Zq19d133xUpKSkiKipKDBo0\n", "SKxdu1Z1vb1794rAwEDLsdj+a9eunXj22Wcd7ufo0aNi4sSJIiYmRnTo0EE8/PDDorKyUqvD0sSy\n", "ZctEVFSUCAgIEMnJyaKqqkoIIcQLL7wgwsLCxJNPPmlZt1OnTqJDhw5iz549Qggh1q9fL9q3b2/p\n", "L9tzIzo6WsycOdNun6NHjxarV68WaWlpIj4+XkRGRor4+Hhx6623ip9//lm1nXfccYfYvHmzuOuu\n", "u0SXLl1EdHS0iIqKEiNHjhRLlixxeHwGg0F89NFHYtiwYSI2NlbExMSIvn37ilmzZomDBw/arf/L\n", "L7+IJ554Qrz33nviqquuErGxsSI8PFwkJyeLmTNnivz8fKf9WVdXJ6677joRHBws/vznPztdtzl+\n", "/fVXER8fb+nfoKAgER4ebnk+YsSIVt+n1jZt2mQ5j2yPJzo6WkyfPt1um+ace9nZ2aJTp06W1yMj\n", "I+2u/7FjxzpsZ1FRkXjooYdEly5dRExMjOjatau4/fbbxbJly1TXd/fce/XVVy3t0Ov1dn+P3nzz\n", "TYdtO3r0qLjvvvtEUlKSiImJER07dhQ33HCD+OSTT0R9fb3qNocPHxbTp08XCQkJIjY2VgwcOFAs\n", "XLhQGAwGkZyc7LDvm2PlypXiuuuus/TDsGHDxH//+1+n23z33Xeib9++IioqSnTt2lU88MAD4uDB\n", "g+Kee+4R4eHhDvvD3c/JzNv+f/IVeXl5YubMmSIpKUnExsaK/v37izfffFPU1tYq1lP7DmF7vRkM\n", "BtG5c2cRHR0t3n33XdX9af05/f73v3f4NyI2NlasWrXK4bY//PCDGDJkiIiKihLJycni7bffdnm/\n", "d9xxh6bnHRH5JkkIP/o5jIiIiIiIiIioBTj0hoiIiIiIiIjoAgZKiIiIiIiIiIguYKCEiIiIiIiI\n", "iOgCBkqIiIiIiIiIiC5goISIiIiIiIiI6AIGSoiIiIiIiIiILmCghIiIiIiIiIjoAgZKiIiIiIiI\n", "iIguYKCEiIiIiIiIiOgCBkqIiIiIiIiIiC7Qv/DCCy94uhFERGSyYsUKPProo7j88svx97//Hdu3\n", "b0dISAgaGxvxzjvvYNeuXVi/fj0aGxvRo0cPVFZWYsKECdDr9ejfvz8AYMOGDZg5cyZSU1MRHR3t\n", "4SMiIiKiiwG/w5A/CfB0A4iIyGrixInYu3cvtm/fjldeeUXx2rx58yyPX3jhBYwZMwbh4eGYNm0a\n", "RowYga1btyI7Oxv33nsvdu/ejeTk5DZuPREREV2s+B2G/AkDJUREXmjmzJmK5ydOnMDnn3+OgIAA\n", "BAQE4Ny5c5bXrrnmGuzYsQNZWVkAgOPHj6NHjx5t2l4iIiIigN9hyD8wUEJE5APef/99vPLKKwgI\n", "MP3ZnjNnjuW1Sy65BJ999hlCQkLQu3dvfPzxx5gxY4anmkpERERkwe8w5IskIYTwdCOIiMhkwYIF\n", "WLVqFcaMGQMAGDduHAYOHIhPPvkEhYWFkCQJdXV12LNnDx566CFMmDABAHDHHXfgT3/6E/r164er\n", "rroK+/bt8+RhEBFRGzMajRBCQK/Xe7opdJHidxjyJ00GSg4ePIjDhw/DaDRi2LBhSEpKQl5eHjZs\n", "2AC9Xo9rr70WCQkJbdVeIiIiIiKSWbNmDXJycpCeno7ExEQAwMqVK2EwGAAAKSkplmKZRETUtCaH\n", "3hQXF+PWW28FAHz//fdISkrC7t27MX36dADA8uXLkZ6erm0riYiIiIhIVVpamqXGg1lISAjGjh3r\n", "oRYREfm2JgMlI0eOtFsWFhZmeRwUFNS6LSIiIiIiohYxGAxYtmwZhBDo3r07Bg0a5OkmERH5DJeL\n", "ua5btw5XXXUVAEA+WicwMLD1W0VERERERM2WlpZmebx69WoPtoSIyPe4FCjZvHkzLrnkEsTFxQGA\n", "ZbwjAEiS5HC7H374gQWliIiIiMjrRUdHY/DgwZ5uhiaa+mGT39mJyB+15O96k4GSrVu3omPHjkhO\n", "TrYsq6mpAWDKLDE/VqPX65nmp4GMjAykpqZ6uhl+52Lv14wMPSZOjGzz/a5YUY7UVEPTK5LFxX6u\n", "aoX9qg32qzbYr60vMzPT001oVSdPnkS3bt0AALW1tU7X9bfv7P52ffB4vJs/HY8/HQvQsr/rTgMl\n", "BQUF2LZtG/r06YNDhw6hoqICd911F4YOHYrFixdDCGGZ/omIiIiIiNre+vXrkZOTg5CQECQnJ2Pk\n", "yJE4efIkdu/eDQAYMGCAh1tIRORbmpweuCU2bNjgV9FpIn/GjBIiIrqYZWZmYvTo0Z5uhkfwOzsR\n", "+aOW/F3XtXJbiIiIiIiIiIh8FgMlPigjI8PTTfBL7FfyFTxXtcF+1Qb7VRvsVyLH/O364PF4N386\n", "Hn86lpZioISIiIiIiIiI6AIGSnyQP1Ui9ibsV/IVPFe1wX7VBvtVG+xXIsf87frg8Xg3fzoefzqW\n", "lmKghIiIiIiIiIjoAgZKfBDHjmmD/Uq+gueqNtiv2mC/aoP9SuSYv10fPB7v5k/H40/H0lIMlBAR\n", "ERERERERXcBAiQ/i2DFtsF/JV/Bc1Qb7VRvsV22wX4kc87frg8fj3fzpeDx1LEIAhw/rUF/vkd2r\n", "YqCEiIiIiMjHGY1GGAwGTzeDiMht8+eH4OqrozBqVCS85c8YAyU+iGPHtMF+JV/Bc1Ub7FdtsF+1\n", "wX4luTVr1uCDDz5Afn6+ZVleXh4+//xzfPnllzh37pwHW9f2/O364PF4N386Hk8dy9KlQQCAQ4f0\n", "OHzYO0IUAZ5uABERERERNV9aWhqysrIUy3bv3o3p06cDAJYvX4709HRPNI2IqEnFxdbgSEmJDoDR\n", "c425wDvCNeQWfxoH503Yr+QreK5qg/2qDfarNtiv1JSwsDDL46CgIA+2pO352/XB4/Fu/nQ8njiW\n", "2lqgslKyPC8tlZys3XYYKCEiIiIi8jNCCMvjwMBAD7aEyL8JAbz3XjDmzQtFWZl33OT7kuJiZZ8x\n", "UELN5k/j4LwJ+5V8Bc9VbbBftcF+1Qb7lZoiL+wqSU3feMjPqYyMDJ9+vmjRIq9qD4/Hv4/nqafW\n", "4Pnnw7BgQQj+8Y9gj7enJc/Nj9ty/+vX/wq5vXtPtOr7N5ck5OHmVrZhwwYMGjRIq7e/aGVkZPhV\n", "ipe3uNj7NSNDj4kTI9t8vytWlCM11UvKW/uIi/1c1Qr7VRvsV22wX1tfZmYmRo8e7elmNFtWVhai\n", "o6ORmJgIAPjmm28wadIkCCGwatUqTJgwweG2/vad3d+uDx6Pd/vzn8/g448vAwDccUcd3n+/2sMt\n", "cp3RCGzfHoD4eCN69TJ65LPZtCkAt90WYXn+xz/W4C9/qW2V927J33UWc/VB/vSHxZuwX8lX8FzV\n", "BvtVG+xXbbBfSW79+vXIyclBSEgIkpOTMXLkSAwdOhSLFy+GEAJjxozxdBPblL9dHzwe75aQ0MPy\n", "uLraO4aNuOqLL4Lw2GPtIEkCu3eXe+SzsR164y3DlxgoISIiIiLyYWqBkMTEREydOtUDrSG6uFRV\n", "WW/sa2q84ybfVZs2meoXCSFh69YApKTUt3kbioqU1UBYo4SarTXGXJE99iv5Cp6r2mC/aoP9qg32\n", "K5Fj/nZ98Hi8W3b2WcvjmhoPNqQZSkqsQYmqKskjn419MVfvCFF4RyuIiIiIiIiIfExdnd7y2NeG\n", "3sizN+SZMW2puJgZJdRK/G1cn7dgv5Kv4LmqDfarNtiv2mC/Ejnmb9cHj8e7RUUlWB772tCb8+eV\n", "gRJvqFHCQAkRERERERGRD5Nnkfje0BtrOKCqyjNt8NZirgyU+CB/G9fnLdiv5Ct4rmqD/aoN9qs2\n", "2K9Ejvnb9cHj8W5nzpRaHvtSRklDA1BR4Q01SuyH3gjR5s2ww0AJERERERERUTP4ao0S2yEunqtR\n", "otxvfb2E2lqPNEWBgRIf5G/j+rwF+5V8Bc9VbbBftcF+1Qb7lcgxf7s+eDzeLTAwyvLYl4beyGe8\n", "AUzZJW392RiNyjopZt5Qp4SBEiIiIiIiIqJmkGeRNDZKaGjwYGPcYBso8URGSWmpBKPRRwMlRqMR\n", "BoOhLdpCLvK3cX3egv1KvoLnqjbYr9pgv2qD/UrkmL9dHzwe71ZSUqd47itZJaWlylCAJ2qU2A67\n", "MfOGgq6DfPdGAAAgAElEQVQBzl5cs2YNcnJykJ6ejsTERADAypUrLYGTlJQU9O/fX/tWEhERERGR\n", "W/i9nUh78holgCnDJDLSC6qRNsF2yIsnZr1xFCgxBXE8m6zhNFCSlpaGrKwsxbKQkBCMHTtW00aR\n", "c/42rs9bsF/JV/Bc1Qb7VRvsV22wX8kVF+v3dn+7Png83q2hIUjx3DTzjfcHStSG3rT1Z2M7442Z\n", "Nwy9cRooUWMwGLBs2TIIIdC9e3cMGjRIi3YREREREVEL8Hs7kbaMRvspgX1l6I1toKSysu2DE0VF\n", "jjJKfDBQkpaWZnm8evXqJtfPyMiwRKbMY574vGXPzcu8pT3+8nzRokXo37+/17SnrZ+XlZUDiISn\n", "ePr4fem57d8CT7fHX57v378fDz/8sNe0x1+e83zl+eorz8PCwuBv3PnenpHhP9/Z/e07HY/He5+r\n", "BUV27NiH8+dLvaJ9zp6XlCizzerqJPz44zYEBIg2a4+jjJJ9+04DiG+V/TWXJIRwmheUlZWF6Oho\n", "S40SufXr12PMmDEOt92wYQMj1xqQ/0dGredi79eMDD0mTmz7QMmKFeVITWXBaHdc7OeqVtiv2mC/\n", "aoP92voyMzMxevRoTzdDM86+t/vbd3Z/uz54PN6rqEhCr17RimXLl1dg5MhGD7XIdfff3w7ffKMc\n", "NvTFF6uRljaszdrw3HOhWLQoBADQsaMR+fmmwMlDD9Xi1VdbnprTkr/rbk8PfPLkScvj2traZu2U\n", "WsZf/rB4G/Yr+Qqeq9pgv2qD/aoN9iu54mL93u4r18fhwzpMndoOr74a4nQ9XzkeV/nT8cinBjaz\n", "HYrjrWyH3gBA//5Xt2kb5MVce/Sw/nDq9bPerF+/Hjk5OQgJCUFycjJGjhyJkydPYvfu3QCAAQMG\n", "tEkjiYiIiIjIPfze7t1efDEUa9cGYe1a4KabGnDFFcyw9TXV1a4t80ZqdUCqqtq2EK186E1KihE7\n", "dpgee32NErX0vJEjR2rWGHKNP6WreRP2K/kKnqvaYL9qg/2qDfYrueJi/d7uK9fHzz9bb8VOntQ5\n", "DJT4yvG4yp+Ox5czSmynBwaAbdt+Ra9ebTeNuDyjJCXFev57Q6DE7aE3RERERERE1HwFBRIKCqy3\n", "Yt5wY0juUwuK+EqgpKTEPhRQU+M0j6LVKQMlRsvj0lLPhyk83wJym79EYL0N+5V8Bc9VbbBftcF+\n", "1Qb7lcgxX7g+Dh7UK547q8ngC8fjDn86Hl8detPQAFRU2J9zPXpc3qbtkA+98bYaJQyUEBERERER\n", "tSF3AiXkvXx16I2jDKaqqrZrQ3W1tf8CAwW6dJFnlHi+Dxko8UHmuaGpdbFfyVfwXNUG+1Ub7Fdt\n", "sF+JHPOF6yMrSxkocXZj6AvH4w5/Oh5fDZSozXgDAL/8cqzN2iCvkRIXJxAeDuj1pkKyNTUS6ura\n", "rCmqGCghIiIiIiJqQ7YZJd5Qk8GbCQG8/XYI/vSnUNUipJ5SU+PaMm/jKFBSW9t2NUrkw25iY42Q\n", "JCA62jrjjqezrHhF+iB/GtfnTdiv5Ct4rmqD/aoN9qs22K9Ejnn79dHQABw+zBol7ti0KQAvvxyK\n", "Tz4JwbvvhrR6m3JzJfzjH8HIzXXv5tw0na6SWpaJt3EUmIuP79FmbSgqUmaUAMpAiaeH3zBQQkRE\n", "RERE1EaOHtWhvl55E+jpm0Jvd+iQNbD08896J2u6Twhg2rRwPP10GKZMiYAQTW9j5quz3jjKyqms\n", "bLu2yzNK2rc3dXpUFAMl1AL+NK7Pm7BfyVfwXNUG+1Ub7FdtsF+JHPP268O2PgngPKPE24/HXc05\n", "Hvk0skePtm6g5OxZCQcOmIacHDqkR0WF69uqB0paq2Ut4+w45ENvAgKswYns7Dwtm6Qg/0zbtzcV\n", "cpUHSjj0hoiIiIiIWl1eXh4+//xzfPnllzh37pynm0MXmG/K5Tx9U+jtiop0isetWafEtl6MPNOh\n", "KerTA3v+s/zjH0ORnByNOXNCVV+XB0o6d7bONlNb27pBKGfkGSPmITfKoTeeDVW0XbUWajX+Nk7R\n", "Wzjq1xMndG6PV2yppCSB5GRj0yvSRYl/A7TBftUG+1Ub7Fdyxe7duzF9+nQAwPLly5Genu7hFrUN\n", "ra+PL74Iwuuvh2DatHr8+c+1bm9ve2MOmG4ahQAkla+c/na9N+d45NkHgGn40tChhlZpz/79ylvi\n", "4mIJ3bu7tq03znpTVwf8+9/BEELCRx8FY968GuhtTjl5oCQpyYiTJ00rtGvXEUDbzBEsDw6aM0m8\n", "qUYJAyVETcjNlTBxYmSb7nPFinIkJ7fpLomIiMjPhIWFWR4HBQV5sCX+Zf78UJw7p8Mbb4TgwQfr\n", "EBvrRlELqA+9aWiQUF0NtGvXWq30L/KMEsA0/EYeKDEagW++CURkpMCYMY2qASdHDhxQfh7uZKuo\n", "B0pc37cWKislGI2mdjU2SigulhAfrzxHS0qs/dmli1GxbVuRB0qsGSXWthQVSVi5MhCJiUYMHtw6\n", "QTF3cOiND/K3cYregv1KvoLnqjbYr9pgv2qD/UquELKqlIGBgR5sSdty5fpoaAAMzbj3qqsDzp0z\n", "3UIZjRJOnXLvdqq4WLJsHxIiEBdnvTF0NPzG3673ltYoAezrlHz0UTAefDAct98ege3b3csFsA2U\n", "uDP0Rn16YM9mQtjOxFNYaH88thklZufOuVGgpYXUMkrkNUoWLAjB3XeHY9y4CBw50vZhCwZKiIiI\n", "iIj8kEEWCZCa+IldfvOakZHh08/379/v9PWvvtqLPn1C0b9/FE6d0rn1/oWFyn48c8a97eXDbvr2\n", "NSAmxn6ogbvH42vPm3M8eXnKqNauXaWWx1u3ZmDhQuvN/pdfnnH5/SsrgZwc5S3xTz+dcHl7tYyS\n", "kpJ6j/bv1q17Fe3ZtOmg3fq5udbhNbW1R2SPA9qsvfJAyenT+wAoh96YZ4YSQsLnnx9v9v6aSxLC\n", "nQmQ3LNhwwYMGjRIq7cnahMZGXqPDL1JTW3bFDNPHCfgmWMlIiKylZmZidGjR3u6Ga3qm2++waRJ\n", "kyCEwKpVqzBhwgTV9S627+zz54fgrbdMRS5nz67BnDmu1xnJzNRjzBjr96XXXqvGH/5Q5/L2//lP\n", "EB5/3DS+5vbb65CTo8eePaYMiO++q8DVVze6/F4Xi/p6oFOnGMWylBQD9uwpBwDs26fHqFHWz+Te\n", "e+vw1lsqVVZV7N6tR1qa8vvv44/XYu5c18bPjBsXgZ9+UmawxMYakZ1d5tL2WrA9pg8/rMLvflev\n", "WGfAgEicOmUK2n39dQUmT44AAHTtasAvv5S3STuHD4/Eb7+Z2rBlSzkuu8yAFSsCcc894XbrvvRS\n", "NR55xPXrzKwlf9dZo4SIiIiIyA8NHToUixcvhhACY8aM8XRzVBkMpiyN4mIdGhqAAQO0//Hk7Flr\n", "BsHhw+7N8lFQoMw+OHPGvQT9/Hzr+p06CZw/7z3ToXor22E3gGmyhbo6IDgY+PprZf2ds2dd70e1\n", "wrpq+3NEbdYbbxt6U1CglvViPQ/lQ29st9WS2tCb9u3VczjKy9u+Tzn0xgf52zhFb8F+JV/Bc1Ub\n", "7FdtsF+1wX4lVyQmJmLq1KmYNm0a4uPjPd0cVUeO6NCvXzRGjIjEQw+1TiXTpq4PebDjyBH3AiX5\n", "+cobNnnQxRV5edbtO3UyIirKepPqaJYPf7ve3T0etZohBoOE48d1MBqBZctsAyWufya2M94A7hVz\n", "VQuK1NRIMHpw8sqmapQ0NAAVFaZ1JEkgMdHa2IoKzQab2FEGSkxtGDq0EVdc0YigIIG+fQ2q67YV\n", "ZpQQ0UXHE1M+A5z2mYiIyJb8F2R3blBbQh7syMnRob4ecHVSINubzjNn3GuzPKOkY0cjoqOtzz09\n", "Haq3KipS75ejR/U4f15nFxgxF8t1xf799oEy2xl2nFGrUQIAtbWAbNKpNmU7c41tXR35eRYdLdCu\n", "HaDTCRiNEurr9WhsBAI0jhI0NFgDOjqdQPiF0TYBAcDGjRWoqABWrgzCrFmm4KknMkoYKPFB/jaX\n", "urdgv148PDHlM9B60z7zXNUG+1Ub7FdtsF/JX8in1j1/XoLBAOjdS/Kw09T1Ic8oMRgk5OTo0KeP\n", "az9k2A5jcHfojfwm3pRR0vTQG3+73t09HkdDYY4e1WPTJvv+LyqyDstxxmCApUaGXHOnB9brBQwG\n", "0/OaGglhYW2XnSHXVEaJfMabmBgBSTJNS11RYd1efl5qwXbYjU7WREkCIiOVM+Bw6A0REREREV00\n", "AgKA6GhTkEIISfOsCoPBPkPBneE38owQwBT4cGeaYdsaJfKbQWaUqJNneISEWPsrM1OPb7+1Tnut\n", "01lfy8tr+jY3J0dnCXSEhlq3dbVGiRDKGiXy7Ci1aYPbSlWV8rltRom8Lo85UBkebm17ZaV2bTNT\n", "q09iKzLSs/V7GCjxQf42TtFbsF/JV/Bc1Qb7VRvsV22wX8mfyG8w3Smk6Yiz66OoSILR2PxAiW0x\n", "18ZGSbVYphqjUTnsxzT0pumbQX+73t09Hnlga/Bg66xA338fZClKmpRkUBQCdqVOyYED1s/9qqsa\n", "IUmmz6K0VEKjzeRDf/tbCG68MQI7d1q3aWiAJYMkIEAobuwdDclpC+b6I2a256y8+O2IEQ0AgHbt\n", "rG1vi4KutsN/1DCjhIiIiIiILlq2w2+0ZHvTCJgKyrq+vX37XB1+U1wsobHRtH1UlBGhoXApUOJN\n", "srJ0OHasbW8h5cVchw1Tnz75+edrFEVJXZn5Rh4oGTiw0fJZCCEphqfk5Ojw2muh2LUrAC+/HGpZ\n", "Lg+GhIUJRVaKJ2e+sQ10FBVJEBeaVloqYe1aaxbOlCmmaYO1DpTs26fHlVdGIj09HLW1zCghjfjb\n", "OEVvwX4lX8FzVRvsV22wX7XBfiV/0r699QZXbYYTdzm7PmxnrQFallECOA+UHDumw6lTugv7Vg67\n", "AeDS0Btvud4//zwIqalRuPrqSOzd2/xCMu4ejzyjpF8/AyIjlfVknn66BpMnN9gESpo+jw4dsh5D\n", "v34Gh5lN5s8PAE6csG4jH3YTFgaEWmMoHh16Y1vMtaFBsgQavv02EPX1pscDBjSid29Tn8mH3mgR\n", "KPnnP4ORk6PHli2B+O67QJcCJcwoISIiIiKii5Y8o6Q1ht44oxboOHpU79J0rpWV6jeRjgIlW7cG\n", "YMiQKAwcGInMTD3OnVNODQwoM0pKS7331iw3V8Kzz5qmcWlslPDjj4FNbNF65IGSuDiByy6zDrG5\n", "4446PPNMLQC4HSiRB8h69zbazMBk3V5+ThYXW7MznGWUeHLojdo5as6EWrLEOuzmd7+rtzyWZ5TY\n", "BlpagzxT7PRpnUuBkogIZaBEqK+mGe+9Gskhfxun6C3Yr+QreK5qg/2qDfarNtiv5E/i4uSBkpbf\n", "nji7PtSGztTUSMjNbXq/trOHmDkKlKxZYwomCCFh+fIgm4wS+0CJt9YoEQJ44ol2ihvolhSedfd4\n", "5OdE+/ZG/PWvNRg0qBF/+EMt3n23GtKFpsgDJU1NEVxbCxw/blpHkgR69jTYZDZZj89cBwUA6uok\n", "y+ww8uE1oaFCMcuNFkNvhABWrgzEZ58FoaHB8Xq2xVwB07l76pQOO3aYzkm9XuC22+SBEufbt5Q8\n", "cJSXpwyUOKpREhhoDeAYjVKbFJmVa3J6YKPRCCEE9C2dp4uIiIiIiMhGbKz6DaoWbGetMfvtNz2+\n", "/DIIx47pMGdOLbp0sU8xURu2AzgOlMiDCYcP6xU1Fzp2NA+9se7HW2uULF4chI0blRkk8hoeWrPN\n", "KOnXz4j16yvs1ktIsPZvUxklx47pLUV9k5NN9WIcZTbZnpPFxTpERhoVAYXmDL05fVqHigqgXz/X\n", "pqbeti0Ad98dDsCU9TFzZp3qemoZIQUFEnbtsmaTjBrViPh46/FqnVFSW2t9nJ+vU/SVs6mIIyOF\n", "JUOmrExSZJlozWmgZM2aNcjJyUF6ejoSExMBAHl5ediwYQP0ej2uvfZaJCQktElDycpbxin6G/Yr\n", "+Qqeq9pgv2qD/aoN9is1ZeXKlTBcmLc2JSUF/fv393CLHFMOeWj5TZqz60M+9CYy0ojyctPz558P\n", "xdGjph+GAwOB994zFaDYvVuPjRsDMW1avWLb6GijZaiMo5tyeTDhyBEduna1H3oTHm6a1tZolFBV\n", "JaGhwbR/V49Ha9XVwJw5oXbLW5JR4s7xNDZaMzokSSiCGbbcGXpz+LD19V69TNeJskaJ9XXbc7Ko\n", "SEL37sqsEXeH3hw+rMOIEZFobJTw4YdVimEwjuzYYb11X7Mm0GGgRG3oTWGhDqtWWU+s229XbtvS\n", "Yq6NjcD8+aGoqADmzKm1yxKR91V+voSYGHlGieNAUWSkwLlzpsemOiVeEihJS0tDVlaWYtnu3bsx\n", "ffp0AMDy5cuRnp6uXeuIiIiIiMhtISEhGDt2rKeb4RJHN6hakA+9ueaaRqxZY/qV3RwkAayzoVRU\n", "AFOmhKO8XIetWwMwaZJ1vMPAgQZs2mRqqysZJadO6ZCTY91Hx46mm0OdzvSLujmoUlYmKYYiedqB\n", "A3rV2iltlVEiD1LExAgEOLl7TUiw3nDn50swGABHgyIOH1bWJwFsiwpb9yuvV2J6TQfAYFejRB5s\n", "aGrozerVgZYZkObPD8GkSfVOjw1QnmeZmQFobITqNmqBjtxcnWKWn7FjlbMHtbSY64oVgViwIAQA\n", "kJRkxBNPKAMx8r7Kz9dZihkDTWeUmLV1QVe3/xKFhYVZHgcFBTlZk7Ti6XGK/or9Sr6C56o22K/a\n", "YL9qg/1KTTEYDFi2bBmWLl2KzMxMTzfHqdYeeuO8Ron19ic1VX2q2ePH9RDCNBzHnHGyc2cAjh61\n", "bnvFFY2QJNNNXH6+hEaVt5LXthBCwq5d1rta+U19UzPfePJ6l8/ykpxsLaLakkCJ/HgaG4H16wMU\n", "M8vIyYfdyANqakJCrOeSwSCp1qMxUwZK7DNK5AEa23OysND0XD68JjTUvaE3x45Z93/qlB4rVzZd\n", "HFdeR6e6WsLBg+pRILWhMz/+GGAJzPTsabALTrQ0UCLvT3lA0Mx26I38PHcWKPHkzDduB0qErNxs\n", "oG1eGBEREREReVxaWhpuvfVW3HbbbcjPz/d0c5xq7aE3zuTlWW9/RoxQD5RUVEgoLpYUN7NCSPj+\n", "e+uPxElJRkuNB6NRQl6efbttgx7yX9XNNUoA25lvvKtOibngKWDKojGTB4FaYt68UEyZEoFRoyJw\n", "5oz9scszjOLimq7l4WpBV/mNvXXojXXboiLrtrZBIXPgpCWz3uTkKNu2cGFIk7O62GYu7dmjnoKi\n", "Fig5cMC67hVXGOxelxdzbU7RVHkwSW3/8gyb6mpJcSyuZpSUlbXtPDRNFnO1ZR7rCACS1PSFnJGR\n", "YRmHZo4e8jmfe+Nz8zLb14Fr4QltffxlZeUAIjU6GscCAoCMDP2F/QNRUZGy9mjzvLbWM19CTG0w\n", "/U/Uks8rNTXV5fWTkkYiN1dq0/5NShLIzd3S7OPz5HMzb2mPPzx353zlc56vnnwuz5r2JUVFRViy\n", "ZIli2c0334yuXbtanrvy46bad6C2en706A4AaQBMN8ZafacbNCgVFRWm7wABAUZceqkBERHCskyS\n", "BIQwPV6+fD/y8q5U9JH85q64OAuJiQMtxWG///4A/vCHSy37EwIoLb0ZjuTkbEP37lcDAIQoAdAB\n", "gGnojavH05LnRUUh+OijUQgNBR56aD3CwhpV15cHSgYNasQ33wRdOH7rDWxLPh/zzEClpTp88kkI\n", "5s6tUayvllHi7P0TEgQOHDCtf/asDoMGGSyvd+w4Ep06GfHzz9tw7NhNlvctLs5ARoYBsbHW7/yn\n", "TlkrtZ49Ww/5bfOvv55DRkYWqqtHW5aVlp7BJZd0sjzPzj6L3Nz2yMrSIzBwCwIDjYr2/vbbWADW\n", "6zIzMwDbtwdg+PBG1eMTAjhzRnk+7dmjxwMPKI9fiKZnrYmKOoqMjBzF+585kwRgIADg+PFCZGT8\n", "4tb5dOjQYACmmqanT5cgI2O34vWKijTIczSOHZNkj39CXV2V6vurZZQ053xrDkkI57GrrKwsREdH\n", "W4q5fvPNN5g0aRKEEFi1ahUmTJjgcNsNGzZg0KBBLWogkadlZOgxcWLbBhBWrChHaqp9tFdLnjhO\n", "APjPfypw110Rfr9P4OL5XD1xnERELZWZmYnRo0c3vaKPOHnyJLp16wYAWLVqFW6+2fFNu6e/swsB\n", "xMdHw2Aw3QidO1eC4ODW38/JkzoMHBgFwJR5cOBAGd58MwSvvBKK8ePrIQQsWSMffliF778PxLff\n", "qpcaWLOmHO+9F4JVq0yvf/xxJW67zVrDpLoaSEqKUd02MtKIEyfKLM/vuacdVqxQfx+tzJ8fgrfe\n", "Mo0VeeWVasyYoV4Y9IYbIiyZC8uXV2Dy5HDLEI4zZ0oUw03cVVcHdO4cbZl9JjraiP37yxTZDZ98\n", "Eow//ckUxLznnjq8/Xa10/d88skwfPqp6eR5/fVqPPig6bjeeisE8+eHols3Az78sAppaabvRp07\n", "m/YJACdO6DBokOn86NLFgF9/Nf0IlJQUrcgQmTKlDh98UI133gnBSy+ZOuCJJ2rQubPA00+b2jp5\n", "ch02bQpEcbEODz5Yi9dft47FKS8HkpPtz40bbqjH4sXqUY6yMgndu0crliUnG5CZWa5YVlUFdOmi\n", "ft6ZrVpVgWuuaVQsW7EiEPfcY5pR5+ab6/HZZ+7NETxhQji2bTMFfoYObcTq1cpZiTp0sF7ftg4d\n", "KlXMwCM3b16opfbJnDk1mD27VnU9R1ryd91p/sr69euRkZGB9evXY8sW06+DQ4cOxeLFi7F48WIM\n", "HTq0WTullrH9JYlaB/uVfAXPVW2wX7XBftUG+5WacvLkSfzvf//D//73P/Tu3dvTzXFKklp3+I2j\n", "60M+va+5mOof/1iLc+dK8J//VCElxTr0IidHh2PHHN8qdewoFMM8bIdFOKvhIS9kCSiH3qhNEazF\n", "9X7ypLW98mEotuQZJT16GBAT0/JhQubjycnRWYIkpvfT4X//UwamlBkl7g29kc988+WXpvc9eVKP\n", "v/zFmj1mHnYD2NbKMW1bU2M/jMY8LKdaFrMx1Six9o05SALAEkwzk9fwiI01WmrdrF0bhNxcR1NQ\n", "2y8/cUJvV4dFXl8kONg++CBJAv37N9otb+n0wIWF1r62HbrT0ACHQRKgqRol1s+krWuUBDh7ccyY\n", "MXbLEhMTMXXqVM0aRERERERELTNy5EhPN8EtsbECBQWmx+fP65CQ0PqZifJCrvHx1hswc/ZK9+7W\n", "fR4/rlMtSmnWoYMRnTs7no5WLeBhZp4a2EwZKGmbOgzyvpAHQ+TKy61BgaAggYQEgehogcJC0+sl\n", "JRISEpo/Q8+RI/b9+8EHIbj77nqYKzzIAyWuzAYkL5J79qxp26oqZU2QzEzrLbC5kCsAREQAgYEC\n", "DQ0SqqslVFerB7xcqVEir61y7pwOZWWSJSAgD8ANHdqIykoJW7cGWtqWlGSfUSQv5Cq3Z08Axo+3\n", "ri8PlHTqZEReng51ddZlPXsaEaGSVO1KMdfaWlNAUB5QNHNWo8RZYdvQUOE0e0xZo8TLi7mS57V0\n", "vBWpY7+Sr+C5qg32qzbYr9pgv5K/cTQ1a3M4uj7kv76rpfp3725tw/btAQ4LckZECISFQREosc8o\n", "cXybZRsoaWrWGy2ud3mgxLawqJl8xptu3YzQ62GTUdK8W0lrbRr7QMmRI3ps2mQNZMiLqja3mOuh\n", "Q3pL7Rlb8owSSVIGY86fl+ymBpa3yTZQ4qzM0aFD8voc1uPu0cOoKK7qaCYbR1NQ2xZ0lQcpwsMF\n", "OnRQ9tnAgfbZJKZ11d/DrKYGGDo0EkOGROG995SRDYNBmQVmrvlj5qywrTxIqManpgcmIiIiIiJq\n", "TbGx8l/jtbkhMhdeBZQZJWbyQEluruNsEvOwHXOgRJKEYlYPwPnQG/mMN4CpNodZU8NZjh/X4cEH\n", "2+Hdd4NhaEHSjTxodOaMTjF9q3xfZuZsm5gYa1tbMkUwABw5Yn1/c58CwLPPhuH0adNr8nOhqemB\n", "AduMEtN7OAo+AECfPspOlA+/OX9epzoMrKhIghBq0wM7bt+hQ/Lpc63HnZJiwKWXWtuQlaXeVnlG\n", "yaWXWoMde/Yo15cXcm3XDujQQdmmAQPUTxr50Bu1YrA7dgTg9GnTvr7+WjmUqKREUgSibAMtziZR\n", "kAdC1MiDiMwooSZxXLI22K/kK3iuaoP9qg32qzbYr+RvlDVKWnaL4uj6kGdR2AYrAFPgIzDQfvkl\n", "lyhvLs1BliuuMODXX8uQl1eKr79WFmZwFvBwllHSVI2SP/0pDEuXBuHFF8Pw0EPt0KieIOBUfb2y\n", "j4WQFDVLzOSBkuRkU5vlGSXNDZSYj0c+9Gbu3BpL3x89qse4cRHYtClAMcWvK0Nv5Fk+587pIITj\n", "4AMA9Oql/Czk52FRkaQatKurk1BZ6XzojS15oESeUZKSYlQESlzJKElPtw612bMnABMmhGP2bFNw\n", "SZ7N0a6dfUbJgAHqJ4wyUGJ/zObAFWA/7bJ8eBQA1NdLqK+3Pq92Un/XWX0SwJS9ZcaMEiIiIiIi\n", "uqjIh97Y3ni1FuXQG/uMEr3eNMTEVnp6vaIwpnnYTkgI0KWLEWqzL8uDCPIsDECZPQG4/qt5eTmw\n", "ebN1qMWyZUG4//52aHBzkpzCQvt9HD9uf4MuX9ajh6nN8qESLckoMRqB7Gzr+48b14D336+yBEvy\n", "83W47bYIRZ0YV4q5RkRY16upkZCVpVcEH/r2tQYlOnQwKjKZAGVm0/nzksMhVMXFOkWgJDS0qaE3\n", "8kCJMqPkkksMCAgw7ffECT0qKuw2VwRKBg1qRNeupuNobJSwbVsg/v3vYDz3XKgiyGEaemM9Hp1O\n", "4LLLms4oqagwZczIyTNaCgt1ikCIfHiUmTyrxDbbSk6eTaWGGSXkFo5L1gb7lXwFz1VtsF+1wX7V\n", "Bql9FtgAACAASURBVPuV/E1rznrj6PpoaugNoBx+Y9anj0FR28HRtnLyjJKrrlL+im9bAFUefHBW\n", "o+THHwMtU/OarVwZhBdfdG+OXvkMJWZqdUrUh960fNab1NRUnDljDTS0b28KWNx2WwOWLatUzHRi\n", "FhEhXMookSQgNdXa35s2BSgySt56qwqRkab3v/56+wiTvA5KcbHO4TCwoiJJkSnRrp3zoTfmmYXO\n", "n5cstV3CwkwFcoODgUsuse73t9/sg1byQEXnzkbMnl2LoCDl/g4e1NsFSuTnaq9eRkUtEjn50KH6\n", "eskuWGNbTFZ+LakFNuWZLc4CJU1llMiH5tjWPtEaAyVERERERORR8kCJfMaQ1iTPKLGdotdMPvON\n", "Wc+eRlxzjfXmWy3rxJY8E+Gqq5TvaZtR4mqWxtq11tSVbt2s72lbM6IptlPKAuoz38gzSswBJOXQ\n", "m+Z/TocPW7eVF1QdPrwRa9dW4Oab69GrlwF9+hgwaFAj3n23SjVzR82oUdYAyJdfBlnaGREhMHSo\n", "AWvXVuCDD6rw5pv2Y0Jsa+U4CtoVFekUAYDQUOdDb/LydCgtlZCdrZxu2Ty7j7zuiO1QIaNROatS\n", "585G/P739ThypBTr1pVblufn6xSZHO3aCUVQzlEhV8AUYJKfl/JhaoB9oMQ8oxCgfr0qM0oc7rbJ\n", "Yq7MKCG3cFyyNtiv5Ct4rmqD/aoN9qs22K/kb+RFNFtazFXt+hBCefNnW7vBzFyLQ657dwNmzqzD\n", "ddc1YMyYBkydWq+ypZI826JrV4OlNkR8vHJaYfMys4ICnd2wh4yMDBiNwLp11kjBBx9UQa+3DlNx\n", "djNqS54NYGY7FXJtrfVmWKcT6NrVHChpeTHXjIwMxYw3tnVCevUy4rPPqrBzZzm2by/H+vUVmDTJ\n", "9fFF110nDzpYhypdemkjJAno3duIKVPq0a6d/bbygF1hobKYq7x+jSmjxPVZbwDTzDfyfjYPZzK1\n", "zXGdkoICCQ0Npn3FxBgt7Y6MBAYNMlgCNNXVEvLyrJ9teLjALbfUIznZgNhYI2bMqHPaPvlMULaB\n", "EnmNEkBZp0Q9o8T62FlGSVPFXNu1g+U8r6lR1j7RGgMlRERERETkUc6G3pw4ocOWLQEtmuWltFRC\n", "fb3pfcPDhepNMmD6lV8uIcE0XCE2VmDp0kosWVLZ5K/ggDKIEBUl8PHHVXj66Rp8+WUlgpWzqyIi\n", "wtQmwDRDiNov55mZekstiA4djBgyxKAIuNjeyDqjNvTGNqPk5EmdZSaTzp2NCLqQtNLUMCFXyQu5\n", "2hbLbamuXY12nyOgDEY40qWLtU+zs3WKbAl5YKO42DZQoj70JiXFus9Dh/R29UnM+vVzHCiR1ydJ\n", "SlIGlWwzQeTvb571Zs+echw6VIb+/Z0fvzxgl5dnPTaDQZnRArgSKHG1Ronza0mSPDdFMAMlPojj\n", "krXBfiVfwXNVG+xXbbBftcF+JTmj0QhDS6IIXsDR0JuzZyVcc00k0tMjsHBhsNqmdtSuj/x854Vc\n", "zWwzSuQ3s+6QBxFiYgRSUox49tlah9OzymfCOXdOeTOYmpqqGHYzdmwDdDrlECC1WWscURt6c+qU\n", "skDniRPqmQ+tMetNamqqYmpg+dCb1iIffmPmSqDENrNDHrSTt7OwUKeoURIWJhAYaM1+MEtPt3aq\n", "KVCinPFGfb8Biqwi2/oktuQzOMnf31ygVa8HAgLsNlN5H/WhN3l5kl1tHGWgpPlDb5qqUQIwUEJE\n", "RERERG5as2YNPvjgA+Tn5yuW5+Xl4fPPP8eXX36Jc+fOeah1rrMdemO+Udy8ORC1taabo1WrXKvF\n", "UVsLvPFGCB55JAy5uaZtlVMDOw6UdOtmhCRZb8zkQQJ32AZKmiIPlMiHT5jJh92MG2cKAsizH9zJ\n", "KFEbemM0Sjh1yrpcXtxVHjxqjUAJAMXQm969m9fHzowaZV+PQz7jjSNJSUbLlLSlpTpF5os8UFJc\n", "LNnVKJEkU1FUs+RkAwYNUmaUyPtVnvWSkCAsw5oqKiTF5+ksowRQns/yzCBzlpKr5AEXeTBN7dyS\n", "B0rUhsq5PutN0210p05JQYGEs2ftZ+1pDgZKfBDHJWuD/Uq+gueqNtiv2mC/aoP9SmZpaWkYNWqU\n", "3fLdu3dj+vTpuOOOO7Br1662b5ib5LOG1NVJqKoyLZff+B05Yl+/w1ZuroSRIyW8+mooFi8Oxhtv\n", "mO5c5cEB+Q2hreBg5a/2zc0okQcRXLkZVGaUKG/Rvv32J+zbZ0oJCAwUlmwJZUaJ/UwpjshvguUz\n", "p8j7+sQJ+xlvgNYp5vr997ssWQhhYUI1S6KlRoxohE6n7HdXAiWSpBwGI7/J793bujwzM8ASwAsK\n", "MlgCJGFh1n327WsqRivfRj5NcM+e1uOWJMd1SuSBErW+kp875jYByil/XSHPtJJfL/L9m8mzntyZ\n", "HlgehARaP6Pk44+Dcdll0ejePQr/+IdrGWiOMFBCRERERORnwmSVJYOC3JsVxVPkM46cP2+6TZHP\n", "vFJerlMMobG1d68e118fiezsaMsy8wwirg69AZQ3sLaFRl1hMJjaaubKzaB8Fh7bjJJduzpaHl9z\n", "TSMiI02Pmzv0Rl6jZOBA6825udBofT2QkWHNYJFPmRwZKSw3u5WVEhpcr7EKAGhsBNat62p53rOn\n", "AToN7kijooQim6NbN4Ol35oiD5SYBQQIRWaNPCPm8suLLLPXyOuU9OtnQLduRsuyykprnZx+/RoV\n", "w81s97txYwC2bw/AuXNSk0Nv5IESuZZklMgDJU1llDRdo8S6PDHR8dTYjriTUWKehrm8XOf28dti\n", "oMQHcVyyNtiv5Ct4rmqD/aoN9qs22K/UFCFLvQh0dV5VD2vf3n7mG9sio/KhELaeeCLM7tdt8w2d\n", "cuiN8xuoxx6rRVycEdde24Drr3czEgDlzVxUlBF6F5I9lENvlDeDWVl9LY/Hj7e2p2tX6411c4fe\n", "DBtmHaJi7ut580Lx22+mRgcGCgwZYl1Hp2t+QdcdOwIwbFgkPv20n2WZPOOitcnrlLhSn8RMLVDS\n", "vr1AXJz6eTNtWrjlsXzoTZ8+piCQbQ2WuDgjPvqoyhJcUWvjP/4RgptvjkD//lHYuNF6/aoPvVFv\n", "V3i46mKHlLMvWRtnOzUwYLquhDBNXaw2hbKjjBLb6bdbO6NEnrHT0nPLhbIuRERERETkSUVFRViy\n", "ZIli2c0334yuXbuqri8v7irZ3pGpyMjIsATgzEO72vp5bGyapT1btmRh4MDeipoOgClQotP9aLd9\n", "VVUA9u+/EQCg1xthMJi2y8+XsHlzBvbvHwggCQBQXn4IGRm5DtsTEPAjPvkEGDmyecezfn0mgOsB\n", "mIIKrmxfVpYIYDAA4MCBEmRk/ITU1FQUFUnIyDDdskmSwPjx9Zbte/QYYemX7GzrTa6z/VVXW3/t\n", "DwwUGDjQGgTJydFjzZpALFoUYlk2d24NsrO3Ijvb+n4hIdUATHfhJSUSDh/e2uTxlZQE4dFHxyky\n", "DTp0ME1Zq9X5NG3aSLz/fgiqqyVcfvk+ACkubW8w7AUwHHLBwZWIi1PP3IiJ2Y6MjFqkpqaiRw8D\n", "Dh3SQ6czYvBg0zUYF3cWQFfLMc+duxnnz1cCUO5/8OCRdu9tNFqHoQFA587251NR0X4Aw+y2NQ+9\n", "cbW/5OdTbq71vNi3rwyA9ZwATEN8SkslGI2mNtrKzs4DEAUAyMnJA5AMwFTvRj5yNDra2GT7KivP\n", "AOgBwBSEdLT+lVemWv5eSJLAJZcYcOiQXdNcxkCJD5L/R0ath/1KvoLnqjbYr9pgv2qD/XrxiYuL\n", "w8yZM11ev+ZCvrsQwvLYGfn5ZHtutdXzTz+1/nKckNAfJSUNKC21DZTo8MADqTh1SoclSwIwblwD\n", "UlNTsXOn9ZfkLl0qUF4egfPndTAYJPTuPQKAdT7g4cN7IjU1WbPj6dHjSsvjmBjh0vZ6fQDeeMP0\n", "vKGhg2Wd778PtNyIDh3aiIQEgYQE02tGo0BQkEB9vYSKiiBUVFQhIsJ5++TDbuLiBHr2tAbUtm4N\n", "wNat1tvDG26ox8MP10GSlO+XkBACc33gkhLJ8v5r1wbiscfCEBt7E9LSGhAcXI8rrzQgNTUVjzwS\n", "ZgmStGtXj9mzDXjwwdoLWQ9anV9G7N9fhvJyCd26pbi8/e23X4pnnlEsQpcuoWjXrhIhIUJRB2TA\n", "gEa0b19reY8XXqhB+/YCw4c3WobqzJ0bjd9+MyImxoiPP65Cnz4DHLb3uedqsHx5IAIDTcOUDhyw\n", "fh6BgQKdOhnRpYuyvaNH98XcubBjDpS42l8NDfLMjWAYDDXQ64HKyjjLckkSlmmjz52THGZLhYcn\n", "ADBNCxQdnWBZLh++JEkC4eFNt69PnwSsXGlul+Rw/QMH9JZrpVs3I2SjD5uFgRIiIiIiIh+1fv16\n", "5OTkICQkBMnJyRg50vSr9NChQ7F48WIIITBmzBgPt9I1tkNvbIfdAKaMkupq4KabInD2rA5jxzbg\n", "q68qLbVIAKBbtwoUFbWz1Dk5d07ncjHX1uBuIVfA8aw3K1ZY68tMmKAcBqTTmWa+MU8Je+qUvskh\n", "JvIhFR07GhV1TurqrK8lJhqxcGG13fAQQFnQ1RTIMu3zjTdCUFioQ2GhqVbEggUhGDu2AffdV4fF\n", "i62FNf/0p0zMmtXbaTtbS0yMcGnWIbmoKIGkJANyc63nVGysaVabuDijYvkNNyg/k549jViwoFqx\n", "7LLLDNi/vwwAVPtT7qmnavHUU7WW5zt36vG3v4Vix44AzJpVC7VRdI6H3rh33IGBQGRkHcrLg2E0\n", "SigslNCxo1AMvenXz4CDB00hhHPndAgJUX8vZY0S6+Nu3Qzo2dOA7Gw9Bg92rT6NqzVKDh2yvllr\n", "DOlioMQH8RckbbBfSWsBAUBGhutV6R27VpG26Iz8Vw9yjn8DtMF+1Qb7lcwcBUESExMxderUNm5N\n", "y8THW2+IcnJ0iI9XD5Rs2xaAs2dNr23YEICKClhu3gDguutikZEhcPCg6bkpUKIMEGhJfjPnaqBE\n", "3qb8fNOQhvJyCVu2WI9rwoR6u+26dpUHSnQuBEqsfRofb0S7dqasiF9+se6nX79GvP9+taK4rpx5\n", "GlvAGhSqqwP277f/jrNuXaBiauPx4+vbLEjSEv362QdKAFMWTm6udb0bb2zA5Zc3/ffYhdFvqoYN\n", "M2DZskoI4fg9YmMFAgMFGhqUK7g76w0AdO4cgPJy0+OCAh1CQoyWeiNhYQKXXqoMlJinUgZMgRnz\n", "usoaJfI2AUuWVGLdukCMH29/PquR1yiRB2BstWZ9EoCBEiKiNlNcLOGuuyLadJ//+U9Fm+6PiIio\n", "uQYMsNZF2LMnQBE4McvL02H5cmuWhdEo4eefAxQZJf36GSzBA8A0I4x5KludTtjNNtLa5NPmuprN\n", "EBZmKvxaVqZDY6OE4mIJ69cHorHRdGM4eHAjkpLs38vdmW/kGSUdOpje74svKvHtt0Ho3NmIwYNN\n", "w3ucUU4RbHq/gwf1lhv1hAQjRoxowJIlyulZg4MFXnqp6WFg3qBfPwN++MH63JztJD93EhON6N9f\n", "u2K0cs4CLZJkCrTJAzsAmjX0JD7eaCnkm58vQSdL+ejc2ag4N86d06G+3nr+de9uwP79pvCCo2Ku\n", "oaGm2YMefLDO5Ta5nlEiD5S0PBjKWW98UIarPyWTW9ivRBc3/g3QBvtVG+xX8kdXXtlomXr2wAE9\n", "DhxQz8JculQ53fHOnQE4eNC6blXVTiQkWG+U9u2zvhYfL1yahaYl5ENv5NkXTbGdInjFCmsmxsSJ\n", "6r++y2e+cS1QIh+CZLTs96GH6nDzzQ1NBkkAZZaM+Vj37rX+/n711Y344INqfPVVhWI41aOP1l4o\n", "5vn/7N15mBTVvTfwb8/aM8zAAMMywwADA7KJsiioGUEC6EQBkYhiCMZ4Sd6rXvPmGm80y83ie5OY\n", "x+RG39cIGq8xGi5c0QFZZMISBRsDIyAIM7KODAzMvu9Ld71/NF19qrt67+ruqvl+nofn6arezjlT\n", "1XT9+nd+J/Y/v1wzcxzBoWHDnP0pKOiByRQbn8eu02/S0qSgll2Oi6uSb9fUxClWUxo92qY4ryor\n", "4xSrTIlBOzHzo6NDGSgJlL+r3oQ7o4SBEiIiIiIiirqBA51Ls9psJuze7QwUiBfcPT3Ki6XCwiT5\n", "F+zBg20YMqRLcUEnXsSLS6BqRVwy19+pN4CyTsmlS3HYv9/Zf9f6JA5jxjif488SwcqpN8Fl1ihr\n", "lDgCJc6LVMdKOosX92H//hb80z914amnOvHDH3ZBL6ZMUV5oOzJJHMtFJyRI+OY3/Zs6EgnisQME\n", "N+0GADIynJke1dXKQElOjmugxIS6OnHpX+d9YkZJl/BnDybLxZ+Mks5O4OJFZ9bYxImcetMvcV6y\n", "NjiuRP0bPwO0wXHVBseVjGrOHGcNBLG46OLFvdi0KVn1OefPOy/Sp02z4vbb89HV5bxoO3cu9OBA\n", "IIINlIgXofv2Jcp1xsaMsSpWCxGFMvUm2KCRcuqN/T3FYNTMmc6L1OxsCS+8oJxuo4fPr4kTbYq6\n", "H0OG2Mfq/vt7MXZsC9LTJXl6Ryz0x7XuTrCBklmzsrFli/12TY1JcSyrZZSkpDifO26c8+/uaeqN\n", "2axNRsn5884Vb3JzbYp2BYsZJUREREREFBPmzOlz25eYKGHBAvf9ahwZKeIUEsdypoD2hVwB16k3\n", "wWWU7NzpzCa5+WbPv44rAyXxkHy8nbj6T/AZJcpiru3twJkzzl/zb7jBv79VLEtMVGaViMfTzTdb\n", "w1IDI5zUpt4E9zpiUWFfGSVxqK9XBlIcOjpMsF4bPtcaJYESM0oaGuJUj3Fx2s2kSeGpG8NAiQ7F\n", "wjw4I+K4EvVv/AzQBsdVGxxXMiq1QMnYsTa3qRCAfXUW931WWCwWxQWdKBKBEvuSuXaBBUqcj62t\n", "db7G0KFnPD5n6FAJqan257W1mRRBGoeuLqCwMBHHj8ejtjb0jBIxS6apyYSTJ52/5l93nQ1pad6f\n", "r5fPr2eftU/hWrmyG9df7/niOxb6E66pNzU1nwu3Tbh0SVmjZMQICXFx9teurY1DZaXz/mHDJEWA\n", "xpFVIq56E8zUm8GDJWRk2PvX2mrC8ePuRYbCvTQwwKk3RERkEBcvxqGiIvjlkJubZwa8fHNOjuQx\n", "HZqIiAKXm2vDsGE2RaBg3Dgb8vKsMJkkOTskJ8eK1at78JOfKC9npk2zorPTvmRqcrKkmL4DRGbq\n", "jRiscFzg+cP1Ytdh0qRGADmq95lM9joljl/UL12Kw5AhygvFX/4yBa++anZ7bnim3phw7Jg47Ub/\n", "2SQOBQW9KChojnYz/OIeKAnudQYPdtYoOXcuHg0N9mPZZLLX/UhIsJ9DVVX2/eK0t8xMG9LTnUsE\n", "t7YCgwaFnlESF2f/Wzim3m3fnqiY3gWEf8UbgIESXYqFeXBGxHEl0reKChOWLRsYwisE/txt21qQ\n", "mxvCW/YD/GzVBseVjMpkAubO7cOOHc6VbcaNsyIlxR4QKC+3XxB99at9mDu3z+W5EiZPtmLAAPv5\n", "kZVlw8WLygB4ZDJKQi/m6mA2S/jmN6d7fd7YsVb5QrG8PA4zZigvIj/4INHtOWazhPR0v5um4FrM\n", "1VN9Ek+M9vkVC/0J19Sbr31tpnxbXNHm5put8nLSWVk2VFW5T0wZOtQ9o8RqdQYrTSYJyeplhnxa\n", "ulQMlCTh3/+9S7FkcrhXvAE49YaIiIiISNdsNhus1vBcHMSCm29WBkAcq2lMn+7s46JFvZg+3ar4\n", "hXrcOJvil3S16TdaB0okSRkoCWTqjdrSvDNm9CHRPc6hIK5841rQtbbWhMuX3bMlR460KS40A+E6\n", "9ebAAWegZMYM42SU6Em4irkOGmTPxHK1ZIlzhR+182rCBCuSk5UBmtZWk2LaTUoKgj7m7rijV+7T\n", "hQvx+OIL53He0RH+FW+AIAMl27dvx9atW7F161acPHkyLA0h/8XCPDgj4rgSEYUfP1u1wXElh6Ki\n", "Iqxfvx7V1dWK/Xr+vu5ap2T8ePuFzw9/2IW5c/vwyCPduPvuXiQmArNmOR/rKOTqOD/UAg+uv7yH\n", "W0eHc/ni5GQpoNU31KbC3Hyz1ef5Pn6883niVAhAuWxvbq4VkyZZERcnYe3abgQrIQEYNcr+npJk\n", "kqdJJSRIXmt5OBjt8ysW+pOZ6awdAgQfKDl40KJ6HC5Z4lye+tZbnedcaqqEZct68Je/tAEA0tOV\n", "GSWOlZuA4KbdOJ9rX/nKYft2Z8bZ+fPx8pS8ceNsMLvPMgtKUFNvzGYzFi9eHJ4WEBERERFRUAoK\n", "ClBaWuq2X8/f12+80YqkJEkOODhqQV1/vRW7drUqHnvbbX04eNCecuE65UTtl+9hw7TNKAl2xRsA\n", "SE4Ghg61ob5enPLgO0NjwgRnv8+fV/4OLtYPufPOXjz/fCfa2uCz4Kov69e345FHBijaOm2aNWwX\n", "qRSY+Hh7ELCy0n78iQGLQA0fLuHyZef2tGl9inpsjz3WjbFjbUhIAObN61UUaHWdeqNcGjjoJgGw\n", "Z7Vs3WoPkOzYkYhnnukCAEXBWTFoGKqgAiVWqxWFhYWQJAnjxo3DrFmzwtYg8i0W5sEZEceViCj8\n", "+NmqDY4r+aLn7+tmM/CNb/TgzTeTMXt2HyZM8Hzx89hj3Th+3H5J8+ij9iwJx/nhGihJS5NCDhD4\n", "Iq54E0h9EoeRI5WBkptu6sPIkd7P94kTPWeUiIGSWbPsAZVwjMFXvtKHjz5qwdq1aTh82P4e8+b5\n", "N+3GaJ9fsdKfESNs8io0wWaU5Ofnu03jEbNJAHtxVdd9Dq6Bko4O532O1ZmCtXhxr1yguaQkAWVl\n", "cRg/XlkvxdNqV8EIKlBSUFAg3961a5fXx1osFvngcaQlcZvbetoG5iPSEhKAnTvbAQCDBtkLTDY3\n", "t2i63dKi/oFH4dPXZ5z5495E4/htbm6ByRRAfnOYxcrnFbe5ze3gt1ODWbcyhgXyfR2Ive/s990H\n", "fPe785CXZ8PBg54fn5Eh4ckniwAAGRnK+7OyFij66LgA1LL948ZZ8fzzB9HWlojp06cE/PyRIyWU\n", "lNjbO3q0FSNHSj6ff/HiASQl3Y2ennjU1cWhqOgw0tJ68ZWv5Cum3jimKYWzv9u2teLnP7+MpqZk\n", "/OAHwzUfX2573h4x4i44VFVdgGOlpEBfz2a7CiBXfq3s7MOwWFr9er6YydLaqj71JpT+LljQi6Ii\n", "e1bJzp2JePLJbnz66RUAEwHYA42uzw+WSZKkkEI7e/fuxaJFi1Tv27dvn66i13oh/kdG4eNpXC2W\n", "+BBX0gjc22+3Ys2aIEuR6+g9o/W+7Kvx3jNa77ttWwvy8/tHACxY/D9LGxzX8Dt27BgWLlwY7WZ4\n", "VFdXh3feeUexb8mSJRgzZgxKS0uRkZGB7Oxs1ed6+74OGO87u+P8OHQoHnff7fwOd+utvdi5sy2K\n", "LfPtySdTsWGDfXWPFSt68Prr7X6d7/n56SgtTQAA7N7dgptusqK8PA4zZw4CAAwcaENZWTPiYmAp\n", "D6N9fsVKf/7jP8z4z/+0/2i0eXMrFi7sC/g1LBYLDh5chN/+1v46ublWHD3a4ncR1l/+MgUvvWSf\n", "Y/PTn3bittt65XNw7tw+t6lzgXr99WT88If2oPY3vtGNl1/uwBNPpGLjRvs584c/tONb33IWng3l\n", "cz0hmCeVl5dj7NixAICurq6g3piIiIiIiPyTmZmJxx9/3O/H8/s6kJ2t/D1Y60Ku4SCu7LNggf/Z\n", "vnl5NjhK1Zw/H4+bbrLi2DFnNsnMmdaYCJKQdh5/vButrSYMHy5hwYLAgyQO06Y5j8Gvf70noJVq\n", "lFNvgI4OsUZJ6Off2LHOtl25Yj+gHdONgBiYelNeXo7i4mIAwIwZM8LWGPJPLEQsjYjjSkQUfvxs\n", "1QbHlRz27t2LsrIymM1m5ObmYt68eQD69/d1x/kxcqTyokltNY9Y881vdqO+3oTkZGDVKvsv4/6c\n", "7+KSqI6Crsr6JMFfOIeb0T6/YqU/Q4ZI+O1vO30/0Iv8/HxYrb342c860NpqwlNPBRZkdV8e2Bko\n", "CbVGCeBcbQkAKirUAiXhC4YGFShxfAATEREREVH0eJpSw+/rQFISkJlpQ12d/UJKDxklqanAj34U\n", "eAaQWPD23Dl7JomyPgmniZJ/4uOB738/uOWj3ZcHdt4XyFLZnuTkKAMlkgRUVTmDMa7B0VAwAUuH\n", "HAVqKLw4rkRE4cfPVm1wXIk8E88PMRXfdTUPvfDnfFcuERwPqxU4ccL5m/jMmbGTUWK0zy8j9SfU\n", "vrivehPeqTcDB9rr7QBAd7cJly/HobnZHtJITJQwdGj4gqEMlBARERERkSFdd50zOJKXZ9ysCnGJ\n", "4LKyOJw+HY/2dvtF6siRNrd6LURacA2UhHvqDaDMKvn0U2fW1IgRtrDW4Qlq6g1FV6zMg4u0ixfj\n", "UFERQDWhgM2HWhBVXNaKiEiUkGBfGSvScnIk5Obq45fR/vp/ltY4rkSeiefHv/1bJ9ragKlTrZgz\n", "R5+BEn/O90GDJAwbZkNtbRy6u014/fVk+b5Yqk8CGO/zy0j9CbUvrjVKwj31BrAHShyFi48ccYYz\n", "Ro4MbzCQgRLSjYoKU8SX6QXsS44SEamprzdFZSnkbdtakJsb8bclItKd666zYePG9mg3IyImTLCi\n", "ttb+k/rbbyfJ+5cu9X/1HKJQiDVKWluVU29SUrTIKHGGM8K54g3AqTe6ZKR5cEREZGz8P0sbHFci\n", "z4x2fvjbH7Ggq81mv0AdOtSGe+/t0aRdweqvfx89CLUvrsVcxak3WgRKTp50ZvUyUEJEREREREQK\n", "ajVY1qzphtkchcZQv5SW5rxtD5Q4t8M59caht1ebFW8ABkp0yUjz4IiIyNj4f5Y2OK5Enhnt/PC3\n", "P2JBVwAwmSQ88khsZZMA/ffvowfhrFHS1gbNp96IsrLCW6OEgRIiIiIiIiKdE5cIBoC77urF0M/J\n", "nAAAIABJREFUmDH6KPxNxpCQ4AyISJIJ9fXarnojYkYJGWoeHBERGRv/z9IGx5UcSkpKUFhYiHff\n", "fRcVFRXy/qqqKmzYsAGbNm1CZWVlFFsYeUY7P/ztT26uDQkJzovRRx/t1qpJIemvfx89CEdfxKwS\n", "R3FhAGGbAjZypIT4ePegC2uUEBERERERAKC+vh4rVqzA/fffj88//1zeX1xcjNWrV2PVqlU4fPhw\n", "FFtIkZKYCKxcaZ9qc9ttvfjqV2NrWWDqH8RASVWVM9wQrqk3CQnqQRFmlJCh5sEREZGx8f8sbXBc\n", "yWHevHmq+1NTU+XbSUlJqo8xKqOdH4H05+WXO3D4cDMKC9sQF6NXev357xPrwtGX0aOdAYurV50H\n", "Ybim3gDu028GDJCQnh62lwfAQAkRERERke7t2bMHc+bMkbclyXlRkpiYGI0mURSYTPairv0sNkYx\n", "5MYb3VdfAsI39QZwD5RkZdlgMnl4cJAYKNEhI82DIyIiY+P/WdrguPY/dXV1eOWVVxT/Ll26BADY\n", "v38/Jk6ciMzMTPnxVqvzYsXkxxWEeExZLBZdb69bty6m2sP+sD962XbcDuX1kpNLoMYx9SYc7ZWk\n", "Sy6v3ejx8cEySWK4Ocz27duHWbNmafXy/ZbFYjFUipe/LJZ4LFs2MOLv+/bbrVizJsy5XHzPqL4v\n", "+2q894zW+0arr9u2tSA/X/0Xm1jTX//P0hrHNfyOHTuGhQsXRrsZAfv4448xbNgwTJ48WbF/y5Yt\n", "uO+++yBJEnbs2IGlS5d6fA2jfWc32vnB/sQ2I/UnHH25cCEON988yG3/iRPNimk5oXjjjSQ8/fQA\n", "efv++7vx2msdbo8L5XM9IejWUdQY5UQkIiLj4/9Z2uC4EgBUV1fj4MGDmDx5Mk6fPo3W1lasWbMG\n", "ADB37lxs3LgRkiRh0aJFUW5pZBnt/GB/YpuR+hOOvowbZ0N6uoTWVmUmW7iKuQJqU2/Cn/thyEBJ\n", "QwNw9mw8tMuVcRcXB0yZYsXAyCc8EBEREVE/NGLECDz77LOq92VnZ+Ohhx6KcIuIqL+LiwNuvLEP\n", "FouyNpLZrF2gJNwr3gAGDZS0t5uwfHk6enrCXNHFi8xMGw4caMHAgdpHZ1xToi5ejENFReT6CgCD\n", "Bklobo7se3Z1Rfb9iIgodEZKSdZSoP+XNze3YNCg0H6dycmRkJsb/i+XRNFmtM8d9ie2Gak/4erL\n", "jTda3QIlKSkhv6xMrZhruBkyUNLfVFSYIl67I1q1AIiIiIwo8P/LQ/9/f9u2FuTmhvwyRERECjfe\n", "2KfYTk6WEB8fvtcfOBCK6T1aZJRw1RsdMkrEkoiIjI//ZxFRpBntc4f9iW1G6k+4+uK6RHA4p904\n", "zJjRJ7/2xInMKCEiIiIiIiKiGJWXZ0NamoS2NnvGR2pq+N/jhRc68NpryfjqV/swdGj4AzHMKNGh\n", "cKwLTUREFAn8P4uIIs1onzvsT2wzUn/C1Ze4OOCGG5zTb8K54o3DddfZ8LvfdeLuu3vD/toAAyVE\n", "REREREREFEY33OCcfqNFoERrnHqjQ0aaB0dERIFLSAAsljBWRfNDsCuk6PH/rGisJseV3YjCR4+f\n", "O96wP7HNSP0JZ19mzHAGSszmsL1sxDBQQkREpDP19aaIrzzWn1ZIidZqckREREYxf36vXKfk5pv7\n", "fD8hxnDqjQ4ZaR4cEREZG//PIqJIM9rnDvsT24zUn3D2ZcQICX/7Wwv+9Kc2/OxnnWF73UgJKqOk\n", "qqoK+/btQ3x8PObPn4+srKxwt4uIiIiIiHwoKSnBmTNnYLPZcMsttyAnJwcAsH37dlit9tT3vLw8\n", "TJ8+PZrNJKJ+aMoUG6ZMCf/SvZEQVKCkuLgYq1evBgBs3boVy5cvD2ujyDsjzYMjIiJj4/9ZRNqq\n", "r6/HihUrAAAffPCBHCgxm81YvHhxNJsWNUb73GF/YpuR+mOkvoQqqEBJqrAQclJSUtgaQ0RERERE\n", "/ps3b57qfqvVisLCQkiShHHjxmHWrFkRbhkRkX4FFSiRJOfyPomJiWFrTLjExwOrVnWjry9yFeTT\n", "0yXERajii8ViYbSPiIh0gf9nEUXGnj17MGfOHHm7oKBAvr1r165oNClqjPa5w/7ENiP1x0h9CZVJ\n", "EqMefioqKpI/fPfu3YtFixapPu7o0aNoamoKrYVERERERBrLyMjA7Nmzo90Mj+rq6vDOO+8o9i1Z\n", "sgRjxozB/v37MXbsWOR6WJrK2/d1gN/ZiciYQvlcDyqjpLPTXrVWkiT5tppY/s+GiIiIiEgvMjMz\n", "8fjjj7vt//jjjzFixAi3IEl5eTnGjh0LAOjq6vL62vzOTkSkFFSgZO7cudi4cSMkSfIanSYiIiIi\n", "Im1UV1fj4MGDmDx5Mk6fPo3W1lasWbMGgD1QUlxcDACYMWNGNJtJRKQ7QU29ISIiIiIiIiIyogiV\n", "HyUiIiIiIiIiin0MlBARERERERERXcNACREAm80Gq9Ua7WYYCseUiCh8+JkafhxTIuqvjPb5p0V/\n", "girm6ktJSQnOnDkDm82GW265BTk5OQCA7du3yx3Iy8vD9OnTtXh7w/I0rlVVVdi3bx/i4+Mxf/58\n", "ZGVlRbml+lJUVISysjIsX74c2dnZ8n4er8HzNKY8VsOHx2f48LjUBo/R8FH7TOVxGxq1Me2Px6xR\n", "jiO178h67ltnZydefPFFfOtb3zLEOV9WVoajR48iOTkZBQUFaGho0G1fvvzySxw9ehQ2mw233nor\n", "Ro8erbu/TSD/p+ihb2r9Cct1s6SB/fv3y7d37twp3969e7cWb9dveBrX999/X769ZcuWiLbJKEpK\n", "SqQrV64o9vF4DY3amPJYDR8en+HD41IbPEbDy/Uzlcdt6FzHtD8es0Y5jtS+I+u5b7t27ZKOHj1q\n", "iHO+sbFRslgsin167YskSdIHH3wg39bzsebv/yl66Ztrf8Jx3axJRsm8efNU91utVhQWFkKSJIwb\n", "Nw6zZs3S4u0Ny9O4pqamyreTkpIi1RzD4/EafjxWw4fHZ/jwuNQGj1Ft8bgNv/54zBrlOFL7jqzX\n", "vjU2NiI1NRVms1mxX6/9OX78ODIyMlBYWIjrr78e1113nW77Atg/J2w2GyRJgnRt8Vg998fBUx/0\n", "2rdwXDdrEihx2LNnD+bMmSNvFxQUyLd37dql5Vsbmuu4SsIKz4mJidFokiHxeA0/Hqvhw+MzfHhc\n", "aoPHqLZ43IZffzxmjXYcid+R9do3i8WCe+65B6dPn1bs12t/ampqAAArVqzAzp07MWHCBN32BQCu\n", "v/56vPDCCwCANWvWANDv30bkqQ9671so180hBUrq6urwzjvvKPYtWbIEY8aMwf79+zFx4kRkZmaq\n", "PlePAx0pgY6rWLjGZDJFrJ16421cfeHxqi7QMeWxGjh/xpjHZ2h4XGqPx2j48bjVVn85Zo10HLl+\n", "R9Zr36qrq7Ft2zbU1NQgNzdXrrmg1/4Azl/3R40ahYaGBl335cSJE3jmmWdgs9mwY8cOLFu2TNf9\n", "cfDUBz33LdTr5pACJZmZmXj88cfd9n/88ccYMWIEcnNzFfvLy8sxduxYAEBXV1cob21ogY5rZ2cn\n", "AHuEzHGb3HkaV094vPoW6JjyWA2cpzHm8Rk+PC61wWNUWzxuw68/HrNGOY7UviPrtW9r164FAJSW\n", "liIjI0Per9f+XHfddSgrK8OECRPQ2NiIadOm6bYvgHO6RlxcnBxQ1XN/HDz1Qa99C8d1s0kS80/C\n", "oLq6Gn/+858xefJkAEBra6uclnTgwAFUV1cDAGbMmIGJEyeG860Nzdu4Xr16Ffv374ckSVi0aBGG\n", "Dx8ezabqzt69e1FWVgaz2Yzc3Fw56s3jNXiexpTHavjw+AwfHpfa4DEaPmqfqTxuQ6M2pv3xmDXC\n", "cVRTU4M33njD7TuynvvW0NCAd999F7m5ubjzzjsB6Ptv9e677yI+Ph7Dhg1Dfn6+rvty+vRplJaW\n", "AgCmTZuGSZMm6a4/gfyfooe+ufZn8uTJqp8JQGD9CXughIiIiIiIiIhIr+Ki3QAiIiIiIiIioljB\n", "QAkRERERERER0TUMlBARERERERERXcNACRERERERERHRNQyUEBERERERERFdw0AJEREREREREdE1\n", "DJQQERERERFRQI4cOYJ169aF/XUbGhrwySefhP11iQLBQAkREREREREF5KabbkJmZmbYX7evrw89\n", "PT1hf12iQCREuwFERERERESkPzabDe+//z6sVitsNhsyMzNxxx13oKGhAbt370ZKSgqsViuys7Nx\n", "yy23yM957733kJCQAEmSkJaWhjvvvBMAUFNTgz179qC6uhpNTU0AgFtvvRUjRoyIWh+pfzJJkiRF\n", "uxFERERERESkL88//zzWrl0rZ5YcPnwYgwYNwqFDh7B69WokJiYCAD755BNkZ2cjNzfX7TXeeecd\n", "PPDAA/J2bW0tSkpKcMcdd0SiC0SqmFFCREREREREARs1apRi+s3MmTOxe/duVFVVYefOnfJ+m82G\n", "hIQE5Obmoru7G7t374bVakVcXBwuXLgQjaYTecVACREREREREQXsypUrqKurk4Mlx48fx3XXXYee\n", "nh7cc889ckYJYK89AgAffPABFi5ciIEDBwIA2tvbFa8ZHx8Pq9UaoR4QqePUGyIiIiIiIgrIkSNH\n", "YLFYkJ2dDbPZjN7eXgwbNgzz5s1De3s79uzZg7g4+9oh7e3tmDt3LsaPH4+SkhKUlpYiMTERfX19\n", "OHfuHGbOnImCggL5tR01TOLi4tDb24tly5YhIYG/8VPkMFBCRERERERERHQNlwcmIiIiIiIiIrqG\n", "gRIiIiIiIiIiomsYKCEiIiIiIiIiuoaBEiIiIiIiIiKiaxgoISIiIiIiIiK6hoESIiIiIiIiIqJr\n", "GCghIiIiIiIiIrqGgRIiIiIiIiIiomsYKCEiIiIiIiIiuoaBEiIiIiIiIiKiaxgoISIiIiIiIiK6\n", "hoESIiIiIiIiIqJrGCghIiIiIiIiIrqGgRIiIiIiIiIiomsYKCEiIiIiIiIiuoaBEiIiIiIiIiKi\n", "axgoISIiIiIiIiK6hoESIiIiIiIiIqJrGCghIiIiIiIiIrqGgRIiIiIiIiIiomsYKCEiIiIiIiIi\n", "uoaBEiIiIiIiIiKiaxgoISIiIiIiIiK6hoESIiIiIiIiIqJrGCghIiIiIiIiIrqGgRIiIiIiIiIi\n", "omsYKCEiIiIiIiIiuoaBEiKiMOju7saPf/xjvPDCC3jxxRfx+eefy/d9+9vfRnl5udtz3nrrLTz7\n", "7LP4y1/+4nbf1atX8T//8z+attmbHTt24Lvf/W7U3p+IiIgig99hiNwlRLsBRERG8Omnn2LhwoVY\n", "uHCh232/+MUvkJ2d7bb/4YcfRnl5OT766CO3+3p6etDV1aVFU/2yZMkSnDhxImrvT0RERJHB7zBE\n", "7hgoISIK0YcffohNmzYBAI4cOYKsrCw8/PDD6Orqwssvv4zi4mK88MILGDt2rF+vd/HiRaxfvx5l\n", "ZWWoqqoCAKxcuRLjx48HAHzyyScoKipCeno62tvbsWzZMsyaNQsAcOLECbzyyitYvHgxTpw4AbPZ\n", "jPHjx+Ohhx5Cb28vXnjhBcTHx8NkMiEuLg5PPfUU4uLsyYV/+tOfcOXKFSQlJSEhIQFWqzXcQ0VE\n", "REQxhN9hiNQxUEJEFKIFCxbI/1HPnz9f3m82m/H000+rpqV6k5ubi8ceewwfffQRvvWtbynua25u\n", "xvvvv4/f/va38r7nnnsO06ZNQ3JyMm688UZ84xvfwH/913/h1VdfRUpKivy4F198EatWrZK/rHz5\n", "5Zd44403sHbtWhw4cABDhgzBd77zHQDApUuX8C//8i+BDQQRERHpCr/DEKljoISISEfKyspQU1Oj\n", "+JLR1taGq1evYty4cfK+tWvXKr5gAPZfeTZv3qzYl5ycDAA4dOgQnnjiCXn/mDFjMHXqVC26QERE\n", "RP0Qv8OQnjBQQkQUBpIkwWQyBfU8NYmJiejt7XXbP3XqVOTl5eGZZ56R99lsNsXreHrN2bNnY8GC\n", "BYovIz09PQCAW265Bbt27cL9998PACgvL0dJSUnA/SEiIiJ94XcYIncmydPRSEREftm6dSt27doF\n", "ABg/fjymTp2KpUuX4sMPP0RxcTGOHj2K8ePHY/Dgwbj//vuRl5eHCxcu4N1330VjYyPKysowe/Zs\n", "zJkzBwsWLJBf9z/+4z+QlJSE+Ph4dHV14d/+7d+QlJSEkpISvP/++0hMTAQANDQ04Omnn8bQoUOx\n", "ZcsWFBUVyW2ZPHky7r33Xvk1161bh7a2NgBAR0cHpkyZggceeAAA8Oqrr+Lq1atIT09HW1sbysrK\n", "sHLlSixdujQi40hERMFzXHDGx8dHuymkI/wOQ6TOZ6CkpKQEZ86cgc1mwy233IKcnBxUVVVh3759\n", "iI+Px/z585GVlRWp9hIRERERkaCoqAhlZWVYvny5vELJ9u3b5YKWeXl5mD59ejSbSESkKz6n3tTX\n", "12PFihUAgA8++AA5OTkoLi7G6tWrAdijkMuXL9e2lUREREREpKqgoAClpaWKfWazGYsXL45Si4iI\n", "9M1noGTevHlu+1JTU+XbSUlJ4W0RERERERGFxGq1orCwEJIkYdy4cfISrERE5JvfxVz37NmDOXPm\n", "AFAW2XHMLyMiIiIiothQUFAg33bUoCAiIv/4FSjZv38/Jk6ciMzMTACQ5zsC8Foheffu3SwoRURE\n", "REQxLyMjA7Nnz452MzTh64dNfmcnIiMK5XPdZ6Dk448/xogRI5Cbmyvv6+zsBGDPLHHcVhMfH880\n", "Pw1YLBbk5+dHuxmG09/H1VJhwbLCZRF/320rtiE/p/+OezD6+7GqFY6rNjiu2uC4ht+xY8ei3YSw\n", "Ki8vx9ixYwEAXV1dXh9rtO/sRjs/2J/YZqT+GKkvQGif614DJTU1NTh48CAmT56M06dPo7W1FWvW\n", "rMHcuXOxceNGSJKERYsWBf3mREREREQUmr1796KsrAxmsxm5ubmYN28eysvLUVxcDACYMWNGlFtI\n", "RKQvPpcHDsW+ffsMFZ0mMjJmlBARUX927NgxLFy4MNrNiAp+ZyciIwrlcz0uzG0hIiIiIiIiItIt\n", "Bkp0yGKxRLsJhsRxJb3gsaoNjqs2OK7a4LgSeWa084P9iW1G6o+R+hIqBkqIiIiIiIiIiK5hoESH\n", "jFSJOJZwXEkveKxqg+OqDY6rNjiuRJ4Z7fxgf2KbkfpjpL6EioESIiIiIiIiIqJrGCjRIc4d0wbH\n", "lfSCx6o2OK7a4Lhqg+NK5JnRzg/2J7YZqT9G6kuoGCghIiIiIiIiIrqGgRId4twxbXBcSS94rGqD\n", "46oNjqs2OK5Enhnt/GB/YpuR+hOtvvRYe7D34l7UddRF5f3VMFBCRERERKRzNpsNVqs12s0gIgrY\n", "M/ufwQPbHsD8jfPR3dcd7eYAYKBElzh3TBscV9ILHqva4Lhqg+OqDY4riYqKirB+/XpUV1fL+6qq\n", "qrBhwwZs2rQJlZWVUWxd5Bnt/GB/YpuR+hOtvuwr3wcAqGyvxNnGs1Fpg6uEaDeAiIiIiIiCV1BQ\n", "gNLSUsW+4uJirF69GgCwdetWLF++PBpNIyLyqb6zXr7d1NUUxZY4MaNEh4w0Dy6WcFxJL3isaoPj\n", "qg2OqzY4ruRLamqqfDspKSmKLYk8o50f7E9sM1J/otGXjt4OdPZ1yttN3QyUEBERERGRBiRJkm8n\n", "JiZGsSVExtZn68Oz+5/F2qK1qGqvinZzdEfMJgEYKKEQGGkeXCzhuJJe8FjVBsdVGxxXbXBcyRex\n", "sKvJZPL5ePGYslgsut5et25dTLWH/TF2f/513b/itROvofBsIf7r8/+KentC2XbcjuT77zu0D6Lj\n", "p4+H9fWDZZLEcHOY7du3D7NmzdLq5fsti8ViqBSvWNHfx9VSYcGywmURf99tK7YhP6f/jnsw+vux\n", "qhWOqzY4rtrguIbfsWPHsHDhwmg3I2ilpaXIyMhAdnY2AGDLli247777IEkSduzYgaVLl3p8rtG+\n", "sxvt/GB/YtsPC3+I1yteBwA8OPlBrLtzXZRb5L/uvm5sObcFIwaMwIIxC6Lyt9l7cS8e2PaAvP2D\n", "m3+An9z6k7C8diif6yzmqkNG+mCJJRxX0gseq9rguGqD46oNjiuJ9u7di7KyMpjNZuTm5mLevHmY\n", "O3cuNm7cCEmSsGjRomg3MaKMdn6wP7Eta3QWUGG/3dHbEd3GBOiNk2/gJx/bgxIfrfooKn+bhq4G\n", "xXasFHNloISIiIiISMfUAiHZ2dl46KGHotAaov6lo88ZHBGLkupBcWWxfPtY9THcMPyGiLehrrNO\n", "sc0aJRS0cMy5InccV9ILHqva4Lhqg+OqDY4rkWdGOz/Yn9h2vvy8fFtvgRIxKNHW2xaVv01Dp0tG\n", "CQMlRERERERERPrVZeuSb+stUCIGKdp726PSBreMkhiZesNAiQ4ZbV5frOC4kl7wWNUGx1UbHFdt\n", "cFyJPDPa+cH+xLZBQwfJt/VWo6Sxu1G+3d7bHpW/jevywM3dzRFvgxoGSoiIiIiIiIiCoOcaJWL2\n", "RltPW1TaUN+lDJRw6g0FzWjz+mIFx5X0gseqNjiu2uC4aoPjSuSZ0c4P9ie2Xam9It/WU6Ckx9qD\n", "tl5ncKS9tz0qfxvXjJKm7iZIkhTxdrhioISIiIiIiIgoCN3Wbvm2nqbeNHY1KrajVaPENVDSZ+tT\n", "ZOlECwMlOmS0eX2xguNKesFjVRscV21wXLXBcSXyzGjnB/sT2xJTE+XbHX0dMZEN4Q+1QEmk/zZW\n", "m9WtHUBsFHRloISIiIiIiIgoCGL2g02yocfaE8XW+M+1Fkg0apQ0djVCgntgKRYKuvoMlNhsNlit\n", "1ki0hfxktHl9sYLjSnrBY1UbHFdtcFy1wXEl8sxo5wf7E9sa25QZEXqpUyIuDQxEp0aJ69LADrFQ\n", "0DXB251FRUUoKyvD8uXLkZ2dDQDYvn27HDjJy8vD9OnTtW8lEREREREFhN/bibTXbetWbHf0dSAD\n", "GVFqjf/EpYEBKAq7RkpDV4Pq/liYeuM1UFJQUIDS0lLFPrPZjMWLF2vaKPLOaPP6YgXHlfSCx6o2\n", "OK7a4Lhqg+NK/uiv39uNdn6wP7GtF72Kbb1klMRCjRLdZpSosVqtKCwshCRJGDduHGbNmqVFu4iI\n", "iIiIKAT83k6kLavNii5rl2JfZ68+AiWuWRvtPZFf9cZ1+o+DLgMlBQUF8u1du3b5fLzFYpEjU445\n", "T9wObduxL1baY5TtdevWYfr06THTnkhvNzdHt2hStPuvp23Xz4Jot8co2ydPnsRjjz0WM+0xyjaP\n", "Vx6vetlOTU2F0QTyvd1iMc53dqN9p2N/YndbLXvk0NFDaEprion2edtu6FEGKXpsPfjwwIdIjEuM\n", "WHs8ZZScPHcSmImwvF+wTJKP9YtKS0uRkZEh1ygR7d27F4sWLfL43H379jFyrQHxPzIKn/4+rpYK\n", "C5YVLov4+25bsQ35Of133IPR349VrXBctcFx1QbHNfyOHTuGhQsXRrsZmvH2vd1o39mNdn6wP7Gr\n", "pqMGk1+frNi35b4tmD96fpRa5L9vf/BtvH/+fcW+/77hv1FwR4GHZ4Tfs/ufxWsnXgMAjEobhStt\n", "VwAA373xu3h+/vMhv34on+sBLw9cXl4u3+7q6vLySNKKUT5YYg3HlfSCx6o2OK7a4Lhqg+NK/uiv\n", "39v1cn58Wvkp8jfk44k9T8Dbb9d66Y+/jNQftWk2upl6ozK95frZ10e0DWIx17yMPPl2zBdz3bt3\n", "L8rKymA2m5Gbm4t58+ahvLwcxcXFAIAZM2ZEpJFERERERBQYfm+Pbb8+9GuU1peitL4UD1//MOZm\n", "zY12kyhAHX0dfu2LRWr1Qdp6IrvyTV2Hc+rN+IzxOFBxAIAOapSopefNmzdPs8aQf4yUrhZLOK6k\n", "FzxWtcFx1QbHVRscV/JHf/3erofzQ5IknKg5IW9XtlV6fKwe+hMII/Wno9c9KKKbVW9clgcGgE+O\n", "fILJd01WebQ2PGaUxECgJOCpN0RERERERBS8q21XFReDsXBhSIFTC4roZuqNyvSWTltk2y4Wc421\n", "qTcMlOiQUSKwsYbjSnrBY1UbHFdtcFy1wXEl8kwP50dpfaliu6W7xeNj9dCfQBipP2oZJXqYetNj\n", "7UFbr/s0m/GTxkesDZIkKab/5A12Bkqau6O7GifAQAkREREREVFEldSVKLZj4Rd0CpxaUEQPU28a\n", "u9yn3QBAe297xNrQ3tuOLqu9yLQ53ozsNOcqu7GQYcVAiQ451oam8OK4kl7wWNUGx1UbHFdtcFyJ\n", "PNPD+XGq7pRi29uFoR76Ewgj9UevNUo8BUqOlx6PWBvE+iRDUoYgNSEViXGJAIBua3fUx5GBEiIi\n", "IiIioghyzSiJhakGsazP1oen/v4UHtr2ECpaK6LdHJlea5R4CsxFskaJWJ8kMyUTJpMJGckZ8r5o\n", "nxMMlOiQkeb1xRKOK+kFj1VtcFy1wXHVBseVyLNYPz+6+rpwvvG8Yp+3jJJY70+ggunP7i93481T\n", "b+JvF/+Gl468FPY2nao9hV8c/AU+r/k8oOepTVXRQ40StaWBAWB4zvCItaG+s16+PcQ8BACQYXYG\n", "SqI9Hc3r8sBEREREREQUPmcazsAqWRX7ov3reawray6Tb39eG1gwwxdJkrBm5xqUt5Rjy9kt+OyR\n", "zxBn8i+fQDWjRA9Tb1SWBgYiW6NEDJRkpmYCAAYlD5L3RbtOCTNKdMhI8/piCceV9ILHqjY4rtrg\n", "uGqD40rkWayfH67TbgDvv57Hen8CFUx/xIvqs41nIUlS2NpzqeUSylvKAQCXWy97XYHIlWqNkhiY\n", "emOTbDjTcAY2yaZ6v1ijJDk+Wb59/tJ5tYdrQjWjhFNviIiIiIhIS1VVVdiwYQM2bdqEysrKaDfH\n", "UHqsPUE/Vy1QEu2LwlhX21kr327ublZsh+pk3UnFdn1XvYdHulPLHomFqTcP73wYt/4l0CwbAAAg\n", "AElEQVT1Vnyn6Duq94uBuZz0HPl2l61L87bJbRAyRgabBwNwySjh1BsKlNHmKcYKT+N6sflixItG\n", "5aTnIHdQbkTfk/SDnwHa4Lhqg+OqDY4r+aO4uBirV68GAGzduhXLly+PcosiQ+vz46UjL+E3h36D\n", "B6c8iJcWBl4vQzWjpLsJkiTBZDK53We08z2Y/tR3KIMX5xrOYXhqeOppnKpVrkBU31mPvIw8v56r\n", "NlUl2lNvuvq68EHZBwCAree2Yv2d65EYn6h4jLjiTE56Di40XQAApGakRqydYuaOI0AiZpREe+oN\n", "AyVEPlS0VmBZ4bKIvue2FdsYKCEiIqKQpKY6L3qSkpKi2BJj+X/H/h96bD14u+Rt/OTWnwR0wS5J\n", "ktvSwABglaxo621DelJ6OJtqGOIKKQBwrvEcvpLzFXm7x9qDVz57BQOTBuKR6Y/4XWMEcF+qWZwS\n", "4kssrnrT1tMm35Ygoa6zDllpWYrHiFNvxIySSNYoEbOoHAESsZhrRWsFXvnsFeSk52DZhMheiwGc\n", "eqNLRpunGCs4rqQXPFa1wXHVBsdVGxxX8odYxyExMdHLI43Fn/OjobMhoFoUDp19nYpf4y+3XA7o\n", "+dUd1fLz0xLTMCJ1hHyfp+k3RjvfQ61RAtjrlIj+89P/xHOfPIenP3oaey7uCei1T9a6TL0JIFCi\n", "WqMkyhklrsEO1yAToMzWEAMllfWRm6IntsGRUSJOvfnjZ3/ETz/+KR754BGcqDkRsXY5MFBCRERE\n", "RGRAVqtzZRW1KR0i8eLVYrHoevvkyZNe7//L7r9gyutTMOn1SSitLw3o9Ws7lLUxrrRdCej54rSb\n", "qZlTFb+gOwIlgfZHb9vB9Ke6rRqi4rJi+faBjw/gz8f/LG9vO7LN79dv7m7G5VZlsOvoF0f9fr5a\n", "UKSpvSmq43vg8AFFez789EO3x1+quyRvd1Y5+9Bl64pYe8XA4KWz9vaIU29E733yXtDvFyyTFM6S\n", "wS727duHWbNmafXyRBFhqbBEZepNfk5k56NGo59AdPpKRETk6tixY1i4cGG0mxFWW7ZswX333QdJ\n", "krBjxw4sXbpU9XH97Tv7Lw7+Av/36P8FAPzLrH/Bc/nP+f3cTys/xV2b75K3f3X7r/DYzMf8fv6b\n", "p97EU39/CgDw0JSHUNZUhsOVhwEA21dsV0wnIbvuvm5kvaKcOjJm4Bgcf+Q4AODQ1UO4+9275fvW\n", "TFvjd+2YgxUHsbRQeV48OetJ/DL/l349f9H/LMKx6mOKfYPNg3Hhuxf8er4WDlcextc2f03efmXx\n", "K1g1ZZXiMTf8+Qa5BuPW+7Zi+RZ7/aLR6aNx4tuRyd649a+34kzDGQCA5RsWTM2cih0XduDhnQ+7\n", "PfaX+b/Ek7OeDPg9QvlcZ40SIiIiIiIDmjt3LjZu3AhJkrBo0aJoN0dVZ18nTtWeQkNXA0ww4c5x\n", "d2r+ntXtzuyEsw1nvTzSXU1HjWL7StuVoN87a0AWGjqd03i48o06takjl1suo6O3A6mJqXj3zLuK\n", "+yrb/J8+olYvRu39PIn1GiWA+zELeF71pq23ze2xWhGnvg1MHggAHuv9BDNNLlQMlOiQxWIxXPXr\n", "WMBx7T+isZIREL7VjHisaoPjqg2OqzY4ruSP7OxsPPTQQ9FuhleXWy7LGRp5GXlhCZT4Oj9CCZS4\n", "Tb1pDSxQUtVeJd8eOWCk4vuIp1U+jHa+B9oftZohEiSUNZVh0pBJ2Hpuq+K+q21X/X5t16WBASiC\n", "V76o1SjpsnbBJtkCKigbTr5qlPRYe+SASLwpXlHotbW7VfsGXiMe744pNzeNvAl3j78bR6qOYOLg\n", "iTh45SAABkqIiCIiGisZAVzNiIiIyNXQlKHy7UCKaIZC/IW9vKUcnX2dSElI8eu51R3KWhmhZJSM\n", "GDBCUaMk2suhxipPGR5nG8+isr1SUVwXCCxQUlLrvlRzfVdoq9449g9IHOD364STa6DENbgnrniT\n", "kZwBc7wZ8aZ4WCUr+qQ+9Fh7kBSv7SpZ3X3d8tjFm+LlsYozxeGvS/4KSZKw6fQmZ6CkJ/KBEhZz\n", "1SEjRZRjCceV9ILHqjY4rtrguGqD40pGkZGcARPshWabupvQZ+sL+TV9nR9isEKChAuN/teTcJt6\n", "E2JGibjKh6epN0Y73wPtj6dAybnGc3jvzHtu+5u6m1QzPVz1WnvxRf0XbvuDzShJjHOuLBXN6Te+\n", "pt6IgZLB5sEwmUyKoI4/Yxeq5h7l0sCuxaZNJhMGJfk+N7TEQAkREREREUVFfFw8BpsHy9viRZwW\n", "eq29bhkDZxrP+P38mnblRWd1R3VAwR0xSONvoKS/EwMlaYlp8u1/XPkHPij7QN5OinNmQVS2+65T\n", "cq7pHHpsPQCA9KR01ffzRpIkdPQ5gwpidlQ0lwj2lVEiLoecmZoJAIpASSTqlIjHungOiBx1S4Do\n", "TL1hoESHwrHcEbnjuJJe8FjVBsdVGxxXbXBcyUjCPf3G2/lR21nrti+QOiWuU29skk2RJeKN1WZV\n", "PH946nDFcqhigU2R0c73QPsjHhNzsubItw9UHJAv6icOnogbh98o3+dPQddTtc5Crrdl3ybXFGnp\n", "aUGvtVfx2O/t/R6mvzEdu8p2yft6rD2wSTYA9mwSMdgiBlAizVeg5J0z78i3F421F3lOS3IGoFyf\n", "Hy6dfZ3yeInHujj9TKQIIvYwo4SIiIiIiPqRIeYh8m3XehPhprYCSCCBErXn+1unpLazVr5QHGIe\n", "guSEZEWgJNYzSiRJwp6Le3Cw4mBE31fM8Lh11K1u98eb4vGbeb9Bdlq2vM+fOiXiijfTh0/3eBx+\n", "Uf8F/lr6V1xpu4Lff/p7eb8YDElNTEVqQqq8Hc2MktYeZUHWus46+birbq/Gh5c+lO9bOWklAGWm\n", "juvUnXA4WHEQk1+fjDlvzUFLd4viWB+YNFD1OeJ+ZpSQX4w2TzFWcFxJL3isaoPjqg2OqzY4rmQk\n", "mSmZ8u1Almb1xNv54Tp1BrAXBfWHJEmqz/dUp0SSJBy4fACHrh4C4D7tBlD+au6pmGusnO8vHX0J\n", "D257EEsLl+Ljyx8H/TqB9kfMKJk4eCKGmocq7n9hwQv46tivKgIl/mSUnGlwTrmaOnSqIlAiTs8S\n", "X0sMwIi1PFITUpGS6CwIHM0aJa4ZIVbJKk9pKzxbKAdNbsu+DaMHjgagnHqjRUbJf3/x32jtaUVZ\n", "cxl2lu1U1ijxJ6OENUqIiIiIiKg/GZIi/JIfQCHNYLhOnQGAC40X/Koz0trTii5rl9t+TxklH5R9\n", "gOVbluPud+/G/sv7FVN0RgwYAQC6WfXmi/ov8JtDv5G3P636NGLvLQbPMlMyMWPEDHn7+7O/j0eu\n", "fwQAAs4oEQMlk4ZMUk4B63AGSsTskvrOekiSBMA9o0RcOSmWpt4AzkyozWc2y/tWTl4p39Y6UCJm\n", "hFxtu4rmLt81SsSpTK09rXKAJ1IYKNEho81TjBUcV9ILHqva4Lhqg+OqDY4rGYmYIRDI0qyeeDs/\n", "1KbO9Nh6UN5S7vN11Z4LeM4osVxxtqPoyyK3FW8A5UWip+kF0T7frTYrntz7JHptzrodoRTdDaVG\n", "ydCUoXgu/zksm7AMz+U/h5/e9lP5vqy0LPm2r0BJe287LrVcAmCfupOXkacMlAjHofj+vbZeeala\n", "MWskJSFFMfVGi5VjbJINr3z2Cn71j195DWaoTZ2p7ajFmYYzOF5zHIC98O3yicvl+wckaRsoEQNH\n", "1e3VigwRcfqZKD4uXp4SJEHSZEqQNwm+HmCz2SBJEuLj4yPRHiIiIiIi6kfEjJJwFHP1Rm3qDGBf\n", "CeTFIy/iQtMF/O6O32Fq5lT353oIlHi6KBcLVp6pP6O4IAxk6k20rTu+Dseqjyn2NXZruzqRyDWj\n", "ZGjKULx595tuj1NMvfGx6s25xnPy7fEZ45EUn6QIlIiZTa51c+o66zAoeZB7Rok49caPGiWfVn6K\n", "pu4mLBq7yG15XDV7Lu7BTz+2B4YS4hLwzNxnVB+nFuio7ajFgcsH5O27xt2lOPYUNUo0WPWmq8+Z\n", "iVXVXqXIvvGUUQLYV75xtKelp0WxEo7WvGaUFBUVYf369aiudqaoVVVVYcOGDdi0aRMqK33P/aLw\n", "i5V5ikbDcSW94LGqDY6rNjiu2uC4ki/bt2/H1q1bsXXrVpw8edL3E6LI0wVqsLydH+LUGzGT5ccH\n", "fowNpRtw6OohRcHOnRd24ok9T+Bk7UlFjZHhqcPl254ySsSsi7ONZ1VrlKQlpiHeZP9BurOvE919\n", "3QH1R2st3S14/tDzbvs9rdDjj0D602PtkbMP4kxxiqWkXQUy9UYs4DtpyCQAnjObXI9JxyoyYtZI\n", "SkJKQFNvjlYdxV2b78KD2x7E+uPrvT7W4bPqz+Tbfy//u8fHqQZKOmsVSyk/OPlBxf2K5YGDyNzo\n", "7OvE2qK1WLVtlWp9GDFw5G9GCaAs6BrpOiVeAyUFBQW44447FPuKi4uxevVqrFq1CocPH9aybURE\n", "REREFASz2Yzly5dj+fLlmD59erSb41W4p954I2aF5Oc4L9jFaTGO2hWNXY34TtF3sPGLjXhizxOK\n", "584Y7qyT4alGiZghcrXtqiKLwVGjxGQyKVe+icIyqN6U1JWoXvSHMvUmEGKG0RDzEHkJXzWO4BNg\n", "vxh3XeJX5FqfBPCc2eR6TDruE8dlQOIARaDEVzFXceWZF4+8qMi48KSirUK+faLmhGpQDVAPdFxs\n", "vij3Oc4Uh/lj5ivuD3XqTeHZQhSeLcTui7vx5qk33e4Xg0rVHdWKc8Nblog/U9O0EnCNktRU59yr\n", "pKSksDaG/BPteYpGxXElveCxqg2OqzY4rtrguJIvVqsVhYWFeO+993Ds2DHfT4giRW2IMEy98Vqj\n", "RJh6c3vO7aqPudh8EZIk4Yv6L+TirafqTqG0vlR+zA3Db5Av2ms6alQvWl2DCZ9WOgugihf1iuk3\n", "Kpka0Tzfv2z+Ur593eDr5NvhqlHS2tOKN0+9iaNVR1Uf61qfxJuk+CQMSxkGwF7TQq1wr4NaoEQR\n", "sBPe17WvjqlA3mqU+Jp6U9ZUJt+u7azFO6ff8fp4QJm51GPrwYnaE6qPUwt0/L3875BgL0I7acgk\n", "RQYJoJx6E0yg5GLzRWc7VQKHQWeUJMdoRokaR5VfAEhMTAxrY4iIiIiIKHQFBQVYsWIFvv71ryum\n", "0ceicAdKvPGUUSLq6OtAdUc1LjRdUOzfVbZLvp2dlo0RqSPkbbWaGK5Bjx5bj3xbDJREa+Ubm2RT\n", "XNupEQMls0fOlm+Hq50//fineOrvT2Hpe0txvvG82/2u9Ul88Xf6jRgocQSAPB2Hrseko03tfc6A\n", "QqA1Ss43Kfv6x8/+6HNVF9cpXmLgTaRWY0R8PzEbyiHUVW/EMVLLaBEzZrqt3ShvdhZP9lajRJFR\n", "0hPZjBKfxVxdWa1W+bY/RWcsFos8D80RPeQ2t2Nx27HP9X7kIioi3f/m5uikeibEJcBSYZHff9Cg\n", "QYr2aLHtT3qjFpqbm4Ec++1Q/l75+fl+Pz5neg4qWisiOr456TmoOFkRdP+iue0QK+0xwnYgxyu3\n", "ebxGc1vMmtaTuro6vPOO8tfoJUuWYMyYMfK2Pz9uqn0HitT22ePOehENXQ2afaebMWeGfBGZaErE\n", "xMETMdQ8VJ5akRyfjG6rPTNk28fbcDVdeaEtXrTXX6zHqPRRcoCk6JMi/PPX/ll+P0mSvAYTLhy/\n", "gDHz7H8jqcMZrGjubva7P6FsV3RV4DeXfwNzghn/nvPvyEjMUH28GCiZOXwmNn6x0d7/DvsyuSaT\n", "KaS/z/7L+wEAXdYurD++Hr9b8DvF49UySry9fnZatpxp4aiVYbFYYJWssI6x4roh1+HcZ+fwZZO9\n", "XyaYUHu6FpazFgyd6AyUXKq7JN+uanZOywKAz89/Dku3BZ0DnMGQppomTBw8Ud4+X34ex/OO42jV\n", "UYxqGIW0hDRFe8/UnlG85rnGc9j95W4UjC9Q7Z8kSW6ZGo4lmsXH2ySbz0BHemu62/F0pd752l9e\n", "+TLg4+305dPy8y/XXHZ7flu3MngirjJ14dQFdJ7vVH19tRolwRxvwTBJPsKIpaWlyMjIQHa2PTq3\n", "ZcsW3HfffZAkCTt27MDSpUs9Pnffvn2YNWtWSA0kijZLhQXLCpdF9D23rdjm8VcOrUSjnwDw9j1v\n", "Y83ONYZ/T6D//F2j0U8iolAdO3YMCxcujHYzwqa8vBxjx44FAOzYsQNLlizx+Nhof2eXJAkj/zhS\n", "Xn72yuNXFPUewqWsqQw3vXUTAGB0+mic+PYJvHXqLTx/+Hksm7AMNR012HpuKwDg5UUvY1fZLuws\n", "26n6Wnse2IOXj72M98+/DwB49c5XsXLySvn+tp42jFk/RvW5g82DceG7zmyVR3c9Kr/va3e9hvsn\n", "3R96Z334meVnePnYywCAn9/2c/zvm/636uMWblqIz2rsRUR3fH0Hvr7163IwqeKxCqQmBh9g7Ojt\n", "wOh1o+UpIakJqTj16ClFhs2rx1/Fjw78CADw6PRH8bsFv/P6mk9/+DTeOPkGAOBXt/8Kj818DIC9\n", "WO/64+sxxDwEr971Kla+b/9b5Q7MxbFH7FPTLrVcwow37dkW2WnZOPXoKUiShFGvjJKnYAHA/ZPu\n", "x2t3vYbff/p7/OofvwIA/OtN/4pRaaPw9EdPAwCW5C3BR5c+QltvGx6c/CDW3blOfn5jVyPyXstz\n", "a/tt2bdhx/07VPvV0NmACX+aoNiXNSALJf9Uotjn7bhz+NvKv+HmrJsV+3Zc2IGHdz4MALhn/D14\n", "e8nbXl/D1d3v3o1DVw8BAOZkzUHRyiL5PkmSMOzlYR4zZs6uPYvMVPVsof/zyf/BH478AQDw41t+\n", "jKfnPB1Qu0L5XPc69Wbv3r2wWCzYu3cvDhywLyc0d+5cbNy4ERs3bsTcuXODelMKjesvSRQeHFfS\n", "Cx6r2uC4aoPjqg2OK/lSXl6OzZs3Y/PmzZg0aVK0m+OVyWQK68o3ns4PcdqNY9Wah69/GKX/VIrn\n", "5z+PcYPGyfd/2fyl2/QI0YgBIzAqfZS87fprv7dsEnHaDaCs0RCpGiXiNA5v/RQzSsYNGqdYdSbY\n", "OiWO/lxouiAHSQD7lKe3St5SPFbM4vFVowTwvETwzgv2gFdDVwN+tP9H8v7rhjjrrgwxO4u5NnQ2\n", "QJIkdPR1KIIkAFDXoV6jRJx6c+DyATl7yXWFGnFKV9aALCTEJQAAPrn6ier0IwCoaK1w21fZXum2\n", "X5x241qHBADiTfG4ftj1bvsVq94EsTywmPnT2tOquK/X1ut1WpHX5YGFjJKYmnqzaNEit33Z2dl4\n", "6KGHNGsQERERERGFZt68edFuQkCGmIfIK880dDUoghDhIi7P61h1RiQGSi40XVAUqHQ1LGUYRqUJ\n", "gRKX+hHels8Va5sAiMqqN2LQyDENxVVjV6Mc8ElJSMHIASORkZwh/52auptC+juJS/Q6vP7563h8\n", "5uNy8EC8APenRklWWpZ821GjpKW7BZdbL8v7xcCQo5ArYA8WmOPN6LJ2ocvahY6+DtVgkMcaJUIW\n", "lHhRX9tZi/rOejnQc6HRGSiZPXI2uvq6sLd8LwDgRO0JTBiszBwBPK+sVFxZjJz0HHlbnHYzLMWe\n", "xSHWS5k8dLJqtpY/ywNXtlXiTMMZ5Ofky38fBzGg5fp8b/VaBiQOQGK856mBYhAl5ou5UvSFOt+K\n", "1HFcSS94rGqD46oNjqs2OK5kNOJFcKgFXT2dH2oZJSIxUHKw4qA8xcRVRnIGkhOSvWaUeMu2EC/m\n", "Ad+r3mhxvisCJc3qgRJxf+6gXJhMprBklMi1aRrdAyUVrRVy9gcQYkbJtRol4mpFrsSMEpPJpFgi\n", "uKGzQfVYdOwTM0pSE1IVq964Ol3vrOFxodkZKJmQMQHThzmX7y6tU2+rWkYJ4KxT4tDe4wyUpCWl\n", "YVjqMMX9aoVcAd+r3rR0t+ArG76CFVtX4Nf/+LXivl5rr+JYcM1IEZcGdiVmjKhJT05XtCGSGCgh\n", "IiIiIqKoEi9QtVr5xmegJMMZKKntrPX4Oo7nZqdlI84Uh+y0bEUAAQAauz0HEVwzSgaZhUCJj9Vk\n", "TtScQMHmAvzgwx94vQD1RRyLyvZK1Ytj12k3AMISKHEQM0rEINWPDvwIn9d8DiDwjBK1VW88BR8A\n", "ZUYJoFwiuK6zTvVYrOusk6flOLhmlLg63eAMlIhLA4/PGI+pmVPl7ZI6Zc0RBzEQd9PIm+Tbrivf\n", "uE69cSyX7DBz+EzV1/e16s3hysPysbmnfI/ivoYu5VS5tp42xWpK3jJKxHo0agYlMaOEAsB5ydrg\n", "uJJe8FjVBsdVGxxXbXBcyWjEC1THKjTB8nR++Jp6M3LASJjjzW77bxx2o2Lb8dyZw2ei6okqnHr0\n", "FP64+I+Kx3gLIoxM81yjRO1iUOzPjw78CMWVxfjzyT9j1bZVHqdJeNPV1+X2PuJyrQ7ilBxHIEO8\n", "sA21RomYUfJc/nNyVkNVexXuee8evHXqLcWUGU8FP0VZA5zZOpVtlbDarCipVw8+AM6lgR1cA3Zq\n", "fey19aKlp8VrjRJXiowSYerNhMETMG3oNHn7VN0p1eeLGSX3TrhXvv1Z9WeY8eYMrHx/JUrqShRB\n", "jrSkNLeA4I3Dlcey+FgHtUCJ+P6OTB0H12BSr61XkY3lbbVJb/VJAGBgcvRqlDBQQkREREREURUL\n", "GSVxpjiMHTTWbf+SCUsUUxMcz42Pi3er1eAgBiJcM0jcMkr8rMNQ31mPw1cPy9uWKxasfH9lwFMS\n", "xOksDmKBUQfVjJJkZ0aJr+wXb6w2qyJgcHvO7diwZIM8FaO9tx3f//v3FRfo/mSUpCWlycGSHlsP\n", "jtccV2Rp3JJ9i3w7a0CW4kLc9T0auho8Bu3qOusUAYXURB9Tb65llEiSpBjr8RnjMWHwBCTFJQGw\n", "Z8GoBWfEGjg3DLtBXopYgoRLLZewr3wffnHwF4rA2YDEAYqpNwlxCZiW6QzKiMSMktaeVrgujHu5\n", "xRmwauhqUAQ/1I4nsR1i5o0rMUioRjw3OPWGfOK8ZG1wXEkveKxqg+OqDY6rNjiuZDThXPUm2Bol\n", "ADB+0Hi3fZOGTMLskbN9PlckXuzOzVauFOoto8RbjZK9F/cqVokB7FMifvzxj322RyRm1jio1Slx\n", "rVEChGfqTX5+PspbytFj6wFgz+QZmDwQt4++HUUrizA6fbTbc4anDlesSuPNvNHOQsYfXvpQMfXm\n", "d3f8Tg6kLJ2w1O254nFY31nv8Vis66xTTClJTfAx9eZaRklNR408PSY9KR3DUoYhIS4Bk4dOlh+r\n", "NlVInHozKn0Ufn7bz92Ow3ON59yn3giBkqlDp8Kc4J4xBQDmBLMcDOy19boF7MTMHgByQV9AfZqa\n", "2A4x88aVz4ySKK56w0AJERERERFFVTin3njia+oN4AwIiMZnjMftObfL245f870Rgwg3jbwJJpjk\n", "7ZGpykCJGHxwrfcg2n1xt3xbLMq5+8vdag/3SAwYOYh1MxzEVX/GZ4x3a2soNUrE+iTi9JfJQydj\n", "9wO78c8z/hkLxy7EorGLcO+Ee/F6weses3dc3TH6Dvn2htIN8kX7EPMQTBk6BR899BF2fn0nfj3v\n", "127PFYMx9Z31Hv8e9R31ykBJYqrXqTf1XfWo7ahVjHNeRh5MJvtxIWZ6uE4Vstqsiuku2WnZuDvv\n", "bpxeexqn1zqn9FS3VysyOdKT0hVBp1kjZnlsH6A8J6o7lME012KyYnvUMsDEJYJdl1cW+QqUcNUb\n", "CgjnJWuD40p6wWNVGxxXbXBctcFxJaNxXW0kFGrnh02yKX759phRkqHMKDHBhHGDxuF/zfhfeHja\n", "w/j29G9j5eSVPtsgTkvJTstGfo49K2TswLFuS+qKv/rXdNTAJtnc+tNr7cW+8n3yvpcWvoTEOPuy\n", "qnWddQHVKnG9CAbcM0rae9vlrIGEuAR5CVox+yWUGiVifRJx5RnAfsH+63m/xuZ7N+Ode9/Bn+/+\n", "szx+/pg/Zr58u7zFWXtlWuY0mEwmDEsdhltH3Yo4k/ulsJhRUtNRowgCiPVrajtrFcV0UxJSvE69\n", "AexZJeLSxOKxpgiUuBR0rWqvglWyArAv+StmhQxPHS5ngnRbu+UCtoA9o2T5xOX4yqiv4PrM6/G9\n", "2d/z2j7xnKhpVwbTXDNKrrY738fn1BsvRYd9BUpSElLkAFm3tdtrvZNw8y8sR0REREREpBGxNoTr\n", "hdfhysM433ge9028D6mJ3i9GPWnobECfrQ+A/eLM0xQE14ySnPQceUrFiwtf9Pv9xCk0g82D8XrB\n", "6/jbl3/D/NHz3TIjBiQOwMCkgWjpaUGvrRcNnQ1uhUsPVx6Wpx7kpOfg+szrMTp9NMqa7RkKl1ov\n", "YerQqfBHbYf7VAnXjBKxuOuY9DFym8WMklBqlIiBEn8ydAIxcsBITBk6BV/Uf6HYL64u44n49z/T\n", "cEZxvE0YPEEutlrfWe/Xqjc3DLsBn9faV/A53XBaEcjIy8iTb3sLlFS0ObM5XINsgD2w1NZkD0yI\n", "9U8GJA7AwOSB2P717R56q6QIlAhZR73WXsVUG8B3Roli6o23VW981CgxmUwYlDRIzjJr6WnxeO6G\n", "GzNKdIjzkrXBcSW94LGqDY6rNjiu2uC4kshms8FqtUa7GSERpzyI0x3Kmsqw5N0leHLvk/j9p7/3\n", "67XUzg9/6pMA7jVKXDNM/CVmW2QkZ2BY6jB8c9o3MXqge/0NwH5x7+B6UZqfn4+/ffk3efuu3Ltg\n", "MpkUr3Wp+ZLfbXPNFgDsNTDEC1pHAAZQBg/CVaNEMfXGJaMkHMTpNw7i6jKeiMGmL+q/UATtxHbW\n", "ddYpMiVSE1KRGJ+oCILFm+IVdVBON5xWBDIUgRKhbafrT8Nqc57PYiFXR2aPSCwOLL6+uJKNP8Sp\n", "N+IxWNle6ZblJAZK1AJv4tQbb4ESXxklgMvKNxEs6MpACRERERGRThUVFWH9+pz/jdAAACAASURB\n", "VPWorlZOp6iqqsKGDRuwadMmVFZWenh27HBd9cax6sbBKwflaQcfXvrQr9dq6GzA9/Z+D8veWyZn\n", "FYjTTVxXnRHlpOcg3hQvb0/ImOB/JwRitoUYXPAkK01Y1rbd/e8l1ie5c9ydAOzTeBwutfofKFGb\n", "egMos0jEqThisCgcgRJJknCu8Zy87bpEbzjcMeYOt32eVnwRjRwwUg7atfW2eayl4hYouZZ5ImaV\n", "jM8YjxuG3SBvn673HCjJTM2Uj8uOvg5cbLko3yfWB8lOy3ZrsxjgEOvKiCvZ+EM8L8TAomt9EkB5\n", "jPqqURJKRgkQWJ2SC00X7NlXYQioMFCiQ5yXrA2OK+kFj1VtcFy1wXHVBseVHAoKCnDHHXe47S8u\n", "Lsbq1auxatUqHD582P2JMSYlIUW+sOu19coXWl82OS/YzzWec/tl29XJ2pO47S+34a+lf4XligV/\n", "OPIHAMpCrsMHeM4oSYxPVBTAzBuc5/Gx3ohBBH8CJd4ySjbv2ywHFlISUhT1ThzEIIcvYgaAWFdD\n", "DI6I4y5mlChW6Aly6s2Oj3bIF7xpiWmKvofLbaNuk5fcBexLP08aMsnn80wmkyKrpNfWK98Wpwj9\n", "48o/5FV7UuJSkByfDEA5nlOGTsGUoVPk7c+qP1MEXsRACaCcGiROvxGn66hmlAiBErG9gQZKxPNC\n", "DJSISwM7iBklvmqUiIESMQgJ+JlREsDKN38t+Su+tvlryH01Fy8e8X+qnBoGSoiIiIiIDCY11XnB\n", "lpSU5OWRsUNt+o148d7e2664aHS1r3wfCjYXoKbHeZF3odH+C7544ectowSAYqlW8ULXX73WXrlG\n", "gwkmpCel///27jw6quu+A/h3Nmk02gY0ktAuIQFCYhGLJdmWBTbCVgymDia2KSZxWp82pq3rpEmc\n", "9MSnjZuTxs2xm+a4cU7rJG7tlIQQGYvVLLFlhAMYMMaWwip2tG9IQkLSzOsfw7x5bzQjzYzebE/f\n", "zzmc897jbffqzpuZ39z7uxMeM16g5HDPYXF5WdYysddCdkK2uP3KTR+G3kjqYumMpeKyI09J33Cf\n", "rPdOXmKeuBwfFS9+2R0YGcDt0dteXxew9wjY2rJVXJ89fbY484uSYg2xKE0rFdfzzfle57dxl8sk\n", "WheNnERnYEo6Xe+ihEViGaQ9SuYmzUVGXIaYbHXIOiT2jipLK4PZKO9NIe3xUnu+FltOb8GJ1hOy\n", "oTcZcWNzlHgKNDmu6y3pkDRpYNE1kSswcY8ST9MDuwZ6XOvAHenQm4l6lDimYQbgcZibtxgoiUAc\n", "lxwYrFeKFGyrgcF6DQzWa2CwXmkijqErAGAwGEJ4J96Tzjji+PLlOhvLma4zHo9/4YMXxnTzd3yh\n", "82ZqYIdvlX4LJSkleKroKVRmVnp38xLSnhZmo9nt7CquxguUfGb9TFxelb9KXFYiUFKWXiYuX+y9\n", "CEEQ8A/v/4M4W0ycIQ7l6eXiPhqNxu+ErtvObUPJmyXY3u5MLurNcBh/SYff+BLwcpcUd7pxOpJj\n", "kt3sDTx111PisnSK4LlJc6HRaMb0ZJmZOBNvVL8x5jzSPCU1Z2vwtb1fQ9Vvq7Dn4h5xu7tkrh4D\n", "Jb7mKDG5nx7Y3dCblv4WCIKAUduo2yFYnobeuCZLVjpHyekuZ6Bk7nTfg5xSnPWGiIiIiCjMdXR0\n", "YMuWLbJtq1evRnZ2ttv9pcldvfnFvr6+XgzAOYZ2BXtdGij58PiHWPzw4jGzsZztOovoq9Fjjr85\n", "elNMQGrQGDAi2IcgtN1qQ93BOjRcdg5l6L3Wi/pBz+UdODeAlzJf8rs8Bz5yTuM7LXqaV8f3dDsD\n", "Dg1XGsS/x/W+6zjWcgyAfZreh2c+LB4/e7EzZ0ZTt7Oexrte/3A/BkYGAABR2iiUpJQ4z9HThLcb\n", "38bWM84eH68+8CoajjXIzhdtixb/v3uoG+c+OSc7//Ejx6HT6GTXb77djL/709+Jw1UAYM70Ofj7\n", "JX8fsPa0YdEG/OLUL9A12IVSjbN3yUTHj1x3Dl9xiLZFy9qng1ajRUJrAuo77X+vYksx/tT5J0Rp\n", "onDXjLsAAMlWZ4Al35yP72V+Dxc/vYiMigzZ9ZfOWwoNNBAgyK7h6IUC2HtkuN5ve9PYZKqAc+iN\n", "t/VVsMiZj+d6r7MXy2dXnIE6h2HbMDoHO2GDbcz9AsD5K85pkC9ecwY78xLzUHe1TlxPjE6c8P4G\n", "OgbE/XuHez3uv6hskRjg00KLfHM+Gq7IZxDyBQMlEUj6RkbKYb1SpGBbDQzWa2CwXgOD9Tr1WCwW\n", "bNq0yev9Bwftv+IKgiAuj0fanlzbVrDW337vbXHbjJkz0DHYIevCD9inlX32gWfxSesneOXjV/D4\n", "nMdRUVGBg1cPAvZZWJETk4NeoRftg+2wCTYUlBTA1mYD7vzwXbGoAhXZgSvvzOKZQKN92Ww0e3W8\n", "odmAly++DAAYiR4R99lxYYe4332Z92GacZr4f4IgIEYfg8HRQQxYB9Az1DPh9aT5SVJiU2SJWj+4\n", "+gE+uPqBuL6haAPWzVkHuKT2SJ+Wjust9i/SPbd7xPP/uvHXeP7A84g1xKIqtwrtZ9uxKn8VKioq\n", "sGH7BjFIkhyVjB8s/wHWzl4LnVaHmRXymYWU/Ht8+tVPMTQ6JOtdMdHxT9z/BL595tuyAEBWUhZM\n", "BhNiDbFioAkAStNKkaBPEM/xg/t+gNnTZuOutLvEBL3/uupf0fleJ5JikvDK/a/IEve6Xv+1la+h\n", "9lwtDDoDrDYr9l3eJ05rHWuIRaopFekV8oSuK8pW4MXzL8KVY+iNt/VltVmhhRY22HBz9CZGrCMw\n", "6Azo1ztfg3qtXryf5oFm6LTynCPitZOc9Z1oSQTupDGR9ijRarSIM8RNeH+FeYV4t+1dAPYeJZ72\n", "/6T1E3Fb/rR8ROujMRkMlBARERERRaj9+/ejqakJRqMRubm5qKy0DxUpKyvD5s2bIQgCqqqqQnyX\n", "3pHOfNMx2DFm2A1g71Fy8/ZNPLbtMfTc7sH+S/ux+0u70djZKO6TE5ODdm072gftQYHmgWavZ71R\n", "Qs+QZOiNF7N6AEBarPPLs3ToTe35WnFZOtUsYO8plBWfhbPd9gShV25emTDng7QeUkwpyE3IdduL\n", "Yc70OfjRsh+5PYenmW9e/+R1WAUrbg7fRM3ZGtScrcGC5AXYWLwRuy/uFvd7Ie8FfKnwS+Pep1L0\n", "Wr3PQ1DiouKQm5gra3+O/DlJMUmyQEl1XjUgiUOmmFLwzdJvys6Xk5iD9x5/D95YP3c91s9dL65f\n", "7r2MV4+9io+uf4RnS551G5jwNPQmNsq3ZK46rQ4J+gT0jNrbb9utNqTHpcuG3sy3zMcnbfaARHN/\n", "sywni5Q0mat0dqCs+CyUpJTgZNtJLMta5lVvN+nwnPGG3kiH3XiTuHciDJREIP6CFBisVwo0vVaP\n", "+msKzFSRC6/PMzQ6NPnrTRF8BgQG6zUwWK/k4CkIkp6ejvXr17v9v3Al/cJ3vvs8UmLGzk5ztuss\n", "6q7WibkxjjQfQfdQt2yWkPuL7sfBqwdxqt3exaS5v1mezHWCHCWT5evUwMDY/BBWmxXtg+04fMOe\n", "yFWr0WLVzFVjjstJzBEDJZdvXsaClAVj9pGS1kOKKQXR+mhUZlWKwyFi9DG4L/M+vLzsZY+zprgL\n", "lAyMDMi+qDqcaj+Fb33wLXF9Q9EG/EXVX4x7j+Gg2FIsD5TcCeJZYiyyfDDVedWYPV356Y0dchJz\n", "8B8r/mPcfRKjE2HUGTFklX/m83XWGwDINGeip8MZKInWRYs5RuIMcShMKhQDJTcGbiAxyhnEmGac\n", "JrYHaY4S6X3FGmJR82gNDt84jPuy7vPqnryd9UaayFWakNlfDJQQEQVJ52AnNu7cGNRrvrXqraBe\n", "j4iIyF9LUpeIy0ebj7r9pbxzqBO/O/M72bajzUdlPUqKLcU43y3JkdB7UZwtQ6/Vex288Je0l4W3\n", "PUqi9dGYbpyOrqEu2AQb2gfbsfPCTrGnx70Z9yLZNDaZqGyK4JsTTxEsG3pzZ5aTt1e/jbordciI\n", "z0BRUhEMuvGT/0p7rTjK+ln7Z+LUzTkJOXhs9mN47cRrspwk8VHxePGesUNEwtHcpLmyYU+OHiWW\n", "GIu4Ld+cL5syOFQ0Gg1SY1Nlf38NNLKpir0lnfmm7VabrMdHVkKWvOdTfwtGYpz5XPIS88T2IJse\n", "WDLrjVFvhNloRvXMaq/vSdqjZLxZb6SBusLpkw+UcNabCORIWEPKYr0STW18BgQG6zUwWK+kRotS\n", "F0Gvtf+Oe6brjCzngNSupl2y9T/e+KPs1+T+8/2yPBAn206KyymmFK9moZkMWaDEi+lPHVxnvtl+\n", "3jk7zJqCNW6PkU6B6s3MN7KhN7H2L8Wxhlg8nP8wFqYsnDBIAtgT1Do4es9I/1Z3p9+N793zPbz3\n", "+HvIN+eL279b/l2kmFIi4vnlOvONI5GrxeQMlDyU9xA0Gk1YlMe1l1SsIdavaZc1/c5jWgdacfWm\n", "c2rgzPhM2euqeaAZHYMd4ro0aCfNLXRr1Dn0xtNQnfHIepSMN/RG4R4lDJQQEREREVHImQwmLEh2\n", "Dh15/8r74rL0l2xHzwWHrWe2il/GUkwpSDQkyvb/tO1TcTnQ+UkA/4beAPJAyaXeS/jjjT+K69Jp\n", "gaWkX069CZS0DUiGIPlZF+6G3jiGYwD2gBcALExZiD88+Qf8873/jFfvfxV/vfCv/bpeKLhOW+zo\n", "UfJnBX8GnUaHWEMsnp73dAjuzD3Xv2V8VLxf5zEbnIG91lutsvwkWfHyHiXN/c3iNN6APFGrtEeJ\n", "dBi4yeB7LxdZj5Jh9z1K+of7cbXPHtTRa/UoMBe43c8XDJREII5LDgzWK9HUxmdAYLBeA4P1Smp1\n", "V9pd4rJ0WtSH8h7yeMyN/hviclFSESoqKmS/fEtzTUiHFgSKP8lcAWBGnDNQ8t7F9zBisw9rmDVt\n", "lseEnb4OvZHmKHE3lMcb7gIlJ1udvXYcgRLA/oX9uSXP4en5T4s9HCLh+ZWXmCfr/eAIlKzMXYlP\n", "nv4En331MxRMs38ZD4fyuLYPf/KTAMCSOc7hb20DbWLwAZi4R4k0UCLNUeLIcQL42aMkeuIeJWe6\n", "zojLMxNnIkoX5fN1XDFQQkREREREYaF0RumYbUadEZVZlV4d7+gJkB6X7vb/A53IFQC6bzuH3vjS\n", "o0T6a/2ei3vE5aUzlno8JjshW1y+evMqBEHwuC8wNpmrP6TBn+6hbvTe7sX5HntOGL1Wj3mWeX6d\n", "N5zotDrMT54vrkuHOGXGZ/o0pCoY3A298Ye0TbjtURIn71HScatD9v+OYW1D1iFxGmFpoMSoN/p8\n", "T9IeJV1DXbDarGP2kQZKlBh2AzBQEpHCYRycGrFeiaY2PgMCg/UaGKxXUqvStLGBkpzEHLfTfZan\n", "l4/ZVmQpQn19vcdAiSMvRyBJc5T4O/RGmrRy2oDnc5ijzeIwi1ujt2S/8Evv56fHf4qdF3aidWDy\n", "0yRLy9Rzu0eWA6YoqWjCL8OR8vz6fsX3UZpWim8s/ca4082GQ3lce5T4OiWyQ9sFZyCt7VabrDdW\n", "RnwGkmOSodPYpyjuGuqS9eZKNiXLAjSO4TfS6YH9STBrjjaLbXVgZABHmo+M2UfpRK4AZ70hIiKV\n", "uNR7SfbLh696p/X6PH1zZnymrKspERFNTkZ8BjLiMnC9/7q4bWbiTOSb86HT6MThOAXmAqybvU6c\n", "PtehOKkYNztvIiEqASa9SZZIEghOjhJpkEP6a/hEPA2vKYz1/MVPo9EgJyEHn3d8DsA+/MZ1SM2L\n", "9S/i/xr/b8yxSg29kQ67KUkp8euc4agsrQx7vrRn4h3DgFI9SqYZnH/b052nxel49Vo95ibNhU6r\n", "Q2psqhgguXTzkrh/UkwS4gxx4rCbvuE+mI1mWY4Sf4beaDQaPJz/MH712a8AALXna3FPxj2yfaSJ\n", "XMcLavmCgZIIFA7j4NSI9UoU2a71XcOaGvezAgRK7dpaBkomwGdrYLBeSc3K0stQc7ZGXM8z5yFK\n", "F4W8xDxxiMcDOQ+gLL1MdpxOo8Ps6bNhrLD3aEiLS8OFnguyfYIy9EaBHiUOcYY4rF+xftzjXAMl\n", "0qE6giDgwKUDY46JNcT63evANVByovWEuC7NT+KJ2p5f4VAepXKUfOG+LwB3Ztp2BEkA+/TUjqBf\n", "WmyarCeJQ5IxCfFR8WgeaAYA9I30YdQ2Kk4RrYHG79whj+Q/IgZKdlzYgR9W/lA2e5WsRwmH3hAR\n", "ERERkc1mg9U6dtx+pHIdfjMzcSYAYHHqYnFbdV41CqcXymb3KJhWIBv2Ic354RDoZK6CIMinB/Yl\n", "maubQMmSGUug0+rGPU6ap+RS7yXZ/93ovyGbEtjB09AkbyREJUADe2LWm8M3UXe1Tvw/6d+Igse1\n", "p5S/QbD4qHi3vT5W568Wl6V5ShwWJC+AQWeQXbd/uF+Wn8RkMPk1ZTFgD9Q4Xks3+m/IpqPuG+4T\n", "exTrtXrZlNST4VegZPv27di2bRu2bduGzz77TJEbIe+Fwzg4NWK9EhEpj8/WwGC9ksOePXvw85//\n", "HK2t8i/Dkfx53TVQ4ui5993y72LdnHV48e4XsSxrGXRanaz3RFFSEQDn68PdFzpPw1uU0j/SLw4P\n", "itHH+JS8MsWUIgYgHJbOWDrh6136xfBCt7wHjXTa3qKkIlTlVMESY8E37/qm1/flSqfViTO+AM6e\n", "B0ad0av8EGp7foVDeabHTIde6xws4m+PkkOHDrkdnvbwzIfF5eq8anE5OyEbf7Pob/DbNb8FIJ+W\n", "uH+4f9LDbhwMOgO+MPML4vr2C9vF5bNdZ8XlfHO+IjPeAH4OvTEajVi5cqUiN0BERERERP6prq5G\n", "Y2PjmO2R/Hm9OKlYll/EEQjISczBfz30X7J9l2Utw/tX3gcwdnYYd4ESf/NyeMvfqYEB+5fBZFOy\n", "bGaa0rRSYIL0W9KghWNoksOJFuewmAdyHsBLFS/5dE+evPnwm/jyzi/LhjbNS54Hg86gyPnJN1qN\n", "FqmmVDG3j7+BEsCe8Fiae2TpjKWy19KfF/05ii3F0Gv1KEoqkvUSkQZK+ob7Jj01sNQj+Y9g8582\n", "AwB2nN+Bf7rnn6DRaGT56fIS8yZ1DSm/AiVWqxU1NTUQBAF5eXlYvJhdrIIpHMbBqRHrlYhIeXy2\n", "BgbrlSYSyZ/XDToDnlvyHF4+8jJW5a9CTmKOx32fWfAMLt+8DA00+Mq8rwBwvj5ch94kRCVM+sva\n", "RPzNT+IwI3aGLFCyJHUJpudOH/cYaY+S893nIQiC+OVV2qNEyWExc5Pm4sATB/D1P3wd75x7BwDw\n", "UN5DXh2rtudXuJQnNdYZKJEGLHxRUVGBlJ3y4WnSYTcOC1MWuj0+ziAZejPSL5vxxp+pgaWWZy9H\n", "nCEO/SP9aOptQmNnI4otxWgZaBH3cRcc9ZdfgZLqamd3m927d4+7b319vdh4HN2SuM71SFpHLoJO\n", "r9VjZ8NOAEBioj1xUm9vb0DXb95yJmyiwBgdHQ31LQRFKNpvb28vNAb/xr0qIVyeV1znOtf9XzeZ\n", "fJ+2Mpz58nkdCL/P7PfgHlz62iXER8WPu7/JYMIXDV8EYM+BIP3/tBnyL02ORK6BvP+5SXPxi3m/\n", "QP9oPxaWLPT5+BmxM3Cq/RQA+8w+02OmT3h808kmGLVGDNmG0HO7B7s+2IVEQyLuufceWaJVR6BE\n", "yfK+Uf0G5tvmo3ukG3+76G8DXr9c97wuHVbWcqUFWAK/zmfrtUFqRvcMr58P4+Yo0ZsmPH6i9ZW5\n", "K8XA3O6m3Si2FOPjMx+L10iLTRtzvL80giAIkznB/v37UVVV5fb/Dhw4EFHR60ghbaikHE/1Wn+t\n", "Pugzaby16i1s3LlR9dcM1XVZVvVdM1TXrV1bi4pMPo/Hw/eswGC9Ku/EiRNYsWJFqG/Do46ODmzZ\n", "skW2bfXq1cjOzkZjYyPMZjPS090n6Bzv8zqgvs/sjtfHx80f46HfOXs5VGRUoPax2hDe2cSeP/A8\n", "/rfhfwEA6+eux3+u/E+vXu/LNy8XAyy71u1CeXo5znWfQ9lb9pmBLDEWnHnmjN/JNJWktudXuJTn\n", "3z/+d/zLH/8FgLMN+Kq+vh6How7jh4d/CMDec+jQhkNeH//SoZfwk+M/AQD8Y/k/4t6Me7Hq96sA\n", "AOXp5di1bpfP9yT1P5//D77+h68DAJ4ofAKvP/g6vvbe17DljP3Z+NMVP8VTxU+J+0/mua7356DL\n", "ly8jJ8feBW5oaGiCvYmIiIiIaDIsFgs2bdrk9f78vD62G35KbGBnvFHCXWl3iYESb4eyAPY8JY5A\n", "ybnucyhPL5flJ1mUuigsgiQUOH9V8lfQaXVINaWiLK1s4gM8kA7ReqLwCZ+OlSVzHekX8wwB9mS/\n", "k5UVnyUuO3KTSIfeKJms2e9AydGjRwEAJSUlit0MeSccIpZqxHolIlIen62BwXolh/3796OpqQlG\n", "oxG5ubmorKwEMLU/rzteH6mmVGiggQBBXA93j895HIIgIFoXjUfyHwHg3eu9wFwgLp/vPg8gcPlJ\n", "Jkttz69wKU+sIRbPLXluUueoqKiAIAj474f+G33DfdhY7FtP3YmmB56szPhMcdkRKGkeaBa3TWba\n", "a1d+BUocD2AiIiIiIgodT0Nq+HndnhQ2NTZV/MXZkaMknBl0BtnQAW/NmjZLXHYESo63HBe3hVOg\n", "hMKbRqPBY3Me8+tY10CJUtMDO2TEZ4jLN/pvwGqzornfGShRskeJVrEzUdA4EtSQslivRETK47M1\n", "MFivRJ5JXx/SmW8ioUeJO9683l2nCB62DuPzjs/FbYtSFgXk3vyhtueXmsoz2bJIZ73pG+6TzXqj\n", "RKAk1hCL6Ub7LFAjthE09Tahf6QfABCti/ZrpilPGCghIiIiIiJVmpc8T1wushSF8E4CSzpF8KXe\n", "SzjVfgq3rbcBANkJ2bCYLKG6NZpCXHOUSIfeKDU1t3T4zbGWY+LyjNgZiubh8WvoDYVWuIyDC7ZL\n", "vZfEsWgBkWuf4caVtMsYEZGUXqt3+9wItMz4TOQm5gb9uv6Yqu9ZgcZ6JfJM+vp4oewFROuiUZRU\n", "hPnJ80N4V/7z5vUeFxWHtNg0NA80Y8Q2gtdOvCb+X7gNu1Hb80tN5ZlsWcbLURJjUC5Q4khc7Boo\n", "URIDJRQxrvVdC/o0vYB9ylEiInc6BztDMhVy7draiAmUEBGFUnpcOv5t+b+F+jaComBagZjYsva8\n", "cxrkx2b7l2+CyFeuQ28C3aPk4+aPxWXXWa4mi0NvIpCaxsEREZG68T0rMFivRJ6p7fXhbXmkeUoc\n", "MuIyfJpmOBim6t8nEky2LMEYeiNN6NrY2SguK92jhIESIiIiIiKiCCedItjh6flPQ6/lIAIKDlmg\n", "ZLgfgyMB6FES5+xRYhNs4jJ7lJCqxsEREZG68T0rMFivRJ6p7fXhbXlce5QYtAZsLA7+8NCJTNW/\n", "TySYbFliDbHicv9IP26NKjvrDSAfeiMlneFKCQyUEBERERERRbhZ02bJ1tcUrEGKKSVEd0NTkU6r\n", "g0lvEtfbb7WLy0omc3WHQ29IVePgiIhI3fieFRisV3JoaGhATU0Ntm7dimvXnLMDtrS04Ne//jV+\n", "85vfoLm5OYR3GHxqe314W56s+CwYdUZx/S8X/GWgbmlSpurfJxIoURbp8BtZoESnTKAkNTYVBq1h\n", "zHYOvSEiIiIiIgBAZ2cn1q5di3Xr1uHUqVPi9qNHj2LDhg148sknceTIkRDeIQWLTqvDs4ueBQCs\n", "nb0WZWllIb4jmoqkgRLHLEyAcj1KtBot0uPSx2xPNaUqcn7xOoqejYJCTePgiIhI3fieFRisV3Ko\n", "rKx0u91kcnZ/j4qKCtbthAW1vT58Kc+L97yIq89exRvVb0Cj0QTwrvw3lf8+4U6JsuQk5ojLbbfa\n", "xGWlcpQAY4ffxEfFIy4qzsPe/mGghIiIiIgowu3btw+lpaXiuiAI4rLBMLabOqmXNKEmUbCVpJS4\n", "3S7NXTJZroESpRO5AgyURCQ1jYMjIiJ143tWYLBep56Ojg787Gc/k/27cuUKAKCurg6zZs2CxWIR\n", "97dareKyNz0LpG2qvr4+otdff/31sLoflofliZR1x/JkzhfV6b4Hm1FvVOx+hR5nIBgAYkZjPO7v\n", "L40gDTcr7MCBA1i8eHGgTj9l1dfXq6qLl7fqr9VjTc2aoF/3rVVvYePO4E6tNlWuGarrsqzqu2ao\n", "rhuqstaurUVFZmS8D0zV96xAY70q78SJE1ixYkWob8NnBw8eRHJyMgoLC2Xb33nnHXzxi1+EIAjY\n", "sWMHHnnkEY/nUNtndrW9Plie8Kam8ihRlqs3r2LhmwvHbD/11VMeZ6zx1Zufv4lv/OEb4vqThU/i\n", "Zw/+bMx+k3mu6/2+OwoZtbwQiYhI/fieFRisVwKA1tZWHDp0CIWFhTh9+jT6+vqwcaM9eFtWVobN\n", "mzdDEARUVVWF+E6DS22vD5YnvKmpPEqUJTM+E9ON09E11CXbrmiOkjh5wEXpqYEBlQZKOm514ETr\n", "CQgIWGeZMfRaPZakLoHZaA7aNR0u9V7Ctb5rE++ooMToRPTe7g3qNYdGh4J6PSIiomAJxXt5Znwm\n", "chNzg3pNUlZqaiq+853vuP2/9PR0rF+/Psh3RERTnUajwcKUhXj/yvuy7Y6hN0pw7ZkyI46BEq8M\n", "jg7iy7u+jGHrcNCuaYmx4MP1HwblWq5doq71XQv6kJRQdXEnIqLIoqYuyYEUivfy2rW1DJSQKqnt\n", "ucPyhDc1lUepspSklIwJlCjZoyQjPkO2zmSuRERERERERBS2FiQvkK0bdUZoNcqFHuKj4mGOdo7k\n", "CMTQGwZKIpBaIpZERKR+fM8iomBT23OH5QlvaiqPUmVxnSI4xqBcbxKH8vRyAPagyZzpcxQ/vyqH\n", "3hARERERERFR8GUnZMMcbUbP7R4A9h4lSnvl/ldQmlaKiswKJEQnKH5+b3UJkgAACghJREFU9iiJ\n", "QErMC01ERBQMfM8iomBT23OH5QlvaiqPUmVxJHR1MBlMipxXKi0uDc8vfR5LZyxV/NwAAyVERERE\n", "REREpCBpoETJRK7BwqE3EUhN4+CIiMh3eq0e9deC+wuWv1PJRuJ7Viim6h0aHQrq9YjULBKfO+Nh\n", "ecKbmsqjZFkWJjsDJUpODRwsDJQQERFFmM7BzqBP0T6VppINxVS9b616K6jXIyIiCqT7s+9Hckwy\n", "2gfbsSJnRahvx2ccehOB1DQOjoiI1I3vWUQUbGp77rA84U1N5VGyLGajGfUb6rHnS3vw7dJvK3be\n", "YPGrR0lLSwsOHDgAnU6HZcuWIS0tTen7IiIiIiKiCTQ0NODMmTOw2WwoLy9HZmYmAGD79u2wWq0A\n", "gPz8fMyfPz+Ut0lEU1CyKRnJpuRQ34Zf/AqUHD16FBs2bAAAbNu2DY8++qiiN0XjU9M4OCIiUje+\n", "ZxEFVmdnJ9auXQsA2LVrlxgoMRqNWLlyZShvLWTU9txhecKbmsqjprJMll+BEpPJOb1PVFSUYjdD\n", "RERERETeq6ysdLvdarWipqYGgiAgLy8PixcvDvKdERFFLr8CJYIgiMsGg0Gxm1FKlC4K37/3+7AK\n", "1qBd06Q3waANTl3U19cz2kdERBGB71lEwbFv3z6UlpaK69XV1eLy7t27Q3FLIaO25w7LE97UVB41\n", "lWWyNII06uGlPXv2iA/f/fv3o6qqyu1+x48fR09Pz+TukIiIiIgowMxmM5YsWRLq2/Coo6MDW7Zs\n", "kW1bvXo1srOzUVdXh5ycHOTm5ro9drzP6wA/sxOROk3mue5Xj5LBwUEA9p4ljmV3wvnNhoiIiIgo\n", "UlgsFmzatGnM9oMHDyI1NXVMkOTy5cvIyckBAAwNDY17bn5mJyKS8ytQUlZWhs2bN0MQhHGj00RE\n", "REREFBitra04dOgQCgsLcfr0afT19WHjxo0A7IGSo0ePAgBKSkpCeZtERBHHr6E3RERERERERERq\n", "pA31DRARERERERERhQsGSoiIiIiIiIiI7mCghAiAzWaD1Rq86aSnAtYpEZFy+ExVHuuUiKYqtT3/\n", "AlEev5K5TqShoQFnzpyBzWZDeXk5MjMzAQDbt28XC5Cfn4/58+cH4vKq5aleW1pacODAAeh0Oixb\n", "tgxpaWkhvtPIsmfPHjQ1NeHRRx9Fenq6uJ3t1X+e6pRtVTlsn8phuwwMtlHluHumst1Ojrs6nYpt\n", "Vi3tyN1n5Egu2+DgIH7yk5/gK1/5iipe801NTTh+/Diio6NRXV2Nrq6uiC3LxYsXcfz4cdhsNtx9\n", "993IysqKuL+NL+8pkVA2d+VR5HuzEAB1dXXi8s6dO8XlvXv3BuJyU4anen333XfF5XfeeSeo96QW\n", "DQ0NwvXr12Xb2F4nx12dsq0qh+1TOWyXgcE2qizXZyrb7eS51ulUbLNqaUfuPiNHctl2794tHD9+\n", "XBWv+e7ubqG+vl62LVLLIgiCsGvXLnE5ktuat+8pkVI21/Io8b05ID1KKisr3W63Wq2oqamBIAjI\n", "y8vD4sWLA3F51fJUryaTSVyOiooK1u2oHtur8thWlcP2qRy2y8BgGw0stlvlTcU2q5Z25O4zcqSW\n", "rbu7GyaTCUajUbY9Ustz8uRJmM1m1NTUYN68eZg9e3bElgWwPydsNhsEQYBwZ/LYSC6Pg6cyRGrZ\n", "lPjeHJBAicO+fftQWloqrldXV4vLu3fvDuSlVc21XgXJDM8GgyEUt6RKbK/KY1tVDtunctguA4Nt\n", "NLDYbpU3Fdus2tqR9DNypJatvr4eq1atwunTp2XbI7U8bW1tAIC1a9di586dKCgoiNiyAMC8efPw\n", "4x//GACwceNGAJH7t5HyVIZIL9tkvjdPKlDS0dGBLVu2yLatXr0a2dnZqKurw6xZs2CxWNweG4kV\n", "HSy+1qs0cY1GownafUaa8ep1Imyv7vlap2yrvvOmjtk+J4ftMvDYRpXHdhtYU6XNqqkduX5GjtSy\n", "tba2ora2Fm1tbcjNzRVzLkRqeQDnr/sZGRno6uqK6LJ8+umneOGFF2Cz2bBjxw6sWbMmosvj4KkM\n", "kVy2yX5vnlSgxGKxYNOmTWO2Hzx4EKmpqcjNzZVtv3z5MnJycgAAQ0NDk7m0qvlar4ODgwDsETLH\n", "Mo3lqV49YXudmK91yrbqO091zPapHLbLwGAbDSy2W+VNxTarlnbk7jNypJbtmWeeAQA0NjbCbDaL\n", "2yO1PLNnz0ZTUxMKCgrQ3d2N4uLiiC0L4ByuodVqxYBqJJfHwVMZIrVsSnxv1gjS/icKaG1txa9+\n", "9SsUFhYCAPr6+sRuSR9++CFaW1sBACUlJZg1a5aSl1a18er1xo0bqKurgyAIqKqqQkpKSihvNeLs\n", "378fTU1NMBqNyM3NFaPebK/+81SnbKvKYftUDttlYLCNKsfdM5XtdnLc1elUbLNqaEdtbW345S9/\n", "OeYzciSXraurC1u3bkVubi4efPBBAJH9t9q6dSt0Oh2Sk5NRUVER0WU5ffo0GhsbAQDFxcWYM2dO\n", "xJXHl/eUSCiba3kKCwvdPhMA38qjeKCEiIiIiIiIiChSaUN9A0RERERERERE4YKBEiIiIiIiIiKi\n", "OxgoISIiIiIiIiK6g4ESIiIiIiIiIqI7GCghIiIiIiIiIrqDgRIiIiIiIiIiojsYKCEiIiIiIiKf\n", "HDt2DK+//rri5+3q6sJHH32k+HmJfMFACREREREREflk6dKlsFgsip93dHQUw8PDip+XyBf6UN8A\n", "ERERERERRR6bzYZ3330XVqsVNpsNFosFy5cvR1dXF/bu3YuYmBhYrVakp6ejvLxcPOb3v/899Ho9\n", "BEFAXFwcHnzwQQBAW1sb9u3bh9bWVvT09AAA7r77bqSmpoasjDQ1aQRBEEJ9E0RERERERBRZfvSj\n", "H+GZZ54Re5YcOXIEiYmJOHz4MDZs2ACDwQAA+Oijj5Ceno7c3Nwx59iyZQsef/xxcb29vR0NDQ1Y\n", "vnx5MIpA5BZ7lBAREREREZHPMjIyZMNvFi1ahL1796KlpQU7d+4Ut9tsNuj1euTm5uL27dvYu3cv\n", "rFYrtFotLly4EIpbJxoXAyVERERERETks+vXr6Ojo0MMlpw8eRKzZ8/G8PAwVq1aJfYoAey5RwBg\n", "165dWLFiBRISEgAAAwMDsnPqdDpYrdYglYDIPQ69ISIiIiIiIp8cO3YM9fX1SE9Ph9FoxMjICJKT\n", "k1FZWYmBgQHs27cPWq197pCBgQGUlZVh5syZaGhoQGNjIwwGA0ZHR3Hu3DksWrQI1dXV4rkdOUy0\n", "Wi1GRkawZs0a6PX8jZ+Ch4ESIiIiIiIiIqI7OD0wEREREREREdEdDJQQEREREREREd3BQAkRERER\n", "ERER0R0MlBARERERERER3cFACRERERERERHRHQyUEBERERERERHdwUAJEREREREREdEd/w+GyMJX\n", "XLTgywAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "100%\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABEoAAAGcCAYAAADOGUV1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl4E9X6B/DvJN33HSgFKmUV2UFQSgWKsgilICKLKO6I\n", "ckG8/sSrF9y93ovihnjRq4gCKoJYQJBFpC27FARbBUrZofu+t8n5/TFklmTSJmmWaft+noeHTDKT\n", "nJMzk+a8Oec9HGOMgRBCCCGEEEIIIYRA4+oCEEIIIYQQQgghhKgFBUoIIYQQQgghhBBCbqBACSGE\n", "EEIIIYQQQsgNFCghhBBCCCGEEEIIuYECJYQQQgghhBBCCCE3UKCEENKs5eXloaCgwNXFIIQQQoid\n", "MMZw5swZVxeDENKKUaCEEGJXH330Ebp06YKgoCAMGjQIP/30U4P7V1ZWYsmSJejSpQsCAgLQq1cv\n", "/Pe//23wmJycHKxcuRLx8fGIjIzEsWPH7FmFZmnEiBF46KGHXF2MVuHChQuYNGkSQkJC0LZtWzz5\n", "5JMoLS11dbHsYvv27Rg6dCjCwsLQrl079OjRA/Hx8bh27ZrZYyw9944fP442bdogODgYgYGBuO22\n", "2+xZ9GbvlVdeQXBwMLRaLWpra11dnBbJ2r9PxLn0ej327duH+fPno0OHDnjwwQctPnbv3r0YPHgw\n", "goKCEBMTg2XLlpnd9+WXX4avry+Cg4NN/tFnEyHEgAIlhDQDer0ePXv2hL+/Pzw9PYU/6CEhIQgP\n", "D8eMGTNw/vx5VxcTy5Ytw3fffYc9e/aguLgYK1euxNNPP42dO3cq7l9VVYURI0agoqIC+/fvR2lp\n", "Kb7//nts2rQJCxYsUDzm5MmTGDx4MNLT0/HSSy9hxowZYIw5slrNAsdx4DjO1cVo8YqKijBq1ChM\n", "nDgR+fn5OHfuHPz8/DBhwgRXF63JUlNT8dxzz+GTTz5Bfn4+rl+/jqNHj+Ljjz9G27ZtzR5n6bnX\n", "v39/5OTkoKioCCdPnrS4XHl5eZg8ebLF+zdXS5cuRVFRETp27OjqothE7e1k7d+n5iA7OxtPPfUU\n", "OnbsiNDQUPTp0wfvvPMOqqurZfspfYcYO3as8PiLL76IgIAAaDQadOrUCeXl5c6uCgBg9uzZWLp0\n", "KXr27Invv//e4uMOHDiAhx56CMuXL0dxcTGSk5Px888/46WXXlLcX6vV4v3330dRUZHJv+TkZPj6\n", "+tqrSoSQ5owRQpqNX3/9lc2YMUN2X1lZGVu5ciXr1KkTy8zMdFHJGMvOzmZhYWEsPz9fdn9KSgob\n", "MGCA4jGvv/46e+aZZ0zur62tZf369WOHDx9u9HXnzJnDduzYYVuhW5DLly+z7OxsVxejxVuwYAFb\n", "vHixyf3x8fEsKSnJBSWynwULFrBvv/3W6uNsOffOnz/Phg4datG+Fy5csHjfliA6OprV1NS4uhhW\n", "U3M72fL3Se3S0tJY586d2XvvvcdKSkoYY4xdunSJLVy4kN12222soKDA5Bil7xCMMVZVVcUSExPZ\n", "woULHV5uS1nzGdG3b1+T7wHFxcUsMjKS5ebmKj63uc+st956i/3rX/+yvsCEkBaHRpQQ0owwxkxG\n", "T/j5+WHu3LlYunQpnnvuOReVDPj2228xefJkhIaGyu6PjY0FYwwnTpxQPO4f//iHyX3u7u6YMWMG\n", "du3a5ZCytkRRUVFo06aNq4vRojHGsH79ejz11FMmj/3tb3/D//73PxeUyn5KSkoQGBho9XGOPveM\n", "P/OIOqm5nWz9+6RWhYWFmDp1KtasWYMFCxYgICAAANChQwcsX74cCQkJeOyxx0yOU/oOUVpairFj\n", "x2LgwIFYvny5U8pvTydPnkRlZSXGjBkjuz8wMBD33Xcf1q5da3JMdHS02c+srVu3YuLEiQ4pKyGk\n", "eaFACSEtxKxZs5CcnOyy1z969KhsKK/UnXfeif3795vc/+KLLyIsLEzxmKqqKoSEhNi1jGqzefNm\n", "BAUFYcCAAXjllVfQuXNnhIWFYcmSJUIejODgYAwZMgRZWVkmx3/33XcICQlBcHAw/P39Lc5RcujQ\n", "Idxzzz1o3749wsLC0KtXLyxZsgRz587F8ePHFY+5fPky5s+fj5iYGISEhCAmJgYPPfQQ3n//fbz/\n", "/vuKxxQXF2Px4sXo3r07AgMDER4ejsTERBw6dKjB8q1fvx533HEHIiIi0KZNGwwZMgRffPEFRo8e\n", "3eBxNTU1GDlyJLy8vPDCCy9Y9F5Y49y5c4iIiEBUVJTJYyNHjmy0XmqUn5+Pjh07Ijg4GOvWrcPU\n", "qVNl8/W7desGnU5ncpyt55419u/fj/DwcPTt2xe//fabSS6ByMhInDt3TvFYa8+98vJy3HTTTbIc\n", "ITqdDu+//z569OiB0NBQPPTQQ4pTEnbt2oUxY8YgNDQUgYGBuOWWW/D666+jqqrKbN1Onz6N+++/\n", "H+3bt0d4eDji4uKwdetW296oRmzbtg2jRo1CWFgYQkNDcfvttyt2HtPT0xEREQFvb2+TPFGJiYkI\n", "Dg6Gp6cnfv75Z9ljTWkng40bNyIgIAAxMTGN7msLW/4+qdk777yDWbNmYdiwYYqPL168GFeuXGm0\n", "Xrm5uYiPj8eMGTPMTlORcnQ72eLIkSN2a9u8vDzk5OTg5ptvtlfxCCHNGAVKCGkhGGNwd3d32evn\n", "5eWZnVsfHR2N3Nxci58rPz8fa9eubfG/6iQmJuL333/HiRMnsH//fhw+fBh//vkn1q1bh379+mHs\n", "2LEoLCzEc889h7lz55ocP23aNBQWFqKoqMji+dwHDx7EfffdhwcffBDnz59Hfn4+9u/fjzZt2uDL\n", "L79EUVGRyTGlpaWIjY1FTEwMjh07hsLCQvz555+YOnUqli9frrjq0NWrVzFs2DC4ublhz549KCkp\n", "QVZWFu6//348/PDD+OKLLxTL95///AcrVqzAO++8g+zsbOTk5ODbb79FWloafvnlF+j1erN1O3Xq\n", "FPbt24fa2lqsWLHCovfDGg2d4/7+/gDU/au6krCwMFy6dAlFRUWYOXMmNm7cKJuvf+bMGWi1WpPj\n", "bDn3rDVs2DDk5eXh5MmTGDRokEkugWvXriEmJsbkOFvOPT8/P5w/f17IEZKdnY1Ro0YhJSUFW7Zs\n", "QU5ODvr06YO0tDTZcW+99RZefPFF/P3vf8fVq1dRUlKCTZs24dq1a4iNjUVJSYnJayUnJ2P8+PG4\n", "++67cf78eeTl5WHFihVYsWIF3nzzTfu9gQBeeuklvPbaa3jllVeQn5+PgoICfPTRR1izZg0eeeQR\n", "2b69evVCbm4uFi9ebPI8mzdvFs4R43w0traT1BdffIHy8nKcP38eP/74Y9MrbsSef5/U4LvvvlMc\n", "2SY1f/58rFu3zuzjFy5cwKhRo/Dcc8/hiSeesOh1Hd1OtsjPz0eHDh0UH+vUqZNVbfvTTz/h7rvv\n", "tlfRCCHNnJurC0AIsY8VK1bgzjvvdNnr19TUCMN/jfn4+Fi8ikN5eTkSExPx6quvKv5y39IwxtCp\n", "UyckJSXBy8sLAHDvvfcCAJ588kkAwNSpUzF//vxGn8cSu3btwoIFC5CQkCDcFxQUhKeeegrXrl1D\n", "u3btTI45fvw4+vbti4ULFwr3eXh44O6770Ztba3iii/3338/3nzzTUyaNEm4z9/fH1OnTsWIESNw\n", "xx13YNiwYejWrZvsuO3bt+PDDz9E//79hfuio6Px4Ycf4sqVK9BozMf3+/TpgxEjRuDAgQOYN2+e\n", "Re+HNRo6xwHA29sbdXV18PDwsPtrO4stgR5HB4esfX5bzz3p68XFxeGZZ56RJZV+5plnZPvt3bsX\n", "27ZtQ3JysnDtAkC3bt3w8ccf47333sPf/vY3fPnll8JjlZWVeOyxx7BlyxbZr9a9e/cWOmlXr161\n", "qr7m/Pjjj9i7dy9SUlJkQfQBAwZgx44dmDp1KlasWNFoh9uYufZoynnw8MMPIyUlBaGhobJ2sxd7\n", "/X1Sg/LycjDGGp3uNnz4cLMryP3xxx8YM2YM7rnnHkybNs3i13Z0O9mipqbGbLJpa9t2y5Ytwt9d\n", "QgihESWENHMXL14UVqp4++23XV2cJikvL8fdd9+NmTNnYvr06S4tS2pqquLSgdJ/9poa1LZtW1lH\n", "y8vLC9HR0VY9h6Ur3sTHx+Pzzz/HgQMHTKZUvPHGG+jZs6fJMf3790dGRga++eYbVFZWyh6bPHmy\n", "yRKOp06dAmPM7BfpsLAwPPvss/j8889NHrvrrrvw2muv4ezZsyaP/fDDDw3WzcPDA7/88guqq6vx\n", "r3/9q8F91cyZ5549qGm1paacewYcx+GDDz4wu/KWwUcffYTXX39ddu1K/e1vf8PBgwdRVlYm3Ldx\n", "40bcfffdikP7OY7Du+++i/r6+gZf11LLly/HBx98oDjSkOM4rFixQjU5KaZMmSKM/Gls9ImaTZgw\n", "odFr99///neTXqOkpATBwcGN7hcSEoK8vDzZfRzHIT09HZMmTcLrr7+OM2fO4K677pKdow1pKe2k\n", "pLa2FocOHcIdd9zh6qIQQlSCRpQQ0sxs2rRJ9iUpODgY9957L44dOyYM/3cFDw8Pk060QUlJCTw9\n", "PRs8vqioCOPHj8fMmTMdMhrAWrGxsYrTUJq7YcOG4f3338c777yD9PR0eHh4oHPnzhg2bBgeffRR\n", "xS/gAQEB2LFjB95++2288cYb0Ol0aN++PQYOHIiHH37Y5Jf59PR0HD58uMEv84wxxMfHm9y/ePFi\n", "fPLJJ5g7dy4uX76MgIAAdO/eHWPGjMHMmTPh5ua6P1seHh4N5p0oLS21y2iSlnruOUNTzj0pczkP\n", "jF+rseVw6+vrkZmZKYyQSktLQ1xcnNn9DflQ7OH06dMYOHCg2ccNAdrCwkJVBd4coal/nyzlqDwz\n", "UoGBgRZ9PhQUFCA8PFx2H2MMubm52LVrF3r37o2HHnoIr732GqZPn45t27Y5qsgO1dDnsjVt++uv\n", "vwpT9gghBKBACSHNzpQpU7B+/XpXF8NEmzZtcP78efTr18/ksUuXLjX461Nubi7uuusuPP7446oI\n", "krR08fHxQkexrq4OGRkZSEpKwuDBg7Ft2zZ0797d5JguXbrg008/FbYzMzOxd+9eTJo0Ca+++qow\n", "XQjghzvfeeedSEpKsql8c+fOFXKylJaW4vfff8eXX36Jjz/+GL/++qvZX/AdzXCOKykvL1fM5UGc\n", "q6nnnrWv9csvv8imiVlCbXls1DQiyFGa8vdJbfz8/KDRaJCbm4uIiAiz+6WkpCiemyNHjkTv3r2F\n", "7X/+85+YOnUq1q9fjxkzZjikzI7Upk0b/P7774qPXb58ucH3SGrLli0tPi8aIcQ6NPWGEGIXsbGx\n", "Zpfz3blzJwYNGqT42OXLlzFixAjMnz+fgiRNYGvny93dHX379sU///lPvPXWW3jjjTcsOq5Lly54\n", "7LHHsHfvXjz//POyx4YOHYrk5GTFRJbWCggIwPDhw/HZZ59h4MCBDSYndLTOnTujqKgI2dnZJo/t\n", "2LEDgwcPdkGpXE9NHX97nnuNGT58ODZu3GjVMYMGDWpwdbKMjAzF5Mi26N69O44ePWr28atXr6K6\n", "utpk9E1LDJzY+vdJraZNm9ZgwmrGGFasWGFx4MOaz361iY2Nxe7duxUfs+Zzefv27Rg/frw9i0YI\n", "aeYoUEJIM9KUL7CbNm1CQEAAOnfujMzMTDuWijdt2jRhZQSpX3/9FfX19YpfVjIzMxEfH48lS5aY\n", "rMBgjeb8xd5c2a2tk6X79+vXz2zHluM4VFdXm9w/bdo0nD592uxzGg97joiIwP33349HH33U7DEV\n", "FRX47bffZPedOHECDzzwgNljzJXPwLA8sKenp0nwxh44jsOsWbPw8ccfmzy2YsWKBsveXNhyLTn6\n", "mODgYIuDB7aee7ZYtGgRVq5cabISjtRvv/0mm/IxZcoUbN++HRkZGSb76vV6PPvss3b7PFu0aBEW\n", "LlyomMxSr9fj6aefxqJFi0wea9u2rWIw8MqVKzh06JDZ8lnTTsbU+PdJzZ599ll8/fXX2Ldvn+Lj\n", "y5YtQ1RUFG677TbZ/ebarmvXroiJicGePXsafF1Ht5OUpddBt27dEBAQgF9++UV2f3FxMTZs2GBR\n", "sOjUqVOIjIxs8VPQCCHWoUAJIc1IU365/fzzz1FeXo4LFy44ZFh6UFAQ5s2bhylTpuDy5csAgEOH\n", "DuGRRx5R/OUrNzcX48aNw/vvv6+YuHXPnj0WLfHKGFPVL9rWstcKEpbuf+rUKcyYMQOnTp0Sltot\n", "KSnBl19+iQULFih2nHJzczFr1iz88ssvqKmpAQBUV1djz549GDdunGJQ4t1330VFRQUmTZqEtLQ0\n", "oXwXL17EihUr0K9fPxw8eFB2THFxMb799lu88soruHLlilCvq1evYunSpdixYwdmzpzZYN327duH\n", "uro6rFy50qL3w1rPPvss1qxZg9WrV0On06G8vByLFi2Cm5sb7rvvPoe8prPYei05+pjAwEBER0fj\n", "1VdfFYIOhYWF2Lx5MxITE7F06VLZ/race7aUr1OnTvj6668xadIk/Pe//0VxcTEA/trYt28fHnjg\n", "AcyZM0cWSPT29sZnn32GiRMnYv369cL1dOrUKeHX7LZt29rlMy0hIQGjRo1CXFwcUlJShOs9LS0N\n", "48aNQ0hIiOIovvHjx+Orr77CyZMnAQDZ2dlYvnw5Bg8ejNLSUrNls7adpNT290ntgoODsXHjRjz4\n", "4IP4z3/+IwSArly5gkWLFmHz5s2yqZIGDZ1Xc+fOxapVqxp8XUe3k5Q118C//vUvPPLII8J1ffny\n", "Zdxzzz14+umnLVo9b8uWLbKV4AghBADACCGqp9PpWPfu3Zmfnx/z8PBgQUFBLCgoiIWHh7O0tDSL\n", "nmPjxo0sICCA3XTTTSwzM9NhZX3vvfdYTEwMCwwMZAMGDGA///yz4n7Hjx9n7u7uQl2M//n6+rIX\n", "XnjB5Ljff/+dRURECPt5eHgwPz8/YXv48OEOq5u9bdq0iQUGBjI3NzcWHR3NKioqGGOMvfzyy8zH\n", "x4c988wzwr5t27Zl4eHh7OjRo4wxxnbv3s1CQ0OFehufG0FBQWzevHkmrxkfH8+2b9/Oxo4dyyIi\n", "IlhAQACLiIhgU6ZMYceOHVMs5/Tp09m+ffvY7NmzWYcOHVhQUBALDAxkcXFx7LvvvjNbP51Ox1at\n", "WsWGDh3KQkJCWHBwMOvZsyebP38+S09PN9n/xIkTbOHCheyjjz5it956KwsJCWF+fn4sOjqazZs3\n", "j+Xk5DT4ftbU1LCRI0cyT09P9vzzzze4b1OcPXuWJSQksODgYBYeHs6efPJJVl5e7rDXc6S9e/cK\n", "55HxtRQUFMRmzZplcowt515mZiZr27at8HhAQIDJ9X/nnXeaLWd+fj574oknWIcOHVhwcDDr2LEj\n", "u++++9imTZsU97f23HvrrbeEcmi1WpPPo2XLlpkt29mzZ9nDDz/MoqKiWHBwMGvTpg0bM2YM++yz\n", "z1htba3iMadPn2azZs1i7dq1YyEhIax///5sxYoVTKfTsejoaLPvvS22bNnCRo4cKbwPQ4cOZV9/\n", "/XWDx2zbto317NmTBQYGso4dO7JHH32Upaenszlz5jA/Pz+z74e17WSgtr9PzUV2djabN28ei4qK\n", "YiEhIax3795s2bJlrLq6Wraf0ncI4+tNp9Ox9u3bs6CgIPbee+8pvp6j2+mBBx4w+xkREhLCtm7d\n", "avbYnTt3ssGDB7PAwEAWHR3N3n33XYtfd/r06Q497wghzRPHWDP+KZYQQgghhBBCCCHEjmjqDSGE\n", "EEIIIYQQQsgNFCghhBBCCCGEEEIIuYECJYQQQgghhBBCCCE3UKCEEEIIIYQQQggh5AYKlBBCCCGE\n", "EEIIIYTcQIESQgghhBBCCCGEkBsoUEIIIYQQQgghhBByAwVKCCGEEEIIIYQQQm6gQAkhhBBCCCGE\n", "EELIDRQoIYQQQgghhBBCCLlB+/LLL7/s6kIQQgjhJSUl4emnn0afPn3wwQcf4MCBA/Dy8kJ9fT2W\n", "L1+Ow4cPY/fu3aivr0fnzp1RXl6OiRMnQqvVonfv3gCAPXv2YN68eYiNjUVQUJCLa0QIIYSQ1oC+\n", "w5CWxM3VBSCEECJKSEjA8ePHceDAAbz55puyx1555RXh9ssvv4zRo0fDz88PM2fOxPDhw5GSkoLM\n", "zEw89NBDOHLkCKKjo51cekIIIYS0VvQdhrQkFCghhBAVmjdvnmz7woULWLt2Ldzc3ODm5obr168L\n", "j91+++04ePAgMjIyAADnz59H586dnVpeQgghhBCAvsOQloECJYQQ0gx8/PHHePPNN+Hmxn9sv/TS\n", "S8JjXbt2xZo1a+Dl5YXu3bvj008/xdy5c11VVEIIIYQQAX2HIc0RxxhjDe2g1+vBGINWq3VWmQgh\n", "pNV6//33sXXrVowePRoAcNddd6F///747LPPkJeXB47jUFNTg6NHj+KJJ57AxIkTAQDTp0/H//3f\n", "/+Hmm2/GrbfeipMnT7qyGoQQQpyMvrMTV6PvMKQlaTBQsmPHDmRlZSExMRGRkZHC/VlZWTh27Bg8\n", "PT0xduxYeHh4OKWwhBBCCCGEEDml7+zZ2dnYs2cPtFot7rjjDrRr187FpSSEkOaj0RElGRkZCAoK\n", "Ej50i4uLkZ6ejmHDhjmlgIQQQgghhJCGGX9nT0pKQkJCAgBg8+bNSExMdGXxCCGkWdFYe8CJEyfg\n", "6+uLTZs24cyZM44oEyGEEEIIIaQJfHx8hNs0+psQQqxjdaAkNzcXxcXFmDJlCs6ePQu9Xu+IchFC\n", "CCGEEEJsJB007u7u7sKSEEJI82PTqjdxcXEAgPbt26OwsBBhYWGK++3cuZMSShFCCCGEENULCgrC\n", "wIEDXV0Mu9HpdMJtjuMa3Je+sxNCWqKmfK5bHSjp1q0bsrKy0KVLFxQVFaFXr15m99VqtRgwYIBN\n", "BSP2k5qaitjYWFcXo9WjdlAHagd1oHZQB2oHdaB2UIe0tDRXF8GuqqqqAPAjSwy3zWlp39lb2jVF\n", "9VE3qk/TlJYC0dHBwvbXX5dj/Pg6uzx3Uz7XGwyU7N69G1lZWfDy8kJ0dDTi4uLQr18/fP/99zh1\n", "6hTCw8NpKB8hhBBCCCEupPSdfciQIVi/fj0YY8JyrYQQojaZmfLRbAUFDY+Ac5ZGV71pij179rSo\n", "6DQhhBBCCGmZ0tLSEB8f7+piuAR9ZyeEuMp333lg7lxfYXvJkkosXFhjl+duyue61clcCSGEEEII\n", "IYQQQprq7Fl5SKKgQB0hCnWUgjhUamqqq4tAQO2gFtQO6kDtoA7UDupA7UCIfbW0a4rqo25Un6Yx\n", "nnpTWKiOqTcUKCGEEEIIIYQQQojTnTtnPKJEHYESylFCCCGEEEJaPcpRQt/ZCSHOpdcDHToEoapK\n", "DI4MGFCP3bvL7PL8Tflct3p5YEIIaekuXNDgyhXnR7Ojohiio/VOf11CCCGEEEKc7do1ThYkAdQz\n", "9YYCJa1AS1vbu7midlAHS9rhyhUOCQkBTiqRKCmpFNHRTn9Zl6DrQR2oHdSB2oEQ+2pp1xTVR92o\n", "PrY7e1Zrch8lcyWEEEIIIYQQQkirZJzIFQDKyjjU1rqgMEYoUNIKtKQIZ3NG7aAO1A7qQO2gDtQO\n", "6kDtQIh9tbRriuqjblQf22VmKocj1JDQ1aJAiV6vh06nc3RZCCGEEEIIIYQQ0goojSgBgMJC14/n\n", "aLQEO3bswCeffIKcnBzZ/VVVVXjrrbdw7do1hxWO2EdLW9u7uaJ2UAdqB3WgdlAHagd1oHYgxL5a\n", "2jVF9VE3qo/tpCNKwsPFBQ2axYiSsWPHYsSIESb379u3D2PGjHFEmQghhBBCCCGEqEhREYeHHvLF\n", "E0/4oMw+q7eSVqyqCrhyhQ9HaLUMAwbUC4+pIVBi06o3RUVF8PHxgZeXl73LQxygpc2ba66oHdSB\n", "2kEdqB3UgdpBHagdiKNs2bJFmD4fExOD3r17u7hEztHSrim11GfNGg/8+KMHAOC22+oxZ45tGTfV\n", "Uh97ofrYJitLC8b4gEinTnq0a8eEx9Sw8o1NgZLU1FTcfffd+Ouvv+xdHkIIIYQQQogdeHl54c47\n", "73R1MUgLkZUl5pO4ds31HVnSvJ09K55DMTF6hIY2s6k3SnJycpCUlITU1FT88ccfDe4rneOUmppK\n", "2y7YNtynlvK01u2VK1eqqjytddvS68EVSkpKhdtqeb8ctU3Xgzq2Lb0eaJuuh9a03ZLodDps2rQJ\n", "GzduRFpamquL4zQtrT3VUp/8fLHzWllpe0dWLfWxF6qPbbKzxVBEx446hISII0oKC10fKOEYY6yx\n", "nTIyMhAUFITIyEiL7jfYs2cPBgwYYJ+SEpulpqa2uCFhzRG1gzpY0g6pqVokJAQ4qUSipKRSxMa2\n", "jhXG6HpQB2oHdaB2UIe0tDTEx8e7uhgOs337dowbN07xsZb2nb2lXVNqqc9dd/njt9/cAABz5tTg\n", "3XcrbXoetdTHXqg+tlm2zAtvvukNAHjmmSr06KHHE0/4AgCmTKnFZ59VNPk1mvK53uiIkt27dyM1\n", "NRW7d+9GcnKycH9hYSFSUxsfUUJcryVduM0ZtYM6UDuoA7WDOlA7qAO1A3EGd3f3Bh9X06gee4wK\n", "UlN5Wkp9pCNKLl7Mbfb1sdc21ce27fJy8XzKz7+AkBBx6s25cyV2rY8tLBpRYquWFp0mhLQONKKE\n", "EEJan5Y4ouTixYvo1KkTAGDr1q2YMGGC4n70nZ1YokOHIFRU8J3bCRNqsWZN03/xJ63X3//ujc8/\n", "5xeH+fe/KzFoUD1GjeK/f99ySz2Sk5u+tJJDR5SQ5s8eETXSdNQO6kDtoA7UDupA7aAO1A7EUS5e\n", "vIgNGzZgw4YN6N69u6uL4zQt7ZpSQ30qKiAESQDKUSJF9bFNWZl4Dvn5MYSGtoBVbwghhBBCCCHq\n", "FhcX5+oikBbCuONaVeWigpAWQzr1hg+UiFNvCgs5MAZwLszp6vpQDXE4mvusDtQO6kDtoA7UDupA\n", "7aAO1A6E2FdLu6bUUJ+8PHmPtSkjStRQH3ui+tjGOFDi4wN4e/OjSmpqOJSXO6UYZlGghBBCCCGE\n", "EOJSjAGmrZwdAAAgAElEQVS1ta4uBTEnP1/ebWxKoIQQQB4o8ffnAyTyJYJdG6qgqTetQGpqy1qy\n", "qrlq7u1w4YIGV644/49iVBRDdLS+8R0tpOZ2cHPjE8k6k73fX0upuR1aE2oHdaB2IK1ZdjaHW28N\n", "RGUl0KYNQ3p6SeMHNaKlXVNqqI89R5S4oj65uRw+/dQT/fvrMH58nV2fWw3tY0/Oqo9xjhIACAvT\n", "4+pVPkBSUMDhRi5ql6BACSHEIleucC5bCSY62ukv6xIFBRxmz/Z36mu2pveXEEKI+nh5ib8sV1Y6\n", "bDFO0kTSpYEBoLLSRQWx0SuveGP9ek9oNAxpaaXo2NH5PxIROeOpN4B8RElBgWtHLdHUm1agJUU4\n", "mzNqB3WgdlAHagd1oHZQB2oH0poZchIAQFWVfTpGLe2aUkN98vKMk7k2rxwlx47x4wP0eg4ZGfYd\n", "vauG9rEnV+QoMUy9kSZ0dfXKNxQoIYQQQgghhLiEhweg0fCdpNpaDvX1Li4QUWQ8oqS6moNO56LC\n", "WIkx4No1sdvr6pEKBNDr5YESX1/+/2Y3okSv10PXXK4EYqKlre3dXFE7qAO1gzpQO6gDtYM6UDuQ\n", "1ozjAB8fcdsey862tGtKDfUxHlEC2D79xtn1KS3lZJ3ywkL7dsDV0D725Iz6SFe08fVl0N4Y5BMW\n", "Jk3m6tpASaM5Snbs2IGsrCwkJiYiMjISAJCeno7Tp09Dr9dj6NChiIqKcnhBCSGEEEIIIS2PtzcT\n", "OrJVVZwwDJ+oh3EyV6D5tNWVK/Igj6tXUyHK+UkA+dQb45WWnK3RQMnYsWORkZEhu6+goABTpkwB\n", "APz0008UKFG5ljZvrrmidlAHagd1oHZQB2oHdaB2IK2daZ6SpnW+W9o1pYb6KHVa+ZVvrG8rZ9fn\n", "6lV5kMfeIxXU0D725Iz6mAuUyJcHbgZTb4zFxcXZuxyEEEIIIYSQVsjbW7zd3FZTaQ30etMcJUDz\n", "aSvDcrMGRUWUo8TVlBK5AkBoqHg7J6cZJ3PdtWsXbr311gb3kc5xSk1NpW0XbBvuU0t5Wuv2ypUr\n", "VVUea7dLSkrhSs6+Hlyhvt51uaDoemid25ZeD7RN10Nr2ibO5+Nj35VvWlp7uro+xcUcdDqlQIlt\n", "beXs+hgHSuydJNTV7WNvzqhPWZnyiJKYGPG78B9/aFFT4/CimMUxxhodL5WRkYGgoCAhRwkA7Nu3\n", "D506dUJ0dLTZ4/bs2YMBAwbYpaDEdqmpqS1uSFhz1NzbITVVi4SEAKe/blJSKWJj7RdAsKQdXFXX\n", "r74qw+zZ/k59TXu/v5Zq7tdDS0HtoA7UDuqQlpaG+Ph4VxfDJVz9nX3CBD8cOOAOANiypQzDhjVt\n", "6ZuWdk25uj6nT2tw222BJvdv3lyGuDjr28rZ9XnySR98+62nsN29uw4HD9rvB0BXt4+9OaM+27a5\n", "Y/ZsPwDA2LG1WLeuQnhs0KAAZGVpb+xXhttus/3zoCmf6zaNKElJSUGbNm0aDJIQ9WhJF25zRu2g\n", "DtQO6kDtoA7UDupA7UAcJTs7G2vXrsU333yD69evu7o4Ztl76k1Lu6ZsrQ9jQF1d01/fXFJNW0f/\n", "OLt9TJO5Uo6ShrgyRwkAWaA0NdXN4WUxp9FAye7du5Gamordu3cjOTkZubm52L9/P/766y9s3rwZ\n", "X331lTPKSQghhBBCCLHCkSNHMGvWLEyfPh2HDx92dXHMMk3mSpqquhoYPdof3bsHYt++pnU2lVa8\n", "AYCKCsW7Vcd46k1hIYfG51QQR5LnKJE/Jg2UHDig4kDJ6NGj8fjjj+OBBx5AXFwcIiIisHjxYiQm\n", "JiIxMRGzZ892RjlJE7S0eXPNFbWDOlA7qAO1gzpQO6gDtQNxFB8fH+G2h4eHC0vSsOaWo6S0FNi4\n", "0d1kNRVHsaU+ycluOH7cDcXFGnz6qWfjBzTA3iNKnPmZp9cD167Jy6/TcSgttV/btbTPcOfkKBFv\n", "G48ouf12cRjUkSNuLstTQotIE0IIIYQQ0gJJUxG6u7s3uK8rE+iWlGQLt6uqmv58p06dcmh5p0+v\n", "xmOP+WHcOH/U1jr+/bGlPocPnxW2T5+ubNLrp6VdhhJDMle1tY90Oz+fQ22taVBk585jdns9Z9bH\n", "GdvOqM+ff14VtgsKLsgev3AhBW3b8sOVqqo4fPllRpNez1YWJXO1lasTQxFC7KelJHO1BCVzJYSQ\n", "1qclJnPdsWMHxo4dC4CfTj969GjF/Vz9nf0f//DGJ594AQBef70S8+a5cKmLRuh0QFRUEGpq+M73\n", "gQMl6NFD7+JSmfrySw8884wvAKBtWz0yMkpsfq5Fi3ywejU/KsXHhwkBkqVLK7FggXrbCgCOH9ci\n", "Pt70O93OnaUYNIi+/7jK4sXeWLWKv+bfeKMSTz4pP4/mz/fB2rX8OfePf1Th73+vtul1nJ7MlRBC\n", "CCGEEKJuVVVVAPiRJYbbamTvqTeOdOWKRgiSAKbTOtRC+j7m5nLQNSEmkJ8vPleHDmJQyNblgZ3J\n", "OD+JQVGR+svekkmXB/b3Nx23ERsr5inZv981eUrUeWUTu7LH0CPSdNQO6kDtoA7UDupA7aAO1A7E\n", "UYYMGYL169dj/fr1GDJkiKuLY5Z01Rt7xHMceU2dPSvvPjkjUGJLfaolP8Dr9Zws2GGtvDyxjp06\n", "iREXWwMlzvzMM17xxqCw0H7t5qz6MAa8954nXnjB2+4r90g5oz7SQIlxjhIAGDZMnqekttbhRTLh\n", "ujSyhBBiATc3fiqMvZSU9G/0+aqr6VcGQgghzV9kZCRmzJjh6mI0SrrqjdpHKWRmyr9DXL+uzt+d\n", "jd/HnBwN2rSxbViJNMjSqVPLGFFSUKD+shv75Rc3vPoqn6DZz4/hxRdtm46iBg0tDwwAUVEMnTrp\n", "cPGiFlVVHNLStBg61LlTpShQ0gq0tLW9mytqB9sUFHB2ztvReO6Rr74qa3Qf0jR0PagDtYM6UDuQ\n", "1s7eU28ceU1lZjp/RElsbCyKijhcv87h5psty4di/KNPdjaHPn1se33p8sAdO4qvb+voH2d+5kkD\n", "JZ0765CVxQe67Dn1xln1SU8Xg3RnztjvR0RjzqhPY4ESABgypB4XL/L1/Osv5wdK1BkCJYQQQggh\n", "hLQK9p5640jGI0qcESgpLOTQr18gYmMDsXq1Zcs8G7+P2dm2lbOmBigt5Y91c2No104MlFRUqH9U\n", "hjRQ0ru32NEuKGh+3WDp6KXiYvW/9w2RBkoCApQDJW3bivcXFTm/vRp9Rb1eD11Tsv8Ql6O5z+pA\n", "7UCIiK4HdaB2UAdqB9La2XvqjWNzlBgHShzfYV21KlPI6fDDD5YGSkyn3thCOu0mNJTJfv23dfSP\n", "Mz/zpIGSPn3EPq09c3w4qz7SNnRkMlrn5yhR3ic4WAzKuSL5boNTb3bs2IGsrCwkJiYiMjISAJCd\n", "nY09e/ZAq9XijjvuQLt27ZxSUEIIIYQQQkjLIw2UqHnVm/Jy05wkzshRUloqBkfM5dwwZhoose19\n", "LS4WXy84mMHHR3ysstKmp3Sa+np+ypFBr17iSiqOTIbqKNK6uGKEhT2Vl4u3zU29CQoS73dFezX4\n", "Do8dOxYjRoyQ3XfkyBHMmjUL06dPx+HDhx1ZNmInNPdZHagdCBHR9aAO1A7qQO1AWjtp59seU28c\n", "dU2dO2eaF6KwUOPw6ULBwV2F21evaqC3IE2JcZlsHVEineIRFKSX5ZOxdfSPsz7zsrM56PV8GSMi\n", "9LKpHPbseDuvPs6ZeuPo+jBmWY6S4GDxfldMNbL6ivGRfJJ5eFg29IsQQgghhBBClDSXESXGiVwN\n", "HD2qRLpCS00NJ0uuao7x+2hrjhJ5oIQ5ZYWi+npg9WoPrF/vAabch7aIdGngqCg9QkLECJM9lwd2\n", "Bsbkwa6KCs4lS+baQ3U1oNPx546nJ4O5kEJIiDRHSTMIlDDJ2eru7m7XwhDHoLnP6kDtQIiIrgd1\n", "oHZQB2oH0to1lxwlxvlJDBwdKDl9Ol+2LQ0AmOOoQImvr/iYrVNvGmuftWs9sGiRL556yhc//WR7\n", "f/PyZbG9IiP1so53YSHXpCCMlDM+w0tLOZM2ddQoC0fXR56fxHwjSEeUqDKZqzFpYleOa7xxpG90\n", "amoqbdN2q90+deqUqspj7XZJSSmIY9XXuy5xNl0PtE3b9PeBtomr2HvqjaNIV7zRaMROnKNXvpHm\n", "KAEsC5RUV8u3c3NtCwxIO+OBgc4ZUZKSIgZHUlPdLD4uM1ODK1fEMp06JbZX9+46+PiIQbnaWg4V\n", "FXYorBHGgD//1KCszL7Pe/266XvtilEW9mDJtBuAn+pl4IqpNxxjDV8yGRkZCAoKEpK5/vDDD5g8\n", "eTIYY9i6dSsmTpxo9tg9e/ZgwIAB9i0xIcQlUlO1SEgIcPrrfvVVGWbP9m/xr+mq101KKkVsLK1s\n", "RgghaWlpiI+Pd3UxXMLV39lzczn06BEEAAgP1+P06RKXlaUhI0b44+RJvuM+YEA90tL420uXVmLB\n", "ghqHvW58vD+OHxcDBq+9VomnnqpBbS0fHOjZUw/j36+HDAkwGQFz9mwxQkOti5a88YYX3nmHX7/5\n", "+eer8PTT1ejQIRgAH3S4erXYhho1bPhwf6Sn8/WNj6/Dhg3ljRwB/PKLG6ZO9YdWy7B7dxn69tUh\n", "MdEPycl80GXNmnJMmFCHW24JFAJbJ06UoGNHCxK+WOjAATcsWeKNtDQ3tGunR0pKqWwUS1Ps2+eG\n", "yZPl3xF/+qkUQ4c2v+9wJ09qMWIE36fo1aseKSnKUaXKSiAqij/XPDwYrl8vNjnPG9OUz/UGw5G7\n", "d+9Gamoqdu/ejeTkZADAkCFDsH79eqxfvx5Dhgyx6UUJIYQQQgghBGhajhLGgKQkd2zc6A6dA/uM\n", "jMmTucbF1Qm3nZmjBAAuX9ZApwPGjvVHbGwg/u//vE2OURqZY8vKNyUlxjlKpK/BWZRY1ho6nXzk\n", "jrm8MMa2bvW4cTwn5Db5/Xfxefr25U+O0FBpnhL7jFKorgYeecQXEyb4C8Gz69c1+PRTT7s8P6A8\n", "dUq6IlFzIh1R4u9vPpDk7c3nMAH4EUDOXmWpwXd39OjRePzxx/HAAw8gLi4OABAZGYkZM2Zg5syZ\n", "iIiIcEohSdPQcFJ1oHYgRETXgzpQO6gDtQNp7aSd78pKWDVFZNcuN8yZ44fHHvPD5s386AFHXFPX\n", "rnGoqOA7eEFBetxyi07ymO0d1sxMDUobmd2clyd/Q65e1SAjQ4sTJ/hOeVKSaTZMpYCTLXlKjHOU\n", "aDTGgS2rn7LB9rl4UYOaGvE1L13SmEwjUnL5sli3AwfccOmSBiUl/H3BwXpERfEBEukID+MAlK0+\n", "/DATP/xg2gaffeZpt869dGlgg5aRo8T8fhzn2oSuzTMMRQghhBBCCDFry5Yt2Lx5MzZv3oxTp065\n", "ujgNcnPjh9YDgF5v3WoeR4+6Kd62N+koh5gYPSIjxZEJtgZKvvzSA7feGoj+/QPNdgJraoCqKnm9\n", "rlzR4I8/xPIUF5vmH6muNn0+W5YIlo5aCAriX8QeSwSbc+aMfLoQYxyyshovtzRvS3q6Fvv2ie9Z\n", "nz46YcqGIzreRUXiyJGBA+sRFcUH0QoKNPjmG/usEqsU5Gq+OUrE2w3lKAHEcw5w/ggaCpS0As5a\n", "25s0jNqBEBFdD+pA7aAO1A7EEby8vJCYmIjExET07t3b1cVplK3Tb6S/qhumiTjimpIGSrp21aF9\n", "e7G8tk692byZ70QXFWmwa5fy6i5K00OuXNHIEpXW1ckTkzKmvCJNU0eUBAbywaGmJnRtqH1OnzYt\n", "o/S9V8KYPFDCGCeb9mKYdgNAtkRwQYF9usJt2nQRbt92Wz3mzRPz1axY4WWXKWHODJQ4+m+Spave\n", "APxoIANzU6UYAx57zBe9egVi5077BUspUEIIIYQQQkgLo9PpsGnTJmzcuBFpaWmuLk6jpCvfWDNd\n", "QbpsqCNXxpDmyujSRY82bfTgOL6Tl53Noa7O3JHm5eeL5T17VrlbptQZLijQ4MgReYdQWvfaWj5Y\n", "YMweOUoA29vKEsYjSgDzyzIbFBeL06IMDMlgAaBv33rhtvESwfZgvIrL/ffXCCu2nD+vbdISxwbK\n", "OUqa64gSy3KUAMZLBCvX9/BhLTZu9MD16xr8+9+m+XpsRYGSVoDmPqsDtQMhIroe1IHaQR2oHYgj\n", "jB07FlOmTME999yDnJycRvd39RLNQKVkO83i46WdRcPQ/JUrV9q9fL/9Jq7EU1+fjiNHUhEeznfi\n", "GOOwdetvwuNr1pzEM89cx9WrXIPPLx3RcPBgkeLrmxv1YEgaarB37wnJ7cOKxxg629bU3zhHCQDo\n", "9eIqJZWVnNXvZ0Ptc/q0aVDkwIF8pKamoriYn4Zj/HxJSb8r1tegru6wsL9SoKSp58eBA38It/39\n", "GU6cSMWdd54T7nvjjTqkpDTt/Lt40XRVJUOQ0N7XoyOuH+l2RsZl4bafH2twf+nUG0OgxHj/zZsv\n", "Crf//FOL5GT7LPnuuIl8hBBCCCGEEIfKz8/Hd999J7tvwoQJ6Nixo7Dt7t74L9rS4fbGQ++dsR0S\n", "4oXr1/ntm28eJEuW2tDx0o68oSPVu3dvu9enoCBA2J4woStuvjkGkZF65ObyndWoqCEAdKioAN54\n", "Yzjy8jQ4d64OSUnlis/HmHxESVFRGwClJq9vacLRzp0HAuBHTvTpM1RxH0OOEkvrz5hyoCQiwheZ\n", "mfx9VVWc1e+nufZhTHlESUlJO3TqFIC+fQNQVsZhxYpRmDFDTGQTHj5Qsb4AH7iYOnUANDfiTfJV\n", "b6x7P8xt+/i0EW77+THExsaia1cOSUkMNTUczpwJBjAChvax9vmHDYtFcbEPjBnOd3tfj464fqSC\n", "gzsJtw3vl7n9pYEtw7lovH9VVTfJbQ4dOsThppuavhwTBUpaAZr7rA7UDoSI6HpQB2oHdaB2IE0R\n", "FhaGefPmmdx/8eJFdOrEd0iqLVk2xMWMV76xlDNylNTU8KuvAADHMaETFhmpx4kbAzn4hK46nDjh\n", "hrw8fl/jUR9SJSUc6uvFsmdl8Uv+ao3iBJbmoZC+D9JErhzHhGk41k69qazk858AgJcXg5cXf39T\n", "p96Ya5+rVzlhWoaHB0NtLX87M1ODNWs8hNwWH37oJQuUSFe8MdanT70QJAHkUznsNfXGx6etcNuQ\n", "c6NNG4YZM2qxejWfK2X5ci8MH16ueHxjSko4xeS8jpp64+i/SdZNvREDHtJpdlLp6fKL5q+/tHYJ\n", "lNDUG0IIIYQQQlqYixcvYsOGDdiwYQO6d+/u6uI0SrqSijXJXKWBBEd1HM+f10Cv5587KkovBHXa\n", "tTNd+ebYMbHTVlnJmQ0k5OXJy1pTwyl2+KVTbww5UZRI6y59/9q3F8uYk6OxaullpdEkgDyZq3Fu\n", "EGvt2uWGm24KxKRJfrLAUv/+OiHoUFqqwVdficlZ//pLi4wM8X2RJnJ1c5NXsE8feSbV0FDH5ygx\n", "mD+/GhoNv/3rr+44caLhXCvmSJcGltavNeQokZ53Su2l0/Hng5RSQmBbUKCkFaC5z+pA7UCIiK4H\n", "daB2UAdqB+IIcXFxuPfee3Hvvfeia9euri5Oo2xZ9UavlycbranhUFVl/2vq3DmxI9alixh4iIw0\n", "XfnGeBSJuRwjSlNqlBK6SjuHMTHmfyWXB0rE+yMimBCEqqriUFpqeeda+t4GBop19fW1LahlYGgf\n", "xoDFi31QUqJBSoo7XnhBHKrSvbsOXbqIQQ7DFCeDH34Ql92VBkpGj5Zn1ZWueAMA4eHie2jLKkBK\n", "rl8Xc7ZIO/433aTH5MlieZYv97Lp+aXllJ4Djlr1xtz1o9dDtrqSreSr3jS8r3QEkFJg6MIFjcnK\n", "S8aBE1tRoIQQQgghhBDiUrZMvSkr44SRHgaO6DzKV7wRO96RkWKn1dBZP35c3kmT5iGRMkzPkVLK\n", "zyENlBiPjpAyN6LE25uhTRtpcMCapZfFMkp/2ZeO/rFleWCDw4e1OH9erLN0meVu3eSBEmM//OAh\n", "jI6RjsS5995a2X59+tTLttu2ZcKojLw8jV1W7amqEoNj/v7yxxYsEKe9bd3qbnZ1o4ZIAyXdu4vv\n", "SXExB33TZ5hYpLwcGDPGH506BWH1ao/GD2jkuQwaXx644VVvjKfdACoIlJw/fx7ff/89vvvuO1y+\n", "fLnxA4jL0NxndaB2IERE14M6UDuoA7UDIbaNKFH6hbm42DS5aFNlZiqPKOncWey0HjjghuxsDpcv\n", "yztp5pKxKt0vfR0DQ8JRwLTTLyUd/SFNSePtDVmgxJBrxRLyqTfic9iaT8bA0D7r1nma3YcPlJiP\n", "AmRlaXHyJP9+Xb0q1mnw4Hrcfjs/iqNrVx26dpU/h1Yrn44kHY1iK53OV7ht3PG/5RYd7ryTLw9j\n", "HHbssH6pYGlumagovTBqhTHrRghZSun6ef11bxw75ga9nsP//me+3SxhbqqSEmkyV6UcJUqBkjNn\n", "tNCZj7FZzOYz46+//sLUqVMxbdo0nDp1quklIYQQQgghhLRKtuQoUfqFuaTE/gPmz52TTn0Qe2AD\n", "BugQFsZ3unNzNVi1yrQDaW7qjdKIksam3lg6okQ6ysPLi6F3b/G4n3+2vKNuLkeJPUaUVFYCmzeb\n", "H5nQo4fpiBJ/f4ZJk8QRIz/84IHqanE1H62WoW1bhjVrKrBqVTl+/LHMJDkuAHToIAZKGkoEa6nG\n", "Ov6jRonTb86etX60g3SkTdu2eqMEp47PU3LokBaffiqe29LAlC2sy1HScF0zMkzfz+pqzqqAoDk2\n", "P4NOp4Ner4dOpwOzJisQcTqa+6wO1A6EiOh6UAdqB3WgdiDEtlEK5kaU2Puako70kI5Q0GqBcePE\n", "TvB//2uag8Lc1BvlHCWmnT7pfh06yDvJ0k6kdJqMdIUUHx+GSZPEMiYleaDe/MAUGen7K81R0tRA\n", "SWpqKrZt8xA6zF266DBtWo3wuK8vQ/v2zGQ0yPjxtZg+XRoocZd12tu108PNjR+FMHVqHdq2Ve6j\n", "2jNQwhhQJqYoUQyUdO0qBnxsCZRIp960bauXBa0ckdBVev1UVwMLFvgKKyfxr6mR5cGxljxHiXVT\n", "b4zDDtIRJdL8M/aYfmPzmXHLLbfgP//5D5YtW4b+/fs3uSCEEEIIIYSQ1smWqTdKvzDb+xf24mIO\n", "+fl8l8nLi8mmbQDAhAlix12p3Oam3iiNKMnL05h0fKVTb0JCmKyTP2yYGPGQ1lvaifXyAoYOrRdW\n", "6MnP1yAlxfyyxVLmR5SI+9jaYV63ThxNMn16LZYsqUJgIF/GO+6oA8fJpzYBQGJiHUaOrBP2u3xZ\n", "K0vqGhVlWcIO6X6GQEl9PXD0qNbqZKU1NYBOxz+HuzuDp8KsFGnAR5rvxlKGETMAn2Olsbwd9vTB\n", "B16KwR3pKBdrWTP1xseHXyoaEJM1G5SVARcu8GVzc2MYP14MCNojUGLZVaLg999/x/PPPw+9Xo+t\n", "W7ciISFBcb/U1FRhnpMhOkXbtO2I7UOHclFQ4IvAwAAAQElJKQA4dDs0tAJDh0ZYVD7Dffao74UL\n", "GqSnlzm8ftLt0lJ5FnFif/X1dphQaSNnX69ubt2wbVuFaq9X2qZtZ24b7lNLeVrrto+090eczpap\n", "N9K8HAbFxRxmzhSvrT/+0OJvf/NBTIweK1dWwM3K3o+0Y9u5sw4ao/5hXFw9/PyYrPMnZQiyGDMX\n", "QDl7VoPBg/nvA7W14q/vGg1DYCBDr146nDzJV2LMmDps28YHCqTvhXEyV40GSEioFUa8/PCDB0aO\n", "bHxYifQ57Tn1Jjp6OJKT+TpwHMO0aTWIjGTYtasMR464CcEnX1/gttvqcPCgOzp21GHEiDp4eAAT\n", "J9bh66/5iMQnn4iRCUsDJR07mgZK5szxxU8/eaB//3rs2FEGdwtnKFkyjaR9ez28vRmqqjgUFGhQ\n", "VMTJgh2NkSbgNR5R4ohAifRv008/iW+EmxtDfT3/eteva9C5s/WZZMvK+IAHwAdApCPJlHAcP6rE\n", "kKelqIgTzr8//5SP9OJz+PDngz2WCOaYjfNmtm/fjnHjxpncltqzZw8GDBjQtBISYqHUVC0SEgKc\n", "+ppJSaWIjXV+59YVdf3qqzLMnu3f+I4t4HVbU11b0znsqroSQpqHtLQ0xMfHu7oYLqGG7+yrVnli\n", "8WI+WPXYY9V4++3GhyosX+6F116T97T+/vcq/OMfYjbThx/2FXJhrF5djoQE6374+fZbDzz5JJ+s\n", "c+LEWnz5pemQg0ce8ZWNbJAaN64Wa9eaHjNsWIDQ0YuJ0QlLEH/0UQVmzuQDBTk5HHr2DAIAhIXp\n", "ceZMCS5f1uBf//JCr1463HNPrcnjAPDuu154/XX+fVm4sApLllTjyBEtxo7l/+4GBenx118l8Ghk\n", "8ZInnvDBhg18x/PjjyuEaS+bNrnj0Uf5dV0TEmqxerV1wzC+/94djz/OHx8XV4fNm8vN7ltQwCdA\n", "jYurF0bTpKa6ISHB9PvSM89U4Z//rDa531hyshsSE/njhwypx4YNZejUKUiYXrJsWQUefri2oacQ\n", "nD+vwcCBgQCAjh11OHGiVHG/uDh//PEHHxzasaMUt96q/H1k40Z37N3rjvnzq9G9ux6MAe3bBwnT\n", "qS5eLMLSpT5YvZpvl//8pxKPPFKj+Fz20KtXoDB6ZNCgevz2G1+H//63wmSFIUv8/rsWI0fy52G3\n", "bjocOqT8fkndfnuAMEIkJaUUvXrx793q1R5YtIi/Nu+5pxYPP1yDu+/m27VPn3r8+mtZkz7XbQ61\n", "3HTTTdi0aRM2bdqEzp072/o0xAlo7rM6UDsQIjKM+CCuRZ9L6kDtQIh86o2loxSU8jOUlMhzlEh/\n", "dT561PrB9OaWBpa6+255h1E6ssCSESVDh4qjO6TTHKT7GEYgdOigx4oVlZg3r8YkV4Xh52/p9ATD\n", "L/aDB+sQFaW7sa8G+/Y1/l6YWx7YV1zkxeLRP1IHDlwSbt98c8M/YISGMsyaVSubcnT77fUmU6AA\n", "y737AFsAACAASURBVEeUGOco+fNPrSwHx9tve8vyjjTE0mkk0hV8zOUpuXqVw5NP+mLdOk/84x8+\n", "N55fzDnj7c3g7w+7JHOtrwdKzXwVM1w/jMlz7Nxyi9hW16/b9rqWXE/GpPWVJjeW5ifp1atetnSy\n", "PVa+sTlQ0qNHD0yZMgVTpkxB9+7dm1YKQgghhBBCSKtlr1VvpPfpdMCFC2J35/hx6/MWmFsaWGr0\n", "6DohjwIAjBwpjlqRduwM9Hp5EOS226SBErG80vwkoaGmr+3pKQaY6us5Ib+G8dQbgJ/CkJgolsvc\n", "CBgpc8sDy6feNPo0JgoKxKS3bdtaP31DowHuvdd0FIWlgZL27fXgOL4O169zOHFCHjTKy9Pgo49M\n", "E/MqkQdKzO8nDQooLQMNACdPuglTWwwjKKSBNsM5IE2sa0sy18pKYNw4f0RHB+PDD8WpS3V1/FQ1\n", "nY5/zrIyoK6Ov+3ry2Q5Y65dMw0jXLnCISNDY5JwVcowcgoAYmIsay+lnCxXr3LYvl08h3v10iEk\n", "hCEign/O6moOFy82bfqN/dfPIqpj77XkiW2oHQgRGXKHENeizyV1oHYgRL7qjaUJQpVXvdEI19TV\n", "qxohHwIA/P67m9W/MptbGlgqIACIjxeDENIEr0qr3hQXc0Jn1N+fCVMJAPloA2mQJSREufeptAKK\n", "PFAi7jt5sliuX35pPAmHuVVvbEm8K6XRRAm3IyOtD5QAwLRpptM+LA2UeHhAWBGHMQ47d5q+Fx9/\n", "7CXLDWJOuWTWUEMjSrp1kwZKlLvg0iBZfj5nMqIjPJx/fuPAwfbt7njxRW+LAwP/+58njh3jg0Ov\n", "vuqNjAwNamuBKVP8EBcXgJUr7wIgX9o6JEQvJAQGTAMl69Z5oH//QMTGBuLHH82fW5ZcT8aMc7Jk\n", "Z3OYPNlfKIOfHxPy+vToIT7n6dNNS+hKgRJCCCGEEEKaOb1eD11Tx5q7kL2m3kjvM+6QVlRwViV5\n", "1Ovlv4AbL1cr9cYbVRg/vhYLF1Zh8uQ6YcRCSYkGdUZpUeSdXz2io5U7oJYESqQBjJIS/thqSZoO\n", "6fvap49O2M7N1Zhdulh8vsaXB66osD5QIl/u1qZ0mejRw5C8U2RpoMR4X+kqQIa6VVRwWLGi8VEl\n", "paWNJ3MF5KORzpxR7sBLR5rU1XEoLeVkwYrQUNNAybFjbnjwQV+sXOmF559vJDMq+MDOBx+I9dLp\n", "ODz/vA+WLvXG/v18gGPnTg9UVsrP07AwhshI8XWlq9588YUHnn7aVwj+bdpkfrSS9HoyN0LLmLS+\n", "ly5pMHmyv/BeubszfPpphRBMkQZKmrryDQVKWgGa+6wO1A6EiChHiTrQ55I6UDuQptqxYwc++eQT\n", "5OTkyO7Pzs7G2rVr8c033+D69esuKp1lbBml0FiOEmmnzCAtzfI8JRcvaoSyhIToG1ypJDpaj6+/\n", "rsCSJdXQauWBDeMVbuTTKRgCAhg8PcUOumEKjfHSwEqkU2IM74c00OTlJR6n1UKWx6GhjiRjli0P\n", "bMvUmwsXxGkztky9MZCOKgkK0sPfinz40pVvamvFer72mlihXbsaH3VjaY4S6eiJCxc0qFdYdMg4\n", "sJeXxyEvTxqs4MssPQ/PnNEK03VOnWr83P7sM09Z8AUA9u93F1ZEMsjN1RhN/WKyESWGQMnq1R54\n", "9llf2bF//KF8XjEmr6OlI0qk5/6qVV7CSBGtluF//6vAmDFiJHLYsHpMnVqDl16qwogRTVuxkwIl\n", "hBBCCCGENGNjx47FiBEjTO4/cuQIZs2ahenTp+Pw4cPOL5gVpJ1vS6feFBWZdmWkOUqkw/wNjh+3\n", "PFCSliZ2+Pr2tW60juHXfwAmHVPjESUcx/9vkJenuXGcdESJckBBaeqNdESJ8arXPXuK9ZAmujVW\n", "XS0GEIyXcbUln4wBY0BhYdNylBjcc0+tEJwwTL2wVIcOpvuHhekxfXqtELQ6c0aLq1cbrp+lgRJ/\n", "fwiBhro6Pn9GZaX8XDfOXZKXp5GdA2FhhhElyu9Zbi7X4NSy0lLgww/F9146HchYTg4nO09DQ/Wy\n", "tsrJ4VBVBSxZYrqs+oULWsVkuPn5HEpLxekyERGWjSaS1lc6gunttysxYYI8GDJxYh1WrarEokXV\n", "6N+/aSPsrE/9TJodmvusDtQORI3c3Pilep3N0zPQ6a9JTNHnkjpQOxBH8ZH0kj0aWwvWxWwZUSKd\n", "GmJQXMxh2DD+mlIeUWL53zxpUGXAAIUhAA3gl+s1JOQ0HlEi7YDy9Y6IYLhyhb8vJ4dDdLQ86GNr\n", "jhLpiBJAPjWhoUCJ8WgSTlIFeTJX6wIlRUUc6ur41/X3Zw0mQG1MmzYMmzaVYf9+N9x3n3VL1UpX\n", "vjHo1UsHb29+yeDkZH40SXKyO2bMMP/clgZKAKBrV50wEmP7dnesWuWJ69c12LixHH366ExWSMrL\n", "42T3GUaUSNtcSqfjgxtt2ig//s473kJwsVMnHX76qQy33x6A3FzTgGJOjjxIExrK4OXFB0wKCjTQ\n", "6TikpLgJ9W/XTg8fHyZccxkZWgwZIg9USAOXXbroZOdUQ5TqGxGhx/33W788sTUoUEIIIa1YQQGH\n", "2bOtGKtqJ199ZeG6e4QQQmzGJMtPuLs3Po3AlazNUVJXJ3ZSNRoGDw9+pQvD6i9+fsojStLTtaiu\n", "BrwsWNREGlQZMMD2ESWmgRKxXIaRJIbVOgDDiBKdYn4KY0oroCitemMgXY7X0kCJ9DX45xRvV1Zy\n", "0Ov5lWgKCjisXOmJ3r11mDRJedqDNEFqU0aTGAwapMOgQdaPHFDKZ2JY/nbEiDohULJvn5vFgZKG\n", "cpQAfKDE8LyvvOIt5PT44AMvLF5sOowqP58zCVYA5gMlAD8lpk0b+fvBGPDmm16y0STPPVeNkBCG\n", "5csrMWeOL/z9GTp31uO33/jwQG6uRnb+GYI07drphfulq84MHlwPT8+GAyXSETOdO1ve9kpT3mbP\n", "roGjY7809aYVoLnP6kDtQIiovr75JhxsSehzSR2oHYil8vPz8fHHH8v+Xbp0yez+0uSuXCM/30rP\n", "w9TUVKdvnzx5SNguK6tvdP+ffz4ibPv61sHHR5xv8uGHX2Pv3gO4dElzo+4M4eF87on6eg5ff/1H\n", "o8+/b99+nDwp/qZcV3fAqvrU1V0Tto8ePS97/OTJbOF2aChDamoq9Hoxh8yBA1lITU2VdZIvXz6h\n", "+HpKI0ry8yuE+7y95fvLp97wS7kqlT8l5Q9hW6stkT1+8GAqPDzE59m79yBSU1Px3HM+ePddbzz8\n", "sC/WrVMurzQJqGEqiivOt7y832DMECgJDBQf27fPHSkp4vGlpcDDDxdi3rxc1NYCZWWmgRJzry9N\n", "XmoIkgDAwYMctmzJMilPXp5GmIYFiFNvjh1Lhbu78veo7GyN7PXr64E5c4rwzjtidKtPnzy0b78X\n", "ADBuXB2++OJnrFjxs2xZ699+uyIL8BUWngUgX6Xo55/F4GtQ0DnZ6k27duWZ1F86wsvD47zJ4+a2\n", "L15Mk9VRo9GjVy/L29tWNKKEEEIIIYSQZiAsLAzz5s2zeP+qGwkQGGPCbXOkU8CMp4M5Y1tavLo6\n", "90bLc+aM2IGMiNDC3V2LwkJ+OyqqDyIj+0Gv525s6zF0qBYbNvCP6/UDERtbI3s+4+fPyNAII1si\n", "I/VISBhsVX327fPCjh38dmBgF8TGikvieni0F26Hh+uF/Xfu5O8LCOiK2NgOsqk3I0f2BqA3eT2l\n", "QIlWK85n8fZm6NNH3L9dO4bAQD1KSjQoLdXg2jVOsfzl5WInuEMHf5P2CA3lYMgP7O09HD176rBt\n", "G38MYxxqa28FUGtSXmmgxDCixBXnW0UF8PTTsruFQMkDD/TG66/rUVSkQU6OBqGhcbj5Zj10OuCh\n", "h/ywd28wACA+vtxo6k3Dr19ToxzcqKpyw6lTvUzuNx5RYhjVMXw4//5nZ5scguxsDnPm8K+Xnq7F\n", "/Pk+OHEiWHh89Og6fPmlG7y9hwn3jR8/BABw7ZoYBPHw6ITcXPG1hw6NAVCHdu3E8026etGkSVGy\n", "wGxhYRSAMln9V60S9x85MgpK54fS9qhRfWXb48fXIzFxkNn97TWdlUaUtAI091kdqB0IEbm5OT8v\n", "CjFFn0vqQO1Ammr37t1ITU3F7t27kZycLNw/ZMgQrF+/HuvXr8eQIUNcWMLGSafCVFfz0zkaYjw1\n", "RLr6y003DUBWlvh3JiZGL5s6Y0mekmPHbM9PAoi//gNKq94o5ygxyM3lR3rk5Ein6FiSo4TfXzp1\n", "yXjqDcdZltBVnqPEtDHGjhVHH6xd64Eff3RHXZ14jLkVdaSda2mn29l8ffl8Gwbu7gxdu/Lvi1YL\n", "DB8utvm+fXwA6O23vbB3rxhA+usvLcrLxedsLEdJt27mT+pffzWdGpeXpzHKUSI+v7TdpW1sWF76\n", "8889MHKkP06cEM/jhIRafP11uWzqlJT8HDRemliceqOkb1+dEGgC+Kk3xtewdOqNpSveAKZTjR55\n", "pMbMnvZl84iSrKwsHDt2DJ6enhg7dqzqE0QRQgghhBDSEo0ePVrx/sjISMyYMcPJpbENx/FJQg2d\n", "/KoqvjNrjrQjHxzM4O4uH1lx/rw8cWT//mLHd+NGD7i5Ac8+W42bblLu+DUlkSsg/voPwCRJpzxH\n", "iSFQIs1Rwo8kMLwXfn7MJE+IgXIyV/FxpU5xz556HLox0+nPP7UYPdq0fuaWBjaYObMGX3zhCQBI\n", "SvIQlmw1MB8osW+Okqbo0EHMt9G9u06W82LEiDokJfF37N7tjtBQhmXL5G/m9esaq5K5tm+vF0bz\n", "cBzDzJm1WLvW0+z+fDJX+cozBr171+Ovv7Rwc2N44IEaYXnf7GwNdDp+NRrDssGengyLF1fh6adr\n", "oG0gRig9B3NyNLJkyYaAnlKgpEMHHUJCGBgTk72Wl3O4dEmD6Gh+f50OsmsyJsbytvfz43OgHD3q\n", "hiFD6hEXZ/31aAubRpQUFxfj+vXruPfee5GQkEBBEpWjuc/qQO1AiIhylKgDfS6pA7UDITxrVr4x\n", "jJ4A+I68NOHj0aOZsnwInTvr0aePTlhmVKfjsG6dJ4YPD8DRo8o9R+moE1uWGZUvD9zQiBJDMldx\n", "/5wcDS5flv6aX2Z2hZDAQLHDKS4PbH5ECSAfUWIuoNFQMleAT25rWF62ooJDWpr893dLRpS4OlAi\n", "TegqHQ0BACNGiJ3xvXvdMXeuadTO2kCJRgMsW1aJgQPr8c47lVi4sLrB/S9c0KKmhn9+b28mCxy+\n", "/noVXnihCt98Uy4LHGRn8+eOIcgWFKRHcnIpFixoOEgCAG3bykc1KY1mkeYoMTAsnc1x8vcxPV2L\n", "jAwN1qzxwMmTYl3Cw/VmA3/mbNpUhu+/L8O335q/FuzNpkDJiRMn4Ovri02bNuHMmTP2LhMhhBBC\n", "CCGklbEmUCLN3xEcLO94lZe7y1a8iYnRwcsL2Ly5HHFx4pSRykoOS5eaDrmoquKnDhhIR6NYSjpN\n", "Qtrh1OmAwkLTX+oNq98A/EgCaaAkIqLS7OtIA0QlJRwYM14e2PQYaaBEWk+pxkaUcBw/qsQcftUU\n", "0zZUylHiKt27i++DcTAsOlqPTp1MA2S+vvIcHUrJXBtyzz112LWrDHPm1KJzZ73Je+DpKT6H9L0K\n", "DdXLAgTh4QzPPVeNUaPqZc+Rnc0hM1M8rlcvHbp2tex9lp6DOTmcEATSahkCAsyPKOnXT3yfpKsq\n", "rVnjiREjArBwoS/GjxdXWLRm2o2Bry8walQ9AgKsPtRmNgVKcnNzUVxcjClTpuDs2bPQNzaJkLgU\n", "zX1WB2oHQkSUo0Qd6HNJHagdCOHJl51teF/THCViBzM4uLNsRIlhtZHevXXYvLkcSUllwlSdQ4fc\n", "ceiQ/G/SqVNaYdpC1646mzpn0mkS0oBBUREnJJkNDNQL0z2Mlwc2rNgDAH37Bpl9HeOpN9WSQQpe\n", "Xgwahd5ejx5iR/X0aS10Cv1W6bQLc8vRTptWC63WOAeKuK00qkQ6oiQy0nU5SgDg0UdrcOeddUhM\n", "rMWsWaZBH+mIj5gYHWbNqsGPP5YJ92Vnc1aNKDHGccD/s3fn8VHV997AP5PJZCOQAGHJAoR9VxZl\n", "kRhUEJHNSNEHtGjtRduq7dPH3lvtbXtbvd7n9pYu9mkL9dZqK62oYNiXC0QEBpQtgpjIGgkGSEL2\n", "PZnMnOePyZw5Z+ZMMnNmOWdmPu/XixdzJjPn/H7zmzOZ88339/3ddZc8CHf77VbZa+ggDby5kgZK\n", "bt6Mkb33fZnikpDgzFByvEcBezDP8T5SGrPbb3f2QZpRsn+/STyPHNkkvrZJS6qLuebm5gIAMjMz\n", "UeMoMa1A66XGuB092/X1DQg16TFD3d9Q41SJ4Ium11iLvmp5vnKb29wOn23STlKS2owSeaDk+vUY\n", "8YLcZBIwZIj8wiwnpxOPPtohbv/2t/KsEn/rkwBAv37O9tTUOIvTSqfdSAu09u5tD2wA9kwXaZDB\n", "tf1SroESeTaJ8sV1//4CBg2y77OtzYCrV90vCSsr5VOblAweLGDePGeGTkKCgMWLnduuhWKtVnum\n", "goM0OKSFQYMEvPdeE958sxlJSe4/f/LJDly5UofLl+tw8mQDfv/7FkyZYkVsrP31qK2Nkb0PfQ2U\n", "AMCcORbZ9tixVtm0LYfuAiUDBwqIibH/vLo6Rva6+5q9MWiQ+3Gk7UlJEdymczmm3gCQLRHsyahR\n", "4fF91yAIgs8jeubMGSQnJ2PUqFE4ePAgcnJyYDK5V+otKCjAtGnTAtJQUs9sNkfFX6vMZiOWLQth\n", "PhaA7dsbkJPj3ckeyHHQoq8bNjRi9erePT8wAo7LvgbfW2/V4amnPP+FLBh8OV+jRbT8ftA7joM+\n", "FBYWYt68eVo3QxN6+c6+aFEyPvnEfk2xa1cjZs/2HKT4zneS8N579kKYf/hDM0wm4FvfshdxyMxs\n", "wvXr9rVaR4+24vhx9z+mXboUg1mz+kAQ7Be6hw83iH8N/9a3krBpk33fv/hFC555Rt0qG8OGpYpT\n", "My5frkO/fgLM5lgsW2b/vTtzZif27HFmKEyZ0gfXrtkvcseOtYoFUn/4w1N46aWRHo+TmZkqBkg+\n", "+aQes2alALBPkygqqld8zsMPJ4urubz9dhOWLHFesFdXGzBhQoq4is2JE/ViVo6r3btN+PrX7a/1\n", "ihXtmDTJip//3B51eOqpdvz6187UoPJyAyZMsP/u79/fhkuXlNumd5Mnp+D6dXlwyWAQUFVV53P9\n", "jAsXYjB7doq4/fLLLdi4Md4tG2flynasW+c5zWrixBRxqs7o0VZcumR//t//3oRFiywen+fqoYeS\n", "ceSI/Lo+J8eC7dudy/vceWcfMWslM9OGc+ec49jeDmRlpcJqdb4Qv/tdM7ZujcPBgyYYDAKOHGnA\n", "hAmhCZL587muKqNkypQpOHPmDLZs2QKTyaQYJCEiIiIiIvKWL1Nv3DNKnBdejiAJIJ9mIjV6tA1L\n", "lzovIF97zVnMQ1qYVG1GCeC68o29vdLaI46sDgdphsnFi9IaJa3ojjTjQzq1RZqh40pap+TiRflF\n", "+ebNcWKQZPr0To9BEgB48EELXnmlBd/4RjtefbXVpVCs/FJTT/VJ/KHU9l69oKrI6JgxNlltkNGj\n", "5dsOSlkmntrkCJIAajJKej62tE7JlCny8yM+Xn7OffvbbVi9ugObNjVh585GmM2hC5L4S/XUmxUr\n", "VuDhhx/mX0DCAMdIHzgORE6sUaIP/FzSB44DkZ0vU29cV73xtIqGdIqNq//zf5w1KLZuNeHWLQNq\n", "aw3iX8tNJgGTJ6vPRJSvfGNvrzRTwLFqjIN0Kooj0wUAli6d3O1xpH2XBiM8Tb0B5Cu+VFbKX+t3\n", "3nGuaKpUu0PKYACef74dv/lNCwYOFGSBki++MEI6d0EaxElP17Y+iT+UCpp6U8hVicEA/K//ZX+P\n", "pqbaMHt2pyxg5qAUPJFSCt7ExAji8rzekq6+5CAN+AHy/kun3Tj89KetGDLEipUr2/Gzn7V2tcVe\n", "j2X8+PAIkgBAbM8PISIiIiIiCi61q96kptoUlz5NT7fhgQc8Tzu4/XYrZszoxIkTsbDZDDCbY8XV\n", "PQB78df4eB864EIpo+TCBWewwDXbRekiNTFR6LY+BYCubBr7C3DzpnRpYM/PkQZlKiqcbfrsMyPO\n", "nbNfIiYkCFi+3HOgSUlmpoDkZAFNTQbU1cWgosIgLjtbXu5sWzhnlCgFStTUJ3H46U9bMW+eBWPH\n", "WpGSIrgFJoCeM0qU2jR0qM3n969S3RhpvR0AyMuzYNOmeMTHK78/FizoxIIFoa8dGWiqM0oofLBA\n", "mT5wHIicoqlwrZ7xc0kfOA5Edr5MvXFdlUWp4Ojq1e2I7eHPwtLlgs1mE06fDsy0G8A1o8QRKHFG\n", "dFwDJUpZA1lZNhw92v1nhLTv0owS16Kb8mM5f3brlvO1lGaTLF3a4fOKPwaDvF/SwqKRM/XG/XVV\n", "m1ECACYTMHdup7hfpYySnoJlSm1Ss7qM0n5cj/3ggxacPl2Pc+fqMWJE+I5jTxgoISIiIiIizXmb\n", "USIIrhkl7oESo1HAE0/0XIT17rudwRCzOVYWKJk+3b+gvjRQUlERg+ZmoLTUKLbP9UJWacWR7la8\n", "cVATKJFmDjhWuGlvBzZtcgZKHnvMt2wSB3mdEuVAiVIGRLgIdEaJK6WMEqX7pJQCT77WJwGUM0qk\n", "S107DB9u6zF4E+449SYKcO6zPnAciJxYo0Qf+LmkDxwH8pfNZoMgCDAqzT8JI97WKGlqglhsNCFB\n", "EDNRevUS0Nxsv3/hQgsyMnq+kLvzzk7Exwtobzfg0iUjbtxwXsz7m1EiXQb1zBmjrMjmiBHu0yKU\n", "MkqGDLH1+BkhrVEibX9CgtKj7aTTfBw1SszmWNTWxnQd1yoLIvnCU0ZJpNQoUQpKBDJQoi6jRClQ\n", "4nswyptirtGCgRIiP8TG2pfqDbW2NhVltYmIiCji7N27FyUlJcjLy0NGRoZ4/44dO2C12i9YR44c\n", "icmTuy8IqgfSqTeNjZ4fd/as8xJGmnGRlmZDc7P9e9lTT3m3pG9CAnDHHZ04etS+iqcj0JKSYlN1\n", "oSk1a5Yz0HD8eKwsaDB2rPtf+5X+mj90aM9tkF7cXr7s3ao3ffsKMBoFWK0GNDTEoK0N+PJLZ/vm\n", "zu1EjMq5B64FXR0ipUaJUtv9mXrjSrlGSfevV0ZGYDJKlLKaIj1zxBMGSqKA2WzmX6uCpLragNWr\n", "e4f8uBs2dPPtgSgMsEaJPvD3gz5wHMgfCxcuRHFxsdv9CQkJuP/++zVokXrSoMCxYyYAbYqPO3rU\n", "eQlz113OYMRzz7Xjpz9NxJ133sA99yR5fdycHGegxGHqVKvqQIHDyJE2pKXZUFUVg7q6GGzb5jyG\n", "cqBEaeqNtcfPiHHjnK9bQ4N3GSUxMfbjOYq/3roVgxs3nIEM6ao4vpo40dm3zz83or3dXoejrCwy\n", "apQoBSWCmVGSmCigV6/un6NUW6S7ZZ096dtXQGysDZ2dzrHqKUgTqVijhIiIiIgowlitVuTn5+OD\n", "Dz5AYWGh1s3xyvz5FsTE2C/4Tp40ui1b63DsmDNQMmeOsxjrmjXtKCurww9/WOhTkENpisn06f5N\n", "uwHshU2lWSUHDjgDJa6FXAHPU296Is3gkOquRonr8SorDbh+3fmiKQUDvDVggIARI+xtam834NNP\n", "jTh/Pgb19fb99+nTrpi5EC5693bP1klODtz+XTNK+ve3wdBDMnnfvgLi4pxtio8XkJnp+xgaDEBq\n", "qjwby3XVm2jBQEkU4F+piEhvWKNEH/j7QR84DhQMCxcuxPLly/G1r30NFRUVWjfHK/37C5g92x5Y\n", "EAQD9u41uT2mvR04eVI5owQAjEbfz6np0zuRkCC43BeYzEdpoMRmc17tSrNAHJKT3S/AvalRMmSI\n", "TTGjobupN4Dryjcxsvomai6ypWbOlE87kmbs3HOPoccLfz0zGNwzYgKZUZKcDNn70ZupL65tGj5c\n", "eclsbwwd6hyrPn1siIvr5sERjIESIiIiIiKdq6qqwrp162T/rl275tVzTSb3gIMr6TLVZrNZs+0H\n", "H3RmiOzebXL7+aefGsVabSNGWJGRIfh9/JMnzRgzpkr2elgsRwPSH2mgxCEmRkBl5RG3xxsM8iwP\n", "k0nA4ME99+/YMTMyM2vdjuOYeuPp+dKaKEePXpFllJSXn/Kr/2lpX4jbu3Y1Ytu2OnE7Pf2Cbt5v\n", "areTkuSvd2XllYDt/+hRM3r3bhW3jcZqr54vLZCbmlqp+vixsc5zIS3N//NL6221DIIgqAp/tba2\n", "4rXXXsOTTz4pKxwlVVBQgGnTpvnVQPJftMx9NpuNWLbMx8Xe/bRhQ6NmNUpCfVz2NTKPq1Vf33qr\n", "Dk89lRrSY27f3oCcHNZGkYqW3w96x3HQh8LCQsybN0/rZqhSXFyM1NRU2Xfy0tJSDBs2DACwc+dO\n", "LFmyxOPz9fSd/erVGEyblgLAPn3g0qU62bSGX/86Af/xH/aqr1//ejv+3/9rcduHmnPqV79KwP/9\n", "v/b9DhlixdmzDSp7INfZCQwfnioWiQXsq+GcOKG8/wULeuPUKXvGzPDhVpw+3eBVf77//SS8/bZ8\n", "GZ1XX23Bs896Lmr78suJ+N3v7NGUH/2oFb/+dQI6OuztvHat1q/pJFeuxODOO+3jmJJiQ2wsUF1t\n", "D8T84Q8H8dhjU9TvXAeefroXPvjAmWrxhz80q15OWcm8eb3x6af298HKle1Yt879fe7qqad6Yds2\n", "e5v+9/9uw89+1trDM5StWtWA//kf+2fHHXd0Yt++8K2N6M/nuuqMkkOHDuGBBx5Q+3QiIiIiIvLT\n", "gQMHYDabceDAARw+fFi8v7S0FJs2bcKmTZswduxYDVvom+xsGyZOtGdhtLcb8OGH8mwYaSHXOXP8\n", "ryPi8OCDFhgM9r8fz5sXuP3GxtovNqWU6pM4SFew8aY+iYNSnZKeapRIM0q++MIoBklSUmx+HyVA\n", "2wAAIABJREFU19wYMcImZsfU18eIQZL+/W0YMqTJv53rQDCn3gDy6TbeLs87aZLzPeDP0tZ9+zqL\n", "KCutwBMtVK16U1tbi6SkJCR0V0qZdIN/pSIivWGNEn3g7wd94DiQP+bPn694f25ubohbEjiLFllQ\n", "VGS/TNm924Rly+zTcSwW4MQJ5UKuUmrOqYkTrfjHP5pRXGzEN7/p3dLC3po1qxOHDnW/4o2DtG6I\n", "I1DiTX8mTFAKlHT/HGmg5MwZ5+/ljAz/L/odhWx37JAXuJgzpxN33x3+n3np6cEOlDj3r1TkV8nT\n", "T7ehvt6Avn0FLF6sfG54Y/bsLLz7rv220mo60UJVoMRsNmPx4sU4f/68V491nNyOuULc5nYwtuvr\n", "GwCEdupNNC1xGk191Uo0vcZa9NX+GWFfXy9Un09ZWbkoKzN0HRtISekjaUvwtmNjb6Kz86JuPp+5\n", "ze1w2E5K8n45WQquRYssWLvWfpX/P/9jgsViX17200+NaGmxZz0MHWpFVlZgL+IWLrRg4UL1F5ie\n", "uNYp6S6jJDvb+bPRo73/XakUKHEtUOtKGpS5etUZKPG3kKvD7NnugZKcnMBl62gp2Bkl995rwcaN\n", "9qlUubnevWZ9+gCvvKJuuo3UQw914I034lFdHYNvfCOwQcNwoqpGyRtvvIG0tDRUVlYiOzsbCxYs\n", "UHycnuY7RrNomfvMGiWRd0ytjsu+Bl+01CjR4nMJ8L6v0fL7Qe84DvoQzjVK/KW37+yCANx2W4pY\n", "XHTfvgbccYcVr70Wj1desQe0Vq1qxx//qFy3QW/nVFOTvU6J1WoP8hw+3CCbJiFVU2PAc88lwWAA\n", "1q1rQWqq4HV/xo9PQUWFs7LCu+82YsECzxfZ58/H4K67Utzuf+KJdrz2Ws81MXpy5owR990n/x14\n", "9Gg9qqsP62p81Pj441gsXuz8/mQ212PChMBNU7HZ7NPM+vQRcPvtof7uYsacOTkQBPi0zLYe+fO5\n", "riqjZM2aNQCchaOIiIiIiIgCwWCwT6t5/337X9RPnIjFHXdYYTY7p6+4LgusZ8nJwJIlFmzbFoeR\n", "I63dTr3p10/Axo3Nqo4zbpxVFijpeeqN8t/LA5VRMmmSFcnJApqa7AGitDQbxo2z4ejRHp4YBlwz\n", "Svr0CWxGSUwMcPfd2r3HDQaE9RLOgaA6RlRTUwOz2YzPP/88kO2hIAj3iC0RRR7WKNEH/n7QB44D\n", "kbsZM5wXicePx6Kjw/6/Q3cXkXo8p9ata8amTY3Yv78RXqzWLONtf1yn3/Q09SY1VUBsrPtjMjIC\n", "EyiJjQXuvNM5TnPmdMJg0Of4+Mp96o1GDQmCSBifQFAdKOnXrx+eeeYZj9NuiIiIiIiI1Jg503nR\n", "f+JELAoLjeISu8OGWTF0aHitxpGYaF9NJzU1eMUxXQMlPZXdiYmR1ylxCFRGCQAsWOCs+RKM+i9a\n", "SUwEpkyxB4FGjLAGPKOEtBfms47IG44iZUREehFNhWv1jL8f9IHjQORu3Dgreve2X3xWVMTg73+P\n", "F3/WU0HQSDunvO2PrxklgHzlG4dABkq++c12vPxyC37xixY88kgHgMgZn7/+tRmvvNKCH/7wUNjX\n", "8pCKlPHxl6oaJURERERERMFiNNqnbXz4oX2eyvvvO1dP8XYVkGgzdqwVBoMAQbBn3iQm9hwoUcoo\n", "CdTUG8C+WtF3vxuZK6cMHWrD88+3w2xWV1OG9C2CYl/kCeeZEZHesEaJPvD3gz5wHIiUSeuUdHY6\n", "K0vm5HQ/hSPSzilv+5OU5My2yciweSzWKuWaUZKaakOvXr630RfROj7hItL6oxYzSoiIiIiISHdm\n", "znTPHBk92or0dNaD8OT115uxY0cc7r3XglgvrvRcAyWBzCYhCmcMlESBUK8lf/VqDMrKQr+eVFtb\n", "lK9hRRRGWKNEH0L9+4GUcRyIlE2f3gmjUYDV6vyOd/fdPRcEjbRzypf+DB4s4OmnvZ/q4jr1JjMz\n", "+EGoaB6fcBBp/VGLgRIKuLIyA5Yt6xPy427Y0BjyYxIRERFRcCQnA5MmWXH2rHfLApPvmFFCpIyB\n", "kijAiCAR6Q1rlOgDfz/oA8eB/FVUVIQLFy7AZrNh1qxZyMrKAgCUl5ejoKAARqMRc+fORXp6usYt\n", "9d2MGZ2yQElPK97YHxNZ51Qw++NaxySQK954wvHRt0jrj1os5kpEREREFMaqq6uxfPlyrFixAp99\n", "9pl4/4kTJ/D4449j5cqVOH78uIYtVE9a0HXSpE7078/6JIE0YIA8MBKKQAlROFAdKCkqKkJ+fj42\n", "b96MsrKyQLaJAoxrYROR3rBGiT7w94M+cBzIX7m5uYr3JyUlibfj4uIUH6N3Dz5owbhxVsTGCvje\n", "99q8ek6knVPB7M+gQfLAUyim3nB89C3S+qOW6qk3jsg1AOzevVtM8SMiIiIiotDbv38/ZsyYIW4L\n", "gvMi2GQyadEkvyUlAWZzA5qagD6hL4EX8VJTBZhMAiwWe8FcZpQQ2anOKPEUuSb94TwzItIb1ijR\n", "B/5+0AeOA3mrqqoK69atk/27du0aAODQoUMYPXo00tLSxMdbrc7sPYOh+9UBpX9FNpvNuto+dsyM\n", "zz7z/vF674+v28Hsj8EAjB5dAwBIT7dh6FBbWPdHi232R9/bahkEaahZhf3792Pq1KmyD2WHgoIC\n", "TJs2zZ/dUxgym42arXqzenXviD+mVsdlXyPzuNHU1+3bG5CTE9opP1p9HmrRV6JwV1hYiHnz5mnd\n", "DFWOHDmCAQMGYNy4cbL7t2zZgocffhiCIGDnzp1YunSp4vP5nT26lZUZsGVLHObNs2DCBGaUUOTw\n", "53Pdr1VvlCLXrsxm5zrMjsgOt0Oz/emnF3DmzDjcumWfl9rR0QHAOUc1WNtTp3b/F4tg0aLmQTTV\n", "WYimvmolml7j9vaOkB/TZuuA2Wz/vKqvbwAApKT0Cep2fHxKsLrTLZutA7t2tfXYPsd9gehv//7N\n", "mDVrIIDQ/r67ejUGRUWNfrffl+3Y2Jvo7LwYsP6sX78ekydP7vHxWVm5KCszhOz9m5LSB1lZAsrK\n", "DvvVv3DZltbzCCcVFRU4evQoxo0bh/Pnz6OxsRGrV68GAMycORMbN26EIAiYP3++xi0NHen1RyQI\n", "dn+ysgR897vtQdu/K46PvkVaf9RSnVHiKXItxei0tpqagIULe6O42K94mM/eeacRjz0WHX+hjqa/\n", "xrOvkXlcrfr61lt1eOqp1JAeM5pe32jJ2AG0ydoJdF+9/VIaCX3Vs3DOKPFXpH1nj7QLPfZH39gf\n", "/Qp5RkllZaXHyDUREVFPWKOEyClSvpAS6UWknVPsj76xP5FJVaBk4MCBeOmllwLdFiIiIiIiIiIi\n", "Tale9YaIiEitaKrHQtSTQFTnJyKnSDun2B99Y38iEwMlRERERERERERdGCghIqKQY40SIifOBycK\n", "rEg7p9gffWN/IhMDJUREREREREREXRgoISKikGONEiInzgcnCqxIO6fYH31jfyKTqlVviIiIiKRi\n", "YwGzOfRTqtraDCE/JgXf1asxKCsL7dgmJYX0cEREpGMMlBARUcixRknkqa42YPXq3iE/7oYNjSE/\n", "ZqBxPri7sjIDli3rE9JjHjgQ0sNREEXaOcX+6Bv7E5k49YaIiIiIiIiIqAsDJUREFHKsUULkxPng\n", "RIEVaecU+6Nv7E9kUj31pry8HAUFBTAajZg7dy7S09MD2S4iIiIiIupBUVERLly4AJvNhlmzZiEr\n", "KwsAsGPHDlit9qD0yJEjMXnyZC2bSUQUVlQHSk6cOIHHH38cALB161bk5eUFrFFERBTZWKOEyInz\n", "wckf1dXVWL58OQBg9+7dYqAkISEB999/v5ZN00yknVPsj76xP5FJdaAkSVIaPC4uLiCNISIiIiIi\n", "7+Xm5ireb7VakZ+fD0EQMHz4cEybNi3ELSMiCl+qAyWCIIi3TSZTQBpDgWUwAIsXWzB5cgeMxtD9\n", "9TaGlW+IqAesUULkZDab+Rc88tv+/fsxY8YMcXvhwoXi7T179mjRJM1E2jnF/ugb+xOZDII04uGD\n", "vXv3ih/ABw4cwPz5890ec/r0adTV1fnXQiIiIiKiIEtNTcX06dO1boZHVVVVeP/992X3LVmyBEOH\n", "DsWhQ4cwbNgwZGdnKz7X03d1B35nJ6JI5M/nuuqMktbWVgD2zBLHbVd6/mVDRERERBQu0tLS8Oyz\n", "z7rdf+TIEQwaNMgtSFJaWophw4YBANra2rrdN7+zExHJqQ6UzJw5Exs3boQgCN1GqImIiIiIKPAq\n", "Kipw9OhRjBs3DufPn0djYyNWr14NwB4oOXHiBABgypQpWjaTiCjsqJ56Q0REREREREQUaVh2k4iI\n", "iIiIiIioCwMlRERERERERERdGCghCgGbzQarlcuhao3jQEREDvydQETRKtI+/4LRH9XFXLtTVFSE\n", "CxcuwGazYdasWcjKygIA7NixQ+zAyJEjMXny5GAcnrp4Gofy8nIUFBTAaDRi7ty5SE9P17ilkW3v\n", "3r0oKSlBXl4eMjIyxPt5PoSWp3Hg+aAdngPa4fteH3gOaEfpd0I0nheR0mel77zh3LfW1la89tpr\n", "ePLJJyPi/VlSUoLTp08jPj4eCxcuRE1NTdj25csvv8Tp06dhs9kwe/ZsDBkyJOzGxpfPv3Dom1J/\n", "AnIdLATBoUOHxNu7du0Sb+/bty8YhyMPPI3Dtm3bxNtbtmwJaZuiVVFRkXD9+nXZfTwfQk9pHHg+\n", "aIfngHb4vtcHngPacv2dEI3nRaT0Wek7bzj3bc+ePcLp06cj4v1ZW1srmM1m2X3h2hdBEITdu3eL\n", "t8P5vebt51+49M21P4G4Dg5KRklubq7i/VarFfn5+RAEAcOHD8e0adOCcXjq4mkckpKSxNtxcXGh\n", "ag654PmgDzwftMNzQDt83+sDzwF9icbzIlL6rPSdN1z7Vltbi6SkJCQkJMjuD9f+nDlzBqmpqcjP\n", "z8ekSZMwZsyYsO0LYP/cttlsEAQBQtfiseHcHwdPfQjXvgXiOjgogRKH/fv3Y8aMGeL2woULxdt7\n", "9uwJ5qFJwnUcBMmK0CaTSYsmEXg+6AXPB+3wHNAO3/f6wHNAX6LxvIi0Pku/84Zr38xmMxYvXozz\n", "58/L7g/X/lRWVgIAli9fjl27dmHUqFFh2xcAmDRpEtauXQsAWL16NYDwHRspT30I9775cx3sV6Ck\n", "qqoK77//vuy+JUuWYOjQoTh06BBGjx6NtLQ0xeeG4wutV76Og7TQjcFgCFk7I11349ATng+B4+s4\n", "8HwIPm/GhOdAaPF9rz88B7QXjedFJPXZ9TtvuPatoqIC27dvR2VlJbKzs8WaC+HaH8D51/3MzEzU\n", "1NSEdV/Onj2LF198ETabDTt37sSyZcvCuj8OnvoQzn3z9zrYr0BJWloann32Wbf7jxw5gkGDBiE7\n", "O1t2f2lpKYYNGwYAaGtr8+fQJOHrOLS2tgKwR9Qct8l/nsbBE54PweHrOPB8CD5PY8JzQDt83+sD\n", "zwF9icbzIlL6rPSdN1z7tmbNGgBAcXExUlNTxfvDtT9jxoxBSUkJRo0ahdraWkycODFs+wI4p2vE\n", "xMSIAe5w7o+Dpz6Ea98CcR1sEKT5JwFQUVGBt956C+PGjQMANDY2imlJhw8fRkVFBQBgypQpGD16\n", "dCAPTRLdjcONGzdw6NAhCIKA+fPnY+DAgVo2NeIdOHAAJSUlSEhIQHZ2thhV5/kQWp7GgeeDdngO\n", "aIfve33gOaAdpd8J0XheREKfKysr8eabb7p95w3nvtXU1GDz5s3Izs7GggULAIT3WG3evBlGoxED\n", "BgxATk5OWPfl/PnzKC4uBgBMnDgRY8eODbv++PL5Fw59c+3PuHHjFD8TAN/6E/BACRERERERERFR\n", "uIrRugFERERERERERHrBQAkRERERERERURcGSoiIiIiIiIiIujBQQkRERERERETUhYESIiIiIiIi\n", "IqIuDJQQEREREREREXVhoISIiIiIiIh8curUKaxfvz7g+62pqcGxY8cCvl8iXzBQQkRERERERD65\n", "4447kJaWFvD9dnZ2oqOjI+D7JfJFrNYNICIiIiIiovBjs9mwbds2WK1W2Gw2pKWl4Z577kFNTQ32\n", "7duHxMREWK1WZGRkYNasWeJzPvjgA8TGxkIQBCQnJ2PBggUAgMrKSuzfvx8VFRWoq6sDAMyePRuD\n", "Bg3SrI8UnQyCIAhaN4KIiIiIiIjCyy9+8QusWbNGzCw5fvw4UlJS8Mknn+Dxxx+HyWQCABw7dgwZ\n", "GRnIzs5228f777+PRx99VNy+desWioqKcM8994SiC0SKmFFCREREREREPsvMzJRNv5k6dSr27duH\n", "8vJy7Nq1S7zfZrMhNjYW2dnZaG9vx759+2C1WhETE4MrV65o0XSibjFQQkRERERERD67fv06qqqq\n", "xGDJmTNnMGbMGHR0dGDx4sViRglgrz0CALt378a8efPQp08fAEBzc7Nsn0ajEVarNUQ9IFLGqTdE\n", "RERERETkk1OnTsFsNiMjIwMJCQmwWCwYMGAAcnNz0dzcjP379yMmxr52SHNzM2bOnIkRI0agqKgI\n", "xcXFMJlM6OzsxKVLlzB16lQsXLhQ3LejhklMTAwsFguWLVuG2Fj+jZ9Ch4ESIiIiIiIiIqIuXB6Y\n", "iIiIiIiIiKgLAyVERERERERERF0YKCEiIiIiIiIi6sJACRERERERERFRFwZKiIiIiIiIiIi6MFBC\n", "RERERERERNSFgRIiIiIiIiIioi4MlBARERERERERdWGghIiIiIiIiIioCwMlRERERERERERdGCgh\n", "IiIiIiIiIurCQAkRERERERERURcGSoiIiIiIiIiIujBQQkRERERERETUhYESIiIiIiIiIqIuDJQQ\n", "EREREREREXVhoISIiIiIiIiIqAsDJUREREREREREXRgoISIiIiIiIiLqwkAJEREREREREVEXBkqI\n", "iIiIiIiIiLowUEJERERERERE1IWBEiIiIiIiIiKiLgyUEBERERERERF1YaCEiIiIiIiIiKgLAyVE\n", "RERERERERF0YKCEiIiIiIiIi6sJACRFRALS3t+Nf//VfsXbtWrz22mv47LPPxJ899dRTKC0tdXvO\n", "22+/jZdeegl/+9vf3H5248YNvPfee0Ftc3d27tyJZ555RrPjExERUWjwOwyRu1itG0BEFAlOnjyJ\n", "efPmYd68eW4/+/nPf46MjAy3+5944gmUlpbio48+cvtZR0cH2tragtFUryxZsgRnz57V7PhEREQU\n", "GvwOQ+SOgRIiIj8dPHgQ7777LgDg1KlTSE9PxxNPPIG2tjb84Q9/wIkTJ7B27VoMGzbMq/1dvXoV\n", "f/rTn1BSUoLy8nIAwCOPPIIRI0YAAI4dO4a9e/eid+/eaG5uxrJlyzBt2jQAwNmzZ7Fu3Trcf//9\n", "OHv2LBISEjBixAisWrUKFosFa9euhdFohMFgQExMDF544QXExNiTC//85z/j+vXriIuLQ2xsLKxW\n", "a6BfKiIiItIRfochUsZACRGRn+69917xF/XcuXPF+xMSEvDP//zPimmp3cnOzsZ3vvMdfPTRR3jy\n", "ySdlP6uvr8e2bdvwX//1X+J9r7zyCiZOnIj4+HjcfvvteOyxx/CXv/wFr7/+OhITE8XHvfbaa1i5\n", "cqX4ZeXLL7/Em2++iTVr1uDw4cPo168fnn76aQDAtWvX8Pzzz/v2QhAREVFY4XcYImUMlBARhZGS\n", "khJUVlbKvmQ0NTXhxo0bGD58uHjfmjVrZF8wAPtfeTZt2iS7Lz4+HgDwySef4LnnnhPvHzp0KCZM\n", "mBCMLhAREVEU4ncYCicMlBARBYAgCDAYDKqep8RkMsFisbjdP2HCBIwcORIvvviieJ/NZpPtx9M+\n", "p0+fjnvvvVf2ZaSjowMAMGvWLOzZswcrVqwAAJSWlqKoqMjn/hAREVF44XcYIncGwdO7sYvjzWs0\n", "GkPVJiKisLJ161bs2bMHADBixAhMmDABS5cuxcGDB3HixAmcPn0aI0aMQN++fbFixQqMHDkSV65c\n", "webNm1FbW4uSkhJMnz4dM2bMwL333ivu99VXX0VcXByMRiPa2trwL//yL4iLi0NRURG2bdsGk8kE\n", "AKipqcE///M/o3///tiyZQv27t0rtmXcuHF46KGHxH2uX78eTU1NAICWlhaMHz8ejz76KADg9ddf\n", "x40bN9C7d280NTWhpKQEjzzyCJYuXRqS15GIiNTjd3ZSg99hiJR1GyjZu3cvSkpKkJeXJ6t2XFJS\n", "gtOnTyM+Ph4LFy5EXFxcSBpLRERERERySt/Zy8vLUVBQAKPRiLlz5yI9PV3jVhIRhY8eM0qKi4uR\n", "mpoqfujW1dWhqKgIc+bMCUkDiYiIiIioe67f2bdv345ly5YBsGcN5OXladk8IqKwEuPrE86cOYNe\n", "vXohPz8fFy9eDEabiIiIiIjID0lJSeJtZn8TEfnG50BJZWUl6urqsHz5cly6dAk2my0Y7SIiIiIi\n", "IpWkSeOOehBEROQdVave5ObmAgAyMzNRU1ODtLQ0xcft27ePBaWIiIiISPdSU1Mxffp0rZsRMFar\n", "Vbzd04om/M5ORJHIn891nwMlY8aMQUlJCUaNGoXa2lpMnDjR42ONRiOmTZumqmEUOGazGTk5OVo3\n", "I+pxHPSB46APHAd94DjoA8dBHwoLC7VuQkC1trYCsGeWOG57Emnf2SPtnGJ/9I398U9tWy1G/vdI\n", "cftvi/6GpaMCs1qRP5/r3QZKDhw4gJKSEiQkJCA7Oxu5ubmYMmUKNm/ejHPnzmHAgAFM5SMiIiIi\n", "0pDSd/aZM2di48aNEAQB8+fP17qJRESKLtVekm1Xt1Vr1BK5Hle98UdBQUFERaeJiIiIKDIVFhZi\n", "3rx5WjdDE/zOTkRaeaf4HTx/4Hlx+yezf4IX7nwhIPv253Pd52KuRERERERERET+ulx7WbZd1Vql\n", "UUvkGCiJAmazWesmEDgOesFx0AeOgz5wHPSB40AUWJF2TrE/+sb++OdynTxQUtNaE9Lje8JACRER\n", "ERERERGFHGuUEBERERHpFGuU8Ds7EYWW1WZF5rpMdNg6xPumDpyKgpUFAdm/P5/rPi8PTEQU6a7W\n", "X0VZY1nIj5vVOwvZKdkhPy4RERERUah91fiVLEgC6KdGCQMlUSDS1vYOVxwHffBmHMoay7Asf1mI\n", "WuS0ffn2qAmU8HzQB46DPnAciAIr0s4p9kff2B/1XKfdAEBNG2uUEBEREREREVEUcl3xBgCaLc1o\n", "7WzVoDVyDJREgUiKcIYzjoM+cBz0geOgDxwHfeA4EAVWpJ1T7I++sT/qua5446CHlW+8CpTYbDZY\n", "rdZgt4WIiIiIiIiIooBSRgkAVLdqv/JNj4GSvXv34k9/+hMqKipk97e2tuI///M/cePGjaA1jgIj\n", "0tb2DlccB33gOOgDx0EfOA76wHEgCqxIO6fYH31jf9STBkoykzPF23pYIrjHQMnChQtxzz33uN1/\n", "6NAhPPDAA8FoExEREREREenIjaYbmP/efCzavEgXf/Gn8NbY0YibzTcBAKYYE6YOmir+TA9Tb1St\n", "elNbW4ukpCQkJCQEuj0UBJE2by5ccRz0geOgDxwHfeA46APHgYJlx44d4vT5kSNHYvLkyRq3KDQi\n", "7ZzSS382FG1AYUUhAGDzhc341pRvqdqPXvoTKOyPOlfqroi3s1OyMTBpoLith4wSVYESs9mMxYsX\n", "4/z584FuDxERERERBUBCQgLuv/9+rZtBEeKrxq/E21WtVRq2hCLBlVpnoGR039Hol9hP3NbD+0vV\n", "qjcVFRXYvn07zGYzPv/8824fK53jZDabua3BtuM+vbQnWrfXr1+vq/ZE67a354MW6uvrxdt6eb2C\n", "tc3zQR/b3p4P3Ob5EE3bkcRqtSI/Px8ffPABCgsLtW5OyETaeOqlP1UtzovXFkuL6v3opT+Bwv6o\n", "U9lSKd7O6p2FtMQ0cVsPU28MgiAIPT2ouLgYqampyMjI8Op+h4KCAkybNi0wLSXVzGZzxKWEhSOO\n", "gz54Mw7mMjOW5S8LUYucti/fjpys6HiP8HzQB46DPnAc9KGwsBDz5s3TuhlBs2fPHjz44IOKP4u0\n", "7+yRdk7ppT/z35svTr15ctKT+O19v1W1H730J1DYH3V+efyX+MXxXwAAfnDnDzCu3zg8/T9PAwAe\n", "GvUQ3lr0lt/H8OdzvceMkgMHDsBsNuPAgQM4fPiweH9NTQ3M5p4zSkh7kXTihjOOgz5wHPSB46AP\n", "HAd94DhQKJhMpm5/rqesnkBkBempPZHSn1stt8T7rl6/Gvb9CdQ2+6Nuu8nSJN5Xdb1KNvWmpLwk\n", "oP1Rw6uMErUiLTpNRNGBGSVERNEnEjNKSktLMWzYMADAzp07sWTJEsXH8Ts79UQQBGStz0JrZysA\n", "YMnIJXh78dsat4rC2QsfvoC/fv5XAMDae9ZiRvoMzN04FwAwvv94HH38qN/HCGpGCYW/QETUyH8c\n", "B33gOOgDx0EfOA76wHGgYCktLcWmTZuwadMmjB07VuvmhEyknVN66E+zpVkMkji21dJDfwKJ/VFH\n", "mlGSbEpGvwRnRokeapTEat0AIiIiIiIKvNzcXK2bQBHCdRUSadCESI3G9kbxdu+43rKpN9Vt1RAE\n", "AQaDQYumAWBGSVTg3Gd94DjoA8dBHzgO+sBx0AeOA1FgRdo5pYf+SFcoAfxb9UYP/Qkk9kcdWUZJ\n", "XDISYxPRy9QLANBp60RjR6Onp4YEAyVERERERKQJm2BDXVsdbjTdwLWGa1o3hzyQLg0M+BcoIQKA\n", "pg55oAQA+if2F+9zzWIKNU69iQJmc2QtWRWuwn0crtZfRVljWciPm9U7C9kp2QHbn57HITYmFuay\n", "0M5zDfTr6y09j0M04TjoA8eBollFcwUmvjkRADC412AU/1Ox3/uMtHNKD/251XpLtt3SqT5QokV/\n", "SupK8KsTv8K0QdOw5vY1Ad23HsYnkELVH9caJQDQP6G/GDCtbq3GiNQRQW+HJwyUEJFP2sC0AAAg\n", "AElEQVRXyhrLNFsJRosLeS1Ut1Zj9a7VIT1mNL2+RESkP0mmJPE2sxT0y/Wv++E2Vq8cewXbL2/H\n", "u+ffxd1D7sbYftFT3FivpFNresf1BgBZnZKaNm0LunLqTRSIpAhnOOM46APHQR84DvrAcdAHjgNF\n", "s8TYRPF2oAqERto5pYf+3GpxySgJsxolRVVF4u3LtZcDum89jE8ghaxGicLUm7TENPG+6tbqkLTD\n", "EwZKiIiIiIhIE6YYE4wGIwDAYrPAYrVo3CJS4ppR0mHrQKetU6PW+EYQBFxvvC5ua52pQIDVZpVN\n", "33IUcZUuEVzdFgaBEpvNBqvVGuy2UJBE2tre4YrjoA8cB33gOOgDx0EfOA4UzQwGQ8CzSiLtnNJD\n", "f1yLuQLqs0pC3Z+athq0WdvE7dq22oDuXw/jE0ih6E+zpVm8nWxKRozBHpaQFnPVOqOkxxole/fu\n", "RUlJCfLy8pCRkQEAKCoqwoULF2Cz2TBr1ixkZWUFvaFERERERBR5kkxJYmHH1s5W9Invo3GLyJVr\n", "MVcgfMZKmk0CaH8BTsr1SQB5jRKtx6nHQMnChQtRXCyvPl1dXY3ly5cDAHbv3s1Aic5F2ry5cMVx\n", "0AeOgz5wHPSB46APHAeKdoHOKIm0c0oP/QlkRkmo+3O9SR4oCfTUGz2MTyCFoj/SQImjPgkgr1FS\n", "0xqGxVxzc3MD3Q4iIiIiIopC0kCJP8vOUnBYbVbFehHhMlZljWWyba0vwEl5aWDAvjywQ3lzeUjb\n", "5MqvYq779+/HjBkzun2MdI6T2Wzmtgbbjvv00p5o3V6/fr2u2uPrdn19PbQU6vNBC52d2hVF4/kQ\n", "ndveng/c5vkQTdsUetIlglstrFHiSuv+1LTVwCbY3O4Plxolwc4o0Xp8Ai0U/VFa8QYAxvQbI94+\n", "V3VOVssk1AyCIAg9Pai4uBipqalijRIAOHToEIYNG4bs7GyPzysoKMC0adMC0lBSz2w2R1xKWDgK\n", "93Ewl5mxLH9ZyI+7ffl25GQF7nXzZhy06uuGxRuwetfqkB4z0K+vt8L9fIgUHAd94DjoQ2FhIebN\n", "m6d1MwKqvLwcBQUFMBqNmDt3LtLT0xUfp/V39qUfLMXR60cBBOb3UqSdU1r3p7i6GDn/cD/+loe3\n", "YO6QuT7vL9T9eXrv0/jg4gfi9ui+o3F89fGA7V/r8Qm0UPRn55WdeGLXEwCARSMW4e9L/i7+bM4/\n", "5uCL6i8AAB/kfYB7h96r+jj+fK6ryig5cuQIBg0a1G2QhPQjkk7ccMZx0AeOgz5wHPSB46APHAcK\n", "lhMnTuDxxx/HypUrcfx44C4MA401Srqntj8d1g7F2iK+8rSPsK1REuCpN3y/+U5Wo0Qy9QYA5mTO\n", "EW8fu34s6G3xpMdAyYEDB2A2m3HgwAEcPnwYlZWVOHr0KM6fP4+tW7diw4YNoWgnERERERH5ICnJ\n", "OaUlLi5Ow5Z0T1ajROXFN8k1djRi6l+nYvxfxmPbpW1+7UtpxRsgfGqUuK56U9teqziViELH09Qb\n", "QB4oMZdpN62px0DJ/Pnz8cwzz+CJJ55Abm4uBg4ciJdeegl5eXnIy8vD6tWhTRMn30XavLlwxXHQ\n", "B46DPnAc9IHjoA8cBwoW6Qx7k8mkYUu6J6tREoCMkmCfU2WNZfjdqd/hs8rPgnocBzX9OfzVYdxs\n", "vgmrYMU/iv/h1/EDnVESys88q82Km803ZffZBBvq2wNXey/SPsO1rFECAHdl3iXeLqwo1KxOiV/F\n", "XImIiIiISJ+sVqt422AwdPtYLQvo1lc5L1pbO1v93t+5c+eC2t6vb/46Xj72Mr629WtosbQE/fVR\n", "05/CzwvF7SuVV/w6/qcXP4USR1BLb+Mj3a5oqUCnzb1Y/n7z/oAdL5T9CcV2KPrzRckX4nbNjRrZ\n", "zy8UXsCQhCEAAIvNgrf2v+XX8dTyqpirWloXhiKiwImUYq7eYDFXIqLoE4nFXLds2YKHH34YgiBg\n", "586dWLp0qeLjtP7O/uPDP8b6M+sBAP+e8+94btpzmrWlJxarBZnrM8WL7yOPHcHEtIkat8rdXz//\n", "K1748AUAwIDEAbjw9AXV+/p+wffxdtHbAIDecb3F+hL/dte/4ft3fN//xgbRyZsn8cCmB9zu3/vI\n", "XsxI7371VgqeH370Q7zx2RsAgP/M/U98a8q3ZD//l4P/gr+c+wsA4Ad3/gA/nv1jVccJeTFXIiIi\n", "IiLSt5kzZ2Ljxo3YuHEjZs6cqXVzPAr01JtgKm0olWUo3Gi6oWFrPJMus1zVWqWYVeGtqlbn1Jth\n", "fYaJt7VcutVbroVcHWrbakPcEpLqbuoNAMzJctYpcayIFWoMlESBQKQekf84DvrAcdAHjoM+cBz0\n", "geNAwZKRkYFVq1bhsccew8CBA7VujkeBXvUmmOfU5drLsu1QBErU9Kets028LUBAZUul6uPfanEW\n", "cx3aZ6h4W+1YhfIzz7WQq0N1a3XAjhGq/nTaOvGDgz/A6p2rUdZYFrTjhKI/TRZJoMTkHiiR1ik5\n", "XX5akyLPsSE/IhGRD2JjYgNa8bq+b32P+5N+uSAiIqLgkq16o/OVVC7VXZJt6zWjxPV1rGiuQEZy\n", "hqp9STNKpIGScFihSJpREmOIEVe7qWkL7BLBobCnZA/eOvcWAGBYyjC8everGrdIPenywL3jerv9\n", "fGDSQIzpOwYXay/CYrPgZPlJzB0yN5RNZKAkGkTa2t7hiuOgTnVrdcjrdmxYzGXPg43ngz5wHPSB\n", "40DRLtEkySix+J9REsxzyjWj5GbTTQ+PDJycnBxcrLmIq/VXce/Qe2Ey9ryCkesffcqby1UfP9AZ\n", "JaH8zJNmlIzuOxoXauy1WmpaAxcoCVV/pO+9aw3XgnacUPRHGihRmnoDAHek34GLtRcB2Pse6kAJ\n", "p94QEREREZFmkmLDp0aJFlNvrjdex93v3I2VO1biD4V/8Oo5rq9jRXOFqmO3WFrEaRJxMXEY3Guw\n", "+LNwq1Fy24DbxNvhmFEiDXaFe42VnmqUAMDAROd0wbr2uqC3yVWPgRKbzSZbWozCD+c+6wPHgciJ\n", "54M+cBz0geNA0Y41Srr3t4N/g8VmAQAUlBZ49RzX11FtRok0oNA/sT96mXqJ22qn3mhVo2TSgEni\n", "7UAGSkLVn1AFSkJdo6S3yX3qDQCkJqSKtwOZAeStbqfe7N27FyUlJcjLy0NGhn1OW3l5OQoKCmA0\n", "GjF37lykp6eHpKFERERERBR5ZDVKdFz3or69Hrdab8nuu9kc/Kk3DZ0N4u2yJu+KeLpllLSoyyiR\n", "XpD3TegbVtk/HdYOsYhtjCEGE/s7l3HW4sLbX5GaUaJUowSwv98cdJdRsnDhQtxzzz2y+06cOIHH\n", "H38cK1euxPHjx4PZNgoQzn3WB44DkRPPB33gOOgDx4GiXaCXBw7WOXWp9pLbffXt9bKLvmDom+m8\n", "YLzRdANWW8/Z/q61XtROvalrc16gpsanysZKbVArVJ95N5tuQoAAABiUNAiDeg0SfxbIjJJQ9Uca\n", "KAlm4CDY/REEQb7qjYepN/0S+om3tQgM+VyjJCnJeXLExcUFtDFERERERBRdAj31Jlhcp904BDur\n", "RJr90Gnr9Co7pM0qL+aqOlAiuSBPTUgNyQpFrZ2tePXYq/jl8V+i09apej/S+iSZvTNlGQrhVqNE\n", "EATZGLZ2tobtKo0tnS3i6kMJxgTExihPcpGOV1gESgRBEG+bTD1XXCbtce6zPnAciJx4PugDx0Ef\n", "OA4U7QI99SZY55SnQEmw65Sc/+q8bPurxq96fI7r66i2Rok0UJISnxKSGiVvfvYmfnPqN/jF8V8g\n", "/2K+qmMAwNX6q+LtzORMWYZCTVuN7LrWH6H4DK9tq0WHrUN2X7CySoLdH28KuQLyGiVhESiRFnY1\n", "GAw9Pl76QpvNZm5zO2q3z507p6v2+LpdX18PCq7OTvV/NfEXzwduc5u/H7hNWgn01JtgkU69McU4\n", "/2Ac7CWCGzsbZdtljWU9Psc126CypdKrKTuuZBklrlNvgpRRcuLmCfH2yZsnvXqOIAj46NpHOH7T\n", "WRris1ufibcnpE1AQmyCGOjptHXKlqgNlLbONuy/uh+l9aUB3a9SoCtc65TICrl6qE8CAH3jtc0o\n", "MQg9hNKKi4uRmpoqFnPdsmULHn74YQiCgJ07d2Lp0qUen1tQUIBp06YFtsVEpAlzmRnL8peF/Lgb\n", "Fm/A6l2rI/6YWh13+/LtyMlifQQiosLCQsybN0/rZmhC6+/st1puYewbYwEAaYlpuPj0Rc3a0p2c\n", "f+SguLoYADA7YzY+vvExAOAns3+CF+58IWjHvWfjPbKL/p/P+Tm+N/17qGypxKcVn2LukLlIiE2Q\n", "PWfG2zNwuU6eAXN+zXkMTBoIX7x67FX85tRvAAA/mvUjPDf1OWStzwJgnzZx47nAZ9PM2jALF2vt\n", "74G5Q+Ziy8NbenzOlotb8E97/wkAsO3hbbh7yN1YtHkRPrnxCQDg3aXvYsHwBbjtrdvEQFPhk4XI\n", "TskOSJttgg2bL2zGqx+/irLGMvSJ64Ojjx9FZu/MgOz/w9IPsWLbCtl9u762C7MzZwdk/6F0pvIM\n", "7nv3PgDA5LTJOPTYIcXHtXW2IWOdPQYRGxOLiucqvErUkPLnc73bjJIDBw7AbDbjwIEDOHz4MABg\n", "5syZ2LhxIzZu3IiZM2eqOigRERERERHgX42STlsn/lj4R/zu1O/Q3tke6KaJbIINJXUl4vbdWXeL\n", "t4M99ca1nkZZYxk6rB1YtGkRVu1Yhef2P+f2HKXXUU2dEteMEulYtVnbVGWpdMditaCk3vk6KxXQ\n", "VXLw2kHxdv6lfNgEG87dOifed9vA2wAA/RP6i/dVt1b721wAQEN7Ax7c9CC+ve/bYhCmoaMB68+s\n", "D8j+gQjLKPFy6k1CbIK4ylKnrVOWiRIK3QZK5s+fj2eeeQZPPPEEcnNzAQAZGRlYtWoVHnvsMQwc\n", "6FtEkrTBdFJ94DgQOfF80AeOgz5wHCjaudYo8aV2xLbL2/BT80/x8rGX8d759wAE55wqaywTC6Sm\n", "JaZhQtoE8Wdqp97YBBs+uvYRvqz7stvH3WqWL0lc1liGz6s+FwMKh7867PYcpUCJmjolroESg8Eg\n", "WyJYzfSb7sanpL5EVsD1RtMNNFuae9yntG7LsevHcKXuivi8QUmDMLjXYAAISkHXdfvW4WS5+xSh\n", "tz9/G/XtgZm6rhgoaQ9OoCTYv5O8DZQA8jol0hWYQsHnGiVERERERKRvO3bswNatW7F161acO3eu\n", "5ydoyBhjRLwxHgAgQEC71fvMkOKqYvF2UVVRwNvmIM1sGNV3FNJ7pYvbajNKfn/691i+dTly3snx\n", "uI/Wzla02+Svx1eNX8myJera69yCS0oroqjKKGmTr3oDBLemzMUa92lXV2qv9Pi8643OFW4u1V7C\n", "gasHxG1HNgkA9E90ZpRIVxPyR32nMxgyd8hcjOk7BoC9Fsdfz/01IMdQGrtQBw4CxdsaJYD3gS1B\n", "EAJSCFqKgZIoEKq1val7HAciJ54P+sBx0AeOAwVDQkIC8vLykJeXh8mTJ2vdnB6pnX4jzXhw3A7G\n", "OSVd8WZU6ihkJGeI22oDJR9e+xCAvb8fXftI8TFKF/NljWWyoJBVsMoKkwqCoJjp4W9GSUp8CgB5\n", "oETNxWl343Oh5oLbfZfqup9+IwiCW4HbP5/9s3j7tgHOQInryjeBMDDLOcvi9oG34/lpz4vbr599\n", "PSBTwpSWoA7WqjfB/p0kfa8mm7rPKPGmoGunrROLNi/CiNdHYOMXGwPTSDBQQkREREQUcaxWK/Lz\n", "8/HBBx+gsLBQ6+b0SO0SwdKLp2BdOAIugZK+ozCo1yDEGOyXUrdab6HD2uHpqR5VtVaJtz3V4lC6\n", "mK9vrxcLyUrvc3BMEXKlJqNEut/UeHtGSaCXc5ZyFHGV8rQss0NVa5Vbn682XBVv3z7wdvF2v8TA\n", "B0qkGRLJpmQ8MvYRcapPeXM5Nl/c7PcxIqlGiSxQ4sPUG0/9NZeZcfzmcXTYOvDHwj8GppFgoCQq\n", "cO6zPnAciJx4PugDx0EfOA4UDAsXLsTy5cvxta99DRUVPV8ga71Es6HTuZqF+bj3z5dOP3BcSK1f\n", "vz7g7Tt19ZS43XGzA58c+wSDkgaJ9+34aId4+/e7f4+vv/N1cVqQp/1XtTgDJZ9c/kTx+J4u5l2n\n", "GR38xFnM9CPzR4rPqWip8Lq/Sq+v46LV1mYT72vpbPH59exufC5Uu2eUfHzxY5jNZlysuYhDXx3C\n", "4SOHZc/feWSnYn8dLKUW8fFKGSX+vj8+LnQGrZLjknHyk5NYkLJAvO+X5l/i8JHDHp/vzfa1mmtu\n", "/XK83wN9Pgbj/JFuf3HlC/F2sim528dLx8sRCHV9/M6TzvG/VHsJh44cCsjv1Vi/90BERERERJqo\n", "qqrC+++/L7tvyZIlGDp0qLhtMpl63I803d419T4U2/2u9cONdvsUlgm3T8DkAZO9er40i8SR/TB5\n", "8uSA96fqojOoseyuZRjTbwzSr6eLUyIyx2eKbVhbuhZNlibcPHATBSsLFPdnE2yo/tS56kpNTI3s\n", "5w7erswyfPxw8fZt028DPnN/jCMrwdv+C4LgVswVAAb2HYhLLfYMmBZLC3Jzcr3an4On8bHarIqZ\n", "NfWx9Ugbn4bcd3LRYevAKzmvyKa39B/ZH3CPrwCwX2jn3ZsnLisryyjpmtbk7/sjKTUJ6Bq+ZFMy\n", "cnJyMLl9MvLfzEeTpQlftX2FxoxGj8/vaXvOnDmoPeOeTeEIlAT6fAzG+SPVd3BfoCtBpndcb+TM\n", "8vx4aY0ST/1t7dMKdJWosdgsSJ+YjjH9xsBfzCiJApz7rA8cByInng/6wHHQB44D+SMtLQ3PPvus\n", "7N/QoUNRWloqPqatTXkqhp7IpnP4sJKKNOPBcTvQ51SLpQXXm+xXYkaDEdkp2QCgWKfkdPlpcSpG\n", "cXWxxxV8attqYROcmRlf1n8Ji9Wi+DhvSAMa0mkoRoNRvO3r1JsmSxOsgn3536TYJMQZ4+y3/Szm\n", "6jo+De0NaOtsw1eNX4ltl66sc7nuMt4uehsdNvv0pjc+e0P2urrWJ5G6bcBtYpAECE6NkqS+zrY6\n", "ipOmxKfgm7d9U7z/t6d+69NqTlI1bTWw2NzfGxFRo6SHqTfeFHN1za46X3Pej9Y5MVBCRERERBRh\n", "SktLsWnTJmzatAljx47Vujk9kl18W7y/+JYukaq0+ksgfFnvXL53WJ9hYsBAKVDyaeWn4n3t1naP\n", "S9tK65MA9oKU0roaDtKMEmnQw5X0oln6+g3pPUS8XdFc4dPrI61P4ijkCsiDGN4s3dudd794F9mv\n", "Z+O+d+/DsevHxPunDZomHrPZ0ox/FP9D/Nm1hmsorHDW3ZEuDZxgTJDtX1qfBAD6JzhXvfE2W6cn\n", "ni78vz3l2+JqToUVhThSdkTV/qUBrriYOPF22K5648vywPHd1yjptHXifLU8MKJUEFgNBkqiAOc+\n", "6wPHgciJ54M+cBz0geNAwZCbm4tHHnkEjzzyCEaPHq11c3qkZtUbq82KhvYGcdtis6DZ0hzwc0o6\n", "HWRk35HibaVASWG5vHCup4txaX0S8Tg17tNOpH9F7246gSxQInn9+if2F1cW6bB1+FQAVKk+CeD/\n", "qjeO8bHarPj3Y/8OwJ4F8OMjPxYfM6bfGIzu63zfSoMRAJB/MV+8LV0aeNHIRbLHSVe8AYCBvZwr\n", "1CitJKPGzWrnfqQX/oN7Dcaq8avE7d+e+q26/UvaKX0PSIOEgeTp/GnqaOqxsK43ZMsDm7xfHlgp\n", "MHS59rKYaeTgGjhRi4ESIiIiIiLSlJqpNw0dDRAgz5AIxnSEK3VXxNujUkeJt6WBkrLGMgiCgNMV\n", "p2XPdc0c6e7+y3XuF6HSQMntA253+7lDfZsz+0MaKEmMTRRXYAGA8hbvlwhWqk8CyDNK1Ey9cTh4\n", "7aAsCCDNYBnbb6wsUOJq66Wt4tSlrxqcGSUrxqyQPc41o2Rg0kAxK6O2rdYtAKNGq835Grhe+H93\n", "2nfF1ZEOfXUIZyvP+rx/6Yo30kBJfXs9rDarz/tTo6qlCnM3zsWMDTOw9sRav/YlzShxTFXyRDpV\n", "SikwVFRd5Haf5lNvvvzyS2zevBnvv/8+vvrqq56fQJrh3Gd94DgQOfF80AeOgz5wHIiARJMko8TL\n", "qTdKf2Gub68P+DnlujSww9h+zilNR8qOoLShFJUtlbLneswoUQiUKC2NK33+bQNvc/u5g6xGSaez\n", "RkmiSR4o+bLuS3jLY6DEz4wSx/i8e/5dj48Z02+MLCjl4Ag63Gy+iRM3TwCQ1yi5beBtWDTCnlUy\n", "bdA0sZ6M9PlD+jinI0mn7ahli3XWmnGdSjI8dTgeGvWQuF1QWuDz/qVTbzKTM2XToKTBpUBROn9+\n", "dPhH4hS0Dy584Nf+VdcoaXWvUeJYWUrqcu1lxXo/vlIdKDl//jxWrFiBRx99FOfOnfO7IURERERE\n", "FJ3UZCko/YU5GHUbZIESycX7pLRJyOqdBcB+wfr7wt+7PdeXjBKlqTfSqTKT0ya7/dxBGtSQZuQk\n", "GBMwddBUcXvXlV0e9+G2Tw9Tb9QW3pWqb6+XtcURAHEY22+sLCgF2OuLPDb+MXE7/2I+WiwtqG6z\n", "B5NMMSYM7jUYbz74Jnav2I0dX9vhtl8A4pgBQFmD50Kw3pJNJVHIkJiTOUe8rWbqijSjZHCvwegb\n", "L1kJJkjTb6T2luzFBxedwRF/pyxJXy/HtDBPpO87pWwx10KugH0KnrSukFqqAyVWqxU2mw1WqzUo\n", "RZMocDj3WR84DkROPB/0geOgDxwHInU1SpSCInXtdQE9pwRBkE2JkdYoMRgMYvYCAGwo2uD2fI+B\n", "EqUaJbWX3K6rpBklGckZGJA4QNwemOSstyF9LaSvX5IpCXmj88TtXSW7ZBkn3ZFemMqKuQagRsmW\n", "i1vQbm0HYK8jsua2NeLP+8T1waCkQW6BkqWjluKRsY+I29subUNpg3N1p4zkDMQYYhBnjMOsjFmy\n", "95SUtMCtvxklgiCgsV2SIaFw4S/th9Lyxz2RBkoG9RokCx74UnPGW9Lzp6G9AT84+APZzxs7Gv2a\n", "suRLMVfX5YFdzw9poEQaAAvE9BvVgZJJkyZh7dq1+NWvfoWpU6f2/AQiIiIiIiIFsiwFLy++lf6a\n", "rnThKF2G11fVrdXi9IZepl5I75Uu+/mSkUvE2522TsXnK1EKoNS117k9XlqjpH9if9nFYE5Wjuy5\n", "DtJASEJsAqYMnILsPtkA7Be5H5Z+qNgmV9JpHZ5qlKjNKNn4xUbx9qrxq/DizBeRmZwJAFg8cjEM\n", "BgNGpIyQZYTkjc7DXZl3YVDSIADArdZbsv1IAyDdUZp609DegC0Xt/i8hHJrZytssL+/4o3xMBlN\n", "bo+R1lpRCob1RBooSe+VLhuLYK9888sTv1TMILnZpD6rxJcaJYmxieJKRo5izQ51bXXist1xMXGy\n", "oGUgCrrGqn3i2bNn8eKLL8Jms2Hnzp1YtmyZ4uPMZrM4z8kRneI2t4Ox/cmFT1DdWY2UFHvEu77e\n", "/uEezO3+sf0xa+wsr9rnuC8Q/b1afxVFZUVB7590u6HFWVWegqOz0/0LVqiE+nyNHRCLXUW7dHu+\n", "cpvbodx23KeX9kTrdlKS8+KPQk+2PLCXGSXSAqYOde11snPraNlRfHPPNzEidQS2PLwFCbEJbs/p\n", "jiybJHUkDAaD7OezMmahX0I/WUBDyjEtxJWnTJNLtZeQlpQGwB7wcFwYxsbEondcb0wfPF1cgnjJ\n", "yCXi6i/SC2ZpoCkxNhEGgwEPj3lYXHVly6UtbqvDKPFm1RtflnJ2GDxxME4WngRgny6zYuwK9E3o\n", "i4MrD+KL6i8wO3M2ACA+Nh4Lshdg75d7MSltEuZkzoExxoiHRj+E/z773wCAv577q7hfaRCpO9KA\n", "yrWGawCAVTtW4eMbHyO7TzbMj5tlfeyON9NIBvcajGRTMposTWjoaMCt1luybKCeuE29ka4EE4Ti\n", "xdLz56NrH4m3E2MTxXPzZvPNbldh8qSurU5cpSYxNlFcPrk7fRP6isGauvY6MQuluNpZn2Rc/3GY\n", "mDZR3A7EEsEGQeW8mT179uDBBx90uy1VUFCAadOm+ddCIi+Zy8xYlq8csAuW7cu3y6L5oaJFXzcs\n", "3oDVu1aH9JhaHTea+hpN72Gt+kpE4aGwsBDz5s3Tuhma0MN39j+f/TNePPQiAGDNbWvwy3t+2eNz\n", "fn3y1/iPj/9Ddt8P7vwBfjzbuczs4zsex54v9wAA/rTgT3h03KM+tevvRX/H9wq+BwBYPmY53lj4\n", "httjnj/wPN4pfkfx+Q9kP4CNyza63T/777PFi7nx/cfji+ovAAC/ve+3eHLSkwDsSw5PenMSAPs0\n", "m/NrzqOmtQb/ffa/Ma7/OMzJnIOxb9gLyvZL6IfLz9iDOtLX5YU7XsBP7voJPr/1OXI35gKwZ8Zc\n", "WHOhx2DA03ufFmtTSF+7rZe24pt7vgkAWDpyKf62+G/d7sfVu1+8i2f3PwsAWJC9AO8u81zUtb2z\n", "HcdvHsftA28Xp/8UVhRi/nvz3R7rOvaeHC07iqX5SwEA0wdNx+a8zRj++nDx5z+Z/RO8cOcLXvWl\n", "pK4Ed7x9BwBgWJ9h+PQbnyo+7r5378OZyjMAgJ1f24m7Mu9SfNzvC3+PgqsF+NHsH2Fm+kwIgoDB\n", "fxwMi81enLTsO2X4N/O/4c1zbwIA/mvuf+Hp25/2qq1qjH9jPCpa7Fk2szNm4+MbHwMA1t2/DivH\n", "r/R5f6fKT2HB+wsAABPTJuLIY0d6fE7OP3LEoMhHKz8SixpLPzNWjV+Fb0z6Bh7Y9IC93f3H4+jj\n", "R/36XFc99Wb48OHIz89Hfn4+RowYoXY3FAKc+6wPHAciJ0fGB2mLn0v6wHEgUlcgVLFGSZu8Rom0\n", "JkRhRaHP7ZIuDTwydaTiY5aMWCLb7p/QX7ztTY2SuzKcF83S9kqnETmyCPol9gaYgVkAACAASURB\n", "VMNLs15C3ug82RSM+vZ6cUqHNMvDkUEzMW2iOAWk2dKM/Vf3K7ZLypvlgdVMvfm46GPxdndLAAP2\n", "rJLcIbmyGilTB05VfJ63U2+G9hkq3i5rLHMrCPraqdcUa8go8XYaibS9SqsbAfYViX5m/hkOlx3G\n", "y0dfBmBfAtsRJOll6oUkU5Jb3Q41GtobUFxdrDgNyHH+CIIgy4iaPMBZTFjt1JsrtT2fT65k/ZVM\n", "t5OO24T+E2SrUAVi5RvVgZJx48Zh+fLlWL58OcaOHdvzE4iIiIiIiBSoWR5YsUaJ5D6L1YKrDVfF\n", "bTWBEukqJZ4u6u8Zeg96mXqJ2/OGOf+CrVSjxGqzyqbqzMyYqXg86XOlwRcHk9EkHtcqWMUCm9Kp\n", "S44AlMFgkBV13XJpi2JfpKSBqJQE5WKuaqbe1FicfU9PTu/mkcoMBoOsqKuDt1Nv0pPTYTQYAQAV\n", "LRU4VX5K9vMmSxN+dfJXXu3L26VupQVdPa1883nV5+JtxzLO0kBbWqJ9SpY0aKVm1Zvatlrc9+59\n", "yPlHDn58xJmB09DegL0le9FitQe/6tvrxbo7yaZkDOszTHzsjaYbbvs9VX4K+77cB6vN6vHY0qls\n", "Sss/K1EKDH1R/QV2XNkh3j8xbSL6xPcR69xYbBaU1Jd4tX9PVAdKKHwEei15UofjQOTkqB1C2uLn\n", "kj5wHIjULQ+sWKOkzVmj5Frj/2/vzqObus+8gX+1eZEXZCzbeANjbGIWhy3FGIwhCSFOTQjQbIWQ\n", "lAzNvJP3nbYzPTOZnraTaU+mp23aNDPtJO1pA9OkNC0kEAhbWJICYg0mFLALITGY2OANLxjjVdL7\n", "h6yre6Ura7V0JX8/53CO7uVK9/58dWXfR8/z/K5JGqyebzmPfnO/T8fl3KNETpw2TtJIcuXklcJj\n", "uYyS9t52WGH7Jt8Qa8DU1KnC/4kzSsTBlLHxY2X3Lc60sDdflQuUAJAESo7UH/HYVNRdM9dApwdW\n", "JTv6vIxLGOfz8wHIBkrETVqHo1VrJQGafVf2uWyz4fwG1HZ4vtH2dqpbcVDAXaBEvL61pxUWqwUt\n", "d1qEdanxtmCZuF9MZ28nNp7fiKd3PY3zLec9Hi8AvPbJa0IQ4ddnf42TN07iVt8tPLjlQazeuRo/\n", "bbSVvYmzSYzxRsnPTNzg1Wq14qcnf4qlm5fiyfefxB9q/uB235IMrRTvMkqcm9debr+MldtWCkGT\n", "dH06vpT5JQCQZJUE2qeEgRIiIiIioghnsVhgNrv/Jlfp/JkeWK7sQFwuIk7zB4A+c5/QC8QbZotZ\n", "+GYfGL5U4KWFL+G5Gc/h5/f+HA/kPSBkLNweuI2+wT7Jti09jptfY7xRcoPf2N0oBDDaekSBkjj5\n", "QInkJnJo7OJZb8SZOkVji4Sb+fbedqH3hDtuS28CnB7YeRYXf0wYMwHzsuZJ1tmzCbwhLtM5ceOE\n", "8NieuTNoGcT/fPI/Hl/H26luxY1P3QZKREE5s9WMjl7pLEj2jJKUWEeGxdGGo/j2R9/Gzs934ntH\n", "vufxeG/23MRvzv5Gsu5fP/pXfOvDbwmBhTNNZ3C7/7YkyDc2fqw0UDJUemO1WvHS8Zfw45M/Fv5v\n", "T+0et/v3p/RGHCS82HYRK7auQPOdZgC24NSmZZuEzKqi1CLHtgHOfMNAySjA2mdl4HkgcmCPEmXg\n", "55Iy8DxQoPbu3Ytf//rXaGqS3vg2NjZi06ZN+NOf/oQbN/yfzjMUxDf0gUwP3NnXKVxT4m+v7Xwp\n", "v/ms4zNhho5xCeOQHJvsdts0fRp+vOjHWFe8DmqVWvj2H3DNKpHc/OqNSNQlCoGinsEeoZxD/I2+\n", "+PXE5KaKFWd52KdWBWwlK1NSpwjLwwWNrFarJFAizlwRlxn5k1Fy9eZV4bG/GSUAJI15jfFGr2eq\n", "AaSBEvH00eImwt5Mo9w1ICq9GSajJN+QDxVsmTRXb111CZ4B0mwiwBZQk5TeDM2GJC5FsU9vDACf\n", "tsn3PhH71ZlfSbJgAOB863m8d/k9ybqmO024eUcapBEHouwZJS+felmYTcnOueeLndVq9arnjzNx\n", "YGjj+Y3CvhN0Cdj8yGbMGTdH+P8lE5bgW3O+hV8v/bVs1pEvGCghIiIiIopgFRUVWLx4scv6U6dO\n", "Yc2aNXjyySdx8uTJ0B+YD/wpvZFr5irOMgk0UPJJk2MGkxlpM7x+HiANbDhPHSwupzDGG6FSqSTT\n", "xdozTsTPE98ci4nLMOQySpyDB94GSroHuoWypThNnGRaZUnpjY8ZJRarBe0DjnM0LtH/QMmKghVI\n", "i08DACzMWejTc+XKdDITMlE5qVIIBNXdqpNkFMkR9ygZrplrvDZe2KfFasGVzito7G4UynusVqtL\n", "pknrnVbZjBLxORdrvtMsKTVz1nKnBb/962+FZXETYZfX6m52CdRl6DOEYE9TdxNu9d3CKx+/4vLc\n", "htsNstleN7pvCIE1Q6zBbZaUM/F47Y1tAeCXS37pklW0ePxi/PuCf8fjRY9jomEiAqEN6NkUEVj7\n", "rAw8D6REWrUWpvrQf5sdmxAb8n2SK34uKQPPA40Uvd5xkxwTExPGI/HMn9IbccaDXWdfJxYsWAAg\n", "8ECJeNvZ43ybPtl+Uwt4yCgZ2i5Nn4a6W3UAbDepkwyTJKU37jJKxJke9p+H+OcnDnAA3gdKJGU3\n", "TjfmkmauXp4ru5s9N2GGrUTMEGuQnHdfGeIM2PvYXpxpOoOK/Aqfnis3Q870tOmI0cRgfvZ8YVag\n", "Q18cGvaG29vSG8DWp+TarWsAgM0XN2PD+Q241X8LGx7agLLsMpf3c0tPi6RMy/4ecBc0s8KKpu4m\n", "ZCe5liBZrBa8aHpRCFRMM07DlhVbULapDFc6XYNBTXeapM2E41Oh0+iQpk9D851mWGHFR9c+EjKu\n", "JiRPQIIuQZjGt6a1BgtyFkhe07nsRqVSwRty4x2fPB4PT3rYq+f7i4ESIqJR7GbPTazdtTbk+32r\n", "8q2Q75OIaLQRN+vU6XTDbmsymYSgnb10JZTLrf2OYEJHd4fH4+m39As36RpooFVr0Wfpg9lqxv7D\n", "+6HX6GV7QVxqu4T9h/YjXhPv8fjEgZKYFkegyZvxWG47yjmOnT0G3TWd8P9nLjleNzU+FSaTCdoe\n", "x23Z4TOHYb4inRmnsbYRmOK6f7keJU1tjhKseG28ZHu5QInc8V/tuSpspzPrJOej6kSV8H89gz04\n", "fOQw1Co1xt89Hj86/iMk3k7EiowVsj8fcX8Se9lNIO+fiYaJaLjQgE9aPvHp+Z23XEuApxunAwDG\n", "DzqmD/7LF39BQWeB29eTC5S4239BSgE+vGYr53m16lXheb848gs0ZzW7HI9zRok9e6amqsZlW7vG\n", "7kZc+esVyf4PHTmEX9b9Eh+2OUqJHkl+BPHaeLy29DU8tvUxJGmTUJRRhI+ufQQAOH7+OHRpjs+M\n", "rkZb5kxWYpbQH2Tvlb3C/+dp8pCVniUESnac2iEESoRSuDGOQEnygKOMzdP5arjc4DLOexPvhUat\n", "8er5/mKgZBQQf7BR+PA8EDkMDrpPDaXQ4eeSMvA8kLdaW1uxefNmybply5Zh/PjxstuLm7t6+vZW\n", "/B50fj+GYrm9tx0Ymh3VrDZ7PJ7G7kbgrG05JT4FMZoYYcrS24O3sXDBQjScsd1gaVQa5Bvycbn9\n", "MixWCxIKEjA/e/6wr99v7seF1x3Tta69b+2w2zsvbx/YjqMdRwEAqeNTUTbTsY0+TQ8MxQvS9Gko\n", "m1GGov4inOi0NRUdO34symaU4cU/veh4zdnyPw9J6c1QKZJOrwOGKmL0Wj3mls0VthEHSi61XYLF\n", "apE9fnWDGhhKOMlKyZJsU76wHPHn44VA1eyS2UiMScSj7z0qBALWlK2RPV57E1DAESgJx/ttXPs4\n", "vPjZi5L1U4222YfWLVqHNza9AQA4/MVhvPH1N4Sb8uu3r+N3t36HBF0CZvbPlPT7SNIlDbv/T8/J\n", "9xC53HMZmiwN4PTfLT0taL3jCCDaM0ruK78P8RfiZbN5GrsbUVlWKSzf6ruFN269IQmSPHbXY/j2\n", "0m8DAEoyS3Dt/16D1WrFy6deFgIlieMSJefqnqn3ALCVJ50duvD2XXXMFrRk2hKoVY6uHj3JjmOz\n", "j/+DIx8I60onl7r8v7vl8i+VA6L2LbGaWHyv8ntutw/W71MGSoiIiIiIIoDRaMTzzz/v9fY9Pbab\n", "FavVKjxWKl9Lb8T9SVLiUqBT64RASZe5S9JbYkLyBMzNnCs0y6xqqpIESuRUt1YLZQV5yXlup+d1\n", "R1wqI84KACA75au4R4n9G3txjwh3+5fLKOkZcF96k6ZPgzHeiNaeVnQPdOParWvIG5Pn8rrin694\n", "H+LXsZeRHL9+HNON04WbbACoaqzCrIxZLs8TTysrnkUl1HKSclzW2TNKpoydggx9BpruNKGjrwPn\n", "Ws5hVsYs9A724qmdT+Fssy1QUJpV6lvpTUqB7Ppecy82X9zssr61p1XazFVUzmWINbgNlNgduHoA\n", "//ThP6HhtiMjY+20tXjl3ldcAqcqlQrpCemS1xHv2z4bkPicifuQzEyfCbPVEZiVa+jqTyNXwPX9\n", "t7JwpdtStGBiM9dRgN9SKQPPA5GDVss4vRLwc0kZeB4oUAcOHIDJZMKBAwdw+PBhYX1JSQnefvtt\n", "vP322ygpKQnjEXoWq4kVGkX2mftgtgw/1bHzjCzim6mJUyZKplrNN+Rjdoajx8jHNz72eDziRq6+\n", "9icBvO9RYi+nkDRzvdMCi9WCpu4ml+2cyc16I76BlusB4k2fkuF6lACQ9If4Y80fse3yNljhKPX6\n", "W5v86wZjauBgiNPGIUOf4VjWxAk37yqVCotyFwn/d+iLQwCAFw69IARJAKC2o9brZq6A+0AJAHzc\n", "6PqebLnTIn2v6B3vAXHfDnGfGnsWyH8e/088vuNxSZDkH2b+A16971UhO8bZOL2jsW7znWaXHiWA\n", "++BWcVoxphmnCct/u/k3l2tYHCgZ7mfhzLlHyd/d/XdePzcQfgdKamtrsWXLFuzYsQP9/f3BPCYi\n", "IiIiIvLSkiVL8Nxzz+Hpp59GeXm5sD4rKwtf/epXsXr1aqSnpw/zCuGnUqkkTUI9TTvrnFHiPPuL\n", "pHFkyiRJdsPOz3dixdYVOHH9hNvXr2py9OGYle6aGeHJsBklPdJZbwDpTXDznWY032lGn9k2hawh\n", "1uB2amK5WW+CHSgR34jbrZ66Wni8p3YPfn/h95L/v3jzouzryvUoCRdxVsmU1CnQqh1f4iwev1h4\n", "vKd2D37+8c/xVrW0v9qN7huS0pvhpgcGbIEh+5h1ah2+Oeebw27ffKdZmtUhek/NzZwr7HP93esl\n", "x9Rv7sd/V/2343lxqfhtxW/x0sKXhi3BE2eUOM96Y3+fZiVmuTxvkmESkmOTkRqfKgS/es29ksDI\n", "oGVQ0jR24hjvZ6TR6/T4cv6XAQCV+ZWS6YBHkl9f6XV0dODGjRt47LHA5iam0GDtszLwPBA5sEeJ\n", "MvBzSRl4Hohs4rXx6B7oBmC72R/uG/r2PkfavyHWAJ3G0Xjy9IXTuJnguMkrMBRgWuo05CTloL6r\n", "HgBwuP4wTO+a8PbDb+OBvAdcXl+cUeLPjdlwgRLJrDd62w2o5Cb1TjO+uPWFsJyilp/lBJAGMTr7\n", "bA1KxdMDx+tcAyVFqUXCY68ySmRKb6akTsHsjNk403QG/ZZ+oaxJ/LpWq9XlxlzSoySAqYGDITc5\n", "VwiIibMhAKA81xFw/LjxY9mMj8buRp9Kb1QqFX6z9DfYeGEjnih6AtOM0/BfVf/ldvsrHVeE6XAT\n", "dAmSoNdLC1/C3My5mG6cLpSc2Y+p7lad8Lx0fTpMq03C+2w44gybpjtNwrUIiDJKZLKAZqQ7ps6e\n", "apwqlFdVt1ajvqsex68fx9zMucLUxZkJmR5/Vs7erHwTn3d8jrzkPJ+eFwi/MkrOnj2LhIQEbN26\n", "FZ9+Kt+UhoiIiIiIyFuSPiUDw/cpcckoEd3Mdw12obajVlieZJgEnUaH3Y/uxuqpq6FR2UoPLFYL\n", "fnjsh5LZgQCgq78Ll9ouAQDUKjWK04p9Hou70ptBy6BkNpuxcbbeI+nxToGSLkegJD3GfTaQuCyh\n", "o7cDFqsFvWZHoCROE+fyHG8ySjp7HbPCyJXeAMDqKatl1wO2QEvTnSaX9UopvQEcPUkAoCRLWpqW\n", "lZiFySmTXZ4jLoG6cfuGT4ESAFiYuxAbHtqAByc+iJykHIxPljZiFmelyGUe2el1ejw55UlMT5su\n", "ycy5cfuG5L0/JXWKV0ESQJrV1HKnRQiU6NQ6IWgpV3ojDpSIf6avffIaHt3+KH7+8c/xxI4nhPW+\n", "9CexU6vUKEwplARER5pfgZLm5mZ0dHRg1apVuHz5MiwWi+cnUdjwWypl4HkgcmCPEmXg55Iy8DwQ\n", "2YgDJZ5Kb8QZJc49SlIyU2T7IeQk5eBXS36F408dR4IuAYDtW+/9V/dLXvtc8zmh38aU1CnCtr5w\n", "l1HiHCSxl3s436SKM0pmTpzpdj/OzVwl2STaeNlSiyljHYGSy+2XMWAecNnGU0YJAKyavAqxmljJ\n", "Op3acSMrF4RRUunN+rvX49niZ/GPs/8RTxQ94fL/35//fSTqEpEUk4RFuYvwQskL+OBxx8wtvpbe\n", "yFmQvUCyPCtjlhDIExuueak4eNHY3SiZFtuXoESMJkYI3In7zRjjjcL7SC64NTPN8f4UZ+aIy9fE\n", "JqX4HigJB797lNjrH7Ozs9HW1uZ2O/s8xvbHXObySC13drrOhz7SxPsM9XhDjaUSI280/YzDMdZw\n", "Xq9c5jKXI2eZwkfco8TTzDfijAfnjJK6W3VCFkecJs6lr0JBSgGenva0sPyL07+Q/H+g/UkAR6YI\n", "YJsdxN7YUm66V8CWjWAPyPSZ+1B90zFrSG5Srtv9iMfd2deJOwOOAJNcfxIASI5NFvpzDFgGJEEl\n", "O3E5h7tAiSHOIPSOAGzNTFcWrhSWnfuUDJgHhBl/VFBJGtiGQ3JsMn5278/wg7IfSPqT2FVOqkTd\n", "/6nDlb+/gm0rt+GFkhcwIXkCYtQxAGyZR+LAl6dmrnKcAyWFKYUu2SOAa0aJWGp8qnD8HX0dkhln\n", "fM3eyEjIcFknnnEpOTbZJSB0d/rdwmPnEiY5+YZ8n44pXFRW51wzL5w9exaJiYkoKCjARx99hLKy\n", "Muh0rmkwBw8exOzZvneJpuAymUZH7bOp3oTlW5eHdJ87Vu1AWY53P9tgnodwjPWtyrewdtfakO4z\n", "XPvlWEfexgc3Yt0H60K6T1+u19FitPx+UDqeB2U4c+YM7r///nAfRlgo5W/2yncqcfz6cQDA+6ve\n", "x4KcBW63fe6D5/DOpXcAAK898Bp0ah2+/sHXAQBpMWlo6bfdkE9JnYKja466PL+hqwGzfz9b6OWw\n", "6yu7UJpdCgBYt3sdtn+2HQDwyn2v4GvTv+bXePJ/ky9kZlxafwlp+jQc/uIwVmxbAQCYnzUfOx/d\n", "KWw/+39n4+qtqwBszS7tzS+/k/8d/Muyf3G7n9zXc4UyiaNrjmLBJtvPLSsxCxeevSD7nCd2PCFk\n", "0rxR8QZWTnYEOK7fvo67N94Ni9VWNXBu3TnZ6XQB6d+kzxY/i0mGSfjuke8CAJ6a+hT+e4mjqWhD\n", "VwOKN9rKmNL16bi4Xr7hq9LN/N+ZwtTIdmqVGi3/r2XYZqly6jrrMOv3jmDcj8p/hE01m1ym1109\n", "dTV+teRXbl+neEOxMMNNblKuULr15+V/hlwPHndWblspzPJjtyh3Ebat3CYsl7xVIvSkmThmIqqe\n", "cQQWB8wDyH09V5haW6PSYMsjW/De5ffwZvWbiNPE4fhTxzFhzASvjykQgXyu+5VRMnPmTJw9exbb\n", "tm2DTqeTDZIQERERERF5y5fSG+ceJeKmpvYgCSDtmSCWnZQtKbcQZ5WIM0pmp/sfQJLrU3K186qw\n", "zrnfg7ihq3iGkOF6lADy08MCgF6rl9scAHDX2LuEx+KplAHgz3/7sxAkKc8pdxskAYCynDJseGgD\n", "vl/6fby44EVJ/5OLbdJAiL3JJxD+/iSBkCsZStQl+hwkAYDxyeORnZgtLBcYCnzOKHE+JnF/G58z\n", "SvSuGSXOZT/iDC1xfxIA0Gl0kgyT75Z+F4vHL8ar97+Ks187i/PPng9ZkCRQfheJP/roo8E8DhpB\n", "/JZKGXgeiBzYo0QZ+LmkDDwPRDa+lN6090p7lMiVTgDAV6d81e1rfGPON7CpZhOssOJA3QHUd9VD\n", "p9YJM+PEa+MlN/6+Ghs/FhiK59j7lIiDB+JgBQC3pSjLy4fPIjbEGoRSGXEPkDitayNXO/HNbnN3\n", "s/DYarViU80mYXnN1DXD7hsAVhSuEB6LZ9S5ePOiZOYbJfUnCYRckMfXWVzsVCoV1t+9Hj849gPk\n", "JuViQc4CbL602WW74XqUAENBN6feuVq11qVZrCdypTepce4DJTPTXfvnvLTwJfzw6A8xP2c+vjHn\n", "G8J6X48l3PiXKhERERERhZ0vs97Yp8IFbBklcg0wJxkmSaZ5dVaQUoDy3HKh1MBUb5JkZ9yddndA\n", "s2yIswDsgRL7bDqAd4GSRF2i2x4hduL/F2dtuOtR4rwv8ew0J2+cRG2nbdaUpJgkVE6qHHbfzjL0\n", "GUiJS0F7bztuD9xGw+0GISOl8bYoUBLmqYEDIXfs/jRytfvmPd/EwwUPIzMxE/HaeNnsEfFsO3Lk\n", "gjd5yXluA4juyL0HnYM0a6auwfbL25GgS8DjRY+7bD83c66kpCxS+d3MlSIHG5QpA88DkcNoalyr\n", "ZPxcUgaeByIbSaDEh4wSQ6xBMk2u3TPTn4FaNfztzsKchcLjI/VHUNXoKLuZM26Ox2MejtzMN+IG\n", "p+LsC0A6841dTlIOjh517bEiJp6+V1x6422gxN5gFYAkm2TV5FWSLB9vqFQqFI11jEs88000Z5T4\n", "08hVLN+QL5wvuaCIp4wSuZ+nP9Pwyr2Oc+BmfvZ81PxdDS48eyGiz6MnDJQQEREREVHYxeu861Fi\n", "tVpdpq8VZ4IAQKwmFqunrPa4T3GT76MNR6X9STICa3ArvsG80X0Dt/puCRkfOrUOE8dMlGwv922+\n", "N+UK7nqUDBcocZ6OGABu99/Ge5ffE9Z7U3YjR1yuJA6UREuPkmCW3sgx6v3oUSKT5eLPNLxy70Hx\n", "rDd2ybHJAWVbRQKW3owCrH1WBp4HIgf2KFEGfi4pA88DBcpiscBqtUKjcS0/iSTi5qPDZZR09nXC\n", "bDULz4nVxgKwlT/cHrgNwNY3Q+4Gz9ms9FlI0CWge6Ab125dk5SH3DPuHr/GYSfOrDjdeFpSdlOQ\n", "UuBSFiF3k5qblOvxM8Jd6c1wPUrETTub79h6lJjqTcLsOZNTJmNOhn8ZNeJxizNoxEEc50a2kUQu\n", "iyLQjBIxuYwSuWwjMbngTYGhwOd9ixsK23kK0kQr/qVKFACtWgtTfehTpnsHe0O+TyIiIlKevXv3\n", "ora2FitWrEBWlqPJ4vvvvw+z2RZMmDRpEoqLi8N1iF4TZ0CIe5A4E2d95BvyhceZiZnCtKVfK/6a\n", "V/vUaXQoySzBh9c+BABhWlNjvBG5SbleH7uceVnzhMenG09LpnwVBxPs5G6Gc5M9H4M4m+DTtk+F\n", "x8OVzYyJHYMYdQz6Lf24PXAbdwbuoO5WnfD/C3IW+DWLCyDNKKm5WSM8jpbSm2D3KHEm9z4IZ+mN\n", "NwHHaMRAyShgMpn4bdUIudlzE2t3rQ35ft+qfCvk+yQKJvYoUQb+flAGngcKREVFBWpqalzWx8XF\n", "4YEHHgjDEfmvMKVQeHz4i8NutzvWcEx4PD97vvD4O/O+g5eOvYQZsTMwd9xcr/e7MGehECixm5Mx\n", "x+9AgV1OUg6yErNw/fZ1dA90491P3xX+z7mRKyA/NWtuUq7Hz4gpYx2BCXHJ0nClNyqVCmn6NDTc\n", "bgBgK7+xz5wDSGc28dU04zThcc3NGnQPdCNWEyvMJgREeKBEbnrgIJbeOAdKEnQJw55LQD5Dx5/S\n", "m+SYZOhUOgxYB4R1ozWjhD1KiIiIiIiijNlsxtatW/Huu+/izJkz4T4cr9w7/l7EqGMAAOdazuGL\n", "W1/Ibne0wdHcdEH2AuHxisIVOP3MaazLWedTkEPcp8Ru9rjA+pMAtmBEaVapsCw+budGroD/GSVT\n", "jVNl1w9XegO4znxjD5oAQHZitsf9umOIMwgZM4OWQVQ1VuF8y3mhLMqoM0b0zXdSTJJLBkkwS2+c\n", "s0c8ZZMAtgCHOJii1+r96gOjUqmQopM2Rh4bNzozShgoGQX4LRURKQ17lCgDfz8oA88DjYSKigqs\n", "WrUKX/nKV9DU1OT5CQqQHJuMhbmOWWh21+522aZ7oBtnmhyBH3FGiZ2v19SM9BkuN77+9udwJi6/\n", "EZPLKNHr9C7HMT55vMfxZCZkujSzBYbPKAFcG7oGK6MEAEqzHQGi49ePw9TgKFW/L/++gLN1ws05\n", "gyOYpTcJugQk6BKEZW+CSiqVShIYyTfk+/0zHj/W0UDYEGvweYrhaMFACRERERGRwrW2tuK1116T\n", "/Lt27ZpXz9XpPM9OIZ6m2mQyhW25Mr9SWL+ndo/L/39842MMWmzlm0Vji5Aanxrw/k8cO4GieGmG\n", "R/+V/qCMR5xRYqdVaXGj+obs9uIsjzhNHNLi0zzu7+jRo8jWuWaA2AMl7p4v3tfxc8fR0OXIKGm8\n", "1OiyvS/LKV2OrIS9NXvx/rn3heX0nnTFvN/8XY4flAahmr5o8un5npYTVY7Ai7pH7dXzxSVBYwbH\n", "eNze3bK2xxEYMcYbFfHzDmTZX36Hh3p6evDqq6/imWeekTSOIuVh7TMRKQ17lCgDfz8oA88DecNo\n", "NOL555/3evu6ujpMmDABANDb67kJvPg96Px+DOVyRX4F/vmjfwZgK1Vp722X/L9c2Y3c9ePreB7W\n", "P4zTptMAbLOFVCyuCMp4ilKLkByTjFv9t4R1BSkFWLxwsez2afo01HbW4zzcpgAAFOtJREFUArCV\n", "3dizAjyNp3SgFDXnpb1q7IESd8f3l2N/EdYlZCbgRoMjeLNs0TK/xmtfzuvKwysbXwEAfNb7GdQq\n", "x/fzxUnFinm/+btc1F2Ec5fOCetmTJkR1NfPacgRMsEKswu9+nmN2+sIlMwrnOdxe3fL4tKb1PhU\n", "Rfy8A1n2l98ZJYcOHcKDDz4YlIMgIiIiIiLfHThwACaTCQcOHMDhw44GqHV1ddiyZQu2bNmCu+5y\n", "LfNQqnEJ44SyF7PVjH1X9kn+310j10BV5lcK/VG+POnLQXtdtUqNkqwSyTq5/iR24iyPnKQcr/cj\n", "16fEl9KbmtYaIVNnbNzYYWfM8UZOUo5w/N0D3ejq7wJgK+kZFxO5jVztnGe+CWbpDSA9N56mBrYT\n", "T2cdyLXhHCgZrfzKKGlvb4der0dc3PANgkgZ+C0VESkNe5QoA38/KAPPAwViyZIlsuvLy8tDfCTB\n", "UzmpUpgCeFftLjwx5QkAQM9gD6oaHVMDu7sZ9OeayjfkY89je/BZ+2dYVrDM8xN8UJpViv1X9wvL\n", "cv1J7MSBEvv0xN6MRzwlr52nQIl4X580fyI8DqSRq9i8rHl459I7knVl2WVYuHChm2dEDudGqcFs\n", "5gpI+5J4G6z42vSvQaPSwBBrwOLcxX7vu7y4HH+88UcAvgXroo1ff6maTCZUVlbi4sWLXm1rv7jt\n", "tUJc5vJILHd2diLURlP5wGgaa7iMpp9xOMba2dkJDP2+D9XnU05xDuq76oXPpzFjxjiOZQSXtd1a\n", "DLYMKubzmctcjoRlvT6wb9ApeL6c/2X88NgPAQAf1n2I3sFexGnjUNVYhX6LrXdIYUohMhJcp9MN\n", "xKyMWZiVMSuorwm4NnS1zwgjRxxEmW6c7vU+ZAMlOu8DJcFs5GpXmlXqEihZkLPAzdaRxXmK4GBO\n", "DwwADxc8jD/U/AFatRYPTXzIq+fEaePw9RlfD3jfywuWY/vl7WjpacFzM54L+PUilcpqtVp9fdLv\n", "fvc7GI1GNDc3Iy8vD0uXLpXd7uDBg5g9O/CptSgwo6X22VRvwvKty0O6z7cq38LaXWtDus9w7Zdj\n", "jc79hmusGx/ciHUfrAvpPnes2iE7BeRICsfnEuD9WEfL7wel43lQhjNnzuD+++8P92GEhRL/Zv/S\n", "m1/C5x2fAwB2fmUn5mfPx09O/gQ/OfkTAMAz05/BL+77hexzlXZN9Q32Ie83eegz9wEAjq055rb8\n", "pnugGz84+gOooMJ/lP0H4rXxXo+neEOxZIrfPy//Mx7Ie8Dt9p+2fYp5f3CdlefZ4mfxs3t/5nF/\n", "nvzt5t+wYJM0MFL1dBUaLjQo6vz44+SNk3hoiyOAMdw59VdtRy0SdAlBDwh6orTrJxCBfK77lVGy\n", "fv16AEBNTQ0MBoNfOyYiIiIiIpJTmlUqBEpO3TiF+dnzcbTetZFrJIjVxmLN1DXYcH4D5mTMweSx\n", "k91um6BLwE8X/9Sv/Uw1TpUESjyV3ri7AQ9WRsldY+9CSlwK2nvbhdfNG5OHBjR4eKbyZSVIf0bB\n", "zigBbOVgFD5+N3Nta2uDyWTChQsXgnk8NAKiJSJIRNGDPUqUgb8flIHngciVuAHqyesn0TPYg1M3\n", "TgnrhsuaU+I19fLil3HiqRPY89geyQww3vB2PM7lN3Ha4ftJJsckCw1sxYLVo0StUqMk03Eey7LL\n", "oFKpFHl+fCUuWwKC36MknKLh/ASD34GSsWPH4rnnnnNbdkNEREREROSPuZlzhcenGk/hxPUTkv4k\n", "zj0ilE6lUmHy2MnQqkfui4KpqdKZb/Ta4fvuqFQq2RlVgpVRAth6bdg9UvhI0F433GK1sViYY2tK\n", "W2wsRnJMcpiPiILN70AJRQ57kzIiIqUYTY1rlYy/H5SB54HIVYGhAKlxttk+2nvbsfH8RuH/ynOG\n", "n9En2q4pb8fjHCjxlFECyJffZCcFJ6MEAJ4oegIbHtqATcs2oWJiBYDoOT9vVr6JjQ9txAtZL0Cl\n", "UoX7cIImWs5PoBgoISIiIiIiRVGpVJKskp2f7xQeL8yN/OllR0JhSiE0Ko2w7E2gJC1+ZDNK1Co1\n", "VhSuwEP5D0VVMAEAxsSOwSOFjyBZy2ySaMRAySjAOjMiUhr2KFEG/n5QBp4HInniPiViZdnDXzPR\n", "dk15O55YbayQteFteZJz6U1qXKpXAZZAjNbzEymibTz+4l+qRERERESkOOKMErvpxukYGz82DEcT\n", "GV5f+jpM9SaUZJV41TTWufQmmGU3RJGMgZJRINRzYV/tvIr6rvqQ7c+ud7A35PskIv+wR4kyhPr3\n", "A8njeSCSNzN9JmLUMUITVwBCA83hRNs15ct4EmMSUZFf4fVrO2eUBLPsxp3RfH4iQbSNx18MlFDQ\n", "1XfVY/nW5SHf71uVb4V8n0REREQ0MuK0cZiRPgMfN34srCvPHb6RK/nGuUdJsKYGJop0DJSMAowI\n", "EpHSsEeJMvD3gzLwPFCgqqurcenSJVgsFsybNw85OTkAgMbGRhw8eBAajQaLFi1CZmZmmI/UdyVZ\n", "JUKgRKPSoDSr1ONzou2aGsnxOJfehCKjhOdH2aJtPP5iM1ciIiIiogh28+ZNrFq1Co8++ijOnTsn\n", "rD916hTWrFmDJ598EidPngzjEfqvJNPR0HVm+kwkx3KGkWByLr1hjxIiG78DJdXV1di6dSveeecd\n", "1NeHvh8FeY9zYROR0rBHiTLw94My8DxQoMrL5ctR9Hq98DgmJiZUhxNUS/OWYsmEJUiLT8N35n3H\n", "q+dE2zU1kuPJ0Ds1cw1B6Q3Pj7JF23j85Xfusz1yDQC7d+8WUvyIiIiIiCj09u/fj7lzHTPFWK1W\n", "4bFOpwvHIQVMp9Fh8yObYbVaoVKpwn04UScpJgmxmlj0mfsAhKb0higS+J1R4i5yTcrDOjMiUhr2\n", "KFEG/n5QBp4H8lZraytee+01yb9r164BAA4dOoTCwkIYjUZhe7PZLDz2FGQQf4tsMpkUt3z06FGv\n", "t4+E8fiyPJLjUalUKE4oBgAUGAqQm5wb0eMJxzLHo+xlf6ms4lCzH/bv349Zs2ZJPpTtDh48iNmz\n", "Zwfy8hSBTPWmsM16s3bX2qjfZ7j2y7FG535H01h3rNqBspzQ3pCG6/MwHGMlinRnzpzB/fffH+7D\n", "8MuRI0eQlpaGoqIiyfpt27Zh5cqVsFqt2LlzJx5++GHZ5/Nv9tHtVt8tHKw7iNLsUoxLGBfuwyEK\n", "mkA+1wP6Sk8ucu3MZHLMw2yP7HA5NMufXPgE77W9hy+6voBao4bFbAEAqDW2RKKRWn5y6pMIh3D0\n", "PBhNfRZG01jDZTT9jPv6+kK+T8ugBaZ62+dkZ2cnAGDMmDEjuhybEDtSwxmWZdCCXdW7PB6ffV0w\n", "xpuqTcW8u+YBCO3vu6udV1FdXx3w8fuyrO3WYrBlMGjjef3111FcXOxx+5ziHNR31Yfs/TtmzBjk\n", "JOWg/nx9QOOLlGVxP49I0tTUhKNHj6KoqAgXL15EV1cX1q61BaJLSkrw9ttvw2q1YsmSJWE+0tAR\n", "339Eg5EeT3JsMlZOXjlir++M50fZom08/vI7o8Rd5FqM0enwut1/GxVbKlBzsyak+/3jsj9i9c7V\n", "Id0nwG/jo3Gf4dovxzryNj64Ees+WBfSfY6mn+9oydgBwpO1E+yxevtHaTSMVckiOaMkUNH2N3u0\n", "3ehxPMrG8ShXyDNKmpub3UauiYiIPGGPEiKHaPmDlEgpou2a4niUjeOJTn79pZqeno5/+7d/C/ax\n", "EBERERERERGFld+z3hAREflrNPVjIfIkGN35icgh2q4pjkfZOJ7oxEAJEREREREREdEQBkqIiCjk\n", "2KOEyIH14ETBFW3XFMejbBxPdGKghIiIiIiIiIhoCL/SIyKikGOPkuijVWthqg99XXPvYG/I9xls\n", "0TQVY7Bc7byK+q76kO5TD31I90cjJ9quKY5H2Tie6MRACREREQXsZs9NrN21NuT7favyrZDvk0Ze\n", "fVc9lm9dHtJ9Hig7ENL9ERGRcrH0hoiIQo49Sogc+M0dUXBF2zXF8SgbxxOdGCghIiIiIiIiIhrC\n", "QAkREYUce5QQOZhMoe/tQhTNou2a4niUjeOJTn7nPjc2NuLgwYPQaDRYtGgRMjMzg3lcRERERETk\n", "QXV1NS5dugSLxYJ58+YhJycHAPD+++/DbDYDACZNmoTi4uJwHiYRUUTxO1By6tQprFmzBgDw3nvv\n", "YcWKFUE7KCIiim7sUULkwHpwCsTNmzexatUqAMDu3buFQElcXBweeOCBcB5a2ETbNcXxKBvHE538\n", "/ktVr3dMoRYTExOUgyEiIiIiIu+Vl5fLrjebzdi6dSusVismTpyI2bNnh/jIiIgil9+BEqvVKjzW\n", "6XRBORgKLrVKjW/M+Qaud1xHTGzoglkatSZk+yKiyMQeJUQOJpOJ3+BRwPbv34+5c+cKyxUVFcLj\n", "PXv2hOOQwibarimOR9k4nuiksoojHj7Yu3ev8AF84MABLFmyxGWbqqoqdHR0BHaEREREREQjzGAw\n", "YM6cOeE+DLdaW1uxefNmybply5Zh/PjxOHToECZMmIC8vDzZ57r7W92Of7MTUTQK5HPd74ySnp4e\n", "ALbMEvtjZ0r+ZUNEREREFCmMRiOef/55l/VHjhxBRkaGS5Ckrq4OEyZMAAD09vYO+9r8m52ISMrv\n", "QElJSQnefvttWK3WYSPUREREREQUfE1NTTh69CiKiopw8eJFdHV1Ye3atQBsgZJTp04BAGbOnBnO\n", "wyQiijh+l94QEREREREREUUbdbgPgIiIiIiIiIhIKRgoISIiIiIiIiIawkAJUQhYLBaYzeZwH8ao\n", "x/NARER2/J1ARKNVtH3+jcR4/G7mOpzq6mpcunQJFosF8+bNQ05ODgDg/fffFwYwadIkFBcXj8Tu\n", "aYi789DY2IiDBw9Co9Fg0aJFyMzMDPORRre9e/eitrYWK1asQFZWlrCe10NouTsPvB7Ch9dA+PB9\n", "rwy8BsJH7nfCaLwuomXMcn/zRvLYenp68Oqrr+KZZ56JivdnbW0tqqqqEBsbi4qKCrS1tUXsWK5c\n", "uYKqqipYLBaUlpYiNzc34s6NL59/kTA2ufEE5T7YOgIOHTokPN61a5fweN++fSOxO3LD3XnYvn27\n", "8Hjbtm0hPabRqrq62trQ0CBZx+sh9OTOA6+H8OE1ED583ysDr4Hwcv6dMBqvi2gZs9zfvJE8tj17\n", "9lirqqqi4v3Z3t5uNZlMknWROhar1WrdvXu38DiS32vefv5FyticxxOM++ARySgpLy+XXW82m7F1\n", "61ZYrVZMnDgRs2fPHond0xB350Gv1wuPY2JiQnU45ITXgzLweggfXgPhw/e9MvAaUJbReF1Ey5jl\n", "/uaN1LG1t7dDr9cjLi5Osj5Sx3P27FkYDAZs3boV06dPx+TJkyN2LIDtc9tiscBqtcI6NHlsJI/H\n", "zt0YInVswbgPHpFAid3+/fsxd+5cYbmiokJ4vGfPnpHcNYk4nweraEZonU4XjkMi8HpQCl4P4cNr\n", "IHz4vlcGXgPKMhqvi2gbs/hv3kgdm8lkQmVlJS5evChZH6njaW5uBgCsWrUKu3btQkFBQcSOBQCm\n", "T5+Ol19+GQCwdu1aAJF7bsTcjSHSxxbIfXBAgZLW1lZs3rxZsm7ZsmUYP348Dh06hMLCQhiNRtnn\n", "RuIPWql8PQ/iRjcqlSpkxxnthjsPnvB6CB5fzwOvh5HnzTnhNRBafN8rD6+B8BuN10U0jdn5b95I\n", "HVtTUxN27NiB5uZm5OXlCT0XInU8gOPb/ezsbLS1tUX0WP7617/ihRdegMViwc6dO7F8+fKIHo+d\n", "uzFE8tgCvQ8OKFBiNBrx/PPPu6w/cuQIMjIykJeXJ1lfV1eHCRMmAAB6e3sD2TWJ+Hoeenp6ANgi\n", "avbHFDh358EdXg8jw9fzwOth5Lk7J7wGwofve2XgNaAso/G6iJYxy/3NG6ljW79+PQCgpqYGBoNB\n", "WB+p45k8eTJqa2tRUFCA9vZ2TJs2LWLHAjjKNdRqtRDgjuTx2LkbQ6SOLRj3wSqrOP8kCJqamrBx\n", "40YUFRUBALq6uoS0pMOHD6OpqQkAMHPmTBQWFgZz1yQy3Hm4fv06Dh06BKvViiVLliA9PT2chxr1\n", "Dhw4gNraWsTFxSEvL0+IqvN6CC1354HXQ/jwGggfvu+VgddA+Mj9ThiN10U0jLm5uRkbNmxw+Zs3\n", "ksfW1taGd955B3l5eVi6dCmAyD5X77zzDjQaDdLS0lBWVhbRY7l48SJqamoAANOmTcNdd90VcePx\n", "5fMvEsbmPJ6ioiLZzwTAt/EEPVBCRERERERERBSp1OE+ACIiIiIiIiIipWCghIiIiIiIiIhoCAMl\n", "RERERERERERDGCghIiIiIiIiIhrCQAkRERERERER0RAGSoiIiIiIiIiIhjBQQkRERERERD45ffo0\n", "Xn/99aC/bltbG44dOxb01yXyBQMlRERERERE5JN77rkHRqMx6K87ODiI/v7+oL8ukS+04T4AIiIi\n", "IiIiijwWiwXbt2+H2WyGxWKB0WjE4sWL0dbWhn379iE+Ph5msxlZWVmYN2+e8Jx3330XWq0WVqsV\n", "iYmJWLp0KQCgubkZ+/fvR1NTEzo6OgAApaWlyMjICNsYaXRSWa1Wa7gPgoiIiIiIiCLLj3/8Y6xf\n", "v17ILDl58iTGjBmDEydOYM2aNdDpdACAY8eOISsrC3l5eS6vsXnzZjz++OPCcktLC6qrq7F48eJQ\n", "DIFIFjNKiIiIiIiIyGfZ2dmS8ptZs2Zh3759aGxsxK5du4T1FosFWq0WeXl56Ovrw759+2A2m6FW\n", "q/H555+H49CJhsVACREREREREfmsoaEBra2tQrDk7NmzmDx5Mvr7+1FZWSlklAC23iMAsHv3btx/\n", "//1ITk4GAHR3d0teU6PRwGw2h2gERPJYekNEREREREQ+OX36NEwmE7KyshAXF4eBgQGkpaWhvLwc\n", "3d3d2L9/P9Rq29wh3d3dKCkpQX5+Pqqrq1FTUwOdTofBwUFcvnwZs2bNQkVFhfDa9h4marUaAwMD\n", "WL58ObRafsdPocNACRERERERERHREE4PTEREREREREQ0hIESIiIiIiIiIqIhDJQQEREREREREQ1h\n", "oISIiIiIiIiIaAgDJUREREREREREQxgoISIiIiIiIiIawkAJEREREREREdGQ/w9vgQeDGzyQiwAA\n", "AABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "100%\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 59\u001b[0m \u001b[0mserieslist\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0msdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfilt_df\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 60\u001b[0m \u001b[0mnamelist\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'raw'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'filtered'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 61\u001b[1;33m figsize=(19,6))\n\u001b[0m\u001b[0;32m 62\u001b[0m \u001b[1;31m#if pid == '020': break\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m\u001b[0m in \u001b[0;36msideplots\u001b[1;34m(title, serieslist, namelist, **kwargs)\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mcount\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mserieslist\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcount\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mncols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 9\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 10\u001b[0m \u001b[0mcolors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'blue'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'green'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'red'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'white'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'orange'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\pyplot.pyc\u001b[0m in \u001b[0;36msubplots\u001b[1;34m(nrows, ncols, sharex, sharey, squeeze, subplot_kw, **fig_kw)\u001b[0m\n\u001b[0;32m 1052\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1053\u001b[0m \u001b[1;31m# Create first subplot separately, so we can share it if requested\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1054\u001b[1;33m \u001b[0max0\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_subplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mncols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0msubplot_kw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1055\u001b[0m \u001b[1;31m#if sharex:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1056\u001b[0m \u001b[1;31m# subplot_kw['sharex'] = ax0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\figure.pyc\u001b[0m in \u001b[0;36madd_subplot\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 912\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_axstack\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mremove\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 913\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 914\u001b[1;33m \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msubplot_class_factory\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprojection_class\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 915\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 916\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_axstack\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axes.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, fig, *args, **kwargs)\u001b[0m\n\u001b[0;32m 9257\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9258\u001b[0m \u001b[1;31m# _axes_class is set in the subplot_class_factory\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 9259\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_axes_class\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigbox\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 9260\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9261\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__reduce__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axes.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, fig, rect, axisbg, frameon, sharex, sharey, label, xscale, yscale, **kwargs)\u001b[0m\n\u001b[0;32m 447\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 448\u001b[0m \u001b[1;31m# this call may differ for non-sep axes, eg polar\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 449\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_init_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 450\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 451\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0maxisbg\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axes.pyc\u001b[0m in \u001b[0;36m_init_axis\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 506\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxaxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmaxis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mXAxis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 507\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'bottom'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregister_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxaxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 508\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'top'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregister_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxaxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 509\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0myaxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmaxis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mYAxis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 510\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'left'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregister_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0myaxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\spines.pyc\u001b[0m in \u001b[0;36mregister_axis\u001b[1;34m(self, axis)\u001b[0m\n\u001b[0;32m 151\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 152\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxis\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 153\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcla\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 154\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 155\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mcla\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axis.pyc\u001b[0m in \u001b[0;36mcla\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 740\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_artist_props\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlabel\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 741\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreset_ticks\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 743\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 744\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconverter\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axis.pyc\u001b[0m in \u001b[0;36mreset_ticks\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 754\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 755\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmajorTicks\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tick\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmajor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 756\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mminorTicks\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tick\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmajor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 757\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_lastNumMajorTicks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 758\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_lastNumMinorTicks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axis.pyc\u001b[0m in \u001b[0;36m_get_tick\u001b[1;34m(self, major)\u001b[0m\n\u001b[0;32m 1607\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1608\u001b[0m \u001b[0mtick_kw\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_minor_tick_kw\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1609\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mXTick\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m''\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmajor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmajor\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mtick_kw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1610\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1611\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axis.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, axes, loc, label, size, width, color, tickdir, pad, labelsize, labelcolor, zorder, gridOn, tick1On, tick2On, label1On, label2On, major)\u001b[0m\n\u001b[0;32m 138\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply_tickdir\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtickdir\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 139\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 140\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtick1line\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tick1line\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 141\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtick2line\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tick2line\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 142\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgridline\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_gridline\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axis.pyc\u001b[0m in \u001b[0;36m_get_tick1line\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 384\u001b[0m \u001b[0mmarkersize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_size\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 385\u001b[0m \u001b[0mmarkeredgewidth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_width\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 386\u001b[1;33m \u001b[0mzorder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_zorder\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 387\u001b[0m )\n\u001b[0;32m 388\u001b[0m \u001b[0ml\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_xaxis_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwhich\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'tick1'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\lines.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, xdata, ydata, linewidth, linestyle, color, marker, markersize, markeredgewidth, markeredgecolor, markerfacecolor, markerfacecoloralt, fillstyle, antialiased, dash_capstyle, solid_capstyle, dash_joinstyle, solid_joinstyle, pickradius, drawstyle, markevery, **kwargs)\u001b[0m\n\u001b[0;32m 219\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_markeredgecolor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmarkeredgecolor\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 220\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_markeredgewidth\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmarkeredgewidth\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 221\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_fillstyle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfillstyle\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 222\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 223\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mverticalOffset\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\lines.pyc\u001b[0m in \u001b[0;36mset_fillstyle\u001b[1;34m(self, fs)\u001b[0m\n\u001b[0;32m 335\u001b[0m \u001b[0mACCEPTS\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'full'\u001b[0m \u001b[1;33m|\u001b[0m \u001b[1;34m'left'\u001b[0m \u001b[1;33m|\u001b[0m \u001b[1;34m'right'\u001b[0m \u001b[1;33m|\u001b[0m \u001b[1;34m'bottom'\u001b[0m \u001b[1;33m|\u001b[0m \u001b[1;34m'top'\u001b[0m \u001b[1;33m|\u001b[0m \u001b[1;34m'none'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 336\u001b[0m \"\"\"\n\u001b[1;32m--> 337\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_marker\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_fillstyle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 338\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 339\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mset_markevery\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mevery\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\markers.pyc\u001b[0m in \u001b[0;36mset_fillstyle\u001b[1;34m(self, fillstyle)\u001b[0m\n\u001b[0;32m 205\u001b[0m % ' '.join(self.fillstyles))\n\u001b[0;32m 206\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_fillstyle\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfillstyle\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 207\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_recache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 208\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 209\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mget_joinstyle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\markers.pyc\u001b[0m in \u001b[0;36m_recache\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 182\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_capstyle\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'butt'\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 183\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_filled\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mTrue\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 184\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_marker_function\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 185\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 186\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__nonzero__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\markers.pyc\u001b[0m in \u001b[0;36m_set_tickup\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 681\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 682\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_set_tickup\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 683\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_transform\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mAffine2D\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscale\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m1.0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1.0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 684\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_snap_threshold\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1.0\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 685\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_filled\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\transforms.pyc\u001b[0m in \u001b[0;36mscale\u001b[1;34m(self, sx, sy)\u001b[0m\n\u001b[0;32m 1866\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0msx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0.0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0.0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m0.0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0.0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m0.0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0.0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1.0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1867\u001b[0m np.float_)\n\u001b[1;32m-> 1868\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_mtx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mscale_mtx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_mtx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1869\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minvalidate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1870\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = long_name['iso8j']\n", "\n", "for pid in task_pids[t]:\n", " \n", " tdf = db_taps[t].xs(pid) #(unfiltered)\n", " \n", " first_non_miss = tdf[tdf.is_failure==False]\n", " first_beat_tapped = min(first_non_miss.index)\n", " \n", " n = 12\n", " after_first_n = tdf.ix[first_beat_tapped + n:] \n", " missed_beats_count = len(after_first_n[after_first_n.is_failure==True])\n", " sdf = after_first_n.dev_perc\n", " \n", " full_count = len(after_first_n)\n", " \n", " #filt_df = sdf[(sdf >= -35) & (sdf <= 20)]\n", " filt_df = taps_filtered[t].xs(pid).dev_perc\n", " \n", " filt_count = len(sdf) - len(filt_df)\n", " good_count = len(filt_df)\n", " \n", " pct_retained = 100 * good_count / full_count\n", " print(str(pct_retained) + '%')\n", " if pct_retained < 75: print(\"\\n\\n\\n!!!!\\n\")\n", " \n", " sideplots(title = \"P. {} - misses: {} - filtered out: {} - OK: {}\".format(pid, \n", " missed_beats_count, \n", " filt_count,\n", " good_count),\n", " serieslist=[sdf, filt_df], \n", " namelist=['raw', 'filtered'],\n", " figsize=(19,6))\n", " #if pid == '020': break" ] }, { "cell_type": "code", "execution_count": 214, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T1_SMS_5\n", "Max beats: 117\n", "pid\n", "055 0.692308\n", "073 0.692308\n", "Name: dev_perc, dtype: float64\n", "T1_SMS_8\n", "Max beats: 107\n", "pid\n", "073 0.439252\n", "Name: dev_perc, dtype: float64\n", "Ticks_ISO_T2_5\n", "Max beats: 117\n", "pid\n", "049 0.521368\n", "Name: dev_perc, dtype: float64\n", "Ticks_ISO_T2_8\n", "Max beats: 108\n", "pid\n", "015 0.583333\n", "049 0.453704\n", "055 0.166667\n", "104 0.546296\n", "Name: dev_perc, dtype: float64\n", "Ticks_Linear_5\n", "Max beats: 157\n", "pid\n", "015 0.560510\n", "049 0.490446\n", "055 0.605096\n", "068 0.630573\n", "073 0.662420\n", "089 0.535032\n", "Name: dev_perc, dtype: float64\n", "Ticks_Linear_8\n", "Max beats: 158\n", "pid\n", "029 0.613924\n", "055 0.550633\n", "073 0.563291\n", "086 0.531646\n", "Name: dev_perc, dtype: float64\n", "Ticks_Phase_5\n", "Max beats: 158\n", "Series([], name: dev_perc, dtype: float64)\n", "Ticks_Phase_8\n", "Max beats: 158\n", "Series([], name: dev_perc, dtype: float64)\n", "Jits_ISO_5\n", "Max beats: 107\n", "pid\n", "104 0.588785\n", "Name: dev_perc, dtype: float64\n", "Jits_ISO_8\n", "Max beats: 108\n", "pid\n", "015 0.592593\n", "049 0.694444\n", "055 0.518519\n", "Name: dev_perc, dtype: float64\n", "Jits_Linear_5\n", "Max beats: 157\n", "pid\n", "019 0.636943\n", "035 0.687898\n", "068 0.535032\n", "073 0.585987\n", "077 0.579618\n", "089 0.312102\n", "104 0.433121\n", "112 0.292994\n", "Name: dev_perc, dtype: float64\n", "Jits_Linear_8\n", "Max beats: 157\n", "pid\n", "068 0.630573\n", "073 0.605096\n", "089 0.528662\n", "Name: dev_perc, dtype: float64\n", "Jits_Phase_5\n", "Max beats: 157\n", "Series([], name: dev_perc, dtype: float64)\n", "Jits_Phase_8\n", "Max beats: 157\n", "Series([], name: dev_perc, dtype: float64)\n" ] } ], "source": [ "insufficient_data_pids = {}\n", "\n", "minimum_prop = 0.70 # must have at least 70% of the the data non-missed\n", " # and in the keepable range (-35 to 20 percent deviation)\n", "\n", "data_proportion = {}\n", "\n", "# Three participants (49, 55, 73) have already been removed due to an earlier\n", "# interation of this analysis that showed that they each had fewer than half\n", "# of the tasks meeting the 70% qualifying data criterion.\n", "\n", "for t in sms_tasknames:\n", " print(t)\n", " \n", " devs = taps_filtered[t].groupby(level='pid').dev_perc\n", " \n", " task_beats_max = devs.count().max() \n", " print('Max beats: %s' % task_beats_max)\n", " \n", " proportion = devs.count() / task_beats_max\n", " below_cutoff = proportion[proportion < minimum_prop]\n", " \n", " print(below_cutoff)\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 218, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'Jits_ISO_5': 'iso5j',\n", " 'Jits_ISO_8': 'iso8j',\n", " 'Jits_Linear_5': 'lin5j',\n", " 'Jits_Linear_8': 'lin8j',\n", " 'Jits_Phase_5': 'phase5j',\n", " 'Jits_Phase_8': 'phase8j',\n", " 'T1_SMS_5': 'iso5t1',\n", " 'T1_SMS_8': 'iso8t1',\n", " 'Ticks_ISO_T2_5': 'iso5t2',\n", " 'Ticks_ISO_T2_8': 'iso8t2',\n", " 'Ticks_Linear_5': 'lin5t',\n", " 'Ticks_Linear_8': 'lin8t',\n", " 'Ticks_Phase_5': 'phase5t',\n", " 'Ticks_Phase_8': 'phase8t'}" ] }, "execution_count": 218, "metadata": {}, "output_type": "execute_result" } ], "source": [ "short_name" ] }, { "cell_type": "code", "execution_count": 219, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tick_Lin_610690\n", "Jit_Lin_610690\n", "Tick_Lin_700800\n", "Tick_Lin_500600\n", "Jit_Lin_700800\n", "Jit_Lin_500600\n" ] }, { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
beat_endbeat_startbeat_targetchanneldevdev_perciintsis_failuremicrosmultiple_taskmspitchselection_casetarget_spikedtask_mstintervalvelocityis_outlier
pidbeat
01524 19564.626 18789.464 19179.604 1-16.344-2.094633 46 745.800 False 474034564 48 1 NaN 19163.260NaN 21 False
02728 22644.788 21874.758 22259.788 1-24.632-3.198712 52 740.512 False 566818248 48 1 NaN 22235.156NaN 48 False
03951 39749.726 39029.210 39389.184 1 29.660 4.119742 102 770.692 False 2569465104 48 1 NaN 39418.844NaN 41 False
053137 84584.722 83834.682 84209.424 1 5.732 0.764793 273 770.312 False 154049460 48 1 NaN 84215.156NaN 30 False
06342 33179.636 32440.008 32810.024 1 -8.352-1.128600 82 715.164 False 904649928 48 1 NaN 32801.672NaN 52 False
07563 48260.200 47560.276 47909.988 1 2.748 0.392895 123 689.020 False 798640160 48 1 NaN 47912.736NaN 73 False
08576 57114.462 56444.754 56779.652 1-36.364-5.429116 150 671.592 False 782278492 48 1 NaN 56743.288NaN 19 False
09726 21104.554 20334.668 20719.592 1-15.172-1.970779 51 780.856 False 525228584 48 1 NaN 20704.420NaN 29 False
10870 53059.276 52379.350 52719.252 1 9.936 1.461598 139 659.136 False 2258720748 48 1 NaN 52729.188NaN 56 False
119164 105564.800 104759.910 105159.812 1 16.888 2.111517 326 818.732 False 876396388 48 1 NaN 105176.700NaN 42 False
\n", "
" ], "text/plain": [ " beat_end beat_start beat_target channel dev dev_perc i \\\n", "pid beat \n", "015 24 19564.626 18789.464 19179.604 1 -16.344 -2.094633 46 \n", "027 28 22644.788 21874.758 22259.788 1 -24.632 -3.198712 52 \n", "039 51 39749.726 39029.210 39389.184 1 29.660 4.119742 102 \n", "053 137 84584.722 83834.682 84209.424 1 5.732 0.764793 273 \n", "063 42 33179.636 32440.008 32810.024 1 -8.352 -1.128600 82 \n", "075 63 48260.200 47560.276 47909.988 1 2.748 0.392895 123 \n", "085 76 57114.462 56444.754 56779.652 1 -36.364 -5.429116 150 \n", "097 26 21104.554 20334.668 20719.592 1 -15.172 -1.970779 51 \n", "108 70 53059.276 52379.350 52719.252 1 9.936 1.461598 139 \n", "119 164 105564.800 104759.910 105159.812 1 16.888 2.111517 326 \n", "\n", " ints is_failure micros multiple_taskms pitch \\\n", "pid beat \n", "015 24 745.800 False 474034564 48 \n", "027 28 740.512 False 566818248 48 \n", "039 51 770.692 False 2569465104 48 \n", "053 137 770.312 False 154049460 48 \n", "063 42 715.164 False 904649928 48 \n", "075 63 689.020 False 798640160 48 \n", "085 76 671.592 False 782278492 48 \n", "097 26 780.856 False 525228584 48 \n", "108 70 659.136 False 2258720748 48 \n", "119 164 818.732 False 876396388 48 \n", "\n", " selection_case target_spiked task_ms tinterval velocity \\\n", "pid beat \n", "015 24 1 NaN 19163.260 NaN 21 \n", "027 28 1 NaN 22235.156 NaN 48 \n", "039 51 1 NaN 39418.844 NaN 41 \n", "053 137 1 NaN 84215.156 NaN 30 \n", "063 42 1 NaN 32801.672 NaN 52 \n", "075 63 1 NaN 47912.736 NaN 73 \n", "085 76 1 NaN 56743.288 NaN 19 \n", "097 26 1 NaN 20704.420 NaN 29 \n", "108 70 1 NaN 52729.188 NaN 56 \n", "119 164 1 NaN 105176.700 NaN 42 \n", "\n", " is_outlier \n", "pid beat \n", "015 24 False \n", "027 28 False \n", "039 51 False \n", "053 137 False \n", "063 42 False \n", "075 63 False \n", "085 76 False \n", "097 26 False \n", "108 70 False \n", "119 164 False " ] }, "execution_count": 219, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#From arduino apparatus code:\n", "#define LINEAR_800_STARTING_ISI 820 // \n", "#define LINEAR_800_PCHANGE_EVERY 5 // decrease by 10 ms every five intervals (avg. -2ms per interval)\n", "#define LINEAR_800_PCHANGE_AMOUNT -10\n", "\n", "#define LINEAR_500_PCHANGE_EVERY 5 // increase by 10 ms every five intervals (avg. +2ms per interval)\n", "#define LINEAR_500_PCHANGE_AMOUNT 10\n", "#define LINEAR_500_STARTING_ISI 480 //\n", "\n", "#tasks go from beat 0 to beat 169: start at 820, end at [820 - (165 * 10 / 5)] = 490\n", "# start at 480, end at [480 + (165 * 10 / 5)] = 810\n", "\n", "#Splitting into thirds (by interval count, not time duration!):\n", "\n", "linear_tasks = ['Ticks_Linear_5', 'Ticks_Linear_8',\n", " 'Jits_Linear_5', 'Jits_Linear_8']\n", "\n", "linear_part_taps = OrderedDict()\n", "linear_part_dfs = OrderedDict()\n", "\n", "for t in linear_tasks:\n", " \n", " subtask_name_A = t + \"ptA\"\n", " subtask_name_B = t + \"ptB\"\n", " subtask_name_C = t + \"ptC\"\n", " \n", " task_pids[subtask_name_A] = task_pids[t]\n", " task_pids[subtask_name_B] = task_pids[t]\n", " task_pids[subtask_name_C] = task_pids[t]\n", " \n", " linear_part_taps[subtask_name_A] = {}\n", " linear_part_taps[subtask_name_B] = {}\n", " linear_part_taps[subtask_name_C] = {}\n", " \n", " for p in task_pids[t]:\n", " #ex_task_5 = db_taps[long_name['lin5t']].xs(p)\n", " #ex_task_8 = db_taps[long_name['lin8t']].xs(p)\n", "\n", " #first_part_800 = ex_task_8[10:65] # (10 to 64) --> 800ms to 700ms\n", " #second_part_800 = ex_task_8[65:110] # (65 to 109) --> 690ms to 610ms\n", " #third_part_800 = ex_task_8[110:165] # (110 to 164) --> 600ms to 500ms\n", "\n", " #first_part_500 = ex_task_5[10:65] # (10 to 64) --> 500ms to 600ms\n", " #second_part_500 = ex_task_5[65:110] # (65 to 109) --> 610ms to 690ms\n", " #third_part_500 = ex_task_5[110:165] # (110 to 164) --> 590ms to 500ms\n", " \n", " #but it comes out the same for all tasks:\n", " taps = taps_filtered[t].xs(p)\n", " \n", " first_part = taps[10:65]\n", " second_part = taps[65:110]\n", " third_part = taps[110:165]\n", " \n", " linear_part_taps[subtask_name_A][p] = first_part\n", " linear_part_taps[subtask_name_B][p] = second_part\n", " linear_part_taps[subtask_name_C][p] = third_part\n", "\n", " \n", "linear_part_names = linear_part_taps.keys()\n", "\n", "# If we want to add this to the DFO, we'll need to translate the dict to a pd.concat set of pids.\n", "#for (far, df) in linear_part_taps.items():\n", "# taps_filtered[var] = df \n", " \n", "\n", "#linear_part_taps[t + \"ptB\"]['110'].dev_perc.plot(figsize=(5,2))\n", "#plt.show()\n", "\n", "#---------------------\n", "\n", "#sub_tasks = linear_part_taps.keys()\n", "\n", "reshaped = {'Tick_Lin_500600': OrderedDict(),\n", " 'Tick_Lin_610690': OrderedDict(),\n", " 'Tick_Lin_700800': OrderedDict(),\n", " 'Jit_Lin_500600': OrderedDict(),\n", " 'Jit_Lin_610690': OrderedDict(),\n", " 'Jit_Lin_700800': OrderedDict(),\n", " }\n", "\n", "lin_tick_both = sorted(set(task_pids['Ticks_Linear_5'])\n", " .intersection(task_pids['Ticks_Linear_8']))\n", "\n", "lin_jits_both = sorted(set(task_pids['Jits_Linear_5'])\n", " .intersection(task_pids['Jits_Linear_8']))\n", "\n", "for p in lin_tick_both:\n", " \n", " t500600 = pd.concat(axis=0, objs = [linear_part_taps['Ticks_Linear_5ptA'][p],\n", " linear_part_taps['Ticks_Linear_8ptC'][p]])\n", " \n", " t610690 = pd.concat(axis=0, objs = [linear_part_taps['Ticks_Linear_5ptB'][p],\n", " linear_part_taps['Ticks_Linear_8ptB'][p]])\n", " \n", " t700800 = pd.concat(axis=0, objs = [linear_part_taps['Ticks_Linear_5ptC'][p],\n", " linear_part_taps['Ticks_Linear_8ptA'][p]])\n", " \n", " reshaped['Tick_Lin_500600'][p] = t500600\n", " reshaped['Tick_Lin_610690'][p] = t610690\n", " reshaped['Tick_Lin_700800'][p] = t700800 \n", " \n", "\n", "for p in lin_jits_both:\n", " \n", " j500600 = pd.concat(axis=0, objs = [linear_part_taps['Jits_Linear_5ptA'][p],\n", " linear_part_taps['Jits_Linear_8ptC'][p]])\n", " \n", " j610690 = pd.concat(axis=0, objs = [linear_part_taps['Jits_Linear_5ptB'][p],\n", " linear_part_taps['Jits_Linear_8ptB'][p]])\n", " \n", " j700800 = pd.concat(axis=0, objs = [linear_part_taps['Jits_Linear_5ptC'][p],\n", " linear_part_taps['Jits_Linear_8ptA'][p]])\n", " \n", " reshaped['Jit_Lin_500600'][p] = j500600\n", " reshaped['Jit_Lin_610690'][p] = j610690\n", " reshaped['Jit_Lin_700800'][p] = j700800\n", "\n", "for t in ['Tick_Lin_500600', 'Tick_Lin_610690', 'Tick_Lin_700800']:\n", " task_pids[t] = lin_tick_both\n", " \n", "for t in ['Jit_Lin_500600', 'Jit_Lin_610690', 'Jit_Lin_700800']:\n", " task_pids[t] = lin_jits_both\n", " \n", " \n", "reshaped_dfs = OrderedDict()\n", "for (taskname, task_p_dict) in reshaped.items():\n", " print(taskname)\n", " pids_df = pd.concat(axis=0, objs=task_p_dict.values(), keys=task_p_dict.keys(), names=['pid'])\n", " reshaped_dfs[taskname] = pids_df\n", "\n", " \n", "for (var, df) in reshaped_dfs.items():\n", " taps_filtered[var] = df \n", "\n", " \n", "##### \n", "reshaped_dfs['Tick_Lin_700800'][::1000]" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
beat_endbeat_startbeat_targetchanneldevdev_perciintsis_failuremicrosmultiple_taskmspitchselection_casetarget_spikedtask_mstintervalvelocityis_outlier
pidbeat
01594 54075.302 53410.100 53740.360 1-118.024-17.868346 176 773.028 False 629975088 48 1 NaN 53622.336NaN 22 False
95 54745.014 54075.302 54410.244 1 117.272 17.506315 179 905.180 False 630880268 48 1 NaN 54527.516NaN 26 False
99 NaN NaN NaNNaN NaN NaN NaN NaN True NaN NaNNaNNaN NaN NaNNaNNaN False
101 58789.888 58109.982 58449.912 1-218.204-32.095431 189 774.016 False 634584460 48 1 NaN 58231.708NaN 22 False
102 59469.768 58789.888 59129.864 1-200.104-29.429136 191 698.052 False 635282512 48 1 NaN 58929.760NaN 24 False
103 60150.162 59469.768 59809.672 1-176.264-25.928497 193 703.648 False 635986160 48 1 NaN 59633.408NaN 21 False
104 60835.310 60150.162 60490.652 1-102.000-14.978413 195 755.244 False 636741404 48 1 NaN 60388.652NaN 14 False
105 61524.918 60835.310 61179.968 1 -25.012 -3.628525 197 766.304 False 637507708 48 1 NaN 61154.956NaN 20 False
106 62214.958 61524.918 61869.868 1 -42.124 -6.105812 199 672.788 False 638180496 48 1 NaN 61827.744NaN 24 False
107 62905.148 62214.958 62560.048 1 19.788 2.867078 202 752.092 False 638932588 48 1 NaN 62579.836NaN 20 False
108 63595.308 62905.148 63250.248 1 52.824 7.653434 204 723.236 False 639655824 48 1 NaN 63303.072NaN 19 False
109 64291.022 63595.308 63940.368 1 33.092 4.795108 206 670.388 False 640326212 48 1 NaN 63973.460NaN 24 False
110 64990.966 64291.022 64641.676 1 -1.492 -0.212745 207 666.724 False 640992936 48 1 NaN 64640.184NaN 28 False
111 65689.916 64990.966 65340.256 1 3.112 0.445475 210 703.184 False 641696120 48 1 NaN 65343.368NaN 27 False
112 66389.834 65689.916 66039.576 1 25.312 3.619516 212 721.520 False 642417640 48 1 NaN 66064.888NaN 27 False
113 67090.300 66389.834 66740.092 1 50.364 7.189557 214 725.568 False 643143208 48 1 NaN 66790.456NaN 25 False
122 NaN NaN NaNNaN NaN NaN NaN NaN True NaN NaNNaNNaN NaN NaNNaNNaN False
125 NaN NaN NaNNaN NaN NaN NaN NaN True NaN NaNNaNNaN NaN NaNNaNNaN False
128 77875.580 77145.410 77510.404 1 -12.536 -1.717289 242 1020.964 False 653850620 48 1 NaN 77497.868NaN 26 False
129 NaN NaN NaNNaN NaN NaN NaN NaN True NaN NaNNaNNaN NaN NaNNaNNaN False
130 79350.172 78610.416 78980.076 1-183.668-24.842829 245 NaN False 655149160 48 1 NaN 78796.408NaN 21 False
132 80835.520 80090.560 80460.852 1-102.516-13.842589 249 969.084 False 656711088 48 1 NaN 80358.336NaN 26 False
133 81580.418 80835.520 81210.188 1-137.360-18.330896 251 714.492 False 657425580 48 1 NaN 81072.828NaN 24 False
134 82325.392 81580.418 81950.648 1 18.448 2.491424 254 896.268 False 658321848 48 1 NaN 81969.096NaN 21 False
137 NaN NaN NaNNaN NaN NaN NaN NaN True NaN NaNNaNNaN NaN NaNNaNNaN False
139 86080.556 85325.240 85700.616 1-257.304-34.272836 262 808.924 False 661796064 48 1 NaN 85443.312NaN 19 False
140 86840.322 86080.556 86460.496 1-219.180-28.844028 264 798.004 False 662594068 48 1 NaN 86241.316NaN 20 False
142 NaN NaN NaNNaN NaN NaN NaN NaN True NaN NaNNaNNaN NaN NaNNaNNaN False
143 89120.058 88359.796 88739.696 1-213.648-28.118979 269 NaN False 664878800 48 1 NaN 88526.048NaN 18 False
145 NaN NaN NaNNaN NaN NaN NaN NaN True NaN NaNNaNNaN NaN NaNNaNNaN False
............................................................
12195 69524.258 68893.980 69208.844 1 -19.656 -3.121348 184 613.864 False 1030425724 48 1 NaN 69189.188NaN 21 False
96 70154.540 69524.258 69839.672 1 -45.348 -7.188647 186 605.136 False 1031030860 48 1 NaN 69794.324NaN 20 False
97 70784.294 70154.540 70469.408 1 21.092 3.349340 189 696.176 False 1031727036 48 1 NaN 70490.500NaN 20 False
98 71414.012 70784.294 71099.180 1 -5.884 -0.934306 190 602.796 False 1032329832 48 1 NaN 71093.296NaN 25 False
99 72039.202 71414.012 71728.844 1 26.928 4.276567 193 662.476 False 1032992308 48 1 NaN 71755.772NaN 19 False
100 72659.332 72039.202 72349.560 1 50.080 8.068102 195 643.868 False 1033636176 48 1 NaN 72399.640NaN 25 False
101 73279.314 72659.332 72969.104 1 59.144 9.546376 197 628.608 False 1034264784 48 1 NaN 73028.248NaN 23 False
102 73899.246 73279.314 73589.524 1 20.500 3.304213 199 581.776 False 1034846560 48 1 NaN 73610.024NaN 20 False
103 74519.372 73899.246 74208.968 1 9.144 1.476162 201 608.088 False 1035454648 48 1 NaN 74218.112NaN 20 False
104 75134.410 74519.372 74829.776 1 -20.408 -3.287329 202 591.256 False 1036045904 48 1 NaN 74809.368NaN 19 False
105 75744.060 75134.410 75439.044 1 28.444 4.668553 205 658.120 False 1036704024 48 1 NaN 75467.488NaN 19 False
106 76354.266 75744.060 76049.076 1 -12.388 -2.030713 206 569.200 False 1037273224 48 1 NaN 76036.688NaN 21 False
107 76964.610 76354.266 76659.456 1 -42.884 -7.025787 208 579.884 False 1037853108 48 1 NaN 76616.572NaN 24 False
108 77574.370 76964.610 77269.764 1 -37.336 -6.117567 210 615.856 False 1038468964 48 1 NaN 77232.428NaN 19 False
109 78179.112 77574.370 77878.976 1 -22.068 -3.622384 212 624.480 False 1039093444 48 1 NaN 77856.908NaN 16 False
110 78779.474 78179.112 78479.248 1 -20.556 -3.424448 214 601.784 False 1039695228 48 1 NaN 78458.692NaN 19 False
111 79379.500 78779.474 79079.700 1 1.644 0.273794 217 622.652 False 1040317880 48 1 NaN 79081.344NaN 18 False
112 79979.472 79379.500 79679.300 1 -12.628 -2.106071 218 585.328 False 1040903208 48 1 NaN 79666.672NaN 20 False
113 80579.574 79979.472 80279.644 1 -35.764 -5.957251 220 577.208 False 1041480416 48 1 NaN 80243.880NaN 20 False
114 NaN NaN NaNNaN NaN NaN NaN NaN True NaN NaNNaNNaN NaN NaNNaNNaN False
115 81764.240 81174.480 81469.456 1 -31.564 -5.350266 223 NaN False 1042674428 48 1 NaN 81437.892NaN 25 False
116 82353.922 81764.240 82059.024 1 -15.024 -2.548307 225 606.108 False 1043280536 48 1 NaN 82044.000NaN 26 False
117 82944.212 82353.922 82648.820 1 0.968 0.164125 228 605.788 False 1043886324 48 1 NaN 82649.788NaN 21 False
118 83534.610 82944.212 83239.604 1 -22.056 -3.733344 229 567.760 False 1044454084 48 1 NaN 83217.548NaN 24 False
119 84119.530 83534.610 83829.616 1 -8.652 -1.466411 231 603.416 False 1045057500 48 1 NaN 83820.964NaN 19 False
120 84699.558 84119.530 84409.444 1 -17.784 -3.067116 233 570.696 False 1045628196 48 1 NaN 84391.660NaN 20 False
121 85279.550 84699.558 84989.672 1 -31.068 -5.354447 235 566.944 False 1046195140 48 1 NaN 84958.604NaN 16 False
122 85859.156 85279.550 85569.428 1 -52.232 -9.009307 237 558.592 False 1046753732 48 1 NaN 85517.196NaN 21 False
123 86439.248 85859.156 86148.884 1 -85.568-14.766954 239 546.120 False 1047299852 48 1 NaN 86063.316NaN 19 False
124 87014.710 86439.248 86729.612 1 -29.844 -5.139067 241 636.452 False 1047936304 48 1 NaN 86699.768NaN 18 False
\n", "

8601 rows × 18 columns

\n", "
" ], "text/plain": [ " beat_end beat_start beat_target channel dev dev_perc \\\n", "pid beat \n", "015 94 54075.302 53410.100 53740.360 1 -118.024 -17.868346 \n", " 95 54745.014 54075.302 54410.244 1 117.272 17.506315 \n", " 99 NaN NaN NaN NaN NaN NaN \n", " 101 58789.888 58109.982 58449.912 1 -218.204 -32.095431 \n", " 102 59469.768 58789.888 59129.864 1 -200.104 -29.429136 \n", " 103 60150.162 59469.768 59809.672 1 -176.264 -25.928497 \n", " 104 60835.310 60150.162 60490.652 1 -102.000 -14.978413 \n", " 105 61524.918 60835.310 61179.968 1 -25.012 -3.628525 \n", " 106 62214.958 61524.918 61869.868 1 -42.124 -6.105812 \n", " 107 62905.148 62214.958 62560.048 1 19.788 2.867078 \n", " 108 63595.308 62905.148 63250.248 1 52.824 7.653434 \n", " 109 64291.022 63595.308 63940.368 1 33.092 4.795108 \n", " 110 64990.966 64291.022 64641.676 1 -1.492 -0.212745 \n", " 111 65689.916 64990.966 65340.256 1 3.112 0.445475 \n", " 112 66389.834 65689.916 66039.576 1 25.312 3.619516 \n", " 113 67090.300 66389.834 66740.092 1 50.364 7.189557 \n", " 122 NaN NaN NaN NaN NaN NaN \n", " 125 NaN NaN NaN NaN NaN NaN \n", " 128 77875.580 77145.410 77510.404 1 -12.536 -1.717289 \n", " 129 NaN NaN NaN NaN NaN NaN \n", " 130 79350.172 78610.416 78980.076 1 -183.668 -24.842829 \n", " 132 80835.520 80090.560 80460.852 1 -102.516 -13.842589 \n", " 133 81580.418 80835.520 81210.188 1 -137.360 -18.330896 \n", " 134 82325.392 81580.418 81950.648 1 18.448 2.491424 \n", " 137 NaN NaN NaN NaN NaN NaN \n", " 139 86080.556 85325.240 85700.616 1 -257.304 -34.272836 \n", " 140 86840.322 86080.556 86460.496 1 -219.180 -28.844028 \n", " 142 NaN NaN NaN NaN NaN NaN \n", " 143 89120.058 88359.796 88739.696 1 -213.648 -28.118979 \n", " 145 NaN NaN NaN NaN NaN NaN \n", "... ... ... ... ... ... ... \n", "121 95 69524.258 68893.980 69208.844 1 -19.656 -3.121348 \n", " 96 70154.540 69524.258 69839.672 1 -45.348 -7.188647 \n", " 97 70784.294 70154.540 70469.408 1 21.092 3.349340 \n", " 98 71414.012 70784.294 71099.180 1 -5.884 -0.934306 \n", " 99 72039.202 71414.012 71728.844 1 26.928 4.276567 \n", " 100 72659.332 72039.202 72349.560 1 50.080 8.068102 \n", " 101 73279.314 72659.332 72969.104 1 59.144 9.546376 \n", " 102 73899.246 73279.314 73589.524 1 20.500 3.304213 \n", " 103 74519.372 73899.246 74208.968 1 9.144 1.476162 \n", " 104 75134.410 74519.372 74829.776 1 -20.408 -3.287329 \n", " 105 75744.060 75134.410 75439.044 1 28.444 4.668553 \n", " 106 76354.266 75744.060 76049.076 1 -12.388 -2.030713 \n", " 107 76964.610 76354.266 76659.456 1 -42.884 -7.025787 \n", " 108 77574.370 76964.610 77269.764 1 -37.336 -6.117567 \n", " 109 78179.112 77574.370 77878.976 1 -22.068 -3.622384 \n", " 110 78779.474 78179.112 78479.248 1 -20.556 -3.424448 \n", " 111 79379.500 78779.474 79079.700 1 1.644 0.273794 \n", " 112 79979.472 79379.500 79679.300 1 -12.628 -2.106071 \n", " 113 80579.574 79979.472 80279.644 1 -35.764 -5.957251 \n", " 114 NaN NaN NaN NaN NaN NaN \n", " 115 81764.240 81174.480 81469.456 1 -31.564 -5.350266 \n", " 116 82353.922 81764.240 82059.024 1 -15.024 -2.548307 \n", " 117 82944.212 82353.922 82648.820 1 0.968 0.164125 \n", " 118 83534.610 82944.212 83239.604 1 -22.056 -3.733344 \n", " 119 84119.530 83534.610 83829.616 1 -8.652 -1.466411 \n", " 120 84699.558 84119.530 84409.444 1 -17.784 -3.067116 \n", " 121 85279.550 84699.558 84989.672 1 -31.068 -5.354447 \n", " 122 85859.156 85279.550 85569.428 1 -52.232 -9.009307 \n", " 123 86439.248 85859.156 86148.884 1 -85.568 -14.766954 \n", " 124 87014.710 86439.248 86729.612 1 -29.844 -5.139067 \n", "\n", " i ints is_failure micros multiple_taskms pitch \\\n", "pid beat \n", "015 94 176 773.028 False 629975088 48 \n", " 95 179 905.180 False 630880268 48 \n", " 99 NaN NaN True NaN NaN NaN \n", " 101 189 774.016 False 634584460 48 \n", " 102 191 698.052 False 635282512 48 \n", " 103 193 703.648 False 635986160 48 \n", " 104 195 755.244 False 636741404 48 \n", " 105 197 766.304 False 637507708 48 \n", " 106 199 672.788 False 638180496 48 \n", " 107 202 752.092 False 638932588 48 \n", " 108 204 723.236 False 639655824 48 \n", " 109 206 670.388 False 640326212 48 \n", " 110 207 666.724 False 640992936 48 \n", " 111 210 703.184 False 641696120 48 \n", " 112 212 721.520 False 642417640 48 \n", " 113 214 725.568 False 643143208 48 \n", " 122 NaN NaN True NaN NaN NaN \n", " 125 NaN NaN True NaN NaN NaN \n", " 128 242 1020.964 False 653850620 48 \n", " 129 NaN NaN True NaN NaN NaN \n", " 130 245 NaN False 655149160 48 \n", " 132 249 969.084 False 656711088 48 \n", " 133 251 714.492 False 657425580 48 \n", " 134 254 896.268 False 658321848 48 \n", " 137 NaN NaN True NaN NaN NaN \n", " 139 262 808.924 False 661796064 48 \n", " 140 264 798.004 False 662594068 48 \n", " 142 NaN NaN True NaN NaN NaN \n", " 143 269 NaN False 664878800 48 \n", " 145 NaN NaN True NaN NaN NaN \n", "... ... ... ... ... ... ... \n", "121 95 184 613.864 False 1030425724 48 \n", " 96 186 605.136 False 1031030860 48 \n", " 97 189 696.176 False 1031727036 48 \n", " 98 190 602.796 False 1032329832 48 \n", " 99 193 662.476 False 1032992308 48 \n", " 100 195 643.868 False 1033636176 48 \n", " 101 197 628.608 False 1034264784 48 \n", " 102 199 581.776 False 1034846560 48 \n", " 103 201 608.088 False 1035454648 48 \n", " 104 202 591.256 False 1036045904 48 \n", " 105 205 658.120 False 1036704024 48 \n", " 106 206 569.200 False 1037273224 48 \n", " 107 208 579.884 False 1037853108 48 \n", " 108 210 615.856 False 1038468964 48 \n", " 109 212 624.480 False 1039093444 48 \n", " 110 214 601.784 False 1039695228 48 \n", " 111 217 622.652 False 1040317880 48 \n", " 112 218 585.328 False 1040903208 48 \n", " 113 220 577.208 False 1041480416 48 \n", " 114 NaN NaN True NaN NaN NaN \n", " 115 223 NaN False 1042674428 48 \n", " 116 225 606.108 False 1043280536 48 \n", " 117 228 605.788 False 1043886324 48 \n", " 118 229 567.760 False 1044454084 48 \n", " 119 231 603.416 False 1045057500 48 \n", " 120 233 570.696 False 1045628196 48 \n", " 121 235 566.944 False 1046195140 48 \n", " 122 237 558.592 False 1046753732 48 \n", " 123 239 546.120 False 1047299852 48 \n", " 124 241 636.452 False 1047936304 48 \n", "\n", " selection_case target_spiked task_ms tinterval velocity \\\n", "pid beat \n", "015 94 1 NaN 53622.336 NaN 22 \n", " 95 1 NaN 54527.516 NaN 26 \n", " 99 NaN NaN NaN NaN NaN \n", " 101 1 NaN 58231.708 NaN 22 \n", " 102 1 NaN 58929.760 NaN 24 \n", " 103 1 NaN 59633.408 NaN 21 \n", " 104 1 NaN 60388.652 NaN 14 \n", " 105 1 NaN 61154.956 NaN 20 \n", " 106 1 NaN 61827.744 NaN 24 \n", " 107 1 NaN 62579.836 NaN 20 \n", " 108 1 NaN 63303.072 NaN 19 \n", " 109 1 NaN 63973.460 NaN 24 \n", " 110 1 NaN 64640.184 NaN 28 \n", " 111 1 NaN 65343.368 NaN 27 \n", " 112 1 NaN 66064.888 NaN 27 \n", " 113 1 NaN 66790.456 NaN 25 \n", " 122 NaN NaN NaN NaN NaN \n", " 125 NaN NaN NaN NaN NaN \n", " 128 1 NaN 77497.868 NaN 26 \n", " 129 NaN NaN NaN NaN NaN \n", " 130 1 NaN 78796.408 NaN 21 \n", " 132 1 NaN 80358.336 NaN 26 \n", " 133 1 NaN 81072.828 NaN 24 \n", " 134 1 NaN 81969.096 NaN 21 \n", " 137 NaN NaN NaN NaN NaN \n", " 139 1 NaN 85443.312 NaN 19 \n", " 140 1 NaN 86241.316 NaN 20 \n", " 142 NaN NaN NaN NaN NaN \n", " 143 1 NaN 88526.048 NaN 18 \n", " 145 NaN NaN NaN NaN NaN \n", "... ... ... ... ... ... \n", "121 95 1 NaN 69189.188 NaN 21 \n", " 96 1 NaN 69794.324 NaN 20 \n", " 97 1 NaN 70490.500 NaN 20 \n", " 98 1 NaN 71093.296 NaN 25 \n", " 99 1 NaN 71755.772 NaN 19 \n", " 100 1 NaN 72399.640 NaN 25 \n", " 101 1 NaN 73028.248 NaN 23 \n", " 102 1 NaN 73610.024 NaN 20 \n", " 103 1 NaN 74218.112 NaN 20 \n", " 104 1 NaN 74809.368 NaN 19 \n", " 105 1 NaN 75467.488 NaN 19 \n", " 106 1 NaN 76036.688 NaN 21 \n", " 107 1 NaN 76616.572 NaN 24 \n", " 108 1 NaN 77232.428 NaN 19 \n", " 109 1 NaN 77856.908 NaN 16 \n", " 110 1 NaN 78458.692 NaN 19 \n", " 111 1 NaN 79081.344 NaN 18 \n", " 112 1 NaN 79666.672 NaN 20 \n", " 113 1 NaN 80243.880 NaN 20 \n", " 114 NaN NaN NaN NaN NaN \n", " 115 1 NaN 81437.892 NaN 25 \n", " 116 1 NaN 82044.000 NaN 26 \n", " 117 1 NaN 82649.788 NaN 21 \n", " 118 1 NaN 83217.548 NaN 24 \n", " 119 1 NaN 83820.964 NaN 19 \n", " 120 1 NaN 84391.660 NaN 20 \n", " 121 1 NaN 84958.604 NaN 16 \n", " 122 1 NaN 85517.196 NaN 21 \n", " 123 1 NaN 86063.316 NaN 19 \n", " 124 1 NaN 86699.768 NaN 18 \n", "\n", " is_outlier \n", "pid beat \n", "015 94 False \n", " 95 False \n", " 99 False \n", " 101 False \n", " 102 False \n", " 103 False \n", " 104 False \n", " 105 False \n", " 106 False \n", " 107 False \n", " 108 False \n", " 109 False \n", " 110 False \n", " 111 False \n", " 112 False \n", " 113 False \n", " 122 False \n", " 125 False \n", " 128 False \n", " 129 False \n", " 130 False \n", " 132 False \n", " 133 False \n", " 134 False \n", " 137 False \n", " 139 False \n", " 140 False \n", " 142 False \n", " 143 False \n", " 145 False \n", "... ... \n", "121 95 False \n", " 96 False \n", " 97 False \n", " 98 False \n", " 99 False \n", " 100 False \n", " 101 False \n", " 102 False \n", " 103 False \n", " 104 False \n", " 105 False \n", " 106 False \n", " 107 False \n", " 108 False \n", " 109 False \n", " 110 False \n", " 111 False \n", " 112 False \n", " 113 False \n", " 114 False \n", " 115 False \n", " 116 False \n", " 117 False \n", " 118 False \n", " 119 False \n", " 120 False \n", " 121 False \n", " 122 False \n", " 123 False \n", " 124 False \n", "\n", "[8601 rows x 18 columns]" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "taps_filtered['Tick_Lin_610690']" ] }, { "cell_type": "code", "execution_count": 222, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#taps_filtered.keys()\n", "\n", "short_name['Jits_Phase_8_postshift_noreplace'] = 'phase8j_psk' #post shift, kept nans\n", "short_name['Jits_Phase_8_postshift_replaced'] = 'phase8j_psr' #post shift, replaced nans\n", "short_name['Ticks_Phase_8_postshift_noreplace'] = 'phase8tp_psk'\n", "short_name['Ticks_Phase_8_postshift_replaced'] = 'phase8t_psr'\n", "short_name['Jits_Phase_5_postshift_noreplace'] = 'phase5j_psk'\n", "short_name['Jits_Phase_5_postshift_replaced'] = 'phase5j_psr'\n", "short_name['Ticks_Phase_5_postshift_noreplace'] = 'phase5t_psk'\n", "short_name['Ticks_Phase_5_postshift_replaced'] = 'phase5t_psr'\n", "\n", "short_name['Jits_Phase_8_mperiod_noreplace'] = 'phase8j_mpk' #post shift, kept nans\n", "short_name['Jits_Phase_8_mperiod_replaced'] = 'phase8j_mpr' #post shift, replaced nans\n", "short_name['Ticks_Phase_8_mperiod_noreplace'] = 'phase8tp_mpk'\n", "short_name['Ticks_Phase_8_mperiod_replaced'] = 'phase8t_mpr'\n", "short_name['Jits_Phase_5_mperiod_noreplace'] = 'phase5j_mpk'\n", "short_name['Jits_Phase_5_mperiod_replaced'] = 'phase5j_mpr'\n", "short_name['Ticks_Phase_5_mperiod_noreplace'] = 'phase5t_mpk'\n", "short_name['Ticks_Phase_5_mperiod_replaced'] = 'phase5t_mpr'\n", "\n", "\n", "\n", "short_name['Ticks_Phase_5_normal'] = 'phase5t_nrm'\n", "short_name['Ticks_Phase_8_normal'] = 'phase8t_nrm'\n", "short_name['Jits_Phase_5_normal'] = 'phase5j_nrm'\n", "short_name['Jits_Phase_8_normal'] = 'phase8j_nrm'\n", "\n", "short_name['Tick_Lin_500600'] = 'lint_500600'\n", "short_name['Tick_Lin_610690'] = 'lint_610690'\n", "short_name['Tick_Lin_700800'] = 'lint_700800'\n", "short_name['Jit_Lin_500600'] = 'linj_500600'\n", "short_name['Jit_Lin_610690'] = 'linj_610690'\n", "short_name['Jit_Lin_700800'] = 'linj_700800'" ] }, { "cell_type": "code", "execution_count": 223, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iso5t1_DPm, iso5t1_DPsd, iso5t1_DPct, iso5t1_dev_mean, iso5t1_dev_std, iso5t1_dev_count, iso5t1_ints_mean, iso5t1_ints_std, iso5t1_ints_count, iso8t1_DPm, iso8t1_DPsd, iso8t1_DPct, iso8t1_dev_mean, iso8t1_dev_std, iso8t1_dev_count, iso8t1_ints_mean, iso8t1_ints_std, iso8t1_ints_count, iso5t2_DPm, iso5t2_DPsd, iso5t2_DPct, iso5t2_dev_mean, iso5t2_dev_std, iso5t2_dev_count, iso5t2_ints_mean, iso5t2_ints_std, iso5t2_ints_count, iso8t2_DPm, iso8t2_DPsd, iso8t2_DPct, iso8t2_dev_mean, iso8t2_dev_std, iso8t2_dev_count, iso8t2_ints_mean, iso8t2_ints_std, iso8t2_ints_count, lin5t_DPm, lin5t_DPsd, lin5t_DPct, lin5t_dev_mean, lin5t_dev_std, lin5t_dev_count, lin5t_ints_mean, lin5t_ints_std, lin5t_ints_count, lin8t_DPm, lin8t_DPsd, lin8t_DPct, lin8t_dev_mean, lin8t_dev_std, lin8t_dev_count, lin8t_ints_mean, lin8t_ints_std, lin8t_ints_count, phase5t_DPm, phase5t_DPsd, phase5t_DPct, phase5t_dev_mean, phase5t_dev_std, phase5t_dev_count, phase5t_ints_mean, phase5t_ints_std, phase5t_ints_count, phase8t_DPm, phase8t_DPsd, phase8t_DPct, phase8t_dev_mean, phase8t_dev_std, phase8t_dev_count, phase8t_ints_mean, phase8t_ints_std, phase8t_ints_count, iso5j_DPm, iso5j_DPsd, iso5j_DPct, iso5j_dev_mean, iso5j_dev_std, iso5j_dev_count, iso5j_ints_mean, iso5j_ints_std, iso5j_ints_count, iso8j_DPm, iso8j_DPsd, iso8j_DPct, iso8j_dev_mean, iso8j_dev_std, iso8j_dev_count, iso8j_ints_mean, iso8j_ints_std, iso8j_ints_count, lin5j_DPm, lin5j_DPsd, lin5j_DPct, lin5j_dev_mean, lin5j_dev_std, lin5j_dev_count, lin5j_ints_mean, lin5j_ints_std, lin5j_ints_count, lin8j_DPm, lin8j_DPsd, lin8j_DPct, lin8j_dev_mean, lin8j_dev_std, lin8j_dev_count, lin8j_ints_mean, lin8j_ints_std, lin8j_ints_count, phase5j_DPm, phase5j_DPsd, phase5j_DPct, phase5j_dev_mean, phase5j_dev_std, phase5j_dev_count, phase5j_ints_mean, phase5j_ints_std, phase5j_ints_count, phase8j_DPm, phase8j_DPsd, phase8j_DPct, phase8j_dev_mean, phase8j_dev_std, phase8j_dev_count, phase8j_ints_mean, phase8j_ints_std, phase8j_ints_count, phase8j_mpk_DPm, phase8j_mpk_DPsd, phase8j_mpk_DPct, phase8j_mpk_dev_mean, phase8j_mpk_dev_std, phase8j_mpk_dev_count, phase8j_mpk_ints_mean, phase8j_mpk_ints_std, phase8j_mpk_ints_count, phase8j_mpr_DPm, phase8j_mpr_DPsd, phase8j_mpr_DPct, phase8j_mpr_dev_mean, phase8j_mpr_dev_std, phase8j_mpr_dev_count, phase8j_mpr_ints_mean, phase8j_mpr_ints_std, phase8j_mpr_ints_count, phase8tp_mpk_DPm, phase8tp_mpk_DPsd, phase8tp_mpk_DPct, phase8tp_mpk_dev_mean, phase8tp_mpk_dev_std, phase8tp_mpk_dev_count, phase8tp_mpk_ints_mean, phase8tp_mpk_ints_std, phase8tp_mpk_ints_count, phase8t_mpr_DPm, phase8t_mpr_DPsd, phase8t_mpr_DPct, phase8t_mpr_dev_mean, phase8t_mpr_dev_std, phase8t_mpr_dev_count, phase8t_mpr_ints_mean, phase8t_mpr_ints_std, phase8t_mpr_ints_count, phase5j_mpk_DPm, phase5j_mpk_DPsd, phase5j_mpk_DPct, phase5j_mpk_dev_mean, phase5j_mpk_dev_std, phase5j_mpk_dev_count, phase5j_mpk_ints_mean, phase5j_mpk_ints_std, phase5j_mpk_ints_count, phase5j_mpr_DPm, phase5j_mpr_DPsd, phase5j_mpr_DPct, phase5j_mpr_dev_mean, phase5j_mpr_dev_std, phase5j_mpr_dev_count, phase5j_mpr_ints_mean, phase5j_mpr_ints_std, phase5j_mpr_ints_count, phase5t_mpk_DPm, phase5t_mpk_DPsd, phase5t_mpk_DPct, phase5t_mpk_dev_mean, phase5t_mpk_dev_std, phase5t_mpk_dev_count, phase5t_mpk_ints_mean, phase5t_mpk_ints_std, phase5t_mpk_ints_count, phase5t_mpr_DPm, phase5t_mpr_DPsd, phase5t_mpr_DPct, phase5t_mpr_dev_mean, phase5t_mpr_dev_std, phase5t_mpr_dev_count, phase5t_mpr_ints_mean, phase5t_mpr_ints_std, phase5t_mpr_ints_count, phase8j_psk_DPm, phase8j_psk_DPsd, phase8j_psk_DPct, phase8j_psk_dev_mean, phase8j_psk_dev_std, phase8j_psk_dev_count, phase8j_psk_ints_mean, phase8j_psk_ints_std, phase8j_psk_ints_count, phase8j_psr_DPm, phase8j_psr_DPsd, phase8j_psr_DPct, phase8j_psr_dev_mean, phase8j_psr_dev_std, phase8j_psr_dev_count, phase8j_psr_ints_mean, phase8j_psr_ints_std, phase8j_psr_ints_count, phase8tp_psk_DPm, phase8tp_psk_DPsd, phase8tp_psk_DPct, phase8tp_psk_dev_mean, phase8tp_psk_dev_std, phase8tp_psk_dev_count, phase8tp_psk_ints_mean, phase8tp_psk_ints_std, phase8tp_psk_ints_count, phase8t_psr_DPm, phase8t_psr_DPsd, phase8t_psr_DPct, phase8t_psr_dev_mean, phase8t_psr_dev_std, phase8t_psr_dev_count, phase8t_psr_ints_mean, phase8t_psr_ints_std, phase8t_psr_ints_count, phase5j_psk_DPm, phase5j_psk_DPsd, phase5j_psk_DPct, phase5j_psk_dev_mean, phase5j_psk_dev_std, phase5j_psk_dev_count, phase5j_psk_ints_mean, phase5j_psk_ints_std, phase5j_psk_ints_count, phase5j_psr_DPm, phase5j_psr_DPsd, phase5j_psr_DPct, phase5j_psr_dev_mean, phase5j_psr_dev_std, phase5j_psr_dev_count, phase5j_psr_ints_mean, phase5j_psr_ints_std, phase5j_psr_ints_count, phase5t_psk_DPm, phase5t_psk_DPsd, phase5t_psk_DPct, phase5t_psk_dev_mean, phase5t_psk_dev_std, phase5t_psk_dev_count, phase5t_psk_ints_mean, phase5t_psk_ints_std, phase5t_psk_ints_count, phase5t_psr_DPm, phase5t_psr_DPsd, phase5t_psr_DPct, phase5t_psr_dev_mean, phase5t_psr_dev_std, phase5t_psr_dev_count, phase5t_psr_ints_mean, phase5t_psr_ints_std, phase5t_psr_ints_count, phase5t_nrm_DPm, phase5t_nrm_DPsd, phase5t_nrm_DPct, phase5t_nrm_dev_mean, phase5t_nrm_dev_std, phase5t_nrm_dev_count, phase5t_nrm_ints_mean, phase5t_nrm_ints_std, phase5t_nrm_ints_count, phase8t_nrm_DPm, phase8t_nrm_DPsd, phase8t_nrm_DPct, phase8t_nrm_dev_mean, phase8t_nrm_dev_std, phase8t_nrm_dev_count, phase8t_nrm_ints_mean, phase8t_nrm_ints_std, phase8t_nrm_ints_count, phase5j_nrm_DPm, phase5j_nrm_DPsd, phase5j_nrm_DPct, phase5j_nrm_dev_mean, phase5j_nrm_dev_std, phase5j_nrm_dev_count, phase5j_nrm_ints_mean, phase5j_nrm_ints_std, phase5j_nrm_ints_count, phase8j_nrm_DPm, phase8j_nrm_DPsd, phase8j_nrm_DPct, phase8j_nrm_dev_mean, phase8j_nrm_dev_std, phase8j_nrm_dev_count, phase8j_nrm_ints_mean, phase8j_nrm_ints_std, phase8j_nrm_ints_count, lint_610690_DPm, lint_610690_DPsd, lint_610690_DPct, lint_610690_dev_mean, lint_610690_dev_std, lint_610690_dev_count, lint_610690_ints_mean, lint_610690_ints_std, lint_610690_ints_count, linj_610690_DPm, linj_610690_DPsd, linj_610690_DPct, linj_610690_dev_mean, linj_610690_dev_std, linj_610690_dev_count, linj_610690_ints_mean, linj_610690_ints_std, linj_610690_ints_count, lint_700800_DPm, lint_700800_DPsd, lint_700800_DPct, lint_700800_dev_mean, lint_700800_dev_std, lint_700800_dev_count, lint_700800_ints_mean, lint_700800_ints_std, lint_700800_ints_count, lint_500600_DPm, lint_500600_DPsd, lint_500600_DPct, lint_500600_dev_mean, lint_500600_dev_std, lint_500600_dev_count, lint_500600_ints_mean, lint_500600_ints_std, lint_500600_ints_count, linj_700800_DPm, linj_700800_DPsd, linj_700800_DPct, linj_700800_dev_mean, linj_700800_dev_std, linj_700800_dev_count, linj_700800_ints_mean, linj_700800_ints_std, linj_700800_ints_count, linj_500600_DPm, linj_500600_DPsd, linj_500600_DPct, linj_500600_dev_mean, linj_500600_dev_std, linj_500600_dev_count, linj_500600_ints_mean, linj_500600_ints_std, linj_500600_ints_count, " ] } ], "source": [ "tasknames = task_frames.keys()\n", "\n", "\n", "# create a dataframe with an index for every PID that is represented\n", "# in at least one of the tasks' data\n", "\n", "pids_all_sms = set()\n", "for (t, df) in task_frames.items():\n", " pids = df.index.get_level_values('pid').unique()\n", " pids_not_excl = [p for p in pids if p not in excluded_all_tasks]\n", " pids_all_sms = pids_all_sms.union(pids_not_excl)\n", "\n", "dfo = pd.DataFrame(index = sorted(pids_all_sms))\n", "dfo.index.name = 'pid'\n", "\n", "\n", "# Iterate through all combinations of tasks, measures, statistics,\n", "# participants. (the valid PIDs are different between tasks, so\n", "# this selects the correct pids. But it might be more elegant to use an\n", "# all-possible-combinations function across all four lists, and handle \n", "# an exception when a PID isn't represented in a given task's data.)\n", "\n", "def stat_combo_gen(tasks, measures, statfuncs, statkwargs):\n", " \n", " kwargs_all = {k: {} for k in statfuncs} #default, no kwargs\n", " \n", " for k, v in statkwargs.items():\n", " kwargs_all[k] = v\n", " \n", " for task in tasks:\n", " for measure in measures:\n", " for statfunc in statfuncs:\n", " for p in task_pids[task]:\n", " yield (task, measure, statfunc, kwargs_all, p)\n", "\n", "\n", "filt_tasknames = taps_filtered.keys()\n", "\n", "#stat_combos = stat_combo_gen(tasks = tasknames, # ['T1_SMS_8'],\n", "stat_combos = stat_combo_gen(tasks = filt_tasknames, # ['T1_SMS_8'],\n", " measures = ['dev_perc', 'dev', 'ints'],\n", " statfuncs = ['mean', 'std', 'count'],\n", " statkwargs = {'std': {'ddof': 1}}\n", " )\n", "\n", "for (task, measure, statfunc, kwargs, p) in stat_combos:\n", " #print((task, measure, statfunc, p))\n", " \n", " ptaps = taps_filtered[task].xs(p, level='pid')\n", " mseries = ptaps[measure]\n", " statfunction = getattr(mseries, statfunc)\n", " result = statfunction(**kwargs[statfunc])\n", " \n", " output_varname = '_'.join([short_name[task], measure, statfunc])\n", " output_varname = output_varname.replace(\"dev_perc_mean\", \"DPm\")\n", " output_varname = output_varname.replace(\"dev_perc_std\", \"DPsd\")\n", " output_varname = output_varname.replace(\"dev_perc_count\", \"DPct\")\n", " \n", " if output_varname not in dfo:\n", " print(output_varname, end=\", \")\n", " dfo[output_varname] = np.nan \n", " dfo[output_varname].loc[p] = result\n", " \n", " \n", " " ] }, { "cell_type": "code", "execution_count": 224, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
pid015016017018019020021022024025...112113114115116117118119120121
iso5t1_DPm -3.202915 -2.840413 -2.290274 -3.022502 -0.588655 -10.975295 -3.609441 -1.953836 -5.568016 -5.484477... -10.934370 -0.918811 -1.107983 -0.594511 -0.838101 -7.211448 -3.449031 -0.357402 -5.634339 -4.897263
iso5t1_DPsd 8.582088 3.423481 3.607109 3.291210 2.583675 7.004012 4.608983 3.167766 3.170995 3.186261... 6.123362 2.799212 4.586392 4.075651 2.487950 5.184207 5.405130 2.827062 5.538719 4.245075
iso5t1_DPct 109.000000 116.000000 117.000000 116.000000 116.000000 117.000000 116.000000 114.000000 116.000000 110.000000... 114.000000 115.000000 113.000000 112.000000 113.000000 114.000000 114.000000 114.000000 98.000000 114.000000
iso5t1_dev_mean -16.010606 -14.202517 -11.450393 -15.112000 -2.943828 -54.878940 -18.047483 -9.768456 -27.838379 -27.423273... -54.671333 -4.593843 -5.538513 -2.973321 -4.189770 -36.057789 -17.244000 -1.786596 -28.172776 -24.488526
iso5t1_dev_std 42.896551 17.118586 18.032705 16.457877 12.918372 35.020673 23.046491 15.833194 15.852717 15.927936... 30.617894 13.995923 22.925903 20.374066 12.438061 25.919974 27.024790 14.135781 27.700888 21.226033
iso5t1_dev_count 109.000000 116.000000 117.000000 116.000000 116.000000 117.000000 116.000000 114.000000 116.000000 110.000000... 114.000000 115.000000 113.000000 112.000000 113.000000 114.000000 114.000000 114.000000 98.000000 114.000000
iso5t1_ints_mean 502.308731 499.983374 500.089812 499.661138 500.006000 499.371726 499.922966 500.060070 499.864241 500.063491... 500.144246 499.777649 499.598582 500.773345 499.961214 500.053333 500.755895 500.177404 501.673633 500.111434
iso5t1_ints_std 35.124004 19.831489 21.902181 20.380895 14.309757 24.981757 26.865811 19.949975 18.868627 15.898406... 27.714262 12.555693 28.246736 27.138166 16.746550 18.086702 19.358602 15.098443 21.476434 17.214456
iso5t1_ints_count 104.000000 115.000000 117.000000 116.000000 116.000000 117.000000 116.000000 114.000000 116.000000 110.000000... 114.000000 114.000000 110.000000 110.000000 112.000000 114.000000 114.000000 114.000000 98.000000 113.000000
iso8t1_DPm -3.198754 -2.827224 -13.311147 -0.553203 -2.327200 -3.092538 -1.458121 0.968610 -2.741571 0.354671... -5.737524 0.205687 -0.826352 -2.226755 -1.372491 -1.247007 1.162443 -0.060845 -9.056157 -3.304496
iso8t1_DPsd 7.944039 2.964738 9.624027 5.005393 2.431597 6.505625 4.433459 2.268350 4.452189 4.964179... 8.144077 2.344456 6.235354 3.659721 2.334648 5.438937 3.613148 2.767637 4.298762 5.691151
iso8t1_DPct 84.000000 104.000000 103.000000 106.000000 107.000000 101.000000 106.000000 104.000000 107.000000 103.000000... 98.000000 104.000000 104.000000 106.000000 106.000000 103.000000 106.000000 104.000000 102.000000 105.000000
iso8t1_dev_mean -25.590571 -22.616038-106.491573 -4.426755 -18.618243 -24.742257 -11.667094 7.748077 -21.934579 2.835883... -45.901959 1.644308 -6.616038 -17.817962 -10.979925 -9.973903 9.298755 -0.490923 -72.449020 -26.437486
iso8t1_dev_std 63.544930 23.714597 76.990767 40.042257 19.452715 52.040415 35.461231 18.145349 35.619188 39.708958... 65.151177 18.754777 49.879442 29.279861 18.677167 43.512120 28.906756 22.143410 34.388699 45.531691
iso8t1_dev_count 84.000000 104.000000 103.000000 106.000000 107.000000 101.000000 106.000000 104.000000 107.000000 103.000000... 98.000000 104.000000 104.000000 106.000000 106.000000 103.000000 106.000000 104.000000 102.000000 105.000000
iso8t1_ints_mean 806.249253 799.617663 801.918118 800.000264 800.274131 798.427515 800.581811 799.969538 800.026542 799.152549... 801.884884 800.040308 800.386824 799.707276 799.953547 800.741255 800.792264 800.469731 800.220745 800.108155
iso8t1_ints_std 49.683214 32.389188 36.390481 40.611161 20.218406 61.034256 39.983867 21.396505 41.784418 45.136511... 58.127908 21.335290 50.067403 38.509564 21.827709 38.341611 29.683219 20.671748 26.000545 41.996412
iso8t1_ints_count 83.000000 101.000000 102.000000 106.000000 107.000000 99.000000 106.000000 104.000000 107.000000 102.000000... 95.000000 104.000000 102.000000 105.000000 106.000000 102.000000 106.000000 104.000000 102.000000 103.000000
iso5t2_DPm -7.320309 -0.609046 -2.155283 -2.628721 -0.035660 -3.025222 -5.794925 -1.195840 -1.939757 0.793761... -10.848408 1.998485 -2.249983 -0.615855 -2.109468 -10.922451 -1.735612 1.315051 -11.177051 -7.462378
iso5t2_DPsd 8.438450 3.522687 3.871627 3.373599 2.612512 7.021192 5.208270 3.488723 3.281671 5.276439... 5.511892 2.801852 6.319350 4.716004 3.143240 4.653159 4.076174 3.167036 5.855743 4.506521
iso5t2_DPct 102.000000 115.000000 113.000000 116.000000 117.000000 112.000000 116.000000 117.000000 116.000000 98.000000... 114.000000 113.000000 109.000000 116.000000 117.000000 114.000000 114.000000 116.000000 114.000000 110.000000
iso5t2_dev_mean -36.598431 -3.044383 -10.779327 -13.145345 -0.181265 -15.130071 -28.975138 -5.979350 -9.698759 3.969143... -54.241544 9.990088 -11.252771 -3.081966 -10.550188 -54.611789 -8.680772 6.572207 -55.885614 -37.312109
iso5t2_dev_std 42.201264 17.610315 19.359850 16.867665 13.060263 35.105208 26.040483 17.438377 16.406360 26.378954... 27.552623 14.014877 31.599656 23.574756 15.720240 23.267520 20.386118 15.837025 29.279216 22.531627
iso5t2_dev_count 102.000000 115.000000 113.000000 116.000000 117.000000 112.000000 116.000000 117.000000 116.000000 98.000000... 114.000000 113.000000 109.000000 116.000000 117.000000 114.000000 114.000000 116.000000 114.000000 110.000000
iso5t2_ints_mean 497.762511 500.728283 499.561036 500.063862 500.227111 500.431927 499.685241 499.951966 499.913724 502.111625... 499.233789 500.881607 500.193231 499.434793 500.534427 499.803930 500.239579 499.958034 500.085965 499.497000
iso5t2_ints_std 33.280437 21.690589 28.073822 20.327823 15.633583 31.042419 25.163016 24.080754 21.041502 25.667839... 22.156106 12.782811 38.134461 23.337360 23.550592 17.140675 22.179854 17.412732 18.091992 22.827675
iso5t2_ints_count 94.000000 113.000000 112.000000 116.000000 117.000000 109.000000 116.000000 117.000000 116.000000 96.000000... 114.000000 112.000000 104.000000 116.000000 117.000000 114.000000 114.000000 116.000000 114.000000 108.000000
iso8t2_DPm -0.419035 -4.064043 -4.258572 -0.759809 -1.704668 -1.823981 -1.913083 0.890989 -2.384110 0.150065... -1.732022 -0.082369 -6.790021 -1.854593 -1.226942 -3.161301 0.728819 -1.877539 -4.290588 -5.760608
iso8t2_DPsd 10.221017 3.101403 5.063099 5.568829 3.404020 6.388830 4.368410 2.339890 4.170302 4.422124... 5.838884 2.772427 6.077328 3.511975 2.276168 4.564913 2.928230 3.214585 3.713862 5.989694
iso8t2_DPct 63.000000 105.000000 105.000000 107.000000 107.000000 102.000000 106.000000 106.000000 107.000000 101.000000... 96.000000 104.000000 102.000000 102.000000 105.000000 105.000000 104.000000 105.000000 106.000000 101.000000
..................................................................
lint_700800_ints_mean 707.267833 744.007313 745.237859 745.107542 743.529720 744.607458 744.768158 743.742920 744.671843 743.349118... 723.414209 741.961011 745.099621 739.514976 745.440768 750.220474 741.015232 742.645918 738.399804 728.258476
lint_700800_ints_std 82.818315 54.798394 52.689766 55.143067 55.159627 67.120715 54.335688 49.462457 56.974034 59.425360... 54.015745 48.338952 70.882980 56.621315 51.530964 57.018765 48.128471 47.497360 54.678046 52.953405
lint_700800_ints_count 48.000000 99.000000 99.000000 96.000000 100.000000 96.000000 101.000000 100.000000 102.000000 93.000000... 67.000000 95.000000 95.000000 82.000000 99.000000 76.000000 99.000000 98.000000 102.000000 84.000000
lint_500600_DPm -4.508464 -2.935850 -3.679656 -3.081273 -4.239167 -4.696701 -6.162629 -2.058697 -1.059976 -0.138641... -1.890201 1.884941 -6.121897 -3.185709 -2.553906 -8.668644 -0.270897 -2.702535 -3.943322 -6.960489
lint_500600_DPsd 13.727942 3.763389 7.094297 4.338958 3.428162 6.109977 7.413205 3.699728 4.834872 6.247794... 9.205697 3.589876 9.466895 3.924627 2.970704 5.239500 6.837897 5.603176 5.913442 4.700504
lint_500600_DPct 63.000000 102.000000 96.000000 102.000000 101.000000 101.000000 101.000000 101.000000 102.000000 98.000000... 96.000000 99.000000 97.000000 95.000000 101.000000 94.000000 96.000000 100.000000 98.000000 99.000000
lint_500600_dev_mean -27.902730 -16.399294 -21.205958 -17.334863 -23.248040 -26.180475 -35.337030 -11.428317 -5.656667 -1.489388... -12.282250 10.195960 -35.716371 -17.735705 -14.411683 -48.703617 -2.624208 -16.333320 -21.997673 -39.677980
lint_500600_dev_std 83.320041 20.923966 40.142477 24.338434 18.819031 34.302793 41.788892 20.884789 26.707172 33.959895... 52.459121 19.771509 53.866754 22.147641 17.221546 31.064133 37.023904 32.238741 32.237428 27.672641
lint_500600_dev_count 63.000000 102.000000 96.000000 102.000000 101.000000 101.000000 101.000000 101.000000 102.000000 98.000000... 96.000000 99.000000 97.000000 95.000000 101.000000 94.000000 96.000000 100.000000 98.000000 99.000000
lint_500600_ints_mean 589.466897 556.850667 559.668758 556.426157 556.957703 557.516554 557.297347 557.415050 555.666627 563.118694... 565.873895 563.661737 557.844652 558.886681 559.346800 562.442426 560.347750 558.371160 556.748122 559.526531
lint_500600_ints_std 99.278525 45.952089 51.940173 45.734692 41.687211 58.564666 44.114686 46.886870 48.359597 54.134013... 65.921180 47.043223 60.446082 48.785817 45.647486 50.764789 48.124082 45.020388 48.266569 46.900139
lint_500600_ints_count 58.000000 102.000000 95.000000 102.000000 101.000000 101.000000 101.000000 101.000000 102.000000 98.000000... 95.000000 99.000000 92.000000 91.000000 100.000000 94.000000 96.000000 100.000000 98.000000 98.000000
linj_700800_DPm -4.543913 -5.536776 -6.491154 NaN 3.699780 -9.080940 -5.285475 -1.128587 -6.143924 1.101778... -11.383132 -0.760195 -9.589756 -5.754093 -2.759417 -4.056123 -2.236343 -2.155906 -6.996401 -8.532782
linj_700800_DPsd 8.344733 5.658566 8.351930 NaN 4.806744 7.484739 7.572755 5.879357 6.601137 6.673417... 8.888837 5.307915 12.374330 5.832539 5.775269 5.086778 5.948107 5.018592 4.189604 10.555065
linj_700800_DPct 82.000000 102.000000 94.000000 NaN 55.000000 95.000000 101.000000 99.000000 100.000000 93.000000... 55.000000 98.000000 69.000000 101.000000 98.000000 99.000000 97.000000 97.000000 91.000000 98.000000
linj_700800_dev_mean -35.060195 -42.212392 -50.175064 NaN 27.178618 -67.877284 -41.259426 -9.124000 -46.663340 7.180817... -81.578618 -6.505041 -74.535884 -43.754970 -21.539571 -30.123838 -17.068227 -16.877381 -52.320901 -65.728122
linj_700800_dev_std 62.242545 43.082708 62.982782 NaN 34.647911 56.002782 56.409904 43.056576 50.023199 48.922786... 63.241005 39.205492 94.913012 44.286645 43.048863 37.060101 44.493454 37.388890 32.548486 80.381359
linj_700800_dev_count 82.000000 102.000000 94.000000 NaN 55.000000 95.000000 101.000000 99.000000 100.000000 93.000000... 55.000000 98.000000 69.000000 101.000000 98.000000 99.000000 97.000000 97.000000 91.000000 98.000000
linj_700800_ints_mean 736.345333 744.903255 745.610851 NaN 722.833745 746.594652 744.664000 746.651111 745.658240 740.928430... 721.253018 745.253567 739.948358 745.138297 745.435093 742.805616 740.081768 743.881361 743.331121 737.000898
linj_700800_ints_std 44.098428 56.340198 57.037814 NaN 39.627906 76.006378 53.222050 55.484002 63.494353 61.906997... 58.177540 52.599923 71.436837 58.200095 48.848304 58.916788 51.131245 50.041618 51.864642 51.738302
linj_700800_ints_count 81.000000 102.000000 94.000000 NaN 55.000000 92.000000 101.000000 99.000000 100.000000 93.000000... 55.000000 97.000000 67.000000 101.000000 97.000000 99.000000 95.000000 97.000000 91.000000 98.000000
linj_500600_DPm -9.168428 -4.356788 -6.390442 NaN -6.003091 -9.124480 -4.398286 -5.446709 -3.476588 -3.543392... -16.546086 -0.700534 -14.919772 -5.130468 -1.959767 -12.389941 -2.258212 -1.509382 -4.102402 -2.914103
linj_500600_DPsd 9.660953 6.813903 14.502102 NaN 9.550193 11.361092 10.270239 11.104630 8.447056 6.763741... 11.726403 7.186386 13.197983 8.916590 6.994755 8.385819 9.242493 10.248535 5.844371 8.385738
linj_500600_DPct 88.000000 102.000000 83.000000 NaN 80.000000 91.000000 83.000000 99.000000 99.000000 91.000000... 79.000000 99.000000 96.000000 100.000000 101.000000 98.000000 94.000000 101.000000 99.000000 98.000000
linj_500600_dev_mean -53.029568 -24.775451 -38.339446 NaN -42.624475 -52.709231 -26.508048 -32.033333 -20.173616 -20.190198... -96.469038 -5.094970 -85.952854 -29.802260 -12.301505 -68.682184 -14.450128 -9.628119 -23.822990 -18.087224
linj_500600_dev_std 54.936544 37.683056 81.355827 NaN 58.473561 64.806756 58.026878 63.987436 45.420654 36.986215... 72.700623 39.058540 76.778872 49.062198 39.111930 45.051978 51.936293 56.013779 32.027880 47.448913
linj_500600_dev_count 88.000000 102.000000 83.000000 NaN 80.000000 91.000000 83.000000 99.000000 99.000000 91.000000... 79.000000 99.000000 96.000000 100.000000 101.000000 98.000000 94.000000 101.000000 99.000000 98.000000
linj_500600_ints_mean 571.447325 556.815961 559.101037 NaN 628.861250 565.440133 564.736771 560.137778 556.286788 572.908923... 562.167899 558.697616 562.803326 556.283120 559.007604 560.142286 559.093234 562.570099 568.848889 560.828204
linj_500600_ints_std 61.388153 54.382222 42.027804 NaN 85.549107 63.945218 40.622070 65.184352 55.394485 51.324183... 68.640366 46.355399 74.581856 47.391112 54.433873 52.854432 54.006056 51.513329 49.383151 53.254857
linj_500600_ints_count 83.000000 102.000000 81.000000 NaN 80.000000 90.000000 83.000000 99.000000 99.000000 91.000000... 79.000000 99.000000 95.000000 100.000000 101.000000 98.000000 94.000000 101.000000 99.000000 98.000000
\n", "

360 rows × 97 columns

\n", "
" ], "text/plain": [ "pid 015 016 017 018 \\\n", "iso5t1_DPm -3.202915 -2.840413 -2.290274 -3.022502 \n", "iso5t1_DPsd 8.582088 3.423481 3.607109 3.291210 \n", "iso5t1_DPct 109.000000 116.000000 117.000000 116.000000 \n", "iso5t1_dev_mean -16.010606 -14.202517 -11.450393 -15.112000 \n", "iso5t1_dev_std 42.896551 17.118586 18.032705 16.457877 \n", "iso5t1_dev_count 109.000000 116.000000 117.000000 116.000000 \n", "iso5t1_ints_mean 502.308731 499.983374 500.089812 499.661138 \n", "iso5t1_ints_std 35.124004 19.831489 21.902181 20.380895 \n", "iso5t1_ints_count 104.000000 115.000000 117.000000 116.000000 \n", "iso8t1_DPm -3.198754 -2.827224 -13.311147 -0.553203 \n", "iso8t1_DPsd 7.944039 2.964738 9.624027 5.005393 \n", "iso8t1_DPct 84.000000 104.000000 103.000000 106.000000 \n", "iso8t1_dev_mean -25.590571 -22.616038 -106.491573 -4.426755 \n", "iso8t1_dev_std 63.544930 23.714597 76.990767 40.042257 \n", "iso8t1_dev_count 84.000000 104.000000 103.000000 106.000000 \n", "iso8t1_ints_mean 806.249253 799.617663 801.918118 800.000264 \n", "iso8t1_ints_std 49.683214 32.389188 36.390481 40.611161 \n", "iso8t1_ints_count 83.000000 101.000000 102.000000 106.000000 \n", "iso5t2_DPm -7.320309 -0.609046 -2.155283 -2.628721 \n", "iso5t2_DPsd 8.438450 3.522687 3.871627 3.373599 \n", "iso5t2_DPct 102.000000 115.000000 113.000000 116.000000 \n", "iso5t2_dev_mean -36.598431 -3.044383 -10.779327 -13.145345 \n", "iso5t2_dev_std 42.201264 17.610315 19.359850 16.867665 \n", "iso5t2_dev_count 102.000000 115.000000 113.000000 116.000000 \n", "iso5t2_ints_mean 497.762511 500.728283 499.561036 500.063862 \n", "iso5t2_ints_std 33.280437 21.690589 28.073822 20.327823 \n", "iso5t2_ints_count 94.000000 113.000000 112.000000 116.000000 \n", "iso8t2_DPm -0.419035 -4.064043 -4.258572 -0.759809 \n", "iso8t2_DPsd 10.221017 3.101403 5.063099 5.568829 \n", "iso8t2_DPct 63.000000 105.000000 105.000000 107.000000 \n", "... ... ... ... ... \n", "lint_700800_ints_mean 707.267833 744.007313 745.237859 745.107542 \n", "lint_700800_ints_std 82.818315 54.798394 52.689766 55.143067 \n", "lint_700800_ints_count 48.000000 99.000000 99.000000 96.000000 \n", "lint_500600_DPm -4.508464 -2.935850 -3.679656 -3.081273 \n", "lint_500600_DPsd 13.727942 3.763389 7.094297 4.338958 \n", "lint_500600_DPct 63.000000 102.000000 96.000000 102.000000 \n", "lint_500600_dev_mean -27.902730 -16.399294 -21.205958 -17.334863 \n", "lint_500600_dev_std 83.320041 20.923966 40.142477 24.338434 \n", "lint_500600_dev_count 63.000000 102.000000 96.000000 102.000000 \n", "lint_500600_ints_mean 589.466897 556.850667 559.668758 556.426157 \n", "lint_500600_ints_std 99.278525 45.952089 51.940173 45.734692 \n", "lint_500600_ints_count 58.000000 102.000000 95.000000 102.000000 \n", "linj_700800_DPm -4.543913 -5.536776 -6.491154 NaN \n", "linj_700800_DPsd 8.344733 5.658566 8.351930 NaN \n", "linj_700800_DPct 82.000000 102.000000 94.000000 NaN \n", "linj_700800_dev_mean -35.060195 -42.212392 -50.175064 NaN \n", "linj_700800_dev_std 62.242545 43.082708 62.982782 NaN \n", "linj_700800_dev_count 82.000000 102.000000 94.000000 NaN \n", "linj_700800_ints_mean 736.345333 744.903255 745.610851 NaN \n", "linj_700800_ints_std 44.098428 56.340198 57.037814 NaN \n", "linj_700800_ints_count 81.000000 102.000000 94.000000 NaN \n", "linj_500600_DPm -9.168428 -4.356788 -6.390442 NaN \n", "linj_500600_DPsd 9.660953 6.813903 14.502102 NaN \n", "linj_500600_DPct 88.000000 102.000000 83.000000 NaN \n", "linj_500600_dev_mean -53.029568 -24.775451 -38.339446 NaN \n", "linj_500600_dev_std 54.936544 37.683056 81.355827 NaN \n", "linj_500600_dev_count 88.000000 102.000000 83.000000 NaN \n", "linj_500600_ints_mean 571.447325 556.815961 559.101037 NaN \n", "linj_500600_ints_std 61.388153 54.382222 42.027804 NaN \n", "linj_500600_ints_count 83.000000 102.000000 81.000000 NaN \n", "\n", "pid 019 020 021 022 \\\n", "iso5t1_DPm -0.588655 -10.975295 -3.609441 -1.953836 \n", "iso5t1_DPsd 2.583675 7.004012 4.608983 3.167766 \n", "iso5t1_DPct 116.000000 117.000000 116.000000 114.000000 \n", "iso5t1_dev_mean -2.943828 -54.878940 -18.047483 -9.768456 \n", "iso5t1_dev_std 12.918372 35.020673 23.046491 15.833194 \n", "iso5t1_dev_count 116.000000 117.000000 116.000000 114.000000 \n", "iso5t1_ints_mean 500.006000 499.371726 499.922966 500.060070 \n", "iso5t1_ints_std 14.309757 24.981757 26.865811 19.949975 \n", "iso5t1_ints_count 116.000000 117.000000 116.000000 114.000000 \n", "iso8t1_DPm -2.327200 -3.092538 -1.458121 0.968610 \n", "iso8t1_DPsd 2.431597 6.505625 4.433459 2.268350 \n", "iso8t1_DPct 107.000000 101.000000 106.000000 104.000000 \n", "iso8t1_dev_mean -18.618243 -24.742257 -11.667094 7.748077 \n", "iso8t1_dev_std 19.452715 52.040415 35.461231 18.145349 \n", "iso8t1_dev_count 107.000000 101.000000 106.000000 104.000000 \n", "iso8t1_ints_mean 800.274131 798.427515 800.581811 799.969538 \n", "iso8t1_ints_std 20.218406 61.034256 39.983867 21.396505 \n", "iso8t1_ints_count 107.000000 99.000000 106.000000 104.000000 \n", "iso5t2_DPm -0.035660 -3.025222 -5.794925 -1.195840 \n", "iso5t2_DPsd 2.612512 7.021192 5.208270 3.488723 \n", "iso5t2_DPct 117.000000 112.000000 116.000000 117.000000 \n", "iso5t2_dev_mean -0.181265 -15.130071 -28.975138 -5.979350 \n", "iso5t2_dev_std 13.060263 35.105208 26.040483 17.438377 \n", "iso5t2_dev_count 117.000000 112.000000 116.000000 117.000000 \n", "iso5t2_ints_mean 500.227111 500.431927 499.685241 499.951966 \n", "iso5t2_ints_std 15.633583 31.042419 25.163016 24.080754 \n", "iso5t2_ints_count 117.000000 109.000000 116.000000 117.000000 \n", "iso8t2_DPm -1.704668 -1.823981 -1.913083 0.890989 \n", "iso8t2_DPsd 3.404020 6.388830 4.368410 2.339890 \n", "iso8t2_DPct 107.000000 102.000000 106.000000 106.000000 \n", "... ... ... ... ... \n", "lint_700800_ints_mean 743.529720 744.607458 744.768158 743.742920 \n", "lint_700800_ints_std 55.159627 67.120715 54.335688 49.462457 \n", "lint_700800_ints_count 100.000000 96.000000 101.000000 100.000000 \n", "lint_500600_DPm -4.239167 -4.696701 -6.162629 -2.058697 \n", "lint_500600_DPsd 3.428162 6.109977 7.413205 3.699728 \n", "lint_500600_DPct 101.000000 101.000000 101.000000 101.000000 \n", "lint_500600_dev_mean -23.248040 -26.180475 -35.337030 -11.428317 \n", "lint_500600_dev_std 18.819031 34.302793 41.788892 20.884789 \n", "lint_500600_dev_count 101.000000 101.000000 101.000000 101.000000 \n", "lint_500600_ints_mean 556.957703 557.516554 557.297347 557.415050 \n", "lint_500600_ints_std 41.687211 58.564666 44.114686 46.886870 \n", "lint_500600_ints_count 101.000000 101.000000 101.000000 101.000000 \n", "linj_700800_DPm 3.699780 -9.080940 -5.285475 -1.128587 \n", "linj_700800_DPsd 4.806744 7.484739 7.572755 5.879357 \n", "linj_700800_DPct 55.000000 95.000000 101.000000 99.000000 \n", "linj_700800_dev_mean 27.178618 -67.877284 -41.259426 -9.124000 \n", "linj_700800_dev_std 34.647911 56.002782 56.409904 43.056576 \n", "linj_700800_dev_count 55.000000 95.000000 101.000000 99.000000 \n", "linj_700800_ints_mean 722.833745 746.594652 744.664000 746.651111 \n", "linj_700800_ints_std 39.627906 76.006378 53.222050 55.484002 \n", "linj_700800_ints_count 55.000000 92.000000 101.000000 99.000000 \n", "linj_500600_DPm -6.003091 -9.124480 -4.398286 -5.446709 \n", "linj_500600_DPsd 9.550193 11.361092 10.270239 11.104630 \n", "linj_500600_DPct 80.000000 91.000000 83.000000 99.000000 \n", "linj_500600_dev_mean -42.624475 -52.709231 -26.508048 -32.033333 \n", "linj_500600_dev_std 58.473561 64.806756 58.026878 63.987436 \n", "linj_500600_dev_count 80.000000 91.000000 83.000000 99.000000 \n", "linj_500600_ints_mean 628.861250 565.440133 564.736771 560.137778 \n", "linj_500600_ints_std 85.549107 63.945218 40.622070 65.184352 \n", "linj_500600_ints_count 80.000000 90.000000 83.000000 99.000000 \n", "\n", "pid 024 025 ... 112 \\\n", "iso5t1_DPm -5.568016 -5.484477 ... -10.934370 \n", "iso5t1_DPsd 3.170995 3.186261 ... 6.123362 \n", "iso5t1_DPct 116.000000 110.000000 ... 114.000000 \n", "iso5t1_dev_mean -27.838379 -27.423273 ... -54.671333 \n", "iso5t1_dev_std 15.852717 15.927936 ... 30.617894 \n", "iso5t1_dev_count 116.000000 110.000000 ... 114.000000 \n", "iso5t1_ints_mean 499.864241 500.063491 ... 500.144246 \n", "iso5t1_ints_std 18.868627 15.898406 ... 27.714262 \n", "iso5t1_ints_count 116.000000 110.000000 ... 114.000000 \n", "iso8t1_DPm -2.741571 0.354671 ... -5.737524 \n", "iso8t1_DPsd 4.452189 4.964179 ... 8.144077 \n", "iso8t1_DPct 107.000000 103.000000 ... 98.000000 \n", "iso8t1_dev_mean -21.934579 2.835883 ... -45.901959 \n", "iso8t1_dev_std 35.619188 39.708958 ... 65.151177 \n", "iso8t1_dev_count 107.000000 103.000000 ... 98.000000 \n", "iso8t1_ints_mean 800.026542 799.152549 ... 801.884884 \n", "iso8t1_ints_std 41.784418 45.136511 ... 58.127908 \n", "iso8t1_ints_count 107.000000 102.000000 ... 95.000000 \n", "iso5t2_DPm -1.939757 0.793761 ... -10.848408 \n", "iso5t2_DPsd 3.281671 5.276439 ... 5.511892 \n", "iso5t2_DPct 116.000000 98.000000 ... 114.000000 \n", "iso5t2_dev_mean -9.698759 3.969143 ... -54.241544 \n", "iso5t2_dev_std 16.406360 26.378954 ... 27.552623 \n", "iso5t2_dev_count 116.000000 98.000000 ... 114.000000 \n", "iso5t2_ints_mean 499.913724 502.111625 ... 499.233789 \n", "iso5t2_ints_std 21.041502 25.667839 ... 22.156106 \n", "iso5t2_ints_count 116.000000 96.000000 ... 114.000000 \n", "iso8t2_DPm -2.384110 0.150065 ... -1.732022 \n", "iso8t2_DPsd 4.170302 4.422124 ... 5.838884 \n", "iso8t2_DPct 107.000000 101.000000 ... 96.000000 \n", "... ... ... ... ... \n", "lint_700800_ints_mean 744.671843 743.349118 ... 723.414209 \n", "lint_700800_ints_std 56.974034 59.425360 ... 54.015745 \n", "lint_700800_ints_count 102.000000 93.000000 ... 67.000000 \n", "lint_500600_DPm -1.059976 -0.138641 ... -1.890201 \n", "lint_500600_DPsd 4.834872 6.247794 ... 9.205697 \n", "lint_500600_DPct 102.000000 98.000000 ... 96.000000 \n", "lint_500600_dev_mean -5.656667 -1.489388 ... -12.282250 \n", "lint_500600_dev_std 26.707172 33.959895 ... 52.459121 \n", "lint_500600_dev_count 102.000000 98.000000 ... 96.000000 \n", "lint_500600_ints_mean 555.666627 563.118694 ... 565.873895 \n", "lint_500600_ints_std 48.359597 54.134013 ... 65.921180 \n", "lint_500600_ints_count 102.000000 98.000000 ... 95.000000 \n", "linj_700800_DPm -6.143924 1.101778 ... -11.383132 \n", "linj_700800_DPsd 6.601137 6.673417 ... 8.888837 \n", "linj_700800_DPct 100.000000 93.000000 ... 55.000000 \n", "linj_700800_dev_mean -46.663340 7.180817 ... -81.578618 \n", "linj_700800_dev_std 50.023199 48.922786 ... 63.241005 \n", "linj_700800_dev_count 100.000000 93.000000 ... 55.000000 \n", "linj_700800_ints_mean 745.658240 740.928430 ... 721.253018 \n", "linj_700800_ints_std 63.494353 61.906997 ... 58.177540 \n", "linj_700800_ints_count 100.000000 93.000000 ... 55.000000 \n", "linj_500600_DPm -3.476588 -3.543392 ... -16.546086 \n", "linj_500600_DPsd 8.447056 6.763741 ... 11.726403 \n", "linj_500600_DPct 99.000000 91.000000 ... 79.000000 \n", "linj_500600_dev_mean -20.173616 -20.190198 ... -96.469038 \n", "linj_500600_dev_std 45.420654 36.986215 ... 72.700623 \n", "linj_500600_dev_count 99.000000 91.000000 ... 79.000000 \n", "linj_500600_ints_mean 556.286788 572.908923 ... 562.167899 \n", "linj_500600_ints_std 55.394485 51.324183 ... 68.640366 \n", "linj_500600_ints_count 99.000000 91.000000 ... 79.000000 \n", "\n", "pid 113 114 115 116 \\\n", "iso5t1_DPm -0.918811 -1.107983 -0.594511 -0.838101 \n", "iso5t1_DPsd 2.799212 4.586392 4.075651 2.487950 \n", "iso5t1_DPct 115.000000 113.000000 112.000000 113.000000 \n", "iso5t1_dev_mean -4.593843 -5.538513 -2.973321 -4.189770 \n", "iso5t1_dev_std 13.995923 22.925903 20.374066 12.438061 \n", "iso5t1_dev_count 115.000000 113.000000 112.000000 113.000000 \n", "iso5t1_ints_mean 499.777649 499.598582 500.773345 499.961214 \n", "iso5t1_ints_std 12.555693 28.246736 27.138166 16.746550 \n", "iso5t1_ints_count 114.000000 110.000000 110.000000 112.000000 \n", "iso8t1_DPm 0.205687 -0.826352 -2.226755 -1.372491 \n", "iso8t1_DPsd 2.344456 6.235354 3.659721 2.334648 \n", "iso8t1_DPct 104.000000 104.000000 106.000000 106.000000 \n", "iso8t1_dev_mean 1.644308 -6.616038 -17.817962 -10.979925 \n", "iso8t1_dev_std 18.754777 49.879442 29.279861 18.677167 \n", "iso8t1_dev_count 104.000000 104.000000 106.000000 106.000000 \n", "iso8t1_ints_mean 800.040308 800.386824 799.707276 799.953547 \n", "iso8t1_ints_std 21.335290 50.067403 38.509564 21.827709 \n", "iso8t1_ints_count 104.000000 102.000000 105.000000 106.000000 \n", "iso5t2_DPm 1.998485 -2.249983 -0.615855 -2.109468 \n", "iso5t2_DPsd 2.801852 6.319350 4.716004 3.143240 \n", "iso5t2_DPct 113.000000 109.000000 116.000000 117.000000 \n", "iso5t2_dev_mean 9.990088 -11.252771 -3.081966 -10.550188 \n", "iso5t2_dev_std 14.014877 31.599656 23.574756 15.720240 \n", "iso5t2_dev_count 113.000000 109.000000 116.000000 117.000000 \n", "iso5t2_ints_mean 500.881607 500.193231 499.434793 500.534427 \n", "iso5t2_ints_std 12.782811 38.134461 23.337360 23.550592 \n", "iso5t2_ints_count 112.000000 104.000000 116.000000 117.000000 \n", "iso8t2_DPm -0.082369 -6.790021 -1.854593 -1.226942 \n", "iso8t2_DPsd 2.772427 6.077328 3.511975 2.276168 \n", "iso8t2_DPct 104.000000 102.000000 102.000000 105.000000 \n", "... ... ... ... ... \n", "lint_700800_ints_mean 741.961011 745.099621 739.514976 745.440768 \n", "lint_700800_ints_std 48.338952 70.882980 56.621315 51.530964 \n", "lint_700800_ints_count 95.000000 95.000000 82.000000 99.000000 \n", "lint_500600_DPm 1.884941 -6.121897 -3.185709 -2.553906 \n", "lint_500600_DPsd 3.589876 9.466895 3.924627 2.970704 \n", "lint_500600_DPct 99.000000 97.000000 95.000000 101.000000 \n", "lint_500600_dev_mean 10.195960 -35.716371 -17.735705 -14.411683 \n", "lint_500600_dev_std 19.771509 53.866754 22.147641 17.221546 \n", "lint_500600_dev_count 99.000000 97.000000 95.000000 101.000000 \n", "lint_500600_ints_mean 563.661737 557.844652 558.886681 559.346800 \n", "lint_500600_ints_std 47.043223 60.446082 48.785817 45.647486 \n", "lint_500600_ints_count 99.000000 92.000000 91.000000 100.000000 \n", "linj_700800_DPm -0.760195 -9.589756 -5.754093 -2.759417 \n", "linj_700800_DPsd 5.307915 12.374330 5.832539 5.775269 \n", "linj_700800_DPct 98.000000 69.000000 101.000000 98.000000 \n", "linj_700800_dev_mean -6.505041 -74.535884 -43.754970 -21.539571 \n", "linj_700800_dev_std 39.205492 94.913012 44.286645 43.048863 \n", "linj_700800_dev_count 98.000000 69.000000 101.000000 98.000000 \n", "linj_700800_ints_mean 745.253567 739.948358 745.138297 745.435093 \n", "linj_700800_ints_std 52.599923 71.436837 58.200095 48.848304 \n", "linj_700800_ints_count 97.000000 67.000000 101.000000 97.000000 \n", "linj_500600_DPm -0.700534 -14.919772 -5.130468 -1.959767 \n", "linj_500600_DPsd 7.186386 13.197983 8.916590 6.994755 \n", "linj_500600_DPct 99.000000 96.000000 100.000000 101.000000 \n", "linj_500600_dev_mean -5.094970 -85.952854 -29.802260 -12.301505 \n", "linj_500600_dev_std 39.058540 76.778872 49.062198 39.111930 \n", "linj_500600_dev_count 99.000000 96.000000 100.000000 101.000000 \n", "linj_500600_ints_mean 558.697616 562.803326 556.283120 559.007604 \n", "linj_500600_ints_std 46.355399 74.581856 47.391112 54.433873 \n", "linj_500600_ints_count 99.000000 95.000000 100.000000 101.000000 \n", "\n", "pid 117 118 119 120 \\\n", "iso5t1_DPm -7.211448 -3.449031 -0.357402 -5.634339 \n", "iso5t1_DPsd 5.184207 5.405130 2.827062 5.538719 \n", "iso5t1_DPct 114.000000 114.000000 114.000000 98.000000 \n", "iso5t1_dev_mean -36.057789 -17.244000 -1.786596 -28.172776 \n", "iso5t1_dev_std 25.919974 27.024790 14.135781 27.700888 \n", "iso5t1_dev_count 114.000000 114.000000 114.000000 98.000000 \n", "iso5t1_ints_mean 500.053333 500.755895 500.177404 501.673633 \n", "iso5t1_ints_std 18.086702 19.358602 15.098443 21.476434 \n", "iso5t1_ints_count 114.000000 114.000000 114.000000 98.000000 \n", "iso8t1_DPm -1.247007 1.162443 -0.060845 -9.056157 \n", "iso8t1_DPsd 5.438937 3.613148 2.767637 4.298762 \n", "iso8t1_DPct 103.000000 106.000000 104.000000 102.000000 \n", "iso8t1_dev_mean -9.973903 9.298755 -0.490923 -72.449020 \n", "iso8t1_dev_std 43.512120 28.906756 22.143410 34.388699 \n", "iso8t1_dev_count 103.000000 106.000000 104.000000 102.000000 \n", "iso8t1_ints_mean 800.741255 800.792264 800.469731 800.220745 \n", "iso8t1_ints_std 38.341611 29.683219 20.671748 26.000545 \n", "iso8t1_ints_count 102.000000 106.000000 104.000000 102.000000 \n", "iso5t2_DPm -10.922451 -1.735612 1.315051 -11.177051 \n", "iso5t2_DPsd 4.653159 4.076174 3.167036 5.855743 \n", "iso5t2_DPct 114.000000 114.000000 116.000000 114.000000 \n", "iso5t2_dev_mean -54.611789 -8.680772 6.572207 -55.885614 \n", "iso5t2_dev_std 23.267520 20.386118 15.837025 29.279216 \n", "iso5t2_dev_count 114.000000 114.000000 116.000000 114.000000 \n", "iso5t2_ints_mean 499.803930 500.239579 499.958034 500.085965 \n", "iso5t2_ints_std 17.140675 22.179854 17.412732 18.091992 \n", "iso5t2_ints_count 114.000000 114.000000 116.000000 114.000000 \n", "iso8t2_DPm -3.161301 0.728819 -1.877539 -4.290588 \n", "iso8t2_DPsd 4.564913 2.928230 3.214585 3.713862 \n", "iso8t2_DPct 105.000000 104.000000 105.000000 106.000000 \n", "... ... ... ... ... \n", "lint_700800_ints_mean 750.220474 741.015232 742.645918 738.399804 \n", "lint_700800_ints_std 57.018765 48.128471 47.497360 54.678046 \n", "lint_700800_ints_count 76.000000 99.000000 98.000000 102.000000 \n", "lint_500600_DPm -8.668644 -0.270897 -2.702535 -3.943322 \n", "lint_500600_DPsd 5.239500 6.837897 5.603176 5.913442 \n", "lint_500600_DPct 94.000000 96.000000 100.000000 98.000000 \n", "lint_500600_dev_mean -48.703617 -2.624208 -16.333320 -21.997673 \n", "lint_500600_dev_std 31.064133 37.023904 32.238741 32.237428 \n", "lint_500600_dev_count 94.000000 96.000000 100.000000 98.000000 \n", "lint_500600_ints_mean 562.442426 560.347750 558.371160 556.748122 \n", "lint_500600_ints_std 50.764789 48.124082 45.020388 48.266569 \n", "lint_500600_ints_count 94.000000 96.000000 100.000000 98.000000 \n", "linj_700800_DPm -4.056123 -2.236343 -2.155906 -6.996401 \n", "linj_700800_DPsd 5.086778 5.948107 5.018592 4.189604 \n", "linj_700800_DPct 99.000000 97.000000 97.000000 91.000000 \n", "linj_700800_dev_mean -30.123838 -17.068227 -16.877381 -52.320901 \n", "linj_700800_dev_std 37.060101 44.493454 37.388890 32.548486 \n", "linj_700800_dev_count 99.000000 97.000000 97.000000 91.000000 \n", "linj_700800_ints_mean 742.805616 740.081768 743.881361 743.331121 \n", "linj_700800_ints_std 58.916788 51.131245 50.041618 51.864642 \n", "linj_700800_ints_count 99.000000 95.000000 97.000000 91.000000 \n", "linj_500600_DPm -12.389941 -2.258212 -1.509382 -4.102402 \n", "linj_500600_DPsd 8.385819 9.242493 10.248535 5.844371 \n", "linj_500600_DPct 98.000000 94.000000 101.000000 99.000000 \n", "linj_500600_dev_mean -68.682184 -14.450128 -9.628119 -23.822990 \n", "linj_500600_dev_std 45.051978 51.936293 56.013779 32.027880 \n", "linj_500600_dev_count 98.000000 94.000000 101.000000 99.000000 \n", "linj_500600_ints_mean 560.142286 559.093234 562.570099 568.848889 \n", "linj_500600_ints_std 52.854432 54.006056 51.513329 49.383151 \n", "linj_500600_ints_count 98.000000 94.000000 101.000000 99.000000 \n", "\n", "pid 121 \n", "iso5t1_DPm -4.897263 \n", "iso5t1_DPsd 4.245075 \n", "iso5t1_DPct 114.000000 \n", "iso5t1_dev_mean -24.488526 \n", "iso5t1_dev_std 21.226033 \n", "iso5t1_dev_count 114.000000 \n", "iso5t1_ints_mean 500.111434 \n", "iso5t1_ints_std 17.214456 \n", "iso5t1_ints_count 113.000000 \n", "iso8t1_DPm -3.304496 \n", "iso8t1_DPsd 5.691151 \n", "iso8t1_DPct 105.000000 \n", "iso8t1_dev_mean -26.437486 \n", "iso8t1_dev_std 45.531691 \n", "iso8t1_dev_count 105.000000 \n", "iso8t1_ints_mean 800.108155 \n", "iso8t1_ints_std 41.996412 \n", "iso8t1_ints_count 103.000000 \n", "iso5t2_DPm -7.462378 \n", "iso5t2_DPsd 4.506521 \n", "iso5t2_DPct 110.000000 \n", "iso5t2_dev_mean -37.312109 \n", "iso5t2_dev_std 22.531627 \n", "iso5t2_dev_count 110.000000 \n", "iso5t2_ints_mean 499.497000 \n", "iso5t2_ints_std 22.827675 \n", "iso5t2_ints_count 108.000000 \n", "iso8t2_DPm -5.760608 \n", "iso8t2_DPsd 5.989694 \n", "iso8t2_DPct 101.000000 \n", "... ... \n", "lint_700800_ints_mean 728.258476 \n", "lint_700800_ints_std 52.953405 \n", "lint_700800_ints_count 84.000000 \n", "lint_500600_DPm -6.960489 \n", "lint_500600_DPsd 4.700504 \n", "lint_500600_DPct 99.000000 \n", "lint_500600_dev_mean -39.677980 \n", "lint_500600_dev_std 27.672641 \n", "lint_500600_dev_count 99.000000 \n", "lint_500600_ints_mean 559.526531 \n", "lint_500600_ints_std 46.900139 \n", "lint_500600_ints_count 98.000000 \n", "linj_700800_DPm -8.532782 \n", "linj_700800_DPsd 10.555065 \n", "linj_700800_DPct 98.000000 \n", "linj_700800_dev_mean -65.728122 \n", "linj_700800_dev_std 80.381359 \n", "linj_700800_dev_count 98.000000 \n", "linj_700800_ints_mean 737.000898 \n", "linj_700800_ints_std 51.738302 \n", "linj_700800_ints_count 98.000000 \n", "linj_500600_DPm -2.914103 \n", "linj_500600_DPsd 8.385738 \n", "linj_500600_DPct 98.000000 \n", "linj_500600_dev_mean -18.087224 \n", "linj_500600_dev_std 47.448913 \n", "linj_500600_dev_count 98.000000 \n", "linj_500600_ints_mean 560.828204 \n", "linj_500600_ints_std 53.254857 \n", "linj_500600_ints_count 98.000000 \n", "\n", "[360 rows x 97 columns]" ] }, "execution_count": 224, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfo.T\n", "\n", "\n", "# We need a good way of dealing with missed beats in the post-shift periods.\n", "\n", "# We want missed beats to \"count against\" the participant there.\n", "# So: we'll use an outlier criterion for truncating (not removing) here, and \n", "# but we'll apply it identically across participants (rather than relative to \n", "# individual participants' overall variability). When a tap is missed, we\n", "# apply the maximum (truncation) value, so that a missed tap is as bad as the\n", "# worst inaccuracy that's kept on record for participants." ] }, { "cell_type": "code", "execution_count": 225, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
pid015016017018019020021022
iso5t1_DPm -3.202915 -2.840413 -2.290274 -3.022502 -0.588655 -10.975295 -3.609441 -1.953836
iso5t1_DPsd 8.582088 3.423481 3.607109 3.291210 2.583675 7.004012 4.608983 3.167766
iso5t1_DPct 109.000000 116.000000 117.000000 116.000000 116.000000 117.000000 116.000000 114.000000
iso5t1_dev_mean -16.010606 -14.202517 -11.450393 -15.112000 -2.943828 -54.878940 -18.047483 -9.768456
iso5t1_dev_std 42.896551 17.118586 18.032705 16.457877 12.918372 35.020673 23.046491 15.833194
iso5t1_dev_count 109.000000 116.000000 117.000000 116.000000 116.000000 117.000000 116.000000 114.000000
iso5t1_ints_mean 502.308731 499.983374 500.089812 499.661138 500.006000 499.371726 499.922966 500.060070
iso5t1_ints_std 35.124004 19.831489 21.902181 20.380895 14.309757 24.981757 26.865811 19.949975
iso5t1_ints_count 104.000000 115.000000 117.000000 116.000000 116.000000 117.000000 116.000000 114.000000
iso8t1_DPm -3.198754 -2.827224 -13.311147 -0.553203 -2.327200 -3.092538 -1.458121 0.968610
iso8t1_DPsd 7.944039 2.964738 9.624027 5.005393 2.431597 6.505625 4.433459 2.268350
iso8t1_DPct 84.000000 104.000000 103.000000 106.000000 107.000000 101.000000 106.000000 104.000000
iso8t1_dev_mean -25.590571 -22.616038-106.491573 -4.426755 -18.618243 -24.742257 -11.667094 7.748077
iso8t1_dev_std 63.544930 23.714597 76.990767 40.042257 19.452715 52.040415 35.461231 18.145349
iso8t1_dev_count 84.000000 104.000000 103.000000 106.000000 107.000000 101.000000 106.000000 104.000000
iso8t1_ints_mean 806.249253 799.617663 801.918118 800.000264 800.274131 798.427515 800.581811 799.969538
iso8t1_ints_std 49.683214 32.389188 36.390481 40.611161 20.218406 61.034256 39.983867 21.396505
iso8t1_ints_count 83.000000 101.000000 102.000000 106.000000 107.000000 99.000000 106.000000 104.000000
iso5t2_DPm -7.320309 -0.609046 -2.155283 -2.628721 -0.035660 -3.025222 -5.794925 -1.195840
iso5t2_DPsd 8.438450 3.522687 3.871627 3.373599 2.612512 7.021192 5.208270 3.488723
iso5t2_DPct 102.000000 115.000000 113.000000 116.000000 117.000000 112.000000 116.000000 117.000000
iso5t2_dev_mean -36.598431 -3.044383 -10.779327 -13.145345 -0.181265 -15.130071 -28.975138 -5.979350
iso5t2_dev_std 42.201264 17.610315 19.359850 16.867665 13.060263 35.105208 26.040483 17.438377
iso5t2_dev_count 102.000000 115.000000 113.000000 116.000000 117.000000 112.000000 116.000000 117.000000
iso5t2_ints_mean 497.762511 500.728283 499.561036 500.063862 500.227111 500.431927 499.685241 499.951966
iso5t2_ints_std 33.280437 21.690589 28.073822 20.327823 15.633583 31.042419 25.163016 24.080754
iso5t2_ints_count 94.000000 113.000000 112.000000 116.000000 117.000000 109.000000 116.000000 117.000000
iso8t2_DPm -0.419035 -4.064043 -4.258572 -0.759809 -1.704668 -1.823981 -1.913083 0.890989
iso8t2_DPsd 10.221017 3.101403 5.063099 5.568829 3.404020 6.388830 4.368410 2.339890
iso8t2_DPct 63.000000 105.000000 105.000000 107.000000 107.000000 102.000000 106.000000 106.000000
...........................
lint_700800_ints_mean 707.267833 744.007313 745.237859 745.107542 743.529720 744.607458 744.768158 743.742920
lint_700800_ints_std 82.818315 54.798394 52.689766 55.143067 55.159627 67.120715 54.335688 49.462457
lint_700800_ints_count 48.000000 99.000000 99.000000 96.000000 100.000000 96.000000 101.000000 100.000000
lint_500600_DPm -4.508464 -2.935850 -3.679656 -3.081273 -4.239167 -4.696701 -6.162629 -2.058697
lint_500600_DPsd 13.727942 3.763389 7.094297 4.338958 3.428162 6.109977 7.413205 3.699728
lint_500600_DPct 63.000000 102.000000 96.000000 102.000000 101.000000 101.000000 101.000000 101.000000
lint_500600_dev_mean -27.902730 -16.399294 -21.205958 -17.334863 -23.248040 -26.180475 -35.337030 -11.428317
lint_500600_dev_std 83.320041 20.923966 40.142477 24.338434 18.819031 34.302793 41.788892 20.884789
lint_500600_dev_count 63.000000 102.000000 96.000000 102.000000 101.000000 101.000000 101.000000 101.000000
lint_500600_ints_mean 589.466897 556.850667 559.668758 556.426157 556.957703 557.516554 557.297347 557.415050
lint_500600_ints_std 99.278525 45.952089 51.940173 45.734692 41.687211 58.564666 44.114686 46.886870
lint_500600_ints_count 58.000000 102.000000 95.000000 102.000000 101.000000 101.000000 101.000000 101.000000
linj_700800_DPm -4.543913 -5.536776 -6.491154 NaN 3.699780 -9.080940 -5.285475 -1.128587
linj_700800_DPsd 8.344733 5.658566 8.351930 NaN 4.806744 7.484739 7.572755 5.879357
linj_700800_DPct 82.000000 102.000000 94.000000 NaN 55.000000 95.000000 101.000000 99.000000
linj_700800_dev_mean -35.060195 -42.212392 -50.175064 NaN 27.178618 -67.877284 -41.259426 -9.124000
linj_700800_dev_std 62.242545 43.082708 62.982782 NaN 34.647911 56.002782 56.409904 43.056576
linj_700800_dev_count 82.000000 102.000000 94.000000 NaN 55.000000 95.000000 101.000000 99.000000
linj_700800_ints_mean 736.345333 744.903255 745.610851 NaN 722.833745 746.594652 744.664000 746.651111
linj_700800_ints_std 44.098428 56.340198 57.037814 NaN 39.627906 76.006378 53.222050 55.484002
linj_700800_ints_count 81.000000 102.000000 94.000000 NaN 55.000000 92.000000 101.000000 99.000000
linj_500600_DPm -9.168428 -4.356788 -6.390442 NaN -6.003091 -9.124480 -4.398286 -5.446709
linj_500600_DPsd 9.660953 6.813903 14.502102 NaN 9.550193 11.361092 10.270239 11.104630
linj_500600_DPct 88.000000 102.000000 83.000000 NaN 80.000000 91.000000 83.000000 99.000000
linj_500600_dev_mean -53.029568 -24.775451 -38.339446 NaN -42.624475 -52.709231 -26.508048 -32.033333
linj_500600_dev_std 54.936544 37.683056 81.355827 NaN 58.473561 64.806756 58.026878 63.987436
linj_500600_dev_count 88.000000 102.000000 83.000000 NaN 80.000000 91.000000 83.000000 99.000000
linj_500600_ints_mean 571.447325 556.815961 559.101037 NaN 628.861250 565.440133 564.736771 560.137778
linj_500600_ints_std 61.388153 54.382222 42.027804 NaN 85.549107 63.945218 40.622070 65.184352
linj_500600_ints_count 83.000000 102.000000 81.000000 NaN 80.000000 90.000000 83.000000 99.000000
\n", "

360 rows × 8 columns

\n", "
" ], "text/plain": [ "pid 015 016 017 018 \\\n", "iso5t1_DPm -3.202915 -2.840413 -2.290274 -3.022502 \n", "iso5t1_DPsd 8.582088 3.423481 3.607109 3.291210 \n", "iso5t1_DPct 109.000000 116.000000 117.000000 116.000000 \n", "iso5t1_dev_mean -16.010606 -14.202517 -11.450393 -15.112000 \n", "iso5t1_dev_std 42.896551 17.118586 18.032705 16.457877 \n", "iso5t1_dev_count 109.000000 116.000000 117.000000 116.000000 \n", "iso5t1_ints_mean 502.308731 499.983374 500.089812 499.661138 \n", "iso5t1_ints_std 35.124004 19.831489 21.902181 20.380895 \n", "iso5t1_ints_count 104.000000 115.000000 117.000000 116.000000 \n", "iso8t1_DPm -3.198754 -2.827224 -13.311147 -0.553203 \n", "iso8t1_DPsd 7.944039 2.964738 9.624027 5.005393 \n", "iso8t1_DPct 84.000000 104.000000 103.000000 106.000000 \n", "iso8t1_dev_mean -25.590571 -22.616038 -106.491573 -4.426755 \n", "iso8t1_dev_std 63.544930 23.714597 76.990767 40.042257 \n", "iso8t1_dev_count 84.000000 104.000000 103.000000 106.000000 \n", "iso8t1_ints_mean 806.249253 799.617663 801.918118 800.000264 \n", "iso8t1_ints_std 49.683214 32.389188 36.390481 40.611161 \n", "iso8t1_ints_count 83.000000 101.000000 102.000000 106.000000 \n", "iso5t2_DPm -7.320309 -0.609046 -2.155283 -2.628721 \n", "iso5t2_DPsd 8.438450 3.522687 3.871627 3.373599 \n", "iso5t2_DPct 102.000000 115.000000 113.000000 116.000000 \n", "iso5t2_dev_mean -36.598431 -3.044383 -10.779327 -13.145345 \n", "iso5t2_dev_std 42.201264 17.610315 19.359850 16.867665 \n", "iso5t2_dev_count 102.000000 115.000000 113.000000 116.000000 \n", "iso5t2_ints_mean 497.762511 500.728283 499.561036 500.063862 \n", "iso5t2_ints_std 33.280437 21.690589 28.073822 20.327823 \n", "iso5t2_ints_count 94.000000 113.000000 112.000000 116.000000 \n", "iso8t2_DPm -0.419035 -4.064043 -4.258572 -0.759809 \n", "iso8t2_DPsd 10.221017 3.101403 5.063099 5.568829 \n", "iso8t2_DPct 63.000000 105.000000 105.000000 107.000000 \n", "... ... ... ... ... \n", "lint_700800_ints_mean 707.267833 744.007313 745.237859 745.107542 \n", "lint_700800_ints_std 82.818315 54.798394 52.689766 55.143067 \n", "lint_700800_ints_count 48.000000 99.000000 99.000000 96.000000 \n", "lint_500600_DPm -4.508464 -2.935850 -3.679656 -3.081273 \n", "lint_500600_DPsd 13.727942 3.763389 7.094297 4.338958 \n", "lint_500600_DPct 63.000000 102.000000 96.000000 102.000000 \n", "lint_500600_dev_mean -27.902730 -16.399294 -21.205958 -17.334863 \n", "lint_500600_dev_std 83.320041 20.923966 40.142477 24.338434 \n", "lint_500600_dev_count 63.000000 102.000000 96.000000 102.000000 \n", "lint_500600_ints_mean 589.466897 556.850667 559.668758 556.426157 \n", "lint_500600_ints_std 99.278525 45.952089 51.940173 45.734692 \n", "lint_500600_ints_count 58.000000 102.000000 95.000000 102.000000 \n", "linj_700800_DPm -4.543913 -5.536776 -6.491154 NaN \n", "linj_700800_DPsd 8.344733 5.658566 8.351930 NaN \n", "linj_700800_DPct 82.000000 102.000000 94.000000 NaN \n", "linj_700800_dev_mean -35.060195 -42.212392 -50.175064 NaN \n", "linj_700800_dev_std 62.242545 43.082708 62.982782 NaN \n", "linj_700800_dev_count 82.000000 102.000000 94.000000 NaN \n", "linj_700800_ints_mean 736.345333 744.903255 745.610851 NaN \n", "linj_700800_ints_std 44.098428 56.340198 57.037814 NaN \n", "linj_700800_ints_count 81.000000 102.000000 94.000000 NaN \n", "linj_500600_DPm -9.168428 -4.356788 -6.390442 NaN \n", "linj_500600_DPsd 9.660953 6.813903 14.502102 NaN \n", "linj_500600_DPct 88.000000 102.000000 83.000000 NaN \n", "linj_500600_dev_mean -53.029568 -24.775451 -38.339446 NaN \n", "linj_500600_dev_std 54.936544 37.683056 81.355827 NaN \n", "linj_500600_dev_count 88.000000 102.000000 83.000000 NaN \n", "linj_500600_ints_mean 571.447325 556.815961 559.101037 NaN \n", "linj_500600_ints_std 61.388153 54.382222 42.027804 NaN \n", "linj_500600_ints_count 83.000000 102.000000 81.000000 NaN \n", "\n", "pid 019 020 021 022 \n", "iso5t1_DPm -0.588655 -10.975295 -3.609441 -1.953836 \n", "iso5t1_DPsd 2.583675 7.004012 4.608983 3.167766 \n", "iso5t1_DPct 116.000000 117.000000 116.000000 114.000000 \n", "iso5t1_dev_mean -2.943828 -54.878940 -18.047483 -9.768456 \n", "iso5t1_dev_std 12.918372 35.020673 23.046491 15.833194 \n", "iso5t1_dev_count 116.000000 117.000000 116.000000 114.000000 \n", "iso5t1_ints_mean 500.006000 499.371726 499.922966 500.060070 \n", "iso5t1_ints_std 14.309757 24.981757 26.865811 19.949975 \n", "iso5t1_ints_count 116.000000 117.000000 116.000000 114.000000 \n", "iso8t1_DPm -2.327200 -3.092538 -1.458121 0.968610 \n", "iso8t1_DPsd 2.431597 6.505625 4.433459 2.268350 \n", "iso8t1_DPct 107.000000 101.000000 106.000000 104.000000 \n", "iso8t1_dev_mean -18.618243 -24.742257 -11.667094 7.748077 \n", "iso8t1_dev_std 19.452715 52.040415 35.461231 18.145349 \n", "iso8t1_dev_count 107.000000 101.000000 106.000000 104.000000 \n", "iso8t1_ints_mean 800.274131 798.427515 800.581811 799.969538 \n", "iso8t1_ints_std 20.218406 61.034256 39.983867 21.396505 \n", "iso8t1_ints_count 107.000000 99.000000 106.000000 104.000000 \n", "iso5t2_DPm -0.035660 -3.025222 -5.794925 -1.195840 \n", "iso5t2_DPsd 2.612512 7.021192 5.208270 3.488723 \n", "iso5t2_DPct 117.000000 112.000000 116.000000 117.000000 \n", "iso5t2_dev_mean -0.181265 -15.130071 -28.975138 -5.979350 \n", "iso5t2_dev_std 13.060263 35.105208 26.040483 17.438377 \n", "iso5t2_dev_count 117.000000 112.000000 116.000000 117.000000 \n", "iso5t2_ints_mean 500.227111 500.431927 499.685241 499.951966 \n", "iso5t2_ints_std 15.633583 31.042419 25.163016 24.080754 \n", "iso5t2_ints_count 117.000000 109.000000 116.000000 117.000000 \n", "iso8t2_DPm -1.704668 -1.823981 -1.913083 0.890989 \n", "iso8t2_DPsd 3.404020 6.388830 4.368410 2.339890 \n", "iso8t2_DPct 107.000000 102.000000 106.000000 106.000000 \n", "... ... ... ... ... \n", "lint_700800_ints_mean 743.529720 744.607458 744.768158 743.742920 \n", "lint_700800_ints_std 55.159627 67.120715 54.335688 49.462457 \n", "lint_700800_ints_count 100.000000 96.000000 101.000000 100.000000 \n", "lint_500600_DPm -4.239167 -4.696701 -6.162629 -2.058697 \n", "lint_500600_DPsd 3.428162 6.109977 7.413205 3.699728 \n", "lint_500600_DPct 101.000000 101.000000 101.000000 101.000000 \n", "lint_500600_dev_mean -23.248040 -26.180475 -35.337030 -11.428317 \n", "lint_500600_dev_std 18.819031 34.302793 41.788892 20.884789 \n", "lint_500600_dev_count 101.000000 101.000000 101.000000 101.000000 \n", "lint_500600_ints_mean 556.957703 557.516554 557.297347 557.415050 \n", "lint_500600_ints_std 41.687211 58.564666 44.114686 46.886870 \n", "lint_500600_ints_count 101.000000 101.000000 101.000000 101.000000 \n", "linj_700800_DPm 3.699780 -9.080940 -5.285475 -1.128587 \n", "linj_700800_DPsd 4.806744 7.484739 7.572755 5.879357 \n", "linj_700800_DPct 55.000000 95.000000 101.000000 99.000000 \n", "linj_700800_dev_mean 27.178618 -67.877284 -41.259426 -9.124000 \n", "linj_700800_dev_std 34.647911 56.002782 56.409904 43.056576 \n", "linj_700800_dev_count 55.000000 95.000000 101.000000 99.000000 \n", "linj_700800_ints_mean 722.833745 746.594652 744.664000 746.651111 \n", "linj_700800_ints_std 39.627906 76.006378 53.222050 55.484002 \n", "linj_700800_ints_count 55.000000 92.000000 101.000000 99.000000 \n", "linj_500600_DPm -6.003091 -9.124480 -4.398286 -5.446709 \n", "linj_500600_DPsd 9.550193 11.361092 10.270239 11.104630 \n", "linj_500600_DPct 80.000000 91.000000 83.000000 99.000000 \n", "linj_500600_dev_mean -42.624475 -52.709231 -26.508048 -32.033333 \n", "linj_500600_dev_std 58.473561 64.806756 58.026878 63.987436 \n", "linj_500600_dev_count 80.000000 91.000000 83.000000 99.000000 \n", "linj_500600_ints_mean 628.861250 565.440133 564.736771 560.137778 \n", "linj_500600_ints_std 85.549107 63.945218 40.622070 65.184352 \n", "linj_500600_ints_count 80.000000 90.000000 83.000000 99.000000 \n", "\n", "[360 rows x 8 columns]" ] }, "execution_count": 225, "metadata": {}, "output_type": "execute_result" } ], "source": [ " \n", "dfo_output_updated = '2014-10-20a'\n", "prefix = \"c:/db_pickles/pickle - dfo-sms - \"\n", "\n", "import cPickle as pickle\n", "output_file= prefix + dfo_output_updated + '.pickle'\n", "pickle.dump(dfo, open(output_file, \"wb\"))\n", "\n", "\n", "# Proceed with pickle to Part 5 \n", " \n", "dfo.head(8).T" ] }, { "cell_type": "code", "execution_count": 239, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", " Ticks_Linear_5ptA \n", "===================\n", "\n", "015\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtcVHX+P/DXGdC0RIswwC0F5T6FpFSyiihBpjiT9vDS\n", "PdvaNDXT31ra8lBBN1NT85KtFrbrlagMVEgh11UhQwVSUCF15WKJra4KAokI798fOPN1LsjFz5lx\n", "znk/H4/zKD9zOJ/P+z2f48cZznkfiYgIjDHGmMJo7D0AxhhjTA68wDHGGFMkXuAYY4wpEi9wjDHG\n", "FIkXOMYYY4rECxxjjDFF4gWOMcaYIvECxxhjTJF4gWOMMaZIrVrgLl++jBdffBEajQZlZWVyjYkx\n", "xhi7bS1e4DIyMhAaGoqjR49CkqQm97t69SrmzZuH0NBQ9OnTB15eXhg0aBB27dolZMCMMcZYS7R4\n", "gfvwww+xdetWjBw5Ek2Vr6yrq8PQoUNx8uRJZGZmIi8vDwUFBaiqqsLBgweFDZoxxhhrjnNLd9y9\n", "ezckScLXX3/d5D4rV65EQUEBduzYgQ4dOgAAXFxcsGHDBmg0/Os+xhhjttPiBe5WX0sarF69GlFR\n", "UcbFzSAwMLD1I2OMMcZug7CPVf/9739x6tQpPPjgg1i4cCEef/xx+Pv7Izo6Gjt27BDVDWOMMdYi\n", "whY4w1WVa9asQUlJCTIzM3H06FH0798fw4cPx5dffimqK8YYY6xZUmsfeBoXF4e5c+eipKQE3bt3\n", "N7ZnZWVh4MCB6NKlC8rLy41fUxIRevXqBUmS8J///KfJ45aXl6O8vLyNYTDGGFMCT09PeHp6CjlW\n", "i38H1xwXFxcAgK+vr8nv4CRJQnBwMLZt24aLFy/C1dXV4mfLy8vh5+eHqqoqUcNhjDHmgLp164ac\n", "nBwhi5ywBc7X1xfOzs5oaGiweM3JyQkArL4GNC5wVVVV2Lhxo6ovSImOjsb3339v72HYjdzxFxYW\n", "4qWXXgIwD4C3bP1YKgYwq0Xzm+eAuuMH1J0DwzlaXl5+Zy1wd999N6Kjo5GVlYXff/8dHTt2NL52\n", "9OhReHt7w83N7ZbHCAwMRJ8+fUQNyeH069eP47dJ/MMA2DLPeQBmtWh+8xxQd/wA50CkNl9kYu1X\n", "d/Pnz0d9fT1mzZplbFu1ahVOnTqFBQsWtLUr1TB80lUrtccPcA7UHj/AORCpxQvczJkz0aNHD8yf\n", "Px9EhLCwMHh7eyMvL8+4T+/evbFnzx4cOXIEXl5e6NChAyZPnox//OMfGD16tCwBMMYYY9a0+CvK\n", "yMhIfPPNNwgMDMTRo0eRnZ1tchWlQWhoKL7//nusX78e48aNg0ajwaBBg0SOmTGHVFhY2Ow+FRUV\n", "Jv9ovB0uLi7w9fUVcizGHFGLFzhDLcqvv/4aBQUFt9z3ypUriI2NhU6nw/bt2297kGrR1EU4aqHc\n", "+BvvEW28wKV5ffv2FdbziRMnHGqRU+4caDnOgThCa1EazJs3D8OGDUO3bt14gWuFIUOG2HsIdqXc\n", "+Ktv/HcjgOauEv4SwHMC+iwE8BKuXLki4Fi2o9w50HKcA3GE1qIEGv/FuG7dOhw/fhwrV65s88DU\n", "6O2337b3EOxK+fEHovmrN9V99Zzy50DzOAfiCC/xP3XqVMTGxuL+++8XfWjGGGOsxYQucNu3b0dZ\n", "WRkmT54s8rCMMcZYqwlb4Gpra/GXv/wFy5cv52e/tVFRUZG9h2BXao+/kbpzwHOAcyCSsJVoyZIl\n", "0Gq1ePLJJy1ea2k952HDhkGv15tsYWFhSElJMdkvIyMDer3e4ucnTZqEtWvXmrTl5eVBr9fjwoUL\n", "Ju1z5szBwoULTdrKysqg1+stJtjKlSvx7rvvmrTV1NRAr9cjKyvLpD0xMRGvvfaaxdjGjh3bbBzv\n", "vfeeIuIwaG0czz77rM3iAMYCSDFrywBgGQcwCcBas7a8G/teMGufA2ChWZthn2Kz9pUA3jVr+383\n", "jptl1p4IoDVxTLPY0xHmleEcAJR7njcXx6BBgxQRR3PvR2JiIvR6PaKjo+Hh4YHIyEhMnTrV4vi3\n", "hVppzpw5JEkSlZaWmrRHRUVRQEAAhYSEGDcPDw+SJImCgoIoJCSENm/ebPWYubm5BIByc3NbOxxF\n", "Mc+p2sgdv2GeAbkEkA23ja3ot1RQn455Tqn9HCBSdw5ErwXCalFaKw4aHx+P+Ph47Nixw+pN4cyU\n", "2nOk9vgbqTsHPAc4ByIJrUXZ1D4t2ZcxxhgTqVW1KL29vbFs2TIAgJeXFx566CGrZYU+//xzeHt7\n", "Y/ny5ZAkCQMGDEDPnj1RUVEhbuSMMcbYLbR4gVuwYAHWrFkDNzc3PPLII9BoNPjhhx8sHuuwc+dO\n", "pKen46677sJDDz2EgIAAjBo1CgcOHECXLl2EB6Ak5r9EVhu1x99I3TngOcA5EKlVX1Ea6lGOHDnS\n", "6teO586dw7BhwxAUFITCwkLk5+fju+++Q2pqKp544gmHKxtkazU1NfYegl2pPf5G6s4BzwHOgUit\n", "WuB2794NrVZ7y31cXV0xd+5cY2mvHj16YMaMGSgpKcE333zT9pGqQHx8vL2HYFdqj7+RunPAc4Bz\n", "IFKrFrjm6lF6eHjg3LlzFu1/+MMfAACXL19uTXeMMcZYmwkvOeLsbHnnwc8//wwAGDx4sOjuGGOM\n", "Matkr6lVV1eHzz//HC+//DJCQkLk7s6hmd/1rzZqj7+RunPAc4BzIJLsC1xsbCzuvvtufPrpp3J3\n", "5fD+9Kc/2XsIdqX2+BupOwc8BzgHIsm6wC1evBi7du1CRkYG7rnnnmb3V3styri4OEXEYdDaOLy8\n", "vGwWx51bi3IG1FyL0nAOAMo9z5uLo6KiQhFxOGQtSqKm61He7IMPPqB+/frR5cuXmz0e16JktuAY\n", "tShFbXxOMccjei2Q5RNcbGwsMjIysGvXLuPN3ampqZg7d64c3THGGGMWbqvYMlm52Xvq1KnYsGED\n", "FixYgOTkZGN7ZmYmrl27djvdMcYYYy3Wqk9wU6dORadOnRAfH2+sMent7W2sR5mfn48VK1bg8uXL\n", "GD9+PF555RXjlpCQ0Ox9dGpn/j222qg9/kbqzgHPAc6BSC1e4DIyMpCamopevXpBo9GguLgYZ86c\n", "QXFxsbEeZXBwMI4dO4YhQ4bA398fvr6+GDt2LH755RfU19fjiy++kC0QJbBWuFpN1B5/I3XngOcA\n", "50CkFi9wzdWhBBqv6gkPD0dwcDAKCwtx/PhxSJKEiIgIrkPZAqtWrbL3EOxK7fE3UncOeA5wDkRq\n", "8QLXkjqUc+bMAREZLyZxcnLCkiVLUFxcbHzMDmOMMWYLLV7gmvv9WX19PbZs2YL+/fujffv2xnZP\n", "T08EBAQgKSmp7aNkjDHGWknYbQKnT59GVVUVevXqZfFaz549UVRUhLq6OlHdMcYYY7ckbIE7f/48\n", "AKBz584Wr3Xu3BkNDQ24ePGiqO4UyVqVADVRe/yN1J0DngOcA5Fkr0XJWm7y5Mn2HoJdqT3+RurO\n", "Ac8BzoFIwhY4Nzc3AEBlZaXFa5WVlXBycoKrq+stj6H2WpRPPfWUIuIwaG0cP/30k83iuHNrUQ6A\n", "mmtRGs4BQLnneXNxfPLJJ4qIwyFrUTZVh/L69evUuXNn0uv1Fj+j1Wrp4YcfbvKYXIuS2QLXomTs\n", "znbH1qJ0cnLCs88+i6ysLJOSXOXl5SgqKsKYMWNEdcUYY4w1q80LHFm52Ts+Ph4ajQazZ88GAFy/\n", "fh3Tp09Hz549MW2a5VcmzJT5VwJqo/b4G6k7BzwHOAcitXiBmzlzJry9vbF8+XKrdSgBoHv37ti3\n", "bx/y8/MRGBgIrVaLhoYG7NmzB506dZIlACVJTEy09xDsSu3xN1J3DngOcA5EavECt2DBAhQXF+PS\n", "pUuor6+3qENpEBgYiPnz58PPzw9OTk44duwYnn76aSxatAj19fXCA1AStd8Mr/b4G6k7BzwHOAci\n", "3dbjcqwpKyvD4MGDERMTg/z8fDg7O+PQoUOIiIjAb7/9hiVLlojukjHGGLMg/D64tLQ0VFRUYPr0\n", "6XB2blw/H3vsMURHR2PTpk2iu2OMMcasEr7AOTk5AYBFWa5r166hXbt2ortjjDHGrBK+wL3wwgvQ\n", "arWIi4tDRUUFgMZPdXv27MG8efNEd6co1m9IVg+1x99I3TngOcA5EEn4AtepUyfs3r0bTk5OcHNz\n", "g6enJ1599VWsXr0a48aNE92dotxcxUGN1B5/I3XngOcA50Ak4ReZnDx5ElFRUXj88cdx4cIFdOnS\n", "BQcPHsSIESOwf/9+rFmzRnSXivH888/bewg2c/LkSYuH4Pr7+8v6NOPCwkLZji2OeuaANWo6B5rC\n", "ORBISD2Um4wZM4acnJzo0qVLJu3Lli0jSZIoIyPD4mcM5Vnc3d1Jp9OZbP369aPk5GST/dPT00mn\n", "01kcZ+LEiZSQkGBxbJ1OR+fPnzdpnz17Ni1YsMCkrbS0lHQ6HRUWFpq0r1ixgqZPn27SVl1dTTqd\n", "jjIzM03aN2/eTOPGjbMY25gxYziOG3FERkbeKF1lry2XgDEEJJuVt0onQGel7NVEAhKslMLSEXDe\n", "rH02AQvM2pbd6Pcbs/YVBEw3a6u+cdxMs/bNBIyzMram4hhoUfJI6fOK43CsODZv3kw6nY6ioqLI\n", "3d2dBg8eTOHh4UJLdUlEVkqS3IbAwEBcvnwZ5eXlJu07duxATEwMFi1ahOnTp5u8lpeXh759+yI3\n", "N9fivjqmPIb3G9gIINCGPX8HYBaAXAC2nGebALxk437zAPA5xRyL6LVA+FeUHh4eOHXqFKqrq3HP\n", "PfcY20tKSoyvM+uysrIwYMAAew/DhgJh+hd+Fhqr6cvFEb6ilDsHdzb1nQOWOAfiCL/IZOrUqWho\n", "aMC0adNw/fp1AI1P+/7oo4/g7e2NZ599VnSXirFo0SJ7D8HO1B4/oPYc8DnAORBJ+AL3zDPPYPfu\n", "3Thz5gwefvhhBAcHQ6fT4ZlnnkF2djbuvvtu0V0qxpdffmnvIdiZ2uMH1J4DPgc4ByLJ8kTviIgI\n", "vPPOO3jwwQfRvn171NXVISMjA8uWLZOjO8XgxV/t8QNqzwGfA5wDkWRZ4BISEjB+/HisWLECOTk5\n", "OHHiBF588UV8/fXXcnTHGGOMWRB+kckvv/yCKVOmYN26dQgKCjK2T5s2DaGhoaK7Y4wxxqwS/glu\n", "/fr1qK2tRUxMjEl7x44d+Q79Zrz77rv2HoKdqT1+QO054HOAcyCS8AUuKysLXbt2RW5uLp566ilo\n", "tVqEhIQgLi4OtbW1ortTlO7du9t7CHam9vgBteeAzwHOgUiyPA+uoqICEyZMwNatW+Hj44Mff/wR\n", "Op0OBw4cwI4dO0R3qRhvv/22vYdgZ2qPH1B7Dvgc4ByIJPwT3NWrV1FbW4vY2Fj4+PgAAMLCwjB5\n", "8mSkp6cjMzNTdJeMMcaYBeELnIuLCwAgJCTEpN3w50OHDjX5s8OGDYNerzfZwsLCkJKSYrJfRkYG\n", "9Hq9xc9PmjQJa9euNWnLy8uDXq/HhQsXTNrnzJmDhQsXmrSVlZVBr9ejqKjIpH3lypUW34vX1NRA\n", "r9cjKyvLpD0xMdHq4y7Gjh3LcdyIY9q0aRb7AnMALDRrKwOgB1Bk1r4Slr+rqrmxb5ZZeyKsP4Jm\n", "LIAUs7aMG8cwNwnAWrO2vBv7XjBrtxaHYZ9is3Y547DMsdLnFcfhWHEkJiZCr9cjOjoaHh4eiIyM\n", "xNSpUy2Of1uEVLS8yQsvvECSJFFBQYFJ+7Zt20iSJProo48sfsZQbFlUgU1HZV40VakM73djweKb\n", "iwQXWikmLHLb2ES/cm+t6VdUDhzznFLLOXAras6B6LVA+Ce4ESNGAACOHDli0n706FEAwOOPPy66\n", "S8V477337D0EO1N7/IDac8DnAOdAJOEL3KhRozBgwADMnz8fv/32G4DGZ3+tXLkSMTExGDhwoOgu\n", "FeOTTz6x9xDsTO3xA2rPAZ8DnAORhC9wkiQhLS0NUVFReOKJJ+Dp6Qk/Pz/4+fnh22+/Fd2dovDl\n", "wWqPH1B7Dvgc4ByIJEupLhcXFyxfvhw//fQT6urqIEkSIiMj0a5dOzm6Y4wxxizIssAZzJo1C+Hh\n", "4XJ2wRhjjFkl2wKXn5+Pb7/9FnFxcXJ1oTjmlwGrj9rjB9SeAz4HOAciybbATZkyBfPmzUOXLl3k\n", "6kJxampq7D0EO1N7/IDac8DnAOdAJFkWuKSkJFRVVeH111+X4/CKFR8fb+8h2Jna4wfUngM+BzgH\n", "IgmvRVlTU4MZM2YgMTFR9KEZY4yxFhO+wH344YcIDw9HWFiY6EMzxlqpsLDQ5n26uLjA19fX5v0y\n", "ZkFIPZQbTp8+TW5ubvTrr78a24qLi0mSJIqLi2vy5wzlWdzd3Umn05ls/fr1o+TkZJP909PTSafT\n", "WRxn4sSJlJCQYHFsnU5H58+fN2mfPXs2LViwwKSttLSUdDqdRamcFStW0PTp003aqqurSafTUWZm\n", "pkn75s2bady4cRZjGzNmTLNxGMbo6HEYNBXHwIEDrZSumk3ALLNyU6UE6KyUr1pBwHSztuob+2aa\n", "tW8mYJyVklljCEg22zf9xjHMy15NJCDBSiksHQHnzdpnE7DArG3ZjX6/aUEchphvFcfNW1NxPHaj\n", "T/tsR44cadO8unl+K/U8by6OIUOGKCKO5t6PzZs3k06no6ioKHJ3d6fBgwdTeHi40FJdEhGRqMUy\n", "ISEBf/vb33DfffcZ265du4bCwkK4u7vDw8MDAQEBFl9f5uXloW/fvsjNzUWfPn1EDcfh6PV6bNu2\n", "zd7DkJ3h/QZyAdz8fusByBn/JgAvWelXbq3pV1QODH1uBBAo4HgtVQjgpTafy2o5B25FzTkQvRYI\n", "/YryjTfewBtvvGHSVlpaCm9vb7z11luYPXu2yO4Uh2+piLP3AO4AcYKPFwjbLua3h88BzoFIst7o\n", "DQCGD4gCPygqlpo/vTZSe/yA2nPA5wDnQCTZFrhLly7B29sb4eHhkCQJy5Ytg7e3t8VzgxhjjDE5\n", "CL+KEgBOnz6Nzz77DC4uLiAidOrUCd7e3vjrX/+KAQMGyNElY4wxZkKWT3ATJ07Erl27kJGRgYKC\n", "AhQUFMDLywsRERGq/eVpS/CnW7XHD6g9B3wOcA5EkmWBkyQJs2bNgoeHBwDA2dkZS5cuhZOTE5Ys\n", "WSJHl4qQl5dn7yHYmdrjB9SeAz4HOAciyfIV5fbt2+HsbHroDh064L777sPly5fl6FIRVq1aZe8h\n", "2Jna4wfUngM+BzgHIsnyCc58cQOAixcv4sKFC4iMjJSjS8YYY8yE7LcJGKxevRpdu3bF+++/b6su\n", "GWOMqZgsX1Gay8vLw+LFi5GcnIwHHnjAFl06pJMnT+LKlSs275drBzLR1FQD0x7nLZ+zLSSk4Nct\n", "HD9+nLp3705paWlN7sO1KIlOnDhh19qBmzdvFhLHzVpfizKwibqMaqpFObQFcbSkFuWjVnJ8u3G0\n", "5P1IbtF8k2vLzs42mW9yn+f2PG/37NnDtSibIbQWpbnDhw9j5MiRSEhIwJNPPtnkflyL8ub6jI5V\n", "O7Atmq5FmQHgKRl7doRalKJyYO9Y2zqPfwTQlieR2H4eA3Kdt83lwD6x2sIdXYvyZgcOHMDYsWOx\n", "adMm9O/f39geGhqKnJwcubpVAMeqHSiWnIubo1BKDto6jx117os8bx01B3ceWRa4ffv2Yfjw4Xjt\n", "tddQXFyM4uJi42t8jwdjjDFbkGWBmzZtGqqrq7Fy5UqL1yRJkqNLxhhjzIQsC9wPP/yAuLg4pKSk\n", "4K677kL79u0xe/Zs6HQ6OboTqqamBocOHbL50w9OnDhh0/7M2fKqt6b7SgEwwmbjuDOpPQe3F7+t\n", "r96Upz+1zwFxZFngXn75ZRw/fhz79++Hq6srUlNTMXLkSKSkpCAmJkaOLoVZunQpZs2aZe9h2FAZ\n", "AOCll16y8zgAYCH4xFZ7Dtoa/500j2+X2ueAOMIXuL1792LLli1ISkqCq6srAGD48OGIiorCO++8\n", "c8cvcDU1NWjX7iHU1e22ab9OTtGory+xaZ+Nqm/815ZXb34HwNo/IrraqP87mdpz0Nb47TGPgabn\n", "8u1Q+xwQR/gC99VXXwGAxW0BkZGRSE9PR05ODkJDQ0V3K1g7AD427VGS2tm0P0u2vHrT9jcBM7Ww\n", "9VXIPJfvZMJLdR0+fBhdunQxfnoz6NWrFwAgPz9fdJeMMcaYBeEL3Pnz59G5c2eLdkPb+fPnRXfJ\n", "GGOMWbBJLcqWskf9OnPnzp1DQ0MlgM9s2m9DQ8WN//sOtv3a4wc79NtUnz+gsRKGrfuVW2v6FZUD\n", "R4i1qZ9vS/yOGm9Tx7xVDhrvK74T/r4UTXhMQgp+3SQsLIzuvfdei/YtW7aQJEm0du1ai9fOnj1L\n", "3bp1s2sNO95444033uy/devWjc6ePStkPRL+Ce7RRx9FdnY2Ll26hPvuu8/Yfvr0aQBA7969LX7G\n", "09MTOTk5KC8vFz0cxhhjDsTT0xOenp5CjiW82PLevXsxePBgJCUlYfTo0cb2oUOH4tSpUzh58qTI\n", "7hhjjDGrZHmawJgxY3Ds2DHs27cP999/P9LS0jBixAiHuNGbMcaYMsiywNXW1iIuLg7JycnGUl1z\n", "5szB8OHDRXfFGGOMWSXr8+AYY4wxexF+Hxxru/fffx8ajQbr1q2z91AYYzawZs0aaDQaxMfH23so\n", "inRHLHCbNm1CeHg4QkND4ePjg0cffRQrVqyw2G///v0YOHAgHn74Yfj7+2PChAmoqKiwckTHc+rU\n", "KSxduhSSJDX5SCElxp+fn49JkyZBq9UiODgYQUFBGD16NAoKCqzur7QcXL16FTNnzkRAQAB69+6N\n", "xx57DNu3b7f3sGRx+vRpzJw5E8HBwXjkkUcQGBiIYcOGISsry2LfwsJCDBs2DIGBgfD398fzzz+P\n", "s2fP2mHU8rl06RJiY2MBWH+MmJJzsHPnTkRFRSE0NBR+fn7QarXGXBgIiV/IzQa3ITY2lnr37k1n\n", "zpwhIqL6+nqaMGECRUdHm+yXk5NDHTp0oFWrVhERUU1NDUVERFBYWBjV19fbfNyixcTE0IgRI0iS\n", "JFq3bp3F60qN39/fn4YOHUoVFRVERFRdXU3PPPMMdejQgQ4dOmSyrxJzMGrUKAoKCqL//e9/RES0\n", "fft2cnZ2ptTUVDuPTLwhQ4ZQ3759qby8nIiI6urq6K233iKNRkNbt2417ldaWkr3338/zZgxg4iI\n", "rl+/Ts8//zz5+PhQZWWlXcYuh0mTJhnP+fj4eJPXlJyDzz//nLp3707Hjh0ztn3wwQfk6+tr/LOo\n", "+O26wB06dIg0Gg0dPHjQpP38+fOUlZVl0jZo0CAKCgoyacvOziZJkmj9+vWyj1VOaWlppNVqadeu\n", "XU0ucEqNPyAggA4fPmzSdvLkSZIkiV555RWTdqXlYM+ePSRJEn311Vcm7U8//TT16tXLTqOSz9NP\n", "P00pKSkmbb///ju1a9eOBg4caGwbN24cubq6Um1trbHt7Nmz5OTkRHPnzrXZeOV05MgR8vT0pMOH\n", "D1td4JSagzNnzlDHjh0t5nxNTQ2lp6cb/ywqfrsucH/+85/J3d292f3OnTtHGo2G3n77bZP2+vp6\n", "6ty5M8XExMg1RNnV1taSn58f7dq1i/79739bXeCUHH9dXZ1FW01NDUmSRHq93timxBxMnDiRJEky\n", "fnozWLRoEUmSZPEJ1tFZe6+JiB544AEKDg4mosZ/qbu4uJBOp7PYT6vVklarlXWMthIREUEJCQlU\n", "XFxsscApOQcffPABaTQaqq6ubnIfkfHb9XdwWVlZ8PLyQnJyMgYNGoSgoCA88cQTWL58uckTtfPz\n", "80FExicSGGg0GvTo0cOhn1Dw8ccfQ6vVWjxe6GZKjt/Z2bKYzs8//wyg8RFLBkrMgdqevGHtvb54\n", "8SIuXLhgfK9Pnz6Nqqoqi/cZAHr27ImioiLU1dXJPlY5JSUloaqqCq+//rrV15Wcg6ysLHTt2hW5\n", "ubl46qmnoNVqERISgri4ONTW1gIQG79diy2XlZVBkiR89NFHSE5Ohru7O1JTUzFq1CgUFRXh73//\n", "O4D/ewJBU08pcNTqKOXl5ViyZAkOHjx4y/2UGn9TPv30U/j7+2P8+PHGNiXmgJ+8AaxevRpdu3bF\n", "+++/D6D597mhoQEXL16Eu7u7TccpSk1NDWbMmIHExMQm91FyDsrKylBRUYEJEyZg69at8PHxwY8/\n", "/gidTocDBw5gx44dQuMX9gluz5490Gg0LdpOnDgBoPEKspqaGixevNg42OHDh+O5557DZ599htLS\n", "UlHDk11b4n/vvfcwfvx4eHl52XfwgrQlB+bS0tKQnJyMLVu2oEOHDjaOgNlSXl4eFi9ejKSkJDzw\n", "wAP2Ho5NfPjhhwgPD0dYWJi9h2IXV69eRW1tLWJjY+Hj0/hQ6bCwMEyePBnp6enIzMwU2p+wT3Ba\n", "rRZffvlli/bt1q0bAMDFxQWVlZUICQkxeT0kJATr169Hbm4uevToATc3NwBAZWWlxbEqKyvRtav9\n", "H/He2vj379+PvXv3Ys2aNRavk9m9944QP9C2OXCzffv2YcKECdi5cyeCgoJMXnOUHLSGm5ub1ceD\n", "GGJ0xJhaqrCwECNHjsTGjRsRERFhbG/ufXZycrL4StdRFBcXY/Xq1Thy5IjFazef80rOgYuLCwBY\n", "/TsfAA4dOgSdTgdATPzCFriuXbtizJgxrfqZoKAgZGdno6GhwaTdyckJAIztvXv3hiRJxicSGDQ0\n", "NKCkpMTkBLGX1safnp6Odu3aoX///sa2qqoqAMDs2bOxbNkyDB48GEuXLnWI+IG2zQGD77//Hm++\n", "+SbS0tIQHBxs8bqj5KA12vLkDSU4fPgwRo4ciS+++MLid8+9evWCi4uLxfsMNOYlICAA7dq1s9VQ\n", "hfrXv/6Fe+65x6Qe77Vr1wA0flWbkpKCgIAAbNq0SbE5CAoKwpEjR275d77QOdDKi2CEMlwtZn5L\n", "wJtvvklOTk5UUlJibFPaJeLWGC4bV9NtAkRE27Zto549e1JRUZGx7ezZsyZXURIpLwe3uk3Ax8fH\n", "TqOSV3bo1Y3+AAACTElEQVR2NvXo0cPinO/bt6/x/5V6ibw1JSUlqrpN4KuvviJJkmjjxo0m7fPn\n", "zydJkmjv3r1EpJDbBKqrq8nPz48iIiLoypUrRER04MAB6tSpE02aNMlk35ycHOrYsSN9+umnxp8d\n", "NGgQ/fGPf6SGhgabj10OhtsE/vnPf1q8ptT4k5KSqH379hQXF0cbNmwwbh9//DF5eXmZ7KvEHIwe\n", "PZqCgoLowoULRESUmpqq2Bu99+7dSy4uLjRlyhST93rDhg0kSZJxv9LSUnJzczPe5FtXV0cvvPAC\n", "+fr6Gv+eUArDbQJxcXEm7UrNQUNDA4WHh1NQUBCdO3eOiIhOnDhBnp6eNHz4cON+ouK3eyWT8vJy\n", "evXVV+mhhx6igIAA0mq1tHz5cqv77t+/n8LDw0mr1ZKfnx+NHz/eWAHDkeXn55OXlxd5eHiQRqMh\n", "Nzc38vLyop07d5rsp8T4XV1dSaPRkCRJFpu3t7fF/krLwdWrV2nmzJnk7+9PwcHBFBoaStu3b7f3\n", "sGTRp0+fJt9rjUZjsu/x48dp6NChFBAQQH5+fvTcc8/Rr7/+aqeRi3fx4kXy8vKiBx98kDQaDd17\n", "773k5eVFCQkJxn2UmoPKykqaMmUK9ejRgwIDA8nPz4/mzJlD165dM9lPRPz8NAHGGGOKdEcUW2aM\n", "McZE4wWOMcaYIvECxxhjTJF4gWOMMaZIvMAxxhhTJF7gGGOMKRIvcIwxxhSJFzjGGGOKxAscY4wx\n", "ReIFjjHGmCLxAscYY0yReIFjjDGmSLzAMcYYU6T/Dx9xfGMONfEhAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHqNJREFUeJzt3Xt4TVf6B/DvPglVxCWCJNOHxCW3Y0IlVRkiYtBK5JCO\n", "SwmD1tMoanhGhTGVVGdaFEXUQ4dO1SVNlYSIkhrX1GUkeUxoE45fcNpJ+CUlSFKRy/r9Eef8nJzc\n", "yNpnnbP3+3me82Cdnb3e9WbvvPbJXntJjDEGQgghRGE0ogMghBBC5EAFjhBCiCJRgSOEEKJIVOAI\n", "IYQoEhU4QgghikQFjhBCiCJRgSOEEKJIVOAIIYQoEhU4QgghivRUBa64uBhRUVHQaDQwGAxyxUQI\n", "IYQ0W5MLXFpaGgIDA3H58mVIklTnNocPH8a4cePg4+MDf39/aLVaLFiwAIWFhdwCJoQQQpqiyQXu\n", "o48+wv79+xEZGYm6Hl9569YthIWFwc/PDzk5OcjOzsahQ4dw8OBBvPzyy3jw4AHXwAkhhJCGNLnA\n", "HTt2DFqttsFtnJ2dsXz5ctMVXvfu3RETE4MbN27gm2++aV6khBBCyFNocoGr72NJI1dXV9y6dcui\n", "/Te/+Q2Amt/fEUIIIdbC9S5KR0dHi7YrV64AAEJDQ3l2RQghhDRI1mkCFRUV+Mc//oGpU6eiX79+\n", "cnZFCCGEmLG85OJo6dKlaN26NTZt2tTotgUFBSgoKJAzHEIIITbOzc0Nbm5uXPYlW4FbvXo1jh49\n", "in/9619o06ZNg9sWFBTAy8sLJSUlcoVDCCHEDri7uyMjI4NLkZOlwH344YdISUnB8ePH0b59+0a3\n", "LygoQElJCXbu3AlfX185QrJ5I0aMwHfffSc6DKHUngO1jx+gHADqzkFOTg6mTJmCgoIC2yxwS5cu\n", "xffff4+jR4+artwOHjyIrKwsLFu2rMGv9fX1Rf/+/XmHZBcGDhyo2rEbqT0Hah8/QDkAKAc8PXOB\n", "q2uy9/z587Fjxw6sWLECSUlJpvbTp0/j0aNHz9qVKjg4OIgOQTi150Dt4wcoBwDlgKcmF7jFixcj\n", "MTERxcXFkCQJgwcPhqOjI/bu3Yv+/fsjOzsbGzZsgCRJiI6ONvtaSZIwbdo07sETQggh9WlygVux\n", "YgVWrFhR7/v+/v6orq7mEhQhhBDSXLRcjo2g/xxQDtQ+foByAFAOeJJ1HhxpuldeeUV0CMKpPQe2\n", "PH69Xm+VB6b7+fkhKyvLot3JyQm9e/eWvX9bYMvHgb2RWF13i9SjuLgYc+bMQUJCAm7cuIFu3bpx\n", "CSIrKwsBAQHIzMyku4cIsTF6vR5eXl6iw8DVq1dVU+TUinctaPIVXFpaGmbPno02bdo0+ODlnJwc\n", "/PnPf8b169dRXV2N/v37Y82aNXB3d292sIQQ6zNdub0GwEVAAEUA9oGW3CJPrckFzrge3J49e3Dp\n", "0qU6tzEYDAgODsbMmTNx6NAhVFVVYerUqQgJCUFWVhacnJy4BU4IsTIXAPT/VGJHuK4HFxsbC8YY\n", "li9fDqBmPseaNWtw/fp1rFu3rnmRKlxubq7oEIRTew7UPn4AQKHoAMSj44AfbuvBVVVVYe/evRg0\n", "aBBatmxpandzc4OPjw8SExOfPUoVWLRokegQhFN7DtQ+fgCAOp9QZYaOA364TRPIy8tDSUkJevbs\n", "afFejx49kJubi4qKCl7dKc7GjRtFhyCc2nOg9vEDAMJEByAeHQf8cCtwhYU1ny20a9fO4r127dqh\n", "uroad+7c4dWd4vC6I9WeqT0Hah8/AKCD6ADEo+OAH5roTQghRJG4FTgXl5r7h+/fv2/x3v379+Hg\n", "4ABnZ+cG9xEWFgadTmf2CgoKQnJystl2aWlp0Ol0Fl8/Z84cbNu2zawtKysLOp0ORUVFZu2xsbFY\n", "uXKlWZvBYIBOp7P4JW98fDzeffdds7aysjLodDqkp6ebtSckJGDGjBkWsU2cOJHGQeOw63GgBMBu\n", "WN4Ich5AWq22R4+3vVmr/RKAZFjaAyCnVtu1x/vgPA6lfD/sfRwJCQnQ6XQYMWIEXF1dMWzYMMyf\n", "P99i/83xVBO9ASAuLg7Lly+3mOhdVVUFZ2dnDB06FPv37zf7mj59+kCSpHqnF9BEb2DlypWIiYkR\n", "HYZQas+BrY7feH7iLcg/TSAdwOBabfkAPoNqfj7Y6nFgDbxrAbcrOAcHB7z22mtIT083WxqnoKAA\n", "ubm5mDBhAq+uFKmsrEx0CMKpPQdqHz8AgO5Do+OAo2cucHVd+L3//vvQaDSmhU0rKyuxcOFC9OjR\n", "AwsWLHj2KFXg/fffFx2CcGrPgdrHDwAIFR2AeHQc8NPkArd48WJ4enpi/fr1pvXgPD09zR6M2q1b\n", "N5w6dQrZ2dnw9fWFVqtFdXU1Tpw4gbZt28oyAEIIIaQu3NaDM/L19cWhQ4eaFRQhhBDSXDRNwEbU\n", "vttIjdSeA7WPHwBQKjoA8eg44IcKnI144403RIcgnNpzoPbxAwD2N76J0tFxwA8VOBsRFxcnOgTh\n", "1J4DtY8fADBUdADi0XHAjywF7uLFixgzZgz8/Pzg7+8Pf39/rFq1ClVVVXJ0pwhqmN/TGLXnQO3j\n", "B0DL8YCOA56afJNJUxkMBoSGhiI8PBzZ2dlwdHTEhQsXEBISgtu3b2PNmjW8uySEEEIscL+CS01N\n", "xb1797Bw4UI4OtbUz5deegkjRozArl27eHdHCCGE1Il7gXNwcAAAi6VxHj16hBYtWvDuTjFqP8tN\n", "jdSeA7WPHwCQ1fgmSkfHAT/cC9zkyZOh1WoRFxeHe/fuAai5qjtx4gQ++OAD3t0pxpMT5tVK7TlQ\n", "+/gBAAWiAxCPjgN+uBe4tm3b4tixY3BwcICLiwvc3Nwwbdo0bN68GdOnT+fdnWJ8+umnokMQTu05\n", "UPv4AQDhogMQj44DfrjfZKLX6zF8+HAMGDAARUVFaN++Pf79739j7NixOHPmDLZs2cK7S0KsQq/X\n", "48GDB8L6/+WXX9CpUyer95uTU3sdG0LsBONswoQJzMHBgd29e9esfd26dUySJJaWlmbxNZmZmQwA\n", "69q1K4uIiDB7DRw4kCUlJZltf+TIERYREWGxn9mzZ7OtW7da7DsiIoIVFhaatS9btoytWLHCrO3m\n", "zZssIiKC5eTkmLVv2LCBLVy40KyttLSURUREsNOnT5u17969m02fPt0itgkTJtA47Hgcf//73xkA\n", "db8mg8ELDHPAEPfEaxQYfler7S+Pt51Rq/0PYOhXqy0ODFowTKzVNuXxPt6q6T8zM1Nxx5Wax7F7\n", "924WERHBhg8fzrp27cpCQ0NZcHCw2fe6uZ56PbjG+Pr6ori4GAUF5h+mf/vttwgPD8eqVauwcOFC\n", "s/doPThi60xror0GwEVAAHoAxyGmf2Pf1lgPri4qWw9OzXjXAu4fUbq6uuLatWsoLS1FmzZtTO03\n", "btwwvU8s6XQ6HDhwQHQYQtlFDlwg3w/53QAm1/Oe8fGEcvZfH2s+GrGhHKiEXZwHdoL7TSbz589H\n", "dXU1FixYgMrKSgBAXl4ePv74Y3h6euK1117j3aUizJ07V3QIwqk+BwNEB2ADKAd0HnDEvcCNGTMG\n", "x44dw08//YQ+ffrA398fERERGDNmDM6dO4fWrVvz7lIRRo4cKToE4VSfg16iA7ABlAM6Dzji/hEl\n", "AISEhCAkJESOXRNCCCFNQqsJEEIIUSQqcDYiOTlZdAjCqT4HNN2McgA6D3iiAmcjEhISRIcgnOpz\n", "cFl0ADaAckDnAUeyFbjDhw9j+PDhCAwMhJeXF7RaLZYuXSpXd3YvMTFRdAjCqT4H40UHYAMoB3Qe\n", "cCRLgdu6dSuio6OxYcMGZGRk4OrVq4iKisKePXvk6I4QQgixwP0uyp9//hnz5s3D9u3b4efnZ2pf\n", "sGABAgMDeXdHCCGE1In7FdyXX36J8vJyhIebPxb8+eefp/kdhBBCrIZ7gUtPT0fnzp2RmZmJkSNH\n", "QqvVol+/foiLi0N5eTnv7hRjxowZokMQTvU5oJvnKAeg84An7h9RGgwG3Lt3D7NmzcL+/fvRq1cv\n", "nD17FhERETh//jy+/fZb3l0qAl3dUg7QU3QANoByQOcBR9wL3MOHD1FeXo6lS5eiV6+a5+4EBQVh\n", "7ty5WL58OU6fPo3g4GDe3dq9SZMmiQ5BONXn4LeiA7ABDeRA5Lp0Tk5O6N27t1X6Uv15wBH3jyid\n", "nJwAAP369TNrN/77woUL9X5tWFgYdDqd2SsoKMhi4mNaWhp0Op3F18+ZMwfbtm0za8vKyoJOp0NR\n", "kfkj0WNjY7Fy5UqzNoPBAJ1Oh9zcXLP2+Ph4vPvuu2ZtZWVl0Ol0SE9PN2tPSEio8yOGiRMn0jjs\n", "eBwWk2/zUfPk+9JaGx8HkF6rrfjxtoW12s8DSKvV9ujxtjdrtf9kEVaNPbCcHH3t8T5qSwWQVavt\n", "acZRguaP4xLq/hiyoXHcq/nnlClTEBAQIOTl5eUFvV5vCo3Oj+aPIyEhATqdDiNGjICrqyuGDRuG\n", "+fPnW+y/ObivBxcVFYWEhARkZ2ejT58+pvaUlBSMGTOG1oMjdsm0HpyoNdGyAeyDmP5F9v1k/6LW\n", "4iuq6Z9+PsmPdy3gfgU3duxYAMB//vMfs/bLl2seUTBgAK2HUZfa/7NSI9XnoPbVjho1lAPjWnjW\n", "flm5qKr+POCIe4EbN24cBg8ejA8//BC3b98GAOj1esTHxyM8PBxDhgzh3aUirFq1SnQIwqk+B9+L\n", "DsAGUA7oPOCI+00mkiQhNTUVf/3rX/Hyyy+jdevWqKqqwltvvUWP6mrAV199JToE4VSfg3GiA7AB\n", "lAM6DziSZT04JycnrF+/HuvXr5dj94pEC8FSDtBSdAA2gHJA5wFHtJoAIYQQRaICRwghRJFkL3Bb\n", "tmyBRqPB+++/L3dXdq32vBU1Un0Oas8lUyPKAZ0HHMla4O7evWu6sUSSJDm7snvdunUTHYJwqs9B\n", "e9EB2ADKAZ0HHMla4N577z16LFcTvfPOO6JDEE71OXhZdAA2gHJA5wFHshW47Oxs7Nu3D3FxcXJ1\n", "QQghhNRLtgI3b948fPDBB2jfnj5zIIQQYn2yFLjExESUlJTgzTfflGP3ilT7galqpPoc1H6IsRpR\n", "Dug84Ih7gSsrK0NMTAzi4+N571rRFi1aJDoE4VSfg+9EB2ADKAd0HnDE/UkmH330EYKDgxEUFMR7\n", "14q2ceNG0SEI11gO9Ho9Hjx4YKVozFllLbIw+buweZQD+lnAEdcruOvXr2Pz5s0W6xYBQFNW5VHz\n", "enBP3hpsz+N40tOOIyEhod5x6PV6eHl5CVsPbMqUKeaDk2M9uA6g9eA6PNEm1ziedn2+w5YhyHl+\n", "zJ07V9Hnud2uB7d161b87W9/Q8eOHU1tjx49Qk5ODrp27QpXV1f4+PhY/CCj9eBIY0zrsYlaE0yP\n", "mh+WotdEU/N6cKL6zwfwGa0HZw28awHXjyhnzpyJmTNnmrXdvHkTnp6eePvtt7Fs2TKe3RE1Mq4J\n", "Zm1FjW9CCLEtsj+qy3iByHnhcMWp62NdtVF9DmidS8oB6DzgSbYCd/fuXXh6eiI4OBiSJGHdunXw\n", "9PS0+KyW1CgrKxMdgnCqz0GF6ABsAOWAzgOOZFkPDgA6duyI69evy7V7xaGHUVMOECo6ABtAOaDz\n", "gCNaLocQQogiyXYFRwghhA+Rc0ABwMnJCb179xbW/7OiAmcjioqK4OIi4v5326H6HJQCaCM6CMEo\n", "BxbngXEOqGhXr161uyLHvcDl5eXhs88+w6FDh8AYQ2VlJTw9PfGXv/wFgwcP5t2dYrzxxhs4cOCA\n", "6DCEUn0O9gOYLDoIwSgHFueB6cpN1BzQIgD7IPQK8llxL3CzZ89GUVER0tLS4OrqisrKSsybNw8h\n", "ISFISkqqcyY8AS0rBMoBhooOwAYMFR2AePWeB6LmgNox7jeZSJKE9957D66urgAAR0dHrF27Fg4O\n", "DlizZg3v7hSDnpBAOaAfXqAcgM4DnrhfwaWkpMDR0Xy3rVq1QseOHVFcXMy7O0IIIaRO3K/gahc3\n", "ALhz5w6KioowbNgw3t0RQgghdbLKPLjNmzejc+fOWLJkiTW6s0v0hBfKgcUT8tWIckDnAUeyTxPI\n", "ysrC6tWrkZSUhC5dusjdnWyqqqpw/vx5PHr0SJb9p6SkoGfPng1u0717d3h6esrSf1PIPRfnyJEj\n", "ePHFF+t8zyrrsYlWIDoAG2DDObDWMVj7PFDFsS8TWQtcTk4OIiMjsXPnToSEhDS6fVhYGAYMGGDW\n", "VlhYiJiYGIwdO9bUlpaWho0bN1rcUj5nzhz0798fb775pqktKysLcXFx+Pzzz83mlsTGxqJ169aI\n", "iYkxtRkMBsydOxerVq2Cj4+PqT0+Ph4nTpzAvn37mj74Z7B///4G32/1fCv8ZPipWeMwGAz4+OOP\n", "TW1lZWV4/fXXsWjRIrNpHAkJCUhLS8M///lPANabi7Nnz57GNzoP4B6AkU+0PQLwDYBBALo/0X4J\n", "wP8AGAtzewD0AeD7RNs1AP+G5W3qqQCqarXlAzgBYAzM520dB9ACwJMzYooBHAIwAkDnBsYR3sA4\n", "GloP7mnG4QbgyXsYnmYcxvXgGhsHGhhHY9+P8DrG0YfzOJr6/TCO42DNXy3WBJRRnefBRZjfhPO0\n", "42jm+XH27FnExcVx+7mbkJCAhIQE/Prrr7h06RL8/PxQWVlZRzaeHdf14J508eJFREZGYuvWrfj9\n", "73/f4Lb2sB7cN998g/Hjx9esSfWcgAAygI76jrhTeEdA57Qem/A1yWg9OPH9q/XYt+J6eDa9HpzR\n", "+fPnMXHiROzatQuDBg0ytQcGBiIjI0OOLq2nI4DnBfQros+60HpsRK3o2Lc73AvcqVOnMHr0aMyY\n", "MQPXr183W1EgK4t+g0wIIcQ6uBe4BQsWoLS0FPHx8RbvSZLEuzvl2A3VP6JI9TlQ+/gBygFAOeCI\n", "e4HLzMzkvUt1GND4Joqn9hyoffwA5QCgHHBE68HZil6iA7ABas+B2scPUA4AygFHtFyOHamqqhL2\n", "e0yai0MIsTdU4OxFGXD/7v2aW/UJIYQ0SpYC9/DhQ8TFxSE5ORnPPfccWrZsiWXLliEiIkKO7pQh\n", "B+aTdWszTjQWPRdHTo3lQOnUPn6AcgBQDjiSpcBNnToVP/74I86cOQNnZ2ccPHgQkZGRSE5ORnh4\n", "eOM7UKPv0bSDWslzcZqaA6VS+/gBygFAOeCI+00mJ0+exN69exEXFwdnZ2cAwOjRozF8+HD86U9/\n", "4t2dcrQWHYANUHsO1D5+gHIAUA444l7gvv76awCweDzXsGHDkJeXZ/9PMiGEEGIXuBe4ixcvon37\n", "9qarNyPjk/Kzs7N5d0kIIYRY4F7gCgsL0a5dO4t2Y1thYSHvLgkhhBALNjVNwJbnWuXl5dX85SJq\n", "lt/gzQCgoU9v//fxn3qIefiqwQr9G1Dz5HZR/TdEzeO3Zt915UAN3/va/WXX+rc1+6/tbs0f1vj5\n", "zL0PxllQUBDr0KGDRfvevXuZJEls27ZtFu/l5+czd3d3BoBe9KIXveil4pe7uzvLz8/nUo+4X8G9\n", "+OKLOHfuHO7evYuOHTua2o1XQH379rX4Gjc3N2RkZKCgwIaX8yWEECI7Nzc3uLm5cdkX9wVPT548\n", "idDQUCQmJtYsEPrYqFGjcO3aNej1ep7dEUIIIXWSZUXvCRMm4IcffsCpU6fQqVMnpKamYuzYsTTR\n", "mxBCiNXIUuDKy8sRFxeHpKQk06O6YmNjMXr0aN5dEUIIIXWSpcARQgghotnMenBLliyBRqPB9u3b\n", "RYdCiNX9/PPPGDlyJDQamzkliUyKi4sRFRUFjUYDg8HQ+BeQZ2YTZ9O1a9ewdu1aSJIESZLq3ObM\n", "mTMYMmQI+vTpA29vb8yaNQv37t2zcqR8/fDDD5g/fz4CAgIQEBAAPz8/DBw4ELt3765zeyXmIDs7\n", "G3PmzIFWq4W/vz/8/Pwwfvx4XLp0qc7tlZiDXbt2YfDgwTAYDPUe/0ZKHP/Dhw+xePFi+Pj4oG/f\n", "vnjppZeQkpIiOixZpKWlITAwEJcvX27we52Tk4OwsDD4+vrC29sbkyZNQn5+vhUjlUdeXh4WL14M\n", "f39//Pa3v4Wvry/CwsKQnp5usS2XHHCZbNBM4eHhbOzYsUySJLZ9+3aL9zMyMlirVq3Yp59+yhhj\n", "rKysjIWEhLCgoCBWVVVl7XC5iY2NZe7u7kyv15vaNm7cyCRJYrt27TLbVqk58Pb2ZqNGjWL37t1j\n", "jDFWWlrKxowZw1q1asUuXLhgtq0Sc1BcXMxCQ0OZwWBg06ZNY5Ik1butEsfPGGPjxo1jfn5+7Jdf\n", "fmGMMZaSksIcHR3ZwYMHBUfG39ChQ9nly5dZbGwskySJ3bx502Kbmzdvsk6dOrGYmBjGGGOVlZVs\n", "0qRJrFevXuz+/fvWDpmrV155hQUEBLCCggLGGGMVFRXs7bffZhqNhu3fv9+0Ha8cCC9wqampTKvV\n", "sqNHj9Zb4IYOHcr8/PzM2s6dO8ckSWJffvmltULl7osvvmCfffaZRXuHDh3YH/7wB7M2pebAx8eH\n", "Xbx40axNr9czSZLYH//4R7N2pebAqLECp8TxnzhxgkmSxL7++muz9ldffZX17NlTUFTyqa6uZoyx\n", "Bgvc9OnTmbOzMysvLze15efnMwcHB7Z8+XKrxSqHV199lSUnJ5u1/frrr6xFixZsyJAhpjZeORBa\n", "4MrLy5mXlxc7evQoO378eJ0F7tatW0yj0bB33nnHrL2qqoq1a9eOhYeHWzNk2ZWXl7PnnnuOzZo1\n", "y9Sm5BxUVFRYtJWVlTFJkphOpzO1KTkHRg0VOKWOf/bs2UySJNPVm9GqVauYJEkWV/FKUV+Bq6ys\n", "ZE5OTiwiIsLia7RaLdNqtdYKURZ1ne+MMdalSxfm7+/PGOObA6G/g/vkk0+g1WotltZ5UnZ2Nhhj\n", "ptUIjDQaDbp3766o1QmKiooQHR2Nbt26YenSpaZ2JefA0dHyYTpXrlwBULPEkpGSc9AUSh0/rT5i\n", "Li8vDyUlJRbfZwDo0aMHcnNzUVFRISAyPuo63+/cuYOioiLT+c4zB8IKXEFBAdasWYO1a9c2uJ1x\n", "9YH6VihQwuoE+fn58Pb2RteuXXHt2jUkJyfjhRdeML2vhhw8adOmTfD29kZ0dLSpTW05qE2p46fV\n", "R8w19n2urq7GnTt3rB2WrDZv3ozOnTtjyZIlAPjmgEuBO3HiBDQaTZNeV69eBQAsWrQI0dHR8PDw\n", "4BGCcM+SAyN3d3dcuXIFpaWlCAsLQ0BAABISEgSN5Nk1JwdGqampSEpKwt69e9GqVSsrj6B5eIyf\n", "EDXJysrC6tWrkZiYiC5dunDfP5eHLWu1Wnz11VdN2tbd3R1nzpzByZMnsWXLFov3Wa155y4uLgCA\n", "+/fvW2x7//59dO7c+Rki5u9pc1CXVq1aYcmSJTh+/Diio6MRERGBtm3bqiYHp06dwqxZs3D48GH4\n", "+fmZvWcPOeBxDNTHHsb/LFxcXOpcIsU4Tnsd17Nq7Pvs4OBg8XGuvcrJyUFkZCR27tyJkJAQUzvP\n", "HHApcJ07d8aECROavP2RI0fQokULDBo0yNRWUlICAFi2bBnWrVuH0NBQrF27Fn379oUkSf+/Httj\n", "1dXVuHHjhlliRHraHABAWVkZWrdubdHet29fHD16FFeuXEFAQICic2D03Xff4a233kJqair8/f0t\n", "3reHHDRn/I2xh/E/i2dZfUTJevbsCScnJ4vvM1CTEx8fH7RoIceClNZ18eJFREZG4vPPP7e4B4Nr\n", "Dp76NhiZGG8XVtM0ge7du7OzZ89atI8bN45pNBp248YNU5tSc8AYYwcOHGA9evRgubm5prb8/Hyz\n", "uygZU3YOGKu5i1Kj0dT7vhLH39A0gV69egmKSn5qnSbAWM0x2717d5aenm7WHhAQYPq7IqYJPMk4\n", "TeCLL76weC8jI4M9//zzbNOmTYyxmsnAQ4cOZb/73e9M80rskYeHBxs+fDgrLCw0tSUmJjIHBwc2\n", "fvx4s22VmoPExETWsmVLFhcXx3bs2GF6ffLJJ8zDw8NsW6XmwKgpE72VOP7x48czPz8/VlRUxBhj\n", "7ODBg4qd6G1kLHBP/ifW6ObNm8zFxcU0ybmiooJNnjyZ9e7dmz148MDaoXJ18uRJ5uTkxObNm2d2\n", "vu/YscPs2OeVA+EFLjs7m3l4eDBXV1em0WiYi4sL8/DwYIcPHzbb7syZMyw4OJhptVrm5eXFoqOj\n", "TU+/sFeHDx9mUVFRzM/Pj/n7+zMPDw/Wr18/tnLlyjrniygxB87Ozkyj0TBJkixenp6eFtsrMQdR\n", "UVHMw8ODtW3blmk0Gubh4cE8PDzY7du3LbZV4vgfPnzIFi9ezLy9vZm/vz8LDAxkKSkposOSRUxM\n", "DPPw8GAdOnRgGo2GvfDCC8zDw4NlZmaabffjjz+yUaNGMR8fH+bl5cVef/119t///ldQ1Pz079+/\n", "3vO99qcXPHJAqwkQQghRJJt42DIhhBDCGxU4QgghikQFjhBCiCJRgSOEEKJIVOAIIYQoEhU4Qggh\n", "ikQFjhBCiCJRgSOEEKJIVOAIIYQoEhU4QgghikQFjhBCiCJRgSOEEKJIVOAIIYQo0v8B7a4R6WHs\n", "59EAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "016\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAGgtJREFUeJzt3XtQVNcdB/DvBXzEgFbFrNiJSkyUR4oSNcEHIinSJrrB\n", "OErHxFSMGbXG2DhD1cSga8zDZ31Fm6YymVilwcSSqNiYGAdRo1aWWkjEQgciVRlHoqjIRA2c/iG7\n", "ursg7OXce7ns9zNzR3P27v39zm/v7i+77t6jCCEEiIiITMzP6ASIiIhais2MiIhMj82MiIhMj82M\n", "iIhMj82MiIhMj82MiIhMj82MiIhMj82MiIhMj82MiIhMz6tmVlVVheeffx5+fn4oLy/XKiciIiKv\n", "NLuZffnllxgyZAi+/fZbKIrS6H5FRUV4+umnER4ejgEDBmDy5Mk4f/68lGSJiIga0uxm9u677+Lz\n", "zz/Hs88+i8Yu51heXo7Y2FhERUWhqKgIp06dgqIoiIuLw7Vr16QlTUREdLdmN7MDBw4gMjLynvss\n", "WbIEQgi8+eabAAB/f3+sWbMGZWVlWLduXcsyJSIiakSzm9m9PloEgNraWuzcuRMjRoxA+/btneMh\n", "ISEICwtDZmam+iyJiIjuQdq3GUtLS1FdXY1+/fp53PbQQw/h9OnTuHXrlqxwRERETtKa2cWLFwEA\n", "nTt39ritc+fOqKurw6VLl2SFIyIicgowOgGHiooKVFRUGJ0GEREZKCQkBCEhIV7fT1ozCw4OBgBc\n", "vXrV47arV6/C398f3bp1a/C+FRUV6N+/P6qrq2WlQ0REJtSrVy/k5eV53dCkNbN+/fohKCgIpaWl\n", "HreVlpYiLCwM7dq1a/C+FRUVqK6uxrZt2xAeHi4rpTZvzJgx+Oqrr4xOw3SMrFtRURGmTJkCYBmA\n", "UB0jlwFIU/0cU1Mzs85VJj5HveM4ZyoqKoxrZv7+/pgwYQJ27dqFmzdvOr/RWFFRgdOnT2PJkiVN\n", "HiM8PByPPfaYrJTavJiYGNZLhdZRt6cB6JlDPoA01c+xltXMXHOVqXWca75B9RdAGvrh9NKlS+Hn\n", "54fFixcDAH766SekpqbioYcewrx589RnSQ3y9/c3OgVTYt28x5qpw7rpp9nNbOHChQgNDcX69euh\n", "KApGjhyJ0NBQ5OfnO/fp3bs3cnNzUVBQgPDwcERGRqKurg45OTkIDAzUZAJERETN/phx+fLlWL58\n", "eZP7hYeHY+/evS1KioiIyBtcAsbE6urqjE7BlFg377Fm6rBu+mEzM7Ff/epXRqdgSqyb91gzdVg3\n", "/bCZmdgrr7xidAqmxLp5jzVTh3XTD5sZERGZHpsZERGZHpuZiZ0+fdroFEyJdfMea6YO66YfTZrZ\n", "yZMnkZSUhIiICERFRSEqKgorV65EbW2tFuF81vz5841OwZRYN++xZuqwbvqRftX88vJyxMfHY+zY\n", "sSgoKEBAQABOnDiBuLg4XLhwAWvWrJEd0me99957RqdgSqyb91gzdVg3/Uh/Z5adnY0rV64gNTUV\n", "AQG3e+XQoUMxZswYbN++XXY4n9a7d2+jUzAl1s17rJk6rJt+pDczx7XI3FeVvnnzZqNXzSciImoJ\n", "6c3sueeeQ2RkJGw2G65cuQLg9ru1nJwcLFu2THY4IiIi+c0sMDAQBw4cgL+/P4KDgxESEoKpU6fi\n", "/fffR0pKiuxwPm3FihVGp2BKrJv3WDN1WDf9SG9mJSUlGDJkCDp06IDKykpUVFRg7969eO211zBz\n", "5kzZ4XxaTU2N0SmYEuvmPdZMHdZNP9K/zfjGG2/g3Llz+Mtf/oIuXboAAB5//HEsWLAA8+bNw8SJ\n", "EzFmzBjZYX3S0qVLjU7BlO6uW0lJCa5du6Zb7KKiIt1iycRzTR3WTUdCsrCwMNGzZ0+P8b179wpF\n", "UcSqVas8brPb7QKAsFgswmq1umwxMTEiKyvLZf99+/YJq9XqcZzZs2eLLVu2eBzbarWKixcvuowv\n", "XrxYLF++3GXszJkzwmq1iqKiIpfxDRs2iNTUVJex69evC6vVKg4dOuQynpGRIVJSUjxyS05O5jxa\n", "2Tw2bdokABi02QWwQQCpAhB3bdcFYBXAIbfxDAGkuI0JASQLIMttbF/9Me4eu/0cS0tL0+3xGDVq\n", "1F1zlTUPIYDZAtjSwPysArjonKvdbufzoxXPIyMjQ1itVpGQkCAsFouIj48XsbGxzsfOW4oQDSwZ\n", "3QLx8fE4fPgwqqqqcP/99zvH//SnP+Hll1/G1q1bMWXKFJf75OfnY/DgwbDb7VxinHTjOO+AbQDC\n", "dYq6F0AaADsAPc/1fAD6Psfu1Lftz5XkaEkvkP4x46uvvorc3FzMmzcPmzdvRkBAAEpLS7Fq1SqE\n", "hoZiwoQJskP6rMrKSgQHBxudhul41i0c+r3YmvNjRp5r6rBu+pH+BZCkpCQcOHAA//vf//Doo48i\n", "KioKVqsVSUlJOHbsGDp16iQ7pM968cUXjU7BlFg377Fm6rBu+pH+zgwA4uLiEBcXp8Wh6S42m83o\n", "FEyJdfMea6YO66YfXjXfxPjvAeqwbt5jzdRh3fTDZkZERKbHZkZERKanyb+ZkT7S09Mxffp0o9Mw\n", "HV+um9ofbX/22WcYP368LrHaEl8+1/TGZmZi+fn5fKKo4Jt1KwcAj994eoMXCveeb55rxmAzM7FN\n", "mzYZnYIp+Wbdrtf/acQPxH2Xb55rxtCsmX3xxRdYvXo1qqqqcPXqVbRr1w7jx4/H22+/rVVIImoS\n", "fyBObZMmXwDZsmULZs6ciQ0bNiAvLw/FxcV4/vnn8cknn2gRjoiIfJz0d2Znz57F3Llz8dFHHyEi\n", "IsI5Pm/ePAwZMkR2OCIiIvnvzLZu3YobN25g7NixLuP33XcfEhMTZYfzac8884zRKZgS66YGa6YG\n", "zzX9SG9mhw8fRo8ePWC325GYmIjIyEgMGjQINpsNN27ckB3Op82ZM8foFEyJdVODNVOD55p+pH/M\n", "WF5ejitXrmDWrFn4/PPP8fDDD+Po0aOwWq04fvw4/vGPf8gO6bP4Tlcd1k0N1kwNnmv6kf7O7Mcf\n", "f8SNGzewaNEiPPzwwwCAYcOGYc6cOdi3bx8OHTokOyQREfk46e/MgoKCAACDBg1yGXf894kTJxAb\n", "Gys7LBGRoUpKSnDt2jXd4wYFBeGRRx7RPW6r4/Xa1E147rnnhKIoorCw0GV8165dQlEUsWrVKo/7\n", "2O23lzm3WCzCarW6bDExMVyGvJF5ZGVltYl5CKHv45GVlSWSk5PF6tWrBQAB2AUgBLBPANb6v9+9\n", "zRbAFrcxe/2+F93GFwtgudvYmfp9iwSw7a6YGwSQ6rbv9fp9D7mNZwggpYHckgWQ5TbW0DwccdNU\n", "ziPLbR5379vYPKLd6itjHs15PG6/ntjtdt3Oq+Li4vq5GrMVFxdLe34Ioc/zPCMjQ1itVpGQkCAs\n", "FouIj48XsbGxzsfOW9Kb2Y4dO4SiKGLbtm0u4++8845QFEUcPHjQ4z6OZqZmAr4sOTnZ6BRMyVE3\n", "x3nn+mKr9bbNgJgy4iabaK76v57cOZe21cd3bGPc/lv2tk33uWqpJb1A+seMEydOxMiRI/HOO+8g\n", "ISEBFosFJSUl2LhxI8aOHYtRo0bJDumzMjMzjU7BlFg3NViz5nG/wsqXRiXic6Q3M0VRkJ2djTfe\n", "eANPPPEEOnXqhNraWsyYMQOLFi2SHY6IiEibazMGBQVh/fr1WL9+vRaHJyIicsHFOYmIyPTYzExs\n", "2rRpRqdgSqybGqyZOqybXtjMTIxXF1CHdVODNVOHddMLm5mJTZ482egUTIl1U4M1U4d10wubGRER\n", "mR6bGRERmZ7mzezPf/4z/Pz8sHTpUq1D+ZzDhw8bnYIpsW5qsGbqsG560bSZXb582flDaUVRtAzl\n", "k1auXGl0CqbEuqnBmqnDuulF02aWlpbGK+Rr6OOPPzY6BVNi3dRgzdRh3fSiWTMrKCjA3//+d9hs\n", "Nq1C+LxOnToZnYIpsW5qsGbqsG560ayZzZ07F8uWLUOXLl20CkFERARAo2aWmZmJ6upqTJ8+XYvD\n", "ExERuZDezGpqarBgwQJs3LhR9qHJzR/+8AejUzAl1k0N1kwd1k0v0q+a/+677yI2NhbDhg2TfWhy\n", "07t3b02Oa8Ty73ou/a5V3do21kwdfepWVFSkSxwHPZ+vzSZzldDS0lIRHBwszp075xwrKysTiqII\n", "m83W6P0cq4taLBZhtVpdtpiYGM2X73bQYjl1Bz2WIZcxDyOXf3fPTevHY/Xq1W4rIe8TgLWBlYtn\n", "C2BLA6sZWwVw0W18sQCWu42dqd+3yG315Q0CSHXb93r9vofcxjMEkNJAbskCyHIba2gejrhpkuZx\n", "93hj84h2q6+MeTTn8bizWrFez/M7K02PkTiP5jweQ4VRz9fi4mIhhPrXq4yMDGG1WkVCQoKwWCwi\n", "Pj5exMbGOh87bylCCNGydnjHli1b8NZbb6Fr167OsZs3b6KoqAgWiwU9e/ZEWFgY/va3v7ncLz8/\n", "H4MHD4bdbsdjjz3mfljSkeOxALbh9qq5eigCMEX3x//OXO1wXR1YS9sBTNE5plFxjZprPgB9X0+M\n", "OZeAOzVuG8/XlvQCqR8zvvTSS3jppZdcxs6cOYPQ0FD87ne/w+LFi2WGI025L/9ORK0Xn6+aX87K\n", "8cZP4htAqnf69GmjUzAl1k0N1kwd1k0vmjWzy5cvIzQ0FLGxsVAUBevWrUNoaCjS09O1Culz5s+f\n", "b3QKpsS6qcGaqcO66UX6txkdunbtirKyMq0OTwDee+89o1MwJdZNDdZMHdZNL1wCxsT4FXN1WDc1\n", "WDN1WDe9sJkREZHpsZkREZHpafZvZqS9FStWYMGCBUanYTqsmxorAJirZnpeFaPxWOarm1mxmZlY\n", "TU2N0SmYEuumhplqVg4AmDJlisF5AOaqm7mxmZnY0qVLjU7BlFg3NcxUs+v1f+p5VYy9ANIaGDdT\n", "3cxNejMrLS3FBx98gL1790IIgZ9++gmhoaF4/fXXMXLkSNnhiIgaoedVMfS90C95kv4FkNmzZ2P/\n", "/v348ssvUVhYiMLCQvTt2xdxcXHYtWuX7HBERETym5miKEhLS0PPnj0BAAEBAfjjH/8If39/rFmz\n", "RnY4n1ZZWWl0CqbEuqnBmqnDuulFejPbvXs3kpKSXMY6duyIrl27oqqqSnY4n/biiy8anYIpsW5q\n", "sGbqsG56kd7MAgI8/xnu0qVLqKysxJNPPik7nE+z2WxGp2BKrJsaNqMTMCmb0Qn4DF1+NP3++++j\n", "R48eeO211/QI5zO49ps6rJsarJk6rJteNP9qfn5+PlavXo2srCw88MADWocjE9N76Xe94xGRhrxe\n", "m9oLp06dEr179xbZ2dn33M+x5LjFYhFWq9Vli4mJEVlZWS7779u3T1itVo/jqF2+20GL5dQdkpOT\n", "TTGPO8u/v63D8vaOsSzDln6/vdl1WN7eKoAiAWy7K+YGAaS67Xu9ft9DbuMZLXw8HHHTJM3j7vHG\n", "5hHtVl8Z82jO43F3jWXMozmPhyPmGInzaM7j0VCNtT6vbr9G2O32Fr1eZWRkCKvVKhISEoTFYhHx\n", "8fEiNjbW5dje0KyZ/etf/xJ9+/YV+/fvb3Jfxwuomgn4MvcTSIY7zczewAmu1eZ4IdhWH1frLa3+\n", "z2UGzlXPmDLiur/otuW5yoyppm6tfa7avV63pBdo8jHj8ePH8Zvf/Abbt2/HiBEjnONDhgxBXl6e\n", "FiF9Un5+PqZPn250GhLp9SPX9Po4/Jix+fIBtKVzTS+sm16kN7Pc3FyMGzcO06ZNQ1lZmcsCnfn5\n", "+bLD+bRNmzYZnYJJsW7eY83UYd30Ir2ZzZs3D9evX8fGjRs9blMURXY4IiIi+c3MbrfLPiQREdE9\n", "cXFOIiIyPTYzE3vmmWeMTsGkWDfvsWbqsG56YTMzsTlz5hidgkmxbt5jzdRh3fTCxTlbqbfeehtb\n", "tnyke9x27Xzh/28SjU7AhFgzdVg3vbCZtVI5OQdx5owCIKnJfeW5AGCrjvGIiORgM2vVBgJYqWO8\n", "k2AzIyIz0uQzpR9//BELFy5EWFgYBg4ciKFDh2L37t1ahPJxnxmdgEmxbt5jzdRh3fSiSTN74YUX\n", "sHv3bnzzzTf497//jSVLlmDChAnIzs7WIpwPW2F0AibFunmPNVOHddOL9GZ28OBB7Ny5EzabDd26\n", "dQMAjBs3DgkJCfj9738vO5yP62F0AibFunmPNVOHddOL9Ga2Y8cOAMAvf/lLl/Enn3wSpaWlvNAw\n", "ERFJJ72ZnTx5El26dHG+K3Po168fAKCgoEB2SCIi8nHSm9nFixfRuXNnj3HH2MWLF2WHJCIiH9eq\n", "vprPZezvuHr1KoAfAHxwj70ONXG7t/5319/3Qr/1vo7oHPMIgO0GxHXE1jumjLiOmukZU63W9Liq\n", "qZuMuFq6vayXFq/XLTqm7JVChw0bJn72s595jO/cuVMoiiLS09M9bjt//rzo1atX/Yqp3Lhx48bN\n", "V7devXqJ8+fPe917pL8zi46OxrFjx3D58mV07drVOV5aWgoAGDhwoMd9QkJCkJeXh4qKCtnpEBGR\n", "iYSEhCAkJMTr+ylCCCEzkYMHDyI+Ph6ZmZmYNGmSc/ypp57Cf//7X5SUlMgMR0REJL+ZAUBycjK+\n", "++475Obmonv37sjOzsb48ePx2WefYezYsbLDERGRj9Okmd24cQM2mw1ZWVno0KED2rdvjyVLlmDc\n", "uHGyQxEREWnTzIiIiPTkC4tXtUlnz55FYmIi/Pz4EDYXa0bUdhn2rC4oKMDLL7+MyMhIREVFISIi\n", "ApMmTUJhYWGD+3/zzTcYNWoUHn30UQwYMACzZs3ClStXdM66ddi+fTtGjhyJ8vJyKIrS6H4pKSl4\n", "5JFHEB0d7bK98MILOmbbOjS3ZgDPtXvJyclBt27dPM6p6OholJWVGZ2e4bhiiPe+//57BAYGNnhO\n", "HTlypOkDOHj9ZX5JBgwYIJ566ilx5coVIYQQ169fF0lJSaJjx47ixIkTLvvm5eWJjh07ik2bNgkh\n", "hKipqRFxcXFi2LBhora2VvfcjVRVVSXi4+NFeXm5mDp1qlAUpdF9U1JSxMGDB3XMrnXypmY81+4t\n", "JydHTJs2zeg0Wq2JEyeKiIgI8cMPPwghhNi9e7cICAgQe/bsMTiz1qusrEyMHj26xccxrJmFhYWJ\n", "kydPuoyVlJQIRVHEb3/7W5fx0aNHi4iICJexY8eOCUVRxNatWzXPtbVqTjPLycnRMaPWr6ma8Vy7\n", "t5ycHJGSkmJ0Gq1STk6OUBRF7Nixw2X817/+tejXr59BWbV+spqZYR8zFhYWevyA+uc//zkAoKqq\n", "yjl24cIF5ObmelyFf+jQoQgKCkJmZqb2yZJP4LlGLcEVQ4xlWDMLCPC8+Mh//vMfALcffIeCggII\n", "IZxX3Xfw8/NDnz59eBX+Jmzfvh2jR4/GL37xCwwePBiLFi2qv+4jueO51jQhBEpKSjBp0iQ8/vjj\n", "GDBgACZPngy73W50aobjiiHqXbhwAVOnTkVMTAz69++PpKQkfP31114do1V9rWvz5s0YMGAAZs6c\n", "6RxzXGW/sSvx8yr8jQsKCkKnTp2wZ88eFBYW4sMPP8Snn36K4cOHo7q62uj0Wh2ea01r3749bt26\n", "BZvNhn/+85/Iy8tDYGAghg0bhn379hmdnqG4Yog6/v7+qKurw4wZM3Ds2DEUFhZi0KBBSExMRHp6\n", "erOPI6WZ5eTkwM/Pr1lbcXFxg8fIzs5GVlYWdu7ciY4dO8pIq9WTUbd72bBhA9atW4fAwEAAQFRU\n", "FNauXYtTp05h06ZNsqejC61r5kvU1HL48OE4fvw4IiMjAdz+H6bNmzfDYrHg1VdfNXI6ZFIPPvgg\n", "Tp8+jREjRgAAOnTogKVLl2LIkCFITU3FzZs3m3UcKRcajoyMxMcff9ysfXv16uUxlpubi1mzZuGL\n", "L75ARESEy23BwcEA0OBHY1evXkWPHuZdlryldVMjJiYGwO2vn5uRljVry+daQ2TVsl27doiOjsae\n", "PXs8LjDuS4KDgxtcwsRxPrW180drTzzxBE6cOIHvvvsO0dHRTe4vpZn16NEDycnJqu771VdfYcaM\n", "GcjOzkZUVJTH7QMHDoSiKM6r7jvU1dXh+++/R1xcnKq4rUFL6taUuro6/PDDDx5PIH9/f+ftZqRl\n", "zdryudYQNbW8fPkyAgMD0a5dO5dxs59XMqhZMYRuN/v27dt7fCLn7Tll6L+Z7d692/mOzNHIKioq\n", "kJSU5NzHYrFg1KhR2L9/v8t9T5w4gerqas1e2MyisR8Al5eXo0+fPh4nguMbVUOHDtU8t9aqsZrx\n", "XGvas88+i08//dRlrLa2FidPnkTfvn3RvXt3gzIznuP8cD9/vv76a/Tr1w+DBw82Iq1Wb+7cuVi7\n", "dq3HeF5eHu6//37nR9pNavGX+1XKzMwU7du3FzabTfz1r391bmvXrhV9+/Z12TcvL0/cd999YvPm\n", "zUKI2z+wHj16tBg+fLioq6szIv1W4V6/mSorKxOKoojXX3/d+WPfc+fOiUGDBok+ffo4f9Tpa5rz\n", "o2mea40bPXq0GDRokHPxxNraWrFw4UKhKIrIzMw0ODvjTZo0SURERIjKykohhBB79uzhj6abkJKS\n", "Ih588EFRXFzsHNu8ebNQFEWsXLmy2ccx7ELD3bt3R1VVFRoK37dvX4+Peo4ePYoFCxbg0qVLuHXr\n", "FuLj47Fy5coGvz3U1k2ZMgVHjhxBZWUlampq0Lt3bwDA8ePH8cADDwAAbt26ha1bt+KTTz7B2bNn\n", "IYRATU0NxowZgzfffBM9e/Y0cgq6a07NHHiuNe7o0aP48MMPcfToUfj5+eHy5cvo378/5s+fj8TE\n", "RKPTMxxXDPHet99+i/T0dBw4cACKoqCqqgq9evXCK6+8gsmTJzf7OLxqPhERmV6r+p0ZERGRGmxm\n", "RERkemxmRERkemxmRERkemxmRERkemxmRERkemxmRERkemxmRERkemxmRERkemxmRERkemxmRERk\n", "emxmRERkemxmRERkev8HJZ6KPerOJEQAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAGrpJREFUeJzt3X1UVHX+B/D3BUQj0FRIYE8qkTwWaviET4Ab7IY2qEdj\n", "TUvNjrrrw8I5ppYVWO2alquGsm4r61nLJTKTQtwiM3RNJZFVqGDFH+SswfFIAopsonB/fyCT84DM\n", "XO4D13m/zplTfblzP5/7mTt8muHe71cQRVEEERGRjrlonQAREVFXsZkREZHusZkREZHusZkREZHu\n", "sZkREZHusZkREZHusZkREZHusZkREZHusZkREZHuOdTM6uvrMXv2bLi4uMBoNCqVExERkUPsbmb5\n", "+fkYMWIEvvnmGwiC0OF2ZWVlSEhIQGhoKIKDgzFr1ixUV1fLkiwREZEtdjezdevW4eOPP8a0adPQ\n", "0XSORqMREyZMQEREBMrKyvDdd99BEARER0fj6tWrsiVNRER0O7ub2aFDhxAeHn7HbVJTUyGKIl59\n", "9VUAgKurKzZu3Iiqqips3ry5a5kSERF1wO5mdqevFgGgpaUFe/fuxbhx4+Du7m4a9/PzQ0hICLKz\n", "s6VnSUREdAeyXc1YWVmJxsZGBAYGWv3swQcfRHl5OW7cuCFXOCIiIhPZmtmlS5cAAL1797b6We/e\n", "vdHa2orLly/LFY6IiMjETesE2tXU1KCmpkbrNIiISEN+fn7w8/Nz+HmyNTNvb28AwJUrV6x+duXK\n", "Fbi6uqJfv342n1tTU4OgoCA0NjbKlQ4REemQv78/ioqKHG5osjWzwMBAeHl5obKy0upnlZWVCAkJ\n", "QY8ePWw+t6amBo2NjXjvvfcQGhoqV0p3vbi4OHz++edap6E7WtatrKwMc+bMAWIB9FUxcB2ALyH5\n", "PSalZno9VjnxPeqY9nOmpqZGu2bm6uqK6dOn45NPPkFzc7PpisaamhqUl5cjNTW1032Ehobi0Ucf\n", "lSulu96YMWNYLwm6Rd2GAPBXMV41gC+lv8e6VDOdHaucusW55iQkXwBi68bptWvXwsXFBa+88goA\n", "4ObNm1ixYgUefPBBpKSkSM+SbHJ1ddU6BV1i3RzHmknDuqnH7ma2evVqBAQEYMuWLRAEAePHj0dA\n", "QACKi4tN2wwcOBBHjhxBSUkJQkNDER4ejtbWVhQUFMDT01ORAyAiIrL7a8Y33ngDb7zxRqfbhYaG\n", "4sCBA11KioiIyBFcAkbHWltbtU5Bl1g3x7Fm0rBu6mEz07Ff/epXWqegS6yb41gzaVg39bCZ6diy\n", "Zcu0TkGXWDfHsWbSsG7qYTMjIiLdYzMjIiLdYzPTsfLycq1T0CXWzXGsmTSsm3oUaWanT59GYmIi\n", "wsLCEBERgYiICGzYsAEtLS1KhHNaK1eu1DoFXWLdHMeaScO6qUf2WfONRiNiY2MxefJklJSUwM3N\n", "DSdPnkR0dDQuXryIjRs3yh3SaW3dulXrFHSJdXMcayYN66Ye2T+Z5eXloaGhAStWrICbW1uvHDly\n", "JOLi4rB79265wzm1gQMHap2CLrFujmPNpGHd1CN7M2ufi8xyVenm5uYOZ80nIiLqCtmb2VNPPYXw\n", "8HCkpaWhoaEBQNuntYKCArz22mtyhyMiIpK/mXl6euLQoUNwdXWFt7c3/Pz8MHfuXGzfvh3z5s2T\n", "O5xTW79+vdYp6BLr5jjWTBrWTT2yN7OKigqMGDECPXv2RG1tLWpqanDgwAG88MILWLRokdzhnFpT\n", "U5PWKegS6+Y41kwa1k09sl/N+NJLL+GHH37AX//6V/Tp0wcAMGrUKKxatQopKSmYMWMG4uLi5A7r\n", "lNauXat1Crp0e90qKipw9epV1WKXlZWpFktOPNekYd3UI/sns5KSEvj4+OC+++4zGw8KCgIAnDlz\n", "psPnJiQkwGAwmD2ioqKQk5Njtl1+fj4MBoPV85csWYLMzEyzseLiYhgMBtTW1pqNp6amWn0FYDQa\n", "YTAYrG50TE9Px/PPP2821tTUBIPBgKNHj5qNZ2VlYf78+Va5JSUl8Ti62XFkZGQgKCgIkZGRqj3m\n", "zJnzcxKFAPItEmsG8A8A5y3GSwHkwNoeAJb98dytfdhg+dop+XrYXJBXjuPIA1BsMVZ9a9tr5sN8\n", "f3Tf48jKyoLBYEBcXBx8fX0xadIkJCcnW+3fXoJoa8noLoiNjcXRo0dRX1+Pe++91zT+5z//GUuW\n", "LMGuXbvM39BoO/DIyEicOnWKS4yTatrPO0wH4K1S0AoAXwJYCMBfpZhA2y/7d6Dqe8xUXyc4VpJH\n", "V3qB7J/MkpOT0draipSUFNy8eRMAUFlZiTfffBMBAQGYPn263CGdluX/9ZB9rOrmjbZftmo8+ip4\n", "YAriuSYN66Ye2ZtZYmIiDh06hP/+9794+OGHERERgSeeeAKJiYk4ceIEPDw85A7ptJ599lmtU9Al\n", "1s1xrJk0rJt6ZL8ABACio6MRHR2txK7pNmlpaVqnoEusm+NYM2lYN/Vw1nwd498DpGHdHMeaScO6\n", "qYfNjIiIdI/NjIiIdE+Rv5mROjIzM7FgwQKt09AdZ66b1Ju2c3JyMHXqVFVi3U2c+VxTG5uZjhUX\n", "F/ONIoFT1q1tzm+rezwdwYnCHeeU55pG2Mx0bNu2bVqnoEtOWbf2FZm0uEHciTnluaYRxZrZp59+\n", "irfeegv19fW4cuUKevTogalTp+IPf/iDUiGJqDPtN4irgfcLk4oUuQBkx44dWLRoEd5++20UFRXh\n", "7NmzmD17Nvbs2aNEOCIicnKyfzK7cOECli9fjr///e8ICwszjaekpGDEiBFyhyMiIpL/k9muXbtw\n", "/fp1TJ482Wz8nnvuQXx8vNzhnJqtGaypc6ybBB3Mwk93xnNNPbI3s6NHj8LHxwenTp1CfHw8wsPD\n", "MWzYMKSlpeH69etyh3NqS5cu1ToFXWLdJBildQL6xHNNPbJ/zWg0GtHQ0IDFixfj448/xkMPPYTj\n", "x4/jiSeeQGFhIf75z3/KHdJp8ZOuNKybBA9pnYA+8VxTj+yfzH766Sdcv34da9aswUMPtb0DoqKi\n", "sHTpUnz22Wf417/+JXdIIiJycrJ/MvPy8gIADBs2zGy8/b9PnjyJCRMmyB2WiEhTFRUVuHr1qupx\n", "vby8MGTIENXjdjeyfzJrv4KxtbXVbNzV1dXm+O0SEhJgMBjMHlFRUVyGvIPjyMnJuSuOA1D39cjJ\n", "yUFSUhK+/NLijt5zsH2hQx6AYoux6lvbXrMY/xLAUYux+lvbXrIYLwSQbzHWfGvb8xbjpQByYG0P\n", "AMtZozo6DgAot/hve4+jDI4fxzEb8eU4DgdeD7XOq4qKCgQFBSEyMlL1R1BQECoqKmQ5jnZqvM+z\n", "srJgMBgQFxcHX19fTJo0CcnJyVb7t5cgiqIo+dk27NmzB0lJSXj33Xcxe/Zs0/i6deuwZs0aFBQU\n", "YOLEiWbP6cpS2c4sKSkJ2dnZWqehO+11az/vsBDq3UhcAuAjqBtTjrh7AMxUOaZU1QDegaq/T0zn\n", "kuUMKwcBPKZg4FoAH6l7rErqSi+Q/WvGGTNmYPz48fjjH/+Ixx57DAMGDEBFRQXS09MxefJkq0ZG\n", "0rGRScO6SeBoI3NWljOsPKNVIs5H9mYmCALy8vLw0ksvYfTo0fDw8EBLSwsWLlyINWvWyB2OiIhI\n", "mbkZvby8sGXLFmzZskWJ3RMREZnh4pxERKR7bGY6ZusqJOoc6yaBrSsQqXOsm2rYzHSMswtIw7pJ\n", "EKh1AjrFuqmGzUzHZs2apXUKusS6SfCI1gnoFOumGjYzIiLSPTYzIiLSPcWb2V/+8he4uLhg7dq1\n", "SodyOpZT05B9WDcJLKfXIvuwbqpRtJnV1dWZbpQWBEHJUE5pw4YNWqegS6ybBF9pnYBOsW6qUbSZ\n", "vfzyy5whX0Hvv/++1inoEusmwQytE9Ap1k01ijWzkpISfPTRR0hLS1MqhNPz8PDQOgVdYt0kcNc6\n", "AZ1i3VSjWDNbvnw5XnvtNfTp00epEERERAAUambZ2dlobGzEggULlNg9ERGRGdmbWVNTE1atWoX0\n", "9HS5d00WLBfgI/uwbhJYLr5J9mHdVCP7rPnr1q3DhAkTEBUVJfeuycLAgQMV2a8Wy7+rufS7UnW7\n", "q/GvBdKoVLeyMstlupWl5vvVXrI2s6qqKmzfvh1nzpyx+pk9C1onJCRg1KhRZmOXLl3CqlWrMHXq\n", "VNNYfn4+tm7dik8++cRs2yVLluDRRx81+3qzuLgYaWlp+Nvf/gZv75+XgE1NTYWHhwdWrVplGjMa\n", "jVi6dCk2bNiAkJAQ03h6ejqMRiPefPNN01hTUxN+85vfYOXKlRg/frxpPCsrC/n5+di5c6dZbklJ\n", "SZg1a5asx7Fs2TLZj6N9+XctrFixwiw3pV6PZcuWISkpyepcwzkAXwN4yiKxPAB+AG5f+LYaQAGA\n", "RAD33jb+JYAeAMbfNlYP4ACAOIv9FgJoAHD7VJHNAD4EMA7AoNvGSwH8H4CpMLcHwMMAQu04DgAo\n", "h/nikfYex2iL4/Cx4ziO2Ygvx3F09nrcRu33OQ4CGHnbcYzuwnHYc17tb/vXOXPmQG1nz57FkCFD\n", "JP/ezcrKQlZWFv73v/+htLQUYWFhuHnzpuR8BNGeLmOnHTt24PXXX0ffvn1NY83NzSgrK8OAAQPg\n", "6+uLkJAQZGVlmT2vK0tlk7w6XP5dSRot/W461oUw/wWvpBIAH0HdmFrF1epYqwG8o+75pMm5BPxc\n", "47vk/dqVXiDrJ7PnnnsOzz33nNnY+fPnERAQgN/+9rd45ZVX5AxHSrJc/p2Iui++X5Wfzqr9g5+M\n", "HwDplvLycq1T0CXWTYJLWiegU6ybahRrZnV1dQgICMCECRMgCAI2b96MgIAAZGZmKhXS6axcuVLr\n", "FHSJdZPgc60T0CnWTTWyX83Yrm/fvqiqqlJq9wRg69atWqegS6ybBAlaJ6BTrJtquASMjvESc2lY\n", "Nwnu0zoBnWLdVMNmRkREusdmRkREuqfY38xIeevXrze7GZTsw7pJcBTmN+zqgJqzYnQYS4d10ys2\n", "Mx1ramrSOgVdYt0kuKF1Ag5oaPuHFrNiWNFT3XSOzUzH1q5dq3UKusS6SRCrdQIOaG8gas6KUYG2\n", "Kacs6aluOid7M6usrMQ777yDAwcOQBRF3Lx5EwEBAXjxxRfN5jYjIlKUmrNi1KoUhzok+wUgv/vd\n", "73Dw4EHk5+ejtLQUpaWlGDx4MKKjo60m1CUiIpKD7M1MEAS8/PLL8PX1BQC4ubnhT3/6E1xdXbFx\n", "40a5wzm12lr+76AUrJsE17ROQKdYN9XI3sxyc3ORmGi+DkOvXr3Qt29f1NfXyx3OqT377LNap6BL\n", "rJsEH2udgE6xbqqRvZm5uVn/Ge7y5cuora3FpEmT5A7n1NLS0rROQZdYNwlitE5Ap2K0TsB5qHLT\n", "9Pbt2+Hj44MXXnhBjXBOg2u/ScO6SeDky4tIxrqpRvFL84uLi/HWW29h3759uP/++5UORzqm9tLv\n", "ascjIuUo+smsrKwM06ZNw3vvvYfo6OhOt09ISIDBYDB7REVFIScnx2y7/Px8GAwGq+cvWbLEaomZ\n", "4uJiGAwGqz/6p6amYv369WZjRqMRBoPBar2r9PR0PP/882ZjTU1NMBgMOHr0qNl4VlYW5s+fb5Vb\n", "UlKSro4D5wCYp9tmDwDLHnAOwD9sbJsHoNhirPrWtrf/Yfy2m1wjIyNVe1jdVNvV4wDa7jWyKCXq\n", "b21rubZVIYB8i7HmW9uetxgvRddfDwCwXMpNyeM4ZiO+HMfRnV+Pg1D3OGzVWOXzSurvq6ysLBgM\n", "BsTFxcHX1xeTJk1CcnKyjWTsI4gKrZp5+vRpTJs2DTt27MAvf/nLO27blaWynVlmZiYWLFgg6z41\n", "Wf5d7aXfywGE4OcbXbU4VjVjyhG3GICjb029HqucMaXUTY64SqoG8A4U+X3dlV6gyNeMhYWFSEpK\n", "wu7duzFu3DjT+IgRI1BUVKRESKdUXFwsezPTlFo3uf77VhxeoW+/Gq0T0CnWTTWyN7MjR45gypQp\n", "mD9/PqqqqswW6CwutvxMTV2xbds2rVPQp8laJ6BDrJk0rJtqZG9mKSkpuHbtGtLT061+JgiC3OGI\n", "iIjkb2anTp2Se5dERER3xMU5iYhI99jMdMzWZf1kh44uW6eOsWbSsG6qYTPTsaVLl2qdgj6N0joB\n", "HWLNpGHdVMPFObup119/HTt27lA9bg/XHqrHVN1DWiegQ6yZNKybatjMuqmCwwU433AeCFYx6DUA\n", "Z1SMR0QkEzaz7mwAgHgV49WAzYyIdEmRv5n99NNPWL16NUJCQjB06FCMHDkSubm5SoRybpwnVxrW\n", "zXGsmTSsm2oUaWZPP/00cnNzcezYMZw5cwapqamYPn068vLylAjnvL7SOgGdYt0cx5pJw7qpRvZm\n", "dvjwYezduxdpaWno168fAGDKlCl47LHH8Pvf/17ucM7NQ+sEdIp1cxxrJg3rphrZm9kHH3wAAFYz\n", "5U+aNAmVlZWcaJiIiGQnezM7ffo0+vTpY/pU1i4wMBAAUFJSIndIIiJycrI3s0uXLqF3795W4+1j\n", "ly5ZrohHRETUNd3q0nwuY/+zK1euAJcB3OlbWWMnP3dUw23/XgH11vsyqhzTiLZFDdWO2x5b7Zhy\n", "xG2vmZoxpepOr6uUuskRV0l1bf9Q4vd1l/YpyiwqKkq87777rMb37t0rCoIgZmZmWv2surpa9Pf3\n", "FwHwwQcffPDhxA9/f3+xurra4d4j+yez4cOH48SJE6irq0Pfvn1N45WVlQCAoUOHWj3Hz88PRUVF\n", "qKnhsqxERM7Mz88Pfn5+Dj9PEEVRlDORw4cPIzY2FtnZ2Zg5c6Zp/PHHH8e5c+dQUVEhZzgiIiL5\n", "mxkAPPnkk/j2229x5MgR9O/fH3l5eZg6dSpycnIweTLXESciInkp0syuX7+OtLQ07Nu3Dz179oS7\n", "uztSU1MxZcoUuUMREREp08yIiIjUxMU5derChQuIj4+HiwtfQnuxZkR3L83e1SUlJViyZAnCw8MR\n", "ERGBsLAwzJw5E6WlpTa3P3bsGCZOnIiHH34YwcHBWLx4MRoaGmxue7fbvXs3xo8fD6PRCEEQOtxu\n", "3rx5GDJkCIYPH272ePrpp1XMtnuwt2YAz7U7KSgoQL9+/azOqeHDh6Oqqkrr9DTHFUMc9/3338PT\n", "09PmOfXVVw7M1OzwxfwyCQ4OFh9//HGxoaFBFEVRvHbtmpiYmCj26tVLPHnypNm2RUVFYq9evcRt\n", "27aJoiiKTU1NYnR0tBgVFSW2tLSonruW6uvrxdjYWNFoNIpz584VBUHocNt58+aJhw8fVjG77smR\n", "mvFcu7OCggJx/vz5WqfRbc2YMUMMCwsTf/zxR1EURTE3N1d0c3MT9+/fr3Fm3VdVVZUYExPT5f1o\n", "1sxCQkLE06dPm41VVFSIgiCIzzzzjNl4TEyMGBYWZjZ24sQJURAEcdeuXYrn2l3Z08wKCgpUzKj7\n", "66xmPNfurKCgQJw3b57WaXRLBQUFoiAI4gcffGA2/utf/1oMDAzUKKvuT65mptnXjKWlpVY3UP/i\n", "F78AANTX15vGLl68iCNHjljNwj9y5Eh4eXkhOztb+WTJKfBco67giiHa0qyZublZTz7yn//8B0Db\n", "i9+upKQEoiiaZt1v5+LigkGDBnEW/k7s3r0bMTExeOSRRxAZGYk1a9a0zftIVniudU4URVRUVGDm\n", "zJkYNWoUgoODMWvWLJw6dUrr1DTHFUOku3jxIubOnYsxY8YgKCgIiYmJ+OKLLxzaR7e6rCsjIwPB\n", "wcFYtGiRaax9lv2OZuLnLPwd8/LygoeHB/bv34/S0lLs3LkTH374IcaOHYvGxkat0+t2eK51zt3d\n", "HTdu3EBaWhq+/vprFBUVwdPTE1FRUfjss8+0Tk9TXDFEGldXV7S2tmLhwoU4ceIESktLMWzYMMTH\n", "xyMzM9Pu/cjSzAoKCuDi4mLX4+zZszb3kZeXh3379mHv3r3o1auXHGl1e3LU7U7efvttbN68GZ6e\n", "ngCAiIgIbNq0Cd999x22bdsm9+GoQumaORMptRw7diwKCwsRHh4OoO1/mDIyMjBgwAAkJydreTik\n", "Uw888ADKy8sxbtw4AEDPnj2xdu1ajBgxAitWrEBzc7Nd+5FlouHw8HC8//77dm3r7+9vNXbkyBEs\n", "XrwYn376KcLCwsx+5u3tDQA2vxq7cuUKfHx8JGTcPXS1blKMGTMGQNvl53qkZM3u5nPNFrlq2aNH\n", "DwwfPhz79++3mmDcmXh7e9tcwqT9fLrbzh+ljR49GidPnsS3336L4cOHd7q9LM3Mx8cHTz75pKTn\n", "fv7551i4cCHy8vIQERFh9fOhQ4dCEATTrPvtWltb8f333yM6OlpS3O6gK3XrTGtrK3788UerN5Cr\n", "q6vp53qkZM3u5nPNFim1rKurg6enJ3r06GE2rvfzSg5SVgyhtmbv7u5u9Y2co+eUpn8zy83NNX0i\n", "a29kNTU1SExMNG0zYMAATJw4EQcPHjR77smTJ9HY2KjYLza96OgGYKPRiEGDBlmdCO1XVI0cOVLx\n", "3LqrjmrGc61z06ZNw4cffmg21tLSgtOnT2Pw4MHo37+/Rplpr/38sDx/vvjiCwQGBiIyMlKLtLq9\n", "5cuXY9OmTVbjRUVFuPfee01faXeqyxf3S5SdnS26u7uLaWlp4rvvvmt6bNq0SRw8eLDZtkVFReI9\n", "99wjZmRkiKLYdoN1TEyMOHbsWLG1tVWL9LuFO90zVVVVJQqCIL744oumm31/+OEHcdiwYeKgQYNM\n", "N3U6G3tumua51rGYmBhx2LBhpsUTW1paxNWrV4uCIIjZ2dkaZ6e9mTNnimFhYWJtba0oiqK4f/9+\n", "3jTdiXnz5okPPPCAePbsWdNYRkaGKAiCuGHDBrv3o9lEw/3790d9fT1shR88eLDVVz3Hjx/HqlWr\n", "cPnyZdy4cQOxsbHYsGGDzauH7nZz5szBV199hdraWjQ1NWHgwIEAgMLCQtx///0AgBs3bmDXrl3Y\n", "s2cPLly4AFEU0dTUhLi4OLz66qvw9fXV8hBUZ0/N2vFc69jx48exc+dOHD9+HC4uLqirq0NQUBBW\n", "rlyJ+Ph4rdPTHFcMcdw333yDzMxMHDp0CIIgoL6+Hv7+/li2bBlmzZpl9344az4REelet7rPjIiI\n", "SAo2MyIi0j02MyIi0j02MyIi0j02MyIi0j02MyIi0j02MyIi0j02MyIi0j02MyIi0j02MyIi0j02\n", "MyIi0j02MyIi0j02MyIi0r3/By6ngA2kOotIAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "017\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHgFJREFUeJzt3X9UFXX6B/D3AKKZZP5KsBOKJiq4BKYlJgKm7Ibeq7Zp\n", "Wbpim2Zqrp41NVEBPRlZlmKy7iqn8heRumj4I8lcUktbkRQsTPZIkkl+pURFTqbw+f4hkPdekDvD\n", "zB2Geb/OmbPb586dz/N57sDjvcx9RhJCCBARERmYm94BEBERNRSLGRERGR6LGRERGR6LGRERGR6L\n", "GRERGR6LGRERGR6LGRERGR6LGRERGR6LGRERGZ6sYlZaWornnnsObm5uKCoquuO+QggMGDDAqX2J\n", "iIgawulilpmZib59++LkyZOQJKne/Tds2IAjR444tS8REVFDOF3MXn/9dezYsQOjRo1Cfe0cr169\n", "itjYWFgslnr3JSIiaiini9n+/fsRGBjo1L5LlixBdHQ0+vTpozgwIiIiZzldzJz9uPD06dP44IMP\n", "sHTpUr4rIyIil1D9asaZM2ciNjYW7dq1U/vQREREtVK1mGVkZKCoqAjTp09X87BERER35KHWga5f\n", "v46///3v+Mc//gE3N/k1sri4GMXFxWqFQ0REBuTj4wMfHx/Zz1OtmC1fvhyBgYF4/PHHHR6r729n\n", "xcXF8Pf3R1lZmVrhEBGRAXXq1AnZ2dmyC5pqxew///kPzp07h5CQkJqxn376CQAQHR0NT09PzJkz\n", "B2PHjnV4bnFxMcrKyrBx40b06tVLrZCavKFDh+LTTz/VOwzDYd7kY86UYd7kyc/Px7hx41BcXKxf\n", "MavtBUtISEBCQgL27NkDX1/feo/Rq1cvXs4vQ//+/ZkvBZg3+ZgzZZg311F8AYgzl91X78NL9LXh\n", "7u6udwiGxLzJx5wpw7y5jtPFbN68efDz88PKlSshSRIGDhwIPz8/5OTkOOy7du1ah327du2Ky5cv\n", "qxo8ERERIONjxsTERCQmJjq176RJkzBp0iTFQREREckh+29mpaWlmDZtGlJTU/H999879bcw0kZl\n", "ZaXeIRgS8yaf0pwVFBTg6tWrKkfjHC8vL3Tv3l2XuavxXHMdWcUsMzMTU6dOxd13311ne6tPPvkE\n", "69atw8mTJ+Hp6YmKigpERUVh/vz56NChgypB0y1//OMf9Q7BkJg3+ZTkrKCgAP7+/hpE47zTp0/r\n", "WtB4rrmOrGJW3Tl/y5YtyMvLc3j8p59+QnR0NBYsWIAtW7ZAkiScPXsWQ4YMwY4dO3DixAl4eXmp\n", "FrzZvfzyy3qHYEjMm3xKcvb7O7KNAFz9lZt8AON0e1dYjeea68gqZvv374ckSdiyZUud+7Rt2xaL\n", "Fy+u+e/OnTtj7ty5mDx5MrZu3YqJEycqj5aIDKgXAF6eTtqSdWl+fZ3zvb29a74ofbv7778fwK2/\n", "txEREalN9a75Hh6Ob/a+++47AEBkZKTa05naqVOn9A7BkJg3+ZgzZZg311G9mNm7ceMG1q5di/Hj\n", "xyM4OFjr6Uxlzpw5eodgSMybfMyZMsyb62hezGJjY9GyZUskJydrPZXpvPvuu3qHYEjMm3zMmTLM\n", "m+toWszeeust7Nu3D5mZmbj77rvr3T86OhpWq9VmCw0Nxfbt2232y8zMhNVqdXj+tGnTkJKSYjOW\n", "k5MDq9WKkpISm/G4uDi88cYbNmNFRUWwWq0OHw2sWrUKr7zyis1YeXk5rFYrDh06ZDOemppa60Uu\n", "Tz/9tOrr8PX1bRLrAFz7evj6+jaJdQCuez18fX1lr2PWrFkOMQCpAGq7COxpANvtxjIBOK4DmAYg\n", "xW4sp2pf23WsWbNG19fD19eX51Ud60hNTYXVasXQoUPh7e2NwYMHY+bMmQ7Hd5pQIC4uTkiSJM6e\n", "PVvnPq+99pro37+/KC0trfd4x44dEwDEsWPHlIRDRI1Q9c81cEwAwsUbf6cYUUNqgSbvzGJjY5GZ\n", "mYl9+/ahdevWAICdO3faXLJPRESklgYVM1FLN/yZM2dizZo1eO6555Ceno6NGzdi48aNyMjIQGFh\n", "YUOmIzv2HzuQc5g3+ZgzZZg315H1pel58+YhLS0NpaWlNd3wPTw8sG3bNvTp0we5ublISkqCJEl4\n", "8cUXbZ4rSRImTJigavBmV15erncIhsS8ycecKcO8uY7sYvbDDz/U2WQ4KCiIjTVdKCEhQe8QDIl5\n", "k485U4Z5cx2nP2bMzMxE3759cfLkyTt2AsnPz0d0dDR69eqFHj16YOzYsTh//rwqwRIREdXG6WJW\n", "3WR41KhRdd45uqioCGFhYQgKCkJ+fj6+/fZbSJKE8PBw3Rt+EhFR0+V0Mdu/fz8CAwPvuE9cXByE\n", "EDVXLbq7u2P58uUoLCzEihUrGhYpObD/Dgc5h3mTjzlThnlzHaeLWX1NhisqKrBt2zY89thj8PT0\n", "rBn38fFBz549kZaWpjxKqtXzzz+vdwiGxLzJx5wpw7y5jmrfMztz5gzKysrQrVs3h8e6du2KU6dO\n", "4caNG2pNRwDi4+P1DsGQmDf5mDNlmDfXUa2YXbx4EQBwzz33ODx2zz33oLKyEr/88ota0xGAPn14\n", "jyglmDf5mDNlmDfX0bzRMBERkdZUK2bt27cHAFy5csXhsStXrsDd3R1t27ZVazoiIqIaqhWzbt26\n", "wcvLC2fOnHF47MyZM+jZsyeaNWt2x2Owa768daSkpDSJdQCufT1SUlKaxDoA170eKSkp7Jp/+yqc\n", "fD1SUlJ4XtWxDt275t+pY35MTIxo27atuH79es3Y+fPnhbu7u1i8eHGdx2TXfGWmTp2qdwiGxLzJ\n", "pyRn7JrPc00uXbrmi1q+OJ2QkAA3NzcsWrQIAHDz5k3Mnj0bXbt2reNfadQQq1ev1jsEQ2Le5GPO\n", "lGHeXMfpYjZv3jz4+flh5cqVNU2G/fz8kJOTU7OPr68vDhw4gNzcXPTq1QuBgYGorKxEVlYWWrVq\n", "pckCiIiInG40nJiYiMTExHr369WrF3bv3t2goIiIiOTgpflERGR4mhSz48ePY8SIEQgICEBQUBCC\n", "goKwbNkyVFRUaDGdadV2ZRHVj3mTjzlThnlzHVn3M3NGUVERIiMjMWzYMOTm5sLDwwNHjx5FeHg4\n", "Lly4gOXLl6s9pWlNnz5d7xAMiXmTjzlThnlzHdXfme3atQuXL1/G7Nmz4eFxq1b269cPQ4cOxaZN\n", "m9SeztSioqL0DsGQmDf5mDNlmDfXUb2Yubu7A4BDU+Hffvut3i9NExERKaF6MXv22WcRGBiI+Ph4\n", "XL58GcCtd2tZWVlYsmSJ2tMRERGpX8xatWqF/fv3w93dHe3bt4ePjw8mTJiANWvWICYmRu3pTM2+\n", "3Qw5h3mTjzlThnlzHdWLWUFBAfr27YvmzZujpKQExcXF2L17N1599VW8+OKLak9naqmpqXqHYEjM\n", "m3zMmTLMm+uoXswWLFiAH3/8EWvXrkXr1q0BAI888gjmzp2LtWvX4tNPP1V7StPi3buVYd7kY86U\n", "Yd5cR/Vilpubiw4dOuDee++1Gff39wcAnDhxos7nsms+18F1NJ11sGt+1SoayevR2Nahe9f8+kRE\n", "RAgPDw9RVlZmM56cnCwkSRIbNmxweA675hM1PeyaT3Lp0jW/LjNnzkRlZSVmzZqFmzdvArh1P7M3\n", "33wTfn5+ePLJJ9WekoiITE71YjZixAjs378fP/zwA3r37o2goCBYLBaMGDECR44cQcuWLdWe0rRq\n", "+3iA6se8ycecKcO8uY7q7awAIDw8HOHh4Vocmm7D7gLKMG/yMWfKMG+uo0kxI9cYO3as3iE4paCg\n", "AFevXtVtfi8vL3Tv3r3mv12Zt8a2dqWMcq7Zy8/P121uLy8vw+bNiDQrZp988gneeustlJaW4sqV\n", "K2jWrBlGjhyJ1157TaspqREqKCiouZJVT6dPn1bll7ocZl67/ooAAOPGjdM1CnPmXh+aFLN169Zh\n", "yZIl2LNnDwICAgAAS5cuxfvvv89iZjK/vyvZCKCXDhHkAxiny7sjM69df9eq/pe5NwvVi9m5c+cw\n", "Y8YMfPDBBzWFDABmzZqFvn37qj2dqR06dAgDBw7UOwwn9QLQR+8gAOiRt8azdqWMda7dTt/cf/31\n", "1+jTx9ivvVGofjXj+vXrcf36dQwbNsxm/K677uIfQ1W2bNkyvUMwJOZNPuZMmfXr1+sdgmmoXswO\n", "HTqEDh064NixY4iKikJgYCCCg4MRHx+P69evqz2dqX344Yd6h2BIzJt8zJkyS5cu1TsE09DkTtOX\n", "L1/GlClTsGPHDjz44IM4fPgwLBYLvvrqK+zZs0ftKU2L39lThnmTjzlT5q677tI7BNNQvZj9+uuv\n", "uH79OmJjY/Hggw8CAEJDQzF9+nQsXrwYBw8eRFhYmNrTElEd9Lo8Xc/L4smE1O6tFRwcLCRJEt98\n", "843NeHp6upAkSSxfvtzhOdX9uDp27CgsFovN1r9/f5Genm6z/969e4XFYnE4ztSpU8W6descjm2x\n", "WMTFixdtxhctWiQSExNtxs6ePSssFovIz8+3GU9KShKzZ8+2Gbt27ZqwWCzi4MGDNuObN28WMTEx\n", "DrGNGTPGlOtYuHChXX++YwKwCOCiXS+9RQJItBs7W7Vvvt14kgBm241dq9r3oN34a7X2enPF6/F7\n", "b8KdKqxjswBiaulBOEYA6XZje6uOkV41v97b7b0ZlazDft+pAlhXSy/G28+rjVVzT9LovKpvHb/3\n", "GDTDz7mSdWzevFlYLBYxZMgQ0bFjRxEZGSnCwsJq8iaX6sXs2WefFZIkiby8PJvxjz/+WEiSJN58\n", "802H57DRsDL2J2xjpG+z2dobzroqb/qvvfoX+saqGBqyjVfwnCU6rn+jjnP/ft6NHz/eJedaU9GQ\n", "WqD6x4wjR45EamoqTpw4gd69e9eMnzx5EsCte5uROnx9ffUOwZDMlzc1Lk/vp+AY/JjR29tb7xBM\n", "Q/WrGZ966ikMHDgQS5cuxYULFwDc6oSwatUqDBs2DIMGDVJ7StN6+eWX9Q7BkJg3JZgzJZ555hm9\n", "QzAN1d+ZSZKEXbt2YcGCBXj00UfRsmVLVFRUYPLkyYiNjVV7OiIiIm3aWXl5eWHlypVYuXKlFocn\n", "IiKyoXnX/H/+85946aWXEBcXh7i4OK2nM5VTp06hZ8+eeodhCLdfJl5YWAg/Pz+Xzml8pwDwXJOr\n", "sLCQ7axcRNNidunSpZqPFiVJ0nIqU5ozZw4+/vhjvcNo5BpH93TjmwOA55pcSUlJ+POf/6x3GKag\n", "aTFbuHAhwsLCsGPHDi2nMa13331X7xAMoLbu6cUAfFww924AC10wjyvwXFNizpw5eodgGpoVs9zc\n", "XPz73//Gnj17WMw0Yr5LzBtCj+7pTeljRp5rSvj4uOIfTQRocGl+tRkzZmDJkiVo3bq1VlMQEREB\n", "0KiYpaWloaysDH/961+1ODwREZEN1YtZeXk55s6di1WrVql9aLLzxhtv6B2CQTFv8jFnSrz//vt6\n", "h2Aaqhez119/HWFhYQgNDVX70GSnvLxc7xAMinmTjzlT4tdff9U7BNNQtZgVFhZizZo1tb5jEELU\n", "+/zo6GhYrVabLTQ0FNu3b7fZLzMzE1ar1eH506ZNQ0pKis1YTk4OrFYrSkpKbMbj4uIc4iwqKoLV\n", "asWpU6dsxletWoVXXnnFZqy8vBxWqxWHDh2yGU9NTcXEiRMdYnv66adVX0dCQkKjX4f9vkAOACuA\n", "ErvxODj+67+oat9TduOrALxiN1Zete8hu/EvHeICEgA8DcA+tsyqY9ibBiDFbkzOOorR8HWkAnB8\n", "PVy3jgTIfz2W1xKDq9exBtqcV86tY8qUKfx9Vcc6UlNTYbVaMXToUHh7e2Pw4MGYOXOmw/GdpmbH\n", "47Vr14rOnTuL4ODgmi0gIEBIkiS8vb1FcHCweOaZZxyex675TVfj6Rxvxs7tZp5f77Xzd5oSjaZr\n", "/gsvvIAXXnjBZuzs2bPw8/PDSy+9hEWLFqk5HREREQANL82vJoSw+V9Sj/1beHIW8yYfc6bEpUuX\n", "9A7BNDQrZpcuXYKfnx/CwsIgSRJWrFgBPz8/h89WSbnnn39e7xAMinmTjzlTYvHixXqHYBqadQBp\n", "06YNCgsLtTo8AYiPj9c7BIOK1zsAA4rXOwBDmjx5st4hmIYmxezMmTP417/+hd27d0MIgZs3b8LP\n", "zw/z58/HwIEDtZjSlOR04y4oKMDVq1c1jKZ2jbNzPLuYy8ecKZWTk+PyOb28vNC9e3eXz6snTYrZ\n", "1KlTUVJSgszMTHh7e+PmzZuYMWMGwsPDkZ6eXuvlnaSdgoIC+Pv76x0GkYnof7eG06dPm6qgaVLM\n", "JEnCwoUL4e3tfWsSDw+8/fbbWLduHZYvX85i5mK/vyO7vXO8qzSlzvFEzqrtbg2ukg9gnC6fxOhJ\n", "k2KWkZEBDw/bQ7do0QJt2rRBaWmpFlOaUkpKisz+l+wcf0sKAPYNlYc5U+Y7AM/pHYQpaHI1o30h\n", "A4BffvkFJSUlGDx4sBZTmpIen8U3DcybfMyZMvZdRkgrmn/PrNqaNWvQoUMHvPrqq66asslbvXq1\n", "3iEYFPMmH3OmzDy9AzANTe80XS0nJwdvvfUW0tPTcd9997liSiIiMhHNi1l+fj5GjRqFjRs3Ijw8\n", "XOvpGqW3334br74aq9v8bm4uewNORI2Enl+L0eWrAWo3irzd119/Lbp06SL27dt3x/2qm0t27NhR\n", "WCwWm61///4iPT3dZv+9e/cKi8XicJypU6eKdevWORzbYrGIixcv2owvWrRIJCYm2oydPXtWWCwW\n", "kZ+fbzOelJQkZs+ebTN27do1YbFYxMGDB23GN2/eLGJiYmzGJk2aJICWAnhBAEm3bS8JoLfdWJIA\n", "BgpgrN3YK1X7LrUb/5MALHZj8VX7xgpgRVXDVVQdY7ZdQ9RrVc8/aDe+WQAxtTRQHSOAdLuxvVXH\n", "sN93atWab2/4eqxq34t2+y4SQKLd2NmqffPtxpNkrGOq3fxK17Gulkay9a2jutntThXWoeT1sG+2\n", "q3QdSl+PkFpyr9Z5Vd86qtc+SYV1KHk9bs+92udVfeuo/pnTdxs8ePAdf+9u3rxZWCwWMWTIENGx\n", "Y0cRGRkpwsLCBKCs0TBkP8NJR44cEZ07dxaHDh2yGX/44Ycd9m3qXfMnTZokPDz61XIyN3Sr7QfE\n", "fqu47QQzY/fy2uZ3Jm9Nde1KNyU5M3PX/Or5B+k498aq9bt6uzW/kt/njaZrfrUDBw5g+PDhmDhx\n", "IgoLC23aWvEKPDVN1zsAg2Le5GPOlBmj49x6fBVHP5oUs1mzZuHatWtYtWqVw2OSJGkxpUlF6R2A\n", "QTFv8jFnyoTqHYBpaFLMjh07psVhiYiIasXL3IiIyPA0KWa//vor5s2bh549e+Khhx5Cv379kJGR\n", "ocVUJrdd7wAMinmTjzlT5j96B2AamhSz8ePHIyMjA19++SVOnDiBuLg4PPnkk9i1a5cW05nYG3oH\n", "YFDMm3zMmTLv6x2AaahezD7//HNs27YN8fHxaNu2LQBg+PDhGDJkCP72t7+pPZ3JddA7AINi3uRj\n", "zpRpq3cApqF6Mfvoo48AAI8//rjN+ODBg3HmzBlkZ2erPSUREZmc6sXs+PHjaN26dc27smrdunUD\n", "AOTm5qo9JRERmZzqxezixYu45557HMarxy5evKj2lEREZHIu6ZrvLD0bY2qppKQElZX/B+BfKh/5\n", "oBPHrLzt/++G62+W+YWOc9c1/xcANuk0tyupOb+SnOm5/saS++NwzblW29x6rf1Wxyclv88bVANk\n", "N8CqR2hoqLj33nsdxrdt2yYkSRIpKSkOj50/f1506tSpqp8YN27cuHEz69apUydx/vx52bVH9Xdm\n", "ISEhOHLkCC5duoQ2bdrUjJ85cwYA8NBDDzk8x8fHB9nZ2SguLlY7HCIiMhAfHx/4+PjIfp4khBBq\n", "BvL5558jMjISaWlpGD16dM34E088gf/9738oKChQczoiIiL1ixkAjBkzBt988w0OHDiAdu3aYdeu\n", "XRg5ciS2b9+OYcOGqT0dERGZnCbF7Pr164iPj0d6ejqaN28OT09PxMXFYfjw4WpPRUREpE0xIyIi\n", "ciV2zTeoc+fOISoqCm5ufAnlYN6ImiZdf6Jzc3Mxbdo0BAYGIigoCAEBARg9ejTy8vJq3f/LL7/E\n", "oEGD0Lt3b/To0QNTpkzB5cuXXRy1/jZt2oSBAweiqKjojjc7jYmJQffu3RESEmKzjR8/3oXRNh7O\n", "5g3guXYnWVlZaNu2rcN5FRISYnNXebPiXUPk+f7779GqVataz6cvvvii/gNUk30xv4p69Oghnnji\n", "CXH58mUhhBDXrl0TI0aMEC1atBBHjx612Tc7O1u0aNFCrF69WgghRHl5uQgPDxehoaGioqLC5bHr\n", "pbS0VERGRoqioiIxYcIEIUlSnfvGxMSIzz//3IXRNV5y8sZz7c6ysrLExIkT9Q6j0XrqqadEQECA\n", "+Pnnn4UQQmRkZAgPDw+xc+dOnSNrnAoLC0VERESDj6NrMevZs6c4fvy4zVhBQYGQJEn85S9/sRmP\n", "iIgQAQEBNmNHjhwRkiSJ9evXax5rY+RMMcvKynJhRMZQX954rt1ZVlaWiImJ0TuMRikrK0tIkiQ+\n", "+ugjm/E//elPolu3bjpF1bipVcx0/ZgxLy/P4UvU999/PwCgtLS0ZuzChQs4cOCAQyf+fv36wcvL\n", "C2lpadoHS6bAc40agncN0Y+uxczDw7EByXfffQfg1otfLTc3F0KIms771dzc3NC5c2d24r+DTZs2\n", "ISIiAn/4wx/w8MMPIzY2FleuXNE7rEaL51r9hBAoKCjA6NGj8cgjj6BHjx4YO3Ysjh07pndouuNd\n", "Q5S5cOECJkyYgP79+8Pf3x8jRozAZ599JusYje6SruTkZPTo0QMvvvhizVh1p/26uvGzE3/tvLy8\n", "0LJlS+zcuRN5eXl47733sHXrVgwYMABlZWV6h9co8Vyrn6enJ27cuIH4+Hj897//RXZ2Nlq1aoXQ\n", "0FDs3btX7/B0xbuGyOfu7o7KykpMnjwZR44cQV5eHoKDgxEVFYWUlBSnj6NaMcvKyoKbm5tT2+nT\n", "p2s9xq5du5Ceno5t27ahRYsWaoXWaKmRsztJSkrCihUr0KpVKwBAUFAQ3nnnHXz77bdYvXq12stx\n", "Ga3zZiZKcjlgwAB89dVXCAwMBHDrH03Jycno2LEjZs6cqedyyIAeeOABnDp1Co899hgAoHnz5khI\n", "SEDfvn0xe/Zs/Pbbb04dR7VGw4GBgfjwww+d2rdTp04OYwcOHMCUKVPwySefICAgwOax9u3bA0Ct\n", "H49duXIFHToY85buDc2ZEv379wdw69Jzo9Iyb031XKuLWrls1qwZQkJCsHPnTocm42bSvn37Wm9j\n", "Un0+NbXzR0uPPvoojh49im+++QYhISH17q9aMevQoQPGjBmj6LmffvopJk+ejF27diEoKMjh8Yce\n", "egiSJNV03q9WWVmJ77//HuHh4Yrm1VtDclafyspK/Pzzzw4/PO7u7jWPG5WWeWuq51pdlOTy0qVL\n", "aNWqFZo1a2Yz3hTOrYZSctcQs7ty5Qo8PT0dPo2Tez7p/jezjIyMmndk1YWsuLgYI0aMqNmnY8eO\n", "GDRoEPbt22fz3KNHj6KsrEyzX2xGUNeXf4uKitC5c2eHE6H6aqp+/fppHltjVlfeeK7Vb9SoUdi6\n", "davNWEVFBY4fP44uXbqgXbt2OkWmv+rzw/78+eyzz9CtWzc8/PDDeoTVqM2YMQPvvPOOw3h2djbu\n", "vvvumo+z69Xgi/sbIC0tTXh6eor4+HixYcOGmu2dd94RXbp0sdk3Oztb3HXXXSI5OVkIcesL1hER\n", "EWLAgAGisrJSj/B1d6fvSxUWFgpJksT8+fNrvuj7448/iuDgYNG5c+eaL3SakTNfmua5VreIiAgR\n", "HBxccwPFiooKMW/ePCFJkkhLS9M5Ov2NHj1aBAQEiJKSEiGEEDt37uSXpu8gJiZGPPDAA+L06dM1\n", "Y8nJyUKSJLFs2TKnj6Nro+F27dqhtLQUtYXQpUsXh496Dh8+jLlz5+KXX37BjRs3EBkZiWXLltV6\n", "9VBTNm7cOHzxxRcoKSlBeXk5fH19AQBfffUV7rvvPgDAjRs3sH79emzZsgXnzp2DEALl5eUYOnQo\n", "Fi9eDG9vbz2XoAtn8laN51rdDh8+jPfeew+HDx+Gm5sbLl26BH9/f8yZMwdRUVF6h6c73jVEnpMn\n", "TyIlJQX79++HJEkoLS1Fp06d8PLLL2Ps2LFOH4dd84mIyPB0/5sZERFRQ7GYERGR4bGYERGR4bGY\n", "ERGR4bGYERGR4bGYERGR4bGYERGR4bGYERGR4bGYERGR4bGYERGR4bGYERGR4bGYERGR4bGYERGR\n", "4f0/fHJp8vJmAdkAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHQZJREFUeJzt3X1YFXXaB/DvAcQ30HwhwR5RNBHBEBRNfAmxZDdU0DYr\n", "U1dtCy3U1WsNTDRAd81FzXdzV8kyfYjUTBF10QhdS12RVbAw6AEjk7wkeZFY32CeP4izHA7ImWHm\n", "DMN8P9d1rq5+Z8787rnPwO05/OYegyAIAoiIiDTMRu0AiIiImorFjIiINI/FjIiINI/FjIiINI/F\n", "jIiINI/FjIiINI/FjIiINI/FjIiINI/FjIiINE9UMSspKcHUqVNhY2ODgoKCh24rCAKGDx9u0bZE\n", "RERNYXExS0lJgZ+fHy5fvgyDwdDo9h999BHOnj1r0bZERERNYXExe+edd3Dw4EFMmjQJjbVzvH37\n", "NqKiojBhwoRGtyUiImoqi4tZamoqvLy8LNp2xYoVCA4OxqBBgyQHRkREZCmLi5mlXxfm5OTgww8/\n", "xMqVK/mpjIiIrEL21YwLFixAVFQUunTpIveuiYiI6iVrMUtKSkJBQQHmzp0r526JiIgeyk6uHd29\n", "exd/+tOf8N5778HGRnyNLCwsRGFhoVzhEBGRBrm4uMDFxUX062QrZmvXroWXlxeefvpps+ca+9tZ\n", "YWEh3N3dUV5eLlc4RESkQd27d0d6errogiZbMfviiy9w7do1+Pr6Gsd++uknAEBwcDDs7e0RERGB\n", "KVOmmL22sLAQ5eXl2L17N/r37y9XSC3e2LFjcfz4cbXD0BzmTTzmTBrmTZzs7GxMmzYNhYWF6hWz\n", "+t6w2NhYxMbG4ujRo3B1dW10H/379+dyfhGGDRvGfEnAvInHnEnDvFmP5AUgliy7r9mGS/SVYWtr\n", "q3YImsS8icecScO8WY/FxWzx4sVwc3PDhg0bYDAYMHLkSLi5uSEjI8Ns2+3bt5tt27t3b5SWlsoa\n", "PBERESDia8ZVq1Zh1apVFm372muv4bXXXpMcFBERkRii/2ZWUlKC8PBwJCQk4OrVqxb9LYyUUVVV\n", "pXYImsS8iSc1Z7m5ubh9+7bM0VjG0dERffv2VWXuGjzXrEdUMUtJScEbb7yB9u3bN9je6tixY9ix\n", "YwcuX74Me3t7VFZWIigoCEuWLIGTk5MsQVO13/zmN2qHoEnMm3hScpabmwt3d3cForFcTk6OqgWN\n", "55r1iCpmNZ3z9+7di6ysLLPnf/rpJwQHB2Pp0qXYu3cvDAYDvv/+ezzzzDM4ePAgLl26BEdHR9mC\n", "17t58+apHYImMW/iScmZ8RPZcwC6yhtPo4oAfArVPhXW4LlmPaKKWWpqKgwGA/bu3dvgNp07d8by\n", "5cuN/9+zZ09ERkYiLCwM+/btw6xZs6RHS0Ta0xVAd7WDoJZO1NL8xjrnOzs7Gy+Uru2xxx4DUP33\n", "NiIiIrnJ3jXfzs78w963334LAAgMDJR7Ol27cuWK2iFoEvMmHnMmDfNmPbIXs7ru37+P7du3Y/r0\n", "6fDx8VF6Ol2JiIhQOwRNYt7EY86kYd6sR/FiFhUVhXbt2mHr1q1KT6U7mzdvVjsETWLexGPOpGHe\n", "rEfRYrZmzRqcOHECKSkpaN++faPbBwcHIyQkxOTh7++Pzz77zGS7lJQUhISEmL0+PDwc8fHxJmMZ\n", "GRkICQlBUVGRyXh0dDT++te/mowVFBQgJCTE7KuBTZs24c033zQZq6ioQEhICE6fPm0ynpCQUO8i\n", "lxdffFH243B1dW0RxwFY9/1wdXVtEccBWO/9cHV1FX0cCxcuNIsBWQA+Mx/GXgDZdca+A/C/9Wyb\n", "DKBu46Hrv277i+nwtm3bVH0/XF1deV41cBwJCQkICQnB2LFj4ezsjDFjxmDBggVm+7eUQZDQODEm\n", "JgbLly9/6EXTK1euRFJSEo4dO4aOHTs+dH8ZGRkYPHgwLly4wKacRC1Ezc81wmD91YzXAfwd/J2i\n", "MU2pBYp8MouKikJKSgpOnDhhLGSHDx82WbJPREQklyYVs/o+1C1YsADbtm3D1KlTceDAAezevRu7\n", "d+9GUlIS8vPzmzId1VH3aweyDPMmHnMmDfNmPaIuml68eDESExNRUlJi7IZvZ2eH/fv3Y9CgQcjM\n", "zMTGjRthMBgwe/Zsk9caDAbMmDFD1uD1rqKiQu0QNIl5E485k4Z5sx7RxeyHH35osMmwt7c3G2ta\n", "UWxsrNohaBLzJh5zJg3zZj0Wf82YkpICPz8/XL58+aGdQLKzsxEcHIz+/fujX79+mDJlCq5fvy5L\n", "sERERPWxuJjVNBmeNGlSg3eOLigowKhRo+Dt7Y3s7Gx88803MBgMCAgIUL3hJxERtVwWF7PU1FR4\n", "eXk9dJvo6GgIgmBctWhra4u1a9ciPz8f69evb1qkZKbuNRxkGeZNPOZMGubNeiwuZo01Ga6srMT+\n", "/fsxYsQI2NvbG8ddXFzg4eGBxMRE6VFSvV555RW1Q9Ak5k085kwa5s16ZLvOLC8vD+Xl5ejTp4/Z\n", "c71798aVK1dw//59uaYjVF+8TuIxb+IxZ9Iwb9YjWzG7efMmAKBDhw5mz3Xo0AFVVVW4deuWXNMR\n", "wM4GEjFv4jFn0jBv1qN4o2EiIiKlyVbMunatvi96WVmZ2XNlZWWwtbVF586d5ZqOiIjISLZi1qdP\n", "Hzg6OiIvL8/suby8PHh4eKBVq1YP3Qe75os7jvj4+BZxHIB134/4+PgWcRyA9d6P+Ph4ds2vxdL3\n", "Iz4+nudVA8ehetf8h3XMnzVrFg4dOoTCwkLjisbCwkL06NED0dHRWLZsWb37ZNd8acLDw7Flyxa1\n", "w9Ac5k08KTlj13yea2Kp0jW/vhoYGxsLGxsbvP322wCABw8eYNGiRejdu3f9/0qjJuEPiTTMm3jM\n", "mTTMm/VYXMwWL14MNzc3bNiwwdhk2M3NDRkZ//287+rqilOnTiEzMxP9+/eHl5cXqqqqkJaWBgcH\n", "B0UOgIiIyOJGw6tWrcKqVasa3a5///44cuRIk4IiIiISg0vziYhI8xQpZhcvXkRoaCg8PT3h7e0N\n", "b29vxMXFobKyUonpdKu+lUXUOOZNPOZMGubNekTdz8wSBQUFCAwMxLhx45CZmQk7OzucP38eAQEB\n", "uHHjBtauXSv3lLo1d+5ctUPQJOZNPOZMGubNemT/ZJacnIzS0lIsWrQIdnbVtXLIkCEYO3Ys9uzZ\n", "I/d0uhYUFKR2CJrEvInHnEnDvFmP7MXM1tYWAMyaCt+7d6/Ri6aJiIikkL2Yvfzyy/Dy8kJMTAxK\n", "S0sBVH9aS0tLw4oVK+SejoiISP5i5uDggNTUVNja2qJr165wcXHBjBkzsG3bNsycOVPu6XStbrsZ\n", "sgzzJh5zJg3zZj2yF7Pc3Fz4+fmhdevWKCoqQmFhIY4cOYK33noLs2fPlns6XUtISFA7BE1i3sRj\n", "zqRh3qxH9mK2dOlS/Pjjj9i+fTs6duwIABg6dCgiIyOxfft2HD9+XO4pdYt375aGeROPOZOGebMe\n", "2YtZZmYmnJyc8Mgjj5iMu7u7AwAuXbrU4GvZNZ/HweNoOcfBrvnVmsv70dyOQ/Wu+Y0JDAzE6dOn\n", "UVJSgvbt2xvH33vvPYSHh2PXrl2YNm2ayWvYNZ+o5WHXfBJLla75DVmwYAGqqqqwcOFCPHjwAED1\n", "/cxWr14NNzc3PPfcc3JPSUREOid7MQsNDUVqaip++OEHDBgwAN7e3pgwYQJCQ0Nx9uxZtGvXTu4p\n", "dau+rweoccybeMyZNMyb9cjezgoAAgICEBAQoMSuqRZ2F5CGeROPOZOGebMeRYoZWceUKVPUDsEi\n", "ubm5uH37tmrzOzo6om/fvsb/t2bemtuxS6WVc62u7Oy6q0qsx9HRUbN50yLFitmxY8ewZs0alJSU\n", "oKysDK1atcLEiRPxl7/8RakpqRnKzc01rmRVU05Ojiy/1MXQ87Grrrr5kNliM2vTZe5Vokgx27Fj\n", "B1asWIGjR4/C09MTALBy5Up88MEHLGY6Y/xU8hyArioEUATgU6jy6UjPx666mtawzL1uyF7Mrl27\n", "hvnz5+PDDz80FjIAWLhwIfz8/OSeTtdOnz6NkSNHqh2GZbrC+suzG2D1vDWjY5dKU+dabSrn/t//\n", "/jcvDbAS2Vcz7tq1C3fv3sW4ceNMxtu2bcs/hsosLi5O7RA0iXkTjzmTZteuXWqHoBuyF7PTp0/D\n", "yckJFy5cQFBQELy8vODj44OYmBjcvXtX7ul07eOPP1Y7BE1i3sRjzqRZuXKl2iHohiJ3mi4tLcWc\n", "OXNw8OBBPP744zhz5gwmTJiAc+fO4ejRo3JPqVu8Zk8a5k085kyatm3bqh2CbshezO7cuYO7d+8i\n", "KioKjz/+OADA398fc+fOxfLly/HPf/4To0aNkntaImqAWsvT1VwWT/oj+9eMjo6OAAAfHx+T8Zr/\n", "P3/+fIOvZaPhlnccZvdzaqAhLL4AcLrOWMmv296sM34OQEqdsXu/bvt9nfHvzMICYN33A+UyHIeU\n", "Br21lqcPHjzY6o96l8VbudEw0qHMeSXiOPTwc94iGw1PnToVCQkJyMzMxIABA4zjSUlJCA0NRVxc\n", "HBYtWmTyGjYalubNN9/E6tWr1Q7joVRtNgvU23DWWnlT/dgzAXwKeZannwUwTORrclH9jxQ1jr/m\n", "2FU+76ZPn85FICI0pRbI/jXjxIkTkZCQgEuXLpkUs8uXLwOovrcZycPV1VXtEDRJd3mTY3n6YxL2\n", "UdT4Ji2ds7Oz2iHohuxfMz7//PMYOXIkVq5ciRs3bgCo7oSwadMmjBs3Dk899ZTcU+rWvHnz1A5B\n", "k5g3CZ5UOwBteumll9QOQTdk/2RmMBiQnJyMpUuX4sknn0S7du1QWVmJsLAwREVFyT0dERGRMu2s\n", "HB0dsWHDBmzYsEGJ3RMREZlQvGv+3/72N7z++uuIjo5GdHS00tPpypUrV+Dh4aF2GJpQe5l4fn4+\n", "3NzcrDqn5t0E4KR2ENqTn5/PRW1WomgxKy4uNn61aDAYlJxKlyIiInDo0CG1w2jemkn3dM07DuBl\n", "tYPQno0bN+J3v/ud2mHogqLFbNmyZRg1ahQOHjyo5DS6tXnzZrVDaP7q655eDsDBCnPXLE1vCYLV\n", "DkCbIiIi1A5BNxQrZpmZmfj0009x9OhRFjOF6G6JeVOo0T29JS1Nf0TtALTJxcVF7RB0Q/al+TXm\n", "z5+PFStWoGPHjkpNQUREBEChYpaYmIjy8nL84Q9/UGL3REREJmQvZhUVFYiMjMSmTZvk3jXVYdYD\n", "kCxTt1cfNY45k+SDDz5QOwTdkL2YvfPOOxg1ahT8/f3l3jXVUVFRoXYI2nS/8U2oDuZMkjt37qgd\n", "gm7IWszy8/Oxbdu2ej8xWNLPmF3zxR1HbGxssz8O1bvm/2AWFhAI5bq013ccanXNr6spxxEI8e/H\n", "V/XEoLOu+XPmzOHvqwaOo1l3zd+xYwf+/Oc/o1OnTsaxe/fuITs7G926dYOzszM8PDyQkJBg8jp2\n", "zW+5mk3neD12btfz/Gofez13a6DGNZuu+a+++ipeffVVk7Hvv/8ebm5ueP311/H222/LOR0REREA\n", "BZfm16j54CfzbdMIMPsITxaq+1UUNY45k6S4uFjtEHRDsWJWXFwMNzc3jBo1CgaDAevXr4ebm5vZ\n", "d6sk3SuvvKJ2CNrEa/jFY84kWb58udoh6IZiHUA6deqE/Px8pXZPAGJiYtQOQZtGqx2ABo1WOwBt\n", "CgsLUzsE3VCkmOXl5eHvf/87jhw5AkEQ8ODBA7i5uWHJkiUYOXKkElPqkpg/kObm5uL27dsKRlO/\n", "Ztk5Xo0FAVrHnEmWkVF36aXyHB0d0bdvX6vPqyZFitkbb7yBoqIipKSkwNnZGQ8ePMD8+fMREBCA\n", "AwcO1Lu8k5STm5sLd3d3tcMg0o9mcLeGnJwcXRU0RYqZwWDAsmXL4OzsXD2JnR3effdd7NixA2vX\n", "rmUxszLjJ7LaneOtpSV1jieyVH13a7CWIgCfQpVvYtSkSDFLSkqCnZ3prtu0aYNOnTqhpKREiSl1\n", "KT4+Xlz/S3aOr5YBgJf+iMOcSVMEwFvtIPRBkdWMdQsZANy6dQtFRUUYM2aMElPqkhrfxbcIhWoH\n", "oEHMmTTN8R9zLZTi15nV2LZtG5ycnPDWW29Za8oWb8uWLWqHoE3j1A5Ag5gzabjezWoUvdN0jYyM\n", "DKxZswYHDhzAo48+ao0piYhIRxQvZtnZ2Zg0aRJ2796NgIAApadrlt599128tUS9T6Q2Nlb7AE5E\n", "zYSal8WocWmAosXs4sWLmDRpEt5//308/fTTjW4fHByMoUOHmozdvHkTkZGRmDhxonEsJSUFmzdv\n", "xqFDh0y2DQ8Px6BBg0wWRWRkZCAmJgbvv/8+unb977Ki6OhotGvXDpGRkcaxgoICzJ07F3FxcfDw\n", "8DCOb9q0CQUFBVi9erVxrKKiAi+99BIiIiJMrp1LSEhASkoKdu7caRy7cuUK7lXdA54A0K32wQEo\n", "ADC4TiK+BtABQI9aY6Wo7iL+BAD7WuO5qP6yuE+tsf8A+AZAPwDtARz7dfzyr4+gWtveA7APwAgA\n", "PWuNZwH4PwATYWovgAEA+tca+w7AvwC8XGfbZACVdcauA0gDEPprbDW+ANAKpl/LlAA4AmAsAKda\n", "4+dQnQ9LjqO+rvlSjsMFpgsgxBxHTdf8phyHlPdjgMzHIfb9aKhrvhznlaXHkQ6gcxOPQ8r7UZtS\n", "51VDx3G++j9qXhYAAGPGjEFiYmKDv3cTEhKQkJCA//znP8jKyoKnpycePHggeT5Zu+bXdu7cObz4\n", "4ovYs2cPRowYYRz38/NDenq6ybYtvWt+WFgYdh7biQd/kP5G1et/Yf4DUlcVgJqOOnrsXl7f/Jbk\n", "Tam5rUnO+aXkTM9d82vmdwVg7a5zNXOrcVkAYLw0QMrv82bTNb/GqVOnMH78eMyaNQv5+fkmba24\n", "Ak9GQxvfhOrBvInHnElT91OaNalxKY6KFClmCxcuxC+//IJNmzaZPWcwGJSYUp8eVzsAjWLexGPO\n", "pPkftQPQD0WK2YULF5TYLRERUb24zI2IiDRPkWJ2584dLF68GB4eHhg4cCCGDBmCpKQkJabSt2bY\n", "kF4TmDfxmDNprqodgH4oUsymT5+OpKQkfPXVV7h06RKio6Px3HPPITk5WYnp9OtLtQPQKOZNPOZM\n", "motqB6AfshezkydPYv/+/YiJiUHnzp0BAOPHj8czzzyDP/7xj3JPp2/t1A5Ao5g38ZgzadqoHYB+\n", "yF7MPvnkEwAwu0h6zJgxyMvLM7vGjIiIqKlkL2YXL15Ex44djZ/KavTpU92iIjMzU+4piYhI52Qv\n", "Zjdv3kSHDh3MxmvGbt68KfeURESkc1bpmm8pNRtjKqmoqAhVt6uq+8TJqQCN77N2s7JcWP/+SgUq\n", "zt3Q/AWobvmjxtzWJOf8UnKm5vE3l9zfgHXOtfrmVuvYi6v/I+X3eZNqgCAzf39/4ZFHHjEb379/\n", "v2AwGIT4+Hiz565fvy50795dQPWvXj744IMPPnT66N69u3D9+nXRtUf2T2a+vr44e/YsiouL0alT\n", "J+N4Xl4eAGDgwIFmr3FxcUF6ejoKC3k7WyIiPXNxcYGLi4vo18neNf/kyZMIDAxEYmIiJk+ebBx/\n", "9tln8d133yE3N1fO6YiIiJS5BcwLL7yAr7/+GqdOnUKXLl2QnJyMiRMn4rPPPsO4cbz/OhERyUuR\n", "Ynb37l3ExMTgwIEDaN26Nezt7REdHY3x48fLPRUREZFyN+ckIiKyFnbN16hr164hKCgINjZ8C8Vg\n", "3ohaJlV/ojMzMxEeHg4vLy94e3vD09MTkydPRlZWVr3bf/XVV3jqqacwYMAA9OvXD3PmzEFpaamV\n", "o1bfnj17MHLkSBQUFDz0ZqczZ85E37594evra/KYPn26FaNtPizNG8Bz7WHS0tLQuXNns/PK19fX\n", "5K7yesW7hohz9epVODg41Hs+ffmliA7Xohfzy6hfv37Cs88+K5SWlgqCIAi//PKLEBoaKrRp00Y4\n", "f/68ybbp6elCmzZthC1btgiCIAgVFRVCQECA4O/vL1RWVlo9drWUlJQIgYGBQkFBgTBjxgzBYDA0\n", "uO3MmTOFkydPWjG65ktM3niuPVxaWpowa9YstcNotp5//nnB09NT+PnnnwVBEISkpCTBzs5OOHz4\n", "sMqRNU/5+fnC6NGjm7wfVYuZh4eHcPHiRZOx3NxcwWAwCL///e9NxkePHi14enqajJ09e1YwGAzC\n", "rl27FI+1ObKkmKWlpVkxIm1oLG881x4uLS1NmDlzptphNEtpaWmCwWAQPvnkE5Px3/72t0KfPn1U\n", "iqp5k6uYqfo1Y1ZWltlF1I899hgAoKSkxDh248YNnDp1yqwT/5AhQ+Do6IjExETlgyVd4LlGTcG7\n", "hqhH1WJmZ2fegOTbb78FUP3m18jMzIQgCMbO+zVsbGzQs2dPduJ/iD179mD06NF44oknMHjwYERF\n", "RaGsrEztsJotnmuNEwQBubm5mDx5MoYOHYp+/fphypQpuHDhgtqhqY53DZHmxo0bmDFjBoYNGwZ3\n", "d3eEhobi888/F7WPZreka+vWrejXrx9mz55tHKvptN9QN3524q+fo6Mj2rVrh8OHDyMrKws7d+7E\n", "vn37MHz4cJSXl6sdXrPEc61x9vb2uH//PmJiYvCvf/0L6enpcHBwgL+/P/7xj3+oHZ6qeNcQ8Wxt\n", "bVFVVYWwsDCcPXsWWVlZ8PHxQVBQEOLj4y3ej2zFLC0tDTY2NhY9cnJy6t1HcnIyDhw4gP3796NN\n", "m5Z/i1Y5cvYwGzduxPr16+Hg4AAA8Pb2xrp16/DNN99gy5Ytch+O1SidNz2Rksvhw4fj3Llz8PLy\n", "AlD9j6atW7eiW7duWLBggZqHQxrUo0cPXLlyBSNGjAAAtG7dGrGxsfDz88OiRYtw7949i/YjW6Nh\n", "Ly8vfPzxxxZt2717d7OxU6dOYc6cOTh27Bg8PT1NnuvatSsA1Pv1WFlZGZycnCRErL6m5kyKYcOG\n", "Aaheeq5VSuatpZ5rDZErl61atYKvry8OHz5s1mRcT7p27VrvbUxqzqeWdv4o6cknn8T58+fx9ddf\n", "w9fXt9HtZStmTk5OeOGFFyS99vjx4wgLC0NycjK8vb3Nnh84cCAMBoOx836NqqoqXL16FQEBAZLm\n", "VVtTctaYqqoq/Pzzz2Y/PLa2tsbntUrJvLXUc60hUnJZXFwMBwcHtGrVymS8JZxbTSXlriF6V1ZW\n", "Bnt7e7Nv48SeT6r/zSwpKcn4iaymkBUWFiI0NNS4Tbdu3fDUU0/hxIkTJq89f/48ysvLFfvFpgUN\n", "XfxbUFCAnj17mp0INauphgwZonhszVlDeeO51rhJkyZh3759JmOVlZW4ePEievXqhS5duqgUmfpq\n", "zo+658/nn3+OPn36YPDgwWqE1azNnz8f69atMxtPT09H+/btjV9nN6rJi/ubIDExUbC3txdiYmKE\n", "jz76yPhYt26d0KtXL5Nt09PThbZt2wpbt24VBKH6AuvRo0cLw4cPF6qqqtQIX3UPu14qPz9fMBgM\n", "wpIlS4wX+v7444+Cj4+P0LNnT+MFnXpkyUXTPNcaNnr0aMHHx8d4A8XKykph8eLFgsFgEBITE1WO\n", "Tn2TJ08WPD09haKiIkEQBOHw4cO8aPohZs6cKfTo0UPIyckxjm3dulUwGAxCXFycxftRtdFwly5d\n", "UFJSgvpC6NWrl9lXPWfOnEFkZCRu3bqF+/fvIzAwEHFxcfWuHmrJpk2bhi+//BJFRUWoqKiAq6sr\n", "AODcuXN49NFHAQD379/Hrl27sHfvXly7dg2CIKCiogJjx47F8uXL4ezsrOYhqMKSvNXgudawM2fO\n", "YOfOnThz5gxsbGxQXFwMd3d3REREICgoSO3wVMe7hohz+fJlxMfHIzU1FQaDASUlJejevTvmzZuH\n", "KVOmWLwfds0nIiLNU/1vZkRERE3FYkZERJrHYkZERJrHYkZERJrHYkZERJrHYkZERJrHYkZERJrH\n", "YkZERJrHYkZERJrHYkZERJrHYkZERJrHYkZERJrHYkZERJr3/+Cz/ZhMvY7QAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "018\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAGw9JREFUeJzt3XtQVOf5B/DvYfEOGhUr2KrgBYG1CIpRVESNkokKRkdN\n", "jfrzUhNTk1idkGhiFDSdBE1ovEQnjdqmaQwh0WIC0mjUeiFWKzCKFwh0uDVKHFBRkfEC+/7+UKjL\n", "ctvjObx7+X5mdpy8e/a8z3l4lydn2XMeRQghQERE5GBcZAdARESkBxY4IiJySCxwRETkkFjgiIjI\n", "IbHAERGRQ2KBIyIih8QCR0REDokFjoiIHBILHBEROSSrClx5eTlmz54NFxcXFBcX6xUTERHRY2t2\n", "gTtw4ABCQkJw/vx5KIpS7zbfffcdpk+fDj8/PwQGBsJoNGL58uUoLS3VLGAiIqLmaHaBe++99/DN\n", "N99g6tSpqO/2lT///DMmTpyIgIAAZGdnIysrC6mpqUhJScGwYcNw69YtTQMnIiJqTLML3OHDh2E0\n", "GhvdpkuXLli3bl3tGV7v3r2xYsUKFBYWYvfu3Y8XKRERkRWaXeAa+liyhqenJ37++WeL8V/+8pcA\n", "Hvz9joiIqKVo+i1KV1dXi7Eff/wRADB27FgtpyIiImqUrpcJ3L9/H9u3b8fcuXMRFBSk51RERERm\n", "LE+5NLRq1Sq0b98e27Zta3LbkpISlJSU6BkOERHZOC8vL3h5eWmyL90K3AcffICDBw/i0KFD6NCh\n", "Q6PblpSUwNfXFxUVFXqFQ0REdqBHjx5IT0/XpMjpUuDeffddJCcn45///Cc6derU5PYlJSWoqKjA\n", "559/Dn9/fz1CckgTJkzA999/LzsMu8O8WY85U4d5s052djbmzJmDkpIS2yxwq1atwg8//ICDBw/W\n", "nrmlpKQgMzMTa9asafS1/v7+GDx4sNYhOazhw4czXyowb9ZjztRh3uRSXeDqu9h72bJl+Nvf/oa4\n", "uDgkJSXVjh8/fhz37t1TOxU1wGAwyA7BLjFv1mPO1GHe5Gp2gVu5ciUSExNRXl4ORVEwatQouLq6\n", "Ys+ePRg8eDCysrKwefNmKIqCxYsXm71WURTMmzdP8+CJiIga0uwCFxcXh7i4uAafDwwMhMlk0iQo\n", "IiKix8V2OXaM/0OhDvNmPeZMHeZNLl2vgyN9Pf3007JDaFBeXp60G2xfvXoVXbt2bfD5gIAAZGZm\n", "6jK3u7s7+vfvr8u+ZbLltWbLmDe5FFHft0UaUF5ejpdffhkJCQkoLCxEr169NAkiMzMTQ4YMQUZG\n", "Br9x5ADy8vLg6+srOwxpcnNzHbLIEelN61rQ7DO4AwcOYMmSJejQoUOjN17Ozs7Ga6+9hoKCAphM\n", "JgwePBjx8fHo0aPHYwdL9uF/Z26fA2jp6xpTAayWNHc2gDlsDUVkI5pd4Gr6wX399dc4d+5cvdsU\n", "FxcjLCwMixYtQmpqKqqrqzF37lyEh4cjMzMT7u7umgVO9sAfQEufkWdLnJuIbImm/eBiYmIghMC6\n", "desAPLgGJD4+HgUFBdi4cePjRUoWcnJyZIdgp5g3a3GtqcO8yaVZP7jq6mrs2bMHI0eOROvWrWvH\n", "vby84Ofnh8TERPVRUr3eeOMN2SHYKebNWlxr6jBvcml2mUB+fj4qKirQt29fi+f69OmDnJwc3L9/\n", "X6vpCMBHH30kOwQ7xbxZi2tNHeZNLs0KXGlpKQCgY8eOFs917NgRJpMJ165d02o6AjT7FqvzYd6s\n", "xbWmDvMmFy/0JiIih6RZgfPw8AAA3Lx50+K5mzdvwmAwoEuXLo3uY+LEiYiKijJ7hIaGYu/evWbb\n", "HThwAFFRURavf/nll7Fz506zsczMTERFRaGsrMxsPCYmBuvXrzcbKy4uRlRUlMUfhrds2YLXX3/d\n", "bKyyshJRUVFIS0szG09ISMCCBQssYnvuueec7jiAOAA764xlAogCUFZnPAbA+jpjxQ+3rfuH+i0A\n", "Xq8zVvlw2x/rjCcAsDwO4DkAe+uMHXi4j7peRvOPA/j000/N/ttWfh6Osq54HI5xHAkJCYiKisKE\n", "CRPg6emJcePGYdmyZRb7fyzCSjExMUJRFFFUVGQ2XlVVJTp27CiioqIsXmM0GsXAgQMb3GdGRoYA\n", "IDIyMqwNx6nFxcXJDqFeNT9PIEMAooUfnzdj7jid5nbcdWyra83WMW/W0boWaHYGZzAYMG3aNKSl\n", "pZm1xikpKUFOTg5mzpyp1VT0UGVlpewQ7BTzZi2uNXWYN7lUFzhRzx2+1q5dCxcXl9rGplVVVYiO\n", "jkafPn2wfPly9VFSvdauXSs7BDvFvFmLa00d5k2uZhe4lStXwsfHB5s2bartB+fj42N209pevXrh\n", "2LFjyMrKgr+/P4xGI0wmE44cOQI3NzddDoCIiKg+mvWDq+Hv74/U1NTHCoqIiOhx8TIBO1b3G0rU\n", "XMybtbjW1GHe5GI/ODu2cOFCfPvtt7LDsEMLAeiXt+zs7KY30oGevei41tRh3uRigbNjsbGxskOw\n", "U7E67bcYADBnzhyd9t80vXrRca2pw7zJpUuBO3PmDGJiYpCXlwdX1wdTzJkzB6+99hoMBoMeUzol\n", "NodVS6+83X74r+P1ouNaU4d5k0vzAldcXIyxY8di0qRJyMrKgqurK06fPo3w8HBcuXIF8fHxWk9J\n", "ZGPYi47IFmj+JZN9+/bhxo0biI6Orj17Gzp0KCZMmIBdu3ZpPR0REVG9NC9wNR9B1m2Nc+/ePbRq\n", "1Urr6Zxa3fu/UXMxb9biWlOHeZNL8wL3/PPPw2g0IjY2Fjdu3ADw4KzuyJEjeOedd7Sezqk9epE9\n", "WYN5sxbXmjrMm1yaFzg3NzccPnwYBoMBHh4e8PLywrx58/Dxxx9j/vz5Wk/n1LZu3So7BDvFvFmL\n", "a00d5k0uzQtcXl4eQkJC0KZNG5SVlaGkpASpqal48803sXjxYq2nIyIiqpfmBe7tt9/GpUuXsH37\n", "dnTq1AkA8OSTT2LFihXYvn07vv/++wZfy35wjnUcztoPDvi0zn+rOY60OuPNPw5HX1c8Dsc4Dpvs\n", "B9cUPz8/4enpaTGempoqFEUR77//vsVz7AfnWGy/H5wjzs33ENk/m+0HV8PT0xNlZWW4ffu22Xhh\n", "YWHt86SN+s+aqGnMm7W41tRh3uTSvMAtW7YMJpMJy5cvR1VVFQAgPz8f77//Pnx8fDBt2jStp3Ra\n", "r7zyiuwQ7BTzZi2uNXWYN7k0L3BTpkzB4cOH8d///hcDBw5EYGAgIiMjMWXKFJw8eRLt27fXekqn\n", "FRERITsEO8W8WYtrTR3mTS5d7kUZHh6O8PBwPXZNRETULOwHR0REDokFzo7V/RovNRfzZi2uNXWY\n", "N7lY4OxYQkKC7BDsFPNmLa41dZg3uXQrcN999x3Gjx+PkJAQ+Pr6wmg0YtWqVXpN55QSExNlh2Cn\n", "mDdrca2pw7zJpUuB27FjBxYvXozNmzcjPT0dubm5mD17Nr7++ms9piMiIrKg+bcof/rpJyxduhR/\n", "/etfERAQUDu+fPlyhISEaD0dERFRvTQ/g/vss89w9+5dTJo0yWy8Xbt2vCaEiIhajOYFLi0tDd26\n", "dUNGRgYiIiJgNBoRFBSE2NhY3L17V+vpnFp9N0ml5mDerMW1pg7zJpfmH1EWFxfjxo0beOmll/DN\n", "N9+gX79++Ne//oXIyEicOnUK//jHP7Se0mnxjFgt5s1aXGvqMG9yaV7g7ty5g7t372LVqlXo168f\n", "ACA0NBSvvPIK1q1bh+PHjyMsLEzraZ3SrFmzZIdgpxw3b9nZ2brsd8CAAY12p3Z3d0f//v11mdue\n", "8T0qmSY9CR4RFBQkFEURFy5cMBtPSkoSiqKI+Ph4i9fUtEjo3r27iIyMNHsMHz5cJCUlmW2/f/9+\n", "ERkZabGfJUuWiB07dljsOzIyUpSWlpqNr1mzRsTFxZmNFRUVicjISJGdnW02vnnzZhEdHW02dvv2\n", "bREZGSmOHz9uNv7FF1+I+fPnW8Q2c+ZMpzmO/7XLmSGAHfW0dYkUQGmd8TUCiKszVvRw2+w645sF\n", "EF1n7PbDbVfXaVnzhQDm19NeZqYAkuqM7X+4j7rbLmnmcdS0y3lVg+M4Xme8qeNIeji3vEdubq6u\n", "66qGvb8/eBxxtXNHRkaK8ePHi+7du4uxY8eKsLAwTdvlKEIIoWXBnD17NhISEpCVlYWBAwfWjicn\n", "J2PKlCnYsGEDoqOjzV6TmZmJIUOGICMjA4MHD9YyHJKg5ucJZABo6Z/nLgBznHjuzwH4t/Dc2QDm\n", "8P1Lj03rWqD5R5TPPvssEhIScPbsWbMCd/78eQAPunuTNtLS0jBq1CjZYdihNACOmjd/6FNcHTln\n", "+uF7VC7Nv0U5ffp0jBo1Cu+++y6uXLkCAMjLy8OWLVswadIkjB49WuspndaGDRtkh2CnmDfrMWdq\n", "8D0ql+ZncIqiYN++fXj77bcxbNgwtG/fHtXV1XjxxRd5qy6Nffnll7JDsFPMm/WYMzX4HpVLl35w\n", "7u7u2LRpEzZt2qTH7ukhNo9Vi3mzHnOmBt+jcrGbABEROSQWOCIicki6F7g//elPcHFxwdq1a/We\n", "yum8/vrrskOwU8yb9ZgzNfgelUvXAnf9+vXaL5YoiqLnVE6pV69eskOwU8yb9ZgzNfgelUvXArd6\n", "9WrelktHr776quwQ7BTzZj3mTA2+R+XSrcBlZWXh73//O2JjY/WagoiIqEG6FbilS5finXfeQadO\n", "nfSagoiIqEG6FLjExERUVFTgt7/9rR67p4dycnJkh2CnmDfrMWdq8D0ql+YFrrKyEitWrMCWLVu0\n", "3jXV8cYbb8gOwU4xb9ZjztTge1Quze9k8t577yEsLAyhoaFa79ou5eXl4datW7rse/HixezRpcpH\n", "sgOwQ03nTK9edE2x5XX+0Udca1Jp0nTnofz8fOHh4SEuXbpUO1ZQUCAURRGxsbENvs5R+8Hl5uba\n", "VI8u9oNz5H5wNXNnaHAc1v48Flmsu5Z+JCUlOU0fNUc5DrvrB7djxw784Q9/QOfOnWvH7t27h+zs\n", "bHTv3h2enp7w8/NDQkKC2esctR/c//qiOVePLvaDc9a5nWudk/Zsuh/cokWLsGjRIrOxoqIi+Pj4\n", "4He/+x3WrFmj5XR2RK8eXUS2hOucbIvut+qqOUHU8ESRaq2XHYCdYt6sx5ypsX498yaTbgXu+vXr\n", "8PHxQVhYGBRFwcaNG+Hj44OdO3fqNaUTqpQdgJ1i3qzHnKlRWcm8yaRLPzgA6Ny5MwoKCvTaPQEA\n", "eANrdZg36zFnavAm83KxXQ4RETkk3c7gbMX169dx9uxZKXPn5uZKmfdRMq5NknU9FBHRoxy+wEVH\n", "R+PPf/6z7DB0UgbAo4HnigEAc+bMabFo7EdjeaP6MWdqlJWVwcODeZNF8wKXn5+PTz75BKmpqRBC\n", "oKqqCj4+PnjrrbcwatQoradrUmVlJVxcQmEyfdbicwMvATik4/4XAvi2geduP/xXxrVJqQBWt/Cc\n", "1mgsb1Q/5kyNhQsX4ttvmTdZNC9wS5YsQVlZGQ4cOABPT09UVVVh6dKlCA8PR1JSEqKiorSeshna\n", "A+gnYV43nfcf24xtZFybZOsfUcbKDsAOxcoOwC6xXZhcmn/JRFEUrF69Gp6engAAV1dX/PGPf4TB\n", "YEB8fLzW0zk5XlSrDvNmPeZMDd5dRS7Nz+CSk5Ph6mq+27Zt26Jz584oLy/XejoiIqJ6aX4GV7e4\n", "AcC1a9dQVlaGcePGaT0dERFRvVrkOriPP/4Y3bp1w5tvvtkS0zkR3hVGHebNesyZGrxzk1y6XyaQ\n", "mZmJDz74AElJSfjFL36h93ROJhMAu6Zbj3mznm3nTNa1l1evXkXXrl0bfH7//v0IDg7WZW5b7oNn\n", "MzRputOAixcvil69eol9+/Y1up2e/eAiIiIE4PGY/a7U9u2a8kiPLj36jzV2HMGPzK1H/7HGjqOm\n", "Nxn7wemzrmytH9z/Ccu1pse6qu84kh7O7ZyPcePGsR9cIzTtB/eoM2fOYOrUqdixYweeeuqpRrfV\n", "sx/crFmz8NVXpTCZDmq63+Z5FsA3cN7+YJybc7fU3DKv92QfPK3YdD+4GqdOncJzzz2HXbt2YeTI\n", "kbXjISEhSE9P12NKInJqMq/3ZB88W6V5gTt27BgmT56MBQsWoKCgwKyjQGZmptbTERER1UvzArd8\n", "+XLcvn0bW7ZssXhOURStp3NyUeDtk9Rg3qzHnKnDvMmkeYHLyMjQepfUoFdkB2CnmDfrMWfqMG8y\n", "sR+cXYuQHYCdYt6sx5ypw7zJxAJHREQOiQWOiIgcki4F7s6dO1i5ciX8/PwwaNAgDB06FMnJyXpM\n", "5eT2yg7ATjFv1mPO1GHeZNKlwM2dOxfJyck4ceIEzp49i5iYGEybNg379u3TYzontl52AHaKebMe\n", "c6YO8yaT5gXu6NGj2LNnD2JjY9GlSxcAwOTJkzF+/Hj8/ve/13o6J9dNdgB2inmzHnOmDvMmk+YF\n", "7quvvgIAi9tzjRs3Dvn5+byTCRERtQjNC9yZM2fQqVOn2rO3Gn379gUAZGVlaT0lERGRBc0LXGlp\n", "KTp27GgxXjNWWlqq9ZREREQWdO8HZw09ejpdu3YNJtMlAJ9ovu+mFT78NxX/uzGrln7Ag7upN/Sc\n", "nnM3xtbnbixves+tF73n5lpTN7dea+3BPX5l9cHTi+bHo0nTnUeEhoaKJ554wmJ8z549QlEUsXPn\n", "TovnLl++LHr06CG9txIffPDBBx9yHz169BCXL1/WpB5pfgYXHByMkydP4vr16+jcuXPteH5+PgBg\n", "0KBBFq/x8vJCeno6SkpKtA6HiIjsiJeXF7y8vDTZl+YNT48ePYqxY8ciMTERM2bMqB1/5pln8J//\n", "/Ad5eXlaTkdERFQvXTp6z5w5ExcuXMCxY8fQtWtX7Nu3D88++yz27t2LSZMmaT0dERGRBV0K3N27\n", "dxEbG4ukpCS0adMGrVu3RkxMDCZPnqz1VERERPXSpcARERHJZhPdBH766SdERETAxcUmwrELzBkR\n", "2aPy8nLMnj0bLi4uKC4u1nUu6b8dd+3ahVGjRqG4uBiKojS43fz589G/f38EBwebPebOnduC0dqG\n", "5uYMAE6cOIHRo0dj4MCBGDBgAF566SXcuHGjhSK1bUeOHEGXLl0s1lRwcDAKCgpkhycdu4JYr7Cw\n", "EG5ubvWuqR9++KHpHTi4AwcOICQkBOfPn2/0d1d2djYmTpwIf39/DBgwALNmzcLly5etn1CTiw1U\n", "Ki8vF2PHjhXFxcVi3rx5QlGUBredP3++OHr0aAtGZ5usyVl6erpo27at2Lp1qxBCiMrKShEeHi5C\n", "Q0NFdXV1S4Vss44cOSIWLFggOwybNX36dBEQECCuXr0qhBAiOTlZuLq6ipSUFMmR2a6CggIxZswY\n", "2WHYrDFjxojz58+LmJgYoSiKKCoqstimqKhIdO3aVaxYsUIIIURVVZWYNWuW6Nevn7h586ZV80k9\n", "g+vUqRMOHz6Mnj17Nmt7wT8XWpWz6Oho9OnTB0uWLAEAtGvXDuvXr8fJkyexa5ced1ewP1xT9WNX\n", "ENLD4cOHYTQaG90mJiYGQgisW7cOAGAwGBAfH4+CggJs3LjRqvmkf0RJ+rhy5QqOHTtm0dVh6NCh\n", "cHd3R2JioqTIyB6wKwjpoak/qVRXV2PPnj0YOXIkWrduXTvu5eUFPz8/q39v2VWB27VrF8aMGYNf\n", "//rXGDJkCFatWoWbN2/KDssmZWVlQQhR28WhhouLC3r37s2uDnhw9paXl4cZM2bgySefrP2sPyMj\n", "Q3Zo0rEriHpXrlzBvHnzMHz4cPj6+mLKlCk4dOiQ7LDsQn5+PioqKix+bwFAnz59kJOTg/v37zd7\n", "f3ZT4Nzd3dG+fXukpKTg3Llz+Mtf/oLdu3djxIgRqKiokB2ezanp2tBQZwd2dQBat26N+/fvIzY2\n", "Fv/+97+Rnp4ONzc3hIaGYv/+/bLDk4pdQdQxGAwwmUx48cUXcfLkSZw7dw5BQUGIiIjAzp07ZYdn\n", "85r6vWUymXDt2rVm70+zAnfkyBG4uLg065Gbm2v1/jdv3oyNGzfCzc0NABAYGIgPP/wQFy9exNat\n", "W7U6jBald86ciZpcjhgxAqdOnar9m4C7uzu2bduG7t27Y9myZTIPh+xUz549kZOTg5EjRwIA2rRp\n", "g7Vr1yIkJATR0dG4d++e5Aidi2Y3WzYajfjyyy+btW2PHj00mXP48OEAHnwV3h7pmTMPDw8AqPcj\n", "3Js3b6Jbt25W7c/WaZXLVq1aITg4GCkpKRY3DHcmHh4e9bYuqVlPjrZ+9DZs2DCcPn0aFy5cQHBw\n", "sOxwbFZTv7cMBoPFx+aN0azAdevWDTNnztRqd2ZMJhOuXr1q8aYyGAy1z9sjPXM2aNAgKIpS28Wh\n", "hslkQmFhIcLDw3WZVxY1ubx+/Trc3NzQqlUrs3F7X1daUNMVhB78Em7dujXatm1rNs411Tx9+/aF\n", "u7u7xe8t4MHa8/Pzs3i/Nsam/gbX0DdsiouL0bt3b4vFUfNNrqFDh+oem61qKGfdu3fH6NGjcfDg\n", "QbPx06dPo6KiQrfCak+mTp2K3bt3m41VV1fjzJkz8Pb2RteuXSVFJl/N+qi7fg4dOoS+fftiyJAh\n", "MsKyeUuXLsWHH35oMZ6eno4OHTo0+RV5Z2cwGDBt2jSkpaWZfZxbUlKCnJwc639vPe6Fe1pp7KLl\n", "goICoSiKeOutt2ovUL506ZIICgoSvXv3rr0Q1dk050Lvdu3aiW3btgkhhLh9+7YYM2aMGDFihDCZ\n", "TC0Vps0aM2aMCAoKqm2uWF1dLVauXCkURRGJiYmSo5NvxowZIiAgQJSVlQkhhEhJSeGF3k2YP3++\n", "6Nmzp8jNza0d27Ztm1AURWzYsEFiZLal5kLvwsJCi+eKioqEh4dH7YXe9+/fF88//7zo37+/uHXr\n", "llXzSC9ws2fPFt7e3sLNzU24uLgIb29v4e3tLa5cuVK7zb1798SOHTvE008/LYxGowgICBDe3t7i\n", "hRdeECUlJRKjl6M5Oatx4sQJERYWJoxGo/D19RWLFy8WN27ckBC17Tlx4oR44YUXxMCBA0VgYKDo\n", "2bOneOqpp8T+/ftlh2YT7ty5I1auXCkGDBggAgMDRUhIiEhOTpYdlk07d+6cWLZsmQgMDBSDBg0S\n", "vXv3FqGhoeKLL76QHZpNWLFihfD29hZPPPGEcHFxEb/61a+Et7e3yMjIMNvu4sWL4plnnhF+fn7C\n", "19dX/OY3vxGXLl2yej52EyAiIodkU3+DIyIi0goLHBEROSQWOCIickgscERE5JBY4IiIyCGxwBER\n", "kUNigSMiIofEAkdERA6JBY6IiBwSCxwRETkkFjgiInJILHBEROSQWOCIiMgh/T/c2jYb/Hyn5wAA\n", "AABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAG3JJREFUeJzt3XlQFGf6B/DvAOIFnriCuyp4IIeLoHjgBZpoKmIwWh4x\n", "aqlZE7PqulphxcQkoNlK1MSNd7nrkT1iCFFjDGAiUaPGuLoiZcAEFrKAbJRYooIiqxzz/v5A5scw\n", "XNN2807PfD9VU5Y9Pf0+/dgzjz3Tbz8GIYQAERGRnXGSHQAREZEWWOCIiMguscAREZFdYoEjIiK7\n", "xAJHRER2iQWOiIjsEgscERHZJRY4IiKySyxwRERkl6wqcMXFxZgzZw6cnJxQUFCgVUxERESPrdkF\n", "LiUlBaGhobhy5QoMBkO963z55ZeYPn06/Pz8EBQUhMDAQKxcuRI3b95ULWAiIqLmaHaBe+edd3Dk\n", "yBFMnToV9d2+8ueff8akSZMQEBCAzMxMpKen4+jRo0hKSsLw4cNx7949VQMnIiJqTLML3MmTJxEY\n", "GNjoOl26dMG6detMZ3i9e/dGTEwM8vPzcfDgwceLlIiIyArNLnANfS1Zw9PTEz///LPF8l/+8pcA\n", "qn+/IyIiaimqXkXp4uJisezf//43AGDcuHFqDkVERNQoTacJVFRUYPfu3Zg3bx6Cg4O1HIqIiMiM\n", "5SmXitasWYN27dph586dTa5bWFiIwsJCLcMhIiIb5+XlBS8vL1W2pVmBe++993D8+HGcOHEC7du3\n", "b3TdwsJC+Pr6orS0VKtwiIhIB3r06IHU1FRVipwmBe7tt99GYmIivv76a3Ts2LHJ9QsLC1FaWooP\n", "P/wQ/v7+WoRklyZMmICvvvpKdhi6w7xZjzlThnmzTmZmJubOnYvCwkLbLHBr1qzBt99+i+PHj5vO\n", "3JKSkpCWloY333yz0df6+/tj8ODBaodkt0aMGMF8KcC8WY85U4Z5k0txgatvsveKFSvwj3/8A+vX\n", "r8fhw4dNy7/55huUl5crHYoa4OzsLDsEXWLerMecKcO8ydXsArd69WokJCSguLgYBoMBo0ePhouL\n", "Cw4dOoTBgwcjPT0dW7duhcFgwOLFi81eazAYMH/+fNWDJyIiakizC9z69euxfv36Bp8PCgqC0WhU\n", "JSgiIqLHxXY5Osb/UCjDvFmPOVOGeZNL03lwpK2nnnpKdggNysnJkXaD7Vu3bqFr164NPh8QEIC0\n", "tDRNxnZ3d0f//v012bZMtnys2TLmTS6DqO9qkQYUFxdj6dKliI+PR35+Pnr16qVKEGlpaRgyZAgu\n", "XbrEK47sQE5ODnx9fWWHIU12drZdFjkiraldC5p9BpeSkoIlS5agffv2jd54OTMzE6+88gry8vJg\n", "NBoxePBgbNq0CT169HjsYEkfTGdu0wB4tPDgOQC+ljR2EYBPwdZQRDai2QWuph/cgQMHkJGRUe86\n", "BQUFGDNmDBYtWoSjR4+iqqoK8+bNQ3h4ONLS0uDu7q5a4KQDHgBa+v81RRLHJiKbomo/uNjYWAgh\n", "sG7dOgDVc0A2bdqEvLw8bN68+fEiJQtZWVmyQ9AnNpi3Go81ZZg3uVTrB1dVVYVDhw5h1KhRcHV1\n", "NS338vKCn58fEhISlEdJ9Vq1apXsEPSJd06yGo81ZZg3uVSbJpCbm4vS0lL07dvX4rk+ffogKysL\n", "FRUVag1HALZv3y47BH2aJDsA/eGxpgzzJpdqBe7mzervfTp06GDxXIcOHWA0GnH79m21hiNAtatY\n", "HU4n2QHoD481ZZg3uTjRm4iI7JJqBc7Do/qa7Lt371o8d/fuXTg7O6NLly6NbmPSpEmIiooye4SF\n", "heGzzz4zWy8lJQVRUVEWr1+6dCn27t1rtiwtLQ1RUVEoKioyWx4bG4sNGzaYLSsoKEBUVJTFD8Pb\n", "tm3DH/7wB7NlZWVliIqKwtmzZ82Wx8fHY+HChRaxzZo1y+H2A2cB1J1PfR3ARwDu11n+9aP1ayt+\n", "tG7di0IuAEips6z80bpFdZZnAPgMlg4AyKyz7MdH26grGc3fDwB//etfzf5uK/8e9nJccT/sYz/i\n", "4+MRFRWFCRMmwNPTE+PHj8eKFSsstv84rJroDQBxcXFYt26dxUTvqqoqdOnSBREREThy5IjZawYO\n", "HAiDwdDg9AJO9FZmw4YNiImJkR2GhZp/T7yElr9UPx3Ap2h87LMARmsw9nUAf4FdHse2eqzZOubN\n", "OmrXAtXO4JydnTFt2jScPXvWrDVOYWEhsrKyMHPmTLWGokfKyspkh6BPvNbJajzWlGHe5FJc4Oo7\n", "8Vu7di2cnJxMjU0rKysRHR2NPn36YOXKlcqjpHqtXbtWdgj6NE52APrDY00Z5k2uZhe41atXw8fH\n", "B1u2bDH1g/Px8TG7aW2vXr1w5swZpKenw9/fH4GBgTAajTh16hTc3Nw02QEiIqL6qNYProa/vz+O\n", "Hj36WEERERE9Lk4T0LG6VyhRM9Vz5SM1jseaMsybXOwHp2MvvPACPv/8c9lh6M8RAM9rt/nMzLrz\n", "D1qGlr3oeKwpw7zJxQKnY3FxcbJD0KcIjbZbUv3H3LlzNRqgaVr1ouOxpgzzJpcmBe7y5cuIjY1F\n", "Tk4OXFyqh5g7dy5eeeUVODs7azGkQ7K3uVYtRqu5eTXTD+ywFx2PNWWYN7lUL3AFBQUYN24cIiMj\n", "kZ6eDhcXF1y8eBHh4eG4ceMGNm3apPaQRLaFveiIbILqF5kkJyejpKQE0dHRprO3oUOHYsKECdi/\n", "f7/awxEREdVL9QJX8xVk3dY45eXlaNWqldrDObS693+jZqp7X0lqEo81ZZg3uVQvcM8//zwCAwMR\n", "FxeHkpLqX92Tk5Nx6tQpvPXWW2oP59BqT7InKxTKDkB/eKwpw7zJpXqBc3Nzw8mTJ+Hs7AwPDw94\n", "eXlh/vz52LVrFxYsWKD2cA5tx44dskPQp0jZAegPjzVlmDe5VC9wOTk5CA0NRevWrVFUVITCwkIc\n", "PXoUr776KhYvXqz2cERERPVSvcC9/vrruHbtGnbv3o2OHTsCAIYNG4aYmBjs3r0bX331VYOvZT84\n", "+9oPR+0Hh8t1/q5kP67WWW7Fftj7ccX9sI/9sMl+cE3x9/dHcXExCgvNf+j44osvEBkZiY0bNyI6\n", "OtrsOfaDsy823w/OHse241505Dhsth9cDU9PTxQVFeH+ffP/2ubn55ueJ3XUe9ZETavvLI0axWNN\n", "GeZNLtUL3IoVK2A0GrFy5UpUVlYCAHJzc/Huu+/Cx8cH06ZNU3tIh7Vs2TLZIejTMNkB6A+PNWWY\n", "N7lUL3BTpkzByZMn8d///hcDBw5EUFAQnnnmGUyZMgXnz59Hu3bt1B7SYU2cOFF2CPrUT3YA+sNj\n", "TRnmTS5N7kUZHh6O8PBwLTZNRETULOwHR0REdokFTsfqXsZLzSSnXZuu8VhThnmTiwVOx+Lj42WH\n", "oE9XZAegPzzWlGHe5NKswH355Zd48sknERoaCl9fXwQGBmLNmjVaDeeQEhISZIegTzNkB6A/PNaU\n", "Yd7k0qTA7dmzB4sXL8bWrVuRmpqK7OxszJkzBwcOHNBiOCIiIguqX0X5008/Yfny5fjb3/6GgIAA\n", "0/KVK1ciNDRU7eGIiIjqpfoZ3N///nc8fPgQkZHmt2xv27Yt54QQEVGLUb3AnT17Ft26dcOlS5cw\n", "ceJEBAYGIjg4GHFxcXj48KHawzm0+m6SSs3AC9usxmNNGeZNLtW/oiwoKEBJSQlefvllHDlyBP36\n", "9cM///lPPPPMM7hw4QK++OILtYd0WDwjVqiv7AD0h8eaMsybXKoXuAcPHuDhw4dYs2YN+vWrvidS\n", "WFgYli1bhnXr1uGbb77BmDFj1B7WIc2ePVt2CPr0a9kBaCczU5tJfgMGDGi0O7W7uzv69++vydh6\n", "xveoXKp/Renu7g4ACA4ONlte8/eLFy82+Fr2g7Ov/WA/uEdaoh9cSfVf586diyFDhrT4w9fXFzk5\n", "Oaaw+P7gfthlP7g5c+YgPj4e6enpGDhwoGl5YmIipkyZwn5wDoD94CSOPQ2ARwuPXVQ9Nt+/9Lhs\n", "vh/cs88+CwD47rvvzJZfuVJ9+4hhw9irRC11/zdGzVT37MieeKC6uKr9qGjkuZYuqDrC96hcqhe4\n", "6dOnY/To0Xj77bdx48YNAEBOTg62bduGyMhIjB07Vu0hHdbGjRtlh6BP38oOQIeYM0X4HpVL9YtM\n", "DAYDkpOT8frrr2P48OFo164dqqqq8NJLL/FWXSr7+OOPZYegT9NlB6BDzJkifI/KpUk/OHd3d2zZ\n", "sgVbtmzRYvP0CJvHKuQqOwAdYs4U4XtULnYTICIiu8QCR0REdknzAvfnP/8ZTk5OWLt2rdZDOZy6\n", "c12omerOPaOmMWeK8D0ql6YF7s6dO6YLSwwGg5ZDOaRevXrJDkGfOsoOQIeYM0X4HpVL0wL3xhtv\n", "8LZcGvrd734nOwR9Gi47AB1izhThe1QuzQpceno6Pv30U8TFxWk1BBERUYM0K3DLly/HW2+9hY4d\n", "+d0GERG1PE0KXEJCAkpLS/Gb3/xGi83TI3VvskrNVPemx9Q05kwRvkflUr3AlZWVISYmBtu2bVN7\n", "01THqlWrZIegT1/JDkCHmDNF+B6VS/U7mbzzzjsYM2YMwsLC1N60LuXk5ODevXuabHvx4sXs0aXE\n", "JNkB6FAzcqZVL7qm2PJxvn37dtkhODRVC1xeXh527dpl0UkAAJrTlWfSpEkW3QZu3ryJmJgYU5cC\n", "oLov0fbt2/H555+brbt06VIMHjzY7KvRtLQ0xMXFYd++ffDw+P/bnsfGxqJdu3aIiYkxLSsoKMCy\n", "ZcuwceNG+Pn5mZZv27YNBQUFePfdd03LysrK8Nxzz2HVqlUYPXq0aXl8fDxSUlLwwQcfICcnB76+\n", "vk3ut5ays7NNb36l+1HbrFmzMHv27Gb9e+AsgH4Aane9uA7gFIApANrXWv41gFYARtdaVgzgKIAJ\n", "ALrVWn4B1f3PajdLLgdwEIBnnQRkAPgPgGdrLeuE6j5qAwH411r+I4B/AXi+zjaSAXg1cz+A6n5w\n", "tdvlKNmPUQB6N7EfqLUftamxH3X/PTo1sh+PWjzOnTsXshw+fBj79u2T8j6vre77o1evXrr5vGps\n", "PwD1P3fj4+MRHx+P//3vf8jIyEBAQAAqKyuhJlX7we3Zswd//OMf0blzZ9Oy8vJyZGZmonv37vD0\n", "9ISfnx/i4+PNXmev/eBMfdEcrEcX+8E56NgOdpyT+tSuBaqewS1atAiLFi0yW3b16lX4+Pjgt7/9\n", "Ld588001h9OPmh5dRPaMxznZGM1v1VVzgqhy43ACqr8CJOsxb9ZjzhTZsGGD7BAcmmYF7s6dO/Dx\n", "8cGYMWNgMBiwefNm+Pj4YO/evVoN6XgqZAegU8yb9ZgzRcrKymSH4NA06QcHAJ07d0ZeXp5WmycA\n", "GCc7AJ1i3qzHnCnCm8zLxXY5RERklzQ7g7MVd+7cqXfaQkvIzs6WMm5tMuYmyZoPRURUm90XuOjo\n", "aOzbt092GNq4D8s5WDVKqv+QOTfJZjWWN6ofc6ZIUVGR2TwwalmqF7jc3Fz85S9/wdGjRyGEQGVl\n", "JXx8fPDaa6+ZTTBsKWVlZXDq5QTjFGOLj40kAFr+DHkElpN5a9RcFCBjblIOqicK26rG8kb1Y84U\n", "eeGFFyxvgEAtRvUCt2TJEhQVFSElJQWenp6orKzE8uXLER4ejsOHDyMqKkrtIZvWCkDXlh8Wrhpv\n", "P6IZ68iYm1TUwuNZK0J2ADoUITsAfWK7MLlUv8jEYDDgjTfegKdn9T2TXFxc8Kc//QnOzs7YtGmT\n", "2sM5Nk6qVYZ5sx5zpgjvriKX6mdwiYmJcHEx32ybNm3QuXNnFBcXqz0cERFRvVQ/g6tb3ADg9u3b\n", "KCoqwvjx49UejoiIqF4tMg9u165d6NatG1599dWWGM5xNNwphxrDvFmPOVOEd26SS/NpAmlpaXjv\n", "vfdw+PBh/OIXv9B6OMdSKDsAnWLerGfjOZM19/LWrVvo2rXhK9iOHTuGkJAQTca25T54tkLTApeZ\n", "mYmpU6fiww8/RHh4eJPra9EP7vbt2zAWGi3n8ajVf8zavl1q9h+LbGQ/zsFSS++HrfaDi7RyP9gP\n", "rjpnDe3Hf2Cppd4fOpjveeDAAc22PX78eOzYsYP94Bqgaj+42i5fvoypU6diz549eOKJJxpdV8t+\n", "cLNnz8YnFz+BcZ6EeXDxAP4Nx+0PxrE5dkuNLXO+J/vgqcam+8HVuHDhAmbNmoX9+/dj1KhRpuWh\n", "oaFITU3VYkgicmQy53uyD57NUr3AnTlzBpMnT8bChQuRl5dn1lEgLY2/VBMRUctQvcCtXLkS9+/f\n", "x7Zt2yyeMxgMag/n2D4Cb5+kBPNmPeZMGeZNKtUL3KVLl9TeJDVkWNOrUD2YN+sxZ8owb1KxH5ye\n", "9ZMdgE4xb9ZjzpRh3qRigSMiIrvEAkdERHZJkwL34MEDrF69Gn5+fhg0aBCGDh2KxMRELYZybGyc\n", "rQzzZj3mTBnmTSpNCty8efOQmJiIc+fO4bvvvkNsbCymTZuG5ORkLYZzXN/KDkCnmDfrMWfKMG9S\n", "qV7gTp8+jUOHDiEuLg5dunQBAEyePBlPPvkkfv/736s9nGNrJzsAnWLerMecKcO8SaV6gfvkk08A\n", "wOL2XOPHj0dubi7vZEJERC1C9QJ3+fJldOzY0XT2VqNv374AgPT0dLWHJCIisqB6gbt58yY6dOhg\n", "sbxm2c2bN9UekoiIyILm/eCsoUVPp9u3b8NYYgRkfDNa/OjPHPz/jVnVVIDqu6k39JyWYzfG1sdu\n", "LG9aj60VrcfmsaZsbK2OtTvVf8jqg6cV1fdHqCwsLEx06tTJYvmhQ4eEwWAQe/futXju+vXrokeP\n", "HgIAH3zwwQcfDvzo0aOHuH79uir1SPUzuJCQEJw/fx537txB586dTctzc3MBAIMGDbJ4jZeXF1JT\n", "U1FYaONtg4mISFNeXl7w8vJSZVuqNzw9ffo0xo0bh4SEBMyYMcO0/Omnn8aPP/6InJwcNYcjIiKq\n", "lyYdvWfOnInvv/8eZ86cQdeuXZGcnIxnn30Wn332GSIjI9UejoiIyIImBe7hw4eIi4vD4cOH0bp1\n", "a7i6uiI2NhaTJ09WeygiIqJ6aVLgiIiIZLOJbgI//fQTJk6cCCcnmwhHF5gzItKj4uJizJkzB05O\n", "TigoKGj6BY9B+qfj/v37MXr0aBQUFMBgMDS43oIFC9C/f3+EhISYPebNm9eC0dqG5uYMAM6dO4ex\n", "Y8di4MCBGDBgAF5++WWUlJS0UKS27dSpU+jSpYvFMRUSEoK8vDzZ4UnHriDWy8/Ph5ubW73H1Lff\n", "8s7LKSkpCA0NxZUrVxr97MrMzMSkSZPg7++PAQMGYPbs2bh+/br1A6oy2UCh4uJiMW7cOFFQUCDm\n", "z58vDAZDg+suWLBAnD59ugWjs03W5Cw1NVW0adNG7NixQwghRFlZmQgPDxdhYWGiqqqqpUK2WadO\n", "nRILFy6UHYbNmj59uggICBC3bt0SQgiRmJgoXFxcRFJSkuTIbFdeXp6IiIiQHYbNioiIEFeuXBGx\n", "sbHCYDCIq1evWqxz9epV0bVrVxETEyOEEKKyslLMnj1b9OvXT9y9e9eq8aSewXXs2BEnT55Ez549\n", "m7W+4M+FVuUsOjoaffr0wZIlSwAAbdu2xYYNG3D+/Hns379f61B1gcdU/dgVhLRw8uRJBAYGNrpO\n", "bGwshBBYt24dAMDZ2RmbNm1CXl4eNm/ebNV40r+iJG3cuHEDZ86csejqMHToULi7uyMhIUFSZKQH\n", "7ApCWmjqJ5WqqiocOnQIo0aNgqurq2m5l5cX/Pz8rP7c0lWB279/PyIiIvDrX/8aQ4YMwZo1a3D3\n", "7l3ZYdmk9PR0CCFMXRxqODk5oXfv3uzqgOqzt5ycHMyYMQPDhg0zfdd/6dIl2aFJx64gyt24cQPz\n", "58/HiBEj4OvriylTpuDEiROyw9KF3NxclJaWWnxuAUCfPn2QlZWFioqKZm9PNwXO3d0d7dq1Q1JS\n", "EjIyMvDBBx/g4MGDGDlyJEpLS2WHZ3NqujY01NmBXR0AV1dXVFRUIC4uDv/617+QmpoKNzc3hIWF\n", "4dixY7LDk4pdQZRxdnaG0WjESy+9hPPnzyMjIwPBwcGYOHEi9u7dKzs8m9fU55bRaMTt27ebvT3V\n", "CtypU6fg5OTUrEd2drbV29+6dSs2b94MNzc3AEBQUBDef/99/PDDD9ixY4dau9GitM6ZI1GSy5Ej\n", "R+LChQum3wTc3d2xc+dOdO/eHStWrJC5O6RTPXv2RFZWFkaNGgUAaN26NdauXYvQ0FBER0ejvLxc\n", "coSORbWbLQcGBuLjjz9u1ro9evRQZcwRI0YAqL4UXo+0zJmHhwcA1PsV7t27d9GtWzertmfr1Mpl\n", "q1atEBISgqSkJIsbhjsSDw+PeluX1BxP9nb8aG348OG4ePEivv/+e4SEhMgOx2Y19bnl7Oxs8bV5\n", "Y1QrcN26dcPMmTPV2pwZo9GIW7duWbypnJ2dTc/rkZY5GzRoEAwGg6mLQw2j0Yj8/HyEh4drMq4s\n", "SnJ5584duLm5oVWrVmbL9X5cqUFJVxCq/hB2dXVFmzZtzJbzmGqevn37wt3d3eJzC6g+9vz8/Cze\n", "r42xqd/gGrrCpqCgAL1797Y4OGqu5Bo6dKjmsdmqhnLWvXt3jB07FsePHzdbfvHiRZSWlmpWWPVk\n", "6tSpOHjwoNmyqqoqXL58Gd7e3ujataukyOSrOT7qHj8nTpxA3759MWTIEBlh2bzly5fj/ffft1ie\n", "mpqK9u3bN3mJvKNzdnbGtGnTcPbsWbOvcwsLC5GVlWX959bjTtxTS2OTlvPy8oTBYBCvvfaaaYLy\n", "tWvXRHBwsOjdu7dpIqqjac5E77Zt24qdO3cKIYS4f/++iIiIECNHjhRGo7GlwrRZERERIjg42NRc\n", "saqqSqxevVoYDAaRkJAgOTr5ZsyYIQICAkRRUZEQQoikpCRO9G7CggULRM+ePUV2drZp2c6dO4XB\n", "YBAbN26UGJltqZnonZ+fb/Hc1atXhYeHh2mid0VFhXj++edF//79xb1796waR3qBmzNnjvD29hZu\n", "bm7CyclJeHt7C29vb3Hjxg3TOuXl5WLPnj3iqaeeEoGBgSIgIEB4e3uLF198URQWFkqMXo7m5KzG\n", "uXPnxJgxY0RgYKDw9fUVixcvFiUlJRKitj3nzp0TL774ohg4cKAICgoSPXv2FE888YQ4duyY7NBs\n", "woMHD8Tq1avFgAEDRFBQkAgNDRWJiYmyw7JpGRkZYsWKFSIoKEgMGjRI9O7dW4SFhYmPPvpIdmg2\n", "ISYmRnh7e4tOnToJJycn8atf/Up4e3uLS5cuma33ww8/iKefflr4+fkJX19f8dxzz4lr165ZPR67\n", "CRARkV2yqd/giIiI1MICR0REdokFjoiI7BILHBER2SUWOCIisksscEREZJdY4IiIyC6xwBERkV1i\n", "gSMiIrvEAkdERHaJBY6IiOwSCxwREdklFjgiIrJL/wf4sLqDEtbsWQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "019\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAGO9JREFUeJzt3XtQVdfZBvBnAxovIFUxXDpq0WhFKMG7eAlilU6jgPop\n", "GSuOmDqxNdHKlKgNVdH0S5TGeneSVCfTRCRUDSaiSagavGsExuIFihlQaoJ+oCABJsplfX8gxxyO\n", "IgfWZu0Nz2/mTJJ19tnr3ec9izcH9t6vJoQQICIiMjEH1QEQERG1FIsZERGZHosZERGZHosZERGZ\n", "HosZERGZHosZERGZHosZERGZHosZERGZHosZERGZnl3FrLS0FHPmzIGDgwMKCgr0iomIiMguTS5m\n", "qampGD58OC5fvgxN0x67zRdffIGZM2di0KBB8Pf3h6+vL6Kjo1FUVCQtYCIiooaaXMzefvttfPrp\n", "p5g+fToedzvHW7du4cUXX8TgwYORnZ2NrKwsHD58GCkpKRg1ahS+//57qYETERHVa3IxO3bsGHx9\n", "fRvdpkePHli7dq3lm1vfvn2xfPlyXL9+Hfv27WtZpERERE/Q5GL2pF8t1vPw8MCtW7dsxn/6058C\n", "qPt7GxERkR6kns3o5ORkM/af//wHABAcHCxzKiIiIgtdT82vqqrC3//+d8ydOxcBAQF6TkVERO2Y\n", "7VcpiWJjY9GlSxfs2LHjqdsWFhaisLBQz3CIiMjgPD094enpaffrdCtm77zzDo4cOYKjR4+ia9eu\n", "jW5bWFiIgQMHory8XK9wiIjIBLy8vJCenm53QdOlmL311ls4ePAgvvrqK7i6uj51+8LCQpSXl2P3\n", "7t3w8fHRIyR6ismTJ+Nf//qX6jAMLzs7G5GRkQDeBOAtee+LADz9txiP5ANYyXUjEdeBWvXrq7Cw\n", "UH0xi42NxenTp3HkyBHLN7KUlBRkZmZi1apVjb7Wx8cHQ4cOlR0SNcHo0aP53tvlRQCy3689AObY\n", "sX0mgJVcNxJxHZhXs4vZ4y6cXrp0KT766COsW7cOycnJlvGTJ0/iwYMHzZ2KWoGjo6PqEAjMgWpc\n", "B+bV5GK2YsUKJCUlobS0FJqmYdy4cXBycsL+/fsxdOhQZGVlYcuWLdA0DQsXLrR6raZpmDdvnvTg\n", "iYiIADuK2bp167Bu3bonPu/v74/a2lopQREREdmDLWAIAPg/IobAHKjGdWBeul5nRubxq1/9SnUI\n", "hOblIDs7W3Iczefi4oIBAwaoDqPZuA7My65iVlpaildffRWJiYm4fv06+vTpo1dc1MoWL16sOgSC\n", "vTmo6ylYd6mAceTm5pq2oHEdmFeTi1lqaioWLVqErl27NnrT4ezsbPzxj39Efn4+amtrMXToUGzY\n", "sAFeXl5SAiaiehUP/7kbgBGuM8sGEMl2T6REk4tZfT+zvXv34tKlS4/dpqCgAOPHj8eCBQtw+PBh\n", "1NTUYO7cuQgKCkJmZiZcXFykBU5E9Xwg/5o3InOR2s9s9erVEEJg7dq1AOqu2diwYQPy8/OxadOm\n", "lkVKusrJyVEdAoE5UI3rwLyk9TOrqanB/v37MXbsWHTs2NEy7unpiUGDBiEpKan5UZLuli1bpjoE\n", "AnOgGteBeUk7NT8vLw/l5eXo37+/zXP9+vVDTk4OqqqqZE1Hkm3btk11CATmQDWuA/OSVsyKiooA\n", "AN26dbN5rlu3bqitrcXdu3dlTUeS8cxUI2AOVOM6MC9eNE1ERKYnrZi5ubkBAMrKymyeKysrg6Oj\n", "I3r06NHoPl588UWEhYVZPQIDA3HgwAGr7VJTUxEWFmbz+ldffRW7du2yGsvMzERYWBiKi4utxlev\n", "Xo3169dbjRUUFCAsLMzmj8Bbt27F66+/bjVWWVmJsLAwnDp1ymo8MTER8+fPt4ntpZde4nG0oeOo\n", "Ow09DEBxg/HVANY3GCt4uG3Dkwu2Ani9wVjlw21PNRhPBGB7HHW+avDfqQ/30dCrABoeRyb0OA5+\n", "rngcTzuOxMREhIWFYfLkyfDw8MDEiROxdOlSm/03mbDT6tWrhaZp4saNG1bj1dXVolu3biIsLMzm\n", "Nb6+vsLPz++J+8zIyBAAREZGhr3hkCTr1q1THYIp1H9WgQwBCMmPdXZuv1vHWJrzMP865jpQqyW1\n", "QNo3M0dHR8yYMQOnTp2yavdSWFiInJwcREREyJqKdFBZWak6BAJzoBrXgXk1u5iJx/QzW7NmDRwc\n", "HCxNOKurqxETE4N+/fohOjq6+VGS7tasWaM6BAJzoBrXgXk1uZitWLEC3t7e2Lx5s6Wfmbe3NzIz\n", "My3b9OnTBydOnEBWVhZ8fHzg6+uL2tpapKWlwdnZWZcDICIiktbPrJ6Pjw8OHz7coqCIiIjswVPz\n", "CQBszjoiFZgD1bgOzIvFjAAAL7/8suoQCMyBalwH5sViRgCAuLg41SEQ4lQH0O5xHZiXLsXs4sWL\n", "CA8Px+DBg+Hv7w9/f3/Ex8ejpqZGj+lIgqFD2UJEPeZANa4D87Kr03RTFBQUIDg4GFOmTEFWVhac\n", "nJxw4cIFBAUF4fbt29iwYYPsKYmIqJ2T/s3s0KFDuHfvHmJiYuDkVFcrR4wYgcmTJyMhIUH2dERE\n", "RPKLmaOjIwDYtHt58OABOnToIHs6ksT23oPU+pgD1bgOzEt6MfvNb34DX19fxMXF4d69ewDqvq2l\n", "paXhzTfflD0dSfLji99JFeZANa4D85JezJydnXHs2DE4OjrCzc0Nnp6emDdvHt59911ERUXJno4k\n", "2b59u+oQCMyBalwH5iX9BJBr165h0qRJGDlyJIqLi+Hq6oqvv/4a06ZNw5kzZ/Dee+/JnpLauGvX\n", "ruH7779XHQYAIDs7W3UIRPQ4sm/hHxERIRwdHUVJSYnV+KZNm4SmaSI1NdXmNfW3/Xd3dxehoaFW\n", "j9GjR4vk5GSr7b/88ksRGhpqs59FixaJnTt32uw7NDRUFBUVWY2vWrXKpt3DjRs3RGhoqMjOzrYa\n", "37Jli4iJibEaq6ioEKGhoeLkyZNW43v27BFRUVE2sUVERPA4mnEcEydOfNjmxGiP3QIIFUBRgzYo\n", "qx7TyuXGw22zG4xvEUBMg7GKh9uebDC+RwBRT2gB806D8S8f7qNhi5ZFAtj5mLYtso7jUfsOo3+u\n", "2sr6MPNx7NmzR4SGhopJkyYJd3d3ERwcLMaPH9/sFjCaEI+5/X0L+Pj4oLS0FIWFhVbjn3/+OaZM\n", "mYL4+HjExMRYPZeZmYlhw4YhIyOD13mQlfrPBrAbgI/qcAAcBrASQAbUXxeWACDSILEAdX/z4zqm\n", "5mtJLZD+a0YPDw988803qKioQNeuXS3j169ftzxPxhMWFobPPvtMdRiN8IExfmDr+WvGMABGzkHb\n", "Z/x1QE8i/QSQpUuXora2FtHR0aiurgYA5OXl4a9//Su8vb0xY8YM2VOSBK+99prqEAjMgWpcB+Yl\n", "vZiFh4fj2LFj+O9//ws/Pz/4+/sjNDQU4eHhOHfuHLp06SJ7SpIgJCREdQgE5kA1rgPzkv5rRgAI\n", "CgpCUFCQHrsmIiKywbvmExGR6bGYEQDgwIEDqkMgMAeqcR2YF4sZAQASExNVh0BgDlTjOjAv3YrZ\n", "F198gUmTJmH48OEYOHAgfH19ERsbq9d01EJJSUmqQyAwB6pxHZiXLsVs586dWLhwIbZs2YL09HTk\n", "5uZizpw52Lt3rx7TERFROyf9bMabN29iyZIl+Mc//oHBgwdbxqOjozF8+HDZ0xEREcn/Zvbhhx/i\n", "/v37mDJlitV4586deQ0HERHpQnoxO3XqFHr16oWMjAyEhITA19cXAQEBiIuLw/3792VPR5LMnz9f\n", "dQgE5kA1rgPzkv5rxoKCAty7dw+/+93v8Omnn+K5557D2bNnERoaivPnz+Pzzz+XPSVJwG/NRsAc\n", "qMZ1YF7Si9kPP/yA+/fvIzY2Fs899xwAIDAwEK+99hrWrl2LkydPYvz48bKnpRaaPXu25d/ZP0yV\n", "2U/fxASMlDMXFxcMGDCgydv/eB2QydjdNOYpAgIChKZp4sqVK1bjycnJQtM0sWHDBpvXsJ+ZcY4j\n", "NzfXAL3CHvfIkNgHTAggQgDJzegDVt9DjP3MbI8jWcf8N//R8DPPdW6M4zB8P7M5c+YgMTERWVlZ\n", "8PPzs4wfPHgQ4eHh7GdmcOwf9jRG6iFmpFiAR/EY5bOTDSCSP1dMxFD9zKZNm4bExET8+9//tipm\n", "ly9fBgCMHDlS9pQkwalTpzBu3LgfjbSH/mFGcwrAuKduZXxG+ezYz3YdkFlIP5tx5syZGDduHN56\n", "6y3cvn0bQN3fYLZu3YopU6bghRdekD0lSRAfH686BAJzoBrXgXlJ/2amaRoOHTqEP//5zxg1ahS6\n", "dOmCmpoavPLKK7ydlYF9/PHHqkMgMAeqcR2Yly79zFxcXLB582Zs3rxZj92TDtg01QiYA9W4DsyL\n", "d80nIiLTYzEjIiLT072Yvffee3BwcMCaNWv0nopa4PXXX1cdAoE5UI3rwLx0LWYlJSWWkz40TdNz\n", "KmqhPn36qA6BwByoxnVgXroWs5UrV/LWVSaxePFi1SEQmAPVuA7MS7dilpWVhU8++QRxcXF6TUFE\n", "RARAx2K2ZMkSvPnmm3B1ddVrCiIiIgA6FbOkpCSUl5fjt7/9rR67Jx3k5OSoDoHAHKjGdWBe0otZ\n", "ZWUlli9fjq1bt8reNelo2bJlqkMgMAeqcR2Yl/Q7gLz99tsYP348AgMDZe+6TVPdQ2zhwoXIzMw0\n", "VC+q9meb6gDavW3bmAPTsrtpTCPy8vKEm5ub+Pbbby1j+fn5QtM0ERcX98TXtfd+ZsbsIfa/j+mf\n", "1ZI+YM3tnzXkYTzsZ2b8fmb18WS0Yj4aO466nyuLFy82xDpvyKw/r2Qdh6H7me3cuRN/+ctf0L17\n", "d8vYgwcPkJ2dDXd3d3h4eGDQoEFITEy0el1772dmrB5i7B/WOCPFY6RYAOPFkwmg/f5cMSPD9DNb\n", "sGABFixYYDV248YNeHt74/e//z1WrVolc7o2yAh9oPhrRiIyH91vZ1X/xU/iF0DSxXrVARBzoNz6\n", "9cyBWelWzEpKSuDt7Y3x48dD0zRs2rQJ3t7e2LVrl15TUotUqg6AmAPlKiuZA7PSpZ8ZAHTv3h35\n", "+fl67Z6k442g1WMOVOMN0c2LLWCIiMj0dPtmRkRkBEa5dtLFxQUDBgxQHUabxWJGDxUDcFMdRDvH\n", "HMhVAACIjIxUHMcjubm5LGg6kV7M8vLy8P777+Pw4cMQQqC6uhre3t544403MG7cONnTkTQvA/hM\n", "dRDtHHMgV8XDf9pz/WY0gI06xJINIFLpXX7aOunFbNGiRSguLkZqaio8PDxQXV2NJUuWICgoCMnJ\n", "yQgLC5M9JUkRpzoAYg50Ys/1mxvt2JaMRPoJIJqmYeXKlfDw8AAAODk54W9/+xscHR2xYcMG2dOR\n", "NFzA6jEH6jEHZiX9m9nBgwfh5GS9206dOqF79+4oLS2VPR0REZH8b2YNCxkA3L17F8XFxZg4caLs\n", "6YiIiFrnOrN3330XvXr1wp/+9KfWmI6ahXdmUY85UI85MCvdT83PzMzEO++8g+TkZDz77LN6T0fN\n", "lgmAncHVYg7U0zcHRrnmDQDu3LmDnj17qg7DwsXFpWU7sLtpjB2uXr0q+vTpIw4dOtTodu29n1n9\n", "8T/q2aV336nG+mfV96RiPzP2MzN7P7P6eBa3Uj4aO44RD2Pho7HHiBF175PyfmY/dvHiRUyfPh07\n", "d+7EL3/5y0a3ZT+z+n5mRugDZbSeVIzHHLEAjKcpsRihZyHwqG+hUeKpuw5v9+7diIyMVN/PrN75\n", "8+fx0ksvISEhAWPHjrWMDx8+HOnp6XpMSURkAkboWQg86ltolHhaTnoxO3HiBKZOnYr58+cjPz/f\n", "6s75mZmZsqcjIiKSX8yio6NRUVGBrVu32jynaZrs6UiaMPBWSqoxB+oxB2YlvZhlZGTI3iW1itdU\n", "B0DMgQEwB2bFfmb0UIjqAIg5MADmwKzaZQuYW7duIScnR3UYFjdu3FAdAhGRqbXLYjZ7diTS0o6q\n", "DoOIiCTRpZj98MMPiIuLw4EDB/DMM8+gY8eOWLVqFUJDQ/WYzm4VFZUA/gfAOtWhAPg/AGOfupX+\n", "DgCYpjqIdo45UI85MCtditncuXNx9epVnDlzBj169EBKSgqmT5+OAwcOYMqUKXpM2QzdADynOggA\n", "XVUH8NB6cBGrxhyoxxyYlfQTQI4fP479+/cjLi4OPXr0AABMnToVkyZNwh/+8AfZ05E0vVQHQMyB\n", "ATAHZiW9mP3zn/8EAJtbWE2cOBF5eXm8AwgREUknvZhdvHgRrq6ulm9l9fr37w8AyMrKkj0lERG1\n", "c9KLWVFREbp162YzXj9WVFQke0oiImrnDHVqfmv1+qmoKAeQA+D9Vpmvcfd+9O+H8egGoK3tNOru\n", "7H3aALH8WHuKpz4HRoilOdpCPPbmQM9Y9GS0eOru4fvje/naze6mMU8RGBgofvKTn9iM79+/X2ia\n", "Jnbt2mXz3HfffSe8vLyU99Lhgw8++OBD7cPLy0t89913dtce6d/MhgwZgnPnzqGkpATdu3e3jOfl\n", "5QEAnn/+eZvXeHp6Ij09HYWFhbLDISIiE/H09ISnp6fdr5PenPP48eMIDg5GUlISZs2aZRn/9a9/\n", "jW+++QbXrl2TOR0REZH8YgYAERERuHLlCk6cOIGePXvi0KFDmDZtmsEumiYiorZCl2J2//59xMXF\n", "ITk52XI7q9WrV2Pq1KmypyIiItKnmBEREbUmQ/Qzu3nzJkJCQuDgYIhw2h2+/0RkdsqvM0tISEBs\n", "bCw6deoETdOeuF1UVBROnz4NZ2dnq3E/Pz989NFHeofZZjX1/QeAM2fOYMWKFbh79y6qqqoQHByM\n", "9evXw9XVtZWibT/S0tIwY8YM9O3b1+a5Tz75BN7e3gqiapuM3uWjrbt+/Tr8/PwwYMAAm+e2bduG\n", "sWOb2FXE7pP5JSotLRXBwcGioKBAzJs3T2ia9sRto6KixPHjx1sxurbPnvc/PT1ddOrUSWzfvl0I\n", "IURlZaUICgoSgYGBoqamprVCbjfS0tLE/PnzVYfRLsycOVMMHjxY3LlzRwghxMGDB4WTk5NISUlR\n", "HFn7kJ+fLyZMmNDi/Sj9vZKrqyuOHTuG3r17N2l7wT/vSWXP+x8TE4N+/fph0aJFAIDOnTtj/fr1\n", "OHfuHBIS9LhjAvHzrj92+Wg7+EcSeqrbt2/jxIkTNp0QRowYARcXFyQlJSmKjKhl2OWj7TBVMUtI\n", "SMCECRPwi1/8AsOGDUNsbCzKyspUh9XmZWVlQQhh6XxQz8HBAX379mUnBB0IIXDt2jXMmjULI0eO\n", "xM9//nPMnj0bGRkZqkNrU9jlwxhu376NefPmYfTo0Rg4cCDCw8Nx9OhRu/ZhmmLm4uKCLl26ICUl\n", "BZcuXcIHH3yAffv2YcyYMSgvL1cdXptW3+ngSd0Q2AlBvo4dO6KqqgpxcXH4+uuvkZ6eDmdnZwQG\n", "BuLLL79UHV6bwS4f6jk6OqK2thavvPIKzp07h0uXLiEgIAAhISHYtWtXk/cjrZilpaXBwcGhSY/c\n", "3Fy7979lyxZs2rTJcjajv78/Nm7ciKtXr2L79u2yDsO09H7/qfmak5sxY8bg/Pnz8PX1BVD3P3M7\n", "duyAu7s7li5dqvJwiKTq3bs3cnJyLGctPvPMM1izZg2GDx+OmJgYPHjwoEn7kXZqvq+vLz7++OMm\n", "bevl5SVlztGjRwOoO2W8vdPz/XdzcwOAx/5Kt6ysDL16sdV8Y2TlpkOHDhgyZAhSUlJsbuRNzePm\n", "5vbY1lP1n3V+ttUZNWoULly4gCtXrmDIkCFP3V5aMevVqxciIiJk7c5KbW0t7ty5Y/PBcnR0tDzf\n", "3un5/j///PPQNM3S+aBebW0trl+/jqCgIF3mbSuak5uSkhI4OzujQ4cOVuP8zMvVnC4fJFdZWRk6\n", "duyITp06WY3b+1k31N/MnnTRbkFBAfr27WtzUPVnGo0YMUL32NqDJ73/7u7ueOGFF3DkyBGr8QsX\n", "LqC8vFy3ItqeTZ8+Hfv27bMaq6mpwcWLF/Gzn/0MPXv2VBRZ21L/2W342T569Cj69++PYcOGqQir\n", "XVmyZAk2btxoM56eno6uXbtaftX+VC2+Uk2Sxi7azc/PF5qmiTfeeMNyge63334rAgICRN++fS0X\n", "O1LzNeWi6c6dO4sdO3YIIYSoqKgQEyZMEGPGjBG1tbWtFWa7MWHCBBEQEGBpUlhTUyNWrFghNE0T\n", "SUlJiqNrW2bNmiUGDx4siouLhRBCpKSk8KLpVhQVFSV69+4tcnNzLWM7duwQmqaJ+Pj4Ju9H+Y2G\n", "IyMjcfr0aRQXF6OyshJ9+vQBAJw/fx7PPvssAKCqqgoffvgh9u7di5s3b0IIgcrKSkyePBlr166F\n", "h4eHykMwtaa8//XOnj2L5cuXW93OKj4+/rFng1HLnD17Fh988AHOnj0LBwcHlJSUYODAgVi2bBlC\n", "QkJUh9emsMuHWpcvX8auXbtw7NgxaJqG0tJSeHl5YfHixZg9e3aT96O8mBEREbWUof5mRkRE1Bws\n", "ZkREZHosZkREZHosZkREZHosZkREZHosZkREZHosZkREZHosZkREZHosZkREZHosZkREZHosZkRE\n", "ZHosZkREZHosZkREZHr/D6TDcttCT2vJAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAGs5JREFUeJzt3XtQVOf5B/DvAhpFkagYgY5SvFC5lKB4w0sAI7YFXdDx\n", "EqKO2jix9VadErEhkdV0EsXYqKhjosY20Wyo94gmJV7Q4B0ZCyZQ8Se6NaIDChqgUYTz+wNZWRaU\n", "hfdwzoHvZ2ZHfffseZ+zZ18fznLe99FJkiSBiIhIw+yUDoCIiKipmMyIiEjzmMyIiEjzmMyIiEjz\n", "mMyIiEjzmMyIiEjzmMyIiEjzmMyIiEjzmMyIiEjzbEpmxcXFmDp1Kuzs7GAymeSKiYiIyCYNTmYp\n", "KSkYOHAgLl++DJ1OV+c233zzDSZOnIh+/frB398fvr6+WLx4MQoKCoQFTEREVFuDk9kHH3yAAwcO\n", "YPz48ahrOcfbt28jPDwcPj4+yM7ORmZmJg4fPozk5GQMGTIEP/30k9DAiYiIqjU4mR07dgy+vr7P\n", "3KZLly5YsWKF+crNw8MDsbGxuH79Onbv3t20SImIiOrR4GRW31eL1VxdXXH79m2r9l/84hcAqn7f\n", "RkREJAehdzM6ODhYtf3nP/8BAISGhorsioiIyEzWW/PLy8uxZcsWTJ8+HQEBAXJ2RURErZj1pZRA\n", "cXFxcHR0xKZNm567bX5+PvLz8+UMh4iIVM7NzQ1ubm42v062ZPbhhx/iyJEjOHr0KDp06PDMbfPz\n", "8+Hl5YWSkhK5wiEiIg1wd3dHenq6zQlNlmT2/vvv4+DBgzh+/DicnZ2fu31+fj5KSkqwY8cOeHt7\n", "yxESPUdYWBi+/fZbpcNQvezsbEybNg0IBdBZ8M4PAYiwYfsiAMfBcSMQx4GyqsdXfn6+8sksLi4O\n", "p06dwpEjR8xXZMnJycjIyMCyZcue+Vpvb28MGDBAdEjUAEOHDuV7b4u+ANwF7zMLgL8N298CcJzj\n", "RiSOA+1qdDKra+L0okWL8Pnnn2PlypXYt2+fuf27777Do0ePGtsVNQN7e3ulQ6Bnz36hZsBxoF0N\n", "TmZLly5FUlISiouLodPpMGLECDg4OGDPnj0YMGAAMjMzsX79euh0OsyZM8fitTqdDjNmzBAePBER\n", "EWBDMlu5ciVWrlxZ7/P+/v6orKwUEhQREZEtWAKGAIA/iKiB9Tf31Mw4DrRL1nlmpB2/+c1vlA6B\n", "+jTuZdnZ2WLjaAInJyf07dtX6TAajeNAu2xKZsXFxZg3bx6MRiOuX7+Onj17yhUXNbMFCxYoHQIN\n", "sXH7+1V/TJs2TXgoTXHlyhXNJjSOA+1qcDJLSUnB3Llz0aFDh2cuOpydnY0///nPyMvLQ2VlJQYM\n", "GIA1a9bA3V30fcxErVz5kz8nAHBRMpAnCgHsBcs9kSIanMyq65nt2rULWVlZdW5jMpkwcuRIzJ49\n", "G4cPH0ZFRQWmT5+O4OBgZGRkwMnJSVjgRPSEC8TPeSPSGKH1zOLj4yFJElasWAGgas7GmjVrkJeX\n", "h7Vr1zYtUpJVTk6O0iEQC7IrjuNAu4TVM6uoqMCePXswfPhwtG3b1tzu5uaGfv36ISkpqfFRkuyW\n", "LFmidAjEVZQUx3GgXcJuzb927RpKSkrQu3dvq+d69eqFnJwclJeX1/FKUoMNGzYoHQKFKx0AcRxo\n", "l7BkVlBQ9R1Jp06drJ7r1KkTKisrce/ePVHdkWC8M1UFXlQ6AOI40C5OmiYiIs0TlsxcXKruDX7w\n", "4IHVcw8ePIC9vT26dOnyzH2Eh4dDr9dbPIKCgrB//36L7VJSUqDX661eP2/ePGzbts2iLSMjA3q9\n", "HoWFhRbt8fHxWLVqlUWbyWSCXq+3+iVwYmIi3nrrLYu2srIy6PV6pKWlWbQbjUbMmjXLKrYpU6bw\n", "OFrQcaAQwBcASmttfBxAWq224ifb1r7B4xyAlFptj55se6NWexaA/ajb9Vr/vvpkH7UdApBRq+0W\n", "ZDkOfq54HM87DqPRCL1ej7CwMLi6umLUqFFYtGiR1f4bSifVtfz9MxgMBqxYscJq0nRFRQW6dOmC\n", "kJAQHDhwwOI1fn5+0Ol09d7Sn5GRgcDAQFy8eJHlFxSyatUqxMbGKh2G6lV/VvEmxN8OnwZghA3b\n", "ZwLYC3liaYxbAD6Bpscxx4GympILhF2Z2dvbY8KECUhLS7Mo95Kfn4+cnBxMnjxZVFckg7KyMqVD\n", "IN4fpTiOA+1qdDKr64Ju+fLlsLOzMxfhfPz4MWJiYtCrVy8sXry48VGS7JYvX650CBSqdADEcaBd\n", "DU5mS5cuhaenJ9atW2euZ+bp6YmMjKdfwvfs2RMnT55EZmYmvL294evri8rKSqSmpqJjx46yHAAR\n", "EZGwembVvL29cfjw4SYFRUREZAvemk8AYHXXESmg9h2F1Ow4DrSLyYwAAL///e+VDoEOPH8TkhfH\n", "gXYxmRGAqikXpLAQpQMgjgPtkiWZXbp0CZGRkfDx8YG/vz/8/f2RkJCAiooKObojAbQ6L6hFUcNc\n", "sVaO40C7bKo03RAmkwmhoaGIiIhAZmYmHBwccOHCBQQHB+POnTtYs2aN6C6JiKiVE35ldujQIdy/\n", "fx8xMTFwcKjKlYMGDUJYWBh27twpujsiIiLxycze3h4ArMq9PHr0CG3atBHdHQlitfYgNb/a6yZS\n", "s+M40C7hyez111+Hr68vDAYD7t+/D6Dqai01NRXvvfee6O5IkJqT30kh+UoHQBwH2iU8mXXs2BHH\n", "jh2Dvb09XFxc4ObmhhkzZmDz5s2YOXOm6O5IkI0bNyodAkUoHQBxHGiX8BtAcnNzMXr0aAwePBiF\n", "hYVwdnbG+fPnERUVhdOnT+Pjjz8W3SW1cLm5ufjpp5+UDgMAkJ2drXQIRFQH4Vdm77zzDn788Uds\n", "2bIFzs7OAIDBgwcjNjYWW7Zswbffflvva1nPjMdR+zheffVVeHl5ITAwUBWPadOmVQXHemZPsZ4Z\n", "j0OL9cyex9vbG8XFxcjPt/wFwNdff42IiAgkJCQgJibG4jnWM6P6mOuHTQDgonQ0AHJR9R+9GmqI\n", "sZ4ZtTBNyQXCv2Z0dXXF1atXUVpaig4dOpjbr1+/bn6e1Eev1+Orr75SOoz6uUAd/2HLuXTfFwBe\n", "l3H/9FyqHwdUL+FfMy5atAiVlZVYvHgxHj9+DAC4du0aVq9eDU9PT0yYMEF0lyTA/PnzlQ6BBisd\n", "AHEcaJfwZBYZGYljx47hv//9L/z8/ODv749x48YhMjISZ8+ehaOjo+guSYAxY8YoHQL1UToA4jjQ\n", "LuFfMwJAcHAwgoOD5dg1ERGRFa6aT0REmsdkRgBgdRsuKYBT2BTHcaBdTGYEoGrOBynsstIBEMeB\n", "dsmWzL755huMHj0aAwcOhJeXF3x9fREXFydXd9RESUlJSodAk5QOgDgOtEuWZLZ161bMmTMH69ev\n", "R3p6Oq5cuYKpU6di165dcnRHREStnPC7GW/evImFCxfiH//4B3x8fMztixcvxsCBA0V3R0REJP7K\n", "7LPPPsPDhw8REWG5BHj79u05h4OIiGQhPJmlpaWhW7duuHjxIsaMGQNfX18EBATAYDDg4cOHorsj\n", "QepabJSaGW+kUxzHgXYJ/5rRZDLh/v37+MMf/oADBw6gT58+OHPmDMaNG4dz587h66+/Ft0lCcCr\n", "ZhXorXQAxHGgXcKT2c8//4yHDx8iLi4OffpUrc8TFBSE+fPnY8WKFfjuu+8wcuRI0d1SE0VHR5v/\n", "zvphCvm10gGIoaZz5uTkhL59+zZ4+5rjgLRFeDJzcnICAAQEBFi0V//7woUL9Saz8PBwDB5sudpq\n", "QUEBYmNjERUVZW5LSUnBhg0brFa3njdvHgYMGIA33njD3JaRkQGDwYBPP/0ULi5Pa4jEx8fD0dER\n", "sbGx5jaTyYT58+cjISEB/fr1M7cnJibCZDJh9erV5raysjK89tprWLJkCUaMGGFuNxqNSElJwfbt\n", "2y1imzJlCqKjo1V/HLm5ufDy8oKqnQNwH0DNH6IfAdgNYDgAjxrtWQD+D0AULO0C4AfAu0bbVQDn\n", "Yb1y/SEAbgBqVqQoBJAKIBJAhxrtxwG0ATCiRlsxgMMAwgB0E3wcQFU9s5oVBWw5jlsCj6NH1T/N\n", "Nd9UIiYmxuIzz3GujuMwGo0wGo343//+h6ysLPj4+JgXp28M4fXMpk6dCqPRiMzMTPj5+ZnbDx48\n", "iMjISNYzUznWD3sONdUQU1MswNN41PLZKQSwl/XVtERV9cyioqJgNBrx73//2yKZXb5ctbxB7Ssv\n", "Uoe0tDSLn9haRf0wtbkBy6sxrVLLZ6cRrMYBaYbwuxknTpyIESNG4P3338edO3cAVP0OJjExERER\n", "EXjllVdEd0kCJCQkKB0CnVI6AOI40C7hV2Y6nQ6HDh3CO++8gyFDhsDR0REVFRV48803uZyVin35\n", "5ZdKh0ATlQ6AOA60S5Z6Zk5OTli3bh3WrVsnx+5JBiyaqgJtlQ6AOA60i6vmExGR5jGZERGR5sme\n", "zD7++GPY2dlh+fLlcndFTfDWW28pHQKlKB0AcRxol6zJrKioyHzTh06nk7MraqKePXsqHQI5Kx0A\n", "cRxol6zJ7N133+XSVRqxYMECpUOgIUoHQBwH2iVbMsvMzMTevXthMBjk6oKIiAiAjMls4cKFeO+9\n", "9+DszO9OiIhIXrIks6SkJJSUlFgsPEnqlpOTo3QIVKB0AMRxoF3Ck1lZWRliY2ORmJgoetckoyVL\n", "ligdAn2rdADEcaBdwlcA+eCDDzBy5EgEBQWJ3nWLpnQNsTlz5iAjI0NVtahanXClA6ANGzYoHQI1\n", "ktArs7y8PGzevBmrVq2yeq4hlWbCw8Oh1+stHkFBQdi/37KefEpKCvR6vdXr582bh23btlm0ZWRk\n", "QK/Xo7DQcvn1+Ph4qzhNJhP0er3VVw2JiYlW80/Kysqg1+uRlpZm0W40GussvT5lypR6j6O6hlhg\n", "YKBij7FjxyIwMPBpLaqrAPZbHUZVHbDa+e4qgC/q2PYQgIxabbeebFtaq/04gLRabcUATtex33Ow\n", "npP16Ml+b9Rqz4I8x1EI247jC1h/jVj7OF6E7ccBVNUzq0nO89GQ4wCa/3zUdxwA/v73v1v8+1nj\n", "vPY3SiLHeW1a/f9K1HEYjUbo9XqEhYXB1dUVo0aNwqJFi6z231BC65lt3boVf/3rX9G5c2dz26NH\n", "j5CdnY3u3bvD1dUV/fr1g9FotHhda69npqoaYqwf9mxqikdNsQDqi+cWgE9Yz0xLVFPPbPbs2Zg9\n", "e7ZF240bN+Dp6Yk//vGPWLZsmcjuWh411IFqTfXDiKjFkH05q+oLP8EFrUm02l8pUfPjOVBcXb8i\n", "IW2QLZkVFRXB09MTI0eOhE6nw9q1a+Hp6Wn13SqpRLnSARDPgfLKysqUDoEaSZZ6ZgDQuXNn5OXl\n", "ybV7Ei1U6QCI50B5XBBdu1gChoiINE+2KzMiIjVQy9xJJycn9O3bV+kwWiwmM6pSCqCD0kG0cjwH\n", "Yt2v+sM8d1IFrly5woQmE+HJ7Nq1a/jkk09w+PBhSJKEx48fw9PTE2+//TZGjBghujsS5QCA15UO\n", "opXjORCr+oYaW+ZvfgPgtzLEUghgLxRd5aelE57M5s6di8LCQqSkpMDV1RWPHz/GwoULERwcjH37\n", "9tU5g5xUIETpAIjnQCa2zN/8rQ3bkqoIvwFEp9Ph3XffhaurKwDAwcEBf/vb32Bvb481a9aI7o5E\n", "4QBWHs+B8ngONEv4ldnBgwfh4GC523bt2qFz584oLi4W3R0REZH4K7PaiQwA7t27h8LCQowaNUp0\n", "d0RERM0zz2zz5s3o1q0b/vKXvzRHd9QYtVchp+bHc6A8ngPNkv3W/IyMDHz44YfYt28fXnrpJbm7\n", "o8bKVzoA4jlQAZnPgVrmvAHA3bt30bVrV6XDMHNycmrS62VNZtnZ2Rg/fjx27NiB4ODg524fHh6O\n", "wYMHW7QVFBQgNjYWUVFR5raUlBRs2LABX331lcW28+bNw4ABA/DGG2+Y2zIyMmAwGPDpp5/CxeXp\n", "/bnx8fFwdHREbGysuc1kMmH+/PlISEhAv379zO2JiYkwmUxYvXq1ua2srAyvvfYalixZYjHlwGg0\n", "IiUlBdu3b7eIbcqUKYiOjq7zOAwGg+UbcQiAG4CaFRBuAUgFEAnLuUjHAbQBUHPWQzGAwwDCAHSr\n", "0X4OVXNvxtRoewRgN4DhliHgKoDzAKJqte8C4AfAu45ta99WLuI46qtn9qzj8KjRngXg/2Q4jkIb\n", "j6Mh5yOiEccBVNUzq3njgpzn41nH4VqjrbnPR33HAQCXYPn+POs42tR6rajjOFb1VzXNeVOjQYMG\n", "Nfq1QuuZ1XTp0iWMHz8eW7duxauvvvrMbVnP7Ek9MzXUgVJbTSrGo41YAMbTkFjUULMQeFq3UC3x\n", "PJmHt2PHDkybNk35embVzp07hylTpmDnzp0YPvzpj/wDBw5Eenq6HF0SEamfGmoWAk/rFqolHgGE\n", "J7OTJ09i7NixmDVrFvLy8ixWzs/I4G9XiYhIPOHJbPHixSgtLUViYqLVczqdTnR3JMoX4FJKSuM5\n", "UB7PgWYJT2YXL14UvUtqDoOfvwnJjOdAeTwHmsV6ZlSlj9IBEM+BCvAcaFarLAFz+/Zt5OTkKB2G\n", "2Y0bN5QOgYhI01plMot+PRqpx1OVDoOIiASRJZn9/PPPMBgM2L9/P1544QW0bdsWy5Ytw7hx4+To\n", "zmalZaVVkxpHKx0Jqgoyfqp0EACyYTnRk5ofz4HyeA40S5ZkNn36dPzwww84ffo0unTpguTkZIwf\n", "Px779+9HRESEHF3a7gUAaljJpa3SATxxChzESuM5UB7PgWYJvwHkxIkT2LNnDwwGA7p06QIAGDt2\n", "LEaPHo0//elPorsjURyVDoB4DlSA50CzhCezf/7znwBgtYTVqFGjcO3aNa4AQkREwglPZpcuXYKz\n", "s7P5qqxa7969AQCZmZmiuyQiolZOeDIrKChAp06drNqr2woKCkR3SURErZyqbs1vrlo/paWlVWUg\n", "1PCN58Maf8/F0wVAm5sJVSt7m1QQS02tKZ7qc6CGWBqjJcRj6zmQMxY5qS2eoqo/aq7lazNJsKCg\n", "IOnFF1+0at+zZ4+k0+mkbdu2WT1369Ytyd3dXQLABx988MFHK364u7tLt27dsjn3CL8y69+/P86e\n", "PYuioiJ07tzZ3H7t2jUAwMsvv2z1Gjc3N6SnpyM/n6V2iYhaMzc3N7i5udn8OuHFOU+cOIHQ0FAk\n", "JSVh0qRJ5vbf/e53uHr1KnJzc0V2R0REJE+l6cmTJ+P777/HyZMn0bVrVxw6dAhRUVHqmjRNREQt\n", "hizJ7OHDhzAYDNi3b595Oav4+HiMHTtWdFdERETyJDMiIqLmpIp6Zjdv3sSYMWNgZ6eKcFodvv9E\n", "pHWKzzPbuXMn4uLi0K5dO+h0unq3mzlzJk6dOoWOHTtatPv5+eHzzz+XO8wWq6HvPwCcPn0aS5cu\n", "xb1791BeXo7Q0FCsWrUKzs7OzRRt65GamooJEybAw8PD6rm9e/fC09NTgahaJrVX+Wjprl+/Dj8/\n", "P/Tt29fquQ0bNmD48OEN25HNN/MLVFxcLIWGhkomk0maMWOGpNPp6t125syZ0okTJ5oxupbPlvc/\n", "PT1dateunbRx40ZJkiSprKxMCg4OloKCgqSKiormCrnVSE1NlWbNmqV0GK3CxIkTJR8fH+nu3buS\n", "JEnSwYMHJQcHByk5OVnhyFqHvLw8KSQkpMn7UfR7JWdnZxw7dgw9evRo0PYSf70nlC3vf0xMDHr1\n", "6oW5c+cCANq3b49Vq1bh7Nmz2Llzp9yhtkr8vMuPVT5aDv6ShJ7rzp07OHnypFUlhEGDBsHJyQlJ\n", "SUkKRUbUNKzy0XJoKpnt3LkTISEh+PWvf43AwEDExcXhwYMHSofV4mVmZkKSJHPlg2p2dnbw8PBg\n", "JQQZSJKE3NxcTJo0CYMHD8avfvUrREdH4+LFi0qH1qKwyoc63LlzBzNmzMDQoUPh5eWFyMhIHD16\n", "1KZ9aCaZOTk5wdHREcnJycjKysL27duxe/duDBs2DCUlJUqH16JVVzqorxoCKyGI17ZtW5SXl8Ng\n", "MOD8+fNIT09Hx44dERQUhH/9619Kh9disMqH8uzt7VFZWYk333wTZ8+eRVZWFgICAjBmzBhs27at\n", "wfsRlsxSU1NhZ2fXoMeVK1ds3v/69euxdu1a892M/v7++Oijj/DDDz9g48aNog5Ds+R+/6nxGnNu\n", "hg0bhnPnzsHX1xdA1Q9zmzZtQvfu3bFo0SIlD4dIqB49eiAnJ8d81+ILL7yA5cuXY+DAgYiJicGj\n", "R48atB9ht+b7+vriyy+/bNC27u7uQvocOnQogKpbxls7Od9/FxcXAKjzK90HDx6gW7duNu2vtRF1\n", "btq0aYP+/fsjOTnZaiFvahwXF5c6S09Vf9b52VbOkCFDcOHCBXz//ffo37//c7cXlsy6deuGyZMn\n", "i9qdhcrKSty9e9fqg2Vvb29+vrWT8/1/+eWXodPpzJUPqlVWVuL69esIDg6Wpd+WojHnpqioCB07\n", "dkSbNm0s2vmZF6sxVT5IrAcPHqBt27Zo166dRbutn3VV/c6svkm7JpMJHh4eVgdVfafRoEGDZI+t\n", "Najv/e/evTteeeUVHDlyxKL9woULKCkpkS2Jtmbjx4/H7t27LdoqKipw6dIl/PKXv0TXrl0Viqxl\n", "qf7s1v5sHz16FL1790ZgYKASYbUqCxcuxEcffWTVnp6ejg4dOpi/an+uJs9UE+RZk3bz8vIknU4n\n", "vf322+YJuj/++KMUEBAgeXh4mCc7UuM1ZNJ0+/btpU2bNkmSJEmlpaVSSEiINGzYMKmysrK5wmw1\n", "QkJCpICAAHORwoqKCmnp0qWSTqeTkpKSFI6uZZk0aZLk4+MjFRYWSpIkScnJyZw03Yxmzpwp9ejR\n", "Q7py5Yq5bdOmTZJOp5MSEhIavB/FFxqeNm0aTp06hcLCQpSVlaFnz54AgHPnzuGll14CAJSXl+Oz\n", "zz7Drl27cPPmTUiShLKyMoSFhWHFihVwdXVV8hA0rSHvf7UzZ84gNjbWYjmrhISEOu8Go6Y5c+YM\n", "tm/fjjNnzsDOzg5FRUXw8vLCkiVLMGbMGKXDa1FY5UNZly9fxrZt23Ds2DHodDoUFxfD3d0dCxYs\n", "QHR0dIP3o3gyIyIiaipV/c6MiIioMZjMiIhI85jMiIhI85jMiIhI85jMiIhI85jMiIhI85jMiIhI\n", "85jMiIhI85jMiIhI85jMiIhI85jMiIhI85jMiIhI85jMiIhI8/4f39SZ14EbQAgAAAAASUVORK5C\n", "YII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "020\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X1cVFX+B/DPHVDJQAtxBfNhEHk2xMCSFEFTW1FQ29BK\n", "S9zNbNNc3DQtfgrqK9PKLR9fltqjSrQZGJiC5pKiaQIaqKC48lA5uZIBIj4gnN8fOBPD8DAw53Lv\n", "Gb/v12te1ZnLPZ8vZy6nmbn3XIkxxkAIIYRYGY3SAQghhBA50ARHCCHEKtEERwghxCrRBEcIIcQq\n", "0QRHCCHEKtEERwghxCrRBEcIIcQq0QRHCCHEKtEERwghxCq1aoIrKyvD1KlTodFoUFJSIlcmQggh\n", "xGJmT3BpaWkIDAzEqVOnIElSk9vduHEDy5cvR2BgIB566CFotVqEhoZi//79XAITQggh5jB7gnvz\n", "zTexa9cuTJo0CU0tX1ldXY2xY8eioKAAhw4dQnZ2NnJzc1FZWYkffviBW2hCCCGkJbbmbnjgwAFI\n", "koR///vfTW6zbt065ObmYs+ePbCzswMAODg44LPPPoNGQ1/3EUIIaT9mT3DNfSypt2nTJowaNcow\n", "uel5e3u3PhkhhBBiAW5vq/73v//h/Pnz6NWrF1atWoWHH34Ynp6eGD16NPbs2cOrG0IIIcQs3CY4\n", "/VmV77//PoqKinDo0CGcOnUKQ4cOxfjx4/H555/z6ooQQghpkdTaG57GxcVh2bJlKCoqQp8+fQzt\n", "GRkZGD58OLp27QqdTmf4mJIxBjc3N0iShP/+979N7len00Gn07WxDEIIIdbAxcUFLi4uXPZl9ndw\n", "LXFwcAAAuLu7G30HJ0kS/Pz88PXXX+PKlStwdHQ0+VmdTgcPDw9UVlbyikMIIURAPXv2RGZmJpdJ\n", "jtsE5+7uDltbW9TW1po8Z2NjAwCNPgfUTXCVlZXYtm2bsCekjB49Gvv27VM6hkVEr0H0/IBlNeTl\n", "5WHatGkAlgNw5ZrLfC8B2AigEMBiIY9p0V9HIufXv4Z1Op26JrjOnTtj9OjRyMjIwPXr13HPPfcY\n", "njt16hRcXV3h5OTU7D68vb3x0EMP8YrUroYMGSJsdj3RaxA9P8CrhjAASv0edgCYCiAbwGIhj2nR\n", "X0ei5+epzSeZNPbV3YoVK1BTU4PFixcb2jZs2IDz589j5cqVbe1KCPp3qSITvQbR8wPWUIPo+cUf\n", "A9Hz82T2BLdo0SL07dsXK1asAGMMQUFBcHV1RXZ2tmGbgQMHIj09HT/++CO0Wi3s7OwwZ84cfPTR\n", "R4iMjJSlAEIIIaQxZk9wI0eORIcOHeDt7Q2NRoOjR4+isLDQ5K1wYGAg9u3bh2XLluHWrVvQaDQI\n", "DQ3lnZsQQghpFte1KPWuXr2KmJgYhIeHt7ittWjqBBqRiF6D6PkBa6hB9Pzij4Ho+Xkye4I7cOAA\n", "fH19zdp2+fLlCAsLu6u+6Hz88ceVjmAx0WsQPT9gDTWInl/8MRA9P09mT3DmrEUJAOfOncMnn3xi\n", "+K7ubvHyyy8rHcFiotcgen7AGmoQPb/4YyB6fp64L/EfHR2NmJgYdOvWjfeuCSGEELNxneCSk5NR\n", "UlKCOXPm8NwtIYQQ0mrcJribN2/ilVdewZo1a+7Ke7/l5+crHcFiotcgen7AGmoQPb/4YyB6fp64\n", "zUSrV6+Gr68vHnvsMZPnzP0uLiwsDBEREUaPoKAgJCUlGW2XlpaGiIgIk5+fPXs2tm7datSWnZ2N\n", "iIgIlJaWGrXHxsZi1apVRm0lJSWIiIgweYGsW7cOCxYsMGqrqqpCREQEMjIyAACvvvoqACA+Ph4z\n", "ZswwyTZlyhTV16GvQdQ6QkNDDeMhah3//Oc/jV5XbakD+B6AaR3AbABbG7Rl39m2tEF7LIBVDdpK\n", "7mzb8A/oOgD6OvSvoesAgBMnThhtKcJ41D8OGh7nItQRGRnZ4t8rNdQRHx+PiIgIjB49Gs7Ozhg5\n", "ciSio6NN9m8R1kqxsbFMkiRWXFxs1D5q1Cjm5eXF/P39DQ9nZ2cmSRLz8fFh/v7+bMeOHY3uMysr\n", "iwFgWVlZrY2jGg1/HyISvQbR8zNmWQ364wjIYgBT6FF855/iHtOiv45Ezs97LuC2FmVji3suXboU\n", "S5cuxZ49e4xurWONrKE+0WsQPT9gDTWInl/8MRA9P09c16JsahtztiWEEEJ4atValK6urnjvvfcA\n", "AFqtFr179zZai1Jv8+bNcHV1xZo1ayBJEoYNG4Z+/fqhvLycX3JCCCGkGWZPcCtXrsT7778PJycn\n", "PPjgg9BoNDh8+LDJaiV79+5FamoqOnXqhN69e8PLywtPPvkkjh07hq5du3IvQC0afgEsItFrED0/\n", "YA01iJ5f/DEQPT9PrfqIsqX1KH/99VeEhYXBx8cHeXl5yMnJwTfffIOUlBQ88sgjuHr1KrfgalNV\n", "VaV0BIuJXoPo+QFrqEH0/OKPgej5uWrNGSm1tbWMsabPpNTpdKxbt24mP7d582YmSRL78MMPG92v\n", "NZxFSYjS1HEWpf5BxzRpPd5zQavewbW0HqWzszN+/fVXk/YHHngAAFBWVtaa7gghhJA2477kiK2t\n", "6ZUHZ8+eBQCMGDGCd3eEEEJIo2RfU6u6uhqbN2/Gs88+C39/f7m7U0zDK/ZFJHoNoucHrKEG0fOL\n", "Pwai5+dJ9gkuJiYGnTt3xsaNG+XuSlF//etflY5gMdFrED0/YA01iJ5f/DEQPT9Psk5w77zzDvbv\n", "34+0tDTce++9LW4v8lqUcXFxANS9Rl1LdehrELWO8vJyVa2115Y6Fi5cKPhalHF3/inuWpT1jwM1\n", "ruHYUh1eXl60FqVeW85MaeosyvreeOMNNmTIEFZWVtbi/ugsSkIsR2dREtEpehaluWJiYpCWlob9\n", "+/cbLu5OSUnBsmXL5OiOEEIIMWHRYsuskYu9o6Oj8dlnn2HlypVITEw0tB86dAi3bt2ypDtCCCHE\n", "bK16BxcdHQ17e3ssXbrUsMakq6urYT3KnJwcrF27FmVlZZg1axaee+45w2PLli0tXkcnsoafQYtI\n", "9BpEzw9YQw2i5xd/DETPz5PZE1xaWhpSUlLg5uYGjUaDwsJC/PTTTygsLDSsR+nn54fTp0/j8ccf\n", "h6enJ9zd3TFlyhT8/PPPqKmpwYcffihbIUprbNFp0Yheg+j5AWuoQfT84o+B6Pl5MnuCa2kdSqDu\n", "rJ7g4GD4+fkhLy8PZ86cgSRJCAkJsep1KAFgw4YNSkewmOg1iJ4fsIYaRM8v/hiInp8nsye4AwcO\n", "wNfXt9ltYmNjwRgznExiY2OD1atXo7Cw0HCbHUIIIaQ9mD3BtfT9WU1NDXbu3ImhQ4eiY8eOhnYX\n", "Fxd4eXkhISGh7SkJIYSQVuJ2mcCFCxdQWVkJNzc3k+f69euH/Px8VFdX8+qOEEIIaRa3Ce7y5csA\n", "gC5dupg816VLF9TW1uLKlSu8ulOdxq7wF43oNYieH7CGGkTPL/4YiJ6fJ9nXorxbzJkzR+kIFhO9\n", "BtHzA9ZQg+j5xR8D0fPzxG2Cc3JyAgBUVFSYPFdRUQEbGxs4Ojo2uw+R16IcM2YMAHWvUddSHfoa\n", "RK1j/fr1qlprry11DBs2TPC1KPWvIXHXoqx/HKhxDceW6jh79iytRanX2rW9mlqH8vbt26xLly4s\n", "IiLC5Gd8fX3ZgAEDmtwnrUVJiOVoLUoiOtWuRWljY4MnnngCGRkZRkty6XQ65OfnY/Lkyby6IoQQ\n", "QlrU5gmONXKx99KlS6HRaLBkyRIAwO3btzF//nz069cP8+bNa3tKAZh+TCQe0WsQPT9gDTWInl/8\n", "MRA9P09mT3CLFi2Cq6sr1qxZ0+g6lADQp08fHDx4EDk5OfD29oavry9qa2uRnp4Oe3t7WQpQi/j4\n", "eKUjWEz0GkTPD1hDDaLnF38MRM/Pk8QaeytmoZMnTyI2NhYFBQWwta27YcG0adPwyiuvwMbGxmT7\n", "7OxsBAQEICsry7CuJSGkdfTHEZAFQOnjKBsAHdOkdXjPBRbdLqcxJSUlGDFiBMaNG4ecnBzY2tri\n", "+PHjCAkJwaVLl7B69WreXRJCCCEmuF8Ht3v3bpSXl2P+/PmGd2+DBw/G6NGjsX37dt7dEUIIIY3i\n", "PsHpP4JsuCzXrVu30KFDB97dEUIIIY3iPsE988wz8PX1RVxcHMrLywHUvatLT0/H8uXLeXenGo1d\n", "LCka0WsQPT9gDTWInl/8MRA9P0/cJzh7e3scOHAANjY2cHJygouLC6ZPn45NmzYhKiqKd3eqUX/1\n", "A1GJXoPo+QFrqEH0/OKPgej5eeI+wRUUFCAwMBCdOnVCaWkpdDodvvnmG7z22muYNWsW7+5U4+mn\n", "n1Y6gsVEr0H0/IA11CB6fvHHQPT8PHGf4P7v//4Pv/zyCzZv3oyuXbsCAB5++GEsXLgQmzdvxr59\n", "+5r8WZHXotRT8xp1VMfdUYeya1HqibsWZX30upKvjvZYi5L7dXDe3t4oKyuDTqczat+zZw/GjRuH\n", "t956C/Pnzzd6jq6DI8RydB0cER3vuYD7OzhnZ2eUlpbi2rVrRu1FRUWG561Rw/8zEpHoNYieH7CG\n", "GkTPL/4YiJ6fJ+4TXHR0NGprazFv3jzcvn0bQN3dvt9++224urriiSee4N2lKrz11ltKR7CY6DWI\n", "nh+whhpEzy/+GIienyfuE9yECRNw4MAB/PTTTxgwYAD8/PwQHh6OCRMm4OjRo+jcuTPvLlXh888/\n", "VzqCxUSvQfT8gDXUIHp+8cdA9Pw8cV+qCwBCQkJw/fp1vPPOOygrK0NFRQXS0tLQuXNnvPHGG3J0\n", "qThrmLhFr0HJ/AUFBbh69api/QNAXl6eov3XUd9rSA1jo+fg4AB3d3dZ+xD9OOZJlgluy5YtWL58\n", "Ofbs2QMfHx8AwIoVK/Dxxx9b7QRH7l4FBQXw8PBQOgZphBrH5ty5c7JPcqQO9wnu559/xty5c/HJ\n", "J58YJjcAmDdvHgIDA3l3R4ji/nh3sA2At4JJvgGwWMH+1Uc9YwMAeQCmqebd5N2A+wT36aef4ubN\n", "mxg3bpxR+z333GPVV9gvWLAAb7/9ttIxLCJ6Dcrn94blp+cvANDWGtTwEaUl+eXUmrFRaw3mUf44\n", "UA/uJ5lkZGSge/fuyMrKwpgxY+Dr6wt/f3/ExcXh5s2bvLtTjT59+igdwWKi1yB6/jqi1yB6fkD0\n", "GqzjOOBDlvvBlZeX48UXX8SuXbvQv39/fP/99wgPD8exY8ewZ88e3l2qwssvv6x0BIuJXoPo+euI\n", "XoPo+QHRa7CO44AP7hPcjRs3cPPmTcTExKB///4AgKCgIMyZMwfLli3DoUOHEBwczLtb0k7UdEba\n", "b7/9hm7duikdQyVnLxJCTDDO/P39mSRJ7PTp00btiYmJTJIktnr1apOfycrKYgBYjx49WHh4uNFj\n", "yJAhLDEx0Wj71NRUFh4ebrKfl156iW3ZssVk3+Hh4ezy5ctG7UuWLGErV640aisuLmbh4eEsLy/P\n", "qH3t2rVs/vz5Rm3Xrl1j4eHh7NChQ0btO3bsYFFRUSbZJk+eLHwd586dYwDo0eQjiwFLGLCSAaze\n", "o5gB4QzIa9C+lgHzG7Rdu7PtoQbtOxgQ1aCNMWAyAxLv/Pu2OznW39lHw21fYsCWBm1Zd7a93KDd\n", "0joyGACT13F7Hx8zZ86sNzbtPR76R+qdfdT9ncvKymp1Hdb492rHjh0sPDycjRo1ivXo0YONGDGC\n", "BQcHG/2OLMV9LcqpU6ciPj4eOTk5GDBggKE9OTkZEyZMsNq1KPPz8+Hl5aV0DIu0VMMfax2q4Yw0\n", "/RmD9bMUAnBVMAuPNSDzAbT1dbQdwDROOdpKn18da1G2bX1OS8ag2TRoj9+JyH+LeM8F3D+inDhx\n", "IuLj4/Hjjz8aTXCnTp0CUHdnAWv06quv4uuvv1Y6hkXMr4HH2YKW0n8sWD9LHAAlxoDnR5SvQpka\n", "eBE9PyB6Ddbwt4gX7mdRPvnkkxg2bBhWrFiBS5cuAaj73mbdunUYN24chg8fzrtLVVi/fr3SESwm\n", "fg2i5wfEr0H0/IDoNYh/HPPDfYKTJAm7d+/GqFGj8Mgjj8DFxQUeHh7w8PDAV199xbs71bCGU3PF\n", "r0H0/ID4NYieHxC9BvGPY35kWarLwcEBa9asQVxcHNzd3SFJEkaOHIkOHTrI0R0hRKWUPsNU6f6J\n", "smSZ4PQWL16M4OBg7Nq1S85uCCGqUwIAmDZtmsI5yN2M+0eUejk5Ofjqq68QFxcnVxeq0vB28iIS\n", "vwbR8wPi16DPr7/h8TbUncGo1GO5BTWISfzjmB/Z3sHNnTsXy5cvR9euXeXqQlWqqqqUjmAx8WsQ\n", "PT8gfg0N8yt9xm1bPqIUewzEP475keUdXEJCAiorK/G3v/1Njt2r0tKlS5WOYDHxaxA9PyB+DaLn\n", "B0SvQfzjmB/u7+CqqqqwcOFCxMfH8941IYQQYjbu7+DefPNNBAcHIygoiPeuCSGEELNxneAKCwux\n", "adOmRr/kNGdFsLCwMERERBg9goKCkJSUZLRdWloaIiIiTH5+9uzZ2Lp1q1FbdnY2IiIiUFpaatQe\n", "GxtrkrOkpAQRERHIz883al+3bh0WLFhg1FZVVYWIiAhkZGQAgGH/8fHxmDFjhkm2KVOmqL6O+vtu\n", "qo46/2nw32kATOsAZgPY2qAt+862pQ3aY2H65X7JnW3zG7SvA7CjQVsVgD8DyGjQHg+gsTqmAEhq\n", "0KZEHQua2NaSOr6HcnXo96O/NdaJBtu293jsbOTnW6qj/j6qYPl4NF6HXMf5m2++2eLfK0MVCv69\n", "io+PR0REBEaPHg1nZ2eMHDkS0dHRJvu3CJcVLe/YvHkz69u3L/P39zc8fHx8mCRJzNnZmfn7+7On\n", "nnrK5Of0iy3zWmBTCY0tQiqalmrQj5PxwrVKPfQLC9fP0tgCw0plaevDkhp45rA0vxqytDWHXK+j\n", "9vk7J/LfIt5zAdfv4J5//nk8//zzRm3FxcVwdXXF3//+dyxZsoRnd6piDZdDiF9DnNIBOIhTOoCF\n", "4pQOwEGc0gEsIv5xzI9s18HpMcaM/mmtRL0LQn3i1yB6fkD8GkTPD4heg/jHMT+yTXC///47XF1d\n", "ERwcDEmS8N5778HV1dXks1pCCCFEDrJc6H3hwgV88MEHcHBwAGMM9vb2cHV1xeuvv45hw4bJ0aXV\n", "U8OdtGldP0Isp5bjyMHBAe7u7krHkJUsE9xLL72E0tJSpKWlwdnZGbdv38bcuXMREhKCxMTERs/E\n", "Ed3WrVtlu7C9oKAAHh4esuzbumwFIPriAqLXIHp+QL4a1Lc+57lz56x6kpNlgpMkCYsXL4azs3Nd\n", "J7a2+Ne//oUtW7Zg9erVVjnBZWdnyzbB/fHOTe47aa8EsKiZ5/V3rlarbIj/x1X0GkTPD8hXQ/31\n", "OZU8joG6JcymKf6pkNxkmeCSk5Nha2u8azs7O9x///0oKyuTo0vFbdiwoR16kXtdvy9aeF4dH600\n", "rT3GQG6i1yB6fkD+GpQ+ju8espxk0nByA4ArV66gtLQUI0eOlKNLQgghxIjslwnobdq0Cd27d8dr\n", "r73WXl0SQgi5i8l6w1O97OxsvPPOO0hMTMSf/vSn9uiSEELIXU72d3B5eXmYNGkStm3bhpCQkGa3\n", "FXktSn0eudZ2qzMP/Nc+rL/WXv0sTa21B6h3LUpniL8WZRjEXotS36/Ia1HW71O+tSjlG48H0fxx\n", "/oe9e/fSWpRtdeLECabVatn+/fub3c4a1qJMTU2Vbd/ttwZkqgzr+rXnGoMt5VfTeodtHQO1j48+\n", "vxqytDWHXK+j9vqdmJNfnX9zec8Fsr2DO3bsGCZOnIht27bhscceM7QHBgbK1aWixowZo3QEDkSv\n", "QfT8gPg1iJ4fEL8G0fPzI8t3cAcPHsT48eMxY8YMFBYWorCw0PBcdna2HF0SQgghRmSZ4ObNm4dr\n", "165h3bp1Js9JkiRHl4QQQogRWSa4w4cPIy4uDklJSejUqRM6duyIJUuWIDw8vMWfPXHiBMrLy+WI\n", "1Wpubm7o3bu3WdsmJSVh4sSJMieSWxIAkWsQPT8gfg2i5wfEr0H0/PzIMsE9++yzOHPmDI4cOQJH\n", "R0ekpKRg0qRJSEpKwrhx45r8OZ1Oh/Hjx8sRqU0efHAQcnLM+0h11apVVjDBrYLYB4bo+QHxaxA9\n", "PyB+DaLn54f7BPfdd99h586dSEhIgKOjIwBg/PjxGDVqFP7xj380O8HduHHjzr8lQPl7Mq1EZWXD\n", "U4Ob1r17dxmztBfRaxA9PyB+DaLnB8SvQfT8/HCf4L74om4dtPpnTgLAyJEjkZqaiszMTDPOpOwF\n", "oD/vaK10v8L9E0IIsQT3ywROnjyJrl27Gt696bm5uQEAcnJyeHdJCCGEmOA+wV2+fBldunQxade3\n", "Xb58mXeXhBBCiIl2WYvSXBcuXLjzb7sAnFIyCoAfUVV1Ddu3bzdr68OHD5u9bWv9cR3hN5D3ljWH\n", "ATRXw+F2ymGOxrK0lL89s1iyr7bWoIbx0edXQxa0MYdcr6P2+p2Yk7/ub4pa7i6uxz0Pl/VQ6gkK\n", "CmL33XefSfvOnTuZJEls69atJs9dvHiR9ezZ884yNvSgBz3oQY+79dGzZ0928eJFLvMR93dwgwYN\n", "wtGjR/H777/j/vv/OFFD/+5s4MCBJj/j4uKCzMxM6HQ63nEIIYQIxMXFBS4uLlz2JTHGGJc93fHd\n", "d99hxIgRSEhIQGRkpKF97NixOH/+PAoKCnh2RwghhDSK+wQHAJMnT8bp06dx8OBBdOvWDbt378bE\n", "iRNbvNCbEEII4UWWCe7mzZuIi4tDYmKiYamu2NhYVa1SQgghxLrJMsERQgghSpP9jt6EtIeff/4Z\n", "Y8aMgUYj7kvaGmogpCVlZWWYOnUqNBoNSkpKZO1L0SPp9OnTiI6ORkBAAAICAuDj44MhQ4Zgx44d\n", "jW5/5MgRDB8+HAMGDICnpydefPFFRe88kJOTg9mzZ8PX1xd+fn7w8fFBZGQkcnNzTbaNioqCu7s7\n", "Bg0aZPR49tlnFUj+h9bUAKhvDABg+/btGDZsGEpKSpq9HZNaxwAwvwZAnWPQUHp6OhwdHU1+14MG\n", "DTK6P6Qa3LhxA4sWLYKXlxcGDhyIwYMHIzk5WelYZisqKoK9vX2jv+vDhw+3vIN2lJaWhsDAQJw6\n", "darZ13leXh7CwsLg7e0NT09PPP3007h48WLrO+RysUEbxcbGsp49e7KCggJD2/r165kkSWz79u1G\n", "22ZmZjI7Ozu2YcMGxhhjVVVVLCQkhAUFBbGampp2za3n6enJxo4dy8rLyxljjF27do1NmDCB2dnZ\n", "sePHjxttGxUVxb777jslYjarNTWocQzKysrYiBEjWElJCZs+fTqTJKnJbdU6Bq2pQY1j0Jj09HQ2\n", "Y8YMpWOY5cknn2Q+Pj7st99+Y4wxlpyczGxtbVlKSorCycxTWFjIQkNDlY5hltDQUHbq1CkWGxvL\n", "JElixcXFJtsUFxezbt26sYULFzLGGLt9+zZ7+umnWf/+/VlFRUWr+lN0gvv444/ZBx98YNJ+3333\n", "sb/85S9GbaGhoczHx8eo7ejRo0ySJPbpp5/KmrMpXl5e7OTJk0ZtBQUFTJIk9txzzxm1R0VFsfT0\n", "9PaMZ5bW1KDGMajPnAlOjWNQX0s1qH0M9NLT01lUVJTSMVqUnp7OJEliX3zxhVH7n//8Z+bm5qZQ\n", "qtYRaYKrra1ljLFmJ7ioqCjm6OjIbt68aWi7ePEis7GxYcuWLWtVf4p+RDl9+nTMnDnTqO3WrVu4\n", "fv260e1nLl26hIMHD5rcoWDw4MFwcHBAQkJCu+RtKDc31+TC9QceeABA3efMIjC3BrWOwd2ExoC/\n", "5u5+cuHCBWRmZioRy2q19PF7TU0Ndu7ciaFDh6Jjx46GdhcXF3h5ebX6Na6qb7NLS0sxa9Ys9OnT\n", "BzExMYb2nJwcMMYMdyTQ02g06Nu3r2J3KLC1NV0I5uzZswDqDpCGtm/fjtDQUDz44IMICAhATEwM\n", "KioqZM/ZHHNrUOsYtJYax8BcIo0BYwwFBQWIjIzEww8/bPgeJSsrS+loRqzl7ieXLl3C9OnTMWTI\n", "EHh4eGDChAn49ttvlY7VahcuXEBlZaXJaxwA+vXrh/z8fFRXV5u9P1VMcBcvXoSnpyd69OiB8+fP\n", "IykpCb169TI8r78DQVN3KVDTHQo2btwIT09PzJo1y6jdwcEBnTt3RkpKCnJzc/HRRx/hyy+/xKOP\n", "PorKykqF0jausRpEGoOmiDQGjRFpDDp27Ijq6mrExcXhhx9+QGZmJuzt7REUFITU1FSl4xlYw91P\n", "bGxsUFtbixdeeAFHjx5Fbm4u/P39MWbMGGzdulXpeK3S0mu8trYWV65cMXt/3Ca49PR0aDQasx7n\n", "zp0z+tmePXvi7NmzuHbtGsLCwhAQEID4+Hhe0WTPr7d7924kJiZi586dsLOzM3pu7dq1eO+992Bv\n", "bw8A8PPzw7vvvoszZ85gw4YNQtQgNx75myPKGKhNW2p69NFHcezYMfj6+gKo+5+LjRs3okePHoiO\n", "jlayHKvTu3dv5OfnY+jQoQCATp06YenSpQgMDMT8+fNx69YthRMqh9tiy76+vvj888/N2rZnz56N\n", "ttvZ2eG1117Df/7zH8yaNQvh4eGwt7eHk5MTADT6UVJFRYXR93VtZWn+gwcP4sUXX8TevXvh4+Nj\n", "1n6GDBkCoO60bx7krEGEMWgLtY1Bc9pjDBrDq6YOHTpg0KBBSElJMVmMXSlOTk6N3qJF/zuW63fa\n", "Hh555BEcP34cp0+fxqBBg5SOY5aWXuM2NjYmHyc3h9sE1717d0yePLlVP1NVVYXOnTubtA8cOBD7\n", "9+/H2bNnERAQgIEDB0KSpHr3i6tTW1uLoqIihISEWJQdaFt+vX379uGFF17A7t274efnZ/J8bW0t\n", "fvvtN5ODxcbGxvA8D3LWoPYxaIkIY9CS9hiDxrSlpt9//x329vbo0KGDUTvv37el2nL3E7WpqKhA\n", "x44dTT5xUdvv2hxubm5wcHAweY0DdWPi5eVl8ppqjqLfwfn4+ODo0aMm7UVFRZAkyTCb9+jRA8OH\n", "D8f+/fvOHHNAAAADJ0lEQVSNtjt+/DgqKytl+4NijuTkZMO7Hv3EoNPpMGHCBMM2JSUl6Nu3r8kL\n", "TX+G1uDBg9svcCPMqUHNY1BfU2dpqX0M6muqBlHGAAAmTZqEL7/80qitpqYGJ0+ehFarRbdu3RRK\n", "Zkz/O2v4O/3222/h5uaGgIAAJWK1yty5c/Huu++atGdmZuLee+81fEwsAhsbGzzxxBPIyMgw+mhV\n", "p9MhPz+/9a/xtl/RYDmtVstGjRrFLl++bGhLSEhgNjY2LDIy0mjbzMxMds8997CNGzcyxuouSA4N\n", "DWWPPvqo4dqK9paQkMA6duzI4uLi2GeffWZ4vPvuu0yr1Rq2KywsZJIksddff91wMe4vv/zC/P39\n", "Wd++fQ0XmCrB3BoYU+cY1NfcNWRqHoP6zLnQW81joBcaGsr8/f0NN66sqalhixYtYpIksYSEBIXT\n", "GYuMjGQ+Pj6stLSUMcZYSkqKUBd6R0VFsd69e7Nz584Z2jZu3MgkSWJvvfWWgsmapr8OrqioyOS5\n", "4uJi5uTkZLjQu7q6mj3zzDPM3d2dXb16tVX9KDrB7d27l02dOpX5+PgwPz8/ptVqmb+/P1u1ahWr\n", "rq422f7IkSMsODiY+fr6Mg8PDzZr1izDChxKcHR0ZBqNhkmSZPJwdXU1bHfr1i22ZcsW9vjjjzNf\n", "X1/m4+PDtFotmzlzJtPpdIrlZ8z8GvTUNgaMMTZ16lSm1WqZvb0902g0TKvVMq1Wyy5dumTYRs1j\n", "wJh5NeipcQwaOnLkCJs5cyYbMGAA8/PzY71792aPPfYYS01NVTqaiRs3brBFixYxT09P5ufnxwID\n", "A1lycrLSscyWm5vLoqOjmZ+fHxs4cCDr27cvCwoKYjt27FA6momFCxcyrVbL7rvvPqbRaFivXr2Y\n", "VqtlWVlZRtudOXOGjR07lnl5eTEPDw/21FNPsV9++aXV/dHdBAghhFglVVwHRwghhPBGExwhhBCr\n", "RBMcIYQQq0QTHCGEEKtEExwhhBCrRBMcIYQQq0QTHCGEEKtEExwhhBCrRBMcIYQQq0QTHCGEEKtE\n", "ExwhhBCrRBMcIYQQq0QTHCGEEKv0/030yvxdSScjAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtcVHX6B/DPDIhI4AVxBUsBkbshBl7IC2hiKypeVjSz\n", "Encr29Vc3Fyx+BWgu5aWW+blZand1IjS1MBQNCNFVxPJAAXFFSRzdCUFRFQQvr8/cGYZBpiB+R7O\n", "+Y7P+/Wal/qdw5znme8cHs+Zc56jYowxEEIIIRZGLXcAhBBCiBSowBFCCLFIVOAIIYRYJCpwhBBC\n", "LBIVOEIIIRaJChwhhBCLRAWOEEKIRaICRwghxCJRgSOEEGKRWlXgysrKMGvWLKjVapSUlEgVEyGE\n", "EGI2kwtceno6goODkZeXB5VK1exyd+7cwbJlyxAcHIzHHnsMbm5uCAsLw4EDB7gETAghhJjC5AL3\n", "5ptvYvfu3ZgyZQqaa19ZU1ODcePGobCwEIcPH0Z2djZyc3NRWVmJH3/8kVvQhBBCiDHWpi548OBB\n", "qFQqfPXVV80us2bNGuTm5iItLQ22trYAAAcHB2zZsgVqNX3dRwghpP2YXOBaOiyptWHDBowZM0ZX\n", "3LR8fX1bHxkhhBBiBm67Vf/9739x/vx5PPLII1ixYgUGDx4Mb29vhIeHIy0tjddqCCGEEJNwK3Da\n", "syo/+OADFBcX4/Dhw8jLy8OwYcMwYcIEfPHFF7xWRQghhBilau0NTxMSErB06VIUFxejT58+uvHM\n", "zEyMHDkSXbp0gUaj0R2mZIzBw8MDKpUK//nPf5p9XY1GA41G08Y0CCGEWAIXFxe4uLhweS2Tv4Mz\n", "xsHBAQDg6emp9x2cSqVCQEAAvvnmG1y/fh2Ojo4GP6vRaODl5YXKykpe4RBCCBFQr169kJWVxaXI\n", "cStwnp6esLa2Rl1dncFzVlZWANDkc0B9gausrMTWrVuFPSElPDwc+/fvlzsMs4ieg+jxA+blkJ+f\n", "j2eeeQYYBaAb37hMtgfAeAA3AHwPIbdp0T9HIsev/QxrNBplFTg7OzuEh4cjMzMTt2/fRqdOnXTP\n", "5eXlwd3dHU5OTi2+hq+vLx577DFeIbWroUOHChu7lug5iB4/wCkHTwC9uITTerkAAgBcBvC9mNu0\n", "6J8j0ePnqc0nmTT11d3y5ctRW1uL119/XTe2bt06nD9/Hm+99VZbVyUE7V6qyETPQfT4AQvIwfjV\n", "RIon+hyIHj9PJhe4JUuWwNXVFcuXLwdjDCEhIXB3d0d2drZumQEDBiAjIwM///wz3NzcYGtri/nz\n", "5+Pjjz9GVFSUJAkQQgghTTG5wI0ePRodOnSAr68v1Go1jh07hqKiIoNd4eDgYOzfvx9Lly5FdXU1\n", "1Go1wsLCeMdNCCGEtIhrL0qtmzdvIi4uDhMnTjS6rKVo7gQakYieg+jxAxaQgwVs7qLPgejx82Ry\n", "gTt48CD8/f1NWnbZsmWIiIh4oL7ofPLJJ+UOwWyi5yB6/IAF5NBP7gDMJ/ociB4/TyYXOFN6UQLA\n", "uXPn8Omnn+q+q3tQvPzyy3KHYDbRcxA9fsACchgidwDmE30ORI+fJ+4t/mNiYhAXF4fu3bvzfmlC\n", "CCHEZFwLXEpKCkpKSjB//nyeL0sIIYS0GrcCd/fuXbzyyitYvXr1A3nvt4KCArlDMJvoOYgeP2AB\n", "OVyTOwDziT4HosfPE7dKtGrVKvj7++OJJ54weM7U7+IiIiIQGRmp9wgJCcGuXbv0lktPT0dkZKTB\n", "z8+bNw+bN2/WG8vOzkZkZCRKS0v1xuPj47FixQq9sZKSEkRGRhp8QNasWYO///3vemNVVVWIjIxE\n", "ZmYmAGDx4sUAgKSkJMyZM8cgthkzZig+D20OouYRFhammw9R8/jb3/6m97lqSx64BOBzg0Xr22hl\n", "Nxq7fH/ZW43GvweQ2Wis7P6yjYvYcQDp9/+u7RB1r/6Pn376SW9REeaj4XbQeDsXIY+oqCijv6+U\n", "kEdSUhIiIyMRHh4OZ2dnjB49GjExMQavbw5udxMIDw/HpUuX9BotX7lyBVevXoWvry9sbGywePFi\n", "zJw50+A1s7OzERQUhJMnTwp75mVJSYne+yEi0XMQPX7AvBy02xFehHytusoAdEV94fwQQm7Ton+O\n", "RI6fdy3g1ouyqeaeiYmJSExMRFpamrBvuKksIT/RcxA9fsACcugqdwDmE30ORI+fJ669KJtb5kG6\n", "XIAQQogytKoXpbu7O9577z0AgJubG3r37q3Xi1Jr48aNcHd3x+rVq6FSqTB8+HD07dsX5eXl/CIn\n", "hBBCWmBygXvrrbfwwQcfwMnJCY8++ijUajWOHDlicJx079692LdvHzp27IjevXvDx8cH06ZNw/Hj\n", "x9GlSxfuCShF4y+ARSR6DqLHD1hADo1PTBGQ6HMgevw8teoQpbF+lFeuXEFERAT8/PyQn5+PnJwc\n", "fPvtt0hNTcWQIUNw8+ZNboErTVVVldwhmE30HESPH7CAHGrkDsB8os+B6PHz1KoCZ0o/SkdHRyxd\n", "ulTX2svV1RWxsbEoLi7G9u3b2x6pwiUmJsodgtlEz0H0+AELyGGU3AGYT/Q5ED1+nlpV4Iz1o3R2\n", "dsaVK1cMxh9++GEAQFlZWWtWRwghhLQZ95Yj1taGVx6cPXsWADBqlAX8944QQogQJO+pVVNTg40b\n", "N+LZZ59FYGCg1KuTTeMr9kUkeg6ixw9YQA6NO6IISPQ5ED1+niQvcHFxcbCzs8P69eulXpWs/vjH\n", "P8odgtlEz0H0+AELyGG33AGYT/Q5ED1+niQtcO+88w4OHDiA9PR0PPTQQ0aXF7kXZUJCAgBl96gz\n", "loc2B1HzKC8vV1SvvbbkERsbK3YvyrD7fwrci7LhdqDEHo7G8vDx8aFelPe1uhcl0Hw/yoaWL1+O\n", "lJQU7N271+j1b5bQi5IQuSmiF6WWwL0oiXx41wJJ9uDi4uKQnp6OAwcO6Ipbamoqli5dKsXqCCGE\n", "EANmNVtuaucvJiYGW7ZswVtvvYWdO3fqxg8fPozq6mpzVkcIIYSYrFV7cDExMbC3t0diYqKux6S7\n", "u7uuH2VOTg7ef/99lJWVYe7cuXjuued0j02bNhm9jk5kjY9Bi0j0HESPH7CAHAxb0wpH9DkQPX6e\n", "TC5w6enpSE1NhYeHB9RqNYqKivDLL7+gqKhId6w0ICAAp0+fxpNPPglvb294enpixowZuHTpEmpr\n", "a/HRRx9Jlojcmmo6LRrRcxA9fsACctDIHYD5RJ8D0ePnyeQCZ6wPJVB/Vs+IESMQEBCA/Px8nDlz\n", "BiqVCqGhoRbdhxIA1q1bJ3cIZhM9B9HjBywgh/FyB2A+0edA9Ph5MrnAmdKHMj4+Howx3ckkVlZW\n", "WLVqFYqKinS32SGEEELag8kFztj3Z7W1tdixYweGDRsGGxsb3biLiwt8fHyQnJzc9igJIYSQVuJ2\n", "mcCFCxdQWVkJDw8Pg+f69u2LgoIC1NRYwL00CCGECIFbgbt2rb69QefOnQ2e69y5M+rq6nD9+nVe\n", "q1Ocpq7wF43oOYgeP2ABOTTVQUUwos+B6PHzJHkvygfF/Pnz5Q7BbKLnIHr8gAXkMFjuAMwn+hyI\n", "Hj9P3Aqck5MTAKCiosLguYqKClhZWcHR0bHF1xC5F+XYsWMBKLtHnbE8tDmImsfatWsV1WuvLXkM\n", "Hz5c7F6U/e7/KXAvyobbgRJ7OBrL4+zZs9SL8r5W96Jsrg9lbW0tHB0dERYWht279VuK9+/fHyqV\n", "Crm5uU2+JvWiJMR81IuSiE6xvSitrKwwdepUZGZm6rXk0mg0KCgowPTp03mtihBCCDGqzQWuqR2/\n", "xMREqNVqvPHGGwCAe/fuYdGiRejbty8WLlzY9igFYHCYSECi5yB6/IAF5JAvdwDmE30ORI+fJ5ML\n", "3JIlS+Du7o7Vq1c32YcSAPr06YNDhw4hJycHvr6+8Pf3R11dHTIyMmBvby9JAkqRlJQkdwhmEz0H\n", "0eMHLCCHPLkDMJ/ocyB6/Dy16X5wxpw6dQrx8fEoLCyEtXX9DQueeeYZvPLKK7CysjJYnr6DI8R8\n", "9B0cER3vWmDW7XKaUlJSglGjRmH8+PHIycmBtbU1Tpw4gdDQUFy9ehWrVq3ivUpCCCHEAPfr4Pbs\n", "2YPy8nIsWrRIt/c2aNAghIeHY9u2bbxXRwghhDSJe4HTHoJs3JaruroaHTp04L06QgghpEncC9zT\n", "Tz8Nf39/JCQkoLy8HED9Xl1GRgaWLVvGe3WK0dTFkqIRPQfR4wcsIAcLOIFP9DkQPX6euBc4e3t7\n", "HDx4EFZWVnBycoKLiwtmz56NDRs2IDo6mvfqFKNh9wNRiZ6D6PEDFpCDYa914Yg+B6LHzxP3AldY\n", "WIjg4GB07NgRpaWl0Gg0+Pbbb/Hqq69i7ty5vFenGDNnzpQ7BLOJnoPo8QMWkMOjcgdgPtHnQPT4\n", "eeJe4P7v//4Pv/76KzZu3IguXboAAAYPHozY2Fhs3LgR+/fvb/ZnRe5FqaXkHnWUx4ORh6y9KLUE\n", "7kXZEH2upMtDkb0ojfH19UVZWRk0Go3eeFpaGsaPH4+VK1di0aJFes/RdXCEmI+ugyOiU2wvSi1n\n", "Z2eUlpbi1i39/xIWFxfrnrdEjf9nJCLRcxA9fsACcrgodwDmE30ORI+fJ+4FLiYmBnV1dVi4cCHu\n", "3as/TnHhwgW8/fbbcHd3x9SpU3mvUhFWrlwpdwhmEz0H0eMHLCCHI3IHYD7R50D0+HniXuAmTZqE\n", "gwcP4pdffkH//v0REBCAiRMnYtKkSTh27Bjs7Ox4r1IRvvjiC7lDMJvoOYgeP2ABOUyTOwDziT4H\n", "osfPE/dWXQAQGhqK27dv45133kFZWRkqKiqQnp4OOzs7/POf/5RilbKzhMIteg5yxl9YWIibN2/K\n", "tn4AyM9XQCt/G7kDMKSEudFycHCAp6enpOsQfTvmSZICt2nTJixbtgxpaWnw8/MDACxfvhyffPKJ\n", "xRY48uAqLCyEl5eX3GGQJihxbs6dOyd5kSP1uBe4S5cuYcGCBfj00091xQ0AFi5ciODgYN6rI0R2\n", "ur2DqQCcZAykEPWn9xMdxcwNAJQC+BqK2Zt8EHD/Du6zzz7D3bt3MX78eL3xTp06WfQV9o2vOxGR\n", "6DnIHr8T6k/PN+eRZ8bPdpM+RaMaXw+nFK2ZG3PmoKVHOxVY2bcDBeFe4DIzM9GjRw+cPHkSY8eO\n", "hb+/PwIDA5GQkIC7d+/yXp1i9OnTR+4QzCZ6DqLHDwDoIncAZhI9fkD4HCxiO+BEkvvBlZeX46WX\n", "XsLu3bvRr18//Pvf/8bEiRNx/PhxpKWl8V6lIrz88styh2A20XMQPX4AwBC5AzCT6PEDwudgEdsB\n", "J9wL3J07d3D37l3ExcWhX79+AICQkBDMnz8fS5cuxeHDhzFixAjeqyXtRElnpP3222/o3r273GEo\n", "4+xFQogB7gXOwcEBABAYGKg3rv33iRMnmi1wERERGDx4sN7YtWvXEBsbi8mTJ+vG0tPTsXbtWnzz\n", "zTd6y86bNw+PPfYY/vSnP+nGsrOzkZCQgI8++ghOTv87CB4fHw87OzvExsbqxkpKSjB//nysXLkS\n", "Pj4+uvE1a9agpKQEb7/9tm6sqqoKTz31FBYvXozhw4frxpOSkpCeno6PP/5YL7YZM2Zg5syZQueh\n", "xDPSFOd7AB0ADG8wVgbgWwDhAHo0GD8OoBxAw6+mqwFsBzAMgGuD8VwA/wEwGfq+AtAfgG+DsUsA\n", "MgA83WjZPQBcADTsgHT5/rKTADzEMY8GvSgbtlxq7+1jw4YNMNDe83EewI8AwvQXVep2DrTP76uk\n", "pCQkJSXh9u3byM3NhZ+fn645CC/ce1HOmjULSUlJyMnJQf/+/XXjKSkpmDRpksX2oiwoKND7kInI\n", "WA66XodKOCNNe8Zgw1jKAHSVMRYePSCvQf+XbmvkAPiaUxxtpY1fIb0o29Sf05w5aEk7vSci/y7i\n", "XQu478FNnjwZSUlJ+Pnnn/UKXF5eHgAY7KFZisWLFxv8z0Y0JuegPSNNTtom5Q1jyYDhXkt7xsLD\n", "fsiTAy+ixw8In4Ml/C7ihftZlNOmTcPw4cOxfPlyXL16FUD9oa01a9Zg/PjxGDlyJO9VKsLatWvl\n", "DsFswucQIXcAHIieg+jxA8LnIPx2zBH3AqdSqbBnzx6MGTMGQ4YMgYuLC7y8vODl5YWvv/6a9+oU\n", "wxJOzRU+BzkOT/Imeg6ixw8In4Pw2zFHkrTqcnBwwOrVq5GQkABPT0+oVCqMHj0aHTp0kGJ1hBCF\n", "kvsMU7nXT+QlSYHTev311zFixAjs3r1bytUQQpSmvP6PZ555Rt44yANNsgKXk5ODr7/+GmlpaQ9E\n", "gVuxYoXeKbwiEj6HTOif1i4i0XPQxl9z/99yn3Hblv6cgs+B8NsxR5IVuAULFmDZsmXo0kXwvjcm\n", "qqqqkjsEswmfQ43xRRRP9Bwaxy/3GbdtOcNV8DkQfjvmiPtJJgCQnJyMyspKvQv/LF1iYqLcIZhN\n", "+BxGyR0AB6LnIHr8gPA5CL8dc8R9D66qqkp3lTohhBAiF+57cG+++SZGjBiBkJAQ3i9NCCGEmIxr\n", "gSsqKsKGDRuwYsUKg+dM6QgWERGByMhIvUdISAh27dqlt1x6ejoiIyMNfn7evHnYvHmz3lh2djYi\n", "IyNRWqp/MD4+Pt4gzpKSEkRGRqKgoEBvfM2aNQb3WKqqqkJkZCQyMzMBQPf6SUlJmDNnjkFsM2bM\n", "UHweDV+7uTwAAMWN/n0ewOdNLLcHQHajscv3l73VaPx71H+531DZ/WWvNRo/jvpegA1VA9gC4GKj\n", "8VwAu2DoKwCNzyCXI4/G90/TLmtOHpcgXx7a19G2FLzSaNn2no8zTfy8sTwavkY1zJ+PZvKQajt/\n", "8803jf6+0pLz91VSUhIiIyMRHh4OZ2dnjB49GjExMQavbw6uvSg3bdqEf/zjH+jW7X93XqyurkZ+\n", "fj569uwJZ2dn+Pj4GBy+tIRelJGRkcK3xzGWQ5v6+kmlqb6Ln0OeFks8e0Cak4MSelFq41dCLGhj\n", "HFJ9jtqpF6XIv4sU3Yvy+eefx/PPP683dvHiRbi7u+PPf/4z3njjDZ6rU5SEhAS5QzCb8DmEyR0A\n", "B2FyB2CmMLkD4CBM7gDMI/x2zJEkZ1E2pN1B5HzTAsURdc+zIeFzkHuvkgfRcxA9fkD4HITfjjmS\n", "rMDduHED7u7uGDFiBFQqFd577z24u7sbHKslhBBCpCDJhd4XLlzAhx9+CAcHBzDGYG9vD3d3d7z2\n", "2mt6N9sjplPCnbSprx8h5lPKduTg4ABPT0+5w5CUJAXuL3/5C0pLS5Geng5nZ2fcu3cPCxYsQGho\n", "KHbu3NnkmTii27x5s2QXttOdtE2UDf27VYtI9BxEjx+QLgcF9uc8d+6cRRc5SQqcSqXC66+/Dmdn\n", "5/qVWFvjX//6FzZt2oRVq1ZZZIHLzs6WrMDp9tyk7utnrAdfW/r6tSeN3AFwIHoOoscPSJdDe/Xn\n", "NKWXZimAryH7USGpSVLgUlJSYG2t/9K2trbo1q0bysrKpFil7NatWyf9SqTu6zfdyPM871wthfFy\n", "B8CB6DmIHj8gfQ5yb8cPEElOMmlc3ADg+vXrKC0txejRo6VYJSGEEKJH8ssEtDZs2IAePXrg1Vdf\n", "ba9VEkIIeYBJesNTrezsbLzzzjvYuXMnfve737XHKgkhhDzgJN+Dy8/Px5QpU7B161aEhoa2uKzI\n", "vSi18UjV2w0AsBf8ex827LXXsF9ec732AOX2onwb4vei3Aqxe1Fq1ytyL8qG65SwF6Vk87EOLW/n\n", "Dezdu5d6UbbVqVOnMGXKFGzatAlPPPFEs8tZQi/K9PR0jB07VpLXbrcekOcB9GvheaX0F2wuFmPx\n", "t2csbWVODkqYH238SogFbYxDqs9Re70npsTfTn0xW4t3LZBsD+748eOYPHkytm7dqlfcgoODpVql\n", "rKQqbu1KjuLAk+jxA+LnIHr8gPg5iB4/R5J8B3fo0CFMmDABc+bMQVFREYqKinTPZWc33icnhBBC\n", "+JOkwC1cuBC3bt3CmjVrDJ5TqVRSrJIQQgjRI0mBO3LkCBISErBr1y507NgRNjY2eOONNzBx4kSj\n", "P/vTTz+hvLxcirBazcPDA7179zZp2V27dmHy5MkSRySxfAC+cgdhBtHjB8TPQfT4AfFzED1+jiQp\n", "cM8++yzOnDmDo0ePwtHREampqZgyZQp27dqF8eObbxOg0WgwYcIEKUJqk0cHPIqcUzkmLbtixQrx\n", "C9wRiL1hiB4/IH4OoscPiJ+D6PFzxL3A/fDDD9ixYweSk5Ph6OgIAJgwYQLGjBmDv/71ry0WuDt3\n", "7tT/ZRoAF96RtVImUHmz0uTFe/ToIWEw7cRO7gDMJHr8gPg5iB4/IH4OosfPEfcC9+WXXwKAwWUB\n", "o0ePxr59+5CVlWX8TMrOALrzjqyVOgGw7D6khBBi0bhfJnDq1Cl06dJFt/em5eHhAQDIyTHtkB8h\n", "hBBiDu4F7tq1a+jcubPBuHbs2rXGl90TQggh/LVLL0pTXbhwof4vBQD+K2sowBWg6nYVtm3bZtLi\n", "R44cMXnZ1tJdR1gIaW9ZU4L6bgstPd8ecZiiqViMxd+esZjzWm3NQQnzo41fCbGgjXFI9Tlqr/fE\n", "lPhv1P+hlLuLa3GPh3EWEhLCunbtajC+Y8cOplKp2ObNmw2eu3z5MuvVqxcDQA960IMe9HiAH716\n", "9WKXL1/mUo+478ENHDgQx44dw40bN9CtWzfduHbvbMCAAQY/4+LigqysLGg0lnA7YEIIIW3l4uIC\n", "Fxc+p9Fzb7b8ww8/YNSoUUhOTkZUVJRufNy4cTh//jwKCwt5ro4QQghpkiR3E5g+fTpOnz6NQ4cO\n", "oXv37tizZw8mT55s9EJvQgghhBdJCtzdu3eRkJCAnTt36lp1xcfHK6pLCSGEEMsm6f3gCCGEELlI\n", "fkdvQtrDpUuXMHbsWKjV4n6kLSEHQowpKyvDrFmzoFarUVJSYvwHzCDrlnT69GnExMQgKCgIQUFB\n", "8PPzw9ChQ/H5503d3x04evQoRo4cif79+8Pb2xsvvfSSrHceyMnJwbx58+Dv74+AgAD4+fkhKioK\n", "ubm5BstGR0fD09MTAwcO1Hs8++yzMkT+P63JAVDeHADAtm3bMHz4cJSUlLR4OyalzgFgeg6AMueg\n", "sYyMDDg6Ohq81wMHDtS7P6QS3LlzB0uWLIGPjw8GDBiAQYMGISUlRe6wTFZcXAx7e/sm3+sjR47I\n", "HZ6e9PR0BAcHIy8vr8XPeX5+PiIiIuDr6wtvb2/MnDkTly9fbv0KuVxs0Ebx8fGsV69erLCwUDe2\n", "du1aplKp2LZt2/SWzcrKYra2tmzdunWMMcaqqqpYaGgoCwkJYbW1te0at5a3tzcbN24cKy8vZ4wx\n", "duvWLTZp0iRma2vLTpw4obdsdHQ0++GHH+QIs0WtyUGJc1BWVsZGjRrFSkpK2OzZs5lKpWp2WaXO\n", "QWtyUOIcNCUjI4PNmTNH7jBMMm3aNObn58d+++03xhhjKSkpzNramqWmpsocmWmKiopYWFiY3GGY\n", "JCwsjOXl5bH4+HimUqnYxYsXDZa5ePEi6969O4uNjWWMMXbv3j02c+ZM1q9fP1ZRUdGq9cla4D75\n", "5BP24YcfGox37dqV/eEPf9AbCwsLY35+fnpjx44dYyqVin322WeSxtkcHx8fdurUKb2xwsJCplKp\n", "2HPPPac3Hh0dzTIyMtozPJO0JgclzkFDphQ4Jc5BQ8ZyUPocaGVkZLDo6Gi5wzAqIyODqVQq9uWX\n", "X+qN//73v2ceHh4yRdU6IhW4uro6xhhrscBFR0czR0dHdvfuXd3Y5cuXmZWVFVu6dGmr1ifrIcrZ\n", "s2fjhRde0Burrq7G7du39W4/c/XqVRw6dMjgDgWDBg2Cg4MDkpOT2yXexnJzcw0uXH/44YcB1B9n\n", "FoGpOSh1Dh4kNAf8tXT3kwsXLiArK0uOsCyWscPvtbW12LFjB4YNGwYbGxvduIuLC3x8fFr9GVfU\n", "t9mlpaWYO3cu+vTpg7i4ON14Tk4OGGO6OxJoqdVquLq6ynaHAmtrw0YwZ8+eBVC/gTS2bds2hIWF\n", "4dFHH0VQUBDi4uJQUVEheZwtMTUHpc5BaylxDkwl0hwwxlBYWIioqCgMHjxY9z3KyZMn5Q5Nj6Xc\n", "/eTq1auYPXs2hg4dCi8vL0yaNAnfffed3GG12oULF1BZWWnwGQeAvn37oqCgADU1NSa/niIK3OXL\n", "l+Ht7Y2ePXvi/Pnz2LVrFx555BHd89o7EDR3lwIl3aFg/fr18Pb2xty5c/XGHRwcYGdnh9TUVOTm\n", "5uLjjz/G9u3b8fjjj6Oy0vQbq7aHpnIQaQ6aI9IcNEWkObCxsUFNTQ0SEhLw448/IisrC/b29ggJ\n", "CcG+ffvkDk/HEu5+YmVlhbq6Orz44os4duwYcnNzERgYiLFjx2Lz5s1yh9cqxj7jdXV1uH79usmv\n", "x63AZWRkQK1Wm/Q4d+6c3s/26tULZ8+exa1btxAREYGgoCAkJSXxCk3y+LX27NmDnTt3YseOHbC1\n", "tdV77v3338d7770He3t7AEBAQADeffddnDlzBuvWrRMiB6nxiL8losyB0rQlp8cffxzHjx+Hv78/\n", "gPr/XKxfvx49e/ZETEyMnOlYnN69e6OgoADDhg0DAHTs2BGJiYkIDg7GokWLUF1dLXOE8uHWbNnf\n", "3x9ffPGFScv26tWryXFbW1u8+uqr+P777zF37lxMnDgR9vb2cHJyAoAmDyVVVFTofV/XVubGf+jQ\n", "Ibz00kvYu3cv/Pz8THqdoUOHAqg/7ZsHKXMQYQ7aQmlz0JL2mIOm8MqpQ4cOGDhwIFJTUw2ascvF\n", "ycmpyVu0aN9jqd7T9jBkyBCcOHECp0+fxsCBA+UOxyTGPuNWVlYGh5Nbwq3A9ejRA9OnT2/Vz1RV\n", "VcHOzs5gfMCAAThw4ADOnj2LoKAgDBgwACqV6n/3i7uvrq4OxcXFCA0NNSt2oG3xa+3fvx8vvvgi\n", "9uzZg4CAAIPn6+rq8NtvvxlsLFZWVrrneZAyB6XPgTEizIEx7TEHTWlLTjdu3IC9vT06dOigN877\n", "/TZXW+5FX80CAAADbklEQVR+ojQVFRWwsbExOOKitPfaFB4eHnBwcDD4jAP1c+Lj42PwmWqJrN/B\n", "+fn54dixYwbjxcXFUKlUumres2dPjBw5EgcOHNBb7sSJE6isrJTsF4opUlJSdHs92sKg0WgwadIk\n", "3TIlJSVwdXU1+KBpz9AaNGhQ+wXcBFNyUPIcNNTcWVpKn4OGmstBlDkAgClTpmD79u16Y7W1tTh1\n", "6hTc3NzQvXt3mSLTp33PGr+n3333HTw8PBAUFCRHWK2yYMECvPvuuwbjWVlZeOihh3SHiUVgZWWF\n", "qVOnIjMzU+/QqkajQUFBQes/422/osF8bm5ubMyYMezatWu6seTkZGZlZcWioqL0ls3KymKdOnVi\n", "69evZ4zVX5AcFhbGHn/8cd21Fe0tOTmZ2djYsISEBLZlyxbd491332Vubm665YqKiphKpWKvvfaa\n", "7mLcX3/9lQUGBjJXV1fdBaZyMDUHxpQ5Bw21dA2ZkuegIVMu9FbyHGiFhYWxwMBA3Y0ra2tr2ZIl\n", "S5hKpWLJyckyR6cvKiqK+fn5sdLSUsYYY6mpqUJd6B0dHc169+7Nzp07pxtbv349U6lUbOXKlTJG\n", "1jztdXDFxcUGz128eJE5OTnpLvSuqalhTz/9NPP09GQ3b95s1XpkLXB79+5ls2bNYn5+fiwgIIC5\n", "ubmxwMBAtmLFClZTU2Ow/NGjR9mIESOYv78/8/LyYnPnztV14JCDo6MjU6vVTKVSGTzc3d11y1VX\n", "V7NNmzaxJ598kvn7+zM/Pz/m5ubGXnjhBabRaGSLnzHTc9BS2hwwxtisWbOYm5sbs7e3Z2q1mrm5\n", "uTE3Nzd29epV3TJKngPGTMtBS4lz0NjRo0fZCy+8wPr3788CAgJY79692RNPPMH27dsnd2gG7ty5\n", "w5YsWcK8vb1ZQEAACw4OZikpKXKHZbLc3FwWExPDAgIC2IABA5irqysLCQlhn3/+udyhGYiNjWVu\n", "bm6sa9euTK1Ws0ceeYS5ubmxkydP6i135swZNm7cOObj48O8vLzYU089xX799ddWr4/uJkAIIcQi\n", "KeI6OEIIIYQ3KnCEEEIsEhU4QgghFokKHCGEEItEBY4QQohFogJHCCHEIlGBI4QQYpGowBFCCLFI\n", "VOAIIYRYJCpwhBBCLBIVOEIIIRaJChwhhBCLRAWOEEKIRfp/25TqwJrqTGQAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "021\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAG0FJREFUeJzt3X1UFXX+B/D3AJoZ6Iq6gp0QNOXhuig+lLgiommFgrpH\n", "3WNqYpvpqhmcTCl8QC2jTTfxKTdhdzOV6OhigajkGhLr2gqsiyUme0BJJX9SgiJHfOD7+wO56+WC\n", "3DvM3LnDfb/OmdNp7tz5fubDl/vxDjOfkYQQAkRERDrmpHUARERErcViRkREusdiRkREusdiRkRE\n", "usdiRkREusdiRkREusdiRkREusdiRkREusdiRkREumdVMausrMSMGTPg5OSEsrKyh24rhMDw4cMt\n", "2paIiKg1LC5mWVlZGDJkCL799ltIktTi9p988glOnDhh0bZEREStYXExe/fdd/H5559j8uTJaKmd\n", "440bNxAXF4eIiIgWtyUiImoti4vZ0aNHYTAYLNp27dq1CA8Px6BBg2QHRkREZCmLi5mlpwvPnTuH\n", "jz/+GOvWreO3MiIisgnFr2aMjo5GXFwcunbtqvSuiYiImqRoMUtPT0dZWRkWLVqk5G6JiIgeykWp\n", "HdXW1uL111/Hhx9+CCcn62tkeXk5ysvLlQqHiIh0yNPTE56enla/T7FitmHDBhgMBowZM8bstZb+\n", "dlZeXo5+/fqhurpaqXCIiEiHevbsiby8PKsLmmLF7KuvvsLFixcRFBRkXPfjjz8CAMLDw9G+fXss\n", "XboU06dPN3tveXk5qqursWvXLvj7+ysVUps3duxYfPnll1qHoTttLW9FRUWYOXMmgLUAfFQaZQGA\n", "bS1sUwpgBX+PH9DW5praGuZyeXm5dsWsqR/Y6tWrsXr1ahw8eBBeXl4t7sPf35+X81th2LBhzJcM\n", "bTdv4QDUOq49AGa0sE0BgBX8PX5A251r9kf2BSCWXHbfsA0v0VeHs7Oz1iHoEvMmB3MmB+ea7Vhc\n", "zGJjY+Hj44PExERIkoQRI0bAx8cHBQUFZtvu2LHDbNvevXujqqpK0eCJiIgAK04zJiQkICEhwaJt\n", "586di7lz58oOioiIyBpWn2a0pnM+qauurk7rEHSJeZODOZODc812rCpmlnTOP3ToEKZMmQI/Pz8E\n", "BgbCYDAgJiYGV69eVSRg+p9nn31W6xB0iXmTgzmTg3PNdqwqZi11zv/xxx8RHh6OgIAAFBUVobCw\n", "EJmZmcjIyMDTTz+NGzduKBY4Aa+++qrWIegS8yYHcyYH55rtWFXMLOmc7+7ujjVr1hi/ufXq1QvL\n", "li3D+fPnsXfvXvmREhERNcOqYtZS53wPDw/jjdIPevzxxwHU/72NiIhIaYp3zXdxMb9A8vvvvwcA\n", "hIWFKT2cQzt79qzWIegS8yYHcyYH55rtKF7MGrtz5w527NiBWbNmYeDAgWoP51CWLl2qdQi6xLzJ\n", "wZzJwblmO6oXs7i4OHTs2BHbtrXU142stWXLFq1D0CXmTQ7mTA7ONdtRtZitX78eR44cQVZWFh57\n", "7LEWtw8PD0dkZKTJEhwcjP3795tsl5WVhcjISLP3L1y4EMnJySbrCgoKEBkZiYqKCpP1q1atwnvv\n", "vWeyrqysDJGRkWanBjZv3ow33njDZF1NTQ0iIyORm5trsj4lJQVz5swxi+23v/2t4sfh5eXVJo4D\n", "sO3Pw8vLq00cB1D/8/jqq68arc0CYH4cwEIAyY3WFdzftqLR+lUAHjwOLwBl97dtfOpsMwDOq6aO\n", "w8vLq00cB6D8zyMlJQWRkZEYO3YsPDw8MHr0aERHR5vt32JChlWrVglJksSFCxea3eadd94Rw4YN\n", "E5WVlS3uLz8/XwAQ+fn5csIhcmgNvz9AvgCEhgt/j6l1WlMLVPlmFhcXh6ysLBw5cgSdO3cGAGRk\n", "ZGDNmjVqDEdERA6uVcVMNHHjdHR0NLZv344ZM2YgLS0Nu3btwq5du5Ceno7S0tLWDEeNND7tQJZh\n", "3uRgzuTgXLMdq55nFhsbi9TUVFRWVhq74bu4uGDfvn0YNGgQCgsLsWnTJkiShHnz5pm8V5IkzJ49\n", "W9HgHV1NTY3WIegS8yYHcyYH55rtWF3MfvjhB6SkpOD8+fNmD9wMDAxkY00bWr16tdYh6BLzJgdz\n", "Jgfnmu1YfJrRkibDQP1jr8PDw+Hv7w9fX19Mnz4dly9fViRYIiKiplhczFpqMgzUXyoaEhKCwMBA\n", "FBUV4cyZM5AkCaGhoWwyTEREqrG4mFnSZHjVqlUQQhivWnR2dsaGDRtQWlqKjRs3ti5SMtP4Hg6y\n", "DPMmB3MmB+ea7VhczFpqMnzv3j3s27cPv/71r9G+fXvjek9PT/j5+SE1NVV+lNSkl156SesQdIl5\n", "k4M5k4NzzXYUu8+spKQE1dXV6NOnj9lrvXv3xtmzZ3Hnzh2lhiMA8fHxWoegS8ybHPFaB6BLnGu2\n", "o1gxa3iSdKdOncxe69SpE+rq6vDzzz8rNRwBGDRokNYh6BLzJgdzJgfnmu2o3miYiIhIbYoVs27d\n", "ugEArl+/bvba9evX4ezsDHd3d6WGIyIiMlKsmPXp0wdubm4oKSkxe62kpAR+fn5o167dQ/fBrvnW\n", "HUdycnKbOA7Atj+P5OTkNnEcgC275ieDXfOtP47k5OQ2cRxAG+ya/7CO+VFRUcLd3V3U1tYa112+\n", "fFk4OzuLNWvWNLtPds2XZ8GCBVqHoEttLW+26Zq/gF3zZWhrc01tmnTNF03cOL169Wo4OTlh5cqV\n", "AIC7d+9iyZIl6N27N2JiYuQORc3YunWr1iHoEvMmB3MmB+ea7VhczGJjY+Hj44PExERjk2EfHx8U\n", "FBQYt/Hy8kJOTg4KCwvh7+8Pg8GAuro6ZGdnw9XVVZUDICIisrjRcEJCAhISElrczt/fH5mZma0K\n", "ioiIyBq8NJ+IiHTPqkfAWOrUqVNYtWoViouL4eJSP8TMmTPx+uuvw9nZWY0hHVJkZCS++OILrcPQ\n", "HeZNjkgAluWsqKhI3VAs4Obmhr59+2odBueaDSlezMrKyhAWFobx48ejsLAQLi4uOHnyJEJDQ3Hl\n", "yhVs2LBB6SEd1qJFi7QOQZeYNzksyVkZgPp/uNqDc+fOaV7QONdsR/FiduDAAVRVVWHJkiXGb2VD\n", "hw7F2LFjsXv3bhYzBY0bN07rEHSJeZPDkpzdvP/fXQD8VYylJUUAZtrFY6c412xH8WLWcBqxcVPh\n", "27dvt3jTNBG1Bf5gL0eyNcUvAHnhhRdgMBgQHx+PqqoqAPXf1rKzs7F27VqlhyMiIlK+mLm6uuLo\n", "0aNwdnZGt27d4OnpidmzZ2P79u2IiopSejiH1rjdDFmGeZODOZODc812FC9mxcXFGDJkCB555BFU\n", "VFSgvLwcmZmZePPNNzFv3jylh3NoKSkpWoegS8ybHMyZHJxrtqP438yWL1+OS5cuYceOHejcuTMA\n", "4KmnnsKyZcsQExODKVOmYOzYsUoP65D49G55mDc59Jcze7hF4O2339Y6BMehdKNIPz8/4eHhYbY+\n", "MzNTSJIk3n//fbPXGppL9ujRQ0RERJgsw4YNE2lpaSbbHz58WERERJjtZ8GCBSIpKcls3xEREeLq\n", "1asm61euXCkSEhJM1l24cEFERESIoqIik/WbNm0SS5YsMVl38+ZNERERIb7++muT9Xv27BFRUVFm\n", "sU2bNo3HweNQ5TjWr1/fqNHwYQFENNMsOKmJ5sARArjaaP1KASQ0Wnfh/rZFjdZvEsASAex6II6b\n", "97f9utG2ewQQ1URs0wSQ1mid3ONIux+HfSx//vOfdTmv1P792LNnj4iIiBDPPPOM6NGjhwgLCxMh\n", "ISGyGw1LQjTRMbgVwsLCkJubi8rKSjz22GPG9R9++CEWLlyInTt3mt2HUlBQgMGDByM/P59PZiWy\n", "UsPvD5APba8i3A1gph3FYR+3CPBzzXKtqQWKn2aMjo5GTk4OYmJisG3bNri4uKCkpATvv/8+fHx8\n", "8Jvf/EbpIYmImsBbBByJ4heATJw4EUePHsUPP/yA/v37IzAwEBEREZg4cSJOnDiBjh07Kj2kw2rq\n", "oXrUMuZNDuaM7JsqvRlDQ0MRGhqqxq7pAewuIA/zJgdzRvZNlWJGtjF9+nStQ9AlJfNWXFysedsk\n", "21y1x7lG9k21Ynbo0CGsX78elZWVuH79Otq1a4dJkybhnXfeUWtIIpsqLi5Gv379tA6DiKBSMUtK\n", "SsLatWtx8OBBBAQEAADWrVuHv/71ryxm1Gb87xuZ1lfNZQJYoeH4RNpTvJhdvHgRixcvxscff2ws\n", "ZAAQExODIUOGKD2cQ8vNzcWIESO0DkN3lM+b1lfN2eI0Yy4AzjWyX4pfzbhz507U1tZi/PjxJusf\n", "ffRR/uFdYX/4wx+0DkGXmDc5mDOyb4oXs9zcXHTv3h35+fkYN24cDAYDBg4ciPj4eNTW1io9nEP7\n", "9NNPtQ5Bl5g3OZgzsm+qPGm6qqoK8+fPx+eff44nn3wS//znPxEREYFvvvkGBw8eVHpIh8V79uRh\n", "3uRgzsi+KV7Mbt26hdraWsTFxeHJJ58EAAQHB2PRokVYs2YNvv76a4SEhCg9LDkYx7kknogsYnU3\n", "xxYMHDhQSJIkvvvuO5P1aWlpQpIksWHDBrP3sNEwj8Oa41i+fLnmzWNNl4YGv3Ib9D64Tk6D3uhG\n", "cTh6o+EH49Di59FwHPWfa1u2bOHveRPHoXSjYcWL2QsvvCAkSRKnT582Wf/FF1+02DVfzgE4ssYT\n", "1lE0zJf6D618Gcssme9rvKwV5sVMi+XBD2+1xmj8Ia9VHPaSD0sWfq5ZqzW1QPHTjJMmTUJKSgr+\n", "85//oH///sb13377LYD6Z5uRMry8vLQOQWNyL4kfKvN9jTnSaUZHn2tk7xS/mnHKlCkYMWIE1q1b\n", "hytXrgCo//vG5s2bMX78eIwcOVLpIR3Wq6++qnUIOsW8WY85I/um+DczSZJw4MABLF++HE8//TQ6\n", "duyIe/fu4ZVXXkFcXJzSwxEREanTzsrNzQ2JiYlITExUY/dEREQmFD/N2Nif/vQnODk5YfXq1WoP\n", "5XDOnj2rdQg6xbxZjzkj+6ZqMbt27Zrx1KIkSWoO5ZCWLl2qdQg6xbxZjzkj+6ZqMVuxYgVvkFbR\n", "li1btA5Bp5g36zFnZN9UK2aFhYX429/+hvj4eLWGcHi8NF8u5s16zBnZN9WK2eLFi7F27Vp07txZ\n", "rSGIiIgAqFTMUlNTUV1djd/97ndq7J6IiMiE4sWspqYGy5Ytw+bNm5XeNTXy3nvvaR2CTjFv1mPO\n", "yL4pfp/Zu+++i5CQEAQHByu9a2qkpqZG6xB0inmzHnMmlz08XcHNzQ19+/bVOgx1KdkksqSkRHTr\n", "1k1cunTJuK60tFRIkiTi4+ObfR+75vM4rDmON954o4lGslp0aQ9qIg52zWfX/IbjSLsfh30so0eP\n", "tqvfc6W75ktCCKFUYUxKSsLbb7+NLl26GNfdvn0bRUVF6NGjBzw8PODn54eUlBST9xUUFGDw4MHI\n", "z8/HoEFKNICltqxhvgD5UKZhsFy7AcxkHIyjhTh2ob4ptlaKAMzUxedra2qBoqcZX375Zbz88ssm\n", "6y5cuAAfHx/8/ve/x8qVK5UcjohIB+Q+3YGsoXo7q4Yvfgp+AaT7KioqtA5Bp5g36zFnZN9UK2bX\n", "rl2Dj48PQkJCIEkSNm7cCB8fHyQnJ6s1pMN56aWXtA5Bp5g36zFnZN9U6ZoPAF26dEFpaalauyeA\n", "3VVki9c6AB2K1zoAoodSpZiVlJTgo48+QmZmJoQQuHv3Lnx8fPDWW29hxIgRagzpkLT4Y25xcTFu\n", "3Lhh83Ef1PpLnfn3C+sxZ2TfVClmCxYsQEVFBbKysuDh4YG7d+9i8eLFCA0NRVpaGiIjI9UYllRW\n", "XFyMfv36aR0GEZEZVYqZJElYsWIFPDw86gdxccEf//hHJCUlYcOGDSxmOvW/b2RaX2qcCWCFhuMT\n", "kb1RpZilp6fDxcV01x06dECXLl1QWVmpxpAOKTk5WaP+l1pfatza04zJANg31DrMGdk3Va5mbFzI\n", "AODnn39GRUUFRo8ercaQDqmgoEDrEHSKebMec0b2TfX7zBps374d3bt3x5tvvmmrIdu8rVu3ah2C\n", "TjFv1mPOyL6pdmn+gwoKCrB+/XqkpaXhl7/8pS2GJCIiB6J6MSsqKsLkyZOxa9cuhIaGqj1cm9U2\n", "LoknIlKJ1a2JrfDvf/9beHt7iyNHjjx0O3bNf/hxnDt3TvOO26bL+kadwm3dpf3F+3Gwaz675ttz\n", "1/yGOLZo9PN4cJ8QI0eObNNd81UrZidOnBC9evUSubm5JusHDx5stm1DMZNzAI6gIT/1vxz5Dywj\n", "G/2/2staYf7hrcXy4IeVnPc39cGiRRz2kg+lcuZI+dBTHPr5fG1NLVDlNGNOTg4mTJiAOXPmoLS0\n", "1KStFa/Aa43Gl8THwbaXyLeV04yLtA5Ah5gzsm+qFLOYmBjcvHkTmzdvNntNkiQ1hnRQ47QOQKeY\n", "N+sxZ2TfVClm+fn5auyWiIioSTa5NN9atbW1dvOsrp49e/LbJBGRnVOlmN26dQvx8fHYv38/Hnnk\n", "EbRv3x4rV65ERESERe+PjJyMrKyDaoRmtddeew0vvviipjE0f0n8fgCTbBlKG8G8WY85I/umSjGb\n", "NWsWzpw5g+PHj8Pd3R0ZGRmYPHky9u/fj/Hjx7f4/v/7vwoAzwF4TY3wLObk9DISExORmJioaRzN\n", "ew/8gJGDebMec0b2TfFiduzYMezbtw+pqalwd3cHAEyYMAHPPPMMXnvtNYuKWb0nUF/QtOPk9Cjq\n", "6gD77RLf3daBtBHMm/WYM7Jvihezzz77DAAwZswYk/WjR4/G4cOHkZeXhyFDhig9rMr03iWeiKht\n", "U7zR8KlTp9C5c2fjt7IGffr0AQAUFhYqPSQRETk4xYvZ1atX0alTJ7P1DeuuXr2q9JBEROTg7OrS\n", "/Iar9mpqbqL+1NpHmsZTV9fwINFMaHuq7x/NxPEPALvtIA5ba20cSuWtreTD0jFaypkj5UNPcdR3\n", "YNJDo/BWxah0b63g4GDxi1/8wmz9vn37hCRJIjk52ey1y5cvi549e97vY8aFCxcuXBx16dmzp7h8\n", "+bLVtUfxb2ZBQUE4ceIErl27hi5duhjXl5SUAAAGDBhg9h5PT0/k5eWhvLxc6XCIiEhHPD094enp\n", "afX7JCGEUDKQY8eOISwsDKmpqZg6dapx/fPPP4///ve/KC4uVnI4IiIi5YsZAEybNg3fffcdcnJy\n", "0LVrVxw4cACTJk2y+KZpIiIia6hSzGpraxEfH4+0tDRjO6tVq1ZhwoQJSg9FRESkTjEjIiKyJcXv\n", "MyOyZxcvXsS4cePg5MSpbynmjPRA09lZWFiIhQsXwmAwIDAwEAEBAZg6dSpOnz5ttm1UVBT69u2L\n", "oKAgk2XWrFkaRK4da3IGAMePH8fIkSPRv39/+Pr6Yv78+aiqqrJx1PZh9+7dGDFiBMrKyh76WB/O\n", "tf+xNGcA59rDZGdnw93d3WxOBQUFobS0VOvwNHfr1i3ExsbCz88PAwYMwNChQ5Genm7dTqy+mF9B\n", "vr6+4vnnnxdVVVVCCCFu3rwpJk6cKDp06CBOnjxpsm1UVJQ4duyYFmHaFWtylpeXJzp06CC2bt0q\n", "hBCipqZGhIaGiuDgYHHv3j2bx66lyspKERYWJsrKysTs2bOFJEnNbsu5Vs+anHGuPVx2draYM2eO\n", "1mHYrSlTpoiAgADx008/CSGESE9PFy4uLiIjI8PifWhazPz8/MSpU6dM1hUXFwtJksSLL75osj4q\n", "KkpkZ2fbMjy7ZE3ORo0aJQICAkzWnThxQkiSJHbu3Kl6rPbKkmLGuWaqpZxxrj1cdna2iIqK0joM\n", "u5SdnS0kSRKfffaZyfrnnntO9OnTx+L9aHqa8fTp02Y3UT/++OMAgMrKyqbe4vAszdmVK1eQk5Nj\n", "9vSCoUOHws3NDampqeoHSw6Bc41a42FPWikpKUFeXp5F+9G0mLm4mDcg+f777wHUH0hju3fvxqhR\n", "o/CrX/0KgwcPRlxcHK5fv656nPbE0pwVFhZCCGF8WkEDJycn9OrVi08vaAHnmuU411omhEBxcTGm\n", "Tp2Kp556Cr6+vpg+fTry8/O1Dk1zSj1pxe4uT9q2bRt8fX0xb948k/Vubm7o2LEjMjIycPr0afzl\n", "L3/B3r17MXz4cFRXV2sUrX1oKmcNTydo7gkGfHpB8zjXrMO51rL27dvjzp07iI+Px7/+9S/k5eXB\n", "1dUVwcHBOHz4sNbhaUqpJ60oVsyys7Ph5ORk0XLu3Lkm93HgwAGkpaVh37596NChg8lrmzZtwsaN\n", "G+Hq6goACAwMxAcffIAzZ85g69atSh2GTamds7ZKibw9DOea9TlzJHJyOXz4cHzzzTcwGAwA6v/B\n", "tG3bNvTo0QPR0dFaHk6boVijYYPBgE8//dSibXv27Gm2LicnB/Pnz8ehQ4cQEBBg0X6GDRsGoP6S\n", "YD1SM2fdunUDgCZPjV2/fh3du3eXEbF9aG3e5HD0ufYwbXmuNUWpXLZr1w5BQUHIyMgwa8zuSLp1\n", "69bko18a5pOl80exYta9e3dMmzZN1nu//PJLvPLKKzhw4AACAwPNXq+rq8NPP/1kdlDOzs7G1/VI\n", "zZwNGDAAkiQZn1bQoK6uDufPn0doaKisce1Ba/LWEs4167XludYUObm8du0aXF1d0a5dO5P1ep9X\n", "SpDzpJWmaP43s/T0dOO3i4YP5fLyckycONG4TVlZGXr16mX2A2+4ymXo0KG2C9gOWJKzHj16YOTI\n", "kThy5IjJe0+ePInq6mrVPtj0orkbgDnXmtdczjjXWjZ58mTs3bvXZN29e/dw6tQpeHt7o2vXrhpF\n", "pr2G+dF4/vz9739Hnz59MHjwYMt2pOgNA1ZKTU0V7du3F/Hx8eKTTz4xLh988IHw9vY2bldaWiok\n", "SRJvvfWW8QbMS5cuiYEDB4pevXoZb7RzBJbmTIj6G1kfffRRsW3bNiFE/Q3Wo0aNEsOHDxd1dXVa\n", "hG8XHnbPFOda0yy5aZpzrXmjRo0SAwcOND508t69eyI2NlZIkiRSU1M1jk57U6dOFQEBAaKiokII\n", "IURGRoa+bpp2d3cXTk5OQpIks8XHx8e43e3bt0VSUpJ49tlnhcFgEAEBAcLb21vMnTtXlJeXa3gE\n", "tmdpzhocP35chISECIPBIPr16yfmzZtn7B7iaGbMmCG8vb2Fq6urcHJyEt7e3sLb21tcuXLFuA3n\n", "milLctaAc615x48fF3PnzhX9+/cXgYGB4oknnhBjxowRhw8f1jo0u3Dr1i0RGxsrfH19RWBgoBgy\n", "ZIhIT0+3ah/smk9ERLqn+d/MiIiIWovFjIiIdI/FjIiIdI/FjIiIdI/FjIiIdI/FjIiIdI/FjIiI\n", "dI/FjIiIdI/FjIiIdI/FjIiIdI/FjIiIdI/FjIiIdI/FjIiIdO//Ab28wD0mff2dAAAAAElFTkSu\n", "QmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAG79JREFUeJzt3X1UVHX+B/D3AJoZaKKuYicETUDG8Ak1TEV0tQ0VtaO5\n", "pqa2me5qJidTihTQMteHTfIhNyU30yVaTRPwgVxF1jVdkWPYSkk/MDInV0pQYsUHvr8/iFlmBpk7\n", "l3vnzmXer3Pm2F7u3O/nfvjCZ+fyvZ9rEEIIEBER6ZiH1gEQERE1FosZERHpHosZERHpHosZERHp\n", "HosZERHpHosZERHpHosZERHpHosZERHpHosZERHpnkPFrKysDFOmTIGHhwdKSkoa3FcIgYEDB0ra\n", "l4iIqDEkF7OsrCyEh4fjyy+/hMFgsLv/hx9+iJMnT0ral4iIqDEkF7O33noLn376KcaPHw977Rxv\n", "3LiB+Ph4jBkzxu6+REREjSW5mB05cgRGo1HSvsuXL0d0dDT69OkjOzAiIiKpJBczqZcLL1y4gA8+\n", "+AArVqzgpzIiInIKxVczLliwAPHx8Wjbtq3ShyYiIqqXosUsPT0dJSUlmDdvnpKHJSIiapCXUgeq\n", "qqrCyy+/jHfffRceHo7XSJPJBJPJpFQ4RESkQ35+fvDz83P4fYoVs7Vr18JoNGL48OE2X7P3tzOT\n", "yYSgoCBUVFQoFQ4REelQp06dkJub63BBU6yYHT16FJcuXULv3r3N23744QcAQHR0NJo3b45FixZh\n", "8uTJNu81mUyoqKjAjh070L17d6VCavJGjBiBzz77TOswdKep5a2goABTp04FogC0UWmQTACj7Oxz\n", "DcBR8Oe4jqY219RWO5dNJpN2xay+b1hSUhKSkpJw4MAB+Pv72z1G9+7duZzfAY899hjzJUOTzVs3\n", "AJ1UOvY5AGF29rkM4Ch/jutqsnPNBcleACJl2X3tPlyirw5PT0+tQ9Al5k0GNvKRhXPNeSQXs7i4\n", "OAQGBiI5ORkGgwGDBg1CYGAg8vLybPbdsmWLzb5dunRBeXm5osETEREBDlxmXLlyJVauXClp31mz\n", "ZmHWrFmygyIiInKEw5cZHemcT+qqrq7WOgRdYt5k4F8KZOFccx6HipmUzvkHDx7EhAkTEBISgrCw\n", "MBiNRsTGxuLq1auKBEz/88QTT2gdgi4xbzI8onUA+sS55jwOFTN7nfN/+OEHREdHIzQ0FAUFBcjP\n", "z8f+/fuRkZGBAQMG4MaNG4oFTsCLL76odQi6xLzJMEDrAPSJc815HCpmUjrn+/r6YtmyZeZPbp07\n", "d8bixYtx8eJF7Nq1S36kRERE9+BQMbPXOb9jx47mG6XreuihhwDU/L2NiIhIaYp3zffysl0g+fXX\n", "XwMAoqKilB7OrX311Vdah6BLzJsM/JO3LJxrzqN4MbN2+/ZtbNmyBdOmTUOvXr3UHs6tLFq0SOsQ\n", "dIl5k4EdmWThXHMe1YtZfHw8WrZsiU2bNqk9lNvZsGGD1iHoEvMmQ7TWAegT55rzqFrM1qxZg8OH\n", "DyMrKwsPPPCA3f2jo6MRExNj8YqIiMDevXst9svKykJMTIzN++fOnYuUlBSLbXl5eYiJiUFpaanF\n", "9oSEBPzxj3+02FZSUoKYmBibSwPr16/HK6+8YrGtsrISMTExOH78uMX21NRUzJw50ya2SZMmKX4e\n", "/v7+TeI8AOd+P/z9/ZvEeQA134+jR49abvwGwF9tdq1pFmzdsOfyL/v+bLX9KIC6ITwIoOyXfa0v\n", "OZ4CkGW5yR3nVX3n4e/v3yTOA1D++5GamoqYmBiMGDECHTt2xLBhw7BgwQKb40tlEDIaJyYmJmLZ\n", "smW4ePHiPRsIr1ixAunp6Th48CBat27d4PHy8vLQt29fnDlzhk05iRxU+/ODF6Beo2EpLgN4D/w5\n", "JtkaUwtU+WQWHx+PrKwsHD582FzIMjIysGzZMjWGIyIiN9eoYlbfh7oFCxZg8+bNmDJlCvbs2YMd\n", "O3Zgx44dSE9PR3FxcWOGIyvWlx1IGuZNhuP2dyFbnGvO49DzzOLi4pCWloaysjJzN3wvLy/s3r0b\n", "ffr0QX5+Pt555x0YDAbMnj3b4r0GgwHTp09XNHh3V1lZqXUIusS8yXBb6wD0iXPNeRwuZt999x1S\n", "U1Pr/XtZWFgYG2s6UVJSktYh6BLzJgNvEZWFc815JF9mlNJkGKh57HV0dDS6d++O4OBgTJ48GZcv\n", "X1YkWCIiovpILmb2mgwDNUtFBw8ejLCwMBQUFOD8+fMwGAyIjIxkk2EiIlKN5GImpclwQkIChBDm\n", "VYuenp5Yu3YtiouLsW7dusZFSjas7+EgaZg3GazvQyNJONecR3Ixs9dk+O7du9i9ezcef/xxNG/e\n", "3Lzdz88PISEhSEtLkx8l1eu5557TOgRdYt5k+FTrAPSJc815FLvPrKioCBUVFejatavN17p06YKv\n", "vvoKt29zSZSSEhMTtQ5Bl5g3GYZqHYA+ca45j2LFrPZJ0q1atbL5WqtWrVBdXY2ffvpJqeEIYJcF\n", "mZg3GbTsLKJjnGvOo3qjYSIiIrUpVszatWsHALh+/brN165fvw5PT0/4+voqNRwREZGZYsWsa9eu\n", "8PHxQVFRkc3XioqKEBISgmbNmjV4DHbNd+w8UlJSmsR5AM79fqSkpDSJ8wCc2DU/D+yaL+M8UlJS\n", "msR5AE2wa35DHfNnzpyJffv2wWQymVc0mkwmPPzww0hISMCSJUvqPSa75sszd+5cbNy4UeswdKep\n", "5c0pXfMzAYyysw+75ttoanNNbZp0za+vBiYlJcHDwwNLly4FANy5cwcLFy5Ely5dEBsbK3cougf+\n", "kMjDvMlgr5BRvTjXnEdyMYuLi0NgYCCSk5PNTYYDAwORl/e/6xb+/v7IyclBfn4+unfvDqPRiOrq\n", "amRnZ8Pb21uVEyAiIpLcaHjlypVYuXKl3f26d++O/fv3NyooIiIiR3BpPhER6Z5Dj4CR6uzZs0hI\n", "SEBhYSG8vGqGmDp1Kl5++WV4enqqMaRbiomJwb59+7QOQ3eYNxn+CuAZabsWFBSoGooUPj4+6Nat\n", "m9ZhcK45keLFrKSkBFFRURg1ahTy8/Ph5eWF06dPIzIyEleuXMHatWuVHtJtzZs3T+sQdIl5k6G/\n", "hH3Ka/6ZOnWqqqFIdeHCBc0LGuea8yhezDIzM1FeXo6FCxeaP5X169cPI0aMwM6dO1nMFDRy5Eit\n", "Q9Al5k2GRyTsU9t69SkA7VSMxZ5SAJ/AJR47xbnmPIoXs9rLiNZNhW/dumX3pmkiagLagb0cyekU\n", "XwDyzDPPwGg0IjExEeXlNdcdMjMzkZ2djeXLlys9HBERkfLFzNvbG0eOHIGnpyfatWsHPz8/TJ8+\n", "HZs3b8aMGTOUHs6tWbebIWmYNxm0X9OhS5xrzqN4MSssLER4eDjuu+8+lJaWwmQyYf/+/Xj11Vcx\n", "e/ZspYdza6mpqVqHoEvMmwxfah2APnGuOY/ifzN7/fXX8f3332PLli1o3bo1AKB///5YvHgxYmNj\n", "MWHCBIwYMULpYd0Sn94tD/Mmw0StA3CcK9wi8MYbb2gdgttQ/JNZfn4+2rdvjwcffNBie1BQEADg\n", "iy++uOd72TWf58HzcNGu+YBDXfNx65d9v7Xafg5AfVfe/gbbS5lyz6POLQJ9+/bV9BUUFIRt27bp\n", "cl41+a759kRFReH48eMoKyvDAw88YN7+7rvvYu7cudi+fbvNfSjsmk8kn1O65kuRD+ATuE4cLnKL\n", "AH+vSdeYWqD4ZcYFCxYgJycHsbGx2LRpE7y8vFBUVITVq1cjMDAQTz31lNJDEhHZ4i0CbkXxy4xj\n", "x47FkSNH8N1336FHjx4ICwvDmDFjMHbsWJw8eRItW7ZUeki3Vd/lAbKPeZOBi/LIxanSmzEyMhKR\n", "kZFqHJrqYHcBeZg3GbpqHQBRw1QpZuQckydP1joEXVIyb4WFhZq3TXLKqr1H1R+CqDFUK2YHDx7E\n", "mjVrUFZWhuvXr6NZs2YYN24c3nzzTbWGJHKqwsJC8ypdItKWKsVs69atWL58OQ4cOIDQ0FAAwIoV\n", "K/CXv/yFxYyaDPMnMq1XzRWiZik9kRtTvJhdunQJ8+fPxwcffGAuZAAQGxuL8PBwpYdza8ePH8eg\n", "QYO0DkN3FM+b1qvmSu3v0mjfAujshHGIZFJ8NeP27dtRVVWFUaNGWWy///77+Yd3ha1atUrrEHSJ\n", "eZPhn1oHQNQwxYvZ8ePH0b59e5w5cwYjR46E0WhEr169kJiYiKqqKqWHc2sfffSR1iHoEvMmwwSt\n", "AyBqmCpPmi4vL8ecOXPw6aef4pFHHsHnn3+OMWPG4NSpUzhw4IDSQ7ot3rMnD/MmQ3OtAyBqmOLF\n", "7ObNm6iqqkJ8fDweeaTm8bQRERGYN28eli1bhn/84x8YPHiw0sOSm3GbJfFEJInilxl9fHwAAL16\n", "9bLYXvu/T58+fc/3stEwz0PKeSxZsgRBQUGaN5G17jEKQJsGvZettrl7o+G6XOA8Pv/8c/6c13Me\n", "Lt9oeMqUKUhNTUV+fj569Ohh3p6eno6xY8di1apVWLhwocV72GhYnldeeQWrV6/WOgynMzfWlbsk\n", "/iSAxxQIpHZJvKs01lUzjiwA9tZvuVqjYa3juAzgPTYadoRLNRoeN24cUlNT8cUXX1gUsy+/rHm6\n", "X//+/ZUe0m35+/trHYK25C6Jf0jm+6w5Y0m8q2itdQBEDVP8MuOECRMwaNAgrFixAleuXAFQ8/eN\n", "9evXY9SoURgyZIjSQ7qtF198UesQ9GmA1gHoEHNGLk7xT2YGgwGZmZl4/fXXMWDAALRs2RJ3797F\n", "Cy+8gPj4eKWHIyIiUqedlY+PD5KTk5GcnKzG4YmIiCwofpnR2p///Gd4eHggKSlJ7aHcjvUqJpLI\n", "ehUb2ceckYtTtZhdu3bNfGnRYDCoOZRbWrRokdYh6NNnWgegQ8wZuThVi9mSJUt4g7SKNmzYoHUI\n", "+hStdQA6xJyRi1OtmOXn5+OTTz5BYmKiWkO4Pbdfmi/Xg1oHoEPMGbk41YrZ/PnzsXz5crRuzRtU\n", "iIhIXaoUs7S0NFRUVOB3v/udGocnIiKyoHgxq6ysxOLFi7F+/XqlD01WrHu1kUTWvfrIPuaMXJzi\n", "95m99dZbGDx4MCIiIpQ+NFmprKzUOgR9uq11ADrEnMnmCk9X8PHxQbdu3bQOQ1WKfjIrLi7G5s2b\n", "6/3EIKWfMbvmO3YeSUlJTeI8AMe+H/U+XNOR7uZRUKZL+4l69m2qXfOjwK75dUk5j/Kaf6ZOnar5\n", "Ex6CgoIwfPhwl/o5d+mu+Vu3bsUbb7yBNm3amLfdunULBQUF6NChAzp27IiQkBCkpqZavI9d88kR\n", "5q75WndFd5Xu7IzDteOQ+3QHpZTWxKGH368u0zX/+eefx/PPP2+x7dtvv0VgYCB+//vfY+nSpUoO\n", "R0Tk+uQ+3YEcono7q9oPfgo/No0Am4/wJJH1pSiyjzkjF6daMbt27RoCAwMxePBgGAwGrFu3DoGB\n", "gTbXVkm+5557TusQ9OlTrQPQIeaMXJwqXfMBoE2bNiguLlbr8ASwu4pcQ7UOQIeGah0AUcNUKWZF\n", "RUV47733sH//fgghcOfOHQQGBuK1117DoEGD1BjSLWnxx9zCwkLcuHHD6ePW1eilzvz7heOYM3Jx\n", "qhSzP/zhDygtLUVWVhY6duyIO3fuYP78+YiMjMSePXvqXd5Jrq+wsBBBQUFah0FEZEOVYmYwGLBk\n", "yRJ07NixZhAvL/zpT3/C1q1bsXbtWhYznTJ/ItN6qXEhau4fIiL6hSrFLD09HV5elodu0aIF2rRp\n", "g7KyMjWGdEspKSna9L/UeqlxYxdx5gFw7dttXA9zRi5OldWM1oUMAH766SeUlpZi2LBhagzplvLy\n", "rNsgkCQmrQPQIeaMXJzq95nV2rx5M9q3b49XX33VWUM2eRs3btQ6BH0apXUAOsSckYtTbWl+XXl5\n", "eVizZg327NmDX/3qV84YkoiI3IjqxaygoADjx4/Hjh07EBkZqfZwTVaTWBJPRKQSVYvZ2bNnMX78\n", "eLz//vsYPny43f2jo6PRv39/i21Xr17F4sWLMW7cOPO2rKwsbNiwAfv27bPYd+7cuejTp4/Fooi8\n", "vDwkJibi/fffR7t2/1uCl5CQgJYtW2Lx4sXmbSUlJZg3bx5WrVqFkJAQ8/b169ejpKQEq1evNm+r\n", "rKzEb3/7WyxatMji3rnU1FRkZWVh27ZtFrFNmjQJkydPlnUeLrck/iIsF4B8A+BfAJ6x2i8TgB8s\n", "Fw5cBpANYCyAB+psPwqgGYC6tyGWAdgPYASA9nW2/189Md0CsAvA4wA619l+7pf9x1nt/zcAPQB0\n", "b8R53KtrvtTzOIWazuojG3kePlbbnP39qD2Pjo08j8Z+P2rPoy4tvh/W53Hpl9ic/f2oex4AYmNj\n", "8eabb6r++wqQ9ns3NTUVqamp+O9//4tz584hNDQUd+7cgVyKds2v69SpU5g0aRJ27tyJxx9/3Lw9\n", "PDwcubm5Fvuya37DzF3irZfEHwTwGycGUrsk3lW6kcuN46+w/cWiRRxKcUYcUnLmTvnQUxyXAbzH\n", "rvmy5OTkYPTo0Zg5cyaKi4st2lpxBV4jWC+JHwLn/pA0lb7G/e3vQlaYM3JxqhSz2NhY/Pzzz1i/\n", "fr3N1wwGgxpDuqdHtA5Ap5g3xzFn5OJUKWZnzpxR47BERET1csrSfEdVVVW5zLO6OnXqxE+TREQu\n", "TpVidvPmTSQmJmLv3r2477770Lx5cyxduhRjxoyR9P6YcTHIOpilRmgOe+mll/Dss89qGsM9l8QX\n", "wHLVFEnDvDmOOSMXp0oxmzZtGs6fP48TJ07A19cXGRkZGD9+PPbu3YtRo+y3EvjP1f/UXKMfoEZ0\n", "0nlkeCA5ORnJycnaBnIv/wR/wcjBvDmOOSMXp3gxO3bsGHbv3o20tDT4+voCAEaPHo1f//rXeOml\n", "lyQVMwBAKwDdlI7OMR7NPFCNatftEt/S2YE0Ecyb45gzcnGKF7OPP/4YAGxukh42bBgOHTqE3Nxc\n", "hIeHKz2suvTeJZ6IqIlTvNHw2bNn0bp1a/Onslpdu3YFAOTn5ys9JBERuTnFi9nVq1fRqlUrm+21\n", "265evar0kERE5OZcaml+7aq9yspKoAJAbsP7q636v9U1/1EIbS/1laD+OEpQ0zJH6zicrbFxKJW3\n", "ppIPqWPYy5k75UNPcVyr+UcPjcIbFaNQWEREhHjwwQdttu/evVsYDAaRkpJi87XLly+LTp06CQB8\n", "8cUXX3y58atTp07i8uXLDtcexT+Z9e7dGydPnsS1a9fQpk0b8/aioiIAQM+ePW3e4+fnh9zcXJhM\n", "fJwtEZE78/Pzg5+fn8PvU7xr/rFjxxAVFYW0tDRMnDjRvP3JJ5/EN998g8LCQiWHIyIiUucRME8/\n", "/TT+/e9/IycnB23btkVmZibGjRsn+aZpIiIiR6hSzKqqqpCYmIg9e/aY21klJCRg9OjRSg9FRESk\n", "3sM5iYiInEXx+8yIXNmlS5cwcuRIeHhw6kvFnJEeaDo78/PzMXfuXBiNRoSFhSE0NBQTJ07EuXPn\n", "bPadMWMGunXrht69e1u8pk2bpkHk2nEkZwBw4sQJDBkyBD169EBwcDDmzJmD8vJyJ0ftGnbu3IlB\n", "gwahpKSkwcf6cK79j9ScAZxrDcnOzoavr6/NnOrduzeKi4u1Dk9zN2/eRFxcHEJCQtCzZ0/069cP\n", "6enpjh3E4cX8CgoODhZPPvmkKC8vF0II8fPPP4uxY8eKFi1aiNOnT1vsO2PGDHHs2DEtwnQpjuQs\n", "NzdXtGjRQmzcuFEIIURlZaWIjIwUERER4u7du06PXUtlZWUiKipKlJSUiOnTpwuDwXDPfTnXajiS\n", "M861hmVnZ4uZM2dqHYbLmjBhgggNDRU//vijEEKI9PR04eXlJTIyMiQfQ9NiFhISIs6ePWuxrbCw\n", "UBgMBvHss89abJ8xY4bIzs52ZnguyZGcDR06VISGhlpsO3nypDAYDGL79u2qx+qqpBQzzjVL9nLG\n", "udaw7OxsMWPGDK3DcEnZ2dnCYDCIjz/+2GL7b37zG9G1a1fJx9H0MuO5c+dsbqJ+6KGHAABlZWVa\n", "hOTypObsypUryMnJsXl6Qb9+/eDj44O0tDT1gyW3wLlGjdHQk1aKioqQmyutr6GmxczLy7YByddf\n", "fw2g5kSs7dy5E0OHDsWjjz6Kvn37Ij4+HtevX1c9TlciNWf5+fkQQpifVlDLw8MDnTt35tML7OBc\n", "k45zzT4hBAoLCzFx4kT0798fwcHBmDx5Ms6cOaN1aJpT6kkrLrc8adOmTQgODsbs2bMttvv4+KBl\n", "y5bIyMjAuXPnsG3bNuzatQsDBw5ERUWFRtG6hvpyVvt0gns9wYBPL7g3zjXHcK7Z17x5c9y+fRuJ\n", "iYn417/+hdzcXHh7eyMiIgKHDh3SOjxNKfWkFcWKWXZ2Njw8PCS9Lly4UO8xMjMzsWfPHuzevRst\n", "WrSw+No777yDdevWwdvbGwAQFhaGt99+G+fPn8fGjRuVOg2nUjtnTZUSeWsI55rjOXMncnI5cOBA\n", "nDp1CkajEUDN/2HatGkTOnTogAULFmh5Ok2GYo2GjUYjPvroI0n7dupk+9jmnJwczJkzBwcPHkRo\n", "aKik4zz22GMAapYE65GaOWvXrh0A1Htp7Pr162jfvr2MiF1DY/Mmh7vPtYY05blWH6Vy2axZM/Tu\n", "3RsZGRk2jdndSbt27ep99EvtfJI6fxQrZu3bt8fTTz8t672fffYZXnjhBWRmZiIsLMzm69XV1fjx\n", "xx9tTsrT09P8dT1SM2c9e/aEwWAwP62gVnV1NS5evIjIyEhZ47qCxuTNHs41xzXluVYfObm8du0a\n", "vL290axZM4vtep9XSpDzpJX6aP43s/T0dPOni9pfyiaTCWPHjjXvU1JSgs6dO9t8w2tXufTr1895\n", "AbsAKTnr0KEDhgwZgsOHD1u89/Tp06ioqFDtF5te3OsGYM61e7tXzjjX7Bs/fjx27dplse3u3bs4\n", "e/YsAgIC0LZtW40i017t/LCeP3//+9/RtWtX9O3bV9qBFL1hwEFpaWmiefPmIjExUXz44Yfm19tv\n", "vy0CAgLM+xUXFwuDwSBee+018w2Y33//vejVq5fo3Lmz+UY7dyA1Z0LU3Mh6//33i02bNgkham6w\n", "Hjp0qBg4cKCorq7WInyX0NA9U5xr9ZNy0zTn2r0NHTpU9OrVy/zQybt374q4uDhhMBhEWlqaxtFp\n", "b+LEiSI0NFSUlpYKIYTIyMjQ103Tvr6+wsPDQxgMBptXYGCgeb9bt26JrVu3iieeeEIYjUYRGhoq\n", "AgICxKxZs4TJZNLwDJxPas5qnThxQgwePFgYjUYRFBQkZs+ebe4e4m6mTJkiAgIChLe3t/Dw8BAB\n", "AQEiICBAXLlyxbwP55olKTmrxbl2bydOnBCzZs0SPXr0EGFhYeLhhx8Ww4cPF4cOHdI6NJdw8+ZN\n", "ERcXJ4KDg0VYWJgIDw8X6enpDh2DXfOJiEj3NP+bGRERUWOxmBERke6xmBERke6xmBERke6xmBER\n", "ke6xmBERke6xmBERke6xmBERke6xmBERke6xmBERke6xmBERke6xmBERke6xmBERke79P4PjcBxp\n", "MCdhAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "022\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtcVHX+P/DX4eItSFNcwFbATBQxlMBWNA1MdL3MlK6X\n", "1WzFrq5Wi5uFpgnarmHmQxeT8qvmr1VBSryklVCxKtrDVkBDC4IeckkhlQwUWYHg8/sDIWcGcM54\n", "Zs5cXs/H4zx69Jkz5/P+fDhn3s6Zc95HEkIIEBER2RkntQMgIiIyByY4IiKyS0xwRERkl5jgiIjI\n", "LjHBERGRXWKCIyIiu8QER0REdokJjoiI7BITHBER2SVZCa6yshJPPPEEnJycUFpaaq6YiIiI7pjR\n", "CS49PR2hoaE4e/YsJElqc73NmzcjJCQEQUFBCAwMRGRkJI4cOaJIsERERMYyOsG9+eab2L9/PyZP\n", "noy2ylcmJCRg3rx5WLFiBXJzc3H27FkEBwdj3LhxyM7OVixoIiKi2zE6wWVkZCAwMLDddXbu3IkH\n", "HngAkyZNAgBIkoQlS5agrq4Ou3fvvrNIiYiIZDA6wbV3WrKZi4sL6uvrddrq6upaXiMiIrIURa+i\n", "XLZsGYqKirB582YIIXDjxg0sWbIEPj4+mD9/vpJdERERtUvRBDd+/Hjs2bMH//znP+Hh4YEePXqg\n", "oKAA6enp8Pb2VrIrIiKidil63jAxMRELFy7E+++/j1mzZqGhoQFvv/02hg4dig8//BDjxo1r873l\n", "5eUoLy9XMhwiIrIx3t7eyn0hEjLFxsYKSZJESUmJTvuVK1dEx44dxeTJkw3eM2TIEHHvvfe2uc2y\n", "sjLh5uYmAHDhwoULFwdeevXqJcrKyuSmplYp9g2uoKAAdXV16N+/v8Fr/v7++Oabb1BRUQEPDw+D\n", "18vLy1FdXY0dO3YgICBAqZDsXmRkJD7//HO1w7A5nDf5OGem4bzJk5eXh9mzZ6O8vFyRb3GKJThP\n", "T08AQHFxscFrxcXF6Ny5M7p27druNgICAvDggw8qFZLdGzZsGOfLBJw3+ThnpuG8qUt2qa7U1FQI\n", "IXD+/Hmd1/z8/DB58mSkpqbq/Itl27ZtOHnyJBYsWABXV1dloiYAgLOzs9oh2CTOm3ycM9Nw3tRl\n", "9De4GTNmYM+ePS1VTKZOnYqOHTsiNTW15V8oSUlJWL9+Pf7yl7+gsrISANDY2Ah/f39ERkaaIXwi\n", "IqLWGZ3gLl26hNOnT+Ojjz7CypUrceLECfj4+Ois4+TkhEOHDiEyMhKbNm1C586dce3aNURERODk\n", "yZNMcmQRhYWFuHbtWpuvV1VVIScnR9E+3d3d0a9fP0W3SUR3xugEl5GRAUmS8NFHH7W5zoYNG3Dm\n", "zBl89tln6NSpE4CmA3/79u1wcuKTeZTW2NiodghWp7CwEP7+/rddLyQkRPG+CwoK7DbJcV8zDedN\n", "XUYnOGNKdb333nsYM2ZMS3JrxisjzaO9+wod1W/f3HYAaGu/2wXgzwr2mgdgdrvfGm0d9zXTcN7U\n", "pdhVlJcuXcIPP/wArVaL1atXIzU1FVVVVfDx8cHf//53jB8/Xqmu6KYXX3xR7RCsWACAtq5e41Vt\n", "cnFfMw3nTV2KnTdsfgDqpk2bUFxcjMzMTJw9exYjRozApEmTsGvXLqW6IiIiui3FEtyNGzcAND01\n", "YN26dejYsSNcXV0RGxsLX19fLF26VKmuiIiIbkuxBOfu7g4A6Nevn85vcJIkISgoCEVFRbhy5Uq7\n", "25gwYQK0Wq3OEhYWhn379umsl56eDq1Wa/D+BQsWYOvWrTptOTk50Gq1qKio0GmPjY3F6tWrddpK\n", "S0uh1WqRn5+v075hwwa88sorOm01NTXQarU4duyYTntycjLmzp1rENuMGTMUH0d+fr5djANQ7u9x\n", "6tQpvSiSAeiPIx/ADAD79NrTARiOA1gAYKteW87Nde1vv2ptHPn5+XYxDsCyf4/8/Hy7GAeg/N8j\n", "OTkZWq0WkZGR8PLywujRoxEdHW2w/Tsit7ZXW7Uor1+/LlxdXUVISIjBe6ZMmSIkSRKXL19udZvZ\n", "2dkCgMjOzpYbjkPTaDRqh2B1mvclIFsAoo1F085rpiz2v/9yXzMN500epXOByZVMLly4oPNaly5d\n", "EBkZicLCQvzvf/+DEALDhw+Hk5MTTp8+jT59+rRah5JM984776gdgo3ivMnFfc00nDd1GZ3g0tPT\n", "ERoaikuXLgFAS0WTW61atQoNDQ14/fXXsX37dpw4cQJAUy3K+Ph4hUKmZvo32pOxOG9ycV8zDedN\n", "XUYnuGeeeQY3btzA1atXATSV6urTp49ORYjBgwfj8OHDyMnJwVNPPYXOnTtDCIFt27Zh2rRpykdP\n", "RETUBqMTXElJCc6fP4+YmBhIkoQTJ06gqKjIoFJ2aGgoQkND8fTTT+PVV1+FJEkIDw9XOm4iIqJ2\n", "GZ3gjKlkAjSVK/rggw+watWqVk9jknL0r6oiY3He5OK+ZhrOm7oULxAZHR2NpUuXokePHkpvmvTU\n", "1NSoHYKN4rzJxX3NNJw3dSma4A4cOIDS0lK88MILSm6W2rBixQq1Q7BRnDe5uK+ZhvOmLsVqUdbW\n", "1uLll1/Gu+++yycHEBGR6hTLRGvXrkVgYCAeffRRg9f4WxwREVmaYgnuP//5D/Lz8xEcHNyybNq0\n", "CUBTCa7g4GAkJye3uw2W6pI3joqKCrsYB2DpUl0VYKmum6Mw8u9RUVFhF+MALPv3qKiosItxAA5e\n", "qqs1cXFxRq3LUl2mYRkgQyzVZR7c10zDeZNH1VJdQNNTA4QQ8PX1bXlETjvJU+e/pKy4uDi1Q7BR\n", "cWoHYHO4r5mG86YuoxPc4sWL4eXlhTVr1rS0jRgxQqeSCQAcOnQIISEh6NChA9544w0IITBo0CD4\n", "+vqiqqpKucjJ4CZ7MhbnTS7ua6bhvKnL6AQXHx+PgIAA5ObmIjY2FpIk4fjx4zp/wJ9++gkTJkzA\n", "xIkTUVtbi4aGBhQXF8PLywvOzs68upKIiCxGVsbJyMhAYGBgu+t0794dK1eubKl84uvri5iYGBQX\n", "F2P37t2mR0pERCSDrAR3u3JdXl5e+Omnnwza7733XgBNj9sh5ehfuUTG4rzJxX3NNJw3dSl+ztDF\n", "xfDe8e+//x4AEBERoXR3Dk3/908yFudNLu5rpuG8qcvsP4rV19dj8+bNePLJJzFkyBBzd+dQNm7c\n", "qHYINorzJhf3NdNw3tSlWKmutixduhRdunRBYmKiubsiUlVeXp7F+nJ3d0e/fv0s1h+RTTLl5jlj\n", "b/Zes2aNCA4OFleuXGl3veab+zw9PYVGo9FZhg0bJvbu3auzflpaWqs3UM6fP19s2bLFYNsajUZc\n", "vnxZp3358uUiPj5ep62kpERoNBqRl5en056QkCAWLVqk03b9+nWh0WhEZmamTntSUpKIiooyiG36\n", "9OkchwXGsWXLFr0bvZMEENXKzdnTBbBXry2tjZvA5wtgSys3d2sEcPnmdmDxpaCgwOr/HvayX3Ec\n", "yo8jKSlJaDQaMWbMGOHp6SkiIiLEyJEjFb3RWxJC/l3YcXFxWLlyJYqLi9t8JPuqVatw4MABHDp0\n", "CF27dm13ezk5OQgJCUF2djbvG6E70rwvAdmw3P1uOwHMBrADQIAF+ssDMJvHC9kdpXOBWU5RLl26\n", "FMePH8cXX3yBu+66CwBw8OBB5OTkYPny5ebo0iFptVp8/PHHaodhg7QAzDFvAbDXm8i5r5mG86Yu\n", "WQmusrISCxYsQFJSEiRJarUEV3R0NLZv3474+Hjs3bu3pT0zMxN1dXV3HjG14HP3TMV5k4v7mmk4\n", "b+oyOsGlp6djxowZuH79OoCme+IefvhhuLi4IDU1FQ8++CByc3ORkJAAIQSee+65lvdKkgRJkjBn\n", "zhzlR+DAxo4dq3YINorzJhf3NdNw3tRl9G0Cb775Jo4dO4bXXnsNkiShqKgIP/74I4qKilrOlXbr\n", "1g3du3dHTEwMhBD49ddfMXPmTPTt2xeVlZV4//33zTYQIiKiWxmd4Iwp0xUbGwshBFauXAkAcHZ2\n", "xtq1a1FUVIT169ffWaREREQyGJ3gblemq6GhAampqRgxYgQ6dOjQ0u7t7Y0BAwYgJSXF9CipVfoP\n", "JCRjcd7k4r5mGs6buhSrZHLu3DlUV1ejb9++Bq/dd999yM/PR319vVLdEXDbJ6RTWzhvcnFfMw3n\n", "TV2KJbjLly8DAO6++26D1+6++240NjbiypUrSnVHAL8Vm4zzJhf3NdNw3tRl9lJdRGQeliwNBrA8\n", "GNkguaVP2irT9f333wtJkkR0dLTBezQajXBxcRF1dXWtbpOlujgO2y7VteOWPpcLIF5v3ZKb6+bp\n", "tScIYJFe2/Wb62bqtd86DnVKgwEQo0ePdsj9iuNwkFJdbZXpamhoQPfu3REeHo79+/frvGfQoEGQ\n", "JAlnzpxpdZss1UVKUbdUl6X6tHRpMIDlwcgSrLZUl7OzM6ZMmYKPP/4YdXV1LVdSlpeXIz8/H7Gx\n", "sUp1RTfNnTsX27ZtUzsMGzQXgD3MmyVLg8VZqB/7wmNUXSZfZNLaF78VK1bAyckJzz//PB577DEE\n", "BAQgICAAzs7OAJq+5ZFyWCXBVJw3+YapHYBN4jGqLqO/wS1evBgpKSmorKxstUwXAPj4+GDXrl34\n", "4x//iC5dusDLywvjx4/Hk08+ialTp6KyshJr164122AczcyZM9UOwUZx3uT7I4Clagdhc3iMqsvo\n", "BBcfH4/4+PjbrldQUICGhgYcOXJE5wnekZGR2LlzJxMcERFZhGL3wTVrPh2pf1N3XV0dXF1dle6O\n", "iIioVYonuFmzZiEwMBBxcXGoqqoCAHzyySc4fPgw3njjDaW7c2jHjh1TOwQbxXmT75TaAdgkHqPq\n", "UjzBubm5ISMjA87OzvDw8IC3tzfmzJmD9957D1FRUUp359DeeusttUOwUZw3+f6tdgA2iceouhRP\n", "cIWFhQgNDUXHjh1RUVGB8vJyfPrpp1iyZAmef/55pbtzaLt27VI7BBvFeZNvldoB2CQeo+pSPMEt\n", "W7YMFy5cwObNm9G1a1cAwEMPPYSYmBhs3rwZn3/+udJdOqwuXbqoHYKN4rzJ11ntAGwSj1F1KZ7g\n", "cnNz0bNnT3Tr1k2n3d/fHwDwzTfftPneCRMmQKvV6ixhYWEGj5xIT0+HVqs1eP+CBQuwdetWnbac\n", "nBxotVpUVFTotMfGxmL16tU6baWlpdBqtcjPz9dp37BhA1555RWdtpqaGmi1WoNz7MnJyZg7d65B\n", "bDNmzOA4LDCOU6f0fytKRtON3QYjgeFjc9IBGI4DWABgq15bzs11K/TaYwGs1msrvbluvl77BgCv\n", "6LXV3FxX/7cbaxgHsHDhQofcrzgO5ceRnJwMrVaLyMhIeHl5YfTo0YiOjjbY/h1RpODXLcLDw4WL\n", "i4uorq7WaU9MTBSSJInt27cbvKe5FqVS9cfIcTXvS7/VorTEssPCfVq6v+bamzxGybyUzgWKf4OL\n", "jo5GY2MjFi5ciF9//RVA07Pi1qxZgz59+mDKlClKd+mw9P+VRsbivMm3Xu0AbBKPUXUpnuAee+wx\n", "ZGRk4NSpU+jatSu6dOmCgIAAVFVVQaPR8Jy0gm4tdk1ycN7k81I7AJvEY1Rdiic4oOlKykuXLuHk\n", "yZOoqalBbW0tXn75ZXz66afm6M5hvfjii2qHYKM4b/L9We0AbBKPUXUp/sDT8+fP46WXXsIHH3yA\n", "gQMHtrQvXLgQoaGhSndHRETUKsW/wf373/9GbW0tJk6cqNPeuXNnVtYmIiKLUTzBHTt2DD179kR2\n", "djbGjh2LwMBADBkyBHFxcaitrVW6O4emf3kwGYvzJl+R2gHYJB6j6lI8wZWWlqKqqgrz5s1DYmIi\n", "vv32W7z77rt455138PjjjyvdnUN79dVX1Q7BRnHe5EtQOwCbxGNUXYonuBs3bqC2thZLly7F/fff\n", "DwAICwvDCy+8gLS0NGRmZirdpcN655131A7BRnHe5OMHtSl4jKpL8QTn7u4OADrPgrv1/0+ePNnm\n", "e1nJRN44fHx87GIcgKUrmfiAlUyaGTsObwCsZCJ3HD4+PnYxDoCVTIQQQsyaNUtIkiTOnDmj0/7x\n", "xx8LSZLEmjVrDN7DSiakFFYyYSUTsl1WX8mk+Xc2/ZqTZ8+eBdBUeJmIiMjcFE9wU6dOxcMPP4xV\n", "q1bh4sWL2LRpEyRJwqpVqzBx4kSMGjVK6S4dlv4pCzIW502+/6d2ADaJx6i6FL/RW5IkfPLJJ1i2\n", "bBmGDh2KsrIyAEBoaCj27NmjdHcOraamRu0QbBTnTb4bagdgk3iMqkvxBAc0XWjyr3/9Cw0NDbhw\n", "4QL279+PiIgIuLq6mqM7h7VixQq1QzBKYWEhrl27ZpG+8vLyjFjLNubNuswDsFntIGyOrRyj9sos\n", "CQ5oei7cnj178Nlnn2H//v3m6oasXGFhYcuzAImILMlsCe6ll17CG2+80fJUb3JMv31z2wEgwAI9\n", "fgrgdQv0Q0TWziwJLiUlBdXV1Xj66adRXFxsji4IQEVFBTw8PNQOw0gBAB60QD/GnKKsAGAr82Yt\n", "flE7AJtkW8eo/VH8KsqamhrExMRgw4YNSm+a9Dz11FNqh2CjOG/yrVQ7AJvEY1Rdin+De/PNNzFy\n", "5EiEhYUpvWnSExcXp3YINipO7QBs0HMAjhp5EY8y3N3d0a9fP4v1Zw48RlWmyO3iN507d054eHiI\n", "CxcutLQVFRUJSZJEXFxcm+9rvnvd09NTaDQanWXYsGFi7969OuunpaUJjUZjsJ358+eLLVu2GGxb\n", "o9GIy5cv67QvX75cxMfH67SVlJQIjUYj8vLydNoTEhLEokWLdNquX78uNBqNyMzM1GlPSkoSUVFR\n", "BrFNnz7dIcfx+uuv61XdyBaARgCX9SplLBdAvF5byc118/TaEwSwSK/t+s119ftLEkBUK5U5pgtg\n", "r15b2s1t6K87XwBbWqns0TyOWyuLKDWOTL32W8dxa39KjqO9v8fem31adhk9erRdHx+OPI6kpCSh\n", "0WjEmDFjhKenp4iIiBAjR44UULCSiSSEEEolyy1btuAf//gH7rnnnpa2uro65OXlwdPTE15eXhgw\n", "YACSk5N13peTk4OQkBBkZ2fjwQct8TsNWUrz3xbIhmV+g9sJYLYF+1OjTzXHaKmLhfIAzOZngoNR\n", "OhcoeorymWeewTPPPKPTVlJSgj59+uCvf/0rli9frmR3RGRxlrpYiOjOKX6RCQCcO3cOixcvRlBQ\n", "EMaOHQshBLZv325QyZrujH4FbzIW502+w2oHYJN4jKrLLAlu/vz5OHToECorK1FTUwMnJyeUlpZi\n", "5MiRePHFF83RpUPKyclROwQbxXmTr1jtAGwSj1F1mSXBSZKEFStWoLS0FD/++CMaGhpQVVUFV1dX\n", "5ObmmqNLh7Rx40a1Q7BRnDf5otQOwCbxGFWXWW70PnDgAFxcdDfdqVMn3HPPPaisrDRHl0RERDrM\n", "8g1OP7kBwJUrV1BRUYHRo0ebo0siIiIdZklwrXnvvffQs2dPLFmyxFJdEhGRA7NIgsvJycHbb7+N\n", "lJQU/O53v7NElw5Bq9WqHYKN4rzJt1btAGwSj1F1me1pAs3y8vIwefJk7NixA4888oi5u3MoL7zw\n", "guz3WPLZbICxz2ezNPnzRmMBnFI7CLNT+vgYN25cu1dS2kM5MqumSD2UNpw6dUr4+fmJL774ot31\n", "WKrLMuNYtmyZKuWWwFJdJozD2kp1Nfc5SsFxtPf3aPpMGDVqlN0fHwUFBYqOw1Y+r2yuVNetvv76\n", "a8yYMQM7d+7EiBEjWtpDQ0ORlZWlsy5LdVnGb2WzLFVuCfjt+WyOUMaKY1RODgDLfiZY/vhgOTJ9\n", "Vl2qq9nRo0cxadIkzJ07F0VFRSgqKmp5jTc+WgNLlluyxlOURO1hOTJ7YZYEFx0djerqaiQkJLS0\n", "SZKk81+6c/v27cPjjz+udhg2aB8Azps8WbdfhVrBfU1NZklwffv2RW1tLTIzM9G9e3ccPHgQkydP\n", "xr59+zBx4kRzdHnH8vLysHHjRpjpjG2rXFxc8Kc//Qlubm4mvf/111+Hj4+P0etb5wUfalgNfujI\n", "dUCVXi25z5qnL+5ralI8wR05cgSpqalISUlB9+7dAQCTJk3CmDFj8Le//c1qE9yHH36IxMRNcHF5\n", "wGJ91tef0vmWa4qm3wxInp5qB2CD7rZwf6UAgNmzZ1u4X6VxX1OT4gnuww8/BAA8+uijOu2jR49G\n", "WloasrKyEBoaqnS3inBx8UR9vSV/I2w+XWvqj9oLAayTsX7zBR9E1u76zf+qcUEU2QvFE9zp06fR\n", "tWvXlm9vzfr27QsAyM3NtdoEpx5Tf9TuKvN9PEVJtoYXRJHpFK9kcvnyZdx9t+HpjOa2y5cvK90l\n", "ERGRAbNXMpFDzYsgysrK0Nh4HcD/qdD7pzDtX4/H0XR/kpz176Q/U1i6T2P6kztvSvSpJDX+jgUW\n", "7tNe9tX29rWm26d48ddvFJ8LRW4Xv0VYWJjo1q2bQXtqaqqQJEls3brV4LWysjLRq1cvVaoIcOHC\n", "hQsX61l69eolysrKFMlHin+DCw4OxokTJ/DLL7/gnnvuaWk/d+4cAGDw4MEG7/H29kZWVhbKy8uV\n", "DoeIiGyIt7c3vL29FdmW4qW6jhw5goiICKSkpGDatGkt7ePHj8cPP/yAwsJCJbsjIiJqlVlqUU6f\n", "Ph3ffvstjh49ih49euCTTz7B448/btU3ehMRkX0xS4Krra1FXFwc9u7di44dO6JDhw6IjY3FpEmT\n", "lO6KiIioVWZ7mgAREZGaLPJE79s5f/48xo4dCycnqwjHJnDOiMgWVVZW4oknnoCTkxNKS0vN2pfq\n", "n447d+7Eww8/jNLS0nafNBAVFYV+/fohODhYZ3nyySctGK11MHbOAOCrr77CqFGjMGjQIPTv3x/z\n", "5s1DVVWVhSK1bocPH0b37t0N9qng4GCdRzw5qhs3bmDx4sUYMGAABg8ejKFDh+LAAXWKLtuK4uJi\n", "uLm5tbpPHT9+/PYbsHPp6ekIDQ3F2bNn2/3sysvLw4QJExAQEID+/ftj5syZKCsrk9+hIjcbmKiy\n", "slJERESI0tJSMWfOHCFJUpvrRkVFiSNHjlgwOuskZ86ysrJEp06dxMaNG4UQQtTU1IhHHnlEhIWF\n", "iYaGBkuFbLUOHz4s5s6dq3YYVmvq1Kli4MCB4ueffxZCCHHgwAHh4uIiDh48qHJk1quoqEiEh4er\n", "HYbVCg8PF2fPnhWxsbFCkiRRUlJisE5JSYno0aOHiImJEUII8euvv4qZM2eK+++/X1y9elVWf6p+\n", "g+vatSsyMjLQu3dvo9YX/LlQ1pwtWrQI9913H+bPnw8A6Ny5M1avXo0TJ05g504lK3nYLu5TrWt+\n", "KkhcXFyrTwUhMkVGRgYCAwPbXSc2NhZCCKxcuRIA4OzsjLVr16KoqAjr16+X1Z/qpyjJPC5evIij\n", "R48aPNVh6NChcHd3R0pKikqRkS1o76kg586dQ1YWH4BK8t3uJ5WGhgakpqZixIgR6NChQ0u7t7c3\n", "BgwYIPtzy6YS3M6dOxEeHo4HHngAISEhWLp0Ka5evap2WFYpNzcXQoiWpzg0c3Jygq+vL3Jzc1WK\n", "zHoIIVBYWIhp06bhoYceajnXn52drXZoqjPmqSDUuosXL2LOnDkYNmwY/P398dhjj+HLL79UOyyb\n", "cO7cOVRXVxt8bgHAfffdh/z8fNTX1xu9PZtJcO7u7ujSpQsOHjyIM2fOYNu2bdi9ezeGDx+O6upq\n", "tcOzOs1PbWjryQ58qgPQoUMH1NfXIy4uDv/973+RlZUFNzc3hIWFIS0tTe3wVMWngpjG2dkZjY2N\n", "eO6553DixAmcOXMGQ4YMwdixY7F161a1w7N6t/vcamxsxJUrV4zenmIJ7vDhw3BycjJqKSgouP0G\n", "9SQkJGD9+vVwc3MDAAQFBWHdunX47rvvsHHjRqWGYVHmnjNHYspcDh8+HF9//XXLbwLu7u5ITEyE\n", "p6cnoqOj1RwO2ajevXsjPz8fI0aMAAB07NgRK1asQGhoKBYtWoS6ujqVI3QsihVbDgwMxK5du4xa\n", "t1evXor0OWzYMABNl8LbInPOmYeHBwC0egr36tWr6Nmzp6ztWTul5tLV1RXBwcE4ePCgQcFwR+Lh\n", "4dHqo0ua9yd723/M7Q9/+ANOnjyJb7/9FsHBwWqHY7Vu97nl7OxscNq8PYoluJ49e2L69OlKbU5H\n", "Y2Mjfv75Z4ODytnZueV1W2TOORs8eDAkSWp5ikOzxsZGFBcX45FHHjFLv2oxZS5/+eUXuLm5wdXV\n", "Vafd1vcrJZjyVBBq+hDu0KEDOnXqpNPOfco4ffv2hbu7u8HnFtC07w0YMMDgeG2PVf0G19YVNqWl\n", "pfD19TXYOZqv5Bo6dKjZY7NWbc2Zp6cnRo0ahS+++EKn/eTJk6iurjZbYrUlkydPxu7du3XaGhoa\n", "cPr0afj5+aFHjx4qRaa+5v1Df//58ssv0bdvX4SEhKgRltV76aWXsG7dOoP2rKws3HXXXbe9RN7R\n", "OTs7Y8qUKTh27JjO6dzy8nLk5+fL/9y60xv3lNLeTctFRUVCkiTx2muvtdygfOHCBTFkyBDh6+vb\n", "ciOqozHmRu/OnTuLxMREIYQQ169fF+Hh4WL48OGisbHRUmFarfDwcDFkyJCWhys2NDSIxYsXC0mS\n", "REpKisrRqW/atGli4MCBoqKiQgghxMGDB3mj921ERUWJ3r17i4KCgpa2xMREIUmSeOutt1SMzLo0\n", "3+hdXFxs8FpJSYnw8PBoudG7vr5ezJo1S/Tr109cu3ZNVj+qJ7gnnnhC+Pn5CTc3N+Hk5CT8/PyE\n", "n5+fuHjxYss6dXV1YsuWLWLcuHEiMDBQDBw4UPj5+Ylnn31WlJeXqxi9OoyZs2ZfffWVGDlypAgM\n", "DBT+/v7i+eefF1VVVSpEbX2++uor8eyzz4pBgwaJoKAg0bt3b/Hoo4+KtLQ0tUOzCjdu3BCLFy8W\n", "/fv3F0FBQSI0NFQcOHBA7bCs2pkzZ0R0dLQICgoSgwcPFr6+viIsLEwkJSWpHZpViImJEX5+fqJb\n", "t27CycmGodIyAAAAiElEQVRJ/P73vxd+fn4iOztbZ73vvvtOjB8/XgwYMED4+/uLP//5z+LChQuy\n", "++PTBIiIyC5Z1W9wRERESmGCIyIiu8QER0REdokJjoiI7BITHBER2SUmOCIisktMcEREZJeY4IiI\n", "yC4xwRERkV1igiMiIrvEBEdERHaJCY6IiOwSExwREdml/w9mBpESV+wVCgAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtcVGX+B/DP4aoEYYgL2AoYiSCGIKMrogkqmBdGMZW8\n", "rdp91VrcLDQrQFuv+cr1QrqavsoUKdEMLaUiL+SLViADChb6CUwKqWSgSFyE5/cHMuvMcJkZz8wz\n", "Z+b7fr3mZT1z5jzfc+ac+TJnnvN9BMYYAyGEEGJmrHgHQAghhBgCJThCCCFmiRIcIYQQs0QJjhBC\n", "iFmiBEcIIcQsUYIjhBBilijBEUIIMUuU4AghhJglSnCEEELMkk4JrqamBnPnzoWVlRUUCoWhYiKE\n", "EELum9YJLiMjAzKZDIWFhRAEodPldu/ejZCQEAQGBiIgIACRkZE4c+aMKMESQggh2tI6wa1btw7H\n", "jh1DTEwMOitfuXXrVrz44otISkpCfn4+CgsLERwcjAkTJiA3N1e0oAkhhJDuaJ3gMjMzERAQ0OUy\n", "Bw4cwGOPPYYpU6YAAARBwMqVK9HU1ITDhw/fX6SEEEKIDrROcF1dlmxnY2OD5uZmlbampiblc4QQ\n", "QoixiDqK8o033kBZWRl2794NxhgaGhqwcuVKeHp6YvHixWJ2RQghhHRJ1AQ3ceJEHDlyBP/85z/h\n", "6uqK3r17o6SkBBkZGfDw8BCzK0IIIaRLol43TE5OxrJly7B3717MmTMHLS0teOeddzBs2DB8/PHH\n", "mDBhQqevraqqQlVVlZjhEEIIkRgPDw/xvhAxHSUkJDBBEFhFRYVK+40bN5i9vT2LiYnReE1QUBB7\n", "+OGHO11nZWUlc3R0ZADoQQ960IMeFvzo27cvq6ys1DU1dUi0b3AlJSVoamrCwIEDNZ7z9fXFDz/8\n", "gOrqari6umo8X1VVhbq6Onz00Ufw9/cXKySzFxkZiS+//JJ3GJJD+013tM/0Q/tNN0VFRZg3bx6q\n", "qqpE+RYnWoJzc3MDAJSXl2s8V15ejp49e8LZ2bnLdfj7+2Po0KFihWT2RowYQftLD7TfdEf7TD+0\n", "3/jSuVRXWloaGGO4fPmyynPe3t6IiYlBWlqayl8s+/btw4ULF7BkyRLY2tqKEzUBAFhbW/MOQZJo\n", "v+mO9pl+aL/xpfU3uNjYWBw5ckRZxWTGjBmwt7dHWlqa8i+UgwcPYsuWLfjrX/+KmpoaAEBrayt8\n", "fX0RGRlpgPAJIYSQjmmd4K5du4aLFy/ik08+werVq5GdnQ1PT0+VZaysrHDy5ElERkZi165d6Nmz\n", "J27duoWIiAhcuHCBkhwxitLSUty6davT52tra5GXlydqn05OThgwYICo6ySE3B+tE1xmZiYEQcAn\n", "n3zS6TLbtm1DQUEBvvjiC/To0QNA24m/f/9+WFnRzDxia21t5R2CySktLYWvr2+3y4WEhIjed0lJ\n", "idkmOTrW9EP7jS+tE5w2pbp27tyJ8ePHK5NbOxoZaRhd3VdoqZTf3KYD0Byw26YQwGARO60GcARd\n", "fmuUOjrW9EP7jS/RRlFeu3YNP//8M+RyOTZs2IC0tDTU1tbC09MT//jHPzBx4kSxuiJ3vfTSS7xD\n", "MF2uAPp28lxn7aRTdKzph/YbX6JdN2yfAHXXrl0oLy/HuXPnUFhYiLCwMEyZMgWHDh0SqytCCCGk\n", "W6IluIaGBgBtswa8++67sLe3h62tLRISEuDl5YVVq1aJ1RUhhBDSLdESnJOTEwBgwIABKr/BCYKA\n", "wMBAlJWV4caNG12uY9KkSZDL5SqP0NBQfPrppyrLZWRkQC6Xa7x+yZIleP/991Xa8vLyIJfLUV1d\n", "rdKekJCADRs2qLQpFArI5XIUFxertG/btg2vvvqqSlt9fT3kcjmysrJU2lNSUrBo0SKN2GJjY0Xf\n", "juLiYrPYDkC89+P7779XDaIAgGq4wHUAnwAoUmv/GcBBjc0ATgBQH3RZeXfZ26rN5vp+FBcXm8V2\n", "AMZ9P4qLi81iOwDx34+UlBTI5XJERkbC3d0dY8eORVxcnMb674fAWCfTc3ciMTERq1evRnl5ucpt\n", "AvX19ejVqxcCAwORk5Oj8ponn3wSR48exbVr1zos1ZWXl4eQkBDk5ubSXf86kMvl+Oyzz3iHYVLa\n", "jyU8j85/azsIYI6InVYC+DfM+vilY00/tN90I3Yu0LuSyZUrV1Sec3BwQGRkJEpLS/HHH3+AMYaR\n", "I0fCysoKFy9eRP/+/TtMbkR/27dv5x2CNE3iHYD00LGmH9pvfGmd4DIyMiCTyXDt2jUAQEdf/Nau\n", "XYuWlha8+eab2L9/P7KzswG01aJcv369SCGTduo32hMt9eIdgPTQsaYf2m98aZ3gnn32WTQ0NODm\n", "zZsA2kp19e/fX6UixJAhQ3D69Gnk5eXh6aefRs+ePcEYw759+zBz5kzxoyeEEEI6oXWCq6iowOXL\n", "lxEfHw9BEJCdnY2ysjKN66QymQwymQzPPPMMXnvtNQiCgPDwcLHjJoQQQrqkdYLTppIJ0Fau6IMP\n", "PsDatWs7vIxJxKM+qopoKav7RYgqOtb0Q/uNL9ELRMbFxWHVqlXo3bu32Ksmaurr63mHIE3NvAOQ\n", "HjrW9EP7jS9RE1x6ejoUCgWWLl0q5mpJJ5KSkniHIE0RvAOQHjrW9EP7jS/RalE2NjbilVdewXvv\n", "vUczBxBCCOFOtEy0efNmBAQEYNy4cRrP0W9xhBBCjE20BPfNN9+guLgYwcHByseuXbsAtJXgCg4O\n", "RkpKSpfroFJdum1HdXW1WWwHYORSXbdBpbru0vb9qK6uNovtAIz7flRXV5vFdgAWXqqrI0lJSUhK\n", "Sup2WSrVpR8qA6SJSnUZBh1r+qH9phuupbqAtlkDGGPw8vJSTpHTmfbcSZcoDSMxMZF3CNIUzjsA\n", "6aFjTT+03/jSOsGtWLEC7u7u2LRpk7ItLCxMpZIJAJw8eRIhISGws7PDmjVrwBjD4MGD4eXlhdra\n", "WvEiJ2b7bcHgaMJTndGxph/ab3xpneDWr18Pf39/5OfnIyEhAYIg4Ntvv1V5A3/99VdMmjQJkydP\n", "RmNjI1paWlBeXg53d3dYW1vT6EpCCCFGo1PGyczMREBAQJfLuLi4YPXq1crKJ15eXoiPj0d5eTkO\n", "Hz6sf6SEEEKIDnRKcN2V63J3d8evv/6q0f7www8DaJtuh4hHfeQS0ZL6iEjSLTrW9EP7jS/Rrxna\n", "2GjeO/7f//4XABARQSUkxKT++yfRUhXvAKSHjjX90H7jy+A/ijU3N2P37t2YP38+goKCDN2dRdmx\n", "YwfvEKRpMu8ApIeONf3QfuNLtFJdnVm1ahUcHByQnJxs6K4I4aqoSP3OccNxcnLCgAEDjNYfIZLE\n", "9JCQkMAEQWAVFRVdLrdp0yYWHBzMbty40eVyubm5DABzc3Nj0dHRKo8RI0awo0ePqix/6tQpFh0d\n", "rbGexYsXsz179misOzo6ml2/fl2l/a233mLr169XaauoqGDR0dGsqKhIpX3r1q1s+fLlKm23b99m\n", "0dHR7Ny5cyrtBw8eZAsXLtSIbdasWbQdRtiOPXv2MAAMz4MhEQxPgiHo7n/f+wgAQ6xa2zww+Haw\n", "7DAwyNXanr+77Kt31wPjP0pKSkz+/TCX44q2Q/ztOHjwIIuOjmbjx49nbm5uLCIigo0ePZoBYLm5\n", "uRr96EPnSiaAdtVM1q5di/T0dJw8eRLOzs5dro8qmRCxaFXJRGz5AI4AmA7A1Qj9Vbf1R+cLMTfc\n", "K5loY9WqVcjIyMBXX32lTG7Hjx/H6tWrDdGdxeqoLhzRQkf1JsXgirakauiHMZKoGjrW9EP7jS+d\n", "foOrqanBkiVLcPDgQQiC0GEJrri4OOzfvx/r16/H0aNHle3nzp1DU1PT/UdMlGjePT0N5x2A9NCx\n", "ph/ab3xpneAyMjIQGxuL27fbyqcLgoBRo0bBxsYGaWlpGDp0KPLz87F161YwxvD8888rXysIAgRB\n", "wIIFC8TfAgsWFRXFOwRpepR3ANJDx5p+aL/xpfUlynXr1iErKwuvv/46BEFAWVkZfvnlF5SVlSmv\n", "lfbq1QsuLi6Ij48HYwx37tzB7Nmz4ePjg5qaGuzdu9dgG0IIIYTcS+sEp02ZroSEBDDGlL+1WVtb\n", "Y/PmzSgrK8OWLVvuL1JCCCFEB1onuO7KdLW0tCAtLQ1hYWGws7NTtnt4eMDPzw+pqan6R0k6pD4h\n", "IdGS8W5XMxt0rOmH9htfoo2ivHTpEurq6uDj46Px3COPPILi4mI0NzeL1R0Bup0hnXSikHcA0kPH\n", "mn5ov/ElWoK7fv06AODBBx/UeO7BBx9Ea2srbty4IVZ3BKBvxfqayTsA6aFjTT+03/gyeKkuQohh\n", "GLM0GEDlwYj0iPYNztW17e7Tmzdvajx38+ZNWFtbw8XFpct1TJo0CXK5XOURGhqqcR07IyOjwxso\n", "lyxZojE9RV5eHuRyOaqrq1XaExISsGHDBpU2hUIBuVyO4uJilfZt27bh1VdfVWmrr6+HXC5HVlaW\n", "SntKSgoWLVqkEVtsbCxthxG24/vvv1cNogBARz+DfALN3+J+Rsc3gZ+A5hQ7lXeXva3W/g2ALLW2\n", "mrvLXldr/w5Ahlpb091lK9Ta792O2rZ/5s2bh5CQEKM9fH19MW7cOIs8rmg7xN+OlJQUyOVyREZG\n", "wt3dHWPHjkVcXJzG+u+HzqW6OivT1dLSAhcXF4SHh+PYsWMqrxk8eDAEQUBBQUGH66RSXUQsXEt1\n", "GatPY5cGA6g8GDEKky3VZW1tjenTpyMrK0ulYklVVRWKi4sxa9Yssboid3X0lxfRgrkMbDNWabC+\n", "oIE5eqJzlC+9E1xHX/ySkpJgZWWFF154AVOnToW/vz/8/f1hbW0NoO1bHhEPVUnQk+ZAX9KdP/MO\n", "QJroHOVL60EmK1asQGpqKmpqajos0wUAnp6eOHToEJ544gk4ODjA3d0dEydOxPz58zFjxgzU1NRg\n", "8+bNBtsYSzN79mzeIUjTY7wDkKBHAWTyDkJ66BzlS+sEt379eqxfv77b5UpKStDS0oIzZ86ozOAd\n", "GRmJAwcOUIIjhBBiFKJPl9N+OVL9pu6mpibY2tqK3R0hhBDSIdET3Jw5cxAQEIDExETU1raNZz5x\n", "4gROnz6NNWvWiN2dRVMf8ku0pD4En3TvV94BSBOdo3yJnuAcHR2RmZkJa2truLq6wsPDAwsWLMDO\n", "nTuxcOFCsbuzaBs3buQdgjR9yzsACbrIOwBponOUL9ETXGlpKWQyGezt7VFdXY2qqip8/vnnWLly\n", "JV544QWxu7Nohw4d4h2CNM3gHYAEjecdgDTROcqX6AnujTfewJUrV7B79244OzsDAIYPH474+Hjs\n", "3r0bX375pdhdWiwHBwfeIUiTXfeLEDVU1E8vdI7yJXqCy8/PR58+fdCrVy+Vdl9fXwDADz/80Olr\n", "qVQXbcf9bodFlOq6lzG3A8CyZcss8rii7bCQUl3diYiIQFZWFmpqavDAAw8o29977z0sWbIEH374\n", "IebNm6fyGirVRcRiUaW6jLmNlQD+TaW6iGGZbKmudnFxcWhtbcWyZctw584dAG1zxW3atAn9+/fH\n", "9OnTxe7SYqn/lUa0pP6tiXQvm3cA0kTnKF+iJ7ipU6ciMzMT33//PZydneHg4AB/f3/U1tYiOjqa\n", "rkmL6N5i10QHzrwDkCBH3gFIE52jfIme4IC2kZTXrl3DhQsXUF9fj8bGRrzyyiv4/PPPDdGdxXrp\n", "pZd4hyBNf+EdgAQN5h2ANNE5ypfoY6MuX76Ml19+GR988AEGDRqkbF+2bBlkMpnY3RFCCCEdEv0b\n", "3IcffojGxkZMnjxZpb1nz55UWZsQQojRiJ7gsrKy0KdPH+Tm5iIqKgoBAQEICgpCYmIiGhsbxe7O\n", "oqkPDyZaUh+uT7pXwzsAaaJzlC/RE5xCoUBtbS1efPFFJCcn48cff8R7772H7du3Y9q0aWJ3Z9Fe\n", "e+013iFIE9Ua0B2NotQLnaN8iZ7gGhoa0NjYiFWrVuHRRx8FAISGhmLp0qU4deoUzp07J3aXFmv7\n", "9u28Q5CmSbwDkKBRvAOQJjpH+RI9wTk5OQGAylxw9/7/hQsXOn0tVTLRbTs8PT3NYjsAI1cy6QWq\n", "ZNJO2+24e5sAVTLRbTs8PT3NYjsAqmQCAJg7dy5SUlKQn5+PwYP/N7Y4PT0dU6dOxcaNG7F8+XKV\n", "11AlEyIWqmRiIFTJhBiByVcyaf+dTb3mZGFhIYC2wsuEEEKIoYme4GbMmIFRo0Zh7dq1uHr1Knbt\n", "2gVBELB27VpMnjwZjz/+uNhdWiz1SxZESzQHpe5oPji90DnKl+g3eguCgBMnTuCNN97AsGHDUFlZ\n", "CQCQyWQ4cuSI2N1ZtPr6et4hSFMz7wAk6A7vAKSJzlG+DDLLk5OTE/71r3+hpaUFV65cwbFjxxAR\n", "EQFbW1tDdGexkpKSeIegldLSUty6dcsofRUVqY+46ECE4eMwOzJoDlAh3ZLKOWquDDaNYX5+Po4c\n", "OYIvvvgCx44dM1Q3xMSVlpYq5wIkhBBjMliCe/nll7FmzRrlrN7EMim/uU0H4GqEDkvRNsSdEGLx\n", "DJLgUlNTUVdXh2eeeQbl5eWG6IIAqK6uhqurMbKGCFxhnCHt1d0vgtsAHuh2KXKvBt4BSJOkzlEz\n", "JPooyvr6esTHx2Pbtm1ir5qoefrpp3mHIE10xVx3p3kHIE10jvIl+je4devWYfTo0QgNDRV71URN\n", "YmIi7xCkKZx3ABIkA6DQchCPSJycnDBgwACj9WcIdI7yJeo3uLKyMuzcubPDez+0KZhCpbp0246h\n", "Q4ea/HaoL2vwElfqlyg7KnHVF1Sqq52223F3APS8efMQEhJilIevry/GjRunsRlSOs+HDh1Kn1ed\n", "bIfkSnXt2bMHb7/9Nh566CFlW1NTE4qKiuDm5gZ3d3f4+fkhJSVF5XVUqst8Gb10Fo8yVpZQqqu9\n", "T2MNFqpu648+EyyL2LlA1EuUzz77LJ599lmVtoqKCvTv3x9/+9vf8NZbb4nZHSHE2Iw1WIgQEYg+\n", "yAQALl26hBUrViAwMBBRUVFgjGH//v0aX4/J/VG/LEC0RDcs666cdwDSROcoXwZJcIsXL8bJkydR\n", "U1OD+vp6WFlZQaFQYPTo0XjppZcM0aVFysujT2q9VPEOQIJoRm+90DnKl0ESnCAISEpKgkKhwC+/\n", "/IKWlhbU1tbC1tYW+fn5hujSIu3YsYN3CNI0mXcAEhTU/SJEE52jfBnkRu/09HTY2KiuukePHnjo\n", "oYdQU0N/ChJCCDE8g3yDU09uAHDjxg1UV1dj7NixhuiSEEIIUWGQBNeRnTt3ok+fPli5cqWxuiSE\n", "EGLBjJLg8vLy8M477yA1NRV/+tOfjNGlRejopkuihY5ugiZdO887AGmic5Qvg80m0K6oqAgxMTH4\n", "6KOPMGbMGEN3Z1GWLl2q82uMOTcbYNzSTlobzjsACfIB8CvvIAxP7PNjwoQJXY6kNIdyZKbMoAnu\n", "4sWLiImJwd69ezssuaNu0qRJGD5c9dPn+vXriI+Px7Rp05RtGRkZ2L59Oz777DOVZZcsWYKhQ4fi\n", "mWeeUbbl5eUhMTERe/fuVanqnZCQAAcHB8THxyvbFAoFli5dio0bN8LPz0/Zvm3bNigUCmzatEnZ\n", "Vl9fj6eeegqvvfYaRo0apWxPSUlBRkYG9u3bpxJbbGwsZs+eLep2REVF6bQdb775Jt5++21wVYm2\n", "wr1ToVrR/xu0lYMadU9bDYDPAUQC6HNP+3cAagFE3dPWBOAwAHe1/goA/B+Aafe0PYq2EleDAfjf\n", "0/4zgP8AmKO2jhMAPADcW1jh3u24l1jbEQbAq5vtgMjb0dX74Xb335MAoo20HQCWLVuGM2fOqLQZ\n", "6jzndX6UlJQok5w5f16pb0dKSgpSUlLwxx9/oKCgAIMGDcKdO+JOHS9qqa57fffdd4iNjcWBAwcQ\n", "FhambJfJZMjJyVFZlkp1GYeybJaxyi0B/5ufzRLKWNE2iqcSwL+NW6rL6OcHlSPTYNKlutqdPXsW\n", "U6ZMwaJFi1BWVoaysjLlc3TjowkwZrklbeZnI8SUUDkys2GQBBcXF4e6ujps3bpV2SYIgsq/5P59\n", "+umnKpcQiJaKoHEpjHSjkncAEkXHGlcGSXA+Pj5obGzEuXPn4OLiguPHjyMmJgaffvopJk82zTIS\n", "RUVF2LFjh1bT+ojFxsYGTz75JBwdHfV6/ZtvvglPT0+tlzfJAR88fAv60NHVf/l0a8xj1iB90bHG\n", "legJ7syZM0hLS0NqaipcXFwAAFOmTMH48ePx97//3WQT3Mcff4zkncmwcTf4wFKl5ivNKt9y9RES\n", "EiJSNBbEgXcAEmRv5P5q2/6ZN2+ekTsWGR1rXIn+af7xxx8DgMaoybFjx+LUqVPIycmBTCYTu1tR\n", "2DjZoPm5ZuN1mHj3X31/1D4J4Akdlm8f8EGIqWs/DXkMiCJmQ/QEd/HiRTg7Oyu/vbXz8fEBAOTn\n", "55tsguNG3x+1e+j4OhrwQaSGBkSR+yB6JZPr16/jwQcf1Ghvb7t+/brYXRJCCCEajPeDkxZ4DoKo\n", "rKxEa2MrkNP9sqIrhX5/PSrQdn+SLsvfT3/6MHaf2vSn634To08x8XgffzNyn+ZyrHZ1rP3e9g8N\n", "/vof0fcFE1loaCjr1auXRntaWhoTBIG9//77Gs9VVlayvn37MgD0oAc96EEPC3707duXVVZWipKP\n", "RP8GFxwcjOzsbPz+++946KGHlO2XLl0CAAwZMkTjNR4eHsjJyUFVFU21TAghlszDwwMeHh6irEv0\n", "Ul1nzpxBREQEUlNTMXPmTGX7xIkT8fPPP6O0tFTM7gghhJAOGaQW5axZs/Djjz/i7Nmz6N27N06c\n", "OIFp06aZ9I3ehBBCzItBElxjYyMSExNx9OhR2Nvbw87ODgkJCZgyZYrYXRFCCCEdMthsAoQQQghP\n", "RpnRuzuXL19GVFQUrKxMIhxJoH1GCJGimpoazJ07F1ZWVlAoFN2/4D5w/3Q8cOAARo0aBYVC0eVM\n", "AwsXLsSAAQMQHBys8pg/f74RozUN2u4zADh//jwef/xxDB48GAMHDsSLL76I2tpaI0Vq2k6fPg0X\n", "FxeNYyo4OFhliidL1dDQgBUrVsDPzw9DhgzBsGHDkJ6ezjssk1ZeXg5HR8cOj6lvv/2Wd3jcZWRk\n", "QCaTobCwsMvPrqKiIkyaNAn+/v4YOHAgZs+ejcpKPaa0EOVmAz3V1NSwiIgIplAo2IIFC5ggCJ0u\n", "u3DhQnbmzBkjRmeadNlnOTk5rEePHmzHjh2MMcbq6+vZmDFjWGhoKGtpaTFWyCbr9OnTbNGiRbzD\n", "MFkzZsxggwYNYr/99htjjLH09HRmY2PDjh8/zjky01VWVsbCw8N5h2GywsPDWWFhIUtISGCCILCK\n", "igqNZSoqKljv3r1ZfHw8Y4yxO3fusNmzZ7NHH32U3bx5U6f+uH6Dc3Z2RmZmJvr166fV8ox+LtRp\n", "ny1fvhyPPPIIFi9eDADo2bMnNmzYgOzsbBw4cMDQoUoCHVMda58VJDExscNZQQjRR2ZmJgICArpc\n", "JiEhAYwxrF69GgBgbW2NzZs3o6ysDFu2bNGpP+6XKIlhXL16FWfPntWY1WHYsGFwcnJCamoqp8iI\n", "FHQ1K8ilS5eQk8Ojph2Ruu5+UmlpaUFaWhrCwsJgZ2enbPfw8ICfn5/On1uSSnAHDhxAeHg4Hnvs\n", "MYSEhGDVqlW4efMm77BMUn5+Phhjylkc2llZWcHLywv5+WIWY5QmxhhKS0sxc+ZMDB8+XHmtPzc3\n", "l3do3GkzKwjp2NWrV7FgwQKMGDECvr6+mDp1Kr7++mveYUnCpUuXUFdXp/G5BQCPPPIIiouL0dys\n", "/ZRmkklwTk5OcHBwwPHjx1FQUIB9+/bh8OHDGDlyJOrq6niHZ3LaZ23obGYHmtUBsLOzQ3NzMxIT\n", "E/Gf//wHOTk5cHR0RGhoKE6dOsU7PK5oVhD9WFtbo7W1Fc8//zyys7NRUFCAoKAgREVF4f333+cd\n", "nsnr7nOrtbUVN27c0Hp9oiW406dPw8rKSqtHSUmJzuvfunUrtmzZAkdHRwBAYGAg3n33Xfz000/Y\n", "sWOHWJthVIbeZ5ZEn305cuRIfPfdd8rfBJycnJCcnAw3NzfExcXx3BwiUf369UNxcTHCwsIAAPb2\n", "9khKSoJMJsPy5cvR1NTEOULLIlqx5YCAABw6dEirZfv2FWcGwxEjRgBoGwovRYbcZ66ubdMgd3QJ\n", "9+bNm+jTp49O6zN1Yu1LW1tbBAcH4/jx4xoFwy2Jq6trh1OXtB9P5nb8GNpf/vIXXLhwAT/++COC\n", "g4N5h2Oyuvvcsra21rhs3hXRElyfPn0wa9YssVanorW1Fb/99pvGSWVtba18XooMuc+GDBkCQRCU\n", "szi0a21tRXl5OcaMGWOQfnnRZ1/+/vvvcHR0hK2trUq71I8rMegzKwhp+xC2s7NDjx49VNrpmNKO\n", "j48PnJycND63gLZjz8/PT+N87YpJ/QbX2QgbhUIBLy8vjYOjfSTXsGHDDB6bqepsn7m5ueHxxx/H\n", "V199pdJ+4cIF1NXVGSyxSklMTAwOHz6s0tbS0oKLFy/C29sbvXv35hQZf+3Hh/rx8/XXX8PHxwch\n", "ISE8wjJ5L7/8Mt59912N9pycHDzwwAPdDpG3dNbW1pg+fTqysrJULudWVVWhuLhY98+t+71xTyxd\n", "3bRcVlbGBEFgr7/+uvIG5StXrrCgoCDm5eWlvBHV0mhzo3fPnj1ZcnIyY4yx27dvs/DwcDZy5EjW\n", "2tpqrDBNVnh4OAsKClJOrtjS0sJWrFjBBEFgqampnKPjb+bMmWzQoEGsurqaMcbY8ePH6Ubvbixc\n", "uJD169ePlZSUKNuSk5OZIAhs48aNHCMzLe03epeXl2s8V1FRwVxdXZU3ejc3N7M5c+awAQMGsFu3\n", "bunUD/cEN3fuXObt7c0cHR2ZlZUV8/b2Zt7e3uzq1avKZZqamtiePXvYhAkTWEBAABs0aBDz9vZm\n", "zz33HKuqquIYPR/a7LN258+fZ6NHj2YBAQHM19eXvfDCC6y2tpZD1Kbn/Pnz7LnnnmODBw9mgYGB\n", "rF+/fmxugdUTAAAA4UlEQVTcuHHs1KlTvEMzCQ0NDWzFihVs4MCBLDAwkMlkMpaens47LJNWUFDA\n", "4uLiWGBgIBsyZAjz8vJioaGh7ODBg7xDMwnx8fHM29ub9erVi1lZWbE///nPzNvbm+Xm5qos99NP\n", "P7GJEycyPz8/5uvry5566il25coVnfuj2QQIIYSYJZP6DY4QQggRCyU4QgghZokSHCGEELNECY4Q\n", "QohZogRHCCHELFGCI4QQYpYowRFCCDFLlOAIIYSYJUpwhBBCzBIlOEIIIWaJEhwhhBCzRAmOEEKI\n", "WaIERwghxCz9P07Yd8UbNuvQAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "024\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHWdJREFUeJzt3XtUVNfZBvBnAO+g8VaBVgEvKJcgKkaJF8QE80VlRJea\n", "GHWpqYmpWqOrGE1MBLU1aqXxEl02atu0KqHVagKiEjWoxGoVavEChZbLJIouURGReAH294dAGAZ0\n", "0H3mDOc8v7VmqXsOZ7/vO2fmdYY5ZxuEEAJEREQa46B2AEREREpggyMiIk1igyMiIk1igyMiIk1i\n", "gyMiIk1igyMiIk1igyMiIk1igyMiIk1igyMiIk1qUIMrKirC5MmT4eDgAJPJpFRMREREz8zqBpeU\n", "lISgoCBcuHABBoOhzm0OHjyI8ePHo1evXggICICfnx8WLFiA69evSwuYiIjIGlY3uI8//hhffvkl\n", "xo4di7ouX3n16lWMHDkSvr6+yMjIQHp6OhITE5GQkIABAwbgzp07UgMnIiJ6HKsb3NGjR+Hn5/fY\n", "bdq1a4fly5dXv8Pz8PDAokWLkJeXh927dz9bpERERA1gdYOr72PJKq6urrh69arF+E9/+lMAj35/\n", "R0REZCtSv0Xp5ORkMfaf//wHABAaGipzKiIiosdS9DSBhw8fYuvWrZg6dSoCAwOVnIqIiMiM5Vsu\n", "iZYsWYKWLVti8+bNT9y2oKAABQUFSoZDRER2zs3NDW5ublL2pViDW7t2LQ4fPowjR46gVatWj922\n", "oKAA3t7eKCkpUSocIiJqBNzd3XH27FkpTU6RBrdy5UrEx8fjm2++QZs2bZ64fUFBAUpKSrBjxw74\n", "+PgoEZLdCwsLw9dff612GKrSew30nj/AGgD6rkFGRgamTJmCgoIC+2xwS5YswbfffovDhw9Xv3NL\n", "SEhAWloali5d+tif9fHxQd++fWWH1CgMHDhQt7lX0XsN9J4/wBoArIFMT93g6jrZe/78+fjLX/6C\n", "VatWYe/evdXjJ06cwIMHD552Kl1wdHRUOwTV6b0Ges8fYA0A1kAmqxvc4sWLERcXh6KiIhgMBgwe\n", "PBhOTk7Ys2cP+vbti/T0dGzYsAEGgwGzZs0y+1mDwYBp06ZJD56IiKg+Vje4VatWYdWqVfXeHxAQ\n", "gIqKCilBERERPSsul2Mn+J8D1kDv+QOsAcAayKToeXBkvVdeeUXtEFTXmGuQnZ39zBcU9/X1RVpa\n", "mlXburi4oEePHs80nz1qzMeALKyBPAZR17dF6lFUVIQ5c+YgNjYWeXl56NKli5Qg0tLS0K9fP6Sm\n", "pvLbQ9ToZGdnw9vb2+bzZmVlabLJkX7J7gVWv4NLSkrC7Nmz0apVq8deeDkjIwO/+tWvkJubi4qK\n", "CvTt2xcxMTFwd3d/5mCJ7NGP79x2ALDFeZwZAKZwCSqiJ7C6wVWtB/e3v/0N58+fr3Mbk8mEIUOG\n", "YObMmUhMTER5eTmmTp2KkJAQpKWlwcXFRVrgRPbHBwA/gSCyF1LXg4uKioIQAsuXLwfw6HyOmJgY\n", "5ObmYt26dc8WqcZlZmaqHYLqWAO9589jAGANZJK2Hlx5eTn27NmDQYMGoWnTptXjbm5u6NWrF+Li\n", "4p4+Sh1477331A5BdayB3vPnMQCwBjJJO00gJycHJSUl6Natm8V9Xbt2RWZmJh4+fChrOs359NNP\n", "1Q5BdayB3vPnMQCwBjJJa3DXr18HALRu3drivtatW6OiogI3b96UNZ3myPpGamPGGug9fx4DAGsg\n", "E0/0JiIiTZLW4Dp06AAAKC4utrivuLgYjo6OaNeu3WP3MXLkSBiNRrNbcHAw9u3bZ7ZdUlISjEaj\n", "xc/PmTMH27dvNxtLS0uD0WhEYWGh2XhUVBRWr15tNmYymWA0Gi1+ybtx40YsXLjQbKy0tBRGoxEp\n", "KSlm47GxsZgxY4ZFbK+99hrz0EEeQBSA1bXGTACMsPwSyUYAC2uNlVZum1JrPBYAHw/moZ08YmNj\n", "YTQaERYWBldXVwwfPhzz58+32P8zEQ0UFRUlDAaDyM/PNxsvKysTrVu3Fkaj0eJn/Pz8hL+/f737\n", "TE1NFQBEampqQ8PRjFWrVqkdguoaaw2qjl8gVQDiGW6rrNxOu8+XxnoMyKTnGsjuBdLewTk6OmLc\n", "uHFISUkxWxqnoKAAmZmZmDhxoqypNKm0tFTtEFTHGug9fx4DAGsg01M3OFHHFb6WLVsGBweH6oVN\n", "y8rKEBkZia5du2LBggVPH6UOLFu2TO0QVMca6D1/HgMAayCT1Q1u8eLF8PLywvr166vXg/Py8jK7\n", "OGyXLl1w/PhxpKenw8fHB35+fqioqEBycjKcnZ0VSYCIiKgu0taDq+Lj44PExMRnCoqIiOhZ8TQB\n", "O2H5bTz9YQ30nj+PAYA1kIkNzk68+eabaoegOtZA7/nzGABYA5nY4OxEdHS02iGojjWIVjsA1fEY\n", "YA1kUqTBnTt3DmPGjIGvry8CAgIQEBCANWvWoLy8XInpNIELvbIGXGqHxwDAGshk9ZdMrGUymRAa\n", "GopRo0YhPT0dTk5OOHPmDEJCQnDt2jXExMTInpKIiMiC9Hdw+/fvx+3btxEZGQknp0f9s3///ggL\n", "C8POnTtlT0dERFQn6Q3O0dERACyWxnnw4AGaNGkiezrNqH0tNz1iDfSeP48BgDWQSXqDe+ONN+Dn\n", "54fo6Gjcvn0bwKN3dcnJyVixYoXs6TSj5gnzesUa6D1/HgMAayCT9Abn7OyMo0ePwtHRER06dICb\n", "mxumTZuGLVu2YPr06bKn04xNmzapHYLqWAO9589jAGANZJLe4LKzsxEUFIRmzZqhsLAQBQUFSExM\n", "xPvvv49Zs2bJno6IiKhO0hvchx9+iMuXL2Pr1q1o06YNAOCFF17AokWLsHXrVnz99df1/izXg2Me\n", "jT0PrgdXmYWdPB7Mw37zsMV6cAZR17IAz8DHxwdFRUUoKCgwGz9w4ABGjRqFNWvWIDIy0uy+tLQ0\n", "9OvXD6mpqTwHhBqdquMXSIVtzmVLA8DnC2mP7F4g/R2cq6srCgsLcffuXbPxvLy86vvJUl3/M9Ib\n", "1kDv+fMYAFgDmaQ3uPnz56OiogILFixAWVkZACAnJwe//e1v4eXlhXHjxsmeUhPmzp2rdgiqYw30\n", "nj+PAYA1kEl6gxszZgyOHj2K7777Dv7+/ggICEB4eDjGjBmDU6dOoWXLlrKn1IQRI0aoHYLqWAO9\n", "589jAGANZJJ+qS4ACAkJQUhIiBK7JiIisgpXEyAiIk1S5B0cNdy+ffsQERGh+DzZ2dm4c+eO4vNU\n", "cXFxQY8ePazaVlYNbJ1jRkaGpD3tA2B9/vLmtc6NGzfQvn17Ref45ptvEBoaWv3vhhw/WmGr1wI9\n", "YIOzE7GxsYof1NnZ2fD29lZ0jrpkZWVZ9SIlowZq5ShHLKxrcCYAwJQpUxSNxl5Ye/xohS1eC/RC\n", "sQZ38OBBrF27FkVFRSguLkaTJk0QERGB3/zmN0pN2ajFxcUpPseP72p2APBRfD4gA8AUq99NyaiB\n", "7XMEgEQAH0nYj7X5V52Co0aOtpyzYcePVtjitUAvFGlw27Ztw4oVK3DgwAH4+voCAFauXIk//elP\n", "bHB2wQfaX1zTljna9qPCH6mRox6OHdIK6Q3u+++/x7x58/D5559XNzcAWLBgAYKCgmRPR0REVCfp\n", "36L885//jPv372PUqFFm4y1atOD5HUREZDPSG1xKSgo6duyI1NRUjBgxAn5+fggMDER0dDTu378v\n", "ezrNqOuCp3rDGug9f4A14PNAJukfUZpMJty+fRvvvPMOvvzyS3Tv3h3/+Mc/EB4ejtOnT+PAgQOy\n", "p9QEvrtlDXglE4A14PNAJukN7t69e7h//z6WLFmC7t27AwCCg4Mxd+5cLF++HCdOnMCQIUNkT9vo\n", "XLlyBVlZWdX/dnNzQ3JysqJzmkwmRfdfH2vP1+rZs+czr2Zs63PD5JqkdgB2gDWYNIk1kEZIFhgY\n", "KAwGg7h48aLZ+N69e4XBYBAxMTEWP5OamioAiE6dOonw8HCz28CBA8XevXvNtj906JAIDw+32M/s\n", "2bPFtm3bLPYdHh4url+/bja+dOlSsWrVKrOx/Px8ER4eLjIyMszGN2zYICIjI83G7t69K8LDw8WJ\n", "EyfMxnft2iWmT59uEdvEiRPN8hg4cJAAoNItVQCi8nZXAOECOFFjTAhglwCm1xoTApgogL21xg5V\n", "7qP2tv9nBznKyGO2ALbVGkut3Pa6AHbUmHOpAFbV2ja/ctuMWuMbBBBZa8yax6PmfDLzqDleO4+q\n", "OYdKzONJj8enAoBITU1ttM9zIbTxeqVEHrt27RLh4eHi5ZdfFp06dRKhoaFiyJAhdT7mT0v6enCT\n", "J09GbGws0tPT4e/vXz0eHx+PMWPGcD24Ss8/3xcXLvgAWGajGU0AXqr8u63WLdsJYArUOV/LVjkC\n", "P+Zp67pqOUeA697pj+xeIP0jyoiICMTGxuLf//63WYO7cOECgEere1OVNgC6V/49BcBgBedS87Kj\n", "1p47JaMGjfkjSqWPgcaANUhJScHgwfqugSzSX/XGjx+PwYMHY+XKlbh27RqAR5dP2rhxI0aNGoWh\n", "Q4fKnlIj1qgdgB3Qew30nj/AGgBr1rAGskh/B2cwGLB//358+OGHGDBgAFq2bIny8nK8/fbbWLJk\n", "iezpNOQLtQOwA3qvgd7zB1gD4IsvWANZFLlUl4uLC9avX4/169crsXuN4kKwrIHe8wdYA3BRaIm4\n", "HhwREWkSGxwREWmS4g3u97//PRwcHLBsma2+Dt9YLVQ7ADug9xroPX+ANQAWLmQNZFG0wd26dav6\n", "iyUGg0HJqTSgi9oB2AG910Dv+QOsAdClC2sgi6IN7qOPPuJluaz2S7UDsAN6r4He8wdYA+CXv2QN\n", "ZFGswaWnp+Pvf/87oqOjlZqCiIioXoo1uHnz5mHFihVo06aNUlMQERHVS5EGFxcXh5KSEvz85z9X\n", "Yvcalal2AHZA7zXQe/4AawBkZrIGskhvcKWlpVi0aBE2btwoe9ca957aAdgBvddA7/kDrAHw3nus\n", "gSzSG9zHH3+MIUOGIDg4WPauNe5TtQOwA3qvgd7zB1gD4NNPWQNZpDa43NxcbNmyBatXr7a4z5pV\n", "eUaOHAmj0Wh2Cw4Oxr59+8y2S0pKgtFotPj5OXPmYPv27WZjaWlpMBqNKCwsNBuPioqyiNNkMsFo\n", "NFp8RLBx40aLc1NKS0thNBqRkpJiNh4bG1vnkvOvvfaaRR7AdwCq8qj51eA5ALbX2jatctvCWuNR\n", "AGrX21S5rTUfdZRWbptSazwWgGUewGsAaueRhB/zqOlPdYw9Lo/YWmP15bERludLVeXxn1rjMvJQ\n", "6vGonUcXKPt4PGseALAADXs8GppHzefBP+rYrvE9zxv6ejV37lxN5PGkxyM2NhZGoxFhYWFwdXXF\n", "8OHDMX/+fIv9PxMpq8pV2rp1q/Dw8BCBgYHVN19fX2EwGISrq6sIDAwUr7/+usXPVS14KmuRu8bA\n", "37+PAH5Rx8KPSt3+V7lgZe0FT5W87bDxfHqZUw85isq59PW6oHeye4HUiy3PnDkTM2fONBvLz8+H\n", "l5cXfvGLX2Dp0qUypyMiIqqX4pfqEkKY/Un1qevjIL3Rew30nj/AGqDOX/HQ01Gswd26dQteXl4Y\n", "MmQIDAYD1q1bBy8vL4vPaqlKqdoB2AG910Dv+QOswaPfl5EciqwHBwBt27ZFbm6uUrvXIF6MmjXQ\n", "e/4AawBemF4iLpdDRESapNg7OCIiGTIyMmw2l4uLC3r06GGz+UhZbHB2oxBAB7WDUJnea6D3/AHz\n", "GpgAAFOmTLFpBFlZWao2ucLCQnTooPfjQA7pDS4nJwefffYZEhMTIYRAWVkZvLy88MEHH2Dw4MGy\n", "p9OQNwF8pXYQKtN7DfSeP2Beg7uVf+4A4GODuTMATMGdO3dsMFf93nzzTXz1ld6PAzmkN7jZs2ej\n", "sLAQSUlJcHV1RVlZGebNm4eQkBDs3bu3zjPhCQCi1Q7ADkSrHYDKotUOwA5E1zHmA6CvjeNQD5cY\n", "k0f6l0wMBgM++ugjuLq6AgCcnJzwu9/9Do6OjoiJiZE9nYbo5wlcP73XQO/5A6wB0LcvayCL9Hdw\n", "8fHxcHIy323z5s3Rtm1bFBUVyZ6OiIioTtLfwdVubgBw8+ZNFBYWYvjw4bKnIyIiqpNNzoPbsmUL\n", "OnbsiPfff98W0zVSvMILa6D3/AHWALzak0SKN7i0tDSsXbsWcXFx+MlPfqL0dI1YmtoB2AG910Dv\n", "+QOswaPXTJJD0QaXkZGBsWPHYseOHQgJCXni9vpeD25TzUygz/XgutQa09t6cJvA9eBqPg/O17Ed\n", "oNzj8YXFTGqso/bdd9/Z5euV7teDq+lf//qX8PT0FIcPH37itlwPzhY3rgennTn1kKMac+rvdcje\n", "yO4FiryDO336NCIiIrBjxw689NJL1eNBQUFKTEdERGRB+mkCx48fx+jRozFjxgzk5uaarSjAz5aJ\n", "iMhWpDe4BQsW4O7du9i4caPFfQaDQfZ0GmIEL9Ok9xroPX+ANQCMRiMv1SWJ9AaXmpoqe5c6MVft\n", "AOyA3mug9/wB1gCYO5c1kIXrwdmNEWoHYAf0XgO95w+wBsCIEayBLFwuh4hIRdnZ2TZfwUAv696x\n", "wRERqSQ7Oxve3t6qzK32une2oEiDu3fvHqKjo7Fv3z40a9YMTZs2xdKlSxEeHq7EdBqxD0CE2kGo\n", "TO810Hv+gN5q8OM7t5pr3n0DIFTBWe1j3TtbUKTBTZ06FZcuXcLJkyfRrl07JCQkYOzYsdi3bx9G\n", "jRqlxJQasBp6emLXTe810Hv+gH5rUHPNuzkAfqViLNoh/Usmx44dw549exAdHY127doBAEaPHo2X\n", "X34Z7777ruzpNKSj2gHYAb3XQO/5A6wBwBrII73B/fWvfwUAsyuYAMDw4cORk5ODs2fPyp6SiIjI\n", "gvQGd+7cObRp06b63VuVbt26AQDS09NlT0lERGRBeoO7fv06WrdubTFeNXb9+nXZUxIREVmwq9ME\n", "MjIy1A7BZn74oRTARQCfVY6cqPF3JdT8j0UiHn2TSmnfNnC+bwHstPGcMsia09r8G3OO1syzs8bf\n", "bTFnlUfXzU1MTLTZa9GP1+qtmaOM58FjZwVgn6+30mOSsiZBDcHBweK5556zGN+zZ48wGAxi+/bt\n", "FvdduXJFuLu7Vy6NwRtvvPHGm15v7u7u4sqVK1L6kfR3cH369MGpU6dw69YttG3btno8JycHANC7\n", "d2+Ln3Fzc8PZs2dRUFAgOxwiImpE3Nzc4ObmJmVfBiGEkLKnSseOHUNoaCji4uIwYcKE6vFXX30V\n", "//3vf5GdnS1zOiIiojpJb3AAMHHiRFy8eBHHjx9H+/btsX//fkRERPBEbyIishlFGtz9+/cRHR2N\n", "vXv3Vl+qKyoqCqNHj5Y9FRERUZ0UaXBERERqs4v14L7//nuMGDECDg52EY7N6T1/Ij0pKirC5MmT\n", "4eDgAJPJpHY4NmfL/FV/Rd25cycGDx4Mk8kEg8FQ73bTp09Hjx490KdPH7Pb1KlTbRitfNbmDwAn\n", "T57E0KFD4e/vj549e+Kdd97B7du3bRSp7SQnJ6Ndu3YWj3WfPn1qnDekDffu3cPixYvRq1cv9O7d\n", "G/3790d8fLzaYdlMXl4enJ2d63ysv/322yfvoJFJSkpCUFAQLly48Njne0ZGBkaOHAkfHx/07NkT\n", "kyZNwpUrV2wYqTKsyT86OhoeHh4Wx0Ptyz9aRcrJBk+pqKhIhIaGCpPJJKZNmyYMBkO9206fPl0c\n", "O3bMhtEpryH5nz17VjRv3lxs2rRJCCFEaWmpCAkJEcHBwaK8vNxWIdtEcnKymDFjhtph2MT48eOF\n", "r6+vuHHjhhBCiPj4eOHk5CQSEhJUjsw2cnNzxbBhw9QOw2aGDRsmLly4IKKiooTBYBD5+fkW2+Tn\n", "54v27duLRYsWCSGEKCsrE5MmTRLdu3cXxcXFtg5ZKmvyj46OFp9//rmU+VR9B9emTRscPXoUnTt3\n", "tmp7obFfFzYk/8jISHTt2hWzZ88GALRo0QKrV6/GqVOnsHOnklc9UIfWHuu6cOUN/Tl69Cj8/Pwe\n", "u01UVBSEEFi+fDkAwNHRETExMcjNzcW6detsEaZirMkfkPf8V/0jSnqya9eu4fjx4xZv0fv37w8X\n", "FxfExcWpFBk9C668oT9P+jVEeXk59uzZg0GDBqFp06bV425ubujVq1ejf64/KX/ZGlWD27lzJ4YN\n", "G4bnn38e/fr1w5IlS1BcXKx2WIpLT0+HEKJ6RYYqDg4O8PDw0NwKDUIIZGdnY8KECXjhhReqfweR\n", "mpqqdmhSceWNR65du4Zp06Zh4MCB8Pb2xpgxY3DkyBG1w1JFTk4OSkpKLJ7rANC1a1dkZmbi4cOH\n", "KkRmWwcPHkRYWBgCAwMREBCAd999F1evXm3wfhpNg3NxcUHLli2RkJCA8+fP449//CN2796NF198\n", "ESUlJWqHp6iqFRjqW6VBays0NG3aFA8fPkR0dDT++c9/4uzZs3B2dkZwcDAOHTqkdnjScOWNRx+/\n", "VVRU4O2338apU6dw/vx5BAYGYsSIEdi+fbva4dnck57rFRUVuHnzpq3DsqmWLVvCwcEBsbGxOHfu\n", "HL766iucPn0a/fr1w+XLlxu0L2kNLjk5GQ4ODlbdsrKyGrz/DRs2YN26dXB2dgYABAQE4JNPPsGl\n", "S5ewadMmWWk8NaXzb6yepi4vvvgiTp8+Xf1ZvYuLCzZv3oxOnTph/vz5aqZDknXu3BmZmZkYNGgQ\n", "AKBZs2ZYtmwZgoKCEBkZiQcPHqgcIdnawoULsXPnTnTo0AEA4OnpiT/84Q8oKCjAr3/96wbtS9rF\n", "lv38/PDFF19Yta27u7uUOQcOHAjg0dfn1aZk/lUPdF0fxxYXF6NjR/td4l5WXZo0aYI+ffogISHB\n", "4kLejVWHDh3qXB6k6nG258dVaQMGDMCZM2dw8eJF9OnTR+1wbOZJz3VHR0eLj7T1wNfXFy4uLg1+\n", "rZfW4Dp27IiJEyfK2p2ZiooK3Lhxw+IJ7+joWH2/2pTMv3fv3jAYDNUrMlSpqKhAXl4eQkJCFJlX\n", "hqepy61bt+Ds7IwmTZqYjdvT4y3D06y8oTXFxcVo2rQpmjdvbjautcfaWt26dYOLi4vFcx14dFz0\n", "6tXL4nmhNVevXoWrq6vFuIODQ4OPB7v6HVx937AxmUzw8PCwSK7qW2b9+/dXPDZbqC//Tp06YejQ\n", "oTh8+LDZ+JkzZ1BSUqJYY1XL2LFjsXv3brOx8vJynDt3Dp6enmjfvr1KkclV9bjVflyPHDmCbt26\n", "oV+/fmqEZVPz5s3DJ598YjF+9uxZtGrVyqqvlGuJo6Mjxo0bh5SUFLOPZwsKCpCZmam553pd3N3d\n", "LZZO+9///ofbt283/LVeytl0EjzuROfc3FxhMBjEBx98UH1S8+XLl0VgYKDw8PCoPkm2MbPmRO8W\n", "LVqIzZs3CyGEuHv3rhg2bJh48cUXRUVFha3CtIlhw4aJwMDA6kUPy8vLxeLFi4XBYBBxcXEqRyfX\n", "hAkThK+vrygsLBRCCJGQkKCrE72nT58uOnfuLLKysqrHNm/eLAwGg1izZo2KkSmr6kTnvLw8i/vy\n", "8/NFhw4dqk/0fvjwoXjjjTdEjx49xJ07d2wdqiIel7/BYBDTpk0TP/zwgxDi0QUxwsLCRNu2bUV2\n", "dnaD5lG9wU2ePFl4enoKZ2dn4eDgIDw9PYWnp6e4du1a9TYPHjwQ27ZtE6+88orw8/MTvr6+wtPT\n", "U7z11luioKBAxeifnTX5Vzl58qQYMmSI8PPzE97e3mLWrFni9u3bKkStrJMnT4q33npL+Pv7i4CA\n", "ANG5c2fx0ksviUOHDqkdmnT37t0TixcvFj179hQBAQEiKChIxMfHqx2WzZw/f17Mnz9fBAQEiN69\n", "ewsPDw8RHBwsdu3apXZoili0aJHw9PQUzz33nHBwcBA/+9nPhKenp0hNTTXb7tKlS+LVV18VvXr1\n", "Et7e3uL1118Xly9fVilqeazJPzY2VkRERAg/Pz/h7+8vOnfuLCZNmmT2nyBrcTUBIiLSJLv6HRwR\n", "EZEsbHBERKRJbHBERKRJbHBERKRJbHBERKRJbHBERKRJbHBERKRJbHBERKRJbHBERKRJbHBERKRJ\n", "bHBERKRJbHBERKRJbHBERKRJ/w+OZIw+8Uop5QAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHatJREFUeJzt3XtUVNf1B/DvAKIi+ECsQKuAD+QVRMUHigKmmBXQEa2P\n", "+FpqmsRUrcFVFRMTGTU1arTRoC4bNWlazYT+ND5ANMQHGmK1IssCEQop4CQ6ukQFRKIonN8fyIRh\n", "QAY5d85w7/6sxVIPl3v22XNntneYe7eKMcZACCGEyIyN6AAIIYQQKVCBI4QQIktU4AghhMgSFThC\n", "CCGyRAWOEEKILFGBI4QQIktU4AghhMgSFThCCCGyRAWOEEKILLWowJWWlmLWrFmwsbGBTqeTKiZC\n", "CCGk1cwucKmpqQgODkZOTg5UKlWj25w4cQJTpkyBj48PAgMD4e/vj6VLl+L27dvcAiaEEELMYXaB\n", "++CDD3DkyBFMmjQJjd2+8ubNm4iKioKfnx9yc3ORlZWFlJQUJCcnY/jw4bh//z7XwAkhhJBnMbvA\n", "nT59Gv7+/s/cxtnZGWvXrjWc4Xl4eCAuLg7FxcU4cOBA6yIlhBBCWsDsAtfU25J1XF1dcfPmTZPx\n", "X//61wBqf39HCCGEWArXT1Ha2dmZjP33v/8FAERERPCcihBCCHkmSS8TePz4MXbv3o05c+YgKChI\n", "yqkIIYQQI6anXBytWrUKDg4O2LlzZ7Pb6vV66PV6KcMhhBBi5dzc3ODm5sZlX5IVuM2bN+PkyZM4\n", "deoUOnXq9Mxt9Xo9vL29UVFRIVU4hBBC2gB3d3dkZGRwKXKSFLj169cjKSkJZ86cQZcuXZrdXq/X\n", "o6KiAvv27YOvr68UIVm9yMhIfPPNN6LDEErpOVD6+gHKAaDsHOTm5mL27NnQ6/XWWeBWrVqF7777\n", "DidPnjScuSUnJyMzMxOrV69+5s/6+vpi8ODBvENqE0aMGKHYtddReg6Uvn6AcgBQDnh67gLX2MXe\n", "sbGx+Mc//oENGzbg0KFDhvFvv/0WVVVVzzuVItja2ooOQTil50Dp6wcoBwDlgCezC9zKlSuRmJiI\n", "0tJSqFQqhIaGws7ODgcPHsTgwYORlZWFjz/+GCqVCgsWLDD6WZVKhblz53IPnhBCCGmK2QVuw4YN\n", "2LBhQ5PfDwwMRE1NDZegCCGEkNaidjlWgv5zQDlQ+voBygFAOeBJ0uvgiPleeukl0SEI15ZzUFBQ\n", "0Oobivv5+SEzM9OsbZ2cnNC/f/9WzWeN2vIxwAvlgB8Va+zTIk0oLS3FokWLoNVqUVxcjN69e3MJ\n", "IjMzE0OGDMHly5fp00OkzSkoKIC3t7fF583Pz5dlkSPKxbsWmH0Gl5qaioULF6JTp07PvPFybm4u\n", "/vSnP6GoqAg1NTUYPHgwtmzZAnd391YHS4g1Mpy5TQbgYoEJSwB8BWpBRUgzuPWDAwCdTofRo0cj\n", "MDAQubm5uHr1KlQqFcLCwujJSOTPBYC7Bb4sUUQJkQGu/eDi4+PBGMPatWsB1F7PsWXLFhQVFWHr\n", "1q2ti1Tm8vLyRIcgnOJzQI3v6RgA5YAnbv3gqqurcfDgQYwaNQr29vaGcTc3N/j4+CAxMfH5o1SA\n", "FStWiA5BOMXnQJl3ZzKi+GMAlAOeuF0mUFhYiIqKCvTt29fke3369EFeXh4eP37MazrZ2b59u+gQ\n", "hFN8DqJEByCe4o8BUA544lbgbt+ufX+lc+fOJt/r3LkzampqcPfuXV7TyQ6vT6S2ZYrPQVfRAYin\n", "+GMAlAOe6EJvQgghssStwLm41H60q7y83OR75eXlsLW1hbOz8zP3ERUVBbVabfQVEhKCw4cPG22X\n", "mpoKtVpt8vOLFi3C3r17jcYyMzOhVqtRUlJiNB4fH4+NGzcajel0OqjVapNf8iYkJGD58uVGY5WV\n", "lVCr1UhPTzca12q1mD9/vkls06dPp3UoYB04A8A4BKAUwBcw/RDJRQCpDcaqnm57rcF4NoDDMEGP\n", "B62jra5Dq9VCrVYjMjISrq6uGDt2LGJjY0323xotutAbADQaDdauXWtyoXd1dTWcnZ0RHh6OI0eO\n", "GP1MQEAAVCoVsrOzG90nXegNbNy4EXFxcaLDEKqt5qDu+MUbqP0Y//NKBxBqxnY3AHwCWT5f2uox\n", "wJOSc8C7FnA7g7O1tcXkyZORnp5u1BpHr9cjLy8P06ZN4zWVLFVWVooOQTjF54A+g0XHACgHPD13\n", "gWvsxG/NmjWwsbExNDZ98uQJli1bhj59+mDp0qXPH6UCrFmzRnQIwik+BxGiAxBP8ccAKAc8mV3g\n", "Vq5cCS8vL2zbts3QD87Ly8vo5rC9e/fGuXPnkJWVBV9fX/j7+6OmpgZpaWlwdHSUZAGEEEJIY7j1\n", "g6vj6+uLlJSUVgVFCCGEtBZdJmAlTD6Np0CKz8ED0QGIp/hjAJQDnqjAWYlXX31VdAjCKT4HR5rf\n", "RO4UfwyAcsATFTgrodFoRIcgnOJzEC46APEUfwyAcsCTJAXuypUrmDhxIvz8/BAYGIjAwEBs2rQJ\n", "1dXVUkwnC3K7nul5KD4H1DKRjgFQDngy+0Mm5tLpdIiIiEB0dDSysrJgZ2eHS5cuISwsDLdu3cKW\n", "LVt4T0kIIYSY4H4Gd+zYMZSVlWHZsmWws6utn0OHDkVkZCT279/PezpCCCGkUdwLnK2tLQCYtMap\n", "qqpCu3bteE8nGw3v5aZEis9BZvObyJ3ijwFQDnjiXuBmzpwJf39/aDQalJWVAag9q0tLS8O6det4\n", "Tycb9S+YVyrF50AvOgDxFH8MgHLAE/cC5+joiNOnT8PW1hYuLi5wc3PD3LlzsWvXLsybN4/3dLKx\n", "Y8cO0SEIp/gcRIsOQDzFHwOgHPDEvcAVFBQgODgY7du3R0lJCfR6PVJSUvD2229jwYIFvKcjhBBC\n", "GsW9wL377ru4fv06du/ejS5dugAAhg0bhri4OOzevRvffPNNkz9L/eBoHW19HdQPrpa1PB60Dutd\n", "h1X2g2uOr68vSktLodcb/0Lh+PHjiI6OxqZNm7Bs2TKj71E/ONKWcesHZy4Z94Mjyma1/eDquLq6\n", "oqSkBA8eGN9Yr7i42PB9Yqqx/xkpjeJz8IXoAMRT/DEAygFP3AtcbGwsampqsHTpUjx58gQAUFhY\n", "iA8//BBeXl6YPHky7yllYfHixaJDEE7xORgmOgDxFH8MgHLAE/cCN3HiRJw+fRo//vgjAgICEBgY\n", "iAkTJmDixIm4cOECHBwceE8pC+PGjRMdgnCKz0E/0QGIp/hjAJQDnrjfqgsAwsLCEBYWJsWuCSGE\n", "ELNQNwFCCCGyJMkZHGm5w4cPIyYmRvJ5CgoKcP/+fcnnqePk5IT+/fubtS2vHFh6jbm5uZx2BMBX\n", "wLxmunPnDrp37y7pHGfOnEFERITh3y05fuTCUq8FSkAFzkpotVrJD+qCggJ4e3tLOkdj8vPzzXqR\n", "4pEDUWvkIgfmFbjaO+Bh9uzZUkZjNcw9fuTCEq8FSiFZgTtx4gQ2b96M0tJSlJeXo127doiJicGf\n", "//xnqaZs0xITEyWfw3BWMxmAi+TTASUAvoLZZ1M8cmDxNQJAAWov8G6tqWZuV3cfcxFrtOScLTx+\n", "5MISrwVKIUmB27NnD9atW4fjx4/Dz88PALB+/Xr87W9/owJnDVwg/+aallxjSfObSELEGpVw7BDZ\n", "4F7gfvrpJyxZsgSff/65obgBwNKlSxEcHMx7OkIIIaRR3D9F+fe//x2PHj1CdLTxrdE7duxI13cQ\n", "QgixGO4FLj09HT169MDly5cxbtw4+Pv7IygoCBqNBo8ePeI9nWw0dsNTpVF8Dhq5mbLiUA7oecAR\n", "97codTodysrK8Oabb+LIkSPo168f/vWvf2HChAm4ePEijh8/zntKWaCzW8oB+ooOwApQDuh5wBH3\n", "Avfw4UM8evQIq1atQr9+tfceCgkJweLFi7F27Vp8++23GD16NO9p25wbN24gPz/f8G83NzekpaVJ\n", "OqdOp5N0/00x93qtAQMGtLqbsaWvDePqBdEBWAHKAWbMmCE6BNngXuCcnJwAAEFBQUbjdf++dOlS\n", "kwUuKioKw4YZ33H29u3biIuLM7ouJDU1Fdu3b8fRo0eNtl20aBEGDx6M3//+94axzMxMaDQafPrp\n", "p3Bx+eXzzfHx8XBwcEBcXJxhTKfTYfHixdi0aRN8fHwM4wkJCdDpdPjwww8NY5WVlXjllVewYsUK\n", "hIaGGsa1Wi1SU1Px2WefGcU2ffp0zJgxw7CO3035HS7860KjebCoKgAHAIwC4FFvPBvA/wA0vBzn\n", "/wAEwPh6rR8A/BvAzAbbnq79Q+j1WjzWcQyAG4D63TtuAEgDMLHBtmcAtAMQWm+sFEAKgEgAPeqN\n", "X0TtNW31/8Mu5ePR3Do6NbMOADgBYIKF1vETGtWWnueAPF6vpFiHVquFVqvFzz//jOzsbPj5+Rlu\n", "0M8L935ws2bNglarRVZWFgICAgzjSUlJmDhxIvWDe+qFgS8gh+UA4RaasAzA35/+3VJ9y7IAfAUx\n", "12tZao3AL+u0dF7lvEaA+t4pEO9awP0MLiYmBlqtFv/5z3+MClxOTg4AmJyhKVp7AHV3ProG4//p\n", "8qaScN/NMffaKR45EHVNGg9SHwNtAeUA6enpRmdZ5Plx/xTllClTEBoaivXr1+PWrVsAam+flJCQ\n", "gOjoaIwZM4b3lPLwnegArIDSc6D09QOUAwCbNm0SHYJscD+DU6lUOHbsGN59910MHz4cDg4OqK6u\n", "xhtvvIFVq1bxnk4+pogOwAooPQdKXz9AOQDw5Zdfig5BNiS5VZeTkxO2bduGbdu2SbF7ebIXHYAV\n", "UHoOlL5+gHIAUFNojqgfHCGEEFmiAkcIIUSWJC9wf/3rX2FjY4M1a9ZIPVXblio6ACug9Bwoff0A\n", "5QDA8uXLRYcgG5IWuHv37hk+WKJSifycehvQRXQAVkDpOVD6+gHKAYDevXuLDkE2JC1w7733Ht2W\n", "y1zDRQdgBZSeA6WvH6AcAPjjH/8oOgTZkKzAZWVl4auvvoJGo5FqCkIIIaRJkhW4JUuWYN26dejS\n", "hd5zIIQQYnmSFLjExERUVFQY3XyTNOO26ACsgNJzoPT1A5QDAHl5eaJDkA3uBa6yshJxcXFISEjg\n", "vWt5+0Z0AFZA6TlQ+voBygGAFStWiA5BNrgXuA8++ACjR49GSEgI713LW5ToAKyA0nOg9PUDlAMA\n", "27dvFx2CbHAtcEVFRdi1axc2btxo8j1zuvJERUVBrVYbfYWEhODwYeM+9qmpqVCr1SY/v2jRIuzd\n", "u9doLDMzE2q1GiUlxreZj4+PN4lTp9NBrVabvEWQkJBgcm1KZWUl1Go10tPTjca1Wm2jLeenT59u\n", "sg6UAfji6d+71hs/BqBh388bT7d90GD8DID0BmOlT7c15+2eqqfbXmswng3gsOnm+D8ADXuK/oBf\n", "1lHflUbGnrWOnAZjTa3jIkyvl6pbR8NuAjzWIdXj0XAdXSHt49HadQC1/eBa8ni0dB31nwfP6AfX\n", "lp7nLX29Wrx4sSzW0dzjodVqoVarERkZCVdXV4wdOxaxsbEm+28Nrv3g9uzZg/fffx/dunUzjFVV\n", "VSE3Nxc9e/aEq6srfHx8oNVqjX5Osf3g7HOA8Raa8C6Aj5/+nfqWte05lbBGgPrBKZBV94N77bXX\n", "8NprrxmNXbt2DV5eXvjDH/6A1atX85yOEEIIaZLkt+qqO0Hk3Dhcfhp7O0hplJ4Dpa8foBwAjf6K\n", "hzwfyQrcvXv34OXlhdGjR0OlUmHr1q3w8vIyea+WPPVYdABWQOk5UPr6AcoBan9fRviQpB8cAHTr\n", "1g1FRUVS7V5+IkQHYAWUngOlrx+gHAB0Y3qOqF0OIYQQWZLsDI4QQnjIzW14HYR0nJyc0L9/f4vN\n", "R6RFBc5aPADQSXQQgik9B0pfP2Ccg7LaP2bPnm3REPLz84UWuZKSEri4uAibX064F7jCwkJ88skn\n", "SElJAWMMT548gZeXF9555x2Ehobynk4+jgCYKToIwZSeA6WvHzDOQd0HTiYDsMTrfQmAr4D79+9b\n", "YLKmvfrqqzh69KjQGOSCe4FbuHAhSkpKkJqaCldXVzx58gRLlixBWFgYDh061OiV8ARAuOgArEC4\n", "6AAECxcdgBUIb2TMBZa7uNwKUIsxfrh/yESlUuG9996Dq6srAMDOzg5/+ctfYGtriy1btvCeTj4U\n", "9ARuktJzoPT1A5QDgO7awhH3M7ikpCTY2RnvtkOHDujWrRtKS0t5T0cIIYQ0ivsZXMPiBgB3795F\n", "SUkJxo4dy3s6QgghpFEWuQ5u165d6NGjB95++21LTNc2NbzLuxIpPQdKXz9AOQDobk8cSV7gMjMz\n", "sXnzZiQmJuJXv/qV1NO1XXrRAVgBpedA6esHKAeofc0kfEha4HJzczFp0iTs27cPYWFhzW6v6H5w\n", "0fXGldoPrkuDMaX1g4sG9YOr/zy41ch2gHSPR8N+hBDTR+3HH3+0ytcrxfeDq+/KlSuYNGkS9uzZ\n", "gxdffPGZ21I/OAugfnDymVMJaxQxJ/WfE453LZDkDO7ixYuIiYnBvn37jIpbcHCwFNMRQgghJrhf\n", "JnDu3DmMHz8e8+fPR1FRkVFHAXpvmRBCiKVwL3BLly7FgwcPkJCQYPI9lUrFezr5+AJ0myal50Dp\n", "6wcoBwDUajXdqosT7gXu8uXLvHepDMNEB2AFlJ4Dpa8foBwAWLx4segQZIP6wVmLfqIDsAJKz4HS\n", "1w9QDgCMGzdOdAiyQe1yCCFEoIKCAot3MFBK3zsqcIQQIkhBQQG8vb2FzC26750lSFLgHj58CI1G\n", "g8OHD6N9+/awt7fH6tWrMWHCBCmmk4dcAL6igxBM6TlQ+voBxeXAcOZWv+ddMQBPCSe1kr53liBJ\n", "gZszZw6uXr2K8+fPw9nZGcnJyZg0aRIOHz6M6Ojo5negRN9BUU/sRik9B0pfP6DcHNTveZcCYKTA\n", "WGSE+4dMzp49i4MHD0Kj0cDZ2RkAMH78ePz2t7/FW2+9xXs6+XAQHYAVUHoOlL5+gHIAUA444l7g\n", "/vnPfwKAye25xo4di8LCQmRkZPCekhBCCDHBvcBduXIFXbp0MZy91enbty8AICsri/eUhBBCiAnu\n", "Be727dvo3LmzyXjd2O3b5tzinhBCCGkdq7pMIDe3Yd8P+fq58ufadjl179jq6v1dCvXbiBTAtK2M\n", "FHQtnE+H2jvIW3JOHnjNae762/IazZknq97fLTFnnXu1f6SkpFjstchwr976a+TxPHiWp+u0xtdb\n", "7jExzkJCQljXrl1Nxg8ePMhUKhXbu3evyfdu3LjB3N3dGQD6oi/6oi/6UvCXu7s7u3HjBpd6xP0M\n", "btCgQbhw4QLu3buHbt26GcYLCwsBAAMHDjT5GTc3N2RkZECvp3a+hBCiZG5ubnBzc+OyL+4NT8+e\n", "PYuIiAgkJiZi6tSphvGXX34ZP/zwAwoKCnhORwghhDRKko7e06ZNw/fff49z586he/fuOHbsGGJi\n", "YuhCb0IIIRYjSYF79OgRNBoNDh06ZLhVV3x8PMaPH897KkIIIaRRkhQ4QgghRDSr6Af3008/Ydy4\n", "cbCxsYpwLE7p6ydESUpLSzFr1izY2NhAp9M1/wMyY8n1C39F3b9/P0JDQ6HT6aBSqZrcbt68eejf\n", "vz8GDRpk9DVnzhwLRsufuesHgPPnz2PMmDEICAjAgAED8Oabb6KsrMxCkVpOWloanJ2dTR7rQYMG\n", "/XLdkEw8fPgQK1euhI+PDwYOHIihQ4ciKSlJdFgWU1xcDEdHx0Yf6++++050eNylpqYiODgYOTk5\n", "z3y+5+bmIioqCr6+vhgwYABmzJiBGzduWDBSaZizfo1GAw8PD5PjoeHtH83C5WKD51RaWsoiIiKY\n", "Tqdjc+fOZSqVqslt582bx86ePWvB6KTXkvVnZGSwDh06sB07djDGGKusrGRhYWEsJCSEVVdXWypk\n", "i0hLS2Pz588XHYZFTJkyhfn5+bE7d+4wxhhLSkpidnZ2LDk5WXBkllFUVMTCw8NFh2Ex4eHhLCcn\n", "h8XHxzOVSsWuXbtmss21a9dY9+7dWVxcHGOMsSdPnrAZM2awfv36sfLyckuHzJU569doNOzzzz/n\n", "Mp/QM7guXbrg9OnT6NWrl1nbM5n9urAl61+2bBn69OmDhQsXAgA6duyIjRs34sKFC9i/f7/UoVqc\n", "3B7rxlDnDeU5ffo0/P39n7lNfHw8GGNYu3YtAMDW1hZbtmxBUVERtm7daokwJWPO+gF+z3/hb1GS\n", "5t26dQvnzp0zOUUfOnQonJyckJiYKCgy0hrUeUN5mvs1RHV1NQ4ePIhRo0bB3t7eMO7m5gYfH582\n", "/1xvbv28takCt3//foSHh+OFF17AkCFDsGrVKpSXl4sOS3JZWVlgjBk6MtSxsbGBh4eH7Do0MMZQ\n", "UFCAqVOnYtiwYYbfQVy+fFl0aFxR541at27dwty5czFixAh4e3tj4sSJOHXqlOiwhCgsLERFRYXJ\n", "cx0A+vTpg7y8PDx+/FhAZJZ14sQJREZGIigoCIGBgXjrrbdw8+bNFu+nzRQ4JycnODg4IDk5GdnZ\n", "2fjss89w4MABjBw5EhUVFaLDk1RdB4amujTIrUODvb09Hj9+DI1Gg3//+9/IyMiAo6MjQkJC8PXX\n", "X4sOjxvqvFH79ltNTQ3eeOMNXLhwAdnZ2QgKCsK4ceOwd+9e0eFZXHPP9ZqaGty9e9fSYVmUg4MD\n", "bGxsoNVqceXKFRw9ehQXL17EkCFDcP369Rbti1uBS0tLg42NjVlf+fn5Ld7/xx9/jK1bt8LR0REA\n", "EBgYiI8++ghXr17Fjh07eC3juUm9/rbqefIycuRIXLx40fBevZOTE3bu3ImePXsiNjZW5HIIZ716\n", "9UJeXh5GjRoFAGjfvj3WrFmD4OBgLFu2DFVVVYIjJJa2fPly7N+/Hy4uLgAAT09PfPrpp9Dr9Xj/\n", "/fdbtC9uN1v29/fHl19+ada27u7uXOYcMWIEgNqPz4sm5frrHujG3o4tLy9Hjx49WrQ/S+KVl3bt\n", "2mHQoEFITk42uZF3W+Xi4tJoe5C6x9maH1epDR8+HJcuXcL333+PQYMGiQ7HYpp7rtva2pq8pa0E\n", "fn5+cHJyavFrPbcC16NHD0ybNo3X7ozU1NTgzp07Jk94W1tbw/dFk3L9AwcOhEqlMnRkqFNTU4Pi\n", "4mKEhYVJMi8Pz5OXe/fuwdHREe3atTMat6bHm4fn6bwhN+Xl5bC3t0eHDh2MxuX2WJurb9++cHJy\n", "MnmuA7XHhY+Pj8nzQm5u3rwJV1dXk3EbG5sWHw9W9Tu4pj5ho9Pp4OHhYbK4uk+ZDR06VPLYLKGp\n", "9ffs2RNjxozByZMnjcYvXbqEiooKyQqrKJMmTcKBAweMxqqrq3HlyhV4enqie/fugiLjq+5xa/i4\n", "njp1Cn379sWQIUNEhGVRS5YswUcffWQynpGRgU6dOpn1kXI5sbW1xeTJk5Genm709qxer0deXp7s\n", "nuuNcXd3N2md9r///Q9lZWUtf63ncjUdB8+60LmoqIipVCr2zjvvGC5qvn79OgsKCmIeHh6Gi2Tb\n", "MnMu9O7YsSPbuXMnY4yxBw8esPDwcDZy5EhWU1NjqTAtIjw8nAUFBRmaHlZXV7OVK1cylUrFEhMT\n", "BUfH19SpU5mfnx8rKSlhjDGWnJysqAu9582bx3r16sXy8/MNYzt37mQqlYpt2rRJYGTSqrvQubi4\n", "2OR7165dYy4uLoYLvR8/fsxmzpzJ+vfvz+7fv2/pUCXxrPWrVCo2d+5c9vPPPzPGam+IERkZybp1\n", "68YKCgpaNI/wAjdr1izm6enJHB0dmY2NDfP09GSenp7s1q1bhm2qqqrYnj172EsvvcT8/f2Zn58f\n", "8/T0ZK+//jrT6/UCo289c9Zf5/z582z06NHM39+feXt7swULFrCysjIBUUvr/Pnz7PXXX2cBAQEs\n", "MDCQ9erVi7344ovs66+/Fh0adw8fPmQrV65kAwYMYIGBgSw4OJglJSWJDstisrOzWWxsLAsMDGQD\n", "Bw5kHh4eLCQkhH3xxReiQ5NEXFwc8/T0ZF27dmU2NjbsN7/5DfP09GSXL1822u7q1avs5ZdfZj4+\n", "Pszb25u98sor7Pr164Ki5sec9Wu1WhYTE8P8/f1ZQEAA69WrF5sxY4bRf4LMRd0ECCGEyJJV/Q6O\n", "EEII4YUKHCGEEFmiAkcIIUSWqMARQgiRJSpwhBBCZIkKHCGEEFmiAkcIIUSWqMARQgiRJSpwhBBC\n", "ZIkKHCGEEFmiAkcIIUSWqMARQgiRJSpwhBBCZOn/AXc7KxtrxCrEAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "025\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHFVJREFUeJzt3XtQVOf5B/DvAbyDxlsBWxW8IBeDqBhFRcComaiLl1FT\n", "o46YmJgaY3GKkdREUBujRhrvk/7ENm2jhFaLBiTRqPFCrFZhLKggtCA0ShyIogKjKLy/P5SNyyKy\n", "x3N4d5fvZ2YnycvZ8z7n2cM+Ocu+51GEEAJERER2xkF2AERERHpggSMiIrvEAkdERHaJBY6IiOwS\n", "CxwREdklFjgiIrJLLHBERGSXWOCIiMguscAREZFdsqjAlZWVYdasWXBwcEBRUZFeMRERET2zRhe4\n", "Q4cOITAwEBcuXICiKPVu8/XXX2PatGnw9vaGv78//Pz8sGTJEpSUlGgWMBERUWM0usB99NFH2L9/\n", "P6ZMmYL6bl/5ww8/YPz48fD19UV2djYyMzORmpqKlJQUDB06FHfu3NE0cCIiooY0usAdPXoUfn5+\n", "DW7TqVMnrFq1yniF17NnTyxbtgxXrlzBnj17ni1SIiIiCzS6wD3pY8labm5u+OGHH8zGf/7znwN4\n", "+Pc7IiKipqLptyidnJzMxi5fvgwACAsL03IqIiKiBum6TOD+/fvYsWMH5syZg4CAAD2nIiIiMmF+\n", "yaWh5cuXo23btti+fftTty0uLkZxcbGe4RARkZVzd3eHu7u7JvvSrcBt2LABhw8fxpEjR9CuXbsG\n", "ty0uLoaXlxfKy8v1CoeIiGxAt27dcO7cOU2KnC4Fbs2aNUhOTsa3336LDh06PHX74uJilJeX4/PP\n", "P4ePj48eIdmlsWPH4ptvvpEdhs1h3izHnKnDvFkmOzsbs2fPRnFxsXUWuOXLl+O7777D4cOHjVdu\n", "KSkpyMjIwIoVKxp8ro+PDwYNGqR1SHZr2LBhzJcKzJvlmDN1mDe5VBe4+hZ7R0ZG4q9//SvWrl2L\n", "pKQk4/jJkydRVVWldip6AkdHR9kh2CTmzXLMmTrMm1yNLnDR0dFITExEWVkZFEXByJEj4eTkhL17\n", "92LQoEHIzMzE5s2boSgKFixYYPJcRVEwd+5czYMnIiJ6kkYXuLVr12Lt2rVP/Lm/vz9qamo0CYqI\n", "iOhZsV2ODeP/UKjDvFmOOVOHeZNL13VwpK+XXnqp0dvm5eVZzQ2vXVxc0LdvX2nzW5I3eog5U4d5\n", "k0sR9X1b5AnKysrw9ttvIyEhAVeuXEGPHj00CSIjIwODBw9Geno6v3Gkg7y8PHh5eckOw0Rubq7U\n", "IkdE1kfrWtDoK7hDhw5h4cKFaNeuXYM3Xs7OzsZvfvMbFBQUoKamBoMGDUJcXBy6dev2zMGSOj9d\n", "uX0OQPY6w2wAs63mapKI7FejC1xtP7i///3vyMrKqneboqIiBAcHY/78+UhNTUV1dTXmzJmDkJAQ\n", "ZGRkwMXFRbPASQ0fALxCJqLmQdN+cDExMRBCYNWqVQAergGJi4tDQUEBNm7c+GyRkpmcnBzZIdgk\n", "5s1yzJk6zJtcmvWDq66uxt69ezFixAi0bNnSOO7u7g5vb28kJiaqj5Lq9e6778oOwSYxb5ZjztRh\n", "3uTSbJlAfn4+ysvL0bt3b7Of9erVCzk5Obh//75W0xGArVu3yg7BJjFvlmPO1GHe5NKswJWUlAAA\n", "2rdvb/az9u3bo6amBjdu3NBqOgI0+xZrc8O8WY45U4d5k4vr4EiK7Oxs2SEAkL8mj4h0JCwUExMj\n", "FEURhYWFJuOXL18WiqKIyMhIs+cYDAbh5OQkqqqq6t1nenq6ACBcXV2FwWAweQwbNkwkJSWZbH/w\n", "4EFhMBjM9rNw4UIRHx9vtm+DwSBKSkpMxlesWCHWrl1rMlZYWCgMBoPIzs42Gd+8ebOIiooyGauo\n", "qBAGg0GcPHnSZHz37t0iIiLCLLYZM2ZIO47a/AJLBRAlAPHYo0IABgGcrDO+WwARdcaEAGYIIKnO\n", "2MFH+6i77UIBxNcZ2/AoFut55ObmNunrUcvWzyseB4/jWY5j9+7dwmAwiDFjxghXV1cRFhYmgoOD\n", "BQCRnp5uNo8aFi30BoDY2FisWrXKbKF3dXU1OnXqhNDQUOzfv9/kOf3794eiKE9cXsCF3uqsW7cO\n", "y5Yte+p2tfkF0iF/mcAuALMhd03eZwAiULsmj+fd0zX2XCNTzJtlpC30fhpHR0dMnToVX375Jaqq\n", "qozfpCwuLkZOTg5iYmK0mooeqayslB3CM5C5Jm+/xLltk22fa/Iwb3Kp/pJJfRd+K1euhIODg7Gx\n", "6YMHDxAVFYVevXphyZIl6qOkeq1cuVJ2CDaKebMUzzV1mDe5Gl3goqOj4enpiU2bNhn7wXl6eiIj\n", "I8O4TY8ePXDixAlkZmbCx8cHfn5+qKmpwbFjx+Ds7KzLARAREdVHs35wtXx8fJCamvpMQRERET0r\n", "9oOzYaWlpbJDsFHMm6V4rqnDvMnFAmfDXnvtNdkh2CjmzVI819Rh3uRigbNhsbGxskOwUbGyA7A5\n", "PNfUYd7k0qXAnT9/HpMmTYKvry/8/f3h7++P9evXo7q6Wo/pmi2u3VKLebMUzzV1mDe5NL9VV1FR\n", "EcLCwjBhwgRkZmbCyckJZ8+eRUhICK5fv464uDitpyQiIjKj+RXcgQMHcOvWLURFRcHJ6WH9HDJk\n", "CMaOHYtdu3ZpPR0REVG9NC9wjo6OAGDWGqeqqgotWrTQerpmbefOnbJDsFHMm6V4rqnDvMmleYF7\n", "9dVX4efnh9jYWNy6dQvAw6u6Y8eOYfXq1VpP16w9vsieLMG8WYrnmjrMm1yaFzhnZ2ccPXoUjo6O\n", "6NKlC9zd3TF37lx8+umniIiI0Hq6Zm3btm2yQ7BRzJuleK6pw7zJpXmBy8vLQ2BgIFq1aoXS0lIU\n", "FxcjNTUV7733HhYsWKD1dERERPXSvMC9//77uHr1Knbs2IEOHToAAF544QUsW7YMO3bswDfffPPE\n", "544fPx7h4eEmj6CgIOzbt89ku0OHDiE8PNzs+W+//bbZZ94ZGRkIDw83u6NATEwM1q1bZzJWVFSE\n", "8PBw5OTkmIxv2bIFS5cuNRmrrKxEeHg40tLSTMYTEhIwb948s9heeeUV6ccBfAFgaZ2xSgDhANLq\n", "jCcAMD8O4BUA++qMHXq0D7Mjgfnfuwoe/fNmnfEYAOvqjBU92m/d49gCbY7jW5MRnlc8Dh5H0x1H\n", "QkICwsPDMXbsWLi5uWH06NGIjIw02/8z0aSr3GO8vb2Fm5ub2XhqaqpQFEV8/PHHZj+rbcipVZM7\n", "MvVTw9P0epqSNvXjcyuKhecdkTXRuhZofgXn5uaG0tJSVFRUmIxfuXLF+HPSRn3/N0WNwbxZiuea\n", "OsybXJoXuMjISNTU1GDJkiV48OABACA/Px8ff/wxPD09MXXqVK2nbLYWLVokOwQbxbxZiueaOsyb\n", "XJoXuEmTJuHo0aP43//+h/79+8Pf3x8GgwGTJk3C6dOn0bZtW62nbLbGjRsnOwQbxbxZiueaOsyb\n", "XJrfqgsAQkJCEBISoseuiYiIGoXdBIiIyC7pcgVHTWPfvn2YPHmy7DBs0D4A1pe3vLw83LlzR3YY\n", "AAAXFxf07dvX+N8819Rh3uRigbNhCQkJ/OVRJQHWVuDy8vLg5eUlOwwTubm5xiLHc00d5k0u3Qrc\n", "119/jQ0bNqCsrAy3b99GixYtMHnyZHz44Yd6TdnsJCYmyg7BRllf3n66cvscgI/MUABkA5htcjXJ\n", "c00d5k0uXQpcfHw8Vq9eja+++gq+vr4AgDVr1uCzzz5jgSNqkA/YkJVIG5oXuO+//x6LFy/Gn//8\n", "Z2NxA4AlS5YgMDBQ6+mIiIjqpfm3KP/yl7/g3r17mDBhgsl4mzZtuCaEiIiajOYFLi0tDV27dkV6\n", "ejrGjRsHPz8/BAQEIDY2Fvfu3dN6umatvpukUmMwb5biuaYO8yaX5h9RFhUV4datW3jrrbewf/9+\n", "9OnTB//85z9hMBhw5swZfPXVV1pP2Wzxilgt5s1SPNfUYd7k0rzA3b17F/fu3cPy5cvRp08fAEBQ\n", "UBAWLVqEVatW4eTJkwgODtZ6Wqul59qmfv36NapjcHZ2ti7z266ZJv9lDfmxhhgaMnPmzKdvpANr\n", "XhvYGLLyRo9o0pPgMQEBAUJRFHHx4kWT8aSkJKEoioiLizN7Tm2LBFdXV2EwGEwew4YNE0lJSSbb\n", "Hzx4UBgMBrP9LFy4UMTHx5vt22AwiJKSEpPxFStWiLVr15qMFRYWCoPBILKzs03GN2/eLKKiokzG\n", "KioqhMFgECdPnjQZ3717t4iIiBBCCJGbm/uoNYy1PJYKIKpOy5gKARgEcLLO+G4BRNTTYmaGAJLq\n", "jB18tI+62y4UQHydsdWPYjlcZ3yFANbWGSt8tN/sOuObNTqOaCt4Teo+0pr49Uh/tG1JnTGId955\n", "R9ffj8fNmDHD7Pf8j3/8oxW8HqaP3Nxci4/DVt6vmvo4du/eLQwGgxgzZoxwdXUVYWFhIjg4WADa\n", "tctRhBCinrqn2qxZs5CQkIDMzEz079/fOJ6cnIxJkyZh/fr1iIqKMnlORkYGBg8ejPT0dAwaZD9f\n", "ka49Lvlrm1IBfAAgHfK/gr4LwGwri0X26wNY12uUAUD+76P1/P4AtWsDZefE3mldCzT/iHLy5MlI\n", "SEjAv//9b5MCd+HCBQAPu3s3P3qtbUoDMLIR21n3x19Nr27erGHtmXW/RmlpaRg5sjHnmh6s4fVR\n", "R27eSPNvUU6bNg0jR47EmjVrcP36dQAPP0ffsmULJkyYgFGjRmk9ZTO2XnYANop5s9T69cyZGsyb\n", "XJpfwSmKggMHDuD999/H0KFD0bZtW1RXV+PNN9/E8uXLtZ6umftCdgA2inmz1BdfMGdqMG9y6XKr\n", "LhcXF2zatAmbNm3SY/dkxOax6jBvlmKjYnWYN7nYD46IiOwSCxwREdkl3QvcH/7wBzg4OGDlypV6\n", "T9UMLZUdgI1i3iy1dClzpgbzJpeuBe7mzZvGL5YoiqLnVM1UD9kB2CjmzVI9ejBnajBvcula4D74\n", "4INmdVuupveO7ABsFPNmqXfeYc7UYN7k0q3AZWZm4h//+AdiY2P1moKIiOiJdCtwixcvxurVq9Gh\n", "Qwe9piAiInoiXQpcYmIiysvL8frrr+uxezLKkR2AjWLeLJWTw5ypwbzJpXmBq6ysxLJly7Blyxat\n", "d01m3pUdgI1i3iz17rvMmRrMm1ya38nko48+QnBwMIKCgrTedaMUFxfj8uXLUuau67///a/OM2zV\n", "ef/2inmz1NatzJkazJtkmjTdeSQ/P1906dJFXL161ThWUFAgFEURsbGxT3yelv3gvLy8pfeMMn+k\n", "69S3q7F91D5/FAf7wZkeR+Rjr09Tvh71HUfta8R+cLW2bt1a5/Vpytej7nkVL4Cf+pSxH9yzH4fN\n", "9YOLj4/H7373O3Ts2NE4VlVVhezsbLi6usLNzQ3e3t5ISEgweZ6WPYACA4OQnv4LAB890360Udv9\n", "V3aPL2vswcZYrDcWa+sHx5w0F1bdD27+/PmYP3++yVhhYSE8PT3xq1/9CitWrNByugZ0ANCnieZq\n", "iIKHF3FERNTUdL9VV+0FooYXimS0TnYANop5s9S6dcyZGsybXLoVuJs3b8LT0xPBwcFQFAUbN26E\n", "p6cndu7cqdeUzVCl7ABsFPNmqcpK5kwN5k0uXfrBAUDHjh1RUFCg1+4JAMAbWKvDvFmKN0tXh3mT\n", "i+1yiIjILrHAERGRXWKBs2mlsgOwUcybpUpLmTM1mDe5NC9w+fn5iI6Ohr+/P55//nn4+Phg/Pjx\n", "SEtL03oqwmuyA7BRzJulXnuNOVODeZNL8wK3cOFCHD58GIcOHUJWVhaysrLg4eGBkJAQfPnll1pP\n", "18zFyg7ARsXKDsDmsO2VOsybXJoXOEVR8MEHH8DNzQ0A4OTkhN///vdwdHREXFyc1tM1c7yjgjrM\n", "m6V49w51mDe5NF8mkJycDCcn0922bt0aHTt2RFlZmdbTERER1UvzK7i6xQ0Abty4gdLSUowePVrr\n", "6YiIiOrVJN+i/PTTT9G1a1e89957TTFdM8K7wqjDvFmKdyBSh3mTS7c7mdTKyMjAhg0bkJSUhJ/9\n", "7Gd6T9fMZABg13TLMW+NkZ2dbfz3gwcPYuDAgdLmt1UZGRl4/XXtz7W8vDzcuXNH8/2q4eLigr59\n", "+z59Qxk0abrzBJcuXRI9evQQBw4caHA7LfvB9ezZSwCvN2GfqIb6dimP9bNiP7iHD/aDq/84rKkf\n", "XNKjWKzlwX5wj/dRy83NtYLXxPTx4YcfWnwcNtcP7nHnz5/HlClTEB8fjxdffLHBbbXvB+cHIP6Z\n", "9qMNBzx8/WX3s7KmXmOMxXZi+RyAj8Q4UgF8AOvIifX0g/upT57s1wcAsgHM1iwvVt0PrtaZM2fw\n", "yiuvYNeuXRgxYoRxPDAwEOfOndNjSiLSnA/kFhbb/4hSX7JfH+uneYE7ceIEJk6ciHnz5qGgoMCk\n", "o0BGRobW0xEREdVL8wK3ZMkSVFRUYMuWLWY/UxRF6+mauXAAvDuM5Zg3yzFnaoSHh/MOThJpXuDS\n", "09O13iU90SLZAdgo5s1yzJkaixYxbzKxm4BNGyc7ABvFvFmOOVNj3DjmTSbd18EREdkLa1ibZw0x\n", "2AoWOCKipyoCAMyePVtyHGQJXQrc3bt3ERsbi3379qFVq1Zo2bIlVqxYAYPBoMd0zdg+AJNlB2GD\n", "mDfLNfecVTz6p6Vrz74FEKZxLLXrA+lpdClwc+bMwaVLl3Dq1Cl06tQJKSkpmDJlCvbt24cJEybo\n", "MWUztQ7N+01HLebNcszZQ5auPXsbwG80joEfUTaW5l8yOX78OPbu3YvY2Fh06tQJADBx4kSMGTMG\n", "v/71r7WerpnrKjsAG8W8WY45U4d5k0nzAve3v/0NAMxuzzV69Gjk5+fzTiZERNQkNC9w58+fR4cO\n", "HYxXb7V69+4NAMjMzNR6SiIiIjOaF7iSkhK0b9/ebLx2rKSkROspiYiIzFjVMgEt1ndUVlYAyAHw\n", "f8+8r2dX26ghFfr8Yfg7PLzze2O20zMOS1hDLLV5s4ZYall7LI091/SOQxa1seiRN2vKy8N7DWu1\n", "Nk/zNX6aNN15TFBQkHjuuefMxvfu3SsURRE7d+40+9m1a9dEt27dpPc04oMPPvjgQ+6jW7du4tq1\n", "a5rUI82v4AYOHIjTp0/j5s2b6Nixo3E8Pz8fADBgwACz57i7u+PcuXMoLi7WOhwiIrIh7u7ucHd3\n", "12Rfmjc8PX78OMLCwpCYmIjp06cbx19++WX85z//QV5enpbTERER1UuXjt4zZszAxYsXceLECXTu\n", "3BkHDhzA5MmTudCbiIiajC4F7t69e4iNjUVSUpLxVl0xMTGYOHGi1lMRERHVS5cCR0REJJtV9IP7\n", "/vvvMW7cODg4WEU4NoE5IyJbVFZWhlmzZsHBwQFFRUW6ziX93XHXrl0YOXIkioqKoCjKE7eLiIhA\n", "3759MXDgQJPHnDlzmjBa69DYnAHAqVOnMGrUKPTv3x/9+vXDW2+9hVu3bjVRpNbt2LFj6NSpk9k5\n", "NXDgQBQUFMgOT7q7d+8iOjoa3t7eGDBgAIYMGYLk5GTZYVm1K1euwNnZud5z6rvvvnv6DuzcoUOH\n", "EBgYiAsXLjT43pWdnY3x48fDx8cH/fr1w8yZM3Ht2jXLJ9RksYFKZWVlIiwsTBQVFYm5c+cKRVGe\n", "uG1ERIQ4fvx4E0ZnnSzJ2blz50Tr1q3Ftm3bhBBCVFZWipCQEBEUFCSqq6ubKmSrdezYMTFv3jzZ\n", "YVitadOmCV9fX/Hjjz8KIYRITk4WTk5OIiUlRXJk1qugoECEhobKDsNqhYaGigsXLoiYmBihKIoo\n", "LCw026awsFB07txZLFu2TAghxIMHD8TMmTNFnz59xO3bty2aT+oVXIcOHXD06FF07969UdsL/rnQ\n", "opxFRUWhV69eWLhwIQCgTZs2WLduHU6fPo1du5r6rhTWiedU/dgVhPRw9OhR+Pn5NbhNTEwMhBBY\n", "tWoVAMDR0RFxcXEoKCjAxo0bLZpP+keUpI/r16/jxIkTZl0dhgwZAhcXFyQmJkqKjGwBu4KQHp72\n", "J5Xq6mrs3bsXI0aMQMuWLY3j7u7u8Pb2tvh9y6YK3K5duxAaGornn38egwcPxvLly3H79m3ZYVml\n", "zMxMCCGMXRxqOTg4oGfPnuzqgIdXb3l5eZg+fTpeeOEF42f96enpskOTjl1B1Lt+/Trmzp2LYcOG\n", "wcvLC5MmTcKRI0dkh2UT8vPzUV5ebva+BQC9evVCTk4O7t+/3+j92UyBc3FxQdu2bZGSkoKsrCz8\n", "6U9/wp49ezB8+HCUl5fLDs/q1HZteFJnB3Z1AFq2bIn79+8jNjYW//rXv3Du3Dk4OzsjKCgIBw8e\n", "lB2eVOwKoo6joyNqamrw5ptv4vTp08jKykJAQADGjRuHnTt3yg7P6j3tfaumpgY3btxo9P40K3DH\n", "jh2Dg4NDox65ubkW73/z5s3YuHEjnJ2dAQD+/v745JNPcOnSJWzbtk2rw2hSeuesOVGTy+HDh+PM\n", "mTPGvwm4uLhg+/btcHV1RWRkpMzDIRvVvXt35OTkYMSIEQCAVq1aYeXKlQgMDERUVBSqqqokR9i8\n", "aHazZT8/P3zxxReN2rZbt26azDls2DAAD78Kb4v0zFmXLl0AoN6PcG/fvo2uXbtatD9rp1UuW7Ro\n", "gYEDByIlJcXshuHNSZcuXeptXVJ7Ptnb+aO3oUOH4uzZs7h48SIGDhwoOxyr9bT3LUdHR7OPzRui\n", "WYHr2rUrZsyYodXuTNTU1ODHH380+6VydHQ0/twW6ZmzAQMGQFEUYxeHWjU1Nbhy5QpCQkJ0mVcW\n", "Nbm8efMmnJ2d0aJFC5NxWz+vtKCmKwg9fBNu2bIlWrdubTLOc6pxevfuDRcXF7P3LeDhueft7W32\n", "+9oQq/ob3JO+YVNUVISePXuanRy13+QaMmSI7rFZqyflzNXVFaNGjcLhw4dNxs+ePYvy8nLdCqst\n", "mTJlCvbs2WMyVl1djfPnz8PDwwOdO3eWFJl8tedH3fPnyJEj6N27NwYPHiwjLKu3ePFifPLJJ2bj\n", "586dQ7t27Z76FfnmztHREVOnTkVaWprJx7nFxcXIycmx/H3rWRfuaaWhRcsFBQVCURTx29/+1rhA\n", "+erVqyIgIED07NnTuBC1uWnMQu82bdqI7du3CyGEqKioEKGhoWL48OGipqamqcK0WqGhoSIgIMDY\n", "XLG6ulpER0cLRVFEYmKi5Ojkmz59uvD19RWlpaVCCCFSUlK40PspIiIiRPfu3UVubq5xbPv27UJR\n", "FLF+/XqJkVmX2oXeV65cMftZYWGh6NKli3Gh9/3798Wrr74q+vbtK+7cuWPRPNIL3KxZs4SHh4dw\n", "dnYWDg4OwsPDQ3h4eIjr168bt6mqqhLx8fHipZdeEn5+fsLX11d4eHiIN954QxQXF0uMXo7G5KzW\n", "qVOnRHBwsPDz8xNeXl5iwYIF4tatWxKitj6nTp0Sb7zxhujfv7/w9/cX3bt3Fy+++KI4ePCg7NCs\n", "wt27d0V0dLTo16+f8Pf3F4GBgSI5OVl2WFYtKytLREZGCn9/fzFgwADRs2dPERQUJHbv3i07NKuw\n", "bNky4eHhIZ577jnh4OAgfvGLXwgPDw+Rnp5ust2lS5fEyy+/LLy9vYWXl5f45S9/Ka5evWrxfOwm\n", "QEREdsmq/gZHRESkFRY4IiKySyxwRERkl1jgiIjILrHAERGRXWKBIyIiu8QCR0REdokFjoiI7BIL\n", "HBER2SUWOCIisksscEREZJdY4IiIyC6xwBERkV36fxWHrTQPCMCaAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHH9JREFUeJzt3XlUVOcZP/DvAO7gilVsVXBBFoOguOAGmmhOVHD5ucSo\n", "x6UmpmotnhIhMRHUxqjRxv3Yn1rTNkpoNGpAjUStW4xW4BgwgpKyNTrxQBQVqYLw/v5A5ucwbDPe\n", "yzt35vs5Z476crnvcx8u83hn5r2PTgghQEREZGMcZAdARESkBhY4IiKySSxwRERkk1jgiIjIJrHA\n", "ERGRTWKBIyIim8QCR0RENokFjoiIbBILHBER2SSzClxhYSFmzJgBBwcH5OXlqRUTERHRC6t3gUtM\n", "TERgYCCuXbsGnU5X7TZff/01Jk+eDC8vL/j5+cHX1xdLly5Ffn6+YgETERHVR70L3EcffYQjR45g\n", "4sSJqO72lT///DPGjBkDHx8fpKenIzU1FceOHUNCQgIGDhyIhw8fKho4ERFRbepd4E6fPg1fX99a\n", "t2nbti1WrVpluMLr2rUrIiMjkZOTgwMHDrxYpERERGaod4Gr6WXJSh07dsTPP/9sMv7rX/8aQMX7\n", "d0RERA1F0U9ROjk5mYzduHEDADBixAglpyIiIqqVqssESktLsWvXLsyaNQv+/v5qTkVERGTE9JJL\n", "QcuXL0fz5s2xY8eOOrfV6/XQ6/VqhkNERFbOzc0Nbm5uiuxLtQK3YcMGnDx5EqdOnUKLFi1q3Vav\n", "18PT0xNFRUVqhUNERBrQqVMnJCUlKVLkVClwa9asQXx8PP71r3+hVatWdW6v1+tRVFSEzz77DN7e\n", "3mqEZJNGjRqFb775RnYYmsO8mY85swzzZp709HTMnDkTer3eOgvc8uXL8e233+LkyZOGK7eEhASk\n", "pKRgxYoVtX6vt7c3+vbtq3RINmvQoEHMlwWYN/MxZ5Zh3uSyuMBVt9g7PDwc//jHP7B27VocOnTI\n", "MH7+/HmUlJRYOhXVwNHRUXYImsS8mY85swzzJle9C1xUVBTi4uJQWFgInU6HoUOHwsnJCQcPHkTf\n", "vn2RmpqKLVu2QKfTYcGCBUbfq9PpMHv2bMWDJyIiqkm9C9zatWuxdu3aGr/u5+eH8vJyRYIiIiJ6\n", "UWyXo2H8D4VlmDfzMWeWYd7kUnUdHKnr1Vdfrfe2mZmZVnPDaxcXF/Ts2VPa/ObkjSowZ5Zh3uTS\n", "ieo+LVKDwsJCLFq0CLGxscjJyUGXLl0UCSIlJQX9+vVDcnIyP3GkgszMTHh6esoOw8jNmzelFjki\n", "sj5K14J6X8ElJiZi4cKFaNGiRa03Xk5PT8cf//hHZGdno7y8HH379sXGjRvRqVOnFw6WLGO4cpsE\n", "wFVqKEABgC9hNVeTRGS76l3gKvvBffHFF0hLS6t2m7y8PAwbNgzz58/HsWPHUFZWhlmzZiE4OBgp\n", "KSlwcXFRLHCygCsA/j+DiOyEov3goqOjIYTAqlWrAFSsAdm4cSOys7OxadOmF4uUTGRkZMgOQZOY\n", "N/MxZ5Zh3uRSrB9cWVkZDh48iCFDhqBx48aGcTc3N3h5eSEuLs7yKKlay5Ytkx2CJjFv5mPOLMO8\n", "yaXYMoGsrCwUFRWhe/fuJl/r1q0bMjIyUFpaqtR0BGDbtm2yQ9Ak5s18zJllmDe5FCtw+fn5AICW\n", "LVuafK1ly5YoLy/H3bt3lZqOAMU+xWpvmDfzMWeWYd7k4jo4kiI9PV12CADkr8kjIhUJM0VHRwud\n", "Tidyc3ONxm/cuCF0Op0IDw83+Z7Q0FDh5OQkSkpKqt1ncnKyACA6dOggQkNDjR6DBg0Shw4dMtr+\n", "xIkTIjQ01GQ/CxcuFLt37zbZd2hoqMjPzzcaX7FihVi7dq3RWG5urggNDRXp6elG41u2bBERERFG\n", "Y48ePRKhoaHi/PnzRuP79+8Xc+bMMYlt6tSp0o6jMr8Y/OwR89zjPQh4QmBulfH/AwH/KmMxEPCF\n", "wLQqYzOf7aPqtv0hEFZlbBQqYrGix82bNxv051FJ6+cVj4PH8SLHsX//fhEaGipeeeUV0aFDBzFi\n", "xAgxbNgwAUAkJyebzGMJsxZ6A0BMTAxWrVplstC7rKwMbdu2RUhICI4cOWL0Pb1794ZOp6txeQEX\n", "eltm3bp1iIyMrHO7yvziLchfJpAK4EvIXZN3FYA/DGvyeN7Vrb7nGhlj3swjbaF3XRwdHTFp0iR8\n", "9dVXKCkpMXySUq/XIyMjA9HR0UpNRc8UFxfLDsFyMtfk3ZA4t0Zp+lyTiHmTy+IPmVR34bdy5Uo4\n", "ODgYGps+ffoUERER6NatG5YuXWp5lFStlStXyg5Bm0bIDkB7eK5ZhnmTq94FLioqCh4eHti8ebOh\n", "H5yHhwdSUlIM23Tp0gXnzp1DamoqvL294evri/Lycpw5cwbOzs6qHAAREVF1FOsHV8nb2xvHjh17\n", "oaCIiIheFPvBaVhBQYHsELTpkewAtIfnmmWYN7lY4DRs3rx5skPQpiN1b0LGeK5ZhnmTiwVOw2Ji\n", "YmSHoE0hsgPQHp5rlmHe5FKlwF29ehXjx4+Hj48P/Pz84Ofnh/Xr16OsrEyN6ewW125ZiEsEzMZz\n", "zTLMm1yK36orLy8PI0aMwNixY5GamgonJydcuXIFwcHBuHPnDjZu3Kj0lERERCYUv4I7evQo7t+/\n", "j4iICDg5VdTP/v37Y9SoUdi3b5/S0xEREVVL8QLn6OgIACatcUpKStCoUSOlp7Nre/bskR2CNqXU\n", "vQkZ47lmGeZNLsUL3BtvvAFfX1/ExMTg/v37ACqu6s6cOYPVq1crPZ1de36RPZlBLzsA7eG5Zhnm\n", "TS7FC5yzszNOnz4NR0dHuLq6ws3NDbNnz8bOnTsxZ84cpaeza9u3b5cdgjaNlR2A9vBcswzzJpfi\n", "BS4zMxOBgYFo0qQJCgoKoNfrcezYMbz77rtYsGCB0tMRERFVS/EC9/777+PWrVvYtWsXWrVqBQAY\n", "MGAAIiMjsWvXLnzzzTc1fu+YMWMQFhZm9AgKCsLhw4eNtktMTERYWJjJ9y9atMjkNe+UlBSEhYWZ\n", "3FEgOjoa69atMxrLy8tDWFgYMjIyjMa3bt2Kd955x2isuLgYYWFhuHDhgtF4bGws5s6daxLbtGnT\n", "pB8HrgFIrDJZCYD9AHKrjKcBOAxTXwCo2qv0x2f7qOooTN/vuvfsz8dVxv8F4EKVscJn+82vMn4Z\n", "yhxHjvEQzyseB4+j4Y4jNjYWYWFhGDVqFDp27IiRI0ciPDzcZP8vwux+cHXx9vZGYWEh9HrjNzqO\n", "Hz+OsWPHYv369YiIiDD6GvvBqcsq+8FZQyy3Afxf9oMjshZK1wLFr+A6duyIgoICPHpkfMO/nJwc\n", "w9dJGdX9b4rqobqrTaoVzzXLMG9yKV7gwsPDUV5ejqVLl+Lp06cAgKysLHz88cfw8PDApEmTlJ7S\n", "bi1evFh2CNo0QHYA2sNzzTLMm1yKF7jx48fj9OnT+O9//4vevXvDz88PoaGhGD9+PC5duoTmzZsr\n", "PaXdGj16tOwQtKmH7AC0h+eaZZg3uRS/VRcABAcHIzg4WI1dExER1Qu7CRARkU1S5QqOGsbhw4cx\n", "YcIE2WFoTzoAb9lBmMrMzMTDhw9lhwEAcHFxQc+ePQ3/5rlmGeZNLhY4DYuNjeUvjyWuweoKXGZm\n", "Jjw9PWWHYeTmzZuGIsdzzTLMm1yqFbivv/4aGzZsQGFhIR48eIBGjRphwoQJ+PDDD9Wa0u7ExcXJ\n", "DkGbpsgOwJThym0SAFepoQAFAL6E0dUkzzXLMG9yqVLgdu/ejdWrV+P48ePw8fEBAKxZswaffvop\n", "CxxRbVwhfwE8kY1QvMD99NNPWLJkCf72t78ZihsALF26FIGBgUpPR0REVC3FP0X597//HU+ePMHY\n", "sca3bG/WrBnXhBARUYNRvMBduHAB7du3R3JyMkaPHg1fX1/4+/sjJiYGT548UXo6u1bdTVKpHqq7\n", "+TLViueaZZg3uRR/iTIvLw/379/H22+/jSNHjqBHjx747rvvEBoaisuXL+P48eNKT2m3eEVsoe6y\n", "A9AenmuWYd7kUrzAPX78GE+ePMHy5cvRo0fFPZGCgoKwePFirFq1CufPn8ewYcOUntZqqbm2qVev\n", "XvXqGJyeXrW/jZ17yfif1pAfa4ihNtOnT5cyrzWvDawPWXmjCooXOBcXFwCAv7+/0Xjlv69cuVJj\n", "gRszZgwGDDC+E25+fj4iIyON1pIkJiZi27Zt+Oqrr4y2XbRoEfr27Yvf/va3hrGUlBTExMTgr3/9\n", "K1xd///nr6Ojo9G8eXNERkYaxvLy8rB48WKsX78eXl5ehvGtW7ciLy8PH3/8sWGsuLgYr7/+OpYt\n", "W4ahQ4caxmNjY5GYmIi9e/da39qma88ez/+nsgTAAQBDAHR9bjwNwH8AVF3C8wWA3jBeR/YjgH8D\n", "eKPKtkcBuAF4vutFbf3gGgEY+txYIYBjAEYBaP/c+GUA9xU4jtYVf505cyasxlNUdDtoqJ/HbQBn\n", "AIwH0MJ4808//dSoZYnSvx/PmzZtGqZPn270e753717MmzcP1qRybaA5x6GV56uGPo7Y2FjExsbi\n", "f//7H9LS0uDj42O4Qb9SFO8HN2PGDMTGxiI1NRW9e/c2jMfHx2P8+PF21Q/O0IdN9tqmTFQUEGvo\n", "wWZN/eAqY5H98wGs62dkJX3yrOb3BzCsDZSdE1undC1Q/ApuwoQJiI2Nxffff29U4K5duwYAJldo\n", "dkGttU25MP5ffk0K6t7ErlTNmzWsPbPyn9GFCxeM/uffoKzh52MhqXkj5T9FOXnyZAwdOhRr1qzB\n", "nTt3AFS8jr5161aMHTsWw4cPV3pK+/Wt7AA0inkz2/r162WHoEnMm1yKX8HpdDocPXoU77//PgYO\n", "HIjmzZujrKwMb731FpYvX670dPZtsuwANIp5M9vnn38uOwRNYt7kUuVWXS4uLti8eTM2b96sxu6p\n", "UmPZAWgU82Y2Niq2DPMmF/vBERGRTWKBIyIim6R6gfvLX/4CBwcHrFy5Uu2p7E+i7AA0inkz2zvv\n", "vCM7BE1i3uRStcDdu3fP8MESnU6n5lT2qZXsADSKeTNbly5dZIegScybXKoWuA8++MCubsvV4AbK\n", "DkCjmDez/f73v5cdgiYxb3KpVuBSU1Px5ZdfIiYmRq0piIiIaqRagVuyZAlWr16NVq34ehARETU8\n", "VQpcXFwcioqKjG6+SSrIlx2ARjFvZsvIyJAdgiYxb3IpXuCKi4sRGRmJrVu3Kr1rquob2QFoFPNm\n", "tmXLlskOQZOYN7kUv5PJRx99hGHDhiEoKEjpXdeLXq/HjRs3pMxd1X/+8x91Jxij7u5tFvNmtm3b\n", "tskOQZOYN7kULXDZ2dnYuXMnvv/+e5Ov1acrjxL94E6eOombN25aeAQqUqNvV2uY10eN/eAqtH52\n", "HC5VYlCij9qLHoeV9oPr0qVLg/cf++6771Cthvx5VJ5XXjBS3+Po0qUL+8HZSj+43bt3409/+hPa\n", "tGljGCspKUF6ejo6dOiAjh07wsvLC7GxsUbfp2QPoMCBgUguSgZefqHdKKPyVVrZPb6ssQcbY7He\n", "WKytHxxzYjesuh/c/PnzMX/+fKOx3NxceHh44He/+x1WrFih5HQ1awKgXcNMRURE1kn1W3VVXiAq\n", "3DicAOCC7AA0inkz27p162SHoEnMm1yqFbh79+7Bw8MDw4YNg06nw6ZNm+Dh4YE9e/aoNaX9KZUd\n", "gEYxb2YrLi6WHYImMW9yqdIPDgDatGmD7OxstXZPADBCdgAaxbyZjTdLtwzzJhfb5RARkU1igSMi\n", "IpvEAqdlj2QHoFHMm9kKCgpkh6BJzJtcihe4rKwsREVFwc/PDy+99BK8vb0xZswYXLjAj64p7ojs\n", "ADSKeTPbvHnzZIegScybXIoXuIULF+LkyZNITExEWloa0tLS4O7ujuDgYJMV8PSCQmQHoFEhsgPQ\n", "Hra9sgzzJpfiBU6n0+GDDz5Ax44dAQBOTk7485//DEdHR2zcuFHp6eyb7Ls7aBXzZjbevcMyzJtc\n", "ii8TiI+Ph5OT8W6bNm2KNm3aoLCwUOnpiIiIqqX4FVzV4gYAd+/eRUFBAUaOHKn0dERERNVqkE9R\n", "7ty5E+3bt8e7777bENPZjxTZAWgU82Y23oHIMsybXKrdyaRSSkoKNmzYgEOHDuFXv/qV2tPZF73s\n", "ADSKeauX9PR0w99PnDiBgIAAafNrVUpKilEbGaVkZmbi4cOHiu/XEi4uLujZs6fsMKqlaoFLT0/H\n", "xIkT8dlnnyE4OLjO7ZXoB1eQX1DR76uS2n2iZPbtGmvmcbAfXIWxYD+42o7jfsUfM2fONJ7qiy9g\n", "FTTUD2779u2K91HLzMyEp6dnNYmR58MPP8R7771n+LdN9oN73tWrVzFx4kTs3r0bL79ce3M2xfvB\n", "lSZXnOiyxTz7U3Y/K2vqNcZYtBPLJACudWyrpkxUFChryIkV9YMz9MmT/fMBgAIAXyqXF6vuB1fp\n", "8uXLmDZtGvbt24chQ4YYxgMDA5GUlKTGlESkNFfILSy8CUjtZP98NEDxAnfu3DmMGzcOc+fORXZ2\n", "tlFHgZQUvrtPREQNQ/ECt3TpUjx69Ahbt241+ZpOp1N6Ovu2H6bvs1DdmDfzMWcWCQsL4x2cJFK8\n", "wCUnJyu9S6rJgLo3oWowb+ZjziyyePFi2SHYNXYT0LIesgPQKObNfMyZRUaPHl33RqQa1dfBERHZ\n", "CmtYm2cNMWgFCxwRUV1qWBtI1k2VAvf48WPExMTg8OHDaNKkCRo3bowVK1YgNDRUjensVzqMF/hS\n", "/TBv5rP3nJU++9PctWc5ANwVjqVyfSDVSZUCN2vWLFy/fh0XL15E27ZtkZCQgIkTJ+Lw4cMYO3as\n", "GlPap29h3086lmLezMecVTB37dkxAIMVjoHrA+tN8Q+ZnD17FgcPHkRMTAzatm0LABg3bhxeeeUV\n", "/OEPf1B6OvvWXHYAGsW8mY85swzzJpXiBe6f//wnAJjcnmvkyJHIysrinUyIiKhBKF7grl69ilat\n", "Whmu3ip1794dAJCamqr0lERERCYUL3D5+flo2bKlyXjlWH5+vtJTEhERmbCqZQJKrO8oflQMPABg\n", "Ta+EZkKdN4bzUHHn9/psp2Yc5rCGWCrzZg2xVLL2WOp7rqkdhyyWxqJG3qwpL8/aXym1Nk/xNX5C\n", "YUFBQaJ169Ym4wcPHhQ6nU7s2bPH5Gu3b98WnTp1EgD44IMPPviw40enTp3E7du3FalHil/BBQQE\n", "4NKlS7h37x7atGljGM/KygIA9OnTx+R73NzckJSUBL2erZaJiOyZm5sb3NzcFNmX4g1Pz549ixEj\n", "RiAuLg5TpkwxjL/22mv48ccfkZmZqeR0RERE1VKlo/fUqVPxww8/4Ny5c2jXrh2OHj2KCRMmcKE3\n", "ERE1GFUK3JMnTxATE4NDhw4ZbtUVHR2NcePGKT0VERFRtVQpcERERLJZRT+4n376CaNHj4aDg1WE\n", "ownMGRFpUWFhIWbMmAEHBwfk5eXV/Q0vQPqz4759+zB06FDk5eVBp9PVuN2cOXPQs2dPBAQEGD1m\n", "zZrVgNFah/rmDAAuXryI4cOHo3fv3ujVqxfefvtt3L9/v4EitW5nzpxB27ZtTc6pgIAAZGdnyw5P\n", "usePHyMqKgpeXl7o06cP+vfvj/j4eNlhWbWcnBw4OztXe059++23ssOTLjExEYGBgbh27Vqtz13p\n", "6ekYM2YMvL290atXL0yfPh23b982f0JFFhtYqLCwUIwYMULk5eWJ2bNnC51OV+O2c+bMEWfPnm3A\n", "6KyTOTlLSkoSTZs2Fdu3bxdCCFFcXCyCg4NFUFCQKCsra6iQrdaZM2fE3LlzZYdhtSZPnix8fHzE\n", "L7/8IoQQIj4+Xjg5OYmEhATJkVmv7OxsERISIjsMqxUSEiKuXbsmoqOjhU6nE7m5uSbb5Obminbt\n", "2onIyEghhBBPnz4V06dPFz169BAPHjwwaz6pV3CtWrXC6dOn0blz53ptL/h2oVk5i4iIQLdu3bBw\n", "4UIAQLNmzbBu3TpcunQJ+/btUztUTeA5VT12BSE1nD59Gr6+vrVuEx0dDSEEVq1aBQBwdHTExo0b\n", "kZ2djU2bNpk1n/SXKEkdd+7cwblz50y6OvTv3x8uLi6Ii4uTFBlpAbuCkBrqekulrKwMBw8exJAh\n", "Q9C4cWPDuJubG7y8vMx+3tJUgdu3bx9CQkLw0ksvoV+/fli+fDkePHggOyyrlJqaCiGEoYtDJQcH\n", "B3Tt2pVdHVBx9ZaZmYkpU6ZgwIABhtf6k5OTZYcmHbuCWO7OnTuYPXs2Bg0aBE9PT4wfPx6nTp2S\n", "HZYmZGVloaioyOR5CwC6deuGjIwMlJaWVvOd1dNMgXNxcUHz5s2RkJCAtLQ07N27FwcOHMDgwYNR\n", "VFQkOzyrU9m1oabODuzqADRu3BilpaWIiYnBv//9byQlJcHZ2RlBQUE4ceKE7PCkYlcQyzg6OqK8\n", "vBxvvfUWLl26hLS0NPj7+2P06NHYs2eP7PCsXl3PW+Xl5bh7926996dYgTtz5gwcHBzq9bh586bZ\n", "+9+yZQs2bdoEZ2dnAICfnx8++eQTXL9+Hdu3b1fqMBqU2jmzJ5bkcvDgwbh8+bLhPQEXFxfs2LED\n", "HTp0QHh4uMzDIY3q3LkzMjIyMGTIEABAkyZNsHLlSgQGBiIiIgIlJSWSI7Qvit1s2dfXF59//nm9\n", "tu3UqZMicw4aNAhAxUfhtUjNnLm6ugJAtS/hPnjwAO3btzdrf9ZOqVw2atQIAQEBSEhIMLlhuD1x\n", "dXWttnVJ5flka+eP2gYOHIgrV67ghx9+QEBAgOxwrFZdz1uOjo4mL5vXRrEC1759e0ydOlWp3Rkp\n", "Ly/HL7/8YvJL5ejoaPi6FqmZsz59+kCn0xm6OFQqLy9HTk4OgoODVZlXFktyee/ePTg7O6NRo0ZG\n", "41o/r5RgSVcQqngSbty4MZo2bWo0znOqfrp37w4XFxeT5y2g4tzz8vIy+X2tjVW9B1fTJ2zy8vLQ\n", "tWtXk5Oj8pNc/fv3Vz02a1VTzjp06IDhw4fj5MmTRuNXrlxBUVGRaoVVSyZOnIgDBw4YjZWVleHq\n", "1atwd3dHu3btJEUmX+X5UfX8OXXqFLp3745+/frJCMvqLVmyBJ988onJeFJSElq0aFHnR+TtnaOj\n", "IyZNmoQLFy4YvZyr1+uRkZFh/vPWiy7cU0pti5azs7OFTqcT7733nmGB8q1bt4S/v7/o2rWrYSGq\n", "vanPQu9mzZqJHTt2CCGEePTokQgJCRGDBw8W5eXlDRWm1QoJCRH+/v6G5oplZWUiKipK6HQ6ERcX\n", "Jzk6+aZMmSJ8fHxEQUGBEEKIhIQELvSuw5w5c0Tnzp3FzZs3DWM7duwQOp1OrF+/XmJk1qVyoXdO\n", "To7J13Jzc4Wrq6thoXdpaal44403RM+ePcXDhw/Nmkd6gZsxY4Zwd3cXzs7OwsHBQbi7uwt3d3dx\n", "584dwzYlJSVi9+7d4tVXXxW+vr7Cx8dHuLu7izfffFPo9XqJ0ctRn5xVunjxohg2bJjw9fUVnp6e\n", "YsGCBeL+/fsSorY+Fy9eFG+++abo3bu38PPzE507dxYvv/yyOHHihOzQrMLjx49FVFSU6NWrl/Dz\n", "8xOBgYEiPj5edlhWLS0tTYSHhws/Pz/Rp08f0bVrVxEUFCT2798vOzSrEBkZKdzd3UXr1q2Fg4OD\n", "+M1vfiPc3d1FcnKy0XbXr18Xr732mvDy8hKenp7i9ddfF7du3TJ7PnYTICIim2RV78EREREphQWO\n", "iIhsEgscERHZJBY4IiKySSxwRERkk1jgiIjIJrHAERGRTWKBIyIim8QCR0RENokFjoiIbBILHBER\n", "2SQWOCIiskkscEREZJP+HyC7ymjBsBMeAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "026\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X9YVFX+B/D3HdC0xB8tBGhfBTOEGUVSTCkRddUsHdAe\n", "tS1rtWzT1HVl1/XHUjDmamaSqeWa0j7lL6JdA0NIzQyFTFNYpFpIWlCs0GAFFVhB5fP9AyGHAZwZ\n", "7+Xco5/X89wnnzN37nnfy2U+3eGeexQiIjDGGGMSM4gOwBhjjN0sLmaMMcakx8WMMcaY9LiYMcYY\n", "kx4XM8YYY9LjYsYYY0x6XMwYY4xJj4sZY4wx6XExY4wxJj2Hill5eTmmTJkCg8GAoqIirTIxxhhj\n", "DrG7mO3duxfBwcH45ptvoChKk+vs3r0bEydOhL+/PwIDA2EymRAZGYmSkhLVAjPGGGON2V3MXn31\n", "VezcuRMTJkxAU49zPHPmDB577DEYjUbk5uYiJycHqamp2LVrFwYNGoSLFy+qGpwxxhirZ3cx279/\n", "P0wmU4vr3H333XjllVcartx69OiBhQsX4uTJk/jnP/95c0kZY4yxZthdzJr7arGel5cXzpw5Y9Pe\n", "rVs3AHV/b2OMMca0oOrdjK6urjZt3333HQBg+PDhanbFGGOMNdD01vzLly9j06ZNeOaZZxAUFKRl\n", "V4wxxm5jtpdSKoqKisKdd96J9evX33Dd4uJiFBcXaxmHMcaYznl7e8Pb29vh92lWzFatWoV9+/bh\n", "s88+w1133dXiusXFxfDz80NFRYVWcRhjjEmga9euOHbsmMMFTZNitnz5ciQnJ+Pzzz9Hp06dbrh+\n", "cXExKioqsHXrVgQEBGgRSVWjRo3Cp59+KjqGXTirNjirNjirNmTJmpubi6effhrFxcXii1lUVBS+\n", "+OIL7Nu3r+GKbNeuXcjKykJ0dHSL7w0ICED//v3VjqS6wYMHS5ET4Kxa4aza4KzakCmrs5wuZk0N\n", "nJ43bx62bNmCFStWIDExsaE9PT0dNTU1znalOy4uLqIj2I2zaoOzaoOzakOmrM6yu5gtWrQICQkJ\n", "KC8vh6IoGDJkCFxdXbFjxw70798fOTk5WLt2LRRFwYwZM6zeqygKpk6dqnp4xhhjDHCgmK1YsQIr\n", "Vqxo9vXAwEDU1taqEooxxhhzBE8B4wSZijZn1QZn1QZn1YZMWZ2l6TizW9UjjzwiOoLd9Jw1Pz/f\n", "6gHURqMRWVlZAhMBbm5uuP/++2+4np6Pa2OcVRucVV8UaupOjmaUl5dj9uzZiI+Px8mTJ9G9e3dV\n", "QmRlZWHAgAHIzMy85e+4YXXy8/Ph5+cnOkaTTpw4YVdBY4yp62Zqgd1XZnv37sWsWbNw1113tfjQ\n", "4dzcXPzpT39CYWEhamtr0b9/f8TGxqJr164OBWO3tl+uyLYC0MvYwlwAT/N0RYxJyO5iVj+f2T/+\n", "8Q98/fXXTa5TVFSE0NBQPP/880hNTcXVq1fxzDPPICwsDFlZWXBzc1MtOLtVBADgq3HG2M1RdT6z\n", "mJgYEBFeeeUVAHVjG2JjY1FYWIg333zz5pLqSF5enugIdpMpKyBPVpmOK2fVBmfVF9XmM7t69Sp2\n", "7NiBhx9+GG3btm1o9/b2hr+/PxISEpxPqTMLFiwQHcFuMmUF5Mkq03HlrNrgrPqi2q35BQUFqKio\n", "wH333WfzWs+ePZGXl4fLly+r1Z1Qb731lugIdpMpKyBPVpmOK2fVBmfVF9WKWUlJCQCgY8eONq91\n", "7NgRtbW1OHfunFrdCaXWXZytQaasgDxZZTqunFUbnFVfeJwZY43k5uaKjmDF3rFvjN3WyEExMTGk\n", "KAqdOnXKqv27774jRVFo3rx5Nu8xm83k6upKNTU1TW4zMzOTAJCnpyeZzWarZfDgwZSYmGi1/p49\n", "e8hsNttsZ9asWRQXF2ezbbPZTCUlJVbt0dHRtGLFCqu2U6dOkdlsptzcXKv2tWvX0vz5863aKisr\n", "yWw2U3p6ulX79u3badq0aTbZJk+ezPtx3X7s27ePABCQSQAREE3Aimv/rl9OEWAmILdR+1oC5jdq\n", "q7y2bnqj9u0ETGvURgRMJiCxUVvMtUz6W9544w0+r3g/bqn92L59O5nNZho5ciR5enrS8OHDKTQ0\n", "lABQZmamTT83oloxu3LlCnXs2JHCw8Nt3mMymahPnz7NbrO+mDmzAyI0Pqn0TK9Z63/mvxQzaqKY\n", "tfay9VqmrddytbT83o511Fi23vTvhl7PgaZwVm3IkvVmaoFqXzO6uLjg8ccfx8cff4yampqGOxqL\n", "i4uRl5eHmJgYtboSrqqqSnQEu8mUFdBLVnvGvu20Yx19kOkc4KzakCmrs5y+AYSaeArWkiVLYDAY\n", "GibhvHLlCubPn4+ePXsiMjLS+ZQ6s2TJEtER7CZTVoCzakGmc4CzakOmrM6yu5gtWrQIvr6+WLNm\n", "TcN8Zr6+vlYPhu3evTsOHjyInJwcBAQEwGQyoba2FmlpaejQoYMmO8AYY4ypNp9ZvYCAAKSmpt5U\n", "KMYYY8wRPJ+ZE0pLS0VHsJtMWQHOqgWZzgHOqg2ZsjqLi5kTnnvuOdER7CZTVoCzakGmc4CzakOm\n", "rM7iYuYEi8UiOoLdZMoKWEQHcIBFdAC7yXQOcFZtyJTVWZoUs+zsbERERMBoNCIwMBCBgYFYuXIl\n", "rl69qkV3rU6mCURlyirLre515Mkq0znAWbUhU1Znqf44q6KiIgwfPhxjx45FTk4OXF1dcfToUYSF\n", "heHs2bOIjY1Vu0vGGGO3OdWvzFJSUnD+/HnMnz8frq51tXLgwIEYNWoUtm3bpnZ3jDHGmPrFzMXF\n", "BQBspnupqalBmzZt1O5OiHfffVd0BLvJlBXgrFqQ6RzgrNqQKauzVC9mTz31FEwmEywWC86fPw+g\n", "7motLS0NS5cuVbs7Ia4fKK53MmUFOKsWZDoHOKs2ZMrqLNWLWYcOHbB//364uLjA3d0d3t7emDp1\n", "KjZs2IBp06ap3Z0Qb7/9tugIdpMpK8BZtSDTOcBZtSFTVmepXszy8/MRHByMO+64A6WlpSguLkZq\n", "aioWL16MGTNmqN0dY4wxpn4xe+mll/Djjz9i06ZN6NSpEwDgwQcfxMKFC7Fp0yZ8+umnzb73scce\n", "Q3h4uNUSEhKCpKQkq/X27t2L8PBwm/fPnj3b5rvhrKwshIeH24yAj4mJwWuvvWbVVlRUhPDwcOTl\n", "5Vm1r1u3Dn/+85+t2qqqqhAeHo6MjAyr9vj4eDz77LM22Z544gnej+v2o6ysrNHaMQBea9RWBCAc\n", "QF6j9nUA/tyorerauhmN2uMB2O4H8ASApEZtXzexHgDMhu3fyLKu9df4yQra7Mfu3bv5vOL9uKX2\n", "Iz4+HuHh4Rg1ahS8vLwwYsQIzJs3z2b7dlN7Php/f3/y8vKyaU9NTSVFUej111+3eU22+czYzWt6\n", "PjPRS/18ZnrKxL8b7PZxM7VA9SszLy8vlJaWorKy0qr95MmTDa/Lrqn/O9ErmbLWXZHIQp6sMp0D\n", "nFUbMmV1lurFbN68eaitrUVkZCSuXLkCACgoKMDrr78OX19fPP7442p32ermzJkjOoLdZMoKcFYt\n", "yHQOcFZtyJTVWaoXs4iICOzfvx+nT59Gnz59EBgYCLPZjIiICBw+fBh33nmn2l22utGjR4uOYDeZ\n", "sgKcVQsynQOcVRsyZXWW6o+zAoCwsDCEhYVpsWnGGGPMBj81nzHGmPQ0uTK71SUlJWH8+PGiY9il\n", "Pmt+fj4uXrwoOk6D3NzcJlqTAMhxXGXKKuP5KgPOqi9czJwQHx8vzYkRHx8Pk8kEPz8/0VHsEA9Z\n", "CoRMWWU7Xzmr+mTK6izNitnu3buxatUqlJeX48KFC2jTpg3Gjx+PZcuWadVlq0lISBAdwW4JCQnX\n", "PZdtK4AAkXGukwrg5UZt8hxXmbLKdr7KgrPqiybFLC4uDkuXLsUnn3wCo9EIAFi+fDnee++9W6KY\n", "ySsA+plUsqmvGRljzDmqF7MffvgBc+fOxfvvv99QyAAgMjISwcHBanfHGGOMqX834+bNm1FdXY2x\n", "Y8datbdv3/62GOvAGGOs9alezDIyMuDh4YHMzEyMHj0aJpMJQUFBsFgsqK6uVrs7IZp6MKdeyZS1\n", "6QcC65U8WWU6BzirNmTK6izVv2YsKirC+fPnMXPmTOzcuRO9evXCl19+CbPZjCNHjuCTTz5Ru8tW\n", "J9MVpkxZZXqqhkxZZToHOKs2ZMrqLNWL2aVLl1BdXY2oqCj06tULABASEoI5c+bglVdeQXp6OkJD\n", "Q9XutlU9+eSToiPY7cknn5Rolll5jmtrZ216XJ59evfureo54Obmhvvvv1+17V1Ptt8tWciU1Wlq\n", "P8I/KCiIFEWhb7/91qo9MTGRFEWh2NhYm/fUP/bf09OTzGaz1TJ48GBKTEy0Wn/Pnj1kNptttjNr\n", "1iyKi4uz2bbZbKaSkhKr9ujoaFqxYoVV26lTp8hsNlNubq5V+9q1a2n+/PlWbZWVlWQ2myk9Pd2q\n", "ffv27TRt2jSbbJMnTxa2H79Mt/JnAuY3mmKkkgAzAemN2rcTMK2JKUkmE5DYqG3PtW00XncWAXFN\n", "TGliJuBvjaZbiSZgRaN1T11bN7dR+1qN9mNhM1PAtLQfJY3a1d6PxGuZ9LWcOHHilvn94P0Qsx/b\n", "t28ns9lMI0eOJE9PTxo+fDiFhoYSnJwCRiEiUrM4TpkyBfHx8cjJyUGfPn0a2pOTkxEREYGVK1di\n", "/vz5Vu/JysrCgAEDkJmZif799XLr+K2j/vgCmdDPrfnbADwNznQj9Zn0MkYwF8DT/LvKNHEztUD1\n", "rxnHjx+P+Ph4HD9+3KqYffPNNwDqZp2WXUZGBoYMGSI6hl0yMjIkmqkgA4Acx7X1s97MGEF5jqts\n", "v1ucVT9Uv5tx4sSJGDJkCJYvX46zZ88CAPLz87Fu3TqMHTsWQ4cOVbvLVrdy5UrREewmU1aAs2pD\n", "nqwyna+cVV9UL2aKoiAlJQUjR47EoEGDYDQaMW7cOLzwwgv46KOP1O5OiA8++EB0BLvJlBXgrNqQ\n", "J6tM5ytn1RdNHmfl5uaGNWvWYM2aNVpsXjh5vraTKyvAWbUhT1aZzlfOqi88nxljjDHp8RQwGtHT\n", "/GE3M0aJsabo7ZzScuwbk4TDN/M7aMOGDaQoClkslmbXqR8H5czYAhEaj+Fo7MSJE8LHATW9NB4/\n", "JXLZ2kSmxmOu9JCpuaW1sjqSqTWy6nPcG2A99q013OhzQE9kyXoztUDTK7OysjJERUUBqLsx5FbR\n", "vXv3Fl//5YpMD2ODPgDQEbZzh+lRy8dVX27XrJXX/qvVuf0BgN84+J66sW+t/U3IjT4H9ESmrM7S\n", "tJi9/PLLCA0Nxc6dO7XsptX9/ve/t3NNPcwf1h91A29lYO9x1YPbPatW57bo3xf72f85IJ5MWZ2l\n", "2Q0gOTk5+Oijj2CxWLTqgjHGGAOgYTGbO3culi5dik6dOmnVBWOMMQZAo2KWkJCAiooKTJ8+XYvN\n", "C5eXlyc6ggM4qzY4qzbkySrT54BMWZ2lejGrqqrCwoULsW7dOrU3rRsLFiwQHcEBnFUbnFUb8mSV\n", "6XNApqzOUv0GkFdffRWhoaEICQlRe9O68dZbb4mO4IC3AKSLDmEn2Y6rLG6PrK099m3GjBktzhOn\n", "p7Fvcn1mOUnNMQIFBQXk7u5OP/74Y0NbYWGh3ePMbpX5zMxmcxNjg9SaB8yZ+bPqxyrxfGYt74ce\n", "5zOr/9kt0/jnYe9+PNDEMdLq52Hvfuh77JveP694PrMmxMXF4a9//Su6dOnS0FZTU4Pc3Fx4enrC\n", "y8sL/v7+iI+Pt3rfrTafmf7mD9PzPF2cqWV6y6S3PID+5nwDeN435+hmPrPnn38ezz//vFXbqVOn\n", "4OvrixdffBHR0dFqdscYY9fRw7hOJormDxquv/BT8QJQuNdee010BAdwVm1wVm1wVi3I9ZnlHM2K\n", "WVlZGXx9fREaGgpFUfDmm2/C19cX7777rlZdtpqqqirRERzAWbXBWbXBWbUg12eWczR7nFWXLl1Q\n", "WFio1eaFWrJkiegIDlgCeR5nJdtxlQVn1YY8WeX6zHIOz2fGGGNMejyfGWOMaYTnfWs9XMycUFpa\n", "Cnd3d9Ex7FQqOoADSgHIdFw5q/pulaxFAICnn3661dLY68SJE7dkQVO9mBUUFGDjxo1ITU0FEeHK\n", "lSvw9fXFX/7yFwwZMkTt7oR47rnn8PHHH4uOYafnADwhOoSdngMg03HlrOq7VbJqPe+boyIBvAAR\n", "8761FtWL2axZs1BaWoq9e/fCy8sLV65cwdy5cxEWFobExESEh4er3WWrk2taGwvqBnDKwCI6gAMs\n", "ogM4wCI6gAMsogM4wGLHOnoZ+7ZadADNqX4DiKIoePnll+Hl5QUAcHV1xRtvvAEXFxfExsaq3Z0Q\n", "co3o56za4Kza4KzakCmrc1S/MktOToarq/Vm27Vrhy5duqC8vFzt7hhjjDH1r8waFzIAOHfuHEpL\n", "SzFixAi1u2OMMcZaZ5zZhg0b4OHhgcWLF7dGd5qT6ykmnFUbnFUbnFUbMmV1jua35mdlZWHVqlVI\n", "TEzEPffco/r2CwoKUFRUpPp2W5KcnIz77ruv2ddPnz7dimluJAvAQ6JD2CkLgCyzk3NWbXBWbWQB\n", "eACAvsa+qTruzeFJYxzw73//m7p3704pKSktrncz85l5eXUTPmdR8wvPZ8bzmfF8ZtqfV/XHaGgr\n", "/Dzs3Y/6TJka/zwc2Y+BJP4z0XZ56KGH9Def2fWys7MxYcIExMXF4de//nWL697MHDYdO96Nixef\n", "R90YCj34D4Ax1/6tlzmf9DwHFWdqmd4y6S0PwJnspbd532znfNPNfGb1jhw5gieeeALbtm3Dww8/\n", "3NAeHByMY8eOadCjO4BeGmzXGVdEB2CMsRboZeybulQvZgcPHsS4cePw7LPPorCw0OrJ+VlZWWp3\n", "xxhjjKlfzCIjI1FZWYl169bZvKYoitrdCRIOeR65Ew55Hmcl23HlrOrjrNqQ6XPAOaoXs8zMTLU3\n", "qUNzRAdwwBwAJaJD2Em24yoLzqoN2bLK8jngHJ7PzCmjRQdwAGfVBmfVBmfVhkxZncPFjDHGmPS4\n", "mDHGGJOeJsXs0qVLWLRoEfz9/dGvXz8MHDgQycnJWnQlSJLoAA7grNrgrNrgrNqQKatzNClmzzzz\n", "DJKTk3Ho0CEcP34cMTExePzxx5GSkqJFdwK8JjqAAzirNjirNjirNmTK6hzVi9mBAwewY8cOWCwW\n", "3H333QCAcePGYeTIkfjDH/6gdneCeIgO4ADOqg3Oqg3Oqg2ZsjpH9WL24YcfAoDNI6xGjBiBgoIC\n", "jZ4Awhhj7HamejHLzs5Gp06dGq7K6tU/ZT4nJ0ftLhljjN3mVC9mJSUl6Nixo017fVtJya09cI8x\n", "xljr03w+M0c4M8/O1atXABwBsFH1PM1Lb6G/M9f9OxV1T4YW6QsA9177tx7y1Pvi2n+vz/QF6p7s\n", "LUpTmVpatzWyOpKppW2olVWNPDfavqNZtc7UUr/NZRWVqTl6/Byoe27v9Z/7NzXXmsOTxtxASEgI\n", "de7c2aZ9x44dpCgKvfvuuzav/fTTT9S1a1fh8+rwwgsvvPAidunatSv99NNPDtce1a/MHnjgARw+\n", "fBhlZWXo0qVLQ3tBQQEAoF+/fjbv8fb2xrFjx1BcXKx2HMYYYxLx9vaGt7e3w+9TfXLOAwcOYPjw\n", "4UhISMCkSZMa2h999FF8//33yM/PV7M7xhhjTP1iBgCTJ0/Gt99+i4MHD+JXv/oVUlJSMH78eCQl\n", "JWHs2LFqd8cYY+w2p0kxq66uhsViQWJiIu644w60bdsWMTExGDdunNpdMcYYY9oUM8YYY6w1CX9q\n", "/g8//IDRo0fDYBAehenU4sWLYTAY8P7774uOwliDd955BwaDAUuWLBEdhUFwMdu2bRuGDBmCoqIi\n", "KIrS4rqHDh3C0KFD0adPH/Tu3RszZ87E+fPnWylp89LS0jBy5EiYTCYEBgZiwIABiIuLEx2rWdu2\n", "bUNoaCiCg4PRq1cvPPDAA1i7dq3oWM36/vvv8cYbb0BRlBueIyLk5ORg9uzZDT9/o9GISZMm4euv\n", "vxaaS5aZKwoKCrBo0SIEBgaib9++CAgIwGOPPYaMjAzR0VpUVlaGqKgoANDleVlv9+7dGDlyJIKD\n", "g+Hn5weTydSQW0+ys7MREREBo9GIwMBABAYGYuXKlbh69ar9G3H4Zn6VlJeX0/Dhw6moqIimTp1K\n", "iqI0u+6xY8eoXbt29PbbbxMRUVVVFYWFhVFISAhdvXq1tSLbOHr0KLVt25YWLFjQ0LZz504yGAy0\n", "du1aYbmaExUVRf369aPTp08TEdHVq1dp5syZNGrUKMHJmjd27FgaP348KYpC77//vug4Nnr37k2P\n", "PvoonT9/noiIKisrKSIigtq1a0dHjx4VlmvixIlkNBrpv//9LxERJScnk6urK+3atUtYpqY88sgj\n", "NGDAACouLiYiosuXL9OLL75IBoOBdu7cKThd82bPnt1wXi5ZskR0nCZt2rSJunfvTt9++21D27Jl\n", "y+j+++8XmMrWqVOnqHPnzjRlyhS6fPkyERF99dVX1L59e/rjH/9o93aEFbPr3aiYDRs2jIxGo1Xb\n", "4cOHSVEU2rx5s9bxmrVgwQJSFIXKysqs2gMDA2nQoEGCUjXt6NGjZDAY6KuvvrJqLykpoYyMDEGp\n", "WpaSkkImk4n27dun22Lm7+9P2dnZVm35+fmkKAr99re/FZIpLS2NFEWhDz/80Kp9zJgxdN999wnJ\n", "1JwxY8ZQUlKSVdv//vc/atOmDQ0dOlRQqpYdP36cvL29KTs7W7fF7PTp09S+fXubc6Cqqor27Nkj\n", "KFXT1q9fT4qi0L/+9S+r9vDwcPL09LR7O7r/Q9XZs2dx8OBBm6fwDxw4EG5ubkhISBCUDHB1rRtz\n", "fvnyZav2mpoatGnTRkSkZm3cuBEeHh4YOHCgVbu7uzsefvhhQamaV1NTg8jISKxZswYuLi6i4zTr\n", "66+/tnkQQLdu3QAA5eXlIiJJNXNFcnIyIiIirNratWuHLl26CDt+NzJ37lwsXboUnTp1Eh2lWZs3\n", "b0Z1dbXNUKj27dtj9OjRglI1rf73+2Y/R3VfzHJyckBEDU/dr2cwGNCjRw+hT+F/8cUX0a1bNyxa\n", "tAjV1dUgImzcuBGnT59GdHS0sFxNycjIgI+PDxITEzFs2DAYjUYMGjQIa9asAenwhtbVq1fDZDLZ\n", "fCDrTf3/0Fzvu+++A1BXPESQaeaKpo7fuXPnUFpaKuz4tSQhIQEVFRWYPn266CgtysjIgIeHBzIz\n", "MzF69GiYTCYEBQXBYrGgurpadDwrTz31FEwmEywWS8N9ECkpKUhLS8PSpUvt3o6uHjTclPqn7Df3\n", "JH6RTxS599578fnnn2PatGno3Lkz3Nzc0L59eyQkJGDUqFHCcjWl/iab119/HYmJifD09MSuXbsw\n", "ceJE5OXl4W9/+5voiA2Ki4sRGxuLr776SnQUp6xfvx69e/fGjBkzhPQv+8wVGzZsgIeHBxYvXiw6\n", "ipWqqiosXLgQ8fHxoqPcUFFREc6fP4+ZM2di586d6NWrF7788kuYzWYcOXIEn3zyieiIDTp06ID9\n", "+/dj+vTpcHd3h7u7Oy5fvowNGzZg6tSpdm9HlSuztLQ0GAwGu5YTJ06o0aXqnNmHL7/8EoMGDUL/\n", "/v1RVlaGn3/+GZs2bcKTTz6JZcuW6SrrpUuXUFVVhVWrVsHT0xNA3Qzgv/nNb7Bx40acOnVKN1kX\n", "LFiAGTNmwMfHR5NMamZtLCUlBYmJidixYwfatWvXqvlvBVlZWVi1ahUSEhJwzz33iI5j5dVXX0Vo\n", "aChCQkJER7mhS5cuobq6GlFRUejVqxcAICQkBHPmzMGePXuQnp4uOOEv8vPzERwcjDvuuAOlpaUo\n", "Li5GamoqFi9e7ND/EKpyZWYymfDBBx/YtW7Xrl0d2ra7uzsA4MKFCzavXbhwAR4e6kwH7sw+zJs3\n", "D23atMHq1asbvvcdPXo0pk+fjujoaEyaNAl+fn6q5LvZrG5ubrhw4QKCgoKsXg8KCsLmzZuRmZmJ\n", "Hj16CM966NAhHDhwAO+8847N61p/HXqz5/HBgwcxc+ZM7N69G0ajUe14dnN3d29yKo363yG1fmfU\n", "lpubiwkTJmDr1q0ICwsTHcdKYWEhNmzYgOPHj9u8psev6d3c3ACgyd93ADh69ChCQ0NbPVdTXnrp\n", "Jfz444/YtGlTw98hH3zwQSxcuBCRkZGYOHGiXd90qVLMPDw8MHnyZDU2ZaNfv35QFKXhqfv1amtr\n", "cfLkSdVOemf2IScnB0FBQTY3KPj5+YGIkJOTo0kxcyar0WjE4cOHUVtba9Ven71xu1oczbpnzx60\n", "adPG6qaUiooKAEB0dDTefPNNjBgxArGxscKzXu/TTz/FCy+8gJSUFAQGBqqczDHOzFwhWnZ2NiZM\n", "mIC///3vuvw76WeffYa77rrL6oaKmpoaAHVfiyYlJcHf3183X0EajUYcP3681X/fnZGTkwMPDw90\n", "7tzZqr3+s/P48eP2/dlGvRssnTd16lQyGAzNvq7XW/N9fHyoa9euVFtba9Vef8t+enq6oGS2Vq5c\n", "SYqi2NyG/8ILL5CLiwudPHlSULIbq7/VXI+35hMRffzxx9SzZ0/Ky8traPvpp58oPDxcSJ6Wbs3v\n", "1auXkEwtOXz4MPXo0cPm3BwwYICgRPY5efKkbm/N//DDD0lRFNq6datV+/Lly0lRFDpw4ICgZLaG\n", "DRtGrq6uVFFRYdVef8v+li1b7NqOborZjQZNt2/fntavX09EdQNThw0bRg899JBNIWlNa9eutTmZ\n", "MzMzqXPnzjR48GCh2RqrrKwkPz8/CgsLo4sXLxIR0ZEjR6hDhw40e/Zswela9vnnn5OiKPTee++J\n", "jmIjISGB2rZtSxaLhbZs2dKwrF69mnx8fITlmjRpEhmNRiotLSUiol27duly0PSBAwfIzc2N5s6d\n", "a3X8tmzZ0uJngh4UFhaSoihksVhER7FRW1tLoaGhZDQa6cyZM0REdOLECfL29qZx48YJTmctKSmJ\n", "DAYD/e5nAA5fAAABi0lEQVR3v2sYNP2f//yHfH19qWfPnlRZWWnXdoQWsylTppCPjw916NCBDAYD\n", "+fj4kI+PD509e9Zm3UOHDlFoaCiZTCby8/OjGTNmNDx1QaSPPvqIhg4dSv7+/tS3b1/q27cvxcTE\n", "NBQMPSkuLqapU6fS//3f/5G/vz+ZTCZas2aN6FjNysnJIR8fH/Ly8iKDwUDu7u7k4+NDu3fvFh2t\n", "wd13300Gg4EURbFZfH19heW6dOkSLVq0iHr37k2BgYEUHBxMycnJwvI0p3///s0ev5a+rRHp3Llz\n", "5OPjQ/feey8ZDAbq3Lkz+fj4UFxcnOhoVi5cuEBz586lHj16UEBAAPn5+VFMTAzV1NSIjmYjLS2N\n", "xowZQ71796a+ffuS0WikefPm0c8//2z3Nvip+YwxxqSn+0HTjDHG2I1wMWOMMSY9LmaMMcakx8WM\n", "McaY9LiYMcYYkx4XM8YYY9LjYsYYY0x6XMwYY4xJj4sZY4wx6XExY4wxJj0uZowxxqTHxYwxxpj0\n", "uJgxxhiT3v8DT7VlO9i7ZN8AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X1cVFX+B/DPHfBZFF1IsFZBDWFGkRQzUgRdNRMB9aeZ\n", "WWtl60O6ruya6FKCupmZVmq5ptaWT0StIiGIDyk+rPkEi6O9UClQLEeDFVQgAeH8/iBGhuFhZrh3\n", "zj36fb9e88rO3Lnnc4c782WGe86RGGMMhBBCiMA0vAMQQgghTUXFjBBCiPComBFCCBEeFTNCCCHC\n", "o2JGCCFEeFTMCCGECI+KGSGEEOFRMSOEECI8KmaEEEKEZ1UxKywsxOTJk6HRaJCbm6tUJkIIIcQq\n", "Fhezffv2wd/fH+fPn4ckSXVuk5KSgvHjx8Pb2xu+vr7Q6XSIiIhAXl6ebIEJIYSQ2iwuZu+88w4S\n", "EhIwduxY1DWd4/Xr1zFq1ChotVpkZmZCr9cjOTkZu3fvxoABA3Dnzh1ZgxNCCCHVLC5mBw8ehE6n\n", "a3Cbjh07YsmSJcZPbl27dkVkZCQuX76Mf//7301LSgghhNTD4mJW31eL1dzc3HD9+nWz9kcffRRA\n", "1d/bCCGEECXIejWjo6OjWdvFixcBAEOGDJGzK0IIIcRI0Uvzy8vLsXHjRrz00kvw8/NTsitCCCEP\n", "MfOPUjKKiopC69atsW7duka3NRgMMBgMSsYhhBCicu7u7nB3d7f6cYoVs5UrV+LAgQP49ttv0aZN\n", "mwa3NRgM8PLyQlFRkVJxCCGECKBz5844c+aM1QVNkWK2bNkyJCYm4tChQ2jfvn2j2xsMBhQVFWHr\n", "1q3w8fFRIpKshg8fjv379/OOYRHKqgzKqgzKqgxRsmZmZuLFF1+EwWDgX8yioqLwn//8BwcOHDB+\n", "Itu9ezfS09OxaNGiBh/r4+ODvn37yh1Jdk899ZQQOQHKqhTKqgzKqgyRstrK5mJW18DpuXPnYsuW\n", "LVi+fDni4+ON7UePHkVZWZmtXamOg4MD7wgWo6zKoKzKoKzKECmrrSwuZgsWLEBcXBwKCwshSRIG\n", "DRoER0dH7NixA3379oVer8eaNWsgSRKmT59u8lhJkjBlyhTZwxNCCCGAFcVs+fLlWL58eb33+/r6\n", "orKyUpZQhBBCiDVoCRgbiFS0KasyKKsyKKsyRMpqK0XHmT2onnnmGd4RLKbmrFlZWSYTUGu1WqSn\n", "p3NMBDg5OeHxxx9vdDs1P6+1UVZlUFZ1kVhdV3LUo7CwELNmzUJsbCwuX76MLl26yBIiPT0d/fr1\n", "Q1pa2gN/xQ2pkpWVBS8vL94x6nTp0iWLChohRF5NqQUWfzLbt28fXn/9dbRp06bBSYczMzPxt7/9\n", "DTk5OaisrETfvn2xatUqdO7c2apg5MFm/EQ2DoAL1yj35QPYCVquiBABWVzMqtcz+/rrr3Hu3Lk6\n", "t8nNzUVgYCBee+01JCcno6KiAi+99BKCgoKQnp4OJycn2YKTB4QLAPo9hxDSRLKuZxYdHQ3GGJYs\n", "WQKgamzDqlWrkJOTgw8//LBpSVXkwoULvCNYTKSsEGhBcpGeV8qqDMqqLrKtZ1ZRUYEdO3Zg4MCB\n", "aN68ubHd3d0d3t7eiIuLsz2lysyfP593BIuJlBXqn23HSKTnlbIqg7Kqi2yX5mdnZ6OoqAjdu3c3\n", "u69bt264cOECysvL5eqOq48++oh3BIuJlBWjeAewnEjPK2VVBmVVF9mKWV5e1XdE7dq1M7uvXbt2\n", "qKysxM2bN+Xqjiu5ruK0B5Gywpl3AMuJ9LxSVmVQVnWhcWaE1JKZmck7gglLx74R8lBjVoqOjmaS\n", "JLErV66YtF+8eJFJksTmzp1r9pjQ0FDm6OjIysrK6txnWloaA8A6derEQkNDTW5PPfUUi4+PN9l+\n", "7969LDQ01Gw/r7/+Otu0aZPZvkNDQ1leXp5J+6JFi9jy5ctN2q5cucJCQ0NZZmamSfuaNWvYvHnz\n", "TNqKi4tZaGgoO3r0qEn79u3b2csvv2yW7bnnnqPjqHEcBw4cYAAYpoEhBgxBYBj227+rb3PB4AWG\n", "WbXanwXD07Xa/v7btq/Uav8/MPjVaosBgw4ME2u1BaEqkwpv77//Pp1XdBwP1HFs376dhYaGsmHD\n", "hrFOnTqxIUOGsMDAQAaApaWlmfXTGKsGTQNATEwMlixZYjZouqKiAh07dkRwcDASEhJMHtOrVy9I\n", "klTvJf2iDZp+9913ERkZyTuGRdSatfpnjmm4f2n+MQCDOIbSA9gJy8a+ZQDwUzyRcexbU14baj0H\n", "6kJZlSFKVrsMmm6Mg4MDxo0bh2+++QZlZWXGKxoNBgMuXLiA6OhoubrirqSkhHcEi4mUFWq5PsiS\n", "sW8XLdhGJUQ6ByirMkTKaiubLwCp6wPd4sWLodFojItw3rt3D/PmzUO3bt0QERFhe0qVWbx4Me8I\n", "FhMpK4bwDmAFgbKKdA5QVmWIlNVWFhezBQsWwNPTE6tXrzauZ+bp6WkyMWyXLl1w5MgR6PV6+Pj4\n", "QKfTobKyEqmpqWjbtq0iB0AIIYTItp5ZNR8fHyQnJzcpFCGEEGINWs/MBvn5+bwjWEykrCjmHcAK\n", "AmUV6RygrMoQKautqJjZ4NVXX+UdwWIiZUVC45uohkBZRToHKKsyRMpqKypmNoiJieEdwWIiZUUw\n", "7wBWCOYdwHIinQOUVRkiZbWVIsUsIyMD4eHh0Gq18PX1ha+vL1asWIGKigolurM7EcbCVRMpqyiX\n", "ugMQKqtI5wBlVYZIWW0l+3RWubm5GDJkCEJCQqDX6+Ho6IjTp08jKCgIN27cwKpVq+TukhBCyENO\n", "9k9mSUlJuHXrFubNmwdHx6pa2b9/fwwfPhzbtm2TuztCCCFE/mLm4OAAAGbLvZSVlaFZs2Zyd8fF\n", "p59+yjuCxUTKivTGN1ENgbKKdA5QVmWIlNVWshezF154ATqdDjExMbh16xaAqk9rqampWLp0qdzd\n", "cVFzoLjaiZQVBt4BrCBQVpHOAcqqDJGy2kr2Yta2bVscPHgQDg4OcHFxgbu7O6ZMmYL169fj5Zdf\n", "lrs7Lj7++GPeESwmUlaE8A5gBYGyinQOUFZliJTVVrIXs6ysLPj7+6NFixbIz8+HwWBAcnIyFi5c\n", "iOnTp8vdHSGEECJ/MXvzzTfx888/Y+PGjWjfvj0A4Mknn0RkZCQ2btyI/fv31/vYUaNGISwszOQW\n", "EBCAXbt2mWy3b98+hIWFmT1+1qxZZt8Np6enIywszGwEfHR0NN59912TttzcXISFheHChQsm7WvX\n", "rsUbb7xh0lZSUoKwsDAcO3bMpD02NhavvPKKWbaJEyfScdQ4joKCAtOND6FqCZiaCgFsB5BXq/0k\n", "gH212sp+2/ZKrfZzAHbB3NcAaq/BeaOO7QAgCeZ/I7v2W3+1ZwJR6DhSUlLovKLjeKCOIzY2FmFh\n", "YRg+fDjc3NwwdOhQzJ0712z/lrJ6PbPG+Pj4oLCwEAaD6R8V9uzZg5CQEKxYsQLz5s0zuU+09cxI\n", "09W5nhlv1euZqSnTNQAbmraeGSGiaEotkP2TmZubG/Lz81FcbPor6+XLl433i66u307USqSs2M47\n", "gBUEyirSOUBZlSFSVlvJXszmzp2LyspKRERE4N69ewCA7OxsvPfee/D09MS4cePk7tLuZs+ezTuC\n", "xUTKiid5B7CCQFlFOgcoqzJEymor2YtZeHg4Dh48iKtXr6JXr17w9fVFaGgowsPDceLECbRu3Vru\n", "Lu1uxIgRvCNYTKSs6ME7gBUEyirSOUBZlSFSVlvJPp0VAAQFBSEoKEiJXRNCCCFmaNZ8QgghwlPk\n", "k9mDbteuXRgzZgzvGBapzpqVlYU7d+7wjmOUmVn7unhUXSrvY/cothEoq4jnqwgoq7pQMbNBbGys\n", "MCdGbGwsdDodvLy8eEdp3HkIUyBEyira+UpZ5SdSVlspVsxSUlKwcuVKFBYW4vbt22jWrBnGjBmD\n", "t99+W6ku7SYuLo53BIvFxcXdn5dtHAAXrnHuy0LVAOOaJvAIYiOBsop2voqCsqqLIsVs06ZNWLp0\n", "Kfbs2QOtVgsAWLZsGT7//PMHopgJywXqGQyc3/gmhBBiKdmL2U8//YQ5c+bgiy++MBYyAIiIiIC/\n", "v7/c3RFCCCHyX824efNmlJaWIiTEdFrxVq1aPRRjHQghhNif7MXs2LFjcHV1RVpaGkaMGAGdTgc/\n", "Pz/ExMSgtLRU7u64qGtiTrUSKWudEwKrlUBZRToHKKsyRMpqK9m/ZszNzcWtW7cwY8YMJCQkoEeP\n", "Hvjuu+8QGhqKkydPYs+ePXJ3aXcifcIUKSu68w5gBYGyinQOUFZliJTVVrIXs7t376K0tBRRUVHo\n", "0aNqzp+AgADMnj0bS5YswdGjRxEYGCh3t3Y1adIk3hEsNmnSJHFWme3NO4AV7Jy1znF5FurZs6es\n", "54CTkxMef/xx2fZXk2ivLVGIlNVWsn/N6OTkBADw8/Mzaa/+/9OnT9f7WFrPTNnjwHkosw7YD6h7\n", "FvmG1gGr/Y0zrWdWpfZx3Kr6z4svvoh+/fqp4ubl5YWsrCxj5Afl9UHHYd/jUP16ZpMnT0ZsbCz0\n", "ej169eplbE9MTER4eDitZ8YBrR1mITVnUssYwXwAO2l9NaIMVa1nVj3K/OzZsybt58+fB1C16rTo\n", "av92o2YiZTX7VKVm9s5aPUbQllt5Ex5b+6ZwQRXpfKWs6iJ7MRs/fjwGDRqEZcuW4caNqu9tsrKy\n", "sHbtWoSEhGDw4MFyd2l3K1as4B3BYiJlxX94B7ACZVWESOcrZVUX2YuZJElISkrCsGHDMGDAAGi1\n", "WowePRrTpk3Dzp075e6Oiy+//JJ3BIuJlBXjeQewAmVVhEjnK2VVF0Wms3JycsLq1auxevVqJXbP\n", "nUgLjIqUFc15B7ACZVWESOcrZVUXWs+MEEKI8GgJGIWoaf2wpoxRIqQuajunlBz7RsSgeDH75JNP\n", "MHPmTERHRyM6Olrp7uzijTfewHvvvVfv/VlZWWKsH6Y2+wCIMlHBw5q1xrg3tbl06ZJdC1pj7wNq\n", "IlJWWylazAoKChAVFQWg6sKQB0WXLl0avN/4iUwNY4POA2gB87XD1Kg97wBWeFizlv/2X6XO7fMA\n", "ejW6lanfxr7Z+5uQxt4H1ESkrLZStJi99dZbCAwMREJCgpLd2N2f//xnyzZUw/phnVE18FYEA3gH\n", "sMLDnlWpc5v368UKFr8PqIBIWW2l2AUger0eO3fuRExMjFJdEEIIIQAULGZz5szB0qVL0b69SN/H\n", "EEIIEZEixSwuLg5FRUWYOnWqErvnzmwCXzWrPbmtmlFWZVBWRYj0PiBSVlvJXsxKSkoQGRmJtWvX\n", "yr1r1Zg/fz7vCJbbzzuAFSirMiirIkR6HxApq61kvwDknXfeQWBgIAICAuTetWp89NFHvCNYbhSA\n", "XN4hLDSKdwArUFZlNCGrvce+TZ8+vcF14tQ09k2o9ywbyVrMcnJysH79erMZ8wHAkpVmRo0aZTar\n", "fl5eHiIjI42z8QNV6+p89NFH+Oabb0y2nTVrFvr27Wvy9WZ6ejpiYmLw2WefwcXl/rXE0dHRaN26\n", "NSIjI41tubm5mD17NlasWAFvb29j+9q1a5Gbm2scp9GlSxeUlJTg+eefx/z58zFo0CDjtrGxsYiN\n", "jTU/uK9RdcmxT422HwCcAvBCrW2TALgDqLkCwjUAqQDCAbSp0X4IQDMAg2q0FQJIBjAcgCvuF7Pz\n", "v91qjjkqA/BvAAMBdK3Rfg7AjwDGwJRcx1H7NW7JcVQ7iarxTnIfR0PrmdU+jpLfstny87DlOKqf\n", "Y1t+Hs4NHIe159VxmFPq52HpeaXysW85OTlc368AwMXFBWFhYXW+X+3btw//+te/TLJNnDgRkyZN\n", "UvR9t/q98tdff8W5c+eg1Wpx7969xp/Uesi6ntmmTZvwj3/8Ax06dDC2lZWVITMzE506dYKbmxu8\n", "vb3N3uwftPXMVLd+mJrX6aJMDVNbJrXlAdS35htA677ZqCm1QNZPZq+99hpee+01k7YrV67A09MT\n", "M2fOxKJFi+TsjhBC7lPDuE7CjeITDVd/8JN5QWuuai9frmoirclHWZVBWZUhUFah3rNspFgxKygo\n", "gKenJwIDAyFJEj788EN4enri008/VapLuykpKeEdwXLljW+iGpRVGZRVGQJlFeo9y0aKTWfVoUMH\n", "5OTkKLV7rhYvXsw7guWGQJzprIbwDmAFyqoMyqoIod6zbETrmRFCCBEerWdGCCEKoXXf7IeKmQ3y\n", "8/NNxk6oWjHvAFYohulYJzWjrMp4ULKqfOzbg1jQZC9m2dnZ2LBhA5KTk8EYw7179+Dp6Ym///3v\n", "JoP1RPbqq6+aDRxUrQRYvz4ULwkwHyCrVpRVGQ9KVqXXfbNWCgB/cFn3zV5kL2avv/468vPzsW/f\n", "Pri5ueHevXuYM2cOgoKCEB8fj7CwMLm7tDuhlrUJRtUAThEE8w5ghWDeAawQzDuAFYJ5B7BCsAXb\n", "qGXs20jeAZQn+wUgkiThrbfegpubGwDA0dER77//PhwcHLBq1Sq5u+NCqBH9anghWYqyKoOyKoOy\n", "qorsn8wSExPh6Gi625YtW6JDhw4oLCyUuztCCCFE/k9mtQsZANy8eRP5+fkYOnSo3N0RQggh9hln\n", "tn79eri6umLhwoX26E5xQs1iUv8KFepDWZVBWZVBWVVF8Uvz09PTsXLlSsTHx+ORRx6Rff/Z2dnI\n", "zbXvgl2JiYno3r17vfdfvXrVjmkaYQDwe94hLGTgHcAKlFUZlFUZBgBVlzGoauybnOPeFC1mmZmZ\n", "GDt2LLZu3YqgoKBGt7dlPbOBgwbiuuG67Nkbk5CQYN0DeK1nFoL701mpfT2z9rXa1Lye2RMAtkOM\n", "9cxCGjgOta1nFlKjzZrzCqi6/Hyihcchx3lV19yM1cdRk73WLWzoOIYD+Lzqn2ob+/b000/jxx9/\n", "VNd6ZjVlZGRg7Nix2LRpE/7whz80uG1T1rBp59wOd3R3gH5NSSujAgBbf/u3WtZ8UvMaVJSpYWrL\n", "pLY8AGWylNrWfatjzTfVrGdW7eTJk5g4cSK2bduGgQMHGtv9/f1x5swZ+TtsDeB38u/WJpW8AxBC\n", "SAPUMvZNZrIXsyNHjmD06NF45ZVXkJOTYzJzfnr6Q/BXSEIIIXYnezGLiIhAcXEx1q5da3afJEly\n", "d8fHdogz5c52iDOdlWjPK2WVH2VVhkjvAzaSvZilpaXJvUv1ebLxTVTjSQCirMsn2vMqCsqqDNGy\n", "ivI+YCNaz8wWPXgHsAJlVQZlVQZlVYZIWW1ExYwQQojwqJgRQggRniLF7O7du1iwYAG8vb3Rp08f\n", "9O/fH4mJiUp0xYd6BtA3jrIqg7Iqg7IqQ6SsNlKkmL300ktITEzE8ePHcfbsWURHR2PcuHFISkpS\n", "ojv7+w/vAFagrMqgrMqgrMoQKauNZC9mhw8fxo4dOxATE4OOHTsCAEaPHo1hw4bhL3/5i9zd8dGa\n", "dwArUFZlUFZlUFZliJTVRrIXs6+++goAzKawGjp0KLKzs5WZAYQQQshDTfZilpGRgfbt2xs/lVWr\n", "nmVer9fX9TBCCCHEZrIXs7y8PLRr186svbotLy9P7i4JIYQ85BRfz8watqyzU1FRAfwMwJ7fXuY2\n", "0F9RjX9noWpmaJ5yAVT/bqGGPNWql6CrmSkX95er4aGuTA1ta4+s1mRqaB9yZZUjT2P7tzar0pka\n", "6re+rLwy1UeN7wMFVf+p+b7fpLXWmMwCAgKYs7OzWfuOHTuYJEns008/Nbvv2rVrrHPnzgwA3ehG\n", "N7rR7SG+de7cmV27ds3q2iP7J7MnnngCJ06cQEFBATp06GBsz87OBgD06dPH7DHu7u44c+YMDAaR\n", "lm4lhBAiN3d3d7i7u1v9ONkX5zx8+DCGDBmCuLg4TJgwwdj+7LPP4ocffkBWVpac3RFCCCHKrDT9\n", "3HPP4fvvv8eRI0fwu9/9DklJSRgzZgx27dqFkJCQxndACCGEWEGRYlZaWoqYmBjEx8ejRYsWaN68\n", "OaKjozF69Gi5uyKEEEKUKWaEEEKIPXGfNf+nn37CiBEjoNFwj0JUauHChdBoNPjiiy94RyHE6JNP\n", "PoFGo8HixYt5RyHgXMy2bduGQYMGITc3F5IkNbjt8ePHMXjwYPTq1Qs9e/bEjBkzcOvWLTslrV9q\n", "aiqGDRsGnU4HX19f9OvXD5s2beIdq17btm1DYGAg/P390aNHDzzxxBNYs2YN71j1+uGHH/D+++9D\n", "kqRGzxEe9Ho9Zs2aZfz5a7VaTJgwAefOneOaS5SVK7Kzs7FgwQL4+vqid+/e8PHxwahRo3Ds2DHe\n", "0RpUUFCAqKgoAFDleVktJSUFw4YNg7+/P7y8vKDT6Yy51SQjIwPh4eHQarXw9fWFr68vVqxYUTWO\n", "2FJWX8wvk8LCQjZkyBCWm5vLpkyZwiRJqnfbM2fOsJYtW7KPP/6YMcZYSUkJCwoKYgEBAayiosJe\n", "kc2cPn2aNW/enM2fP9/YlpCQwDQaDVuzZg23XPWJiopiffr0YVevXmWMMVZRUcFmzJjBhg8fzjlZ\n", "/UJCQtiYMWOYJEnsiy++4B3HTM+ePdmzzz7Lbt26xRhjrLi4mIWHh7OWLVuy06dPc8s1fvx4ptVq\n", "2f/+9z/GGGOJiYnM0dGR7d69m1umujzzzDOsX79+zGAwMMYYKy8vZzNnzmQajYYlJCRwTle/WbNm\n", "Gc/LxYsX845Tp40bN7IuXbqw77//3tj29ttvs8cff5xjKnNXrlxhzs7ObPLkyay8vJwxxtipU6dY\n", "q1at2F//+leL98OtmNXUWDELDg5mWq3WpO3EiRNMkiS2efNmpePVa/78+UySJFZQUGDS7uvrywYM\n", "GMApVd1Onz7NNBoNO3XqlEl7Xl4eO3bsGKdUDUtKSmI6nY4dOHBAtcXM29ubZWRkmLRlZWUxSZLY\n", "H//4Ry6ZUlNTmSRJ7KuvvjJpHzlyJOvevTuXTPUZOXIk27Vrl0nbr7/+ypo1a8YGDx7MKVXDzp49\n", "y9zd3VlGRoZqi9nVq1dZq1atzM6BkpIStnfvXk6p6rZu3TomSRL773//a9IeFhbGOnXqZPF+VP+H\n", "qhs3buDIkSNms/D3798fTk5OiIuL45QMcHSsGnNeXl5u0l5WVoZmzZrxiFSvDRs2wNXVFf379zdp\n", "d3FxwcCBAzmlql9ZWRkiIiKwevVqODg48I5Tr3PnzplNBPDoo48CAAoLC3lEEmrlisTERISHh5u0\n", "tWzZEh06dOD2/DVmzpw5WLp0Kdq3b887Sr02b96M0tJSs6FQrVq1wogRIzilqlv167up76OqL2Z6\n", "vR6MMeOs+9U0Gg26du3KdRb+mTNn4tFHH8WCBQtQWloKxhg2bNiAq1evYtGiRdxy1eXYsWPw8PBA\n", "fHw8goODodVqMWDAAKxevRpMhRe0fvDBB9DpdGZvyGpT/QtNTRcvXgRQVTx4EGnlirqev5s3byI/\n", "P5/b89eQuLg4FBUVYerUqbyjNOjYsWNwdXVFWloaRowYAZ1OBz8/P8TExKC0tJR3PBMvvPACdDod\n", "YmJijNdBJCUlITU1FUuXLrV4P6qaaLgu1bPs1zcTP88ZRR577DEcOnQIL7/8MpydneHk5IRWrVoh\n", "Li4Ow4cP55arLtUX2bz33nuIj49Hp06dsHv3bowfPx4XLlzAP//5T94RjQwGA1atWoVTp07xjmKT\n", "devWoWfPnpg+fTqX/kVfuWL9+vVwdXXFwoULeUcxUVJSgsjISMTGxvKO0qjc3FzcunULM2bMQEJC\n", "Anr06IHvvvsOoaGhOHnyJPbs2cM7olHbtm1x8OBBTJ06FS4uLnBxcUF5eTnWr1+PKVOmWLwfWT6Z\n", "paamQqPRWHS7dOmSHF3KzpZj+O677zBgwAD07dsXBQUF+OWXX7Bx40ZMmjQJb7/9tqqy3r17FyUl\n", "JVi5ciU6deoEoGoF8Oeffx4bNmzAlStXVJN1/vz5mD59Ojw8PBTJJGfW2pKSkhAfH48dO3agZcuW\n", "ds3/IEhPT8fKlSsRFxeHRx55hHccE++88w4CAwMREBDAO0qj7t69i9LSUkRFRaFHjx4AgICAAMye\n", "PRt79+7F0aNHOSe8LysrC/7+/mjRogXy8/NhMBiQnJyMhQsXWvULoSyfzHQ6Hb788kuLtu3cubNV\n", "+3ZxcQEA3L592+y+27dvw9XV1ar91ceWY5g7dy6aNWuGDz74wPi974gRIzB16lQsWrQIEyZMgJeX\n", "lyz5mprVyckJt2/fhp+fn8n9fn5+2Lx5M9LS0tC1a1fuWY8fP47Dhw/jk08+Mbtf6a9Dm3oeHzly\n", "BDNmzEBKSgq0Wq3c8Szm4uJS51Ia1a8huV4zcsvMzMTYsWOxdetWBAUF8Y5jIicnB+vXr8fZs2fN\n", "7lPj1/ROTk4AUOfrHQBOnz6NwMBAu+eqy5tvvomff/4ZGzduNP4d8sknn0RkZCQiIiIwfvx4i77p\n", "kqWYubq64rnnnpNjV2b69OkDSZKMs+5Xq6ysxOXLl2U76W05Br1eDz8/P7MLFLy8vMAYg16vV6SY\n", "2ZJVq9XixIkTqKysNGmvzl67XS7WZt27dy+aNWtmclFKUVHVInGLFi3Chx9+iKFDh2LVqlXcs9a0\n", "f/9+TJs2DUlJSfD19ZU5mXVsWbmCt4yMDIwdOxafffaZKv9O+u2336JNmzYmF1SUlZUBqPpadNeu\n", "XfD29lbNV5BarRZnz561++vdFnq9Hq6urnB2djZpr37vPHv2rGV/tpHvAkvbTZkyhWk0mnrvV+ul\n", "+R4eHqxz586ssrLSpL36kv2jR49ySmZuxYoVTJIks8vwp02bxhwcHNjly5c5JWtc9aXmarw0nzHG\n", "vvnmG9atWzd24cIFY9u1a9dYWFgYlzwNXZrfo0cPLpkacuLECda1a1ezc7Nfv36cElnm8uXLqr00\n", "/6uvvmKSJLGtW7eatC9btoxJksQOHz7MKZm54OBg5ujoyIqKikzaqy/Z37Jli0X7UU0xa2zQdKtW\n", "rdi6desYY1UDU4ODg9nTTz9tVkjsac2aNWYnc1paGnN2dmZPPfUU12y1FRcXMy8vLxYUFMTu3LnD\n", "GGPs5MmGo5YQAAACIklEQVSTrG3btmzWrFmc0zXs0KFDTJIk9vnnn/OOYiYuLo41b96cxcTEsC1b\n", "thhvH3zwAfPw8OCWa8KECUyr1bL8/HzGGGO7d+9W5aDpw4cPMycnJzZnzhyT52/Lli0NvieoQU5O\n", "DpMkicXExPCOYqayspIFBgYyrVbLrl+/zhhj7NKlS8zd3Z2NHj2aczpTu3btYhqNhv3pT38yDpr+\n", "8ccfmaenJ+vWrRsrLi62aD9ci9nkyZOZh4cHa9u2LdNoNMzDw4N5eHiwGzdumG17/PhxFhgYyHQ6\n", "HfPy8mLTp083zrrA086dO9ngwYOZt7c36927N+vduzeLjo42Fgw1MRgMbMqUKez3v/898/b2Zjqd\n", "jq1evZp3rHrp9Xrm4eHB3NzcmEajYS4uLszDw4OlpKTwjmbUsWNHptFomCRJZjdPT09uue7evcsW\n", "LFjAevbsyXx9fZm/vz9LTEzklqc+ffv2rff5a+jbGp5u3rzJPDw82GOPPcY0Gg1zdnZmHh4ebNOm\n", "Tbyjmbh9+zabM2cO69q1K/Px8WFeXl4sOjqalZWV8Y5mJjU1lY0cOZL17NmT9e7dm2m1WjZ37lz2\n", "yy+/WLwPmjWfEEKI8FQ/aJoQQghpDBUzQgghwqNiRgghRHhUzAghhAiPihkhhBDhUTEjhBAiPCpm\n", "hBBChEfFjBBCiPComBFCCBEeFTNCCCHCo2JGCCFEeFTMCCGECI+KGSGEEOH9P0QoPkz8wQvyAAAA\n", "AElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "027\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtcFPX+P/DXLGhQoqaQYKaLym1XkRQvnETUgExl1X5e\n", "Kj1px05aegzLvBy+yZqPzEzLy9Hjrc7xFlEZeBfyKCqZN0hBw8BEsROZHEVFEknevz90N5bdhV2Y\n", "2ZnJ9/PxmIf62dmZ13x2dj7O7Gc+IxARgTHGGFMxjdwBGGOMsYbixowxxpjqcWPGGGNM9bgxY4wx\n", "pnrcmDHGGFM9bswYY4ypHjdmjDHGVI8bM8YYY6rHjRljjDHVc6oxKy0txejRo6HRaFBUVCRVJsYY\n", "Y8wpDjdm6enpCA8Px6lTpyAIgt35bt26hblz5yI8PBxdu3aFVqtF3759sWfPHlECM8YYYzU53Ji9\n", "++672LJlC4YNGwZ7wzlWVlbi6aefRkFBAQ4ePIjs7Gzk5uairKwMR48eFS00Y4wxVp27ozPu3bsX\n", "giDg888/tzvPsmXLkJubi127dsHDwwMA4OXlhQ0bNkCj4Z/nGGOMScPhxqy2S4smK1euRHR0tLkh\n", "MwkJCXE+GWOMMeYg0U6XfvnlF5w9exZt2rTBe++9hx49eiAoKAgxMTHYtWuXWKthjDHGrIjWmJl6\n", "N65atQrnz5/HwYMHcerUKTzxxBMYPHgwPv30U7FWxRhjjFkQnH04p9FoxNtvv43z58+jbdu25vLM\n", "zEz06dMHzZo1Q3FxsflSIxGhQ4cOEAQBP/zwg93lFhcXo7i4uJ6bwRhj7I/Az88Pfn5+Tr/P4d/M\n", "6uLl5QUACAgIsPjNTBAEhIaGYuvWrbhy5QpatGhh9d7i4mIEBgairKxMrDiMMcZUqHXr1jh+/LjT\n", "DZpojVlAQADc3d1RVVVl9ZqbmxsA2HwNuNuYlZWVYePGjaroLBITE4OvvvpK7hgO4azS4KzS4KzS\n", "UEvWvLw8jBkzBsXFxfI1Zg8++CBiYmKQmZmJX3/9FZ6enubXTp06BX9/f3h7e9e6jJCQEHTt2lWs\n", "SJLp1auXKnICnFUqnFUanFUaaspaX/XuAGLrp7Z58+bhzp07eOutt8xly5cvx9mzZzF//vz6rkpx\n", "TGeaasBZpcFZpcFZpaGmrPXlcGM2c+ZMtGvXDvPmzQMRISIiAv7+/sjOzjbP06VLF2RkZODkyZPQ\n", "arXw8PDA5MmT8a9//QsjRoyQZAMYY4wxhy8z9u/fH1988QVCQkJw6tQpHD582KI3o0l4eDi++uor\n", "rF+/HuPGjYNGo0Hfvn3FzMz+IAoKCnDjxg3zv69du2bxnyM5eHl5ISAgQNYMjDHnOdyYmcZm/Pzz\n", "z5Gbm1vrvDdu3EBCQgLi4uKwbdu2BodUGnsdWZRIqVkLCgoQGBhoVd6tWzcZ0ljKz8+vs0FTar3a\n", "wlmlwVmVRdSxGU3mzp2LgQMHonXr1n/Ixuypp56SO4LDlJr19zOyjQBMPVg/BfCsPIEAAHkAxlic\n", "Ldqj1Hq1hbNKg7Mqi6hjMwJ3/1e7bt06fPfdd1i2bFm9gynZ3/72N7kjOEz5WUMAmHpZqae3lfLr\n", "9XecVRqcVVlEH8o+Pj4eCQkJaNmypdiLZowxxmwStTHbtm0bioqKMHnyZDEXyxhjjNVKtMasoqIC\n", "b7zxBpYsWfKHf3bZmTNn5I7gMDVlBdSTVU31ylmlwVmVRbRWZ9GiRdDr9XjyySetXnN0LOOBAwfC\n", "YDBYTBEREUhNTbWYLz09HQaDwer9kyZNwkcffWRRlp2dDYPBgJKSEovyxMREvPfeexZlRUVFMBgM\n", "Vh/8smXL8Oabb5r/PX36dJSXl8NgMCAzM9Ni3qSkJLz44otW2UaNGiXLdkyfPt3udgCQbTuuXr1a\n", "Y+5EAM/UKCsCYIB1I7cMwJs1ysrvzZtZozwJgPV2AKMApNYo+8bGfLa34+WXXxZ9vwKk+TxM+4Cr\n", "vh8N2Y7q+6vc3/O6tiM2NtbudlSnhO14/fXXFXe8SkpKgsFgQExMDHx9fdG/f3/Ex8dbLd9h5KTE\n", "xEQSBIEuXLhgUR4dHU3BwcEUFhZmnnx9fUkQBNLpdBQWFkaffPKJzWVmZWURAMrKynI2jixqbruS\n", "KTWr6TMHsgige9OFan+XY3J8P1RqvdrCWaXBWcXXkLZAtLEZbQ1iOWfOHMyZMwe7du2yeYO1Wqlp\n", "W9SUFVBPVjXVK2eVBmdVFlHHZrQ3jyPzMsYYY/Xl1NiM/v7+WLx4MQBAq9Xiscceszn80Jo1a+Dv\n", "748lS5ZAEAT07t0b7du3x7Vr18RLzhhjjN3jcGM2f/58rFq1Ct7e3ujcuTM0Gg2+/vprq8cK7N69\n", "G2lpaXjggQfw2GOPITg4GMOHD8eRI0fQrFkz0TdADjV/iFUyNWUF1JNVTfXKWaXBWZXFqcuMpvEZ\n", "hw0bZvPS4c8//4yBAwdCp9MhLy8POTk52LlzJ7Zv346ePXs6NEyQGpSXl8sdwWFqynq3R6I6qKle\n", "Oas0OKvCONNbpKqqiojs92gsLi6mli1bWr1vzZo1JAgCffzxxzaXq7bejKzhbPdmlHvi/ZAxOTWk\n", "LXDqzKyu8Rl9fX3x888/W5U/+uijAIDS0lJnVscYY4w5RPShOtzdrXv7f//99wCAfv36ib06xhhj\n", "TPzGrKbKykqsWbMGf/7znxEWFib16lyi5l3tSqamrIB6sqqpXjmrNDirskjemCUkJODBBx/EihUr\n", "pF6Vy/zlL3+RO4LD1JQVUE9WNdUrZ5UGZ1UWSRuzhQsXYs+ePUhPT8dDDz1U5/xqGZvRaDSqZmxG\n", "o9FodzsApY3NqK1RptyxGUeNGqWoMQ2rq/l5mPYBpYxpWNt2VN9f5f6e17Udtih1bMYZM2Yo7ngl\n", "+9iMRPZ7M1b3zjvvUK9evai0tLTO5XFvxvsP92ZkjNXkst6MjkpISEB6ejr27NljvlF6+/btePvt\n", "t6VYHWOMsftcgwYaJhs3TsfHx2PDhg2YP38+UlJSzOUHDx7E7du3G7I6xhhjzCanzszi4+PRpEkT\n", "zJkzxzzmor+/v3l8xpycHCxduhSlpaWYMGECXnjhBfO0du3aOu9TU4ua14eVTE1ZAfVkVVO9clZp\n", "cFZlcbgxS09Px/bt29GhQwdoNBoUFhbi4sWLKCwsNI/PGBoaitOnT+Opp55CUFAQAgICMGrUKPz4\n", "44+4c+cOPv74Y8k2xJVsDa6sVGrKCqgnq5rqlbNKg7Mqi8ONWV3jMgJ3e9dERkYiNDQUeXl5+O67\n", "7yAIAqKiov4w4zICwPLly+WO4DA1ZQXUk1VN9cpZpcFZlcXhxmzv3r3Q6/W1zpOYmAgiMnf0cHNz\n", "w6JFi1BYWGh+dAxjjDEmNocbs7p+77pz5w42b96MJ554Ao0bNzaX+/n5ITg4GMnJyfVPyRhjjNVC\n", "tK75586dQ1lZGTp06GD1Wvv27XHmzBlUVlaKtTrGGGPMTLTG7PLlywCApk2bWr3WtGlTVFVV4cqV\n", "K2KtTla27oJXKjVlvTuChzqoqV45qzQ4q7JIPjbjH9HkyZPljuAwNWUF1JNVTfXKWaXBWZVFtMbM\n", "29sbAHD9+nWr165fvw43Nze0aNGi1mWoZWzG2NhY1YzNGBsba3c7AKWNzfhtjTLljs3o7e2tqDEN\n", "q6v5eZj2AaWMaVjbdlTfX+X+nte1HbbGZ1Tq2Iy9e/dW3PFK9rEZ7Y3L+Ntvv1HTpk3JYDBYvUev\n", "11OnTp3sLpPHZrz/8NiMjLGaFDE2o5ubG5555hlkZmZaDFtVXFyMM2fOYOTIkWKtijHGGLNQ78aM\n", "bNw4PWfOHGg0GsyePRsA8Ntvv2HatGlo3749pk6dWv+UClPz9FvJ1JTV+rKfcqmpXjmrNDirsjjc\n", "mM2cORP+/v5YsmSJzXEZAaBt27Y4cOAAcnJyEBISAr1ej6qqKmRkZKBJkyaSbIAc7D3LSInUlPXu\n", "71vqoKZ65azS4KzKIpCtU6wGOnHiBBITE1FQUAB397sD848ZMwZvvPEG3NzcrObPzs5Gt27dkJWV\n", "ZR7nkYmnoKBAccOJ5eXlYcyYMQCyACjlM88GoLz9UImfHwB4eXkhICBA7hjsD6QhbUGDHgFjS1FR\n", "Efr164dBgwYhJycH7u7uOHbsGKKionDp0iUsWrRI7FWyWhQUFCAwMFDuGKyelP755efnc4PGFEH0\n", "xmzHjh24du0apk2bZj4r6969O2JiYrBp0yZuzFzs9//RbwQQImeUGnYCeEvuEIqn3M8vD8AYRZ4x\n", "svuT6I2Z6TJizaGrbt++jUaNGom9OuawECjnch5w92DIHKe0z48xZRF9BJDnn38eer0eRqMR165d\n", "A3D3bC0jIwNz584Ve3WysHWToVIZjUa5IzhBPfWqpn2A61UanFVZRG/MmjRpgr1798LNzQ3e3t7w\n", "8/PD2LFjsXLlSowbN07s1cmi+igFSterVy+5IzhBPfWqpn2A61UanFVZRL/MWFBQgOjoaPTo0QMl\n", "JSVo1qwZjh49iqFDh+LQoUNYtWqV2Kt0ueeee07uCA4bMGAAEhIS5I7hIGXUa15e3ZdAg4KCXPL0\n", "Xkey1E0Z9eoINX23OKvCiD0cyciRI8nNzY2uXr1qUb548WISBIHS09Ot3mMawqRVq1YUFxdnMfXq\n", "1YtSUlIs5k9LS6O4uDir5bz66qu0du1aq2XHxcXR5cuXLcpnz55N8+fPtyi7cOECxcXFUV5enkX5\n", "0qVLadq0aRZlN2/epLi4ODp48KBF+SeffELjxo2zyjZy5EhZtsNy2KilBEyrMYTTTQLiCDhYo/wT\n", "AsbZGPJpJAEpNcrS7i2j5ryvErDWxpBRcQT8s8ZwVrMJmF9j3gv35s2rUS7VdiTey6TE6R2JP4/L\n", "Ncrr+jx+H3ZIzd+P6ng7XLsdn3zyCcXFxVF0dDS1atWK+vXrR5GRkeb9ylmi32cWEhKC0tJSFBcX\n", "W5Tv2rULgwYNwoIFCzBt2jSL1/g+M+mY6lZZ93MBwCYASrvPzJRJST0HTb0+lVRPgFLvyWPqpqj7\n", "zHx9fXH27FncvHkTDz30kLn8/Pnz5tfVLjMzE71795Y7hkO+/bbmSPRKlglACfXqSM9BV2UV4zKj\n", "Uuq1bmr6bnFWZRG9A0h8fDyqqqowdepU/PbbbwDuPoX6/fffh7+/P5555hmxV+lyCxYskDuCw9av\n", "Xy93BCeop145qzTU9N3irMoiemM2ZMgQ7N27FxcvXkSnTp0QGhqKuLg4DBkyBIcPH8aDDz4o9ipd\n", "7tNPP5U7gsPmzZsndwQnqKdeOas01PTd4qzKIsmTpqOiovDaa6+hTZs2aNy4MSorK5Geno7FixdL\n", "sTqXU1OD7OnpKXcEJ6inXjmrNNT03eKsyiJJY7Z27VpMmDABS5cuxfHjx5Gfn4/Ro0fj888/l2J1\n", "jDHG7nOidwD58ccfMWXKFKxbtw46nc5cPnXqVISHh4u9OsYYY0z8M7P169ejoqICgwYNsij39PT8\n", "w9yF/uabb8odwWHqurSrnnrlrNJQ03eLsyqL6I1ZZmYmfHx8kJWVhdjYWOj1eoSFhcFoNKKiokLs\n", "1cmibdu2ckdwmLpuhVBPvXJWaajpu8VZFcbp26zroNfrycPDg3Q6HRUUFBAR0aFDh6hly5Y0YMAA\n", "m+8xjVJRn7u+We0sRwCpOSKEnNNGBebiTI5P/J1l4mtIWyD6b2a3bt1CRUUFEhIS0LFjRwBAREQE\n", "Jk+ejLfffhsHDx5EZGSk2KtljMlAnLEjxcNPv76Pid2yhoWFkSAIdPr0aYvylJQUEgSBFi1aZPUe\n", "HptRuu3gsRmd2Y4Zds6CxBzT0NntMJ2ZKW1sxpR7uZQ35efn33ffczVuh9hjM4remD3//PMkCALl\n", "5uZalG/dupUEQaD333/f6j1qu8xYc+dRsi+++MLOAVruydbls5oHeyVksje5KqsYlxmlyGrKtfFe\n", "NrGmLxrw3ruZXHUcUdNxQC1ZFXWZcejQoUhKSsLJkyfRqVMnc/mpU6cAAD169BB7lS43ffp0bN26\n", "Ve4YDlm6dKncEZwwHYA66pWzmoj9BGwj1FKvajoOqClrfYnem3H48OHo3bs35s2bh0uXLgG4+4yz\n", "ZcuWYdCgQejTp4/Yq3S5f/zjH3JHcNj06dPljuAE9dQrZ5WKerKq6Tigpqz1JXpjJggCduzYgejo\n", "aPTs2RN+fn4IDAxEYGAgvvzyS7FXJws1dXP18/OTO4IT1FOvnFUq6smqpuOAmrLWl+iXGYG7PYqW\n", "LFkCo9GIgIAACIKA/v37o1GjRlKsTlEKCgpw48YNuWOYKa23GWOMSUGSxszkrbfeQmRkJLZs2SLl\n", "ahSjoKAAgYGBcsdgjLH7jiQDDQNATk4OvvzySxiNRqlWIZv33nvPZvnvZ2QbcffJwEqYYkTaalew\n", "Xa/KxFmloZ6s9o4DSqSmrPUl2ZnZlClTMHfuXDRr1kyqVcimvLy8jjnE7uHVEE3kDuCEuupVSTir\n", "NNSTte7jgHKoKWt9SXJmlpycjLKyMowfP16Kxctuzpw5ckdwwv+TO4AT1FSvnFUa6smqpuOAmrLW\n", "l+hnZuXl5ZgxYwaSkpLEXjRjjDFmk+hnZu+++y4iIyMREREh9qIZY4wxm0RtzAoLC7Fy5UqbPzYS\n", "UZ3vHzhwIAwGg8UUERGB1NRUi/nS09NhMBis3j9p0iR89NFHFmXZ2dkwGAwoKSmxKE9MTLTKWVRU\n", "BIPBgDNnzliUL1u2zOJ5QCUlJSgvL4fBYEBmZqaNLTHaKBsFILVGWToA6+0AJgH4qEZZ9r15S2qU\n", "J8L6R/Oie/OeAVD9NoFlsH62Vfm9eWtuRxKAF21kE2s7at6+kAhgdo2y6ttRnVTbkWtjPsD2dvwH\n", "9fs8qnNmO3aj/p+HKaOY+1V1Yn4e1XM4u19NtZqzId9zAHa/50lJSXjuueest2LUKMUdr6rPa2s7\n", "XnzR+vNwxXYkJSXBYDAgJiYGvr6+6N+/P+Lj462W7zAxx9Vas2YNtWvXjsLCwsyTTqcjQRDI19eX\n", "wsLC6Nlnn7V6n9rGZrQ12CaRUh+38rgCM9kbc9DW4LhyZ7I3uSqrGGMzSpFVqkfTNCSra48j9o4D\n", "SqSWrIoZm/Gll17CSy+9ZFF24cIF+Pv745VXXsHs2TX/561O6rrd4BkA38odwkFGuQM4wSh3ACcY\n", "5Q7gBKPcARympuOAmrLWl2T3mZkQkcWffwRduyql270j/OUO4AQ11StnlYZ6sqrpOKCmrPUlWWN2\n", "9epV+Pv7IzIyEoIgYPHixfD397e6tsoYY4w1lCQ3TZ87dw6rV6+Gl5cXiAhNmjSBv78//v73v6N3\n", "795SrJIxxth9TJIzs1dffRV79uxBeno6cnNzkZubC61Wi6ioqD/EM3XUdXaZIXcAJ6ipXjmrNNST\n", "VU3HATVlrS9JGjNBEPDWW2/B19cXAODu7o4PPvgAbm5uWLRokRSrdKns7Gy5IzjhvNwBnKCmeuWs\n", "0lBPVjUdB9SUtb4kucy4bds2uLtbLtrDwwMPP/wwSktLpVilSy1fvlzuCE4YB2CP3CEcpKZ65azS\n", "UE9WNR0H1JS1viQ5M6vZkAHAlStXUFJSgv79+0uxSsYYY/cxybvmm6xcuRI+Pj6YNWuWq1bJGGPs\n", "PiHpwzlNsrOzsXDhQqSkpOCRRx5xxSoZY4zdRyQ/M8vLy8OwYcOwceNGREVF1TqvWsZmNBgMKhqb\n", "sXqHG6WPzairUabksRn7QD1jM5r+roaxGavnVvbYjG3btrXeCoWOzWg6tvLYjPX07bffklarpT17\n", "9tQ6n9rGZkxLS7NZrsyxGWcoMJO9sf3SFJjJ3uSqrGKMgShFVqnGZmxIVtceR+wdB5RILVkb0hZI\n", "dmZ25MgRDB06FBs3bsSTTz5pLg8PD5dqlS4TGxsrdwQndJY7gBPUVK+cVRrqyaqm44CastaXJL+Z\n", "HThwAIMHD8aLL76IwsJCFBYWml+7H+53YIwx5lqSNGZTp07FzZs3sWzZMqvXBEGQYpWMMcbuY5I0\n", "Zl9//TWMRiNSU1PxwAMPoHHjxpg9ezbi4uJEWX5VVRWOHj2KW7duibI8Z2VmZtocY7KgoECGNHU5\n", "LncAJ6QCGCp3CAdxVmk0PGteXp44Ueqwb98+9OvXz6F5vby8EBAQIHEi+1JTUzF0qGW9FhQU4MaN\n", "mh2x5NWgz06C3/Bo+PDhpNPp6H//+x8REW3bto3c3d1p+/btNud39ke/ffv23fvxWamTkjpbdFBg\n", "JnsdCHopMJO9yVVZxehoIUVWqTqANCRrCsn/3bc/5efni3aMdVavXr0s/p2fny97fdQ2yf5wTgDY\n", "v38/Nm/ejOTkZLRo0QIAMHjwYERHR+O1117DoEGDGryO8vLye3/LBNCqwctz3gQAq6xK3dz+hDt3\n", "Lrs+Tq2ayh3ACT5yB3ACZ5VGQ7LevPfnRgAhImSpy1QAHzowXx6AMbKeBfn4WNbr71lcVVeO2gng\n", "rXq9U/TG7LPPPgMAix6MANC/f3+kpaXh+PHjIvZo9AfQWqRlOeMhAB2tSgXBJfegM8ZqFQLXPOSz\n", "mYvWIyVX1ZWj6n+ZUfSu+SdOnECzZs3MZ2UmHTp0AADk5OSIvUrGGGP3OdEbs8uXL6NpU+tLW6ay\n", "y5eVdhmOMcaY2inqupijPVnOnj17728bATSXLI99BwGstiqtqjJds9+Jhpwuiyv/3p9KygQAX9/7\n", "s3qurwFskieOef2AY3XlqqzOZKptGWJnFSOXveXWN6tUmWpbnyNZCwEAO3fudFlPy5q+/vprbNr0\n", "e9bf7/1V6nGhHsTqLWMSERFBzZs3tyrfvHkzCYJAH330kdVrP/30E7Vu3Vr2HjQ88cQTTzzJO7Vu\n", "3Zp++uknp9se0c/MHn/8cRw+fBhXr17Fww8/bC4/d+4cAKBLly5W7/Hz88Px48dRXFwsdhzGGGMq\n", "4ufnBz8/P6ffJxARiRlk//796NevH5KTkzFixAhz+dNPP42zZ88q9MZixhhjaiZ6YwYAI0eOxOnT\n", "p3HgwAG0bNkSO3bswNChQ5GamirKfWaMMcZYdZI0ZhUVFTAajUhJSTEPZ5WYmIjBgweLvSrGGGNM\n", "msaMMcYYcyXJnzTtiB9//BGxsbHQaBQRhynMrFmzoNFosG7dOrmjMGZh1apV0Gg0mDNnjtxR7nuy\n", "tx6bNm1C7969UVRUVOfjYQ4dOoQ+ffqgU6dOCAoKwsSJE3Ht2jUXJbUtIyMD0dHR0Ov1CA0NRbdu\n", "3bB27VpZM9Vm06ZNiIyMRHh4ODp27IjHH38cS5culTuWXWfPnsUHH3wAQRAU+/ignJwcTJo0ybwP\n", "6HQ6jBgxArm5ubJlunXrFmbOnIng4GB06dIF3bt3x7Zt22TLY8+5c+cwc+ZMhIaGonPnzggJCcHA\n", "gQORmZkpd7Q6Xb16FQkJCQCU+2ir3bt3Izo6GuHh4QgMDIRerzdnVpITJ05gyJAh0Ol0CA0NRWho\n", "KBYsWIA7d+44vhCnO/OLqLS0lPr160dFRUU0duxYEgTB7rzHjx8nDw8PWr58ORERlZeXU1RUFEVE\n", "RNCdO3dcFdnCsWPHqHHjxjR9+nRz2ZYtW0ij0dDSpUtlyVSbhIQE6tKlC128eJGIiO7cuUMTJ06k\n", "mJgYmZPZN2jQIBo6dCgJgkDr1q2TO45NQUFB9PTTT9O1a9eIiOjmzZs0ZMgQ8vDwoGPHjsmSydkn\n", "V8jlqaeeom7dulFxcTEREVVWVtIrr7xCGo2GtmzZInO62k2aNMm8b86ZM0fuOFbWrFlDbdu2pdOn\n", "T5vL3nnnHQoICJAxlbULFy5Q8+bNafTo0VRZWUlEREePHiVPT096/fXXHV6OrI1ZdXU1Zn379iWd\n", "TmdRdvjwYRIEgdavXy91PJumT59OgiDQ1atXLcpDQ0OpZ8+esmSy59ixY6TRaOjo0aMW5ZcvX6bM\n", "zEyZUtVux44dpNfrac+ePYpuzIKDg+nEiRMWZQUFBSQIAr3wwgsuz5ORkUGCINBnn31mUT5gwADq\n", "0KGDy/PUZsCAAZSammpR9uuvv1KjRo2oT58+MqWq28mTJ8nPz49OnDihyMbs4sWL5OnpabUPlJeX\n", "U1pamkypbFuxYgUJgkDffvutRbnBYKBWrVo5vBzZLzM64tKlSzhw4IDVSPzdu3eHl5cXkpOTZcnl\n", "7n73nvPKykqL8tu3b6NRo0ZyRLJr9erV8PHxQffu3S3Kvb298cQTT8iUyr7bt29j6tSpWLJkCdzc\n", "3OSOU6vc3FyrwQAeffRRAEBpaanL89T25Ipz587h+HHlPLB127ZtGDJkiEWZh4cHHn74YVnqzlFT\n", "pkzB3Llz0axZM7mj2LR+/XpUVFRY3Qrl6emJ2NhYmVLZZvp+N/Q4qorGLCcnB0RkHnnfRKPRoF27\n", "drKNxP/KK6/g0UcfxcyZM1FRUQEiwurVq3Hx4kXMnj1blkz2ZGZmQqvVIiUlBX379oVOp0PPnj2x\n", "ZMkSkAI7tH744YfQ6/VWB2QlMv2nprrvv/8ewN0GxNXU9OQKW3V35coVlJSUyFJ3jkhOTkZZWRnG\n", "jx8vdxS7MjMz4ePjg6ysLMTGxkKv1yMsLAxGoxEVFRVyx7Pw/PPPQ6/Xw2g0mvtA7NixAxkZGZg7\n", "d67Dy1HUQMP2mEbatzcav1yjirRp0wb79u3DuHHj0Lx5c3h5ecHT0xPJycmIiYmRJZM9pg4277//\n", "PlJSUtCqVSts374dw4cPx5kzZ/DPf/5T7ohmxcXFWLRoEY4ePSp3lHpbsWIFgoKCMGHCBJevW+1P\n", "rli5ciV8fHwwa9YsuaNYKS8vx4wZM5CUlCR3lFoVFRXh2rVrmDhxIrZs2YKOHTvim2++QVxcHI4c\n", "OYJdu3bJHdGsSZMm2Lt3L8aPHw9vb294e3ujsrISK1euxNixYx1ejmhnZhkZGdBoNA5N+fn5dS/Q\n", "xeqT/5tvvkHPnj3RtWtXXL16Fb/88gvWrFmD5557Du+8846ist66dQvl5eVYuHAhWrW6+3TuwYMH\n", "49lnn8Xq1atx4cIFxWSdPn06JkyYAK1WK0kmsfPWtGPHDqSkpGDz5s3w8PBw8RaoW3Z2NhYuXIjk\n", "5GQ88shRY8NWAAAFK0lEQVQjcsex8u677yIyMhIRERFyR6nVrVu3UFFRgYSEBHTsePdBwhEREZg8\n", "eTLS0tJw8OBBmRP+rqCgAOHh4XjggQdQUlKC4uJi7Ny5E7NmzXLqP4OinZnp9Xp8+umnDs3burVz\n", "T4f29vYGAFy/ft3qtevXr1s9Erw+6pM/Pj4ejRo1wocffmi+7hsbG4vx48dj9uzZGDFiBAIDAxuc\n", "TYysXl5euH79OsLCwixeDwsLw/r165GVlYV27drJnvXQoUPYv38/Vq1aZfW6Ky6HNnQ/PnDgACZO\n", "nIjdu3dDp9OJHc8h3t7eNh81Yvr+iPF9kUJeXh6GDRuGjRs3IioqSu44VgoLC7Fy5UqcPHnS6jWl\n", "Xar38vICAJvfdwA4duwYIiMjXZ7Llv/7v//Df//7X6xZs8b8G2SPHj0wY8YMTJ06FcOHD3foSpdo\n", "jZmPjw9Gjhwp1uIsdOnSBYIgmEfeN6mqqsL58+dF2fHrkz8nJwdhYWFWHRQCAwNBRMjJyZGkMatP\n", "Vp1Oh8OHD6Oqqsqi3JS9ZrlYnM2alpaGRo0aWXRKKSsrAwDMnj0bixcvRv/+/bFo0SLRswIN24+/\n", "+uorvPzyy9ixYwdCQ0NFTua4+jy5Qm4nTpzAsGHD8PHHHyv2d9L//Oc/eOihhyw6Vdy+fRvA3Uuj\n", "qampCA4OVsQlSJ1Oh5MnT7r8+14fOTk58PHxQfPmls+mNB07T5486djPNuJ1sGyYsWPHkkajsfu6\n", "Ervma7Vaat26NVVVVVmUm7rsHzx4UJZctixYsIAEQbDqhv/yyy+Tm5sbnT9/XqZkdTN1NVdq13wi\n", "oq1bt1L79u3pzJkz5rKffvqJDAaDy7PU1jW/Y8eOLs9Tl8OHD1O7du2s9s1u3brJlMhx58+fV2TX\n", "/M8++4wEQaCNGzdalM+bN48EQaD9+/fLlMxa3759yd3dncrKyizKTV32N2zY4NByFNWY1XXTtKen\n", "J61YsYKI7t6Y2rdvX/rTn/5k1Zi4ytKlS6125KysLGrevDn16tVLtly23Lx5kwIDAykqKopu3LhB\n", "RERHjhyhJk2a0KRJk2ROV7t9+/aRIAj073//W+4oNiUnJ1Pjxo3JaDTShg0bzNOHH35IWq1Wlkwj\n", "RowgnU5HJSUlRES0fft2Rd40vX//fvLy8qIpU6ZY1N2GDRtqPR4oRWFhIQmCQEajUe4oFqqqqigy\n", "MpJ0Oh39/PPPRESUn59Pfn5+NHjwYJnTWUpNTSWNRkN//etfzTdN//DDD+Tv70/t27enmzdvOrQc\n", "2Ruz0aNHk1arpSZNmpBGoyGtVktarZYuXbpkNe+hQ4coMjKS9Ho9BQYG0oQJE8yjLsjlyy+/pD59\n", "+lBwcDB17tyZOnfuTImJieYGQ0mKi4tp7Nix9Nhjj1FwcDDp9XpasmSJ3LHsysnJIa1WS76+vqTR\n", "aMjb25u0Wi3t3r1b7mgWWrRoQRqNhgRBsJr8/f1lyXTr1i2aOXMmBQUFUWhoKIWHh9O2bdtkyVKb\n", "rl272q272q7UyO3KlSuk1WqpTZs2pNFoqHnz5qTVamnt2rVyRzO7fv06TZkyhdq1a0chISEUGBhI\n", "iYmJdPv2bbmjWcnIyKABAwZQUFAQde7cmXQ6HcXHx9Mvv/zi8DJ41HzGGGOqp4qbphljjLHacGPG\n", "GGNM9bgxY4wxpnrcmDHGGFM9bswYY4ypHjdmjDHGVI8bM8YYY6rHjRljjDHV48aMMcaY6nFjxhhj\n", "TPW4MWOMMaZ63JgxxhhTPW7MGGOMqd7/Bw/wCMP2qNVQAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X9cFHX+B/DXLGhQEEiQYqaLym9FEtS4RJCEzB8oPbQy\n", "Levs0k4zrA70KAW9LE1LNA3FuvPXGZWKAanoKSqav0PQMNeE0ESTU1AkgYPP9w/a/brsArMws58Z\n", "fT8fj32Inx12XjO7O29md+Y9AmOMgRBCCFExDe8AhBBCSFtRMSOEEKJ6VMwIIYSoHhUzQgghqkfF\n", "jBBCiOpRMSOEEKJ6VMwIIYSoHhUzQgghqkfFjBBCiOpZVMzKy8sxfvx4aDQalJSUyJWJEEIIsYjo\n", "YpadnY3g4GCcOnUKgiA0Od3t27cxb948BAcHo2/fvtBqtQgPD8euXbskCUwIIYQ0JrqYffDBB9i6\n", "dStiYmLQVDvH2tpaPP3009DpdNi/fz9OnDiBgoICVFZW4siRI5KFJoQQQu5kK3bC3bt3QxAEfP31\n", "101Os2zZMhQUFGDbtm2ws7MDADg6OmLdunXQaOjrOUIIIfIQXcya+2hRLyUlBUOGDDEUMj1fX1/L\n", "kxFCCCEiSba79Ntvv+HcuXPo0qULFixYgP79+8Pb2xuRkZHYtm2bVLMhhBBCTEhWzPRHN65cuRLF\n", "xcXYv38/Tp06hSeeeAIjRozAl19+KdWsCCGEECOCpRfnTExMxNy5c1FcXIyuXbsaxnNzczFo0CA4\n", "OTmhtLTU8FEjYww9evSAIAj4+eefm3zc0tJSlJaWtnIxCCGE3A3c3d3h7u5u8e+J/s6sJY6OjgAA\n", "T09Po+/MBEFAQEAAvv32W1y7dg0uLi4mv1taWgovLy9UVlZKFYcQQogKde7cGceOHbO4oElWzDw9\n", "PWFra4v6+nqT+2xsbADA7H1AQzGrrKzE+vXrVXGwSGRkJHbu3Mk7hiiUVR6UVR6UVR5qyVpYWIgJ\n", "EyagtLSUXzG7//77ERkZidzcXPz++++wt7c33Hfq1Cl4eHjA1dW12cfw9fVF3759pYokm8cff1wV\n", "OQHKKhfKKg/KKg81ZW2tVh8AYu6rtvnz56Ourg7vvfeeYWz58uU4d+4cPvzww9bOSnH0e5pqQFnl\n", "QVnlQVnloaasrSW6mM2cORPdunXD/PnzwRhDSEgIPDw8cOLECcM0ffr0QU5ODk6ePAmtVgs7OztM\n", "mzYN//znPzF27FhZFoAQQggR/TFjREQEvvnmG/j6+uLUqVM4dOiQ0dGMesHBwdi5cyfWrl2Ll19+\n", "GRqNBuHh4VJmJncJnU6HmzdvGv5fUVFh9McRD46OjvD09OSagRBiOdHFTN+b8euvv0ZBQUGz0968\n", "eRMJCQkYOXIkMjIy2hxSaZo6kEWJlJpVp9PBy8vLZDwoKIhDGmNnz55tsaApdb2aQ1nlQVmVRdLe\n", "jHrz5s3DsGHD0Llz57uymD311FO8I4im1KyGPbJnAOiPCzoFoBenQABQBmAzjPYWm6LU9WoOZZUH\n", "ZVUWSXszAg1/1a5ZswY//vgjli1b1upgSvbGG2/wjiCa4rO6Auj8x8+dm5tQWRS/Xu9AWeVBWZVF\n", "8lb2sbGxSEhIwEMPPST1QxNCCCFmSVrMMjIyUFJSgmnTpkn5sIQQQkizJCtm1dXVePvtt5GcnHzX\n", "X7vszJkzvCOIpqasuMo7gHhqWq+UVR6UVVkkqzqLFy+Gv78/nnzySZP7xPYyHjZsGKKjo41uISEh\n", "SE9PN5ouOzsb0dHRJr8/depUfP7550ZjJ06cQHR0NMrKyozG58yZgwULFhiNlZSUIDo62uSJX7Zs\n", "Gf72t78Z/h8XF4eqqipER0cjNzfXaNqNGzfilVdeMcn23HPPcVmOuLi4JpcDALfluH79uvHEewCk\n", "NXqAcgD/hmmROwwgu9FYzR/T/tJovABAOkx9DaCw0dhFM9PB/HK89tprkr+uAHmeD/1rwFrvj7Ys\n", "x52vV97v85aWIyoqqsnluJMSluOtt95S3PZq48aNiI6ORmRkJDp16oSIiAjExsaaPL5YknXNj4yM\n", "xMWLF42aDF++fBlXrlyBr68v2rdvj7i4OIwbN87kMU+cOIGgoCAcP35cFS1XSkpKzJ5jp0RKzap/\n", "zvEa/v/Aj3IAzhxDXQKwCqJeh0pdr+ZQVnlQVum1pRZI1pvRXBPLpKQkJCUlYdu2bapYkWKpaVnU\n", "lJVrIbOQmtYrZZUHZVUWSXszNjWNhTt/hBBCiEUs6s3o4eGBJUuWAAC0Wi0effRRs+2HUlNT4eHh\n", "geTkZAiCgIEDB6J79+6oqKiQLjkhhBDyB9HF7MMPP8TKlSvh6uqK3r17Q6PR4MCBAyafa27fvh07\n", "duzAfffdh0cffRQ+Pj4YM2YMDh8+DCcnJ8kXgIfGX8QqmZqyIrflSZRCTeuVssqDsiqLRR8z6vsz\n", "xsTEmP3o8PLlyxg2bBj8/PxQWFiI/Px8fPfdd8jMzMSAAQNEtQlSg6qqKt4RRFNTVtTyDiCemtYr\n", "ZZUHZVUWi4rZ7t274e/v3+w0Li4umDt3rqH9Vbdu3RAfH4/i4mJ88803rU+qIElJSbwjiKamrBjM\n", "O4B4alqvlFUelFVZLCpmLfVn7NSpEy5fvmwy/sgjjwAAysvLLZkdIYQQIorkrTpsbU2P9v/pp58A\n", "AIMHq+hPb0IIIaohe9+p2tpapKam4sUXX0RgYKDcs7OKxme1K5masuIW7wDiqWm9UlZ5UFZlkb2Y\n", "JSQk4P7778eKFSvknpXV/PnPf+YdQTQ1ZcVW3gHEU9N6pazyoKzKImsxW7RoEXbt2oXs7Gw88MAD\n", "LU6vlt6MiYmJqunNmJiY2ORyAArrzdi4A4iCezM+99xziuppeKfGz4f+NaCUnobNLcedr1fe7/OW\n", "lsMcpfZmjI+PV9z2intvRqDp/ox3mj9/PjIyMrB9+/YWzy9TW29G0nZmezPyZkFvRkKI9NpSC2TZ\n", "M0tISEB2djZ27dplKGSZmZmYO3euHLMjhBByj2tTo2FzO3WxsbFYt24dPvzwQ2zZssUwvn//ftTU\n", "1LRldoQQQohZFu2ZxcbGwsHBAUlJSYaeix4eHob+jPn5+Vi6dCnKy8sxefJkvPTSS4bb6tWrWzxP\n", "TS0afz6sZGrKCtM2n4qlpvVKWeVBWZVFdDHLzs5GZmYmevToAY1Gg6KiIly4cAFFRUWGzzYDAgJw\n", "+vRpPPXUU/D29oanpyeee+45XLx4EXV1dfjiiy9kWxBrMtdcWanUlBWlvAOIp6b1SlnlQVmVRXQx\n", "a6kvI9BwdE1oaCgCAgJQWFiIH3/8EYIgICws7K7pywgAy5cv5x1BNDVlxXDeAcRT03qlrPKgrMoi\n", "upiJ6cs4Z84cMMYMB3rY2Nhg8eLFKCoqMlw6hhBCCJGa6GLW0vdddXV12LRpE5544gm0b9/eMO7u\n", "7g4fHx+kpaW1PiUhhBDSDMkOzT9//jwqKyvRo0cPk/u6d++OM2fOoLZWRdf4IIQQohqSFbOrVxva\n", "NDz44IMm9z344IOor6/HtWvXpJodV+bOglcqNWXFv3kHEE9N65WyyoOyKovsvRnvRtOmTeMdQTQ1\n", "ZUV/3gHEU9N6pazyoKzKIlkxc3V1BQDcuHHD5L4bN27AxsYGLi4uzT6GWnozRkVFqaY3Y1RUVJPL\n", "ASisN2PjS+EpuDejq6uronoa3qnx86F/DSilp2Fzy3Hn65X3+7yl5TDXn1GpvRkHDhyouO0V996M\n", "TfVlrKurg4uLC8LDw7F1q3H78169ekEQBBQUFJh9TOrNeO+h3oyEkMYU0ZvRxsYGzzzzDHJzc43a\n", "VpWWluLMmTN49tlnpZoVIYQQYqTVxczcDl1SUhI0Gg1mz54NAPjf//6Hd955B927d8eMGTNan1Jh\n", "Gu9+K5maspp87KdgalqvlFUelFVZRBezmTNnwsPDA8nJyWb7MgJA165dsW/fPuTn58PX1xf+/v6o\n", "r69HTk4OHBwcZFkAHpq6lpESqSkrTvEOIJ6a1itllQdlVZZWXc+sJXl5eZgzZw50Oh1sbRsa80+Y\n", "MAFvv/02bGxsTKan78zkpdPpFNdOrLCwEBMmTKDvzERQ4vMHAI6OjvD09OQdg9xF2lIL2nQJGHNK\n", "SkowePBgDB8+HPn5+bC1tcXRo0cRFhaGK1euYPHixVLPkjRDp9PBy8uLdwzSSkp//s6ePUsFjSiC\n", "5MUsKysLFRUVeOeddwx7Zf369UNkZCQ2bNhAxczKDH/RPwPAlWsUYzo0HI5PmqXY568MwGYoco+R\n", "3JskL2b6jxEbt66qqalBu3btpJ4dEcsVyvk4D2jYGBLxlPb8EaIwkncAeeGFF+Dv74/ExERUVFQA\n", "aNhby8nJwbx586SeHRfmTjJUqsTERN4RxFPRAVdqeg3QepUHZVUWyYuZg4MDdu/eDRsbG7i6usLd\n", "3R0TJ05ESkoKXn75Zalnx8WdXQqU7vHHH+cdQTzTHtWKpabXAK1XeVBWZZH8Y0adTochQ4agf//+\n", "KCsrg5OTE44cOYLRo0fj4MGDWLlypdSztLpx48bxjiDa0KFDkZCQwDuGOL15B2hQWNjyCW/e3t5W\n", "uXqvmCwtUsh6FUNN7y3KqiyS75m9++67+PXXX5GamgonJycAQP/+/REfH4/U1FTs3Lmzyd9VS29G\n", "gF9Pw7Ysh2w9Dc/BfMf7LACNt/eX/pi2utH4HgC5jcas3Zvxp4Z/JkyYgKCgIEXcJkyY0BDqnAXL\n", "0Zrn41ajcQuej7vl/UHLYd3l4N6bsSW+vr4oLy9HaWmp0fi2bdswfPhwLFy4EO+8847RfXSemXwU\n", "2QMRAPIBbIaycukzKenIQf1Rn0paT4Biz8kj6qaI3ox6nTp1QllZGW7dMv5Tr7i42HC/2jX+60bJ\n", "fvjhB94RxGu8V8WL/sjB5m61IqaR4tZBguVRynoVQU3vLcqqLJIXs9jYWNTX12PGjBn43//+B6Dh\n", "KtQfffQRPDw88Mwzz0g9S6tbuHAh7wiirV27lncE8Q7wDmAByioLNb23KKuySF7MRo0ahd27d+PC\n", "hQvo1asXAgICMHLkSIwaNQqHDh3C/fffL/Usre7LL7/kHUG0+fPn844g3hjeASxAWWWhpvcWZVUW\n", "Wa40HRYWhjfffBNdunRB+/btUVtbi+zsbCxZskSO2Vmdmgqyvb097wjitecdwAKUVRZqem9RVmWR\n", "pZitXr0akydPxtKlS3Hs2DGcPXsW48ePx9dffy3H7AghhNzjJD/P7OLFi5g+fTrWrFkDPz8/w/iM\n", "GTMQHBws9ewIIYQQ6ffM1q5di+rqagwfPtxo3N7e/q45C73xORxKpqqPdhufO6ZklFUWanpvUVZl\n", "kbyY5ebmws3NDcePH0dUVBT8/f0RGBiIxMREVFc3PlNWnbp27co7gmiqOhXCiXcAC1BWWajpvUVZ\n", "lUXyYlZSUoKKigpMmTIFK1aswOnTp/HZZ5/h008/xejRo6WeHRdvvPEG7wiiPf/887wjiDeAdwAL\n", "UFZZqOm9RVmVRfLvzG7fvo3q6mokJCSgZ8+eAICQkBBMmzYNc+fOxf79+xEaGir1bAkhHEjSO1JC\n", "dPXre5fke2aOjo4AgMDAQKNx/f+PHj3a5O9Sb0Z5l4N6M97B3HJcMTMdIFtPQ4uWQ2m9GRuu7qSo\n", "PpZBQUHw8vKCTqczRL4X3+dqWQ7F92YcP348Nm7ciPz8fPTq1cswnpGRgVGjRt0VvRnPnDkDHx8f\n", "3jFE2bRpE8aMGaO83n7mejNeBeDGLZFl/SKtlVWKHpZyZJWrj2U5AOdW/u4fV7+21nZETdsBtWRV\n", "VG9G/fdiJ0+eNBo/deoUgIYO+moXFxfHO4JoS5cu5R1BvKYvqKA8lLWBmD6Wltzy2vC7Vm4Orabt\n", "gJqytpbkxWzMmDEYOHAg5s+fjytXGj630el0WLZsGYYPH45BgwZJPUur+/TTT3lHEE1VL+JhvANY\n", "gLLKQ0VZ1bQdUFPW1pK8mAmCgKysLAwZMgQDBgyAu7s7vLy84OXlhc2bN0s9Oy7UdJiru7s77wji\n", "tfbjJR4oqzxUlFVN2wE1ZW0tyY9mBBoOAklOTkZiYiI8PT0hCAIiIiLQrl07OWanKDqdDjdv3uQd\n", "w0BpR5sRQogcZClmeu+99x5CQ0OxdetWOWejGDqdDl5eXrxjEELIPUe2Ypafn4/Nmzdj27Ztd10x\n", "W7BgAeLj403GDXtkSrpS8S4A53mHECkXwEDeIUSirPJQUdamtgNKpKasrSVbMZs+fTrmzZsHJycV\n", "9dIRqaqqqvkJ9Ed4KYGKLv+BWt4BLEBZ5aGirC1uBxRETVlbS5ZLwKSlpaGyshKTJk2S4+G5S0pK\n", "4h1BPL+WJ1GMwbwDWICyykNFWdW0HVBT1taSfM+sqqoK8fHx2Lhxo9QPTQghhJgl+Z7ZBx98gNDQ\n", "UISEhEj90IQQQohZkhazoqIipKSkmPQQAwAxXbPU0puxrKysyV5nAIAcMwvHq4fenT0Qld6bcXej\n", "MSX3ZjwP9fRm1GdUQo/Jlp6PO3NY+rrabjqpnD0Nx40bZzI/pfZm1E9LvRlFWr16Nf7xj3+gQ4cO\n", "hrGamhoUFhaiY8eO6NSpE3x8fEw+glRbb8bo6Gh8++23JuP65VBUH8QUAJehrEyA+Z6D/wbwArdE\n", "lvVBtFZWKXozypFVilzmtCXrJQCrrNebsantgBKpJWtbaoGk35m9+uqrePXVV43GfvnlF3h4eOD1\n", "11/H7NmzpZwdN4mJibwjiOeLhmKmBuG8A1ggnHcAC4TzDmCBcN4BxFPTdkBNWVtLlqMZ76Tf8ZO4\n", "OT9Xath7NOjQ8iSKoaQ9x5ZQVnmoKKuatgNqytpashWz69evw8PDA6GhoRAEAUuWLIGHh4fJZ6uE\n", "EEJIW8ly0vT58+exatUqODo6gjEGBwcHeHh44O9//zsGDlTJ6f2EEEJUQ5Y9s7/+9a/YtWsXsrOz\n", "UVBQgIKCAmi1WoSFhaniS8iWqGrvsph3AAs0PkJNySirPFSUVU3bATVlbS1ZipkgCHjvvffQqVMn\n", "AICtrS0+/vhj2NjYYPHixXLM0qpOnFDRO66cdwALlPIOYAHKKg8VZVXTdkBNWVtLlo8ZMzIyYGtr\n", "/NB2dnbo0KEDysvVtHU1b/ny5bwjiBcI9TQaHs47gAUoqzxUlFVN2wE1ZW0tWfbMGhcyALh27RrK\n", "ysoQEREhxywJIYTcw2Q/NF8vJSUFbm5umDVrlrVmSQgh5B4h68U59U6cOIFFixZhy5YtePjhh60x\n", "S0IIIfcQ2ffMCgsLERMTg/Xr1yMsLKzZadXSmzE6Olo9vRkP3jGu9N6MnzYaU3Jvxi+gnt6M+p/V\n", "0JvxztwK783YtWtXk/kptTejfttKvRlbKS8vDzExMVi9ejWefPLJJqdTW2/G7OxsREVFmYwrsjfj\n", "TgAHoKxMgPnefucA9OSWyLJ+g9bKKkUPRDmyytWbsS1ZrdybsantgBKpJWtbaoFse2aHDx/G6NGj\n", "sX79eqNCFhwcLNcsrUYNLwqDjrwDWIBnIbMUZZWHirKqaTugpqytJct3Zvv27cOIESPwyiuvoKio\n", "CEVFRYb77oXzHQghhFiXLMVsxowZuHXrFpYtW2ZynyAIcsySEELIPUyWYnbgwAEkJiYiPT0d9913\n", "H9q3b4/Zs2dj5MiRkjx+fX09jhw5gtu3b0vyeJbKzc0122NSp9NxSNOCS7wDWKAQDZesUQPKKg8J\n", "shYWNj4iRh579uzB4MGDRU3r6OgIT09PmRM1LT09HaNHjzYa0+l0uHnzJqdE5rXluZOlmL344ov4\n", "8ccfcfDgQbi4uCAzMxMxMTFIT0/H8OFtP8V/3759ol9E97yfeAewwAGoZ6NLWeXRlqwVDf9MmDBB\n", "qjSSOnv2LLeCtmDBAqNiptPp4OXlxSWLXCQvZnv37sWmTZuQlpYGFxcXAMCIESMwZMgQvPnmm5IU\n", "s6qqqoYf/gzggTY/nOUyAYwwHbb5pw3qKuusHqdZ9/EOYIH7eQewAGWVR1uy1v7x7zMAXCXI0pLt\n", "AIaKmK4MwGZw3Qtyc3Mz+r8hi7XWlVg6NJwW0gqSF7OvvvoKAEwOxY+IiMCOHTtw7Ngx6Y5odAbw\n", "oDQPZZF2AB4yHRZs6PtAQrhzhXVOQ7Gz0nzkZK11JVZZy5M0RfJD8/Py8uDk5GTYK9Pr0aMHACA/\n", "P1/qWRJCCLnHSV7Mrl69igcfNN1d0o9dvdq4fQAhhBDSNlbpzSiW2CNZzp071/BDPhp29a2tBMAx\n", "0+H66vqGH3Ro0+6ypP77x79KygQ0rEPAOFcJGp5TXsxlam5aa2S1JFNzjyF1VilyNfW4rc0qV6bm\n", "5icm6/WGf7777jurHWnZ2IEDB7BhwwbD/w3n/ip1u9AaTGIhISHM2dnZZHzTpk1MEAT2+eefm9x3\n", "6dIl1rlzZwaAbnSjG93odg/fOnfuzC5dumRx7ZF8z+yxxx7DoUOHcP36dXTo0MEwfv58wxUi+/Tp\n", "Y/I77u7uOHbsGEpLVXSZWUIIIZJzd3eHu7u7xb8neaPhvXv3YvDgwUhLS8PYsWMN408//TTOnTun\n", "zBOLCSGEqJosXfOfffZZnD59Gvv27cNDDz2ErKwsjB49WrKTpgkhhJA7yVLMqqurkZiYiC1bthja\n", "Wc2ZMwcjRpg505gQQghpI1mvZ0YIIYRYg+xXmhbj4sWLiIqKgkajiDhEYWbNmgWNRoM1a9bwjkKI\n", "kZUrV0Kj0SApKYl3lHse9+qxYcMGDBw4ECUlJS1eHubgwYMYNGgQevXqBW9vb0yZMgUVFRVWSmpe\n", "Tk4OhgwZAn9/fwQEBCAoKAirV6/mmqk5GzZsQGhoKIKDg9GzZ0889thjWLp0Ke9YTTp37hw+/vhj\n", "CIKg2MsH5efnY+rUqYbXgJ+fH8aOHYuCggJumW7fvo2ZM2fCx8cHffr0Qb9+/ZCRkcEtT1POnz+P\n", "mTNnIiAgAL1794avry+GDRuG3Nxc3tFadP36dSQkJABQ7qWttm/fjiFDhiA4OBheXl7w9/c3ZFaS\n", "vLw8jBo1Cn5+fggICEBAQAAWLlyIujoLet1afDC/hMrLy9ngwYNZSUkJmzhxIhMEoclpjx07xuzs\n", "7Njy5csZY4xVVVWxsLAwFhISwurq6qwV2cjRo0dZ+/btWVxcnGFs69atTKPRsKVLl3LJ1JyEhATW\n", "p08fduHCBcYYY3V1dWzKlCksMjKSc7KmDR8+nI0ePZoJgsDWrFnDO45Z3t7e7Omnn2YVFRWMMcZu\n", "3brFRo0axezs7NjRo0e5ZBozZgzz8/Nj//3vfxljjGVkZDBbW1uWmZnJJU9TnnrqKRYUFMRKS0sZ\n", "Y4zV1tay119/nWk0GrZ161bO6Zo3depUw2szKSmJdxwTqamprGvXruz06dOGsffff595enpyTGXq\n", "l19+Yc7Ozmz8+PGstraWMcbYkSNHmL29PXvrrbdEPw7XYnanlopZeHg48/PzMxo7dOgQEwSBrV27\n", "Vu54ZsXFxTFBENj169eNxgMCAtiAAQO4ZGrK0aNHmUajYUeOHDEav3r1KsvNzeWUqnlZWVnM39+f\n", "7dq1S9HFzMfHh+Xl5RmN6XQ6JggCe+mll6yeJycnhwmCwL766iuj8aFDh7IePXpYPU9zhg4dytLT\n", "043Gfv/9d9auXTs2aNAgTqladvLkSebu7s7y8vIUWcwuXLjA7O3tTV4DVVVVbMeOHZxSmbdixQom\n", "CAL74YcfjMajo6NZx44dRT8O948Zxbhy5Qr27dtn0om/X79+cHR0RFpaGpdctrYN55zX1tYajdfU\n", "1KBdu3Y8IjVp1apVcHNzQ79+/YzGXV1d8cQTT3BK1bSamhrMmDEDycnJsLGx4R2nWQUFBSbNAB55\n", "5BEAQHl5udXzNHflivPnz+PYMTO92DjJyMjAqFGjjMbs7OzQoUMHLutOrOnTp2PevHlwcnLiHcWs\n", "tWvXorq62uRUKHt7e0RFRXFKZZ7+/d3W7agqill+fj4YY4bO+3oajQbdunXj1on/9ddfxyOPPIKZ\n", "M2eiuroajDGsWrUKFy5cwOzZs7lkakpubi60Wi22bNmC8PBw+Pn5YcCAAUhOTgZT4AGtn3zyCfz9\n", "/U02yEqk/6PmTj/91HBV1IiICGvHUdWVK8ytu2vXrqGsrIzLuhMjLS0NlZWVmDRpEu8oTcrNzYWb\n", "mxuOHz+OqKgo+Pv7IzAwEImJiaiuruYdz8gLL7wAf39/JCYmGo6ByMrKQk5ODubNmyf6cRTVaLgp\n", "+k77TXXj59VVpEuXLtizZw9efvllODs7w9HREfb29khLS0NkZCSXTE3RH2Dz0UcfYcuWLejYsSMy\n", "MzMxZswYnDlzBp999hnviAalpaVYvHgxjhw5wjtKq61YsQLe3t6YPHmy1eet9itXpKSkwM3NDbNm\n", "zeIdxURVVRXi4+OxceNG3lGaVVJSgoqKCkyZMgVbt25Fz5498f3332PkyJE4fPgwtm3bxjuigYOD\n", "A3bv3o1JkybB1dUVrq6uqK2tRUpKCiZOnCj6cSTbM8vJyYFGoxF1O3v2rFSzlUxr8n///fcYMGAA\n", "+vbti+vXr+O3335Damoqxo0bh/fff19RWW/fvo2qqiosWrQIHTt2BNBwBfDnn38eq1atwi+//KKY\n", "rHFxcZg8eTK0Wq0smaTO21hWVha2bNmCTZs2wc6Ox2Ud1OvEiRNYtGgR0tLS8PDDD/OOY+KDDz5A\n", "aGgoQkJCeEdp1u3bt1FdXY2EhAT07NkTABASEoJp06Zhx44d2L9/P+eE/0+n0yE4OBj33XcfysrK\n", "UFpaiu+++w6zZs2y6I9ByfbM/P398eWXX4qatnNnyy5t6uracF3vGzdumNx348YNk0uCt0Zr8sfG\n", "xqJdu3b45JNPDJ/7RkVFYdKkSZg9ezbGjh0LLy+vNmeTIqujoyNu3LiBwMBAo/sDAwOxdu1aHD9+\n", "HN26deOe9eDBg9i7dy9Wrlxpcr81Pg5t6+t43759mDJlCrZv3w4/Pz+p44ni6upq9lIj+vePFO8X\n", "ORQWFiImJgbr169HWFgY7zgmioqKkJKSgpMnT5rcp7SP6h0dHQHA7PsdAI4ePYrQ0FCr5zLn3Xff\n", "xa+//oqF8N+3AAAECUlEQVTU1FTDd5D9+/dHfHw8ZsyYgTFjxoj6pEuyYubm5oZnn31Wqocz0qdP\n", "HwiCYOi8r1dfX4/i4mJJXvityZ+fn4/AwECTAxS8vLzAGEN+fr4sxaw1Wf38/HDo0CHU19cbjeuz\n", "Nx6XiqVZd+zYgXbt2hkdlFJZWQkAmD17NpYsWYKIiAgsXrxY8qxA217HO3fuxGuvvYasrCwEBARI\n", "nEy81ly5gre8vDzExMTgiy++UOz3pP/5z3/wwAMPGB1UUVNTA6Dho9H09HT4+Pgo4iNIPz8/nDx5\n", "0urv99bIz8+Hm5sbnJ2djcb1286TJ0+K+9pGugMs22bixIlMo9E0eb8SD83XarWsc+fOrL6+3mhc\n", "f8j+/v37ueQyZ+HChUwQBJPD8F977TVmY2PDiouLOSVrmf5Qc6Uems8YY99++y3r3r07O3PmjGHs\n", "0qVLLDo62upZmjs0v2fPnlbP05JDhw6xbt26mbw2g4KCOCUSr7i4WJGH5n/11VdMEAS2fv16o/H5\n", "8+czQRDY3r17OSUzFR4ezmxtbVllZaXRuP6Q/XXr1ol6HEUVs5ZOmra3t2crVqxgjDWcmBoeHs7+\n", "9Kc/mRQTa1m6dKnJC/n48ePM2dmZPf7449xymXPr1i3m5eXFwsLC2M2bNxljjB0+fJg5ODiwqVOn\n", "ck7XvD179jBBENi//vUv3lHMSktLY+3bt2eJiYls3bp1htsnn3zCtFotl0xjx45lfn5+rKysjDHG\n", "WGZmpiJPmt67dy9zdHRk06dPN1p369ata3Z7oBRFRUVMEASWmJjIO4qR+vp6Fhoayvz8/Njly5cZ\n", "Y4ydPXuWubu7sxEjRnBOZyw9PZ1pNBr2l7/8xXDS9M8//8w8PDxY9+7d2a1bt0Q9DvdiNn78eKbV\n", "apmDgwPTaDRMq9UyrVbLrly5YjLtwYMHWWhoKPP392deXl5s8uTJhq4LvGzevJkNGjSI+fj4sN69\n", "e7PevXuzOXPmGAqGkpSWlrKJEyeyRx99lPn4+DB/f3+WnJzMO1aT8vPzmVarZZ06dWIajYa5uroy\n", "rVbLtm/fzjuaERcXF6bRaJggCCY3Dw8PLplu377NZs6cyby9vVlAQAALDg5mGRkZXLI0p2/fvk2u\n", "u+Y+qeHt2rVrTKvVsi5dujCNRsOcnZ2ZVqtlq1ev5h3N4MaNG2z69OmsW7duzNfXl3l5ebE5c+aw\n", "mpoa3tFM5OTksKFDhzJvb2/Wu3dv5ufnx2JjY9lvv/0m+jGoaz4hhBDVU8VJ04QQQkhzqJgRQghR\n", "PSpmhBBCVI+KGSGEENWjYkYIIUT1qJgRQghRPSpmhBBCVI+KGSGEENWjYkYIIUT1qJgRQghRPSpm\n", "hBBCVI+KGSGEENWjYkYIIUT1/g+QUOQwOGW0dQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "028\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAasAAACTCAYAAAAwTzYZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAG7RJREFUeJzt3XlQFGf+P/B3iwIqhngCVpQYrxU0oqKCRqJEUGNmNNmI\n", "ceOWmKxZy2t1FzVqBSFJRTGbNSWe32jlUokbDSZq8tNV1yPEC1jFAwsPkLiiJYmAgCIyz+8PgWVm\n", "wNBDzzw9zPtV1RXz0NPzbj4zPPTQ/WlFCCFARESkY01kByAiIvotnKyIiEj3OFkREZHucbIiIiLd\n", "42RFRES6x8mKiIh0j5MVERHpHicrIiLSPU5WRESke5ysiIhI92yarI4fP47Ro0eja9eu6Nq1K4YO\n", "HYr9+/drnY2IiAiADZNVSkoKwsLCEBQUhCtXruDKlSuIiorCmDFj8K9//cseGYmIyMUpahvZDh8+\n", "HBkZGbh58ybc3d2rx3v27AkPDw9kZGRoHpKIiFyb6iOrkydPolu3bmYTFQD06dMH586dw5UrVzQL\n", "R0REBNgwWSmKgoqKCqtxNzc3AMDFixcbnoqIiKgG1ZPV4MGDkZWVheLi4uoxIQTOnDkDACgqKtIu\n", "HREREYCmah8QHx+PkSNHYu7cuUhMTESzZs3w4Ycf4saNGwAAT0/PWh+Xl5eHvLy8hqUlIiKn5+fn\n", "Bz8/P1WPUX2CBQAcO3YMy5Ytw4ULF+Dt7Y0xY8agdevWmD9/Pk6dOoUBAwaYrZ+Xl4cePXqYHY0R\n", "EZFr6tixI1JTU1VNWKqPrAAgNDQU3333ndnYggUL8MQTT+DZZ5+1Wj8vLw/FxcXYvHkzevXqZctT\n", "kgYiIiJ4eYFkj6tBZmYmJk+eDOA9AF0cmut/sgG806jfq/V9H+ijHkBjq0nV9zUvL8++k9XPP/+M\n", "W7duITg4uHpMCIE9e/ZgypQpaNasWZ2P7dWrF/r376/2KUkjISEh/P5LVr8avAhAVp3SAbzTqN+r\n", "6t8HMusBuEJN6kP1CRaHDx/G73//e9y8eRMA8PDhQyxatAiKouC9997TPCBpp+qMTZKHNZCPNXBO\n", "qo+sAgMD8dRTT+GZZ56ByWSCoijw8vLCrFmz0LJlS3tkJCIiF6f6yKpt27a4cOECXnnlFRQXF+Pe\n", "vXv4/vvvkZCQgAULFtgjIxERuTjVk9WePXtQWFiImJgYNG366MBs4MCBiIiIwJYtWzQPSNoxmUyy\n", "I7g81kA+1sA5qZ6sqj7vLS8vNxt/8ODBY0+uIPlGjRolO4LLYw3kYw2ck+rJ6g9/+AMCAwMRFxeH\n", "wsJCAI+Otg4dOsQTLHRu9uzZsiO4PNZAPtbAOamerLy8vHDw4EG4ubmhXbt28PPzw5QpU7B+/XpE\n", "R0fbISIREbk61WcDXrp0CSNHjsSgQYOQn58Pb29vnDx5EuPHj8dPP/2EDRs22CMnETlQZmam7Aho\n", "1aoVunfvLjsG6YVQKSoqSri5uYk7d+6YjX/88cdCURSxb98+q8ekpaUJAMLHx0cYDAazJSQkRCQn\n", "J5utv3fvXmEwGKy2M2PGDLFx40arbRsMBnH79m2z8djYWLF8+XKzsWvXrgmDwSAyMzPNxletWiVi\n", "YmLMxkpKSoTBYBBHjx41G9+6dauIjo62yhYVFaX7/ai5vjPvR03Oth/p6el17ofBYBAABJAmAFG5\n", "RAkgucb/CwHsFYDBYkwIYIYANlqMpVWue9tiPFYAyy3GrglgYGUGfSxZWVma16Pm+ONeV/qoh0EA\n", "2wUAkZaWVufrSq/vj61bt4qRI0cKHx8fMWLECGEwGMSwYcPM9qe+VPcG7NWrFwoKCqya0v7www8Y\n", "O3YsVqxYgZiYGLOvpaenY8CAAUhLS3PpK7BlMxqNVm2yyLEeV4Oq9wmQBnkdE7YAmAxgMwCZrX0y\n", "AUy2y8+M+r4P9FEP4FEHi8bz89PW+UD1x4C+vr64fPkySkpKzC4CzsnJqf466dPq1atlR3B5zlOD\n", "XpD7A9p+nKcGVJPqyUpRFDx8+BD+/v546qmnoCgKysrKcPnyZQghePq6jnXu3Fl2BJfHGsjHGjgn\n", "1WcD+vv7Y9GiRRg4cCDu37+PiooKKIqCyMhItGnTBi+//LI9chIRkQtTfWT15z//GT4+PujSxbxl\n", "fmRkJN544w24u7trFo6IiAiw4cgqJCTEaqK6cuUKDh48iOnTp2sWjLSXkJAgO4LLYw3kYw2ck+rJ\n", "qjaffPIJXnjhBXTt2lWLzZGdlJaWyo7g8lgD+VgD52TTnYJrKi8vx2effYb169drkYfsKD4+XnYE\n", "l8cayMcaOKcGH1klJyejWbNmMBqNWuQhIiKy0uAjqw0bNmDatGlo0kSTTxTJBV26dAl3796VmoGt\n", "fYh0TlW/CwtZWVnC3d1d3Lhx47Hrsd2SPvaj5rb1sh/h4eHSW/pULVWtfWzZj/rWo2pd/bb36VdL\n", "hlUCiLFYt6Ryu0ctxrcKILqWbGr34x2zljxa1qPmNthu6X8aXbulmubPn4/s7Gxs3779seux3ZI+\n", "6LHd0v9a2shs72O/1j6WnKfdUuNtMcR2S3I5rN1SlQcPHuDzzz9HUlKSrZsgB4uLi5Md4TEab3uf\n", "mvRdA9fAGjgnm//QFBsbi5KSEixcuBA9evRAYGAglixZomU20lhj+K3M2bEG8rEGzsmmyWrjxo1I\n", "SkrCqVOnkJqaiqysLLz++uv4+uuvtc5HRESk/mPA69evY86cOfj8888REBBQPT5v3jwEBwdrGo6I\n", "iAiw4cjqiy++QFlZGcaOHWs23rx5c0RGRmoWjLS3adMm2RFcHmsgH2vgnFRPVj/++CPat2+PtLQ0\n", "REZGIjAwEEFBQYiLi0NZWZk9MpJG0tPTZUdweayBfKyBc1L9MWBubi4KCwsxffp0fPvtt+jWrRuO\n", "HTsGg8GAEydO4IcffrBHTtLAmjVrZEdweayBfKyBc1I9Wd2/fx9lZWVYsmQJunXrBgAIDQ3FrFmz\n", "8O677+Lo0aMYNmyY5kGJ7C0zM9Oln1+PZH5PWA+dUXUJsRAiKChIKIoizp8/bzaenJwsFEURH330\n", "kdVj2MGC+1HXfoSFhemgY8Loygx6WdjBApipgzrooR7sYFFFdQeL119/HUlJScjIyEDv3r2rx3ft\n", "2oVx48ZhxYoViImJMXsMO1hQXfTRJaCqa4PMLhoA8D2Ad6CP74Xsrg16qIke6gGwg8Ujqj8GHD9+\n", "PJKSknDmzBmzyercuXMAgEGDBqndJDmIHtst6YsjumgYAdRVA37sZM0eNXlcDWpiPfRE9dmAr776\n", "Kp577jl88MEHuHXrFoBHXbMTExMxduxYhIWFaR6StDFr1izZEQisgXysgTNSPVkpioK1a9ciKysL\n", "nTp1gqenJ/r06QOTyYSff/4ZKSkp9shJGuB1cHrAGsjHGjgjmxrZenl54bnnnsO///1vrfMQERFZ\n", "4R0TiYhI9zhZuZCdO3fKjkBgDeRjDZyRzZPVrVu3MGXKFISEhKBHjx4YN24cDhw4oGU20hjvPaYH\n", "rIF8rIEzsmmycnNzg8lkwltvvYXjx4/j7NmzCAoKQmRkJJtE6ti2bdtkRyCwBvKxBs7IpsmqU6dO\n", "uHjxIoYOHQoA8PDwQHx8PIKDgxETE4MHDx5oGpKIiFybpn+zGjx4MAoLC3H+/Plav/7iiy/CaDSa\n", "LaGhoVZ/S9m3bx+MRqPV42fOnGl15Jaeng6j0Yj8/Hyz8aVLlyIhIcFsLDc3F0ajERcvXjQbT0xM\n", "xPz5883GSktLYTQa8eOPP5qNJyUlYerUqVbZJk6cyP2wYT/mzZtntV0gEcB8i7FSPLqY80eL8SQA\n", "1vsBTIT13yb2VW7D0me1jKVXrptvMb4UQILFWG7luhctxtXux4ZacqjZj5kALD/ZULsfH9WyXUfX\n", "YyaAQxZjrloPI4Bss1Fnep8nJSUhIiICvr6+CA8Ph9FoxNy5c62eo15UNWeqVFhYKO7du2c1Pnfu\n", "XKEoikhNTTUbr+oNqLYXFDV+Va8N8/5rjl426yCDXnLoIYNecughg6h8/sbz89PW+cCmI6s5c+Zg\n", "5cqVAIANGzagSZMmiI+PR2pqKlq2bInAwEDbZk6yq9p+wyJHYw3kYw2ckU2TlaIoWLduHVJTU7Fk\n", "yRIAwKlTp5CSkoLY2Fh4enpqGpK0wQ4WesAayMcaOCObOlj87W9/w5NPPonRo0ejvLwcQghkZGRg\n", "y5YtmDRpktYZSSOsjR6wBvKxBs7IpiOr3r17Y+rUqXB3d8eRI0egKAr+9Kc/8YchERHZhc1nA86Z\n", "MwfvvfcevL29tcxDRERkxabJatu2bSguLsabb76pdR6yI8vTWkkG1kA+1sAZqZ6sSktLsXDhQiQm\n", "JtojD9nRihUrZEcgsAbysQbOSPVktWzZMgwbNgyhoaH2yEN29NVXX8mOQGAN5GMNnJGqswGzs7Ox\n", "fv16nDlzxuprQgjNQpF9tGjRQnYEAmsgn3PWIDMzU3YEtGrVCt27d5fz5GquIP7kk0+Ev7+/CAoK\n", "ql4CAgKEoijC19dXBAUFiddee63OK5Z9fHyEwWAwW0JCQkRycrLZ+nv37hUGg8FqOzNmzBAbN260\n", "2rbBYBC3b982G4+NjRXLly83G7t27ZowGAwiMzPTbHzVqlUiJibGbKykpEQYDAZx9OhRs/GtW7eK\n", "6Ohoq2xRUVHcDxv2IywsrJYuAasEEGNxFX+JAAwCOGoxvlUA0bVc9R8lgGSLsb2V27Bcd2QtGdIq\n", "171tsW6sAJZbjF2rXDfTYlztfgyrJYea/ZghgI21dD9Qsx/9dFCPGQL4k0UOV62HQQCJlTn0sWRl\n", "ZdX7fb5161YxcuRI4ePjI0aMGCEMBoMYNuzR91VtBwtFiIYdEl27dg1dunRBXFwcYmNja10nPT0d\n", "AwYMQFpaGvr379+Qp6NGpuq1AaQBkPXa2AJgsuQMesmhhwx6yaGHDDVzbAbQS2KOTACTG/xz3Nb5\n", "wKaLgmuqmusaOOeRA8yfPx8ffvih7Bgubj4A1kAuZ61BL8idNOVSfYJFbm4uFi9ejP79+8PDwwPd\n", "u3eHEAIJCQno0qUL72elY507d5YdgcAayMcaOCPVk9XBgweRmJiIdevWoaysDOXl5fj222/x4MED\n", "TJs2jdde6djs2bNlRyCwBvKxBs5I9WTl5+eHBQsWYPDgwdVjRqMRvXv3xo4dOzQNR0REBNjwN6tR\n", "o0Zh1KhRVuNFRUXo2bOnJqGIiIhqavCdgu/evYvFixfj3r17WL58uRaZyE4s7yxMMrAG8rEGzqhB\n", "k1VAQADatGmD3bt3Y8eOHejbt69WucgOFixYIDsCgTWQjzVwRg06df3ChQt4+PAhvvzyS4SHh+P9\n", "999HTEyMVtk0d/XqVeTm5sqOgQ4dOiAgIMDhz7t69WqHPydZYg3kYw2ckqpLiB9j2rRpomnTpuLK\n", "lStWX9NLB4sOHXylX/0NQCiKItatW2fzfrCDBTtYsIOFq9TDIIAVFjlk1GNj5fM/6jwho4OF6snq\n", "3r17oqKiwmp89erVQlEUsX37dquvVU1WasNp7Ykn2lQW+ZLE5WMBQNy9e1fq90Ivql4b5j8QHL1s\n", "1kEGveTQQwa95NBDBj3l0ObnuK3zgeqPAUePHo3p06fjtddeMxvPyckBALRr107tJh2sHYBuEp/f\n", "V+JzExE5J9UnWCiKgmXLluHatWvVY4cPH8b69esxePBghIWFaRqQtJOQkCA7AoE1kI81cEaqJ6sP\n", "PvgAvXr1QnBwMJo3bw4PDw9ERkbCx8cH8fHxUBTFHjlJA6WlpbIjEFgD+VgDZ6R6sgoNDUVBQQH8\n", "/f2RnZ2NsrIylJSUIDIyEmPGjMF3331nj5ykgfj4eNkRCKyBfKyBM7LpOitFUfDOO+/A1/fR31+a\n", "Nm2Kf/zjH3Bzc8NHH32kaUAiIiKbrrPatWsXmjY1f6inpydat26NgoICTYIRERFVsenIynKiAoBf\n", "f/0V+fn5CA8Pb3Aoso/8/HzZEQisgXysgTNqcG/AKuvXr0f79u2xaNEirTZJGnvjjTdkRyCwBvKx\n", "Bs6owXcKBh7dpvjvf/87kpOT0aFDBy022eidPn0aLVq0cOhzTpw4Eenp6dX/36pVK3Tv3t2hGShO\n", "dgBiDZxTgy5FFkJcuHBBdO7cWezZs+c3r1iW3W7Jy8tbAL1Ew9uwNKR9ycrKq9H1sWRlZZl9j9hu\n", "qebV+q7Y3oftlvRVD7ZbqgJVa1v4z3/+I55++mmxf//+x66nr3ZLli8IRy/LKl94myuLL2vZrIua\n", "sN2S3nLoIYNecughg55yOFm7pSonTpzAhAkT8Lvf/Q4RERHIyclB586dERwcjNTUVFs360J6Aegv\n", "OwQRkVOw6QSLI0eOIDw8HEVFRdU39Pvmm2+wefNms7+JkN5skh2AWAMdYA2ckU1HVvPmzUNpaSkU\n", "RUFhYSEA4K9//SsAsN2SrqUDeFN2CBfHGsjHGjgjm46s0tLSYDKZYDKZsHTpUiiKgpycHJhMJlRU\n", "VGidkTSzRnYAYg10gDVwRjZfZ8UjKCIichTNLgomIiKyF05WRESke5ysXIpRdgBiDXSANXBGnKxc\n", "yizZAYg10AHWwBk5dLJ68cUXYTQazZbQ0FDs3LnTbL19+/bBaLT+7WfmzJnYtMn8Gon09HQYjUar\n", "juJLly61uo27yVQB4HMAFy22nAhgvsVYKR79BvajxXgSgKm17N1EADstxvah7t/iLNdNr1zXsiP0\n", "Uljfhju3cl21+xFZY/z/1Zpq4sSJDqtHbm4u5s2bV0sKR9fjs1rG7FWP51D3fmyoJYea/ZgJ62uI\n", "1O5Hbfejc3Q9ZgI4ZDGmZT1qvg8etx96qIcRwA2LcRn1sO19npSUhIiICPj6+iI8PBxGoxFz586t\n", "5TnqoUF9M4QQS5cuFYqiiGvXrmneXkNr+mq31DhapzQU2y3pLYceMuglhx4y6CmH3HZLmh1ZCSG0\n", "2hQREZEZmyar+/fvIyQkBO7u7nj//fchhEBwcDC6dOnCdku6ZnnYT47HGsjHGjgjmyarP/7xj7h7\n", "9y5u3ryJhw8fYteuXSgoKMDq1avRvz+bs+qX5Wfi5HisgXysgTNSPVkdPnwYO3bsQFxcHNq0aQMA\n", "eOmllzBy5Ej85S9/0Twgaam97ADEGugAa+CMVE9W//znPwEAL7zwgtl4eHg4rl69ytuDEBGR5lRP\n", "VqdPn4a3t3f1UVWVrl27AgAyMjK0SUZERFRJ9WR1+/ZtPPHEE1bjVWO3b99ueCoiIqIabL5TsC0y\n", "MzMd+XRWKioeAjgB4P8kpjhR+d/vATj6+5ECYEvlv7Mfpfj+e6l1yc7OrvyXjO9HlRQHZqhZA5k5\n", "6qKHDPbO8bgaOCqDGnrJ8ei92tCfFzY/Xu0FXaGhoeLJJ5+0Gt+xY4dQFEVs2rTJ6ms3btwQHTt2\n", "rLywjQsXLly4uPLSsWNHcePGDVVzj+ojq379+uH48eO4c+cOWrduXT1+9epVAEDfvn2tHuPn54fU\n", "1FTk5eWpfToiImpk/Pz84Ofnp+oxilDZeuLw4cMYMWIEtm3bhgkTJlSPjxkzBpcvX8alS5dUBSAi\n", "IvotqicrAIiKisL58+dx5MgRtG3bFnv27MH48eOxc+dOjB071h45iYjIhdk0WZWVlSEuLg7Jycnw\n", "8PCAu7s7li5dipdeeskeGYmIyMXZNFkRERE5kkPuZ3X9+nVERkaiSRPe61EW1oCInJndr7PasmUL\n", "lixZAk9PTyiKUud60dHRSElJgZeXl9l479698eWXX9o7ZqNW3xoAwE8//YS3334bv/76K8rLyzFi\n", "xAgkJCTA29vbQWldw6FDh/DKK6/A39/f6mvffPMNunTpIiFV43T//n3ExcVh586d1X+2iI2NhcFg\n", "kB3NZeTk5KB3797o3r271ddWr16NoUOH/vZG1F5npUZBQYEYMWKEyM3NFVOmTBGKotS5bnR0tDh8\n", "+LA947gkNTVITU0Vnp6eYs2aNUIIIUpLS8Xzzz8vQkNDRUVFhaMiu4RDhw6JqVOnyo7hEl599VUR\n", "EBAgfvnlFyGEELt27RJNmzYVu3fvlpzMdWRnZ4vhw4c3aBt2/UzI29sbBw8eRKdOneq1vuCfzzSn\n", "pgYxMTF45plnMGPGDABA8+bNkZCQgOPHj2PLlvpc8U9q8PVuf7xLROPBP2AQAODWrVs4cuSIVTf9\n", "gQMHolWrVti2bZukZES2410iGg9dTVZbtmzB8OHD0adPHwwYMABLlixBUVGR7FguISMjA0KI6u75\n", "VZo0aQJ/f39209eYEAKXLl3ChAkTMGjQIPTs2ROTJk1CWlqa7GiNCu8SoR+3bt3ClClTEBISgh49\n", "emDcuHE4cOBAvR+vm8mqVatWaNGiBXbv3o2zZ8/i008/xfbt2zFkyBAUFxfLjtfoVXXLr6ujPrvp\n", "a8vd3R3l5eWIi4vDyZMnkZqaCi8vL4SGhmLv3r2y4zUavEuEPri5ucFkMuGtt97C8ePHcfbsWQQF\n", "BSEyMhKbNm2q1zbqPVkdOnQITZo0qdeSlZWlemdWrVqFjz/+uPpswGeffRYrV67EhQsXsGbNGtXb\n", "a4zsXQOyjS11GTJkCE6cOIHAwEAAj35ZW7t2LXx8fDB37lyZu0OkuU6dOuHixYvVZ/15eHggPj4e\n", "wcHBiImJwYMHD35zG/U+dT0wMBBfffVVvdbt2LFjfTf7WCEhIQAenU5N9q1Bu3btAKDWj12LiorQ\n", "vj1vBV4XrerSrFkz9OvXD7t377ZqFE22adeuXa23pKh6nfN1LdfgwYNx6tQpnD9/Hv369XvsuvWe\n", "rNq3b4+oqKgGh6uNyWTCL7/8YvXCcXNzq/462bcGffv2haIo1d3zq5hMJuTk5OD555+3y/M2BrbU\n", "5c6dO/Dy8kKzZs3Mxvma15Ytd4kg7RUVFcHd3R2enp5m42pe7w79m1VdF6Tm5ubC39/fKnDVmToD\n", "Bw60ezZXUVcNfHx8EBYWhv3795uNnzp1CsXFxXabJF3Vyy+/jO3bt5uNVVRU4PTp03j66afRtm1b\n", "Sckal6rXreXr+sCBA+jatSsGDBggI5bLmTNnDlauXGk1npqaipYtW1Z/HP5YGlzvVS+PuyA1Oztb\n", "KIoiFi9eXH3x6X//+18RFBQk/P39qy/mo4apz0XBzZs3F2vXrhVCCFFSUiKGDx8uhgwZIkwmk6Ni\n", "uoThw4eLoKCg6hvQVVRUiLffflsoiiK2bdsmOV3jMmHCBBEQECDy8/OFEELs3r2bFwU7WHR0tOjU\n", "qZPIysqqHlu7dq1QFEWsWLGiXtuweyPbyZMnIyUlBfn5+SgtLUXnzp0BACdOnECHDh0AAOXl5fji\n", "iy/w9ddf4/r16xBCoLS0FBEREXj33Xfh6+trz4iNXn1qUOXYsWNYuHChWbulFStW1HpGFdnu2LFj\n", "+PTTT3Hs2DE0adIEd+7cQY8ePbBgwQJERkbKjteo8C4R8p07dw6bNm3CwYMHoSgKCgoK0LFjR8ye\n", "PRuTJk2q1zbYdZ2IiHRPN9dZERER1YWTFRER6R4nKyIi0j1OVkREpHucrIiISPc4WRERke5xsiIi\n", "It3jZEVERLrHyYqIiHSPkxUREekeJysiItI9TlZERKR7nKyIiEj3/j+K/eSbzEgz4QAAAABJRU5E\n", "rkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAasAAACTCAYAAAAwTzYZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHW1JREFUeJzt3XlQFAf6N/BvgxwqhqgoYEVZL1TQCIIK3qLgQRiPRNHE\n", "LTW7ulY8VncRotYKmFQMuLtmAxr8rcfm0ImrRhPFvGHjGQ0qRymoWKCCxBVdSUREIiD0+wcwYWaA\n", "0MPMdA/z/VRNoQ89PU/zzPDQM91PC6IoiiAiIlIwG7kTICIi+jVsVkREpHhsVkREpHhsVkREpHhs\n", "VkREpHhsVkREpHhsVkREpHhsVkREpHhsVkREpHhsVkREpHgGNasLFy5g6tSp6Nu3L/r27YvRo0fj\n", "22+/NXZuREREAAxoVufPn8e4cePg4+ODW7du4datW5g7dy6mTZuG//znP6bIkYiIrJwgdZDthAkT\n", "kJWVhfv378Pe3l4THzBgABwcHJCVlWX0JImIyLpJ3rO6dOkS+vXrp9WoAGDIkCG4evUqbt26ZbTk\n", "iIiIAAOalSAIqK6u1ovb2toCAG7cuNH6rIiIiBqQ3KxGjhyJ3NxclJWVaWKiKOLKlSsAgNLSUuNl\n", "R0REBKCd1DvExsZi8uTJWL16NRISEmBnZ4ctW7bg3r17AABHR8dG71dUVISioqLWZUtERBbP3d0d\n", "7u7uku4j+QALAEhNTcXmzZtx/fp1ODs7Y9q0aejcuTPWrl2LtLQ0+Pn5aS1fVFQET09Prb0xIiKy\n", "Tj169EB6erqkhiV5zwoAAgMD8dVXX2nFIiMj8cILL+Dll1/WW76oqAhlZWX47LPPMGjQIEMekowg\n", "ODiYpxfIrLka5OTkYMGCBcBEAJ3Nm5fGIwCn0KZfqy19HSiiHkCbq0n9z7WoqMi0zeqHH37AgwcP\n", "4O/vr4mJoojk5GQsXLgQdnZ2Td530KBBGDZsmNSHJCMJCAjgz19mLapBfwA9zJKOvnsATrXt16rk\n", "14Gc9QCsoiYtIfkAizNnzuDVV1/F/fv3AQDPnz/HunXrIAgC3nnnHaMnSMZTf8QmyYc1kB9rYJkk\n", "71l5e3vjpZdeQp8+fVBTUwNBEODk5IQVK1agY8eOpsiRiIisnOQ9q65du+L69euYPXs2ysrK8PPP\n", "P+P48eOIi4tDZGSkKXIkIiIrJ7lZJScn4/Hjx4iIiEC7drU7ZsOHD0dwcDD27t1r9ATJeGpqauRO\n", "weqxBvJjDSyT5GZV/35vVVWVVryysrLZgytIflOmTJE7BavHGsiPNbBMkpvV66+/Dm9vb8TExODx\n", "48cAave2Tp8+zQMsFG7lypVyp2D1WAP5sQaWSXKzcnJywsmTJ2FrawsXFxe4u7tj4cKFSEpKwqJF\n", "i0yQIhERWTvJRwPm5eVh8uTJGDFiBIqLi+Hs7IxLly5h5syZ+P7777Fjxw5T5ElEZpSTkyN3CujU\n", "qRP69+8vdxqkFKJEc+fOFW1tbcVHjx5pxT/44ANREAQxJSVF7z4ZGRkiANHV1VUMCwvTugUEBIiH\n", "Dx/WWv6bb74Rw8LC9Nbz1ltviTt37tRbd1hYmPjw4UOt+MaNG8X3339fK3bnzh0xLCxMzMnJ0Yp/\n", "+OGHYkREhFbs6dOnYlhYmPjdd99pxfft2ycuWrRIL7e5c+cqfjsaLm/J29GQpW1HZmZmk9sRFhYm\n", "AhCxFCJi6m7eEBHe4P8xELEAIjx1YjEQMRwiVDqxpXXLrtWJj4eIyTqx1RDRA7U5KOSWm5tr9Ho0\n", "jDf3vFJEPTwhYm7tzyIjI6PJ55VSXx/79u0TJ0+eLLq6uooTJ04Uw8LCxLFjx2ptT0tJng04aNAg\n", "lJSU6A2l/frrrxEaGor4+HhERERofS8zMxN+fn7IyMiw6jOw5aZSqfTGZJF5NVeD+tcJlkK+iQlZ\n", "AL4AMBuAi0w5AEBxbR6m+J3R0teBIuoB1E6w+D/T/CzkYGg/kPw2oJubG27evImnT59qnQRcUFCg\n", "+T4pU2JiotwpWD2LqYEL5P0FbUIWUwPSIrlZCYKA58+fw8PDAy+99BIEQUBFRQVu3rwJURR5+LqC\n", "9erVS+4UrB5rID/WwDJJPhrQw8MD69atw/Dhw/Hs2TNUV1dDEASEhISgS5cumDVrlinyJCIiKyZ5\n", "z+oPf/gDXF1d0bt3b614SEgI3nzzTdjb2xstOSIiIsCAPauAgAC9RnXr1i2cPHkSy5YtM1piZHxx\n", "cXFyp2D1WAP5sQaWSXKzasw///lPTJo0CX379jXG6shEysvL5U7B6rEG8mMNLJNBVwpuqKqqCv/6\n", "17+QlJRkjHzIhGJjY+VOweqxBvJjDSxTq/esDh8+DDs7O6hUKmPkQ0REpKfVe1Y7duzAkiVLYGNj\n", "lHcUyQrl5eXhyZMnsubA0T5EytaqDpOXl4dz585hyZIlLVp++vTpUKlUWrfAwEAcOXJEa7mUlJRG\n", "99SWL1+OXbt2acUyMzOhUqlQXFysFY+Ojtb7ILWwsBAqlQo3btzQiickJGDt2rVasfLycqhUKpw7\n", "d04rrlarsXjxYr3cwsPDFb8dDdetlO2YNGkSPD094efnJ+vN09MTeXl5Bm9HS+tRv2xjz6uYmBi9\n", "nzEOANAd03cTwD79RZEMIFMndq9u2ac68VMAzunESgB838h6LwJI0YlV1q33jk48G8AR6JO6Hdo/\n", "SqPWo+E6mnudK6Ie++q+NrIdDSn195VarUZwcDDc3NwQFBQElUqF1atX6z1GS0get9TQ2rVrkZ+f\n", "j4MHDza7HMctKYMSxy1pRtrIOd7HhKN9dFnMuKU2PGKI45bkZbZxS/UqKyvx8ccfQ61WG7oKMrNG\n", "/1JUijY83qchRdfASrAGlsngtwE3btyIp0+fIioqCp6envD29saGDRuMmRsZWVv4q8zSsQbyYw0s\n", "k0HNaufOnVCr1UhLS0N6ejpyc3Pxxhtv4MCBA8bOj4iISPrbgHfv3sWqVavw8ccfw8vLSxNfs2YN\n", "/P39jZocERERYMCe1SeffIKKigqEhoZqxdu3b4+QkBCjJUbGp3tED5kfayA/1sAySW5W586dQ7du\n", "3ZCRkYGQkBB4e3vDx8cHMTExqKioMEWOZCSZmbrH0ZK5sQbyYw0sk+S3AQsLC/H48WMsW7YMX375\n", "Jfr164fU1FSEhYXh4sWL+Prrr02RJxnBtm3b5E7B6rEG8mMNLJPkZvXs2TNUVFRgw4YN6NevHwAg\n", "MDAQK1aswKZNm/Ddd99h7NixRk+UyNRycnTP9rSux1ciOX8mrIeySG5WnTp1AgD4+Phoxev/n5aW\n", "1mSzmj59OkaMGKEVe/jwIaKiojBz5kxNLCUlBYmJiXon7i1fvhzDhg3D7373O00sMzMTMTEx2L17\n", "N1xcfjmrNDo6Gh06dEBUVJQmVlhYiBUrViA+Ph4DBw7UxBMSElBYWIgtW7ZoYuXl5Zg3bx4iIyMx\n", "ZswYTVytViMlJQV79uzRyi08PBzz58/ndkjcjjVr1kDPRQCPATT8CLQSwEEAowF4NIhnA7gFYCa0\n", "HQAwGMCgBrGbAC4BeF1n2ZO1XxYsWKCfi9ykbEcyAHcADY/MvgfgNIAZADo2iJ8CYAdgTINYcxMs\n", "zFmP5F/+qbiamLsexwFo/6q1qNe5Wq3G7t27kZ2dDS8vLzg5OaGkRGckRwtJnmDxxhtvQK1WIysr\n", "C4MHD9bEjx49ihkzZiA+Ph4RERFa9+EEC2qKIqYE1E9tkHOKBgDkofaXlhJ+FnJPbVBCTZRQD4AT\n", "LOpI3rOaOXMm1Go1rly5otWsrl69CgB6e06kHEoct6Qo5piisQ/6f4HXK24ibs1MUZPmatAQ66Eo\n", "ko8GfO211zBmzBi89957ePDgAYDagbYJCQkIDQ3FuHHjjJ4kGceKFSvkToH4t5z8WAOLJLlZCYKA\n", "7du3Izc3Fz179oSjoyOGDBmCmpoa/PDDDzh//rwp8iQj4HlwCtBP7gSINbBMBg2ydXJywpgxY3Dq\n", "1Clj50NERKSHV0wkIiLFY7OyIroXWyMZ8NQd+bEGFsngZvXgwQMsXLgQAQEB8PT0xIwZM3DixAlj\n", "5kZGxmuPKcBVuRMg1sAyGdSsbG1tUVNTg6VLl+LChQvIzs6Gj48PQkJCOCRSwfbv3y93CjRH7gSI\n", "NbBMBjWrnj174saNGxg9ejQAwMHBAbGxsfD390dERAQqKyuNmiQREVk3o35mNXLkSDx+/BjXrl1r\n", "9PvTp0+HSqXSugUGBup9lpKSkgKVSqV3/+XLl+vtuWVmZkKlUqG4WPsMvujoaMTFxWnFCgsLoVKp\n", "cOPGDa14QkIC1q5dqxUrLy+HSqXCuXPntOJqtRqLFy/Wyy08PJzbYcB2NDluKUUnVonakznv6MSz\n", "ATT2UdwB6H82cbNuHbouNxK7V7fsU534KQDndGIldcs+1IlL3Y70RvKQsh3JAHQHikvdjqbGLZmz\n", "HskACnRi1lqPfXVfG7Ck17larUZwcDDc3NwQFBQElUqF1atX6z1GS0getwQApaWlsLe3h6Ojo1Z8\n", "zZo1+Mc//oG0tLTaETp1OG6JmqKocUtyj9VRQh5KyEEpeSghB4DjluoYtGe1atUqbN26FQCwY8cO\n", "2NjYIDY2Funp6ejYsSO8vb0NWS2ZWGN/YZGZ8YBM+bEGFsmgZiUIAj766COkp6djw4YNAGqnrZ8/\n", "fx4bN27U2+MiZeAECwXoK3cCxBpYJoMmWPz5z3/Giy++iKlTp6KqqgqiKCIrKwt79+7F/PnzjZ0j\n", "GQlrowBD5E6AWAPLZNCe1eDBg7F48WLY29vj7NmzEAQBv//97/nLkIiITMLgowFXrVqFd955B87O\n", "zsbMh4iISI9BzWr//v0oKyvTunIkKZ/uYa0kA91DpMn8WAOLJLlZlZeXIyoqCgkJCabIh0woPj5e\n", "7hSIV9CRH2tgkSQ3q82bN2Ps2LEIDAw0RT5kQp9//rncKdBrcidArIFlknQ0YH5+PpKSknDlyhW9\n", "7xlwbjGZWYcOHeROgezlToAstQY5OfKPi+/UqRP69+8vy2NL2rM6ceIEOnbsiNDQUPj6+sLX1xeh\n", "oaEAgKSkJPj6+jZ7RCDHLXE7dLeD45bqKGW8D8ct1VJKPfYB+KH2vwsWLICfn5+sN09PT+Tl5VnO\n", "uKWG7ty5g969eyMmJgYbN25sdBmOW6KmcNySwvJQQg5KyUMJOTTMYzYAFxnzKK7No7W/xw3tBwad\n", "FNxQfa/j24DKt3btWmzZskXuNKxbCgAOEpGXpdbABfI2TZlJPsCisLAQ69evx7Bhw+Dg4ID+/ftD\n", "FEXExcWhd+/evJ6VgvXq1UvuFIinJcqPNbBIkpvVyZMnkZCQgI8++ggVFRWoqqrCl19+icrKSixZ\n", "soTnXinYypUr5U6BRsqdALEGlklys3J3d0dkZCRGjvyl4iqVCoMHD8ahQ4eMmhwRERFgwGdWU6ZM\n", "wZQpU/TipaWlGDBggFGSIiIiaqjVVwp+8uQJ1q9fj59//hnvv/++MXIiE9E91J1koHs4NZkfa2CR\n", "WtWsvLy80KVLFxw7dgyHDh3C0KFDjZUXmUBkZKTcKdB/5E6AWAPL1KpD169fv47nz5/j008/RVBQ\n", "EN59911EREQYKzeju337NgoLC+VOA927d4eXl5fZHzcxMdHsj0k6psudALEGlqnV51m1a9cOixcv\n", "RmpqKtatW4fZs2ejT58+jS47ffp0jBgxQiv28OFDREVFYebMmZpYSkoKEhMT8dVXX2ktu3z5cgwb\n", "NkzriMPMzEzExMRg9+7dcHH55Yy56OhodOjQAVFRUZpYYGAg/ve//7Vqe41BEARs374dy5Yt08Sk\n", "bEdhYSFWrFiB+Ph4DBw4UBNPSEhAYWGh1rlU5eXlmDdvHiIjIzFmzBhNXK1WIyUlBXv27NHKLTw8\n", "HPPnzzdLPZqdYPEY2ufCVAI4CGA0AI8G8WwAtwDMhLYDAAYDGNQgdhPAJQCv6yzb1ASL0wBmAOjY\n", "IH4KgB2AMQ1iJQCOAwgG0O1XtqMDaqcSNLYdTU1MaOl2JANwB9DwPEup29HUBAtz1iMZQLVOzFT1\n", "aG47lFCP4zp5GbIdxqiHOwC3X0ItfZ2r1Wrs3r0b2dnZ8PLygpOTE0pKSmAIyRMsnj17Bnt7e9jY\n", "aL+DuG3bNqxcuRIHDhzAq6++qvU9pUywcO7sjFKvUsBPthSAPAD/r/azPicnJxkTUQZOsFBYHkrI\n", "QSl5KCEHJeVxD8D/WdAEi6lTp2LZsmWYN2+eVrygoAAAtLqsInUA0FXGxy+S8bGJiCyU5AMsBEHA\n", "5s2bcefOL5Mfz5w5g6SkJIwcORLjxo0zaoJkPLqDZEkGvP6l/FgDiyS5Wb333nsYNGgQ/P390b59\n", "ezg4OCAkJASurq6IjY2FIAimyJOMoLy8XO4UqEruBIg1sEySm1VgYCBKSkrg4eGB/Px8VFRU4OnT\n", "pwgJCcG0adP0PoQn5YiNjZU7BZoodwLEGlgmg86zEgQBf/nLX+DmVnt4SLt27fD3v/8dtra2+Nvf\n", "/mbUBImIiAw6dP3o0aNo1077ro6OjujcubPBhyUSERE1xaA9K91GBQA//fQTiouLERQU1OqkyDR0\n", "r+pJMtC9QiyZH2tgkVo9G7BeUlISunXrhnXr1hlrlWRkb775ptwp0JdyJ0CsgWVq9QQLoPYkr7/+\n", "9a84fPgwunfvboxVtnmXL19Ghw4dzPqY4eHhyMzM1Py/U6dO6N+/v1lzsHoT5E6AWAPL1OpmlZOT\n", "g1mzZuGzzz7D+PHjm11W7nFLNTU1taN1BqB1Y1haM77kSe2XsWPHQglyc3O1GhbHLdUx1XgfF3Dc\n", "Uku2g+OWOG5Jh+RxSw1dvnwZs2bNws6dOzFp0qQml1PUuCX/Uu0nhLl9B+AEgNmo/cUll2IAX7R+\n", "dEprcdySwvJQQg5KyUMJOSgpD0sbt1Tv4sWLmDNnDgYOHIjg4GAUFBSgV69e8Pf3R3p6Y3+SkBYX\n", "yPvEIyKyIAY1q7Nnz2LatGmws7PTXNDviy++gIuLi9ZnIqQwmdB+S4LMjzWQH2tgkQxqVmvWrEF5\n", "eTkEQcDjx48BAH/6058AgOOWlIxDdOXHGsiPNbBIBh26npGRgZqaGtTU1CA6OhqCIKCgoAA1NTWo\n", "rtb9ZJQUI1TuBIg1UADWwCIZfJ4V96CIiMhcjHZSMBERkamwWRERkeKxWVmTfXInQKyBArAGFonN\n", "ypqM+PVFyMRYA/mxBhbJrM1q+vTpUKlUWrfAwEAcOXJEa7mUlBSoVCq9+y9fvhy7du3SimVmZkKl\n", "UulNFI+Ojta7jLtm3NJDnRVfBJCiE6tE7V9gd3Ti2QCOQN8BADk6sZto+q+4Gzr/v1e3rO5E6FPQ\n", "vwx3Sd2yUrejn05ujQgPDzdbPZodt2TOejQ1bskU9eiFprejqfE+Ld2OZNSeQ9SQ1O1oatySOeuR\n", "DKBAJ2bMejR8HTS3HUqoxz5oRrRpyFEPne1o6etcrVYjODgYbm5uCAoKgkqlwurVqxt5kF/XqnFL\n", "ABATE4NNmzZpJlg0huOWGqgft9RGRqe0FsctKSwPJeSglDyUkIOS8pB53JLR9qxa2fOIiIiaZFCz\n", "evbsGQICAmBvb493330XoijC398fvXv35rglJdPd7SfzYw3kxxpYJIOa1W9/+1s8efIE9+/fx/Pn\n", "z3H06FGUlJQgMTFR1reU6FeclzsBYg0UgDWwSJKb1ZkzZ3Do0CHExMSgS5cuAIBXXnkFkydPxh//\n", "+EejJ0hGZN5rPVJjWAP5sQYWSXKz+ve//w0AetevCgoKwu3bt3l5ECIiMjrJzery5ctwdnbW7FXV\n", "69u3LwAgKyvLOJkRERHVkdysHj58iBdeeEEvXh97+FD35AYiIqLWMfhKwYbIyZH3MJzq59XAXTR+\n", "sp+53K37mofaS8ubUyFqz9kAgEe1X44fPy5rXfLz82v/IcfPo14hzJdDwxrImUdTlJCDqfNorgbm\n", "ykEKpeRR9zujtb8vDL6/KFFgYKD44osv6sUPHTokCoIg7tq1S+979+7dE3v06CEC4I033njjzcpv\n", "PXr0EO/duyep90jes/L19cWFCxfw6NEjdO7cWRO/ffs2AGDo0KF693F3d0d6ejqKiniJTiIia+fu\n", "7g53d3dJ95E8bunMmTOYOHEi9u/fjzlz5mji06ZNw82bN5GXlycpASIiol9j0GzAuXPn4tq1azh7\n", "9iy6du2K5ORkzJw5E0eOHEFoKK8ZTURExmVQs6qoqEBMTAwOHz4MBwcH2NvbIzo6Gq+88oopciQi\n", "IivX6qnrREREpmaW61ndvXsXISEhsLHhtR7lwhoQkSUz+XlWe/fuxYYNG+Do6AhBEJpcbtGiRTh/\n", "/jycnJy04oMHD8ann35q6jTbtJbWAAC+//57vP322/jpp59QVVWFiRMnIi4uDs7OzmbK1jqcPn0a\n", "s2fPhoeHh973vvjiC/Tu3VuGrNqmZ8+eISYmBkeOHNF8bLFx40aEhYXJnZrVKCgowODBg9G/f3+9\n", "7yUmJmL06NG/vhKp51lJUVJSIk6cOFEsLCwUFy5cKAqC0OSyixYtEs+cOWPKdKySlBqkp6eLjo6O\n", "4rZt20RRFMXy8nJx/PjxYmBgoFhdXW2ulK3C6dOnxcWLF8udhlV47bXXRC8vL/HHH38URVEUjx49\n", "KrZr1048duyYzJlZj/z8fHHChAmtWodJ3xNydnbGyZMn0bNnzxYtL/LjM6OTUoOIiAj06dMHb731\n", "FgCgffv2iIuLw4ULF7B3715Tp2p1+Hw3PV4lou3gBxgEAHjw4AHOnj2rN01/+PDh6NSpE/bv3y9T\n", "ZkSG41Ui2g5FNau9e/diwoQJGDJkCPz8/LBhwwaUlpbKnZZVyMrKgiiKmun59WxsbODh4cFp+kYm\n", "iiLy8vIwZ84cjBgxAgMGDMD8+fORkZEhd2ptCq8SoRwPHjzAwoULERAQAE9PT8yYMQMnTpxo8f0V\n", "06w6deqEDh064NixY8jOzsaePXtw8OBBjBo1CmVlZXKn1+bVT8tvaqI+p+kbl729PaqqqhATE4NL\n", "ly4hPT0dTk5OCAwMxDfffCN3em0GrxKhDLa2tqipqcHSpUtx4cIFZGdnw8fHByEhIdi1a1eL1tHi\n", "ZnX69GnY2Ni06Jabmyt5Yz788EN88MEHmqMBX375ZWzduhXXr1/Htm3bJK+vLTJ1DcgwhtRl1KhR\n", "uHjxIry9vQHU/rG2fft2uLq6YvXq1XJuDpHR9ezZEzdu3NAc9efg4IDY2Fj4+/sjIiIClZWVv7qO\n", "Fh+67u3tjc8//7xFy/bo0aOlq21WQEAAgNrDqcm0NXBxcQGARt92LS0tRbdu3SStz5oYqy52dnbw\n", "9fXFsWPH9AZFk2FcXFwavSRF/fOcz2t5jRw5Emlpabh27Rp8fX2bXbbFzapbt26YO3duq5NrTE1N\n", "DX788Ue9J46tra3m+2TaGgwdOhSCIGim59erqalBQUEBxo8fb5LHbQsMqcujR4/g5OQEOzs7rTif\n", "88ZlyFUiyPhKS0thb28PR0dHrbiU57tZP7Nq6oTUwsJCeHh46CVcf6TO8OHDTZ6btWiqBq6urhg3\n", "bhy+/fZbrXhaWhrKyspM1iSt1axZs3Dw4EGtWHV1NS5fvozf/OY36Nq1q0yZtS31z1vd5/WJEyfQ\n", "t29f+Pn5yZGW1Vm1ahW2bt2qF09PT0fHjh01b4c3ywjne7VIcyek5ufni4IgiOvXr9ecfPrf//5X\n", "9PHxET08PDQn81HrtOSk4Pbt24vbt28XRVEUnz59Kk6YMEEcNWqUWFNTY640rcKECRNEHx8fzQXo\n", "qqurxbffflsUBEHcv3+/zNm1LXPmzBG9vLzE4uJiURRF8dixYzwp2MwWLVok9uzZU8zNzdXEtm/f\n", "LgqCIMbHx7doHSYfZLtgwQKcP38excXFKC8vR69evQAAFy9eRPfu3QEAVVVV+OSTT3DgwAHcvXsX\n", "oiiivLwcwcHB2LRpE9zc3EyZYpvXkhrUS01NRVRUlNa4pfj4+EaPqCLDpaamYs+ePUhNTYWNjQ0e\n", "PXoET09PREZGIiQkRO702hReJUJ+V69exa5du3Dy5EkIgoCSkhL06NEDK1euxPz581u0Dk5dJyIi\n", "xVPMeVZERERNYbMiIiLFY7MiIiLFY7MiIiLFY7MiIiLFY7MiIiLFY7MiIiLFY7MiIiLFY7MiIiLF\n", "Y7MiIiLFY7MiIiLFY7MiIiLFY7MiIiLF+/+NC7NpI1KJNwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "029\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJztnX1UFdX6x79zAFEvqCEmWglminAMXyCXZiqamKKQmC+l\n", "llreMM0u/m6lpAbqSrE0vWqk12tlqEiFSmohuQxTy3sVMrRA8CcvV6GUH4EvKCI8vz/wnDgvwEH2\n", "4cw+PZ+1ZqHP7Jn9/TIz52HmzH62QkQEhmEYhrEzNLYWwDAMwzDWgBMcwzAMY5dwgmMYhmHsEk5w\n", "DMMwjF3CCY5hGIaxSzjBMQzDMHYJJziGYRjGLuEExzAMw9glnOAYhmEYu6RRCa60tBRTp06FRqNB\n", "QUGBtTQxDMMwTJOxOMGlpKQgICAAZ8+ehaIodbbbsmUL/P394efnB61Wi6CgIBw5ckSIWIZhGIax\n", "FIsT3MqVK5GUlISwsDDUVb5y/fr1mD17NpYuXYqMjAycPXsWffv2xVNPPYW0tDRhohmGYRimISxO\n", "cIcPH4ZWq623zY4dO/Doo49i7NixAABFURAZGYnbt2/jiy++aJpShmEYhmkEFie4+h5L6nB0dERl\n", "ZaVB7Pbt2/p1DMMwDNNcCH2LcvHixcjNzcWWLVtARLh16xYiIyPRpUsXzJkzR2RXDMMwDFMvQhPc\n", "6NGjsXv3brzzzjtwd3dH+/btkZ2djZSUFHTq1ElkVwzDMAxTL0KfG8bGxmL+/Pn46KOPMGXKFFRV\n", "VWH16tV47LHH8Nlnn+Gpp56qc9uioiIUFRWJlMMwDMNIRqdOncTdEFEjiYqKIkVRKD8/3yBeUlJC\n", "zs7OFBYWZrJNnz596IEHHqhzn4WFheTi4kIAeOGFF154+RMvnTt3psLCwsamJrMIu4PLzs7G7du3\n", "4e3tbbKuR48e+Omnn1BcXAx3d3eT9UVFRbh+/Tq2b98OHx8fUZKalaCgIHzzzTe2ltEkZPKQmZmJ\n", "adOmAVgOoOvd6BwAsTZQkwtgiZDzV6ZjYA7Z9QPye5BZv+66LioqEnIXJyzBdezYEQCQl5dnsi4v\n", "Lw+tWrVC27Zt692Hj48P+vXrJ0pSszJgwABpteuQ00MwAJ3mnQCm2kBDOoAlQs5fOY/BH8iuH5Df\n", "g+z6RdLoUl2JiYkgIly8eNFgnZeXF8LCwpCYmGjw18PHH3+MkydPYu7cuXBychKjWoU4ODjYWkKT\n", "kd+D7PrlPway6wfk9yC7fpFYfAc3efJk7N69W1/FZMKECXB2dkZiYqL+r4WdO3di3bp1eOGFF1Ba\n", "WgoAqK6uRo8ePRAUFGQF+QzDMAxjHovv4C5fvozTp09j8eLFUBQFJ06cQG5ursGtsEajQXJyMoKC\n", "glBSUoKbN2+iuLgYLi4uOHnypFUMMAzDMIw5LL6DO3z4MBRFweeff15nmw0bNuDMmTP4+uuv0bJl\n", "SwCAq6sr4uLioNHY98w81dXVtpbQZOT3ILt++Y+B7PoB+T3Irl8kFic4S0p1bdq0CSNGjNAnNx2y\n", "vhnZGOob4ycL8nuQXb/8x0B2/YD8HmTXLxJht1WXL1/G+fPn8eCDD2LVqlXo378/vL29ERQUhK+/\n", "/lpUN6pl3rx5tpbQZOT3ILt++Y+B7PoB+T3Irl8kwhKcbgLUzZs3Iy8vD0ePHsXZs2cxaNAgjB07\n", "Frt27RLVFcMwDMM0iLAEd+vWLQA1swasXbsWzs7OcHJyQlRUFDw9PbFo0SJRXTEMwzBMgwhLcK6u\n", "rgCA7t27G3wHpygK/Pz8kJubi5KSknr3ERwcjNDQUINl4MCB2Lt3r0G7lJQUhIaGmmw/d+5cbN26\n", "1SCWnp6O0NBQFBcXG8SjoqKwatUqg1hBQQFCQ0ORlZVlEN+wYQPeeOMNg1h5eTlCQ0Nx7NgxANBv\n", "Ex8fj5kzZ5pomzx5sup91G6vdh/r1q0z6q0cwHAAx4zi8QBMfQCTAew1iqUAMPUBzAWw1SiWfret\n", "2OPx448/GpxXehcqPx46H7p1xteHTD5qx2X0sXjx4gY/r9TgIz4+HqGhoQgKCoKHhweGDx+OiIgI\n", "k/03icbW9qqrFuWNGzfIycmJ/P39TbYZP348KYpCV65cMbvPtLQ0AkBpaWmNlaMaQkJCbC2hycjk\n", "QXfOAGkE0N0lpNa/m3MRd/7KdAzMIbt+Ivk9yKxfdC6450omly5dMljXunVrBAUFIScnBzdv3gQR\n", "4fHHH4dGo8Hp06fRtWtXs3Uo7YWNGzfaWkKTkd+D7PrlPway6wfk9yC7fpFYnOBSUlIQEBCAy5cv\n", "A4C+okltVqxYgaqqKixZsgRxcXE4ceIEgJpalDExMYIkq5MuXbrYWkKTkd+D7PrlPway6wfk9yC7\n", "fpFYnOBmzZqFW7du4erVqwBqSnV17doV6enp+ja9e/dGamoq0tPT8eKLL6JVq1YgInz88ceYOHGi\n", "ePUMwzAMUwcWJ7j8/HxcvHgRCxYsqLNUFwAEBAQgICAAL730Et58800oioLAwEDRuhmGYRimXixO\n", "cJZUMgFq5oXbtm0bVqxYYfYxpr1i/IaTjMjvQXb98h8D2fUD8nuQXb9IhBeIjIiIwKJFi9C+fXvR\n", "u1Y15eXltpbQZOT3ILt++Y+B7PoB+T3Irl8kQhPcvn37UFBQgFdffVXkbqVg6dKltpbQZOT3ILt+\n", "+Y+B7PoB+T3Irl8kwmb0rqiowN///nd8+OGHdj9zAMMwDKN+hGWiNWvWQKvV4sknnzRZ92f6Lo5h\n", "GIZRB8IS3LfffousrCz07dtXv2zevBlATQmuvn37Ij4+vt59yFyqS7d/NZfwachH7X2r3Yf5Ul2j\n", "IHupLl1bNZVUaowP3X7UWBrKUh+19yGjj5UrV3KpLh2NLX1SV6kuc0RHR1vUlkt1qQOZPHCpLnUi\n", "u34i+T3IrN+mpbqAmlkDiAienp76KXLqSZ4GP+2Z6OhoW0toMvJ7iLa1gCYj+zGQXT8gvwfZ9YvE\n", "4gS3cOFCeHh44L333tPHBg0aZFDJBACSk5Ph7++PFi1aYPny5SAi9OrVC56enigrKxOnXGUYD3iX\n", "Efk9yK5f/mMgu35Afg+y6xeJxQkuJiYGPj4+yMjIQFRUFBRFwfHjxw1+mb/++iuCg4MxZswYVFRU\n", "oKqqCnl5efDw8ICDgwO/XckwDMM0G43KOIcPH4ZWq623jZubG5YtW6avfOLp6YkFCxYgLy8PX3zx\n", "xb0rZRiGYZhG0KgE11C5Lg8PD/z6668m8QceeABAzXQ79orxW0QyIr8H2fXLfwxk1w/I70F2/SIR\n", "/szQ0dF07Pi5c+cAAMOGDRPdnWow/i5SRuT3ILt++Y+B7PoB+T3Irl8kVv9SrLKyElu2bMHzzz+P\n", "Pn36WLs7m/HBBx/YWkKTkd+D7PrlPway6wfk9yC7fpFYPcEtWrQIrVu3RmxsrLW7YhiGYRg9Vk1w\n", "q1evxqFDh5CSkoK//OUvDbaXuZKJDjVXOLAnH+YrmYRC9komsh4P9sE+GutDlZVMiCyrZvLOO+/Q\n", "gAEDqLS0tMH92UMlE6Z5MV/JxFYLn78MIwKbVzKxhEWLFiElJQWHDh1C27ZtAQD79+/HsmXLrNGd\n", "KjD3l41syO9Bdv3yHwPZ9QPye5Bdv0gaNV1OaWkp5s6di507d0JRFLMluCIiIhAXF4eYmBjs2bNH\n", "Hz969Chu377ddMUqxR7mwJPfg+z65T8GsusH5Pcgu36RWJzgUlJSMHnyZNy4cQNAzZi4J554Ao6O\n", "jkhMTES/fv2QkZGB9evXg4jw8ssv67dVFAWKomD69OniHaiEkSNH2lpCk5Hfg+z65T8GsusH5Pcg\n", "u36RWJzgVq5ciWPHjuHzzz/HsmXLkJubiy5duhi0adeuHdzc3DBr1izExMSgqqoKzz//PE6ePIn0\n", "9HS4uroKN8AwaiEzM9PWEgAArq6u6N69u61lMIzNsTjBHT58GIqi4PPPP6+zTVRUFIhI/12bg4MD\n", "1qxZg4ceegjr1q3DkiVLmq6YYVRHzawa06ZNs7GOP8jOzuYkx/zpsfglk4bKdFVVVSExMRGDBg1C\n", "ixYt9PFOnTqhZ8+eSEhIuHeVEmD8Sq2MyO/BVvpv3P25HUBaE5fVTdx+OwDg2rVrVnNbH/KfQ/J7\n", "kF2/SIS9RXnhwgVcv34d3bp1M1n38MMPIysrC5WVlaK6Ux0NzVYuA/J7sLV+H9RM2dOU5T9N3N7H\n", "6i7rQ/5zSH4PsusXibAEd+XKFQBAmzZtTNa1adMG1dXVKCkpEdWd6rCHO1T5PciuH5Ddg/znkPwe\n", "ZNcvkkYNE2CYnJwcmz3+qo1aXuhgGEbFNHZkeF1VTM6dO0eKolBERITJNiEhIeTo6Ei3b982u0/d\n", "6PWOHTtSSEiIwTJgwADas2ePQfuDBw9SSEiIyX7mzJlD//rXv0z2HRISQleuXDGIv/322xQTE2MQ\n", "y8/Pp5CQEMrMzDSIr1+/nl5//XWD2I0bNygkJISOHj1qEN+5cyfNmDHDRNukSZOk95GdnX23eoia\n", "Fl0lkxsEhBBw1KjKyE4CZpipPjKJgD1GsYN392Hcdg4B/zJTvSSEgCsEbK+l5W0CYoza5t9tm2kU\n", "X0/A60axpvqouZaGDBkizXlFZB/XB/tonI+dO3dSSEgIjRgxgjp27EjDhg2jwYMHC61kohCZGa1d\n", "D9HR0Vi2bBny8vIMhglUVVXBzc0NgYGBSEpKMtimV69eUBQFZ86cMbvP9PR0+Pv7Iy0tjadbVzG6\n", "41TzIoNtv+sBvgKwBDUvVtj6nNkBYJpKtKQD4GuJkRPRuUDYd3AODg4YP348jh07ZlCxpKioCFlZ\n", "WZg0aZKorlSJuYKlsmG5BxEvUzR16WrOQSPcqhW5Pfy5rgN1Irt+kdzzd3DmbvyWLl2K/fv3Izw8\n", "HCUlJcjOzkZRUREcHBwA1Nzl6f5tb9hD9QD5PciuH5Ddg/znkPweZNcvEosT3MKFC5GQkIDS0lKz\n", "ZboAoEuXLti1axdGjRqF1q1bw8PDA6NHj8bzzz+PCRMmoLS0FGvWrLGaGVvy3HPP2VpCk5Hfg+z6\n", "Adk9yH8Oye9Bdv0isTjBxcTEICYmpsF22dnZqKqqwpEjRwxm8A4KCsKOHTvsNsExDMMw6kL4dDm6\n", "R5DGg7pv374NJycn0d0xDMMwjFmEJ7gpU6ZAq9UiOjoaZWVlAIADBw4gNTUVy5cvF92dajCeKVdG\n", "5Pcgu35Adg/yn0Pye5Bdv0iEJzgXFxccPnwYDg4OcHd3R6dOnTB9+nRs2rQJM2bMEN2danj33Xdt\n", "LaHJyO9Bdv2A7B7kP4fk9yC7fpEIT3A5OTkICAiAs7MziouLUVRUhK+++gqRkZEIDw8X3Z1q2LVr\n", "l60lNBn5PciuH5Ddg/znkPweZNcvEuEJbvHixbh06RK2bNmCtm3bAgD69++PBQsWYMuWLfjmm29E\n", "d6kKWrdubWsJTUZ+D7LrB2T3IP85JL8H2fWLRHiCy8jIQIcOHdCuXTuDeI8ePQAAP/30U53bBgcH\n", "IzQ01GAZOHCgyfQPKSkpCA0NNdl+7ty52Lp1q0EsPT0doaGhKC4uNohHRUVh1apVBrGCggKEhoYi\n", "KyvLIL5hwwa88cYbBrHy8nKEhoaaPO+Oj483O9By8uTJduGjhm+N/p8CwNQHMBfAVqNY+t22xUbx\n", "KACrjGIFd9tmGcU3ANhpFCu/29b4+4d4mB88PRmm0+vYwscbRjERPoD58+ebxNR8XtnL9cE+LPcR\n", "Hx+P0NBQBAUFwcPDA8OHD0dERITJ/puEkIJftQgMDCRHR0e6fv26QTw2NpYURaG4uDiTbXS1KEXV\n", "H2Osg+44/VH/0ZZL7fqPrMW4FiVfS4yMiM4Fwu/gIiIiUF1djfnz5+POnTsAauaKe++999C1a1eM\n", "Hz9edJeqwPgvJhmR34Ps+gHZPch/DsnvQXb9IhGe4J5++mkcPnwYP/74I9q2bYvWrVvDx8cHZWVl\n", "CAkJsdvnw7ULT8uK/B5k1w/I7kH+c0h+D7LrF4lV5oPLycnB5cuXcfLkSfj6+gIAVqxYgU8++QTr\n", "1q2zRpc2Z968eVbbd3PNwTZo0CCkp6fXuV79c7BZ7xg0H3J7sOZ10FzI7kF2/SIRnuAuXryI1157\n", "Ddu2bdMnN6DmS++AgADR3dk9OTk5+hd0GIZhGMsRnuA+/fRTVFRUYMyYMQbxVq1acZXre+CPOzc1\n", "zcHGMAyjfoQnuGPHjqFDhw5IS0vD8uXLcenSJTg5OWHcuHGIjIyEs7Oz6C5VQVZWFnr27GnFHnRz\n", "sFmTLAD1eVD7I8qG9MuA3B6sfx1YH9k9yK5fJMJfMikoKEBZWRlmz56N2NhY/Pzzz/jwww+xceNG\n", "jBs3TnR3quHNN9+0tQQByO5Bdv2A7B7s4TqQ3YPs+kUiPMHdunULFRUVWLRoER555BEAwMCBA/Hq\n", "q6/i4MGDOHr0qOguVcHGjRttLUEAsnuQXT8guwd7uA5k9yC7fpEIT3Curq4AYDAXXO3/nzx5ss5t\n", "Za5kons111qVAWoeD1q7ckbt14vrqpwBqLeSyauQv5KJO2SuZKK7DtRYOcNSH7Vfs5fRR1JSElcy\n", "0SFkuHgtpkyZQoqi0JkzZwziX375JSmKQu+9957JNlzJpG64eghradzC1xIjL6qvZKL7ns245uTZ\n", "s2cB1BReZhiGYRhrIzzBTZgwAU888QRWrFiB3377DZs3b4aiKFixYgXGjBmDIUOGiO5SFRg/PpAT\n", "2T3Irh+Q3YM9XAeye5Bdv0iEDxNQFAUHDhzA4sWL8dhjj6GwsBAAEBAQgN27d4vuTjWUl5fbWoIA\n", "ZPcgu35Adg/2cB3I7kF2/SKxSqkuV1dX/OMf/0BVVRUuXbqEpKQkDBs2DE5OTtboThUsXbrU1hIE\n", "ILsH2fUDojzYqqza008/rS/35urqiu7du9tER1OQ/VqWXb9IrJLggJp54Xbv3o2vv/4aSUlJ1uqG\n", "YRgDCgAA06ZNs7GOGrKzs6VMcox9YLUE99prr2H58uX6Wb0ZhmkObtz9aevSbpkApjVLkXCGqQur\n", "JLiEhARcv34dL730EvLy8qzRheooLi6Gu7u7rWU0kWLUjMOSFdn1A+I8NEdpN3PIfwxkv5Zl1y8S\n", "4W9RlpeXY8GCBdiwYYPoXauaF1980dYSBCC7B9n1A/J7kF2//Ney7PpFIjzBrVy5EoMHD8bAgQNF\n", "71rVREdH21qCAKJtLaCJRNtagACibS2giUTbWkCTkf1all2/SIQmuNzcXGzatMnsOAwianB7mUt1\n", "9etX8zhI7lJdtR9pyViqKxryl+rqCRGlugDTUl3N40N3Dt0EAPz4448GLdVc4kp3neuuZUCdJa4a\n", "8nH8+HEu1aVDSD2Uu2zZsoU8PT2pT58++sXX15cURSEPDw/q06cPPfvssybbcamuuuFSXaxFTi18\n", "TTONR3QuEPqSyaxZszBr1iyDWH5+Prp27YpXXnkFb7/9tsjuGIZhGKZOhH8HBwAXLlzAwoUL4efn\n", "h5EjR4KIEBcXZ3J7bE+YPlKUEdk9yK4fkN+D7Prlv5Zl1y8SqyS4OXPmIDk5GaWlpSgvL4dGo0FB\n", "QQEGDx6MefPmWaNLm6Or3iA3snuQXT8gvwfZ9ct/LcuuXyRWSXCKomDp0qUoKCjAf//7X1RVVaGs\n", "rAxOTk7IyMiwRpc254MPPrC1BAHI7kF2/YD8HmTXL/+1LLt+kVhloPe+ffvg6Gi465YtW+K+++5D\n", "aWmpNbpkGIZhGAOscgdnnNwAoKSkBMXFxRg+fLg1umQYhmEYA6yS4MyxadMmdOjQAZGRkc3VJcMw\n", "DPMnplkSXHp6OlavXo2EhATcf//9zdFls2NuAKR8yO5Bdv2A/B5k1y//tSy7fpFYbTYBHZmZmQgL\n", "C8P27dsxdOjQetuOHz8BZWXqqD7evr0bTp9Og4uLi0XtX331VSsrag5k9yC7fkB+D7Lrl/9all2/\n", "SKx6B3f69GkEBwfjo48+QnBwcIPt8/NzUVraEqWl7rWWVigtHYXS0v+ptYTcXfc/Rks3lJYOMYpN\n", "vts23Cjuh9JSf6PYi3fbDsH//m+2vsyMJaW6Ro4cCUD2Ul0ja8VlLNW1EfKX6noCcpfq0p1D8pbq\n", "0l3LgDpLXDXk49y5c1yqS4eQeihmOHHiBHl6etKxY8cM4v7+/iZt/yhHBQL2qaDc0SECQLm5udb6\n", "9VgMl+piLXJq4VJdTONRdakuHd999x3Gjh2LmTNnIjc3F7m5ufp1PAiRYRiGaQ6skuAiIiJw/fp1\n", "rF+/Xh9TFMXgp72xd+9ejBs3ztYymsheADJ7kF0/IL8H2fXLfy3Lrl8kVklw3bp1Q0VFBY4ePQo3\n", "Nzfs378fYWFh2Lt3L8aMGWONLq3C2bNnUVJSYlHbJUuWoEuXLsI1ZGZmCt9n3ayC3B9OsusH5Pcg\n", "u35g1apVVk0QOTk5uHbNei/TNeazyNXVFd27d7eaFlsjPMEdOXIEiYmJSEhIgJubGwBg7NixGDFi\n", "BP72t79JkuAuAgBCQkIatZW/v781xDQjHWwtoInIrh+Q34Ps+oEOHaznIScnBz169LDa/nU05rMo\n", "OzvbbpOc8AT32WefAQCefPJJg/jw4cNx8OBBnDp1CgEBAaK7FczNuz+3A/CxcJv5ANZaQctXAJZY\n", "Yb8MwzQ3f9y5NeazpbFY+lmUCWCaVe8mbY3wBHf69Gm0bdtWf/emo1u3bgCAjIwMCRKcDh8YznJd\n", "H20b0bYxNOcjSoZhmofGfLY0Fmt9FsmH8HFwV65cQZs2bUziutiVK1dEd8kwDMMwJli9kknjSQZQ\n", "aGMNR+/+/AqW30EdB7DDClqO34OWpvRVn4fm1NIQ5rRY6xjci5am7KspHmx9jHT6a4YGffXVV838\n", "opR5NBoNqqurLWp7/Phx7NhhnfPojyFT1jw+lp5DNVrUcHx0CNciZDRdLQYOHEjt2rUziScmJpKi\n", "KLR161aTdYWFhdS5c+e7A1R54YUXXnj5sy6dO3emwsJCIflI+B1c3759ceLECfz++++477779PEL\n", "Fy4AAHr37m2yTadOnXDq1CkUFRWJlsMwDMNIRKdOndCpUych+1KIiITs6S5HjhzBsGHDkJCQgIkT\n", "J+rjo0ePxvnz55GTkyOyO4ZhGIYxi/AEBwCTJk3Czz//jO+++w7t27fHgQMHMG7cOOkGejMMwzDy\n", "YpUEV1FRgejoaOzZswfOzs5o0aIFoqKiMHbsWNFdMQzDMIxZrJLgGIZhGMbWNMuM3n8WIiMjodFo\n", "sG3bNltLYSTk4sWLGDlyJDQaviytSWlpKaZOnQqNRoOCggJby2GsiE2vpNTUVLi5uaFv374mS+0p\n", "dnR8//33GDJkCHr16gVvb2/Mnj0bZWVlNlBuyvnz5/H+++9DUZQ6Z0xQo/6ff/4ZERER8Pf3h7+/\n", "P3x9fTFgwADs3Gk8oWgNavOQkZGBuXPnQqvVws/PD76+vpg4cSLOnDljtr3a9OvYsWMHnnjiCRQU\n", "FDQ444baPNy6dQsLFy5Ez5490bt3bzz22GPYt2+fzfTUR0pKCgICAnD27Nl6f8+ZmZkIDg6Gj48P\n", "vL298dxzz6Gw0Nbjc2veRl+4cCH8/Pzw6KOPwsfHB8HBwSYTmQLq9FBQUIC33noL/fv3h7+/P7Ra\n", "Lfr06YMNGzaYtBWiX8hgg3skNTWVZs6caVHbU6dOUcuWLemDDz4gIqLy8nIaOnQoDRw4kKqqqqwp\n", "0yLGjBlD48aNI0VRaNu2bSbr1ao/KiqKOnfuTDk5OfrYxo0bSVEU2rFjh0FbNXrw9vam0aNHU1lZ\n", "GRER3bhxg55++mlq2bIlnTx50qCtGvUTEZWWltKwYcOooKCApk+fToqi1NlWjR4mTJhAvr6+9H//\n", "939ERLRv3z5ydHSk/fv320RPfQQGBtLZs2cpKiqKFEWh/Px8kzb5+fnUvn17WrBgARER3blzh557\n", "7jl65JFH6OrVq80t2YCnnnqK/P39qaioiIiIKisr6ZVXXiGNRkNJSUn6dmr18PHHH5OLiwudOHFC\n", "H0tKSiIHBwd655139DFR+m2e4GbMmGFR28DAQPL19TWInThxghRFoU8//dQa8izmwIEDpNVq6dCh\n", "Q3UmOLXq/+STT+if//ynSbxdu3b0zDPPGMTU6KFnz550+vRpg1hOTg4pikIvvPCCQVyN+o1pKMGp\n", "zUNqaiopikKfffaZQXzUqFHUrVu3ZtfTENXV1URE9Sa4GTNmkJubG1VUVOhjhYWF5ODgQMuWLWs2\n", "reYYNWoU7d271yB28+ZNcnJyoiFDhuhjavWQnJxstv/evXtTv3799P8XpV+KBPfrr7+SRqOhefPm\n", "GcSrqqqoTZs2NGbMGGtJbJCKigrq0aMHHTp0iL799luzCU7N+s1RUVFBzs7ONHv2bH1MrR4qKytN\n", "YuXl5aQoCoWGhupjatVvTH0JTo0e5syZQ4qi6O/edLz77rukKIrJXbRaqCvB3blzh1xdXSkkJMRk\n", "G61WS1qttrkkmsXc+U5EdP/995Ofnx8Rqd+DObp27UqjRo0iIrH6bfodHBEhJycHEydORP/+/fXP\n", "WdPS0gzaZWRkgIj0MxLo0Gg08PT0REZGRnPKNmDt2rXQarUm0wPVRs36jSkuLkZ4eDi6dOmCRYsW\n", "6eNq9eDoaFqM59y5cwBqpmjSoVb9jUGNHiyZPUQmLly4gOvXr5v8jgHg4YcfRlZWFiorK22grAZz\n", "53tJSQmKi4v157vaPdTm2rVreOutt3Dz5k3ExMQAEKvfpgmuRYsWqKysRHR0NP7zn//g1KlTcHFx\n", "wcCBA3Hw4EF9O90MBHXNUmCrGQqKioqwZs0avP/++/W2U6v+2hQWFsLb2xsdO3bE+fPnsXfvXjz4\n", "4IP69TJ40BEbGwtvb2+Eh4frYzLprws1erC32UMa+h1XV1ejpKSkuWXVy6ZNm9ChQwdERkYCkMeD\n", "r68v3NzcsH//fiQmJurLOIrULyzBpaamQqPRWLRkZ2cDAB5//HH8+9//hlarBVAzfXpsbCw6duyI\n", "iIgIUdKspv/NN99EeHg4vLy8mlVrXdyLBx2dO3fGuXPncOPGDQQHB8Pf3x/x8fHS6Ndx4MAB7Nmz\n", "B4mJiWiZMqJ2AAAEzUlEQVTZsmWz6gfEeGAYS0lPT8fq1auRkJCA+++/39ZyGsUvv/yCmzdvYv78\n", "+Rg+fDhWr14tvA9hxZa1Wi127dplUdvOnTvXuc7JyQl9+/bF/v379QWb3d3dAQBXr141aX/16lUh\n", "U8w3Vv/333+PI0eOYPPmzSbryWjsfHPoB8Qcg5YtWyIyMhLffvstwsPDERISAhcXF1UeA2O+++47\n", "zJ49G8nJyfD19TVYJ9MxqIvm8tAY3N3dzU5xotNoC01NoaHfsYODg8njWFuRmZmJsLAwbN++HUOH\n", "DtXHZfLg6OiImTNn4ocffkBkZCSeeeYZofqFJbgOHTpg0qRJjdrm999/h4uLC5ycnAziDg4OAKCf\n", "v6l3795QFEU/I4GO6upq5OXlGRzce6Wx+g8ePAgnJycMGjRIH7t+/ToA4O2338a6deswbNgwvP/+\n", "+82i/148AEB5eTlat25tEu/duzcOHTqEc+fOwd/fX5XHoDbffPMNXn75ZRw4cAB+fn4m69V8DCyl\n", "uTw0hnuZPUTNdOvWDa6uria/Y6DGU8+ePU0+r2zB6dOnERYWho8++sjk+381e7h16xZatGhhUsyg\n", "d+/eqKqqQnp6OsLCwsTpb/r7L/fO0KFDaefOnQaxO3fukJeXF3Xt2tUgrrbXo82he2VapmECnp6e\n", "9MMPP5jEJ0yYQBqNhvLy8vQxtXr48ssv6eGHH6asrCx9rLCw0OAtSiL16q/N9OnTSaPR1LlebR7q\n", "GybwyCOPNLseS5F1mABRzfH29PSkY8eOGcT9/f31/1arh6FDh1J8fLxJ/PXXXydFUSg1NZWI7GSY\n", "QGBgIPXp00c/uV1VVRUtXLiQFEWhhIQEg7anTp2iVq1aUWxsLBHVDOgNDAykxx9/XD+2xdbohgl8\n", "8sknJuvUqt/Ly4tGjBhBV65c0ccSEhLIwcGBJk6caNBWjR4SEhKoRYsWFB0dTXFxcfpl7dq15OXl\n", "ZdBWjfqNsWSgt9o8TJw4kXx9fam4uJiIiPbv36/agd46dAmu9h9wOvLz88nd3V0/yLiyspKmTJlC\n", "3bt3p2vXrjW3VAOOHDlCrq6u9Nprrxmc73FxcQbnjVo9BAYGkp+fn8HvPTU1lVxcXGjAgAH6c1iU\n", "fpsmuO+//57++te/Uq9evcjPz48eeughevLJJ+ngwYN1th88eDBptVrq0aMHhYeH6ytY2JKMjAzy\n", "8vIiDw8P0mg05O7uTl5eXpScnGzQTo36k5OTaerUqeTr60t+fn7k5eVFffr0oVWrVpkdc6M2D25u\n", "bqTRaEhRFJPF+CkAkfr065g6dSp5eXmRi4sLaTQa8vLyIi8vL/rtt99M2qrNw61bt2jhwoXk7e1N\n", "fn5+FBAQQPv27bOZnvpYsGABeXl5Ubt27Uij0dCDDz5IXl5elJaWZtDul19+odGjR1PPnj2pR48e\n", "9Oyzz9KlS5dspPoP+vXrV+f5bnznr0YPus98rVZLfn5+1K1bN/Lx8aG33nrLJHGJ0M+zCTAMwzB2\n", "CZctZxiGYewSTnAMwzCMXcIJjmEYhrFLOMExDMMwdgknOIZhGMYu4QTHMAzD2CWc4BiGYRi7hBMc\n", "wzAMY5dwgmMYhmHsEk5wDMMwjF3CCY5hGIaxSzjBMQzDMHYJJziGYRjGLvl/4Zm8Ch239aAAAAAA\n", "SUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAasAAACTCAYAAAAwTzYZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtYVHUaB/DvEUVUyhuuwppgqCigoqJCeUESvBDjLTXT\n", "VtlWcdfL6q6K6K6M1WNi2968ZHmpLCVK01JKsRQtDQN5FPKKJpKBPlCiKXJRfvsHzixzQeacOYdz\n", "zo/38zzzlD9+M7zvvGfmx5k55z0CY4yBEEII0bBGagdACCGE1IUWK0IIIZpHixUhhBDNo8WKEEKI\n", "5tFiRQghRPNosSKEEKJ5tFgRQgjRPFqsCCGEaB4tVoQQQjSPFitCCCGaJ2mxSk9Px8iRI+Hr6wtf\n", "X188/fTT+PLLL+WOjRBCCAEgYbE6duwYhgwZgqCgIFy+fBmXL1/GpEmTMGrUKBw8eFCJGAkhhDRw\n", "gthGtmFhYcjOzsb169fh6upqHvfz80PTpk2RnZ0te5CEEEIaNtF7Vt999x26dOlisVABQM+ePfH9\n", "99/j8uXLsgVHCCGEABIWK0EQ8ODBA5txFxcXAMD58+edj4oQQgipQfRiNXDgQFy8eBF37twxjzHG\n", "cPr0aQDA7du35YuOEEIIAdBY7B1WrlyJ4cOHY8GCBVi7di2aNGmC119/HQUFBQAANzc3u/crLCxE\n", "YWGhc9ESQgjRPU9PT3h6eoq6j+gDLADg22+/xWuvvYazZ8+iZcuWGDVqFFq3bo3FixcjIyMD/fr1\n", "s5hfWFiIbt26WeyNEUIIaZi8vLyQmZkpasESvWcFAKGhofjss88sxpYsWYLHH38cvXr1splfWFiI\n", "O3fu4IMPPkCPHj2k/EpNi4iI4Pqwfa3md+7cOUybNg0YBqC1xAdJARAlQzA3ARyGprZxrdZNLjzn\n", "x3NuptdtYWGhsovVjz/+iBs3biA4ONg8xhhDSkoKpk+fjiZNmtR63x49eqBv375if6XmhYSEcJmX\n", "iebz6wrAS+J9cwDY/n0lXgGAw9raxjVfNyfxnB/PuUkl+gCLI0eOYMKECbh+/ToA4P79+4iPj4cg\n", "CHjllVdkD1APTEdC8orr/AS1A1AO13UD3/nxnJtUovesAgIC0LFjRzz55JOoqqqCIAhwd3fH3Llz\n", "0aJFCyViJIQQ0sCJ3rNq27Ytzp49i/Hjx+POnTu4d+8ePv/8cyQmJmLJkiVKxEgIIaSBE71YpaSk\n", "4NatW1i0aBEaN67eMevfvz8iIiKwfft22QPUg6qqKrVDUBTX+Yk+FlY/uK4b+M6P59ykEr1YmT5L\n", "raystBivqKh45MEVPBsxYoTaISiK6/y6qB2AcriuG/jOj+fcpBK9WL3wwgsICAiA0WjErVu3AFTv\n", "baWlpTXYAyzmzZundgiK4jq/gWoHoByu6wa+8+M5N6lEL1bu7u44dOgQXFxc4OHhAU9PT0yfPh0b\n", "N27EjBkzFAiREEJIQyd6scrNzUVwcDCaNm2K4uJiFBYW4vPPP0d8fDxiY2OViJEQQkgDJ3qx+tvf\n", "/oaffvoJmzZtQsuWLQEAAwYMQFxcHDZt2vTIs65Hjx4Ng8FgcQsNDcWePXss5qWmpsJgMNjcf86c\n", "OdiyZYvFWFZWFgwGA4qLiy3GExISkJiYaDGWn58Pg8Fg0xl+7dq1WLx4scVYaWkpDAYDvvnmG4vx\n", "pKQkxMTEWIydP38ekydP1n0eAOzmsWXLFs3mAQBIsx3CxwDOWY1dArDDaqwI1V0ssqzGCx7OvWs1\n", "fhiAdQglAPbbhqBUPRzdrs6fP6/p7crZ18f58+e5yAOwrcf58+e5yCMpKQkRERHo0KEDwsPDYTAY\n", "sGDBApvf4QjRvQF79OiBkpISm6a0X3zxBaKiorBmzRosWrTI4mdZWVno168fTp48yeVZ2QaDwab9\n", "FE+0mp9pu8IsSO9gsQPACzIEUwDgbWhqG9dq3eTCc3485yZ1PRC9Z9WhQwcUFxfj7l3LPznz8vLM\n", "P29o1q1bp3YIiuI6v9FqB6AcrusGvvPjOTepRHewEAQB9+/fh7e3Nzp27AhBEFBeXo5Lly6BMdYg\n", "D1/v1KmT2iEoiuv8WqkdgHK4rhv4zo/n3KQSvWfl7e2N+Ph49O/fH2VlZXjw4AEEQUBkZCTatGmD\n", "cePGKREnIYSQBkz0nlVsbCzat2+Pzp07W4xHRkbi97//PVxdXWULjhBCCAEk7FmFhITYLFSXL1/G\n", "oUOHMHv2bNkC0xPro5F4w3V+dg4u5AXXdQPf+fGcm1SiFyt7Nm3ahGeeeQa+vr5yPJzulJaWqh2C\n", "orjOr7LuKXrFdd3Ad3485yaVpCsF11RZWYl3330XGzdulCMeXVq5cqXaISiK6/yGqR2AcriuG/jO\n", "j+fcpHJ6z2r37t1o0qSJ3ZPJCCGEEDk4vWf11ltvYebMmWjUSJZPFAnRtXPnrNtmqOOxxx5D165d\n", "1Q6DEPkwJ1y8eJG5urqygoKCR847efIkA8Dat2/PoqOjLW4hISFs9+7dFvMPHDjAoqOjbR7nT3/6\n", "E9u8ebPNY0dHR7OioiKL8RUrVrDVq1dbjF29epVFR0ezc+fOWYz/97//ZYsWLbIYu3v3LouOjmZf\n", "f/21xfiOHTvYjBkzLMaKiorYpEmTdJ8HY8xuHh999JEm8zBtV+gGBqPVLQAMk63GptmZuxgM/cFg\n", "sBqf9XDuYqvxoWAYbjW2AAxeqI5FQ7f09HRNb1fOvj6Kioq4yIMx23oUFRVxkceOHTvY8OHDWfv2\n", "7dmwYcNYdHQ0Gzx4MAPATp48afO7HkV0u6WaFi9ejCtXrmDnzp2PnEftlvRNq/lpqt1SNoBPAIwH\n", "4CHD4zmjuDqWIUOG4MiRIyoHoxytbpdy4Dk3qeuB5I8BKyoq8N577yEpKUnqQ3DDaDSqHYKiuM4v\n", "TObH84D0hVNms2bNUjsERfG8XfKcm1SSv2hasWIF7t69i7i4OHTr1g0BAQFYvny5nLHpBo97izVx\n", "nZ9GFhYl9OjRQ+0QFMXzdslzblJJWqw2b96MpKQkZGRkIDMzExcvXsTUqVPx8ccfyx0fIYQQIv5j\n", "wGvXrmH+/Pl477334O/vbx5fuHAhgoODZQ2OEEIIASTsWW3btg3l5eWIioqyGG/WrBkiIyNlC0xP\n", "rC9Mxhuu87O+6CJHrC+uxxuet0uec5NK9GL1zTffoF27djh58iQiIyMREBCAoKAgGI1GlJeXKxGj\n", "5mVlcfyOB87zK6x7il5ZX2GWNzxvlzznJpXojwHz8/Nx69YtzJ49G59++im6dOmCb7/9FtHR0Thx\n", "4gS++OILJeLUtPXr16sdgqK4zi+q7il6tXTpUrVDUBTP2yXPuUklerEqKytDeXk5li9fji5dugAA\n", "QkNDMXfuXLz88sv4+uuvMXjwYNkDJdqRm5uLX3/9Ve0wNNMtgtROK9sKQF09dE/UKcSMsaCgICYI\n", "Ajtz5ozF+O7du5kgCOyNN96wuQ/vHSwYq78zwtXO4+LFi6p3ZrC5OdPBwihTB4sOD2OZVWN8FBie\n", "spq77OHjxliNTwBDkEx5zIK5Q4Ca25UWt5WXXnpJ0ddHTXp+ncuVh6odLKZOnYqkpCRkZ2cjMDDQ\n", "PL53716MGTMGa9aswaJFiyzuw3sHi4bE3DVCC50acgEchnMdLORi6mChhVgKALwN1V9vmtpWHnb1\n", "UPs5IfXYwWLs2LFISkrC6dOnLRar77//HgAwYMAAsQ+pezy3RgFqyU8LnRqKZXgMudotadDChQu1\n", "0W5JqW2F49rx/p4iheijAZ977jkMGjQIq1atwo0bNwBUfy69du1aREVFYciQIbIHqXVz585VOwRF\n", "cZ0fx39bTZo0Se0QlMVx7bh+zUkkerESBAEbNmzAxYsX8cQTT8DNzQ09e/ZEVVUVfvzxRxw7dkyJ\n", "ODWN9/PLuM6vi9oBKCc0NFTtEJTFce24fs1JJKmRrbu7OwYNGoTDhw/LHQ8hhBBig66YSAghRPNo\n", "sZIB721tuM6P41O1uP/kg+Pacf2ak0jyYnXjxg1Mnz4dISEh6NatG8aMGYOvvvpKzth0g/drenGd\n", "3/dqB6CcAwcOqB2CsjiuHdevOYkkLVYuLi6oqqrCrFmzkJ6ejpycHAQFBSEyMrJBNmBMTk5WOwRF\n", "cZ3fRLUDUM7q1avVDkFZHNeO69ecRJIOsHjiiScsmmQ2bdoUK1euxP79+7Fo0SK8+OKLcHV1lS1I\n", "NWmlXQy1iiFiqd2OSu3fr2VaeV8B9PPeIvmy9vYMHDgQGRkZOHPmDPr06WPz89GjR9ucNFxUVIS4\n", "uDiMHTvWPJaamop169bZnBQ3Z84c9O3bFy+99JJ5LCsrC0ajEVu3boWHx/9Pk09ISEDz5s0RFxdn\n", "HsvPz8fcuXOxZs0adO/e3Ty+du1a5Ofn4/XXXzePlZaWIjo6GocOHZLwTCjj4sWL6Nq1q+g8nn/+\n", "eSxZsgSDBg0yjyclJSE1NRXvvPOOxe+YPHkypkyZ4lA9kALAE0DNk9ALAKQBGAOgRY3xwwCaABhU\n", "Y6wEwOcAIgC0qzF+AsAtADWP3q0AsBPA0wC8rZ6YNNieHPoxgEAANS+WewnAd3bmypHHcdgSk0cO\n", "gMsAxsKSlDyaVf9z2rRpdoJSSX3Xw952BeDf//43tm3bZv63kq+P2t6vFi9erKn3FaD6veXKlSuy\n", "v+8mJSVh69atyMnJgb+/P9zd3VFSUiIpRtHtlgDg9u3bcHV1hZubm8X4woUL8Z///AcZGRnVbVZq\n", "JKbHdkuaaRejoVYx5udEC22FtNTiSIuxqL3daqkdlkZaUAEael8BVHlvqbd2SwAwf/58+Pn5IT4+\n", "Hm+99Rb++Mc/IiEhAZmZmWjRogUCAgKkPKx21dUuZg9s/yLmSExMjM1fmNzguXbfQ912RHK0w3oU\n", "vdfuUe8res9NAZIOsBAEAW+++SYyMzOxfPlyAEBGRgaOHTuGFStW2Oxxcc9X7QCUxfXZ9DzXrqPa\n", "ASiM59rxnJtEkvas/vrXv6JVq1YYOXIkKisrwRhDdnY2tm/fjilTpsgdo/b1VDsAZXFdU55rx3E7\n", "IgB8147n3CSStGcVGBiImJgYuLq64ujRoxAEAX/4wx/4flMjhBCiGsknBc+fPx+vvPIKWrZsKWc8\n", "hBBCiA1Ji1VycjLu3LljcShjg3ZV7QCU9c0336gdgnJ4rt11tQNQGM+14zk3iUQvVqWlpYiLi8Pa\n", "tWuViEefOL8qypo1a9QOQTk81+6U2gEojOfa8ZybRKIXq9deew2DBw/m/1o5YjyndgDK+vDDD9UO\n", "QTk812642gEojOfa8ZybRKKOBrxy5Qo2btyI06dP2/xMwrnF/OCjs1StmjdvrnYIyuG5drL2p9Eg\n", "nmvHc24Sidqz+uqrr9CiRQtERUWhT58+6NOnD6KiogAAGzduRJ8+fR55RODo0aNhMBgsbqGhoTbt\n", "8FNTU2EwGGzuP2fOHJtGuVlZWTAYDCgutjwDMSEhAYmJiRZj+fn5MBgMFn0Ngeo2RYsXL7YYKy0t\n", "xcKFC22TyEH1CXvWPobtJQsuAdhhZ24KgCyrsYKHc+9ajR+Gzcc5YvMwGAw23zslJSUhJibGJrTJ\n", "kyc7XA/ReVh/9VXycG6R1fgJAKlWYxUP59r7LD/NzpiS9bCXR23tlhzNQ43tSol6aDkPVLdbqknJ\n", "10dt71d231c0UA8l3neTkpIQERGBDh06IDw8HAaDAQsWLLATUN0ktVuq6erVq+jcuTOMRiNWrFhh\n", "d47u2y2p3S5Gi61i1H5OAG22OKJYtBcHQK+h2qjwvEhdD5y++KJprWvQHwNa/5XDGeu9Na7wXLt0\n", "tQNQGM+14zk3iUQvVvn5+Vi2bBn69u2Lpk2bomvXrmCMITExEZ07d26Q17MC56eaderUSe0QlMNz\n", "7dzVDkBhPNeO59wkEr1YHTp0CGvXrsWbb76J8vJyVFZW4tNPP0VFRQVmzpzZMM+9Gqh2AMqaN2+e\n", "2iEoh+faBaodgMJ4rh3PuUkkerHy9PTEkiVLMHDg/59Ng8GAwMBA7Nq1S9bgCCGEEEDCwa0jRozA\n", "iBEjbMZv374NPz8/WYIihBBCanL6AItff/0Vy5Ytw71797B69Wo5YtIfO4fI8sT6EHmu8Fw7aRdk\n", "1Q+ea8dzbhI5tVj5+/ujTZs22LdvH3bt2oXevXvLFZe+HFQ7AGUtWbJE7RCUw3PteD8akOfa8Zyb\n", "RE6d43727Fncv38f77//PsLDw/Hqq69i0aJFTgV06dIlXLt2zanHkEt+fr5jE0crG4fJuXPWZ1XW\n", "j9jYWGRlZakag2LqqXaqGKR2AArjuXY85yaR0w1ZGjdujJiYGHz77beIj4/H+PHj8eSTT9qdO3r0\n", "aAwYMMBirKioCHFxcRg7tvoazgNCBuDmzzedDUs5OQAuw/KS061QfUZ4IIAeNcYvAfgOtpcWTwHg\n", "CaDm+XAFqO7EMAZAixrjhwE8fDqmTZvmZPAyE5tHE1i+gZYA+BxABIB2NcZPALgFoOYFiisA7ATw\n", "NABvqzjSYPscO1qPVjLlUVsHC0fzsLddickDNfIwvardJeThbD3kzKOuerQSmQeqO1hs27bN/O/S\n", "0lI8//zzWLJkCQYN+v+DJCUlITU1Fe+8847F/SdPnowpU6aY36+A6s4P69atw2effWYxd86cOejb\n", "t6/FEdKP7GBRM49Wj8hDznrUOERebB5GoxFbt26Fh4eHeTwhIQHNmzdHXFwcgOrncevWrcjJyYG/\n", "vz/c3d1RUiLt82nRHSzKysrg6uqKRo0sP0Fcv3495s2bh48//hgTJkyw+JmYM5abNW+GsuAyIEhM\n", "VAq4BcC0Tat9prmpE8B4AB51zFVaLqpfWGo/J4C2OiRQLNqNA6AOFrXRUQcL0XtWI0eOxOzZs/H8\n", "889bjOfl5QGAxSorWQsAbZ1/GKcIKv9+ezyg/sZdXPcUQgiRm+gDLARBwGuvvYarV//fMfHIkSPY\n", "uHEjBg4ciCFDhsgaoC5wfG1CAHznx3NuvF/Piufa8ZybRKIXq1WrVqFHjx4IDg5Gs2bN0LRpU0RG\n", "RqJ9+/ZYuXIlBEGLuyQKq1Q7AIXxnB/Pud1XOwCF8Vw7nnOTSPRiFRoaipKSEnh7e+PKlSsoLy/H\n", "3bt3ERkZiVGjRtl8OdcgDFM7AIXxnB/PuQWrHYDCeK4dz7lJJOk8K0EQ8Pe//x0dOnQAUH1E4D//\n", "+U+4uLjgjTfekDVAQgghRNKh63v37kXjxpZ3dXNzQ+vWrSUflkgIIYTURtKelfVCBQC//PILiouL\n", "ER4e7nRQumN99VLe8Jwfz7mVqR2AwniuHc+5SeR0b0CTjRs3ol27doiPj5frIfXjU7UDUBjP+fGc\n", "W5raASiM59rxnJtETnewAKpP8vrHP/6B3bt34ze/+Y0cD6kvYWoHoLAwtQNQUJjaASiI9wMswsTf\n", "RQvtwhyKIUzxMHTH6cXq3LlzGDduHD744AMMHTr0kXMdabcEoPrE0x1wvk2RM+1kajt01F77Ei8o\n", "227J+kTc+m6LUwr166FUuyUvmfLQYrslDwl56KndkpeIPG5V/0dzLctMrPPwArVbsiK63VJNp06d\n", "wrhx47B582Y888wztc4T3W5paBkQIjUqmfwC4L8P/1/ttihaaltDsVAseoujZizUsswSz+2WTE6c\n", "OIGJEyeie/fuiIiIQF5eHjp16oTg4GBkZmZKfVhCCFEOtSzTLUkHWBw9ehTh4eG4ffu2+cJ8n3zy\n", "CT744APzpSQaFN5T5jk/nnPj+JqZAPiuHc+5SSRpz2rhwoUoLS2FIAi4dav6w+C//OUvANAw2y0V\n", "qh2AwnjOj+fceP8Lnufa8ZybRJL2rE6ePImqqipUVVUhISEBgiAgLy8PVVVVePDggdwxal+U2gEo\n", "jOf8eM6N94sv8lw7nnOTSPJ5Vg1yD4oQQogqZDspmBBCCFEKLVaEEEI0jxYrOexQOwCF8Zwfz7nt\n", "VzsAhfFcO55zk4gWKzkMqHuKrvGcH8+5BaodgMJ4rh3PuUlUr4vV6NGjYTAYLG6hoaHYs2eP5URT\n", "uyVrKbA9/6Dg4VzrLsWHYXtp6JKHc4usxk8ASLUae1S7Jatw0QXV7UusW35dgjx5XLAaE5NHxcO5\n", "V63G7eUB2M8DUL8eteUB2G/Y6mg9ukCePGprt6REPRzdrjqi/uuhRB6A/Ty6QFweAJBu9W818rC3\n", "rVjn0QX1Xo/U1FQYDAabqXPmzMGWLVssxrKysmAwGFBcbHl+REJCAhITE83/TkpKQkREBDp06IDw\n", "8HAYDAYsWLDATkB1c6rdEgAYjUa8/PLL5g4W9lC7JSdpsW0NxUKx6CUOiqV2Omq3JNuelZNrHiGE\n", "EFIrSYtVWVkZQkJC4OrqildffRWMMQQHB6Nz584Ns92S+lcdUBbP+fGcW57aASiM59rxnJtEkhar\n", "F198Eb/++iuuX7+O+/fvY+/evSgpKcG6devqbVdSU46pHYDCeM6P59xOqR2AwniuHc+5SSR6sTpy\n", "5Ah27doFo9GINm3aAACeffZZDB8+HH/+859lD1AXmqsdgMJ4zo/n3NzUDkBhPNeO59wkEr1YffTR\n", "RwBgc/2q8PBw/PDDD3R5EEIIIbITvVidOnUKLVu2NO9Vmfj6+gIAsrOz5YmMEEIIeUj0YlVUVITH\n", "H3/cZtw0VlRk7+QGQgghRDrJVwqW4ty5ug9xqaqqAvJRz5HZUfPkw1w8+tpA+ag+d0Ip+Q7GoeTv\n", "z67x/2rGUpMcschVOy0+Lzeg7HbpaBxKPSdiaqfF+jwqFqXfU0xuVv/HkfdmuUj+XUyk0NBQ1qpV\n", "K5vxXbt2MUEQ2JYtW2x+VlBQwLy8vBgAutGNbnSjWwO/eXl5sYKCAlFrj+j9lz59+iA9PR03b95E\n", "69atzeM//PADAKB379429/H09ERmZiYKC+nyl4QQ0tB5enrC09NT1H1Et1s6cuQIhg0bhuTkZEyc\n", "ONE8PmrUKFy6dAm5ubmiAiCEEELqIqk34KRJk3DmzBkcPXoUbdu2RUpKCsaOHYs9e/YgKoqux0wI\n", "IURekhar8vJyGI1G7N69G02bNoWrqysSEhLw7LPPKhEjIYSQBs7pruuEEEKI0ujii4Rw6Nq1a4iM\n", "jESjRny+xHnPj9hS9GymM2fOYNOmTfj6668BAPfu3cPjjz+O+fPn44UXXrCYO2PGDBw7dgzu7u4W\n", "44GBgXj//feVDFMSMbkBwPHjx7F06VL88ssvqKysxLBhw5CYmIiWLVvWd+gOyc7OxltvvYW0tDS4\n", "uLjg/v37CAgIwIoVK9CzZ0+LuXqrnZjcAP3Vbvv27Vi+fDnc3NwgCEKt8/RWNxNH8wP0VztraWlp\n", "GD9+PLy9vW1+9sknn6Bz584qRCVeWVkZjEYj9uzZY/7qaMWKFYiOjnb8QcSeZyVGQkIC8/LyYrm5\n", "ueaxdevWMUEQ2Pbt2y3mzpgxgx05ckTJcGQlJrfMzEzm5ubG1q9fzxhjrLS0lA0dOpSFhoayBw8e\n", "1GvcjvLz82OjRo1it27dYowxdvfuXTZmzBjm5ubGMjIyLObqrXZictNb7UpKStiwYcNYfn4+mz59\n", "OhMEoda5eqsbY+Ly01vt7ElLS2MxMTFqh+G05557jvn7+7Off/6ZMcbY3r17WePGjdm+ffscfgxF\n", "F6t3332Xvf322zbjrVq1YhMmTLAYmzFjBktLS1MyHFmJyS0sLIz5+/tbjKWnpzNBENi2bdsUjVOq\n", "7t27s1OnTlmM5ebmMkEQ2O9+9zuLcb3VTkxueqydiSOLlZ7qZq2u/PRcO5O0tDQ2Y8YMtcNwSlpa\n", "GhMEgX300UcW4yNHjmS+vr4OP46iH/hOnz4dM2fOtBirqKjAvXv30K5dOyV/teIcze3GjRs4evSo\n", "TZf6/v3747HHHkNycnK9xCtWTk6OzQnev/3tbwEAJSUlaoQkG0dz02vtCNVOS+S6Uke9fjtZXFyM\n", "2NhYdOrUCcuXL7f5+fbt2xEWFoaePXuiX79+WL58OW7fvl2fIUpWW27Z2dlgjJm70ps0atQI3t7e\n", "mu1S37ix7deZFy5cAFC9kVnTU+0czU2vtRNDT3UTg5faMcaQm5uLiRMnYsCAAfDz88OUKVNw8uRJ\n", "tUNzmFxX6qiXxaqgoAB+fn5o3749Ll26hD179qBjx44Wcx577DE0b94c+/btQ05ODt555x3s3LkT\n", "Tz31FO7cuVMfYUpSV26mLvS1darXU5f6DRs2wM/PD7GxsRbjeq1dTfZy46l29vBQt9rwUjtXV1dU\n", "VlbCaDTiu+++Q2ZmJtzd3REaGooDBw6oHZ5DZLtSh6OfFx4+fJgJguDQ7cKFC3Yf4969e2zVqlXM\n", "zc2N7dixo87fmZKSwgRBYKtXr3Y0TEmUzG379u1MEAS2detWm/s8/fTTzM3NTbG8TOTIb9++fczD\n", "w4OdOXPGod+pp9rVlpvatXM2t7q+07GnvurGmLL5qV07e+TYVhljrKKignXs2JF17969HqOXrmvX\n", "rqxTp0424wcPHhS1rTl86HpAQAA+/PBDh+Z6eXnZHXdzc0N8fDwOHz6M2NhYREdH2xw2W1NISAiA\n", "6sNPlaRkbh4eHgBg96OV27dv18t3d87md/ToUcyePRv79++Hv7+/Q4+jl9o9Kje1ayfHdilWfdUN\n", "UDY/tWtnj1z5NmnSBH369MG+fftsGoprkYeHh93Lgphq42gtHF6s2rVrh0mTJjk6HQBQWlqK5s2b\n", "24z37t0bX375JS5cuIB+/fqhqqoKP//8s03QLi4uAB5e40pBSubWu3dvCIJg7kpvUlVVhby8PAwd\n", "OtSp2B0hJT+TgwcPYtasWUhJSUGvXr1sfq7H2pnUlZvatXMmt7qoXTdA2fzUrp09UvK9efMm3N3d\n", "0aRJE4vx+qyTs6RcqcMeRb+z8vf3R3p6us14Xl4eBEEw//WTn58Pb29vmyfedJRI//79lQxTEkdz\n", "a9++PYYMGYIvv/zSYl5GRgbu3Lmj2ItVDnv37jXvdZjezAsLCzFmzBjzHD3WDnAsNz3XzqS2k2b1\n", "WjdrteXHQ+0AYNy4cdi5c6fF2IMHD3Dq1Cn4+Pigbdu2KkXmONNzbV2Lr776Cr6+vujXr59jDyT3\n", "55M1+fjuCTCLAAAB80lEQVT4sOHDh7OioiLzWHJyMnNxcWETJ040j125coUJgsCWLVtmPlnvp59+\n", "YkFBQczb29t8IpmWOJobY9UnJzZr1oxt2LCBMVZ9EmpYWBh76qmnWFVVVb3G7ajk5GTm6urKjEYj\n", "e//99823f/3rX8zHx8c8T4+1czQ3xvRZO5NHfaejx7pZc+SkYL3WziQsLIwFBQWZL1T44MEDtnTp\n", "UiYIAktOTlY5OsdNnDiR+fv7s+LiYsZY9ffEmjopeP/+/Wzq1KnM39+f9erVi/n4+LCgoCCWmJjI\n", "KisrzfMqKirY5s2b2YgRI1hAQADz9/dnPj4+bObMmaywsFDJECVzNDeT48ePs8GDB7OAgADWrVs3\n", "Fhsba+6goEVt2rRhjRo1svvlb+fOnc3z9Fg7R3Mz0Vvtpk6dynx8fJi7uztr1KgR8/HxYT4+PuzG\n", "jRvmOXqsm4kj+ZnorXbWjh8/zmbOnMkCAwNZr1692BNPPMGeeeYZduDAAbVDE6WsrIwtXbqU+fn5\n", "sV69erHg4GC2d+9eUY9BXdcJIYRoHrUsJoQQonm0WBFCCNE8WqwIIYRoHi1WhBBCNI8WK0IIIZpH\n", "ixUhhBDNo8WKEEKI5tFiRQghRPNosSKEEKJ5tFgRQgjRPFqsCCGEaB4tVoQQQjSPFitCCCGa9z9c\n", "LdE0OiMtawAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "030\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtUVOX+P/D3BhE1EC94BEvBzCuGINgB0UILPV6G1OUl\n", "U4/Y/Wh1cB0LzQuoK8PKpQcU7afW6SggHVFb0kUyjgZ17AhkqMHBllxSSSFCQlIUnt8fwnydCzB7\n", "2MOeGd6vtfayntmzn8/zmWfmw1z2syUhhAAREZGdcVA7ACIiIktggSMiIrvEAkdERHaJBY6IiOwS\n", "CxwREdklFjgiIrJLLHBERGSXWOCIiMguscAREZFdklXgqqqqsGDBAjg4OKC0tNRSMREREbWZyQUu\n", "PT0dgYGBOHfuHCRJana/3bt3IyAgAL6+vvDx8UFYWBhOnjypSLBERESmMrnAvfXWW/j4448xc+ZM\n", "NLd8ZVxcHF566SWsX78eeXl5OHfuHPz9/TF58mTk5OQoFjQREVFrTC5wGRkZ8PHxaXGfxMREPPzw\n", "w5g+fToAQJIkrFq1CnV1dTh48GDbIiUiIpLB5ALX0seSTTp16oTbt2/rtNXV1WlvIyIiai+K/opy\n", "zZo1KCoqwu7duyGEwM2bN7Fq1SoMGDAAS5cuVbIrIiKiFila4KZMmYJDhw7hzTffhLu7O3r37o3C\n", "wkKkp6fD09NTya6IiIhapOjnhgkJCVi+fDnef/99PP3006ivr8e7776LMWPG4KOPPsLkyZObvW9Z\n", "WRnKysqUDIeIiGyMp6encm+IhEzR0dFCkiRRUlKi015ZWSmcnZ3FzJkzDe7j5+cn7r///maPeeXK\n", "FeHi4iIAcOPGjRu3Drz169dPXLlyRW5pMkqxd3CFhYWoq6vD0KFDDW4bMmQIvv/+e1RUVMDd3d3g\n", "9rKyMtTU1GD//v0YPny4UiHZvbCwMHzxxRdqh9Hu8vPzsXDhQgAbAQw04whLASQoFE0RgLV2P3c7\n", "6lxrK+ZNnqbndllZmSLv4hQrcH379gUAFBcXG9xWXFyMrl27ws3NrcVjDB8+HKNHj1YqJLsXFBTU\n", "wfM1FYA5408CsEChGHIBrLX7ucu5Zh7mTV2yl+pKTU2FEAKXLl3Suc3b2xszZ85Eamqqzl8sH3zw\n", "AU6fPo1ly5bByclJmagJAODo6Kh2CDaKeZOLc808zJu6TH4HN2/ePBw6dEi7isns2bPh7OyM1NRU\n", "7V8oSUlJ2LZtG/785z+jqqoKANDQ0IAhQ4YgLCzMAuETEREZZ/I7uGvXruHMmTNYs2YNJEnCqVOn\n", "UFRUpPP228HBAZ9//jnCwsJQWVmJ33//HRUVFXBxccHp06ctMgAiIiJjTH4Hl5GRAUmS8K9//avZ\n", "feLj43H27Fl89tln6NKlCwDA1dUV+/btg4MDr8yjtIaGBrVDsFHMm1yca+Zh3tRlcoEzZamuXbt2\n", "4YknntAWtyb2/OsyNbV0XiG1hHmTi3PNPMybuhR7W3Xt2jX8+OOPeOCBB7B582Y88sgjGDp0KMLC\n", "wvDZZ58p1Q3d45VXXlE7BBvFvMnFuWYe5k1dihW4pgugvvfeeyguLkZmZibOnTuHkJAQTJ8+HQcO\n", "HFCqKyIiolYpVuBu3rwJ4O5VA7Zu3QpnZ2c4OTkhOjoaXl5eWL16tVJdERERtUqxAufq6goAGDx4\n", "sM53cJIkwdfXF0VFRaisrGzxGFOnTkV4eLjOFhwcjCNHjujsl56ejvDwcIP7L1u2DHv37tVpy83N\n", "RXh4OCoqKnTao6OjsXnzZp220tJShIeHo6CgQKc9Pj4er732mk5bbW0twsPDkZWVpdOenJyMJUuW\n", "GMQ2b948xcdRUFBgF+MA5D0exj8NqAUQDiBLrz0ZgP44CgDMA3BErz298RgGIwGwV68tt3HfX80e\n", "hy09HgUFBXYxDqB9H4+CggK7GAeg/OORnJyM8PBwhIWFwcPDAxMnTkRkZKTB8dtE7tpeza1FeePG\n", "DeHk5CQCAgIM7jNr1iwhSZIoLy83esycnBwBQOTk5MgNp0PTaDRqh6CKpvkC5AhAmLFpzLyfsa1j\n", "zN2OOtfainmTR+laYPZKJpcvX9a5rVu3bggLC8OFCxfw+++/QwiBsWPHwsHBAWfOnMHAgQONrkNJ\n", "5tu+fbvaIdgo5k0uzjXzMG/qMrnApaenIzAwENeuXQMA7Yom99q0aRPq6+uxdu1a7Nu3D6dOnQJw\n", "dy3K2NhYhUKmJgMGDFA7BBvFvMnFuWYe5k1dJhe45557Djdv3kR1dTWAu0t1DRw4ELm5udp9Ro0a\n", "hRMnTiA3NxfPPPMMunbtCiEEPvjgA8yZM0f56ImIiJphcoErKSnBpUuXEBUV1exSXQAQGBiIwMBA\n", "PPvss3j99dchSRJCQ0OVjpuIiKhFJhc4U1YyAe5eF+7DDz/Epk2bjH6MScrR/1UVmYp5k4tzzTzM\n", "m7oUXyAyMjISq1evRu/evZU+NOmpra1VOwQbxbzJxblmHuZNXYoWuKNHj6K0tBQvv/yykoelZqxf\n", "v17tEGwU8yYX55p5mDd1KXZF71u3buFvf/sbdu7cySsHEBGR6hSrRFu2bIGPjw8ef/xxg9v4XRwR\n", "EbU3xQrcv//9bxQUFMDf31+7vffeewDuLsHl7++P5OTkFo/BpbrkjaOiosIuxgG091JdFeBSXY2j\n", "MPHxqKiosItxAO37eFRUVNjFOIAOvlSXMTExMSbty6W6zNNRlwHiUl3tr6POtbZi3uRRdaku4O5V\n", "A4QQ8PLy0l4ip4XiqfMvKSsmJkbtEGxUjNoB2BzONfMwb+oyucCtXLkSHh4eeOedd7RtISEhOiuZ\n", "AMDnn3+OgIAAdO7cGRs3boQQAiNHjoSXlxeuX7+uXORkcJI9mYp5k4tzzTzMm7pMLnCxsbEYPnw4\n", "8vLyEB0dDUmS8PXXX+s8gD///DOmTp2KadOm4datW6ivr0dxcTE8PDzg6OjIX1cSEVG7kVVxMjIy\n", "4OPj0+I+vXr1woYNG7Qrn3h5eSEqKgrFxcU4ePCg+ZESERHJIKvAtbZcl4eHB37++WeD9vvvvx/A\n", "3cvtkHL0f7lEpmLe5OJcMw/zpi7FPzPs1Mnw3PH//e9/AIAJEyYo3V2Hpv/9J5mKeZOLc808zJu6\n", "LP6l2O3bt7F7924sWrQIfn5+lu6uQ9mxY4faIdgo5k0uzjXzMG/qsniBW716Nbp164aEhARLd0VE\n", "RKRl0QL37rvv4vjx40hPT8d9993X6v5cyYTjMGUcbV/JBOBKJo2j4LziOLiSiS5TVjN58803RVBQ\n", "kKiqqmr1eFzJhORo+0omSm6cu0RKUX0lE1OsXr0a6enpOH78ONzc3AAAaWlp2LBhgyW667CM/TVF\n", "pmDe5OJcMw/zpi5Zl8upqqrCsmXLkJSUBEmSjC7BFRkZiX379iE2NhaHDx/WtmdmZqKurq7tEZMW\n", "r7tnLuZNLs418zBv6jK5wKWnp2PevHm4ceMGgLvnxI0bNw6dOnVCamoqRo8ejby8PMTFxUEIgRde\n", "eEF7X0mSIEkSFi9erPwIOrBJkyapHYKNYt7k4lwzD/OmLpM/onzrrbeQlZWFN954A5IkoaioCD/9\n", "9BOKioq0y3X16NEDvXr1QlRUFIQQuHPnDubPn49BgwahqqoK77//vsUGQkREdC+TC5wpy3RFR0dD\n", "CKH9rs3R0RFbtmxBUVERtm3b1rZIiYiIZDC5wLW2TFd9fT1SU1MREhKCzp07a9s9PT0xbNgwpKSk\n", "mB8lGaX/M14yFfMmF+eaeZg3dSn2K8qLFy+ipqYGgwYNMrjtwQcfREFBAW7fvq1UdwS0eoV0ag7z\n", "JhfnmnmYN3UpVuDKy8sBAN27dze4rXv37mhoaEBlZaVS3RHAd8VmY97k4lwzD/OmLl6gjYiI7JJi\n", "Bc7d3R0AUF1dbXBbdXU1HB0d0atXrxaPwaW6OA5TxsGluu4ZhRU8HhwHx2E3S3U1t0zXnTt3RPfu\n", "3UV4eLjBfXx8fMTIkSObPSaX6iI5uFQXkX2y2qW6HB0dMWvWLGRlZemsWFJWVoaCggLMnTtXqa6o\n", "kbG/vMgUzJtcnGvmYd7UJWuprnsJI8t0rV+/HmlpaXjxxRdRWVmJwsJClJWVwdHREcDdUwma/pva\n", "jqskmIt5k4tzzTzMm7pMLnArV65ESkoKqqqqjC7TBQADBgzAgQMH8Kc//QndunWDh4cHpkyZgkWL\n", "FmH27NmoqqrCli1bLDaYjmb+/Plqh2CjlM9bfn6+4sc0h6urKwYPHqz4cTnXzMO8qcvkAhcbG4vY\n", "2NhW9yssLER9fT1OnjypcwXvsLAwJCYmssCRnSkFACxcuFDlOP5PYWGhRYocka0x+yPK5jR9BKl/\n", "UnddXR2cnJyU7o5IZTca/90PYLiagQDIB7AQv/32m8pxEFkHxQvc008/jfj4eMTExCApKQlubm74\n", "5JNPcOLECezcuVPp7jq0rKwsjBs3Tu0wbFAWAKXzNhzAaIWPaT0418zDvKlL8RO9XVxckJGRAUdH\n", "R7i7u8PT0xOLFy/Grl27EBERoXR3Hdrbb7+tdgg2inmTi3PNPMybuhQvcBcuXEBgYCCcnZ1RUVGB\n", "srIyfPrpp1i1ahVefPFFpbvr0Iyf8EytY97k4lwzD/OmLsUL3Jo1a3D58mXs3r0bbm5uAIBHHnkE\n", "UVFR2L17N7744gulu+ywunXrpnYINop5k4tzzTzMm7oUL3B5eXno06cPevToodM+ZMgQAMD333/f\n", "7H25VBfHYco4rGupLv0fdEQD2KzXVtq4b4FeezyA1/Ta2j6O//znP5xXHIfVj8Mql+pqTWhoqOjU\n", "qZOoqanRaU9ISBCSJIl9+/YZ3IdLdZEc1rVU134rioXPI7JtVrtUV5PIyEg0NDRg+fLluHPnDoC7\n", "14p75513MHDgQMyaNUvpLjss/b/SyFTMm1yca+Zh3tSleIF78sknkZGRge+++w5ubm7o1q0bhg8f\n", "juvXr0Oj0fAzaQUNGDBA7RBsFPMmF+eaeZg3dSl+Hhxw95eU165dw+nTpzFixAgAwKZNm/CPf/wD\n", "27Zts0SXHdIrr7yidgg2yr7zZollw0JCQpCbmyvrPpZaNsyW8DmqLsUL3KVLl/Dqq6/iww8/1BY3\n", "AFi+fDkCAwOV7o6ItLhsGNG9FC9w//znP3Hr1i1MmzZNp71r165cWZvIorhsGNG9FC9wWVlZ6NOn\n", "D3JycrBx40ZcvnwZTk5OmDFjBlatWgVnZ2elu+ywCgoKMGzYMLXDsEEFAOw5b5ZYNszec2YZfI6q\n", "S/EfmZSWluL69et46aWXkJCQgPPnz2Pnzp3Yvn07ZsyYoXR3Hdrrr7+udgg2inmTjzkzB5+j6lL8\n", "HdzNmzdx69YtrF69Gg899BAAIDg4GC+//DI2bNiAzMxMjB8/XuluO6Tt27e3a38XLlywio+c2v4j\n", "ivbNm30wL2f2fp281rT3c5T0KHI23T38/PyEJEni/PnzOu2HDx8WkiSJLVu2GNyn6eS+vn37Co1G\n", "o7MFBQWJw4cP6+x/7NgxodFoDI6zdOlSsWfPHoNjazQaUV5ertO+bt06ERsbq9NWUlIiNBqNyM/P\n", "12mPi4sTK1as0Gm7ceOG0Gg0IjMzU6c9KSlJREREGMQ2d+5cmx5HYWFh4wnN1rTde3L1DQFoBJCp\n", "d/JzkgAijJwUPVcAh/XajjUeQ3/fpQLYY+Skao0AdurFsk4AsXr7ljTum6/XHieAFXptbRlH00nn\n", "280YR7lee1vHcaAdHn95W2FhocWeH01s/XnenuNISkoSGo1GPPHEE6Jv375iwoQJYvz48QJQ7kRv\n", "SQghzCuNxi1YsADJycnIy8vDyJEjte1Hjx7Fk08+ibfffhsrVqzQuU9ubi4CAgKQk5OjvTo4WZem\n", "x8g6fsDwKYC1AHKg/iVqEgEsZCzNxmIN8+XuD174+mL9lK4Fin9EOWPGDCQnJ+P777/XKXDnzp0D\n", "cHfhZbJl1nDdM+v42ItMYQ3zhToqxX9kMnv2bIwbNw6bNm3C1atX8d5770GSJGzatAnTpk3Do48+\n", "qnSXHZb+4qtkKuZNPubMHHyOqkvxd3CSJOGTTz7BmjVrMGbMGFy5cgUAEBgYiEOHDindXYdWW1ur\n", "dgg2inmTjzkzB5+j6rLIUl2urq74+9//jvr6ely+fBkff/wxJkyYACcnJ0t012GtX79e7RBsFPMm\n", "H3NmDj5H1aX4R5RN8vLycOjQIcTExFiqCyIiomZZrMC9+uqr2Lhxo/aq3kRERO3JIgUuJSUFNTU1\n", "ePbZZy1xeGqkf7VcMhXzJh9zZg4+R9WleIGrra1FVFQU4uPjlT406XnmmWfUDsFGMW/yMWfm4HNU\n", "XYoXuLfeegvjx49HcHCw0ocmPfx+01wxagdgg2LUDsAm8TmqLkULXFFREXbt2mX03A9TFkyZOnUq\n", "wsPDdbbg4GAcOXJEZ7/09HSEh4cb3H/ZsmXYu3evTltubi7Cw8MNPiqIjo42iLO0tBTh4eEoKCjQ\n", "aY+Pjze49HxtbS3Cw8ORlZWl056cnIwlS5YYxDZv3jzFxzF69Oh2HwewEsARvbZ0AIbjAJYB2KvX\n", "ltu4r/5HN9EwPNeqtHHfAr32dCN91Tbum6XXngxAfxyjAcyDMuPQX5tTzjjiAbym1yZnHIDxcfwH\n", "yj8eoyFvHLca//1Or13OOJSaV//QaWnP5/no0aP5etXMOJKTkxEeHo6wsDB4eHhg4sSJiIyMNDh+\n", "myiy4Fej3bt3Cy8vL+Hn56fdRowYISRJEh4eHsLPz0889dRTBvdrWotSqfXHSHlNj5Hu+o9qbU1r\n", "LjIWxmLKxtcXW6F0LVD0PLjnnnsOzz33nE5bSUkJBg4ciL/85S9Yt26dkt0RERE1yyK/orx48SJW\n", "rlwJX19fTJo0CUII7Nu3z+DtMbWN/scCZCrmTT7mzBx8jqrLIgVu6dKl+Pzzz1FVVYXa2lo4ODig\n", "tLQU48ePxyuvvGKJLjuk3NxctUOwUcybfMyZOfgcVZdFCpwkSVi/fj1KS0vx008/ob6+HtevX4eT\n", "kxPy8vIs0WWHtGPHDrVDsFHMm3zMmTn4HFWXRdaiPHr0KDp10j10ly5d0LNnT1RVVVmiSyIiIh0W\n", "eQenX9wAoLKyEhUVFZg4caIluiQiItJhsbUo9e3atQt9+vTBqlWr2qtLIiLqwNqlwOXm5uLdd99F\n", "SkoK/vCHP7RHlx2CsZMuyRTMm3zMmTn4HFWXRb6Du1d+fj5mzpyJ/fv347HHHrN0d212/PhxPPXU\n", "QtTX16sdCgAgKCgIn3121OhtL7/8cjtHYy+YN/lsP2f5+fnt3ufkyZMNfkn5yy+/oHfv3u0eizHW\n", "FIurq6vyB1XkdPFmfPfdd8Lb21scP368xf2azl7v27ev0Gg0OltQUJA4fPiwzv7Hjh0TGo3G4DhL\n", "ly4Ve/bsMTi2RqMR5eXlOu3r1q0TsbGxOm0lJSVi5MiRAnAUwKZ7tukCGK/XFiOAYQJ4Qa99ngBG\n", "67VtEsDDAlio17ak8Rj6+/5RALMEECZ69uxj1jg0Go3Iz8/XaY+LixMrVqzQabtx44bQaDQiMzNT\n", "pz0pKUlEREQYPEZAmAAO660UcUwAGiMrSCwVwB4jq0poBFCu175OALF6bSWN++brtf/ZyCoZNxr3\n", "zdTbN0kAEUZim6vQOHbqxSJnHHECWKHX1pZxNK0esr2dHw9j49jbGIt+f5Z+PIyNY1FjLNysfRsz\n", "ZowAlFvJRBJCCIOqp4Bvv/0W8+bNQ2JiIkJCQrTtgYGByM7O1tk3NzcXAQEByMnJwejRoy0Rjsni\n", "4+MRGRmFhgZruNT8JvTsuQ2VldfUDkT7GAE5uLsuoZoSASxkLIxFZiz7AQxXOZZPAaxlLAbyASzE\n", "/v37sXDhQsVqgUU+ovzqq68wffp0LFmyBEVFRSgqKtLexhMfiUgdw6F+sW36mJSxtAeLFLjIyEjU\n", "1NQgLi5O2yZJks6/1HZHjhzBjBkz1A7DBh0BwLzJw5yZh3lTk0UK3KBBg3Dr1i1kZmaiV69eSEtL\n", "w8yZM3HkyBFMmzbNEl3arfr6O82+6127di0GDBjQLnGo8QW95WwGX3TkYs7Mw7ypSfECd/LkSaSm\n", "piIlJQW9evUCAEyfPh1PPPEE/vrXv7LAyVKB6upfG7/7Mq6l26g5fdQOwAYxZ+Zh3tSkeIH76KOP\n", "AACPP/64TvvEiRNx7NgxZGdnIzAwUOlu7VTTRSOb+xJ4OYCt7RRL0xfSRES2QfECd+bMGbi5uWnf\n", "vTUZNGgQACAvL48FTrbmvgR2a6bdEuzpI0oi6ggUX8mkvLwc3bt3N2hvaisvL1e6SyIiIgMWX8lE\n", "Dmv4IcNPP/2EhobbAP6f2qEAON/476cw/g7qa9w9x6c9fN1KLO2prbEomTd7yktrx5aTs46SF1P6\n", "TtT7f7Vi0WdNsdw9lezeU8oUocjp4vcIDg4WPXr0MGhPTU0VkiSJvXv3Gtx25coV0a9fP9XPoufG\n", "jRs3bupu/fr1E1euXFGkHin+Ds7f3x+nTp3Cr7/+ip49e2rbL168CAAYNWqUwX08PT2RnZ2NsrIy\n", "pcMhIiIb4unpCU9PT0WOpfhSXSdPnsSECROQkpKCOXPmaNunTJmCH3/8ERcuXFCyOyIiIqMsshbl\n", "3Llzcf78eXz11Vfo3bs3PvnkE8yYMYMnehMRUbuxSIG7desWYmJicPjwYTg7O6Nz586Ijo7G9OnT\n", "le6KiIjIKItdTYCIiEhN7XJF79ZcunQJkyZNgoODVYRjE5gzIrJFVVVVWLBgARwcHFBaWmrRvlR/\n", "dUxMTMS4ceNQWlra4pUGIiIiMHjwYPj7++tsixYtasdorYOpOQOAb775Bo8++ihGjhyJoUOH4qWX\n", "XsL169fbKVLrduLECfTq1ctgTvn7+yt/Po4NunnzJlauXIlhw4Zh1KhRGDNmDI4eNX51ebqruLgY\n", "Li4uRufU119/3foB7Fx6ejoCAwNx7ty5Fl+78vPzMXXqVAwfPhxDhw7F/PnzceXKFfkdKnKygZmq\n", "qqrEhAkTRGlpqVi8eLGQJKnZfSMiIsTJkyfbMTrrJCdn2dnZokuXLmLHjh1CCCFqa2vFY489JoKD\n", "g0V9fX17hWy1Tpw4IZYsWaJ2GFZr9uzZYsSIEeKXX34RQghx9OhR0alTJ5GWlqZyZNarqKhIhIaG\n", "qh2G1QoNDRXnzp0T0dHRQpIkUVJSYrBPSUmJ6N27t4iKihJCCHHnzh0xf/588dBDD4nq6mpZ/an6\n", "Ds7NzQ0ZGRno37+/SfsLfl0oK2crVqzAgw8+iKVLlwIAunbtis2bN+PUqVNITGyvFVCsG+eUcU1X\n", "BYmJiTF6VRAic2RkZMDHx6fFfaKjoyGEwIYNGwAAjo6O2LJlC4qKirBt2zZZ/an+ESVZxtWrV/HV\n", "V18ZXNVhzJgxcHV1RUpKikqRkS1o6aogFy9eRHZ2thphkY1r7SuV+vp6pKamIiQkBJ07d9a2e3p6\n", "YtiwYbJft2yqwCUmJiI0NBQPP/wwAgICsHr1alRXV6sdllXKy8uDEEJ7FYcmDg4O8PLyQl5enkqR\n", "WQ8hBC5cuIA5c+bgkUce0X7Wn5OTo3ZoqjPlqiBk3NWrV7F48WIEBQVhyJAhePLJJ/Hll1+qHZZN\n", "uHjxImpqagxetwDgwQcfREFBAW7fvm3y8WymwLm6uqJbt25IS0vD2bNn8cEHH+DgwYMYO3Ysampq\n", "1A7P6jRdtaG5Kzvwqg5A586dcfv2bcTExOC///0vsrOz4eLiguDgYBw7dkzt8FTFq4KYx9HREQ0N\n", "DXjhhRdw6tQpnD17Fn5+fpg0aRL27t2rdnhWr7XXrYaGBlRWVpp8PMUK3IkTJ+Dg4GDSVlhYKPv4\n", "cXFx2LZtG1xcXAAAvr6+2Lp1K3744Qfs2LFDqWG0K0vnrCMxJ5djx47Ft99+q/1OwNXVFQkJCejb\n", "ty8iIyPVHA7ZqP79+6OgoAAhISEAAGdnZ6xfvx6BgYFYsWIF6urqVI6wY1FssWUfHx8cOHDApH37\n", "9eunSJ9BQUEA7v4U3hZZMmfu7u4AYPQj3OrqavTp00fW8aydUrl0cnKCv78/0tLSDBYM70jc3d2N\n", "Xr6qaT7Z2/yxtD/+8Y84ffo0zp8/D39/f7XDsVqtvW45OjoafGzeEsUKXJ8+fTB37lylDqejoaEB\n", "v/zyi8GTytHRUXu7LbJkzkaNGgVJkrRXcWjS0NCA4uJiPPbYYxbpVy3m5PLXX3+Fi4sLnJycdNpt\n", "fV4pwZyrgtDdF+HOnTujS5cuOu2cU6YZNGgQXF1dDV63gLtzb9iwYQbP15ZY1Xdwzf3CprS0FF5e\n", "XgaTo+mXXGPGjLF4bNaquZz17dsXjz76KI4fP67Tfvr0adTU1FissNqSmTNn4uDBgzpt9fX1OHPm\n", "DLy9vdG7d2+VIlNf0/zQnz9ffvklBg0ahICAADXCsnqvvvoqtm7datCenZ2N++67r9WfyHd0jo6O\n", "mDVrFrKysnQ+zi0rK0NBQYH81622nrinlJZOWi4qKhKSJIk33nhDe4Ly5cuXhZ+fn/Dy8tKeiNrR\n", "mHKid9euXUVCQoIQQogbN26I0NBQMXbsWNHQ0NBeYVqt0NBQ4efnp724Yn19vVi5cqWQJEmkpKSo\n", "HJ365syZI0aMGCEqKiqEEEKkpaXxRO9WREREiP79+4vCwkJtW0JCgpAkSbz99tsqRmZdmk70Li4u\n", "NritpKREuLu7a0/0vn37tnj66afF4MGDxW+//SarH9UL3IIFC4S3t7dwcXERDg4OwtvbW3h7e4ur\n", "V69q96mrqxN79uwRkydPFj4+PmLEiBHC29tbPP/886KsrEzF6NVhSs6afPPNN2L8+PHCx8dHDBky\n", "RLz44ovi+vXrKkRtfb755hvx/PPPi5EjRwpfX1/Rv39/8fjjj4tjx46pHZpVuHnzpli5cqUYOnSo\n", "8PX1FYGBgeLo0aNqh2XVzp49KyIjI4Wvr68YNWqU8PLyEsHBwSIpKUnt0KxCVFSU8Pb2Fj169BAO\n", "Dg7igQceEN7e3iInJ0dnvx9++EFMmTJFDBs2TAwZMkQ89dRT4vLly7L749UEiIjILlnVd3BERERK\n", "YYEjIiKD439ZAAAAS0lEQVS7xAJHRER2iQWOiIjsEgscERHZJRY4IiKySyxwRERkl1jgiIjILrHA\n", "ERGRXWKBIyIiu8QCR0REdokFjoiI7BILHBER2aX/D9LzeFuh3Z24AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtcVGX+B/DPgIgipCKuYCmYNxRDUTARTTTR9QKKeclL\n", "q3ZftRZf64amBeiumeUr11v2M3XLlCjxErgpGXmhVldgFTRY7CcwKqQiASFxcXh+fwDzY2a4zAxn\n", "ODPD5/16zct65sw53+eZZ+bLOXPO9yiEEAJERERWxkbuAIiIiEyBCY6IiKwSExwREVklJjgiIrJK\n", "THBERGSVmOCIiMgqMcEREZFVYoIjIiKrxARHRERWyaAEV1RUhIULF8LGxgZKpdJUMREREbWY3gku\n", "ISEBvr6+uHr1KhQKRaPL7dmzByNGjIC3tze8vLwQFBSEs2fPShIsERGRvvROcO+88w6OHz+O0NBQ\n", "NFa+ctu2bXj11VcRFRWFtLQ0XL16FT4+Ppg8eTJSUlIkC5qIiKg5eie4xMREeHl5NbnMwYMH8cQT\n", "T2D69OkAAIVCgTVr1qCyshKHDx9uWaREREQG0DvBNXVYsk67du1QVVWl0VZZWal+joiIqLVIehbl\n", "unXrkJ2djT179kAIgfLycqxZswa9e/fGsmXLpNwUERFRkyRNcFOmTMGRI0fwt7/9DS4uLujWrRuy\n", "srKQkJAANzc3KTdFRETUJEmPG+7atQsrV67Evn37sGDBAqhUKrz//vvw8/PDF198gcmTJzf62vz8\n", "fOTn50sZDhERWRg3NzfpdoiEgSIiIoRCoRC5ubka7YWFhcLe3l6EhobqvGbYsGHi0UcfbXSdeXl5\n", "wtHRUQDggw8++OCjDT969uwp8vLyDE1NDZJsDy4rKwuVlZUYOHCgznMDBgzAlStXUFBQABcXF53n\n", "8/PzUVpais8++wyDBg2SKiSrFxQUhG+++UbuMFpdRkYGFi1aBIwH0NWIFZwAME2iYH4B8B2sfu62\n", "1bnWUhw3w9R9tvPz8yXZi5MswfXo0QMAkJOTo/NcTk4OOnbsiM6dOze5jkGDBmH48OFShWT1Ro0a\n", "1bbHqz+Anka8Lh2At0Qx5AH4zvrnbpufa0biuMnL4FJdsbGxEELg1q1bGs95eHggNDQUsbGxGn+x\n", "7N+/H5cuXcLy5cthZ2cnTdQEALC1tZU7BMvU/BUvpIVzzTgcN3npvQc3b948HDlyRF3FZPbs2bC3\n", "t0dsbKz6L5RDhw5h69at+MMf/oCioiIAQHV1NQYMGICgoCAThE9ERNQwvffg7t69i8uXL2PdunVQ\n", "KBS4cOECsrOzNXa/bWxscPLkSQQFBaGwsBC//fYbCgoK4OjoiEuXLpmkA0RERA3Rew8uMTERCoUC\n", "X375ZaPLbN++Henp6fj666/RoUMHAICTkxMOHDgAGxvemUdq1dXVcodgmYTcAVgezjXjcNzkpXeC\n", "06dU1+7duzFx4kR1cqtjzWeXyamp6wqpCf3kDsDycK4Zh+MmL8l2q+7evYuffvoJjz32GN59912M\n", "HDkSAwcORFBQEL7++mupNkP1vPbaa3KHYJmelDsAy8O5ZhyOm7wkS3B1N0D96KOPkJOTg/Pnz+Pq\n", "1asICAjA9OnT8fnnn0u1KSIiomZJluDKy8sB1Nw14IMPPoC9vT3s7OwQEREBd3d3rF27VqpNERER\n", "NUuyBOfk5AQA6N+/v8ZvcAqFAt7e3sjOzkZhYWGT65g6dSpCQkI0Hv7+/jh27JjGcgkJCQgJCdF5\n", "/fLly7F3716NttTUVISEhKCgoECjPSIiAu+++65Gm1KpREhICDIzMzXat2/fjr/85S8abWVlZQgJ\n", "CUFSUpJGe3R0NJYuXaoT27x58yTvR2ZmplX0AzDs/WjwaEAlgEMAcrXa0wEc02q7B+BLABla7T/V\n", "rkPbCQCpWm15tcuWazZb6/uRmZlpFf0AWvf9yMzMtIp+ANK/H9HR0QgJCUFQUBBcXV0xYcIEhIWF\n", "6ay/JRRCNHJ77kZERkZi/fr1yMnJQe/evdXtZWVl6NKlC7y9vZGcnKzxmmeeeQZHjx7F3bt3GyzV\n", "lZqaihEjRiAlJYVX/RsgJCQEX331ldxhtLq6+YKXYVwlk0MAFkgUTB6A/4HVz922OtdaiuNmGKlz\n", "gdGVTG7fvq3xnIODA4KCgnD9+nX89ttvEEJg9OjRsLGxweXLl9GnT58GkxsZb8eOHXKHYJmmyh2A\n", "5eFcMw7HTV56J7iEhAT4+vri7t27AICGdvw2btwIlUqFt956CwcOHMCFCxcA1NSi3LRpk0QhU536\n", "e9BkgC5yB2B5ONeMw3GTl94J7sUXX0R5eTlKSkoA1JTq6tOnD1JT///HiaFDh+LMmTNITU3F888/\n", "j44dO0IIgf3792POnDnSR09ERNQIvRNcbm4ubt26hfDw8EZLdQGAr68vfH198cILL+CNN96AQqFA\n", "YGCg1HETERE1Se8Ep08lE6DmvnCffPIJNm7c2OBhTJKO9llVpKek5hchTZxrxuG4yUvyApFhYWFY\n", "u3YtunXrJvWqSUtZWZncIVimKrkDsDyca8bhuMlL0gQXFxcHpVKJFStWSLlaakRUVJTcIVim8XIH\n", "YHk414zDcZOXZHf0rqiowJ///Gd8+OGHvHMAERHJTrJMtGXLFnh5eeHpp5/WeY6/xRERUWuTLMF9\n", "9913yMzMhI+Pj/rx0UcfAagpweXj44Po6Ogm18FSXYb1o6CgwCr6AbRyqa4HYKmuWvq+HwUFBVbR\n", "D6B134+CggKr6AfQxkt1NSQqKgpRUVHNLstSXcZpq2WAWKqr9bXVudZSHDfDyFqqC6i5a4AQAu7u\n", "7upb5DSmLnfyEKVpREZGyh2CZQqUOwDLw7lmHI6bvPROcKtXr4arqyvee+89dVtAQIBGJRMAOHny\n", "JEaMGIH27dtjw4YNEEJgyJAhcHd3R3FxsXSRk1XvMZiUMXt9bRznmnE4bvLSO8Ft2rQJgwYNQlpa\n", "GiIiIqBQKPD9999rvIE///wzpk6dimnTpqGiogIqlQo5OTlwdXWFra0tz64kIqJWY1DGSUxMhJeX\n", "V5PLODs7Y/369erKJ+7u7ggPD0dOTg4OHz5sfKREREQGMCjBNVeuy9XVFT///LNO+6OPPgqg5nY7\n", "JB3tM5dIT9pnRFKzONeMw3GTl+THDNu10712/L///S8AYPx4lpCQkvbvn6SnfLkDsDyca8bhuMnL\n", "5D+KVVVVYc+ePXjuuecwbNgwU2+uTdm5c6fcIVimaXIHYHk414zDcZOXyRPc2rVr4eDggF27dpl6\n", "U0RERGomTXDvv/8+Tp8+jYSEBHTq1KnZ5VnJhP3Qpx8trmQCsJJJLc4r9oOVTLToU81k48aNiIuL\n", "w8mTJ9G5c+cm18dKJmSIFlcykVIbqWRC1Bpkr2Sij7Vr1yIhIQGnT59WJ7f4+HisX7/eFJtrsxr6\n", "a4r00NBeGjWJc804HDd5GXS7nKKiIixfvhyHDh2CQqFosARXWFgYDhw4gE2bNuHo0aPq9vPnz6Oy\n", "srLlEZMa77tnpJFyB2B5ONeMw3GTl94JLiEhAfPmzcODBw8A1FwTN2bMGLRr1w6xsbEYPnw40tLS\n", "sG3bNggh8PLLL6tfq1AooFAosHjxYul70IZNmjRJ7hAsUz+5A7A8nGvG4bjJS+9DlO+88w6SkpLw\n", "5ptvQqFQIDs7Gzdv3kR2drb6WGmXLl3g7OyM8PBwCCHw8OFDzJ8/H3379kVRURH27dtnso4QERHV\n", "p3eC06dMV0REBIQQ6t/abG1tsWXLFmRnZ2Pr1q0ti5SIiMgAeie45sp0qVQqxMbGIiAgAO3bt1e3\n", "u7m5wdPTEzExMcZHSQ3SPo2X9KR9eQA1i3PNOBw3eUl2FuWNGzdQWlqKvn376jz3+OOPIzMzE1VV\n", "VVJtjoBm75BOjbgqdwCWh3PNOBw3eUmW4O7duwcAeOSRR3See+SRR1BdXY3CwkKpNkcA94qNNUfu\n", "ACwP55pxOG7y4g3aiIjIKkmW4FxcXAAAJSUlOs+VlJTA1tYWzs7OTa6DpbrYD336wVJd/88c3g/2\n", "g/2wmlJdjZXpUqlUcHZ2RmBgII4fP67xmiFDhkChUCA9Pb3BdbJUFxmCpbqIrJPZluqytbXFrFmz\n", "kJSUpFGxJD8/H5mZmZg7d65Um6JaDf3lRXrgiW0G41wzDsdNXgaV6qqvoR2/qKgoxMfH45VXXkFh\n", "YSGysrKQn58PW1tbADV7eXX/TS3HKglG0j3Rl5rBuWYcjpu89E5wq1evRkxMDIqKihos0wUAvXv3\n", "xueff47f//73cHBwgKurK6ZMmYLnnnsOs2fPRlFREbZs2WKyzrQ18+fPlzsEy/SE9KvMyDCPi+uc\n", "nJzQv39/ydfLuWYcjpu89E5wmzZtwqZNm5pdLisrCyqVCmfPntW4g3dQUBAOHjzIBEfWpbjmn0WL\n", "FskbRz1ZWVkmSXJElsboQ5SNqTsEqX1Rd2VlJezs7KTeHJG86qb5LAAucgYCoADAEeDXX3+VORAi\n", "8yD5dXALFiyAl5cXIiMjUVxc8+ftiRMncObMGWzYsEHqzbVp2qf8kp60LyWQggtqzuiU82HCBMu5\n", "ZhyOm7wkT3COjo5ITEyEra0tXFxc4ObmhsWLF2P37t1YsmSJ1Jtr0zZv3ix3CJbpe7kDsDyca8bh\n", "uMlL8gR3/fp1+Pr6wt7eHgUFBcjPz8c///lPrFmzBq+88orUm2vTGrzgmZo3W+4ALA/nmnE4bvKS\n", "PMGtW7cOt2/fxp49e9C5c2cAwMiRIxEeHo49e/bgm2++kXqTbZaDg4PcIVim9s0vQpo414zDcZOX\n", "5AkuLS0N3bt3R5cuXTTaBwwYAAC4cuVKo69lqS72Q59+mFWprgqt9u8AaP/sUlS77D2t9osAErTa\n", "JOjHv/71L84r9sPs+2GWpbqaM378eCQlJaGoqAidOnVSt3/44YdYvnw5Pv30U51TqlmqiwxhVqW6\n", "0gAcgXnEwrJhZOHMtlRXnbCwMFRXV2PlypV4+PAhgJp7xb333nvo06cPZs2aJfUm2yztv9JIT9p7\n", "TdQszjXjcNzkJXmCmzFjBhITE/Gf//wHnTt3hoODAwYNGoTi4mIEBwfzmLSE6he7JgN0ljsAy8O5\n", "ZhyOm7wkv9AbqDmT8u7du7h06RIGDx4MANi4cSP+8Y9/YOvWrabYZJv02muvyR2CZXpS7gBMyxRl\n", "wwICApCaqv1DZNNMVTbMkvAzKi/JE9ytW7fw+uuv45NPPlEnNwBYuXIlfH19pd4cEdVh2TAiDZIn\n", "uE8//RQVFRWYNm2aRnvHjh1ZWZvIlFg2jEiD5AkuKSkJ3bt3R0pKCjZs2IDbt2/Dzs4OM2fOxJo1\n", "a2Bvby/1JtuszMxMeHp6yh2G5bkHoLvcQZhQXdkwKVn7mJkIP6PykvwkE6VSieLiYrz66qvYtWsX\n", "rl27hg8//BA7duzAzJkzpd5cm/bGG2/IHYJlYq0Bw3HMjMLPqLwk34MrLy9HRUUF1q5di379+gEA\n", "/P39sWLFCqxfvx7nz5/H2LFjpd5sm7Rjx45W3d7169fN4pBTi0+imCpNHG2KkWNm7ffJa05rf0ZJ\n", "i5DYsGHDhEKhENeuXdNoP3r0qFAoFGLLli06r0lJSREARI8ePURwcLDGY9SoUeLo0aMay586dUoE\n", "BwfrrGfZsmXi448/1ll3cHCwuHfvnkb722+/LTZt2qTRlpubK4KDg0VGRoZG+7Zt28SqVas02h48\n", "eCCCg4PF+fPnNdoPHToklixZohPb3LlzLbofWVlZAoB5PV6GQGTt400IDIDA0nptkRB4BgLDtNoi\n", "IeAFgXlabYtq16G9rB8EQrTaXq5ddppWLOMgMFFr2bDaZZdrtU+BwGittpb0Y1ZtLFON6MdftNpb\n", "2o9nWuH9N/CRlZVlss9HHUv/nLdmPw4dOiSCg4PFxIkTRY8ePcT48ePF2LFjBQCRkpKisx1jSF7J\n", "ZOHChYiOjkZaWhqGDBmibo+Li8OMGTOwefNmrFq1SuM1rGRi/tTVQ8zhBIbrqCmJZQ7VQ8ypkok5\n", "xmIO86X2hBd+v5g/qXOB5IcoZ86ciejoaFy5ckUjwV29ehVATeFlsmCmOIHBUAXNL0JmwhzmC7VZ\n", "kp9kMnv2bIwZMwYbN27EnTt38NFHH0GhUGDjxo2YNm0annrqKak32WZpF18lPfEelIbjmBmFn1F5\n", "Sb4Hp1AocOLECaxbtw5+fn7Iy8sDAPj6+uLIkSNSb65NKysrkzsEy1TV/CKkhWNmFH5G5WWSUl1O\n", "Tk74+9//DpVKhdu3b+P48eMYP3487OzsTLG5NisqKkruECzTeLkDsEAcM6PwMyovyQ9R1klLS8OR\n", "I0cQGRlpqk0QERE1ymQJ7vXXX8eGDRvUd/UmIiJqTSZJcDExMSgtLcULL7xgitVTLe275ZKeHsgd\n", "gAXimBmFn1F5SZ7gysrKEB4eju3bt0u9atLy/PPPyx2CZToudwAWiGNmFH5G5SV5gnvnnXcwduxY\n", "+Pv7S71q0sLfN40UKHcAFihQ7gAsEz+j8pI0wWVnZ2P37t0NXvuhT8GUqVOnIiQkROPh7++PY8eO\n", "aSyXkJCAkJAQndcvX74ce/fu1WhLTU1FSEiIzqGCiIgInTiVSiVCQkKQmZmp0b59+3adW8+XlZUh\n", "JCQESUmaFwhFR0dj6dKlOrHNmzdP8n4MHz681fuB0wC0ywv+BOCQ7qI4AUD7Hpl5tctqH/L6DrrX\n", "WhXVLntPq/1/G9hWZe2yuVrt6QCOabX1BPAlpOlHhVa7If24CCBBq82QfgAN9+MWpH8/esKwfjys\n", "/fdnrXZD+iHVvLqs2dSan/Phw4fz+6qRfkRHRyMkJARBQUFwdXXFhAkTEBYWprP+lpC0VNfHH3+M\n", "v/71r+jatau6rbKyEhkZGejRowdcXV3h6emJ6OhojdexVJf5U5fqMqcyUIyFsegjD8D/sFSXJTDr\n", "Ul0vvvgiXnzxRY223Nxc9OnTB3/84x/x9ttvS7k5IiKiRpnkLMobN25g9erV8Pb2xqRJkyCEwIED\n", "B3R2j6lltA8LkJ60D29R8zhmRuFnVF4mSXDLli3DyZMnUVRUhLKyMtjY2ECpVGLs2LF47bXXTLHJ\n", "Nik1ld86RsmXOwALxDEzCj+j8jJJglMoFIiKioJSqcTNmzehUqlQXFwMOzs7pKWlmWKTbdLOnTvl\n", "DsEyTZM7AAvEMTMKP6PyMkktyri4OLRrp7nqDh06oGvXrigqKjLFJomIiDSYZA9OO7kBQGFhIQoK\n", "CjBhwgRTbJKIiEiDyWpRatu9eze6d++ONWvWtNYmiYioDWuVBJeamor3338fMTEx+N3vftcam2wT\n", "GrrokvTQ0MXD1DSOmVH4GZWXSX6Dqy8jIwOhoaH47LPPMG7cOFNvrsVOnz6NZxc8C5VKJXcoAIBR\n", "o0bh6xNfN/jcihUrWjkaKzFS7gAskBWMWUaGdqkU05s8ebLOmZT3799Ht27dWj2WhphTLE5OTpKv\n", "06QJ7vLlywgNDcW+ffvw9NNPN7v81KlTMXKk5ifp3r17CA8Px8yZM9VtCQkJ2LFjB7766iuNZZcv\n", "X47hw4dr3MUgNTUVkZGR2LdvH1xcXNTtERERcHBwQHh4uLpNqVRi5cqVuH//vuYNHm8CKAfQv16b\n", "CsBVAO4AutRr/xlAIYDBWp1LB+AKoHu9tvuoKas0VGvZTACPAKgALl682Gg/Jk2a1Gg/VqxYgc2b\n", "N8PT01Pdvn37diiVSrz33nvqtrKyMjz77LN44403MGbMGHV7dHQ0EhISsH//fs3YTgPwAzCoXttP\n", "AP4NYIFWP04AcANQvyBBHoAzAGYA6FSv/TsAdgDG1GsrAvBPAEHQHLfGSnUdBhCAmvekTnrt8jPr\n", "tfVDTWmoIRL0o7/Wsob04yKAYgCTjOwHGunHrdrYpHw/+hnYj/qluupXMjGkH1LNq19q/nPRokUg\n", "8+bn5yfp+iQt1VXfxYsXMW/ePBw8eBABAQHqdl9fXyQnJ2ssa06lurZv346wVWGofrNa1jgAAOeA\n", "rle6orCgUO5IWKqLsVh+LLMAuDSzrKldR03SZSyaCgAcAT777DMsWrTIPEt11Tl37hymT5+OpUuX\n", "Ijs7G9nZ2erneOEjEcnCBfIn27raw4ylVZgkwYWFhaG0tBTbtm1TtykUCo1/qeWOHTumceiW9JQB\n", "zUNh1DyOmXE4brIySYLr27cvKioqcP78eTg7OyM+Ph6hoaE4duwYpk1jSQRDqFSqRvd633rrLfTu\n", "3btV4pDjB3qT+R780jEUx8w4HDdZSZ7gzp49i9jYWMTExMDZ2RkAMH36dEycOBF/+tOfmOAMUQaU\n", "FJXU/PbViKaeo0Y4yB2ABeKYGYfjJivJE9wXX3wBADpnTU6YMAGnTp1CcnIyfH19pd6sdaq7UqGx\n", "H4FPAvh9K8VS94M0EZGFkDzBXb58GZ07d1bvvdXp27cvACAtLY0JzlCN/QjcoZF2UyhofhEiInMi\n", "eSWTe/fu4ZFHHtFpr2u7d0/7fvdERETSM3klE0OYw4kMN2/eRLWqGkhuflmTu1v773U0vAelRM01\n", "Pq1B2UwsramlsUg5btY0Ls2t25Axayvjos+207T+X65YtJlTLLUX49e/pEwSQmL+/v6iS5cuOu2x\n", "sbFCoVCIvXv36jyXl5cnevbsKQDwwQcffPDRhh89e/YUeXl5kuQjyffgfHx8cOHCBfzyyy/o2rWr\n", "uv3GjRsAgKFDtetSAW5ubkhOTkZ+Pm8bTETUlrm5ucHNzU2SdUlequvs2bMYP348YmJiMGfOHHX7\n", "lClT8NNPP+H69etSbo6IiKhBJqlFOXfuXFy7dg3nzp1Dt27dcOLECcycOZMXehMRUasxSYKrqKhA\n", "ZGQkjh49Cnt7e7Rv3x4RERGYPn261JsiIiJqkMnuJkBERCSnVrmjd3Nu3bqFSZMmwcbGLMKxCBwz\n", "IrJERUVFWLhwIWxsbKBUKpt/QQvI/u148OBBjBkzBkqlssk7DSxZsgT9+/eHj4+PxuO5555rxWjN\n", "g75jBgA//PADnnrqKQwZMgQDBw7Eq6++iuLi4laK1LydOXMGzs7OOnPKx8dH+utxLFB5eTlWr14N\n", "T09PDB06FH5+foiLi5M7LLOWk5MDR0fHBufU999/L3d4sktISICvry+uXr3a5HdXRkYGpk6dikGD\n", "BmHgwIGYP38+8vLyDN+gJBcbGKmoqEiMHz9eKJVKsXjxYqFQKBpddsmSJeLs2bOtGJ15MmTMkpOT\n", "RYcOHcTOnTuFEEKUlZWJcePGCX9/f6FSqVorZLN15swZsXTpUrnDMFuzZ88WgwcPFvfv3xdCCBEX\n", "FyfatWsn4uPjZY7MfGVnZ4vAwEC5wzBbgYGB4urVqyIiIkIoFAqRm5urs0xubq7o1q2bCA8PF0II\n", "8fDhQzF//nzRr18/UVJSYtD2ZN2D69y5MxITE9GrVy+9lhf8udCgMVu1ahUef/xxLFu2DADQsWNH\n", "vPvuu7hw4QIOHjxo6lAtAudUw+ruChIZGdngXUGIjJGYmAgvL68ml4mIiIAQAuvXrwcA2NraYsuW\n", "LcjOzsbWrVsN2p7shyjJNO7cuYNz587p3NXBz88PTk5OiImJkSkysgRN3RXkxo0bSE42h1p2ZGma\n", "+0lFpVIhNjYWAQEBaN++vbrdzc0Nnp6eBn9vWVSCO3jwIAIDA/HEE09gxIgRWLt2LUpKSuQOyyyl\n", "paVBCKG+i0MdGxsbuLu7Iy2ttYpYmi8hBK5fv445c+Zg5MiR6mP9KSkpcocmO33uCkINu3PnDhYv\n", "XoxRo0ZhwIABmDFjBr799lu5w7IIN27cQGlpqc73FgA8/vjjyMzMRFVVld7rs5gE5+TkBAcHB8TH\n", "xyM9PR379+/H4cOHMXr0aJSWlsodntmpu2tDY3d24F0dgPbt26OqqgqRkZH497//jeTkZDg6OsLf\n", "3x+nTp2SOzxZ8a4gxrG1tUV1dTVefvllXLhwAenp6Rg2bBgmTZqEvXv3yh2e2Wvue6u6uhqFhYV6\n", "r0+yBHfmzBnY2Njo9cjKyjJ4/du2bcPWrVvh6OgIAPD29sYHH3yAH3/8ETt37pSqG63K1GPWlhgz\n", "lqNHj8bFixfVvwk4OTlh165d6NGjB8LCwuTsDlmoXr16ITMzEwEBAQAAe3t7REVFwdfXF6tWrUJl\n", "ZaXMEbYtkhVb9vLywueff67Xsj17SnOXzlGjRgGoORXeEplyzFxcam4B3tAh3JKSEnTv3t2g9Zk7\n", "qcbSzs4OPj4+iI+P1ykY3pa4uLg0ePuquvlkbfPH1J588klcunQJ165dg4+Pj9zhmK3mvrdsbW11\n", "Dps3RbIE1717d8ydO1eq1Wmorq7G/fv3dT5Utra26uctkSnHbOjQoVAoFOq7ONSprq5GTk4Oxo0b\n", "Z5LtysWYsfzll1/g6OgIOzs7jXZLn1dSMOauIFTzJdy+fXt06NBBo51zSj99+/aFk5OTzvcWUDP3\n", "PD09dT6vTTGr3+AaO8NGqVTC3d1dZ3LUncnl5+dn8tjMVWNj1qNHDzz11FM4ffq0RvulS5dQWlpq\n", "ssRqSUJDQ3H48GGNNpVKhcuXL8PDwwPdunWTKTL51c0P7fnz7bffom/fvhgxYoQcYZm9119/HR98\n", "8IFOe3JyMjp16tTsKfJtna2tLWbNmoWkpCSNw7n5+fnIzMw0/HurpRfuSaWpi5azs7OFQqEQb775\n", "pvoC5du3b4thw4YJd3d39YWobY0+F3p37NhR7Nq1SwghxIMHD0RgYKAYPXq0qK6ubq0wzVZgYKAY\n", "NmyY+uaKKpVKrF69WigUChETEyNzdPKbM2eOGDx4sCgoKBBCCBEfH88LvZuxZMkS0atXL5GVlaVu\n", "27Vrl1AoFGLz5s0yRmZe6i70zsnJ0XkuNzdXuLi4qC/0rqqqEgsWLBD9+/cXv/76q0HbkT3BLVy4\n", "UHh4eAhHR0dhY2MjPDw8hIeHh7hz5456mcrKSvHxxx+LyZMnCy8vLzF48GDh4eEhXnrpJZGfny9j\n", "9PLQZ8zq/PDDD2Ls2LHCy8tLDBgwQLzyyiuiuLhYhqjNzw8//CBeeuklMWTIEOHt7S169eolnn76\n", "aXHq1CkUh7lMAAAA0UlEQVS5QzML5eXlYvXq1WLgwIHC29tb+Pr6iri4OLnDMmvp6ekiLCxMeHt7\n", "i6FDhwp3d3fh7+8vDh06JHdoZiE8PFx4eHiILl26CBsbG/HYY48JDw8PkZKSorHcjz/+KKZMmSI8\n", "PT3FgAEDxLPPPitu375t8PZ4NwEiIrJKZvUbHBERkVSY4IiIyCoxwRERkVVigiMiIqvEBEdERFaJ\n", "CY6IiKwSExwREVklJjgiIrJKTHBERGSVmOCIiMgqMcEREZFVYoIjIiKrxARHRERW6f8A4nca3QFv\n", "xgoAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "032\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHghJREFUeJzt3XlQVFfaBvDnNriLWyCAzofggkArouIopYTRUeMGLqVm\n", "nJgxiRmXaBypMYqFAuqoxGjcMikXnIpbCNYYUISIGldidBQKMQYjKVBMRAdGFAEFlfP90ULSNCp9\n", "uYfT9/j+qrqSHLrveR9Ow5tubt+jMMYYCCGEEB0ziC6AEEIIqS9qZoQQQnSPmhkhhBDdo2ZGCCFE\n", "96iZEUII0T1qZoQQQnSPmhkhhBDdo2ZGCCFE96iZEUII0T2rmtndu3fx5ptvwmAwIC8vj1dNhBBC\n", "iFXq3MwOHz4Mf39/fP/991AUpdb7HDp0CBMmTICXlxd8fX1hNBoRGhqKgoICzQomhBBCaqpzM1u1\n", "ahX279+PcePGobbLOd66dQsjR46Ej48PsrKykJmZieTkZBw8eBD9+vXD/fv3NS2cEEIIqVLnZnbs\n", "2DEYjcbn3qddu3ZYtmxZ9Su3jh07YuHChbh27Rr+/e9/169SQggh5Bnq3Mye9dZiFRcXF9y6dcti\n", "vEOHDgBMf28jhBBCeND0bEZ7e3uLsR9//BEAMGjQIC2nIoQQQqpxPTX/0aNH2LZtG9566y34+fnx\n", "nIoQQshLzPKllIbCw8PRvHlzfPbZZy+8b35+PvLz83mWQwghxMa5urrC1dXV6sdxa2Zr1qzB0aNH\n", "8c0336BFixbPvW9+fj48PT1RUlLCqxxCCCE60L59e1y4cMHqhsalma1cuRKJiYk4fvw4Wrdu/cL7\n", "5+fno6SkBLt374a3tzePkoQaOnQojhw5IroMLvSSLSsrC1OmTAGwHICHFY98H8CL31mou1wAS2zi\n", "ua6XtVND5myAvPmqfk7z8/PFN7Pw8HB8++23OHr0aPUrsoMHDyI9PR0RERHPfay3tzd69+6tdUnC\n", "9e/fX8pcgB6zjQRgTb1fAHhTw/nTASyxiee6/tau7mTOBsifTw3Vzay2D07PmzcPu3btQnR0NOLj\n", "46vHT58+jYqKCrVT6Z6dnZ3oEriROZuJvPlkXjuZswHy51Ojzs0sLCwMcXFxuHv3LhRFwcCBA2Fv\n", "b499+/ahd+/eyMzMxMaNG6EoCmbMmGH2WEVRMHXqVM2LJ4QQQgArmll0dDSio6Of+XVfX19UVlZq\n", "UhQhhBBiDdoCpgHI3ORlzmYibz6Z107mbID8+dSgZtYAXn/9ddElcCNzNhN588m8djJnA+TPpwbt\n", "Z9YAPvjgA9ElcCNzNhN588m8djJnA+TPp4am+5kBps8JjBw5Et7e3ujWrRsmT56MmzdvalIsIYQQ\n", "UhvN9jMDgLy8PAQGBsLX1xdZWVn44YcfoCgKgoKCaD8zQggh3Gi6n1lkZCQYY1i2bBkA02ch1q5d\n", "i9zcXKxfv75+lerYlStXRJfAjczZTOTNJ/PayZwNkD+fGprtZ/bkyRPs27cPAwYMQOPGjavHXV1d\n", "4eXlhbi4OPVV6tyCBQtEl8CNzNlM5M0n89rJnA2QP58amp3NmJOTg5KSEnTu3Nnia506dcKVK1fw\n", "6NEjrabTlU8//VR0CdzInM1E3nwyr53M2QD586mhWTMrKCgAALRq1cria61atUJlZSXu3Lmj1XS6\n", "4ubmJroEbmTOZiJvPpnXTuZsgPz51KDPmRFCCNE9zZqZo6MjAKC4uNjia8XFxbCzs0O7du2ee4yR\n", "I0ciJCTE7BYQEICEhASz+x0+fBghISEWj589eza2b99uNpaeno6QkBAUFhaajUdGRuKjjz4yG8vL\n", "y0NISIjFH1c3bdqEDz/80GysrKwMISEhSE1NNRuPjY3FO++8Y1HbG2+8QTlsKAfwBoCEGmOHAVjm\n", "AGYD2F5jLP3pfQtrjEcC+KjGWN7T+9J6UA7KUZUjNjYWISEhGDp0KFxcXDB48GDMmzfP4vh1xqwU\n", "GRnJFEVh169fNxt//Pgxa9WqFQsJCbF4jNFoZN27d3/mMdPS0hgAlpaWZm05uhAdHS26BG70kq3q\n", "OQakMYBZcYu28v4vutnOc10va6eGzNkYkzdffXqBZq/M7OzsMH78eKSmpppt95Kfn48rV65g0qRJ\n", "Wk2lO2VlZaJL4EbmbCby5pN57WTOBsifTw3VzYzV8sHppUuXwmAwVG/C+fjxY8yfPx+dOnVCaGio\n", "+ip1bunSpaJL4EbmbCby5pN57WTOBsifT406N7OwsDB4eHhgw4YN1fuZeXh4ID09vfo+bm5uOHXq\n", "FDIzM+Ht7Q2j0YjKykqcOHECLVu25BKAEEII0Ww/syre3t5ITk6uV1GEEEKINejU/AZQ84wemcic\n", "zUTefDKvnczZAPnzqVHnV2ZEvXfffRcHDhwQXQYXdcmWnZ0t/ELTWVlZKh/5LoCXd+30SuZsgPz5\n", "1KBm1gCioqJEl8DNi7JlZ2fD09OzYYrhIkp0Ady8zM9LvZM9nxpcmllGRgYiIyORnZ0Ne3vTFFOm\n", "TMHf//532NnZ8ZjSpvXu3Vt0Cdy8KNuvr8h2A/DmXs+zJQNYouJxL+/a6ZnM2QD586mheTPLy8vD\n", "oEGDMGrUKGRmZsLe3h7nz59HUFAQbt++jbVr12o9JdEFb4htDGrfZiSE6IHmJ4AkJSXh3r17mD9/\n", "fvWrsr59+2Lo0KHYs2eP1tMRQggh2jezqrcRa273UlFRgUaNGmk9nS7UvG6ZTGTOZiJvPpnXTuZs\n", "gPz51NC8mf35z3+G0WhEVFQU7t27B8D0au3EiRNYvny51tPpwm8/WC4bmbOZyJtP5rWTORsgfz41\n", "NG9mLVu2xLFjx2BnZwdHR0e4urpi6tSp2Lx5M95++22tp9OFf/7zn6JL4EbmbCby5pN57WTOBsif\n", "Tw3Nm1l2djb8/f3RpEkTFBYWIj8/H8nJyVi0aBFmzJih9XSEEEKI9s1s8eLF+OWXX7Bt2za0bt0a\n", "APD73/8eCxcuxLZt23DkyJFnPpb2M5MvR837arEPGLAJwIc1xsqe3je1xngsANrPDJDreUU59J9D\n", "+H5mL+Ll5cVcXFwsxpOTk5miKOzjjz+2+Jrs+5m9zNTvI6b1bbeN1EHPdUKexSb2M6vi4uKCwsJC\n", "lJaWmo1fu3at+usvm9r+b0YWMmczkTefzGsnczZA/nxqaN7M5s2bh8rKSoSGhuLx48cAgJycHHz8\n", "8cfw8PDA+PHjtZ7S5s2ZM0d0CdzInM1E3nwyr53M2QD586mheTMbM2YMjh07hhs3bqB79+7w9fVF\n", "cHAwxowZg7Nnz6J58+ZaT2nzhg0bJroEbmTOZiJvPpnXTuZsgPz51OBybcagoCAEBQXxODQhhBBi\n", "gfYzI4QQontSbQGTkZGBu3fvii4DDx48gLOzc/V/Hz9+HIMGDWrwOhwcHNC1a1eucyQkJGDs2LFc\n", "5xArAYCc+WReO5mzAfLnU0OaZvbzzz+jV69eosuwOVevXuXa0GJjYyX/oYqFrM1M5rWTORsgfz41\n", "uDWzQ4cOYc2aNbh79y6Ki4vRqFEjjB07FitWrOAy34MHD57+224A/bjMUTefAVgH8ft3ZQGYwn2H\n", "57i4OK7HF0/efDKvnczZAPnzqcGlmcXExGD58uX4+uuv4ePjAwBYuXIlPv/8c27N7Fe/A9CF8xzP\n", "88rTf4rev4sQQl4emjezn3/+GXPnzsWOHTuqGxkAhIaGwt/fX+vpCCGEEO3PZty5cyfKy8sxatQo\n", "s/FmzZrRZyMIIYRwoXkzS01NhZOTE9LS0jBs2DAYjUb4+fkhKioK5eXlWk+nE7Vd6FYOtV2kVC7y\n", "5pN57WTOBsifTw3N32bMy8vDvXv3MHPmTOzfvx9dunTBd999h+DgYJw7dw5ff/211lPqgLyvSOV/\n", "tS1vPpnXTuZsgPz51NC8mT18+BDl5eUIDw9Hly6mEzECAgIwZ84cLFu2DKdPn0ZgYKDW09q4ycJm\n", "zsrK4nr8bt26PXfXW97z8ydu7XjKzs5+4do1BF6fhZw8Wc51qyJ7PlW0voS/n58fUxSFXb582Ww8\n", "Pj6eKYrC1q5da/GYqsv+Ozs7s+DgYLNb//79WXx8vNn9U1JSWHBwsNnY1atXn27x8WEtW24EM6Cg\n", "xngEA6JrjF1/et+sGuMbGTC/xljp0/uerjE+8RlbjUxiQHyNsZSnx6i5Tcj7DIipZ46+T+uwlVvV\n", "96Oh1+MLBrzNLLeAaej1qMrx6xYXGzduZPPnzzd7HpeWlrLg4GB2+vRps/EvvviCvf322xY/O5Mm\n", "TarTzwdjjL3//vssJibmNz8rtnG7evWqqhw1f4cEBwezgoICs/GIiAgWHR1tNnb9+nUWHBzMsrKy\n", "zMZFrcfLmuOLL75gwcHBbMiQIczZ2ZkNGjSIBQYGVv98WEthjDF1bbB2b775JmJjY5GZmYnu3btX\n", "jycmJmLMmDFYvXo15s+fb/aY9PR09OnTB2lpaejdW93p7NnZ2fD09ARwAkCQ+gD1tgLAYgBpEHtq\n", "/h4AUyD+827JAJbAdr4foutIB1C/53q9K3j68yb+uWH6LKTI7wWxLfXpBZq/zTh27FjExsbi4sWL\n", "Zs3s+++/B2DadfrlkwpgoKC5eX/e7UXZ9P42o8i14+0hZP0sZGpqKgYOlHXd5M+nhuZnM06YMAED\n", "Bw7EypUrcfv2bQCmV02bNm3CqFGj8Nprr2k9pQ6sFl0ARzJnA+TOt1N0AdysXi3zusmfTw3NX5kp\n", "ioKkpCQsXrwY/fr1Q/PmzfHkyRNMnz4d4eHhWk+nE1+KLoAjmbMBcudbKboAbr78UuZ1kz+fGlwu\n", "Z+Xg4IANGzZgw4YNPA6vQzJvSCpzNkDufM1EF8CN7JsAy55PDdrPjBBCiO5RMyOEEKJ73JvZli1b\n", "YDAYsHTpUt5T2bAPRRfAkczZALnzrRddADcffijzusmfTw2uzayoqKj6pA9FUXhOZePcRBfAkczZ\n", "ALnzuYgugBs3N5nXTf58anBtZkuWLHkJL11Vmw9EF8CRzNkAufP9SXQB3HzwgczrJn8+Nbg1s8zM\n", "THz11VeIioriNQUhhBACgGMzmzt3LpYvX47WrVvzmoIQQggBwKmZxcXFoaSkBNOmTeNxeB26IroA\n", "jmTOBsidL1d0AdxcuSLzusmfTw3Nm1lZWRkWLlyITZs2aX1oHVsgugCOZM4GyJ1vo+gCuFmwQOZ1\n", "kz+fGppfAWTVqlUIDAxEQECA1ofWsU9FF8CRzNkAXvlE7vP269zy/kL89FO5n5ey51PF6k1jniMn\n", "J4c5OjqyX375pXosNzeXKYrCoqKinvk42s+Mx/5ZvWqpQ80+YDVrszbHezXqeNn3M4t/Woct3NIE\n", "rkfV99C0dxXtA/by5bDp/cxiYmLwj3/8A23btq0eq6ioQFZWFpydneHi4gIvLy/ExsaaPY72M+PB\n", "Vvbvojpqr0PkXmK2ssec+L3diG2xmf3M3nvvPbz33ntmY9evX4eHhwdmzZqFiIgILacjRMd47zP3\n", "PHrfY44QS9wvZ1X1wk/DF4A69JHoAjiSORsgd77PRRfAzUcfybxu8udTg1szKyoqgoeHBwIDA6Eo\n", "CtavXw8PDw9s376d15Q2rEx0ARzJnA2QO99D0QVwU1Ym87rJn08NLvuZAUDbtm2Rm5vL6/A6I/NF\n", "lmXOBsidb6boAriR/cLmsudTg7aAIYQQonvUzAghhOgeNbMGUSi6AI5kzgbIna9IdAHcFBbKvG7y\n", "51ND82aWk5ODsLAw+Pr6okePHvD29sbIkSORmpqq9VQ68q7oAjiSORsgd75logvg5t13ZV43+fOp\n", "oXkze//993H06FEcPnwYly5dwqVLl+Du7o6goCAcOHBA6+l0Ikp0ARxFiS6AsyjRBXA0XXQB3Mi+\n", "9ZTs+dTQvJkpioIlS5bAxcW0i629vT0++eQT2NnZYe3atVpPpxMyX91A5myA3PlEXYGEP9mvKCJ7\n", "PjU0PzU/MTER9vbmh23atCnatm2Lu3fvaj0dIYQQov0rs5qNDADu3LmDwsJCDB48WOvpCCGEkIY5\n", "m3Hz5s1wcnLCokWLGmI6GyTzVU9kzgbInS9BdAHcyH6lIdnzqcHtCiBV0tPTsWbNGsTHx+PVV1/l\n", "PZ2NSgcg667bMmcD5M5nG7sV89jbLSUlBb169arz/R0cHNC1a1fN67BWdnY27t+//8L7WZvPGrby\n", "vbCa1ZvGWOGHH35gbm5uLCkp6bn3o/3MaD+zl2c/s9/WIWI9YmrUIHI/M1va2w1s8eLFQvcB+/V3\n", "mPjbiBEjXu79zH4rIyMD48aNQ0xMDP74xz8+9760nxkPtrZ/F9VhO3XYQg2/rUPk3m6AaUucKcL3\n", "Vav6PSj2+yH2e2Ez+5lVOXfuHN544w3s2bMHAwYMqB739/fHhQsXeExJCNEtkXu72SL6fqiheTM7\n", "deoURo8ejXfeeQe5ublmV85PT0/XejpCCCFE+2YWGhqK0tJSbNq0yeJriqJoPZ1OhACQ9eonMmcD\n", "5M4XCuCk6CI4kXndAPnzWU/zZpaWlqb1ISUwR3QBHMmcDZA73yTRBXAk87oB8uezHl01v0EME10A\n", "RzJnA+TOFyC6AI5kXjdA/nzWo2ZGCCFE96iZEUII0T0uzezhw4cICwuDl5cXevbsib59+yIxMZHH\n", "VDoh72WD5M4GyJ3vuOgCOJJ53QD581mPSzN76623kJiYiDNnzuDixYuIjIzE+PHjkZSUxGM6HfhI\n", "dAEcyZwNkDvf56IL4EjmdQPkz2c9zZvZyZMnsW/fPkRFRaFdu3YAgNGjR2PIkCH429/+pvV0OuEk\n", "ugCOZM4GyJ2vnegCOJJ53QD581lP82a2d+9eALC4hNXgwYORk5NDVwAhhBCiOc2bWUZGBlq3bl39\n", "qqxK586dAQCZmZlaT0kIIeQlp3kzKygoQKtWrSzGq8YKCgq0npIQQshLjvt+Ztaoz75GeXl5T//t\n", "AIAfNalHnf88/WcyTFegBoBvYbpCeEP6tpY6eM3zvGwNVceLqK1D67Wzhe9HVQ0ZaPjnZW118Phe\n", "WLNupuvHJicnc9lbra5+vY5tXb4fvH6nmGoQ9X2o17xWbxrzAgEBAaxNmzYW4/v27WOKorDt27db\n", "fO3mzZusffv2wvfwoRvd6EY3uom9tW/fnt28edPq3qP5K7NevXrh7NmzKCoqQtu2bavHc3JyAAA9\n", "e/a0eIyrqysuXLiA/Px8rcshhBCiI66urnB1dbX6cZpvznny5EkMGjQIcXFxmDhxYvX4iBEj8NNP\n", "PyE7O1vL6QghhBDtmxkATJo0CZcvX8apU6fwyiuvICkpCWPHjkVCQgJGjRql9XSEEEJeclyaWXl5\n", "OaKiohAfH48mTZqgcePGiIyMxOjRo7WeihBCCOHTzAghhJCGRFfNJ1wsWrQIBoMBO3bsEF0KIdLZ\n", "smULDAYDli5dKroUm2GTzezEiRMYMmQIjEYjfH190adPH8TExIguSzN79uxBYGAg/P390aVLF/Tq\n", "1QsbN24UXZZmfvrpJ3zyySdQFAWKooguRxOZmZmYPXt29XPSx8cHEydOxKVLl0SXZhVZd7TIyclB\n", "WFgYfH190aNHD3h7e2PkyJFITU0VXZrmioqKEB4eDgDS/HwBwKFDhzBkyBD4+/vD09MTRqOxOmed\n", "WH0yP2fnz59njRs3ZgsWLKge279/PzMYDGzjxo0CK9NGeHg469mzJ7tx4wZjjLEnT56wmTNnsqFD\n", "hwquTDujRo1iY8eOZYqisB07doguRxPdunVjI0aMYPfu3WOMMVZaWsrGjBnDmjZtys6fPy+4urqb\n", "MGEC8/HxYf/73/8YY4wlJiYye3t7dvDgQcGV1c/rr7/O+vTpw/Lz8xljjD169IjNmjWLGQwGtn//\n", "fsHVaWv27NnVP19Lly4VXY4mtm3bxtzc3Njly5erx1asWMG6du1a52PYXDNbsGABUxSFFRUVmY37\n", "+vqyfv36CapKG+fPn2cGg4H95z//MRsvKChgqampgqrSVlJSEjMajezo0aNSNTMvLy+WkZFhNpad\n", "nc0URWF/+ctfBFVlnRMnTjBFUdjevXvNxocPH846d+4sqCptDB8+nCUkJJiNPXjwgDVq1Ii99tpr\n", "gqrS3sWLF5mrqyvLyMiQppnduHGDNWvWzOJ5WVZWxlJSUup8HJu6nBUA2NubSnr06JHZeEVFRa3X\n", "fNSTrVu3wsnJCX379jUbd3R0hKOjo6CqtFNRUYHQ0FB89tlnsLOzE12Opi5dulT93KzSoUMHAMDd\n", "u3dFlGS15+1okZKSggsXLsDf319EafWWmJhosT5NmzZF27ZtdbM+dTF37lwsX74crVu3Fl2KZnbu\n", "3Iny8nKLj201a9YMw4YNq/NxbO5vZrNmzUKHDh0QFhaG8vJyMMawdetW3LhxAxEREaLLq5fU1FS4\n", "u7sjPj4ef/jDH+Dj44N+/fphw4YNYBKcVLpu3ToYjUaLX5YyqPmLEgB+/NF0DdDBgwc3dDmqyLyj\n", "RW3rc+fOHRQWFupmfV4kLi4OJSUlmDZtmuhSNJWamgonJyekpaVh2LBhMBqN8PPzQ1RUFMrLy+t+\n", "IG1fMGojOzubDRgwgDVt2pQ5OTkxNzc33b+nzxhjLVq0YC1btmQBAQHs1q1bjDHT3yyaNGnCZs6c\n", "Kbi6+rl58yZzcnJiubm5jDHGjh8/LtXbjLX561//yry8vNiDBw9El1InXbt2ZW5ubhbjR44cYYqi\n", "sOjoaAFV8bNixQrm7OzMbt++LbqUeistLWUdO3ZkZ86cYYwxlpubK83bjEajkTVt2pT5+Piw7Oxs\n", "xhhjZ86cYa+88gobPnx4nY/D9ZXZiRMnYDAY6nS7evUqAOC7775Dv3790Lt3bxQVFeG///0vtm3b\n", "hsmTJ2PFihU8y7WKmmwPHz5EWVkZ1qxZA2dnZwCmXbj/9Kc/YevWrbh+/brISNXUZFuwYAFmzJgB\n", "d3d3scXXgZp8NSUlJSE+Ph779u1D06ZNGzgBeZH09HSsWbMGcXFxePXVV0WXU2+rVq1CYGAgAgIC\n", "RJeiuYcPH6K8vBzh4eHo0qULACAgIABz5sxBSkoKTp8+XafjcP2bmdFoxJdfflmn+7Zv3x4AMG/e\n", "PDRq1Ajr1q2r/rvLsGHDMG3aNERERGDixInw9PTkVnNdqcnm4OCA4uJi+Pn5mX3dz88PO3fuRFpa\n", "Gjp27Kh5rdayNtuZM2dw8uRJbNmyxeLrzAbfPlWzdr916tQpzJw5E4cOHYKPj4/W5XHj6OhY6xYb\n", "xcXFAAAnJ6eGLomLrKwsjBs3Drt370ZQUJDocuotNzcXmzdvxsWLFy2+Zos/X9ZycHAAgFp/LwLA\n", "+fPnERgY+MLjcG1mTk5OmDRpklWPyczMhJ+fn8UJBJ6enmCMITMz0yaamZpsPj4+OHv2LCorK83G\n", "q7LWHBfF2mwpKSlo1KgRBgwYUD1WUlICAIiIiMD69esxePBgrF27VvNa1VCzdlWOHDmC6dOnIykp\n", "Cb6+vhpXxpeaHS30JiMjA+PGjcO//vUvaf52+80336BFixZmJ0hUVFQAADZv3oyEhAR4eXkhNjZW\n", "VIn14uPjg4sXL9b/9yKXN0Hrwd3dnbVv355VVlaajVedsn/69GlBldXf6tWrmaIoFqfhT58+ndnZ\n", "2bFr164Jqkx7VaeBy/Q3swMHDrBOnTqxK1euVI/dvHmThYSECKyq7p53an6XLl0EVaWds2fPso4d\n", "O1r8fPXp00dQRfxcu3ZNmr+Z7d27lymKwnbv3m02vnLlSqYoCjt58mSdjmNzzWzjxo0Wi5SWlsba\n", "tGnD+vfvb9Hk9KS0tJR5enqyoKAgdv/+fcYYY+fOnWMtW7Zks2fPFlydtqpOAPn8889Fl6KJuLg4\n", "1rhxYxYVFcV27dpVfVu3bh1zd3cXXV6dTZw4kfn4+LDCwkLGGGMHDx6U4kPTJ0+eZA4ODmzu3Llm\n", "67Nr1y6mKIro8jRXdQJIVFSU6FLqrbKykgUGBjIfH5/qE+OuXr3KXF1d2ejRo+t8HJtrZowx9tVX\n", "X7HXXnuNeXl5sR49erAePXqwyMjI6gagZ/n5+Wzq1Kns//7v/5iXlxczGo1sw4YNosvSTGZmJnN3\n", "d2cuLi7MYDAwR0dH5u7uzg4dOiS6tHpp164dMxgMTFEUi5uHh4fo8urs4cOHLCwsjHXr1o35+voy\n", "f39/lpiYKLqseuvdu/cz18dgMIguTzN37txh7u7u7He/+x0zGAysTZs2zN3dncXExIgurV6Ki4vZ\n", "3LlzWceOHZm3tzfz9PRkkZGRrKKios7HoKvmE0II0T2b+9A0IYQQYi1qZoQQQnSPmhkhhBDdo2ZG\n", "CCFE96iZEUII0T1qZoQQQnSPmhkhhBDdo2ZGCCFE96iZEUII0T1qZoQQQnSPmhkhhBDdo2ZGCCFE\n", "96iZEUII0b3/B1lS0shf71y8AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X9UVGX+B/D3HfC3+CtI0F0EfyDMKKGSxlFEXbUCG9Gj\n", "mWXblq3ZYq6eLaCDCepqZlr5Yzum9tt2os38gZii5S8yTeUg1GKOXzFsIRdW0BQBlef7BzIxM6gz\n", "l/vwzH38vM7hqA/DvZ83z8DHO3PvfRTGGAMhhBCiYwbRBRBCCCFNRc2MEEKI7lEzI4QQonvUzAgh\n", "hOgeNTNCCCG6R82MEEKI7lEzI4QQonvUzAghhOgeNTNCCCG651Yzq6iowBNPPAGDwYCioiJeNRFC\n", "CCFucbmZZWVlITIyEt9//z0URWn0MTt37sSkSZMQGhqK8PBwmEwmzJ07F6WlpZoVTAghhDhyuZm9\n", "+uqr2Lp1KyZMmIDGbuf4yy+/IDY2FkajEQUFBcjLy8OOHTuwfft2DBkyBL/++qumhRNCCCH1XG5m\n", "X3/9NUwm020f06VLFyxcuNB25NajRw8kJSXh7Nmz+Pzzz5tWKSGEEHILLjezW720WM/f3x+//PKL\n", "03j37t0B1L3fRgghhPCg6dmM3t7eTmM//vgjAGDkyJFa7ooQQgix4Xpq/rVr17B+/Xo8+eSTiIiI\n", "4LkrQgghdzHnQykNpaSkoG3btnj77bfv+NiSkhKUlJTwLIcQQoiHCwgIQEBAgNtfx62ZLV++HHv2\n", "7MFXX32Fdu3a3faxJSUlCAkJweXLl3mVQwghRAe6deuGY8eOud3QuDSzJUuWICMjA3v37kXHjh3v\n", "+PiSkhJcvnwZGzduRFhYGI+ShBozZgx2794tugwu9JKtoKAA06ZNA0YC6OzGF2YCiNOwkHIAe+ER\n", "z3W9zJ0aMmcD5M1X/3NaUlIivpmlpKTgm2++wZ49e2xHZNu3b0dOTg7mz59/268NCwvDwIEDtS5J\n", "uAceeEDKXIAOs/UB0M2Nx+cDCNdw/8UA9nrGc113c+cGmbMB8udTQ3Uza+zC6Tlz5uDjjz/G0qVL\n", "sXnzZtv4wYMHUVNTo3ZXuufl5SW6BG5kzgYAuP0VKbom89zJnA2QP58aLjez5ORkpKeno6KiAoqi\n", "YNiwYfD29samTZswcOBA5OXlYdWqVVAUBc8995zd1yqKgqeeekrz4gkhhBDAjWa2dOlSLF269Jaf\n", "Dw8PR21trSZFEUIIIe6gJWCagcxNXuZsAADnV9OlIfPcyZwNkD+fGtTMmsGDDz4ougRuZM4GAOgt\n", "ugB+ZJ47mbMB8udTg9YzawYvvPCC6BK4kTkbAGCI6AL4kXnuZM4GyJ9PDU3XMwPqrhOIjY1FWFgY\n", "+vbti6lTp6K4uFiTYgkhhJDGaLaeGQAUFRUhOjoa4eHhKCgowL///W8oioKYmBhaz4wQQgg3mq5n\n", "lpqaCsYYFi5cCKDuWogVK1agsLAQb731VtMq1bGTJ0+KLoEbmbMBACReJF3muZM5GyB/PjU0W8/s\n", "xo0b2LRpE4YOHYqWLVvaxgMCAhAaGor09HT1VepcYmKi6BK4kTkbAEC+OwbZyDx3MmcD5M+nhmZn\n", "M545cwaXL19Gr169nD7Xs2dPnDx5EteuXdNqd7qyZs0a0SVwI3M2AECs6AL4kXnuZM4GyJ9PDc2a\n", "WWlp3esxHTp0cPpchw4dUFtbiwsXLmi1O10JDAwUXQI3MmcDAHQSXQA/Ms+dzNkA+fOpQdeZEUII\n", "0T3Nmpmvry8A4NKlS06fu3TpEry8vNClS5fbbiM2NhZms9nuIyoqClu2bLF7XFZWFsxms9PXJyQk\n", "4N1337Uby8nJgdlsRllZmd14amoqXnvtNbuxoqIimM1mpzdXV69ejZdeeslurLKyEmazGdnZ2Xbj\n", "FosFTz/9tFNtU6ZMoRwelAP/AlDgMHYawD+dH4pMADkOY8U3H3vFYXwvgGyHsYqbj3U4mYTmg3Lc\n", "zTksFgvMZjPGjBkDf39/jBo1CnPmzHHavqsUdqvz7G8hLS0NCxcuxNmzZ+0OdW/cuIEuXbpgxIgR\n", "2Lp1q93X9OvXD4qiID8/v9Ft5uTkYNCgQTh+/LiUyxq89tprSEpKEl0GF3rJVv8cwwy4twRMNoBh\n", "GhZSDGAdPOK5rpe5U0PmbIC8+ZrSCzQ7MvPy8sLEiRORnZ1tt9xLSUkJTp48iUcffVSrXelOZWWl\n", "6BK4kTkbAEDic5ZknjuZswHy51NDdTNr7IBuwYIFMBgMtkU4r1+/jhdffBE9e/bE3Llz1VepcwsW\n", "LBBdAjcyZwNQtzK1pGSeO5mzAfLnU8PlZpacnIzg4GCsXLnStp5ZcHAwcnJ+ezMhMDAQBw4cQF5e\n", "HsLCwmAymVBbW4t9+/ahffv2XAIQQgghmq1nVi8sLAw7duxoUlGEEEKIO+jU/GbgeEaPTGTOBsD5\n", "bEWJyDx3MmcD5M+nhstHZkS9Z555Btu2bRNdBheuZLNarcJvNF1Q4Hgevou2Anhc01I8xt3+vNQz\n", "2fOpQc2sGaSlpYkugZs7ZbNarQgJCWmeYngYIboAfu7m56XeyZ5PDS7NLDc3F6mpqbBarfD2rtvF\n", "tGnT8Le//Q1eXl48dunRRF9PxNOdstmOyCYC8OVfzy1ZUXdBs7vcuSZNZ+7m56XeyZ5PDc2bWVFR\n", "EUaOHIm4uDjk5eXB29sbR48eRUxMDM6fP48VK1ZovUuiB74Q2xjoLQZCpKb5CSCZmZm4ePEiXnzx\n", "RdtR2f33348xY8bgk08+0Xp3hBBCiPbNrP5lRMflXmpqatCiRQutd6cLjvctk4nM2QA435NRIjLP\n", "nczZAPnzqaF5M3v88cdhMpmQlpaGixcvAqg7Wtu3bx8WLVqk9e50oeGF5bKRORsAoER0AfzIPHcy\n", "ZwPkz6eG5s2sffv2+Prrr+Hl5QVfX18EBATgqaeewtq1a/GnP/1J693pwj/+8Q/RJXAjczYAQJzo\n", "AviRee5kzgbIn08NzZuZ1WpFZGQkWrVqhbKyMpSUlGDHjh14+eWX8dxzz2m9O0IIIUT7ZjZv3jz8\n", "5z//wfr169GxY0cAwODBg5GUlIT169dj9+7dt/xaWs9MvhyOj9ViHTAcAZDlMFZz87E/OYznA3Ao\n", "AQCtZ3aTXp9XlEP/OYSvZ3YnYWFhqKioQEmJ/ZsNX375JeLi4rBs2TK8+OKLdp+TfT2zu5nqdcS0\n", "lgfgC4ivw4PWMyPE03jEemb1/P39UVZWhitX7P/LevbsWdvn7zaN/W9GFjJnA9D4kZokZJ47mbMB\n", "8udTQ/NmNmfOHNTW1mLu3Lm4fv06AODMmTN4/fXXERwcjIkTJ2q9S483a9Ys0SVwI3M2AMBg0QXw\n", "I/PcyZwNkD+fGpo3s/Hjx+Prr7/GuXPn0K9fP4SHh+ORRx7B+PHjcfjwYbRt21brXXq8sWPHii6B\n", "G5mzAQB6iy6AH5nnTuZsgPz51OByb8aYmBjExMTw2DQhhBDihNYzI4QQontSLQGTm5uLiooK0WXg\n", "6tWr6Nq1q+3fe/fuxciRI5u9Dh8fH/Tp04frPrZs2YL4+Hiu+xCqAECY6CL4kHnuZM4GyJ9PDWma\n", "2c8//4wBAwaILsPjnDp1imtDs1gscv9QfQ9pm5nMcydzNkD+fGpwa2Y7d+7E8uXLUVFRgUuXLqFF\n", "ixaIj4/H4sWLuezv6tWrdX+ZCKA7l1245iiAwxC/flcZgC/AfYXn9PR0rtsXbrLoAviRee5kzgbI\n", "n08NLs1sw4YNWLRoEb788ksYjUYAwJIlS/DBBx9wa2Y2HQDcw3cXt9Xm5p+i1+8ihJC7iObN7Oef\n", "f8bs2bPx4Ycf2hoZAMydOxeRkZFa744QQgjR/mzGjz76CNXV1YiLs7/deJs2bejaCEIIIVxo3syy\n", "s7Ph5+eH48ePY+zYsTCZTIiIiEBaWhqqq6u13p0+NHajW0k0dpNSqdDc6ZLM2QD586mh+cuMRUVF\n", "uHjxImbOnImtW7eid+/e+Pbbb/HII4/gyJEj+PLLL7XepefrJboAfqQ/2qa50yWZswHy51ND82ZW\n", "VVWF6upqpKSkoHfvunsBRUVFYdasWVi4cCEOHjyI6OhorXfr2fqL23VBgeM6J9rq27fvbVe95b1/\n", "7gTOHU9Wq/WOc9cceF0LOXXqVM236Ulkz6eG5s3Mx8cHABAREWE3Xv/vo0eP3rKZxcbGYvBg+zu7\n", "lpaWIikpye6aiqysLKxZswbbtm1z3sgpAEEN/l0MYB+A8QDaNRjfC6AFgGENxioA7AAwBoBfg/Ej\n", "AC4CaPifoRoAnwMYCqBHg/HzjUarWz+rH+yvWToN4DsAjzs8NhNAAICGKyC4m2N73V+nTZt2i4IE\n", "ae75yAfwfwB6OtTR3PNRn6OB1atXo6ioCK+//rptrLKyEo899hgSExMxbNhvG7FYLMjKysL7779v\n", "t40pU6Zg6tSpLv18JCQkYODAgRg+fDhCQkLgKU6dOoV58+a5nWP69Om2sZycHKSlpeG9996Dr+9v\n", "18Skpqaibdu2SEpKso0VFRVh1qxZWLZsGUJDQ23joubjbs1hsVhgsVhw9epV5Ofnw2g02m5Or4bm\n", "65k98cQTsFgsyMvLQ79+/WzjGRkZGD9+PLf1zKxWa90P6J9g38ya237U/UITvW5W/fpdoq93s8Kz\n", "vh+i6/CA9cxsa8yJfm7cvBaS1nYj9ZrSCzQ/MouPj4fFYsGJEyfsmtn3338PAE5HXneFn2B/tNCc\n", "eF/vdqdsZbf5nB6InDverkPaayGzs7PtjkBkI3s+NTQ/m3HSpEkYNmwYlixZgvPn615zs1qtWL16\n", "NeLi4jB8+HCtd+n5vhFdAEcyZwPkzpcrugB+li1bJroErmTPp4bmR2aKoiAzMxPz5s3DkCFD0LZt\n", "W9y4cQMzZsxASkqK1rvTh0miC+BI5myA3PlGiy6An08//VR0CVzJnk8NLrez8vHxwcqVK7Fy5Uoe\n", "m9eflqIL4EjmbIDc+aS5zbgz2RcBlj2fGrSeGSGEEN2jZkYIIUT3uDezd955BwaDAQsWLOC9K8+V\n", "JboAjmTOBsid77DoAvh56aWXRJfAlez51ODazMrLy20nfSiKwnNXnq2j6AI4kjkbIHe+9qIL4Ccw\n", "MFB0CVzJnk8Nrs3slVdeuftuXdWYIaIL4EjmbIDc+frd+SF69cILL4gugSvZ86nBrZnl5eXhiy++\n", "QFpaGq9dEEIIIQA4NrPZs2dj0aJF6NhR5tdpCCGEeAIuzSw9PR2XL1+2u/HkXa1UdAEcyZwNkDtf\n", "hegC+Dl58qToEriSPZ8amjezyspKJCUlYfXq1VpvWr92iy6AI5mzAXLnk/hsxsTERNElcCV7PjU0\n", "vwfAq6++iujoaERFRWm9af2KFV0ARzJnA7jlE7nOm23fEt+nds2aNaJL4Er2fGpoemRWWFiItWvX\n", "4rXXXnP6nCsrzcTGxsJsNtt9REVFYcsW+7Xrs7KyYDabG9/IKYd/FwP4J4ArDuN7AWQ7jFXcfKzj\n", "S0tH4Hy9Uc3Nx/7kMN7YemadULd+luPvr9M3t+EoE4Djmonu5jjUyHbdyZEPYAucOebohNvnOOsw\n", "1tzz4WoOoPEcnaDNfNTnuFg3NG3aNAwaNEjIh22Nu/ZNyNGQBvMxZcoUl3/OExIS8O6779qN5eTk\n", "wGw2o6ysbpmG+lPXU1NTnX4fFRUVwWw2O71Ut3r1aqfrtyorK2E2m5Gdbf/NsFgsePrpp7nnqOeY\n", "IzAwUPc5LBYLzGYzxowZA39/f4waNQpz5sxx2r6rNF3PbMOGDfj73/+Ozp0728ZqampQUFCArl27\n", "wt/fH6GhobBYLHZfR+uZceAp63dRHY3XIXItMU9ZY84D1nYjnsVj1jN79tln8eyzz9qN/fTTTwgO\n", "Dsbzzz+P+fPna7k7QvSL9zpzt6P3NeYIaQT321nVH/hpvKC1vji+XCMTmbMBcueTeD2zxt7qkIns\n", "+dTg1szKy8sRHByM6OhoKIqCt956C8HBwU6vrd4VrokugCOZswFy57suugB+KisrRZfAlez51OC2\n", "olHnzp1RWFjIa/P6MlJ0ARzJnA2QO1+k6AL4kf3G5rLnU4OWgCGEEKJ71MwIIYToHjWz5uB4DY9M\n", "ZM4GyJ2vSnQB/Dhe3yQb2fOpoXkzO3PmDJKTkxEeHo7+/fsjLCwMsbGxThfr3VW2ii6AI5mzAXLn\n", "2ye6AH6eeeYZ0SVwJXs+NTRvZn/5y1+wZ88eZGVlIT8/H/n5+QgKCkJMTAy2bdum9e70YYToAjga\n", "IboAzkaILoAjiU8AkX3pKdnzqaF5M1MUBa+88gr8/f0BAN7e3njjjTfg5eWFFStWaL07fRB5lwXe\n", "ZM4GyJ1P1B1ImoHsdxSRPZ8amp+an5GRAW9v+822bt0anTt3RkWFxGtOEEIIEUbzIzPHRgYAFy5c\n", "QFlZGUaNGqX17gghhJDmOZtx7dq18PPzw8svv9wcu/M8jndcl4nM2QC580m8vqPsdxqSPZ8a3O4A\n", "Ui8nJwfLly/H5s2bce+99/LenWcqEV0ARzJnA+TO5yFnd/NY223Xrl0YMGCAy4/38fFBnz59NK/D\n", "XVarFb/++usdH+duPnd4yvfCXVybWUFBASZMmICNGzciJibmjo+PjY3F4MGD7cZKS0uRlJSE+Ph4\n", "21hWVhbWrFnT+NmRp2C/BEwx6k5BHg+gXYPxvQBawH6BwgoAOwCMAeDXYPwI6tahGttgrAbA5wCG\n", "AujRYLyx9cziULd+Vj8AYQ3GTwP4DsDjDo/PBBAAoOF7vO7muNV6Zq7myAfwfwDiYc8xR9wdctxw\n", "GGvu+ajP0fMOOXCLHHHQZj7qczTEYz5ulQMNctT/1A9rQo6mzkc87NZ24+Ff//qXW4+fN28eqqqq\n", "8Prrr9vGKisr8dhjjyExMRHDhv32zbBYLMjKysL7779vt40pU6Zg6tSpLv2+SkhIwMCBAzF9+nQA\n", "DZax4pTPHQ8//DBmzJihKgdQdxCTlpaG9957D76+v51plJqairZt2yIpKQkWiwUWiwVXr15Ffn4+\n", "jEYjrl9Xf8NQTdczayg3NxcTJkzAhg0b8Ic//OG2j6X1zDjwtPW7qA7PqcMTamhYh8i13YC6I9Qv\n", "xK+rVv97UOj3Q/D3wmPWM6t35MgRTJkyBZ988gmGDh1qG4+MjMSxY8d47JIQolci13bzRPT9UEXz\n", "ZnbgwAGMGzcOTz/9NAoLC+3unJ+TI/O76YQQQkTRvJnNnTsXV65cwerVq50+pyiK1rvTh3/C+f0L\n", "WcicDZA7304Ast4VSeZ5A+TPp4Lmzez48eNab1L/Bt/5IbolczZA7nz9RBfAkczzBsifTwW6a35z\n", "6C26AI5kzgbIne93ogvgSOZ5A+TPpwI1M0IIIbpHzYwQQojucWlmVVVVSE5ORmhoKO677z7cf//9\n", "yMjI4LErfdD+BgeeQ+ZsgNz5zoougCOZ5w2QP58KXJrZk08+iYyMDBw6dAgnTpxAamoqJk6ciMzM\n", "TB6783zfiC6AI5mzAXLnyxVdAEcyzxsgfz4VNG9m+/fvx6ZNm5CWloYuXboAAMaNG4fRo0fjr3/9\n", "q9a704e2ogvgSOZsgNz5WosugCOZ5w2QP58Kmjezzz77DACcbmE1atQonDlzhu4AQgghRHOaN7Pc\n", "3Fx07NjRdlRWr1evXgCAvLw8rXdJCCHkLqd5MystLUWHDh2cxuvHSktLtd4lIYSQuxz39czc0ZR1\n", "jYqKiur+8iPErtNUfPNPa4M6ilB3h/DmVNRIHbz2c7tszVXHnaitQ+u584TvR30N59H8z8vG6uDx\n", "vXBn3srr/tixYweXtdVcZbuPrSvfD16/U25+L0R9H5q0X6axqKgo1qlTJ6fxTZs2MUVR2Lvvvuv0\n", "ueLiYtatWzcGgD7ogz7ogz7u4o9u3bqx4uJit3uP5kdmAwYMwOHDh1FeXo7OnTvbxs+cOQMAuO++\n", "+5y+JiAgAMeOHUNJiczL+hJCCLmTgIAABAQEuP11mi/OuX//fowcORLp6emYPHmybfzhhx/G6dOn\n", "YbVatdwdIYQQwmel6UcffRQ//PADDhw4gHvuuQeZmZmIj4/Hli1bEBcXp/XuCCGE3OW4NLPq6mqk\n", "paVh8+bNaNWqFVq2bInU1FSMGzdO610RQgghfJoZIYQQ0pzorvmEi5dffhkGgwEffvih6FIIkc47\n", "77wDg8GABQsWiC7FY3hkM9u3bx9Gjx4Nk8mE8PBwDBo0CBs2bBBdlmY++eQTREdHIzIyEr1798aA\n", "AQOwatUq0WVp5vTp03jjjTegKAoURRFdjiby8vKQkJBge04ajUZMnjwZ+fn5oktzi6wrWpw5cwbJ\n", "yckIDw9H//79ERYWhtjYWGRnZ4suTXPl5eVISUkBAGl+vgBg586dGD16NCIjIxESEgKTyWTL6RK3\n", "T+bn7OjRo6xly5YsMTHRNrZ161ZmMBjYqlWrBFamjZSUFHbfffexc+fOMcYYu3HjBps5cyYbM2aM\n", "4Mq0ExcXx+Lj45miKOzDDz8UXY4m+vbtyx5++GF28eJFxhhjV65cYePHj2etW7dmR48eFVyd6yZN\n", "msSMRiP73//+xxhjLCMjg3l7e7Pt27cLrqxpHnzwQTZo0CBWUlLCGGPs2rVr7Pnnn2cGg4Ft3bpV\n", "cHXaSkhIsP18LViwQHQ5mli/fj0LDAxkP/zwg21s8eLFrE+fPi5vw+OaWWJiIlMUhZWXl9uNh4eH\n", "syFDhgiqShtHjx5lBoOBfffdd3bjpaWlLDs7W1BV2srMzGQmk4nt2bNHqmYWGhrKcnNz7casVitT\n", "FIX98Y9/FFSVe/bt28cURWGfffaZ3fhDDz3EevXqJagqbTz00ENsy5YtdmNXr15lLVq0YMOHDxdU\n", "lfZOnDjBAgICWG5urjTN7Ny5c6xNmzZOz8vKykq2a9cul7fjUbezAgBv77qSrl27ZjdeU1PT6D0f\n", "9WTdunXw8/PD/fffbzfu6+sLX19fQVVpp6amBnPnzsXbb78NLy8v0eVoKj8/3/bcrNe9e3cAQEVF\n", "hYiS3Ha7FS127dqFY8eOITIyUkRpTZaRkeE0P61bt0bnzp11Mz+umD17NhYtWoSOHTuKLkUzH330\n", "Eaqrq50u22rTpg3Gjh3r8nY87j2z559/Ht27d0dycjKqq6vBGMO6detw7tw5zJ8/X3R5TZKdnY2g\n", "oCBs3rwZI0aMgNFoxJAhQ7By5UowCU4qffPNN2EymZx+WcrA8RclAPz4448A6pqBHsi8okVj83Ph\n", "wgWUlZXpZn7uJD09HZcvX8b06dNFl6Kp7Oxs+Pn54fjx4xg7dixMJhMiIiKQlpaG6upq1zek7QGj\n", "NqxWKxs6dChr3bo18/PzY4GBgbp/TZ8xxtq1a8fat2/PoqKi2C+//MIYq3vPolWrVmzmzJmCq2ua\n", "4uJi5ufnxwoLCxljjO3du1eqlxkb8+c//5mFhoayq1evii7FJX369GGBgYFO47t372aKorClS5cK\n", "qIqfxYsXs65du7Lz58+LLqXJrly5wnr06MEOHTrEGGOssLBQmpcZTSYTa926NTMajcxqtTLGGDt0\n", "6BC755572EMPPeTydrgeme3btw8Gg8Glj1OnTgEAvv32WwwZMgQDBw5EeXk5/vvf/2L9+vWYOnUq\n", "Fi9ezLNct6jJVlVVhcrKSixfvhxdu3YFULcK92OPPYZ169bhp59+EhnJRk22xMREPPfccwgKChJb\n", "vAvU5HOUmZmJzZs3Y9OmTWjdWuYlm/UpJycHy5cvR3p6Ou69917R5TTZq6++iujoaERFRYkuRXNV\n", "VVWorq5GSkoKevfuDQCIiorCrFmzsGvXLhw8eNCl7XB9z8xkMuHTTz916bHdunUDAMyZMwctWrTA\n", "m2++aXvfZezYsZg+fTrmz5+PyZMnIyQkhFvNrlKTzcfHB5cuXUJERITd5yMiIvDRRx/h+PHj6NGj\n", "h+a1usvdbIcOHcL+/fvxzjvvOH2eeeDLp2rmrqEDBw5g5syZ2LlzJ4xGo9blcePr69voEhuXLl0C\n", "APj5+TV3SVwUFBRgwoQJ2LhxI2JiYkSX02SFhYVYu3YtTpw44fQ5T/z5cpePjw8ANPp7EQCOHj2K\n", "6OjoO26HazPz8/PDo48+6tbX5OXlISIiwukEgpCQEDDGkJeX5xHNTE02o9GIw4cPo7a21m68Pqvj\n", "uCjuZtu1axdatGiBoUOH2sYuX74MAJg/fz7eeustjBo1CitWrNC8VjXUzF293bt3Y8aMGcjMzER4\n", "eLjGlfGlZkULvcnNzcWECRPw3nvvSfPe7VdffYV27drZnSBRU1MDAFi7di22bNmC0NBQWCwWUSU2\n", "idFoxIkTJ5r+e5HLi6BNEBQUxLp168Zqa2vtxutP2T948KCgyppu2bJlTFEUp9PwZ8yYwby8vNjZ\n", "s2cFVaa9+tPAZXrPbNu2baxnz57s5MmTtrHi4mJmNpsFVuW6252a37t3b0FVaefw4cOsR48eTj9f\n", "gwYNElQRP2fPnpXmPbPPPvuMKYrCNm7caDe+ZMkSpigK279/v0vb8bhmtmrVKqdJOn78OOvUqRN7\n", "4IEHnJqcnly5coWFhISwmJgY9uuvvzLGGDty5Ahr3749S0hIEFydtupPAPnggw9El6KJ9PR01rJl\n", "S5aWlsY+/vhj28ebb77JgoKCRJfnssmTJzOj0cjKysoYY4xt375dioum9+/fz3x8fNjs2bPt5ufj\n", "jz9miqKILk9z9SeApKWliS6lyWpra1l0dDQzGo22E+NOnTrFAgIC2Lhx41zejsc1M8YY++KLL9jw\n", "4cNZaGgo69+/P+vfvz9LTU21NQA9KykpYU899RT7/e9/z0JDQ5nJZGIrV64UXZZm8vLyWFBQEPP3\n", "92cGg4H5+vqyoKAgtnPnTtGlNUmXLl2YwWBgiqI4fQQHB4suz2VVVVUsOTmZ9e3bl4WHh7PIyEiW\n", "kZEhuqwmGzhw4C3nx2AwiC5PMxcuXGBBQUHsd7/7HTMYDKxTp04sKCiIbdiwQXRpTXLp0iU2e/Zs\n", "1qNHDxYWFsZCQkJYamoqq6mpcXkbdNd8QgghuudxF00TQggh7qJmRgghRPeomRFCCNE9amaEEEJ0\n", "j5oZIYQGwYUMAAAAPklEQVQQ3aNmRgghRPeomRFCCNE9amaEEEJ0j5oZIYQQ3aNmRgghRPeomRFC\n", "CNE9amaEEEJ0j5oZIYQQ3ft/EpjvHI2OVpwAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "033\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X9UVGUaB/DvnUFSAy3UFSwFRH67iIomKYqElD9mTE9i\n", "pRW2la2a4S6mm6uAnjW03FTSYxtuP4VMDQ1Yk8xDgq4lkAIKgStCJbmSgiKrIrz7xzCT8wOYgfdy\n", "4d7nc8491TuX+z7PO/fep5m5970CY4yBEEIIkRmV1AEQQgghYqACRwghRJaowBFCCJElKnCEEEJk\n", "iQocIYQQWaICRwghRJaowBFCCJElKnCEEEJkiQocIYQQWbKpwNXU1GDevHlQqVSorKwUKyZCCCGk\n", "w6wucJmZmQgKCkJRUREEQWhxvZs3b2LdunUICgrCqFGj4ObmhtDQUBw+fJhLwIQQQog1rC5wb7zx\n", "Bg4cOIBZs2ahpekrGxoaMHXqVJSVlSE7Oxv5+fkoLCxEXV0dvvvuO25BE0IIIW2xs3bFI0eOQBAE\n", "7Nmzp8V1EhMTUVhYiIMHD6Jnz54AAEdHR3z88cdQqejnPkIIIZ3H6gLX2teSejt27EB4eLihuOn5\n", "+vraHhkhhBDSAdw+Vv33v//FuXPn8OCDD2LDhg0YO3YsvL29MWXKFBw8eJBXN4QQQohVuBU4/VWV\n", "7777Li5cuIDs7GwUFRVh/PjxmDFjBj799FNeXRFCCCFtEmx94GlcXBzWrl2LCxcuYMiQIYb2nJwc\n", "TJw4EX379kVVVZXha0rGGDw8PCAIAv7zn/+0uN2qqipUVVW1Mw1CCCFy4OLiAhcXFy7bsvo3uLY4\n", "OjoCADw9PY1+gxMEAQEBAfjiiy9w5coVODk5mf1tVVUVvLy8UFdXxyscQggh3dCgQYOQm5vLpchx\n", "K3Cenp6ws7NDU1OT2WtqtRoALL4G6ApcXV0dPvnkE0VfkDJlyhR89dVXUochGaXnD4g7BsXFxZg/\n", "fz6AdQDcRenDOuUAVls83mkfUPYY6PfRqqqqrlXgevfujSlTpiAnJwf/+9//0KtXL8NrRUVFcHd3\n", "R//+/Vvdhq+vL0aNGsUrpG5n3LhxlL+C8wc6awymAZBynPMBrLZ4vNM+QGPAU7svMrH009369evR\n", "2NiI1atXG9q2bduGc+fOISEhob1dKYb+k65SKT1/gMZA6fkDNAY8WV3gVq5cCVdXV6xfvx6MMQQH\n", "B8Pd3R35+fmGdUaMGIGsrCycPn0abm5u6NmzJ5YsWYL3338fc+bMESUBQgghxBKrC1xYWBh69OgB\n", "X19fqFQqnDhxAuXl5WYfpYOCgvDVV19h7dq1uH37NlQqFUJDQ3nHTQghhLSK61yUetevX8eqVaug\n", "0WjaXJf8pqWLcJRC6fkDNAZKzx+gMeDJ6gJ35MgR+Pv7W7XuunXrMG3aNPqh1EaPPvqo1CFISun5\n", "AzQGSs8foDHgyeoCZ81clABQWlqKDz/80PBbHbHeK6+8InUIklJ6/gCNgdLzB2gMeOI+xX90dDRW\n", "rVqFfv368d40IYQQYjWuBS4tLQ2VlZVYsmQJz80SQgghNuNW4G7duoU///nP2LJlCz37rZ1KSkqk\n", "DkFSSs8foDFQev4AjQFP3CrRpk2b4O/vj0ceecTsNWt/i5s2bRq0Wq3REhwcjP379xutl5mZCa1W\n", "a/b3ixcvxs6dO43a8vPzodVqUV1dbdQeGxuLDRs2GLVVVlZCq9Wa7WCJiYlYvny5UVt9fT20Wi1y\n", "cnKM2lNSUrBgwQKz2ObOndtmHq+99pos8tCzNY/Zs2fLIo+OvB9/+tOfRMvD8mQL+QC0AKpN2mMB\n", "bDBpq2xe1/QEnAhguUlbffO6OSbtKQDizKLQ56E/BoCu8X5IsV+FhobKIo+23o+UlBRotVpMmTIF\n", "zs7OCAsLQ3R0tNn2O4TZKDY2lgmCwCoqKozaw8PDmY+PDwsMDDQszs7OTBAE5ufnxwIDA1lycrLF\n", "bebl5TEALC8vz9ZwZMV0TJVG6fkzJu4Y6I8zII8BTMKl5eOd9gFljwHvWsBtLkpLk4PGx8cjPj4e\n", "Bw8eNHq0DrFM6WOk9PwBGgOl5w/QGPDEdS7KltaxZl1CCCGEJ5vmonR3d8fmzZsBAG5ubhg8eLDR\n", "XJR67733Htzd3bFlyxYIgoAJEyZg6NChqK2t5Rc5IYQQ0gqrv6JMSEhAWFgYFi1aBFdXVxQVFeHY\n", "sWNmH6e//PJLHDp0CPfccw8GDx6MxsZGRERE4PXXX0ffvn25JyAnGzZswIoVK6QOQzJyzr+srAzX\n", "r19vc70PPvgAUVFRosRQXFwsynZ5kvM+YC0aA35s+g1OPx/lnj17UFhYaPb6L7/8gmnTpuGvf/0r\n", "9uzZA0EQUFFRgfDwcBw4cACnT582PPmbmKuvr5c6BEnJNf+ysjJ4eXlZvX5iYqKI0XRtct0HbEFj\n", "wI9NBe7IkSMQBAF79uxpcR0nJyesXbvW8N+urq5YsWIFXnrpJezdu9fiJalEJz4+XuoQJCXX/H/7\n", "5PYJACmfWP8vAKvbXEtKct0HbEFjwI9NBa6t+SidnZ3xyy+/mLU/8MADAICamhpbuiNEZnwh7ZO0\n", "u/5XlITwxH3KETs785r5ww8/AAAmT57MuztCCCHEItHn1GpoaMB7772HZ555BoGBgWJ3162Z3vWv\n", "NErPX0fZY0D7AI0BT6IXuFWrVqF3797Yvn272F11e88//7zUIUhK6fnrKHsMaB+gMeBJ1AL31ltv\n", "4fDhw8jMzMS9997b5vpKn4syLi5OFnno2ZqHm5ubLPIwfT+qqqqa/63cZMuW5nBcgZbncLR0gdZc\n", "APtN2jKbt2HqAwttXWsuSv0xAMj3OG8rj9raWlnk0S3nomSs5fko7/a3v/2NjRs3jtXU1LS5PZqL\n", "kshZ15kD8pMuEgcd78Qy3rVAlE9wq1atQmZmJg4fPmy4uTs9Pd3o9gFCCCFETB2abJlZmGMyOjoa\n", "H3/8MRISEpCammpoz87Oxu3btzvSHSGEEGI1mz7BRUdHw8HBAfHx8YY5Jt3d3Q3zURYUFGDr1q2o\n", "qanBwoUL8eyzzxqWpKSkNu+jUzrT77GVRun56yh7DGgfoDHgyeoCl5mZifT0dHh4eEClUqG8vBw/\n", "/vgjysvLMWqU7ubVgIAAnDlzBo8++ii8vb3h6emJuXPn4qeffkJjYyP++c9/ipaIHFiauFpJlJ6/\n", "jrLHgPYBGgOerC5w+nkoZ82a1eLjbyorKxESEoKAgAAUFxfj7NmzEAQBkyZNsmqiWaXbtm2b1CFI\n", "Sun56yh7DGgfoDHgyeoCd+TIEfj7+7e6TmxsLBhjhotJ1Go1Nm3ahPLycsNjdgghhJDOYHWBa+v3\n", "s8bGRuzbtw/jx4+Hvb29od3FxQU+Pj7YvXt3+6MkhBBCbMTtNoHz58+jrq4OHh4eZq8NHToUJSUl\n", "aGho4NUdIYQQ0ipuBe7y5csAgD59+pi91qdPHzQ1NeHKlSu8upMlS7MEKInS89dR9hjQPkBjwJPo\n", "c1ES6y1ZskTqECSl9Px1lD0GtA/QGPDErcD1798fAHDt2jWz165duwa1Wg0nJ6dWt6H0uSgjIiJk\n", "kYeerXl8//33ssijY3NRToCS56LUHwOAfI/ztvJ45513ZJFHt5yLsqV5KO/cucP69OnDtFqt2d/4\n", "+/uz4cOHt7hNmouSyBnNRUlzURLrdNm5KNVqNWbPno2cnByjKbmqqqpQUlKCyMhIXl0RQgghbWp3\n", "gWMWbvaOj4+HSqXCmjVrAAB37txBTEwMhg4dimXLlrU/SoUw/UpAaZSev46yx4D2ARoDnqwucCtX\n", "roS7uzu2bNlicR5KABgyZAiOHj2KgoIC+Pr6wt/fH01NTcjKyoKDg4MoCchJSkqK1CFISun56yh7\n", "DGgfoDHgyeoCl5CQgPLycly9ehWNjY1m81Dq+fr6Yv369fDy8oJarcaZM2fw2GOPYePGjWhsbOSe\n", "gJwo/WZ4peevo+wxoH2AxoCnDj0ux5LKykpMnjwZ06dPR0FBAezs7HDy5ElMmjQJly5dwqZNm3h3\n", "SQghhJjhfh9cRkYGamtrERMTAzs7Xf0cM2YMpkyZgl27dvHujhBCCLGIe4FTq9UAYDYt1+3bt9Gj\n", "Rw/e3RFCCCEWcS9wTz/9NPz9/REXF4fa2loAuk91WVlZWLduHe/uZMXSDZdKovT8dZQ9BrQP0Bjw\n", "xL3AOTg44MiRI1Cr1ejfvz9cXFzw3HPPYceOHYiKiuLdnazcPYuDEik9fx1ljwHtAzQGPHG/yKSs\n", "rAzh4eEYO3Ysqqur0bdvX3z33Xd4/PHHcfz4cbz77ru8u5SNp556SuoQJKX0/HWUMwbFxcVmbd7e\n", "3p36RGtHR0d4enp2Wn/WoOOAIy7zodwlMjKSqdVqdvXqVaP2zZs3M0EQWGZmptnf6KdnGThwINNo\n", "NEbLuHHjWGpqqtH6hw4dYhqNxmw7ixYtYklJSWbb1mg07PLly0bta9asYQkJCUZtFRUVTKPRsOLi\n", "YqP2rVu3spiYGKO2GzduMI1Gw7Kzs43ak5OTWVRUlFlskZGRlIdC80hPT2+eImuvyZRVWxkQY9J2\n", "gwEaBmSbtCczIMrCtFeRDEg1aTvUvA3TdcMtTNWV17zuZZN11zAgwaStonnd4g7mEdYcR9dYSktL\n", "u+V+1d2Pj+TkZKbRaFh4eDgbOHAgmzx5MgsJCeE6VZfAmIUpSTrA19cXNTU1d00wq3Pw4EFMnz4d\n", "GzduRExMjNFr+fn5GD16NPLy8szuqyOku9Pv30AeACn3710A5nehOD4B4CthHMUA5tN5pwvhXQu4\n", "f0Xp7OyMc+fO4caNG7j33nsN7RcuXDC8TizLycnBhAkTpA5DMkrPXycHuicKKIEvzAutkvK3jI4D\n", "frhfZBIdHY2mpiYsW7YMd+7cAaB72vebb74Jd3d3zJ49m3eXsrFx40apQ5CU0vPXUfoYKD1/Og54\n", "4l7gZs6ciSNHjuDHH3/E8OHDERAQAI1Gg5kzZ+LEiRPo3bs37y5l49NPP5U6BEkpPX8dpY+B0vOn\n", "44AnUZ7oPWnSJLz66qt48MEHYW9vj4aGBmRmZmLz5s1idCcbSi/+Ss9fR+ljoPT86TjgSZQCl5SU\n", "hIULF2Lr1q3Izc1FaWkp5s2bhz179ojRHSGEEGKG+0UmP/30E5YuXYoPP/wQfn5+hvZly5YhKCiI\n", "d3eEEEKIRdw/wX300Ue4desWpk+fbtTeq1cvukO/DcuXL5c6BEkpPX8dpY+B0vOn44An7gUuJycH\n", "AwYMQF5eHiIiIuDv74/AwEDExcXh1q1bvLuTlSFDhkgdgqSUnr+O0sdA6fnTccCTKM+Dq62txcsv\n", "v4wDBw5g2LBh+Pe//w2NRoNvv/0WBw8e5N2lbLzyyitShyAppeevo/QxUHr+dBzwxL3A3bx5E7du\n", "3cKqVaswbNgwAEBwcDCWLFmCtWvXIjs7GyEhIby7JV1MWVkZrl+/LnUYXXKuQUJIJ+Ey4dddAgMD\n", "mSAI7MyZM0btqampTBAEtmnTJrO/obko5ZVHaWmp5PML3r3Mnj27XXno0VyUvOeiDLEQhy15LGJA\n", "kklbe/LYy3DXvId0nHduHp0xFyX3Avf0008zQRBYYWGhUfsXX3zBBEFgb775ptnf6Ascr6S6K9Md\n", "tbvSv5/AJ80nHmuXvTau39bySZfYr34bj7tP6C0tpsWD5/KJDXGIubQWh5j5my5d87wjl/NAe/Cu\n", "Bdy/onz88ceRkpKC06dPY/jw4Yb2oqIiAMDYsWN5dykbr732Gr744gupw+DI0lyDrYkDIKf82+M1\n", "KHsMlJ6/HM8D0uF+FeUTTzyBCRMmYP369bh06RIA3e8xiYmJmD59OiZOnMi7S9l45513pA5BYkrP\n", "H6AxUHr+dB7giXuBEwQBGRkZCA8Px0MPPQQXFxd4eXnBy8sLn3/+Oe/uZIUuD1Z6/gCNgdLzp/MA\n", "T9y/ogR0V65t2bIFcXFx8PT0hCAICAsLQ48ePcTojpBWWXpytJL6J0SpRClweqtXr0ZISAgOHDgg\n", "ZjeEtKASADB//nyJ4yCESEG0AldQUIDPP/8cBw8epAJnpQ0bNmDFihVShyGhDQB45n+j+Z9SPzn6\n", "XwBWW7ku7zHobpSeP50HeBKtwC1duhTr1q1D3759xepCdurr66UOQWJi5W/r1Zy82fIVJe0DSkfn\n", "AX5EeVzO7t27UVdXhz/84Q9ibF624uPjpQ5BYkrPH6AxUHr+dB7gifsnuPr6eqxYsQIpKSm8N00I\n", "IYRYjfsnuDfeeAMhISEIDg7mvWlCCCHEalwLXHl5OXbs2IENGzaYvcYYa/Pvp02bBq1Wa7QEBwdj\n", "//79RutlZmZCq9Wa/f3ixYuxc+dOo7b8/HxotVpUV1cbtcfGxprFWVlZCa1Wi5KSEqP2xMREs2c0\n", "1dfXQ6vVIicnx6g9JSUFCxYsMItt7ty5beahj7G75/GbBAA7TdryAWgBVJu0xwJYY9JW2bxuiUl7\n", "IsyfG1bfvG4OzMVZaJsLYL9JW2bzNkwthm15mO7/+nXKTdot5aHP2TSPFADm74dteXxgoc2WPHi8\n", "HykA3rUQhz6Pu+MQ6/3Q52H8fnT28dHScf7YY491q+O8veerlJQUaLVaTJkyBc7OzggLC0N0dLTZ\n", "9juEy4Rfzd577z3m6urKAgMDDYufnx8TBIE5OzuzwMBA9uSTT5r9Hc1FqWNpItPuyLa5F+9eLE2s\n", "K/e5F8Ueg+42HmLmb7p0zfOOXM4D7dGl56J84YUX8MILLxi1VVRUwN3dHX/84x+xZo3p/6GTu8XF\n", "xUkdgsTipA6gC4iTOgCJxUkdgOToPMCPKFdR3o0xZvRP0rJRo6S8lL0rUHr+AI2B0vOn8wBPohW4\n", "q1evwt3dHSEhIRAEAZs3b4a7u7vZd7WEEEKIGES50fv8+fP4xz/+AUdHRzDG4ODgAHd3d7z++uuY\n", "MGGCGF0SQki7dIW5QunJ8+IQpcAtWrQI1dXVyMzMhLOzM+7cuYOlS5di0qRJSE1NbeGKO7Jz506F\n", "3xy/E4CS8wdoDDoz/641V2lpaSk8PT3pPMCRKAVOEASsXr0azs7Ouk7s7PD3v/8dSUlJ2LRpExW4\n", "FuTn5yt8x86Hsk/uAI1BZ+bfVeYqLQYwH9evXwdA5wGeRClwaWlpsLMz3nTPnj1x//33o6amRowu\n", "ZWHbtm1ShyAxpecP0BhIkb/Uc5Uao/MAP6JcZGJa3ADgypUrqK6uRlhYmBhdEkIIIUZEv01Ab8eO\n", "HRgwYAD+8pe/dFaXhBBCFEzUB57q5efn46233kJqaip+97vfcdtubW0tvv/+e27b6wh/f38MGDBA\n", "6jAIId0UXc0pAi7zobTi7NmzbMiQISwjI6PFdfTTswwcOJBpNBqjZdy4cSw1NdVo/UOHDjGNRsMW\n", "L17cPOWP9MusWbMZY4wlJyezqKgosxwjIyNbzENP/++LFi1iSUlJZmOk0WjY5cuXjdrXrFnDEhIS\n", "jNoqKiqYRqNhxcXFRu1bt25lMTExRm03btxgGo2GZWdnG7V3JI/fpuqaw4AkC9MjaRhw2aR9DQN8\n", "TdoqmtctNmnfyoAYk7YbzetmW5gSytL0T5EMSDVpO9TCuotszCPBpG1zcxx7rchjqoU8GAOSGRDV\n", "wTzCm+O4e4osW/Lo6PuhzyPEQhz6PO6OW6z3Q5/HRpM4bM2jo++HPo9UJvX56+6ltLTUquNcr73n\n", "q+TkZKbRaFh4eDgbOHAgmzx5MgsJ0e0bvKbqEhgTb4qRU6dOYdasWUhKSsIjjzzS4nr5+fkYPXo0\n", "8vLybLqL//nnn8dHH32PxsY9PMLtgCWIiBBw6NDBDm0lMzMTERERnGKSjv79BPJg24/3mQB45r8L\n", "wPx2xMGbLXHwHoP2xiGm1uIQM39b4uhM+jj0V3P+G4AUT2PRXc1p63mYp/bWgpaI9hXlt99+i7lz\n", "52LXrl0YP368oT0oKAi5ubnc+hGEXgCGcdte+zjgt0uO208Oxa1jlJ4/QGOg5Pz1V3N2nSs6uztR\n", "CtzRo0cxY8YMLFiwAOXl5SgvLze8lp+fL0aXhBBCiBFRCtyyZctw48YNJCYmmr0mCIIYXRJCCCFG\n", "RLlN4NixY1i+fDm8vLzw+9//HqNHj8aBAwfQ1NSExsZGMbqUBdMHDCqP0vMHaAyUnj9AY8CPKAXu\n", "mWeeQVpaGo4fP47Tp08jNjYWs2fPRkZGhhjdyYalJ6Eri9LzB2gMlJ4/QGPAD/cC980332Dfvn2I\n", "i4uDk5MTAGDGjBkIDw/Hq6++yrs7WaH76JSeP0BjoPT8ARoDfrgXuM8++wwAzG4LCAsLw/nz57le\n", "QUkIIYS0hHuBO3XqFPr27Wv49Kbn4eEBACgoKODdJSGEEGKGe4G7fPky+vTpY9aub7t8+TLvLgkh\n", "hBAznTIXpbVsnYuturoaTU2/APiHOAFZ7Tyqq1XYtWtXh7Zy7NixDm9DpVKhqampQ9voqN/ue/wX\n", "dLMjWOsYdLM68HKsnXHwZkscvMegvXGIqbU4xMzfljg6k2kcnTkGd9Mdt1LOicm9by4Tft0lODiY\n", "3XfffWbt+/btY4IgsJ07d5q9dvHiRTZo0CDJ52CjhRZaaKFF2mXQoEHs4sWLXOoR909wI0eOxIkT\n", "J3D16lXcf//9hvbz588DAEaMGGH2Ny4uLsjNzUVVVRXvcAghhHQjLi4ucHFx4bIt7pMtf/PNN5g8\n", "eTJ2796NOXPmGNqnTp2Kc+fOoaysjGd3hBBCiEWiPE0gMjISZ86cwdGjR9GvXz9kZGTg8ccfx/79\n", "+zF9+nTe3RFCCCFmRClwt27dQlxcHFJTU3HPPffA3t4esbGxmDFjBu+uCCGEEItEfR4cIYQQIhVR\n", "5qIktvvpp58QEREBlUqZb4nS8ydEKWpqajBv3jyoVCpUVlaK2pekZ5OCggIsXrwY/v7+CAgIgJ+f\n", "H+bMmYPCwkKL6x8/fhwTJ07E8OHD4e3tjZdffhm1tbWdHDV/u3btwoQJE1BZWdnq44SioqLg6emJ\n", "kSNHGi3PPPNMJ0bLn7X5A/LdB0xlZWXBycnJ7L0eOXKk0fMV5eDmzZtYuXIlfHx8MGLECIwZMwZp\n", "aWlSh9VpLly4AAcHB4vv9bFjx9reQDeSmZmJoKAgFBUVtXqsFxcXY9q0afD19YW3tzeeeuopXLx4\n", "0fYOudxs0E7e3t5s6tSprLa2ljHG2I0bN9jMmTNZz5492cmTJ43Wzc3NZT179mTbtm1jjDFWX1/P\n", "Jk2axIKDg1ljY2Onx85LTU0Nmzx5MqusrGTPPfccEwShxXWjoqLYN99804nRic+W/OW6D1iSlZXF\n", "FixYIHUYneKJJ55gfn5+7Ndff2WMMZaWlsbs7OxYenq6xJF1jvLychYaGip1GJ0iNDSUFRUVsdjY\n", "WCYIAquoqDBbp6KigvXr14+tWLGCMcbYnTt32FNPPcWGDRvGrl27ZlN/khY4Hx8fdurUKaO2srIy\n", "JggCe/bZZ43aQ0NDmZ+fn1HbiRMnmCAI7KOPPhI91s5gTYHLysrqxIg6V1v5K2Ef0MvKymJRUVFS\n", "hyG6rKwsJggC++yzz4zaH3vsMebh4SFRVJ1LSQWuqamJMcZaLXBRUVHMycmJ3bp1y9B28eJFplar\n", "2dq1a23qT9KvKAsLC81u/H7ggQcA6L6n1bt06RKOHj1q9oSCMWPGwNHREbt37xY/WCIp2gfkiZ4+\n", "oixt/QTR2NiIffv2Yfz48bC3tze0u7i4wMfHx+bjXNICZ2dnPpHKDz/8AEC3g+sVFBSAMWZ4IoGe\n", "SqWCq6urop5QsGvXLoSGhhqelL5q1Spcu3ZN6rBEp7R9gDGGsrIyzJkzB2PHjjX8DpGXlyd1aFzR\n", "00d0Ll26hOeeew7jxo2Dl5cXZs6cia+//lrqsDrd+fPnUVdXZ3acA8DQoUNRUlKChoYGq7fX5S5Z\n", "2759O7y9vbFw4UJDm/4JBC09pUApTyhwdHRE7969kZ6ejsLCQrz//vvYu3cvHn74YdTV1UkdnqiU\n", "tg/Y29ujoaEBcXFx+O6775CbmwsHBwcEBwfj0KFDUofHDT19BFCr1WhqasJLL72EEydOoLCwEIGB\n", "gYiIiMDOnTulDq9TtXWcNzU14cqVK1Zvj1uBy8rKgkqlsmopLS21uI2MjAykpqZi37596NmzJ6/Q\n", "Og2PMWjN1q1bsXnzZjg4OAAAAgIC8Pbbb+Ps2bPYtm0b73RsJnb+3VV7xuXhhx/Gt99+C39/fwC6\n", "/7nZvn07Bg4ciOjoaCnTIZwNHjwYJSUlGD9+PADgnnvuQXx8PIKCghATE4Pbt29LHGH3xW2yZX9/\n", "f3z66adWrTto0CCztqNHj+Lll1/Gl19+CT8/P6PX+vfvDwAWv4q7du0aBgzoGo947+gYtMe4ceMA\n", "6C6fl5qY+XeXfcASXuPSo0cPjBw5Eunp6WaTmXdX/fv3t/iIFP373JXfV7E99NBDOHnyJM6cOYOR\n", "I0dKHU6naOs4V6vVZl9nt4ZbgRswYAAiIyPb9bdfffUVXnrpJWRkZCAgIMDs9REjRkAQBMMTCfSa\n", "mppw4cIFTJo0qV398taRMWhLU1MTfv31V7MDXq1WG16Xmpj5d5d9wJL2jMvVq1fh4OCAHj16GLV3\n", "pfebh/Y8fURurl27Bnt7e7NvreT2XlvDw8MDjo6OZsc5oNsnfHx8zI6J1kj+G1xaWprhk5u+uFVV\n", "VWHmzJmGdQYOHIiJEyfi8OHDRn978uRJ1NXViXZSlUJLVxlVVlbC1dXVbGfXX2U2ZswY0WPrDC3l\n", "r6R9AABmzZqFvXv3GrU1Njbi1KlTcHNzQ79+/SSKjC/9+2b6vn799dfw8PDA6NGjpQirUy1duhRv\n", "v/22WXtubi7uvfdew9fUSqBWqzF79mzk5OQYfTVbVVWFkpIS24/zDtzS0GG7d+9m9vb2LC4ujn38\n", "8ceG5e2332Zubm5G6+bm5rJevXqx7du3M8Z0N4WHhoayhx9+2HBvRXfX2n1g5eXlTBAE9vrrrxtu\n", "av75559ZYGAgc3V1Ndwk251Zc6O33PcBvdDQUBYYGGh48GNjYyNbuXIlEwSB7d69W+Lo+JozZw7z\n", "8/Nj1dXzu8Z8AAABrUlEQVTVjDHG0tPTFXWjd1RUFBs8eDArLS01tG3fvp0JgsA2btwoYWTi0d8H\n", "d+HCBbPXKioqWP/+/Q03ejc0NLCnn36aeXp6suvXr9vUj6QFzsnJialUKiYIgtni7u5utv7x48dZ\n", "SEgI8/f3Z15eXmzhwoWGWVC6s3nz5jE3Nzfm4ODAVCoVc3NzY25ubuzSpUuGdW7fvs2SkpLYo48+\n", "yvz9/Zmfnx9zc3NjL774IquqqpIw+o6zJn89ue4Dpo4fP85efPFFNnz4cBYQEMAGDx7MHnnkEXbo\n", "0CGpQ+Pu5s2bbOXKlczb25sFBASwoKAglpaWJnVYnaawsJBFR0ezgIAANmLECObq6sqCg4NZcnKy\n", "1KFxt2LFCubm5sbuu+8+plKp2IMPPsjc3NxYXl6e0Xpnz55lU6dOZT4+PszLy4s9+eST7Oeff7a5\n", "P3qaACGEEFmS/Dc4QgghRAxU4AghhMgSFThCCCGyRAWOEEKILFGBI4QQIktU4AghhMgSFThCCCGy\n", "RAWOEEKILFGBI4QQIktU4AghhMgSFThCCCGyRAWOEEKILFGBI4QQIkv/B6zL7HadvW8JAAAAAElF\n", "TkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X1cVFX+B/DPHZB8gEzEVUwFRJ5dfEKLfABN8DFQS820\n", "orbUTTPcNXGzEnRfppabzy9LrS0zJJ8i5KeisaTo+oCkgELiik4quZKCoik4nN8fNLMOM8AMnDtn\n", "uPf7fr3mVZ253PP9nrl3TjNz7/dIjDEGQgghRGE0ogMghBBC5EATHCGEEEWiCY4QQogi0QRHCCFE\n", "kWiCI4QQokg0wRFCCFEkmuAIIYQoEk1whBBCFIkmOEIIIYpk1QRXWlqKyZMnQ6PRQKvVyhUTIYQQ\n", "0mgWT3BpaWkICQlBXl4eJEmqdbt79+5h0aJFCAkJQe/eveHp6Ynw8HAcOHCAS8CEEEKIJSye4D74\n", "4AMkJydj7NixqK18ZWVlJUaMGIHCwkIcOnQI2dnZyM3NRXl5OY4fP84taEIIIaQ+jpZumJ6eDkmS\n", "sG3btlq3Wb16NXJzc7Fnzx40b94cAODi4oLNmzdDo6Gf+wghhNiOxRNcXV9L6q1fvx5Dhw41TG56\n", "AQEB1kdGCCGENAK3j1X//e9/cf78eXTq1AlLly5Fv3794Ofnh4iICOzZs4dXN4QQQohFuE1w+qsq\n", "P/nkE1y8eBGHDh1CXl4e+vfvj9GjR2Pr1q28uiKEEELqJVm74Gl8fDwWLlyIixcvokuXLob2zMxM\n", "DBo0CK1bt0ZxcbHha0rGGLy9vSFJEv7zn//Uut/i4mIUFxc3MA1CCCFK4O7uDnd3dy77svg3uPq4\n", "uLgAAHx8fIx+g5MkCcHBwfjuu+9w48YNuLq6mvxtcXExfH19UV5eziscQgghTVDHjh2RlZXFZZLj\n", "NsH5+PjA0dERVVVVJs85ODgAgNnngOoJrry8HF999ZWqL0iJiIjA/v37RYchjNrzB+Qdg/z8fEyZ\n", "MgUYDKCNLF1Y5iaAf8Hs+U7HgLrHQH+MFhcX29cE17JlS0RERCAzMxO//fYbWrRoYXguLy8PXl5e\n", "cHNzq3MfAQEB6N27N6+Qmpwnn3yS8ldx/oCNxsAHQEd5u6jTVQD/Mn++0zFAY8BTgy8yMffT3eLF\n", "i6HT6fDee+8Z2tauXYvz589jyZIlDe1KNfSfdNVK7fkDNAZqzx+gMeDJ4glu3rx58PDwwOLFi8EY\n", "Q2hoKLy8vJCdnW3YpkePHsjIyMDp06fh6emJ5s2bY+bMmfj8888xfvx4WRIghBBCzLF4ghsyZAia\n", "NWuGgIAAaDQaHD16FEVFRSYfpUNCQrB//34sXLgQFRUV0Gg0CA8P5x03IYQQUieutSj1bt++jfnz\n", "5+OZZ56pd1vyP7VdhKMWas8foDFQe/4AjQFPFk9w6enpCAoKsmjbRYsWYeTIkfRDqZWGDRsmOgSh\n", "1J4/QGOg9vwBGgOeLJ7gLKlFCQDnzp3DF198YfitjljuzTffFB2CUGrPH6AxUHv+AI0BT9xL/MfG\n", "xmL+/Plo27Yt710TQgghFuM6waWkpECr1WLmzJk8d0sIIYRYjdsEd//+ffz1r3/FypUrae23Bioo\n", "KBAdglBqzx+gMVB7/gCNAU/cZqLly5cjKCgITz/9tMlzlv4WN3LkSERFRRk9QkND8e233xptl5aW\n", "hqioKJO/nzFjBjZt2mTUlp2djaioKJSUlBi1L1iwAEuXLjVq02q1iIqKMjnAVq9ejbffftuo7e7d\n", "u4iKikJmZqZRe2JiIl555RWT2CZOnFhvHnPnzlVEHnrW5jFu3DhF5NGY1+Mvf/mLbHmYLbZwFcDX\n", "AO7UaP8XgMwabaW/b3u9RvsxAGk12ip+3/ZSjfZcABmmYejz0J8DgH28HiKOq/DwcEXkUd/rkZiY\n", "iKioKERERKBDhw4YMmQIYmNjTfbfGNxWE4iIiMDly5eNCi3/8ssvuHbtGgICAuDk5IS5c+di0qRJ\n", "JvvMzs5Gnz59cPLkSVVfeanVao3GVG3Unj8g7xjozzNMhfhSXZ/C7PlOx4C6x4D3XMCtFqW54qAJ\n", "CQlISEjAnj17VPuCWUPtY6T2/AEaA7XnD9AY8MS1FmVt29DtAoQQQmzNqlqUXl5eWLFiBQDA09MT\n", "nTt3NqpFqbdhwwZ4eXlh5cqVkCQJAwYMQNeuXVFWVsYvckIIIaQOFn9FuWTJEgwZMgRvvPEGPDw8\n", "kJeXh8OHD5t8nN67dy/27duHRx55BJ07d4ZOp0NkZCTeeecdtG7dmnsCSrJ06VLExcWJDkMYJedf\n", "WFiI27dv17vdP//5T8TExMgSQ35+viz75UnJx4ClaAz4seo3OH09ym3btiE3N9fk+V9++QUjR47E\n", "u+++i23btkGSJFy6dAlDhw5FcnIyTp8+bVj5m5i6e/eu6BCEUmr+hYWF8PX1tXj71atXyxiNfVPq\n", "MWANGgN+rJrg0tPTIUkStm3bVus2rq6uWLhwoeG/PTw8EBcXh6lTp2L79u1mL0kl1RISEkSHIJRS\n", "8zd8chsHoO41f+VViOrL/+2YUo8Ba9AY8GPVBFdfPcoOHTrgl19+MWl//PHHAQClpaXWdEeIsrhB\n", "7OX5JfVvQoiScC854uhoOmf+9NNPAIDBgwfz7o4QQggxS/aaWpWVldiwYQNefPFF9OzZU+7umrSa\n", "d/2rjdrzB2BaUURl6BigMeBJ9glu/vz5aNmyJdatWyd3V03eq6++KjoEodSePwAgWXQAYtExQGPA\n", "k6wT3EcffYQDBw4gLS0NrVq1qnd7tdeijI+PV0Qeetbm4enpqYg8ar4excXF1f9S8ydoczUcB6D2\n", "Go7fwtQ2ADWv/j//+z5qOmWmzc5qUerPAUC553l9eZSVlSkijyZZixKovR7lwxYvXoyUlBTs3bu3\n", "3vvfqBYlUTK7qQGZA2AnxMdRRy1Kom685wJZPsHNnz8faWlpOHDggGFy2717t9HtA4QQQoicGlVs\n", "2dyHv9jYWGzevBlLlizBrl27DO2HDh1CRUVFY7ojhBBCLGbVJ7jY2Fg4OzsjISHBUGPSy8vLUI8y\n", "JycHq1atQmlpKaZNm4aXXnrJ8Ni4cWO999GpXc3vsdVG7fkDAExLu6oKHQM0BjxZPMGlpaVh9+7d\n", "8Pb2hkajQVFREX7++WcUFRUZvisNDg7GmTNnMGzYMPj5+cHHxwcTJ07E5cuXodPp8Nlnn8mWiBKY\n", "K1ytJmrPHwBQLDoAsegYoDHgyeIJTl+HcuzYsbUuf6PVajFw4EAEBwcjPz8fZ8+ehSRJCAsLs6jQ\n", "rNqtXbtWdAhCqT1/AMAo0QGIRccAjQFPFk9w6enpCAoKqnObBQsWgDFmuJjEwcEBy5cvR1FRkWGZ\n", "HUIIIcQWLJ7g6vv9TKfTYceOHejfvz+cnJwM7e7u7vD390dSUlLDoySEEEKsxO02gQsXLqC8vBze\n", "3t4mz3Xt2hUFBQWorKzk1R0hhBBSJ24T3PXr1eUNHn30UZPnHn30UVRVVeHGjRu8ulMkc1UC1ETt\n", "+QMwX4FERegYoDHgSfZalMRyM2fOFB2CUGrPHwDQT3QAYtExQGPAE7cJzs2teiXHW7dumTx369Yt\n", "ODg4wNXVtc59qL0WZWRkpCLy0LM2jx9//FEReTSqFmUXqLoWpf4cAJR7nteXx5o1axSRR5OsRVlb\n", "HUqdTgdXV1eEh4cjOdm4JHr37t0hSRJyc3PN7pNqURIlo1qUNVAtSlILu61F6eDggHHjxiEzM9Oo\n", "JFdxcTEKCgowYcIEXl0RQggh9WrwBGfug19CQgI0Gg3ef/99AMCDBw8wZ84cdO3aFbNnz254lCpR\n", "8ysBtVF7/gBMv25UGToGaAx4sniCmzdvHry8vLBy5UqzdSgBoEuXLjh48CBycnIQEBCAoKAgVFVV\n", "ISMjA87OzrIkoCSJiYmiQxBK7fkDAPJEByAWHQM0BjxZPMEtWbIERUVFuHnzJnQ6nUkdSr2AgAAs\n", "XrwYvr6+cHBwwJkzZzB8+HAsW7YMOp2OewJKovab4dWePwBgvOgAxKJjgMaAp0Ytl2OOVqvF4MGD\n", "MWrUKOTk5MDR0REnTpxAWFgYrl27huXLl/PukhBCCDHB/T641NRUlJWVYc6cOXB0rJ4/+/bti4iI\n", "CGzZsoV3d4QQQohZ3Cc4BwcHADApy1VRUYFmzZrx7o4QQggxi/sE98ILLyAoKAjx8fEoKysDUP2p\n", "LiMjA4sWLeLdnaKYu+FSTdSePwDzN3OrCB0DNAY8cZ/gnJ2dkZ6eDgcHB7i5ucHd3R0vv/wy1q9f\n", "j5iYGN7dKcrDVRzUSO35AwBMa5WrCh0DNAY8cb/IpLCwEEOHDkW/fv1QUlKC1q1b4/jx4xgzZgyO\n", "HDmCTz75hHeXijFp0iTRIQil9vwBAH8UHYDt5Oeb3vTn5+dn0xWtXVxc4OPjY7P+LEHnAT/cP8G9\n", "++67uHLlCjZs2IDWrVsDAPr164e4uDhs2LAB+/fvr/Vv1V6LkvJQZh5W1aKsq4ajUmpR/r7tlClT\n", "0KdPH6EPX19fFBYWAmh6x1VTPz/sshZlfQICAlBaWvq/k/p3e/bswahRo7Bs2TLMmTPH6DmqRUmU\n", "jGpR1hLHOABuAuMoqY6D3nfsB++5gPtXlB06dMD58+dx584dtGrVytB+8eJFw/PEvMzMTAwYMEB0\n", "GMKoPX8A1Z94PEQHYSNuMJ1o1ZR/Leg84If7V5SxsbGoqqrC7Nmz8eDBAwDVq31/+OGH8PLywrhx\n", "43h3qRjLli0THYJQas8fAHBYdACCqT1/0HnAE/cJLjo6Gunp6fj555/RvXt3BAcH45lnnkF0dDSO\n", "Hj2Kli1b8u5SMbZu3So6BKHUnj8A4DnRAQim9vxB5wFPsqzoHRYWhrfeegudOnWCk5MTKisrkZaW\n", "hhUrVsjRnWKoffJXe/4AACfRAQim9vxB5wFPskxwGzduxLRp07Bq1SpkZWXh3LlzmDx5MrZt2yZH\n", "d4QQQogJ7heZXL58GbNmzcIXX3yBwMBAQ/vs2bMREhLCuztCCCHELO6f4L788kvcv38fo0aNMmpv\n", "0aIF3aFfj5r3rqiN2vMHYHo/mdqoPX/QecAT9wkuMzMT7dq1w8mTJxEZGYmgoCD07NkT8fHxuH//\n", "Pu/uFKVLly6iQxBK7fkDAFqLDkAwtecPOg94kmU9uLKyMkyfPh3Jycno1q0b/v3vf+OZZ57BsWPH\n", "sGfPHt5dKsabb74pOgSh1J4/AOAJ0QEIpvb8QecBT9wnuHv37uH+/fuYP38+unXrBgAIDQ3FzJkz\n", "sXDhQhw6dAgDBw7k3S2xM4WFhbh9+7boMOyy1iAhxDa4f0Xp4uICAOjZs6dRu/6/T5w4UevfUi1K\n", "ZeRRWFgIX19f4XUG9bUGn3322QbloUe1KH/HqxZllpk4rMkjFUDNeswNyaPG60HnuW3zaJK1KCdP\n", "nozExETk5OSge/fuhvaUlBRER0dTLco6FBQUwN/fX3QYjWaovWhtrcFSAI9xDMROag1aVYvyOoB2\n", "MgVib7UozcUhZ/41XQXwqfjjoyalvA80BO+5gPsnuDFjxgAATp8+bdSel5cHoHplAWLe3LlzRYfA\n", "l77WoKWPU1ZuX99DZCHfhqp9sQ11UHv+UOD7gEDcJ7jnnnsOAwYMwOLFi3Ht2jUA1V9ZrV69GqNG\n", "jcKgQYN4d6kYa9asER2CWCNFB2AH1D4Gas8f9D7AE/cJTpIkpKamYujQoXjiiSfg7u4OX19f+Pr6\n", "YufOnby7UxTVXx7M8+vJpkrtY6D2/EHvAzxxv4oSqL7QZOXKlYiPj4ePjw8kScKQIUPQrFkzOboj\n", "pE7mVo5WU/+EqJUsE5zee++9h4EDByI5OVnObggxr6z6H1OmTBEbByFECNkmuJycHOzcuRN79uyh\n", "Cc5CS5cuRVxcnOgwxMkEwHOdx8rf/yl65ehCVF+ubgneY9DUqD1/0PsAT7JNcLNmzcKiRYvQujXV\n", "3rHU3bt3RYcgVmX9mzSIuZWjbamk/k0M5BqDpkLt+YPeB3iSZbmcpKQklJeX409/+pMcu1eshIQE\n", "0SGINVh0AHZA7WOg9vxB7wM8cf8Ed/fuXcTFxSExMZH3rgkhhBCLcf8E98EHH2DgwIEIDQ3lvWtC\n", "CCHEYlwnuKKiIqxfv96kZhoAWFIRTO21KPUxNvU8DDJhXc3A9BptPGofAkCGmTZb1j7U/6RiSS1K\n", "fc5qrUX5cBwqrUU5fPjwJnWeq6YW5caNG/H3v/8dbdq0MbRVVFQgPz8f7du3R4cOHeDv72/y9SXV\n", "oqwWFRWF7777TnQYjWZV7cWHfQ3gBY6BNIXaizXxHoOGxiGnuuKQM/+a7LQWpVLeBxqC91zA9Te4\n", "1157Da+99ppR26VLl+Dl5YU///nPeP/993l2pzjx8fGiQxArXHQAdiBcdACChYsOQDzVvw9wJMtV\n", "lA/Tf0DkvGiBItnT/0UKIfJThb1Q+xioPX/Q+wBPsk1wN2/ehJeXFwYOHAhJkrBixQp4eXmZfFdL\n", "CCGEyEGWG70vXLiATz/9FC4uLmCMwdnZGV5eXnjnnXcwYIDKyxQQQuyKPdQKpZXn5SHLBPfGG2+g\n", "pKQEaWlp6NChAx48eIBZs2YhLCwMu3btMn/FHcGmTZvUfXN8NgC1fzuj9jGwZf52Vqv03Llz8PHx\n", "ofcBjmSZ4CRJwnvvvYcOHTpUd+LoiH/84x/YuHEjli9fThNcLbKzs9V9YBeLDsAOqH0MbJm/vdQq\n", "/X3l+du3bwOg9wGeZJngUlJS4OhovOvmzZujTZs2KC2teTMQ0Vu7dq3oEMQaJToAO6D2MRCRv+ha\n", "pTWo/n2AI1kuMqk5uQHAjRs3UFJSgiFDhsjRJSGEEGJE9tsE9NavX4927drhb3/7m626JIQQomKy\n", "Lniql52djY8++gi7du3CH/7wB277LSsrw48//shtf40RFBSEdu3aiQ6DENJE0dWc/Mk+weXn52Ps\n", "2LH46quvEBYWVue2I0eORL9+/Yzarl+/jri4OIwZM8bQlpaWhjVr1qBLly5283312LFjsXPnTiQm\n", "JiItLQ2ff/650fMTJ07EpEmTzOahL8ujL9EzY8YM9O7d2+iH5uzsbMTHx+Ozzz6Dm9v/fhFfsGAB\n", "WrZsabRAolarxcyZM7Fs2TL4+/sb2levXg2tVosPP/zQ0Hb37l08//zzmDt3rtEtHI3JwyATQDcY\n", "XxV3FdW1IaMBtHqo/V8AzgCY+VBbKYD/AxAB4OH/dziG6ivgIh9qqwCwHUB/AB7GYSADpuWftgHo\n", "DiDgobbzAI6b2TYVgLsVeTSD8aKdD9eifPi3HnN5fIXq71Vq5pEL4D8AxsCYNXnUVovS0jx4vB51\n", "1aLsDuDHh+KW6/XQ51HzOLE2j8a+Hvo8WlT/pz1dzfnuu+9afJ439P0qMTERiYmJ+O2335Cbm4vA\n", "wEA8ePCAay5ca1HWdOrUKYwdOxYbN27E008/Xet2Da0/9uqrr+LLfV9C96yOR7gN939AZLdI7Nu7\n", "r1G7SUtLQ2RkZP0b2rkG16I8j+oJkZemUHuxJt5j0NA45FRXHHLmb00ctqSPQ38152UAnQTE8fvV\n", "nCJrc9p1LcqHHTt2DBMnTsSWLVvQv39/Q3tISAiyssz9L1zDSI4S0Jbb7hrGic9ulDC5NYqt3tjs\n", "mdrHQM3566/mtKMrOps6WSa4gwcPYvTo0XjllVdQVFSEoqIiw3PZ2TXXuSCEEEL4k2WCmz17Nu7c\n", "uYPVq1ebPCdJkhxdEkIIIUZkuU3g8OHDePvtt+Hr64s//vGP6NOnD5KTk1FVVQWdTvDvZXas5gKD\n", "qiP+IjLx1D4Gas8foDHgSJYJ7sUXX0RKSgqOHDmC06dPY8GCBRg3bhxSU1Pl6E4xzK2EriqHRQdg\n", "B9Q+BmrPH6Ax4Ij7BPfDDz9gx44diI+Ph6urKwBg9OjRGDp0KN566y3e3SmK6u+jayk6ADug9jFQ\n", "e/4AjQFH3Ce4b775BgBMbgsYMmQILly4wPUKSkIIIaQ23Ce4U6dOoXXr1oZPb3re3t4AgJycHN5d\n", "EkIIISa4T3DXr1/Ho48+atKub7t+/TrvLgkhhBATNqlFaSlra7GVlJSg6naV+dI/tnQTKGlZgi1b\n", "tjRqN4cPH270PjQaDaqqqhq1j8Yy3PdYiOrqCJbSorqqAy9aNCwO3qyJg/cYNDQOOdUVh5z5WxOH\n", "LdWMw5Zj8LCb1f8QWROTe9+Ms9DQUPbYY4+ZtO/YsYNJksQ2bdpk8tzVq1dZx44dGQB60IMe9KCH\n", "ih8dO3ZkV69e5TIfcf8E16tXLxw9ehQ3b95EmzZtDO0XLlwAAPTo0cPkb9zd3ZGVlYXiYrUvZ0wI\n", "Ierm7u4Od3d3LvviXmz5hx9+wODBg5GUlITx48cb2keMGIHz58+jsLCQZ3eEEEKIWbKsJjBhwgSc\n", "OXMGBw8eRNu2bZGamooxY8bg22+/xahRItakJ4QQojayTHD3799HfHw8du3ahUceeQROTk5YsGAB\n", "Ro8ezbsrQgghxCxZ14MjhBBCRJGlFiWx3uXLlxEZGQmNRp0vidrzJ0QtSktLMXnyZGg0Gmi12vr/\n", "oBGEvpvk5ORgxowZCAoKQnBwMAIDAzF+/Hjk5uaa3f7IkSMYNGgQunfvDj8/P0yfPh1lZWU2jpq/\n", "LVu2YMCAAdBqtXUuJxQTEwMfHx/06tXL6PHiiy/aMFr+LM0fUO4xUFNGRgZcXV1NXutevXoZra+o\n", "BPfu3cO8efPg7++PHj16oG/fvkhJSREdls1cvHgRzs7OZl/rw4eVVXk5LS0NISEhyMvLq/Ncz8/P\n", "x8iRIxEQEAA/Pz9MmjQJV69etb5DLjcbNJCfnx8bMWIEKysrY4wxdufOHRYdHc2aN2/OTpw4YbRt\n", "VlYWa968OVu7di1jjLG7d++ysLAwFhoaynQ6nc1j56W0tJQNHjyYabVa9vLLLzNJkmrdNiYmhv3w\n", "ww82jE5+1uSv1GPAnIyMDPbKK6+IDsMmnnvuORYYGMh+/fVXxhhjKSkpzNHRke3evVtwZLZRVFTE\n", "wsPDRYdhE+Hh4SwvL48tWLCASZLELl26ZLLNpUuXWNu2bVlcXBxjjLEHDx6wSZMmsW7durFbt25Z\n", "1Z/QCc7f35+dOnXKqK2wsJBJksReeuklo/bw8HAWGBho1Hb06FEmSRL78ssvZY/VFiyZ4DIyMmwY\n", "kW3Vl78ajgG9jIwMFhMTIzoM2WVkZDBJktg333xj1D58+HDm7e0tKCrbUtMEV1VVxRhjdU5wMTEx\n", "zNXVld2/f9/QdvXqVebg4MAWLlxoVX9Cv6LMzc01ufH78ccfB1D9Pa3etWvXcPDgQZMVCvr27QsX\n", "FxckJSXJHywRio4BZaLVR9Slvp8gdDodduzYgf79+8PJycnQ7u7uDn9/f6vPc6ETnKOjaSGVn376\n", "CUD1Aa6Xk5MDxphhRQI9jUYDDw8PVa1QsGXLFoSHhxtWSp8/fz5u3bolOizZqe0YYIyhsLAQ48eP\n", "R79+/Qy/Q5w8eVJ0aFzR6iPVrl27hpdffhlPPvkkfH19ER0dje+//150WDZ34cIFlJeXm5znANC1\n", "a1cUFBSgsrLS4v3Z3SVr69atg5+fH6ZNm2Zo069AUNsqBWpZocDFxQUtW7bE7t27kZubi88//xzb\n", "t2/HU089hfLyctHhyUptx4CTkxMqKysRHx+P48ePIysrC87OzggNDcW+fftEh8cNrT4CODg4oKqq\n", "ClOnTsXRo0eRm5uLnj17IjIyEps2bRIdnk3Vd55XVVXhxo0bFu+P2wSXkZEBjUZj0ePcuXNm95Ga\n", "mopdu3Zhx44daN68Oa/QbIbHGNRl1apVWLFiBZydnQEAwcHB+Pjjj3H27FmsXbuWdzpWkzv/pqoh\n", "4/LUU0/h2LFjCAoKAlD9Pzfr1q1D+/btERsbKzIdwlnnzp1RUFCA/v37AwAeeeQRJCQkICQkBHPm\n", "zEFFRYXgCJsubsWWg4KCsHXrVou27dixo0nbwYMHMX36dOzduxeBgYFGz7m5uQGA2a/ibt26hXbt\n", "2jUgYv4aOwYN8eSTTwKovnxeNDnzbyrHgDm8xqVZs2bo1asXdu/ebVLMvKlyc3Mzu0SK/nW259dV\n", "bk888QROnDiBM2fOoFevXqLDsYn6znMHBweTr7Prwm2Ca9euHSZMmNCgv92/fz+mTp2K1NRUBAcH\n", "mzzfo0cPSJJkWJFAr6qqChcvXkRYWFiD+uWtMWNQn6qqKvz6668mJ7yDg4PhedHkzL+pHAPmNGRc\n", "bt68CWdnZzRr1syo3Z5ebx4asvqI0ty6dQtOTk4m31op7bW2hLe3N1xcXEzOc6D6mPD39zc5J+oi\n", "/De4lJQUwyc3/eRWXFyM6Ohowzbt27fHoEGDcODAAaO/PXHiBMrLy2V7UxWhtquMtFotPDw8TA52\n", "/VVmffv2lT02W6gtfzUdAwAwduxYbN++3ahNp9Ph1KlT8PT0RNu2bQVFxpf+dav5un7//ffw9vZG\n", "nz59RIRlU7NmzcLHH39s0p6VlYVWrVoZvqZWAwcHB4wbNw6ZmZlGX80WFxejoKDA+vO8Ebc0NFpS\n", "UhJzcnJi8fHxbPPmzYbHxx9/zDw9PY22zcrKYi1atGDr1q1jjFXfFB4eHs6eeuopw70VTV1d94EV\n", "FRUxSZLYO++8Y7ip+cqVK6xnz57Mw8PDcJNsU2bJjd5KPwb0wsPDWc+ePQ0LP+p0OjZv3jwmSRJL\n", "SkoSHB1f48ePZ4GBgaykpIQxxtju3btVdaN3TEwM69y5Mzt37pyhbd26dUySJLZs2TKBkclHfx/c\n", "xYsXTZ67dOkSc3NzM9zoXVlZyV544QXm4+PDbt++bVU/Qic4V1dXptFomCRJJg8vLy+T7Y8cOcIG\n", "DhzIgoKCmK+vL5s2bZqhCkpTNnnyZObp6cmcnZ2ZRqNhnp6ezNPTk127ds2wTUVFBdu4cSMbNmwY\n", "CwoKYoGBgczT05O9/vrrrLi4WGD0jWdJ/npKPQZqOnLkCHv99ddZ9+7dWXBwMOvcuTN7+umn2b59\n", "+0SHxt29e/fYvHnzmJ+fHwsODmYhISEsJSVFdFg2k5uby2JjY1lwcDDr0aMH8/DwYKGhoezrr78W\n", "HRp3cXG1lDSyAAAAnElEQVRxzNPTkz322GNMo9GwTp06MU9PT3by5Emj7c6ePctGjBjB/P39ma+v\n", "L3v++efZlStXrO6PVhMghBCiSMJ/gyOEEELkQBMcIYQQRaIJjhBCiCLRBEcIIUSRaIIjhBCiSDTB\n", "EUIIUSSa4AghhCgSTXCEEEIUiSY4QgghikQTHCGEEEWiCY4QQogi0QRHCCFEkWiCI4QQokj/D6LS\n", "7beTIZx3AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "034\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAH55JREFUeJzt3X1UVHX+B/D3BTRTyM2HBFsVNEDAEAsfSFEwsHyYUTup\n", "a2uFu51qfWjxLKK/PMqgJ0PLTWX1aOlWphCl4QNGkHlIMDWBDFBMXEFyI1dSNKTU4Pv7Q5mcB2Bm\n", "uHcuw7xf59xTfefO/X6+n7nwaYY7nysJIQSIiIgcmIvaARAREbUWixkRETk8FjMiInJ4LGZEROTw\n", "WMyIiMjhsZgREZHDYzEjIiKHx2JGREQOj8WMiIgcnlXFrKamBn/+85/h4uKCyspKpWIiIiKyisXF\n", "LDs7G6GhoSgpKYEkSU3u9+uvv2LFihUIDQ3FI488Am9vb0RERODAgQOyBExERGTM4mL2+uuvY8+e\n", "PZg6dSqaaud469YtjB8/HmVlZcjNzUVhYSGKi4tRW1uLr7/+WragiYiI7uZm6Y4HDx6EJEn4+OOP\n", "m9wnOTkZxcXFyMzMRKdOnQAAHh4e+OCDD+Diwj/PERGRMiwuZs19tNho06ZNiIqK0heyRgEBAdZH\n", "RkREZCHZ3i7973//w9mzZ/HHP/4Rq1atwrBhw+Dv74/o6GhkZmbKNQ0REZEJ2YpZ49WNmzdvRkVF\n", "BXJzc1FSUoKRI0di0qRJ+PDDD+WaioiIyIBk7c05dTodli9fjoqKCvTt21c/npeXh9GjR6Nr166o\n", "qqrSf9QohMCAAQMgSRL+85//NHncqqoqVFVV2bgMIiJqD7y8vODl5WX18yz+m1lLPDw8AAC+vr4G\n", "fzOTJAnBwcHYu3cvLl++jG7dupk8t6qqCn5+fqitrZUrHCIickC9e/dGfn6+1QVNtmLm6+sLNzc3\n", "NDQ0mDzm6uoKAGYfA24Xs9raWmzfvp0Xi1ghOjoan3/+udphOBzmzXrMmW2YN+uUlpZi1qxZqKqq\n", "Uq+Yde7cGdHR0cjLy8Mvv/yCe++9V/9YSUkJfHx80KNHj2aPERAQgEceeUSukNq9ESNGMF82YN6s\n", "x5zZhnmzH5svADH3p7aVK1eivr4eS5cu1Y9t2LABZ8+eRVJSkq1TURMa3/GSdZg36zFntmHe7Mfi\n", "YrZ48WL069cPK1euhBACYWFh8PHxQWFhoX6fwYMHIycnB99++y28vb3RqVMnzJs3D++++y6mTZum\n", "yAKIiIgs/phx7Nix2LlzJwICAlBSUoKjR48aXM3YKDQ0FJ9//jm2bduGmJgYuLi4ICIiQs6YiaiN\n", "KSsrw88//6za/B4eHvD19VVtflKfxcWssTfjxx9/jOLi4mb3/fnnn7FkyRJoNBrs27ev1UGSeU1d\n", "UEPNY96s11zOysrK4OfnZ8dozDtz5kybK2g81+xH1t6MjVasWIEJEyagd+/eLGYKeuKJJ9QOwSEx\n", "b9ZrLme/vyPbDkCNq5FLAcxS9Z1hU3iu2Y+svRmB2/939P777+PUqVNITk62OTBq2fz589UOwSEx\n", "b9azLGcBAHjl3t14rtmP7K3sY2NjsWTJEnTv3l3uQxMREZklazHbt28fKisrMW/ePDkPS0RE1CzZ\n", "itmNGzfwj3/8A+vWreO9y+zk9OnTaofgkJg36zFntmHe7Ee2qrNmzRoEBQXh8ccfN3nM0l7GEyZM\n", "gFarNdjCwsKwe/dug/2ys7Oh1WpNnj937lxs3brVYKywsBBarRbV1dUG4wkJCVi1apXBWGVlJbRa\n", "rckJmJycjIULFxqM1dXVQavVIi8vz2A8NTUVs2fPNoltxowZsq8jPj6+XawDsO/rER8f3y7WAdjv\n", "9YiPj29yHebviFEHQAsgz2g8FYDpOoAZAHYbjWXfOYbJSgBsNRldsGBBm3s94uPjeV41sY7U1FRo\n", "tVpER0fD09MTY8eORWxsrMnxLSaslJCQICRJEufPnzcYj4qKEgMHDhQhISH6zdPTU0iSJAIDA0VI\n", "SIhISUkxe8yCggIBQBQUFFgbjlMzfg3IMsyb9ZrLWePPL1AgAKHC1nZ/f/Bcs05raoFsvRnNNdNM\n", "TExEYmIiMjMzzX7BmlqHObUN82Y95sw2zJv9yNqbsal9LNmXiIjIVlb1ZvTx8cHatWsBAN7e3ujT\n", "p49Bb8ZG77zzDnx8fLBu3TpIkoRRo0ahf//+uHr1qnyRExER3WFxMUtKSsLmzZvRo0cPPPzww3Bx\n", "ccHhw4dNbm/w2WefISsrC/fccw/69OmDgQMH4umnn8axY8fQtWtX2RfgzIz/IEyWYd6sx5zZhnmz\n", "H6s+Zmzszzh16lSzHx3++OOPmDBhAgIDA1FaWoqioiJ8+umnyMjIwPDhw9tkuxlHVldXp3YIDol5\n", "sx5zZhvmzX6sKmYHDx5EUFBQs/t069YNy5cv17e/6tevHxYtWoSKigrs3LnT9kjJRGJiotohOCTm\n", "zXrMmW2YN/uxqpi11J/R09MTP/74o8n4gw8+CACoqamxZjoiIiKLyN6qw83N9Gr/7777DgAQGRkp\n", "93RERETyFzNjt27dwjvvvINnn30WISEhSk/nVIy/XU+WYd6sx5zZhnmzH8WL2ZIlS9C5c2ds3LhR\n", "6amczl/+8he1Q3BIzJv1mDPbMG/2o2gxe/PNN3HgwAFkZ2ejS5cuLe7P3ozWrUOn07WLdQD2fT10\n", "Ol27WAdgv9dDp9OxN+Pdq7Dw9dDpdDyvmliH6r0ZhWi6P+PdXnvtNTFixAhRU1PT4vHYm5HIcbE3\n", "I8mlNbVAkXdmS5YsQXZ2Ng4cOKD/onRGRgaWL1+uxHREROTkWtVoWJj54nRsbCw++OADJCUlIT09\n", "XT+em5uLmzdvtmY6IiIis6x6ZxYbGwt3d3ckJibqey76+Pjo+zMWFRVh/fr1qKmpwUsvvYTnnntO\n", "v23ZsqXF76mRdYw/pybLMG/WY85sw7zZj8XFLDs7GxkZGRgwYABcXFxQXl6O77//HuXl5fr+jMHB\n", "wTh58iSeeOIJ+Pv7w9fXFzNmzMCFCxdQX1+Pf//734otxBmZa/JMLWPerMec2YZ5sx+Li1lLfRmB\n", "21fXhIeHIzg4GKWlpTh16hQkScKYMWPYl1EBGzZsUDsEh8S8WY85sw3zZj8WFzNL+jImJCRACKG/\n", "0MPV1RVr1qxBeXm5/tYxREREcrO4mLX09676+nrs2rULI0eORMeOHfXjXl5eGDhwINLS0myPkoiI\n", "qBmyXZp/7tw51NbWYsCAASaP9e/fH6dPn8atW7fkmo6IiEhPtmJ26dIlAMB9991n8th9992HhoYG\n", "XL58Wa7pCDD7bXxqGfNmPebMNsyb/bTqe2akrnnz5qkdgkNSMm9lZWWqXezk4eEBX19fRY7Nc802\n", "zJsdWdsypKlWVt99952QJEnExsaaPEej0Qg3Nzdx8+ZNs8dsbGHSq1cvodFoDLYRI0aI9PR0g/2z\n", "srKERqMxOc6cOXPEli1bTI6t0WjEpUuXDMaXLVsmkpKSDMbOnz8vNBqNKC0tNRhfv369iIuLMxi7\n", "fv260Gg0Ijc312A8JSVFxMTEmMQ2ffp0rqOdr+PMmTN32jqpt505c8bur8fChQvNtLO6LgCNAHKN\n", "Wk+lCCDGTEuq6QJINxrLunMM433nCGCLSTur0aNHt8vzqr2uIyUlRWg0GhEVFSV69eolIiMjRXh4\n", "uM3trCQhmrjOvgk6nQ7Lly9HRUUF+vbtqx+vr69Ht27dEBERgT179hg8Z9CgQZAkCcXFxWaPWVhY\n", "iEcffRQFBQX676wROZrG8xjYDiDAzrOXApilys/Q7+suAKDGz28hAP7+aA9aUwtk+5jR1dUVTz31\n", "FPbu3YubN2/qr2isqqrC6dOnkZCQINdURG1cANT5pU7kvGy+AMTcG7rExES4uLhg2bJlAIDffvsN\n", "cXFx6N+/PxYsWGB7lGSW8S0ayDLMm/WYM9swb/ZjcTFbvHgxfHx8sG7dOrN9GQGgb9++OHToEIqK\n", "ihAQEICgoCA0NDQgJycH7u7uiizAmaWmpqodgkNi3qzHnNmGebMfi4tZUlISysvLceXKFdTX15v0\n", "ZWwUEBCAlStXws/PD66urjh58iSefPJJrF69GvX19bIvwJnxi+i2Yd6sx5zZhnmzH9kvza+srERk\n", "ZCQmTpyIoqIiuLm54fjx4xgzZgwuXryINWvWyD0lERE5Odlvzrl//35cvXoVcXFxcHO7XSuHDh2K\n", "6Oho7NixQ+7piIiI5C9mrq6uAGDSuurmzZvo0KGD3NMRERHJX8yeeeYZBAUFQafT4erVqwBuv1vL\n", "ycnBihUr5J7Oqc2ePVvtEBwS82Y95sw2zJv9yF7M3N3dcfDgQbi6uqJHjx7w8vLC888/j02bNiEm\n", "Jkbu6ZzauHHj1A7BITFv1mPObMO82Y/sF4CUlZUhKioKw4YNQ3V1Nbp27Yqvv/4aU6ZMwVdffYXN\n", "mzfLPaXTmjlzptohOCTmzXrMWdOa68fp7++v6N2mlezH6XCsboDVgunTpwtXV1dx5coVg/G1a9cK\n", "SZJEdna2yXPYm5HraA/raDyPgflGvQTP3+kxWGo0vl4AcUZjtvY0LND3tGNvRtvWYct51Rb6cWZm\n", "ZrZ6HcacojdjSwICAlBTU4OqqiqD8czMTEycOBGrV69GXFycwWPszUjtgbo9CtXrT+jMvRmdtR+n\n", "UtpEb8ZGnp6eOHv2LK5fv44uXbroxysqKvSPkzzy8vIwatQotcNwOMyb9ZizljTVjzMPAPNmD7Jf\n", "ABIbG4uGhgYsWLAAv/32G4Dbd6F+44034OPjg6eeekruKZ3W6tWr1Q7BITFv1mPObMW82YvsxWzy\n", "5Mk4ePAgvv/+ewwaNAjBwcHQaDSYPHkyjh49is6dO8s9pdP68MMP1Q7BITFv1mPObMW82Ysid5oe\n", "M2YMfvnlF7z55puoqanBtWvXkJ2djc6dO+O1115TYkqnxP8xsE17zltpaalTzOk42u+51tYoUsy2\n", "bNmCFStWIDMzE4GBgQCAlStX4r333mMxI1JEJQBg1qxZKsdBpA7Zi9mFCxfwyiuv4P3339cXMgBY\n", "sGABQkND5Z6OiAAA1+/8U42r6j4FsNTOcxIZkr2Ybdu2DTdu3MDEiRMNxu+9915+G15mCxcuxBtv\n", "vKF2GA6nfedNqbtcLwTQVM74MWPTmssbyUn2C0Dy8vLQs2dPFBQUYNy4cQgKCkJISAh0Oh1u3Lgh\n", "93ROrW/fvmqH4JCYN1swZ7Zh3uxFkfuZXb16FS+//DL27NmDhx56CEeOHIFGo8GxY8eQmZkp95RO\n", "a/78+WqH4JCYN1swZ7Zh3uxF9mL266+/4saNG1iyZAkeeughAEBYWBjmzZuH5cuXIzc3F+Hh4XJP\n", "S0ROjldyOjmrG2C1ICQkREiSJE6ePGkwnp6eLiRJEmvWrDF5Dnszch3tYR3q9mbcfld/REt7Gjb2\n", "NdQI4JLR+DIBJFm4jufumluN3ozpqvZGNFx7a9Zh7euRIQCInTt3OsTPhxDK9maUvZg988wzQpIk\n", "UVxcbDC+d+9eIUmSeOONN0ye0/hLwJYFODPjX/JkGaXy9nsxKzDzi0vpbbvCcxsXMHvObenat9+J\n", "wZ7bihbW3lzeWru1v9+brakFsn/MOGXKFKSmpuLbb7/FoEGD9OMlJSUAgGHDhsk9pdOKj4/H3r17\n", "1Q7D4TBvtogH0NZzptSVnM1p6WNGR8hb+yD71YxPP/00Ro0ahZUrV+LixYsAbt/vJzk5GRMnTsTo\n", "0aPlntJp/etf/1I7BIfEvNmCObMN82YvshczSZKwf/9+REVFYfjw4fDy8oKfnx/8/PzwySefyD2d\n", "U+Ml5rZh3mzBnNmGebMXRdpZeXh4YN26ddDpdPD19YUkSRg7diw6dOigxHREBpq786+SeGUbkXoU\n", "KWaNli5divDwcOzZs0fJaYj0ysrK4Ofnp3YYRGRnihWzoqIifPLJJ8jMzGQxU8iqVauwaNEitcNo\n", "U35/R9Zcj8L3AMQoMHt77lG4CgDPNesxb/aiWDF75ZVXsGLFCnTt2lWpKZxeXV2d2iG0Yc1d2ban\n", "mcdaoz1/zMhzzTbMm73IfgEIAKSlpaG2thZ//etflTg83ZGYmKh2CA6KebMec2Yb5s1eZH9nVldX\n", "h0WLFiE1NVXuQxMREZkl+zuz119/HeHh4QgLC5P70ERERGbJWszKy8uxadMmrFq1yuQxIUSLz58w\n", "YQK0Wq3BFhYWht27dxvsl52dDa1Wa/L8uXPnYuvWrQZjhYWF0Gq1qK6uNhhPSEgwibOyshJarRan\n", "T582GE9OTsbChQsNxurq6qDVapGXl2cwnpqaitmzZ5vENmPGDNnXUV1d3S7WAcj3enzzzTdGUaQC\n", "MF5HNYAZAHYbjWcDMF0HMBfAVqOxwjv7VpvujveM/rvyzr6njcaTcft+V3eru7NvntG4uXUAyq0j\n", "AbcvXmhUjabXkW1mLnuvAwAWoOV1APZ9PaqhzOsBAFUAbv/evZuj/JynpqZCq9UiOjoanp6eGDt2\n", "LGJjY02ObzE5+2q98847ol+/fiIkJES/BQYGCkmShKenpwgJCRF/+tOfTJ7H3oy2Mdf009lZ1h/R\n", "XNNXR+iPqObczeWsrfRmbIt5V+pcE4K9GQ3J+jezF154AS+88ILB2Pnz5+Hj44O//e1vWLZsmZzT\n", "OT2dTqd2CA5Kp3YADkindgAOSqd2AE5DkasZ7yaEMPgnyeeRR+zdVLW9YN6sx5zZhnmzF8WK2ZUr\n", "V+Dj44Pw8HBIkoS1a9fCx8fH5LNVIiKi1lLkS9Pnzp3D22+/DQ8PDwgh4O7uDh8fH7z66qsYNWqU\n", "ElMSEZETU+Sd2Zw5c3DgwAFkZ2ejuLgYxcXF8Pb2xpgxY3gfKRnxXa6tmDfrMWe2Yd7sRZFiJkkS\n", "li5dCk9PTwCAm5sb/vnPf8LV1RVr1qxRYkqnVFhYqHYIDop5sx5zZhvmzV4U+Zhx3759cHMzPHSn\n", "Tp1w//33o6amRokpndKGDRvUDsFBMW/WY85sw7zZiyLvzIwLGQBcvnwZ1dXVGDt2rBJTEhGRE1P8\n", "0vxGmzZtQs+ePfF///d/9pqSiIichKI352xUWFiIN998E+np6XjggQfsMSURkVNQ6w7nHh4e8PX1\n", "VWVus+RuR2Ls1KlTom/fvmL//v1N7tPYwqRXr15Co9EYbCNGjBDp6ekG+2dlZZlt5TRnzhyxZcsW\n", "k2NrNBpx6dIlg/Fly5aJpKQkg7Hz588LjUYjSktLDcbXr18v4uLiDMauX78uNBqNyM3NNRhPSUkR\n", "MTExJrFNnz5d9nVoNJp2sQ4h5Hs9tmzZYtReKEUAMWZaDE0XQLrReFYT7YfmCGCLmVZCGgFcMtPa\n", "aL7Rvufv7FtqNL5eAHFGY9fv7JtrNG5uHeKuddzdVqm16xACWCaAJKOcNbWO54xy3pp12PJ6NK59\n", "tAXrkPv1MG5nZbwOjUKvhxDA23fmVm87c+aMzT/nKSkpQqPRiKioKNGrVy8RGRkpwsPDBWBbOytF\n", "i9k333wjvL29xYEDB5rdj70ZbZOVlaV2CG2OZb0Zs5p5rDVbW+4R2NqtuZyxN2PTcyt1rt099/Y7\n", "89tzuz233L+z20xvxrsdO3YMM2bMwI4dOzBy5Ej9eGhoKPLz85Wa1qmMGzdO7RAcFPNmPebMNvbI\n", "W3N3VXceihSzQ4cOYdKkSZg9ezbKy8sNblHA70YREZHcFClmCxYswPXr15GcnGzymCRJSkxJRERO\n", "TJFidvjwYeh0OuzevRv33HMPOnbsiGXLlkGj0SgxXZt14sQJRb8knpeX12SvSzc3NwwfPhwdOnRQ\n", "bP7mlJWV4eeff7b7vJZd2bUbwBSlQ2lnmDPbMG/2okgxe/bZZ3Hq1Cl89dVX6NatGzIyMjB16lTs\n", "3r0bEydOVGLKNufChQsYMmSIqjGkpKRg5syZdp+3rKwMfn5+dp/XcqvAXzDWYs5sw7zZi+zF7Msv\n", "v8SuXbuQlpaGbt26AQAmTZqEqKgo/P3vf3eaYvbLL7/c+bcdAIYpNMtLADY38Zgv6urqFJq3eb+/\n", "I9uO23+ctqdPASxtYZ+e9giknWHObMO82Yvsxeyjjz4CADz++OMG42PHjkVWVhby8/MRGhoq97Rt\n", "2B8BPKTQsbsoeGw5qHGVlTpfICUidcnezurEiRPo2rWr/l1ZowEDBgAAioqK5J6SiIicnOzF7NKl\n", "S7jvvvtMxhvHLl26JPeURETk5OzSm9FSavUYU0JlZeWdf9sL4LRCs+QCeLvJR0tKSrBjxw6F5m7a\n", "798r/BT2/9jvsAVzH8btv2WqMbdSlJ67uZypuW61529pbqXONUvmVtLtn3G5f2e36niy9iIRQoSF\n", "hYk//OEPJuO7du0SkiSJrVu3mjz2ww8/iN69e99pzcKNGzdu3Jx16927t/jhhx+srj2yvzMbMmQI\n", "jh49iitXruD+++/Xj587dw4AMHjwYJPneHl5IT8/H1VVVXKHQ0REDsTLywteXl5WP08SQgg5A/ny\n", "yy8RGRmJtLQ0TJs2TT8+fvx4nD17FmVlZXJOR0REJH8xA4Dp06fj5MmTOHToELp37479+/djypQp\n", "TvWlaSIish9FitmNGzeg0+mQnp6ub2eVkJCASZMmyT0VERGRMsWMiIjInmT/nhnZx4ULFzBu3Di4\n", "uPAltAbzRtQ+qfoTXVRUhLlz5yIoKAjBwcEIDAzEtGnTUFxcbHb/r776CqNHj8agQYPg7++Pl19+\n", "GVevXrVz1OrbsWMHRo0ahcrKymZvqRMTEwNfX18MGTLEYHv22WftGG3bYWneAJ5rzcnJyUG3bt1M\n", "zqshQ4YY3LvQWf36669YvHgxBg4ciMGDB2Po0KHYt2+f2mG1WRUVFXB3dzd7Ph0+fLjlAzSy+mJ+\n", "Gfn7+4vx48eLq1evCiGEuH79upg8ebLo1KmTOH78uMG++fn5olOnTmLDhg1CCCHq6urEmDFjRFhY\n", "mKivr7d77GqpqakRkZGRorKyUjz//PNCkqQm942JiRFffvmlHaNru6zJG8+15uXk5IjZs2erHUab\n", "9fTTT4vAwEDx008/CSGE2Ldvn3BzcxMZGRkqR9Y2lZeXi4iIiFYfR9ViNnDgQHHixAmDsbKyMiFJ\n", "knjuuecMxiMiIkRgYKDB2NGjR4UkSWLbtm2Kx9oWWVLMcnJy7BiRY2gpbzzXmpeTkyNiYmLUDqNN\n", "ysnJEZIkiY8++shg/MknnxQDBgxQKaq2Ta5ipurHjMXFxSZfon7wwQcBwOCmlhcvXsShQ4dMOvEP\n", "HToUHh4eSEtLUz5Ycgo816g1mrtryLlz55Cfn69GWE5B1WLm5mbagOS7774DcPvFb1RUVAQhhL7z\n", "fiMXFxf069ePnfibsWPHDkRERODhhx/Go48+iiVLluDatWtqh9Vm8VxrmRACZWVlmDZtGoYNGwZ/\n", "f3/MnDkTBQUFaoemOt41xDYXL17E888/jxEjRsDPzw+TJ0/GF198YdUx2twlXRs3boS/vz9eeukl\n", "/Vhjp/2muvGzE795Hh4e6Ny5MzIyMlBcXIx3330XO3fuxGOPPYba2lq1w2uTeK61rGPHjrh16xZ0\n", "Oh2+/vpr5Ofnw93dHWFhYcjKylI7PFXxriHWc3V1RUNDA1588UUcPXoUxcXFCAkJwbhx47B161aL\n", "jyNbMcvJyYGLi4tF25kzZ8weY//+/UhPT8euXbvQqVMnuUJrs+TIWXPWr1+PtWvXwt3dHQAQHByM\n", "t956C6dOncKGDRvkXo7dKJ03Z2JLLh977DEcO3YMQUFBAG7/T9PGjRvRq1cvxMbGqrkcckB9+vTB\n", "6dOnMXLkSADAPffcg8TERISGhiIuLg43b9606DiyNRoOCgrChx9+aNG+vXv3Nhk7dOgQXn75ZXz2\n", "2WcIDAw0eKxHjx4AYPbjsWvXrqFnT8e8NXlrc2aLESNGALh96bmjUjJv7fVca4pcuezQoQOGDBmC\n", "jIwMkybjzqRHjx5mb2PSeD61t/NHScOHD8fx48dx8uRJDBkypMX9ZStmPXv2xPTp02167ueff44X\n", "X3wR+/fvR3BwsMnjgwcPhiRJ+s77jRoaGlBRUYExY8bYNK/aWpOzljQ0NOCnn34y+eFxdXXVP+6o\n", "lMxbez3XmmJLLq9cuQJ3d3d06NDBYLw9nFutZctdQ5zdtWvX0LFjR5NP46w9n1T/m9m+ffv078ga\n", "C1lVVRUmT56s36dXr14YPXo0Dhw4YPDc48ePo7a2VrFfbI6gqS//VlZWol+/fiYnQuPVVEOHDlU8\n", "trasqbzxXGvZ1KlTsXPnToOx+vp6nDhxAt7e3ujevbtKkamv8fwwPn+++OILDBgwAI8++qgaYbVp\n", "r7zyCt566y2T8fz8fHTp0kX/cXaLWn1xfyukpaWJjh07Cp1OJz744AP99tZbbwlvb2+DffPz88W9\n", "994rNm7cKIS4/QXriIgI8dhjj4mGhgY1wlddc9+XKi8vF5IkiVdffVX/Rd///ve/IiQkRPTr10//\n", "hU5nZMmXpnmuNS0iIkKEhITob6BYX18vFi9eLCRJEmlpaSpHp75p06aJwMBAUV1dLYQQIiMjg1+a\n", "bkZMTIzo06ePOHPmjH5s48aNQpIksXr1aouPo2qj4e7du6OmpgbmQvD29jb5qOfIkSNYtGgRLl++\n", "jFu3biEyMhKrV682e/VQezZr1iwcPnwY1dXVqKurQ9++fQEAx44dwwMPPAAAuHXrFrZt24aPP/4Y\n", "Fy5cgBACdXV1iI6OxvLly+Hp6anmElRhSd4a8Vxr2pEjR/Duu+/iyJEjcHFxwZUrV+Dn54f4+HiM\n", "GzdO7fBUx7uGWKekpARbt27FwYMHIUkSampq0Lt3b8yfPx8zZ860+Djsmk9ERA5P9b+ZERERtRaL\n", "GREROTwWMyIicngsZkRE5PBYzIiIyOGxmBERkcNjMSMiIofHYkZERA6PxYyIiBweixkRETk8FjMi\n", "InJ4LGZEROTwWMyIiMjh/T9YJ5EIntBZrwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHpxJREFUeJzt3X1YVHXaB/DvASQ10M2XBFsVNEDAEBNfyBfAxEpl1B5f\n", "Ljct3O2qNrXFaw3d3HTQXVM314zVS1ddN02J1NTARdF8UDE1kTVAUccVJYtcSdGQEoLf8wcxj8MM\n", "w8xwXhjm+7muudTfnDm/+9xz4PbMnHMfSQghQERE5MTctA6AiIioqVjMiIjI6bGYERGR02MxIyIi\n", "p8diRkRETo/FjIiInB6LGREROT0WMyIicnosZkRE5PTsKmZlZWV44YUX4ObmhuLiYqViIiIisovN\n", "xSwzMxMREREoKCiAJEkNLvfjjz9iyZIliIiIwJNPPgk/Pz9ER0fj0KFDsgRMRERUn83F7J133sHe\n", "vXsxYcIENNTOsaqqCs899xwMBgOOHTuG3Nxc5Ofno7y8HF988YVsQRMRET3Iw9YFDx8+DEmSsGPH\n", "jgaXSU5ORn5+PjIyMtC6dWsAgLe3N7Zu3Qo3N349R0REyrC5mFn7aLHOunXrMHLkSGMhqxMcHGx/\n", "ZERERDaS7XDpv//9Ly5fvoxf/vKXWL58OQYOHIigoCDExsYiIyNDrmmIiIjMyFbM6s5uXL9+Pa5e\n", "vYpjx46hoKAAQ4YMwdixY/HRRx/JNRUREZEJyd6bc+r1eixevBhXr15F9+7djePZ2dkYPnw42rdv\n", "j5KSEuNHjUII9OrVC5Ik4T//+U+D6y0pKUFJSYmDm0FERC2Br68vfH197X6dzd+ZNcbb2xsAEBAQ\n", "YPKdmSRJCAsLw6effopbt26hQ4cOZq8tKSlBYGAgysvL5QqHiIicUNeuXZGTk2N3QZOtmAUEBMDD\n", "wwM1NTVmz7m7uwOAxeeA2mJWXl6ODz/8kCeL2CE2NhYHDx7UOgynw7zZjzlzDPNmn8LCQkybNg0l\n", "JSXaFbO2bdsiNjYW2dnZ+OGHH9CmTRvjcwUFBfD390enTp2sriM4OBhPPvmkXCG1eIMHD2a+HMC8\n", "2Y85cwzzph6HTwCx9FXb0qVLUV1djbfffts4tmbNGly+fBnLli1zdCpqQN0RL9mHebMfc+YY5k09\n", "Nhez+fPno0ePHli6dCmEEIiMjIS/vz9yc3ONy/Tt2xdZWVn48ssv4efnh9atW2PWrFnYvHkzJk2a\n", "pMgGEBER2fwx44gRI7Bz504EBwejoKAAJ0+eNDmbsU5ERAQOHjyILVu2ID4+Hm5uboiOjpYzZiJq\n", "ZgwGA77//nvN5vf29kZAQIBm85P2bC5mdb0Zd+zYgfz8fKvLfv/991iwYAHi4uKQlpbW5CDJsoZO\n", "qCHrmDf7WcuZwWBAYGCgitFYdunSpWZX0LivqUfW3ox1lixZgtGjR6Nr164sZgp65plntA7BKTFv\n", "9rOWM+MR2fMArJ/jpYxSAJ9A0yPDhnBfU4+svRmB2v8dffDBBzh//jySk5MdDowaN3v2bK1DcErM\n", "m/1sylknAF0VD8WpcF9Tj+yt7BMSErBgwQJ07NhR7lUTERFZJGsxS0tLQ3FxMWbNmiXnaomIiKyS\n", "rZjdv38fv//977F69Wreu0wlFy5c0DoEp8S82Y85cwzzph7Zqs7KlSsRGhqKp59+2uw5W3sZjx49\n", "GjqdzuQRGRmJPXv2mCyXmZkJnU5n9vqZM2di06ZNJmO5ubnQ6XQoLS01GV+0aBGWL19uMlZcXAyd\n", "Tme2AyYnJ+PNN980GauoqIBOp0N2drbJeEpKCmbMmGEW25QpU2TfjsTExBaxHYC670diYmKL2A5A\n", "vfcjMTGxwe2weEeMSgDbAVyrN54PYI/54tgBoLDe2OWf11HfPgC55sNz5sxpdu9HYmIi96sGtiMl\n", "JQU6nQ6xsbHw8fHBiBEjkJCQYLZ+W8nWNT82NhbXr183aTL87bff4saNGwgODoanpycSExMxdepU\n", "s3Xm5uaif//+OHPmDFu/2KG4uNjitX5kHfNmP2s5q/v5xSvQ5gSQbwD8Hc3y9wf3Nfs0pRbI1pvR\n", "UjPNpKQkJCUlISMjg2+oAphTxzBv9mPOHMO8qUfW3owNLWPnwR8REZFd7OrN6O/vj/feew8A4Ofn\n", "h27dupn0ZqyzYcMG+Pv7Y/Xq1ZAkCUOHDkXPnj1x584d+SInIiL6mc3FbNmyZVi/fj06deqEJ554\n", "Am5ubjh+/LjZ55r79+/HgQMH8NBDD6Fbt27o3bs3Jk6ciFOnTqF9+/ayb4Arq/+FMNmGebMfc+YY\n", "5k09dn3MWNefccKECRY/Ovz2228xevRohISEoLCwEHl5efjXv/6F9PR0DBo0qFm2m3FmFRUVWofg\n", "lJg3+zFnjmHe1GNXMTt8+DBCQ0OtLtOhQwcsXrzY2P6qR48emDdvHq5evYqdO3c6HimZSUpK0joE\n", "p8S82Y85cwzzph67illj/Rl9fHzw7bffmo0/9thjAICysjJ7piMiIrKJ7K06PDzMz/a/ePEiACAm\n", "Jkbu6YiIiOQvZvVVVVVhw4YNmD59OsLDw5WezqXUv7qebMO82Y85cwzzph7Fi9mCBQvQtm1brF27\n", "VumpXM6vf/1rrUNwSsyb/ZgzxzBv6lG0mL377rs4dOgQMjMz8fDDDze6PHsz2rcder2+RWwHoO77\n", "odfrW8R2AOq9H3q9nr0ZH2Dr+6HX67lfNbAdmvdmBBruz/igpUuXIi0tDfv372/0+jL2ZiRyXuzN\n", "SHJpSi1Q5MhswYIFyMzMxKFDh4yFLD09HYsXL1ZiOiIicnFNajRs6aAuISEBW7duxbJly7B7927j\n", "+LFjx1BZWdmU6YiIiCyy68gsISEBXl5eSEpKMvZc9Pf3N/ZnzMvLw/vvv4+ysjK8+uqrePHFF42P\n", "jRs3NnqdGtmn/ufUZBvmzX7MmWOYN/XYXMwyMzORnp6OXr16wc3NDUVFRfjqq69QVFRk/GwzLCwM\n", "586dwzPPPIOgoCAEBARgypQpuH79Oqqrq/GPf/xDsQ1xRZaaPFPjmDf7MWeOYd7UY3Mxa6wvI1B7\n", "ds2wYcMQFhaGwsJCnD9/HpIkISoqin0ZFbBmzRqtQ3BKzJv9mDPHMG/qsbmY2dKXcdGiRRBCGE/0\n", "cHd3x8qVK1FUVGS8dQwREZHcbC5mjX3fVV1djV27dmHIkCHw9PQ0jvv6+qJ3795ITU11PEoiIiIr\n", "ZDs1/8qVKygvL0evXr3MnuvZsycuXLiAqqoquaYjIiIykq2Y3bx5EwDQrl07s+fatWuHmpoa3Lp1\n", "S67pCLB4NT41jnmzH3PmGOZNPU26zoy0NWvWLK1DcEpK5s1gMGh2spO3tzcCAgIUWTf3NccwbyoS\n", "dlq0aJGQJElcu3bNZPzixYtCkiSRkJBg9pq4uDjh4eEhKisrLa7zzJkzAoDo0qWLiIuLM3kMHjxY\n", "7N6922T5AwcOiLi4OLP1vP7662Ljxo1m646LixM3b940GV+4cKFYtmyZydi1a9dEXFycKCwsNBl/\n", "//33xdy5c03G7t27J+Li4sSxY8dMxrdv3y7i4+PNYps8eTK3o4Vvx6VLlwQATR+XLl1S/f148803\n", "a+d/BQL6nx9vQSAQAjMeGNND4H8gEF5vTA+BUAhMqTc27ed11F92AAR0D/z7ldptHz58eIvcr1rq\n", "dmzfvl3ExcWJkSNHii5duoiYmBgxbNgwAUCcOXPGbJ7G2N2bsaG+jNXV1ejQoQOio6Oxd+9ek9f0\n", "6dMHkiQhPz/f4jrZm5FaAmOPwucBdFJ58lIAn2jTn5C9GUkuTakFsn3M6O7ujueffx6ffvopKisr\n", "jWc0lpSU4MKFC1i0aJFcUxE1b52gzS91Ihfm8Akglg7okpKS4ObmhoULFwIAfvrpJ8ydOxc9e/bE\n", "nDlzHI+SLKp/iwayDfNmP+bMMcybemwuZvPnz4e/vz9Wr15tsS8jAHTv3h1Hjx5FXl4egoODERoa\n", "ipqaGmRlZcHLy0uRDXBlKSkpWofglJg3+zFnjmHe1GNzMVu2bBmKiopw+/ZtVFdXm/VlrBMcHIyl\n", "S5ciMDAQ7u7uOHfuHJ599lmsWLEC1dXVsm+AK+OF6I5h3uzHnDmGeVOP7KfmFxcXIyYmBmPGjEFe\n", "Xh48PDxw+vRpREVF4caNG1i5cqXcUxIRkYuT/eac+/btw507dzB37lx4eNTWygEDBiA2Nhbbtm2T\n", "ezoiIiL5i5m7uzsAmLWuqqysRKtWreSejoiISP5i9qtf/QqhoaHQ6/W4c+cOgNqjtaysLCxZskTu\n", "6VzajBkztA7BKTFv9mPOHMO8qUf2Yubl5YXDhw/D3d0dnTp1gq+vL1566SWsW7cO8fHxck/n0kaN\n", "GqV1CE6JebMfc+YY5k09sp8AYjAYMHLkSAwcOBClpaVo3749vvjiC4wfPx6ff/451q9fL/eULmvq\n", "1Klah+CUmDf7MWcNs9aPMygoSNG7TSvZj9PZyH5k9sc//hFff/01NmzYgPbt2wMABg4ciHnz5mHD\n", "hg04ePBgg68dPXo0dDqdySMyMtLswsPMzEyL3ahnzpyJTZs2mYzl5uZCp9OhtLTUZHzRokVYvny5\n", "yVhxcTF0Oh0uXLhgMp6cnIw333zTZKyiogI6nQ7Z2dkm4ykpKRY/WpgyZQq3wwW2AwBwtt6/ywBs\n", "B3Cz3vgpAJn1xip/XvZavfF8AJauv90BoNB0SO3346OPPjKPS4btwOWf11HfPgAW6sOcOXNU368M\n", "BgMCAwPRv39/TR6BgYHYv39/k7ejPjV+zlNSUqDT6RAbGwsfHx+MGDECCQkJZuu3ld29GRsTHByM\n", "srIylJSUmIxnZGRgzJgxWLFiBebOnWvyHHszUkugaY9CDfsTunJvRlftx6mUZtGbsY6Pjw8uX76M\n", "e/fu4eGHHzaOX7161fg8ySM7OxtDhw7VOgynw7zZjzlrREP9OK8B6KFyLC5K9o8ZExISUFNTgzlz\n", "5uCnn34CUHsX6r/85S/w9/fH888/L/eULmvFihVah+CUmDf7MWcOOq51AK5D9mI2btw4HD58GF99\n", "9RX69OmDsLAwxMXFYdy4cTh58iTatm0r95Quy+J3FdQo5s1+zJmDJmodgOtQ5E7TUVFR+OGHH/Du\n", "u++irKwMd+/eRWZmJtq2bYs///nPSkzpkvgfA8e05LwVFtY/i6Jlzuk0PLUOwHUoUsw2btyIJUuW\n", "ICMjAyEhIQCApUuX4p///CeLGZESavsTYNq0adrGQaQR2YvZ9evX8cYbb+CDDz4wFjKg9rTZiIgI\n", "uacjIgCo6x6nxVl1BgD/q/KcRPXI/p3Zli1bcP/+fYwZM8ZkvE2bNrwaXmb1ryUh27TovNWdVSf3\n", "o8DKc4+osmXOqf51hKQY2YtZdnY2OnfujDNnzmDUqFEIDQ1FeHg49Ho97t+/L/d0Lq179+5ah+CU\n", "mDcHtNc6ACfFvKlGkfuZ3blzB6+99hr27t2Lxx9/HCdOnEBcXBxOnTqFjIwMuad0WbNnz9Y6BKfE\n", "vDlgkNYBOCnmTTWyF7Mff/wR9+/fx4IFC/D4448DACIjIzFr1iwsXrwYx44dw7Bhw+SelohcHM/k\n", "dG2yf8zo7e0NAAgPDzcZr/v36dOnG3wtezNyO5x9OwBo3pvRrp6G3/y87L164/8LILveWEPb8R8L\n", "c6m5HQ+cyal2b0Szs0fVfD/Ka/8oKioyGW7OPx9O1ZvxhRdeQEpKCvLy8tCnTx/jeFpaGsaNG8fe\n", "jDK6cOECevfurXUYTkepvGnaozAPwCdQbu6bADprNHdj6ubX8kzOhrbdWt6aSsOelEppSi2Q/chs\n", "/PjxAIAvv/zSZLygoABAbQd9kkdiYqLWITgl5s0BDd/sovlQ6kxOa4/GzuR0hry1ELIXs4kTJ2Lo\n", "0KFYunQpbty4AaD2fj/JyckYM2YMhg8fLveULutvf/ub1iE4JebNAaO1DsBJMW+qkb2YSZKEffv2\n", "YeTIkRg0aBB8fX0RGBiIwMBAfPLJJ3JP59J4irljmDcH/ELrAJwU86YaRdpZeXt7Y/Xq1dDr9QgI\n", "CIAkSRgxYgRatWqlxHREJqzd+VdJPLONSDuKFLM6b7/9NoYNG4a9e/cqOQ2RUd2df4nItShWzPLy\n", "8vDJJ58gIyODxUwhy5cvx7x587QOo1kxHpFZO7PtLIDwBp5ripbcozAbAO/NaT/mTTWKFbM33ngD\n", "S5YsQfv27OeilIqKCq1DaL4auvMvAFy08lxTWLjkrMWoanwRsoB5U43sJ4AAQGpqKsrLy/Gb3/xG\n", "idXTz5KSkrQOwTnFaB2AE2LOHMO8qUb2I7OKigrMmzcPKSkpcq+aiIjIItmPzN555x0MGzYMkZGR\n", "cq+aiIjIIlmLWVFREdatW2fWYw8AbOmaxd6M9m1HaWlpi9gOQL7349///rdpEJZ6Ad6Dcj30gJbZ\n", "m/Eemm9vxjr70bQek0q8H/fA3owPcJrejBs3bsSf/vQnPPLI//d4qaysRGFhIbp06QIfHx/07t3b\n", "7CNI9mZ0jE6nw6effqp1GM2KTf0RtwP4lQKTa9mjUOm5reWsufRmbI55V2pfA9ibsR5ZvzN7+eWX\n", "8fLLL5uMXbt2Df7+/vjtb3+LhQsXyjmdy9Pr9VqH4JyitQ7ACUVrHYCTitY6ANehyNmMD6o78JO5\n", "OT8BLeZ/Y6rT4ujB2TFnjmHeVKNYMbt9+zb8/f0xbNgwSJKE9957D/7+/mafrRIRETWVIhdNX7ly\n", "BX//+9/h7e0NIQS8vLzg7++Pt956C0OH8nJ4IiKSlyJHZq+//joOHTqEzMxM5OfnIz8/H35+foiK\n", "iuIJCzLiUa6DLJ0JR9YxZ45h3lSjSDGTJAlvv/02fHx8AAAeHh7461//Cnd3d6xcuVKJKV1Sbi5/\n", "UhxSonUATog5cwzzphpFPmZMS0uDh4fpqlu3bo1HHnkEZWVlSkzpktasWaN1CM5pjNYBOCHmzDHM\n", "m2oUOTKrX8gA4NatWygtLcWIESOUmJKIiFyY4qfm11m3bh06d+6MP/zhD2pNSURELkLRm3PWyc3N\n", "xbvvvovdu3fj0UcfVWNKIiKXoNUdzr29vREQEKDJ3JYofmRWWFiICRMm4MMPP0RUVJTVZdmb0b7t\n", "0Ol0LWI7AJV7M24HezPWsbUX4HawN+ODbN2O7VCuN+M3tX9MmzYN/fv3V/0RGBgIg8HQMnsz1nf2\n", "7FlMmDABGzduxNNPP93gcuzN6JjMzEyMGjVK6zCaFZt6M14G8LgCkzfnHoFNZS1n7M3Y8NxK7WsP\n", "zm3trupKKa2dW+7f2c2mN+ODTp06hSlTpmDbtm0YMmSIcTwiIgI5OTlKTetSWMgcpNQvl5aMOXOM\n", "Gnmzdld1F6JIMTt69CjGjh2LGTNmoKioyOQWBbw2ioiI5KZIMZszZw7u3buH5ORks+ckSVJiSiIi\n", "cmGKFLPjx49Dr9djz549eOihh+Dp6YmFCxciLi5OiemarbNnzyp6kXh2dnaDvS49PDwwaNAgtGrV\n", "SrH5rTEYDPj+++9Vn9emM7sKAQQrHkrLwpw5hnlTjSLFbPr06Th//jw+//xzdOjQAenp6ZgwYQL2\n", "7NmDMWNc45L469evo1+/fprGsH37dkydOlX1eQ0GAwIDA1Wf12bHwV8w9mLOHMO8qUb2YnbkyBHs\n", "2rULqamp6NChAwBg7NixGDlyJH73u9+5TDH74Ycfav/yPIDHFJokHcDYBp5Lrj1dXQvGIzItzrIy\n", "oPY0ZmvaqhFIC8OcOYZ5U43sxezjjz8GALNT8UeMGIEDBw4gJycHERERck/bfLUD0FGhdbdScN1y\n", "0OIsq9LGFyGilkf2i6bPnj2L9u3bG4/K6vTq1QsAkJeXJ/eURETk4mQvZjdv3kS7du3MxuvGbt6s\n", "f9k9ERFR06jSm9FWWvUYU0JxcXHtXy5CuY++igFYuf68oKAA27ZtU2jyhhmvKzRA/Y/9fk671bmL\n", "Uds9QYu5laL03NZypuV2az1/Y3Mrta/ZMreSbtf+Iffv7CatT8gsMjJS/OIXvzAb37Vrl5AkSWza\n", "tMnsuW+++UZ07dpVAOCDDz744MOFH127dhXffPON3bVH9iOzfv364eTJk7h9+zYeeeQR4/iVK1cA\n", "AH379jV7ja+vL3JyclBSwtuyEhG5Ml9fX/j6+tr9OtkbDR85cgQxMTFITU3FpEmTjOPPPfccLl++\n", "DIPBIOd0REREynTNnzx5Ms6dO4ejR4+iY8eO2LdvH8aPH+9SF00TEZF6FClm9+/fh16vx+7du43t\n", "rBYtWoSxYxu6wpeIiMhxit7PjIiISA2K32malHH9+nWMGjUKbm58C+3BvBG1TJr+ROfl5WHmzJkI\n", "DQ1FWFgYQkJCMGnSJOTn51tc/vPPP8fw4cPRp08fBAUF4bXXXsOdO3dUjlp727Ztw9ChQ1FcXGz1\n", "ljrx8fEICAhAv379TB7Tp09XMdrmw9a8AdzXrMnKykKHDh3M9qt+/fqZ3LvQVf3444+YP38+evfu\n", "jb59+2LAgAFIS0vTOqxm6+rVq/Dy8rK4Px0/ftz2Fdl9Mr+MgoKCxHPPPSfu3LkjhBDi3r17Yty4\n", "caJ169bi9OnTJsvm5OSI1q1bizVr1gghhKioqBBRUVEiMjJSVFdXqx67VsrKykRMTIwoLi4WL730\n", "kpAkqcFl4+PjxZEjR1SMrvmyJ2/c16zLysoSM2bM0DqMZmvixIkiJCREfPfdd0IIIdLS0oSHh4dI\n", "T0/XOLLmqaioSERHRzd5PZoWs969e4uzZ8+ajBkMBiFJknjxxRdNxqOjo0VISIjJ2MmTJ4UkSWLL\n", "li2Kx9oc2VLMsrKyVIzIOTSWN+5r1mVlZYn4+Hitw2iWsrKyhCRJ4uOPPzYZf/bZZ0WvXr00iqp5\n", "k6uYafoxY35+vtlF1I89Vnu/lAdvannjxg0cPXrUrBP/gAED4O3tjdTUVOWDJZfAfY2awtpdQ65c\n", "uYKcHCv956hJNC1mHh7mDUguXrwIoPbNr5OXlwchhLHzfh03Nzf06NGDnfit2LZtG6Kjo/HEE0+g\n", "f//+WLBgAe7evat1WM0W97XGCSFgMBgwadIkDBw4EEFBQZg6dSrOnDmjdWia411DHHPjxg289NJL\n", "GDx4MAIDAzFu3Dh89tlndq2j2Z3StXbtWgQFBeHVV181jtV12m+oGz878Vvm7e2Ntm3bIj09Hfn5\n", "+di8eTN27tyJp556CuXl5VqH1yxxX2ucp6cnqqqqoNfr8cUXXyAnJwdeXl6IjIzEgQMHtA5PU7xr\n", "iP3c3d1RU1ODV155BSdPnkR+fj7Cw8MxatQobNq0yeb1yFbMsrKy4ObmZtPj0qVLFtexb98+7N69\n", "G7t27ULr1q3lCq3ZkiNn1rz//vt477334OXlBQAICwvDqlWrcP78eaxZs0buzVGN0nlzJY7k8qmn\n", "nsKpU6cQGhoKoPY/TWvXrkWXLl2QkJCg5eaQE+rWrRsuXLiAIUOGAAAeeughJCUlISIiAnPnzkVl\n", "ZaVN65Gt0XBoaCg++ugjm5bt2tX89sNHjx7Fa6+9hv379yMkJMTkuU6dOgGAxY/H7t69i86dOzsQ\n", "sfaamjNHDB48GEDtqefOSsm8tdR9rSFy5bJVq1bo168f0tPTzZqMu5JOnTpZvI1J3f7U0vYfJQ0a\n", "NAinT5/GuXPn0K9fv0aXl62Yde7cGZMnT3botQcPHsQrr7yCffv2ISwszOz5vn37QpIkY+f9OjU1\n", "Nbh69SqioqIcmldrTclZY2pqavDdd9+Z/fC4u7sbn3dWSuatpe5rDXEkl7dv34aXlxdatWplMt4S\n", "9q2mcuSuIa7u7t278PT0NPs0zt79SfPvzNLS0oxHZHWFrKSkBOPGjTMu06VLFwwfPhyHDh0yee3p\n", "06dRXl6u2C82Z9DQxb/FxcXo0aOH2Y5QdzbVgAEDFI+tOWsob9zXGjdhwgTs3LnTZKy6uhpnz56F\n", "n58fOnbsqFFk2qvbP+rvP5999hl69eqF/v37axFWs/bGG29g1apVZuM5OTl4+OGHjR9nN6rJJ/c3\n", "QWpqqvD09BR6vV5s3brV+Fi1apXw8/MzWTYnJ0e0adNGrF27VghRe4F1dHS0eOqpp0RNTY0W4WvO\n", "2vVSRUVFQpIk8dZbbxkv9P36669FeHi46NGjh/GCTldky0XT3NcaFh0dLcLDw403UKyurhbz588X\n", "kiSJ1NRUjaPT3qRJk0RISIgoLS0VQgiRnp7Oi6atiI+PF926dROXLl0yjq1du1ZIkiRWrFhh83o0\n", "bTTcsWNHlJWVwVIIfn5+Zh/1nDhxAvPmzcOtW7dQVVWFmJgYrFixwuLZQy3ZtGnTcPz4cZSWlqKi\n", "ogLdu3cHAJw6dQqPPvooAKCqqgpbtmzBjh07cP36dQghUFFRgdjYWCxevBg+Pj5aboImbMlbHe5r\n", "DTtx4gQ2b96MEydOwM3NDbdv30ZgYCASExMxatQorcPTHO8aYp+CggJs2rQJhw8fhiRJKCsrQ9eu\n", "XTF79mxMnTrV5vWwaz4RETk9zb8zIyIiaioWMyIicnosZkRE5PRYzIiIyOmxmBERkdNjMSMiIqfH\n", "YkZERE6PxYyIiJweixkRETk9FjMiInJ6LGZEROT0WMyIiMjpsZgREZHT+z/DP/cG4vuJSQAAAABJ\n", "RU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "035\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtYFNf5B/DvLKhoUBPUAkaF1QCyGMTgDRVBRI2XXS8V\n", "bIpGbGO1agz+ookJj4L6xGAaG++PRmyaqCBRgwaIitaiEOsFqOIFFStKrMSCCgaIinB+f6y7uhdk\n", "d5nZYXfez/PM0/TsMOe8757huMvMOxxjjIEQQgixYTKxB0AIIYQ0FS1mhBBCbB4tZoQQQmweLWaE\n", "EEJsHi1mhBBCbB4tZoQQQmweLWaEEEJsHi1mhBBCbB4tZoQQQmyeWYtZRUUFoqKiIJPJUFJSItSY\n", "CCGEELOYvJhlZmaib9++uHDhAjiOa3C/hw8fYsWKFejbty/eeOMNeHp6IjQ0FEeOHOFlwIQQQog+\n", "kxezTz/9FPv378fEiRPRUDnH2tpajB49GkVFRcjOzkZ+fj7Onz+PqqoqnD59mrdBE0IIIc9zNHXH\n", "o0ePguM47N69u8F91q9fj/Pnz+PAgQNwcnICALRt2xbbt2+HTEZ/niOEECIMkxezF321qLF582aE\n", "h4drFzINX19f80dGCCGEmIi3j0v/+9//cO3aNXTp0gWrVq1C//794ePjgxEjRuDAgQN8dUMIIYQY\n", "4G0x01zduGXLFty4cQPZ2dm4cOECBg8ejHHjxmHXrl18dUUIIYTo4Mx9OGd8fDyWL1+OGzduoFu3\n", "btr2nJwcDB06FO3bt0dpaan2q0bGGHr06AGO4/Cf//ynweOWlpaitLTUwjAIIYTYA3d3d7i7u5v9\n", "cyb/zawxbdu2BQB4eXnp/M2M4zj4+/vj+++/x7179+Di4mLws6WlpfD29kZVVRVfwyGEEGKDOnfu\n", "jNzcXLMXNN4WMy8vLzg6OqK+vt7gNQcHBwAw+hqgXsyqqqqwY8cOSV8sMmLECBw+fFjsYYjG3uMv\n", "LCzE1KlTAawAIG9grzkANvHcczGAJTZxftn7HDCFlHOgOUdKS0vFW8zatGmDESNGICcnB7/++ita\n", "t26tfe3ChQuQy+Xo2LHjC4/h6+uLN954g68h2ZyBAwdS/JKIfwyAhuJMAhDFc3/5AJbYxPklnTnQ\n", "MMqBZSy+AMTYn9pWrlyJuro6LFmyRNu2ceNGXLt2DQkJCZZ2JRmaT7BSJfX41aSdA5oDlANLmbyY\n", "LV68GB4eHli5ciUYYwgKCoJcLkd+fr52n969eyMrKwvnzp2Dp6cnnJycMG/ePHz11VeIiIgQJABC\n", "CCHE5MUsLCwMLVq0gK+vL2QyGU6ePIni4mKDj8N9+/bF4cOHsXz5cjx+/BgymQyhoaF8j5sQQgjR\n", "4rU2o8Yvv/yC2NhYKJXKRvclzzR0gYxUSD1+NWnngOYA5cBSJi9mR48ehZ+fn0n7rlixAmPGjKE/\n", "Yppp1KhRYg9BVFKPX03aOaA5QDmwlMmLmSm1GQHg6tWr+Prrr7V/WyOme/fdd8UegqikHr+atHNA\n", "c4ByYCneS9nHxMQgNjYWHTp04PvQhBBCiFG8LmZpaWkoKSnBvHnz+DwsIYQQ8kK8LWaPHj3C+++/\n", "j7Vr19Kzyyx0+fJlsYcgKqnHrybtHNAcoBxYirdVZ/Xq1fDz88Pw4cMNXjP1b2djxoyBSqXS2YKC\n", "grBv3z6d/TIzM6FSqQx+fu7cudi2bZtOW35+PlQqFcrLy3Xa4+LisGrVKp22kpISqFQqg8m0fv16\n", "LFq0SKetpqYGKpUKOTk5Ou3JycmYMWOGwdimTJnSaBwffPCBXcShYW4ckyZNsos4Gno/iouL9Y68\n", "HsAivbb/A6ACkKPXngzAMA5gCoB9em2ZT4+hKyEhodnPK805ANjved5YHKGhoXYRR2PvR3JyMlQq\n", "FUaMGAE3NzeEhYUhJibG4PgmY2aKi4tjHMexmzdv6rSHh4eznj17soCAAO3m5ubGOI5jCoWCBQQE\n", "sKSkJKPHzMvLYwBYXl6eucOxK/o5lRp7j18zz4E8BrAGtpsveM3SzXbOL3ufA6aQcg6ashbwVpvR\n", "WGHMZcuWYdmyZThw4IDO42KIcVLPkdTjV5N2DmgOUA4sxWttxob2MWVfQgghxFJm1WaUy+VYs2YN\n", "AMDT0xNdu3bVqc2osXXrVsjlcqxduxYcx2HIkCHo3r07Kisr+Rs5IYQQ8pTJi1lCQgK2bNmCjh07\n", "4vXXX4dMJsOPP/5oUOXj4MGDOHToEFq1aoWuXbuiZ8+emDx5Mk6dOoX27dvzHoA90f8Dr9RIPX41\n", "aeeA5gDlwFJmfc3YWH3Gn3/+GWPGjIFCoUBhYSEKCgrwww8/ID09HQMGDMAvv/zC28DtUU1NjdhD\n", "EJXU41eTdg5oDlAOLGXWYmZKfUYXFxcsX75cW/7Kw8MDH374IW7cuIE9e/ZYPlIJWLZsmdhDEJXU\n", "41eTdg5oDlAOLGXWYtZYfUY3Nzf8/PPPBu2vvvoqAKCiosKc7gghhBCT8F6qw9HR8Gr/K1euAACG\n", "DRvGd3eEEEII/4uZvtraWmzduhXTpk1DQECA0N3ZNP275aVG6vGrSTsHNAcoB5YSfDGLjY1FmzZt\n", "sGnTJqG7snl/+MMfxB6CqKQev5q0c0BzgHJgKUEXs88//xxHjhxBZmYmXnrppUb3l3ptxvj4eLuI\n", "Q8PcODw9Pe0ijqbVZvwQUq7NqDkHAPs9zxuLo7Ky0i7iaPa1GRlruD7j8z755BM2cOBAVlFR0ejx\n", "qDYjkQLTajMKsdH5RWxDU9YCQT6ZxcbGIjMzE0eOHNHeKJ2eno7ly5cL0R0hhBCJa1KhYWbkxumY\n", "mBhs374dCQkJSE1N1bZnZ2fj8ePHTemOEEIIMcqsT2YxMTFwdnbGsmXLtDUX5XK5tj5jQUEB1q1b\n", "h4qKCsyaNQtvv/22dktMTGz0PjWp0//eWWqkHr+atHNAc4ByYCmTF7PMzEykp6ejR48ekMlkKC4u\n", "xk8//YTi4mJtfUZ/f39cvHgRo0aNgo+PD7y8vDBlyhTcunULdXV1+Nvf/iZYIPbAWNFmKZF6/GrS\n", "zgHNAcqBpUxezBqrywior64JDg6Gv78/CgsLcenSJXAch5CQEKrLaIKNGzeKPQRRST1+NWnngOYA\n", "5cBSJi9mptRljIuLA2NMe6GHg4MDVq9ejeLiYu2jYwghhBC+mbyYNfb3rrq6OuzduxeDBw9Gy5Yt\n", "te3u7u7o2bMnUlJSLB8lIYQQ8gK8XZp//fp1VFVVoUePHgavde/eHZcvX0ZtbS1f3RFCCCFavC1m\n", "ZWVlAIB27doZvNauXTvU19fj3r17fHVnl4zdXS8lUo9fTdo5oDlAObCU4LUZienmzZsn9hBEJfX4\n", "1aSdA5oDlANL8baYdezYEQDw4MEDg9cePHgABwcHuLi4vPAYUq/NOHLkSLuIQ8PcOP7973/bRRxN\n", "q804BFKuzag5BwD7Pc8bi2PDhg12EUezr83YUF3GJ0+esHbt2jGVSmXwM35+fqxXr14NHpNqMxIp\n", "oNqMhLxYs6jN6ODggEmTJiEnJ0enbFVpaSkuX76MyMhIvroihBBCdFi8mDEjN04vW7YMMpkMS5cu\n", "BQA8efIECxcuRPfu3bFgwQLLRykR+h/rpUbq8atJOwc0BygHljJ5MVu8eDHkcjnWrl1rtC4jAHTr\n", "1g3Hjx9HQUEBfH194efnh/r6emRlZcHZ2VmQAOxJcnKy2EMQldTjV5N2DmgOUA4sxTFjH7Ga6OzZ\n", "s4iLi0NRUREcHdWF+adOnYr3338fDg4OBvvn5+cjMDAQeXl52jqPhAipqKjI6iXWCgsLMXXqVAB5\n", "AKw5z/MB0PlFmr+mrAVNegSMMSUlJRg2bBjGjh2LgoICODo64syZMwgJCcGdO3ewevVqvrskxCxF\n", "RUXw9vYWexiEEB7xvphlZGSgsrISCxcu1H4q69evH0aMGIGdO3fSYkZE9+wT2Q4Avlbs+QcAS6zY\n", "HyHSwftipvkaUb901ePHj9GiRQu+uyOkCXxh3a/7Cq3YFyHSwnsFkN///vfw8/NDfHw8KisrAag/\n", "rWVlZWHFihV8d2dXjN28KCVSj19N2jmgOUA5sBTvi5mzszOOHj0KBwcHdOzYEe7u7pg+fTo2b96M\n", "6OhovruzK89XP5AiqcevJu0c0BygHFiK968Zi4qKEB4ejv79+6O8vBzt27fH6dOnMWHCBJw4cQJb\n", "tmzhu0u78dZbb4k9BKvSv6LQx8fHKk/ZLSxszl/3SWsO6JPaOWAM5cBCfJcjiYyMZA4ODuz+/fs6\n", "7WvWrGEcx7HMzEyDn9GUMHF1dWVKpVJnGzhwIEtNTdXZ/9ChQ0ypVBocZ86cOSwxMdHg2EqlkpWV\n", "lem0L126lCUkJOi03bx5kymVSlZYWKjTvm7dOrZw4UKdturqaqZUKll2drZOe1JSEouOjjYYW2Rk\n", "JMXxXBwnT558WtpJzO1zvbJPhxigNFIOag4DEo2UiFIyoEyvfSkDEvTabj7d9zO9clbrGLBQb9/q\n", "p/tm67UnMSDayNgiGZDaSBzq8ysiIsLu5xXFYTtxJCUlMaVSycLDw5mrqysbNmwYCw4OtricFe/3\n", "mfn6+qKiogKlpaU67QcOHMDYsWPx2WefYeHChTqv0X1m0qN5z61/RSHw7KpCa9/vtRMA3WdGSEOa\n", "1X1mbm5uuHbtGqqrq/HSSy9p22/cuKF9nRiXk5ODIUOGiD0MK3v+isIcqKvGC605f81orRw0T9I8\n", "B3RRDizD+wUgMTExqK+vx4IFC/DkyRMA6qdQ/+Uvf4FcLsekSZP47tJufPbZZ2IPQWRSjx+Qeg7o\n", "HKAcWIr3xWz8+PE4evQofvrpJ/Tq1Qv+/v5QKpUYP348Tp48iTZt2vDdpd3YtWuX2EMQmdTjB6Se\n", "AzoHKAeWEuRJ0yEhIXjvvffQpUsXtGzZErW1tcjMzMSaNWuE6M5u0EIv9fgBqeeAzgHKgaUEWcwS\n", "ExMxa9YsrFu3Drm5ubh69SqioqKwe/duIbojhBAicbxfAHLr1i3Mnz8fX3/9NRQKhbZ9wYIF6Nu3\n", "L9/dEUIIIfx/Mvvmm2/w6NEjjB07Vqe9devWdGd7IxYtWiT2EEQm9fgBqeeAzgHKgaV4X8xycnLQ\n", "qVMn5OXlYeTIkfDz80NAQADi4+Px6NEjvruzK926dRN7CCKTevyA1HNA5wDlwFKCPM+ssrISs2fP\n", "xv79+/Haa6/hX//6F5RKJU6dOoUDBw7w3aXdePfdd8UegsikHj8g9RzQOUA5sBTvi9nDhw/x6NEj\n", "xMbG4rXXXgMABAUFYd68eVi+fDmys7MRHBzMd7eEkEaIVZOybdu28PLyEqVvIiFmF8BqREBAAOM4\n", "jl28eFGnPTU1lXEcx1avXm3wM1SbUXpxHDlyRK9O4YtqGhbqtTe1puEOidVmTH3ar3jb1atXrTKv\n", "7OX8kEIczb42Y1RUFJKTk1FQUIBevXpp29PS0jB+/HiqzfgCly9fRs+ePcUehlU8q834fJ3CywCs\n", "Eb9YNRJN6VeIHGj6FaMOZiGAqSaf21I6Bxoi5Rw0q9qMEyZMQHJyMs6dO6ezmF24cAEA0L9/f767\n", "tBsffPABvv/+e7GHIaIPAEg5fkDYHFj7ydrmo3OAcmAp3q9mnDx5MoYMGYKVK1fizp07ANTPrVq/\n", "fj3Gjh2LoUOH8t2l3diwYYPYQxCZ1OMHpJ4DOgcoB5bifTHjOA4ZGRkIDw/HgAED4O7uDm9vb3h7\n", "e+O7777juzu7QpfkSj1+QOo5oHOAcmAp3r9mBNRXL61duxbx8fHw8vICx3EICwtDixYthOiOEEIM\n", "6D/J3Fro6k1xCLKYaSxZsgTBwcHYv3+/kN0QQoiOoqIieHt7i9b/1atXaUGzMkEKDQNAQUEBvvvu\n", "O8THxwvVhd1ZtWqV2EMQmdTjB6SeA77OgWefyHZAffWotbYdev2bj34PWEawT2bz58/HihUr0L59\n", "e6G6sDs1NTViD0FkUo8fkHoO+D8Hmv8VnPro94BlBPlklpKSgqqqKvzxj38U4vB2a9myZWIPQWRS\n", "jx+Qeg7oHKAcWIr3T2Y1NTX48MMPkZyczPehCSGEEKN4/2T26aefIjg4GEFBQXwfmhBCCDGK18Ws\n", "uLgYmzdvNvoHTFOqZo0ZMwYqlUpnCwoKwr59+3T2y8zMhEqlMvj5uXPnYtu2bTpt+fn5UKlUKC8v\n", "12mPi4szGGdJSQlUKhUuX76s075+/XqDZwzV1NRApVIhJydHpz05ORkzZswwGNuUKVMajUMzRluP\n", "Q+NFcdy/f19v7zgAS/XaSgCooC7xpBMJDJ/7VfN03xy99mQAhnGo/VPv/2c+PYa+uQC26bXlP923\n", "XK89DoYXcWjiuK3XbiwOzb6mxjEFwD69tobiSAA/cZjzfvxbp7WxefX8/ObjPAc28xSHqe/HYoMW\n", "c+N488037eY8f1EcycnJUKlUGDFiBNzc3BAWFoaYmBiD45vM7GqOL7B161bm4eHBAgICtJtCoWAc\n", "xzE3NzcWEBDAfve73xn8nKbQsCXFJe2JsSKe9krznj8russaKPIrxLbDSN/NpV8hciBWvOxpn6af\n", "23ydA8bnV/OLV8gc2KKmrAW8/s3snXfewTvvvKPTdvPmTcjlcvz5z3/G0qX6//Imz6PbGOLFHkAz\n", "EC/2AERF5wDlwFKC3WemwRjT+V/SMCk/MUBN6vEDUs8BnQOUA0sJtpjdv38fcrkcwcHB4DgOa9as\n", "gVwuN/hulRBCCGkqQW6avn79Or788ku0bdsWjDE4OztDLpfj448/xpAhQ4TokheMMZw5c0aUmxYd\n", "HBzQv39/tGrVyup9E0KIrRNkMZszZw7Ky8uRmZkJNzc3PHnyBPPnz0dISAhSU1ONXhHTHOTn52PA\n", "gAGi9R8VFYUdO3aI1r/4tgGQ+o320s7Btm3bJF9sgXJgGUG+ZuQ4DkuWLIGbmxsAwNHREX/961/h\n", "4OCA1atXC9ElL559IssEUGTVTSZ7CcXFxYLH2Lzliz2AZkDaOcjPl3b8AOXAUoJ8MktLS4Ojo+6h\n", "nZyc8Morr6CiokKILnnmAeA1q/bIcQ6YNGmSVftsfjaKPYBmQNo52LhR2vEDlANLCfLJTH8hA4B7\n", "9+6hvLwcYWFhQnRJCCFEwgS/NF9j8+bN6NSpEz766CNrdUkIIUQiBH04p0Z+fj4+//xzpKam4je/\n", "+Y01urRJZWVlonxffvfuXXTo0MGqfRYWFlq1PyIua7/fYs8vMfqX/BOuea5GYuDSpUusW7duLCMj\n", "o8F9NCVMXF1dmVKp1NkGDhzIUlNTdfY/dOiQ0ZIvc+bMYYmJiQbHViqVrKysTKd96dKlLCEhQadt\n", "9+7dT0vg/KBXomYdAxbqtVU/LT2UrdeexIBoI2VuIhmQqtd2SFu+SCZ76WnfUts05YaWMsBXLz83\n", "n+ankOf3Q1Pe6fMG3w/dbQ4DEvXa8p7uW6bXvpQBCQ3E8ZlezMbiGG1GHI3PK914I3iKw5z345NG\n", "3n+ht5k8xWHq+zFY1HivXr3K1q1bxxYuXKjzu626upoplUqWnZ2t056UlMSio6MNfpdGRkYK/ns3\n", "KSmJKZVKFh4ezlxdXdmwYcNYcHAwAywrZ8UxJlxpjrNnz2LixIlITEzE8OHDG9wvPz8fgYGByMvL\n", "E/Xu9+zsbAwdOhTAFQDWfeS6TOaM+vpqqJ9U62vFnn8AsETEfvPwrOpFJoCRVuh7J4Cpen1bgyn9\n", "CpEDseJ9vm9T59e/APDxxA1j88sazI3XGEtyUAhgqui/Q5uqKWuBYF8znjp1ClOmTMHOnTsxePBg\n", "bXvfvn2Rm5srVLd2wNpPxtV8HSJWv8+zxkLW3NlrDkydX3zNQbG/xm7K+WS7i5GYBFnMjh8/jnHj\n", "xmHGjBkoLi7WuX+K7qEghBDCN0EWswULFqC6uhrr1683eI3jOCG6JIQQImGCXJr/448/YtGiRfD2\n", "9sbrr7+OwMBA7N+/H/X19airqxOiS2IX9B8yKUVSz4HU4wcoB5YRZDGbNm0a0tLScOLECZw7dw5x\n", "cXGYNGkSMjIyhOiO2A3DJ5RLj9RzIPX4AcqBZXhfzI4dO4a9e/ciPj4eLi4uAIBx48YhPDwc7733\n", "Ht/dEbvSSewBNANSz4HU4wcoB5bhfTH79ttvAcDgUvywsDBcv36drmQkhBDCO94Xs7Nnz6J9+/ba\n", "T2UaPXr0AAAUFBTw3SUhhBCJ430xKysrQ7t27QzaNW1lZWV8d0kIIUTirFKb0VRi11O7cuXK0/9K\n", "AeBq1b7r62uf/tcPsO4Nnz82o35/hLqCghh9W4Mp/QqRA7HitaRvvuJvzu+xKccwNwfqe3nF/h3a\n", "VE0av9kFsBoRFBTEXn75ZYP2vXv3Mo7j2LZt2wxeu337NuvcubPINdxoo4022mgTe+vcuTO7ffu2\n", "2WsP75/M+vTpg5MnT+L+/ft45ZVXtO3Xr18HAPTu3dvgZ9zd3ZGbm4vS0lK+h0MIIcSGuLu7w93d\n", "3eyf473Q8LFjxzBs2DCkpKQgIiJC2z569Ghcu3YNRUVFfHZHCCGE8L+YAUBkZCQuXryI48ePo0OH\n", "DsjIyMCECROwb98+jB07lu/uCCGESJwgi9mjR48QHx+P1NRUtGrVCi1btkRcXBzGjRvHd1eEEEKI\n", "MIsZIYQQYk2C1GYkhJjv1q1bGDlyJGQyaZ6WUo+fNI2os+bixYuIiYlBYGAgAgMDoVAoMHDgQCQl\n", "JRnd/8SJExg6dCh69eoFHx8fzJ49G5WVlVYeNb8KCgowd+5c+Pn5wd/fHwqFAhERETh//rzBvtHR\n", "0fDy8kKfPn10tmnTpokwcn6YEz9gn3MAAHbu3IkhQ4agpKTkhY9Jssc5AJgeP2C/c0BfVlYWXFxc\n", "DN7rPn366Dwj0h48fPgQixcvRs+ePdG7d2/069cPaWlp5h3E7Iv5eRQXF8c6d+7MioqKtG0bNmxg\n", "HMexnTt36uybm5vLnJyc2MaNGxljjNXU1LCQkBAWFBTE6urqrDpuPvn4+LDRo0ezyspKxhhj1dXV\n", "bPz48czJyYmdOXNGZ9/o6Gh27NgxMYYpGHPit9c5UFFRwYYNG8ZKSkrY9OnTGcdxDe5rj3PAnPjt\n", "dQ4Yk5WVxWbMmCH2MKxi8uTJTKFQsLt37zLGGEtLS2OOjo4sPT3d5GOIupj9/e9/Z19++aVB+8sv\n", "v8x++9vf6rSFhoYyhUKh03by5EnGcRz75ptvBB2nkHr27MnOnj2r01ZUVMQ4jmNvv/22Tnt0dDTL\n", "ysqy5vAEZ0789joHnmfKYmZvc+B5jcUvhTmgkZWVxaKjo8UehuCysrIYx3Hs22+/1Wl/8803WY8e\n", "PUw+jqhfM06fPh0zZ87UaXv8+DF+/fVXdOr07DEId+7cwfHjxw0q8ffr1w9t27ZFSkqKVcYrhPPn\n", "zxvcSP7qq68CACoqKsQYklWZGr89zwFiGpoD9omvJ600q7+0lpeXY9asWejWrRtiY2O17QUFBWCM\n", "aSvva8hkMnh4eNh0JX5HR8MiLJoakWFhYQav7dy5E6GhodoneMfGxuLBgweCj1MopsZvz3PAXPY2\n", "B0wltTnAGENRUREiIiLQv39/+Pj44K233kJeXp7YQ+MVX09aaRaL2e3bt+Hj4wNXV1dcu3YN+/bt\n", "Q5cuXbSvayrtN1SN394q8W/atAk+Pj6YNWuWTnvbtm3Rpk0bpKen4/z58/jqq6+wZ88eDBo0CFVV\n", "VSKNln/G4pfaHGiIVOaAMVKbAy1btkRtbS3i4+Nx+vRp5ObmwtnZGUFBQTh06JDYw+MNX09a4W0x\n", "y8rKgkwmM2m7evWqzs927twZV65cQXV1NcaMGYPAwEAkJyfzNTSraUoONDIyMpCamoq9e/fCyclJ\n", "57V169ZhzZo1cHZ2BgD4+/vjiy++wKVLl7Bx40bB42uM0PHbAj5y8CJSmAP2yJK8DBo0CKdOnYKf\n", "nx8A9T9kNm3aBFdXV8TExIgZTrPEW6FhPz8/7Nq1y6R9O3fubLTdyckJH330Ef75z39i1qxZUCqV\n", "cHZ2RseOHQHA6FcpDx480Pn7mpiamoPjx49j9uzZOHjwIBQKhUnHGThwIAD15cpiEzJ+qcwBS9jT\n", "HHgRW5kDxvCVlxYtWqBPnz5IT083KOZuqzp27Gj00S+a99nU95W3xaxTp06IjIw062dqamrQpk0b\n", "g/bevXvjyJEjuHLlCgIDA9G7d29wHKetvK9RX1+PGzduICQkpElj54slOdA4fPgw/vSnPyEjIwP+\n", "/v4Gr9fX1+Pu3bsGb6yDg4P2dbEJGb8U5kBj7H0ONMZW5oAxluTl/v37cHZ2RosWLXTam9P7zQdL\n", "nrRijKh/M1MoFDh58qRB+40bN8BxnPZfYq6urhg6dCiOHDmis9+ZM2dQVVUl2MljLWlpadpPJJpf\n", "5KWlpRg/frx2n5KSEnh4eBhMYM2VPv369bPegHlmSvz2Pgee19BNw/Y8B57XUPxSmgMAMHHiROzZ\n", "s0enra6uDmfPnoWnpyc6dOgg0sj4pXnf9N/Xf/zjH+jRowcCAwNNOxCf9wuYy9PTk4WHh7OysjJt\n", "W0pKCnNwcGARERE6++bm5rLWrVuzTZs2McbUN9eGhoayQYMGsfr6equOm08pKSmsZcuWLD4+nm3f\n", "vl27ffHFF8zT01O7X3FxMeM4jn388cfam0P/+9//soCAAObh4aG92dDWmBo/Y/Y7B573ovus7HUO\n", "PM+Um6btfQ5ohIaGsoCAAO2DKuvq6tjixYsZx3EsJSVF5NHxKyIigikUClZeXs4YYyw9Pd22bpo+\n", "ePAgi4qKYgqFgvn7+zNPT08WEBDAVq1axWpraw32P3HiBAsODmZ+fn7M29ubzZo1S1s5wla5uLgw\n", "mUzGOI4z2ORyuXa/x48fs8TERDZq1Cjm5+fHFAoF8/T0ZDNnzmSlpaUiRtA0psavYY9zgDHGoqKi\n", "mKenJ3N2dmYymYx5enoyT09PdufOHe0+9joHGDMtfg17nQP6Tpw4wWbOnMl69erF/P39WdeuXdnw\n", "4cPZoUOHxB4a7x4+fMgWL17MfHx8mL+/P+vbty9LS0sz6xhUNZ8QQojNaxb3mRFCCCFNQYsZIYQQ\n", "m0eLGSG7gGECAAAAT0lEQVSEEJtHixkhhBCbR4sZIYQQm0eLGSGEEJtHixkhhBCbR4sZIYQQm0eL\n", "GSGEEJtHixkhhBCbR4sZIYQQm0eLGSGEEJtHixkhhBCb9/87CLdjFXsgpQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X9cTPn+B/DXmZJ0i5Vc1fpRbKWyiYiQkmJF48cV18bi\n", "3rXcZW0e69duDwr3Ydldd/1+YLPurh9psbHVjbg2tK4f6VJsyFXbuuJbKJtQ6vP9IzO3+ZFmpnPm\n", "zMx5Px+PeeAzp/P5vD/zOb3NzDnvwzHGGAghhBAzJhN7AIQQQkhLUTIjhBBi9iiZEUIIMXuUzAgh\n", "hJg9SmaEEELMHiUzQgghZo+SGSGEELNHyYwQQojZo2RGCCHE7OmVzCoqKhATEwOZTIaSkhKhxkQI\n", "IYToRedklpmZiX79+uHq1avgOK7J7Z49e4ZVq1ahX79+6Nu3L9zc3BAaGooTJ07wMmBCCCFEnc7J\n", "7NNPP8WRI0cwfvx4NFXOsba2FqNGjUJhYSHOnDmD3Nxc5Ofno6qqChcuXOBt0IQQQkhj1rpuePLk\n", "SXAchwMHDjS5zaZNm5Cfn4+MjAzY2toCABwcHLB7927IZPT1HCGEEGHonMxe9dGiwrZt2xAeHq5M\n", "ZAre3t76j4wQQgjREW9vl/7v//4Pt27dQufOnbF27VoEBgbCy8sLERERyMjI4KsbQgghRANvyUxx\n", "duP27dtRXFyMM2fO4OrVqxg8eDDGjBmD/fv389UVIYQQooLT9+acCQkJWLlyJYqLi9G1a1dle3Z2\n", "NoYOHYp27dqhtLRU+VEjYww9evQAx3H4z3/+0+R+S0tLUVpaamAYhBBCLIGLiwtcXFz0/jmdvzNr\n", "joODAwDAw8ND5TszjuPg5+eHH374AQ8fPoSjo6PGz5aWlsLT0xNVVVV8DYcQQogZcnV1RU5Ojt4J\n", "jbdk5uHhAWtra9TX12s8Z2VlBQBanwMakllVVRX27Nkj6ZNFIiIicPz4cbGHIRpLj7+goABTp04F\n", "hgFo38RG6QBG89zxIwA/wiyOL0tfA7qQ8hwojpHS0lLxkpmdnR0iIiKQnZ2Np0+fok2bNsrnrl69\n", "Cnd3dzg5Ob1yH97e3ujbty9fQzI7AwcOpPilEL8HANcmnssH4Mdzf3cB/Ggex5dk1sAr0BwYxuAT\n", "QLR91bZ69WrU1dVh2bJlyrYtW7bg1q1bWLNmjaFdSYbiHaxUST1+AEDzV8BYNFoDNAeG0jmZLV26\n", "FN26dcPq1avBGENQUBDc3d2Rm5ur3KZ3797IysrClStX4ObmBltbW8ybNw+7du1CdHS0IAEQQggh\n", "OiezsLAwtGrVCt7e3pDJZDh37hyKioo03g7369cPx48fx8qVK1FTUwOZTIbQ0FC+x00IIYQo8Vqb\n", "UeG3335DXFwcoqKimt2W/E9TJ8hIhdTjBwBI/HChNUBzYCidk9nJkyfh6+ur07arVq1CZGQkfYmp\n", "p5EjR4o9BFFJPX4AwBtiD0BctAZoDgylczLTpTYjANy8eRPffPON8rs1orsPPvhA7CGISurxAwAG\n", "iD0AcdEaoDkwFO+l7GNjYxEXF4cOHTrwvWtCCCFEK16TWWpqKkpKSjBv3jw+d0sIIYS8Em/J7Pnz\n", "5/joo4+wYcMGuneZga5fvy72EEQl9fgBAGViD0BctAZoDgzFW9ZZt24dfH19MXz4cI3ndP3uLDIy\n", "EnK5XOURFBSEw4cPq2yXmZkJuVyu8fNz587Fzp07Vdpyc3Mhl8tRXl6u0h4fH4+1a9eqtJWUlEAu\n", "l2sspk2bNmHRokUqbdXV1ZDL5cjOzlZpT0pKwsyZMzXGNnny5GbjWLx4sUXEoaBvHBMmTLCIOJp6\n", "PYqKilR3fB5AplpnxwDsA/CLWns+gMPQdABAgVrbrZf7ULNmzRqTX1eKYwCw3OO8uThCQ0MtIo7m\n", "Xo+kpCTI5XJERETA2dkZYWFhiI2N1di/rnirmh8REYE7d+6oFBm+d+8e7t+/D29vb9jY2GDx4sWY\n", "MmWKxj5zc3MREBCAS5cuSfoMyJKSEpU5lRpLj1+xzvEemi5nVQHgNZ47vgtgB8zi+LL0NaALKc9B\n", "S3IBb7UZtRXGXLFiBVasWIGMjAzJvjj6kPocST1+APwnMjNDa4DmwFC81mZsahs6RZ8QQoiQ9KrN\n", "6O7ujvXr1wMA3Nzc0KVLF5XajApfffUV3N3dsWHDBnAchyFDhqB79+6orKzkb+SEEELISzonszVr\n", "1mD79u1wcnLCm2++CZlMhp9++knjc82jR4/i2LFjaN26Nbp06YKePXti4sSJOH/+PNq1a8d7AJZE\n", "/QteqZF6/ACA7OY3sWS0BmgODKXXx4zN1We8d+8eIiMj4ePjg4KCAuTl5eEf//gH0tLSMGDAAPz2\n", "22+8DdwSVVdXiz0EUUk9fgBArdgDEBetAZoDQ+mVzHSpz+jo6IiVK1cqy19169YNS5YsQXFxMQ4e\n", "PGj4SCVgxYoVYg9BVFKPH0DDXagljNYAzYGh9EpmzdVndHZ2xr179zTaX3/9dQBARUWFPt0RQggh\n", "OuG9VIe1tebZ/jdu3AAADBsm8f92EkIIEYTgdadqa2vx1VdfYdq0afD39xe6O7OmfrW81Eg9fgDA\n", "E7EHIC5aAzQHhhI8mcXFxcHOzg5bt24Vuiuz96c//UnsIYhK6vEDAI6IPQBx0RqgOTCUoMnsiy++\n", "wIkTJ5CZmYnf/e53zW4v9dqMCQkJFhGHgr5xuLm5WUQcLarNOASSrs2oOAYAyz3Om4ujsrLSIuIw\n", "+dqMQNP1GRtbvXo1UlNTcfTo0WavL6PajEQKdKrNKAQzqs1IpK0luUCQd2ZxcXHIzMzEiRMnlIks\n", "LS0NK1euFKI7QgghEteiQsPa3tTFxsZi9+7dWLNmDVJSUpTtZ86cQU1NTUu6I4QQQrTS651ZbGws\n", "7O3tsWLFCmXNRXd3d2V9xry8PGzcuBEVFRWYPXs23nnnHeUjMTGx2evUpE79c2epkXr8AADNUqeS\n", "QmuA5sBQOiezzMxMpKWloUePHpDJZCgqKsKvv/6KoqIi5Webfn5+uHbtGkaOHAkvLy94eHhg8uTJ\n", "uHPnDurq6vD1118LFogl0Fa0WUqkHj8AoFTsAYiL1gDNgaF0TmbN1WUEGs6uCQ4Ohp+fHwoKCvDz\n", "zz+D4ziEhIRQXUYdbNmyRewhiErq8QMARos9AHHRGqA5MJTOyUyXuozx8fFgjClP9LCyssK6detQ\n", "VFSkvHUMIYQQwjedk1lz33fV1dXh0KFDGDx4MGxsbJTtLi4u6NmzJ5KTkw0fJSGEEPIKvJ2af/v2\n", "bVRVVaFHjx4az3Xv3h3Xr19Hba3E729BCCFEELwls7KyMgBA27ZtNZ5r27Yt6uvr8fDhQ766s0ja\n", "rq6XEqnHD0Br5Q4poTVAc2AowWszEt3NmzdP7CGISurxAwACxR6AuGgN0BwYirdk5uTkBAB4/Pix\n", "xnOPHz+GlZUVHB0dX7kPqddmHDFihEXEoaBvHP/+978tIo4W1WbsCknXZlQcA4DlHufNxbF582aL\n", "iMPkazM2VZexrq4Ojo6OCA0NxZEjqqW/e/XqBY7jkJ+fr3WfVJuRSAHVZiTk1UyiNqOVlRUmTJiA\n", "7OxslbJVpaWluH79OiZNmsRXV4QQQogKg5OZtjd0K1asgEwmw/LlywEAL168wMKFC9G9e3csWLDA\n", "8FFKhPrbeqmRevwAND8ylBhaAzQHhtI5mS1duhTu7u7YsGGD1rqMANC1a1ecPn0aeXl58Pb2hq+v\n", "L+rr65GVlQV7e3tBArAkSUlJYg9BVFKPHwBwVewBiIvWAM2BoQy6n1lzLl++jPj4eBQWFsLauqEw\n", "/9SpU/HRRx/ByspKY3v6zowYW2FhodFLrBUUFGDq1Kn0nRkhTWhJLmjRLWC0KSkpwbBhwzB69Gjk\n", "5eXB2toaFy9eREhICO7fv49169bx3SUheiksLISnp6fYwyCE8Ij3ZJaeno7KykosXLhQ+a6sf//+\n", "iIiIwN69eymZEdEp35FNAOBkxI4LAfxoxP4IkRDek5niY0T10lU1NTVo1aoV390RYjgnGPfjvvLm\n", "NyGEGIb3CiBvv/02fH19kZCQgMrKSgAN79aysrKwatUqvruzKNouXpQSqccPQPuF0RJCa4DmwFC8\n", "JzN7e3ucPHkSVlZWcHJygouLC6ZPn45t27ZhxowZfHdnURpXP5AiqccPANCs0y0ptAZoDgzF+8eM\n", "hYWFCA8PR2BgIMrLy9GuXTtcuHAB48aNw9mzZ7F9+3a+u7QYU6ZMEXsIRqV+RqGXl5dR7rJbUGDC\n", "F3O9KfYAxCW1Y0AbmgMDMZ5NmjSJWVlZsUePHqm0r1+/nnEcxzIzMzV+5tKlSwwA69SpE4uKilJ5\n", "DBw4kKWkpKhsf+zYMRYVFaWxn/fff58lJiZq7DsqKoqVlZWptC9fvpytWbNGpe2XX35hUVFRrKCg\n", "QKV948aNbOHChSptT548YVFRUezMmTMq7fv27WMzZszQGNukSZMojkZxnDt3jgEQ9zECDAmNHlPB\n", "4KnWlgCG/mCQq7W993LbRWrtIWAIV2uLfbltxMt+33vZPgoMg9S2/eTltjPV2v8ABn8tY/MFw+Rm\n", "4nivod/o6GiLX1cUh/nEsW/fPhYVFcXCw8NZp06d2LBhw1hwcDADwC5duqTRT3N4v87M29sbFRUV\n", "KC0tVWnPyMjA6NGj8dlnn2HhwoUqz9F1ZtKjrFNo7DMKgf+dVWjs673yAHwvQr90nRkxEyZRm1HB\n", "2dkZ5eXlePLkiUp7cXGx8nminXpFa0lQnFHoCqC20d+FfLQ3SmSGUa+WLzGSPAbU0BwYhvdkFhsb\n", "i/r6eixYsAAvXrwA0HAX6s8//xzu7u6YMGEC311ajM8++0zsIYjrJ7EHYAIkPgeSPwZAc2Ao3pPZ\n", "2LFjcfLkSfz666/o1asX/Pz8EBUVhbFjx+LcuXOws7Pju0uLsX//frGHIK6JYg/ABEh8DiR/DIDm\n", "wFCC3Gk6JCQEH374ITp37gwbGxvU1tYiMzMT69evF6I7iyH5RG8j9gBMgMTnQPLHAGgODCVIMktM\n", "TMTs2bOxceNG5OTk4ObNm4iJicGBAweE6I4QQojE8X6d2Z07dzB//nx888038PHxUbYvWLAA/fr1\n", "47s7QgghhP93Zt9++y2eP3+O0aNHq7S3adOGrmxvxqJFi8QegrgyxR6ACZD4HEj+GADNgaF4T2bZ\n", "2dno2LEjLl26hBEjRsDX1xf+/v5ISEjA8+fP+e7OonTt2lXsIYirndgDMAESnwPJHwOgOTCUIPcz\n", "q6ysxJw5c3DkyBG88cYb+Ne//oWoqCicP38eGRkZfHdpMT744AOxhyCuAWIPwARIfA4kfwyA5sBQ\n", "vCezZ8+e4fnz54iLi8Mbb7wBAAgKCsK8efOwcuVKnDlzBsHBwXx3Swhphlg1KR0cHODh4SFK30Q6\n", "eP+Y0cHBAQDg7++v0q7498WLF5v82cjISMjlcpVHUFAQDh9WvS9GZmYm5HK5xs/PnTsXO3fuVGnL\n", "zc2FXC5HebnqzaTi4+Oxdu1albaSkhLI5XJcv35dpX3Tpk0an2NXV1dDLpdrXK2flJSk9RYOkydP\n", "pjgaxfHo0SPVjX8EoF74oALAPgBlau3nofndUs3LbdUraOSj6duqFKv9+9bLfahLB6Be//juy22f\n", "qLW/Ko7f1Nr5iOMAAPUcpR5Hw52YMHXqVAQEBBj94enpicLCQgB0fFAc/4sjKSkJcrkcERERcHZ2\n", "RlhYGGJjYzX2ryveazPGxMQgKSkJeXl56NWrl7I9NTUVY8eOpdqMr3D9+nX07NlT7GEYhbI2Y+M6\n", "hWUAOhqhc7FqJOrSrxBzoOhXjDqY5Q1963psS+kYaIqU58CkajOOGzcOAHDlyhWV9qtXrwIAAgMD\n", "+e7SYixevFjsIYjruNgDMAFCzkHjOpjGeuiZPCV/DIDmwFC8J7OJEydiyJAhWL16Ne7fvw+g4b5V\n", "mzZtwujRozF06FC+u7QYmzdvFnsI4ooUewAmQOJzIPljADQHhuI9mXEch/T0dISHh2PAgAFwcXGB\n", "p6cnPD098f333/PdnUWR/Cm5r4k9ABMg8TmQ/DEAmgND8X42I9BwEsiGDRuQkJAADw8PcByHsLAw\n", "tGrVSojuCCFEg/qdzI2Fzt4UhyDJTGHZsmUIDg7GkSNHhOyGEEJUFBYWwtPTU7T+b968SQnNyARL\n", "Znl5efj++++RkZFByUxHa9euxZIlS8QehniyAQwRexAik/gc8HUMKN+RGfsMzpdnb7bkHaHkfw8Y\n", "SLBkNn/+fKxatQrt2km8Po8eqqurxR6CuGrFHoAJkPgc8H4MKM7gNCOS/z1gIEFuAZOcnIyqqir8\n", "+c9/FmL3FmvFihViD0Fcw8QegAmQ+BxI/hgAzYGheH9nVl1djSVLliApKYnvXRNCCCFa8f7O7NNP\n", "P0VwcDCCgoL43jUhhBCiFa/JrKioCNu2bdOoIQYAulTNknptRsUYzT0OBb1rM55U24EUazMqtuWz\n", "NqNCNviJQ5/X455qc3PrqvH65uM4Rw5Pcej6epzQbNI3jrfeestijnOzrc2YmJiIv/71r2jfvr2y\n", "raamBgUFBejUqROcnZ3Rs2dPjY8gqTZjA7lcjh9++EHsYRiF1tqM+wC8bYTOTbk2oxBzIFa8QEOy\n", "3KF7bUa+jgGt68sY9IxXGyn9HlDXklzA63dm7777Lt59912Vtl9++QXu7u74y1/+guXLl/PZncVJ\n", "SEgQewjiChV7ACYgVOwBiEvyxwBoDgwlyNmMjSne+PFcnN8iSfldKQCzO4VaEBKfA8kfA6A5MJRg\n", "yezRo0dwd3dHcHAwOI7D+vXr4e7urvHZKiGEENJSglw0ffv2bezYsQMODg5gjMHe3h7u7u745JNP\n", "MGSI6ZY3YIzh4sWLoly0aGVlhcDAQLRu3drofRNCiLkTJJm9//77KC8vR2ZmJpydnfHixQvMnz8f\n", "ISEhSElJ0XpGjCnIzc3FgAEDROs/JiYGe/bsEa1/0eUCkPonLBKfg507d0q+2ALNgWEESWYcx2HZ\n", "smVwdnZu6MTaGn/729+QmJiIdevWmWwyU74jmwaj34pDtkOGoqIi43ZqakrFHoAJkPgc5ObmSv4X\n", "Oc2BYQRJZqmpqbC2Vt21ra0t2rdvj4qKCiG65Fc7AB2M2yUn4zBhwgTjdmpqRos9ABMg8TnYsmWL\n", "2EMQHc2BYQQ5AUQ9kQHAw4cPUV5ejrCwMCG6JIQQImGCn5qvsG3bNnTs2BEff/yxsbokhBAiEYLe\n", "nFMhNzcXX3zxBVJSUvD73//eGF2apbKyMuTmqtcbEt6DBw/QoYNxP1ctKFCvwUQsmbFfb7HXlxj9\n", "S/0O14Ins4KCAowfPx579uxBSEjIK7eNjIxEYGCgSltZWRmWLFmCcePGKdsyMzOxefNmjZIvc+fO\n", "Rd++fVW+PM3NzUVCQgK+/vprODn97y598fHxsLOzU7kJ3v379xv+8giqN/Q7D6ASwIhGbTUADgIY\n", "DKBbo/Z8AP8BMA6qDgDoBcC7UdstABcAvA2weoa1a9dqrWspCT8CuAZgXqO2CgD/ABABoGOjdj5e\n", "D6ChNmPji5QbvR4q0gG4QPUsw7sAsgCMBfA7tThaQfUGm4o4Go+rqTj2oOHzEp7WlYpsAG/wEIc+\n", "r0fnhn9OnToVosgB4IiWx6Hr65HR8IdY8d68eRNHjx5FSUkJPv/8c2V7dXU1/vjHP2Lx4sUql0cl\n", "JSUhMzMTu3btUtnP5MmTMWXKFEF/7yYlJSEpKQlPnz5Ffn4+fHx88OLFC4Nj57U2o7rLly9j/Pjx\n", "SExMxPDhw5vczlRqM545cwZDhw5t+IVqzLvTApB9KkP983rj3xm3EA2/uMTqt3HtvFto+GUrNFOu\n", "zSjEHIhZm1HRt67r6w6UCbBFtK0vY9A3Xm0MmYOXd7gW+3doS5lMbcbGzp8/j8mTJ2Pv3r0YPHiw\n", "sr1fv37IyckRqlvzZ+w74yqKWovVb2PGSGSmzlLnQNf1xdca1La+jKklx5PES5oZSpBkdvr0aYwZ\n", "MwYzZ85EUVGRyvVTYnwnRAghxLIJkswWLFiAJ0+eYNOmTRrPcRwnRJeEEEIkTJBT83/66ScsWrQI\n", "np6eePPNNxEQEIAjR46gvr4edXV1QnRJLAGd4EhzIPX4AZoDAwmSzKZNm4bU1FScPXsWV65cQXx8\n", "PCZMmID09HQhuiOW4iexB2ACpD4HUo8foDkwEO/J7NSpUzh06BASEhLg6OgIABgzZgzCw8Px4Ycf\n", "8t0dsSR2Yg/ABEh9DqQeP0BzYCDek9l3330HABqn4oeFheH27dt0JiMhhBDe8Z7MLl++jHbt2inf\n", "lSn06NEDAJCXl8d3l4QQQiSO92RWVlaGtm3barQr2srKyvjukhBCiMQZpTajrsSup3bjxo2Gv1yD\n", "amkfI6h/Ud/wl0IY94LPEphOvyVoqKAgRt/GoEu/QsyBWPEa0jdf8Zvya6zLPvSdg0cNf4j9O7Sl\n", "WjR+xrOgoCD22muvabQfOnSIcRzHdu7cqfHc3bt3maurKwNAD3rQgx70kPDD1dWV3b17V+/cw/s7\n", "sz59+uDcuXN49OgR2rdvr2y/ffs2AKB3794aP+Pi4oKcnByUlkr8NruEECJxLi4ucHFx0fvneC80\n", "fOrUKQwbNgzJycmIjo5Wto8aNQq3bt1CYWEhn90RQgghwlTNnzRpEq5du4bTp0+jQ4cOSE9Px7hx\n", "43D48GGMHi3x+8ITQgjhnSDJ7Pnz50hISEBKSgpat24NGxsbxMfHY8yYMXx3RQghhAh7PzNCCCHE\n", "GASpzUgI0d+dO3cwYsQIyGTSPCylHj9pGVFXzbVr1xAbG4uAgAAEBATAx8cHAwcOxL59+7Ruf/bs\n", "WQwdOhS9evWCl5cX5syZg8rKSiOPml95eXmYO3cufH194efnBx8fH0RHRyM/P19j2xkzZsDDwwN9\n", "+vRReUybNk2EkfNDn/gBy1wDALB3714MGTIEJSUlr7xNkiWuAUD3+AHLXQPqsrKy4OjoqPFa9+nT\n", "R+UekZbg2bNnWLp0KXr27InevXujf//+SE1N1W8nep/Mz6P4+Hjm6urKCgsLlW2bN29mHMexvXv3\n", "qmybk5PDbG1t2ZYtWxhjjFVXV7OQkBAWFBTE6urqjDpuPnl5ebFRo0axyspKxhhjT548YWPHjmW2\n", "trbs4sWLKtvOmDGDnTp1SoxhCkaf+C11DVRUVLBhw4axkpISNn36dMZxXJPbWuIa0Cd+S10D2mRl\n", "ZbGZM2eKPQyjmDhxIvPx8WEPHjxgjDGWmprKrK2tWVpams77EDWZ/f3vf2c7duzQaH/ttdfYH/7w\n", "B5W20NBQ5uPjo9J27tw5xnEc+/bbbwUdp5B69uzJLl++rNJWWFjIOI5j77zzjkr7jBkzWFZWljGH\n", "Jzh94rfUNdCYLsnM0tZAY83FL4U1oJCVlcVmzJgh9jAEl5WVxTiOY999951K+1tvvcV69Oih835E\n", "/Zhx+vTpmDVrlkpbTU0Nnj59io4dOyrb7t+/j9OnT2tU4u/fvz8cHByQnJxslPEKIT8/X+NC8tdf\n", "fx0AUFFRIcaQjErX+C15DRDd0BqwTHzdacWkvmktLy/H7Nmz0bVrV8TFxSnb8/LywBhTVt5XkMlk\n", "6Natm1lX4re21izCoqgRGRYWpvHc3r17ERoaqryDd1xcHB4/fiz4OIWia/yWvAb0ZWlrQFdSWwOM\n", "MRQWFiI6OhqBgYHw8vLClClTcOnSJbGHxiu+7rRiEsns7t278PLyQqdOnXDr1i0cPnwYnTt3Vj6v\n", "qLTfVDV+S6vEv3XrVnh5eWH27Nkq7Q4ODrCzs0NaWhry8/Oxa9cuHDx4EIMGDUJVVZVIo+Wftvil\n", "tgaaIpU1oI3U1oCNjQ1qa2uRkJCACxcuICcnB/b29ggKCsKxY8fEHh5v+LrTCm/JLCsrCzKZTKfH\n", "zZs3VX7W1dUVN27cwJMnTxAZGYmAgAAkJSXxNTSjackcKKSnpyMlJQWHDh2Cra2tynMbN27E+vXr\n", "YW9vDwDw8/PDl19+iZ9//hlbtmwRPL7mCB2/OeBjDl5FCmvAEhkyL4MGDcL58+fh6+sLoOE/Mlu3\n", "bkWnTp0QGxsrZjgmibdCw76+vti/f79O27q6umptt7W1xccff4wff/wRs2fPRlRUFOzt7eHk5AQA\n", "Wj9Kefz4scr3a2Jq6RycPn0ac+bMwdGjR+Hj46PTfgYOHAig4XRlsQkZv1TWgCEsaQ28irmsAW34\n", "mpdWrVqhT58+SEtL0yjmbq6cnJy03vpF8Trr+rrylsw6duyISZMm6fUz1dXVsLOz02jv3bs3Tpw4\n", "gRs3biAgIAC9e/cGx3HKyvsK9fX1KC4uRkhISIvGzhdD5kDh+PHjeO+995Ceng4/Pz+N5+vr6/Hg\n", "wQONF9bKykr5vNiEjF8Ka6A5lr4GmmMua0AbQ+bl0aNHsLe3R6tWrVTaTen15oMhd1rRRtTvzHx8\n", "fHDu3DmN9uLiYnAcp/yfWKdOnTB06FCcOHFCZbuLFy+iqqpKsIPHWFJTU5XvSBS/yEtLSzF27Fjl\n", "NiUlJejWrZvGAlac6dO/f3/jDZhnusRv6WugsaYuGrbkNdBYU/FLaQ0AwPjx43Hw4EGVtrq6Oly+\n", "fBlubm7o0KGDSCPjl+J1U39d//nPf6JHjx4ICAjQbUd8Xi+gLzc3NxYeHs7KysqUbcnJyczKyopF\n", "R0erbJuTk8PatGnDtm7dyhhruLg2NDSUDRo0iNXX1xt13HxKTk5mNjY2LCEhge3evVv5+PLLL5mb\n", "m5tyu6KiIsZxHPvkk0+UF4f+97//Zf7+/qxbt27Kiw3Nja7xM2a5a6CxV11nZalroDFdLpq29DWg\n", "EBoayvz9/ZU3qqyrq2NLly5lHMex5ORkkUfHr+joaObj48PKy8sZY4ylpaWZ10XTR48eZTExMczH\n", "x4f5+fkxNzc35u/vz9auXctqa2s1tj979iwLDg5mvr6+zNPTk82ePVtZOcJcOTo6MplMxjiO03i4\n", "u7srt6upqWGJiYls5MiRzNfXl/n4+DA3Nzc2a9YsVlpaKmIELaNr/AqWuAYYYywmJoa5ubkxe3t7\n", "JpPJmJtG9ro9AAAAuElEQVSbG3Nzc2P3799XbmOpa4Ax3eJXsNQ1oO7s2bNs1qxZrFevXszPz491\n", "6dKFDR8+nB07dkzsofHu2bNnbOnSpczLy4v5+fmxfv36sdTUVL32QVXzCSGEmD2TuM6MEEIIaQlK\n", "ZoQQQsweJTNCCCFmj5IZIYQQs0fJjBBCiNmjZEYIIcTsUTIjhBBi9iiZEUIIMXuUzAghhJg9SmaE\n", "EELMHiUzQgghZo+SGSGEELNHyYwQQojZ+38rcNqEuAiPagAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "036\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X9YVFX+B/D3BSQzSEVchVJBk58ugmiJiaCmbRiobdqq\n", "uWKbWWouPplapKBuphVrarJuatsPlahYMPAXmZGRSyuwBhooLb82JR8pEZGvqMz5/jHM5DCDzHDP\n", "5d4zfl7PM49PhzP3fD6ce/k0P+45EmOMgRBCCLEzDmoHQAghhCiBChwhhBC7RAWOEEKIXaICRwgh\n", "xC5RgSOEEGKXqMARQgixS1TgCCGE2CUqcIQQQuwSFThCCCF2yaYCV1dXh1mzZsHBwQHV1dW37MsY\n", "w6hRo6zqSwghhPBmdYHLzs7G8OHDcfLkSUiS1G7/Dz/8EHl5eVb1JYQQQnizusC99tpr2Lt3L6ZO\n", "nYr2lq+8fPky4uPjER0d3W5fQgghRAlWF7gjR44gMDDQqr5r165FVFQUhg0b1uHACCGEEDmsLnDW\n", "vtV45swZvP/++1i3bh29eiOEEKIa7t+ijIuLQ3x8PHr16sX70IQQQojVuBa4zMxMVFdXY9GiRTwP\n", "SwghhNjMideBmpqa8MILL+Bvf/sbHBxsr5s1NTWoqanhFQ4hhBABeXh4wMPDg8uxuBW4pKQkBAYG\n", "Yvz48WY/a++zuJqaGvj4+KChoYFXOIQQQgTk6emJ/Px8LkWOW4H78ssv8eOPPyIkJMTY9tNPPwEA\n", "oqKi4OzsjGXLlmHGjBlmz62pqUFDQwN27doFf39/XiF1qgkTJuDzzz9XOwxZRM+Bd/wlJSV48skn\n", "AawF4M3tuLe2AEAygAoAK4W7JkQ/hwDxcxA5fsM1V1NTo60CZ+kXunr1aqxevRoHDhxA//792z2G\n", "v7+/sLcWjBw5UtjYDUTPQbn4owB01u9lD4BZAAoBrBTumhD9HALEz0H0+Hnq8JdMrLkFwNDndrhd\n", "wNHRUe0QZBM9B9Hj1xM7B3uYA9FzED1+nqwucCtWrIC3tzc2bdoESZIwevRoeHt7o7Cw0Kzv9u3b\n", "zfoOHDgQly5d4ho8IYQQ0har36Jcv3491q9fb1XfefPmYd68eR0OihBCCJHL5rcobdlR4Hai0+nU\n", "DkE20XMQPX49sXOwhzkQPQfR4+fJpgJnzY4CBw8exOOPPw4/Pz8EBQUhMDAQS5YswYULF7gErFUP\n", "P/yw2iHIJnoOosevJ3YO9jAHoucgevw82VTg2ttR4KeffkJUVBQCAgJQUlKCoqIi7N+/H1lZWXjg\n", "gQdw+fJlboFrzfPPP692CLKJnoPo8euJnYM9zIHoOYgeP082FThrdhRwc3PDmjVrjK/wBgwYgOXL\n", "l6OyshKffvppxyMlhBBCbGBTgWtvR4G+ffsab+6+2T333ANA//kdIYQQ0hm47ybg5GT+xczTp08D\n", "AMaOHct7OM0oLS1VOwTZRM9B9Pj1xM7BHuZA9BxEj58n7gWutevXr2P79u2YPXs2goODlR5ONcuW\n", "LVM7BNlEz0H0+PXEzsEe5kD0HESPnyfFC1x8fDy6deuG5ORkpYdS1dtvv612CLKJnoPo8euJnYM9\n", "zIHoOYgeP0+KFrg333wThw8fRnZ2Nu666652+0dFRSEmJsbkERYWhoyMDJN+2dnZiImJMXv+woUL\n", "sXPnTpO2wsJCxMTEoLa21qQ9ISEBGzZsMGmrrq5GTEyM2Uv8LVu24MUXXzRpa2xsRExMDHJzcwHA\n", "uNZmSkoK5s6daxbbE088ofk8bl4vVMQ8Fi1aZJwPnnkA6wHsbNVWCCAGQG2r9gQAG1q1Vbf0bf3W\n", "0RYAL7Zqc2/p+x/ueXTGfBjOodbXh0h53HwdiJjH3r172/17pYU8UlJSEBMTgwkTJqBv374YN24c\n", "4uLizI4vC+uAhIQEJkkSq6qqarPPq6++ykaOHMnq6uraPV5BQQEDwAoKCjoSDiGKMJyXQAEDWCc/\n", "6Jogtx/etUCRV3Dx8fHIzs7G4cOH0b17dwBAVlYW1qxZo8RwhBBCiBlZBY5ZuNk7Li4O27Ztw6xZ\n", "s5Ceno5du3Zh165dyMzMREVFhZzhNK312wciEj0H0ePXEzsHe5gD0XMQPX6ebNoPbsWKFUhNTUVd\n", "XZ1xlwAnJyekpaVh2LBhKCoqwubNmyFJEubPn2/yXEmSMGfOHK7Ba0ljY6PaIcgmeg6ix68ndg72\n", "MAei5yB6/DxJzNLLsDbU1dVh4cKFSElJQWVlpVWbmFqjsLAQoaGhKCgooI36iGYYzkugAJ234alx\n", "dAB0TZDbC+9aYPUruOzsbCxYsAB33XXXLVc0KSkpwQsvvICKigrodDoMGzYMSUlJ8PT0lB0sIaTz\n", "lJWVqbp+rKurKwYPHqza+ER8Vhc4w0LLn3zyCYqLiy32qa6uRnh4OJ5++mns378fzc3NmD17NiIi\n", "IlBYWAhXV1dugRNClFNWVgYfHx+1w8CZM2eoyJEOs7rAHTlyBJIk4ZNPPmmzT0JCAhhjxm9LOjo6\n", "IikpCf369cNbb72FlStXyo9Yo2pra+Hu7q52GLKInoPo8evVQn8vnLp+feW2C4C/Dc+8CKAnhwhK\n", "ADypyitI0c8j0ePnyepvUba30HJzczPS0tLw4IMPwtnZ2dju4eEBPz8/pKamdjxKATz11FNqhyCb\n", "6DmIHr+e1nLwh/7zR2sfm2zs39bDlqLKl+jnkejx88TtPrjy8nI0NDRg0KBBZj8bOHAgSktLcf36\n", "dV7DaU5iYqLaIcgmeg6ix6+XqHYAMiWqHYBsop9HosfPE7cCZ9ix++677zb72d133w2dTodffvmF\n", "13CaYw/fdBM9B9Hj1xM9B9HjF/88Ej1+nhRfbJkQQghRA7cCZ/hQs76+3uxn9fX1cHR0hJubG6/h\n", "CCGEkFviVuAGDRoEV1dXlJeXm/2svLwcfn5+6NKlyy2PIfJuAoZxtbzKeHt53DymiHkEBwfbwW4C\n", "ydDCbgLbtm0ze751eRiO39jSN7dV3xQA5nkATwDIMGtdsmSJWZvS59XNx9biKvzt5TFz5kzaTcDA\n", "1tWZb7WTQGxsLHNzc2NNTU3GtnPnzjFHR0e2Zs2aNo9pD7sJLFiwQO0QZBM9B97xq7ObwAJN7CbQ\n", "8dwXyMhdG7sp0HWgHs3sJsAsrPC1evVqODg4YNWqVQCAGzduYOnSpRg4cKDF/xOzJ1u3blU7BNlE\n", "z0H0+PVEz0H0+MU/j0SPnyerC9yKFSvg7e2NTZs2GRda9vb2RmFhobFP//79cfToURQVFcHf3x+B\n", "gYHQ6XTIycmBi4uLIgkQQgghlli9ksn69euxfv36dvv5+/tj//79soIihBBC5KLbBAghhNglRQrc\n", "iRMnMHnyZAQEBCAoKAhBQUF4/fXX0dzcrMRwmmD523diET0H0ePXEz0H0eMX/zwSPX6ebNrw1BrV\n", "1dUYO3YsJk2ahKKiIjg5OeH48eOIiIjA+fPnkZSUxHtITVi0aJHaIcgmeg6ix68neg6ixy/+eSR6\n", "/DxxfwW3b98+XLp0CUuXLoWTk75+jhgxAhMmTMDu3bt5D6cZEydOVDsE2UTPQfT49UTPQfT4xT+P\n", "RI+fJ+4FztHREQDMFla+du1auzd6E0IIIbxwL3AzZ85EYGAgEhMTcenSJQD6V3U5OTlYu3Yt7+EI\n", "IYQQi7gXOBcXFxw5cgSOjo5wd3eHh4cH5syZg23btiE2Npb3cJrRelkbEYmeg+jx64meg+jxi38e\n", "iR4/T9wLXFlZGYYPH4477rgDtbW1qKmpwf79+/HSSy9h/vz5vIfTjJSUFLVDkE30HESPX0/0HESP\n", "X/zzSPT4eeJe4F555RWcPXsW27dvR/fu3QEA999/P5YvX47t27fj888/5z2kJtjDjuWi5yB6/Hqi\n", "5yB6/OKfR6LHzxP3AldUVITevXujR48eJu0+Pj4AgO+++67N54q8m4CBllcZpzw6lkfn7iZgWIVf\n", "1N0EWuch3m4CJlnQ9aFYHprcTaA9kZGRzMnJiTU0NJi0JycnM0mS2Icffmj2HHvYTYDYH3V2E1B/\n", "NX31c1c/f6IOzewm0Ja4uDjodDosWbIEN27cAKDfD+6NN96At7c3HnvsMd5DEkIIIWa4F7jJkyfj\n", "yJEj+N///ochQ4YgKCgI0dHRmDx5MvLy8tCtWzfeQ2qCpZf5ohE9B9Hj1xM9B9HjF/88Ej1+nrgv\n", "1QUAERERiIiIUOLQmmUPqweInoPo8euJnoPo8Yt/HokeP0+KFLjb0YwZM9QOQTbRcxA9fj3Rc+Ab\n", "f0lJCdfjWcPX1xdlZWUYPHhwp4/Ng31cB3woVuAOHjyIN998E3V1daivr0eXLl0wZcoUvPrqq0oN\n", "SQixG9UAgCeffFK1CM6cOSNskSN6ihS4HTt2YO3atThw4AACAgIAAOvWrcN7771HBY4QYoUrLf/u\n", "AuDfyWOXAHgSly9f7uRxCW/cC9yPP/6IxYsX4/333zcWN0B/P8vw4cN5D6cZubm5GD16tNphyCJ6\n", "DqLHr5cLQOQceMfvD2AYx+NZ4z/td9Ew+7gO+OD+LcoPPvgATU1NmDRpkkn7nXfeadcffr7++utq\n", "hyCb6DmIHr+e6DmIHj8AfKB2ALLYx3XAB/cCl5ubi969e6OgoAATJ05EYGAggoODkZiYiKamJt7D\n", "acZHH32kdgiyiZ6D6PHriZ6D6PEDwDq1A5DFPq4DPhTZ0fvSpUt49tlnsXfvXtx3333417/+hejo\n", "aHz77bc4cOAA7yE1wR7u7xM9B9Hj1xM9B9HjB4A71Q5AFvu4DvjgXuCuXr2KpqYmxMfH47777gMA\n", "hIWFYdGiRVizZg2+/vprhIeH8x6WELukxtfk1RyXEK64LPh1k+DgYCZJEjt16pRJe3p6OpMkiSUl\n", "JZk9x7D+WJ8+fVh0dLTJY+TIkSw9Pd2k/6FDh1h0dLTZcRYsWMB27Nhhduzo6Gh24cIFk/ZVq1ax\n", "9evXm7RVVVWx6OhoVlJSYtK+efNmtnTpUpO2K1eusOjoaPb111+btO/Zs4fFxsaaxTZ9+nTKQ7A8\n", "fl2PcRoDdlhYKzGaARdata9iwPpWbVUtfUtatW9mwNJWbVda+r7aMrbaj5vXouxIHl+3at/DgFgL\n", "a09OZ0D6Tf+9q2X8MRb6LlB4Pn5dD5GuD+Xy2LNnD4uOjmYPPfQQ69OnDxs7diwLDw83/u554F7g\n", "Zs6cySRJYsXFxSbtn332GZMkib3xxhtmz7GHxZZbn1AiEj0H3vGrs+CwoVAY/sDvahm/sx9rO5h7\n", "60LX0ceuDo7P4zFb6L9HIl/HvGsB97cop0yZgpSUFHz33XcYMmSIsf3kyZMA9HvD2aP+/furHYJs\n", "oucgevx6rXNQ42vygP5esI6whznoq3YAstjHdcAH929RPv744xg9ejTWrVuH8+fPA9Dv8r1lyxZM\n", "mjQJY8aM4T2kJjz//PNqhyCb6DmIHr+e6DmIHj8A/EHtAGSxj+uAD+6v4CRJwr59+/DKK6/ggQce\n", "QLdu3dDc3IxnnnkG8fHxvIcjhBBCLFJkqS5XV1ds2rQJmzZtUuLwhBBCSLsU303g73//O5577jkk\n", "JCQgISFB6eFUU1paCj8/P7XDkEX0HESPX68UgMg5iB4/AFQAUPdWCVdX1w4v9Gwf1wEfiha4ixcv\n", "Gt+WlCRJyaFUt2zZMnz22WdqhyGL6DmIHr/eMgAi5yB6/ACwAYC6OxkAHd/NwD6uAz4ULXArV65E\n", "eHg49u7dq+QwmvD222+rHYJsoucgevx6oucgevwAMAvAcaizkwEgdzcD+7gO+FCswBUVFeGf//wn\n", "Dhw4cFsUOHv4aq7oOYgev57oOYgePwC4t/yr1i0a8tjHdcAH99sEDBYvXoy1a9eie/fuSg1BCCGE\n", "tEmRApeamoqGhgb86U9/UuLwhBBCSLu4F7jGxkYsX74cW7Zs4X1oTduwYYPaIcgmeg6ix68neg6i\n", "xw8AmWoHIIt9XAd8cP8M7rXXXkN4eDjCwsJ4H1rTGhsb1Q5BNi3mUFZWZvWH7f/9739RWFjIbWx1\n", "viauvTmwjejxA8A1tQOQRYvXsWq4rGjZory8nLm7u7OzZ88a2yoqKpgkSSwxMbHN59FuApSHpTxy\n", "cnJaFtxV+6HGbgIrWy02bO0q/IwBh1qOIWcV/qmtxu9oHiLuJnDzQs9y8+jIfIxhaLXgsD1e552x\n", "m4DEGGO8iuWOHTvwl7/8BT179jS2Xbt2DSUlJejTpw/69u0LPz8/pKSkmDyvsLAQoaGhKCgowLBh\n", "4n1riSjDcF6o93Xt/QBWAihA53+bbjeAJ1Ua+3YfX+3cCwHcnn8PedcCrm9RPv3003j66adN2qqq\n", "quDt7Y3nnnsOq1at4jkcuW2ItqI+IUQLFLtNwMDwApHjC0VNqq2tVTsE2cTPQfT4AfFzED1+AOjY\n", "DdZaIf51zI9iBe7ixYvw9vZGeHg4JEnCW2+9BW9vb+zcuVOpIVX11FNPqR2CbOLnIHr8gPg5iB4/\n", "ALyjdgCyiH8d86PYSiY9e/ZERUWFUofXnMTERLVDkE38HBLVDoCDRLUDkClR7QA4eAzAf9QOosPE\n", "v475UaTAlZeX45133sH+/fvBGMONGzfg7e2Nl19+GaNHj1ZiSNXZw4fBbeVgy1f1ebL9a/riz4H4\n", "OYgePwB4qx0AAHm3qci9XUbObgZaokiBW7BgAWpra5GdnY2+ffvixo0bWLx4MSIiIpCeno6YmBgl\n", "hiUKKCsrg4+Pj9phEHIbqQYg7m4GWqJIgZMkCStXrkTfvn31gzg54a9//St27NiBpKQkKnAC+fWV\n", "mxpf1Td8TZ+Q28mVln/F3M1ASxQpcJmZmXByMj10165d0bNnT9TV1SkxpOp27twp/Nqbt85Bja/q\n", "2/oWzU4AYs+B+DmIHj8A5KgdQIuOXnP2MAd8KPItytbFDQB++eUX1NbWYty4cUoMqTqeS0SpRfwc\n", "RI8fED8H0eMHgEq1A5DJHuaAD8XvgzPYtm0bevfujZdeeqmzhuxUW7duVTsE2cTPQfT4AfFzED1+\n", "AIhVOwCZ7GEO+FB0R2+DwsJCvPnmm0hPT8dvfvObzhiSEELIbU7xV3AlJSWYOnUqdu3ahYiICKWH\n", "I4QQQgAoXOBOnDiBqKgovPvuu4iKimq3f1RUFGJiYkweYWFhyMjIMOmXnZ1t8ZuYCxcuNFsppbCw\n", "EDExMWbL1yQkJJjtm1RdXY2YmBiUlpaatG/ZsgUvvviiSVtjYyNiYmKQm5tr0p6SkoK5c+eaxfbE\n", "E0/YRR7AEwAyWrVlA7D0zdiF0H/gbZJJS9/WywklwHwvMUOf1gsGbAHwYqu2xpbj5rZqTwEgN4/1\n", "kJdHdUvf0lbtt8rjdKt2HnnYMh9pFp7fkTzkzAcALLHQJve86uw8bJ2PJAt9OzsP4MsvvzT5b95/\n", "r1JSUhATE4MJEyagb9++GDduHOLi4izG0mFc9iSwIC8vjw0YMIDl5uaatIeGhpr1NWyXw2uLBDVY\n", "2kZCNJZyMMyN6bYpnfXYZePYlrYk6czxeTyiVRybR+685kDN/EME/d3zmgP1/h7zrgWKfAZ39OhR\n", "PProo5g7dy4qKipMluwS/5t6li1atEjtEGQTPwfR4wfEz0H0+AFgIkReqss+5oAPRQrckiVLcOXK\n", "FWzZssXsZ5IkKTGk6iZOnKh2CLKJn4Po8QPi5yB6/ADwW7UDkMke5oAPRQpcQUGBEoclhBBCrNYp\n", "twmIjDGGn376CTqdTrUYPD097faVLyGEKEWRAnf16lUkJiYiIyMDd9xxB5ydnbFq1SpER0crMZyi\n", "3n33XbNdyjvb6tWrO2U39IyMDEyZMkXxcZSTAUDk+AHxcxA9fgDIVzsAmexhDvhQpMDNnj0b33//\n", "PY4dOwY3NzdkZWVh6tSpyMjIwKRJk5QYUjG1tbVwcHCBTvdJOz2XANjIfXxHx+c6bYfeDRs2CF7g\n", "NkD8C1v0HESPHwAy1Q5AJnuYAz64F7ivvvoKaWlpSE1NhZubGwDg0UcfxUMPPYQ///nPwhU4AHBw\n", "cIZO97t2eiUDaK9PR8Z25X7MtvTu3bvTxlKG6PED4ucgevwAcLfaAchkD3PAB/cbvT/++GMAwPjx\n", "403ax40bh/LycuTni/7ynxBCiAi4F7gTJ06ge/fuxldvBoMGDQIAFBUV8R6SEEIIMcO9wF24cAF3\n", "323+Et/QduHCBd5DEkIIIWY0dZtASYmtG1wq7+zZs9DprgJ4p52eX1vRx3Y63c+oqqrC7t27uR+7\n", "tW+++cZsnF9XodkP2zcglR2RjWN/A4Dn78nW8XmNuVulsVvH0ZHxec2BmvmfUXFsQH7ucudAf82r\n", "8feY+5hcFvy6SVhYGOvRo4dZe1paGpMkie3cudPsZ+fOnWOenp4t66/Rgx70oAc9bteHp6cnO3fu\n", "HJd6xP0VXEhICPLy8nDx4kX07NnT2F5eXg4AGDp0qNlzPDw8kJ+fj5qaGt7hEEIIEYiHhwc8PDy4\n", "HEtijDEuR2rx1VdfYezYsUhNTcW0adOM7Y888gh++OEHlJWV8RyOEEIIsYh7gQOA6dOn49SpUzh6\n", "9Ch69eqFffv2YcqUKULe6E0IIURMihS4pqYmJCYmIj093bhUV0JCAh599FHeQxFCCCEWKVLgCCGE\n", "ELVxvw+OEDX8+OOPmDhxIhwcxD2l7SEHQtpTV1eHWbNmwcHBAdXV1YqOpeqVdOrUKcTFxSE0NBSh\n", "oaEICAjAyJEjsWfPHov9jx07hjFjxmDIkCHw9fXFs88+i0uXLnVy1L8qKirCwoULERgYiKCgIAQE\n", "BGDatGkoLi426xsbG4vBgwcjJCTE5DF79mwVIv+VLTkA2psDANi9ezdGjx6N6urqW24rpNU5AKzP\n", "AdDmHLSWk5MDNzc3s991SEjITfdWasPVq1exYsUK+Pn5YejQoRgxYgQyM8VZcLmyshIuLi4Wf9ff\n", "fPNN+wfoRNnZ2Rg+fDhOnjx5y/O8pKQEUVFR8Pf3h6+vL2bMmIFz587ZPiCXmw06KCEhgXl6erKy\n", "sjJj29tvv80kSWK7d+826Zufn8+6du3Ktm7dyhhjrLGxkUVERLCwsDDW3NzcqXEb+Pr6skceeYRd\n", "unSJMcbYlStX2OTJk1nXrl3Z8ePHTfrGxsayr776So0wb8mWHLQ4B3V1dWzs2LGsurqazZkzh0mS\n", "1GZfrc6BLTlocQ4sycnJYXPnzlU7DKs8/vjjLCAggP3888+MMcYyMzOZk5MTy8rKUjky61RUVLDI\n", "yEi1w7BKZGQkO3nyJEtISGCSJLGqqiqzPlVVVaxXr15s+fLljDHGbty4wWbMmMHuu+8+Vl9fb9N4\n", "qha49957j73zzjtm7T169GC///3vTdoiIyNZQECASVteXh6TJIl98MEHisbZFj8/P3bixAmTtrKy\n", "MiZJEvvjH/9o0h4bG8tycnI6Mzyr2JKDFufgZtYUOC3Owc3ay0Hrc2CQk5PDYmNj1Q6jXTk5OUyS\n", "JPbxxx+btP/ud79jgwYNUikq24hU4HQ6HWOM3bLAxcbGMjc3N9bU1GRsO3fuHHN0dGRr1qyxaTxV\n", "36KcM2cO5s2bZ9J27do1/N///Z/J1i3nz5/H0aNHzXYoGDFiBFxdXZGamtop8bZWXFxsduP6Pffc\n", "A0D/PrMIrM1Bq3NwO6E54I92P+lc7b393tzcjLS0NDz44INwdnY2tnt4eMDPz8/mc1xTn2bX1tZi\n", "/vz56N+/P+Lj443tRUVFYIwZdyQwcHBwwIABA1TbocDJyXwhmNOnTwPQXyCt7d69G5GRkfjtb3+L\n", "0NBQxMfHo76+XvE4b8XaHLQ6B7bS4hxYS6Q5YIyhrKwM06ZNw/3332/8HKWgoEDt0EzYy+4n58+f\n", "x5w5czBy5Ej4+Phg8uTJ+OKLL9QOy2bl5eVoaGgwO8cBYODAgSgtLcX169etPp4mCty5c+fg6+uL\n", "Pn364IcffkBGRgbuvfde488NOxC0tUuBlnYoSE5Ohq+vL+bPn2/S7urqim7duiErKwvFxcX4xz/+\n", "gU8//RSjRo1CQ0ODStFaZikHkeagLSLNgSUizYGzszOuX7+OxMRE/Pvf/0Z+fj5cXFwQFhaGQ4cO\n", "qR2ekT3sfuLo6AidTodnnnkGeXl5KC4uRnBwMCZOnIidO3eqHZ5N2jvHdTodfvnlF6uPx63A5eTk\n", "wMHBwarHmTNnTJ7r6emJ06dP48qVK4iKikJoaChSUlJ4haZ4/Ab79u1Deno60tLS0LVrV5Ofbd68\n", "GW+99RZcXFwAAEFBQdi4cSO+//57bN26VYgclMYj/lsRZQ60piM5jRo1Ct9++y0CAwMB6P/nIjk5\n", "GX369EFcXJya6didfv36obS0FA8++CAA4I477sDq1asxfPhwLF26FNeuXVM5QvVwW2w5MDAQH330\n", "kVV9PT09LbZ37doVL730Er788kvMnz8f0dHRcHFxgbu7OwBYfCupvr7e5PO6jpIb/9GjR/Hss8/i\n", "4MGDCAgIsOo4I0eOBKD/2jcPSuYgwhx0hNbm4FY6Yw4s4ZVTly5dEBISgqysLLPF2NXi7u5ucYsW\n", "w+9Yqd9pZ3jggQdw/PhxnDp1CiEhIWqHY5X2znFHR0ezt5NvhVuB6927N6ZPn27TcxobG9GtWzez\n", "9qFDh+Lw4cM4ffo0QkNDMXToUEiSZNyRwECn06GyshIRERGyYgc6Fr/B559/jmeeeQb79u1DUFCQ\n", "2c91Oh1+/vlns4vF0dHR+HMelMxB63PQHhHmoD2dMQeWdCSnixcvwsXFBV26dDFp5/37lqsju59o\n", "TX19PZydnc3ecdHa79oagwYNgqurq9k5DujnxM/Pz+ycuhVVP4MLCAhAXl6eWXtlZSUkSTJW8z59\n", "+mDMmDE4fPiwSb/jx4+joaFBsT8o1sjMzDS+6jEUhpqaGkyePNnYp7q6GgMGDDA70Qzf0BoxYkTn\n", "BWyBNTloeQ5u1ta3tLQ+BzdrKwdR5gAApk6dik8//dSkrbm5GSdOnICXlxd69eqlUmSmDL+z1r/T\n", "L774AoMGDUJoaKgaYdlk8eLF2Lhxo1l7fn4+7rrrLuPbxCJwdHTEY489htzcXJO3VmtqalBaWmr7\n", "Od7xOxr04NSUAAAChUlEQVTk8/LyYg899BC7cOGCsS01NZU5OjqyadOmmfTNz89nd955J0tOTmaM\n", "6W9IjoyMZKNGjTLeW9HZUlNTmbOzM0tMTGQffvih8bFx40bm5eVl7FdRUcEkSWIvv/yy8Wbcs2fP\n", "suDgYDZgwADjDaZqsDYHxrQ5Bze71T1kWp6Dm1lzo7eW58AgMjKSBQcHGzeubG5uZitWrGCSJLHU\n", "1FSVozM1bdo0FhAQwGpraxljjGVlZQl1o3dsbCzr168fO3PmjLEtOTmZSZLEXn/9dRUja5vhPrjK\n", "ykqzn1VVVTF3d3fjjd7Xr19nM2fOZIMHD2aXL1+2aRxVC9zBgwfZrFmzWEBAAAsKCmJeXl4sODiY\n", "bdiwgV2/ft2s/7Fjx1h4eDgLDAxkPj4+bP78+cYVONTg5ubGHBwcmCRJZg9vb29jv2vXrrEdO3aw\n", "hx9+mAUGBrKAgADm5eXF5s2bx2pqalSLnzHrczDQ2hwwxtisWbOYl5cXc3FxYQ4ODszLy4t5eXmx\n", "8+fPG/toeQ4Ysy4HAy3OQWvHjh1j8+bNY0OGDGFBQUGsX79+bPz48ezQoUNqh2bm6tWrbMWKFczX\n", "15cFBQWx4cOHs8zMTLXDslpxcTGLi4tjQUFBbOjQoWzAgAEsLCyM7dmzR+3QzCxfvpx5eXmxHj16\n", "MAcHB3bvvfcyLy8vVlBQYNLv+++/Z4888gjz8/NjPj4+7A9/+AM7e/aszePRbgKEEELskibugyOE\n", "EEJ4owJHCCHELlGBI4QQYpeowBFCCLFLVOAIIYTYJSpwhBBC7BIVOEIIIXaJChwhhBC7RAWOEEKI\n", "XaICRwghxC5RgSOEEGKXqMARQgixS1TgCCGE2KX/B3BEWIIOTj4MAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X9YVFX+B/D3AKIppCKuQqkgCji4iIE/8EeglW2YoK3W\n", "qrlim1ppLj5ZWlSg7ppabplpbmrbD42oTA38EZqiay6uyGNgotICsin6SAmIfkVkzvcPnFmHGWGG\n", "e+6ce66f1/PM09Plzpz3h3Mvx5m59xwDY4yBEEII0Rk30QEIIYQQNdAARwghRJdogCOEEKJLNMAR\n", "QgjRJRrgCCGE6BINcIQQQnSJBjhCCCG6RAMcIYQQXaIBjhBCiC45NcBVVlZi8uTJcHNzQ1lZWZP7\n", "MsYwZMgQh/YlhBBCeHN4gMvKykJUVBSOHz8Og8HQ7P6ffvopcnJyHNqXEEII4c3hAe6NN97Atm3b\n", "MG7cODQ3feXly5eRnJyMMWPGNLsvIYQQogaHB7i9e/ciLCzMoX0XL16MuLg43HfffS0ORgghhCjh\n", "8ADn6EeNp0+fxscff4wlS5bQuzdCCCHCcL+KMikpCcnJyejUqRPvlyaEEEIcxnWAy8jIQFlZGWbP\n", "ns3zZQkhhBCnefB6odraWrzwwgt4//334ebm/LhZXl6O8vJyXnEIIYRIyM/PD35+flxei9sAt2LF\n", "CoSFheGBBx6w+Vlz38WVl5cjODgYNTU1vOIQQgiRkL+/P3Jzc7kMctwGuH379uHnn39G//79LdvO\n", "nz8PAIiLi4OnpydeeuklTJw40ea55eXlqKmpwcaNG9GnTx9ekVzqoYcewu7du0XHUET2GnjnLyws\n", "xJNPPgmMANCR28s2bTuA0QAuAdgH6c4J2Y8hQP4aZM5vPufKy8u1NcDZ+4UuXLgQCxcuxM6dO9G9\n", "e/dmX6NPnz7S3lowePBgabObyV6Davl7A/Dn/7J2FQAIB3AOwD75zgnZjyFA/hpkz89Tiy8yceQW\n", "APM+d8LtAu7u7qIjKCZ7DbLnBwBIPvGPHvpA9hpkz8+TwwPcggULEBgYiJUrV8JgMGDYsGEIDAxE\n", "Xl6ezb7r1q2z2bdnz56oqqriGp4QQgi5HYc/oly6dCmWLl3q0L7Tp0/H9OnTWxyKEEIIUcrpjyid\n", "WVHgTmIymURHUEz2GmTPDwCQ/NN8PfSB7DXInp8npwY4R1YU2LVrF8aPH4/Q0FCEh4cjLCwMc+fO\n", "xcWLF7kE1qqHH35YdATFZK9B9vwAgF6iAyijhz6QvQbZ8/Pk1ADX3IoC58+fR1xcHIxGIwoLC5Gf\n", "n48dO3YgMzMTgwYNwuXLl7kF15rnn39edATFZK9B9vwAgEGiAyijhz6QvQbZ8/Pk1ADnyIoCPj4+\n", "WLRokeUdXo8ePTB//nyUlpbiq6++anlSQgghxAlODXDNrSjQtWtXy83dt7rnnnsANHx/RwghhLgC\n", "99UEPDxsL8w8deoUAGDEiBG8m9OMkydPio6gmOw1yJ4fACD5V9V66APZa5A9P0/cB7jG6urqsG7d\n", "OkyZMgURERFqNyfMSy+9JDqCYrLXIHt+AICcMyxZ6KEPZK9B9vw8qT7AJScno23btlizZo3aTQn1\n", "3nvviY6gmOw1yJ4fABAnOoAyeugD2WuQPT9Pqg5wb731Fvbs2YOsrCy0a9eu2f3j4uIQHx9v9YiO\n", "jsbWrVut9svKykJ8fLzN82fNmoUNGzZYbcvLy0N8fDwqKiqstqekpGDZsmVW28rKyhAfH2/zFn/V\n", "qlV48cUXrbZdvXoV8fHxOHjwIABY5tpMS0vDtGnTbLI98cQTmq/j1vlCZaxj9uzZlv7gWQcOAmg8\n", "Yc85AJ8BuNJo+76b+9+q8ua+jT9+PAwgq9G2tjf3bfRVtiz9YT6GGp8fMtVx63kgYx3btm1r9u+V\n", "FupIS0tDfHw8HnroIXTt2hUjR45EUlKSzesrYWAtmCgyNTUVixYtQmlp6W0nUV6yZAkyMjKwa9cu\n", "tG/fvsnXy8vLQ2RkJI4ePUqThBLNMB+XmAHXTbZsdg7AB6BzgtxReI8FqryDS05ORlZWFvbs2WMZ\n", "3DIzM7Fo0SI1miOEEEJsKBrg7L35S0pKwtq1azF58mRs2bIFGzduxMaNG5GRkYGSkhIlzWla448P\n", "ZCR7DbLnB2D78aZk9NAHstcge36enFoPbsGCBUhPT0dlZaVllQAPDw9s3rwZ9913H/Lz8/Huu+/C\n", "YDBg5syZVs81GAyYOnUq1/BacvXqVdERFJO9BtnzAwDqRAdQRg99IHsNsufnyanv4CorKzFr1iyk\n", "paU1+f2bs+g7OKJF9B0cIa7Feyxw+B1cVlYWnnvuObRr167JGU0KCwvxwgsvoKSkBCaTCffddx9W\n", "rFgBf39X/4UghChRVFQkdP5Yb29v9O7dW1j7RH4OD3DmiZa//PJLFBQU2N2nrKwMw4cPx9NPP40d\n", "O3agvr4eU6ZMQUxMDPLy8uDt7c0tOCFEPUVFRQgODhYdA6dPn6ZBjrSYwwPc3r17YTAY8OWXX952\n", "n5SUFDDGLFdLuru7Y8WKFejWrRveeecdvPbaa8oTa1RFRQV8fX1Fx1BE9hpkzw+g4b665m8ZVZ3l\n", "ndtjAJz5lV4D0IZDgAoAX0PIO0jZjyPZ8/Pk8FWUzU20XF9fj82bN2Po0KHw9PS0bPfz80NoaCjS\n", "09NbnlICTz31lOgIisleg+z5AQDbRAdoxBcN3z86+shxcv/bPQT+fZb9OJI9P0/c7oMrLi5GTU0N\n", "goKCbH7Ws2dPnDx5EnV1kl8i1oTU1FTRERSTvQbZ8wMAYkUHUChWdADlZD+OZM/PE7cBzrxi9913\n", "323zs7vvvhsmkwm//vorr+Y0Rw9Xusleg+z5Abj+ak3eZM8P+Y8j2fPzpPpky4QQQogI3AY485ea\n", "1dXVNj+rrq6Gu7s7fHx8eDVHCCGENInbABcUFARvb28UFxfb/Ky4uBihoaFo1apVk68h82oC5na1\n", "PMt4c3Xc2qaMdURERMi/msC/oYnVBNauXWvzfIfqMP+ert/c90yjfQsAbIWtLwEU2m6eO3euzTa1\n", "j6tbX1uLs/A3V8ekSZNoNYGbnF5NoKmVBKZNm4ZvvvkG5eXllispy8vL0a1bN6SkpNz2NgE9zGQy\n", "a9YsrF69WnQMRWSvgXd+ITOZbAcwGsJnMmlx7eb8Sgmsn84DcTSzmoC9cXHhwoVwc3PD66+/DgC4\n", "ceMG5s2bh549e9r9l5ieyHpA3Ur2GmTPD4DP4CCS7Pkh/3Eke36eHB7gFixYgMDAQKxcudIy0XJg\n", "YCDy8v732U337t1x4MAB5Ofno0+fPggLC4PJZEJ2dja8vLxUKYAQQgixx+GZTJYuXYqlS5c2u1+f\n", "Pn2wY8cORaEIIYQQpeg2AUIIIbqkygB37NgxJCQkwGg0Ijw8HOHh4Vi+fDnq6+vVaE4T7F59JxnZ\n", "a5A9P4CGKw9lJnt+yH8cyZ6fJ6cWPHVEWVkZRowYgdGjRyM/Px8eHh44cuQIYmJicOHCBaxYsYJ3\n", "k5owe/Zs0REUk70G2fMDAAaKDqCQ7Pkh/3Eke36euL+D2759O6qqqjBv3jx4eDSMnwMGDMBDDz2E\n", "TZs28W5OM0aNGiU6gmKy1yB7fgBAL9EBFJI9P+Q/jmTPzxP3Ac7d3R0AbCZWvn79erM3ehNCCCG8\n", "cB/gJk2ahLCwMKSmpqKqqgpAw7u67OxsLF68mHdzhBBCiF3cBzgvLy/s3bsX7u7u8PX1hZ+fH6ZO\n", "nYq1a9ciMTGRd3Oa0XhaGxnJXoPs+QHYna5KKrLnh/zHkez5eeI+wBUVFSEqKgqtW7dGRUUFysvL\n", "sWPHDrz88suYOXMm7+Y0Iy0tTXQExWSvQfb8AIDjogMoJHt+yH8cyZ6fJ+4D3KuvvoqzZ89i3bp1\n", "aN++PQBg4MCBmD9/PtatW4fdu3fzblIT9LBiuew1yJ4fADBBdACFZM8P+Y8j2fPzxH2Ay8/PR+fO\n", "ndGhQwer7cHBwQCAH3744bbPlXk1ATMtzzJOdbSsDpeuJmCehV/W1QQa1yHhagK3ovNDvTo0uZpA\n", "c0aMGIGDBw+isrIS7dq1s2x///33MWvWLHzyySd48sknrZ6jh9UEiP4IWU3ATNbVBHgRXD8RQzOr\n", "CdxOUlISTCYT5s6dixs3bgBoWA/uzTffRGBgIB577DHeTRJCCCE2uA9wCQkJ2Lt3L/773/+ib9++\n", "CA8Px5gxY5CQkICcnBy0bduWd5OaYO9tvmxkr0H2/ADsf3wnE9nzQ/7jSPb8PHGfqgsAYmJiEBMT\n", "o8ZLa5YeZg+QvQbZ8wMAgkQHUEj2/JD/OJI9P0+qDHB3ookTJ4qOoJjsNcieHwDwW9EBFOKcv7DQ\n", "9TfWhYSEoKioCL1793Z52zzo4jzgRLUBbteuXXjrrbdQWVmJ6upqtGrVCmPHjsVf//pXtZokhOhF\n", "wyRINhekudLp06elHeRIA1UGuPXr12Px4sXYuXMnjEYjAGDJkiX46KOPaIAjhDTPPJXtYwB8Xdx2\n", "BYCvgcuXL7u4YcIb9wHu559/xpw5c/Dxxx9bBjeg4X6WqKgo3s1pxsGDBzFs2DDRMRSRvQbZ8wNo\n", "uG+sh+gQCvDO7wvX36ZwvvldtEwX5wEn3K+i/OSTT1BbW4vRo0dbbb/rrrt0/eXn8uXLRUdQTPYa\n", "ZM8PAPhedACFZM8PAMdEB1BGF+cBJ9wHuIMHD6Jz5844evQoRo0ahbCwMERERCA1NRW1tbW8m9OM\n", "zz//XHQExWSvQfb8AIDxogMoJHt+AHhQdABldHEecKLKit5VVVV45plnsG3bNvTq1Qv/+te/MGbM\n", "GBw+fBg7d+7k3aQm6OH+PtlrkD0/AMBTdACFZM8PSH9tuS7OA064d+W1a9dQW1uL5ORk9OrVsLxv\n", "dHQ0Zs+ejUWLFuGf//wnhg8fzrtZQnRJxGXyItslhCfuH1F6e3sDACIiIqy2m///yJEjt30uTbZM\n", "dWixDiGTLf/U8L9PPvkkIiMjXf6we3m+gMmWscvOtu1wWX/Q+aFeHVJOtjx58mSkpaUhPz8fffv2\n", "tWzPyMhAQkICli9fjnnz5lk9Rw+TLb/44ot48803RcdQRPYaeOcXMuFwFoBRAPIBfA0xl8kDQBEa\n", "BgdnazfnV8pcv4jJnr9uaF/Wv0cyn8e8xwLuH1GOHTsWaWlp+OGHH6wGuOPHG1ZCHDhwIO8mNaF7\n", "9+6iIygmew2y5wcAtG/0/yIukwca7gVricb5ZeQlOoAyujgPOOH+EeX48eMxbNgwLFmyBBcuXADQ\n", "sMr3qlWrMHr0aNx///28m9SE559/XnQExWSvQfb8AIBBogMoJHt+AOjb/C5apovzgBPu7+AMBgO2\n", "b9+OV199FYMGDULbtm1RX1+PGTNmIDk5mXdzhBBCiF2qXBDr7e2NlStXYuXKlWq8PCGEENIs1e/4\n", "+Pvf/45nn30WKSkpSElJUbs5YU6ePInQ0FDRMRSRvQbZ8wNouLKvs+gQCsieH2i4yhJib5Xw9vZu\n", "8UTPujgPOFF1gLt06ZLlY0mDwaBmU8K99NJL+Oabb0THUET2GmTPDwDYDWCS6BAKyJ4fsNxWIHIl\n", "A6Dlqxno4jzgRNUB7rXXXsPw4cOxbds2NZvRhPfee090BMVkr0H2/ACAONEBFJI9PwCEo+G+OlG3\n", "aChczUAX5wEnqg1w+fn5+Prrr7Fz5847YoDTw6W5stcge34AQAfRARSSPT8AmGe6EnWLhkK6OA84\n", "4X6bgNmcOXOwePFitG+vhxtjCCGEyEaVAS49PR01NTX405/+pMbLE0IIIc3iPsBdvXoV8+fPx6pV\n", "q3i/tKY1nidORrLXIHt+ALbzJspG9vwAcEp0AGV0cR5wwv07uDfeeAPDhw9HdHQ075fWtKtXr4qO\n", "oJgWaygqKnL4y/b//Oc/yMtrPAtvywm5TLzO9U1yJXt+AKgXHUAZLZ7HonB9B1dSUoK1a9fa/ReE\n", "I3M6y7yawMKFCwHIPcu4uQat1LF//34EBwc7PAP+unXr1JlR35WrCQy9uW/juSCdmYX/p5uv0Zgz\n", "s/CfsPN8R+oYcfO/Mq8mYLxlG486nO0POzU7c577+vrSagI3cV1NYP369fjLX/6Cjh07WrZdv34d\n", "hYWF6NKlC7p27YrQ0FCkpaVZPU8PqwkQ/iyz+cs2oz4PImfTv9PbF137OQAfyLuagRKaXk3g6aef\n", "xtNPP2217cyZMwgMDMSzzz6L119/nWdz5E4h24z6hBBNUO02ATPzG0TOy85pTuO34jKSvobGH0/J\n", "SPYaZM8PALWiAygj/XnMkWoD3KVLlxAYGIjhw4fDYDDgnXfeQWBgoM1ntXrx1FNPiY6gmPQ16GE+\n", "AdlrkD0/ABwVHUAZ6c9jjlSbyaRjx44oKSlR6+U1JzU1VXQExaSvIVZ0AA5iRQdQKFZ0AA76ADgv\n", "OkTLSX8ec6TKAFdcXIwPPvgAO3bsAGMMN27cQGBgIF555RUMGzZMjSaF08OXwberwZlL9Xly+jJ9\n", "CadVsiF7DbLnB4COze/iCkpuU1F6u4yS1Qy0RJUB7rnnnkNFRQWysrLQtWtX3LhxA3PmzEFMTAy2\n", "bNli91JTok1FRUUIDg4WHYOQO0dVw39kXc1AS1QZ4AwGA1577TV07dq1oREPD/ztb3/D+vXrsWLF\n", "ChrgJGJ55ybiUn3zZfqE3EnMN8tLupqBlqgywGVkZMDDw/ql27Rpg44dO6KyslKNJoXbsGGD9HNv\n", "NlmDiEv1nb0YLA+A7J8Uy16D7PkBoFR0gJtaes7poQ84UeUqysaDGwD8+uuvqKiowMiRI9VoUjie\n", "U0SJIn0N5aIDcCB7DbLnBywrektLD33Aier3wZmtXbsWnTt3xssvv+yqJl1q9erVoiMoJn0No0UH\n", "4ED2GmTPDwARogMopIc+4ETVFb3N8vLy8NZbb2HLli34zW9+44omCSGE3OFUfwdXWFiIcePGYePG\n", "jYiJiVG7OUIIIQSAygPcsWPHEBcXhw8//BBxcXHN7i/zagJmWpiFX806VJu93t6s7+ZVPxp/J2Jv\n", "Fn41Z3135WoC5jpkXU3ATObVBG4lYjWBQ3b2dXUdAPbts76E+Y5fTeBWhw8fxhNPPIFNmzZh6NCh\n", "lu1RUVHIzc212lcPqwnEx8fjm2++ER1DEXs1WGb0l2FW988ATBLYPg/mGkTPaN/S9nn1gcj616Jh\n", "JhPZfvdmSvtA4GoGml5NwOzAgQN49NFHMW3aNJSUlFhN2SX9lXq3MXv2bNERFJO+hoGiA3Agew2y\n", "5weAIEg9VZcu+oATVQa4uXPn4sqVK1i1apXNzwwGgxpNCjdq1CjRERSTvoZeogNwIHsNsucHgC6i\n", "Ayikhz7gRJUB7uhRyafjJoQQIj2X3CYgM8YYzp8/D5PJJCyDv7+/bt/5EkKIWlQZ4K5du4bU1FRs\n", "3boVrVu3hqenJ15//XWMGTNGjeZU9eGHH9qsUu5qCxcudMlq6Fu3bsXYsWNVb0c1hWhY6kRmstcg\n", "e36g4SILmemhDzhRZYCbMmUKTpw4gUOHDsHHxweZmZkYN24ctm7ditGj5brNvqKiAm6t3WAa38w7\n", "uF0Afse/ffed7i5boXfZsmVyD3DfQ/4TW/YaZM8PAKdEB1BID33ACfcBbv/+/di8eTPS09Ph4+MD\n", "AHj00Ufx4IMP4s9//rN0AxwAuHm4wdS7mQHuCAAVVpZw2+uy2dTQuXNnl7WliraiA3Agew2y5weA\n", "1qIDKKSHPuCE+1/PL774AgDwwAMPWG0fOXIkiouLbe6BI4QQQtTAfYA7duwY2rdvb3n3ZhYUFAQA\n", "yM/P590kIYQQYoP7AHfx4kXcfffdNtvN2y5ebDyvDCGEEMKfpm4TKCy0NxmdWGfPnoWpzgQ098lq\n", "GZrfpwVMV0w4c+YMNm3axP/FG/n+++9t2rHMQlME5xcgVaoMzrVdhoZpjkS1z6vNfEFtN87RkvZ5\n", "9YHI+n8R2DagvHalfXCp4T8i/h5zb5NxFh0dzTp06GCzffPmzcxgMLANGzbY/OzcuXPM39+fAaAH\n", "PehBD3rcwQ9/f3927tw5LuMR93dw/fv3R05ODi5duoSOHTtathcXFwMA+vXrZ/McPz8/5Obmoryc\n", "lqIlhJA7mZ+fH/z8/Li8FvfVBPbv348RI0YgPT0dEyZMsGx/5JFH8NNPP6GoqIhnc4QQQohdqiyX\n", "8/jjj+PHH3/EgQMH0KlTJ2zfvh1jx46V8kZvQgghclJlgKutrUVqaiq2bNlimaorJSUFjz76KO+m\n", "CCGEELtUW/CUEEIIEcl180ARoqKff/4Zo0aNgpubvIe0HmogpDmVlZWYPHky3NzcUFZW1vwTFBB6\n", "Jv34449ISkpCZGQkIiMjYTQaMXjwYHz22Wd29z906BDuv/9+9O3bFyEhIXjmmWdQVVXl4tT/k5+f\n", "j1mzZiEsLAzh4eEwGo2YMGECCgoKbPZNTExE79690b9/f6vHlClTBCT/H2dqALTXBwCwadMmDBs2\n", "DGVlZU0uK6TVPgAcrwHQZh80lp2dDR8fH5vfdf/+/f93b6VGXLt2DQsWLEBoaCj69euHAQMGICMj\n", "Q3Qsh5WWlsLLy8vu7/r7778XHc9KVlYWoqKicPz48SaP88LCQsTFxaFPnz4ICQnBxIkTce5cC5Z5\n", "4HKzQQulpKQwf39/VlRUZNn23nvvMYPBwDZt2mS1b25uLmvTpg1bvXo1Y4yxq1evspiYGBYdHc3q\n", "6+tdmtssJCSEPfLII6yqqooxxtiVK1dYQkICa9OmDTty5IjVvomJiWz//v0iYjbJmRq02AeVlZVs\n", "xIgRrKysjE2dOpUZDIbb7qvVPnCmBi32gT3Z2dls2rRpomM4ZPz48cxoNLJffvmFMcZYRkYG8/Dw\n", "YJmZmYKTOaakpITFxsaKjuGQ2NhYdvz4cZaSksIMBgM7c+aMzT5nzpxhnTp1YvPnz2eMMXbjxg02\n", "ceJE1qtXL1ZdXe1Ue0IHuI8++oh98MEHNts7dOjAfv/731tti42NZUaj0WpbTk4OMxgM7JNPPlE1\n", "5+2EhoayY8eOWW0rKipiBoOB/fGPf7TanpiYyLKzs10ZzyHO1KDFPriVIwOcFvvgVs3VoPU+MMvO\n", "zmaJiYmiYzQrOzubGQwG9sUXX1ht/93vfseCgoIEpXKOTAOcyWRijLEmB7jExETm4+PDamtrLdvO\n", "nTvH3N3d2aJFi5xqT+hHlFOnTsX06dOttl2/fh3/93//Z7V0y4ULF3DgwAGbFQoGDBgAb29vpKen\n", "uyRvYwUFBTY3rt9zzz0AGj5nloGjNWi1D+4k1Af80eonrtXcx+/19fXYvHkzhg4dCk9PT8t2Pz8/\n", "hIaGOn2Ma+rb7IqKCsycORPdu3dHcnKyZXt+fj4YY5YVCczc3NzQo0cPYSsUeHjYTgRz6lTDaokj\n", "R460+dmmTZsQGxuL3/72t4iMjERycjKqq6tVz9kUR2vQah84S4t94CiZ+oAxhqKiIkyYMAEDBw60\n", "fI9y9OhR0dGs6GX1kwsXLmDq1KkYPHgwgoODkZCQgO+++050LKcVFxejpqbG5hgHgJ49e+LkyZOo\n", "q6tz+PU0McCdO3cOISEh6NKlC3766Sds3boV9957r+Xn5hUIbrdKgZZWKFizZg1CQkIwc+ZMq+3e\n", "3t5o27YtMjMzUVBQgH/84x/46quvMGTIENTU1AhKa5+9GmTqg9uRqQ/skakPPD09UVdXh9TUVPz7\n", "3/9Gbm4uvLy8EB0djW+//VZ0PAs9rH7i7u4Ok8mEGTNmICcnBwUFBYiIiMCoUaOwYcMG0fGc0twx\n", "bjKZ8Ouvvzr8etwGuOzsbLi5uTn0OH36tNVz/f39cerUKVy5cgVxcXGIjIxEWloar2iq5zfbvn07\n", "tmzZgs2bN6NNmzZWP3v33XfxzjvvwMvLCwAQHh6Ot99+GydOnMDq1aulqEFtPPI3RZY+0JqW1DRk\n", "yBAcPnwYYWFhABr+cbFmzRp06dIFSUlJIsvRnW7duuHkyZMYOnQoAKB169ZYuHAhoqKiMG/ePFy/\n", "fl1wQnG4TbYcFhaGzz//3KF9/f397W5v06YNXn75Zezbtw8zZ87EmDFj4OXlBV9fXwCw+1FSdXW1\n", "1fd1LaU0/4EDB/DMM89g165dMBqNDr3O4MGDATRc9s2DmjXI0ActobU+aIor+sAeXjW1atUK/fv3\n", "R2Zmps1k7KL4+vraXaLF/DtW63fqCoMGDcKRI0fw448/on///qLjOKS5Y9zd3d3m4+SmcBvgOnfu\n", "jMcff9yp51y9ehVt27a12d6vXz/s2bMHp06dQmRkJPr16weDwWBZkcDMZDKhtLQUMTExirIDLctv\n", "tnv3bsyYMQPbt29HeHi4zc9NJhN++eUXm5PF3d3d8nMe1KxB633QHBn6oDmu6AN7WlLTpUuX4OXl\n", "hVatWllt5/37Vqolq59oTXV1NTw9PW0+cdHa79oRQUFB8Pb2tjnGgYY+CQ0NtTmmmiL0Ozij0Yic\n", "nByb7aWlpTAYDJbRvEuXLrj//vuxZ88eq/2OHDmCmpoa1f6gOCIjI8Pyrsc8MJSXlyMhIcGyT1lZ\n", "GXr06GFzoJmv0BowYIDrAtvhSA1a7oNb3e4qLa33wa1uV4MsfQAA48aNw1dffWW1rb6+HseOHUNA\n", "QAA6deokKJk18++s8e/0u+++Q1BQECIjI0XEcsqcOXPw9ttv22zPzc1Fu3btLB8Ty8Dd3R2PPfYY\n", "Dh48aPXRanl5OU6ePOn8Md7yOxqUCwgIYA8++CC7ePGiZVt6ejpzd3dnEyZMsNo3NzeX3XXXXWzN\n", "mjWMsYYbkmNjY9mQIUMs91a4Wnp6OvP09GSpqans008/tTzefvttFhAQYNmvpKSEGQwG9sorr1hu\n", "xj179iyLiIhgPXr0sNxgKoKjNTCmzT64VVP3kGm5D27lyI3eWu4Ds9jYWBYREWFZuLK+vp4tWLCA\n", "GQwGlp6eLjidtQkTJjCj0cgqKioYY4xlZmZKdaN3YmIi69atGzt9+rRl25o1a5jBYGDLly8XmOz2\n", "zPfBlZaW2vzszJkzzNfX13Kjd11dHZs0aRLr3bs3u3z5slPtCB3gdu3axSZPnsyMRiMLDw9nAQEB\n", "LCIigi2G5WDrAAABeElEQVRbtozV1dXZ7H/o0CE2fPhwFhYWxoKDg9nMmTMtM3CI4OPjw9zc3JjB\n", "YLB5BAYGWva7fv06W79+PXv44YdZWFgYMxqNLCAggE2fPp2Vl5cLy8+Y4zWYaa0PGGNs8uTJLCAg\n", "gHl5eTE3NzcWEBDAAgIC2IULFyz7aLkPGHOsBjMt9kFjhw4dYtOnT2d9+/Zl4eHhrFu3buyBBx5g\n", "3377rehoNq5du8YWLFjAQkJCWHh4OIuKimIZGRmiYzmsoKCAJSUlsfDwcNavXz/Wo0cPFh0dzT77\n", "7DPR0WzMnz+fBQQEsA4dOjA3Nzd27733soCAAHb06FGr/U6cOMEeeeQRFhoayoKDg9kf/vAHdvbs\n", "Wafbo9UECCGE6JIm7oMjhBBCeKMBjhBCiC7RAEcIIUSXaIAjhBCiSzTAEUII0SUa4AghhOgSDXCE\n", "EEJ0iQY4QgghukQDHCGEEF2iAY4QQogu0QBHCCFEl2iAI4QQoks0wBFCCNGl/wePY2n00HGH+AAA\n", "AABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "037\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHRNJREFUeJzt3X1UVHX+B/D3BTQ11ERdgTYENRHGgw9oiUmIT1vojLqr\n", "dkxbtc1w01w4a4pLCuhWWGriU5a4J00l3HUxRRLy+ECu2QocFytU/PlArpNHTPCBzSe+vz8QdGZA\n", "Zi73zuUy79c5czp95zv3+7mfuTMfZ7jzuZIQQoCIiEjH3LQOgIiIqKFYzIiISPdYzIiISPdYzIiI\n", "SPdYzIiISPdYzIiISPdYzIiISPdYzIiISPdYzIiISPccKmZlZWWYNGkS3NzcUFJS8si5QggMHDjQ\n", "rrlEREQNYXcxy8nJQb9+/fDdd99BkqR653/22Wc4cuSIXXOJiIgawu5i9t577+GLL77A2LFjUV87\n", "x+vXryM+Ph5Go7HeuURERA1ldzHbt28fDAaDXXMXL16MqKgo9O3bV3ZgRERE9rK7mNn7deGpU6ew\n", "ceNGvPvuu/xURkRETqH42YwxMTGIj49H+/btld40ERFRrRQtZrt27UJJSQlmzZql5GaJiIgeyUOp\n", "Dd26dQt//vOf8dFHH8HNzfEaaTabYTablQqHiIh0yMfHBz4+Pg4/TrFitmzZMhgMBgwdOtTmvvr+\n", "dmY2m9G9e3fcuHFDqXCIiEiHfH19kZeX53BBU6yY7d+/HxcuXECfPn1qxn766ScAQFRUFJo3b465\n", "c+di4sSJNo81m824ceMGNm/ejKCgIKVCavKGDx+Or776SuswdId5c1x1zoqKijB58mQAiwEEaBTN\n", "WQALdPF+wWPNMdXHl9ls1q6Y1faEJSUlISkpCV9++SX8/Pzq3UZQUBBP53fAgAEDmC8ZmDfH2eYs\n", "CoBWOSwAsEAX7xc81pxH9gkg9px2Xz2Hp+irw93dXesQdIl5cxxzJg/z5jx2F7O4uDgEBAQgJSUF\n", "kiRh0KBBCAgIQEFBgc3c9evX28zt0qULysvLFQ2eiIgIcOBrxuTkZCQnJ9s1d/r06Zg+fbrsoIiI\n", "iBzh8NeMjnTOJ3VVVlZqHYIuMW+OY87kYd6cx6FiZk/n/D179mDcuHHo0aMHQkJCYDAYEBsbi8uX\n", "LysSMD3wm9/8RusQdIl5cxxzJg/z5jwOFbP6Ouf/9NNPiIqKQnBwMIqKilBYWIisrCxkZmbi2Wef\n", "xfXr1xULnIA333xT6xB0iXlzHHMmD/PmPA4VM3s653t5eWHRokU1n9w6d+6MefPm4dy5c/jHP/4h\n", "P1IiIqI6OFTM6uuc7+3tXfND6Yc9+eSTAKr+3kZERKQ0xbvme3jYniB58uRJAEBkZKTSy7m0EydO\n", "aB2CLjFvjmPO5GHenEfxYmbtzp07WL9+PV555RX07t1b7eVcyty5c7UOQZeYN8cxZ/Iwb86jejGL\n", "j49Hq1atsHbtWrWXcjmrV6/WOgRdYt4cx5zJw7w5j6rFbOnSpdi7dy9ycnLw+OOP1zs/KioKJpPJ\n", "4hYWFoYdO3ZYzMvJyYHJZLJ5/MyZM7FhwwaLsYKCAphMJpSWllqMJyQkYMmSJRZjJSUlMJlMNl8N\n", "rFq1Cm+99ZbFWEVFBUwmEw4dOmQxnpaWhmnTptnE9tJLLym+H35+fk1iPwDnPh9+fn5NYj8A5z0f\n", "fn5+KCkpQWxsrM12gVUA3rIaqwBgAnDIajwNgO1+AC8B2GE1lnN/G9Zsmzc01ufDz8+Px1Ud+5GW\n", "lgaTyYThw4fD29sbQ4YMQUxMjM327SZkSEhIEJIkifPnz9c555133hEDBgwQZWVl9W4vPz9fABD5\n", "+flywiEiJ6l+rQL5AhAa3fh+0VQ1pBao8sksPj4eOTk52Lt3L9q2bQsAyMzMxKJFi9RYjoiIXFyD\n", "ipmo5YfTMTExWLduHSZNmoSMjAxs3rwZmzdvxq5du3D27NmGLEdWrL92IPswb45jzuRh3pzHoeuZ\n", "xcXFIT09HWVlZTXd8D08PLB9+3b07dsXhYWFWLlyJSRJQnR0tMVjJUnClClTFA3e1VVUVGgdgi4x\n", "b45jzuRh3pzH4WL2448/Ii0tDefOnbO54GZISAgbazpRUlKS1iHoEvPmOOZMHubNeez+mtGeJsNA\n", "1WWvo6KiEBQUhMDAQEycOBEXL15UJFgiIqLa2F3M6msyDFSdKhoeHo6QkBAUFRXhhx9+gCRJiIiI\n", "YJNhIiJSjd3FzJ4mwwkJCRBC1Jy16O7ujmXLluHs2bNYsWJFwyIlG9a/4SD7MG+OY87kYd6cx+5i\n", "Vl+T4Xv37mH79u147rnn0Lx585pxHx8f9OjRA+np6fKjpFq9+uqrWoegS8yb45gzeZg351Hsd2Zn\n", "zpzBjRs30LVrV5v7unTpghMnTuDOnTtKLUcAEhMTtQ5Bl5g3xzFn8jBvzqNYMau+knSbNm1s7mvT\n", "pg0qKyvx888/K7UcAejbt6/WIegS8+Y45kwe5s15VG80TEREpDaHfmf2KB06dAAAXLt2zea+a9eu\n", "wd3dHV5eXkotR+R0xcXFmp+Ve+XKFbRv316z9YuKijRbm+iRHG3mWFeT4bt374o2bdoIk8lk8xiD\n", "wSB69uxZ5zarm0t26tRJGI1Gi9uAAQNERkaGxfzs7GxhNBpttvPGG2+I1NRUm20bjUZx+fJli/GF\n", "CxeK5ORki7Hz588Lo9EoioqKLMZXrlwp5syZYzF28+ZNYTQaxddff20xvnXrVjF16lSb2CZMmKD4\n", "fqSmpjaJ/RDCuc9Hamqqw/vxzjvv3G+wyxtsGg2vFMAcq2bANwVgFMDXVuNbBTC1lubBEwSQYTWW\n", "fX8b1nPH2zSjbQzHlRC2r4/U1FTdvT5q2w8hlH+db926VRiNRjFs2DDRqVMnERkZKcLDw2U3GpaE\n", "qONHY3VITEzEokWLau0AMm3aNOzcuRNms7nmjEaz2YynnnoKCQkJWLBgQa3bLCgoQGhoKPLz8/kd\n", "swNmzpyJNWvWaB2G7sjJW/UxCmwGEKRKXPXLArBAoxiSAcQ9FEM+AK1eqwUA9PF+wdeoYxpSC2R/\n", "zVhbDUxKSkJmZiYWLlyI5ORk3L17F3PmzEGXLl3quA4SNQRfJPI0LG9B0O5NvPorPi1i2GYVA9mD\n", "r1HnsfsEkLi4OAQEBCAlJaWmyXBAQAAKCgpq5vj5+SE3NxeFhYUICgqCwWBAZWUlDhw4AE9PT1V2\n", "gIiIyO5PZsnJyUhOtr3Cq7WgoCBkZWU1KCgiIiJH8NR8IiLSPVWK2bFjxzB69GgEBwcjJCQEISEh\n", "eP/993Hv3j01lnNZJpNJ6xB0iXmTgzmTg8ea8yj2O7NqJSUliIyMxMiRI1FYWAgPDw8cPXoUERER\n", "uHTpEpYtW6b0ki5r1qxZWoegS8ybHMyZHDzWnEfxT2a7d+9GeXk55syZAw+PqlrZv39/DB8+HFu2\n", "bFF6OZc2YsQIrUPQJeZNDuZMDh5rzqN4MXN3dwcAm6bCt2/fRrNmzZRejoiISPli9vLLL8NgMCAx\n", "MRHl5eUAqj6tHThwAIsXL1Z6OSIiIuWLmaenJ/bt2wd3d3d06NABPj4+mDJlCtatW4epU6cqvZxL\n", "27Fjh9Yh6BLzJgdzJgePNedRvJgVFxejX79+eOyxx1BaWgqz2YysrCzMnz8f0dHRSi/n0tLS0rQO\n", "QZeYNzmYMzl4rDmP4mczvv322/jvf/+L9evXo23btgCAZ555BvPmzUNsbCzGjRuH4cOHK72sS+LV\n", "u+Vh3uRofDnTuoN/69at8fTTTz9yDo81J3K4NXE9evToIby9vW3Gs7KyhCRJ4oMPPrC5j13zuR+N\n", "fT8WLFhg1S0+/35H98tWHd0XCiDZauz8/blFVuOOdpsPr6VjvSPd5t8QQKrVmKP70acRdM1/4X4M\n", "2t9OnTrVoOOqqbw+dNk1vz6RkZE4dOgQysrK8Pjjj9eMf/TRR5g5cyY2bdqEyZMnWzyGXfOpsXvQ\n", "NV/LbvFbAExmDDUxaHkFgyIAk/mepTBNuubXJSYmBrm5uYiNjcXatWvh4eGBM2fO4IMPPkBAQAB+\n", "+9vfKr0kEbkkLa9gQI2N4ieAjB49Gvv27cOPP/6Inj17IiQkBEajEaNHj8aRI0fQqlUrpZd0WdOm\n", "TdM6BF1i3uRgzuTgseY8in8yA4CIiAhERESosWl6CLsLyMO8ycGcycFjzXnYNV/HJk6cqHUIusS8\n", "ycGcycFjzXlUK2Z79uzBsGHD0K9fP3Tv3h0GgwHx8fFqLUdERC5MlWKWmpqK6OhorFy5Enl5eTh1\n", "6hQmTZqEv//972osR0RELk7xYnbhwgXMnj0bS5cuRXBwcM14bGwsVq9erfRyLu3QoUNah6BLzJsc\n", "zJkcPNacR/FitmnTJty6dQsjR460GG/ZsiX/GKqw999/X+sQdIl5k4M5k4PHmvMoXswOHTqEjh07\n", "Ij8/HyNGjIDBYEDv3r2RmJiIW7duKb2cS/v888+1DkGXmDc5mDM5eKw5jypXmi4vL8eMGTPwxRdf\n", "oFu3bvjmm29gNBrx7bff4ssvv1R6SZfF3+zJw7zJwZzJwWPNeRT/ZPbLL7/g1q1biI+PR7du3QAA\n", "YWFhmDVrFrKzs/H1118rvSQREbk4xYtZ69atAQC9e/e2GK/+/6NHj9b52KioKJhMJotbWFiYzTWB\n", "cnJyYDKZbB4/c+ZMbNiwwWKsoKAAJpMJpaWlFuMJCQlYsmSJxVhJSQlMJhNOnDhhMb5q1Sq89dZb\n", "FmMVFRUwmUw2f+BNS0ur9Vf/L730EvdDx/the12qAgAmAKVW4wkAlliNldyfe8JqfBWAt6zGKu7P\n", "tT5xIA3AxzaxAS/B9lpjOfe3YW0mgA1WY47ux7JatuvoftTWFcOR/fi0ljFnPx97aonBdV8fcvYj\n", "LS0NJpMJw4cPh7e3N4YMGYKYmBib7dvN4dbE9Xj55ZeFJEni+PHjFuM7d+6st2u+nE7Jrsy6MzbZ\n", "R07eqo9Ry27xzr5t1jCG6q74WsbQGPJQfbPvPYuvUcc0pBYo/slszJgxAID//Oc/FuPfffcdgKpr\n", "m5Ey/Pz8tA5Bl5g3OZgzOXisOY/ixWzcuHEYNGgQ3n33XVy6dAlA1dWnV61ahZEjR+L5559XekmX\n", "9eabb2odgi4xb3IwZ3LwWHMexc9mlCQJu3fvxttvv41nn30WrVq1wr179/D666+znRUREalCla75\n", "rVu3RkpKClJSUtTYPBERkQXVu+Z//PHHcHNzQ1JSktpLuRzrs5jIPsybHMyZHDzWnEfVYnb16tWa\n", "rxYlSVJzKZc0d+5crUPQJeZNDuZMDh5rzqNqMVuwYAHCw8PVXMKlsXGzPMybHMyZHDzWnEe1YlZY\n", "WIh//vOfSExMVGsJl8fTfuVh3uRgzuTgseY8qhWz2bNnY/HixWjbtq1aSxAREQFQqZilp6fjxo0b\n", "+MMf/qDG5omIiCwoXswqKiowb948rFq1SulNkxXrXm1kH+ZNDuZMDh5rzqN4MXvvvfcQHh6OsLAw\n", "pTdNVioqKrQOQZeYNzmYMzl4rDmPosXs7NmzWLduXa3/GhFC1Pt4ds13bD+SkpKaxH4Azn0+kpKS\n", "2DW/hr37kQR2zX+YfV3zk5KSdPf6qG0/gMbfNV8S9lQZO6WmpuKvf/0r2rVrVzN2+/ZtFBUVoVOn\n", "TvD29kaPHj2QlpZm8biCggKEhoYiPz8fffv2VSocIsVUH6NAPgCtjtEtACYzhkYRQwEAvmcprSG1\n", "QNF2Vq+99hpee+01i7Hz588jICAAf/zjH7Fw4UIllyMiIgLghHZW1R/8FPwASPdZf4Qn+zBvcjBn\n", "cvBYcx7VitnVq1cREBCA8PBwSJKEFStWICAgwOa7VZLv1Vdf1ToEXWLe5GDO5OCx5jyqdM0HgHbt\n", "2uHs2bNqbZ4AdleRiXmTI1HrAHSJx5rzqFLMzpw5g08++QRZWVkQQuDu3bsICAjAX/7yFwwaNEiN\n", "JV2SK/3hubi4GNevX1dsewUFBQ7NLyoqUmxtfXKdY80R9hwXjh5rjrhy5Qrat2+v2vbt0bp1azz9\n", "9NOaxgCoVMzeeOMNlJaWIicnB97e3rh79y5mz56NiIgIZGRk1Hp6J1FdiouL0b17d63DIHpICQBg\n", "8uTJGsfROJw6dUrzgqZKMZMkCQsWLIC3t3fVIh4eWL58OVJTU7Fs2TIWM3LIg09kmwEEaRRFFoAF\n", "Gq1Njc/N+/9tDMekljEUAZis6LcmcqlSzHbt2gUPD8tNt2jRAu3atUNZWZkaS7qkDRs2uFj/yyAo\n", "83XXBgCO5s3Vv2aUkzNXUN8xqWbeqo9JpV4X+qbK2YzWhQwAfv75Z5SWlmLIkCFqLOmS1Pwuvmlj\n", "3hzHnMnDvDmL6r8zq7Zu3Tp07NgR8+fPd9aSTd6aNWu0DkGnmDfHMWfyMG/Ootqp+Q8rKCjA0qVL\n", "kZGRgV/96lfOWJKIiFyI6p/MioqKMHbsWGzevBkRERFqL0dERC5I1WJ27NgxREVF4W9/+xuioqLq\n", "nc+u+dyP2vbD9sf3zu7SPhPAAasxV+uaD7Br/sMO1xID4Nzno3qO1q8P2LwnaNE1H0IlR44cEZ07\n", "dxaHDh2yGA8NDbWZm5+fLwCI/Px8tcJpkoxGo9YhOEX18QHkC0AocDPKeMxmhWOQc9MyhuqcuXoe\n", "HI1BzrGmpzwo+97dkFqgyt/McnNzMWrUKEybNg1nz561+Jc1z8BTzqxZs7QOQaeYN8cxZ/Iwb86i\n", "SjGLjY3FzZs3sWrVKpv7JElSY0mXNGLECK1D0CnmzXHMmTzMm7OoUszy8/PV2CwREVGtnHJqvh4J\n", "IWA2myGE0DQOLy8vtGzZUtMYiIgaO1WK2S+//ILExETs2LEDjz32GJo3b46FCxfCaDSqsZwqUlJS\n", "EBsbq3UY6No1ENu2ba31vv379yMyMlL1GBpLV2zl7AAwRusgdIY5k4d5cxZVitkrr7yCH374AYcP\n", "H4aXlxcyMzMxduxY7NixAyNHjlRjScWVlpbCw+NXuHt3o4ZRfIT/+7+dCA0N1TCGKo2hK7ZyloBv\n", "MI5izuRh3pxF8WJ28OBBbN++Henp6fDy8gIAjBo1CsOGDcOf/vQn3RQzAJCklgBe0DCC6t9u1NUV\n", "OxbAhyrH0Hi6Yiuno9YB6BBzJg/z5iyKF7Nt27YBAIYOHWoxPmTIEGRnZyMvLw/9+vVTetkmrq6u\n", "2G3rGCcici2KdwA5duwY2rZtW/OprFrXrl0BAIWFhUovSURELk7xYnb58mW0adPGZrx67PLly0ov\n", "SURELq5RnZpfVNR4LoBoNptRWXkdwCcaRvHD/f9mofaLQ/4LwBaVY6jq3pKVlaXZ8/Ogg0xdeXCU\n", "nLz9S+EY5NAyhuqcuXoeHI1BzddoY8hD1WtTqfeGBm1HkYZaDwkLCxNPPPGEzfj27duFJEliw4YN\n", "NvddvHhR+Pr63u8zxhtvvPHGm6vefH19xcWLFx2uPYp/MuvTpw+OHDmCq1evol27djXjZ86cAQD0\n", "6tXL5jE+Pj7Iy8uD2WxWOhwiItIRHx8f+Pj4OPw4SQhlW1wcPHgQkZGRSE9Px/jx42vGX3zxRZw+\n", "fRrFxcVKLkdERKR8MQOACRMm4Pvvv0dubi7at2+P3bt3Y8yYMbr60TQREemHKsXs1q1bSExMREZG\n", "Rk07q4SEBIwaNUrppYiIiNQpZkRERM6k+O/MyLnmz58PNzc3bNyoZQ9JIrJ24cIFjBgxAm5ufJt1\n", "Bk2zfODAAXh5eaFPnz42t4evTl3t8OHDeP7559GzZ08EBgZixowZKC8v1yDyxuH06dNYvnw5JEmq\n", "86KnzFmV77//HjExMQgNDUVoaCiCg4MxYMAAbN1a+xUJmLeqbj0zZ86EwWBASEgIgoODMX78eBw/\n", "frzW+czZA1u2bMGgQYNQUlJS7wWJmbeqK63ExcWhR48e6NWrF/r3749du3Y5thGHT+ZX0IEDB8S0\n", "adPsmpuXlydatGgh1qxZI4QQoqKiQkRERIiwsDBx7949NcNstEaOHCnGjBkjJEkSGzdutLmfOXsg\n", "ISFB+Pr6iuLi4pqx1atXC0mSxJYtWyzmMm9VAgMDxYsvvijKy8uFEELcvHlTjB49WrRo0UIcPXrU\n", "Yi5z9kBZWZmIjIwUJSUlYsqUKUKSpDrnMm9Vxo0bJ4KDg8WVK1eEEELs2rVLeHh4iMzMTLu3oXkx\n", "mzp1ql1zBw8eLIKDgy3Gjhw5IiRJEps2bVIjvEZt9+7dwmAwiL1799ZZzJizBz799FPxySef2Iw/\n", "8cQT4ne/+53FGPNWpUePHuLYsWMWY8XFxUKSJPH73//eYpw5q119xYx5q6oDkiSJbdu2WYy/8MIL\n", "omvXrnZvRxdf5l66dAm5ubk2nfj79++P1q1bIz09XaPItHH79m3ExsYiJSUF7u7utc5hzixNmTIF\n", "06dPtxi7ffs2/ve//6FjxweX6WDeHjh+/LhNk4Mnn3wSAFBWVlYzxpzJw7xVedSVVs6cOYO8vDy7\n", "tqNpMRNCoLi4GOPHj8czzzyDwMBATJw4Efn5+RbzCgsLIYSo6bxfzc3NDZ07d3a5TvwffvghDAaD\n", "zZP/MObs0UpLSxEdHQ0/Pz/Ex8fXjDNvD3h42DYIOnnyJICqN5pqzJk8zFsVpa60omkxa968Oe7c\n", "uYPExET8+9//Rl5eHjw9PREWFobs7OyaedWd9uvqxu9KnfjNZjOWLVuG5cuXP3Iec1a7ixcvIjAw\n", "EJ06dcLp06exY8cO/PrXv665n3l7tLVr1yIwMBDR0dE1Y8yZPMxbFaWutKJYMTtw4ADc3Nzsup06\n", "dQoAMHDgQHz77bcwGAwAgNatW2Pt2rXo1KkTYmJilAqt0ZKTs7lz5yI6Ohr+/v7aBq8hOXmr5uvr\n", "i5MnT+LmzZuIiopCaGgo0tLSNNoT52lIzqrt3r0bGRkZ2L59O1q0aOHkPdCGEnkj51Cs0bDBYMDn\n", "n39u11xfX98672vWrBn69OmDzMzMmmbFHTp0AABcu3bNZv61a9cs/uahJ47m7PDhwzh48CA+/vhj\n", "m/uF1W/fm2rOAGWOtRYtWmD+/PnYv38/oqOjYTQa4enp2WTz1tCc5ebmYsaMGdizZw+Cg4Mt7muq\n", "OQOUe1+rTVPOmyM6dOhQ66VfqvNibx4UK2YdO3bEhAkTHHrM1atX4enpiWbNmlmMV5/UUFlZCaCq\n", "074kSTWd96tVVlbi3LlziIiIaEDk2nE0Z9nZ2WjWrBmee+65mrEbN24AABYuXIgVK1YgMjISy5cv\n", "b7I5A+QdaxUVFWjVqpXNeK9evbB3716cPHkSoaGhTTZvcnJW7auvvsLrr7+O3bt3IyQkxOb+ppoz\n", "oGF5q09Tzpsj5FxppVaKnV8pQ0REhNi6davF2N27d4W/v78ICAiwGOcprLWrPq2Vp+Y/WufOncU3\n", "33xjMz5u3Djh5uYmzp07VzPGvD2wc+dO0aVLF3HixImasYsXLwqTyWQxjzmr3ZQpU4Sbm1ud9zNv\n", "jz41v1u3bnZvR9NiNnjwYNG7d++aC7Hdu3dPxMXFCUmSRHp6usXcvLw80bJlS7F27VohRNUPOAcP\n", "HiwGDhwoKisrnR57Y7F//34hSZL49NNPbe5jzh7w9/cXw4YNE5cvX64ZS09PF+7u7mL8+PEWc5m3\n", "Kunp6aJ58+YiMTFRfPbZZzW3Dz/8UPj7+1vMZc5qZ8+Pppk3IcaPHy+Cg4NFaWmpEEKIzMxMff1o\n", "+vDhw2L69OmiZ8+eIiQkRDz11FNi6NChIjs7u8754eHhwmAwiO7du4vo6Oia7gSuprCwUPj7+wtv\n", "b2/h5uYmOnToIPz9/cWePXss5jFnVfbs2SMmTZokgoODRUhIiPD39xe9e/cWS5YsEXfu3LGZz7wJ\n", "4eXlJdzc3IQkSTY3629OhGDOHjZp0iTh7+8vPD09hZubm/D39xf+/v7i0qVLNnOZNyF++eUXERcX\n", "JwIDA0VISIjo16+f2LVrl0PbYNd8IiLSPV10ACEiInoUFjMiItI9FjMiItI9FjMiItI9FjMiItI9\n", "FjMiItI9FjMiItI9FjMiItI9FjMiItI9FjMiItI9FjMiItI9FjMiItI9FjMiItK9/wfvNvj/fXwD\n", "uQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHXdJREFUeJzt3X9YVFX+B/D3ZVCJBX8Fq7itQio/FS3UIjXAX22ooG7q\n", "Y7qrZkqt6erztKlLybhtqZW7uVprqdVqSGQapbSKrqKZq4l8DdZQxy8UW8zXBxJUQkWZ8/0DZ2J+\n", "IHfu3Dtn7vHzep55qMOdOZ83Z+49zo97j8QYYyCEEEJ0zI93AYQQQoinaDIjhBCiezSZEUII0T2a\n", "zAghhOgeTWaEEEJ0jyYzQgghukeTGSGEEN2jyYwQQoju0WRGCCFE99yazOrq6jB9+nT4+fmhsrJS\n", "q5oIIYQQt8iezAoKCjBo0CD85z//gSRJrW5XVlaG1NRUxMTEICoqCtOmTUNVVZUqxRJCCCGuyJ7M\n", "Vq5ciU8++QQTJ05Ea5dzrKysxPDhwxEfH4+ysjJ8/fXXkCQJSUlJuHLlimpFE0IIIS3JnswOHDiA\n", "uLi4226TlZUFxhj+9Kc/AQAMBgPWrFmDiooKvP76655VSgghhLRC9mR2u7cWAaCpqQk7duzA0KFD\n", "0b59e1t7WFgYoqOjkZubq7xKQggh5DZU+zZjeXk56uvr0bt3b6ff3XvvvThz5gxu3LihVneEEEKI\n", "jWqTWXV1NQCgY8eOTr/r2LEjLBYLLl68qFZ3hBBCiI0/7wKszGYzzGYz7zIIIYRwFBYWhrCwMLfv\n", "p9pkFhISAgC4fPmy0+8uX74Mg8GArl27uryv2WxGZGQk6uvr1SqHEEKIDvXo0QNFRUVuT2iqTWa9\n", "e/dGcHAwysvLnX5XXl6O6OhotGvXzuV9zWYz6uvr8f777yMmJkatknzG6NGjsW/fPt5laELEbGVl\n", "ZZgxYwaQAuAogLFeLqAWwEFovj+IOHZWImcDxM1n3ffMZjO/ycxgMGDSpEn49NNP0djYaPtGo9ls\n", "xpkzZ5CVldXmY8TExOD+++9XqySf8eCDDwqZCxA7G/oC+A5AvJf7rQJwUPv9QeSxEzkbIH4+JRR/\n", "AcTVidMrVqyAn58fli9fDgC4efMmnn32Wdx7771YvHix8ip1zmAw8C5BMyJnAwDc/owUXRN57ETO\n", "BoifTwnZk9nSpUsRERGBtWvXQpIkDBs2DBERESguLrZt07NnTxw+fBglJSWIiYlBXFwcLBYLCgsL\n", "ERQUpEkAQgghRPbbjKtWrcKqVava3C4mJgafffaZR0URQggh7qAlYLzAYrHwLkEzImcDALi+DKkQ\n", "RB47kbMB4udTgiYzL3jkkUd4l6AZkbMBAPrwLkA7Io+dyNkA8fMpQZOZFyxYsIB3CZoRORsA4AHe\n", "BWhH5LETORsgfj4lfOYKIMR3mEwm7kv2BAcHo2/fvlxrIIToB01mxI7JZEJkZCTvMgAA586dowmN\n", "ECILTWZecObMGURHR/MuQxbbK7JJAEJk3KEOQGeVi6gBsBPcXx0CAKoBhPIuQht6el66S+RsgPj5\n", "lNDkM7NTp04hPT0dsbGxiI+PR3x8PF555RU0NTVp0Z3Pe+6553iX4L4QAD1k3E7J3M6dm5xJ1FvE\n", "u2KQjS6flzKJnA0QP58Sqr8yq6ysREpKCsaOHYuSkhL4+/vjxIkTSEpKwoULF7BmzRq1u/R569ev\n", "512CdlJ5F6AxgfOJ/LwUORsgfj4lVH9llp+fj0uXLuHZZ5+Fv3/zXDl48GCMHj0a2dnZanenCz17\n", "9uRdgnbUfovR1wicT+TnpcjZAPHzKaH6ZGa9ZpjjqtKNjY2tXjWfEEII8YTqk9njjz+OuLg4GI1G\n", "XLp0CUDzq7XCwkK8+OKLandHCCGEqD+ZBQUF4cCBAzAYDAgJCUFYWBhmzpyJDRs2YNasWWp3pwur\n", "V6/mXYJ2jvAuQGMC5xP5eSlyNkD8fEqoPpmZTCYMGjQIHTp0QE1NDcxmMz777DMsW7YMGRkZanen\n", "Cw0NDbxL0M6NtjfRNYHzify8FDkbIH4+JVSfzJ5//nl8//332LhxIzp16gQAGDJkCJYsWYKNGzcK\n", "uTpqW1asWMG7BO2k8C5AYwLnE/l5KXI2QPx8Sqg+mZWUlCA0NBSdO9t/Dcx6VYmvvvqq1fumpqYi\n", "LS3N7paYmIi8vDy77QoKCpCWluZ0//nz52Pz5s12bcXFxUhLS0NNTY1de1ZWltNL9crKSqSlpeHM\n", "mTN27evWrcMf/vAHu7aGhgakpaXhyBH796FycnIwe/Zsp9qmTp2qqxw4D8C+3GbbAZTBedttLrbN\n", "B1Ds0FZ1a9sfHdoPwuktPbPZ7BPj4WkO1N3attqh/TiAAoe2RgB7nEsQ5XlFOSiHNUdOTg7S0tIw\n", "evRodO/eHSNGjMCiRYucHl8uiblaMtoDKSkpOHLkCOrq6vCzn/3M1v73v/8d8+fPx5YtWzBjxgy7\n", "+xQXFyMhIQEnT56kpcA5s44F5qH5BGYeqgC8DW7PB+5/A875CeHFk7lA9VdmixYtgsViweLFi3Hz\n", "5k0AQHl5OV599VVERERg0qRJanfp8xz/dSIUx1cmohE4n8jPS5GzAeLnU0L1ySw9PR0HDhzAf//7\n", "X/Tr1w/x8fEYP3480tPTcezYMQQGBqrdpc974okneJegnU94F6AxgfOJ/LwUORsgfj4lNLnQcFJS\n", "EpKSkrR4aF0yGo28S9BOMu8CNJbMuwDtiPy8FDkbIH4+JWhxTi8Q+nMPXp+reYvA+UR+XoqcDRA/\n", "nxI0mRFCCNE9mswIIYToHi3O6QWbN2/GnDlzeJehjWIAIr/jwTFfWZnjCX3qysvLw4QJE1r9fXBw\n", "sG5X+hZ6n4P4+ZSgycwLiouLxX3imXkXoDEe+Zqvz+10PqYW2rr497lz53Q5oQm9z0H8fErQZOYF\n", "b7zxBu8StDOWdwEa45HPej3ISeC36nYNgJ3AlStXOBXgGaH3OYifTwnNJrM9e/bgtddeQ11dHS5f\n", "vox27dphwoQJeOmll7TqkhCxhEDob1MSoiZNvgCyadMmZGRk4G9/+xuKiopw7tw5TJ8+Hdu3b9ei\n", "O0IIIXc41V+Zfffdd1i4cCH+8Y9/IDY21ta+ePFiDBo0SO3uCCGEEPVfmW3ZsgXXr1/H2LH2Hzbc\n", "ddddGDNmjNrd6YLLK7GLwtXV8kUicj6Bswm9z0H8fEqoPpkdOXIEoaGhOHnyJMaMGYO4uDgMHDgQ\n", "RqMR169fV7s7XXjmmWd4l6CdIbwL0JjI+QTOJvQ+B/HzKaH624yVlZW4dOkSnnrqKXzyySfo06cP\n", "/v3vf2P8+PE4fvw4/vnPf6rdpc8T+hVpH94FaEzkfAJnE3qfg/j5lFD9ldm1a9dw/fp1ZGZmok+f\n", "5r0lMTERzzzzDPbu3YvPP/9c7S4JIYTc4VR/ZRYcHAwAGDhwoF279f9PnDiB4cOHq90tIUQDWl+F\n", "5Hb0fAUS4n2qvzKzfoPRYrHYtRsMBpftLaWmpiItLc3ulpiYqPtlyPPy8nS3nDrOA7Avt9l2AC2P\n", "b2W3tnX1ZYJ8NF8OqqWqW9s6Lnp5EIBDCWazmf+y8GWe50DdrW2rHdqPAyhwaGsEcNSpXKAU8sYD\n", "kD8eZWg9xxfNP2bMmIGEhAQut8jISIwcOdIphpz9wzq23tzPATeeVzJzWDnmyMvL032OnJwcpKWl\n", "YfTo0ejevTtGjBiBRYsWOT2+XBJjjCm+twvbt2/H1KlTsXXrVkyfPt3WvnLlSmRmZqKwsBAPP/yw\n", "3X08WSpbD6ZOnYrc3FzeZchiHQvMg7wTdrcDmKxyEVUA3ga354Pd3+ALqJ+vLSUAdkL+GCh1u7Gz\n", "1sDrKiS3rkCi9Dmgp31OCVHzeTIXqP4242OPPYZhw4bh5ZdfxqhRo9CtWzeYTCasW7cOY8eOdZrI\n", "7gQiPulsvH2g9zaR88nJptOrkAi9z0H8fEqoPplJkoT8/Hw8//zzeOCBBxAYGIimpibMmzcPmZmZ\n", "andHCCGEaHNtxuDgYKxduxZr167V4uEJIYQQO7Q4JyGEEN2jycwLXH1bSBiuvmEnEpHzCZxN6H0O\n", "4udTgiYzLxD6bP3evAvQmMj5BM4m9D4H8fMpQYtzesG0adPc2t5kMnFbFNHtk2T7a1MHwO+EXbt+\n", "NczHncDZ3N3n9Eb0fErQZOZjTCYTIiMjeZfB16XmHzNmzOBbByFEN2gy8zG2V2S8TlY1ofkqFjzd\n", "uPXzTv4bEELcovlk9tZbb+Hpp59GVlYWsrKytO7OJx05cgTDhg1z7068TlataXsTO98C6KVFIfCN\n", "v4GW+XgTOJuifU5HRM+nhKZfAKmtrbWdKC1JkpZd+bRXXnmFdwna+YJ3ARoTOZ/A2YTe5yB+PiU0\n", "ncxeeOEFukI+gA8++IB3Cdp5jHcBGhM5n8DZhN7nIH4+JTSbzEpKSrBz504YjUatutCNwMBA3iVo\n", "pz3vAjQmcj6Bswm9z0H8fEpoNpktXLgQL774Ijp16qRVF4QQQggAjSaz3Nxc1NfXY86cOVo8PCGE\n", "EGJH9cmsoaEBS5Yswbp169R+aN1yXChPKI6LS4pG5HwCZxN6n4P4+ZRQ/av5K1euxPDhw5GYmKj2\n", "Q+tWz549eZegHdHfRRY5nw6yKb0KjCRJKC52XB7cfcHBwejbt6/Hj6M2oY8pCqn6yqyiogIbNmxw\n", "WqYcAOQsaJ2amoq0tDS7W2JioleWIQe0W059wYIFbi1DDgA44/D/rS1vfxDAEYe2ulvbVju0H4fz\n", "v8Ybb237rUP7ebi+EO12AC2PLw/c2nabi23zATgeT9zJUQ/Pc5RCXg7AdY4H4HkOd8fjqIt6Pc0B\n", "OOd4AK3n+NrF/dV4XsnN0eIqMAkJCW7fXn31VUX3c7xFRkZi5MiRsvZzAG7t554crxYsWKDZ8cpb\n", "OXJycpCWlobRo0eje/fuGDFiBBYtWuT0+HJJTM4sI9OmTZvw5z//GV26dLG1NTY2oqysDN26dUP3\n", "7t0RHR2NnJwcu/t5slS2aKx/C8wDnxOGSwDsBL/+faGGO71/X6jB2j+vq8AAzSfP7wQdl7zIk7lA\n", "1bcZn3zySTz55JN2bd9++y0iIiLw9NNPY/ny5Wp2RwgRHa+rwBDd0XwJGOsLPxVfAOqO49sAQnF8\n", "y0k0IuejbLol9DFFIc0ms9raWkRERGD48OGQJAmvv/46IiIinN5bvRM899xzvEvQzj7eBWhM5HyU\n", "TbeEPqYopNmFhrt06YKKigqtHl5X1q9fz7sE7aTyLkBjIuejbLol9DFFIVpp2guE/hptZ94FaEzk\n", "fJRNt4Q+pihEkxkhhBDdo8mMEEKI7tFk5gWuTiIXhuMJwqIROR9l0y2hjykK0WTmBQ0NDbxL0M4N\n", "3gVoTOR8lE23hD6mKESTmResWLGCdwnaSeFdgMZEzkfZdEvoY4pCqk9m5eXlWLp0KeLj49G/f3/E\n", "xMQgNTXV6ZpghBBCiFpUn8x+97vfYf/+/SgoKEBpaSlKS0sRHh6OpKQkfPrpp2p3RwghhKg/mUmS\n", "hBdeeAHdu3cHAPj7++Mvf/kLDAYD1qxZo3Z3uuB45WihOF5tXTQi56NsuiX0MUUh1SezXbt2IT09\n", "3a4tICAAXbp0QV1dndrd6cITTzzBuwTtfMK7AI2JnI+y6ZbQxxSFVJ/M/P2dr5B18eJF1NTUYMSI\n", "EWp3pwtGo5F3CdpJ5l2AxpJ5F6ChZN4FaCiZdwHaEvqYopBXvs24YcMGhIaGYtmyZd7ozucIvRaS\n", "6MtziJyPsumW0McUhTS70LBVcXExXnvtNXz88cf4+c9/rnV3Hrly5Qree+89NDY2cquhqqqKW9+E\n", "EN9iMplw5coVrjUEBwejb9++XGuQQ9PJrKysDBMnTsT777+PpKSkNrdPTU3FkCFD7Nqqq6uxZMkS\n", "TJgwwdZWUFCA9evXO307cv78+bj//vsxZ84cW1txcTGMRiPeeecdhIT8tGRtVlYWAgMDsWTJElvb\n", "tm3bsHDhQvh18IPkJ9naLTctAAP82v30QpYxBkujBX7+fpAMDttaAL/29i96LY0WSAbJblvWxGC5\n", "aYGhg8HW1nS1qfk/zsD+X5dVAAoBpAP4WYv2gwDaARjWoq0OwGcARgMIbdF+HM3L0Y9p0dYI4CMA\n", "QwH0atF+HsCXACbA3nYA/QDEuNj2cYdt8wGEAWj5j0h3ctQD2OZhjlIA/+tmjn4q53B3PI7CmZIc\n", "nozH1y5qUON55U4OANgDwPHjIW+OB4DFixfjpZdewrBhPz1ITk4OCgoK8O6779ptO3XqVEybNk2V\n", "41VtbS0iIyPhC86dO4eKigpVj7s5OTnIycnB1atXUVpaitjYWNy8eVNxjRLTaNXMU6dOYeLEidi0\n", "aRNGjhx52209WSpbTdu3b8eUKVOApQACVHzgYtjveLdhWG1ontB4L1cvt383smlWg9pa9v9/UD+f\n", "O/1rmf92Y+dLY6CkfzWel1UA3ga345L1uIhJaF5xu6UzAKK9UEQNgJ3e+xt4Mhdo8srs+PHjmDp1\n", "KrKzszF06FBb+6BBg1BUVKRFl77NzLsADYmcDRA7H2XThxA4T+j/46LtDqf6ZHb48GGMGzcOs2fP\n", "RkVFhd0CncXFxWp3pw9jeRegIZGzAWLno2z6JXo+BVSfzBYvXowff/wR69atc/qdJEku7kEIIYR4\n", "RvXJ7OTJk2o/JCGEEHJbdNV8QgghukeTmTds412AhkTOBoidj7Lpl+j5FKDJzBuGtL2JbomcDRA7\n", "H2XTL9HzKaD5FUAIgD68C9CQyNkAsfNRNlnKysrUezC1+hV57BSiyYwQQly51PxjxowZfOsgstBk\n", "Rgghrty49dPVFTi8wYTmy3ERWTSZzK5duwaj0Yi8vDx06NAB7du3x/LlyzF+/HgtuvN9ZXC+5pwo\n", "RM4GiJ2Pssnj6goc3nC79TdFHjuFNPkCyG9+8xvs2rULR48exVdffYWsrCxMmjQJ+fn5WnTn+77g\n", "XYCGRM4GiJ2PsumX6PkUUH0yO3ToEHbs2AGj0YiuXbsCAMaNG4dRo0bh97//vdrd6UMg7wI0JHI2\n", "QOx8lE2/RM+ngOqT2YcffggATlfKHzFiBMrLy+/MCw0TQgjRlOqT2alTp9CpUyfbqzKr3r17AwBK\n", "SkrU7pIQQsgdTvXJrLq6Gh07dnRqt7ZVV1er3SUhhJA7nE99NZ/XyYlW5eXlzf/xP2henVYtlQBk\n", "vrtquWlp/g8Tbv9tJq1Uwr3+K9G8kCLPGtTWsn8t8rnTv5b5b5fNl8ZASf9qjJsv/w289bysbf7h\n", "rWOzR/0wlSUmJrLOnTs7te/YsYNJksQ2b97s9LuqqirWo0cPBoBudKMb3eh2B9969OjBqqqq3J57\n", "VH9ldt999+HYsWOora1Fly5dbO3WVz0DBgxwuk9YWBiKiopgNou0PCwhhBB3hYWFISwszO37SYwx\n", "pmYhhw4dQkpKCnJzczF58mRb+6OPPorz58/DZDKp2R0hhBCi/mQGAFOmTMHp06dx+PBh3H333cjP\n", "z8eECROQl5eHsWNpvW9CCCHq0mQyu379OoxGIz7++GPb5ayysrIwbtw4tbsihBBCtJnMCCGEEG+i\n", "xTkJuQN99913GDNmDPz8xDsEiJyNtI7reWanT5/Gxo0b8fnnnwMArl69io4dO2LhwoV4/PHH7bad\n", "NWsWvvjiCwQFBdm19+vXD1u3bvVazXK5kw0Ajh49iqVLl+LixYu4ceMGUlJSsHr1anTq1Mnbpbep\n", "pKQEb731FgoLC2EwGHDz5k3ExcVh+fLl6N+/v922ehs3wL18gL7GDgCys7ORmZmJgIAASJLU6nZ6\n", "HDu52QD9jZsrhYWFmDRpEnr16uX0u507dyIiIoJDVe5TZaUVt7/Mr6KsrCzWo0cPZjKZbG3r169n\n", "kiSx7Oxsu21nzZrFDh065O0SFXMnW1FREQsICGBvvPEGY4yxhoYGlpSUxBITE1lTU5NX65YjKiqK\n", "Pfroo+zSpUuMMcZ+/PFHlp6ezgICAtiJEyfsttXbuDHmXj69jV1dXR1LSUlhlZWVbObMmUySpFa3\n", "1dvYuZNNb+PWmsLCQjZ79mzeZXjsscceY7GxseyHH35gjDG2a9cu5u/vz3bv3i37MbhOZu+99x57\n", "++23ndo7d+7Mfv3rX9u1zZo1ixUWFnqrNI+5ky05OZnFxsbatR07doxJksS2bNmiaZ1KREdHs1On\n", "Ttm1mUwmJkkS++1vf2vXrrdxY8y9fHobu5bkTGZ6GzurtrLpedxaKiwsZLNmzeJdhkcKCwuZJEns\n", "ww8/tGv/1a9+xXr37i37cbi+qTxz5kzMnTvXrq2xsRFXr15FaGgop6rUITfbhQsXcPjwYadVBgYP\n", "Hozg4GDk5uZ6pV53lJaWOp38/otf/AIAUFdXx6MkVcnNp8exIzRuvkatlVZ86hPSmpoaZGRkoGfP\n", "nsjMzHT6fXZ2NpKTk9G/f38kJCQgMzMTly9f5lCp+1rLVlJSAsaYbVUBKz8/P/Tq1csnVxnw93f+\n", "qPXs2bMAmp+AjvQ2bnLz6XHs3KW3sZNDpHFjjMFkMmHy5MkYMmQIoqKiMG3aNJw8eZJ3abKptdKK\n", "T0xmVVVViIqKQrdu3XD+/Hnk5eXhnnvusdsmODgYgYGB2L17N0pLS/Huu+/io48+wkMPPYT6+npO\n", "lbetrWzWVQRaW2lAL6sMvPnmm4iKikJGRoZdu17HzZGrfKKMXWtEGTtHIo1b+/btcePGDRiNRnz5\n", "5ZcoKipCUFAQEhMTsXfvXt7lyaLaSitqve958OBBJkmSrNvZs2ddPsbVq1fZyy+/zAICAti2bdva\n", "7DM/P59JksRWrVqlVgyXtMyWnZ3NJEli77zzjtN9hg4dygICAjTLxZg62Xbv3s1CQkLY6dOnZfXp\n", "rXFjTNt8eh+7tj5XckUv+9ztsvEet9ao8VxljLHGxkZ2zz33sOjoaC9Wr1zfvn1Zz549ndr37dvn\n", "1nNNta/mx8XF4YMPPpC1bY8ePVy2BwQEYNmyZTh48CAyMjIwfvx4p68Ft/Tggw8CaP6KrZa0zBYS\n", "EgIALt+6uXz5suafHXqa7fDhw3jqqaewZ88exMbGynocb40boG0+vY+dEnra51rDe9xao1bmdu3a\n", "4b777sPu3budLvjui0JCQlwu/WIdH7njodpkFhoaiilTprh1n4aGBgQGBjq1DxgwAPv378fZs2eR\n", "kJAAi8WCH374wSmUwWAAAFgsFuWFy6BltgEDBkCSpJ/WUrvFYrHgm2++QVJSkke1t0VJNqt9+/Zh\n", "3rx5yM/PR3x8vNPveY8boG0+PY9dW3iPnZbZeI9ba5Rkrq2tRVBQENq1s1+A0Zv7mKeUrLTiCtfP\n", "zGJjY3Hs2DGn9m+++QaSJNn+BVVZWYlevXo5DYz1Wy6DBw/Wvlg3yc3WrVs3PPzww9i/f7/ddidO\n", "nEB9fb1mO7Sndu3aZXvFYj3Qm81mpKen27bR47hZycmn17FrqbUTi/U8dlatZRNh3KwmTpyIjz76\n", "yK6tqakJp06dQnh4OO6++25Olcln/Xs7jse//vUv9O7dGwkJCfIeSO33P90RHh7ORo0axaqrq21t\n", "ubm5zGAwsMmTJ9vaKioqmCRJ7I9//KPthMbvv/+eDRw4kPXq1ct2op0vkZuNseYTOO+66y725ptv\n", "MsaaT9JNTk5mDz30ELNYLF6tW47c3FzWvn17ZjQa2datW223v/71ryw8PNy2nR7HjTH5+RjT39i1\n", "dLvPlfQ6dlZyTprW67i1lJyczAYOHGhbzLKpqYktXbqUSZLEcnNzOVcn3+TJk1lsbCyrqalhjDV/\n", "Tq2rk6b37NnDpk+fzmJjY1l8fDwLDw9nAwcOZKtXr2Y3btywbdfY2Mg2bdrEHnnkERYXF8diY2NZ\n", "eHg4mzt3LjObzRwTtE5uNqujR4+y4cOHs7i4OBYZGckyMjJsV6DwNV27dmV+fn4uP5iOiIiwbafH\n", "cWNMfj4rPY0dY4xNnz6dhYeHs6CgIObn58fCw8NZeHg4u3Dhgm0bvY6dnGxWehs3V44ePcrmzp3L\n", "+vXrx+Lj49kvf/lLNnLkSLZ3717epbnl2rVrbOnSpSwqKorFx8ezQYMGsV27drn1GHTVfEIIIbrn\n", "E+eZEUIIIZ6gyYwQQoju0WRGCCFE92gyI4QQons0mRFCCNE9mswIIYToHk1mhBBCdI8mM0IIIbpH\n", "kxkhhBDdo8mMEEKI7tFkRgghRPdoMiOEEKJ7NJkRQgjRvf8HScVNTUyvE2YAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "038\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAG0ZJREFUeJzt3XtQVOf9P/D3sngNaFSs4FQFFQSxiBETURE1YiYqa3S8\n", "xIgjpklMvBWmJpoYBZOZRJPaeInGJDpNMyghjZV4a7XGrxpitQK1alwG+gPdRhlHvCPjDZ7fH1yS\n", "vaCc5dl99uy+XzM7jg9nz+dzPvvsfmZ3z57HIIQQICIi8jJ+qhMgIiJyBTY4IiLySmxwRETkldjg\n", "iIjIK7HBERGRV2KDIyIir8QGR0REXokNjoiIvBIbHBEReSVNDe769euYMWMG/Pz8YLFYXJUTERFR\n", "szW5we3fvx9xcXE4c+YMDAZDo9uZzWaMHTsWUVFR6NOnD6ZPn46LFy9KSZaIiKipmtzg3n//fXz7\n", "7beYOHEiGrt8pcViQUJCAmJiYmA2m3H27FkYDAYkJibi1q1b0pImIiJ6lCY3uIMHDyI6Ovqh22Rk\n", "ZEAIgXfeeQcAYDQasXr1apSVlWHNmjXNy5SIiEiDJje4h30sCQDV1dXYvn07hg4dipYtWzaMh4SE\n", "IDIyEjk5Oc5nSUREpJG0syhLS0tRWVmJXr162f2tZ8+eKCoqwv3792WFIyIieihpDe7y5csAgHbt\n", "2tn9rV27dqipqcHVq1dlhSMiInoof9UJ1CsvL0d5ebnqNIiISKGQkBCEhIRI2Ze0BhcUFAQAuHnz\n", "pt3fbt68CaPRiI4dOzq8b3l5OSIiIlBZWSkrHSIi0qGuXbsiPz9fSpOT1uB69eqFwMBAlJaW2v2t\n", "tLQUkZGRaNGihcP7lpeXo7KyEllZWYiKipKVktdLSkrCP/7xD9VpOGQ2m5GSkgLgXQBhbor6A4BP\n", "mhBzLoCNEuKVAVjmE/PWk+eaJ2PdtKl/3SgvL/esBmc0GjFp0iTs3LkT9+7daziTsry8HEVFRcjI\n", "yHjkPqKiovDEE0/ISsnrDR48WAf1GgvAnTl+0oSY2wDMkBCrEMAyn5i3+phrnod1U8vpk0wc/dh7\n", "xYoV8PPzw/LlywEADx48wKJFi9CzZ0+kp6c7nyU5ZDQaVaegU6ybVpxrzmHd1Gpyg1uyZAnCwsKw\n", "du1aGAwGDBs2DGFhYSgsLGzYpnv37jhy5AhOnTqFqKgoREdHo6amBocOHUJAQIBLDoCIiMiRJn9E\n", "uXLlSqxcufKR20VFRWHv3r3NSoqIiKi5uFyOjtXU1KhOQadYN60415zDuqnFBqdjzzzzjOoUdIp1\n", "04pzzTmsm1pscDq2YMEC1SnoFOumFeeac1g3tTzmSibkeiUlJW5btshsNrslDhFRY9jgfERJSQki\n", "IiJUp0FE5DZscDpWVFSEyMjIJm378zu3LADuuOrGXgDL3BDHGUUAmlY3qqVlrtHPWDe1XNLgTp48\n", "iYyMDJSUlMDfvzZESkoKfv/73/OHjxK98cYb2Llzp8Z7RcE9Vxbx5I8o3wCgtW6+zbm5RqybWtIb\n", "nMViwciRIzFu3DicOnUK/v7+OHHiBBITE3Hp0iWsXr1adkif9fHHH6tOQadYN60415zDuqkl/SzK\n", "PXv24MaNG1i0aFHDu7dBgwYhKSkJW7dulR3Op3Xv3l11CjrFumnFueYc1k0t6Q2u/iNI29W77927\n", "1+hqAkRERLJJb3AvvPACoqOjkZmZiRs3bgCofVd36NAhvPvuu7LDEREROSS9wQUEBODgwYMwGo0I\n", "CgpCSEgIZs2ahU2bNiE1NVV2OJ+2atUq1SnoFOumFeeac1g3taQ3uJKSEsTFxaFVq1aoqKhAeXk5\n", "9u7dizfffBNz5syRHc6nVVVVqU5Bp1g3rTjXnMO6qSX9LMq3334bFy5cwOeff4727dsDAJ588kks\n", "XrwY6enpmDx5MpKSkmSH9UkrVqxQnYJOya2bO6/aEhgYiPDwcLfFq8e55hzWTTEhWWRkpAgODrYb\n", "37t3rzAYDOLDDz+0+1tBQYEAILp06SKSk5OtboMHDxY7duyw2n7fvn0iOTnZbj9z584Vmzdvttt3\n", "cnKyuHz5stX48uXLxcqVK63Gzp8/L5KTk4XZbLYaX7dunVi0aJHV2O3bt0VycrL4/vvvrca3bdsm\n", "UlNT7XKbOnWq0uOorzEwUwDiF7fbAkgWwPc249sEkGozJgQwVQA7bMb21e3jl2NZdfGW2YwX1G17\n", "2WZ8uQBW2oydr9vWbDO+TgCLHBzHgLqYBRKPQwhgrgA2OziOQXXx3HsrLi72mHklhHc8P3gc7j+O\n", "bdu2ieTkZDF69GjRpUsXMXLkSJGQkCAAiIKCArs4zjAI4WBp7mYYOXIk8vLycP36dTz22GMN4598\n", "8gnmzZuHL7/8EikpKVb3KSwsxMCBA1FQUMDl3V2kvsZAAdzzQ++tAFLcGE9FzPp47ro6jBlACp8n\n", "5LVk9wLpH1GmpaXhyJEjSE9Px8aNG+Hv74/S0lJ8+OGHCAsLw6RJk2SH9FkVFRUICgpSnYYOVQCQ\n", "WTd3XR1GHc4157Buakk/yWTChAk4ePAg/ve//6Ffv36IiYlBcnIyJkyYgGPHjqFt27ayQ/qsF198\n", "UXUKOsW6acW55hzWTS2XXIsyMTERiYmJrtg1/UJmZqbqFHQqU3UCusO55hzWTS0ueKpj/B7GWayb\n", "VpxrzmHd1GKDIyIir8QGR0REXokNTse2bNmiOgWdYt204lxzDuumFhucjhUWFqpOQadYN60415zD\n", "uqnFBqdjGzZsUJ2CTrFuWnGuOYd1U8tlDe7vf/87Ro8ejbi4OERERCA6OhpLly51VTgiIiIrLmlw\n", "mzdvxpw5c7Bu3Trk5+ejuLgYM2bMwF/+8hdXhCMiIrIj/YfeP/30ExYuXIg///nP6Nu3b8N4eno6\n", "4uLiZIcjIiJySPo7uC+//BJ3797FuHHjrMbbtGmDMWPGyA7n00wmk+oUdIp104pzzTmsm1rSG1xe\n", "Xh46d+6MgoICjBkzBtHR0YiNjUVmZibu3r0rO5xPmz9/vuoUdIp104pzzTmsm1rSP6K0WCy4ceMG\n", "Xn31VXz77bfo3bs3/vnPfyI5ORnHjx/H3/72N9khfRbfETuLddOKc805rJta0t/B3blzB3fv3sXS\n", "pUvRu3dvAEB8fDzmz5+Pffv24fvvv5cdkoiIyI70BhcYGAgAiI2NtRqv//+JEydkhyQiIrIjvcHV\n", "nzlZU1NjNW40Gh2O/9LYsWNhMpmsbvHx8cjNzbXabv/+/Q6/vJ03b57dpXEKCwthMplQUVFhNZ6R\n", "kYFVq1ZZjVksFphMJhQVFVmNr1+/Hq+//rrVWFVVFUwmE/Ly8qzGs7OzMXv2bLvcpk2bJv04cnNz\n", "NR1HrTU2/69C7UkXeTbj2QDsjwOYBiDXZmw/Gj9xw3bbwrptK2zGMwCsshmz1G1rexzrAbxuM1YF\n", "YLWD+I6OIxfajmMe7C/vVdhIPBnH0djjkWkXzRXzCrB/fuTm5uru+eHoOAD3Ps9zc3O94jgA+Y9H\n", "dnY2TCYTkpKSEBwcjFGjRiEtLc1u/80iJPv666+FwWAQWVlZVuPvvfeeMBgM4vDhw3b3KSgoEABE\n", "QUGB7HS82tSpU5u8bX2NgQIBCDfcstwcT0vMqTo9RnXPEy1zjX7GumkjuxdIfwc3efJkDBs2DO+9\n", "9x4uXboEACgpKcH69esxbtw4DB8+XHZIn5WTk6M6BZ1i3bTiXHMO66aW9LMoDQYD9uzZg7fffhtP\n", "PfUU2rZti+rqarzyyiu8VBcREbmN9AYH1J5osnbtWqxdu9YVuyciInokriZAREReiQ1Oxxyd/URN\n", "wbppxbnmHNZNLTY4HeNVEpzFumnFueYc1k0tl3wHR01TUlKCW7duOX3/Pn36NHnFYLPZ7HQc7zNd\n", "dQLN4s7HMjAwEOHh4Zg+Xd81U4V1U4sNTpGSkhJERESoToN0xQIASElJcWvU4uJihIeHuzUmkQxs\n", "cIr8/M4tC0CUGyLuBbDMDXHIdW7X/euuOWMGkNKsTxmIVHJ5g/v000/x2muvISMjAxkZGa4Op0NR\n", "AJ5w8r55AIY1cVt+RPkzLXXzRM2ZM87Jy8vDsGF6rpkarJtaLj3J5Nq1aw0/7jYYDK4M5aM+UJ2A\n", "TrFuWn3wAWvmDNZNLZc2uGXLliEhIcGVIXzcV6oT0CnWTauvvmLNnMG6qeWyBnfq1Cn89a9/RWZm\n", "pqtCENqqTkCnWDet2rZlzZzBuqnlsga3cOFCvPvuu2jfvr2rQhARETXKJQ0uJycHlZWV+O1vf+uK\n", "3RMRET2S9AZXVVWFxYsXY/369bJ3TXZsF8ukpmHdtLJdQJOahnVTS3qDe//995GQkID4+HjZuyY7\n", "3VUnoFOsm1bdu7NmzmDd1JLa4MrKyrBp0ya7pdUBQAjxyPuPHTsWJpPJ6hYfH++VS9n/LN3B2DwA\n", "W2zGCgGYAPzyOBYAyABgW29L3bZFsLfG5v9Vddvm2Yxnw/FFiacBsD2O/XX7cMR2W0fHAWg7jvWw\n", "fxdWBWC1g/iOjmMBtB1HY4+Ho3gyjqOxx+NTB/FkHEdjj8cXDf9bsGCB258f3vA8X7BggVccByD/\n", "8cjOzobJZEJSUhKCg4MxatQopKWl2e2/WaSsC17n888/Fz169BCxsbENt759+wqDwSCCg4NFbGys\n", "eP755+3uJ3uZcj2oP2agQADCDbcsL4/nC8fo7ni+97wktWT3AqlXMnnppZfw0ksvWY2dP38eYWFh\n", "eO2117B8+XKZ4YiIiBrl8uVyhBBW/5JMjj6CpEdj3bSy/RiMmoZ1U8tlDe7atWsICwtDQkICDAYD\n", "1qxZg7CwMLvPaqk53lCdgE6xblq98QZr5gzWTS2XXWy5Q4cOKCsrc9XuCQDwseoEdIp10+rjj1kz\n", "Z7BuanFFb13jKcjOYd204unuzmHd1GKDIyIir8QFT+vU1NTg9u3bj95QEnfGIiLyRWxwdWbOnIVt\n", "27JUp6HRKgCLVSehQ6ybFmazGV988QVSU1NdHiswMBDh4eEuj+Muq1atwuLFnGuqsMHV+emnCwCG\n", "ovYqF+6wBsCxZu6jSkYiPoh1axoLACAlJQUA3HZ92eLiYq9pclVVnGsqscFZ6YHaSx+5w1/R/Aa3\n", "QkYiPoh1a5r6j9GzAES5IZ4ZQApu3brlhljusWIF55pK0htcaWkpPvvsM+zduxdCCDx48ABhYWF4\n", "6623MGzYMNnhiMjlogA8oToJIs2kn0U5d+5cHDhwAPv378fp06dx+vRphIaGIjExETt37pQdjoiI\n", "yCHpDc5gMGDZsmUIDg4GAPj7++OPf/wjjEYjVq92dPV1cp7tFeCpaVg37VgzZ9heTZ/cS3qD27Vr\n", "FyZMmGA11rp1a3To0AHXr1+XHc7Hvag6AZ1i3bRjzZzx4ousm0rSG5y/v/3XelevXkVFRQVGjRol\n", "O5yPy1SdgE5lqk5AhzJVJ6BLmZmZqlPwaW65ksmmTZvQuXNnvPnmm+4I50P4xb9zWDftWDNnPPEE\n", "66aSy38mUFhYiD/84Q/YsWMHfvWrX7k6HBEREQAXv4Mzm82YOHEisrKykJiY+Mjtx44dC5PJZHWL\n", "j49321L2tb/7McF+vbD1AF63Gauq2zbPZjwbgP0S8LW/r8t1MJ7uYGweANtlhQrr4tl+aZ2B2itz\n", "/JIFjo8DqP2B+S/JOI79dftwxHZbGcfR2OPh6CQmGcfR2OPhKJ6M42js8fjUQTwZx9HY47HLZkzW\n", "cTT2ePyf1YirnucWiwUmk8lurbb169fj9detj6Oqqgomkwl5edbHkZ2djdmz7Y9j2rRpbnu90vtx\n", "ZGdnw2QyISkpCcHBwRg1ahTS0tLs9t8sUtYFd+Df//63CA0NFQcOHHjktrKXKXfG8OEjBfCCAISb\n", "blMFAAEUNGMfmzVsmyUhnpabu+Npiamlbp50jCrjyarZw27qXwdk27x5s+oUdEV2L3DJO7jjx4/j\n", "ueeeQ1ZWFp5++umG8bi4OFeE82GFqhPQKdZNO9bMGYWFrJtK0r+DO3LkCMaPH4/Zs2ejrKzMatFT\n", "PtiybVCdgE6xbtqxZs7YsIF1U0l6g0tPT8ft27cdXpjVYDDIDkdEROSQ9AZXUFAge5dERESacUVv\n", "IiLySmxwutbYqfn0cKybdqyZMxydVk/uwwana/NVJ6BTrJt2rJkz5s9n3VTigqe6NkZ1AjrFumnn\n", "vpqZzWa3xbpy5Qo6derksv0HBQXZnT0eGBjoNSuWezo2OCLyEBYAQEpKiuI8XK+4uJhNzg3Y4IjI\n", "Q9yu+zcLtauIu9peAMvcGA8AzABScOvWLTfF820uaXB37txBZmYmcnNz0apVK7Rs2RLLly9HcnKy\n", "K8L5sFwAz6lOQodYN+3cWbMouGf1gvqPQl0Zj3NNJZecZDJz5kzs2rULR48exX/+8x9kZGRg0qRJ\n", "2LNnjyvC+TDbi/pS07Bu2rFmzmHdVJLe4A4fPozt27cjMzMTHTt2BACMHz8eo0ePxu9+9zvZ4Xxc\n", "Z9UJ6BTrph1r5hzWTSXpDe7rr78GAKuLLAPAqFGjUFpaivz8fNkhiYiI7EhvcCdPnkT79u0b3r3V\n", "69WrFwDg1KlTskMSERHZkd7gLl++jHbt2tmN149dvnxZdkgiIiI7HvUzAXf+wNNW7Wm7lQA+c1PE\n", "/1f37178fDaXVj8A2Kph2+bG08Ld8bTE1FI3GfFkURlPVs2aGs9b6mlbt9rlw1S+1nky6XWRsmzq\n", "L8THx4vHH3/cbnz79u3CYDCILVu22P3t4sWLomvXrnWrB/PGG2+88eart65du4qLFy9K6UfS38EN\n", "GDAAx44dw7Vr19ChQ4eG8dLSUgBA//797e4TEhKC/Px8lJeXy06HiIh0JCQkBCEhIVL2ZRBCCCl7\n", "qnP48GGMHDkSOTk5mDJlSsP4s88+i//+978oKSmRGY6IiMgh6Q0OAKZOnYoff/wRR44cQadOnbBn\n", "zx4899xzyM3Nxbhx42SHIyIisuOSBnf37l1kZmZix44dDZfqysjIwPjx42WHIiIicsglDY6IiEg1\n", "j1jw9KeffsKYMWPg5+cR6egCa0ZEenT9+nXMmDEDfn5+sFgsLo2l/NVx69atGDZsGCwWCwwGQ6Pb\n", "paamIjw8HAMGDLC6zZw5043Zeoam1gwAjh49iuHDh6Nfv37o06cPXn31Vdy4ccNNmXq2Q4cOoWPH\n", "jnZzasCAASgrK1OdnnJ37tzBkiVLEBkZif79+2PQoEHYtWuX6rQ82rlz5xAQEOBwTv3www+P3oGX\n", "279/P+Li4nDmzJmHvnaZzWaMHTsWUVFR6NOnD6ZPn46LFy9qDyjlxwZOun79uhg5cqSwWCxi1qxZ\n", "wmAwNLptamqqOHz4sBuz80xaapafny9at24tNmzYIIQQoqqqSiQmJor4+HhRXV3trpQ91qFDh8Ts\n", "2bNVp+GxJk+eLPr27SuuXLkihBBi165dwt/fX+zevVtxZp6rrKxMjBgxQnUaHmvEiBHizJkzIiMj\n", "QxgMBnH+/Hm7bc6fPy86deokFi9eLIQQ4sGDB2L69Omid+/e4ubNm5riKX0H1759exw8eBDdunVr\n", "0vaCXxdqqtmiRYvQs2dPzJ07FwDQpk0brFq1CseOHcPWra6+KoU+cE45xlVByBUOHjyI6Ojoh26T\n", "kZEBIQTeeecdAIDRaMTq1atRVlaGNWvWaIqn/CNKco1Lly7hyJEjdqs6DBo0CIGBgcjJyVGUGekB\n", "VwUhV3jUVyrV1dXYvn07hg4dipYtWzaMh4SEIDIyUvPrlq4a3NatWzFixAj85je/wcCBA7F06VLc\n", "vHlTdVoe6dSpUxBCNKziUM/Pzw89evTgqg6offdWUlKCKVOm4Mknn2z4rL+goEB1aspxVRDnXbp0\n", "CbNmzcLgwYMRERGBCRMm4LvvvlOdli6UlpaisrLS7nULAHr27ImioiLcv3+/yfvTTYMLDAxE27Zt\n", "sXv3bpw+fRp/+tOf8M0332DIkCGorKxUnZ7HqV+1obGVHbiqA9CyZUvcv38fmZmZ+Ne//oX8/HwE\n", "BAQgPj4e+/btU52eUlwVxDlGoxE1NTV45ZVXcOzYMZw+fRqxsbEYM2YMtmzZojo9j/eo162amhpc\n", "vXq1yfuT1uAOHToEPz+/Jt2Ki4s173/dunVYs2YNAgICAAAxMTH46KOPcPbsWWzYsEHWYbiVq2vm\n", "S5yp5ZAhQ3D8+PGG7wQCAwOxceNGdOnSBWlpaSoPh3SqW7duKCoqwtChQwEArVq1wooVKxAXF4dF\n", "ixbh3r17ijP0LdIuthwdHY2vvvqqSdt27dpVSszBgwcDqD0VXo9cWbOgoCAAcPgR7s2bN9G5c2dN\n", "+/N0smrZokULDBgwALt377a7YLgvCQoKcrh0Sf188rb542pPPfUUTpw4gR9//BEDBgxQnY7HetTr\n", "ltFotPvY/GGkNbjOnTtj6tSpsnZnpaamBleuXLF7UhmNxoa/65Era9a/f38YDIaGVRzq1dTU4Ny5\n", "c0hMTHRJXFWcqeW1a9cQEBCAFi1aWI3rfV7J4MyqIFT7ItyyZUu0bt3aapxzqml69eqFwMBAu9ct\n", "oHbuRUZG2j1fH8ajvoNr7Awbi8WCHj162E2O+jO5Bg0a5PLcPFVjNevSpQuGDx+OAwcOWI2fOHEC\n", "lZWVLmusejJx4kR88803VmPV1dU4efIkQkND0alTJ0WZqVc/P2znz3fffYdevXph4MCBKtLyeAsX\n", "LsRHH31kN56fn4/HHnvskafI+zqj0YhJkyYhLy/P6uPc8vJyFBUVaX/dau4P92R52I+Wy8rKhMFg\n", "EG+99VbDD5QvXLggYmNjRY8ePRp+iOprmvJD7zZt2oiNGzcKIYS4ffu2GDFihBgyZIioqalxV5oe\n", "a8SIESI2NrZhccXq6mqxZMkSYTAYRE5OjuLs1JsyZYro27evqKioEEIIsXv3bv7Q+xFSU1NFt27d\n", "RHFxccPYxo0bhcFgEB988IHCzDxL/Q+9z507Z/e38+fPi6CgoIYfet+/f1+88MILIjw8XNy6dUtT\n", "HOUNbsaMGSI0NFQEBAQIPz8/ERoaKkJDQ8WlS5catrl3757YvHmzeOaZZ0R0dLTo27evCA0NFS+/\n", "/LIoLy9XmL0aTalZvaNHj4qEhAQRHR0tIiIixJw5c8SNGzcUZO15jh49Kl5++WXRr18/ERMTI7p1\n", "6yaefvppsW/fPtWpeYQ7d+6IJUuWiD59+oiYmBgRFxcndu3apTotj3b69GmRlpYmYmJiRP/+/UWP\n", "Hj1EfHy82LZtm+rUPMLixYtFaGioePzxx4Wfn5/49a9/LUJDQ0VBQYHVdmfPnhXPPvusiIyMFBER\n", "EeL5558XFy5c0ByPqwkQEZFX8qjv4IiIiGRhgyMiIq/EBkdERF6JDY6IiLwSGxwREXklNjgiIvJK\n", "bHBEROSV2OCIiMgrscEREZFXYoMjIiKvxAZHREReiQ2OiIi8EhscERF5pf8Py5GPilMq3s4AAAAA\n", "SUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAG0NJREFUeJzt3XtQVOf9P/D3st4DXrGCUxVUEMSiVoziDSTBTFDX6Fdj\n", "jeSr5qK5qMUZE01MBJNOjbY2GqO1qU7bVEOI0ZAoNtrEoCVWKzIGjPCFDAhV+DmigiCjKPv8/uCS\n", "7AXZXZ7dZ8/u+zWzY3g4nM/nfPbsfnJ2zzmPTgghQERE5GF8VCdARETkDGxwRETkkdjgiIjII7HB\n", "ERGRR2KDIyIij8QGR0REHokNjoiIPBIbHBEReSQ2OCIi8kh2NbiqqiosXLgQPj4+KCsrc1ZORERE\n", "7WZzgzt27BiioqJw4cIF6HS6VpfLz89HQkICwsPDMWzYMCxYsADl5eVSkiUiIrKVzQ1u48aN+Pzz\n", "zzF79my0dvvKsrIyTJ48GZGRkcjPz8fFixeh0+kQExODmpoaaUkTERG1xeYGd/z4cURERDxwmeTk\n", "ZAgh8NZbbwEA9Ho9tmzZgpKSEmzdurV9mRIREdnB5gb3oI8lAaChoQEHDhzAxIkT0alTp5bxwMBA\n", "hIWFIS0tzfEsiYiI7CTtLMri4mLU1tZiyJAhFr8bPHgwCgoKcO/ePVnhiIiIHkhag7t27RoAoHv3\n", "7ha/6969O4xGI27cuCErHBER0QN1UJ1As4qKClRUVKhOg4iIFAoMDERgYKCUdUlrcP7+/gCAW7du\n", "Wfzu1q1b0Ov16N27t9W/raioQGhoKGpra2WlQ0REGtS/f39kZ2dLaXLSGtyQIUPg5+eH4uJii98V\n", "FxcjLCwMHTt2tPq3FRUVqK2txd69exEeHi4rJY8XHx+Pf/7zn6rTsCo/Px+JiYnAVAC9XBS0DEA2\n", "2o6ZAWC6hHg3AXwDr9hv3Xlfc2esm32a3zcqKircq8Hp9XrMmTMHX3zxBerr61vOpKyoqEBBQQGS\n", "k5PbXEd4eDh++ctfykrJ440fP9796xUCoL8L42XbEDMPQKSEWOUAvvGO/VYT+5obYt3UcvgkE2sX\n", "e2/YsAE+Pj5Yv349AOD+/ftYvXo1Bg8ejFWrVjmeJVml1+tVp6BND77ihazgvuYY1k0tmxvc2rVr\n", "ERwcjG3btkGn02HSpEkIDg5GTk5OyzIDBw7EyZMnkZubi/DwcERERMBoNCIzMxO+vr5O2QAiIiJr\n", "bP6I8p133sE777zT5nLh4eE4cuRIu5IiIiJqL06Xo2FGo1F1Ctpk/Vaq9ADc1xzDuqnFBqdhjz32\n", "mOoUtGmo6gS0h/uaY1g3tdjgNGzFihWqU9CmcaoT0B7ua45h3dRymzuZkPMVFRW5bNqi/Px8l8Qh\n", "ImoNG5yXKCoqQmhoqOo0iIhchg1OwwoKChAWFmbTsi1HbnMA+DsvpxZFAL5xQRxHXAPQV3US2mLP\n", "vkY/Yt3Ucsp3cOfPn8esWbMwfPhwREZGIjIyEps3b0ZDQ4MzwnmtV1991f4/8kfjXT6c/XDV7bkc\n", "wTsn2c2hfY1YN8WkH8GVlZVh6tSpmD59OnJzc9GhQwecPXsWMTExuHr1KrZs2SI7pNd6//33Vaeg\n", "TQmqE9Ae7muOYd3Ukn4El5GRgerqaqxevRodOjT2z7FjxyI+Ph779u2THc6rDRw4UHUK2tRTdQLa\n", "w33NMaybWtIbXPO918xn766vr291NgEiIiLZpDe4p556ChEREUhJSUF1dTWAxqO6zMxMvP3227LD\n", "ERERWSW9wfn6+uL48ePQ6/Xw9/dHYGAgFi1ahF27dmHx4sWyw3m1TZs2qU5Bm7JUJ6A93Nccw7qp\n", "Jb3BFRUVISoqCp07d0ZlZSUqKipw5MgRvPbaa1i2bJnscF6trq5OdQradK/tRcgU9zXHsG5qST+L\n", "8o033sCVK1fw5z//GT169AAAPPzww1izZg1WrVqFuXPnIj4+XnZYr7RhwwbVKWjTVLmrc+VdW/z8\n", "/BASEuKyeM24rzmGdVNL+hFcbm4u+vbti549TU9Va76Lxnfffdfq3yYkJMBgMJg8oqOjkZ6ebrLc\n", "sWPHYDAYLP7+5Zdfxp49e0zGcnJyYDAYUFlZaTKenJxs8fFBWVkZDAYDCgoKTMa3b9+OV155xWSs\n", "rq4OBoMBWVmmn3elpqZiyZIlFrnNnz9f+XYAAE6b/VwP4CMApWbjeQDSYWk/APP38x+a1mGNeQrl\n", "TcveNhv/BpYfHVY1LXvNbPwMgGNmY/UATlmJL2M7MgDkmI2VAzjc+J+JiYkYM2aMSx6hoaEoKipq\n", "ScMd9itPeX1wO1y7HampqTAYDIiPj0dAQADi4uKQlJRksf720AlrU3O3w9SpU5GVlYWqqio89NBD\n", "LeN//OMf8fLLL+PDDz9EYmKiyd/k5ORgzJgxOHfuHKd3d5LmGmMpGi/EdrZcAAfhungqYjbHc9Xd\n", "YSob4/F1Qp5Kdi+QfgSXlJQEo9GIVatW4f79+wCA4uJi/O53v0NwcDDmzJkjO6TXMv+/I7KR+dFj\n", "e7nq7jCuaKKt4L7mGNZNLekNbtasWTh+/Dj++9//YsSIEYiMjMTMmTMxa9YsnD59Gt26dZMd0ms9\n", "88wzqlPQps9VJ6A93Nccw7qp5ZSbLcfExCAmJsYZq6afSElJUZ2CNsWqTkB7uK85hnVTixOeahi/\n", "h3GQq74T9CDc1xzDuqnFBkdERB6JDY6IiDwSG5yGmV97QjYyv6aN2sR9zTGsm1pscBqWk8N3aodU\n", "qE5Ae7ivOYZ1U4sNTsN27NihOgVtmq46Ae3hvuYY1k0tpzW4L7/8Eo8++iiioqIQGhqKiIgIrFu3\n", "zlnhiIiITDilwe3evRvLli3De++9h+zsbBQWFmLhwoXYv3+/M8IRERFZkH6h9+XLl7Fy5Ur87W9/\n", "w/Dhw1vGV61ahaioKNnhiIiIrJJ+BPfhhx/i7t27mD7d9IuOrl27Ytq0abLDeTVrd/YmG7Q28wG1\n", "ivuaY1g3taQ3uKysLPTt2xfnzp3DtGnTEBERgVGjRiElJQV3796VHc6rLV++XHUK2vSw6gS0h/ua\n", "Y1g3taR/RFlWVobq6mq88MIL+PzzzzF06FD8+9//xsyZM3HmzBn84x//kB3Sa/GI2EFDVSegPdzX\n", "HMO6qSX9CO7OnTu4e/cu1q1bh6FDG99JoqOjsXz5chw9ehT/+te/ZIckIiKyIL3B+fn5AQBGjRpl\n", "Mt7889mzZ2WHJCIisiC9wTWfOWk0Gk3G9Xq91fGfSkhIgMFgMHlER0dzCvhWtiM9Pd2u7QAAnDb7\n", "uR6NJ12Umo3nAUiHpf0A8s3GfkDrJ26Yp1DetKz5pKPfAMgyG6tqWvaa2fgZAMfMxuoBnLIS39p2\n", "5MO+7ciA5e29yluJJ2M7Wns+Mi3DOWO/AixfH+np6Zp7fVjbDsC1r/P09HSP2A5A/vORmpoKg8GA\n", "+Ph4BAQEIC4uDklJSRbrbw+dEELIXOH+/fsxf/58/P3vf8fChQtbxjdu3Ih169YhMzMTU6ZMMfkb\n", "2dOUe4v58+cjLS3NpmWba4ylcM10MbkADsJ18eyJuR/APBfGk6UcwAdQ8jqxZ1+jH7Fu9pHdC6Qf\n", "wc2dOxeTJk3Cb3/7W1y9ehUAUFRUhO3bt2P69OkWzY0cxxeOg2Q0Ny/Dfc0xrJta0s+i1Ol0yMjI\n", "wBtvvIFx48ahW7duaGhowNKlS3mrLiIichnpDQ5oPNFk27Zt2LZtmzNWT0RE1CbOJkBERB6JDU7D\n", "rJ39RDawdnYoPRD3NcewbmqxwWkY75LgoCGqE9Ae7muOYd3Ucsp3cGSboqIi1NTUOPz3w4YNs3nG\n", "4Px884u+vNgvVCfQPq58Lv38/BASEoIFCxa4LKYnYd3UYoNTpKioCKGhoarTIC2pbvwnMTHRpWEL\n", "CwsREhLi0phEMrDBKdJy5DYHgL8LAhah8S4bpF33mv511T5TCeAg2vUpA5FKTm9wf/rTn/Diiy8i\n", "OTkZycnJzg6nPf5w/C4YpQAG2bhsZduLeA176uaO2rPPOCgrKwuTJk1ybVAPwLqp5dSTTG7evNly\n", "cbdOp3NmKO/0reoENIp1s9vmzZtVp6BJrJtaTm1wb775JiZPnuzMEN5truoENIp1s9vHH3+sOgVN\n", "Yt3UclqDy83NxcGDB5GSkuKsENRJdQIaxbrZrVu3bqpT0CTWTS2nNbiVK1fi7bffRo8ePZwVgoiI\n", "qFVOaXBpaWmora3Fs88+64zVExERtUl6g6urq8OaNWuwfft22asmc+aTZZJtWDe7mU+gSbZh3dSS\n", "3uA2btyIyZMnIzo6WvaqyRw//XUM62a3gQMHqk5Bk1g3taQ2uJKSEuzatctianUAsGXi8ISEBBgM\n", "BpNHdHS0R05l3+JLyyFkADC/A1c5gI8A3P7J2Dg0XrydZbZsVdOy16ys+7TZz/VNy5aajefB+k2J\n", "9wMwv1PUD03rsKbA7Gdr2wHYtx1nYHkUVg/glJX41rZjHOzbjtaeD2vxZGxHa89HtpV4Mrajtefj\n", "/I8/rlixwuWvD094na9YscIjtgOQ/3ykpqbCYDAgPj4eAQEBiIuLQ1JSksX620MnbOk8Ntq9ezd+\n", "85vfoFevXi1j9fX1yM/PR79+/RAQEICwsDCkpqaa/J3sacq1oHmbsRSuuWg3F8BBeG48FTE9PV45\n", "gA/gVa9LUkt2L5B6J5PnnnsOzz33nMlYaWkpgoOD8eKLL2L9+vUywxEREbXK6dPlNB8gSjxQpGbW\n", "PoKktrFudjP/GIxsw7qp5bQGd/PmTQQHB2Py5MnQ6XTYunUrgoODLT6rpXb4p+oENIp1s9urr76q\n", "OgVNYt3UctrNlnv16oWSkhJnrZ4AIEF1AhrFutnt/fffV52CJrFuanFGby3rqToBjWLd7MbT3R3D\n", "uqnFBkdERB6JE542MRqNuH3b/GIg53FlLCIib8QG1+Tp/30aH+1r7WplN5UFgHMp2o91s0t+fj7+\n", "+te/YvHixU6P5efnh5CQEKfHcZVNmzZhzZo1qtPwWmxwTS5fuQwMQONdLlzhNIDL7VzHPRmJeCHW\n", "zTbVjf8kJiYCgMvuL1tYWOgxTa6urk51Cl6NDe6negIY4aJYFyWsY6qEdXgj1s02zf8jMAeAvwvi\n", "VQI4CNTU1LggmGts2LBBdQpeTXqDKy4uxgcffIAjR45ACIH79+8jODgYr7/+OiZN4udCRJrjD9fd\n", "bo1IIulnUb700kv46quvcOzYMeTl5SEvLw9BQUGIiYnBF198ITscERGRVdIbnE6nw5tvvomAgAAA\n", "QIcOHfCHP/wBer0eW7ZskR3Ou/FETMewbvZjzRxifjd9ci3pDe7QoUOYNWuWyViXLl3Qq1cvVFVV\n", "yQ7n3T5XnYBGsW72Y80c8swzz6hOwatJb3AdOlh+rXfjxg1UVlYiLi5OdjjvFqs6AY2KVZ2ABsWq\n", "TkCbUlJSVKfg1VxyJ5Ndu3ahb9++eO2111wRznvwi3/HsG72Y80cwnn01HL6ZQI5OTn4/e9/j88+\n", "+ww/+9nPnB2OiIgIgJOP4PLz8zF79mzs3bsXMTExbS6fkJAAg8Fg8oiOjnbZVPaoB/ARLOcLOwPg\n", "GKwvW2o2ngcgHZb2A8i3Mv6llbEMADlmY+VN8cy/7P8GjXfm+KkqWN8OoPEC85+SsR0/NK3DGvPp\n", "sGRsR2vPxykr8WVsR2vPh7V4Mrajtecj20o8GdvR2vPxf2ZjsrajtefjkumQs17nZWVlMBgMFnO1\n", "bd++Ha+88orJWF1dHQwGA7KyTJ/U1NRULFmyxCK3+fPnu+z9SuvbkZqaCoPBgPj4eAQEBCAuLg5J\n", "SUkW628PnXDSTKTnz5/H7NmzsXv3bjzyyCMPXFb2NOWOiJkag5PXTwL/46KAn6DxYu+lcPzjnxwA\n", "tpYrF8DBdsazh6vj2RPTnrrJiCeLynj/D3Jq9iDlAD6A0vcB2fbs2YNnn31WdRqaIbsXOOUI7syZ\n", "M3jiiSewd+9ek+YWFRXljHDeq0J1AhrFutmPNXNITo75ITO5kvTv4E6ePIkZM2ZgyZIlKCkpMZn0\n", "lE+2ZNNVJ6BRrJv9WDOH7NixQ3UKXk16g1u1ahVu375t9casOp1OdjgiIiKrpDe4c+fOyV4lERGR\n", "3TijNxEReSQ2OC3T2PysboN1sx9r5hBrp9WT67DBadnDqhPQKNbNfqyZQ5YvX646Ba/GCU+1bKjq\n", "BDSKdbOfC2uWn2/tjgjOcf36dfTp08dp6/f397c4e9zPz89jZix3d2xwROQeqhv/SUxMVJuHCxQW\n", "FrLJuQAbHBG5h3tN/85B4yzizlaExluSuSoeAFQCOAjU1NS4KKB3c0qDu3PnDlJSUpCeno7OnTuj\n", "U6dOWL9+PWbOnOmMcN4rH0C46iQ0iHWznytr5g/X3Iqs+TaJzozHfU0pp5xk8vTTT+PQoUM4deoU\n", "vvvuOyQnJ2POnDnIyMhwRjjv9a3qBDSKdbMfa+YY1k0p6Q3uxIkTOHDgAFJSUtC7d28AwIwZM/Do\n", "o4/i17/+texw3q2b6gQ0inWzH2vmGNZNKekN7pNPPgEAixkE4uLiUFxcjOxsa3N+EBERySW9wZ0/\n", "fx49evRoOXprNmTIEABAbm6u7JBEREQWpDe4a9euoXv37hbjzWPXrlmbhZOIiEgut7pMwJUXeJqr\n", "qakBrsP6rMnOcLPp3yL8eDaXvcrQOCmlrcu2N549XB3Pnpj21E1GPFlUxpNVM1vjeUo9zevW9LpX\n", "+V7nzqTXRUgWHR0tevbsaTF+4MABodPpxJ49eyx+V15eLvr37y8A8MEHH3zw4cWP/v37i/Lycin9\n", "SPoR3OjRo3H69GncvHkTvXr1ahkvLi4GAIwcOdLibwIDA5GdnY2KCk4bTETkzQIDAxEYGChlXToh\n", "hJCypiYnTpzA1KlTkZaWhnnz5rWMP/744/jhhx9QVFQkMxwREZFV0hscADz55JP4/vvvcfLkSfTp\n", "0wcZGRl44oknkJ6ejunTp8sOR0REZMEpDe7u3btISUnBZ5991nKrruTkZMyYMUN2KCIiIquc0uCI\n", "iIhUc4sJTy9fvoxp06bBx8ct0tEE1oyItKiqqgoLFy6Ej48PysrK2v6DdlD+7rhv3z5MmjQJZWVl\n", "0Ol0rS63ePFihISEYPTo0SaPp59+2oXZugdbawYAp06dwpQpUzBixAgMGzYML7zwAqqrq12UqXvL\n", "zMxE7969Lfap0aNHo6SkRHV6yt25cwdr165FWFgYRo4cibFjx+LQoUOq03Jrly5dgq+vr9V96ttv\n", "eeflY8eOISoqChcuXHjge1d+fj4SEhIQHh6OYcOGYcGCBSgvL7c/oJSLDRxUVVUlpk6dKsrKysSi\n", "RYuETqdrddnFixeLEydOuDA792RPzbKzs0WXLl3Ejh07hBBC1NXViZiYGBEdHS0aGhpclbLbyszM\n", "FEuWLFGdhtuaO3euGD58uLh+/boQQohDhw6JDh06iMOHDyvOzH2VlJSI2NhY1Wm4rdjYWHHhwgWR\n", "nJwsdDqdKC0ttVimtLRU9OnTR6xZs0YIIcT9+/fFggULxNChQ8WtW7fsiqf0CK5Hjx44fvw4BgwY\n", "YNPygl8X2lWz1atXY/DgwXjppZcAAF27dsWmTZtw+vRp7Nu3z9mpagL3Kes4Kwg5w/HjxxEREfHA\n", "ZZKTkyGEwFtvvQUA0Ov12LJlC0pKSrB161a74in/iJKc4+rVqzh58qTFrA5jx46Fn58f0tLSFGVG\n", "WsBZQcgZ2vpKpaGhAQcOHMDEiRPRqVOnlvHAwECEhYXZ/b6lqQa3b98+xMbG4he/+AXGjBmDdevW\n", "4datW6rTcku5ubkQQrTM4tDMx8cHgwYN4qwOaDx6Kyoqwrx58/Dwww+3fNZ/7tw51akpx1lBHHf1\n", "6lUsWrQI48ePR2hoKGbNmoWvv/5adVqaUFxcjNraWov3LQAYPHgwCgoKcO/ePZvXp5kG5+fnh27d\n", "uuHw4cPIy8vDX/7yF3z66aeYMGECamtrVafndppnbWhtZgfO6gB06tQJ9+7dQ0pKCv7zn/8gOzsb\n", "vr6+iI6OxtGjR1WnpxRnBXGMXq+H0WjE0qVLcfr0aeTl5WHUqFGYNm0a9uzZozo9t9fW+5bRaMSN\n", "GzdsXp+0BpeZmQkfHx+bHoWFhXav/7333sPWrVvh6+sLAIiMjMS7776LixcvYseOHbI2w6WcXTNv\n", "4kgtJ0yYgDNnzrR8J+Dn54edO3eiX79+SEpKUrk5pFEDBgxAQUEBJk6cCADo3LkzNmzYgKioKKxe\n", "vRr19fWKM/Qu0m62HBERgY8//timZfv37y8l5vjx4wE0ngqvRc6smb+/PwBY/Qj31q1b6Nu3r13r\n", "c3eyatmxY0eMHj0ahw8ftrhhuDfx9/e3OnVJ8/7kafuPs40bNw5nz57F999/j9GjR6tOx2219b6l\n", "1+stPjZ/EGkNrm/fvnjyySdlrc6E0WjE9evXLV5Uer2+5fda5MyajRw5EjqdrmUWh2ZGoxGXLl1C\n", "TEyMU+Kq4kgtb968CV9fX3Ts2NFkXOv7lQyOzApCjW/CnTp1QpcuXUzGuU/ZZsiQIfDz87N43wIa\n", "972wsDCL1+uDuNV3cK2dYVNWVoZBgwZZ7BzNZ3KNHTvW6bm5q9Zq1q9fP0yZMgVfffWVyfjZs2dR\n", "W1vrtMaqJbNnz8ann35qMtbQ0IDz588jKCgIffr0UZSZes37h/n+8/XXX2PIkCEYM2aMirTc3sqV\n", "K/Huu+9ajGdnZ+Ohhx5q8xR5b6fX6zFnzhxkZWWZfJxbUVGBgoIC+9+32nvhniwPumi5pKRE6HQ6\n", "8frrr7dcoHzlyhUxatQoMWjQoJYLUb2NLRd6d+3aVezcuVMIIcTt27dFbGysmDBhgjAaja5K023F\n", "xsaKUaNGtUyu2NDQINauXSt0Op1IS0tTnJ168+bNE8OHDxeVlZVCCCEOHz7MC73bsHjxYjFgwABR\n", "WFjYMrZz506h0+nE5s2bFWbmXpov9L506ZLF70pLS4W/v3/Lhd737t0TTz31lAgJCRE1NTV2xVHe\n", "4BYuXCiCgoKEr6+v8PHxEUFBQSIoKEhcvXq1ZZn6+nqxe/du8dhjj4mIiAgxfPhwERQUJJ5//nlR\n", "UVGhMHs1bKlZs1OnTonJkyeLiIgIERoaKpYtWyaqq6sVZO1+Tp06JZ5//nkxYsQIERkZKQYMGCAe\n", "eeQRcfToUdWpuYU7d+6ItWvXimHDhonIyEgRFRUlDh06pDott5aXlyeSkpJEZGSkGDlypBg0aJCI\n", "jo4WH330kerU3MKaNWtEUFCQ6Nmzp/Dx8RE///nPRVBQkDh37pzJchcvXhSPP/64CAsLE6GhoeJX\n", "v/qVuHLlit3xOJsAERF5JLf6Do6IiEgWNjgiIvJIbHBEROSR2OCIiMgjscEREZFHYoMjIiKPxAZH\n", "REQeiQ2OiIg8EhscERF5JDY4IiLySGxwRETkkdjgiIjII7HBERGRR/r/IzgLR4q49j8AAAAASUVO\n", "RK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "039\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAG1hJREFUeJzt3XtQVOf5B/DvATRGUestApmoaKICBvEuRkWs0kRlwYya\n", "sdGKqT9j1VideGutsmpj1Gi9EJ1kqpPUaAiJVhLwEqIGFW8RqAEVIhlQakIciaAi9Qbv7w9hk2VB\n", "OIdz2cN+PzM77bx79rzP++xZnux6znkkIYQAERGRibkZHQAREVF9sZgREZHpsZgREZHpsZgREZHp\n", "sZgREZHpsZgREZHpsZgREZHpsZgREZHpsZgREZHpySpmxcXFePXVV+Hm5ob8/HytYiIiIpKlzsUs\n", "KSkJffv2xfnz5yFJUrXbHDx4EOPGjUP37t0RGBiIgIAAzJs3D9evX1ctYCIioqrqXMzefvttfP75\n", "5xg7diyqu53jTz/9hFGjRsHf3x9ZWVnIyMjA/v37kZiYiAEDBuD27duqBk5ERFSpzsXsyJEjCAgI\n", "eOw2rVu3xooVK2zf3Dp27IhFixbh8uXL2L17d/0iJSIiqkGdi1lNPy1W8vLywk8//eQw/vTTTwN4\n", "9O9tREREWlD1bEYPDw+Hse+++w4AEBoaquZURERENpqemv/gwQP885//xOTJkxEUFKTlVERE5MIc\n", "v0qpaMmSJWjatCm2bt1a67YFBQUoKCjQMhwiInJy3t7e8Pb2lv06zYrZunXrcOjQIRw+fBjNmjV7\n", "7LYFBQXo2rUrSkpKtAqHiIhMwMfHB6mpqbILmibFbNWqVUhISMDXX3+Nli1b1rp9QUEBSkpKsHPn\n", "Tvj5+WkRUoM0cuRIfPXVV0aHYTrMm3zMmTLMmzxZWVmYNGkSCgoKjC9mS5YswYkTJ3Do0CHbN7LE\n", "xESkp6dj2bJlj32tn58fevfurXZIDdbAgQOZLwWYN/mYM2WYN/0oLmbVXTg9d+5cfPTRR1i9ejX2\n", "7t1rGz9+/Dju37+vdCqqgbu7u9EhmBLzJh9zpgzzpp86F7PFixcjLi4OxcXFkCQJgwcPhoeHB/bs\n", "2YPevXsjIyMDmzdvhiRJeP311+1eK0kSpkyZonrwREREgIxitnr1aqxevbrG5wMDA1FeXq5KUERE\n", "RHKwBYyJ8T8elGHe5GPOlGHe9KPpdWakrd/97ndGh2BKWuQtJyfHsJtpN2/eHM8995ymc/BYU4Z5\n", "048kqjuTowbFxcWYNWsWYmNjcfnyZXTo0EGVINLT09GnTx+kpaXxzB8ynZycHHTt2tXQGC5duqR5\n", "QSPSWn1qQZ2/mSUlJWHmzJlo1qzZY286nJWVhTfffBN5eXkoLy9H7969sX79evj4+MgKjMgsfvlG\n", "thOA3tdJZgGYxBZL5PLqXMwq+5l99tlnyMzMrHab/Px8DBkyBNOmTcP+/ftRVlaGyZMnIyQkBOnp\n", "6WjevLlqgRM5Hz8A/GWByAiq9jOLjo6GEAIrVqwA8Ogai/Xr1yMvLw8bN26sX6TkIDs72+gQTIl5\n", "k485U4Z5049q/czKysqwZ88evPDCC2jcuLFt3NvbG927d0dcXJzyKKlaCxcuNDoEU2Le5GPOlGHe\n", "9KPaqfm5ubkoKSlBly5dHJ7r3LkzsrOz8eDBA7WmIwDvvvuu0SGYEvMmH3OmDPOmH9WK2fXr1wEA\n", "LVq0cHiuRYsWKC8vx40bN9SajgDVziZ1NcybfMyZMsybfnjRNBERmZ5qxaxt27YAgFu3bjk8d+vW\n", "Lbi7u6N169aP3ceoUaNgsVjsHsHBwYiPj7fbLikpCRaLxeH1s2bNwvbt2+3G0tPTYbFYUFhYaDce\n", "HR2NNWvW2I3l5+fDYrE4/KNtTEwMFixYYDdWWloKi8WClJQUu/HY2FhMnTrVIbZXXnmF63CBdQDR\n", "ANZUGcsHYAFQ9WSAGAALqoyVVmybUmU8FoDjOoDFDiN8P7gOM6wjNjYWFosFI0eOhJeXF4YPH465\n", "c+c67L/OhEzR0dFCkiRx5coVu/GHDx+KFi1aCIvF4vCagIAA0aNHjxr3mZaWJgCItLQ0ueG4tNWr\n", "VxsdgimpnbfK4xdIE4DQ+aHPZ4fHmjLMmzz1qQWqfTNzd3fHyy+/jJSUFLt2LwUFBcjOzsaECRPU\n", "mooqlJaWGh2CKTFv8jFnyjBv+lFczEQ1d8Favnw53NzcbE04Hz58iPnz56Nz586YN2+e8iipWsuX\n", "Lzc6BFNi3uRjzpRh3vRT52K2ePFi+Pr6YtOmTbZ+Zr6+vkhPT7dt06FDBxw7dgwZGRnw8/NDQEAA\n", "ysvLkZycDE9PT00WQEREpFo/s0p+fn7Yv39/vYIiIiKSg6fmm5jjmXRUF8ybfMyZMsybftjPzMRe\n", "e+01fPHFF0aHYTrMm3zV5ayh93BTA481/bCYmZjVajU6BFNi3uSrmjP2cKsbHmv60aSYnTt3DtHR\n", "0cjJyYGHx6MpJk2ahDfffBPu7u5aTOmS2MhUGeZNvqo5Yw+3uuGxph/Vi1l+fj5CQ0MxevRoZGRk\n", "wMPDA2fPnkVISAiuXbuG9evXqz0lERmGPdzIOah+Asi+fftw8+ZNzJ8/3/atrF+/fhg5ciR27dql\n", "9nRERETqF7PKnxGrtnu5f/8+GjVqpPZ0Lq3q/dCobpg3+ZgzZZg3/ahezH7/+98jICAAVqsVN2/e\n", "BPDo21pycjJWrlyp9nQu7dcXrFPdMW/yMWfKMG/6Ub2YeXp64siRI3B3d0fbtm3h7e2NKVOm4L33\n", "3kNUVJTa07m0LVu2GB2CKTFv8jFnyjBv+lH9BJCcnByMGDEC/fv3R2FhIVq2bIlvvvkGkZGROHny\n", "JN5//321pyQCYNx1T1lZWbrPaXQMzrBmIjtq38J/woQJwt3dXRQVFdmNb9y4UUiSJJKSkhxeU3nb\n", "//bt24vw8HC7x8CBA8XevXvttv/yyy9FeHi4w35mzpwptm3b5rDv8PBwcf36dbvxZcuWObRnuHLl\n", "iggPDxdZWVl245s3bxbz58+3G7tz544IDw8Xx48ftxv/+OOPRVRUlENsEyZM4Do0XMe3335b0YbF\n", "yEeaAJYJYHWVNi1XBBAugKwq45sFML/K2J2KbY9XGf9YAFHVtIB5wQnWrMY6Jghgb5WxLyv2UXXb\n", "8Q5tQvj5MN86Pv74YxEeHi5GjBgh2rdvL0JDQ8WQIUMUt4CRhKjm9vf14Ofnh+LiYhQUFNiNHzhw\n", "AKNHj8batWsxf/58u+fS09PRp08fpKWl8boMUqTyGDLmuqf9AJYCSIP+p6nvAjAJ+q/byDWnA+Df\n", "i4aoPrVA9Z8Zvby88P333+POnTto1qyZbfzy5cu250kdFouFt8pxUJfrniwA1MybM/zkpvX1XlVz\n", "5gxrdn78jOpH9RNA5s6di/LycsybNw8PHz4EAOTm5uKdd96Br68vXn75ZbWndFmzZ882OgSTYt7k\n", "Y86U4GdUP6oXs4iICBw5cgT//e9/0aNHDwQGBiI8PBwRERE4ffo0mjZtqvaULissLMzoEEyKeZOP\n", "OVOCn1H9aHJvxpCQEISEhGixayIiIgfsZ0ZERKbHFjAmFh8fj8jISKPDMKF4AMybPMxZJTnXM379\n", "9dcIDQ1VZV6z9HAzCouZicXGxrKYKRIL/mGWizkDjO/jZoYebkbRrJgdPHgQ69atQ3FxMW7duoVG\n", "jRohMjISb731llZTupy4uDijQzAp5k0+5gwwso+beXq4GUWTYrZt2zasXLkSBw4cgL+/PwBg1apV\n", "+PDDD1nMiKgBYB83Z6N6Mbt69SrmzJmDf/3rX7ZCBgDz5s1D37591Z6OiIhI/bMZd+zYgXv37mH0\n", "6NF2408++SSvuSAiIk2oXsxSUlLQrl07pKWlISwsDAEBAQgKCoLVasW9e/fUns6lTZ061egQTIp5\n", "k485U4Z504vqPzPm5+fj5s2bmDFjBj7//HM8++yzOHXqFMLDw3HmzBkcOHBA7SldFr/pKsW8ycec\n", "KcO86UX1Ynb37l3cu3cPS5YswbPPPgsACA4OxuzZs7FixQocP34cQ4YMUXtalzRx4kSjQzAp5k0+\n", "58uZET3V5M/pfHlrsGQ3jalFUFCQkCRJXLhwwW587969QpIksX79eofXsJ8Z11HfdaSkpFT019qm\n", "Qf+smdXsN61i2+sC2GlgP7MBv5q7vuv49Xht6/j1mvXuZ/ZixdxGPt5SYR1y3o//E6jS58vsn3On\n", "72f26quvIjY2FhkZGejRo4dtPCEhAREREexnRpr4pZ+ZkT3FXGluZ1izK/Wuc40ebk7VzywyMhKx\n", "sbH49ttv7YrZ+fPnAQD9+/dXe0qXlZKSgsGDBxsdhgmlAGDe5HHGnBlxrZfcnxmdMW8Nk+pnM44b\n", "Nw6DBw/GqlWrcO3aNQCPbgETExOD0aNHY+jQoWpP6bLWrl1rdAgmxbzJx5wpw7zpRfVvZpIkYd++\n", "ffjb3/6GAQMGoGnTpigrK8P06dOxZMkStadzaZ988onRIZgU8yYfc6YM86YXTW5n1bx5c2zatAmb\n", "Nm3SYvdUgY1OlWLe5GPOlGHe9MJ+ZkREZHosZkREZHqaF7P3338fbm5uWL58udZTuZwFCxYYHYJJ\n", "MW/yMWfKMG960bSYFRUV2U76kCRJy6lcUocOHYwOwaSYN/mYM2WYN71oWsyWLl3KW1dp6I033jA6\n", "BJNi3uRjzpRh3vSiWTHLyMjAv//9b1itVq2mICIiAqBhMZszZw5WrlyJli1bajUFERERAI2KWVxc\n", "HEpKSvDHP/5Ri91ThezsbKNDMCnmTT7mTBnmTS+qF7PS0lIsWrQIMTExau+aqli4cKHRIZgU8yYf\n", "c6YM86YX1e8A8vbbb2PIkCEIDg5We9dUxbvvvmt0CNXKycnB7du3dZ1TXp8p58ybc2POlGHedCO7\n", "acxj5ObmirZt24offvjBNpaXlyckSRJWq7XG17GfWcNZx6VLlwzuM8V+Zg2/n9mIatasdB1y34/K\n", "dbOfWaUG2c9s27Zt+Pvf/45WrVrZxu7fv4+srCy0b98eXl5e6N69O2JjY+1ex35mDccvfcX07jVl\n", "VJ8pwDl6e7liPzNXmpv9zGqj6s+M06ZNw7Rp0+zGrly5Al9fX/zpT3/CsmXL1JyOnJrevabk9pki\n", "ooZE89tZVX7xU/ELIFVYs2aN0SGYFPMmH3OmDPOmF82KWVFREXx9fTFkyBBIkoSNGzfC19cX27dv\n", "12pKl1NaWmp0CCbFvMnHnCnDvOlFk35mANCqVSvk5eVptXsCePNmxZg3+ZgzZZg3vbAFDBERmR6L\n", "GRERmR6LmYkVFhYaHYJJMW/yMWfKMG96Ub2Y5ebmYvHixQgMDMTzzz8PPz8/jBo1CikpKWpP5fJe\n", "e+01o0MwKeZNPuZMGeZNL6oXs5kzZ+LQoUNISkpCZmYmMjMz0alTJ4SEhOCLL75QezqXxvY6SlmN\n", "DsCErEYHYFJWowNwGaoXM0mSsHTpUnh5eQEAPDw88I9//APu7u5Yv3692tO5tIZ8JwBtMW/yMWfK\n", "MG96Uf3U/ISEBHh42O+2SZMmaNWqFYqLi9WejoiISP1vZlULGQDcuHEDhYWFGD58uNrTERER6XM2\n", "43vvvYd27drhL3/5ix7TuQzeTUUp5k0+5kwZ5k0vmhez9PR0rFu3DnFxcXjqqae0ns6lpKenGx2C\n", "STFv8jFnyjBvetG0mGVlZWHs2LHYuXMnQkJCat1+1KhRsFgsdo/g4GDEx8fbbZeUlASLxeLw+lmz\n", "Zjl8W0lPT4fFYnG4Jis6OtrhRr35+fmwWCzIzrZvdR4TE4MFCxbYjZWWlsJisThcchAbG4upU6c6\n", "xPbKK6+ovo4tW7Y49TqAWXD8L9N0ABY4Xn8TDcebsuZXbFu19XwMgAVVxu5V/O9/qozHAqi6ji0A\n", "XgEQX2U8qWK+qvRcR2nFtlUvZaluHZX7qEqLdWyBtuuQ8358WM2Y3u/HQdRtHVugzvvxnsOrneVz\n", "rvTvbmxsLCwWC0aOHAkvLy8MHz4cc+fOddh/ncnugFZH//nPf0SnTp3EoUOHat22sjmnkoZs5Fwq\n", "30v7xol6PHYaNK+rzu2KazZybtf4G1mfWqDJN7MzZ84gMjISO3fuxG9/+1vbeN++fbWYjoiIXJzq\n", "p+YfO3YMY8aMwdSpU5GXl2d353z+Gw8REWlB9WI2b9483LlzBzExjr/lS5Kk9nQuzWKx8K4qilgA\n", "MG/yMGfKMG96Ub2YpaWlqb1LqsHs2bONDsGkmDf5mDNlmDe98K75JhYWFmZ0CCbFvMnHnCnDvOlF\n", "s07TzkAIgbS0NJSUlBgyf+fOndGhQwdD5s7JycHt27d1nzcrK0v3OYmIGnQxO3/+PPr162fY/H5+\n", "z+PixQzd583JyUHXrl11n5eIyCiaFLO7d+/CarUiPj4eTzzxBBo3boxly5YhPDxci+lqVFpaWvH/\n", "EgF003Vu4B2UlBzWdIb4+HhERkY6jP/yjWwnAD9NY3C0H8BSneeUKx6AY97ocZgzZZg3vWhSzCZP\n", "noyLFy/i5MmTaN26NRITEzF27FjEx8dj9OjRWkxZiw4AntV5zlaaz7BmzZpqi9kv/KB/Cwoz/My4\n", "BvwDIxdzpgzzphfVTwA5evQo9uzZA6vVitatWwMAxowZgxEjRuDPf/6z2tO5tHbt2hkdgkkxb/Ix\n", "Z8owb3pRvZh9+umnAGB35w8AGD58OHJzc5Gamqr2lERE5OJUL2bnzp1Dy5Ytbd/KKnXp0gUAkJGh\n", "/wkRRETUsKlezK5fv44WLVo4jFeOXb9+Xe0piYjIxTnVqflqX6P0S2uE3QBOqbrv2p3D//53B7t2\n", "7dJshhMnTlS7/1/uh7kf+p+QccKgueXMewKAmu+LUWvWc+6qOXOFNasxt1rH2qPPdEO/jrNe61P7\n", "Fv7BwcHiN7/5jcP4nj17hCRJYvv27Q7P/fjjj8LHx6eitQIffPDBBx+u+vDx8RE//vij7Nqj+jez\n", "Xr164fTp0ygqKkKrVr+cnp6bmwsA6Nmzp8NrvL29kZqaioKCArXDISIiE/H29oa3t7fs10lCCKFm\n", "IEePHkVoaCji4uIwfvx42/hLL72E77//Hjk5OWpOR0REpH4xA4AJEybgwoULOHbsGNq0aYN9+/Yh\n", "MjLSwIumiYioIdOkmN27dw9WqxV79+613c4qOjoaY8aMUXsqIiIibYoZERGRntjPzKSuXr2KsLAw\n", "uLnxLawr5oyo4TLsU52RkYFZs2YhICAAgYGB8Pf3x/jx45GZmVnt9idPnsTQoUPRo0cPdOvWDTNm\n", "zMDNmzd1jto57Nq1C4MHD0Z+fj4kSapxu6ioKDz33HPo1auX3WPy5Mk6Rusc6pozgMfa4yQnJ6N1\n", "69YOx1SvXr1+dX2j67p79y4WL16M7t27o2fPnujXrx8SEhKMDsupXb58GZ6entUeUydOnKh9B5Vk\n", "n8yvkm7duomXXnpJ3Lx5UwghxJ07d0RERIRo0qSJOHv2rN22qampokmTJmLLli1CCCFKS0tFSEiI\n", "CA4OFmVlZbrHbqTi4mIRGhoq8vPzxZQpU4QkSTVuGxUVJY4ePapjdM5JTs54rD1ecnKymDp1qtFh\n", "OK1x48YJf39/8fPPPwshhEhISBAeHh4iMTHR4MicV15enhg2bFi992NYMevevbs4d+6c3VhOTo6Q\n", "JEn84Q9/sBsfNmyY8Pf3txs7ffq0kCRJ7NixQ/NYnVVdillycrKOETm/2nLGY+3xkpOTRVRUlNFh\n", "OKXk5GQhSZL49NNP7cZffPFF0aVLF4Oicn5qFTPDfmbMzMx0uID66aefBgAUFxfbxq5du4Zjx445\n", "3IW/X79+aN68OeLi4rQPllwCjzWqD3YMMZZhxczDw/HmI9999x2AR29+pYyMDAghbHfdr+Tm5oaO\n", "HTvyLvy12LVrF4YNG4bnn38effr0wZIlS3Dr1i2jw3JKPNZqJ4RATk4Oxo8fj/79+6Nbt26YOHEi\n", "0tLSjA7NcOwYoty1a9cwZcoUDBw4EF27dkVERAQOHz4sax9OdVrX1q1b0a1bN7z++uu2scq77Nd0\n", "J37ehb9mzZs3R9OmTZGYmIjMzEx88MEH2L17NwYNGoSSkhKjw3M6PNZq17hxYzx48ABWqxXffPMN\n", "UlNT4enpieDgYHz55ZdGh2codgxRxt3dHeXl5Zg+fTpOnz6NzMxMBAUFISwsDNu3b6/zflQpZsnJ\n", "yXBzc6vT49KlS9XuY9++fdi7dy/27NmDJk2aqBGW01Mjb4+zefNmbNy4EZ6engCAwMBAbNiwARcv\n", "XsSWLVvUXo4utM6ZK1GSy0GDBuHMmTMICAgA8Og/mLZu3Yr27dtj7ty5Ri6HTOqZZ55BdnY2Xnjh\n", "BQDAE088geXLl6Nv376YP38+7t+/X6f9qHKj4YCAAHzyySd12tbHx8dh7NixY5gxYwYOHjwIf39/\n", "u+fatm0LANX+NHbr1i20a2fetuT1zZsSAwcOBPDo9HMz0jJnDflYq45auWzUqBF69eqFxMREhxuM\n", "u5K2bdtW28Kk8nhqaMeP1gYMGICzZ8/iwoUL6NWrV63bq1LM2rVrhwkTJih67VdffYXp06dj3759\n", "CAwMdHi+Z8+ekCTJdtf9SuXl5bh8+TJCQkIUzesM6pO32pSXl+Pnn392+AC5u7vbnjcjLXPWkI+1\n", "6ijJZVFRETw9PdGoUSO7cbMfV2pQ0jGEHhX7xo0bO/wiJ/eYMvTfzBISEmzfyCoLWUFBASIiImzb\n", "tG/fHkOHDsWhQ4fsXnv27FmUlJRo9ofNLGq6ADg/Px8dO3Z0OBAqz6jq16+f5rE5q5pyxmOtdmPH\n", "jsXu3bvtxsrKynDu3Dl06tQJbdq0MSgy41UeH1WPn8OHD6NLly7o06ePEWE5vTlz5mDDhg0O46mp\n", "qWjWrJntJ+1a1fvkfoXi4uJE48aNhdVqFR999JHtsWHDBtGpUye7bVNTU8WTTz4ptm7dKoR4dIH1\n", "sGHDxKBBg0R5ebkR4TuFx10zlZeXJyRJEn/9619tF/v+8MMPIigoSHTs2NF2UaerqctF0zzWajZs\n", "2DARFBRka55YVlYmFi9eLCRJEnFxcQZHZ7zx48cLf39/UVhYKIQQIjExkRdN1yIqKko888wz4tKl\n", "S7axrVu3CkmSxNq1a+u8H8NuNNymTRsUFxejuuk7derk8FPPqVOnsGjRIty4cQMPHjxAaGgo1q5d\n", "W+3ZQw3dpEmTcOLECRQWFqK0tBQdOnQAAJw5cwZPPfUUAODBgwfYsWMHPvvsM1y9ehVCCJSWlmLk\n", "yJFYsWIFvLy8jFyC7uqSs0o81mp26tQpfPDBBzh16hTc3NxQVFSErl27YuHChQgLCzM6PMOxY4h8\n", "58+fx/bt23HkyBFIkoTi4mL4+PjgjTfewMSJE+u8H941n4iITM+prjMjIiJSgsWMiIhMj8WMiIhM\n", "j8WMiIhMj8WMiIhMj8WMiIhMj8WMiIhMj8WMiIhMj8WMiIhMj8WMiIhMj8WMiIhMj8WMiIhMj8WM\n", "iIhM7/8BU5EitZ7zCtMAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAG1FJREFUeJzt3Xt0TWf6B/DvTkKVhAoqSVdDaEMSjbiLIokhMxU5CT90\n", "aRnRsdSghlXFjCnBjGIYt7L0N6zOKNK0VDRxaYrGnUqyNNFGnS4hNU0tqQSRujR5f39Ezq/nnETO\n", "2dmXs3O+n7XO0r5nn/0++7HjsY+930cSQggQEREZmIfeARARETUUixkRERkeixkRERkeixkRERke\n", "ixkRERkeixkRERkeixkRERkeixkRERkeixkRERmeU8WsrKwMr776Kjw8PFBUVKRWTERERE5xuJhl\n", "Zmaid+/euHDhAiRJqnWbgwcPYvTo0ejatSvCw8MRFhaG2bNn48aNG4oFTEREZMvhYvbOO+9g7969\n", "GDlyJGpbzvHHH3/E8OHDERoaioKCAuTl5WH//v3IyMhAv379cOfOHUUDJyIiquFwMTty5AjCwsIe\n", "u42vry+WLFliuXLr0KED5s2bhytXrmDXrl0Ni5SIiKgODhezur5arOHn54cff/zRbvyZZ54BUP3v\n", "bURERGpQ9G5GLy8vu7Fvv/0WABATE6PkVERERBaq3pr/8OFD/Otf/8KECRMQERGh5lREROTG7C+l\n", "FLRgwQI0b94cmzZtqnfb4uJiFBcXqxkOERG5OH9/f/j7+zv9OdWK2apVq3Do0CEcPnwYLVq0eOy2\n", "xcXFCA4ORnl5uVrhEBGRAQQEBCA7O9vpgqZKMVu2bBnS09PxxRdfoFWrVvVuX1xcjPLycmzfvh0h\n", "ISFqhNQoDRs2DJ9//rneYRgO8+Y85kwe5s05BQUFGD9+PIqLi/UvZgsWLMDJkydx6NAhyxVZRkYG\n", "cnNzsXDhwsd+NiQkBD179lQ6pEarf//+zJcMzJvzmDN5mDftyC5mtT04PWvWLHzwwQdYvnw59uzZ\n", "Yxk/fvw4Hjx4IHcqqoOnp6feIRgS8+Y85kwe5k07Dhez+fPnIzU1FWVlZZAkCQMHDoSXlxd2796N\n", "nj17Ii8vD+vXr4ckSXj99detPitJEiZOnKh48ERERIATxWz58uVYvnx5ne+Hh4ejqqpKkaCIiIic\n", "wRYwBsa/PMjDvDmPOZOHedOOqs+Zkbp++9vf6h2CIamRN7PZrNti2j4+Pnj++edVnYPnmjzMm3Yk\n", "UdudHHUoKyvD9OnTkZKSgitXriAwMFCRIHJzc9GrVy/k5OTwzh8yHLPZjODgYF1juHTpkuoFjUht\n", "DakFDl+ZZWZmYtq0aWjRosVjFx0uKCjAm2++icLCQlRVVaFnz55YvXo1AgICnAqMyCgsV2SjALTV\n", "ePISAJ+ALZbI7TlczGr6mX388cfIz8+vdZuioiIMGjQIkydPxv79+1FZWYkJEyYgKioKubm58PHx\n", "USxwIpfTFgD/zkakC0X7mS1atAhCCCxZsgRA9TMWq1evRmFhIdauXduwSMnOxYsX9Q7BkJg35zFn\n", "8jBv2lGsn1llZSV2796NF198EU2bNrWM+/v7o2vXrkhNTZUfJdVq7ty5eodgSMyb85gzeZg37Sh2\n", "a/7ly5dRXl6Ozp07273XqVMnXLx4EQ8fPlRqOgLw7rvv6h2CITFvzmPO5GHetKNYMbtx4wYAoGXL\n", "lnbvtWzZElVVVbh586ZS0xGg2N2k7oZ5cx5zJg/zph0+NE1ERIanWDFr27b6nuTbt2/bvXf79m14\n", "enrC19f3sfsYPnw4TCaT1SsyMhJpaWlW22VmZsJkMtl9fvr06di6davVWG5uLkwmE0pKSqzGFy1a\n", "hBUrVliNFRUVwWQy2f2j7YYNG/DWW29ZjVVUVMBkMuHEiRNW4ykpKZg0aZJdbC+//DKPww2OA18A\n", "sA4BKAOwE8ANm/GzADJtxh482vaqzXg+gDTYO2Q/xN8PHocRjiMlJQUmkwnDhg2Dn58fhgwZglmz\n", "Ztnt31FOPTQNAMnJyViyZIndQ9OVlZXw9fVFdHQ09u7da/WZbt26QZKkOm/p50PT8qxYsQLz5s3T\n", "OwzDUTpvNecvpkD7W/N/APC/UP1nh+eaPMybcxpSCxS7MvP09MSoUaNw4sQJq3YvxcXFuHjxIsaO\n", "HavUVPRIRUWF3iEYEvPmPOZMHuZNO7KLWW0XdIsXL4aHh4elCecvv/yCOXPmoFOnTpg9e7b8KKlW\n", "ixcv1jsEQ2LenMecycO8acfhYjZ//nwEBQVh3bp1ln5mQUFByM3NtWwTGBiIY8eOIS8vDyEhIQgL\n", "C0NVVRWysrLg7e2tygEQEREp1s+sRkhICPbv39+goIiIiJzBW/MNzO5OOnII8+Y85kwe5k077Gdm\n", "YK+99ho+/fRTvcMwHObNebXlrLH3cFMCzzXtsJgZWHJyst4hGBLz5jzbnLGHm2N4rmlHlWJ2/vx5\n", "LFq0CGazGV5e1VOMHz8eb775Jjw9PdWY0i3xmTx5mDfn2eaMPdwcw3NNO4oXs6KiIsTExCAuLg55\n", "eXnw8vLCuXPnEBUVhevXr2P16tVKT0lEemEPN3IRit8Asm/fPty6dQtz5syxXJX16dMHw4YNw44d\n", "O5SejoiISPliVvM1om27lwcPHqBJkyZKT+fWbNdDI8cwb85jzuRh3rSjeDF75ZVXEBYWhuTkZNy6\n", "dQtA9dVaVlYWli5dqvR0bu3XD6yT45g35zFn8jBv2lG8mHl7e+PIkSPw9PRE27Zt4e/vj4kTJ2Lz\n", "5s1ISkpSejq3tnHjRr1DMCTmzXnMmTzMm3YUvwHEbDZj6NCh6Nu3L0pKStCqVSt8+eWXSExMxKlT\n", "p/Dee+8pPSURAP2eeyooKNB8Tr1jcIVjJrIiFDZ27Fjh6ekpSktLrcbXrl0rJEkSmZmZdp/JyckR\n", "AET79u1FfHy81at///5iz549Vtt/9tlnIj4+3m4/06ZNE1u2bLHbd3x8vLhx44bV+MKFC8Xy5cut\n", "xq5evSri4+NFQUGB1fj69evFnDlzrMbu3r0r4uPjxfHjx63Gd+7cKZKSkuxiGzt2LI9DxeP46quv\n", "BAB9X1MgEAWBoRBI/tVrFgSCITDdZvwlCAywGfvLo20n2Yz/DwQibMaSIfCsCxyzEscRBoGXbcbG\n", "P9qH7bah1XPn5OSofl41lp8PVzyOnTt3ivj4eDF06FDRvn17ERMTIwYNGmT3e+sop/uZ1SckJARl\n", "ZWUoLi62Gj9w4ADi4uKwcuVKzJkzx+o99jOjhrL0FNPjuSczqpty6tHPLA/AJ9D+uPU8Zo16uJH2\n", "GlILFP+a0c/PD9999x3u3r2LFi1aWMavXLlieZ+UYTKZuFSOLUeee9oJ4BUF53SF5ffUft7LNmeu\n", "cMwGwJ9R7Sh+A8isWbNQVVWF2bNn45dffgEAXL58Gf/4xz8QFBSEUaNGKT2l25oxY4beIRhTX70D\n", "MCDmTBb+jGpH8WKWkJCAI0eO4Pvvv0e3bt0QHh6O+Ph4JCQk4MyZM2jevLnSU7qt2NhYvUMwpuf0\n", "DsCAmDNZ+DOqHVXWZoyKikJUVJQauyYiIrLDfmZERGR4bAFjYGlpaUhMTNQ7DOMpABCidxAGw5xZ\n", "OPM84xdffIGYmBhF5jVKDze9sJgZWEpKCouZHBfAP5idxZwB0L+PmxF6uOlFtWJ28OBBrFq1CmVl\n", "Zbh9+zaaNGmCxMRE/P3vf1drSreTmpqqdwjGNEbvAAyIOQOgYx83A/Vw04sqxWzLli1YunQpDhw4\n", "gNDQUADAsmXL8O9//5vFjIiMj33cXI7ixezatWuYOXMm/vOf/1gKGQDMnj0bvXv3Vno6IiIi5e9m\n", "3LZtG+7fv4+4uDir8SeffJLPXBARkSoUL2YnTpxAu3btkJOTg9jYWISFhSEiIgLJycm4f/++0tO5\n", "tUmTJukdgjGl6R2AATFn8jBvmlH8a8aioiLcunULU6dOxd69e/Hcc8/h9OnTiI+Px9mzZ3HgwAGl\n", "p3RbvNKVqbPeARgQcyYP86YZxYvZvXv3cP/+fSxYsADPPVe9Bk5kZCRmzJiBJUuW4Pjx4xg0aJDS\n", "07qlcePG6R2CMb2gdwAG5II506OnmtNzumDeGivFv2b08fEBAERERFiN1/z/uXPn6vzs8OHDYTKZ\n", "rF6RkZFIS7O+Vs/MzITJZLL7/PTp07F161arsdzcXJhMJpSUWC/zvWjRIqxYscJqrKioCCaTCRcv\n", "XrQa37BhA9566y2rsYqKCphMJpw4ccJqPCUlpdav/15++WUeh4rH8fPPP1f/x482QeSj9q96Pkb1\n", "g8C/9h2qV4e3tQ9Ars3YD4+2vWsz/gWAEzZjZY+2vWEzfhZAps3Yg0fbXrUZr+s4ztYyZsTjcOb3\n", "40j1L+PHj0evXr00fY0fP/7/Y9PyvMq2/7jRf85TUlJgMpkwbNgw+Pn5YciQIZg1a5b9gTpI8X5m\n", "r776KlJSUpCXl4du3bpZxtPT05GQkMB+ZqQKSz8zPXuKudPcrnDM7tS7zk16uLlUP7PExESkpKTg\n", "q6++sipmFy5cAAD07cteEko5ceIEBg4cqHcYxnMVQAe9gzAYV8yZHs96OdvHzRXz1kgp/jXj6NGj\n", "MXDgQCxbtgzXr18HUL0EzIYNGxAXF4fBgwcrPaXbWrlypd4hGNNJvQMwIOZMHuZNM4pfmUmShH37\n", "9uGvf/0r+vXrh+bNm6OyshJTpkzBggULlJ7OrX344Yd6h2BMo/UOwICYM3mYN82ospyVj48P1q1b\n", "h3Xr1qmxe3qEjU5laqp3AAbEnMnDvGmG/cyIiMjwWMyIiMjwVC9m7733Hjw8PLB48WK1p3I7ts+S\n", "kINsn4mi+jFn8jBvmlG1mJWWllpu+pAkSc2p3FJgYKDeIRhTK70DMCDmTB7mTTOqFrO3336bS1ep\n", "6I033tA7BGPqp3cABsScycO8aUa1YpaXl4dPPvkEycnJak1BREQEQMViNnPmTCxduhStWvE6m4iI\n", "1KVKMUtNTUV5eTn+8Ic/qLF7esR2gVFykO1CuVQ/5kwe5k0ziheziooKzJs3Dxs2bFB612Rj7ty5\n", "eodgTJ/rHYABMWfyMG+aUXwFkHfeeQeDBg1CZGSk0rsmG++++67eIdTKbDbjzp07ms7pVJ+p4erF\n", "0WgxZ/Iwb5pR9MqssLAQmzdvtutLBQCOdJphPzPnjiMwMNDljsNsNiM4OFi/PlOO9DN7CuxnVsPR\n", "43gKrtPP7HwtY1r/fjjaz+wpsJ/Zrximn9mWLVvwt7/9Da1bt7aMPXjwAAUFBWjfvj38/PzQtWtX\n", "pKSkWH2O/cwaD0tfMa17TenVZwpwjd5e7tjPzJ3mZj+zein6NePkyZMxefJkq7GrV68iKCgIf/zj\n", "H7Fw4UIlpyNXpnWvKWf7TBFRo6L6clY1F34KN7QmoNavc8kBtl87Uf2YM3mYN82oVsxKS0sRFBSE\n", "QYMGQZIkrF27FkFBQXbfrZJ8FRUVeodgTA/1DsCAmDN5mDfNqNLPDABat26NwsJCtXZPABdvlitG\n", "7wAMiDmTh3nTDFvAEBGR4bGYERGR4bGYGZjtMxzkINtneKh+zJk8zJtmFC9mly9fxvz58xEeHo4X\n", "XngBISEhGD58uN3DetRwr732mt4hGNNevQMwIOZMHuZNM4oXs2nTpuHQoUPIzMxEfn4+8vPz0bFj\n", "R0RFReHTTz9Vejq3xvY6MkXrHYABResdgEFF6x2A+1C8mEmShLfffht+fn4AAC8vL/zzn/+Ep6cn\n", "Vq9erfR0bq0xrwSgKq1XjWgMmDN5mDfNKH5rfnp6Ory8rHfbrFkztG7dGmVlZUpPR0REpPyVmW0h\n", "A4CbN2+ipKQEQ4YMUXo6IiIibe5m3Lx5M9q1a4c///nPWkznNriaiky2K5VT/ZgzeZg3zahezHJz\n", "c7Fq1Sqkpqbi6aefVns6t5Kby58UWYr1DsCAmDN5mDfNqFrMCgoKMHLkSGzfvh1RUVH1bs9+Zs4d\n", "x8aNG136ODTtA/bLo18d6WcWB/Yzq+HoccSB/cxsY3PkOOLAfma/Yph+Zr92/vx5jBw5Elu2bMFv\n", "fvObx27LfmaNh6WfGftrNe653fGY9Zyb/czqpcqV2dmzZ5GYmIjt27dbFbLevXurMR0REbk5xW/N\n", "P3bsGEaMGIFJkyahsLDQauV8/hsPERGpQfFiNnv2bNy9excbNmywe0+SJKWnc2smk4mrqsixE8Ar\n", "egdhMMyZPMybZhQvZjk5OUrvkuowY8YMvUMwpr56B2BAzJk8zJtmuGq+gcXGxuodgjE9p3cABsSc\n", "ycO8aUa1TtOuQAiBnJwclJeX6zJ/p06dEBgYqMvcZrMZd+7c0XzeggLb+6uJiNTXqIvZhQsX0KdP\n", "H93mDwkLwTcXvtF8XrPZjODgYM3nJSLSiyrF7N69e0hOTkZaWhqeeOIJNG3aFAsXLkR8fLwa09Wp\n", "oqKi+j9eAdBG06mBU0D5T+peEaalpSExMdFu3HJFNgpAW1VDsGdG9YOqrqwAQIjeQRgMcyYP86YZ\n", "VYrZhAkT8M033+DUqVPw9fVFRkYGRo4cibS0NMTFxakx5eO1gvbFrJn6U6xYsaLWYmbRFto/VGqE\n", "5tcnwT9gnMWcycO8aUbxG0COHj2K3bt3Izk5Gb6+vgCAESNGYOjQofjTn/6k9HRurV27dnqHYEzN\n", "9Q7AgJgzeZg3zShezD766CMAsFvCasiQIbh8+TKys2tZZIyIiKgBFC9m58+fR6tWrSxXZTU6d+4M\n", "AMjLy1N6SiIicnOKF7MbN26gZcuWduM1Yzdu2C5VTURE1DAudWu+0s8oWVojfA3ge0V3Xb8fgZ8r\n", "fsaOHTtUm+LkyZO17t+yHqYZ2t+QUQR95nZm3iJUr36ux9xK02pu25y5wzErMbdS51pp9S+N/TnO\n", "Bh2fUFhkZKR46qmn7MZ3794tJEkSW7dutXvvhx9+EAEBAQIAX3zxxRdfbvwKCAgQP/zwg9O1R/Er\n", "sx49euDMmTMoLS1F69atLeOXL18GAHTv3t3uM/7+/sjOzkZxMduyEhG5M39/f/j7+zv9OcWbcx49\n", "ehQxMTFITU3FmDFjLOMvvfQSvvvuO5jNZiWnIyIiUqfT9NixY/H111/j2LFjaNOmDfbt24fExET9\n", "HpomIqJGTZVidv/+fSQnJ2PPnj2W5awWLVqEESNGKD0VERGROsWMiIhIS+xnZlDXrl1DbGwsPDz4\n", "W+go5oyo8dLtpzovLw/Tp09HWFgYwsPDERoaijFjxiA/P7/W7U+dOoXBgwejW7du6NKlC6ZOnYpb\n", "t25pHLVr2LFjBwYOHIiioiJIklTndklJSXj++efRo0cPq9eECRM0jNY1OJozgOfa42RlZcHX19fu\n", "nOrRo8f/P9/oxu7du4f58+eja9eu6N69O/r06YP09HS9w3JpV65cgbe3d63n1MmTJx3fkdM38yuk\n", "S5cu4qWXXhK3bt0SQghx9+5dkZCQIJo1aybOnTtntW12drZo1qyZ2LhxoxBCiIqKChEVFSUiIyNF\n", "ZWWl5rHrqaysTMTExIiioiIxceJEIUlSndsmJSWJo0ePahida3ImZzzXHi8rK0tMmjRJ7zBc1ujR\n", "o0VoaKj46aefhBBCpKenCy8vL5GRkaFzZK6rsLBQREdHN3g/uhWzrl27ivPnz1uNmc1mIUmS+P3v\n", "f281Hh0dLUJDQ63Gzpw5IyRJEtu2bVM9VlflSDHLysrSMCLXV1/OeK49XlZWlkhKStI7DJeUlZUl\n", "JEkSH330kdX47373O9G5c2edonJ9ShUz3b5mzM/Pt3uA+plnngEAlJWVWcauX7+OY8eO2a3C36dP\n", "H/j4+CA1NVX9YMkt8FyjhmDHEH3pVsy8vOwXH/n2228BVP/m18jLy4MQwrLqfg0PDw906NCBq/DX\n", "Y8eOHYiOjsYLL7yAXr16YcGCBbh9+7beYbkknmv1E0LAbDZjzJgx6Nu3L7p06YJx48YhJydH79B0\n", "x44h8l2/fh0TJ05E//79ERwcjISEBBw+fNipfbjUbV2bNm1Cly5d8Prrr1vGalbZr2slfq7CXzcf\n", "Hx80b94cGRkZyM/Px/vvv49du3ZhwIABKC8v1zs8l8NzrX5NmzbFw4cPkZycjC+//BLZ2dnw9vZG\n", "ZGQkPvvsM73D0xU7hsjj6emJqqoqTJkyBWfOnEF+fj4iIiIQGxuLrVu3OrwfRYpZVlYWPDw8HHpd\n", "unSp1n3s27cPe/bswe7du9GsWTMlwnJ5SuTtcdavX4+1a9fC29sbABAeHo41a9bgm2++wcaNG5U+\n", "HE2onTN3IieXAwYMwNmzZxEWFgag+i9MmzZtQvv27TFr1iw9D4cM6tlnn8XFixfx4osvAgCeeOIJ\n", "LF68GL1798acOXPw4MEDh/ajyELDYWFh+PDDDx3aNiAgwG7s2LFjmDp1Kg4ePIjQ0FCr99q2bQsA\n", "tX41dvv2bbRr105GxK6hoXmTo3///gCqbz83IjVz1pjPtdoolcsmTZqgR48eyMjIsFtg3J20bdu2\n", "1hYmNedTYzt/1NavXz+cO3cOX3/9NXr06FHv9ooUs3bt2mHs2LGyPvv5559jypQp2LdvH8LDw+3e\n", "7969OyRJsqy6X6OqqgpXrlxBVFSUrHldQUPyVp+qqir89NNPdj9Anp6elveNSM2cNeZzrTZyclla\n", "Wgpvb280adLEatzo55US5HQMoepi37RpU7tv5Jw9p3T9N7P09HTLFVlNISsuLkZCQoJlm/bt22Pw\n", "4ME4dOiQ1WfPnTuH8vJy1f5gM4q6HgAuKipChw4d7E6Emjuq+vTpo3psrqqunPFcq9/IkSOxa9cu\n", "q7HKykqcP38eHTt2RJs2bXSKTH8154ft+XP48GF07twZvXr10iMslzdz5kysWbPGbjw7OxstWrSw\n", "fKVdrwbf3C9TamqqaNq0qUhOThYffPCB5bVmzRrRsWNHq22zs7PFk08+KTZt2iSEqH7AOjo6WgwY\n", "MEBUVVXpEb5LeNwzU4WFhUKSJPGXv/zF8rDvf//7XxERESE6dOhgeajT3Tjy0DTPtbpFR0eLiIgI\n", "S/PEyspKMX/+fCFJkkhNTdU5Ov2NGTNGhIaGipKSEiGEEBkZGXxouh5JSUni2WefFZcuXbKMbdq0\n", "SUiSJFauXOnwfnRbaLhNmzYoKytDbdN37NjR7que06dPY968ebh58yYePnyImJgYrFy5sta7hxq7\n", "8ePH4+TJkygpKUFFRQUCAwMBAGfPnsXTTz8NAHj48CG2bduGjz/+GNeuXYMQAhUVFRg2bBiWLFkC\n", "Pz8/PQ9Bc47krAbPtbqdPn0a77//Pk6fPg0PDw+UlpYiODgYc+fORWxsrN7h6Y4dQ5x34cIFbN26\n", "FUeOHIEkSSgrK0NAQADeeOMNjBs3zuH9cNV8IiIyPJd6zoyIiEgOFjMiIjI8FjMiIjI8FjMiIjI8\n", "FjMiIjI8FjMiIjI8FjMiIjI8FjMiIjI8FjMiIjI8FjMiIjI8FjMiIjI8FjMiIjI8FjMiIjK8/wPH\n", "lvBsUqW02gAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "040\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbkAAACTCAYAAAATFGfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAGjdJREFUeJzt3X1QVNf9P/D3ZRWNAWIUK9CqCOFhBVEEW/EhoEYzobIG\n", "Jz5QtWo7SVqNqU4wwXQiYNsJZmp9Np3vhPQfkdjE0Sh1lEarBh2NLD8rxGWgBdlUdxzwCZGxKnt+\n", "fyg0y6Luvexy9i7v18wdnbOXez73w7n74e7ee48ihBAgIiLyQX6yAyAiIvIUFjkiIvJZLHJEROSz\n", "WOSIiMhnscgREZHPYpEjIiKfxSJHREQ+i0WOiIh8FoscERH5LBY5IiLyWS4Xubq6OuTk5CAhIQGj\n", "R4+G0WhEeno6ysrKnNa1WCxIT0+H0WhETEwMsrKycOXKFbcGTkRE9DQuF7nly5fjq6++QmlpKSor\n", "K1FZWYnw8HCkpqbiwIEDHetZrVZMmTIFCQkJsFgsuHjxIhRFQWpqKm7fvu2RnSAiIuqKy0VOURR8\n", "8MEHCAkJAQD06dMHf/rTn2AwGLBx48aO9XJzcyGEwPr16wGg4/X6+nps3rzZzeETERE9nuLqLAQP\n", "HjxAnz59nNqHDh2KkJAQ/POf/0RbWxuef/55pKWlOZzdAUB8fDwAoKqqyg1hExERPZ3LZ3JdFbjr\n", "16+jqakJ06ZNA/Dwe7uWlhZERkY6rRsREYHq6mrcv3+/G+ESERG5rltXV/75z3/GkCFDsHbtWgBA\n", "Y2MjACAoKMhp3aCgINjtdly/fr07XRIREbnM+fTMRRUVFfjjH/+Iffv24Qc/+EG3A7HZbLDZbN3e\n", "DhER6VtoaChCQ0Pdsi1NRc5isSAzMxO7du1CampqR3twcDAAoLm52elnmpubYTAYMGjQIKfXbDYb\n", "oqOj0dLSoiUcIiLyIWFhYSgvL3dLoVNd5M6fP4/MzEx8+umnmD59usNrkZGRCAwMRF1dndPP1dXV\n", "ITY2Fn379nV6zWazoaWlBbt27YLRaFQbUq82Y8YM/P3vf5cdhq4wZ9owb+oxZ+pZLBYsWrQINput\n", "54vc2bNnMX/+fBQVFWHSpEkd7cnJySgvL4fBYMCcOXNw4MAB3Lt3D/7+/gAeFrHq6mrk5uY+cftG\n", "oxHjxo3TsBu914QJE5gzlZgzbZg39Zgz+VwucidPnsSsWbOwbNky1NfXo76+vuO1ioqKjv/n5+ej\n", "pKQE69atQ0FBAR48eIDs7GxERERg9erV7o2eYDAYZIegO8yZNsybesyZfC4XudWrV+POnTvYtm2b\n", "02uKonT8f/jw4Th58iTeeecdGI1G2O12jBs3DsePH0dAQIB7oibSodraWulP/QkMDERUVJTUGIh6\n", "kstFzmw2u7xRo9GIQ4cOaQqIyBfV1tYiOjpadhgAgJqaGhY66jU030JA3sFut8sOQXdk5Ox/Z3C7\n", "AMi6uMoCYJHms0mONfWYM/lY5HTu5Zdflh2C7sjNmRGAPi9E4FhTjzmTj/PJ6dzKlStlh6A7zJk2\n", "zJt6zJl8LHJEROSzWOSIiMhnscjpXHV1tewQdIc504Z5U485k49FTufeffdd2SHoDnOmDfOmHnMm\n", "H4uczm3fvl12CLrDnGnDvKnHnMnHIqdzw4cPlx2C7jBn2jBv6jFn8rHIERGRz1Jd5G7evImFCxfC\n", "z88PVqvVEzERERG5haoiV1paiuTkZFRVVTk8lPn78vLyMGLECCQmJjosneeeI/fYsGGD7BB0hznT\n", "hnlTjzmTT9VjvT788EN8+eWX+Pzzz1FZWdnlOoqi4He/+x1+/vOfuyVAerLW1lbZIegOc6YN86Ye\n", "cyafqiJ37NgxKIqCzz///InrCSG6FRS5Lj8/X3YIXq/zFDezZ892mAOxJ1gslh7tzxM41tRjzuRT\n", "VeQe9xElkbfypiluiKjneWQWgsOHD2PXrl1obGyE3W7H1KlTsXbtWoSEhHiiO6LH8o4pbgDgEIAP\n", "JPZP1Du5vcgNGDAAfn5+KC4uRnBwMC5duoQFCxYgKSkJ33zzDX74wx+6u8terampCcHBwbLD0IHv\n", "T3HTBKCnc6b/jys51tRjzuRz+31ya9asQVFRUccvNjw8HJ9++ilsNht+//vfu7u7Xu8Xv/iF7BB0\n", "iDnTgmNNPeZMvh65GXzUqFEIDAzE6dOnn7heeno6TCaTw5KSkoL9+/c7rFdaWgqTyeT08ytWrEBh\n", "YaFDW0VFBUwmE5qamhzac3NznS7vtVqtMJlMTg9V3bZtG9asWePQ1traCpPJhLKyMof24uJiLFu2\n", "zCm2+fPne2Q/QkJCfGI/PPX7OHz4sFNcQB6A+QD2d2ovBeC8H8AKAIWd2ioerdvUqT0XQOfLxq0A\n", "Nnax3W0A1nRqa3203bJO7cUAnH8f6vajwKlFze/jzTff5LhSuR95eXk+sR+AZ34fxcXFmDFjBkJC\n", "QjBt2jSYTCasWrXKqY9uERrk5uYKRVFEQ0OD02s2m63Lnxk4cKCIj4/v8jWz2SwACLPZrCUcosdq\n", "H1uAWQBC4rLLC+LgcUbez931wO1ncmFhYbDZbA5t//73v3Hr1i2MHz/e3d0RERE9VreKnHjM/XBr\n", "167F3bt3AQC3bt3Cr3/9awwcOBDvv/9+d7ojIiJSRVWRy8nJwciRI7FlyxYoioLJkydj5MiRDjfW\n", "7t69G7du3UJycjJGjx6N0aNHIzg4GGfPnsULL7zg9h3o7Tp/Fk6uYM604FhTjzmTT1WRKygoQH19\n", "PW7cuIG2tjZ89913qK+vx7hx4zrWWbBgAfbt24eqqipUVlbCarVi9+7diIqKcnvwhB5/codvYM60\n", "4FhTjzmTj1Pt6NyOHTtkh6BDzJkWHGvqMWfyscgREZHPYpEjIiKfxSJHREQ+i0VO57p6AgE9DXOm\n", "BceaesyZfCxyOvfWW2/JDkGHmDMtONbUY87kY5HTuZkzZ8oOQYeYMy041tRjzuRjkSMiIp/FIkdE\n", "RD6LRU7nOk+HQa5gzrTgWFOPOZNPdZG7efMmFi5cCD8/P1itVk/ERCoUFxfLDkGHmDMtONbUY87k\n", "U1XkSktLkZycjKqqKiiK8tj1LBYL0tPTYTQaERMTg6ysLFy5cqXbwZKzPXv2yA5Bh5gzLTjW1GPO\n", "5FNV5D788EN8+eWXyMzMfOw0O1arFVOmTEFCQgIsFgsuXrwIRVGQmpqK27dvuyVoIiIiV6gqcseO\n", "HUNcXNwT18nNzYUQAuvXrwcAGAwGbNy4EfX19di8ebP2SImIiFRSVeSe9BElALS1tWHv3r2YNGkS\n", "/P39O9pDQ0MRGxvLU3ciIupRbr26sq6uDi0tLYiMjHR6LSIiAtXV1bh//747u+z1li1bJjsEHWLO\n", "tOBYU485k8+tRa6xsREAEBQU5PRaUFAQ7HY7rl+/7s4uez0+UUEL5kwLjjX1mDP5eJ+czmVlZckO\n", "QYeYMy041tRjzuRza5ELDg4GADQ3Nzu91tzcDIPBgEGDBj3259PT02EymRyWlJQUpxsqS0tLu3y6\n", "94oVK1BYWOjQVlFRAZPJhKamJof23NxcbNiwwaHNarXCZDKhurraoX3btm1Ys2aNQ1traytMJhPK\n", "ysoc2ouLi7v8iGL+/PncDwn7cfjwYae4Hu0JnG8KL0XXMxSsAFDYqa3i0bpNndpzAWzo1GYFsLGL\n", "7W4DsKZTW+uj7ZZ1ai9G1x+zqtmPAqcWjivuh8z9KC4uxowZMxASEoJp06bBZDJh1apVTn10i9Ag\n", "NzdXKIoiGhoaHNofPHgggoKChMlkcvqZuLg4ER8f3+X2zGazACDMZrOWcIgeq31sAWYBCInLLi+I\n", "g8cZeT931wO3nskZDAbMmTMHZWVluHfvXke7zWZDdXU15s2b587uCHD6y4xcwZxpwbGmHnMmX7eK\n", "nOjihvD8/Hz4+flh3bp1AIAHDx4gOzsbERERWL16dXe6oy589NFHskPQIeZMC4419Zgz+VQVuZyc\n", "HIwcORJbtmyBoiiYPHkyRo4ciYqKio51hg8fjpMnT+LChQswGo2Ii4uD3W7H8ePHERAQ4PYd6O0+\n", "++wz2SHoEHOmBceaesyZfH3UrFxQUICCAucvrzszGo04dOiQ5qDIdQMGDJAdgg4xZ1pwrKnHnMnH\n", "WwiIiMhnscgREZHPYpHTuc73w5ArmDMtONbUY87kY5HTueHDh8sOQYeYMy041tRjzuRjkdO5lStX\n", "yg5Bh5gzLTjW1GPO5GORIyIin8UiR0REPotFTuc6P5yVXMGcacGxph5zJp+qm8HJ+7z77rs4cOCA\n", "7DB05l0AvTdnFotF08+tXr0amzZtcksMgYGBiIqKcsu2vBmPT/lY5HRu+/btskPQod6aMysAYNGi\n", "RZq3kJSU5K5gUFNT4/OFjsenfCxyOsdLlLXorTm78+jfXQCMEuOwAFiE27dvS4yhZ/D4lM8jRe7S\n", "pUuIj4/v8q+07du3Y9KkSZ7olohcYgQwTnYQRD3CY2dy48ePxz/+8Q9PbZ6IiOipeHWlzn1/Knly\n", "FXOmDfOmFo9P+VjkdK61tVV2CDrEnGnDvKnF41M+jxW5q1evYsmSJZgwYQKio6Mxe/ZsHD161FPd\n", "9Vr5+fmyQ9Ah5kwb5k0tHp/yeaTIGQwG2O12vPHGGzhz5gwqKysxduxYzJw5E4WFhZ7okoiIyIlH\n", "LjwZNmyYw53+/fr1Q35+Pg4fPozs7GwsXrwY/v7+nuiaiHRC603p7tRbbkrv1UQPWrlypVAURVRU\n", "VDi0m81mAUAMHTpUZGRkOCwTJkwQ+/btc1j/yJEjIiMjw2n7y5cvF5988onTtjMyMkRjY6ND+7p1\n", "60RBQYFDW0NDg8jIyBAWi8WhfevWrSI7O9uh7c6dOyIjI0N8/fXXDu27d+8WS5cudYpt3rx5HtmP\n", "7Oxsn9gPT/0+/vCHPwgAAjALQDxaGgUwTwD7vtcmBHBEABmd2oQAlgvgk05t5kfrNnZqXyeAgk5t\n", "DQJI7CKOrQLI7rTunUfb/bpT+24BLO0iNjX78VIXMajZj//3aF1Lp3a1+zHtURzesdTU1KgeV64e\n", "H42NjV59fMg+znfv3i1eeuklMXToUDF16lSRkZEhpkyZIgAIs9ns1JcWihBCuLtwNjc3w9/fH/37\n", "93doX716NbZs2YJz5845PDmhoqICSUlJMJvNGDeO9++oYTKZ+NigJ2gfW4AZ/7s3zISef6xXEYBF\n", "neLoad2NwV15a4/DO25K9+T7Do9P9dxdDzzyceXbb7+NmJgYrF271qG9vLwczz77LOLi4jzRba+U\n", "l5cnOwQdypMdgE7luXl7vn9TOo9P+Txy4YmiKPj4449RW1vb0fbxxx/j1KlTWLdundMZHmnHM18t\n", "mDNtmDe1eHzK55EzuXfeeQcDBw7Ea6+9BkVRcPPmTYSFhaGoqAhZWVme6JK8UG1trfTnE3rDxQ1E\n", "JI9Hilx8fLzbpuQgfaqtrUV0dLTsMIiol+MsBDpXWFiIX/7yl7LDcPK/MzjZFxccAvBBp7ZCAN6X\n", "M+/HvKnlrcdnb8Iip3MVFRVefhDJvrigq48rK8A3ay2YN7W8//j0fXx2pc7t2LFDdgg6xJxpw7yp\n", "xeNTPhY5IiLyWSxyRETks1jkiIjIZ7HI6ZzJZJIdgg4xZ9owb2rx+JSPRU7n3nrrLdkh6BBzpg3z\n", "phaPT/lY5HRu5syZskPQIeZMG+ZNLR6f8rHIERGRz2KRIyIin+WxInf37l3k5OQgNjYWY8aMwfjx\n", "43Hw4EFPdddr7d+/X3YIOsScacO8qcXjUz6PPdZr8eLFuHjxIk6fPo1BgwahpKQEmZmZ2L9/P376\n", "05+6rZ+2tja0tra6bXtaKYqCgICAHu93w4YNePXVV3u8X33bAIA5U495U4vHp3weKXInTpzA3r17\n", "sWfPHgwaNAgAMGvWLLz00kv4zW9+49Yil5n5Gg4e9I6/lrZu3YqVK1f2aJ9DhgxxauMUN0/jnDNy\n", "hW/mzZNj1d/fHxUVFU9d79q1axg8eLDH4nBVYGAgoqKiZIfhVh4pcn/9618BANOnT3donzZtGo4c\n", "OYLy8nIkJye7pa/vvrsMYBqAN9yyPa0Mhrdx+fJlqTEAnOKGyHVWAMCiRYs82ktSUpJHt+9uNTU1\n", "PlXoPFLkzp8/j+eee67jLK5dZGQkAODChQtuK3KPtgxgvhu3p56f32+l9t/Ou6e4IfImdx7968lj\n", "ZTWAp82t2X6syD5mLQAWSf8UyN08UuQaGxsRFBTk1N7e1tjY6IluyYE3TnFD5I08eaw858K2248V\n", "2cesb/Kq+eS0fDbe2noHDwfJ/7k9HjXs9luor69HUVFRj/Z76tQphz7r6+sf/e8Q5BaaU14cxykA\n", "Pft78o58dDcGd+XNG3LRU3G4kjNvycfD9w7Z36e7vX/hASkpKWLgwIFO7Xv37hWKoojCwkKH9itX\n", "roiwsDABgAsXLly49PIlLCxMXLlyxS31yCNncomJiThz5gxu3LiB559/vqO9rq4OADBmzBiH9UND\n", "Q1FeXg6bzeaJcIiISEdCQ0MRGhrqlm0pQgjhli19z4kTJzB16lTs2bMHc+fO7Wh/5ZVX8K9//Qu1\n", "tbXu7pKIiMiJR4ocAMybNw/ffvstTp48icGDB+Nvf/sbXn31VbffDE5ERPQ4Hity//3vf5GXl4d9\n", "+/ahX79+8Pf3R25uLmbNmuWJ7oiIiJx4rMgRERHJ5hWzEPznP//BzJkz4efnFeHoBvNGRHp08+ZN\n", "LFy4EH5+frBarR7tS/q7Y1FRESZPngyr1QpFUR673tKlSxEVFYXExESHZfHixT0YrfdwNW8AcPr0\n", "abz44ouIj49HTEwMfvWrX+HWrVs9FKl3O378OAYNGuQ0rhITE793z2HvxdlE1Lt06RICAgK6HFOn\n", "Tp16+gZ8XGlpKZKTk1FVVfXE9y6LxYL09HQYjUbExMQgKysLV65cUd+hW25E0OjmzZti6tSpwmq1\n", "iiVLlghFUR677tKlS8WJEyd6MDrvpSZv5eXlon///mLHjh1CCCFaW1tFamqqSElJEW1tbT0Vstc6\n", "fvy4WLZsmewwvNZrr70mRo0aJa5duyaEEOLgwYOiT58+oqSkRHJk3qu+vl6kpaXJDsNrpaWliaqq\n", "KpGbmysURRENDQ1O6zQ0NIjBgweL9957TwghxIMHD0RWVpZ44YUXRHNzs6r+pJ7JPffcczh27BiG\n", "DRvm0vqCXx8CUJe37OxsREREYPny5QCAZ555Bhs2bMCZM2d6/Oks3orjqmvts4nk5eV1OZsIkRbH\n", "jh1DXFzcE9fJzc2FEALr168HABgMBmzcuBH19fXYvHmzqv6kf1xJnnP16lWcPHnSaTaI8ePHIzAw\n", "EHv27JEUGenBk2YTqaurQ3l5uYywSOee9vVKW1sb9u7di0mTJsHf37+jPTQ0FLGxsarft3RV5IqK\n", "ipCWlobRo0cjKSkJv/3tb9Hc3Cw7LK914cIFCCE6Zn9o5+fnhxEjRuDChQuSIvMeQgjU1tZi7ty5\n", "+PGPf9zx2b/ZbJYdmnSuzCZCXbt69SqWLFmCCRMmIDo6GrNnz8bRo0dlh6ULdXV1aGlpcXrfAoCI\n", "iAhUV1fj/v37Lm9PN0UuMDAQAwYMQElJCSorK/GXv/wFX3zxBSZOnIiWlhbZ4Xml9tkeHjcjBGeD\n", "eDip5f3795GXl4dvvvkG5eXlCAgIQEpKCo4cOSI7PKk4m4g2BoMBdrsdb7zxBs6cOYPKykqMHTsW\n", "M2fORGFhoezwvN7T3rfsdjuuX7/u8vbcVuSOHz8OPz8/l5aamhrV29+6dSs2b96MgIAAAEBCQgI2\n", "bdqEixcvYseOHe7ajR7n6bz1JlpyOXHiRJw9e7bjO4LAwEDs3LkTQ4cOxapVq2TuDunUsGHDUF1d\n", "jUmTJgEA+vXrh/z8fCQnJyM7Oxv37t2THGHv4rYHNMfFxeGzzz5zad2wsDC39DlhwgQADy+R1ytP\n", "5i04OBgAuvxIt7m5GUOGDFG1PW/nrlz27dsXiYmJKCkpcXrIeG8SHBzc5bQn7ePJ18aPp/3kJz/B\n", "uXPn8O233yIxMVF2OF7rae9bBoPB6SP0J3FbkRsyZAjmzZvnrs05sNvtuHbtmtNBZTAYOl7XK0/m\n", "bcyYMVAUpWP2h3Z2ux2XLl1CamqqR/qVRUsub9y4gYCAAPTt29eh3RfGVnepnU2EHmpuboa/vz/6\n", "9+/v0M4x5ZrIyEgEBgY6vW8BD8debGys0/H6JF71ndzjrrqxWq0YMWKE0+Bov7pr/PjxHo/Nmz0u\n", "b0OHDsWLL76Ir776yqH93LlzaGlp8Vhx1ZPMzEx88cUXDm1tbW04f/48wsPDMXjwYEmRydc+PjqP\n", "n6NHjyIyMhJJSUkywvJ6b7/9NjZt2uTUXl5ejmefffapl8/3dgaDAXPmzEFZWZnDR7s2mw3V1dXq\n", "37e6e2Ofuzzppub6+nqhKIp4//33O25gvnz5shg7dqwYMWJEx42qvZErN4M/88wzYufOnUIIIe7c\n", "uSPS0tLExIkThd1u76kwvVZaWpoYO3ZsxwSNbW1tIicnRyiKIvbs2SM5Ovnmzp0rRo0aJZqamoQQ\n", "QpSUlPBm8KdYunSpGDZsmKipqelo27lzp1AURXz00UcSI/Mu7TeDX7p0yem1hoYGERwc3HEz+P37\n", "98XPfvYzERUVJW7fvq2qH+lFbuHChSI8PFwEBAQIPz8/ER4eLsLDw8XVq1c71rl375745JNPxMsv\n", "vyzi4uLEqFGjRHh4uHj99deFzWaTGL08ruSt3enTp8WUKVNEXFyciI6OFm+++aa4deuWhKi9z+nT\n", "p8Xrr78u4uPjRUJCghg2bJiYPn26OHLkiOzQvMLdu3dFTk6OiImJEQkJCSI5OVkcPHhQdlherbKy\n", "UqxatUokJCSIMWPGiBEjRoiUlBSxe/du2aF5hffee0+Eh4eLgQMHCj8/P/GjH/1IhIeHC7PZ7LDe\n", "xYsXxSuvvCJiY2NFdHS0WLBggbh8+bLq/jgLARER+Syv+k6OiIjInVjkiIjIZ7HIERGRz2KRIyIi\n", "n8UiR0REPotFjoiIfBaLHBER+SwWOSIi8lksckRE5LNY5IiIyGexyBERkc9ikSMiIp/FIkdERD7r\n", "/wPcV8RPKHaXGAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbkAAACTCAYAAAATFGfMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAGoFJREFUeJzt3X1QVNfdB/DvZRWNAaOIFWhUhPAmiCKYiC8BtZon1FmD\n", "T3yhatV2YtoYU51ogulUwHYmmqlV40s6z5T0H5FYY3wjGaXRqIOMRtixgsJIyuKmsnVEBUTGiux5\n", "/lBolkXZu9zl7F2+n5kdnLOXe373x7n789699x5FCCFARETkhXxkB0BEROQuLHJEROS1WOSIiMhr\n", "scgREZHXYpEjIiKvxSJHRERei0WOiIi8FoscERF5LRY5IiLyWixyRETktZwuctXV1cjMzER8fDzG\n", "jBmDmJgYpKWloaioyGHZiooKpKWlISYmBlFRUcjIyEBtba2mgRMREXXF6SL31ltv4euvv0ZhYSHK\n", "yspQVlaG0NBQpKSk4MiRI+3LWSwWTJ06FfHx8aioqMCVK1egKApSUlJw9+5dt2wEERFRZ5wucoqi\n", "4He/+x2CgoIAAH369MGf/vQnGAwGbNmypX25rKwsCCGwceNGAGh/32w2Y9u2bRqHT0RE9GSKs7MQ\n", "PHz4EH369HFoHzZsGIKCgvCPf/wDra2tGDx4MFJTU+2O7gAgLi4OAFBeXq5B2ERERF1z+kiuswJ3\n", "+/Zt1NXVYfr06QAefW/X1NSE8PBwh2XDwsJQWVmJlpaWboRLRETkvG5dXfnnP/8ZQ4cOxfr16wEA\n", "N2/eBAAMHDjQYdmBAwfCZrPh9u3b3emSiIjIaY6HZ04ymUz44x//iIMHD+JHP/pRtwOxWq2wWq3d\n", "Xg8REelbcHAwgoODNVmXS0WuoqIC6enp2LNnD1JSUtrbAwMDAQCNjY0Ov9PY2AiDwYCAgACH96xW\n", "KyIjI9HU1ORKOERE5EVCQkJQUlKiSaFTXeQuXryI9PR0fPrpp5gxY4bde+Hh4fD390d1dbXD71VX\n", "VyM6Ohp9+/Z1eM9qtaKpqQl79uxBTEyM2pB6tZkzZ+Lvf/+77DB0hTlzDfOmHnOmXkVFBRYvXgyr\n", "1drzRe78+fNYsGAB8vLyMHny5Pb2pKQklJSUwGAwYO7cuThy5AgePHgAX19fAI+KWGVlJbKysp66\n", "/piYGIwfP96Fzei9Jk6cyJypxJy5hnlTjzmTz+kid+bMGcyePRvLly+H2WyG2Wxuf89kMrX/Oycn\n", "BwUFBdiwYQM2bdqEhw8fYu3atQgLC8OaNWu0jZ5gMBhkh6A7zJlrmDf1mDP5nC5ya9aswb1797Bj\n", "xw6H9xRFaf/3iBEjcObMGbz77ruIiYmBzWbD+PHjcerUKfj5+WkTNZEOVVVVSX/qj7+/PyIiIqTG\n", "QNSTnC5ypaWlTq80JiYGX331lUsBEXmjqqoqREZGyg4DAHD16lUWOuo1XL6FgDyDzWaTHYLuyMhZ\n", "+xHcXACBPd79I3UAvoDLR5Mca+oxZ/KxyOncK6+8IjsE3ZGas0AAIfK67w6ONfWYM/k4n5zOrVq1\n", "SnYIusOcuYZ5U485k49FjoiIvBaLHBEReS0WOZ2rrKyUHYLuMGeuYd7UY87kY5HTuffee092CLrD\n", "nLmGeVOPOZOPRU7ndu7cKTsE3WHOXMO8qcecyccip3MjRoyQHYLuMGeuYd7UY87kY5EjIiKvpbrI\n", "1dfXY9GiRfDx8YHFYnFHTERERJpQVeQKCwuRlJSE8vJyu4cy/1B2djZGjhyJhIQEu1fHuedIG5s3\n", "b5Ydgu4wZ65h3tRjzuRT9VivDz/8EIcPH8b+/ftRVlbW6TKKouD3v/89fv7zn2sSID1dc3Oz7BB0\n", "hzlzDfOmHnMmn6oid/LkSSiKgv379z91OSFEt4Ii5+Xk5MgOweN1nOJmzpw5dnMg9oSKiooe7c8d\n", "ONbUY87kU1XknnSKkshTedIUN0TU89wyC8GxY8ewZ88e3Lx5EzabDdOmTcP69esRFBTkju6Insgj\n", "prgBgCoA30jsn6iX0rzIDRgwAD4+PsjPz0dgYCBqamqwcOFCJCYm4ttvv8WPf/xjrbvs1erq6hAY\n", "KPPTWyd+OMXNPQDP9nD/dT3cnxtwrKnHnMmn+X1y69atQ15eXvsfNjQ0FJ9++imsViv+8Ic/aN1d\n", "r/eLX/xCdgj6c1h2APrEsaYecyZfj9wMPnr0aPj7+6O4uPipy6WlpcFoNNq9kpOTcejQIbvlCgsL\n", "YTQaHX5/5cqVyM3NtWszmUwwGo2oq7P/r3RWVpbD5b0WiwVGo9Hhoao7duzAunXr7Nqam5thNBpR\n", "VFRk156fn4/ly5c7xLZgwQK3bEdQUJBXbIe7/h7Hjh1ziAupAPYD6HgtyHcA9jouji8BdLxOpfbx\n", "svc6tH8DoKhDWz2Azob+eQCFHdoePF7vtQ7tZQAOwZGa7egYF9T9Pd58802OK5XbkZ2d7RXbAbjn\n", "75Gfn4+ZM2ciKCgI06dPh9FoxOrVqx366A5FuHApZHZ2NjZu3IiamhqHx9b8+9//7vS7t8GDB+P5\n", "55/v9NYDk8mExMRElJaWYvz48WrDIXqitrGFFZA7I/clAF9Abhy1AP4P3M/Io2ldDzQ/kgsJCYHV\n", "arVr++c//4mGhgZMmDBB6+6IiIieqFtF7kkHgevXr8f9+/cBAA0NDfj1r3+NQYMG4YMPPuhOd0RE\n", "RKqoKnKZmZkYNWoUtm/fDkVRMGXKFIwaNcruxtq9e/eioaEBSUlJGDNmDMaMGYPAwECcP38eL7zw\n", "guYb0Nt1PBdOTujZ+8C9BseaesyZfKqK3KZNm2A2m3Hnzh20trbi+++/h9lstjtvunDhQhw8eBDl\n", "5eUoKyuDxWLB3r17ERERoXnwhB5/codXsHa9CDniWFOPOZOPU+3o3K5du2SHoD8/lR2APnGsqcec\n", "ycciR0REXotFjoiIvBaLHBEReS0WOZ3r7AkE1IXOngZCXeJYU485k49FTufefvtt2SHoz4uyA9An\n", "jjX1mDP5WOR0btasWbJD0B/erukSjjX1mDP5WOSIiMhrscgREZHXYpHTuY7TYZATOk5NQ07hWFOP\n", "OZNPdZGrr6/HokWL4OPjA4vF4o6YSIX8/HzZIehPuewA9IljTT3mTD5VRa6wsBBJSUkoLy+HoihP\n", "XK6iogJpaWmIiYlBVFQUMjIyUFtb2+1gydG+fftkh6A/82QHoE8ca+oxZ/KpKnIffvghDh8+jPT0\n", "9CdOs2OxWDB16lTEx8ejoqICV65cgaIoSElJwd27dzUJmoiIyBmqitzJkycRGxv71GWysrIghMDG\n", "jRsBAAaDAVu2bIHZbMa2bdtcj5SIiEglVUXuaacoAaC1tRUHDhzA5MmT4evr294eHByM6OhoHroT\n", "EVGP0vTqyurqajQ1NSE8PNzhvbCwMFRWVqKlpUXLLnu95cuXyw5Bf3jBm0s41tRjzuTTtMjdvHkT\n", "ADBw4ECH9wYOHAibzYbbt29r2WWvxycquMDx/2DkBI419Zgz+XifnM5lZGTIDkF/xsgOQJ841tRj\n", "zuTTtMgFBgYCABobGx3ea2xshMFgQEBAwBN/Py0tDUaj0e6VnJzscENlYWFhp0/3XrlyJXJzc+3a\n", "TCYTjEYj6urq7NqzsrKwefNmuzaLxQKj0YjKykq79h07dmDdunV2bc3NzTAajSgqKrJrz8/P7/QU\n", "xYIFC7gdErbj2LFjDnEBAPbD8abw79D5DAVfAjB1aKt9vOy9Du3fACjq0FYPoLiT9Z4HUNih7cHj\n", "9V7r0F6Gzk+zqtmOjnGB44rbIXc78vPzMXPmTAQFBWH69OkwGo1YvXq1Qx/doYgn3QvwFNnZ2di4\n", "cSNqamowYsSI9vbW1lYEBAQgNTUVhw8ftvuduLg4KIqCsrIyh/WZTCYkJiaitLQU48ePd2EziDrX\n", "NrawAkCIxEAuAfgCcuOoBfB/4H5GHk3reqDpkZzBYMDcuXNRVFSEBw8etLdbrVZUVlZi/vz5WnZH\n", "gMP/zMgJHY+SyCkca+oxZ/J1q8h1dhCYk5MDHx8fbNiwAQDw8OFDrF27FmFhYVizZk13uqNOfPTR\n", "R7JD0J+zsgPQJ4419Zgz+VQVuczMTIwaNQrbt2+HoiiYMmUKRo0aBZPpv19YjBgxAmfOnMGlS5cQ\n", "ExOD2NhY2Gw2nDp1Cn5+fppvQG/32WefyQ5Bf16XHYA+caypx5zJ10fNwps2bcKmTZu6XC4mJgZf\n", "ffWVy0GR8wYMGCA7BP3x7XoRcsSxph5zJh9vISAiIq/FIkdERF6LRU7nOt4PQ07oeG8aOYVjTT3m\n", "TD4WOZ374X2K5KTnZAegTxxr6jFn8rHI6dyqVatkh6A/L8kOQJ841tRjzuRjkSMiIq/FIkdERF6L\n", "RU7nOj6clZxwU3YA+sSxph5zJp+qm8HJ87z33ns4cuSI7DD05e8AfiY7CHkqKjpOW+CcNWvWYOvW\n", "rZrE4O/vj4iICE3W5cm4f8rHIqdzO3fulB2C/qTJDkCShkc/Fi9e7PIqEhMTNQoGuHr1qtcXOu6f\n", "8rHI6RwvUXbBINkBSNLy+OdcAIES46gD8AVw9+5diUH0DO6f8rmlyNXU1CAuLq7T/6Xt3LkTkydP\n", "dke3ROSMQMidW4+oB7ntSG7ChAn45ptv3LV6IiKiLvHqSp374VTy5CTOY+ka5k017p/yscjpXHNz\n", "s+wQ9Kel60WoE8ybatw/5XNbkbtx4waWLl2KiRMnIjIyEnPmzMGJEyfc1V2vlZOTIzsE/ZkmOwCd\n", "Yt5U4/4pn1uKnMFggM1mw4oVK3Du3DmUlZVh3LhxmDVrFnJzc93RJRERkQO3XHgyfPhwuzv9+/Xr\n", "h5ycHBw7dgxr167FkiVL4OvL6ZmJejNXb0rXUm+5Kb0369Hv5F566SU0NDTg8uXLnb6flpYGo9Fo\n", "90pOTsahQ4fslissLITRaHT4/ZUrVzocKZpMJhiNRtTV1dm1Z2VlOXwpbLFYYDQaHR7Fs2PHDod5\n", "oZqbm2E0GlFUZP9tfH5+PpYvX+4Q24IFC9yyHevWrfOK7XDX3+PYsWMOceEegP0AOn7Gfgdgr+Pi\n", "+BKAqUNb7eNl73Vo/waOF2jUAyjuZL3n4Ti33YPH673Wob0MwCE4UrMdFztpU7Md1sfLdnwsmtrt\n", "eLzs4sWLkZiYKPUVGRmJqqoqAO7ZP+rq6jx6/5C9n+fn52PmzJkICgrC9OnTYTQasXr1aoc+ukMR\n", "QghN1wigsbERvr6+6N+/v137mjVrsH37dly4cMHuyQkmkwmJiYkoLS3F+PHjtQ7HqxmNRj426Cna\n", "xhZW4L/3hu1Fzz/W6xKAL2AfR0/rbgxa5a0tDg+5Kd2dnzvcP9XTuh645XTlO++8g6ioKKxfv96u\n", "vaSkBM8++yxiY2Pd0W2vlJ2dLTsE/UmVHYBOpWq8vl5wUzr3T/nccrpSURR88skn7acBAOCTTz7B\n", "2bNnsWHDBocjPHIdj3xd4OUfrG7DvKnG/VM+txzJvfvuuxg0aBBef/11KIqC+vp6hISEIC8vDxkZ\n", "Ge7okjxQVVWV9OcTesLFDUQkj1uKXFxcnGZTcpA+VVVVITIyUnYYRNTLcRYCncvNzcUvf/lL2WE4\n", "aD+Ck31xQRUeXSn4QyYAPIukHvOmmqfun70Ji5zOmUwmz96JZF9cUNdJm7XHo/AOzJtqHr9/9gJ8\n", "dqXO7dq1S3YI+vNT2QHoFPOmGvdP+VjkiIjIa7HIERGR12KRIyIir8Uip3OdPUuOutDZcx2pa8yb\n", "atw/5WOR07m3335bdgj686LsAHSKeVON+6d8LHI6N2vWLNkh6M8LsgPQKeZNNe6f8rHIERGR12KR\n", "IyIir+W2Inf//n1kZmYiOjoaY8eOxYQJE3D06FF3dddrdZzYkJzAZza7hnlTjfunfG57rNeSJUtw\n", "5coVFBcXIyAgAAUFBUhPT8ehQ4fw059q9+iE1tZWNDc3a7Y+VymKAj8/vx7vd/PmzXjttdd6vF9d\n", "OwsgRnYQOsS8qcb9Uz63FLnTp0/jwIED2LdvHwICAgAAs2fPxk9+8hP85je/0bTIpf9vOo4e9owj\n", "xI8//hirVq3q0T6HDh3q0MYpbrowQHYAOuWleXPnWPX19YXJZOpyuVu3bmHIkCFui8NZ/v7+iIiI\n", "kB2GptxS5P72t78BAGbMmGHXPn36dBw/fhwlJSVISkrSpK/v//U9MApAoiarc5nhuAHXr1+XGwQ4\n", "xQ2R0xoe/Vi8eLFbu0lMlPzhpNLVq1e9qtC5pchdvHgRzz33XPtRXJvw8HAAwKVLlzQrcgCAwQDi\n", "tFudK3xOecY1PB49xQ2RJ2l5/NOd+8oxAP/TxTJt+4rsfbYOwBeQfhZIa24pcjdv3sTAgQMd2tva\n", "bt686Y5u6Yc8cYobIk/kzn2lvxPrbttXZO+zXsqj5pNz5dx4c3Mz0ASgRPt41LDdt8FsNiMvL69H\n", "+z179qxdn2az+dE/qiC30FjguXFYAFzygDh6Wndj0CpvnpCLnorDmZx5Sj7uPPoh+/t0zfsXbpCc\n", "nCwGDRrk0H7gwAGhKIrIzc21a6+trRUhISECAF988cUXX738FRISImprazWpR245kktISMC5c+dw\n", "584dDB48uL29uroaADB27Fi75YODg1FSUgKrlVMPExH1dsHBwQgODtZkXYoQQmiyph84ffo0pk2b\n", "hn379mHevHnt7a+++iq+++47VFVVad0lERGRA7cUOQCYP38+Ll++jDNnzmDIkCH48ssv8dprr2l+\n", "MzgREdGTuK3I/ec//0F2djYOHjyIfv36wdfXF1lZWZg9e7Y7uiMiInLgtiJHREQkm0fcwfyvf/0L\n", "s2bNgo+PR4SjG8wbEelRfX09Fi1aBB8fH1gslq5/oRukfzrm5eVhypQpsFgsUBTlicstW7YMERER\n", "SEhIsHstWbKkB6P1HM7mDQCKi4vx8ssvIy4uDlFRUfjVr36FhoaGHorUs506dQoBAQEO4yohIeG/\n", "9xz2YpxNRL2amhr4+fl1OqbOnj0rOzzpCgsLkZSUhPLy8qd+dlVUVCAtLQ0xMTGIiopCRkYGamtr\n", "1XeoyY0ILqqvrxfTpk0TFotFLF26VCiK8sRlly1bJk6fPt2D0XkuNXkrKSkR/fv3F7t27RJCCNHc\n", "3CxSUlJEcnKyaG1t7amQPdapU6fE8uXLZYfhsV5//XUxevRocevWLSGEEEePHhV9+vQRBQUFkiPz\n", "XGazWaSmpsoOw2OlpqaK8vJykZWVJRRFEdeuXXNY5tq1a2LIkCHi/fffF0II8fDhQ5GRkSFeeOEF\n", "0djYqKo/qUdyzz33HE6ePInhw4c7tbzg14cA1OVt7dq1CAsLw1tvvQUAeOaZZ7B582acO3eux5/O\n", "4qk4rjrXNptIdnZ2p7OJELni5MmTiI2NfeoyWVlZEEJg48aNAACDwYAtW7bAbDZj27ZtqvqTfrqS\n", "3OfGjRs4c+aMw2wQEyZMgL+/P/bt2ycpMtKDp80mUl1djZISyc/SI13q6uuV1tZWHDhwAJMnT4av\n", "r297e3BwMKKjo1V/bumqyOXl5SE1NRVjxoxBYmIifvvb36KxsVF2WB7r0qVLEEK0z/7QxsfHByNH\n", "jsSlSz39AEfPI4RAVVUV5s2bhxdffLH93H9paans0KRzZjYR6tyNGzewdOlSTJw4EZGRkZgzZw5O\n", "nDghOyxdqK6uRlNTk8PnFgCEhYWhsrISLS0tnfxm53RT5Pz9/TFgwAAUFBSgrKwMf/3rX/H5559j\n", "0qRJaGpqkh2eR2qb7eFJM0JwNohHk1q2tLQgOzsb3377LUpKSuDn54fk5GQcP35cdnhScTYR1xgM\n", "BthsNqxYsQLnzp1DWVkZxo0bh1mzZiE3N1d2eB6vq88tm82G27dvO70+zYrcqVOn4OPj49Tr6tWr\n", "qtf/8ccfY9u2bfDz8wMAxMfHY+vWrbhy5Qp27dql1Wb0OHfnrTdxJZeTJk3C+fPn278j8Pf3x+7d\n", "uzFs2DCsXr1a5uaQTg0fPhyVlZWYPHkyAKBfv37IyclBUlIS1q5diwcPHkiOsHfR7AHNsbGx+Oyz\n", "z5xaNiREm0mTJk6cCODRJfJ65c68BQY+moGxs1O6jY2NGDp0qKr1eTqtctm3b18kJCSgoKDA4SHj\n", "vUlgYGCn0560jSdvGz/u9tJLL+HChQu4fPkyEhISZIfjsbr63DIYDA6n0J9GsyI3dOhQzJ8/X6vV\n", "2bHZbLh165bDTmUwGNrf1yt35m3s2LFQFKV99oc2NpsNNTU1SElJcUu/sriSyzt37sDPzw99+/a1\n", "a/eGsdVdamcToUcaGxvh6+uL/v3727VzTDknPDwc/v7+Dp9bwKOxFx0d7bC/Po1HfSf3pKtuLBYL\n", "Ro4c6TA42q7umjBhgttj82RPytuwYcPw8ssv4+uvv7Zrv3DhApqamtxWXPUkPT0dn3/+uV1ba2sr\n", "Ll68iNDQUAwZMkRSZPK1jY+O4+fEiRMIDw9HYmKijLA83jvvvIOtW7c6tJeUlODZZ5/t8vL53s5g\n", "MGDu3LkoKiqyO7VrtVpRWVmp/nOruzf2aeVpNzWbzWahKIr44IMP2m9gvn79uhg3bpwYOXJk+42q\n", "vZEzN4M/88wzYvfu3UIIIe7duydSU1PFpEmThM1m66kwPVZqaqoYN25c+wSNra2tIjMzUyiKIvbt\n", "2yc5OvnmzZsnRo8eLerq6oQQQhQUFPBm8C4sW7ZMDB8+XFy9erW9bffu3UJRFPHRRx9JjMyztN0M\n", "XlNT4/DetWvXRGBgYPvN4C0tLeJnP/uZiIiIEHfv3lXVj/Qit2jRIhEaGir8/PyEj4+PCA0NFaGh\n", "oeLGjRvtyzx48ED85S9/Ea+88oqIjY0Vo0ePFqGhoeKNN94QVqtVYvTyOJO3NsXFxWLq1KkiNjZW\n", "REZGijfffFM0NDRIiNrzFBcXizfeeEPExcWJ+Ph4MXz4cDFjxgxx/Phx2aF5hPv374vMzEwRFRUl\n", "4uPjRVJSkjh69KjssDxaWVmZWL16tYiPjxdjx44VI0eOFMnJyWLv3r2yQ/MI77//vggNDRWDBg0S\n", "Pj4+4vnnnxehoaGitLTUbrkrV66IV199VURHR4vIyEixcOFCcf36ddX9cRYCIiLyWh71nRwREZGW\n", "WOSIiMhrscgREZHXYpEjIiKvxSJHRERei0WOiIi8FoscERF5LRY5IiLyWixyRETktVjkiIjIa7HI\n", "ERGR12KRIyIir8UiR0REXuv/AY7lr8iqWshmAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "041\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAH55JREFUeJzt3XtUVWX6B/DvPuA10FQcwEkFEUQwxMSUFEVSWl7OUVup\n", "U9qEMzU2Zoa/8FKMcnHG1MbJy+iyEafVlJBThgVqUrlM0NECMrzAgCOXNHIw84KOivD+/lBOHQ6X\n", "c7Z7n30u389ae7V6z2a/7/ucvc/jueznlYQQAkRERE5Gp/UAiIiI1MAER0RETokJjoiInBITHBER\n", "OSUmOCIickpMcERE5JSY4IiIyCkxwRERkVNigiMiIqdkVYK7dOkSZs2aBZ1Oh6qqKrXGREREdM8s\n", "TnA5OTmIiIjAiRMnIElSi/vduHEDK1asQEREBB566CH4+fkhOjoan332mSIDJiIisoTFCe61117D\n", "Rx99hGnTpqGl8pV1dXWYMGECysrKkJubi8LCQhw/fhy1tbX48ssvFRs0ERFRW9wt3XH//v2QJAnv\n", "v/9+i/ts3LgRx48fx969e9GxY0cAgKenJ9555x3odPy6j4iIbMfiBNfax5KNtmzZgnHjxhmTW6OB\n", "AwdaPzIiIqJ7oNjbqv/+9784ffo0HnjgAaxevRoPP/wwBgwYgPHjx2Pv3r1KdUNERGQRxRJc468q\n", "33zzTVRUVCA3NxcnTpzAyJEjMXnyZLz33ntKdUVERNQmydoFT5OTk5GamoqKigr06dPH2J6Xl4fR\n", "o0eja9euqK6uNn5MKYRAQEAAJEnCf/7znxaPW11djerqapnTICIiZ+Dr6wtfX19FjmXxd3Bt8fT0\n", "BAAEBgaafAcnSRLCwsLw8ccf4+LFi+jevbvZ31ZXVyMoKAi1tbVKDYeIiBxQr169kJ+fr0iSUyzB\n", "BQYGwt3dHQ0NDWaPubm5AUCzjwF3ElxtbS3effdd/iDFCuPHj8enn36q9TAcjhpxKy4uxuzZswGs\n", "AOCv6LFbVw5gmerXDs81eRg36zReR9XV1faV4Dp37ozx48cjLy8P//vf/9CpUyfjYydOnIC/vz+8\n", "vLxaPcbAgQPx0EMPKTUkpzdixAjGSwZ14zYRgC2fk0IAy1S/dniuycO4aUv2j0ya++pu5cqVqK+v\n", "x7Jly4xtmzZtwunTp7Fq1Sq5XVELGt8Zk3UYN+sxZvIwbtqyOMEtXboUffv2xcqVKyGEQGRkJPz9\n", "/VFYWGjcZ/DgwThw4AC++eYb+Pn5oWPHjpg/fz7eeustTJ8+XZUJEBERNcfiBBcTE4N27dph4MCB\n", "0Ol0OHLkCMrLy83efkdERODTTz9Famoqbt26BZ1Oh+joaKXHTURE1CpFa1E2unr1KhITE6HX69vc\n", "l+Rr6Uc71DrGzXqMmTyMm7YsTnD79+9HaGioRfuuWLECEydO5JerKnvssce0HoJDYtysx5jJw7hp\n", "y+IEZ0ktSgAoLS3F22+/bfyujtTz4osvaj0Eh8S4WY8xk4dx05biJf7j4+ORmJiIHj16KH1oIiIi\n", "iyma4LKyslBVVYX58+creVgiIiKrKZbgbt68iZdffhnr16/n2m82UlJSovUQHBLjZj3GTB7GTVuK\n", "ZaK1a9ciNDQUjz76qNljln4XN3HiRBgMBpMtMjISu3btMtkvJycHBoPB7O9feOEFbNu2zaStsLAQ\n", "BoMBFy5cMGlPSkrC6tWrTdqqqqpgMBjMTsqNGzdi0aJFJm3Xr1+HwWBAXl6eSXtGRgbmzJljNraZ\n", "M2cqPo/Fixc7xTwA2z4fixcvVm0ewBYAq5u0VQEwAGj6YrcRwKImbdfv7pvXpD0DgPnzASw1a1Hj\n", "+Vi8eDHPKxnzWLx4sVPMA1D++cjIyIDBYMD48ePh4+ODmJgYxMfHmx3/nggrJSUlCUmSRGVlpUn7\n", "uHHjRHBwsAgPDzduPj4+QpIkERISIsLDw0V6enqzxywoKBAAREFBgbXDcWlNnwOyjBpxazyHgQIB\n", "CBtutrl2eK7Jw7hZR+lcoFgtyuYKiqakpCAlJQV79+41WVqHlMGYysO4WY8xk4dx05aitShb2seS\n", "fYmIiJRkVS1Kf39/rFu3DgDg5+eH3r17m9SibLR161b4+/tj/fr1kCQJo0aNQr9+/XD58mXlRk5E\n", "RNQKixPcqlWr8Oabb8LLywsPPvggdDodDh06ZFat5JNPPsG+ffvQoUMH9O7dG8HBwXjiiSdw9OhR\n", "dO3aVfEJuLKmXzqTZRg36zFm8jBu2rLqI8q26lF+//33mDhxIkJCQlBcXIyioiLs2bMH2dnZGD58\n", "OK5evarYwOnOL6PIeoyb9RgzeRg3bVmV4CypR9m9e3ekpqYaS3v17dsXS5YsQUVFBT744AP5IyUz\n", "KSkpWg/BITFu1mPM5GHctGVVgmurHqWPjw++//57s/Zf/vKXAIBLly5Z0x0REZFsipcccXc3v/Pg\n", "3//+NwBg7NixSndHRETULNVratXV1WHr1q14+umnER4ernZ3LsW8igZZgnGzHmMmD+OmLcVu9G5J\n", "YmIiOnfujM2bN6vdlcv5zW9+g48//ljrYTgcZ4xbcXGxqsdfuHAh3njjDeP/e3p6IjAwUNU+nYEz\n", "nmsORU75k5bKdTX1+uuviyFDhoiLFy+2ul9jeRZvb2+h1+tNthEjRojMzEyT/fft2yf0er3ZcebN\n", "myfS0tLMjq3X60VNTY1J+/Lly8WqVatM2iorK4VerxfFxcUm7Rs2bBAJCQkmbdeuXRN6vV7k5uaa\n", "tKenp4u4uDizsc2YMUPxeRQUFDjFPISw7fNRUFCg+Dx+KtX1nABWNSmnVSkAvQCKm7RvEEBCk7Zr\n", "d/fNbdKeLoC4Zkp1jbzbr+230tJSRZ4PIZzjvGpuHgUFBU4xDyGUfz7S09OFXq8X48aNE97e3mLs\n", "2LEiKipK0VJdkhDWlxlJTk5GamoqKioqWixFs3LlSmRlZeGTTz5p8/63wsJCDB06FAUFBVwFnBxS\n", "4zkMFACw5Tm8HcBsAO8CGGijPosBzOb1SopTOheo8hFlYmIiDh06hM8++wz33XcfACA7OxuFhYVY\n", "vny5Gl0SubiBsG1iJbJ/95TgmnvzFx8fj3feeQerVq1CZmamsT03Nxe3bt26l+6IiIgsZtWvKOPj\n", "4+Hh4YGUlBRjjUl/f39jPcqioiJs2LABly5dwty5c/HrX//auKWlpbV5Hx1Zp+kaTGQZxk0OxkwO\n", "nmvasjjB5eTkIDs7GwEBAdDpdCgvL8e3336L8vJy42elYWFhOHnyJB577DEMGDAAgYGBmDlzJs6e\n", "PYv6+nr8/e9/V20irqi5QtfUNsZNDsZMDp5r2rI4wbVVhxK4s8JsVFQUwsLCUFxcjFOnTkGSJIwZ\n", "M4Z1KFWwadMmrYfgkBg3ORgzOXiuacviBGdJHcqkpCQIIZCamgoAcHNzw9q1a1FeXm5cZoeIiMgW\n", "LE5wbX1/Vl9fj507d2LkyJFo3769sd3X1xfBwcHYsWOH/FESERFZSbFSXWfOnEFtbS0CAgLMHuvX\n", "rx9KSkpQV1enVHdEREStUizB1dTUAAC6dOli9liXLl3Q0NCAixcvKtUdATAYDFoPwSExbnIwZnLw\n", "XNOW6sWWST3z58/XeggOiXGTgzGTg+eathRLcF5eXgCAK1eumD125coVuLm5oXv37q0eY+LEiTAY\n", "DCZbZGQkdu3aZbJfTk5Os/8yeuGFF8zuOyksLITBYDCr6p2UlGS2nHxVVRUMBgNKSkpM2jdu3IhF\n", "ixaZtF2/fh0GgwF5eXkm7RkZGZgzZ47Z2GbOnKn4PGJjY51iHoBtn4/Y2FjV5gFsAbC6SVsV7rwD\n", "KmnSvhHAoiZt1+/um9ekPQOA+fNx5xhN5aD5d1wvwPx+tsK7+zadRxJM5xGLn+ZRbjoCnlctziM2\n", "NtYp5gEo/3xkZGTAYDBg/Pjx8PHxQUxMDOLj482Of0+sLV7ZUqHl27dviy5dugiDwWD2N6GhoWLQ\n", "oEEtHrOxUK1SBTaJbO2nYssFzRREVnN7V4N+eb2SOpTOBYq9g3Nzc8Pjjz+OvLw8k5Jc1dXVKCkp\n", "wYwZM5TqioiIqE2yE5xo5mbvlJQU6HQ6Y0Hl27dvIyEhAf369cPChQvlj5Ka1fQjBLIM4yYHYyYH\n", "zzVtWZzgli5dCn9/f6xfv77ZOpQA0KdPHxw8eBBFRUUYOHAgQkND0dDQgAMHDsDDw0OVCbiyjIwM\n", "rYfgkBg3ORgzOXiuaUvWenBtOXbsGJKSklBWVgZ39zsLFsyePRsvv/wy3NzczPbnenCkpLKyMpuX\n", "hisuLsbs2bOh3Xpwtuy3EACvV1Ke3a8HV1VVhbFjx2LSpEkoKiqCu7s7vvrqK4wZMwbnz5/H2rVr\n", "le6SyKisrAxBQUFaD4OI7IDiCW737t24fPkyEhISjO/ehg0bhvHjx2P79u1McKSqn9652XKFawDY\n", "A2CZDfsjorYonuAaP4JsWpbr1q1baNeundLdEbXA1itcF9uwLyKyhOKVTJ566imEhoYiOTkZly9f\n", "BnDnXd2BAwewYsUKpbtzac3doEmWYNysx5jJwWtUW4onOA8PD+zfvx9ubm7w8vKCr68vnnnmGWzZ\n", "sgVxcXFKd+fSYmNjtR6Cg2LcrMeYycFrVFuKJ7iysjJERESgQ4cOuHDhAqqrq7Fnzx688sormDt3\n", "rtLdubQnn3xS6yE4KMbNeoyZHLxGtaV4gvvDH/6Ac+fOYevWrejatSsA4OGHH8aSJUuwdetWfPrp\n", "py3+LWtRch73Oo+vv/66yShaquE4E+Y3LytRw9FZa1ECrEXJeTh9Lcq2BAcHCx8fH7P2PXv2CEmS\n", "xOuvv272GGtRklJcqyYka1GSc7HbWpSNfHx8cOHCBVy7ds2kvaKiwvg4KaPpv8bIUoyb9RgzOXiN\n", "akvxBBcfH4+GhgYsXLgQt2/fBnBnte/XX38d/v7+ePzxx5Xu0mWtWbNG6yE4KMbNeoyZHLxGtaV4\n", "gpsyZQr279+Pb7/9FoMGDUJYWBj0ej2mTJmCI0eOoHPnzkp36bLee+89rYfgoBg36zFmcvAa1ZYq\n", "K3qPGTMGL730Eh544AG0b98edXV1yMnJwbp169TozmXxHwtyMW7WY8zk4DWqLVUSXFpaGubOnYsN\n", "GzYgPz8fpaWlmDVrFt5//301uiMiIjKjeKmus2fPYsGCBXj77bcREhJibF+4cCEiIiKU7o6IiKhZ\n", "ir+D+8c//oGbN29i0qRJJu2dOnXiXf0Ka3qvC1mKcbMeYyYHr1FtKZ7g8vLy0LNnTxQUFCA2Nhah\n", "oaEIDw9HcnIybt68qXR3Lq1Pnz5aD8FBMW7WY8zk4DWqLVXWg7t8+TKef/55fPTRR+jfvz/+9a9/\n", "Qa/X4+jRo9i7d6/SXbqsF198UeshOCjGzXqMmRy8RrWleIK7ceMGbt68icTERPTv3x8AEBkZifnz\n", "5yM1NRW5ubmIiopSulsisrHiYtsvEeTp6YnAwECb90sOSpF6KD8THh4uJEkSJ0+eNGnPzMwUkiSJ\n", "tWvXmv1NY3kWb29vodfrTbYRI0aIzMxMk/337dsn9Hq92XHmzZsn0tLSzI6t1+tFTU2NSfvy5cvF\n", "qlWrTNoqKyuFXq8XxcXFJu0bNmwQCQkJJm3Xrl0Ter1e5ObmmrSnp6eLuLg4s7HNmDGD87DBPNLS\n", "0pqUrkoXQFwz5aZmCCCzSds+Aeib2XeeANKaKVelF0BNk5JZzwlgVZN9K+/uW9ykfYMAEpq0Xbu7\n", "b26T9pbmMbyZUl33Mo/GbXkr89h4t09ttqeeeorXhxPMIz09Xej1ejFu3Djh7e0txo4dK6KiohQt\n", "1SUJIYSSCXPWrFnIyMhAUVERBg0aZGzPysrClClTsGbNGiQkJJj8TWFhIYYOHYqCggI89JAtF6l0\n", "bCUlJQgODtZ6GHal8VwCCtDygqclAJSO23YAs9voVw226vfnMWvs09arphcDmO1QrxO8Rq2jdC5Q\n", "/CPKqVOnIiMjA998841Jgjtx4gSAOysLkDIWL16Mjz/+WOthOKDFABg36zQXM1uvmu54eI1qS/Ff\n", "UT7xxBMYNWoUVq5cifPnzwO4s0bcxo0bMWnSJIwePVrpLl3WX//6V62H4KAYN+sxZnLwGtWW4glO\n", "kiTs3r0b48aNw/Dhw+Hr64ugoCAEBQXhww8/VLo7l8afIMvFuFmPMZOD16i2VCnV5enpifXr1+Pr\n", "r79GXV0dJElCTEwM2rVrp0Z3REREZlRJcI2WLVvGWwKIiEgTqiW4oqIifPjhh0hOTlarC5fXdAl7\n", "shTjZj3GTA5eo9pSLcEtWLAAK1asQNeuXdXqwuVdv35d6yE4KMbNeoyZHLxGtaVKgtuxYwdqa2vx\n", "29/+Vo3D010pKSlaD8FBMW7WY8zk4DWqLcXvg7t+/TqWLFmCjIwMpQ9NRERkMcUT3GuvvYaoqChE\n", "RkYqfWiSqaysDFevXrV5v6wbSESaUqTg111nzpwRXl5e4ty5c8a28vJyIUmSSE5ObvHvWItS3jxq\n", "amranEdpaammdQP/9Kc/tTkPIWxdi7JGsBaltbUoa342jzVN+lRiHpY8H3deJ6ZPn+4w13lNTQ1f\n", "r1qYh8PVokxLS8Mf//hHdOvWzdh269YtFBcXw9vbGz4+PggODjb7+JK1KOUxGAxtlgH6qTaja9QN\n", "tKwWpQHKl+py9lqUP4+ZVnMtBOBYrxOWXKP0E7uuRfnss8/i2WefNWmrrKyEv78/fv/732P58uVK\n", "dufyrLsFg3UDf5Ks9QAcULLWA3BIvE1KW6re6A0AjW8QFXyjSHc5yr9i7Q/jZj3GTA5eo9pSLcH9\n", "+OOP8Pf3R1RUFCRJwrp16+Dv749t27ap1SUREZGR4r+iBIAzZ87gb3/7Gzw9PSGEgIeHB/z9/fHq\n", "q69i1KhRanRpsbNnz+L06dM271en02HYsGHo1KmTzfsmInJFqiS4efPm4cKFC8jJyYGPjw9u376N\n", "BQsWYMyYMcjMzITBYFCjW4tMnjwV33xToEnfa9aswaJFixQ73rZt23gzvSzbADBu1mHM5OA1qi1V\n", "PqKUJAnLli2Dj48PAMDd3R1/+ctf4ObmhrVr16rRpcVqa68DmAOgzKabu/svFC/bU1hYqOjxXAfj\n", "Zj3GTA5eo9pS5R1cVlYW3N1ND92xY0d069YNly5dUqNLK3UD0N+mPUqS8qHetGmT4sd0DYyb9Rgz\n", "OXiNakuVd3BNkxsAXLx4ERcuXEBMTIwaXRIREZlQ/TaBRlu2bEHPnj3xyiuv2KpLIiJyYap8RNlU\n", "YWEh/vznPyMzMxO/+MUvbNEl2Yni4mKn7o9cA+u5OihFCn614tSpU6JPnz5i9+7dLe5jy1qUAQED\n", "BfB/zdTaU7dmoCR1FDNnzlRsHkIIodfr26xR1xjbO3X8bFUzUNzdR7samK3XotRbMQ/WovwpZq5Z\n", "izImJsbCc06drbS0lLUoZVK0FmVTx44dw7Rp05CWloZHH320xf1sWYuyf/8Q/Oc/EwDY9tec7dr9\n", "EomJv0NSUpJix8zJyUFsbGyr+1hWm1ENjfUKbV0Dcw+AZWh9vjkAWo+b9Zy9FuXPY+ZatSjvrZ7r\n", "vwDIXVlFm3quWrLrWpQ/d/ToUcycORPbt2/HyJEjje0RERHIz89Xq1uX0lZysw+2roFpyUeUjhA3\n", "e8OYyTuXXSMx2StVEtzBgwcxefJkzJkzB+Xl5SgvLzc+xvtCiIjIFlRJcAsXLsS1a9ewceNGs8ck\n", "SVKjSyIiIhOqJLhDhw4hOTkZu3btQocOHdC+fXssX74cer1eje5c1q5duzB16lSth+GAdgFg3Kxj\n", "PzFzrF/m2k/cXJEqCe7pp5/GqVOncPjwYXTv3h3Z2dmYNm0adu3ahUmTJqnRpUtavXo1E5wsq8EX\n", "HWvZQ8yqAACzZ8/WeBzWsIe4uS7FE9wXX3yBnTt3YseOHejevTsAYPLkyRg3bhxeeuklJjgF9ezZ\n", "U+shOCjGzXr2ELNrd/+r1S9z5bCHuLkuxRPcP//5TwAwuy0gJiYG+/btQ35+PiIiIpTulohchj3+\n", "MpfskeKluo4dO4auXbsa3701CggIAAAUFRUp3SUREZEZxRNcTU0NunTpYtbe2FZTU6N0l0RERGZs\n", "UovSUrb4ddTNm/8DUATgb6r39XP19ddw+vRpbN++XbFjHjp0qM3j/XQP4h7Y9qOWQ3bc7yHcqcZh\n", "637VYKt+fx4zZ5+rkv3ey7l259p1pfqqis9VkYJfPxMZGSnuv/9+s/adO3cKSZLEtm3bzB777rvv\n", "RK9evTSt98aNGzdu3LTfevXqJb777jtF8pHi7+CGDBmCI0eO4Mcff0S3bt2M7WfOnAEADB482Oxv\n", "fH19kZ+fj+rqaqWHQ0REDsTX1xe+vr6KHEvxYstffPEFxo4dix07dmD69OnG9gkTJuD06dMoKytT\n", "sjsiIqJmqbKawIwZM3Dy5EkcPHgQPXr0wO7duzF16lTe6E1ERDajSoK7efMmkpOTkZmZaSzVlZSU\n", "hMmTJyvdFRERUbNUXQ+OiIhIK4rfByfH2bNnERsbC53OLobjEBgzInJEly5dwqxZs6DT6VBVVaVq\n", "X5q/Om7fvh2jRo1CVVVVq0vpxMXFITAwEEOGDDHZnn76aRuO1j5YGjMAOHz4MEaPHo1BgwZhwIAB\n", "eP7553H58mUbjdS+HThwAN27dzc7p4YMGWKyhqGrunHjBpYuXYrg4GAMHjwYw4YNQ1ZWltbDsmsV\n", "FRXw8PBo9pw6dOhQ2wdwcjk5OYiIiMCJEydafe0qLi7GxIkTMXDgQAwYMABPPvkkvvvuO+s7VORm\n", "A5kuXbokxo4dK6qqqsQzzzwjJElqcd+4uDjxxRdf2HB09smamOXn54uOHTuKTZs2CSGEuH79uhgz\n", "ZoyIjIwU9fX1thqy3Tpw4ICYM2eO1sOwW0888YQICQkRP/zwgxBCiKysLOHu7i6ys7M1Hpn9Ki8v\n", "F9HR0VoPw25FR0eLEydOiKSkJCFJkqisrDTbp7KyUvTo0UMsWbJECCHE7du3xZNPPin69+8vrly5\n", "YlV/mr6D69q1K/bv34/evXtbtL/g14VWxSwhIQH9+vXDvHnzAACdOnXC6tWrceTIEUUrqjgynlPN\n", "a1wVJDk5udlVQYjk2L9/P0JDQ1vdJykpCUIIpKamAgDc3Nywdu1alJeXY926dVb1p/lHlKSO8+fP\n", "4+DBg2arOgwbNgyenp7YsWOHRiMjR9DaqiBnzpxBfn6+FsMiB9fWVyr19fXYuXMnRo4cifbt2xvb\n", "fX19ERwcbPXrlkMluO3btyM6OhoPPvgghg4disTERFy5ckXrYdmloqIiCCGMqzg00ul06Nu3L1d1\n", "wJ13b2VlZZg+fToefvhh42f9BQUFWg9Nc1wVRL7z58/jmWeewYgRIxAUFIQpU6bg888/13pYDuHM\n", "mTOora01e90CgH79+qGkpAR1dXUWH89hEpynpyc6d+6M7OxsHD9+HG+99RY++OADPPLII6itrdV6\n", "eHancdWGllZ24KoOQPv27VFXV4fk5GR8+eWXyM/Ph4eHByIjI7Fv3z6th6cprgoij5ubGxoaGvC7\n", "3/0OR44cwfHjxxEeHo7Y2Fhs27ZN6+HZvbZetxoaGnDx4kWLj6dYgjtw4AB0Op1FW2lpqdXH37Bh\n", "A9atWwcPDw8AQFhYGN544w2cOnUKmzZtUmoaNqV2zFyJnFg+8sgjOHr0qPE7AU9PT2zevBne3t6I\n", "j4/XcjrkoHr37o2SkhKMHDkSANChQwekpKQgIiICCQkJuHXrlsYjdC2KFVsODQ3Fe++9Z9G+vXr1\n", "UqTPESNGALjzU3hHpGbMvLy8AKDZj3CvXLmCnj17WnU8e6dULNu1a4chQ4YgOzvbrGC4K/Hy8mp2\n", "6ZLG88nZzh+1DR8+HF999RVOnjyJIUOGaD0cu9XW65abm5vZx+atUSzB9ezZEzNmzFDqcCYaGhrw\n", "ww8/mF1Ubm5uxscdkZoxGzx4MCRJMq7i0KihoQEVFRUYM2aMKv1qRU4sf/zxR3h4eKBdu3Ym7Y5+\n", "XilBzqogdOdFuH379ujYsaNJO88pywQEBMDT09PsdQu4c+4FBwebXa+tsavv4Fr6hU1VVRX69u1r\n", "dnI0/pJr2LBhqo/NXrUUM29vb4wePRqfffaZSftXX32F2tpa1RKrI5k2bRo++OADk7b6+nocO3YM\n", "fn5+6NGjh0Yj017j+dH0/Pn8888REBCAoUOHajEsu7dgwQK88cYbZu35+fm477772vyJvKtzc3PD\n", "448/jry8PJOPc6urq1FSUmL969a93rinlNZuWi4vLxeSJIlXX33VeIPyuXPnRHh4uOjbt6/xRlRX\n", "Y8mN3p06dRKbN28WQghx7do1ER0dLR555BHR0NBgq2HarejoaBEeHm5cXLG+vl4sXbpUSJIkduzY\n", "ofHotDd9+nQREhIiLly4IIQQIjs7mzd6tyEuLk707t1blJaWGts2b94sJEkSa9as0XBk9qXxRu+K\n", "igqzxyorK4WXl5fxRu+6ujrx1FNPicDAQHH16lWr+tE8wc2aNUv4+fkJDw8PodPphJ+fn/Dz8xPn\n", "z5837nPr1i2RlpYmHnvsMREaGipCQkKEn5+feO6550R1dbWGo9eGJTFrdPjwYREVFSVCQ0NFUFCQ\n", "mDt3rrh8+bIGo7Y/hw8fFs8995wYNGiQCAsLE7179xaPPvqo2Ldvn9ZDsws3btwQS5cuFQMGDBBh\n", "YWEiIiJCZGVlaT0su3b8+HERHx8vwsLCxODBg0Xfvn1FZGSkSE9P13podmHJkiXCz89P3H///UKn\n", "04kHHnhA+Pn5iYKCApP9Tp06JSZMmCCCg4NFUFCQ+NWvfiXOnTtndX9cTYCIiJySXX0HR0REpBQm\n", "OCIickpMcERE5JSY4IiIyCkxwRERkVNigiMiIqfEBEdERE6JCY6IiJwSExwRETklJjgiInJKTHBE\n", "ROSUmOCIiMgpMcEREZFT+n+KskMNEVMAvAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAH8lJREFUeJzt3XtcVHX+P/DXDIiXIBNxBVcDVBDEEBQveANN8CHKePl5\n", "ybRNd2tt0wwfGVhsAroPU1s3L+nDEuvblpKbpgVmkrGk6GoCGZiwYnLJRFdSUDQF4fP7g5gchsvM\n", "eM6cubyej8c8evSZw/m8P585Z97OzDnvj0oIIUBERGRj1EoHQEREJAcmOCIisklMcEREZJOY4IiI\n", "yCYxwRERkU1igiMiIpvEBEdERDaJCY6IiGwSExwREdkkoxJcZWUl5s6dC7VajbKyMrliIiIiemAG\n", "J7j09HSEhITgzJkzUKlULW53584drFq1CiEhIRg0aBC8vLwQHh6Ow4cPSxIwERGRIQxOcK+//jo+\n", "/fRTTJs2DS2Vr6ytrcXEiRNRVFSEo0ePIjc3F/n5+aiursY333wjWdBERERtcTR0w4yMDKhUKnz8\n", "8cctbrN582bk5+fj4MGD6NChAwDAxcUFH3zwAdRq/txHRETmY3CCa+1ryUbbtm3D+PHjtcmtkb+/\n", "v/GRERERPQDJPlb973//w/nz59GzZ0+sXbsWQ4cORb9+/RAREYGDBw9K1Q0REZFBJEtwjVdVvv32\n", "2ygpKcHRo0dx5swZjBw5EpMnT8ZHH30kVVdERERtUhm74GliYiJWrlyJkpISPProo9r2rKwsjBkz\n", "Bp07d0Z5ebn2a0ohBPr06QOVSoUffvihxf2Wl5ejvLzcxGEQEZEt8PDwgIeHhyT7Mvg3uLa4uLgA\n", "AHx8fHR+g1OpVAgMDMRnn32Ga9euwdXVVe9vy8vL4evri+rqaqnCISIiK9SjRw9kZ2dLkuQkS3A+\n", "Pj5wdHREfX293nMODg4A0OxzQEOCq66uxocffsgLUowQERGBL7/8UukwrI4c81ZQUIB58+YBYwF0\n", "kXTXrbsO4N+Q/dzhsWYazptxGs+j8vJyy0pwnTp1QkREBLKysvDLL7+gY8eO2ufOnDkDb29vuLm5\n", "tboPf39/DBo0SKqQbN7w4cM5XyaQdd58APSQZ9fNugTg3/KfOzzWTMN5U5bJF5k099Pd6tWrUVdX\n", "h9dee03btmXLFpw/fx5r1qwxtStqQeMnYzIO5814nDPTcN6UZXCCW758OTw9PbF69WoIIRAaGgpv\n", "b2/k5uZqtxk4cCAyMzPx3XffwcvLCx06dMDixYvx3nvvYebMmbIMgIiIqDkGJ7hx48ahXbt28Pf3\n", "h1qtxokTJ1BcXKz38TskJARffvklVq5ciZqaGqjVaoSHh0sdNxERUaskrUXZ6ObNm4iPj0d0dHSb\n", "25LpWrpoh1rHeTMe58w0nDdlGZzgMjIyEBAQYNC2q1atQlRUFH9cldmECROUDsEqcd6MxzkzDedN\n", "WQYnOENqUQLAuXPn8P7772t/qyP5vPDCC0qHYJU4b8bjnJmG86YsyUv8x8TEID4+Hl27dpV610RE\n", "RAaTNMGlpqairKwMixcvlnK3RERERpMswd29excvvfQSNm7cyLXfzKSwsFDpEKwS5814nDPTcN6U\n", "JVkmWr9+PQICAvD444/rPWfob3FRUVHQaDQ6j9DQUOzfv19nu/T0dGg0Gr2/X7RoEXbs2KHTlpub\n", "C41Gg4qKCp32hIQErF27VqetrKwMGo1G76DcvHkzXn75ZZ2227dvQ6PRICsrS6c9JSUFCxYs0Itt\n", "9uzZko8jNjbWJsYBmPf1iI2NlW0cyAagGwJQCWAXgKtN2k8CSG/SVvPrtqVN2vMB7Ie+w/pNcrwe\n", "sbGxPK5MGEdsbKxNjAOQ/vVISUmBRqNBREQE3N3dMW7cOMTExOjt/0FItppAREQELl68qFNo+fLl\n", "y7hy5Qr8/f3h5OSE2NhYzJkzR2+fubm5GDx4MHJycnjlpRHKysp0XgMyjBzz1ngM488wf6mudyD7\n", "ucNjzTScN+NInQskq0XZXEHRpKQkJCUl4eDBg3yRZcA5NQ3nzXicM9Nw3pQlaS3Klrbh7QJERGRu\n", "RtWi9Pb2xoYNGwAAXl5e6NWrl04tykbbt2+Ht7c3Nm7cCJVKhVGjRqF3796oqqqSLnIiIqJWGJzg\n", "1qxZg7fffhtubm547LHHoFarcezYMb3vSb/44gscOnQI7du3R69eveDn54cZM2bg5MmT6Ny5s+QD\n", "sGdNf3Qmw3DejMc5Mw3nTVlGfUXZVj3Ky5cvIyoqCv3790dBQQHy8vLw+eefIy0tDcOGDcPNmzcl\n", "C5warowi43HejMc5Mw3nTVlGJThD6lG6urpi5cqV2tJenp6eiIuLQ0lJCfbs2WN6pKQnKSlJ6RCs\n", "EufNeJwz03DelGVUgmurHqW7uzsuX76s1/773/8eAFBZWWlMd0RERCaTvOSIo6P+nQf//e9/AQBj\n", "x46VujsiIqJmyV5Tq7a2Ftu3b8dTTz2FoKAgubuzK3pVNMggnDfjcc5Mw3lTlmQ3erckPj4enTp1\n", "wtatW+Xuyu788Y9/xGeffaZ0GFbHFuetoKBA1v0vXboUb775pvb/XVxc4OPjI2uftsAWjzWrIkyQ\n", "kJAgVCqVKC0tbXW7N954QwQHB4tr1661ul1OTo4AILp37y6io6N1HsOHDxf79u3T2f7QoUMiOjpa\n", "bz/PP/+8SE5O1tt3dHS0uHr1qk77ihUrxJo1a3TaSktLRXR0tCgoKNBp37Rpk1i2bJlO261bt0R0\n", "dLQ4evSoTvuuXbvE/Pnz9WKbNWuW5OPIycmxiXEIYd7XIycnR/JxNB7DGASB8RBIvO8RAwFfCCxq\n", "0j4RAiOatL3667YLmrT/PwgENWlLhEAvNPSrwOPcuXOSvB5C2MZx1dw4cnJybGIcQkj/euzatUtE\n", "R0eL8ePHi+7du4uxY8eK0aNHCwAiJydHrx9TGF2LEmi5HuX9Vq9ejdTUVHzxxRdt3v/GWpRk7RSr\n", "RZkH4BMA0wG4manPioY+eb6S1Cy2FuX94uPjcezYMRw+fBgPPfQQACAtLQ25ublYsWKFHF0S2Tc3\n", "mDexElmBB0pwzX34i4mJwQcffIA1a9Zg37592vajR4+ipqbmQbojIiIymFFXUcbExMDZ2RlJSUna\n", "GpPe3t7aepR5eXnYtGkTKisrsXDhQvzhD3/QPpKTk9u8j46M03QNJjIM580E+iVnyQA81pRlcIJL\n", "T09HWloa+vTpA7VajeLiYvz4448oLi7WflcaGBiI77//HhMmTEC/fv3g4+OD2bNn4+LFi6irq8O7\n", "774r20DsUXOFrqltnDcTlCsdgHXisaYsgxNcW3UogYbF/UaPHo3AwEAUFBTg7NmzUKlUCAsLYx1K\n", "GWzZskXpEKwS580Ek5QOwDrxWFOWwQnOkDqUCQkJEEJg5cqVAAAHBwesX78excXF2mV2iIiIzMHg\n", "BNfW72d1dXXYu3cvRo4cCScnJ227h4cH/Pz8sHv3btOjJCIiMpJkpbouXLiA6upq9OnTR++53r17\n", "o7CwELW1tVJ1R0RE1CrJEtzVq1cBAA8//LDecw8//DDq6+tx7do1qbojABqNRukQrBLnzQS7lA7A\n", "OvFYU5bsxZZJPosXL1Y6BKvEeTPBUKUDsE481pQlWYJzc2uoE3Tjxg29527cuAEHBwe4urq2uo+o\n", "qChoNBqdR2hoKPbv36+zXXp6erP/Mlq0aJHefSe5ubnQaDR6Vb0TEhL0lpMvKyuDRqNBYWGhTvvm\n", "zZvx8ssv67Tdvn0bGo0GWVlZOu0pKSlYsGCBXmyzZ8+WfByRkZE2MQ7AvK9HZGSkbONANgDdEIBK\n", "NHwCutqk/SSA9CZtNb9uW9qkPR/Afug72UzbeTT/iesA9O9nu/TrtreatP8buuPoi9/G0WRZRx5X\n", "LY8jMjLSJsYBSP96pKSkQKPRICIiAu7u7hg3bhxiYmL09v8gjK5F2VIdyrq6Ori6uiI8PByffvqp\n", "zt8MGDAAKpUK+fn5ze6TtSjJ2ilei9Kc/V4C8A5rUZL0pM4Fkn2Cc3BwwPTp05GVlaVTkqu8vByF\n", "hYWYNWuWVF0RERG1yeQE19wHv6SkJKjVam1B5Xv37mHZsmXo3bs3li5danqU1KymXyGQYThvJpB3\n", "uTmbxWNNWQYnuOXLl8Pb2xsbN25stg4lADz66KM4cuQI8vLy4O/vj4CAANTX1yMzMxPOzs6yDMCe\n", "paSkKB2CVeK8meCM0gFYJx5ryjJpPbi2nD59GgkJCSgqKoKjY8OCBfPmzcNLL70EBwcHve35GxxJ\n", "qaioyOyl4QoKCjBv3jz+Bkf0ACx+PbiysjKMHTsWkyZNQl5eHhwdHXHq1CmEhYXhypUrWL9+vdRd\n", "EmkVFRXB19dX6TCIyAJInuAOHDiAqqoqLFu2TPvpbciQIYiIiMDOnTuZ4EhW2k9u5lzhGgCK0HBp\n", "PRFZDMkTXONXkE3LctXU1KBdu3ZSd0fUPHOvcF3R9iZEZF6SVzJ58sknERAQgMTERFRVVQFo+FSX\n", "mZmJVatWSd2dXWvuBk0yAC9sMx7nzCQ8R5UleYJzdnZGRkYGHBwc4ObmBg8PDzz99NPYtm0b5s+f\n", "L3V3di0yMlLpEKyTfj1wagvnzCQ8R5UleYIrKipCSEgI2rdvj4qKCpSXl+Pzzz/HK6+8goULF0rd\n", "nV2bM2eO0iFYp8eUDsAKcc5MwnNUWZInuL/+9a/46aefsH37dnTu3BkAMHToUMTFxWH79u348ssv\n", "W/xb1qLkOB50HN9++61uEC3VcPwY+jcvS1HD0VZrUQKsRclx2H4tyrb4+/ujsrIS5eXlOu0HDx7E\n", "pEmTsG7dOixbtkznOd4HR1Kxq5qQSvXL++BIJhZbi7KRu7s7KioqcOuW7j8JS0pKtM+TNJr+a4wM\n", "1PTTEbWNc2YSnqPKkjzBxcTEoL6+HkuXLsW9e/cANKz2/cYbb8Db2xvTp0+Xuku7tW7dOqVDsE7H\n", "lA7ACnHOTMJzVFmSJ7gpU6YgIyMDP/74IwYMGIDAwEBER0djypQpOHHiBDp16iR1l3bro48+UjoE\n", "6zRD6QCsEOfMJDxHlSXLit5hYWF48cUX0bNnTzg5OaG2thbp6enYsGGDHN3ZLf5jwUROSgdghThn\n", "JuE5qixZElxycjIWLlyITZs2ITs7G+fOncPcuXPx8ccfy9EdERGRHslLdV28eBFLlizB+++/j/79\n", "+2vbly5dipCQEKm7IyIiapbkn+D++c9/4u7du5g0aZJOe8eOHXlXv8Sa3utCBmp67xm1jXNmEp6j\n", "ypI8wWVlZaFbt27IyclBZGQkAgICEBQUhMTERNy9e1fq7uzao48+qnQI1qmz0gFYIc6ZSXiOKkuW\n", "9eCqqqrw3HPP4dNPP0Xfvn3xn//8B9HR0Th58iQOHjwodZd264UXXlA6BOs0TOkArBDnzCQ8R5Ul\n", "eYK7c+cO7t69i/j4ePTt2xcAEBoaisWLF2PlypU4evQoRo8eLXW3RGRmBQVNa53Jz8XFBT4+Pmbv\n", "l6yT5F9Ruri4AACCgoJ02hv//9SpUy3+LWtRchwPOg7WooT8tSh/bPjfefPmYfDgwWZ9+Pr6Yu7c\n", "uTw/bGAcVlmLcu7cuUhJSUFeXh4GDBigbU9NTcWUKVNYi1JChYWF8PPzUzoMi2JQLcqrALpJ3LGt\n", "16K8f84a+zT3qukVDf1a0/sEz1HjWHwtyqlTpwIAvvvuO532M2fOAGhYWYCkERsbq3QI1qnlBS2o\n", "Jc3NWeOq6eZ6mDOZSoTnqLIkT3AzZszAqFGjsHr1aly5cgVAwxpxmzdvxqRJkzBmzBipu7Rbb731\n", "ltIhWKcopQOwQpwzk/AcVZbkCU6lUuHAgQMYP348hg0bBg8PD/j6+sLX1xeffPKJ1N3ZNV6CbKJH\n", "lA7ACnHOTMJzVFmylOpycXHBxo0b8e2336K2thYqlQrjxo1Du3bt5OiOiIhIjywJrtFrr73GWwKI\n", "iEgRsiW4vLw8fPLJJ0hMTJSrC7vX9LJhMhDXoDQe58wkPEeVJVuCW7JkCVatWoXOnVnjRy63b99W\n", "OgTrVKt0AFaIc2YSnqPKkiXB7d69G9XV1fjTn/4kx+7pV0lJSUqHYJ3GKh2AFeKcmYTnqLIkL9V1\n", "+/ZtxMXFISUlRepdExERGUzyBPf6669j9OjRCA0NlXrXZKKioiLcvHnT7P2ybiARKUnSryiLi4ux\n", "bdu2Zn9YNaQiGGtRGjeOioqKNsdRVFQEX19fs9cMbKwbuHr16jbHAZi5FuUtsBZlI0NrUd7Cb+No\n", "+m8lKcZhxOuxZs0aqznPKyoq+H7VwjisrhZlcnIy/va3v6FLly7atpqaGhQUFKB79+5wd3eHn5+f\n", "3teXrEVpGo1Gg88++6zVbbS1Ge2kbqBBtSh3AXhS4o5tvRbl/XOm1FgvAXjHumpRGnKO0m+kzgWS\n", "fkX5zDPP4JlnntFpKy0thbe3N/7yl79gxYoVUnZn94y6BaOxbiAB4UoHYIXClQ7AOvE2KWXJeqM3\n", "8NtXkxIvWkCA1fwr1uIw0RuPc2YSnqPKki3BXb9+Hd7e3hg9ejRUKhU2bNgAb29vve9qiYiI5CD5\n", "VZQAcOHCBbzzzjtwcXGBEALOzs7w9vbGq6++ilGjRsnRpcEuXryI8+fPm71ftVqNIUOGoGPHjmbv\n", "m4jIHsmS4J5//nnt1UPu7u64d+8elixZgrCwMOzbt6/ZK3HMZbJmMr779ru2N5TBunXr9K5uehA7\n", "duzgzfSmyAXAb46MwzkzCc9RZcmS4FQqFV577TW4u7s3dOLoiH/84x9ITk7G+vXrFU1w1beqgSAA\n", "Zq4B7fh/jpKX7cnNzeXJY4pypQOwQpwzk/AcVZYsCS41NRWOjrq77tChA7p06YLKyko5ujRORwBd\n", "zdulykEl+T63bNki+T7twiSlA7BCnDOT8BxVliwXmTRNbgBw7do1VFRUYNy4cXJ0SUREpEP22wQa\n", "bdu2Dd26dcMrr7xiri6JiMiOyfIVZVO5ubn4+9//jn379uF3v/udObokC1FQ0LT+km31R/aB9Vyt\n", "k+wJrqCgANOmTcOHH36IsLCwVreNiorC0KFDddquXr2KuLg4TJ06VduWnp6Ot956S68EzqJFizBo\n", "0CCdH3Vzc3ORmJiId999F25u99Wq+jeAdgDuv2uhEsDnACIAdLuv/SSAKgCR97XVANgDYCQAz/va\n", "8wH8AGAqdNy7dU/vzfdBx6HRaBAcHIxOnTohLi5Ou21ZWRkWL16MdevW6QYhwTjwMYABAPzvazsP\n", "4Bvolr+qavjPvHnzoKjmxrELDa+9IeMAGmo4ekD3KsJLADIBTAHw0H3t2QBcYbbjqsValA86jqbn\n", "xy4AUb+O4/64pBqHoccVGmpRTpgwwaDzPCEhodXzw8/PT9u+efNmlJWV4Y033tC23b59G9HR0cjI\n", "yIBSzp07hw8//PCBx/HEE08gNjZW51atlJQUpKen47333tPpc/bs2ZgzZ47k77v3vx4pKSlISUnB\n", "L7/8gvz8fPTv3x/37t17gJnSJ2ktyqZOnz6NadOmITk5GY8//niL25mzFmXffn3xQ9cfgAmydqOn\n", "3YZ2iI+JR0JCgmT7TE9PR2RkZKvbGFSbUQ6N9QrNXQOzCA1vzq2N9zyAvhL3a+u1KO+fMzurRflA\n", "9VwvAuhpYscK1XNVkkXXorzfyZMnMXv2bOzcuRMjR47UtoeEhCA7O1uubu1KW8nNIpi7BmZF25tI\n", "ntzsAefMtGOZJc4UJUuCO3LkCCZPnowFCxaguLgYxcXF2udyc5uu10FERCQ9WRLc0qVLcevWLWze\n", "vFnvOZVK+vvBiIiImpIlwR07dgyJiYnYv38/2rdvDycnJ6xYsQLR0dFydGe39u/fr/MjMBmoALoX\n", "M1DbLGjOrOrKXAuaN3skS4J76qmncPbsWRw/fhyurq5IS0vDtGnTsH//fkyaxJIIUlm7di0TnCmO\n", "gW86xrKEObOUK3ONYQnzZsckT3Bff/019u7di927d8PV1RUAMHnyZIwfPx4vvvgiE5yEunXr1vZG\n", "pK+T0gFYIUuYs9pf/6vUlbmmsIR5s2OSJ7h//etfAKB3W8C4ceNw6NAhZGdnIyQkROpuicheWOKV\n", "uWSRJC/Vdfr0aXTu3Fn76a1Rnz59AAB5eXlSd0lERKRH8gR39epVPPzww3rtjW1Xr16VuksiIiI9\n", "ZqlFaShzXB11985d4DIaSiqZUd2dOpw/fx47d+6UbJ/Hjh1rc3/aexCLYN6vWspguf2WoaEah7n7\n", "lYO5+r1/zmx9rFL2+yDH2vWG/9hTfVXJxyokFhoaKh555BG99r179wqVSiV27Nih99ylS5dEjx49\n", "BAA++OCDDz7s+NGjRw9x6dIlSfKR5J/ggoODceLECVy/fh1dunTRtl+4cAEAMHDgQL2/8fDwQHZ2\n", "NsrLuWwwEZE98/DwgIeHhyT7krzY8tdff42xY8di9+7dmDlzprZ94sSJOH/+PIqKiqTsjoiIqFmy\n", "rCYwa9YsfP/99zhy5Ai6du2KAwcOYOrUqbzRm4iIzEaWBHf37l0kJiZi37592lJdCQkJmDx5stRd\n", "ERERNUvW9eCIiIiUIvl9cKa4ePEiIiMjoVZbRDhWgXNGRNaosrISc+fOhVqtRllZWdt/8AAUf3fc\n", "uXMnRo0ahbKyslaX0pk/fz58fHwQHBys83jqqafMGK1lMHTOAOD48eMYM2YMBgwYgH79+uG5555D\n", "VVWVmSK1bJmZmXB1ddU7poKDg3XWMLRXd+7cwfLly+Hn54eBAwdiyJAhSE1NVTosi1ZSUgJnZ+dm\n", "j6ljx44pHZ7i0tPTERISgjNnzrT63lVQUICoqCj4+/ujX79+mDNnDi5dumR8h5LcbGCiyspKMXbs\n", "WFFWViaefvppoVKpWtx2/vz54uuvvzZjdJbJmDnLzs4WHTp0EFu2bBFCCHH79m0RFhYmQkNDRV1d\n", "nblCtliZmZliwYIFSodhsWbMmCH69+8vfv75ZyGEEKmpqcLR0VGkpaUpHJnlKi4uFuHh4UqHYbHC\n", "w8PFmTNnREJCglCpVKK0tFRvm9LSUtG1a1cRFxcnhBDi3r17Ys6cOaJv377ixo0bRvWn6Ce4zp07\n", "IyMjA7169TJoe8GfC42as2XLlqF37954/vnnAQAdO3bE2rVrceLECUkrqlgzHlPNa1wVJDExsdlV\n", "QYhMkZGRgYCAgFa3SUhIgBACK1euBAA4ODhg/fr1KC4uxoYNG4zqT/GvKEkeV65cwZEjR/RWdRgy\n", "ZAhcXFywe/duhSIja9DaqiAXLlxAdraZa92RTWjrJ5W6ujrs3bsXI0eOhJOTk7bdw8MDfn5+Rr9v\n", "WVWC27lzJ8LDw/HYY49h8ODBiI+Px40bN5QOyyLl5eVBCKFdxaGRWq2Gp6cnV3VAw6e3oqIizJw5\n", "E0OHDtV+15+Tk6N0aIrjqiCmu3LlCp5++mkMHz4cvr6+mDJlCr766iulw7IKFy5cQHV1td77FgD0\n", "7t0bhYWFqK2tbeYvm2c1Cc7FxQWdOnVCWloa8vPz8d5772HPnj0YMWIEqqurlQ7P4jSu2tDSyg5c\n", "1QFwcnJCbW0tEhMT8c033yA7OxvOzs4IDQ3FoUOHlA5PUVwVxDQODg6or6/Hn//8Z5w4cQL5+fkI\n", "CgpCZGQkduzYoXR4Fq+t9636+npcu3bN4P1JluAyMzOhVqsNepw7d87o/W/atAkbNmyAs7MzACAw\n", "MBBvvvkmzp49iy1btkg1DLOSe87siSlzOWLECJw8eVL7m4CLiwu2bt2K7t27IyYmRsnhkJXq1asX\n", "CgsLMXLkSABA+/btkZSUhJCQECxbtgw1NTUKR2hfJCu2HBAQgI8++sigbXv0kGY53uHDhwNouBTe\n", "Gsk5Z25ubgDQ7Fe4N27cQLdu3Yzan6WTai7btWuH4OBgpKWl6RUMtydubm7NLl3SeDzZ2vEjt2HD\n", "huHUqVP4/vvvERwcrHQ4Fqut9y0HBwe9r81bI1mC69atG2bNmiXV7nTU19fj559/1jupHBwctM9b\n", "IznnbODAgVCpVNpVHBrV19ejpKQEYWFhsvSrFFPm8vr163B2dka7du102q39uJKCKauCUMObsJOT\n", "Ezp06KDTzmPKMH369IGLi4ve+xbQcOz5+fnpna+tsajf4Fq6wqasrAyenp56B0fjlVxDhgyRPTZL\n", "1dKcde/eHWPGjMHhw4d12k+dOoXq6mrZEqs1mTZtGvbs2aPTVldXh9OnT8PLywtdu3ZVKDLlNR4f\n", "TY+fr776Cn369MHgwYOVCMviLVmyBG+++aZee3Z2Nh566KE2L5G3dw4ODpg+fTqysrJ0vs4tLy9H\n", "YWGh8e9bD3rjnlRau2m5uLhYqFQq8eqrr2pvUP7pp59EUFCQ8PT01N6Iam8MudG7Y8eOYuvWrUII\n", "IW7duiXCw8PFiBEjRH19vbnCtFjh4eEiKChIu7hiXV2dWL58uVCpVGL37t0KR6e8mTNniv79+4uK\n", "igohhBBpaWm80bsN8+fPF7169RLnzp3Ttm3dulWoVCqxbt06BSOzLI03epeUlOg9V1paKtzc3LQ3\n", "etfW1oonn3xS+Pj4iJs3bxrVj+IJbu7cucLLy0s4OzsLtVotvLy8hJeXl7hy5Yp2m5qaGpGcnCwm\n", "TJggAgICRP/+/YWXl5d49tlnRXl5uYLRK8OQOWt0/PhxMXr0aBEQECB8fX3FwoULRVVVlQJRW57j\n", "x4+LZ599VgwYMEAEBgaKXr16iccff1wcOnRI6dAswp07d8Ty5ctFv379RGBgoAgJCRGpqalKh2XR\n", "8vPzRUxMjAgMDBQDBw4Unp6eIjQ0VOzatUvp0CxCXFyc8PLyEo888ohQq9WiZ8+ewsvLS+Tk5Ohs\n", "d/bsWTFx4kTh5+cnfH19xRNPPCF++ukno/vjagJERGSTLOo3OCIiIqkwwRERkU1igiMiIpvEBEdE\n", "RDaJCY6IiGwSExwREdkkJjgiIrJJTHBERGSTmOCIiMgmMcEREZFNYoIjIiKbxARHREQ2iQmOiIhs\n", "0v8H1n3Kca+puqoAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "043\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHL9JREFUeJzt3X9UVGX+B/D3ZdCIBVPDRdxCyOSnixhYUCJgaFs6UG7S\n", "MS2xTXGtdfWsleYqY26mtpam+W07uj8KMNxcTMT1V4Y/cnUF1mANdTpgbMnxgKKGpKh8vn/AjM4M\n", "4Py4d+7ch8/rnDm7Pdy5z+fdMzOfZmDuIxERgTHGGNMwL7ULYIwxxlzFzYwxxpjmcTNjjDGmedzM\n", "GGOMaR43M8YYY5rHzYwxxpjmcTNjjDGmedzMGGOMaR43M8YYY5rnUDO7cOECJk2aBC8vL9TW1ipV\n", "E2OMMeYQu5vZrl27EB8fj//+97+QJKnT46qqqvDEE08gMjIS4eHhmDhxIs6cOSNLsYwxxlhH7G5m\n", "b731Fj777DM89dRT6OxyjrW1tUhKSkJMTAyqqqrw9ddfQ5IkJCcn44cffpCtaMYYY+xWdjezvXv3\n", "Ijo6ustjcnJyQER44403AAA6nQ4rV65ETU0NVq1a5VqljDHGWCfsbmZdfbQIADdu3MDmzZvxyCOP\n", "oGfPnubxoKAgREREoKCgwPkqGWOMsS7I9teM1dXVaGpqwqBBg2x+dt999+HEiRO4du2aXNMxxhhj\n", "ZrI1s/r6egBAr169bH7Wq1cvtLa24vz583JNxxhjjJl5q12ASV1dHerq6tQugzHGmIqCgoIQFBTk\n", "8P1ka2YBAQEAgEuXLtn87NKlS9DpdOjbt2+H962rq0NYWBiamprkKocxxpgGDRgwAKWlpQ43NNma\n", "2aBBg+Dv74/q6mqbn1VXVyMiIgI9evTo8L51dXVoampCbm4uIiMj5SrJY4wePRq7d+9WuwxFiJwN\n", "6DxfVVUVJk+eDGAJgFC31wV8CeD/XJx/JoB1TtyvBsBCj36+dtfHpdaZnld1dXXqNTOdTofx48dj\n", "69ataGlpMf9FY11dHU6cOIGcnJzbniMyMhIPPPCAXCV5jISEBCFzAWJnA+zJ9wQAtfL/n4vz5wOY\n", "5MT9ygEs9OjnKz8uux+n/wCkoy9OL168GF5eXli0aBEA4Pr165g7dy7uu+8+zJkzx/kqNU6n06ld\n", "gmJEzgaInk/cbGKvm/j5nGF3M5s3bx5CQ0OxevVqSJKEESNGIDQ0FOXl5eZjgoODsX//flRUVCAy\n", "MhLR0dFobW1FSUkJ/Pz8FAnAGGOM2f0x47Jly7Bs2bLbHhcZGYnt27e7VBRjjDHmCN4Cxg1aW1vV\n", "LkExImcDRM8nbjax1038fM7gZuYGjz32mNolKEbkbIDo+cTNJva6iZ/PGdzM3OA3v/mN2iUoRuRs\n", "gOj5xM0m9rqJn88ZHnMFEMaYtlRVVak2t7+/PwYPHqza/MzzcDNjjDmobZf5ti+Nq+fUqVPc0JgZ\n", "NzM3OHHiBCIiItQuQxEiZwNEz3cCgDPZLrf/by4ANa4AUgVgcpcb/oq9buLnc4YizezYsWPIycmB\n", "0WiEt3fbFJMnT8bvfve7bvllv1dffRVbt25VuwxFiJwNED3fqwBcyRYJ9a5+0jWx1038fM6QvZnV\n", "1tYiNTUVY8eORUVFBby9vXH06FEkJyfj7NmzWLlypdxTery1a9eqXYJiRM4GiJ5P3Gxir5v4+Zwh\n", "+18zFhcX4+LFi5g7d675Xdnw4cMxevRo5OXlyT2dJgQHB6tdgmJEzgaInk/cbGKvm/j5nCF7MzN9\n", "jGi9q3RLS0unV81njDHGXCF7M3v22WcRHR0Ng8GAixcvAmh7t1ZSUoIlS5bIPR1jjDEmfzPz8/PD\n", "3r17odPpEBAQgKCgIEyZMgUffPABsrKy5J5OE5YvX652CYoRORsgej5xs4m9buLnc4bszcxoNCI+\n", "Ph533HEHGhoaUFdXh+3bt2P+/PnIzs6WezpNaG5uVrsExYicDRA9n7jZxF438fM5hWSWmZlJOp2O\n", "GhsbLcZXrVpFkiTRrl27bO5TVlZGAKisrEzuchhThOkxC5QRQCrcclWcX825qX1efr0QkSu9QPZ3\n", "ZhUVFejXrx969+5tMR4WFgYA+Oqrrzq97xNPPIH09HSLW2JiIrZs2WJx3K5du5Cenm5z/5deegkb\n", "NmywGCsvL0d6ejoaGhosxnNycmzeqtfW1iI9PR0nTpywGF+zZg1eeeUVi7Hm5makp6fj4MGDFuMb\n", "N27E1KlTbWp75plnOIdAOW5eyqnR6ugc2H58VwsgHW1fUrZIAuAVq7Hm9mMPWo1vBGCbA5gHYIvV\n", "2K72c1h7CcAGq7Hy9mMbrMa7ynHGalyOHM/A/hy2W1GJ8rjqTjk2btyI9PR0jB49Gv3798eoUaMw\n", "e/Zsm/PbTe7OmpKSQt7e3tTU1GQxvm7dOpIkiT7++GOb+/A7M6Y1/M6M35kx+XnUO7PZs2ejtbUV\n", "c+bMwfXr1wEA1dXVePvttxEaGorx48fLPaXHs/6vE5GInA0QPZ+42cReN/HzOUP2ZpaRkYG9e/fi\n", "f//7H4YMGYKYmBjo9XpkZGTg8OHD8PX1lXtKj/fCCy+oXYJiRM4GiJ5P3Gxir5v4+ZyhyLUZk5OT\n", "kZycrMSpNclgMKhdgmJEzgaIns+gdgGKEXvdxM/nDN6c0w0eeMAzL8YqB5GzAaLnEzeb2Osmfj5n\n", "cDNjjDGmedzMGGOMaR43Mzew/g6GSETOBoieT9xsYq+b+Pmcwc3MDcrLy9UuQTEiZwNEzyduNrHX\n", "Tfx8zuBm5gbvv/++2iUoRuRsgOj5xM0m9rqJn88ZijWzHTt2IC0tDfHx8QgLC0N0dDQWLFig1HSM\n", "Mca6MUWa2fr165GdnY333nsPpaWlOHXqFCZNmoS///3vSkzHGGOsm5P9S9PfffcdZs2ahb/97W+I\n", "iooyj8+ZMwfx8fFyT8cYY4zJ/87so48+wtWrVzF27FiL8TvvvBNjxoyRezpN6OhK06IQORsgej5x\n", "s4m9buLnc4bszezgwYPo168fysrKMGbMGERHRyM2NhYGgwFXr16VezpNePnll9UuQTEiZwNEzydu\n", "NrHXTfx8zpD9Y8ba2lpcvHgRM2bMwGeffYb7778f//rXv6DX63HkyBH885//lHtKjyfyO1KRswGi\n", "5xM3m9jrJn4+Z8j+zuzKlSu4evUqFixYgPvvvx8AkJiYiJdffhk7d+7EgQMH5J6SMcZYNyf7OzN/\n", "f38AQGxsrMW46Z+PHj2KpKQkuadljHUzN3f7di9/f38MHjxYlblZF+TeKfTZZ58lSZKosrLSYnzr\n", "1q0kSRK9/fbbNvcx7S4aGBhIer3e4paQkECFhYUWx+/cuZP0er3NeWbOnEnr16+3Obder6f6+nqL\n", "8UWLFtGyZcssxr799lvS6/VUVVVlMf7ee+/R3LlzLcYuX75Mer2eDhw4YDGen59PWVlZFmOFhYWU\n", "mZmp+RxEZJOjsLBQiBxEHa9HYWFhhzlyc027Le+x2gV5EQHLrMa+JUBPQJXV+HsEzLUau9x+7AGr\n", "8XwCsjrY7Xk0AYVWx+5sP4f1Ds0zCVh/yz8Xtu/arCeg3oEcK6x2mnYlh+mW6UCOX7TPr97tnXfe\n", "celxReTa86OwsNAjnh+u5MjPzye9Xk9paWkUGBhIqamplJSURHByp2nZm9mmTZtIkiTKzc21GF+6\n", "dClJkkT79u2zuY8rW2VrQWZmptolKEbkbESd5zM9Zm++oLv7livD/Jkqzi1H9tz2Gjq6je7iZ67c\n", "cj3itUrU550rvUD2jxmffvppjBgxAkuXLkVaWhoCAwNhNBqxZs0ajB07FiNHjpR7So9XUFCgdgmK\n", "ETkbIHo+rWeLROd7su1yZyFuJ/bj0jmyNzNJklBcXIzf//73eOihh+Dr64sbN25g+vTpfDkrxhhj\n", "ipC9mQFtvyBdvXo1Vq9ercTpGWOMMQt81XzGGGOax83MDaZOnap2CYoRORsgej7OplViPy6dw83M\n", "DUT+tr7I2QDR83E2rRL7cekcRX5nxixNnDhR7RIUo3Y2o9GIH374QbHzh4eHd7irr1pf2JWXuI9L\n", "sbOp/7zzRNzMmGYZjUaEhYWpXQZjzANwM2OadfMdWS7avnPkTtsBLHTznIyxzij+O7M//elP8PLy\n", "wuLFi5WeymMdPHhQ7RIU4xnZTF+eVeLW3Ml4qFuSKcsT1k4pImfzlOedZ1G0mTU2Npq/KC1JkpJT\n", "ebQVK1aoXYJiRM7WRuR8nE2rxH/eOU7RZrZw4UK+Qj6ATz75RO0SFCNytjYi5+NsWiX+885xijWz\n", "iooK/OMf/4DBYFBqCs3w9fVVuwTFiJytjcj5OJtWif+8c5xizWzWrFlYsmQJ7rrrLqWmYIwxxgAo\n", "1MwKCgrQ1NSEX/3qV0qcnjHGGLMgezNrbm7Ga6+9hjVr1sh9as165ZVX1C5BMSJnayNyPs6mVeI/\n", "7xwn+/fM3nrrLSQlJSExMVHuU2tWcHCw2iUoxsfHp8MrZLiDe67CIe7acTbtEvk1xWly7hJaXV1N\n", "AQEB9P3335vHampqSJIkMhgMnd7PtLtoYGAg6fV6i1tCQoJbtiEnIs1vQ+7uHKdOnWrf8VftWxkB\n", "lwnQE3DAalfifAKyOtlludBqbGf7OayPnUnAequxJe1z77EaX0TAMquxb9vPW2U1/h4Bc63G7M1h\n", "2m15tIs5ytqPrXcgx4pb/r27msOZ9Uizmt/ZHM6sR9tr1ZtvvtltnudK5cjPzye9Xk9paWkUGBhI\n", "qamplJSURHByp2mJiEiuxrh+/Xr84Q9/QJ8+fcxjLS0tqKqqQmBgIPr374+IiAhs3LjR4n7l5eWI\n", "i4tDWVkZHnigs51jmacxrZs6V+AAbl6Fowyd7zislDwAk1WaW+35u3P2cgD8WqUUV3qBrB8zvvji\n", "i3jxxRctxr799luEhobi17/+NRYtWiTndMxjdLV9vZJEuNgvY0wOil/OyvTGT8Y3gJpz4sQJtUtg\n", "ThN57TibVvFrii3FmlljYyNCQ0ORlJQESZKwatUqhIaGYsOGDUpN6bFeffVVtUtgThN57TibVvFr\n", "ii3Frprfp08f1NTUKHV6TVm7dq3aJTCnibx2nE2r+DXFFu807Qb8Z7RaJvLacTat4tcUW9zMGGOM\n", "aR43M8YYY5rHO027wfLly/Haa68pdn6j0XjLrsvu454rcKhtOQDl1k5dnM1Zaj72z507h6KiImRl\n", "Zakyv7+/PwYPHqzK3F3hZuYGzc3Nip3baDQiLCxMsfMz5dZOfZzNcbUAgMmTJyt0fvupef3bU6dO\n", "eVxD42bmBosXL1bs3DffkalxFQ7TFThEptzaqY+zOe5y+/+qfdUbteavAjBZlU+Cbkf2ZlZdXY0P\n", "P/wQ27dvBxHh+vXrCA0Nxeuvv44RI0bIPR0zU+MqHN3hY0bGOqL2VW/Umt9zyf4HIDNnzsSePXuw\n", "a9cuVFZWorKyEiEhIUhOTsbWrVvlno4xxhiTv5lJkoSFCxeif//+AABvb2+888470Ol0WLlypdzT\n", "aUJDQ4PaJTCnibx2nE27GtUuwOPI3syKioqQkZFhMebj44M+ffrgwoULck+nCS+88ILaJTCnibx2\n", "nE273lC7AI8jezPz9rb9Ndz58+fR0NCAUaNGyT2dJhgMBrVLYE4zqF2AggxqF6Agg9oFKGy62gV4\n", "HLd8afqDDz5Av379MH/+fHdM53F43yMtE3ntOJt2qfGXjJ5N8T/NLy8vxx//+EcUFhbipz/9qdLT\n", "ud2RI0dw8OBB1eY/f/68anMzxpjHcHhvagd8/fXXFBwcTMXFxV0eV1bWthV5YGAg6fV6i1tCQoJH\n", "b0MeExNLkuRNOt1dpNPdRZJ0J0lSD/M/3xzvQV5evhZjXl6+BHh3cGxPkqQ7rY71I8CbvLz8bxn3\n", "a98+3noLeVe2hXdke/vc9rnXdrK9/UwC1luNybm9vWn+MhdzmG47HcixpH3uPTLkcGY9TNlHu5jD\n", "mfVYQZaPObkfV7fLkUa2j3k5H1dd5TD9e39ThhzOrMetj3l3Pc9vzTGSAFBZWZnLr7v5+fmk1+sp\n", "LS2NAgMDKTU1lZKSkmzOby84fA87/ec//6GQkBDas2fPbY81NTNnAqgtMTGJgOc7eDDcerN+wMp1\n", "+w913MzcdctVcW53zd/Z2omQ3dnHpRayK/Wc85TsC1WaX9nXald6gSK/Mzty5AiefPJJ5Obm4tFH\n", "HzWPx8fHKzGdBpSrXQBzmshrx9m0i3eatib778z279+PcePGYerUqaipqbHYoLO8XPQHWGfeV7sA\n", "5jSR146zadc8tQvwOLI3szlz5uDy5csdXgRTkiS5p2OMMcbkb2ZlZWVyn5IxxhjrEm/OyRhjTPO4\n", "mblFutoFMKeJvHacTbvmqF2Ax+Fm5hYvq10Ac5rIa8fZtCtT7QI8DjcztxijdgHMaSKvHWfTrkS1\n", "C/A43MwYY4xpHjczxhhjmqdIM7ty5QrmzZuHiIgIDB06FMOHD0dRUZESU2nEFrULYE4Tee04m3Z9\n", "oXYBHkeRZvbcc8+hqKgIhw4dwldffYWcnByMHz8excXFSkynAcvVLoA5TeS142za9Ve1C/A4sjez\n", "ffv2YfPmzTAYDOjbty8AYNy4cUhLS8Nvf/tbuafTiH5qF8CcJvLacTbt6qt2AR5H9ma2adMmALC4\n", "wDAAjBo1CtXV1SgtLZV7SsYYY92c7M3s2LFjuOuuu8zvykwGDRoEAKioqJB7SsYYY92c7M2svr4e\n", "vXr1shk3jdXX18s9JWOMsW5O9gsNu6KqqkrtEhzW1NQE4BSAD7s46sBtfu6s/93y/7cDcPe/vy9V\n", "nNtd838JIE+lubsix/ydZXPH3K6wZ35ns8kxt5JM8x+DMvlup21LL6Veq106r9w7hSYmJlLv3r1t\n", "xjdv3kySJNGGDRtsfnbmzBkaMGBA+w6qfOMb3/jGt+56GzBgAJ05c8bh3iP7O7Nhw4bh8OHDaGxs\n", "RJ8+fczj1dXVAIChQ4fa3CcoKAilpaWoq6uTuxzGGGMaEhQUhKCgIIfvJxERyVnIvn37kJqaioKC\n", "AkyYMME8/vjjj+Obb76B0WiUczrGGGNM/mYGAJmZmTh+/Dj279+Pu+++G8XFxXjyySexZcsWjB07\n", "Vu7pGGOMdXOKNLOrV6/CYDCgsLAQd9xxB3r27ImcnByMGzdO7qkYY4wxZZoZY4wx5k581XzGOvHd\n", "d99hzJgx8PIS72kicjbWPan2SD5+/Dhmz56NuLg4xMXFISoqCgkJCcjPz+/w+EOHDmHkyJEYMmQI\n", "wsPDMWPGDFy8eNHNVduvoqICL730EqKjoxETE4OoqChMmDABlZWVNsdmZWVh8ODBGDZsmMXtueee\n", "U6Hy23MkG6C9tQOAvLw8jBgxArW1tZAkqdPjtLZ2gP3ZAG2unbWSkhL07dvXZo2GDRuGmpoatcuz\n", "m6i7kZw+fRp+fn4drs+XX355+xOYOPzH/DLJycmhAQMGkNFoNI+tXbuWJEmivLw8i2NLS0vJx8eH\n", "3n//fSIiam5upuTkZEpMTKQbN264tW57hYeH0+OPP04XL14kIqLLly9TRkYG+fj40NGjRy2OzcrK\n", "on379qlRplMcyabFtbtw4QKlpqZSbW0tTZkyhSRJ6vRYra2dI9m0uHYdKSkpoalTp6pdhsuefvpp\n", "ioqKonPnzhERUVFREXl7e9O2bdtUrsw1NTU1lJKS4vJ5VGtmf/3rX+nDDz+0Ge/duzf98pe/tBhL\n", "SUmhqKgoi7HDhw+TJEn00UcfKVqnsyIiIujYsWMWY0ajkSRJoueff95iPCsri0pKStxZnkscyabF\n", "tbuVPc1MS2t3q9tl0/ramZSUlFBWVpbaZbikpKSEJEmiTZs2WYz/4he/oEGDBqlUlTzkamaqfcw4\n", "ZcoUTJs2zWKspaUFP/74I/r1u7l9w9mzZ7F//36bq/APHz4c/v7+KCgocEu9jqqsrLT5gvjPfvYz\n", "AMCFCxfUKEk29mbT6toxXjtPw7uR3J7H/Pa3oaEB2dnZCA4OxoIFC8zjFRUVICLzVfdNvLy8MHDg\n", "QI+9Cr+3t+3FVU6ePAmg7QFoLS8vDykpKfj5z3+OuLg4LFiwAJcuXVK8TmfYm02ra+coLa2dvURa\n", "OyKC0WjEhAkT8OCDDyI8PBwTJ05EWVmZ2qXZTfTdSM6ePYspU6YgISEBYWFhyMjIwOeff+7QOVRv\n", "ZmfOnEF4eDgCAwPxzTffYMuWLbjnnnvMPzddZb+zK/Fr6Sr869atQ3h4OLKzsy3G/f394evri23b\n", "tqGyshJ/+ctf8Omnn+Lhhx9uv5Cx5+som0hr1xkR1q4jIq1dz549ce3aNRgMBvz73/9GaWkp/Pz8\n", "kJiYiJ07d6pdnl1E3o1Ep9OhtbUV06dPx+HDh1FZWYnY2FiMGTMGGzZssP9ELn9QSURffPEFSZJk\n", "1+3kyZMdnuPHH3+kpUuXko+PD+Xn55vH8/LySJIk+vOf/2xzn0ceeYR8fHzkiNAlOfJt27aNAgIC\n", "6Pjx43bNWVxcTJIk0bJly+SMYkPJbCKs3e1+r9QRraxdV9k8Ye06IsfjlYiopaWF7rnnHoqIiHBj\n", "9c4bPHgwBQcH24zv3r3bLY81NTz44IPUu3dvunr1ql3Hy3Kh4ejoaHzyySd2HTtgwIAOx318fDB/\n", "/nx88cUXyM7Ohl6vh5+fHwICAgCgw49tLl26ZPH7NaW4mm///v2YMWMGduzYgaioKLvOk5CQAKDt\n", "T6OVpGQ2EdbOGVpZu654wtp1RK7MPXr0wLBhw7Bt2zabi6J7ooCAgA63RzGtj1rroaSHHnoIR48e\n", "xfHjxzFs2LDbHi9LM+vXrx8yMzMduk9zczN8fX1txocOHYo9e/bg5MmTiIuLw9ChQyFJkvmq+yat\n", "ra04ffo0kpOTXardHs7kM9m9ezemT5+O4uJixMTE2Py8tbUV586ds3kw6nQ688+VpGQ2ra/d7Wh5\n", "7W7HE9auI85kbmxshJ+fH3r06GEx7q51koMzu5FoxaVLl9CzZ0/4+PhYjDu6Pqr9ziwqKgqHDx+2\n", "GT99+jQkSTL/l2FgYCBGjhyJPXv2WBx39OhRNDU1KfZklkNRUZH5XYvpxb6urg4ZGRnmY2prazFw\n", "4ECbBTP9ddLw4cPdV7AD7Mmm5bW7VWdfLNbq2t2qs2yirB0APPXUU/j0008txm7cuIFjx44hJCQE\n", "d999t0qV2c/079t6PT7//HMMGjQIcXFxapQli1mzZuHdd9+1GS8tLcVPfvITREdH23cihT/27FRI\n", "SAilpaVRfX29eaygoIB0Oh1NmDDB4tjS0lK68847ad26dUTU9iXdlJQUevjhh6m1tdWtdduroKCA\n", "evbsSQaDgT7++GPz7d1336WQkBDzcTU1NSRJEr3++uvmL6J+//33FBsbSwMHDjR/QdKT2JuNSJtr\n", "d6uufq+kxbW7lT1fmtby2pmkpKRQbGysecPHGzdu0Lx580iSJCooKFC5OvtNmDCBoqKiqKGhgYja\n", "flctwpems7Ky6N5776VTp06Zx9atW0eSJNGKFSvsPo9qzWzHjh00adIkioqKopiYGAoJCaHY2Fha\n", "vnw5Xbt2zeb4Q4cOUVJSEkVHR1NYWBhlZ2ebr0Dhifr27UteXl4d/mI6NDTUfFxLSwutX7+eHnvs\n", "MYqOjqaoqCgKCQmhadOmUV1dnYoJOmdvNhOtrR0R0aRJkygkJIT8/PzIy8uLQkJCKCQkhM6ePWs+\n", "RotrR2RfNhMtrp21Q4cO0bRp02jIkCEUExND9957Lz366KO0c+dOtUtzyJUrV2jevHkUHh5OMTEx\n", "FB8fT0VFRWqX5bLKykqaPXs2xcTE0NChQ2ngwIGUmJho8YeA9uCr5jPGGNM81b9nxhhjjLmKmxlj\n", "jDHN42bGGGNM87iZMcYY0zxuZowxxjSPmxljjDHN42bGGGNM87iZMcYY0zxuZowxxjSPmxljjDHN\n", "42bGGGNM87iZMcYY0zxuZowxxjTv/wFZhJNPzChYRwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAHWRJREFUeJzt3X9UVGX+B/D3ZZCIwF/BKm4ppAIOhhj4A1NBU9tQQd3I\n", "NS2xUtz1x+I5bWpW4NbJH61rruaaabtrKpFpGOL6K0XWTBM5BOuijl+wqeB4QAVDVJR5vn/gTMwP\n", "YJi5d565D5/XOXPQhzv3+Xx8ZubjvXPv80iMMQZCCCFExTx4B0AIIYQ4i4oZIYQQ1aNiRgghRPWo\n", "mBFCCFE9KmaEEEJUj4oZIYQQ1aNiRgghRPWomBFCCFE9KmaEEEJUr03FrLq6GtOnT4eHhwf0er1S\n", "MRFCCCFtYncxO3ToEKKjo/Hf//4XkiQ1u11JSQni4+PRr18/hIaGYtq0aSgvL5clWEIIIcQWu4vZ\n", "ihUrsHfvXkyePBnNTeeo1+sxYsQIREREoKSkBP/73/8gSRJiY2Px888/yxY0IYQQ0pTdxezo0aMI\n", "Dw9vcZu0tDQwxvDnP/8ZAKDRaLBmzRqUlZXh/fffdy5SQgghpBl2F7OWTi0CQENDA3bv3o0nn3wS\n", "Xl5epvbAwECEhYUhMzPT8SgJIYSQFsh2NWNpaSlqa2vRu3dvq9899thjOH/+PO7evStXd4QQQoiJ\n", "bMWssrISANCxY0er33Xs2BEGgwHXrl2TqztCCCHExJN3AEYVFRWoqKjgHQYhhBCOAgMDERgY2Obn\n", "yVbM/P39AQA3btyw+t2NGzeg0WjQtWtXm8+tqKhASEgIamtr5QqHEEKICvXo0QP5+fltLmiyFbPe\n", "vXvDz88PpaWlVr8rLS1FWFgYOnToYPO5FRUVqK2txfbt29GvXz+5QnIbY8eOxeHDh3mHoQiRcwOa\n", "z6+kpAQzZswARgHo4vq4oAeQD+f6zwEw3oHnXQdwDG79fm2vr0u1M76vKioq+BUzjUaDKVOm4Msv\n", "v0R9fb3pisaKigqcP38eaWlpre6jX79+eOKJJ+QKyW0MHTpUyLwAsXMD7MivL4AeLgvHXL6T/RcD\n", "iHDgeeUAjrn3+7Xdvy7bIYcvALF14/Ty5cvh4eGBt956CwBw7949vPrqq3jsscewaNEix6NUOY1G\n", "wzsExYicGyB4fi3fbaNqQo8bxM/PEXYXsyVLliA4OBjr1q2DJEkYPnw4goODUVBQYNqmZ8+eyMvL\n", "Q1FREfr164fw8HAYDAbk5ubC19dXkQQIIYQQu08zrly5EitXrmx1u379+mH//v1OBUUIIYS0BS0B\n", "4wIGg4F3CIoROTdA8PxsT7EqBKHHDeLn5wgqZi7w9NNP8w5BMSLnBgieXx/eAShH6HGD+Pk5goqZ\n", "CyxYsIB3CIoROTdA8PyG8A5AOUKPG8TPzxFuMwMIIURdSkpKuPXt5+eHvn37cuufuB8qZoSQtqlp\n", "/DFjxgyuYVy8eJEKGjGhYuYC58+fR1hYGO8wFCFyboDg+VUCCHDgecbFL6YA8JcvHLtVAdiDFhf8\n", "FXrcIH5+jlDkO7PCwkIkJiZCq9UiIiICERERWL16NRoaGpTozu299tprvENQjMi5AYLn5+xsSP5o\n", "nH3E1Q87CqjQ4wbx83OE7Edmer0eo0aNwvjx41FUVARPT0+cOXMGsbGxuHLlCtasWSN3l25vw4YN\n", "vENQjMi5AYLnF887AOUIPW4QPz9HyH5klpOTg5qaGrz66qvw9GyslYMGDcLYsWOxY8cOubtThZ49\n", "e/IOQTEi5wYInl9n3gEoR+hxg/j5OUL2YmacM8xyVen6+vpmZ80nhBBCnCF7MXv++ecRHh6O9PR0\n", "1NQ0XvaUk5OD3NxcvP3223J3RwghhMhfzHx9fXH06FFoNBr4+/sjMDAQM2fOxKZNm5CcnCx3d6qw\n", "atUq3iEoRuTcAMHzO8E7AOUIPW4QPz9HyF7MdDodoqOj8cADD6CqqgoVFRXYv38/li5dipSUFLm7\n", "U4W6ujreIShG5NwAwfO72/omaiX0uEH8/BwhezF744038NNPP+Gjjz5Cp06dAACDBw/G4sWL8dFH\n", "Hwm5Omprli9fzjsExYicGyB4fqN4B6AcoccN4ufnCNmLWVFREQICAtC5s/mlUiEhIQCA7777rtnn\n", "xsfHIyEhwewRExODrKwss+0OHTqEhIQEq+fPmzcPW7duNWsrKChAQkICqqqqzNrT0tKsDtX1ej0S\n", "EhJw/vx5s/b169fjT3/6k1lbXV0dEhIScOKE+bmajIwMzJo1yyq2qVOnUh4C5WGayum2xcbHYH36\n", "rhrATjTepNzUaQCHLNrq72/7vUV7MYAsWDsCwHJWqUv392EpB0CBRVv5/W1vWrS3lIflvcpy5LEL\n", "9udh4/SoKK+r9pRHRkYGEhISMHbsWHTv3h2jR49Gamqq1f7tJTFbS0Y7YdSoUThx4gSqq6vx0EMP\n", "mdr//ve/Y968edi2bZvVNDgFBQWIiorC2bNnaSlwogrG1yzmoPFGXlcrArAHfPrn2TfQWIA3gz4v\n", "BORMLZD9yCw1NRUGgwGLFi3CvXv3AAClpaV47733EBwcjClTpsjdpduz/N+JSETODRA8P8ujMYEI\n", "PW4QPz9HyF7MEhMTcfToUfzwww/o378/IiIiMHHiRCQmJuLUqVPw8fGRu0u399JLL/EOQTEi5wYI\n", "nt9e3gEoR+hxg/j5OUKRiYZjY2MRGxurxK5VKT09nXcIihE5N0Dw/OJ4B6AcoccN4ufnCFqc0wVE\n", "Pq8vcm6A4Pnx+L7LRYQeN4ifnyOomBFCCFE9KmaEEEJUj4qZC1jegyESkXMDBM/P8p4zgQg9bhA/\n", "P0dQMXOBggJxPzVEzg0QPL8K3gEoR+hxg/j5OYKKmQt88MEHvENQjMi5AYLnN553AMoRetwgfn6O\n", "UKyYHThwAGPGjEF0dDRCQkIQHh6OZcuWKdUdIYSQdkyRYrZlyxakpKTgb3/7G/Lz83Hx4kVMnz4d\n", "u3btUqI7Qggh7ZzsN03/+OOPWLhwIf71r39Bq9Wa2hctWoTo6Gi5uyOEEELkPzLbtm0b7ty5g/Hj\n", "zU/IP/jggxg3bpzc3amCrZmmRSFyboDg+dmakV4QQo8bxM/PEbIXsxMnTiAgIABnz57FuHHjEB4e\n", "jsjISKSnp+POnTtyd6cK8+fP5x2CYkTODRA8v8G8A1CO0OMG8fNzhOynGfV6PWpqajB37lzs3bsX\n", "ffr0wTfffIOJEyfi9OnT+Pe//y13l25P5CNSkXMDBM+vD+8AlCP0uEH8/Bwh+5HZ7du3cefOHSxb\n", "tgx9+jS+W2JiYjB//nwcPHgQ//nPf+TukhBCSDsn+5GZn58fACAyMtKs3fj3M2fOYMSIEXJ3Swhp\n", "Z0yrfbuYn58f+vbty6Vv0jzZj8yMVzAaDAazdo1GY7O9qfj4eCQkJJg9YmJiVL8MeVZWlrDLqWdl\n", "ZQmRB2B7PLKysmzmYfogvW2x42MATli0VaPxYotKi/bTAA5ZtNXf3/Z7i/ZiAFmwdgSA5Wf6Jdi+\n", "uCMH5lNYlaBx1eadsF6os6U8frZolyOPXbA/j6ONP2bMmIGoqCiXP0JCQrB27VqnXleAc++PrKws\n", "t3h/OJNHRkYGEhISMHbsWHTv3h2jR49Gamqq1f7tJTHGmMPPtmHXrl2YOnUqPvnkE0yfPt3UvmLF\n", "Cixbtgy5ubkYOXKk2XOcWSpbDaZOnYrMzEzeYShC5NyA5vMzvmYxB3yWUikCsAfO9b8LQBKnvp1h\n", "7H8KAP9mtjkCYIwCfVc19s37s0rU950ztUD204zPPvsshg8fjnfffRdjxoxBt27doNPpsH79eowf\n", "P96qkLUHIr7ojETODRA8P0cKmTvxR/PF9EVXBuJ6Qr8uHSR7MZMkCTk5OXjjjTcwZMgQ+Pj4oKGh\n", "AXPmzKHprAghhChC9mIGNH5Bum7dOqxbt06J3RNCCCFmaNZ8QgghqkfFzAVsXS0kCpFzAwTPz9ZV\n", "haIQOTcI/rp0EBUzFxD5bn2RcwMEz6837wAUJHJuEPx16SBFvjMj5qZNm8Y7BMXwzk2n0+Hnny1v\n", "fJJPaGiozVV9ed2wK6vHeQegIJFzA//3nTuiYkZUS6fTISQkhHcYhBA3QMWMqJbpiKylm2eVokPj\n", "LBmEELeg+HdmH374ITw8PLB8+XKlu3JbllPIiMQtcjPePKvE424z7V1ckpmyLKeaEonIucFN3ndu\n", "RtFidv36ddON0pIkKdmVW1u9ejXvEBQjcm4AgK95B6Agyk21hH/fOUDRYvbmm2/SDPkAPv30U94h\n", "KEbk3AAAz/IOQEGUm2oJ/75zgGLFrKioCHv27EF6erpSXaiGj48P7xAUI3JuAAAv3gEoiHJTLeHf\n", "dw5QrJgtXLgQb7/9Njp16qRUF4QQQggAhYpZZmYmamtr8fLLLyuxe0IIIcSM7MWsrq4Oixcvxvr1\n", "6+XetWpZLpQnEpFzA2C96KRIKDfVEv595wDZ7zNbsWIFRowYgZiYGLl3rVo9e/bkHYJivL29bc6Q\n", "4QoumYVD5LPklJtqifyZ4ihZj8zKysqwadMms+W9jexZ0Do+Ph4JCQlmj5iYGJcsQw5AsWXIFyxY\n", "4LLl1JXMAzBfTl2n0+Gdd97hsnR9VFQUZsyY8Utg9QB2wvr+omLYnnR2FwDLWnjp/j6aGgIgB4Bl\n", "vb5+/+dti/ZjACxvAaq+v99Ki/bTsD6CaGseR2BfHoB1HkMAlN/f9qbFti3lYTl7mBx52DseAFBo\n", "o80yjyH3fyo0HgcOHGj1/WGkxPt8wYIFLnufK5VHRkYGEhISMHbsWHTv3h2jR49Gamqq1f7tJTF7\n", "qoydtmzZgnfeeQdduvxyR2l9fT1KSkrQrVs3dO/eHWFhYcjIyDB7njNLZRN+jOPGZQYO4JdZOOag\n", "+RWHlVIEYA+nvnn3355zLwewGfRZpRBnaoGspxlfeeUVvPLKK2Zt33//PYKDg/H73/8eb731lpzd\n", "EXfR0vL1SqpqfRNCSPug+HRWxgM/GQ8AVcfyNABREctTUSKh3FSLPlOsKVbMrl+/juDgYIwYMQKS\n", "JOH9999HcHCw1bnV9uC1117jHQJx1GHeASiIclMt+kyxptis+V26dEFZWZlSu1eVDRs28A6BOCqe\n", "dwAKotxUiz5TrNFK0y5Al9GqWGfeASiIclMt+kyxRsWMEEKI6lExI4QQonq00rQLrFq1CosXL1Zs\n", "/zqd7pdVl13IJTNw8HYCwHDeQSiEcnMYz9f+1atXkZ2djeTkZC79+/n5oW/fvlz6bgkVMxeoq6tT\n", "bN86nQ4hISGK7b/du8s7AAVRbm1X0/jDbPYZTnjOf3vx4kW3K2hUzFxg+fLliu3bdETGYxYO4wwc\n", "IhvFOwAFUW5tZyySvGe94dV/FYA94HImqDWyF7PS0lJs3rwZ+/fvB2MM9+7dQ3BwMF5//XUMHy7q\n", "OQ03wGMWDpqBg7RXvGe94dW/G5P9ApA//OEPOHLkCA4dOoTi4mIUFxcjKCgIsbGx+PLLL+XujhBC\n", "CJG/mEmShDfffBPdu3cHAHh6euKvf/0rNBoN1qxZI3d3qmA5czRREcvZ5EVCuamX5WoNRP5ilp2d\n", "jcTERLM2b29vdOnSBdXV1XJ3pwovvfQS7xCIo/byDkBBlJt65fIOwP3IXsw8Pa2/hrt27Rqqqqow\n", "evRoubtThfT0dN4hEEfF8Q5AQXG8A1BQHO8AFBbNOwD345Kbpjdt2oSAgAAsXbrUFd25HVr3SMVE\n", "/pKdclMvHlcyujnFL80vKCjAX/7yF3zxxRf41a9+pXR3Lnf69Gmr1Vtd6dq1a9z6JoQQd6FoMSsp\n", "KcHkyZOxfft2xMbGtrp9fHw8Bg8ebNZWWVmJxYsXY9KkSaa2Q4cOYcOGDVZXR86bNw9PPPEEXn75\n", "ZVNbQUEB0tPT8fHHH8Pf/5f/zqSlpcHHx8dsZg69Xo/58+dj9erVCAsLM7WvX78eer0e7733nqmt\n", "rq4Ov/vd7/D9D9+juLgYHl6NB7mGewbAANPfjQz1BkgaCZJGMrWxBgbDPQM0D2istoUH4OH5yz6Y\n", "gcFw1wAPLw9I0v19MKDhdoP1P2Q1gP0AxgIIaNJ+Go03fY5r0lYP4HMATwLo1aS9GMD/AZgEc7sA\n", "9AfQr0nbj2g8h/+8xbY5AAIBND0wLb+/bSKAh5q0HwPQAeazNrSWR3eZ87gE4Fs787h+/6flF/GO\n", "5OHMeBwBMMiJPBwZj6ZxyZVHW8ajENbkfF3Zk4cxNrlfV63l0VHmPNo6Hnmw4ujnbkZGBjIyMnDr\n", "1i0UFxdDq9Xi3r171h3YSWIKrZpZWFiIyZMnY8uWLXjqqada3NaZpbJ5GzZ8GL6p/QaY3MJGBTB/\n", "wcqlAsCH9//MYwl5nsvXu6r/5sZOhNwdfV2qIXel3nPukvtIADwuQSgHsBmKfVY7UwsU+c7s9OnT\n", "mDRpErZv325WyKKj2+m3lhW8AyAOE3nsKDf1ort9rMh+mjEvLw8TJkzArFmzUFZWZrZAZ0FBgdzd\n", "qcN43gEQh4k8dpSbetFkSlZkL2aLFi3CzZs3bU6CafquhxBCCJGR7MXs7Nmzcu+SEEIIaREtzkkI\n", "IUT1qJi5wk7eARCHiTx2lJt6HeAdgPuhYuYKg1vfhLgpkceOclOv/rwDcD9UzFyhD+8AiMNEHjvK\n", "Tb0e4R2A+6FiRgghRPWomBFCCFE9RYrZ7du3sWTJEoSFhWHAgAEYNGgQsrOzlehKHUp4B0AcJvLY\n", "UW7qdZl3AO5HkWL2wgsvIDs7GydPnsR3332HtLQ0TJkyBTk5OUp05/6+5h0AcZjIY0e5qZetyZbb\n", "OdmL2fHjx7F7926kp6eja9euAIAJEyZgzJgx+OMf/yh3d+rgwzsA4jCRx45yUy9v3gG4H9mL2Wef\n", "fQYAVjPljx49GqWlpcjPz5e7S0IIIe2c7MWssLAQnTp1Mh2VGfXu3RsAUFRUJHeXhBBC2jnZi1ll\n", "ZSU6duxo1W5sq6yslLtLQggh7ZyiK023VUmJ+i5Bqq2tBa4CaOnsqb6V3zuqpsmfdXD9Gkd6jn27\n", "qn89GhdE5NF3S+Tov7ncXNG3M+zp39Hc5OhbScb+r0CZ/Fpzf4V1pT6rndovk1lMTAzr3LmzVfvu\n", "3buZJEls69atVr8rLy9nPXr0YADoQQ960IMe7fjRo0cPVl5e3ubaI/uR2cCBA3Hq1Clcv34dXbp0\n", "MbWXlpYCAAYMGGD1nMDAQOTn56OiQvTlYQkhhLQkMDAQgYGBbX6exBhjcgZy/PhxjBo1CpmZmUhK\n", "SjK1P/PMM7h06RJ0Op2c3RFCCCHyFzMAeO6553Du3Dnk5eXh4YcfRk5ODiZNmoSsrCyMHy/6euaE\n", "EEJcTZFidufOHaSnp+OLL77AAw88AC8vL6SlpWHChAlyd0UIIYQoU8wIIYQQV6JZ8wlpxo8//ohx\n", "48bBw0O8t4nIuZH2idsr+dy5c0hNTUVUVBSioqKg1WoxdOhQ7Nxpe73zkydPYuTIkejfvz9CQ0Mx\n", "d+5c1NTU2NzWHRQVFWHevHkIDw9HREQEtFotkpKSUFxcbLVtcnIy+vbti4EDB5o9XnjhBQ6Rt64t\n", "uQHqGzsA2LFjB4YPHw69Xg9JkprdTm1jB9ifG6DOsbOUm5uLrl27Wo3RwIEDUVZWxjs8u4m6Gsnl\n", "y5fh6+trc3y+/roNM0a3+WJ+maSlpbEePXownU5natuwYQOTJInt2LHDbNv8/Hzm7e3NPvjgA8YY\n", "Y3V1dSw2NpbFxMSwhoYGl8Ztr9DQUPbMM8+wmpoaxhhjN2/eZImJiczb25udOXPGbNvk5GR2/Phx\n", "HmE6pC25qXHsqqur2ahRo5her2czZ85kkiQ1u63axq4tualx7GzJzc1ls2bN4h2G05599lmm1WrZ\n", "1atXGWOMZWdnM09PT7Zv3z7OkTmnrKyMxcXFOb0fbsXsn//8J9u8ebNVe+fOndlvf/tbs7a4uDim\n", "1WrN2k6dOsUkSWLbtm1TNE5HhYWFscLCQrM2nU7HJEliL774oll7cnIyy83NdWV4TmlLbmocu6bs\n", "KWZqGrumWstN7WNnlJuby5KTk3mH4ZTc3FwmSRL77LPPzNp/85vfsN69e3OKSh5yFTNupxlnzpyJ\n", "2bNnm7XV19fj1q1bCAgIMLVduXIFeXl5VrPwDxo0CH5+fsjMzHRJvG1VXFxsdYP4r3/9awBAdXU1\n", "j5BkY29uah07QmPnbmg1kta5zbe/VVVVSElJQc+ePbFs2TJTe1FRERhjpln3jTw8PNCrVy+3nYXf\n", "09N6cpULFy4AaHwBWtqxYwfi4uLw+OOPIyoqCsuWLcONGzcUj9MR9uam1rFrKzWNnb1EGjvGGHQ6\n", "HZKSkjB48GCEhoZi2rRpOHv2LO/Q7Cb6aiRXrlzBzJkzMXToUISEhCAxMRFfffVVm/bBvZiVl5cj\n", "NDQU3bp1w6VLl5CVlYVHHnnE9HvjLPvNzcSvpln4N27ciNDQUKSkpJi1+/n5wcfHB/v27UNxcTH+\n", "8Y9/4PPPP8ewYcMaJzJWAVu5iTR2zRFh7GwRaey8vLxw9+5dpKen49tvv0V+fj58fX0RExODgwcP\n", "8g7PLiKvRqLRaGAwGDBnzhycOnUKxcXFiIyMxLhx47B161b7d+T0iUrG2LFjx5gkSXY9Lly4YHMf\n", "t27dYu+++y7z9vZmO3fuNLXv2LGDSZLEPv74Y6vnPPnkk8zb21uOFFokR3779u1j/v7+7Ny5c3b1\n", "mZOTwyRJYitXrpQzFStK5ibC2LX2vZItahm7lnJzh7GzRY7XK2OM1dfXs0ceeYSFhYW5MHrH9e3b\n", "l/Xs2dOq/fDhwy55rfEwePBg1rlzZ3bnzh27tpdlouHw8HB8+umndm3bo0cPm+3e3t5YunQpjh07\n", "hpSUFEycOBG+vr7w9/cHAJunbW7cuGH2/ZpSnM0vLy8Pc+fOxYEDB6DVau3az9ChQwE0XhqtJCVz\n", "E2HsHKGWsWuJO4ydLXLl3KFDBwwcOBD79u2zmhTdHfn7+9tcHsU4PrzGQ0lDhgzBmTNncO7cOQwc\n", "OLDV7WUpZgEBAXjuuefa9Jy6ujr4+PhYtQ8YMABHjhzBhQsXEBUVhQEDBkCSJNOs+0YGgwGXL19G\n", "bGysU7Hbw5H8jA4fPow5c+YgJycHERERVr83GAy4evWq1YtRo9GYfq8kJXNT+9i1Rs1j1xp3GDtb\n", "HMn5+vXr8PX1RYcOHczaXTVOcnBkNRK1uHHjBry8vODt7W3W3tbx4fadmVarxalTp6zaL1++DEmS\n", "TP8z7NatG0aOHIkjR46YbXfmzBnU1tYq9maWQ3Z2tumoxfhhX1FRgcTERNM2er0evXr1show49VJ\n", "gwYNcl3AbWBPbmoeu6aau7FYrWPXVHO5iTJ2ADB58mR8/vnnZm0NDQ0oLCxEUFAQHn74YU6R2c/4\n", "7205Hl999RV69+6NqKgoHmHJYuHChVi7dq1Ve35+Ph566CGEh4fbtyOFT3s2KygoiI0ZM4ZVVlaa\n", "2jIzM5lGo2FJSUlm2+bn57MHH3yQbdy4kTHWeJNuXFwcGzZsGDMYDC6N216ZmZnMy8uLpaens08+\n", "+cT0WLt2LQsKCjJtV1ZWxiRJYq+//rrpRtSffvqJRUZGsl69eplukHQn9ubGmDrHrqmWvldS49g1\n", "Zc9N02oeO6O4uDgWGRlpWvCxoaGBLVmyhEmSxDIzMzlHZ7+kpCSm1WpZVVUVY6zxu2oRbppOTk5m\n", "jz76KLt48aKpbePGjUySJLZ69Wq798OtmB04cIBNnz6dabVaFhERwYKCglhkZCRbtWoVu3v3rtX2\n", "J0+eZCNGjGDh4eEsJCSEpaSkmGagcEddu3ZlHh4eNr+YDg4ONm1XX1/PtmzZwp5++mkWHh7OtFot\n", "CwoKYrNnz2YVFRUcM2ievbkZqW3sGGNs+vTpLCgoiPn6+jIPDw8WFBTEgoKC2JUrV0zbqHHsGLMv\n", "NyM1jp2lkydPstmzZ7P+/fuziIgI9uijj7KnnnqKHTx4kHdobXL79m22ZMkSFhoayiIiIlh0dDTL\n", "zs7mHZbTiouLWWpqKouIiGADBgxgvXr1YjExMWYXAtqDZs0nhBCietzvMyOEEEKcRcWMEEKI6lEx\n", "I4QQonpUzAghhKgeFTNCCCGqR8WMEEKI6lExI4QQonpUzAghhKgeFTNCCCGqR8WMEEKI6lExI4QQ\n", "onpUzAghhKgeFTNCCCGq9/8U3i5bpRNirQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "044\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtcVGX+B/DPGfAaZHlZwFJAk6shKiakKJjoepkxfaVm\n", "WuJupatW+FpSy58y6q5h5aaQvmzF2i5CrhqmqIHmmqBpAmugQlByKUNXvKBAKsLz+wNmci7AAM+Z\n", "M/P4fb9e51WvZ86c5/vlPGce58w53yMxxhgIIYQQwaiUDoAQQgiRA01whBBChEQTHCGEECHRBEcI\n", "IURINMERQggREk1whBBChEQTHCGEECHRBEcIIURINMERQggRUosmuOvXr2PmzJlQqVQoLS2VKyZC\n", "CCGkzSye4NLS0hAUFIQzZ85AkqRG17t16xZWr16NoKAgDBo0CB4eHggLC8OhQ4e4BEwIIYRYwuIJ\n", "7q233sKXX36JyZMno7HylTU1NRg3bhwKCwuRnp6O7Oxs5ObmorKyEt999x23oAkhhJDmOFq64uHD\n", "hyFJEnbs2NHoOvHx8cjNzcWBAwfQsWNHAICzszM+/fRTqFT0cx8hhBDrsXiCa+q0pM7mzZsxevRo\n", "/eSm4+vr2/LICCGEkDbg9rXqf//7H3788Uc8+uijWLt2LZ544gl4e3sjIiICBw4c4NUNIYQQYhFu\n", "E5zuqsoPPvgAxcXFSE9Px5kzZzBs2DBMnDgRn3/+Oa+uCCGEkGZJLX3gqVarxapVq1BcXIzevXvr\n", "2zMyMjBixAh06dIFZWVl+tOUjDH07dsXkiThp59+anS7ZWVlKCsra2UahBBCRODm5gY3Nzcu27L4\n", "N7jmODs7AwD69etn8BucJEkICAjAnj17cPXqVXTt2tXkvWVlZfDy8kJlZSWvcAghhNihnj17IjMz\n", "k8skx22C69evHxwdHVFXV2fymoODAwCYfQ2on+AqKyvx2WefCXlBSkREBA4ePKh0GLIROT/KzX6J\n", "nJ+oueXl5WHWrFkoKyuzrQmuc+fOiIiIQEZGBn777Td06tRJ/9qZM2fg6emJ7t27N7kNX19fDBo0\n", "iFdINiM4OFjIvHREzo9ys18i5ydybjy1+iITcz/drVmzBrW1tVi+fLm+bePGjfjxxx8RGxvb2q7s\n", "nu4brKhEzo9ys18i5ydybjxZPMEtXboU7u7uWLNmDRhjCAkJgaenJ7Kzs/XrDBgwAEeOHMH3338P\n", "Dw8PdOzYEQsXLsRHH32EqVOnypIAIYQQYo7FpyhHjRqFnTt3wtfXF2fOnMGJEycMrqLUCQoKwsGD\n", "B/HJJ58gMjISKpUKYWFhPGMmhLvCwkLcvHnTpL2iosLgH3G8XblyBd26dZNt+43RXRRGiMgsnuB0\n", "tSh37NiB3NzcJte9efMmli1bBrVajb1797Y5SHvX2MU1orD3/AoLC+Hl5dXo64MHD7ZiNNYj+j88\n", "7X1cNkXk3HjiWotSZ/Xq1Rg/fjx69uxJExyAsWPHKh2CrOw9v9+/uX0GwPgq3s8BPCtTz/sBLG+k\n", "XznlAZiFIUOGWLFP67P3cdkUkXPjiWstSgAoKCjAxx9/jHPnziE+Pr7VgYnklVdeUToEWYmTny8A\n", "4yvT5LxSLa+JfuX37LNyTdy2QZxxaUrk3HjiXuI/KioKy5YtU+R3BUIIIUSH6wS3d+9elJaWYuHC\n", "hTw3SwghhLQYtwnu9u3b+Otf/4oNGzbQs9+M5OfnKx2CrMTOT9zcioqKlA5BViKPS5Fz44nbTLRu\n", "3Tr4+/vjqaeeMnnN0nrO48ePh0ajMVhCQkKwe/dug/XS0tKg0WhM3r9gwQJs3brVoC07OxsajQbl\n", "5eUG7TExMVi7dq1BW2lpKTQajcngiY+Px+uvv27QVl1dDY1Gg4yMDIP2pKQkzJkzx6Bt8eLFmD59\n", "ut3nAcBsHpGRkULkAXwLwDiPxQAWANhq1J7dsG65UXsMgLVGbaUN6xp/KKWZxAVUN6ybYdSeBMA0\n", "D2A6AOM80mCaB2CcR1xcnE3vj7YeH4sXLxYiD8B0fyxevNju80hKSoJGo0FERARcXV0xatQoREVF\n", "mWy/TVgLxcTEMEmSWElJiUH76NGjmY+PDwsMDNQvrq6uTJIk5ufnxwIDA1liYqLZbWZlZTEALCsr\n", "q6Xh2AXjv5Vo7D0/3fgDshjAjJYSM228ls+a6FfOpT7flJQUpf/0srL3cdkUUXPjPRdwq0VprvDn\n", "ypUrsXLlShw4cMDsTeH3C9FzFzs/cXPj9UgSWyXyuBQ5N5641qJsbB1L1iWEEEJ4alEtSk9PT6xf\n", "vx4A4OHhgV69epktY7RlyxZ4enpiw4YNkCQJw4cPR58+fVBRUcEvckIIIaQJFk9wsbGx+OCDD9C9\n", "e3c8/vjjUKlUOHbsmMkjG7766iukpqaiQ4cO6NWrF3x8fPDMM8/g5MmT6NKlC/cE7IHxj9yiETs/\n", "cXP717/+pXQIshJ5XIqcG08tOkWpq0c5efJks6cdL168iPHjx8PPzw95eXnIycnB/v37kZKSgqFD\n", "h5otZns/qK6uVjoEWYmdn7i53bp1S+kQZCXyuBQ5N55aNMEdPnwY/v7+Ta7TtWtXrFq1Sl/ay93d\n", "HUuWLEFxcTF27tzZ+kjt2MqVK5UOQVZi5ydubvPmzVM6BFmJPC5Fzo2nFk1wzdWjdHV1xcWLF03a\n", "H3nkEQDA9evXW9IdIYQQ0mrcS444OpreefDDDz8AAMLDw3l3RwghhJgle02tmpoabNmyBc8//zwC\n", "AwPl7s4mGd/NLxqx8xM3t2vXrikdgqxEHpci58aT7BPcsmXL0LlzZ2zatEnurmzWn/70J6VDkJXY\n", "+Ymb26pVq5QOQVYij0uRc+NJ1gnu3XffxaFDh5CWloYHHnig2fVFrUWp1WqFrkU5duxYIfIwX4tS\n", "C1FrUb788ss2vT/aenxotVoh8gBM94dWq7X7PGyyFiVjjdejvNff//53FhwczK5fv97s9kSvRUls\n", "W9O1KOVclK1FSccbsTW85wJZvsEtW7YMaWlpOHTokP7m7pSUFOFPiRBCCLEdbSq2zMzc7B0VFYVP\n", "P/0UsbGxSE5O1renp6fjzp07bemOEEIIsViLvsFFRUXByckJK1eu1NeY9PT01NejzMnJQVxcHK5f\n", "v465c+fihRde0C8JCQnN3kcnKuPz06IROz9xczP9DVIsIo9LkXPjyeIJLi0tDSkpKejbty9UKhWK\n", "iorw888/o6ioSF+PMiAgAGfPnsXYsWPh7e2Nfv36Yfr06fjll19QW1uLDz/8ULZEbJm5gtQiETs/\n", "cXMT/anQIo9LkXPjyeIJrrk6lED91UmhoaEICAhAXl4ezp07B0mSMHLkyPu2DiUAbNy4UekQZCV2\n", "fuLmtnTpUqVDkJXI41Lk3HiyeIKzpA5lTEwMGGP6i0kcHBywbt06FBUV6R+zQwghhFiDxRNcc7+f\n", "1dbWYteuXRg2bBjat2+vb3dzc4OPjw+2b9/e+igJIYSQFuJ2m8D58+dRWVmJvn37mrzWp08f5Ofn\n", "o6amhld3hBBCSJO4TXCXL18GADz44IMmrz344IOoq6vD1atXeXVnV8zd/S8SsfMTN7dFixYpHYKs\n", "RB6XIufGU5vugyOWWbhwodIhyErs/MTNLSQkxOpX4zk7O6Nfv35W6UvkcSlybly1tPRJY2W6fvjh\n", "ByZJEouKijJ5j1qtZo6OjuzOnTtmt6krz+Li4sLUarXBEhwczJKTkw3WT01NZWq12mQ78+fPZwkJ\n", "CSbbVqvV7PLlywbtK1asYLGxsQZtJSUlTK1Ws7y8PIP2uLg4Fh0dbdBWVVXF1Go1S09PN2hPTExk\n", "kZGRJrFNmzaN8rDRPH4v1fU+A9RmSlvNZ0CCmXJXagZcNmpfwYBYo7aShnXzjNpfMFOqq6ph3XSj\n", "dRMZEGkmtmkMSDZqS20mj+SGfpVZpkyZcl+MK8qj6TwSExOZWq1mo0ePZi4uLiw8PJyFhoZyLdUl\n", "MdbINf+N0Gq1WLVqFYqLi9G7d299e21tLbp27YqwsDB8+eWXBu/p378/JElCbm6u2W1mZ2dj8ODB\n", "yMrK0t9TR4i16MYfkAXAmuNvG4BZCvb7GQBfK/abB2AWHeekUbznAm6nKB0cHDBlyhTs2bMHd+7c\n", "0V9JWVZWhvz8fMTExPDqihDChS+sO7ESYl2tvsjE3Be/lStXQqVSYcWKFQCAu3fvIjo6Gn369BH+\n", "B+2miF4SSez8RM7tP0oHICuRx6XIufFk8QS3dOlSeHp6YsOGDWbrUAJA7969cfToUeTk5MDX1xf+\n", "/v6oq6vDkSNH4OTkJEsC9iApKUnpEGQldn4i55aqdACyEnlcipwbTxZPcLGxsSgqKsK1a9dQW1tr\n", "UodSx9fXF2vWrIGXlxccHBxw9uxZ/PGPf8Tbb7+N2tpa7gnYA9Fvchc7P5Fzi1U6AFmJPC5Fzo0n\n", "7rcJlJaWIjw8HBMmTEBOTg4cHR1x6tQpjBw5EpcuXcK6det4d0kIIYSY4P7A03379qGiogLR0dFw\n", "dKyfP4cMGYKIiAhs27aNd3eEEEKIWdwnOAcHBwAwKct1584dtGvXjnd3hBBCiFncJ7jnnnsO/v7+\n", "0Gq1qKioAFD/re7IkSNYvXo17+7swpw5c5QOQVZi5ydyblqlA5CVyONS5Nx44j7BOTk54fDhw3Bw\n", "cED37t3h5uaG2bNnY/PmzYiMjOTdnV0YM2aM0iHISuz8RM4tWOkAZCXyuBQ5N564T3CFhYUICgpC\n", "hw4dUF5ejrKyMuzfvx9vvPEG5s6dy7s7uzBjxgylQ5CV2PmJnNsflQ5AViKPS5Fz44n7BPd///d/\n", "uHDhArZs2YIuXboAAJ544gksWbIEW7ZswcGDBxt97/jx46HRaAyWkJAQk5sa09LSzFbTXrBgAbZu\n", "3WrQlp2dDY1Gg/LycoP2mJgYrF271qCttLQUGo0G+fn5Bu3x8fF4/fXXDdqqq6uh0WiQkZFh0J6U\n", "lGT29MH06dMpDxvPA/gW5p8esADAVqO27IZ1y43aYwCsNWorbVg336g9zUxf1Q3rZhi1J8H86dLp\n", "ML0ZPQ3WzSMewOtGbY3lUV/uz5jI44ryMJ9HUlISNBoNIiIi4OrqilGjRiEqKspk+23CpaLlPXx8\n", "fJirq6tJ+/79+5kkSeydd94xeU1X7JZXgU1CWuL3Ysv3Fj22xvLZfdYvHeekabznAu7f4FxdXVFe\n", "Xo6qqiqD9uLiYv3r9xvjfzWJRuz8RM7tv0oHICuRx6XIufHEfYKLiopCXV0dFi1ahLt37wKof9r3\n", "O++8A09PT0yZMoV3lzbv7bffVjoEWYmdn8i5faJ0ALISeVyKnBtP3Ce4SZMm4fDhw/j555/Rv39/\n", "BAQEQK1WY9KkSThx4gQ6d+7Mu0ub9/nnnysdgqzEzk/k3NYoHYCsRB6XIufGE/cJDgBGjhyJ1157\n", "DY8++ijat2+PmpoapKWlYf369XJ0Z/NEn9TFzk/k3DopHYCsRB6XIufGkywTXEJCAubOnYu4uDhk\n", "ZmaioKAAM2fOxI4dO+TojhBCCDHBvdjyL7/8gldffRUff/wx/Pz89O2LFi1CUFAQ7+4IIYQQs7h/\n", "g/vkk09w+/ZtTJgwwaC9U6dO9+3d98b3pIhG7PxEzk3snwxEHpci58YT9wkuIyMDPXr0QFZWFsaM\n", "GQN/f38EBgZCq9Xi9u3bvLuzC71791Y6BFmJnZ/IuYl9y47I41Lk3HiS5XlwFRUVmDdvHr788ks8\n", "9thj+Pbbb6FWq3Hy5EkcOHCAd5c275VXXlE6BFmJnZ/IuT2rdACyEnlcipwbT9wnuFu3buH27dtY\n", "tmwZHnvsMQBASEgIFi5ciFWrViE9PR2hoaG8uyUCKSwsxM2bN63WX15entX6IoRYEZd6KPcIDAxk\n", "kiSxs2fPGrQnJyczSZLYunXrTN6jK8/i4uLC1Gq1wRIcHMySk5MN1k9NTWVqtdpkO/Pnz2cJCQkm\n", "21ar1ezy5csG7StWrGCxsbEGbSUlJUytVrO8vDyD9ri4OBYdHW3QVlVVxdRqNUtPTzdoT0xMZJGR\n", "kSaxTZs2jfKwII+CgoKGMlJKLO8zQG2mxNR8BiSYKTulZsBlo/YVDIg1aitpWDfPqP0FMyWzqhrW\n", "TTdaN5EBkWZim8aAZKO21GbyuLdUF4884hgQbdRmLo/649zcWKHj4/7LIzExkanVajZ69Gjm4uLC\n", "wsPDWWhoKNdSXdwnuOeee45JksRyc3MN2vfs2XPf1qI0HoCi4Znf73UhP7vnA1juZbWZiUa3GH+Y\n", "i1ATUtfvTiv3a93jXOTjTtTcbL4W5dNPPw0A+P777w3az5w5A6D+yQL3m8WLFysdgqzkyc8XwCAr\n", "LZ5NxCHyvotTOgBZiXzciZwbT9wnuGeeeQbDhw/HmjVrcOnSJQD1v6nEx8djwoQJGDFiBO8ubd77\n", "77+vdAiyEjs/kXMT+0NS5HEpcm48cZ/gJEnCvn37MHr0aAwdOhRubm7w8vKCl5cXvvjiC97d2QXR\n", "L+kVOz+Rc3NTOgBZiTwuRc6NJ1lKdTk7O2PDhg3473//i5qaGkiShFGjRqFdu3ZydEcIIYSYkGWC\n", "01m+fDndEkAIIUQRsk1wOTk5+OKLL8w+nv5+Y/yoedGInZ/Iuf1L6QBkJfK4FDk3nmSb4F599VWs\n", "Xr0aXbp0kasLu1FdXa10CLISOz+Rc7uldACyEnlcipwbT7JMcNu3b0dlZSX+/Oc/y7F5u7Ny5Uql\n", "Q5CV2PmJnNs8pQOQlcjjUuTceOJeqqu6uhpLlixBUlIS700TQgghFuP+De6tt95CaGgoQkJCeG+a\n", "EEIIsRjXCa6oqAibN282+wMoY6zZ948fPx4ajcZgCQkJwe7duw3WS0tLg0ajMXn/ggULsHXrVoO2\n", "7OxsaDQalJeXG7THxMSYxFlaWgqNRoP8/HyD9vj4eJPnL1VXV0Oj0SAjI8OgPSkpCXPmzDFoKy8v\n", "x/Tp0+0+DwBm89ixY4cseQClADQA8o3a42H6nLbqhnUzjNqTAJjmAUwHsNuo7duGbdyrHMACAFuN\n", "2rMb1i03ao+B6YUpjeWRZiYuHnmkwTQPwDSPa+CTR0v2B8xeeCbH8VFeXm4Tx4ccx3l5ebnd55GU\n", "lASNRoOIiAi4urpi1KhRiIqKMtl+m3Ap+NVgy5YtzN3dnQUGBuoXPz8/JkkSc3V1ZYGBgezZZ581\n", "eZ/otSjNFSgVCc/8fq9Fac36jE3VhDRXtFiUWpQjhK5FKfJxJ2puvOcCrr/Bvfjii3jxxRcN2kpK\n", "SuDp6Ym//OUvWLFiBc/u7Ibot0qInZ9W6QBk9LLSAchK5HEpcm48yXqjN/D7qUndf+9HgwYNUjoE\n", "WYmdn8i5+SodgKxEHpci58aTbBPctWvX4OnpidDQUEiShPXr18PT09PkXC0hhBAiB+63CQDA+fPn\n", "8c9//hPOzs5gjMHJyQmenp548803MXz4cDm6JIQQQgzI8g1u/vz5OHToENLS0pCbm4vc3Fx4eHhg\n", "5MiR2LNnjxxd2jTRv7WKnZ/IuRlffSkWkcelyLnxJMsEJ0kSli9fDldXVwCAo6Mj/vGPf8DBwQHr\n", "1q2To0ublp2drXQIshI7P5FzM77cXywij0uRc+NJllOUe/fuhaOj4aY7duyIhx9+GNevX5ejS5u2\n", "ceNGpUOQldj5iZzbUqUDkJXI41Lk3HiS5Ruc8eQGAFevXkV5eTlGjRolR5eEEEKIAdlvE9DZvHkz\n", "evTogTfeeMNaXRJCCLmPyXKK0lh2djbeffddJCcn4w9/+IM1upTF6dOnFTnFevfuXXTt2tXq/To7\n", "O6Nfv35W75eILS8vz6r90Ti+j3Gph9KEc+fOsd69e7N9+/Y1uo6uPIuLiwtTq9UGS3BwMEtOTjZY\n", "PzU11Wypmvnz57OEhASTbavVanb58mWD9hUrVrDY2FiDtpKSEqZWq1leXp5Be1xcHJs7d25DeaP7\n", "aykoKDD4W0ybNs1kfwwdOpTb/jAs1VXC6ktl5RmVfIpjQLRRW1XDuulG7YkMiDRTNmoaA5KNSle9\n", "z0xLc6kZMJ8BCWbKTqkZcNmofQUDYo3aGsvjhXty5ZGHbkk1kwe7J497S3XxyMPS/ZFs0ZiTexw3\n", "dZxHR0cbtFVVVTG1Ws3S09MN2hMTE1lkZKTJmDd3fMjxeaVWq+0+j8TERKZWq9no0aOZi4sLCw8P\n", "Z6GhoQzgV6pLYky+EiOnT5/G5MmTkZCQgKeeeqrR9bKzszF48GBkZWXZ7B36BQUF8Pb2BrANwBMt\n", "fHc6gNBW9vwWgA8BfAbrVp7IAzDLon2SlpaGMWPGcOlVNxaALFivisg2ALMa6TMNAJ/cWtavnHT9\n", "vo/6AszW7tdaY/lbAA/B0nFsT3gec7aE91wg2ynKkydPYvr06di2bRuGDRumbw8KCkJmZqZc3VrB\n", "owAea+F7Wrr+vR5u+K8vbLVslIgH2u9Ezk2pR1pZaywPgqi3eYh9zPEjywR39OhRTJw4EXPmzEFR\n", "URGKior0r9H9G4QQQqxBlglu0aJFqKqqQnx8vMlrkiTJ0SUhhBBiQJYJ7tixY9Bqtdi9ezc6dOiA\n", "9u3bY8WKFVCr1XJ0Zwd2A3ha6SBaxZIr3v7zn/8gPDzcav1Zl/3uu+b9B7Z62puP3QB6A1BmXF25\n", "cgXdunWTZdtNHXN01ejvZJngnn/+eZw7dw7Hjx9H165dkZKSgsmTJ2P37t2YMGGCHF3auLWwvw/J\n", "UgDArFmzFI5Dafa47yz1LwB/VToIGa0FsATA/TeOCwoKaJKDDBPcN998g127dmH79u36e7cmTpyI\n", "0aNH47XXXrtPJ7geSgfQClUN/7XkirdFAN7j1O9+AMs5bYsHe9x3lrL+vZXW1QMtG8c86caxXP02\n", "dszVX/188+ZNGfq0P9wnuH//+98AYHJbwKhRo5CamorMzEwEBQXx7pbIxpIr3rpYsI6lbO0UJRGD\n", "ta9C1o1jufrlecyJi3uprtOnT6NLly4mlTf69u0LAMjJyeHdJSGEEGKC+wR3+fJlPPjggybturbL\n", "ly/z7pIQQggxYZValJayvSvofldSUtLwf3vQ8udopQP4Zyt71n3j3Q/rnr471oJ+j6G+SoW1++Wl\n", "qT555taSfuWk6/c05MutqX6tle8x1BdmsGaf9/YtZ7+Njcv6e45t+bO0Kdzj5lLw6x4hISHsoYce\n", "MmnftWsXkySJbd261eS1X3/9lfXs2VOxOnW00EILLbTYxtKzZ0/266+/cpmPuH+DGzhwIE6cOIFr\n", "167h4Ycf1refP38eADBgwACT97i5uSEzMxNlZWW8wyGEEGJH3Nzc4ObmxmVb3Istf/PNNwgPD8f2\n", "7dsxdepUffu4cePw448/orCwkGd3hBBCiFmyPE1g2rRpOHv2LI4ePYpu3bph3759ePrpp+/jG70J\n", "IYRYmywT3O3bt6HVapGcnKwv1RUTE4OJEyfy7ooQQggxS9bnwRFCCCFK4X4fHDH0yy+/YMyYMVCp\n", "xPxTi54fIUq4fv06Zs6cCZVKhdLSUqXD4c5a+Sn6qZSTk4MFCxbA398fAQEB8PPzw9SpU5Gbm2t2\n", "/ePHj2PEiBHo378/vL29MW/ePFRUVFg5astt27YNw4cPR2lpaZOPCYqMjES/fv0wcOBAg+X555+3\n", "YrQtZ2l+gP3tO2NHjhxB165dTfbRwIEDDZ53aOtu3bqFpUuXwsfHBwMGDMCQIUOwd+9epcPiori4\n", "GE5OTmb30bFjx5rfgI1IS0tDUFAQzpw50+RxlZeXh/Hjx8PX1xfe3t6YMWMGfv31VytG2jqW5KfV\n", "auHu7m6yH41LQDaLy80GreTt7c3GjRvHKioqGGOMVVVVsUmTJrGOHTuyU6dOGaybmZnJOnbsyDZu\n", "3MgYY6y6upqNHDmShYSEsNraWqvH3pzr16+z8PBwVlpaymbPns0kSWp03cjISPbNN99YMbq2a0l+\n", "9rbvzDly5AibM2eO0mG02TPPPMP8/PzYlStXGGOM7d27lzk6OrKUlBSFI2u7oqIiFhYWpnQYbRYW\n", "FsbOnDnDYmJimCRJrKSkxGSdkpIS1q1bN7ZkyRLGGGN3795lM2bMYI899hi7ceOGtUNuEUvy02q1\n", "7OOPP25zX4p+g5MkCW+99Za+jFfnzp3x7rvv4vbt2yYPS42OjkafPn0wf/58AECnTp2wdu1anDhx\n", "Atu2WbMag2W6dOmCw4cPo1evXhatz+zsp9CW5Gdv+64x9raPjOme9KHVas0+6YPYhsOHD8Pf37/J\n", "dWJiYsAYw6pVqwAADg4OWLduHYqKirB+/XprhNlqluQH8DneFJ3gcnNzTW78fuSRRwDUn6PVuXTp\n", "Eo4ePWry9XTIkCFwdnbG9u3b5Q+WtArtO9vR1JM+zp8/j8zMTCXCIkaaO91fW1uLXbt2YdiwYWjf\n", "vr2+3c3NDT4+PjZ/TDWXH0+KTnCOjqaFVH744QcA9QedTk5ODhhj+icS6KhUKri7uwvxhIJt27Yh\n", "LCwMjz/+OAYPHoxly5bhxo0bSofVZqLsO8YYCgsLMXXqVDzxxBP63zyysrKUDs1i98OTPi5duoTZ\n", "s2cjODgYXl5emDRpEr7++mulw+Lq/PnzqKysNDmmAKBPnz7Iz89HTU2NApHx9dVXXyEiIgKBgYEI\n", "CAjAa6+9hosXL7ZoGzZ36dumTZvg7e2NuXPn6tt0TyBo7CkF9v6EAmdnZ3Tu3BkpKSnIzc3FRx99\n", "hJ07d+LJJ59EZWWl0uG1iSj7rn379qipqYFWq8V3332HzMxMODk5ISQkBKmpqUqHZxHRn/Th4OCA\n", "uro6vPzyyzhx4gRyc3MRGBiIMWPGYOvWrUqHx01zx1RdXR2uXr1q7bC46ty5M1QqFZKSknD69Gns\n", "2bMHJ0+exODBg3HhwgWLt8Ntgjty5AhUKpVFS0FBgdlt7Nu3D8nJydi1axc6duzIK7Q245FbU+Li\n", "4rB+/Xo4OTkBAAICAvDee+/h3Llz2LhxI+90TMidn61pTb5PPvkkTp48qf/twNnZGZs2bYKLiwui\n", "oqKUTIc06NWrF/Lz8zFs2DAAQIcOHbBy5UoEBQUhOjoad+7cUThCYqnXX38d27ZtQ/fu3QEAHh4e\n", "+PDDD1Ft7i8sAAAEZUlEQVRWVoa//e1vFm+HW7Flf39/fP755xat27NnT5O2o0ePYt68efjqq6/g\n", "5+dn8JouSXOn7G7cuIEePXq0ImLLtTW31ggODgZQf3m93OTMT+l9Zw6vfNu1a4eBAwciJSXFpLi4\n", "LerevbvZx5Ho9o0S+8Iahg4dilOnTuHs2bMYOHCg0uG0WXPHlIODg8lpaBH4+fnB2dm5RZ+J3Ca4\n", "Hj16YNq0aa1678GDB/Hyyy9j3759CAgIMHl9wIABkCRJ/0QCnbq6OhQXF2PkyJGt6tdSbcmtOXV1\n", "dbhy5YrJh4uDg4P+dbnJmZ/S+86c1uR77do1ODk5oV27dgbt1txPbdWaJ33Ykxs3bqB9+/YmZ3/s\n", "aR9Zom/fvnB2djY5poD6fenj42MyTu3NxYsX4erqatKuUqlatB8V/w1u7969+m9uusmtrKwMkyZN\n", "0q/j4uKCESNG4NChQwbvPXXqFCorK2X7cOapsSuHSktL4e7ubrLTdFe0DRkyRPbYeGgsPxH2HQBM\n", "njwZO3fuNGirra3F6dOn4eHhgW7duikUmeV0f2vjffH111+jb9++GDx4sBJhcfPqq6/ivffeM2nP\n", "zMzEAw88YNGl6fbAwcEBU6ZMQUZGhsFp17KyMuTn59vNMdWUnj17mjw+7aeffkJFRUXLPhPbfCdd\n", "G2zfvp21b9+eabVa9umnn+qX9957j3l4eBism5mZyTp16sQ2bdrEGKu/KTwsLIw9+eSTrK6uTonw\n", "LdbUjdBFRUVMkiT25ptv6m96vnDhAgsMDGTu7u76G3JtmSU3etvrvtMJCwtjgYGB+gcx1tbWsqVL\n", "lzJJktj27dsVjs5yU6dOZX5+fqy8vJwxxlhKSoowN3pHRkayXr16sYKCAn3bpk2bmCRJ7O2331Yw\n", "stbR3QhdXFxs8lpJSQnr3r27/kbvmpoa9txzz7F+/fqxmzdvWjvUVmkqP0mS2OzZs9lvv/3GGKsv\n", "LBEREcEefvhhVlhYaHEfik5wXbt2ZSqVikmSZLJ4enqarH/8+HEWGhrK/P39mZeXF5s7d66+Coot\n", "mjlzJvPw8GBOTk5MpVIxDw8P5uHhwS5duqRf586dOywhIYGNHTuW+fv7Mz8/P+bh4cFeeuklVlZW\n", "pmD0zbMkPx1723fGjh8/zl566SXWv39/FhAQwHr16sWeeuoplpqaqnRoLXLr1i22dOlS5u3tzQIC\n", "AlhQUBDbu3ev0mFxkZuby6KiolhAQAAbMGAAc3d3ZyEhISwxMVHp0FpkyZIlzMPDgz300ENMpVKx\n", "Rx99lHl4eLCsrCyD9c6dO8fGjRvHfHx8mJeXF3v22WfZhQsXFIracpbkl5SUxJ5++mnm7+/P+vfv\n", "z3r16sVmzJhh8I8XS9DTBAghhAhJ8d/gCCGEEDnQBEcIIURINMERQggREk1whBBChEQTHCGEECHR\n", "BEcIIURINMERQggREk1whBBChEQTHCGEECHRBEcIIURINMERQggREk1whBBChEQTHCGEECH9P8yQ\n", "qkvGY4WNAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtYVHX+B/D3zCAigSRiCYkMKndCDLzgDTTB9QbqambW\n", "arulblnhsyaWv2LQHm/l5iV9LK22ixGrpgmkohl5W01kDVBITHBSR1dUUDQF4fv7A2dymAEG+J45\n", "M18/r+eZx+3Mmfl+Pnu+Zz7MmXM+R8EYYyCEEEIEo5Q7AEIIIUQKVOAIIYQIiQocIYQQIVGBI4QQ\n", "IiQqcIQQQoREBY4QQoiQqMARQggREhU4QgghQqICRwghREjNKnDl5eWYMmUKlEoltFqtVDERQggh\n", "rWZxgcvKykJkZCQKCgqgUCgaXO/27dtYuHAhIiMj8cQTT0CtViMmJgZ79uzhEjAhhBBiCYsL3OLF\n", "i/Htt99i3LhxaKh9ZXV1NUaMGIHi4mLs378fubm5yM/PR2VlJX766SduQRNCCCFNcbB0xb1790Kh\n", "UGDTpk0NrrN69Wrk5+djx44dcHJyAgC4urriiy++gFJJP/cRQgixHosLXGOHJfXWrVuHYcOGGYqb\n", "XlBQUPMjI4QQQlqB29eq//3vfzh9+jS6dOmCpUuXok+fPggICEBsbCx27NjBaxhCCCHEItwKnP6s\n", "yg8//BClpaXYv38/CgoKMGDAAIwePRpff/01r6EIIYSQJimae8NTjUaDBQsWoLS0FF27djUsP3Dg\n", "AAYPHgw3NzfodDrDYUrGGLp37w6FQoFff/21wffV6XTQ6XQtTIMQQogIPD094enpyeW9LP4Nrimu\n", "rq4AAD8/P6Pf4BQKBcLCwrB9+3ZcvXoV7u7uJq/V6XTw9/dHZWUlr3AIIYTYIS8vL+Tk5HApctwK\n", "nJ+fHxwcHFBbW2vynEqlAgCzzwF1Ba6yshJffvmlkCekxMbGYvfu3XKHIRmR86Pc7JfI+YmaW2Fh\n", "IZ599lnodDrbKnDOzs6IjY3FgQMH8Pvvv6Ndu3aG5woKCuDr6wsPD49G3yMoKAhPPPEEr5BsRr9+\n", "/YTMS0/k/Cg3+yVyfiLnxlOLTzIx99PdokWLUFNTg7feesuwbM2aNTh9+jSWLFnS0qHsnv4brKhE\n", "zo9ys18i5ydybjxZXODmzZsHHx8fLFq0CIwxREVFwdfXF7m5uYZ1evbsiezsbPz8889Qq9VwcnLC\n", "rFmz8Omnn2LixImSJEAIIYSYY/EhyqFDh2Lz5s0ICgpCQUEBDh8+bHQWpV5kZCR2796Nzz//HNOm\n", "TYNSqURMTAzPmAnhrri4GDdu3DBZXlFRYfRHHG9XrlxBx44dJXv/huhPCiNEZBYXOH0vyk2bNiE/\n", "P7/RdW/cuIH58+djzJgxSE9Pb3WQ9q6hk2tEYe/5FRcXw9/fv8HnIyIirBiN9Yj+h6e9z8vGiJwb\n", "T1x7UeotXLgQI0eOhJeXFxU4AMOHD5c7BEnZe36Gb27jAdQ/D6oAQKhEAxcD+KGBcaVUBuAboHfv\n", "3lYc1PrsfV42RuTceOLaixIATp06hc8++wwnT57E6tWrWxyYSF555RW5Q5CUMPl5APCqt6z+f/NU\n", "1si4VvD0009bf1ArEmZemiFybjxxb/GfmJiI+fPny/K7AiGEEKLHtcClp6dDq9Vi1qxZPN+WEEII\n", "aTZuBe7OnTv4xz/+gZUrV9K93+opKiqSOwRJCZ3fZbkDkE5JSYncIUhK5Hkpcm48catEy5cvR0hI\n", "CJ588kmT5yzt5zxy5EjEx8cbPaKiorBt2zaj9bKyshAfH2/y+pdffhkff/yx0bLc3FzEx8ejrKzM\n", "aHlycjKWLl1qtEyr1SI+Pt5k8qxevRqvv/660bJbt24hPj4eBw4cMFqempqK559/3mjZ3LlzMWnS\n", "JLvPA4DZPKZNmyZEHjgH4Kt6K+4GkAmg/pUCF+6te7Pe8h8AHKi3rPzeuvWLpbne41X31j1bb3k+\n", "gG2mq2MTgMJ6y07DNA/AJI9Vq1bZ9PZo7f4xd+5cIfIATLfH3Llz7T6P1NRUxMfHIzY2Fp07d8bQ\n", "oUORmJho8v6twe1uArGxsTh37pxRo+WLFy/i0qVLCAoKgqOjI+bOnYvJkyebvGdubi4iIiJw7Ngx\n", "IdvPaLVas9cMisLe89PPP0yH6cke5QAelmjgPADfwPy4UroA4CMgIyMDo0aNsuLA1mXv87IxoubG\n", "uxZw60VprvFnSkoKUlJSsGPHDiE3hqVEz13o/KQqbjaA1y1JbJXI81Lk3Hji2ouyoXWa+SWREEII\n", "abVm9aL09fXFihUrAABqtRre3t5m2xitX78evr6+WLlyJRQKBQYOHIhu3bqhoqKCX+SEEEJIIywu\n", "cEuWLMGHH34IDw8PPP7441AqlTh48KDJcdKdO3di165daNu2Lby9vREYGIgJEybgyJEjcHNz456A\n", "Paj/I7dohM6v/gkjAvnXv/4ldwiSEnleipwbT806RKnvRzlu3Dizhx0vXryIkSNHIjg4GIWFhcjL\n", "y8N3332HjIwM9O3b12wz2wfBrVu35A5BUkLnVy13ANK5ffu23CFISuR5KXJuPDWrwO3duxchISGN\n", "ruPu7o4FCxYYWnv5+PggKSkJpaWl2Lx5c8sjtWMpKSlyhyApofMbIncA0pk5c6bcIUhK5Hkpcm48\n", "NavANdWPsnPnzrh48aLJ8sceewwAUF5e3pzhCCGEkBbj3nLEwcH0yoNffvkFADBkiMB/DhNCCLEp\n", "kvfUqq6uxvr16/Hcc88hPDxc6uFsUv2r+UUjdH71O5UI5Nq1a3KHICmR56XIufEkeYGbP38+nJ2d\n", "sXbtWqmHsll//etf5Q5BUkLn963cAUhnwYIFcocgKZHnpci58SRpgXvvvfewZ88eZGVl4aGHHmpy\n", "fVF7UWo0GqF7UQ4fPlyIPMz2ooyBsL0op0+fbtPbo7X7h0ajESIPwHR7aDQau8/DJntRAg33o7zf\n", "okWLkJ6ejp07dzZ5/ZvovSiJbWu0F6WUZO5FSfsbsTW8a4Ek3+Dmz5+PrKws7Nmzx1DcMjIyhD8k\n", "QgghxHa0qtmyuS9/iYmJ+OKLL7BkyRJs3brVsHz//v2oqqpqzXCEEEKIxZr1DS4xMREuLi5ISUkx\n", "9Jj09fU19KPMy8vDqlWrUF5ejhkzZuAvf/mL4bFhw4Ymr6MTVf3j06IROj/TVqvCMPkNUjAiz0uR\n", "c+PJ4gKXlZWFjIwMdO/eHUqlEiUlJfjtt99QUlJiOFYaFhaGEydOYPjw4QgICICfnx8mTZqEc+fO\n", "oaamBp988olkidgycw2pRSJ0fjq5A5CO6HeFFnleipwbTxYXuKb6UAJ1ZycNGjQIYWFhKCwsxMmT\n", "J6FQKBAdHf3A9qEEgDVr1sgdgqSEzk/c+4Fi3rx5cocgKZHnpci58WRxgbOkD2VycjIYY4aTSVQq\n", "FZYvX46SkhLDbXYIIYQQa7C4wDX1+1lNTQ22bNmCAQMGwNHR0bDc09MTgYGBSEtLa3mUhBBCSDNx\n", "u0zgzJkzqKysRPfu3U2e69atG4qKilBdLfC9RwghhNgUbgXu8uW6Ng3t27c3ea59+/aora3F1atX\n", "eQ1nV8xd/S8SofMz1xFEELNnz5Y7BEmJPC9Fzo2nVl0HRywza9YsuUOQlND59ZE7AOlERUVZ/Ww8\n", "V1dX+Pn5WWUskeelyLnxxO0bnIeHBwDg+vXrJs9dv34dKpUK7u7ujb6HqL0o4+LihO5FCZj/i9Lu\n", "8jDXi7IHxOtFWVH3n0uXLkVERIRVH/7+/vjzn/9sEpoU+0dcXJxNzCsp9vO4uDi7z8Mme1E21Iey\n", "pqYG7u7uiImJwbffGrdgDw0NhUKhQH5+vtn3pF6URE4PXC9K/bjjAXhYcdyyunFpPycN4V0LuB2i\n", "VKlUGD9+PLZv346qqirDmZQ6nQ5FRUVITk7mNRQhhAcPWLewEmJlLT5Eae6LX0pKCpRKJd5++20A\n", "wN27dzFnzhx069ZN+B+0GyN6SySh86t/+E8kpXIHIC2R56XIufFkcYGbN28efH19sXLlSrN9KAGg\n", "a9eu2LdvH/Ly8hAUFISQkBDU1tYiOzsbLi4ukiRgD1JTU+UOQVJC51cgdwASOi13ANISeV6KnBtP\n", "Fhe4JUuWoKSkBNeuXUNNTY1JH0q9oKAgLFq0CP7+/lCpVDhx4gT+9Kc/YdmyZaipqeGegD0Q/SJ3\n", "ofObKHcAEhomdwDSEnleipwbT9wvE9BqtRgyZAhGjRqFvLw8ODg44OjRo4iOjsalS5ewfPly3kMS\n", "QgghJrjf8DQzMxMVFRWYM2cOHBzq6mfv3r0RGxuLjRs38h6OEEIIMYt7gVOpVABg0parqqoKbdq0\n", "4T0cIYQQYhb3AvfMM88gJCQEGo0GFRV1V5RmZmYiOzsbCxcu5D2cXTB3IaVIhM5P5JPVsuUOQFoi\n", "z0uRc+OJe4FzcXHB3r17oVKp4OHhAU9PT0ydOhXr1q3DtGnTeA9nF+Li4uQOQVJC52faO1wcXeQO\n", "QFoiz0uRc+OJe4ErLi5GZGQk2rZti7KyMuh0Onz33Xd44403MGPGDN7D2YXJkyfLHYKkhM7vcbkD\n", "kFAPuQOQlsjzUuTceOJe4P7v//4P58+fx/r16+Hm5gYA6NOnD5KSkrB+/Xrs3r27wdeK2osSsF6P\n", "OsqDcy9KQLxelPfjkccRAFn1ljWUB+ra/dUn8ryiPMznYZO9KJsSFBSE8vJy6HQ6o+U7duzAqFGj\n", "sGzZMsyZM8foOepFSeT0wPaitPa4FwB8RL0oScN41wLu3+A6d+6MsrIy3Lxp/CdhaWmp4fkHTf2/\n", "mkQjdH5mvoEI46LcAUhL5Hkpcm48cS9wiYmJqK2txezZs3H37l0AdXf7fvfdd+Hr64vx48fzHtLm\n", "LVu2TO4QJCV0fgflDkBCx+UOQFoiz0uRc+OJe4FLSEjA3r178dtvvyE0NBRhYWEYM2YMEhIScPjw\n", "YTg7O/Me0uZ9/fXXcocgKaHzmyB3ABISvFWXyPNS5Nx44l7gACA6OhqvvfYaunTpAkdHR1RXVyMr\n", "KwsrVqyQYjibJ3pRFzo/R7kDkBD3Rn22ReR5KXJuPElS4DZs2IAZM2Zg1apVyMnJwalTpzBlyhRs\n", "2rRJiuEIIYQQE9z/hjt37hxeffVVfPbZZwgODjYsnz17NiIjI3kPRwghhJjF/Rvc559/jjt37mDU\n", "qFFGy9u1a/fAXn1f/5oU0QidX/3ru0RyWO4ApCXyvBQ5N564F7gDBw6gU6dOOHbsGOLi4hASEoLw\n", "8HBoNBrcuXOH93B2oWvXrnKHICmh83OTOwAJCX4PYpHnpci58STJ/eAqKiowc+ZMfPvtt+jRowf+\n", "85//YMyYMThy5Ah27NjBe0ib98orr8gdgqSEzq+v3AFIKFTuAKQl8rwUOTeeuBe427dv486dO5g/\n", "fz569KhrdhcVFYVZs2ZhwYIF2L9/PwYNGsR7WCKQ4uJi3Lhxw2rjFRbW73VFCBEB90OUrq6uAIDw\n", "8HCj5fr/Pnr0aIOvpV6UlEdxcTH8/f0RERFhtcezzz5bFwT1ovwD9aIEYHv7h0h52GUvyilTpiA1\n", "NRV5eXkIDf3jGEh6ejoSEhIeyF6URUVFCAwMlDsMyfDMz9AXcjwADy5v2bRi1H2gm+vNeBlAJ4nG\n", "lbsX5VMAgptYlycr96IUeb8TNTeb70U5duxYAMDPP/9stLygoABA3Z0FHjRz586VOwRJSZKfB+o+\n", "9K3x6NBIHA3f/ML+CX4Wpcj7nci58cS9wE2YMAEDBw7EokWLcOnSJQB1v6msXr0ao0aNwuDBg3kP\n", "afM++OADuUOQlND5jZQ7AAkNlDsAaYk8L0XOjSfuBU6hUCAzMxPDhg1D37594enpCX9/f/j7++Ob\n", "b77hPZxdEP2UXqHze1juACRElwnYLZFz40mSVl2urq5YuXIl/vvf/6K6uhoKhQJDhw5FmzZtpBiO\n", "EEIIMSFJgdN766236JIAQgghspCswOXl5eGbb74xe0rwg6b+6b2iETo/ke8rKfj94ESelyLnxpNk\n", "Be7VV1/FwoUL4eYmcq8jy9y6dUvuECQldH7VcgcgobtyByAtkeelyLnxJEmBS0tLQ2VlJf72t79J\n", "8fZ2JyUlRe4QJCV0fkPkDkBCgt/cQ+R5KXJuPHFv1XXr1i0kJSUhNTWV91sTQgghFuP+DW7x4sUY\n", "NGgQoqKieL81IYQQYjGuBa6kpATr1q0z+wOoJR3BRO1FWVZWJnSPuk2bNkmSB5feh83p4WiuF+VN\n", "iNuL8jaE7kVZVlZmE/uHFPt5WVmZ3edhd70oN2zYgHfeeQcdOvzR+6iqqgqFhYV49NFH0blzZwQG\n", "BpocvhS9F2V8fDy2b98udxiS4ZmfoRelNfszNtYT8isAz8gwrpT043YF8FcrjmvlXpQi73ei5sa7\n", "FnD9De6FF17ACy+8YLTs7Nmz8PX1xd///ne8/fbbPIezG6JfKiF0fjFyByAhwU8yEXleipwbT5Je\n", "6A38cWiS800L7IqI30rvJ3R+1vxmZW3WuluDTESelyLnxpNkBe7atWvw9fXFoEGDoFAosGLFCvj6\n", "+pocqyWEEEKkwP0yAQA4c+YMPvroI7i6uoIxBhcXF/j6+uLNN9/EwIGCtzAnhBBiEyT5BvfSSy9h\n", "z549yMrKQn5+PvLz86FWqxEdHS3kD6NNEf1bq9D51T97UiRFTa9iz0SelyLnxpMkBU6hUOCtt95C\n", "586dAQAODg745z//CZVKheXLl0sxpE3LzRX5U1Lw/HRyByChsqZXsWciz0uRc+NJkkOU6enpcHAw\n", "fmsnJyd06NAB5eXlUgxp09asWSN3CJISOr9RcgcgIcF/LRB5XoqcG0+SfIOrX9wA4OrVqygrK8PQ\n", "oUOlGJIQQggxIvllAnrr1q1Dp06d8MYbb1hrSEIIIQ8wSQ5R1pebm4v33nsPW7duxSOPPGKNISVx\n", "/PhxWQ6x3r17F+7u7lYf19XVFX5+flYfl4itsLB+bzFp0Tx+cEle4AoLCzFu3Dh8+eWXiI6ObnTd\n", "kSNHok+fPkbLLl++jKSkJIwdO9awLCsrCx988IHJGZkvv/wynnjiCaPb9OTm5kKj0eCTTz6Bh8cf\n", "V7YmJyfD2dkZSUlJhmVarRazZs3CsmXLEBgYaFi+evVqnDhxAh9++GHzkhfAqVOnjD4cJk2ahMmT\n", "Jxttj379+uGRRx7hsj1iY2P/eINyAN8BiAXQ6b43PgKgAkDcfcuqAGwGMACAz33L81HX83EsjG0C\n", "EAog6L5l5wBkw7g111cA3AB4Arj/2toL99ZNAPDQfct/ANAGxr9vNZRHQ70oW5vHaQA/wbTFWOa9\n", "PPR7/U4Af+KQh6Xbo6Lun2effRbWdv88bmw/12q1ePfddw3Lbt26haeffhpz5841usQpNTUVWVlZ\n", "+PTTT43GMbd/SPF5FR8fjw8++MCu80hNTUVqaip+//135OfnIzg4GHfv8r1JIddelPUdP34c48aN\n", "w4YNG/Dkk082uJ499KI8deoUAgICgPEAHmvmi7Wo6/vXEgcA/Bd141qz80QZgG8s6xuYlZWFuLi4\n", "RtexlM31ojwNoIcM40pJP+5IAH2aWFeKca01l88BcILF89ie8NznbIlN96K835EjRzBp0iRs3LgR\n", "AwYMMCyPjIxETk6OVMNKrz2Ajs18TXPXv5/TvX89YLNto0Tc0QykKm62oItM41prLnuh7pu2gITe\n", "5ziSpMDt27cPo0ePxvPPP4+SkhKUlJQYnqPrNwghhFiDJAVu9uzZuHnzJlavXm3ynEKhkGJIQggh\n", "xIgkBe7gwYPQaDTYtm0b2rZtC0dHR7z99tsYM2aMFMPZvkIYnwRgRyw54+2HH37AkCFDrDaeVdnx\n", "tmtSKWz2sDcXhag7QQjyzKsrV66gY8fW/D7RsMb2OTpr9A+SFLjnnnsOJ0+exKFDh+Du7o6MjAyM\n", "GzcO27Ztw6hRIreGaMBB2N+HpIxnvNkUe9x2ljoOoL/cQUjoIOrO4sSDN4/rn/38oOJe4H788Uds\n", "2bIFaWlphmu3Ro8ejWHDhuG11157MAucs9wBtED1vX8tOeNNf7o5D8WoO0XdVtjjtrOUU9Or2DVn\n", "NG8e86Sfx1KN29A+d+/s5xs3bkgwqP3hXuD+/e9/A4DJZQFDhw7Frl27kJOTg8hIwW8lLBJLznhz\n", "smAdSwneAJjIxNpnIevnsVTj8tznBMa9Vdfx48fh5uZm0nmje/fuAIC8vDzeQxJCCCEmuBe4y5cv\n", "o3379ibL9csuX77Me0hCCCHEhFV6UVrK5s6gu8/Zs2fr/scvaP5hNC2All7bfvHev8UtGLc1tM0Y\n", "V4u6LhXWHpeXxsbkmVtzxpWSftxLkC63xsa1Vr5a1DVmsOaY948t5bgNzctrdf/Y8mdpY7jHzTiL\n", "iopiDz/8sMnyLVu2MIVCwT7++GOT5y5cuMC8vLwYAHrQgx70oMcD/PDy8mIXLlzgUo+4f4Pr1asX\n", "Dh8+jGvXrqFDhw6G5WfOnAEA9OzZ0+Q1np6eyMnJgU4n8u2TCSGENMXT0xOenp5c3ot7s+Uff/wR\n", "Q4YMQVpaGiZOnGhYPmLECJw+fRrFxcU8hyOEEELMkuRuAk899RROnDiBffv2oWPHjsjMzMTYsWMf\n", "3Au9CSGEWJ0kBe7OnTvQaDTYunWroVVXcnIyRo8ezXsoQgghxCxJ7wdHCCGEyIX7dXDE2Llz5xAX\n", "FwelUsz/q0XPjxA5lJeXY8qUKVAqldBqtU2/wM5YKz9ZP5Xy8vLw8ssvIyQkBGFhYQgODsbEiROR\n", "n59vdv1Dhw5h8ODBCA0NRUBAAGbOnImKigorR225jRs3YuDAgdBqtY3eJmjatGnw8/NDr169jB7P\n", "PfecFaNtPkvzA+xv29WXnZ0Nd3d3k23Uq1cvo/sd2rrbt29j3rx5CAwMRM+ePdG7d2+kp6fLHRYX\n", "paWlcHFxMbuNDh48KHd4FsvKykJkZCQKCgoa3a8KCwsxcuRIBAUFISAgAJMnT8aFC7Z/h1dL8tNo\n", "NPDx8THZjvVbQDaJy8UGLRQQEMBGjBjBKioqGGOM3bx5kyUkJDAnJyd29OhRo3VzcnKYk5MTW7Nm\n", "DWOMsVu3brHo6GgWFRXFampqrB57U8rLy9mQIUOYVqtlU6dOZQqFosF1p02bxn788UcrRtd6zcnP\n", "3radOdnZ2ez555+XO4xWmzBhAgsODmZXrlxhjDGWnp7OHBwcWEZGhsyRtV5JSQmLiYmRO4xWi4mJ\n", "YQUFBSw5OZkpFAp29uxZk3XOnj3LOnbsyJKSkhhjjN29e5dNnjyZ9ejRg12/ft3aITeLJflpNBr2\n", "2WeftXosWb/BKRQKLF682NDGy9nZGe+99x7u3LljcrPUOXPmoFu3bnjppZcAAO3atcPSpUtx+PBh\n", "bNy40eqxN8XNzQ179+6Ft7e3ReszO/sptDn52du2a4i9baP69Hf60Gg0Zu/0QWzD3r17ERIS0ug6\n", "ycnJYIxhwYIFAACVSoXly5ejpKQEK1assEaYLWZJfgCf/U3WApefn29y4fdjjz0GoO4Yrd6lS5ew\n", "b98+k6+nvXv3hqurK9LS0qQPlrQIbTvb0didPs6cOYOcnJb2kyM8NXW4v6amBlu2bMGAAQPg6Oho\n", "WO7p6YnAwECb36eayo8nWQucg4NpI5VffvkFQN1Op5eXlwfGmOGOBHpKpRI+Pj5C3KFg48aNiImJ\n", "weOPP46IiAjMnz8f169flzusVhNl2zHGUFxcjIkTJ6JPnz6G3zyOHTsmd2gWexDu9HHp0iVMnToV\n", "/fr1g7+/PxISEvD999/LHRZXZ86cQWVlpck+BQDdunVDUVERqqurzbzSvuzcuROxsbEIDw9HWFgY\n", "XnvtNVy8eLHpF97H5k59W7t2LQICAjBjxgzDMv0dCBq6S4G936HA1dUVzs7OyMjIQH5+Pj799FNs\n", "3rwZ/fv3R2VlpdzhtYoo287R0RHV1dXQaDT46aefkJOTAxcXF0RFRWHXrl1yh2cR0e/0oVKpUFtb\n", "i+nTp+Pw4cPIz89HeHg44uLi8PHHH8sdHjdN7VO1tbW4evWqtcPiytnZGUqlEqmpqTh+/Di2b9+O\n", "I0eOICIiAufPn7f4fbgVuOzsbCiVSosep06dMvsemZmZ2Lp1K7Zs2QInJ9u53TCP3BqzatUqrFix\n", "Ai4uLgCAsLAwvP/++zh58iTWrFnDOx0TUudna1qSb//+/XHkyBHDbweurq5Yu3YtHn30USQmJsqZ\n", "DrnH29sbRUVFGDBgAACgbdu2SElJQWRkJObMmYOqqiqZIySWev3117Fx40Z4eNTdDl2tVuOTTz6B\n", "TqfDO++8Y/H7cGu2HBISgq+//tqidb28TG9Fu2/fPsycORM7d+5EcHCw0XP6JM0dsrt+/To6derU\n", "gogt19rcWqJfv34A6k6vl5qU+cm97czhlW+bNm3Qq1cvZGRkmDQXt0UeHh5mb0ei3zZybAtr6Nu3\n", "L44ePYoTJ06gV69ecofTak3tUyqVyuQwtAiCg4Ph6urarM9EbgWuU6dOeOqpp1r02t27d2P69OnI\n", "zMxEWFiYyfM9e/aEQqEw3JFAr7a2FqWlpYiOjm7RuJZqTW5Nqa2txZUrV0w+XFQqleF5qUmZn9zb\n", "zpyW5Hvt2jW4uLigTZs2RsutuZ1aqyV3+rAn169fh6Ojo8nRH3vaRpbo3r07XF1dTfYpoG5bBgYG\n", "msxTe3Px4kV07tzZZLlSqWzWdpT9N7j09HTDNzd9cdPpdEhISDCs8+ijj2Lw4MHYs2eP0WuPHj2K\n", "yspKyT6ceWrozCGtVgsfHx+TjaY/o613796Sx8ZDQ/mJsO0AYNy4cdi8ebPRspqaGhw/fhxqtRod\n", "O3aUKTLL6f+/rr8tvv/+e3Tv3h0RERFyhMXNq6++ivfff99keU5ODh566CGLTk23ByqVCuPHj8eB\n", "AweMDrvqdDoUFRXZzT7VGC8vL5Pbp/3666+oqKho3mdiq6+ka4W0tDTm6OjINBoN++KLLwyP999/\n", "n6nVaqN1c3JyWLt27djatWsZY3UXhcfExLD+/fuz2tpaOcK3WGMXQpeUlDCFQsHefPNNw0XP58+f\n", "Z+Hh4cy+0OpkAAACHUlEQVTHx8dwQa4ts+RCb3vddnoxMTEsPDzccCPGmpoaNm/ePKZQKFhaWprM\n", "0Vlu4sSJLDg4mJWVlTHGGMvIyBDmQu9p06Yxb29vdurUKcOytWvXMoVCwZYtWyZjZC2jvxC6tLTU\n", "5LmzZ88yDw8Pw4Xe1dXV7JlnnmF+fn7sxo0b1g61RRrLT6FQsKlTp7Lff/+dMVbXWCI2NpZ16NCB\n", "FRcXWzyGrAXO3d2dKZVKplAoTB6+vr4m6x86dIgNGjSIhYSEMH9/fzZjxgxDFxRbNGXKFKZWq5mL\n", "iwtTKpVMrVYztVrNLl26ZFinqqqKbdiwgQ0fPpyFhISw4OBgplar2Ysvvsh0Op2M0TfNkvz07G3b\n", "1Xfo0CH24osvstDQUBYWFsa8vb3Zk08+yXbt2iV3aM1y+/ZtNm/ePBYQEMDCwsJYZGQkS09Plzss\n", "LvLz81liYiILCwtjPXv2ZD4+PiwqKop99dVXcofWLElJSUytVrOHH36YKZVK1qVLF6ZWq9mxY8eM\n", "1jt58iQbMWIECwwMZP7+/uzpp59m58+flylqy1mSX2pqKhs7diwLCQlhoaGhzNvbm02ePNnojxdL\n", "0N0ECCGECEn23+AIIYQQKVCBI4QQIiQqcIQQQoREBY4QQoiQqMARQggREhU4QgghQqICRwghREhU\n", "4AghhAiJChwhhBAhUYEjhBAiJCpwhBBChEQFjhBCiJCowBFCCBHS/wPQtgJfBdRPKgAAAABJRU5E\n", "rkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "046\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X9YVFX+B/D3HYhMIRMlwF0RNBXEEAVLVERI9Bs2o/Qt\n", "XdIeqdUsNMNdTIwUyLaw1PyR5m7Q9gMk1lw0zII1/EWursCamkO4C0Ip+kgKiuQvON8/hPk6MwjD\n", "zLlzZw6f1/PMY5y5c895c+6d0wz3niMxxhgIIYQQwaiUbgAhhBAiBxrgCCGECIkGOEIIIUKiAY4Q\n", "QoiQaIAjhBAiJBrgCCGECIkGOEIIIUKiAY4QQoiQaIAjhBAipE4NcHV1dZg5cyZUKhWqq6vb3ZYx\n", "hjFjxpi0LSGEEMKbyQNcQUEBgoODceLECUiS1OH2n332GQ4dOmTStoQQQghvJg9wb7/9Nnbs2IHo\n", "6Gh0NH3llStXkJSUBLVa3eG2hBBCiBxMHuAKCwvh7+9v0rYrVqxAVFQURo4caXbDCCGEEEuYPMCZ\n", "+lVjeXk5PvnkE7z11lv06Y0QQohiuF9FGR8fj6SkJPTu3Zv3rgkhhBCTcR3g8vLyUF1djQULFvDc\n", "LSGEENJpjrx2dP36dfzxj3/EBx98AJWq8+NmTU0NampqeDWHEEKIHfL09ISnpyeXfXEb4FavXg1/\n", "f3889thjRs919Le4mpoaDB48GA0NDbyaQwghxA717dsXxcXFXAY5bgPcnj178PPPP2PEiBG6snPn\n", "zgEAoqKi4OTkhFdffRUxMTFGr62pqUFDQwMyMzPh5+fHq0k2IzIyEv/4xz+UboZslMyn1Woxa9Ys\n", "ACsA+MhQQxyATe08XwlgmV0eu3Rc2i9Rs7WezzU1NbY1wLX1y05NTUVqaiq+/vpreHl5dbgPPz8/\n", "IW8tGD16tJC5WtlGvigAcrRhC4CZ7TxfCmCZXR67ttFv8hE5n8jZeDL7IhNTbgFo3aar3y7g4OCg\n", "dBNkJXY+cbOJ3W9i5xM5G08mD3CJiYnw8fHBunXrIEkSxo0bBx8fH5SWlhpt++GHHxptO2DAANTX\n", "13NtPCGEEHI3Jn9FmZaWhrS0NJO2nTt3LubOnWt2owghhBBLdfpvcHV1dZg/fz6ys7Nx+vRpk/62\n", "1tU1Nzcr3QRZiZ3PtGxarVbmdrTNxcUFgwYNMuu1Yveb2PlEzsZTpwa4goICxMXFoUePHneduuub\n", "b75Beno6Tpw4AScnJzQ1NWHSpEl47bXX4ObmxqXR9mby5MlKN0FWYufrKNvtpaBuX8mpjPLycrMG\n", "ObH7Tex8ImfjqVMDXOuKAlu3bsXx48eNnj937hyioqLw+uuvY+vWrZAkCVVVVZg4cSJ27NiB77//\n", "Hi4uLtwaby9efvllpZsgK7HzdZTtasu/mQCsfZuAFsAsXLlyxaxXi91vYucTORtPnRrgCgsLIUkS\n", "tm7detdtXF1d8cYbb+h+7t+/P5YsWYIXXngBX3zxBZ577jnzW0uIzfKDPLcpEELM1anbBDpaUcDD\n", "w0N3c/edfvOb3wC4/fc7QgghxBq4rybg6Gj8ofDHH38EAISHh/Ouzi6UlZUp3QRZiZ1P3Gxi95vY\n", "+UTOxhP3Ac7QzZs38eGHH+LZZ59FYGCg3NXZpFdffVXpJshK7HziZhO738TOJ3I2nmQf4JKSktC9\n", "e3ds2tTefH5ie//995VugqzEziduNrH7Tex8ImfjSdYBbtWqVdi9ezcKCgrQo0ePDrePioqCRqPR\n", "e4SEhGD79u162xUUFECj0Ri9fv78+cjIyNArKy0thUajQW1trV55cnIyVq5cqVdWXV0NjUZj9PF/\n", "w4YNWLx4sV5ZY2MjNBoNioqK9Mqzs7ONLqTx8vLCjBkz7D4HgDZzlJWVKZ4D+BWABkCRQXk2gLYu\n", "bJoBYLtBWUHLPu7kBWA+gAyD8tKWbQ2vYEwGsNKgrLplW8OvlTYAMMzRiM7luD3R+Z1MPa68vLxs\n", "+riy9Pzw8vISIgdg3B9eXl52nyM7OxsajQaRkZHw8PBAREQE4uPjjfZvEWaG5ORkJkkSq6qquus2\n", "f/rTn9jo0aNZXV1dh/srKSlhAFhJSYk5zSFdWOuxA5QwgCnwyFSwfjpviFh4jwWyfIJLSkpCQUEB\n", "du/ejZ49ewIAdu7cqXf7ACGEECIniwY41sYqAfHx8di8eTNmzpyJ3NxcZGZmIjMzE3l5eaisrLSk\n", "Ortl+BWJaMTOJ242sftN7HwiZ+OpUzd6JyYmIicnB3V1dbpVAhwdHbFt2zaMHDkSx44dw/r16yFJ\n", "EubNm6f3WkmSMHv2bK6NtxeNjY1KN0FWYucTN5vY/SZ2PpGz8dTpAe6nn36660TLAQEBNAloG1JT\n", "U5VugqzEziduNrH7Tex8ImfjyeSvKAsKChAcHIwTJ060O6OJVqtFVFQU/Pz8MGTIEMTExODs2bNc\n", "GksIIYSYyuQBrnWi5ejo6Luu0F1dXY3Q0FAEBARAq9Xi5MmTkCQJYWFhZk8ISwghhJjD5AGusLAQ\n", "/v7+7W6TnJwMxpjuakkHBwesXr0alZWVWLt2rWUttWOG94KIRux84mYTu9/EzidyNp5MHuA6mmi5\n", "qakJ27Ztw9ixY+Hk5KQr9/T0hK+vL3JycsxvpZ17/vnnlW6CrMTOJ242sftN7HwiZ+OJ231wFRUV\n", "aGhowMCBA42eGzBgAMrKynDz5k1e1dmVlJQUpZsgK7HzpSjdANmI3W9i5xM5G0/cBrgLFy4AAO6/\n", "/36j5+6//340Nzfj4sWLvKqzKyNHir1OmNj5xM0mdr+JnU/kbDzJPtkyIYQQogRuA1yfPn0AAJcv\n", "XzZ67vLly3BwcICrqyuv6gghhJB2cRvgBg4cCBcXF1RUVBg9V1FRAV9fX9xzzz3t7kPU1QQyMjKE\n", "Xk3gD3/4g+I55FtNIAOiriaQkZFh08eVpedHRkaGEDkA4/7IyMiw+xw2uZpAeysJxMbGMldXV3b9\n", "+nVd2dmzZ5mDgwN744037rpP0VcTiIuLU7oJslIyn/yrCcQJu5oAHZf2S9RsNrOaAGvjZu/U1FSo\n", "VCosX74cAHDr1i0kJCRgwIABWLRokblV2b2NGzcq3QRZiZ1P3Gxi95vY+UTOxpPJA1xiYiJ8fHyw\n", "bt063UTLPj4+KC0t1W3j5eWF/fv349ixY/Dz84O/vz+am5uxd+9eODs7yxKAEEIIaYvJky2npaUh\n", "LS2tw+38/Pywa9cuixpFCCGEWIpuEyCEECIkWQa4o0ePYurUqRg6dCgCAgIQEBCAd955B01NTXJU\n", "Z/PauvJIJGLnEzeb2P0mdj6Rs/HUqfXgTFFdXY3w8HBMmTIFx44dg6OjI44cOYKwsDCcP38eq1ev\n", "5l2lzVuwYIHSTZCV2PnEzSZ2v4mdT+RsPHH/BPfVV1+hvr4eCQkJcHS8PX6OGjUKkZGRyMrK4l2d\n", "XZg0aZLSTZCV2PnEzSZ2v4mdT+RsPHEf4BwcHADAaGLlGzdudHijNyGEEMIL9wHumWeegb+/P1JS\n", "UlBfXw/g9qe6vXv3YsWKFbyrI4QQQtrEfYBzdnZGYWEhHBwc0KdPH3h6emL27NnYvHkzYmNjeVdn\n", "FwynvBGN2PnEzSZ2v4mdT+RsPHEf4E6dOoXg4GDce++9qK2tRU1NDXbt2oWlS5di3rx5vKuzC9nZ\n", "2Uo3QVZi5xM3m9j9JnY+kbPxxP0qytdffx1nzpzBhx9+iJ49ewIAHnnkESxZsgSLFi3CU089hcjI\n", "SN7V2jRrrGZ+6tQpXLliOPGvdcyZM0dvRhtr0mq1Mtcg7kr01jgulSRyPpGzccVlRss7+Pr6Mg8P\n", "D6PyXbt2MUmS2Lvvvmv0XOsEm+7u7kytVus9Ro8ezXJzc/W2z8/PZ2q12mg/cXFxLD093WjfarWa\n", "XbhwQa98+fLlLC0tTa+sqqqKqdVqptVq9crXr1/PEhIS9MquXr3K1Go1O3DggF75li1bWGxsrFHb\n", "pk+fLluOhISElgl/u/KjiAFqBhwwmJB4CwNi25ioeDoDcg3K8lv20daEy+ltTHSsZsAHLfW3Tra8\n", "nAFpBttWtWyrNShfz4AEg7Krnchx+7xZtWqVLMeVKOcH5bDNHFu2bGFqtZpNnDiRubu7s/DwcBYa\n", "GsrAcbJlibE2Zk22QHh4OIqKilBXV4cePXroyj/44APMnz8fn376KWbNmqX3mtLSUgQFBaGkpIRW\n", "qjVD6+8PyATgZ+XadwFYplDdd9ZfAmVW384CMEuh+ksB0HlDxMF7LOD+FWV8fDz279+PRYsWYdOm\n", "TXB0dERFRQXeffdd+Pj44Mknn+RdJdHxg/XfZFu/IlSi7jvrJ4QQfdwvMpk6dSoKCwvx008/Ydiw\n", "YQgICIBarcbUqVNx6NAhdO/enXeVNq+tBQWJvRC370Q/LkXOJ3I2nrh/ggOAsLAwhIWFybFru0Sz\n", "DtgzcftO9ONS5HwiZ+OJVhOwgpiYGKWbQMwmbt+JflyKnE/kbDzJNsB98803mDhxIoKDgzF48GD4\n", "+/sjKSlJruoIIYQQPbIMcOnp6Zg3bx7Wr1+P4uJilJeXY+bMmdi6dasc1RFCCCFGuA9wP//8MxYu\n", "XIhVq1Zh6NChuvJFixbh/fff512dXSgqKlK6CcRs4vad6MelyPlEzsYT9wHu008/xfXr1zFlyhS9\n", "8vvuu6/L/mH0nXfeUboJxGzi9p3ox6XI+UTOxhP3Aa6oqAhubm4oKSnBpEmT4O/vj8DAQKSkpOD6\n", "9eu8q7MLn3/+udJNIGYTt+9EPy5FzidyNp5kWdG7vr4eL774Inbs2IGHHnoI//znP6FWq3H48GF8\n", "/fXXvKu0eV3x3j9xiNt3oh+XIucTORtP3D/BXbt2DdevX0dSUhIeeughAEBISAgWLFiA/Px8HDhw\n", "gHeVhBBCiBHuA5yLiwsAIDAwUK+89ecjR47c9bVRUVHQaDR6j5CQEKO1jwoKCqDRaIxeP3/+fGRk\n", "ZOiVlZaWQqPRoLa2Vq88OTkZK1eu1Currq6GRqNBWVmZXvmGDRuwePFivbLGxkZoNBqjP/ZmZ2e3\n", "OcvAjBkzZMvx8ccfG+yhGoAGQJlB+QYAiw3KGlu2NfyjdTbansVjBtpeI21RG2XzAWQYlJW21Fdr\n", "UJ4MYKVBWWdy/ArLcxS07MNQezkMV3CwNEdn+wPYs2eP3s90flAOe8iRnZ0NjUaDyMhIeHh4ICIi\n", "AvHx8Ub7twiXKZvv8MwzzzBJktjx48f1yr/88ssOVxPgNYO0rTGc2Zu31t/f/89ob81HpoJ1W6N+\n", "w9n+bSm/ZeeN3Mel0kTOJ2o23mMB909w06ZNAwB8//33euUnTpwAcHttuK7Gy8tL6SYQs4nbd6If\n", "lyLnEzkbT9wHuKeeegrjxo3DW2+9hfPnzwO4vRjnhg0bMGXKFIwfP553lTbv5ZdfVroJxGzi9p3o\n", "x6XI+UTOxhP3qyglScJXX32F119/HY8++ii6d++OpqYmvPDCCzRVFyGEEKuRZTUBFxcXrFu3DuvW\n", "rZNj94QQQkiHZF9N4M9//jNUKhVSU1PlrspmGV7lROyJuH0n+nEpcj6Rs/Ek6wB36dIl3deSkiTJ\n", "WZVNe/XVV5VuAjGbuH0n+nEpcj6Rs/Ek6wC3bNkyhIaGylmFXeiqk0yLQdy+E/24FDmfyNl4km2A\n", "O3bsGP7+978jJSVFrirsBl3Sa8/E7TvRj0uR84mcjSfZBriFCxdixYoV6Nmzp1xVEEIIIXclywCX\n", "k5ODhoYG/P73v5dj94QQQkiHuA9wjY2NWLJkCTZs2MB713bLcA45Yk/E7TvRj0uR84mcjSfuA9zb\n", "b7+N0NBQhISE8N613WpsbFS6CcRs4vad6MelyPlEzsYT1wGusrISmzdvbvP/LhhjHb5e1NUEUlNT\n", "aTUBHXtbTSAVoq4mkJqaahPnByDP7PWpqalC5ACM+yM1NdXuc1hjNQGJmTLymCg9PR1vvvkmevXq\n", "pSu7ceMGtFot3N3d4eHhAV9fX2RnZ+u9rrS0FEFBQSgpKcHIkSN5NafLaP39ASUArP37ywIwS6G6\n", "u3r9pQDovCHi4D0WcJ2qa86cOZgzZ45eWVVVFXx8fPDSSy9h+fLlPKsjhBBC7kr2qbpaPyBy/KBo\n", "dww/phN7Im7fiX5cipxP5Gw8yTbAXbp0CT4+PggNDYUkSVi7di18fHyMvqvtCp5//nmlm0DMJm7f\n", "iX5cipxP5Gw8ybKaAAD06tULlZWVcu3ertBsLvYsRekGyEb041LkfCJn40mWAa6iogJ/+ctfsGvX\n", "LjDGcOvWLfj4+OC1117DuHHj5KjSptEFAPbM9vtOq9Wa/drS0lKL6nZxccGgQYMs2odcRD7vRM7G\n", "kywDXFxcHGpra1FQUAAPDw/cunULCxcuRFhYGHJzc9u81JQQ0lnVAIBZs2Yp2ory8nKbHeRI1ybL\n", "ACdJEpYtWwYPD4/blTg6Ys2aNUhPT8fq1atpgCOEi6st/2YC8FOgfi2AWbhyxfBeQEJsgywDXF5e\n", "Hhwd9XfdrVs39OrVC3V1dXJUadMyMjJoXk67lQHA1vvOD+Z9lWoP2cwn8nkncjaeZLmK0nBwA4CL\n", "Fy+itrYWERERclRp0yz9OwdRksh9J3I2sc87kbPxJPt9cK02b94MNzc3LF261FpV2oyNGzcq3QRi\n", "NpH7TuRsYp93ImfjSbbbBO5UWlqKVatWITc3Fw8++KA1qiSEENLFyT7AabVaREdHIzMzE2FhYbLU\n", "UVFRgaCgUYrOsK3RaLB06RJF6rbkMnFCLKXU8af0LQqnTp1S9AIbpfPbBSajf//738zb25vt3r27\n", "3e1KSkoYAObu7s7UarXeY/To0Sw3N1dv+/z8fKZWq3U/79+/nwFgQBADYhiw/o7HYgYMY8BbBuX/\n", "wwC1QVlKy7ZJBuX/y4AIg7JVLdu+woCAlvqVfpQwgDGgqiWbtuXn1sd6BiQYlF1t2faAQfkWBsQa\n", "lDEGTGdA7h0/Z7bUPb6NbeMYkG5QVtJS3wWD8uUMSDMoMyVHa/1FFuZgDMhv2Udncnxg8Ls3N4c5\n", "/dGafRWHHOb0Ry5T+pgvLy/XvYeo1Wp24cIFvfeK5cuXs7S0NL2yqqoqplarmVar1Stfv349S0hI\n", "0Cu7evUqU6vV7MCBA3rla9asUTw7ABYREWFRji1btrDY2Fij9+Tp06d3+L7bKi4ujqWnp+uVmdIf\n", "W7ZsYWq1mk2cOJG5u7uz8PBwFhoaygCwkpISo3rMwXU1gTsdPnwYM2bMQFZWFsaOHasrDw4ORnFx\n", "sd62ls4gfeDAAYwfPx63lyMZYmHLzaEBkIe7X669CMB7Mta/C8Ay0GoCctSvAfClgvW3x9K6O8pm\n", "av1K3KZw+xaF9t4zNBoNvvzSknx39/8reCh1i8YcAP8WbiUJm15NoNX+/fvxxBNP4LnnnkNlZaXe\n", "lF1iX/1zt8u1k+5Szgt9RSmfBUo3QEa8spl7m4K8FiywRt8plf33EPvY5EOWAW7RokW4evUqNmzY\n", "YPScJElyVGnjJindAGI2kftO5GzApEki5wtRugF2QZYBrqSkRI7dEkIIISaz2n1whBBCiDXJ8gnu\n", "2rVrSElJwfbt23HvvffCyckJy5cvh1qtlqM6O7AdwDSlG0HMInLf2X+29m5R2LNnD8LDw61er3Xs\n", "Ubh++yDLAPfss8/i5MmTOHjwIFxdXbFz505ER0dj+/btmDJlihxV2riVsPc3kq5L5L6z52y2sZKC\n", "cj5WugF2gfsAt2/fPmzbtg05OTlwdXUFADzxxBOYOHEiXnnllS46wLkp3QBiNpH7zp6zmbKSgpy3\n", "57TemqMUVwXrth/cB7i//e1vAIDHHntMrzwiIgL5+fkoLi5GcHAw72oJIV1Se5fp92znOUsp/RUl\n", "MQX3i0yOHj2Knj176j69tRo4cCAA4NixY7yrJIQQQoxwH+AuXLiA+++/36i8tezChQu8qySEEEKM\n", "WGU1AVOZe2XSjz/+2PJfOQA8uLXHdKdb/t2Ftr+6+A63pzWSy3cd1C8nJeu2Rv0d9Z09/+4tPS5t\n", "Pbuc553Sx/1RALZwNSdf3PNwmdHyDiEhIeyBBx4wKt+2bRuTJIllZGQYPXf27FnWt29fxScupQc9\n", "6EEPeij76Nu3Lzt79iyX8Yj7J7gRI0bg0KFDuHTpEnr16qUrr6ioAAAMHz7c6DWenp4oLi5GTU0N\n", "7+YQQgixI56envD09OSyL+6rCezbtw/h4eHIycnB008/rSt//PHH8Z///AenTp3iWR0hhBDSJlmW\n", "y5k+fTp++OEH7N+/H71798ZXX32FadOmdeEbvQkhhFibLAPc9evXkZKSgtzcXN1UXcnJyXjiiSd4\n", "V0UIIYS0SbYFTwkhhBAl2cRqAj///DMmTZoElcommsOVyNkIUVJdXR1mzpwJlUqF6upqpZvDlcjZ\n", "rEnxd92srCyMGzcO1dXV7S6GGhsbi0GDBmHEiBF6j2effdaKre0cU7MBwMGDBzF+/HgMGzYMQ4YM\n", "wYsvvoj6+nortZSPvXv3wtXV1aiPRowYobequ627du0aEhMT4evri+HDh2PUqFHIy8tTulkWO336\n", "NJydndvsn++++67jHdiQgoICBAcH48SJE+2eW1qtFlFRUfDz88OQIUMQExODs2fPWrGlnWdKtpSU\n", "FPTv39+oHw2nSLQ1FRUVSExMREBAAB5++GH4+fkhKioKRUVFRtty6TsuNxuYqa6ujoWHh7Pq6mo2\n", "e/ZsJknSXbeNjY1l+/bts2LrLNOZbMXFxaxbt25s48aNjDHGGhsbWVhYGAsJCWFNTU3WarLF9u7d\n", "y5577jmlm2Gxp556ig0dOpT98ssvjDHG8vLymKOjI9u5c6fCLbNMZWUlmzBhgtLN4GLChAnsxIkT\n", "LDk5mUmSxKqqqoy2qaqqYr1792ZLlixhjDF269YtFhMTwx566CF2+fJlazfZZKZkS0lJYZ988okC\n", "rbPM5MmTWVBQEKupqWGMMXbz5k320ksvMZVKxXbs2KHbjlffKfoJrmfPnigsLES/fv1M2p7Z0Z8L\n", "O5MtISEBAwYMQFxcHADgvvvuw8qVK3Ho0CFkZck5Awp/9tRHbWldDSMlJaXN1TCIbSgsLIS/v3+7\n", "2yQnJ4MxhjfeeAMA4ODggNWrV6OyshJr1661RjPNYko2wD7PNUmSsGzZMnh43J5xytHREWvWrNH1\n", "TStefaf4V5Rd3fnz57F//36jrxZGjRoFFxcX5OTkKNSyrqm91TAqKipQXFysRLOIgY6+8m9qasK2\n", "bdswduxYODk56co9PT3h6+tr0+dVR9nsWV5eHqZOnapX1q1bN/Tq1Qt1dXUA+PadXQ1wWVlZmDBh\n", "Ah5++GEEBQUhKSkJly9fVrpZFjl27BgYY7rVFlqpVCr079/frlZfYIzh1KlTePrpp/HII4/ovjcv\n", "KSlRumkmE301jPPnz2P27NkYPXo0Bg8ejKlTp+Lbb79VulncVVRUoKGhwei8AoABAwagrKwMN2/e\n", "VKBl/HzzzTeIjIxEYGAgAgIC8Morr+DcuXNKN6tdjo7Gk2ddvHgRtbW1iIiIAMC37+xmgHNxcUH3\n", "7t2xc+dOHD9+HH/961/xxRdfYMyYMWhoaFC6eWZrXV3hbisw2NPqC05OTrh58yZSUlLwr3/9C8XF\n", "xXB2dkZISAjy8/OVbp5JRF4Nw8HBAc3NzXjhhRdw6NAhHD9+HIGBgZg0aRIyMjKUbh5XHZ1Xzc3N\n", "uHjxorWbxU337t2hUqmQnZ2No0eP4ssvv8Thw4cRFBSEM2fOKN28Ttm8eTPc3NywdOlSAHz7jtsA\n", "t3fvXqhUKpMe5eXlnd7/+vXrsXbtWjg7OwMAAgIC8N577+HkyZPYuHEjrxhtkjubLTIn85gxY3D4\n", "8GHd3w9cXFywadMmuLu7Iz4+Xsk4BEC/fv1QVlaGsWPHAgDuvfdepKamIjg4GAkJCbhx44bCLSSm\n", "Wrx4MbKystCnTx8AgLe3Nz766CPU1NTgzTffVLh1pistLcWqVauQk5ODBx98kPv+uU227O/vj88/\n", "/9ykbfv27culztGjRwO4fYm9nOTM1nqAtvVV6+XLl+Hm5tap/fHCK/M999yDESNGYOfOnUYTcNui\n", "Pn36tLlkR2v/KNUfcnr00Udx5MgR/PDDDxgxYoTSzeGio/PKwcHB6Gtoezd06FC4uLjI/n7Ii1ar\n", "RXR0NDIzMxEWFqYr59l33AY4Nzc3TJ8+ndfu9DQ3N+OXX34xenNxcHDQPS8nObMNHz4ckiTpVlto\n", "1dzcjNOnT+t1vDWZk/nSpUtwdnbGPffco1durX7iwZzVMOzF5cuX4eTkhG7duumV21P/mGrgwIFw\n", "cXExOq+A233p6+trdJzak3PnzumuRLyTSqWyi348evQooqOj8dFHHxld0MWz72zqb3B3u3qouroa\n", "/fv3N+q41ivaRo0aJXvbLHW3bO7u7hg/fjx2796tV37kyBE0NDTINrDKITo6Gl988YVeWVNTE44e\n", "PQpvb2/07t1boZaZrvX3bdgf3377LQYOHIigoCAlmsXFwoUL8d577xmVFxcXo0ePHiZdmm4vHBwc\n", "8OSTT6KoqEjvq9eamhqUlZXZ1XnVlr59+xotL/bf//4X9fX1Nv9+ePjwYUybNg2ZmZl6g1twcDAA\n", "zn3H6f49i7V3M3RlZSWTJIm99tpruhufz5w5wwIDA1n//v11N+TaKlNu9L7vvvvYpk2bGGOMXb16\n", "lU2YMIGNGTOGNTc3W6uZFpswYQILDAzULVbY1NTEEhMTmSRJLCcnR+HWme7pp59mQ4cOZbW1tYwx\n", "xnbu3CnEjd6xsbGsX79+rLy8XFe2adMmJkkSe+eddxRsmflab4Y+ffq00XNVVVWsT58+upuFb968\n", "yZ555hk2aNAgduXKFWs3tdPayyZJEps9ezb79ddfGWO3J5aIjIxkvXr1YqdOnbJ2U022b98+5uLi\n", "whYuXMg+++wzvced75G8+k7xAW7mzJnM29ubOTs7M5VKxby9vZm3tzc7f/68bpsbN26w9PR0Nnny\n", "ZObv78+GDh3KvL292dy5c3V3xNsiU7K1OnjwIAsNDWX+/v5s8ODBbN68eay+vl6BVpvv4MGDbO7c\n", "uWzYsGFGOJ4HAAABHUlEQVQsICCA9evXjz322GMsPz9f6aZ1yrVr11hiYiIbMmQICwgIYMHBwSwv\n", "L0/pZlns+PHjLD4+ngUEBLDhw4ez/v37s5CQELZlyxalm9ZpS5YsYd7e3uyBBx5gKpWK/fa3v2Xe\n", "3t6spKREb7uTJ0+yxx9/nPn6+rLBgwez3/3ud+zMmTMKtdo0pmTLzs5m06ZNY/7+/mzYsGGsX79+\n", "LCYmRu9/XmzRyJEjmUqlYpIkGT1UKpXetjz6jlYTIIQQIiSb+hscIYQQwgsNcIQQQoREAxwhhBAh\n", "0QBHCCFESDTAEUIIERINcIQQQoREAxwhhBAh0QBHCCFESDTAEUIIERINcIQQQoREAxwhhBAh0QBH\n", "CCFESDTAEUIIEdL/AXeNf57lGTF0AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtYVNX+P/D3DEimkKmY4DncvHIxREUTb4gJfcMYpJ9m\n", "pD1qJ7XEDDsoKClgPWVeykua5yR2KnXiqHlBTTmFl8yjR+AhICHogEwp+kgKiqQirN8fyBxmBmEY\n", "1mbPXn5ezzOPuWbPXp+Pa898mj17r6VijDEQQgghglHLHQAhhBAiBSpwhBBChEQFjhBCiJCowBFC\n", "CBESFThCCCFCogJHCCFESFTgCCGECIkKHCGEECFRgSOEECKkVhW4iooKTJs2DWq1GjqdrtltGWMY\n", "OXKkWdsSQgghvJld4NLS0uDv74+8vDyoVKoWt//yyy9x5swZs7YlhBBCeDO7wL3//vvYv38/IiIi\n", "0NL0lTdv3kR8fDzCwsJa3JYQQgiRgtkFLj09HT4+PmZt+8477yA0NBRDhgyxODBCCCGkLcwucOae\n", "aiwsLMTnn3+O9957j769EUIIkQ33qyijo6MRHx+P7t278941IYQQYjauBS41NRU6nQ7z58/nuVtC\n", "CCGk1Wx57ejOnTv461//ik8++QRqdevrZllZGcrKyniFQwghRIGcnZ3h7OzMZV/cCtzatWvh4+OD\n", "p59+2uS5ln6LKysrQ//+/VFVVcUrHEIIIQrUq1cvZGRkcCly3ArcsWPH8Ntvv2Hw4MH6tsuXLwMA\n", "QkNDYWdnh8WLFyMyMtLktWVlZaiqqsL27dvh5eXFKySrERwcjH/9619yhyEZOfPLz8/H9OnTgSAA\n", "XSXo4BCAic08fx3AMSjy2KXjUrlEza3h/VxWVmZdBa6pf+ykpCQkJSXhm2++gaura4v78PLyEvLW\n", "ghEjRgiZVwOryK8fgF4S7DcXgG8zz18CcEyZx65VjJuERM5P5Nx4svgiE3NuAWjY5mG/XcDGxkbu\n", "ECQldH4CT8Qj9LhB7PxEzo0nswtcXFwcPDw8sH79eqhUKowePRoeHh7Iysoy2fbTTz812bZ3796o\n", "rKzkGjwhhBDyIGafoly5ciVWrlxp1razZ8/G7NmzLQ6KEEIIaatW/wZXUVGBqKgoaLVaXLhwwazf\n", "1h52dXV1cocgKaHzM/Psen5+vrRxPICDgwP69etn0WuFHjeInZ/IufHUqgKXlpaGefPmoXPnzg+c\n", "uuvIkSPYunUr8vLyYGdnh9raWoSEhGDp0qXo0aMHl6CV5plnnpE7BEkJnV/fFp6/f9Z9+vTpkofy\n", "IIWFhRYVOaHHDWLnJ3JuPLWqwDWsKLBr1y7k5uaaPH/58mWEhobi7bffxq5du6BSqVBaWooJEyZg\n", "//79+PHHH+Hg4MAteKV444035A5BUkLn91QLz9fc//N5AI4Sx2KsHMDX9at3WELocYPY+YmcG0+t\n", "KnDp6elQqVTYtWvXA7fp1q0bVqxYof+7m5sbYmNjMWfOHOzevRuzZs2yPFpCrJUjpLlNgRBisVbd\n", "JtDSigJOTk76m7sb+9Of/gSg/vc7QgghpD1wX03A1tb0S+HPP/8MAAgKCuLdnSIUFBTIHYKkhM7v\n", "qtwBSEfocYPY+YmcG0/cC5yxmpoafPrpp3j55Zfh5+cndXdWafHixXKHICmh8xNvNiQ9occNYucn\n", "cm48SV7g4uPj0alTJ2zevFnqrqzWxx9/LHcIkhI6v1C5A5CO0OMGsfMTOTeeJC1wa9aswbfffou0\n", "tDR07ty5xe1DQ0Oh0WgMHgEBAdi3b5/BdmlpadBoNCavj4qKQnJyskFbVlYWNBoNysvLDdoTEhLw\n", "wQcfGLTpdDpoNBqTr/8bN27EokWLDNqqq6uh0Whw6tQpg3atVmtyIY2rqyumTp2q+DwANJlHQUGB\n", "7HngHoCdAEqNgsgFsA+mdgEwvnXtl/v7aOxx1E+4bDxhz6X7294xaj8G4JRRW8X9bY1Pd54FkGbU\n", "dhetywP1E503Zu5x5erqatXHVVvfH66urkLkAZiOh6urq+Lz0Gq10Gg0CA4OhpOTE8aPH4/o6GiT\n", "/beFilkwUWRiYiJWrFjR7I3e7733HlJTU3HkyBF06dKl2f1lZWVh6NChyMzMpAlESas0HDuYA3mu\n", "YswB8DXk6f8SgL+D3jdEGLxrgSTf4OLj45GWloZvv/1WX9wOHjxocPsAIYQQIqU2FbimvvxFR0dj\n", "y5YtmDZtGvbu3Yvt27dj+/btSE1NRUlJSVu6UyzjUySiETo/49ONAhF63CB2fiLnxlOrbvSOi4tD\n", "SkoKKioq9KsE2NraYs+ePRgyZAhycnKwYcMGqFQqzJ071+C1KpUKM2bM4Bq8UlRXV8sdgqSEzq+m\n", "5U2USuhxg9j5iZwbT60ucL/++usDJ1r29fWlSUCbkJSUJHcIkhI6P4Fv3RR63CB2fiLnxpPZpyjT\n", "0tLg7++PvLy8Zmc0yc/PR2hoKLy8vDBgwABERkbi0qVLXIIlhBBCzGV2gWuYaDkiIuKBK3TrdDqM\n", "GTMGvr6+yM/Px/nz56FSqRAYGGjxhLCEEEKIJcwucOnp6fDx8Wl2m4SEBDDG9FdL2tjYYO3atSgp\n", "KcG6devaFqmCGd8LIhqh87sldwDSEXrcIHZ+IufGk9kFrqWJlmtra7Fnzx6MGjUKdnZ2+nZnZ2d4\n", "enoiJSXF8igV7pVXXpE7BEkJnd9+uQOQjtDjBrHzEzk3nrjdB1dcXIyqqir06dPH5LnevXujoKAA\n", "NTUCX5LWjMTERLlDkJTQ+Y2TOwDpCD1uEDs/kXPjiVuBu3q1fh6ixx57zOS5xx57DHV1dbh27Rqv\n", "7hRF9FkmhM5P4DXehB43iJ2fyLnxJPlky4QQQogcuBU4R0dHAMCNGzdMnrtx4wZsbGzQrVs3Xt0R\n", "QgghzeJW4Pr06QMHBwcUFxebPFdcXAxPT0906NCh2X2IuppAcnKy0KsJvPXWW7LnIdlqAlkQdjWB\n", "5ORkqz6u2vr+SE5OFiIPwHQ8kpOTFZ+HVa4m0NxKArNmzcKBAwdQVlamv5KyrKwMLi4uSEhIwLJl\n", "y5rcp+irCURFRWHTpk1yhyEZOfOTfDWBQwAmNvO8glcToONSuUTNzWpWE2iqLiYlJUGtVmP58uUA\n", "gHv37iEmJga9e/fGwoULLY9S4UQ8EBsTOr/mipvCCT1uEDs/kXPjyewCFxcXBw8PD6xfv14/0bKH\n", "hweysv537sbV1RUnT55ETk4OvLy84OPjg7q6Ohw/fhz29vaSJEAIIYQ0xezJlleuXImVK1e2uJ2X\n", "lxcOHz7cpqAIIYSQtqLbBAghhAhJkgKXnZ2N8PBweHt7w9fXF76+vli1ahVqa2ul6M7qNXXlkUiE\n", "zs/4qkqBCD1uEDs/kXPjqVXrwZlDp9MhKCgIEydORE5ODmxtbXHu3DkEBgbiypUrWLt2Le8urd78\n", "+fPlDkFSQuc3XO4ApCP0uEHs/ETOjSfu3+AOHTqEyspKxMTEwNa2vn4OGzYMwcHB2LFjB+/uFCEk\n", "JETuECQldH595Q5AOkKPG8TOT+TceOJe4GxsbADAZGLlu3fvtnijNyGEEMIL9wL30ksvwcfHB4mJ\n", "iaisrARQ/63u+PHjeOedd3h3RwghhDSJe4Gzt7dHeno6bGxs4OjoCGdnZ8yYMQNbtmzBzJkzeXen\n", "CMZT3ohG6PyMp/MSiNDjBrHzEzk3nrgXuKKiIvj7++ORRx5BeXk5ysrKcPjwYSxZsgRz587l3Z0i\n", "aLVauUOQlND55ckdgHSEHjeInZ/IufHE/SrKt99+GxcvXsSnn36KLl26AACGDx+O2NhYLFy4EJMn\n", "T0ZwcDDvbq1ae6xmXlRUhJs3b0reT1NeffVVgxlt2lN+vsRfsaZIu3s5tcdxKSeR8xM5N64YZ56e\n", "nszJycmk/fDhw0ylUrHVq1ebPJeZmckAsJ49e7KwsDCDx4gRI9jevXsNtj969CgLCwsz2c+8efPY\n", "1q1bTfYdFhbGrl69atC+fPlytnLlSoO20tJSFhYWxvLz8w3aN2zYwGJiYgzabt26xcLCwtj3339v\n", "0L5z5042c+ZMk9heeOEFyfKIiYlhAB7uxytg6A+GWWBIbPT4f2DwM2pLBIMPGKYatU2/vw/jbYeB\n", "QWPUNuf+thPv9z/nfnsgGCYYbRt9f9soo/ZnwTDSqG1pK/KYU9/3mjVrJDmuRHl/UB7WmcfOnTtZ\n", "WFgYmzBhAuvZsycLCgpiY8aMYQBYZmamST+WaPVqAi0JCgrCqVOnUFFRgc6dO+vbP/nkE0RFReGL\n", "L77A9OnTDV4j+moCUtPPqP88AMd27rwI9UvEyNF34/7lmM0fUPRqAoRYG961gPspyujoaJw8eRIL\n", "Fy7E5s2bYWtri+LiYqxevRoeHh54/vnneXdJGjii/T9kG5Z7kqPvxv0TQogR7heZhIeHIz09Hb/+\n", "+isGDhwIX19fhIWFITw8HGfOnEGnTp14d2n1mlpQkCiEwBeriX5cipyfyLnxxP0bHAAEBgYiMDBQ\n", "il0rEs06oGB95A5AOqIflyLnJ3JuPNFqAu0gMjJS7hCIpZ6UOwDpiH5cipyfyLnxJFmBO3LkCCZM\n", "mAB/f3/0798fPj4+iI+Pl6o7QgghxIAkBW7r1q2YO3cuNmzYgIyMDBQWFmLatGnYtWuXFN0RQggh\n", "JrgXuN9++w0LFizAmjVr4O3trW9fuHAhPv74Y97dKcKpU6fkDoFYqlTuAKQj+nEpcn4i58YT9wL3\n", "xRdf4M6dO5g4caJB+6OPPvrQ/jC6atUquUMglvpB7gCkI/pxKXJ+IufGE/cCd+rUKfTo0QOZmZkI\n", "CQmBj48P/Pz8kJiYiDt37vDuThG++uoruUMglposdwDSEf24FDk/kXPjSZIVvSsrK/Haa69h//79\n", "6Nu3L/79738jLCwMZ8+exTfffMO7S6v3MN77Jww7uQOQjujHpcj5iZwbT9y/wd2+fRt37txBfHw8\n", "+vatXw45ICAA8+fPx9GjR/H999/z7pIQQggxwb3AOTg4AAD8/PwM2hv+fu7cuQe+NjQ0FBqNxuAR\n", "EBBgsvZRWloaNBqNyeujoqKQnJxs0JaVlQWNRoPycsM5nRISEvDBBx8YtOl0Omg0GhQUFBi0b9y4\n", "EYsWLTJoq66uhkajMfmxV6vVNjnLwNSpUyXL4x//+IfhDioA7ARw1WjHZwGkGbXdvb+t8cUUuWh6\n", "Fo9daHqNtCNNtB0CYLzIwKX7/d0yaj8GwPh389bkcQ9tz+OX+/sw1lwexmfd25pHa8cDwLFjxwz+\n", "Tu8PykMJeWi1Wmg0GgQHB8PJyQnjx49HdHS0yf7bgvtky9OmTYNWq0VOTg4GDhyob09NTUV4eDhW\n", "rVqFmJgYg9eIPtnyokWLsHr1asn2r59sWY4Jf+WcbLg9+k8D0Ny1UQqebFnq41JuIucnam68awH3\n", "b3CTJk0CAPz4448G7Xl59StHDh8+nHeXVs/V1VXuEIilusgdgHREPy5Fzk/k3HjiXuAmT56M0aNH\n", "47333sOVK1cA1C/GuXHjRkycOBFjx47l3aXVe+ONN+QOgVjqKbkDkI7ox6XI+YmcG0/cr6JUqVQ4\n", "dOgQ3n77bTz11FPo1KkTamtrMWfOHJqqixBCSLuRZDUBBwcHrF+/HuvXr5di94QQQkiLJF9N4G9/\n", "+xvUajWSkpKk7spqGV/lRBTE+MpHgYh+XIqcn8i58SRpgbt+/br+tKRKpZKyK6u2ePFiuUMglvqX\n", "3AFIR/TjUuT8RM6NJ0kL3LJlyzBmzBgpu1CEh3WSaSGEyh2AdEQ/LkXOT+TceJKswOXk5ODrr79G\n", "YmKiVF0oBl3Sq2CPyx2AdEQ/LkXOT+TceJKswC1YsADvvPMOunQR+EYiQgghVkuSApeSkoKqqir8\n", "5S9/kWL3hBBCSIu4F7jq6mrExsZi48aNvHetWMZzyBEFEXhdSdGPS5HzEzk3nrgXuPfffx9jxoxB\n", "QEAA710rVnV1tdwhEEvVyB2AdEQ/LkXOT+TceOJa4EpKSrBly5Ym/+/CnDmdRV1NICkpiVYTaKC0\n", "1QSCIOxqAklJSVbx/gCkmb0+KSlJiDwA0/FISkpSfB6KW01g69atePfdd9G1a1d92927d5Gfn4+e\n", "PXvCyckJnp6e0Gq1Bq8TfTUBqdFqAg9p/21cTYAQa8O7FnCdquvVV1/Fq6++atBWWloKDw8PvP76\n", "61i+fDnP7gghhJAHknyqroYviJyXnVMU46/pREGMT6UKRPTjUuT8RM6NJ8kK3PXr1+Hh4YExY8ZA\n", "pVJh3bp18PDwMDlX+zB45ZVX5A6BWGq/3AFIR/TjUuT8RM6NJ0lWEwCArl27oqSkRKrdKwrN5qJg\n", "4+QOQDqiH5ci5ydybjxJUuCKi4vx97//HYcPHwZjDPfu3YOHhweWLl2K0aNHS9GlVaMLABRMjgtX\n", "Wik/v6nLWs2TlWV8eWjrODg4oF+/fm3ah1REft+JnBtPkhS4efPmoby8HGlpaXBycsK9e/ewYMEC\n", "BAYGYu/evU1eakoIaaXK+j+mT58uaxiFhYVWW+TIw02SAqdSqbBs2TI4OTnVd2Jriw8//BBbt27F\n", "2rVrqcARwkPDTejPA3CUof9yAF8DN2/elKFzQlomyUUmqampCA8PN2jr2LEjunbtioqKCim6tGoP\n", "44U1wmjbGbz24Yj6U6mtfVy28HUNDzmKaiuI/L4TOTeeJClwtramXwyvXbuG8vJyjB8/XoourVpb\n", "f+cgMiqTOwAJiZwbxH7fiZwbT5LfB9dgy5Yt6NGjB5YsWdJeXVqNTZs2yR0CsdREuQOQkMi5Qez3\n", "nci58STZbQKNZWVlYc2aNdi7dy+eeOKJ9uiSEELIQ07yApefn4+IiAhs374dgYGBkvRRXFyMof5D\n", "ZZ1hW6PRYEmcPN9O23KZOCFtJdfxJ/ctCkVFRbJeYCN3/kogaYHLzs5GREQEtm3bhqeffrrF7UND\n", "QzF8+HCDtqtXryI2NhaTJk3St6WlpeHjjz/GgQMHAAAXL15ExfUKwBlAdwAujXZQifpZ4p8EYNeo\n", "vQj1J2j7NGr7A8B5AAMA2DdqvwDgNgDPRm21ALIBeNQ/v3vXbuzetbvFHNtFBYDDAIIB9GjUfhb1\n", "/x4hjdruAtgNYBQAt0btuQD+C2ASDO0CMBCAl1H7EQDGkyscQv2YNL5l5xKA4wDCAXRu1H4MQAcA\n", "jW+TbE0eDasJtCWPXwD8B8BLrcjD+POlrXm0djyA+uOz8f16luRhyXhYwW0KDbcoZGVlITExEdu2\n", "bYOj4/+ufklISECnTp0QGxurb9PpdJg/fz5WrVoFT8//vak3btwInU6H1atX69uqq6vx4osvYvHi\n", "xQb38H700Ud46623JM6uZePHj8emTZsszkOr1SItLQ2fffaZwX6nTp2KyMjIZj93G0RFRWHIkCEG\n", "C1ybMx5arRZarRZ//PEHcnNz4e3tjXv37rX9H6URrqsJNHb27FlMnToVO3bswKhRo/Tt/v7+yMjI\n", "MNi2rTNIf//99xg7diwwH/Jc2bUTQCEefLn2EQD/J2H/Raj/QKLVBPjbCdNC0Z79N6etfbeUm7n9\n", "y3Gbwv1bFJr7zNBoNCYfxrzoV/CQ6xaNAwAui7eShFWvJtDg5MmTeO655zBr1iyUlJQYTNkl9NU/\n", "DZdrGxv7gHZeaN5V6QxveRPF4pXbg457mc2fP1/6TuTKfQjqv02TZklS4BYuXIhbt25h48aNJs+p\n", "VCopurRufeUOgFhM5LETOTcAISEhLW+kVH+WOwBlkKTAZWZmSrFbQgghxGztdh8cIYQQ0p4k+QZ3\n", "+/ZtJCYmYt++fXjkkUdgZ2eH5cuXIywsTIrurF8+TK86JMog8tgJkFtztygcO3YMQUFB7d5vu7gg\n", "b/dKIUmBe/nll3H+/HmcPn0a3bp1w8GDBxEREYF9+/Zh4kTBp09oyg9Q/AfJQ0vksVNyblZwi4Ks\n", "suUOQBm4F7gTJ05gz549SElJQbdu3QAAzz33HCZMmIA333zz4SxwneQOgFhM5LFTcm7mrKQg5e05\n", "DbfmyKWjjH0rCPcC989//hMATG7sHj9+PI4ePYqMjAz4+/vz7pYQ8jBq7jL9js0811Z0a44icL/I\n", "JDs7G126dNF/e2vQp0/9lCE5OTm8uySEEEJMcC9wV69exWOPPWbS3tB29epV3l0SQgghJtplNQFz\n", "WXpl0s8//1z/H3kwnEOyvTSs4VqEpk9d6FA/rZFUdC30LyU5+26P/lsaOyX/27f1uLT23KV838l9\n", "3F+p/0P2qzk5454P4ywgIIA9/vjjJu179uxhKpWKJScnmzx36dIl1qtXLwaAHvSgBz3o8RA/evXq\n", "xS5dusSlHnH/Bjd48GCcOXMG169fR9euXfXtxcXFAIBBgwaZvMbZ2RkZGRkoKxN8iWFCCCHNcnZ2\n", "hrOzM5d9cV9N4MSJEwgKCkJKSgqmTJmib3/22Wfxyy+/oKioiGd3hBBCSJMkWS7nhRdewE8//YST\n", "J0+ie/fuOHToECZNmvTw3uhNCCGk3UlS4O7cuYPExETs3btXP1VXQkICnnvuOd5dEUIIIU2SbMFT\n", "QgghRE5WsZrAb7/9hpCQEKjVVhEOVyLnRoicKioqMG3aNKjVauh0upZfoCAi59aeZP/U3bFjB0aP\n", "Hg2dTtfsYqgzZ85Ev379MHjwYIPHyy+/3I7Rto65uQHA6dOnMXbsWAwcOBADBgzAa6+9hsrKynaK\n", "lI/jx4+jW7duJmM0ePBgg1Xdrd3t27cRFxcHT09PDBo0CMOGDUNqaqrcYbXZhQsXYG9v3+T4/PDD\n", "D3KH1yppaWnw9/dHXl5es++t/Px8hIaGwsvLCwMGDEBkZCQuXbrUjpG2njm5JSYmws3NzWQcjadI\n", "tDbFxcWIi4uDr68vnnzySXh5eSE0NBSnTp0y2ZbL2HG52cBCFRUVLCgoiOl0OjZjxgymUqkeuO3M\n", "mTPZiRMn2jG6tmlNbhkZGaxjx45s06ZNjDHGqqurWWBgIAsICGC1tbXtFXKbHT9+nM2aNUvuMNps\n", "8uTJzNvbm/3++++MMcZSU1OZra0tO3jwoMyRtU1JSQkbN26c3GFwMW7cOJaXl8cSEhKYSqVipaWl\n", "JtuUlpay7t27s9jYWMYYY/fu3WORkZGsb9++7MaNG+0dstnMyS0xMZF9/vnnMkTXNs888wwbOnQo\n", "KysrY4wxVlNTw15//XWmVqvZ/v379dvxGjtZv8F16dIF6enpcHFxMWt7pqCfC1uTW0xMDHr37o15\n", "8+YBAB599FF88MEHOHPmDHbs2CF1qFwpaYya0rAaRmJiYpOrYRDrkJ6eDh8fn2a3SUhIAGMMK1as\n", "AADY2Nhg7dq1KCkpwbp169ojTIuYkxugzPeaSqXCsmXL4OTkBACwtbXFhx9+qB+bBrzGTvZTlA+7\n", "K1eu4OTJkyanFoYNGwYHBwekpKTIFNnDqbnVMIqLi5GRkSFHWMRIS6f8a2trsWfPHowaNQp2dnb6\n", "dmdnZ3h6elr1+6ql3JQsNTUV4eHhBm0dO3ZE165dUVFRP+chz7FTVIHbsWMHxo0bhyeffBJDhw5F\n", "fHw8bty4IXdYbZKTkwPGmH61hQZqtRpubm6KWn2BMYaioiJMmTIFw4cP1583z8zMlDs0s4m+GsaV\n", "K1cwY8YMjBgxAv3790d4eDi+++47ucPirri4GFVVVSbvKwDo3bs3CgoKUFNT08QrlePIkSMIDg6G\n", "n58ffH198eabb+Ly5ctyh9UsW1vTybOuXbuG8vJyjB8/HgDfsVNMgXNwcECnTp1w8OBB5Obm4rPP\n", "PsPu3bsxcuRIVFVVyR2exRpWV3jQCgxKWn3Bzs4ONTU1SExMxH/+8x9kZGTA3t4eAQEBOHr0qNzh\n", "mUXk1TBsbGxQV1eHOXPm4MyZM8jNzYWfnx9CQkKQnJwsd3hctfS+qqurw7Vr19o7LG46deoEtVoN\n", "rVaL7OxsHDhwAGfPnsXQoUNx8eJFucNrlS1btqBHjx5YsmQJAL5jx63AHT9+HGq12qxHYWFhq/e/\n", "YcMGrFu3Dvb29csF+Pr64qOPPsL58+exadMmXmk0SercrJElOY8cORJnz57V/37g4OCAzZs3o2fP\n", "noiOjpYzHQLAxcUFBQUFGDVqFADgkUceQVJSEvz9/RETE4O7d+/KHCEx16JFi7Bjxw44OtYvZ+7u\n", "7o5t27ahrKwM7777rszRmS8rKwtr1qxBSkoKnnjiCe775zbZso+PD7766iuztu3Vi88yuyNGjABQ\n", "f4m9lKTMreEAbepU640bN9CjR49W7Y8XXjl36NABgwcPxsGDB00m4LZGjo6OTS7Z0TA+co2HlJ56\n", "6imcO3cOP/30EwYPHix3OFy09L6ysbExOQ2tdN7e3nBwcJD885CX/Px8REREYPv27QgMDNS38xw7\n", "bgWuR48eeOGFF3jtzkBdXR1+//13kw8XGxsb/fNSkjK3QYMGQaVS6VdbaFBXV4cLFy4YDHx7siTn\n", "69evw97eHh06dDBob69x4sGS1TCU4saNG7Czs0PHjh0N2pU0Pubq06cPHBwcTN5XQP1Yenp6mhyn\n", "SnL58mX9lYiNqdVqRYxjdnY2IiIisG3bNpMLuniOnVX9Bvegq4d0Oh3c3NxMBq7hirZhw4ZJHltb\n", "PSi3nj17YuzYsfj2228N2s+dO4eqqirJCqsUIiIisHv3boO22tpaZGdnw93dHd27d5cpMvM1/Hsb\n", "j8d3332HPn36YOjQoXKExcWCBQvw0UcfmbRnZGSgc+fOZl2arhQ2NjZ4/vnncerUKYNTr2VlZSgo\n", "KFDU+6opvXr1Mlle7L///S8qKyut/vPw7NmzmDRpErZv325Q3Pz9/QFwHjtO9++1WXM3Q5eUlDCV\n", "SsWWLl2qv/H54sWLzM/Pj7m5uelvyLVW5tzo/eijj7LNmzczxhi7desWGzduHBs5ciSrq6trrzDb\n", "bNy4cczPz0+/WGFtbS2Li4tjKpWKpaSkyByd+aZMmcK8vb1ZeXk5Y4yxgwcPCnGj98yZM5mLiwsr\n", "LCzUt23evJmpVCq2atUqGSOzXMPN0BcuXDB5rrS0lDk6OupvFq6pqWEvvfQS69evH7t582Z7h9pq\n", "zeWmUql+aQ0uAAABs0lEQVTYjBkz2B9//MEYq59YIjg4mHXt2pUVFRW1d6hmO3HiBHNwcGALFixg\n", "X375pcGj8Wckr7GTvcBNmzaNubu7M3t7e6ZWq5m7uztzd3dnV65c0W9z9+5dtnXrVvbMM88wHx8f\n", "5u3tzdzd3dns2bP1d8RbI3Nya3D69Gk2ZswY5uPjw/r378/mzp3LKisrZYjacqdPn2azZ89mAwcO\n", "ZL6+vszFxYU9/fTT7OjRo3KH1iq3b99mcXFxbMCAAczX15f5+/uz1NRUucNqs9zcXBYdHc18fX3Z\n", "oEGDmJubGwsICGA7d+6UO7RWi42NZe7u7uzxxx9narWa/fnPf2bu7u4sMzPTYLvz58+zZ599lnl6\n", "erL+/fuzF198kV28eFGmqM1jTm5arZZNmjSJ+fj4sIEDBzIXFxcWGRlp8D8v1mjIkCFMrVYzlUpl\n", "8lCr1Qbb8hg7Wk2AEEKIkKzqNzhCCCGEFypwhBBChEQFjhBCiJCowBFCCBESFThCCCFCogJHCCFE\n", "SFTgCCGECIkKHCGEECFRgSOEECIkKnCEEEKERAWOEEKIkKjAEUIIERIVOEIIIUL6/2pL5guc6mMR\n", "AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "047\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X9YVFUeP/D3HZDUQMsfC1gKaMgvQ1Q0SVEgsK/ojOaT\n", "mFor7pa2aoXfsNz1UVD364/KzR/pYyvW06YQW4YpppCZCbqaSAYqJCZCP9D1JwikIpzvHzCzztwB\n", "BubM3HvGz+t57tN65s49n8+cezh7Z+49R2KMMRBCCCEORqN0AIQQQogt0ABHCCHEIdEARwghxCHR\n", "AEcIIcQh0QBHCCHEIdEARwghxCHRAEcIIcQh0QBHCCHEIdEARwghxCG1aYC7ceMGpk+fDo1Gg/Ly\n", "clvFRAghhFjN4gEuOzsboaGhOHXqFCRJana/W7duYfny5QgNDcXgwYPh7e2NiIgI7N+/n0vAhBBC\n", "iCUsHuBWrlyJL774As888wyam76yrq4OY8eORUlJCXJycpCfn4/CwkJUV1fju+++4xY0IYQQ0hpn\n", "S3c8cOAAJEnCp59+2uw+GzZsQGFhIfbu3YuOHTsCANzc3PDxxx9Do6Gf+wghhNiPxQNcS19L6m3e\n", "vBnR0dGGwU0vICCg7ZERQgghVuB2WfXf//4X586dw6OPPorVq1dj2LBh8PPzQ0xMDPbu3curGkII\n", "IcQi3AY4/V2V77//Pi5cuICcnBycOnUKI0aMwPjx4/HJJ5/wqooQQghpldTWBU+Tk5OxbNkyXLhw\n", "AX369DGU5+bmYtSoUejatSsqKioMX1MyxtCvXz9IkoSffvqp2eNWVFSgoqKinWkQQghxBJ6envD0\n", "9ORyLIt/g2uNm5sbAMDX19foNzhJkhAcHIxdu3bh2rVr6Natm+y9FRUV6N+/P6qrq3mFQwghREC9\n", "evVCXl4el0GO2wDn6+sLZ2dnNDQ0yF5zcnICALOvAY0DXHV1NbZt2ybsDSkxMTH46quvlA7DKqLn\n", "IGL8RUVFeP755wEsB+ADYA6ATXaouRTAYu59TsQ2MCV6DiLHr+8PFRUV6hrgOnfujJiYGOTm5uL3\n", "339Hp06dDK+dOnUKPj4+6NGjR4vHCAgIwODBg3mFZFfDhw8XNnY90XMQO/5YAIMBpAKYbof68gEs\n", "5t7nxG6DRqLnIHr8PLX7JhNzP92tWLEC9fX1WLx4saFs48aNOHfuHFatWtXeqoSgv0oVmeg5iB5/\n", "I7FzcIQ2ED0H0ePnyeIBbuHChfDy8sKKFSvAGENYWBh8fHyQn59v2GfgwIE4ePAgfvjhB3h7e6Nj\n", "x46YN28ePvzwQ0yePNkmCRBCCCHmWDzARUVFoUOHDggICIBGo8HRo0dRWloquxQODQ3FV199hWXL\n", "luHOnTvQaDSIiIjgHTchhBDSIq5zUerdvHkTixYtglarbXVfR9HcDTQiET0H0eNvJHYOjtAGoucg\n", "evw8WTzAHThwAEFBQRbtu3z5csTGxt5XP3Q+/fTTSodgNdFzED3+RmLn4AhtIHoOosfPk8UDnCVz\n", "UQLA2bNn8dFHHxl+q7tfvPLKK0qHYDXRcxA9/kZi5+AIbSB6DqLHzxP3Kf4TEhKwaNEidO/enfeh\n", "CSGEEItxHeB2796N8vJyzJs3j+dhCSGEkDbjNsDdvn0br7/+OtatW3dfrv1WXFysdAhWEz0H0eNv\n", "JHYOjtAGoucgevw8cRuJ1qxZg6CgIDz11FOy1yz9LS42NhY6nc5oCwsLw86dO432y87Ohk6nk71/\n", "7ty52Lp1q1FZfn4+dDodrly5YlSelJSE1atXG5WVl5dDp9PJTpANGzZgwYIFRmW1tbXQ6XTIzc0F\n", "ALzxxhsAgLS0NMycOVMW25QpU1Sfhz4HUfOIiIgwtIcoeaxdu9aktv8LQAcg16Q8DYA8D2AKgJ0m\n", "ZdlNx5BlAsA4j6KiIq7toT+HTPuHIQuVt8eCBQuM+oGIeUyePLnVv1dqyCMtLQ06nQ4xMTHw8PBA\n", "VFQUEhISZMe3CmujpKQkJkkSKysrMyqPjo5m/v7+LCQkxLB5eHgwSZJYYGAgCwkJYampqWaPeeLE\n", "CQaAnThxoq3hqIbp5yEi0XMQMX79uQ+cYABjQFnTf2292abPidgGpkTPQeT4eY8F3OaiNDe559Kl\n", "S7F06VLs3bvXaGkdR+QI+Ymeg+jxNxI7B0doA9FzED1+nrjORdncPpbsSwghhPDUprkofXx8DL8Z\n", "eHt7o3fv3kZzUept2bIFPj4+WLduHSRJwsiRI9G3b19UVlbyi5wQQghpgcUD3KpVq/D++++jR48e\n", "ePzxx6HRaHD48GHZbCX79u1DVlYWHnjgAfTu3Rv+/v549tlncezYMXTt2pV7Amph+gOwiETPQfT4\n", "G4mdgyO0geg5iB4/T236irK1+SgvXryI2NhYBAYGoqioCAUFBfjyyy+RmZmJJ554Ajdv3uQWuNrU\n", "1tYqHYLVRM9B9PgbiZ2DI7SB6DmIHj9XbbkjpaGhgTHW/J2UFRUVrHv37rL3bdmyhUmSxD744AOz\n", "x3WEuygJaQ/5XZT22qjPEfXhPRa06QqutfkoPTw8cPHiRVn5I488AgC4ceNGW6ojhBBC2o37lCPO\n", "zvInD3788UcAQGRkJO/qCCGEELNsPqdWXV0dtmzZghdeeAEhISG2rk4xpk/si0j0HESPv5HYOThC\n", "G4ieg+jx88TtQe/mLFq0CJ07d8amTZtsXZWi/vSnP2HXrl1Kh2EV0XOwNv6SkhK73whVVFRkUvIn\n", "APdvG6iB6DmIHj9X7fnhrrmbTEy9/fbbbNCgQezatWst7qf/YdHd3Z1ptVqjbfjw4SwjI8No/6ys\n", "LKbVamXHmTNnDktJSZEdW6vVssuXLxuVL1myhK1atcqorKysjGm1WlZUVGRUvn79epaYmGhUVlNT\n", "w7RaLcvJyTHUwxhjqampLD4+XhZbXFyc6vO494ddEfMYNWqUoT3amsfZs2ebbvZQatPfZJLLAC0D\n", "ckxuCkllQLyZm0XiGJBhUpbVdAzTfecwIMXoJpNt27ZxbQ/9OWTaP9raHowpd17d2w9EzGPBggWt\n", "/r1SQx6pqalMq9Wy6Oho5u7uziIjI1l4eDjXm0wkxto+zUhycjKWLVuGCxcuNDstzIoVK7B7927s\n", "27ev1eff8vPzMWTIEJw4ceK+WgWcqIf+HAS2AQiwY81fAlgM4AQAe577+QCozxF14T0W2OQrykWL\n", "FuHw4cPYv38/HnzwQQBAZmYm8vPzsWTJEltUSQgnAbDvQGP6FSUhhBerBjhzF38JCQn4+OOPsWrV\n", "KmRkZBjKc3JycOfOHWuqI4QQQizWprsoExIS4OrqiqVLlxrmmPTx8THMR1lQUID169fjxo0bmD17\n", "Nv74xz8atpSUlFafoxOZ6XpIIhI9B9HjbyR2Do7QBqLnIHr8PFk8wGVnZyMzMxP9+vWDRqNBaWkp\n", "fv75Z5SWlhq+Kw0ODsbp06fx9NNPw8/PD76+vpgyZQp++eUX1NfX44MPPrBZIkozN+m0aETPQfT4\n", "G4mdgyO0geg5iB4/TxYPcK3NQwk0rjAbHh6O4OBgFBUV4cyZM5AkCaNHj3boeSgBYOPGjUqHYDXR\n", "cxA9/kZi5+AIbSB6DqLHz5PFA9yBAwcQFBTU4j5JSUlgjGHZsmUAACcnJ6xZswalpaWGZXYIIYQQ\n", "e7B4gGvt97P6+nrs2LEDI0aMgIuLi6Hc09MT/v7+SE9Pb3+UhBBCSBtxm6rr/PnzqK6uRr9+/WSv\n", "9e3bF8XFxairq+NVHSGEENIibgPc5cuXAQBdunSRvdalSxc0NDTg2rVrvKpTHZ1Op3QIVhM9B9Hj\n", "byR2Do7QBqLnIHr8PNl8suX7xbx585QOwWqi5yB6/I3EzsER2kD0HESPnyduA1yPHj0AAFVVVbLX\n", "qqqq4OTkhG7durV4jNjYWOh0OqMtLCwMO3fuNNovOzvb7P9LmTt3ruwZkPz8fOh0OtkM20lJSbKl\n", "3cvLy6HT6VBcXGxUvmHDBixYsMCorLa2FjqdDrm5uQCAMWPGAADS0tIwc+ZMWWxTpkxRfR76HETN\n", "47333jO0R3vyaDTfTNlcyJ9Py0fj1ZbpzO1JAFablJU37VtsUr4BQKpJ2cimfXNNytMAyPMApgAw\n", "zSMb5q8E5XkUFRVxbQ/9OWTaPwxZCHBe3dsPRMzjxx9/bPXvlRrySEtLg06nQ0xMDDw8PBAVFYWE\n", "hATZ8a3S1skrm5to+e7du6xLly5Mp9PJ3hMUFMQGDBjQ7DFpRW+iNOVW1t6mUL3U54j6KLqid0uc\n", "nJwwadIk5ObmGk3JVVFRgeLiYsTFxfGqihBCCGlVuwc4ZuZh76VLl0Kj0RgmVL579y4SExPRt29f\n", "zJ9v7qsfx2H+6y6xiJ6D6PE3EjsHR2gD0XMQPX6eLB7gFi5cCB8fH6xbt87sPJQA0KdPHxw6dAgF\n", "BQUICAhAUFAQGhoacPDgQbi6utokAbVIS0tTOgSriZ6D6PE3EjsHR2gD0XMQPX6e2rUeXGtOnjyJ\n", "pKQklJSUwNm5ccGC559/Hq+//jqcnJxk+9N6cERp/1sPzt7rsm0H8LwC9dJ6cER9VL8eXHl5OSIj\n", "IzFu3DgUFBTA2dkZx48fx+jRo3Hp0iWsWbOGd5WEEEKIDPfn4Pbs2YPKykokJiYart6GDh2KmJgY\n", "bN++nXd1hBBCiFncBzj9V5Cm03LduXMHHTp04F0dIYQQYhb3AW7atGkICgpCcnIyKisrATRe1R08\n", "eBDLly/nXZ1qmHtYUjSi5yB6/I3EzsER2kD0HESPnyfuA5yrqysOHDgAJycn9OjRA56enpgxYwY2\n", "b96M+Ph43tWpxr2zH4hK9BxEj7+R2Dk4QhuInoPo8fPE/SaTkpISREdHY9iwYbhy5Qq6du2K7777\n", "DhMnTsSRI0fw/vvv865SFaZOnap0CFYzl0NJSYkii9VevXoV3bt3b9N7/Pz82r2acVFRUbvex5/Y\n", "55Gj9gORiB4/V1zmQ7lHXFwcc3JyYtevXzcqX7t2LZMkiWVnZ8veo5+exd3dnWm1WqNt+PDhLCMj\n", "w2j/rKwsptVqZceZM2cOS0lJkR1bq9Wyy5cvG5UvWbKErVq1yqisrKyMabVaVlRUZFS+fv16lpiY\n", "aFRWU1PDtFoty8nJMSpPTU1l8fHxstji4uKEy2PSpElN00jdT9soM9NazWFAipmprrQMuGxSvoQB\n", "q0zKypr2LTIpX8+AWJOpumqa9s0x2TeVAfFmYotjQIZJWVbTMVrKo7HPbdu2jfoH5aFIHqmpqUyr\n", "1bLo6Gjm7u7OIiMjWXh4ONepurg/BxcQEIAbN26goqLCqHzv3r0YN24c3nrrLSQmJhq9Rs/BqdP/\n", "ng3bBiDAjjV/CWCxnevV10nPwRGiFNU/B+fh4YFz586hpqYGDz74oKH8woULhtcdUW5uLkaOHKl0\n", "GFZpPocA2PePr/7rwrbWm4vG2fitqVNp1uSgPMfuB2IQPX6euN9kkpCQgIaGBsyfPx93794F0Lja\n", "99tvvw0fHx9MmjSJd5Wq8NZbbykdgtXEz0H0+AHRcxD/HBI/B9Hj54n7ADdhwgQcOHAAP//8MwYM\n", "GIDg4GBotVpMmDABR48eRefOnXlXqQqffPKJ0iFYTfwcRI8fED0H8c8h8XMQPX6ebLKi9+jRo/Ha\n", "a6/h0UcfhYuLC+rq6pCdnY21a9faojpVcISBW/wcRI8fED0H8c8h8XMQPX6ebDLApaSkYPbs2Vi/\n", "fj3y8vJw9uxZTJ8+HZ9++qktqiOEEEJkuN9k8ssvv+DVV1/FRx99hMDAQEP5/PnzERoayrs6Qggh\n", "xCzuV3D/+te/cPv2bYwbN86ovFOnTg79hP2CBQuUDsFq4ucgevyA6DmIfw6Jn4Po8fPEfYDLzc1F\n", "z549ceLECYwZMwZBQUEICQlBcnIybt++zbs61ejTp4/SIVhN/BxEjx8QPQfxzyHxcxA9fp5ssh5c\n", "ZWUlXn75ZXzxxRd47LHH8J///AdarRbHjh3D3r17eVepCq+88orSIVhN/BxEjx8QPQfxzyHxcxA9\n", "fp64D3C3bt3C7du3sWjRIjz22GMAgLCwMMybNw/Lli1DTk4OwsPDeVdLCGkHJebgdHNzg6+vr93r\n", "JfchLhN+3SMkJIRJksROnz5tVJ6RkcEkSWJr1qyRvYfmolRnHlqt1mSeRGvmPmzLHI7bmurNbGEO\n", "x0STMmvncNTXeb/MRZnRVK8y29mzZ4XvH47Szx15LkruA9y0adOYJEmssLDQqHzXrl1MkiT29ttv\n", "y96jH+B4JaUE05NMRKY56NvFeICzx7atnfWaDiD2qJN3rtbk0J56tzXVzWv7rJXXG+tVc18XvS+L\n", "HD/vsYD7TSYTJ04EAPzwww9G5adOnQIADBs2jHeVqvDGG28oHYLVxM9B9PgB++egn++T1/ZRK6/b\n", "c9Lu9hG9H4geP0/cB7hnn30WI0eOxIoVK3Dp0iUAjWuKbdiwAePGjcOoUaN4V6kK7733ntIhWE38\n", "HESPHxA/B9HjF78fiB4/T9wHOEmSsGfPHkRHR+OJJ56Ap6cn+vfvj/79++Pzzz/nXZ1qOMKtueLn\n", "IHr8gPg5iB6/+P1A9Ph5sslUXW5ubli3bh2+//571NXVQZIkREVFoUOHDraojhBCCJGxyQCnt3jx\n", "YnokgBBCiCJsNsAVFBTg888/R3Jysq2qUJXVq1crHYLVxM9B9PgB8XMQPX7x+4Ho8fNkswHu1Vdf\n", "xfLly9G1a1dbVaEqtbW1SodgNfFzED1+QPwcRI9f/H4gevw82WSAS09PR3V1Nf785z/b4vCqtHTp\n", "UqVDsJr4OYgePyB+DqLHL34/ED1+nrhP1VVbW4s333wTaWlpvA9NCCGEWIz7FdzKlSsRHh6OsLAw\n", "3ocmhBBCLMZ1gCstLcXmzZvN/sjJGGv1/bGxsdDpdEZbWFgYdu7cabRfdnY2dDqd7P1z587F1q1b\n", "jcry8/Oh0+lw5coVo/KkpCRZnOXl5dDpdCguLjYq37Bhg2yNpdraWuh0OuTm5gKA4fhpaWmYOXOm\n", "LLYpU6aoPo97j52WltbMDUJTAOw0KcsGIM8DmAtgq0lZftO+V0zKkyC/QaGiad9ik/INkK+bVgvg\n", "/wDINSlPAyBvD/N5AMB8M2XW5lGO5vNIbWZfa/JoS3sUgU8e+vbQH6cW5vPYZyYudfWPe49h2s/1\n", "1NzPV65c2erfKzXkkZaWBp1Oh5iYGHh4eCAqKgoJCQmy41uFy4RfTbZs2cK8vLxYSEiIYQsMDGSS\n", "JDEPDw8WEhLCnnvuOdn7HGEuSnOTkIrGNAfx5qI0N8GwaHNRWpODGvJtLX7193XR+7LI8fMeC7j+\n", "Bvfiiy/ixRdfNCorKyuDj48P/vKXv2DJkiU8q1MVR3gcQvwckpUOgINkpQOwUrLSAVhN9H4gevw8\n", "2fRBbwBgjBn911ENHjxY6RCsJn4OoscPiJ+D6PGL3w9Ej58nmw1w169fh4+PD8LDwyFJEtauXQsf\n", "Hx/Zd7WEEEKILXB/TAAAzp8/j3/+859wc3MDYwyurq7w8fHB3/72N4wcOdIWVRJCCCFGbHIFN2fO\n", "HOzfvx/Z2dkoLCxEYWEhvL29MXr0aOzatcsWVSrOEa5Mxc9B9PgB8XMQPX7x+4Ho8fNkkwFOkiQs\n", "XrwYHh4eAABnZ2f84x//gJOTE9asWWOLKhWXn5+vdAhWEz8H0eMHxM9B9PjF7weix8+TTb6i3L17\n", "N5ydjQ/dsWNHPPzww7hx44YtqlTcxo0blQ7BauLnIHr8gPg5iB6/+P1A9Ph5sskVnOngBgDXrl3D\n", "lStXEBUVZYsqCSGEECM2f0xAb/PmzejZsyf++te/2qtKQggh9zGbfEVpKj8/H++88w4yMjLwhz/8\n", "wR5V2kRVVZVi328PHjwYXbp0UaRuQggREpf5UFpw5swZ1qdPH7Znz55m99FPz+Lu7s60Wq3RNnz4\n", "cJaRkWG0f1ZWltnpaObMmcNSUlJkx9Zqtezy5ctG5UuWLGGrVq0yKisrK2NarZYVFRUZla9fv54l\n", "JiayhISEpumN7L9NmzaNWx73qqmpYVqtluXk5Bh9pqmpqUyr1ZqZzimOARkm0y9lNTNF0xwGpJiZ\n", "qknLgMsm5UsYsMpkGqnMpn2LTPZdz4BEk7IaBrgzIMekPJUB8WZiM81DX+cojnnot7IW8og1+YzH\n", "Nu3b3jwsbQ99vts45aFvD329Nc3k8f8YzEzFFBcXp5p+fm+d9/aPe6WmprL4+HhZbGrIY8CAAS32\n", "c7Xkof8bEx0dzdzd3VlkZCQLDw83e360l00HuO+//555e3uz/fv3t7ifKHNRzpo1izk7D2BAiZnt\n", "g2bKrd+cnQewWbNm2Ty/rKwso3+LNxdllgJ18s7VmhzUkG9r8au/r5v2A9GIHL+q56K817FjxzBl\n", "yhRs374dI0aMMJSHhoYiLy/PVtXaQUcAj5kpN1fGs07bGzNmjF3qsR3R4wfEz0H0+MXvB6LHz5NN\n", "BrhDhw5h/PjxmDlzJkpLS1FaWmp4jZ7RIIQQYg82GeDmz5+PmpoabNiwQfaaJEm2qJIQQggxYpMB\n", "7vDhw0hOTsbOnTvxwAMPwMXFBUuWLIFWq7VFdSqxE8BEmx29srLS5le/33zzDSIjIw3/Lioqsml9\n", "/Nm2DexD9BzUG39JSQlu3rzZ6n6m/cAaV69eRffu3bkcy1LffPMNdDodfH197VqvGtlkgHvhhRdw\n", "5swZHDlyBN26dUNmZiaeeeYZ7Ny5E+PGjbNFlSqwGrbq2IzdQnp6OtLT021yfMdhuzawH9FzUGf8\n", "JSUl6N+/v9Jh2E1iYiLOnj173w9y3Ae4b7/9Fjt27EB6ejq6desGABg/fjyio6Px2muvOfAA19OG\n", "x65v+u82AAE2rGc+gHfv+feXABbbsD7ebNkG9iJ6DuqM/39Xbpb0IdN+0F76/mPrfmvqRQDfW3S1\n", "6ui4D3D//ve/AQBPPfWUUXlUVBSysrKQl5eH0NBQ3tXeJwJg2wUlu5ocX7SvKAlpjSV9yLQftJe+\n", "/9i635pys2Nd6sZ9qq6TJ0+ia9euhqs3vX79+gEACgoKeFdJCCGEyHAf4C5fvmx2Sil92eXLl3lX\n", "SQghhMjYZS5KS6n9rr0rV66goeG/AP5p5tWcZsqt19Bwvel/fQnbfm14GMB2k3/bo15zcbSnXtP4\n", "7VGntUzrtSYHa+rledyW4m98JvbLL7+0a3//37O4luTLqw2UOqdOAlD/31NzuMfMZT6Ue4SFhbGH\n", "HnpIVr5jxw4mSRLbunWr7LXffvuN9erVq2nqINpoo4022u7XrVevXuy3337jMh5xv4IbNGgQjh49\n", "iuvXr+Phhx82lJ8/fx4AMHDgQNl7PD09kZeXh4qKCt7hEEIIEYinpyc8PT25HEtijDEuR2ry7bff\n", "IjIyEunp6Zg8ebKhfOzYsTh37hxKSkp4VkcIIYSYxX2AA4C4uDicPn0ahw4dQvfu3bFnzx5MnDjR\n", "wR/0JoQQoiY2GeBu376N5ORkZGRkGKbqSkpKwvjx43lXRQghhJhlkwGOEEIIURr35+CImH755ReM\n", "GTMGGo2Yp4To8RNiqRs3bmD69OnQaDQoLy9XOpx2sVcOiv41KCgowNy5cxEUFITg4GAEBgZi8uTJ\n", "KCwslO0bHx8PX19fDBo0yGh74YUXFIi8UVviB4AjR45g1KhRGDBgAPz8/PDyyy+jsrLSzlHLbd++\n", "HSNHjkR5eXmLyxmpsQ0Ay+MH1NsGpg4ePIhu3brJPutBgwYZra+oBrdu3cLChQvh7++PgQMHYujQ\n", "odi9e7fSYVnswoULcHV1NftZHz58uPUD2FF2djZCQ0Nx6tSpFs/1oqIixMbGIiAgAH5+fpg6dSp+\n", "++03O0baPEtySE5OhpeXl6w9TKeAbBWXhw3ayc/Pj40dO5ZVVlYyxhirqalhEyZMYB07dmTHjx83\n", "2jc+Pp59++23SoTZrLbEn5eXxzp27Mg2btzIGGOstraWjR49moWFhbH6+nq7x65348YNFhkZycrL\n", "y9mMGTOYJEnN7qvGNmhL/GptA3MOHjzIZs6cqXQYFnn22WdZYGAgu3r1KmOMsd27dzNnZ2eWmZmp\n", "cGSWKS0tZREREUqHYZGIiAh26tQplpSUxCRJYmVlZbJ9ysrKWPfu3dmbb77JGGPs7t27bOrUqeyx\n", "xx5jVVVV9g5ZxpIckpOT2UcffWR1XYpewUmShJUrVxqm8ercuTPeeecd3L592+xiqUxlPxe2Jf7E\n", "xET07dsXc+bMAQB06tQJq1evxtGjR7F9uz1mrjCva9euOHDgAHr37m3R/mprg7bEr9Y2aI7aPmtz\n", "9KuHJCcnm109hPB14MABBAUFtbhPUlISGGNYtmwZAMDJyQlr1qxBaWkp1q5da48wW2RJDgCf81/R\n", "Aa6wsFD24PcjjzwCoPE7WrWzNP5Lly7h0KFDssvroUOHws3NjdZ5swNqA9toafWQ8+fPIy8vT4mw\n", "HFZrX8HX19djx44dGDFiBFxcXAzlnp6e8Pf3V8V53loOPCk6wDk7yydS+fHHHwE0dhBT27dvR0RE\n", "BB5//HEMGTIEixYtQlVVlc3jbI6l8RcUFIAxZlhRQU+j0cDLy0uoFRbU1gaWEq0NGGMoKSnB5MmT\n", "MWzYMMPvKCdOnFA6NCOOsnrIpUuXMGPGDAwfPhz9+/fHhAkT8PXXXysdVpudP38e1dXVsvMcAPr2\n", "7Yvi4mLU1dUpEFnb7du3DzExMQgJCUFwcDBee+01XLx4sU3HUN0tZ5s2bYKfnx9mz55tVO7m5obO\n", "nTsjMzMThYWF+PDDD/HZZ5/hySefRHV1tULRypmLX7+CQnOrLIiywoIobWCOaG3g4uKCuro6JCcn\n", "47vvvkNeXh5cXV0RFhaGrKwspcMzcITVQ5ycnNDQ0IBZs2bh6NGjKCwsREhICMaMGYOtW7cqHV6b\n", "tHaeNzQ04Nq1a/YOq806d+4MjUaDtLQ0nDx5Ert27cKxY8cwZMgQ/PrrrxYfh9sAd/DgQWg0Gou2\n", "s2fPmj3Gnj17kJGRgR07dqBjx45Gr61fvx5r166Fq6srACA4OBjvvvsuzpw5g40bN6o+fnvgkUNL\n", "RGgDNWoQRbGSAAAE1UlEQVRPXk8++SSOHTtm+K3Czc0NmzZtgru7OxISEpRMx+H07t0bxcXFGDFi\n", "BADggQcewNKlSxEaGorExETcuXNH4QjvPwsWLMD27dvRo0cPAIC3tzc++OADVFRU4O9//7vFx+E2\n", "2XJQUBA++eQTi/bt1auXrOzQoUN4+eWXsW/fPgQGBlp0nOHDhwNovPXbWraMX99I5r7Kq6qqQs+e\n", "PdsRsZy1ObSHmtqgJfZqA3N45dWhQwcMGjQImZmZssnMldKjRw+zS5zoP2dbfq629sQTT+D48eM4\n", "ffo0Bg0apHQ4FmntPHdycpJ9nSyKwMBAuLm5telvDbcBrmfPnoiLi2vXe7/66ivMmjULe/bsQXBw\n", "sOz1hoYGXL16VdZZnJycDK9by5bxDxw4EJIkGVZU0GtoaMCFCxcwevTodtVrypocWqP2NmiNvdrA\n", "nPbkdf36dbi6uqJDhw5G5Tw/bx7as3qI2lRVVcHFxUX2rYvaPmtL9OvXD25ubrLzHGhsE39/f9k5\n", "pUYXL16Eh4eHrFyj0bSpPRT/DW737t2GKx/94FBRUYEJEyYY9ikvL4eXl5csMf0dWkOHDrVfwCYs\n", "id/d3R2jRo3C/v37jd57/PhxVFdX2+yPens0d4eTmtvgXs3FL1IbAMAzzzyDzz77zKisvr4eJ0+e\n", "hLe3N7p3765QZMb0n5vp5/r111+jX79+GDJkiBJhtcmrr76Kd999V1ael5eHBx980KJb2tXCyckJ\n", "kyZNQm5urtFXqxUVFSguLlbded6cXr16yZZP++mnn1BZWdm2vzVWP0lnhfT0dObi4sKSk5PZxx9/\n", "bNjeffdd5u3tbdivtLSUSZLE/va3vxkeyP31119ZSEgI8/LyMjxgqtb4GWt8yLhTp05s06ZNjLHG\n", "h8IjIiLYk08+yRoaGpQIX6alB6XV2gb3suRBb7W3gV5ERAQLCQkxLPxYX1/PFi5cyCRJYunp6QpH\n", "Z2zy5MksMDCQXblyhTHGWGZmplAPesfHx7PevXuzs2fPGso2bdrEJElib731loKRNU//kPSFCxdk\n", "r5WVlbEePXoYHvSuq6tj06ZNY76+vuzmzZv2DrVZLeUgSRKbMWMG+/333xljjRM6xMTEsIcffpiV\n", "lJRYXIeiA1y3bt2YRqNhkiTJNh8fH8N+d+7cYSkpKezpp59mQUFBLDAwkHl7e7OXXnqJVVRUqD5+\n", "vSNHjrDw8HAWFBTE+vfvz2bPnm2YBUVJ06dPZ97e3szV1ZVpNBrm7e3NvL292aVLlwz7qLUNGLMs\n", "fj21toGpI0eOsJdeeokNGDCABQcHs969e7OnnnqKZWVlKR2azK1bt9jChQuZn58fCw4OZqGhoWz3\n", "7t1Kh2WxwsJClpCQwIKDg9nAgQOZl5cXCwsLY6mpqUqHJvPmm28yb29v9tBDDzGNRsMeffRR5u3t\n", "zU6cOGG035kzZ9jYsWOZv78/69+/P3vuuefYr7/+qlDUxizJIS0tjU2cOJEFBQWxAQMGsN69e7Op\n", "U6ca/Z8QS9BqAoQQQhyS4r/BEUIIIbZAAxwhhBCHRAMcIYQQh0QDHCGEEIdEAxwhhBCHRAMcIYQQ\n", "h0QDHCGEEIdEAxwhhBCHRAMcIYQQh0QDHCGEEIdEAxwhhBCHRAMcIYQQh0QDHCGEEIf0/wEOMPIz\n", "4DdxjwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtUlNX+P/D3DEhqkIl4AAsBlbshJl5IkUtiPy8zXr5e\n", "jmlH7ZSWWuEK05MrAW15qTx5SZeesFbHC3HMNMFUMjVFjyZwDExITC6Z6PEGiKQi7N8fOHOceQYY\n", "mD3zPHv8vNaaVex5ePb7M3setnN59qNijDEQQgghdkYtdwBCCCHEGmiCI4QQYpdogiOEEGKXaIIj\n", "hBBil2iCI4QQYpdogiOEEGKXaIIjhBBil2iCI4QQYpdogiOEEGKXWjTBVVRUYPLkyVCr1SgrK7NW\n", "JkIIIcRiZk9wmZmZCA8Px5kzZ6BSqRrd7s6dO1iyZAnCw8Px7LPPwsfHB9HR0Thw4ACXwIQQQog5\n", "zJ7gli1bhm+++QZjxoxBY8tX1tbWYtiwYSgqKsLRo0eRm5uL/Px8VFdX48cff+QWmhBCCGmOo7kb\n", "Hjx4ECqVCtu3b290m7Vr1yI/Px979+5F27ZtAQAuLi7YvHkz1Gr6uI8QQojtmD3BNfW2pM6GDRsw\n", "ZMgQ/eSmExQU1PJkhBBCiAW4vaz673//i/Pnz+Ppp5/GihUr0K9fPwQEBCAuLg579+7l1Q0hhBBi\n", "Fm4TnO5blRs3bkRJSQmOHj2KM2fOYODAgRg5ciS+/PJLXl0RQgghzVK19IKnSUlJWLx4MUpKStC1\n", "a1d9e1ZWFgYPHowOHTqgvLxc/zYlYwzdu3eHSqXCr7/+2uh+y8vLUV5e3soyCCGE2ANPT094enpy\n", "2ZfZn8E1x8XFBQDg5+dn8BmcSqVCaGgodu/ejRs3bsDV1VXyu+Xl5fD390d1dTWvOIQQQgTUpUsX\n", "ZGdnc5nkuE1wfn5+cHR0RH19veQ+BwcHADB5H9AwwVVXV2PLli3CfiElLi4O3333ndwxLCJ6DSLm\n", "LygowJQpU4AYAB0B7AEwwgYd3wRwCNyPORHHwJjoNYicX3c8lJeXK2uCa9++PeLi4pCVlYU//vgD\n", "7dq109935swZ+Pr6ws3Nrcl9BAUF4dlnn+UVyaYGDBggbHYd0WsQOr8fgC4A8gGE2qC/SwAO8T/m\n", "hB6DB0SvQfT8PLX6SyamPrpbunQp6urq8N577+nb1q1bh/Pnz2P58uWt7UoIulepIhO9BtHzAwCa\n", "PxtH0exhDESvQfT8PJk9wS1YsADe3t5YunQpGGOIiIiAr68vcnNz9dv06tULhw8fxk8//QQfHx+0\n", "bdsWc+bMweeff47x48dbpQBCCCHEFLMnuNjYWLRp0wZBQUFQq9U4ceIEiouLJS+Fw8PD8d1332Hx\n", "4sW4d+8e1Go1oqOjeecmhBBCmsR1LUqdW7duYeHChdBoNM1uay8a+wKNSESvQfT8AADBDxd7GAPR\n", "axA9P09mT3AHDx5ESEiIWdsuWbIEw4cPf6Q+6HzhhRfkjmAx0WsQPT8AoIfcASxjD2Mgeg2i5+fJ\n", "7AnOnLUoAeDcuXP44osv9J/VPSreeOMNuSNYTPQaRM8PAOgvdwDL2MMYiF6D6Pl54r7Ef3x8PBYu\n", "XIhOnTrx3jUhhBBiNq4TXHp6OsrKyjBnzhyeuyWEEEJajNsEd/fuXbz99ttYvXr1I3ntt8LCQrkj\n", "WEz0GkTPDwC4KncAy9jDGIheg+j5eeI2E61cuRIhISF4/vnnJfeZ+1nc8OHDodVqDW4RERHYtWuX\n", "wXaZmZnQarWS3589ezY2bdpk0JabmwutVotr164ZtCcmJmLFihUGbWVlZdBqtZInyNq1azFv3jyD\n", "tpqaGmi1WmRlZQEA3nnnHQBAamoqpk+fLsk2ceJExdehq0HUOqKjo/XjIUodq1atMuxsP4BtAEqN\n", "QuQD2AWp7QAKjNrOP9iHsT0Acg2bCgoKuI6H7jlkfHzoKH085s2bZ3AciFjH+PHjm/17pYQ6UlNT\n", "odVqERcXBw8PD8TGxiI+Pl6yf0twu5pAXFwcLl68aLDQ8uXLl3HlyhUEBQXByckJ77zzDiZNmiTZ\n", "Z25uLvr06YOcnBxhv3lZVlZm8HiISPQaRMyve+5jBhqW6qoA8KQNOr4E4B/gfsyJOAbGRK9B5Py8\n", "5wJua1GaWtwzOTkZycnJ2Lt3r7APuLnsoT7RaxA9PwDbTG5WZA9jIHoNoufnietalI1t8yidLkAI\n", "IUQZWrQWpa+vr/4zAx8fH3h5eRmsRanz6aefwtfXF6tXr4ZKpcKgQYPQrVs3VFZW8ktOCCGENMHs\n", "CW758uXYuHEj3Nzc8Mwzz0CtVuPYsWOS90n37duH/fv347HHHoOXlxcCAwMxbtw4nDx5Eh06dOBe\n", "gFIYfwAsItFrED0/ACCr+U2UzB7GQPQaRM/PU4veomxuPcrLly9j+PDhCA4ORkFBAfLy8vDtt98i\n", "IyMD/fv3x61bt7gFV5qamhq5I1hM9BpEzw8AqJU7gGXsYQxEr0H0/Dy1aIIzZz1KV1dXLF68WL+0\n", "l7e3N+bPn4+SkhJ89dVXrU+qcMnJyXJHsJjoNYieH0DDlb0FZg9jIHoNoufnqUUTXHPrUXp4eODy\n", "5cuS9qeeegoAUFFR0ZLuCCGEkFbjvuSIo6P0zINffvkFABATI/g/TwkhhAjD6mtq1dbW4tNPP8VL\n", "L72EsLAwa3cnG+Mz9kUkeg2i5wcA3JY7gGXsYQxEr0H0/DxxO9G7MQsXLkT79u2xfv16a3clq5df\n", "fhm7d++WO4ZFRK/B0vxFRUU2/yJUQYHROlvfAHjRphG4Ev05BIhfg+j5uWKtkJiYyFQqFSstLW1y\n", "uw8//JD17t2b3bhxo8ntcnJyGADm7u7ONBqNwW3AgAFs586dBtvv37+faTQayX5mzZrFUlJSJPvW\n", "aDTs6tWrBu2LFi1iy5cvN2grLS1lGo2GFRQUGLSvWbOGJSQkGLTdvn2baTQadvToUX0/jDG2bds2\n", "Nm3aNEm2CRMmKL4OXQ2i1jF48GD9eLS0jnPnzjE0XE9bntsMMCSB4WUw+INh+oOfdbf/A0OYUVsS\n", "GELAMNGobcqDfRhv2xcM2gf/P6Oh3y1btnAdD91zyPj4aOl4MCbf8+rh40DEOubNm9fs3ysl1LFt\n", "2zam0WjYkCFDmLu7O4uJiWGRkZEMgMEYWKLFa1ECja9H+bClS5ciPT0d+/bta/b8N3tYi5KITb8m\n", "5FgAbjbsuAjAIfxvLUpbsdJalIRYQrFrUT5s4cKFOHbsGA4cOIDHH38cAJCRkYHc3FwsWrTIGl0S\n", "wocbbDvR0MclhFiNRROcqRd/8fHx2Lx5M5YvX46dO3fq248ePYp79+5Z0h0hhBBithZ9izI+Ph7O\n", "zs5ITk7WrzHp6+urX48yLy8Pa9asQUVFBWbOnIm//OUv+ltKSkqz59GJzPh6SCISvQbR8wOQXK9N\n", "NPYwBqLXIHp+nsye4DIzM5GRkYHu3btDrVajuLgYv/32G4qLi/XvlYaGhuLnn3/GCy+8gICAAPj5\n", "+WHixIm4ePEi6urq8Nlnn1mtELmZWnRaNKLXIHp+AEC53AEsYw9jIHoNoufnyewJrrl1KIGGC+1F\n", "RkYiNDQUBQUFOHv2LFQqFaKioux6HUoAWLdundwRLCZ6DaLnBwCMkDuAZexhDESvQfT8PJk9wZmz\n", "DmViYiIYY1i8eDEAwMHBAStXrkRxcbH+MjuEEEKILZg9wTX3+VldXR127NiBgQMHwsnJSd/u6emJ\n", "wMBApKWltT4lIYQQ0kLcluq6cOECqqur0b17d8l93bp1Q2FhIWprBb8WCCGEEGFwm+CuXr0KAHji\n", "iSck9z3xxBOor6/HjRs3eHWnOFqtVu4IFhO9BtHzAwC2yR3AMvYwBqLXIHp+nqy+2PKjYs6cOXJH\n", "sJjoNYieHwDQT+4AlrGHMRC9BtHz88RtgnNza1jfqKqqSnJfVVUVHBwc4Orq2uQ+hg8fDq1Wa3CL\n", "iIjArl27DLbLzMw0+a+U2bNnS84Byc3NhVarlaywnZiYKLm0e1lZGbRaLQoLCw3a165di3nz5hm0\n", "1dTUQKvVIisrCwAwdOhQAEBqaiqmT58uyTZx4kTF16GrQdQ6PvnkE/14tKYOAMA+aRP2QHp+2iU0\n", "vNoyXv3/EIAso7aKB9teNWo/CSDfqK3rg21LjdrzAZiIi+0AjNZrxnmYfiVooo6CggKu46F7Dhkf\n", "HzoiPK8ePg5ErOOXX35p9u+VEupITU2FVqtFXFwcPDw8EBsbi/j4eMn+LdHitSgbW4eyrq4Orq6u\n", "iI6OxjfffGPwOz179oRKpUJ+vvHR3IDWoiRy069Faes1IfMAfA1ai5IQ8J8LuL2Cc3BwwNixY5GV\n", "lWWwJFd5eTkKCwsxYcIEXl0RQgghzWr1BGfqhV9ycjLUarV+QeX79+8jISEB3bp1w9y5c1ufUgAm\n", "3+4SjOg1iJ4fgPTtRsHYwxiIXoPo+Xkye4JbsGABfH19sXr1apPrUAJA165dceTIEeTl5SEoKAgh\n", "ISGor6/H4cOH4ezsbJUClCI1NVXuCBYTvQbR8wMAzsgdwDL2MAai1yB6fp5adT245pw+fRqJiYko\n", "KiqCo2PDBQumTJmCt99+Gw4ODpLt6TM4Ijf6DI4Q+Sn+enBlZWWIiYnBiBEjkJeXB0dHR5w6dQpR\n", "UVG4cuUKVq5cybtLQgghRIL7eXB79uxBZWUlEhIS9K/e+vbti7i4OGzdupV3d4QQQohJ3Cc43VuQ\n", "xsty3bt3D23atOHdHSGEEGIS9wnuxRdfREhICJKSklBZWQmg4VXd4cOHsWTJEt7dKYapkyVFI3oN\n", "oucHYPpkboHYwxiIXoPo+XniPsE5Ozvj4MGDcHBwgJubGzw9PTF16lRs2LAB06ZN492dYjy8+oGo\n", "RK9B9PwAAOla5UKxhzEQvQbR8/PE/UsmRUVFGDJkCPr164dr166hQ4cO+PHHHzF69GgcP34cGzdu\n", "5N2lIkyaNEnuCBYzVUNRUZEsF6u9fv06OnXq1KLfCQgIaPXVjAsKFHIC2jNyB7CMvR4HIhE9P1eM\n", "swkTJjAHBwd28+ZNg/ZVq1YxlUrFMjMzJb+Tk5PDADB3d3em0WgMbgMGDGA7d+402H7//v1Mo9FI\n", "9jNr1iyWkpIi2bdGo2FXr141aF+0aBFbvny5QVtpaSnTaDSsoKDAoH3NmjUsISHBoO327dtMo9Gw\n", "o0ePGrRv27aNTZs2TZJtwoQJwtUxduxYBuDRunUFQ5LRrS8YtEZtM8DgD4Z5Ru1RYBhi1Bb/YNvZ\n", "Ru3DwOD3oN8ZD9refbDtdKNt/w8MYSayhYBholHblAf7aKqOGQ39btmyhY4PqkOWOrZt28Y0Gg0b\n", "MmQIc3d3ZzExMSwyMpIBYDk5OZJ+WoP7eXBBQUGoqKhAeXm5QfvevXsxYsQIfPDBB0hISDC4j86D\n", "Uyb9uWFjAbjZsOMiNCxabMt+dX3SeXCEyEbx58F5eHjg/PnzuH37Nh5//HF9e0lJif5+e5SVlYVB\n", "gwbJHcMijdbgBtv+8dUtQN7SfksBeFvYp9wsqUEB7Po4EITo+Xni/iWT+Ph41NfXY+7cubh//z6A\n", "hqt9f/jhh/D19cXYsWN5d6kIH3zwgdwRLCZ8DcfkDsCB4DUI/xyC+DWInp8n7hPcqFGjcPDgQfz2\n", "22/o2bMnQkNDodFoMGrUKJw4cQLt27fn3aUifPnll3JHsJjwNYyTOwAHgtcg/HMI4tcgen6erHJF\n", "76ioKLz11lt4+umn4eTkhNraWmRmZmLVqlXW6E4R7GHiFr4GJ7kDcCB4DcI/hyB+DaLn58kqE1xK\n", "SgpmzpyJNWvWIDs7G+fOncPkyZOxfft2a3RHCCGESHD/ksnFixfx5ptv4osvvkBwcLC+fe7cuQgP\n", "D+fdHSGEEGIS91dw//znP3H37l2MGDHCoL1du3Z2fYb9vHnz5I5gMeFryJQ7AAeC1yD8cwji1yB6\n", "fp64T3BZWVno3LkzcnJyMHToUISEhCAsLAxJSUm4e/cu7+4Uo2vXrnJHsJjwNXSQOwAHgtcg/HMI\n", "4tcgen6erHI9uMrKSrz22mv45ptv0KNHD/z73/+GRqPByZMnsXfvXt5dKsIbb7whdwSLCV9Df7kD\n", "cCB4DcI/hyB+DaLn54n7BHfnzh3cvXsXCxcuRI8ePQAAERERmDNnDhYvXoyjR48iMjKSd7eEkFaQ\n", "Yw1OFxcX+Pn52bxf8ujh/hali4sLACAsLMygXffzqVOnGv3d4cOHQ6vVGtwiIiKwa5fhNUQyMzOh\n", "1Wolvz979mxs2rTJoC03NxdarRbXrhkuVZGYmIgVK1YYtJWVlUGr1aKwsNCgfe3atZL3tWtqaqDV\n", "apGVlWXQnpqaavJyFRMnThSujqSkJEk2bAdg/DfxPIBt0k2xB4Dx2seXHmx726j9EIAso7bqB9te\n", "NWo/CelnVfcebFtq1J4P05egMVUHAOwz0WZpHRVovI58ozYedZgzHg1XssKUKVPQp08fm978/f1R\n", "VFRkEE3E48NejnO56khNTYVWq0VcXBw8PDwQGxuL+Ph4yf4twX0tysmTJyM1NRV5eXno2bOnvj09\n", "PR2jRo2y27UoCwsLERgYKHcMixjXoF+LUpT1Ga8C6GzjPi1l3K8lNbSmX97rfVYAeLKJ+6819Kvk\n", "Y130Y1nk/LznAu6v4EaPHg0A+Omnnwzaz5w5AwDo168f7y4V4Z133pE7gsWEr+E7uQNwYOsadOt9\n", "8rqdbuZ+Wy7a3UqiHwei5+eJ+wQ3btw4DBo0CEuXLsWVK1cANFxTbO3atRgxYgQGDx7Mu0tF+OST\n", "T+SOYDHhaxgudwAORK9B9PwQ/zgQPT9P3Cc4lUqFPXv2YMiQIejfvz88PT3h7+8Pf39/fP3117y7\n", "Uwx7+Gqu8DU09daYKESvQfT8EP84ED0/T1ZZqsvFxQWrV6/Gf/7zH9TW1kKlUiE2NhZt2rSxRneE\n", "EEKIhFUmOJ333nuPTgkghBAiC6tNcHl5efj6669Nf9XcDhl/hVdEwtdg/PV8EYleg+j5If5xIHp+\n", "nqw2wb355ptYsmQJOnQQfO0hM9XU1MgdwWLC11ArdwAORK9B9PwQ/zgQPT9PVpng0tLSUF1djb/+\n", "9a/W2L0iJScnyx3BYsLXECN3AA5Er0H0/BD/OBA9P0/cl+qqqanB/PnzkZqaynvXhBBCiNm4v4Jb\n", "tmwZIiMjERERwXvXhBBCiNm4TnDFxcXYsGGDyQ85zVkRTOS1KHX7F3mNuof3LeRalJsh/lqUum2t\n", "vRalzjXwqUM3Hrr9NLam5nkTuaCs4+PhfShxDcfm6li2bBmtRfkA17UoU1JS8P7776Njx476tnv3\n", "7qGgoADu7u7w8PBAYGCg5O1Le1iLUqvVYvfu3XLHsIhxDcKtRbkNwIs27tNSxv1aUoMl/fLSXP5L\n", "AP6h7LUoRT+WRc7Pey7g+hncK6+8gldeecWgrbS0FL6+vnj99dexaNEint0pij2cDiF8DdFyB+Ag\n", "Wu4AFoqWO4DlRD8ORM/Pk1VP9Ab+99Yk54sWKI5S/zXaEsLXYMtXXtYieg2i54f4x4Ho+Xmy2gR3\n", "8+ZN+Pr6IjIyEiqVCqtWrYKvr6/kvVpCCCHEGrifJgAAFy5cwD/+8Q+4uLiAMQZnZ2f4+vri3Xff\n", "xaBBg6zRJSGEEGLAKq/gZs2ahQMHDiAzMxP5+fnIz8+Hj48PoqKihP3wszn28MpU+BqMvyEoItFr\n", "ED0/xD8ORM/Pk1UmOJVKhffeew8eHh4AAEdHR/z973+Hg4MDVq5caY0uZZebK/6RLXwN5XIH4ED0\n", "GkTPD/GPA9Hz82SVtyjT09Ph6Gi467Zt26Jjx46oqKiwRpeyW7dundwRLCZ8DSPkDsCB6DWInh/i\n", "Hwei5+fJKq/gjCc3ALhx4wauXbuG2NhYa3RJCCGEGLD6aQI6GzZsQOfOnfG3v/3NVl0SQgh5hFnl\n", "LUpjubm5+Oijj7Bz50786U9/skWXVlFVVSXb+9vPPvssnnjiCVn6JoQQEVn9FVxBQQHGjBmDLVu2\n", "ICoqqsltlb4WZWJiImJiYmS5vf7661Zfi/Lhx1TItSg/hPhrUW6B2GtR6voVeC3Kh/tU4hqOzdXx\n", "zDPP0FqUD3Bdi9LY6dOnMWbMGKSkpOD5559vdDtR1qKcOXMmPtv9Ge6Pvy+9swxAV+v067jdES9r\n", "X8bGjRut08EDmZmZGDp0qP5n4daiPA+gh437tJRxv5bUYEm/vDSXX4C1KI2PA9GInF/Ra1E+7OTJ\n", "k5g4cSK2bt2KgQMH6tvDw8ORnZ1trW6tzxFAJxPtptp49mkDoh4UeraYGKxN9BpEzw/xjwPR8/Nk\n", "lT+dR44cwciRIzF9+nQUFxejuLhYfx+do0EIIcQWrDLBzZ07F7dv38batWsl96lUKmt0SQghhBiw\n", "ygR37NgxJCUlYdeuXXjsscfg5OSERYsWQaPRWKM7ZSgAEGS93VdWVlr91e+hQ4cQExOj/7mgwNS3\n", "MBTMymNgE6LXoOD8RUVFuHXrVrPbGR8Hlrh+/To6dbLm5xdShw4dglarhZ+fn037VSKrTHAvvfQS\n", "zp49i+PHj8PV1RUZGRkYM2YMdu3ahREj7GCpA1OOwWoHNqtlSEtLQ1pamnU6sBdWHAObEb0GheYv\n", "KiqCv7+/3DFsJiEhAefOnXvkJznuE9wPP/yAHTt2IC0tDa6urgCAkSNHYsiQIXjrrbfsd4Jrb8V9\n", "677nOhaAmxX72Qfg/z30cxEavi4uCmuOga2IXoNC8+tfuZlzDBkfB62lO36sfdwa2w3gMsx6tWrv\n", "uE9w//rXvwBAclpAbGws9u/fj+zsbISHh/Pu9tHgBut+hb2t0f6vNbYhIYIy5xgyPg5aS3f8WPu4\n", "NeZkw74UjvuJ3qdPn0aHDh30r950unfvDgDIy8vj3SUhhBAiwX2Cu3r1qsklpXRtV68aL4NACCGE\n", "8GejU4jNo/Rv7V27dg311fWAqfPUy2C6nYP6mvqG/ymCdd82LEPDChcP/2yLfk3laE2/xvlt0ael\n", "jPu1pAZL+uW536by32z4z7fffmvT411/Lq459fIaA7meU1ca/qP0v6emcM/MOIuIiGBPPvmkpH3H\n", "jh1MpVKxTZs2Se67dOkS69KlC0PD1ynoRje60Y1uj+itS5cu7NKlS1zmI+6v4Hr37o0TJ07g5s2b\n", "6Nixo779woULAIBevXpJfsfT0xPZ2dkoL7eDywETQghpNU9PT3h6enLZF/fFln/44QfExMQgLS0N\n", "48eP17cPGzYM58+fR1FREc/uCCGEEJOscjWBCRMm4Oeff8aRI0fQqVMn7NmzB6NHj7bvE70JIYQo\n", "ilUmuLt37yIpKQk7d+7UL9WVmJiIkSNH8u6KEEIIMcmq14MjhBBC5GL1K3oTMVy8eBFDhw6FWi3m\n", "U0L0/ISYq6KiApMnT4ZarUZZWVnzv6BAtqpB1r8GeXl5mD17NkJCQhAaGorg4GCMHz8e+fn5km2n\n", "TZsGPz8/9O7d2+D20ksvyZC8QUvyA8Dx48cxePBg9OzZEwEBAXjttddQWVlp49RSW7duxaBBg1BW\n", "Vtbk5YyUOAaA+fkB5Y6BscOHD8PV1VXyWPfu3dvg+opKcOfOHSxYsACBgYHo1asX+vbti/T0dLlj\n", "ma2kpATOzs4mH+tjx47JHc9AZmYmwsPDcebMmSaf6wUFBRg+fDiCgoIQEBCASZMm4dKlSzZM2jhz\n", "akhKSoK3t7dkPIyXgGwWl5MNWikgIIANGzaMVVZWMsYYu337Nhs1ahRr27YtO3XqlMG206ZNYz/8\n", "8IMcMRvVkvzZ2dmsbdu2bN26dYwxxmpqalhUVBSLiIhgdXV1Ns+uU1FRwWJiYlhZWRmbOnUqU6lU\n", "jW6rxDFoSX6ljoEphw8fZtOnT5c7hlnGjRvHgoOD2fXr1xljjKWnpzNHR0eWkZEhczLzFBcXs+jo\n", "aLljmCU6OpqdOXOGJSYmMpVKxUpLSyXblJaWsk6dOrH58+czxhi7f/8+mzRpEuvRowerqqqydWQJ\n", "c2pISkpiX3zxhcV9yfoKTqVSYdmyZfplvNq3b4+PPvoId+/eNXmxVKawjwtbkj8hIQHdunXDrFmz\n", "AADt2rXDihUrcOLECWzdutXm2XU6dOiAgwcPwsvLy6ztlTYGLcmv1DFojNIea1N0Vw9JSkoyefUQ\n", "wtfBgwcREhLS5DaJiYlgjGHx4sUAAAcHB6xcuRLFxcVYtWqVLWI2yZwaAD7Pf1knuPz8fMmJ3089\n", "9RSAhvdolc7c/FeuXMGRI0ckL6/79u0LFxcXus6bDdAYWEdTVw+5cOECsrOttH7dI6q5t+Dr6uqw\n", "Y8cODBw4EE5O/7usgKenJwIDAxXxPG+uBp5kneAcHaULqfzyyy8AGg4QY1u3bkV0dDSeeeYZ9OnT\n", "BwsXLkRVVZXVczbG3Px5eXlgjOmvqKCjVqvh7e0t1BUWlDYG5hJtDBhjKCoqwvjx49GvXz/95yg5\n", "OTlyRzNgL1cPuXLlCqZOnYoBAwbA398fo0aNwvfffy93rBa7cOECqqurJc9zAOjWrRsKCwtRW1sr\n", "Q7KW27dvH+Li4hAWFobQ0FC89dZbuHz5cov2obivnK1fvx4BAQGYOXOmQbuLiwvat2+PjIwM5Ofn\n", "4/PPP8dXX32F5557DtXV1TKllTKVX3cFhcausiDKFRZEGQNTRBsDJycn1NbWIikpCT/++COys7Ph\n", "7OyMiIgI7N+/X+54evZw9RAHBwfU19djxowZOHHiBPLz8xEWFoahQ4di06ZNcsdrkeae5/X19bhx\n", "44atY7VY+/btoVarkZqaitOnT2P37t04efIk+vTpg99//93s/XCb4A4fPgy1Wm3W7dy5cyb3sWfP\n", "HuzcuRM7duxA27ZtDe5bs2YNVq1aBWdnZwBAaGgoPv74Y5w9exbr1q1TfH5b4FFDU0QYAyVqTV3P\n", "PfccTp48qf+swsXFBevXr4e7uzvi4+PlLMfueHl5obCwEAMHDgQAPPbYY0hOTkZ4eDgSEhJw7949\n", "mRM+eubNm4etW7fCza3hUug+Pj747LPPUF5ejvfff9/s/XBbbDkkJARffvmlWdt26SK9vO2RI0fw\n", "2muvYd9nWLDGAAAEV0lEQVS+fQgODjZrPwMGDADQ8NVvS1kzv26QTL2VV1VVhc6dO7cisZSlNbSG\n", "ksagKbYaA1N41dWmTRv07t0bGRkZksXM5eLm5mbyEie6x9maj6u19e/fH6dOncLPP/+M3r17yx3H\n", "LM09zx0cHCRvJ4siODgYLi4uLfpbw22C69y5MyZMmNCq3/3uu+8wY8YM7NmzB6GhoZL76+vrcf36\n", "dcnB4uDgoL/fUtbM36tXL6hUKv0VFXTq6+tRUlKCqKioVvVrzJIamqP0MWiOrcbAlNbUdfPmTTg7\n", "O6NNmzYG7Twfbx5ac/UQpamqqoKTk5PkXRelPdbm6N69O1xcXCTPc6BhTAIDAyXPKSW6fPkyPDw8\n", "JO1qtbpF4yH7Z3Dp6en6Vz66yaG8vByjRo3Sb1NWVgZvb29JYbpvaPXt29d2gY2Yk9/d3R2DBw/G\n", "gQMHDH731KlTqK6uttof9dZo7BtOSh6DhzWWX6QxAIAxY8bgq6++Mmirq6vD6dOn4ePjg06dOsmU\n", "zJDucTN+XL///nt0794dffr0kSNWi7z55pv4+OOPJe3Z2dl4/PHHzfpKu1I4ODhg7NixyMrKMnhr\n", "tby8HIWFhYp7njemS5cuksun/frrr6isrGzZ3xqLz6SzQFpaGnNycmJJSUls8+bN+tvHH3/MfHx8\n", "9NsVFxczlUrF3n33Xf0Jub///jsLCwtj3t7e+hNMlZqfsYaTjNu1a8fWr1/PGGs4KTw6Opo999xz\n", "rL6+Xo74Ek2dKK3UMXiYOSd6K30MdKKjo1lYWJj+wo91dXVswYIFTKVSsbS0NJnTGRo/fjwLDg5m\n", "165dY4wxlpGRIdSJ3tOmTWNeXl7s3Llz+rb169czlUrFPvjgAxmTNU53knRJSYnkvtLSUubm5qY/\n", "0bu2tpa9+OKLzM/Pj926dcvWURvVVA0qlYpNnTqV/fHHH4yxhgUd4uLiWMeOHVlRUZHZfcg6wbm6\n", "ujK1Ws1UKpXk5uvrq9/u3r17LCUlhb3wwgssJCSEBQcHMx8fH/bqq6+y8vJyxefXOX78OIuMjGQh\n", "ISHM39+fzZw5U78KipwmT57MfHx8mLOzM1Or1czHx4f5+PiwK1eu6LdR6hgwZl5+HaWOgbHjx4+z\n", "V199lfXs2ZOFhoYyLy8v9vzzz7P9+/fLHU3izp07bMGCBSwgIICFhoay8PBwlp6eLncss+Xn57P4\n", "+HgWGhrKevXqxby9vVlERATbtm2b3NEk5s+fz3x8fNiTTz7J1Go1e/rpp5mPjw/Lyckx2O7s2bNs\n", "2LBhLDAwkPn7+7M///nP7Pfff5cptSFzakhNTWWjR49mISEhrGfPnszLy4tNmjTJ4B8h5qCrCRBC\n", "CLFLsn8GRwghhFgDTXCEEELsEk1whBBC7BJNcIQQQuwSTXCEEELsEk1whBBC7BJNcIQQQuwSTXCE\n", "EELsEk1whBBC7BJNcIQQQuwSTXCEEELsEk1whBBC7BJNcIQQQuzS/wdbz+0oa6lgRAAAAABJRU5E\n", "rkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "048\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X1UVGUeB/DvHdB8Ac23BHcV8JUXQ1RMURExtRM6I3oS\n", "M/WIZZkva3rCtFwFdbewtEzT467abptA7GpoICWp6wu6usqs4Qss7IKwKXpABQRKBZ79YxximAEH\n", "5pm597n+PufcUz1z5z7f3zwz8zTD3PtIjDEGQgghRGU0cgcghBBC7IEmOEIIIapEExwhhBBVogmO\n", "EEKIKtEERwghRJVogiOEEKJKNMERQghRJZrgCCGEqBJNcIQQQlSpWRNcaWkpZs2aBY1Gg8LCQntl\n", "IoQQQmxm9QSXlpaGwMBAXL58GZIkWdznu+++w0svvQRvb2/4+/vDz88Py5cvR3FxMbfAhBBCiDWs\n", "nuA++OADHDx4EFOnToWly1fevHkTYWFh8PX1RVZWFjIzM5GamoqUlBQMHz4c9+7d4xqcEEIIaYrV\n", "E9yxY8fg5+fX5D6dO3fG+vXr6z7heXh4YOXKlbh27Rr27dtnW1JCCCGkGaye4Br7WtLIzc0NN2/e\n", "NGv/1a9+BcDw9ztCCCHEUbj+itLZ2dms7d///jcAIDQ0lGdXhBBCSJPseprAw4cPsWvXLsyZMwcB\n", "AQH27IoQQggxYf6Ri6PVq1ejXbt22LFjx2P3LSoqQlFRkT3jEEIIUTh3d3e4u7tzOZbdJrhNmzbh\n", "yJEjOHr0KNq3b9/kvkVFRejfvz8qKirsFYcQQogAevTogQsXLnCZ5Owywb3//vtITk7G3//+d3Ts\n", "2PGx+xcVFaGiogJ79+6Fj4+PPSLZ3YQJE/D999/LHaPFRM8PiF+D6PkB8WsQPT8gdg1ZWVmYPXs2\n", "ioqKlDnBrV69GqdPn8aRI0fqPrmlpKRAr9dj7dq1Td7Xx8cHQ4YM4R3JIUaMGCFsdkD8/ID4NYie\n", "HxC/BtHzA+qogZcWT3CWTvZetmwZvvzyS8TGxiIpKamu/dSpU3jw4EFLuxKCk5OT3BFsInp+QPwa\n", "RM8PiF+D6PkBddTAi9UT3KpVq5CYmIjS0lJIkoTRo0fD2dkZ+/fvx5AhQ5CZmYmtW7dCkiQsWLDA\n", "5L6SJGHu3LncwxNCCCGNsXqCi42NRWxsbKO3+/v7o7a2lksoQgghxFa0XA4nok/uoucHxK9B9PyA\n", "+DWInh9QRw282PU8uCfJCy+8IHcEm4ieHxC/Bjny5+bmcr0Quq+vL/R6vVX7urq6ol+/ftz65kH0\n", "5xCgjhp4kZilX4s0orS0FIsXL0ZCQgKuXbuGXr16cQmh1+sxdOhQZGRk0K9/CHGQ3Nxc9O/fX9YM\n", "OTk5ipvkiHx4zwVWf4JLS0vDokWL0L59+yYvvJyVlYW3334b+fn5qK2txZAhQ7B582b06NHD5rCE\n", "EH5++eS2F4Cjzz/NAjCbltEidmX1BGdcD+5vf/sbLl26ZHGfwsJCBAcHY/78+UhNTUVNTQ3mzJmD\n", "kJAQ6PV6uLq6cgtOCOHFBwB9c0LUh+t6cNHR0WCMYf369QAM52Ns3rwZ+fn52LJli21JFS47O1vu\n", "CDYRPT8gfg2i5zcQuwY1jIEaauCF23pwNTU12L9/P0aNGoXWrVvXtbu7u8Pb2xuJiYktTymAd955\n", "R+4INhE9PyB+DaLnNxC7BjWMgRpq4IXbaQJ5eXmoqKhAnz59zG7r3bs3srOz8fDhQ17dKc5nn30m\n", "dwSbiJ4fEL8G0fMbiF2DGsZADTXwwm2CKy4uBgB06NDB7LYOHTqgtrYWd+7c4dWd4vD6RalcRM8P\n", "iF+D6PkNxK5BDWOghhp4oRO9CSGEqBK3Ca5r164AgPLycrPbysvL4eTkhM6dOzd5jLCwMOh0OpMt\n", "KCgIBw4cMNkvLS0NOp3O7P6LFy/Gnj17TNr0ej10Oh1KSkpM2qOjo7Fx40aTtsLCQuh0OrM/0m7b\n", "tg0rVqwwaauqqoJOp0N6erpJe0JCAubNm2eWbcaMGVQH1aG4OgyWAyhp0BYNYGODtkIAOpj/kGQb\n", "gBUN2qoe7ZveoD0BAI0H1WHoW6fTYcKECXBzc8O4ceOwbNkys+PbhDVTdHQ0kySJFRQUmLRXV1ez\n", "Dh06MJ1OZ3YfPz8/NnDgwEaPmZGRwQCwjIyM5sZRjNjYWLkj2ET0/IyJX4Oj8xtfd0AGAxinLdbK\n", "/ZT5mhf9OcSY2DXwngu4fYJzcnLCtGnTkJ6ebrI0TlFREbKzsxEREcGrK0WqqqqSO4JNRM8PiF+D\n", "6PkNxK5BDWOghhp4afEExyxc4WvdunXQaDR1C5tWV1cjKioKvXv3xvLly1ueUgDr1q2TO4JNRM8P\n", "iF+D6PkNxK5BDWOghhp4sXqCW7VqFby8vPDpp5/WrQfn5eVlcmHVXr164eTJk8jMzISPjw/8/PxQ\n", "W1uL48ePw8XFxS4FEEIIIZZwWw/OyMfHB6mpqTaFIoQQQmxFpwlw0vDXQqIRPT8gfg2i5zcQuwY1\n", "jIEaauCF1oOzICsrC7du3WrWfVavXo3f//73NvfdunVrDB8+HE5OTjYfqzleffVVfPPNNw7tkzfR\n", "axA9v8GrAMStQQ1joIYaeKEJroH79+/D338Qqqubf1mx0NBQLhmSk5MxefJkLseyVkxMjEP7swfR\n", "axA9v0GM3AFsooYxUEMNvNhlgrt48SKio6ORm5sLZ2dDF7Nnz8bbb7/t8E8mzVVTU/NocvsYgNbB\n", "vd8DMESWn/mqYaFZ0WsQPb+B2DWoYQzUUAMv3Ce4wsJChIaGYtKkScjMzISzszPOnz+PkJAQ3Lp1\n", "C5s3b+bdpZ24Aejr4D7NrwJDCCGkZbj/yOTQoUMoKytDVFRU3ae3YcOGYcKECYiLi+PdHSGEEGIR\n", "9wnO+BVkw6VxHjx4gFatWvHuTkEsXeNPHJavUSgW0WsQPb+B2DWoYQzUUAMv3Ce4V155BX5+foiJ\n", "iUFZWRkAw6e648ePY8OGDby7UxD943dRsPon7ItK9BpEz28gdg1qGAM11MAL9wnOxcUFx44dg5OT\n", "E7p27Qp3d3fMnTsXO3fuRGRkJO/uFGS73AFssn272PkB8WsQPb+B2DWoYQzUUAMv3Ce43NxcBAYG\n", "4qmnnkJJSQmKioqQmpqKd999FwsWLODdHSGEEGIR9wnut7/9La5fv45du3ahY8eOAIDnnnsOK1eu\n", "xK5du/D99983el8lrAc3ffp0C8lsX+8KmAHgQIO2tEfHMLVnz54nep0oqoPWgwOezPF4kupQ5Hpw\n", "j+Pt7c3c3NzM2lNTU5kkSeyjjz4yu01J68FVVlY+WiMrnuMaWdZuZQwAS0xMlPthIE8A+6wHZ+2m\n", "nNc8UQ7Frgdn5ObmhpKSElRWVpq0X7t2re52dTL/PxuRWPo/M9GIXoPo+Q3ErkENY6CGGnjhPsEt\n", "W7YMtbW1WL58OaqrqwEAeXl5+Oijj+Dl5YVp06bx7lIhlsgdwCZLloidHxC/BtHzG4hdgxrGQA01\n", "8MJ9gpsyZQqOHTuG//3vfxg4cCD8/f2h1WoxZcoUnD17Fu3atePdpUJMlDuATSZOFDs/IH4Nouc3\n", "ELsGNYyBGmrgxS7XogwJCUFISIg9Dk0IIYRYhdaDI4QQokq0XA43BwCEyx2ixQ4cOIDw8HDk5ubi\n", "3r17smRwdXVFv379Wnx/Yw2iEj2/gTpeByJTQw280ATHTQJEfmEnJCTAz88P/fv3lzVHTk5Oiye5\n", "hIQEoV/Youc3EP91IPoYqKEGXuw2wX333XfYtGkTSktLUV5ejlatWiE8PJzLqtfKlCh3AJskJibW\n", "u4bdXgA+Dk6QBWC2TZ8eExPFHwPxiV2DGsZADTXwYpcJbvfu3diwYQO+/fZb+Pr6AgDef/99/PnP\n", "f1bxBKcmPhB94UpCCOE+wf34449YunQpvvjii7rJDQCWL1+OwMBA3t0RQgghFnH/FeVf/vIX3L9/\n", "H5MmTTJpb9u2LZ2fQQghxGG4T3Dp6eno1q0bMjIyMHHiRPj5+SEgIAAxMTG4f/8+7+4UxNIFlsVh\n", "6YKrohG9BtHzG4hdgxrGQA018ML9K8rCwkKUlZXhzTffxMGDB9G3b1/84x//gFarxblz5/Dtt9/y\n", "7lIhxP50qoZP16LXIHp+A7FrUMMYqKEGXrhPcD///DPu37+P1atXo2/fvgCAoKAgLFmyBOvXr8ep\n", "U6cQHBzMu1sFmCl3AJvMnDlTESsBZ2Vltfi+AwYMaHENt2/fRpcuXVrcty2MfduSvyVseawbJ/7r\n", "QHRqqIEbLmsS1BMQEMAkSWJXrlwxaU9KSmKSJLHNmzeb3ce4REL37t2ZVqs12UaMGMGSkpJM9j98\n", "+DDTarVmx1m0aBHbvXu32bG1Wi0rLi42aV+7di2LjY01aSsoKGBhYWEWlsvZyoCoBst9VDJAy4BT\n", "DdrjGRBpYXmQCAYkNWg7/OgYpsvlTJw40eY6tFoty8rKMmnfunUri4qKMmmrrKxkWq2WnTp1qsHy\n", "KbbUYdwWMWC3hWVStAwotnBc0CbLNsbCeKxlQGyDtoJHY5fVoL0lrw/TZVEiIiIc+jpvyeujvvj4\n", "eBYZGWmWjeqwvo74+Him1WrZ+PHjWffu3VloaCgLDg42eV7YSmKMsaanwOaZNWsWEhISkJmZiYED\n", "B9a1JycnY8qUKfjwww8RFRVlch+9Xo+hQ4ciIyMDQ4bI+/P0qqoqtG/fHkA8HP9/o+UAOiIxMRER\n", "EREO7vuXcQAy4PjTBOIAzIY85+ClAljzBPctx3jrASjjNU+Ug/dcwP0ryvDwcCQkJOCHH34wmeAu\n", "X74MwLC6tzqlAxgtd4gWS09PV8hKD7acg9fSMTB+VSfH+X/1+66CY59D9viKUvzXwejR4uYH1FED\n", "L9x/RfnSSy9h9OjReP/993Hr1i0AQG5uLrZt24ZJkyZhzJgxvLtUiA/lDmCTDz8UO7+B6DWInh8Q\n", "vQY1vA7UUAMv3Cc4SZJw6NAhjB8/HsOHD4evry8mT56MN954A19//TXv7hTkK7kD2OSrr8TObyB6\n", "DaLnB0SvQQ2vAzXUwItdLtXl6uqKTz/9FJ9++qk9Dq9QSvh6r+WU8fWkrUSvQfT8gOg1qOF1oIYa\n", "eKH14AghhKgSLZejQEVFRbKck2af86IIIUQedp/g/vCHP2DhwoWIjo5GdHS0vbuT0QoAH3E50rJl\n", "y7gc58nDbwzkIXp+QPQaVqxYgY8+Ejc/oI4aeLHrBHf37l2sXr0agOHHJ+rWi/PxHH1e1FcAOsBw\n", "XpSoeI+Bo4meHxC9hl69xM4PqKMGXuw6wa1ZswbBwcE4ePCgPbtRiN9wPp6jz8kaAsPJ1iLjPQaO\n", "Jnp+QPQafvMbsfMD6qiBF7v9yCQzMxNff/01YmJi7NUFIYQQ0ii7TXBLly7Fhg0b0LFjR3t1QQgh\n", "hDTKLhNcYmIiKioq8Nprr9nj8AqVLXcAG4meHxC/BtHzA6LXkJ0tdn5AHTXwwn2Cq6qqwsqVK7Ft\n", "2zbeh1a4d+QOYCPR8wPi1yB6fkD0Gt55R+z8gDpq4IX7BPfBBx8gODgYQUFBvA+tcJ/JHcBGoucH\n", "xK9B9PyA6DV89pnY+QF11MAL1wkuPz8fO3fuxMaNG81us2ZVnrCwMOh0OpMtKCgIBw4cMNkvLS0N\n", "Op3O7P6LFy/Gnj17TNr0ej10Oh1KSkpM2qOjo81yFhYWYvr06RaSbYPh/J76qgDoYLh6OvDLz6MT\n", "AFhaMn4GgAMN2tIeHcOShvvqH+1b0qA9GkDDx7vw0b4Nv6poqo7CBu086lgMYE+Dtsbq2G/h/s2t\n", "Ywl+GQ+j5tTxD9heR3PHI77ef/eC+fPKyF7jAQDLwe95ZXwdNK+OGTNmOPR1rtPpzL7K27Ztm9k3\n", "T1VVVdDpdEhPN60jISEB8+Yps46DBw9ixQrT14cS60hISIBOp8OECRPg5uaGcePG8T8HmMuqco/s\n", "2rWLeXh4sICAgLrN19eXSZLE3NzcWEBAAHv55ZfN7mdcaJPXIne2qKysfLQIZHyDhRodsZXVW4Qy\n", "Q4b+91Lf1LeDNuW85oly8J4LuJ4HN3/+fMyfP9+kraCgAF5eXli4cCHWrl3LsztCCCGkUXa/2DJj\n", "zOSf6mX+taxYRM8PiF+D6PkB0Wuw9OcV0aihBl7sNsHdvXsXXl5eCA4OhiRJ2LJlC7y8vMy+q1WP\n", "KrkD2Ej0/ID4NYieHxC9hqoqsfMD6qiBF7tdqqtTp07Iz8+31+EVaJ3cAWy0DuJfqksNYyA6sWtY\n", "t07s/IA6auCF1oMjhBCiSrQeHCFENnKtQejq6op+/frJ0jdxHJrguCkB0FXuEDZoeB6UiNQwBiLn\n", "B6yvwXDe5ezZs+2apik5OTlmk1xJSQm6dhV7DNRQAy/cJ7i8vDz88Y9/RGpqKhhjqK6uhpeXF957\n", "7z2MHj2ad3cK8iqAb+QOYYNXYThpWGRqGAOR8wPW11D56J+OXvcQALIAzMa9e/fMbnn11VfxzTdi\n", "j4EaauCF+wS3aNEilJSUIC0tDW5ubqiursbSpUsREhKCpKQki2fCq0OM3AFsFAPDC19kMXIHsFGM\n", "3AE4iGnm/o5e97BpaljeSw018ML9RyaSJGHNmjVwc3MDADg7O+Pjjz+Gk5MTNm/ezLs7BVHOi7Rl\n", "RM8PiF+D6PkB0WsYMkTs/IA6auCF+ye45ORkODubHrZNmzbo1KkTSktLeXdHCCGEWMT9E1zDyQ0A\n", "7ty5g5KSEowbN453d4QQQohFDjkPbufOnejWrRveffddR3QnE9Gv0CJ6fkD8GkTPD4hegxqutKSG\n", "Gnix+2kCer0emzZtQlJSEp555hl7dycjPQCRVzDXAxgpdwgbqWEMRM4PiF6DXq/Ha6/ZN39ubq7F\n", "X3DycvjwYQwePNjibU/c+X9c1iRoxNWrV1mvXr3YoUOHmtzPuERC9+7dmVarNdlGjBjBkpKSTPY/\n", "fPgw02q1ZsdZtGgR2717t9mxtVotKy4uNmlfu3Yti42NNWkrKChgYWFhj5YQqb9czlYGRDVY7qOS\n", "AVoGnGrQHs+ASAvLg0QwIKlB2+FHxzD+d/3lctZYWF5Ey4DiBu1rGRDboK3g0b5ZDdofV0f95VNs\n", "qcO4LWLAbivrmFqvb1vraO54GOv+jEMdzR0P4/PNWLc9nleN1WGsewyHOpo7Hg2X6rHX88pSHSkM\n", "ANu3b5/J63/r1q0sKirKpK2yspJptVp26tQpk/b4+HgWGRlp9h4UERHR5PtVTk4O++U1Ls+Wk5Nj\n", "cx31tfR9Nz4+nmm1WjZ+/HjWvXt3FhoayoKDgxnAb7kccDmKBf/617+Yp6cnO3LkyGP3pfXgjBut\n", "B0d9U9/23+R7vzG+1xnqz3Dwtle2uq2l6PXgjM6dO4cZM2YgLi4Oo0aNqmsPDAzEhQsX7NElIYQI\n", "RFnn/6kV9wnu5MmTmDx5MubNm4f8/HyTFQX0ej3v7gghhBCLuE9wy5cvR2VlJbZt22Z2myRJvLtT\n", "EB3EvsySDuJfqksNYyByfkD0GnQ6nQoucyX2GPDEfYLLyMjgfUhBLJE7gI2WACiWO4SN1DAGohO7\n", "hiVLxM5voIYa+KD14LiZKHcAG4meHxC/BtHzA6LXMHGi2PkN1FADHzTBEUIIUSWa4AghhKiSXSa4\n", "n3/+GatWrYK3tzcGDRqEYcOGITk52R5dKcgBuQPYSPT8gPg1iJ4fEL2GAwfEzm+ghhr4sMsEN2fO\n", "HCQnJ+PMmTP44YcfEB0djWnTpuHQoUP26E4hNsodwEai5wfEr0H0/IDoNWzcKHZ+AzXUwAf3Ce7E\n", "iRPYv38/YmJi0LlzZwDA5MmTMX78eLz11lu8u1OQbnIHsJHo+QHxaxA9PyB6Dd26iZ3fQA018MF9\n", "gvvrX/8KAHj++edN2seNG4e8vDy6kgkhhBCH4D7BXbx4ER07dqz79GbUp08fAEBmZibvLgkhhBAz\n", "3Ce44uJidOjQwazd2FZcLPrJxIQQQkRg9/XgmiMrK0vuCPjpp58e/dtRAM1Zs+kUgD/a2nu9f08F\n", "4MjH4zSAX8vUt7F/W/s+DSBOpr5bqn7fLc3Po29edVtbg5yPueH6uKmpqWbvOadPn0ZcnP3G4Jdr\n", "89qz7sbGwNC3Et5nG8M9G5c1CeoJCgpiTz/9tFn7/v37mSRJbM+ePWa33bhxg/Xo0ePRMhK00UYb\n", "bbQ9qVuPHj3YjRs3uMxH3D/BDR48GGfPnsXdu3fRqVOnuva8vDwAwKBBg8zu4+7ujgsXLqCoqIh3\n", "HEIIIQJxd3eHu7s7l2NJjDHG5UiPnDhxAqGhoUhMTMT06dPr2l988UX85z//QW5uLs/uCCGEEIu4\n", "T3AAEBERgStXruDkyZPo0qULDh06hPDwcBw4cACTJk3i3R0hhBBixi4T3P379xETE4OkpCQ89dRT\n", "aN26NaKjozF58mTeXRFCCCEW2WWCI4QQQuSmiNUEfvzxR0ycOBEajSLiNJvo+QmxVmlpKWbNmgWN\n", "RoPCwkK54zSb6PlJ88j+jhwXF4fRo0ejsLAQkiQ1ul9kZCT69euHwYMHm2xz5sxxYFpz1uYHgDNn\n", "zmDMmDEYOHAgBgwYgDfffBNlZWUOSmq948ePo3PnzmaP9eDBg+udx6MMIq9cce3aNbi4uFh8nE+f\n", "Pv34AzhYWloaAgMDcfny5Saf61lZWQgLC4OPjw8GDBiAmTNn4saNGw5Mapk1+WNiYuDh4WE2Hg0v\n", "PSiHvLw8rFq1Cv7+/nj22Wfh4+ODsLAwpKenm+2r1DGwtgZu48DlZIMWKi0tZaGhoaywsJDNnTuX\n", "SZLU6L6RkZHsxIkTDkz3eM3Jf+HCBdamTRu2fft2xhhjVVVVLCQkhAUFBbGamhpHRbbK8ePH2bx5\n", "8+SOYZWXXnqJ+fr6stu3bzPGGEtOTmbOzs4sJSVF5mSPl5+fz8aOHSt3DKuNHTuWXb58mUVHRzNJ\n", "klhBQYHZPgUFBaxLly5s5cqVjDHGqqur2cyZM1nfvn1ZeXm5oyObsCZ/TEwM++KLL2RI93gvvPAC\n", "Gzp0KCsqKmKMMfbw4UO2cOFCptFo2MGDB+v2U/IYWFsDr3GQ9RNcx44dcezYMfTs2dOq/ZnC/lzY\n", "nPxRUVHo3bs3Fi1aBABo27YtNm7ciLNnz9r1ygktpbTH2pInd+UKeRw7dgx+fn5N7hMdHQ3GGNav\n", "Xw8AcHJywubNm5Gfn48tW7Y4ImajrMkPKPe5L0kS1qxZAzc3NwCAs7MzPv7447rH2EjJY2BtDQCf\n", "cZD9K8onwa1bt3Dy5Emzj9fDhg2Dq6srEhMTZUomNlq5wrEe9xV8TU0N9u/fj1GjRqF169Z17e7u\n", "7vD29pb9ef64/EqXnJyMKVOmmLS1adMGnTp1QmlpKQDlj4E1NfAk1AQXFxeHsWPH4tlnn8XQoUOx\n", "evVqlJeXyx3rsTIzM8EYq1tRwUij0cDDw0NxKywwxpCbm4vp06fjueeeq/sOPyMjQ+5oJtSwcsWt\n", "W7cwd+5cjBgxAv3798eUKVNw9OhRuWO1SF5eHioqKsye5wDQu3dvZGdn4+HDhzIka57vvvsOEyZM\n", "QEBAAPz9/fHWW2/h5s2bcseCs7P5hafu3LmDkpISjBs3DoDyx8CaGox4jIMwE5yrqyvatWuHlJQU\n", "XLp0CX/605+wb98+jBw5EhUVFXLHa5JxBYXGVllQ2goLrVu3xsOHDxETE4N//vOfuHDhAlxcXBAU\n", "FITDhw/LHa+O6CtXODk5oba2Fm+88QbOnj2LS5cuISAgABMnTsSePXvkjtdsj3ue19bW4s6dO46O\n", "1Szt2rWDRqNBQkICLl68iG+++Qbnzp3D0KFDcf36dbnjmdm5cye6deuGd999F4CYY9CwBoDfOHCb\n", "4I4fPw6NRmPVlpOT0+zjb926FVu2bIGLiwsAwN/fH5988gmuXr2K7du3Kz6/XFpS18iRI3Hu3Lm6\n", "v1e4urpix44d6N69O5YtWyZnOarSs2dPZGdnY9SoUQCAp556CuvWrUNgYCCioqLw4MEDmRM+eVas\n", "WIG4uDh07doVAODp6YnPP/8cRUVF+N3vfidzOlN6vR6bNm1CYmIinnnmGbnjtEhjNfAaB24XW/bz\n", "88NXX31l1b49evTg0ueIESMAGH5+byt75jcOkqWvU8vLy9Gtm/2WmOdVV6tWrTB48GCkpKSYXUhb\n", "Ll27drW4vIbxcbbn42pPw4cPx/nz53HlyhUMHjxY7jhWe9zz3MnJyezrZBH4+vrC1dWVy/sML1lZ\n", "WZg6dSr27t2LkJCQunaRxqCxGhrTknHgNsF169YNERERvA5nora2Frdv3zZ7w3Jycqq73Vb2zD9o\n", "0CBIklS3ooJRbW0trl27ZtXgtlRL6rp79y5cXFzQqlUrk3aejzcPLVm5QknKy8vRunVrtGnTxqRd\n", "aY+ztfr06QNXV1ez5zlgGBNvb2+z55TS3Lx5s+4XfvVpNBrFjMfFixcxdepUfP7552Y/sBJlDJqq\n", "AeA3Dor6G1xjv3IqLCyEh4eHWWHGX8kNGzbM7tms0Vj+7t27Y8yYMThy5IhJ+/nz51FRUWG3ibWl\n", "pk6din379pm01dTU4OLFi/D09ESXLl1kSmbK+Lg1fFyPHj2KPn36YOjQoXLEstrSpUvxySefmLVf\n", "uHAB7du3t+on7Uri5OSEadOmIT093eTr1aKiImRnZyvueW5Jjx49zJbt+u9//4uysjJFvM+cO3cO\n", "4eHh2Lt3r8nEEBgYCECMMXhcDQDHcbD5TDpOmjpROj8/n0mSxN577726k6KvX7/OAgICmIeHR91J\n", "vnKy5kTvtm3bsh07djDGGKusrGRjx45lI0eOZLW1tY6KaZWxY8eygICAukUHa2pq2KpVq5gkSSwx\n", "MVHmdKamT5/OfH19WUlJCWOMsZSUFGFO9I6MjGQ9e/ZkOTk5dW07duxgkiSxDz/8UMZkTTOeKH3t\n", "2jWz2woKCljXrl3rTjJ++PAhe+WVV1i/fv3YvXv3HB3VoqbyS5LE5s6dy3766SfGmOFiDhMmTGCd\n", "OnViubm5jo5q4sSJE8zV1ZUtXbqUffnllyZb/fceJY+BtTXwGgfZJ7hZs2YxT09P5uLiwjQaDfP0\n", "9GSenp6kfqttAAABcUlEQVTs1q1bdfs8ePCA7d69m73wwgvMz8+P+fr6Mk9PT/b666/XnREvF2vy\n", "G505c4YFBwczPz8/1r9/f7ZgwQJWVlYmQ+qmnTlzhr3++uts4MCBzN/fn/Xs2ZM9//zz7PDhw3JH\n", "M/Pzzz+zVatWsQEDBjB/f38WGBjIkpOT5Y5llUuXLrFly5Yxf39/NmjQIObh4cGCgoJYfHy83NEs\n", "WrlyJfP09GRPP/0002g07Ne//jXz9PRkGRkZJvtdvXqVvfjii8zb25v179+fvfzyy+z69esypf6F\n", "NfkTEhJYeHg48/PzYwMHDmQ9e/ZkM2fONPmfELkMGTKEaTQaJkmS2abRaEz2VeoYWFsDr3Gg1QQI\n", "IYSokqL+BkcIIYTwQhMcIYQQVaIJjhBCiCrRBEcIIUSVaIIjhBCiSjTBEUIIUSWa4AghhKgSTXCE\n", "EEJUiSY4QgghqkQTHCGEEFWiCY4QQogq0QRHCCFElWiCI4QQokr/Bw8cLwp8DV7xAAAAAElFTkSu\n", "QmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbAAAACTCAYAAADvAUwGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzt3XtUVOX6B/DvHhRQIW+Y4BLBVOQmoqBCXkISVIwRMzXT\n", "jlrH6qSZnoPi5SSDtSrtevJGv9RO56iTpamhXThpalqawDIxZYEKTgmywARE5CLz/v5AiJkBmT3s\n", "zZ79+nzWmtXqZTN8H94987qHvZ8tMMYYCCGEEJXRKB2AEEIIsQUtYIQQQlSJFjBCCCGqRAsYIYQQ\n", "VaIFjBBCiCrRAkYIIUSVaAEjhBCiSrSAEUIIUSVawAghhKgSLWCEEEJUyaYF7OTJk5gwYQL69euH\n", "fv36YeTIkfjuu++kzkYIIYQ0S/QCduLECYwZMwbBwcG4dOkSLl26hOnTp2PixIn43//+J0dGQggh\n", "xIIgtplvREQEzp49i2vXrsHR0bFhfODAgXBycsLZs2clD0kIIYSYE30E9vPPP6N///4mixcADBo0\n", "COfOncOlS5ckC0cIIYQ0R/QCJggCamtrLcYdHBwAAFlZWa1PRQghhLRA9AI2YsQIZGdno7y8vGGM\n", "MYZffvkFAFBWViZdOkIIIaQZ7cR+Q1JSEsaNG4fFixdj/fr1aN++Pd566y3k5+cDAJydnZv8voKC\n", "AhQUFLQuLSGEENXz8PCAh4dHq59H9EkcAPDTTz/hjTfewPnz59G5c2dMnDgRXbt2xdKlS3H69GmE\n", "hISYbF9QUAAfHx+TozZCCCH3p169eiEtLa3Vi5joIzAACA8Px5dffmkytmzZMjzwwAMICgqy2L6g\n", "oADl5eXYvn07/Pz8bEsqs82bN+PjTz9G7STLv++1aD+AyRIF2QWsXLkSU6dOlegJWy8qKorbSySo\n", "NvXiuT6ea7tw4QJmz56NgoKCtl/AfvvtNxQWFiI0NLRhjDGGgwcPYs6cOWjfvn2z3+vn54ehQ4fa\n", "llRmHh4e0DhqUOtnwwKWAUCidVnQCOjTp49d/Z7CwsLsKo+UqDb14rk+nmuTkuiTOI4ePYqpU6fi\n", "2rVrAIA7d+5gxYoVEAQBr776quQBVUFQOoC86s8w5RHVpl4818dzbVISfQQWEBCA3r1746GHHoLR\n", "aIQgCHBxccHChQvRqVMnOTISQgghFkQfgXXv3h3nz5/H448/jvLycty+fRtfffUV1q5di2XLlsmR\n", "kRBCCLEgegE7ePAgSktLER8fj3bt6g7ghg0bhqioKOzYsUPygKog+jxOdTEajUpHkA3Vpl4818dz\n", "bVISvYDVfzZbU1NjMl5dXX3PEzi41l/pAPIaP3680hFkQ7WpF8/18VyblEQvYE899RQCAgKg0+lQ\n", "WloKoO6o7MiRI/fvSRwjlA4gr5deeknpCLKh2tSL5/p4rk1KohcwFxcXHD58GA4ODnBzc4OHhwfm\n", "zJmD5ORkzJ07V4aIhBBCiCXRC1hOTg5CQ0Ph5OSE4uJiFBQU4KuvvsKKFSvw/PPPy5GREEIIsSB6\n", "AfvnP/+Jq1ev4qOPPkLnzp0BAMOHD0dCQgI++uije149HhMTA61Wa/IIDw/Hvn37TLZLTU2FVqu1\n", "+P4FCxZg69atJmMZGRnQarUoLi42GU9MTMTatWtNxgwGA7RarUXH/PXr11veUboawE4AV8xCZALY\n", "ZzZWBOBzABfMxi/efQ5zB1F38XNj+XXbmnf2ElvH0qVLTcYqKiqg1Wpx/Phxk3G9Xo958+ZZRJsx\n", "Y4bFfGzdurXN50OOOprar7KysrioA7Ccj6ysLC7qAJqej6ysLC7qACznIysri4s69Ho9oqKi4O7u\n", "jsjISGi1WixevNjiZ9hKdC9EPz8/lJSUWDTm/frrrzFp0iSsW7cO8fHxJl/LyMhASEgI0tPT7fbq\n", "8tWrV+PNjW+iZlFNyxub2wngKWlyCGsEbN602a6OZrVarUXrMF5QberFc3081ybleiD6CMzd3R3F\n", "xcW4deuWyXheXl7D1+87MUoHkNeGDRuUjiAbqk29eK6P59qkJLoThyAIuHPnDry8vNC7d28IgoCq\n", "qipcvHgRjLH781T6LkoHkFefPn2UjiAbqk29eK6P59qkJPoIzMvLCytWrMCwYcNQWVmJ2tpaCIKA\n", "6OhodOvWDVOmTJEjJyGEEGJC9BHY888/j549e6Jv374m49HR0XjmmWfg6OgoWThCCCGkOaKPwMLC\n", "wiwWr0uXLuHw4cN44YUXJAumKsdb3kTNzM/y4gnVpl4818dzbVISvYA15aOPPsKjjz6Kfv36SfF0\n", "6mPDiYtqUlFRoXQE2VBt6sVzfTzXJiWb7sjcWE1NDf79738jOTlZijzqNFbpAPJKSkpSOoJsqDb1\n", "4rk+nmuTUquPwPbu3Yv27ds3eQEcIYQQIpdWH4F9+OGHmD9/PjQaST6NJMTu5OTk4ObNm0rHwPXr\n", "19G9e/f7PoO95HB1dcWAAQMUzXDfY62QnZ3NHB0dWX5+/j23S09PZwBYz549WWxsrMkjLCyM7d27\n", "12T7b7/9lsXGxlo8z4svvsi2bNli8dyxsbGsqKjIZHz16tXszTffNBm7cuUKi42NZRcuXDAZ/+CD\n", "D1h4eDhr3609gw51j5Vg8AHDPPw5pgPDVDAEm40tBUMAGGaYjc+++xw6s8cwMGjNxp67u60Alpyc\n", "bHMd8fHxJmO3bt1isbGx7IcffjAZ37lzJ5s7d67F73j69OkW8/HZZ5+1+XzIUUdT+1VRUdE96zh5\n", "8iRD3R3f6EEPi0d2drYs71dFRUV28fpobR07d+5k48aNYz179mRjx45lsbGxbPTo0QwAS09Pt/hZ\n", "YoluJdXY0qVLkZubi927d99zO2olZT1qJdW2Wqqtft/F4wDc2i6XhRwA30Ncjm8ATFA4gxzqc7gD\n", "UOovF8UAvoBs72k8v+akXA9s/gixuroan3zyCfR6fasCcCFC6QDy0ul0SkeQjdW1uQHoJWeSFtT3\n", "TBWTY4KIbeXKIIf6HA8rnENGPL/mpGTzH65Wr16NW7duISEhAT4+PggICMCqVaukzKYenL6I6tnr\n", "UbMUeK6N9/1S0aNAmXG9X0rIpgVsy5Yt0Ov1OH36NNLS0pCdnY1Zs2bh888/lzofIYQQ0iTRHyH+\n", "/vvvWLRoET755BP4+/s3jC9ZsgShoaGShiOEEEKaI/oI7D//+Q+qqqowadIkk/EOHTogOjpasmCq\n", "Yn5zSs6Y38yOJzzXxvt+iayWN1ErrvdLCYlewI4fP44ePXogPT0d0dHRCAgIQHBwMHQ6HaqqquTI\n", "aP8KWt5EzTIy+H0n5Lk23vdLFLe8iVpxvV9KSPRHiAaDAaWlpXjhhRewf/9+9O/fHz/99BNiY2Nx\n", "6tQpfP3113LktG+TWt5EzTZu3Kh0BNnwXBvv+yVGKR1APlzvlxISvYBVVlaiqqoKq1atQv/+/QEA\n", "4eHhWLhwIdasWYMffvgBo0ePljwoaVv20n2Cuh0QQpoj+iNEV1dXAEBwcLDJeP3/nz59utnvjYmJ\n", "gVarNXmEh4dj3759JtulpqY22VtxwYIFFp8NZ2RkQKvVorjY9POExMREi1sSGAwGaLVaZGWZfni+\n", "fv16fPfdd6Y/rBp1FyhfMQuRCWAfLH0O4ILZ2MW7z2HuICz/PpFft635deVi61i6dKnJWEVFBbRa\n", "LY4fN73ni16vx7x58yyizZgxA5s2bYKPjw9CQkIUf/j4+CAnJ8emOqTYr27cuGG68fewvH1OCerm\n", "uchs/BSAVLMxhfYr3DIbpzrqSFCHEu9XUrzO2+J9V6/XIyoqCu7u7oiMjIRWq8XixYstfoatRHfi\n", "mDVrFvR6Pc6ePYvAwMCG8ZSUFEyePBnr1q1DfHy8yfdw34lDQvbQicNuuk/I3O3AGg2/i+eg7HVV\n", "ZwF8AWVz2EMGe8mRD+D/lN031UrK9UD0EVhcXBwA4JdffjEZP3fuHABg+PDhrQqkSk39K5IH9R0X\n", "jtz9b1s/2mDx5PouCrzul/W+UTqAfLjeLyUkegF74oknMGrUKLz++usoLCwEUPf3kvXr12PSpEkY\n", "M2aM5CHtHu9rNsf1LVy4UOkI8uF43gAAgS1volZc75cSEr2ACYKATZs2ITs7G56ennB2dsagQYNg\n", "NBrx22+/4cSJE3LktG/9lQ4gM47r4/raRY7nDQDQW+kA8uF6v5SQTc18XVxcMGrUKHz//fdS5yGE\n", "EEKsQnehJIQQokq0gEnB/PRg3nBcn/mpxFzheN4AAHlKB5AP1/ulhGxewAoLCzFnzhyEhYXBx8cH\n", "kydPxqFDh6TMph7nlA4gM47r4/p+dhzPG4C668g4xfV+KSGbFjAHBwcYjUY899xzOHnyJDIzMxEc\n", "HIzo6Oj7swnlNKUDyIzj+nbt2qV0BPlwPG8AgHFKB5AP1/ulhGw6icPT09Pk6nAnJyckJSXhm2++\n", "QXx8PJ5++mk4OjpKFvJ+U1hYqGgzzwsXeP/siRDCA0n/BjZixAiUlpbi119/bfLr1Erqrnu1kjIy\n", "JCYmKtq+afbs2a2uQ+qWP9RKqhE7mA+q40/USqr5OuyulRQAlJWVwdHREc7OzibjS5Yswb/+9S+c\n", "Pn26rv3OXdRKSoQkAAzKtnHKQd0bg9Itg+ygXQ+1krKzDPaSww72TbVStJUUACxatAjvvfceAODD\n", "Dz+ERqNBUlIS0tLS0KlTJwQEBLQqlOrIccJQfRsnJR5d26A+O9HUv065wfG8AahrccYprvdLCdm0\n", "gAmCgM2bNyMtLQ2rVq0CUNeF/sSJE1i9erXFkRn3+ikdQGYc18d1xwOO5w0AdeIgtp3E8Y9//ANd\n", "unTBhAkTUFNTA8YYzp49ix07dmDmzJlSZ7R/g5QOIDOO6+N6f+V43gBw3SqL6/1SQjYdgQUGBmLe\n", "vHlwdHTEsWPHIAgC/vrXv9IvnRBCSJux+SzERYsW4dVXX0Xnzp2lzEMIIYRYxaYFbNeuXSgvL8ez\n", "zz4rdR51Mj8Flzcc12d+2jFXOJ43AMA1pQPIh+v9UkKiF7CKigokJCRg/fr1cuRRJ97vIMNxfevW\n", "rVM6gnw4njcAwBmlA8iH6/1SQqIXsDfeeAOjR49GeHi4HHnU6QmlA8iM4/o+/fRTpSPIh+N5A8B1\n", "Kymu90sJiToLMTc3F8nJyfjll18svmbD9dD84L1rlsL1KdnaStVttXjfL206h1odOnbsqHQEVRC1\n", "Cxw6dAidOnXCpEmTGsaqq6sBAMnJydi3bx98fX2b7aQcExOD4cNN73NeVFSEhIQExMXFNYylpqZi\n", "w4YN+PLLL022XbBgAYYOHWryt7eMjAzodDps27YNbm5/tq5ITExEx44dkZCQ0DBmMBiwcOFCrFu3\n", "Dr6+vg3jzbaS2g1gJACvRuOZAC4BiDPdHJ+j7hbnfo3GLgL4GcBTZtseBOABoPFF6PmouzDT/N8B\n", "3wNoD2BUo7ESAF8BiALQo9H4KQClABpfQmJLHa5mY7bUMRlAp1bW4Vn3vxatrZSkxHwEmo0pNR/u\n", "EtTR2tfHZLNtlZqPRueuKfF+ZTAY8NZbbzWMVVRU4Mknn8SyZcswatSfvwy9Xo/U1FR8/PHHJtlm\n", "zJiBmTNnyv6+q9frsW3bNmRmZsLf3x8uLi4oKSmBVGxqJdXYlStX0LdvX+h0OqxevbrJbaiVlAj1\n", "raSoZdCfOaitln3MiT1ksJcc1ErKZoq3kmqsfv27rz9CNG8Qyhul65Ozrda5Fr5u3lZLTZSeN7md\n", "VDqAfMyb9ZKmiV7ADAYDVq5ciaFDh8LJyQkDBgwAYwxr165F375978/7gfF+KRzP9VFt6uWidAD5\n", "9OnTR+kIqiB6ATt8+DDWr1+PzZs3o6qqCjU1Ndi/fz+qq6sxf/78+/PasBFKB5AZz/VRbepl/rdB\n", "jrz00ktKR1AF0QuYh4cHli1bhhEj/nx1aLVaBAYGYs+ePZKGI4QQQpoj+kTU8ePHY/z48RbjZWVl\n", "GDhwoCShCCGEkJa0+iSOmzdvYuXKlbh9+zbefPNNKTKpj/mdX3nDc31Um3pJdza23TG/CzNpWqsW\n", "MH9/f3Tr1g0HDhzAnj17MHjwYKlyqcv/lA4gM57ro9rUi+OzEJctW6Z0BFVo1QJ2/vx53L59G0uW\n", "LEFkZCTefvttqXKpS4zSAWTGc31Um3qNankTtdqwYYPSEVSh1R8htmvXDvPmzcNf/vIXrFixApcv\n", "X25225iYGGi1WpNHeHg49u0zvfd5amoqtFqtxfcvWLDA4jT9jIwMaLVaFBcXm4wnJiZi7dq1JmMG\n", "gwFardbi8LzZThw7YdnROxOWt2rvgror9M27Dl28+xzmDgLIMBvLv7ttU504zBtTl9zd1vwjolOw\n", "vPZHTB1AXR35ZmPFEF/HLbNxJeqwZj664N51VJmN22sdgGUdXaC++QCs369cYBd1yPF+1adPn3u+\n", "X5lfJ1ZRUQGtVmvRxV6v12PevHkW2WbMmNEm77t6vR5RUVFwd3dHZGQktFotFi9ebPEzbCW6E0dl\n", "ZSUcHR2h0ZiufRs3bsRLL72Ezz//HFOnTjX5GnXiEIE6cdhXDnvIYC857CGDveSgThw2U7QTx4QJ\n", "E/DZZ59ZjOfl5QGASV8sQgghRC6iFzBBEPDGG2/gypU/j7mPHj2K5ORkjBgxAmPGjJE0oCrwfu85\n", "nuuj2tSL4/uBmf/5gzRN9AL2+uuvw8/PD6GhoejQoQOcnJwQHR2Nnj17IikpCYIgyJHTvin8qaPs\n", "eK6PalOvO0oHkE9FRYXSEVRB9AIWHh6OkpISeHl5ITc3F1VVVbh16xaio6MxceJEi1b894WxSgeQ\n", "Gc/1UW3qFap0APkkJSUpHUEVbDoLURAEvPLKK3B3r7tBULt27fDuu+/CwcEB77zzjqQBCSGEkKbY\n", "dE/TlJQUtGtn+q3Ozs7o2rWrpDcrI4QQQppj0xGY+eIFAH/88QeKi4sRGRnZ6lCqY36NDW94ro9q\n", "U69KpQPIx/z6KtK0Vl/IXC85ORk9evTAihUrpHpK9divdACZ8Vwf1aZeR5QOIJ9nnnlG6QiqYNNH\n", "iOYyMjLw9ttvY+/evXjwwQeleEp1iVA6gMwilA4gowilA8goQukAMuP4JA6dTqd0BFVo9RHYhQsX\n", "MGXKFGzfvh2PPPLIPbfltpVUL/DdSqoC/LaS6gV+W0n1gvrmA7B+v3KDXdQhx/vV0KFDqZWUFUS3\n", "kmrszJkzmDJlCrZs2YJHH3202e2olZQI1ErKvnLYQwZ7yWEPGewlB7WSspmiraTqnTp1ClqtFgMG\n", "DEBUVBQMBgMAIDSU4+N6QgghdsOmBezYsWOIjIxEWVlZw+HtF198ge3btyMjw/zY/z7Ae8k810e1\n", "qRfH93w0/8iONM2mkziWLFmCiooKCIKA0tJSAMDf//53ALg/W0kVKB1AZjzXR7WpF8dnmmdkZODZ\n", "Z59VOobds+kILD09HUajEUajEYmJiRAEAXl5eTAajaitrZU6o/2bpHQAmfFcH9WmXhzf0HLjxo1K\n", "R1AFm/8Gdl8eaRFCCLEbkl3ITAghhLQlWsAIIYSoEi1gUmjqYkye8Fwf1aZe3ygdQD5NXVBMLEnS\n", "Suq+N1zpADLjuT6qTb0ClQ5Q14lIDuPHj7f6kqTr16+je/fusuSwlqurKwYMGNDmP7dNF7CYmBgM\n", "H276qioqKkJCQgLi4uIaxlJTU7FhwwaLm2MuWLAAQ4cONTm9NCMjAzqdDtu2bYObm1vDeGJiIjp2\n", "7IiEhISGMYPBgIULF2LdunXw9fVtGG+2ldRuACMBeDUazwRwCUBco7H+qGsxEwjAr9H4RQA/A3jK\n", "7BdxEIAHgMYXoeejrjlpU62k2sP0jKsSAF8BiALQo9H4KQClAKJtrAN363CFpZ0i65gMoFMr63Bv\n", "ZR3WzEf/Fuowf00qMR/mb9TW7lf9ob75aKoOmNVRr7eNdUg4H7Nnzwapk52dje3bt5u87+r1emzb\n", "tg2ZmZnw9/eHi4uLpLfcalUrKaCu6eSaNWuQl5eHPn36NLkNtZISgVpJ2VcOe8hgLznsIYO95KjP\n", "8DjqejIqJQd1i7iSOYoBfGF9Wy0p1wPJjsBauQ4SQoj6uEHZxbz+Ym6lcyjEppM4KisrERYWBkdH\n", "R7z22mtgjCE0NBR9+/a9P1tJyfMxuP3guT6qTb3ylA4gI97nTiI2LWBPP/00bt68iWvXruHOnTtI\n", "SUlBSUkJNmzYYLcfEcrqhNIBZMZzfVSbep1ROoCMeJ87iYhewI4ePYo9e/ZAp9OhW7duAIDHHnsM\n", "48aNw8svvyx5QFXoqHQAmfFcH9WmXs5KB5AR73MnEdEL2GeffQYAFvf/ioyMxOXLl5GWliZNMkII\n", "IeQeRC9gZ86cQefOnRuOvur169cPAHD27FlpkhFCCCH3IHoBKyoqwgMPPGAxXj9WVGR+H29CCCFE\n", "em16IbNcV61LoaCgAMZKI2DLJ6AG2PZ9Tam/GiEHyt3vyGCWwYC6616UziHXz7hXbW2RwRq25JB6\n", "3uztd1EIZfbLxhnk+l1YO3f2MCc36v5j7fu7pOsAEyk8PJx16dLFYnzPnj1MEAS2detWi6/l5+ez\n", "Xr16MdS9PdODHvSgBz3u40evXr1Yfn6+2OXHgugjsCFDhuDkyZO4ceMGunbt2jB++fJlAMDgwYMt\n", "vsfDwwNpaWkoKOD9FrGEEEJa4uHhAQ8Pj1Y/j+hWUkePHsXYsWOxa9cuTJs2rWF84sSJuHjxInJy\n", "clodihBCCGmJTb0Qp0+fjl9//RXHjh1D9+7dcfDgQcTFxWHfvn2YNIn3+5gTQgixBzYtYFVVVdDp\n", "dNi7dy+cnJzg6OiIxMREPPbYY3JkJIQQQiy0uhs9IYQQooQ2uSPz77//jujoaGg0/N0AmufaCFFS\n", "SUkJZs2aBY1GA4PB0PI3qAjPtbUl2d91d+zYgVGjRsFgMEAQhGa3mzt3LgYMGIAhQ4aYPJ5++mm5\n", "I9rM2toA4Mcff8SYMWMQGBiIgQMH4oUXXkBpaWkbJZXGkSNH0K1bN4s5GjJkCHJzc5WOZ7XKykos\n", "X74cvr6+GDx4MIYNG4aUlBSlY7VaXl4eXFxcmpyfEyfU1R02NTUVoaGhOHfu3D1fWxcuXEBMTAz8\n", "/PwwcOBAzJw5E/n5+W2YVDxratPpdPDy8rKYR/MWfvbm8uXLWL58OYKCgjBo0CD4+fkhJiYGx48f\n", "t9hWkrlr9Yn491BSUsLGjh3LDAYDmzNnDhMEodlt586dy44ePSpnHEmJqS0tLY05OzuzjRs3MsYY\n", "q6ioYI888ggLDw9ntbW1bRW51Y4cOcLmzZundIxWe+KJJ5i/vz+7fv06Y4yxlJQU1q5dO3bgwAGF\n", "k7VObm4ui4iIUDqGJCIiIti5c+dYYmIiEwSBXblyxWKbK1eusO7du7OEhATGGGN37txhM2fOZP37\n", "92dlZWVtHdlq1tSm0+nYJ598okC61hk/fjwLCQlhBQUFjDHGampq2N/+9jem0WjY/v37G7aTau5k\n", "PQLr3LkzDh8+DE9PT2sXUznjSEpMbfHx8XjooYfw4osvAgA6dOiAtWvX4uTJk9ixY4fcUSWlpjlq\n", "Ct1NQR0OHz6MgICAe26TmJgIxhjWrFkDAHBwcMA777yD3NxcvP/++20R0ybW1Aao87UmCAJeeeUV\n", "uLu7AwDatWuHd999t2Fu6kk1d/SHG5kVFhbi2LFjFof+w4YNg6urK3bt2qVQsvsT3U1BHVr6SL62\n", "thZ79uzByJEj4ejo2DDu4eEBX19fu35dtVSbmqWkpGDy5MkmY87OzujatStKSkoASDt3drWA7dix\n", "AxERERg0aBBCQkKwatUqlJWVKR2rVc6ePQvGWEO3/noajQZeXl6q6t7PGENOTg6mTZuG4cOHN3xu\n", "nZ6ernQ0q/F+N4XCwkLMmTMHYWFh8PHxweTJk3Ho0CGlY0nu8uXLKC8vt3hdAcBDDz2ErKws1NTU\n", "KJBMOt988w2ioqIQHByMoKAgvPzyy7h27ZrSse6pXTvL5k5//PEHiouLERkZCUDaubObBczV1RUd\n", "O3bEgQMHkJmZiY8//hi7d+/Gww8/jPLycqXj2ay+O39zHfzV1L3f0dERNTU10Ol0+Pnnn5GWlgYX\n", "FxeEh4fj22+/VTqeVXi+m4KDgwOMRiOee+45nDx5EpmZmQgODkZ0dDS2bt2qdDxJtfS6MhqN+OOP\n", "P9o6lmQ6duwIjUYDvV6PM2fO4Msvv8SpU6cQEhKCq1evKh1PlOTkZPTo0QMrVqwAIO3cWb2AHTly\n", "BBqNxqpHdna2tU/b4IMPPsD7778PFxcXAEBQUBDee+89nD9/Hhs3bhT9fGLIXZs9sqXmhx9+GKdO\n", "nWr4/N7V1RWbNm1Cz549sXjxYiXLIQA8PT2RlZWFkSNHAgCcnJyQlJSE0NBQxMfHo7q6WuGExFpL\n", "ly7Fjh074ObmBgDw9vbGtm3bUFBQgNdee03hdNbLyMjA22+/jV27duHBBx+U/PmtbuYbEBCATz/9\n", "1Kpte/XqZXOgxsLCwgDUnYIuJzlrq98Bm/ootKysDD169BD1fFKRqub27dtjyJAhOHDggEWDZ3vk\n", "5ubW5O0c6udHqfmQ04gRI3D69Gn8+uuvGDJkiNJxJNHS68rBwcHiY2K18/f3h6urq+zvh1K5cOEC\n", "pkyZgu3bt+ORRx5pGJdy7qxewHr06IHp06dbu7koRqMR169ft3jzcHBwaPi6nOSsbfDgwRAEoaFb\n", "fz2j0Yi8vDyTiW1LttR848YNuLi4oH379ibjbTVPUrDlbgpqUVZWBkdHRzg7O5uMq2l+rNWvXz+4\n", "urpavK6Aurn09fW12E/V5Nq1aw1n8jWm0WhUMY9nzpzBlClTsG3bNosTpqScuzb9G1hzZ98YDAZ4\n", "eXlZTEz9GWHDhg2TPVtrNVdbz549MWbMGHz33Xcm46dPn0Z5eblsC6ccpkyZgt27d5uM1dbW4syZ\n", "M/D29kb37t0VSma9+t+3+XwcOnQI/fr1Q0hIiBKxJLFo0SK89957FuNpaWno1KmTVaduq4WDgwMe\n", "f/xxHD9+3OSj0YKCAmRlZanqddWUXr16Wdx+6tKlSygtLbX798NTp04hLi4O27dvN1m8QkNDAUg8\n", "dxJdv9b7RVpdAAACaklEQVSie13sm5ubywRBYCtXrmy4sPfq1assODiYeXl5NVxwaq+suZC5Q4cO\n", "bNOmTYwxxm7dusUiIiLYww8/zIxGY1vFbLWIiAgWHBzccCO62tpatnz5ciYIAtu1a5fC6aw3bdo0\n", "5u/vz4qLixljjB04cICLC5nnzp3LPD09WXZ2dsPYpk2bmCAIbN26dQoms139xb55eXkWX7ty5Qpz\n", "c3NruBi2pqaGPfXUU2zAgAHs5s2bbR1VtHvVJggCmzNnDrt9+zZjrK5xQlRUFOvatSvLyclp66hW\n", "O3r0KHN1dWWLFi1i//3vf00ejd8jpZo72RewWbNmMW9vb+bi4sI0Gg3z9vZm3t7erLCwsGGb6upq\n", "tmXLFjZ+/HgWEBDA/P39mbe3N5s/f37DFd32yJra6v34449s9OjRLCAggPn4+LDnn3+elZaWKpDa\n", "dj/++CObP38+CwwMZEFBQczT05M9+uij7Ntvv1U6miiVlZVs+fLlbODAgSwoKIiFhoaylJQUpWO1\n", "WmZmJlu8eDELCgpigwcPZl5eXiw8PJzt3LlT6WiiJSQkMG9vb9alSxem0WhY7969mbe3N0tPTzfZ\n", "7vz582zixInM19eX+fj4sCeffJJdvXpVodTWsaY2vV7P4uLiWEBAAAsMDGSenp5s5syZJv84sUdD\n", "hw5lGo2GCYJg8dBoNCbbSjF31I2eEEKIKtnNdWCEEEKIGLSAEUIIUSVawAghhKgSLWCEEEJUiRYw\n", "QgghqkQLGCGEEFWiBYwQQogq0QJGCCFElWgBI4QQokq0gBFCCFElWsAIIYSoEi1ghBBCVIkWMEII\n", "Iar0/1wibUy2TeCHAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "049\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbEAAACTCAYAAAAAwyc4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAG7xJREFUeJzt3XlUVOf5B/DvHdRoG+ISN/w1EaOCzBjESKrU4L4rRHPU\n", "aEwTU49K3ZqcWsUaI2ZxaVziEsWorWuMtgQ3WjUmRiVWI1CXICqJgGkkOVpUBAQRnt8fyMRhUJnh\n", "Mi9z5/s5557Gdy5zv++9c+fpDJfnaiIiICIickMm1QGIiIicxSJGRERui0WMiIjcFosYERG5LRYx\n", "IiJyWyxiRETktljEiIjIbbGIERGR22IRIyIit8UiRkREbquGMz80evRoHDx4EA0aNLAZv3PnDpKT\n", "k/Hpp59i8ODBugQkIiK6H82Z3omvvfYaunfvjldeecVmPCYmBhEREfjhhx9Qq1Yt3UISERGVx6lP\n", "YuPHj0eTJk3sxlevXo3Ro0ezgBERkUs49UmsPN999x38/f1x/vx5tGzZUo+nJCIieiDdLuxYs2YN\n", "evbsyQJGREQu49TXiWUVFhZi/fr1iI6O1uPpiIiIKkSXIhYbG4uaNWsiPDz8vutkZmYiMzNTj80R\n", "EZEb8/HxgY+Pjy7PpUsRW716NcaOHQuTqfxvJzMzM+Hn54ecnBw9NkdERG6sWbNmSEhI0KWQVbqI\n", "paamIj4+Hps3b77vOpmZmcjJycHmzZsREBBQ2U065c0338TevZcg8p6S7QOboGmxSEg4oWTrKSkp\n", "ePnllwG8A6CFggRfAVilcPsAkAZgltLXYe/evfHZZ58p2XZ14Mnz//kc/CWA1QoSqH/9Az/vh8zM\n", "zOpRxD766COEhYVVKExAQACeeeaZym7SKQ0aNIDJlIeioueVbB/4GrVqPaJs/j8bAEBVhlWKt58E\n", "YJbS12GnTp2qwWtAHU+ff4kgAKMUbFf9678qVKqI3b59Gxs2bMDWrVv1ymNomqapjkCKeXl5qY6g\n", "lKfPvwT3gZ4qdYl9TEwM6tevj549e+qVh4iIqMIqVcRGjhyJ8+fP65WFiIjIIexi70I6NUchN1Zc\n", "XKw6glKePv8S3Ad6crqI7d27F7169UJwcDD8/PxgsVgwc+ZMPbMZTu3adVRHIMX69u2rOoJSnj7/\n", "EiGqAxiKU0Vs7dq1GD9+PJYtW4aEhARcuHABo0aNwt///ne98xnKo4/WVR2BFJs8ebLqCEp5+vxL\n", "jFAdwFAcvjrxv//9L6ZMmYINGzbAbDZbx9944w0EBwfrGo6IiOhBHP4ktnHjRhQUFGDgwIE243Xq\n", "1EGfPn10C0ZERPQwDhex+Ph4NGrUCImJiejTpw8sFguCgoIQFRWFgoKCqshoGIWFt1VHIMXOnTun\n", "OoJSnj7/EmmqAxiKw0Xs0qVLuHHjBiIiIrBy5UokJydj1apVWLFiBQYPHlwVGQ0jO/ua6gik2LRp\n", "01RHUMrT519imeoAhuLw78Ty8/NRUFCAmTNnolWrVgCAkJAQTJo0CW+//TaOHDmC0NBQ3YMaQd26\n", "j6uOQIqtWLFCdQSlVM8/NTUVN2/eVLLtlJSUu//FQq4rcVBQUJBomibJyck247GxsaJpmixatMju\n", "ZxITEwWANGnSRMLCwmyWTp06SWxsrM36+/btk7CwMLvnmTBhgqxdu9buucPCwuTKlSs242+99ZbM\n", "nz/f+u9Ro0aJydRRgDABUgSQe5ZlAkwtM5Z7d90jZcY/FmB0mTERYLgAsWXG9t19DhHgz/J//9ei\n", "0vMQEcnIyJCwsDBJSUmxGV+2bJlMnTrVZiw3N1fCwsJk7dq1AkCAxErO495lggBry4wl3l33Spnx\n", "IWW2LwJkuPh4rBAAkpiYqNvrytnjceTIEZvxjz/+WEaPHi1lDR8+3CXnhyfM480337z7GlS9dCnn\n", "/HhLgPllxvQ+PxKtr39XHY+PP/5YevXqJU2aNJHu3btLWFiYhIaGlnseOsvhIvbSSy+Jpmly5swZ\n", "m/Fdu3aJpmny/vvv2/1MaRHTK7QzRo0aJV5eXct5s3PV8nMRU6H0GNgWEVcumxVv3/YkJs/z8zmw\n", "+e5rwdXLO4rPgerx+te7Hjj8deLgwYOxdetWnDp1Cm3btrWOf/PNNwCAX//6144+JRGRCwVAzZ0U\n", "Uh6+CjnM4Qs7hg4diueeew5z587FTz/9BKDke+bly5dj4MCB6NKli+4hjeLmzeuqI5BiCxYsUB1B\n", "KU+ff4n1qgMYisOfxDRNQ1xcHN5880107NgRv/jFL1BUVIRx48ax7dRDiIjqCKRYXl6e6ghKefr8\n", "S+SrDmAoTt1PzNvbG0uXLsXSpUv1zmNojz1WX3UEUmzOnDmqIyjl6fMvEaE6gKE4VcTS09PRtm1b\n", "tG7d2u6xFStWoHPnzpUORkRE9DBO39n52WefxcGDB/XMQkRE5BDeT8yFioqKVEcgxa5evao6glKe\n", "Pv8S7NyjJxYxF7p+nSewp/vd736nOoJSnj7/Em+rDmAoThexn376Ca+++io6deoEPz8/PP/88/j8\n", "88/1zGY43t71VEcgxaKiolRHUMrT519inOoAhuJUEfPy8kJxcTHGjRuHY8eO4cyZMwgKCkKfPn2w\n", "bt06vTMaRq1aj6iOQIo984yKP7KtPjx9/iUCVAcwFKeK2BNPPIFz585Zr0J85JFHMGfOHAQHB2Pq\n", "1Km4fZu3HCEioqrn9NWJ5enYsSNOnDiB5ORktG/fXs+nNoQ7dwqRlJSkZNs/d9AmlfvC29u73D9N\n", "ISInOdNw8caNG3Lr1i278ddff100TZOEhASbcXaxFwEi7jb/VL14chf72dVg/0N69OjhVt3f9exi\n", "f28+V8/jT3/6UzmvQb3P8wedH6VNsFuXc36wi72zNBHHeyGNHj0a/v7+mDFjhs14aGgoTp48iStX\n", "rqB27drW8aSkJHTo0AGJiYnKvhN/+eWX8ckn/0VR0ZdKtg+MAfBXAJuh5jvxfwKYBSARapqfbgHw\n", "ssLt35tB1TFIAfCy0vNAtYkTJ+LDDz9Usu3S9yH158AwANsVbD8JgNr3YUD/euDU14mapmHVqlUY\n", "OnSo9auRVatW4auvvsKCBQtsChiVxQ7a6qk6BqSqgFUvkaoDGIpTReyPf/wj6tWrh6FDh0LTNFy/\n", "fh3NmjXDli1bMHLkSL0zEhERlcupIta2bVssWbJE7yxEREQOqXTHjtWrV8NkMrE7NRERuVyliti1\n", "a9es9xDTNE2XQERkXOHh4aojVANvqA5gKJUqYrNmzUJoaKheWYjI4CZNmqQ6QjUwXHUAQ3G6iJ0+\n", "fRqffvope6ERUYX16dNHdYRqIER1AENxuohNmTIF77zzDurWratnHiIiogpzqoht27YNOTk5GDNm\n", "jN55iIiIKszhIpaXl4fp06dj+fLlVZGHiAxsx44dqiNUAwdVBzAUh4vYvHnzEBoaipAQfq9LRI7Z\n", "unWr6gjVwD7VAQzFoT92TktLQ3R0NE6dOmX3mBMtGInIxVJTU3Hz5k1l23/33XeVbbv6mK86gLE4\n", "0i14zZo10rx5cwkKCrIuZrNZNE2Tpk2bSlBQkIwYMcLu59jFXgT43T0dtB3p/q5Xd+tZ92zfU7vY\n", "Ty8ng6PzqMzxKDkPunTpoqSL/YULF+7OX+1y4cKFKjvPRdyhi30XnV9Xnt3F3qEiVp709HTRNE3m\n", "zJlz33VKi5heoZ0xatQo8fLqWs4LzVXLvUVMxfY3e/j2q0MGtedB6XlYsh8SFSybq8n8PfUcUP8+\n", "fO9x0CtHpW+KKSI2/0tE1R27+JNxOP13YteuXUOLFi0QGhoKTdPwwQcfoEWLFli3bp2e+YiIDCZK\n", "dQBDcfqTWP369ZGWlqZnFiIiD9BJdQBDqXQXeyIickQ/1QEMxeFPYpcuXUJ0dDQOHDiAoqIi5Ofn\n", "o2bNmhgzZgwmT55cFRmJiIjK5XAR++KLL7B8+XIcOHAAHTt2BADs2rULL7zwAm7evIk///nPuock\n", "IiIqj8NfJ/r4+GDatGnWAgaU3COobdu2iImJ0TUcEZHx/Ed1AENx+JNY37590bdvX7vx7Oxs+Pv7\n", "6xKKiMi4NgJg83S9VPrvxG7evIl58+bh1q1bmD+f7VSIiB5sruoAhlKpImY2m5GamoqAgADExMSg\n", "Xbt2euUiIjKoOqoDGEqlitjZs2dx584dbNq0CT169MC7776LqVOn6pWNiAwoJSXFo7ZLVUyX5lUi\n", "MnbsWKlRo4Z89913do+xAbAIGwCzAbDqBsC2vQNd0XC27PGIvLt91QsbAHt0A+Bbt25JUVGR3fiK\n", "FStE0zT5xz/+YfcYGwCLsAGw6u1XhwzVpQGw6teAqgbE71ST+f9W0fbVvw/f+zpU1gC4X79+iIiI\n", "wIgRI2zG09PTAQANGzZ09CmJyKOoakBcXb5ObKo6gKE4/HdimqZh3rx5yMjIsI4dOnQI0dHR6Nix\n", "I7p06aJrQCIiYxnx8FWowhz+JDZ37lz87W9/w8CBA+Hl5YXc3FzUqlULU6ZMwYwZM6BpWlXkJCIi\n", "suNwEQsJCUFISEhVZCEiInIIu9gTEblUmuoAhuJUEbt48SIiIyMRGBiIp59+GgEBARgwYADi4+P1\n", "zkdEZDDLVAcwFKeK2IQJE3DgwAHs378fZ86cwZkzZ+Dr64uuXbti165demckIjKQaaoDGIpTRUzT\n", "NMyaNQtNm5ZcKlqjRg0sXrwYXl5eWLRoka4BiYiMxUd1AENxqu3U7t27UaOG7Y/Wrl0b9evXx/Xr\n", "13UJRkRE9DBOfRIrW8AAICsrC1evXkWPHj0qHYqIiKgidLs6MTo6Go0aNcKMGTP0ekoiIgNarzqA\n", "oVT6fmIAkJSUhIULFyI2NhaNGzfW4ymJDItd3D1dvuoAxlLZ5otnz56VJ598UuLi4u67DrvYi7CL\n", "PbvYl+RR3cFdZRf718vsfz1eV47M45Vyjj+72Ffl+2617GJ/r//85z/i6+srBw4ceOB67GIvwi72\n", "qrdfHTKwizu377l3USilvIt9qePHj+PFF1/Eli1b0LlzZ+t4cHAwEhISnH1aIg/g6V3cifTjVBE7\n", "fPgwBg0ahNdeew1paWlIS0uzPpaUlKRbOCIi47mmOoChOFXE3njjDeTm5mL58uV2j7GLPRHRg7wN\n", "oKfqEIbh1CX2iYmJKCoqQlZWFkaOHAmg5KaYxcXFKCoq0jUgEZGxjFMdwFCc/jux/fv3Izg4GN98\n", "8w0/fRERVViA6gCG4nQRmzdvHnbu3IkhQ4ZARPTMREREVCFOF7EvvvgCFotFzyxEREQOcbqI8StE\n", "IiJn7FAdwFB4Z2ciIpc6pzqAobCIERG5VKTqAIbCIkZERG6LRYyIiNyWS4vYgAEDEB4ebrOEhIRg\n", "xw7bX3Tu378f4eHhdj8/ceJErFu3zmYsKSkJ4eHhuHr1qs347NmzsWDBApsxkXwA4bD/Tno5gD+V\n", "Gcu7u258mfGtAF4rZ3Yvwv4XtvvvPofdTACsKzOWdHfdq2XGZwNYUGbsEhyfx/ky466eR0w5P+/M\n", "PCpzPM6Usx7g2uMBAG/AOK8rR+ZRtqeqq+exv5xtufo8B0qOv9rj8eKLL7rkfXfr1q3o3bs3mjZt\n", "ih49eiA8PByvv/663TYqpbIdhGfPni2apklGRsZ912EXexF2sVe9/eqQgdvn9ktvxaJi++rfh0X0\n", "rwe6fRITEb2eiojIwIarDmAoThexyMhItGjRAkuXLoWmaXjuuefQokULdrEnInqgENUBDMXp+4nN\n", "nz8f8+fP1zMLERGRQ3h1IhERuS2nilh+fj4iIyPRpk0btGvXDs8++yx2796tdzYiIgM6qDqAoThV\n", "xH77299i9+7dOHr0KE6dOoXZs2fjhRdeQFxcnN75iIgMZr3qAIbicBE7dOgQYmJiEBUVhQYNGgAA\n", "Bg0ahF69euEPf/iD7gGJiIylgeoAhuJwEdu+fTsAoGdP29tr9+jRAxcvXkRCQtk/aCQiIqoaDhex\n", "kydPom7dutZPYaVatmwJADh9+rQ+yYiIiB7C4SJ25coVPPbYY3bjpWNXrlypfCoiIqIKcPrvxJyR\n", "kpLiys3ZyMrKQnHxZQAfKUpQ2v/snwBU7IevPHz71SEDt8/tA8BJAFsUbD8NgNr34SrZvqN9qkJC\n", "QqRevXp24zExMaJpmqxbt87uscuXL0uzZs3u9g3jwoULFy6evDRr1kwuX77sVK/Eshz+JNa+fXsc\n", "O3YM165dQ/369a3jFy9eBAC0a9fO7md8fHyQkJCAzMxMRzdHREQG4+PjAx8fH12eSxNxrHPvoUOH\n", "0L17d2zbtg3Dhg2zjvfv3x/ffvstUlNTdQlGRET0MA4XMQAYPnw4kpOTcfjwYTz++OOIi4vD4MGD\n", "sWPHDgwcOLAqchIREdlxqogVFBQgKioKsbGxeOSRR1CrVi3Mnj0bgwYNqoqMRERE5XKqiBEREVUH\n", "7GLvYjNmzIDJZMKGDRtURyGiKrZ69WqYTCbMmTNHdRTDckkR27JlC0JDQxEcHIxWrVqhffv2WLZs\n", "md16R48eRZcuXdC2bVv4+/sjIiICN27ccEVEl/j222+xePFiaJoGTdPKXcdo++D06dOYOHEiLBYL\n", "AgMDYTabMWzYMJw5c6bc9Y02f8Bz7vpw8eJFREZGIjAwEE8//TQCAgIwYMAAxMfH262bkpKCAQMG\n", "ICAgAP7+/hg5ciQuX76sIHXVuXbtGmbOnAkA5Z7vRt4He/fuRa9evRAcHAw/Pz9YLBbrviil2/x1\n", "uVD/AWbOnCnt2rWT77//XkREioqKJCIiQnr37m2zXkJCgtSuXVs+/PBDERHJy8uTrl27SkhIiBQV\n", "FVV1TJcYOHCgDB48WDRNkw0bNtg9bsR94O/vL/3795cbN26IiEhubq48//zzUrt2bTlx4oTNukac\n", "v4jI0KFDxWw2y//+9z8REdm9e7fUqFFD9uzZoziZvvr27SsdOnSQzMxMEREpLCyU3//+92IymWTn\n", "zp3W9TIyMuTxxx+X6dOni4jInTt3ZOTIkdKqVSvJzs5Wkr0qTJw40Xq+z5kzx+YxI++DNWvWyJNP\n", "PinJycnWsffee09at25t/bee86/SInbixAkxmUzy9ddf24xfuXJF4uPjbca6desmZrPZZuzYsWOi\n", "aZps3LixKmO6RFxcnFgsFjlw4MB9i5gR90GbNm3k5MmTNmOpqamiaZq88sorNuNGnP+XX34pmqbJ\n", "9u3bbcb79esnLVu2VJSqavTr10927NhhM3br1i2pWbOmdOnSxTo2evRoadCggRQUFFjHLl++LF5e\n", "XvL222+7LG9VOnXqlPj4+MjJkyfLLWJG3Qfff/+91KlTx+71npeXJ/v27bP+W8/5V2kRGzt2rDRp\n", "0uSh6/34449iMplk8uTJNuNFRUXy2GOPycCBA6sqoksUFBSIn5+fHDhwQA4ePFhuETPqPigsLLQb\n", "y8vLE03TJDw83Dpm1PlPmDBBNE2zfgor9Ze//EU0TbP7NOrOyjvWIiKNGzeWwMBAESn5f9ze3t4S\n", "FhZmt57FYhGLxVKlGV2la9eusnbtWklLS7MrYkbeB++9956YTCbJzc297zp6z79KfycWHx8PX19f\n", "xMbGolu3bjCbzejYsSOWLl0KueeiyNOnT0NErJ3wS5lMJjRv3tztO+MvWbIEFovF7vY19zLqPqhR\n", "w74pzPnz5wGU3L6nlFHn70l3fSjvWGdlZeHq1avWY33x4kXk5OTYHWcAeOqpp3Du3DkUFhZWedaq\n", "tG3bNuTk5GDMmDHlPm7kfRAfH49GjRohMTERffr0gcViQVBQEKKiolBQUABA//lXaQPgS5cuQdM0\n", "vP/++4iNjUWTJk2wZ88eDB06FOfOncOqVasA/Nz5/n7d8d25C0hmZiYWLVqEr7/++oHrGXkflLVy\n", "5Ur4+/tj/Pjx1jGjzt/T7/oQHR2NRo0aYcaMGQAefpyLi4uRlZWFJk2auDSnXvLy8jB9+nRs3br1\n", "vusYeR9cunQJN27cQEREBHbu3IlWrVrh3//+N8LCwnD8+HH861//0n3+Ff4k9uWXX8JkMlVouXDh\n", "AoCSq7Ly8vKwcOFCa6BBgwZhxIgR+Oijj5CRkVHRzVcLzuyDadOmYfz48fD19VUbXgfOzL+suLg4\n", "xMbGIiYmBrVr13bxDMiVkpKSsHDhQmzbtg2NGzdWHccl5s2bh9DQUISEhKiOokR+fj4KCgowc+ZM\n", "tGrVCgAQEhKCSZMmYd++fThy5Iju26zwJzGLxYJPPvmkQus2a9YMAODt7Y3s7GwEBQXZPB4UFISN\n", "GzciMTERzZs3R8OGDQEA2dnZds+VnZ2NRo0aVTRmlXJ0Hxw9ehSHDh3C6tWr7R6XMn9j7g77wJnX\n", "wL0OHz6MiIgI7N27F2az2eYxd5i/Mxo2bFjurSdK5+mu83qYlJQUDBkyBJs3b0bXrl2t4w87zl5e\n", "XnZfvbqLtLQ0REdH49SpU3aP3Xu+G3kfeHt7A0C57/kAcOLECYSFhQHQb/4VLmKNGjXC8OHDK/zE\n", "AGA2m3Hs2DEUFxfbjHt5eQGAdbxdu3bQNM3aCb9UcXEx0tPTbU4ClRzdB/v27UPNmjXRuXNn61hO\n", "Tg4A4K233sIHH3yA7t27Y/HixW6xD5x5DZT67LPPMG7cOMTFxSEwMNDucXeYvzOcueuDuzt58iSG\n", "DBmCv/71r3a/B27ZsiW8vb3tjjNQsk/atGmDmjVruiqqrj7//HP88pe/tOkfe/v2bQAlX6vu2LED\n", "bdq0wZYtWwy7D8xmM06dOvXA93zdXwMOXQbioNIrsMpeTj9u3Djx8vKS9PR065gRL68uT+kl155y\n", "ib2IyK5du+Spp56Sc+fOWccuX75sc3WiiDHn/6BL7Fu1aqUoVdU5duyYNG/e3O6c79Chg/W/jXp5\n", "eXnS09M96hL77du3i6ZpsnnzZpvxuXPniqZpcujQIRFxo0vsc3Nzxc/PT7p27So3b94UEZHjx4/L\n", "o48+KhMnTrRZNyEhQerUqSMrV660/my3bt3kN7/5jRQXF1dlTJcqvcR+/fr1do8ZcR9s27ZNatWq\n", "JVFRUbJp0ybrsmTJEvH19bVZ14jzFxEZNmyYmM1muXr1qoiI7Nmzx5B/7Hzo0CHx9vaWKVOm2Bzr\n", "TZs2iaZp1vUyMjKkYcOG1j90LSwslJdeeklat25tfZ8witJL7KOiomzGjboPiouLJTQ0VMxms/z4\n", "448iInLhwgXx8fGRQYMGWdfTc/5V3rEjMzNTXn31VXniiSekTZs2YrFYZOnSpeWue/ToUQkNDRWL\n", "xSJ+fn4yfvx4a6cHd3f69Gnx9fWVpk2bislkkoYNG4qvr6/s3bvXZj2j7YMGDRqIyWQSTdPslhYt\n", "Wtitb7T5i4jk5+dLZGSk+Pv7S2BgoAQHB8vu3btVx9LdM888c99jbTKZbNY9e/as9O/fX9q0aSN+\n", "fn4yYsQI+eGHHxQl119WVpb4+vrKr371KzGZTFKvXj3x9fWVtWvXWtcx6j7Izs6WKVOmSPPmzSUg\n", "IED8/Pxk9uzZcvv2bZv19Jo/u9gTEZHbYhd7IiJyWyxiRETktljEiIjIbbGIERGR22IRIyIit8Ui\n", "RkREbotFjIiI3BaLGBERuS0WMSIiclssYkRE5LZYxIiIyG2xiBERkdtiESMiIrf1/4fctwCFz6tG\n", "AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbEAAACTCAYAAAAAwyc4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAG7tJREFUeJzt3X1QVNf5B/DvXdRQlcQXfIHJ6OILCBiMolHiGxqjEYSo\n", "9bWmNcYZtRo1ThORpgpJZ4paX9JAEpKJxjQqkhY1Kh1DSIjWGPML8jOgQcWqMC3UgSgqoP5Qzu8P\n", "3A3LorC7Z/ewe7+fmR317N3d53nuWR72evceTQghQERE5IYMqgMgIiKyF5sYERG5LTYxIiJyW2xi\n", "RETkttjEiIjIbbGJERGR22ITIyIit8UmRkREbotNjIiI3BabGBERua029jzo8uXLGDhwIPr37291\n", "X0pKCkaOHOlwYERERM2xq4kBwLBhw5CTkyMzFiIiIpvwcCIREbktNjEiInJbdjexK1euYP78+Rgx\n", "YgQCAwPx/PPP48svv5QZGxER0UPZ1cS8vLxQV1eHRYsW4cSJEygoKMCTTz6JiRMnYtu2bbJjJCIi\n", "apImc1HM4cOH4/z587hy5QratWtncV9ZWRnKyspkvRQREbkpPz8/+Pn5SXkuu89ObMrw4cPx/fff\n", "48yZMxg8eLB5vKysDIGBgaiqqpL5ckRE5Ib8/f2Rm5srpZHZ1cRu3LiBdu3awdvb22Lcy8sLAFBX\n", "V2cxXlZWhqqqKuzcuRPBwcF2hur+nn32WXzxxReqw7BQWFiIF154ARgHoLOTXywTQPQD7isBkAvX\n", "xNGcawBy4JT52hrngCvpPX+ANTD9zCkrK1PXxFasWIGgoCDEx8dbjOfm5qJDhw4IDQ1t8nHBwcEY\n", "MmSIPS/pEUaMGNF68+8PwN/Jr1EAIOwh9+e6KI7mlALIcc58bdVzwAX0nj/AGshm14kdmqbhvffe\n", "Q1FRkXnsvffewzfffIN169ZZfUKjeqZPqrqlqQ5APb3PAb3nD7AGstn1Sex3v/sdOnXqhBkzZkDT\n", "NFRWVsLf3x+7du3C3LlzZcdIRETUJLua2MCBA7F161bZsRAREdmEV+xwocYnvOiOtC9zuC+9zwG9\n", "5w+wBrKxibnQpEmTVIegVj/VAain9zmg9/wB1kA2NjEXWr58ueoQ1BquOgD19D4H9J4/wBrIxiZG\n", "RERui02MiIjclsNN7P3334fBYMAbb7whIx6PdvbsWdUhqFWuOgD19D4H9J4/wBrI5lATu3btGl5/\n", "/XUA9V+ApodbvXq16hDU0u+Vdsz0Pgf0nj/AGsjmUBNbu3YtRo8eLSsWj5eSkqI6BLWiVAegnt7n\n", "gN7zB1gD2exuYvn5+di7dy8SExMlhuPZevXqpToEtTqpDkA9vc8BvecPsAay2d3EVqxYgT/+8Y94\n", "7LHHZMZDRETUYnY1sfT0dFRVVWHhwoWy4yEiImoxm5tYTU0N4uLikJyc7Ix4PNqGDRtUh6DWMdUB\n", "qKf3OaD3/AHWQDabm1hSUhJGjx6NiIgIZ8Tj0WpqalSHoFat6gDU0/sc0Hv+AGsgm01Xsb906RJS\n", "U1Pxww8/WN0nBK/u2hzdf5dunOoA1NP7HNB7/gBrIJtNn8S+/PJLdOjQAdHR0Rg8eDAGDx6M6Oj6\n", "9eZTU1MxePDgh64nFhUVhdjYWItbREQE9u/fb7FdVlYWYmNjrR6/bNkybNu2zWIsLy8PsbGxqKio\n", "sBhPSEiw+theUlKC2NhYqy8bJicn47XXXrMYq6mpQWxsLI4dszwGlpaWhgULFljFNnv2bI/IA38D\n", "UNho7AKA3dabIhNAXqOx0vvbVjcaz4H14cTK+9s2/hL0dwCyGo393/1tixuNFwDYD2uO5gFg1apV\n", "yveHp8wr5qHPPNLS0vDss8+iZ8+eGD9+PGJjY/HKK69YvYYjNOHgR6ji4mIEBAQgMTER69ata3Kb\n", "vLw8hIeH4+TJk1yWu5Ux7RssAuCvMJB8AHuhPg6gvhF/AM5XIieQ3Q8cvuyUqQfycGLzGv/WojuN\n", "P53pkN7ngN7zB1gD2exuYteuXUNAQABGjx4NTdPw1ltvISAgwOpjJ/3spZdeUh2CWp+pDkA9vc8B\n", "vecPsAay2XRiR0OdO3fGpUuXZMbi8XR/dZNI1QGop/c5oPf8AdZANi7F4kK6//8V1f/X1QrofQ7o\n", "PX+ANZCNTYyIiNwWmxgREbktNjEX0v1JL018F0tv9D4H9J4/wBrIxibmQnl5Ov8pXqY6APX0Pgf0\n", "nj/AGsjGJuZC77zzjuoQ1IpWHYB6ep8Des8fYA1ks/kU+5KSEqSmpiI7Oxv37t3D7du30bZtWyxc\n", "uBDLly93RoxERERNsrmJffXVV0hOTkZ2djaGDx8OADhw4ACmT5+Omzdv4ve//730IImIiJpi8+FE\n", "Pz8/rF692tzAACA2NhYDBw5ERkaG1OCIiIgexuYmNmnSJKxdu9Zq/MaNG+jevbuUoDxVU1eI1pWm\n", "riCvM3qfA3rPH2ANZLP7slMmN2/eRFJSEm7duoX169fLiMljvfzyy6pDUOsp1QGop/c5oPf8AdZA\n", "NoeaWEhICIqKihAcHIyMjAwMGjRIVlweaeLEiapDUKuf6gDU0/sc0Hv+AGsgm0On2P/444+4desW\n", "Vq1ahfHjx2PTpk2y4iIiImqWw4cT27RpgwULFuDbb79FfHw8pk+fjj59+siITbpDhw5hxaoVqKur\n", "Ux0KOnboiHeS34GPj4/SOAoLGy9/TGStqKgIN2/eVB0GAMDHxwf9+/dXHQa1FsJGt27dEvfu3bMa\n", "T0lJEZqmib///e9W9508eVIAED169BAxMTEWtxEjRoh9+/ZZbP/555+LmJgYq+dZunSp+PDDD62e\n", "OyYmRpSXl1uMr1u3Tqxfv95ibOXKlQIGCDwJgacb3AIg4N9obDgEOkNgYKPx/hDo1mjsaQh0hUBQ\n", "o7GQ+89h+rfpfl8IoJXdFkEgEQKhEJh9/++m2wsQCGw0lgiBYRCIbTS26P62rzUaHwuBsEZjr9zf\n", "dhkEpjeIY/L9OjXc9vf3t13QaPyX9/dn49gcyWNRfSxjxoxp0bwqLi4WMTExorCw0GL87bffFq++\n", "+qrF2J49e0RMTIz45z//aTG+e/du8eKLL1rN+VmzZrns/fGgPP7whz+on5+NbufPn7c5j6b2R3V1\n", "tcv3x7Bhw6TPKxV5tGRe7d69W0yYMEH06NFDjBs3TsTExIjRo0cLAOLkyZNWr2UPTQjblmSOjIzE\n", "kiVLMGfOHIvx1157DZs3b0ZOTg7Gjh1rcZ/s5ajtlZCQgKTkJNSurFUTwN8AzARwFcDb98emA/BV\n", "Ew4AoAhADoBFcP5SKab8m5IPYK+L4mhOKYAP4JT5Onv2bKSnp0t9TmczvX+lzNVsABMceHwFgL3O\n", "2Teu4o5zQCbZ/cDmw4mapiEpKQkRERHo3bs3AODIkSNITU3F8OHDMWbMGIeD8lhN/QD3hdof2q5c\n", "Kf1BDUxH3PqHl4y5+hsZgbg3t54DrZDNTexPf/oTPvroI0RHR8PLywvV1dVo164dVqxYgfj4eGia\n", "5ow4iYiIrNjcxCIiIhAREeGMWIiIiGzCq9gTEZHbYhNzpf2qA1BM7/kDWLBggeoQ1OIc4ByQjE3M\n", "lfqqDkAxvecPXq2Bc4BzQDY2MVd6QnUAiuk9fwBz585VHYJanAOcA5KxiRERkdtiEyMiIrfFJuZK\n", "xaoDUEzv+QM4duyY6hDU4hzgHJDMriZ28eJFrFmzBmFhYXjiiScQHByMqKgo7pzmfKM6AMX0nj+A\n", "jRs3qg5BLc4BzgHJ7GpiS5cuRXZ2NrKyslBQUICCggIYjUaMHTsWBw4ckB2j55ihOgDF9J4/gD17\n", "9qgOQS3OAc4ByexqYpqmYe3atejZsyeA+uVYtmzZAi8vL2zevFlqgB6lneoAFNN7/gDat2+vOgS1\n", "OAc4BySzaz2xgwcPok0by4d6e3ujc+fOqKyslBIYERFRc+z6JNa4gQHA1atXUVFRgfHjxzscFBER\n", "UUtIOzsxNTUV3bp1Q3x8vKyn9DxZqgNQTO/5o37dPV3jHOAckMyuw4mN5eXlYdOmTdi3bx+6d+8u\n", "4yk902OqA1BM7/kD6NWrl03bFxUV4ebNm06KpmUKCwvlPZkHzQF7942macjLy5May08//YSuXbtK\n", "fU57+Pj4oH///i59TYebWGFhIaZNm4adO3darejcWFRUFJ566imLsfLycsTFxWHq1KnmsaysLKSk\n", "pFid6bhs2TIMGTIECxcuNI/l5eUhMTER27dvh6/vz8vOJiQkoH379oiLizOPXb9+HXer7gLlALo1\n", "eOLvAFwH0PCSZv8H4O8ARgLo3WC8AMC/AEyFpb8BGAgguMHYBQD/A+BX9/89/P6fObBWCuBrAM8D\n", "6NBgPAdAWwCjGoxVAvgHgGcl5NHHjjxMMgH4AWi4OGtzeTTUMI+GXLU/HpYHgFWrViEjI6PZeVVS\n", "UoKXX34ZGzduxIABA8zjycnJKCkpwZ///Gfz2MKFCxEbG4vVq1dj1Kifd2paWhqysrLw0UcfmceK\n", "iooQGBiIVsne/TG8wZg982qE5aaO7o+amhrMmTOnRfsDqF+Vee7cuQgNDXVo3zSMwdO8+uqr5vzS\n", "0tKwfft2FBQUICQkBB07dpR+3oQmhBD2PvjUqVOYNm0aPvzwQzzzzDMP3E72ctT2SkhIQFJyEmpX\n", "1iqLAQBwFcDb9/++CGpXds4HsJdxWCgF8AGUz1fT+wbTUb+qsipFqP8lhPvGrNXsG+Dn/aM6lgoA\n", "e5vfN7L7gd2fxL777jvMnj0bu3btwsiRI83jQ4cORW5ursOBEdF9vlDbPCoUvnZrp3rfAD/vn9YQ\n", "iwJ2NbGjR49iypQpWLBgAS5duoRLly6Z75N9rNejND6MqTd6zx/A2bNnLQ5x6Q7nAGsgmV1NbNWq\n", "VaiurkZycrLVfZqmORyUx/oC1sf/9UTv+QNYvXq1vq9qwznAGkhmVxM7efKk7Dj0IUp1AIrpPX8A\n", "KSkpqkNQi3OANZCMV7F3pU6qA1BM7/nD9lPsPQ7nAGsgGZsYERG5LTYxIiJyW2xirqT35db0nj+A\n", "DRs2qA5BLc4B1kAyNjFXUvwda+X0nj/qrxCha5wDrIFkDjWxyspKzJs3DwaDASUlJbJi8lzjVAeg\n", "mN7zB/DGG2+oDkEtzgHWQDK7m1hWVhaGDh2K06dP87thRESkhN1NLCkpCZ999hmmTZsGBy6/SERE\n", "ZDe7m9hXX32F0NBQmbF4vmrVASim9/wBVFTo/EKEnAOsgWR2NzEeQrTDZ6oDUEzv+QN46aWXVIeg\n", "FucAayAZz050pUjVASgWqToA9RITE1WHoFak6gBagUjVAXgWNjFX0uEyCRb0nj+gdA2sVoFzgDWQ\n", "zOGVnYk8VWFhoa5fvzVTXRvVr08/c2kTi4qKwlNPPWUxVl5ejri4OEyd+vN65llZWUhJSbFasmLZ\n", "smUYMmQIFi5caB7Ly8tDYmIitm/f3uwy8tevX8fdqrvW6/l8B+A6gIkNxuxdfj24wdiDll/PgTXT\n", "8uvPA+jQaNu2AEY1GKsE8A8Az0rIo48DeTxsGXlb82jI1fujcR7X6/944YUX0CpchuVv767YHw3n\n", "1b+aiMmV+6NhHiH1/2w1+wZw/f5o6v0BAIcBPAPX7o/GeQDYsWOH+YhDWloatm/fjoKCAoSEhKBj\n", "x46orKyETJpw8Pz4xMREvPnmm7h8+fIDr9AtezlqeyUkJCApOQm1KxV9ZT4P9RPhKoC374+pXvI9\n", "H8BeF8Vhyl91HM0xxeKM5d7PAmjpmpimZedV10TmvnnYHLAlFmfsG1s4sm8crUFjreW9UwrgAzT7\n", "c152P+DhRFcqUx2AYu6WvzOWe/9fG57TE8/GlzUHnLFvbOHIvnG390ErJ+3EDn7huQWiVQegmN7z\n", "B1gDvecPsAaS2d3E1qxZg4CAAPzlL3+BpmkYNWoUAgICkJeXJzM+IiKiB7L7cOL69euxfv16mbEQ\n", "ERHZhN8TIyIit8Um5kq7VQegmN7zB1gDvecPsAaSsYm50lPNb+LR9J4/wBroPX+ANZCMTcyV+qkO\n", "QDG95w+wBnrPH2ANJGMTIyIit8UmRkREbsuuJnb79m2sWbMGAwYMwKBBgzBs2DAcPHhQdmyeR+/X\n", "DNV7/gBroPf8AdZAMrua2K9//WscPHgQx48fxw8//ICEhARMnz4dmZmZsuPzLN+oDkAxvecPsAZ6\n", "zx9gDSSzuYkdOXIEGRkZSExMRJcuXQAAU6ZMwYQJE7By5UrpAXqU9qoDUEzv+QOsgd7zB1gDyWxu\n", "Yp9++ikA4JlnnrEYHz9+PC5evIjc3Fw5kRERETXD5iZ26tQpPPbYY+ZPYSZ9+/YFAOTn58uJjIiI\n", "qBk2N7Hy8nI8+uijVuOmsfLycsejIiIiagGXriemeknvsrIy3Lt9D1B1xLME9a9d3WCsCGrXjSpx\n", "YRwlqF/AT3UczXFmLA+rgSvjsIXMOGzJ39mxOMKROBytgcxYZLpW/0dzP+el9wFho4iICNGpUyer\n", "8YyMDKFpmti2bZvVfaWlpcLf318A4I033njjTec3f39/UVpaamv7aZLNn8QGDx6MEydO4Nq1a+jc\n", "ubN5/OLFiwCAQYMGWT3Gz88Pubm5KCvjkqZERHrn5+cHPz8/Kc+lCWHbksxHjhzBuHHjkJ6ejpkz\n", "Z5rHJ0+ejAsXLqCoqEhKYERERM2xuYkBwKxZs3DmzBkcPXoUXbt2RWZmJqZOnYr9+/cjOpprbxMR\n", "kWvY1cTu3LmDxMRE7Nu3D4888gjatWuHhIQETJkyxRkxEhERNcmuJkZERNQauPQq9vHx8TAYDPj4\n", "449d+bJErcK///1vTJw4EQYDF4/wZJWVlZg3bx4MBgNKSkqafwA5xGXvpgsXLmDLli3QNA2apjW5\n", "zfHjxzFmzBgMHDgQQUFBWLJkCa5fv+6qEJ3izJkzeOWVVxAeHo7w8HCEhIRgxIgR2L276TXKPa0G\n", "+fn5WLZsGUJDQxEWFoaQkBDMnDkTBQUFTW7vafmb7Nq1C6NGjUJJSckD57+Jp9VAT6teZGVlYejQ\n", "oTh9+vRD93NhYSGioqIQHByMoKAgzJ07F6WlpS6M1DkuXryINWvWICwsDE888QSCg4MRFRWFY8eO\n", "WW0rrQZSTtRvgejoaDF16lShaZr4+OOPre7Pzc0V3t7e4p133hFCCFFTUyPGjh0rIiIixL1791wV\n", "pnQJCQnC399fFBUVmcdSUlKEpmli165dFtt6Yg2CgoLE5MmTxfXr14UQQlRXV4vnn39eeHt7i++/\n", "/95iW0/MXwghKisrxbhx40RJSYmYP3++0DTtgdt6Yg1mzJghQkJCxE8//SSEEOLgwYOiTZs24tCh\n", "Q4ojky8yMlKcPn1aJCQkCE3TRHFxsdU2xcXFomvXriIuLk4IIcTdu3fF3LlzRb9+/cSNGzdcHbJU\n", "kyZNEuHh4aKsrEwIIURtba347W9/KwwGg/jss8/M28msgUuaWGZmpggNDRXZ2dkPbGKRkZEiJCTE\n", "YuzEiRNC0zTx17/+1RVhOsWOHTvEBx98YDXeqVMn8ctf/tJizBNrMGDAAHHq1CmLsaKiIqFpmvjN\n", "b35jMe6J+TfWXBPztBp8/fXXQtM08emnn1qMP/fcc6Jv376KonKeuro6IYR4aBN78cUXRZcuXcSd\n", "O3fMY6WlpcLLy0u8+eabLovVGZ577jmxf/9+i7Fbt26Jtm3bijFjxpjHZNbA6U3szp07IjAwUGRn\n", "Z4ucnJwmm9h///tfYTAYxPLlyy3G7927Jx599FERHR3t7DBd6s6dO+KRRx4RS5YsMY95ag1qa2ut\n", "xmpqaoSmaSI2NtY85qn5N/awJuaJNVi6dKnQNM38Kcxk48aNQtM0q0/jnuJBTezu3bvCx8dHxMTE\n", "WD0mNDRUhIaGuipEp2jq/S6EEN27dxdhYWFCCPk1cPr/iW3duhWhoaFWS7c0lJ+fDyGE+Ur4JgaD\n", "Ab179/aoK+NXVFRg8eLF6NWrF15//XXzuKfWoE0b64vCnDt3DkD98j0mnpq/LTyxBlz1wtLFixdR\n", "VVVltY8BoE+fPjh79ixqa2sVRCZHU+/3q1evoqKiwvx+l10DpzaxsrIybN68GVu2bHnodqYr3z/o\n", "6viecGX80tJSBAUFoUePHrhw4QL279+Pxx9/3Hy/Hmpg8u677yIoKAiLFy82j+kp/wfxxBpw1QtL\n", "ze3juro6XL161dVhOVVqaiq6deuG+Ph4APJr0OIm9vXXX8NgMLTodv78eQDA6tWrsXjxYhiNxhYH\n", "1JrZUwMTf39/nDt3DtXV1YiKikJ4eDjS0tIUZWIfR/I3yczMxL59+5CRkQFvb28XZ+A4GTUg0ou8\n", "vDxs2rQJ6enp6N69u1Neo8UXAA4NDcWePXtatK2/vz+OHz+OI0eO4P3337e6XzT6frWvry8A4MaN\n", "G1bb3rhxA926dWtpmE5law2a4u3tjfj4eOTk5GDx4sWIiYlBx44d3aIGjuZ/9OhRLFmyBIcPH0ZI\n", "SIjFfe6QPyBnDjyIu9TAFr6+vk0uvWHK0R1zckRz+9jLy8vq0Ku7KiwsxLRp07Bz506MHTvWPC67\n", "Bi1uYt26dcOsWbNa/MSff/452rZti5EjR5rHqqqqAADr1q3DW2+9hXHjxmHLli0YNGgQNE0zXwnf\n", "pK6uDpcvX7YogEq21gAAampq0L59e6vxQYMGITs7G+fOnUN4eLhb1MCe/E2++OILLFq0CJmZmQgL\n", "C7O63x3yBxyrQXPcpQa2sGfVC0/Wt29f+Pj4WO1joL4mAwYMQNu2bRVEJtepU6cwbdo0bN++3ep8\n", "COk1sOk0EAeZTrfV0yn2vXv3Ft9++63V+IwZM4TBYBCXL182j3lqDQ4cOCD69Okjzp49ax4rLS21\n", "ODtRCM/Nv6H58+cLg8HwwPs9rQYPO8W+X79+iqJyPr2eYi9E/Xzt3bu3OHbsmMV4eHi4+e9udYp9\n", "Q6ZT7Hfs2GF1X25urvjFL34h3n33XSFE/ZdiIyMjxdNPP23+7oU7MhqNYsKECaK8vNw8lp6eLry8\n", "vMTMmTMttvXEGqSnp4t27dqJxMRE8cknn5hvW7duFUaj0WJbT8y/sZZ82dnTajBz5kwREhIiKioq\n", "hBBCHDp0yGO/7GxiamINf0k1KS4uFr6+vuYv+tbW1opf/epXon///uLmzZuuDlWqI0eOCB8fH7Fi\n", "xQqL9/snn3xiMe9l1sAlTSw/P18YjUbRs2dPYTAYhK+vrzAajeLw4cMW2x0/flyMHj1ahIaGisDA\n", "QLF48WLzlR7c1eHDh8W8efNESEiICAsLE0ajUTz55JNiw4YNTX6nwtNq0KVLF2EwGISmaVa3gIAA\n", "q+09LX+TefPmCaPRKDp27CgMBoMwGo3CaDSKK1euWG3raTW4ffu2WLNmjQgKChJhYWFi6NCh4uDB\n", "g6rDcoq4uDhhNBpFp06dhMFgEI8//rgwGo3i5MmTFtv9+OOPYvLkyWLAgAEiMDBQzJkzR/znP/9R\n", "FLU8Q4YMeeD7vfERCFk14FXsiYjIbfFy2kRE5LbYxIiIyG2xiRERkdtiEyMiIrfFJkZERG6LTYyI\n", "iNwWmxgREbktNjEiInJbbGJEROS22MSIiMhtsYkREZHbYhMjIiK3xSZGRERu6/8B27dI61akdUQA\n", "AAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "051\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAGbFJREFUeJzt3XtQVNcdB/DvBSS+kPoKj1YNGq2IQXyLhiBW7VRdfIyS\n", "0eiIqZM0JFqdEqWlAppOghoTxcckU5hMk6ihavCBJlg1vh8RGAMmEMiAUhN0QEEDjIJw+oeyzbKo\n", "LJzL2ct+PzN3lLN37/nd/S38uMu996cJIQSIiIgMzEl1AERERC3FYkZERIbHYkZERIbHYkZERIbH\n", "YkZERIbHYkZERIbHYkZERIbHYkZERIbHYkZERIZnUzErLy/HSy+9BCcnJxQVFekVExERkU2aXMwO\n", "Hz6MESNG4PLly9A0rdF1vvzyS8yePRsDBw6Ev78//Pz8sHz5cpSUlEgLmIiIqKEmF7N33nkH+/bt\n", "w8yZM9HY7RyvX7+OKVOmYNCgQcjJyUFWVhYOHTqE1NRUjB49Gj///LPUwImIiOo1uZgdO3YMfn5+\n", "j12nW7duWLNmjfnIrU+fPli5ciWuXLmC3bt3tyxSIiKiR2hyMXvUR4v1PD09cf36davxX//61wAe\n", "/L2NiIhID1LPZnRxcbEa+/777wEAISEhMqciIiIy0/XU/JqaGvzzn//EggULEBAQoOdURETkwKwP\n", "pSSKjo5Gx44dsW3btieuW1xcjOLiYj3DISIiO+fl5QUvLy+bn6dbMXv33Xdx5MgRHD16FJ06dXrs\n", "usXFxRgwYAAqKir0CoeIiAzA29sb6enpNhc0XYrZ22+/jQMHDuCrr76Cu7v7E9cvLi5GRUUFPv30\n", "U/j6+uoREj3BpEmT8J///Ed1GA6NOVCPOVArJycH8+fPR3FxsfpiFh0djTNnzuDIkSPmI7LU1FRk\n", "ZmYiJibmsc/19fXFsGHDZIdETTBmzBi+9ooxB+oxB8bV7GLW2IXTy5YtwyeffIL4+HikpKSYx0+d\n", "OoXq6urmTkWtwNnZWXUIDo85UI85MK4mF7OoqCgkJyejvLwcmqbh+eefh4uLC/bs2YNhw4YhKysL\n", "CQkJ0DQNr776qsVzNU3DwoULpQdPREQE2FDM4uPjER8f/8jH/f39UVdXJyUoIiIiW7AFDAEAfxGx\n", "A8yBesyBcel6nRkZx+9//3vVITg8o+QgPz/fLm4c7ubmhv79+0vdplFyQNZsKmbl5eV4/fXXsXPn\n", "Tly5cgW9e/fWKy5qZUuWLFEdgsMzQg7y8/MxYMAA1WGY5eXlSS1oRsgBNa7Jxezw4cOIiIhAp06d\n", "HnvT4ZycHPzlL39BYWEh6urqMGzYMGzYsAHe3t5SAiYidf5/RPYpAJXXhOYAmG8XR4hkH5pczOr7\n", "me3atQvZ2dmNrlNUVISgoCAsXrwYhw4dQm1tLRYsWIDg4GBkZmbCzc1NWuBEpJIvAF6PRfZDaj+z\n", "2NhYCCGwZs0aAA+u2diwYQMKCwuxcePGlkVKusrNzVUdgsNjDtRjDoxLWj+z2tpa7NmzB+PGjYOr\n", "q6t53MvLCwMHDkRycnLzoyTdrVixQnUIDo85UI85MC5pp+YXFBSgoqIC/fr1s3qsb9++yM3NRU1N\n", "jazpSLItW7aoDsHhMQfqMQfGJa2YlZSUAAC6dOli9ViXLl1QV1eHW7duyZqOJOOZqeoxB+oxB8bF\n", "68yIDMIeru/KyclROj/RIwkbxcbGCk3TxNWrVy3Gv//+e6Fpmli2bJnVc0wmk3BxcRHV1dWNbjMj\n", "I0MAEB4eHsJkMlksY8aMESkpKRbrp6WlCZPJZLWdiIgIkZiYaLVtk8kkSkpKLMZjYmJEfHy8xdjV\n", "q1eFyWQSOTk5FuMJCQkiMjLSYqyyslKYTCZx6tQpi/EdO3aI8PBwq9jCwsK4H9yPZu/He++9JwDY\n", "0ZIhAPFwSRBA5C++FgKoFIBJAKcajO8QQHiDMSGAMAGkNBhLe7iNhutGCGCVACAyMjKU5KOtvK9U\n", "7seOHTuEyWQSEydOFB4eHiIkJEQEBQVZ5NUWmhCN3P7+MeLi4rBmzRqri6Zra2vRrVs3jB8/Hvv2\n", "7bN4zuDBg6Fp2iNP6c/MzMTw4cORkZHB9guKrF27FitXrlQdhkN7XA7qv0fUX991CMAqABlQe2p+\n", "JgD5PzP4faBWS2qBtI8ZnZ2dMWvWLOzfvx/V1dXmMxqLi4uRm5uL2NhYWVORDqqqqlSH4PCalgPV\n", "13e17Y8Z+X1gXM0+AaSxA7rVq1fDycnJ3ITz/v37iIyMRN++fbF8+fLmR0m6W716teoQHB5zoB5z\n", "YFxNLmZRUVHw8fHBpk2bzP3MfHx8kJmZaV6nd+/eOHnyJLKysuDr6ws/Pz/U1dXh+PHj6Ny5sy47\n", "QEREJK2fWT1fX18cOnSoRUERERHZgv3MCABQWlqqOgSHxxyoxxwYF4sZAQBefvll1SE4POZAPebA\n", "uFjMCMCDSy5ILeZAPebAuHQpZpcuXcL06dMxaNAg+Pv7w9/fH+vWrUNtba0e05EEvL5PPeZAPebA\n", "uKTfzqqoqAghISGYOnUqsrKy4OLigosXLyI4OBg3btzAhg0bZE9JREQOTvqR2cGDB3H79m1ERkbC\n", "xeVBrRw5ciQmTZqE7du3y56OiIhIfjFzdnYGAKt2L9XV1WjXrp3s6UiSpKQk1SE4POZAPebAuKQX\n", "s3nz5sHPzw9xcXG4ffs2gAdHa8ePH8dbb70lezqS5JcXv5MazIF6zIFxSS9mnTt3xrFjx+Ds7Iwe\n", "PXrAy8sLCxcuxAcffIDw8HDZ05EkW7duVR2Cw2MO1GMOjEv6CSD5+fmYOHEiRo0ahdLSUri7u+Pr\n", "r7/GjBkzcPbsWXz44YeypyTSnepeYuwj1jh7eF3c3NzQv39/1WGQzU1jniAsLEw4OzuLsrIyi/GN\n", "GzcKTdPE4cOHrZ7DfmbcD3vej3nz5tlB/7DG+og1pw9YYoOxjIfrljQYjxFAfIOxqwIYaif9zF63\n", "g1z8f8nLy7P5fdVWvj8M28/sSXx9fVFeXo7i4mKL8S+++AJTp07FunXrEBkZafEY+5mRPbOPXmL2\n", "0kdsO4D5dhSH6v5uOQDm82eXJHbRz6yep6cnfvjhB1RWVqJTp07m8StXrpgfJ/sTGhqK/fv3qw7D\n", "zundSywUwKNyoP7jNPskOyePywHZM+kngCxbtgx1dXVYvnw57t+/DwAoKCjA+vXr4ePjg1mzZsme\n", "kiR44403VIdAYA7UYw6MSnoxmz59Oo4dO4b//ve/GDx4MPz9/WEymTB9+nScP38eHTt2lD0lSTB5\n", "8mTVIRCYA/WYA6OS/jEjAAQHByM4OFiPTRMREVnhXfOJiMjwWMwIALB3717VIRCYA/WYA6NiMSMA\n", "wM6dO1WHQGAO1GMOjEq3Yvbll19i4sSJGDFiBAYMGAA/Pz9ER0frNR21UHJysuoQCMyBesyBUelS\n", "zBITE/Hqq68iISEB6enpyMvLw0svvYRdu3bpMR0RETk46WczXrt2DUuXLsW//vUvDBo0yDy+fPly\n", "jBgxQvZ0RERE8o/MPv74Y9y7dw9Tp061GO/QoQOvZSIiIl1IL2anT59Gz549kZGRgcmTJ8PPzw8B\n", "AQGIi4vDvXv3ZE9HkixatEh1CATmQD3mwKikf8xYVFSE27dv409/+hP27duHZ599FufOnYPJZMKF\n", "CxfwxRdfyJ6SJOBRsz1gDtRjDoxK+pHZ3bt3ce/ePURHR+PZZ58FAAQGBuKNN95AWloaTp06JXtK\n", "kmDu3LmqQyAwB+oxB0YlvZi5ubkBAAICAizG67++ePHiI587ZcoUhIaGWiyBgYFWF/QePnwYoaGh\n", "Vs9//fXXkZSUZDGWmZmJ0NBQlJaWWozHxsZi7dq1FmNFRUUIDQ1Fbm6uxfjmzZvx5ptvWoxVVVUh\n", "NDQUp0+fthjfuXNnox/Zvfjii9wPg+5HfHy81RiQiQd3WC9tMB4LYG2DsaKH6+Y2GN8M4M0GY1UP\n", "1z3dYPxsIzEAwIuwvtD38MNtNPQ6gKQGY7bux4ZGtmvLfuxE4x/l2bofxxuMtXY+Gt8PR/z+aO5+\n", "7Ny5E6GhoZg0aRI8PT0xYcIELFu2zGr7TWZzB7QnmDdvntA0TWRnZ1uM79+/X2iaJtavX2/1nPrm\n", "nM1pyEakt/r3p3VjzNZcPrWDGBiH9cKfXTK1pBZIPzKbMWMGAOCbb76xGL98+TIAYNSoUbKnJAka\n", "/sZGKjAH6jEHRiW9mM2ePRvPP/883n77bdy4cQMAkJ+fj82bN2Pq1Kl44YUXZE9JEqxbt051CATm\n", "QD3mwKikn82oaRoOHjyIv//97xg9ejQ6duyI2tpavPLKK7ydlR377LPPVIdAYA7UYw6MSpd+Zm5u\n", "bti0aRM2bdqkx+ZJB2yaag+YA/WYA6PiXfOJiMjwdDkyIyJyJDk5OUrnd3NzQ//+/ZXGoJruxezD\n", "Dz/Ea6+9htjYWMTGxuo9HTXTm2++ifXr16sOw8G9CYA5UMvWHBQBAObPn69LNLbIy8tz6IKmazEr\n", "Kyszn/ShaZqeU1EL9e7dW3UIBOZAPVtzUPnw308B+EqOpalyAMzHzz//rGh++6BrMVu1ahWCgoKw\n", "b98+PachCZYsWaI6BAJzoF5zc+ALYJjMQMhGup0AkpWVhc8//xxxcXF6TUFERARAx2K2dOlSvPXW\n", "W3B3d9drCiIiIgA6FbPk5GRUVFTgj3/8ox6bJx00vFkpqcAcqMccGJX0YlZVVYWVK1di8+bNsjdN\n", "OlqxYoXqEAjMgXrMgVFJPwHknXfeQVBQEAIDA2VvmnS0ZcsW1SEQmAP1jJsD1de6AYqvd5N5+/6C\n", "ggLRo0cP8eOPP5rHCgsLhaZpIi4u7pHPq7/tv4eHhzCZTBbLmDFjREpKisX6aWlpwmQyWW0nIiJC\n", "JCYmWm3bZDKJkpISi/GYmBgRHx9vMXb16lVhMplETk6OxXhCQoKIjIy0GKusrBQmk0mcOnXKYnzH\n", "jh0iPDzcKrawsDDuh0H3Y86cOY20G8kQgEkAJQ1agsQIIL7B2NWH6+Y0GE8QQGSDscqH655qMB7x\n", "iJYnYQJIaTCW9nAbDduVRAggsZEWJrbsx9BG4rBlP3YIILyR2Gzdj8UN4mjtfNTvR8NWNK2dD5MA\n", "Nj+MwT6WvLy8Jn2f79ixQ5hMJjFx4kTh4eEhQkJCRFBQkACa1wJGE0IIWYUxMTER//jHP9C1a1fz\n", "WHV1NXJycuDh4QFPT08MHDgQO3futHheZmYmhg8fjoyMDAwbxtNbyb7Uvz+BDKg7/Xo7gPmKY2Ac\n", "9hlHfQwqr3UD6q93a8nP8ZbUAqkfMy5evBiLFy+2GLt69Sp8fHzw2muvISYmRuZ0RERk5tjXuul+\n", "o+H6Az+JB4Ckg4Yt2UkF5kA95sCodCtmZWVl8PHxQVBQEDRNw8aNG+Hj44OkpCS9pqQWqKqqUh0C\n", "gTlQjzkwKt1uZ9W1a1cUFhbqtXmSbPXq1apDIDAH6jEHRsV+ZkREZHgsZkREZHgsZgQAKC0tVR0C\n", "gTlQjzkwKunFrKCgAFFRUfD398dzzz0HX19fTJkyBadPn5Y9FUn08ssvqw6BwByoxxwYlfRiFhER\n", "gSNHjuDw4cPIzs5GdnY2nnnmGQQHB2P//v2ypyNJ2KrHHsSpDoCYA8OSXsw0TcOqVavg6ekJAHBx\n", "ccF7770HZ2dnbNiwQfZ0JAnvvGIPmAP1mAOjkn5q/oEDB+DiYrnZ9u3bo2vXrigvL5c9HRERkfwj\n", "s4aFDABu3bqF0tJSTJgwQfZ0RERErXM24wcffICePXvir3/9a2tMR83AO7PYA+ZAPebAqHS7A0i9\n", "zMxMvPvuu0hJScHTTz+t93TNlpubi+vXr6sOA3fu3MFvfvObVp83LS0NQ4cONX998+ZNdO/evdXj\n", "aMge4mi9PlGZANidXS3mwLBsbhpjg++++0707t1bHDx48LHrqe5ndv/+feHq+pTyPkBc7H1hPzP2\n", "M7PHfmbrGsSgIh+JD+d/0IvM8P3MfunSpUuYOXMmEhMT8bvf/e6x66ruZ1ZTUwNXV1c8uGP2rFaf\n", "//8+xYN7w6nuS3QIwCrGYRWHPfSsYv8uxmGPMQAPjmpb9nPcbvqZ1btw4QJefPFFbN++HePGjTOP\n", "jxgxAunp6XpMKYkHgGcVzl//MazqvkT1H6sxDss4iMheSS9mJ0+exLRp07Bo0SIUFhZa3Dk/MzNT\n", "9nRERETyi9ny5ctRWVmJzZs3Wz2maZrs6UiaUAC8Q4tazIF6zIFRSS9mGRkZsjdJreIN1QEQc2AH\n", "mAOj4l3z6aHJqgMg5sAOMAdGxWJGRESGx2JGRESGp0sxu3v3LqKiojBw4EAMGTIEI0eOxIEDB/SY\n", "iqTZqzoAYg7sAHNgVLoUswULFuDAgQM4e/YsvvnmG8TGxmLWrFk4ePCgHtORFGtVB0DMgR1gDoxK\n", "ejE7ceIE9uzZg7i4OHTr1g0AMG3aNEycOBF//vOfZU9H0vRUHQAxB3aAOTAq6cXs3//+NwBY3cJq\n", "woQJKCgosPM7gBARkRFJL2aXLl2Cu7u7+aisXr9+/QAAWVlZsqckIiIHJ72YlZSUoEuXLlbj9WMl\n", "JSWypyQiIgenez8zW7Re3yhL9+/ff/i/rwDcUxLDA6cf/nsIrX9z2zN4cPft+v+riuOXHC2OX+ZA\n", "VQxP0tbjeFwOWjMOW9hDDADw4D68Lfk53qIaYHPTmCcIDAwUv/rVr6zG9+zZIzRNE0lJSVaP/fTT\n", "T8Lb2/thTx4uXLhw4eKoi7e3t/jpp59srj3Sj8yGDh2K8+fPo6ysDF27djWPFxQUAACGDBli9Rwv\n", "Ly+kp6ejuLhYdjhERGQgXl5e8PLysvl50ptznjhxAiEhIUhOTsacOXPM43/4wx/www8/ID8/X+Z0\n", "RERE8osZAISFheHbb7/FyZMn0b17dxw8eBAzZszA3r17MXXqVNnTERGRg9OlmN27dw9xcXFISUnB\n", "U089BVdXV8TGxmLatGmypyIiItKnmBEREbUmu7hr/rVr1zB58mQ4OdlFOA6Hrz8RGZ3y68y2b9+O\n", "6OhotG/fHpqmPXK98PBwnDlzBp07d7YYHzx4MD755BO9w2yzmvr6A8DZs2cRFRWFW7duoaamBiEh\n", "IVi7di3c3d1bKVrHcfz4ccyaNQt9+vSxeuzzzz+Hj4+Pgqjaprt37yIuLg579+41/1kkJiYGJpNJ\n", "dWgO4cqVKxg8eDD69+9v9diWLVswbty4pm3I5pP5JSovLxchISGiqKhILFy4UGia9sh1w8PDxYkT\n", "J1oxurbPltc/PT1dtG/fXmzdulUIIURVVZUIDg4WgYGBora2trVCdhjHjx8XixYtUh2GQ5g9e7YY\n", "NGiQuHnzphBCiAMHDggXFxeRmpqqODLHUFhYKMaPH9/i7Sj9XMnd3R3Hjh1Dr169mrS+4J/3pLLl\n", "9Y+MjETfvn0REREBAOjQoQPWrl2L8+fPY/t2W+6YQE3F97v+2OWj7eAfSeiJbty4gZMnT1p1Qhg5\n", "ciTc3NyQnJysKDKilmGXj7bDUMVs+/btGD9+PJ577jkMHz4c0dHRuHPnjuqw2rysrCwIIcydD+o5\n", "OTmhT58+7ISgAyEE8vPzMWfOHIwaNQq//e1vMXfuXGRkZKgOrU1hlw/7cOPGDSxcuBBjxozBgAED\n", "MH36dBw9etSmbRimmLm5uaFjx45ITU1FdnY2PvroI+zevRtjx45FRUWF6vDatPpOB4/qhsBOCPK5\n", "urqipqYGcXFx+Prrr5Geno7OnTsjMDAQaWlpqsNrM9jlQz1nZ2fU1dXhlVdewfnz55GdnY2AgABM\n", "njwZSUlJTd6OtGJ2/PhxODk5NWnJy8uzefsJCQnYuHGj+WxGf39/vP/++/juu++wdetWWbthWHq/\n", "/tR8zcnN2LFjceHCBfj5+QF48Mvctm3b4OHhgWXLlqncHSKpevXqhdzcXPNZi0899RRWr16NESNG\n", "IDIyEtXV1U3ajrRT8/38/PDZZ581aV1vb28pc44ZMwbAg1PGHZ2er3+PHj0AoNGPdO/cuYOePdlq\n", "/nFk5aZdu3YYOnQoUlNTrW7kTc3To0ePRtuO1L/X+d5WZ/To0bh48SK+/fZbDB069InrSytmPXv2\n", "RFhYmKzNWairq8PNmzet3ljOzs7mxx2dnq//kCFDoGmaufNBvbq6Oly5cgXBwcG6zNtWNCc3ZWVl\n", "6Ny5M9q1a2cxzve8XM3p8kFy3blzB66urmjfvr3FuK3vdbv6m9mjLtotKipCnz59rHaq/kyjkSNH\n", "6h6bI3jU6+/h4YEXXngBR44csRi/ePEiKioqdCuijmzmzJnYvXu3xVhtbS0uXbqEZ555Bt27d1cU\n", "WdtS/95t+N4+evQo+vXrh+HDh6sIy6EsXboU77//vtV4eno6OnXqZP6o/YlafKWaJI+7aLewsFBo\n", "mib+9re/mS/Q/fHHH0VAQIDo06eP+WJHar6mXDTdoUMHsW3bNiGEEJWVlWL8+PFi7Nixoq6urrXC\n", "dBjjx48XAQEB5iaFtbW1IioqSmiaJpKTkxVH17bMmTNHDBo0SJSWlgohhEhNTeVF060oPDxc9OrV\n", "S+Tl5ZnHtm3bJjRNE+vWrWvydpTfaHj+/Pk4c+YMSktLUVVVhd69ewMALly4gKeffhoAUFNTg48/\n", "/hi7du3CtWvXIIRAVVUVJk2ahDVr1sDT01PlLhhaU17/eufOncPKlSstbme1bt26Rs8Go5Y5d+4c\n", "PvroI5w7dw5OTk4oKyvDgAEDsGLFCkyePFl1eG0Ku3yodfnyZSQlJeHYsWPQNA3l5eXw9vbGkiVL\n", "MHfu3CZvR3kxIyIiaim7+psZERFRc7CYERGR4bGYERGR4bGYERGR4bGYERGR4bGYERGR4bGYERGR\n", "4bGYERGR4bGYERGR4bGYERGR4bGYERGR4bGYERGR4bGYERGR4f0PxUMhkeM4XwYAAAAASUVORK5C\n", "YII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbMAAACTCAYAAAAENvcFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAGaNJREFUeJzt3XtQVOf5B/DvASSKIPEWgVYJGqlcgngXjQGs0okIqD81\n", "423UxDGNRotTIrQ0gqaTqImJ9zGtNtMkSqh3QROJGtR4i8AYMIWAP0FiRQcUNEgVhPP7A9mfu4vK\n", "wnt497Dfz8yO47tnz/ucfRYedve851FUVVVBRESkY3ayAyAiImopFjMiItI9FjMiItI9FjMiItI9\n", "FjMiItI9FjMiItI9FjMiItI9FjMiItI9FjMiItI9i4pZRUUFZsyYATs7OxQXF2sVExERkUWaXMzS\n", "0tIwePBgXLx4EYqiNLrN119/jcmTJ6Nfv34ICAiAn58flixZgtLSUmEBExERmWpyMXv//fexf/9+\n", "TJw4EY1dzvH69esYN24cfH19kZubi+zsbBw6dAipqakYNmwYfvnlF6GBExERNWhyMTt27Bj8/Pye\n", "uE2XLl2wYsUKwzs3T09PxMbGoqioCLt27WpZpERERI/R5GL2uI8WG7i5ueH69etm47/61a8A1H/f\n", "RkREpAWhZzM6ODiYjf30008AgNDQUJFTERERGWh6an5NTQ3+/ve/Y9asWQgMDNRyKiIismHmb6UE\n", "io+Ph5OTEzZv3vzUbUtKSlBSUqJlOEREZOXc3d3h7u5u8eM0K2Yffvghjhw5gqNHj6Jjx45P3Lak\n", "pATe3t6orKzUKhwiItIBDw8PZGRkWFzQNClm7733HlJSUvDtt9/C1dX1qduXlJSgsrISX3zxBXx8\n", "fLQIiZ5i7Nix+Oabb2SHYdOYA/mYA7lyc3Mxc+ZMlJSUyC9m8fHxOHXqFI4cOWJ4R5aamoqsrCws\n", "W7bsiY/18fHBwIEDRYdETTB8+HA+95IxB/IxB/rV7GLW2MLp6OhofP7551i5ciX27t1rGD958iSq\n", "q6ubOxW1Ant7e9kh2DzmQD7mQL+aXMzi4uKQnJyMiooKKIqCl156CQ4ODti9ezcGDhyI7OxsrF+/\n", "Hoqi4I033jB6rKIomD17tvDgiYiIAAuK2cqVK7Fy5crH3h8QEIC6ujohQREREVmCLWAIAPiHiBVg\n", "DuRjDvRL03VmpB+/+93vZIdg8/SSg4KCAqu4cLiLiwv69u0rdJ96yQGZs6iYVVRUYOHChUhKSkJR\n", "URF69eqlVVzUyhYtWiQ7BJunhxwUFBTA29tbdhgG+fn5QguaHnJAjWtyMUtLS8OCBQvQsWPHJ150\n", "ODc3F3/84x9RWFiIuro6DBw4EGvWrIGHh4eQgIlIHsM7skkAukkMpAzAHljFO0SyDk0uZg39zHbu\n", "3ImcnJxGtykuLsaoUaMwb948HDp0CLW1tZg1axaCg4ORlZUFFxcXYYETkUTdAPDvU7IiQvuZJSQk\n", "QFVVrFixAkD9mo01a9agsLAQa9eubVmkpKm8vDzZIdg85kA+5kC/hPUzq62txe7duzFy5Eg4Ojoa\n", "xt3d3dGvXz8kJyc3P0rS3NKlS2WHYPOYA/mYA/0Sdmr+5cuXUVlZiT59+pjd17t3b+Tl5aGmpkbU\n", "dCTYxo0bZYdg85gD+ZgD/RJWzEpLSwEAnTp1MruvU6dOqKurw61bt0RNR4LxzFT5mAP5mAP94joz\n", "Ip2whvVdubm5UucneizVQgkJCaqiKOqVK1eMxn/66SdVURQ1Ojra7DERERGqg4ODWl1d3eg+MzMz\n", "VQBqjx491IiICKPb8OHD1b179xptf/jwYTUiIsJsPwsWLFC3bt1qtu+IiAi1tLTUaHzZsmXqypUr\n", "jcauXLmiRkREqLm5uUbj69evV2NiYozG7t69q0ZERKgnT540Gt+xY4c6Z84cs9imTp3K4+BxNPs4\n", "PvroIxWA9dzmQ0Xiw9srUDHikf8nQsWfocIbKuaajP8PVASajCVChR9UvGoyNvPhPky3HQIVL9fH\n", "kZmZKSUfbeV1JfM4duzYoUZERKhjxoxRe/TooYaGhqqjRo0yyqslFFVt5PL3T5CYmIgVK1aYLZqu\n", "ra1Fly5dEBISgv379xs9xt/fH4qiPPaU/qysLAwaNAiZmZlsvyDJqlWrEBsbKzsMm/akHDT8jEhf\n", "31UA4FsA8yH31PxrAP4G4b8z+HMgV0tqgbCPGe3t7TFp0iQcOHAA1dXVhjMaS0pKkJeXh4SEBFFT\n", "kQaqqqpkh2DzmpQD2eu7yiTO3Qr4c6BfzT4BpLE3dMuXL4ednZ2hCeeDBw8QExOD3r17Y8mSJc2P\n", "kjS3fPly2SHYPOZAPuZAv5pczOLi4uDl5YV169YZ+pl5eXkhKyvLsE2vXr1w4sQJZGdnw8fHB35+\n", "fqirq0N6ejqcnZ01OQAiIiJh/cwa+Pj44NChQy0KioiIyBLsZ0YAgLKyNv5liA4wB/IxB/rFYkYA\n", "gNdee012CDaPOZCPOdAvFjMCUL/kguRiDuRjDvRLk2J24cIFREVFwdfXFwEBAQgICMDq1atRW1ur\n", "xXQkANf3ycccyMcc6Jfwy1kVFxcjNDQU4eHhyM7OhoODA86fP4/g4GDcuHEDa9asET0lERHZOOHv\n", "zA4ePIjbt28jJiYGDg71tXLIkCEYO3Ystm/fLno6IiIi8cXM3t4eAMzavVRXV6Ndu3aipyNBtm3b\n", "JjsEm8ccyMcc6JfwYjZ9+nT4+fkhMTERt2/fBlD/bi09PR3vvvuu6OlIkEcXv5MczIF8zIF+CS9m\n", "zs7OOHbsGOzt7dGtWze4u7tj9uzZ2LJlC+bMmSN6OhJk06ZNskOwecyBfMyBfgk/AaSgoABjxozB\n", "0KFDUVZWBldXV3z//feYMGECTp8+jU8++UT0lESak91LjH3EGmcNz4uLiwv69u0rOwyyuGnMU0yd\n", "OlW1t7dXy8vLjcbXrl2rKoqipqWlmT2G/cx4HNZ8HNOnT5ffP6yxPmLN6QMWaTI2/+G2b5uMB0PF\n", "GJOxaKhws5J+ZkOsIBeP3PLz8y1+XbWVnw/d9jN7Gh8fH1RUVKCkpMRo/KuvvkJ4eDhWr16NmJgY\n", "o/vYz4ysmVX0ErOWPmLZAPZYURyy+7uV1cfB311iWEU/swZubm64dOkS7t69i44dOxrGi4qKDPeT\n", "9YmMjMSBAwdkh2HdtO4ltgPA9Mfcx0sGNk50Tp6UA7Jqwk8AiY6ORl1dHZYsWYIHDx4AAC5fvowP\n", "PvgAXl5emDRpkugpSYC33npLdgg0VHYAxBzol/BiFhUVhWPHjuHnn3+Gv78/AgICEBERgaioKJw9\n", "exZOTk6ipyQBwsLCZIdAL8gOgJgD/RL+MSMABAcHIzg4WItdExERmeFV84mISPdYzAgAsG/fPtkh\n", "kPwlU8Qc6BaLGQEAkpKSZIdAF2UHQMyBfmlWzL7++muMGTMGgwcPhre3N/z8/BAfH6/VdNRCycnJ\n", "skOgKbIDIOZAvzQpZlu3bsUbb7yB9evXIyMjA/n5+ZgxYwZ27typxXRERGTjhJ/NePXqVSxevBj/\n", "/Oc/4evraxhfsmQJBg8eLHo6IiIi8e/MPvvsM9y/fx/h4eFG4x06dOBaJiIi0oTwYvbdd9+he/fu\n", "yMzMRFhYGPz8/BAYGIjExETcv39f9HQkyNy5c2WHQDyhVD7mQLeEf8xYXFyM27dv4/e//z3279+P\n", "F154AWfOnEFERATOnTuHr776SvSUJADfNVuBPrIDIOZAv4S/M7t37x7u37+P+Ph4vPBC/bVhgoKC\n", "8NZbb+Hw4cM4efKk6ClJgGnTpskOgV6UHQAxB/olvJi5uLgAAAIDA43GG/5//vz5xz523LhxiIyM\n", "NLoFBQWZLehNS0tDZGSk2eMXLlyIbdu2GY1lZWUhMjISZWXGlx1PSEjAqlWrjMaKi4sRGRmJvLw8\n", "o/ENGzbg7bffNhqrqqpCZGQkvvvuO6PxpKSkRj+ye/XVV3kcOj2OlStXmo3hGuqvsH7XZPxbAN+Z\n", "jFU83LbUZPwcgDSTseqH214xGf/ZPAQAwE6YL/S99HAfpg4CyDIZs/Q4TjeyX0uOIweNf5Rn6XEU\n", "mYy1dj4ecxy2+PPR3ONISkpCZGQkxo4dCzc3N4wePRrR0dFm+28q4f3MZsyYgaSkJGRnZ8Pf398w\n", "npKSgqioKPYzI90x9DOT2cPL2vqIMY561wD8jf3MRGlJLRD+zmzChAkAgB9++MFo/OLF+qX1Q4ey\n", "x4I1Mv2LjSQw/eufWh9zoFvCi9nkyZPx0ksv4b333sONGzcAAAUFBdiwYQPCw8Px8ssvi56SBFi9\n", "erXsEOiU7ACIOdAv4WczKoqCgwcP4i9/+QuGDRsGJycn1NbWYv78+byclRX78ssvZYdAk2UHQMyB\n", "fmnSz8zFxQXr1q3DunXrtNg9aYBNU62Ao+wAiDnQL141n4iIdE+Td2ZERLYkN1duIzQXFxf07dtX\n", "agyyaV7MPvnkE7z55ptISEhAQkKC1tNRM7399tv44IMPZIdh29IA8EIsclmag9v1/8ycOVOLaCyS\n", "n59v0wVN02JWXl5uOOlDURQtp6IW6tWrl+wQyFV2AGRxDmoe/jsJQDfBsTRVGYA9wC+//CIpAOug\n", "aTF75513MGrUKOzfv1/LaUiARYsWyQ6BhskOgJqdg26Qu3ibtDsBJDs7G3v27EFiYqJWUxAREQHQ\n", "sJgtXrwY7777Llxd+dkJERFpS5NilpycjMrKSrz++uta7J40YHqxUpLA9MK31PqYA90SXsyqqqoQ\n", "GxuLDRs2iN41aWjp0qWyQ6BvZAdAzIF+CT8B5P3338eoUaMQFBQketekoY0bN8oOgcbJDoD0nAPZ\n", "a90AuevdhL4zKywsxJYtW8z67gBAUzrNsJ+ZvOMoLi5uE8eh635mz4L9zB4lo5/Z9yZjWh9HS/Ox\n", "A4bXxsyZMzFo0CCpN29vbxQUFOi/n9nWrVvx17/+FZ07dzaMVVdXIzc3Fz169ICbmxv69euHpKQk\n", "o8exnxlZM/YzYxxWHUdDDDLXugGG9W4t+T3eklog9GPGefPmYd68eUZjV65cgZeXF958800sW7ZM\n", "5HRERNTAxte6aX6h4YY3foIbWpNgjX00TK2M/VHlYw50S7NiVl5eDi8vL4waNQqKomDt2rXw8vIy\n", "+w6FrENVVZXsEKjm6ZuQxpgD3dLscladO3dGYWGhVrsnwZYvXy47BAqVHQAxB/rFfmZERKR7LGZE\n", "RKR7LGYEAGbrQUgC07VF1PqYA90SXswuX76MuLg4BAQE4MUXX4SPjw/GjRtntpiVrMtrr70mOwRi\n", "pyT5mAPdEl7MFixYgCNHjiAtLQ05OTnIycnB888/j+DgYBw4cED0dCQIW/VYgRDZARBzoF/Ci5mi\n", "KHjnnXfg5uYGAHBwcMBHH30Ee3t7rFmzRvR0JAivvGIFbHjBq9VgDnRL+Kn5KSkpcHAw3m379u3R\n", "uXNnVFRUiJ6OiIhI/Dsz00IGALdu3UJZWRlGjx4tejoiIqLWOZtxy5Yt6N69O/70pz+1xnTUDLwy\n", "ixUwvYI6tT7mQLc0uwJIg6ysLHz44YfYu3cvnnvuOa2na7a8vDxcv35ddhi4c+cOfv3rX7f6vIcP\n", "H8aAAQMM/7958ya6du3a6nGYsoY4Wq1PVEnrTENPwBzolqbFLDc3FxMnTsQXX3yB4ODgp24/btw4\n", "DB061GistLQUsbGxmDBhgmEsLS0NGzduNDs7cuHChRg4cCBef/11w1hWVhYSExPxj3/8A926/X9/\n", "hISEBDg5OSE2Nha1tbXoH9gf1ferm3uobcLOnTtlh6Af1wCkA4gC0PGR8W8BtAPw0iNjFQAOARgL\n", "oPsj4+cA3AYQ9vD/4ajvn7ULwEgAno9s+6R+Zv4AfB4Zu4T6vlzTTbY9CMAdwKPn+lh6HI/rZ/bo\n", "ceAJx5ED4H8BTIAxS4+j1mRMVD7amez3acfRu4XH0dJ8HDKJq+E4Wjsf7gDc/n+oKb93k5KSkJSU\n", "hP/+97/IycmBr68vHjx4gOYS2s/sURcuXMDEiROxdetW/Pa3v33itrL7mdXU1MDR0REYA+PktbZs\n", "AMchvy9RAep/eBiHcRzW0LOK/bsYhzXGANQX4r+1kX5mDc6dO4dXX30V27dvx8iRIw3jgwcPRkZG\n", "hhZTiuEMQOYnWg1/icnuS9RwMRDGYRwHEVkt4cXsxIkTGD9+PObOnYvCwkKjK+dnZfHbVSIiEk94\n", "MVuyZAnu3r2LDRs2mN2nKIro6UiUHTD/LJxaF3MgH3OgW8KLWWZmpuhdUmsY+vRNSGPMgXzMgW7x\n", "qvlU7wXZARBzYAWYA91iMSMiIt1jMSMiIt3TpJjdu3cPcXFx6NevH/r3748hQ4YgJSVFi6lIlFa6\n", "yAU9AXMgH3OgW5oUs1mzZiElJQWnT5/GDz/8gISEBEyaNAkHDx7UYjoS4ZTsAIg5sALMgW4JL2bH\n", "jx/H7t27kZiYiC5dugAAxo8fjzFjxuAPf/iD6OlIFCfZARBzYAWYA90SXsz+9a9/AYDZJaxGjx6N\n", "y5cvW/cVQIiISJeEF7MLFy7A1dXV8K6sQZ8+fQAA2dnZoqckIiIbJ7yYlZaWolOnTmbjDWOlpaWi\n", "pyQiIhuneT8zS7Ra3ygThrYDhQCa34Gg5Yof/luA1r+4bTHqr74tO45H2Vocj+ZAVgxP09bjeFIO\n", "WjMOS1hDDABQXv9PS36Pt6gGqIIFBQWpzz77rNn47t27VUVR1G3btpndd+3aNdXDw0MFwBtvvPHG\n", "mw3fPDw81GvXrllce4S/MxswYADOnj2L8vJydO7c2TB++fJlAED//v3NHuPu7o6MjAyUlLDNKxGR\n", "LXN3d4e7u7vFjxPenPP48eMIDQ1FcnIypkyZYhh/5ZVXcOnSJRQUFIicjoiISJtO01OnTsWPP/6I\n", "EydOoGvXrjh48CAmTJiAffv2ITw8XPR0RERk4zQpZvfv30diYiL27t2LZ555Bo6OjkhISMD48eNF\n", "T0VERKRNMSMiImpNVnHV/KtXryIsLAx2dlYRjs3h809Eeid9ndn27dsRHx+P9u3bQ1GUx243Z84c\n", "nDp1Cs7Ozkbj/v7++Pzzz7UOs81q6vMPAKdPn0ZcXBxu3bqFmpoahIaGYtWqVXB1dW2laG1Heno6\n", "Jk2aBE9PT7P79uzZAy8vLwlRtU337t1DYmIi9u3bZ/haZNmyZYiIiJAdmk0oKiqCv78/+vbta3bf\n", "xo0bMXLkyKbtyOKT+QWqqKhQQ0ND1eLiYnX27NmqoiiP3XbOnDnq8ePHWzG6ts+S5z8jI0Nt3769\n", "umnTJlVVVbWqqkoNDg5Wg4KC1Nra2tYK2Wakp6erc+fOlR2GTZg8ebLq6+ur3rx5U1VVVU1JSVEd\n", "HBzU1NRUyZHZhsLCQjUkJKTF+5H6uZKrqyuOHTuGnj17Nml7lV/vCWXJ8x8TE4PevXtjwYIFAIAO\n", "HTpg1apVOHv2LLZv3651qDaJr3ftsctH28EvSeipbty4gRMnTph1QhgyZAhcXFyQnJwsKTKilmGX\n", "j7ZDV8Vs+/btCAkJwYsvvohBgwYhPj4ed+7ckR1Wm5ednQ1VVQ2dDxrY2dnB09OTnRA0oKoqCgoK\n", "MGXKFAwdOhS/+c1vMG3aNGRmZsoOrU1hlw/rcOPGDcyePRvDhw+Ht7c3oqKicPToUYv2oZti5uLi\n", "AicnJ6SmpiInJweffvopdu3ahREjRqCyslJ2eG1aQ6eDx3VDYCcE8RwdHVFTU4PExER8//33yMjI\n", "gLOzM4KCgnD48GHZ4bUZ7PIhn729Perq6jB//nycPXsWOTk5CAwMRFhYGLZt29bk/QgrZunp6bCz\n", "s2vSLT8/3+L9r1+/HmvXrjWczRgQEICPP/4Y//73v7Fp0yZRh6FbWj//1HzNyc2IESNw7tw5+Pn5\n", "Aaj/Y27z5s3o0aMHoqOjZR4OkVA9e/ZEXl6e4azFZ555BsuXL8fgwYMRExOD6urqJu1H2Kn5fn5+\n", "+PLLL5u0rYeHh5A5hw8fDqD+lHFbp+Xz361bNwBo9CPdO3fuoHv37hbtz9aIyk27du0wYMAApKam\n", "ml3Im5qnW7dujbYdaXit87Utz7Bhw3D+/Hn8+OOPGDBgwFO3F1bMunfvjqlTp4ranZG6ujrcvHnT\n", "7IVlb29vuN/Wafn89+/fH4qiGDofNKirq0NRURGCg4M1mbetaE5uysvL4ezsjHbt2hmN8zUvVnO6\n", "fJBYd+7cgaOjI9q3b280bulr3aq+M3vcot3i4mJ4enqaHVTDmUZDhgzRPDZb8Ljnv0ePHnj55Zdx\n", "5MgRo/Hz58+jsrJSsyJqyyZOnIhdu3YZjdXW1uLChQt4/vnn0bVrV0mRtS0Nr13T1/bRo0fRp08f\n", "DBo0SEZYNmXx4sX4+OOPzcYzMjLQsWNHw0ftT9XilWqCPGnRbmFhoaooivrnP//ZsED3P//5jxoY\n", "GKh6enoaFjtS8zVl0XSHDh3UzZs3q6qqqnfv3lVDQkLUESNGqHV1da0Vps0ICQlRAwMDDU0Ka2tr\n", "1bi4OFVRFDU5OVlydG3LlClTVF9fX7WsrExVVVVNTU3loulWNGfOHLVnz55qfn6+YWzz5s2qoijq\n", "6tWrm7wf6RcanjlzJk6dOoWysjJUVVWhV69eAIBz587hueeeAwDU1NTgs88+w86dO3H16lWoqoqq\n", "qiqMHTsWK1asgJubm8xD0LWmPP8Nzpw5g9jYWKPLWa1evbrRs8GoZc6cOYNPP/0UZ86cgZ2dHcrL\n", "y+Ht7Y2lS5ciLCxMdnhtCrt8yHXx4kVs27YNx44dg6IoqKiogIeHBxYtWoRp06Y1eT/SixkREVFL\n", "WdV3ZkRERM3BYkZERLrHYkZERLrHYkZERLrHYkZERLrHYkZERLrHYkZERLrHYkZERLrHYkZERLrH\n", "YkZERLrHYkZERLrHYkZERLrHYkZERLr3f2lOTtIFeZAjAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "052\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAGpBJREFUeJzt3XtQVOf9P/D3YfEa0aoYgYwmeAXx54VglCgiNtIpynoZ\n", "NWM0o6aZXLxVJnhJjYLaGrzQakicNOo0bVVCv6FiRJIQJUYxagViqWYJZEC2icSRKCIyKpfn9weX\n", "uuyqXJ7Dsxzer5mdJM+ePc/n8Nmzn5zdc85HE0IIEBERGYyL6gCIiIj0wAJHRESGxAJHRESGxAJH\n", "RESGxAJHRESGxAJHRESGxAJHRESGxAJHRESGxAJHRESG1KQCV1JSgvnz58PFxQVWq1WvmIiIiFqs\n", "0QUuNTUVAQEBuHjxIjRNc7jMZ599htmzZ8PHxwcjRoyAn58fIiIicO3aNWkBExERNUajC9zbb7+N\n", "w4cPY+bMmXB0+8qffvoJYWFhGDZsGCwWC7Kzs5GSkoLk5GSMHTsWt27dkho4ERHRwzS6wKWlpcHP\n", "z++hy/Tq1QubNm2qP8J78sknsWbNGly+fBkff/xxyyIlIiJqgkYXuAd9LVnHw8MDP/30k934E088\n", "AaDm9zsiIqLWIvUsSldXV7ux7777DgAQEhIicyoiIqKH0vUygYqKCuzZswcvvvgiRo0apedURERE\n", "NuwPuSRat24dunbtit27dz9y2aKiIhQVFekZDhEROTlPT094enpKWZduBW7Hjh04duwYjh8/jsce\n", "e+yhyxYVFWHIkCEoKyvTKxwiImoDvLy8kJGRIaXI6VLgtmzZgiNHjuDLL79Ejx49Hrl8UVERysrK\n", "sH//fvj6+uoREj3ClClT8MUXX6gOo02zWCxYsGABgM0AvJuxhiUAHv1tR+MUAFjPfaqJuB+oVbcP\n", "FRUVOWeBW7duHU6fPo1jx47VH7klJycjKysLGzZseOhrfX194e/vLzskaoRx48bxby9NGIDm/C0P\n", "ApgvKYYsAOu5TzUR9wNjaXaBc3Sx98qVK/H3v/8dMTExOHToUP34qVOncO/eveZORa3AZDKpDoHA\n", "HKjG/cBYGl3g1q5di4SEBJSUlEDTNEyYMAGurq5ITEyEv78/srOz8c4770DTNLz66qs2r9U0DQsX\n", "LpQePBER0YM0usDFxMQgJibmgc+PGDEC1dXVUoIiIiJqKbbLIQDg/5w4BeZANe4HxsICRwCAX/3q\n", "V6pDIDAHqnE/MBb2gyMAwPLly1WHQGAOVON+YCxS+8EBNdcxhIWFwdfXF0OHDsW8efNw5coVKcES\n", "ERE1lrR+cABgtVoRFBSEESNGwGKx4Ntvv4WmaQgODmY/OCIialVS+8FFRUVBCIFNmzYBqLmmJDY2\n", "FgUFBdi5c2fLIiVd5eTkqA6BwByoxv3AWKT1g6uqqkJiYiLGjx+Pjh071o97enrCx8cHCQkJzY+S\n", "dLd69WrVIRCYA9W4HxiLtLMo8/PzUVZWhoEDB9o9N2DAAOTk5KCiokLWdCTZu+++qzoEAnOgGvcD\n", "Y5FW4K5duwYA6N69u91z3bt3R3V1Na5fvy5rOpKsf//+qkMgMAeqcT8wFl4HR0REhiStwLm7uwMA\n", "SktL7Z4rLS2FyWRCr169HrqOsLAwmM1mm0dgYCCSkpJslktNTYXZbLZ7/dKlS7Fv3z6bsaysLJjN\n", "ZhQXF9uMR0VFYevWrTZjVqsVZrPZ7ofmuLg4rFq1ymasvLwcZrMZ6enpNuPx8fFYvHixXWzPP/88\n", "t6MdbEeNDxv8txWAGfYnkcQBWNVgrLx22fQG4/EA7LcDeB5AUoOxVAARdku2x3xwO5x3O+Lj42E2\n", "mzFlyhR4eHhg8uTJWLlypd36W0Q0UVRUlNA0TRQWFtqMV1ZWiu7duwuz2Wz3Gj8/PzF8+PAHrjMz\n", "M1MAEJmZmU0NhySJiYlRHUKbV/c+BjIFIJrxiGnm6xw9uE81B/cDtWTXAmlHcCaTCbNmzUJ6erpN\n", "a5yioiLk5ORg7ty5sqYiHZSXl6sOgcAcqMb9wFiaXeCEg4u9N27cCBcXl/rGppWVlYiMjMSAAQMQ\n", "EWH/lQk5j40bN6oOgcAcqMb9wFgaXeDWrl0Lb29v7Nq1q74fnLe3N7KysuqX6d+/P06ePIns7Gz4\n", "+vrCz88P1dXVOHHiBLp166bLBhARETkirR9cHV9fX6SkpLQoKCIiopbiZQIEAA84G5BaF3OgGvcD\n", "Y2n0ERwZ20svvYRPPvmkSa/Jy8tzmptou7m5YfDgwarDaKGXADQtByRXc/YDcl4scAQAiI6ObtLy\n", "eXl5GDJkiD7BNFNubm4bL3LRqgNo95q6H5Bz06XAXbhwAVFRUcjLy4Ora80UCxYswBtvvAGTyaTH\n", "lNRC/v7+TVr+f0du+wH4So+naSwAFjjN0WTzNS0HJF9T9wNybtILnNVqRUhICKZOnYrs7Gy4urri\n", "/PnzCA4OxtWrVxEbGyt7SlLKF/xgJiJnJP0kk6NHj+LmzZuIjIysP3obM2YMpkyZggMHDsiejoiI\n", "yCHpBa7uK8iGrXHu3buHDh06yJ6OJGl4LzlSgTlQjfuBsUgvcC+88AL8/PwQHR2NmzdvAqg5qjtx\n", "4gQ2b94sezqS5P4L9kkV5kA17gfGIr3AdevWDWlpaTCZTHB3d4enpycWLlyI999/H4sWLZI9HUny\n", "3nvvqQ6BwByoxv3AWKQXuLy8PAQEBKBTp04oLi5GUVERUlJS8Oabb+LVV1+VPR0REZFD0gvcW2+9\n", "hR9//BF79uxBjx49AADPPPMM1qxZgz179uCLL7544GvZD65tbkdN/zH77QCWwv53pazaZRveMSIK\n", "wNYGY03powZEREQoz0eND1uwHewHV78VBtk/uB2Ot8Mp+8E9io+Pj/Dw8LAbT0lJEZqmie3bt9s9\n", "x35wbU/Le5/JfDjH+4d/E6KWcdp+cHU8PDxQXFyM27dv24xfvny5/nlyPo7+z4xaG3OgGvcDY5Fe\n", "4FauXInq6mpERESgsrISAJCfn4/t27fD29sbs2bNkj0lSbBs2TLVIRCYA9W4HxiL9AI3ffp0pKWl\n", "4b///S+GDx+OESNGIDw8HNOnT8fZs2fRtWtX2VOSBKGhoapDIDAHqnE/MBZd7kUZHByM4OBgPVZN\n", "RETUKOwHR0REhsR2OW2MXj3YvvzyS4SEhDR6eYvFIj2GllIdU8vnTwIwQ0Yo1ExJSUmYMYM5MAoW\n", "uDbEGXuwOQcrgJqWTG1bPFjg1IqPj2eBMxDdCtxnn32GHTt2oKSkBKWlpejQoQNmzJiBP/zhD3pN\n", "aXjO1YMtBcB6xTHUqbskRfXfpaV/kwRZgVAzJSQwB0aiS4Hbu3cvNm/ejE8//RTDhg0DAGzZsgUf\n", "fvghC5wUztCDzfm+olT/d3HGvwlR+yW9wP3www9YsWIF/vrXv9YXN6DmNkoBAQGypyMiInJI+lmU\n", "f/vb33D37l1MnTrVZrxLly68xoSIiFqN9AKXnp6OPn36IDMzE6GhofDz88OoUaMQHR2Nu3fvyp6O\n", "pHF0I19qXcyBao5uPExtl/SvKK1WK27evInXXnsNhw8fxqBBg3DmzBmEh4fj3Llz+PTTT2VPSVLw\n", "6Fo95kA1fstkLNIL3J07d3D37l2sW7cOgwYNAgAEBgZi2bJl2LRpE06dOoWgoCDZ0+pKr2vPmkrf\n", "67zm6bhuahzmQLV585gDQ5HSk+A+o0aNEpqmiUuXLtmMHzp0SGiaJmJjY+1eU9cioW/fviI8PNzm\n", "MW7cOHHo0CGb5T///HMRHh5ut54lS5aIvXv32q07PDxcXLt2zWZ8w4YNIiYmxmassLBQhIeHC4vF\n", "Uj+Wm5tb2wLFmR73t2PZIICYBq1SCgUQLgBLg/F3BBDZYOx27bKnGowfFMAiB21Y5grgkAD23xfL\n", "57XraLjsEgHsddDGJVwA1xqMt2Q76mKZ2IztuH+spdtRF8dyBflouB0TBRq0HdFj/xBCiHfeeUdE\n", "RkbajN2+fVuEh4eLU6dO2YwfPHhQLFq0yG7fnTt3rtL9nNvR+ttx8OBBER4eLp577jnRt29fERIS\n", "IoKCguzety2hCSGEzII5f/58xMfHIzs7G8OHD68fP3LkCKZPn45t27YhMjLS5jVZWVl4+umnkZmZ\n", "CX9/1ae/26qLTf01VsD/rrPKhPrLBA4AWMBYnDIOoKaxrHPuU0QPIrsWSP+KcsaMGYiPj8e///1v\n", "mwJ38eJFADXdvdsm1ddYAfpeZ5UOYIKO66dHYw5US09Px4QJzIFRSD+Lcvbs2ZgwYQK2bNmCq1ev\n", "Aqj5DSsuLg5Tp07FxIkTZU9JUmxTHQAxB8pt28YcGIn0IzhN03D06FG89dZbGDt2LLp27Yqqqiq8\n", "8sorWLdunezpSJqPVAdAzIFyH33EHBiJLrfqcnNzw65du7Br1y49Vk+6YCNa9ZgD1diQ2VjYD46I\n", "iAyJ7XKISHfOci0pUPMN0+DBg1WHQa1A9wL35z//Ga+//jqioqIQFRWl93TUbKsAbFcdRDtnzBw4\n", "Yx/D3Nxch0Vu1apV2L7deDlor3QtcDdu3Kg/sUTTND2nohbrrzoAMmgOnKuPoQXAggceTfbvb8wc\n", "tFe6Frj169cjKCgIhw8f1nMakmK56gDI8DlwhmtJH275cqPnoH3R7SST7Oxs/POf/0R0dLReUxAR\n", "ET2QbgVuxYoV2Lx5M3r06KHXFERERA+kS4FLSEhAWVkZfvOb3+ixetJFjuoAiDlQLieHOTAS6QWu\n", "vLwca9asQVxcnOxVk65Wqw6AmAPlVq9mDoxE+kkmb7/9NoKCghAYGCh71aSrd1UHQDrkQN8egm0n\n", "hsZ6913uB4YipelOrfz8fOHu7i5+/PHH+rGCggKhaZqIjo5+4OucuR9cXWzAizr17WpK/7HRtbGw\n", "Hxz7wT1qO8bUxuJMj8xWzoej91XN/jxx4sQ220ftYZ9XbWk72lw/uL179+L3v/89evbsWT927949\n", "WCwW9O3bFx4eHvDx8UF8fLzN69pGPzhn6PHlTP3GGIvzxnF/LM5w7Zkz9TFknzxn5tT94F5++WW8\n", "/PLLNmOFhYXw9vbG66+/jg0bNsicjogeyRmuPWs7X1GSseh+s+W6A0SJB4qki62qAyDmQLmtW5kD\n", "I9GtwN24cQPe3t4ICgqCpmnYuXMnvL29sW/fPr2mpBYpVx0AMQfKlZczB0ai2626evbsiYKCAr1W\n", "T9JtVB0AMQfKbdzIHBgJ+8EREZEhOWU/OKvVivz8fNVhAAC+//571SEQEVEzOGWBCw0Nw3ffXVId\n", "RjtTDMBddRDtHHOgWnFxMdzdmQOjkF7g8vPz8cEHHyAlJQVCCFRWVsLb2xu/+93vMGHChEato6ys\n", "HMCrACJlh9dkmvb/IMQd1WG0gpcAfKI6iHaOOVDtpZdewiefMAdGIb3ALVmyBMXFxUhNTYWHhwcq\n", "KyuxYsUKBAcH49ChQzCbzY1cUy8Ag2SH12SaZkL7uMIhWnUAxBwox/ZexiL9JBNN07B+/Xp4eHgA\n", "AFxdXfHHP/4RJpMJsbGxsqcjaVRfDEzMgXq8u4mxSD+CO3LkCFxdbVfbuXNn9OzZEyUlJbKnIyIi\n", "ckj6EVzD4gYA169fR3FxMSZPnix7OiIiIoda5Tq4999/H3369MGbb77ZGtNRs/AOM+oxB6rxTkvG\n", "onuBy8rKwo4dO5CQkIDHH39c7+mo2bJUB0DMgXJZWcyBkeha4CwWC2bOnIn9+/cjODj4kcuHhYXB\n", "bDbj55+vAvg/AGYAgQCSGiyZWvtcQ0th/3/BWbXLFjcYj4L9zW2ttcs6alu/s8F/l9cum95gPB7A\n", "Ygevfx4t3w5HJ+k0ZTviAKxqMFa3HfMajOu5HS3Nh6PtAIAItG4+HG0HAHzY4L8bux3vQd77ytF7\n", "pTXzoWL/aOx2ABEREcjJsd2OuLg4dO3a1WasvLwcZrMZ6em22xEfH4/Fi+234/nnn0dSku12pKam\n", "Ojx7fOnSpXZHjFlZWTCbzSgutt2OqKgouxtBW61WmM1mh9uxapVtPpxxO+Lj42E2mzFlyhR4eHhg\n", "8uTJWLlypd36W0RKVzkHvvnmG/HUU0+JY8eOPXLZuqaidU3unnjCWwBvOmh02PoPF5fH7mvWqDqe\n", "+5uMMhbni8VZ4mAsD37YftaQc2lYC1pKlyO4c+fOYcaMGdi/fz9++ctf1o8HBAToMR0REZEd6ZcJ\n", "nDx5EtOmTcPixYtRUFBg01GA328TEVFrkV7gIiIicPv2bcTFxdk9p2ma7OlIGjN4myjVmAPVzGYz\n", "b9VlINILXGZmpuxVUqtYpjoAYg6UW7aMOTAS9oOjWqGqAyDmQLnQUObASJyyXQ4RkZ4sFovqEAAA\n", "P//8M3r37q06DACAm5sbBg8erDoMqVjgiKgdsQIAFixYoDgO55Sbm2uoIqdLgbtz5w6io6ORlJSE\n", "Tp06oWPHjtiwYQPCw8P1mI6kSAIwQ3UQ7RxzoL/btf/cD8DXwfNfAghppVhSAKx/SCytyQJgAW7d\n", "uqU4Drl0KXAvvvgivv32W3z99dfo1asXkpOTMXPmTCQlJWHq1Kl6TEktthX8cFWNOWg9vnDcnmgp\n", "gDdaKYa6r0kfFAu1lPSTTL766iskJiYiOjoavXr1AgBMmzYNzz33HH7729/Kno6k6aM6AGIOnABz\n", "YCTSC9w//vEPALC5gwkATJ48Gfn5+cjIyJA9JRERkR3pBe7ChQvo0aNH/dFbnYEDBwIAsrOzZU9J\n", "RERkR3qBu3btGrp37243Xjd27do12VMSERHZcarLBOquTbl37y6AbwB8oDQeAKiurqj9txT870dh\n", "VU7X/lOPWE4DOOAksTSVs8TS0jiamgM9Y5GpLcUiMwctjaU11dwzWPX1gdLnl9KT4D6BgYHiF7/4\n", "hd14YmKi0DRN7Nu3z+65K1euCC8vr9qWGnzwwQcffLTXh5eXl7hy5YqUeiT9CG706NE4e/Ysbty4\n", "gZ49e9aP5+fnAwBGjhxp9xpPT09kZGSgqKhIdjhERNSGeHp6wtPTU8q6NCGEkLKmWl999RVCQkKQ\n", "kJCAOXPm1I//+te/xvfff4+8vDyZ0xERETkkvcABwNy5c3Hp0iWcPHkSvXv3xtGjRzFjxgxe6E1E\n", "RK1GlwJ39+5dREdH49ChQ/W36oqKisK0adNkT0VEROSQLgWOiIhINeX94H744QeEhobCxUV5KERE\n", "pLOSkhLMnz8fLi4usFqtus6ltKocOHAAEyZMgNVqhaZpD13266+/xsSJEzF8+HAMHToUr732Gm7e\n", "vNlKkbYvJ06cQK9evTB69Gi7R0FBgerwDOXOnTtYu3YtfHx8MHLkSIwZMwZHjhxRHVa7cfnyZXTr\n", "1s3he/306dOPXgE1SWpqKgICAnDx4sWHfuZbLBaEhYXB19cXQ4cOxbx583DlypWmTyjlYoNmKCkp\n", "ESEhIcJqtYqFCxcKTdMeuGxGRobo3LmzeO+994QQQpSXl4vg4GARGBgoqqqqWivkduPEiRNi8eLF\n", "qsNoF2bPni2GDRsmfv75ZyGEEEeOHBGurq4iOTlZcWTtQ0FBgZg0aZLqMNqNSZMmiYsXL4qoqCih\n", "aZooLCy0W6awsFD07t1brFmzRgghRGVlpZg3b54YNGiQKC0tbdJ8yo7gevTogbS0NPTr1++Ry0ZG\n", "RmLAgAFYsmQJAKBLly7YunUrzp49iwMHWuuuA+2L4E+zumPnDWpv0tLS4Ofn99BloqKiIITApk2b\n", "AAAmkwmxsbEoKCjAzp07mzSf0//wdfXqVZw8edKuO8GYMWPg5uaGhIQERZERtQw7b1B786ifoqqq\n", "qpCYmIjx48ejY8eO9eOenp7w8fFp8ue90xe47OxsCCHquxHUcXFxwZNPPsnuBDoQQiAvLw9z5szB\n", "M888U/8deGZmpurQDIWdN5zD1atXsXDhQowbNw5DhgzB9OnTcfz4cdVhtUv5+fkoKyuz+7wHgAED\n", "BiAnJwcVFRUOXumY0xe4uu4DD+pQwO4E8nXs2BEVFRWIjo7Gv/71L2RkZKBbt24IDAzE559/rjo8\n", "w2DnDfVMJhOqq6vxyiuv4OzZs/jPf/6DUaNGITQ0FPv27VMdXrvzqM/76upqXL9+vdHrk1LgTpw4\n", "ARcXl0Y9cnNzZUxJjdSc3Dz77LM4d+5c/Xflbm5u2L17N/r27YuVK1eq3Bwiqfr164ecnByMHz8e\n", "ANCpUyds3LgRAQEBiIyMxL179xRHSC0h5WbLfn5++Oijjxq1rJeXV5PW7e7uDgAoLS21e660tBR9\n", "+rDF/MPIyk2HDh0wevRoJCcn291Im5rH3d3dYXuQuvc639vqjB07FufPn8elS5cwevRo1eG0G4/6\n", "vDeZTHZf6T+MlALXp08fzJ07V8aq7IwcORKaptV3I6hTXV2Ny5cvIzg4WJd5jaI5ublx4wa6deuG\n", "Dh062IybTCYANX97arnmdN4guUpLS9GxY0d07tzZZpzvdTUGDhwINzc3u897oGa/8PHxsftcehin\n", "+Q3uQWfX9O3bFxMnTsSxY8dsxs+fP4+ysjLdCmt7NnPmTHz88cc2Y1VVVbhw4QKeeuop9O7dW1Fk\n", "xlL33m343j5+/DgGDhyIp59+WkVY7cqKFSvwpz/9yW48IyMDjz322CNPaSe5TCYTZs2ahfT0dJuv\n", "h4uKipCTk9P0z/sWX7knQWMu9O7SpYvYvXu3EEKI27dvi0mTJolnn31WVFdXt1aY7cakSZPEqFGj\n", "6psOVlVVibVr1wpN00RCQoLi6Ixlzpw5YtiwYaK4uFgIIURycjIv9G5FixYtEv369RO5ubn1Y7t3\n", "7xaapolt27YpjMzY6i70vnz5st1zhYWFwt3dvf5C74qKCvHCCy+IwYMHi1u3bjVpHqU3W16wYAFO\n", "nz6N4uJilJeXo3///gCAc+fO4fHHH7dZ9syZM1izZg2uX7+OiooKhISEYNu2bQ7PtqGWOXPmDP7y\n", "l7/gzJkzcHFxwY0bNzBkyBCsXr0aoaGhqsMzFHbeUOvixYvYt28f0tLSoGkaSkpK4OXlheXLl2Pe\n", "vHmqwzOctWvXIiEhASUlJSgtLYWXlxdcXV2RmJgIf3//+uUsFgveeOMNFBQUoLq6Gv7+/oiNjW3y\n", "ORzsJkBERIbkNL/BERERycQCR0REhsQCR0REhsQCR0REhsQCR0REhsQCR0REhsQCR0REhsQCR0RE\n", "hsQCR0REhsQCR0REhsQCR0REhsQCR0REhsQCR0REhvT/AVh44RYinHcvAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAGQlJREFUeJzt3XtQVdfZBvBncxAvAYmIEWjV4BXET1FRQ0QBG+lXUQRH\n", "7aBkjGkmt6qVCRFSE0FtvUVarYljo05vWkK/EDXgpUaRGIxakbFIAgEHkCYSRxREZFTg7O8PAg2c\n", "g9zWPmuzeX4zZ9TFPnu9h3X2ed377LVeRVVVFURERAZjJzsAIiIiLTDBERGRITHBERGRITHBERGR\n", "ITHBERGRITHBERGRITHBERGRITHBERGRITHBERGRIXUowVVWVmLp0qWws7NDaWmpVjERERF1WbsT\n", "3MmTJ+Hn54fc3FwoimJ1mxMnTmDhwoXw8vLC+PHj4ePjg+joaNy6dUtYwERERO3R7gS3efNmHDly\n", "BBEREbC2fOV3332HOXPmYOzYscjLy0NOTg6OHTuGtLQ0TJs2Dffu3RMaOBER0eO0O8Glp6fDx8fn\n", "sdu4uLhgw4YNTWd4w4YNQ2xsLEpKSvDRRx91LVIiIqIOaHeCa+2yZCM3Nzd89913Fu0/+tGPADR8\n", "f0dERGQrQu+itLe3t2j7+uuvAQDBwcEiuyIiInosTacJ1NbWYu/evXj++efh6+urZVdERETNWJ5y\n", "CbR27Vr069cPu3fvbnPbsrIylJWVaRkOERHpnLu7O9zd3YXsS7MEt337dpw6dQqnT5/GE0888dht\n", "y8rKMHr0aFRXV2sVDhERdQMeHh7IysoSkuQ0SXCbNm1Camoqzpw5A2dn5za3LysrQ3V1NQ4cOABv\n", "b28tQqI2zJ49G59++qnsMLq1vLw8REVFAcEABnRiB0cBhAoKpgLAGfCY6iAeB3I1HkNlZWX6THBr\n", "167FuXPncOrUqaYzt7S0NGRnZ2PdunWPfa63tzcmTZokOiRqh2eeeYa/e1FGAfDoxPOuAhgvKIYb\n", "AM7wmOooHgfG0ukEZ22y9+rVq/G3v/0NW7ZswaFDh5raP//8czx69KizXZENmEwm2SHQ42fikA3w\n", "ODCWdie4uLg4JCcno7KyEoqiICAgAPb29khJScGkSZOQk5ODP/zhD1AUBa+88kqz5yqKgmXLlgkP\n", "noiIqDXtTnBbtmzBli1bWv35+PHjYTabhQRFRETUVSyXQwDA/5zogeVVf7IxHgfGwgRHAICf/vSn\n", "skOgkbIDIB4HxsJ6cAQAWLlypewQaJrsAIjHgbEIrQcHNMxjmDNnDry9vTFmzBhERkbixo0bQoIl\n", "IiJqL2H14ACgtLQUM2bMwPjx45GXl4evvvoKiqIgMDCQ9eCIiMimhNaDi4+Ph6qq2LBhA4CGOSWJ\n", "iYkoLi7Gjh07uhYpaSo/P192CMTC99LxODAWYfXg6uvrkZKSgunTp8PBwaGp3d3dHV5eXkhOTu58\n", "lKS5NWvWyA6BuEKUdDwOjEXYXZRFRUWorq7GiBEjLH42fPhw5Ofno7a2VlR3JNh7770nOwSaIzsA\n", "4nFgLMIS3K1bDddX+vfvb/Gz/v37w2w2486dO6K6I8GGDh0qOwR6UnYAxOPAWDgPjoiIDElYgnN1\n", "dQUAVFVVWfysqqoKJpMJLi4uj93HnDlzEBYW1uzh7++Pw4cPN9vu5MmTCAsLs3j+L3/5S+zfv79Z\n", "W3Z2NsLCwlBeXt6sPT4+Hlu3bm3WVlpairCwMIsvmnft2oU333yzWVtNTQ3CwsKQmZnZrD0pKQnL\n", "ly+3iO3nP/85X0cPeB0AgCst/l0J4O+wvInkIoCTLdoefb/t9RbtVwEchqX/A5DXou0agBOWm/bE\n", "8eDr0O/rSEpKQlhYGGbPng03NzfMmjULq1evtth/Vyhqa/f8tyIhIQEbNmxASUlJs9P5+vp6uLi4\n", "ICgoCEeOHGn2nHHjxkFRFFy9etXqPrOzszF58mRcvnyZpSok2bp1K2JjY2WH0a01vo/xMjpXLicT\n", "QICgYG4A+AA8pjqIx4FconOBsDM4k8mEBQsWIDMzs1lpnLKyMuTn52Px4sWiuiIN1NTUyA6BeA+W\n", "dDwOjKXTCc7aid/69ethZ2fXVNi0rq4OMTExGD58OKKjozsfJWlu/fr1skOgYNkBEI8DY2l3gouL\n", "i4Onpyd27tzZVA/O09MT2dnZTdsMHToUZ8+eRU5ODry9veHj4wOz2YyMjAw4Ojpq8gKIiIisEVYP\n", "rpG3tzeOHTvWpaCIiIi6itMECACs3w1ItnVfdgDE48BY2n0GR8b24osv4pNPPunQcwoLC3WziLaT\n", "kxNGjRolO4yuOQJgiewgerbOHAekX0xwBKBh+kdHFBYWYvTo0doE00kFBQXdO8kFyQ6AOnockL5p\n", "kuCuXLmC+Ph4FBYWwt6+oYuoqCi88cYbMJlMWnRJXdTROSdNZ24LALiKj6dDygF8DN2cTXZaZ+bO\n", "kVCcM2gswhNcaWkpgoODERoaipycHNjb2+PSpUsIDAzEzZs3kZiYKLpLkskV/GAmIl0SfpPJ0aNH\n", "cffuXcTExDSdvU2ZMgWzZ8/GwYMHRXdHRERklfAE13gJsmVpnEePHqFXr16iuyNBWq4lRxJkt70J\n", "aYvHgbEIT3BLliyBj48PEhIScPfuXQANZ3UZGRnYuHGj6O5IkB9O2CdJymQHQDwOjEV4gnN0dER6\n", "ejpMJhNcXV3h7u6OZcuWYc+ePXjhhRdEd0eCvP/++7JDoFDZARCPA2MRnuAKCwvh5+eH3r17o7y8\n", "HGVlZTh27BjeeustvPLKK6K7IyIiskp4gnv77bfx7bffYu/evXB2dgYATJ06FbGxsdi7dy8+/fTT\n", "Vp/LenDd83XgGhpqmLV0FJbfK934ftuWq3acQUO5mB/qSB01ANHR0dLHAwDrwYHHB19HN60H1xZv\n", "b29UVlairKz5FwrHjx9HaGgotm3bhpiYmGY/Yz247qfLtc9E0kntM/5OiLpGt/XgGrm5uaG8vBz3\n", "7zf/L3pJSUnTz0l/rP3PjGzM2lkw2RSPA2MRnuBWr14Ns9mM6Oho1NXVAQCKiorw7rvvwtPTEwsW\n", "LBDdJQmwYsUK2SHQVNkBEI8DYxGe4ObPn4/09HT85z//wbhx4zB+/HjMmzcP8+fPx4ULF9CvXz/R\n", "XZIAISEhskOgkbIDIB4HxqLJWpSBgYEIDAzUYtdERETtwnpwRERkSCyX081oVYPtzJkzCA4Obvf2\n", "eXkt702XT3ZMXe4/D4C3kFCokw4fPozw8HDZYZAgTHDdiB5rsOlCw4pwiIqKkhtHV+WCCU6ypKQk\n", "JjgD0SzBnThxAtu3b0dlZSWqqqrQq1cvhIeH47e//a1WXRqermqwFaJhcrYeNK7rLfv30tXfySJR\n", "gVBnJScnyw6BBNIkwe3btw8bN27E8ePHMXbsWADApk2b8Oc//5kJTgQ91GCzsoCHdLJ/L3r8nRD1\n", "YMIT3DfffINVq1bhL3/5S1NyAxqWUfLz8xPdHRERkVXC76L861//iocPHyI0tPnS6H379uUcEyIi\n", "shnhCS4zMxODBg3C5cuXERISAh8fH/j6+iIhIQEPHz4U3R2JYm0hX7ItjoF01hYepu5L+CXK0tJS\n", "3L17F6+++iqOHDmCkSNH4vz585g3bx4uXryI48ePi+6SRBghOwDiGMjHq0zGIjzBPXjwAA8fPsTa\n", "tWsxcmTD2kP+/v5YsWIFNmzYgM8//xwzZswQ3a2mtJp71lGazvP6H+12Te3EMZAuMjJSdggkkPBL\n", "lE5OTgAAX1/fZu2N/7506VKrz9VjPbjGuWeTJ0+W/rA6z6urddRE1R/TQT04nID81wGwHhz0WX+M\n", "r0Nfr6Nb1oNbunQpkpKSkJOTg3HjxjW1p6amYv78+d2uHlxTjS/Zc6yA/86z0kO9sRwAHzMWXcYB\n", "sB4cdUuic4HwS5Th4eFISkrCv//972YJLjc3F0BDde9uSfYcK0DbeVbXAQzTcP/UNo6BdJmZmQgI\n", "CJAdBgki/BLlwoULERAQgE2bNuHmzZsAGi7z7dq1C6GhoZg5c6boLkmEc7IDII6BfNu2bZMdAgkk\n", "/AxOURQcPXoUb7/9NqZNm4Z+/fqhvr4eL7/8MtauXSu6OxJloewAiGMg34cffig7BBJIk6W6nJyc\n", "sHPnTuzcuVOL3ZMWHGQHQBwD+ViQ2VhYD46IiAyJ5XKISHN6mUsKNFxhGjVqlOwwyAY0T3B//OMf\n", "8dprryE+Ph7x8fFad0eddRIAF3GQy6BjoMc6hgUFBVaT3Jtvvol3331XQkSkBU0TXEVFRdONJYqi\n", "aNkVdZWz7ADIqGOgqzqG5QA+Rqtnk0OHDrVtPKQpTRPcO++8gxkzZuDIkSNadkMiTJMdABl+DPQw\n", "l7QNK1eulB0CCaTZTSY5OTn4+OOPkZCQoFUXRERErdIswa1atQobN26Es7NBr7sQEZGuaZLgkpOT\n", "UV1djV/84hda7J600HIhYLI9joF0LRcupu5NeIKrqalBbGwsdu3aJXrXpKVPZQdAHAP51qxZIzsE\n", "Ekj4TSabN2/GjBkz4O/vL3rXpKU5sgMgLcZA0xqC3SiG9nrvvfdkh0ACCT2DKy4uxp49eyzqFgFA\n", "e6ry6LEeXJMLLf4to47aF1a2FVUP7m6LdtaD+y9b1YN7EuLeV2kNf42KitJXHUM9vK8AREdHW62j\n", "1vLKkx7rqDViPbi2Ca0Ht2/fPvzmN7/BgAEDmtoePXqEvLw8DB48GG5ubvDy8kJSUlKz53WLenB6\n", "qPGlp3pjjEW/cfwwFj3MPdNTHUPWydM1XdeDe+mll/DSSy81a7t+/To8PT3x2muvYd26dSK7I6K2\n", "6GHumZZ1DIkeQ/PFlhtPEAUXDifRrFzGIRvjGEhn7esV6r40S3AVFRXw9PTEjBkzoCgKduzYAU9P\n", "T4trtaQTtbIDII6BfDU1NbJDIIE0W6prwIABKC4u1mr3JFqw7ACIYyDf+vXrZYdAArEeHBERGZIu\n", "68GVlpaiqKhIdhgAgGvXrskOgYiIOkGXCS7kf0Pwdd7XssPoWe4DeEJ2ED0cx0C68vJyuLrKnldB\n", "oghPcEVFRfjggw9w7NgxqKqKuro6eHp64te//jUCAgLatY/q+9XAZADPio6u45Q9CtTaHnAH6BEA\n", "S2QH0cNxDKR78cUX8cknn8gOgwQRnuBef/11lJeX4+TJk3Bzc0NdXR1WrVqFwMBAHDp0yOpMeKv6\n", "AhgoOrqOU+wUqOgBCS5IdgDEMZCP5b2MRfhNJoqi4J133oGbmxsAwN7eHr/73e9gMpmQmJgoujsS\n", "RfZkYOIY6ABXNzEW4WdwqampsLdvvts+ffpgwIABqKysFN0dERGRVcLP4FomNwC4c+cOysvLMWvW\n", "LNHdERERWWWTeXB79uzBoEGD8NZbb9miO+qMlquzk+1xDKTjSkvGonmCy87Oxvbt25GcnIynnnpK\n", "6+6os8pkB0AcA/mys/m/DCPRNMHl5eUhIiICBw4cQGBgYJvbN9aDu33rNvAVGuo77YP8+mOA8evB\n", "jWvRroe6XT2tHlwoxL2vrL1XbDkeMo4PAfXg+vXr16xNj3XUGrEeXNuE1oP7oStXriAiIgL79u3D\n", "T37yk8du27IG0I+H/RjfDv0WeE6LyDrGbrMdzA/N+qhlpcd6Y4xFf3EwltaxHpyuia4Hp8kZ3MWL\n", "FxEeHo4DBw40S25+fn5adEdERGRB+DSBs2fPYu7cuVi+fDmKi4ubVRTg9W0iIrIV4QkuOjoa9+/f\n", "x65duyx+piiK6O5IlL+Dy0TJxjGQLiwsjEt1GYjwBHf58mXRuyRbmCo7AOIYyLdixQrZIZBArAdH\n", "DUbKDoA4BvKFhITIDoEE0mW5HCIiLeXltZyTIMft27cxcKAOVpUH4OTkhFGjRskOQygmOCLqOe42\n", "/BEVFSU3Dp0qKCgwVJLTJME9ePAACQkJOHz4MHr37g0HBwesW7cO8+bN06I7EiEPgLfsIHo4joH2\n", "ar//cwEAa3VNSwA8baNYCtEwEb21WGypHMDHwL179yQHIpYmCe7555/HV199hS+++AIuLi5IS0tD\n", "REQEDh8+jNDQUC26pK46B364ysYxsB1XWJ90fgy2K7TcuMhHa7FQlwm/yeSzzz5DSkoKEhIS4OLi\n", "AgCYO3cunnvuOfzqV78S3R2J0q/tTUhjHAP5OAaGIjzB/eMf/wAAi+W5Zs2ahaKiImRlZYnukoiI\n", "yILwBHflyhU4Ozs3nb01GjFiBAAgJydHdJdEREQWhCe4W7duoX///hbtjW23bllbqp+IiEgsXU0T\n", "aJyb8ujRI+A7ADq4mmmuMzf8pRD//VJYltLv/9QillI0rPquh1g6Si+xdDWOjo6BlrGI1J1iETkG\n", "XY3Flioa/pA9P1B4/6pg/v7+6pNPPmnRnpKSoiqKou7fv9/iZzdu3FA9PDxUAHzwwQcffPTgh4eH\n", "h3rjxg0h+Uj4GdzEiRNx4cIFVFRUYMCAAU3tRUVFAIAJEyZYPMfd3R1ZWVkoK2NJYyKinszd3R3u\n", "7u5C9iW84Olnn32G4OBgJCcnY9GiRU3tP/vZz3Dt2jUUFhaK7I6IiMgqTSp6L168GF9++SXOnj2L\n", "gQMH4ujRowgPD+dEbyIishlNEtzDhw+RkJCAQ4cONS3VFR8fj7lz54ruioiIyCpNEhwREZFs0uvB\n", "ffPNNwgJCYGdnfRQiIhIY5WVlVi6dCns7OxQWlra9hO6QGpWOXjwIAICAlBaWgpFUR677RdffIGZ\n", "M2di3LhxGDNmDF599VXcvXvXRpH2LBkZGXBxccHEiRMtHsXFxbLDM5QHDx4gLi4OXl5emDBhAqZM\n", "mYLU1FTZYfUYJSUlcHR0tPpeP3funOzwDOfkyZPw8/NDbm7uYz/z8/LyMGfOHHh7e2PMmDGIjIzE\n", "jRs3Ot6hkMkGnVBZWakGBwerpaWl6rJly1RFUVrdNisrS+3Tp4/6/vvvq6qqqjU1NWpgYKDq7++v\n", "1tfX2yrkHiMjI0Ndvny57DB6hIULF6pjx45Vb9++raqqqqampqr29vZqWlqa5Mh6huLiYjUoKEh2\n", "GD1GUFCQmpubq8bHx6uKoqjXr1+32Ob69evqwIED1djYWFVVVbWurk6NjIxUR44cqVZVVXWoP2ln\n", "cM7OzkhPT8eQIUPa3DYmJgbDhw/H66+/DgDo27cvtm7digsXLuDgwYNah9ojqfxqVnOsvEE9TXp6\n", "Onx8fB67TXx8PFRVxYYNGwAAJpMJiYmJKC4uxo4dOzrUn+6/+Lp58ybOnj1rUZ1gypQpcHJyQnJy\n", "sqTIiLqGlTeop2nrq6j6+nqkpKRg+vTpcHBwaGp3d3eHl5dXhz/vdZ/gcnJyoKpqUzWCRnZ2dhg2\n", "bBirE2hAVVUUFhZi0aJFmDp1atM18MuXL8sOzVBYeUMfbt68iWXLluGZZ57B6NGjMX/+fJw+fVp2\n", "WD1SUVERqqurLT7vAWD48OHIz89HbW2tlWdap/sE11h9oLUKBaxOIJ6DgwNqa2uRkJCAf/3rX8jK\n", "yoKjoyP8/f3xz3/+U3Z4hsHKG/KZTCaYzWa8/PLLuHDhAq5evQpfX1+EhIRg//79ssPrcdr6vDeb\n", "zbhz50679yckwWVkZMDOzq5dj4KCAhFdUjt1ZmyeffZZXLx4selauZOTE3bv3o3Bgwdj9erVMl8O\n", "kVBDhgxBfn4+pk+fDgDo3bs31q9fDz8/P8TExDRUNqFuS8hiyz4+Pvjwww/bta2Hh0eH9u3q6goA\n", "qKqqsvhZVVUVBg0a1KH99TSixqZXr16YOHEi0tLSLBbSps5xdXW1Wh6k8b3O97Y806ZNw6VLl/Dl\n", "l19i4sSJssPpMdr6vDeZTBaX9B9HSIIbNGgQFi9eLGJXFiZMmABFUZqqETQym80oKSlBYGCgJv0a\n", "RWfGpqKiAo6OjujVq1ezdpPJBKDhd09d15nKGyRWVVUVHBwc0KdPn2btfK/LMWLECDg5OVl83gMN\n", "x4WXl5fF59Lj6OY7uNburhk8eDBmzpyJU6dONWu/dOkSqqurNUusPVlERAQ++uijZm319fW4cuUK\n", "nn76aQwcOFBSZMbS+N5t+d4+ffo0RowYgcmTJ8sIq0dZtWoVfv/731u0Z2Vl4YknnmjzlnYSy2Qy\n", "YcGCBcjMzGx2ebisrAz5+fkd/7zv8sw9Adoz0btv377q7t27VVVV1fv376tBQUHqs88+q5rNZluF\n", "2WMEBQWpvr6+TUUH6+vr1bi4OFVRFDU5OVlydMayaNEidezYsWp5ebmqqqqalpbGid429MILL6hD\n", "hgxRCwoKmtp2796tKoqibtu2TWJkxtY40bukpMTiZ9evX1ddXV2bJnrX1taqS5YsUUeNGqXeu3ev\n", "Q/1IXWw5KioK586dQ3l5OWpqajB06FAAwMWLF/HUU0812/b8+fOIjY3FnTt3UFtbi+DgYGzbts3q\n", "3TbUNefPn8ef/vQnnD9/HnZ2dqioqMDo0aOxZs0ahISEyA7PUFh5Q67c3Fzs378f6enpUBQFlZWV\n", "8PDwwMqVKxEZGSk7PMOJi4tDcnIyKisrUVVVBQ8PD9jb2yMlJQWTJk1q2i4vLw9vvPEGiouLYTab\n", "MWnSJCQmJnb4Hg5WEyAiIkPSzXdwREREIjHBERGRITHBERGRITHBERGRITHBERGRITHBERGRITHB\n", "ERGRITHBERGRITHBERGRITHBERGRITHBERGRITHBERGRITHBERGRIf0/ORApmrgON9EAAAAASUVO\n", "RK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "053\n", "\t unfiltered\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbgAAACTCAYAAAD81gzyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAGz9JREFUeJzt3X1QVNf5B/DvZfE1oFGxgv2poEZBGETFKFFETbQTFXwZ\n", "NTWSUds0JjYxMsVoapRVU+Nro7Fx0qqdplUJnVg0IFGj1iixWoFaokKlBaFRdKQKBI0vwPn9wUtc\n", "dkH2epZzd/f7mbmjHu7e89yHu/t4d/feRxNCCBAREbkYD9UBEBEROQILHBERuSQWOCIickkscERE\n", "5JJY4IiIyCWxwBERkUtigSMiIpfEAkdERC6JBY6IiFySXQWutLQUs2fPhoeHB4qKihwVExER0WNr\n", "doE7fPgwwsPDcf78eWiaZnOdgwcPYvr06QgMDERoaCiCg4MRFxeHGzduSAuYiIioOZpd4N577z3s\n", "378fU6dOha3bV167dg0TJkzAgAEDkJOTg+zsbKSlpSE1NRXDhg3Dt99+KzVwIiKipjS7wB07dgzB\n", "wcFNrtO5c2esWrWq/gyvV69eWLJkCS5fvoxPP/308SIlIiKyQ7MLXGNvS9bx9fXFtWvXrMZ/+MMf\n", "Aqj5/I6IiKilSP0Wpaenp9XYv/71LwDAmDFjZE5FRETUJIdeJvDgwQNs374dL730EsLCwhw5FRER\n", "kQXrUy6Jli1bhvbt22Pbtm2PXLe4uBjFxcWODIeIiAzOz88Pfn5+UrblsAK3ceNGHDlyBEePHsUT\n", "TzzR5LrFxcXo168fKioqHBUOERE5ge7duyMjI0NKkXNIgVuzZg1SUlLw17/+FR07dnzk+sXFxaio\n", "qMCuXbsQFBTkiJBc0rhx4/DFF1+oDsPp2JO3nJwcxMbGAlgNIMChcTWtAMByZc8RHmv6MG/2qXu+\n", "FRcXG7PALVu2DF999RWOHDlSf+aWmpqKrKwsrFixosnHBgUFYfDgwbJDclnDhw9nvnTQl7cJAFTm\n", "OgvAcmXPER5r+jBvaukucLYu9l60aBH+9Kc/Ye3atUhOTq4fP3nyJO7fv693KmqEyWRSHYJTYt7s\n", "x5zpw7yp1ewCt3TpUiQlJaG0tBSapmHkyJHw9PTE3r17MXjwYGRnZ+ODDz6ApmmYP3++xWM1TcOc\n", "OXOkB09ERNSYZhe4tWvXYu3atY3+PDQ0FNXV1VKCIiIielxsl+PE+B8KfZg3+zFn+jBvarHAObEf\n", "/ehHqkNwSsyb/ZgzfZg3tdgPzom98cYbqkNwSsyb/ZgzfZg3taT2gwNqrmOYMGECgoKC0L9/f8ya\n", "NQtXr16VEiwREVFzSesHBwBFRUWIjIxEaGgocnJycPHiRWiahqioKPaDIyKiFiW1H1xCQgKEEFi1\n", "ahWAmmtANm3ahIKCAmzevPnxIiUrubm5qkNwSsyb/ZgzfZg3taT1g6uqqsLevXsxYsQItG7dun7c\n", "z88PgYGBSEpK0h8l2fTWW2+pDsEpMW/2Y870Yd7UkvYtyvz8fFRUVKBPnz5WP+vduzdyc3Px4MED\n", "WdMRgN/85jeqQ3BKzJv9mDN9mDe1pBW4GzduAAA6dOhg9bMOHTqguroaN2/elDUdAejZs6fqEJwS\n", "82Y/5kwf5k0tXgdHREQuSVqB8/HxAQCUl5db/ay8vBwmkwmdO3duchsTJkxATEyMxRIREYF9+/ZZ\n", "rHf48GHExMRYPf7nP/85du7caTGWlZWFmJgYlJSUWIwnJCRg3bp1FmNFRUWIiYmx+mB469atWLx4\n", "scXYnTt3EBMTg/T0dIvxxMREzJs3zyq2F154gfvhpPtRY1+Df2cBiAFQ0mA8AcC6BmNFtes2/MLB\n", "VgCLG4zdqV03vcH4QZtRuePvg/vhGvuRmJiImJgYjBs3Dr6+vhg7diwWLVpktf3HIuyUkJAgNE0T\n", "hYWFFuOVlZWiQ4cOIiYmxuoxwcHBIiQkpNFtZmZmCgAiMzPT3nDc2tq1a1WH4JTsyVvdsQlkCkAo\n", "XNQ+R3is6cO82Ud2LZB2BmcymTBt2jSkp6dbtMYpLi5Gbm4uZs6cKWsqqnXnzh3VITgl5s1+zJk+\n", "zJtaugucsHGx98qVK+Hh4VHf2LSyshLx8fHo3bs34uLi9EdJNq1cuVJ1CE6JebMfc6YP86ZWswvc\n", "0qVLERAQgC1bttT3gwsICEBWVlb9Oj179sSJEyeQnZ2NoKAgBAcHo7q6GsePH4eXl5dDdoCIiMgW\n", "af3g6gQFBSEtLe2xgiIiInpcvEzAiTX8hhI1D/NmP+ZMH+ZNrWafwZHx/OQnP8Fnn32mOgyn48x5\n", "y8nJUTJvXFwc3n///fp/e3t746mnnlISizNx5mPNFbDAOTGz2aw6BKfknHmr6b8YGxurLIIhQ4ZY\n", "/PvSpUssco/gnMea63BIgTt37hwSEhKQl5cHT8+aKWJjY/GLX/wCJpPJEVO6pcGDB6sOwSk5Z95u\n", "1/65C0CQykAA5ACIZQusZnDOY811SC9wRUVFGDNmDCZOnIjs7Gx4enri7NmziIqKwvXr17Fp0ybZ\n", "UxK5kSAAfNEkag7pXzI5cOAAysrKEB8fX3/2NnToUIwbNw67d++WPR0REZFN0gtc3VuQDVvj3L9/\n", "H61atZI9nVtreP83ah7mTQ/mTA8ea2pJL3AvvvgigoODYTabUVZWBqDmrO748eNYvXq17Onc2sMX\n", "2VPzMW96MGd68FhTS3qB8/LywrFjx2AymeDj4wM/Pz/MmTMHH330EebOnSt7Orf24Ycfqg7BKTFv\n", "ejBnevBYU0t6gcvLy0N4eDjatGmDkpISFBcXIy0tDW+//Tbmz58vezoiIiKbpBe4d955B1euXMH2\n", "7dvRsWNHAMDTTz+NJUuWYPv27fjiiy8afSz7wXE/jLgfNVT3gzvVSFwv2IjtcO02Gvo5rD9L07Mf\n", "BRajPK64Hy7TD+5RAgMDha+vr9V4Wlqa0DRNbNiwwepn7AdHRmWcfnC7DBKH+t505LoM2w+ujq+v\n", "L0pKSnD79m2L8cuXL9f/nORo/GyDmsK86cGc6cFjTS3pBW7RokWorq5GXFwcKisrAQD5+fnYsGED\n", "AgICMG3aNNlTuq3XX39ddQhOiXnTgznTg8eaWtIL3OTJk3Hs2DH897//RUhICEJDQxEdHY3Jkyfj\n", "9OnTaN++vewp3db48eNVh+CUmDc9mDM9eKyp5ZB7UUZFRSEqKsoRmyYiImoW9oMjIiKXxHY5Tmzf\n", "vn2YMmWKtO3l5eUZ5g7xjuw3Jjtv7mEfAObMXjzW1GKBc2KJiYnSnjx5eXno16+flG3J4qh+YzLz\n", "5j4SwQJnPx5rajmswB08eBAbN25EaWkpysvL0apVK0yZMgW/+tWvHDWl20lKSpK2re/P3Fy/35jM\n", "vLkP5kwPHmtqOaTA7dixA6tXr8bnn3+OAQMGAADWrFmDP/zhDyxwhsd+Y0TkGqQXuG+++QYLFy7E\n", "xx9/XF/cACAuLg7h4eGypyMiIrJJ+rco//jHP+LevXuYOHGixXi7du14TQgREbUY6QUuPT0dXbt2\n", "RWZmJsaPH4/g4GCEhYXBbDbj3r17sqdza7ZukkqPxrzpwZzpwWNNLelvURYVFaGsrAyvvvoq9u/f\n", "j759++Jvf/sboqOjcebMGXz++eeyp3RbPCPWh3nTgznTg8eaWtIL3N27d3Hv3j0sW7YMffv2BQBE\n", "RETg9ddfx6pVq3Dy5ElERkbKntap6b3+rH///tI6Bufk5EjZjkyOismevBkxL2rMUh2AU5o1i3lT\n", "SkpPgoeEhYUJTdPEhQsXLMaTk5OFpmli06ZNVo+pa5HQrVs3ER0dbbEMHz5cJCcnW6x/6NAhER0d\n", "bbWdBQsWiB07dlhtOzo6Wty4ccNifMWKFWLt2rUWY4WFhSI6Olrk5ORYjH/wwQciPj7eYuz27dsi\n", "OjpanDx50mJ8z549Yu7cuVaxzZw50+Z+jB07trYNilGWunYsewQw10arlJkCSG4wdkgA0TbWXSCA\n", "HTZarUQL4EaD8RUCWFv792QD5KHhslzHftQthbXr5jQY/0AA8Q3Gbteue9JGLm21y2mJ30fD/fhU\n", "AN+3NHHk88NVnufcD+v92LNnj4iOjhbPPfec6NatmxgzZoyIjIy0OLYelyaEEDpro02zZ89GYmIi\n", "srOzERISUj+ekpKCyZMnY/369YiPj7d4TFZWFoYMGYLMzEwMHuxeX1Gv23f115+lAVgOIBPqLxPY\n", "DSAW6nMCGCcvdTlRHQdQ0yTVPZ+v5Fiya4H0tyinTJmCxMRE/POf/7QocOfPnwdQ092bbNFz/Vk6\n", "gJGS5jfiW3GOuibPnrwZMS8qyDzW3Ed6ejpGjmTeVJH+Lcrp06dj5MiRWLNmDa5fvw6g5jOmrVu3\n", "YuLEiRg1apTsKd3YetUBOCnmzX7MmR7r1zNvKkk/g9M0DQcOHMA777yDYcOGoX379qiqqsIrr7yC\n", "ZcuWyZ7OzX2iOgAnxbzZjznT45NPmDeVHHKrLm9vb2zZsgVbtmxxxOapHpvH6sO82Y8504MNntVi\n", "PzgiInJJbJdDRLoY5RpBR/YOJOfm8AL329/+Fq+99hoSEhKQkJDg6OnczGIAG1QH4YSYN/s9nLMi\n", "AEBsbKyyaBpyVO/Ax7V48WJs2MBjTRWHFrhbt27Vf7FE0zRHTuWmeqoOwEkxb/Z7OGe3a/80wnWK\n", "ju0d+Lh69uSxppJDC9zy5csRGRmJ/fv3O3IaN/aG6gCcFPNmP1s5Y+/AR3njDR5rKjnsSybZ2dn4\n", "y1/+ArPZ7KgpiIiIGuWwArdw4UKsXr0aHTt2dNQUREREjXJIgUtKSkJFRQV++tOfOmLzVC9XdQBO\n", "inmzH3OmR24u86aS9AJ3584dLFmyBFu3bpW9abLyluoAnBTzZj/mTI+33mLeVJL+JZP33nsPkZGR\n", "iIiIkL1psvIb1QE4KebNfsxZczTs7Th//nxpPRvtwWsDa0lpulMrPz9f+Pj4iCtXrtSPFRQUCE3T\n", "hNlsbvRx7twPbtSoUTb6fMnq22VP/7HlDeJQ2Q9uV20sqRL6qD3uftTFwn5w3+/H+gaxtOTvo+F+\n", "1Lx27Nq1S/nz/NKlS7V5McZy6dIl6a9Xbt0PbseOHXj33XfRqVOn+rH79+8jJycH3bp1g6+vLwID\n", "A5GYmGjxOPaDGwL1fb6M1G+MsRg3DqPFYpzedMbp7VhzbaARcmIvQ/eDe/nll/Hyyy9bjBUWFiIg\n", "IACvvfYaVqxYIXM6IiID4vWBRuHwmy3XnSBKPFGkeutUB+CkmDf7MWf6MG8qOazA3bp1CwEBAYiM\n", "jISmadi8eTMCAgKwc+dOR03phu6oDsBJMW/2Y870Yd5Uctitujp16oSCggJHbZ4AACtVB+CkmDf7\n", "MWf6MG8qsR8cERG5JLfsB3flyhXk5eWpDgNAzZdwiIhIPrcscFOnzsDZs39THYYEJQB8VAfhhJg3\n", "+zFn+jBvKkkvcPn5+fjd736HtLQ0CCFQWVmJgIAA/PKXv8TIkSNlT6dLRcUd1FzHk6A4khIAj3PH\n", "l58A+ExSLO6EebMfc6YP86aS9AK3YMEClJSU4PDhw/D19UVlZSUWLlyIqKgoJCcnIyYmRvaUOj0J\n", "oK/iGLwf8/FmGUG4IbPqAJyQWXUATsqsOgC3Jv1LJpqmYfny5fD19QUAeHp64te//jVMJhM2bdok\n", "ezo3x4tJ9WHe7Mec6cO8qST9DC4lJQWenpabbdu2LTp16oTS0lLZ0xEREdkk/QyuYXEDgJs3b6Kk\n", "pARjx46VPR0REZFNLXId3EcffYSuXbvi7bffbonp3AjvCqMP82Y/5kwf5k0lh18mkJWVhY0bNyI5\n", "ORk/+MEPHD2dm8kCwK7p9mPe7Mec6aMubzk5OUrmbUhpbzopTXcacfHiRdGzZ09x4MCBJtdr6X5w\n", "QUEDBTC0iX5XLdV/7JOH+jexHxz7wTW1H+wHZ3s/jNMPru51DNjYwr+PhsfVy+L71xVjLHW96Vq6\n", "HxykbMWGf/zjH8Lf318cOXLkkevWHRiydupRagrc6zYOuJZerj10EDR84Wrppe6FXHUcjMXYcRgt\n", "lpZ97WjK9wVOdV7qfj+7amNRueyy6/cjuxY45C3KM2fO4IUXXsDu3bsxYsSI+vHw8HBkZGQ4Ykoi\n", "IrLAvnTSC9yJEycwadIkzJs3DwUFBRYdBbKysmRPR0REZJP0AhcXF4fbt29j69atVj/TNE32dG4u\n", "BrwNkB7Mm/2YM32YN5WkF7jMzEzZm6RGva46ACfFvNmPOdOHeVOJ/eCc2njVATgp5s1+zJk+zJtK\n", "btkuh4hcixGu+TJCDGSJBY6InFgRACA2NlZxHGREDilwd+/ehdlsxr59+9CmTRu0bt0aK1asQHR0\n", "tCOmc2P7AExRHYQTYt7sZ9Sc3a79cxdqvhavUhqA5Q3GjJo39+CQAvfSSy/h4sWLOHXqFDp37ozU\n", "1FRMnToV+/btw8SJEx0xpZtaBz559GDe7Gf0nBnhmi9bb1EaPW+uTfqXTL788kvs3bsXZrMZnTt3\n", "BgBMmjQJzz33HN58803Z07m5rqoDcFLMm/2YM32YN5WkF7g///nPAIBnn33WYnzs2LHIz8/nnUyI\n", "iKhFSC9w586dQ8eOHevP3ur06dMHAJCdnS17SiIiIivSC9yNGzfQoUMHq/G6sRs3bsiekoiIyIqh\n", "LhNoqetIvvvuDoDzAH7XIvM1rvyhv6fB9ofUTfkKwG5JsXz1GHHI5uhY7MmbUfKiOo6Hc6Y6locZ\n", "PRaZz9HHiUOVmnsRN/e1XXoNkNKT4CERERHiySeftBrfu3ev0DRN7Ny50+pnV69eFd27d69t8cCF\n", "CxcuXNx16d69u7h69aqUeiT9DG7QoEE4ffo0bt26hU6dOtWP5+fnAwAGDhxo9Rg/Pz9kZGSguLhY\n", "djhERORE/Pz84OfnJ2VbmhBCSNlSrS+//BJjxoxBUlISZsyYUT/+/PPP49///jfy8vJkTkdERGST\n", "9AIHADNnzsSFCxdw4sQJdOnSBQcOHMCUKVN4oTcREbUYhxS4e/fuwWw2Izk5uf5WXQkJCZg0aZLs\n", "qYiIiGxySIEjIiJSTXk/uG+++Qbjx4+Hh4fyUIiI7FJaWorZs2fDw8MDRUVFqsNxCi2ZM6VVZffu\n", "3Rg5ciSKioqgaVqT6546dQqjRo1CSEgI+vfvj1dffRVlZWUtFKmxHT9+HJ07d8agQYOsloKCAtXh\n", "KXf37l0sXboUgYGBGDhwIIYOHYqUlBTVYRna5cuX4eXlZfOY+uqrrx69ATdw+PBhhIeH4/z5802+\n", "fuXk5GDChAkICgpC//79MWvWLFy9erUFIzWO5uTMbDajV69eVsddw9s/NouUiw10KC0tFWPGjBFF\n", "RUVizpw5QtO0RtfNyMgQbdu2FR9++KEQQog7d+6IqKgoERERIaqqqloqZMM6fvy4mDdvnuowDGv6\n", "9OliwIAB4n//+58QQoiUlBTh6ekpUlNTFUdmXAUFBWL06NGqwzC00aNHi/Pnz4uEhAShaZooLCy0\n", "WqewsFB06dJFLFmyRAghRGVlpZg1a5bo27evKC8vb+mQlWtOzsxms/j444+lzKfsDK5jx444duwY\n", "evTo8ch14+Pj0bt3byxYsAAA0K5dO6xbtw6nT5/G7t0tfZcAYxL8KNUmdrcgRzl27BiCg4ObXCch\n", "IQFCCKxatQoAYDKZsGnTJhQUFGDz5s0tEaahNCdngLzXM8N/8HX9+nWcOHHC6vR06NCh8Pb2RlJS\n", "kqLIyBmwuwU5yqM+VqmqqsLevXsxYsQItG7dun7cz88PgYGBbvna9aicyWb4ApednQ0hRH03gjoe\n", "Hh7o1asXuxOg5n87eXl5mDFjBp5++un69/kzMzNVh6Ycu1vod/36dcyZMwfDhw9Hv379MHnyZBw9\n", "elR1WE4jPz8fFRUVVq9dANC7d2/k5ubiwYMHCiIzvoMHD2LcuHEICwtDaGgo3nzzTVy7ds3u7Ri+\n", "wNV1H2isQwG7EwCtW7fGgwcPYDab8fe//x0ZGRnw8vJCREQEDh06pDo8pdjdQh+TyYTq6mq88sor\n", "OH36NL7++muEhYVh/Pjx2Llzp+rwnMKjXruqq6tx8+bNlg7L8Nq3bw8PDw8kJibi3Llz+Oyzz3Dm\n", "zBkMGTIEV65csWtbUgrc8ePH4eHh0azl0qVLMqZ0WXpy+cwzz+DMmTP17217e3tj27Zt6NatGxYt\n", "WqRyd8hJ9ejRA7m5uRgxYgQAoE2bNli5ciXCw8MRHx+P+/fvK46QXNXixYuxe/du+Pj4AAD8/f3x\n", "+9//HsXFxXj33Xft2paUmy0HBwfjk08+ada63bt3t2vbdTtZXl5u9bPy8nJ07epaLeFl5bJVq1YY\n", "NGgQUlNTrW587U58fHxstuCoO55c7fhxtGHDhuHs2bO4cOECBg0apDocQ3vUa5fJZLJ665xsGzBg\n", "ALy9vXHq1Cm7HielwHXt2hUzZ86UsSkrAwcOhKZp9d0I6lRXV+Py5cuIiopyyLyq6MnlrVu34OXl\n", "hVatWlmMm0wmADW5cld6ultQzQtw69at0bZtW4txHlPN16dPH3h7e1u9dgE1x19gYKDVc5aAa9eu\n", "wdfX12rcw8PD7uPOMJ/BNfbtmm7dumHUqFE4cuSIxfjZs2dRUVHhsMLqTKZOnYpPP/3UYqyqqgrn\n", "zp2Dv78/unTpoigy9eqOj4bHz9GjR9GnTx8MGTJERViGt3DhQrz//vtW4xkZGXjiiSea9VVvd2cy\n", "mTBt2jSkp6dbvKVbXFyM3NxcvnY1onv37lat0/7zn/+grKwMQ4cOtW9jUq6me0zNudC7Xbt2Ytu2\n", "bUIIIW7fvi1Gjx4tnnnmGVFdXd1SYRrW6NGjRVhYWH2TwKqqKrF06VKhaZpISkpSHJ16M2bMEAMG\n", "DBAlJSVCCCFSU1N5ofcjzJ07V/To0UNcunSpfmzbtm1C0zSxfv16hZEZT91Fy5cvX7b6WWFhofDx\n", "8am/0PvBgwfixRdfFE899ZT49ttvWzpUw2gqZ5qmiTlz5ojvvvtOCFFzU5Bx48aJTp06iby8PLvm\n", "UVrgZs+eLfz9/YWXl5fw8PAQ/v7+wt/fX1y/ft1q3VOnTonIyEgRHBws+vXrJ+bPny/KysoURG08\n", "p06dEj/72c9ESEiICA0NFT169BDPPvusOHTokOrQDOHu3bti6dKlon///iI0NFSEh4eLlJQU1WEZ\n", "2tdffy0WLVokQkNDxcCBA0WvXr1ERESE2LNnj+rQDGPJkiXC399fPPnkk8LDw0P83//9n/D39xeZ\n", "mZkW6128eFE8//zzIjAwUPTr10/8+Mc/FleuXFEUtVrNyVliYqKYMmWKCA4OFiEhIaJHjx5i1qxZ\n", "Fv/Zai52EyAiIpdkmM/giIiIZGKBIyIil8QCR0RELokFjoiIXBILHBERuSQWOCIickkscERE5JJY\n", "4IiIyCWxwBERkUtigSMiIpfEAkdERC6JBY6IiFwSCxwREbmk/wcV0yIhZdwiSAAAAABJRU5ErkJg\n", "gg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\t filtered\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 17\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 18\u001b[0m \u001b[1;32mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'\\t filtered'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 19\u001b[1;33m \u001b[0mfilt\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtaps\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtaps\u001b[0m \u001b[1;33m<=\u001b[0m \u001b[1;36m20\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m&\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mtaps\u001b[0m \u001b[1;33m>=\u001b[0m \u001b[1;33m-\u001b[0m\u001b[1;36m35\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 20\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 21\u001b[0m \u001b[0mfilt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1.2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'green'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\pandas\\core\\ops.pyc\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(self, other)\u001b[0m\n\u001b[0;32m 546\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# pragma: no cover\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 547\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mNotImplemented\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 548\u001b[1;33m \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mpa\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mArray\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSeries\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 549\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 550\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Lengths must match to compare'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "#st = 'Ticks_Linear_5ptB'\n", "\n", "for st in ['Ticks_Linear_5ptA',\n", " 'Ticks_Linear_5ptB',\n", " 'Ticks_Linear_5ptC', ]#linear_part_names:\n", " \n", " print('\\n\\n %s \\n===================\\n' % st)\n", " task_taps = linear_part_taps[st]\n", " for p in task_pids[st]:\n", "\n", " print(p)\n", "\n", " taps = task_taps[p].dev_perc\n", " print('\\t unfiltered')\n", " taps.hist(figsize=(5,1.2), color='blue')\n", " plt.show() #remove this to plot both in the same figure\n", "\n", " print('\\t filtered')\n", " filt = taps[(taps <= 20) & (taps >= -35)]\n", " try:\n", " filt.hist(figsize=(5,1.2), color='green')\n", " plt.show()\n", " except ValueError:\n", " print(\"ZERO SIZE, CANNOT PLOT\")\n", " #if p==\"025\": break" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ticks_Phase_5, 0a: <-24.3217065947, >20.2101140066\n", "trunc <: 38\n", "trunc >: 34\n", "blank: 122\n", "Ticks_Phase_5, 1a: <-25.9276919285, >20.6768485979\n", "trunc <: 2\n", "trunc >: 1\n", "blank: 2\n", "Ticks_Phase_5, 1b: <-27.4342199428, >19.3622797233\n", "trunc <: 2\n", "trunc >: 5\n", "blank: 7\n", "Ticks_Phase_5, 2a: <-33.5755750907, >28.2188889548\n", "trunc <: 4\n", "trunc >: 1\n", "blank: 4\n", "Ticks_Phase_5, 2b: <-26.7849634393, >21.5750891194\n", "trunc <: 4\n", "trunc >: 7\n", "blank: 16\n", "Ticks_Phase_5, 3a: <-40.303058949, >43.5521542269\n", "trunc <: 5\n", "trunc >: 4\n", "blank: 16\n", "Ticks_Phase_5, 3b: <-28.916376226, >24.0387863914\n", "trunc <: 13\n", "trunc >: 5\n", "blank: 24\n", "Ticks_Phase_5, 4a: <-43.0920098425, >43.4288759719\n", "trunc <: 0\n", "trunc >: 5\n", "blank: 12\n", "Ticks_Phase_5, 4b: <-29.4435795667, >21.5599080268\n", "trunc <: 3\n", "trunc >: 10\n", "blank: 54\n", "Ticks_Phase_8, 0a: <-27.9954792074, >23.3477283308\n", "trunc <: 82\n", "trunc >: 56\n", "blank: 121\n", "Ticks_Phase_8, 1a: <-29.5778426712, >21.3643421533\n", "trunc <: 1\n", "trunc >: 5\n", "blank: 7\n", "Ticks_Phase_8, 1b: <-33.7229198208, >27.6623063138\n", "trunc <: 10\n", "trunc >: 18\n", "blank: 11\n", "Ticks_Phase_8, 2a: <-29.3249526278, >27.0598983218\n", "trunc <: 5\n", "trunc >: 1\n", "blank: 9\n", "Ticks_Phase_8, 2b: <-29.2395038666, >25.4520071649\n", "trunc <: 15\n", "trunc >: 14\n", "blank: 19\n", "Ticks_Phase_8, 3a: <-39.0413277472, >40.2586460022\n", "trunc <: 8\n", "trunc >: 2\n", "blank: 13\n", "Ticks_Phase_8, 3b: <-32.2407757032, >27.9080776362\n", "trunc <: 12\n", "trunc >: 19\n", "blank: 21\n", "Ticks_Phase_8, 4a: <-46.4513011995, >43.2554648724\n", "trunc <: 2\n", "trunc >: 7\n", "blank: 23\n", "Ticks_Phase_8, 4b: <-28.5689956191, >24.8779424276\n", "trunc <: 3\n", "trunc >: 26\n", "blank: 43\n", "Jits_Phase_5, 0a: <-32.183391232, >23.0458001343\n", "trunc <: 31\n", "trunc >: 62\n", "blank: 102\n", "Jits_Phase_5, 1a: <-38.3792970034, >27.1509886645\n", "trunc <: 1\n", "trunc >: 4\n", "blank: 3\n", "Jits_Phase_5, 1b: <-38.2519814012, >27.4841084086\n", "trunc <: 7\n", "trunc >: 17\n", "blank: 12\n", "Jits_Phase_5, 2a: <-34.6356334388, >25.0539290282\n", "trunc <: 3\n", "trunc >: 1\n", "blank: 1\n", "Jits_Phase_5, 2b: <-30.6721568742, >24.8559146094\n", "trunc <: 3\n", "trunc >: 10\n", "blank: 5\n", "Jits_Phase_5, 3a: <-44.4234575766, >30.8466647363\n", "trunc <: 0\n", "trunc >: 0\n", "blank: 3\n", "Jits_Phase_5, 3b: <-32.3039080486, >30.2344224288\n", "trunc <: 11\n", "trunc >: 8\n", "blank: 11\n", "Jits_Phase_5, 4a: <-32.2752608158, >39.7226139904\n", "trunc <: 3\n", "trunc >: 3\n", "blank: 7\n", "Jits_Phase_5, 4b: <-35.7201722912, >23.7358238179\n", "trunc <: 5\n", "trunc >: 27\n", "blank: 17\n", "Jits_Phase_8, 0a: <-36.1393156131, >25.6880837029\n", "trunc <: 66\n", "trunc >: 64\n", "blank: 77\n", "Jits_Phase_8, 1a: <-32.0026595602, >22.8623228212\n", "trunc <: 4\n", "trunc >: 1\n", "blank: 2\n", "Jits_Phase_8, 1b: <-34.5718812977, >20.1980401312\n", "trunc <: 8\n", "trunc >: 8\n", "blank: 8\n", "Jits_Phase_8, 2a: <-39.9529181142, >28.2903260977\n", "trunc <: 5\n", "trunc >: 4\n", "blank: 3\n", "Jits_Phase_8, 2b: <-39.9992033576, >28.3002646375\n", "trunc <: 16\n", "trunc >: 18\n", "blank: 14\n", "Jits_Phase_8, 3a: <-41.384366441, >33.4910731398\n", "trunc <: 4\n", "trunc >: 4\n", "blank: 3\n", "Jits_Phase_8, 3b: <-37.0236726141, >24.7503018455\n", "trunc <: 15\n", "trunc >: 21\n", "blank: 12\n", "Jits_Phase_8, 4a: <-41.0662553619, >32.4894698153\n", "trunc <: 5\n", "trunc >: 6\n", "blank: 1\n", "Jits_Phase_8, 4b: <-40.7729011293, >28.4572354624\n", "trunc <: 11\n", "trunc >: 24\n", "blank: 7\n" ] } ], "source": [ "\n", "#NO LONGER USING THIS-- SECTIONS ARE COLLAPSED TOGETHER ABOVE\n", "\n", "\n", "# First pass: determine the truncation value for each task. What's\n", "# z = 2.97 for all taps across all participants within a given\n", "# section of a given task?\n", "\n", "phase_tasks = ['Ticks_Phase_5', 'Ticks_Phase_8',\n", " 'Jits_Phase_5', 'Jits_Phase_8', ]\n", "\n", "psection_list = ['0a', #0b isn't a separate section\n", " '1a', '1b', '2a', '2b', \n", " '3a', '3b', '4a', '4b']\n", "\n", "trunc_value = {t: {} for t in phase_tasks}\n", "\n", "reindexed_sections = {t: {} for t in phase_tasks}\n", "reindexed_stacked = {}\n", "\n", "for t in phase_tasks:\n", " tdata = taps_filtered[t]\n", "\n", " #not splitting by participant-- calc across all p's\n", " for section in psection_list:\n", " #print(section)\n", " section_ident_column = 'is_range_' + section\n", " section_taps = tdata[tdata[section_ident_column]==True]\n", " #print(section_taps.head())\n", " section_dps = section_taps.dev_perc\n", " #print(section_dps.count())\n", " #print(section_dps.std())\n", " section_mean = section_dps.mean()\n", " section_sd = section_dps.std()\n", " \n", " trunc = {'upper': section_mean + 2.97 * section_sd,\n", " 'lower': section_mean - 2.97 * section_sd}\n", " \n", " trunc_value[t][section] = trunc\n", " print(\"{}, {}: <{}, >{}\".format(t, section, \n", " trunc['lower'], trunc['upper']))\n", " \n", " #fill in all beat values (they were skipped when we built\n", " # this dataframe, so there aren't any NaN values in place yet)\n", " sec_start = section_dps.index.get_level_values('beat').min()\n", " sec_end = section_dps.index.get_level_values('beat').max()\n", " \n", " dps = {pid: section_dps.xs(pid) for pid in task_pids[t]}\n", " p_rows = pd.DataFrame(dps) \n", " p_cols = p_rows.T\n", " dps_reindexed = p_cols.reindex(columns=range(sec_start,sec_end+1))\n", " dps_reindexed.index.name = 'pid'\n", " \n", " reindexed_sections[t][section] = dps_reindexed\n", " \n", " \n", " #Not actually doing this yet: just looking at what happens to the values\n", " # in each task based on the trunc values we just found.\n", " stacked = dps_reindexed.stack(dropna=False) \n", " print('trunc <: %s' % stacked[stacked < trunc['lower']].count())\n", " print('trunc >: %s' % stacked[stacked > trunc['upper']].count())\n", " print('blank: %s' % len(stacked[stacked.isnull()])) #count() excludes NaNs!\n", " \n", " #print(section.isnull().count())\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "phase_tasks = ['Ticks_Phase_5', 'Ticks_Phase_8',\n", " 'Jits_Phase_5', 'Jits_Phase_8', ]\n", "\n", "psection_list = ['0a', #0b isn't a separate section\n", " '1a', '1b', '2a', '2b', \n", " '3a', '3b', '4a', '4b']\n", "\n", "\n", "for task in phase_tasks:\n", " \n", " print(task)\n", " task_sections = reindexed_sections[task]\n", "\n", " for section in psection_list:\n", "\n", " print(section)\n", " truncs = trunc_value[task][section]\n", "\n", " for pid in task_pids[task]:\n", " print(pid, end=':')\n", "\n", " ptaps = task_sections[section].loc[pid]\n", " \n", " # only measure we're using is dev_perc now, since that's \n", " \n", " #Truncate outliers and impute missing beats with truncation value\n", " # (randomly select upper or lower truncation value, I guess?)\n", " \n", " def trunc_and_replace_nans(i):\n", " \n", " #def pick_trunc_side():\n", " # import random \n", " # r = random.randint(0, 1)\n", " # if r==1:\n", " # return truncs['upper']\n", " # else:\n", " # return truncs['lower']\n", " \n", " if i > truncs['upper']: \n", " i = truncs['upper']\n", " elif i < truncs['lower']:\n", " i = truncs['lower']\n", " elif np.isnan(i): \n", " i = truncs[prev_trunc] \n", " #avoid randomization.... was pick_trunc_side()\n", " \n", " return i\n", " \n", " stats_before = (ptaps.max(), ptaps.min(), ptaps.mean())\n", "\n", " prev_trunc = 'upper' #default\n", " \n", " ptaps_post = ptaps.apply(trunc_and_replace_nans)\n", "\n", " stats_after = (ptaps_post.max(), ptaps_post.min(), ptaps_post.mean())\n", "\n", " if stats_before==stats_after:\n", " print(\"no change: {:f} {:f} {:f}\"\n", " .format(stats_before[0], stats_before[1], stats_before[2]))\n", " else:\n", " print(\"changed. before: {:f} {:f} {:f}, after: {:f} {:f} {:f}\"\n", " .format(stats_before[0], stats_before[1], stats_before[2],\n", " stats_after[0], stats_after[1], stats_after[2]))\n", "\n", " result_m = ptaps_post.mean()\n", " result_sd = ptaps_post.std()\n", " result_ct_pre = ptaps.count() #AFTER replacements!\n", " result_ct_post = ptaps_post.count() #AFTER replacements!\n", " \n", " task_sec_name = '_'.join([short_name[task], 's' + section])\n", " output_varname_m = task_sec_name + '_DPm'\n", " output_varname_sd = task_sec_name + '_DPsd'\n", " output_varname_ct_pre = task_sec_name + '_DPctPre'\n", " output_varname_ct_post = task_sec_name + '_DPctPost'\n", " \n", " if output_varname_m not in dfo:\n", " dfo[output_varname_m] = np.nan\n", " print('added varname: %s' % output_varname_m)\n", " if output_varname_sd not in dfo:\n", " dfo[output_varname_sd] = np.nan\n", " print('added varname: %s' % output_varname_sd)\n", " if output_varname_ct_pre not in dfo:\n", " dfo[output_varname_ct_pre] = np.nan\n", " print('added varname: %s' % output_varname_ct_pre)\n", " if output_varname_ct_post not in dfo:\n", " dfo[output_varname_ct_post] = np.nan\n", " print('added varname: %s' % output_varname_ct_post)\n", " \n", " dfo[output_varname_m].loc[pid] = result_m\n", " dfo[output_varname_sd].loc[pid] = result_sd\n", " dfo[output_varname_ct_pre].loc[pid] = output_varname_ct_pre\n", " dfo[output_varname_ct_post].loc[pid] = output_varname_ct_post\n", " \n", " print() \n", " print()\n", " print()\n", "\n", "#change output: max, min, mean" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
pid015016017018019020021022024025...112113114115116117118119120121
iso5t1_dev_perc_mean -2.342489 -2.933012 -2.366698 -2.636451 -0.6459543 -10.87183 -3.749141 -2.046958 -5.678476 -5.635096... -10.97467 -0.725504 -1.218539 -0.4310472 -0.7957316 -7.734171 -3.822602 -0.5959113 -11.5089 -4.767391
iso5t1_dev_perc_std 7.0247 3.474803 3.466094 3.367212 2.436263 7.004568 3.878841 2.964041 3.198982 3.268974... 5.979733 2.706513 3.97258 4.055465 2.436333 4.548844 5.543061 3.012047 13.92394 4.008097
iso5t1_dev_perc_count 111 120 120 120 120 119 118 118 121 115... 120 119 115 118 119 117 120 120 119 117
iso5t1_dev_mean -11.71178 -14.66553 -11.8327 -13.18133 -3.230433 -54.36128 -18.74698 -10.23386 -28.39117 -28.17659... -54.87277 -3.626689 -6.092209 -2.155932 -3.978151 -38.67097 -19.112 -2.979167 -57.54306 -23.83976
iso5t1_dev_std 35.12227 17.3746 17.32853 16.83581 12.18129 35.02349 19.3971 14.81583 15.99327 16.34244... 29.89959 13.53027 19.85418 20.27347 12.17995 22.74279 27.71425 15.06088 69.61694 20.0439
iso5t1_dev_count 111 120 120 120 120 119 118 118 121 115... 120 119 115 118 119 117 120 120 119 117
iso5t1_ints_mean 501.2866 500.0634 499.5734 499.9619 499.678 498.3869 499.0367 500.1896 500.3116 500.666... 500.4185 499.9379 499.5406 500.6955 500.022 500.172 500.7644 500.3504 500.3232 500.3592
iso5t1_ints_std 33.0584 20.1298 21.10341 19.74623 14.13903 26.08191 24.11722 19.45059 18.73578 15.83903... 27.26917 12.25516 27.28585 26.55751 16.37401 18.04187 19.25761 15.398 21.10637 16.65214
iso5t1_ints_count 107 119 120 120 120 119 118 118 121 115... 120 118 113 116 118 117 120 120 118 116
iso8t1_dev_perc_mean -0.3507087 -2.768806 -13.83518 -0.3748164 -2.380208 -3.240543 -1.631161 0.9656163 -3.15535 0.3272409... -6.187546 0.103829 -0.6655429 -2.124959 -1.499217 -0.8652373 0.8952681 -0.2166827 -8.813291 -2.878531
iso8t1_dev_perc_std 19.27442 2.817007 9.791912 4.662476 2.211189 6.115085 4.21753 2.051336 3.648294 5.014253... 7.168626 2.154212 6.265936 3.635931 2.387929 4.77778 3.791858 2.799014 4.393185 5.529805
iso8t1_dev_perc_count 106 107 110 109 109 104 110 108 108 108... 101 108 109 110 111 107 111 110 107 108
iso8t1_dev_mean -2.803811 -22.14841 -110.6818 -2.999486 -19.04235 -25.925 -13.05131 7.724333 -25.24526 2.616519... -49.49917 0.8292222 -5.329761 -17.00367 -11.99362 -6.920636 7.160685 -1.737091 -70.50587 -23.02874
iso8t1_dev_std 154.2057 22.5323 78.33074 37.29964 17.68978 48.92324 33.73431 16.40954 29.1858 40.10902... 57.35578 17.23347 50.12318 29.08938 19.10303 38.22541 30.33776 22.39343 35.1443 44.23512
iso8t1_dev_count 106 107 110 109 109 104 110 108 108 108... 101 108 109 110 111 107 111 110 107 108
iso8t1_ints_mean 816.4497 799.9578 800.6367 799.956 800.6078 797.3068 799.9141 799.7408 796.5956 798.564... 800.5167 800.4482 800.4901 799.6149 799.8858 801.1369 800.3997 799.7916 798.9361 800.6235
iso8t1_ints_std 90.25246 31.57134 36.49612 40.04827 18.20076 58.96032 38.95553 20.81468 35.61002 45.78635... 54.59722 20.73257 50.80378 37.98372 21.79104 37.48624 30.28434 20.68354 26.30323 41.38953
iso8t1_ints_count 102 104 109 109 109 102 110 108 108 106... 99 108 107 109 111 107 111 110 107 106
iso5t2_dev_perc_mean -7.221713 -0.6491488 -2.207171 -2.524806 -0.09163417 -2.99653 -5.3928 -0.9960761 -1.848489 0.01383371... -11.06501 2.185041 -2.023009 -0.6997633 -2.061946 -10.94477 -1.803022 1.212337 -10.24515 -7.981646
iso5t2_dev_perc_std 8.030122 3.485702 3.874653 3.179624 2.562351 6.924439 4.686902 3.154822 2.884471 4.490689... 4.865246 2.126718 6.184123 4.374259 3.002337 4.560788 3.913104 3.002175 5.024712 4.592551
iso5t2_dev_perc_count 107 119 118 119 120 118 119 119 118 101... 118 117 113 119 120 120 119 120 116 115
iso5t2_dev_mean -36.10673 -3.244874 -11.03814 -12.62595 -0.4612 -14.9858 -26.96511 -4.981412 -9.244068 0.07009901... -55.32346 10.92393 -10.11681 -3.498924 -10.31163 -54.7234 -9.016403 6.057433 -51.22714 -39.90824
iso5t2_dev_std 40.15388 17.42533 19.37432 15.89819 12.80935 34.62109 23.43611 15.77046 14.42232 22.44893... 24.32096 10.63167 30.92471 21.87286 15.01284 22.80487 19.56731 15.00997 25.12571 22.96157
iso5t2_dev_count 107 119 118 119 120 118 119 119 118 101... 118 117 113 119 120 120 119 120 116 115
iso5t2_ints_mean 499.0438 500.9173 498.821 499.9667 499.734 500.2146 500.0998 500.9514 500.1624 501.0322... 498.7641 500.9702 500.435 498.5331 500.833 499.6811 500.5165 499.6543 500.2213 499.5084
iso5t2_ints_std 33.00661 21.37603 28.48595 20.21623 15.45374 31.35915 24.49632 22.56536 20.8047 24.62363... 22.5625 12.63029 39.51406 22.45964 22.94002 16.98884 21.55657 17.08963 18.05534 22.458
iso5t2_ints_count 99 117 117 119 120 115 119 119 118 99... 118 117 108 119 120 120 119 120 116 113
iso8t2_dev_perc_mean 7.318768 -3.873531 -4.46869 -0.9058396 -1.537087 -1.986273 -2.000616 0.8646689 -2.354792 -0.08663725... -2.51537 -0.1075894 -7.0438 -1.640711 -1.052971 -3.531019 0.4584651 -2.05007 -4.373602 -6.520124
iso8t2_dev_perc_std 24.48115 2.925917 5.125628 5.254976 2.781922 5.282071 4.24902 2.260226 4.131377 4.51932... 5.790562 2.703154 5.754412 3.41057 2.209201 4.03179 2.724487 3.271753 3.794736 5.426415
iso8t2_dev_perc_count 103 108 110 110 107 102 110 110 111 105... 101 110 105 106 109 109 108 110 107 105
..................................................................
phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre... phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre
phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost... phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost
phase8j_s1b_DPm -10.37741 -5.82779 -10.11072 -1.371796 -6.842059 -13.86932 -11.10534 1.02878 -7.499895 0.6469573... -12.8413 -9.046528 -12.0093 -9.852106 -3.88275 -4.251878 -3.209898 -7.186987 -9.765089 -14.29951
phase8j_s1b_DPsd 3.811483 4.414938 6.067769 4.363318 2.852727 12.16675 3.68715 3.107706 9.097075 6.099366... 5.165977 5.045151 5.129981 3.908623 10.49753 11.11674 7.455754 6.248663 7.42547 4.434402
phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre... phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre
phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost... phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost
phase8j_s2a_DPm 0.8378159 -0.246566 -9.664952 1.482057 -15.754 1.490469 -7.859603 0.1435588 -4.683328 4.086119... -23.40428 -7.357001 -15.16863 -14.28948 -7.157177 3.090689 0.9337939 -2.66188 -2.810831 -11.7101
phase8j_s2a_DPsd 18.56051 3.105036 10.32693 8.967237 3.796017 3.666267 9.061089 7.307256 8.717242 7.196873... 3.437502 5.859396 1.387135 3.996148 1.065331 8.61172 3.411674 7.477207 7.427063 15.9339
phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre... phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre
phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost... phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost
phase8j_s2b_DPm -11.38455 -4.896362 -5.172745 3.322383 -14.17191 -9.135897 -12.44877 2.857706 -5.327714 -1.326417... -14.21686 -5.33427 -4.339154 -5.583813 -9.407973 3.569284 3.351438 -4.726624 -10.36414 -10.98684
phase8j_s2b_DPsd 6.901526 3.523893 13.20319 5.708262 5.056977 29.14859 5.53419 3.596764 5.405394 4.638411... 4.321816 3.650546 13.16747 6.339592 4.855249 9.976189 4.237302 4.578618 5.15124 7.938525
phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre... phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre
phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost... phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost
phase8j_s3a_DPm -11.87298 -0.6591388 -5.826845 -5.956262 -4.618697 1.564391 -9.407485 0.1098456 -3.706344 7.323124... -5.603968 3.035721 -12.7133 -1.951633 -6.105533 4.436911 -0.2370999 2.45805 -13.18259 -8.136433
phase8j_s3a_DPsd 5.261061 8.228678 5.389029 2.579079 13.24063 3.519445 5.210719 5.66116 4.732085 9.604177... 8.667053 9.924554 3.486555 9.146751 5.262778 4.270543 5.59554 5.651438 5.178901 10.45921
phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre... phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre
phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost... phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost
phase8j_s3b_DPm -7.73547 -4.714102 -12.54583 -2.60899 7.114538 -12.8673 -8.406937 -3.334 -5.370262 1.201136... -13.09757 -2.987564 -12.07881 -9.071119 -6.917003 -3.590599 -6.976546 -2.979848 -14.0467 -11.90929
phase8j_s3b_DPsd 4.812512 3.231291 7.283943 3.450616 2.935276 7.503993 6.556869 5.839274 6.230284 7.522506... 4.456931 4.32498 7.972343 5.348321 10.8415 4.810308 4.019082 4.79915 8.144518 4.816552
phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre... phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre
phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost... phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost
phase8j_s4a_DPm -8.206735 -4.461307 -1.597212 -3.681431 18.88049 -12.62337 -7.272361 -1.243286 -7.47664 0.8416677... -8.376577 -2.618764 -15.69055 -9.754653 -9.505631 -6.054791 -4.901113 1.540526 -3.085345 -9.682805
phase8j_s4a_DPsd 7.050488 4.376005 11.17015 2.116713 4.342071 10.96371 8.190328 1.90655 7.2157 9.080357... 7.068173 8.133509 10.26543 7.274737 7.783784 9.047441 6.3804 11.06732 6.212393 7.001689
phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre... phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre
phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost... phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost
phase8j_s4b_DPm -9.901036 -5.317269 -12.74985 0.3329968 4.937623 -9.305246 -7.988606 -5.367575 -2.83348 -5.569427... -9.484041 -1.867257 -16.16994 -5.776393 -5.162722 -4.136471 -7.075807 -3.107556 -7.946916 -14.24405
phase8j_s4b_DPsd 9.064814 3.607806 6.98562 5.100792 3.723088 12.51339 5.423732 3.801082 3.230428 4.900465... 7.278874 2.75119 7.299305 10.23416 9.994217 7.482837 5.481531 4.037751 5.19513 5.48739
phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre... phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre
phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost... phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost
\n", "

270 rows × 99 columns

\n", "
" ], "text/plain": [ "pid 015 016 \\\n", "iso5t1_dev_perc_mean -2.342489 -2.933012 \n", "iso5t1_dev_perc_std 7.0247 3.474803 \n", "iso5t1_dev_perc_count 111 120 \n", "iso5t1_dev_mean -11.71178 -14.66553 \n", "iso5t1_dev_std 35.12227 17.3746 \n", "iso5t1_dev_count 111 120 \n", "iso5t1_ints_mean 501.2866 500.0634 \n", "iso5t1_ints_std 33.0584 20.1298 \n", "iso5t1_ints_count 107 119 \n", "iso8t1_dev_perc_mean -0.3507087 -2.768806 \n", "iso8t1_dev_perc_std 19.27442 2.817007 \n", "iso8t1_dev_perc_count 106 107 \n", "iso8t1_dev_mean -2.803811 -22.14841 \n", "iso8t1_dev_std 154.2057 22.5323 \n", "iso8t1_dev_count 106 107 \n", "iso8t1_ints_mean 816.4497 799.9578 \n", "iso8t1_ints_std 90.25246 31.57134 \n", "iso8t1_ints_count 102 104 \n", "iso5t2_dev_perc_mean -7.221713 -0.6491488 \n", "iso5t2_dev_perc_std 8.030122 3.485702 \n", "iso5t2_dev_perc_count 107 119 \n", "iso5t2_dev_mean -36.10673 -3.244874 \n", "iso5t2_dev_std 40.15388 17.42533 \n", "iso5t2_dev_count 107 119 \n", "iso5t2_ints_mean 499.0438 500.9173 \n", "iso5t2_ints_std 33.00661 21.37603 \n", "iso5t2_ints_count 99 117 \n", "iso8t2_dev_perc_mean 7.318768 -3.873531 \n", "iso8t2_dev_perc_std 24.48115 2.925917 \n", "iso8t2_dev_perc_count 103 108 \n", "... ... ... \n", "phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre \n", "phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost \n", "phase8j_s1b_DPm -10.37741 -5.82779 \n", "phase8j_s1b_DPsd 3.811483 4.414938 \n", "phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre \n", "phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost \n", "phase8j_s2a_DPm 0.8378159 -0.246566 \n", "phase8j_s2a_DPsd 18.56051 3.105036 \n", "phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre \n", "phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost \n", "phase8j_s2b_DPm -11.38455 -4.896362 \n", "phase8j_s2b_DPsd 6.901526 3.523893 \n", "phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre \n", "phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost \n", "phase8j_s3a_DPm -11.87298 -0.6591388 \n", "phase8j_s3a_DPsd 5.261061 8.228678 \n", "phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre \n", "phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost \n", "phase8j_s3b_DPm -7.73547 -4.714102 \n", "phase8j_s3b_DPsd 4.812512 3.231291 \n", "phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre \n", "phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost \n", "phase8j_s4a_DPm -8.206735 -4.461307 \n", "phase8j_s4a_DPsd 7.050488 4.376005 \n", "phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre \n", "phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost \n", "phase8j_s4b_DPm -9.901036 -5.317269 \n", "phase8j_s4b_DPsd 9.064814 3.607806 \n", "phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre \n", "phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost \n", "\n", "pid 017 018 \\\n", "iso5t1_dev_perc_mean -2.366698 -2.636451 \n", "iso5t1_dev_perc_std 3.466094 3.367212 \n", "iso5t1_dev_perc_count 120 120 \n", "iso5t1_dev_mean -11.8327 -13.18133 \n", "iso5t1_dev_std 17.32853 16.83581 \n", "iso5t1_dev_count 120 120 \n", "iso5t1_ints_mean 499.5734 499.9619 \n", "iso5t1_ints_std 21.10341 19.74623 \n", "iso5t1_ints_count 120 120 \n", "iso8t1_dev_perc_mean -13.83518 -0.3748164 \n", "iso8t1_dev_perc_std 9.791912 4.662476 \n", "iso8t1_dev_perc_count 110 109 \n", "iso8t1_dev_mean -110.6818 -2.999486 \n", "iso8t1_dev_std 78.33074 37.29964 \n", "iso8t1_dev_count 110 109 \n", "iso8t1_ints_mean 800.6367 799.956 \n", "iso8t1_ints_std 36.49612 40.04827 \n", "iso8t1_ints_count 109 109 \n", "iso5t2_dev_perc_mean -2.207171 -2.524806 \n", "iso5t2_dev_perc_std 3.874653 3.179624 \n", "iso5t2_dev_perc_count 118 119 \n", "iso5t2_dev_mean -11.03814 -12.62595 \n", "iso5t2_dev_std 19.37432 15.89819 \n", "iso5t2_dev_count 118 119 \n", "iso5t2_ints_mean 498.821 499.9667 \n", "iso5t2_ints_std 28.48595 20.21623 \n", "iso5t2_ints_count 117 119 \n", "iso8t2_dev_perc_mean -4.46869 -0.9058396 \n", "iso8t2_dev_perc_std 5.125628 5.254976 \n", "iso8t2_dev_perc_count 110 110 \n", "... ... ... \n", "phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre \n", "phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost \n", "phase8j_s1b_DPm -10.11072 -1.371796 \n", "phase8j_s1b_DPsd 6.067769 4.363318 \n", "phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre \n", "phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost \n", "phase8j_s2a_DPm -9.664952 1.482057 \n", "phase8j_s2a_DPsd 10.32693 8.967237 \n", "phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre \n", "phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost \n", "phase8j_s2b_DPm -5.172745 3.322383 \n", "phase8j_s2b_DPsd 13.20319 5.708262 \n", "phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre \n", "phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost \n", "phase8j_s3a_DPm -5.826845 -5.956262 \n", "phase8j_s3a_DPsd 5.389029 2.579079 \n", "phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre \n", "phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost \n", "phase8j_s3b_DPm -12.54583 -2.60899 \n", "phase8j_s3b_DPsd 7.283943 3.450616 \n", "phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre \n", "phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost \n", "phase8j_s4a_DPm -1.597212 -3.681431 \n", "phase8j_s4a_DPsd 11.17015 2.116713 \n", "phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre \n", "phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost \n", "phase8j_s4b_DPm -12.74985 0.3329968 \n", "phase8j_s4b_DPsd 6.98562 5.100792 \n", "phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre \n", "phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost \n", "\n", "pid 019 020 \\\n", "iso5t1_dev_perc_mean -0.6459543 -10.87183 \n", "iso5t1_dev_perc_std 2.436263 7.004568 \n", "iso5t1_dev_perc_count 120 119 \n", "iso5t1_dev_mean -3.230433 -54.36128 \n", "iso5t1_dev_std 12.18129 35.02349 \n", "iso5t1_dev_count 120 119 \n", "iso5t1_ints_mean 499.678 498.3869 \n", "iso5t1_ints_std 14.13903 26.08191 \n", "iso5t1_ints_count 120 119 \n", "iso8t1_dev_perc_mean -2.380208 -3.240543 \n", "iso8t1_dev_perc_std 2.211189 6.115085 \n", "iso8t1_dev_perc_count 109 104 \n", "iso8t1_dev_mean -19.04235 -25.925 \n", "iso8t1_dev_std 17.68978 48.92324 \n", "iso8t1_dev_count 109 104 \n", "iso8t1_ints_mean 800.6078 797.3068 \n", "iso8t1_ints_std 18.20076 58.96032 \n", "iso8t1_ints_count 109 102 \n", "iso5t2_dev_perc_mean -0.09163417 -2.99653 \n", "iso5t2_dev_perc_std 2.562351 6.924439 \n", "iso5t2_dev_perc_count 120 118 \n", "iso5t2_dev_mean -0.4612 -14.9858 \n", "iso5t2_dev_std 12.80935 34.62109 \n", "iso5t2_dev_count 120 118 \n", "iso5t2_ints_mean 499.734 500.2146 \n", "iso5t2_ints_std 15.45374 31.35915 \n", "iso5t2_ints_count 120 115 \n", "iso8t2_dev_perc_mean -1.537087 -1.986273 \n", "iso8t2_dev_perc_std 2.781922 5.282071 \n", "iso8t2_dev_perc_count 107 102 \n", "... ... ... \n", "phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre \n", "phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost \n", "phase8j_s1b_DPm -6.842059 -13.86932 \n", "phase8j_s1b_DPsd 2.852727 12.16675 \n", "phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre \n", "phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost \n", "phase8j_s2a_DPm -15.754 1.490469 \n", "phase8j_s2a_DPsd 3.796017 3.666267 \n", "phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre \n", "phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost \n", "phase8j_s2b_DPm -14.17191 -9.135897 \n", "phase8j_s2b_DPsd 5.056977 29.14859 \n", "phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre \n", "phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost \n", "phase8j_s3a_DPm -4.618697 1.564391 \n", "phase8j_s3a_DPsd 13.24063 3.519445 \n", "phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre \n", "phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost \n", "phase8j_s3b_DPm 7.114538 -12.8673 \n", "phase8j_s3b_DPsd 2.935276 7.503993 \n", "phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre \n", "phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost \n", "phase8j_s4a_DPm 18.88049 -12.62337 \n", "phase8j_s4a_DPsd 4.342071 10.96371 \n", "phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre \n", "phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost \n", "phase8j_s4b_DPm 4.937623 -9.305246 \n", "phase8j_s4b_DPsd 3.723088 12.51339 \n", "phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre \n", "phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost \n", "\n", "pid 021 022 \\\n", "iso5t1_dev_perc_mean -3.749141 -2.046958 \n", "iso5t1_dev_perc_std 3.878841 2.964041 \n", "iso5t1_dev_perc_count 118 118 \n", "iso5t1_dev_mean -18.74698 -10.23386 \n", "iso5t1_dev_std 19.3971 14.81583 \n", "iso5t1_dev_count 118 118 \n", "iso5t1_ints_mean 499.0367 500.1896 \n", "iso5t1_ints_std 24.11722 19.45059 \n", "iso5t1_ints_count 118 118 \n", "iso8t1_dev_perc_mean -1.631161 0.9656163 \n", "iso8t1_dev_perc_std 4.21753 2.051336 \n", "iso8t1_dev_perc_count 110 108 \n", "iso8t1_dev_mean -13.05131 7.724333 \n", "iso8t1_dev_std 33.73431 16.40954 \n", "iso8t1_dev_count 110 108 \n", "iso8t1_ints_mean 799.9141 799.7408 \n", "iso8t1_ints_std 38.95553 20.81468 \n", "iso8t1_ints_count 110 108 \n", "iso5t2_dev_perc_mean -5.3928 -0.9960761 \n", "iso5t2_dev_perc_std 4.686902 3.154822 \n", "iso5t2_dev_perc_count 119 119 \n", "iso5t2_dev_mean -26.96511 -4.981412 \n", "iso5t2_dev_std 23.43611 15.77046 \n", "iso5t2_dev_count 119 119 \n", "iso5t2_ints_mean 500.0998 500.9514 \n", "iso5t2_ints_std 24.49632 22.56536 \n", "iso5t2_ints_count 119 119 \n", "iso8t2_dev_perc_mean -2.000616 0.8646689 \n", "iso8t2_dev_perc_std 4.24902 2.260226 \n", "iso8t2_dev_perc_count 110 110 \n", "... ... ... \n", "phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre \n", "phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost \n", "phase8j_s1b_DPm -11.10534 1.02878 \n", "phase8j_s1b_DPsd 3.68715 3.107706 \n", "phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre \n", "phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost \n", "phase8j_s2a_DPm -7.859603 0.1435588 \n", "phase8j_s2a_DPsd 9.061089 7.307256 \n", "phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre \n", "phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost \n", "phase8j_s2b_DPm -12.44877 2.857706 \n", "phase8j_s2b_DPsd 5.53419 3.596764 \n", "phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre \n", "phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost \n", "phase8j_s3a_DPm -9.407485 0.1098456 \n", "phase8j_s3a_DPsd 5.210719 5.66116 \n", "phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre \n", "phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost \n", "phase8j_s3b_DPm -8.406937 -3.334 \n", "phase8j_s3b_DPsd 6.556869 5.839274 \n", "phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre \n", "phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost \n", "phase8j_s4a_DPm -7.272361 -1.243286 \n", "phase8j_s4a_DPsd 8.190328 1.90655 \n", "phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre \n", "phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost \n", "phase8j_s4b_DPm -7.988606 -5.367575 \n", "phase8j_s4b_DPsd 5.423732 3.801082 \n", "phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre \n", "phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost \n", "\n", "pid 024 025 \\\n", "iso5t1_dev_perc_mean -5.678476 -5.635096 \n", "iso5t1_dev_perc_std 3.198982 3.268974 \n", "iso5t1_dev_perc_count 121 115 \n", "iso5t1_dev_mean -28.39117 -28.17659 \n", "iso5t1_dev_std 15.99327 16.34244 \n", "iso5t1_dev_count 121 115 \n", "iso5t1_ints_mean 500.3116 500.666 \n", "iso5t1_ints_std 18.73578 15.83903 \n", "iso5t1_ints_count 121 115 \n", "iso8t1_dev_perc_mean -3.15535 0.3272409 \n", "iso8t1_dev_perc_std 3.648294 5.014253 \n", "iso8t1_dev_perc_count 108 108 \n", "iso8t1_dev_mean -25.24526 2.616519 \n", "iso8t1_dev_std 29.1858 40.10902 \n", "iso8t1_dev_count 108 108 \n", "iso8t1_ints_mean 796.5956 798.564 \n", "iso8t1_ints_std 35.61002 45.78635 \n", "iso8t1_ints_count 108 106 \n", "iso5t2_dev_perc_mean -1.848489 0.01383371 \n", "iso5t2_dev_perc_std 2.884471 4.490689 \n", "iso5t2_dev_perc_count 118 101 \n", "iso5t2_dev_mean -9.244068 0.07009901 \n", "iso5t2_dev_std 14.42232 22.44893 \n", "iso5t2_dev_count 118 101 \n", "iso5t2_ints_mean 500.1624 501.0322 \n", "iso5t2_ints_std 20.8047 24.62363 \n", "iso5t2_ints_count 118 99 \n", "iso8t2_dev_perc_mean -2.354792 -0.08663725 \n", "iso8t2_dev_perc_std 4.131377 4.51932 \n", "iso8t2_dev_perc_count 111 105 \n", "... ... ... \n", "phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre \n", "phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost \n", "phase8j_s1b_DPm -7.499895 0.6469573 \n", "phase8j_s1b_DPsd 9.097075 6.099366 \n", "phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre \n", "phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost \n", "phase8j_s2a_DPm -4.683328 4.086119 \n", "phase8j_s2a_DPsd 8.717242 7.196873 \n", "phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre \n", "phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost \n", "phase8j_s2b_DPm -5.327714 -1.326417 \n", "phase8j_s2b_DPsd 5.405394 4.638411 \n", "phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre \n", "phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost \n", "phase8j_s3a_DPm -3.706344 7.323124 \n", "phase8j_s3a_DPsd 4.732085 9.604177 \n", "phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre \n", "phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost \n", "phase8j_s3b_DPm -5.370262 1.201136 \n", "phase8j_s3b_DPsd 6.230284 7.522506 \n", "phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre \n", "phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost \n", "phase8j_s4a_DPm -7.47664 0.8416677 \n", "phase8j_s4a_DPsd 7.2157 9.080357 \n", "phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre \n", "phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost \n", "phase8j_s4b_DPm -2.83348 -5.569427 \n", "phase8j_s4b_DPsd 3.230428 4.900465 \n", "phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre \n", "phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost \n", "\n", "pid ... 112 \\\n", "iso5t1_dev_perc_mean ... -10.97467 \n", "iso5t1_dev_perc_std ... 5.979733 \n", "iso5t1_dev_perc_count ... 120 \n", "iso5t1_dev_mean ... -54.87277 \n", "iso5t1_dev_std ... 29.89959 \n", "iso5t1_dev_count ... 120 \n", "iso5t1_ints_mean ... 500.4185 \n", "iso5t1_ints_std ... 27.26917 \n", "iso5t1_ints_count ... 120 \n", "iso8t1_dev_perc_mean ... -6.187546 \n", "iso8t1_dev_perc_std ... 7.168626 \n", "iso8t1_dev_perc_count ... 101 \n", "iso8t1_dev_mean ... -49.49917 \n", "iso8t1_dev_std ... 57.35578 \n", "iso8t1_dev_count ... 101 \n", "iso8t1_ints_mean ... 800.5167 \n", "iso8t1_ints_std ... 54.59722 \n", "iso8t1_ints_count ... 99 \n", "iso5t2_dev_perc_mean ... -11.06501 \n", "iso5t2_dev_perc_std ... 4.865246 \n", "iso5t2_dev_perc_count ... 118 \n", "iso5t2_dev_mean ... -55.32346 \n", "iso5t2_dev_std ... 24.32096 \n", "iso5t2_dev_count ... 118 \n", "iso5t2_ints_mean ... 498.7641 \n", "iso5t2_ints_std ... 22.5625 \n", "iso5t2_ints_count ... 118 \n", "iso8t2_dev_perc_mean ... -2.51537 \n", "iso8t2_dev_perc_std ... 5.790562 \n", "iso8t2_dev_perc_count ... 101 \n", "... ... ... \n", "phase8j_s1a_DPctPre ... phase8j_s1a_DPctPre \n", "phase8j_s1a_DPctPost ... phase8j_s1a_DPctPost \n", "phase8j_s1b_DPm ... -12.8413 \n", "phase8j_s1b_DPsd ... 5.165977 \n", "phase8j_s1b_DPctPre ... phase8j_s1b_DPctPre \n", "phase8j_s1b_DPctPost ... phase8j_s1b_DPctPost \n", "phase8j_s2a_DPm ... -23.40428 \n", "phase8j_s2a_DPsd ... 3.437502 \n", "phase8j_s2a_DPctPre ... phase8j_s2a_DPctPre \n", "phase8j_s2a_DPctPost ... phase8j_s2a_DPctPost \n", "phase8j_s2b_DPm ... -14.21686 \n", "phase8j_s2b_DPsd ... 4.321816 \n", "phase8j_s2b_DPctPre ... phase8j_s2b_DPctPre \n", "phase8j_s2b_DPctPost ... phase8j_s2b_DPctPost \n", "phase8j_s3a_DPm ... -5.603968 \n", "phase8j_s3a_DPsd ... 8.667053 \n", "phase8j_s3a_DPctPre ... phase8j_s3a_DPctPre \n", "phase8j_s3a_DPctPost ... phase8j_s3a_DPctPost \n", "phase8j_s3b_DPm ... -13.09757 \n", "phase8j_s3b_DPsd ... 4.456931 \n", "phase8j_s3b_DPctPre ... phase8j_s3b_DPctPre \n", "phase8j_s3b_DPctPost ... phase8j_s3b_DPctPost \n", "phase8j_s4a_DPm ... -8.376577 \n", "phase8j_s4a_DPsd ... 7.068173 \n", "phase8j_s4a_DPctPre ... phase8j_s4a_DPctPre \n", "phase8j_s4a_DPctPost ... phase8j_s4a_DPctPost \n", "phase8j_s4b_DPm ... -9.484041 \n", "phase8j_s4b_DPsd ... 7.278874 \n", "phase8j_s4b_DPctPre ... phase8j_s4b_DPctPre \n", "phase8j_s4b_DPctPost ... phase8j_s4b_DPctPost \n", "\n", "pid 113 114 \\\n", "iso5t1_dev_perc_mean -0.725504 -1.218539 \n", "iso5t1_dev_perc_std 2.706513 3.97258 \n", "iso5t1_dev_perc_count 119 115 \n", "iso5t1_dev_mean -3.626689 -6.092209 \n", "iso5t1_dev_std 13.53027 19.85418 \n", "iso5t1_dev_count 119 115 \n", "iso5t1_ints_mean 499.9379 499.5406 \n", "iso5t1_ints_std 12.25516 27.28585 \n", "iso5t1_ints_count 118 113 \n", "iso8t1_dev_perc_mean 0.103829 -0.6655429 \n", "iso8t1_dev_perc_std 2.154212 6.265936 \n", "iso8t1_dev_perc_count 108 109 \n", "iso8t1_dev_mean 0.8292222 -5.329761 \n", "iso8t1_dev_std 17.23347 50.12318 \n", "iso8t1_dev_count 108 109 \n", "iso8t1_ints_mean 800.4482 800.4901 \n", "iso8t1_ints_std 20.73257 50.80378 \n", "iso8t1_ints_count 108 107 \n", "iso5t2_dev_perc_mean 2.185041 -2.023009 \n", "iso5t2_dev_perc_std 2.126718 6.184123 \n", "iso5t2_dev_perc_count 117 113 \n", "iso5t2_dev_mean 10.92393 -10.11681 \n", "iso5t2_dev_std 10.63167 30.92471 \n", "iso5t2_dev_count 117 113 \n", "iso5t2_ints_mean 500.9702 500.435 \n", "iso5t2_ints_std 12.63029 39.51406 \n", "iso5t2_ints_count 117 108 \n", "iso8t2_dev_perc_mean -0.1075894 -7.0438 \n", "iso8t2_dev_perc_std 2.703154 5.754412 \n", "iso8t2_dev_perc_count 110 105 \n", "... ... ... \n", "phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre \n", "phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost \n", "phase8j_s1b_DPm -9.046528 -12.0093 \n", "phase8j_s1b_DPsd 5.045151 5.129981 \n", "phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre \n", "phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost \n", "phase8j_s2a_DPm -7.357001 -15.16863 \n", "phase8j_s2a_DPsd 5.859396 1.387135 \n", "phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre \n", "phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost \n", "phase8j_s2b_DPm -5.33427 -4.339154 \n", "phase8j_s2b_DPsd 3.650546 13.16747 \n", "phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre \n", "phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost \n", "phase8j_s3a_DPm 3.035721 -12.7133 \n", "phase8j_s3a_DPsd 9.924554 3.486555 \n", "phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre \n", "phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost \n", "phase8j_s3b_DPm -2.987564 -12.07881 \n", "phase8j_s3b_DPsd 4.32498 7.972343 \n", "phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre \n", "phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost \n", "phase8j_s4a_DPm -2.618764 -15.69055 \n", "phase8j_s4a_DPsd 8.133509 10.26543 \n", "phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre \n", "phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost \n", "phase8j_s4b_DPm -1.867257 -16.16994 \n", "phase8j_s4b_DPsd 2.75119 7.299305 \n", "phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre \n", "phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost \n", "\n", "pid 115 116 \\\n", "iso5t1_dev_perc_mean -0.4310472 -0.7957316 \n", "iso5t1_dev_perc_std 4.055465 2.436333 \n", "iso5t1_dev_perc_count 118 119 \n", "iso5t1_dev_mean -2.155932 -3.978151 \n", "iso5t1_dev_std 20.27347 12.17995 \n", "iso5t1_dev_count 118 119 \n", "iso5t1_ints_mean 500.6955 500.022 \n", "iso5t1_ints_std 26.55751 16.37401 \n", "iso5t1_ints_count 116 118 \n", "iso8t1_dev_perc_mean -2.124959 -1.499217 \n", "iso8t1_dev_perc_std 3.635931 2.387929 \n", "iso8t1_dev_perc_count 110 111 \n", "iso8t1_dev_mean -17.00367 -11.99362 \n", "iso8t1_dev_std 29.08938 19.10303 \n", "iso8t1_dev_count 110 111 \n", "iso8t1_ints_mean 799.6149 799.8858 \n", "iso8t1_ints_std 37.98372 21.79104 \n", "iso8t1_ints_count 109 111 \n", "iso5t2_dev_perc_mean -0.6997633 -2.061946 \n", "iso5t2_dev_perc_std 4.374259 3.002337 \n", "iso5t2_dev_perc_count 119 120 \n", "iso5t2_dev_mean -3.498924 -10.31163 \n", "iso5t2_dev_std 21.87286 15.01284 \n", "iso5t2_dev_count 119 120 \n", "iso5t2_ints_mean 498.5331 500.833 \n", "iso5t2_ints_std 22.45964 22.94002 \n", "iso5t2_ints_count 119 120 \n", "iso8t2_dev_perc_mean -1.640711 -1.052971 \n", "iso8t2_dev_perc_std 3.41057 2.209201 \n", "iso8t2_dev_perc_count 106 109 \n", "... ... ... \n", "phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre \n", "phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost \n", "phase8j_s1b_DPm -9.852106 -3.88275 \n", "phase8j_s1b_DPsd 3.908623 10.49753 \n", "phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre \n", "phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost \n", "phase8j_s2a_DPm -14.28948 -7.157177 \n", "phase8j_s2a_DPsd 3.996148 1.065331 \n", "phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre \n", "phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost \n", "phase8j_s2b_DPm -5.583813 -9.407973 \n", "phase8j_s2b_DPsd 6.339592 4.855249 \n", "phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre \n", "phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost \n", "phase8j_s3a_DPm -1.951633 -6.105533 \n", "phase8j_s3a_DPsd 9.146751 5.262778 \n", "phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre \n", "phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost \n", "phase8j_s3b_DPm -9.071119 -6.917003 \n", "phase8j_s3b_DPsd 5.348321 10.8415 \n", "phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre \n", "phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost \n", "phase8j_s4a_DPm -9.754653 -9.505631 \n", "phase8j_s4a_DPsd 7.274737 7.783784 \n", "phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre \n", "phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost \n", "phase8j_s4b_DPm -5.776393 -5.162722 \n", "phase8j_s4b_DPsd 10.23416 9.994217 \n", "phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre \n", "phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost \n", "\n", "pid 117 118 \\\n", "iso5t1_dev_perc_mean -7.734171 -3.822602 \n", "iso5t1_dev_perc_std 4.548844 5.543061 \n", "iso5t1_dev_perc_count 117 120 \n", "iso5t1_dev_mean -38.67097 -19.112 \n", "iso5t1_dev_std 22.74279 27.71425 \n", "iso5t1_dev_count 117 120 \n", "iso5t1_ints_mean 500.172 500.7644 \n", "iso5t1_ints_std 18.04187 19.25761 \n", "iso5t1_ints_count 117 120 \n", "iso8t1_dev_perc_mean -0.8652373 0.8952681 \n", "iso8t1_dev_perc_std 4.77778 3.791858 \n", "iso8t1_dev_perc_count 107 111 \n", "iso8t1_dev_mean -6.920636 7.160685 \n", "iso8t1_dev_std 38.22541 30.33776 \n", "iso8t1_dev_count 107 111 \n", "iso8t1_ints_mean 801.1369 800.3997 \n", "iso8t1_ints_std 37.48624 30.28434 \n", "iso8t1_ints_count 107 111 \n", "iso5t2_dev_perc_mean -10.94477 -1.803022 \n", "iso5t2_dev_perc_std 4.560788 3.913104 \n", "iso5t2_dev_perc_count 120 119 \n", "iso5t2_dev_mean -54.7234 -9.016403 \n", "iso5t2_dev_std 22.80487 19.56731 \n", "iso5t2_dev_count 120 119 \n", "iso5t2_ints_mean 499.6811 500.5165 \n", "iso5t2_ints_std 16.98884 21.55657 \n", "iso5t2_ints_count 120 119 \n", "iso8t2_dev_perc_mean -3.531019 0.4584651 \n", "iso8t2_dev_perc_std 4.03179 2.724487 \n", "iso8t2_dev_perc_count 109 108 \n", "... ... ... \n", "phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre \n", "phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost \n", "phase8j_s1b_DPm -4.251878 -3.209898 \n", "phase8j_s1b_DPsd 11.11674 7.455754 \n", "phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre \n", "phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost \n", "phase8j_s2a_DPm 3.090689 0.9337939 \n", "phase8j_s2a_DPsd 8.61172 3.411674 \n", "phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre \n", "phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost \n", "phase8j_s2b_DPm 3.569284 3.351438 \n", "phase8j_s2b_DPsd 9.976189 4.237302 \n", "phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre \n", "phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost \n", "phase8j_s3a_DPm 4.436911 -0.2370999 \n", "phase8j_s3a_DPsd 4.270543 5.59554 \n", "phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre \n", "phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost \n", "phase8j_s3b_DPm -3.590599 -6.976546 \n", "phase8j_s3b_DPsd 4.810308 4.019082 \n", "phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre \n", "phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost \n", "phase8j_s4a_DPm -6.054791 -4.901113 \n", "phase8j_s4a_DPsd 9.047441 6.3804 \n", "phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre \n", "phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost \n", "phase8j_s4b_DPm -4.136471 -7.075807 \n", "phase8j_s4b_DPsd 7.482837 5.481531 \n", "phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre \n", "phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost \n", "\n", "pid 119 120 \\\n", "iso5t1_dev_perc_mean -0.5959113 -11.5089 \n", "iso5t1_dev_perc_std 3.012047 13.92394 \n", "iso5t1_dev_perc_count 120 119 \n", "iso5t1_dev_mean -2.979167 -57.54306 \n", "iso5t1_dev_std 15.06088 69.61694 \n", "iso5t1_dev_count 120 119 \n", "iso5t1_ints_mean 500.3504 500.3232 \n", "iso5t1_ints_std 15.398 21.10637 \n", "iso5t1_ints_count 120 118 \n", "iso8t1_dev_perc_mean -0.2166827 -8.813291 \n", "iso8t1_dev_perc_std 2.799014 4.393185 \n", "iso8t1_dev_perc_count 110 107 \n", "iso8t1_dev_mean -1.737091 -70.50587 \n", "iso8t1_dev_std 22.39343 35.1443 \n", "iso8t1_dev_count 110 107 \n", "iso8t1_ints_mean 799.7916 798.9361 \n", "iso8t1_ints_std 20.68354 26.30323 \n", "iso8t1_ints_count 110 107 \n", "iso5t2_dev_perc_mean 1.212337 -10.24515 \n", "iso5t2_dev_perc_std 3.002175 5.024712 \n", "iso5t2_dev_perc_count 120 116 \n", "iso5t2_dev_mean 6.057433 -51.22714 \n", "iso5t2_dev_std 15.00997 25.12571 \n", "iso5t2_dev_count 120 116 \n", "iso5t2_ints_mean 499.6543 500.2213 \n", "iso5t2_ints_std 17.08963 18.05534 \n", "iso5t2_ints_count 120 116 \n", "iso8t2_dev_perc_mean -2.05007 -4.373602 \n", "iso8t2_dev_perc_std 3.271753 3.794736 \n", "iso8t2_dev_perc_count 110 107 \n", "... ... ... \n", "phase8j_s1a_DPctPre phase8j_s1a_DPctPre phase8j_s1a_DPctPre \n", "phase8j_s1a_DPctPost phase8j_s1a_DPctPost phase8j_s1a_DPctPost \n", "phase8j_s1b_DPm -7.186987 -9.765089 \n", "phase8j_s1b_DPsd 6.248663 7.42547 \n", "phase8j_s1b_DPctPre phase8j_s1b_DPctPre phase8j_s1b_DPctPre \n", "phase8j_s1b_DPctPost phase8j_s1b_DPctPost phase8j_s1b_DPctPost \n", "phase8j_s2a_DPm -2.66188 -2.810831 \n", "phase8j_s2a_DPsd 7.477207 7.427063 \n", "phase8j_s2a_DPctPre phase8j_s2a_DPctPre phase8j_s2a_DPctPre \n", "phase8j_s2a_DPctPost phase8j_s2a_DPctPost phase8j_s2a_DPctPost \n", "phase8j_s2b_DPm -4.726624 -10.36414 \n", "phase8j_s2b_DPsd 4.578618 5.15124 \n", "phase8j_s2b_DPctPre phase8j_s2b_DPctPre phase8j_s2b_DPctPre \n", "phase8j_s2b_DPctPost phase8j_s2b_DPctPost phase8j_s2b_DPctPost \n", "phase8j_s3a_DPm 2.45805 -13.18259 \n", "phase8j_s3a_DPsd 5.651438 5.178901 \n", "phase8j_s3a_DPctPre phase8j_s3a_DPctPre phase8j_s3a_DPctPre \n", "phase8j_s3a_DPctPost phase8j_s3a_DPctPost phase8j_s3a_DPctPost \n", "phase8j_s3b_DPm -2.979848 -14.0467 \n", "phase8j_s3b_DPsd 4.79915 8.144518 \n", "phase8j_s3b_DPctPre phase8j_s3b_DPctPre phase8j_s3b_DPctPre \n", "phase8j_s3b_DPctPost phase8j_s3b_DPctPost phase8j_s3b_DPctPost \n", "phase8j_s4a_DPm 1.540526 -3.085345 \n", "phase8j_s4a_DPsd 11.06732 6.212393 \n", "phase8j_s4a_DPctPre phase8j_s4a_DPctPre phase8j_s4a_DPctPre \n", "phase8j_s4a_DPctPost phase8j_s4a_DPctPost phase8j_s4a_DPctPost \n", "phase8j_s4b_DPm -3.107556 -7.946916 \n", "phase8j_s4b_DPsd 4.037751 5.19513 \n", "phase8j_s4b_DPctPre phase8j_s4b_DPctPre phase8j_s4b_DPctPre \n", "phase8j_s4b_DPctPost phase8j_s4b_DPctPost phase8j_s4b_DPctPost \n", "\n", "pid 121 \n", "iso5t1_dev_perc_mean -4.767391 \n", "iso5t1_dev_perc_std 4.008097 \n", "iso5t1_dev_perc_count 117 \n", "iso5t1_dev_mean -23.83976 \n", "iso5t1_dev_std 20.0439 \n", "iso5t1_dev_count 117 \n", "iso5t1_ints_mean 500.3592 \n", "iso5t1_ints_std 16.65214 \n", "iso5t1_ints_count 116 \n", "iso8t1_dev_perc_mean -2.878531 \n", "iso8t1_dev_perc_std 5.529805 \n", "iso8t1_dev_perc_count 108 \n", "iso8t1_dev_mean -23.02874 \n", "iso8t1_dev_std 44.23512 \n", "iso8t1_dev_count 108 \n", "iso8t1_ints_mean 800.6235 \n", "iso8t1_ints_std 41.38953 \n", "iso8t1_ints_count 106 \n", "iso5t2_dev_perc_mean -7.981646 \n", "iso5t2_dev_perc_std 4.592551 \n", "iso5t2_dev_perc_count 115 \n", "iso5t2_dev_mean -39.90824 \n", "iso5t2_dev_std 22.96157 \n", "iso5t2_dev_count 115 \n", "iso5t2_ints_mean 499.5084 \n", "iso5t2_ints_std 22.458 \n", "iso5t2_ints_count 113 \n", "iso8t2_dev_perc_mean -6.520124 \n", "iso8t2_dev_perc_std 5.426415 \n", "iso8t2_dev_perc_count 105 \n", "... ... \n", "phase8j_s1a_DPctPre phase8j_s1a_DPctPre \n", "phase8j_s1a_DPctPost phase8j_s1a_DPctPost \n", "phase8j_s1b_DPm -14.29951 \n", "phase8j_s1b_DPsd 4.434402 \n", "phase8j_s1b_DPctPre phase8j_s1b_DPctPre \n", "phase8j_s1b_DPctPost phase8j_s1b_DPctPost \n", "phase8j_s2a_DPm -11.7101 \n", "phase8j_s2a_DPsd 15.9339 \n", "phase8j_s2a_DPctPre phase8j_s2a_DPctPre \n", "phase8j_s2a_DPctPost phase8j_s2a_DPctPost \n", "phase8j_s2b_DPm -10.98684 \n", "phase8j_s2b_DPsd 7.938525 \n", "phase8j_s2b_DPctPre phase8j_s2b_DPctPre \n", "phase8j_s2b_DPctPost phase8j_s2b_DPctPost \n", "phase8j_s3a_DPm -8.136433 \n", "phase8j_s3a_DPsd 10.45921 \n", "phase8j_s3a_DPctPre phase8j_s3a_DPctPre \n", "phase8j_s3a_DPctPost phase8j_s3a_DPctPost \n", "phase8j_s3b_DPm -11.90929 \n", "phase8j_s3b_DPsd 4.816552 \n", "phase8j_s3b_DPctPre phase8j_s3b_DPctPre \n", "phase8j_s3b_DPctPost phase8j_s3b_DPctPost \n", "phase8j_s4a_DPm -9.682805 \n", "phase8j_s4a_DPsd 7.001689 \n", "phase8j_s4a_DPctPre phase8j_s4a_DPctPre \n", "phase8j_s4a_DPctPost phase8j_s4a_DPctPost \n", "phase8j_s4b_DPm -14.24405 \n", "phase8j_s4b_DPsd 5.48739 \n", "phase8j_s4b_DPctPre phase8j_s4b_DPctPre \n", "phase8j_s4b_DPctPost phase8j_s4b_DPctPost \n", "\n", "[270 rows x 99 columns]" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfo.T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing SMS outcome indices (based on current set of params)" ] }, { "cell_type": "code", "execution_count": 227, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "116\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABGUAAAKhCAYAAAD5QxPGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3Xt8FPW9//H3JkggWEBpKFcLggkQvBAUheCvXiNYjT6K\n", "VK2UR0I9Xg7ipZbYipdgxUpqT/UgrccjReQoIKgoVimGS0uAI0pQj4FEmwYVBAnIRQKIIfv7Y0nI\n", "srPJJt/ZnZ2d1/PxyMM4s7P7HXjzze4nn/mOz+/3+wUAAAAAAICYSnJ6AAAAAAAAAF5EUQYAAAAA\n", "AMABFGUAAAAAAAAcQFEGAAAAAADAARRlAAAAAAAAHEBRBgAAAAAAwAEUZQAAAAAAABxAUQYAAAAA\n", "AMABFGUAAAAAAAAc0KqizJo1a5SRkaGkpCR9/vnndo8JAAAAAAAg4bWoKHPw4EHdc889uuiii/Tp\n", "p5/K5/NFdNy7776ra6+9Vl27dlVqaqoGDx6sadOm6ciRI00eV1FRoXHjxqlHjx5q3769+vfvr4KC\n", "Au3fv7/J47Zv367bbrtNP/zhD9WuXTv98Ic/1O23367t27dHfK4AAAAAAADRFHFR5tNPP9XZZ5+t\n", "JUuWqLi4OOIXeOmll5Sdna3q6mq99tprKisr04QJEzR16lRdeOGFqqmpsTxu1apVGjJkiEpLSzVn\n", "zhyVl5frgQce0DPPPKOsrCzt2LHD8rhNmzbpzDPP1JIlS/Tkk0+qoqJCf/zjH7V48WKdddZZ2rx5\n", "c8RjBwAAAAAAiBaf3+/3R/LA+mLM448/rvbt2yspKUk+n09VVVU67bTTLI+prKxUZmamTjnlFFVU\n", "VKhjx44N+373u99pypQpuvnmm/Xss88GHbd3716dccYZOnjwoMrKytSnT5+GffPmzdNNN92kyy67\n", "TMuWLQs6rra2VmeeeaY++eQTrVmzRhdccEHDvrVr12rkyJEaOHCgPvroIyUnJ0dy2gAAAAAAAFER\n", "cafMVVddpaeeekrt27eP+Mkfe+wxHTlyRPn5+UEFGUmaOHGi2rZtq7/85S/64osvgvbNmDFDu3fv\n", "1jXXXBNUkJGkG264Qd27d1dxcbHWrl0btG/evHmqqKjQ+eefH1SQkaQRI0boggsu0ObNm7VgwYKI\n", "zwEAAAAAACAaIi7KRLp+TL2jR4/q1Vdflc/n06WXXhqyv2PHjho2bJjq6uq0aNGioH0LFy6UJMvj\n", "Gj/ficWVpo6TpMsuu8zyOAAAAAAAgFiL2i2xP/nkE+3bt0+SNGDAAMvHZGRkSJLef//9hm01NTUq\n", "KyuTz+dr0XFSYEHhpl6vfvuJxwEAAAAAAMRa1IoylZWVDd9369bN8jHdu3cPeWxVVZXql7lpyXEH\n", "DhxQdXW1fD5f2OPqt+/YsUOHDx+O9FQAAAAAAABsF7WiTP1tq5OTk8MuqpuamipJDR01jY+TFHb9\n", "GtPjTjwWAAAAAAAg1qJWlAEAAAAAAEB4baL1xPV3Wzp69KiOHj1q2S1z8OBBSVKnTp0atjX+/tCh\n", "Q5bPbXVc47s7NXfcicfW2759u26++Wbt3r1bbdu2Ddo3atQojRo1yvJ5AQAAAACA/ZYuXaqlS5cG\n", "bTty5Ii6dOmi5557rmF5E7eKWlGmf//+Dd9v375dvXr1CnnM9u3bJUn9+vVr2Nb4Ftjbt28P2tfU\n", "cSeffLLS0tJUXV2tHTt2WI6p/rhu3bqpXbt2lvvfeusty2NXr16tKVOmWO4DAAAAAACxtX37dooy\n", "4aSnp6tjx4765ptvVF5eblmUKS8vlySdd955Dds6dOigwYMH6+OPP1Z5eblGjhwZ0XGSdP755+vN\n", "N9/U5s2bLccU7rgT/c///I8GDhzY5GMAK3fffbeefPJJp4cBlyI/MEF+YIL8wAT5gQnyg9bYvHmz\n", "xo0b5/QwbBG1okxSUpLGjBmj2bNna/ny5brsssuC9u/bt0/vvfeekpOTNWbMmKB9Y8eO1ccff6zl\n", "y5fr5ptvDtpXV1enFStWyOfzaezYsSHHvfnmm1q+fLkeffTRkDEVFxc3PK4pAwcOVFZWVsTnCtTr\n", "3Lkz2UGrkR+YID8wQX5ggvzABPmB10V1od/7779fbdu21ezZs4PujiRJM2fO1JEjR5SXl6fevXsH\n", "7Zs0aZK6dOmi119/XVu2bAnaN3/+fG3fvl2XXHKJsrOzg/bdeOONSk9P17vvvqt169YF7Vu7dq3e\n", "ffddDRgwQDfeeKN9Jwk0Eu7SOSAS5AcmyA9MkB+YID8wQX7gdS0qynzyySf6+OOP9fHHH0uS/H6/\n", "KioqgrY11q9fPz333HPatWuXRo8erbVr1+pf//qX/vCHP6iwsFDnnnuuZata586d9fLLL0uSRo8e\n", "rXfeeUdVVVWaPXu2br31VvXt21dz584NOa5NmzZ65ZVXdOqpp2rMmDF67bXXtGXLFr366qsaM2aM\n", "unTpokWLFikpiZtOITq2bdvm9BDgYuQHJsgPTJAfmCA/MEF+4HUtunzpiiuu0GeffSZJ8vl8Ddvq\n", "///o0aMhx4wbN05nnHGGfve73+maa67RgQMHdPrpp+uhhx5SQUFByF2O6l188cXauHGjHnnkEY0f\n", "P1579uxRz549ddttt+nBBx8MuttSY5mZmfroo480depU3XXXXdq5c6e6du2qa665Rg8//LDrFwFC\n", "fBs6dKjTQ4CLkR+YID8wQX5ggvzABPmB17WoKFNVVdWqFzn//PO1ePHiFh+XkZGhF198scXH9ejR\n", "Q//1X//V4uMAU1waBxPkBybID0yQH5ggPzBBfuB1Pr/f73d6EPGitLRUQ4cO1YYNG1hsCgAAAACA\n", "OJRIn91ZXAUAAAAAAMABFGUAG+Xn5zs9BLgY+YEJ8gMT5AcmyA9MkB94HUUZwEY5OTlODwEuRn5g\n", "gvzABPmBCfIDE+QHXseaMo0k0nVpAAAAAAAkokT67E6nDAAAAAAAgAMoygAAAAAAADiAogxgo5KS\n", "EqeHABcjPzBBfmCC/MAE+YEJ8gOvoygD2KioqMjpIcDFyA9MkB+YID8wQX5ggvzA61jot5FEWiwI\n", "zjh48KBSU1OdHgZcivzABPmBCfIDE+QHJsgPWiORPrvTKQPYiB8oMEF+YIL8wAT5gQnyAxPkB15H\n", "UQYAAAAAAMABFGUAAAAAAAAcQFEGsNHkyZOdHgJcjPzABPmBCfIDE+QHJsgPvI6iDGCj0047zekh\n", "wMXID0yQH5ggPzBBfmCC/MDruPtSI4m0gjMAAAAAAIkokT670ykDAAAAAADgAIoyAAAAAAAADqAo\n", "A9iovLzc6SHAxcgPTJAfmCA/MEF+YIL8wOsoygA2KigocHoIcDHyAxPkBybID0yQH5ggP/A6ijKA\n", "jZ5++mmnhwAXIz8wQX5ggvzABPmBCfIDr6MoA9iIW/rBBPmBCfIDE+QHJsgPTJAfeB1FGQAAAAAA\n", "AAdQlAEAAAAAAHAARRnARtOnT3d6CHAx8gMT5AcmyA9MkB+YID/wOooygI0OHjzo9BDgYuQHJsgP\n", "TJAfmCA/MEF+4HU+v9/vd3oQ8aK0tFRDhw7Vhg0blJWV5fRwAAAAAADACRLpszudMgAAAAAAAA6g\n", "KAMAAAAAAOAAijKAjXbt2uX0EOBi5AcmyA9MkB+YID8wQX7gdRRlABtNmDDB6SHAxcgPTJAfmCA/\n", "MEF+YIL8wOsoygA2KiwsdHoIcDHyAxPkBybID0yQH5ggP/A6ijKAjdy+8jecRX5ggvzABPmBCfID\n", "E+QHXkdRBgAAAAAAwAEUZQAAAAAAABxAUQaw0axZs5weAlyM/MAE+YEJ8gMT5AcmyA+8jqIMYKPS\n", "0lKnhwAXIz8wQX5ggvzABPmBCfIDr/P5/X6/04OIF6WlpRo6dKg2bNjAglMAAAAAAMShRPrsTqcM\n", "AAAAAACAAyjKAAAAAAAAOICiDAAAAAAAgAMoygA2ys3NdXoIcDHyAxPkBybID0yQH5ggP/A6ijKA\n", "je644w6nhwAXIz8wQX5ggvzABPmBCfIDr+PuS40k0grOAAAAAAAkokT67E6nDAAAAAAAgAMoygAA\n", "AABwtffeky65ROrdW8rPl775xukRAUBkKMoANlq8eLHTQ4CLkR+YID8wQX5gwun87NwpXXaZtHKl\n", "tHWr9Pzz0rhxjg4JLeB0fgCnUZQBbDRv3jynhwAXIz8wQX5ggvzAhNP5WbpU2r8/eNtbb9Et4xZO\n", "5wdwGkUZwEYLFixweghwMfIDE+QHJsgPTDidny+/DN1WWyvt2hX7saDlnM4P4DSKMgAAAABc69tv\n", "rbcfORLbcQBAa1CUAQAAAOBahw9bbw9XrAGAeEJRBgAAAIBrhSvK0CkDwA0oygA2ys/Pd3oIcDHy\n", "AxPkBybID0w4nR86ZdzN6fwATotJUWbr1q26++67NXDgQKWmpqpz584aPny4nn32Wfn9/pDHr1q1\n", "SklJSU1+vf7662Ffr6KiQuPGjVOPHj3Uvn179e/fXwUFBdp/4rLsgM1ycnKcHgJcjPzABPmBCfID\n", "E07nh04Zd3M6P4DT2kT7BUpKSnT11VcrKSlJv//973XppZfqm2++0TPPPKPbbrtNf/3rX/XKK6+o\n", "TZvgobRp00b9+/cP+7wdO3a03L5q1SpdeeWV6tOnj+bMmaP09HStXLlSd955p1599VWVlJSoW7du\n", "tp4jUO/GG290eghwMfIDE+QHJsgPTDidHzpl3M3p/ABOi2pRZv/+/RozZoz279+vBQsW6LrrrmvY\n", "9/TTT+vLL7/U4sWLVVRUpPvvvz/o2J49e2rTpk0ter29e/dq7Nix8vl8euutt9SnTx9JUl5enlJS\n", "UnTTTTdp/PjxWrZsmfG5AQAAAHAeRRkAbhbVy5defvllVVdXKy0tLaggU2/SpEmSpCeeeEJHbOgv\n", "nDFjhnbv3q1rrrmmoSBT74YbblD37t1VXFystWvXGr8WAAAAAOdxS2wAbhbVoswHH3wgSTr99NMt\n", "99dfnrRv3z6tXLnS+PUWLlwoSbr00ktD9vl8vobtCxYsMH4twEpJSYnTQ4CLkR+YID8wQX5gwun8\n", "0Cnjbk7nB3BaVIsyR48elSQlJydb7k9NTZUk+f3+hgJOve+++05PPfWUhg8frh49eqhHjx668MIL\n", "9cQTT6impibkuWpqalRWViafz6cBAwZYvl5GRoYk6f3332/1OQFNKSoqcnoIcDHyAxPkBybID0w4\n", "nR8W+nU3p/MDOC2qRZn6TpgtW7ZY7m+8fceOHUH7vvzySy1YsECTJ0/W8uXLtXDhQmVmZqqgoEBD\n", "hgwJec6qqqqGOzmFW8i3e/fukqTKyspWnA3QvPnz5zs9BLgY+YEJ8gMT5AcmnM4PnTLu5nR+AKdF\n", "tSjzk5/8RMnJydq2bZuKi4tD9s+ZM6fh+8bdL71791ZhYaFWr16tn/zkJxo4cKCys7P1zDPPaNKk\n", "SfrnP/8ZskZN49tdt2/f3nI89Z05+/btMzovIJz6jAGtQX5ggvzABPmBCafzQ6eMuzmdH8BpUS3K\n", "9O3bV9OmTZMk3XLLLfrHP/4hv9+v3bt36/e//71mzZqlrl27SpI6dOjQcFy/fv300EMPWV72NGXK\n", "FCUlJam0tNSy0AMAAADAO+iUAeBmUS3KSFJBQYEWLFigTp066aKLLlJKSoq6du2qJUuW6J133tHA\n", "gQMlSWlpaRE9X9euXdWrVy9J0po1axq2d+rUqeH7Q4cOWR578ODBkMdaufLKK5Wbmxv0NXz4cC1e\n", "vDjoccuWLVNubm7I8RMnTtSsWbOCtpWWlio3N1e7du0K2v7www9r+vTpQds+//xz5ebmqry8PGj7\n", "jBkzNHny5JBzys3NDVkga968ecrPzw8Z2/XXX895cB6cB+fBeXAenAfnwXlwHglzHqFFmeslLQ7q\n", "lHHDeYSchUv/PjgPzsPu8/jRj34U8vn8iiuuCBmva/lj6JtvvvF//vnn/pqamoZtgwYN8vt8Pv+b\n", "b74Z8fOcf/75fp/P57/rrrsath04cMDv8/n8SUlJ/tWrV1se9+ijj/p9Pp9/xIgRlvs3bNjgl+Tf\n", "sGFDxGMBGvvVr37l9BDgYuQHJsgPTJAfmHA6P6ec4vdLoV8PPODosBAhp/MDd0qkz+5R75Rp7OST\n", "T1bv3r0brhs8dOiQKisr1a5dO40cObLhcW+++aZ2794d9nnqFwXu3Llzw7YOHTpo8ODB8vv9IZW4\n", "evXbzzvvPONzAaycdtppTg8BLkZ+YIL8wAT5gQmn8xPuMiXWlHEHp/MDOC3qRZm1a9eqoqLCct/b\n", "b7+tI0eOaOzYsUGXFOXm5urNN9+0PKa6ulpbt26Vz+fT8OHDg/aNHTtWkrR8+fKQ4+rq6rRixQr5\n", "fL6GxwF2mzRpktNDgIuRH5ggPzBBfmDCyfz4/awp43bMP/C6mKwpc/vtt4dsr6mp0UMPPaRTTjlF\n", "jz/+eMj+F154wfL5HnvsMdXV1WngwIHKyckJ2jdp0iR16dJFr7/+esgts+fPn6/t27frkksuUXZ2\n", "dutPCAAAAEBcqK2V6uqs91GUAeAGUS/K+Hw+rVq1Srfffrs+/PBDbdmyRYsXL9bIkSP11Vdf6e23\n", "31b37t2DjklOTtbKlSt19dVXa8WKFdqyZYs2btyou+66S0899ZR69+6tV155RT6fL+i4zp076+WX\n", "X5YkjR49Wu+8846qqqo0e/Zs3Xrrrerbt6/mzp0b7VMGAAAAEAPhumQkLl8C4A5RL8rceeedGjNm\n", "jP72t78pOztbZ555ph588EFdeeWVqqio0LBhw0KO+eyzz/T444/r0KFD+tnPfqb09HRddNFFWrt2\n", "raZOnaoPP/xQGRkZlq938cUXa+PGjcrKytL48eM1cOBAPfroo7rtttu0ceNGdevWLdqnDA8Lt54R\n", "EAnyAxPkBybID0w4mZ+mijJ0yrgD8w+8zuf3+/1ODyJelJaWaujQodqwYYOysrKcHg5cKDc3V2+8\n", "8YbTw4BLkR+YID8wQX5gwsn8fPGFFG6d2LFjpWNN9IhjzD9ojUT67B7Tuy8Bie7pp592eghwMfID\n", "E+QHJsgPTDiZHzpl3I/5B15HUQawEbf0gwnyAxPkBybID0w4mR/WlHE/5h94HUUZAAAAAK7UVDcM\n", "nTIA3ICiDAAAAABXolMGgNtRlAFsNH36dKeHABcjPzBBfmCC/MCEk/lhTRn3Y/6B11GUAWx08OBB\n", "p4cAFyM/MEF+YIL8wIST+aEo437MP/A6bondSCLdVgsAAABIdIsWBW59bSUjQyovj+14AMRGIn12\n", "p1MGAAAAgCvRKQPA7SjKAAAAAHAlFvoF4HYUZQAb7dq1y+khwMXID0yQH5ggPzDhZH64Jbb7Mf/A\n", "6yjKADaaMGGC00OAi5EfmCA/MEF+YMLJ/NAp437MP/A6ijKAjQoLC50eAlyM/MAE+YEJ8gMTTuaH\n", "NWXcj/kHXkdRBrCR21f+hrPID0yQH5ggPzDhZH6a65ThPrPxj/kHXkdRBgAAAIArNVWUkaTvvovN\n", "OACgtSjKAAAAAHCl5ooyrCsDIN5RlAFsNGvWLKeHABcjPzBBfmCC/MCEk/lprijDujLxj/kHXkdR\n", "BrBRaWmp00OAi5EfmCA/MEF+YMLJ/FCUcT/mH3idz+9n+at6paWlGjp0qDZs2MCCUwAAAECc++lP\n", "pYULw++vqpL69InZcADESCJ9dqdTBgAAAIAr0SkDwO0oygAAAABwJRb6BeB2FGUAAAAAuBKdMgDc\n", "jqIMYKPc3FynhwAXIz8wQX5ggvzAhJP5oVPG/Zh/4HUUZQAb3XHHHU4PAS5GfmCC/MAE+YEJJ/ND\n", "p4z7Mf/A6yjKADbKyclxeghwMfIDE+QHJsgPTDiZHzpl3I/5B15HUQYAAACAKzXXCUOnDIB4R1EG\n", "AAAAgCtx+RIAt6MoA9ho8eLFTg8BLkZ+YIL8wAT5gQkn88PlS+7H/AOvoygD2GjevHlODwEuRn5g\n", "gvzABPmBCSfzQ6eM+zH/wOsoygA2WrBggdNDgIuRH5ggPzBBfmDCqfzU1TXfCUOnTPxj/oHXUZQB\n", "AAAA4DqRdMHQKQMg3lGUAQAAAOA6zV26JNEpAyD+UZQBAAAA4DqRFGXolAEQ7yjKADbKz893eghw\n", "MfIDE+QHJsgPTDiVn0gKLnTKxD/mH3gdRRnARjk5OU4PAS5GfmCC/MAE+YEJp/JDp0xiYP6B11GU\n", "AWx04403Oj0EuBj5gQnyAxPkByacyg9ryiQG5h94HUUZAAAAAK5DpwyAREBRBgAAAIDrUJQBkAgo\n", "ygA2KikpcXoIcDHyAxPkBybID0w4lR8uX0oMzD/wOooygI2KioqcHgJcjPzABPmBCfIDE07lh06Z\n", "xMD8A6+jKAPYaP78+U4PAS5GfmCC/MAE+YEJp/LDLbETA/MPvI6iDGCj1NRUp4cAFyM/MEF+YIL8\n", "wIRT+aFTJjEw/8DrKMoAAAAAcB3WlAGQCCjKAAAAAHAdOmUAJAKKMoCNJk+e7PQQ4GLkBybID0yQ\n", "H5hwKj90yiQG5h94HUUZwEannXaa00OAi5EfmCA/MEF+YMKp/NApkxiYf+B1Pr/f73d6EPGitLRU\n", "Q4cO1YYNG5SVleX0cAAAAACE8ZvfSI8/3vRjBgyQNm+OzXgAxE4ifXanUwYAAACA69ApAyARUJQB\n", "AAAA4DqRFFwoygCIdxRlABuVl5c7PQS4GPmBCfIDE+QHJpzKDwv9JgbmH3gdRRnARgUFBU4PAS5G\n", "fmCC/MAE+YEJp/LD5UuJgfkHXkdRBrDR008/7fQQ4GLkBybID0yQH5hwKj90yiQG5h94HUUZwEbc\n", "0g8myA9MkB+YID8wEe+3xOZes/GN+QdeR1EGAAAAgOtEUpSRpNra6I4DAEzEpCizdetW3X333Ro4\n", "cKBSU1PVuXNnDR8+XM8++6z8TZSu3333XV177bXq2rWrUlNTNXjwYE2bNk1HmulDrKio0Lhx49Sj\n", "Rw+1b99e/fv3V0FBgfbv32/3qQEAAABwQKRFGdaVARDPol6UKSkp0Zlnnqm5c+dq8uTJ2rx5s0pK\n", "SjR06FDddtttuvbaa1VrUb5+6aWXlJ2drerqar322msqKyvThAkTNHXqVF144YWqqamxfL1Vq1Zp\n", "yJAhKi0t1Zw5c1ReXq4HHnhAzzzzjLKysrRjx45onzI8bPr06U4PAS5GfmCC/MAE+YEJp/ITabGF\n", "dWXiG/MPvK5NNJ98//79GjNmjPbv368FCxbouuuua9j39NNP68svv9TixYtVVFSk+++/v2FfZWWl\n", "JkyYoLS0NL399tvq2LGjJOmXv/ylvv32W02ZMkX33HOPnn322aDX27t3r8aOHSufz6e33npLffr0\n", "kSTl5eUpJSVFN910k8aPH69ly5ZF87ThYQcPHnR6CHAx8gMT5AcmyA9MOJUfOmUSA/MPvM7nb+r6\n", "IUPPPfecbrnlFnXt2tWyQ2XlypW69NJL1blzZ+3YsUNt27aVJP3iF7/Q7Nmz9etf/1qPPfZY0DH7\n", "9+9X165dVVtbq6qqKvXu3bth329/+1s9/PDDuuGGG/TSSy8FHef3+9WrVy9t375dJSUlGjFiRMh4\n", "SktLNXToUG3YsEFZWVl2/BEAAAAAiIJ+/aR//av5x1VVScd+VwsgQSTSZ/eoXr70wQcfSJJOP/10\n", "y/39+/eXJO3bt08rV66UJB09elSvvvqqfD6fLr300pBjOnbsqGHDhqmurk6LFi0K2rdw4UJJsjyu\n", "8fMtWLCglWcEAAAAIB5E2inD5UsA4llUizJHjx6VJCUnJ1vuT01NlRToYqkv4HzyySfat2+fJGnA\n", "gAGWx2VkZEiS3n///YZtNTU1Kisrk8/na9FxAAAAANyHy5cAJIKoFmXqO2G2bNliub/x9vrLmyor\n", "Kxu2devWzfK47t27hzy2qqqq4U5OLTkOsNOuXbucHgJcjPzABPmBCfIDE07lh06ZxMD8A6+LalHm\n", "Jz/5iZKTk7Vt2zYVFxeH7J8zZ07D9/V3U6q/bXVycnKzHTb1HTWNj5Ok9u3bR3wcYKcJEyY4PQS4\n", "GPmBCfIDE+QHJpzIj99Pp0yiYP6B10W1KNO3b19NmzZNknTLLbfoH//4h/x+v3bv3q3f//73mjVr\n", "lrp27SpJ6tChQzSHAsREYWGh00OAi5EfmCA/MEF+YMKJ/NTWSnV1kT2WTpn4xvwDr4tqUUaSCgoK\n", "tGDBAnXq1EkXXXSRUlJS1LVrVy1ZskTvvPOOBg4cKElKS0uTpIbbXx89erRhTZoT1d82rVOnTg3b\n", "Gn9/6NChiI+zcuWVVyo3Nzfoa/jw4Vq8eHHQ45YtW6bc3NyQ4ydOnKhZs2YFbSstLVVubm5Ie97D\n", "Dz+s6dOnB237/PPPlZubq/Ly8qDtM2bM0OTJk0POKTc3VyUlJUHb582bp/z8/JCxXX/99ZxHFM9j\n", "wIABCXEeifL34bbzyMrKSojzkBLj78Nt55GVlZUQ5yElxt+H286j/s4Vbj+PepxHbM+jPj+xPI9A\n", "98s8SaHnIV0vaXHQY7309+G282h85xw3n0djnIe95/GjH/0o5PP5FVdcETJet4rqLbFPdODAAe3Z\n", "s0ddunRpuJQoMzNTmzdv1pIlS/TjH/9Y5eXlGjRokHw+nz777DP16tUr5Hn+7d/+TbNmzdKNN96o\n", "F198UVLg8qfvfe978vl8+vvf/66RI0eGHDdt2jQ9+OCDGj58uNasWROyP5FuqwUAAAAkql27pGO/\n", "023WG29IV18d3fEAiK1E+uwe9U6Zxk4++WT17t27oSBz6NAhVVZWql27dg1FlPT09IZumRMravXq\n", "t5933nkN2zp06KDBgwfL7/e36DgAAAAA7hLpejISa8oAiG9RL8qsXbtWFRUVlvvefvttHTlyRGPH\n", "jm24pCgpKUljxoyR3+/X8uXLQ47Zt2+f3nvvPSUnJ2vMmDFB+8aOHStJlsfV1dVpxYoV8vl8DY8D\n", "7HZiex/QEuQHJsgPTJAfmHAiPy0pyrCmTHxj/oHXxWRNmdtvvz1ke01NjR566CGdcsopevzxx4P2\n", "3X///Wrbtq1mz54ddFclSZo5c6aOHDmivLw89e7dO2jfpEmT1KVLF73++usht+GeP3++tm/frksu\n", "uUTZ2dmbCQlLAAAgAElEQVT2nBxwgtLSUqeHABcjPzBBfmCC/MCEE/mhUyZxMP/A66JelPH5fFq1\n", "apVuv/12ffjhh9qyZYsWL16skSNH6quvvtLbb7+t7t27Bx3Tr18/Pffcc9q1a5dGjx6ttWvX6l//\n", "+pf+8Ic/qLCwUOeee66efPLJkNfq3LmzXn75ZUnS6NGj9c4776iqqkqzZ8/Wrbfeqr59+2ru3LnR\n", "PmV42MyZM50eAlyM/MAE+YEJ8gMTTuSHokziYP6B17WJ9gvceeed6tatm/72t79p7ty58vl86tOn\n", "j3Jzc3Xvvffq1FNPtTxu3LhxOuOMM/S73/1O11xzjQ4cOKDTTz9dDz30kAoKCtS2bVvL4y6++GJt\n", "3LhRjzzyiMaPH689e/aoZ8+euu222/Tggw82rFcDAAAAwJ24fAlAooh6UWbs2LGtXsPl/PPPD7ld\n", "VyQyMjIa7soEAAAAILG0pPuFThkA8Symd18CAAAAAFN0ygBIFBRlABvl5uY6PQS4GPmBCfIDE+QH\n", "JpzID2vKJA7mH3gdRRnARnfccYfTQ4CLkR+YID8wQX5gwon80CmTOJh/4HUUZQAb5eTkOD0EuBj5\n", "gQnyAxPkByacyA+dMomD+QdeR1EGAAAAgKvQKQMgUVCUAQAAAOAqdMoASBQUZQAbteYW7kA98gMT\n", "5AcmyA9MOJEfijKJg/kHXkdRBrDRvHnznB4CXIz8wAT5gQnyAxNO5CdcoeXkk0O3cflSfGP+gddR\n", "lAFstGDBAqeHABcjPzBBfmCC/MCEE/kJ1ynTqVPoNjpl4hvzD7yOogwAAAAAV7EqyiQlSR06hG6n\n", "UwZAPKMoAwAAAMBVrIoy7dpJKSmh2+mUARDPKMoAAAAAcBWrokxKinVRhk4ZAPGMogxgo/z8fKeH\n", "ABcjPzBBfqKvurpa+RPzlZmdqYzsDGVmZyp/Yr6qq6udHpox8gMTTuQnXKdM27ah2+mUiW/MP/C6\n", "Nk4PAEgkOTk5Tg8BLkZ+YIL8RNfOnTs1YvQIVQ6plC6X5JNUJ23atkmrR63WuqXrlJaW5vQwW438\n", "wIQT+WnJ5Ut0ysQ35h94HZ0ygI1uvPFGp4cAFyM/MEF+ouu+qfcFCjK9FSjISIF3Ub2lyiGVKigs\n", "cHB05sgPTDiRH6vuFzpl3In5B15HUQYAAKAZ6z9YL/UKs7Pnsf0AYoZOGQCJgqIMAABAM2pVe7xD\n", "5kRJx/YDiBnWlAGQKCjKADYqKSlxeghwMfIDE+QnutqojeQPs7Pu2H4XIz8w4UR+uCV24mD+gddR\n", "lAFsVFRU5PQQ4GLkBybIT3QNO2eYtDXMzm3H9rsY+Wmd7dul++6Txo6V/vu/JX+4wl2CcyI/4W6J\n", "bdUpw+VL8Y35B17n7l/rAHFm/vz5Tg8BLkZ+YIL8RFdRYZFWj1qtSlVKPRX4tVadpG1Sv439VLTU\n", "3R8qyE/L7d8vXXihVFkZ+P9Fi6SqKumxx5wdlxOcyA+dMomD+QdeR6cMYKPU1FSnhwAXIz8wQX6i\n", "Ky0tTeuWrlNeSp4GFQ9S+rJ0DSoepLyUPNffDlsiP63x1lvHCzL1/vQn6bvvnBmPk5zIT0sX+vVq\n", "F5MbMP/A6+iUAQAAiEBaWppmz5zt9DAQJzZvDt22b5+0Y4fUu3fsx+M1LVno1++Xamulk06K/rgA\n", "oKXolAEAAABaaP9+6+3ffBPbcXiV1SVJ4TplJNaVARC/KMoANpo8ebLTQ4CLkR+YID8wQX5abt8+\n", "6+1eLMrEOj9+f/iijFWnjMS6MvGM+QdeR1EGsNFpp53m9BDgYuQHJsgPTJCflqNT5rhY5ydcgYVO\n", "GXdi/oHXUZQBbDRp0iSnhwAXIz8wQX5ggvy0XLhOmXDFmkQW6/xYrScj0SnjVsw/8DqKMgAAAEAL\n", "0SnjnHBFmZSU8J0yFGUAxCuKMgAAAEALsaaMc1rTKcPlSwDiFUUZwEbl5eVODwEuRn5ggvzABPlp\n", "OTpljot1fpoqytAp4z7MP/A6ijKAjQoKCpweAlyM/MAE+YEJ8tNydMocF+v80CmTWJh/4HUUZQAb\n", "Pf30004PAS5GfmCC/MAE+WmZ2lrp4EHrfV4sysQ6P625+xKdMvGL+QdeR1EGsBG39IMJ8gMT5Acm\n", "yE/LNHWHJS/efSnW+WnN5Ut0ysQv5h94HUUZAAAAoAWaKrx4sVMm1rglNoBE0sbpAQAAAABuEm49\n", "GYmiTCw0dUts1pQB4DZ0ygA2mj59utNDiAvV1dXKn5ivzOxMZWRnKDM7U/kT81VdXe300OIa+YEJ\n", "8gMT5Kdl6JQJFuv80CmTWJh/4HV0ygA2Ohhu1T8P2blzp0aMHqHKIZXS5ZJ8kuqkTds2afWo1Vq3\n", "dJ3S0tKcHmZcIj8wQX5ggvy0DJ0ywWKdn6aKMsnJ1vvolIlfzD/wOjplABtNnTrV6SE47r6p9wUK\n", "Mr0VKMhIgZmmt1Q5pFIFhdz2MBzyAxPkBybIT8uw0G+wWOeHTpnEwvwDr6MoA8BW6z9YL/UKs7Pn\n", "sf0AALgYnTLO4pbYABIJRRkAtqpV7fEOmRMlHdsPAICLNbemjN8fu7F4UWs6Zbh8Kb6w/iBwHGvK\n", "ADbatWuXvv/97zs9DEe1URvJL+vCTN2x/bBEfmCC/MAE+WmZpooydXXSoUNSamrsxuO0WOenqaLM\n", "0aPW++iUiR8h6w8elNSe9QfhXXTKADaaMGGC00Nw3LBzhklbw+zcdmw/LJEfmCA/MEF+Wqapy5ck\n", "713CFOv80CnjbiHrD74u1h+Ep1GUAWxUWFjo9BAcV1RYpH4b+0lfSKo7trFO0hdSv439VFRY5ODo\n", "4hv5gQnyAxPkp2WaW8zXa0WZWOcnXFEmJYU1ZdwgZP3Bixp9z/qD8CCuIwBslJWV5fQQHJeWlqZ1\n", "S9epoLBA64vXq1a1aqM2GnbOMBUtLaIdtQnkBybID0yQn5ZprlPGa3dginV+rIoyJ50kJSXRKeMG\n", "IesP9mj0PesPwoMoygCwXVpammbPnO30MAAAiAo6ZZxlVZRp1y7wX58vUKD57rvg/XTKxA/WHwSC\n", "cfkSAAAA0AKsKeOspooykvUlTHTKxA/WHwSCUZQBbDRr1iynhwAXIz8wQX5ggvy0DJ0ywWKdH6uu\n", "l8ZFGatLmOiUiR8h6w+WivUH4WkUZQAblZaWOj0EuBj5gQnyAxPkp2XolAkW6/zQKeNu9esP5qXk\n", "aVDxIHVa30mDigcpLyWP22HDk7hgD7DRzJkznR4CXIz8wAT5gQny0zJ0ygSLdX6aK8rQKRP/WH8Q\n", "OI5OGQAAACBChw8333XhtbsvxZpVUaZxd4xVpwxFGQDxiqIMAAAAEKFICi5e65SJtdZ0ynD5EoB4\n", "RVEGAAAAiFBz68lIFGWirTVrytApAyBeUZQBbJSbm+v0EOBi5AcmyA9MkJ/I0SkTKtb5oVMmsTD/\n", "wOsoygA2uuOOO5weAlyM/MAE+YEJ8hM5OmVCxTo/zd0Sm04Zd2H+gdfFpCizZcsW3XPPPTrrrLN0\n", "6qmnql27durbt69+/vOfW95Cb9WqVUpKSmry6/XXXw/7ehUVFRo3bpx69Oih9u3bq3///iooKNB+\n", "Vl1DlOXk5Dg9BLgY+YEJp/NTXV2t/In5yszOVEZ2hjKzM5U/MV/V1dWOjguRcTo/bkKnTKhY54dO\n", "mcTC/AOvi/otsVesWKGrrrpKR48e1SOPPKKrrrpKJ510kpYvX67f/OY3mj9/vubOnasbbrgheGBt\n", "2qh///5hn7djx46W21etWqUrr7xSffr00Zw5c5Senq6VK1fqzjvv1KuvvqqSkhJ169bN1nMEAMDL\n", "du7cqRGjR6hySKV0uSSfpDpp07ZNWj1qtdYtXae0tDSnhwnYIpJOGX4PGF2sKQMgkUS9KHPPPffo\n", "8OHDeuCBB3Tfffc1bE9PT9dJJ52kW265RZMmTdJPf/pTJSUdb9zp2bOnNm3a1KLX2rt3r8aOHSuf\n", "z6e33npLffr0kSTl5eUpJSVFN910k8aPH69ly5bZcm4AAEC6b+p9gYJM70YbkyT1lipVqYLCAs2e\n", "Odup4QG2olPGea0pytApAyBeRf3ypU8//VQ+n0/Dhw8P2XfBBRdIkr7++mt9/fXXxq81Y8YM7d69\n", "W9dcc01DQabeDTfcoO7du6u4uFhr1641fi3AyuLFi50eAlyM/MCEk/lZ/8F6qVeYnT2P7UdcY/6J\n", "HGvKhIplfmprpaNHQ7c3LsRYXb5Ep0z8Yv6B10W9KHPOOefI7/errKwsZF99J0yPHj30/e9/3/i1\n", "Fi5cKEm69NJLQ/b5fL6G7QsWLDB+LcDKvHnznB4CXIz8wIST+alVbeCSJStJx/YjrjH/RI5OmVCx\n", "zI9Vl4zE5UtuxvwDr4t6UebPf/6zevbsqWnTpmnRokU6dOiQjhw5onfeeUf33nuvunTpohdeeCHk\n", "uO+++05PPfWUhg8frh49eqhHjx668MIL9cQTT6impibk8TU1NSorK5PP59OAAQMsx5KRkSFJev/9\n", "9+09SeAYCn4wQX5gwsn8tFEbyR9mZ92x/YhrzD+Ri6RT5vBh6bvvoj+WeBHL/ERSlGGhX3dh/oHX\n", "Rb0oc/bZZ6uiokL33nuvJkyYoJNPPlmpqam66qqrdN1116miokIXX3xxyHFffvmlFixYoMmTJ2v5\n", "8uVauHChMjMzVVBQoCFDhmjLli1Bj6+qqpLfH3hHGG4h3+7du0uSKisr7T1JAAA8bNg5w6StYXZu\n", "O7YfSBCRLuLrtW6ZWDHplPGHKx4DgIOi/qurPXv2KC8vT3/961/1q1/9SmPHjlVKSoqKi4v18MMP\n", "q6SkRPPnz1e/fv0ajundu7cKCws1ZcoUJScnN2zPzs5WSkqKZsyYoeuuuy6o46Xx7a7bt29vOZbU\n", "1FRJ0r5IfsUBAAAiUlRYpNWjVqtSlVJPBX7lUydpm9RvYz8VLS1yeISAfSJ9G/nNN9Kpp0Z3LF4U\n", "7jKk5jpl/P7AWjRtaNwDEGei2inj9/s1atQoLVmyRL/5zW/0+OOPa+jQoRo8eLDuvvtuzZkzRxs2\n", "bNDIkSO1e/fuhuP69eunhx56KKggU2/KlClKSkpSaWmpiouLozl8AAAQgbS0NK1buk55KXkaVDxI\n", "6cvSNah4kPJS8rgdNhIOnTLOam2njMS6MgDiU1SLMitWrNB7770nn8+ne++9N2T/tddeqzPOOENf\n", "ffWV/vu//zui5+zatat69Qrc4mHNmjUN2zt16tTw/aFDhyyPPXjwYMhjATvl5+c7PQS4GPlxTnV1\n", "tfIn5iszO1MZ2RnKzM5U/sR8VVdXOz20iDmdn7S0NM2eOVtla8pUsaZCZWvKNHvmbAoyLuF0ftyk\n", "JZ0yXhHL/LR2TRmJdWXiFfMPvC6qRZkNGzZIkn7wgx+oc+fOlo+pX3y3/rGRqF8zZs+ePQ3bGt8C\n", "e/v27ZbH1W9vfKmUlSuvvFK5ublBX8OHDw+5XduyZcuUm5sbcvzEiRM1a9asoG2lpaXKzc3Vrl27\n", "grY//PDDmj59etC2zz//XLm5uSovLw/aPmPGDE2ePDlo28GDB5Wbm6uSkpKg7fPmzbOc4K6//nrO\n", "I4rn8aMf/SghziNR/j7cdh45OTkJcR6Su/4+du7cqXMvOVfPv/m8Ng3ZpE9yPtGmyzbp+W+f16Cs\n", "QZo4caIrziMnJych/j6kxMiV284jJycnIc6jXnPn0bgQ2/X0rvp+z+8HFWKbOo+qKqsPkNdLCj6P\n", "Vau8k6v6/MTiPIKLMvMkBc6jcXfMK6+E/n1Iy3TDDd74+3DbedTnx+3n0RjnYe951H/Gavx1xRVX\n", "hIzXrXx+f/SWvCoqKtKvf/1rde/eXdu2bbN8zLXXXqs33nhDY8aMabil9Ztvvqnhw4erS5culsf0\n", "6dNHn3/+uR566CEVFhY2bD/rrLP08ccf69lnn9XNN98cctzPf/5zvfjii7rzzjv15JNPhuwvLS3V\n", "0KFDtWHDBmVlZbXijAEAbpM/MV/Pf/u81Nti5xdSXkqeZs+cHethAYiSnTt3asToEaocUin1UuB2\n", "7o3WQGrukrvOnSPrllm0SBozxq5Ro97y5dJll4Vuf+MN6eqrA9//8Y/SL38Z+pjPPpNOOy264wMQ\n", "G4n02T2qnTL1XTA7duwIWoi3sYqKCklSenp6w7bc3Fy9+eablo+vrq7W1q1b5fP5NHz48KB9Y8eO\n", "lSQtX7485Li6ujqtWLFCPp+v4XEAAKz/YH3gg5mVnsf2A0gY9029L1CQ6a1AQUYKvCPuLVUOqVRB\n", "YUHYY/3+yNeUifRxaBnWlAGQaKJalMnJydEPfvAD+f1+/ed//mfI/qVLl6qiokLJycm66aabgva9\n", "8MILls/52GOPqa6uTgMHDgxqdZOkSZMmqUuXLnr99ddDbpk9f/58bd++XZdccomys7PNTgwAkDBq\n", "VXv8g9mJko7tB5AwTAqxBw5EfltlL60pE0smRRnWlAEQj6JalGnfvr1efPFFdejQQY888oimTZum\n", "8vJyVVVVadasWRo3bpySkpL0xBNPaNCgQQ3HJScna+XKlbr66qu1YsUKbdmyRRs3btRdd92lp556\n", "Sr1799Yrr7winy/4XXTnzp318ssvS5JGjx6td955R1VVVZo9e7ZuvfVW9e3bV3Pnzo3mKcPjTrwG\n", "EmgJ8uOMNmojhfuQVXdsvwuQH5jwUn5MCrEt6X7xUlEmlvlp7S2xmzoWzvLS/ANYiWpRRpIuueQS\n", "ffjhh7r11ls1d+5cZWVlacCAAXrkkUd0xRVXqKSkRHfddVfQMZ999pkef/xxHTp0SD/72c+Unp6u\n", "iy66SGvXrtXUqVP14YcfNlwadaKLL75YGzduVFZWlsaPH6+BAwfq0Ucf1W233aaNGzc2LBIMRENR\n", "UZHTQ4CLkR9nDDtnmLQ1zM5tx/a7APmBCS/lx6QQG+mdlyRvFWVimR8uX0o8Xpp/ACsx+fXf6aef\n", "rhkzZkT8+B49eqigoEAFBeGv6W1KRkaGXnzxxVYdC5iYP3++00OAi5EfZxQVFmn1qNWqVKXUU4Ff\n", "VzRa9LNoqTveLJIfmPBSfoadM0ybtm6yXty7mUIsnTLWYpkfbomdeLw0/wBWot4pA3dqfKvIjOwM\n", "ZWZnBt0qEtZSU1OdHgJcjPw4Iy0tTeuWrlNeSp4GFQ9S+rJ0DSoepLyUvGbvwhJPyA9MeCk/RYVF\n", "6rexn/SFAgVYHfvvF1Kf9X10+PDhsO9/6JSxFsv80CmTeLw0/wBW3HGhPGIq6FaRl6vhVpGbtm3S\n", "6lGrXfUhBQAikZaWxm2vAY+oL8QWFBZoffF61apWbdRGZ6afqXeT3tV83/yw73/274/8/Q93X4qO\n", "cEWZxoUYOmUAuAmdMghhcqtIAHBCTY30/vvSP//p9EgAuEF9IbZsTZkq1lSobE2Z2qe215ZztzT5\n", "/idcp0ySxTtqL3XKxBKdMgASDUUZhDC5VaTXTZ482ekhwMXIT+u8/7505pnSeedJZ5wh/fKXkd+y\n", "NpGQH5ggP5G9/wnX/WJ1HwkvFWVimR/WlEk8zD/wOooyCGFyq0ivO+2005weAlyM/LROQYFUVXX8\n", "///4R+l//9e58TiF/MAE+Yns/U+4TpmePUO3eakoE8v8WBVlfD7ppJOO/z+dMu7C/AOvoyiDECa3\n", "ivS6SZMmOT0EuBj5abn9+6WVK0O3v/567MfiNPIDE+Qnsvc/4TplevQI3ealokws82NVWGnXLlCY\n", "qUenjLsw/8DrKMogxLBzhklbw+xs5laRABBLW8PMVdu2xXYcANwvkvc/VkWZk0+WOncO3c5Cv9Fh\n", "1SnT+NIliU4ZAO5CUQYhmrpVZL+N/VRUWOTg6ADguHDFl+3bYzsOAO4Xyfsfq8uXOnYMfJ3owAFv\n", "rm8VbRRlACQaijIIUX+ryLyUPA0qHqT0ZekaVDxIeSl53A67GeXl5U4PAS5GflouXFHmyy9jO454\n", "QH5ggvxE9v7HqvulUyfpe98L3e73B+4M5wWxzI9VUebEIgyXL7kL8w+8jsVBYKn+VpFomYKCAr3x\n", "xhtODwMuRX5ajk6Z48gPTJCfgObe/4TrlLEqykiBdWVOPtmmwcWxWOaHTpnEw/wDr6NTBrDR008/\n", "7fQQ4GLkp+XCFWX27pUOHoztWJxGfmCC/ESmJZ0ykncW+41lfiIpytAp4y7MP/A6ijKAjbilH0zY\n", "nZ/q6mrlT8xXZnamMrIzlJmdqfyJ+aqurrb1dZzU1IK+XuuWYf6BCfITmdZ0yniB07fEjrQoQ6dM\n", "fGL+gddx+RIAJKCdO3dqxOgRqhxSKV0uySepTtq0bZNWj1qdMOtDNVeU6dcvdmMBkPjCdcpYLfQb\n", "7vEwE+6W2I0lJUlt2ki1tcHb6ZQBEI/olAGABHTf1PsCBZneChRkpMCM31uqHFKpgsICB0dnn6aK\n", "Ml5c7BdA9NTWWi/cS6dMbEXSKSNZrytDpwyAeERRBrDR9OnTnR4CXMzO/Kz/YL3UK8zOnsf2u9x3\n", "30lffRV+v9eKMsw/MEF+mheuwMKaMrHNT6RFGatLmOiUiU/MP/A6ijKAjQ56bWVR2MrO/NSq9niH\n", "zImSju13uR07ArecDcdra8ow/8AE+Wme1XoyEp0yUmzzE8ktscNto1MmPjH/wOsoygA2mjp1qtND\n", "gIvZmZ82aiOFK1jUHdvvck1duiR5r1OG+QcmyE/zwq0PQ6dMbPNDp0ziYf6B11GUAYAENOycYdLW\n", "MDu3HdvvchRlAMQSnTLxgTVlACQaijIAkICKCovUb2M/6QtJdcc21kn6Quq3sZ+KCoscHJ09mivK\n", "eO3yJQDR1VSnzMknt+wYtI7fH9ndlySKMgDcg6IMYKNdu3Y5PQS4mJ35SUtL07ql65SXkqdBxYOU\n", "vixdg4oHKS8lzxO3w5a81ynD/AMT5Kd5TXXKJCdLHTqE7vNKp0ys8hOuqMLlS+7G/AOvoygD2GjC\n", "hAlODwEuZnd+0tLSNHvmbJWtKVPFmgqVrSnT7JmzE6IgIzVflNm3T/LS2oHMPzBBfprXVKeMZH0J\n", "k1eKMrHKT0uKMnTKuAfzD7yOogxgo8LCQqeHABcjPy3TXFFG8tYlTOQHJshP85rqlJG8XZSJVX6s\n", "1pOR6JRxO+YfeB1FGcBGWVlZTg8BLkZ+WiaSooyXLmEiPzBBfppHp0x4scpPS4oydMq4B/MPvI6i\n", "DADAdfx+OmUAxJZVp0xSkpSaGvi+vmOmMRb6tVe4ooxVAYZOGQBuQVEGAOA6ka4X46VOGQDRZVVg\n", "6dhR8vkC33u5UyZW6JQBkIgoygA2mjVrltNDgIuRn8hF0iUjeasoQ35ggvw0z6pTpv7SJcnbRZlY\n", "5Yc1ZRIT8w+8jqIMYKPS0lKnhwAXIz+Ri7Qo46XLl8gPTJCf5oXrlKnn5aJMrPJDp0xiYv6B11GU\n", "AWw0c+ZMp4cAFyM/kaNTJhT5gQny07zWdMocOeKN7oxY5aclt8S26pShKBOfmH/gdRRlAACuQ1EG\n", "QKw11yljtdCv5J1umVgw7ZTxQoEMgPtQlAEAuA6XLwGItdZ0ykjcgclOpkWZujqpttbeMQGAKYoy\n", "AADXibQos2+fVFMT3bEA8IbWrCkj0SljJ9NbYkt0ywCIPxRlABvl5uY6PQTEgSNHpD/9SZoyRSou\n", "jvw48hO5SIsykne6ZcgPTJCfph0+bP1hPpJOGS8UZWKVH9NOGYl1ZeIR8w+8jqIMYKM77rjD6SHA\n", "YXV10kUXSRMnSo89Jl1+ufTEE5EdS34iZ1WUSQrzE80rRRnyAxPkp2nhLkGiUyYgVvkxvSW2RKdM\n", "PGL+gddRlAFslJOT4/QQ4LAlS6R164K3/fa3kV1CQ34i89130s6dodszM60f75XFfskPTJCfplmt\n", "JyPRKVMvVvmhUyYxMf/A6yjKAICNli8P3bZ/v1RaGvuxJKrt2yW/P3T7eedZP94rRRkA0RNJpwx3\n", "X4o+OmUAJCKKMgBgo/fes97+/vuxHUciC7eezLnnWm/3yuVLAKLHpFOGuy/ZJ1yXC50yANyMogxg\n", "o8WLFzs9BDjou++kDz6w3rdhQ/PHk5/IhCvKpKdb/6baK50y5AcmyE/TWFOmabHKD3dfSkzMP/A6\n", "ijKAjebNm+f0EOCgsrLwbxgjKcqQn8iEK8r07Cl17x663SudMuQHJshP01hTpmmxyo/Vz9iTTpKS\n", "k0O30ynjHsw/8DqKMh5XXV2t/In5yszOVEZ2hjKzM5U/MV/V1dVOD82VFixY4PQQ4KCmLlGqqGj+\n", "jTn5iUxTRZkePUK3x2unjN3zL/mBCfLTtEg6ZVJSAgWCE3mhKBOr/FgVZcIVX8J1ylCUiT/MP/C6\n", "Nk4PAM7ZuXOnRoweocohldLlknyS6qRN2zZp9ajVWrd0ndLS0pweJuAa4daTkQIL037wgXThhbEb\n", "T6KyKsp873uBL6tOmXgsyjD/Au4SSaeMFCjS7N4dvM0LRZlYsSrKWK0nI4Uv1nD5EoB4Q6eMh903\n", "9b7AB4LeCnwgkAKJ6C1VDqlUQWGBg6MD3KepoozEYr92sSrK9OwZ+K9Vp8z+/ZHdkjyWmH8Bd4mk\n", "U0ayvoSJoox97CjK0CkDIN5QlPGw9R+sl3qF2dnz2H6gCVz+dtzhw9L//V/Tj4lkXRk0r6VFGSn+\n", "1pVh/gXcxaook5IS+sHfqijD3Zfs05KiDAv9RhfvAQH7UJTxsFrVHv8N7YmSju1Hi+Tn5zs9hJjZ\n", "uXOnho8arue/fV6bLt+kT3I+0abLNun5b5/X8FHDPfdD+cMPpdpm/sk0V5TxUn5ay+9vuihjdfmS\n", "FH+XMEVj/iU/MEF+mmZ1+ZLV3d682ikTq/xYdbnQKRN7dr8HZP6B11GU8bA2aiP5w+ysO7YfLZKT\n", "k+P0EGKGyy+CRXJpUnOL/TbOD7+BsrZ3r3ToUOh2t3XKRGP+9dL8A/uRn6ZZdbucuJ6M5N2iTKzy\n", "Q6dMfLD7PSDzD7yOooyHDTtnmLQ1zM5tx/ajRW688UanhxAzXH4RrLn1ZKTji/2GU58fupDCa+rO\n", "S/QsLg4AACAASURBVFL4oky8dcpEY/710vwD+5GfptEp07RY5Yc1ZeKD3e8BmX/gdRRlPKyosEj9\n", "NvaTvpBUd2xjnaQvpH4b+6mosMjB0SHecflbsEgX8Y3kcXQhhddcUcYtly8x/wLuEmmnjFWhxgtF\n", "mVix45bYdMqY4z0gYC+KMh6WlpamdUvXKS8lT4OKByl9WboGFQ9SXkoet2NFs7j87bgDB6TNmyN7\n", "bCSL/dKFFF5zRZkOHaw/FMXb5UvMv4C7mHTKHDgg1dWFbkfL0SkTH3gPCNiLfzEel5aWptkzZzs9\n", "jBarrq5WQWGB1n+wXrWqVRu10bBzhqmosMjRDzMlJSUaOXKkY68fS8POGaZNWzcFujlO5LHL30pL\n", "I3/D3VRRpj4//AYqvOaKMlLgEqYTf6sdb50ykv3zr5fmH9iP/DTNZE0ZKVCYsSriJIpY5Yc1ZeKD\n", "3e8BmX/gdXTKwHXieb2NoiLvXHLA5RfHhbsk6YwzQrc1tdhvfX74DVR4VkWZ5GTpBz84/v9WlzDF\n", "W6dMNHhp/oH9yE94fr91USbSThkp8S9hilV+6JSJD3a/B2T+gddRlEGLxMMdYeJ5vY358+c79tqx\n", "5tTlF/GQwRNZLfKblCT94heh25ta7Lc+PyzCHZ5VUaZbt0Bhpp7VYr/x2CljNy/NP7Af+Qmvpsa6\n", "G7IlnTKJXpSJVX7s6JShKGPO7veAzD/wOu/+uhUttnPnTo0YPSJQELlcgYJInbRp2yatHrU6Zusg\n", "rP9gfeD1rfSU1hc7t95GamqqY6/thFhf/hYvGTyRVadMZqZ04YXhH2+1rz4/RYVFWj1qtSpVKfVU\n", "oOhYJ2nbsd9ALfXub5SsijKNL12SrIsy+/cHPlh16BCdccUDr80/sBf5Cc9qPRnJulMm3CVKiV6U\n", "iVV+rAoqLe2U4fIle9j5HpD5B15HpwwiFi8dKqy34V3xksHG9uyR/vnP0O3nnSedc06gY+ZEzS32\n", "yyKw4UVSlAl3ByYvXMIEwH5Wly5JznTKxGO3aKzU1ga+ThSuKJOUJLWx+PUznTIA4g2dMohYvHSo\n", "NKy3YVWY8fh6G4kuXjLYWLgCy3nnSamp0sCBUllZZMc05tZFuKPpyBFp587Q7ZF0ykiBS5j697d/\n", "XAASW0s6ZcIVZcIVdloiXrtFYyVcMSVcUUYKXMJ0YiGHThnYLV5vQAL3iEmnzJYtW3TPPfforLPO\n", "0qmnnqp27dqpb9+++vnPf67S0tKwx7377ru69tpr1bVrV6Wmpmrw4MGaNm2ajjQzm1ZUVGjcuHHq\n", "0aOH2rdvr/79+6ugoED77fiJ6GHx0qESz+ttTJ482bHX9oJ4yWBjVuvJSNK55wb+O3Ro6L5wi/2S\n", "n6aF63SJtFMm0deVIT8wQX7CC/f2MdYL/cZjt2i9WOTHaj0ZKfxlSuH20SkTf9w8/8TzDUjgHlEv\n", "yqxYsUKDBg3Sn/70J910001avXq1PvroIxUUFGjJkiU6//zzLRd3eumll5Sdna3q6mq99tprKisr\n", "04QJEzR16lRdeOGFqqmpsXy9VatWaciQISotLdWcOXNUXl6uBx54QM8884yysrK0Y8eOaJ9ywoqX\n", "O8LE811/TjvtNMde2wviJYONWa0n07atdNZZge/rizONhVvsl/w0LZLbYUvhO2US/fIl8gMT5Ce8\n", "cJ0ysb58af0H66VeYXb2PLbfIbHIT7iiTHOdMidq6ne7Xr48zElunn/iuVgK94j6J5h77rlHhw8f\n", "1gMPPKD77ruvYXt6erpOOukk3XLLLZo0aZJ++tOfKunY4guVlZWaMGGC0tLS9Pbbb6vjsV9F/PKX\n", "v9S3336rKVOm6J577tGzzz4b9Fp79+7V2LFj5fP59NZbb6lPnz6SpLy8PKWkpOimm27S+PHjtWzZ\n", "smifdkIads4wbdq6KTDpnCiGHSr1620UFBZoffEJbYJLnW0TnDRpkmOv7QXxksHGrDplzj77+BtB\n", "q04ZyXqx3+by4/X22EiLMl7tlGH+gQnyE168dMrEY7dovVjkpzVFmZZ0ynj98jAnuXn+icdL6+E+\n", "Ue+U+fTTT+Xz+TR8+PCQfRdccIEk6euvv9bXX3/dsP2xxx7TkSNHlJ+f31CQqTdx4kS1bdtWf/nL\n", "X/TFF18E7ZsxY4Z2796ta665pqEgU++GG25Q9+7dVVxcrLVr19p0dt4STx0q9ettlK0pU8WaCpWt\n", "KdPsmbP5YZng4imDkvTVV9IJ05Ck4O6Y1i72eyLaYyMvynToYP1hKdGLMgCioyWdMtG8+1I8dovG\n", "UrQ7Zeh4QGvEc7EU7hH1osw555wjv9+vshNXupS0adMmSVKPHj30/e9/X5J09OhRvfrqq/L5fLr0\n", "0ktDjunYsaOGDRumuro6LVq0KGjfwoULJcnyuMbPt2DBArOT8ijuCAOnxVsGrS5dkgKL/NarX+z3\n", "RC0tyvBmMfKijGR9CVOiX74EIDpa0inToYPks/iAZkdRJp7X1IuF1iz025JOmXi+PAzxy+vFUtgj\n", "6in585//rKuuukrTpk1Tnz599OMf/1jJycn6+9//rnvvvVddunTRCy+80PD4Tz75RPv27ZPP59OA\n", "AQMsnzMjI0MlJSV6v9EnopqaGpWVlTV7nKSg45py9KiUnBzpmYZ36JC0aVNgHYmBAwM/sO1SUyN9\n", "/LFUVydlZob/DU1rfPmltH594M/hrLMCdy2x644wu3cHPtAePSqdeabU2+pylFb69tvA3W6OHJEG\n", "DJA6d7bvuffuld59N/DbmgEDpPT04Ddf5eXlYfPXnH37pP/930BeBgyQMjKs39hF25Ejgb/3L7+U\n", "TjlFGjHCvsz6/dKWLdLWrYHnHjTIuoukKU1lcOtW6fPPA7+9HDiw5c8dztGjgTVgPvss0Jo+fLh0\n", "8snhF/ltXJSRApcwnViXrl/st3Gre1P5iUV7bF1dYFx79gT+Tdr57/Lo0cA8+PXXgYJJ//4tz7dV\n", "UaZjx8DfxYl69JDKy4O3tbZTpro6cNvz9u0D8+xJJ7XueU7k9wf+vMvLA899wQXWv3mP1In5qa4O\n", "PH+7doE53Oo3xq21e3fgz6Rz58BcZacvvgj8XZ9ySugca+LoUWnjxsA80amTdP75gaKpHWprAz/T\n", "vvgikMnsbOtcttaXXwa+unWTeoX70NgKe/cG5vtvv5XatSvXZZcNsO3P++DBwJ93/c/icJcVtsa3\n", "30offRT4eZmRIf3gB/Y9986d0po1gZ/zZ5whZWW17O5LPl/g7/7EIkx9YWfHjsC/+XbtApe6tm8f\n", "+diKCou0etRqVapS6qlAYb5O0rZAt+gvnirSokWBQsQFF0h2/Z7C75c+/TTwfvOkk6Rhw0L/zE3f\n", "/2zeHLh99eDB4YssdnXKhCvKNNfxsP9grd54I/Bv8Oyz7fmMIAXey69bF8hIr16B9wx2Pffhw4H3\n", "rV9/Hfg3eO651rcJb+1zr18feM/QvbvZuCPJz4ED0ocfBubyzEypS5fWvZaVw4cD+f7uu8D7x5Z8\n", "dmju0vozM4bptdcCc+HgwYH3vnbNs3v2BH8usfOzw5EjgT+T+nn2WP8EoiTqRZmzzz5bFRUV+o//\n", "+A9NmDBBNTU18vl8Sk5O1r//+7/rwQcf1Kmnntrw+MrKyobvu3XrZvmc3Y/9ZG/82KqqKvn9fvl8\n", "vhYd15TrrgsEvX//wNcZZxz/b79+4a8b3rUr8AO9pCTw3/ffD/wjlwITYVaWNHJk4Cs7W+raNaLh\n", "SAq8ES4pkVavDnyVlh6/1V9SUuBSif/3/wJfI0e27AfyoUOB51y2LPD1f/8XvL9PHyknJ/B1ySWB\n", "N8yR2rNH+sc/pJUrA18ffRS8PyNDuvzywNdFF7WsuLR3b+CHWUlJ4Gv9+uM/uH2+QNHn/7N33uFR\n", "lNsf/256Qgsl0qRLAqG3aBIihA5iAMtFFDFBvRZEbARFJAEr+V0VRRT0IuF6kWahKJcSikBAg4Qi\n", "CUWSQKhJaIEkpO/vj7OTmd2d2d3Zndn6fp5nn52dnZ2d8s5bznvO9wwcSPodAwfK69BWVVEZ2LYN\n", "2L6d9l1by3/fqhUdb2wsvRITE7Fx40aL952RQfvdvp3+p6aG/75FC9o3t//OndUx0tTWksFh505g\n", "xw4qA0IdbT8/unbcve/Z03JjR00N3Wvu3uzbpz8wbtKEyuqgQfTq2dPyBr2mhgwdwmft3Dn+++Bg\n", "MihFR9N9HzDA8s4vN1jesYOuy65dVIY5fHyowyumGx4URA2jkP79AYHtue4/jhzR15URKz9cp6fg\n", "munOYtGNamRm0jW0tMNVXk6GJe4a7t+vf55t2+o/O3KMaKWldNzcvrkOJ0eLFrRf7tWjh/l7L2aU\n", "EfOSAcQHgJYYZbRaMjZwZWrfPioLHEFBNCCJiqJXZCSVY0vgytXu3fyroID/3suL9s3Vhffea7kh\n", "RasFXnopEVOmbKxrH4THHRhIxztoENUpERGmM5YY7jsvj3+G09PJwMbx5JPAv/9tndGntpYGY8J2\n", "LT+f/75pU769HDiQ2k9L/6e2ljrwXLuzZ49+GfT1pWvM1bORkZYbabRaGlinpVE9sWuX8b6jo4GR\n", "I+nVq5flz45WC5w+TdeCuy65ufSdlxfw7rvA7NmW7cuQigp6ztPS6PXnn8I2LRFt2mysa3MGDwY6\n", "dLB838XFVDb27KGXsO8DUP/p/vvpeb//ftq3pW1acTEdN3dNOEMSR2io/r7btbN831VVVD9t3Qps\n", "2UL9KiHNmok/K/XqSddZDRoYG2W2baO+zunT/Do/P2qbuOOOijJtmDXU1LtTWY3yUh8EeEXgVmEK\n", "YmL4Tp9GQ88L13ZHRcl7Rs+e5du/nTuN689u3agvOGQI1Sty+j8XL/L1yd691E/Qavlr0r8/3+5E\n", "R/P9TaU0ZaTCl+o8HsTKTi1w4awPxo2jj8HBdM+450VO36i8nMocd20zMvSflcaNgWHD+HsnRwOX\n", "69Nxz/jevfrXrX59urZcv7VPH8v7XRUVdKy7dlH7deCA/r4bNwaGDuWPu107y4+bKz9C7byK6mpU\n", "lPmgYUAEfKtScPx4iF4/uXt3/tmJiZHuD4hx4wbVKVwZPHiQLxcaDd1Prn8ycKB0AgHAhLH0AuC3\n", "qRPWFKVgjWAusVUr/hoNGyZvrFZVRRO427dTnXLwoP64pGVL/t7GxgIdO1peF96+rT+e4iaKObp0\n", "0W+P5eybYR6NVstVg+pw48YNxMfH49dff8Ubb7yBRx99FP7+/khLS0NSUhJCQ0OxevVqdOrUCQBl\n", "XZo8eTJ8fHwkU19/9NFHmD17NsLCwnDixAkAwP79+zFw4EBoNBqcP38erUSentWrV+Pxxx+Hv78/\n", "7ghLmY7MzEz069cPhw4dQt++fdG9u/HstpCQEKrsq6tpgMi9pGZUpGjQwPJCLTerd+PG1NDV1uq/\n", "fHyo4fPzo86jnx81klINniFeXtRIVFfzr6oqfQORRsO/iov5Btcc3t5kAKqpoX0KX0K4a1ZSYvm+\n", "AX720vCacNfB359/LyyU53IcFJQPHx/j1tPbm/bv48O/FxXJu5/t2gHvvQc88YR0eTl1CpgzhwYi\n", "1dV0Xtz9F3vXaqnClUhmJkqzZmQ0q63lyzy3bLiustL4vpmiQQN6CY9TarmqynQGBUO8vanjJiyX\n", "Uq+qKvnPMcfAgdTAC9m/nzqWhjRrRoNA7rpVVeVDo2mrdz3LynTPVXA3YEa2ZGcRn4cDN7Pg40Pn\n", "6eurX+YA/hnlXqWl+oZAcwQF0b69vPiXtzcdp7AOqK6mzpuc55J77jiEZZxbvn1bv/MBUIdm+3bj\n", "/SUmAv/3f8br27blyxJ3jYXLVVX6nRBLCAig4xe+fHz4Msq9l5fT/bSUevXIaG9YV4m96H7mA7Cs\n", "9x4QQMYkc88Zd23MtQ1r1gD/+If4d//5D/Dpp2TsAoyfNTnXxM+PyqG3t/5LozGuj+7ckXcvfXyo\n", "fRDW0z4+tH9hWeGeS6EB0xzNmtFgu7KSXhUV9F5Tw7eX3DNVU2O+Tj5xwtj4C9Bs+IsvkqGorIyv\n", "B7hXUZGpa2Jcfho2pPIs3IePj377zD37N28aP5+mCAqSZ+SVU580aEDHalhXCT9zrytXrAstatVK\n", "OqSySxd9o6ilaDR0zQ3Lt2EZ5K6/nHaqXj06Zqk6RLj/6mp5/RM67nx4ebXVu09iy1qtvOvNeR5p\n", "tXRcYnXR1q00wBVj0CAyEgrx8qLrwR2TlxeVl1JtAsonpIp7POQDWB0PlIl76gYGUr3q7c3XG97e\n", "9B/CMUJNDfVb5fSN2rShfXFtCfcC+HqKezZLS+WVi8BAenHPh6njLiuT1+9q25bqbGE/vrqaJrZf\n", "egl46il+2/z8fAQEBPBCy3ejTmgZFwGs6wTcOgBA2oIhZzx1+7a8OqVhQ77fLGwnubGDj08RSmoT\n", "UaXJQLW2GtpqH6AyAihLMXnMAE0W19QY96O8vfmxGveSOy6pX9/yerakRF4d3qIFb6CZPFlZzyVL\n", "MRy7uzKqespotVqMGjUKBw8exNtvv41333237rvu3bujffv2eOihhzBw4EAcP34cTR1xNyWorQXM\n", "OdQopaupRJyxFHI6jXKoraVZFDWoqTF/7W2hpER8fXW1/MGYIWVl6qX0O3eOZqSbN6dZdENu3qSZ\n", "XrXuOcfVq/RSg9u3bXkeioCgRMAvA/CuBmr0G0RLBjpKYBi6BPBiv4aNnfF1NFF+KiMAKffYC7rv\n", "QeVYqozbSlmZvAG0HCoqpF3KTSE1MyY1qyX0wlCK8nLLDdpyKC0lDxXLsbz+KS9XVvh4wwZxo8z/\n", "/qff8bYV4WBEaaqrqR5VA6Xrzc2bxY0yDz9MM9jWYVx+5E4EyUGtugRQt1/FYcqj19pQcq3W+gkB\n", "c5SWUgiSGtBxq9P/scSII9dTprZWap8pwLq9wCM6o4DA4wE/dNL1J8SRawSWg1hCAaVQ87il2ts/\n", "/wTi42niOC6O1rVt2xYJ0xJ47TwOnXYeHskBVidKGsUAdZ97qbqQ77eEALBO3uGClE4UbO+3qtUf\n", "BMig/cMP9HroIccYZdwJVYV+d+7ciYMHD0Kj0eD11183+n78+PHo3LkzCgoK8M033wBAXbalmpoa\n", "1EhM4ZbpWvJGAh9P4bKYF4zU76SQ4zXCYNiThQvF13//vfoGGeelEGgYCUxKJW+S6aeBl7Ppc8NI\n", "APbLTCTMvMQhJfYri7IUminKh37mqXyY7Sy6M3LClxjqISWi/N//2vc4PAUx49Hly7YYZBhyMdWV\n", "lApvZ6iDXKOMNCHkjbE6nrxPF4XS++p4s14aDPkY5l0xKbR8N2jSjeF0tG2rrAahp6KqUeaQLr1I\n", "8+bNESyhmMSJ73LbcmFMAHBZopfHrRduK0yBLed3YowZMwYTJ8YBEL4iAaw32HKb7jtDpgFYZrAu\n", "U7et4VRZEoAFBuvyddsaqFRiEYCZBuvKdNvuM1i/CkCCyLFNhHufxyggKIFCPZqG0btPVwCGlgxn\n", "Pw/p+/H777zLZWZmJuLi4nD16lXoZ3p3/vPQx8b7ETQLCM8BTkA/M1FzAI1yAH/DqXp1zkOjycTy\n", "5XQ/9M4iKQn169t6P54Gbn2q31n8V2tgxT0inUV3f8758+jXj96nTZuGZcv48+jZ07XOg8c174dh\n", "s8vdDy5kyVXOwxjnvB8lJcDEiROxfj1/HhRK41rnQbjm/TAUuBbej4i6JEjOfx7GuNb98PZehc8/\n", "Nz4P7n5QWyDnPELIG+Pmd8C1MODmbzrvDK6NZfeDsP08/vprG+Li+POoE1r+VXfYQq4AKD3nlOfh\n", "LvfD2vMYOJBfm5SUhAUL9M8jPz8fcXFxOGmQfWHRokWYOVP/PMrKyhAXF4d9+/TPY9WqVRg0aBDi\n", "4uL0XiNHjhQ5XtdEVU2ZlJQUvPnmm2jZsiUuSgTejh8/Hhs3bsTDDz+MdevWoaamBk2bNsXt27ex\n", "detWDBs2zOg3MTExSE9PxyeffIJXXnmlbn3Pnj1x/PhxfP3113jmmWeMfvfkk09i5cqVePnll7FQ\n", "xN1AGJfm59cXX39NMfB//00u5HK0FzgaN+aFRr28eOHIa9fk78uQJk34WD4/P9Kx2LNHmbAqochY\n", "vXq8oJRU/LQcQkJ4YbTAQBIi276d4iRtoxCa4ChoHxaJRV3THqi9D/A7JhraYglBQXTcw4fTLPye\n", "PSTQpl/HLAAwS/aRBwaSUNmIERRbum8fCakdPy6+fW6usQBjaKjtrsk+PiR8OXQoheEcO0ax2vv3\n", "83pB1sIJp3FinSdOAL/9Rqmh5cSwimKh3oq19O5N1yQ6muqEtDS6/4bedM89ByxZIr6PEyeoo27a\n", "ldR0+fH3p33ExJDw86FDVFaOHpUXGy0GJ64YHa2/b1O6WpbCHffAgVROMzOpvrL1uPv1ozpVaiZ0\n", "7Fjg11+t3z9AQnYDB5Kwc2EhPQsHDijjJt2zJ9UpAweS+/L27fRMWB/WwZef9u2pnERF0XGLiTJa\n", "i4+PcX0QHCzuqdemjWnXbEPCw/k64vRpKoNCQXtr8fKi8h0bS/eSE1w2FDa3Bo2GyuLQoXS9s7Op\n", "3kxPl6cbIYdnnwW+/lp/3a5dJLpqKfXrU/kbNow0bz7/fAFu3pylJ0RrLY0a8SKZTZrwAsCcYLEt\n", "NGhA1zkmhvoT3L6VCKmuX5+u4ahR5IW3YwfdS0N9GH9/elbvvVd8P2fO0PEZisF36EBtfXQ09QP3\n", "7KHjVyJMLDycjn3wYBIQ37aN+ihK1FVhYbz4861btN+dOw37bdb1f1q2pGsVHU11Hycmbmko4axZ\n", "wEcfSX+fm0v7FhPmtxRvb6o3hg8ncdk//qD6Q4n+S716VOcNGUJt7759dO+k+n9y8PGhsPZhw6i9\n", "OXiQ6omDB22vUwMC6DmMjSVP4AMHxJOEmCIqiu41ACxYsAD/2fgfZA+X7ss1WB6O5FeyEBjIj3mU\n", "GJdwGfNiYuh+cOK/tpQZjgYN6PqPHEn1bFoa1SnyQpPFqVdPfFyik1u1ed+RkXw9ywkAix33l18C\n", "L7xg+39agztpyqhqlNmwYQMmTJgAjUaDGzdu1IUmCenatStOnTqFt956C++//z4A4Omnn8by5csx\n", "a9YsfPjhh3rbFxcXo3nz5qipqUFubi7aCPyl3n33XSQlJWHixIlYtWqV3u9qa2vRpk0bXLlyBXv2\n", "7EG0iOqmqRtbVUWxkX//TY3tmTN8RWAoxhYYSIO4gQMp5ttQYInLrLBvH6WLFIu2kror/v6UxSEm\n", "RjzlL5fdY88eaizKy41F7TQaqoyFApRVVVR59+5NFUf//sZq7FotPejbtvGK3IbitVzWF6EYllZL\n", "A74ePajyFsvgUltLFTmXhchQoJD7DzEBL19f2uf2/QnYVC/VWHOjBMBqACNhZKxpuK0THh52AEFB\n", "IXXipEIRRo2GMgyMGEGVk9jgj3MZ//13YM+eJPTpMw8Af6ycWJpQELGqiq5BeDhVptHR4u63K1eS\n", "eJYhhqKa16+Lx3Lecw81xJyIpNR7y5YkhjdwoLjb9e3bdI5paXyFbCgKJxRSFK5r3pyuXWSkuLv3\n", "rVv0LOzZw+/b1LEKRaTvuov2O+PdMOSMlh5JNFsViocHn0JNDV82pV5cmb3rLroegweLpwEUZk8o\n", "LqZB2eTJpgXVsrJoIJWTIy48mZWVhF695umt9/YmUTwug5RYGeTSqR84QJ0IYTnjljUa/hnlnidf\n", "XxokREfTMy9WBq9do07TgQNU1sXEIb28jMUGfX1JnDo6mgbYUse9fz+9hJ4WQkFIw3UAn2kuPt50\n", "mEBFBfDFF3TslZXigp9iy8HBNNiKjhYPg+Iyf+3fT/XtnTu8Jk5FBZWN6mp9IXXuvUkTKrP33y9e\n", "rior+cwKWVn89bXklZWVhBkz5iEmRjzLHJc5Y/duqstraqSfL8P3hg2p/EVHA598QsK9hpSV6Wc4\n", "q6mh+244odG1Kw1wuGeuRQu6JtHR4tdEmMnr7FljcX3uuRarf4RZvsR0PqqqyOizezcN3ior9cUW\n", "q6po/8J9cq/mzek+xsaKZ+Di6s3t26nPIBRt5IStOUFNQ3Hlpk3pmgwcSG2n4WTL449T+yBk40bU\n", "ZYYRMmwYHV9VFf1f9+7U7gwYoJ/ePSkpCfPmzcOlS3Tcf/xBz6ih4D63H0MRYS5l/KBB9B9iGV0u\n", "XqTBTkaGPEOEry+Vm5gY6Sx958/z++ZEh029OGFbb29qi0eNks5QdO4cDaQyMqh+e/ZZ3ktPioIC\n", "IDWVDPHduklnh6mpof7P3r30zFdUGJfv2lrx+qpRIyonsbFU1g3hMrVs3Ur/UV1tXviYezVsSPVg\n", "bKy4RpdWSwbIHTto3wcPJqF3b/3+j9RyvXp0/WJixLNw1dbStdi7l/bNGTe57TQa2kdsLPDgg+bF\n", "Xc+dA1atokk0odA4ty+xxBK1tdT2Dh1K/QCx/ktxMZ+p5soV4/tWXU37Nxwn+PjQvmNjjZ9DjkuX\n", "qO7gsvQZCr5yfWJDcdjaWmp7hwyh+olLbiGkpITvd126JJ6swfC4uXa+fXt6xu+9V7xdv3SJ+oq7\n", "dtEy1x8Qm5AeMICeKYDqn/yr+UitSBXXzjsPxPvHY/liXrdFq6U2gRvzyDGw+/nx2Zu6dRMf8+Tk\n", "UBnk9m04luKuPzdm4MYP3t5Ub48aRW2d2P3NyaHx1P79tG9hv8zXlxf3Fgo7c/2Y7t35cYlYfSUc\n", "l0gZZcWeGR8fvp7t1Us8k+fFi7yDATcpeOQIna8jYEYZC7lz5w46duyIgoICzJ8/H3PmzNH7fsuW\n", "LRgzZgy8vb1x9OhRhIeHA6CU1d26dUNwcDBOnz6tZ8z54IMPMGfOHDz99NN1OjQcN2/eROfOnVFa\n", "Wors7Gy9kCYuq9PQoUOxXSxVB9zrxnoi3aK7iVvYtwHoCosreWciN5cabkPeeEM/s8zWrVT5G7Jk\n", "CXlvuDuS9x4AaoHwtHBkpSvg8sFgMJCSQrPThuTlUYed48oVcaPWvHnA3LmqHZ7b0aGDsRdIbwg6\n", "4wAAIABJREFUXByJKwuRMuL/8YcwnIbBYDDsT2ysseZV7940Oc1RVFSEzv0jUTzMWGi505FOOLDl\n", "AELk5I9mqM6tW/IyPCmNO43dVb2EgYGBWLlyJerVq4f58+fj/fffx8mTJ5GXl4dly5Zh8uTJ8PLy\n", "wr/+9a86gwxAmi///ve/cfXqVYwePRr79+9Hbm4uPv74YyQnJ6N///6i4UfBwcFYu3YtAGD06NHY\n", "vn078vLysHz5cjz33HPo0KEDvvvuOzVPmeFA6mJRDSmCtHBYa52wmJPSoYP4DOzBg/qfMyROwVM6\n", "4hG9Iyg7ghgXdd8zGAxFkBJRNnT1lsruJJUZiyGO1Ey3IVKeJ9ZmAmIwGAylEPMWMcykFxISgoeG\n", "Ggsta9bEM4OMk9KwoeMMMu6GqimxAWDIkCE4evQoPv30U3z33Xd4//33UVNTgxYtWmDkyJGYPn06\n", "7rvvPqPfTZ48GZ07d8aHH36IcePGoaSkBB07dsTcuXORmJgIPzF/LQCxsbE4fPgw5s+fjylTpuDG\n", "jRto3bo1nn/+ebzzzjuiIVQM98AHPoAWxoYZjcg6Di+dMcdJ0WgorGTbNv31XBwzVxGKGWUCAsjF\n", "0RNISU7B3lF7kYMcoDX42ZUzQP099bG/1X6ERYfBBz6I6B2BlOQU1rgzGFYiFiYBGGdgkor1Z0YZ\n", "eYgZZW7eLELCtERkHMlANarhAx8EekcAMNZJY5mAGAyGoxEzyohpbnl56YSWBdpqQfVI14TBcGdU\n", "N8oAQMeOHbFo0SLZv7v33nv1MgtYSlhYGFYaBlsz3J6I3hHIvpBtHKakhbixBgBqdcYchbh69Sqa\n", "iYki2MCAAcZGmZIS0rLo2pXiXsWMMn37ijeC7khISAgObDmAxOREZKTRIAWVwOWCy7g98jZO3326\n", "Tkso+2I29o7a65SzLmqUH4bnYK/yY6unjFQac4Y4xkaZQvyVH4XMPjnAcAh00rKBo3uNsrFZapRh\n", "9Q/DFlj5YZjCnFGGKz+G3jOA3LTmDIZrwhyOGG5DSnIKOh3uBJwHdVChew+C3UJbpk6dqti+OAYM\n", "EF/PhTDl54tnrvKU0CWOkJAQLF+8HFnpWTiVfgpREVG4PeI2GemEabLbADl9cpCYnOjAoxVHjfJj\n", "K0VFRUiYloBu0d0QFh2GbtHdkDAtAUVKpHljKIq9yo+lnjIsfEkZ6tUzWBE0C1XjckTrNjySAwTp\n", "121injZiOGP9w3AdWPlhmEIswEFogOHKT0WFZb9lMNwNu3jKMBj2QMxbwgc+6Nm3J37/83ecxVn9\n", "0JaLQKfDnZCyJUWxY0hOTlZsXxxSRpk//wSmTCERRzGkUnV6ChlHMmgWWYzWQEaa82kJqVF+bKGw\n", "sBBRo6OQYzAj78zeRp6MvcpPkyY062noem7oKSMWvuTrK54pjiGNkVHFL0NaJ+1u3fc61/969SyP\n", "93e2+ofhWrDywzCFOU8ZrvwwTxmGp8KMMgy3gvOWMKSoqMjIWBPROwIpW5TVFlFD+btVKwoXMJyF\n", "5jxlPF3kVwpJ4WfAabWErC0/deX7iEH5tlE7Z9a8WWSQEYYEct5GIG8jZ81c5onYK/MAlw76goEH\n", "oiWeMq1aMVFAuRgZZbxN123w5us2OTJ6rp65guFYWPlhmMKcUYYrP8xThuGpMKMMwyOQMta4CgMG\n", "ABs36q87coQaNDGjTNOmlLnJk5EUfgYU1xJyJGp6s7iitxHDPrRsaWyUscRThoUuycfIKFNjum5D\n", "DV+3MZFfBoPhDFgq9CtmlGGeMgxPgM1XMRgugFgIU3k5cPQoZWIyJCKCMjd5Mp6SJlvPm0Vh7RxX\n", "9DZi2AcxXRlLhH6ZUUY+RpoylSbqtgu673UwowyDwXAGzGnKmFrHjDIMT4AZZRgMBVm2bJkq++3f\n", "X3z9ihVAWZnxek8PXQJMCD+f12kJJSunJaQU1pSfjCMm9CVa6763kjpvIzEkvI2YMLDjUKv+EUPK\n", "KFOre9YqKoCrV423YZmX5GPkKVOWAqwTqdvyAfzQib7XIccoY8/yw3A/WPlhmKKqqggISgCCuwFN\n", "w4DgbqjyTUBhIfUNuPLDwpcYngozyjAYCpKZmanKfk0ZZcTwdJFfgBd+jvePR3haOEK3hSI8LRzx\n", "/vFOK1BrTflR05tFrrdRYWEhIkdFIrUiFdnDs3F6xGlkD8tGakUqIkdFMsOMyqhV/4ghlha7uhq4\n", "fp2WDfVlOJinjHyMsyeFALcOYEK5ft1Wb1O81emwAfuWH4b7wcoPQ4rCwkKs3RYJTEoFZmQD008D\n", "L2cDk/i+AVd+mKcMw1NxD1EFBsNJWLx4sSr7bdaMNGLy8vTX374tvr1UxiZPw9W0hKwpP2pq56Qk\n", "p2DvqL3IQY5FmcuYMLBjUav+EcNUWuxmzaTTYTNPGfkYhS8BAEIw57XlEGqrNmsGlBpsJccoY8/y\n", "w3A/WPlhSDFr3iwUDxPvG+Qa9A2YpwzDU2GeMgyGi2CpoaVjR+qcMzwDNbVz5HobqRlKxXAuxDxl\n", "AF5XRsoowzxl5GPsKUOUlOh/vnXLeBs52ZcYDAZDDeT0DZjQL8NTYZ4yDIaL0L8/sHat+e2Ynoxn\n", "IdebRS5yvI2YMLDnIOUpwxllxDIvAcwoYw1SRplSgVtMRYV4JhMm9MtgMByNnL4BC19ieCrMU4bB\n", "cBEs9ZRhRhnPwpm0c6wRBrY3TIhYGaQ8ZTgtGRa+pByWeMpIhbIyowyDwXA0cvoGLHyJ4akwowyD\n", "oSBxcXGq7btvX8vSXDORX9fF2vLDebNkpWfhVPopZKVnYfni5XYXM3b2NOTuLkSsZv1jSPPm4utN\n", "ecrUr8+MBNYgrimjvFHGnuWH4X6w8sOQwpK+AVd+mKcMw1NhRhkGQ0Feeukl1fbdsCEQFmZ6G29v\n", "oE8f1Q6BoTJqlh974OxpyPWEiDkDJydE3IfEBl0Ze5afgACgcWPj9aY8ZVjoknVYEr6khFHG1esf\n", "hmNh5YchRUpyCprt7gTkQ79vkA+0zaC+AVd+mKcMw1NxvC85g+FGjBgxQtX9DxgAnDwp/X3PnkBg\n", "oKqHwFARtcuP2nChVInJichIy0A1quEDH0T0jkDKlhQjz52ioiLa9ojBtsnG2ypBxpEMYLjEl62B\n", "jDTXEyI2uobz1L2GQlq0AG7c0F9nSuiXhS5ZhyXhS2Iiv4A8o4yr1z8Mx8LKD0OKkJAQvPnCAbwx\n", "NxHwywC8q4EaH6AyAt9vo7ZqxIgR0GqZ0C/Dc2FGGQbDhRgwAPjuO+nvmZ4Mw9FYKgxcWFiIqNFR\n", "5LkyHOS5UgtkX8zG3lF7VdHDcTchYkdcQyEtWwInTuiv4zxlxMKXmKeMdVgevlQEBOkPer5ZGYHY\n", "WPUNdAwGg2GKJk1CgLLlQJn+eqHhuFqiCWZGGYYnwMKXGAwXwpzYLzPKMFwFR4QSuYIQsRwcHY4l\n", "loHpyhUyEBimawaYUcZagoLE1wuv8YULhUDDSGBSKjAjG5h+Gng5G2kh7qGXxGAwXBupECShhoyY\n", "l4yp3zIY7gQzyjAYCrJ+/XpV99+rF+BjYtzIjDKujdrlx5nIOJIB3C3xZWvd9wrj7ELEcjG6hkKv\n", "FZWuoRAxo0xxMZCTI749C1+yDi8vcW8ZoaZM6tpZwKO2Geg8qf5hKA8rPwxT+PqKr6+qovf169eL\n", "ivwCzFOG4RkwowyDoSCrVq1Sdf+BgUD37uLf1a8PdO2q6t8zVEbt8uNMOCKUyNmFiOVidA2PC5bt\n", "EI4llRY7M1N8PfOUsR4xXRmhp0zOeduNnJ5U/zCUh5UfhinMGWVWrVrFPGUYHg0zyjAYCrJmzRrV\n", "/0MqhKl/f8q+xHBd7FF+nAVHhBJxQsTx/vEITwtH6LZQhKeFI94/XnX9FTUwuoaPCpbtEI4l5ikD\n", "AIcOia9nnjLWI+YpIzTKVGttN3J6Uv3DUB5WfhimkDKscEaZNWvWSBplmKcMwxNwrQB6BoOB/v2B\n", "b74xXs9ClxiuRETvCGRfyKZwC0NUDCWyVIjYFXDUNeSQ8pSRMsowTxnrEfOUEYYvoUZnoBMzzLig\n", "XhKDwXAvpDxlhCFLUuFLzFOG4QkwTxkGw8WIjJS33qW5cAF44QXgq68cfSQMhXG3UCJH4OhrKOUp\n", "c/So+HopIw7DPObCl5o2cC+9JAaD4V6YC18CpIV+macMwxNgUycMhovRowcwbBiQlsavCw0Fxo51\n", "3DGpQm4uMGQIcO4cfQ4NBYYOVWTXRUVFSExORMaRDFSjGj7wQUTvCKQks9Sx9oILJUpMTkRGmsF9\n", "2MLugyU4+hpKGVnKy43XNWvGOta2YC58qXvHFJxetxd4JIe0ZbxABrqLOgPdFmbkZDAYjsMSowwT\n", "+mV4MsxThsFQkISEBLv8z5o15EASEQE8/jiwfbvprEwux6lTQEwMb5ABgPnzFdl1YWEhIkdFIrUi\n", "FdnDs3F6xGlkD8tGaoXjU8faq/w4C1woUVZ6Fk6ln0JWehaWL17ODDIyEF7DqNCoumsIAAnTEtAt\n", "uhvCosPQLbobEqYlKFq+Gze23K3c1UKXioqKVL9+cjAXvlRVFQLcOgCsjgc+DwcWhcL3K3l6SZ5W\n", "/zCUhZUfhinMpcROSEhgQr8Mj8adhnEMhsMZMWKEXf6nSRPgyy/t8lf25/hxcgUqKNBfv2cPsHs3\n", "MHiwTbufNW8Wcvrk6OtwcKljQaljHaU5Yq/yw3BPuPJTWFiIqNFRVM6Hg3RGaoHsi9nYO2qvYqLG\n", "Gg2FMOXnm9/WlYwy9rp+cjAXvnT7NgCEAGXLgTJa16UHsHyx5f/B6h+GLbDywzCFOU+ZESNGME8Z\n", "hkfDPGUYDAWZNGmSow/BtcnMJKMLZ5Dp3Rv49FP+ewW8ZTKO2J46Vi1Y+WHYAld+9AyPnPArZ3js\n", "Q4ZHWxB6kRTUhAHB3YCgBADSXiSulHlJ7etnDZYZZfRp0EDef7D6h2ELrPwwTGHOKDNp0iTmKcPw\n", "aJinDIPBcA5+/x0YNQooLqbPERHAli00svjyS+Dvv4Fdu4C9eym0yUqqYXvqWAbDmck4kkEeHmK0\n", "BjLSrDc8SnmR4GI2sG4vhdDA2IvElTxl1Lx+1iKmKVNZSQMaX1/g1i3j7xs2VP+4GAwGQ4iUZt8/\n", "J6dArG1gQr/2gWkpOj/MKMNgMBzP3r3AmDH81O/AgcCvv/KjijlzgKeeouX580lEx0p8wFLHMtwb\n", "NQ2PpsL/8EgOsDqRQmgMcCWjjDMabsU8ZQDSlQkOVsZThsFgMGzBVOjnzuf2AjA22luSEpsZZWzD\n", "GUNyGcaw8CUGQ0H27dvn6ENwPc6cAeLieIPMkCHkISOc5n38caBjR1pOSwP277f67yJ6O2/qWFZ+\n", "GLbAlZ86w6MYNhoeTYb/3Q3AT9yLxJXCl9S8ftYiZZThqk0ljDKs/mHYAis/DFOhn/kROUCQcegn\n", "5ymzb98+Fr6kEs4YksswhhllGAwFSUlhaUdlUVoKPPQQcPMmfR45EvjlF2NffR8f4O23+c82aMuk\n", "JKeg0+FOwHlQ2AV07+d1qWOTHXcPWflh2AJXftQ0PJrzIoG3uBeJK3nKOKPh1pRRprZWPxMTh1yj\n", "DKt/GLbAyg/DnGafmNGeM8qkpKQwTxmVcGYtRQYPM8owGAqyevVqRx+C66DVAs8+C/z1F33u0gVY\n", "uxYIDBTf/skngfbtaXnrVuCPP6z625CQEBzYcgDx/vEITwtH6LZQhKfJSx2rFqz8EM6WjthV4MqP\n", "moZHc14kqBH3InElo4wzGm7FNGUAMsYIBX+FyDXKsPqHYQus/DCsMdpzRpnVq1czTxmVcMaQXIYx\n", "TDyBwVCQoKAgRx+C6/DZZ8CqVbTcoAHw88+mlSl9fYHZs4F//pM+z59PujNWEBIS4rC016Zg5cf5\n", "Yp9dSRyPKz+c4TExOREZaQbHvcW2447oHYHsC9n6mjIcFwBUGnuReHsDd91l9V/aHTWvn7WY8pQR\n", "E/kF5BtlWP3DsAVWfhjmNPvEjPacd0xQUBAT+lUJpqXoGrC7wGAw7M9vvwFvvMF/XrGCPGXM8dRT\n", "wHvvAfn5wObNwJ9/Av37q3ecDLtjSkg2BxT7bC+DmrMZiOSgluExJTkFe0ftRQ5yyB3dC9TZvgDg\n", "h05AmbEXSYsWZJhxJZzNcGvKKCOmJwOw7EsMBsO+mDTaX4So0V6YfYmFL6mDufviSC1FBg8LX2Iw\n", "XAyXD+24cAH4xz+Amhr6/NZbwIQJlv3Wz4+253j3XeWPz5PZtIl0fT7+GKh2jDurM8U+M3E8YwzD\n", "/zpvCQU+DwdWx0umw3YlkV9nRSp8yZRRhmVfYjAY9sRc6KeY0d6SlNgsfMk2nDEkl2EMM8owGAoy\n", "c+ZMVfdfWFiIyFGRSK1IRfbwbJwecRrZw7KRWpGKyFGRzm+Y0WqBxx4DCgvp8/Dh8g0rCQnA3bpR\n", "+8aNwNGjyh6jA1G7/Jhk4UJg3Dhg2zbyYrr/fsqMZWecKfbZmQxElmCv8sN5kWSlZ+H0gVNo4pWl\n", "S4Mt7jXkSnoyzoqplNhKGWWsKT8uP0nAUAyHtl8Mp8CcZp+3t3EbwXnHzJw5k3nKqIQzaykyeFj4\n", "EoOhIG3btlV1/84U2mEVhw8D6em03K4d8P338uMa/P2BWbOA6dPp85dfAkuXKnucDkLt8iNKbS0Z\n", "YT79VH/9gQNAr17kNfPcc4BGylKiLM4U++xMBiJLcEj5AYUnXb8u/T0zytiONeFLco0ycsuPK4f3\n", "MZTHUfUPw7kwFfrp68s7SXNwnjJt27bFBYmsd8xTxnacLSSXYQzzlGEwFGQ6ZyhQCVebuTdi0yZ+\n", "+c03gWbNrNvPU0/xo5SVK6WVLl0MtcuPEeXlwKRJ+gaZF18EOnWi5bIy4IUXgDFjgEuX7HJIzpSO\n", "2FymIWcTx7N7+dHRsqXp71n4ku3Ywygjt/yw8D6GEEfVPwzXwdfXeB1nlJk+fToLX2J4NMwow2C4\n", "EK42c2/EL7/wyw88YP1+GjQAJk+m5dJSMsw4CS7jzn/9OjBiBKUhB8hj6ZtvgMWLgSNHgOef57fd\n", "sgXo3h1Ys0b1w3Km2GdnMhA5My1amP6eecrYjqmU2EplX5KLK0wSuEx9zGC4Kn//Dbz/PnDypNlN\n", "xYwr5oR+/fzs5qjLsABWp6qHc03zMRgMkzhTaIdsLl2ibEkA0Ls30EZMBl4Gzz8PLFlCy199RZ8d\n", "3HK7jDv/jRukGZOVRZ+DgoB168gjBqBp+a++AuLigKefBi5fpt889hhlvUpNVe1aO1M6YslMQxd1\n", "BqItTBwPMO8pw4wythMYSI+c1sBzy5HZl5SaJFAr7bzL1McMhhNj8vncv58myEpKKJT85EmT1mAx\n", "TxmhIUbMU4Z5yTgPrE5VF+Ypw2AoyEkLZgpswaVn7jdv5pfHjrV9f716AZGRtPzXX6SB4mBsdedX\n", "u/wAoIDuSZN4g8xdd1GKcs4gI2T0aLq2//gHv65zZ9WNX0Ih2VPpp5CVnoXli5fbvbF3NXE8u5Qf\n", "Ecx5yrDwJdvRaMRDmJQMX5JbfpQI71NTvJ6FV9kXR9U/DPWQfD7LU/HfXmHA+PFUCQE08fbhhyb3\n", "Zyp86eTJk6KeMkzk13lgdaq6MKMMg6EgiYnqVkjOFNohG2Ho0oMPKrNPYYgN5zXjQGx151e7/AAA\n", "3n4b2LqVlps1I+Hl/v2lt2/alMKWVq0iI82bb6p/jE6EsxiILMHi8rN+PWU9u3NHkf9lnjL2QSyE\n", "Scooo9FIhzxJIbf+UWKSQM1OviuEV7kTdmm/GHZF7PmsVwWs/R149fIN4x98/DGQmyu5P1NGmcTE\n", "ROYp4+SwOlVdmFGGwVCQL774QtX9u9rMfR3l5cD27bTcvLlpI4AcHn0UaNyYlteuBa5dU2a/VmKr\n", "O7/a5Qdr1wILFtCytzeFLN1zj2W/5UKXfJw4RM7Dsaj8HD4MPPQQMHcu8NZbivyvKU+ZgAAgOFiR\n", "v/F4xDxlpFJi168v36FNbv2jxCSBmp18h2uwbdtGnoUTJgCnT6v7X06A6u0Xw+4YPp/tbwDp3wKP\n", "ZtPnWoC8Y2bNohWVlYCJ1OimNGW++OILUaMM85RxHhxep7o5zCjDYCiIPVJCutLMfR27dlEmH4AE\n", "fr0UqnoCA4H4eFquqABWrFBmv1Ziqzu/quXn2DEgIYH//MknwODB6v0fw+5YVH4WL+aFSb77TlxZ\n", "USamPGVat3a41JPbIBW+JCb0a43Ir9z6R4lJAjU7+Q7NnlZYSGGiZ86QZ1r37mQE5UI93BB79H+Y\n", "yKh9ET6fUfnAwa+BXgX0udgfeL5LK/Kefftt3jr/00/Azp2i+zOlKdO2bVsWvuTkuFpGSleDGWUY\n", "DIb6CFNhKxW6xPHcc/zykiXGSph2xOGaP8XFJKacl0dT6BzXrlHsN2cYmzIFYOlLPY8bN4Dvv+c/\n", "X78O/O9/Nu/WlKcMC11SDjmaMmpnXuKwdZJAzU6+Q+vjl1+m54ujqgr46COga1fyWHRgO+WqKK0/\n", "xAw85ql7PrXAyh+BZrqI11NNgXufBtKb6NwgGzTQ15N55RWg2tigKjTK+KISI7EFr2Y9Q9p2nTrh\n", "rhunjH7DwpecB4f3cd0cZpRhMBjqotXyejJ+fsCwYcruPywMGDKElv/+W3KGxh4orvlz6RLw2muU\n", "8ttcJ/7rr6ljM2AA0LEjjeCCgoB27UgUOS+PtuvXj4xXzH3B81ixwlhH5r//tXm3wcHSs5lM5Fc5\n", "xDRipMKXhJmXnHnwqWYn32EabJs2kQ4XADRpAiQm8iPLCxeAiROBoUMBJ7j+roSS+kNqCky7E9zz\n", "2bUIaF9M6w61BO59BjhVYfB8TpnCh6b/9Rfw738b7S/ApxqjsRnfIgEFaI4tGI2xBcvoWcjNxays\n", "J+Ft4B3HPGWcB5fWtXQBmFGGwVCQBZxeB4Pn2DHg/HlaHjJEfLrXVpxE8NdWd3698lNRAYwcCXz6\n", "KaWcHD0auHjR+Efl5cCzz5LHkKHv7507QH4+/7uQEODnnynsi2F/bt7kvZVUwGT9U1tLKUs5OFeK\n", "TZvouGxAo5H2lmGeMsphjaeMnMGnI9ovNTv5DtFgKy4GXniB/7xwIel4ZWVR6C7Hrl3AjBnK/78D\n", "Ubv8KKk/xLLIWAb3fA46wq/7vjtQfFXk+fTyAj77jP88Zw55ZwJATg7w9tvYcKQtNuMBJCAVjaHf\n", "7iwAEF5yEDPxf3rrmaeM8+CyupYuAgv+YjAUpEzFAZfLIsy6pEQqbDHGjSMB4YICit+/fNl8ShiV\n", "4Nz5rUGv/MybBxw/zn/euhXo0YMG1o89RuvOnwceeQTIEHRGx48nH+GiInoVFlL4UuPGFOvdpo1V\n", "x8awkRUrSNNHo6EQhr59+Vfv3vquDVZisv7ZuZM8yQAgNpbK0uefk/Hvhx+AZ56x6b9btADOnTNe\n", "z4wyyiFllBGT6OKMMnqDTw5u8AkafHL1lSPaL66Tn5iciIy0DFSjGj7wQUTvCKRsSbG5k29LfWwV\n", "b77JG8FHjiSDOkCC6r/8Qq8nniAhoF9/pRAPNxFPV7v8KKk/lHEkAxgu8WVrICONZZEB+OczNyoC\n", "wFkAwIUrHRDfeZD48xkVRVpKq1ZRv2PKFHLn27ULANBMsOlt1MdGxOFg20ewcEVjlMXGAgDmIQm/\n", "YCyOowcA5injbNi9TvUg3KMlYDCchHnz5jn6EJwPoZ6MWkYZPz8aVL7/PnVyv/2WhOdcjLry88cf\n", "fJYkX19KS33lCs06TZpEhqfHHycPmcJC2i4gAPjmG34QIKSmhowBSgksM+RRVESz4lotvbKy6PXd\n", "d/w2Q4cCGzdSyJmVmKx/hF4yL74ItG9PRhmAjsNGo4yUDZSFLymHVEpssUhEzigjZ/DpqPbLbTr5\n", "e/bwnpr16gFLlxrfnLFjgVGjSFfm1i3g0CHg3nvtf6wqoHb5qdM3ETPMyNQfYllkLCekWTOElJTT\n", "hwYNsCbztGlD4oIF1Ee5c0d/Ug5AtcYHm7RjsQJPYQtGoQIB6BIEYDAwb9YsYMEC+KEKqYjHffgd\n", "1fBlnjIMj4H10BkMhnoUFPBeHD16kL6JWjz7LN8B/vprCtdwRe7cAZ56ij/+pCQawE+cyG+zZg15\n", "B3EGmfbtgf37xQ0yAKW/ZgYZh3EnMZHCGgAU+XqjSmwwsGMHaQepwYULZPAByHoybhxpC3XpQuv2\n", "7AHOnrXpL1j4kvqIecpUV4tHn3FGGTb4VAazujxcGCnHBx9It3dDh/LLO3aod9BuhpL6QyyLjAzO\n", "nKFJIQCIjjbv2dWmDZ8imyM0FFiwAFOHncdD+BkbMB4VCADAp8RGcjJO+4YDAPohE2/iIwDMU4bh\n", "ObBeOoPBUI/Nm3mBWqWzLhnSrh3prgCko5Keru7/qcWcOcApXQaCAQOoc9OkCbB6NbkEN26sv/3w\n", "4ZRxqU8f+x8rwyzXfvsNfqmpAIDbfkDPl2tQ/y2g7zhgdtsQ3Hn8cX5jBUR3RfnmG/KWAoB//pO8\n", "rzQafSOeMCuTFUh5yjCjjHJIyXGJaYBz0XBs8Gk7FunyzJ8PnD5NP7jvPmDaNOkdMqOMVSipP8Sy\n", "yMjgt9/45fvvt+w3b71FfZlp08jof/IkkJiI0gbG1vs6KbyAALzSKBXV8AYAzMV89MIRZpRheAzM\n", "KMNgKMjVq1cdfQjOhT30ZIQIB7irV1u3j3PnyLPAAVzdtImEfQGaHlqxQn9W6rHHKKvBuHE06po9\n", "m1IaN23qkONlmEGrxZXJk3RdTOCDGOBKA6DSDzjcB/hweBFebORLGjMAdV7FhFksRLT+qaoizzGA\n", "PKaEs/lPPMEvf/edTWl6Bw82Xte2LdChg9W7ZBggRyOd85QxOfg8A1Teqazz/giLCHOarEzOhDlR\n", "2EUvPQ2k6AwCvr6UdcbbW2JvoOx4nBdNerpxRjQXRe3+j5IioyyLjAyERplBgyz7jZ8f8O67wBdf\n", "ADExdV7MwpTYHJynzNWrV5GhHYCP8CZti2qkIh6B3pXGP2Iw3BBmlGEwFGTq1KmOPgQzLerzAAAg\n", "AElEQVTn4epVEqcFKOtPhB1mnuLiSFsFIPHSapmu+enp5GbbtStw9Kjyx2eK0lJMfewxfmD83nv8\n", "YF1I69YUr33zJmnomOr8MxzLL7+g24XLAIC8YODT+wy+bw1kHD2omMeKaP2zfj3vej5unL7IS/v2\n", "1GEGaCYzM9Pq/46J0XeG8/WlPjkrnsohpikjBWeUkRx8ngZ8tvvgTN8zdd4fp4tPs5TAIpjM+tMK\n", "+Mev23lPtLffBrp1M71DjYb3lqmooNBTN8Ae/R9OfygrPQun0k8hKz0Lyxcvly0IzbLIyGDPHnoP\n", "DORTXluJKaPM1KlTUVkJvIt3cEwn8tsbR/FY1js2/SeD4SowowzDMdy8CWzfzqfLcxOSk5MdfQi2\n", "U1UFzJ1LKZZ1M19m4+nFSEoi1X0AeOQRFF2/Ln8fcmnQgE87WlgI7N4t7/cffEC+tCUlZBSxJ7Nm\n", "IZnLXhEdDbz6quntxdQ9Gc5DZSXw+ut1H2cOByoMO6ScpofQw8sGjxXR+sdQ4NeQJ5/U/28r0WiA\n", "DRsowdeSJaRfOmWK1btjiGCNp4zU4POeE/egOq5a3/tjMFhKYBFM6fLcdwnoXqoTQQ0Pp7ANS3DD\n", "ECZX6/8oZeBxa86epXBwAIiMtDk/tdjPOaNMcnIyKiqASvgjHqmo0oVWjv4rxXrPZwbDhWBGGTfD\n", "qsGzvamqIl/3ESNIEGzGDCA319FHpQh9+/Z19CHYRmUlCcq++y6FPIwbh8L8fPPx9IYcP85noahf\n", "H1dfeEH2Pqwuy1y6aEBeQ56bS6FAHD/+SAJ39mDHDmDxYvQFaDZq+XLmYuDqLF5cl4J6T1vgx3CR\n", "bThND6HHyokTwJEjVv2lUf2Tnc0bJsPCgCFDjH/06KN8T3nVKvneZQI0GmDCBLLn9uhh9W4YElhj\n", "lAHEB59+gX7G3h+c/k9rnXcIA4BpXZ7H/hJ8mDnT8kGr8Fl0E6OMy/d/GMZYE7pkAjFPGU5Tpk+f\n", "vnXLh9EXM/F//EZTp5Kln8FwY1Q1ypw9exZeXl4WvV4VzArv3r3b7PYbNmyQ/N9Tp05h8uTJaNWq\n", "FQIDA3HPPfcgMTERt27dUvN0HY5FYnTOwIoVfGhIaSmlZe3cGXj4YXLjtUHXgGEDFRXAI48AP//M\n", "r9u/H7nDBiOnt3Q8vdGMqlYLvPYanz1o9mzMXPKJyZh8w33YVJbHjOFHLz/9JFCRM8PSpfplT6sF\n", "PvnEst/awq1b1OHgSEmh54Hhuly9CujSw9YCeLUPxGfahYKSwhAmpQR/Fy3il59/Xty7KjiYjzsq\n", "LCQPRoZTYk34khQsK5PlSOnyeNUC/+CMMn5+ZJG0lBYt+DCnP/8UT6HFYDgaLnQJUM0ow3nK1GVh\n", "0vEZZuBbJNCHO3eA8eP5UFwPwyUm3Bk2YxdPmU6dOqFLly6irxa6PJrh4frTiD4+PpK/6dKlCxpy\n", "qQUM2L17N/r06YPMzEysWLECJ0+exJw5c7BkyRL07dsXV9z4gTYnRucU7siVleSFwREYSO+1tTSA\n", "jo6mlw1ilwwrKC8HHnoI2LSJPgcEAEFBAID7/s7D3ByJ34nNqG7ezA/s2rUDXn3VdEy+yD5sKstB\n", "QaQtA1B4nCWDzPJyYNkyWvb15Y06y5cDajd6c+fy7sGxseIhJgzXIimpLgV2xaRJKD5vgaCk0GPl\n", "++95jQprOX6csi4B9Ew89ZTkpsXc8wJg05SJrMPnpMjxlJHoItXh0lmZKiuB8+ft9ndSujyDDgIt\n", "OY3eMWOARo3k7ZgLYaqt1fdIYDCcBa5c+vkpogsoZpSpqaFHoKLC8BsNXsBXyL87kj5euED9VOMN\n", "3RqXmXBn2IxdjDI7duxAdna26GvIkCFo3LgxJgtnCQG0bt1a8jfZ2dmIjY01+p+bN2/i0UcfhUaj\n", "webNmzF8+HC0a9cO8fHxWLp0KXJzczHFjYPc5Q58HcKyZfwAdPRoqmTff59mjTgOHLC/nodCLOMG\n", "9q7EnTskALp5M30OCqLllSvrZtbn/QZMOibyW8MZ1aoq8pLh+L//AwICZM/K2lyWhSFMa9aY3hYA\n", "1q0Drl2j5Ucf5TPUlJdT9gC1OH6c339gIJaNHAl4sahSl0YYulevHgI//tgyQcnGjXk9pCtXgJ07\n", "Zf91Xf2j1QIvv8wbdt56yziVuo7CwkLc9+k8XNOlHR168zbyY1iHzxmxNnxJDFHvD07n2dlTAh84\n", "QKm9OnYEEhKA1FTSvlAJKV2euedC+Y0mTZK/YzfTlXHJ/g9DmosXgRzdjNy99/KTqDYgFd1XVQV8\n", "+61x+amEP358/Cfgbl2H8MAB8vr0II96l5hwZyiCqr1/f39/9O/fH/4SSeavXLmCdevWYerUqQhU\n", "4GFftGgRrl27hnHjxqF9+/Z63z322GNo2bIl0tLSsN9NlO4NcXp35PJyMsBwzJ8PNGlCaX3PnqWO\n", "FVcONm60fabYAWTqspe4jKthWRmlqt62jT7Xq0e6KrGx5CqawqeFXL4BiMw3+L3hjOrixcDp07Q8\n", "cCCFQ0H+rKzNZXnECH7Wcv16KnumMBRDfeUVPhX14sV0nZTGcOA8ezYy8w0vMMPlmD1bL3QPLVta\n", "LihpYwgTV//ghx+AXbtouWNH4I03JH8za94snOyXizU6DZigauDJv8A6fE6IkkYZUe+PS3CNlMCc\n", "TlJeHvUbEhIo93q7dqQuvXy5+TpfJkbP8K7DGHxZ157Xq8cbVOUwaBBvhHcDo0ymDdnbGE6IwqFL\n", "gLinDEBGmcOHxctPVdMWpCLPjQ9SU/XD7N0cl5hwZyiCqkaZli1bIiMjA82bNxf9fsmSJaipqcFL\n", "L72kyP+tW7cOADBUOPugQ6PR1K1fY8nMuQvi9O7IX39NlneAwkuEqfX8/cm9fsQI+lxYCPzxh/2P\n", "0UYWL17sWq6G8fH8jHyDBpTC+v77+e9ffx2/dSV9E/8aYP1qoL0wYZZwRlWgowGNBli4sM7TRiom\n", "32gfOmwuy/7+5OYKALdv6wv4GpKZCfz+Oy337AlERdEsLOdtc+0adfKVRmTgvHjxYuX/h2E/zpwB\n", "fvmFlu++23wGLUPGjCGNF4DCObnsZRaymDMgCrI+4dNP+TTxInAdvn8LNDrf2gf4V4F1+JwMJTVl\n", "RL0//FwkJXCHDjRINJzwy8+nDGJTp1I7JvP5kYUwe2RcnLybw9GoETBgAC1nZwOXLyt3fA6AtV9u\n", "hjCkTtgvtAFTRpmkJPHy4+8PoG9fPhwXoEyZHuIt4/QT7gzFcJiffFVVFZYuXYqxY8eiXbt2ot9/\n", "9tlniIyMRKtWrdCqVSvExMTgX//6F0pFGtrS0lJkZWVBo9GgS5cuov8ZFhYGAPjzzz+VPRknQe7A\n", "166UlVElyjF/vvh248fzyybEnJ0Zl3E1vHqVDAMACRBs20Z6PkI0GoSn7cb+BjRDcVcZsOW/wMRj\n", "QL1cgxnV5GRerDA+HujXr243UjH5UrOyipTliRP5ZVNZmL76il9+8UVeDFXoXfDxxzZlpTGitFTW\n", "wJnhInz5Jd9RfOkl+e7eAQEUPgdQWvaNG+Ufw0cf8XobI0fyIr4ScB2+w62AjbpojDa3gGcy4fQd\n", "PpfxSFQIJT1lABdOCTxlCnnL3LxJ7/PmUTYjYR168CB5nqnlcbtqFb9sTegSh5uFMDHcCM4o4+ND\n", "k1UKYCp8SSonQ53t9fHHgT59aPnQIY95Xpx+wp2hGA4zyqxduxYFBQV4+eWXRb+/dOkS1qxZg5kz\n", "Z2LHjh1Yt24dunXrhsTERPTp0wdnDeKH8/LyoNV1hlsI9UkEtGzZEgCQkyOlWurayB342pWvvgIK\n", "Cmj5kUeAXr3Etxs7lnfndVGjjMu4Gm7fzg8gn38euO8+0c1CWrVC6KGjuBxMypFh14DVPwHXvvdG\n", "VutwhOzeTR1ggY6GXpgapGPypWZlFSnLQ4YAzZrR8qZNNMg15OZN0s4BaBTzxBP8d7160aAWIDf5\n", "n34y/5+WIhw4jxplduDsUmi11Jn74gvylvIUSkuBb7+lZX9/4OmnrduPsAzKDWHKzeVDDn19gc8+\n", "E8+4JEDY4UsSSLXN3gsEVDhvh8+lPBIVwt8f8Pa2bDupGWm3IiCAPGbmzqUB2s2b5O3JqRyvXw+8\n", "+aby/1tWxvdPgoN5D19rYEYZhjNSWAicPEnL/ftb5wkmglS9VFkprd9bZ8jRaPSf548+UuSY5GLv\n", "yQCnnnBnKIrDjDKLFi1CeHg4hgwZYvRdmzZtkJycjL179+Khhx5C165dER0djSVLlmD69Ok4c+YM\n", "HtFpVXAI011L6dME6bLJFOuyYrgbcge+dqOkhK88NRryqJCiWTPeW+PUKb5RcCFcxtVwyxZ+mTM+\n", "SNCsc2e0/DMTCOWFDf2ra+C/aRPwj3+QKr9AGwU6A6gQObOyipRlX986TRvcucOHlQhZsYK+Ayh8\n", "znAqeuZMfjklRRl32dxcEkDmjlEQ5uU2PPIIMH06sGCBo4/EfqxcWZdxCZMm8QZBucTEAG3a0PLW\n", "rWTosVTT6LXX+J7tK68AOu9QUwg7fEdaAj/pHE1blQDP7XTeDp/LeCQqiEZjmbeMucxLbou/PxlI\n", "1q3jrVf/+heFTpuirEyeJ+Svv/JG/ocfNg6jgoyBW1QU7+GzY4fHhGQwnByhnoxCoUuA6fAls54y\n", "AD1vnTrR8o4dlE7ejjhiMsCpJ9wZiuIQo8zBgweRkZGB6dOni37fqVMnzJ07F94iU0Jvv/02vLy8\n", "kJmZibS0NLUP1eVwSnfkRYsoVAYgnY5u3UxvP24cv+xi3jJxcXGu4WpYW0sDPoBmQAzDlsTo1Ini\n", "3nfuJM8asTKlS4GtBIqUZVMhTLW1xqFLhgwZou8uywlMmqOwkPb9009Aejpw5gyu5uUh4cV47Ozf\n", "q27gvLlbGIqaNKn7WZwgNbHLotEAPXSqsVeu8M++O6PVUj3HIdG2WYSXF+8tU1NDHjetWgEzZtDz\n", "J8XWrYjj6ssWLYA5cyz6O8MOX/Jg/ru3D3kjJTHZmrNQHZfxSFQYSyasLQldEsMt6h+ADDNCfZMX\n", "XyTPUCFaLQ08J0wgS1f37nymGXMI2xJhpj8dsgZuAQF8+3v+POlSuShuU34Y+noyCon8AqaNMq+8\n", "Il5+9EKevL31J8vsPPHjiMkAp51wZyiOQ4wyn332GYKDg61KT33XXXfhbl1qtPT09Lr1jbhMKwDu\n", "cDPfBpTpZhuF2zJU5tYt3ivAywtISjL/Gxc2yrz00kuu4Wp47BgfThYbKzrTJ4q3N23/1VfApUtA\n", "Whrwz38CTZuSfsY33yiSNlExYmJ4r53//Y+MJf/7HxmV7r6bvLEAOqeuXY1/r9EAiYJGlivL5sjO\n", "poHAww9TFqrOndGsY0cs/noFhtygGdZL9YGJPY7rddKVEj13OJxRBgD++stxx2Ev9uyhVNgAEBlJ\n", "ooS28Mor5H3GUVwMfP45GbQHDwbefZde8+eTnkZSEjBtGupKT0qKxe4Shh2+imOh2NKUfhtSXYMQ\n", "TnfKyXAZj0SFscRTxlqjjNvUPwDw3HPkOQaQcfORR6herqwkMeD+/WmwuX49GWhOnSKPAHPeucXF\n", "5CkDAM2bU9thgOyBm5uEMLlV+fF0OKOMl5dlk3YWYkpTJi5OvPwYdU+feoqePQD48Uc+46cdcNRk\n", "gFNOuDMUx+5GmYKCApvTYHOaMTdu8GlghCmwL0so2HPrO3GubxKMGTMGcXFxeq/IyEisX79eb7tt\n", "27aJzgxMmzYNy5Yt01uXmZmJuLg4XDWYNU5KSsICA0tvfn4+4uLicNKgc7Bo0SLMFFqIQYamuLg4\n", "7Nu3T2/9qlWrkJCQYHRsEydOtO95RETgJHefJk8GwsLMn8c999R506w6cAAJIjNRdj8PC+/HwIED\n", "cTnnMlrtbaXvangMwEpjV0NHnUfJjz/WrR+zfzeatW6m51ptUbny8aHO5NKlmDhkCNb/97/A8OF2\n", "PQ8houWqogJxAQHYB1BnvHVrYMwYrFq6FAnCekKnbSV6Pxo1QhxXV/3vf3WDb5Pn8fff+ucBYAGA\n", "IIHm5LRooOQPIKcD30kfMWKEaz7nhveje3csAjAT4I0VrngesLDe/eILOg8ACSJTgbLP45dfKCPY\n", "H38A8fHI9PNDHICrAHWW584F5s6l80hOJuNMTg5GAMjv2xdx69aJnse0adP0Qiq63tcVbTu0xe+/\n", "/67X4bsxaw7q7saCBXWhGs50P/Q8EisBfA/gnO6zziPR5cuVDuF56BtlJgLQPw9gG86ft+48Rui0\n", "UUyex759lOXIxvPQOwu17kdQEBaEh9OHW7eAESOQ36YN4qZMwUlh+mYvL6qvLl0iw8yxY9LnsWED\n", "VlVU0PPx6KN6Ij/ceegN3M6AyiaHbuAmPI8bOiNuJoD7Xn4JYRFheu2xq/QTufLjsf1ddzmP0aNx\n", "kptM6d0baNRIsfM4dsy4vgLiUFkJ9Owp1GaaBoDOgzPK1J1HSQnvka3VIumxx+x2P6pRDfwA4ITB\n", "aZwBsNp4MkDxcpWXB2Rnu2a5UuB+DBo0yGh8PtKM/IJLobUzycnJWm9vb21eXp7kNps2bdJevXpV\n", "8vt27dppNRqNNikpSW99jx49tBqNRvvNN9+I/m7y5MlajUajnTFjhuj3hw4d0gLQHjp0yOx5MCwg\n", "M1Or9ffXagGt1ttbqz1zxvLfzp5NvwO0Won76cwUFhZq41+M14ZHhWtDo0K14VHh2vgX47WFhYWO\n", "PjRtQUGBdn/9gLrr22k6tJgLLZ6GtlPfTk5xjIqyfz9floSvgACtduxYrXbVKq22ttb0Pj77jP/d\n", "U0+Z/8/cXK122TKt9oMPtNoZM7S/Nmuo3dEe2uMh0F6sD+2SftAiCVok07UPjwpX5FSdhgMH+Ov1\n", "7LOOPhp1yc+n+g3Qaps312orKpT/j+vXtdqFC7XaLl3EyzL3CgykeleEgoICbae+nbR4Wr/sST73\n", "kybx+/3oI+XPyUbiX4ync0kWeT0NbfyL8Y4+RFWIiTFdBACtdvRolf78+HGttkEDrdbHR6tduVKl\n", "P1GYkhKttm9f8QvVr59W+9//arUXL2q1vXvz6xs31moPHhTf36hR/Hb79oluEhoVKl4uda/QqNC6\n", "bQsKCrSd+3TU3vCjfRYFQqt5x43bY4bzs349X8ZffVXRXX//vfij+Mcf+n8rfO3cKbKjmze12oYN\n", "aQNfX632wgVFj1OK8Khwvv00fKnZlzt1itpkjYbOecIErTYnR53/cjHcaexuV08ZLg32Aw88oOfZ\n", "YkhcXBx+ERPlBImnXbhwARqNBpGRkXrfPapLJbpDxP2ztrYWO3fuhEajqduOoSLFxSQAy4lOTp/O\n", "i3NZgguHMAHO7Wo4d85r6FdWDgDIaQzkNIV7C2Tedx/vYt60Kbm+/vQTaZ1s2kSaAOaEdqdOBZo0\n", "AUaPBkRmHIzo0IF+89ZbwMKFeDW0BYbGA92nAa3fAJ5/EHpu7W4XaiHUjbJH+NL168B//gMYZOWz\n", "C0uX8iLXzz0n7Z9tC40b85oyGRlUbn/5Bdi8mby3tmwhjahTp3gNJANkh1TMnctnwktJIU8DJ8JT\n", "xQ/VDF8yS1IScPs2ieLGx1uuseVI6tWj50UX9g4vL+Chh4C9eylr4BNPkGbTzp3AvffSNjdukBeo\n", "IEQeALUZnDZN27YUqiiCHF25WfNm4e++udjdgT43uwP0KoT7tscM50clPRnAxpTYQho14nUAq6rs\n", "lunR7vIEZ89SX7JrV2DVKl4I/Oefad2bb1KdzHAL7GqUWbduHa5cuSKZBlvIf/7zH9H1H3zwAWpr\n", "a9G1a9c6V0mO6dOno2nTptiwYYNRyuzVq1fj8uXLGDJkCKIVjI9kiKDVAs88wwvW9e8vP3Vd//68\n", "Fsj27eLpjJ0QQ1dAZ8R77x746QYxW+4x+NIdBTI1Ghq45uWR8GxqKok7yknxWL8+8PffNAi2opNi\n", "aSfdFcqPRTRoAHCG9+PH1csootVS2uiwMDK2xcRYnqlICSoq+MwuPj5klFETjQYYMAAYOxZ44AEy\n", "Eo4aRdnTRozA+kOHJH8qOxa+SxdecPj6dX0hYyfAU8UP1cy+ZLL+OX6c9Bs4qqqoHjUlPu0stGpF\n", "Qu2pqdQv+fFH0voSGuMbN6a+BpdpRhfuhEmTSI8mLo6eNc4AO3Eib7Q0QM7AjXsud3TkNxmWq1sI\n", "Bn7+9We7pd61FbdpvzwdYealmBhFd20qJXZ6unj5kZznmDGDt9gsWULGVJWx22TAxYtkdAoNBZYv\n", "p8QUAGV15PR0KispvLhzZ8rSyG3DcFnsapT5/PPPER4ejqFCUTMRvL29sWvXLjz44IPYuXMnzp49\n", "i8OHD2PGjBn47LPP0KZNG/z444/QGMxuBwcHY+3atQCA0aNHY/v27cjLy8Py5cvx3HPPoUOHDvju\n", "u+9UOz+Gji++ADhxyOBgYO1ay4VkOby8eG+Zigpg2zZlj1ElVq1a5ehDMEvUTX7Ge6uh85I7em0A\n", "VP7at6eBs7UIsiTJxdJOuiuUH4vhxH5LSoBz50xvaw05OWSMePJJPsPThQvUObEX69YB3ADpoYdo\n", "8OdATJUfq4Rx33lHP7Uwl/LbSXBmj0S1UNNTxmT98957/LJO1w83bwJjxpCx29m56y4y3HboIL1N\n", "gwZkwOe00crKKNPSjz+St43Q6DlpkuRu5AzcuOdyu8Ao88BpACUAfgSKhxXbLfWurbhV++WpXL0K\n", "cHpLPXva1O8Rw1T2pfR08fIjOXxo0YL3XC4p0c+mqRJ2mQxYuZIiC776ii4MQGOp998HcnNpgvDN\n", "N3lrVUEBZWl88EGgvNz2/2c4DLsZZbg02Jaos587dw4fffQR7ty5g8cffxyhoaEYPHgw9u/fj3nz\n", "5uHo0aMICwsT/W1sbCwOHz6Mvn37YsqUKejatSvee+89PP/88zh8+HCdSDBDJTIygNdf5z+vWGG6\n", "E2QKFwxhWrNmjaMPwSwxN8mToNIL2GV4a5wlZbebYWkn3RXKj8V0784vKxnCVFVFnnfduxunuQUo\n", "QxbXkVEbpdJgW0BRUZGeSK/YrLmp8iMnpKKOzp3J6AXQANxOLuIMadRMiS1Zfk6epMkVgIwbR4/y\n", "GcbOnSPPLRfxZjVLUBCwcSN5wkjx5JMkgCqBnIEb91yeagac1o1/Y/KBpr8BGAq7pt61FbdqvzyV\n", "tDTes9UgGkEJTBllpk4VLz8mI4LfeIP3WFu4EJDIvqskqk8GDBjA92Hq16fJkbw8YPZsqtwbNAA+\n", "/BA4cYImgzg2b6Zxkx2uAUMd7Db6GjBgAGotdK1q1aoVEhMTkZhoXaMTFhaGlStXWvVbhoXU1tJL\n", "6Hlw/TrpyHCVyeuvk8uvtcTGUuVz+zbpJ1RX2+bpwADOnEHbcro/6W2BEsMZCGdJ2e1mcJ30xORE\n", "ZKRloBrV8IEPInpHIGVLinvO7AvTYh8/TrM4tnL2LNUpQiNPmzbA4sWk7fLrr5QZ5vvvaVZcTTIy\n", "6AUAvXopmjbUkMLCQkSNjiJNmOGgQVotkH0xG3tH7bVohi6idwSyL2TTIM8QU8/9O+9QCuGaGuCT\n", "TyhTWePGtp4Sw0ocoinz/vv8QO3118kw88svpNeVn08eJJMmkc6BO7TRAQHkIfPJJzTz7OdH0/Xc\n", "e0CA2V1wAzdzCJ/L9V2AxP2AtxYYmw+sGCPxo9ZARpp+uGFRURG1L0cM2pdkN21fGOqwdSu/PGqU\n", "4rs3pSnDSVAaYtLRvlMnGnesXk1eqxMmkHGmSxfp39TUAJcvUzZOc3qCjiA0FHjhBTIQJyZSyJIY\n", "HTuSF9/WrcDDDwOlpRRVMG4csH49/Z7hUtg9JTbDCamqAj77jNyQFy40HZdZUECW6eBgIDCQZlLH\n", "jKGO+sMP82EKkZFkybUFf3++Ubh+HTBIj8awAkGDu6UZPEog09F4XKiF0CijhKeMVkuGFm5fXl7A\n", "K6+QpsWDD9IsEsdHH6kbX11cDPzzn/znl15StXMnW6RXBKtj4Tt25F3Eb92igSrDYdjdKPP332Tk\n", "BEgonRPXbNmSZmYbNaLPv/xC/QC19KMcQatWVP7vvhsICaFztcAgIwfhc7le4AA+/jYsDjcsLCxE\n", "5KhIpFakukyoE8MJ0Wr5PmJQEOkuKYwpTRlZQr9CZs3ivWW2bqW+x4wZNG4QUlwMfPopGT3atOHr\n", "MieiziP28C6EpW9At3GDzOtIjRxJ5801Dtu3U5/Invp6DEVgRhlPZ8cOmuV95RWKpX71VeqIJCQA\n", "f/zBd7CuXKEZsg4dgI8/5jMwnDlDv1u0iM/E0LQpsGaNdO0rBxcMYXJqtmypW/Tv+KBHCWQy7Exo\n", "KD9rroRRZs0aXoCwXTvyUvn0U74jEhXFi3SePEkzRWpQXk710tGj9LlDB+Dxx9X5Lx2yRXpFsCkW\n", "/u23+fp84ULg2jX5J8FQBEvCl6wV+hXlgw94A+drr+lbhbp1o0x2XNn46iuasWZYjPC5vHWyK4p8\n", "ScNpxB0gUGKQKpbByVajLYOBv/4iDxIAGDxYvhakBZgKX5LylDGb0LB3b/IYad2aPldXA59/Dtxz\n", "D7VXx4/TxEnr1lSH5eqUtJctcyqdNJuMq9HRZJjhLPI7d1IygNJS+xw8QxGYUcZTOX+eXP6GDaO4\n", "RCHl5ZSl4L77gH79aEa4Y0eaIeViFf39SQTMsIeo0ZCrexsxH3krGDOGH9ht2OD0s3AJlqRLdhSV\n", "lcCuXbTcogXmr97gOV4bLoJTlx+5+PnxLsQnT0pPg1lCSQl56HEsXkx1kyFCb5kPPlC+vqipoYxE\n", "XMrQZs3IKK2ym7ClIr3myo/V3lrt25OQIED34uOP5Z0AQzHU9JQxKj+5udSeA+QdK6YJOGQIn4EM\n", "4EX+GRbDPZfH92cjJIGesyAtMPIPiR9IZHASxY4ZFd2q/fJEVA5dAkwbZX74Qbz8WGQbGj8eOH0a\n", "mDePb49v3KCJ5h49qM9gaKCoqiJvPyfBZuNqVBSFL3FW+d27aQzlLnpfHgAzytu/GW0AACAASURB\n", "VHgaFRU0WOnShTKHcNx7L4nbzZjBuyMDwOHDwDff8MaYgADaJjeXZopv3wYuXaIZ7NRU4PffKU2r\n", "UjRuzKcgzstTVjBUBQzTtDsV6el8ozRihHPG0no4Tl1+rIELYaqupg6TtXzwAaWIBGj254EHxLcb\n", "MQLo04eWDx0i0UKl0GqBadPIMwAgg/Svv1I6bpWxVKRX1fIzezY/Zfn553zWKYZdUdMoY1R+PvyQ\n", "TwH96qvSLjhPPsn/6YEDTj954tSMH1+3+OTh+rIyOIlix4yKbtd+eRoCT2qMHKnKX5jSlGnbVrz8\n", "mPWU4QgKAubOpb6GmKZcUBBptSxdyq/7+WcLd64+ihhX77uPwpe4cdyePWSYuX1bseNkqAczyngS\n", "Z86Qd8vbb/Oxhs2akQvf/v0Ug7hwIRlZvv2WFMA5AgOpU5abS9twqV81Gootj4mhSjBCBZHYCRP4\n", "5SVLlN+/Oa5cocHX/PkUthAbC/z5p+imk0ykyXQ4dmhwGbbh1OXHGpTIwHTmDO+Z4ednOgOQRmPs\n", "LaMU8+bxnTkfH3KXVqO+E8HSlOqqlp82bXgdndJSynLFsDtqGmX0ys+5c5Q9ESBjzMsvS//Q25sm\n", "dgAKf8jPt+4AGOR5pLvJ42t9MNV3isUZnESxY0ZFt2u/PInSUl63sX170otUAVOaMh07ipcf2UoI\n", "rVvTJPGff5LHT48e1Ie4eBH48ktg6lSSWQDI09VJ0kgrZlyNiKAJqeBg+nzyJI3rGE4PM8p4Chcu\n", "UKgSN1vt5UUpXE+fpgrKS1AUgoJIUyYjg2abv/mGjDGffEIGGHvzxBN8TzQ1VXk9gxMnSK/iq68o\n", "y8RrrwHx8WRdbt2aznnsWCApibyJdu+mY+JmEF0FzjVVowGGD3fssTA8AyXEfl95hQ99ev11ihM3\n", "xYQJpGcD0LN64IB1/ytk6VIyynCkptrVsGm1SK/SvPUW70v+xRck/M5QlgsXSDRXYmZTzZTYeixY\n", "wGdSnDGD7+BLERnJLyvxzHkq/v7U9wDgdfMmlv0j3my4oaVGW0uoExqN7oaw6DB0i+5mXmhUBZzl\n", "ODyG3bv5dnbkSNU8qU2FL4lFOPv723Ao/fqR0eXYMerXc3WYjw+fDbKkRFmPWhtQyrhaVFSEhOWL\n", "8UjbxsgL8MX4Vg2Q8PlH7NlxAZhRxhMoKqJBOJcZqVs3IDOTXNDNpTbt2xd45hmgRQv1j1OK4GBe\n", "z+DOHWW9ZTZtotn8xx4jJfY5c0g8dMUKqsylrMunT7uWoOHly7wwab9+lEmCwVAbw7TYcvn1V3oB\n", "ZCAVesFI4e1N2Rg4bM0Ct20bhS1xfPIJGWXtiE0ivUrSqhW5fwNUFy9YYJ//9RQKCqjNffBBmq1+\n", "/30jIUrVsy8dOULlm/MKq1+fDKPmYEYZ5RB6B1sgWK6U0dZZsjgpfRzMwGMBQk9qlfRkAPkpsS0O\n", "XTLA7D0XPmNOEsKkhHFV+Oz8OCEP9yRWYcO4XJPPDns+nAeNVsuCfzkyMzPRr18/HDp0CH379nX0\n", "4ShDcTGF2xw+TJ87dSIXRUcaWawhL49myGtr6djPnrVdGf7sWdKfuHlTeptGjaiT3K8fvWpr+QFZ\n", "aCiQlcULEQPYt28fBqqQRtBmVqwg7x+ADE/vvuvQw2GI47Tlx1pqa+kZKimhQWZenuW/raggg+mZ\n", "M/R51SoynlpCZSXVdRd0PZxjx/QNRAAdk6+v6XokO5sGm7du0ec33nDqsB27lJ8rV0j4/c4d0hjL\n", "yeHDWRm2kZBAXlhCgoPJKPLyy0DjxjhxAggPN72b0lKZ2tNaLbBzJ/a99RYGHjyo/90771Dorjlu\n", "3ACaNKHlAQPI05ZhHcXFNHFCQhvUVzHjLlBUVITE5ERkHMlANarhAx9E9I5ASnKKxUbbhGkJSK1I\n", "JaFRQ84D8f7xWL54ueTvlap/bD0OIYWFhYgaHUUCqneDwkNqAVz8f/buPC6qev0D+GeAXDBNr2IK\n", "bomhgpZiUkirC5p2yexalmZgey63uomVZVhaV6p7cytbDCvL7XdTW800LeRamGg3QVEpTU0FNTWX\n", "ROD8/vgyc2aYGZiZc86cZT7v18uXw6xn4JnvnPOc5/t8RcKKK05Wi4sDdu1CRZgNfa6Iw4kIKaAY\n", "qsuRI57PCU6bBnzzzQZ89ZVr/LRo4X/7Mp/+5hdeKJ78zBnx/6FD4oSOjsrKypA8KFlsdwxE2YSf\n", "servZ8cKnw8rHbuzUsbKzpwR027sCZmYGFGmZ7aEDCCWnR02TFw+dEgcoClRXg7cfruckElNBXJy\n", "xApPubki2XLwIHDsmFha7qWXxAHhnXfKjYc9VMtkZwdpGoG/2E/GFAwbP4EKC5P7yuzZ41+zudmz\n", "5YTMddeJz6uv6tVzXa3pwQeBBx4QDYIvu0xUCDZuLBJGjz7qeUpkWZkYP+0JmaFDDV8ZEpT4adVK\n", "rhz680/gn//U/jVDwcaNckKmQQP5AOH4cSArSyQ1X3qpzulLYWGiBZzPDh8WzSH790e2c0KmeXOR\n", "vH/2Wd+ep1kzebW1LVvkxQHIfxddJHrLAKI/j30frhYBr6zmxN9GozXPsN+YdqMqZ9jVXE2Ky4X7\n", "4OefgV27AAD/jZKw6cZizaqkapu+tG2b+/dXIJUyPv3NGzaUK4KOHBELYajlyBGxCp2fzXXVqIj1\n", "97PDz4exMCljVeXlwK23yo27WrQQHbk7dNB1sxR57DH58r/+pWyFhyeekM/kXXKJ6CmTng6kpQFX\n", "Xy1ORbZq5dprxy4rS7783HNiZZlqi404pamyUvztAbGzd9VV+m4PeWXI+FHKuUKlsNC3x1RViYZ8\n", "gDhDPGuW/xPL771XjHuAaGT+5pti+cuffpKTsefOicbBsbEi4WI/kDx3TpQ32yt7evYEFi70PB4Y\n", "SNDiJzNTbm7yxhsi4UaBq6x0XW76pZdEc8YxY+RKzJMngcxMXLT3f7U+VePGfn5UHnvM8V24GBBV\n", "UHPmiGTA00/7d/bYPoWpokL0o6PAOa3C5MsUJjX402jU0xSjUw+eUuUgXs3VpIyyXLihOS2FvSoB\n", "mh6c15aU6dHD/fsrkIJ4n//mWkxhKikRxw/DhwNXXOF303OlyVV/Pzv8fBiLsfcwKXAPPSRXRzRp\n", "Igbdrl313SalkpPlnb6ffgq8OdfKlaJvDCDS8MuW1d3E0Nn114t/ALBrF94c1Ndxpqj3gN7Gm4uZ\n", "kyNXAvTr5zLdiowl0q85ByYRyApMGzbICZEBA0R1i78aNRKNaWuqV08ceF5zjVxScOKESNTGxYmp\n", "fvfdJ585i44WDb596bCqs6DFT1SUvBpPeblvvX7Iu7ffFn3eABHrDz4opuvOny/OYDsdoDfatL7W\n", "p/Krn4z9jC4ANG2KyCVLgOJiUQkVSCw595X57jv/H6+A5foipKXJl4OUlPGn0ajHM+z1ocpBvJqr\n", "SRlluXBDc0rKfOmpj76KB+e19ZSpqnIfcwJJyvj8Nx8yRN4fXr5c2YleACgtFZXo9jFn505xkre4\n", "WNnz+sHfzw4/H8bCpIwV/fijWNIaEGXQn34q+qJYQc1qGX/t2SP3VgHEMnm9evn/PE7VMtdvykVx\n", "P/2a4tXq4EHXaRz2Jp1EwRLICkzOfTWcP6/+evRRscP50UfApk1i6uPZs+Js1rffigPee++VK2D2\n", "7xev9/774ueGDUVCpo23U0khbNIkuRJp0SL2EAnU0aOuSa05c1wT5x06AFOmOH6M+G5DrUvE+pWU\n", "efddecmTe+4BbrtNWdJep2a/RmlQq6roaHmZ8Z9+EmOWxvxpNKrlGXY1V5MyynLhhlVeLqboAyiN\n", "BLZ46m6g4sG5t8K78nL1Gv36/Ddv1kz03ATEQihbt/r/YnanT4vpzjU/p/v2iRNAPkxBVIO/nx1+\n", "PoyFSRkrcl669YUXxIBgFbfcIqYbAaISyNfpEIB7H5lbb3VdVcUf112H7THi2yvuJHCn/VjTaHMx\n", "x4+XV+8YPVosi14Ly51tJP05V8r4sgLTqVPA0qXicpMmrmX8/rLZRL+oW24RpcQXX+w6BSkmBnjr\n", "LdEI+Kab3B+/cGFgSdtQcNFFrlM5H39c+ZnGUPTMM6J3GSB6lnn6vu7eXV52KS8PjSK9/559TspI\n", "kpjSZ3f//T4+sBZdu8obsHFj0OLBsn0RnKdXrFyp+cv5s4qTWmfYPe1z/Hn2T3T4oYPi1aQAdRM8\n", "lrRxo6P3yepYQPJ0VKjiwbnN5nkKU21LYvvLr7+5nyudeVRRIY4t7D25YmLE5csvFz+XlYnq+tzc\n", "wJ7fD/6uxMbPh7EwKeMnwx+0bt0qz41s3VqUQVtJeDjw97/LP9unIfniH/+Qz+Z27ChKw/3tU+Hk\n", "xabyt8Uz3wLhlQBWV19hhLmYy5cD//mPuBwVVWdlkSXPNprMxIkT9d4E9UVFiWQIIM741nWg9tFH\n", "4qwTIJpr+9W1NEAJCcAnnwDr1omeSw0bikbD9ubiJhH0+Ln/fjHlCxA7nEE4cLSUggJg3jxx+cIL\n", "va/sFREhV6H89hu6Ntzj9SmbNPHxtdevF+X1gDhgiItTHj/h4XJ1x8GDfvdTCJRl+yIE0lfml19E\n", "otmfE1bV/Gk06vEMu33/x8eDeG/7HIvDFgNVwAhpRMANT+3UWi7cspynLjXzch+VD869JWVKStzH\n", "n0AqZfz6m998s3w5kL4ykiQq0D/7TPzcpAnwxRfiJND69UCfPuL6kyfF1KbPP/f/Nfzgb7Ngfj6M\n", "hXVJfnBZOmwAHEuHFR0oQu6gXGMsHeZ85vKJJ4JzQBNsY8aIFSFOnBDTDKZPlw/6vFm4UJSFA2KU\n", "X7pUnOlV4PuL6mPtJUC/X4BLjwEjfwLesz+l3nMxjx93rQKaOVOsplELl7ONdvazjRBnG31dhpIC\n", "065dO703QRvdu4tVXo4cEf/XtgLcu+/Kl5VMXQrE9deLM4dVVYZv6utJ0OPngguA7Gz54DEzU8zT\n", "r21+DQlVVaK5rz1JOWVK7UuLp6Q4GrZfbcvDRlzi8W4+V8o4V8k88AAAleInOVnu97ZxI9C+vfLn\n", "rINl+yJ07ixWtNqxQ/TZ+ugjcRDpaQ5IeTnw8stixaw//xTXde0qGo4OHy4Szz6chLI3Gq1LUo8k\n", "FO0vct1fsO//+HgQX9s+xx7swfX1r0dhnv/JJWf2g9TMrEzkr6mxXPgq9ZZ6Ni2npMzO39sD+/Z6\n", "XI45e5V6B+f16onFYZ2dPw+EhbmPP4FUyvj1N4+OFidivvtOniYYG+v7iz33nOgJZn9jK1bIU7ab\n", "NgVWrxZV+V9+KaZO33yzaCmh4Sqovn6G7ffl58M4zLfXqSPDl8gWFMhnKqOj1SlHNqLGjeX3Vl4u\n", "r9Lizdatrr+LOXNUmZIQgQhkXSf//Mw3QPgV1T/oPRdz0iRxphIQB0kjRtT5EMuebTSR8ePHa/4a\n", "ulT7+TqFae9ex/x2XHqpfiuFmTAhAwQnftykpQHXXisu79olVmOiui1cKPdd6dzZtQLUk6uvdly8\n", "8vwGr3fzKSlTViZXUbZo4SjhVyV+aukro9XYY+m+CPaEpySJg7uuXYHXX3c9qt24UezTTJ4sJ2QA\n", "YPt2cdDYvbtYEWbOHNWmlHk8w94bfp1hD9Y+hxrLhVtSaancYLxnT3y6dpOi5Zh95SlnX14ONG7s\n", "Pv4EkpQB/PybO1ek+VMtM3++64nw996Te9TYNWok+tINHy5+7tZNriY0CH4+jMOce546MfxBq/Pg\n", "8OSTosmvVU2YIDckfO01eSnbmo4dE1MQ7Lffe69YWUUFST2SsCEcWFN9wrLT70CGvU+YnnMxv/lG\n", "Pgt64YXi9+PDGTLLnm0kB92mqPna7Pe99+TL6emKphdSkNhs4gy9XVaW3MeKPDtxQlQV2c2aVXed\n", "/pVXOiokep7N83o3n5IyCxaIU9MAkJER+JGPJ86JVKekjJZjj1n6IgSUlBo3znX1uV27gIcfBtq1\n", "E/2Ixo0TVVT2ZHdYmBg7nZJ4AES1zfjx4jZPzTv85O80CU+4z6Gz1avlywMHBu3g3Nv0JbUa/fot\n", "kKWx9+8Xn0O7f/1L9JXxpF490Qx/yhTRC9Of1V4ppDAp4wdDf4H88IPoiQCIlULuvVe/bQmGNm3E\n", "ShGAmBLxyitAZaXrfSorgZEj5aV1r7hC9IlQif1M0dR4+bo3PgH+tQxI2HxJ0OdilpWV4f4H7sKe\n", "QamO6xb2TECZj1PYLH22kQDoWO3nS1JGkuRVl2w24K67tNkWUl/v3qJJLSBWE3rxRX23x+imTxfT\n", "+ABxQJCaWvv9AZFg79EDANDx9DY0xe8e71ZnUqaqSv0Gv86aNRNTbgCx4kj1CREtxx4z9EUIOCkV\n", "EyN+j599BvTtK19/9CgwbRowd65c/ZKYKPrm5eSIHk/794upy84JmvfeAwYNkhc8UEDpQTz3OXTm\n", "nIDQcDpNTZ4SLWo2+vVbXJyoJANEIvnQobof8+ab8gY/+KBY6bE24eFiEZa6Wi0YiOF7qFoQkzJ+\n", "MPQXiHOVzFNPWbtKxs55eexnnhEl4LNmOTrJY+pUkZUGRIn2f/6j6u/FfqaoU/t0fN5cdFfcCeDR\n", "QuDH4xKiAmi0F6jSw4fx3JXdkbloITr8Kb4o/tsGuLvT9z6fhTTL2UYr27Fjh6bPr1u1X3y8XPXi\n", "bfrShg3Azz+Ly/37A23ber4feaV1/NRq+nR5D/rVV4PW5NV0DhyQTw7Ur19nA3YXKSmOi8nwvOR0\n", "nUmZdeuA3bvF5X79gE6dHDepFj/2KUwVFY7pEVqOPWpUbWhNUVIqLAwYPBhYu1b8PkeOdF26PDJS\n", "nJj6/nvXqdkxMaKqODfXdf9n3ToRS3v2qPoe/Y0f7nPo6IsvRI8iAPjLX+SGtEHgbfrSmTPu8ROU\n", "ShlArpaRJDHdqDbl5aKZNiCSLc88o+226YALf+iDSRk/GPYLJD9f7vzdtq1ohBsKevUSpdd2JSVi\n", "Xn6bNsCoUaLhHSB2aJYsEeW+KrOfKRp86Cjw0kvIrO5FEb5nj5hbOnasnCTSSm4u/ri8G2b/chid\n", "ql/qTARwbxpQ1d73s5BmONtodZmZ2val0q3ar1EjseIZIJIynhIz9ioZIPgNfi1C6/ipVYcOcl+U\n", "c+eAiRO5RLYnzz0n9/0YN0783nzlVPFwNTz3lalz9aVaqmRUix8PfWW0HnuM3hdBtaRUz56iH9Ev\n", "v4geMg89JFZaeuwx10RNTcOGiWRMixbi56IiMdXshx/8eh+18Td+uM+hkxMnXKfxZ2cHMfvhffrS\n", "qVPu8ROUShnAvylMK1bI1TS33FJ7g3aTMnwPVYtiUsYPhv0Cca6SmTw5iKOYAbz9tlhizrn8++RJ\n", "4IMP5J//+U/Xsl8tREQAjz+OOWvXupzNxGuvicZeW7d6f2ygdu8WndyvvRaxh484rl7XAUi5B9je\n", "svoKH3f4zHC20erm2FcI04iu1X6JieL/s2fFgcVTT8m9nk6fBpYtE5ebNHFtvEc+0zp+6vTkk/Iq\n", "b0uXih1WFaZJWMbOnaI5JCDi/Mkn/Xu803dLCjz3lam1Uqa0VD7gaNnS7XOmWvx4SMoYutI4CFRP\n", "SrVpI6Yvvfaa74k9+yoz9mXsDx8GrrtOrAajAn/jR9E+x6uvip4erMjz3z/+ISr2ALHvHOQTud6S\n", "Mjabe/wE7XAmMVE+cbt6tUhaeuO8uIhzXxkLMXwPVYtiUsYPhjxo/e47UYYIiKUnnStHQkFYGHDj\n", "jWK5uW3bRPbfeYrS3/4GPP540Dan3fXXA99+K6ZRRUaKK3/9Vax+pEJzPYfiYtH40anMclsUMPhO\n", "oO/dwNbWTvf1Y4fP6GcbrU7rJY11rfbLypIPBioqRN+R7t1FSf7y5XJF2e23y58d8ovuS6o3bQr8\n", "+9/yzytXil5eP/6o3zbVRZJEVWWbNqIMXcvqnilT5N5njz8uJ7B8FR0NXCI6yychHxfA/Tul1qRM\n", "To5rg98aZ8dVi5+uXeUN2bgRkCTjVhoHiWGSUrGxwH//K1ddnTkj9pP27lX81IHET0D7HOvWiR4e\n", "r78uEvz2fWCq2+rVcmK4cWMxDSfIDfU9FeWcOwdUVLjHT9AKeGw2UXUGiL5b3qYkbdsmFtMARO+s\n", "66+v86nN2JvF0D1ULYxJGT8Z7qB16lT58uTJQS1BNJyEBFGavW+fmF/9wgvAu+8GfwWXsDCxysFP\n", "PzkaM6K4WL0mw2VlYn75sWPi5+hoPB3bGpc/CHwRB/eBNATOQpJvdK32i48XB+dTpsinykpKRP+Y\n", "CRPk+919t3bbQNq76y4xnbZZM/FzSYk4Q+88Pc0oJAl45BERkwcOiMqDp57S5rW2bBHTaAEgKkq8\n", "biCqq2Ua4k8kosDtZq9JmZoNflVahdCj8HB52deDB4FffzVupXGQGCop1bw58NVXYoltQBwRT5sW\n", "vNdXynmVvmPHxP7Q5Mki2U/enTzp+rl/+WVNpvXXxVOlzOnTnu8b1ML/CROAVq3E5Y8+AjZtcr/P\n", "66/Llx9+uM7jC7P2ZjFMEjnEMCljZrt2yY1s27fnwYxdixZifvWTT+p7xr1jR+Cdd+RBe+pU37q6\n", "1+bsWSAtTW6IevnlwPbtODBwIKp+8/KYEDgLSb7RvdqvQQPxOfjxR+Caa+Trf69eSaZTp6A2HCSN\n", "DB4sGpLam47++aeozBg5UqyWZwRVVaLn16xZrtf/85+ix4LaJk92vezT2tUe1NFXxuvTfvWV/L0x\n", "YIComNBSjSlMuo89OjNcUqpBA1ElcdFF4uecHLkBtJGdOSOaFtf0wgsiwX/wYPC3ySwyMx3Tvcqv\n", "uQYZW/+rS/WGP0mZoJ5njox0rZCpOb30jz/khGBkJDB6dJ1PadbeLIZKIocQJmXM7J135Mtjx4Z2\n", "lYxBzJgxw/WKnj3lMxN//KHsLGxVlTgL/d134ufoaDEXvEkT4+3wUUDc4kcDhqj269oVWL9enLlv\n", "2lS+Pj09+JVtFhKM+PFZhw5iRa0HHpCv+/BDUTG1bJm+TYCrqsR22c962mwiYWQ3aZJrVYlSubny\n", "FIt27cQSqoGqo6+M10a/r7wiX7aX6degavx46CtjiLFHJ4ZMSjVrJq9iWVkpmlArEJTx55NP5Kmu\n", "6enASy+JyixATCvp2VNMbyJXa9cCb7wBAKiKjMSAY3uxoPxdXao3PCVlTp0CAPf4CValjH2KUY/3\n", "5+DX+tUbuHYtjjsnABcutG+oWEzEntCshVl7s/CYQh9MyphVRYWYmgOIJrM+ZGxJe2fOnHG/cto0\n", "+cAzJ0eslhWIJ56QzxBdeKGYItBGjPaG3OEjv3mMH6sKCxMJy+3bxXS/++4TfQIoYIaLnwYNgHnz\n", "xM6sfQwsKwNuu01MnVBaORiIykrR2PLtt8XPYWHA+++LbZw+Xb7fgw/K043qUGvPAElyPeM6daqy\n", "I434eJQ3Er9LkZRxTW55rJT58UdRKQOICpm0NI9PrWr8XHWVfHnxYpGEDXGGTEo98ohYEhkQn4Ht\n", "2wN+qqCMP86LONx1l+jN9M03YvlvQDQv7t9fVKOdO6f99pjBqVPAvfc6flx4xWX49qpfdave8HT+\n", "WOQ63OMnGOeanacY/ThwO54cct5x297RI1FWWirGcecGv14S2zWZtTcLjyl0IpHD5s2bJQDS5s2b\n", "9d6Uun38sSSJYUKShg7Ve2uoLjNnyn+vK6+UpMpK/x7/2mvy48PDJenzz7XZTiIiLfz2m/iuso9j\n", "gCQ1ayZJixcHbxtOnZKkO+90HUuXLJFvr6qSpMcfl2+PiPA81p47J0kFBZL0+edS6c8/S7GJsRLu\n", "gYRnISELEqZAwj2QYhNjpeMLF8rP17WrJFVUKH4bh68Y7HjOS1Hs8iv9/XcPDxg9Wr7DnDmKX99n\n", "11/v+vd+9FFJOnMmeK9PvpkxQ/4b3Xab3lvjXVmZ+EwCkhQT4/pZKi2VpNRU13jr1k2SfvhBv+01\n", "isxM+Xdy/fVSQnJXeayq+W8KpPg+8Zpuzs03u/6Zavs3c6ammyJJkiSlP5wuxu/q34FtCqQfW8ob\n", "MXvgDZL07bfyRvXp4/Nzx/eJ1/V3HQpMdexeB1bKmJX9LB/gkgEng3roIdGIGAC+/16cmfXV558D\n", "48bJP8+dK1acIiIyi9atRfPEJUtEo1tA9BIaMULdqUKeSJJ43S5dxBQqQFSYLl0qqnbsbDbRT8b+\n", "nVpRISp63n8fmDMHuOceMT3iwgvFEqqDB+PwdVejpIfnngG/XF6CkxPGy88/bZo81UKBUz3lvjI1\n", "pzBdeGGNO+/fL7/nZs3ElI9gWbjQdXWSf/9b9BnavNn1fidPiv54Tz0lpmdNnBi8bSQx/f3ii8Xl\n", "pUuNu1ra0qVyM98773T9LEVFiX2ladPEZxsQK+VceSXw9NPeq2aOHBHT644f13bb9WIf+wBRdjJ/\n", "Ps7bKnWt3vA0fcmbYExfqjnFSAoDJveTf77x2zzXhTrGjvX5udmbhfzBpIwZHTwopq4Aoq/IwIH6\n", "bg/V7YILgJkz5Z+feELsiNYlLw8YPlz0QADEzqpzjwYiIrOw2UQSpKhIJGPsHnhAtcRMzalEw3rE\n", "Ykeb1uL19lfvHdevL6aCDhvmeRvnzRPjLiCaq48eLabYvfMOsHWrvKw0gG77fsM1Ve5PAwCjjgFt\n", "j1U3se7dG7jlFlXe4/necl8Z52a/DRvKx6MOs2fLB7IPPww0aqTKNvgkJkb0svj3v+Wjq+3bxdSm\n", "SZNEP5MrrhDJohtvBF58USzXbJ9qRcHRqJHrFLspU/TbltosXChfHjXK/fbwcDFt6Ycf5JUvKyvF\n", "tMQrrhDNx48dA5YvB/7+d7FQQlSUaC4fHS2Srps26dvvSm0//ywvd37NNUDHjrqvrOPPlKRgTF/y\n", "NMXo0zggr624HHu2XPRBA0S82Fct8wF7s5A/mJQxo/feE180gDjr5bYXRno5UtvKIv36yQcBhw4B\n", "zz9f63P9vnYtzvS9Qaw2AODL5o0x5lSpYZfQI+VqjR+iOpgmflq0ENUbEIGsWgAAIABJREFUzhUR\n", "KiRmnHsDHEopwoTzO7Hsfz+jy2+H5TsNGiQqAbz0VQEgDu4WLvR8wiMsTDQr7iefSn3CfREkNDgP\n", "THPuN5qdrVoTa1tSb5RDnG52rpRx6yfzxx+O5p6oV8+14tIDTeInLEz0LSkoENVFgEgSZWeLZM3m\n", "zfJJB7tz59gPJNgeeEDuy/Lxx56XA66DpuNPSYmjYTS6dwcuu8z7fS+/XPTuy8pyrZrp3VuMPcOG\n", "iVXX/vc/+TFnz4qka1KSSOC89Zbc1NXM1q6VL/ftC0D/6g3vlTLu8ROMShmPSSob8GQ/D3e+916/\n", "Noq9WcgfTMqopNZGf2o+hyQB8+fLP48Zo+K7IKXG1PX3ePlleUB/+WVxpvDPP93udjQ3F9LAVESW\n", "izOyX8YCaQ/8gZzyd4PSHZ/0UWf8ENXCVPFjswEzZqiamLEvP9qvHCh8DRi7CQiv3tne1QR4dXA/\n", "McWhc+e6n6xePVFNM2kScP/9osnjd9+JREdhoVhNqX17AMDg3cBlNXoWT/geaGsvhhwyxHUaj0KR\n", "zRtiM8Ry411QjBYQ3wduKy/Nnw+cOCEujxoFtGpV6/NqGj/x8eL3N2WK+xSu7t3FlIClS0Ul8Pbt\n", "wVt2hYQGDVyXA3a+7CNN48e5wa+nKpmaLrgAePZZ16qZqirXKpiwMDGdbuRI15V0CgrEZz46Gliw\n", "QJXN141zUqY6kax39Yb3pIx7/ASjUsZbkiq3A/CF88pJNltAleqGbPBNxqR3UxsjCbRZ0OHDh2tt\n", "9FdaWqrec3zzjdxs6oYbAnmbpCGfYue551w7mSUkiKaRdrt3S8ciGzpu/7YdpIZPOTUHuwdS+sPp\n", "2r0J0o0VGpWRfkwZP1VVkjRxouuY+MYbAT1V9+Su0vPXQKp0eq4/LoCU2R9Svac0aKo4Z47jdT7o\n", "Jo/Rf8mE9Ht9cX2lzSZJP/2k6sv+/rskZUNuSJyGFRIgST17Ot3p/HlJat9e/p1u21bn8wYtfgoK\n", "JOn55yVp5UpJOno0OK9JdTt3TpIuuUSOmdxcvx6uWfxUVUnSpZeKbbLZJOnXX/17/LlzkpSVJUkt\n", "WkhSYqIkPfaYJH3yiWtX7FOnJGn+fEnq3dt1LAoLk6S9e9V9P8FSWSneMyBJTZqIMaFaaWmplP5w\n", "uhTfJ16K6xMnxfeJl9IfTvfpeEWphx7y1th3s9t1H3+s+eZIpaWl8vHXFNfjr792aSNvzM03a78x\n", "5Dc2+iUX9rNzSpaX8/k5nKtk7rlHtfdA6ki0l2fXZvJk1zn2hYWiGd2LL4q5v/36odmZswCAH1oD\n", "N90JnHU+WxBT3ZiMLMen+CHywpTx461iZsIEIDdXnqpbl/378c62PXg6Vy4BXhULxI0Hsq8Gyutp\n", "0MAyIwNVLVoAAG4vBDpWV99P/gZoWj375twddwDduqn6so0aAXlw7yvjMn3pP/+Re0nceKPcaL4W\n", "QYufnj1F89W0NHk5ZtJfvXqu/WTS08Vns7DQpz4rmsXPpk3Arl3i8vXXA23b+vf4evVE1UxZmZgu\n", "98orwE03AU2byvdp1EhUnufni+qam24S11dVAa+/rsrbCLpt20QjY0D83pxaHehZveG9+sU9foJR\n", "MFfbFKP53xYA//d/4vvorbe03xgKaUzKqKBm524XPh5A+/QcJ07IzaaaNvXcpJCMzz7HfvNmuaz2\n", "/Hmx8kRcnGNHelsUMPAu4GSDmo/Xvjs+EVHQeErMzJ4NXHutmHIzZgywcqWjvxYAcbB0+jRQWioa\n", "d/bogSv+EMnsChuQ2R8YPBI4aJ/So0UDy8hIhD3yCAAxTWr6smbo+/ElGJcvzqxIDRui4YwZ6r4m\n", "RPn/pgvkpIy9r4wjKSNJ4sDT7h//UPyaakzRJhMYNUrshwCij8sTT4ikYseOoieRva9LMNXV4Fdt\n", "vXqJA3D7PJu33vI4zdzwPExdMgJ/Vl8KxvQlwHOSKjsrG5lZmUj41xR0/mEVEoZezzGPNMWkjAo8\n", "de528PEA2qfnWLRINCMDxBzYhg0D2l4yiIQEsTz2k0+KRA0AlJcDAPY2qIcBdwHHIj08Lgjd8YmI\n", "gsqemKnZc+TIESAnBxg6FGjeXDTqjIwU97nwQrGU77BhwNGjAIC9jYBrxgAvXS2WNnXQqoHl2LGO\n", "bMiI42ewtmVn1KuuKrA98gjQxtvZFmXKL4pCMcTBc29swke4BQ+WPC7O6r/2mtyotUcPR4PPQDk3\n", "UC4aUISdqTtR1L8IC84tYI8zq4mIEJUB3bu7Xr9nDzB3rliyfPHi4G3P+fPy69Wv79fKN4q0aiWv\n", "wHb0aHDfs1o8NPk1AqMtie0JxzzSA5MyKlBjeTmfnsN56tK99/q9naS9+c5/I1/Uqwe88ALw7bfi\n", "TBQAtG2L2cPTcOiEl8cEoTs+6cPv+CFyYvr4sdmAqVOBw4eBd98VyRbnJZz//FMcINlPTtRw7sYb\n", "MSy2A74DgtfAsmlT4MEHqzfgHLBqlbjcvLloEqyRPn2AXFwDALgAFbgFK3DTjlfEstfOqyz94x8+\n", "r/rkLX7UmKJNJtK9u1iZaNcu4NVXgQED5CNpSRKJyMOH3R6myfjz1Vdi2hEgprs5N+TVmvPnaPZs\n", "Qy+VXbOS7fLkeJxd/aW48eKLfZq+GCzeq1/c4ydYlTI1ccwjPTApowI1lper6zlubdNJzHMFxLKS\n", "9mkvZCgFBQWBPTAlBfjpJ+DLL4Ft2zDpldd07Y5P+gg4fohgofhp3hwYPVr0RTlyBPjsM7EaSqdO\n", "Inndvbvow9W3L/DXvwIjRgDvvYf6n32GVWvyg7/86COPuB89PPOMpgeQ06YB8/+SiXz0xnlvJ37a\n", "tgVuv93n5/QWP2pM0SYT6tQJ+PvfgdWrRTL0b38T1x87Bowf73Z3TcafYE9dcnbVVWIqEyBWZPru\n", "u+C+vo88VXU06rodDc+LKv0/U1J8TswGg/dKGff40atShmMe6YFzIFSQnZWN3EG5KEEJEAOR6qoC\n", "cKD6AHpV3QfQdT3HE4kt5Tuzwa9hzZ07N6DHlZWVITMrE/lb81GBCkQgAr0v743eUm/8b83/HNcl\n", "9UhC9qpsLqVnUYHGD1mHp7EgqUcSsrPq/txbMn4aNAAGDxb/fGDvDRBU0dGiKap9Oe+OHYGHHtL0\n", "Jbt3Bz7bFYd16/JxukkF+rTbj/r7S0QfkJIS0YPugQf8mivgLX7UmKJNJte4sZgWt369SJQuWyZ6\n", "Od1yi+Muqo4/FRXAG28AH30kfv7LX4BBg9R7fl/YbCL5lJ4ufp49G0hODvjplIzttXGp6qjWb498\n", "+cNjhzwsNq0f70OSe/zolZThmEd6YFJGBfbO3ZlZmchfkx/QAXStz/HxNERedpm4Y4MGwJ13avyO\n", "KJhKS0vR58Y+4kt1AMQXQRVQdKAIsVtitT3DS0SGUdtYkDsol2OBkT3xhDiAPH4cmDkzKHX3f/mL\n", "vcVGBIAOQOcOmjT0dEyv9nSQwh5noSMqCpg1S94HffhhsapPs2bqvs5XXwGPPipWfbK76y595rLc\n", "fjvw+ONyIuqVV4DWrf1+Gi3H9vyt+eI5nfT9Rb686GSpSZIy7vSavsQxj/TA6UsqUWN5Oa/PsWmT\n", "KBcFxFkJ52X8fMSVE4yLc1eJCOBYYGqXXAJs3w78/LO8nK4fjPwdrcYUbbKIESPk+D50SJWVvRx2\n", "7RJ9Y1JTXRMyI0eK3nt6aNAAuO8+cbmiQq6G85OWY3vNqo6G5UCffeJySTPg1wbGOtTzJ9GiV6UM\n", "xzzSg7E+qeTZ++/Ll0eP9vvh7CJubJy7SkQAxwLTa9FC9HHxk9G/o7OzstnjjASbTazw1aR6rfmc\n", "HNFzxllFhViYYsAAkUw5d6725zxxQlSjJCQAn3wiX5+UJJbgXrhQrLimlwcflFfInDfPsUqmP7Qc\n", "22suFJKyD6hfKS5/3cF4VR1mqJThmEd6YFLG6H7/Hfj0U3H54ouB/v0B+HdWjWdfgyctLc3vx3Du\n", "qrEF8wx2IPFD1qF0LGD8mJNRvqO9xY99enXQGyiTMbVpA7z0kvzz/fcDp04h7a9/BZYsAeLjxQqh\n", "a9YAkyeLhSk2bHB/nspKUXly6aViWtD58+L66GhxMnLjRtFsV2/t2gFDh4rLhw7JfW78oOV+Xs2q\n", "jn4/y5fXXmS8qg7vSRn38UevShmOeaQHY6VPyd3SpXJW/s47gYgIv+emeppv6hAD5K/h2Ve1jHNe\n", "QtFHnLtqXMHu8RFI/JB1KB0LGD/mZJTv6NriR5cGymRc990HLF4MrFsH7N0LjBqFcUVFYnpTTTt2\n", "ANdcIxpP//OfYgr++vVi1bIff5Tv16ABMHGiWEq+UaOgvRWfjBsnJ2NmzhS9Zmpb0UiSxOpxlZXA\n", "Lbdoup9Xc6GQfk79ZH4+2h6fGayqw3tSxn380SspA3DMo+BjpYzROU9duusuAP6fVWMlRvCkpqb6\n", "/RjOXTWuYJ/BDiR+yDqUjgWMH++M3LPFKN/RjJ/QofjzYLMBb70FNGwofl65Eqk/O5VoXHstsGgR\n", "0Lu3fN0bb4gqmr/+FbjhBteEzO23i+TNc88ZLyEDiIbGCQni8nffifdSm2efBYYPF0mquDg8Vr8Z\n", "wn/1cl+F+3nOVR1XreqMXr+J6/f9pRk+W7vJcFUd3qckuY4/NhsQHq755hAZBpMyRvbzz0Benric\n", "kCBKQOH/3NSa801dsBJDd5y7alzs8UHBxLFAG0bv2cLvaAom1T4PsbHAtGmu1/XqBXz5paiEGTFC\n", "TEGaOVNOtBw8KE/Jt98/N1dU3bRvr8r704TNJqp87B57TDT29uSjj4Dnn5d/3rsX96zLw84PL8Dt\n", "6wFbdb8XNcd2e1XHxidedBzYtR19t+ESMoDvPWXq16+9GInIapiUMbKFC+XLd93lGJ38PavGSgxj\n", "49xV4zLKGWwKDRwLtGGUni3e8DuagknVz8Pf/y6a9A4eLKbrbNokVk+yH02HhwMTJgBFRcCQIfLj\n", "WrUC3nkHyM8Hrr5apXemsZtuAh56SFw+exa44w73JsY//eS6IEf37o6LHc+dx+L1wPZX6uPeJdHa\n", "jO1ffy1f7tdPnedUma9JGV+a/Bq5ApLIXzz9YlSSJE9dstnEkoDV/J2bWnO+KcLE/XCgOkO/KjTP\n", "vpaVlSEzKxP5W/NRgQpEIAJJPZKQnZUd8BfkihUrMNTeEM4PnLtqTMHu9xNo/JB1KBkLGD+eGaVn\n", "izdG+Y5m/IQGVT8P4eGOpr8rVqzAUG+lDe3aiZWVvvwS2LNH7NM2buzXdhvCyy+LKqDt28X0q6ee\n", "Ek2KAeDYMdEQ+PRp8fPIkWI/Pi8PePpp4JtvAACdz5zDW9t/Az55Q15eXC1r14r/w8PFFDID8p5s\n", "WQFAHn/q6icT7J5/RFpjpYxRff89sHu3uHzDDaLbfTV/z6rx7Ks7rcrZFy1aVOvtzOqbS7DPYNcV\n", "P0S1Yfx4ZvSKN6N8RzN+QoNWn4c648dmAwYNEktMmzEhA4iluRctkjML//qXWBK8okJM17L31UlM\n", "FD13bDZRCbRuHfDVV8CVV8rP9eSTQFWV+2sE6rff5ClVvXvLy5YbjPdKGdf4qatSxugVkET+YqWM\n", "UXlo8GsXyFk1s1ZiaFHNAtQYzO3sgznEYB7I72vJkiVeb2NW33yCfQa7tvghqgvjxzMzrHBnhO9o\n", "xk9o0OrzEDLxc/nlor/MY4+Jn+++G0hLE0kXAIiKApYvl5sgAyI507+/mFKUnCxOvG7bJqZ8DR/u\n", "9hIB7fuaYOoSUFtSxjV+6qqUMXoFJJG/WCljROXloukZIAb1W291udkoZ9W0pmVzRj0auDKrbz6h\n", "8lkjsjL2bCGS8fOggr//XfTOAYBDh4A33xSXIyJEoqVdO8+Ps9mAqVPln6dOdauWCXjft7JSNF8G\n", "TJqUcVVXUsboFZBE/tL/9BC5++ILMTcVEPNTPZR5GuGsmta0qmYB9BnMmdU3p1D4rBFZmVF6toQK\n", "rSpcSR38PKggLAxYsAC47DLgyBH5+lmzgGuuqf2xqamiWmbjRqCwEFi2TCwJXi3gfd+77xb/9u4F\n", "WrdW8u405UsDX1/uZ4YKSC1xnLUea0esWdUydcmqPA0uBw4eAEZ7eYDCJIYegzmz+kTBwx0WsrNX\n", "vGVmZSJ/TY14WMV4UBOn6RofPw8qad0ayMkB/vpX8fN994l+OXWxV8vYK22mTgX+9jfRnBcqnMAz\n", "8tLiUK9SJqlHEor2F7kmr+wsXvHFcdaaOH3JSI4dAz7/XHSoB4CLLwYGeBuZrcNbqeYJ2wnNkhha\n", "le9mZGR4vc2RCPIkBLL6VLfa4od8p+XUx9ro3cjbqvGjxu/VXvFWmFeI4rxiFOYVImduDndcnagR\n", "P5ymaw5afB6sOv7U6qabRC+X998HXn9dXgq8Lv37Aykp4vL27cDSpY6brH4Cz3tSxjV+6qqUyc7K\n", "RuyWWGAfRKUXqv/fV13xlWXdii+Os9akaVJmz549CAsL8+nfo48+6vb477//HkOHDkXLli0RGRmJ\n", "bt26Yfr06SgvL6/1dYuLizFq1ChER0ejYcOG6NSpEzIzM3Hy5Emt3mpgCguBefOA9HSgSxegeXNg\n", "yBDRUwYA7rhDzE+1OK+DSzg0S2JoNZin2s98eMB53FSX2uKHfKfHDoteiSBnVowfI/xeQ4Ua8aNH\n", "vzYyBiuOPz654QZg1ChHpYtPPPWWqawEYP0TeN6TMq7xU1elTCj3/OM4a01B+WTHxsbiAi+fwuPH\n", "j+PQoUOIj493uf7DDz/E6NGjceWVV2L58uWIjo7G8uXL8cQTT+Djjz/G119/jUaNGrk93/r16zF4\n", "8GB06NAB7777LuLi4rBu3TpMmDABH330ETZs2IBWrVpp8j79MnMm8Mgj3m+PjAQeeih42xMkfk1T\n", "ioJIYmhQmlhb+W7mwsyApz3ccccdXm/jPG6qS23xQ77To3+Tlj2wfGXF+DHC7zVUqBE/Vj/LT95Z\n", "cfzRVN++ov9Mbi5QXCyW2h41yvLTcrxXwLjGT11JGSB0e/5xnLWmoCRl1q5di3ZeOpGPGjUKX3zx\n", "BUaNGuW4rqSkBGPGjEFUVBS++OILNGnSBADw2GOP4dy5c5g8eTIeffRRvGnvdl7t+PHjGD58OGw2\n", "Gz7//HN06NABAJCeno769etj5MiRGD16NFavXq3NG/XVb78Bkye7XnfBBUBiInDVVeJf375Ay5b6\n", "bJ9GvM2BxEJ4HlxSACwD0BciI6xyEsPTYK7lPE3O4yYKDjbytg7+Xs0l1JtvkjVp0qPMZgOee05U\n", "2gDi8ogRlj+B52tPGV8bAocijrPWpOn0pfr16+OKK65AfS/pzkOHDmHZsmUYM2YMGjZs6Lj+hRde\n", "QHl5OTIyMhwJGbuxY8eiXr16eOedd7Bv3z6X22bPno2jR4/i5ptvdiRk7EaMGIHWrVtjzZo1+O9/\n", "/6vOGwzUU08Bp0+Ly7feKjqwnzwJfPcd8OqrwIgRpkrI+Drf3+9pSo0A3ApctPaioJUmaj3tgX0N\n", "iLSnR/k3z1xpg79Xc+E0XbIaTadQXn+9+AcAu3YBH35o+Wk5ajX6DWUcZ61J06RM69atkZ+fj4sv\n", "vtjj7fPmzUNlZSXGjRvnuK6yshIfffQRbDYb+vXr5/aYJk2aICkpCVVVVfi///s/l9uWLVsGAB4f\n", "5/x8S5YsCfg9KbZpE/Duu+Jy06aip8xVVwENGui3TQr482XldQ6kfZqSJ8eBW4bcErQkhtJ5mhs2\n", "bFB/oyhkMH7UoccOixH6AFgxfozwew0VasRPKDffDHVWHH+AIPQoc+4t8/zzQEWFpU/gea+AcY0f\n", "Vsp4x3HWmnRbfen8+fN44403cNNNN6G90/JtO3fuxIkTJwAAXbp08fjYzp07AwB++OEHx3WnT59G\n", "YWEhbDabX48LKkly7SOTlQW0aKHPtqjEny8rr2c8UwCsBfArdB9clJ6Vzc7mQEiBY/yoQ48dFiOc\n", "uTJa/KixapIRfq+hQo34sfpZfvLOaOOPWjRvqnrttaJlAQDs3g0sXKjs+QzOe6WMa/ywUsY7jrPW\n", "pNsppqVLl+Lw4cOYMGGCy/UlJSWOy94a8rZu3drtvr/88gskSYLNZvPrcUG1eDFgnzrVpQvw8MP6\n", "bIeK/Jnv73UOpH2a0v9dhJiYGF17rSidp7l48WJNtotCg1XjR5P5+LXQo3+TEfoAGCl+1OrPZYTf\n", "a6hQK35CtflmqDPS+KOmoEyhnDpVLK0NiGqZkSN9n+djMt7flmv8MClTO46z1qNbUmb27NmIj49H\n", "X3t2uJp92erw8HCEe1leLjIyEgAcFTXOjwPg0p+mrscFzZkzQKZTieO//mWJAdefL6taO8pXT1PS\n", "e4BR2vXeHmNEgbBi/GjZPLs2wd5hMUIjbyPFj1qrJhnh9xoqIiMjg55AJesw0vijpqA0Vb36aqB/\n", "f2DNGuDnn4H33gPuuUf58xpQWJj4V1VV8xbX+OH0JQo1uiRlNm3ahPz8fLz++ut6vLw+XnoJ2F9d\n", "gz14MHDjjfpuj0r8+bIywxlPM2wjkZmE0pLGPHMlU3PVJP5eg0OvBCqRkQVtieqpU0VSBgCmTQPu\n", "usuymYl69YA//6z9PqyUoVCjS0+ZmTNnomnTphg9erTbbfbVliorK1FZWenx8WfOnAEAXHTRRY7r\n", "nC+fPXvW58d5MnjwYKSlpbn8S05OxooVK1zut3r1aqSlpbk9fuzYsZg/f758xb59KHjxRaQBOBIe\n", "Lqpkqj377LOYMWOGy+N//fVXpKWlYceOHS7Xz549GxMnTnR7T2lpaW4N1hYtWoSMjAy3bbv99tsD\n", "fx8ACgoKkJaWhiNHjgBwmu+/DjV7dAHFwB+//eF4H/YznlcWX4nmbzd3mQO59qO1uOeee3R7H3Zz\n", "5szBHYPvcJmneelnl6Lt2rZ4b/Z7LjukRvx72Jk9rvg+rPM+XObjlwP4EMDe6p+r5+Ob4X04M/Pf\n", "I1jv48DPB4AtNa78DeLvf9a1itLI78Mqfw9f3ocjgbobQF71newJ1EtL0Cuplyneh53Z/x58H8Z4\n", "H5PGT3LtUbYOQC5cepSp8j727kVGdLT4Yc8ex6IgVvx7yBMFVgNwfx/AWBQWGv99ON6Fyf8eZnkf\n", "1113ndvx+cCBA92216xskiR5W9dAE4cPH0a7du0wfvx4vPzyy26379ixA/Hx8bDZbNi7dy/atHHv\n", "rnXfffdh/vz5uOOOO/DBBx8AEI1+GzduDJvNhm+++QZXX3212+OmT5+OZ555BsnJycjLy3O7vaCg\n", "AL169cLmzZuRmJhY+xs5dQq48ELf3vTIkcCHH4rLjzwC/Pvfvj3OBMrKypA8KFnsyHmoLAm1M2sT\n", "J07ESy+9pPdmkElZMX46p3TGztSdXm+PWx2H4rziIG6RdRkpfhJSElA0oMhrFWX8mngU5hUGfbvI\n", "uxYxLXD0vqP8m1FAjDT+qC1o0/q+/16syAoA7dqJZbItWC3TvDlw7FjNaycCkONn+nTgqaeCuVVk\n", "Rn4duxtc0CtlPC2D7SwuLs5RLVMzo2Znv753796O6xo1aoRu3bpBkiS/HheQM2eAuDhg1CjAy2sB\n", "EImbf/xDTsg0bw5MmaLstQ2GHcBdtWvXTu9NIBOzYvxwSePgMVL8cNUk8wmrH6Z9Q1OyLCONP2oL\n", "2hLVV14ptzf49Vcgx5rTNj3nmVzjh9OXKNQENSljXwZ7yJAh6NChg+cNCgvDrbfeCkmSsHbtWrfb\n", "T5w4gU2bNiE8PBy33nqry23Dhw8HAI+Pq6qqwtdffw2bzea4X8DmzQMOHgQ++ACIjwfuvBPYvt31\n", "Pp99BiQkuExVwrRpQLNmyl7bgIL2ZWUC48eP13sTyMSsGD9WPDhXY6lnLagZP0rfox7LkpMyUa2j\n", "mEClgFnx+0sXWVny5enTgXPndNsUrXhe58Q1fixYIERUq6AmZZYtW4ZDhw65LYNd01NPPYV69eoh\n", "JyfHZVUlAJg7dy7Ky8uRnp6Otm1du26NHz8ezZs3x8qVK7Fnzx6X2xYvXoyDBw+ib9++SElJUfZG\n", "IiNF1QsASBKwaJFIwIwYAXzzDXDbbcBNN4ksNwA0aADMmAE88ICy1yUiMhmrHZyXlpYieVAyFpxb\n", "gKIBRdiZuhNF/Yuw4NwCJA9K1j0xowY13iOrKM3HiglUItNJSgKGDBGX9+0DavTysAJfFp9lpQyF\n", "mqD2lLnqqqtw6tQpbNu2rc77Lly4EOnp6bjyyivx0ksvoVWrVli+fDmefPJJ9OjRA+vWrUOjRo3c\n", "Hrdu3ToMGTIE7du3x6xZs9CpUyesX78eEyZMQMuWLZGXl4dWrVp5fE2/e8rMnQu8/DJQo8mRi/79\n", "gddfBzp1qvM9ExFZkZWW2c0Ym4EF5xZ4XoljH5BeP930KwWFwnskd+wRR2QQP/wA2FstxMQAu3eL\n", "E7wW0aULUFxHK7mcHCA9PSibQybGnjIBsC+D7a2XTE2jRo1CXl4eoqKicPPNNyMhIQHvvPMOpkyZ\n", "gg0bNnhMyADADTfcgC1btiAxMRGjR49G165dMW3aNDz44IPYsmWL14SM3y68EJg0CfjlFyA7G6i5\n", "o9KiBfD++8Dq1UzIhBBv/YyIfGHV+LHSFEeX1aRqql5NSi9qxY+R3yNp5+jRo6xuooDZxx+jTu80\n", "lSuuAOyr4Bw4ALz9dkBPY9S/heepSa7fX6yUoVAT9NWXjExRtu30adFrZuFC0ahr2jSRmKGQkpaW\n", "ho8//ljvzSCTYvwYn5FXk1Irfoz8Hkk7HH9IibS0NLz99tvoc2MfUW3VBqJxNKutArNlC2A/FomO\n", "BkpK/KqWKS0tNezfolcvoKCg5rVpAOTx5z//AYYNC+ZWkRmxUobcNWokVlraskUkZ5iQCUlz5szR\n", "exPIxBg/xmfk1aTUih8jv0fSDscfUmLOnDmYNHWSSAK0hbySVxiAtkBJzxJkZmXquIUm07MnMHSo\n", "uNyxI3D4sF8PN/LfwnNPGdfxh41+KdQwKUOkIisvCUnaY/wYn5HC4MpXAAAgAElEQVSboaoVP0Z+\n", "j6Qdjj+kRLt27Tj1UW0vvAB89RXw7bdA+/Z+PdTIfwvPSRkuiU2hjUkZIiIiH1ltNSlPQuE9EpH6\n", "KlAhV2XUFFZ9O/mua1exYIjN2y/VOyP/LXypgmGlDIUa1iATERH5yL7Uc2ZWJvLX1FhNapX5VpPy\n", "JBTeIxGpzzH10VMygFMfg8rIfwsuiU3kjpUyRCqaMWOG3ptAJsb4MQejrialZvwY9T2Sdjj+kBIz\n", "Zszg1EcDMfLfwnNSxnX8YaUMhRomZYhUdObMGb03gUyM8UNKMH5ICcYPKXHmzBlOfTQQI/8tPCdc\n", "XMcfVspQqOGS2E6stKwWEREREVEwlZWViamPW2tMfczi1MdgM+rfYsQIYMmS2u+zaxfQqVNwtofM\n", "y0rH7pzcSUREht15IyKiwOgxrtunPpL+jPq38KWnDKcvUahhUoaIKMSVlpaiz419UNKzBBgA0Riw\n", "Cig6UITcQbnYuGojEzNERCbCcZ2Mio1+idyxp4zBlZWVIWNsBhJSEtA5pTMSUhKQMTYDZWVlem8a\n", "eXDkyBG9N4FMTK/4mTR1kthxbwt5pYYwAG2Bkp4lyMzK1GW7yD8cf0gJxo+1qDWu+7ofyvghX3mu\n", "gjniw32IrItJGQMrLS1F8qBkLDi3AEUDirAzdSeK+hdhwbkFSB6UzMSMAY0ZM0bvTSAT0yt+8rfm\n", "A2283BhTfTsZHscfUoLxYy1qjOv+7IcyfshXnitlXOOHlTIUapiUMTCevTYOX88UZWVl6bOBZAl6\n", "xU8FKuQxpqaw6tvJ8Dj+kBKMH2tRY1z3Zz+U8UO+8pyUyXL5iUkZCjXsKWNg+VvzxTxgT2KA/DU8\n", "ex0M/szLNnvnb9KXXvETgQhAgucd+Krq28nwOP6QEowfa1FjXPdnP5TxQ77ynJSR4ycsDAgPD9rm\n", "EBkCK2UMzOxnr63SD4cVS2R1ST2SgP1ebjxQfTsREZmGGuO62fdDyZjq6hfDKhkKRTz9aWBmPntt\n", "pa7/rFgiq8vOykbuoFyUoASIgUg6VgE4AMRuiUX2qmydt5BIG1wKnqxKjXHdzPuhZFx1rb7EJr8U\n", "ilgpY2BmPnttpeoSf84UzZ8/PzgbRZakV/xERUVh46qNSK+fjvg18YhbHYf4NfFIr59uqgRqqOP4\n", "4x8203fF+LEWNcZ1f/ZDGT/kK89JGTl+WClDoYhJGQPLzspG7JZYYB/E2Q1U/7+v+ixHlnHPXltp\n", "NRfHmSJPapwpKigoCM5GkSXpGT9RUVHImZuDwrxCFOcVozCvEDlzc5iQMRGOP/6x0skDNTB+rEfp\n", "uO7Pfijjh3zluRJGjh8tkjJWaalA1sW6QwOzn+XIzMpE/poapdWrjF1abaV5yEk9klC0v0jsuNdU\n", "40zR3Llzg7dhPmBpvrkYLX7IXBg//tF6aqoa428wx3DGD9Xkz34o44d85blSRo4ftacvWamlAlkX\n", "kzIGZz/LYTZWmods1n4b/BIiIvJOy5MHaoy/HMPJCMy6H0rGVVdPGbUrZVyqIu3sVZEQVZGMcdIb\n", "py+RJszcD6cms/bbYGk+EZF3/kxN9Zca4y/HcCKyomA3+rVSSwWyLvOUK5CpmLW6xBszniniqlFE\n", "RN75MzXVX2qMvxzDiciKgr0ktpVaKpB1sVKGNGHW6hKl0tLS9N4EB34JmY+R4ofMh/HjHy2b6asx\n", "/gZ7DGf8kBKMH/KV50oZOX7UTspoWRVJpBZGIWnGjNUlSo0bN07vTXCwUl+fUGGk+CHzYfz4R8tm\n", "+mqMv8Eewxk/pATjh3zlOSkjx4/a05e0rIokUguPyohUlJqaqvcmOPBLyHyMFD9kPowf/2l18kCN\n", "8TfYYzjjh5Rg/Ahc9bJunpMycvyoXSljtZYKZE1MyhBZFL+EyEq4o0tmosb4yzGcyFy4Yppv6qqE\n", "UbtSRsuqSCK1MClDZFH8EiKr4I4umY0a4y/HcCJz4dLLvgn2kthAaLZUIHNhUoZIRStWrMDQoUP1\n", "3gwHfgmZi9Hixyi4o+sbxo+xqDH+BnMMZ/yQEowfrpjmK89JmRUARPyoXSlDZAZcfYlIRYsWLdJ7\n", "E8jEGD+e5W/NB9p4uTGm+nZi/JAijB9SgvHDVS995TnpIsePFpUyREbHpAyRipYsWaL3JpCJMX48\n", "446ubxg/pATjh5Rg/HDpZV95rpSR44dJGQpFTMoQkW7KysqQMTYDCSkJ6JzSGQkpCcgYm4GysjK9\n", "N40MhDu6RERkdEk9koD9Xm7kqpcOdfWU4fQlCkXckyUiXbB5K/mKy7sTEZHRccU03+jR6JfI6Fgp\n", "Q0S6cGneap+aYm/e2lM0byUCxI5u7JZYYB/EDi6q/99XvaObxR1dIiLSl33FtPT66YhfE4+41XGI\n", "XxOP9PrpPNHkJNhLYhOZAZMyRCrKyMjQexNMg81b3advNW3ZlNO3POCOrm84/pASjB9SgvEj2FdM\n", "K8wrRHFeMQrzCpEzN4ffU048V8rI8cNKGQpFnL5EpKLU1FS9N8E0Qr15q8fpW62ABecWcPqWB1ze\n", "vW4cf0gJxg8pwfghX3lOysjxw6QMhSJWyhCp6I477tB7E0wj1Ju3epy+dRk4fYsCxvGHlGD8kBKM\n", "H/KV5+lJd9RxO5G1MSlDRLow2ioFwV4JitO3iIiIKNSw0S+RO2ufiiYiwzLSKgV6rAQV6tO3iIiI\n", "KPRwSWwid6yUIVLRhg0b9N4E0zBS81Y9VoLyOH1rb/X/ITB9i9TH8YeUYPyQEowf8pXnpIwcP6yU\n", "oVDEpAyRirKzuTSvP4yySoEeU4k8Tt/Kq/5fh+lbZH4cf0gJxg8pUVv8BHt6MBlbhMdzTnL8MClD\n", "oYinYolUtHjxYr03gQKgx1Qij9O3bgWwL/jTt8gaOP6QEowfUsJb/OgxPZiMzWYT1TLnzztfK8cP\n", "py9RKGKlDJGKIiMj9d4ECoAeK0F5nL71jT7Tt8gaOP6QEowfUsJb/OgxPTgYWP2jjPsUJjl+WClD\n", "oYiVMkQU8pJ6JKFof5HYaaxJw6lE9ulbREREVpS/NV9UyHgSA+SvMd9Kg6z+Ua62Zr+slKFQxEoZ\n", "Igp52VnZiN0SC+yDWAEK1f/bpxJlcSoRERGRv4IxPTjYVStWrf4JptoSL6yUoVDEpAyRiiZOnKj3\n", "JlAAjLISFOOHlGD8kBKMH/9w+oorb/Gj9fTg0tJSJA9KxoJzC1A0oAg7U3eiqH8RFpxbgORByZr8\n", "PfRYHMBq3Ctl5PhhUoZCEacvaaisrAyZWZnI35qPClQgAhFI6pGE7KxsljVaVLt27fTeBAqQEaYS\n", "MX5ICcYPKcH48R2nr7jzFj9aTw92qVqxs1etQFStqP3drsfiAFbjnpSR44fTlygU2SRJ8pa/DjkF\n", "BQXo1asXNm/ejMTEREXP5fKF3QaOL2wcENMhQvELm4iIiMjsMsZmYMG5BZ4TDfuA9Prpuif5jaKs\n", "rAzJg5LF/rB9pUEV94cTUhJQNKDIc5KkCohfE4/CvMKAn98or2k1cXHArl2eb9u9G4iNDe72kDmp\n", "eeyuN05f0gjnmxIRERFZD6ev+E7r6cF6VK0k9UgC9nu5UcPFAayEjX6JXHH6kkas2G2eiIiIKNRx\n", "+op/tJwe7OhZ46VqRWnPGk+ys7KROygXJfBc/ZO9iosD1KW2pAx7ylAoYqWMRviFHZp27Nih9yaQ\n", "iTF+SAnGDynB+PGd1s1rzUiv+NGjasUoiwOYmXtSRo4fJmUoFDEpoxF+YYemzExOS6PAMX5ICcYP\n", "KcH48R2nr7jTK36ys7IRuyUW2AdRrYLq//dVV61kaVO1Yq/+KcwrRHFeMQrzCpEzN4cJGR+5T1HK\n", "rOU2IutjUkYj/MIOTXPmzNF7E8jEGD+kBOOHlGD8+E6vRICR6RU/rFoxJ/dKGTl+mJShUMRyDY1w\n", "vmlo4pKipATjh5Rg/JASjB/f2RMBmVmZyF+TjwpUIAIRSOqRhOxV2SGZCNAzfrTsWUPa8LYkdni4\n", "+EcUapiU0UhtX9iZCzPF9VtrfJFnheYXOREREZGZMBFAFDhvjX7ZT4ZCVdCSMqdPn8asWbOwfPly\n", "7Nq1C+Xl5WjVqhW6d++OwYMH4/7773fcd/369ejbt2+tz7d8+XLcfPPNHm8rLi7G888/j6+//hq/\n", "//47YmJiMGzYMDz99NNo0qSJqu+rNp6+sEtLS9Hnxj5iuewBEM2Aq4CiA0XIHZTLUksiIiIiIrIs\n", "b1OUOHWJQlVQesrs2rULCQkJWLp0KZ588kls2bIFW7ZswYQJE/Dll1/i+eefd3tMREQEunTp4vWf\n", "t+TK+vXr0bNnTxQUFODdd9/Fjh078PTTT2PevHlITEzEoUOHtH67tZo0dZJIyLSFvDpTGIC2QEnP\n", "EmRmsdGemc2YMUPvTSATY/yQEmaPn7KyMmSMzUBCSgI6p3RGQkoCMsZmoKysTO9NCwlmjx/SF+PH\n", "f6E85rlXyoj4YaUMhSrNK2VOnz6N1NRUNG7cGHl5eYiMjHTcFhcXhz///BPLli1ze1xMTAyKior8\n", "eq3jx49j+PDhsNls+Pzzz9GhQwcAQHp6OurXr4+RI0di9OjRWL16taL3pET+1nxRIeNJDJC/Jj+o\n", "20PqOnPmjN6bQCbG+CElzBw/rCLVn5njh/TH+PFPqI957kkZET9MylCo0rxS5sUXX8TevXvx7LPP\n", "uiRk7CZNmoQffvhBldeaPXs2jh49iptvvtmRkLEbMWIEWrdujTVr1uC///2vKq8XiApUyBUyNYVV\n", "306mNXXqVL03gUyM8UNKmDl+WEWqPzPHD+mP8eOfUB/z3KcpTfVyPVFo0DQpU1lZiXfeeQc2mw2D\n", "Bg3S8qUAwFFx069fP7fbbDab4/olS5Zovi3eRCACkLzcWFV9OxERUQjJ35oPtPFyY0z17UREFhHq\n", "Yx4b/RK50jQps23bNhw6dAgXX3wxJEnC008/je7du6N58+aIjY3F3XffjW3btnl87Pnz5zFz5kwk\n", "JycjOjoa0dHRuOaaa/Dyyy/j9OnTbvc/ffo0CgsLYbPZ0KVLF4/P2blzZwBQrTInEEk9koD9Xm48\n", "UH07ERFRCGEVKRGFklAf87wlZVgpQ6FK06TM//73PwCiYqZ3794oKCjAnDlzsGHDBkyaNAmffvop\n", "rrjiCqxcudLtsb/99huWLFmCiRMnYu3atVi2bBkSEhKQmZmJnj17Ys+ePS73/+WXXyBJogSlVatW\n", "HrendevWAICSkhIV36V/srOyEbslFtgHoKr6yioA+4DYLbHIzsrWbdtIuSNHjui9CWRijB9Swszx\n", "wypS/Zk5fkh/jB//hPqY556UEfHjqVImlBsiU+jQNClj/7CUlZUhLCwMn376Ka677jp07doV999/\n", "P959912Ul5dj9OjRLoN527ZtkZWVhdzcXAwbNgxdu3ZFSkoK5s2bh/Hjx2P37t3429/+5vJaJ0+e\n", "dFxu2LChx+2x97Q5ceKE2m/VZ1FRUdi4aiPS66cjfk084lbHIX5NPNLrp1u+qVcoGDNmjN6bQCbG\n", "+CElzBw/rCLVn5njh/TH+PFPqI957hUxIn5qJmVKS0uRPCgZC84tQNGAIuxM3Ymi/kVYcG4Bkgcl\n", "MzFDlqFpUsa5E/vDDz+MsDDXl7vpppvQsWNH/PHHH3jvvfcc18fGxmLKlCkIDw93e87JkycjLCwM\n", "BQUFWLNmjXYbr6GoqCjkzM1BYV4hivOKUZhXiJy5OUzIWEBWVpbem0AmxvghJcwcP6wi1Z+Z44f0\n", "x/jxT6iPee6VMlkA3JM1od4QmUKHpkkZ54qV+Ph4j/dJSEgAAGzatMmn52zZsiXatBGdsfLy8hzX\n", "X3TRRY7LZ8+e9fhYe5LI+b6eDB48GGlpaS7/kpOTsWLFCpf7rV69GmlpaW6PHzt2LObPn+9yXUFB\n", "AdLS0tzKO5999lnMmDHD5bpff/0VaWlp2LFjh8v1s2fPxsSJE93eU1paGjZs2OBy/aJFi5CRkeG2\n", "bbfffjvfh4bvo0uXLpZ4H1b5e5jtfSQmJlrifQDW+HuY7X0kJiaa9n288847LlWkl3xyCS6cfSGG\n", "nhnqUkVq9Pdh5rhKTEy0xPuw4/sI7vuwx4/Z34ed1u+juLjYZcxr9UErXPT6RW6V80Z/H4H+PURS\n", "ZjUA+/sQ8VO/vuv7cDRE/g3AhwCc24rGAJ9+/CnjKkTex3XXXed2fD5w4EC37TUrm2RvxKKBRYsW\n", "YeTIkbDZbNi8eTN69Ojhdp/77rsP8+fPR2pqKlatWuXT81511VXIz8/HhAkT8OqrrwIQjX4bN24M\n", "m82Gb775BldffbXb46ZPn45nnnkGycnJLgkdu4KCAvTq1QubN292fLkQERERERGROqZPB55+2v36\n", "YcOA//xH/rlzSmfsTN3p9XniVsehOK9Ygy0kM7DSsbumlTI9e/Z0XD506JDH+9jnAjZr1sxx3aef\n", "foqjR496fV77czVt2tRxXaNGjdCtWzdIkuSWibOzX9+7d28f3wERERERERGpxdclsUO9ITKFDk2T\n", "Ml26dEFcXBwkScKPP/7o8T5FRUUAgD59+jiuS0tLw6effurx/mVlZdi/fz9sNhuSk5Ndbhs+fDgA\n", "YO3atW6Pq6qqwtdffw2bzea4H5Haapb3EfmD8UNKMH5ICcYPKcH4IX+4J2VE/NRMyoR6Q2QKHZom\n", "ZQDRmBcA3njjDZw/f97lti+//BK7d+9GixYtcPfdd7vc5tz419kLL7yAqqoqdO3aFampqS63jR8/\n", "Hs2bN8fKlSvdlsxevHgxDh48iL59+yIlJUXhuyLyrKCgQO9NIBNj/PiPS2XKGD+kBOOHlGD8kD/c\n", "kzIifmo2+g31hsgUOjTtKWP3wAMP4K233sLAgQMxdepUXHzxxcjLy8MjjzyC8+fPY+XKlbj22msd\n", "97/gggtQWVmJIUOG4NFHH0XHjh3x+++/Y8GCBZg9ezbatm2L1atXo3Pnzm6vtW7dOgwZMgTt27fH\n", "rFmz0KlTJ6xfvx4TJkxAy5YtkZeXh1atWnncTivNSyMisrrS0lL0ubGPWJmhDcTKDFUADoidNedm\n", "iURERGQMb74JPPCA+/XjxwOzZrleV1ZWhsysTORvzUcFKhCBCCT1SEJ2Vja/40OclY7dgzIR7403\n", "3kC/fv0wb948DBw4EGfPnkVMTAxuu+02TJw4Ee3bt3e5/969e7Fw4UKsXr0ad955J44dO4aGDRsi\n", "Li4OU6dOxfjx4136yTi74YYbsGXLFjz33HMYPXo0fv/9d8TExODBBx/EM888gyZNmgTjLRMRkcZc\n", "lsq0sy+VCbFUZs7cHL02j4iIiDzw1lOmZqUMAERFRfG7nCwvaN2RbrvtNtx2220+3Tc6OhqZmZnI\n", "zAxs7fnOnTvjgw8+COixRERkDvlb84EBXm6MAfLX5Ad1e4iIiKhuvjb6JQoVmveUISIi0kIFKsSU\n", "JU/Cqm8nIiIiQ2FShsgVkzJEKkpLS9N7E8jEGD/+4VKZrswSP2zObExmiR8yJsYP+cN9mlKal+uJ\n", "QkNo7bESaWzcuHF6bwKZGOPHP0k9klC0v8i1p4xdCC6VaYb4cWnOPACO5sxFB4qQOyiXzZl1ZIb4\n", "IeNi/JA/3CtlRPywUoZCFStliFRUc5l2In8wfvzDpTJdmSF+XJoz26ee2Zsz9xTNmUkfZogfMi7G\n", "D/nDPSkj4oeVMhSqmJQhIiJTioqKwsZVG5FePx3xa+IRtzoO8WvikV4/nRUXBpW/NV8sX+5JTPXt\n", "RERkad6SL6yUoVDF6UtERGRaXCrTXNicmYiI/FkSmygUsFKGSEUrVqzQexPIxBg/pIQZ4ofNmY3L\n", "DPFDxsX4IX80blzzGhE/TZoEfVOIDIFJGSIVLVq0SO9NIBNj/JASZoifpB5JwH4vN4Zgc2YjMUP8\n", "kHExfsgf3boBLVo4X7MI4eHAtdfqtUVE+rJJkuTtnFXIKSgoQK9evbB582YkJibqvTlERESWUlZW\n", "huRByaLZbwzEqaEqAAdEc2b2AiIiCg25ucDQocCxY0BkJLBgATB8uN5bRWZipWN31gkTERFRUNib\n", "M2dmZSJ/TT4qUIEIRCCpRxKyV2UzIUNEFCKuuQYoLQV27gQ6dmSTXwptTMoQERFR0LA5MxERAUB4\n", "ONC1q95bQaQ/9pQhIiIiIiIiItIBkzJEKsrIyNB7E8jEGD+kBOOHlGD8kBKMH1KC8UOhjkkZIhWl\n", "pqbqvQlkYowfUoLxQ0owfkgJxg8pwfihUMfVl5xYqYMzERERERERkRVZ6didlTJERERERERERDpg\n", "UoaIiIiIiIiISAdMyhCpaMOGDXpvApkY44eUYPyQEowfUoLxQ0owfijUMSlDpKLs7Gy9N4FMjPFD\n", "SjB+SAnGDynB+CElGD8U6piUIVLR4sWL9d4EMjHGDynB+CElzBA/ZWVlyBibgYSUBHRO6YyElARk\n", "jM1AWVmZ3psW8swQP2RcjB8KdRF6bwCRlURGRuq9CWRijB9SgvFDShg9fkpLS9Hnxj4o6VkCDABg\n", "A1AFFB0oQu6gXGxctRFRUVF6b2bIMnr8kLExfijUsVKGiIiIiAxt0tRJIiHTFiIhA4i92LZASc8S\n", "ZGZl6rh1REREgWNShoiIiIgMLX9rPtDGy40x1bcTERGZEJMyRCqaOHGi3ptAJsb4ISUYP6SE0eOn\n", "AhVyhUxNYdW3k26MHj9kbIwfCnVMyhCpqF27dnpvApkY44eUYPyQEkaPnwhEAJKXG6uqbyfdGD1+\n", "yNgYPxTqbJIkefuKCzkFBQXo1asXNm/ejMTERL03h4iIiIgAZIzNwIJzC0RPmZr2Aen105EzNyfY\n", "m0VERDqx0rE7K2WIiIiIyNCys7IRuyUW2AegqvrKKgD7gNgtscjOytZx64iIiALHWk8iIiIiMrSo\n", "qChsXLURmVmZyF+TjwpUIAIRSOqRhOxV2VwOm4iITItJGSIV7dixA126dNF7M8ikGD+kBOOHlDBD\n", "/ERFRXGKkkGZIX7IuBg/FOo4fYlIRZmZmXpvApkY44eUYPyQEowfUoLxQ0owfijUMSlDpKI5c+bo\n", "vQlkYowfUoLxQ0owfkgJxg8pwfihUMekDJGKuKQfKcH4ISUYP6QE44eUYPyQEowfCnVMyhARERER\n", "ERER6YBJGSIiIiIiIiIiHTApQ6SiGTNm6L0JZGKMH1KC8UNKMH5ICcYPKcH4oVDHpAyRis6cOaP3\n", "JpCJMX5ICcYPKcH4ISUYP6QE44dCnU2SJEnvjTCKgoIC9OrVC5s3b0ZiYqLem0NERERERERENVjp\n", "2J2VMkREREREREREOmBShoiIiIiIiIhIB0zKEKnoyJEjem8CmRjjh5Rg/JASjB9SgvFDSjB+KNQx\n", "KUOkojFjxui9CWRijB9SgvFDSjB+SAnGDynB+KFQx6QMkYqysrL03gQyMcYPKcH4ISUYP6QE44eU\n", "YPxQqGNShkhFZu/8Tfpi/JASjB9SgvFDSjB+SAnGD4U6JmWIiIiIiIiIiHTApAwRERERERERkQ6Y\n", "lCFS0fz58/XeBDIxxg8pwfghJRg/pATjh5Rg/FCoY1KGSEUFBQV6bwKZGOOHlGD8kBKMH1KC8UNK\n", "MH4o1NkkSZL03gijKCgoQK9evbB582Y2nCIiIiIiIiIyICsdu7NShoiIiIiIiIhIB0zKEBERERER\n", "ERHpgEkZIiIiIiIiIiIdMClDpKK0tDS9N4FMjPFDSjB+SAnGDynB+CElGD8U6piUIVLRuHHj9N4E\n", "MjHGDynB+CElGD+kBOOHlGD8UKgLWlLm9OnTePHFF5GUlIRmzZqhUaNGiI2NxdChQ/Hmm296fMz3\n", "33+PoUOHomXLloiMjES3bt0wffp0lJeX1/paxcXFGDVqFKKjo9GwYUN06tQJmZmZOHnypBZvjcgh\n", "NTVV700gE2P8kBKMH+MrKytDxtgMJKQkoHNKZySkJCBjbAbKysr03jTGDynC+CElGD8U6iKC8SK7\n", "du3CgAED0KxZM0yZMgU9e/bE/7d35/E1XWsfwH/rZB6RScQQQiODsYRSbVFKW63pai9epC7RNtVW\n", "uVJXNUoN1eGttyi9fWPoNd0i1dc1hEhMNZaSGBIy4CZRU4SIiCTP+4eb02znJDkhccT5fT+f/WnO\n", "Wus5e+1znsbJc/Zeu6CgAJs2bcKHH36IX3/9FWFhYZqYFStWYPjw4ejYsSOio6Ph4+OD6OhofPjh\n", "h/j555+xfft2ODk5GewrPj4eL730Eho3boylS5fC398fcXFxePfdd7Fu3Trs3r0b3t7eD+OwiYiI\n", "iAAAFy9eROcXOyOlbQrQE4ACUAycyDiBXb13Ye/mvfD09DT3NImIiOghq/aizM2bN/HCCy/AxcUF\n", "e/bsgaOjo77P398f+fn5+PHHHzUxKSkpGDlyJDw9PbFp0ya4uroCAD744APcvn0bkydPxrhx4wzO\n", "sLl27RoGDRoEpRQ2btyIxo0bAwBCQ0NhZ2eHoUOHYvjw4YiJianegyYiIiIqJeKTiLsFmYalGnUA\n", "GgIpSMHEqROxeP5ic02PiIiIzKTaL1+aNWsWzp49i8jISE1BpkRERAQOHTqkaZs5cyYKCgrwxhtv\n", "6AsyJcLDw2Fra4uoqCicP39e0/fNN9/gypUr6Nu3r74gU+LPf/4z6tWrh23btuGXX36pmoMjusdP\n", "P/1k7ilQDcb8oQfB/Hm0HfjtANCgjM76/+k3I+YPPQjmDz0I5g9ZumotyhQVFSEqKgpKKfTu3dvk\n", "mHXr1kEpheeff96g39XVFR06dEBxcTHWrFmj6Ss548ZYXOnnW716dWUPhcgkn332mbmnQDUY84ce\n", "BPPn0VaIwruXLBmj+0+/GTF/6EEwf+hBMH/I0lVrUSYxMREXLlxA3bp1ISL46KOP0LJlS7i7u6Np\n", "06YYMWIEEhMTNTHJycnIyckBAAQEBBh93ubNmwOA5gybmzdv4vjx41BKVSqOqCpxPQB6EMwfehDM\n", "n0ebNawBKaOz+D/9ZsT8oQfB/KEHwfwhS1etRZljx44BuPvZO1wAACAASURBVHv2S0hICA4fPox5\n", "8+Zh9+7diIiIwIYNG9C+fXusX79eH5OSkqL/uawFeevVq2cwNi0tDSJS6TgiIiKi6tahTQfg32V0\n", "Zvynn4iIiCxOtX4tU3KLx0uXLsHd3R0bNmyATne3DhQYGAgfHx+8+uqrGD58OFJSUuDh4aG/bbWV\n", "lRWsrKyMPm/J2jQlZ9QA0Nzu2sHBweQ4IiIiouo2Z+oc7Oq9CylIAerj7tdixQAygKZHmmLO5jlm\n", "niERERGZQ7WeKZOXl6f/+e2339YXZEr06dMHfn5+uHHjBpYtW1adUyEiIiIyG09PT+zdvBehdqEI\n", "2hYE/xh/BG0LQqhdKG+HTUREZMGq9UyZ0mesBAUFGR0THByM1NRUHDx4EAD0d1sqKipCUVGR0bNl\n", "Soo9tWrV0reV/vnWrVtG92UsrrR69erB2toavXr1QmBgoKbv2rVrGDFiBLp166Zv27t3L1avXo2v\n", "v/5aM3b27NkICAhAv3799G0nT57EokWLEBkZiTp16ujbFy5cCHt7e4SGhurbsrKy8Nlnn+G9995D\n", "kyZN9O2rVq3ChQsX8P7772uOddKkSRgxYgTatm2rb9+8eTP27duHqVOnaub24YcfolevXjyOajqO\n", "ffv24dlnn63xx/G4vB817TgOHDiAiRMn1vjjAB6P96OmHceBAwfwr3/9q8YfB/B4vB9lHcfYv4w1\n", "OI7z588jOTnZrMdx4MABHD582OLeDx5H1RxHSf7U9OMoweN4uMdRkj81/ThK43FU7XGsWbMGzs7O\n", "mrkdP34cnp6e+iVKajSpRitWrBCllOh0Ojly5IjRMaNGjRKllPTq1UtERE6cOKGPOX/+fLkxQ4YM\n", "0bfl5ubq43bt2mU07tNPPxWllHTu3LnMOQ8YMEBwdyk+bty4cePGjRs3bty4cePGjdsjuA0YMMDU\n", "0sQjrVrPlCld4bpw4YLRMSXrzpRU2fz9/eHq6oobN27g1KlTaNCggUHMqVOnAAAhISH6NicnJ7Ro\n", "0QKJiYk4deoUunTpYlLcvebNm4fJkydXdGhEREREREREZCaPxVkyqObLlwICAuDv74/k5GQcPXoU\n", "vXv3Nhhz4sQJAEDnzp0B3F3gd+DAgVi8eDFiY2PRo0cPzficnBwcPHhQP660QYMGITExEbGxsRg1\n", "apSmr7i4GNu3b4dSCoMGDSpzzvXq1Xts3lwiIiIiIiIienRV60K/APRnnSxatAh37tzR9G3ZsgVn\n", "zpyBh4cHRowYoW//29/+BltbWyxevFhzVyUAmD9/PgoKChAaGoqGDRtq+saOHQt3d3esX78e6enp\n", "mr5Vq1YhKysL3bt3x9NPP12FR0hEREREREREVHlWU+9d+aeKtW7dGpmZmdi+fTsOHjwIf39/FBYW\n", "YuPGjRgzZgxsbGwQHR0Nf39/fYybmxsaN26MFStWID4+HoGBgbhz5w6ioqIwZcoUPPnkk1i1ahVs\n", "bW01+7K3t0dISAhWrFiBDRs2oHnz5tDpdPjpp58QHh6OBg0aYMOGDQaLBBERERERERERPWxKRORh\n", "7Oif//wnFi5ciCNHjuDWrVuoX78+XnzxRfz1r3+Fr6+v0Zj9+/dj1qxZ2LNnD3Jzc+Hn54fBgwdj\n", "4sSJBgWZ0pKSkjBt2jRs374d2dnZqF+/PgYMGIApU6bo7+5ERERERERERGROD60oQ0RUE40bNw5z\n", "586Fr68v0tLSzD0dIiKyYHv27MHIkSNx+vRppKeno1GjRuaeEtUgzB96EA+SP3PnzsW4ceMA3F3r\n", "lbSqfU2ZmmDz5s3o2bMn3N3d4ezsjHbt2mH+/PlgvapmOXfuHKZPn46nn34abm5usLW1hbe3N15+\n", "+WWsXbu23Nj9+/ejX79+8PLygqOjI1q0aIEZM2agoKCg3LikpCT813/9F3x8fODg4IBmzZph4sSJ\n", "Bmsh3SsrKwtvvvkmfH19YW9vD19fX7z11lvIysoqNy4nJwcTJ07EE088AQcHB/j4+GDYsGFITk4u\n", "N47uz/79+/E///M/AAClVIVjmUN08+ZNzJo1Cx06dECdOnXg5OSEpk2bol+/fvjuu++MxjB3CADS\n", "09Mxbtw4tGrVCm5ubrC3t0eTJk0wbNgwHD58uMw45o9lyMvLw7hx49C1a1ecPn26wn+TSjzu+XH7\n", "9m3MmDEDwcHBcHR0hJeXF/r3748DBw6UG2dpKps/ly5dwldffYXnn38enp6esLW1hYeHB7p3746o\n", "qKgK/0Zi/jxe7vf3T4n09HT9OrOmxFpk/pjzftyPgtmzZ4tSSl599VU5fPiwnD59WiIiIvRthYWF\n", "5p4imSA+Pl6sra3F3t5ePv74Y/n1118lJSVF1qxZI/7+/qKUkqFDh0pxcbFB7PLly8XKyko6d+4s\n", "u3fvltTUVPnyyy/FxsZGOnToILm5uUb3GRcXJw4ODhIYGCgxMTGSnp4uixcvFhcXF2natKlkZWUZ\n", "jTt+/Li4u7uLj4+PrFu3TtLT02Xt2rXi7e0tHh4ecuLECaNxmZmZ4ufnJ66urrJkyRJJT0+XLVu2\n", "SEBAgDg6Okp8fPz9v4Bk4Pbt2xIcHCy+vr6ilJImTZqUOZY5RCIiycnJ4uvrK23atJF169ZJWlqa\n", "JCUlyddffy329vbSoEEDgxjmDomIxMbGioODg9ja2srs2bMlMTFRkpKSZMGCBVKrVi2xtraWlStX\n", "GsQxfyxDcnKyNGvWTJo2bSrx8fGilBKdTidnz54tN+5xz48bN25ISEiI2NjYyFdffSWpqamya9cu\n", "6dSpk1hbW8uKFSvKfX0sRWXz5/Tp0+Lo6Cg6nU7Gjh0r+/fvl7S0NNm0aZOEhISIUkq6d+8ut27d\n", "MhrP/Hm83O/vn9J69uyp/zyt0+nKHWup+WPRRZmdO3eKUkpatGhhUHwJCwsTpZTMmDHDTLOjyoiO\n", "jhallMybN8+gLzMzU1xdXUUpJd9//72m78yZM2JnZyfe3t6Sk5Oj6Zs5c6YopWT06NEGz5mdnS0e\n", "Hh7i6OgoaWlpmr4VK1aIUkp69uxpEHfnzh0JCAgQnU4ne/fu1fTt2bNHlFISFBRktBjYo0cPUUoZ\n", "fDBPTU0Ve3t78fT0NDgGun+RkZHi5uYmK1euLLcowxwiEZHc3Fxp3LixtGjRQm7evGnQP3v2bGnX\n", "rp2mjblDJVq1aiVKKZkyZYpB39///ndRSomHh4cUFRXp25k/luPnn3+Wd999V/Ly8kRETPqjyBLy\n", "4y9/+YsopWTWrFma9mvXrkndunXF3t5eUlNTDeIsTWXz58iRI6KUkgkTJhj05eXl6f+4/uijjwz6\n", "mT+Pn/v5/VPa4sWLxdbWVjZs2FBhUcaS88eiizLdu3cXpZQsWrTIoC8pKUmUUlKrVq0yK8H06IiO\n", "jhYbGxu5ceOG0f6hQ4ca/R955MiRopSSSZMmGcTk5OSInZ2dWFlZyblz5zR906ZNE6WUDB482CCu\n", "uLhYfHx8RCkle/bs0fQtW7ZMlFLSqVMno/Ps1KmTKKVk+fLlmvaSAqKxb9pFRAYPHswiYhVKTEwU\n", "Ozs7iYqK0n8rUFZRhjlEIiKTJ08WpZT8+OOPJscwd6iEg4OD6HQ62bhxo0FfQkKC/oPspUuX9O3M\n", "H8tx71m+pvxR9LjnR3p6uuh0OnFwcJDr168bxE2aNKnMwpOlqWz+HDlyRHQ6nZw8edJof8m/d088\n", "8YRBH/Pn8XM/v39KXLhwQerUqSMff/yxpKenV1iUseT8sdg1ZS5duoT4+HgopfD8888b9Pv7+6N+\n", "/fq4fv06Nm3aZIYZUmX06dMHV69eLfN25/Xr1wcAZGdn69uKioqwbt26MnPA1dUVHTp0QHFxMdas\n", "WaPp+/HHHwHAaFzp51u9erXJcQDQo0ePcuO6du1aqTiqvOLiYvzlL3/BM888gzfeeKPc66aZQwTc\n", "zYOoqCgopdC7d2+TY5g7VKJNmzYQERw/ftyg78SJEwAAHx8feHh4AGD+WJrKrt9gCfmxdu1aiAja\n", "tWsHFxeXMuPWrVtn8YuKVjZ/WrVqhezsbAQEBBjtN/aZugTz5/FT2fwpLTw8HPXq1cNHH31k0lqt\n", "lpw/FluUOXToEEQENjY2aNq0qdExJb+MDh48+DCnRvfB2tq6zIIMAP0CTy1bttS3JScnIycnBwDK\n", "/IenefPmAO7mS4mbN2/i+PHjUEpVKg64u+Beefsrab/fuBMnTuD27dtGx5Bp5s6di4SEhDIXZS2N\n", "OUQAkJiYiAsXLqBu3boQEXz00Udo2bIl3N3d0bRpU4wYMQKJiYmaGOYOlfbtt9+ifv36mDFjBtas\n", "WYNbt26hoKAAW7duxfjx4+Hu7o5ly5bpxzN/qDyPa37k5+dXOi47OxtnzpwxOoaM0+l0cHV1LbPf\n", "2GdqgPlDWtHR0YiOjsb3338PGxubCsdbev5YbFEmJSUFAODp6VnmmHr16gEAUlNTH8qcqHoUFhZi\n", "69atUEohPDxc316SAwDg7e1tNLYkB0qPTUtL01d7KxOXm5uLS5cuQSlVZlxJ+4ULFzT/85c8T0Vx\n", "xcXFvG3zA0hLS8NHH32E6dOno0mTJhWOZw4RABw7dgzA3W+nQ0JCcPjwYcybNw+7d+9GREQENmzY\n", "gPbt22P9+vX6GOYOlda6dWskJSVh/PjxGDlyJJydneHo6Ig+ffrgT3/6E5KSktCtWzf9eOYPlccS\n", "8qOiuLp16+p/5uf4qrVx40YA0HymBpg/9Idr164hPDwc4eHh6NSpk0kxlp4/1iaNegyV3FLLwcGh\n", "zDGOjo4AoP+2gWqmqKgo/P7773j77bfRrl07fXtJDlhZWcHKysporLEcKH07trLy50HjSmLt7e01\n", "sabG0f0ZPXo0goODMW7cOJPGM4cIuHs5bMl/3d3dsWHDBuh0d7/zCAwMhI+PD1599VUMHz4cKSkp\n", "8PDwYO6QRnZ2NkJDQ/Gvf/0LEyZMwKBBg2BnZ4dt27YhMjISu3fvxqpVq/Rn9jJ/qDyPa36U3k9F\n", "cVZWVrC1tUVBQQHzqgrFxMTg8OHDePnllzFw4EBNH/OHSowfPx62traYNWuWyTGWnj8WW5Qhy3Dm\n", "zBlMmDABnTt3xldffWXu6dAj7H//93+xc+dO/Prrr5rrZx/kWlqyDHl5efqf3377bX1BpkSfPn3g\n", "5+eH1NRULFu2DB988MHDniI9wkQEvXv3xsGDBzF58mRMnz5d39eiRQs0btwYAwYMQJcuXZCYmAh3\n", "d3czzpaILNXly5cxatQo+Pv7Y+nSpeaeDj2iYmNjsXjxYmzcuBFOTk76dn6eLp/FXr5Ucq3krVu3\n", "yhxT8kG7Vq1aD2VOVLWysrLwwgsvwN/fH5s2bYKtra2mvyQHioqKUFRUZPQ5jOVA6Z/Lyh9jcaWv\n", "z60orqzYysaRabKysjBhwgREREQYXCNd3sJkzCECtN+UBAUFGR0THBwM4I81ypg7VGL79u04ePAg\n", "lFIYP368QX+/fv3wxBNP4Pfff8ff//53AMwfKp8l5EdFcUVFRSgoKIBSinlVBXJzc/HSSy/B2toa\n", "sbGxcHNzMxjD/KG8vDyEhYVh6NChBjc+qGihX0vPH4styjRr1gzAH6edG1OykFVZCwHToyszMxPP\n", "P/88vLy8sG3bNqMrY5fkAPDHe30vYznQuHHj+4pzdnaGp6cnRAQXLlwoN87b21t/al3p56koTqfT\n", "aeZHpomJiUFOTg6++uoruLi4aLaXXnoJAHD27Fl9W8kv49LvL3PIcvn4+AC4+y2QsQ+qAODl5QXg\n", "j7tVMHeoxK+//grg7jXotWvXNjqmZHHDkrHMHyqPJXy+qSiudDs/xz+YGzdu4KWXXkJ2djbi4+P1\n", "d1+6F/OHDh48iLS0NKxdu9bg83SLFi0A3C3OlG7/97//DYD5Y7FFmXbt2kEphTt37pS5KvKpU6cA\n", "ACEhIQ9zavSAzp49i2effVZfkCnrQ66/v7/+j+uS9/pexnLAyckJLVq0gIhUKg4AOnbsCAA4efJk\n", "tcQFBwdrftmQaQYOHIgzZ84gISEBR48e1Wzff/89gLu3gCxp++233wAwh+iutm3b6n8u6x/oki8A\n", "6tSpA4C5Q4bKO7X73kvimD9UHkvID1PjateurSlSUeVkZ2ejR48euHr1Knbt2oVGjRqVOZb5Qx07\n", "dsSZM2eQmJho8Hm6ZIFopZSmvWTxXkvPH4stynh6eqJr164QEcTGxhr0JyUlISMjA66urganX9Gj\n", "6/Tp03jmmWfwxBNPYPPmzZrbZB87dgwvvvii/rFOp8PAgQPLzIGcnBwcPHgQVlZWBouZDRo0CACM\n", "xhUXF2P79u1QSunHmRIHANu2bdOMuzdux44dRk//KyuOTOPs7Aw/Pz+jW8lZENbW1pp2APrcYA5Z\n", "toCAAPj7+0NEcPToUaNjTpw4AQDo3LkzAOYO/aHkLJgLFy5oFhIsLSkpCcDdP7YB5g+VzxI+3wwc\n", "OBBKKRw+fNjo/zclcQMGDOBaFvfp4sWL6Nq1KwoLC7Fjxw7NnWZ+//139O7dGxcvXtTEMH8sm729\n", "fZmfp0sX9Eq3l16M3KLzRyzYjh07RCklLVq0kMLCQk3f6NGjRSkln376qZlmR5WVmJgo3t7e0q9f\n", "P7l9+7ZBf1xcnCilNG1nzpwROzs7qVu3ruTk5Gj6ZsyYIUopGTVqlMFzZWdni4eHhzg4OEhaWpqm\n", "b/ny5aKUkh49ehjE3blzR5o3by5KKfnll180fXv27BGllAQGBkpRUZFBbPfu3UUpJStXrtS0p6Sk\n", "iJ2dnXh6ehocAz24krxp0qSJ0X7mEImILFu2TJ8nBQUFmr7NmzeLUsrg9WXukIhIXl6eeHt7i1JK\n", "pk+fbtC/adMmUUqJtbW1HD9+XN/O/LFcSinR6XRy9uzZMsdYQn6MHDlSlFIya9Ysg2Pw8vISe3t7\n", "SU1NNYizdKbkT0ZGhgQEBEjnzp2NvvZpaWmilDJ4DubP48+U/DGmJGd0Ol2ZYyw5fyy6KCMiMnPm\n", "TFFKySuvvCKHDx+WpKQkiYiIEKWU9OnTx+ibR4+ehIQE8fDwEKWUtGnTRtq1a2ew+fv7GxRlRER+\n", "+OEHsbKyks6dO8uePXskJSVFvvjiC7GxsZGQkBDJzc01us/t27eLg4ODBAQESExMjKSmpkpUVJQ4\n", "OzuLn5+fZGVlGY1LTEwUd3d3qVevnqxbt07S0tJk7dq14u3tLR4eHpoP3aVlZmZKkyZNxMXFRRYv\n", "XiypqamyZcsWad68uTg6OkpcXNx9v35kKCkpSRISEiQqKkqUUlK/fn1JTEyUhIQEuXjxomYsc4hE\n", "RMLCwkQpJb1795b9+/dLenq6LF++XDw9PaV27dqyY8cOgxjmDomIxMbGirOzs9jY2Minn34qJ0+e\n", "lNTUVPn+++/F3d1drKys5OuvvzaIY/5YjpJ/kxISEkQpJUopiYmJ0bcZ87jnx40bN6R9+/ZiY2Mj\n", "X375paSkpMju3bvlqaeeEmtra/nHP/5R8QtrISqTP//+97/Fz89P/4essc/ULVu2NFqUEWH+PI7u\n", "5/dPidTUVElISJAtW7boY0s+T2dkZBiMt9T8sfiijMjdb6F69OghtWvXFicnJ3nyySflm2++keLi\n", "YnNPjUz09ddf66uvZW3lVWf37dsnffv2FQ8PD7G3t5egoCCZPn260TNuSjt16pQMGTJEvL29xc7O\n", "Tvz8/GTChAkVfuOXkZEhYWFh0rBhQ7Gzs5OGDRvKmDFjJDMzs9y4a9euyYQJE6Rp06ZiZ2cn3t7e\n", "MnToUDl16lT5LxBVWuPGjfX/eJTOIaWUfPLJJwbjmUMkIrJ69Wrp1q2b1K5dW/9+hoeHS3p6epkx\n", "zB0Sufut3DvvvCPNmzcXBwcHsbW1lUaNGsmQIUNk7969ZcYxfyxDef8mlffN8+OeH/n5+TJ9+nQJ\n", "DAwUe3t7cXd3l759+8q+ffvKjbM0lcmf6Ohokz9Tl3W2BPPn8XK/v39ERLp27Vpm7BtvvGE0xhLz\n", "R4lUcH8qIiIiIiIiIiKqcha70C8RERERERERkTmxKENEREREREREZAYsyhARERERERERmQGLMkRE\n", "REREREREZsCiDBERERERERGRGbAoQ0RERERERERkBizKEBERERERERGZAYsyRERERERERERmwKIM\n", "EREREREREZEZsChDRERERERERGQGLMoQEREREREREZkBizJERERkVvHx8dDpdOVuO3bsMPc0iYiI\n", "iKocizJERET0SFBKldleVh8RERFRTWZt7gkQERGRZQsKCsIPP/ygL7xcunQJ48aN0/eLiLmmRkRE\n", "RFStlPCTDhER0UO1ZMkSpKen6x+3bdsWffv2Nd+EHjHp6enw8/PTtMXHx+PZZ58104yIiIiIqgfP\n", "lCEiInrIlixZgp07d+ofjxgxgkUZIiIiIgvENWWIiIjMjOulEBEREVkmFmWIiIiIiIiIiMyARRki\n", "IiIiIiIiIjNgUYaIiIiIiIiIyAxYlCEiIiIiIiIiMgMWZYiIiIiIiIiIzIC3xCYiIjIzEamS58nJ\n", "yUFiYiKSk5Nx7do15OXlwdXVFW5ubggKCkLLli1hbV11//QXFRXh1KlTOHbsGC5fvozr16/DwcEB\n", "bm5u8Pf3R8uWLeHi4lJl+7MUp06dwi+//IILFy7A1tYWDRs2xFNPPQVfX98KYy9evIidO3ciPT0d\n", "hYWF8PLyQuvWrdGuXbsqmVtBQQGOHz+OxMREXL16Fbm5uXBycoK7uzsCAwMRHBwMBweHKtkXERGR\n", "JWBRhoiIqJqFhoZi2bJlZfYvXboUS5cuLbPf19cXaWlpRvt+++03rF69Gps3b8bRo0fLnYeTkxP6\n", "9u2LcePGPdAf6efOncPnn3+OVatW4cqVK+WObdu2LV588UX079+/ygoD96ro9S3tueeeQ1xcXLXM\n", "417p6enw8/Mrd8zixYsxYsQIAMC+ffswfvx47N271+jYZ599Fp999hk6duxo0Hf27FlERERg7dq1\n", "KCoqMuivX78+pk+fjtDQ0MofCIDjx4/jiy++wNq1a5Gbm1vmOCsrKzz11FPo3bs3Bg4ciICAgPva\n", "HxERkaXg5UtERETVTCml+e/9xpeWlZWFdu3a4cknn8Rnn32mL8gopWBrawsfHx80atQIzs7O+vib\n", "N29ixYoVCAkJwbvvvouCgoJKz+W7775DYGAg5s+fry/IKKVQu3ZtNG7cGPXq1YONjY1+n0eOHMHM\n", "mTMREhKCli1bYuvWrff1GpSnMq/v/b4H1aVkPgsWLECXLl3KLMgAwM6dO9GlSxcsXLhQ0x4XF4c2\n", "bdrgn//8p9GCDABkZGRg5MiRCA8Pr/QcP/nkE7Rp0wZLly7VF2SUUnB3d0eTJk1Qt25dWFlZAbh7\n", "9tSePXswZcoUBAUFoVOnTjhy5Eil90lERGQpeKYMERFRNRszZgx69uwJ4O6lSjNmzMCpU6f0/c8+\n", "+yzCwsLKjHd2djZou3LlisEfu4MGDcLYsWPx1FNPaS5TSktLw7p16/Dll1/iwoULAIB58+YhOTkZ\n", "GzduhE5n2nc0CxYswDvvvKN/3LBhQ/ztb39D37594e3trW/Pz8/H7t278eWXX2LLli369uPHj2Pv\n", "3r3616KqlLy+IoLNmzdj+fLlAO6eGTRr1iy4ubnpx9atW7dK912eOnXqIDIyUl94ERF88sknBuOW\n", "L1+Od955B0optGrVCk8//TTq1KmDS5cuIT4+HqdPn9aPLSoqQnh4OJo0aYJevXrht99+wyuvvIK8\n", "vDx4enqiV69eaNiwIW7evIlDhw5h7969msvjvv32W7Rt2xajRo0y6RgmTpyIL774Qv84MDAQkydP\n", "xosvvog6dero23Nzc7Ft2zZ89tln2L9/v759//79SEhIQNu2bU1/4YiIiCyJEBER0UP13HPPiVJK\n", "v73xxhuVfo6EhATNcyxcuLDCmOzsbHnmmWc0cRERESbtLy0tTRwcHPRxvr6+cunSpQrjZs+erdnf\n", "J598YtK+SscopWTHjh0Vxq1cuVJsbGxEKSV16tSRPXv2mHRsD9O9xzVt2jRxcnKS+vXry9atW43G\n", "zJs3T3Q6nSauefPmcvv2bQkKChIrKyuZOnWqFBYWGsTu2rVL3NzcNLEeHh6Sn59f4Vx/+eUXTVxI\n", "SIjk5eWVG1NcXCxvv/22Jm7p0qWmvThEREQWiJcvERER1XCDBg3CmDFjKhxXu3Zt/PTTT5ozHObO\n", "nYvMzMwKY6OiopCfn69/PH78eHh4eFQYFxERgZdeeqnCcQ9qwYIFGDp0qH5x27i4OHTu3Lna9/ug\n", "vvjiC1hZWWHLli3o0aOH0THh4eGaM5QAIDk5GcOGDcPJkycxbdo0REZG6i8hKq1Lly5YtGiRpu3K\n", "lSv4v//7vwrn9u2332oeT5kypcJFfJVS+Oabb9CyZcsKn5+IiIi4pgwREVGNppTC22+/bfJ4Nzc3\n", "vPHGG/rHt2/fxnfffVdh3I4dOzSPAwMDTd6nqZfK3K/p06fjnXfegYigYcOG2LlzJ1q3bl2t+6wq\n", "N27cwMSJExEcHFzuuHfffdeg7ccff0RQUBAmTZpUbuyf/vQn1KtXT9Nmyto+pd9zpZTJ77lOp9Pk\n", "GBEREZWNRRkiIqIayN/fH4mJiUhISECXLl0qFXvv3Xu2b99eYczvv/+ueVyyNo0pWrRogfr166NB\n", "gwZwdXU1Oa4iIoL3338fkZGRAIAnnngCu3fvhr+/f5Xto7rZ2NiYVFRr2rQpGjVqZND+1ltvmbR4\n", "cbdu3TSPK7pTF6B9z0WkUu9569at9e+5k5OTyXFERESWhgv9EhER1UC2trYICgq6r9h7Lzv69ddf\n", "K4y597KVBQsW4M9//rNmQeGyNGvWDOfPn6/cJCtQWFiIkSNH4h//+AcAoFWrVoiJiYGXl1eV7qe6\n", "derUSXM5WXmaNWuGc+fO6R8rpdCnTx+TY0sz5f1wcHDQ3KFr7ty5JhcAu3XrVuXvORER0eOIZ8oQ\n", "ERFZmHvPrMjPz8etW7fKjWnfvr3m8b59+/Diiy9qNDpEtwAAC+lJREFU7gz0sOTn52PAgAH6gkyn\n", "Tp2wY8eOGleQAVCpy6zuLd64uLjA19fXpNh7C3HXr1+vMObe93zt2rUYPHgwsrKyTNonERERVYxF\n", "GSIiohpORLBz505ERETghRdeQOPGjVGnTh1YW1tDp9MZbN27dzd4juzs7HL38eabbxoUc2JjYxEU\n", "FIR+/frhp59+0iwEXF2uX7+OXr16YcOGDfq2b7/9FrVq1ar2fVeHxo0bmzzW0dFR89jUgoyx2Ly8\n", "vApjjF1WtXr1avj5+WHYsGHYunUrCgsLTZ4DERERGWJRhoiIqAb78ccf0axZM3Tt2hWff/45tm3b\n", "hnPnziEnJwfFxcUmP09Ff1y3a9cOn376qUF7UVERfv75ZwwYMAAeHh7o378/Fi9ejIsXL1b6WCpy\n", "8eJFdO3aFbt27dK0h4WFoaioqMr39zA4OzubPPbeolhlYnW6yn/k69+/P0aPHm3Qfvv2bSxfvhy9\n", "evWCl5cXhg4dilWrViEnJ6fS+yAiIrJ0XFOGiIioBiosLERoaChWrFihabe1tUWvXr3QoUMHeHl5\n", "GV1k9cSJE5g5c2al9zlp0iQ0aNAA48aNw9WrVw368/LysH79eqxfvx5KKXTu3BmDBw/GsGHD4OLi\n", "Uun9lZaeno7Ro0cbvVzqwIEDiIyMNFo0etTZ2dmZJdZUixYtgr+/PyIjI42eXXPt2jWsXLkSK1eu\n", "hLW1Nbp3744hQ4bg9ddffyjzIyIiqul4pgwREVENNGbMGIOCzCuvvIKzZ89i/fr1mDx5MkaPHo0h\n", "Q4YYbD169Ljv/Q4bNgypqamYOXMm/Pz8yhwnItizZw/eeecdNGzYENOmTdMsGltZYWFhOH36NHQ6\n", "HSZPnmywvsrs2bOxc+fO+35+Ktv48eORkpKCDz/80ODW2qUVFhYiJiYGoaGh8PX1xfz58yEiD3Gm\n", "RERENQ+LMkRERDVMXFwcFi9erGnr2rUroqOjUbdu3Wrfv6urKz788EOcOXMG+/btwwcffFDu+ibX\n", "r1/H1KlT0alTp0rdVrm0goIC2NjYYPHixZg+fTq+++47TX9xcTGGDRuGa9eu3dfzU/nq1q2LmTNn\n", "4vz584iNjcWbb75Zbq5dvHgRY8eORe/evZGbm/sQZ0pERFSzsChDRERUwyxcuNCgbdasWfe1bsiD\n", "6tChA7744gukpaXhwIEDmDBhAho0aGB07JEjR/Dqq6/e1/ovjo6OWLduHYYNGwYAGDhwIEaNGqUZ\n", "c/78eYSFhVX+IMhkOp0O3bp1w4IFC5CZmYm4uDi89dZbcHd3Nzp+69at+veMiIiIDLEoQ0REVMNs\n", "3rxZ89jd3R0dO3Y002z+0L59e8yZMwfp6emIjo5GmzZtDMYcOnRIfyvryvj+++/x8ssva9rmzp2L\n", "gIAATduaNWsMziKi6qGUwnPPPYf58+cjIyMDS5cuNXpJ2/r167Fjxw4zzJCIiOjRx6IMERFRDXL9\n", "+nXcuHFD01aZ2yo/DDqdDn379sXBgwcNzmYBgOjo6Eo/p4+Pj0Gbg4MDVq5cCVtbW037u+++izNn\n", "zlR6H3T/bG1tMWzYMCQkJBgUz4D7e8+JiIgsAYsyRERENcjNmzcN2uzt7Sv1HPcWdUyxadMmrFmz\n", "plKL6VpZWWHevHkGi8OmpKRUev9lad26NWbPnq1pu3nzJoYMGVLhbb6pfGvWrMGaNWtw6NAhk2Mc\n", "HBywZMkSg0JZVb7nREREjxMWZYiIiB4ya2trzeOy7lBTWFiIy5cv4/Lly7hy5QoAGF27Iysrq1L7\n", "T01NrdR4AHjrrbfw2muv4b333qtUnK2tLZ5++mlNm5WVVaX3X573338fvXr10rQdOnQIU6ZMqdL9\n", "WJrXXnsNr732GmbMmFGpOHd3d7Rq1UrTVtXvORER0eOCRRkiIqKHzMXFRfP49u3bRsfFxsbCy8sL\n", "Xl5e+rsb2draonnz5ppxqampOH/+vMn737BhQyVn/Ifk5GTk5+dXKubeM1YaNWp03/svy9KlS+Hl\n", "5aVp+/zzzxEXF1fl+7I0R48erXTMw3jPiYiIHgcsyhARET1k994+uqzbRJcutJQuOLzyyisGY+fM\n", "mWPSvnfs2IHY2FiTxhpz69Yt/PDDDyaPv3PnDvbs2aNp69Onz33vvyxeXl5YunQplFL6tuLiYgwf\n", "PhzZ2dlVvj9Lkp6ejq1bt5o8/vLly0hMTNS0Vcd7TkRE9DhgUYaIiOgha9++veZxQkICiouLDcaV\n", "PqOlQ4cO+p8/+OADODo6asYuWLCgwmLJyZMnMXjw4PuZssZf//pX7N+/36SxEyZMwKVLl/SPfX19\n", "MXTo0AeegzG9evUyuLwqIyMDo0ePrpb9WZKRI0eatHhyYWEhxowZozlTJiQkBD179qzO6REREdVY\n", "1hUPISIioqrUt29fODk56RftvXLlCiIjI/Hxxx/DxsYGt27dwpw5c/Dzzz8DuHvr4dDQUH28t7c3\n", "Fi5ciOHDh+vbRAQjRoxAbGws3nvvPbRp00Z/1khGRgaWLVuG2bNn48aNG2jTpg1+++03TWx0dLR+\n", "vRqllEHhpPQZKNevX8czzzyDsLAwDB8+HG3atNEs7Hrjxg3Ex8fjv//7vxEfH69vd3FxwfLly+Hk\n", "5GTwmpS+Tfbly5cN+mNiYnDu3Dn9XHr27Kk/eygtLU1/Nk5wcDCcnZ2Rm5urj123bh0mTZqE4OBg\n", "fXz//v0NClvV4aeffkJubi6UUkbXDvrll19gZWUFETE4rmPHjuHYsWP6sfeuBXThwgUsX75c/7yt\n", "W7dGy5YtAQAXL15ETEyMfuzevXs1sSKiiXVxcUHfvn3LPI6MjAy0adMG7733Hl5//XUEBwdr1om5\n", "cuUKtm7dijlz5mhyy9vbGz/88IMmf4iIiOgPSspaXZCIiIiqzfz58zF27FhNm729Pdzd3ZGZman5\n", "A37w4MFYvny5wXNERUVh7NixuHXrlkGfo6Mj3N3dcfPmTVy9ehXA3VtVR0REoGfPnujevXu587v3\n", "zJ2pU6di/vz5+gWHS7O2toa7uzscHByQm5trtKgSGBiIH374AU8++aTR/el0lTt5Ny4uDs899xwA\n", "YMmSJRg5cmSl4tPT0x/KOieNGzfWF5NMUfq4pk6dimnTppkcGxkZicjISABAfHx8he9xab6+vkhL\n", "S9O0hYWFYdWqVZoCVwlbW1u4u7vD1tYW169fN3qJWMeOHbFixQo0adLE5HkQERFZGl6+REREZAbh\n", "4eFYsmQJGjZsqG/Lz89HRkaGviBTp04dTJ8+XXMWSWkjR47EkSNHMGLECNjZ2Wn68vLycP78eVy9\n", "ehX29vbo27cvjhw5ormTjlKqzO1eU6dORUZGBtasWYPQ0FDUq1dPP7awsBC///470tPTNQUZpRQ6\n", "d+6MRYsW4dixY2UWZEyZT3lzLPn5fmKrW2WPqaqOqypek++++w5ZWVlYunQpXn/9dbi5uenHFhQU\n", "ICsrC2fPntUXZJRSsLKyQs+ePbFy5Urs3buXBRkiIqIK8EwZIiIiMyouLsbhw4dx9OhRZGdno7Cw\n", "ELVr10ZQUBA6duxoUGwpy+3bt7F//34kJycjOzsbSil4eHigUaNGePrpp01+nsrIzMzEiRMncP78\n", "eeTk5CAvLw8ODg6oVasWmjZtitatW6N27dpVvl8yn7Nnz+LEiRPIzMxETk4O8vPz4ejoiNq1a6N5\n", "8+Zo1aqV0cvTiIiIyDgWZYiIiIiIiIiIzICXLxERERERERERmQGLMkREREREREREZsCiDBERERER\n", "ERGRGbAoQ0RERERERERkBizKEBERERERERGZAYsyRERERERERERmYG3uCRARERE9TBcvXkRMTEy1\n", "Pb9SCv3794ejo2O17YOIiIgeD0pExNyTICIiInpY4uPj0b1792rdR3p6Oho1alSt+yAiIqKaj2fK\n", "EBERkUVRSmn+S0RERGQuPFOGiIiIiIiIiMgMuNAvEREREREREZEZsChDRERERERERGQGLMoQERER\n", "EREREZkBizJERERERERERGbAogwRERERERERkRmwKENEREREREREZAYsyhARERERERERmQGLMkRE\n", "REREREREZvD/WgxsdSfCyxAAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#sms_tasknames = ['Ticks_Linear_5',\n", "# 'Ticks_Linear_8',\n", "# 'Ticks_Phase_5',\n", "# 'Ticks_Phase_8',\n", "# 'T1_SMS_5',\n", "# 'Ticks_ISO_T2_5',\n", "# 'T1_SMS_8',\n", "# 'Ticks_ISO_T2_8',]\n", "\n", "def cool_sms_plot(participant_task_df, ISI): \n", " \n", " from pandas.stats.moments import rolling_mean\n", " \n", " lb_test = participant_task_df.xs('target', level='stamp')\n", " tap_test = participant_task_df.xs('tap', level='stamp') \n", " \n", " lb_test.plot(x = 'task_ms', y = 'tinterval', figsize=(13,7), linewidth=4)\n", " \n", " tap_test['dev_relative'] = tap_test.dev + ISI\n", " tap_test.plot(x = 'task_ms', y = 'dev_relative', marker=\"o\", linewidth=0) #, figsize=(14,9))\n", " \n", " tap_test['rmean'] = rolling_mean(tap_test.dev_relative, window=10, center=True, min_periods=2)\n", " tap_test.plot(x = 'task_ms', y = 'rmean', linewidth=2)\n", " \n", " #print(tap_test.dev)\n", " #need to do this in MPL directly so I can return a plot variable\n", "\n", "#cool_sms_plot(sms_tasknames[0], '102')\n", "#cool_sms_plot('Ticks_ISO_T2_5', '103')\n", "#could use this in manuscript to demonstrate pre- and post-filtered data...\n", "\n", "task = long_name['phase8j']\n", "pid = '116'\n", "\n", "print(pid)\n", "cool_sms_plot(task_frames[task].xs(pid), 800)" ] }, { "cell_type": "code", "execution_count": 229, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "iso5t1\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABCQAAAKzCAYAAADGJdzIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XlYVOfdPvB7GHZBUWRYBFQUiMgOshlMokLULOKS1Jpa\n", "NWkW02wam8X8mrdNmqbZlzZJk9RoUtPUNCiJBhcwatwBQVBwATdAkX1X1pnfH1xnwjD7MBt4f66r\n", "1/t65szMw8kwnHOf5/t9RDKZTAYiIiIiIiIiIjOysfQAiIiIiIiIiOjmw0CCiIiIiIiIiMyOgQQR\n", "ERERERERmR0DCSIiIiIiIiIyOwYSRERERERERGR2DCSIiIiIiIiIyOwYSBARERERERGR2TGQICIi\n", "IiIiIiKzYyBBRERERERERGbHQIKIiIiIiIiIzM7qAolLly7BxcUFUVFRSv87dOiQfL+dO3di2bJl\n", "iIiIQHR0NIKDg3H33Xfj2LFjKl/3iy++QEREBCIiIjB16lS89dZbkMlk5vqxiIiIiIiIiKgfW0sP\n", "QJVp06Zh7969Gvf529/+Bnt7exw4cAAjR45EV1cXHnzwQcyePRv5+fkIDAyU7/vRRx/hD3/4Aw4c\n", "OICYmBhcvHgRiYmJqKurwxtvvGHqH4eIiIiIiIiIBrC6GRK6ioqKwmuvvYaRI0cCAOzt7bF27Vq0\n", "t7dj165d8v1aW1uxbt06rFy5EjExMQCAiRMnYvXq1Xj33Xdx8eJFi4yfiIiIiIiI6GY2ZAOJ9957\n", "D9OmTVPY1tLSAgDw8PCQb9u5cydaW1sxa9YshX1nzpyJ3t5epKenm36wRERERERERKTAKgOJ6upq\n", "LF++HAkJCQgKCsL8+fOxZ88ejc85ffo01q5di3nz5uG+++6Tbz9x4gQAYNKkSQr7C/8uKioy8uiJ\n", "iIiIiIiISBurCyTEYjGkUikeeeQRHD16FCdPnkRkZCRSU1Oxfv16pf1/+OEH+Pn5ITQ0FGFhYdi0\n", "aRNsbH75sWprawFAXtohEP4tPE5ERERERERE5iOSDZGlJuLj43Hu3DlUV1fD3t5e6fFr167hySef\n", "xJEjR7Bz506EhoYCAB555BH861//wvnz5zFx4kT5/j09PbC3t8edd96JHTt2qHzPqqoqVFVVmeYH\n", "IiIiIiIiIrJi3t7e8Pb2NtnrW+UqG6rEx8cjNzcXxcXFiIqKUnrcy8sLX331FXx8fPDkk0/KV+kY\n", "O3YsgF/6SwhU9Zvor6qqCrGxsbh69aoxfwwiIiIiIiKiIcHHxwd5eXkmCyWsLpBoaWmBvb09HB0d\n", "FbaLxWIAgFQqBQBcv34dzs7OCvs4OTlh8uTJyMvLk28TwosLFy4gIiJCvv3ChQsAoLCtv6qqKly9\n", "ehWbNm3ClClTBvlTDR/PPPMM3n//fUsPw6rwmCjjMVHE46GMx0QZj4kyHhNlPCbKeEyU8Zgo4zFR\n", "xmOijMdE0enTp/Gb3/wGVVVVN08g8dRTTyE4OBgvvviiwva8vDyMGDECU6dOxaVLlxASEoK2tjaF\n", "fhG9vb2orKyUz4oAgLlz58LV1RXZ2dlYsGCBfPuePXsgFouxaNEijeOZMmUKoqOjjfTTDX1ubm48\n", "HgPwmCjjMVHE46GMx0QZj4kyHhNlPCbKeEyU8Zgo4zFRxmOijMfE/KyuqaVIJMInn3yC0tJS+bZP\n", "PvkEhw4dwssvvyyfOdHR0YEXXngBXV1dAICuri4899xzqK6uxtq1a+XPdXFxweuvv46NGzciPz8f\n", "AHDx4kW8//77WLNmDSZMmGC+H46IiIiIiIiIAFjhDIlnn30Wbm5uWLx4MUQiEZqamuDj44Ovv/4a\n", "v/71rwEA48aNw+eff47vvvsOUVFREIvFaGxsRGBgIP73v/8pzXp4/PHH4eTkhBUrVkAkEqG7uxtr\n", "1qzBH/7wB0v8iEREREREREQ3PasLJEJDQ/Hee+9p3MfOzg4PPfQQHnroIZ1fd+XKlVi5cuVgh0dE\n", "RERERERERmB1JRtk3YRZKvQLHhNlPCaKeDyU8Zgo4zFRxmOijMdEGY+JMh4TZTwmynhMlPGYmJ9I\n", "JpPJLD0Ia5Sfn4+YmBgcP36cjU2IiIiIiIjopmKOa2LOkCAiIiIiIiIis2MgQURERERERERmx0CC\n", "iIiIiIiIiMyOgQQRERERERERmR0DCSIiIiIiIiIyOwYSRERERERERGR2DCSIiIiIiIiIyOwYSBAR\n", "ERERERGR2TGQICIiIiIiIiKzYyBBRERERERERGbHQIKIiIiIiIiIzI6BBBERERERERGZHQMJIiIi\n", "IiIiIjI7BhJEREREREREZHYMJIiIiIiIiIjI7BhIEBEREREREZHZMZAgIiIiIiIiIrNjIEFERERE\n", "REREZsdAgoiIiIiIiIjMjoEEEREREREREZkdAwkiIiIiIiIiMjsGEkRERERERERkdgwkiIiIiIiI\n", "iMjsGEgQERERERERkdkxkCAiIiIiIiIis2MgQURERERERERmx0CCiIiIiIiIiMyOgQQRERERERER\n", "mR0DCSIiIiIiIiIyOwYSRERERERERGR2DCSIiIiIiKxMfX096uvrLT0MIiKTYiBBRERERGQlampq\n", "kJSUhLCwMISFhSEpKQk1NTWWHhYRkUnYWnoARERERETUJy0tDUeOHJH/u6qqCgsWLMChQ4csOCoi\n", "ItPgDAkiIiIiIitQX1+PS5cuKW2/ePEiyzeIaFhiIEFERERERHQTYY8SshYMJIiIiIiIrIC7uzsm\n", "TJigtH3ixIlwd3c3/4Bo2GGPErI2DCSIiIiIiKxERkYGEhMTYWPTd5o+adIkbN261cKjouFC6FFS\n", "VVWFqqoqHDlyBAsWLLD0sOgmxkCCiIiIiMhKSCQSbN68GVKpFAAwd+5cSCQSC4+KhgP2KCFrxECC\n", "iIiIiMiK5ObmAgCSk5NRVFRk4dEQEZkOAwkiImJzKyIiK5KXlwdvb2/MnTsXhYWFkMlklh4SDQPs\n", "UULWiIEEEdFNjM2tiIisT25uLqZNm4bw8HA0NzejoqLC0kOiYSIjIwMxMTEAAJFIhKSkJPYoIYti\n", "IEFEdBNjcysiIusik8mQl5cnDyQAsGyDjEYikeDtt98G0PdZ2717N3uUkEUxkCAiukmxuRURkfUp\n", "KytDU1MTYmNj4evrCzc3NwYSZFRlZWXy/5+zb8jSGEgQEREREVmJvLw8AEBsbCxEIhHCw8MZSJBR\n", "lZWVwcHBAQBQXl5u4dHQzY6BBBHRTYrNrYiIrE9ubi4mTpyIsWPHAgADCTK6srIyJCQkQCQSMZAg\n", "i2MgQUR0E8vIyEBgYCCAvuZWPj4+bG5FRGRBQkNLQXh4OM6ePYuOjg4Ljor0Ye0rV5WWlmLKlCnw\n", "9vZmIEEWx0CCiOgmJpFIkJaWBl9fXzz55JNob2+Hs7OzpYdFRHRT6unpQX5+PmJjY+XbwsPDIZVK\n", "UVJSYsGRkS6GwspVMpkMZWVlCAwMhL+/P3tIkMUxkCAiuskVFBQgNjYWa9euRVtbG7788ktLD4mI\n", "6KZ05swZXL9+XWGGxNSpUyESiVBYWGjBkZEuhsLKVdeuXcP169cxefJk+Pv7c4YEWRwDCSKim5hM\n", "JkN+fj6ioqLg5+eHhQsX4sMPP4RUKrX00IiIbjq5ubkQiUSIiYmRb3NxccGkSZPYR8LKDZWVq4QV\n", "NhhIkLVgIEFEdBOrqKhAQ0MDoqKiAABPP/00zp07h127dll4ZEREN5/c3FzccsstcHV1VdjOxpZk\n", "LKWlpRCJRAgICICfnx8qKip4E4IsioEEEdFNrKCgAADkgURSUhJiYmLwwQcfWHJYREQ3pdzcXIX+\n", "EYKIiAgUFhZCJpNZYFSaWXsDR8A8YxwqK1eVlZXB19cXjo6O8Pf3R2dnJ2pray09LLqJMZAgIrqJ\n", "FRQUYOzYsRg3bhyAvpU2nn76aezatQtnzpyx8OiIiG4enZ2dKCwsVOgfIQgPD0d9fT2uXbum9XXM\n", "FRAMhQaO5h5jRkYGxo8fDwCws7NDUlKS1a1cJTS0BAB/f38AYGNLsigGEkREN7GCggJER0dDJBLJ\n", "t91///3w9PTEhx9+aMGRERHdXE6ePInu7m61gQQAjWUb5r74HgoNHM09RolEgnvvvRcAMGLECBw8\n", "eBASicRk72eIsrIyTJ48GcAvgQT7SJAlWV0gcenSJbi4uCAqKkrpf4cOHZLvt3PnTixevBi33HIL\n", "wsPDMXXqVKxevVrtlKMvvvgCERERiIiIwNSpU/HWW29Z5bQ3IiJzKigokJdrCBwcHLBq1Sp8+eWX\n", "aGxstNDIiIhuLrm5ubC1tUVkZKTSYxMmTICLi4vGQMKcF99DoYGjpcZYXl4OOzs7NDU1obq62mTv\n", "YwhhyU8hkHB3d4eTkxMDCbIoqwskAGDatGkoKChQ+t/06dMB9C1XM2/ePISEhOD06dMoKipCZmYm\n", "tm/fjvj4eLS2tiq83kcffYQnnngCX3zxBQoLC7F9+3a88847eOGFFyzx4xERWYW6ujpUVFQoBRIA\n", "8Nhjj6Gnpwfr16+3wMiIiHQzFPoX6Co3NxdhYWFwdHRUeszGxgZhYWFqAwlLXHzzxp5q5eXluPXW\n", "WwEAxcXFFh6NopqaGrS2tsoDCZFIBD8/PwYSZFFWGUjoYsyYMXjllVfk04zHjx+P559/HpcuXcJ3\n", "330n36+1tRXr1q3DypUr5UsoTZw4EatXr8a7776LixcvWmT8RESWNrChZX+enp5YsmQJ/vGPf6C6\n", "unrYnPAT0fAwFPoX6CsvL09lQ0tBeHg4CgsLzTiiXwwMfs6fP4+mpial/aypgaOlmkxevnwZd9xx\n", "B+zt7VFSUmKy9zGEsOSn0EMCAJf+JIsbkoGEl5eXyqY+QlO2/l+QO3fuRGtrK2bNmqWw78yZM9Hb\n", "24v09HTTDpaIyEoVFBTAxcVFfqdkoGXLluHy5cuYMmXKsDnhJ6LhYSj0L9BHe3s7iouLVfaPEISH\n", "h+P06dPo6upSesxUF98Dg5/ExESsXbsWSUlJCA4ORlRUFOzs7ODk5GSVDRwzMjIQEhICALC1tYWT\n", "kxO2bNlisvdra2tDQ0MDAgICEBwcbHUzJIRAIiAgQL7N39+fTS3JoqwykKiursby5cuRkJCAoKAg\n", "zJ8/H3v27FHYx9bWVul5Z8+eBQDccccd8m0nTpwAAEyaNElhX+HfXNOZiG5WBQUFiIiIgI2N6j8F\n", "L7/8MgCgsbFxWJzwE9HwMBT6F+iroKAAUqlUayDR09OjdgWkjIwMjBgxAo6OjnBwcICrq+ugA4KB\n", "wc/Ro0fxzjvv4I9//CNyc3ORn5+P+++/H4GBgTh06JDVNXCUSCRYunQpXF1dsXnzZty4ccOkK0gJ\n", "F/b+/v6YOnWqVQYS48aNg7Ozs3wbZ0iQpVldICEWiyGVSvHII4/g6NGjOHnyJCIjI5Gamqqxlrm7\n", "uxuff/45li1bptAMSGhyOXLkSIX9hX9z3V0iGk70qadW1dCy/+sMtxN+Iho+ent7LT0Eo8rNzYWj\n", "oyOmTp2qdp+wsDAA6m+mXblyBe3t7fjXv/6Fd999F62trSpnU+hK3d+BsWPH4oknnoCdnR0AICIi\n", "AhcuXLDanhI5OTmIj4/HggULEBwcjE8++cRk7yVc2PcPJKzpuPRvaCnw9/fHtWvX0NnZaaFR0c3O\n", "6gIJPz8/nDlzRt7A0sHBAX/+858RGxuLtWvXqv1ifemll+Ds7IyPP/7YnMMlIrIK+tZTt7W14dy5\n", "c2oDCSIiazEwaD106JDKYNSa+hfoKy8vD5GRkfKLfFVGjRqF8ePHqw0kvvjiC3h5eeFXv/oVli5d\n", "Cjs7O5OUJg8cY3BwMNra2nD16lWjv9dgyWQyHDt2DHFxcRCJRHjsscewZcsWk61+UV5eDhsbG/j4\n", "+GDq1KlobGy0qpU2SktLFfpHAH3XXgBQWVlpiSENq8a0ZBjlugcrFR8fj9zcXBQXFyudQL/99tvI\n", "zs7Gnj17MGLECIXHxo4dCwBoaWlR2C7828PDQ+P7PvPMM3Bzc1PY9utf/xq//vWvDfo5iIhMQZhW\n", "K6iqqsKCBQsUlkvur6ioCDKZTG0gIdQjV1VVKWwfyif8ZH2Ek1B+pkiVmpoapKWlye/Sjx8/HjEx\n", "Mfjoo48wZ84cNDQ0oKKiAk1NTZDJZCbtDaCLwXyec3NzMWfOHK37hYeHqwwkOjo68PXXX+ORRx6B\n", "ra0t3NzckJqaiv/97394+umn9R4PoPvfgeDgYAB9pdNCPzdrUVlZierqasTFxQEAli9fjnXr1mH9\n", "+vVYt26d0d+vvLwcPj4+sLOzk892KS4uhpeXl9HfS1/Ckp/33XefwnZ/f38AfeUmA0vcTWng7/eE\n", "CROQkZFhdWU/N5NvvvkG33zzjcI2Vc1rjc3qAomWlhbY29srLXkkFosBAFKpVGH7X//6V2zbtg17\n", "9+7FqFGjlF5PONm+cOECIiIi5NsvXLgAAArbVHn//fcRHR2t/w9CRGQm2sorVJ0cFxQUKJwwqZKR\n", "kYEFCxagpKQETU1NiI2NtbqGZTQ08USUdKEqaD169CjeeustPPvssxCJRKivr8e+ffuwePFiXL58\n", "GZ6enmYf52A/z01NTSgtLcUf//hHrftGRESoLGHeunUrGhsb8eCDD8q33XfffVixYgWuXLlicFCQ\n", "kZGB0NBQNDY2wsPDAxMnTlT6OxAQEABbW1ucO3cOM2fONOh9TOXYsWMAIA8kRo8ejSVLluDTTz/F\n", "888/L7++MJby8nL5BX5AQADs7e1RXFys1FzfEurr69Hc3KxUsiHMkDB3Hwl9b6SQ6am66Z6fny9f\n", "qdJUrK5k46mnnsJ7772ntD0vLw8jRoxQOHl+6aWXsHv3bmRnZ8vDiO3bt+OVV16R7zN37ly4uroi\n", "Oztb4fX27NkDsViMRYsWmegnISKyXvn5+QgNDYW9vb3afSQSCQ4dOoSjR48CAJ544gleMJJRDLcV\n", "Esj41AWt7u7uWLlypXzZd3d3d6SlpcHHxwf//ve/zTzKPoP9POfl5QGAxoaWgvDwcFRVVSn1QPvi\n", "iy9w6623IigoSL5t/vz5gy7bEGYa//73v8fJkydVNq60s7NDQECAvLm8NcnJyYGfnx+8vb3l21at\n", "WoXy8nLs2LHD6O/XP5CwtbXFLbfcYjWNLYUVNgYGEk5OTvDw8DBrIME+VdSf1QUSIpEIn3zyCUpL\n", "S+XbPvnkExw6dAgvv/yyfObEM888g3/+85944IEHsHXrVmzatAmbNm3Ctm3bcPHiRflzXVxc8Prr\n", "r2Pjxo3Iz88H0Pdhf//997FmzRqVSyQREQ0lhiz3pqmh5UDBwcGIjY3Fzp07BzNMIgA8EaXBURWi\n", "isViLF26FP/973/R3d1t1vEY4/Ocl5cHV1dXhTBBnfDwcACKjS0vXbqE7OxsPPTQQwr7urm5ISUl\n", "Bf/73/90Goe6sdXW1mLRokUaS1GCgoKsNpAQZkcIpk2bhpiYGJM0t+wfSACwqpU2hGsrVUt9c6UN\n", "siSrK9l49tln4ebmhsWLF0MkEqGpqQk+Pj74+uuv5VNIioqK8OGHH0IkEuHRRx9VeL5IJMLy5csV\n", "tj3++ONwcnLCihUrIBKJ0N3djTVr1uAPf/iD2X4uIiJTysjIUJj+6OzsrLaeuqurC6dOnVKY2qvN\n", "nDlz8PHHH6O3t9foU1zp5jOw/BIAenp6LDCSwRvOfTAs+bPp28dm2bJlePvtt7Fz507cc8895hrm\n", "oNXX1+PgwYOIiYlRuwRzf5MnT4ajoyOKiorkZQAbN26Ei4uLUm8AoK9s48EHH8TVq1fh4+Oj9/gy\n", "MzPh5uaGxMREjfsFBwdbXUlfb28v8vLy5EtY97dq1So8/PDDuHjxIiZOnGiU95NKpaioqFAKJHbu\n", "3AmZTCaf1WMpZWVl8Pb2Vuq3B/SVbZgzkFD3++3h4TEsv0tJM6ubIREaGor33nsPhYWFOHHiBC5d\n", "uoTDhw8r1LOEh4dDKpWit7cXUqlU4X+9vb344osvlF535cqVKCoqQmFhIUpKShhGENGwIpFI8MMP\n", "PwDoOzG/fv26yrt2AFBSUoLu7m69VtiYO3cuGhoa5FOLiXSlaoWEuro6pf0aGxuH1FLc+q5sM5RY\n", "y8+WkZEh/54aM2YMkpKS1F70hoeHIzw83OxlG4bMUAMUj/GOHTtw7tw5nY6xWCxGaGiofIZEb28v\n", "NmzYgCVLlqi80Jw/fz5sbW0NLtvIzMzEnXfeCVtbzfcwg4ODcenSJataOvL06dNob29XmiEBAEuW\n", "LMHIkSPx2WefGe39qqur0d3drRRINDY24tq1a0Z7H0OpWvJT4O/vj4qKCrOOJyMjA0lJSXB2doat\n", "rS2cnZ1hb29vVcukknlYXSBBRESGEZbsWrVqFcaPH6/2RKugoAAikUhrU9/+4uLi4ObmxrIN0tnA\n", "i9rExEQ8/PDDmD9/PlJSUjBt2jR4e3vD29sbcXFxmDx5MmbOnKlQsmnNhnMfDGv52SQSCZYvXw47\n", "OzsUFBSo7F/Q37Jly/DDDz+YpSt8fxkZGRg5cqT83/Hx8VpnC/Q/xlKpFFevXtX5GPdfaeOnn35C\n", "eXm5UrmGYPTo0Zg9e7ZBZRvV1dXIzc3FvHnztO4bHBwMqVQq71NgDY4dOwYbGxvExsYqPTZixAgs\n", "X74c69evN1qIIsww6B9IhISEAIBVlG1oCyTKy8vNGgYIfari4uKQmpqK7du3Iy8vT2mVBxr+GEgQ\n", "EQ0TV65cAdB3YvG73/0O//3vf9Hc3Ky0X0FBAQIDA+Hi4qLza9va2iIlJYWBBOls4EXt0aNHsX79\n", "enz44YfIzMxETk4OTp48iZMnT+LYsWPYt28fRo0ahZkzZ8rr7621p8Rw7oNhbT/b7t27MWPGDIWL\n", "PHWWLl2K7u5ufPfdd2YY2S9cXV3R0dEhLyN+7rnnNAYngz3G4eHhKC4uRk9PD9avX48pU6YgPj5e\n", "7f733XcfDh48qDQ9XpudO3dCJBLptBxp/6U/rUVOTg5CQkLU/q177LHHUFtbiy+//NIon20hkBg/\n", "frx826RJk+Dg4GA1gURgYKDKx/z9/dHW1mb2MA/oC74CAwNxxx13YOHChXj++efR3t5u9nGQ5TCQ\n", "ICIaJiorK2FjYwNPT0+sXLkSnZ2d+M9//qO0nz4NLfubM2cOcnJyhvwF13BirRft6i64xo4di6VL\n", "lyqskCBMa/f09MSePXvknelDQkKGXSkE6aezsxP79u1DamqqTvv7+Phg1qxZZi/bOHLkCLq6uvD7\n", "3/8eU6ZMQWZmpknfLzw8HJ2dndi9eze2bt2Khx56SGN/gvnz50MsFutdtpGZmYlp06bptLqSRCLB\n", "qFGjcO7cOb3ew5RUNbTsz93dHSNHjsQTTzxhlO+a8vJyuLq6ylf+A/pKbG655RaUlJQY/LrG0NDQ\n", "gIaGBo0zJADzL/0pk8kUGoG+9dZbqK2txZtvvmnWcZBlMZAgIhomrly5Am9vb9ja2mLcuHG4++67\n", "8emnnypMwZRKpThx4oRBgcSdd94JqVSqtIwymZ+11PjrS1sduo+PD9zd3dHV1YWamhqrLYUwtG/A\n", "UGBNP9vBgwdx/fp13HnnnTo/Z9myZfj555/V9tAxhb1792Ls2LGYOnUq5s6dix07dmic+j6YY1xT\n", "U4Pnn38eQN8spK6uLq0zGMaMGaN32UZPTw927dqlU7kG0NdU3ppW2rh+/TpOnjypMZBIS0tDS0sL\n", "uru7jfJdI1xYDwyHrGGlDXVLfgr8/PwAmD+QaGxsRHt7uzyQCAgIwLPPPos333wTly9fNutYyHIY\n", "SBARDROVlZUYN26c/N+PPvooCgsLFRpRlpWVoa2tDdHR0Xq//rhx4xAWFsayDStgLTX+6hh6wVVf\n", "X4+rV68qbbfGUoiMjAyFO8eJiYlWt8qAoTIyMuRT8B0dHTU2kzSl3bt3w9PTU77UpS4WLFgAZ2dn\n", "fP311yYcmaK9e/fi9ttvh42NDebNm4erV68qLMupSv9jLJFIdD7GaWlpyM3NBQD5EqePPPKI1ufd\n", "d999OHDggM5lG4cPH0Zzc7POgQTQV7ZhLYFEfn4+ent71ZaymKI0aeCSnwIhkLBks0ZtgYSXlxfs\n", "7OzM3thSVd+NF198EaNHj8Zzzz1n1rGQ5TCQICIaJq5cuQJfX1/5v1NTU+Hv749PP/1Uvq2goAAA\n", "DJohAfSVbQhLmBnKWssMhgprq/FXR+ig7uLiArFYPKiL2t7eXiOPTpm+n0uJRIJx48bhlltuAQC8\n", "++67Ok1tN+S9zE0ikeA3v/kNgL6LKW3NJE1l165dSE1N1Wu5RBcXFyxcuBD//ve/zXIB2N7ejmPH\n", "juGOO+4AANx6661wcXHRWrYhkUgQGRmJqVOnoqSkRKdjPJjf/bS0NIjFYnz11Vc6ffYyMzMhkUgQ\n", "ExOjdV+BNQUSOTk5cHJywtSpU/V63mA+M5cvX1YZSISEhKCpqUnvHh7GVFZWBk9PT7i6uqp83MbG\n", "Br6+vmafIaEqkHBxccHf/vY3fPvtt9i2bZtVf1eScTCQICIaJgbOkBCLxfjd736Hb775Bi0tLQD6\n", "AglfX1+MHTvWoPeYM2cOrl27pvXunypDtcyADCN0UJ87dy5iY2N1uuBSN7OiqakJDQ0NJhmnoZ/L\n", "rq4unDp1Co8++ihGjBiBn3/+2WTvZQnCFHNVS7Saw7Vr11BYWKhXuYZg2bJlOHv2rFmWKT548CB6\n", "enrkgYSDgwNmzZqFHTt2aHxee3s7tm3bhgceeMAspTA9PT1wcXHByy+/rNNnLzMzE3PnzoWNje6X\n", "CsHBwWhoaLDYZ6a/nJwcREdHw87OTuXj6r5rmpub0dHRYdB7apohAVh2pY3S0lK1syMEwkob5lRe\n", "Xg57e3ulvw2pqanycNHavytp8BhIEJHFWfvdwqFi4AwJAHjwwQfR0dEhb25paENLwfTp0zFixAiD\n", "yjasvcxgqLCmGn9d1NXVqRyvOsLMCmFJ0NjYWPj7+2PGjBnyxnDG/M4w9HNZXFyM7u5uxMXFISkp\n", "SadAYij9DhQXF8POzg5VVVUWmWqelZUFAEhJSdH7ubNmzYK3tzc+++wzk/9t2bt3L7y8vOQzZQBg\n", "3rx5OHzlRn0XAAAgAElEQVT4MBobG9U+78cff8T169dx//336/xeg/ndT0tLQ1NTE7q6urR+9ioq\n", "KnDy5Em9yjUA61ppQ1tDS0D5uyYqKgqjR4/G9OnT5c05df2uaW9vR319vcpAIiAgAI6OjhZtbKlp\n", "yU+Bn5+fRQIJX19fpeBr4cKFaGtrQ09Pj9V/V9LgMZAgIosZSncLrV1bWxuam5sVZkgAUGpuOdhA\n", "wsHBATNnztQ7kBgqZQZDRUZGBgICAuT/DgoKstr+BZWVlUpBmSbCzAphSdDc3FwcOnQIHh4eSE5O\n", "RmRkpNG+MwbzuSwoKIBIJEJ4eDhmzJiBgwcPaiwtGUq/Az09PTh79iymT5+Orq4ujRfWprJr1y5E\n", "RUUZVCoiHM8vvvjC5H9bhP4R/ctK5s6di97eXnmoosrmzZsRExODSZMm6fV+Ay+idSmF0vezl5mZ\n", "CbFYrPPqJgJhSUlLr7RRW1uLixcvalwKFVD+rsnPz8fRo0fh7OyMxMREhIeH6/xdI/ReUBVICCtt\n", "WHKGhC6BhCVmSFRUVCgds6H0XUnGwUCCiCxmKN0ttHZXrlwBAJUXfo888ghOnDiBTZs2oba2dlCB\n", "BNBXtnHw4EG0trYO6nXIcBKJBEFBQZg+fTr8/f1x1113WaTGXxuZTKZ3ICHovySoRCLB3r170dnZ\n", "icLCQqv4zigoKEBwcDBcXFyQnJyM5uZmnDp1yiJjMbaysjJ0dXVh9uzZAGD22nepVIqsrCyDyjWA\n", "vr8tVVVVkEqlJv2ctLS04Pjx4/JyDYGfnx9CQ0PV9pFobW1FZmYmfvWrX+n9ngMvok3R3yMzMxPT\n", "p0+Hm5ubXs9zcnKCv7+/xWdI5OTkAIDWGRKC/t81fn5+OHDgALq6unDy5Emdv2tU9ULoz5IrbTQ1\n", "NaGurk4eGKnj7++Pq1evoqenx0wjU1/mQjcXBhJEZBE3SwJu6NRyfZ9XWVkJAEozJAAgOjoa9vb2\n", "WLlyJQDg1VdfHdTdwjlz5qCnpwd79uzR+TlDrczA2rW0tGDPnj24//77kZSUhGPHjll6SCo1NTXh\n", "xo0bKj+XhlDVkG0w3xmD+Vzm5+fLw724uDjY29trLNsYSr8DwoXTrFmzAJg/kCgsLERNTY3ed+gB\n", "8/5tOXDgAHp7e5UCCaCvbGPnzp2QSqVKj23btg0dHR16lWsM1P8iWpd9VX32fH19lV6js7MT2dnZ\n", "epdrCKyhsWVOTg7Gjh2rV6nYQC4uLkrbNH2GysvLIRKJ1H7XhYSEWGyljfPnzwNQv8KGwN/fH729\n", "vWb9fVcVSAyl70oyDgYSREQmYGg5iqHPE2ZIqDoZWrRoEbq6uuTTyfPz8wd1tzAgIABBQUF6l20I\n", "U43FYjGAvum91lpmYO0yMzPR3d2NtLQ0xMfH4/jx4+jq6rL0sJQIQZkhMyRU0We1BV09/fTTAH65\n", "AAkPD9f6uezt7UVhYaE8kHByckJcXJzWPhIZGRmIjY0F0PezuLq6WuXvQHFxMcaOHStfbtPcgcTu\n", "3bsxYsQITJ8+3azvq6+9e/di3LhxKi/05s2bh+rqavnKRv1t3rwZCQkJGD9+vDmGCUCx1EMikcDW\n", "1hbd3d1oa2tT2G///v24fv36kA8k4uLiBvV9oe9zy8vL4ePjo7aJ5tSpU9Hc3KxyWWNTKy0tBQCt\n", "5UFCMGCuso3u7m5cvXpV5QyJ/p/XUaNGAQD++c9/6vza7E02tDCQICKLGO4JuKHlKIY+r7KyEmPG\n", "jIGTk5PCdlPdLTRk+U+JRIJt27bJg5Hly5dbZZnBULB161bExMTA398fCQkJ6OzsNGjlE1PTFJTp\n", "y1TfGR999BHi4uJw9uxZ2NvbY8WKFVo/l2VlZWhvb0d0dLR824wZM/Dzzz9r/J2QSCRYsWIFxGIx\n", "XnzxRdy4cUPpd9YaFBcXIyQkBM7Ozhg5cqTZA4ldu3bhjjvugL29vd7PNefflr179+KOO+5QefGa\n", "lJSEkSNHKpVtNDU1YefOnQaVawxG/1KPkpISHDt2DGVlZbj//vvR3d0t3y8zM1NecmKI4OBglJWV\n", "mXXaf38ymQw5OTla+0doYshnSFvpgbDShiUaW5aVlWHs2LFaS3D8/PwAmC+QuHr1KqRSqcrj1v/z\n", "evz4cTg4OGDXrl1aX5O9yYYmBhJEZDEZGRlITEyUn8xNnjzZKu8W6svQEGAw4YGqFTZMac6cObh8\n", "+bLed8KOHz8OABg1apT87jnpp6OjA5mZmUhLSwMAREZGws7OzirLNiorKyESieDt7W2U1+t/18zR\n", "0REODg747rvvDH69AwcO4MCBA3jppZfg4+ODxMREHDhwQOvzhLve/fuxzJgxAzU1NVob+n333XeY\n", "PXs2li9fjp6eHuzfv9/g8ZtKcXGx/ALK29vbrIFEW1sbDh48aFC5hqD/58TFxQU2Njb46quvjDhK\n", "oLGxEQUFBZg5c6bKx+3s7JCSkqIUSHz//ffo7u7GfffdZ9Tx6Eoo9YiOjsaWLVuQnZ2Nhx9+GDKZ\n", "DPX19di2bRvmzZtn8OyC4OBgdHd3q/xbZgza7nyfP38eDQ0NOvePUEf4DAkX8XFxcRrPT7QFEhMn\n", "ToSjo6NF+kiUlZVp7R8BACNHjsSoUaPMFkho67sB9H1eJ02ahLS0NGzcuFHrTRD2JhuaGEgQkcVI\n", "JBJ8/PHHkMlksLGxwdy5c3nH3ECVlZUq70Kb6m7hbbfdBgcHB6Snp+s10yIvLw8jR45EcnKyvCs5\n", "6eenn35CW1ub/CTL0dERkZGROHr0qIVHpuzKlSvw8vJSO41ZX/3vmm3fvh2dnZ06BQjqvPbaawgL\n", "C8Pdd98NAEhOTsaBAwe0nvTm5+fD398fY8aMkW9LSkqCjY2NxrKN2tpa/Pzzz1i8eDECAwPh7++v\n", "cSUGS+ju7sa5c+csFkjs378f3d3dBje0BBQ/J0eOHIFYLMYPP/xgxFFCPhtGVf8Iwbx583Ds2DHU\n", "1dXJt23evBm33nqr0fqqDEZKSgo2btyIL7/8En5+fggJCcGFCxewb98+g+8qC0t/GnulDV3vfAsN\n", "LadNmzao9xM+Q3v37gUA/L//9/80np9oCyTEYjGmTJlisUBCW/8Igb+/v9n+NguBhDAzQ5MVK1ag\n", "uLhYflNDlZulN9lwxECCiCxq//79cHBwwD333IMTJ05YejhGYWgIMJjwQNMMCUOWidOmra0Njo6O\n", "ePXVV/WaFpmXl4fo6GiznvQMN1u3bkVgYCBCQkLk2+Lj4612hoQpLrzc3d0xa9YszJo1C2+88YZB\n", "jeKOHz+OXbt2Yd26dbCx6TsdSk5ORl1dHc6cOaPxuaqWz3V1dUV0dLTGQCIjIwMAMH/+fIhEIqSk\n", "pFhdIFFaWoru7m6FQOLatWtme/9du3ZhwoQJOt3R1cbd3R2hoaFYsmQJPvjgA6OWEezduxcTJkzQ\n", "2Dhxzpw5kMlk2L17N4C+C6asrCyzl2tosnTpUowfPx5XrlyRf4efPXvW4LvKvr6+cHJyMnofCV3v\n", "fOfk5GDy5MlGK8+JiIiAj48PDh8+rHYfqVSqcvnKgYTGluZWWlqqVyBhrhkSFRUVGD16tMoGogOl\n", "pKTA29sbX375pRlGRubGQIKILGrfvn2Ij49HQkICTpw4obIj+VCUkZGBhIQEiEQi2NjYQCQSYdOm\n", "TTo9T7gQAPpOYHQJDzRd+Jlimbi0tDQ0Nzejs7NTr2mReXl5iI2Nha+vLwMJA/T29uL7779HWlqa\n", "wpTqhIQElJaWWt1dIEOX/NTVc889h/z8fL1WfBH89a9/RWBgoMLU+cTERNjY2GicdSGTyVBQUKDQ\n", "P0Ig9JFQJz09Hbfddhs8PDwAAKmpqTh9+rRVlS8JF0yWmiGxe/dupKamGrWB6erVq3H58mWjlgQK\n", "/SM08fHxQWRkpLxsY+vWrZBKpVi8eLHRxjFY9fX1KhviGnpX2cbGBoGBgUYNJHS9811fX49Dhw4N\n", "ulyjP5FIhKSkJI2BRE1NDbq6urQ2KZ06dSpKSkrMutJGS0sLampqjBpIGKthpD5LforFYixbtgz/\n", "+c9/0NnZqXKf4d6bbDhjIEFEFiOVSvHzzz/jtttuQ2RkJFpbW01Wd2puEokEb775JmQyGT777DPI\n", "ZDLk5+fr9LxZs2bJp7mvWrVKa3jQ1dWFmpoarRd++iwTp4mh0yJra2tRXl6O2NhY+Pn5obGxEe3t\n", "7YMez83k8OHDqK2tVQp/hAZuwnRla3HlyhWTTk1PSUlBVFQU3njjDb2eV1JSgi1btuCFF16Qr/oC\n", "9M1yiIqK0hhIVFRUoL6+XmmGBNAXSJSXl+Py5ctKjzU2NmLPnj0KF6OzZs2CSCSyqlkSJSUl8PDw\n", "kIcm5gwkhL40gynXUCUqKgp33HEH3n33XaO8Xl1dHYqKirQGEsAvy3/29vZi8+bNuP322+Hp6WmU\n", "cVgrc6200djYiFOnTimUc+Tl5eHw4cNGbWSYlJSEnJwcheaf/enSCwGwzEobQomDroGEn5+f2kDC\n", "2A0j9QkkgL5G2A0NDdi+fbvafT7++GOIRCI4ODgAAMLCwoZFb7LhjoEEEVlMcXExGhoa5IEEgGFT\n", "tgEA2dnZGDNmDFauXKnzH0WpVIotW7Zg8eLFmDx5sk51uFVVVZDJZFZRk6yJcGIkBBIArOrO8FCQ\n", "kZEBb29vpQ7ykyZNgru7u9WVbZh6hoRIJMJzzz2H7OxsjbXFA73++uvw8/PDb37zG6XHhD4S6qhq\n", "aCm49dZbAUDlLIkffvgBvb29CmGS0FzQmgKJ/g0tgb5AorW11eThYX19PdLT0yEWi9U2ihyMNWvW\n", "4OjRozhy5MigX2vfvn0AoHMgUV9fj82bN+Onn36yqnINwDR3lY0dSKgbo0wmw+23344pU6bIyzkA\n", "4NKlS0ZtZJiUlISOjg615yf6BBIAzFK2IYQHixYtAgA88cQTOoUH/v7+aGxsVFoOFjB+w0h9A4mQ\n", "kBDExcVh48aNavd55513MHbsWBQVFcHW1haPPvooe5MNAQwkiMhi9u/fDzs7OyQmJsLLywuenp7D\n", "KpDYs2cPZs6cCRsbGyxcuBDbtm1TOTW2v9zcXFRWVmLRokU6n9QJSyuaa5UNQ09g8/Ly4ObmhoCA\n", "APlYzVG2MVzWI5fJZNi6dSvmz58v73kgEIlEiIuLs6pA4vr162hsbDT553Lx4sWYOHEi3nzzTa37\n", "1tfX4/jx4/jmm2/w3HPPqVxWMjk5GZcvX1b72SwoKICHh4faJrKhoaEqA4309HR5L5f+UlJSkJ2d\n", "bTXlaqoCCQAmmyXR/67rSy+9BGdnZ63fk4aYN28egoKCjDJLYu/evZg8ebLWz3ZNTQ3Wrl0LkUiE\n", "3/72t5BKpUhOTh70+xubsfsMBQcHo6qqCi0tLUYdY0REBIC+37OkpCRcuHAB//jHP9Dc3Ky0vzEb\n", "GUZFRcHBwQGHDh1S+Xh5eTlcXFy0Lqs5YcIEODk5mSWQEMKDxsZGAH3nFrqEB0JAMPD7zxQNI/UN\n", "JIC+WRI7duxAdXW10mNHjx7Fpk2b8NprryEoKAghISEoLCw0aGxkXgwkiMhi9u/fj7i4ODg7OwPo\n", "ax41XAKJ1tZWHDt2DLNnzwYALFy4EC0tLfjpp580Pi89PR0eHh5ITk5GUFCQTjMkhFkG5pwhIZzA\n", "jh49GkDfrAdtJ7BC/wiRSGSWQGK4rUdeVFSEixcvypf7HCghIQHHjh0za32yJkJQZurPpa2tLdau\n", "XYvvvvsO58+fV7lP/8/CjBkzIBKJcM8996jcV5jloG6WRH5+PqKiotT2OEhOTlaaIdHS0oJdu3ap\n", "7B2QkpKC2tpaFBUVqf0ZdWGM4K2rq0thhQ3AsEBCn7H0v+va0dGB1tZWkyzTZ2Njg9WrV2PLli24\n", "ePHioF5Ll/4RQN/PdvToUchkMvT29gIAfve73w3qvU3B2H2GhJU2SktLjTVESCQSPPDAA3ByckJR\n", "UREOHToEHx8fLFmyxOR3wO3t7TFt2jS1fSSEC2ttfU/EYjEmT56s12wuQwwmPBACAlM3tmxubkZz\n", "c7NOK2z0t2TJEojFYnz99dcK26VSKZ555hlERETgwQcfBNB3TslAYmhgIEFEFiGTyeT9IwSRkZHD\n", "JpD4+eef0dPTg1mzZgHoq2MMCAjQeNEuk8mQnp6OtLQ0iMViBAcH4/Lly7hx44bG97py5QqcnZ21\n", "3p0xJuEEVlhq8oknntB6UigEEgDg4OAAiURi0pINU65HbolZF1u3bsWoUaPUXgjFx8ejsbHRqBcB\n", "gyH8tzXHzJ2VK1fC3d0db7/9tsrH+38Wrl+/jp6eHixdulTlvhKJBMHBwWoDCVUrbPQ3Y8YMnD17\n", "VuEO3o8//oiuri4sXLhQaf/p06fDycnJ4LINYwZvpaWl6OnpMTiQ0Hcs5l6m77e//S3c3Nzw4Ycf\n", "GvwaJSUlOH36tNZAYiguQWisPkNBQUEAYPQ+EllZWbjtttvg4+Mj32auRoZJSUk4dOiQysD38uXL\n", "Wu/0C78bZWVl+Pbbb602IPfx8YGNjY1SIOHu7q6yaaehx1m4GaHvDIkxY8Zg/vz52LBhg8J/i//8\n", "5z84duwYPvjgA3lfoIiICJw8eVIeBpL1YiBBRHozxsXYmTNnUFNToxRICA3jhrrs7GyMHz8ekyZN\n", "AtA3pX7hwoXIyMhQ+8exsLAQFy5ckNd8BgUFQSaTqb3rKxBW2DBmV3pdBQUFISYmRuvFVFVVFa5c\n", "uSIPJIC+5lmmmiFhqosBS866yMjIwF133aWyzACAvLO8tZRtmGuGBAA4OTnhqaeewoYNG3D69Gml\n", "zvv6fhZmzJihMpCora1FZWWlyhU2BMKU/P7PT09Px7Rp01SefDs4OOC2224zOJAwZvA2cIUNABg1\n", "ahQcHBx0CiRMGQIag7OzM1atWoV//etfen8XCL/706dPBwC8++67VnlBaQ1GjRoFT09PowYSHR0d\n", "OHDgAFJSUpQeM8XS1gMlJSXh6tWrKv9m6VJ6IPxu3LhxA93d3Sb93XB3d8fIkSOVtusSHtjZ2cHb\n", "21vlDIk5c+bI97G1tR3UcTY0kACAFStW4NSpU/J+Pu3t7XjhhRewaNEihXPKiIgI3LhxA2VlZQaN\n", "kcyHgQQR6cyYF2P79++HWCxGUlKSfJvQ2HI4TLHLzs6Wd9AXLFy4EDU1NWqbqqWnp8PNzU1+502Y\n", "9qrtpO7KlStm6x+hSmpqKrKysjTWwAtTVGNiYuTbhuLSn5a64Lp48SIKCwvVlmsAwOjRoxEUFGQ1\n", "gURlZSVGjx4tL8kytfvuuw/d3d2Ii4tT+H6qrKzUu5Y9OTkZxcXFShesmhpaCsaNG4dJkybJyzba\n", "29uRmZmpcanHlJQUHDhwQOtsqIGMHbwVFxfD09NT4aJFJBLptNKGIWOxxDJ9v/rVr9DW1obIyEi9\n", "/o4Jv/tNTU0A+mZ8afrdv9mXIDR2Y8uDBw+io6NDZSBhiqWtB0pMTAQAlWUb2gIJc8+WOXHiBCoq\n", "KjBmzBiDQhp/f3+lv82XLl3Cm2++iaeeegqvvvoqgL7mroYe5/LycojFYqWeOrpITU2Fl5cXPvnk\n", "E9TX1+PNN99EbW0t3nrrLYX9hJ4jw+GccrhjIEFEOjPmxdj+/fsRGxsLFxcX+bagoCA4OTkN+bKN\n", "a9eu4dSpU/L+EYL4+Hh4e3tjy5YtKp+Xnp6Oe++9V34HfOzYsXBzc9PaR0KYIWEpqampqKmp0VgD\n", "f/z4caUpn35+fiYr2TDFxYClpmDX19dj06ZNcHBwwNy5czXum5CQIC+jsTRTL/k50MqVKyGVStHW\n", "1ib/fpo6dSpiY2PR0dGhtL+mz4Iwy2FgE7uCggK4urrKZz6pM2PGDHkgsXPnTty4cUM+80mVlJQU\n", "dHR04ODBgxpf19SKi4sREhKitN2US38Kd7ft7Ozg5ORkkrvb/T366KMA+vp66Pp3zNDffXPcubdW\n", "xg4ksrKy4OXlhdDQULX7GKvkRBWJRILJkycrBRLXr19HXV2dQXf6TeHatWu49957MWXKFFRUVBgU\n", "0vj7+yvMkJDJZHj88ccxZswY/OUvf0FiYiJ6enoG9d+3vLwc48aNg62trd7PbWhogI2NDdavX4+Q\n", "kBC8+uqrePTRRzFx4kSF/Tw8PODt7c1AYghgIEFEKg0syzDmxZhMJsP+/fsVptYBfQ2fwsLChnwg\n", "ITSuHLh0nY2NDdLS0rBlyxalOtTTp0/j9OnTChctIpFIp5M6S8+QSExMhLOzM3bv3q12n/4NLQWm\n", "LNkAgNdeew1A3/RhAFp7eFib/jOSXn31VTg7O+P69esanxMfH4/CwkK977SbgqmX/OxP3fdTQ0MD\n", "/vSnP6G0tFSvC8Px48fD19dXqWyjoKAAkZGRSqucDDRjxgwUFRWhsbER6enpiIiI0BhihIaGwsvL\n", "S++yDXd3d3h5eSltNzR4G7jChkCXQMLQEFAikeDgwYNwdnbG6tWrTXJ3W2DuUNEcd+6tVXBwMM6d\n", "O2e01WOysrIwe/Zsi5QmCpKSkpQCCV1KD9T9bvj6+ur8e6qpVFZ4rKOjAwsWLEBPTw++//57ODs7\n", "GxTSDAwkvv32W+zYsQMfffQRXF1dERYWBgA4efKkXq/bnyErbAjS0tJw9epVyGQy1NTUQCaTIScn\n", "R+W+bGw5NDCQICIFqsoyqqurceDAATQ0NBjlPcrKylBVVaUUSAB9ZRtD/Y9HdnY2wsLC4OnpqfTY\n", "ggULcPnyZaXQJT09HS4uLkhNTVXYrm2lDalUavY70QM5ODjg9ttvV3sxJZPJFBpaCnx9fdHc3IzW\n", "1laTjOvTTz/FhAkTcObMGSQkJCAiImJQFwPmnoLdf0ZSd3c3Ghsbtd7JjY+PR09Pj7y0wJIsHZQB\n", "gKenJx577DFMnDhRrwtDkUiE5ORklYGEpnINwYwZMyCTyZCRkYFt27ZpLNcQ3m/27Nl6BxI9PT2Q\n", "yWRwdHSEl5cXRowYAVtbW2zevFmv1wGAzs5OlJaWqg0krl27pvU1MjIy5P/NHRwcdJ4RUFNTg+bm\n", "ZqXvCGsx2N99U965t1ZBQUG4fv06rl69OujXqqurQ0FBgcpyDXOaPn06Tpw4gfb2dvk24cJd28V1\n", "/9kyXl5esLGxwbRp07S+p6ZS2YGP+fn5oaCgAN9///2gzgmEkg2pVIrGxkY89dRTWLRoEe69914A\n", "feWBvr6+g1oZyNBAQl2oWF5erjKwYSAxNDCQICIFqsoyAgICsGDBApV3BQ25GNu/fz9sbGzky+v1\n", "FxkZiZKSEnR2dhr8M1iSTCZDdna2UrmG4Pbbb4ebm5tS2UZ6ejruuusuODo6KmzXNkOirq4O3d3d\n", "Fr/wS01NxYEDB1Tewb969SquXbumdLEhLPdlilkSZ8+exbfffosXXngBXl5emDt3Ln766adBd9vO\n", "yMiQB01CDxRTzLow9E5ueHg4HB0draKPhDlLiXS9YNTnwjA5ORnHjx+XX3y0trbi3LlzOgUSI0aM\n", "gJ2dHR555BG0tbUhPT1da5+ClJQUnDhxQq++PK+//jqKioqwb98+nDp1Crt370ZPT49B//3PnTuH\n", "3t5eg2dIAH0zAmbMmAEA8PLy0nlGQElJCQCoLBcxpsEEC8KMKzc3t5uu/MIQuvZA0sWePXsAQL5q\n", "laUkJSWht7cXubm58m3l5eUQiURav+v6z5Y5deoUXnzxRWzcuFHr77umUtmBj9XV1WH8+PE6BR2a\n", "+Pn5oaurC2fOnMHzzz+Pjo4OpZVpwsLCBj1DQt8lPw0RERGByspKo91QI9NgIEFEcuougnp7e5Ge\n", "no6LFy8iKSlJ3r05ISHBoBOy/fv3IyoqSmUX6MjISPT09MhPUIeasrIyVFRUqD1xsrOzw7333qsQ\n", "SFy4cAEnTpxQWWMeHByMhoYGtRehQg8GS86QAPoupjo7O1WuTJCXlwcAagMJU/SReP311+Ht7Y0V\n", "K1YAAGbPno3m5uZBr/8ukUjg6+sLFxcX9Pb24scff7SqKdh2dnaIiYmxeB+J7u5uXLt2zaxBmbHr\n", "9ZOTk9HT0yM/lsJdNl0CiQULFqC7uxs9PT0A+prMaZvdItz9FS6+tDl+/DheeeUVrFu3DvHx8XB3\n", "d0dSUhLi4uKwYcMGnV6jP1UrbAi8vb1RV1eHrq4ura9TVlYGJycnXL58WeFOsiYlJSWws7PT2pvD\n", "GPp/ThwcHODk5ITvvvtO6/M+//xzjB8/HqdPn77pyi8MMXHiRNja2holkMjKykJISIjF/86FhIRg\n", "5MiRCmUb5eXl8Pb2Vrv60UBCKLp69WqIxWK88847avdVd0525MgReHl5KQQjgtbW1kGvJPXyyy8D\n", "6CvH/Pzzz/HSSy8pLLUK9IXfhs6Q6O3tRWVlpUEzJPQNFdnYcmhgIEFEWo0ZMwa33XYbPD09cejQ\n", "Ifm04hdffFHvEzJ1/SMEYWFhEIlEFusjMdglTffs2QNbW1v5XUJVFixYgJKSEvmJ2pYtW+Do6Kiy\n", "YaG29dyFpRUtPUNiypQpGDdunMop53l5efD09FQ6mfTx8YFIJDL6DImLFy9i06ZNeO655+Dg4AAA\n", "mDZtGlxdXZGdnT2o1+7s7ERRURFWrlwJ4JewxdgGcyc3Pj7e4jMkrl27BplMZtYLCGPX64eEhGD0\n", "6NHykK2goAD29vZa7+IbOrvF29sboaGhOpVt3LhxA8uWLUN4eDj++Mc/Kjy2cuVK7NixQ+8mlMXF\n", "xfDy8sKYMWNUjg0Aqqurtb5OWVmZfHlAXYPlkpISBAcHG9TgTl/9Pyfbtm3DjRs3sHfvXo3POX/+\n", "PDZv3ow//OEP8PLyuunKLwwhBEyDDSRkMhmysrIsXq4B9PWBSkxMVAokDL2wfvLJJ/GPf/wDtbW1\n", "ej3X1dUVCxcu1DkE0UdaWpo8aBBWJ8rIyFDaLywsDBUVFfJVZ/RRXV2Nnp4eg3tI6BM+BwUFwcHB\n", "gYGElWMgQURyul4ExcXFYfLkycjMzNT7PS5duoSKigq1gYSLiwsCAwPNHkgYa0nT7OxsJCQkwNXV\n", "VeHjxwgAACAASURBVO0+qampcHZ2lv8BTU9Px5w5cxRWHBEEBgYCgNo+EpWVlRCLxRa/UycSiZCa\n", "mqqysWVeXh5iYmKUmpHZ29vD09PT6IHEG2+8gTFjxuDhhx+Wb7Ozs8Ptt98+6ECisLAQ3d3deOCB\n", "BzBy5EiVd6iMJSMjA5MnTwbQ1wtB1zv+8fHxuHz5sk41/6YizHqxRFBmrHp9GxsbhT4S+fn5CAsL\n", "g52d3aBfW52UlBRkZWUpNb0VCIHpunXrcOHCBXz11VdKFyVLliyBvb09/v3vf+v13uoaWgK/BBLa\n", "Qo7GxkY0NDTgnnvuAQCcOnVKp/cuKSkxebnGQO7u7khJScHdd9+NP/3pT/LZLKq8/fbbcHd3x4MP\n", "PmjGEQ59wcHBOHny5KBC/tLSUpSXl1tFIAH80thSaNY5mOaMa9asgY2NjdpZEu7u7kozE4C+Jrgf\n", "f/yx/O5/f6ZYSerSpUtK/w3Dw8MB6P473p+ufTfU0Sd8trW1RWhoKAMJK8dAgogUZGRkICAgAAA0\n", "Js933XUXfvzxR7Unzurs379f3jBOncjISLMHErosaapt9kRvby9++uknrXWuzs7OmDt3LrZu3YrK\n", "ykocPXpU7ZKATk5O8Pf31zhDwsfHB2KxWMtPaHopKSk4efKkwkWLuoaWAmOvtFFZWYkNGzbg2Wef\n", "hbOzs8Jjs2fPxqFDh7SuVKFJTk4O7OzsEBkZidjYWJMGEhKJBKGhoYiOjkZxcbHOd/wTEhIAwKKz\n", "JKxl5s5gJScn4+jRo+ju7ta5oeVgZrekpKTIvxP66x+YBgcH4/3338eLL76oMkBwc3PDggULsGHD\n", "Br2+n40RSJw/fx5A3zTpgIAAqw4kBK+88gpKS0uxadMmlY9fu3YNGzZswDPPPAMnJyczj27oqqmp\n", "QV5eHn7++edBhfxZWVmws7NTexPD3JKSktDY2Cj/mzyYQKL/LIm6ujqlx7u7uyESieTh/cBzMksu\n", "KyvMaDKkbGOwgYRA1/CZjS2tHwMJIlIgkUiQkpKCkJAQjcnzvHnzUFlZqXc6vn//foSHh2P06NFq\n", "9xECCX3DDkOpuytw4cIF1NfX6zx74sSJE2hsbFTb0LK/BQsWICcnB2+++Sbs7Oxw9913q91XWD5N\n", "FXM2DtRG+Ln7z0KoqKhAXV2dxkDCmD0k3n77bYwYMQKrVq1SOb6uri4cPHjQ4NfPzc1FREQEHBwc\n", "MG3aNJMGEm1tbdi5cyeWLFmi1x0vPz8/eHl5WTSQqKyshJOTE9zc3Cw2BmNITk7G9evXceTIERQX\n", "FyM6Olqn5xlyoVBTU4M///nPAIA5c+YofM/0D0yFUHTXrl1qX2vlypU4c+aMzp+Bjo4OlJWVqQ0k\n", "xo4dC7FYrDWQKCsrAwBMmjQJoaGhOv19qKurQ01NjcUCiaioKCxcuBCvvPIKuru7lR5/7733YG9v\n", "j8cff9wCoxu6hKUZe3t71Yb8usjKykJiYqLKGYSWEBcXBxsbG/ksiYqKCowfP97g11uzZg1EIpHK\n", "WRLr1q3DiRMnsG/fPhQXFyudkxm7TE2fMNXe3h5TpkwxqLFleXk5XF1d5Utym1pERASKi4tV/n6T\n", "dWAgQURKioqKEB0drfEi6LbbboOzs7PeZRv79u3TeqcjMjISLS0tKkMCc6qursaaNWswa9YsrbMn\n", "gL4LcRcXF8THx2t83ZqaGnzwwQcAgL///e8YMWKExmZxQUFBGmdIWMtdaA8PD0RHRyuUbQg9FmJi\n", "YlQ+x9fX1ygzJOrr63H69Gl89tlnePrpp1U2TJ0yZQq8vb0HVbaRm5uLuLg4AH19KSorK/Wu1dfV\n", "jh070NHRoXb2jDoikcjifSQqKyvh6+urVKYz1ERHR8PZ2Rn//Oc/0dPTo9MMCcCwC4W0tDT5f7OW\n", "lhYcOXIESUlJWLVqFfLz85X2VzWNWjBz5kz4+flh48aNOo337NmzkEqlagMJoSxMl0DCw8MDo0aN\n", "0jmQOH36NADTr7ChyZ/+9CdcunRJ6Xg1NTXhk08+weOPPz7kwzVzMrSPykA9PT3Yu3ev1ZRrAMDI\n", "kSMRFhaGw4cPo7a2Fp2dnYO60z927Fg88cQTSrMktm3bhrfffhtvvPEGEhMTNc4GMOaysvqEqWFh\n", "YQbPkPDz8zPb34eIiAh0dXVpXEKdLIuBBBEpkEqlKCoqktcHquPg4IDZs2fjxx9/1Pm1y8vLcenS\n", "JZ0CCQBmK9tQd1dg3LhxyM7OVnlSrerEas+ePZgxY4bWGvO0tDSFO+tNTU0a7xwFBwejrKxM5ZKV\n", "1jRDAvilBl6or83Ly4OPj4/KOljgl5INQ2fD9J+9Mm3aNHR2dmLJkiUq9xWJRJg9e7bBgURLSwvO\n", "nDkjX1JN+L+mmiWxZcsWREZGykuo9CEEEoZMkTaGK1euWNXn0lB2dnZISEjAt99+C5FIpPV7cSBd\n", "LxTUXcCdP3/eoF49YrEYy5cvx3//+1/cuHFD6/6aVtgQ6LL0Z1lZmbzvSWhoKK5evYrGxkaNzykp\n", "KYFYLJb3y7GEsLAw3H///fjLX/6isOT0Rx99hK6uLjzzzDMWG9vNLDc3Fy0tLVYVSAC/9JEwVunB\n", "s88+C5lMhr/85S/y74Lly5dj/vz5WL16tTGGrDN9wtTw8HCcPHlS77/fgylzMYTwvc2yDevFQIKI\n", "FFy8eBHt7e06nXjPmzcPhw8f1nrCCfSdcG/fvh0ANK5AAfStXy+RSMzaR2L58uUA+u5WCHcFjh8/\n", "jhMnTqjsOj9QR0cHDhw4oLVcw5A7R0FBQejs7JSf/PRnTTMkgL6GndXV1fJpnJr6RwB9gURbW5u8\n", "m7e++k9lb29vh1Qq1dh4bvbs2SgoKFBZr6vN8ePHIZPJ5EGEn58fPD09TRJIdHR0YPv27XrPjgD6\n", "QppNmzahvb0doaGhBtduD4YwQ2Koq6mpwblz59Db2wuxWIzZs2eb9Vh6eXkhPz9fZamItp4Uy5cv\n", "R3Nzs0415cXFxfDx8dE4C8CQQEJ4bU1KSkoQGBhokhUD9PF///d/qKysxPr16wEA169fxwcffIAH\n", "H3wQXl5eFh3bUDOYPir9ZWVlYdSoURr/hlhCUlISzpw5g4KCAgCDDySkUilGjRqFDz/8EFOnTkVY\n", "WBhcXFywYcMGi80y0yVMDQsLQ2trKy5fvqzXa5s7kBg9ejT8/f0ZSFgxBhJEpECYfqeqe/NA8+bN\n", "Q29vr8qVFQT972CvXbsWTk5O8rvn6ohEIrM2tpRKpfjoo49w55134syZMwp3BTw8PBAcHKzyOcKS\n", "ksAv0+u1NbQ0hPD+A6cbtrS0oLW11aruRE+fPh1OTk7ylQJ0CSQAGFS2YUi4I/z32bNnj97vl5ub\n", "CxcXF9xyyy0A+j6npuojkZWVhba2NixcuFDv56alpcmXW6ytrTW4dnswrC0oM1RaWpq8x0lPT4/J\n", "jqW6C7iAgAC4u7sb1JNi8uTJSE5OxoYNG7S+vy5NJXUNJCZNmgTgl6Z32so2LNnQsr8pU6Zg6dKl\n", "eO2113DlyhX8/e9/R319PdauXWvpoQ1JwmfWw8MDAHDLLbfo3XAxKysLM2fOtIqmzf0lJSUBADZv\n", "3owRI0Zo7ImlC6HfhkwmQ3V1Ndra2jB69OhBv66pCTeu9O0jUVFRYdZAAmBjS2vHQIKIFBQVFcHD\n", "wwOenp5a9/Xz80NYWJjGKcX972DfuHEDN27c0OmE3pyBxPbt23Hy5Em89NJLKu8KDLwYCAgIQEtL\n", "C8LDw7F161YkJSXht7/9LWxsbPDYY49pvINqyJ0jPz8/ODg4KPWRsMaVDBwcHHD77bdj9+7duHjx\n", "IhobGzUGEsLYjb30pzrjxo1DSEiIQWUbOTk5/5+9O49vqkz7x/9J0n3faUv3lpZulFIqu7jhzrCI\n", "PqAzAi7od8YFVJwRAR0dcNwQZ1TUcRhx9OHRGRCtDurIMvpUKVD2tlC6033f27RJzu8Pfuc8DUna\n", "Jk2TNP28X6/zSnJycnI3Tc5yneu6b2RkZGgdHIsBCXN3wLpnzx5MnjzZ6BM1c9Vuj4QgCHZRsmHp\n", "z3KwoIOpndetXr0aBw4c0JtdNdBgI2yIQkJCBh1KtqOjA3V1dVKGhJOTE+Lj48dMQAIAfvOb36C6\n", "uhpJSUnYsGED/Pz8bKYzxbFG/M4WFBRg6tSpiI2NNarDxY6ODhw5csTmyjWAy/vrCRMm4NChQwgN\n", "DR1RFoOh7UxDQ4PFttmmmjhxInx8fIzqR6K7uxuNjY0MSJAWBiSILGyooSOtTew/Yrg72Ntuuw37\n", "9+/Xm/UwkgP6qVOnoqKiAs3NzcNqh6kEQcCWLVswb948g0ORXnkyUFxcjLNnzyIsLAxLly7Fzz//\n", "jM7OTmg0mmFdQTX2aqdYX31lhoR45dbWTvwWLFiAH374QRrNwlCHlgAQGhoKuVxuUkDC1LTgG264\n", "QcrgMMaxY8ekcg1RZmYmmpubUVJSYtS6BtPf348vv/zSpHINW9DY2Ii+vj6bCpSNBcMJOhjbed2d\n", "d94JNzc37Nixw+A2t7e3F8XFxcMKSNTV1RnMcBOH/BQDEgCG7NiytbVVCgDYgieeeALA5ewzjUaD\n", "xsZGi2cX2Rt/f3/8+te/xv79+4cMjA10+PBhqFQqmwxINDQ0oL+/H4IgoKKiwiplcbZA7FfHmAwJ\n", "cV9vjYBEbW3tuPw/jQUMSBBZyHCHjrS24XRoOdCtt96KhoYGaTQFcxE7thztiPaBAwdw9OhRPPvs\n", "s0MuO/BkIDY2Fnv27NE7msNQARdTrnbqG2lDzJAw1GGktdx4441QKpV47bXXEB4ePujf5uDggJCQ\n", "EJOH/nzxxRcBAN7e3sNOZb/hhhtQXl5uVBChrq4OFRUVegMSgHk7tjx06BBaWlpMCkiYq3Z7JGw1\n", "UGYsa32W5uwxv7u7G25ubnj11VcN7neOHDky6AgbopCQEKhUKoP9r4hDfuoLSBgK/tnCCBsiW8gu\n", "slfLly+Hm5sbdu7cOazlm5qakJWVhaioKKkEyJYsXrxYuliiVCpHVMplC9vskTB2pA1zdQRqLLEM\n", "mVkStokBCSILGVi6MJIxuUdTZ2cniouLjQpIzJo1Cz4+PnrLNkayo42Pj4erq+ugZRvmyDbZsmUL\n", "MjIycOONNxr9WrlcDnd3d5Pf25gTj4SEBL0ZEgEBAXBxcTG5DeZWX1+PBx98EHK5HGfPnkVXV9eQ\n", "gTdTh/4Us1smT56s0/fHYObPnw+FQmFU2YYYcBCH/BQFBAQgOjrarAGJvXv3Ijo6WgrKGUvMwBE7\n", "Y502bZrRtdsjIQYk7CFDwpS+G2zJ4sWL0dDQALVarbPfEYPk4uO1a9cO+lsNCQkBAIP9SBQVFcHH\n", "x0erE+CUlBQ0NTWhrq5O72vy8/Mhl8sRHx9v0t9HY4Onpyfuvvtu/PWvf4VKpTK43MALNzt37kR3\n", "dzcaGhos2NKhjUbgaixvZ6ZMmYLCwkL09vYOa/mKigrIZDKLB6xjY2Ph7u7OgISNYkCCCKNfRjFW\n", "rryIV7KMCUg4ODjgpptuMjj85z/+8Q+4u7tLV8KHu6NVKBRITU3VG5AwV7ZJdnY2Dh8+jGeffdak\n", "GlBLXtmIj49HRUUFuru7pXm2WKcvBt7EtO7m5uYhA2/i0J/GysrKwqFDh/Daa68hODh42J+5l5cX\n", "ZsyYYXRAIiAgAJGRkTrPZWZm4ujRo8Ne12DUajU+//xz3HHHHSbXJYsZOIcPHwZwefQAY2q3R6qq\n", "qgoKhcKi7zlaTO27wRYY2u/k5+fj+PHj0m+1tbUVwOXv+GC/1eEEJOLi4rS+t+JIG4bKNvLz8xET\n", "EwNXV9dh/U2jaaxfqbZ1Dz30ECorK/HNN98YXGbghRu1Wo36+nqbu3AzGsbydiY1NRVqtVrKdhpK\n", "RUUFgoODLT6qjlwuR2pqKgMSNooBCRrXxkoZhaWcOXMGCoXC6PTZW2+9FcePH9d7FezDDz9Eb28v\n", "9u/fb/SONi0tTW9AwlzZJlu2bEFycjIWLVpk9GtFlrqyIY60IaZFA7Y3tKKpgbfw8HCjSzb6+vrw\n", "1FNP4YYbbsCtt95qbFNxww034ODBg1Cr1cNaXuw/Ql+QIDMzEydOnBj0yt9wZWdno76+3qTRNa6U\n", "kpICb2/vITsVvNJIA7SVlZUIDQ21uZ7xR8KcZRTW1traiszMTOTk5Og8N9hvVRz60lBAori4WKtc\n", "A7g8SoiLi8ugAQlbKNcQjeUr1bZu2rRpyMjIwPvvv6/3+bFy4WY0A1djcTsjBh2H24+EpYf8HIgd\n", "W9ouBiRoXLNUGYW/v7/eK6uRkZE2tfM5c+YMEhISjC4BuPnmmyGTybB//36t+Xl5eXjhhRewfv16\n", "3HDDDUb/rVOnTkV+fj6USqU0zxwHLU1NTTh48CD279+PZ555BnK56ZtCS13ZEFOaB/YjYYsZEqYQ\n", "MySM6WTy3XffRVFREV5//XWTMgluuOEGNDc3D2skF0EQcPToUZ1yDVFmZia6u7uHfYVoMHv27EFo\n", "aChmzJgx4nXJZLIhOxUcyFwBWnsZ8nOsM3TidNVVV2H37t1wc3Mzan1OTk7w9/cfMkNiIDHAPVYC\n", "EmP5SvVYsGbNGnz99dcm9xlkKxi4+j+enp6Ijo4edkDCGkN+itLS0lBQUKB1TEm2gQEJGrcsGY0X\n", "BEHqmMnPz08al9uUfgtGk7EdWoqCgoKQmZmp1Y+ESqXCfffdh5iYGDz33HMmtWfq1KlQqVT46aef\n", "pHmCIGiVLRhj4AnXbbfdBmdnZ1x77bUmretKo31lQ1z/wH4kbC1DwtQrR2FhYeju7kZLS8uw3qe5\n", "uRnPP/887r//fpO+rwAwY8YMuLu7D6tso6ysDE1NTTodWooyMjIgl8tH3I+ERqPB3r17sXTp0hEF\n", "yQYyJiBhrgBtZWWlXQTK7IG+E6esrCwsX74cqampOssP9VsNDg7WG5Do6elBZWWlTkACMPwd7Ojo\n", "QEVFhU0FJERj8Ur1WLBixQq4urrq7dzS399f73Djtlgyw8CVtilTpgy7Y0trZ0ioVCqzXDwg82JA\n", "gsgCtm7dik8++QS7du1CYWEhCgoK8Jvf/Abbt2+3mQ6bBEEwOSABXB7+87vvvkN/fz8AYPv27Th2\n", "7Bh27txpUqeL9fX1WLduHQBg6dKlmD17NnJycnDXXXehra1NZ3kPD48hD1oGnnD19vZCqVTizjvv\n", "NLpt1jJwpA2lUomGhgabO/Ez5cpReHg4AAzZj4RYSvCHP/wBfX190ggbpnBycsL8+fPxr3/9a8gA\n", "pBhoMBSQ8PDwQGJi4ogCEk1NTThw4AAqKyvNOtxnSkoKzp8/L/0uB3t/cwVobS1QNp4NduJkym81\n", "JCREb0BCHLFG34gIKSkpyMvL0xku9Pz58wBsY4QNsgyxc8sPPvhAp1yuvb0dnZ2dcHV1RXBw8JjI\n", "PGDg6rLU1NRhZUiIw6RaKyAhBmFZtmF7GJCgcWs06wAH1mB//PHH2LhxI1544QXce++90g7s+eef\n", "h0wmw/PPPz+i9zKXiooKtLW1mRyQuPXWW9HW1ob9+/cjJycHmzZtwtq1azFr1iyT1rd48WKpo8DW\n", "1lb8/PPPmDVrFsrKyvDZZ59pHUgHBgbi0qVLQ47IMRbqUwczcKSN6upqALY3koEpV47EgIShNN6B\n", "mS1JSUl444038Oijj0o17aaor69Hfn4+fvjhB6SkpAxannD06FFERkYO+neY2rHlwL9tyZIlcHBw\n", "kPoLMYeUlBT09/fj4sWLZlvnUOyllMie6DtxMuW3aiggoW/IT1FKSgo6Ozul4f5E+fn5AIDJkycb\n", "9bfQ2LZmzRpcunQJ3377rTRPo9Fg5cqVqK+vx8mTJ3Hu3DlmHowhqampqKmpMTgksKihoQFKpdJq\n", "AQlPT0/ExsYyIGGDGJCgcW3gFSJ3d3fIZDJs2bLF5PVdWYOdnJyM1atX47777sPGjRu1lg0ICMCm\n", "TZvw3nvvSQdmgzG1o7nhvk5MtzM1IBEWFgYHBwfcfffdmDdvHgRBwGOPPWbSugwFD9zc3HD48GHc\n", "eeedWgfS5eXlSExMxJIlSwb9W6+8QjfWiBkSgiCgqqoKAGz2xM+YK0fBwcFQKBQGMyQGZraIQYND\n", "hw6NqH2LFy+WvmO1tbWDlieIHVoOJjMzE2fOnBn20GcD2yH+bV1dXVCpVFi2bJlR6xhMcnIyAMOj\n", "HIjMFaBtb29HR0eHzQXKyDBjfquDBSTc3d31ptwbGmkjPz8fUVFRIxo6mcaejIwMpKen46233pL2\n", "11u3bsW+ffvw8ccfIyEhgZkHY4x43DhUloQYlBQvQljDlClTGJCwQQxI0Lg28ArRhQsXkJSUhMce\n", "e8zokwrRlTXY+fn5cHd3x7vvvqu3471HHnkEkZGReOqppwyuczgdzekLOhjbQd2ZM2fg4+Nj8onE\n", "0qVLoVKp0NXVhf7+fiiVStxzzz0mrcsQLy8vrYNX8aDF1dUVn3/+OTo6OrB8+XKoVCqdz6SwsBDN\n", "zc0667TF+lRDEhIS0NraisbGRimbwB5O/BQKBUJDQ/UGJAwFpyoqKkzObDEmW0atViM3N3fIgMRV\n", "V10FlUpl1IGOJbJ2AgMDMWHCBOTl5Q257L59+xATEyM9njJlitHp0mKgzB6+l6QrJCQEtbW1Oh3Q\n", "6hvyUxQWFgYvLy+9AQmWa4w/DQ0NUjZlcnIyEhMTsWnTJjz//PNYuHChtZtHJoiLi4Ozs/OQ/UiI\n", "AQlrZUgA/zfShjGdaNPoY0CCCJdPbCdOnIhPPvkEFy5cwLPPPmv0OgydXLi6uqK9vV3va5ydnfHK\n", "K69g//79WumLAw3W0dxgQQdjO6g7c+YM0tLSTBqxwNwnVqZcrY2MjMRnn32GgwcPIjIyUusz2bJl\n", "C66++mpMnToV06dPH7M9Yw8caaOqqgru7u7w8vKycqvMQxxpw9acP38eXV1dBkfYEE2ZMgVOTk4j\n", "7thyNAy3Y8ugoCDMnTsXycnJ8Pb2xi9+8Quj06XFQJmtZu7QyISEhKCnp0dnn6ZvhA2RodFeGJAY\n", "nxYvXiz1OVJXV4fz58/D19cXmzZtsnLLyFQODg5ITk4eMkPi0qVLcHFxQUBAgIVapistLQ1NTU3D\n", "CtKT5TAgQTRAWloatm7dim3btuHAgQNmWedQJ/hLly7FvHnz8OSTT6Kurk7rBN7Qif7FixdRW1tr\n", "MOhw6dIlvTXjgwUIRtKh5WgwpcO16667DhEREaiurtb6TDZu3IhHH30U2dnZOHbs2JjtGVu8AllY\n", "WCh1HGhKAMkWhYeH6+1DYjT6ejG0ztDQUJ11Hj16FDKZDBkZGYOu08nJCWlpaUb1IzGa/dgMZMxI\n", "Gzk5Objmmmtw++2344svvjD6vcQMidDQUKNfS7YvJCQEAHTKNgYLSAC638Hu7m6UlpYyIDHOGDqm\n", "cXZ2HvYoS2SbUlNTh5UhERERYbXjlvr6eqkz7Pnz55s8tDWZHwMSRFdYt24drrvuOqxcuRLNzc3D\n", "7oPB1JMLmUyGjRs3Ii8vDwkJCVqZDn19fejp6dF5TUNDA8LCwvRejc3JyUFERMSQnQsN1NPTg8LC\n", "QpMDEqNxYmVKh2tNTU16x5f29fXFs88+C0dHR6m9Y6VMYyAXFxdERkZKGRL2dBU6LCzMYIbEvn37\n", "pI4eg4KCzJLZMjDgFRwcDCcnJ8jlcqhUKq3ljh07hsmTJ8PT03PIdWZmZhqdIbFv3z7MnDkTwOWS\n", "pNHI2klJSUFRUZHebclALS0tuHDhAmbMmIHFixfj7NmzKC0tNeq9KisrERgYCGdn55E0mWyUvoCE\n", "UqlERUXFkAGJgoIC6fcl9oXDgAQBQ1+4Ids3ZcoU5OXl6YyeMpA1R9gALmfnnDhxAsDl4cNNHdqa\n", "zI8BCaIryOVy7Nq1Cx0dHYiPjx92HwzA5ZOLGTNmADDu5EIcaaOtrU26qj9z5kzMmDEDra2tOssn\n", "Jydjy5YtcHJy0nnOxcUFb775plFjzItDso0kQ8KUjIbhMEfwwJRhR21VQkICLly4YHdDK4oZEvrq\n", "OoOCgpCRkYHExETk5+ebJbNlYMDr3LlzOHjwIHJzc/GHP/xBa7nhdGgpyszMxIULFwyWaBlqx+uv\n", "vw4A+Oc//zkqWTspKSnQaDTSMIuGiNkdM2fOxE033QQnJyejsyTs7XtJ2vQFJMrKyqDRaIYMSPT1\n", "9UmjcYgdOScmJo5ia8nWWCorjCwvNTUV3d3dUjmOPsXFxVbLSrWHkdbsGQMSRHqEhYUhODgYTU1N\n", "w+6DAbh8ciH2P/Hdd98N+6q+oY3kzJkzcfjwYZ0T/YMHD+K3v/0t0tLSdF6XlpaGxx57DN9//730\n", "OgcHB/j4+BgMEJw5cwYymUzqkd8UpmQ0mNt4ONiJj49HYWGh3WVIhIeHo7e3V++BgVKpRFZWFpYv\n", "X272/6MY8JozZw42b96MF198ET/++KP0vqdPnx6y/wjRVVddBUEQkJuba1QbDh8+DE9PT1x77bVG\n", "t384xKvQQ5Vt5OTkwM/PD3FxcfD09MT1119vdEDC3r6XpM3DwwMeHh5aAYni4mIA+of8FF050kZ+\n", "fr7U2SWNL6N18YKsa7CRNsT+zk6fPo0vv/ySpRKkgwEJIj2amprQ0dGhM384kdSsrCxMmjRJypQw\n", "VVBQEHbs2IH58+cbPNEfbMc+MEDwxhtvoLW11eCV2zNnziAuLs4sw69ZuxzC3g92EhISUFRUhOrq\n", "aru6Ei3+LfrKNv7973+jo6MDd9xxx6i24dlnn8Xs2bNxzz33oKWlBT/88AP6+/uHnSGRkJAADw8P\n", "HDp0yKgrLocOHcLVV18NBwcHU5s+KC8vL0RGRg4ZkDhy5AiuuuoqKX160aJF+PHHH/WOTmMIMyTs\n", "35VDfxYVFcHFxWXQfkMCAwMRFBSkFZBgucb4ZAsXL8j8JkyYgMDAQL39SIj9nWk0GnR2dlqlVGI8\n", "XLAay8Z8QOKnn37CpEmTRu3KEpExBEHAV199ZdTQVYY2knFxcVobSX0n+sPZsfv7++P++++Hg1dT\n", "VwAAIABJREFUv78/3nnnHb1tEEfYsAf2frATHx+P/v5+qFQqu7oSLY5Lri8gsWfPHiQkJIz6CYyD\n", "gwM++eQTtLW1IS4uDsuWLQMAPP7448O6mtPU1AS5XI5XX3112GVefX19yM7OxjXXXGOOP8GgoTq2\n", "FAQBOTk5Un8WALBw4UKo1Wp8/fXXw36fqqoqBiTsXHBwsE5AIiYmBnL54IeUA7+DDEiQtS9ekPlN\n", "mTIFx48fH1bn7NYolbD3C1Zjmc0FJMrKyuDh4YH09HSdKTs7W1qur68PzzzzDB544AE0NjYO2SHO\n", "zp07kZaWhrS0NCQnJ+PVV1/lGLRkkKmR1BMnTqCmpga33367Ue830o3kUDt2V1dXPPDAA9i5cye6\n", "urq0nhMEweZG2DAHez3YETt3BGBXJ34TJkyAo6OjTkCiv78fX3zxBZYtW2aRjs8iIiIQHByM5uZm\n", "KaPoyJEjw7qas3jxYrS3t6O3t3fYZV5Hjx5FT0/PqAfVhwpIFBUVobm5WSuzKzQ0FFddddWwyzZ6\n", "e3vR0NBgV4Ey0qUvQ2Kwcg2R+B1UKpUoKipiQILIjtTX1yM/Px/ffPONFJAvKyvDBx98YDPlGfZ+\n", "wWosG5380BHKzMzEoUOHBl3m22+/RWdnJ3Jzc4fsFOntt9/G+vXr8eOPPyIjIwOlpaWYNWsWGhsb\n", "8fLLL5uz6WRH9u3bhyVLluDixYtoaGhAQkLCkEGCrKwseHt7Y+7cuUa9l7iRFKPFo3Ei/fDDD+PV\n", "V1/FJ598gjVr1kjzq6ur0dTUZHcBCXtUX1+P5cuXS48ffvhhfP3113axQ5XL5Zg4caLO0J+HDh1C\n", "S0vLqJdriIYq1zL02xzqKpCh1x0+fBheXl6YOnXqiNo9lJSUFFRUVKC9vV1v3X5OTg4A6PSXsWjR\n", "ImzduhW9vb1Ddg5bXV0NwL4CZaQrJCREKy27qKhoWFmBKSkpeOutt3DmzBloNBoGJIjsyOLFi6VA\n", "pdj32qRJkyAIAnx9fXVGfrNmqYQ9Xqwa62wuQ2K4brvtNvz5z3+Gq6vroMt1dHRgw4YNWL16tTSO\n", "fHR0NNatW4dt27YZPaQZjR9ikKCgoADp6emIi4sb8sQvKysLt9xyizS8pLFG86p+VFQUFi5ciLfe\n", "eksrO0g8sGRAwvaJdZii48eP29WQVfqG/tyzZw9iYmJG/YTdWg4fPoyrr74aCoViVN9H7FQwLy9P\n", "7/M5OTmIj4+Hn5+f1vxFixahq6sLBw8eHPI9qqqqAIAZEnYuJCQEtbW1AACVSoXS0tJhZ0hoNBrs\n", "3bsXAEfYILIXhgLyTk5OyMnJQV5eHkslaFBjNiAxVK2i6JtvvkFHRweuv/56rfnXXXcd1Go19uzZ\n", "MxrNIzvi7++Phx56CPv375euAOpTVVWFEydOGF2uYUmPPPIIzp49K40iAFwOSHh6eiIyMtKKLaOh\n", "2FId5mgJDw/XCkio1Wp8/vnnuOOOOyw2Tr2p5VqmvE6pVCI7O9sifSBNnjwZcrncYNnGkSNH9HbE\n", "m5SUhNjYWOzbt2/I9xCzW5ghYd9CQkLQ2tqKnp4eVFRUQKVSDSsgIY7i9NlnnyE4OFgn+EVE9sXb\n", "2xtRUVEslaAh2WRAoq6uDitXrsTMmTMRHx+PRYsW4cCBAyat69SpUwCA2NhYrfniY329wRJdafny\n", "5XB2dsauXbsMLvP1119DoVDglltusWDLjHP99dcjISEBb731ljTvzJkzSE1NHXaQj2i0hIeHa5Vs\n", "/Pjjj2hoaJA6l7QUU/t0EV/n4+MDAMjIyBj0dUePHkVvb++od2gJAC4uLpg0aZLegERPTw9OnTql\n", "1aGlSCaTYfHixcjKyoJGoxn0PaqqquDl5QVPT0+ztZtsT0hICACgtrYWRUVFAAYf8lPk5eWFiRMn\n", "oqSkhOUaRHZkuAF5e+3bi0bO5s5AFAoFNBoN1qxZgyNHjuDs2bOYOnUqbrzxRvz1r381en0NDQ0A\n", "oFMzKz4WnycajLe3N5YtW4adO3ca7Aw1KysLc+bMsemrPjKZDI888gj27t0rpVfb0wgb9mw8DFkl\n", "BiTEE989e/YgPDx82MNumoupV3PE150+fRru7u5YuHDhoK87dOgQfHx8LPb7M9Sx5cmTJ6FSqQwO\n", "Vbxo0SLU1tbi6NGjg66/srKS5RrjgBiQqKmpQVFRERwdHaVRcgypr6/H7NmzpTry/Px8m+nojohG\n", "jiNY0EjYXEAiPDwc58+fx5w5cwAAzs7O+P3vf4/p06fjqaeeQl9fn5VbSOPVfffdh6KiIq1yB1F3\n", "dze+//57my7XEN17771wdXXFe++9B6VSifPnz7P/iDHC3nf4YWFh6OvrQ0NDAzQaDfbs2WPRco0r\n", "mXo1JyIiAv/1X/+FXbt2DZpVYKn+I0SGAhI5OTlwcXExuB2YPXs2AgIChhxtg0N+jg9XBiSio6Ph\n", "4DB4H+li/zdKpRLA5ewKe+r/hmi8Y1kGjYRNjrKhz4wZM3Ds2DHk5eUhPT192K8LCAgAAGn4NpH4\n", "ODAwcNDXr127Vkq/Fa1YsQIrVqwYdhvIPsyfPx+xsbHYuXMnrr76aq3nDh48iN7e3mH1NG5tXl5e\n", "WLlyJd5//33MmzcPKpWKAYkxwhKjsViTeJX10qVLKC4uRk1NjcVG1zC3lStXYufOnfjf//1fne0F\n", "cHmIzJ9//hlbt261WJtSUlJQX1+P+vp6rQPFnJwcZGRkGOyMV6FQ4Pbbb8cXX3yBl156yeD6S0tL\n", "MWnSJLO3m2yLn58fnJycpIDEUOUapo5AQ0RjD3/PY9vu3buxe/durXmtra2j/r42lyEhjuF+JfEK\n", "0lA1rFcSgxclJSVa88XHQ6XKbt++HV9++aXWxGDE+CSTybB69Wr84x//0AlwZWVlIS4uDgkJCVZq\n", "nXGWL1+Ouro6KYCybt06ps+OIfZahykGJCorK/HPf/4TwcHBmD17tpVbZZq5c+ciJiYGH374od7n\n", "c3Jy0Nvba5EOLUWGRtow1KHlQIsWLUJBQQEuXryo85yYjn/y5El89dVXmD17NrcndkwmkyE4OBg1\n", "NTUoLi7W6aOLiIjGphUrVuic927fvn3U39fmAhKPPfYY3njjDZ35x48fh7u7u9RL83Ddcsst8PT0\n", "xPfff681/8CBA1AoFGP26htZx8qVK9Hb24tPP/1UmicIAr766ivcfvvtVkstN9bTTz8NAFL67NGj\n", "R5k+S1YXEBAAJycnVFRUYO/evVi6dOmY7WxVLpdj5cqV+Oyzz9DZ2anz/OHDh+Hr62vR7KS4uDg4\n", "OTlplW3U1dWhvLxcb4eWAy1YsAAuLi747//+b51RXcR0fI1Gg87OTvz888/cnti5kJAQVFVVobi4\n", "eMgMifHQ/w0REZnO5o70ZDIZduzYoXUVZseOHcjOzsbmzZvh4uKi93WGOhr08PDASy+9hA8//BAn\n", "TpwAcDlNcPv27XjiiSf07iSJDAkLC8NNN92EnTt3SvNOnjyJ6urqMVGuAYyP4SNpbJLL5QgJCcE/\n", "/vEPlJeXj/mA8b333ouuri7s3btX57lDhw7h6quvtmjAxcHBAYmJiVoZEjk5OQAwZIZEV1cXXF1d\n", "sWXLFqSmpmL27Nmoq6vDkSNHkJ+fr7M8tyf2LTg4GMePH4dSqRzWCBv23v8NERGZzub6kHjyySfh\n", "4+ODZcuWQSaTobW1FaGhofjkk090SiUmTZoElUqFqqoq1NfXIzo6GtHR0Th48KDWcr/+9a/h6uqK\n", "VatWQSaTob+/H0888QTWr19vyT+N7MR9992HO++8E/n5+UhKSkJWVha8vLwwd+5cazeNaMyqr6/H\n", "4sWLUVNTg/Lycjg4OGDy5MnWbtaIREVF4ZprrsGuXbtw7733SvN7e3tx5MgRvPzyyxZv05UdWx45\n", "cgTBwcFDjpKwePFitLS0ALjcmWFNTQ0iIiLY0fQ4FRISInVyOpyAhL33f0NERKazuYBESkqK3pIN\n", "ffTVshqyevVqrF692tRmEUkWLlwIf39/7Ny5E6+99hqysrJw8803w8nJydpNGxYxfbampkZrPtNn\n", "yZrEtH+RSqXCnXfeiezsbCu2auRWrVqFVatWoby8HJGRkQAuBwGUSiWuueYai7cnJSUFX331FQRB\n", "gEwmQ05ODmbOnDlouZmhrCpHR0fs2rULb7zxhs6QoNye2DdxpA25XG5Upim/E0REdCWbK9kgsnXO\n", "zs741a9+hY8++ginTp1Cbm7umCnXEDF9lmyJPZcR3XHHHXB3d8dHH30kzTt06BD8/PyQmppq8fak\n", "pKSgra0NVVVVUKvVOHr06JDlGoZ4eXlhwYIFyMrK4vZknBEDEmFhYWMmGE9ERLaJAQkiEyxatAgN\n", "DQ1SR3B/+tOfxlSv8hwvmsgyPDw8cOedd2LXrl1SX0eHDx/G/PnzrdJhpzjSxrlz51BQUIDOzs4h\n", "AxJDdUrI7cn4Ul9fj23btgG43CkqR1UhIqKRYECCyAQbNmwA8H+jVBw7dmxM9ipvr8NH0thi773w\n", "r1q1CsXFxcjOzkZPTw+OHDlilXINAIiIiICHhwfOnTuHnJwcyOVyTJ8+fcjXDSerituT8WHx4sU4\n", "f/48gMv7QI6qQkREI2FzfUgQ2bqh0st5QE5kvH379mHJkiUoLS0FcDkYYS9p//PmzUNUVBQ+/PBD\n", "9PX1oa+vD9dee61V2iKXy5GUlIRz587B0dERycnJ8PT0HPJ17JSQAO7/iIjI/BiQICIiq7PnE165\n", "XI6VK1fi9ddfh5OTE/z9/ZGcnGy19qSkpOD06dPo6+szuv8Ie/q/EBERkfWxZIPISPaeXk5kTfaY\n", "9l9fX4+srCx0dnZix44dEAQBjY2NVmtPSkoKzp49i3Pnzkn94BANB/d/RERkbgxIEJmAo1QQ0XAt\n", "XrwYJ06ckB43Nzdbrea+vr4eH3zwAfr6+iAIAv785z+zQ0IyCvd/RERkTizZIDKBPaeXE5H52FrN\n", "/eLFi5Gfny89Pn36NJYsWYLs7GyLtoPGLu7/iIjInBiQIBoBHogR0Vhha8ERGtv4fSEiInNgyQYR\n", "EdEoYc09ERERkWEMSBAREY0iW6m5Z3CEiIiIbA1LNoiIiEaRLdXc79u3D0uWLEFpaSmAy8EIdkhI\n", "RERE1sKABBERkQXYQhaCLQVHiIiIiBiQICIiGmcYiCAiIiJbwD4kiIiIiIiIiMjiGJAgIiIiIiIi\n", "IotjQIKIiIiIiIiILI4BCSIiIiIiIiKyOAYkiIiIiIiIiMjiGJAgIiIiIiIiIotjQIKIiIiIiIiI\n", "LI4BCSIiIiIiIiKyOAYkiIiIiIiIiMjiGJAgIiIiIiIiIotjQIKIiIiIiIiILI4BCSIiIiIiIiKy\n", "OAYkiIiIiIiIiMjiGJAgIiIiIiIiIotjQIKIiIiIiIiILI4BCSIiIiIiIiKyOAYkiIiIiIiIiMji\n", "GJAgIiIiIiIiIotjQIKIiIiIiIiILI4BCSIiIiIiIiKyOAYkiIiIiIiIiMjiGJAgIiIiIiIiIotj\n", "QIKIiIiIiIiILI4BCSIiIiIiIiKyOAYkiIiIiIiIiMjiGJAgIiIiIiIiIotjQIKIiIiIiIiILI4B\n", "CSIiIiIiIiKyOAYkiIiIiIiIiMjiGJAgIiIiIiIiIotjQIKIiIiIiIiILI4BCSIiIiIiIiKyOAYk\n", "iIiIiIiIiMjiGJAgIiIiIiIiIotjQIKIiIiIiIiILI4BCSIiIiIiIiKyOAYkiIiIiIiIiMjiGJAg\n", "IiIiIiIiIotjQIKIiIiIiIiILI4BCSIiIiIiIiKyOAYkiIiIiIiIiMjibC4gUVZWBg8PD6Snp+tM\n", "2dnZWssWFBTg1ltvRWJiIhISErBixQpUV1frXe/OnTuRlpaGtLQ0JCcn49VXX4UgCJb4k4iIiIiI\n", "iIjoCg7WboA+mZmZOHTo0KDLVFRUYN68eXjggQfwr3/9C2q1Gr/61a8wf/58nDhxAp6entKyb7/9\n", "NtavX48ff/wRGRkZKC0txaxZs9DY2IiXX355tP8cIiIiIiIiIrqCzWVIDNdzzz0HQRDwwgsvAAAU\n", "CgVef/11lJaWYvv27dJyHR0d2LBhA1avXo2MjAwAQHR0NNatW4dt27ahtLTUKu0nIiIiIiIiGs/G\n", "ZEBCrVZjz549mDNnDpycnKT5ISEhmDx5Mj799FNp3jfffIOOjg5cf/31Wuu47rrrpPUQERERERER\n", "kWXZZECirq4OK1euxMyZMxEfH49FixbhwIED0vMlJSXo7OxEbGyszmtjYmJw/vx59Pf3AwBOnToF\n", "ADrLio/PnDkzWn/GsAmCILV3LBIEAX19fdZuhskEQUBbW9uY/h9YkiAIaG5uhkqlMts6NRoNuru7\n", "zbY+Q3p6epCTk4O//OUv2L17N0pKSsZkXzIajQZqtdrazTDZWN9mWJJGo0FBQQGOHDmCrq4us6xT\n", "qVQiLy8PpaWlFvn+t7e3Iy8vzyK/8dGg0WjQ2toKjUZj7aaQBWg0Gly8eBEVFRX8n1uJRqNBT0+P\n", "tZtBRBZic31IKBQKaDQarFmzBnPmzIFSqcTWrVtx44034v3338f999+PhoYGAICXl5fO6728vKDR\n", "aNDc3IwJEyYYXFZ8LD4/XMePH0dXVxfkcjkUCgXkcrnOpFardSaVSoWenh5UVlbi0qVLOlNfXx8i\n", "IiIQHx+vMwUGBqK9vR2tra06U2dnJ3p7e9HT06N129vbCzc3N4SFhSE8PFzr1tfXFzKZDCqVCm1t\n", "bWhra0Nrayva2trQ3t4OpVIptVmlUkn3+/v70dDQgLq6OtTV1aG2tla639PTg9jYWMyePRtz5szB\n", "nDlzkJSUBLlcO+alVqtRUlKCgoIC5Ofno7KyEv39/dL6xffs7++HQqGAn58f/Pz84O/vrzV5eXnB\n", "wcFB7yS+j3jSJt5XqVSoqalBcXExiouLUVRUJN1va2uDo6MjJk2ahKSkJGlKTExEfHw8Ojo6UFpa\n", "irKyMq2puroaPj4+CAkJ0ZkCAwOlE68rp56eHrS2tqKlpUVn0mg0mDRpEhITEzF58mRMnjwZ4eHh\n", "0mcpCALq6uqkzzA/Px8FBQVQKpUICwvT+Z+Hh4dL3/X6+nrptr6+Ho2NjfD09ERsbCxiYmIQExOD\n", "yMhIODs7S/+zmpoaHD9+HMePH0dubi6OHz+Ouro6yOVyhIWFISoqSpoiIyMREREBNzc3ODo66kwq\n", "lQolJSUoKiqSpuLiYpSUlECpVCI0NBSJiYlan39SUpLWZ3nld12lUsHBwQEKhUJnKisrQ25uLk6c\n", "OIHc3Fzk5+frnMgHBgZi5syZmDlzJmbMmIHMzEy92xbxe1VRUYGLFy/i4sWLKCoqku5XVVUhLCwM\n", "iYmJUrvF/6G7u7u0DvHv6O7uRnd3N3p7e6HRaCAIgs7U0dEhfdfE719paSnKy8uhUqkQHR2NSZMm\n", "aU3x8fFwc3OTfp9X3gqCAA8PD3h4eMDT01O67+HhAUdHR6mdMplM69bFxQWurq5wdXWFm5ubdOvi\n", "4gK1Wo2+vj4olUqt73lXVxcqKytRUVEhTZcuXUJFRQW6uroQEBCA6OhorSkqKgohISHSOvv7+6X1\n", "DXV/sOfd3NwQHBysMwUFBUEul6OrqwudnZ3o6OiQbjs6OtDY2Cht5+rr66X7TU1NCA4O1rvN9vb2\n", "hkajQWNjI2pra1FTU4Pa2lrU1taitbUVgYGBCA0NRWhoKCZOnIiQkBC4ublBEARUVFTg2LFjOHr0\n", "KI4dO4bc3Fx0dHQAuLx/TE1NxaxZs6Tv7KRJk6T/0UD9/f3o7OxEeXk58vPzkZeXJ20vioqKpBMt\n", "X19fZGRkSNP06dMRFRUFmUyGvr4+1NXVSe2vqalBfX093NzcEBQUhMDAQOk2MDAQzs7OKCsrw+nT\n", "p3H69GmcOnUKp0+flkoj5XI5Jk+ejGnTpiEjIwPTpk3D1KlTpd+bRqNBR0cHWlpapO2joduWlhao\n", "1WoEBARoTYGBgQgICIC3tzecnJzg5OQER0dH6b6TkxOUSqXOvk+c6uvrpf/VwN+NSqWCt7c3Zs2a\n", "Je3nZsyYofXbFn/fDQ0NKCwsxMWLF1FaWoqmpia0tLSgublZum1ubkZ3dzdCQkKk7XRERIR0Gxoa\n", "Ck9PT7i7u8PDwwNubm5QKBRa76XRaLS+qx0dHWhqakJVVRWqq6ulSXwsl8ul97ryPZ2dnaXt6pXb\n", "WEEQtLar4vZWLpejp6cHXV1d0tTZ2Ymuri709vbC29tb+n8M/P/4+PhApVKht7cXSqVSOmZRKpXo\n", "7OzU+s4NnHp7e6XfjLivEyd3d3fpc21qatK67+TkhNjYWMTFxSEuLg6xsbHw8PCQPsempibk5OTg\n", "yJEjOHLkCHJyctDe3g4AcHZ2ll47adIkaR2hoaEICAiAn5+fdNxx5e+vuLgY58+fx4ULF3D+/HmU\n", "l5dLv2PxMxRvXVxcMHHiREREREj70cjISHh7e0u/7/7+fulvEqeGhgadz0n83qrVagQFBUnThAkT\n", "pFt/f3/4+vrC19cXPj4+0n1XV1eo1Wo0NjZKxwnitq+hoQFqtVrv/tbBwQGenp7S+gZOXl5eBv/f\n", "7e3tqKioQHl5OcrLy1FWVoby8nLpuDguLg6ZmZnSlJ6ervWb6+/vR1lZGS5evIjCwkIUFhaio6ND\n", "628aeL+/v1/alg2camtr4eTkpPWbGHjfy8tLOo5xcHCAo6MjZDIZBEFATU2N9N6FhYW4cOECCgsL\n", "UVFRgZCQECQkJCA+Ph4JCQnSNHHiRHR0dKC6uho1NTVaty0tLfDw8ICXl5fO5OTkhI6ODrS3t0vH\n", "7OKk0WgMHjO7uLhI++iBU19fHzo7O6V1idtBcZ0KhUI6VhAn8bF4MfXKSdwui7/ViRMnYsKECdL2\n", "S6PRoLS0FHl5edJ07tw5VFdXIzw8HPHx8dKxjHhc4+fnB0EQ0Nvbq7OtaWtr0zq+Faf6+nqoVCqt\n", "7+LA76evry8yMzMRExOj73CPLE0YI6666irBx8dHUCqVQnZ2tiCTyYTNmzfrLHfPPfcIMplMqK2t\n", "FQRBEB588EFBJpMJJSUlWsv19/cLMplMuPnmm/W+X25urgBAyM3N1Zqfnp4uABjTk5ubm+Du7j7q\n", "7+Pj4yPccsstwvr164W77rpLSE1NFZycnKz+94/Fyc3NTUhPTxdmz54t+Pr6jup7yWQyISIiQpgz\n", "Z44QGhpq9b8dgEW/NzKZTHB1dRVcXFwEZ2dnwdHRUXBwcBAUCoXJ6wwNDRWCgoIEDw8PQS6XW/3z\n", "5KT9/zb3On18fIz+vvj4+Aj+/v5Gv5efn58wffp0ISkpSYiIiBD8/PxG/Hvx9fU1qS2mvu/EiRMF\n", "X1/fMffbUCgUwrRp04SHH35YWL58uZCRkSF4eXmN2vu5uroKAQEBQnBwsEX24fY8BQcHC3PmzBEm\n", "TZo04nX5+PgIcXFxwsyZM4UFCxYI8fHxgoODg1na6enpKURGRo7q92rg5OjoaPX/zWCTXC4XUlNT\n", "hVtuucWsn7Mpk0KhMPnzGsnxxFic5HK5EBoaKiQnJwtubm5Gv97V1XVU9g/vvPOOmc5S7Zuhc2Jz\n", "srkMCUNmzJiBY8eOIS8vDwEBAQAgRbAHEiN6fn5+AGBwWfFxYGDgoO+7du1a+Pj4SI+Li4tN/yP0\n", "8Pb2Rnh4OFxdXXHx4kW0traadf36mDNt1t/fH8HBwXB1dcXZs2ehVCql51pbW7F//37s37/fbO9n\n", "bnK5HBEREYiKikJTUxMuXLhgVCq5QqGwSOp8d3c3Tp48OervA0C6SltRUaH3eV9fX6SlpUlX75ua\n", "mkb0fi4uLoiLi4OXlxcuXLigd33mSO9XKBRITk5GRkYG0tPT0dLSIl0Na25ulpYTBMHoVFE3NzdM\n", "nDgRly5dQm9vr87zhoYjNoW7uzuio6Ph4OCAixcvmi2N31JcXV0RGRkJHx8fVFZWoqqqyqplM6a8\n", "t5OTE/z8/FBfX683pduU7bih14SFhSEzMxO+vr44duwYzp07p9Vm8UrwcLm6ukqZO21tbVLG00At\n", "LS1Gtx/Q/zt1d3dHamoqoqKicOHCBZw7d06nPK6qqsqk9xttCoUCQUFBCA4Ohq+vL/Lz81FbWys9\n", "r1arceLECZw4cWLY65TJZPDx8YGfnx9cXFykK6LDIWYvGEsul2PChAnQaDQ6/+uxwsvLCy4uLmho\n", "aDDL9kLMJtAnODgYM2fOhEajkbL4Bh7bXEnMWC0qKhpxu64kZr4Yw9fXF8HBwVAoFFIm5HBLT2yh\n", "dNXLywuRkZFwcXHB2bNntfapGo0GZ8+exdmzZ836nh4eHlAqlUb9/WIGrj6urq6IiIhAdXW13v/f\n", "WC65NIVGo5EytvRRKBSYMGECamtr9X5XTS3fEbNYDBl4fkeX7d69G7t379aaZ4lzU5sLSLS3t8PJ\n", "yQkuLi5a8wem+sTGxsLT0xMlJSU6ry8pKcHkyZOl1OP09HRpflpamtZyALTm6bN9+3ZMmzZNevzm\n", "m2+ipqZGKgPQN8nlcr0pbc7OzggNDdVKlxw4PKkgCGhqatJJ/Wpra4O3t7dOGpyPjw88PDzg6uoq\n", "pVOLt87Ozujo6JBKRAbeVlZWQiaTSev09vaW7os7fbH8QUzFEyd/f39MmDABEyZMQGBgoFaKt1Kp\n", "xIkTJ5CdnS1NA0tiHBwcEB8fr5XSHhsbK72fmAon3teXnihOnZ2dWmUlA0s9ZDKZVkmN+PnL5XIE\n", "BAQgNjZWmiIjI7U6RhVLCsTUZjG92dfXV6s0QZyCgoLQ1dWlN/2vsbERDg4OWqnCYuqws7OzVhrh\n", "wEmj0UgpngUFBTh//jzOnz+P4uJiqNVqhIWFaZUziPfd3d1RVVWl9X8W78tkMp0U66CgIPj7+6O1\n", "tRUlJSVS6YQ4NTU1wdvbW0rjFicxnVvU0dGhlW5ZWVkp7dgHTn19fZDJZIiKipLSXuPi4hASEqJV\n", "2tPQ0KD1+efn56OxsREuLi4633Pxu6OvREqtVsPf319KD09NTYWrq6vOb1wQBBQVFUmS5CEsAAAg\n", "AElEQVTpusePH0d3dzfkcrn0XRJv5XI5QkNDdcokQkNDIZPJoFarUV5eLpXTiLfl5eVwcXGBm5ub\n", "1uTu7g5nZ2fpPa6cxJP3qKgoqaTB399f+vwFQUBtba2UriqWj/T390u/0+DgYK1bBwcHqSxh4NTR\n", "0SEdJIk7cPFWo9FAqVRKJ0Td3d3SbW9vr9b33NnZWbrv4uKC0NBQRERESJOfn5/W90epVKKiogKl\n", "paVSWUpDQ4P0WxmYbj/YvMGWdXR0RFdXl05qszjJZDKt0pWBpSwDt3liyrOYRt3X14eSkhKtbbaY\n", "quvj44Pg4GCphEu87+3tjYaGBp10+urqanR3d2PKlClaKcohISFa39eOjg4cO3ZM+r4eOXIEDQ0N\n", "Umr/ldOECROQlJSE5ORkJCUlITIyUiv1XxAEVFdXS+VYubm5OH36NBwdHbXaL05BQUHo7u7WKf9q\n", "aGhAS0sLoqOjkZaWhrS0NEydOhWxsbFav2+x/wrxRP7EiRMoKyuDl5eXVkrtcG7lcjmamprQ2NiI\n", "hoYGNDY2Svc7Ozt1SnfElGUnJyed/Z84BQYGSr8Vf39/nc+qtLQU2dnZ+Omnn5Cdna0VIJLL5YiM\n", "jNTaNsTFxSEoKEhKpfb29tYpZezs7NQq4ayoqEBtba1WWrL4O+3q6oJKpdJKoR44+fr6YuLEiVol\n", "QUFBQdLfoVQq9ZaOqlQqqSRrYHmWi4uLtG3TN7m4uMDd3V2aPDw8pO1aW1ub9D8Z+D9qbW2VthUu\n", "Li5at25ubtL2SpwmTJgANzc3AJeDXjU1NdI+Ttzn9fT0wN/fXytlXbzf09OjVSYoTmKafkZGhlQC\n", "NXPmTISHh2ttozQaDSorK7XKDMUTfXESy3KAyyej8fHxUsllQkICJk+ejLi4ODg4OGiVwoq3Ynlb\n", "eXm5dEFAvN/S0gJfX18EBATopOIHBATofFYDSy6Byye/TU1NWiUYTU1NesugWlpa4OLiorfUQzzm\n", "G9h2cerv70dHR4fe0uL29nY4ODjo/K/FfaJY+inu6waeJPb39+PcuXM4duyYNJ07dw5qtRpubm5S\n", "av/ANH8/Pz+0tbXpLYlVKBQ627Tg4GB4eHhAo9Ggvr5e63coHkN1dXVplReLk0qlQmhoqNQGsTxj\n", "4sSJkMvl0j5aLOO4cOECLly4gMrKSvj7+yMkJAShoaFat35+fuju7tYqxxAnpVIplW94e3tr3cpk\n", "Mr3HzI2Njejv75f2zc7Ozlr33dzcdLaD4nuIZXQDS8PE+zKZTG9prlwuR319vbRvq6qqku43NjYi\n", "MjISKSkpSE5OlqaEhAQ4OztDqVSitLRUOp4Rb+vq6qRjpoHbGXd3d3h5eUllgwNLCAMCAuDo6KhV\n", "BihO4uPp06frHBOOdytWrMCKFSu05p04cUIaqXK0yARrXprSY9WqVUhISMAzzzyjNX/evHk4deoU\n", "Ghoa4OLigtWrV+PLL79ETU2NdEJZU1OD8PBwPPfcc9i0aROAyzv6iRMn4pe//CXefvttaX0vv/wy\n", "Nm7ciIsXLyIqKkqnHeKHn5ubqxWQoOETT/SKi4sRFRWF2NhYrQAGGUc8oB5Y+zqaurq64OrqqnPw\n", "TES2RQyEk+W1trbi3LlzUn8oV54Mku3q7u6WgqnmoFKp0N7eDh8fH/4eR5F4si72/0NEo8sS58Q2\n", "90uWyWTYsWMHLl68KM3bsWMHsrOzsXnzZilz4ve//z3kcjk2b94M4PKO4KmnnkJMTAzWrVsnvdbD\n", "wwMvvfQSPvzwQymtsrS0FNu3b8cTTzyhNxhB5iGTyTBp0iTcfPPNWlkrZBonJyeLBSOAy6nW3NkT\n", "2T7+Tq3Hx8cHc+fOxeTJkxmMGGPc3NzMFowALmeB+vn58fc4ysQOivk5E9kPmyvZePLJJ+Hj44Nl\n", "y5ZBJpOhtbUVoaGh+OSTT7RSSCIiIvDDDz/gySefRGJiIjQaDaZNm4bDhw/rnLT9+te/hqurK1at\n", "WgWZTIb+/n488cQTWL9+vaX/PCIiIiIiIiKCDZZs2AqWbBAREREREdF4NS5LNoiIiIiIiIjI/jEg\n", "QUREREREREQWx4AEEREREREREVkcAxJEREREREREZHEMSBARERERERGRxTEgQUREREREREQWx4AE\n", "EREREREREVkcAxJEREREREREZHEMSBARERERERGRxTEgQUREREREREQWx4AEEREREREREVkcAxJE\n", "REREREREZHEMSBARERERERGRxTEgQUREREREREQWx4AEEREREREREVkcAxJEREREREREZHEMSBAR\n", "ERERERGRxTEgQUREREREREQWx4AEEREREREREVkcAxJEREREREREZHEMSBARERERERGRxTEgQURE\n", "REREREQWx4AEEREREREREVkcAxJEREREREREZHEMSBARERERERGRxTEgQUREREREREQWx4AEERER\n", "EREREVkcAxJEREREREREZHEMSBARERERERGRxTEgQUREREREREQWx4AEEREREREREVkcAxJERERE\n", "REREZHEMSBARERERERGRxTEgQUREREREREQWx4AEEREREREREVkcAxJEREREREREZHEMSBARERER\n", "ERGRxZk1IFFWVoZTp06Zc5VEREREREREZIdMCkj85z//wbXXXotVq1ZJ8zZt2oSYmBhMmzYN06ZN\n", "Q2trq7naSERERERERER2xqSAxMcff4yWlhYsX74cAHDu3Dls3boV0dHRWLt2LVpaWvDaa6+ZtaFE\n", "REREREREZD9MCkhkZ2fjs88+w8033wwA2LVrFwAgKysL27Ztw1dffYU9e/aYr5VEREREREREZFdM\n", "Cki0trYiPj5eepyVlYXZs2cjKSkJAJCcnMySDSIiIiIiIiIyyKSAhEKhgEajAQDk5+ejsLAQS5Ys\n", "0V6xnAN4EBEREREREZF+JkUN4uPj8dZbb6GzsxObN2+GXC7HnXfeKT1/9OhRBAQEmK2RRERERERE\n", "RGRfTApIrF+/HmvXroWXlxf27t2Lu+++G+Hh4QCAl19+GUuXLsX1119v1oYSERERERERkf1wMOVF\n", "N998M7799lt8/vnniI6OxqOPPgoAEAQBBQUFWLBgAVavXm3WhhIRERERERGR/TApIAEACxYswIIF\n", "C7TmyWQyfPjhhyNtExERERERERHZuVHrefKhhx4arVUTERERERER0Rg3agGJL7/8crRWTURERERE\n", "NCrUajUqKipw+vRp9PX1Wbs5RHZtWAEJuVwOhUIx7Ekul6O+vn60205ERERERGSyt99+Gxs2bNCa\n", "V1tbi8jISEydOhXbtm2zUsuIxodh9SHh4OCA2bNna80rLy9HRUUFIiMjERoaCplMhurqapSVlSEg\n", "IADJycmj0mAiIiIiIqKREgQBL7zwAsLDw7F161ZpflBQEL755hts3LgRp06dsmILiezfsAIS/v7+\n", "OHz4sPT46NGj2LBhA7755hskJCRoLVtYWIgHHngAzz77rFkbSkRERGTvenp68Morr2DhwoWYNm2a\n", "tZtDZNeqqqpQX1+Pv/zlL1rzHR0dcdNNN2Hfvn3Izs62UuuIxodhlWy8/PLLWo+feeYZfPDBBzrB\n", "CACIj4/HRx99hOeff94sDSQiIiIaD/bt24eenh5s27YN3377rbWbQ2T3jh8/DgDIyMjQ+3xiYiIK\n", "CwuhVqst2SyicWVYAYl7771X63FhYSGioqIMLh8VFYXS0tIRNYyIiCxDpVLh//2//4dz585ZuylE\n", "41ZxcTGWLVuGjz/+GBkZGdKJEhGNnuPHj2PChAkIDQ3V+3xiYiKUSiXPa4hGkUmjbLS3t6OsrMzg\n", "82VlZejs7DS1TUREZEHHjh3Du+++y+02kRVt3boVgYGBePDBBzF9+nQcO3bM2k0isnu5ubmYPn06\n", "ZDKZ3uenTp2KF198Ee7u7hZuGdH4YVJAYs6cOVi6dKne6P2hQ4ewZMkSzJ07d8SNA4D33nsPcrkc\n", "v//9782yPiIi0vbdd9/Bx8cH06dPt3ZTiMalkpISfPTRR3j66afh6uqKzMxMXLp0CXV1ddZuGpFd\n", "KyoqMliuAQCBgYHYuHEjQkJCLNgqovHFpIDESy+9hIsXL2LGjBkICgpCeno6kpKS4OPjg+uvvx4l\n", "JSX44x//OOLGtbS0SJ1jXhm51Gg02L59O1JTU5GYmIjIyEisXr3a4HCjO3fuRFpaGtLS0pCcnIxX\n", "X30VgiCMuI1ERGPdv//9b1x33XVwcHCAWq3GU089hf3791u7WUTjxtatW+Hv74+HHnoIAKTgYG5u\n", "rjWbZTNeeeUV/POf/7R2M8gOXbhwAb/73e+s3Qyicc2kgERaWhp+/PFHzJ07F42NjTh9+jTOnz+P\n", "9vZ2XHvttcjOzkZqauqIG7dp0ybMmzdP73OPPvooNm3ahJ07d6KgoAB5eXkoLi7GNddcg56eHq1l\n", "3377bTzyyCPYuXMnTp8+ja+++gqvv/46N0BENO61tbXhyJEjWLBggTSvsLAQy5cvR0FBgRVbRuNd\n", "fn7+uOhIrqysDLt27cLTTz8NNzc3AJf74vL392c/Ev+/N998EydPnkRjYyPy8vKs3RyyI3K5HK6u\n", "rtZuBtG4ZlJAArhcU/Wf//wHdXV1+Omnn/Dzzz+joaEBBw4cQEpKyogbdubMGezdu1fvaB2lpaXY\n", "sWMHfvnLXyIzMxMA4OHhgT/+8Y84f/483nnnHWnZjo4ObNiwAatXr5ZSsqKjo7Fu3Tps27aNndQQ\n", "0bh2+PBhqNVq3HjjjQAAhUKBTz75BBEREVi4cCGam5ut3EIaj2pqajB37txxUa756aefws/PDw8/\n", "/LA0TyaT4e9//zvuvvtuK7bMNtTX16O6uhrp6em49957cffdd4+LQBXZjqKiIrz++uvMrCYaJSYH\n", "JESBgYGYOXMmZsyYAX9/f2n+SK+sPfbYY3jxxRfh7e2t85zY0dOVWRhTpkwBAHzxxRfSvG+++QYd\n", "HR24/vrrtZa97rrroFarsWfPnhG1k4hoLPvuu+8QExODmJgYaZ6npye+/PJLtLa24q677kJ/f78V\n", "W0jjjSAIWLNmDZycnPD4449buzmj7umnn8aJEyek7AjRLbfcgri4OCu1ynacOnUKwOULYZs3b8aZ\n", "M2fw0UcfWblVZA+GG9gqKCjAU089haqqqlFuEdH4NOKAhCFXBgCM8emnn6KzsxP333+/3ufF/iSu\n", "3JAoFAoA2sEQcUcWGxurtaz4+MyZMya3k4jI1nR3d6Orq2vYy2/ZskVvYDY6Ohp79uzBf/7zH6xb\n", "t86cTSQa1K5du/DVV1/hvffe07rQYa9kMhkmTpxo7WbYrJMnT8LT0xMxMTGYOXMm7rrrLmzcuNGo\n", "7RzRlQRBQFhYGHbs2DHksklJSQAul5ERkfk5mPrC/Px87NmzB1VVVejr69N6ThAEtLa2mrTe7u5u\n", "/Pa3v8Xu3bsNLpOZmQmZTKbT2ZMYfGhvb5fmNTQ0AAC8vLy0lhUfi88TEdmDWbNmITo6Gvv27RvW\n", "8j4+Ppg6dare5+bPn4+3334bjz/+OO677z5MmzbNnE0l0nHp0iU8/vjj+NWvfoVFixYBAPbu3Qtf\n", "X19ce+21Vm4dWcOpU6eQlpYGufzyNbQ//vGPmDx5Ml5//XVs3rzZyq2jsaq8vBy1tbWIiIgYctmo\n", "qCg4OzujoKBAKm8kIvMxKSCxf/9+/OIXvxg01cnQeL5DeemllzBv3jzMmjXL4DJRUVFYs2YN/va3\n", "v2HZsmW47bbbUFdXh6eeegru7u7STssc1q5dCx8fH615K1aswIoVK8z2HkRE5tDV1YWzZ89i5cqV\n", "ZlvnmjVrsGLFCnh6epptnUT6CIKABx54AB4eHnjzzTel+X/605/g4OBgdwGJ//mf/8GcOXMQHh5u\n", "cJkXXngBoaGheOCBByzYMtty8uRJrZPA6OhoPPbYY3jllVfw4IMPcjhGMonYYexgQ36KFAoFEhIS\n", "2NEz2b3du3frJAWYmmRgDJMCEhs3bsQ111yD9evXIzIyEs7OzjrLXHXVVUavt7S0FO+++y5Onz6t\n", "89yVHcm88847SEhIwAsvvID169cjODgYv/vd7/CHP/wB3d3d0nIBAQEAtLMmBj4ODAwctE3bt2/n\n", "VUEiGhO+//57CIKAhQsXmnW9DEaQOQmCoPeiRV1dHUpLS/HXv/4Vvr6+0vxVq1bhvvvuQ3l5OSIj\n", "Iy3Z1FHR0tKCL7/8Eg8++CBefPFF/Pa3vzW47LFjx9Df3z+uAxJ/+9vfdC4MbdiwATt37sRnn302\n", "LvoZMVZvby9UKhU8PDys3RSblZubi4kTJyI4OHhYyycmJjIgQXZP30X3EydODCtwNxImpRJcvHgR\n", "e/bswY033oiEhARERUXpTEuXLjV6vQcOHIC7uztuu+02pKenIz09HbfddhsA4N1330V6err0Iclk\n", "MqxduxZHjx5FQUEBDh06hIULF6K0tBRz5syR1pmeng4AKCkp0Xov8XFaWpopHwERkc3JyspCQkIC\n", "Jk2aNOSyarUaycnJ7NiXRt3vfvc73HPPPQAu9xF1ww03oK6uTme54OBg5OXl4eabb9aav2zZMri5\n", "ueHvf/+7Rdo7Gurq6vD+++/jpptuQlBQEFatWoV58+bhN7/5zaCvmz59Oo4fPz6ue/efNWsWEhMT\n", "teb5+vri7NmzDEbooVKpsGDBAsTFxXHY2EEcP34c06dPH/bySUlJ7EOCaJSYFJAIDQ3V6ZPhSu/+\n", "f+zdZ1RU19cG8GcoAioggiA20KhIRAXEFlSCFSv23hLRiCVYomIX4z+GqLGXWBELsYvYFYMFO02M\n", "igoWLKAiioCUmdnvBxfzOqHNDNPA/VuLtcK9556ziTAzd99z9tm4Ue5+vby88OTJE0RFRUm+Tpw4\n", "AQDw9vZGVFSUZBrJpUuX8PbtW6nrr1+/jpSUFIwdO1ZyrEuXLjA2Nsa5c+ek2oaGhkJXVxd9+/aV\n", "O07GGNM2YrEYx44dQ/fu3QEAMTExuHHjRqHtIyMjcffuXZmfDolEIpw5cwZCoVAp8bKvx+XLlyU3\n", "1FWrVsXdu3fh5OSEixcv5murr6+f71jFihXRr18/BAQElNob8w4dOsDb2xtCoRArV67E8+fPERoa\n", "WuwTbBcXF6SkpODJkyfqCbQUqVatmqZDUDqRSIT4+HicOHECK1aswLhx4zBt2rR8tdqK8ttvv+HK\n", "lSv45ptvFF4+XdYRESIiIuR66tu9e3csXLiQt5xlTAUUSkgMHDgQhw8fLrJN165dFQrov/I+fPz3\n", "Q4ifnx/mzZsHsVgM4HMhLG9vb8yaNUtqiUXFihWxZMkSBAQEIDIyEsDnpSErV67E1KlTYWtrq5Q4\n", "GWNMkyIiIpCcnCxZrjF58mTMmDGj0PZnzpyBsbGxzMvrYmJi0LlzZ5w+fVop8bKvg0gkQnR0tGS2\n", "opubG6KiomBnZ4d27drB398f6enpxfYzatQoxMfHIzw8XNUhq8SOHTuQnJyM0NBQTJgwQeZdNfKe\n", "4PKT7q+Dg4MD6tati27dumHOnDm4du0a1q5di/Hjx8t0/dWrV7Fo0SLMmzcP4eHhKp9mXVq9ffsW\n", "JiYmcs2QcHZ2xoQJEyQ7+jHGlEehGhJt2rTB/PnzERoairZt28LS0lKqkCQR4fr16yUKLDU1Fc7O\n", "zhAKhRAIBFi5ciUCAgIwd+5cjB49Gj169MD27dtRr149mJmZwcDAANOmTZNMC/3S+PHjYWRkhFGj\n", "RkEgECA3NxdTp07F9OnTSxQjY4xpi8TERNjZ2UmWrI0dOxZDhgxBXFwc7Ozs8rU/c+YM2rVrV+AT\n", "6YI4OTmhSZMm2Lp1q2QpHdMO79+/R/ny5VGuXDlNh5LPo0ePkJGRIfWgoGrVqjh79iwWLFgAX19f\n", "+Pn54fjx40UWrWzbti1sbW2xZ88etG7dWh2hl0h8fLzUduOK1qKysrJCzZo1cevWLfTv319Z4ZUa\n", "kyZNQtu2bYv82Z8/f441a9Zg8eLFMr+eaSt/f38YGRnBzs4ONWrUgI6ODoKCglChQoVir01LS8PQ\n", "oUPRvHlzzJ07N9/5V69ewdLSstgb6sJqvJQlVapUwZMnT0rtjCvGyhxSgEAgKPZLR0dHka61RkRE\n", "BAGgiIgITYfCGGMyEYvFkv/+9OkTmZub07Rp0/K1S0tLI319fVq7dq1c/a9Zs4b09PQoKSmpxLEy\n", "5Xj06BHp6OjQmTNnNB1Kgfbs2UMAKCUlpcDzx44do+HDh1N6enqxfd25c4cyMzOVHaLSnThxgnR1\n", "dZX2b9K7d29q166dUvoqTXJzc8nAwIBWrlxZZLuoqCjS1dWl33//XU2Raac///yTjI2NKSEhId+5\n", "nJwcsrOzI09PT6m/tTt37lBubq7k+6CgIGrRogUJhUK1xMwY037quCdWaMlGhQoVsGDBAsyfP7/Q\n", "r/Llyys1ccIYY6xoXz7VMjQ0xMiRIxEQEIDs7GypdhcuXEBubq7c+6kPHToUurq6CAwMVEq8THEZ\n", "GRmYMWMGKlasCCsrK5w5c0bTIRUoKioKNjY2qFy5coHnu3XrhsDAQJmeADds2BBGRkbKDlGp7ty5\n", "g4EDB6Jr165o166dUvrMW3b6tbl//z6ys7Mly30K4+joCB8fH/j5+eHx48dqik45Ll26hO+++67A\n", "Iq/ymjx5Mm7evInatWvnO6evr4/ly5fj3Llz+P7777F06VI4OjrCwcFBqsZa7dq1cf36dRw5cqTE\n", "8ZRFYWFh2Lp1q0xtr169KllWzhgrhiJZjKpVqyqljTbjGRKMsdLu/v37BID27NkjdXz16tVUv359\n", "qRkVsho8eLBC1+bm5tJvv/1GycnJREQUGxtL9+7dk3t89tmyZctIT0+Pnjx5QiNHjqQmTZpoOqQC\n", "9e7dm3r16qXpMNQiKSmJbGxsqEmTJvTx40dNh1Pq7dy5kwDQ+/fvi2378eNHqlGjBnXt2lWh1zVN\n", "GTt2LNnY2JBIJJKp/evXr6l///70/PlzhcaLjIwka2trMjAwoH79+lFwcDBlZ2dLtXF3d6dmzZqV\n", "qv+P8hCLxfTmzRuFrp01axbVqFGj2HY3btwgALRmzRqFxmFMm2jtDImwsLBi2/z777+KdM0YY0xO\n", "ly9fRlpaWr7jdnZ2cHNzw+bNm6WOT5o0CXfv3lVonbCXlxcePHggV3HBhIQEtGnTBvPmzZO8fwwd\n", "OhTLli2Te3x5vX79GklJSSofR50+ffqEpUuXYuTIkbCxsUHHjh0RExOjlT/nwYMHsXv3bqX2mZWV\n", "hY8fPyq1z5L69OkTevXqhezsbISEhBS7ewYrXlRUFOrUqQNTU9Ni21asWBFr1qzBiRMnSs1WxtnZ\n", "2di3bx+GDh0qVYetKEKhEFevXkXPnj2RkZEhdw0EJycnJCQk4PXr19i/fz969uyZr/bMzJkzcfPm\n", "Tfzzzz9y9V1axMfHo0qVKggNDZX7Wnt7ezx//rzY15+892NZ7pcYYwrusvFlgTShUIinT5/i6dOn\n", "UlvhFDY9kzHGmPJkZGSgQ4cO+ZIOeVavXo0dO3bkO65opfDvv/8egYGBaNKkiUztd+3aBUdHRyQn\n", "J+PSpUsYMGAAAKB169a4fPmyQjHIQiQSYd26dbCzs8OsWbNUNo4mbNmyBW/fvpX8XB06dACAfNtb\n", "awOBQKDUJZwikQj16tXDqlWrlNZnSRERfvzxR0RHR+Po0aOoWbOmpkMqE6Kjo+Ho6Chze09PT/To\n", "0QM+Pj4FJmi1zYkTJ/D+/fsCi7EXxtraGiEhIYiLi8OIESOwcOFCjBs3Tq7EhKGhIUxMTAo936lT\n", "Jzg6OuL333+XuU9tERAQgPHjxxf5/yMiIgIA0LhxY7n7t7e3B/B5OVFR2rdvj4ULF+LcuXPIzc2V\n", "exzGvjYKJSSAz7tgjBkzBpUrV0adOnVQp04dmJmZ4aeffsL79++VGSNjjLFChIaGIjs7W7Ld5381\n", "btxYqTdIOjo6GD58OIyNjYtsl1fxffjw4ejVqxeio6PRqlUryfnWrVsjLi4Or1+/Vlpsea5evYpm\n", "zZph4sSJ6N+/P5YuXar0MTQlOzsb/v7+GDJkiGQXBysrKzg6OmptHQll0tXVRfv27REQEKA1FfIF\n", "AgE6duyInTt3olmzZioZY/369Rg5cqRK+tZGRISoqKhi60d8SSAQYM2aNejYsSNycnJUGJ1y7Nq1\n", "C87Ozvj222/lus7R0RF79uzB4cOHsWjRIlhbWyt1VwyBQABfX1+cPXsWkZGRSutX1UQiEebNm4cN\n", "GzYUOUvm1q1bqFWrFqpUqSL3GA0aNAAA3Lt3r9i2PXr0wIcPH3Dp0iW5x9Fm165dw5gxY3D79m1N\n", "h8LKEIUSEmlpaXB1dcXWrVuRnp6OSpUqoVKlSkhPT8fmzZvh6uqqddMpGWOsLAoJCUH9+vVRv359\n", "mdonJCRIzWZTlVmzZiEkJAS7d+9GYGBgvidybdq0AQC5ln4U582bNxg9ejS+++47CAQCXLt2DZs2\n", "bYKFhQWAzzc56vjZVSkgIAAvX77E7NmzpY4PHToU1atX11BUBVNVQbdRo0YhPj5eqb87JfXjjz+i\n", "X79+Kus/MzMTBw4cKPW/v/K4cuUKfvjhB7musbGxQUBAgORvXlulpqbi2LFjGDZsmELX9+zZExs2\n", "bMDQoUMxZ84cJUcH9O3bF0OGDNGapJ8s7t27h5SUFDRs2BBTpkxBenp6ge0iIiLg4uKi0BgVK1ZE\n", "rVq1cPfu3WLbOjk5oXr16jh69KhCY2mr06dPY8uWLRgzZoymQ2FliEIJiSVLliAzMxM7d+5EZmYm\n", "UlJSkJKSgoyMDAQGBiI9PR2//fabsmNljDH2BbFYjOPHjxc6O+JLRITU1FS0aNECixYtUsr4QqGw\n", "0HO//vorIiIiMGTIkALP16hRAzY2NkpdtjF37lwcOnQI69evx40bN9CiRQvJuezsbDRv3lzmCuna\n", "6vbt2xg4cKDkSV2eX375BUuWLNFQVAXr3bs3vLy8lN5v27ZtYWtri+3btyu9b87JSrIAACAASURB\n", "VG3l4uKCzMzMYqeKlxUCgQANGjTQuiSbsjx69AjVqlXD4MGDFe7jp59+wq5du6Cnp6fEyD7T09PD\n", "7t270bRpU6X3rSoODg5ISkpCSEgI3r59i19//TVfG7FYjIiIiBL9XPb29kXOkNi9ezeeP38OgUCA\n", "8ePHo0aNGgqPpY1iY2MBAE+fPtVwJKwsUSghcfDgQRw+fBhDhw6FoaGh5LiRkRGGDRuGw4cP48CB\n", "A0oLkjHGWH6RkZF49eoVunfvXmzbMWPGoEmTJnj79q1StiO8d+8eatasKZm2+d91spUrV0a9evWK\n", "7KN169ZKnc66ePFiPHjwAN7e3vlqZBgYGMDW1hZ//PFHqX7KvG7dulKz7eqtW7dgaWmp9H51dHTg\n", "5eWF3bt3a/RDcVxcHFJTU9UylrOzMwQCAW7evKmW8coKbb1patasGRISElC1alVNh1JiiYmJGD58\n", "OB4+fKjpUGBiYoLatWtj9uzZOH36dL73pfj4eKSlpSk8QwIAfHx8MHbs2ALPvXr1CsOGDZMUzJw9\n", "ezZ++eUXhcfSRrGxsahUqRKSk5Px6dMnTYfDygiFl2wUta7P2dmZl2wwxpiKhYSEoFKlSnB1dS22\n", "rbu7OxITE1GhQgWpWg6Kqlu3LogIW7duxYMHD+Di4oKgoCC5+hgyZAh69epV4ljyVKlSpch1wTNn\n", "zkR8fHypqcJfGH19fU2HUKzk5GS8fPkSzs7OKunfx8cHZmZmGitYSkQYMWIEBg0apJbxTExMYGdn\n", "h1u3bqllvLJgw4YNaNSoEV6+fKnpUAqkzLoPmnLjxg00b94cu3btwsqVKzUdjkTeTiH/fa1MTU2F\n", "o6NjiWZIdOnSBd26dSvwXHBwMHR1dWWatVgaZWZm4uHDh5Kf79mzZxqOqHApKSlam5Bk+Slc1LKo\n", "rJgiWxExxhiTj5ubG5YsWSLTDWrfvn1RuXJluLm55dvmTRH6+voYMWIEtm/fDhcXF2RnZ8PBwUGu\n", "Prp27ZqvFoK85HmvcXFxQYcOHfD777+XyfeotLQ0BAUFacVTq6ioKACQqyihPCpWrIiNGzdi1KhR\n", "Kum/OEeOHMGNGzcwc+ZMtY3p4uLy1SQkevToUeLE4aBBg2BkZAQvL68il5exovn6+mLhwoUFnlu/\n", "fj1q166N0aNH4++//9ZYMdELFy5I/RuXK1euwPfF5s2bIyoqCubm5iqJ4/Dhw3BzcyuzOw3evXsX\n", "RCSZlfnkyRPNBlQELy8vtGnThnc5KSUUSkg4Oztj5syZBX6gE4vF8PX1LdF0KMYYY8Vr164dxo0b\n", "J1NbQ0NDHDlyBMuWLVPa+F5eXsjKykLXrl1x8+ZNNGrUSGl9y2rdunUYMGCAzAUUfX19ERUVhbNn\n", "z6o4MuURiUSYNm0aHj16VGS7xMREDBkyRKXbqcoqKioKpqamqFOnjsrG8PT0RKdOnVTWf2FEIhHm\n", "zp2LDh06KGX5k6xcXFxw+/btMn9z/e7dOxw7dqzEN7dmZmYIDAzE2bNn4e3trRVJSCLCrl271LbU\n", "RxmICCtWrMCHDx/ynduwYQPOnz+PyZMn4927dzh58qTa47t9+za+//57nDhxQu1jf+n9+/c4f/58\n", "vll/aWlp2LBhg0p2lFK32NhYCAQCdO7cGTo6Olo7A+HNmzc4duwYEhMTsXfvXk2Hw2SgUEJi5syZ\n", "WLduHWxtbfHzzz/jjz/+wB9//IFJkybB1tYWGzZsgK+vr7JjZYxpiejoaJVV0Geq06ZNG8k+6spQ\n", "v359JCcnIygoqNhtQFUhKysLS5YsgaGhIXR0ZHs7a9euHVxcXLSuAGRRDh48iD///BMpKSlFtvv2\n", "229RrVo1rdj+MzIyEo6OjmViWvp/7dq1C3fv3lV78e5Ro0YhKSlJJUUMtUl0dDQA5cyu6dy5M7Zu\n", "3YotW7ZgwYIFJe6vpKKjozF8+HBcv35d06HIbPLkycjKysLGjRvzPW02MjKCoaEhHBwc0LRpU5m2\n", "w1S27du3w9LSEl26dCnw/NKlS5W+E8m2bdtw7NgxqWMnTpyAUCjMl5DIzs7GxIkTERISotQYNKF9\n", "+/bYt28fTE1N0adPH5iZmWk6pALt2bMHAoEArq6uuHLliqbDYbIgBW3ZsoUMDAxIIBBIfRkZGVFA\n", "QICi3WqNiIgIAkARERGaDoUxrbJr1y4CQBs2bNB0KKwMePbsGfn7+1NOTo7c165Zs4Z0dHQoLi5O\n", "rutOnDhB/v7+JBKJ5B5T3YRCITVo0IA6d+4sU/tRo0ZR48aNVRxV8Tp16kTTpk1T23iJiYmUlZWl\n", "8nGysrLIxsaG+vTpo/KxvlbLly+n8uXLk1AoVFqf/v7+BIDWrVuntD4VMXXqVLK0tKTc3FyNxiGv\n", "MWPGkJWVFbVq1YrWrl1bYBtN/EzZ2dlkYWFBU6dOLbTNb7/9Rrq6unT58mV68OCBUl733dzcaMCA\n", "AVLH+vXrRy4uLgW2d3V1pZ49e5Z4XCYbJycn6t27N3369EnToZQJ6rgnVjghQUT04sULWrlyJXl7\n", "e5O3tzetXr2aXr16pazYNIoTEozlFx8fT8bGxqSvr0+Ojo4kFos1HdJXKSMjg3744Qe6f/++pkMp\n", "sStXrhAAunnzplzXZWVlUfXq1WnYsGEqikw7BAQEEAC6deuWTO337NlDAOjly5cqjqx46np9ePfu\n", "HRkbG9PSpUtVPta+fftIR0eH7t69q/KxvlbDhg2jli1bKrVPsVhMc+bMobNnzyq1X3kIhUKqWrUq\n", "+fj4aCwGRcXFxZFAIKCqVavS9evXNR2OxMGDBwkAxcbGFtomOzub7OzsqGLFigSA3r17V+Jxvb29\n", "qVGjRlLHIiIi6J9//imwvb+/PxkZGVFmZmaJx2ZFE4vFdPDgQbp69aqmQykztD4hUZZxQoIxaTk5\n", "OdS8eXOqU6eO5KaHP5Srn1gspr179xIAuWcGaKOsrCwyNDSkP//8U67r1q1bRzo6OmUiKVOY7Oxs\n", "srW1letp/OvXrwkABQYGqjAy7TN+/HgyNTWlN2/eqHQcsVhMd+7cUekYxQkICCBfX18KDAykW7du\n", "UXp6ukbjUTYHBwcaN26cpsOQW1paGvXq1YtmzZpFUVFR+RJyZ86cUSj5qi1CQ0PpxYsXmg5DSvfu\n", "3alZs2bFtjt79iwBoDp16ihl3NWrV1O5cuVknhVy7949AkAhISFKGZ8xdVLHPbFCNSREIhGePXuG\n", "Z8+eISsrS3I8IyMDkZGRiq0dYYxptdTUVJQrVw5BQUEYMGAA7t27p9R6BKxwf//9N0aMGIEWLVrA\n", "zMwMAwcOhL29PerXr6/p0ErMwMAAzZs3l6sQY3Z2NpYsWYJBgwbBzs6uROOTFhS6K8zWrVvx9OlT\n", "LFq0SOZrqlSpAmdnZ62oI6FOCxcuBBHBz89PpeMIBAI0bNhQpWMUJyEhAXv27MGIESPg4uKCihUr\n", "wtbWFl27dsX+/fs1Glue9+/fK3RdVlYW7t27p7LdWVRp69atCAkJwV9//QUnJydMnz5d6vyuXbtg\n", "Z2dXoi0nNaldu3aoVq1akW2ICJcvX0ZSUpLK43n16hVOnDiBH3/8sdi2HTp0wE8//YR+/fopZWx7\n", "e3vk5OTg8ePHMrW3s7NDvXr1cPToUaWMrwkRERGYOHEiPn78CODz32psbGypKLL78OFDbNq0SdNh\n", "sCIolJDYvXs3bG1tUbt2bVy9elVy/P3793BxccHQoUNLxS8oY0x2lpaWuHjxIpo3bw5dXV00aNBA\n", "0yGVCmKxuMRbY8XGxuLRo0f49ttv4evri8OHD+P8+fPKCVALtGnTBpcvX5Y5OfDp0yd0794dc+fO\n", "LdG4MTExsLe3R2JiYon6UZXExESMGjVK7hvgBQsWYMSIESqKqnhpaWlqT/RUqVIFc+bMwYYNG3D/\n", "/n21jq1ufn5+ePr0KdLS0nDjxg0EBARg4MCBqFGjBlxdXTUdHv7991+YmZkptOOCoaEhXrx4gQED\n", "Bqggsv+XlJSErl274sGDB0rpTygUYsWKFRg8eDCSkpJw6tQpDBs2THI+KysLt2/fxrBhw8pkodc8\n", "GRkZ6Ny5M7Zv367ysUxNTbFlyxYMGjRIpvYbN26Ev7+/Usb+9ttvAXzeBlMWAoEAPXv2REhISKkt\n", "CH7x4kVs27YN5cuXBwBcvnwZjRs31tqdNr4UGhoKb29vxMfHazoUVhhFplV4enqSq6srxcfH5zsX\n", "HR1NTZo0IX9//5LM3NA4XrLBGFOGkSNHEgD6999/NR2K1jp58qRGlqCkpaWRmZkZTZ8+Xa3jyqM0\n", "1mlxcHAossicqnz69IlsbW2pR48eJepHLBZTdnY2paam0osXL+jhw4cUGBhIiYmJSoq0bFu+fDkB\n", "oIkTJ2o6lEIlJydTvXr1SE9Pj0aMGEG3b98uUX9BQUEEgKKiogptM2/ePHr27FmJxikNhg4dSvb2\n", "9qXytUtWYrGYTExMaMmSJXTx4kVyd3cvdrnYgwcP6MKFC6WimHJBRo0aJVW088GDBwSAQkNDNRiV\n", "NC8vL1q8eHG+45mZmVSlShUaP368BqIq/bR2yca///6LnTt3Fri/eJMmTbB3717s2LFD8SwJY0wr\n", "EBFu375dZBvOOBdt0qRJACDXHumZmZn4+eefkZCQoKqwtEqrVq0gEAjkWrahDMbGxhgyZAj27NkD\n", "kUgk9/VXrlzBs2fPVBDZ/yttT1MzMzNx9+5djcygMjQ0hL+/P0JCQnDnzp0i22ZnZyMmJgaPHj2S\n", "Or53717o6+vDwMAAZmZmqF69OurVq4cRI0Zg27Ztqgy/zMj7nQ0PD9dwJIWztLREREQE/vjjD5w/\n", "fx6NGzdG165dERYWptDsngYNGsDPzw+Ojo6Ftlm0aBFq1qxZkrBLhWHDhuHevXuIiorSdCgqIxAI\n", "sGHDBnTt2hWHDh1CXFwcKleuXOQ19erVQ9u2bWXeolrbxMbGolGjRpLva9WqBQAlngGqLKmpqQgM\n", "DIShoWG+c0ZGRpg0aRK2bduGN2/eaCA6VhyF/io+fvyI2rVrF3rezs4O7969Uzgoxph2WL9+PZyc\n", "nPDw4cMCz4eFhaFu3bqSfeNZfk2bNoWHhwdOnz4t8zUXL17EmjVrkJ2drcLItIepqSl27NgBNze3\n", "ItupYqrrsGHD8OLFC1y4cEGm9kSEdevW4dmzZ+jbty9mzZql9JhKs9jYWIjFYo3VAOjfvz9iYmLg\n", "4OAgORYcHIyaNWuiUaNGaNOmDezt7VGhQgU4Ojpi7dq1Utc7Oztj7dq12LFjB/bv34/jx48jLCwM\n", "kZGRmDdvnrp/HIUQkUY/g02ZMgWBgYGIiorC69evNRZHcYyNjTFlyhQkJCQgMDAQz58/h7u7O65d\n", "uyZ3X46Ojpg/f74Koix9OnToACsrK+zcuVNlYyiSNFK2IUOGoFGjRjh8+DB69epVahMNshCJRPj3\n", "33/RuHFjyTEDAwNYW1trzZKNvXv3QiQSYejQoQWeHz9+PHR0dLBu3To1R8ZkofBfT2ZmZqHnMjIy\n", "Su0aKcbYZ7GxsZg2bRq8vb1Rr169Atu0bt0a1tbW2Lx5s5qj005EhD/++CNfgsbDwwOXLl0q8nXz\n", "S2fPnkX16tW/qjodw4cPxzfffFNkm3Xr1sHd3R05OTlKG7dFixb45ptvsGvXLpnaX7t2DRMnTkRC\n", "QgIWLVqEPXv24MaNG0qLJyUlBZ6envme3Mvr7t27GDZsmMy/c8oSFRUFPT09qYSAOgkEAqkPzQBQ\n", "p04d/PDDD3B3d0ft2rXRoUMHrF+/HuHh4fkKhtarVw/jxo3DiBEj0K9fP3Tt2hVubm5wcnIqNbNV\n", "xowZA09PT5nbHz9+HFOmTMGoUaPg6emJmzdvljiGDh06AIBcN/cikQiNGjVCcHBwiceXh76+PoYP\n", "H46YmBiEhYWhZcuWah2/rNHT08PgwYMRFBSkknpyGRkZsLOz04rCvdHR0Xj69Cl69eql6VCKlJKS\n", "UqLEwaNHj5CVlSU1QwIAbGxstCYhERAQAA8PD1StWrXA8+bm5hg9ejTWrl2LjIwMNUfHiqXIOo+u\n", "XbsWujZQJBLRhAkTqGvXrgquItEOXEOCfc3EYjE1btyYHBwcit03e86cOWRiYlLmtp6TV3p6Og0Y\n", "MIAA0MqVK6XO5W35deLECZn6aty4MY0aNUoVYZZa169fp3LlyqlkO8D58+eTiYmJTHvET5w4kapX\n", "r05CoZCEQiE5ODhQmzZtlLZeevr06VSxYkV6/fp1ifr5999/CQCdOnVKKXHJasyYMdS4cWO1jsmk\n", "HTx4UObPL9HR0aSnp0e1a9em7777jrp3707Xrl2TnD906BB5e3srFEdycrJc7fNeJ8+dO6fQeJpQ\n", "lusklMStW7cIAJ08eVKp/b5+/Zq8vb0JACUkJCi1b0XMmzePKlWqRDk5OTK1F4vF1KtXL9q4caOK\n", "I5M2fPhwsrKyohs3bih0/f79+wlAvr/pQYMGkZubmxIiLJn79+8TANq3b1+R7R4/fkzlypWj48eP\n", "qymyskEd98QKJSQuXrxIOjo61KBBA5o2bRqtXLmS/P39aeLEiVSrVi3S1dWlixcvKjtWteKEBPua\n", "PXv2jADQ4cOHi22bkJBAAoGAtm/frvrAtMzkyZOpZ8+e1LNnT6pXrx5VqFCBDh48mK+dWCymWrVq\n", "0bRp04rtMykpiQDQ7t27VRFyqfTq1SuqXr06tWzZkrKyspTef1xcHDk6OhZbVDM3N5eqVKki9e94\n", "6tQpAkCHDh0qcRwvX74kIyMjmjt3bon7EovFVL16dZoyZUqJ+5KHi4sLJ9M0TCgUko2NDY0YMaLY\n", "di4uLtSwYUPKzs4usM327dtJIBDQixcvZBr72LFjlJqaKnfMREQBAQEEgN6+favQ9cqWmJhInTp1\n", "osePHxfaZsyYMfTzzz+rL6hSQiwW09atW0ucWM3z5MkTmjRpEhkZGVH58uXp119/VUq/JZGRkUEA\n", "qFGjRnJd17FjR+rQoYOKoipYcnIytWrVioyMjOjAgQNyX//mzZsCb+JXrVpFXl5eygixRGbNmkWV\n", "KlWiT58+FdtWWb+TXxOtTUgQfX6TMjQ0JIFAIPVlZGREAQEByoxRIzghwbTNtm3baNCgQRQcHCxz\n", "Nl5RR44cIQAyV5Xv1KkTtWrVSqUxadqjR49o06ZNlJGRITnm4+NDPXr0oB49etCAAQMoNja20OsT\n", "EhIoNze32HF27dpFACgpKUkpcZcmK1eupLVr10ody87OJldXV7K2tpb5pkhV8pIP/31f6Ny5M9Wt\n", "W7fQmzpZTZgwgczMzBS+ofuv0aNHk52dndzXvXjxQqGfRSwW0/fff09//fWX3Ncy5Vq6dCnp6+vT\n", "q1evCm2zbds2EggEdOXKlULbvHv3jvT19Wn16tXFjpmXyN67d69CMXfp0oVcXV0VulYVUlNTycbG\n", "hlq1alXga/fLly9JX1+f/vjjDw1E9/VYuXIl6erqkrm5Ofn5+WlNwkooFFLLli3pzJkzcl23Zs0a\n", "0tfXp/fv36soMqKUlBRq166d1O4xnz59ooEDBxIA8vf316rZPXv37i3RQ61x48bRpEmTlBcQk6LV\n", "CQmizx9aVq5cSd7e3uTt7U2rV68u8s2vNOGEBNMmO3fuJABUs2ZNAkBVqlSh5cuXq2y8BQsWkIWF\n", "hcxvWAcOHCAARd6Ql3bLli0jQ0NDlTyh/9LIkSO/2invI0aMoKZNm0odGzduHJUrV46uXr2qoaj+\n", "3/Dhw6lBgwb5/i5iY2PJ2NhYaqq7vB4/fkz6+vq0ZMmSkoYpERwcTADo/v37Ml+TnZ1NFhYWNHbs\n", "WKXFwdTv3bt3VKFCBVqwYEGhbXJycmS6merWrRu1bt262HZbtmwhHR0dSklJkTr+ZRK3MElJSaSr\n", "q0sbNmwotq06hYeHk66uboGzlmbNmkXGxsYqvbFkRDdu3KBVq1aVmWWhz58/Jx0dHZUlbsViMXl6\n", "epKZmRk9efJE6pxIJKK5c+cSAPLy8lL5wy1ZdezYkTw9PSknJ4d2796tULJEmxIsZY3WJyTKMk5I\n", "MG1x/Phx0tXVpR9//JHEYjHFxMTQtGnTaNOmTSob882bN3KtNczJySE/Pz96+fKlymLStO7du1P7\n", "9u1VPk5ycjJFRkaqfBxttGnTJtLR0aG0tDQi+vyEsm7durR582YNR/Z5H/OKFSvSokWLCjyfF7Oi\n", "Fi5cSKampkr90J2RkUFGRkbk7+8v8zUnTpwgACQQCCgqKkppsTD1Gz9+PFlaWpY4ibpjxw4CQM+f\n", "Py+yXf/+/alFixZSx0aOHEkeHh7FjrFq1SrS19fXmqffX1q8eDEJBAL6559/JMc+fvxIlSpVkmkZ\n", "3teObxTz69atG7m4uKik71WrVhEAOnLkSKFtAgICqEGDBvTmzRuVxCAPsVhMlStXJj8/Pzp9+jQB\n", "oMDAQE2Hxb6g9QmJT58+0blz52jnzp1ERPThw4cST1nVFpyQYKqyaNEiudbcvXjxgmbMmEFCobDI\n", "dpGRkfzG/4Xnz5/TnTt36MWLF8X+vytObm4umZiY0OLFi0sclyzLNr5WeUXtvnxqK8vTVWV59uxZ\n", "odNGxWIx3bx5U2XLRpYtW0Y+Pj5K79fT05Pc3d1lbv/jjz9S3bp1yd7engYNGqT0eJj6xMXF0bJl\n", "y0r8N5Samkr6+vq0atWqQtvk5uaSmZlZvhkZS5cuJSMjo2LXdk+dOpX69OlTojhVRSgU0vfff0/V\n", "q1eXJExWrlxJenp69OzZMw1Hp90iIiKoXr16cr1uisVi+vvvv+nDhw8qjEyz8pbFKjvpe/PmTdLX\n", "16fJkycX21bW2RG3b9+mwYMHF7qM9MWLFyVKbDx58oQA0LFjx4iIaMiQIVSpUiWNL9Fk/0+rExK7\n", "d+8mCwsLEggEZGxsTEREZ8+eJQsLizKR2eKEBFOFzMxMsrCwUPpat8jISAJAISEhSu23NImPj6dt\n", "27bRqFGjqE6dOgRA8vXfpWSTJk0q8unBf924cYMAUHh4eIliDAwMJEtLS62ZJqltxGIxmZub0/z5\n", "8zUyft7SqP9Ocy3NEhMTZdo9hOjzB9TKlSvTrFmzKC4uTu4b2fj4eE64abnk5GRatGiRTMXfvtS9\n", "e3fq379/oeevXLlCAPLVo4iJiSEAFBoaWuwYJU0cq1JiYiJVrlyZJk2aRLm5uWRjY0NDhw7VdFha\n", "LzU1lQwMDOSqs3H9+nWZf2dKq9zcXLK3t5e73kpRD53ev39PderUIRcXF6U+HN68eTMJBIJC3w8s\n", "LCxKVGQ0b1egvBm2b9++JSsrK+revXuRP69IJKItW7bQpUuXFB6byUZrExLnz58nXV1dqlGjBvXo\n", "0YPMzMyI6POTrFWrVpGxsTGdPn1aqYGqGyckGNHnp+x2dnZ09OhRpfSX98L+6NEjybG7d++Sj4+P\n", "1E2DvB/qxWIxtW7dmpo1a6YVsyRycnLozZs3FB8fT5GRkRQWFqby14S2bduSQCAgJycn8vHxoYMH\n", "D1J4eDgdP348XwKgUaNGchVP8/f3p/Lly5c4kZCX2OA30MJ5eHiQlZWVRsb++PEjlS9fvkR1HEJD\n", "Q2nmzJlKjEp9RCIRhYeHF7mrQFHXVqxYUa7lIUz9Bg8eTObm5nJXmk9NTS3yvWXBggVUqVKlfO9d\n", "YrGYrKysSu3fxJdu3bpF6enplJqaSl5eXrykSUaDBg2ib7/9VubPJlOnTiUrKyutTlApg7yf1TZs\n", "2ECGhobUpEkTGj58OC1dulRqG04/Pz8yMTGh+Ph4uWMpqv7fzz//TPXr1y/0fNOmTUu008bs2bPJ\n", "2tpa6ljeDJIdO3YUeM2TJ0/I3d2dANCcOXMUHpvJRmsTEh4eHjR69GjJh/OqVatKnT9w4AB17Nix\n", "5NFpECckGNHnG2sAZGNjU+I3R7FYTA0bNiRPT0+p4/v27SNDQ0NycHCg2NhYiouLo3r16tH169fl\n", "6j9v7d2pU6dKFOeWLVsU3rYvPj6eqlevLjU7Ie+rQoUKJYqrOA8ePJB5d4ItW7aQQCDIt6d2YTw8\n", "PKhTp04lCY+IPj8BNDc3L7BAWk5ODjk4OHz1+2OvWLGCAGhsuu6QIUOoYcOGUh8W5UkQ5q23/9rq\n", "gPz+++8EoNRv+V1WicViOnbsGAGQLLNVprCwsEKL9A0bNoycnJyUPiYrHfJ2J5KlLpVIJKIaNWrQ\n", "hAkT1BBZ6fHhwweysLCgjh070tixY6lly5ZUoUIFqYdbubm5UrtqyOrvv/8mAwODQmuAubu7U9++\n", "fQu9vm/fviXaxtTDw4O6deuW7/jQoUPJ1NRUqnaNWCymbdu2kbGxMdWqVatMz6LRJlqbkDA3N5f6\n", "sPjfhIRIJKJatWqVLDIN44QEy3Pt2rUSbWWWJy9hEBYWlu9cbGwsNWzYkAwNDalq1apkb28v95o8\n", "sVhMzZs3J1dX1xLNkhg4cKBMFdULIhQKadu2bbR9+3Y6dOgQnTt3jm7evEkPHjxQ6jaWSUlJNGHC\n", "BIULACYnJ5NAIKCtW7fK1D4sLKzAfzdFDBo0qMBiVhcvXiQAdPPmTaWMU1qJxWKNFrY7fvw4AaDo\n", "6GjJsQ4dOsj8hDc3N5eqVq1KP//8s0zts7OzKTAwUGlbfRYmJydHoRk+OTk5tGbNmiILGi5btowA\n", "0Lx580oSIlOR27dvU926dcna2po6d+6s9ll0gYGBBKDABPCDBw/o6tWrWjGzj6mGUCikatWqyZRk\n", "uHz5Mic2CzBv3jwyNDSUeh0WiURK+btJTU0lY2Nj8vX1zXcubxnlwoULC71+6tSpVK9ePYXHv3r1\n", "aoHLYVNSUqh9+/Z0584dIvo8i6Nnz54EgEaNGsW726iR1iYkKleuLPX9fxMSRJ+TFqUZJyTYlzp3\n", "7kwNGzYkkUikcB8eHh7k5ORU6BtIZmYmTZw4kZycnIqtZl6YkJAQAkDnz59XOM769evLfDOlCZmZ\n", "mdSyZUuytramxMREhftxdXWlnj17KjEy2Wzfvp0EAkG+hNO8efOocuXKa6cf2AAAIABJREFUZX6a\n", "qrbLycmhKlWq0C+//EJEn5dtCQQC2rZtm8x9TJ06lapUqSJTAiA0NFTlMyqSkpLI1NS0yKVnhb0u\n", "vX//nqpUqULDhw8v8HzejJbZs2fzTaWWSk9Pp0qVKlH58uUVWo7zpaSkJLmTZ69evaKmTZtKJfny\n", "eHt7U40aNUr03sq0n6+vL5mZmRW748ukSZOoWrVqX83vQ05ODv39999SMx0K8vDhQwoKClJZHL/8\n", "8guZmprm2y3q5cuXBIAOHTpU6LWrVq0iAwMDlf+brVixgiwtLSk4OFil47D8tDYhUbduXanp5P9N\n", "SJw7d47s7OxKFpmGcULi6/Xx40davny51DTtvIJd+/fvV6hPoVBIo0ePVukbCtHnmwonJyeZtlkr\n", "SFpaGgEodKcBZUhKSqLly5crvM/0oEGDyMjIqMQzCfKqv6tzFweizxWpAdCePXukjrds2bLIonFM\n", "fSZOnEjVq1cnkUhEy5cvJwMDA7mexkRFRUlVDS/KlClTqFq1aiq/ma9fvz6NHj26yDh+/PHHAs9t\n", "2rSJANDVq1eljm/fvp0A0IwZMzgZoeWOHj1KJ0+eLFEfmZmZZGRkRCtWrFBKTNnZ2VS5cmWaMWOG\n", "Uvpj2uvevXvk5ORU5I23UCikqlWrqmS3IW2VlZVF5ubmNHXqVI3GkZiYSPr6+rR8+XKp43kzex8+\n", "fFjotcHBwVJFKVVFKBRq5bbAXwOtTUj4+vqSjY0NHTx4kNLT0yUJidevX9OaNWvIwsKi1E/d5ITE\n", "12v06NFUoUKFfIWBOnbsSI0bN9b6D94xMTEKL4+4dOlSvunqypb3BnfixAm5r12wYEGJEkNfevDg\n", "Aenq6mpkamj79u1pw4YNku/fv39POjo6tGnTJrXHwvJLSEigmJgYIvpcsKuo9bMFEYvF5ODgQAMH\n", "Diy2bf369WnMmDEKxSmP6dOnk6WlZYEzcEQiEVlbWxe6VZxQKCRHR0dq3ry51FOwZ8+e0e+//671\n", "r4lMeXr27EmtWrWSfC8Wi2nChAl069Ytufs6evQoAVBo3Tsre4RCIR07dozu3bun6VDUaurUqWRu\n", "bl7s7BFVGzlyJNWoUUNqh4709HS6dOlSkbMf7t69S61atSoyacFKN61NSHz48IEaNWpEAoGA9PT0\n", "SEdHh4yMjEhHR4cEAgE5OjoqvLZbW3BC4ut04MABAlBgbYHbt2+X+d+HVatWUbly5VS6LaVYLCZX\n", "V1dycXGR60Zm9+7dBIB+++03pcVS3NTj7Oxs6tu3r0IftuVx+PBhAlDi6dRMue7fv08A6ODBg3Jf\n", "6+/vT7a2tkUWxHzw4AEBkGsLWkXlrc3+77aMX567fPlyoddfuHCBAJSJbb2Z4nbt2kUA6OnTp0RE\n", "dOfOHQKg0C5KAwYMoMaNGys7RMZKlbt37xIA+vvvv/Odi4uLU1scsbGxRe5soQp+fn60a9cutY3H\n", "FKOOe2IdKMDExASXL1/GxIkTYWJiAiJCVlYWzMzM4OPjg0uXLqFChQqKdM2Yxjx//hxjxoxB3759\n", "8cMPP+Q736hRIzg7O2sgMvWJiopCo0aNoK+vr7IxBAIBFi1ahFu3buHYsWMyXZOdnY1Zs2ZhxIgR\n", "8PX1VVoslSpVKvL8jRs3cPDgQaWNV5gHDx7Azs4Otra2Kh+LyS4oKAgmJibo2rWr3NdOnDgRDx8+\n", "hJ6eXqFtjh8/jnLlyqF9+/YlCVMmLVu2RJUqVRAcHJzv3IEDB2BtbY1WrVoVen3btm3Rr18/jB8/\n", "Hunp6aoMlWmxHj16wMDAAAcOHAAAnD59GoaGhmjTpk2x18bFxSEqKgoA8OHDBxw9ehTDhg1TabyM\n", "aTt7e3u0bt0amzdvljoeGRkJOzs7nDp1Si1xODg44K+//oK7u7taxgOADRs24N69e2obj2kvhRIS\n", "wOekxOrVq/H27VskJSUhKSkJb968wYoVK1CxYkVlxsiYyonFYowYMQLly5fHpk2bIBAIlNJvdnY2\n", "hgwZgtjYWKX0Jw8iwo0bN+S6Zv369ZIPmqrk7u4ONzc3zJ8/H0RUbHsDAwNcvnxZqf82svjnn39g\n", "amoKR0dHlY4zY8YM3L59W6VjMPkZGhpi7NixMDQ0lPva8uXLF5mMAD4nJNzd3dXynqmrq4sePXrg\n", "6NGjUseJCAcPHkSfPn2go1P0R4KlS5fC1NQUL1++VGWoTIuZmJjAw8MD+/fvBwCcOnUKbm5uMDIy\n", "KvbaSZMmYfbs2QCAQ4cOITs7G4MHD1ZpvEy7PH/+HKtXr5bpff9rMmbMGISGhiI+Pl5ybNasWWjQ\n", "oAE6dOigtjjGjh2LmjVrqmWsV69eISkpqcw/6GOyUTghkUcgEMDS0hKWlpZqvVFgTJmWL1+OsLAw\n", "7Ny5E5UrVy62/YMHD2R6Q927dy+CgoKKvTFRheDgYLRo0ULyREoWRkZGanlKLxAI4Ofnh+joaBw5\n", "ckSma2rWrAkDAwOlxyIWi/HixYsCz/3zzz9o27YtdHV1lT5uWloaLl26JPm+XLlySh+DlYyvry+W\n", "Ll2qsv5nzJih1Bk/xenXrx/q1auHzMxMybGbN28iMTER/fr1K/Z6W1tbPHz4EPXr11dlmEzLDRgw\n", "ANeuXcP9+/dx8eJFdO7cWabrOnbsiAsXLiA7OxtdunRBUFAQatSooeJomTaJjY2Fj49Pvs8lkydP\n", "xowZMzQUleb169cPpqamCAwMBACcP38eZ86cwf/+9z+NfH4EgEePHsHDwwMJCQnFtv306VOhn6MK\n", "ExERAQBo2rSpQvGxskWhhMSrV68QGBgoNfXz+vXrcHd3h6OjI1asWKG0ABlTh3bt2uHPP/+Uaara\n", "vXv30KBBA4SEhBTZjoiwYsUKeHh4wN7eXlmhyqx79+6oU6cOFi9erPaxZeHm5ob27dvj4sWLBZ7f\n", "vHkzYmJiVB7H9OnT4ebmli/BlJWVhStXrqhs+uKOHTvQvn17nv5exqWlpRU6Q6pjx474/vvv1RZL\n", "ly5dEBwcjPLly0uOPX36FPb29jJNuQcg05NwVrb16NEDEydOlCQXZE1IdOrUCZ8+fUJ4eDiqVq2K\n", "gQMHqjhSpm06duyIqlWrIiAgQHIsJycHgYGBGrvx1gbly5fH+fPnMXv2bBARZs6ciRYtWqB3794a\n", "iYeIcPnyZZw+fRomJibFtp85cyY6deok1xiRkZEwNzdHrVq1FA2TlSWKFJ5YtGgR6evr09ixY4no\n", "c4V4S0tLEggEZGZmRgKBoMDiLKUJF7VkRXFzcyNnZ+ciizL+888/Chf7UpYtW7YQAIqNjdVYDEXJ\n", "zMzMdyw7O5u8vb0JAPn5+ak8huPHjxMAunPnjtTxsLAwAkBRUVEqGTcuLo4A0MaNG3mXgjJs2LBh\n", "ZG9vr9X/xtocG9NekydPpho1asj8+yMSicjKyopmzpyp4siYNps+fTqZm5tLdnPIew9W5e5epcm+\n", "ffsIAIWFhWkshiFDhpCuri5ZW1vL1H758uVUoUIFud5LevbsSR07dlQ0RKZGWlvU8uTJk9ixYwf+\n", "+usvAMDu3bvx5s0bbNy4Ee/evcPGjRuxfv16JaRLGNNO8+fPR2RkJI4fP15omxUrVqBhw4bo2LGj\n", "GiOTNnz4cNSqVQt//PFHsW1nzZoFLy8vNUT1//77tPX169fo2LEjtmzZgk2bNmH+/Pkqj6Fdu3ao\n", "UKFCvmJ/Fy5cgJmZGRo3bqyScevVq4datWph3Lhx+N///qeSMZjmDR48GPfu3ZNr6ZS68XJLpohf\n", "f/0Vx48fl/n3R0dHBx07dsSZM2dUHBnTZiNHjkRKSork89PevXthZ2ensvfa0oSIsGTJEnTp0gVu\n", "bm4ai6Nt27YQiURo1KiRTO1tbGyQkZGBlJQUmceIjIzk5RpMQqGExLNnz6QKER06dAg1atTAmDFj\n", "AAA//vijVGEWxsoad3d3tG7dGn5+foiMjMS7d++kzq9btw4hISGYMmWKRj/slytXDhMmTMC+ffuK\n", "faMICwtDVlaWmiLLLyoqCi4uLoiLi8M///wjeT1RNUNDQ8lU9i/NmjUL165dK7bQn6IEAgGqVq0K\n", "ADJPl2elT6dOnWBpaYmdO3dKjsXExKB///54/fq1RmIKCwvD9evXNTI2KzsqVqwo901ks2bNEBUV\n", "hX///VdFUTFt17BhQzRr1gwBAQHIysrCkSNHMHDgQE6M4vPngpMnT2LdunUajWPEiBGwtrZGs2bN\n", "ZGpvY2MD4PMSQFkdP34cP/30k0LxsbJHoU/aYrFY8t8fPnzApUuX0LdvX8mLiZ6enlQbxsoagUCA\n", "hQsX4tatW2jatClCQ0OlzltZWWH27NlasaXZqFGjIBaLsWPHjkLbiEQixMTEwMnJSY2R/b/4+Hg4\n", "OzvD0tISN2/ehKurq1rH9/T0xI0bN6R2D9DX11d58b6lS5fC0dGxyO0WWemmp6eHwYMHIygoCEKh\n", "EMDngrNnzpyBmZmZRmKaPXs2fv/9dxw9epRrmDC1GjNmDNatWwc7OztNh8I0aOTIkThx4gSCgoKQ\n", "lpbG9US+YGVlhdq1a2s0BiMjI0RHR2POnDkytc8rhv7kyROZx2jcuDFvdc4kFEpImJmZSbLbgYGB\n", "yM3NRZ8+fSTn3759y4WvWJnXvn17hIeH4+bNm/Dw8JA6169fPyxevFglu0LIy9LSEseOHStyOUZc\n", "XBw+ffqkse2XBAIBFi9ejEuXLqlty6kvde3aFbq6usUWKlW2tm3bIioqinfYKOOGDx+O5ORknD17\n", "FsDnJ0OdO3eGvr6+RuLx9PRESEgIPD09pXZ6YUzVjIyMMH78+K+6gCEDhg4diqioKHz8+BHNmzfH\n", "t99+q+mQ2H9YWlrKfC9nbm6O8uXLyzVDgrEvKfSOMGTIEHTq1AmtWrXCsWPH0KBBA8mU4+TkZEye\n", "PBmOjo5KDZQxbfTdd99pOgSZFFf9OG99u6b+buvUqSNzJl4VKleuDB8fH1hZWQH4vI6Tp48yZXF2\n", "doa9vT127twJZ2dn3LhxA+PHj9dYPJ6envD19YWpqSnat2+vsTgYY1+nSpUqoVKlSnBwcMDEiRM1\n", "HQ4rIYFAAHd3dxgaGmo6FFZKKZSQmDZtGu7du4dDhw7hm2++wa5duwAAQqEQ1tbWAD4XumSMlQ5R\n", "UVGoXbu2xqaQa4Ply5dL/rtTp05o06aNWopqsrJPIBDg999/h5GREU6ePAmBQIAuXbpoLB47Ozt8\n", "++23aNmyJc/OYYxplKrqNDH1OnbsmMxt+/TpgxEjRqBXr14qjIiVJgolJAwNDSVJCKnOuHYEY1pN\n", "KBQiNzc33zS8e/fuaax+hLbJyMhAWFiYxvb/ZmVTz549AQD9+/dH8+bNYWlpqbFYBAIBLly4wEsr\n", "GWOMqdXbt29x+PBhDBgwQNOhMC2isrRkQQkLxpjmCIVC2NvbY/Xq1fnOhYSEYNu2bRqISvuEh4dD\n", "KBTC3d1d06GwMkYsFiM8PBzdunXTdCiwsLBAhQoVNB0GY4yxr0hkZCQA8JafTIrKEhLTp09XVdeM\n", "MQXo6enhu+++w6ZNm/LNZNLR0YGpqamGItMeiYmJ6Ny5MypXrowGDRpoOhxWxujo6CAhIQE///yz\n", "pkNhjDHGlIaI8ObNG+Tm5hbZLiIiAsbGxvjmm2/UFBkrDWRashEQEIC0tDTJhyh3d/ciC74REd69\n", "e6ecCBljSvPTTz8hMDAQ586dK7bQ5dfozZs3AD7fOHJRS6YKhoaGXPiLMcZYmXL9+nW0atUKMTEx\n", "aNy4caHtIiMj4ezszLVDmBSZEhI+Pj7IyMjAuHHjUK5cOVy4cKHYa/jDPGPap1WrVmjUqBH++usv\n", "SUKCd5T4f05OTnB3d8fkyZM1HQpjjDHGWKlgY2MDAHjy5EmRCYmIiAiu0cXykSkhsX//fqSnp0uq\n", "cVtZWeHVq1dFXpO32wZjTHsIBAL89NNP8PHxwcuXL1GtWjX07dsX1apVw9q1azUdnsYJBAKcP39e\n", "02EwxhhjjJUaVlZWKFeuHJ4+fVpom9TUVDx+/BjOzs5qjIyVBjLNl+nUqRP69Okj+d7Dw6PYa2Rp\n", "wxhTv2HDhsHAwEBSxPLatWtcP4IxxhhjjClER0cHNjY2ePLkSaFtKlWqhMTERPTo0UN9gbFSQaFt\n", "P7dv315sm7/++kuRrhljKmZqaoqFCxfim2++QVJSEl69esXZasYYY4wxpjAbG5siZ0gIBALUqFFD\n", "jRGx0kJlFUVsbW2V0s9ff/0FHR0d+Pn5KaU/xtjnXXD69OmDqKgoAJ9rJzDGGGOMMaYIW1vbImdI\n", "MFYYmWZI7NixQ66id0SEzMxMhYPKk5qaijlz5gAouEjm5s2bsXHjRuTm5kIkEqFatWqYO3cu3Nzc\n", "8rXdtm0bVq1aBQAQCoUYNWoUfvnlFy7mx75qUVFRMDU1Re3atTUdCmOMMcYYK6UcHBzw7NkzTYfB\n", "SiGZEhI//PCD3B0r40Z/3rx5aNOmDYKDg/OdW716NaZMmYLg4GB0794dRISZM2eic+fOCA8PR9Om\n", "TSVt161bh+nTp+PSpUto2rQpHj9+jFatWuHt27fw9/cvcZyMlVaRkZFwcnLixBxjjDHGGFOYj48P\n", "fHx88h3/+PEjwsPDMWXKFGzatAlt2rTRQHRMm8mUkDAxMcGqVatARDJ3XNJt827fvo1Dhw7h5MmT\n", "BSYkdu/ejUaNGqF79+4APidAZs2ahWXLluHAgQOShMTHjx8xe/Zs/PDDD5JjtWvXxpQpUzB37lyM\n", "GzeOnw6zr1ZkZCRcXV01HQZjjDHGGCsD3r17hzNnziA8PBzh4eGIiYmBWCxGlSpVUKtWLU2Hx7SQ\n", "TAkJIyMjjBw5Uq6OfX19FQooz88//4xff/210Or/enp6SE9PlzqWk5MjOZfn1KlT+PjxI9q3by/V\n", "tl27dhCJRDh48CB++eWXEsXKWGkVEhKCatWqaToMxhhjjDFWBkRHR2Pw4MGoW7cuXF1d4e3tDVdX\n", "VzRo0AA6OiorX8hKMZkSEnFxcXJ3/PDhQ7mvybN3716kp6dj9OjRhRZHmTt3Lvr27YvNmzfDy8sL\n", "2dnZmDVrFmrVqoXx48dL2kVHRwMAvvnmG6nr876/ffu2wnEyVto1bNhQ0yEwxhhjjLEywtXVFUlJ\n", "SbCystJ0KKyUkClNZWJiInfHQ4YMkfsaAMjMzMTMmTOxZs2aItt16dIFhw4dwv/+9z9YWFjA3Nwc\n", "Dx48wJkzZ2BtbS1p9+bNGwD5f4a87/POM8YYY4wxxhhTnIGBAScjmFxkmiEhb8VUIsL169cVCmjJ\n", "kiVo06YNWrVqVWS79evXY8qUKdi2bRuGDBkCkUiEZcuWoVmzZti3bx86d+6s0PiMMcYYY4wxxhhT\n", "PZkSEra2thAIBHIVtVSkav/jx4+xceNGxMTE5Dv35dipqamYOnUqunXrhqFDhwL4XDfC19cXe/fu\n", "xejRo/H8+XMAgIWFBQAgLS1Nqr+876tUqVJkTJMnT0alSpWkjg0ePBiDBw+W86djjDHGGGOMMca0\n", "T1BQEIKCgqSOvX//XuXjypSQMDQ0xMCBA+VKSOzbt0/uYEJDQ1GhQgV069ZNciyvUOXGjRtx5MgR\n", "NGjQAFOmTEFOTg7s7Ozy9VG/fn3ExMTg7du3sLCwgJOTEwAgISEBTZo0kbRLSEgAAKljBVm5ciWc\n", "nZ3l/lkYY4wxxhhjjLHSoKCH7pGRkZKdKlVFpoSEqakptm/fLlfHp0+fljsYLy8veHl5SR17+vQp\n", "ateuDW9vb8yfPx8AJIUuCyp4+eTJExgZGUl25+jSpQuMjY1x7tw59O7dW9IuNDQUurq66Nu3r9xx\n", "MsYYY4wxxhhjrGRkKmopbzICAAICAuS+piB5szK+nJ1ha2uL3r174+DBgzh79qzk+Pbt23Hz5k1M\n", "mDAB+vr6AICKFStiyZIlCAgIQGRkJIDPS0NWrlyJqVOnwtbWVilxMsYYY4wxxhhjTHYyzZDw8PCQ\n", "u+Pg4OASFZZMTU2Fs7MzhEIhBAIBVq5ciYCAAMydOxejR4/Gnj17sG7dOsyYMQO5ubkAPicftm3b\n", "hpEjR0r1NX78eBgZGWHUqFEQCATIzc3F1KlTMX36dIXjY4wxxhhjjDHGmOIEJE9hCDlYW1vj1atX\n", "quhaLfLWy0RERHANCcYYY4wxxhhjXxV13BPLNEPCy8sL7969w6FDhwAAOjo6Re6iQUQK7bLBGGOM\n", "McYYY4yxr4NMCYlTp07h48ePyM3Nhb6+PvT09PDdd98Vec3Vq1eVEiBjjDHGGGOMMcbKHpkSEhER\n", "EcjOzpYUijQ3N0dYWFiR11hbW5c4OMYYY4wxxhhjjJVNMiUkrKyspL5ftGhRsdf8+uuvikXEGGOM\n", "McYYY4yxMk+mbT9dXFykvh8zZkyx1+zdu1exiBhjjDHGGGOMMVbmyZSQePHihdwd37lzR+5rGGOM\n", "McYYY4wx9nWQaclGcnIydHV1VR0LY4wxxhhjjDHGvhIyJSSAz1t5Vq1aFeXKlZOpvSKzKhhjjDHG\n", "GGOMMfZ1kHmXDT8/P9y6dQtTp07F2LFjYWhoWOQ1vMsGY4wxxhhjjDHGCiNTDQknJyccOXIEISEh\n", "OH/+POrUqYMVK1YgKyur0Gs8PDyUFiRjjDHGGGOMMcbKFpkSEnnyEhPHjx/HhQsXULt2bSxbtgyZ\n", "mZn52m7fvl1pQTLGGGOMMcYYY6xskSshkScvMXHixAlcvnwZtra28Pf3R0ZGhrLjY4wxxhhjjDHG\n", "WBmkUEIiT15i4vTp07h69SpsbW3x22+/KSs2xhhjjDHGGGOMlVElSkjkefbsGZ49e4aUlBTMmzcP\n", "YrFYGd0yxhhjjDHGGGOsjCpRQiI4OBjOzs7o3bs3oqOjUb9+fezYsQM6OkrJczDGGGOMMcYYY6yM\n", "kmnbz/8KDg6Gn58foqOjAQD29vaYO3cuBg0aBIFAoNQAGWOMMcYYY4wxVvbIlZD4byLCwcEBc+fO\n", "Rf/+/TkRwRhjjDHGGGOMMZnJtLbiv0szGjdujP379+P27dsYMGBAgcmITp06KT1YxhhjjDHGGGOM\n", "lQ0yzZDo3bs3gM+7asyfPx+enp7FXhMbG1uyyBhjjDHGGGOMMVZmybVkIyoqSpKcKA4v4WCMMcYY\n", "Y4wxxlhhZEpIWFhY4ObNmyAimTtu3ry5wkExxhhjjDHGGGOsbJMpIaGrqwsbGxu5OjYzM1MoIMYY\n", "Y4wxxhhjjJV9MhW1fPLkidwdx8XFyX0NY4wxxhhjjDHGvg4yJSQMDAxUHQdjjDHGGGOMMca+IjIl\n", "JBhjjDHGGGOMMcaUiRMSjDHGGGOMMcYYUztOSDDGGGOMMcYYY0ztOCHBGGOMMcYYY4wxteOEBGOM\n", "McYYY4wxxtSOExKMMcYYY4wxxhhTO05IMMYYY4wxxhhjTO04IcEYY4wxxhhjjDG144QEY4wxxhhj\n", "/8fevYdFVa7/43/PMJxP6sgwjIiAmiknD4CAYmZmW/NjYlZmllrt+th3Z2l20nRXtjNzp+7clmba\n", "wUO2P1ujxCIzsy3kqSAERBxgQEMOM5xEATnM8/uD35rNMAdmhjmsgft1XV6XrFmz5gFmFmvdz/3c\n", "NyGEELujgAQhhBBCCCGEEELsjgIShBBCCCGEEEIIsTsKSBBCCCGEEEIIIcTuKCBBCCGEEEIIIYQQ\n", "u6OABCGEEEIIIYQQQuyOAhKEEEIIIYQQQgixOwpIEEIIIYQQQgghxO4oIEEIIYQQQgghhBC7o4AE\n", "IYQQQgghhBBC7I4CEoQQQgghhBBCCLE7CkgQQgghhBBCCCHE7iggQQghhBBCCCGEELujgAQhhBBC\n", "CCGEEELsjgIShBBCCCGEEEIIsTsKSBBCCCGEEEIIIcTuKCBBCCGEEEIIIYQQu6OABCGEEEIIIYQQ\n", "QuyOAhKEEEIIIYQQQgixOwpIEEIIIYQQQgghxO4oIEEIIYQQQgghhBC7o4AEIYQQQgghhBBC7I73\n", "AYmdO3dCKBTijTfecPRQCCGEEEIIIYQQYiUiRw/AmLq6OqxZswYAIBAItB4TCoWIiYnReU5VVRVu\n", "3ryJhoYGre179uzBP/7xDwBAe3s7lixZglWrVukclxBCCCGEEEIIIbbH64DE2rVrkZycjK+//lrn\n", "MYFAgOzsbJ3tc+bMQUhIiNa27du348UXX8SpU6cwYcIEKBQKJCYmQqVSYePGjTYbPyGEEEIIIYQQ\n", "QvTj7ZKNCxcu4PDhw3j99df1Pr53716dbVevXsV3332HZcuWabY1NjZi9erVWLp0KSZMmAAACAsL\n", "w4oVK7B582YoFAqbjJ8QQgghhBBCCCGG8TYgsXz5cqxfvx7+/v56H1+4cKHOto8//hiJiYmIiIjQ\n", "bEtPT0djYyPuuusurX2nTZuGjo4OHDp0yLoDJ4QQQgghhBBCSI94GZD48ssvcePGDTzxxBMmP6ej\n", "owO7d+/Wyo4AgN9//x0AMHz4cK3t3NcXLlzo5WgJIYQQQgghhBBiLt7VkGhqasLLL7+ML774wqzn\n", "paWlobW1FfPnz9farlQqAQB+fn5a27mvuccJIYQQQgghhBBiP7zLkNiwYQOSk5ORmJho1vN27tyJ\n", "J554Aq6urjYaGSGEEEIIIYQQQqyFVxkSCoUCO3bsQE5Ojs5jjDGDzysrK8Px48fxwQcf6Dw2ePBg\n", "AMD169e1tnNfBwQEGB3T888/jwEDBmhte/jhh/Hwww8bfR4hhBBCiLlqamoAAGKx2MEjIYQQ0p98\n", "8cUXOqsU6uvrbf66vApI/Pjjj/D29sa9996r2dba2goA2LFjB1JTU3H77bfr/KB27dqFu+++G6Gh\n", "oTrHHDduHACgpKQEMTExmu0lJSUAoLVNn61bt2L8+PEWfT+EEEIIIaaorq7G3LlzUVpaCgAIDQ1F\n", "amoqJBKJYwdGCCGkX9A36Z6VlaXpVGkrvApIPPnkk3jyySe1tpWVlSEsLAzLli3DunXrdJ7T3t6O\n", "Tz75BDt37tR7zJkzZ8LX1xfHjx9HSkqKZvuPP/4IFxcX3H///dZxi7NGAAAgAElEQVT9JgghhBBC\n", "zDR37lycPn1a83VFRQVSUlKQmZnpwFERQgghtsW7GhLdcUs1DC3Z+OabbyASibSyKrry8fHBhg0b\n", "8OmnnyIrKwtA59KQrVu3YuXKlXqzKgghhBBC7KWmpkaTGdGVQqHQLOEghBBC+iJeZUh0VVdXh/Hj\n", "x6O9vR0CgQBbt27Fp59+itdee02rHehHH32Ep59+GgKBwOCxnnnmGXh6emLJkiUQCARoa2vDypUr\n", "8eKLL9rjWyGEEEIIIYQQQkg3vA1IDBw4EAqFosf90tPTTTre0qVLsXTp0t4OixBCCCHEqsRiMUJD\n", "Q1FRUaG1PSwsjIpbEkII6dN4v2SDEEIIIaSvS01NRVJSkqZ9+ZgxY/DVV185eFSEEEKIbVFAghBC\n", "CCHEwSQSCTIzMzUZES+99BJ12CCEENLnUUCCEEIIIYQHWlpaUFlZCQC4du2ag0dDCCGE2B4FJAgh\n", "hBBCeKCsrEzzfwpIEEII6Q8oIEEIIYQQwgNcMe9Ro0bpFLgkhBBC+iIKSBBCCCGE8IBCoYBIJEJ8\n", "fDxlSBBCCOkXKCBBCCGEEMIDCoUCISEhCA4OpoAEIYSQfoECEoQQQgghPKBQKBAWFgaZTIaKigow\n", "xhw9JEIIIcSmKCBBCCGEEMIDJSUlmoBEa2sramtrHT0kQgghxKYoIEEIIYQQwgNchkRQUBAA6rRB\n", "CCGk76OABCGEEEKIgzU0NKCurk6TIQFQQIIQQkjfRwEJQgghhBAH41p+hoeHQyqVAgC1/iSEENLn\n", "UUCCEEIIIcTBuIBEWFgY3N3dIRaLKUOCEEJIn0cBCUIIIYQQB1MoFPDy8kJAQAAAQCaTUUCCEEJI\n", "n0cBCUIIIYQQB+MKWgoEAgDQtP4khBBC+jIKSBBCCCGEOBgXkOBQhgQhhJD+gAIShBBCCCEOVlJS\n", "ohWQCAoKooAEIQ5WU1ODmpoaRw+DkD6NAhKEEEIIIQ7EGENpaalOhkRFRQUYYw4cGSH9U3V1NZKS\n", "khAVFYWoqCgkJSWhurra0cMipE8SOXoAhBBCCCH9WVVVFZqbm3UCEm1tbaipqcHgwYMdODpC+p+5\n", "c+fi9OnTmq8rKiqQkpKCzMxMB46KkL6JMiQIIYQQQhyIa/kZHh6u2RYUFAQAtGyDEDurqalBaWmp\n", "znaFQkHLNwixAQpIEEIIIYQ4EBeQ6J4hAVBAghBCSN9GAQlCCCGEEAdSKBQQi8Xw9fXVbJNKpQBA\n", "rT8JsbNBgwbprd0SFhYGsVjsgBER0rdRQIIQQgghxIG6t/wEADc3NwQEBFCGBCF2tm7dOlRWVmL4\n", "8OHw8vKCSCRCUlISvvrqK0cPjZA+iQIShBBCCCEO1L3lJ4dafxJie11be7733nt466238O6776Ko\n", "qAgrV66Et7c3MjMzIZFIHDxSQvom6rJBCCGEEOJACoUCcXFxOtu51p+EEOurrq7G3LlzNQUsvby8\n", "UFxcjFdffRUvvvgiACAiIgINDQ1oaGiAv7+/A0dLSN9FAQlCCCGEEAdpb2/H1atX9WZIyGQy5Ofn\n", "O2BUhPR93Vt7AkBgYCD+9re/ab4ODQ0FAJSVlSE6OtqewyOk36AlG4QQQgghDnL16lV0dHTQkg1C\n", "7MhQa0+hUIja2lrN11xAQt++hBDroIAEIYQQQoiDcC0/w8PDdR7jlmyo1Wp7D4sQgs6MCQ8PDwpI\n", "EGJDFJAghBBCCHEQhUIBgUCAkJAQncdkMhna29s1BfcIIdYhFos12Q9ddW/tKRAIMGzYMApIEGJD\n", "FJAghBBCCHEQhUKBIUOGwN3dXecxmUwGALRsgxAbSE1NRWJiIgDAz8/PYGvP0NBQCkgQYkMUkCCE\n", "EEIIsYGu7QQNMdTyE+isIQFQQIIQW5BIJEhPTwfQ2e7TUGtPCkgQYlsUkCCEEEIIsaLq6mokJSUh\n", "KioKUVFRSEpKQnV1td59FQqFwYCEVCoFAGr9SYiNKJVKAPpruHAoIEGIbVFAghBCCCHEirh2ghUV\n", "FaioqMDp06eRkpKid19jAQlXV1dIJBLKkCDERlQqFQBg8ODBBvcJDQ1FXV0dGhoa7DUsQvoVCkgQ\n", "QgghhFiJoXaCCoVCZ/lGU1MTqqqqDAYkAGr9SYgtcRkSAQEBBvfhPp9lZWV2GRMh/Q0FJAghhFid\n", "KWvnCenvuMCFsXRxmUxGAQlCbIQLSPSUIQH8t0UvIcS6KCBBCCHEasxZO09IX2RqO0Hgvzc4xjIk\n", "ZDIZ1ZAgxEZUKhX8/f3h6upqcB+JRAIPDw+qI0GIjVBAghBCiNWYs3aekL4qNTVV07ITAMaOHau3\n", "naBCoYCbm5vWvt3Rkg1CbEepVBpdrgEAAoGAClsSYkMUkCCEECfD1+UQ5qydJ6Qvk0gkmDBhAqZM\n", "mQKpVIqJEyfqbSdYUlKCYcOGQSg0fDkmk8lQWVkJtVptyyET0i+ZEpAAqNMGIbZEAQlCCHEStByC\n", "EOdRWFiI8ePH4+mnn8a+fftw/fp1nX2MddjgyGQytLe3a7oBEEKsR6VSGa0fwaGABCG2QwEJQghx\n", "EnxfDmHO2nlCesLXTCBTtLW1oaSkBKNGjcKf//xntLS0YO/evTr7mRqQAEDLNgixAcqQIMTxKCBB\n", "CCFOwFmWQ6SmpiIpKQkikQgCgQAA8Mknnzh4VMSZ9IVMoOLiYrS3t+P222/HkCFDcN999+GDDz4A\n", "Y0yzD2PMpIBEUFAQAApIEGIL5gQk6uvrUV9fb4dREdK/UECCEEKI1UgkEpw8eRICgQDPPPMMAOD3\n", "33938KiIM+F7JpApCgsLAQCjRo0CADzzzDO4ePEiTp06pdmnrq4O169f7zEgERgYCIFA0K87bThz\n", "tgzhN3MCEgBQVlZm4xER0v9QQIIQQpyAMy2HuHjxItra2rBgwQJERETgu+++c/SQiJNwlkygnly6\n", "dAl+fn6QSqUAgGnTpuG2227Dhx9+qNmHa/kZHh5u9Fiurq6QSCT9MkOiL2TLEP66desWGhsbTa4h\n", "AYCWbRBiAxSQIIQQJ5GamorExETNUggvLy+9rQQdLTs7GwKBADExMZg5cybS09Nt3iGAZlAJnxQW\n", "FmLUqFGaz6pAIMCyZctw6NAhVFVVAfhvQKKnDAmg/7b+7AvZMoS/uEKxpmRISCQSeHh4UECCEBug\n", "gAQhhDgJiUSCr776CowxLFy4EE1NTSgvL3f0sHRkZ2dj5MiR8PX1xcyZM1FZWYmcnBybvBbNoPYt\n", "zpQJZAwXkOhq8eLFEIlE2L17N4DOgISvry8GDRrU4/FkMlm/C0j0lWwZwl9KpRKAaQEJgUBAhS0J\n", "sREKSBBCiBORy+UAgFWrVkEqlfKyYGR2djbGjRsHAJg8eTJ8fHxstmyDZlD7ntTUVEyYMEHzdVBQ\n", "EC8zgYy5dOkSbr/9dq1tAwcOxMMPP4ydO3eio6MDJSUlCAsL02RRGCOTyfp1DQlCbIHLkDBlyQZA\n", "nTYIsRUKSBBCiBMpKioC0Fks79FHH8X+/ftx69YtB4/qv9RqtVZAws3NDXfddZdNAhI0g9o3SSQS\n", "PPfccwCAqVOnIiQkBBKJxMGjMp1KpUJtba1OhgQALFu2DFeuXMG3335rUocNTn/MkOgr2TKEv8zJ\n", "kAAoIEGIrVBAghBCnIhcLkdwcDC8vLywdOlS1NbW4siRI44elkZxcTFu3LihCUgAwMyZM3H69GnU\n", "1dU5cGTEmZw8eRJRUVF44IEHkJWVhebmZkcPyWSXLl0CAJ0MCQCIjY1FbGwstm7diqKiIpMDEkFB\n", "QaisrERHR4dVx8p3XBthV1dXAJ0FQJ0tW8aZ9LdaPEqlEh4eHvD29jZpfwpIEGIbFJAghBAnIpfL\n", "MXLkSADA6NGjMXHiRF4t28jOzgYAnYBER0cHfvjhB6u+lqEZ1Pb2dvj6+lr1tYh9/fTTT5g6dSqS\n", "kpLQ1taG8+fPO3pIJissLIRAIMCIESN0HquurkZdXR1OnDiB4uJipKammlTzRCaToaOjQ5Ni3l9I\n", "JBJkZmZiwIABAICkpCSnypZxFv21Fo9KpcLgwYNNWjYFdAYk6uvrUV9fb+OREdK/UECCEEKcSNeA\n", "BAAsXboU6enpvEnnzs7ORnBwsFYKbEhICMaMGWOTZRupqanw9/eHq6srgoKCMHLkSNTX12PmzJma\n", "i8b+Nuvn7MrKyqBQKDB16lRERUXB19cXv/zyi6OHZbJLly4hNDQUHh4eOo/NnTsXxcXFmq9LS0tN\n", "qnkik8kAgDefc3u6fv06lEolpFIpMjMzHT2cPqm/1uJRKpUmL9cA/tv6s6yszEYjIqR/ooAEIYQ4\n", "CcaYTkBiwYIFcHNzw969ex04sv/KysrSyo7gzJo1yybtPysrK9HQ0IDt27cjNzcXly9fxvHjx5Gd\n", "nY2JEydiwoQJ/W7Wz9n9/PPPAIA77rgDLi4uSEhIcKob0cLCQr3LNXpT8yQoKAhA/wxIcHVzHn30\n", "USgUCiruaWX9uRaPpQEJWrZBiHVRQIIQQpxEZWUlbt68qZUK7u/vj3nz5uGTTz4BY8yBo+sMmGRn\n", "Z2P8+PE6j9mq/eeWLVswdOhQLFmyRFPobsqUKTh9+jTKysqQlZXV72b9+MbcDJWTJ08iOjpa8/tM\n", "SkrCL7/8YvVglq3oa/nZW4GBgRAIBP0yIMF1Flq8eDEAOFW2DOE3lUplVkBCIpHAw8MDCoXChqPi\n", "P8o6JNZGAQlCCHES3Exh1wwJoHPZRmFhIc6cOeOIYWlcu3YNSqVSb4aELdp/VlRUYP/+/Vi+fLmm\n", "6B1n8ODBmnXnXfWHWT++sHRd+smTJzF16lTN15MmTUJtbS0uX75sw9FaR2trK4qLi/VmSPSma4RI\n", "JEJgYGC/zA6Qy+UQi8WIiIhAaGioU2XLOIP+3M1EqVSa3PITAAQCQb8ubNlfa40Q26OABCGEOAm5\n", "XA6BQIDhw4drbZ82bRpCQkIcXtxSX0FLji3af37wwQdwd3fHk08+qfdxoVD3T1xzczPa29s1X9NM\n", "j+1Ysi69a/0IzsSJEyEUCp3iRrSkpAQdHR0GMyS4rhFBQUEICgpCUlKSyV0jgoKC+m2GBBeEnTRp\n", "klO8D5zN008/DQBwdXWFUCg0633JJ+aez81dsgH0704b/bXWCLE9CkgQQoiTkMvlGDp0qE6xPKFQ\n", "iMWLF+PgwYNoampy0Og660cMGjQIQ4cO1fs41/7TGhXKm5qa8OGHH+KJJ57QmwlhaNavvr4eU6ZM\n", "wfbt22mmx4YsXZd+8uRJCAQC3HHHHZptfn5+iIqKcopUfa7lp6GABNc1Ijc3F7m5ucjMzDS5a4RM\n", "JqOAxKRJyMrKcuh5rq9pb2/Hhg0bcPfdd2Pjxo1gjOGnn35yqm4mlszcq9Vq1NTUUEDCRP251gix\n", "Pd4HJHbu3AmhUIg33njD0UMhhBCH6l7QsqslS5agsbERn332mcMuDrj6EYZaqJnS/tPUGa69e/ei\n", "trYWy5cvN7iPvtnoY8eO4fbbb8df/vIXmunhIa5+xKBBg7S2O8vMeGFhIfz8/CCVSo3uJxaLzU6H\n", "l8lk/XbJBnfeS0pKQnt7u1O1geW73bt34/Lly9i4cSOio6PBGMOVK1ccPSyzWDJzX1dXB7VabdaS\n", "DaD/BiQIsSVeByTq6uqwZs0aANB7gdvS0oL169cjNjYW48ePR2hoKKZOnYrjx4/r7Ltnzx7ExMQg\n", "JiYGERER2LRpk8MLwBFCiDnkcrlWQcuufHx84Ofnh+eff95hM/7Z2dl6l2twjLX/NGeGS61WY8uW\n", "LUhJSUF4eLjB19M3G3333Xdjz549ei9CnXGmh69LTsRiMQIDA3W2h4SEGL0R714/gpOUlITCwkKo\n", "VCprDtPquIKWhoJyvdEfMyTq6+uhUqk0AYnIyEj4+fk5RbaMM7hx4wZef/11PPLIIxg3bhzCwsIA\n", "wKmKNlo6c69UKgHAogyJhoYGq2T6OZP+XGuE2B6vAxJr165FcnKy3sfa2towc+ZMyOVynDp1CllZ\n", "WcjNzcWNGzdw7tw5rX23b9+Ov/zlL9izZw9ycnKQlpaG9957D6+88oo9vg1CCOk1xhiKiooMZkjM\n", "nTsX169fR2trq0Nm/Gtra1FWVmY0IAF0Zkmkp6frBITNmeH67rvvUFhYiJUrV5o0Nn2z0d2LYDob\n", "vhcX49ozenl5QSqVatK/582bZ/A5paWlKC0t1RuQmDRpEgDg9OnTNhmvtVy6dMnqHTY4QUFBqKys\n", "REdHh02Oz0dchw3uvOeMbWD5bPPmzaitrcVbb70FABg6dCiEQqFTBSQs1ZuABNA/W3+mpqYiIiIC\n", "AODh4eG0tUYI//A2IHHhwgUcPnwYr7/+ut7Ht23bhtzcXHz00Ufw9PQEAPj6+mLv3r24//77Nfs1\n", "NjZi9erVWLp0KSZMmACgM5q3YsUKbN68uV+cdAkhzq+iogJNTU16AxLWWNtpbKbdlFl4YwUtu5o5\n", "cyYqKirw888/ax3fnPFv3rwZ8fHxSEpKMvpahvSFmR4+Fhfj3ifXrl3D9OnT4evri+LiYuTl5eHi\n", "xYuYP38+du/ebbB9J1c/YsqUKTqPDRs2DEFBQby+EWWM4dKlS3o7bFiDTCaDWq3mVeDJ1roHJIDO\n", "4JQztYHlq6qqKmzatAnPPvsshg0bBqAzUDt06FCnuja29HzOZVtZsmQD6J8BCYlEgtWrVwMAoqKi\n", "zKqBQ4gxvA1ILF++HOvXr4e/v7/ex3fs2IHp06frFHcbPXq01uxEeno6Ghsbcdddd2ntN23aNHR0\n", "dODQoUPWHzwhhFiZvgtzazA2027OLHx2dja8vb2Njq+6uhqvvfYaBAIB5syZg6SkJJSUlOCjjz7S\n", "e1ylUolTp05pvq6pqcHJkydx4sQJrFy5sldp8Vx9CW52LDIy0mlmevhWXKzr+yQiIgIjRoxAc3Mz\n", "jh8/DqlUqslQWbFiBS5fvoxvv/1W73FOnjyJmJgYnfoRQOeyTe5GlK9UKhXq6upsliEhk8kAoF/V\n", "kZDL5ZBIJPDz89NsS0pKQl1dnaaAKLHMm2++CZFIpLnB5ISFhTlVQALoPJ8nJCRovo6Li+vxfK5U\n", "KiEUCvWeb4yRSCTw8PDolwEJAJplY3xcKkicFy8DEl9++SVu3LiBJ554Qu/j1dXVKCoqQnBwMDZu\n", "3Ij4+HiMGjUKd999t87a5N9//x0AdNrkcV9fuHDBBt8BIYRYl1wuh1Ao1FszoTcz/sZm2s2Zhc/O\n", "zkZMTAxcXFyMvtaZM2fAGENjYyNOnz6NkSNHYt26dXo7ZXh4eCAlJQWzZ8/GhAkTEBUVhVmzZsHN\n", "zc3gcj5TcfUl8vPz4evriwcffNCpZnr4VAOp6/ukqqoKzc3NkEqlmllXTmJiIuLj47Flyxa9xzFU\n", "P4IzadIknD9/Hq2trdYcvtUUFhYCgM0yJIKCggCgX9WR0FfI15nawJrC3nVgampqcPbsWezcuRNr\n", "1qzRuSF3xoCERCLB7t27NV9v27atx/O5UqmEWCzW2x7aGIFA0K8LW3Lnn8rKSl79HSLOjXcBiaam\n", "Jrz88svYtm2bwX246r87d+5EaWkpTp06hby8PEyaNAmzZ8/GwYMHNftya8S6Rte7fs09TgghfCaX\n", "yxESEgJ3d3e9j3ftKCESiTBo0KAeZ4gMzbSfO3cOd9xxB3JycnQeMzQL31NBS0Ov5eXlhaysLFy8\n", "eFGnI0ZRURH27t2LY8eOISsrCxUVFWhubkZrayseeOABo9+bqQICApCcnIyMjAyrHM8e2tracP36\n", "dZ3tjlhyYuj3WllZqfM+EQgEWLFiBU6cOKHz3iotLUVZWZnRgERSUhJaWlqQlZVljaFbXWFhIQQC\n", "gcHCs70lkUggFAr7fUDC19cXMTExvM6WMYW968B0fb2pU6fCxcUFDz74oM5+YWFhKCkpsdk4bCUv\n", "L0/zf1OCBSqVyuz6EZywsLB+G5AoLy8H0Hm/duPGDQePhvQVvAtIbNiwAcnJyUhMTDS4T0tLCwBA\n", "JBJhy5YtcHd3h6urK/76179i2LBhms4chBDSVxjrsAFod5R4++230dDQgPb2dotey83NDSKRyOSZ\n", "6Js3b+LSpUsYP3682a/l6+sLmUymtyNGYGAgZs6cqfcm25rLE5KTk/HLL79Y/POyta4zqCUlJZg8\n", "eTJ8fX0xduxYBAUFwcvLC25ubvj3v//t4JH27P7770dwcDC2bt2qtd1Y/QjOuHHj4Onpydsb0UuX\n", "LiE0NFRnKam1iEQiBAQEoLi42CbH5yNDrY6dpQ2sMfauA9P19VpaWtDa2oqHH35YZ7/w8HCoVCqn\n", "u9nMzc2FVCqFv7+/ScECpVJpdv0ITn/PkAgODgbQGXh2RnztTtWf8SogoVAosGPHDmzcuFHnsa5p\n", "Qb6+vgA611J3/cMvEAgQHR0NhUKB2tpaAP8tVtN9Non7uqfo6PPPP485c+Zo/fviiy8s+O4I6R06\n", "gfZvxjpsdCUWi/HUU0/B3d0de/bs6XFffUs9xo4dix9//BFxcXE6j+mbhb9w4QIYY0YzJExdVqKv\n", "I4YtWih2lZycjBs3bujNCHGk7jOoY8eORUJCAoRCIc6cOYPs7Gzk5ubi8OHDaG1tRX5+vt3HKBaL\n", "NRenXRnK1nB1dcWzzz6LAwcOaF3M/vTTTxg7diwGDhxo8LVcXV0RFxfH2xvRwsJCmy3X4N4LNTU1\n", "+Oc//8m7riq2UFNTg7q6OoMBCblc7rQ/A3vXgTHn9Zyx9SfQmSERFRWF0NBQlJWV9bi/Uqm0OEOi\n", "vwckuMkHZwtI8L07FR988cUXOve9zz//vM1fl1cBiR9//BHe3t649957MW7cOIwbNw733nsvgM4i\n", "luPGjcPDDz+M2267DS4uLnorLHPrl7nHuAvk7uln3NcxMTFGx7R161Z88803Wv/0RZQJsRU6gRK1\n", "Wm1yQAIA/P39sWDBAuzatavHFoFPPvkkgM7gLbdUglvq0XUZiKurKzw8PLSWxHGys7Ph6uqqaQdm\n", "SNfjdX8tQ+zRESM2Nhbu7u5aBTT5oPsMak5ODpqamnDq1CnNz0QsFmPGjBm47bbb8NlnnzlknFFR\n", "URAKhQgMDDTp9/rnP/8Zrq6u+PDDDwF0Tjj0VD+CwxW25OPaZVu2/OTeC+3t7WhqauJFVxVbM1bI\n", "l+uww9dsGWfmrAGJ3NxcREZGYtiwYTZfshEaGoqGhgbU19db9HxnxRhDeXm50wYk+Nidim8efvhh\n", "nfve7hmNtsCrgMSTTz6J0tJSZGdna/5x1biXLVuG7OxsfPHFF/D09MSMGTMgl8vR3NysdYy8vDyE\n", "hYVpMiNmzpwJX19fHD9+XGu/H3/8ES4uLlotQgnhIz6eQClbw76uXbuG5uZmszpsPP3007hy5QqO\n", "HTtmcB/GGHbs2IGpU6fi0qVLmqUSXDGwrssofvzxR7S3t+u96c3KykJERATc3NyMjknfsgxTCkla\n", "Esgwh7u7O+Lj43lVR8LQjKavry9EIpHWNoFAgMWLF+PQoUN6a0vYUkFBAT777DO88847yM/PN+n3\n", "OnDgQCxduhQffvghWlpaUFpaiitXrpgckKisrLT7zVJP57zW1laUlJTYJEPC1rPpfD2fcwEJfUvV\n", "QkJCEBwc7LQBCXu3HhaLxfDy8jLp9aRSKTw8PJwqIHHz5k2UlJRoMiTssWQD6H+tP+vq6nDr1i3N\n", "33tnCkjwrTsV0cargIQ+3CxI99mQt99+Gx0dHVi7dq1m2/bt21FUVIR33nlHs83HxwcbNmzAp59+\n", "qimEpVAosHXrVqxcuVLvHwRC+IJvJ1DK1nAMS1p+xsXFISYmBh999JHBfU6ePInz58/j5Zdf1rtU\n", "giMWi5GcnIwXXngBb731Fi5fvqz1eHZ2tln1I4y9lj6WBjLMkZycjFOnTvFy5r0rQ8tXHn30UbS0\n", "tNi9jsSqVaswbNgwLF++3Kzf63PPPQeVSoWdO3ciLS0NAoHApM4pXH0pey3bMPWcV1xcjI6ODptl\n", "SNgC38/ncrkcQUFB8PHx0fu4s9eRSE1N1VrmJpPJbNZ6+Ndff8XVq1c1WUzGArtcFwlnCkhcvHgR\n", "jDFERkZqAhLGzuWMsV4v2QD6X0CCK2g5ZMgQSKVSpwpIEH7jbUCirq4OYWFhSE5OhkAgwNatWxEW\n", "FqZp6xMTE4OTJ08iJycHoaGhGDFiBL788kscPXpUp/r6M888g3/+859YsmQJYmJicO+992LlypV6\n", "a1UQ4gxqa2u1erDba4aLj9ka/QHX8pNLpTWFQCDAU089hSNHjhisyr9x40bExMTgnnvuMemY69at\n", "g0wmw7JlyzQXe21tbcjLyzNaP8JazA1kmCM5ORnV1dWa4E9vWPJ57P6cxsZGNDY26uxnaAZ16NCh\n", "mDZtml2XbRw7dgzffvst3n33XYPdXwzx8/PDgAEDsGrVKrz88svw8vJCW1tbj88bNGgQRo8ebbeZ\n", "cVPPeVzLT1sEJGw1m87387mhgpacSZMm4ddff9UUOrcme/xNlUgkmDFjBvz9/TFr1iyEhobapPWw\n", "SqXC/fffj5iYGJSVlZkU2HW21p95eXkQCAQYM2YMQkND0dzcbLSL3s2bN9HS0mJxQCIgIACenp79\n", "LiDBXUvIZDKnC0iIxWK97cUd0Z2K6OJtQGLgwIFQKBS4evUqOjo6UFdXB4VCgSeeeEKzT2xsLH74\n", "4QeUlpaiqKgI//nPf/CnP/1J7/GWLl2KCxcuICcnBxcvXsSLL75or2+FODlHprMauhDlqtEvXboU\n", "8fHxdpnh4lu2Rn8il8sxbNiwHpdEdPfII48YLG6Zk5OD77//Hi+99JLJRSO9vLzwwQcf4MSJE9i3\n", "bx+Azpmp1tZWuwQkbCkxMRECgaBXyzYsmXHW95zPPvsM48aNw6BBgxAdHW3yUpXFixfjP//5j11u\n", "JNrb27Fy5UpMmTIF8+bNM/v5c+fORV1dHdrb29Hc3IybN2+afDOclJRkl5lxc855hYWF8PPzg1Qq\n", "tclYui5b8vf3BwCsX7/e4uM5w/nclIBEa2srfvvtN6u9pvFjf48AACAASURBVD2zRrglcI8++ihm\n", "zJiB3377zeTORj3hrls6OjrwyCOP4ObNm/j3v/8Nd3d3kwK7ztb6Mzc3F+Hh4fD29jYpe0GlUgGA\n", "xUs2nDGLxBq4gERQUJDTBSTOnj2L0tJSDBw40GbLP4nleBuQIMTR+JLO+sgjjwDonBnkTqByuRyb\n", "Nm3C3r17cf78ed7OcDkSX9dFW8KcgpZdccUtP/74Y53ilu+++y6GDRumtw+9MX/605+wYMECrFy5\n", "EiqVCv/5z38A9FwgmO/8/f0RExPTq8KWlsw463vOkiVLcOeddyInJwc5OTkmL1WZN28efHx88Pnn\n", "n1v8PQCmfXZ27dqFixcvYvPmzWZ3QentzfCkSZOQm5vLqxsmrqClrTrCdF22dOnSJdx+++3429/+\n", "xvslRpZijPUYkIiOjoa3t7dVg1P2zBpJT09HZWUlHn/8cSQkJODWrVu97vTT/bolNDQUP/zwAw4e\n", "PIiQkBCTj8NlSDjL+4vrsAGYtpyCy56wNEOCe53+liFRXl6OgIAAuLm5OVVA4tKlS5qGCX/88YdN\n", "l38Sy1BAghAD+JDOWl9fj/Xr1+OBBx7A5cuXNSfQ4OBgLF68WG9031YzXGKxGEOHDtXZzrd0N74E\n", "kqyppwtzY5566imUlZVpFbcsLS3Fl19+iRdeeEGnQKIptmzZgtbWVowZMwavvPIKXFxcMGPGDKf/\n", "OXN1JCxhyU22oef4+fnho48+0qSXmrpUxdvbG/Pnz8fnn39u0Y2EKZ+dmpoalJSUYN26dXjssccw\n", "YcIEs1+nN6qrq7Ft2zYAnXVSbPn5NmephC1bfnYfk1Qqxd///necOHECaWlpFh/HnkUVzaVUKnH9\n", "+nWj5z2RSISJEydabfmOvbNG9uzZg7Fjx2q6yrm7u+P06dMmP19f4LD7dcsff/yBoUOHYvr06WaN\n", "LTw8HDdv3tRkEvAd12EDAAYMGAA/Pz8KSNjAtWvXIJPJAID3AQnu81FeXo577rkHUqkUR44cgZeX\n", "l02XfxLLUECCED34ks66bt063LhxA5s3b9Z7AhUK7fsR5rrSSCQSTdrwypUr7TqGnvAhkGRNarUa\n", "xcXFFgck4uPjER0drVXccvPmzRgwYAAef/xxi44plUoxePBgKJVKNDU1oaOjw+l/zgAwefJkFBcX\n", "o6KiwqHj8Pb2tnimffHixSgpKbFo6Ymxz07XYEV0dDRqamos/uz35mZ47ty5yM7OBtBZS8fW77vU\n", "1FQMHToUAoEAnp6eEAqF2LJli9Y+jDGbtvzUZ9asWZg+fTpWrVplUu0NfVJTU7VmBxMTE3mTvmxq\n", "IV8+t4E1prq6GkeOHNGcg93c3DB+/HicOXPGpOfqCxwaum5pa2sz+7rFmVp/qlQqVFZWajIkuOUU\n", "ZWVlRp8DWL5kA+gMSJSUlDhN0MYarl27hiFDhgDovA6oqqqCWq128Ki0df18REZGYuTIkWhvb0d6\n", "ejoGDRrk6OERAyggQQhPZWdnY/v27Xj99dcRHBys87i9Z7gYY/j0008xb948XLx4EUVFRZgyZQpe\n", "ffVVmxQVs4QjA0m2WiLyxx9/oKWlxeKAhEAgwNNPP40jR44gLy8Ply9fxscff4xnn30W3t7eFh2z\n", "pqZGp+UywK/155bgujxYcjMvFov1ZpsY+zza4jM8ZcoUhIaGml3c0tBnJz8/H5mZmVrBips3b4Ix\n", "hmXLllk0RsCyVq6O+HxLJBKMGTMGd911Fy5evIhhw4bh+eefR3t7u2YflUqFuro6uwYkBAIB3nvv\n", "PcjlcuzYscOiYwQEBMDFxUVT/2Xnzp28SV/mAhLDhw83ut+kSZOgVCpx7ty5Xr+mWCzGwIEDdbbb\n", "4m/q/v37IRQKsXDhQs22hIQEkwIS+gKHycnJ+Otf/2q1z4EzBSTy8vIAQJMhAQDDhg3rMUPC19fX\n", "7GK8nOrqauzevRs3btzoM5mYpigvL9fKkOjo6ODd3/yun4/Kyko0NzdDIpHovY4m/EEBCUL0cHQ6\n", "q1qtxjPPPIPRo0fjueeeM7gfd1HPFVILDw+32QzX8ePHUVBQoGnvN3jwYOzYsQOlpaXYsGGDTV7T\n", "WrrXT7AmWy8R4S7MR4wYYfExZsyYAbVajaSkJEyYMAEtLS1m147oD4KCgjB8+HCLlm18/fXXuHr1\n", "KoYOHapZahEbG9vj5zE1NVVzIS0Wi3tdZEsoFOKxxx7Dv/71LzQ1NVl8HE5DQwMmT56s90apN4EA\n", "e7RytYaOjg788ssvmDZtGkJDQ7F//36cO3cOb731lmYfrsOGPZZsdBUdHY0nnngCr7/+Ourq6sx+\n", "flZWFioqKjTt07kbOz6Qy+UIDg6Gl5eXwX2qq6uxbt06AJ21bXp77v3ll19QWloKf39/+Pj4QCAQ\n", "2KToHWMMu3fvxn333ad1PZGYmAiFQoGqqiqDzzUUlLt8+TJSU1P1tki15LplwIABGDBggNMEJNzc\n", "3LSC9j0tp+hNy0+g86aXa39dWVnZJzIETdE9QwIAr5ZtGPp8VFVV8S5wQrRRQIIQA1JTUyGVSuHi\n", "4mIwVdfauFn2Tz75BGfOnMH27dvh6upqcH/uop5ru5iYmGizi/r3338f0dHRmDJlimbb6NGj8cor\n", "r2DDhg1abUgdxVCdi9raWhQVFdnkNW29RKSoqAguLi5mtfzs7rHHHgNjDI2Njbhx4wYYY3jyySct\n", "Pp6jA3a2NHnyZLMDEnl5eVi0aBHuv/9+lJaWIisrC25ubliwYEGPn0eJRILJkydjyJAhKCgosMqN\n", "+WOPPYbGxkbs3bvX5IswQy3RJk6ciMOHD1ucTWPK65r6njH0vhsyZIjN3ne5ublobGzE5MmTAXTe\n", "NK5duxbr16/XFFO8dOkSBAJBr4KGllq/fj1u3bqlFSAxVVpaGvz9/TF79mwMGTKEdwGJnrLC5s6d\n", "q8mMqK+v79W599dff8XMmTMRGxuLa9eu4bPPPtMEDqz9N/XXX39Ffn6+zpK5hIQEADApS6K7wMBA\n", "5OTkoKCgwOzMI0Mc2WnDnIzD3Nxc3H777VrXSlxAwtBSHpVKZXFAgi9Leu2to6MDlZWVWhkSAL8C\n", "EsR5UUCCEAMkEgkkEgkefPBBTaruihUrtFJ1raXrLHtERAT+93//F/Pnz8cdd9xh0vPFYjHuvPNO\n", "m7XCKyoqwtGjR7F8+XKdte2rV6/GsGHD8PTTT/NiHW9CQgIEAgEkEgmCgoIQHx+PsWPHYtq0afju\n", "u+8AWG95hT0uTORyOUJDQ40Gpoyx1RgtSbl3BsnJybhw4QIaGhpM2r+2thb33XcfwsPD8emnn0Io\n", "FCIsLAz/8z//gwMHDvT4/NbWVvzrX//CokWLejVj15Wvry98fX3x3HPPmZy1U1dXh9raWvj7+2v9\n", "Tr/55hukpKRo1md35YgAVNf3XWBgIFxdXeHp6WmzdcwZGRlwc3NDXFycZtuaNWuQmJiIRYsWoaGh\n", "Ab///jtCQkLg4eFhkzEYI5VK8eqrr2Lbtm04f/68WZ/ptLQ0zJw5E66uroiMjER+fr7VxtXbc2xP\n", "AQlD57WioiKt1zU2Du6xCxcuYMaMGRg9ejTS0tLg5eWFO++8E0Bn8MDa9uzZgyFDhuDuu+/W2h4c\n", "HAyZTGY0IGEoKDd8+HCIxWKrZh5xnTbsyZKMw64dNjihoaFoamoyWN9BqVT2qn5Ef8TVi+ACEoGB\n", "gQD4FZDoy5MlfR4jev32228MAPvtt98cPRTiIHV1dUwgELA9e/YwxhjLyMhgQqGQvfXWW706rkql\n", "YiqVSmtbYmIiA6D1LzY21qzjHj58mAFgV69e7dX49Hn++efZoEGDWFNTk97Hjx8/zgCwPXv26P3+\n", "7KW4uJi5ubmxdevWaY2jqamJzZkzhwmFQjZixAgWFBTEgoKCWGJiIquqqrL49aqrq5mfn5/O7y4o\n", "KMhqP4M5c+awP/3pTxY/X6VSsaCgIJuN0ZG/b1soLCxkANh3331ndD+VSsUqKyvZ9OnTmVgsZiUl\n", "JVqPHzp0iAFgBQUFRo9z5MgRBoBduHCh12Pn6DufJCUlGX3O4sWLmZ+fH7ty5Yre32lVVRVLSkrS\n", "fHaSkpJ69dnpLW6Mx44dYwDYe++9Z5PXeeihh/T+7BQKBfPx8WGDBw9m7u7uzN3dvdfnE0uVlpYy\n", "Nzc35uHhYfJ5rby8nAFg+/btY4wx9sILL7Dhw4eb9bqG3ieJiYm9Oseq1Wrm7e3NNm3aZPS19Z3X\n", "ALCUlBR24sQJg+PoOsaAgAAmEolYZGQkq6ur03qNESNGsOXLl5s19p7cvHmT+fn5sTVr1uh9/P77\n", "72d33HGH0WNUVVWx4cOHMwAsMDDQZp9FS94TvWXuuUutVjM/Pz+2YcMGre3cNfy5c+cMvs6SJUvs\n", "Ns6+4Pz58wwAy8rK0mzz8/Nj7777rgNHpauqqoqFh4czAEwqlTr8b1VfYI97YgpIGEABCXL06FEG\n", "gF2+fFmzbfXq1UwkErHz58+bfTxDF2rWumGsrKxkANjBgwfNHpsx169fZ35+fuyVV14xut/8+fOZ\n", "i4sLCwwMtMrNviVSUlJYcHAwu3Hjhs5jbW1tTCKR9OoiousFeFFREZsyZYreC2JrXpiMHj2aPfvs\n", "s706Rn+8eLKUWq1mEomErV69Wu/jXT/H3t7eDAA7dOiQzn7Nzc3M39+frV271ujrLViwgEVGRlpl\n", "7IxZFoD65ptvNAFFU47PtwDUihUrmJubG/v999+tely1Ws1kMhl76aWX9D4+YsQIXnyuLPl879q1\n", "iwmFQs3vcs+ePUwgEOg9d3ZnLOhgjXPNtWvXGACWmppqdD99rxUeHs5CQ0P1npcTExPZrVu3WHx8\n", "vM5jcXFxOsdfsGCB1X+f+/btYwCYXC7X+/imTZuYl5cXa2trM3qcWbNmsUmTJtn0s7h9+3bm6urK\n", "2tvbbfYaXVly7iorK2MAWFpamtb2mpoaBoD961//0vu8kSNHshdffNHisXIBWqlUygQCAZNKpX3+\n", "pjc1NZUBYJWVlZptt912G1u5cqUDR6XffffdxxITE3n3t8pZUUDCgSggQV599VUWGBjI1Gq1Ztut\n", "W7fY+PHj2ahRo9jNmzfNujjXd/EUFxfHtmzZwtzd3a0ygz1y5Ej2l7/8xazn9OSf//wnc3FxYWVl\n", "ZUb3i4uLc+jFOZelceDAAb2P9ybw0/0CPCwsjHl6erLQ0FB2+PBhlpSUxAIDAxkAFhoaarULk/b2\n", "dubm5sbef//9Xh2Hb7PbfDdv3jyWnJys9zFzbrgef/xxNnz4cK1zSFeNjY3M09NTZ3avNwy9z6VS\n", "qd73eU1NDZNKpWzWrFkGx8l3zc3NLCoqikVERBjM4rKEQqFgANg333yj85itM49MZek45syZo/Ue\n", "P3fuHANgUrBd32dgxIgR7J133mG+vr69/pn8/PPPDADLz883up+h81plZSUbMGCA3qCEoX/6xvje\n", "e+8xT0/PHoMDpuCuFaZNm2Y0A+LUqVMMAMvOzja4T0NDA3Nzc2Nbt27t9biM+fbbbxmAHv/2W4sl\n", "7+W0tDQGgJWWlmptV6vVzNfX12CWzYABA9jGjRutMuYXX3yReXp6MqVS2evj8dkHH3zARCIR6+jo\n", "0GybMmUKW7hwoQNHpau1tZX5+vr2OpuZ/Jc97omphgQhBpw6dQrJyclaNRPc3Nywb98+lJaWYvjw\n", "4SavczS03vX8+fNYuXKl3tZTlqx5mzx5skUtCw1Rq9XYtm0bUlJSEBISYnC/mpoa/PHHHzrb7VXk\n", "qb29Hc8//zwmTZqEBQsWWP343QtXKhQK+Pn5ITc3FykpKcjMzER+fj4eeughtLe3620dZ4mrV6+i\n", "tbW118XynKWjAV8kJyfj3LlzuHXrltZ2c+txLFy4EMXFxTh//rze10lNTUVzczMefvhhq4wbMLyG\n", "tq6uDgUFBZqvufXzy5cvR0tLC3bt2qVTH8ZZeHh44MCBAygqKsIrr7xitRox3Lk0KSmp18fik+bm\n", "Zhw/fhyzZ8/WbBszZgyAnjttGKvdsGbNGty4caPX45PL5RAIBAgPDze6n6Hzmkgkgqenp87+/v7+\n", "2Lhxo8nn59jYWDQ3N+PixYsWfR+Adk2EMWPG4MSJE5g/f77B/SdMmACRSITTp08b3Cc9PR2tra2Y\n", "O3euxeMyhb1bf1qy/j8vLw++vr461ycCgcBg68+2tjbU19dbpWaPWCzGiy++CAD44IMPen08Prt2\n", "7RqCgoIgFP731lEqlfKqhgTQWRS2sbER99xzj6OHQsxAAQlC9GhpacG5c+c0ldW7Gj16NGQyGSor\n", "K3vdWcHf3x/5+fmQy+VWKRA4efJkswry9eSHH35AYWEhli9fbpXj2cpHH32E/Px8/OMf/zB4U2Vp\n", "sSNDF+BCoVDrhlUsFuO1117DH3/8gYMHD5r9PejDdQbpqdq8qczpaNCfJScn49atWzoF7RhjZt1w\n", "TZ06FVKp1GBxy/3792Py5MkYNmxYr8bbXfeCo+PHj0dUVBSmTJmCZ555BgkJCYiKisLIkSOxf/9+\n", "vPXWW5pCZc4qMjISa9euxfvvv4/bbrvNKi14MzIyMGbMGL2fGb4UTzM0jtDQUIPjOHnyJJqamrQC\n", "Et7e3ggPD7e40wZ3Y8J1iujK3J+JXC43q0ho9/OaoZ9JREQEXnrpJb3tWfWNcfz48RAIBAYDiqbo\n", "Gszm3ov79u0zuL+npyfGjh1rtLDlV199hXHjxln9vNEd9zO0Z2HL1NRUzXtIJBIBAHbt2mVw/9zc\n", "XERGRur9u2+o9SdX6NJaRYQDAgLw+OOPY9u2bVZptcxX5eXlOn8n+BiQOHbsGMRiMcaNG+fooRAz\n", "UECCED1+/fVXtLa2Ijk5WeexmpoatLS06Gw3lg1g7AJp9OjRVpvBnjx5MtRqtUVtw7qrqanB3//+\n", "d4wdO1ZvYKYrSy6KraGmpgZFRUVYu3Ytli5digkTJhjdn7tR8/HxgVAotHpniMjISMyaNQvvvvuu\n", "VTqOyOVyiEQivT9bYjsxMTHw8fHRav/Z0dGBdevWobGxUWd/QzdcLi4uWLBgAQ4ePKjTnae6uho/\n", "/PADHnnkEauPv/v55LfffsOZM2fwzjvvYMeOHTh79iwqKipQV1cHoDMw0hccPXoUQGfnE2u04M3I\n", "yDB67uNLp5mu4+Deh0888YTB/Y8cOYLw8HCMHj1aa3tkZGSPAQlD5/rw8HAMHjxYayzu7u5wdXXF\n", "J598Ytb3Y0rLz54Y+92Y+nvz8fHB6NGjLe60YSiYfeXKFaMZPAkJCQb/ht+6dQtHjx61eXYE0Jl5\n", "FBQUZNfWnxKJBO+//z4A4PPPP4dIJMJPP/1kcH99HTY4PQUkrNllY+XKlaitrcWnn35qtWPyzbVr\n", "15wiIPH9999j+vTpcHFxcfRQiDlsthjEyVENif7t7bffZj4+PnrXjlq6ZreqqopNnDiRAWB+fn42\n", "WcevVqtZQEAAe+211yw+BlcvgSsAOXz4cJPG2XU976BBgxgAq66N1zfGoKAg5uXlxYRCIcvNzTX5\n", "+Zs2bWJCodDktcHm1A04efIkA8C+/fZbk8djyIoVK9jIkSN7fRxivrvvvpvdfffdTKVSsZs3b7I5\n", "c+YwFxcX9t5775lVj4OrTH7s2DGt7du2bWMikciu645VKhULCAhweN0DW7B2TQeuKN7nn39u0mvz\n", "4efHjWPGjBlszJgxeosRqtVqNnToUL3dI1avXs2GDBnS4+tUVVUxPz8/TVcPfZ8BlUrFcnNzmb+/\n", "P1u8eLFZ30dUVBRbtmyZWc8xxNjvxpTf2+LFi9mECRMsfm1L3pP79+9nAPTuk56ezgDrduUxJikp\n", "iS1atMgur8XZtm0bc3NzYy0tLWz27NksISFB736tra1Gayz9/e9/Z97e3jq1cX788UcGgBUVFVl1\n", "3A8++CALDw+3WxFQe4uKitKpUbZnzx4GgLW0tDhoVNpUKpVWdzxiHVTU0oEoING/zZo1i82YMcPg\n", "45ZWEuda/J0+fdqaw9WSkpLC7rzzTouf39sq6dxF3v/7f/+PeXh4sLy8PIvHYqsxch1Urly5YtL+\n", "Xdus9XQTqlarWXx8PJs6darJ4zFk9uzZbNasWb0+DjFPVVUVGzp0KBMIBCwwMJD5+PgwLy8vrSCT\n", "qTeharWajRw5UqfFXGJiIps9e7bVx24MXwox2oKh783Ly0vrxsPU3xt3ru7eztUZnD17lgFg+/fv\n", "13ksJydHb4CMMcYOHDjAALDa2lqjx7916xbz8PBgb775Zo8/y927d5sVoO3o6GCenp5s8+bNJu1v\n", "a9u2bWOurq4W33BZ8requLiYAWBHjx7Veezpp59m4eHhditA+8gjj7BJkybZ5bU4ixYtYvHx8Ywx\n", "xg4ePMgA7W5nnIsXLzIA7KefftJ7nH//+98MgE7QlztmQ0ODVcfNBZ8NdfZwdoMGDWJvv/221jau\n", "8Kmp11K2xv1ur1696uih9ClU1JIQB+jo6EBmZqZJqbr+/v4AgPj4eJNSddPS0jB8+HBMnDjRauPt\n", "btKkSThz5gza2trMfq65Rfv04dbzbtq0CeHh4Vi4cKFOccDesMYYuQJYV65cMWl/iUSCBQsWQCqV\n", "9rikRiAQ4KWXXsLJkyd7tfYYsE7qMjHf3LlzcfXqVTDGUFVVhRs3bmDEiBGYOXOmZh9T63EIBAIs\n", "XLgQhw4dQnNzMwCgpKQEp0+fxsKFC232PejDl7oHtmDoe2tpaUFCQgLee+89TXFBU+pLZGZmQiaT\n", "OeVyqfj4eMyePRuvv/66zlKhI0eOwMfHB3fccYfO8yIjIwEA+fn5Ro+fnZ2NlpYW3HPPPT2+b5Yu\n", "XYp77rkHTz31lEm1ja5du4bm5mbenPfi4uLQ1taGCxcuWPT81NRUTJw4EQKBAD4+PiYt6wkLC0NA\n", "QIDOsg21Wo2vv/4aKSkpditAGxYWZtcaEkBnUUKujsT//M//wNfXV++ystzcXAD/fd92x312u18v\n", "qFQquLm5wdfX13qDRmcR1GnTpmHjxo1WWbLJJy0tLaitrdW7ZAMAb5ZtHDt2DBEREQgODnb0UIiZ\n", "KCBBSDf5+floaGjQWz+Cw63RzszMBAA888wzPdZ8YIzh6NGjmD17tk0vJiZPnozm5mZkZ2fb7DVM\n", "4enpiQMHDuDSpUt49dVXrVb53hrMDUgAQFlZGcLDw026cZs7dy5GjBiBTZs2WTzGqqoqFBcX97rD\n", "BjGPoYCXUqm0+P27cOFCNDY24ttvvwUAfPHFF/D29sacOXN6M1SL8KXugS3o+95+//13zJw5E6tW\n", "rdLqlNNTfQmufoSzdh558803IZfLdQoopqWl4Z577oGbm5vOc0aNGgWRSNRjHYmMjAx4enqaVDRO\n", "IBDgo48+Qn19vaYbgTFyuRyA9Qr59lZMTAxEIpHFdSQkEgleeOEFMMZw/Phxk+pDCQQCJCQk6HTa\n", "OHv2LCorK+1SP4ITHh6Oa9eu6a2bZQtcXShu0sbLywv3338/9u3bp3OTn5eXB6lUarAWBBeQKCsr\n", "09quVCoxePBgm3y2X3rpJfz22284efKk1Y/tSBUVFQCAIUOGaG3nU0CCMYbvv/8eM2bMcPRQiAUo\n", "IEFIN6dOnYKrqyvi4+N73DciIgKJiYkmXdBfuHABf/zxB+69915rDNOgcePGwdPT06L2n9aeQY2J\n", "icGaNWuwZcsWq1W+F4vFequLmzNGPz8/+Pv7mx2QMLWquYuLC1544QUcOnRI0ynDVFybuOjoaLS3\n", "t+ODDz7o1c+LON5tt92G2NhY7N+/H4wx7N+/HykpKfD29rb7WPpyC1h931tUVBS2bNmi99xgKKvK\n", "WJclZzFu3DjMmzcPb775piZbrrq6GmfPntXqrtGVm5sbbrvtth4zJDIzMzFx4kS4urqaNJaQkBBs\n", "2rQJu3btwuHDh40G9uRyOYRCoablpKN5eHggKirK4oAE0Fk0Ni4uzqzMyMTERJw9exYdHR2abamp\n", "qZBIJEhMTLR4LObifg/db+rNYc5kxLlz5wBA62e1aNEiFBcX4+zZs1r7ch02DBk0aBB8fHx0AsxK\n", "pdJqHTa6mzFjBqKjo7Fp0yZeTcL0Vnl5OQDoZEgEBARAIBDwIiBRUFCA8vJyavfppCggQUg3GRkZ\n", "mDBhAry8vEzaf968efj+++97bAeYlpYGHx8fTJkyxRrDNMjNzQ0TJ060KCABdF70BAYGQiQSWWUG\n", "NT09HYD1Kt8DwPTp0wF0/jG0dIwhISE2C0gAwOLFiyEWi/H222+bdVHCtYnjghAFBQW9/nkR09lq\n", "WcPChQuRlpaGr7/+GgUFBXZfrtFdX24Bq+9705cRYMhvv/2G1tZWpw5IAMAbb7yB0tJSTZcLLkNn\n", "1qxZBp/TU6cNxhgyMjIwadIks8Yyd+5c+Pn54cEHH0RkZKTBwLRcLkdoaKhZvy9bi42NtXj5XW1t\n", "Lb799luzu+kkJCSgsbERly5dAtD5c//qq68wZ84cu3YP4AISlizb4ILrpi6TAjqzQAYPHozw8HDN\n", "tqlTp0Imk+lk+xjrsAF0ZpoMGzZM75INWwUkBAIBnnrqKXz33XcYPXq0VSZhessagZFr164B0A1I\n", "iEQiBAQE8CIg8f3338Pd3d1odjPhLwpIENIFYwynTp0y64SWkpKClpYWzY23IUePHsWMGTPg7u7e\n", "22H2aPLkycjIyLBoHaNEIsGQIUPwwAMP9HoG1Rr1HrqrqKjA1q1b8dxzz6GgoMDiMYaEhODq1asm\n", "7dve3o7y8nKzAhKNjY3w8PDAJ598goiICJMuSmzx8yLms/ayhurqahw4cABtbW2YP38+RCIRoqOj\n", "rThiYoy5QaaMjAz4+PgYvdlxBpGRkXjooYewfv16lJeX49ChQ5g4caLRc2VkZCRyc3MN/u0oKiqC\n", "Uqk0O1gzb948XL9+HR0dHaisrDQYmOZj3Zy4uDjk5+ejqanJ7Of+3//9H9RqNRYsWGD2awqFQs2y\n", "jYKCAsjlcrsHp4ODgyESiSxq/ckF101dJgV01o+I1tcjGwAAIABJREFUj4/XWk7h4uKChQsX4uDB\n", "g5psn5s3b6K4uNhohgSgv/Unt2TDVrjAiVKptNokjCUsCQgZUl5eDi8vL03dtK6kUimqqqp6O9xe\n", "O3bsGKZMmWLyZCLhFwpIENJFWVkZysvLzbrYGj58OGJiYozesCiVSpw5c8bmyzU4kydPhlKp1KzH\n", "NUdLSwsuXLiA5ORkXs6grl69Gu7u7vjrX//aq1leczIkysvL0dHRYVZAgiuMCHTWg3DURQkxn7WX\n", "NcydO1eT8t3R0YH29nY8+OCD1houMUHXINOAAQMAACtWrNC7b0ZGBhITEyESiew5RJt49tln8ccf\n", "f2DMmDE4evQoysvLjd6UREZGoqamxuA+GRkZEAgEZi0bMBRolcvlWoHWmpoaFBQU8C4gERsbC7Va\n", "bVFdpv3792P69OkIDAw063lcQIwrbPnVV1/Bx8cH06ZNM3sMveHi4oKQkBCzMyQsCa4zxnDu3DlN\n", "QcuuFi1ahJqaGnz//fcAOgM0jLEeg4aGAhK2ypCoqanRu7zFEZMKlgSEDLl27RpkMpneuhtSqdTh\n", "GRItLS34+eefqX6EE6OABCFdnDp1CgDMTkdNSUlBWlqawW4S6enpYIwZTZW1psTERAiFQouWbeTk\n", "5KC9vR1xcXG9Hoe109/Pnz+PTz/9FG+99RYGDhzYq7GZE5DgLjBMDUhYmunQl7sgOCNrLGugrBd+\n", "6BpkksvlmDRpEt544w2dLhRqtbrHLkvOZNWqVQCA69evgzGGq1evGr0piYiIAACDyza4uhz6ZkrN\n", "pVQqsXz5cmRlZWlmci9fvoy0tDRe1c2JjIyEu7u72XUkysrKcOrUKbOXa3ASEhI0AYnU1FTMnDkT\n", "Hh4eFh2rNyzttGFuhqZcLkddXZ3eWhvR0dGIjIzUZB/k5uZCIBBgzJgxRo/JBSS6jsWWSzYMUavV\n", "mv/bo7aEtf/ucAEJffgQkMjIyEBzczPVj3BiFJAgpItTp05hzJgxZt+EcOmoJ06c0Pt4WloaYmNj\n", "NRWJbc3Pzw9RUVGaLiDmOH/+PNzc3KyWUs7NTHLf+4gRIyxKf2eMYfny5YiOjsaf//znXo8rJCQE\n", "dXV1aGxs7HFfcwMSvZGamqoJBg0YMKBPdUEgxNHEYjEGDx6MrVu3Ii8vD7t27dJ6vKCgAHV1dX0i\n", "IGHJTcnw4cPh7u5uMCBhSf0IQ4HW0NBQ/PDDD4iNjdXM5AKdbRr5lE3m6uqKsWPHml1H4sCBA/Dy\n", "8rL4e0lISMDFixeRn5+PX3/91WE/E0sCEj4+Ppo2x92PZej6iitaqa+guEAgwKJFi/D111/j+vXr\n", "yMvLQ3h4eI+FgUNDQ3Hjxg3U1tYC6LyOUKlUNluyYei9rlKp8PHHH1ttCYW9lZeX63TY4PAhIHHs\n", "2DEEBQX1uISH8BcFJAjpIiMjw6KCOJGRkQZvtNva2pCenm6wsrmtcHUkzHX+/HnExMRYragYNzOZ\n", "l5eHgIAALFq0yKz0d2424cCBAzhz5gz+8Y9/WKWoF9f605Q6EmVlZRCLxSZ3RehNpoNEIsHq1asB\n", "ACdPnuxTXRD6I8p64afY2FgsWbIEa9euRV1dnWZ7RkYGXFxczOqI0Je4uLhgzJgxegMSSqUShYWF\n", "FgVr9NVlOXv2LM6fPw8fHx+d/fmWQRQXF2dWhgRjDPv27cN9992n9/szRWJiIhhjWLVqFVxdXe2W\n", "YdldeHi4WQGJ9vZ2LFiwAM3NzYiIiNAskZowYYLR4PqZM2cwatQozf7dLVy4EC0tLTh8+DDy8vJM\n", "uvnkzr1cYK6+vh7t7e02zZDo/l6Pi4vDQw89hFdeecVqSyh6IhaL9U6AWfp3h+8ZEly7T2dt00wo\n", "IEGIhkqlQkFBgUUBCYFAgHnz5iE1NVWrTRfQmeJ6/fp1hwQkLl++bHYE/ty5c1ZZrtGdWCxGeHi4\n", "3hk7fboWZIqMjMTSpUsxe/ZsTJ061Srj4QISpizbuHLlitnZEV0vSjw8PODr62typsMvv/yC4OBg\n", "xMTEmPWahJ+sXSSTWMfbb7+NW7du4Y033tBsy8jIwPjx4x3SktXaLA2GGeq08csvvwAwf0kjYLgu\n", "i4+Pj8U37PYUGxuLwsJCNDQ0mLR/Tk4OLl68aPFyjerqaixduhQCgQDp6enw9vY2uCTU1sLCwlBX\n", "V4f6+nqD+3ATB2q1GkuXLkVaWhoOHTqEvLw8/P777/Dw8MD8+fONBtfPnj1rNBA4dOhQTJ06FZ98\n", "8glycnJMKjrLvf+5LEelUgkANg1IdH+vnzt3Du+//77erAxbBd46OjogEAjg4eGhCfDExcVZnJ3a\n", "U0Di5s2bPXaas5WKigpcuHCB6kc4OQpIEPL/45Y3WJqqm5KSAqVSqbNMIi0tDVKpFOPGjev1GM3B\n", "fR/mLNu4fv06CgsLbRKQAPQXmDKka0GmyspKtLW1aVpPWYNMJoNQKDQpIGFuy09A+6Lk9ddfR0tL\n", "i8kX3pmZmUhKSjLr9Qh/WbtIJrGOoKAgrFmzBtu3b0dBQQGAzoBEX1iuwbEkGMYFJLrXAMjMzERw\n", "cLAmmGuJ7nVZnCWDiPubmJWVZdL++/fvx+DBgy2+SeL+/nG/g/r6+v+PvTsPq6L6/wD+nssmmwoo\n", "iwhcEFIW5V5wA0FQrOxrKWa5gBtpZWblVlZm7mnlUu7lRlZumeJupSYCKirgmvoFlSVkEQRXds7v\n", "D34zX4Z7gQtyF/Hzeh6fx3vuuTPnzp0ZZj5zzudodcgGoHzqz5ozOfDTc/7yyy/CQxgnJyeEhoZi\n", "69atta6jqKgIFy9eVJrQsvq6MjIycPLkSeTk5GDHjh31PnCxsrKCiYmJcN2Rl5cHAGqdZaP6uqvv\n", "wwYGBmpfJ2/p0qVISkrC0aNHsWvXLgDA2rVrG/V358GDB3j8+HGdQzYAaK2XxF9//QXgf9PBk2cT\n", "BSQI+X8xMTFwcHBodJ6A7t27o127dgoXewcOHMCAAQMgkWj2cGvfvj2cnJwaNGwjISEBjDGtByRq\n", "G/uclZXVZE8T9PX1YW9vr7aABM/KygoDBgxAWVmZMIVbXYqLi3H+/PlGPYUkuq0pkmSSpjV58mQ4\n", "ODhg6tSpuHz5MlJTU5tVQKIxwTAvLy88evRI4dzI549o6m7Rz0IPoo4dO8LU1FSlPBIVFRXYtm0b\n", "hg0b1qibUF1LhFtXQKLmTA45OTno0KEDhg0bJqoXFhYm7IPKJCUloby8vM4eEqGhobh586bwWpVp\n", "UDmOE113aKKHhDJNEXhTNRnmP//8g1mzZmHatGno1auX0JNE1WnOa+IfBNXVQwLQTkAiPz8f+/fv\n", "h4+PDwX5n3EUkCDk/z3tkzGJRILBgwdj9+7dwlONlJQU3LhxQ2PTfdYUEBCAv//+W+WLmHPnzsHU\n", "1BSdOnVSS3ukUikyMjIUMttriyozbTDGGjVkozo+UWp0dHS9dRMSElBaWkoBCUI0oEWLFpg1axaO\n", "HDki3AwtWrTomUk2p6qGBMP4sfnVh20UFxcjISFBLeelZ6EHkZ6eHnx9fVXKIxEdHY3MzMxGD9fQ\n", "NW3btoWJiYlCQKK2wMmTJ08UrjlefvllWFhY1NpLIj4+Hi1atKh1GMbTBGlqBiQ4jtNKYLh64M3M\n", "zAx6enrYsWNHvZ+r2QulrmSY5eXlGDNmDFxcXDBv3jwAVb+fkZHRUwckdKmHRPVtsnv3buTk5DS7\n", "c/bzhgIShKAqR8D58+cblT+iutdffx3p6elCt86DBw/C0NBQK13JcnNzcfr0aSQlJcHLy0uljM7n\n", "zp2Dr69vkySNVEYqlaKiogKZmZl11tNUN15VAhJ3795FUVHRUwUkJBIJevfurVJA4tSpUzAxMaH8\n", "EYRoCD/TBj8rgDZnNNAFDg4OMDc3FwUkzp8/j9LSUrX2HtH1HkRdu3ZVqYfEr7/+ChcXlzqHH9RF\n", "14axcBzX6Kk/eYaGhnjzzTexbds20RSYvDNnzsDX11ctwxqqByTy8vJgaWmptmuculQPvB08eBAV\n", "FRW1zmZTXc1eKMqSYfK9J7755hskJiYiMjISxsbGAKp+v/bt26s8zXlN/PWanZ2d0vdbt24NQ0ND\n", "jQYkqm+TyspKZGZmPtfn7OaAAhLkucZHWX18fFBRUYEffvjhqaKsvXv3hqWlpdDd9MCBAwgODoa5\n", "uXlTNVlloaGhuHXrFoCqyLUqGZ3PnTuntuEagGLG67rwTxP09fVhYmKilm68qgQkmmrKz+DgYMTH\n", "x6O4uLjOenFxcejRowf09fWfan2EkPrpWvd4XcBxHLy8vHD16lWhLDY2FmZmZiolEmyuunXrhtTU\n", "VCEPgTKZmZnYuXMnwsPDn2poi64NY1EWkLCyslIaQKgtcBIeHo60tDSlQxfj4+PrDOA8TZCGD0gw\n", "xnD37l2N5I+oi5WVFQIDA+Hm5ibkd6hNbeena9eu4fbt26KeAu7u7pg5cybef/99haEvjo6OT9VD\n", "wsLCQghw1MRxnEZn2qBzdvNEAQnyXOOjrPxJ7OLFi08VZdXX18fAgQOxe/duPHz4ENHR0VoZrtGY\n", "E/bdu3eRlpam1oAEf1OvSkDC2toaMTEx0NfXx2effaaWbrwODg74999/FWZGqa6pAhJBQUEoKSkR\n", "5lpXhjGGU6dO0XANQohW1ZxpIy4uDn5+fs91oLRr164AoHTYRvUbw0ePHuHAgQNP9XBD14axKAtI\n", "fPXVV0hPT4eDg4NKgZOAgAC0b98ev/76q6g8JycHaWlp9U6129ggjVQqxcOHD1FQUIC7d+9qPH+E\n", "MhzHYciQIYiKimrUENaCggK4ubnBzc1N6CnA58dQ1ovHwcGh0QGJzMzMWodr8HRh6k/ybKOABHlu\n", "qSvK+vrrr+PatWv4+uuvUVZWprX8EQ3F/xFTZ0DC2NgYNjY2Ks+0cefOHRQXF0Mmk6mlPY6Ojigr\n", "K0NOTk6tddLS0mBqagpLS8unWlfnzp1hYWGBEydO1FonOTkZd+/epYAEIRqia93jdYWXlxf++ecf\n", "VFRUoLKyEnFxcc/9ealDhw5o3bq10oAE/3CjoKAAQFWSxqboQq4rw1hcXFxw69YtoXfIggULMHPm\n", "TMydOxfp6ekqBU4kEglGjBiBnTt3oqysTCjng/T1BSQaG6SpPvVnXl6eTgQkAOCNN95Afn5+nUM5\n", "azs/+fr6YuHChUqngk1LS1O4hn2agERdU37yNBmQoHN280QBCUKaUG5uLhYuXAiO47Bw4UK0aNFC\n", "K8M1GnPCPnfuHKysrISM2urSkKk/k5OTAQBubm5qaQs/fV1dwzb4GTaeNrO8RCJBYGBgnRcfcXFx\n", "4Diu0WOPCSENp2vd43WBl5cXSkpKcPPmTVy/fh0FBQXNavaRxuA4Dl27dkVcXJzohi8/P19pfoXm\n", "0oU8NzcX69atQ0lJCby8vODo6IhZs2Zh3rx5+PLLLwGoHjgJCwtDfn6+MFUjUJU/wtbWFg4ODiq1\n", "p6FBmupDRXVhyAbPx8cHUqkUv//+e531oqKi0KZNG+jp6Qnnp0OHDmH8+PEqPyhxcHDAnTt36uwN\n", "WhtdC0gAVduEHz5mZWVF5+xmgAIS5LmljihraGgo4uPjhVk2iouLtZZop/pFtkQiga2tbZ0n7HPn\n", "zqFr165NPqVbTQ0JSKSkpEAikagtSNKQgERTCAoKwunTp5U+1QCqElp6enqidevWTbI+Qkj9dK17\n", "vC6oPtNGbGws9PT06n2C3dzl5ubi2rVr+PPPP4XZDq5cuYL58+fX2cvuWRcaGoobN24AqBpekZGR\n", "IQQlGsrb2xvu7u6i2Tbi4+PRo0cPtV17tGnTBsbGxkJAQld6SPDDNnbv3l1voOD+/fuYPXu26PzU\n", "kGtYBwcHVFRUICsrq8Ht1MUhG9bW1hg1ahSMjY1x5coVOmc3AxSQIM+1pnwypmuJdqpfZH/44Yco\n", "KiqqtbcGY0ztCS15De0h4eTkBENDQ7W0pXXr1jAzM9NYQCI4OBjFxcW1ZmqnbtGEaI+udI/XBdbW\n", "1mjbtq1wsS+TyWBmZqbtZmlVaGgoMjMzUVlZKcx20KVLF2zcuFHpDATNoQt5bdc1ZWVljbqu4TgO\n", "4eHhiIqKwuPHj1FRUYFz586ptVcgx3HCdYcuDdkAgCFDhiAnJwenTp2qtc7GjRuhp6eH999/X2F/\n", "UvUalu990tCZNvh9XZUeEjk5OUpnUFGXEydOICAgQJh2lDzbKCBBnmvPw5MxKysrTJo0Cffv36+1\n", "a2BGRgZyc3M1EpBwdnZGRkaGSomckpOT1TZcA6i6UKlvpo20tDShJ8XT8vb2RqtWrZQO27h37x6u\n", "XbtGAQlCiE7w9PQUekg87+el2m7MzczMcOHCBSQlJdGwHxWNGDECjx8/xr59+3D9+nU8fPhQ7b1v\n", "pFIprl27hsePH+vMkA2gKm9Gu3btap1to6KiAuvWrcOIESOUDs9Q9RqWv4ZpaB6JvLw8lJeXqxSQ\n", "KC8vx7179xq0/MaqqKhAbGwsgoKCNLI+on4UkCAETfNkTJcT7XTo0AF9+vTBhg0blL6viYSWPKlU\n", "ioqKCmFu67qoOyAB1D3154MHD1BYWNhkPST09PQQEBCgNLEl/4Tkeb/wJ4ToBi8vL/z999+4devW\n", "c58/ojZmZmZo3bp1s324oY7rGhcXF/Ts2RNbt27FmTNnhNwc6iSVSoVkpLrUQ0IikQjDNpT1Ljh4\n", "8CDS09Px/vvv17mc+q5hW7VqBXNz8wYHJPjrNFWGbADQ2LCNCxcu4MGDBxSQaEYoIEFIE9Ll5Gjj\n", "xo1DdHS0kCiyunPnzsHe3l5pt9OmVj3BVF0qKytx8+ZNrQYkmmrKz+qCgoJw6tQpUZZxoCogYWtr\n", "q/akooQQUp/c3FwcOnRImFXhm2++eappLJ91qt6YN8dhP+q4rgkLC8Phw4exZ88eeHp6qj35t1Qq\n", "FWZA0aWABFA1bOPff//F2bNnFd5bs2YNunfvDl9f36deT2Nm2rhz5w4AqNRDAtBcQOLEiRMwNjbW\n", "yEM0ohkUkCCkCenyU5LXX38drVq1wqZNmxTe01T+COB/XQfrC0hkZmaiuLgYrq6uam+PpgMST548\n", "UZg6Li4uDv7+/mpPKkoIIfUJDQ3FrVu3hNfnz5/XWoJmXaHLDxzUqamva3Jzc7FlyxZUVFTg4MGD\n", "yM3NVXuwq3owSdcCEgEBAbC2tlYYUpucnIw//vgDEydObJL1NDYgIZFIYGNjU2c9/n1NBSSio6Ph\n", "5+cHIyMjjayPqB8FJAhRA118SmJsbIyRI0ciMjJSlL+hsrIS58+f11hAwtjYGLa2tvUGJNQ95SfP\n", "0dER+fn5ePz4scJ7aWlp0NfXb9KeIz4+PjAzMxPlkSgtLcXZs2dpuAYhROt0LUGzrtDlBw6a0FTX\n", "NaGhoaKAfG5urtqDXdUDErqUQwKoGso5ePBg7Nq1S5ihDQDWrVsHS0tLDBs2rEnW05iARGZmJmxs\n", "bKCvr19nPRMTE7Rs2VIjAYmKigrExMTQcI1mhgIShDxHxo0bh+zsbBw6dEgoS05OxoMHDzTa9U2V\n", "mTaSk5Ohp6en9iEMdSV7Sk9Ph4ODA/T09Jpsffr6+ggICBAFJJKSklBcXEwBCUII0XG6+MDhWaGt\n", "YBffy9HExATGxsZqW09jDRkyBKmpqUhKSgIAPHnyBJs3b8a4cePQokWLJlmHg4NDg2fZuHPnTr3D\n", "NXiamvrz0qVLKCwsRHBwsNrXRTSHAhKEPEfkcjl8fHywceNGoYxPaKnupFLVqRqQkEqlMDAwUGtb\n", "+ICEsj/UTTnlZ3VBQUGIjY0VeqrExcWhRYsWkMvlTb4uQghpCF1O0ExIQ1XvgVFSUgJ/f3+dy4cS\n", "HBwMS0tLYdjG9u3bUVhYiHfffbfJ1uHo6Ijc3FyUlJSo/JnMzEydC0hER0fDyMgI3bt3V/u6iOZQ\n", "QIKQ58y4ceNw8OBBZGVlAagKSLi6usLCwkJjbVAlIJGSkqL2/BFAVfZojuM0HpB49OgREhMTAVQl\n", "tOzWrRsMDQ2bfF2EENJQz2u+BKJe2gh2hYaG4vTp0wCquvufPn1a5/KhGBgYYNCgQdixYwfy8vKw\n", "evVq9O/fHx06dGiydTg4OAAA/v33X5U/c+fOnXpn2OBpMiDRs2fPJus5QnQDBSQIec6EhYXBwMAA\n", "P/30EwDNJrTkSaVSZGRkiHJZ1KSJKT8BwNDQEHZ2dhoNSHTt2hUmJiaIjo4GYwxxcXE0XIMQojOe\n", "93wJRH00Gex6VvKh5Obm4vTp07h58yZcXV2RmJiI8PDwJl0HH5BoSB4JXRuyUVlZiZMnT9JwjWaI\n", "AhKEPGdat26NN954Axs3bkRpaSmSkpK0EpCoqKgQ5riuSVNTfvKUzbRRUlKCrKwstQQkDAwM0KtX\n", "L0RHR+P27dvIzs6mgAQhROdQvgTS1CjYpSg0NBTXr18HANy/fx8AsHr16iZdR/v27QGoHpAoLS1F\n", "bm6uTgUkrly5gnv37lFCy2aIAhKEPIfGjRuHlJQULF26FMXFxVoJSAC1T/2ZkZGBkpISrQYk+D/a\n", "6ghIAFXDNmJiYnDy5EkAgJ+fn1rWQwghhOgaTQS7noV8KLX14khNTW3SXhwmJiawsrJSOSDBBxca\n", "MmQjPz8fpaWlDW5bfn6+St81OjoahoaG6NmzZ4PXQXQbBSQIeQ65u7ujRYsWmDlzJgBg+vTpGk3y\n", "xCeSrC0gwU/5qYkcEnx7agYk0tLSAKg3IPHgwQOsWLECnTp10pmLI0IIIaS5oHwo/9OQmTbu3LkD\n", "AA3qIQGgQdeSubm58Pf3R+fOndG5c+d6E46eOHECPXr00MmZUsjToYAEIc+hwYMHo7i4WJjzOj4+\n", "XqNJnoyNjWFra1trQCIlJQV6enpKn2yog6OjI/79919UVlYKZXxAgh932ZRyc3Px8ccfA6ia8vPe\n", "vXs6l/WbEEIIedbp+hARTfbicHR0VLmHBD+ktiE9JAA0aNgGn3A0KysLWVlZdSYcZYzh5MmTNFyj\n", "maKABCHPGV1J8lTXTBvJyclwdnZW+5SfPEdHR5SUlODu3btCWVpaGuzs7GBkZNTk6wsNDcWZM2eE\n", "19WnJSOEEEJI09LlfCia6sXh4OCgckDizp07MDQ0hKWlpUr1bWxsAKgekGjoteg///yDvLw8Ckg0\n", "U/rabgAh5PlUX0BCU/kjgP8NIUlPTxf+qKprho36/gjr6gUTIYQQQpoe34uDvxFX13VAQwISN2/e\n", "hI2NDTiOU6l+27ZtwXGc2hJbnjhxAgYGBpRvq5miHhJERCqVwtPTE3K5HHK5HG5ubpBIJHBychLK\n", "PD094ezsrO2m1ur+/fuYM2cOLl68WG/doqIiyOVy2NnZQSKRwNPTEzNmzFCot2/fPgwYMABeXl7C\n", "NggPD0diYqJC3b59+8LJyQkSiQRubm4YNWpUk3yvpqIrSZ50NSDBU1dAghBCCCGkJnX34nBwcEBh\n", "YSEePXpUax0+r8OPP/6I7OzsevM68AwMDNCmTRuVAxK1XYtWVlYq3QbR0dHo1q0bTE1NVVo+ebZQ\n", "QIKIcByHw4cPIykpCUlJSdiwYQMAYP78+ULZoUOHtNzKuhUUFGDevHkqBSSMjY2RlJSECRMmAAAO\n", "Hz6Mr7/+WnifMYbx48dj8uTJ+Pzzz3HlyhUkJSXh0qVL6NevH3r37q0wNdPx48cxb948AMDGjRvx\n", "888/N+G3axq6kORJKpUiIyMD5eXlovKKigrcunVLYwktAcDS0hImJiYaCUjoSkCIEEIIIc8PPidW\n", "Xb0k+LwORUVFKCsrqzOvQ00Nnfrz22+/BcdxMDU1hZ2dHTp06ICcnBxs3LhRVI8xhujoaAQHB6u8\n", "bPJsoSEbRCQoKAgtWrQQXvNJD6tr0aLFM3FSUNb2htZdsGABtmzZggsXLsDDw0Mo19PTQ0REBIqK\n", "ivDBBx+gY8eO6NevX6PWrQ2a6h5YF6lUioqKCmRmZopu/DMyMlBaWqrRHhIcx4lm2qioqEBGRoba\n", "ekhERUVh8ODBuH37NoCqYMTzmvWbEEIIIerHByTS09Ph7u6u8P7TDiltSECisrISn3zyCVxdXXH8\n", "+HEYGxvDysoK7777LiZOnIjOnTuje/fuAIDr168jNzeX8kc0Y9RDgohERkbWm33YxsYGmzdvxu7d\n", "u/HSSy/B19cXcrkc3bt3x/bt20V1R44cKQxfOHnyJN544w3I5XJIJBJMmTIFAFBcXIwPP/wQ1tbW\n", "8PLywssvv4z9+/cLQ0WqD3m4c+cORo8eDalUio4dO8LX1xe///678P7WrVsxYMAAAMCXX34pDDO5\n", "fv16g7dFQUEBFi9ejJdeekkUjKhu/PjxMDc3xxdffNHg5esCbSZ54nsJ1Pzjx0/5qcmABCCe+jMr\n", "Kwvl5eVqC0joetZvQgghhDQv9vb24DhO5TwSDdWQgMSaNWtw6tQpbNiwAe3btxeuRVesWAEfHx8M\n", "GTJEGCoSHR0NPT09+Pv7q6XdRPt0vofEDz/8gPfeew+zZ8/G7Nmztd2cRuvatavaEr3wbG1tcf78\n", "ebWuo7r169dj0KBBeP/99wEAV69eRVBQEExMTDBw4EAAwC+//IKffvoJERERWLhwIX755Re0bdsW\n", "c+fOxf379wEAEydOxN69exEdHQ0vLy/k5OTg1VdfBVA1VGT06NEAgMLCQgQEBEAqleLatWswNjbG\n", "/v37ERoaiq1bt2LYsGEICwtDr1694OzsLPpsYxw9ehRFRUV1JtAxNDSEXC5HdHQ0JSRsID5vQ2pq\n", "qijqnZycDH19fY3nb3B0dMSFCxcA/G/KT3W3gfYXQgghhGiCgYEB7Ozsag1I8ENKs7KyROWqDim1\n", "tbXFqVOn6q2XlpaGTz/9FBMmTEDv3r1F7xkZGWHXrl3w9fXF0KFDsX37dvz555/o1q0bzMzM6l02\n", "eTbpdECioKAAM2fOBACFLK9z5szB5s2bFaajsbS0xLFjxxSWtWnTJnz//fcAgPLycowdOxbTp09X\n", "OXvs08rOzhbm9G0uVq1aJUpu6enpiX79+uGESg7PAAAgAElEQVSHH34QAhLA/4YvvPXWW2jbti0A\n", "YPr06Xjy5AmSk5OxZcsWTJs2DV5eXgCqemBMnjxZIRnk8uXLkZqait9++w3GxsYAgNdeew19+vTB\n", "zJkzMWzYMNH6nhb/5J6fdaE2/NzLqampdIPZAMbGxrC1tVXoIZGSkgJnZ2fo62v29OTo6Ih9+/YB\n", "0FxAghBCCCFEU+qbaSMqKgo+Pj7IysqCjY1Ng4aU2traIisrq84HdIwxvPvuu7CwsBDlbKvO3t4e\n", "P/74IwYNGgRXV1cUFRXB1tYWubm51Ju0mdLpgMSsWbMQGBiIvXv3KrzHcZzKT8BXr16Njz/+GDEx\n", "MfD19cXt27fh5+eHvLy8Wg+GpsbftD7r66jO2NgYH330EU6fPo2ysjJIJBKkp6fXerLgAw4AYGpq\n", "ClNTUxw5cgSVlZXo1q1brXV5f/75J0xMTODj46NQ9/jx48jIyBDGx5Fng7KZNjQ9wwbP0dERubm5\n", "KCoqQnp6OiwsLGBubq7xdhBCCCGEqEN9AQlra2s4OzvDx8cHmzdvVvlBW25uLtatW4cnT57Ay8sL\n", "zs7OiIqKEt0T5OfnY8eOHfjjjz9w4MABtGzZstblLV68GADw+PFjAFVDtgcPHoy4uDiV2kOeLTob\n", "kLh06RJ2796Nw4cPKw1IAKo9CX/48CE+//xzREREwNfXF0BV16MpU6bgiy++wIQJEzQyhaUmh1Jo\n", "wuPHj9GnTx+0bdsWhw8fFno+RERE4MSJE0o/o+zm7s6dOwAACwsLUXmrVq0U6ubl5aGsrEwhIPHo\n", "0SPY2toiLy+vSQMS/H5R31Cb7OxsSCQSnZ4KVVfVFpDo37+/xtvC7zv//vsvTflJCCGEkGbHwcEB\n", "ly9frvX94uJinD17Ft98802Dev2GhoYKOcCys7ORnZ0tBBByc3MRGhqKW7duITc3F23atFF4EFnd\n", "0ybXJM8enQ1IfPjhh5g/f77SG9OGOHLkCB4+fIiQkBBRed++fVFRUYHff/8d06dPf6p1PI9OnTqF\n", "5ORkLFq0SAhGAA0fLtGuXTsAwL1790TlhYWFCnXbtGmDe/fuISkpqREtbriQkBAYGxvXOR6uuLgY\n", "iYmJ8PPzUxg+ROonlUpx5swZ4XV5eTlu3bqltR4SQFX2aQpIEEIIIaS54RN4M8aUDltPSEhAaWkp\n", "AgICVF5mbQGEGzdu4I8//sDHH38sCoLk5eVRbwciopOzbOzYsQOPHj3CuHHj6qx35MgRvPjii5DJ\n", "ZOjSpQs++ugjhafZfJK6Dh06iMr515cuXWrClj8/SkpKACjm9sjKympQXg4/Pz9IJBKcPXtWVK4s\n", "etu/f38UFBQI4/t5KSkpCAsLQ0VFBYCqpD3A/4Ij165dw8WLF1VuE8/CwgKffvopjh49iqtXryqt\n", "s3HjRjx+/BgLFy5s8PJJVUAiIyMD5eXlAKqCAWVlZXB1ddV4W9q3by+0gQIShBBCCGluHBwcUFRU\n", "pPAgkBcTEwMzMzN4e3s/9bry8/PRv39/pdf0fG8HZfjkmjWpmlyTPHt0LiDx5MkTzJgxAytXrqyz\n", "nomJCSQSCbZt24YLFy5g3759iI+Ph6+vryh55N27dwFAYZwS/5p/n9StZs+HXr16wcrKCitXrhTG\n", "dx0/fhzHjh2rtZeEsnJXV1eMGTMGmzZtEk5Y2dnZ2LRpk0LdyZMno0OHDpg0aZKwzsLCQrz//vto\n", "37499PT0AFQloTQ2NhbGyM2bNw/79+9v1PecNWsWRo8ejddeew2xsbFCeXl5OTZt2oTPPvsM69ev\n", "V8gSXNd3Jv8jlUpRUVEhHLMpKSkAND/lJwC0aNECNjY2SEtLo4AEIYQQQpodfnhqbXkkYmNj4efn\n", "16DE4rUFEGQyGWJiYkQ9qVUVFRUFf39/2NnZwc7ODv7+/ion1yTPHp0bsrFo0SIEBgbWOdUiAHz8\n", "8cei11KpFJs2bYKXlxcWLFiAtWvXqrOZz4U333wTFy5cAMdx+PLLL/Hrr7/izz//BFDVe+DgwYOY\n", "Pn063Nzc8MILL+CFF15A//798ddff8HHxwe//vorVq9ejf3794PjOPznP/+Bm5sboqKiROtZs2YN\n", "zMzMEBISAhsbG7i4uODLL79ESEiIqLdFq1atEBsbi88++wzu7u6wtLSEnp4eRowYIRp2o6+vj+++\n", "+w5fffUVfvvtN9ja2mLixIlKv2NRURH8/f2RnZ0ttPHVV18VJTvdsGEDoqKisGDBAmRkZMDQ0BCl\n", "paXw9fVFXFwcOnfuLFpm3759cfPmTXAch/Hjx6Nnz574+eefn/r3aI74P2CpqalwcnJCcnIyDAwM\n", "hOETmsZP/fn48WMKSBBCCCGkWakekJDJZKL3KisrERcXhylTpjR4uVFRURg8eDBu374NAMLsHNbW\n", "1nB1dVV4AFxfbwdra2vExcUJvSioZ0TzplMBidu3b2PdunVKu9er8qTZw8MD5ubmojH/bdq0AQA8\n", "ePBAVJd/XV/UbvLkyWjdurWobMSIERgxYkS97XnW/fbbb3W+3717d5w8ebLOOqtWrcKqVavqrGNk\n", "ZITvv/9emJYVABITEwFAYc5hGxsbpb0nanr77bfx9ttv11vP2NhYpZwUoaGhCA0NrbceUNVThKiG\n", "DzykpqYiKCgIycnJcHFx0fiUn9XbwydlpYAEIYQQQpoTGxsbGBgYKO0hcfXqVRQWFiIwMLDBy60r\n", "gFBbsEIVFIjQrG3btmHbtm2iMmV5/ZqaTgUkjh07BlNTUwwYMEAoKy0tBQCsW7cOUVFR6NSpE7Zt\n", "24bs7Gyl01xKJBJUVlYKr+VyOQDg1q1bovFQt27dAoB6x0h99913CrM6kKY1Z84cDBs2DO7u7kIZ\n", "P3yjZvSWNC/GxsawtbUVkiFpa8pPnqOjo/DHVFu9NAghhBBC1EEikcDe3l5pQCI2Nhb6+vro3r17\n", "o5evLIBAvR2eHcoeuicmJgozVaqLTuWQGD9+PFJTU5GUlCT8O3ToEADgvffeQ1JSkhC1adeuHbKy\n", "skSfv3nzJu7fvy+aSuaVV16Bubk5jh49Kqp77Ngx6OnpYciQIWr+VqQ+N27cwLx584TgU0ZGBhYv\n", "XoyhQ4fSVJrPgepTf6akpGgloSWPD0IYGxs3aswjIYQQQogu42faqCk2NhY+Pj4wNTVVy3qtrKwo\n", "GEGU0qmAhDL8UA1lQzY+++wzFBcXAwDu37+P9957D61bt8bnn38u1DEzM8OiRYsQGRkpDAO4ffs2\n", "vvvuO0ydOlVpEhaiWcOHD8fdu3fh7e0NT09PBAcHY9CgQdiyZYu2m0Y0gA9IaHPKTx4fkLC3t2/Q\n", "bDGEEEIIIc8CBwcHpT0kYmJiGjVcg5CnpVNDNqorKCiAj48PysvLwXEcvvvuO0RGRuKLL77AuHHj\n", "sHXrVuzYsQNdu3YFx3G4f/8+AgICEB8fr/CEdeLEiTA2NsbYsWPBcRzKysowdepUhcSYRDsGDRqE\n", "QYMGabsZREukUinOnDmDtLQ0lJeXay0gkZubizlz5gCo6qXj7++PqKgoWFtba6U9hBBCCCFNzcHB\n", "AXFxcaKy9PR0ZGRkICAgQEutIs8znQ1IWFhYCMlPlBk+fDiGDx+u8vIiIiIQERHRFE0jhDQhqVSK\n", "jIwMXLt2DYB2pvwEqhKX8rlLSkpKcPr0aQwePFjhjzYhhBBCyLPKwcEBmZmZqKyshERS1Vmen9q+\n", "V69e2mwaeU7p/JANQkjzJpVKUVFRgRMnTsDQ0FCYkkqT8vPzhTwW1d2+fVtIwkQIIYQQ8qxzcHBA\n", "WVkZcnJyhLLY2Fh06tSJ8mcRraCABCFEq/g8LkePHoWLiwv09PS02yBCCCGEkGaKf/BTPY9ETEwM\n", "DdcgWkMBCUKIVjk5OQEALl68qLXhGlZWVkoT3Do7O1NGaEIIIYQ0G3wCb36mjYKCAly5coUCEkRr\n", "KCBBCNGqFi1awMbGBoD28kcAQFRUFPz9/WFnZwc7Ozv4+/tjz549WmsPIYQQQkhTs7CwgImJidBD\n", "4tSpUwBAM2wQraGABCFEa3Jzc+Hv74979+4BqAoK5ObmaqUt1tbWiIuLw+XLl3H58mXExcXRDBuE\n", "EEIIaVY4jhNN/RkTEwM7Ozs4OztruWXkeUUBCUKI1oSGhuL06dMoKysDANy6dQuDBw/WapusrKxo\n", "mAYhhBBCmq3qAYnY2FgEBASA4zgtt4o8ryggQUgzdfDgQcjlcnh7e8PNzQ1ffPFFo5c1depUuLm5\n", "QSKRIDo6uknaV9/MFlu3boVcLodEIsHcuXObZJ0E6Nu3L2xtbYWpvoii4cOHw8nJCRKJRBhjSwgh\n", "hDQXfECiuLgY586do+EaRKvoipSIFBUVQS6Xw87ODhKJBJ6enpgxY4ZCvX379mHAgAHw8vKCXC6H\n", "p6cnwsPDkZiYqFC3b9++wsW9m5sbRo0apYmv8lzLysrCm2++iffeew8XL17E9u3bhTGCjbFs2TJs\n", "2LABADQWQQ8LC0NSUtJTrTM1NRVz5sxBWlpaUzbtmXb8+HG899579CSkDtu3b8e8efO03QxCCCFE\n", "LfiAxLlz51BaWkoJLYlWUUCCiBgbGyMpKQkTJkwAABw+fBhff/218D5jDOPHj8fkyZPx+eef48qV\n", "K0hKSsKlS5fQr18/9O7dG6tXrxYt8/jx48LF/caNG/Hzzz83uF1jx45FRETEU3yz58vZs2dRXFyM\n", "4OBgAICvry/++OOPp1omY6wJWvY/mpjZIjU1FfPmzaOARA2MsSb/PZsb2j6EEEKaK0dHR2RlZeH4\n", "8eMwNzdHly5dtN0k8hzT13YDiG6q7WJ8wYIF2LJlCy5cuAAPDw+hXE9PDxERESgqKsIHH3yAjh07\n", "ol+/fvUuT1Ucx9ET3QYoKCgAABgZGQllBgYG2mpOraKiojB48GDcvn0bQFUwQh0zW9DNJSGEEEJI\n", "FQcHBzDGsHPnTvj7+0NPT0/bTSLPMeohQVRWUFCAxYsX46WXXhIFI6obP348zM3NnypfQW0aelMZ\n", "GxsLuVwOIyMjREREYOXKlQgICICNjQ1ef/115Ofn488//8SLL74IqVSKoKAgpKSkKCznyJEj6Nmz\n", "J9zc3ODs7IyhQ4cq5D7YvXs3XnrpJfj6+kIul6N79+7Yvn27qM7IkSOFoSvR0dEYPHgwvLy84Orq\n", "ik2bNqn0ncrKyjBv3jx07NgR7u7u6NChA6ZPn44nT54IdcLDwzF79mwAwH/+8x/I5XKsWrWq1mVe\n", "uHABYWFhkMlk8PHxgUwmw7x581BaWqq0/t27dxEeHg65XA4rKyuMHj1aCIDwvv/+e8jlcvj6+sLb\n", "2xvDhg3DyZMnRXUSEhIwZswYZGZmwsjICFKpFAsWLKhzZovLly+LflPeyJEjFfIiLFmyBG+//TaA\n", "qv1SLpdDLpfj/v37AKr2p+XLl8Pd3V3YltOmTUNRUVGt6+ep8nsDwNatW9GtWzdhO7z22mvYu3cv\n", "AMDf3x8GBgawsLCAj4+PsH+Hh4fD2toaDg4O2Lp1qyjnw8WLF/HKK6+gU6dO8PT0xKFDhxTWmZKS\n", "gjfffBNOTk6QyWSQyWT4+OOPlebrqGt5NY+f1atXIzAwENbW1pBIJHjw4IGwvqFDh8LJyQkvvPAC\n", "unXrhl27dgnLuXXrFuRyOczNzdGnTx9s374dwcHBcHR0RHBwMJKTkwEA//zzD9zd3SGRSODo6Ihx\n", "48YBqBpGJpPJYGJiAg8PD6F+dcuXL4eNjQ0kEgm6dOmC3377DQCwZ88euLu7w9jYGEOGDAEAnDhx\n", "AqGhofDx8RH+rV69ut7zy1dffQVXV1dRHpWbN29CJpMp7I/V21Xf/qXKsUIIIYQ0JQcHBwBVf3tp\n", "uAbROkaUSkhIYABYQkJCky3zzp07LCEhQem/7OxsUd27d+/WWjcjI0NU9/79++zOnTtN1k7GGJs9\n", "ezbjOI6lpaUJZTt37mQcx7EFCxbU+dng4GDGcRzLy8sTyjZv3sw4jmPR0dGNas/YsWNZREREoz4r\n", "lUqZvb0927NnD2Os6ndo1aoV6927N/v0008ZY4yVlpYyf39/FhwcLPrs7t27mZ6eHluzZg1jjLHy\n", "8nI2fPhw1r59e3bv3j2hXv/+/dmqVauE11euXGFWVlZs7969ouVFRkYyjuPY4MGD2cOHDxljjK1Y\n", "sYLp6emx5OTker/LG2+8wRwcHFhKSgpjjLGcnBzm5eXFAgMDWXl5ucJ6qv9+tVm8eDELCwtjZWVl\n", "jDHG7t27x/z9/dmUKVNE9f7++2/GcRzz9vYW2pqens6cnJxYSEiIUO+XX35hNjY27O7du4wxxkpK\n", "StjQoUPZ2LFjhTrnzp1jxsbG7PPPPxfKVq9ezfT19dnBgwdF6+U4js2dO1dUJpVKFfaHOXPmMIlE\n", "Iio7ceJErfvd5MmTmampKTt37hxjrGpbenh4sP/85z91bK0qqvzeMTExzMjISNhWFRUVbMqUKaJ9\n", "bMCAAczZ2Vlh+X5+fqJzz5w5cxjHcWzChAnC7zxlyhTWsmVLVlhYKNRLTU1lVlZWbOzYsayiokJo\n", "m4WFBfvuu++EevzxXX15U6dOVVgeY1Xbul27dsIxUFhYyCwtLdn9+/eF9Y0aNUpY3759+5i+vj5b\n", "t26daDnBwcHMxsaGLVmyhDFWtV/4+fmx3r17C3VKSkqYpaUlGz16tOizhYWFrH379qy0tFRhW/EO\n", "HDjAOI5j+/btE5VHRkayd955R3g9YcIE9sknnwiv//33X+bq6sq+//570ef4c1b1Y6i2/UnZ/qjK\n", "/qXKsUIIIYQ0pZycHNa9e3cGgAFgnp6eLCcnR9vNIjpKHffENVFAohbq2PizZ88WDv6a/5YuXSqq\n", "u379+lrr1rxRPHLkCJs9e3aTtZNva82L8W+++YZxHMfWr19f52eHDx/OOI5j58+fF8qeNiAxZsyY\n", "Rl+kOzk5MZlMJip79dVXmUQiEQUVvv32WyaRSIQb88rKSubk5MS8vLxEn83IyGAcx7H58+cLZSkp\n", "KcINGW/YsGEKN7f8dti9e7dQlpOTwziOYxs2bKjze/ABgRUrVojKd+/ezTiOY1u2bFFYjyoBiezs\n", "bIWb0LVr1zJTU1Ol61+4cKGofMWKFYzjOHb8+HHGGGPvv/8+69ixI6usrBTqXL16lW3btk14HRQU\n", "xGxsbERBFMYY69KlC+vQoYOoTNWABL/PKmtzzf0uJSWFSSQSNmnSJFH5zz//zDiOYzExMawuqvze\n", "3377LWvVqhUrKioSyrKystjq1auF17t27WIcx7G//vpLKLt27Rrz9vZW+t0SExOFsvj4eMZxHDt6\n", "9KhQNmbMGNaiRQuWn58v+vwnn3zC1q5dW+fyzp49q7A8xqqOH3d3d1FZWloaq6ysZGPGjGFGRkai\n", "4CNjjA0cOJC1atWKPXr0SCgLCgpiVlZWot/866+/Fh1zjDE2adIkZmJiwh48eCCUrV27ln300Ues\n", "LhUVFcze3p4NHDhQVB4QEMDi4+OF1+np6ezJkyeiOjNmzGAeHh6iMmXHUG37U839UdX9S5VjhRBC\n", "CGlKfn5+CvcW/v7+2m4W0VGaCEhQDgkNevfddzFw4ECl79nb24te812KlanZpd3Pz69ZJaM5f/68\n", "0NWex0+9J5fLReWHDx+Gra1tvct84YUXRK8tLS3Rpk0bWFhYCGVWVlZgjCEnJwf29vb473//i/T0\n", "dLz77ruiz7Zv3x4tW7bE8ePHhaEpxsbG+Oijj3D69GmUlZUJ0wXWNvygU6dOwv/btGkDAMjOzq7z\n", "O/BJKXv06CEq79mzp/B+Y2YwadWqFVasWIG9e/fi4cOH0NPTw71791BUVIScnBzY2NiI6tfc17p1\n", "6wYAOH36NPr06YN+/fphzZo18Pf3x7vvvotXX30VHh4ewjCfJ0+eICYmBi+//LLCmMWePXti/fr1\n", "SE5OhpubW4O/i6qOHj0Kxhh69eolKvfy8gJQlYi1ri6MqvzewcHB+Pzzz+Hr64uJEydi0KBBaN++\n", "PSZOnCjUGThwIKysrLBp0yYh58rmzZvx1ltvKV1vffvNH3/8AWdnZ1haWoo+Vz0xbW3L4xOJKtsP\n", "PT09Ra8dHR2F9bm4uCgkIe3Zsyf279+PU6dO4cUXXxTKO3ToIPrN27RpIzrmAAjDQ7Zt24Z33nkH\n", "ABAZGYkff/xR6XfgSSQSjBkzBt988w2ys7Nha2uLGzduoLCwEN27dxfqmZubY8GCBTh27BiePHkC\n", "PT09ZGdno7CwsM7lN0R9+9fff/+NgICAeo8VQgghpCnVN+V6UyUVJ6QhKCChQXZ2drCzs1Opbps2\n", "bYQbjvq0bNkSLVu2fJqmqcTZ2RlA/TfO2dnZkEgkQv2G6tq1qzDdIy8iIgIcx6mca6E6juNgamqq\n", "UhkAVFRUAADy8vIAVCVePHPmjKiuubk5ysvLAQCPHz9Gnz590LZtWxw+fBht27YV2nzixAmlbaq+\n", "bj7vAb/e2vDtqXmzyf/xuHv3bp2fr8348eNx5MgRHDt2DN7e3gCAn376CRERESgpKVGoX3Nf49uT\n", "mZkJoCqY9tdff2HZsmV45513wBhD//79sWzZMri5uaGgoACMMYXvUf275OXlqTUgwW/LWbNmiW7W\n", "KyoqYGtrK8rJUZOqv3fXrl1x6tQpLFmyBB9//DE++OADBAYGYsmSJUIQx8DAACNGjMCGDRvw4MED\n", "mJqaYseOHUhISFC6bmNjY+H/yvabvLw8dOjQQeXtUN/ygKrjwtzcXOnna1tf9d+xuprHnLJ1+vj4\n", "oHPnzti8eTPeeecdXL16FWVlZSoFXceNG4fFixfjp59+wowZM7Bp0yaMHz9eeJ8xhoEDByInJwdH\n", "jhwRzlFz587F3Llz612+qurbvx4/fgyg/mOFEEIIIaS5o4AEUVlISAiMjY1x6tSpWusUFxcjMTER\n", "fn5+Sm84G4upYZaE+pbJB4TCwsKwdOnSWuudOnUKycnJWLRokXBzqsryG4pvz71790Tl+fn5ACBa\n", "t6qKioqwfft2TJw4UQhGAHW3nU8KWXP91Xv5hISEICQkBPn5+fj5558xf/58vPTSS7h9+zYsLCwg\n", "kUgUvkdDvouenp5CGx8+fFjnZ6rjt+WyZcvw2muvqfw5oGG/d9euXbF9+3Y8evQIO3fuxJw5c/Di\n", "iy8iNTUVrVu3BlAVyFi1ahV+/fVXODg4oFu3bo1+QtGmTRul21Vdalvf0+yTQNU0v9OmTcO1a9fq\n", "7DFSk4uLC4KCgrBp0yZMmzYNO3bsQGJiovB+SkoKYmNjsWTJElHAVNVjle/dUbM+n+CT15D9q7Zj\n", "5datWzSzECGEkCbFT7melZUlKm/KKdcJaSiaZYOozMLCAp9++imOHj2Kq1evKq2zceNGPH78GAsX\n", "LmzSdavjwry+ZXbs2BFSqVR0Q8P78ccfsXbtWgAQehHUXF5WVlaTtrt///4AoNBbg3/Nv98Q5eXl\n", "qKysVNr22ly6dEn0+uzZswCqZo0AgO+++04os7KywuTJkzFz5kykpaWhsLAQJiYmCAwMRGJiotDL\n", "pPp36dChA1xdXetst42NjXDTy7t+/brC9+CnOuVvIBMSEpCcnIyXXnoJEolE6W/74YcfIiYmptZ1\n", "q/p7b926Ffv37wcAmJmZ4a233sJ3332HBw8eiLpLyuVydOnSBZs2bUJkZKTKN9/K9O/fH7du3VLY\n", "NvPmzcOyZcsavdy61nfz5k2F9Z05cwatWrUS9omGGjlyJPT19fHjjz9i165dCA8PV/mz48aNQ3Jy\n", "MmbMmIEePXqIAqNPe6zyw5eqB2Fyc3MVZplRdf+q61ipGfgjhBBCmkJUVBT8/f2Fntv+/v5qmXKd\n", "EFVRQILUqeaTwFmzZmH06NF47bXXEBsbK5SXl5dj06ZN+Oyzz7B+/Xr07t1bpeU1th0N/ayyz9e2\n", "zOrl33//PWJiYhAZGSmUnTlzBrNnzxZyOfTq1QtWVlZYuXKl0BX7+PHjOHbsmErrqK89vKCgILzx\n", "xhtYunQpbt26BaDqZmj27NkIDAxEWFhYg5dpbm6O4OBg7NixA7dv3wYAZGRkYN26dbV+/qeffhKm\n", "XkxPT8eyZcsQEhKC4OBgAFVTSS5evFiY3rC0tBRxcXHw8fERegV8++23ePDggaib/Lp16/DPP/9g\n", "xYoV9X6Pvn37Ii4uTgicnDx5EpcvX1aoJ5VKwXEcMjIyAAAffPAB4uPj4ezsjClTpmDlypXCTSNj\n", "DOvWrcPBgwfh6+tb6zZT9ffme1HwuQkqKytx8uRJ2NvbK+QIiIiIQEJCAs6fP9/gwFL1dc6ZMwfm\n", "5uaYNm2aMAzi/PnzWLNmjcrLrbkNazt++PW1bNlStL4DBw7g0KFD+Prrr2FiYlLnsmsrb9u2LQYM\n", "GIBVq1bBz89P2G9UMWTIELRs2RLLly8Xpg7lubu7w83NDRs2bBCGOF25ckXplK3K2ubq6gonJydh\n", "WlHGGBYvXoyWLVuK6qm6f6lyrBBCCCFNydraGnFxcbh8+TIuX76MuLi4OqdcJ0Tt1JQs85mniYyi\n", "uujJkydMJpMxW1tbJpFImIeHh2iKPN6ePXvYyy+/zDw8PJhMJmMeHh5s1KhR7NKlSwp1+/Tpwxwd\n", "HZlEImGurq5s5MiRDW5XY6b9vHz5MpPJZMzIyIhZWloK0wsGBAQwS0tLZmRkxORyObtx4wabMmWK\n", "0EYPDw8WGRkpLOevv/5iAQEBzMnJifn6+rJ+/fqx2NhY0bri4+NZYGAgs7OzY0FBQeztt99mAwYM\n", "YIaGhkwul7N//vmHvf/++6J17Nixg506dYrJZDImkUiYra0te/PNN+v8TmVlZWzu3LnMzc2NderU\n", "iTk7O7Np06aJZg0ICwsTrUcul4tmeqgpKyuLDRs2jNnZ2bGePXuyQYMGsSlTpjCO45inpyfbsmUL\n", "mzJlCnN1dWUSiYRt2bKFDRo0iHXp0kWYorGgoEBY3smTJ9nQoUOZp6cnk8vlzNPTk40dO1ZhatqE\n", "hATWv39/5uTkxJydnVnv3r2FmToYY5IfTD8AACAASURBVOzXX38VbZsXX3xReO/BgwcsPDyc2dvb\n", "sx49erAvvviCffnll4zjOCaTydiuXbuEunPmzGFOTk6sc+fObOjQoaKpI1euXMk8PDxYx44dmVwu\n", "Z6NGjWLp6el1/gaMqfZ7X7x4kY0dO1Y4Rry8vNiQIUPY9evXFZZ39+5dZmhoKJoGlRcaGiocj3K5\n", "nMXExLBdu3YxDw8PJpFImKOjo2gGipSUFPbmm28yBwcHJpPJWFBQkGh/VXV5ly9fZt7e3sLxI5PJ\n", "2KFDhxTax6/P0dGRubq6sq5du7LffvtNeD8/P595e3szMzMzZmZmJuyPM2bMEO2nP//8s2i5e/fu\n", "ZRzHsT///LPe36OmiRMnMicnJ6Xv3bhxg73yyivM1taWBQQEsBEjRrAxY8YwjuOYXC5nR48eZcOG\n", "DRO1beXKlcLnT58+zXx8fJiLiwsLCQlhx44dY1KplFlaWjK5XN6g/UvVY4UQQgghRBs0cU/MMaaG\n", "wfnNQGJiInx9fZGQkFDrbBeEENJUOnbsiIMHD9Y7XOV5kZmZCT8/P2GGHUIIIYQQolmauCemIRuE\n", "EKJlSUlJsLa2pmBENTt37sTYsWO13QxCCCGEEKJGFJAghBAt2L59OxYvXgwAWLJkCSZNmqTlFmnf\n", "Bx98gJiYGBQXF2P9+vV45513tN0kQgghhBCiRhSQIIQQLTAzM8Py5cvRpUsXmJqaYtiwYdpukta1\n", "atUKQ4cORbdu3TB58mS0b99e200ihBBCCCFqpK/tBhBCyPPo1VdfRU5OjraboVMWLFiABQsWaLsZ\n", "hBBCCCFEQ6iHBCGEEEIIIYQQQjSOAhKEEEIIIYQQQgjROApIEEIIIYQQQgghROMoIEEIIYQQQggh\n", "hBCNo4AEIYQQQgghhBBCNI4CEoQQQgghhBBCCNE4CkgQQgghhBBCCCFE4yggQQghOmrq1Klwc3OD\n", "RCJBdHR0gz8/fPhwODk5QSKRID09XQ0tJM+zTz755Kn2z2dBRUUFFi1ahOzsbG03Ra02btyIli1b\n", "Yu7cudpuisjs2bNx7949bTeDEEKIGlFAgogUFRVBLpfDzs4OEokEnp6ekMvl6NSpE9q1a4devXph\n", "3759jVr2/fv3MWfOHFy8eLGJW/18i4yMxE8//aRQnpGRAWtra6xevbrBy1y1ahVsbGyQmZnZFE18\n", "as/6vtPY7bls2TJs2LABAMBxXL31hw0bhh49egivt2/fjnnz5inUO3/+PCwsLBSO5Tlz5jT5jWXN\n", "NpHm45tvvmnQ/vmsKSsrw6uvvoo7d+7A1tYWADBy5EghCOPk5ISQkBCFz126dAljxoyBl5cX5HI5\n", "vLy80L9/f/z+++8KdT/55BN4enpCIpHAzs4OPj4+KC4uVvt34+Xk5GDgwIH44Ycf8OjRowb/jjk5\n", "OZg+fTq6dOkCuVwOuVwOmUyGt956C1FRUUK9nTt3Qi6Xw9DQEObm5pDL5fD29sYLL7yAPn36YNmy\n", "ZXj48KHC8l944QX07NlTZ/4WEUIIaXoUkCAixsbGSEpKwoQJEwAAhw8fRlJSEq5fv46rV6/C0NAQ\n", "r7/+Ok6dOtXgZRcUFGDevHnP7E2lroqMjERkZKRCeYsWLeDs7AwrK6sGL9PKygpSqRRGRkZN0MKn\n", "96zvO0+zPRljKte1t7eHVCqt9/OmpqZwdnZG69atReXz5s1r8oCEsjaR5qMh++ez5vPPP0dBQQFW\n", "rlwplP3yyy9CEGb+/Pk4duyY6DMbN25EYGAgQkJCcOnSJSQlJeHKlSuYOXMmpk2bhpEjR6KyslKo\n", "/8033+DQoUMAgPfeew+JiYlo0aJFg9oZGRkJZ2fnRn3HVatWYcCAAfjtt98a/NmioiIEBATgwoUL\n", "OHHiBJKSkpCUlITdu3cjPj4eS5cuFeoOHToUSUlJsLe3R7du3ZCUlISLFy/iv//9LxYsWIBt27ah\n", "c+fOSEpKEq0jPDwcAwcOxLBhwxr1/QghhOg+fW034HmRn58PAI26OdTGspVdZFpYWOCDDz5AdHQ0\n", "9u3bB39//yZbNml6bdu2RXx8fKM+O2LECIwYMaKJW/T0ntV9R1Pbc9myZSrVc3d3R2JiotL3mnob\n", "q9omQnRJYWEhVq5ciV27dim8V9sxcuLECUyYMAFr1qzB6NGjRe8FBgZi//798PHxgYuLi6jnkjbP\n", "a3PnzoVEIkFqamqDP3vs2DHcvHkTy5Ytg6WlpVDu4uKCBQsWYPny5QqfUfZde/XqhZMnT6JHjx54\n", "5ZVXcPnyZbRt21Z4f8aMGWjXrh327duHgQMHNridhBBCdBv1kFCz3Nxc+Pv7o3PnzujcuTP8/f2R\n", "m5ur88uuTVlZGQBAIhHvOnfu3MHo0aMhlUrRsWNH+Pr6irqnbt26FQMGDAAAfPnll5DL5fDx8cG1\n", "a9fQtWtXSCQS2NjYiLq/Llq0CI6OjsLrw4cPw8PDA+bm5hg3bpxQHh8fj379+sHFxQUuLi545ZVX\n", "lD5JP3LkCHr27Ak3Nzc4Oztj6NChoouw6uOhd+/ejVGjRsHb2xvOzs5YuHBhvdtmyZIlQtfb5cuX\n", "Y8yYMfD19YWlpSUGDRqEjIwMUf3169ejd+/e6NatG2QyGQIDA/HXX3+J6vTt2xe2traQSCS4fPky\n", "XnnlFXh5eUEikWDBggWQy+VISEjA+fPnhe6yX3/9Nc6ePQuZTAZDQ0NERESIlvno0SNMmTIFLi4u\n", "6NKlCzp37ozRo0cLvV5mzpwJV1dXSCQSnDx5UiPf7eLFi3jllVfQqVMneHp6Ck8MAeX7jlwux/Xr\n", "1wEAf/zxBwICAuDr6wuZTIZ+/fph8+bNtf5Oy5cvh42NDSQSCbp06SI8GdyzZw/c3d1hbGyMIUOG\n", "AKi6wQgNDYWPj4/wb/Xq1aKL6ur7zZ49ezB27Fh069YNhoaGGDx4ML744gthe1bvfXDhwgWEhYVB\n", "JpPBx8cHMpkM8+bNQ2lpqdJ23717F+Hh4ZDL5bCyssLo0aNRUFAgvN+/f39he9YlKioKcrkcEolE\n", "GC/+999/Qy6XAwDWrVsnbOOVK1fC3d0dEokEjo6OwnFXVFQEmUwGExMTeHh4IDk5Wem6lLXpaY+z\n", "kSNHCnkxTp48iddffx3u7u5wdXXFL7/8gidPnmDixInw9fWFVCrFV199pbCMBw8eYNKkSXB2doa7\n", "uzu8vLywdu1aUZ38/Hx89NFHkMvl8PX1hbe3N8aOHSvKJRAbGwu5XA4jIyNERERgxYoVCAwMRPv2\n", "7TFw4EDk5OTU+31U3Q/OnTuHfv36CfthQEAAvv32WwDAhx9+iNatW8PAwAByuRznzp0DULWvu7i4\n", "wMLCAlOnTsUnn3wi7IuqbPv6zhXV5eXl1bq84uJiyGQyWFlZwdnZGSdOnEBISIiwH+zdu1dY39Sp\n", "U9GhQwe4u7ujY8eOWLBgASoqKoRlqXre8Pf3h4GBASwsLODj4yMcs+Hh4bC2toaDgwO2bdtW6++y\n", "Z88elJeXo1+/fvX+hrzPPvsM5ubmCudcXufOnRESEoKlS5eKjl1tqu98UZfy8nIAwO3btxXee+21\n", "1xrU68LY2BgLFixAbm6uqGcFUBVcl8vl+OWXXxrdVkIIITqMEaUSEhIYAJaQkPBUy/Hz82MARP/8\n", "/f2bpI3qXPbs2bMZx3EsNTVVKLt58yaTy+WsXbt2LC0tTSgvKChgzs7OrE+fPuzJkyeMMcb27dvH\n", "JBIJ2759u1AvNTWVcRzHfvrpJ4X1+fr6spCQEFFZ165dGcdx7Pz580LZrl272AcffCC8jo+PZ0ZG\n", "RuyTTz4RyqZPn85atmzJUlJShLLdu3czPT09tmbNGsYYY+Xl5Wz48OGsffv27N69e0K9EydOMI7j\n", "WGBgIMvOzha+C8dx7Pjx4/VuN/47Wltbs/j4eGH7+Pj4sE6dOrHy8nKhrru7Oztw4IBo3aampiwx\n", "MVG0zDlz5jCO41h4eDh7/PgxY4yxsWPHsu+//54xxlhwcDDr06eP0vZIpVIWEREhvC4tLWV+fn5M\n", "LpezvLw8xhhj9+7dYz169GChoaEK2yE6Oloj323ChAnC56dMmcJatmzJCgsLFdZdc9+5efMmMzIy\n", "ErVz+fLlTCqVKt0evAMHDjCO49i+fftE5ZGRkeydd94RXk+YMEG0b/3777/M1dVV2PY1t1fXrl2F\n", "/S4yMpINHjxY9H71di5evJiFhYWxsrIyxljV7+Dv78+mTJkiWvbff//NOI5j3t7eLDk5mTHGWHp6\n", "OnNyclI4ZubMmcMkEomobPPmzYzjONExyxhjHMexuXPn1ltWUlLCLC0t2ejRo0XlhYWFrH379qy0\n", "tJTVRVmbnvY4i4yMZBzHsTfeeEM453z88cdMT0+PDR8+XPgN+N/5xIkTwmdLS0tZ9+7dmZeXF7t7\n", "9y5jrOo8YmJiwr7++muh3unTp5m7u7twnJSVlbFJkyaxrl27soqKClF7pFIpa9euHdu5cydjrOq4\n", "6NChg8I2U0aV/eDBgwfMwsJCtP/v3r2bcRwnvP7222+ZRCJht27dEi3/s88+Y0uXLhVeq7rtVT1X\n", "8PunKr/l2LFjWcuWLdk777wjbMO+ffuyvXv3CuuTyWTC7/Lf//6X2dvbs+HDh4uWo+p5Y8CAAczZ\n", "2Vlhm/v5+dX7tz0sLEzpZ6t/5+q/R05ODuM4jvXr16/O5fJt37Vrl1B2+/ZtpceeqjZv3lzvOa8+\n", "jWlDdnY2MzMzY6ampmz+/PksMzOz3s84OTnV+vfq8ePHTE9Pj3l5eSm8N2rUKGZra6ty2wghhDSN\n", "pronrgsFJGrRFBs/Ly+P2dnZKQQN2rRpw44dO8YSEhIa/e/YsWOsTZs2Csu2s7MTLh6fBh+Q8PDw\n", "YDKZjLm6ujKJRMJ69OjBzp07J6r75ZdfKgQOGGMsJCSEdejQQXjNX/AoC0jMnz+fGRgYsIKCAsZY\n", "1Q2XTCZjRkZGbObMmUK98PBwduzYMeF17969WZs2bVhJSYlQ9uTJE2Zubs7GjRvHGGOssrKSOTk5\n", "KVzkZGRkMI7j2Pz584Uy/kJz2bJlQlllZSUzMzNjX3zxRb3bjf+Ob7/9tqicv0DftGmTUHbjxg2F\n", "z/fs2ZNNnDhRVMb/FmfOnBHKCgoKhG0VFBSkckCCvzndv3+/qN7+/ftZWFiY8JrfDtVvoNX53aoH\n", "KuLj4xnHcezo0aMK66657/z222+M4zjRhXBJSYnoN1WmoqKC2dvbs4EDB4rKAwIChGALY1X7IX/D\n", "y5sxYwbz8PAQlfHba/HixaJ28O1Stj2zs7NFN0+MMbZ27VpmamqqdNkLFy4Ula9YsULhpo/fntU9\n", "bUCCMcYmTZrETExM2IMHD0Rt/eijjxTq1qSsTU97nPHfKSoqSihLSEhgHMexyZMni+qam5uzWbNm\n", "Ca83bdqkcEPIGGPjxo1jLVu2FH7vx48fs4yMDFGda9euMY7jFM6BTk5OrEuXLqKyiRMnMnt7+3q/\n", "iyr7wblz5xjHcSwuLk5Ur/q2ys7OZvr6+qLzZXl5OZNKpSw3N1coU3XbN/RcocpvOWbMGMZxnBC4\n", "YIyx3Nxc9ujRI2F9NYOEy5YtYxzHsZMnTwplqp43du3axTiOY3/99ZdQdu3aNebt7c3qExwczHr0\n", "6KH0PWUBibNnzwqB47qsW7eOcRzHlixZIpQ1NBggk8lE/xwdHZmhoaFCec3fri6NDYocPnyYtWvX\n", "jnEcxyQSCfP19WVz584VPcyorq6ABGOM2djYMDMzM4XyadOmMY7jFM7HhBBC1EsTAQkasqEFeXl5\n", "CAkJga+vb6P/hYSEIC8vT+1t5ZNaJicn48mTJxg4cCD8/f2xbt3/tXfncVGV+x/AP+ewhSAogjKK\n", "LIKoIAwDgppyBb1uuJFlZlpCpaWZuW+4Ye5p1r3uGu639KdFimWk5lUrM/clFZXFpSnFDVAElO/v\n", "D5tzOZwBB4OBON/36+Xr5TznmXOe85kzw5lnznme5VKd5ORk1KhRA8HBwbLnNm/eHKmpqYrL+Y2J\n", "jo7Go0ePkJSUBODJ5bKvvvoqIiMjpZG6CwoK8OOPPyIiIgIA8ODBAxw8eBAtWrSAtbW1tC5bW1s0\n", "atQIe/fuBQCkpKTgypUraNu2rWybbm5ucHBwkOoV1bRpU+n/giDAycmpTNO+BQYGyh6HhoYCAH76\n", "6SdZeWxsrHSZtk6nw5kzZ5Cammp0nc2bN5f+X6tWLcWAhKb49ttvAQBhYWGy8u7du2PTpk0mraMi\n", "9q1o3s7OzgBgUt6tWrWCvb09Wrdujfnz5+PixYuwtrbG5MmTS32eKIoYOHAgvv76a2k7Fy5cwN27\n", "d2XZ1KxZEzNnzkSrVq2kUeTXrVtn0mtkbW2N+vXrl9gGR0dHrFixAm3atJHWPWfOHOTm5hq91N/U\n", "3CtCbGwscnNzZZe4r127Fm+88cZfWu9ffZ/5+vpK/69du7aiDACcnJyg1+ulx8nJyQCe3LdeVPPm\n", "zZGdnS3d7lCjRg389NNP6NixIwICAqDT6aRbeS5fvlzqvgBPxvQxZV9MOQ6aNWuGBg0aoFevXpg6\n", "dSpOnz4N4Mmgigb16tVD165dsX79eun2hOTkZOh0Otn9+Mbaayz7sn5WmPpa1qlTB/Xq1ZMeu7i4\n", "wM7OTtpe8RlZWrVqJWtPSds09rnRs2dP1KlTBwkJCVLZmjVrTDpu//jjjzIPLmkuhsEjDf9mzJiB\n", "+vXrK8q7d+9e4W3p0qULMjIy8MUXX2DAgAG4du0apk+fjsaNG+Pjjz8u8/qIyOhMH7a2tgCezLjE\n", "GGOseuFBLSuQYWT9oifDwJMvFqXd426q2NhYnDp1Slb2rLMqmMLGxgaTJk3CF198gREjRqBfv35w\n", "dHREZmYmCgoKFB0SOTk5cHV1RWZmJho2bFjqups3bw5vb2989dVXGDBgABITE7Fq1So4ODhgyJAh\n", "uHTpElJTU9G2bVvpntc7d+6AiHD48GHp/neDO3fuSPUMHTeJiYk4dOiQrF7NmjWl+2CLsrOzkz0W\n", "RVF2H3O3bt3w22+/SY8//fRT2f47ODjInm8Y8MswdZler0fbtm0RHh6O/fv3w97eHgAQGRmJvLw8\n", "oxkVb9OzyMzMlL4sPKuK2DfDySbwv3uai+ZdEjc3Nxw5cgTz58/H7NmzMWHCBOh0OsyaNQtdunQp\n", "9blvvvkm5s6di3Xr1mH8+PFISEjAW2+9JS0nImkcgF27dkmj2MfHx0tjLxRXs2bNp7bZ4K233sKu\n", "XbuwZ88eaLVaAMC6desQGxtrNKen5V6RgoODERAQgDVr1mDw4ME4e/YsCgoKFJ0kZfW091lZnm/4\n", "ElN8nYIgyNZp+Dzo2rWrrF5ubi5cXV1x9+5dAMDq1asxePBgbNiwAf379wcAZGRkwMvLS/H6CIJg\n", "dF+KzqZQElOOAzs7Oxw+fBjz58/HihUrMHPmTDRu3BhTpkzBgAEDpHXFxMTgpZdeQnJyMjp37oyE\n", "hIQSxzN4WvZl/aww9bUs6T1S0vYMf89u3rypeM7TPjesrKzQr18/rF69GllZWbCzs8PmzZtx9OjR\n", "p+6PpaVlmQab9PDwAPD0jlTD8kaNGpm87qcpSzsrgqWlJaKjoxEdHY3CwkLs2rULQ4cOxZgxY9Ct\n", "Wzc0btzYpPXcv38ft27dgp+fn2KZYR//ypgXjDHGqibukKhgiYmJeOGFF6RBn7y8vPDll1+ibt26\n", "f3nd3333ndF1VzRvb28cO3YMKSkpCA0NhbOzM27fvq2YrqusevXqhZUrV+LatWu4ffs2vL29UaNG\n", "DQwdOhRffvkl0tLSEB0dLdWvXbs2RFFERESE0fndDQy/nL366quKwbKe1c6dO0tdXvxXHMNMKA0a\n", "NAAAJCUlITMzE3FxcdIXdqDkX4fKi7OzM4gIt2/ffuZjsKrtm6+vL1avXo0lS5Zg+/btmD59Onr2\n", "7IkzZ84ofi0vqlGjRmjXrh0SEhIwevRobN68WTbzxKVLl3Dw4EEsWLBANqVeeZz85+bm4vPPP8fQ\n", "oUOlL6FPW/fTcq9oMTExGD16NM6dO2fyr8xVkeHzYP/+/aV2IK1ZswbNmzeXOiOA8v/iV5bjQKPR\n", "YNGiRViwYAGSk5Mxc+ZMvP7666hfvz7at28P4MlAgoYrAlq0aIFffvkFmzdvfqa2lcdnhTElZVjS\n", "9gzHubGrPEwRGxuLxYsXY9OmTWjYsCFCQ0NN6rR3dXXF7du3Td5O3bp1ERYWhqNHj6KgoABWVlZG\n", "6/3444+ws7OTDeD8VwmCUKF/N0qi1+vx888/y/4ui6KIqKgozJ49GwMGDMDJkydN7pDYtWsXCgsL\n", "0aNHD8Wy+/fvQxCEZ7oykDHGWNXGXc0VrG7duvjhhx9w+vRpnD59Gj/88EO5ndxV5LpLc/XqVQiC\n", "AI1GA+DJJZt37txBRkaGrN6lS5fw6quvSr9YGU7QDCek586dk82GER0djZycHAwfPlya2kuj0SAs\n", "LAzbtm3Dt99+K/vVu0aNGggPD8eJEycUJ7mJiYnSr9i+vr7w9PQ0Os3hypUrFaPrl4fiV64cPnwY\n", "AKSpUg2/fBY/iSx+NY0prKyspP1/8OABtm/fXmJdQ37FpwPduXOn7ItXacy5bwYlHTt79+7Fp59+\n", "CuDJFTx9+vTBxo0b8ejRI/z6669PXe+bb76JixcvYvz48WjZsqXs19nS9uOvnvw/evQIhYWFZcro\n", "abmXh6K/CmdkZMhuBxkwYAAsLS2xcuVKbN261eTjpaoxvAeKfx7cu3cPvXv3lq6QyMvLK9dj2BhT\n", "j4PTp09Ls4VYWFiga9eu0u1tRY8LKysr9O/fH9u3b8fixYvRt2/fZ/5FuTw+K4wp6b1j2F7xq9gM\n", "j592xVNJdDodAgMDkZCQUKbbjNzd3cv8es+dOxfZ2dmyW0SKOnXqFPbu3YsJEyYornj6KwYOHFji\n", "bWQV6cKFCxg6dKjRTibDcWdqR1JOTg4mT56MevXqYdSoUYrler0enp6estszGWOMVQ/cIWEmderU\n", "qbBbKSpy3cVPNNauXYtDhw4hOjoabm5uAIARI0bA29sbw4YNw/379wE8mcP93XffhZubGywsLAA8\n", "ucfZ1tZWGlNixowZ2LFjh7TuNm3awNnZGYmJibJfXKKjo3H48GH4+/ujRo0asvZ8+OGH0Ov1sjnd\n", "L1y4gJEjRyIkJATAkxPgTz75BAcOHMDatWuleocOHcK0adMU9ywb2296MgCsaaEB2Lt3r3Qif+fO\n", "HcTHx6Np06bS3PSdO3eGjY0NFixYIN0ysn79ely8eLHMv8I2atQI165dAwAcOHAAI0eOLLHd/fv3\n", "R+vWrTF16lTp0vUbN25g0qRJ6Nixo2Ldxtpirn0rWtfYsbN9+3ZcvXoVc+bMkd0+s3fvXjg4OBh9\n", "XYt78cUX4eDggEWLFsmmkgWe3LffuHFjrF69Wrpc/MyZM/j8889NanNpy2vWrImIiAhs3rxZusLp\n", "6tWr0tgsxtazbt06aXrNK1eu4KOPPkKHDh2kMVWextg6i5d5eXlJGS9fvhyrV6+Wlrm4uKBbt25Y\n", "vHgxWrduXS6/VP7V95kp+1TSe2DcuHHS65qbm4v3338flpaW0n4ZrrIxfPHPzc3FzJkzy6XdBqYe\n", "B7du3cLChQtx7tw56bl79+6FlZWV4vU33Ooxc+bMUr98m5rTs35WlJRJSTkZtjdt2jRpe5cuXcJH\n", "H32EV155RTEGkKn7BTzJxDA9sqkdGz169IBer5c6qEzZVkREBFauXImxY8di3bp1stsBDxw4gJ49\n", "eyI2NhZxcXEmt93cytqG33//HePGjcPDhw+lspSUFMyYMQPBwcEIDw8vdRtEhP379yM8PBy5ubn4\n", "5ptvjJ7PnDlzplyvKmGMMVaFlMfImNWROUYUrYoePHhAQUFB5OrqSqIoSrNsaLVa8vDwoODgYJoz\n", "Z45sVguiJyO8x8bGUsOGDUmr1VJwcDB9+OGHivWvXLmSPD09KTAwkDp16kS3bt2SLX/rrbfI3d1d\n", "Vnb+/HkSBIE+/fRTo20+cuQIde7cmdzc3CgkJITCw8MVI7UTEX333XfUtm1b8vDwoJCQEPrnP/9J\n", "Bw8elJbPmjVLmk3Ex8eHPv74Y0pPTyetVks2Njbk5OREbdq0KTU/w0jly5Yto3feeYdCQkLIycmJ\n", "evXqpRix/5tvvqHg4GByc3OjiIgIGjNmDIWGhpK9vT3pdDq6e/cuRUdHS69FUFAQDRkyRLHNlJQU\n", "CgsLo2bNmlFgYCB9/fXX9PPPP0uzlDg5OZFOp5OmZ8zOzqaRI0eSp6cnBQQEUHBwsCzbuLg4WQ4T\n", "J06s8H3T6XR04MAB2rp1K/n5+ZEoiuTu7i6bxcHYsZOWlkbvvvsuNW/enIKCgiggIIA6d+4sm5Hk\n", "aYYOHUoeHh5Gl124cIG6du1Krq6u1LZtW+rXr580U4BOp6Pdu3crjpvQ0FDZOkrKU6/XU9++fUmj\n", "0VCrVq2oV69eNHLkSBIEgfz9/Wn9+vU0cuRI6bnr16+nXr16UWBgoDQNp2GmFSKiTp06yfLcunUr\n", "9e3bl9zd3aX38r/+9S/68ssvKSgoiERRJFdXV+rYsaO0ju3bt5O3tzdptVpq06YNXb58WbYvX331\n", "FQmCQMnJySZlW7RNQUFBtHXr1r/8Phs6dKi0T/7+/rRp0ybatGmT7LgZNWoUXbhwQbbOVq1aSevI\n", "zs6mESNGSO+BoKAgmjRpkuxzLT8/nyZMmEDu7u4UGBhIHTp0kGZ88PDwoPfff59Onz4t20b79u2J\n", "6H9TFBr2u+jMD8WVdhz4+fnRhg0bKDMzk8aNG0darZZ0Oh1ptVpq27YtffPNN0bXqdPpjE4BXdbs\n", "n/ZZUZb1hYWFkZOTE9nY2FBQUJDRmXAM2/Py8qKmTZtS48aNaebMmbJpVsv6uUFEdPPmTbK2tqZJ\n", "kyaV+DoU9/DhQ6pduzatWbNGVt6/f39pn93d3aXXvKgTJ05Q//79pb+ffn5+1KVLF6N/l8aOHSu1\n", "3dXVlXQ6HeXm5pbatuKzaZT0HRbXvQAAIABJREFUz5RZNn755Rfy9PQkNzc3EkWRatWqRZ6entLn\n", "VGnu3LlDixYtoqioKGlfGzduTM2aNaOxY8fKZo/ZvHmz9DepZs2aFBQURIGBgeTj40Pt2rWjjz76\n", "iLKzs41uJyUlhURRLNPnOmOMsfJhju/EAlEV6JKvgo4dO4aQkBAcPXpUMVgjYyVJT09Ho0aNsHbt\n", "WumKgeqiOu8bM83169fRunVrXLlypbKbwkoxePBgtGzZUnHVj5o1adIEO3fuhI+Pj8nPWbZsGRYu\n", "XIizZ8/CxsamAlvHSvPKK6/A0tISGzdurOymMMaY6pjjOzHfssEYY8wkW7ZsQUxMTGU3g5UiPz8f\n", "ycnJ6Nu3b2U3pco4fvw46tatW6bOCAAYMmQIXnzxRXTv3h35+fkV1DpWmri4ONy6dUt2+xhjjLHq\n", "hTskGKsA1fnCo+q8b0zpvffew4EDB/Dw4UOsWrUKgwcPruwmsWKuXr2K7t27A3gy1kjXrl1lM9yo\n", "0eeff465c+cCABYsWIBhw4Y903rmzZuHsWPHSuMjMfMKCgpCcnIynnvuucpuCmOMsQrCHRKMlZMF\n", "CxagW7duEAQBU6dOrVa/JFfnfWOlc3R0xMsvv4zQ0FCMGDFCGsyWVR3W1tY4efIk/Pz88Nlnn0mD\n", "b6qZvb09Fi1ahMDAQNjZ2f2lK0Y6deqE2rVrl2PrmKn69OlTKVOaMsYYMx8eQ6IEPIYEY4wxxhhj\n", "jDG14jEkGGOMMcYYY4wxVi1xhwRjjDHGGGOMMcbMjjskGGOMMcYYY4wxZnbcIcEYY4wxxhhjjDGz\n", "4w4JxhhjjDHGGGOMmR13SDDGGGOMMcYYY8zsqnyHxIoVKyCKIuLj40usQ0R4/vnnIYoirly5YsbW\n", "McYYY4wxxhhj7FlU6Q6JO3fuIC4uDgAgCEKJ9TZs2IBDhw6VWichIQFarRZarRb+/v748MMPQUTl\n", "3mbGGGOMMcYYY4w9XZXukJgyZQrCw8NLrZOdnY24uDj06NGjxA6GJUuWYNiwYUhISMDJkyeRlJSE\n", "hQsXYsKECRXR7Grts88+q+wmVDmciRJnIsd5KHEmSpyJEmeixJkocSZKnIkSZ6LEmShxJuZXZTsk\n", "Tp06hS+++ALTp08vtd4HH3yAqKgoBAcHG12enZ2NSZMmITY2FiEhIQAALy8vjBw5Eh999BHS0tLK\n", "u+nVGr9JlTgTJc5EjvNQ4kyUOBMlzkSJM1HiTJQ4EyXORIkzUeJMzK/KdkgMHz4cH3zwARwdHUus\n", "k5KSgnXr1mH27NklXh2xa9cuZGdno0OHDrLy9u3b4/Hjx9i2bVu5tpsxxhhjjDHGGGNPVyU7JDZv\n", "3oycnBy8+eabpdYbMWIE4uLiUKdOnRLrnDhxAgDg7e0tKzc8PnXq1F9sLWOMMcYYY4wxxsrKsrIb\n", "UNyDBw8wfvz4p14us2PHDly5cgXDhg0rtd7NmzcBAA4ODrJyw2PDcsYYY4wxxhhjjJlPleuQmDNn\n", "DsLDw9G6desS6+Tl5WH06NFYtmwZRLFiL/I4d+5cha7/7+bu3bs4duxYZTejSuFMlDgTOc5DiTNR\n", "4kyUOBMlzkSJM1HiTJQ4EyXORIkzkTPHd+Eq1SGRlpaG5cuX4+TJk4plRceIWLhwIfz9/RXjQhSv\n", "BwDOzs4AgKysLFm54bGLi4vRtmg0GtSvXx8DBgwo206ogGFwUPY/nIkSZyLHeShxJkqciRJnosSZ\n", "KHEmSpyJEmeixJkocSZy9evXh0ajqbD1V6kOiT179sDOzg7dunWTyvLz8wEAy5cvR2JiIpo0aYJb\n", "t27h2rVr0Ol0Ur3ff/8dABAVFQVra2uMGzcO/fr1k+qkpqZCq9VK9VNTUwFAVlaURqPBkSNHoNfr\n", "y3cnGWOMMcYYY4yxvwGNRlOhHRIClTQ9RRWRkZEBLy8vTJ8+HVOnTi2xXnx8POLj45Geng53d3ep\n", "PCcnBw0aNMCAAQOwZMkSqXzevHmYPHkyLl68CE9Pz4rcBcYYY4wxxhhjjBVTJWfZKMrQX/K0fpOS\n", "6tnb22POnDlYu3atdD9QWloaPv74Y4waNYo7IxhjjDHGGGOMsUpQZa+QuHPnDoKDg/Ho0SP89ttv\n", "cHBwQK1atTB58mTZdKCrVq3C7NmzcffuXWRlZaF+/fqwsrLC8ePH4ejoKNVbs2YNFi1aBEEQUFBQ\n", "gNjYWIwdO7Yydo0xxhhjjDHGGFO9KtshwRhjjDHGGGOMseqryt+ywczr7t276N+/P0RRxJUrVyq7\n", "OYz9La1YsQKiKCI+Pr6ym8IYY+xvjs/NlEzN5Mcff0Tjxo0RGRlpxtZVDj5OlDgTubLkQUR4/vnn\n", "zZIdd0gU8fDhQ0yYMAFNmzaFVqtFaGgoduzYUdnNMpvk5GS0aNECZ86cgSAIJdY7d+4coqKi0KxZ\n", "MzRp0gT9+vXDb7/9ZsaWmkdqaiomTJiAwMBABAQEoFmzZoiKisLBgwcVddWSyZUrVzBp0iSEhYUh\n", "JCQE/v7+CAoKwr///W9FXbVkUtydO3cQFxcHAEbfR2rIJT09Hfb29tDpdIp/P/zwg6yuGvIoateu\n", "XfjnP/+JFi1awNfXF/7+/tLxYqCWTGJiYuDh4aE4RgICAiCKIhITE6W6askEAE6cOIFevXrBz88P\n", "gYGBCAwMxPz58/H48WNZPTVlcujQIXTp0gXe3t7w9vZGmzZtsHv3bqN1q1suFXFulpCQAK1WC61W\n", "C39/f3z44YdPHautKjElk/z8fEycOBFvvfUWMjMzS80OUEcmu3btwksvvYSmTZsiMDAQ/v7+GDly\n", "JG7evGm0vloyee2116DVahEcHIwmTZqge/fu+Pnnn43W/ztnYupnicGGDRtw6NChUuuWWx7EJC+9\n", "9BL5+fnRrVu3iIhox44dZGlpSUlJSZXcMvOIiIigM2fO0LRp00gQBMrIyFDUycjIoDp16tD48eOJ\n", "iOjRo0fUr18/8vHxoaysLHM3uUJ17tyZQkJCSK/XExFRQUEBDRkyhERRpK+++kqqp6ZM1qxZQ/b2\n", "9nTo0CGp7KuvviILCwuaNWuWVKamTIp79913KTo6mgRBoPj4eNkyteSSlpZGERERT62nljwMVq1a\n", "Re7u7nT27FmpbNasWdS4cWPpsZoyiYmJoXXr1inKt27dSs7OzpSXl0dE6sokIyODatWqRf3796eC\n", "ggIiIjp8+DDZ2trSqFGjZPXUksnBgwfJyspK2lcioo8//pgsLS0pOTlZVrc65lLe52aLFy8mW1tb\n", "OnLkCBERpaamUr169WjcuHEVvzPlxJRMtm/fTsOGDaMHDx6Qh4cHRUZGlrg+NWSi1+tJEASaMmUK\n", "FRYWEhFReno6+fj4kJeXl2qPk3bt2lHHjh3p3r17RESUl5dH/fv3J3t7e0pJSZHV/btnYkoeBllZ\n", "WeTm5kY9e/YssW555sEdEn/at28fCYJAW7ZskZV36dKFvL29K6lV5mX4gCrtQI2JiSEnJyfpRJGI\n", "6LfffiMLCwuaMWOG2dpqDl26dKHExERZWW5uLllZWdE//vEPqUxNmezatcvoPmm1WgoODpYeqymT\n", "ok6ePEkajYZOnDhhtENCLbmY2iGhljyIiK5evUq2traKvzEPHjygb7/9Vnqspkx++uknSk1NVZR3\n", "7NiRxowZIz1WUyZLly4lQRDo+PHjsvKePXtSvXr1pMdqyqRdu3ZUu3Zt2b4SEfn6+lJAQICsrDrm\n", "Up7nZllZWeTg4EBDhw6VPX/u3LlkaWlp9P1YFZmSyePHj6X/l9YhoZZM9Ho91alTR/G8VatWkSAI\n", "lJCQIJWpJRMiohEjRtDhw4dlZcePHydBEOjf//63VFYdMjElD4OxY8fS4MGDafr06UbrlncefMvG\n", "n7Zs2QIA6NChg6y8ffv2SE1NxZEjRyqjWWb1tMt3Hj9+jG3btqFNmzawtraWyjUaDZo2bYrNmzdX\n", "dBPNaseOHejVq5es7LnnnkPt2rVx9+5dAOrLpHPnzpgyZYqiPCsrC3Xr1gWgvkyKGj58OD744APZ\n", "DD8Gas7FGLXlsX79euTl5aFbt26ycltbW3Tq1AmA+jJp1aoVvLy8ZGWXL1/G3r178c477wBQXyYW\n", "FhYAgIKCAll5fn4+rKysAKgvk8OHD8PHx0e2rwAQEBCAM2fO4PLlywCqby7leW62a9cuZGdnGz3X\n", "Nazn78CUy81F0bSvOGrJxNXVFb///ruivEGDBgAgndcC6skEABYtWoTQ0FBZWVZWFgDAxcVFKqsO\n", "mZiSBwCkpKRg3bp1mD17dom3X5R3Htwh8acTJ07A0dERTk5OsnJvb28AwKlTpyqjWVVKamoqcnJy\n", "pEyKatSoEc6fP684ifo7s7S0VJTdvn0bmZmZaN++PQD1ZVJcdnY2Jk2ahNzcXMydOxeAejPZvHkz\n", "cnJyZNMSF6W2XP744w8MHDgQrVq1gq+vL3r16oU9e/ZIy9WWx8GDB+Hi4oKjR4+iU6dO0vgr06dP\n", "R15eHgD1ZWLMqlWr0KFDBykDtWXy6quvwt/fH9OnT8e9e/cAADt37sS+ffvwwQcfAFBfJoIgKMbP\n", "AP7XeXP+/HkA6svFoCz7feLECQBQ1FXzua6aMjF2XnvhwgUAkA36qaZMijt37hzGjBmDqKgo9OnT\n", "RypXUyYjRoxAXFwc6tSpU2Kd8s6DOyT+dPPmTTg4OCjKDWUlDfiiJoYMSsqpsLAQt2/fNnezzGr5\n", "8uVwcXHBxIkTAag7Ez8/Pzg5OSEpKQnbtm2DVqsFoM5MHjx4gPHjxxsd3NNATblYWFigsLAQgwcP\n", "xqFDh3D69GkEBQWhU6dO+PTTTwGoKw/gyYCw9+7dwzvvvIOlS5fi7NmzWLZsGRYvXozo6GgA6suk\n", "uIKCAqxduxZDhgyRytSWib29Pfbu3QsLCws4OztDo9Fg4MCBWL58OWJiYgCoL5OWLVsiJSUFOTk5\n", "UhkR4eTJkwD+92um2nIxKMt+l1RXzee6as6koKAAq1atwmuvvYagoCCpXI2ZbN++HQ0bNkTz5s0R\n", "EBCAjRs3yq6yUUsmO3bswJUrVzBs2LBS65V3HtwhwZiJjh07hgULFmDz5s3S7Qlq9uuvvyI3Nxcj\n", "R45E+/btsWDBgspuUqWZM2cOwsPD0bp168puSpXQsGFDnD9/Hm3atAEA2NjYID4+Hi1atMCYMWOQ\n", "n59fyS00v4cPHyIvLw9xcXHw8fEBALRu3RrDhg3Dt99+iwMHDlRyCyvfl19+CSsrK/Ts2bOym1Jp\n", "Ll68iBYtWsDGxgaZmZnQ6/X4+uuvMXHiRLz99tuV3bxKER8fj/z8fIwYMQK5ubl49OgR5s6dK80g\n", "8dxzz1VyCxn7e4qLi0ONGjWwdOnSym5KpevZsyeuXr2K69evIysrC82bN8eZM2cqu1lmlZeXh9Gj\n", "R+OTTz4x+Zan8sIdEn9ydnaWetmLMnYfkVo5OzsDQIk5WVhYKG55qS7OnTuHF154ARs3bkS7du2k\n", "cjVnAjy5/C82Nhavv/46Jk6ciLS0NNVlkpaWhuXLl2PevHmKZUXvvVNbLsa0bNkS9+7dw9mzZ1WX\n", "R82aNQFA9itU0ce//PKL9HdGLZkUt2LFCgwaNEh2IqS242Ty5Mm4fv06Vq1aJY1FExYWhvHjx2PV\n", "qlX47rvvVHechIeHY9++fbhx4wYCAgLQsmVL3L9/H9OmTQMAuLu7A1DfsWJQlv0uqa6az3XVmsmC\n", "BQuwe/duJCcnw87OTrZMrZkAT8baWL9+Pe7fv4/33ntPKldDJgsXLoS/v79iXAgAirEkyjsP7pD4\n", "k06nw71793Dnzh1ZeWpqKgBIl6Ormbe3N2rWrCllUlRqaiqaNm0qDbpVnZw4cQJRUVFISEhAVFSU\n", "bJnaMnn48CEKCwsV5VqtFo8fP8axY8fg4+Ojqkz27NkDOzs7dOvWDTqdDjqdThq4cPny5dDpdOjX\n", "r5+qcsnKysLDhw8V5YZ7vgsLC1X33vHz8wMAxftHzZkUdfHiRRw8eBCDBg2Slastk1OnTsHFxQW1\n", "atWSlfv6+gIATp48qbpMgCdXE23fvh2XLl3C0aNHMXPmTPzxxx9wcHBAYGAgAPUdKwZl2W+dTieV\n", "F68HqPNcV42ZzJ49G9u2bcP333+P2rVrK5arKZMHDx4oymxtbeHj4yOb0EANmXz//fc4f/68dC6r\n", "0+mwYsUKAEBUVBR0Oh0+++wzAOWfB3dI/Onll18GAOzevVtWvmfPHnh7eyMkJKQymlWlWFhYoHfv\n", "3jh48KDskmu9Xo/z589LGVYnP//8M6Kjo7Fx40ZZj2GLFi0AqC+TLl26SDPSFJWeng7gSY+pKIqq\n", "yuStt95Ceno6jh8/Lv37+uuvAQBDhgzB8ePH8dlnn6kql+HDh2PRokWK8iNHjsDOzg7+/v6qe+8Y\n", "xokw3PduYLgkNCwsTFXHSHErV65Ejx49oNFoZOVqO05cXV2RmZmJ+/fvy8oNn7Gurq6qO06uXr2q\n", "mOmMiLBz504MHDhQ+rKttmPFoCz73bVrV9SsWdPoua6FhQVefPFFs7W7qlBbJnFxcUhOTsbu3bul\n", "q7CSkpIwY8YMqY5aMklPT4ezs7Pih4LHjx/j2rVr0lUAgDoy+e6773Du3DnZ+axhxqtvvvkGx48f\n", "R79+/QBUQB5lmiS0muvTpw/5+flRZmYmERElJSWRpaUlJSUlVXLLzMswP216erpiWUZGBjk7O9P4\n", "8eOJiKigoIBeffVVaty4MWVnZ5u7qRXqv//9L9WsWZOGDx9OGzZskP0TBEGqp6ZMIiIiKDAwUHZs\n", "7Nu3j+zt7alVq1bSHMdqysSYtLQ0EgSBpk+fLitXSy4xMTHUsGFDSklJkcqWLl1KgiDQ/PnzpTK1\n", "5EH0ZP7v8PBw8vPzo99//52IiFJSUkij0VD37t2lemrKxCAvL49cXFxo9+7dRperKZPExEQSRZEG\n", "DRpEBQUFRER0+fJl8vLyokaNGtH9+/eJSF2ZbNiwgdzd3Umv1xPRk30dP348+fv7071792R1q3Mu\n", "5XVutmTJEqpRowYdPXqUiIhSU1PJ1dWVxo0bV/E7Uc5Ky6QoDw8PioiIKHG5WjJ5//33ycnJiVau\n", "XCk7px08eDDFxMTI6qohE8O52tixYykvL4+Invw9GjVqFAmCQIsXL5bVry6ZmPq+eVrd8syDOySK\n", "ePjwIU2YMIGaNGlCgYGB1KJFC9qxY0dlN8tsxo8fT56enlSrVi0SRZHc3NzI09NTOtAMfv31V+ra\n", "tSs1bdqUfH196ZVXXqHr169XUqsrTnBwMImiSIIgKP6Joiirq5ZMfvzxRxo0aBD5+/tTYGAgeXt7\n", "U7NmzWjSpEmKkx61ZFLU7du3ydPTk9zc3EgURapVqxZ5enrS6tWrpTpqyOX06dM0YsQICgwMJK1W\n", "Sx4eHtS6dWv6z3/+o6irhjwMsrKyaPjw4eTh4UHNmjUjX19fmjZtGuXn58vqqSkTIqL//Oc/5Ovr\n", "W2odNWWyb98+6tKlCzVp0oQCAgLIz8+PRowYQTdu3JDVU0smx44do86dO5O7uztptVoKCgqi0aNH\n", "0927d43Wr265VMS5WUJCAgUEBFBgYCA1a9ZM1lH8d2BqJj4+PuTp6UmWlpZka2tLnp6eFBkZaXSd\n", "1T2TkydPSuevxs5pY2NjFeus7pnk5+fT6tWrqUuXLuTn50cBAQHk5uZGkZGRtHXrVqPr/DtnYur7\n", "hoho5cqVirpeXl6Kz93yykMgKjZKBWOMMcYYY4wxxlgF4zEkGGOMMcYYY4wxZnbcIcEYY4wxxhhj\n", "jDGz4w4JxhhjjDHGGGOMmR13SDDGGGOMMcYYY8zsuEOCMcYYY4wxxhhjZscdEowxxhhjjDHGGDM7\n", "7pBgjDHGGGOMMcaY2XGHBGOMMcYYY4wxxsyOOyQYY4wxxhhjjDFmdtwhwRhjjDHGGGOMMbPjDgnG\n", "GGOsAjVp0gR169aFKIqwsbGBRqPB9OnTK7tZVUKTJk1Qp04diKKI+Pj4ym5OuYuNjYVGo4EoioiM\n", "jKzs5jDGGGNVDndIMMYYYxXowoUL+OWXXwAAbdq0gV6v/8sdEjExMRBFEVeuXCmHFlaeCxcu4Isv\n", "vgAACIJQya0pf2vWrIFerwdQPfePMcYY+6u4Q4IxxhirYERU7uusLl9wKyIbxhhjjP09cIcEY4wx\n", "9jdERPxlnjHGGGN/a9whwRhjjFWSQYMGycYYOHr0KNq3bw9XV1c0bNgQgwcPRnZ2tlT/woUL0Gg0\n", "2LJlCwAgNDQUGo0GGo0GGzdulOoREVasWIGQkBA4OTnByckJYWFhWLVqVanbP3bsGDp27IgGDRpA\n", "FEW4uLhIyy0sLKDRaLB06VLp+Z6ennBwcICtrS3at28PANDr9ZgyZQpCQ0Ph5uaG2rVrw8/PD7Nm\n", "zUJBQcFfymv37t3QaDSwtbWFKIo4e/Ys3nvvPfj4+MDR0RHh4eE4fPiw7DkRERFGx6lYs2YNNBoN\n", "LCws4OXlJZU/ePAAGo0GtWrVgiiKWLt2LT766CP4+/vD3t4eISEh2LlzJwDg008/RVBQEBwdHREU\n", "FCSVl+Tw4cNo3749GjZsCEdHR0RFReH06dNG627duhVt27aVXj+tVot58+bh0aNHUp0ZM2bI9iEt\n", "LQ29e/eGu7s7RFGEKPJpHmOMsSqOGGOMMVah0tLSSBAEioyMNLpcEATy9vamvn37UmZmJhER7dix\n", "gywsLOiVV15R1B84cCAJgkAZGRlG1/f666+TtbU1bdq0iR4/fkz5+fm0fPlyEkWR3n777RK3361b\n", "N7p27RoRES1evJi8vLyIiCgsLIysrKzo+vXriuf27NmTFixYID3+v//7P7K0tKSNGzdKZUlJSWRn\n", "Z0d9+/ZVPP/7778nQRAoPj7e6L4YExMTQ4IgUIcOHei///0vERHp9XoKDAykmjVr0s2bN2X19+3b\n", "V+I2PD09pf0sau3atSQIAoWEhNDGjRupsLCQMjMzKTg4mCwtLWns2LE0f/58KigooAcPHlDXrl3J\n", "ysqK0tPTFesSBIE8PT2pQ4cOlJaWRkREqampFBQURA4ODnT69GlZ/alTp5IgCLRw4ULKz8+nwsJC\n", "2rZtG9WoUYOioqKosLBQsQ/Ozs7UuXNn+vXXX4noSeaiKJqcKWOMMVYZuEOCMcYYq2CmdEhYW1vT\n", "b7/9Jitv1aoV2djY0KNHj2TlpXVIbNu2jQRBoPfee0+xrE+fPiQIAh0+fFixfSsrK+nLMhHR3bt3\n", "acOGDUREtGbNGhIEgaZOnSp7XkZGBtnZ2dGtW7ekst27d9OQIUMU2x47diwJgkDnz5+XlT9Lh4Rh\n", "/z/88ENZ+YoVK0gQBFq/fr3J2/Dw8DDaIWHY5+joaFn56tWrSRAECgoKkpXv3r2bBEGgefPmKdYl\n", "CAJZWlpSSkqKrPznn39WHBdHjhwhQRCoR48eivUYMtyyZYtiHwRBoP3790tljx8/piVLlijWwRhj\n", "jFUlfC0fY4wxVgV4e3tDo9HIyjw9PZGfn4+bN2+avJ4NGzYAAKKiohTLWrVqBQDYvn27YlmjRo3g\n", "6ekpPXZ0dMSAAQMAAK+88gpq1aqF1atX4/Hjx1KdlStXonfv3nBycpLKOnToILutw6Bp06YAUOIt\n", "Cs/iH//4h+yxh4cHAOD69evlto3nn39e9rhhw4ZGy93c3AAAV69eNboeT09PNG7cWFYWFhYGJycn\n", "7N+/H3fu3AEA6dabsr5+NjY2CA8Plx6LooihQ4eWvGOMMcZYFWBZ2Q1gjDHGGFC3bl1FmY2NDQAg\n", "Pz/f5PVcuHABAPDaa6/B0lL+Z/7Ro0ewt7fHjRs3FM9zdXUtcZ3PPfccBg4ciE8++QRfffUVevfu\n", "jYKCAiQkJGDbtm2Kbaxbtw4bNmxARkYGcnNzIQgCcnNzATwZo6G8FM/sWfJ6GhcXF9lja2tro+WG\n", "bd+/f9/oeurXr2+0vEGDBrh9+zYuXbqE0NBQ6fWbNGmSbMwLAHj8+DHs7e2NdlDVq1fPhL1hjDHG\n", "qha+QoIxxhirAsp7AMKkpCTo9XrZv5s3byIrKwsrVqwo8/bfeecdAMCyZcsAAImJiahbty5at24t\n", "q/fGG29g0KBB0Ol0OH78OH7//Xfo9Xp88skn5bRnprfZFIWFhc+0jfJ6vR4+fGi0fNmyZYrX78aN\n", "G8jKysKuXbsqrD2MMcaYOfFfL8YYY6waadasGQDgypUrRpfv378fGRkZZV5vkyZNEBERgb179+Li\n", "xYtYtmyZ1ElhcO/ePWzcuBF2dnZYtGgRatWqJS2jSpyi1MrKCgAUs3wQEf744w+ztEGv1yvKiAh6\n", "vR6CIMDHxwfA01+/X375RbqKgjHGGPu74w4JxhhjrIIJglCu67OzswPwvy/YBw8exOzZswEAr7/+\n", "OgBg8+bNiuedOnUKERERyMzMfKbtDhkyBESEUaNG4ejRo3jttddky62srCCKIgRBUHRApKenP9M2\n", "y4NhfIfibfjpp5/+8lSkpkpLS8PFixdlZXv37kVOTg4iIyNRu3ZtAE9utREEwejrd+PGDYSHh+PM\n", "mTNmaTNjjDFW0bhDgjHGGKtghi/npV0lUJZlWq0WAHDixAkQEZYtW4bjx48DAHr16oU33ngDiYmJ\n", "WLx4sTSewrFjx/Dyyy/jzTffREhISJm2b/DCCy+gXr162LlzJ/r37y91jBjUqFEDvXv3Rk5ODsaO\n", "HYu8vDwAT67K+Ne//lXqdp7lCgpT1+Xh4YEWLVogKSkJR48eBfCkc2LevHmoU6fOM70uZS2vXbs2\n", "3nzzTenqlLS0NIwePRoODg6y21mCgoIwffp0HDt2DJMmTZLG3Lh48SJeeOEFREZG4oUXXjB5u4wx\n", "xliVZt5JPRhjjDF18fX1JRcXFxJFkWxsbMjV1ZWmTZtGREQTJ04kV1dXEkWRrK2tydXVlfbs2UOX\n", "Ll0iV1dXsrW1JVEUycXFhd544w1pnQ8fPqSYmBiqV68eaTQa6tChA6Wmpsq2m5CQQC1btiQnJydy\n", "c3OjkJAQWrZsGRUWFkpQ/4vjAAABvUlEQVR1im7f0Lbi01wWN3nyZBJFkU6ePGl0eU5ODo0fP568\n", "vb2pRo0a5OXlRX379qW4uDgSBIEcHR2padOmUjZOTk4kiiLZ29uTRqOhy5cvl7jtEydOKHIZPHgw\n", "ERFFRUUp1pWdnS099/r169SnTx+qW7cuaTQa6tWrF12+fJk8PT3J0tKSXF1dafbs2URE1KhRI3J0\n", "dCRRFMnR0ZG0Wm2J28jLy6O3335beo1tbW1Jo9HQyZMnKTY2Vso3MjKSvvvuO2rTpg3Vr1+fHBwc\n", "KCoqik6fPm10XxMTEykiIoLq1KlDDRo0oObNm9OcOXMoNzdXqrN06VJydXUlS0tLaR9CQkJKff0Y\n", "Y4yxqkQg4i51xhhjjDHGGGOMmRffssEYY4wxxhhjjDGz4w4JxhhjjDHGGGOMmR13SDDGGGOMMcYY\n", "Y8zsuEOCMcYYY4wxxhhjZscdEowxxhhjjDHGGDM77pBgjDHGGGOMMcaY2XGHBGOMMcYYY4wxxsyO\n", "OyQYY4wxxhhjjDFmdtwhwRhjjDHGGGOMMbPjDgnGGGOMMcYYY4yZHXdIMMYYY4wxxhhjzOy4Q4Ix\n", "xhhjjDHGGGNm9/9iNGqHQE+GbwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "iso8t1\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABCMAAAKzCAYAAAAk+cexAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XlcVPX+P/DXzLAryA5jmuCWKIsoopCCRmVq7rZornXL\n", "yrpXK9OybpbdSr1d7d600kwzzezqlUpzN5fUBNw1jUxcGUDIBRURmPfvD38zX5AZmH0GeT0fjx6P\n", "OOv7jGfOnPM+n8/7oxARARERERERERGRgyidHQARERERERER1S9MRhARERERERGRQzEZQURERERE\n", "REQOxWQEERERERERETkUkxFERERERERE5FBMRhARERERERGRQzEZQUREREREREQOxWQEERERERER\n", "ETkUkxFERERERERE5FBMRhARERERERGRQ7lcMuLAgQPo378/2rZti9jYWMTGxmLGjBmoqKiostyN\n", "Gzcwbdo0JCQkoEOHDoiIiED37t2xadOmatv84osvEBcXh7i4OLRr1w4zZ86EiDjqkIiIiIiIiIio\n", "EjdnB1DZmTNn0KNHD/Tp0weHDh2Cm5sbMjMzkZqaivz8fHz44YcAgLKyMvTq1QtNmzbFjh074O3t\n", "jeLiYvTo0QMZGRm4//779ducM2cOJk6ciB07dqBjx47IyclBUlISCgsLMX36dGcdKhEREREREVG9\n", "pRAXaiLwySefYNy4cdi3bx/at2+vn96/f3/s2bMHeXl5AIB//etfeO+993Du3Dl4eXnplzt27BiU\n", "SiXuueceAEBxcTGaNGmC4cOHY86cOfrlpk+fjjfeeAPZ2dmIjIx00NEREREREREREeBi3TRUKhWA\n", "Wy0fKrt58ybc3d31f3/66ae4//77qyQiACAqKkqfiACAdevWobi4GGlpaVWWu++++1BRUYGVK1fa\n", "+hCIiIiIiIiIqBYulYwYNmwY2rVrh6lTp+Ly5csAgDVr1mDr1q2YNm0aAKCgoAAnTpxAkyZNMH36\n", "dCQmJuKee+7BAw88gLVr11bZ3oEDBwAALVq0qDJd9/ehQ4fsfUhEREREREREdBuXSkY0bNgQW7Zs\n", "gUqlQnBwMNRqNUaNGoVPP/0Uo0ePBnCrrgQAfPbZZzh16hR27NiBI0eO4N5778XDDz+Mb775Rr+9\n", "CxcuAAD8/Pyq7Ef3t24+ERERERERETmOSxWw/P3333H//fcjMTERhYWFaNSoETIyMjBgwADs2rUL\n", "n332GW7cuAEAcHNzw6xZs+Dp6QkAeOutt7B48WJMmTIFjz/+uNWxaDQaaDQaq7dDREREREREVNeo\n", "1Wqo1Wq7bd+lkhFvvPEGzp8/j/nz56NRo0YAgMTEREyaNAkTJkzAkCFDEBYWBgBo1apVlZoRCoUC\n", "sbGx+P777/Hnn38iMDAQwcHBAIArV65U2Y/u75CQEINxaDQaJCQkIDc31+bHSEREREREROTqGjdu\n", "jKysLLslJFwqGXHo0CGEhITA39+/yvTWrVsDAA4ePIhx48ZBpVJBq9VWW19XAFM3Lz4+HgBw8uRJ\n", "xMXF6Zc7efIkAFSZVplGo0Fubi6WLFmCqKgoK4+qbho/fjxmz57t7DCcqr5/Bjz++n38AD+D+n78\n", "AD8DHn/9Pn6AnwGPv34fP8DPoD4f/7FjxzB8+HBoNJr6kYwIDw/HiRMncO3aNTRo0EA//dSpU/r5\n", "3t7eePDBB/Hzzz+jpKQE3t7e+uWOHDmCyMhIfYuIXr16wdfXF5s2bcLAgQP1y23evBkqlQqDBw+u\n", "MZ6oqCh06NDBhkdYd/j7+9fbY9ep758Bj79+Hz/Az6C+Hz/Az4DHX7+PH+BnwOOv38cP8DOo78dv\n", "by5VwHL8+PHQarWYMGECysvLAdxqxTBz5kxERkZi0KBBAID33nsPFRUVePPNN/XrzpkzBydOnMAH\n", "H3ygn9awYUO8//77WLRoEfbt2wcAyMnJwezZs/HSSy8hIiLCcQdHRERERERERABcrGVE//79sWXL\n", "FnzwwQeIjo6Gh4cHKioq0L9/f7z++uvw8fEBcKt7xdatW/Haa68hIiICbm5uaNy4MdasWYOHHnqo\n", "yjaff/55eHt7Y/To0VAoFCgrK8NLL72EiRMnOuMQiYiIiIiIiOo9l0pGAEBqaipSU1NrXS4hIQEb\n", "N240aZtjxozBmDFjrA2NiIiIiIiIiGzApbppkOsYOnSos0Nwuvr+GfD46/fxA/wM6vvxA/wMePz1\n", "+/gBfgY8/vp9/AA/g/p+/PamEBFxdhCuZt++fejYsSP27t3LgiVERERERERUrzjimZgtI4iIiIiI\n", "iIjIoZiMICIiIiIiIiKHYjKCiIiIiIiIiByKyQgiIiIiIiIicigmI4iIiIiIiIjIoZiMICIiIiIi\n", "IiKHYjKCiIiIiIiIiByKyQgiIiIiIiIicigmI4iIiIiIiIjIoZiMICIiIiIiIiKHYjKCiIiIiIiI\n", "iByKyQgiIiIiIiIicigmI4iIiIiIiIjIoZiMICIiIiIiIiKHYjKCiIiIiIiIiByKyQgiIiIiIiIi\n", "cigmI4iIiIiIiIjIoZiMICIiIiIiIiKHYjKCiIiIiIiIiByKyQgiIiIiIiIicigmI4iIiIiIiIjI\n", "oZiMICIiIiIiIiKHYjKCiIiIiIiIiByKyQgiIiIiIiIicigmI4iIiIiIiIjIoZiMICIiIiIiIiKH\n", "YjKCiIiIiIiIiByKyQgiIiIiIiIicigmI4iIiIiIiIjIoZiMICIiIiIiIiKHYjKCiIiIiIiIiByK\n", "yQgiIiIiIiIicigmI4iIiIiIiIjIoZiMICIiIiIiIiKHYjKCiIiIiIiIiByKyQgiIiIiIiIicigm\n", "I4iIiIiI6piioiIUFRU5OwwiIosxGUFEREREVEcUFBQgOTkZMTExiImJQXJyMgoKCpwdFhGR2dyc\n", "HQAREREREZlmwIAB2L17t/5vjUaDgQMHYufOnU6MiojIfGwZQURERERUBxQVFeHUqVPVpufk5LDL\n", "BhHVOUxGEBEREREREZFDMRlBRERERFQHBAUFISIiotr0yMhIBAUFOT4gIiIrMBlBRERERFRHpKen\n", "Iy4uDgDg7u6O5ORkrFq1yslRERGZj8kIIiIiIqI6IjQ0FDNnzgQA+Pj4YOfOnQgNDXVyVERE5mMy\n", "goiIiIioDsnLywMAXL58GRcvXnRyNERElmEygoiIiIioDtFoNPr//+OPP5wYCRGR5ZiMICIiIiKq\n", "Q/Ly8vRdM5iMIKK6ys3ZARARERERkeny8vIQFRWFsrIynDx50tnhEBFZhMkIIiIiIqI6JC8vD2q1\n", "GlevXmXLCCKqs5iMICIionqnqKgIABAUFOTkSIjMp9FoEBcXB61Wy2QEEdVZrBlBRERE9UZBQQGS\n", "k5MRExODmJgYJCcno6CgwNlhEZklLy8P4eHhaNGiBZMRRFRnsWUEERER1RsDBgzA7t279X9rNBoM\n", "HDgQO3fudGJURKa7ceMGLl26hPDwcAQHB+PcuXMoLS2Fp6ens0MjIjILW0YQERFRvVBUVIRTp05V\n", "m56Tk6PvtkHk6vLy8gAAarUaLVq0gIggJyfHyVEREZmPyQgiIiIiojpCl4zQddMAwBE1iKhOYjKC\n", "iIiI6oWgoCBERERUmx4ZGclCllRnVE5GNG7cGB4eHqwbQUR1EpMRREREVG+kp6dXSUjExcVh1apV\n", "zguIyEx5eXlQqVQIDg6GSqVCZGQkkxFEVCcxGUFERET1RmhoKJKSkhAXFwdPT0+MGjUKoaGhzg6L\n", "yGQajQZhYWFQKm/dxnNEDSKqq5iMICIionolMzMT3bt3R1JSErZt2+bscIjMohvWU4fJCCKqq5iM\n", "ICIionrj4sWLOHHiBBISEpCSkoIdO3ZAq9U6Oywik+Xl5UGtVuv/btGiBU6ePMnzmIjqHCYjiIiI\n", "qN7Yt28fACAhIQGpqan4888/cfToUSdHRWQ6jUZTrWVEaWkpNBqNE6MiIjIfkxFERERUb2RlZcHX\n", "1xetW7dGly5d4O7uzq4aVKfc3k2jefPmAMCuGkRU59T5ZISIIDk5GUqlEmfOnHF2OEREROTCMjMz\n", "0bFjRyiVSvj4+CAxMdGiZERRURGKiorsECGRcSJSLRkRGRkJgMkIIqp7XC4ZceDAAfTv3x9t27ZF\n", "bGwsYmNjMWPGDFRUVBhc/quvvsIvv/wChUJhdJtffPEF4uLiEBcXh3bt2mHmzJkQEXsdAhEREbmo\n", "rKwsJCQk6P9OTU3F9u3bTb4vKCgoQHJyMmJiYhATE4Pk5GQUFBTYK1yiKi5evIiysrIqNSO8vb1x\n", "1113MRlBVM/cCUlxl0pGnDlzBj169ICvry8OHTqEQ4cOYcGCBZg6dSpeffXVassXFxdjypQp6Nu3\n", "r9GbiDlz5uCFF17AF198gYMHD2L16tX48MMPMXnyZHsfDhEREbmQCxcu4PTp09WSEQUFBfjtt99M\n", "2saAAQOwe/duaDQaaDQa7N69GwMHDrRXyERV6OpCVG4ZAXBEDaL65E5KirtUMmLNmjW4fPkyXnnl\n", "Fbi5uQEAOnXqhAceeABLly6ttvy0adPQu3dvdOjQweD2iouL8frrr2PMmDHo2LEjgFtN2SZMmIB/\n", "/etfyMnJsd/BEBERkUvZu3cvAFRJRiQlJUGlUpnUVaOoqAinTp2qNj0nJ6fOv52iuiEvLw8AkxFE\n", "9dmdlBR3qWSESqUCAJSVlVWZfvPmTbi7u1eZlp2djS+//BLvvfee0VYR69atQ3FxMdLS0qpMv+++\n", "+1BRUYGVK1faMHoiIiJyZZmZmQgICNAX/AMAX19fdOzYkUUsqU6oKRlx8uRJZ4RE5LLuhG4Mt7vT\n", "kuIulYwYNmwY2rVrh6lTp+Ly5csAbrWW2Lp1K6ZNm1Zl2fHjx2PKlCkICgoyur0DBw4AuHWBrkz3\n", "96FDh2wZPhEREbkwXb2I2+tMpaamYtu2bbXWjQgKCkJERES16ZGRkTXejxDZikajga+vLxo0aFBl\n", "evPmzVFUVKS/fyaqz+6kbgx3OpdKRjRs2BBbtmyBSqVCcHAw1Go1Ro0ahU8//RSjR4/WL/fDDz/g\n", "zJkzeOGFF2rc3oULFwAAfn5+Vabr/tbNJyIiojvf7cUrdVJTU5Gbm2tSM/f09PQq9xWdO3fGqlWr\n", "bBonkTG3j6Sho3vRxq4aRHdWN4bbGUuKiwj8/f0dH5CVXCoZ8fvvvyMhIQGenp4oLCyERqPBjz/+\n", "iNdeew1jx44FAJSWluLll1/GRx99BKXSpcInIiIiF5Wbm4vc3FyDyYiuXbtCqVSa1FXjypUruHLl\n", "Cl588UUAwMyZMxEaGmrzeIkMycvLqzKShg6TEUS33GndGAxJT09HYmIiAMDf3x8tWrRAfn4+Bg8e\n", "jOvXrzs5OvO4OTuAyt544w2cP38e8+fPR6NGjQAAiYmJmDRpEiZMmIAhQ4YgMzMT7dq1q1YHAkC1\n", "5pXBwcEAbt04VKb7OyQkpMZ4xo8fXy3DNHToUAwdOtS8AyMiIiKnysrKAgCDyYhGjRqhffv22L59\n", "O5566qkat/P5558jICAA//jHPzBv3jzs378f3bp1s0vMRLfTaDQGW0YEBgaiUaNGTEYQ1QOhoaGY\n", "Nm0aevbsiXXr1qFz585Ys2YNHn30UaSlpeH7779HSEiIPvlirBth5fnLli3DsmXLqsy/dOmSfQ8E\n", "LpaMOHToEEJCQqolAFq3bg3gVg2In376CefOnUN8fLx+vq6YT+/eveHh4YFXX30VQ4cO1S9z8uRJ\n", "xMXF6ZfXFfipPM2Q2bNnGx2pg4iIiOqOrKwshIaGomnTpgbnp6Sk1Nrd4ubNm1i4cCFGjBgBX19f\n", "xMTEYN++ffYIl8igvLw8REdHV5uuUCg4ogYR/q8bg24YXJ2IiIg7qrZPRkYG/P399S0k+vTpg23b\n", "tqFPnz5ITExEQECA/hk5IiIC6enp+lZ8BQUFGDBggL4FiW7+7S/c9+3bpx+R0l5cqp9DeHg4CgsL\n", "ce3atSrTdR+UWq3Gxo0bcezYMezfv1//37PPPgsAWLt2Lfbv36//IHv16gVfX19s2rSpyvY2b94M\n", "lUqFwYMH2/+giIiIyOmMFa/USU1NxenTp3H69Gmj2/jhhx9QUFCAp59+GgAQHx+P/fv32yVeIkOM\n", "ddMAOKIGkU56ejqCgoLg5uaGwMBAAECbNm1qLVJcl+zZsweJiYlVftMSEhKwe/du5OXlYf/+/UZr\n", "ZrhSTQ2XSkaMHz8eWq0WEyZMQHl5OYBbrRhmzpyJyMhIDBo0yOB6uhPr9hOsYcOGeP/997Fo0SL9\n", "m4ucnBzMnj0bL730ksHiH0RERHRnERGjxSt1dF0taqobMX/+fHTp0kX/Zjo+Ph6//vorSktLbRsw\n", "kQGlpaX4888/DXbTAG6NqMGWEUSAt7c3rl+/jsmTJyM7OxufffYZFi5ciA8//NCs7bjq0KAigoyM\n", "DHTu3LnavEaNGunLHVR24MAB9OrVC/Hx8dizZ0+1+c6qqeFS3TT69++PLVu24IMPPkB0dDQ8PDxQ\n", "UVGB/v374/XXX4ePj0+V5efPn4/33nsPly5dgkKhQNeuXeHu7o79+/fr/xGef/55eHt7Y/To0VAo\n", "FCgrK8NLL72EiRMnOuMQiYiIyMHOnDmDCxcu1JiMCAoKQkxMDLZt24aRI0dWm3/q1Cls2LABn3/+\n", "uX5afHw8ysvLceTIEbs3ZaW6p7b+2ubKz88HAKPJiBYtWuDs2bO4efMmPDw8bLJPorpo1apVKCkp\n", "wV/+8hcEBQXhmWeewenTpzFx4kTcfffdePTRR2tc31g3BlcpVnz69GkUFBTou2jcztAgDzdv3kR5\n", "eTmio6Nx4sQJXL161d5hmsSlkhHArWaSqampJi379NNP65tK1mTMmDEYM2aMtaERERFRHVRT8crK\n", "UlNTsW7dOoPzvvjiCzRs2BCPPfaYflpsbCyUSqVD+tXWNbZ+EK9L7PUgo+v/XVMyQqvV4tSpU/p6\n", "a0T10dKlS5GSkoJmzZrpp7377rs4deoURowYAbVaXWPhYV03Bh2NRoOBAwdi586ddo3bVBkZGQBg\n", "MBlhrGZGYmIiNm7cCABITk6ucnwAEBkZ6ZTrtUt10yAiIiKytaysLNx1111G+9rrpKam4sSJE8jN\n", "za0yvby8HAsWLMATTzyBBg0a6Kf7+PigTZs2rBtRSUFBAZKTkxETE4OYmBgkJyejoKDA2WE5lL36\n", "Y+uSETXVjAA4vCfVb3l5edi0aROeeOKJKtMVCgW++OILJCcno3///jh+/LjBbhh1YWjQjIwMRERE\n", "GE1wpqenIzk5GWq1Gmq1GsnJyVUKNNc235FcrmUEERERkS3VVi9Cp3LdiMpVxdeuXYvc3FyDrTFZ\n", "xLIqV3+jaG+1PchY8+ZRo9FAqVTqh66/XZMmTeDu7s5kBNVry5cvh0qlwpAhQ6rN8/T0xKpVq9C5\n", "c2e0b98e/v7+UCqViIiIwIoVK/D7779j+fLlLp9A1RWvNCY0NBQ7d+402kKttvmOxJYRREREdMcy\n", "pXilTlhYGNq0aVOtiOX8+fPRoUMHg8N9x8fH49ChQ6ioqLBZzHWVK71RdNXCc9bIy8tDaGgoVCqV\n", "wfkqlQqRkZEcUcNEd+I5Qre6aPTu3Vs/isbt/P394evri9LSUuTn5+tbL919993o3r27fiSO2zmr\n", "G8PtysvLsXfvXoPFK28XFBRUY8y1zXcEJiOIiIjojvXHH3/g0qVLJiUjgFtdNSonI86fP481a9YY\n", "rVHVoUMHXL9+HdnZ2TaJl6zj7G4iuv7at7PFg0xNw3rqcESN2jn7HCH7yc7ORmZmZrUuGpUVFRVV\n", "64oH3BqBY8OGDTh37hwOHz6M5ORkfX2W5s2bO60bw+2OHDmCkpKSGltG1CVMRhARkdn4RonqClOL\n", "V+qkpqbi+PHj+oeTL774Al5eXhg2bJjB5du3bw8A+iHE6zN7Poibyl71GsyhayauUCigVCpt1h87\n", "Ly/PaPFKnRYtWjAZUQtXOEfIPpYuXQpfX188/PDDZq/r6+uLDh06QKlU6rsxHDlyBKmpqTXWZ3C0\n", "jIwMqFQqgy316iImI4iIyGR8o0R1TVZWFiIiIoz2s7+dbkSv7du3Q6vVYsGCBXj88cfh5+dncPmA\n", "gABERESwbsT/l56eDrVaDYVCAXd3dwQEBDjsjaKrdBPJyMhARUUFpk2bBq1Wi4ULF9rkQUaj0ZiU\n", "jDh58iRExOr93Ylc5Rwh2xMRLF26FEOGDIG3t7fR5cxJmgYFBWHYsGHYtm0bLly4YOuQLbJnzx7E\n", "xMTAx8fH2aHYBJMRRERkMr5RoromMzPT5FYRANC4cWO0bNkS27Ztw8aNG3H69OlahxFnEcv/4+vr\n", "ixs3bmDcuHGYOHEiysvLjfbdvlMtXrwYiYmJePHFF6FUKqvVILGUKd00WrRogZKSkmrD+hHd6TIy\n", "MvDHH3/U2EVDx5zRJAYMGAARwXfffWfrkC2SkZFxx3TRAJiMICIiE/GNEtU1FRUV2Ldvn1nJCABI\n", "SUnB5s2b8fHHHyM6OrrWQmEdOnTA/v37+TYat7ooXLp0CePHj0ffvn1RXFyMzMxMh+zbFbqJXLhw\n", "AT/++CNGjhwJPz8/dOjQAdu3b7d6uyJicjcNACxiaYQrnCNkH0uXLoVarUb37t1rXVbXDePw4cM4\n", "fPgwdu7cabT1UmhoKLp164aVK1faOGLzFRcX4+jRoyYVr6wrmIwgIiKiO1J2djauXr2KTp06mbxO\n", "QUEBtm/fjmPHjmH16tW4evVqrc1z4+PjcfHiRZw+fdrakOu8uXPnomfPnmjRogUSEhLg5+eHzZs3\n", "O2z/6enp+gdyHx8fqFQqrFixwmH7/+abb6BQKPDYY48BuJXYskUy4tKlSygtLa01GREZGQkArBtR\n", "g/T0dCQlJUGhUAAA1Gq1yxQnJMuUlZXhm2++wdChQ42ONmOIqaNJDB48GJs3b8alS5esCdNqe/fu\n", "hYiwZQQREdU/QUFB8PLyqjadb5TIVemKV5pT6GvAgAE4ceKE/u9Tp07V2hUpPj4eAOp9V429e/ci\n", "MzMTzz33HADAzc0NqampDk1GhIaGIiwsDD169MDy5ctRUVFhsHK+vSxevBh9+vTR1yhJSUnBmTNn\n", "DLYqM0deXh4A1JqM8PHxgVqtrhPJCGcVQg4NDcXChQshImjVqhW8vLwQEhLi8DjIdjZt2oQLFy6Y\n", "1EXDEoMGDUJZWRl++OEHu2zfVBkZGWjYsCGioqKcGoctMRlBRES1Ki8vx7hx45CTkwO1Wg1/f38A\n", "QKdOnfhGiVxWZmYmWrVqpT9fa2NpVyS1Wo3Q0NB6n4z45JNP0LRpU/Tp00c/LS0tDbt27cL169cd\n", "EsNvv/2GXbt24ZlnnsGDDz4IHx8fhyVDfv31V2RlZWHkyJH6ad26dQMAq1tH6JIRtdWMAFx/RA1X\n", "KISsS1S+/fbbyMnJwdGjRx26f7KtpUuXok2bNvrEsK3dddddSEpKcmgrK0P27NmDhIQEs1p/uDom\n", "I4iIqJrKb6wuXbqEPn36YN68eZg3bx5yc3P1BdkmT57sMsNdUd3iiLeiWVlZZteLsIRCodDXjaiv\n", "Ll26hK+//hpjx46tcqOclpaGmzdv4ueff3ZIHIsWLYK/vz8GDBgADw8Pff0PR/jqq68QGBiI3r17\n", "66cFBgYiJibGZsmI2lpGAK6fjHCFQsh79+5FixYtMGjQIDRs2NBlihOS+a5evYpVq1Zh+PDh+q43\n", "9jB48GCsX78excXFdttHbe604pUAkxFERPWSsQfB299YdejQAZ06dUJGRgbWr1+vH1UgNjYWERER\n", "2LFjh6NDpzrOUW9Fy8vLsX//frPqRVhT3C4+Ph779u0zN8w7xpdffomysjI89dRTVaa3a9cOYWFh\n", "DkkIVFRUYPHixRg6dKi+S1laWhp27NiB0tJSu+97yZIlePzxx+Hp6VllXmpqqtUjamg0GjRo0AAN\n", "GzasdVlHJSMsSSi6SiFkXaLS09MTDz30EL7//nuH7Zts67vvvsP169cxbNgwu+5n0KBBKC0txY8/\n", "/mjX/RiTm5uLc+fOMRlBRER1V20Pgre/sdq/fz/OnTuHPXv24L777quyLVsVZqP6xVZvRWt7ENq1\n", "axdu3LhhdssIc4Z8qyw+Ph65ubkOb27uCkQEn376KQYNGlTtzb1CoUBaWppDkhEbN25Ebm4uxowZ\n", "o5923333oaSkBHv27LHrvrdu3Ypz585V6aKhk5KSghMnTlhVu8KUYT11WrRogcLCQly5csXi/dXE\n", "FbpZWEM3yk7Hjh0BAP369UNGRgaHQ62DioqKsHDhQiQnJ+uLt9pLZGQkOnTo4LRRNTIyMgDgjhpJ\n", "A2AygoioXqnpQTAnJ6dK4T4df39/g2+FU1JScODAAVy+fNnucdOdwRZvRWt7ENLN79evHwDglVde\n", "MetByZwh3yqrz0Ust27diuPHj+sLV94uLS0N+/btw59//mnXOBYuXIh27dpVSUC1b98egYGBdk+G\n", "LF68GK1btzb41tIWdSNMGdZTx97De1qTUAwKCsLdd99dbbojCyFnZ2fj2rVr+vOkd+/eUKlUWL16\n", "tUP2T9bTXefbtWuHzZs3Q6PROCQhNmTIEKxZs8ZhNXAqy8jIgFqtxl133eXwfdsTkxFERPWEsQfB\n", "jIwM+Pr6onnz5gaHMDTWB7Nbt27QarXYtWuXRbE4o4o61X21PQjp5uuSZBkZGRa1vDB1yDed5s2b\n", "w8/Pr14mI+bOnYuoqCikpqYanJ+WlgYRwdatW+0Ww59//on09HSMHj26yjVLqVSiR48edk1GXL16\n", "FStXrsTIkSMNXi/Dw8Nxzz33WJWM0Gg0JicjmjdvDsD64T0NXadtkVBs1aoVFAoFQkJCoFQqHT60\n", "5u2j7AQFBaFr166sG1GH6K7z+fn5AG6df46oOzJ48GBcv34d69evt/u+brdnzx507tzZrnUxnIHJ\n", "CCKies7DwwMvv/wyli1bhujo6Grzjb2xatWqFcLCwsyqG1HXm/feKZyVDLKmJgNQc0Kta9eu6N27\n", "Nw4cOFBtviP6oyuVSrRv377e1Y3QaDRIT0/Hc889Z/QmuVmzZmjRooVdEwLLli1DRUUFhg8fXm1e\n", "Wloa9uyroci2AAAgAElEQVTZg6tXr9pl36tWrcK1a9cM7lvH2m5t5nTTCA4Ohq+vr8XJCGPX6fLy\n", "cuzcudOq7h8rV67EkiVLMH/+fBw7dgxPPvkkFAqFfihUR8jKykKrVq3QqFEj/bR+/fph06ZNuHbt\n", "msPiYFLeMs6sO9K6dWtER0c7vKuGVqtFZmbmHVcvAmAygoio3jD2INi+fXtMnToVjz/+ODZv3mxy\n", "f3mFQmH2DbYrVFGvz1whGbRo0SIoFAo0aNAAwK1EhLVvRT08PBAWFoaysjKUl5fbIkyLxMfH17uW\n", "EZ9//jk8PDwM1kqozN51IxYuXIjevXsbbD1w3333oby83G4FdxcvXozu3bujWbNmRpdJSUnB0aNH\n", "UVhYaNE+zOmmoVAorCpiaeg6rStE2r9/f9y8ebPaOuHh4bUmFM+ePYunn34aQ4YMwZNPPomgoCCM\n", "HDkSubm52L17t0WxWmLv3r3Vasn069cPpaWl2Lhxo9337wrX4bpMRJzSTUJn8ODB+OGHH+xeFLey\n", "48ePo7i4mMkIIiKq2/73v//B09MT3t7eBpMN5vaXT0lJQUZGBkpKSmrdt6tUUa/PXCEZ9NNPP0Gh\n", "UCAjIwN9+/aFt7c3QkJCTFq3poTaypUrsXHjRoMFKx3VHz0+Ph4nTpywW+HAypz9VrWoqAj5+fmY\n", "N28ehg0bVuUtsyFpaWn47bffcP78eZvHcvjwYezdu7dK4crKWrdujbvuussuyZBz585h8+bNtSZj\n", "dF1YLEmIlJWVobCw0ORkBGD5iBrGrtOXLl3CqFGjsGfPHpw5c0aftA4LC4O3tzfOnTuHY8eOGd1u\n", "RUUFRowYgQYNGmDevHn6VjT33nsv1Go1vv32W7NjtYRulJ3brxMtW7ZE27ZtHdJVwxWuw66ituvY\n", "7fOzs7PxyCOPGKxV5ajr/ODBg3HlyhVs2rTJ7vvSycjIgEKhcMhQ1Y7GZAQRUT1y5MgRlJaWYsWK\n", "FTUmG0ztL5+SkoKysjK7V6on67lKMujLL79Ez5490bZtW/ztb3/Dr7/+ip9//tnk9V9++WUAQGBg\n", "oMGEmqWjYdiCrg/6wYMH7bYPZ79Vrbz/qKgonDt3Do899lit6/Xo0QMA7JIQWLRoEYKDg9GnTx+D\n", "8+05osfSpUvh5eWFwYMH17hc06ZNERERYVFXDV2/eFO7aQC3khG2LGAZEhKCKVOmIDExEeHh4fqk\n", "9dGjR3Hq1CmEh4cjNTUVhw4dMrj+9OnTsX37dixZsgQBAQH66UqlEkOGDMGKFSug1WptFq8xx48f\n", "x/Xr1/UjaVTWr18/rF69GhUVFXbbv6tch53N1ELEuvlJSUl47bXXEBsbizNnzmD58uVOu85HR0ej\n", "devWDu2qkZGRgTZt2tSa9K2ThKrZu3evAJC9e/c6OxQiIpt69NFHJSoqSrRarU22V1FRIf7+/vL2\n", "22+btHxSUpIAqPKfl5eXrF69ukpMhYWFUlhYaJMY6ZbCwkJRq9XVPn+1Wu2wzzo7O1sAyLJly0Tk\n", "1vnTsmVLeeKJJ0zeRp8+fSQ2NlYuXLhQY9zOOIdu3rwpnp6eMnv2bLvtw9B3KDk52W77s+X+4+Li\n", "ZOTIkTaN5+bNmxIaGip/+9vfalzuyy+/FABy4cIFm+37woUL0rp1axk2bJhJy48cOVLi4+PN3k9m\n", "ZqYAkH379pm8zmeffSZKpVI0Go1Z+yovL5fg4GCz/40LCwslPj5eAgMD9ffPuu/gL7/8IiqVSqZM\n", "mWJw3e3btwsA+fnnn82K1RKLFi0ShUIhly9frjZv165ddo/DFa7DrqC264ih+QBk0qRJcu3aNf1y\n", "zrpXeO211yQwMFBu3rzpkP116NBBRo8e7ZB9VeaIZ2K2jCAickH2aIJ94cIFrFq1Ck8//bTNqjEr\n", "lUp07drV5KbH6enpaNKkCRQKBcLDw9G+fXskJCTg4YcfxkMPPYQdO3bY5K2vs5uwu6KgoCD4+vpW\n", "mx4aGuqwIfW++uor+Pn5oX///gBunT9jx47Ff//7X5P60h8/fhxr1qzBhAkTEBwcXGPc5o6GYQvu\n", "7u6IiYmxW90IZ79VtXb/utYJImKzmH788UcUFBQY7aKhc9999wG41U3IWrq3tlFRUcjOzsb+/ftN\n", "uk6lpqZaNBxyXl4eAJjcTaOgoAAfffQRtFot4uLiTL6OarVaPPPMMygqKkLr1q3NeuscFBSEzZs3\n", "o2XLlujRowdiY2MRExOD6OhopKamIi4uDm+99ZbBdR3ZVSMrKwutW7eGn59ftXmdO3dGaGioyV01\n", "LPmdMdbVrEmTJja/Xrnq76Cx68iRI0fwxhtv4JVXXjHYwiYkJAQTJ06Ej4+PfpozrvPAra4af/75\n", "J7Zt22b3fZWUlODQoUN3ZL0IgN00iIjswtKbAHs2wf7yyy+hUChq7dtsrpSUFOzatQtlZWW1LhsS\n", "EgJ3d3cMHToUR44cwf79+7F9+3akp6fjjz/+QEpKilV9aZ3dhN2VzZo1C9nZ2QgODtY/ZHh7e8PT\n", "09OmD4fGaLVafPXVV3j00Ufh7e2tnz569GgAt87P2nz00UcICwvD0KFD7RWm1e6UIpaGrmEiYrB4\n", "oanS0tJw/vx5ZGdnWxue3qJFixAfH4+4uLgal2vSpAlat26NLVu2WL1PXZ9/XQLt2LFjJl2nUlJS\n", "ICJmdUsCbo1YohsK09T4fv31VwC3rommXEdFBM8//zwWLlyIxYsX47fffjO5dpBOQEAANm7cCBHB\n", "4cOHodFokJeXpy/05+7ubnA9R3bVyMrKMtrvXqlUom/fvvj+++9r3Ia1vzPPPvssAMDf3x9hYWFQ\n", "KBRITk42/SBqUVd/B4uLi/Hpp59i2bJluHHjRrX5bm5uTojKsA4dOiAiIgJLliyxe8Jn//79KC8v\n", "v2OTEeymYQC7aRCRpfLz8yUpKUnUarWo1WpJSkqS/Px8k9e3VxNsrVYr99xzjwwdOtTqbd3ul19+\n", "EQDyyy+/1Lrszp07BYBs2bKl2rzz58+Ln5+fVc1Xnd2E3VVUbrpaUVEh48ePFwAyefJkqaio0M/f\n", "tGmTAJAlS5bYPaatW7cKANm+fXu1ecOGDZNWrVrV2H3owoUL4u3tLdOmTbNnmFb75JNPxM3NTUpK\n", "SuyyfXuf44auYUeOHJEZM2ZIq1atDDadNnX/xcXF4ubmJnPmzLE6zsLCQjl27Ji4ubnJv//9b5PW\n", "ee6556RVq1ZW79fSZvZarVYaN24sr776qln7fOeddyQsLMzm8emuA1qtVl588UUBIAsWLDArNkP7\n", "Dw8PN/vzcURXjbKyMvHy8pJZs2YZXea7774TAHL8+HGjy1jzHSwsLJSwsDB5+OGH9V3NJk2aJA0a\n", "NJCCggKzj8nW8TmKJd00XOkY8vPzRa1Wi1KptOhezxyzZs0ST09Ph3UJqcwRz8RMRhjAZAQRWcra\n", "mxR79SXdtm2b0SSAtW7evCk+Pj4yY8aMWpd97rnnpEmTJlJRUVFtnrHjDwkJMen4LbkJv9Pc/iDZ\n", "uXNn6dOnjyiVSqMPgEOGDBG1Wi1Xrlyxa2xPPvmkREZGGvy3152fmzdvNrr+u+++K15eXjbt828P\n", "uuRcZmamXbZ/4MABUSgU0rBhQ1EqldK4cWOb3gQb66vt6ekpw4YNk1WrVlU5x5KTk83a/7333iuD\n", "Bg2yOL7K57ifn58oFAo5duyYSeuuWLFCAMiZM2cs3r+11+nHH39cunTpYtY+n3/+eYmLi7MqPh8f\n", "H9mwYYNotdpq1wnd8p9++qlZcZmz/9o+n4qKClGr1fLXv/7V6hiMOXjwoNGEqM61a9fE29tbZs6c\n", "aXC+tf/+jz32mAQEBEhubm6Vbfr6+sorr7xi/kHZOD5Hyc/Pl8DAQHF3dzd4HcnPz5fk5GSLrzP2\n", "5shkydChQyUpKcku264NkxFOwmQEEVnC2psAe95EDB8+XFq2bGmzwpW3u//++6Vv3741LlNaWiqB\n", "gYEyadIko8sYexB6/fXX5fr16/rlDCUTzp49a7BlhUKhkFGjRsmWLVskNzfXqpYrrs7Q56dQKOS7\n", "774zus7p06fF29tbJk6caLe4rl27Jr6+vvLWW28ZnK/VaiUqKkoeffRRg/Nv3Lgh4eHh8swzz9gt\n", "Rlu5du2aKJVKmTdvXo3LWZoQe+qppyQ4OFhOnjwpw4cPl9atW1saqsGYDF2D/Pz8JDs7u9qylsT/\n", "97//XQICAqS8vNyiGK1N+CoUClm4cKFF+9Yx1ELE1Bjmzp0rbm5ucvXqVZP3N3DgQOnZs6fJyxv6\n", "jNzd3QWAtGnTRu6+++5q8yMjI03eviX7N+XzeeGFF6Rx48YGE5a2sGDBAlEoFFJcXFzjcv369ZOu\n", "XbsanGfsOxIWFlbr9+Hbb78VAPL1119Xm/fmm2+Kt7e32QVHTY3PXskIS68DN27ckIYNG8qUKVNc\n", "rhBxbRz5GRcWFkqzZs1k/PjxNt2uqZiMcBImI4jIErb4gbJHtr2oqEg8PT3lgw8+sGo7NXn77bfF\n", "39+/xpvI9PR0ASCHDx82usztb0OSkpLk1VdfFQ8PD2nZsqWsWLGiWjLh7Nmz8sknn0jjxo0NJjIa\n", "N24szZo1q3JD7oi3GY5m7PwLDg6u9fx75513xN3dvcamydZYunSpAJATJ04YXWb27Nni5uYmeXl5\n", "1ebpRkL49ddf7RKfrbVt21aee+45g/Os6cp1+PBhUSqV8tFHH4mIyPfffy9AzU3KzeGIm2xdK5is\n", "rCynxBcfHy8jRowwe986v/76q/j4+EhwcLBFb22PHj0qAGTjxo0m7zMpKcmsSvqG3irn5ubK+vXr\n", "ZfDgwQavk7b8N7b0rba9u2o8//zz0rZt21qX+/zzz0WpVBrtNhEVFWUw2VPTOZ2XlydBQUEyePBg\n", "gy8FLl68KP7+/jZpGeKIt/bWdkldv369AJCDBw/aNC5HcMR1Uvf5hoWFCQBp1aqVU16cMBnhJExG\n", "EJGlrL0JyM/PF19fX/Hy8hI3NzcJCAiw+gfoo48+MvqQZys//fRTrTcWQ4YMMaupceUf9ePHj0tK\n", "SorBm2hPT09RKBTyxBNPyC+//GLwJlir1cr69eulQYMGDntj5GjW3CCVlJRIZGSk9OzZ0y6tZ3r2\n", "7Cn33ntvjcv8+eef4uXlJe+//36V6VqtVuLi4qR37942j8tehg8fbrQpvjXXiD59+kjz5s2ltLRU\n", "RG61wvDy8jLapNwS9n6QKS0tFR8fH5k+fbrZ69riIeCVV16Rxo0bW3SeX716Vdq1aydRUVFSXFxs\n", "0VtbrVYrwcHB8uabb5q8TmRkpEyePNnccA3GZ2lNB0uY+/noumrUNkyrpRITE01KROXl5YlCoZBF\n", "ixZVm/ftt9/qf5t1vzMJCQnSvn178fb2lm+++abaOlqtVgYOHCjBwcE1/p5PmzZNPDw85OzZs+Yd\n", "2G02bNggCoVCfHx8xNPTUxo1amTzB1lrrxMvvPCC3H333XZrrWlv9r5OukrNDCYjnITJCCKyVF5e\n", "nnh5eQkAUSqVZvdzvHz5sqhUKpk5c6bMmTPH6jcHWq1WoqOjZfDgwRZvwxTXr18Xd3d3+c9//mNw\n", "/sWLF8XT01P++c9/WryPgoICadSoUbUfaC8vL9mxY0eVZY3dhBt6kAkPD3e5ZISlTVOtuYHRtVxJ\n", "T083e781OX/+vEndFkRERo0aVa2uxObNm81+k+xsH374oXh5eVX77lvzMK1L+C1fvrzK9L59+0q3\n", "bt1sFnt+fr6+G0JYWJhd+mr37NlTHnzwQYvWtfYmfe3atQLA5DoTOlqtVkaOHCk+Pj5y9OhRc8Ou\n", "YuDAgZKSkmLyfr29vWX27NlW7bMyV3nQMcReXTVu3rwpnp6e+lZFtUlKSpKBAwdWmbZgwQJRKpUy\n", "bNgwuXnzZpXr9PXr12XYsGECQN54440qhYKXLFkiAGTFihU17vPKlSsSFBQkzz77rGUHKf/XrD8h\n", "IUHOnTsnb731lvj4+Ni0+KG1SUGtVisRERHy/PPP2ywmR9O1/rFHywVXqvvBZISTMBlBRJY6dOiQ\n", "AJDnn3/eokTCDz/8IADk999/l5s3b0qzZs1k2LBhFseze/duASDr1q2zeBumuvfee+WRRx4xOO/z\n", "zz8XhUIh58+ft3j79uoG06BBA7l48aLFcdmStU1f8/PzJTg4WJRKpYSHh5v1IKnVauWhhx6SyMjI\n", "KvU5rDVjxgzx9PQ06TM2dL4+/PDDEhMTU2feoOXn50vbtm0FuFV8VfdvePPmTfn666/F29vb7HNY\n", "q9VKp06dpFOnTtU+h3nz5olSqbTpTeqIESOkbdu2drvxnTFjhnh7e8uNGzfMXjc/P19iYmIEgAQF\n", "BZmdLLl69aq4ubnJxx9/bNZ+FyxYIABk8eLF5oZczezZs8XT09OkEVcuXbpkMAllDVcuDmivrhr7\n", "9+8XALJz506Tln///ffF29tbzp07JyK3/s0AyNixY43WO9FqtfL+++8LAAkMDJTw8HAJCwsTlUpV\n", "LbFhzPTp08Xd3V1ycnJMWr6y8vJyefDBByUoKEhOnTolIv93Td2zZ4/Z2zPG2t/iw4cPCwBZu3at\n", "zWJylsLCQmnbtq2MGjXKpttkMqKeYzKCyDquWHDIUaZOnSp+fn5y5coVk0eYqGz8+PFVmi7+5z//\n", "EaVSKX/88YdF8Tz55JPSrFkzuxUEq+y1116T8PBwgw+Nqampcv/991u9D1t0g6l8E96+fXvx9/eX\n", "zp07y+XLl03ejr3OcWuP7/Dhw6JQKGTGjBkWxffbb7+Ju7u7vPPOOzY5Rq1WK+3atTNamNLQ8rGx\n", "sTJgwAARudU9B4DVBQcdydC/YVhYmAQFBQkAg8mIFi1a1LjN5cuXCwD56aefqs3Lzc212UOyyK2m\n", "8iEhITUWmrWW7j6rpsKqNfnrX/8qYWFhFj9Ad+3a1awRPQ4ePCheXl7yl7/8xaL93W7fvn0C1Dyq\n", "g47uO7Bt2zab7LsyV/yttldXjfnz54tSqZRr167Vumx+fr60b99en1Ro2rSpAJCJEyealBRt06ZN\n", "te94p06dTIrz6tWrEhoaKk8++aRJy1c2ZcoUUSqVVVqRlZaWire3t1WtEg0xVKPJ1N+q999/Xxo0\n", "aGC34Y8dbcKECdKkSRObJsxdpfUSkxFOwmQEkWWsfat7J4iNjdW3ZOjdu7ekpaWZtX50dHSVm5Br\n", "165JSEiIRc02L1++LD4+PvLOO++Yva4lfvzxRwFQrer+6dOnBYDB/rfmstUbvco34Xv37hV/f39J\n", "Tk6udXhLe57jtngb0r9//yo1BSwxbtw4USgUEhoaavUx6h661qxZY/I6c+fOFZVKJYcPH5bRo0dL\n", "WFiYRW/QncHYv6FSqZS//vWvcvDgQcnLy6tyDuua+Rprhl9aWirNmzeXhx9+2Oh+O3XqZLRVkrky\n", "MzMFgGzdutUm27ud7jukG57U3POrvLzc6iEg33rrLZNG9CgsLJScnBxp1aqVxMbG2qzFUHl5uTRq\n", "1Ehee+21Wr/bW7duFQDy22+/2WTfdYE9umqMHTtWoqOjTVrW0IOgqfUNbHEdnzVrlqhUKvn9999N\n", "Wl5E5LvvvhMA1WruiIh0795dn+C1ha+//loASEREhISGhgoAadmypcnf4+TkZJvG42yrV6+2+Xc0\n", "Ly9PX/PDma2XmIxwEiYjiCzjKplcZ/n9998FgKxcuVJEbhWO9PDwMHkIN41GIwBk6dKlVaa/++67\n", "4unpafaQX5988okolUp9M1N7u3TpkiiVSvn888+rTNc1d63tQd8ctn6jt2fPHvHz85Nu3brJ1atX\n", "jW7fnue4tTexuua4S5YssSqOxMREmx3j+PHjJTQ0VMrKykxe58SJE6JUKvXFRps2bVpnkprm/Bvq\n", "zjGtViuvvvqqAJCpU6dWe+D56KOPRKlUypEjR4zud9q0aeLr62tVEkrnnXfeET8/P5v2Ma/M2u+Q\n", "7uF8165dFseg6wqwadMmg9+tyklHLy8vUSqVVu3P0PYDAgL0Dxo1JWSWLVsmAMxquVXX2aOrRkJC\n", "gkkjkrjCEN0lJSXSuHFjeeSRR0wa9jI7O1v8/Pxk4MCBBhMmb775pgQHB9vkzX1WVpZ4eXnJiBEj\n", "RKvVSmFhoaSkpNRaoFjnwoULolAoZMGCBVbH4iquXLkibm5uMnfuXJttc82aNQLcquHkzNZLTEY4\n", "CZMRROZzpT5uzjJ9+nTx9vbWJx90zWtNfSusG/7w9lEvLl68KL6+vmY1my4sLJTY2Fjp27ev6Qdg\n", "Ax06dJCRI0fq/9ZqtdK2bVsZOnSoQ+OwxK5du8THx0f8/PwkPDy82kOCI85xQw9qtTXhF7n1Offo\n", "0UOio6NrfdtbE1seo0ajkaCgIJkwYYJZ69X1pKal8ev6mk+YMEF/k3/y5EkJDg6Wp556qsZ1Dxw4\n", "IABkw4YNNonfnC4M5rDF+fXcc89ZXYX/7NmzolAoxM/Pz2AywJUq5c+aNUt8fHzqTM0UW9B11Xjm\n", "mWdscm29ceNGjQWWK3OFIbrz8/MlMjJSgKp1ZyrP1yXLwsPDxdvbW5o3b240YbVhwwYBrB8aOS8v\n", "T5o0aSKdOnWq0kpI142spoSpjm6YZnNfrri65ORkmxYK79atm3Tp0sXp33smI5yEyQgi8zEZIdK5\n", "c+cqRaq0Wq00a9ZMXnzxRZPWf/LJJ402I3311VfF19e31iKAupuU4OBgASBt2rRx6Fvl8ePHS2Rk\n", "pP5vS5rpO1O7du2qncPt2rWTf/3rX/LII4+ISqWy6zmek5MjHh4e+jemYWFh4uHhUevvke5m09I+\n", "+Dq2+B7rzsHAwEABIHFxcSafg3fCdcSarkS6EXR0XWQaNmwoCoVCDhw4UON6Wq1W7r77bnnhhRes\n", "ir2oqEiUSqXMnz/fqu0YY+2/b1lZmYSEhMgrr7xiVRyGHhaTkpIkOztb5s6dKz4+PnY7B839DCZN\n", "miTNmze3er91SX5+voSHh4tSqbRJd7isrCwBILt37zZpeVvXJjK3ib2h/cfFxcmBAwfkwIEDEhcX\n", "V21++/btjW6vuLhYVCqVfPbZZybHcLvS0lLp2rWrhIeHV2ttWVpaKiEhITJ+/PhatzNkyBBJTEy0\n", "OA5X9eabb0pgYKBNuhb9/PPPNvk9twUmI5yEyQgiy9T1N5rWOHv2rACQr776qsr0Z555Rlq3bl3r\n", "+rqHCWM/5rm5ueLp6Sn/+Mc/atyOs/8N/ve//wkAOXPmjIiIvPTSSxISEmK3Jt+2ZOwhAbg1fGiX\n", "Ll30/fvt9flOnTpVPDw8JCMjQwoLC6WkpEQSEhIkIiJCioqKDK6j1WolISFBkpKSbPIWxdpzyJr1\n", "74RkhI6lXYlatmxp0ec3btw4adasmVXngK5LwNmzZy3eRm0MnR+mFvfTJd0yMzMt3r+xc0yhUOj/\n", "355JR3PP8VGjRtWb31EdW/+OffbZZ6JSqUyu+WGP2kTmrGPsd6im/2o7PxMSEmT48OEWH8PYsWPF\n", "w8PDaHeliRMnSkBAQI1FKUtLS8XX19dhdawcSdd9zBbPjn369JG2bds6pPB4bRzxTKwEEZGNpKen\n", "o0OHDvq/1Wo1Vq1a5cSIHGfVqlVwd3fHww8/XGV6z549kZ2djVOnTtW4/h9//IEzZ84gLS3N4Hy1\n", "Wo3Ro0dj9uzZKCkpMbhMUVGRwf3k5OSgqKjIpOOwVteuXQEAO3bsQEVFBb7++ms8/vjjcHd3d8j+\n", "7SEkJASnTp3C7t27cejQISQnJ0OtVsPf3x8A8NJLL9lkP6dPn8YHH3yACRMmoFOnTggKCoKXlxdW\n", "rFiBK1euYPjw4dBqtdXWW7VqFbKysvDee+9BoVBYHUd6ejqSk5Ph6+sLhUKBpKQkk7/H1p6DQUFB\n", "iIiIqDY9MjISQUFBJsXgKoKCgsyOuaioCNeuXas23ZTPr1+/fjh9+jQOHz5s1j4rW7t2LWJiYtCk\n", "SROLt1Eb3fmlVqsRFhYGhUKB1NRUk9Zdvnw5WrRogY4dO9o8rgYNGuDbb79FUVEREhMTq8231Tlo\n", "7jmu0WigVqut3m9dYY/fsaysLLRr1w7e3t4mLR8aGoqdO3fi8OHDOHz4MHbu3InQ0FCz92vJNcCY\n", "4OBgbNiwARs2bEBwcLDZ63fr1g07duwwefmCggIkJycjJiYGLVq0wGeffYbp06cjKSnJ4PJ/+ctf\n", "cPHiRaxcudLoNrdv347i4mL07dvX7PhdXZcuXeDt7Y0tW7ZYtZ1Dhw5hzZo1mDx5MpTKevKYbrc0\n", "Rx3GlhHk6lxxOC6d+fPni0KhkF69ekl8fLyzw3GY7t27y0MPPVRt+qVLl0SlUsmnn35a4/qffPKJ\n", "qFSqGos86gr7ffzxxwbnb9++Xdzc3Jz+VjkqKkrGjh2rf4uZkZHhsH1by9Q3coWFhXLhwgVJSkqS\n", "2NhYq+o06DzyyCOiVqsNngPr168XhUIhU6dOrTK9vLxcoqKi5MEHH7R6/7fTVQg357fQVt08bPFW\n", "si6y5vO7ceOGNGzYUKZNm2bRvisqKiQ0NFReffVVi9Y3l+537MUXX5SAgIBaC9yWlpZKQECAvP76\n", "61bvu7bvub3PwcrbV6lU0qhRo2q1gnRiY2Nl3LhxNtu3q7NH66j4+HiLhsp0ltrOT0tajtzeatHa\n", "GAzp3r27pKamGp3/t7/9zeZDYLqSBx980OB9oDmGDRsmzZo1c5nWpOym4SRMRpCrqgtDZw4dOlQ6\n", "deokn3/+uSiVSrl06ZKzQ7K7goICUSqVMm/ePIPz77333iq1JAwZMmSISc1Qhw4dKs2aNRONRqO/\n", "Mbt586a888474u7uLt7e3k7vKjN27Fhp1aqVPProo9K6des6deNh7kPInj17BIBVfXFFRH766ScB\n", "IIsXLza6zLRp00ShUMiPP/6of5BbuHCh1c3Wjblx44Z4e3vLhx9+aNZ6tmpi7cpJV3uy5vOzpj+2\n", "rl/9Tz/9ZNH6ljp9+rS4ubnJP//5zxqX0yXHDh48aPU+Tf2e2/scLCwslMWLFwsAWbt2rcFlQkND\n", "LVhSFz8AACAASURBVE4w1VW27KZRUlIi7u7uNh3pwN5qOz8tSZYVFBQIUH20LkMsTQjphvw8fvx4\n", "tXlarVaaN29u0TDldcX06dPFx8fH4lGN/vjjD1EqlSYVWnUUJiOchMkIclXOrgdQG61WK+Hh4TJp\n", "0iTJzs4WAPLjjz86Oyy70yVejN0M1DZUXkVFhQQGBsrf//73Wve1ZcsWASD+/v6iVqslNjZW2rVr\n", "JyqVSl5//XU5c+aMU98q5+fnS6tWrfTnZ10alrEycx5CRowYISEhIRYn3srKyiQmJkaSkpJq7CNa\n", "UVEhDzzwgKhUKn2BQw8PD+nTp49F+zVFWlqa2SOy5OXliaenp/j4+NS7lg22YM1beV2l+tzcXLP3\n", "qxse1Blv5MaMGSNqtbrG/uYjRoyQNm3a2DS56QoJL61WK926dTM4Ek5ZWZkoFIpqwyXf6Sp/Bzw9\n", "PaVhw4YWX0MyMjIEgOzZs8fGUdpfbeenuedvmzZtTEoGWJqMKCkpkcDAQIMFZn/99VcB6k4xa0vo\n", "Errbt2+3aP1nn31WQkJC5Nq1azaOzHJMRjgJkxHkbIZ+YOpCYTfdj826dev0iYnJkyc7Oyy769Wr\n", "V41NE3U3Qzt27DA4X3fN2bZtW637MpSQ8vHxkaysrCrLOesm29UTZvZw7tw58fHxsbjC/8cffywK\n", "hcKk1g2dOnWq9vnWVEXdWu+88474+/ub1Q3l999/FwCyZMkSl7k21UWWfIcvXLhg8WgYprTgspfj\n", "x4+LQqEw2p2tpKREfH19q3VTulPoWlgtWLCgyvTz588LAFm9erWTInOuyi1HLO3uN3fuXHFzc6sx\n", "0VVf/OUvf5F27dqZtKylv+UTJkyQ4OBguXHjRpXpuqHPTS0iWheVl5dLQECAvPXWW2avq9FoxNPT\n", "U959913bB2YFFrAkqmcqFwyKiYlBcnIyCgoKUFZWhp07d+LKlSvODrFGP/30E9zc3NC1a1coFAqk\n", "pKRg+/btzg7Lri5fvoxNmzZh0KBBRpfp0KEDgoKCsH79eoPzN23aBB8fH3Tp0qXGfRkr7NWoUaNq\n", "BdFsWTjLVK5QQNMZ7rrrLkyePBkfffQRTpw4Yda6RUVFePPNN/Hkk08iISGh1mXPnTtXbXp+fr7d\n", "Pt/u3bvj0qVLOHTokMnrrF+/Hm5ubujXr1+dKzrpSiz5DgcHByM5ORnff/+9WetdvHgRu3fvRq9e\n", "vcxaz1buueceDBkyBNOnT0d5eXm1+WvXrkVxcTEee+wxJ0Rnf4mJiXjsscfw5ptvVilgmpeXBwAI\n", "Dw93VmhOFRQUhGHDhuHuu+/GnDlzLNrG3r17ERMTAy8vLxtHV/d069YNR48eNen34vXXXwcABAYG\n", "Qq1WIzk52aRCxk8//TQKCwuRnp5eZfrq1avxwAMPmFxEtC5SqVTo3r07Nm/ebPa6s2fPhoeHB8aN\n", "G2eHyFwbkxFEFigqKqrxYl7bfGMGDBiA3bt3Q6PRQKPRYPfu3Wjbti1CQkLQv39/lJaWVlunSZMm\n", "LnPDv2XLFnTu3BkNGjQAcOuHLzMz0+joD3eCNWvWoKysDAMHDjS6jEqlwgMPPGA0GbF582akpKTA\n", "w8PDXmGSnb388ssIDw/HxIkTTVped4148803UVFRgffee8/OEVomMTERXl5e2LZtm8nrbNiwAffe\n", "ey98fX3tGBkZ069fP2zatAnXr183eZ2NGzdCq9U6LRkBAK+99hpycnKwfPnyavOWL1+O2NhYtGnT\n", "xgmROcb777+PwsJCzJo1Sz+tvicjgFu/n8899xy++eYbFBYWmrVuUVERfvnlF7uMvlIXdevWDQCw\n", "a9euWpf973//i+bNm+P48eNmjSgSFRWFrl27Yv78+fppRUVF2LlzZ7XRxu5EaWlp+OWXX3D16lWT\n", "li8qKsLJkycxd+5cPPvss/pRuuoTJiOIzGCs5YKp82ti7K3ylStXMHbsWGRmZuLs2bP6IdFCQ0Ph\n", "7u6O69ev4/Lly7Y6RItptVps3boV9913n35aSkoKysrKsGfPHidGZl8rV65EYmIimjZtWuNyPXv2\n", "RFZWVrWbqdLSUuzYsQP3339/rfty9WEPXT0+e/Lx8cGMGTOQnp5e49Bela8RUVFR+OSTT/Dyyy+b\n", "dJPnjM/X09MTSUlJ2Lp1q0nLl5WVYcuWLXjwwQftEg/Vrm/fvigpKTHr7dzatWsRHR1t1yE9axMf\n", "H49evXrhgw8+qDKE7bVr1/DDDz/csa0idCIjI/HCCy9g+vTpyM/PB3BrWE+FQmHRsJJ3kqeeegoA\n", "8MUXX5i0vO46Gx0djaNHj2LLli0m34vdySIiInDXXXfVOsTnxYsX8e233+Lpp59GSEiI2b8vzzzz\n", "DDZv3qxvKbhu3TpotVr06dPH4tjrirS0NJSXl9f6GVe+F2jfvj2uXr2KESNGOChKF2O3DiB1GGtG\n", "kDH2GG5Jp7CwUMLCwkyqCaHrS3zo0CHx9/eXbt26mVXwxh71BA4cOCAAZMuWLfppFRUV4u/vL2+/\n", "/bZN9+Uqrl27Jt7e3vLBBx/Uuqyu7++yZcuqTNeNonDgwAGT9unqwx66enz2pNVqJSkpSWJiYiQ/\n", "P9/gd8zQNaJLly4m78MZn+/UqVMlICCgxuKaOtu2bRMA1WqYkONotVpp1aqVPP300yYtX1FRIeHh\n", "4RbXPLGlHTt2CAD57rvv9NOWL18uAOTEiRNOjMwxioqKxN/fX19k8N1335WQkBAnR+UaRo4cKc2a\n", "NTOpfk19rF1kqscff7zW35x///vf4ubmJhqNxqJ9XL9+Xfz9/WXSpEkiIvLYY49Jx44dLdpWXaPV\n", "aqVx48by8ssv17hcXTlHWcDSSZiMIEOMFZB0c3OTtm3bSqtWrUSlUllcYPK3334TT09Psy9Ou3bt\n", "Eh8fH+nTp0+tVdBNHRrUkmTFrFmzxNPTs1qRqL59+0paWppZ26ordON2Z2dnm7R8TEyMjBo1qsq0\n", "KVOmSHBwsEkPepW5QhX4mrh6fPaybt06ASCNGjWq9h0rLCyU8PBwmxShdeTnu3XrVpMTZpaez2Rb\n", "L730koSGhkpBQUGty+7bt08AyObNmx0QWe26desmiYmJ+lEzBg4cKAkJCU6OynH++c9/ikqlkmPH\n", "jskLL7wgMTExzg7JJegKQX///fc1LlcXin0705w5c8TNzc3oCyytVivR0dEyePBgq/bz4osvSmho\n", "qJw5c+aOLj5ryIgRI2osLF2XzlEWsCSqAzw8PJCUlIS0tDSDBZKuX79epcmpIbt27UJycjKaNm2K\n", "Dh06QK1Wm1wwKCkpCf/73/+wYcMGjBkzBlqt1mjNCkM1KSrXOrCmm8mW/8fefcdHUe3/43/tbtqm\n", "Vwi9CgakBTFISSjGiHJpH7wUy6WIDURAEAREFKXZsKAg6uV6FctXuiK9hJKAghA0oWgInfS+KVvO\n", "7w9+M3c3u0k2my0JeT0fj3ns7szsmfeWae8558z+/ejTp4/ZdxAdHY2EhARotVqryqkLrO3zY9Om\n", "TejSpQvuuusuq8qNi4vD7t27IYSQx+3btw+DBw+GUlmzzbErOqisiboen6O8/vrrAG53bCqtY0OH\n", "DsUXX3yBMWPGyG3Aa8uZ329UVBQ8PT2taqqxa9cuxMbG1vj/TPaTkZGBXbt2ISMjA506dap2O/7L\n", "L7/A19cX/fr1c2KUlZs/fz5OnDiBLVu2IC0tDTt27Ljjm2gYmzZtGlq0aIG5c+ciLS2tQW5HLenV\n", "qxd69eqFjz/+2NWh1Gv9+/eHTqertPlsYmIi/vjjDzz99NO1Ws6oUaOQkZGBu+++G4WFhdi0aVOD\n", "aSozePBgnD59usZ9nDRYDktz1GOsGUGVsaWZBgDRv39/kZKSIs9nfFVz48aNwsvLS0RHR4ucnByz\n", "6db67rvvBAARHh5useZDZZnY8PBweVm2VhvTarXC399fLFmyxGxaYmKiACASExNr9HlcwdqaI0II\n", "cePGDeHn51ejWzjt2bNHABBnzpwRQgiRl5cnlEql+Oyzz+wRPrlYZeuYNMTExIg2bdrUi6qZFcXE\n", "xFR728fMzEyhUCjEv//9b+cERRbVdDver18/MXz4cCdGWLVbt24JHx8f4eHhIQIDAxvk8diaNWsE\n", "AKFQKIRara5yX9SQrF+/XgAQ58+fr3K+3r1718vtrDPo9XoRFBRUafPZiRMnitatW9e6dlt9aYbg\n", "CFevXhUAxA8//FDpPFFRUfXi+2EzDRdhMoIqU117bUvT/9//+3+iffv2wsPDQ8yePVv07t1bnt66\n", "dWsBQIwZM8Yu98Bu27at2cbt3nvvFZs3bxYvvvii8PDwsHiSFBAQIDp27GixmYg11cak6pNHjhwx\n", "m1ZeXi68vb3FypUra/35HM2anaeUsAgODhYARLdu3aw+SCwpKRFqtVr+LrZu3SoAiNTUVLt/FnK+\n", "ypIRAQEBIjk5WQhRf/vUWLRokQgODq7yAFVKiF67ds2JkZGxmlb/zc3NFSqVSqxZs8YF0VrWkE9i\n", "JPwOLCspKREhISHixRdfrHK+5557TgAQISEh9Wo76yxDhw4VDzzwgNn4vLw8oVarxVtvvVWr8utT\n", "MwRH6dChg3jmmWcsTjMYDGL06NFCoVCIsLCwOv0fZTLCRZiMoOpUV3Oh4nSNRiPmz59vMRHQtGlT\n", "u7Svru6qbHh4uAgKCjIb3759e7Fs2TIxefJk4eXlZdPOY8WKFcLHx0eUlZVZnP7AAw+IoUOH1voz\n", "WsuWmiWVfX8hISEiKSlJbr9c24PEIUOGyH1ovPDCC6JNmzY1ipPqNmv/H/WtT439+/cLACIpKanS\n", "eSZOnCjuueceJ0ZFFVW2HfPy8hJ//PGH2fw//PCDACAuX77sgmjN8SSG30F15s6dKwICAkRRUZHF\n", "6d9++60AIFatWlXvtrPOIh2zabVak/GrV68WKpVK3Lhxo1bl8z98OyHWvn17i9Okmk/ffPNNnf+P\n", "ss8IojqquvbaFaer1WrMmjULYWFhZvMKIZCbm+uQOAEgKCgIZ86cwY0bN3Du3Dn51qBSnxRHjx7F\n", "vHnz8Pnnn6NHjx5m77fmtoH79+9Hv3794OHhYXF6dHQ0jhw5Um3fGbVVmz4vKpOdnY2uXbvC19cX\n", "Xbp0we+//242z6VLl6zqYwK43W/E4cOHUVxcjL1791p1S0+qP7Zs2WK2jlnq96W+9anRu3dveHh4\n", "VNpvhBACu3fv5i09Xayy27/qdDr069cP//73v+U+a7Kzs7F582Z06tQJLVu2dHKkRLZ59tlnUVhY\n", "iG+++cZsWlJSEiZNmoTHHnsM06dPr3fbWWfp168fiouLTY5nhBBYu3Ythg0bhiZNmtSq/IZ8m2/J\n", "4MGD8ddff+HKlSsm43/77TdMnz4dzz33HMaPH8//KAAmI4icyM3NzWFlV7bxj4iIQNeuXeV7lR89\n", "ehRnz57F2bNncfToUZP7lxufSPn6+kKhUGDt2rVVLre8vBxHjhzBoEGDKp2nf//+yMvLwx9//GHz\n", "57NGdR10VqWy769Hjx7Yvn07lixZgsjIyFonVOLi4lBeXo5169YhJSUFgwcPrlV5VLdUt47VV2q1\n", "GlFRUTh06JDF6cnJybh+/Tri4uKcHBlVZCkhdvbsWQwbNgyTJk3CwIED0bNnT3Tp0gXff/89cnNz\n", "60zHcjyJ4XdQndatW2Po0KH4+OOPTTqDzsnJwciRI9GxY0d89tlnUCgULoyybrv33nvh5eWFw4cP\n", "y+N+/fVXJCUlYcqUKXZZhrWJ+TvVwIEDoVAosH//fnlcTk4ORo8ejW7duuH99993YXR1jMPqXNRj\n", "bKZBjuLodqD2ao+elZUlLl68KPz9/au9V/KRI0cEAHHixIlK59FoNMLd3V189NFHNY7FWvaoFih9\n", "fx4eHsLLy8vi91fb3/DWrVvCw8NDKJVKAUD06tWrTrYTJKpo4cKFIjQ0VG6yZOy9994TXl5eQqPR\n", "uCAyssRS9d8dO3ZY7DuoLvVHUF/7VbEnfgdV2717twAgtm/fLrKysoROpxNxcXEiODhYXLp0ydXh\n", "1QsxMTFixIgR8uvJkyeLli1bCp1OZ9fl1PVmCI4UGRkpHn/8cSHE7Y5DH3nkEREcHCzS0tJcHJn1\n", "2GeEizAZQY7irAMMe238Fy5cKNRqdZUxLlmyRAQEBJi1Payob9++4tFHH611TJWxVxtFnU4nfHx8\n", "xKuvvmpxem1/Q3ZMRvXV3r17BQCLfQ/ExcWJBx980AVRUU1kZWWJ8PDwetGWuyGfxEj4HVh28+ZN\n", "4eXlJby8vESTJk1Es2bNhEKhEHv27HF1aPWGcXI5Pz9feHt7izfeeMPVYd1R5syZIxo3biwyMzPF\n", "W2+9JRQKhdixY4erw6oR9hlBdIdxVhVue7VBmzlzJtzc3PD2229XOs/+/fsRHR1dbROU6OhoxMfH\n", "m1SrtCd7VW39888/UVxcXGlfDrX5DbOzs5GWlmY2viZ9ThC5yv333w93d3ezfiNKS0tx6NAh9hdR\n", "T9SX6utsS83voDKjRo1CaWkpSktLcfPmTVy/fh0tW7ZkH0w10L9/f2RlZeH8+fPYsGEDSktLMWnS\n", "JFeHdcfIyMjATz/9hPT0dLRv3x4LFizAzJkzMWTIEFeHVucwGUHkAvXlACM4OBgvvvgiVq9ebbFN\n", "cWlpKY4dO1ZlfxGS6OhopKen46+//nJEqABut1Fs3749AECpVCIsLKzGbRQTExOhUqnQs2fPKuer\n", "L78hkb14e3vjvvvuM0tGHDlyBKWlpewvoh5gfwRU31WW1C8vL2dSvwbuv/9+KJVK/PLLL1i9ejWG\n", "Dh2KZs2auTqsO8aIESOQkpICAMjPzwcAJCQkuDKkOovJCCKqklQ74p133jGblpCQgLKyMgwcOLDa\n", "cvr06QOlUon4+HhHhAng9oG2SqVCXFwcpkyZAl9f3xrXPElISEC3bt3g4+PjkPh4IkD1WUxMDA4d\n", "OmRSw2nXrl1o0qQJOnfu7MLIyFoNvWM5IgJKSkqgVqvx8ssv448//sCFCxfqTEe29V1lCbO0tDQm\n", "zCxgMoKIqhQcHIzp06dbrB1x4MABhISEoEuXLtWW4+/vj+7duzs0GbFp0yacP38er7/+OuLi4nDp\n", "0iVcvXq1RmUkJiaid+/eDoqQJwJUvw0YMACZmZnyFR8A8i0960v1/4buTr3jCzUMTOrbx4gRI1Bc\n", "XAydTgcAOHfunNV3HyOyJyYjiKhaM2fOhEqlMqsdsX//fgwYMABKpXWbEqnfCEcQQuCtt97C4MGD\n", "ERUVhX79+gGAya2rqpOTk4Nz5845NBnBEwGqz/r06QM3Nzf5Fp83b95EUlISm2jUQ2xqRvUVk/q1\n", "w/6rHIsJs5phMoKIqhUSEiLXjsjMzAQAFBcX4/jx41b1FyGJjo5GWlpatbUVsrOza7xD3LFjB86c\n", "OYMFCxYAAMLCwtCpU6caJT9OnDgB4HZbSkfjiQDVRz4+PujVq5fcb8SePXugUCjYcRwROQ2T+lTX\n", "MWFmPSYjiMgqM2fOhFKplGtHHDlyBDqdzqr+IiTV1VbIyMhAnz590KVLF3Tp0gV9+vSxqg2jVCvi\n", "/vvvx4ABA+TxNa2JkZCQgNDQULRr187q9xA1NMb9RuzevRuRkZEICwtzdVhE1MAwqW8bXrl3PCbM\n", "rMdkBBFZRaod8fHHH+P8+fPYsWMHwsPDcffdd1tdRlhYGCIiIipNEIwYMQIJCQm4efMmbt68iYSE\n", "BKvaMB48eBAJCQlYsGCBSbv16OhopKSkWN0pk9RfBNu+E1VuwIABSE9PR0pKitxfBBER1R+8cu8c\n", "TJhVj8kIIrLaE088gdLSUvTs2ROffvoptFqt3GzDWpXVVqhNG8a33noL3bt3x8MPP2wyvn///gBu\n", "1+KojsFgwPHjxx3aXwTRnaBPnz5QqVRYsWIFMjMz2V8EEVE9wyv3VFcwGUFEVps0aRIMBgOKi4uh\n", "1WqRnZ1d496XpdoK58+fNxmv1WpRXFxsNr9Wq62yvOPHj2Pfvn2YP3++WY2G5s2bo23btlY11Th3\n", "7hzy8/Od0l8EUX0m3RLuq6++gkKhwLx583hLOCKieohX7snV6lwy4vTp0xg+fDg6deqErl27omvX\n", "rli5ciX0er08z86dOzF69Gjcfffd6Nq1Kzp37oyZM2dWeoX2yy+/RLdu3dCtWzd07twZb7/9tsk9\n", "0omoevbofTkjIwPvvfcegNudRPbp0wfp6enYsmULoqOjUVBQYPaenJwcnDp1qtIyly5dio4dO2LU\n", "qFEWp1vbb0RiYiIUCgV69epl1WchaqhGjBiBoqIiALf7a0lMTOQt4YiIiKjG6lQy4sqVKxg4cCD8\n", "/PyQlJSEpKQkfPHFF1i8eDFefvllAMCtW7fw8MMPo1OnTkhJSUFSUhJ27NiBn376CVFRUSgsLDQp\n", "c/Xq1Zg2bRq+/PJLnDlzBj/99BPeffddzJs3zxUfkahBGzFiBE6ePAkAyM3NRUJCAjp06ICRI0ei\n", "devWOHDggEkbxt69e2PAgAF45JFH8MMPP5iVd/bsWWzbtg2vvPIKVCqVxWVGR0fj9OnTyM/PrzK2\n", "hIQE3HPPPfDz86v9ByW6Q/GWcERERGQvdSoZ8fPPPyM/Px+zZ8+Gm5sbAKBXr16IjY3FN998I88X\n", "HByMN954Q66S3apVK8ydOxdpaWn48ccf5fkKCwsxf/58TJw4ET179gRwu6fYmTNn4r333sOlS5ec\n", "+OmI6rfa9r5c2UmMRqPBd999h127dmHAgAEmbRgTEhKwc+dO/POf/8TYsWPxySefyGVlZ2dj6dKl\n", "aN26NcaPH1/pcqOjoyGEwNGjR6uMLzExkU00iIiIiIicpE4lI6QrmxXbiJeXl8Pd3R0AEB4ejlu3\n", "bpm9t1mzZgCAvLw8edzOnTtRWFiIwYMHm8w7aNAg6PV6bNy40a7xE93pHNH7clhYGB544AGT/h6M\n", "2zC6u7vjq6++wvTp0zF16lS0aNECXbp0QadOnfDdd9/hueeek7cPlrRt2xZNmzatsqlGfn4+/vzz\n", "T3ZeSVQN3hKOiIiI7KVOJSPGjx+Pzp07Y/HixXKV6p9//hkHDx7EkiVL5PmkWhPGpM7wBg4cKI87\n", "ffo0AKBdu3Ym80qvk5KS7PsBiO5wtel9uTYnMUqlEu+//z5atmyJa9eu4ebNm3KHedUlQxQKRbX9\n", "Rvz6668QQrBmBJEVeEs4IiIisgfzs3oX8vX1xf79+zF58mSEhoYiNDQUWq0Wa9aswb/+9a9K36fV\n", "arFu3To88cQT6N69uzxe6tDS39/fZH7pdU1vSUhEt9l6BXTLli0YOXKk3ESqTZs2Vp/E5OTkWLyz\n", "xuXLl5GdnV1lTNHR0Zg+fTo0Gg28vb3NpickJCAwMBAdOnSw8pMQNVxSUlLqI4I1IoiIiMgWdSoZ\n", "cfHiRTzwwAO47777kJWVhYCAAJw4cQIjRozAsWPHsHbtWovvW7BgAby9veX25ERUN7nqJCY6Oho6\n", "nQ6JiYkYNGiQ2fTExET07t0bSmWdqixGVKcxCUFERES1UaeSEQsXLsT169exbt06BAQEAADuu+8+\n", "zJ07FzNnzsTo0aMRGxtr8p533nkHe/fuxb59++Dj42MyLTQ0FADMbhcovQ4LC6synhkzZiAwMNBk\n", "3Lhx4zBu3LiafzgiktlyEiM187h586bJeGuaeURERCA4OBjx8fFmyQjp1oTTp0+vcUxERERERPXd\n", "t99+i2+//dZknHFfjI5Sp5IRSUlJCAsLM0sASFWnz5w5Y5KMWLp0KbZv344DBw7IyQtjPXr0AACk\n", "pqaiW7du8vjU1FQAMBlnyapVqxAZGWnbhyEiu7O1mYdSqUT//v0t9htx8eJF5OTksPNKIiIiImqQ\n", "LF1wP3XqlHxHSkepU3WSw8PDkZWVheLiYpPx0u0Aw8PD5XELFizA7t27sXfvXjkR8dNPP+GNN96Q\n", "5xkyZAj8/Pywd+9ek/L27dsHlUqF//u//3PQJyEiR6hNB5rR0dFISEhAeXm5yfiEhAQAQFRUlN3j\n", "JSIiIiIiy+pUMmLGjBkwGAyYOXMmdDodgNu1GN5++220adMGo0aNkudbs2YNHnvsMWzevBlff/01\n", "vv76a2zfvl2+Ygrc7hBz2bJlWL9+PU6dOgUAuHTpElatWoVZs2ZZ7NmfiOo+41t/Wis6OhqlpaX4\n", "7bffTMYnJiYiIiLCrEYWERERERE5Tp1qpjF8+HDs378fy5cvxz333AMPDw/o9XoMHz4c8+fPh7e3\n", "N5KSkvDhhx9CoVDgmWeeMXm/QqEwu+vG888/D7VajQkTJkChUECr1WLWrFmYM2eOMz8aEblY9+7d\n", "4evri/j4ePTp00cen5iYyFt6EhERERE5WZ1KRgBATEwMYmJiKp3etWtXGAyGGpU5ceJETJw4sbah\n", "EVE95ubmhr59+yI+Ph7z5s0DABQVFSEpKQnPP/+8i6MjIiIiImpY6lQzDSIiR4qOjsaRI0eg1+sB\n", "AL/99hsMBgNrRhARERERORmTEUTUYERHR6OwsBBnzpwBcLvzSj8/P0RERLg4MiIiIiKihoXJCCJq\n", "MHr16gVPT0/5Fp+JiYm47777oFKpXBwZEREREVHDwmQEETUYnp6e6N27N+Lj4yGEQEJCAptoEBER\n", "ERG5AJMRRNSgREdHIz4+HqmpqcjMzETv3r1dHRIRERERUYPDZAQRNSjR0dHIzs7Gl19+CQBMRhAR\n", "ERERuQCTEUTUoNx///1QqVT4+OOPcddddyEkJMTVIRERERERNThMRhBRg5GRkYHY2FgolUoUFBQg\n", "Ly8PGRkZrg6LiIiIiKjBYTKCiBqMESNGICEhAVqtFgCQmZmJkSNHujgqIiIiIqKGh8kIImoQsrOz\n", "kZaWZjb+0qVLyM7Odn5AREREREQNGJMRRERERERERORUTEYQUYMQEhKC1q1bm41v06YNO7EkIiIi\n", "InIyN1cHQETkLFu2bMHIkSNx6dIlALcTEZs3b3ZxVEREREREDQ+TEUTUYDRq1AhHjx6V+4hgRlVL\n", "lgAAIABJREFUjQgiIiIiItdgMoKIGhwmIYiIiIiIXIt9RhARERERERGRUzEZQUREREREREROxWQE\n", "ERERERERETkVkxFERERERERE5FRMRhARERERERGRUzEZQUREREREREROxWQEERERERERETkVkxFE\n", "RERERERE5FRMRhARERERERGRUzEZQUREREREREROxWQEERERERERETkVkxFERERERERE5FRMRhAR\n", "ERERERGRUzEZQUREREREREROxWQEERERERERETkVkxFERERERERE5FRMRhARERERERGRUzEZQURE\n", "REREREROxWQEERERERERETkVkxFERERERERE5FRMRhARERERERGRUzEZQUREREREREROxWQEERER\n", "ERERETkVkxFERERERERE5FRMRhARERERERGRUzEZQUREREREREROxWQEERERERERETkVkxFERERE\n", "RERE5FRMRhARERERERGRUzEZQUREREREREROxWQEERERERERETkVkxFERERERERE5FRMRhARERER\n", "ERGRUzEZQUREREREREROxWQEERERERERETkVkxFERERERERE5FRMRhARERERERGRUzEZQURERERE\n", "REROxWQEERERERERETkVkxFERERERERE5FRMRhARERERERGRUzEZQUREREREREROxWQEERERERER\n", "ETkVkxFERERERERE5FRMRhARERERERGRUzEZQUREREREREROxWQEERERERERETkVkxFERERERERE\n", "5FRMRhARERERERGRU9W5ZMTp06cxfPhwdOrUCV27dkXXrl2xcuVK6PV6k/lSUlLw8MMPIyIiAh07\n", "dsS4ceNw48YNi2V++eWX6NatG7p164bOnTvj7bffhhDCGR+HiIiIiIiIiCqoU8mIK1euYODAgfDz\n", "80NSUhKSkpLwxRdfYPHixXj55ZdN5uvfvz+6du2KlJQUJCcnQ6FQICYmBoWFhSZlrl69GtOmTcOX\n", "X36JM2fO4KeffsK7776LefPmOfvjERERERERERHqWDLi559/Rn5+PmbPng03NzcAQK9evRAbG4tv\n", "vvlGnu+1116DEAJvvPEGAEClUuHdd9/FpUuXsGrVKnm+wsJCzJ8/HxMnTkTPnj0BAG3atMHMmTPx\n", "3nvv4dKlS078dEREREREREQE1LFkhEqlAgBotVqT8eXl5XB3dwcA6PV6bNy4EX379oWHh4c8T5Mm\n", "TXD33Xfj+++/l8ft3LkThYWFGDx4sEl5gwYNksshIiIiIiIiIudyc3UAxsaPH4+PPvoIixcvxoYN\n", "GxAQEICff/4ZBw8exKeffgoASE1NRVFREdq1a2f2/rZt22LHjh3QarVwd3fH6dOnAcBsXul1UlKS\n", "gz9RzRUVFSE9PR0ajQahoaEICwuTa4k4i0ajQU5ODnx8fODv7y8niRoCjUaDzMxMZGVlwdvbG02a\n", "NEFAQAAUCoXTYtBqtcjMzIRer0dgYCB8fX2dunxX0+v1yMrKQlFREfz9/REQEGCSeHQ0IQRyc3Pl\n", "dSAgIABqtdqpv0FBQQFu3boFtVqN0NBQqNVqpy27odPpdMjMzMStW7dQWlqKJk2aoEmTJvD09HRq\n", "HFqtFhqNBj4+Pk7fB9Bter0eCoUCSqVrrtsIISCEcNnyXU0IAb1eD5VK5fR9YFFREa5cuYL09HT4\n", "+/sjLCwMYWFhTtsWCyGQmZmJa9euwdPTE6GhoQgODpYvzDlLWVkZlEql05cL3N4GZmRkQKvVIiAg\n", "oMEdj9YFOp0ORUVF8Pb2dupxmMRgMCAvLw/u7u7w8fFpkNtCnU4Hg8Hgku/fWerUEY6vry/279+P\n", "yZMnIzQ0FKGhodBqtVizZg3+9a9/AQAyMzMBAP7+/mbv9/f3h8FgQE5ODho3blzpvNJraXpNpKam\n", "YvXq1SgrK0N5ebnJYDzOYDBArVZXOgghkJGRgfT0dJNBo9GYLE+hUCAkJASNGzc2GYKCglBaWori\n", "4mJoNBqzx/Lycvj4+MDPzw/+/v4mj35+fvD09ERmZqa83Fu3bsmPRUVFZr9LQECAPPj7+5vtFKQD\n", "BeMDBjc3N7i5uUGlUsnPpddKpRIajQaFhYUWh6KiIqhUKnh6esLT0xMeHh7yc2mQypEOFis+l5Zr\n", "vHzpuVKpRH5+PjIzM5GZmYmMjAxkZmaiuLjY7DdXq9Vo2rSpPDRp0gRNmzaFm5sbNBqNyfduPCgU\n", "Cnh7e0OtVsPb29vkuVqtRklJCdLT0+X/gfSYm5trsnyVSoWAgAAEBgaaDJ6enjAYDNDr9RYfAcDd\n", "3d1kcHNzk58bDAYUFxejuLgYRUVFJo/FxcXQ6XTw8vIyGdRqtfzc09MTCoVC/s4rPlepVPDw8JB/\n", "O+m59Fqv1yMjI0P+70lDZmamHL/E29vb7Dvw9fUFAJPPLA1Sh7fS9+7j4wMfHx/5ube3N9zd3ZGZ\n", "mYmbN2/i1q1b8uOtW7dQXl5usnx3d3cEBgbKMUjrQlUHRgqFAmq1Gr6+vvLyfXx85NdeXl7yweb1\n", "69flx+vXr5v1fSMlJUJCQuTH4OBg6PV6i7+f9Oju7g5fX1+TwTgGrVZrss5VXAfd3NxMthsVtyUA\n", "UFJSgtLSUpNH6bn0HRj/740Hg8EgL7eoqMhkKCwshMFgkP9rlh7d3NxMfnfjQQgBhUJh8h5pkF6X\n", "l5fLv7k0ZGZmWuzgODQ0FE2bNkWzZs3kbYG0HdZoNCgpKZEfpefG65D0mY2fKxQKZGdnIysrC1lZ\n", "WSbP8/Ly5GV7enrC19cXfn5+Jo/e3t7yOiCduErPpXXIeNtbcVAqlSgvL0dpaSnKysrMHsvKyird\n", "vhqv4xW/Y+PnAMzWT+P1VKPRyL+59N813g55eHiY/GcrPgohqtwXq9Vqk/1XxUGj0SAjI8NkkPYJ\n", "WVlZACAvT/rejZ8rFAqUlpZWOqhUKrP9r/FrvV4vJz8rPubl5cFgMJgt3/jRy8tL/k0sDQqFQv4/\n", "S/8R6Tlw+4Sv4rbf+LX0H65sPfbw8JDLNf7/Sc8VCgXc3d1Ntv/GrwEgPz8feXl5yM3NRV5ensnz\n", "8vJyKJXKSo+lqvv8KpUKarXabB8gDe7u7rhx4wauXr2KK1euyI/G658xX19fhIWFoVGjRggLC0No\n", "aCgMBoP8n5PWG+P/oJ+fH4KDg+XttvFjYGAgMjIycPnyZaSlpZk8lpSUmC0/MDDQZF8QGhoq/waV\n", "/cZSMkFa742PBdzc3FBcXIycnBxkZ2cjJyfHZJCOSb28vORjP+P9gL+/P5RKZbXrgPG+03gfGhgY\n", "CK1Wa3E/nJWVZbYt9vPzMytDrVZDr9dXOqhUKrP9oPGgVCrN/ne5ubnyc41GY3YcY/zc3d290uMw\n", "KaEprcOW9sceHh4my6w4FBYWyttbS4Obm5u8jlraz0rriPGxifGjwWAwWQeNvwPjYxFPT0/5HMD4\n", "0c/PD0ql0uKxmDR4eHiYxSXF6unpifz8fLPtr/RcOp5TKBTy71/xv2gwGOT9rqXBx8cHjRo1QuPG\n", "jeVH4+fl5eVm52PGg8FgMDueNx4UCoXZNsB4X2S8H6i4/kjxS/v/io/StsjX19dk+2H83MvLy2T7\n", "XXFbrtfrLcYtbRO9vb3Ro0cPDB061OJ2z+FEHXLhwgXRsmVLMXr0aJGXlyeEEOL48eOiSZMm4umn\n", "nxZCCHH06FGhUCjEokWLzN7/2GOPCYVCIW7duiWEEGLKlClCoVCI1NRUk/m0Wq1QKBTioYceshjH\n", "yZMnBQBx8uRJs2lHjhwRADhw4MCBAwcOHDhw4MCBA4d6PUycOLHG58T2UqdqRixcuBDXr1/HunXr\n", "EBAQAAC47777MHfuXMycOROjR49G69atAdyuxlxRQUEBVCoVgoODAdy+kmVpXul1WFhYlfHMmDED\n", "gYGBJuPuu+++mn8wKwQFBZnUfPDx8UFWVpZJZq60tNTq8qQsZU0EBAQgPDwcjRs3RnBwMDQaDfLz\n", "81FQUID8/Hzk5+dbrDlgT1JtDl9fX+j1eouZRntTKBQIDg5Go0aNTK52aDQa3LhxQx4qu1JiL76+\n", "viaZW5VKJWerjYeKt7m1J+OrkG5ubiZXNyxdpbEnd3d3+f8fHh4Of39/FBYWmn3+ijV37CksLAxN\n", "mjRBeHi4/B/Iy8sz+R3y8/NrvG5Zy9vbG82bN0fz5s0RHh6O0tJSsyy5TqersgypNoa3t7dcxVLK\n", "jFdHoVCYXHnV6XQoLCxEQUEBysrK7PUxqyX9B5VKpXylvrS01GHfO3D7vx8eHm4yeHh44ObNmybb\n", "gYp9GtlbUFCQfOXTz89PrjlgXHukYg06R5CuXisUCrMaJ8bP7UmpVJpcMfT29oZWqzWpNVGT/6G7\n", "u7tNv5darZb3BUql0uS7LywsrHYdNK49ptfrUVBQYPW+S6FQICAgAEFBQQgODoZKpTJZtjXLry3j\n", "mgTu7u5ybR9pcDTjWnA+Pj4oKyszqXElPXfENsnd3R3NmzdHixYt0LJlS4SHh6OwsNCsFmVOTo7V\n", "5dX0P6hWq9GqVSu0bt0aLVq0gFarNak1lZWVZVaD0p48PDzkK65BQUEAbh83Gw/V/QelWnGenp7y\n", "fqQmy5f2w+Hh4fKVc2k/LD06+r+oVCoRGBgIb29vs5pXjjwOk3h5eSEoKAj+/v5ykyVLg1arlWuz\n", "2YOHhweCgoIQFBSEwMBA+Pv7o6SkRP4NpHMCR+6PPT095WPy0NBQeTsqLb+goKDS8xGpVrI0eHl5\n", "oaioSG7yUxP+/v5o3Lgx3N3dzWpbVPf5pX2o8TpQk31mYGCgXANKpVIhNzdXrr1Uk32AVKumuvd4\n", "e3vj22+/xbfffmsy3tHnPkAda6aRlJSEsLAwswRAhw4dAABnzpzB4MGD4efnh9TUVLP3p6am4u67\n", "75bbtvXo0UMe361bN5P5AJiMs2TVqlWIjIw0GVdUVIRBgwaZVDm0VA1doVCY7cCNByGEfOIZFhZW\n", "bVsgIQQKCwvlxER+fr7FajY+Pj5Qq9VQqVQoLS2VTySMHwsLC1FSUoLQ0FA5+dC4cWN4eXlVGQNw\n", "u+2SVI6oUBXQeCWTNpw6nQ46nc7icynxIA0+Pj7VtgcU/3+V3LKyskoPkI2rABsvt2IcUjvQkJAQ\n", "q9pkl5SUmJyYSNVnK/sNhBBm1caMX3t5ecmJh0aNGslVrqv7/BqNBrm5udBqtSZVUSs+CiGg1Wor\n", "HaQTT+Mqz1W1C5W+e+nEsKysrMrquXq9vsrq08Dtk3/pPxgYGGhVu2CtViv/BytWxzV+DcCsGY1U\n", "bU2j0aCsrExefpMmTdCoUSOr2sUKIVBUVIT8/PwqdywGg8FkmcbVoIuKilBSUoKQkBA0b94czZo1\n", "Q/Pmzavtn0QIgYKCAmRnZyM7O9usCru3t7fFdUgIgbKyMrOq8O7u7ibroFTd0JLy8nKTZhwFBQVQ\n", "KBQmzXeMq4VKVYeNTySMmzGUlJSYVZ+VYqisXahOpzNJTuh0OrPf3XiQqk9XbHogvVapVPIBb1BQ\n", "ULX/P6kqpbQNkLbDlqqeqtVquLm5yZ+/YlOW0tJS6PV6s6Y31myLpOY5UnOwik2kpEdpXuNtoDRo\n", "tVro9XqLTWA8PT2taptrvD02/n4tNfOo7Hfy9vY2abpU3W+g0+lM1ielUmlxP+zm5gaFQiHvs6QD\n", "6YqDt7e3XO1eGnx8fKr9zFJyAIDJOiDt/yuS1h/j/bC0DZNO+oKCgqpt/iUtX0qQlJaWWtz/GQ/S\n", "/wOA2XM3NzeTZguVbUOMl2+8TpeXl1fZXM94PyRt+42fCyFMkg816RdAWr+rOg7Q6XQm+4GKQ1lZ\n", "GcLDw9GyZUu0aNECjRs3tuq/r9Pp5O1wZU1Kpf9gaWmpSTMI48e8vDyEhITIyYdWrVohLCzMqvVA\n", "KkM6yaj420qP0jZAq9WaPWq1Wvj4+MjVvoODg6vcD0j/gdLSUnm9Av6XgJPWBemzS4xPJo2TCvn5\n", "+VAqlXLfPOHh4VYfC5SXlyM/Px+lpaVyM1xLg16vt9gM0DhRL514G5+ES80PLJGSAGVlZdDpdJUe\n", "hymVSgghTPa7FffDZWVlJsuWBmuOyY0ZDAaTZJ1xAq+q43XgfwlAabnVff/SsaiUHABQ6XZeasJg\n", "KTYpPn9/f5NtsJ+fn1XrQFFRkXwhWjoGr2wbLIRAXl6eWdPojIwMeHh4mDWHb9SoUaV9xEjbNWm7\n", "AsBk3Xd3dzf770jHhMZJvcLCQnkdsPZYQDoGNd6WlJaWmhwLGg/S76nVaqtsytK8eXN07doV48aN\n", "M1neqVOn5DtSOopC2PvSRi0MHDgQR44cQV5ensnBwKeffoqpU6fiq6++wuOPP46JEydi27ZtuHnz\n", "pnwSf/PmTbRo0QKvvfYaXn31VQC3EwfNmjXD448/jtWrV8vlrVixAgsXLsTFixflmhbGpC/+5MmT\n", "ZskIIiIiIiIiojuZM86J61S3pDNmzIDBYMDMmTPlTG9qairefvtttGnTBqNGjQIAvP7661AqlVi0\n", "aBGA29mx2bNno23btpg5c6Zcnq+vL5YtW4b169fj1KlTAIBLly5h1apVmDVrlsVEBBERERERERE5\n", "Vp1qpjF8+HDs378fy5cvxz333AMPDw/o9XoMHz4c8+fPl6uxt2zZEvHx8XjppZcQEREBg8GAyMhI\n", "HDx4UO5hX/L8889DrVZjwoQJcjWVWbNmYc6cOa74iEREREREREQNXp1qplFXsJkGERERERERNVQN\n", "rpkGEREREREREd35mIwgIiIiIiIiIqdiMoKIiIiIiIiInIrJCCIiIiIiIiJyKiYjiIiIiIiIiMip\n", "mIwgIiIiIiIiIqdiMoKIiIiIiIiInIrJCCIiIiIiIiJyKiYjiIiIiIiIiMipmIwgIiIiIiIiIqdi\n", "MoKIiIiIiIiInMquyYi0tDScPn3ankUSERERERER0R3GpmTEoUOHMHDgQEyYMEEe9+qrr6Jt27aI\n", "jIxEZGQk8vLy7BUjERERERFRnVNWVobDhw+7OgyiesmmZMTXX3+N3NxcjB07FgDwxx9/YOnSpWjT\n", "pg1mzJiB3NxcvPPOO3YNlIiIiIiIyNW0Wi0++eQTpKen45NPPsHAgQPx1VdfuTosonrHpmTE0aNH\n", "8cMPP+Chhx4CAPznP/8BAGzfvh3vvfcefvrpJ2zcuNF+URIREREREdUBJ06cwNSpU3H58mVMnz4d\n", "kyZNwr/+9S+8//77rg6NqF5xs+VNeXl56NChg/x6+/bt6NOnDzp16gQA6Ny5M5tpEBERERHRHWfP\n", "nj0ICgpCz549oVKpsHbtWoSGhmLWrFnIysrCm2++CYVC4eowieo8m5IRKpUKBoMBSqUSycnJuHDh\n", "Ap5++mmTeZRK3qiDiIiIiIjuLHv27MGgQYOgUqkAAAqFAkuXLkVISAhmz56NrKwsfPLJJ/J0IrLM\n", "poxBhw4d8PHHH6OoqAiLFi2CUqnEo48+Kk8/ceIEQkND7RYkERERERGRq+Xn5+P48eOIjY01m/bS\n", "Sy/h3//+N7Zu3Ypr1665IDqi+sWmZMScOXMwY8YM+Pv7Y9OmTRg/fjxatGgBAFixYgVGjRqFwYMH\n", "2zVQIiIiIiIiVzp48CD0er3FZAQATJgwAX/99RdatWrl5MiI6h+bmmk89NBD2LVrFzZv3ow2bdrg\n", "hRdeAAAIIZCSkoLY2FhMnDjRroESERERERG50p49e9C2bVu0bdu20nl8fX2dGBFR/WVTMgIAYmNj\n", "zTKCCoUC69evr21MREREREREdc6ECRPw4IMPWj3/xYsXkZqairi4OAdGRVQ/OayXyWeeecZRRRMR\n", "ERERETndvffei2HDhlk9/7Jly/Doo4/iwoULDoyKqH5yWDJi27ZtjiqaiIiIiIiozvvggw/QtGlT\n", "/N///R80Go2rwyGqU6xKRiiVSqhUKqsHpVKJjIwMR8dORERERERUZ/n5+eHHH39EamoqnnvuOQgh\n", "XB0SUZ1hVZ8Rbm5u6NOnj8m4y5cv48qVK2jVqhWaNm0KhUKBGzduIC0tDaGhoejcubNDAiYiIiIi\n", "InImg8GAMWPGYMaMGejbt2+N3nvPPfdgzZo1ePLJJ9G/f3889dRTDoqSqH6xKhkREhKCgwcPyq9P\n", "nDiB+fPnY+fOnejYsaPJvBcuXMBTTz2FBQsW2DVQIiIiIqI7xeLFi6HT6fDmm2+6OhSywunTp/Hj\n", "jz9i2rRpNr3/iSeewNGjRzFt2jRERUWhS5cudo6QqP6xqpnGihUrTF6/8sor+Pzzz80SEQDQoUMH\n", "fPXVV1i8eLFdAiQiIiIiutOkp6dj06ZNrg6DrLRnzx74+Pjg/vvvt7mMVatWYdGiRbjrrrvsGBlR\n", "/WVVMuLJJ580eX3hwgW0bt260vlbt26NS5cu1SowIiIiIlulpqairKzM1WEQmSkoKMD8+fPRsmVL\n", "nDt3Dvn5+a4OiaywZ88exMTEwMPDw+YyvLy8MH/+fHh5edkxMrLVqVOnkJ6e7uowGjSb7qZRUFCA\n", "tLS0SqenpaWhqKjI1piIiIiIbCaEQFRUFB599FF2Fkd1zi+//IJly5YhMjISQgj8+uuvNS5DCIF7\n", "770Xa9ascUCEVFFJSQmOHDmC2NhYV4dCdnLmzBn07NmTv6mL2ZSM6Nu3L0aNGoXffvvNbNqBAwcw\n", "cuRI9OvXr9bBEREREdXUjRs3kJWVhe3bt+Odd95xdTjkAunp6Xj++efr5K0Ut2zZgh49eiA2NhYB\n", "AQFITEyscRkXLlzAyZMnMXfuXF7ZdYLDhw+jrKzMrieu6enpWLduHS/gukizZs0QGBiIs2fP4q+/\n", "/nJ1OA2WTcmIZcuW4eLFi4iKikKjRo3Qo0cPdOrUCYGBgRg8eDBSU1OxfPlye8dKREREVK2UlBQA\n", "wOTJk3HPPfe4OBpyhcWLF+PTTz/Frl27XB2KibKyMvz8888YOXIklEoloqKicPz48RqXc+jQISiV\n", "SqhUKmzcuNEBkZKxgwcPomnTpujUqZPdyrxy5QqefvppXLhwwW5lkvVCQ0Nx48YNhISE4JNPPnF1\n", "OA2WTcmIbt264fDhw+jXrx+ysrJw5swZnDt3DgUFBRg4cCCOHj3KHmKJiIjIJZKTk+Hp6Yk1a9Zg\n", "yJAhrg6HnOzixYtYt24dANS5ZMSBAwdQWFiIESNGAACioqLw22+/1bg5UXx8PCIjI5GcnIznn3/e\n", "EaGSkSVLluDo0aNQKBR2K7N9+/YAwKvyLqRWq/HUU0/hyy+/RHFxsavDaZBsSkYAQPfu3XHo0CGk\n", "p6fj2LFjSEhIQGZmJvbt28erEERERORSAwYMgJubVXcwpzvMokWLEB4ejkOHDtW5u7tt3rwZ7dq1\n", "k4+VZ8yYgQsXLtT4JDc1NRUxMTEIDw93RJgNxl9//YXs7Oxq51OpVFV23m+LoKAgBAcHMxnhROfP\n", "n8ePP/5oMu7ZZ59FYWEhvvnmGxdF1bDVei8dFhaGsLAws/EpKSmIiIiobfFERERENTJ9+nRMnz7d\n", "ZNz169exb98+szuE0Z0lNTUV33//PT777DNER0e7OhwTBoMB27Ztw2OPPSYnH4KDg20q6+jRo9Bq\n", "tfYMr8ExGAwYNWoU1Go19u7dCz8/P6fH0K5dOyYjnKS0tBT//Oc/UVZWhmHDhsl3RWndujVWrlyJ\n", "yMhIF0fYMNlcM6I6gwcPdlTRRERERDXyzTffYMKECdi7d69dytu0aZNNbf3Jsdq2bYuEhARMmDDB\n", "1aGYUSqVOHbsGF588cVal6VQKExuMXn9+nU8/fTTKCwsrHXZDYVSqcT69euRkpKCUaNGVXorYJ1O\n", "57AY2rdvj7///tth5dP/vPTSSzh//jx++OEHs9uzvvTSS7j33ntdFFnDZnPNiOTkZGzcuBHXr19H\n", "eXm5yTQhBPLy8modHBEREZE9zJ49G/v27cP48ePx+++/o1mzZjaXpdPp8NRTT6F///7YunWrHaMk\n", "e4iKinJ1CJVq06aNQ8rV6XT473//i5CQECxbtswhy7hTlJWVwc3NDSqVCpGRkdi+fTvi4uLw+OOP\n", "47vvvoNKpZLnFUKgY8eOmDVrFqZOnWr3WNq3b49Dhw7ZvVwytXHjRnzyySf49NNP0bVrV1eHQ0Zs\n", "Skb88ssvGDZsGPR6faXz2LODFyIiIiJrFBYWwmAwICAgwGS8UqnE119/jR49emDs2LE4cOCAzX1K\n", "HDt2DLm5uTh58qQ9QiYH2rVrF15++WX8+uuvZldD64pt27Zh6tSp+Ouvv+Dp6Vnt/Dk5OWbNO1q1\n", "aoV58+Zh6dKlmDx5stw5IplbtWoVNmzYgJMnT8LNzQ0xMTH44YcfMGrUKDz33HNYu3atfB5z7tw5\n", "pKamol27dg6JJS4uDl5eXhBC8NzJQdLS0jB58mSMHj0azzzzjKvDoQpsaqaxcOFCDBgwADt37kRK\n", "SgpSU1PNhpCQEHvHSkRERFSlDRs2ICQkxKzWJnC7n6vvv/8eCQkJWLBggc3L+OmnnwDcrhqfnp5u\n", "czlkP7/99pvFtvdhYWFISkpCQkKCC6L6n6ou4IWHh+PatWs4ffp0teVcvXoVISEh2Llzp9m0OXPm\n", "IDw8HLNmzapVrHeyoqIivP322+jbt69JMnLYsGH48ssvsW7dOvlOLACwZ88eeHh4OKz/kb59+2L+\n", "/PlMRDiIXq/HuHHjEBQUhHXr1lX7PU+ePBlLlixxUnQE2Fgz4uLFi7h27Rr8/f0rnWfUqFE2B0VE\n", "RERki+TkZLRv377Sq+B9+/bF8uXLMWfOHAwcOBAPPfRQjZcxYcIEtGrVCkePHkVJSUltQ6ZaMhgM\n", "mDRpEho3bow9e/aYTOvevTvCwsKwa9cuxMTEuChCYNmyZdi5cycOHz5sdkLUrVs3eHh44Pjx49U2\n", "MYmPjwcA9OzZ02yat7c33nnnHfzzn//Ezp07bfpv3+lWr16NgoICvPLKK2bTnnzySQQEBODBBx+U\n", "x+3Zswd9+/aFt7e3M8MkO1GpVHjhhRfQrl07BAYGVju/Wq3G6tWrMXfu3Dpbk+pOY1NO5IiJAAAg\n", "AElEQVTNiKZNm1aZiACANWvW2BQQERERka1SUlLQqVOnKud56aWXsG7dOnTu3NmmZXTq1AlTp07F\n", "hg0b7H67P6q5b7/9FmfPnrV4RVOpVCI2Nha7d+92QWT/s2XLFjRr1szilVlPT09ERkYiMTGx2nLi\n", "4+MRERFh8U52ADB69GgMGDAAM2bMsFg7qCGTakU89dRTaNGihcV5hg8fDrVaDQDQarU4ePAgYmNj\n", "nRkm2dn48eOt7kdm6tSpSE9Px8aNGx0cFUlsSkaMGTMGmzdvrnKehx9+2KaAiIiIiGyVnJxc7a3F\n", "FQpFlSckVH+Ul5fj1VdfxfDhw9G7d2+L88TFxeHUqVPIzMx0cnS3XblyBSdPnsSIESMqnScqKsqq\n", "u7McOnSoyhoeCoUCH374IXr37s1aOxVUVSvCksTERBQVFTk8GXHw4EGzGj3kGhERERg8eDA+/vhj\n", "V4fSYNjUTKN///5YtGgR9u3bh+joaDRq1AhK5f/yGkII3u6KiOgOptVq4e7u7uowiEwUFBTg+vXr\n", "1daMoDvH559/jrS0NGzfvr3SeWJjYyGEwN69ezFu3Di7LdvaTge3bt0Kd3f3Ki/URUVF4YMPPkBm\n", "ZmaltR5u3bqF8+fP47XXXqtyeV26dMH69eurjashsaZWREXXr19Ho0aN0KNHD4fGtnr1auTm5rIG\n", "hp0ZDAaT81NrTZs2DSNHjsSpU6cQGRnpgMjImE01Ix588EEkJibik08+wdixYzFo0CAMGDBAHgYO\n", "HMhbexIR1WE6nQ4Gg8Hq+bOzs7F161bMnj0bUVFRaN68OZKTkx0YIVHNpaSkAEC1NSNslZeXh5iY\n", "GPz+++8Abp/gbNu2Dfn5+Q5ZHlWtuLgYb7zxBp544okqm9w0adIE3bt3x7lz5+y27NTUVDRu3Bgr\n", "V66sdt4tW7Zg0KBBZnd4Mda7d2+o1WpcuHCh0nkOHz4MAA7rTPFO5u7ujjfeeAPz5s2z+j1jx47F\n", "5cuXTW716Qjt27e32Pkq2U6n06FNmzbYsGFDjd87dOhQtGjRAqtXr3ZAZFSRTTUjfHx8MHv2bAgh\n", "Kp3n3XfftTkoIiJyHK1Wi4iICFy+fBlNmzZFixYt0Lx5czRv3hxz5841uSo3b948bN++XU48NG/e\n", "HP3798fLL7/ssBM+IluVlJSga9eu6Nixo1Xznzt3DmPHjsWmTZvQtm3baufftWsX4uPj5TuG3bp1\n", "C8OHD8fOnTsRFxdXq9ip5g4cOICCggK8/vrr1c57/Phxu3ZIt3z5cmRmZlZ797js7GwcOnSo2mrf\n", "rVu3Rn5+fpU1zgwGAx566CE0a9bMppgbMk9PTzz//PM1fp+Xl5cDojHVvn17XLlyBWVlZVbd2pWq\n", "d/jwYVy5csXqfYExNzc3zJo1C3///bcDIqOKbEpG+Pr6VltFbO3atTYFREREjrVnzx78/fffePPN\n", "N6HRaHDt2jVcu3YNv//+O15++WWTeTUaDfr164dXXnkF/fv3R6tWrVwUNVH1BgwYgDNnzlg9f4sW\n", "LXDx4kV89913mD9/frXzb9++Hd26dUPLli0BAO3atUNAQABOnTrFZIQLDB06FFeuXEFoaGi189oz\n", "EXH16lWsX78eK1euxOTJk6ud9+6778awYcOqnE+hUFTb9G3MmDEYM2aM1XH+/fffmDJlCr744gu0\n", "adPG6veRc7Vr1w5CCKSlpdl08kzmtmzZgubNm9vczGLGjBl2jogqY1My4uDBg9XO8+eff9pSNBER\n", "OdiQIUPw+++/o3v37tXO++GHH1Y7z9WrV5GcnMyTMap3fHx8MGLECHzzzTd45ZVXqmz/r9PpsGPH\n", "DkydOlUep1AoEBkZiZMnTzojXLLAmkSEva1cuRJ+fn549tlnTcYXFRVBqVSa3Aaye/fu+OOPP5wd\n", "IgCgUaNGOHr0KLZv347p06e7JAZXKykpgUKhcEoNB1u1b98eAPDXX38xGWEHQghs2bIFI0aMsKpP\n", "F3Itm/qMMF5RdDodLl++jMuXL0Ov18vjg4ODax8dERHZnUKhsCoRYa2VK1dixIgR7LiY6qXx48cj\n", "OTkZZ8+erXK+hIQE5ObmYujQoSbjmYyoP4QQuHz5cq3KuHXrFtatW4cZM2bAz8/PZNrjjz+OuLi4\n", "WvWbptVqUVpaWqsYJX5+fhgwYECVnXve6T788ENERESgrKzM1aFUqmnTpvDy8qp3/UYIIXD69Oka\n", "9T/lDL///juuXLlS5d1raoK3yHUsm5IRAJCbm4spU6YgODgYbdu2Rdu2bREUFIRnnnmGnVcSETUg\n", "b7/9Nnr27Il//OMfbGNJLqPVanHp0qUaHxjHxsYiODi42o7Otm/fjsaNG6NXr14m43v27Im0tDRk\n", "Z2fXOGayzQcffIBTp07V+H1r1qxBx44dodFobF72kSNH4OfnhxdeeMFs2rx585CcnIzo6GjcvHmz\n", "xmWXlJQgKCgI3333ndm03377DVeuXKlxmUOHDsWhQ4dQUFBQ4/fWd9IdNIYMGVKn+2JQKpVYtGiR\n", "XS8SOMOePXvQo0cPvPfee64OxcSWLVsQGBhol45es7Ky0KFDB7z33nsmF93JfmxKRhQUFKBv3774\n", "4osvUFRUhMDAQAQGBqKoqAjr1q1D3759UVhYaO9YiYioFgoKCnDt2jW7l+vl5YWtW7ciMDAQDz/8\n", "MHJycuy+DKLq/Pnnn2jbti0SExNr9D4PDw88+uij+Pbbb6tMZJw6dQqPPPKI2a3ievbsCQDyHTbI\n", "sZKTkzFr1iwcOXKkxu+NiYlBWVkZ4uPjbV7+6NGjcfnyZQQGBppN6927Nw4fPoycnBz06dMH//nP\n", "f2qUQFCr1WjVqpXFWmbPPvssFi5cWON4//GPf0Cr1WL37t01fm99t27dOhQUFOCVV15xdSjVeuWV\n", "VxATE+PqMGokNjYWERERWLp0aZ26EF1eXo6xY8fa5fbjXl5eGD58OGbPno37778fSUlJdoiQjNmU\n", "jFi2bBk0Gg3++9//QqPRIDs7G9nZ2SguLsZXX32FoqIiLF261N6xEhFRLXz++efo2LGjQ5LFISEh\n", "2LFjB3JycjBixIg6XSWW7kzSbT07depU4/eOHz8earW6yqvZe/bswQcffGA2vn379njxxRfRqFGj\n", "Gi+Xam7BggVo1aoVnnnmmRq/NyIiAs2bN8euXbtqFYNxnxAVderUCUePHoWHhwcmTJhQ4w7de/fu\n", "bZZQy8/Px++//27Tld7WrVvjnnvuaZBNNQ4dOoQBAwagRYsWrg7ljiCEgFarlV8rFArs3bsXpaWl\n", "eOedd1wYmanly5fj008/tUtZvr6++OCDD3Ds2DFoNBr07NkTCxcutFtTKrIxGbFx40Zs3rwZjz32\n", "mEmHMGq1Go8//jg2b96MH3/80W5BEhFR7RgMBqxevRojR440a+dsL+3bt8e2bdtw4sQJvPnmmw5Z\n", "BlFlkpOT0aRJE4tXrKvTv39/pKSkVHnLRIVCAV9fX7PxSqUSq1atQteuXWu8XKqZY8eOYcuWLViy\n", "ZIlN1e4VCgXi4uIcXkugVatWOHLkCJ5//vkaJ02ioqJw9uxZFBcXy+OOHTsGg8Fg85XzoUOH4uTJ\n", "kxBC2PT++ur06dPo0aOHq8O4IxQWFuLxxx/HlClTTMY3bdoUL774It5//32kp6e7KDrH6927N06d\n", "OoWFCxdi5cqV6NGjB7Kyslwd1h3B5mYaVa3ckZGRbKZBRFSH7Ny5E6mpqZg2bZpDl3P//fdj165d\n", "mDt3rsl4nU7n0OUSpaSk2FQrArh9kspe1+s2IQTmzZuHbt26Ydy4cTaX8+CDDyI5ORlXr16t0fs2\n", "bNhg1d3kJGFhYVi9erV8G1hrRUVFQa/Xm3SKeujQITRp0kS+60JNLVy4EElJSQ3qP56bm4vLly/X\n", "m34YcnNzsX79+jp5gnvmzBnce++92LZtGx566CGz6S+//DI8PDzu+IsQHh4eeO2113D69GmMGjUK\n", "ISEhrg7pjmBzB5YlJSWVTisuLm5w2Vciorrso48+Qs+ePREVFeXwZcXExJhcQS4uLkZwcDBiYmKw\n", "cOFC7N69mwlrsrvk5GRERETYvVyNRlMnTxDqujVr1iAiIgJpaWl2Ke/nn3/G4cOHsXz5crN+O2ri\n", "gQcegFKprFHtiMLCQrzwwgvYtGmTzcu1VufOneHt7W3Sb0R8fDyio6NtTib4+PjU6jurj4qLizFu\n", "3DizDmfrqry8PEycONGmjlkdRQiBtWvXIioqCmq1GqdOncLYsWPN5gsKCsK8efNw+fJlu99Z48CB\n", "A1Z3DpydnY1ffvnF4Xe/6NSpE956660GldxzJJu2TJGRkZg7d67FhIPBYMC8efNw77331jo4IiKq\n", "vYsXL2Lnzp2YNm2aS3aeBoMBb7zxBkJDQ/HZZ58hLi4OQUFBGDNmDDu7bKAKCwvx6quv4saNG3Yp\n", "T6vV4uLFizbXjJDcuHEDv/zyi8k46S4aGRkZlb6vvLwc//nPf3Du3LlaLf9OcfDgQTz33HO4cOGC\n", "3frSuHTpEoYMGYK4uLhalRMcHIwpU6YgKCjI6vesWbMGhYWFmDNnTq2WbQ03NzcMGTJE7rm/uLgY\n", "v/76a73r3BC4feeRY8eOuWTZzZs3x4YNG2yuTeJsLVq0gLu7u91v75mZmWnT+27duoVhw4bh2Wef\n", "xaRJk5CYmIi77rqr0vnnzJmDbdu22TXplZycjMGDB2P06NFWJTm2bNmCRx55xOmdaer1evz8889O\n", "XeYdRdjg4MGDQqlUipYtW4oXXnhBrFixQqxYsUJMmzZNtGjRQqhUKhEfH29L0XXCyZMnBQBx8uRJ\n", "V4dCRFRrM2bMECEhIaKkpMTVoQiDwSBSUlLERx99JIKCgsSzzz7r6pDIybKyssR9990nOnfuLDQa\n", "jV3KTE9PFwMGDBDHjh2rVTlLliwRvr6+ori4WB732GOPiW7dulX5Pp1OJ3x8fMSKFStqtfw7weXL\n", "l0VYWJgYNGiQ0Gq1di3bYDDYtTxrFBcXi0aNGokpU6Y4fdlC3F5f5syZIy5evFjrsvLy8kR+fr4d\n", "oqpeamqq8PX1FSqVSqxdu9Ypy6zv7rrrLjFz5ky7lbd161YBQDz44IOioKCgRu+9cuWK6Nixo9i6\n", "davd4qmpsWPHiuDgYKFQKMS7775b7fxDhw4V/fr1c0JkpqTv+euvv3b6sh3NGefENiUjhBDi888/\n", "F56enkKhUJgMarVarF+/3p4xOh2TEVRbubm5Nd7wEznKmTNnxKZNm1wdhpmrV6+KnJwcV4dBTnT9\n", "+nXRuXNnERYWVif3sRcvXhQAxPfffy+EEEKr1Yrg4GCxYMGCat/br18/MWbMGEeHWKdpNBrRs2dP\n", "0apVK5GZmWk23RXJhNr64IMPhEqlEn///berQ6mVkpIS4e3tLT788EOHL0un04n+/fuL1q1bi2ef\n", "fVYAEMuXL3f4cuu7IUOGiGHDhtmlrJKSEtGmTRvRq1cvMWnSJJvWPZ1OZ5dYbBUfHy+2b98uZs2a\n", "JTw8PMTZs2crnbewsFB4enpalbSwN4PBIJ588kmhVqtFUlKS05fvSM44J7a5Ls3kyZORmpr6/7F3\n", "33FV1u//wF/nsJGhsl0gYo7EATnC1FzlLM1VNhxluT6pmeUqK8syUzRny5Ujc2GaaBmWI9IcpJbg\n", "AnEcREFZyjzX7w9/8PXIOhzO5vV8PHw84j73/b4vCM657+u+3tcb4eHhGD16NEaPHo1Fixbh0qVL\n", "GDZsmD6KNogsUk5ODh577DH4+PhUaH1xIkNp3rw5+vfvb+owiqlTp06xUumySuHJsl28eBHt27dH\n", "eno6Dh48iJCQEFOHVExQUBDatGmDDRs2AACio6ORmpqKvn37lntsaGioRtPBqkZEMGbMGPz777/Y\n", "tm0bPD09NV5fu3YtevfubVHL/ubk5ODzzz/H0KFDERgYaOpwKsXR0RFhYWFGWeJz4cKFOHToEFav\n", "Xo1ly5Zh0aJFlZ5eUxG5ubnYuXMn0tLSjHZOfQgKCtLbNI358+fjypUr+P777/Hdd99pTNG8efMm\n", "kpKSir4WEWzatAm//fabxhg2NjYVPm9mZiaGDx+OQ4cO6R78/9ehQwf06dMHn3zyCRo2bFisMfaD\n", "9u7di5ycHDz77LOVPm9FKRQKLF++HEFBQRgwYADS09ONHoOuTpw4obFcq0kYLM1hwVgZQZURHh4u\n", "SqVSPv/882KZ6LNnz1rkkyEiY/jxxx/F1dVV1q9fb+pQSM/++ecf8fX1lUceeUQuX75s6nDKtHDh\n", "QrGzs5PU1FSZMmWK+Pj4SEFBQbnHrV27VgDInTt3jBCl+VGr1RIeHi7ff/99ia9HRUWJg4ODDBo0\n", "SOsnrnfu3JHu3bsb5GnjuXPnZM2aNWXuc/ToUXF3d5ezZ8/q/fzlSUtLkwsXLuh1zEWLFomdnZ3B\n", "KzfPnj0rS5YsMeg5ynLy5EkBIIcPHzZZDLpYtGiRODg4aPV+U5bExERxdnaWt99+u8TXJ0yYIM7O\n", "zjJjxgw5f/68DBw4UADIm2++WanziogUFBRIy5YtpX379nq93o2Li5OUlJRSX3/ppZckODhYb+fT\n", "xblz58TNzU2ee+45o13rZ2VlyY0bN3Q6dv/+/eLo6Fhm1ZLZTtPIz8+Xy5cvy+XLlzXmIGdmZlrF\n", "DTyTEaSrO3fuiIeHR4lzSy9fviwApHHjxvLJJ59IcnKyCSKkqkTf87UNLS0tTV588UUBIK+88gqn\n", "OlmR8PBwadWqVbGLpo8++kgGDRpU6fH/++8/jT4PlXH9+nVRKpXyzTffSJMmTWTkyJFaHXfmzBkB\n", "IFFRUXqJwxpFRESIjY2NjBo1SquL9enTp4uTk5Ncu3ZN77EsX75cbGxsZNq0aTJ9+nSZMWOGzJw5\n", "s1iZt75+rypq4MCBUr9+fVm8eLHe+v1cvHhRAMiWLVv0Mp6uzp49K3FxcQYbf9WqVaJQKCzuM+Tk\n", "yZMya9asSv//fvXVV8XHx6fU/iCpqakydepUcXJyEgDi4eFRNDVNHyIjIwWA7Nq1S6fjy0o6lCQ3\n", "N1eqV68u7733nk7n06ft27cLAPniiy+Mcr7//e9/4uzsLD/99FOFjx00aJB069atzN83s01GrFmz\n", "RhQKhSiVSo0P3atXr4pCoZChQ4da3EXwg5iMIF1Nmzat1AunvLw82bNnj7z44ovi7OwsISEhFv13\n", "QuZv4MCBMm7cOFOHUWFr164VFxcXadq0qdk/RSftlXTBEx4eLvb29pKRkaHzuPn5+eLo6Cjh4eGV\n", "CU9Dt27dpH379jJmzBj55ZdftI7D2dlZ5s2bp7c4rNHq1asFgLz77rvFXlOr1XL16lWJioqSZcuW\n", "iZOTk0yfPt0gcVy/fl2aN28ugYGBEhAQIP7+/lK3bl1p166dQc5XUfPmzRMA4u7urte5+02bNpVh\n", "w4bpbTxd9O7dW2rWrGmwZvcTJkyQhg0bGmRsS5CSkiLR0dHl7nft2jVZtmyZJCUl6fX8arVaOnXq\n", "JM2bN69wlUdcXJw4OjrKvn37tD4mOztb1qxZY9AEV0XMmzdPjhw5YpRzNW7cWFxcXESpVMrixYsr\n", "dGx2dna5yVazTUY8++yz0r59+xKb+cTExEiLFi0suqM0kxGkiytXroijo6NWjc6OHDkiSqXSov9O\n", "yLwlJiaKjY2NLF261NSh6OTs2bMSEBAgfn5+cvLkSVOHQzrQ5sn3hQsXBEClGqwWPu3du3evzmM8\n", "LDo6Wv76668KH7dixQo5evSo3uIwd/fu3ZPZs2dXeFWU8PBwAVBslYXly5cLAAEgNjY20q5duyo7\n", "7eXgwYMCQPr06aPXcd99913x8vLSe3PCv//+W6sbYJH7T+Y7d+4s9vb2BqnS6NSpk14qrkh3f/75\n", "pwCo8LTLYcOGiZ+fX5lP63/44QeZPHlyZUO0eNnZ2fL444/Lxo0bZdKkSQJAJk2apNcpImabjAgK\n", "CpJLly6V+npsbKw0bdpU56BMjckI0sW5c+dkwIABWi+bNXnyZHF0dJRz584ZODKqiqZPny5ubm6V\n", "euJsaiqVSlq3bm3ykmLSnlqtlqioKHn66afl5Zdf1uqpWJMmTWTEiBE6n3Pnzp0CQBITE3UegypO\n", "rVbLyJEjxcHBQWJiYip8/KxZs4ol7+Pj42XHjh0SGxsrOTk5+grVImVlZYmjo6MsWLBAr+MePXpU\n", "Ro4cKbdv39bbmJmZmdKwYcMK9QnIycmRwYMHi4uLiyQkJOgtFrVaLe7u7vLJJ5/obUzSzbPPPiuB\n", "gYFa/y1fuHBBbGxsZOHChWXu9/XXXwsA2blzpz7CtBpLliyRjz/+uNTX4+LiKrz8qNkmI3x8fMrd\n", "x9fXV5ehzQKTEWQMWVlZ8tRTTxmklGvdunUyd+7cKn8xV9X8+++/8s4770hYWJjY2trqpRmVqZl6\n", "aTHSTn5+vmzZskVat24tAKR58+ayfv16rZIRlX1SO3fuXHFxcbG45sAqlcpik9H5+fkybdo0AVBu\n", "E8iy5Obm6jEq63P27FnJzs42dRjlGjdunDg5OVW4TD4tLU3q1KkjPXr00Nvfb3x8vACQn3/+WS/j\n", "Gdtff/2l0032rVu3ZMOGDWb1PnjmzBl55plntP47HzFihPj6+pZbaaVWq6VPnz7i7e1t9v3XYmNj\n", "ZcWKFaYOQy5duiS1a9eWRx99tEL3BmadjChrjklmZqZ4e3vrHJSpMRlBliovL0/efPNNASAKhUKa\n", "NWtmtHlrhbZu3Sovv/yy5OTkyKlTp8pcF5p0k5OTI+fOnZPY2FiN7Tt37pRatWrJkCFDZPHixSZr\n", "vGZId+/eNauLLRJZuXKlNGzYUABI586dJTIyskL/jw4dOiQA5M8//9Tp/MOHD5fWrVvrdKypZGVl\n", "SVBQkACQhg0byltvvSU3b940dVhauXnzpnTv3p1TDUlERPbu3SsAdJ4SuGvXLgEgmzdv1ks8CQkJ\n", "Mm7cOL33QTCW0aNHS4sWLXQ6zt3d3ezeR7TtGXHx4kWxsbHRuhJIpVKJh4eH+Pv7G6yvjD5MmTJF\n", "atSoYZKkYm5urly4cEGuXLkiAQEBEhQUJNevX6/QGGabjOjVq5eMHz++xNcKCgpk3Lhx0qtXrwqP\n", "O2zYMKlXr560bNlS41+zZs1EoVDI9u3bi/b9+uuvJSQkRIKDg6Vp06bSrVs3+f3330sc97vvvpPm\n", "zZtL8+bNpWnTpiUuufggJiOoIszpyU7//v3FxsZGli1bJjExMRIaGipKpVL+/vtvo5xfrVZLSEiI\n", "dO3aVdRqtTz22GPSsmVLs/oZWZrz58/L9OnTZejQodK+fXupU6eOKBQKASBDhgzR2LegoMCqb9QL\n", "CgqkU6dO8vrrr1fp5q/R0dHSuXPnYp954eHh0rZtW+nZs6cMHTpUpk2bZpS/vZEjR8qAAQN0Tnzm\n", "5+dLQEBAqUtClqdNmzYmb8j3oGXLlsnu3bvL3GfSpEni6Ogoq1atklGjRklgYGCx5KG+VlDQp+PH\n", "j0vdunXFy8urQg3myDqlpqZK7dq1pXv37pX67Nm8ebNFVIAYwxdffCHVqlWr0M/zxIkTolAoyp3e\n", "YA5Kmx702muvlfuw+2Fbt24tWn3LXP37778CQLZu3arXcbOysiQmJqbMisLZs2eLu7u7BAYGSr16\n", "9XRqCG62yYgDBw6IUqmUxo0by+TJk2XhwoUyd+5cGT9+vNSrV09sbGx06pA7fPjwEsv9tmzZIp6e\n", "nkVlJYsWLRKlUllUxqRWq2XKlCni4OAgx44d0zh2yZIl4uTkVLT90qVL4uPjI++8806pcTAZQdpS\n", "q9USFhYmn376aaXHun79eqVvJH/66SeNFW7y8vJk48aNRrtB/eWXXwSA/PrrryJyv6GVUqnUy8+n\n", "KsjJySnWGPjPP/+UunXrSocOHeSll16SmTNnyrfffiu//vqr3Lp1y0SRms7KlSvFxsZGevfuLZmZ\n", "maYOx6hOnTolzzzzjACQZs2ayR9//KHx+pYtW2TEiBHSr18/ad++vQDQeiWIinj4/aSi3dJLUpkx\n", "XnnlFfnuu+8qHYO+tGvXToYOHVrq63/++acoFAqNVTce/pnm5uaKp6enDBw40CDLWurq4sWL0qtX\n", "L7ly5YqpQ6FK2rp1a6XfH1555RWpXr06fx/0qHBpSG0rO9RqtTzxxBPStGlTs3/w8+OPP4qnp6cc\n", "Pny42GunT5/WaSnQ77//XuLj4/UQneE89thj8uyzz+p1zD179ggAOXv2bKn7pKWlSY8ePaROnTpy\n", "4cIFnc5jtskIkftr+Do6OopCodD45+TkJKtXr9ZpzOjo6BIbY3bv3l3efvvtoq/btGlTrIQpNTVV\n", "FAqFTJ06tWhbenq6uLm5ydixYzX2/eyzz8TW1rbUJpxMRpC2Nm/erJd15ePj48XZ2Vk2btyop8hK\n", "d+fOHYN1J+/SpYuEhoZqXFi//fbb4uDgYDZLLpmjxMREmTlzpvj6+kqzZs2surpBH/bs2SMuLi7S\n", "pk2bCq9HbokuXLggL774oigUCgkMDJR169aV219BrVZL3bp19do3RK1Wy/Lly6V37956SUBYq3Hj\n", "xkmjRo1Kff3333+XgQMHlvn/8N69e7J06VLx9fUVd3d3+fbbb/m+QHrVtWtXefrpp3U+Xq1Wyyef\n", "fCJr167VY1R0+vRpASCHDh3Sav8NGzZoPAQyZ7du3ZIOHTqIg4ODbNq0ydThGM2XX34ptra2ep1C\n", "M2PGDPHy8ir3c0GtVlcqSWXWyQiR++vTLly4UMaMGSNjxoyRL7/8UlQqlb5iE5H/66z6YEYnLCys\n", "2GodSUlJolAoZObMmUXbfvzxR1EoFMVKY44ePVrsqcSDmIwgbeTm5krDhg2lZ8+eehlv0KBB4unp\n", "qfWblVqtliVLllT4zW3MmDFSq1YtWbBggaxZs0a2bNkikZGRcuDAgUqtvHD06NES531mZWVJgwYN\n", "pEOHDryBeUBBQYFERkbKM888I0qlUlxdXWXs2LHssaGlY8eOiaenpzz66KNm9Yccn1wAACAASURB\n", "VORY3+7evSs1a9YUPz8/Wb58eYUaT40dO1Y6dOiglziSk5Olb9++AkDGjBnDkuoyrFy5UhQKhaSn\n", "p1d6rNTUVBk+fLgAkG7dupW5kpkhxMbG6rTEKZm/hQsXir29vV5+T/UlNzdXvvjiC0lNTdXp+LS0\n", "NFm9erVFJ6mzsrIEgFYPdjMyMqR27dry3HPPGSEy/cjOzpYXX3xRAMhnn31WJZKsycnJYmtrK19+\n", "+aXexuzYsaNR/r+bfTLCGN5991156qmnNLbt3r1bnJyc5Ouvvxa1Wi337t2TESNGiL+/v0ZjjunT\n", "p4tCoSi25FRKSoooFAp5+eWXSzwnkxGkjaVLl4pCoZB//vlHL+MlJSVJjRo15MUXXyx337t378rQ\n", "oUMFgKxcubJC50lMTJS+ffuKjY1N0Xruhf90WZ6t0IABA6Rhw4YlPu2LiooSALJs2TKdx7c2Tz75\n", "ZNGqAytWrDCrC0JLcfbsWalTp4506dLFpHF8/vnn8swzz0jHjh2lefPmUq9ePXFzc5MmTZpUuFlU\n", "SQ4dOqRTM9LMzEy9XOhFRkaKj4+PeHp6yk8//VTp8UqTnZ0tR48eNdj4xvLPP/8IAJ2mq5Zmz549\n", "Uq9ePXF2djbKChxpaWmyYMECcXFxMfnfFxnGhQsXBIBs27bN1KEUuXbtmri5uem81O/+/fsFgPz7\n", "7796jsy4ateurfFwtTTHjh2ToKAgoycpK0utVst7770nAKRv375VogfUM888I23bttXLWNnZ2eLg\n", "4CDh4eF6Ga8sZp+MuHfvnuzbt6+o6VRaWppelxLMzc0VHx8fjcaVhSIjI8Xf319q1qwpzs7O0r59\n", "+2Jl4KNGjRKFQlHsjzQvL08UCoX06NGjxPMyGUHlSU9PF29vb703TVu9enWpS1IlJibKd999J0OG\n", "DBEPDw9xcnKSH374QedzqdVqyc7OlpSUFElMTJSzZ89qNEz7559/ZMyYMVpVMxQUFMiwYcPKnLc9\n", "duxY+eijj3SO19r8+uuvcvjw4SrxVMCQEhISTL484nvvvSd9+vSRl156ScaPHy8zZsyQzz//XAYP\n", "Hiw3btyo8Hjm8jtx7949mTBhggCQp59+Wu+Vjw9bsmSJ2NnZSVpamtbHxMbGml3X/Ly8PHF0dNS4\n", "UMzJyan0vPr09HRZvny5QX8/4uPj5a233hI3NzextbWVV199lYlSK9aqVSsJCQmpUKVTbm6uQXsT\n", "fP311zr3uwkPDxdHR0eLv7ldsGBBuU1wC5nL54UuVq1aJQAkIiLC1KEY3Pnz5/W2DGnhClQP90k0\n", "BLNORqxfv148PT1FoVCIq6uriNy/uPb09NTb/LFNmzZJnTp1it0MLV26VOzt7WXdunWiVqslLy9P\n", "Pv30U3Fzc5M9e/YU7cdkBBnKrFmzxMHBQafOtGVRq9Xy1FNPSd26dTUuyLOzs8XJyUkUCoW0adNG\n", "Zs6cKf/9959ez/2wyMhIUSgU8uGHH+plPEv+wKys8+fPa7w3keVav369vPnmmwb7fU5OTpYOHTro\n", "reKqMu7cuSONGjWSRYsWGWWKVUJCggCQH3/8UetjOnToIC+88IIBo9JNmzZt5KWXXir6+v333xcP\n", "D48KJVqM7Z133hGlUik1atSQqVOnytWrV00dEhnYsWPHxM7OTiZNmqT1MQsXLpSmTZsabLUXtVot\n", "nTt3loCAgApPHR02bJjFLfNb1aWkpFTp60NdzJkzR1xcXIySdDPbZERUVJTY2NhInTp1pG/fvlKj\n", "Rg0RuT/PadGiReLq6ip79+6tdHBdunQpdiOUmpoqDg4O0r9//2L7t2zZUmrXrl309bRp0yo1TaND\n", "hw7St29fjX8bNmyo9PdFlu/8+fOyfv16g4wdHx8v1atXl9jYWI3tf/zxh9HnQX7wwQeiUCh4I62j\n", "W7duycSJE8XOzk5CQkL4gWsEMTExpS7zXBlqtVo+/vhjASDDhg0rt4GkLnJycuSJJ54Qb29vvSY6\n", "b968qfPKI8buzh4cHFzqZ3NJPDw8zLLiat++fUVTTmJiYsTW1lbef/99vZ7j9u3bMmLECL0lpn/8\n", "8UdZunRplVulpqpbsGCBNGrUSKv/76mpqVKzZk0ZNWqUQWO6cOGCODk5VbgBb4sWLQweG5Gpbdq0\n", "SWbMmKH3cTds2FDsvrdDhw7mmYzo0aOHvPrqq0UXKb6+vhqvb9myRbp3716pwM6dOyf29vbF5tv+\n", "9ddfxVbNKDR48GBRKBRFDf0KG1g+PB/u77//FoVCIV988UWJ52ZlBJna3r17zaL0uKCgQHr27Ck1\n", "a9aUhIQEvY2bl5dn1aW/BQUFsmDBAqlevbq4urrKnDlz5O7du6YOq0oYOnSoODo66rREWGlyc3Nl\n", "5MiRAkA+/PBDnZJKP/30U5lJerVaLa+++qrY29uXuOyZrm7duiU2Njaybt06vY1pSDNmzBAPDw+t\n", "kj3JyckCQLZs2WKEyHSTm5srrVq1kmbNmul1GqvI/Wk0DRo0kG7duun0O5mYmKjXeMgyqdVqrRNQ\n", "kydPlmrVqhl8ypaIyPz580WhUGj9fpiTkyN2dnaydOlSA0dmeufOnZPw8HBeV1ggtVpt1hVyDzPb\n", "yoiHSw0fTkYUFBRIvXr1KhXY22+/LQMGDCi2PT4+XhQKhTz//PPFXmvTpo04OzsXJUkyMjLKXNqz\n", "tHVpmYwg+j8pKSni7+8vjz32WLF5pampqTJgwAA5f/58hcbs2bOnWZZW60N+fr6MGDFCFAqFjBkz\n", "RqeeAaS77Oxs6d+/v9ja2sqKFSsqXcaYlpYm3bt3Fzs7O1mzZo1OY6jVaunTp49Ur1691CVuFy5c\n", "qHUH9YoKDQ0t8TOzNKas4Pnrr78EgBw8eLDcfX///Xezb1b3ySefiFKplL///tsg4+/atUunhMyu\n", "XbvEzs6uUk2LqWq5ePGi2NvbG60SKT8/X15++WWt/3ZOnjwpAPSazDWVrKwsWbduXakJw/Hjx4uX\n", "lxdXNbJATz/9dIWq/0zNbJMRNWvW1Pj64WSEyP2Eha5ycnLEy8tL9u3bV+Lrzz33nNjZ2Wk0tylc\n", "SmvKlCka+y5dulScnZ2LfoiXLl0SX19feeedd0o9P5MRRJqOHTsmDg4OxaqJPvnkE3FwcKhwFcf6\n", "9esFgHzzzTf6DNMs7N+/X2xtbS3mSbQ1ysvLk9dee00ASP369WXJkiU6rUahVqulffv24u7uLr/9\n", "9lulYirsv9CoUSO5c+eOxmt79uwRpVIpb7/9dqXOUZpZs2ZJ9erVtZ5y8dZbb2m1qo8hFBQUiI+P\n", "T5mf0YWWL18utra2eq840JczZ86Ivb29vPvuuwY9T58+faRevXpa/46npqaKn5+f9OzZk1PHqJjS\n", "poMOHjxYateurdN7qTEkJCTIe++9V6klys1FWlqaAChxOnBaWpq4uLhotdoGmZ+PP/5YnJ2dLeb3\n", "1GyTEUFBQXLkyJGirx9ORuzbt08aNWqkc1AbNmyQRx55pNTXs7OzZf78+dKyZUt59NFH5dFHH5W2\n", "bdvKqlWrSvxgXblypQQHB0vz5s2lSZMm8vnnn5d5fiYjiIqLjo7WuJm5e/eueHl5yejRo3Ua7403\n", "3hB7e3urWMrvYaVVXZFxnThxQp5//nlRKpWydetWncb49ddf5cyZM3qJJy4uTqpXry49e/bUmIYw\n", "ZMgQ6dWrl0H6UIjcn5oIQKteGjk5OeLp6SmTJ082SCzaWLZsmVbd1f/3v/9J48aNjRCRbiZMmCA+\n", "Pj4Ga/RX6MKFC2Jvby/vvfeeVvu/8sor4u7uXunVPcj6HDlyRFxcXIpVFxw9etRglVtUMi8vrxKr\n", "UBYtWiS2trZsMGuhLl++XKm/pa1btxq1os1skxFTp04Vf39/2bp1q2RmZhYlI5KTk2Xx4sXi6emp\n", "9YeiOWIygqh8S5cuFaVSKRcuXNDp+OzsbGnbtq3Uq1evqM+LuThy5IjUqFFDxo8fr7elmMh0Ll26\n", "VOxGv3COdFpamuzbt09mz54tvXv3ljFjxhg0lr1794pSqdSo4svLyzNo08CCggLx9fXVqvJi69at\n", "AkBvCRhDmj9/vkyfPt3UYZTq4sWLRrthmDlzpjg4OJT7fvzTTz8JAFm5cqVR4iLLkpeXJ+3bt5d6\n", "9epJampq0fbc3Fz5/vvvDZYwpeIef/xxeeWVVzS2FRQUSFBQkAwZMsREUZE+dO7cWbp06VLh49Rq\n", "tfj4+JTYN9FQzDYZkZaWJsHBwaJQKMTW1laUSqU4OTmJUqkUhUIhLVu2tOhuzExGEJUtLy9P/P39\n", "K/2BeOXKFfHy8pJu3bqZzUWOWq2Wxx9/XOrVqydubm7i6upa5soGmZmZ8t5773HupgVJTU2VGjVq\n", "SOPGjUWhUAgAqV69ujz99NOyePFig59/wYIFAkCio6MNfq5Cr776qlYVi3369JE2bdoYISLSp6ys\n", "LHnjjTfKrHYonJ7Rq1cvTs+gUiUkJEj16tXlueeeM5vfk5kzZxr1BswcvPzyyxIWFqaxbffu3VbT\n", "F6MqW7VqlSgUigqvmnXu3DkBID///LOBIivOGPfESujAzc0Nhw4dwvjx4+Hm5gYRQXZ2NmrUqIEJ\n", "Eybg4MGDqFatmi5DE5EFGDZsGC5fvox33323UuPUqVMHP/zwA1QqFW7cuKGn6Cpny5YtiI6OxsqV\n", "K3Hp0iXMnTsX9erVK3Hf9PR09OzZE+Hh4YiNjTVypKQrBwcHvP/++3jyySfx3Xff4b///kNKSgr2\n", "7NmD8ePHG/z8EydOxL59+9CuXTuDn6vQ888/jy5duiAnJ6fUfVQqFSIjIzFixAijxaWt7OxsRERE\n", "YPTo0VCr1aYOx+w4OztjxYoVqFOnTqn7REVFIS8vD19//TUUCoURoyNL4u/vj++++w7btm3DV199\n", "ZepwiixevBh37twp8bWkpCSEh4cjJSXFyFEZTlBQEC5cuKCxLSIiAqGhoXj88cdNFBXpw4ABA+Dk\n", "5IR169ZV6LiDBw9CoVAgLCzMQJGZhkJEpDIDiAhu3rwJAPDy8rKKD7gTJ04gNDQUx48fR0hIiKnD\n", "ITI7Bw4cwNGjR/H222/rZbyCggLY2NjoZazKyMvLQ6NGjdC0aVPs2rWrxH2uXLmCU6dOISwsDD17\n", "9sTZs2exZ88eXhyQxfv8888xa9YsqFQqVK9e3aSxJCYmYt68eejUqRN27tyJiIgIpKenIzg4GJGR\n", "kahdu7ZJ47NUaWlpcHd3N3UYZAHGjh2L5cuXIyYmBi1atDBpLCqVCv7+/pgzZ06J1x0RERHo378/\n", "rl27hlq1apkgQv1bv349XnrpJaSnp8PV1RXA/91zeXt7mzg6qqyPPvoIDRs2xAsvvKD1MSNGjEBM\n", "TAxOnjxpwMg0GeOe2LayAygUCv5REFUxHTt2RMeOHfU2njkkIgDAzs4OX3/9NerWrVvqPuvXr8e0\n", "adPg7u4OGxsbREVFITQ01IhREhmGUqnEa6+9ZvJERGEsS5YswZIlS9C4cWNMmjQJQ4YMQZMmTUwd\n", "mkVITEwssaKLiQjS1vz583Hy5Ens3LnT5MkIPz8/vPDCC1i8eDEmTpwIW1vN25eYmBh4eXnBz8/P\n", "RBHqX+vWrTF9+nTk5+cXbeM9l/V4//33K3zMwYMH0atXLwNEY1o6VUaoVCr8+uuvcHd3x7PPPgsA\n", "OHLkCKZOnYrbt29j2LBhmDRpkt6DNRZWRhCZTkxMDIKCguDi4mLqUEokIoiMjMS3336LDz74AM2b\n", "Nzd1SERWac+ePfDz80Pz5s2tourSWNasWYMxY8YgNjYW9erVg1qthlKp06xcquJExGz+9mJiYtCq\n", "VSts2rQJgwcP1nitX79+uHv3Ln755RcTRUdkWNevX0ft2rXx448/YtCgQUY7rzHuiXX6dPr222/x\n", "2muvYffu3QDul/0988wz+OOPP5CYmIjJkydj06ZNeg2UiKxfVlYWunfvjpEjR6KSM8gMRqFQoFev\n", "Xti2bRsTEWRRRARr165FdHS0qUPRSo8ePdCiRQuzuRmyFP3790f16tUxefJk7NixA23btsXt27dN\n", "HRZZIHP622vZsiWefPJJLFiwoNhrMTExaNmypQmiMo6jR4+aTV8tMg1HR0d8+eWXePLJJ00dit7p\n", "lIyIjIzEmjVrihrbrF+/Hjdv3sSKFSuQmpqKFStWYNmyZXoNlIisX7Vq1bB8+XJs3rwZ4eHhRjtv\n", "QkICEhMTjXY+IlNQKBSYN2+eWTWlI/1zc3PDvHnzsGXLFrzyyivw9fU1i6k3RJU1efJk+Pn5ISsr\n", "q2jb7du3cfnyZatNRqjVarz00ksWXXFOJSsoKMCsWbPw66+/lrtvzZo18b///Q9eXl5GiMy4dEpG\n", "JCYmajTc2LZtG+rUqYNRo0YBAEaOHImLFy/qJ0IiqlIGDhyIKVOm4J133jFayeWbb76JHj16mG01\n", "BpG+9OnTBz///DMKCgqKtu3btw/r1683YVSkb0OHDsUTTzwBpVKJr776yqyecBPpqk+fPti+fbvG\n", "in3//PMPAFhlMuKff/7B6NGjcf78eaOs9ETGZWNjg59//hkzZ85Eenq6qcMxGZ2SEQ8uq5WWloaD\n", "Bw9iwIABRR92tra2XHqLiHQ2Z84cPPXUUxg8eLDBl8yMiorCzp078cEHH/CCnaxe3759cevWLRw9\n", "erRo25w5c/Dtt9+aMCrSN4VCgV27duHkyZNWs7oAUUkCAwMRHh6ORx55xNSh6N3mzZvxzTffICQk\n", "hCt2Wakvv/wSsbGx6Ny5c5WdiqNTMqJGjRr4999/AQBr165FXl4ennvuuaLXb926BScnJ/1ESERV\n", "jq2tLTZu3IjatWujT58+pa4tXlkFBQWYPHkyHn/8caM2BCIylbZt28LDw6No6dr4+Hjs378fI0eO\n", "NHFkpG/u7u4ICAgwdRhEBlWvXr0SV9iwBjVr1gQAvP7663xYYqXCwsJw4MABXL9+HU888QTi4+OL\n", "7fPnn39i6tSpyMnJMUGEhqdTMmLo0KF46qmnisqpGzdujA4dOgAAbty4gf/9739WWS5FRMbj7u6O\n", "nTt34uWXX4abm5tBzrF27VrExMRgwYIF/KCnKsHGxga9evUqSkasWbMGrq6uGDBggIkjIyLSTnx8\n", "PEaOHImMjAxTh2JQL7zwAsaPH49hw4aZOhQyoBYtWuDw4cMQEYSFheHUqVMar+/YsQNr166Fvb29\n", "iSI0LJ2SEZMnT0bnzp2xe/duNGjQoGiuaX5+Pvz8/LBp0yYMHDhQr4ESUdUTGBiIWbNmGWRZuszM\n", "TMyYMQNDhgxBu3bt9D4+kbnq06cPTp06hYSEBKxevRpDhgyBs7OzqcMiItKKra0t1q5di1WrVpk6\n", "FIPy8/PD4sWL4ejoaOpQyMACAwNx+PBhBAUF4e7duxqvHTx4EB06dLDah2Y61TQ5Ojpi3bp1xQdj\n", "rwgishB79+7F7du38dlnn5k6FCKj6tGjB3bv3o3//vsPly9f5hQNIrIodevWxaBBgzBhwgTcuHED\n", "kydPLprSQGSpfHx8cODAAY2kw71793Ds2DEMHTrUhJEZlv4fN/5/JSUriIh0VVBQgHfeeQeRkZE6\n", "HZ+bm4u0tLSirwcMGIBLly5xTjVVOW5ubujZsyciIiLQqFEjVgYRkcUpXOpyzpw5sLOzM3E0RPrx\n", "cPXD77//jry8PHTs2NFEERmewZIRU6ZMMdTQRFRFnT17FkOGDClqoFuaGzduIDIyEnPnzsWLL76I\n", "5s2bw8XFBbNnz9bYz8/Pz5DhEpm1JUuWYNeuXVZb+klE1qtNmzZF/+3q6mrCSIgMIz09Hb169QIA\n", "NGvWzMTRGI5W0zRWr16N9PR0vPnmmwCAzp07l3nxIiJITU3VT4RERLjfeG/Dhg0ICwtD3759cfTo\n", "UXh6eqKgoAA2NjZF+0VERKB///4A7l+gBAcHIywsDG+88UZRo10iAuzt7REUFGTqMIiIdHLhwgXe\n", "b5DVcnV1xbx586BWqw3SO81cKEREytvJ3d0dWVlZuHv3Luzt7bX6gSgUChQUFOglSGM7ceIEQkND\n", "cfz4cYSEhJg6HCJ6QEJCAtq0aYPq1atDrVajU6dO+O6774peT05OxoEDBxAaGoqAgAA+9SUiIiIi\n", "qiBj3BNrVRmxefNmZGZmFi0p4uPjA5VKVeYxLH8mIkMICAjAzp078fHHH6NBgwZ46qmnNF739vbm\n", "aj5ERERERGZOq2TEwxf7PXr0KPcYbfYhItJF27ZtsXPnTlOHQUREREREOtJpAoo26/p+9dVXugxN\n", "RERERERERFbOYN0wuFweEREREREREZVEq2kaa9asqVATOBHB3bt3dQ6KiIiIiIiIiKyXVsmIESNG\n", "VHhgdrAnIiIiIiIiopJolYxwc3PDokWLoMUqoEUmTpyoc1BEREREREREZL20SkY4OTlh2LBhFRp4\n", "6tSpOgVERERERERERNZNqwaWcXFxFR74/PnzFT6GiIiIiIiIiKyfVskINze3Cg88dOjQCh9DRERE\n", "RERERNZPq2kaiYmJFRpURHDkyBGdAiIiIiIiIiIi66ZVMiIgIAAKhaJCDSy5mgYRERERERERlUSr\n", "ZISjoyOGDBlSoWTEjz/+qHNQRERERERERGS9tEpGuLu7Y9WqVRUaeO/evToFRERERERERETWTasG\n", "lhVNRADA6tWrK3wMEREREREREVk/rZIRPXr0qPDAO3bsqPAxRERERERERGT9tEpG6GL79u2GGpqI\n", "iIiIiIiILJhWPSNee+01pKamYtu2bQAApVJZ5moZIsLVNIiIiIiIiIioRFolI/bs2YOMjAzk5eXB\n", "zs4Otra2CAsLK/OY6OhovQRIRERERERERNZFq2TE8ePHkZOTAzs7OwCAh4cHfv/99zKP8fPzq3Rw\n", "RERERERERGR9tEpG+Pj4aHz90UcflXvM7NmzdYuIiIiIiIiIiKyaVg0sH3vsMY2vR40aVe4xmzZt\n", "0i0iIiIiIiIiIrJqWiUjrl27VuGBz5w5U+FjiIiIiIiIiMj6aTVN48aNG7CxsTF0LERERERERERU\n", "BWiVjADuL9fp6+sLe3t7rfbXpZqCiIiIiIiIiKyf1qtpfPjhhzh27BjeeustvP7663B0dCzzGK6m\n", "QUREREREREQl0apnRKtWrRAREYGdO3ciKioKgYGBCA8PR3Z2dqnH9OjRQ29BEhEREREREZH10CoZ\n", "UagwKfHzzz/jjz/+QP369fHFF1/g7t27xfZdtWqV3oIkIiIiIiIiIutRoWREocKkxO7du3Ho0CEE\n", "BARg7ty5yMrK0nd8RERERERERGRldEpGFCpMSuzduxfR0dEICAjAnDlz9BUbEREREREREVmhSiUj\n", "CiUmJiIxMREpKSl47733oFar9TEsEREREREREVmhSiUjduzYgZCQEPTv3x8xMTF45JFHsGbNGiiV\n", "eslxEBEREREREZEV0mppz4ft2LEDH374IWJiYgAATZo0wcyZM/H8889DoVDoNUAiIiIiIiIisi4V\n", "SkY8nIRo1qwZZs6ciUGDBjEJQURERERERERa0Wo+xcPTMZo3b47Nmzfj1KlTGDx4cImJiKeeekrv\n", "wRIRERERERGR5dOqMqJ///4A7q+e8f777+PZZ58t95jTp09XLjIiIiIiIiIiskoVmqZx8uTJosRE\n", "eThtg4iIiIiIiIhKolUywtPTE3///TdEROuB27Rpo3NQRERERERERGS9tEpG2NjYwN/fv0ID16hR\n", "Q6eAiIiIiIiIiMi6adXAMiEhocIDx8XFVfgYIiIiIiIiIrJ+WiUjHBwcDB0HEREREREREVURWiUj\n", "iIiIiIiIiIj0hckIIiIiIiIiIjIqJiOIiIiIiIiIyKiYjCAiIiIiIiIio2IygoiIiIiIiIiMiskI\n", "IiIiIiIiIjIqs0pGDB8+HP7+/mjVqpXGv+DgYCiVSkRERBTtm52djdmzZ+Oxxx5DSEgIAgIC8OST\n", "T2Lfvn3Fxl25ciVatGiBFi1a4NFHH8W8efMgIsb81oiIiIiIiIjo/7M1dQAPUigUmD17Nl555RWN\n", "7Vu3bsXo0aPRq1cvAEBeXh569uyJunXr4uDBg3ByckJGRgY6d+6Mo0ePolu3bkXHLl26FFOmTMHB\n", "gwcRGhqK+Ph4PP7447h16xbmzp1r1O+PiIiIiIiIiMwsGfHGG2/Ax8en2PavvvoKw4cPh729PQBg\n", "8eLFOH36NCIjI+Ho6AgAcHV1xffffw+l8v+KPTIyMjB9+nSMGDECoaGhAID69etj0qRJmDlzJkaP\n", "Ho369esb4TsjIiIiIiIiokJmNU2jXbt2xZIDFy9eRFRUFEaPHl20bcWKFejWrVtRIqJQkyZN0KhR\n", "o6Kv9+zZg4yMDHTt2lVjvy5duqCgoABbt241wHdBRERERERERGUxq2RESb755ht07doVDRo0AAAk\n", "JyfjwoULqFOnDubOnYs2bdqgUaNG6N69OyIjIzWOjYmJAYCiYwsVfn3q1CkjfAdERERERERE9CCz\n", "Tkbk5eVh9erVGDNmTNG2xMREAPenbiQkJODgwYM4c+YM2rdvjz59+uCHH34o2vfmzZsAADc3N41x\n", "C78ufJ2IiIiIiIiIjMeskxHbt2+HnZ0dnnnmmaJt2dnZAABbW1uEh4fDwcEBdnZ2mDVrFvz9/TFj\n", "xgxThUtEREREREREWjCrBpYP++qrrzBq1CiNppSurq4AgIYNG2r0jFAoFGjevDl++uknpKamombN\n", "mvD09AQApKena4xb+LWXl1eZ5584cSKqV6+use2FF17ACy+8oPs3RUREREREFi0lJQUA4OHhYeJI\n", "iCpv48aN2Lhxo8a2O3fuGPy8ZpuMOH/+PA4dOoR169ZpbG/YsCFsbW2hVquLHWNjYwMARa+1atUK\n", "AHDp0iW0aNGiaL9Lly4BgMa2kixcuBAhISG6fxNERERERGQ1kpOT0a9fPyQkJAAAAgICEBERAW9v\n", "b9MGRlQJJT1wP3HiRNGKlIZittM0vv76a/Tt2xd+fn4a252dndG9e3ecQfjXnwAAIABJREFUP38e\n", "9+7d03jtzJkzqF+/flFFRM+ePeHq6op9+/Zp7Pfbb7/BxsYGAwYMMOw3QUREREREVqNfv36Ijo6G\n", "SqWCSqVCdHQ0+vfvb+qwiCySWSYjcnNzsWbNGo3GlQ+aM2cOCgoK8N577xVtW7p0KS5cuIDPPvus\n", "aJuLiws+/fRTrF69GidOnAAAxMfHY+HChXjrrbcQEBBg0O+DiIiIiIisQ0pKSlFFxIPi4+OLpm0Q\n", "kfbMcprG1q1bUaNGDXTt2rXE11u0aIHff/8d06ZNQ0BAAGxtbVGrVi38/PPP6NGjh8a+Y8eOhZOT\n", "E4YPHw6FQoG8vDy89dZbmDJlijG+FSIiIiIiIiJ6iEJExNRBmJvC+THHjx9nzwgiIiIiIgIAhIWF\n", "ITo6WmObj48PVCoVFAqFiaIi0j9j3BOb5TQNIiIiIiIicxMREYGwsDDY2trC2dkZQUFBuHHjBiZM\n", "mAA+4yWqGCYjiIiIiIiItODt7Y1Dhw7B3t4e77zzDs6fP48VK1Zg8eLFmDx5MhMSRBVglj0jiIiI\n", "iIiIzNG1a9dw9+7domUP33jjDeTn52P8+PGws7PDZ599htTUVACAh4eHKUMlMmtMRhAREREREWkp\n", "Li4OANCoUaOibePGjUN+fj4mTpyI9evXQ61WAwACAgIQEREBb29vk8RKZM44TYOIiIiIiEhLsbGx\n", "sLOzQ/369TW2T5gwAf7+/rh27RpUKhVUKhWio6PRv39/E0VKZN6YjCAiIiIiItJSXFwcgoKCYGur\n", "WWSekpKC3NzcYvvHx8cjJSXFWOERWQwmI4iIiIiIiLQUGxuLxo0bmzoMIovHZAQREREREZGW4uLi\n", "NPpFFPLw8EBAQECx7fXr12cjS6ISMBlBRERERESkhaysLCQmJpZaGREREYGwsDD4+fnBxsYGfn5+\n", "2L59u5GjJLIMTEYQERERERFp4fz58wBQYmUEAHh7e+Pw4cM4ffo0Bg4cCF9fX66kQVQKJiOIiIiI\n", "iIwsJSWFTQ0tUGxsLIDSkxGFPDw88PTTTyMmJgZpaWnGCI3I4jAZQURERERkJMnJyQgLC0NwcDCC\n", "g4MRFhaG5ORkU4dFWoqLi4O3tzdq1KhR7r4dO3aEiODQoUNGiIzI8jAZQURERERkJP369UN0dDRU\n", "KhVUKhWio6PRv39/U4dFWqrIShqBgYGoXbs2/vjjDwNHRWSZmIwgIiIiIjKClJQUJCQkFNseHx/P\n", "KRsWorSVNEqiUCjQsWNHHDhwwMBREVkmJiOIiIiIiIjKoVarERcXp3VlBAB06tQJx44dQ2ZmpgEj\n", "I7JMTEYQERERERmBh4cHAgICim2vX78+PDw8jB8QVcjVq1dx9+7dCicjCgoKEB0dbcDIiCwTkxFE\n", "REREREYSERFRdDNrZ2eHsLAwbN++3cRRkTbi4uIAlL+SxoMaNWoEb29v9o0gKgGTEURERERERuLt\n", "7Y233noLAFCzZk0cPnwY3t7eJo6KtBEbGwt7e/sSq1tKU9g3gskIouKYjCAiIiIiMiKVSgUAuHHj\n", "Bu7evWviaEhbcXFxaNiwIWxsbCp0XMeOHXH06FHcu3fPQJERWSYmI4iIiIiIjCgpKQkKhQIASlxd\n", "g8xTRZb1fFCnTp2Qm5uLI0eOGCAqIsvFZAQRERERkRGpVCoEBwcDAC5evGjiaEhbFVnW80HNmjVD\n", "jRo1uMQn0UOYjCAiIiIiMqKkpCSEhITAwcEBly5dMnU4pIXMzExcvXpVp8oIpVKJDh06sG8E0UOY\n", "jCAiIiIiMiKVSoVatWohMDCQlREW4ty5cwAqtpLGgzp16oTo6Gjk5ubqMywii8ZkBBERERGRkYgI\n", "kpKS4Ovri8DAQFZGWIjY2FgAuicjOnbsiHv37uHYsWP6DIvIojEZQURERERkJHfu3EFOTg78/PzQ\n", "oEEDJiMsRFxcHHx9feHu7q7T8S1btoSrqyunahA9gMkIIiIiIiIjSUpKAgCNygi1Wm3iqKg8uq6k\n", "UcjW1hZPPPEEkxFED2AygoiIiIjISAqTEYWVETk5OVCpVCaOisqj60oaD+rYsSMOHz6M/Px8PUVF\n", "ZNmYjCAiIiIiMpLCxIOPjw8CAwMBcHlPc6dWq3Hu3LlKVUYA95tYZmZm4uTJk3qKjMiyMRlBRERE\n", "RGQkSUlJcHFxgYuLC+rXrw8A7Bth5q5cuYJ79+5VujIiNDQUTk5OOHDggJ4iI7JsTEYQERERERmJ\n", "SqWCn58fAMDJyQm1atViZYSZK1xJo7KVEfb29ggLC2PfCKL/j8kIIiIiIiIjKVzWsxCX9zR/cXFx\n", "cHBwQL169So9VqdOnXDw4EEUFBToITIiy8ZkBBERERGRkTxYGQGAy3tagNjYWDzyyCOwsbGp9Fgd\n", "O3bEnTt3cObMGT1ERmTZmIwgIiIiIjKSkiojOE3DvFV2Wc8HtW3bFvb29pyqQQQmI4iIiIiIjKak\n", "yoibN28iIyPDhFFRWfSxrGchR0dHtG3blk0sicBkBBERERGRUeTk5CA1NbVYZQTAFTXMVXp6Oq5f\n", "v663ygjgft+IAwcOQET0NiaRJWIygoiIiIjICG7cuAEATEZYkHPnzgGA3iojgPvJiJs3byI6Olpv\n", "YxJZIiYjiIiIyOqkpKQgJSXF1GEQaUhKSgIAjWka3t7eqFatGpMRZqpwWU99JSOSk5Mxc+ZMAECv\n", "Xr0QFhaG5ORkvYxNZGmYjCAiIiKrkZycjLCwMAQHByM4OJgX+mRWCpMRD1ZGKBQKNrE0Y3FxcahV\n", "qxZcXV31Ml6/fv1w5MgRAEBaWhqio6PRv39/vYxNZGlsTR0AERERkb7069dPo/RZpVKhf//+OHz4\n", "sAmjIrpPpVLBxsYGnp6eGtu5vKf50udKGikpKUhISCi2PT4+HikpKfDw8NDLeYgsBSsjiIiIyCqU\n", "d6FPZGpJSUnw9vaGjY2NxnZWRpgvfa6kQUSamIwgIiIiIjKCh5f1LNSgQQMkJCSgoKDABFFRaQoK\n", "CnDu3Dm9VUZ4eHggICCg2Pb69euzKoKqJCYjiIiIyCrwQp/MXVJSkka/iEKBgYHIz8/HlStXTBAV\n", "lSYxMRE5OTl6rYyIiIhAWFgYvLy8AADNmjXD9u3b9TY+kSVhMoKIiIisRkREBFq1agUAsLGxQVhY\n", "GC/0yWyoVKpSkxEAl/c0N4UraeirMgK4v3rK4cOHi/rYfPjhh/D29tbb+ESWhMkIIiIishre3t74\n", "8ssvAdxfpeDAgQO80CezkZSUVOI0jYCAACgUCiYjzExcXBycnJxQt25dvY/doEEDKJVK3Lx5U+9j\n", "E1kKJiOIiIjIqhRe3Ofn5+PatWsmjoboPhEpdZqGvb096tatyyaWZiY2NhaPPPIIlEr93zIplUp4\n", "eHgwGUFVGpMRREREZFUevLjnk2YyF7dv30Zubm6JlREAl/c0R4ZeScPLywu3bt0y2PhE5o7JCCIi\n", "IrIqt27dgqurK8veyayoVCoAKLEyAuDynuYmJSUF//33n177RTzMy8uLlRFUpTEZQURERFbl5s2b\n", "qF27NmrXrs1kBJmNpKQkAGBlhJGkpKQgJSWlwsclJycjLCwMzZo1Q3JyMjZu3Ijk5GQDRMhkBBGT\n", "EURERGRVbt68CU9PTwQGBvLmjsxGYTKirMqI27dv4/bt28YMy+oUJhOCg4MRHByMsLCwCiUT+vXr\n", "h+jo6KL/X+fPn0f//v0NEqunpyeTEVSlMRlBREREVuXWrVvw8vJiMoLMikqlgpubG5ydnUt8vUGD\n", "BgDY56SyCpMJKpUKKpUK0dHRWicTUlJSkJCQUGx7fHy8TlUW5WHPCNPStXqG9IfJCCIiIrIqN2/e\n", "ZDKiijPHm4zSVtIoFBgYCIDJiMowdjKhsgqnaYiIqUOpUipbPUP6w2QEERERWZUHkxE3b95ERkaG\n", "qUMiIzHnmwyVSlVmMqJGjRpwd3dnE0sT8vDwQN26dYttr1+/Pjw8PPR+Pk9PT+Tk5CAzM1PvY1Pp\n", "KlM9Q/rFZAQRERFZlVu3bhX1jADuPxWlqsGcbzKSkpJKbV4JAAqFgk0sK8nDwwMBAQHFtru7u2uV\n", "TMjOzoatrS1sbGzg5eUFPz8/hIWFYfv27QaI9n5lBABO1TAiS6uesXZMRhAREZHVyMrKwr1794oq\n", "IwCWvVcV5n6TUV5lBMDlPfUhIiICYWFhsLOzg5OTE2rWrInz589j8+bNZR5XUFCAl156CSdOnMD+\n", "/ftx9uxZnD59GocPH4a3t7dBYi1MRrCJJVVVTEYQERGR1Si8qPfy8oK3tzecnZ2ZjCCzUF5lBMDl\n", "PfXB29sbhw8fhpeXF9544w3cuHEDzz//PJ5//nmsXr26xGNEBG+++Sa2b9+OH374AR06dICHh4dB\n", "pmY8iMkI4yutesZQU3GobExGEBERkdUoLHf29PSEQqFgE8sqxJxvMrKzs3H79m2tKiMSExORl5dn\n", "pMisk1qtRnJyMho2bAhbW1usXbsWr732GkaMGIFly5YB0Gxy+vHHH2PZsmX46quv8OyzzxotzsLf\n", "S1MlI8yx0asxREREoE6dOkVft2nTxmBTcahstqYOgIiIiEhfHqyMAMBkRBUzatQoREdHo1q1aigo\n", "KICtra1Z3GTcuHEDALSqjFCr1bh8+TKCgoKMEZpVSk5ORn5+ftENp1KpxIoVK1CtWjWMGzcOn3/+\n", "OXJzcwEATk5OuHTpEmbPno3XXnvNqHE6ODjAzc3N6D0jkpOT0a9fv6JpTQEBAYiIiDDYdBRz4+3t\n", "DX9/f7i7u+Pff//F7Nmzq8z3bm5YGUFERERWozAZ4enpCYDJiKrkzz//xNixYzF48GDEx8dj/vz5\n", "yMzMNNiyiRV5qqxSqQBAq8oIQD99TqrqU28AuHr1KgCgdu3aRdsUCgXmz5+POnXq4PLly0VNTi9d\n", "ugRfX1/MmDHDJLEWLu9pTObc6NUYMjMzceTIEYwePRpubm44fvy4qUOqspiMICIivavKF8FkWrdu\n", "3UK1atXg5OQE4P7NXXx8PNRqtYkjI0OKi4tD37590bp1a6xZswZeXl4YNGgQFAoFIiMj9XouXZYP\n", "TUpKAlB+MqJu3bqwtbWtVBNLc17e1FiuXbsGQDMZAQCpqakoKCgotr9CoUBqaqpRYnuYsZMR5t7o\n", "1RgOHjyI/Px8dOvWDSEhIUxGmBCTEUREpDe8CCZTu3nzZtEUDeB+MiI3NxfXr183YVRkSDdu3EDP\n", "nj3h4+ODiIgIODo6Arh/k9emTRv8/PPPej2fLk+Vk5KSYGNjU1SxUxpbW1v4+/tXqjKiqj/1Bu4n\n", "I2xtbS2i9N7T05MNLI0sKioKtWrVQqNGjRAaGooTJ06YOqQqi8kIIiLSG14Ek6mVlIwAuLyntSms\n", "vsrMzETv3r1x7949REZGombNmhr79e7dG7/88oveGkLq+lRZpVLBx8cHSmX5l96VmVrEp973Xbt2\n", "DX5+fsV+3ubY5NTLy8uoPSNK+xn4+vqavNGrsfz222/o0qULFAoFQkNDER8fb7LKmKqOyQgiItIL\n", "XgRXLeY6FefWrVsaT58LL7qZjLAOD1df1a1bF2fPnsXu3bvh7+9fbP/evXsjPT0dhw4dMkG0/0eb\n", "ZT0LNWjQoFLTNOh+MuLB1RIeFBERgbCwMPj5+cHPzw9hYWEmbXJqip4RCxcuBADUqFEDvr6+cHJy\n", "QmpqqtEbaZpCSkoKYmJi0LVrVwBASEgIALA6wkSYjCAiIiKtmftUnIcrI5ycnFCrVi0mI6zEw9VX\n", "d+7cQUBAAFq1alXi/q1atYKfn5/epmro+mRdpVKV2y+iUGFlhC6NN83xyb8pXL16tVi/iELe3t44\n", "fPgwTp8+jdOnT+Pw4cMmnc5himTEwYMH4eDggJMnT+LMmTP4999/cffuXfTr1w/Z2dlaj2OuSemy\n", "/P777xARdOnSBQDQsGFDuLq6MhlhIhafjBARhIWFQalUIjEx0dThEAGwzDdnosriRXDVYO5TcR5O\n", "RgBcUcNalFZ9dfv27VI/cxUKBXr16qXXvhEbN24sKv+3tbXV6sl6RSsjMjIydH5K/eASjQqFwuRP\n", "/k3h2rVrpSYjCnl4eJjFZ5OnpyfS09ORk5NjtHNu27YNTz/9NPz9/eHh4YH69evjp59+wvHjxzFy\n", "5MhyE2HmnpQuS1RUFIKCglCvXj0A95d9bdWqFZtYmohZJSOGDx8Of39/tGrVSuNfcHAwlEolIiIi\n", "ih3z/fff46+//oJCoSh13JUrV6JFixZo0aIFHn30UcybN89gyzxR1abtmzOTFWStJk6cCACoXr06\n", "gPsl8lXtItiaWcJUnIenaQBMRliTklZCKE/v3r0RGxurt9+BI0eOQK1WY9y4cVCr1fjll1/KfbJe\n", "0coIQPepRd7e3nB1dYWfnx9EBNu2bbOIRo76pE0ywlwUJk+N9R5amER+7rnnNLa3a9cOa9euxcaN\n", "GzFr1qyimEqKy9yT0mUp7BfxIK6oYTpmlYxQKBSYPXs2Tp48qfHvgw8+gIeHB3r16qWxf0ZGBmbM\n", "mIG+ffuWmlxYunQpxo8fj5UrV+Kff/7Brl27MH/+fEydOtUY3xJVMeW9OVtyJpmoPGq1Gp9++inC\n", "wsJw/vx5dO3aFQEBAVXuIphMJy8vD7dv32ZlhJU6ceJEiTdG5VVfdevWDXZ2dti9e7de4li/fj3a\n", "tGmD119/HWq1utybGLVajRs3blQ4GaFr34grV67g4sWLGDt2LAAgNjZWp3EsVUZGBjIyMiwuGWGs\n", "qRo7duyAUqlE3759i702aNAgzJkzB7Nnz0bDhg1LvF69cOFCib9T5pSULs21a9cQFxdX1C+iUGho\n", "KC5evIg7d+7o9Xx8+Fg+s0pGvPHGG+jQoUOx7V999RWGDx8Oe3t7je2zZ89Gr169ihqPPCwjIwPT\n", "p0/HiBEjEBoaCuD+B9akSZOwYMECxMfH6/+boCqrtCeGcXFxOH78eNFcPEvNJBOVZ8OGDYiJicG8\n", "efPg6emJQYMG4eDBg+xQbUXMfSpO4UVfScmIGzduICsryxRhkQ4evIgXEXz22Wfo0aMHOnTogNat\n", "W1eo+aCrqys6duyol6kaKSkp2L17N1588UU8+uijcHFxwV9//VXmMampqcjLy9N6moabmxs8PT11\n", "TqDt378fAPDqq6/C1tYWZ8+e1WkcS3Xt2jUAKLWBpbkprOQyVjJi27ZtePLJJ4utPFNo6tSp8Pb2\n", "xoULFzSuV0NCQtC6dWs0bNgQt2/fNkqs+hYVFQUA6Ny5s8b2wvvEkydP6uU8fPioPbNKRrRr1w71\n", "69fX2Hbx4kVERUVh9OjRGtvPnTuHNWvWYM6cOaVWRezZswcZGRnFsl9dunRBQUEBtm7dqt9vgKgE\n", "KSkpeOyxx1CtWrUSL1gsIZNM1kff2frs7GzMnDkT/fr1Q1hYGACgb9++KCgo0NvTSDIPERERqFGj\n", "BmxtbQHcn99uLlNxCufYlzRNAwAfQliAhy/i27Ztiz59+mDatGmYNm0a9u3bh6NHj1a4+WDv3r2x\n", "f//+SiekNm/eDBHBkCFDYGNjgzZt2pSbjEhKSgIArSsjgMpV8+zfvx/NmzeHn58fGjRoUOUqI65e\n", "vQoArIwowe3bt7F///5iUzQelJqaChsbm2LbVSoV/P39sXLlyqKb9wfVq1fPLJLSZYmKikLz5s2L\n", "JawfeeQRVKtWTW9TNfjwUXtmlYwoyTfffIOuXbuiQYMGGtsnTpyIGTNmlPlLHxMTAwDFji38+tSp\n", "U3qOlqqy0p4YtmzZEvv27cPy5cvh6upq/MCIHmCobP2yZctw9epVfPrpp0XbatWqhdatW2PHjh2V\n", "Hp/MR+F89NGjR6Nr167w9vY2m6k4hRfzJVVGAFze0xI8fBF/9OhR7NmzB9u3b8fHH39cdJNU0eaD\n", "vXv3Rk5OTtGTUV2tX78e3bt3h4+PD4D7D9Kio6PL7EWmUqkAQOvKCED35T1FBFFRUUVz4ps0aVJl\n", "KyNq1apl4ki04+LiAgcHB6Msq7lr1y7k5+fj2f/H3nmGRXWtb/8eht6UKmADRBRBQYoKCkIk9iDi\n", "CdaYmGosOYmJJjn/nJiTqrHEJEZjEpPg0aiJUWIHFAVRBCuKGkVFhAGGIkpvM+v9wLvnUKbsmdnT\n", "YP2uyw/uvfbaa5iZPWvd63nuZ8YMpa/t06cPtm3bhkWLFuHo0aOS8qhOTk7g8Xjo27evXnvyEUKk\n", "+kUAAJ/PR0BAACdihCF4K+kTei1GtLS04Ndff8Xrr7/e4fihQ4fw8OFDLFu2TO71zKTE1ta2w3Hm\n", "/9ouo0Pp/iQmJkoECSZ8NCkpCRMmTMDixYvh6+vb5Rp9CW+m9Aw0odY/fvwYn332GV5++WUMHTq0\n", "w7kZM2bg+PHjWnUJp2iWqqoqPHz4EGPGjMErr7yCzMxM5OXl6XpYAGSLES4uLjA3N6dihJ4jaxLv\n", "4OAgNY1XGby9veHl5aVWqsaDBw+QkZGB+fPnS46NGTMGpaWlciu6qRoZkZeXp/TiJT8/Hw8fPpSE\n", "oQ8dOrRHihH29vawsLDQ9VBYwePxtFbec//+/RgzZozcqBE26Xjty6PeunULv/32G/bv34+vvvpK\n", "U0NXm3v37qGwsLBLxDxDUFAQLe+pA/RajDhw4ABMTEwQExMjOdbU1IS3334bX3/9taSsEoWiLzg7\n", "O2PIkCGIioqSGj6amJiIsLAwybFhw4bpTXgzpfujjFqvTBrHmjVr0NjYKHHfbk9MTAxqa2slOcwU\n", "w4eJKvT390dMTAx69eqFHTt26HhUbVRUVMDY2Bi9evXqcJzH41ETSwOGSQlSl2nTpuHIkSMq797+\n", "9ttvsLS0RGxsrOTY6NGjAUBuqkZpaSl69erFenFcVlaGPXv2oKSkROkItlOnTsHIyAgREREA2iIj\n", "CgsLUVtby+r67oAhVdJgcHR01LgYUVdXh6SkJLkpGgzMfFWRNwsToTRnzhysXLkSK1euxMmTJzUx\n", "fLU5efIk+Hy+5LvRmaCgINy5cwfV1dVq3cfBwUGqXwndfJSOXq/mt23bhldeeaWD6LBhwwb4+vpK\n", "VbU6/7gwOaOdP1TM/zvvnHTmzTffRExMTId/u3fvVum1UHoGjY2NSEtLw/Tp06U+cBgl+caNG3Bx\n", "ccG0adP0JryZ0nOprKzEzz//DKFQqHQaR2FhITZt2oS3335bagiyn58fPDw8aKpGNyInJwempqYY\n", "MmQILCwsEB8fjx07dkAsFut6aCgvL4ejo6PUct9UjNB/NG2QOm3aNBQVFeH69etKX0sIwc6dOxEb\n", "Gwtra2vJcWdnZ3h6esoVI5Qp6wm0RbAxKRrKRrClpqYiMDBQUl7Zx8cHQJuZdk9BIBAYjHklg5OT\n", "k8bTNJKSktDQ0MDqs9Q+8oGtN8sXX3yBCRMmYPbs2VI3PnRNamoqQkJCukTMMzAFEdQ1sRSJRLC0\n", "tASfz5c8K0aPHq33m4+7d+/usu5lyrVrEr0VI/Ly8pCRkYFXXnmlw/FTp07h77//xsiRIyX/tm3b\n", "BgCYOnUqRo4cKREMRo4cCaBrjijzf39/f7lj2LRpEw4ePNjh39y5czl5fZTuSUZGBhobGzFx4kS5\n", "7RwdHfHUU0/h9OnTGhkHLSVEkYasib6lpSXef/99uLm5YfDgwUqlcXz44YewtbXFypUrpZ7n8XiY\n", "MWMGDh48qBeLVYr6XLt2Db6+vjAxMQEALFy4EA8fPkR6erqOR9YmRsjaaKBihGGQmJiIAQMGAGjL\n", "UWdTLYMtERERsLKyUilV4+rVq7h16xYWLFjQ5VxoaKjCyAi2fhHq5JsTQnDq1KkOlQKGDBkCoGeV\n", "9ywqKjK4yAhtpGns378fw4cPh5eXF+trlPFm4fP52LNnD2xtbTFz5kzU19frzXxULBZ38FKRxtCh\n", "Q2FhYaF2qsb777+PM2fO4Pjx45JiCd9//73ebz7OnTu3y7p306ZNGr+v3ooRP/zwA5555pkuD++U\n", "lBTcunULV65ckfxjKm0cO3YMV65ckQgGU6ZMgY2NDU6cONGhDyZMZ9asWdp5MZQeQ3JyMlxdXaV6\n", "Q3QmKioKly5dwpMnTzi7Py0lRFHE999/D6DNO4cJvbx9+zZKS0uxYcMGqd4O9+/fl5rGcebMGSQk\n", "JODDDz+Ua84aExOD4uJimovZTcjJyekg5o8dOxaenp5ISEjQ4ajaqKiokCtG5OfnU1FMz3FwcACP\n", "x8OcOXNw48YN1tUy2GBmZobo6GiVxIidO3fCyckJTz/9dJdzY8aMweXLl2V64ygbGaEqd+7cQUlJ\n", "SQcxwtbWFn379u1RvhGGmKahaTGiubkZhw8fZpWioQ729vZITEzE7du3MWDAAL2Zj+bm5qKiokKm\n", "XwTQlg6mronl7t27sW7dOqxbtw7R0dEIDg4G0PbdpEhHL8WI5uZmJCQkdDGulAWTntE5TcPa2hpf\n", "fPEFfv31V8kkOD8/H5s2bcKKFSuk7hBSKOqQnJyMiRMnSg0R7kxkZCTEYjHOnDnD2f1pKSGKInbv\n", "3g1bW1vk5OR0CL10dHTEc889J7XuuFAoxNKlS5GamorS0lKJ4PX000/DzMysQ/60NMLDw2FnZ0dT\n", "NboBra2tyM3N7SBG8Hg8LFy4EPv27VO7bKK6MGka0vD09ERjY6PETJCinxw9ehQFBQVYsWKFRvKr\n", "p02bhszMTKV2a0UiEXbv3o05c+ZI9a8YM2YMmpubZYZ3l5aWshYj1ElVSU1NBZ/Px7hx4zocHzp0\n", "aI+JjGhpaYFQKDQ4MULTnhGnTp3CkydPNC5GAMCIESPQv39/VFZW6s189OTJkzAzM0NoaKjcdoGB\n", "gSqLEVeuXMFLL72EBQsW4K233gLQJs44OjpSMUIOeilG/Pnnn7Czs5OrXgFtZT89PDzw9ddfg8fj\n", "Ydy4cfD09Oyw07xkyRJs3rwZL7zwAvz9/TFt2jSsWLECa9eu1fTLoPQwSktLkZOTozBFg2HQoEHo\n", "168fZ6katJQQRRE1NTXYunUrXn31Vbi7u3eZ2MqaBPfr1w8XL150ncPBAAAgAElEQVTEhAkTMHDg\n", "QIng1dTUhMbGRsyePVvufY2NjTFt2jQqRnQD8vLy0NjY2CXN8bnnnkNtba3Oc2IVpWkAtLynvvPd\n", "d98hJCQEISEhGul/6tSpEIvFSE5OZn3N6dOnUVJS0qGKRntGjBgBc3NzmakaJSUlSpX1ZMwDmc+y\n", "t7c3q+/WqVOnMGrUqC6Raj2pvGdpaSkIIQYnRjg5OaGyslJjkVv79++Hp6cnhg8frpH+21NZWYma\n", "mpoux3U5H01NTcXYsWMVmsgGBQXh9u3brA1fmTSU8vJyxMbGwsfHBz/88EOHTUlvb28qRshBL8WI\n", "uXPnsjLaeeWVV5Cfn4+qqiqIRCIUFhbi/v37XVy0Fy1ahGvXriEnJwc3b96UmdtMoagDkw4UHR3N\n", "qj2Px0NkZCStMkDRGtu3b0ddXR3eeOMNmW2kOWhfvHgReXl5OHbsmNRdQTYTjJiYGFy/fh35+flq\n", "vw6K7sjJyQHQ1XPJ09MT4eHhOq+qIU+M8PDwAMCdGKEvudDdibt37yIpKQlLly7V2D369u2LgIAA\n", "pVI1du7ciUGDBmHUqFFSz5uamiIoKEiqGNHQ0IAnT54olabBmAfeunULERERsLe3V5iqQgjB6dOn\n", "O6RoMAwdOhR5eXlobW1lPQZDRSAQAIBBGliKxWJUVVVx3rdIJMJff/2FuLg4VpG73Y3W1lakpaXJ\n", "9YtgCAoKAiEEV69elduuc1q0l5cX6urqcODAgS6CBxUj5KOXYgSFYogkJydj5MiRSuW2RkVF4cqV\n", "K3j8+LHa95e1qz1gwAC9KyVEJ/Hap7W1FV999RXmzp2L/v37y2wny0Gbx+MhJCSki9jLlsmTJ8PU\n", "1BQHDx5U9SVQ9ICcnBz069dPajrP888/jxMnTqCoqEgHI2tbjFVUVMhM07C0tISLi4vaYgT15tEc\n", "W7duhb29PeLj4zV6n2nTpuH48eMQiUQK2zY0NODPP//EggUL5C7kxowZI1WMYNKClImMYHBwcMCK\n", "FStw/vx5XLx4UW7bGzduoLy8XKoY4ePjg5aWlh4RFcQ8fwwtMoJ5bmkiVSMzMxNCoVArKRqA5qvi\n", "KMvFixdRU1OjMOIeaPuumJmZKUzV6JwWXV1dDRcXF4n5bnu8vb1x+/ZtlUsKd3eoGEGhcAAhROIX\n", "oQyRkZEghHDmQp+YmAhnZ2fw+XzJAtLPz4+TvrmATuL/h7YFmT/++AMPHz7E22+/zaq9NAdtdSYY\n", "NjY2eOqpp2iqhoHT2byyPc8++yzMzMywc+dOLY+qjSdPnqC1tVVu2W4uKmpQbx7NUF9fj59//hkv\n", "vfSSwlBqdZk2bRoqKyuRnJys8Dl86NAh1NTUyEzRYAgNDUVBQQFKSko6HGfECFUNLKdPnw53d3d8\n", "++23ctulpqbC1NQUYWFhXc4x5T17QqqGQCCAmZmZVMFUn2GeW5oQI/bv3w9XV1eMHj2a875lwURZ\n", "WllZwcjIiNOqOMpy8uRJ2NjYSMwk5WFiYgJ/f3+5htuy0qIfPXok9Xni7e2Nx48f0004GVAxgkLh\n", "gOvXr0MoFCotRnh4eGDAgAGc+UbY2NigoaEBb731Fm7evImvvvoK27dv14uSewCdxAO6EWQIIVi/\n", "fj2efvpphSWNFSEtjYPtBCMmJgbp6ekaCUOlaAd5YgRTzm3Hjh062QFiJvGaFCOoN4/m2LNnD548\n", "eSKpkKZJ3N3dYWxsjPj4eIXP4V27dmHUqFEYPHiw3D7HjBkDAF2iIxhxQpXICKCtXOKSJUuwZ88e\n", "uQvVU6dOYcyYMbC0tOxyzsXFBba2tj3CxJKppGFo6QjMc6uiooLTfgkhOHDgAGJjY2FkpL1lHxNl\n", "uWnTJojFYslmmS5ITU3F+PHjpaaZSiMoKEitihqd8fb2BkArasiCihEUCgckJyfDwsICY8eOVeo6\n", "Ho+HqKgoznwj/vrrL9TU1OC1116Dg4MDli9fjrFjx+LFF19EfX09J/dQFTqJb0MXgsypU6dw+fJl\n", "TvxyZKVxsCEmJgYikQhHjx5VexwU7VNRUYHi4mK5gtbzzz+PW7duKQwp1wTMJF5WmgbATWQEhXsI\n", "Ifjuu+8wZcoUidGoJpk1axZaW1tRW1sr9zmcl5eHI0eOKIyKANrSAvr169dFjCgtLYWxsbFaO/Uv\n", "vfQSjIyM8OOPP0o9LxKJkJaWJjVFA2iba+jCxFIXKZmGWNYTAOzs7GBkZMRpZERlZSVOnz6NBw8e\n", "aC1FozORkZEAoHJpb3U/Q0VFRcjIyGDlF8EQFBSEW7duyawOpWyUqJeXFwAqRsiCihEUCgckJydj\n", "/PjxMDMzU/rayMhI5OTk4NGjR2qPY8eOHQgLC5M8+IyMjPDzzz9DIBDggw8+ULt/inroSpBZv349\n", "/P39WZurskFaGoci+vbti+DgYJqqYaDIMq9sT3R0NFxdXXViZMk2MqKkpERlcVbfcqG7C1lZWbh8\n", "+bJGjSsZZD2H7969KxG0mAi2kJAQiEQi/Pe//2UVwSbNN6KkpAR9+vRRa1fa3t4e8+fPx9atW6Wa\n", "UObk5KCqqkqmGAG0mVhqS4zQZUqmQCAwOPNKoC0Cxt7enhMxov3fPyYmBnw+X5Kqo208PT1ha2ur\n", "dKSBup8h5vqAgAA0NzcjISGB9fWBgYEQi8WS3zxpbNiwAUBbRLKiKFELCwsMGDCAihEyoGIEhaIm\n", "DQ0NSE9PVzpFg4Er34jS0lIkJSVh4cKFHY57e3vj008/xaZNm3D27Fm17qEODg4OcHNz63KcTuI1\n", "S25uLo4dO4Z33nlHL8JWY2JicPz4cTQ1Nel6KBQlycnJgYWFhUTslAafz8eCBQuwe/dulJSUaHVX\n", "lJnEy3ueMBU1pC1G2ZKYmCjpB2jbRdN1SVNDZ8uWLfD09MTkyZN1NoaysjIMGzYMM2fOxKhRo5CZ\n", "mSkpFX/x4kVWEWxjxozBhQsXOggGpaWlKqdotGf58uUoKipCYmJil3OnTp2Cubm5JFVEGj4+Pvj7\n", "77+1kkKly5TMoqIig4yMANqEVC7EiPZ//9raWohEIo2bwsrCyMgIgYGBSkdGqPsZYq5nfoNycnJY\n", "X+/r6wtTU1O5Y167di0GDBiAW7dusYoSpRU1ZEPFCApFTc6cOYOmpiaVxQh3d3e4u7ur7Rvx22+/\n", "SXJgO/Pmm29i9OjRePHFF9HQ0KDWfVRFKBSiqqoKpqam6NOnD8zNzWFtbd2jJvFc7qqyDV3csGED\n", "+vbti9mzZyvVv6aYMWMGampqOPNJ6anoIvw5JycHw4cPB5/Pl9uOMQf09fXV6q5oRUUFevfuDRMT\n", "E5ltmBQAdVI1nJ2dERISgkGDBgEAVq1apbNc6O5AeXk59u7di9dff10rOe2ynsNDhw7FK6+8goqK\n", "ChQUFHQ5zyaCLTQ0FA0NDbh+/brkWGlpqcrmle3x9/dHeHg4Nm/e3OXcqVOnMHbsWLnRmT4+Pqiu\n", "ru5isMk1ukzJJIQYbJoG0CZGqOsZoY8psYGBgUpFRqj7GtS93tTUFCNGjJA55rS0NPz1119Ys2YN\n", "+vbty2r+RsUI2VAxgkJRk+TkZLi5uWHYsGEq98GFb8SOHTsQExMDOzu7Luf4fD5+/vlnFBQUYPXq\n", "1QoXMlwvdKqqqjBx4kQ0NDTg5s2buHHjBjZs2IDa2toeUfe8PYmJiR0iREJCQpQSZJQJXSwuLsau\n", "Xbvw5ptvyl2gaZPhw4fD3d0de/fu7VFeIVyhy/BneeaV7Xn//fcBtH3vtbkrWl5eLjdFAwDc3Nxg\n", "amqK/Px8le/DRLLFx8ejf//+OvHH6E5s374dRkZGWLRokdbuKc2INy0tDZ999hkSExNVjmQYOXIk\n", "TExMOqRqlJSUcBIZAbRFR6SlpeHatWuSY62trUhPT5ebogG0iS0AurWJZVVVFRobGw1ajNBENQ1d\n", "ExQUhAcPHnCSjqwtZAkoYrEYK1aswKhRozBnzhzW/Xl7eyMvLw9isZjLYXYLqBhBoagJU9JTnRD4\n", "yMhIXLt2TeXFWU5ODnJycrqkaLTHx8cHK1euxLp16zB06FCpCxlNLHRqamowZcoUCAQCpKSkYNCg\n", "QXBwcMCcOXNgbGwsNeS0O+Ps7AwvLy+EhYXByMgIL730klK7qmxDFysrK7F27VpYWFjg1Vdf5fIl\n", "qEV5eTkaGxuRkJDQrcu7aipyQVfhz83Nzbh58yZGjBght50ud+XYiBFGRkbw8PBQKzLi7t27KC0t\n", "RUREBEJCQnDhwgWV++rJVFZWoqysDN9//z3mzJmj1XQ9eUa86kSwWVhYICAgAJmZmZJjXEVGAG3f\n", "/759+3aIjrh06RJqamoUGvR5enrCxMRE474RuvRVEQgEAGCwYoSjo6PaYoQ++toEBgYCYG9iqe5r\n", "4OJvEBQUhJs3b3aJJt61axcuX76MjRs3KjXv9/b2RmNjI4qKilhf01OgYgSFogYlJSW4fv26yika\n", "DIzbcFpamkrX//e//4Wjo6PCfNsTJ04AaAtnlraQ4WqhwyzEGhoaMGPGDNy8eRNJSUnw9fWVtLG3\n", "t0dUVBT+/PNPpfs3ZFpbW3Hx4kXExsZiwoQJ2Lt3L+tr2Sz0GEHJz88P3377LaytrdHY2MjV8NUm\n", "NjYWpaWlEIvF3bK8qyYjF3S50P/777/R0tKidmlYTVJRUSG3kgaDuhU10tPTYWRkhLCwMAQHB+PS\n", "pUt0t0sJ2n9HfHx8UFBQgLlz5+pkLLKMeNUpYdzexFIsFkMoFHIWGWFiYoLFixdj586dkl3mU6dO\n", "wcrKCsHBwXKvNTY2xuDBg7ViYpmYmNihFKq7u7tWUjIZMcIQDSwB7iIjmAhMHo8HFxcXpT6/msDb\n", "2xvW1tZK+UYkJiaif//+kv+PGjVKqdfAlBLl8/lKf4eBNjFCJBJ1iEKqr6/Hv/71L8yaNUvp6nm0\n", "vKdsqBhBoahBSkoKAKhdpWDAgAHw9PRUKY++tbUVu3btwrx58+SG4ldWVkrNg71y5Qri4+MRFxeH\n", "K1eudDmvzEKn80Ksb9++yMzMxJEjRxAUFNSl/axZs5CWlsZ5XW195tatW6ivr8fo0aMRHx+PtLQ0\n", "lJaWqtVnaWkppk+fjn/+858ICwtDZmYmSktLQQhBcXGx3iz29TGXlWt0adymSRhXcUWREbJ2pJyc\n", "nDS+K8cmMgLgRowICAiAra0tgoODUVNTg7y8PJX70xW68B0BOn5HmAX1f/7zH62PQx7qlDAeM2YM\n", "8vLyJH/f1tZWziIjAODVV1+FSCTCzz//DKBNjAgPD2eViseYWGoaZ2dnREREYMiQIZgyZQrc3Ny0\n", "4qtSVFQEHo/HmfijbRjPCHVNRo2NjVFdXY0333wTubm5Sn1+NYGRkRECAgKU8o1gokgDAgIAACtW\n", "rFDqNTg5OcHExASvvPKK0t9hAPDz84OJiUmHMX/11VcQCoVYu3Yt634YBg4cCBMTEypGSIGKERSK\n", "GiQnJyMwMJDVBFgRqvpGnDhxAqWlpXJTNOTR2tqKwsJCmT+AtbW1rE0vOy/Eqqqq4OnpifDwcKnt\n", "Z8yYAbFYjEOHDqk0dkMkOztb4i49c+ZMGBkZYf/+/ayulbXQ69+/PwYMGIDDhw/j3r17Xc53p8W+\n", "PqNpsUXe+6/phX5OTg7c3d3Rq1cvhW3b7yr36dMH1tbWyMvL03hJV2XFCFUn/GfOnEFERAQASHaj\n", "DSlVQ5e+I4YmSKpSwpipaJGVlSUxi+RSjHB2dsbs2bOxZcsWCAQCnDlzRqFfBIOPj4/WynumpqZi\n", "4sSJmDNnDs6dO6dx40ygLTLC2dlZbzySlMXJyQmNjY2oq6tTq58tW7agtbUV7733nt5UKwsKClIq\n", "MqKxsRGZmZl4/vnn4efnh+PHjyt1v5s3b0IgECA2Nlalv4GZmRn8/PwkYy4tLcWaNWuwbNkyiXmx\n", "MhgbG2PQoEFUjJACFSMoFBURi8VISUlRO0WDITIyErm5uUqH6CUkJGDYsGGSnDxZyFrIhISEIDMz\n", "E+np6VL7qKmpwbhx4/DHH39IJu/SdtQqKyulLoSrqqpkTjJdXFwwduxY1ovx7kBWVhZ8fX1hbW0N\n", "BwcHREdH4/fff2d9fUJCAng8HqytrSWhhxcuXMDevXuRnZ3N6aSXa2R9BkUiEWxtbbU/IAMkMTER\n", "ffv2BY/Hg7OzM3g8niTNS5OwNa8EOu4q37hxA0KhEFOnTsXMmTPx1VdfyX2OqIMyaRr19fUqLcAL\n", "CwuRn58vESPs7OwwaNAggzKx7K7RO/qCh4cHnJ2dcf78eUnUG9c79fPmzUN+fj6GDBmChoYG7Ny5\n", "k9XneejQoSguLkZ1dTWn4+lMfn4+8vPz8dRTT2H69Ola84cy5EoaACTPL3VSNerr6/H1118r7Uel\n", "aYKCgnD37l1JuVxFZGdno7GxEZGRkZgyZQqOHz+uVDrc8ePHYW5uLnlWq0JQUJAkMuLDDz+EiYkJ\n", "PvjgA5X7oxU1pEPFCApFRa5du4aysjJOxQhAOd+IJ0+eIDExEQsXLmRlpKMoD1ba+bNnz8LPzw/x\n", "8fEICwuDv79/hx21+/fv49dff8WMGTNUmtzPmjULycnJGp8c6QvZ2dkYNWqU5P/x8fFIT09nvWt0\n", "9OhR8Pl8nD9/XqrxmoeHR5drdGlc1ZnOn7HBgwfj0aNHmDZtmsF/BrRhHGZra4umpia8/PLLuHnz\n", "JpYtW4Yff/xRo387QohSYgQDs6tsaWmJ33//HatWrcKKFSuwaNEihIaGcroz39jYiNraWtaREYBq\n", "5T3PnDkDABg3bpzkmCGZWOo6MkEfzfW4hsfjYcyYMRLBB+A2MgIAPv74YwCQ7KBfv36dlaDk4+MD\n", "QPMVNU6dOgUej4fx48dL/KG0sekgEAgM1i8CgOT5pU7q6vbt21FVVYW3336bq2FxArPZJS0dWBqn\n", "T5+GnZ0dRowYgcmTJ6O0tFSSLsiGpKQkjB8/HhYWFiqNF2gTI65fv44TJ05g+/bt+PDDD2Fvb69y\n", "f1SMkAGhdOHSpUsEALl06ZKuh0LRY7788ktiaWlJGhsbOevTy8uLLFmyhHX7n376ifB4PFJYWKjU\n", "fSoqKkhFRYVS548fP04sLCwIgA7/eDwe4fF45KmnniJeXl5dzoeFhckdy4MHDwgAsnv3bqVegzoo\n", "ev2aora2lvD5fPLDDz9Ijj169IiYmJiQb775RuH1IpGIDB48mMyZM0dmG6FQSMLCwoirqytxdXUl\n", "YWFhRCgUcjJ+Lmn/HqSmppJevXqR4cOHSz7LunqP1EUgEBBzc3NiZmZGLC0tiYmJCSkpKeGs/19+\n", "+YUAIHfu3CGEEFJYWEhMTU3JF198wdk9OlNcXEwAkD///FPtvn788ccuzwg2zwlFPHz4kAAgR48e\n", "Vdi2urqaACA7d+5U+j6vvfYa8fHx6XBs/fr1xMLCgrS0tCjdnzw08R2oqKggrq6uXf7+rq6uWvu+\n", "PXz4kJibmxNTU1O9fkapw+eff05sbGzIZ599Rnr37s1p3+q8h7W1tQQASUhI4HRMnZk/fz4JCgqS\n", "/H/r1q2Ez+eTyspKjd7X39+fvP766xq9hyYpKioiAMiRI0dUur65uZkMGDCAzJ8/n+ORqU9rayux\n", "sLAg69evZ9U+KiqKzJgxgxBCSFNTE7G2tiaff/45q2vr6uqImZkZ+eqrr1Qer1AoJMOHDycACJ/P\n", "J+bm5krPtTvzww8/ECMjI9LU1KRWP9pEG2tiGhlBoahIcnIyIiMjYWZmxlmfUVFRSplY7tixAxMm\n", "TFB6J0BRHqy088HBwejdu3eXttbW1rhy5QpOnjyJs2fPKu1APnDgQAQFBWll10SXudJAW1krkUjU\n", "ITLCzs4OTz/9NKtUjZSUFOTl5WHZsmUy26hjvKZN2n/GoqKicO7cOVRXVyM4OLhL9I0hlf48evQo\n", "GhsbcfToUezfvx8tLS24efMmJ30TQvDNN99gypQpEqf6fv364aWXXsKGDRtQW1vLyX06w+xGcVFJ\n", "Y+bMmVJ3ltTdmWd2EtmkadjY2MDJyUmlyIj09PQuYb8hISFoaGjg7H3W5HNKHyITdu3ahZaWFpw8\n", "eVKvn1HqMGbMGNTU1ODUqVN6lTpnZWWFAQMGaNQ3ghCC1NTUDqVGteUPVVRU1KPTNPbs2YOHDx/i\n", "3Xff5XJYnMDn81mbWDJ+EUzEsKmpKSZMmIBjx46xuldaWhqampowadIklccbGxuL69evA2hLJW1s\n", "bMTs2bNV7g9oi4wQi8VqGSh3SzQmcxgwNDKCooiHDx8SU1NTsmnTJk773bVrFwFASktLFba9f/8+\n", "AUB27NjB6RhkocxujLI7ep999hmxsrIi9fX1XA+7A6GhoZzvyCrD+vXriaWlZZcd1ISEBAKAFBUV\n", "yb1+2rRpJCAggIjFYk0OU2eUlJQQKysrnb5H6lBfX0/69u1LZs+eTQghRCwWk0GDBpFFixZx0n9G\n", "RgYBQI4dO9bh+IMHD4ixsTFZt24dJ/fpzJo1a4i1tTURiURq96WpnfmkpCQCgOTn57NqP3r0aPLC\n", "Cy8odY+ysjICgOzatavD8erqasLj8cj27duV6k8Wmn5OCYVCMnLkSElkW69evbQWmVBQUEAsLS3J\n", "ihUrtHI/XVFdXU2MjIyIsbExiYqK4rx/dT4jkyZNkuw4a4K///5b6nNq7NixJCYmRmP3bWhoIADI\n", "L7/8orF7aAMbGxuVnuUikYj4+vqSadOmaWBU3LBs2TIyZMgQhe3S0tIIAHL58mXJMSa6pqqqSuH1\n", "b7zxBhkwYIDKcyVN/U4xUYZ//fWXyn1oGxoZQaHoGcyOVUBAAJqbm/Hrr79yumvLOGIr8o2orKzE\n", "Dz/8ACsrK8TFxXF2f3kos6OmrAP5rFmzUFdXh+TkZHWHKRNd50oDbX4RQUFBMDY27nA8JiYGpqam\n", "2Ldvn8xr7927h6NHj2LZsmWs/EEMERMTE9jY2HQ5rq9O+53ZvHkzhEIhPvnkEwBtueMLFizAvn37\n", "UF9fr3b/3377LQYPHtzFp2bgwIF44YUXsG7dOk7u05mcnByMGDECRkbqTxk0tTPP7CSyrWykSnnP\n", "jIwMAOhSHcjGxgY+Pj5Km1jKMgLOz8/v0pbL74CzszOef/55mJiYYM2aNaiurmZdMUld3n77bfTq\n", "1QurV6/Wyv10hY2NDfz8/NDa2go7OzvO+1fk/ySPoUOHatQzIjU1FcbGxh18VQAgLi4OSUlJGovg\n", "Ki4uBgCDjowA/lfeU1mOHDmCGzdu4L333tPAqLghMDAQd+7cQU1Njdx2aWlp6N27d4dS0lOmTIFI\n", "JMKJEycU3icpKQmTJk3Su7mSi4sLrK2tqW9EJ6gYQaEoAeNCztRGv3r1Kqcu5K6urhgyZIjMEp/t\n", "w3fXrVsHS0tLtUtAKYM6EyB5DBkyBMOGDev2VTWysrI6pGgw9O7dG5MmTcLevXtlXrt161b07t0b\n", "c+fO1eQQdY6+TR7Y8vjxY3zxxRd4+eWXJSkUALBgwQLU1NSoHZ4sEAiwb98+LF++XKoo8P7770tE\n", "Sq5RxbxSHsxzxNraGjwej5PnSEVFBczNzWFpacmqvSpiRHp6Ojw8PNC/f/8u54KDg1mbWEpLwygs\n", "LMShQ4ewePFiCIVCpcalCsnJyYiIiMCSJUtgZWWFhIQErdxz37592LBhQ7evnlNWViZ5H5OSkjhP\n", "N1MnHc/Hxwd3795Fc3MzZ+NpT2pqKkaPHg1ra+sOx+Pi4tDU1MQ61F5ZBAIBABi0gSXQJkYom6ZB\n", "CMEXX3yBsWPHdhGB9ImgoCAQQnD16lW57U6fPo2IiAjw+XzJsYEDB8LHx0dhic8HDx7g9u3bmDx5\n", "ssrj1JRozuPxqImlFKgYQaGwRFs765GRkTh58qTUPtuXZBOJRCgvL9dqSTZN+hHExcXh4MGDaGlp\n", "4aS/zsj6cSGEaGTnqjNCoRAFBQVSxQigrapGZmYmHj582OVcfX09tm/fjpdffpn1YssQkfUeOTo6\n", "6r3T/pdffonGxkZ8+OGHHY57eXlhzJgx2Llzp1r9f//997CwsMDzzz8v9bynpyeee+45rF27ltNd\n", "7sbGRty+fZtTMYJ5jiQkJIAQgh9++EHt50h5eTmcnJxYi1menp4oKiqSLGDYkJ6e3iUqgiEkJAQ5\n", "OTloampS2I+00poeHh6IiYnBrVu3pC6muPR0aGpqwunTpzFx4kRYW1sjPj4ev/zyi1Jl81S55/Ll\n", "yxEZGYk5c+Zo7D76QmxsrESMqKur01j5VGWjEIG2yAiRSCS1FLe6iMVinDp1qoNfBIO7uzsCAwM1\n", "tunAfJcNPTLC0dFRaTEiIyMDmZmZeh0VAbQJYWZmZnJ9I5qamnDu3DmpJasnT56M48ePS8pDSyMp\n", "KQl8Ph8TJkxQa6ya2nyjYkRXqBhBoegRZWVlSE1NRV5eHnx9fTvsppSWlkp9gOkihF2VCZAiZs2a\n", "hcePH8uMCuEC5sfF1NQUZmZmGDRoEEpLS/Hqq69CJBJp7L4AJLumo0ePlno+JiYGZmZmUlM1fvvt\n", "Nzx58gSvv/66RseoD7SfALi4uMDGxgbFxcW4e/eurocmk+LiYmzatAlvvvkmXF1du5x/7rnncPz4\n", "cZVNyRobG7Ft2zYsWrRI7o7yv/71L5SVlWH79u0q3UcaN27cgEgk4lSMYJg4cSL4fL6kXKY6MGIE\n", "G8rKyrBx40YAbWHDbHatnzx5gqtXr8qsWR8cHIyWlhaJ4ZksZInaFhYWyMjIQG5uLi5evCj5DvD5\n", "fPTp04eTSTDDuXPnUF9fL0n3efHFF/HgwQOlzJOVZePGjbh//z42b95ssNFPbNGHlEB5MOU9NWFi\n", "ef36dVRWVkoVI4C2TYfDhw+jsbGR83sXFRXB2tra4KNulImMYFK91qxZAz8/P0ydOlXDo1MPExMT\n", "+Pv74/LlyzLbZGdno7GxUaoYMWXKFAgEArnP2aSkJISGhqJXr15qjVVTm2/e3t64ffu22v10J6gY\n", "QaGwRBsu5LGxscjLywPQtpOemZmJkJAQTJ48GYMGDdKLifUm32wAACAASURBVIym8Pf3h4eHh0ZT\n", "NZydnZGeng4TExOsXLkSd+/exY4dO/DLL7/ghRdeQGtrq8bunZWVBWdnZwwYMEDqeVtbW0yZMqVL\n", "VQ1CCDZv3ozp06fDw8NDY+PTF9pPAHJzc5Gfnw8HBwdMmTJF5cW8pvnkk09gbm6OVatWST0fHx8P\n", "AHLTcOTx+++/o7y8XG4VFQAYPHgw5s2bh7Vr17LaoWdDTk4OeDwehg8fzkl/7bG2tkZQUBDS09PV\n", "7quiooK1GBEbG4sbN24AaBMm2Oxanzt3DmKxWKYY4e/vD2NjY6V9IxhsbGwwdOhQAB2/A6+++ioA\n", "cCr+JiUlwdnZWZKPHRYWBm9vb/zyyy+c3aM9Dx8+xCeffIJ//vOf8PX11cg9KOxxcnKCvb29RsSI\n", "1NRUmJubY8yYMVLPx8XFoba2llXev7IIBAKDj4oA2HlGtE/18vHxwdGjR7F48WJOfH00TWBgoNzI\n", "iNOnT3fxi2AIDw+HpaWlzFSNlpYWnDhxQq0qGp3hevPN29sbpaWlqK6u5qxPQ0f/P7UUih6hqbAt\n", "QPZuSmFhIVpaWrB69WqpCwJtlmTTJDweD3FxcUhMTNRolMKNGzdQV1eH6OhoAG271rt378bu3bsx\n", "b948tLS0SDWWU5fs7GyMGjVK7q5gfHw8srKyOnwOzp49i5ycHIUL0e4GMwFwcHDAsWPHUF1djWee\n", "eUYjBo3qkJeXhx9//BH/+te/pJa+BdrCbqdOnYr//ve/SvdP/n85z8mTJ8Pb21th+//7v/+DQCDA\n", "5s2bOfkMX7t2DV5eXrCyslK7L2mEh4cjPT1dbtgtG8rLy1mV9VR11/rMmTNwcXGBl5eX1PMWFhbw\n", "8/NT6BuhrBHw/PnzIRQKcf78ebn9KkNycjImTpwoWbjweDwsWrQI+/btw5MnT1j3o+g5yZx/6623\n", "YGdn1+1NKxn0oXyqPHg8nsZMLFNTUzF27FiYm5tLPe/j44OhQ4dqZNOhO4kRioT39qleTFt1UwG1\n", "RVBQEP7++2+ZfmfS/CIYzM3NERUVJdN35Pz586ipqVHLL0LTML/jzMYjhYoRFIpSaNIzQRYuLi74\n", "/fffsWrVKpw4cUJjYog+EBcXB6FQiHPnzmnsHpmZmeDz+QgODpYci4+Px759+3DgwAH06dOng7Ec\n", "F6ZjhBBkZ2fLTNFgmD59OszNzfHHH39Ijn377bfw9vaWiCc9EU9PTxw5cgTXr1/H3LlzIRKJNCIY\n", "KQNz/3//+99wdXXF0qVL5bZfsGABsrOzlc4VPX/+PC5duoTly5ezam9vbw97e3usWrWKk88w1+aV\n", "nYmIiIBAIJAqECiDMmkaqpCeno6IiAi5YmJwcDCryIgDBw7AwsIC5ubmCp/joaGhcHFx4ew5X1ZW\n", "hitXrnSpyLJw4UI0Nzezit6RZsDZ/jPW/ry3tzf279+PDz/8UGqlnO6KJjcuuMDHx4fzyIjW1lak\n", "paXJTNFgiIuLw19//cV5JKJAIDB480qgTbx+8uSJTINRWYJqQUGBQUTPBgYGQiwWIycnp8s5eX4R\n", "DFOmTEFGRobUyILjx4/D0dERgYGBXA6ZUxiDa+ob0Q6NFQ01YLRRU5VCkQbb2uEVFRVq1TrWV0Qi\n", "EXF1dSVvvvmmxu7x/PPPk8DAQKnnhg4dqnLtdnncuXOHACBJSUkK286aNYsEBwcTQggpKioixsbG\n", "5JtvvlF7DN2BI0eOECMjI9KnTx/i6upKXF1dSWhoKBEKhVobg1AoJKGhocTV1ZU4OjoSAGTjxo0K\n", "r6uvrye2trbk3//+t1L3mzNnDvHy8iIikYhVe7bPEDaIxWJiZ2dHPvnkE5WuZ0NFRQUBQBISEtTq\n", "x9HRkXz22Wes2ir7N6qvrycmJiZk8+bNcvvdtm0b4fP5pK6uTm47Zo6xe/duVs/x1157jXh4eBCx\n", "WKywrSJ27dpFAJDi4uIu56ZOnUpGjx6tsA9Ffz9p50NDQ9UeuyGir7/V69atI1ZWVpx8phjOnz9P\n", "AJDMzEy57S5evEgAkJMnT3J2b0IIGThwIHn//fc57VMXHDp0iAAgAoFA6vmKigri6ura5Tvm6uqq\n", "l5+1zjQ1NRETExPy7bffdjmXnp6ucP117949AoAcOHCgy7mgoCAyb948TserCZydnclHH32k62Gw\n", "QhtrYhoZQaHoEWx3UzRhIKkPGBkZYebMmfjjjz9UqrPNhszMTISGhnY5XllZKTVEmQvTsaysLABt\n", "jvuKiI+Px8WLF3Hp0iVs2rQJ5ubmMiso9DSmTp0Kd3d3CIXCDpUItFlRpn14LPMZbR/JIgsLCws8\n", "++yz2LlzJ6uUhMrKSuTm5mLfvn1YtmwZq1xgro3zioqKUFVVpdHICAcHB/j5+anlG8FEyrBJ0wA6\n", "PmctLCzA5/Oxbds2me2zsrLQ0tIis5IGQ3BwMEQikcKydQkJCXBxccE//vEPVs/xuLg45OfnS91J\n", "VJakpCSMGDFCqtHqiy++iKysLNy8eVPm9bI+Y5cuXcKoUaMwePBgqSklDx48MIhdW67R199qHx8f\n", "1NXVoaioiLM+U1NTYWNj0yHqUBqBgYEYMGAAp6kaYrG4W6VpAJA5B9L3NCBFmJqaYvjw4VJ9I06f\n", "Po1evXrJ/c3x9PSEt7d3l1SNsrIyXLp0iVO/CE1BK2p0hIoRFIoeoYs0EH2irKwMp0+fhkAggI+P\n", "D+e12SsrK3Hnzh2pYoQs2CwcFZGdnQ1vb29WJURDQkLA4/EQGRmJjRs3wsrKSiPO44ZIZWWl1LKV\n", "2nKpl7UQY7vQWrBgAfLz8+WmIbUPcQ8NDYVYLMa0adPUGbbKMItfTYoRQFuqhjoVNR49egRCCOs0\n", "jfbP2ZycHPTu3Rtr1qyR2T49PR29e/eGn5+f3H79/PxgZmYmN1WjubkZu3btwvz582FsbMxqvJGR\n", "kejdu7faYf6EECQnJ8ucrD/zzDNwcHBQ2cjSw8MD0dHRsLa2VmeYFC2giYoaqampiIiIUPi5Zvyh\n", "Dhw4wFk52fLycrS2tnYLMYIRVeX5RjCCqrGxMSwtLfUuDUgRQUFBUitqyPOLaM/kyZNx7NixDvOz\n", "lJQUAOiSgqaPDBkyhIoR7aBiBIWih+jrboqmiY2NlezKVVRUcL7rzezYSRMjZO02VFdXq22oyZhX\n", "smH+/PkghKC2thZisRhCoVCrO/8UzREREYH+/fvLNRprH3nBfAbYRsZwvWOWmZkJW1tb9O/fX+lr\n", "lSE8PBx37txBaWmpStczO4jKekY4ODhg8ODBWL9+PXbt2oWTJ09KbXfmzBmEh4crjE4xNTWFv7+/\n", "XBPLo0ePorKyUqloJ1NTU0yfPl3tneTc3FyUlpbKnKybmppiwYIF2LFjB1paWqS2cXBwkFoRKCgo\n", "CHv37sXWrVulijaGsmvbUxg4cCDMzMw4M7FsampCRkaGQr8Ihri4OBQXFyM7O5uT+wsEAgDoFmIE\n", "8xyTJ0Y4OzsjKSkJIpEIn376qcFtXAUGBuLGjRsdNheampqQmZkp1y+CYcqUKSgsLOwQxXX8+HEE\n", "BATAxcVFE0PmFCYygovNru4AFSMoFIpeoI3a7JmZmXB2dpZZIrNzmkxAQACsrKwQERGhcjhrU1MT\n", "rly5wkqM0Pf69LpG1+Gp6t7fyMgI8+fPx969e6WW3uTi/W//GQYAd3d3pXfMmOiMjRs3orGxEWPH\n", "juU0QqkzTPpDRkaGStczk3a2aRqdef755xEeHo7XX3+9SxRSS0sLzp07J7OkZ2dCQkLkRkYkJCQg\n", "MDBQ6VKpcXFxyM3NVcuBPTk5Gebm5hg3bpzMNosWLUJZWZlMt3qRSAQ7OzsYGRnByclJajqhvps3\n", "UgA+n48hQ4ZwFhlx/vx5NDY2shYjwsLC4OzsjF27dnHy28aIEd3BwNLGxgampqYKU1UvX74MQggm\n", "TJigpZFxR1BQEEQiEa5fvy45duHCBTQ0NLASI8aPHw9zc3NJiU+xWIzk5GS9rqLRHm9vb1RXV2v0\n", "d9WQoGIEhULpMZw7dw6hoaEyHfE7p8lcuXIFZ8+eRUNDA8aNG4d79+4pfc9r166hublZYSUNCjva\n", "L3RMTU1hY2Oj1YXOxx9/DKBtwqjKQuu5555DVVWVzMWeLAd1trT/DA8ZMgTPPPOM0jtmTHRGY2Mj\n", "mpubNe7L0bdvX3h6eqrsG8GIEapW0+DxeNi6dSvy8/Px5Zdfdjh3+fJl1NfXsxYjgoODcfv2balO\n", "7+Xl5Th8+LBKHjCTJk2ChYWFWp/1pKQkySReFv7+/ggMDMTPP/8s9fyKFSuQnJyMQ4cO4datW1LT\n", "CXt6uqGhwGV5z9TUVNjb22PEiBGs2jMCxNatW+VW/WFbNUkgEIDP53eLzxmPx2NV3jMrKwtWVlbw\n", "9fXV0si4Y/jw4TA2Nu7gG8HGL4LBwsICkZGRkt/Rq1evoqyszCD8IoD/lfekqRptUDGCQqHoBbJ2\n", "nV1dXTnZ9W5tbUV2djYrv4j2aTKDBw9GRkYGzMzMEB4ejtzcXADsJ0nZ2dkwMTFh9QOr651/Q6D9\n", "QmfLli2oqamBUCjUyr1bWlrwzjvvYMSIEbhz545KC61hw4Zh5MiR+Omnnzp8fpqbm7F+/XqpnylV\n", "3n8mBeH+/ftKXaer6JyIiAiVxYiKigoYGRmx8mSRha+vL9555x18/vnnuHv3ruR4eno6LC0tMXLk\n", "SFb9BAcHgxAiNR969+7d4PF4mDdvntLjs7S0xOTJk1VO1WhoaEB6ejqryfqiRYtw+PDhLt+rr7/+\n", "Gt988w2+++47TJ06VWE6YU9NNzQUuCzvmZqaiqioKFZGu0Cb4FlWVgaRSCTViFhR+djOFBUVwdXV\n", "VaHXgKHg6OjISowIDg42yNdsbm4OX1/fDs9Jtn4RDFOmTMGZM2dQW1uLpKQkWFtbIywsTFND5pRB\n", "gwaBx+NRMeL/Q8UICoWiN7Tf9XZxcYGpqSnMzMw4MbnKzc1FXV2dUuaVDP3790d6ejqcnZ0RHh6O\n", "ESNGsJ4kZWVlISAgAGZmZqzuRUOc2eHg4ICFCxfC1dUVW7Zs0co9161bh+vXr+Pnn3+Gi4uLSgut\n", "srIyPHr0CEeOHIGfnx/CwsJw9uxZhIaGYv369fjggw8QGhrKyfvv6emJ/Px8la7VNuHh4bh27Roe\n", "P36s9LXl5eVwcHBgvRCSxb///W+4urpi6dKlklze9PR0hIWFwcTEhFUfPj4+sLS0lOobkZCQgGnT\n", "pqmcThIXF4esrCxJSLoynDlzBk1NTazM3ebNmyepMMIIUAcOHMBbb72FVatWYfHixUrfn6J/+Pj4\n", "QCgUqhTx1566ujqcP3+edYqGLMHz9u3bOHv2LEpLSzFjxgyJdw6bqkndpZIGA9vICEOOuAwMDJRE\n", "RjQ1NeHcuXOsUjQYpkyZgubmZpw6dQpJSUl46qmnYGpqqqHRcouZmRnc3d2pGMGgsaKhBow2aqpS\n", "KBTZMLXZU1NTCQCyadMmtfvcsmULMTY2JnV1dSr38ejRI2Jtbd2lvndYWJjMa4YMGUKWLVum9L30\n", "tT69vrF69WpiZWVFHj9+rNH73Lp1i5iampJVq1ap1U9oaGiXzw+PxyNDhgwhFy9elLTj4v3ftGkT\n", "MTc3J2KxWO0xyvuMc0FeXh4BQA4fPqz0tW+88QYZNmwYJ+M4fPgwAUD27NlDysrKiK2tLfn444+V\n", "6mPcuHEkPj6+w7Fr164RAOTAgQMqj+3Ro0fE2NiYbN68WelrV6xYQdzc3Fh9FoRCIXFwcCDGxsbE\n", "1dWVDB8+nJibm5P4+HgiEolUGTpFzxAKhcTf358AIA4ODiQ0NJQIhUKV+jp+/DgBQG7dusWqfUVF\n", "BXF1de3yjFH0z9XVVeYz8emnnyZxcXEqjV8fmTt3LomMjJR5XiAQEADkzz//1OKouGXz5s3ExMSE\n", "NDY2kjNnzii97hKLxcTT05M8++yzhM/nky1btmhwtNwzadIkEhsbq+thKEQba2IaGUGhUPQOJrw3\n", "KioKy5cvx3vvvYfbt2+r1WdmZiYCAgJgaWmpch9isVhq2TpZIeyPHz/G7du3WVfSaA8NcWbHq6++\n", "isbGRuzYsUNj9xCLxXjppZcwcOBAfPTRRyr3I2tH0MLCAikpKQgKCpIc4+L99/DwQGNjo9JVKhIT\n", "E9G/f38YGRlpLTpn0KBBcHFxUanEZ0VFhcp+EZ2ZNm0apk6diueeew4+Pj6orq7G3r17lTIak2Zi\n", "mZCQAEdHR0ydOlXlsdnZ2eGpp55SKVUjOTkZEydOlOmX057Y2FhUVlaitbUVJSUluH79OkxMTJCQ\n", "kKB29AlFP4iNjZWU7q2srFTLFyY1NRVubm4YMmQIq/ay0hFHjhyJs2fPYufOnejdu7dSYxAIBN3C\n", "vJJBUWREVlYWABh8ZERLSwtyc3OV8otgKC8vR319Pf744w+IRCL89NNPBmUIyVTUoNA0DQqFoues\n", "WbMG/fv3xwsvvKBWic3MzEyVUjQ6w2Yyz8CEaqsiRlDY4ebmhpkzZ2LLli0aK5O1ZcsWnDt3Dj/9\n", "9BMsLCw4779Xr15qiWSy8PT0BAClUzWcnZ0xfvx4BAUFac2AkMfjqewbUV5ernLqgzSEQiFaWlok\n", "AuONGzeUWqgFBwfj/v37kutbW1uxc+dOzJs3T+0w4ri4OKSlpSnl31FcXIzc3FxWfhGyBDNLS0vU\n", "1dUpM1SKnsKlL0xlZSWSk5Px1FNPKfXbKC0d8fjx4wgLC8P8+fPh4+PT5Rp53jndLU1DkWdEVlYW\n", "3NzcDPo1+/v7w8jICJcvX8bp06cRHh6ulP9FbGxsB6H98uXLBlUG3dvbG3fv3lW7dHx3gIoRFApF\n", "r7G0tMSvv/6K7OxsrF+/XqU+ysvLcffuXbXFCFk7Ov3795c6ScrOzkbv3r0xePBgte5Lkc/SpUvx\n", "999/IzU1lbM+GYPSgoICvPfee3j99ddZV1SQhbYNSpkStsqaWAJAXl4ehg0bptXonIiICFy8eBH1\n", "9fVKXVdeXs5ZZERlZSWKi4u7HFdmoRYSEgIAknzo5ORkCIVClapodGbGjBkQi8U4dOgQ62tSUlLA\n", "4/EQHR2t8n1pRASlPYzBpJ+fH65evYrMzEyldqUVVVxpL1ZYW1uDx+Phhx9+kNpXbW0tnjx5YtAL\n", "8844OTmhsrJSpl9Wdna2QUdFAG1zOx8fH2RmZirtF9EdyqB7e3ujubkZDx8+1PVQdA79daFQKHpP\n", "WFgY3n77bXz44YeSahbKcP78eQDgJDKi/STJ2dkZfD4fFhYWaGlp6dI2OzsbISEhdCKvYcaPHw9f\n", "X1989913avfV2cU9ICAAtra2WLNmDQcj1a5BqZWVFZydnVUWI7QtooWHh6OlpUUSgswWLsUILhg0\n", "aBB69eoliYz69ddf4efnx7oihzxcXFwQFhamVKpGUlISAgMDWUWP0Io+3R8u3mOm/C+zM33v3j2V\n", "dqVlpaO1FyuuXLkCS0tL7NmzR2ofjKFrdxMjRCKRVENfkUiECxcuGLwYAQBBQUHYs2cPGhoalBIj\n", "ugP6Ut6TbWU4TUJnyBQKxSD4+OOP4eXlhYULF6K0tFSph2dmZiZcXFwwcOBAtcfRfpJ08+ZNpKSk\n", "4OzZs3jjjTc6pAkQQpCVlUVTNLQAj8fDkiVL8Ndff6GwsFCtvphJNuPi/vjxY/Tq1Qu2tracjFXR\n", "jiDXqFJR49GjR3j06BG8vLw0NCrp+Pn5oXfv3kr5RhBCUFFRwVmaBhcLNSMjIwQHB+PixYuoqqrC\n", "X3/9hRdeeEGpMHZ5xMXFITk5GbW1tQrbisVipKSksKqiwUAr+nR/mPe4T58+ANoWRmzfY23uSjs4\n", "OMDLywuvvPIKvvvuO9TU1HRp013FCABSUzVu3bqF2tpagxcjysrKkJ6ejoaGBvB4PCxfvpx1dE13\n", "EE379+8PMzMznYkRypbP1SRUjKBQKAaBubk5Nm3ahCtXrmDw4MFKPTwZvwiuFgNAR5PN77//Ht9/\n", "/z2+/vpryfnCwkIIhUKDnzAYCs899xysrKywbds2lfuQNcl+8uSJRibZ2pg0eXp6Kh0ZcffuXQDQ\n", "emSEkZERxo0bp5RvRG1tLZqamjiNjOBiMR4cHIzz589j+/btEIlEmD9/PmfjmzlzJpqamnDs2DGF\n", "ba9evYqKigpWfhEM2hbMKNqHeY9v3LiBoUOHYuzYsXr9Hq9YsQI1NTX48ccfu5zrjmIEI65KEyOy\n", "srIkgqchExsbK/m9JYQobaJq6KIpn8+Hl5eXzsSIzhsv6pjYqgsVIygUisGwevVqAG0LELYPz9bW\n", "VmRnZ3OSoiGLl156CStXrsSKFStw+PBhAMDJkycB/C9/nKJZbGxssHDhQvz4449oamrS9XD0Bg8P\n", "D6XFiLy8PADaFyOANt+IzMxMqWlP0mAm61yKEeouxsvKynDgwAGUlpbivffeg42NDaepWh4eHggI\n", "CMDu3bsVimTJycmwsrJS6flHK/p0fxwcHDB58mScOHGCtQGwLnal+/fvj/nz52Pjxo1obm7ucE4g\n", "EMDOzk4jJsC6Ql5kRFZWFnx9faVW9jIUuIiu6Q6iqa4qauib5wYVIygUikGg6sPz2rVrqK+v16gY\n", "AbRV/ZgxYwZmz56NgIAALF++HEZGRoiLizOoclOGzJIlS1BWVqZS6UOge4R+dsbT0xMCgUApgSYv\n", "Lw99+vSBjY2NBkcmnfDwcNTX1+Py5cus2ldUVAAAp9U0GFRdjMfGxkommEzeN5c7TmVlZaisrERi\n", "YqLcCLHKykocPnwYUVFRalfxoHRfoqOjUVhYKBEh2ZCYmChJe2R8TDS9K71q1SoIBAL89ttvHY4X\n", "FRV1q6gIALC3twePx5M839pD0z87YsiiKS3v2QYVIygUSrcmMzMTxsbGCAoK0uh9jIyMsHPnTvB4\n", "POTk5KCurg5isVinoW89jWHDhiEyMlItI8vvvvsORkZGsLCwMMjQz854enqCEIKCggLW1+jCvJIh\n", "MDAQlpaWrFM1NBEZoQ7a2HGKjY1FYWEhCCFSI8TaVzpgQvGpIEqRxfjx42FsbIwTJ06wvsbZ2RkD\n", "Bw7EpEmTkJubq5Vd6WHDhiEmJgZr167tUGWiu5X1BNpC+O3t7btERtTW1iI3N9fg0z+7o/CvCt7e\n", "3igoKEBjY6NW76tvf38qRlAoFINA1sPTzc1N7sMzMzMTI0eOhIWFhQZH10ZjY6PU0ElDKjdl6Cxd\n", "uhRnz55FWlqa0n9zsViMVatWwdXVFbm5uQYb+tkeVcp73r17V+vmlQympqYIDQ1lbWLJTNY1ERmh\n", "j8gSO3Jzc7FlyxYcPnwYEyZM6FDpID8/nwqiFJlYW1sjNDRUKTGisrISGRkZ+Mc//qHVxcu7776L\n", "v//+u0Np2+4oRgBtAmtnMeLy5csQi8UGL0YAhu/5wAXe3t4ghEjKQGuTLVu2gMfjwcbGRud/fypG\n", "UCgUg6H9j5eLiwtMTEwUTkIyMzMRFhampRGClvHUMaGhoTAxMcHUqVOVdojeunUrTpw4gV9++QWe\n", "np7dYoemX79+MDY2Vqqihi4jI4C2VI2MjIwOu5+yqKiogK2tLczMzLQwMsXoasepuroaS5cuxTPP\n", "PCO1/DEVRCnyiI6ORmpqKkQiEav2R48ehVgsxvTp0zU8so6EhYUhPDwca9askXhcCAQC9OvXT6vj\n", "0AbSxIisrCxYWVnB19dXR6Piju7g+aAOZWVleOuttwAAzzzzjNarWfz444+ws7PDtWvXdP73p7Nm\n", "CoViMLT/8crNzcX27dtx8OBBiVlkZ8rKynD//n2N+0Uw6FvoW0/k2WefRUtLC+rr65VyiM7Ly8PK\n", "lSuxZMkSPP3001oYqXbg8/lwd3dnHRlRWVmJqqoqnYoRERERqKqqwo0bNxS2LS8v17uoCE3u+Ml6\n", "xoSFhaGhoQG5ubl6k7JCMRyio6Px5MkT1ju0Bw8exOjRo+Hi4qLhkXXl3Xffxfnz53HmzBm0trai\n", "tLS020ZGdPaMyMrKQnBwMPh8vo5GxT2G7PmgDrGxsbh48SIAoKqqSqspvYWFhfjpp5/wzjvvwN3d\n", "Xed/fypGUCgUg4P58VqwYAHGjRuH5cuXd3HYBtqiIgBoTYwAaOihLlE1X7+1tRULFy5E37598eWX\n", "X2pwhLpBmYoauqykwTB69GiYmJiw8o0oLy/Xu8W3pnf8ZD1jzM3N4evrKzXFhgqiFHmEhITAxsaG\n", "VapGU1MTjh8/jpiYGC2MrCtTp06Fn58f1q5dC6FQCLFY3C3FCEdHR6mREd0hRaOnw6W3UGVlpdLX\n", "fP7557C1tcWyZcuUuk5TUDGCQqEYLDweD5s3b8bt27fxzTffdDmfmZkJNzc39O/fX2tj6umhh/qI\n", "opJ169atQ3Z2NhISEmBlZaWlUWkPT09PpcUIXXlGAIClpSWCg4Nx4sQJhZOsiooKvRMjGDS146fo\n", "GUMFUYqymJiYIDIyEikpKQrbnj59GrW1tToTI3g8Ht59910cPXoUf/zxBwB0SzGic5pGcXExioqK\n", "qBhBAfA/o+Lhw4crlZJaUFCA7du3Y+XKlTqpmCUNKkZQKBSDxt/fH0uXLsV//vMfCASCDucyMzMR\n", "GhoKHo+n9XH11NBDXSIrhP3Ro0dIS0vrIEowuwk5OTlYvXo1Vq1apVVvEW3CiBGKRBmgzbzSxcVF\n", "pzXsy8rKUFBQgIMHDyqcZOljmoa2kPWMoYIoRRWio6Nx7tw51NXVyW138OBBeHh46NS3gClX+/bb\n", "bwMAXn311W5XMaZzmkZWVhYA0LKe3QAuUnpjY2ORmZmJkpISpVJSP/vsM/Tu3RtLly5Vdtgag4oR\n", "FArF4Pn4449haWmJd955R3KspaUFFy5c0GqKBkX3dN4VDgwMRHh4OGbNmoVJkybh7NmzXXYTBg8e\n", "jI8++kjXQ9cYHh4eqK6uRlVVlcK2ujavBNomWcXFxRCLxQonWfqYpqEvUEGUogzR0dFobm5GRkaG\n", "zDaEEBw8eBAxMTE6EfkZnn32WTQ3N0tMbi9cuNDtfq1UOQAAIABJREFUKsY4OTmhoaFBIg5lZ2fD\n", "zc2tW5p19kSYuQojFPv4+LCOYFM1zSM/Px+//PILVq1apVdRoFSMoFAoBk/v3r2xdu1a7NmzB6dO\n", "nQIAXLt2DQ0NDVSM6GF03hW+dOkSTpw4gUOHDuH+/fsYN25ch92E+vp6mJiY6E01Bk3g6ekJgF15\n", "T12LEcpOsvQ5TYNCMSR8fHzg5uYm1zfi6tWrKCoq0lmKBsBtvr0+w0R8Maka1C+ie8HMVW7cuAE3\n", "NzdMnjxZ7Qi2pqYmuec//fRTODg4YMmSJWrdh2uoGEGhULoFCxcuRFhYGJYtW4bS0lKkpKTAxMQE\n", "gYGBuh4aRQd03hWePn060tLSpOZIlpWVdatJbGcYMUJReU9CiM7FCGVobm7GkydPemyaBoXCJTwe\n", "D9HR0XLFiIMHD6JXr14IDw/X4sh6JozIWl5eDpFIhAsXLlAxohvi6OiI6OhoyUYaG+SlpO7Zs0fq\n", "Nffu3UNCQgLeffddWFpaqjpcjUDFCAqF0i0wMjLCJ598gps3b2LIkCH4+OOPYWZmhurqal0PjaIn\n", "mJub69QLQVfY2dmhV69eCiMjKioq8OTJE52KEbImWdLKjzH51DQygkLhhujoaFy9erVLFQeGgwcP\n", "YurUqTAxMdHyyP5HTymhzTzXKioqcOvWLdTW1lIxopsSFRWFnJwcPHr0iPU1iYmJEqPpPn36IDQ0\n", "FK+99hqWLVuGN954A62trQD+54/16aefwsnJCYsXL9bIa1AHY10PgEKhULjigw8+AIAOAsTMmTNx\n", "9uxZXQ2Jokcwk9iSkpIOx7vbJFYabCpq3L17F4BuK2kAbZOsmTNnIj8/H01NTXj06BEWLFjQpR0V\n", "IygUbpkwYQIAIDU1FbNnz+5wrqioCJcvX+7gzaQr2j8jgLZneHerGNM+TaO4uBhGRkYIDg7W8ago\n", "miAyMhKEEKSnpyM2NpbVNc7OzggJCYG1tTVOnDghmcMEBARg2bJluHHjBmpra1FYWAiRSISysjJ8\n", "+umnsLCw0ORLUQkaGUGhULoFPSWPlKIePbXsoaenp8I0DX0o6wl09P24c+cO4uPjsXr16g7O8sD/\n", "cqlpmgaFwg1ubm4YNmyY1FSNQ4cOwdjYGJMnT9bByDrSEyrGMJF85eXlyMrKgq+vb4+M7OsJuLu7\n", "w93dXalUDbFYjJSUFEydOrXDZsrixYtx7NgxpKWlITs7GyUlJZJKM4cPH+Z87FxAxQgKhUKh9Bh6\n", "wiRWGh4eHgojI/Ly8uDm5qY3LtuM78fXX3+N1tZWSRk/BkaMoJERFAp3REdHIyUlpUsp4IMHDyIi\n", "IgJ2dnY6GllXunvFGCcnJ4kYQUt6dm+ioqKUEiOuXr2KiooKTJw4scu5wMBA2NvbdzleUFCgl5tz\n", "VIygUCjdgp6SR0rhhu4+ie2Mp6cnCgoKIBKJZLbRV/NKFxcXbNiwATt27EBKSorkeEVFBUxNTaWa\n", "klIoFNWIjo5GQUEB7t27JzlWU1OD1NRUnVbR6Ik4OTmhoKAAubm51C+imxMVFYXr16/L9GvpTHJy\n", "MqysrGRWjDM2NhwnBipGUCiUbkNPDcGnUBTh6emJ1tZWFBUVyWyjr2IEACxatAhRUVFYvHgx6uvr\n", "AbRFRjg6OoLH4+l4dBRK92H8+PHg8/kdUjWSk5PR3NyMZ555Rocj63k4OjoiJSUFYrGYihHdnKio\n", "KABAWloaq/bJycmIioqCqalpl3OGtjlHxQgKhdJt6Kkh+BSKIjw8PABAZqoGIQR3797VuV+ELHg8\n", "HrZt2waBQICPPvoIQJsYQVM0KBRusbW1xejRozuIEYcOHYKfn5+kTDBFO9jY2KCyshJWVlbw9fXV\n", "9XAoGqRfv37w8vJilapRV1eHjIwMqSkaDIa0OUfFCAqF0u3oaSH4FIoiBg4cCB6PJ1OMKC8vR3V1\n", "td5GRgDA4MGDsXr1amzcuBFXrlyBQCBAr169dD0sCqXb8f/Yu++wKI7/D+DvPRQCCAZQiiIdlSLc\n", "gaggCIgau5hiwwLRGEP0G7EmaiyIsaOxRGNBbFETY8EaVOwaC2CNUVBUEkUFMTZU1M/vD57bH8sd\n", "cChN/Lyeh+fxZmdnZ2Zn19u5nZlWrVohISEBr169wqtXr7B9+3YeolGO7t69Cx8fH3HCQS0trUo5\n", "1p+VLk3njTh48CByc3OL7Ix4l36c484IxhhjrIrT0dGBpaVloStqKFfSqMydEQAwYsQINGjQAH5+\n", "fti1axdOnjwJHx8fcbZwxtjba926NbKzs5GcnIzjx48jKyuLOyPKUXBwMI4fP44nT54AyFuuvGvX\n", "rhWcK1bWAgMDcenSJWRkZBQZLz4+HvXq1UP9+vWLTfNd+HGOOyMYY4yx90BRK2ooOyPs7e3LM0sl\n", "Vr16dWhpaeHJkyfIzc3Fs2fPcPz4cf6izlgpatq0KWrUqIG9e/ciLi4OZmZm8PLyquhsvRd4mfL3\n", "V0BAAADgwIEDRcbbs2cP2rRpU2XmS+LOCMYYY+w9YGdnV2RnhKWlJfT09Mo5VyWTlZWFzMxMlXD+\n", "os5Y6alevTr8/f2xc+dObN68GZ06dYJMxo8MjJUlCwsLNGzYsMjOiH/++Qd//fVXkUM03jXvzrof\n", "jDHGGHtjdnZ22Llzp9ptlXnySsZY+bp79y4uXrwo/kJfrVo13L17t9KOOa9KlCsh3L59WxJeWVdC\n", "YKUrICAACQkJhW7fs2cPBEFAUFBQOeaqbHE3J2OMMfYesLOzw927d/H48WOVbZV5Wc/83rUlyxh7\n", "FwUHB0uGCvz99988FKocvUsrIbDSFRgYiCtXruDWrVtqt8fHx6Nx48ZV6v+7StUZERoaCmtraygU\n", "Cslfo0aNIJPJsGXLFgDA7t278emnn6Jhw4Zwc3ODi4sLIiIicO/ePbXpxsTEwN3dHe7u7nBxccHM\n", "mTNBROVZNMYYY6xCKZf3LDiJJRG9M50RAH9RZ6ws8ZwFFe9dWgmBlS7lvBHqVtV4/fq1OF9EVVKp\n", "hmkIgoDJkyejb9++kvDff/8dgwYNQvv27ZGRkYH27dtj3Lhx+O233yAIAm7cuIFWrVph69atOHv2\n", "LAwMDMR9Fy5ciJEjR+Lw4cPw9PREWloavL29kZmZienTp5d3ERljjLEKYWdnBwC4du0aGjVqJIbf\n", "uXMHjx8/fmc6I5Rf1JUPRlXpFyLGGFPie9v7x9TUFC4uLti/fz9CQkIk25KTk5GVlVXlOiMq1ZsR\n", "X375Jfz8/FTCf/75Z4SGhkJbWxsAYGxsjMjISHEWUWtra4wePRrXr1/Hxo0bxf0ePXqEMWPGICws\n", "DJ6engDyfhmKiIhAdHR0oUucMcYYY1WNmZkZdHV1Vf7ve1eW9SzoXViyjLF3DQ+FYqxiBQYGqn0z\n", "Ij4+HjVq1ECzZs0qIFdlp1J1RjRr1kx8jVTp6tWrSEhIwKBBgwAA5ubmatdfrVu3LgDgwYMHYtju\n", "3bvx6NEjlUk+WrZsiVevXuH3338v7SK882xsbODi4iIOkXF0dIRMJpMMn3FxcVE5T5XJf//9h4kT\n", "J+Ls2bPFxs3JyYFCoYCFhQVkMhlcXFwwevRolXhxcXHo0KEDXF1dxToICQlBUlKSStyWLVvC2toa\n", "MpkMjo6O6NOnT6mUizHG3oYgCGqX90xNTQXw/29OMMbebzwUirGKExgYiGvXruHmzZuS8Pj4eAQG\n", "Boo/zlcVlaozQp2lS5ciKChIsvZ5tWqqo0suX74MIO8EKp05cwaA6rrpys/nzp0r9fy+6wRBwK5d\n", "u5CcnIzk5GQsW7YMADB58mQxrLDZ2CuL7OxsREZGatQZoauri+TkZLGza9euXZLhO0SEAQMGYOjQ\n", "oRgzZgwuXLiA5ORknDt3Dq1atUKLFi2wcOFCSZoJCQmIjIwEACxfvhyrV68uxdIxxtibU7e8Z0pK\n", "CurVqwddXd0KyhVjrDLhOQsYqzj+/v4QBEHydsTjx49x9OjRKjdEA6hkc0YUlJubi9jYWCxevLjY\n", "eEuXLkWfPn0gl8vFcOWEloaGhpL4ys+FTXj5PvP398cHH3wgflY30ecHH3wgTrBSmZVkktLC4kZF\n", "RWHVqlU4c+YMnJ2dxXAtLS2EhYUhJycHQ4YMQYMGDdCqVas3OjZjjJUXOzs77N27VxL2Lk1eyRgr\n", "Pzwsg7HyZ2JiAjc3N+zfvx/9+vUDABw8eBC5ublVsjOiUr8ZsXnzZlSvXh2dO3cuMt7YsWOhp6eH\n", "n376qZxyVnXFxsYW2/ttZmaGFStWYNOmTWjTpg08PT2hUCjQpEkTrF+/XhK3d+/e4pCFQ4cO4dNP\n", "P4VCoYBMJkNERAQA4NmzZ/jf//4HU1NTuLq64qOPPsK2bdvE4SH5hzncunULffv2hY2NDRo0aABP\n", "T0/JcJtffvkFHTp0AACMHz9eHFry999/l7gusrOzMW3aNLRp00bSEZHfgAEDYGBggHHjxpU4fcYY\n", "K2/KYRr5O0y5M4IxxhirPAICAnDgwAHxc3x8PKytravk/9WV+s2In3/+GV988QVkssL7TGbNmoW9\n", "e/di37590NfXl2yrVasWAODhw4eScOXn2rVrF3n8oUOH4sMPP5SE9ezZEz179tS4DADQuHFjtfNc\n", "lCZzc3OcPn26TI9R0NKlS9GlSxd8/fXXAICLFy/C398fenp6YgfSmjVrsHLlSoSFhWHKlClYs2YN\n", "ateujUmTJuG///4DAISHh2Pr1q04ePAgXF1dcefOHXTs2BEAJKurPHjwAL6+vrCxscGlS5egq6uL\n", "bdu2ITg4GL/88gu6d++OXr16oXnz5rC1tVW7MktJ7N27Fzk5OfD29i40jra2NhQKBQ4ePIisrCz+\n", "FYExVqnZ2dnh2bNnyMjIgIWFBYgIqampPLcNY4wxVkkEBgbixx9/RFpaGmxtbcUlPZWLN5SFdevW\n", "Yd26dZKw/HMxlpVK2xmRkpKCI0eOYM2aNYXG+eGHH7Bt2zbs378fNWvWVNmuUCgA5C1j5u7uLoYr\n", "x8vmD1Nn7ty58PDweJPsS2RkZODff/9963QqmwULFkgmsnRxcUGrVq3w888/S95mUf4C9/nnn4sd\n", "QCNGjMDTp0+RkpKCVatWYfjw4XB1dQWQ9+bF0KFDVb4cz5kzB9evX8dvv/0mjm3u1KkTAgMDMXbs\n", "WHTv3l1yvLelXGfbzMysyHjm5uZifO6MYIxVZspJKtPS0mBhYYGMjAw8efIEDg4OFZwzxhhjjAFA\n", "ixYtxHkjqlWrhkuXLmHSpEllekx1P7gnJSWJK1KWlUrbGbFkyRJ06tQJFhYWarePHTsWR48exd69\n", "e8U3IrZv346kpCSMHz8eANCuXTsYGBhg79696Nq1q7jvvn37oKWlhU8++aTsC4L/f1h9149RkK6u\n", "Lr755hscP34cubm5kMlkuHnzZqHDPJSdDQCgr68PfX197N69G69fv4aXl1ehcZXi4+Ohp6en0kHk\n", "6uqKhIQEpKeno169eqVQMsYYq5qUS/Zdu3YNPj4+7+yynowxxlhVZWRkBIVCIU5iKQiCyuqQVUWl\n", "7Ix48eIFVq5cqfKqiNLQoUOxevVqTJs2TbLU0OHDh/HixQvxc40aNTB16lSMHDkS/fv3h4eHB9LS\n", "0jB37lwMGzZM7TrKZaG8h0+UhydPniAwMBC1a9fGrl27xDcewsLCJGOc8jMwMFAJu3XrFoC8iy4/\n", "dW+6ZGZmIjc3V6Uz4vHjxzA3N0dmZmapdkYo3/oobohNRkYGZDJZpV7ulDHGgLz/F01NTcU3BFNS\n", "UiAIAi/ryRhjjFUigYGBWLt2LR49egQvLy8YGxtXdJbKRKXsjPj9999hZGSktgfo3LlzmDdvHgRB\n", "wJdffinZJgiCOOuoUnh4OHR1dREaGgpBEJCbm4thw4Zh5MiRZVqGqu7YsWNISUnB1KlTJXNvlHSI\n", "RJ06dQAA9+/fl4SrG6NUq1Yt3L9/H8nJyW+Q45ILCgqCrq4ujh07VmicZ8+eISkpCd7e3lX2JsEY\n", "q1rs7OyQlpYGIK8zwsrKSrKKEmOMMcYqzt27d7Fjxw5kZGRg69atsLS0xN27d6vkEruVcjWNnj17\n", "4vLly2q3ubm54fXr13j16hVev34t+Xv16hViYmJU9gkLC8O5c+dw9uxZ/PXXX9wRUQqeP38OACoT\n", "qdy+fbtEk6t4e3tDJpPh5MmTkvDz58+rxG3bti2ys7Nx48YNSXhqaip69eqFV69eAQCqV68O4P87\n", "Ri5duoSzZ89qnCclIyMjfPvtt9i7dy8uXryoNs7y5cvx5MkTTJkypcTpM8ZYRVCuqAHk3T95iAZj\n", "jDFWeQQHB0tWAvznn38kUw5UJZWyM4JVPgXfeGjevDlMTEwwf/58PHnyBACQkJCAffv2Ffp2hLpw\n", "BwcH9OvXDzExMWIHREZGhtpOpaFDh8Le3h6DBw8Wj/ngwQN8/fXXsLS0hJaWFoC8CSd1dXWRnp4O\n", "AIiMjMS2bdveqJzff/89+vbti06dOuHIkSNi+MuXLxETE4PvvvsOS5cuRYsWLTQuM2OMVSQ7OzvJ\n", "MA2evJIxxhirHLKyssRJ9PNLS0tDVlZW+WeojFXKYRqscvjss89w5swZCIKA8ePHY+3atYiPjweQ\n", "99bAjh07MGLECDg6OqJ+/fqoX78+2rZtiz179sDDwwNr167FwoULsW3bNgiCgPbt28PR0RFbtmyR\n", "HOenn35CjRo1EBQUBDMzM9jZ2WH8+PEICgqSvGVRs2ZNHDlyBN999x2cnJxgbGwMLS0t9OzZEyNG\n", "jBDjVatWDXPnzsUPP/yA3377Debm5ggPD1dbxpycHPj4+CAjI0PMY8eOHTF9+nQxzrJly7BlyxZE\n", "RUUhPT0d2traePHiBTw9PXH06FE0atRIkmbLli1x9epVCIKAAQMGoFmzZli9evVbnw/GGCsNdnZ2\n", "+Pfff/Hs2TOkpqaqDG9kjDHGGCsPAvFPtyqUy5gkJiaWytKerOSSkpLQuHFj/P7771X2tSTGGKsI\n", "+/fvR8uWLZGQkICWLVsiLi4OnTp1quhsMcYYYwyAj48Pjh8/rhJ29OjRcs1HeTwT8zANVuEmTpyI\n", "S5cuScKUQzbkcnlFZIkxxqos5coZyjfdeM4IxhhjrPLYsmULfHx8YGFhAQsLC/j4+EhWkKxKeJgG\n", "q3CXL19GZGQkVq5cCW1tbaSnp2PatGno1q0bL5fJGGOlzNLSEtWqVUN8fDwvS8wYY4xVMqampjh6\n", "9Kg4R4SJiUkF56js8JsRrML16NED9+7dg7u7O1xcXBAQEIAuXbpg1apVFZ01xhircrS0tGBtbY2k\n", "pCRYWVlBR0enorPEGGOMsQJMTEyqdEcEwG9GsEqgS5cu6NKlS0VngzHG3huWlpa4evUqD9FgjDHG\n", "WIXhNyMYY4yx98Tdu3fh4+ODU6dOAQDOnTuHu3fvVnCuGGOMMfY+4s4Ixhhj7D0RHByM48eP4+nT\n", "pwCAO3fu8IpFjDHGGKsQ3BnBGGOMvQeysrJw/fp1lfC0tDRxkizGGGOMsfLCnRGMMcYYY4wxxhgr\n", "V9wZwRhjjL0HTExMYGNjoxJua2tb5WfrZowxxljlw6tpMMYYY++JLVu2oGvXrkhLSwOQ1xGxefPm\n", "Cs4VY4wxxt5H3BnBGGOMvSdMTU1x9OhRcY4IfiOCMcYYYxWFh2kwVkXt2LEDCoUC7u7ucHR0xLhx\n", "4944rWHDhsHR0REymQwHDx4sxVwW7pdffoFCoYBMJsOkSZPK5Zjvg5YtW8Lc3BwyGd/+C9OjRw9Y\n", "W1tDJpPh5s2bFZ2dMmFiYsIdEYwxxhirUPxtlEnk5ORAoVDAwsICMpkMLi4uGD16tEq8uLg4dOjQ\n", "Aa6urlAoFHBxcUFISAiSkpJU4rZs2VL8Yu/o6Ig+ffqUR1Hea7dv38Znn32Gr776CmfPnsX69etx\n", "7NixN04vOjoay5YtAwAIglBa2SxSr169kJyc/FbHvH79OiZOnIgbN26UZtbeaQkJCfjqq6/K7Ty+\n", "i9avX4/IyMiKzgZjjDHGWJXGnRFMQldXF8nJyRg0aBAAYNeuXZg+fbq4nYgwYMAADB06FGPGjMGF\n", "CxeQnJyMc+fOoVWrVmjRogUWLlwoSTMhIUH8Yr98+XKsXr26xPkKDQ1FWFjYW5Ts/XLy5Ek8e/YM\n", "AQEBAABPT0/88ccfb5UmEZVCzsrX9evXERkZyZ0RBRDRO3k+yxPXD2OMMcZY2eI5I5hahX0Rj4qK\n", "wqpVq3DmzBk4OzuL4VpaWggLC0NOTg6GDBmCBg0aoFWrVsWmpylBEPiX3BLIzs4GAOjo6Ihh1atX\n", "r6jsVDh+sGSMMcYYY6xy4TcjmMays7Mxbdo0tGnTRtIRkd+AAQNgYGDwVvMTFKakD5RHjhyBQqGA\n", "jo4OwsLCMH/+fPj6+sLMzAwff/wxsrKyEB8fj9atW8PGxgb+/v5ITU1VSWf37t1o1qwZHB0dYWtr\n", "i27duuH69euSOJs2bUKbNm3g6ekJhUKBJk2aYP369ZI4vXv3FoerHDx4EF27doWrqyscHBwQExOj\n", "UZlyc3MRGRmJBg0awMnJCfb29hgxYgSePn0qxgkJCcGECRMAAO3bt4dCocCCBQsKTfPMmTPo1asX\n", "5HI5PDw8IJfLERkZiRcvXqiNf+/ePYSEhEChUMDExAR9+/YVOz+UfvzxRygUCnh6esLd3R3du3fH\n", "oUOHJHESExPRrl072NjYwN7eHv7+/ti/f3+R5T9//rzknCr17t1bZR6EWbNm4YsvvgCQ1y4VCgUU\n", "CgX+++8/AHntac6cOXBychLrcvjw4cjJySkyD4Bm5xvIm/fCy8tLrIdOnTph69atAAAfHx9Ur14d\n", "RkZG8PDwENt3SEgITE1NUa9ePfzyyy+SOR7Onj2Ldu3aoWHDhnBxccHOnTtVjpmamorPPvsM1tbW\n", "kMvlkMvlGDlypEqbBVBkegWvn4ULF8LPzw+mpqaQyWR4+PCheLxu3brB2toa9evXh5eXFzZu3Cim\n", "c+3aNSgUChgYGCAwMBDr169HQEAArKysEBAQgJSUFADAX3/9BScnJ8hkMlhZWaF///4A8oaOyeVy\n", "6OnpwdnZWYyf35w5c2BmZgaZTAY3Nzf89ttvAIDNmzfDyckJurq6+OSTTwAABw4cQHBwMDw8PMS/\n", "hQsXFnt/+eGHH+Dg4CCZN+Xq1auQy+Uq7TF/voprX5pcK4wxxhhjVRIxFYmJiQSAEhMTSy3NW7du\n", "UWJiotq/jIwMSdx79+4VGjc9PV0S97///qNbt26VWj6VJkyYQIIg0I0bN8SwX3/9lQRBoKioqCL3\n", "DQgIIEEQKDMzUwxbsWIFCYJABw8efKP8hIaGUlhY2Bvta2NjQ3Xr1qXNmzcTUd65qFmzJrVo0YK+\n", "/fZbIiJ68eIF+fj4UEBAgGTfTZs2kZaWFv30009ERPTy5Uvq0aMHWVpa0v3798V4bdu2pQULFoif\n", "L1y4QCYmJrR161ZJerGxsSQIAnXt2pUePXpERETz5s0jLS0tSklJKbYsn376KdWrV49SU1OJiOjO\n", "nTvk6upKfn5+9PLlS5Xj5D9/hZk2bRr16tWLcnNziYjo/v375OPjQxEREZJ4+/fvJ0EQyN3dXczr\n", "zZs3ydramoKCgsR4a9asITMzM7p37x4RET1//py6detGoaGhYpxTp06Rrq4ujRkzRgxbuHAhVatW\n", "jXbs2CE5riAINGnSJEmYjY2NSnuYOHEiyWQySdiBAwcKbXdDhw4lfX19OnXqFBHl1aWzszO1b9++\n", "iNrKo8n5Pnz4MOno6Ih19erVK4qIiJC0sQ4dOpCtra1K+t7e3pL7z8SJE0kQBBo0aJB4niMiIsjQ\n", "0JAePHggxrt+/TqZmJhQaGgovXr1SsybkZERzZ07V4ynvL7zpzds2DCV9Ijy6rpOnTriNfDgwQMy\n", "Njam//77Tzxenz59xOPFxcVRtWrVaPHixZJ0AgICyMzMjGbNmkVEee3C29ubWrRoIcZ5/vw5GRsb\n", "U9++fSX7PnjwgCwtLenFixcqdaW0fft2EgSB4uLiJOGxsbE0cOBA8fOgQYNo1KhR4ud//vmHHBwc\n", "6Mcff5Tsp7xn5b+GCmtP6tqjJu1Lk2uFMcYYY6wilMUzcUHcGaFGWVT8hAkTCIDav9mzZ0viLl26\n", "tNC4BR8Qd+/eTRMmTCi1fObPb8Ev4jNmzCBBEGjp0qVF7tujRw8SBIFOnz4thr1tZ0S/fv3e+Au6\n", "tbU1yeVySVjHjh1JJpNJOhRmzpxJMplMfCh//fo1WVtbk6urq2Tf9PR0EgSBJk+eLIalpqaKD2NK\n", "3bt3V3mwVdbDpk2bxLA7d+6QIAi0bNmyIsuh7AyYN2+eJHzTpk0kCAKtWrVK5TiadEZkZGSoPIAu\n", "WrSI9PX11R5/ypQpkvB58+aRIAiUkJBARERff/01NWjQgF6/fi3GuXjxIq1bt0787O/vT2ZmZpIO\n", "FCIiNzc3sre3l4Rp2hmhbLPq8lyw3aWmppJMJqPBgwdLwlevXk2CINDhw4epKJqc75kzZ1LNmjUp\n", "JydHDLt9+zYtXLhQ/Lxx40YSBIH27Nkjhl26dInc3d3Vli0pKUkMO3HiBAmCQHv37hXD+vXrRx98\n", "8AFlZWVJ9h81ahQtWrSoyPROnjypkh5R3vXj5OQkCbtx4wa9fv2a+vXrRzo6OpKORyKizp07U82a\n", "Nenx48dimL+/P5mYmEjO+fTp0yXXHBHR4MGDSU9Pjx4+fCiGLVq0iL755hsqyqtXr6hu3brUuXNn\n", "Sbivry+dOHFC/Hzz5k16+vSpJM7o0aPJ2dlZEqbuGiqsPRVsj5q2L02uFcYYY4yxilAenRE8Z0Q5\n", "+fLLL9G5c2e12+rWrSv5rHyFWB1TU1PJZ29vb7i5uZVOJiuJ06dPi6/XKymX11MoFJLwXbt2wdzc\n", "vNg069evL/lsbGyMWrVqwcjISAwzMTEBEeHOnTuoW7curly5gps3b+LLL7+U7GtpaQlDQ0MkJCSI\n", "w1F0dXXxzTff4Pjx48jNzRWXBCx4vpQaNmx9+12fAAAgAElEQVQo/rtWrVoAgIyMjCLLoJyAsmnT\n", "ppLwZs2aidvfZKWSmjVrYt68edi6dSsePXoELS0t3L9/Hzk5Obhz5w7MzMwk8Qu2Ny8vLwDA8ePH\n", "ERgYiFatWuGnn36Cj48PvvzyS3Ts2BHOzs7i0J6nT5/i8OHD+Oijj6ClpaVSlqVLlyIlJQWOjo4l\n", "Loum9u7dCyJC8+bNJeGurq4A8iZd9fX1LXR/Tc53QEAAxowZA09PT4SHh6NLly6wtLREeHi4GKdz\n", "584wMTFBTEyMOMfKihUr8Pnnn6s9bnHt5o8//oCtrS2MjY0l++WfhLaw9JTLPKprhy4uLpLPVlZW\n", "4vHs7OxUlohs1qwZtm3bhmPHjqF169ZiuL29veSc16pVS3LNARCHhKxbtw4DBw4EAMTGxmLJkiVq\n", "y6Akk8nQr18/zJgxAxkZGTA3N8fly5fx4MEDNGnSRIxnYGCAqKgo7Nu3D0+fPoWWlhYyMjLw4MGD\n", "ItMvieLa1/79++Hr61vstcIYY4wxVpVxZ0Q5sbCwgIWFhUZxa9WqJT5oFMfQ0BCGhoZvkzWN2dra\n", "Aij+oTkjIwMymUyMX1KNGzcWl3RUCgsLgyAIGs+tkJ8gCNDX19coDABevXoFAMjMzAQAbNmyBX/+\n", "+ackroGBAV6+fAkAePLkCQIDA1G7dm3s2rULtWvXFvN84MABtXnKf2zlPAfK4xZGmZ+CD5rKB8F7\n", "9+4VuX9hBgwYgN27d2Pfvn1wd3cHAKxcuRJhYWF4/vy5SvyC7U2Zn3///RdAXmfanj17EB0djYED\n", "B4KI0LZtW0RHR8PR0RHZ2dkgIpVy5C9LZmZmmXZGKOvy+++/lzyov3r1Cubm5pI5OArS9Hw3btwY\n", "x44dw6xZszBy5EgMGTIEfn5+mDVrltiBU716dfTs2RPLli3Dw4cPoa+vjw0bNiAxMVHtsXV1dcV/\n", "q2s3mZmZsLe317geiksPyLsuDAwM1O5f2PHyn8f8Cl5z6o7p4eGBRo0aYcWKFRg4cCAuXryI3Nxc\n", "jTpd+/fvj2nTpmHlypUYPXo0YmJiMGDAAHE7EaFz5864c+cOdu/eLd6jJk2ahEmTJhWbvqaKa19P\n", "njwBUPy1whhjjDFWlXFnBNNYUFAQdHV1cezYsULjPHv2DElJSfD29lb7sPmmqAxWQyguTWWHUK9e\n", "vTB79uxC4x07dgwpKSmYOnWq+GCqSfolpczP/fv3JeFZWVkAIDm2pnJycrB+/XqEh4eLHRFA0XlX\n", "TgBZ8Pj53/AJCgpCUFAQsrKysHr1akyePBlt2rRBWloajIyMIJPJVMpRkrJoaWmp5PHRo0dF7pOf\n", "si6jo6PRqVMnjfcDSna+GzdujPXr1+Px48f49ddfMXHiRLRu3RrXr1/Hhx9+CCCvE2PBggVYu3Yt\n", "6tWrBy8vL5U3DUpSLnX1WlYKO97btEkgbynf4cOH49KlS0W+KVKQnZ0d/P39ERMTg+HDh2PDhg1I\n", "SkoSt6empuLIkSOYNWuWpLNU02tV+VZHwfjKyTyVStK+CrtWrl27xisIMcYYY6xK49U0mMaMjIzw\n", "7bffYu/evbh48aLaOMuXL8eTJ08wZcqUUj12WXwpLy7NBg0awMbGRvIwo7RkyRIsWrQIAMS3Bwqm\n", "d/v27VLNd9u2bQFA5S0N5Wfl9pJ4+fIlXr9+rTbvhTl37pzk88mTJwHkrQ4BAHPnzhXDTExMMHTo\n", "UIwdOxY3btzAgwcPoKenBz8/PyQlJYlvl+Qvi729PRwcHIrMt5mZmfjAq/T333+rlEO5nKny4TEx\n", "MREpKSlo06YNZDKZ2nP7v//9D4cPHy702Jqe719++QXbtm0DANSoUQOff/455s6di4cPH0pWtlAo\n", "FHBzc0NMTAxiY2M1fvBWp23btrh27ZpK3URGRiI6OvqN0y3qeFevXlU53p9//omaNWuKbaKkevfu\n", "jWrVqmHJkiXYuHEjQkJCNN63f//+SElJwejRo9G0aVNJp+jbXqvKIUv5O2Du3r2rspqMpu2rqGul\n", "YKcfY4wxxlhVw50RrEgFfwH8/vvv0bdvX3Tq1AlHjhwRw1++fImYmBh89913WLp0KVq0aKFRem+a\n", "j5Luq27/wtLMH/7jjz/i8OHDiI2NFcP+/PNPTJgwQZy7oXnz5jAxMcH8+fPF168TEhKwb98+jY5R\n", "XH6U/P398emnn2L27Nm4du0agLwHoQkTJsDPzw+9evUqcZoGBgYICAjAhg0bkJaWBgBIT0/H4sWL\n", "C91/5cqV4vKKN2/eRHR0NIKCghAQEAAgb7nIadOmiUsYvnjxAkePHoWHh4f4NsDMmTPx8OFDyavx\n", "ixcvxl9//YV58+YVW46WLVvi6NGjYqfJoUOHcP78eZV4NjY2EAQB6enpAIAhQ4bgxIkTsLW1RURE\n", "BObPny8+MBIRFi9ejB07dsDT07PQOtP0fCvfnlDORfD69WscOnQIdevWVZkTICwsDImJiTh9+nSJ\n", "O5XyH3PixIkwMDDA8OHDxaEPp0+fxk8//aRxugXrsLDrR3k8Q0NDyfG2b9+OnTt3Yvr06dDT0ysy\n", "7cLCa9eujQ4dOmDBggXw9vYW240mPvnkExgaGmLOnDni8qBKTk5OcHR0xLJly8RhTRcuXFC7LKu6\n", "vDk4OMDa2lpcOpSIMG3aNBgaGkriadq+NLlWGGOMMcaqrDKaGPOdVh4zh1ZWT58+JblcTubm5iST\n", "ycjZ2VmyDJ7S5s2b6aOPPiJnZ2eSy+Xk7OxMffr0oXPnzqnEDQwMJCsrK5LJZOTg4EC9e/cucb7e\n", "ZGnP8+fPk1wuJx0dHTI2NhaXEPT19SVjY2PS0dEhhUJBly9fpoiICDGPzs7OFBsbK6azZ88e8vX1\n", "JWtra/L09KRWrVrRkSNHJMc6ceIE+fn5kYWFBfn7+9MXX3xBHTp0IG1tbVIoFPTXX3/R119/LTnG\n", "hg0b6NixYySXy0kmk5G5uTl99tlnRZYpNzeXJk2aRI6OjtSwYUOytbWl4cOHS1YH6NWrl+Q4CoVC\n", "sqJDQbdv36bu3buThYUFNWvWjLp06UIREREkCAK5uLjQqlWrKCIighwcHEgmk9GqVauoS5cu5Obm\n", "Ji7DmJ2dLaZ36NAh6tatG7m4uJBCoSAXFxcKDQ1VWYI2MTGR2rZtS9bW1mRra0stWrQQV+QgIlq7\n", "dq2kblq3bi1ue/jwIYWEhFDdunWpadOmNG7cOBo/fjwJgkByuZw2btwoxp04cSJZW1tTo0aNqFu3\n", "bpLlIefPn0/Ozs7UoEEDUigU1KdPH7p582aR54BIs/N99uxZCg0NFa8RV1dX+uSTT+jvv/9WSe/e\n", "vXukra0tWepUKTg4WLweFQoFHT58mDZu3EjOzs4kk8nIyspKstJEamoqffbZZ1SvXj2Sy+Xk7+8v\n", "aa+apnf+/Hlyd3cXrx+5XE47d+5UyZ/yeFZWVuTg4ECNGzem3377TdyelZVF7u7uVKNGDapRo4bY\n", "HkePHi1pp6tXr5aku3XrVhIEgeLj44s9HwWFh4eTtbW12m2XL1+mdu3akbm5Ofn6+lLPnj2pX79+\n", "JAgCKRQK2rt3L3Xv3l2St/nz54v7Hz9+nDw8PMjOzo6CgoJo3759ZGNjQ8bGxqRQKErUvjS9Vhhj\n", "jDHGylt5PBMLRGUwGP8dl5SUBE9PTyQmJha6qgVjjJWmBg0aYMeOHcUOUXlf/Pvvv/D29hZX0mGM\n", "McYYY+WnPJ6JeZgGY4xVsOTkZJiamnJHRD6//vorQkNDKzobjDHGGGOsjHBnBGOMVYD169dj2rRp\n", "AIBZs2Zh8ODBFZyjijdkyBAcPnwYz549w9KlSzFw4MCKzhJjjDHGGCsj3BnBGGMVoEaNGpgzZw7c\n", "3Nygr6+P7t27V3SWKlzNmjXRrVs3eHl5YejQobC0tKzoLDHGGGOMsTJSraIzwBhj76OOHTvizp07\n", "FZ2NSiUqKgpRUVEVnQ3GGGOMMVYO+M0IxhhjjDHGGGOMlSvujGCMMcYYY4wxxli54s4IxhhjjDHG\n", "GGOMlSvujGCMMcYYY4wxxli54s4IxhhjjDHGGGOMlSvujGCMMcYYY4wxxli54s4IxhhjjDHGGGOM\n", "lSvujGCMsUpq2LBhcHR0hEwmw8GDB0u8f48ePWBtbQ2ZTIabN2+WQQ7Z+2zUqFFv1T7fBa9evcLU\n", "qVORkZFR0VkpU8uXL4ehoSEmTZpU0VmRmDBhAu7fv1/R2WCMMVZGuDOCSeTk5EChUMDCwgIymQwu\n", "Li5QKBRo2LAh6tSpg+bNmyMuLu6N0v7vv/8wceJEnD17tpRz/X6LjY3FypUrVcLT09NhamqKhQsX\n", "ljjNBQsWwMzMDP/++29pZPGtvett503rMzo6GsuWLQMACIJQbPzu3bujadOm4uf169cjMjJSJd7p\n", "06dhZGSkci1PnDix1B8qC+aJVR0zZswoUft81+Tm5qJjx464desWzM3NAQC9e/cWO2Csra0RFBSk\n", "st+5c+fQr18/uLq6QqFQwNXVFW3btsXvv/+uEnfUqFFwcXGBTCaDhYUFPDw88OzZszIvm9KdO3fQ\n", "uXNn/Pzzz3j8+HGJz+OdO3cwYsQIuLm5QaFQQKFQQC6X4/PPP8eWLVvEeL/++isUCgW0tbVhYGAA\n", "hUIBd3d31K9fH4GBgYiOjsajR49U0q9fvz6aNWtWaf4vYowxVrq4M4JJ6OrqIjk5GYMGDQIA7Nq1\n", "C8nJyfj7779x8eJFaGtr4+OPP8axY8dKnHZ2djYiIyPf2QfKyio2NhaxsbEq4R988AFsbW1hYmJS\n", "4jRNTExgY2MDHR2dUsjh23vX287b1CcRaRy3bt26sLGxKXZ/fX192Nra4sMPP5SER0ZGlnpnhLo8\n", "saqjJO3zXTNmzBhkZ2dj/vz5YtiaNWvEDpjJkydj3759kn2WL18OPz8/BAUF4dy5c0hOTsaFCxcw\n", "duxYDB8+HL1798br16/F+DNmzMDOnTsBAF999RWSkpLwwQcflCifsbGxsLW1faMyLliwAB06dMBv\n", "v/1W4n1zcnLg6+uLM2fO4MCBA0hOTkZycjI2bdqEEydOYPbs2WLcbt26ITk5GXXr1oWXlxeSk5Nx\n", "9uxZXLlyBVFRUVi3bh0aNWqE5ORkyTFCQkLQuXNndO/e/Y3KxxhjrHKrVtEZeB9kZWUBwBs9FFZU\n", "2uq+YBoZGWHIkCE4ePAg4uLi4OPjU2pps9JXu3ZtnDhx4o327dmzJ3r27FnKOXp772rbKa/6jI6O\n", "1iiek5MTkpKS1G4r7TrWNE+MVSYPHjzA/PnzsXHjRpVthV0jBw4cwKBBg/DTTz+hb9++km1+fn7Y\n", "tm0bPDw8YGdnJ3ljqSLva5MmTYJMJsP169dLvO++fftw9epVREdHw9jYWAy3s7NDVFQU5syZo7KP\n", "urI2b94chw4dQtOmTdGuXTucP38etWvXFrePHj0aderUQVxcHDp37lzifDLGGKu8+M2IMnT37l34\n", "+PigUaNGaNSoEXx8fHD37t1Kn3ZRcnNzAQAymbTp3Lp1C3379oWNjQ0aNGgAT09PySupv/zyCzp0\n", "6AAAGD9+PBQKBTw8PHDp0iU0btwYMpkMZmZmkldep06dCisrK/Hzrl274OzsDAMDA/Tv318MP3Hi\n", "BFq1agU7OzvY2dmhXbt2an9B3717N5o1awZHR0fY2tqiW7duki9g+cc/b9q0CX369IG7uztsbW0x\n", "ZcqUYutm1qxZ4uu2c+bMQb9+/eDp6QljY2N06dIF6enpkvhLly5FixYt4OXlBblcDj8/P+zZs0cS\n", "p2XLljA3N4dMJsP58+fRrl07uLq6QiaTISoqCgqFAomJiTh9+rT4iuz06dNx8uRJyOVyaGtrIyws\n", "TJLm48ePERERATs7O7i5uaFRo0bo27ev+LbL2LFj4eDgAJlMhkOHDpVL2c6ePYt27dqhYcOGcHFx\n", "EX8pBNS3HYVCgb///hsA8Mcff8DX1xeenp6Qy+Vo1aoVVqxYUeh5mjNnDszMzCCTyeDm5ib+Irh5\n", "82Y4OTlBV1cXn3zyCYC8h4vg4GB4eHiIfwsXLpR8oc7fbjZv3ozQ0FB4eXlBW1sbXbt2xbhx48T6\n", "zP/WwZkzZ9CrVy/I5XJ4eHhALpcjMjISL168UJvve/fuISQkBAqFAiYmJujbty+ys7PF7W3bthXr\n", "syhbtmyBQqGATCYTx4fv378fCoUCALB48WKxjufPnw8nJyfIZDJYWVmJ111OTg7kcjn09PTg7OyM\n", "lJQUtcdSl6e3vc569+4tzoNx6NAhfPzxx3BycoKDgwPWrFmDp0+fIjw8HJ6enrCxscEPP/ygksbD\n", "hw8xePBg2NrawsnJCa6urli0aJEkTlZWFr755hsoFAp4enrC3d0doaGhkrkDjhw5AoVCAR0dHYSF\n", "hWHevHnw8/ODpaUlOnfujDt37hRbHk3bwalTp9CqVSuxHfr6+mLmzJkAgP/973/48MMPUb16dSgU\n", "Cpw6dQpAXlu3s7ODkZERhg0bhlGjRoltUZO6L+5ekV9mZmah6T179gxyuRwmJiawtbXFgQMHEBQU\n", "JLaDrVu3iscbNmwY7O3t4eTkhAYNGiAqKgqvXr0S09L0vuHj44Pq1avDyMgIHh4e4jUbEhICU1NT\n", "1KtXD+vWrSv0vGzevBkvX75Eq1atij2HSt999x0MDAxU7rlKjRo1QlBQEGbPni25ditScfeLorx8\n", "+RIAkJaWprKtU6dOJXrbQldXF1FRUbh7967kjQogr2NdoVBgzZo1b5xXxhhjlRQxFYmJiQSAEhMT\n", "3yodb29vAiD58/HxKZU8lmXaREQTJkwgQRDo+vXrYtjVq1dJoVBQnTp16MaNG2J4dnY22draUmBg\n", "ID19+pSIiOLi4kgmk9H69evFeNevXydBEGjlypUqx/P09KSgoCBJWOPGjUkQBDp9+rQYtnHjRhoy\n", "ZIj4+cSJE6Sjo0OjRo0Sw0aMGEGGhoaUmpoqhm3atIm0tLTop59+IiKily9fUo8ePcjS0pLu378v\n", "xjtw4AAJgkB+fn6UkZEhlkUQBEpISCi23pRlNDU1pRMnToj14+HhQQ0bNqSXL1+KcZ2cnGj79u2S\n", "Y+vr61NSUpIkzYkTJ5IgCBQSEkJPnjwhIqLQ0FD68ccfiYgoICCAAgMD1ebHxsaGwsLCxM8vXrwg\n", "b29vUigUlJmZSURE9+/fp6ZNm1JwcLBKPRw8eLBcyjZo0CBx/4iICDI0NKQHDx6oHLtg27l69Srp\n", "6OhI8jlnzhyysbFRWx9K27dvJ0EQKC4uThIeGxtLAwcOFD8PGjRI0rb++ecfcnBwEOu+YH01btxY\n", "bHexsbHUtWtXyfb8+Zw2bRr16tWLcnNziSjvPPj4+FBERIQk7f3795MgCOTu7k4pKSlERHTz5k2y\n", "trZWuWYmTpxIMplMErZixQoSBEFyzRIRCYJAkyZNKjbs+fPnZGxsTH379pWEP3jwgCwtLenFixdU\n", "FHV5etvrLDY2lgRBoE8//VS854wcOZK0tLSoR48e4jlQnucDBw6I+7548YKaNGlCrq6udO/ePSLK\n", "u4/o6enR9OnTxXjHjx8nJycn8TrJzc2lwYMHU+PGjenVq1eS/NjY2FCdOnXo119/JaK868Le3l6l\n", "ztTRpB08fPiQjIyMJO1/06ZNJAiC+HnmzJkkk8no2rVrkvS/++47mj17tvhZ07rX9F6hbJ+anMvQ\n", "0FAyNDSkgQMHinXYsmVL2rp1q3g8uVwunpcrV65Q3bp1qUePHpJ0NL1vdOjQgWxtbVXq3Nvbu9j/\n", "33v16qV23/xlzn8+7ty5Q4IgUKtWrYpMV5n3jRs3imFpaWlqrz1NrVixoth7XnHeJA8ZGRlUo0YN\n", "0tfXp8mTJ9O///5b7D7W1taF/n/15MkT0tLSIldXV5Vtffr0IXNzc43zxhhj7O2V1jNxUbgzQo3S\n", "qPjMzEyysLBQ6TCoVasW7du3jxITE9/4b9++fVSrVi2VtC0sLMQvjW9L2Rnh7OxMcrmcHBwcSCaT\n", "UdOmTenUqVOSuOPHj1fpNCAiCgoKInt7e/Gz8suOus6IyZMnU/Xq1Sk7O5uI8h625HI56ejo0Nix\n", "Y8V4ISEhtG/fPvFzixYtqFatWvT8+XMx7OnTp2RgYED9+/cnIqLXr1+TtbW1yhec9PR0EgSBJk+e\n", "LIYpv2RGR0eLYa9fv6YaNWrQuHHjiq03ZRm/+OILSbjyy3lMTIwYdvnyZZX9mzVrRuHh4ZIw5bn4\n", "888/xbDs7Gyxrvz9/TXujFA+mG7btk0Sb9u2bdSrVy/xs7Ie8j88l2XZ8ndSnDhxggRBoL1796oc\n", "u2Db+e2330gQBMmX4OfPn0vOqTqvXr2iunXrUufOnSXhvr6+YkcLUV47VD7sKo0ePZqcnZ0lYcr6\n", "mjZtmiQfynypq8+MjAzJgxMR0aJFi0hfX19t2lOmTJGEz5s3T+WBT1mf+b1tZwQR0eDBg0lPT48e\n", "Pnwoyes333yjErcgdXl62+tMWaYtW7aIYYmJiSQIAg0dOlQS18DAgL7//nvxc0xMjMrDIBFR//79\n", "ydDQUDzfT548ofT0dEmcS5cukSAIKvdAa2trcnNzk4SFh4dT3bp1iy2LJu3g1KlTJAgCHT16VBIv\n", "f11lZGRQtWrVJPfLly9fko2NDd29e1cM07TuS3qv0ORc9uvXjwRBEDstiIju3r1Ljx8/Fo9XsIMw\n", "OjqaBEGgQ4cOiWGa3jc2btxIgiDQnj17xLBLly6Ru7s7FScgIICaNm2qdpu6zoiTJ0+KncZFWbx4\n", "MQmCQLNmzRLDStoRIJfLJX9WVlakra2tEl7w3BXlTTtEdu3aRXXq1CFBEEgmk5GnpydNmjRJ8kNG\n", "fkV1RhARmZmZUY0aNVTChw8fToIgqNyPGWOMlZ3y6IzgYRrlLDMzE0FBQfD09Hzjv6CgIGRmZpZL\n", "fpUTWKakpODp06fo3LkzfHx8sHjxYjFOfHw89PT04OHhIdnX1dUV165dU3mFX53g4GC8fPkS27dv\n", "B5D3imyvXr0QGBgozsidm5uLY8eOISAgAADw9OlTHDlyBI0bN4a2traYlq6uLuzs7JCQkAAAuHLl\n", "Cm7evAlfX1/JMS0tLWFoaCjGy69hw4bivwVBgLGxcYmWdnNzc5N89vLyAgAcP35cEh4WFia+mq1Q\n", "KHDhwgVcu3ZNbZqurq7ivz/88EOVyQc18ccffwAAmjRpIgnv2LEj1q5dq1EaZVG2/PVdq1YtANCo\n", "vps1a4YaNWrA29sbM2bMQEpKCrS1tTFu3Lgi95PJZOjXrx927twpHufy5ct48OCBpG4MDAwQFRWF\n", "Zs2aibPFr1y5UqNzpK2tjTp16hSah5o1a+Lnn39G8+bNxbSnTp2KnJwcta/3a1rvZSEsLAw5OTmS\n", "19pjY2Px+eefv1W6b3ud1a9fX/y3kZGRShgAGBsb4/bt2+Ln+Ph4AHnj1PNzdXXFo0ePxCEOenp6\n", "OH78OFq3bo1GjRpBoVCIw3euXr1aZFmAvHl8NCmLJu3AyckJdevWRZcuXTB+/HicP38eQN4Eikpm\n", "ZmZo164dVq1aJQ5JiI+Ph0KhkIy/V5dfdXVf0nuFpufSxMQEZmZm4ufatWtDX19fPF7BlVeaNWsm\n", "yU9hx1R33+jcuTNMTEwQExMjhq1YsUKjdnvnzp0STyRZXpQTRSr/IiMjUadOHZXwjh07lnle2rZt\n", "ixs3bmDTpk3o3bs3/vnnH0ycOBGOjo6YO3duidMjIrUreujq6gLIW1mJMcZY1cETWJYR5ez5+b8E\n", "A3kPFEWNZ9dUWFgYzp07Jwl705UTNKWjo4MxY8Zg06ZNGDp0KHr27ImaNWsiMzMTubm5Kp0Rjx8/\n", "hrm5OTIzM1GvXr0i03Z1dYW9vT22bt2K3r17Y8uWLVi6dCkMDQ3x1VdfITU1FdeuXYOvr684xjU7\n", "OxtEhJMnT4rj3ZWys7PFeMqOmy1btuDPP/+UxDMwMBDHveanr68v+SyTySTjljt06IBbt26Jn5cv\n", "Xy4pv6GhoWR/5eReyuXJbt++DV9fX/j5+eHQoUOoUaMGACAwMBDPnz9XW0cF8/QmMjMzxQeFN1UW\n", "ZVN+0QT+fwxz/voujKWlJU6fPo0ZM2bghx9+wLfffguFQoEpU6agbdu2Re7bv39/TJs2DStXrsTo\n", "0aMRExODAQMGiNuJSBz3v3v3bnG2+kmTJolzLRRkYGBQbJ6VBgwYgN27d2Pfvn1wd3cHAKxcuRJh\n", "YWFq66m4ei9LHh4eaNSoEVasWIGBAwfi4sWLyM3NVekgKanirrOS7K98gCmYpiAIkjSV94N27dpJ\n", "4uXk5MDc3BwPHjwAACxbtgwDBw7E6tWrERISAgC4ceMGbG1tVc6PIAhqy5J/1YTCaNIO9PX1cfLk\n", "ScyYMQM///wzoqKi4OjoiO+//x69e/cW0woNDcWnn36K+Ph4fPTRR4iJiSl0/oLi6r6k9wpNz2Vh\n", "10hhx1P+n3bv3j2VfYq7b1SvXh09e/bEsmXL8PDhQ+jr62PDhg1ITEwstjzVqlUr0cSS1tbWAIrv\n", "RFVut7Oz0zjt4pQkn2WhWrVqCA4ORnBwMF6/fo3du3cjPDwcI0aMQIcOHeDo6KhROk+ePEFWVhac\n", "nZ1VtinL+DZzXDDGGKt8uDOiDG3ZsgVdu3YVJ3eytbXF5s2bYWpq+tZp79mzR23a5cHe3h5JSUm4\n", "cuUKvLy8UKtWLdy/f19lSa6S6tKlC5YsWYJ//vkH9+/fh729PfT09BAeHo7NmzcjLS0NwcHBYnwj\n", "IyPIZDIEBASoXb9dSfmLWa9evVQmxnpTO3bsKHJ7wV9vlKue1K1bFwCwfft2ZGZmYuzYseLDOlD4\n", "r0KlpVatWiAi3L9//43bYWUrW/369bFs2TIsXLgQcXFxmDhxIjp37owLFy6o/Eqen52dHfz9/RET\n", "E4Phw4djw4YNkhUmUlNTceTIEcyaNUuybF5pfPHPycnB+vXrER4eLj6AFpd2cfVe1kJDQzF8+HBc\n", "unRJ41+XKyPl/eDQoUNFdh6tWLECrokZiXYAACAASURBVK6uYkcEUPoPfSVpBxYWFpgzZw5mzZqF\n", "+Ph4REVFoW/fvqhTpw5atmwJIG/SQOWbAI0bN8apU6ewYcOGN8pbadwr1CmsDgs7nrKdq3u7QxNh\n", "YWFYsGAB1q5di3r16sHLy0ujTntzc3Pcv39f4+OYmpqiSZMmSExMRG5uLqpXr6423rFjx6Cvry+Z\n", "rPltCYJQpv9vFOb27ds4ceKE5P9lmUyG9u3b44cffkDv3r1x9uxZjTsjdu/ejdevX6NTp04q2548\n", "eQJBEN7ojUDGGGOVF3cxlyFTU1McPXoU58+fx/nz53H06NFS+1JXlmkXJz09HYIgwMLCAkDea5rZ\n", "2dm4ceOGJF5qaip69eol/lKl/HKm/DJ66dIlyaoXwcHBePz4Mf73v/+Jy3dZWFigSZMm+P333/HH\n", "H39Ifu3W09ODn58fzpw5o/IFd8uWLeKv1/Xr14eNjY3apQyXLFmiMot+aSj41srJkycBQFwOVfmL\n", "Z8EvkAXfpNFE9erVxfI/ffoUcXFxhcZV1l/BJT937NgheegqSnmWTamwtpOQkIDly5cDyHtz57PP\n", "PsOaNWvw8uVL/PXXX8Wm279/f6SkpGD06NFo2rSp5FfZosrxtl/8X758idevX5eojoqr99KQ/9fg\n", "GzduSIaA9O7dG9WqVcOSJUuwceNGjdtLZaO8BgreD/777z98/PHH4psRz58/L9U2rI6m7eD8+fPi\n", "qiBaWlpo166dOKQtf7uoXr06QkJCEBcXhwULFqB79+5v/Etyadwr1Cns2lEer+Dba8rPxb3pVBiF\n", "QgE3NzfExMSUaGiRlZVVic/3tGnT8OjRI8mwkPzOnTuHhIQEfPvttypvOr2Nfv36FTp0rCxdvnwZ\n", "4eHhajuYlO1O006kx48fY9y4cTAzM8OwYcNUtt++fRs2NjaSIZmMMcbefdwZUQ5MTEzKbPhEWaYN\n", "qP6KFRsbiz///BPBwcGwtLQEAAwdOhT29vYYPHgwnjx5AiBvjfavv/4alpaW0NLSApA3pllXV1ec\n", "QyIyMhLbtm0T027evDlq1aqFLVu2SH5pCQ4OxsmTJ+Hi4gI9PT1JfmbOnInbt29L1my/fPkyIiIi\n", "4OnpCSDvy++PP/6Iw4cPIzY2Voz3559/YsKECSpjlNWVm/Ime9Ws0gAkJCSIX+Kzs7MxadIkNGzY\n", "UFx7/qOPPoKOjg5mzZolDhNZtWoVUlJSSvzrq52dHf755x8AwOHDhxEREVFovkNCQuDt7Y3x48eL\n", "r6vfvXsXY8aMQevWrVXSVpeX8ipb/rjq2k5cXBzS09MxdepUyZCZhIQEGBoaqj2vBX3yyScwNDTE\n", "nDlzJMvFAnnj9B0dHbFs2TLxFfELFy5g/fr1GuW5qO0GBgYICAjAhg0bxLeb0tPTxblY1KWzcuVK\n", "cQnNmzdvIjo6GkFBQeIcKsVRl2bBMFtbW7GOFy9ejGXLlonbateujQ4dOmDBggXw9vYulV8o3/Y6\n", "06RMhV0Do0aNEs9rTk4OvvnmG1SrVk0sl/LtGuVDf05ODqKiokol30qatoOsrCzMnj0bly5dEvdN\n", "SEhA9erVVc6/cnhHVFRUkQ/emtbTm94rCquTwupJebwJEyaIx0tNTUV0dDR69OihMuePpuUC8upE\n", "uQSypp0anTp1wu3bt8XOKU2OFRAQgCVLlmDkyJFYuXKlZAjg4cOH0blzZ4SFhWHs2LEa5728lTQP\n", "GRkZGDVqFJ49eyaGXblyBZGRkfDw8ICfn1+RxyAiHDp0CH5+fsjJycGuXbvUfqe5cOFCqb5Nwhhj\n", "rJIojVkwq5rymDm0snr69CnJ5XIyNzcnmUwmrqbh7u5O1tbW5OHhQVOnTpWsXkGUN5N7WFgY1atX\n", "j9zd3cnDw4Nmzpypkv6SJUvIxsaG3NzcqE2bNpSVlSXZPmDAALKyspKE/f333yQIAi1fvlxtnk+f\n", "Pk0fffQRWVpakqenJ/n5+anMyE5EtGfPHvL19SVra2vy9PSkVq1a0ZEjR8TtU6ZMEVcNcXBwoLlz\n", "59L169fJ3d2ddHR0yNjYmJo3b15k/SlnJF+0aBENGjSIPD09ydjYmLp06aIyM/+uXbvIw8ODLC0t\n", "KSAggEaMGEFeXl5Uo0YNUigU9ODBAwoODhbPhVwup6+++krlmFeuXKEmTZqQk5MTubm50c6dO+nE\n", "iRPiaiTGxsakUCjEJRgfPXpEERERZGNjQ40aNSIPDw9J3Y4dO1ZSD999912Zl02hUNDhw4dp48aN\n", "5OzsTDKZjKysrCSrNahrO2lpafT111+Tq6sryeVyatSoEX300UeSlUeKEx4eTtbW1mq3Xb58mdq1\n", "a0fm5ubk6+tLPXv2FFcEUCgUtHfvXpV24+XlJUmjsPq8ffs2de/enSwsLKhZs2bUpUsXioiIIEEQ\n", "yMXFhVatWkURERHivqtWraIuXbqQm5ubuNSmckUVIqI2bdpI6nPjxo3UvXt3srKyEq/lefPm0ebN\n", "m0kul5NMJiNzc3Nq3bq1mEZcXBzZ29uTu7s7NW/enK5evSopy9atW0kQBIqPj9eobvPnSS6X08aN\n", "G9/6OgsPDxfL5OLiQmvXrqW1a9dK2s2wYcPo8uXLkjSbNWsmpvHo0SMaOnSoeA3I5XIaM2aM5L72\n", "4sUL+vbbb8nKyorc3NwoKChIXNnB2tqavvnmGzp//rzkGC1btiSi/1+GUFnu/Cs8FFRUO3B2dqbV\n", "q1dTZmYmjRo1itzd3UmhUJC7uzv5+vrSrl271KapUCjULvVc0rov7l5RkvSaNGlCxsbGpKOjQ3K5\n", "XO2KN8rj2draUsOGDcnR0ZGioqIkS6mW9L5BRHTv3j3S1tamMWPGFHoeCnr27BkZGRnRihUrJOEh\n", "ISFima2srMRznt+ZM2coJCRE/P/T2dmZ2rZtq/b/pZEjR4p5Nzc3J4VCQTk5OUXmreCqGYX9abKa\n", "xqlTp8jGxoYsLS1JJpPRhx9+SDY2NuJ9qijZ2dk0Z84cat++vVhWR0dHcnJyopEjR0pWidmwYYP4\n", "f5KBgQHJ5XJyc3MjBwcH8vf3p+joaHr06JHa41y5coVkMlmJ7uuMMcbeXnk8EwtElaArvpJJSkqC\n", "p6cnEhMTVSZlZKwo169fh52dHWJjY8U3BaqKqlw2ppl///0X3t7euHnzZkVnhRVh4MCBaNq0qcrb\n", "Pu+zBg0aYMeOHXBwcNB4n0WLFmH27Nm4ePEidHR0yjB3rCg9evRAtWrVsGbNmorOCmOMvVfK45mY\n", "h2kwxhjTyK+//orQ0NCKzgYrwosXLxAfH4/u3btXdFYqjeTkZJiampaoIwIAvvrqK3zyySfo2LEj\n", "Xrx4UUa5Y0UZO3YssrKyJEPGGGOMVR3cGcFYGajKLxxV5bIxVUOGDMHhw4fx7NkzLF26FAMHDqzo\n", "LLEC0tPT0bFjRwB5c4u0a9dOspLN+2j9+vWYNm0aAGDWrFkYPHjwG6Uzffp0jBw5UpwPiZUvuVyO\n", "+Ph4fPDBBxWdFcYYY2WAOyMYKyWzZs1Chw4dIAgCxo8fX6V+Qa7KZWNFq1mzJrp16wYvLy8MHTpU\n", "nLiWVR7a2to4e/YsnJ2dsW7dOnGizfdZjRo1MGfOHLi5uUFfX/+t3hRp06YNjIyMSjF3TFOfffZZ\n", "hSxbyhhjrHzwnBFq8JwRjDHGGGOMMcbeVzxnBGOMMcYYY4wxxqoc7oxgjDHGGGOMMcZYueLOCMYY\n", "Y4wxxhhjjJUr7oxgjDHGGGOMMcZYueLOCMYYY4wxxhhjjJUr7oxgjDHGGGOMMcZYueLOCMYYY4wx\n", "xhhjjJWrStUZERoaCmtraygUCslfo0aNIJPJsGXLFjHupUuX0L59ezg5OaFBgwbo2bMnbt26pTbd\n", "mJgYuLu7w93dHS4uLpg5cyaIqLyKxRhjjDHGGGOMsXwqVWeEIAiYPHkykpOTJX8TJ06EiYkJ2rdv\n", "DwC4efMm/Pz84ObmhkuXLuGvv/6CIAjw9/fHo0ePJGkuXLgQgwcPRkxMDM6ePYvt27dj9uzZ+Pbb\n", "byuiiO+MdevWVXQWKtz7Xgdc/ve7/ADXwftefoDrgMv/fpcf4Drg8r/f5Qe4Dt738pe1StUZ8eWX\n", "X8LPz08l/Oeff0ZoaCi0tbUBABMmTAARITIyEgCgpaWF2bNnIy0tDXPnzhX3e/ToEcaMGYOwsDB4\n", "enoCAGxtbREREYHo6GikpaWVQ6neTXzhcR1w+d/v8v9fe3ceV0W9/w/8NcMWyqIoynFjU2S5Agpu\n", "8bUQMhVzbc9rouV6y+uGa6XWwzW95b3mRrkkda+WZYJlhqbGNXMD9y1ZLKUUNzRW4f37w3vm5+kA\n", "HhXOgcPr+XjM4+F5z+fMvD8z4/vMfDgzB+A2qO39B7gN2P/a3X+A24D9r939B7gNanv/q1q1Gozo\n", "1KkTvL29DWLnzp3Djh07MHLkSABASUkJNm7ciIiICG1wAgB0Oh38/f2xfv16LbZ161bcvHkT0dHR\n", "BsuMiorSlkNERERERERE5lWtBiPKEh8fj+joaPj6+gIA0tPTcevWLe313Xx8fHDq1CkUFxcDANLS\n", "0gDAqK3+9ZEjR6oydSIiIiIiIiIqQ7UejCguLsaaNWswatQoLXb58mUAgIuLi1F7FxcXlJaW4urV\n", "qxW21b/WzyciIiIiIiIi87G1dAIV+fLLL2FnZ4c+ffpYZP0nT560yHqrg+vXr+PQoUOWTsOiavs2\n", "YP9rd/8BboPa3n+A24D9r939B7gN2P/a3X+A26A2998s18JSjUVFRcmsWbMMYqdPnxZFUWTs2LFG\n", "7Xv37i22trZSVFQkIiJTp04VRVEkLS3NoN2VK1dEURQZNGhQmeu9ePGiNGnSRABw4sSJEydOnDhx\n", "4sSJEydOtW5q0qSJXLx4sZKu7o1V229GnD17FikpKUhISDCI+/r6wtnZGenp6UbvSU9Ph7+/P+zs\n", "7AAAbdu21eIhISEG7QAYxO6m0+lw4MABZGdnV0pfiIiIiIiIiGoSnU4HnU5XZcuvtoMRK1euRO/e\n", "vY06b2NjgwEDBmDz5s0oKirSflEjOzsbp06dwowZM7S2PXv2hLOzM5KTk9G/f38tvn37dtjY2ODp\n", "p58ud/1VveGJiIiIiIiIaqtq+QDLoqIirF271uDBlXebNWsWVFXFW2+9BQC4ffs2Jk6cCB8fH4wb\n", "N05r5+TkhLlz52LNmjXavT4ZGRl4//33MX78eHh5eVV5X4iIiIiIiIjIULX8ZsTGjRtRv359REdH\n", "lzm/RYsW2L17NyZMmICAgACUlpaiXbt22LlzJ5ycnAzajh49Go6OjoiNjYWiKCguLsb48eMRFxdn\n", "jq4QERERERER0Z8oIiKWToKIiIiIiIiIao9qeZsGkTlcv34dAwcOhKqqOH/+vKXTqfZEBI8++ii3\n", "l5VasWIFVFXFrFmzLJ2KRdT2/tO9sQYSUU1WVee9x48fh52dHbp27Vppy6wqpm6DPXv2oFWrVjWi\n", "T/ejOl77cDDiLgUFBZgyZQr8/f0REhKC9u3bIzEx0dJpmU1aWhr69u2LwMBABAcHIzg4GAsWLEBJ\n", "SYmlU6t027ZtQ3h4OI4dOwZFUcptV1BQgHfeeQfh4eFo164dvLy8EBkZieTkZDNmW/nS09MxZcoU\n", "BAcHo02bNggICEBMTAxSUlLKfc+6deuwd+/eCrdXTXH+/HlMmzYNHTp0QFhYGIKCghAaGop//etf\n", "Bu22bt2KZ555Bv7+/ggODkZQUBDGjRuHy5cvWyjzqnHt2jVMnz4dAMrcvydPnkRMTAwCAgLQunVr\n", "vPjii7h48aK506wy9+p/fHw8wsLCtGOgW7du2LVrl7nTrFSZmZlwcnJC27Ztjab//ve/Bm2ttQ4C\n", "d/6PP/HEEwgPD4efnx+CgoK0Y+HPrKkGAkBsbCw8PT2N9n+bNm2gqio2bdoEwLrroKnnPdZaA03t\n", "vzXWQL29e/eiR48e8PX1ha+vLyIiIsqtbTW5Fpp63vsgx/qYMWNQUlJS7WujKdugqKgIU6dOxauv\n", "voqcnJxy212/fh2LFy9G586dERQUhKCgIHTs2BEff/xxVXbhoZjS//ut96tWrUJISAhCQkIQFBSE\n", "d999F/d900WV/WhoDfTMM89IYGCgXLlyRUREEhMTxdbWVpKSkiycWdXLysqSevXqycCBA6W4uFhE\n", "RPbt2yeOjo4yfvx4C2dX+SIjI+XYsWMyY8YMURRFsrKyjNoUFRVJZGSkDBo0SPLy8kREJDc3V8LC\n", "wmT27NnmTrlSde/eXcLCwiQ7O1tERIqLi2XUqFGiqqp89dVXRu1zc3OlWbNm0qdPn3K3V02yevVq\n", "cXJykr1792qxr776SmxsbLR9m52dLYqiyJtvvimlpaUiIpKZmSktW7YUb29vyc3NtUjuVeFvf/ub\n", "9OvXTxRFkVmzZhnMy8rKkgYNGsjkyZNFROT27dvy4osvSsuWLa1mG1TU/8WLF4uqqpKYmCgiIqWl\n", "pRIXFycODg5y4MABS6RbKTIyMiQyMvKe7ay5DsbHx0uLFi3k+PHjWmz27NnSqlUro7bWVgNFRGJj\n", "Y2Xt2rVG8c8//1waNmwohYWFVl0HTT3vsdYaaGr/rbUGioikpKSInZ2dtm9FRN5//32xtbWVbdu2\n", "GbSt6bXQlPPeBznWP/vsM2nXrp20aNFCunbtWqV9eFimbIPNmzfLa6+9Jnl5eeLp6Vlun+bOnSsu\n", "Li6yf/9+LbZu3TpRFEUmTJhQZX14GPfq//3W+yVLloijo6NWB9LT06Vx48YyadKk+8qLgxH/s3Pn\n", "TlEURTZs2GAQ79Gjh/j6+looK/NZunSpKIoiqampBvE+ffpI48aNLZRV1dH/J6uoIC1atEgaNGgg\n", "+fn5BvETJ07IqVOnzJJnVenRo4ds2rTJIJafny92dnby2GOPGbWPi4uT4cOHy8yZM63iRHzr1q3y\n", "9ttvG8VDQkKkXbt2InKnKDdo0MCoTXx8vCiKIqtWraryPM3h8OHDotPpJC0trcyL8djYWHFzc5PC\n", "wkItdvHiRbGxsSlzG9Y09+p/hw4dJCQkxCB29epVURRFpkyZYs5UK5WpgxHWWgd/+eUXcXR0NPrM\n", "z8vLk2+//daovbXVQBGRH3/8UdLT043i3bp1k4kTJ4qIdddBU897rLUGmtp/a62BIiKPP/641K9f\n", "32Dfioj4+flJmzZtDGI1vRaact57v8d6Xl6eeHt7y549eyq8cK8uTNkGJSUl2r8r6tO8efNk7Nix\n", "RvGIiAhxcHCQgoKCSsq68tyr//dT73Nzc8XFxUVGjx5t0HbevHlia2tb5mdLeXibxv9s2LABAIx+\n", "wSMqKgrp6ek4cOCAJdIyGxsbGwBAcXGxQbyoqAh2dnaWSKlKmfJVsuXLl+OJJ57AI488YhDXf3Wt\n", "JktMTETfvn0NYo888gjq16+P69evG8TPnDmDtWvXYs6cOff/1atqqnv37njzzTeN4rm5uWjUqBEA\n", "wMPDA7/99ptRm6ZNmwKA0XaqqcaMGYN33nkHrq6uRvNKSkqwceNGREREwN7eXovrdDr4+/tj/fr1\n", "5ky1SlTUfwCwtbUtsy7q51k7a62DH3/8MQoLC9GrVy+DuKOjI5588kmDmDXWQADo1KkTvL29DWLn\n", "zp3Djh07MHLkSADWXQdNOe+x5hpo6nmfNdfAffv2oWXLlgb7FgDatGmDY8eO4dy5c1qsptfCe533\n", "PsixPm/ePERERKBz586Vnm9VMOXcX1VNuzSOi4vDokWLjOJNmzZFcXEx8vLy7ju/qnav/t9Pvd+6\n", "dStu3rxZ5nWz/lgyFQcj/ictLQ2urq5wc3MziPv6+gIAjhw5Yom0zOall15CUFAQZs6ciRs3bgAA\n", "tmzZgp07d+Kdd96xcHbmd+nSJfz8889o1qwZ5s+fjw4dOqB169bo1q0bvvnmG0un99DKOoG4evUq\n", "cnJyEBUVZRAfO3Yspk+fjgYNGpgrPbO7efMmpk2bhvz8fMybN0+Ll7WdTp8+DQBW8VCj9evX49at\n", "W3jllVfKnJ+eno5bt25pdfBuPj4+OHXqlNFJak1yr/4DwBtvvIGMjAzEx8dDRFBQUICpU6eiRYsW\n", "GD16tBmzrXy///47Bg8ejE6dOsHPzw99+/bF9u3btfnWXAdTUlLg7u6OgwcP4sknn9SeGzNz5kwU\n", "FhYatK0NNVAvPj4e0dHRBv/nrbUOmnLeY8010NTzPmuugYqilPlcNP1AzalTpwBYdy3Uu99jPSsr\n", "C8uWLcOCBQvMmWa1oapqmQMXp0+fRnBwMOrXr2+BrB6eqfU+LS0NAIyOlwe5buZgxP9cvnwZLi4u\n", "RnF9zBoe1FQRJycn7NixAzY2NmjYsCF0Oh0GDx6M5cuXIzY21tLpmZ3+CbMrVqxAZmYmfvjhBxw7\n", "dgwRERF46qmn8J///MfCGVa+5cuXw93dHVOnTtViiYmJOH/+PF577TULZla1AgMD4ebmhqSkJGzc\n", "uBEhISHlti0uLkZ8fDwGDRqE0NBQM2ZZ+fLy8jB58mSjh3beTV/3yquNpaWluHr1apXlWJVM6T8A\n", "9OzZE1988QVmz56Nhg0bokGDBjhz5gy2bdsGnU5npmwrn42NDUpLSzF8+HDs3bsXR48eRWhoKJ58\n", "8kl89NFHAKy7Dp4/fx43btzAyJEjsXTpUhw/fhzLli3DkiVL0K9fP61dbaiBesXFxVizZg1GjRp1\n", "z3bWUAdNOe+x5hpo6nmftdZAAOjYsSPOnDmDW7duaTERweHDhwHc+bYkYN21UO9+j/Xx48dj3Lhx\n", "Nf4YqEx79uzB0aNHsXDhQkunUmnKq/flHS8Pct3MwQgCAJw9exbh4eFwcHBATk4OsrOz8fXXX2Pq\n", "1KkYMWKEpdMzu4KCAgB3Rgjfe+89ODg4wM7ODjNmzICnp2e5T1uvqQ4dOoSFCxdi/fr12m0KhYWF\n", "mDBhAhYvXmzy19ZqohMnTiA/Px/jxo1DVFRUhR8i06dPR506dbB06VIzZlg15s6diy5dutSYr1dW\n", "NlP7v3TpUvTt2xezZ89GTk4Obty4gaeeegrt27fHt99+a6ZsK1/z5s1x6tQpREREAAAcHBwwa9Ys\n", "hIeHY+LEiSgqKrLqOlhQUIDCwkJMnz4dLVu2BAB07twZr732Gr799lukpKTUmhqo9+WXX8LOzg59\n", "+vSpsJ211MHaft5jav+ttQYCwKxZs1BUVISxY8ciPz8ft2/fxrx587Rfj9DfkmHNtfBBbN++HUeO\n", "HMHEiRMtnUq1ce3aNQwdOhSzZ882unWhJjNHvbf+T1cTNWzYUBsBvZs+5u7ubu6UzOqNN97AhQsX\n", "EB8fr9073aFDB0yePBnx8fH47rvvLJyheTk7OwMAWrVqZXB/oKIoCA4ORkZGRo39a8ifnTx5Ev37\n", "90dCQgIef/xxLb5o0SIEBQWVWVSt6b5p4M4JxpAhQ/Dyyy9j6tSpSE9PN2qzcOFCJCcnY9u2bahb\n", "t64Fsqw8GRkZWL58OebPn2807+5927BhQwAotzba2NgY3dpWE5ja/2vXrmH8+PHo1asXBg4cCEVR\n", "YGtriylTpsDHx6fC2ztqqo4dO+LGjRs4fvy49hcOa6yD+hr/57/s61//9NNPtaoGAnf+6jts2LAK\n", "B16sqQ6act6jP/ezthoI3Lv/ycnJVl8Du3Tpgp07d+LSpUto06YNOnbsiD/++AMzZswAALRo0QJA\n", "7TgnNPXz/vbt2xgzZgwWLVpklc+UexA3b95Er1698Nxzz2HKlCmWTqfSVFTvyzteHuS6uWY/eaYS\n", "tW3bFnv37sW1a9cM7vPRX5RU9NVta3DkyBG4u7ujXr16BnE/Pz8AwOHDh9GtWzdLpGYRrVq1gq2t\n", "LUpLS43m6e8lLGteTZOWlob+/ftj1apVRifc33//PX799Ve0bdtWi+kfbBMTEwN7e3tMmjQJL774\n", "ollzrgwFBQWwt7c3OukOCQlBSUkJUlNT4ePjo8XnzJmDxMREfP/99+U+6LAm2b59O+rWrWvw8D79\n", "A8mWL1+OTZs2wd/fH5988gmcnZ3LHJxJT0+Hv79/jTwZMbX/48aNQ1FRUZkPJ/Pz88Phw4eRk5Oj\n", "fSjXJLm5ubC3tzd6GNvd9c3f31+7nePPanodDAwMxOHDh43yv7tf1lwD/+zs2bNISUlBQkJCuW2s\n", "rQ6act4THR1tlTUQuHf/09LS4OzsbLU1UK9z587YvHmzQWzSpElwcXFBcHAwgNpxTujr62vSsX78\n", "+HFcu3YNM2bM0AZtACA7OxtXrlzR6uUPP/wAJycns+VvKdeuXUOPHj3Qr18/g9uca7p71Xv9fk5P\n", "Tze4Rn6Q62Z+M+J/nnvuOQBAcnKyQXz79u3w9fVFWFiYJdIyGw8PD+Tk5OCPP/4wiGdmZmrza5M6\n", "deqgW7duOHv2LPLz8w3mHTt2DN7e3jX6wxe485e/fv36ISEhwWAgIjw8HADw3Xff4eTJk0hNTdUm\n", "/RPWv/nmG6SmptbYk/AePXpov6BzN/3xfve+nT59OrZt24bk5GStICclJeHtt982S65V4dVXX0Vm\n", "ZqbBvv36668BAKNGjUJqair+/e9/Q1VVDBgwACkpKdrFOnDnpOPUqVNa3axpTO2//pYl/XFxt8zM\n", "TDg6OtbYi7IxY8bgvffeM4ofOHAAdevWRVBQkPbLEtZYB/XPhdDfG6537NgxAHe+IWLNNfDPVq5c\n", "id69e5d7/7c11kFTznustQYCpvVff+5njTUQAH755RejX8sTEWzZsgWDBw/WBppqwzmhjY2NScd6\n", "UFAQLl68aFAXU1NT0aRJE7Rv3157XRsGIi5fvoyoqCgMHDjQYCBixIgROHTokAUzezim1PuePXvC\n", "2dm5zOtmGxsbPP3006av0OQfAa0Fnn32WQkMDJScnBwREUlKShJbW1tJSkqycGZVb9OmTaKqqgwb\n", "NkyKi4tFROTcuXPi7e0tPj4+8scff1g4w6qh/63dzMxMo3lpaWlSt25dmTBhghZbsmSJqKpq9Nv0\n", "Nc2uXbvE2dlZxowZI+vWrTOY8rMgWwAADkdJREFUFEUp930Vba+aJDIyUoKDgw36sXPnTnFycpJO\n", "nTppv8X897//Xdzc3GTlypUG22j48OESGxtrqfSrREZGhiiKIjNnzjSIZ2VlScOGDWXy5MkiIlJc\n", "XCwvvfSStGrVSm7evGmJVKtEef0fMGCA2NnZybZt27TYqlWrRFEUiYuLM3ealSY2NlaaN28uZ86c\n", "0WJLly4VRVFkwYIFWsxa62Bpaal06dJFAgMD5bfffhMRkTNnzohOp5Onnnqq3PdZSw28W2Fhobi7\n", "u0tycnKZ8621Dpp63mOtNdDU/ltrDRQRWbdunbRo0UKys7NF5M6+nTx5sgQFBcmNGzcM2lpLLayo\n", "hj3Mse7p6SmRkZFVknNlM7WOV9SnCxcuSEBAgHTr1k0SEhIMamNAQIDs2rWrKlKvFBX1/37q/Qcf\n", "fCB16tSRgwcPiohIenq6eHh4yKRJk+4rHw5G3KWgoECmTJkirVu3luDgYAkPD5fExERLp2U2O3fu\n", "lB49ekjr1q2lTZs2EhgYKGPHjpVLly5ZOrVKN3nyZPHy8pJ69eqJqqrSrFkz8fLy0v5D6e3fv1+e\n", "eOIJ8fT0FF9fX+nSpYt88803Fsq68rRr105UVRVFUYwmVVWN2q9cudJoe3l7e8v169ctkP3D27Nn\n", "jwwbNkyCgoIkODhYfH19JSAgQKZNm6Z94B4+fFjbHmVtoyFDhli4F5Xj6tWr4uXlJc2aNRNVVaVe\n", "vXri5eUlH374odbmxIkT0rNnT/H39xc/Pz954YUX5MKFCxbMuvLcq/8FBQWyaNEiCQ0NlaCgIAkK\n", "CpKOHTvK6tWrtUGrmujo0aMyduxYCQ4OlpCQEPH09JTOnTvLp59+atTWWutgbm6ujBkzRjw9PSUg\n", "IED8/PxkxowZUlRUZNTW2mrg3T799FPx8/Mrc56110FTz3ustQaa0n9rrYEiIocOHZLu3btLixYt\n", "JCQkREJDQ2XChAnl/r+uybXQ1PPe+z3Wu3fvLl5eXmJnZyeOjo7i5eUlr776alV354GYug1atmwp\n", "Xl5eYmtrq/Wpa9euBm3GjRtXYW2sjoMR9+r/g9T7VatWSZs2bSQ4OFgCAgIM/phhKkXECp/CRERE\n", "RERERETVFp8ZQURERERERERmxcEIIiIiIiIiIjIrDkYQERERERERkVlxMIKIiIiIiIiIzIqDEURE\n", "RERERERkVhyMICIiIiIiIiKz4mAEEREREREREZkVByOIiIiIiIiIyKw4GEFEREREREREZsXBCCIi\n", "IiIiIiIyKw5GEBERVZHWrVujUaNGUFUVDg4O0Ol0mDlzpqXTqhZat26NBg0aQFVVzJo1y9LpVLoh\n", "Q4ZAp9NBVVV07drV0ukQERFVOxyMICIiqiKnT5/G/v37AQARERHIzs5+6MGI2NhYqKqK8+fPV0KG\n", "lnP69Gl88cUXAABFUSycTeVbvXo1srOzAVhn/4iIiB4WByOIiIiqkIhU+jKt5eK2KrYNERER1Qwc\n", "jCAiIqphRIQX8kRERFSjcTCCiIjIAoYNG2bwTIGDBw8iKioKHh4eaN68OYYPH46bN29q7U+fPg2d\n", "TocNGzYAANq3bw+dTgedToeEhAStnYhgxYoVCAsLg5ubG9zc3NChQwfEx8dXuP5Dhw6hW7duaNq0\n", "KVRVhbu7uzbfxsYGOp0OS5cu1d7v5eUFFxcXODo6IioqCgCQnZ2NN998E+3bt0ezZs1Qv359BAYG\n", "Yvbs2SguLn6o7ZWcnAydTgdHR0eoqorjx4/j9ddfR8uWLeHq6oouXbpg3759Bu+JjIws87kUq1ev\n", "hk6ng42NDby9vbV4Xl4edDod6tWrB1VVsWbNGvzjH/9AUFAQnJycEBYWhi1btgAAPvroI4SGhsLV\n", "1RWhoaFavDz79u1DVFQUmjdvDldXV8TExODo0aNltv3888/xf//3f9r+CwkJwfz583H79m2tzdtv\n", "v23Qh4yMDAwYMAAtWrSAqqpQVZ7iERFRNSdERERUZTIyMkRRFOnatWuZ8xVFEV9fX3n++eclJydH\n", "REQSExPFxsZGXnjhBaP2gwcPFkVRJCsrq8zlvfzyy2Jvby+ffPKJlJSUSFFRkSxfvlxUVZURI0aU\n", "u/5evXrJr7/+KiIiS5YsEW9vbxER6dChg9jZ2cmFCxeM3tunTx9ZuHCh9vqzzz4TW1tbSUhI0GJJ\n", "SUlSt25def75543e//3334uiKDJr1qwy+1KW2NhYURRFoqOjZdeuXSIikp2dLcHBweLs7CyXL182\n", "aL9z585y1+Hl5aX1825r1qwRRVEkLCxMEhISpLS0VHJycqRdu3Zia2srcXFxsmDBAikuLpa8vDzp\n", "2bOn2NnZSWZmptGyFEURLy8viY6OloyMDBERSU9Pl9DQUHFxcZGjR48atH/rrbdEURRZtGiRFBUV\n", "SWlpqWzcuFHq1KkjMTExUlpaatSHhg0bSvfu3eXEiRMicmebq6pq8jYlIiKyBA5GEBERVSFTBiPs\n", "7e3l4sWLBvFOnTqJg4OD3L592yBe0WDExo0bRVEUef31143mPfvss6Ioiuzbt89o/XZ2dtqFsojI\n", "9evXZd26dSIisnr1alEURd566y2D92VlZUndunXlypUrWiw5OVlGjRpltO64uDhRFEVOnTplEH+Q\n", "wQh9/999912D+IoVK0RRFPn4449NXoenp2eZgxH6Pvfr188g/uGHH4qiKBIaGmoQT05OFkVRZP78\n", "+UbLUhRFbG1t5cyZMwbxn376yei4OHDggCiKIr179zZajn4bbtiwwagPiqLI7t27tVhJSYl88MEH\n", "RssgIiKqTvgdPiIiIgvz9fWFTqcziHl5eaGoqAiXL182eTnr1q0DAMTExBjN69SpEwBg8+bNRvN8\n", "fHzg5eWlvXZ1dcVf//pXAMALL7yAevXq4cMPP0RJSYnWZuXKlRgwYADc3Ny0WHR0tMGtHHr+/v4A\n", "UO5tCQ/iscceM3jt6ekJALhw4UKlrePRRx81eN28efMy482aNQMA/PLLL2Uux8vLC61atTKIdejQ\n", "AW5ubti9ezeuXbsGANrtNve7/xwcHNClSxfttaqqGD16dPkdIyIiqgZsLZ0AERFRbdeoUSOjmIOD\n", "AwCgqKjI5OWcPn0aADBo0CDY2hp+xN++fRtOTk64dOmS0fs8PDzKXeYjjzyCwYMHY/Hixfjqq68w\n", "YMAAFBcXY9WqVdi4caPROtauXYt169YhKysL+fn5UBQF+fn5AO48k6Gy/HmbPcj2uhd3d3eD1/b2\n", "9mXG9ev+448/ylxOkyZNyow3bdoUV69exc8//4z27dtr+2/atGkGz7gAgJKSEjg5OZU5ONW4cWMT\n", "ekNERFS98JsRREREFlbZDxtMSkpCdna2wXT58mXk5uZixYoV973+kSNHAgCWLVsGANi0aRMaNWqE\n", "zp07G7QbOnQohg0bhrZt2yI1NRW//fYbsrOzsXjx4krqmek5m6K0tPSB1lFZ+6ugoKDM+LJly4z2\n", "36VLl5Cbm4utW7dWWT5ERETmxE8vIiIiKxEQEAAAOH/+fJnzd+/ejaysrPtebuvWrREZGYkdO3bg\n", "7NmzWLZsmTZAoXfjxg0kJCSgbt26eO+991CvXj1tnljwZ0jt7OwAwOjXPEQEv//+u1lyyM7ONoqJ\n", "CLKzs6EoClq2bAng3vtv//792rcniIiIajoORhAREVUhRVEqdXl169YF8P8vrlNSUjBnzhwAwMsv\n", "vwwAWL9+vdH7jhw5gsjISOTk5DzQekeNGgURwfjx43Hw4EEMGjTIYL6dnR1UVYWiKEaDD5mZmQ+0\n", "zsqgf57Dn3P48ccfH/rnRk2VkZGBs2fPGsR27NiBW7duoWvXrqhfvz6AO7fXKIpS5v67dOkSunTp\n", "gmPHjpklZyIioqrGwQgiIqIqpL8wr+jbAfczLyQkBACQlpYGEcGyZcuQmpoKAOjbty+GDh2KTZs2\n", "YcmSJdrzEw4dOoTnnnsOr7zyCsLCwu5r/Xr9+/dH48aNsWXLFgwcOFAbFNGrU6cOBgwYgFu3biEu\n", "Lg6FhYUA7nwb45///GeF63mQb06YuixPT0+Eh4cjKSkJBw8eBHBnYGL+/Plo0KDBA+2X+43Xr18f\n", "r7zyivatlIyMDEyYMAEuLi4Gt7CEhoZi5syZOHToEKZNm6Y9Y+Ps2bPo378/unbtiv79+5u8XiIi\n", "omrNvD/eQUREVHv4+fmJu7u7qKoqDg4O4uHhITNmzBARkalTp4qHh4eoqir29vbi4eEh27dvl59/\n", "/lk8PDzE0dFRVFUVd3d3GTp0qLbMgoICiY2NlcaNG4tOp5Po6GhJT083WO+qVaukY8eO4ubmJs2a\n", "NZOwsDBZtmyZlJaWam3uXr8+tz//lOWfvfHGG6Kqqhw+fLjM+bdu3ZLJkyeLr6+v1KlTR7y9veX5\n", "55+X6dOni6Io4urqKv7+/tq2cXNzE1VVxcnJSXQ6nZw7d67cdaelpRltl+HDh4uISExMjNGybt68\n", "qb33woUL8uyzz0qjRo1Ep9NJ37595dy5c+Ll5SW2trbi4eEhc+bMERERHx8fcXV1FVVVxdXVVUJC\n", "QspdR2FhoYwYMULbx46OjqLT6eTw4cMyZMgQbft27dpVvvvuO4mIiJAmTZqIi4uLxMTEyNGjR8vs\n", "66ZNmyQyMlIaNGggTZs2lb/85S8yd+5cyc/P19osXbpUPDw8xNbWVutDWFhYhfuPiIioOlFEOJxO\n", "RERERERERObD2zSIiIiIiIiIyKw4GEFEREREREREZsXBCCIiIiIiIiIyKw5GEBEREREREZFZcTCC\n", "iIiIiIiIiMyKgxFEREREREREZFYcjCAiIiIiIiIis+JgBBERERERERGZFQcjiIiIiIiIiMisOBhB\n", "RERERERERGbFwQgiIiIiIiIiMisORhARERERERGRWf0/avHKHyrQ9QYAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "iso5t2\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABCQAAAKzCAYAAADGJdzIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XdUlGfaP/DvzNCLoCNNQVBGQaqDQZoNjN0osWU3q2vL\n", "mrIbY5qbsskx7pvyvslGN1k3niRqsppkY9SQGDvYIkIEUYooIAJCRBCkSC9z//7g90wGp/cZuD7n\n", "eI489Z6HmeG5r+e+r4vHGGMghBBCCCGEEEIIMSG+uRtACCGEEEIIIYSQwYcCEoQQQgghhBBCCDE5\n", "CkgQQgghhBBCCCHE5CggQQghhBBCCCGEEJOjgAQhhBBCCCGEEEJMjgIShBBCCCGEEEIIMTkKSBBC\n", "CCGEEEIIIcTkKCBBCCGEEEIIIYQQk6OABCGEEEIIIYQQQkyOAhKEEEIIIYQQQggxOYsLSJSXl8PF\n", "xQVisVjuX3p6unS7Y8eOYeXKlYiMjERUVBSCgoKwYMEC/PLLLwqPu2vXLkRGRiIyMhKhoaF4//33\n", "wRgz1csihBBCCCGEEEKIDBtzN0CR6OhonD59WuU27733Huzs7PDzzz9jyJAh6Orqwtq1a/Hwww8j\n", "JycHY8eOlW67fft2vPzyy/j5558xceJElJWVIS4uDnV1dfjf//1fY78cQgghhBBCCCGEPMDiRkho\n", "SiwW4+2338aQIUMAAHZ2dnjppZfQ2tqK48ePS7e7f/8+XnvtNaxZswYTJ04EAIwePRrPP/88Pvzw\n", "Q5SVlZml/YQQQgghhBBCyGBmtQGJrVu3Ijo6ut+y5uZmAICHh4d02bFjx3D//n3MmDGj37ZJSUno\n", "7e3FgQMHjN9YQgghhBBCCCGE9GORAYmamhqsWrUKsbGxGDduHBYtWoS0tDSV+1y7dg0vvfQS5s2b\n", "h2XLlkmXX7lyBQAQGBjYb3vu57y8PAO3nhBCCCGEEEIIIepYXEBCIBBAIpFg/fr1yMzMRH5+PiZM\n", "mIBZs2Zh586dctv/+OOP8PPzQ1hYGMLDw7F3717w+b+9rLt37wKAdGoHh/uZW08IIYQQQgghhBDT\n", "4TErKTURExOD4uJi1NTUwM7OTm79nTt38OyzzyIjIwPHjh1DWFgYAGD9+vX4/PPPUVpaitGjR0u3\n", "7+npgZ2dHWbPno2jR48qPGd1dTWqq6uN84IIIYQQQgghhBAL5uPjAx8fH6Md3yKrbCgSExODrKws\n", "XL16FWKxWG69t7c3/vOf/2DEiBF49tlnpVU6hg8fDuC3/BIcRfkmZFVXV+Ohhx7C7du3DfkyCCGE\n", "EEIIIYQQqzBixAhkZ2cbLShhcQGJ5uZm2NnZwcHBod9ygUAAAJBIJACAtrY2ODk59dvG0dERIpEI\n", "2dnZ0mVc8OLmzZuIjIyULr958yYA9Fsmq7q6Grdv38bevXsxfvx4PV/VwLFx40Zs27bN3M2wKHRN\n", "5NE16Y+uhzy6JvLomsijayKProk8uiby6JrIo2sij66JPLom/V27dg0rVqxAdXX14AlIbNiwAUFB\n", "QXj11Vf7Lc/OzoazszNCQ0NRXl6OkJAQtLS09MsX0dvbi6qqKumoCACYO3cuXF1dkZqaikcffVS6\n", "PC0tDQKBAEuWLFHZnvHjxyMqKspAr876ubu70/V4AF0TeXRN+qPrIY+uiTy6JvLomsijayKProk8\n", "uiby6JrIo2sij66J6VlcUksej4dPPvkEJSUl0mWffPIJ0tPT8eabb0pHTnR0dOCVV15BV1cXAKCr\n", "qwubNm1CTU0NXnrpJem+Li4uePfdd/HFF18gJycHAFBWVoZt27bhhRdeQEBAgOleHCGEEEIIIYQQ\n", "QgBY4AiJF198Ee7u7li6dCl4PB4aGxsxYsQIfPXVV/j9738PABg5ciQ+++wz7N+/H2KxGAKBAA0N\n", "DRg7diy+++47uVEPzzzzDBwdHbF69WrweDx0d3fjhRdewMsvv2yOl0gIIYQQQgghhAx6FheQCAsL\n", "w9atW1VuY2tri3Xr1mHdunUaH3fNmjVYs2aNvs0jhBBCCCGEEEKIAVjclA1i2bhRKuQ3dE3k0TXp\n", "j66HPLom8uiayKNrIo+uiTy6JvLomsijayKProk8uiamx2OMMXM3whLl5ORg4sSJuHTpEiU2IYQQ\n", "QgghhBAyqJiiT0wjJAghhBBCCCGEEGJyFJAghBBCCCGEEEKIyVFAghBCCCGEEEIIISZHAQlCCCGE\n", "EEIIIYSYHAUkCCGEEEIIIYQQYnIUkCBkEKuvr0d9fb25m0EIIYQQQggZhCggQcggVFtbi/j4eISH\n", "hyM8PBzx8fGora01d7MIIYQQQgghg4iNuRtACDG95ORkZGRkSH+urq7Go48+ivT0dDO2ihBCCCGE\n", "EDKY0AgJQgaZ+vp6lJeXyy0vKyuj6RuEEEIIIYQQk6GABCGEEEIIIYQQQkyOAhKEDDJCoRABAQFy\n", "y0ePHg2hUGj6BhFCCCGEEEIGJQpIEDIIpaSkwM/PT/rzhAkT8P3335uxRYQQQgghhJDBhgIShAxC\n", "np6e8PPzw6xZs+Ds7Ixly5bB09NT4/2pXCghhBBCCCFEXxSQIGQQamhoQGZmJpYtW4Y5c+bgxx9/\n", "1Gg/KhdKCCGEEEIIMRQq+0nIIJSamgqJRILZs2fD1tYWa9aswZ07d+Dt7a1yPyoXSojuuFFFlKuF\n", "EEIIIaQPjZAgZBA6evQoQkND4efnh3nz5oHH4+Hw4cMq96Fyobqh6S2ERhYRQgghhChGAQlCBhnG\n", "GI4dO4Y5c+YAADw8PBAXF4dDhw6ZuWUDC3VCCYcbWVRdXY3q6mpkZGTg0UcfNXezCCGEEELMjgIS\n", "hAwy+fn5qK6ulgYkAGDhwoU4ceIE2tvble5H5UK1Q51QAtDIIkIIIYQQVSggQcggc+zYMTg5OWHK\n", "lCnSZY888gja29tx6tQplftu3bpV+n9HR0fEx8dTuVAFqBNKCCGEEEKIehSQIGSQOXbsGJKSkmBv\n", "by9dFhwcDJFIpLbaxjfffAOhUIj58+cjIiIC6enpWpULJWSwoZFFhBBCCCHKUUCCkEHk/v37OH/+\n", "fL/pGgDA4/HwyCOP4KeffoJEIlG4b3NzM3bt2oX169dj4sSJqKioMEWTrRJ1QomslJQUREZGSn8e\n", "OXIkjSwihBBCCAEFJAgZVE6fPo3u7m65gATQl0fi9u3byMnJUbjvl19+iba2NjzzzDMQiUS4c+cO\n", "WlpajN1kq5WSkoL4+Hi4uLgAAPz9/akTOkh5enoiLi4OXl5emDFjBkJDQ2lkESGEEEIIKCBByKBy\n", "7NgxiEQiBAYGyq1LSEiAu7u7wmobEokEH3/8MZYuXQpfX1/p/jdv3jR6m62Vp6cn0tPTMXfuXADA\n", "7NmzqRM6SN2/fx979+7Fk08+iSlTpiAnJweMMXM3ixBCCCHE7CggQcggwRjD0aNHFY6OAABbW1vM\n", "mzdPYR6Jo0ePoqSkBBs2bAAAiEQiAMCNGzeM1+D/r76+3qoTQXKlPk1xrYhl+uqrr9DW1oYnnngC\n", "UVFRqKurQ1VVlbmbRQghhBBidhSQIMSCqOp869sxLykpQXl5udKABNBXbePKlSuorKzst/yjjz7C\n", "Qw89hLi4OACAh4cHXF1dUVpaqnN71KmtrUV8fDzCw8MRHh6O+Ph4aefemlRWVoLH41FAYpBijOGT\n", "Tz7BI488Aj8/P4jFYgBQOjWKEEIIIWQwoYAEIRZAVefbUB3zY8eOwc7ODtOnT1e6zZw5c2BjY4Of\n", "fvpJuuzatWs4ceIENmzYAB6PB6AvCWZgYKBRO9nJycnIyMhAdXU1qqurkZGRgUcffdRo5zMGiUSC\n", "qqoqTJgwAZWVlejo6DB3k4iJZWRkIC8vD08//TSAvoSWHh4euHz5splbRgghhBBifhSQIMQCqOp8\n", "G6pjfvToUUydOhXOzs5Kt3F3d8fUqVP7Tdv4+OOP4eXlheXLl/fbViQSGS0gUV9fj/LycrnlZWVl\n", "VjV9o7a2Fl1dXUhMTARjDGVlZRrva+1TVUifTz75BGPGjMHMmTMB9AXzoqKiaIQEIYQQQggoIEGI\n", "2SnrfF++fBmTJ09GVlaW3DptO+bt7e04c+aMyukanIULF+LUqVNoaWlBQ0MDvvzySzz99NOwt7fv\n", "t11gYKBRp2wMBNzUl8TERADQ6HoNlKkqBKirq8N3332HJ598Enz+b39uKSBBCCGEENKHAhKEWKie\n", "nh44OTnBzs5O72OdO3cOHR0dGgUkHnnkEXR1deHAgQP4+OOP0d3djSeffFJuO5FIhFu3bqGzs1Pv\n", "9j1IKBQiICBAbvno0aMhFAoNfj5j4QISkyZNgqOjo0YjSgbCVBXS54svvgBjDGvWrOm3PCoqCr/+\n", "+itqamrM1DJCCCGEEMtAAQlCzExZ5zs6OhonTpxAZGSk3DptO+bHjh2Dr68vQkJC1G7r4uICR0dH\n", "PP3009iyZQvc3Nz6Pd3liEQiMMYUju4whJSUFERHR0t/Dg4Oxvfff2+UcxlLZWUlHBwc4OHhodEU\n", "l4EyVYX05Q/ZsWMHli5dCg8Pj37ruMSWlEeCEEIIIYMdBSQIsQApKSmIj4+HjY0NnJycEB8fL+18\n", "c+t8fHxgY2MDLy8vrTrm9fX1OHz4MObMmSNNSqlKcnIy2tvb0d7ejt7eXtTV1Sl8Qh8YGAjAeOUs\n", "PT09sWnTJgCAo6MjHnvsMXh6ehrlXMZSWVkJX19f8Hg8o+bcIJYnNTUVpaWl0mSWssaMGQM3NzcK\n", "SBBCCCFk0KOABCEWwNPTE2fOnAEAvPnmm0hPT5d2vj09PZGeno78/HysWrUKLi4uGnXMuVwEISEh\n", "KCkpwblz59TmItDmCf3IkSNhb29v1E722bNnERgYiClTpljlnPvKykr4+fkBgEZVSQbKVJXBrr6+\n", "Hv/85z8RFhaGhIQEufU8Hg9isdgq39OEEMMa6AmMB/rrI4TojwIShFiIkpIS9PT0ICYmRuF6oVCI\n", "+fPno7S0FBUVFWqPx+Ui4IIQxcXFBs1FwOfzjZ7Y8uzZs5g2bRrEYrFVPk2urKzEqFGjAPRNcSkv\n", "L0d3d7fKfbgRMdw0mVGjRlndVJXBigsChoaG4siRI2htbcXdu3cVbkuJLQkZ3AZ6AuOB/voIIYZD\n", "AQlCLMTVq1cBAKGhoUq3mTZtGng8Hk6fPq3yWLrmItD2Cb0mT/11VV9fj/z8fGlAoqqqCnV1dUY5\n", "l7HIjpAQiUTo7e1VG0zy9PTEwYMHIZFIYGdnh/DwcKubqjJYcUFALlllWVmZ0iBgVFQUbt68iYaG\n", "BlM2kRBiIQZ6AuOB/voIIYZDAQlCLERhYSE8PDzkEuDJGjZsGMRiMU6dOmW0dsjmrPDx8emXz+JB\n", "IpHIaCMkzp07BwDSgARgXUkAe3p6cPv27X4BCUCznBv5+fkAgOXLl+PChQuQSCQan5eGx5qHtkFA\n", "7j195coVYzeNEGJhBnoC44H++gghhkUBCUIsxNWrVzWqgpGUlIRTp06BMaZ0G31yEcjmrMjPz++X\n", "z+JBgYGBKCsrQ09Pj9p2a+vs2bMICAiAv78/RCIRXFxcrCogcfv2bUgkEmlAwtfXF3Z2dhoFcHJz\n", "c+Hk5ISVK1eioaEBRUVFaveh4bHWJSgoCI6OjgNq2gYFwwghhBCiLQpIEGIhrl69qnK6BicxMRG/\n", "/vorSkpKVG6XkpKCoUOHwtbWVu1IB0WEQqHa4IVIJEJ3dzcqKys1Pq6muPwRQF++isjISKsKSHDX\n", "hAtICAQCjBkzRqMREnl5eQgLC0NcXBz4fD7S09PV7kPDY81LKBTC3d1dbrmyIKBAIMCECROs6j2t\n", "DAXDCNHOQE9grOz1+fv7D4jXRwgxLApIEKIHQz0R7OrqQnFxsUYBiSlTpkAgEKjNI+Hg4IC2tja8\n", "8cYbakc66IqbhmDoaRsNDQ3Izc2VBiQAWF1iywcDEoDmOTfy8vIQEREBV1dXREZG4sKFCyq3p+Gx\n", "5ldZWYnq6mq4u7trNN0JGDiJLSkYRoj2UlJSpEFnoG904kBKYJySkoJRo0aBx+Nh6NCh4PF4sLe3\n", "R0tLi7mbRgixMBSQIEQHhn4iyFXY0CQg4erqikmTJqnNI3Ho0CF0dnZi1apVRnsiMWrUKAgEAoMn\n", "tvz555/BGJMLSBQXF1vNzUxlZSVcXV3h5uYmXSYSidReq+7ubhQWFiIiIgIAEB8frzYgQcyrq6sL\n", "y5cvx5AhQ3Djxg2NpjsBfQGJ69evo7W11YStNSwKhhGiG09PT3z55ZeQSCQQiURwdHQcUAmMPT09\n", "kZSUBLFYjJKSEqSlpSEnJwcPP/yw9GEOfUcQQgAKSBCiE0M/EdSkwoaspKQknD59WmWyw2+//RZx\n", "cXHSspPGYGtri4CAAIOPkDh79iz8/PwwevRo6TKxWAzGGPLy8gx6LmORrbDBEYlEuHnzJnp7e5Xu\n", "V1xcjK6urn4BiaKiIpUVRpQNj+XxeP0CIsQ4XnnlFVy6dAn79u2TTnXSJAjIvadzc3NN0EpCiKVJ\n", "TU2FjY0NNm/ejIqKCpSVlZm7SQZVVFSE0NBQCIVCJCYm4vTp07hx4wb8/PwQGhpKU7wIIQAoIEGI\n", "1ozxRLCwsBCenp4YPny4RtsnJSXh7t270kDGgxobG3H8+HEsX75cp/ZowxilP7n8ETweT7osNDQU\n", "tra2VjNto7KyUi4YJBKJ0NXVhaqqKqX7cQGX8PBwAEBCQgIAICMjQ+X5UlJSEBgYCADw8vJCQEAA\n", "7ty5gzlz5kiDGfREynC4a3nw4EFs3boVH3zwAWJiYrQ6BveetuZpGwN9LjwhxpSamorY2FjMnz8f\n", "fD7fqBW0zKG4uBjjxo2T/jxx4kSMGjUK7e3tqKmpoSlehBAAFJAgRCcdHR0GPZ6mCS05cXFxsLe3\n", "V3rz8uOPP6KrqwtLly41VBOV0mQagjaamppw+fLlftM1AMDOzg5hYWFWFZBQNEICUF36My8vD76+\n", "vhg2bBiAvmkxI0aMUJvY0tPTEyEhIYiJicHVq1dRVlaGtLQ05OXlYcKECYiMjKSkgwYgO10rJCQE\n", "y5Ytw/z58/Hss89qfSw7OzuEh4dbzXtamW+//RYCgUA6Fz46OnpAzYUnxBh6e3tx6tQpPPzww3B3\n", "d4dYLFabG8qacEHboKCgfsvu3Lkjty1N8SJkcKOABCFaSk9PR0NDg9zygIAAnZ8Ialryk+Po6Ij4\n", "+HilAYl9+/Zh8uTJ8PX11ak92hCJRCgtLVVZhlQb6enpkEgkcgEJwLoSWyoKSPj7+0MgEKic4sIl\n", "tOTweDwkJCSozSPR0tKCEydOYPny5dL34fTp05GTk4Ompibk5eVR0kEDkJ2uVVtbC4lEgrt37/Yb\n", "zaONgZDYMiMjA729vThy5Ajs7OywfPnyATUXnhBjuHTpEhobGzFz5kwAv03FNNTfUnPjKoHJjpAg\n", "hBBFKCBBiBaOHz8ufSIaFxcHHx8faedv8uTJOh2zq6sLJSUlWo2QAPpuXs6cOYOenp5+yxsaGqQd\n", "U1MIDAxEe3s7qqurDXK8M2fOYMSIEdLRBLLEYjEKCgrQ3d1tkHMZS0dHB2pra+UCEra2tvD391c7\n", "QkI2IAH05ZHIyspCV1eX0v2OHz+Ozs5OLFq0qN9yR0dHuLq6ym1PT6S0p2y6VmVlpc7XMioqCgUF\n", "Bejs7NSzdeazc+dOJCQkYPbs2Vi8eDF27do1YDpVhBhLamoqXF1dER0dDaCvpPft27dRXFxs5pYZ\n", "RlFREQD0+1tOU7wIIYpQQIIQNbhhh2fOnEFycjJmzpyJgwcP4sKFC8jPz0dRURHefPNNfPjhh/jl\n", "l1+0Pn5xcbHGFTZkJSYmorm5WW7EQEpKCnp6erBkyRKt26ILQ5f+VJQ/giMWi9HV1YXCwkKDnMtY\n", "uBwRDwYkANVTXO7du4eqqipERkb2Wx4fH4+Ojg6Vo0NSUlIQHh4uzSNBrINYLEZPTw8KCgrM3RSd\n", "VFRU4OTJk1i3bh0AYM2aNbh27RouXrxo5pYRYtlOnjyJ6dOnw9bWFkDfQw1NSnpbi+LiYvj6+sLZ\n", "2bnf8pSUFMTHx8PHxwcODg5wdXWlKV6EDHIUkCBECdm54kFBQZgxYwYmTZqE/fv3w87ODgCk2fT/\n", "9re/YeLEiVixYoXWZSm1rbDBiY6OhrOzs9zNy759+zBlyhSMGDFCq+PpiquEYYg8Evfv38elS5cU\n", "TtcAgMjISPB4PIsf4l5ZWQlA+4BEfn4+AMiNkBCLxXB0dFQ6baO7uxs//fSTwmkY9ETKcIRCocLP\n", "lT7XMiIiAnw+3+Lf08rs3r0bzs7OWLZsGQBgxowZ8PPzw+7du83cMkIsV2trKy5cuCCdrgFoXtLb\n", "WhQXF/fLH8Hx9PREeno68vPz8be//Q1dXV1UDYqQQY4CEoQoITtXvL6+HhKJBJ2dnXBwcJDb1tbW\n", "Fnv37kV1dTWef/55raoZFBYWwsvLS+sOjZ2dHaZMmdLv5qW+vh6pqakmm64B9E0J8PX1NUhA4sKF\n", "C+jt7VUakHBxccHYsWMtPo8EF5BQlMODC0goGtKem5sLOzs7uTm3tra2iI6OVprY8uzZs2hsbERy\n", "crLC9Q8+kXJwcMCBAwe0fVmDXm9vL2xsbGBnZwdvb2/4+PggPj5er6d7Tk5OGD9+vFUGJHp7e7F7\n", "92787ne/g4uLCwBAIBBg1apV+Oabb9DW1mbmFhJimc6fP4+uri48/PDD/ZYnJibizJkzA2LK04MV\n", "Nh4kFAoxa9YsdHZ2WuX3HyHEcCggQYgCyuaK37p1S2mgYezYsdiyZQs+//xzjB07VuNqBtpW2JCV\n", "lJSEn3/+WZpbICUlBRKJxGTTNThcYkt9nTlzBl5eXgqfqnCsIbFlZWUlhEIhnJyc5NaJRCKlOTfy\n", "8vIQGhoKGxsbuXUJCQlIT09XeKOakpICf39/TJgwQWF7ZJ9Iff/99+jo6EB2drYOr2xwe/fdd5GV\n", "lYXU1FQUFBQgPz8f6enpeidwjIqKsvj3tCJpaWm4deuWdLoGZ/Xq1WhubqZh2IQocfLkSYwYMQLB\n", "wcH9lqsr6W0tJBIJSkpK1Ca0nDBhApycnNRWkSKEDGwUkCBECV2SzO3fvx9AX2JJTasZ6BuQaGtr\n", "k87X3rdvH6ZNmwZvb2+djqerwMBAg4yQUJU/giMWi3HlyhVIJBK9z2cslZWVGDVqlMJ1qkp/Kkpo\n", "yYmPj8edO3fkAmWMMaSkpCA5OVltpQehUIg5c+YgNjYWH374oQavhHAyMzOxefNmvP7665gyZYp0\n", "upYhREVFITc3Vy5BraXbuXOntNSsrMDAQEybNo2mbRCiRGpqKmbOnCn3nR0fHw87Ozurn7ZRVVWF\n", "9vZ2tQEJW1tbTJo0iQIShAxyFJAgRIGDBw/i3r17cstVzRVXNqpCVTWDzs5OlJSUaFXyU9aECRPg\n", "7u6OU6dO4e7du0hLSzPpdA2OqmkImmptbUVWVpbS6RocsViMlpYWgyXRfJA2022UUVTykzN69Gjw\n", "eDy59vf29qKgoEBpQCIuLg4A5PJIZGdn49dff1U6XUORF154AadPn7bKp/Lm0NzcjMcffxzR0dF4\n", "8803DX58sViMjo4OXL9+3eDHNpb6+nqkpKTgiSeeUBgIW7NmDdLS0hR+JxIymNXW1iI3N1duugbQ\n", "NwUyNjbW6hNbcpVCVI125Kga/UcIGRwoIEEIfuuEMsawefNmrF+/HmvWrJGW9jTEXHFFiouL0dvb\n", "q/MICYFAgOnTp+P48ePYs2cPGGNYvHixQduoicDAQDQ1NSkM4mgqIyMDPT09mD59usrtxGIxABi8\n", "My2bxFTT6TbKqApIODg4KMy5UVpaivb2dqUBCaFQiODgYLmAREpKCoRCoVZlZx999FH4+/tj69at\n", "Gu8zGHHfC3/5y19QV1eHr776SuF0Gn1xU23OnTtn8GMby969e8EYw8qVKxWuX7p0KVxcXPDll1+a\n", "uGWEWLa0tDQAfQlgFeFKevf29pqyWQZVXFwsLXOtTkJCAu7evWuQUZaEEOtEAQkyqD3YCfX29sZb\n", "b72Fd955Bzt37pSW9tRkrrgu1Qy48pW6BiRqa2tx5coVXLhwAa+88gpcXV11Oo6+VE1D0ER9fT2O\n", "Hj0KDw8PjB8/XuW2Hh4eGDlypMEDErJJTDWdbqOMqoAEoLjSRl5eHgD5Chuy4uPj5Ya2pqSk4JFH\n", "HtGqo2xjY4PnnnsO33zzDX799VeN9xssZL8XRCIR9uzZg3fffRdjxowxyrnmzp0LgUCATZs26RUI\n", "MxXGGHbu3IlFixZh+PDhCrdxdnbG8uXL8cUXX1j09CpCTC01NRVhYWHw8fFRuD4xMRGNjY3Izc01\n", "ccsMp6ioCIGBgRr9XYqLiwOPx8P58+dN0DJCiCWigAQZ1B7shNbW1kIkEuHVV1+VDkPWZq64bDUD\n", "FxcX8Pl8fP3110q3v3r1Kry9vTFs2DCd288Nie7u7kZTU5POnWh9BAYGAoDW0yhkO34ff/wxent7\n", "cffuXbX7GTqxpS7TbZS5f/8+GhsbdQpIeHl5qQx6JSQkID8/H83NzQD6nkIVFhZqNV2Ds27dOjg6\n", "OmL79u1a7zvQyX4vNDY2AoDKz7EhztXb24vW1la9AmGmkp2djfz8fLlklg9au3YtysvLcebMGdM0\n", "jBALxxjDyZMnFU7X4MTExMDBwcGqp22oq7Ahy93dHWFhYZRHgpBBzOICEuXl5XBxcYFYLJb7J/tl\n", "dezYMSxduhTBwcGIiIhAaGgonn/+eaWdmV27diEyMhKRkZEIDQ3F+++/T/PVBjllndDW1ladcwjI\n", "VjNITU2FRCKRJpxURJ+ElobsROtryJAh8PDw0HqEhGzHr7u7G/fu3dOoM8YFJCzxM8yV/NQkICHb\n", "/ry8PERGRqo8dnx8PCQSCX755RcAfQEwR0fHfrXsNTVkyBD86U9/wo4dO9Da2qr1/gOVKT9XlvQZ\n", "1lR9fT22b98OPz8/te+7+Ph4jBs3jpJbEvL/lZSUoLKyUmVAwt7eHpMnT7bqxJbaBCSA3/JIEEIG\n", "J4sLSABAdHQ0Ll++LPcvISEBAHDnzh3MmzcPISEhuHbtGvLy8nDkyBH89NNPiImJwf379/sdb/v2\n", "7fjLX/6h7cYzAAAgAElEQVSCXbt2ITc3Fz/99BP+8Y9/4JVXXjHHyyODgFAoRExMDCZNmoS9e/cq\n", "3U6fgISl0bb0pz6dMbFYjNraWoWlM3UhFAoVViZRNd1GGU0DEs3Nzairq5MuU1VhgzNu3DgMGzZM\n", "mkciJSUFc+bMUVheVBMbNmxAU1MTzfMnanGjmcLCwvCf//wHjDG1n1Mej4fVq1dj//79KCsrM1FL\n", "rZ8hEusONAPlmqSmpsLGxkZt8ubExEScO3cO3d3dJmqZ4XR2dqK8vFyjhJachIQEXL9+fUD8jgkh\n", "2rPIgIQmhg0bhi1btkiH1fv7++Ovf/0rysvLpaUXgb7h06+99hrWrFmDiRMnAujrZDz//PP48MMP\n", "6SZpENMl54O2VqxYgSNHjvTreHI6Oztx48YNnStsmKL92jBU6U9NGCOxpaenJ+zs7ODt7Q0HBwfY\n", "29vju+++0/o4lZWV4PF4GDlypNJtHsy50dzcjLKyMrUBCT6fj/j4eFy4cAHV1dXIzMzUaboGx9/f\n", "H0uXLsXWrVtx9+5duhmEaT9XlvYZVoUbzXTnzh0wxlBVVaV2NFNtbS0OHDiAjo4OiMViq8iPYU6G\n", "TKw7UAy0a5Kamoq4uDi4uLio3C4pKQktLS24dOmSiVpmOKWlpZBIJFqPkADkq0gRQgYHqwxIeHt7\n", "486dO3LLuQ4AN+cX6Jvacf/+fblsxklJSejt7cWBAweM21hi0WRzPhijksZjjz0GxpjCjm1RUZFe\n", "FTYA47dfG4ryIqiiT2fM398fQ4cONVhA4uTJk9JKJQUFBTh27Bg6Ozt1GjJbWVkJHx8f2NraKt2G\n", "S47IjSgpKCgAoDqhJYcLSOzduxd8Ph8LFizQuo2yVq9ejRs3biAoKGhA3PAbAle5xNbW1uifK9nP\n", "sLOzM2xsbLBv3z6jnEtXuo5mSk5OlnaompqarCI/hjkZMrHuQDGQrklPTw9OnTqlcroGZ+LEiXBx\n", "cbHKPBJcyU9tAhIBAQHw8fGhaRuEDFIWGZCoqanBqlWrEBsbi3HjxmHRokXSMkkcRZl7i4qKAPQN\n", "deNcuXIFwG9J9zjcz1xmezI4yeZ80KSShi7Hnz17tsJpG/pW2OCOb8z2a0MkEqG2tlZuypQqKSkp\n", "0gzbLi4uGnf8eDweJkyYYJCARE9PDzZu3IgpU6Zg2bJlEAqFmDZtGubPn493331X6woB6ipsAICL\n", "iwu8vb2lAZzc3FzY2NggODhY5X61tbX46quv0NLSgldffRXOzs7o6enRqn0P+vvf/w4AaGhosPob\n", "fkPx8PCAQCDAM888Y/TPlexn+Mcff0RPT480QGXNrDE/hjnR9ZI3kK5JfX09Tp06haamJo1y/tja\n", "2mLKlClWG5BwdXWFl5eXxvvweDzKI0HIIGZxAQmBQACJRIL169cjMzMT+fn5mDBhAmbNmoWdO3cq\n", "3a+7uxufffYZVq5cKa3pDkCa5HLIkCH9tud+1iSjPxn4tKmkoa0VK1bgwoULuHnzZr/lV69ehY+P\n", "D4YOHar3OYzZfk3pUmnD09MTX3zxBRhj2L17t1Ydv6ioKIMEJHbs2IFr165h27Zt0ilgAPDqq6+i\n", "sLAQhw4d0up4mgQkgP4jSvLy8hAcHAx7e3uV+yQnJ+Pq1asAgN7eXjQ3N+sVPBhIN/yGVFBQgNra\n", "WixYsMBknyuhUIjExESIRCKLGyFhTVNLCLEkslNOli5dCj6fD39/f432TUpKws8//4zbt28buZWG\n", "VVxcjKCgoH5/TzWRkJCArKwsdHZ2GqllhBBLZXEBCT8/P1y/fl06n8ze3h5vvfUWHnroIbz00kvo\n", "6upSuN/rr78OJycn/Pvf/zZlcwlRa9GiRXBxccFXX33Vb/lASmgJ/JYXQdvSnxkZGQCg0TBWWWKx\n", "GGVlZUrPp0kStPr6erz55ptYu3YtoqKi+q1LSEjA1KlT8c4772hVzUPXgIS66RoUPDCdtLQ02Nvb\n", "S/8OmQqPx8Py5ctx8OBBpX/rzOXtt98G0FeiT5NpLBTE0I6y69Xd3a1z0lprNxDeQ7JTTu7fvw+J\n", "RIJly5ap3a+2thZ79uxBR0cHIiIirGoqXVFRkVbTNTgJCQno7OxETk6OEVpFCLFkFheQUCYmJgZN\n", "TU3Sp4OyPvjgA6SmpuLEiRNwdnbut2748OEA+pLGyeJ+9vDwUHnejRs3YuHChf3+ffPNN/q8FDLI\n", "ODk5YfHixdi7d2+/ju1AC0gIhUIMGTJE68SWmZmZCAkJgbu7u8b71NbW4oMPPgDQ990ge7OmTRK0\n", "zZs3o6enR9rZetBrr72GixcvapxLgjGmdUBCIpEgPz9fo/wRhjYQbviNITU1FQkJCXB0dDT5uR97\n", "7DE0NjYiNTXV5OdW5d///jfGjBmDa9euaTyNRTY/ho2NDby8vMyW48YacLlL+Hw+vL29ERQUhPv3\n", "7yMxMVGaN2ugVJvQFDetj+Pj42M17yF9gsjJycnSKcX19fVWNZVO25KfnAkTJsDJyYmmbRBiRt98\n", "841cv3fjxo3GPzGzME1NTay9vV1u+caNGxmPx2PZ2dn9lr/99tssNjaWNTY2Kjzevn37GI/HYwcP\n", "Huy3PCsri/F4PPbBBx8o3O/SpUsMALt06ZKOr4SQ35w4cYIBYBcvXmSMMdbe3s74fD779NNPzdwy\n", "w4qKimJPPPGEVvtMmDCBrV27Vqt94uLiGIB+/+Lj49Wu49TV1bHz588zgUDA/u///k/peSQSCROL\n", "xSwpKUmjdtXX1zMA7LvvvlO77X//+1/pdwwAduTIEbX7aPLatFVTU8Pi4+OZj48Ps7OzYw4ODuzW\n", "rVt6HdOadXV1MRcXF/b222+b5fwSiYQFBQWxP/7xj2Y5vyL5+fkMAPv888912r+uro498sgjGn+O\n", "BqvMzEwGgH300Uesrq6OMcbYxYsXmY+PDxsxYgSLiIhgPj4+zMfHh8XFxbGamhozt9g0cnNzGQAm\n", "EolYWFiYuZujsbq6Oubj4yP3ne3j4yP9/RpyP0vQ0NDAALCvv/5ap/2nT5/OkpOTDdwqQog+TNEn\n", "trgREhs2bMDWrVvllmdnZ8PZ2bnfE+XXX38dJ06cQGpqKtzc3AAAP/30E7Zs2SLdZu7cuXB1dZV7\n", "2pSWlgaBQIAlS5YY6ZUQ8pukpCR4e3tLk1sWFRVBIpHoXPLTUolEIq1qibe0tCAvLw+xsbEan0PZ\n", "U6fCwkK8//77uH79utw67omU7OiJGTNmwNbWFr/73e+UnovH4+G1117DqVOn8Msvv6ht261btwBA\n", "4xESAKRP+zQZIWGMqiqySRVPnz6N7u7uQT0KLCsrCy0tLVpPITIUHo+Hxx57DCkpKRYzl/rtt9+G\n", "v78/Vq5cqdP+QqEQ4eHhKCkpMXDLLIMhRi0wxvDiiy8iIiICzzzzjHSEUnR0NLKystDU1IS8vLwB\n", "UW1CW9nZ2eDxeHjppZdQUFBgNbm/BuMINO4zHhQUpNP+XGJLpsU0SULIAGC0UIeOVq9ezfz8/Fhx\n", "cbF02b///W/G4/H6Pcl87rnn2LBhw9inn37K9uzZI/23fv16tnr16n7H3L59O3NycpJGdm7evMm8\n", "vb3Zpk2blLaDRkgQQ3vhhReYh4cH6+rqYl9//TUDwBoaGszdLIOpqalhI0eOZHw+X+MneKdPn2YA\n", "WH5+vsbnUfb0SNU/gUDA5s2bx3x9fbUeYdDT08OCgoLYokWLWF1dnconVD/++CMDwH799Ve1r4N7\n", "khQSEsKEQiGTSCRaXQNjPSl77rnnmIuLC7t9+7ZRjm8shromW7ZsYW5ubqynp8cArdJNQUEBA8B+\n", "+OEHs7WBc+3aNcbj8diOHTv0Os7u3bsZANba2mqglplfTU0Ni4uLM8iohQMHDjAA7MSJE3Lr6urq\n", "mLe3t1U+MTeEp556ioWEhLCqqiqNR6BZCm4EmqurK+PxeCw+Pl6j94gxRsOZwp49exgA1tzcrNP+\n", "R44cYQD69QEIIeZlij6xxQUk8vPz2caNG1lERASLjIxk/v7+LC4urt/wr9zcXMbj8Rifz2c8Hq/f\n", "Pz6fz9asWSN33F27drHw8HAWERHBxo8fr3KYNmMUkCCGl5OTIx2a//rrr7MRI0aYu0kGpcsN1Lvv\n", "vstcXV217vwpOldcXBxra2tjkyZNUnjjPnXqVMbn83W6qd+2bRsDwDw8PFR2PLZv385sbGw0fj1D\n", "hw5lAFhiYqJWr9+YGhoa2PDhwy1qyoAqhuwUMsbY1KlT2aJFiwzYQt2EhoayP/zhD+ZuBlu5ciXz\n", "9fVlHR0deh0nPT2dAWC5ubkGapn5GarT2NnZyUQiEZs7d67C9dY8hN8QHnroIen30dixY9kzzzxj\n", "5hZpb8WKFSwyMlLj7blAhoeHBwPAIiIirGKKzhtvvMF8fHx03r+hoYHxeDy2e/duwzWKWDxjPmQh\n", "+huUAQlLQQEJYmgSiYSFhISwxx9/nCUnJ7OZM2eau0kGo+sN88KFC9mMGTO0Pp9s3gMfH59+T52U\n", "rdPnpj42Nlajjscrr7zCAgICNGp/XFwcs7W1lbbBkm42P/30UwaAZWZm6nwMU91gaJozRJO2tLS0\n", "MFtbW/bRRx8Zq7kae+utt5iLiwtra2szWxtKSkoYn89nH3/8sd7Hunv3rkGfbpv7BtaQQYJt27Yx\n", "Pp+vcqSYtT4x11dHRweztbWVvgfXr1/Pxo8fb+ZWae/hhx9mixcv1nq/4uJiqxoV8thjj7Fp06bp\n", "dYywsDCtc1ER62ToBwrEOAZlDglCBioej4cVK1bg4MGDuHjx4oCqsKELxhgyMzP7ZVDXlGzegwcz\n", "/itbp+t83vr6elRUVMgtV5QpXdMKG1wpuO7ubgBAdXW1Rc0HX7t2LcRiMZ599llIJBKt9tWmyom+\n", "lOUTuXnzplzOEE3acv78eXR3d5stf4Ss5cuXo6WlBceOHTNbG9555x14eXnhiSee0PtYQqEQQ4cO\n", "1TuPhCnfX6bQ0NCALVu2YN26dQgLC1O6nWz+GFdXV/B4PGzfvt2ELTWPgoICdHd346GHHgIAJCYm\n", "4tq1a9KqI9aioqJC4d8fdUQiEZycnFBZWWn4RhlBcXGxzvkjOFweCTLwyZbFHWy5cUh/FJAgxERq\n", "a2uxf/9+dHR04Pbt2zh06JBV30jL0qWzX1ZWhtraWq0SWio6r7LjK1pnjKSQsjQJSOhTCs5UBAIB\n", "PvroI2RlZeHLL79UmbTvwXWWcINx584dTJ48GREREVq1JTU1FT4+PggODjZhaxULDg5GREQEvv32\n", "W5Ofu76+Hjk5OfjPf/6DTZs2wcHBQe9j8ng8jBs3DsXFxXodxxLeX0Df94ui66JpwkLuc/POO++g\n", "s7MTb731lsrtZQOteXl5cHNzwxdffKFr861GdnY2BAIBIiMjAQDTp08HAJw5c8Z8jdKSRCJBRUUF\n", "/P39td6Xx+PBz89PmjDZnNQlb2WM6VzyU1ZCQgKuXbuGe/fu6XUc0sdSSwVbw70QMR0KSBBiIsnJ\n", "ycjJyZH+XFpaOqAiwVxnf+jQoQCAqKgolZ39zMxMAEBMTIxJ2geoHlmhjDbBFk1HSFiDyZMnY/Hi\n", "xVi/fj3CwsLknkYrelJ9/fp1lJaWyh3LWDcYQqEQI0eOlFsuEonw0EMPoa6uTqu2pKWlYcaMGeDx\n", "eAZvqy4ee+wxHDp0CG1tbQY/tqKbVNnf6ZQpU8Dj8ZCcnGywc44dO1avgIQl3cCWl5ejpqYGXl5e\n", "0hELmgQ4Za9xSEgI/vGPf+CZZ56Bj4+PRuflvo82bNiATz/9dMAEtZXJzs5GWFgYHB0dAQDe3t4I\n", "Dg7G6dOnzdwyzdXU1KCrq0unERIAMGrUKLOOkNB0VNLt27fR2tpqkIAEALOODhsIBtpoMjKwUUCC\n", "EBOwpBtpY+E6+1euXIGDgwOWL1+usrOfmZmJsWPHYvjw4SZsZR9VIysUkR1ZIRAI4ObmJtfxkEgk\n", "qKqqUhuQsKZScBUVFejp6cGdO3fknkYrelItFosV3vDcu3fPKDdC3d3dsLW1ha2tLby8vKSjXtLT\n", "07Ft2za1wSZZ9fX1uHLlikVM1+AsX74cbW1tOHz4sMGOqeomVfZ32tbWhp6eHvzhD38w2LkNMULC\n", "EjDG8MQTT2D48OEoKSnBF198AcYYPvvsM7XvOdlrXFtbC8YYzp07p3UbNmzYAD6fj23btun6MqxC\n", "VlaWdLoGJzEx0apGSHB/+3UZIQHA7CMkNB2VxH229QlI1NbWYsWKFeDz+XjyySepE60HSxlNpow1\n", "3QsR46OABCHEoEaNGoUFCxbgu+++U7ldRkaGXtM1TEl2ZMXOnTvR1NSE3NzcftvU1taiu7tboxES\n", "xp46Ygj19fW4ffu23PJLly4hLi4O2dnZcut4PB5EIpHc8t7eXiQmJiI1NVV6bEME4l5++WVkZWXh\n", "1KlTuHr1qkY5QwICAhTe7Jw+fRqMMcyYMUPvdhmKSCRCVFQU9uzZo9P1UnSdld2kmiJoOm7cONTV\n", "1aGhoUGn/YVCIYYNGya33Nvb26Q3sJ999hnS0tLw2WefwdXVFTNnzgSPx5OO+lJG2TW+deuW1tdY\n", "KBTi6aefxvbt29HY2KjVvtaivb0dBQUFiI6O7rc8MTERxcXFCr+fLBGXg0jXgMSoUaPMFpDQ5nuh\n", "uLgYAoEAY8aM0fl83PeTRCJBS0uLxXWiH0TTIfSze/du2NjYwNHREQKBAN7e3hZ3L0RMgwIShJjA\n", "YIsEL1u2DJcuXcLNmzcVrm9vb8eVK1d0SmhpTkKhEH/84x8RFxeHv/71r/0SPnI3jJoEJHSZOmJJ\n", "hg0bBhsbG7nl7u7uOHTokFyw5fLly4iIiMDMmTPh6+trkCGke/fuxT//+U9s27YNkydPVpszhBuJ\n", "M2/ePIXHS01Nxbhx4+Dr66tTe4yhtrYWdXV1OHToEMLCwjS+XspGQSi7Sc3JyUFMTAyqq6uN8Cp+\n", "wz051TWxZUZGBsrKyjBkyBB4e3vD29sbDg4O6OzsRHt7uyGbqtStW7fw0ksv4YknnsCsWbMAAK6u\n", "rggLC0NGRoZJ2sB58cUX0dnZiX/9618mPa+p5Obmore3V26EBJdHwlqmbZSXl8PNzQ3u7u467T9q\n", "1CjU1NSgs7PTwC0zrOLiYowZMwa2trY67a8uSbHsdubuVA+G6RCmuM7btm2Dk5MTsrOzMX/+fAQH\n", "B2s9stHc7wViIEar32HlqOwnMTRVpSoHmpaWFubo6Mjee+89hevPnz/PALCcnBwTt8wwuPbv3btX\n", "umz//v0MALt7964ZW2ZYqkoNqitD+GBZxt7eXjZq1Ci9Shdyx8zJyWEODg5s1apVTCKRaLzf008/\n", "zYYMGcJu374tt41IJGLPPPOMxm0xBV1LPSraz9fXly1YsIAJBAK5dXZ2dmzdunVs9OjRRi0tef/+\n", "fQaA7dmzR6PtZd9DWVlZbMiQIWzy5Mns/v370nV5eXnM0dGRrV271mDtVNaWu3fvslmzZjFfX1/W\n", "2NjYb/2f/vQnFhYWpvY4hi7f+ec//5kNGzaM3b9/X+djWKqPP/6Y2dnZsY6ODrl1YWFhbN26dWZo\n", "lfaeeuopFhkZqfP+J0+eZADYjRs3DNgqzSl6z8bFxcltN3/+fDZ//nydz6OslC6Px2Mvvvgiu379\n", "usWUiLSGMrz+/v46tdFUpTizs7MZj8dj27ZtY4wxtmXLFiYUCjX6m07lQk3LFH1iCkgoQQEJYiwP\n", "dtQGqiVLlrCJEycqXPf+++8zJycn1t3dbeJWGc6iRYtYQECA9GZ569atzNHRUaM/ptZCVRBN2wCb\n", "sptNT0/Pfp8HRZ8P2ZsPLy8vZmdnxyIiIlhbW5tWr6e+vp4NHz6crVixot/y8vJyBoAdOHBAq+MZ\n", "k7Lr5ePjo/L7Q9l+fD6fTZkyhXl7eyu9STVF0NTHx4e98cYbKrd58GYzIiKCubm5sZiYGNbU1CS3\n", "/e7duxkAtmvXLoO29cG2uLm5MQDs66+/lttu165djMfjyQUqFB0vJiaGAWBubm56X+OKigpmY2PD\n", "PvjgA52PoYo5/16tWrWKPfTQQwrXPfvss2zMmDEmbpFu5s6dyxYuXKjz/kVFRQwAO336tOEapYWa\n", "mho2ZswYBoAJhUIGgL399tty240dO5Y9//zzep1LUUffx8eHOTo6Mj6fbxFBAF2/m03p2LFjjMfj\n", "sZEjRzIfHx/G4/GYn5+fRt81pgi29Pb2spiYGBYeHi69Dzx48CADwKqrqy2ijeQ3FJAwIwpIEKKf\n", "b7/9lgFgpaWlcuuWLFnCpk2bZvpGGVBhYSHj8/nsww8/ZIwx9sILL7Bx48aZuVXGoapTommHRdlN\n", "HAA2bdo09sUXXyh94qHo5kNZsEudnTt3MgDs7Nmz/ZbxeDxWX1+v0zGNwdABCW4/TYIOxuyETps2\n", "jT322GMqt1H0+3Z2dmYNDQ1K91m3bh1zcHBgubm5Bm2/pje+hYWFDAA7efKk2mMeOXKEAWAZGRkG\n", "aeOaNWuYt7c3q6qqMtjrtoQnkCEhIeypp55SuO7AgQMMAKuoqDBpm3Qxfvx4tmHDBp33b21tZQDY\n", "l19+acBWaWfjxo0sMDCQ1dXVsSeffJK5urqyqqoq6fquri4mEAjYjh079DqPsu+nwsJC5uzsbBFB\n", "AGMGJAzx3VVcXMzc3d3ZvHnzWE9PD6urq2OzZ89mM2bM0Oj8pgi2fP755wwAO3funHRZSUkJA8BO\n", "nDhhEW0kvzFFn5hySBBCjGL+/PlwdHTE/v37+y1njFlVQktlxo8fj3Xr1uF//ud/0NjYOKBKfj5I\n", "VVUSTSuWKMujIhKJ0NnZidWrV8slW4yPj8fLL7+MK1euyO13+/ZtneaOrl69GrGxsfjzn/+M7u5u\n", "AH3lPqOiohQmTDQXXfPOqNtPk/wl2lah0ca4ceNU5pBQNo/c1dUVvb29Svf7+OOPMWbMGMTExCgs\n", "U6sLbRLDBQUFwd3dXW1iS6AvX4mvr6/BSh7/6U9/wp07dxAaGmqw+ezmztDf0tKCa9euySW05Eyb\n", "Ng08Hk+vahummH/OGENFRYXOCS0BwMnJCcOHDzdr6c+ioiKEhIRAKBTi3XffhaOjIzZu3ChdX1ZW\n", "ht7eXr1Lfir7fvL09MSQIUP0fRkGYYycYPrmpODey83NzVi0aBE8PT3x9ddfQyAQQCgU4uGHH8aF\n", "CxfQ1dWlU/sMpb6+Hjdu3MBf//pXrFy5ElOmTJGuGz16NBwdHVFQUGDGFhJzoYAEIcQonJ2dMW/e\n", "PLlqG1VVVbh9+7bVByQAYPPmzWhvb8d7772HmzdvwsPDw9xNsmiKqoukp6fjp59+Ulj+tbS0FF9+\n", "+SV6enoM1gY+n4/t27ejsLAQ//rXv1BXV4fU1FSLKvfJkb1efD4fI0aM0CgDeUpKCvz8/MDj8ZRW\n", "cTFm0EEVrvQnY0yr/Xg8nsr1jo6OsLe3R0dHh8IytcbG5/MRExOjUWLLtLQ0zJgxQ+1r0tSLL74I\n", "AGhqajLI67aEDP2XL18GY0wuoSVHKBQiIiJCp8SWpkxIWFdXh7a2NoUdWG2Yu/RncXExgoKCAABD\n", "hw7F1q1bsX//fhw5cgRAX8AC0K/kp6wHv58sLTF4SkoK3NzcpJ/hiRMn6lUdQtcA4IPv5YCAAFRW\n", "VuKHH36Am5ubdLupU6eivb0dOTk5Ko9nrOss287IyEg0NDRg06ZN/bYRCAQIDQ1Ffn6+WdpIzMxo\n", "Yy+sHE3ZIER///3vfxkAdvPmTemyffv2aTxP0Bps3LiR8Xg8xuPxmIuLCyVX0sCDw1LVDcE0xnzR\n", "NWvWMD6fz4YNG8YAsJCQEIv9vdXV1bHly5eziIgIjfdJSEhg8+fPt7ghrCkpKQyAwsSiHF1+38Ya\n", "xqtNWzZv3syGDRumMo9MTU0NAzRP7KmOMV63JQyJ/vDDD5mDg4PKPEMbN25k/v7+Wh9bk9+poab9\n", "ZGVlMQAsOztbr+MsWrSIzZ07V+/26KKjo4Px+Xz26aefSpdJJBL28MMPs4CAANba2so++OAD5uzs\n", "bNQcSrLTOezs7Ji7u7vZvrNbWlqYnZ0d27RpE+Pz+eyTTz7R+Vj6fN4UvZeDg4Pltuvu7mbOzs5K\n", "E43LqqmpYT4+PozP5zN7e3tmZ2fHysvLdX59ytqp6Ht09erVLDo6WqM2Tpw4UXqskSNHWuzf74GA\n", "pmwQQqza/Pnz4eDg0G/aRkZGBgICAuDt7W3GlhnOhQsXwPry8VhF3XRLoO3TL0UjK/StVV5QUACJ\n", "RIJ79+4BAAoLCy329yYUCrFw4ULk5eVpVJqzubkZmZmZWLBggcU9MeKeoBYXFyvdJiUlRTqdwc3N\n", "zSC/b12lpKTAw8MDNjY2at97sbGxuHfvnsopKdwT/aSkJKO0l/PgqCJtpico+zwOHz7cZO+n7Oxs\n", "iMViheWFOYmJiaioqEBZWZnGx1U2+qO0tBT19fUGHz3BnUvfERKjRo0y2wiJ0tJSSCQS6QgJoG/E\n", "0ieffILq6mr8/e9/R15eHsaMGWOwUT+KyE7n2LJlC1paWnQuMaqvs2fPoqurC6tXr0ZCQgKOHj1q\n", "8jYoey83NTXJfdZtbGyQkJCAc+fOqT0uNz3m97//Pc6dOwfGGPbu3WvwdioacRUeHo6rV6/2K6mu\n", "rI2vvvoqAGDSpEkIDAy0qtLpRB4FJAghRuPi4iI3bSMzM3NATNcA+v7QKprXa8qhzQOFqqCDJnkP\n", "tFFfX4+qqiq55Zb8e5s5cyaAvvwD6pw9exa9vb0WOQ1lzJgx4PP5KgMSnp6eeOuttwAAR48e1ej3\n", "baxhvB4eHnB0dMS6devUvvcmTZoEACrzSKSmpiIkJAQjRozQuU2ylL3uu3fvYu3atTh8+LBOHWzZ\n", "aT/e3t5wdXVFaWkp0tLSDNJudbKyspRO1+BMmTJF7zwSnJqaGixduhTx8fEGzZ1RUVEBZ2dnvfPT\n", "+Pn5mS2HBPdZfXA6hkgkwnPPPYf33nsPX331FUpKSow6/YUjFAqxYsUK9PT04NChQ0Y9lzLHjx+H\n", "nxDz+OAAACAASURBVJ8fgoODMXfuXKSlpaGzs1OnY5lqCsLUqVNx/vx5lbl4gL4AVFFREZYsWYJJ\n", "kybhL3/5C959912NguH6CgsLQ1tbm0ZBxqysLPj6+mL58uXIysqS5oQi1okCEoQQo1q2bBmysrJQ\n", "VlaGzs5O5OTkIC4uztzNIhbG3MkWLZ2npyfEYjFOnDihdtvU1FQEBAQgMDDQBC3Tjr29PQICAlSO\n", "IgD6gipeXl5aBS+5oJaXlxeAvg6UviMrbt68iVu3bmk02mTo0KEYP368yjwSXP4IQ3owmBcXF4dt\n", "27ahuLgYCxYs0KmD7enpidDQUCQlJaGgoAB37tzB1KlTMW/ePPzwww8AjJcUsrGxESUlJWoDEkOH\n", "DoVYLNYqj4Syzt+YMWPQ09OD0tJSuXX6BCrLy8sREBCg98iBUaNGobm5GU1NTXodRxdFRUUYMmSI\n", "9HMli3vi3tvbi46ODpONEBw5ciTi4uJw4MABo59LkePHj2P27Nng8XiYO3cuWltbcf78eZ2Pl5KS\n", "Ak9PT/D5fLi7uwMA3n//fZX7aBvImDZtGpqbm5Gbm6vyuIcPH4atra00oP3GG2/AwcEBf/vb3zR8\n", "Nbq3Mzw8HADU5pEAgIsXLyI6OhqxsbFob2/XaB9iuSggQQgxqgULFkinbVy5cgWdnZ0DZoQEJVcy\n", "PFMEHaz19zZr1iycOHFC7XBWLkmnMYdP64NLbKnK2bNnMXXqVK1eAxfUunr1KsaNG4epU6fqPYw3\n", "LS0NAoEAU6dO1Wj72NhYpSMkbt68ibKyMoMHJB4M5l24cAHPPfcczp07h6FDh8ptr0kHu7e3Fxcu\n", "XEBSUhKEQiGcnJzwww8/YOHChVi8eDHGjh1rtKSQXOI9ZRU2ZCUmJiI1NRV1dXUaH//777+Hg4MD\n", "HB0dpaOxMjIykJKSorDTrQ99K2xwuApO5pi2wSW0fPCzWF9fj4qKCrntTTXSbMmSJTh+/Dju379v\n", "9HPJqqioQFFREWbPng0AiIyMhI+Pj97TNpqamvDaa6+hoKAA7u7uGo3+kA1kqJtSFh0dDXt7e7XT\n", "No4cOYKpU6fC1dUVQF/gb/Pmzdi9ezcuX76s/QvDb1PfbG1tVbbT29sbw4YNU1tpQyKRIDs7G5Mm\n", "TUJUVBRsbW01qnBELBcFJAghRuXi4oK5c+fiu+++Q2ZmJuzt7TFhwgRzN8tgjJHfgBifNf7eZs2a\n", "hdraWuTl5Snd5tdff0VhYaFFTtfgjB07VmVAoq2tDVlZWRoHAR4kFAoxc+ZMgwzlT0tLQ3R0tMYl\n", "B+Pi4pCXl4fW1laFx+Lz+Zg+fbre7VLkwWAen8+Hg4ODTscqKChAc3MzJk+eLF1mZ2eHb775BkKh\n", "EDdu3DBaSdDs7Gy4uLiordhQW1uLw4cPo7q6GqGhoRoHRoqLi9HR0YGvv/6632gsoVCIMWPGyG2v\n", "T6CSGyGhr1GjRgGAWaZtFBUVGax6hiEtXrwYnZ2d0kofpnL8+HHw+XxpYJHH42HOnDl6BSR27NgB\n", "gUCA559/HiNHjsTjjz+uUYUpe3t7tLS0YNOmTWqnlNnb2yM2NlZlQKK1tRVnzpzB/Pnz+y1/8skn\n", "ERQUhBdeeEHrCklAX9DUw8MDf/jDH1S2k8fjITw8XG1AoqioCPfv38ekSZPg6OiICRMmUEDCylFA\n", "ghBidNy0jT179mDixImws7Mzd5MMxtD5DYhpWOPvLSEhAU5OTiqnbXBz/A39FN6Qxo0bh9LSUqVz\n", "mTMzM9Hd3Y1p06bpfI7p06fjxo0bCnOFaEoikeD06dNaXcvY2FhIJBJkZWXJrUtNTUV0dHS/cnzG\n", "pM9IoPT0dNja2sqNUmhqalKYaNKQT8Wzs7MRFRUFgUCgcrvk5GRcv34dQF9wQtPAyO7duzF69Ggs\n", "XLhQ7jpwgUruu0CfaT+MMYONkPDx8YFAIDDLCImioqJ+CS055h5pNnr0aERFReHgwYNGP5es48eP\n", "IyYmpt/oo7lz56KwsFCn309HRwe2b9+OVatWSXONrF27FtXV1Wqn6O3ZswednZ149tlnNbrm06ZN\n", "w7lz55SOsuNyYTwYkLC1tcWHH36IM2fO4IcfftB6ulZLSwuuXbuGyZMnq21nWFiY2ukXFy9eBNBX\n", "bhVQPTKNWAcKSBBCjKq2thbbtm0DAFy6dAllZWVGT3plDoM5v4E1s6bfm729PaZPn67yJvXkyZMQ\n", "i8UYPny4CVumnXHjxqGrq0vpzfvZs2cxbNgwhIaG6nwOLpihzyiJgoIC3L17V6uKGCEhIXB1dZW7\n", "OZZIJDh16pTJR67IjgTi8Xjw9/fXqIN9/vx5TJw4EY6OjhqdR5enpspoktBSm8z9slpaWrBv3z6s\n", "Xr0afL78LTAXqCwsLIRYLEZYWJjOgcrGxkY0NzcbZISEQCDAyJEjTT5C4t69e6irq1MYkADMP9Js\n", "8eLFOHz4MNrb201yvp6eHqSlpUmna3BmzpwJgUCg0yiJb775BrW1tXjuueeky6KiohAeHo7du3cr\n", "3Y8xhh07diA5OVnjJLlTp05FfX09rl27pnD94cOHIRKJFI6ImTt3LqZPn47f/e53Wk/Xunz5Mhhj\n", "aj/XQF8eieLiYpVJQi9evIjg4GBpcDc2NhYlJSUWm5SaqEcBCUKIUSUnJ0uj2QBQXV1tseUVCbF0\n", "s2bNws8//4y2tja5dYwxpKamSityWCp1pT/PnTuHKVOmKOwwasrDwwNhYWFaJTx8UFpaGhwcHBAf\n", "H6/xPgKBAJMmTZJLbJmfn4+6ujqTj1yRHQk0a9YsjB49WqMOdnp6OhISEuSWK3sq3tjY2C+Pg64J\n", "L+vq6lBeXq5Rx0UX3333Hdra2rBq1SqV2wmFQjz++OM4cuSIzjkKuPwKhhghAZin9KeyChscc480\n", "W7JkCVpbWzVK9msIv/zyC5qamuQCEu7u7oiLi9M6IMEYw9atWzF//ny5sqpr1qzBjz/+qPRzdP78\n", "eVy9ehVPPfWUxueLjY2FjY2NwmkbjDEcOXJEbnSErMbGRnR2dmo9XevSpUtwcHBASEiI2m3DwsLQ\n", "09ODoqIipdtkZWX1G73F5SX75Zdf1B6fWCYKSBBCjEbXp1iEEMVmz56Nrq4unD17Vm7d1atXcefO\n", "HYvOHwH0Jeizs7NTGJDo7OxEZmamXtM1OImJiXqNkDh16hQSEhK0zsPADR+WHTWQmpoKR0dHs1UY\n", "EgqFWLBgAdLT09HS0qJy21u3buHWrVv98kfIevCpeFRUFPz8/DBp0iTs3btXpzKjnEuXLgFQn9BS\n", "1+kCu3btwowZMzQKEixbtgwdHR06l5bk/vYZYoQEYJ7Sn9xndOzYsSq3M9dIs+DgYISEhJis2sbx\n", "48cxdOhQhe9PrvxnV1eXxsc7deoU8vPz8fzzz8utW7FiBSQSCb7++muF++7YsQNjx47VagSXs7Mz\n", "oqOjFf79yM/PR1VVldKARH19PWpqauSWa3I/l52djcjISNja2qptIzcyTlkeic7OTly5ckVaZhno\n", "+9x7eHjQtA0rRgEJQgghxEoEBQXBz89P4RPB1NRU2NvbK+1IWgqBQACRSKQwIHHx4kV0dHQYJCAx\n", "ffp0adlObfX09ODs2bNa3exz4uLiUFtb2y8Ym5aWhsmTJ+ucZNIQZs2ahe7uboWdEVnp6ekAoHCE\n", "BCD/VPzSpUvIzs7G9OnTsXLlSpVlRtWNnMjOzoabm5tGJWtlAyNcqcQXX3xR6fbFxcU4f/78/2Pv\n", "3uOiqvP/gb9mBoaL3C8iCIgSBIICXgLFNBVRW79JWWlrF61st+zbWtZWW1lu23Yv2/Jr2mZWW24X\n", "V8tMCclLoqCApKLihYuSyFUYQC7DzPn94e+cnWEGGOYG6Ov5eHweM5w5c85nbocz73l/3h/cf//9\n", "PW4buJLZkJiYiK+//tqk9TsrKyuDs7Oz1TIG+iJDoqioCMHBwRg0aJBd99sb8+bNw/fff9+rQIC5\n", "0tPTkZKSYrS+yezZs9HU1NSr6T/fffddjB492uhxxt/fH3PmzMH69esNbquursa3336LP/zhD73O\n", "JJs8eTL27t1rMMxq27ZtGDRokNnFhLuTm5trctaTl5cXQkJCuqwj8euvv0KtVusFJGQyGetIDHAM\n", "SBCRzfR10Suiq41MJpOm/+wsIyMDkyZNMnncf1/qaurPvXv3wsPDA3FxcRbvw5I6Erm5uWhsbDRr\n", "iEViYiIASMM2xIyWvs5ciYiIwLBhw3pMb8/KykJkZCT8/f27XU/3V3EPDw/885//hJubm8F6JSUl\n", "OHnyZI+ZE7W1tdi/fz/GjRtn0nSvuoGRU6dOYeLEiVixYgXUarXR9Tds2ABPT0+kpaX1uG3R/Pnz\n", "sX37dqhUKpPvIyotLcWwYcOsNv1uSEgIysvLe5z215q6KmjZn8ybNw8NDQ34+eefbbqf2tpaHDp0\n", "yGC4hig+Ph5DhgwxedhGUVERtm3bhscff7zL98jixYtRUFCAgoICveWffPIJZDIZFi1a1KvHAFwJ\n", "SFRUVODs2bN6y7dt24aUlBQ4OTkZvZ+553MqlQpFRUW9GoYVGxvbZYbEoUOH4OjoaPA/IikpCTk5\n", "OXb9fJD1MCBBRDbV10WviK42qampOH78uN4MEuKX3v5eP0IUGRmJ06dPGyzfs2cPJk2a1OMMC6bw\n", "9fXF6NGjzQpIZGZmwsPDQ6ri3ht+fn6IiIiQfq3LycnB5cuX+3zmE5lMhpkzZ/YYkNi3b59ZWTZy\n", "uRzu7u4Gy6uqqjBx4sQuMyfE20eNGoUdO3bgxIkTvRrm4evrC39/f3zwwQc4fvw4Vq9ebbCORqPB\n", "p59+it///ve9CtjdfvvtaG9vx/fff2/yfUTWmmFDFBoaCrVabTRt3lZOnTrV7wMSo0ePRnh4uM2H\n", "bezcuROCIHQZkDB1+k8xS+i9995DQEAA7rrrri7XnT17NgICAvSKW2q1WqxduxZ33nmnWT/sJCcn\n", "Qy6X62VK1dbW4sCBA93WjwD+ez4nToOclJTU4/nc4cOHAaBXAYlRo0Z1mSFx8OBBxMXFGQROkpKS\n", "oFKppJl3aGBhQIKIbKqvi14RXW1SUlIgk8n0vlhmZ2ejubm5z3+FN1VkZCRKS0v1Kqmr1Wrs37/f\n", "KsM1RFOnTjWrsGVmZiamTJlidIpLUyQlJUkZEjt37oSPjw/i4+PN2pY1paam4uTJk12m/jc0NODI\n", "kSNmBSS6+gXVz8/PaN2KvLw8PPbYY0hOTpaCFVqtFhcuXDCr8HFCQgL++Mc/4sUXXzT40v7TTz/h\n", "woULWLx4ca+2GRISgokTJ5o1bKO0tNRq9SPEvgCw27ANrVaL06dPd1nQsr+QyWSYN28etmzZgo6O\n", "DpvtJz09HSNHjkRwcHCX68yePRuFhYVGa33oBt5iY2Px4Ycf4t577+0yIwG4Mt3mPffcgy+++EIa\n", "kpKRkYHi4mI8/PDDZj0OT09PxMfH6xW2TE9Ph1arxc0339ztfcXzuW3btgEAXn755R7P53Jzc+Hq\n", "6oqoqCiT+xgbG4uysjKjmUkHDx7UG64hGj9+PGQyGYdtDFAMSBCRXQyk6RWJ+jMfHx+MHz9eLyAh\n", "fulNSEjow56ZLiIiAoIg6KUN5+fno7m52apjmG+66SaUlpYaLa7blZaWFuzfv9+ijIakpCQUFBSg\n", "paUFmZmZmDp1qlWyPiw1bdo0yOXyLrMkxGKcXdWP6ImxjLjdu3d3OQ3tN998gzNnzhgsN7fw8d/+\n", "9jc4OjrimWee0Vv+ySefIDY21qzZO+68806kp6ejvr6+V/ezRYYEALsVtjx37hxaW1v7fYYEcGXY\n", "Rk1NTa/qN/SGIAhIT0/vMjtCNGPGDMjlcqNZEmlpaVLg7eLFixAEwaTsrcWLF6O2tlYqrrpmzRqM\n", "Hj1amlnCHGIdCdGPP/6I+Ph4DB061KT7JycnIyAgADt37uxx3dzcXMTHx/cquDtq1CgAVwo162po\n", "aEBRUZHRoqLu7u6IjY1lQGKAYkCCiIhogElNTUVGRgY0Gg2AK7+aTZ8+3aKpMu3J2NSfe/bswaBB\n", "g8waJtGVyZMnQyaT9WrYxv79+9HW1mZWQUvRhAkT0NHRgd27dyMnJ6ffZK54e3vjhhtu6DIgsW/f\n", "Pvj7+/c4q0JXjGXERUVFGc0UGDt2LI4dO4YhQ4aYtS9jfHx88Morr2DDhg1ShkptbS2+++473H//\n", "/WbVczBn2EZjYyPq6uqsmiHh7e0NV1dXu2VIiJ/NgRCQGD9+PEJCQvCvf/3LJjN4FRYW4sKFCz0G\n", "JLy9vY1O/9nVjGPl5eU99nfkyJG44YYbsHbtWhw9ehRbt27Fww8/bFFtkilTpqC0tBTnzp2DRqPB\n", "jh07ehyuoUsmkyElJcXkgERvA4FRUVFQKBQGdSTy8vIgCILRDAkALGw5gA2MMxciIiKSzJw5E3V1\n", "dTh8+DAaGhpw8ODBAVM/AgACAgLg7u6uV0diz549mDhxoklTw5nKx8cHcXFxvQpIZGZmwt/fH7Gx\n", "sWbvd9SoUXB1dcUrr7yCjo6OPq8foWvmzJnYuXOnFMzStW/fPiQnJ1tciLFzRlxXtYR8fX0xfPhw\n", "g/tbUvj4wQcfxJgxY/Doo4+iqqoKH330EbRaLe6++26ztjd06FBMmjQJX331lcn3KSsrAwCrZkjI\n", "ZDKEhobaLUOiqKgITk5OUmZGf1ZdXY2Ojg588sknZk0325P09HQ4OzublL01e/Zs7Ny502qzflRV\n", "VaGmpgYZGRlSVkRqaqpF2xSHZO3duxc5OTmora3tVUACAKZPn478/HzU1dV1uU59fT3OnDnT64CE\n", "s7MzIiIiDOpIHDx4EO7u7l0GyZKSknDs2DE0Njb2an/U9xiQICIiGmASExPh7u6On376Cbt374ZW\n", "q+03v8KbQiaT6c20odFosG/fPptMOSfWkeg8zV1Xfv75Z0ybNs2iL+V1dXVwcHBAVlYW5HI57rvv\n", "Pqt+QbJEamoqLl26hNzcXL3larUaOTk5Npk2trtaQtYufKxQKPDXv/4V+fn5iIyMxAsvvAAPDw+T\n", "X39j7rzzTvz000+4dOmSSeuLAQlrZkgA9p3689SpU7juuuv6xVCjnqSlpUk1SIxNN2up9PR0TJ48\n", "2aSCqOL0nz/++KOU/eDj42N0yl9TAm9paWkoLi4GAFy+fBlarRb33HOPGY/iv/z8/BATE4O9e/di\n", "27Zt8PX17TLroCvTp0+HIAjd1ujJz88H0LuCliJjM20cOnQIY8eO7fI9mZSUBEEQcPDgwV7vj/oW\n", "AxJEREQDjKOjI6ZNm4YffvgBW7duRXh4uNFfmvsz3YDEr7/+CpVKZdWClqKbbroJ586dM6mOREND\n", "Aw4dOmRxRkNaWppUkE2r1Vr9C5IlbrjhBnh4eBgM2zh8+DBaWlpsEpAQGaslZIvCx6+88gqAK69n\n", "R0cH6urqLHr+b7/9dmg0GmzZssWk9UtLS+Ho6IjAwECz92lMSEiIXTMk+ntBS6Dr4RDm1iHp7Pz5\n", "89izZ0+PwzVEQUFBcHBwwN13341Ro0Zh/PjxmDZtGkpKSjBkyBAMGTLE5MCbLR/blClTsGvXLnz3\n", "3XeYNWtWrwNPoaGhiIyM7HbYRm5uLgYNGmTW+0icaUM3kNhVQUtRVFQUPDw8OGxjAGJAgoiIaICp\n", "qqrCkSNHcODAAWzYsAFNTU395hd4U0VEREgBiT179sDJyclosTJLiXUkTJltY8+ePdBqtRYFJGz9\n", "BclSDg4OmD59ukFAIisrC87Ozn1WGNVahY9t8fwHBgZi8uTJJs+2UVZWhtDQUKvXdLFnhkRRUdGA\n", "qB9hK+KsGPHx8Whvb8fnn39u0jH2tttuQ0dHB5qbm1FRUYHc3FxkZWVh+/btqKiowLFjx/p8xrGq\n", "qipkZGTgzJkzKCwsxMGDB836/9FTHYnc3FyMGTPGrCyb2NhY1NTUSP2qqKhAeXl5twEJuVyOxMRE\n", "BiQGIAYkiIiIBpi0tDSUlJQAuDLcobKyst/8Am+qyMhIXLx4ESqVCnv37kVSUpLRtGZLeXl5ISEh\n", "waQ6Ej///DOGDRs24LJNemvmzJk4cOCA3rR6+/btQ2JiIpRKZR/2rP+68847sXPnTpOCGqWlpVat\n", "HyEKCQlBZWWl3nS5ttDS0oJz584NiIBEV9PNKpVK+Pj4mL1dcVYMsUZCQUFBj8fYroJh4sxIYn9N\n", "Dbx19dgsqbECXHlsuvV7Tp8+bdb/j5SUFJw5c0YaotSZOQUtReJMG2IdiUOHDgFAj0HrCRMmSLMF\n", "0cDBgAQREdEA0t9/gTeV7kwbe/futclwDZGpdSQyMzMxffp0i+pH2OpLhDWlpqZCo9FIWSOCIGDf\n", "vn02Ha5hL7Z6/m+77TZotVqTZnIoKyuzev0I4L9Tf5aXl1t927rEL6sDYcgGYFiHZOjQoSgrK8PS\n", "pUvR0dEB4Mpx09Tjo7WPsZZkyli7xoo1H9tNN90EuVyOzMxMg9vq6upQUlJidkBixIgRcHFxkepI\n", "HDx4EAEBAQgJCen2fklJSaipqZHqbtDAwIAEERER2Z04teTmzZtRV1dnk4KWoptuugnl5eXdnqSe\n", "OHECx44ds2i6T5G1v0RY2/Dhw3HdddchPT0dAHD27FlUVVUhOTm5j3tmHbZ4/uVyOdzc3PD000/3\n", "OJODLTMkANh82MZAmvITMKxDUl5ejo8++gjr1q3DrFmzkJiYiFGjRvVqBg5zZsmwRTDMFjVWrMXb\n", "2xtjx441OmwjLy8PAMyexlmhUGDkyJFShoRYP6KnYLE4pIPDNgYWh77uABEREZlOPOmtqKjQW96f\n", "foE3hZeXF3x9ffHxxx/D0dEREyZMsNm+brzxRsjlcuzatQvh4eF6t1VVVSEtLQ0nTpwAAKxatQoz\n", "Zsyw6KRf/BIh/uLYH1+X1NRUKSCxb98+yGQym74G9mSL51+3UGlFRQUqKipw6623IisrS2+9lpYW\n", "VFVV2SRDQgxI2LqwZVFREXx8fPrl+7Y7uv198MEHERoaitmzZ0Or1UrLjb1uuu8TQRDw8ccfG80W\n", "MOUYu2XLFtx6663SkLrhw4dbJRhprdfC2v8/UlJS8PHHH0MQBL1gQW5uLtzd3aXAsznEmTYEQcCh\n", "Q4fwxBNP9HgfX19fREZGIjs7GwsXLjR732RfzJAgIiIaYPr7L/A9EQvGqVQqVFZWwtnZGU1NTTbb\n", "n6enJ8aMGWO0joQ4Vry+vh7AlRNpa9XjsFahRluYOXMmzp49i7Nnz2Lfvn2IjY2Fl5dXX3fLqvqi\n", "UKY4nt4WGRIuLi7w9/e3eYbE1VLQcuzYsUZff/F1E49DYvZEYmIi5syZg6effhqPPfYYJkyY0Otj\n", "bH/OaBBZ8/9HSkoKqqqqDKbozM3NxdixYy0arjJq1CgUFhbi1KlTqK+vN3lq0qSkJGZIDDDMkCAi\n", "IhpgBsIv8N0RgwCixsZGo782W9PUqVPx+eefo6amBn5+fgCufNE8c+aMwbriF5aB9rz2xk033QQH\n", "BwdkZGQgKysLU6dO7esuXRXEgIQtMiQA06b+tPS4cOrUKURHR5t13/7GwcHwq86lS5ewfv16bNy4\n", "EYcPH5aWV1RUQC6XY8uWLZg7dy4A85/L/nzssOb/j4kTJ8LZ2Rk7d+6UClECV4Zs3HHHHRb1MzY2\n", "Fs3Nzfjmm28A9FzQUpSUlIQvvvgC5eXlCA4OtqgPZB/MkCAiIhqg+vMv8F3pi6KcVVVV2Lp1Ky5e\n", "vIiYmBhMmDAB//znP3HLLbegurraJvvs7zw8PDBhwgRs2LABJ0+evCoKWtpKb2oDlJaWQqFQYOjQ\n", "oTbpS3dTf3b+xd/Uegm6BEFAUVHRgClo2Z2uXjdHR0c8++yzesEIkZ+fn95nYSAeY01ljcfm7OyM\n", "SZMm6dWRqK6uRllZmdn1I0RigOOTTz5BeHi4SbOmVFVV4cMPP4RGo0F8fLxZnwGyPwYkiIiI6KqW\n", "lpaGkydPArhywpqdnY0lS5ZAoVAYHeM80OpxmKOqqgqlpaXIyckBALz99ts8ce+Gbpq7o6MjPD09\n", "jaa5l5WVITg42Ogv89bQXYaEmHkk1rg4cOBAr4cfVVdXo76+/qoYsgEYH55w5swZnDlzBt7e3gbr\n", "KxSKPujlwJaSkoI9e/ZIhUDFgpbmzrAhCgwMhKenJ4qLi00erpGWloYjR44AuBL8NuczQPbHgAQR\n", "ERHZjb2nxewqI8Pf3x+bN2/Gvn37BnQ9DnOlpaXpfbHNz8/niXs3dGsDvP/++2hoaDCaXWOrGTZE\n", "XWVIWCvzaKDNsNGTrmo6hIWFISoqymD9ayEYaW0pKSlobm6Wgpu5ubnw9PQ0KCDcG+KsPy0tLQCA\n", "AwcO9BgwvVqmxL4WMSBBREREdtUfinKKv2APhCJ01sYTd/P5+vpi8eLFCAoKwnvvvWdwe1lZmc3q\n", "RwBXMiQaGxvR0NBgk+0XFRVBJpNZ9GWyPzI2PKE/HIeuBvHx8fDx8UFmZiaAKxkS48aN63GKzu6I\n", "2T5i1kVpaanZAdOOjg6z+0H2wYAEERER2ZU9gwCmZmRczWPFybqUSiWWLl0qFUnVZY8MCQAGWRJd\n", "vc87OjqMDk3oyqlTpxAWFgZnZ2eL+jkQXIvBSFtQKBSYOnWqVEciNzfXouEa5gZMu/oMVFdX4/33\n", "35eCG7W1tQy89jMMSBAREVGfsFcQgL+E6rP3sJmr0UMPPQQAWLt2rbSsra0NFRUVNs2Q6CogAQCb\n", "N2+Gi4sLnJ2dERgYiIiICFRXV2P58uUQBMGk7V8tBS17g8FIy6WkpCA7OxunT59GeXm5xQUtzdX5\n", "WD9hwgQ8/vjjeOWVVxAfH4/Ro0dbVPSVbIPTfhIREdFVbaBPk2oLW7Zswa233oqSkhIAV4IR13KQ\n", "prf8/Pxwzz33YPXq1XjqqaegVCpx/vx5CIJg0wyJIUOGwMHBwWhhyxMnTqClpQWbNm3ClClT4Ovr\n", "i9WrV+PRRx+Ft7c3VqxY0eNnoKioCKmpqTbrP12dUlJSoNFo8OqrrwKwrKClGDCtqKjQW25Ke2z1\n", "sQAAIABJREFUwLSrY/19992H5ORkNDc3S+tWVFTYfLppMg0DEkRERHRNYCDivxiksdyyZcvw0Ucf\n", "4ZtvvsHChQtRVlYGADbNkBCnFDWWIbF69WpERUXh1ltvlcbvL126FA0NDXjuuefwySefoK2tTerj\n", "li1b9IYodHR04OzZs1dNQUuyH3d3dyiVSnzyySeQyWRYuHChwfurNywNmHY+ngUHB8PDw0MvIAH8\n", "dxgIj399i0M2iIiIiK5RTFc338iRI5GamopVq1ZBEASUlpZCJpMhJCTEpvs1NvVneXk5Nm/ejEcf\n", "fdSgmOCzzz6LoKAglJaWdjslaGlpKdRq9TU3ZIMsd+utt0o1GgRBsHi6Tdb3uLYwIEFEREREZIZl\n", "y5YhNzcXWVlZKCsrQ1BQEJRKpU33aWzqz7Vr18LFxQX33HOPwfp1dXVGa0h0LhKYm5sL4OqZ8pPs\n", "w5az9lgrYMq6Of0bh2wQEREREZlh5syZuP7667Fq1SooFAoEBQXZfJ8hISE4cOCA9HdbWxvWrVuH\n", "++67Dx4eHiZvp6mpCbW1tdBoNEhLS0NhYSEAYP78+Ral2xP1R6yb038xIEFEREREZAa5XI77778f\n", "Tz/9NBQKBZRKJSZOnGjTL/ShoaEoLy+HVquFXC7Hpk2bUFVVhaVLlxpdv6sigU1NTYiLi4OHh4fe\n", "bANiuj2L/ZEpLClCaU+sm9N/ccgGEREREZGZ/vOf/wAANBoNWlpaLB4/35OQkBCo1WpUVlYCAD74\n", "4ANMnz4d0dHRXd7H2NS3x48fx/Lly1FTU2OwvjXS7enaMZCmVmbdnP6HGRJERERERGaora01OuOF\n", "Lav3h4aGAgDOnTuHCxcu4MCBA1JQpCtd/Tr8+OOPY/369Qa/bhP1BrMPyBIMSBARERERDRC6AYnt\n", "27cjJCQE//M//2PSfTt/URwo6fY0MPA9Q+bgkA0iIiIiIjP0RfV+Ly8vuLq6Yv/+/di4cSMefvhh\n", "ODiY/xvjQEq3J6KrDzMkiIiIiIjMZM/q/VVVVUhLS0NbWxvee+89AMDcuXMt2ibT7YmoLzEgQURE\n", "RERkJnt+oU9LS9Ob8hMAlixZYpUZMRiIIKK+MOCHbOzfvx8RERGYOnVqX3eFiIiIiK5Rtq7eX1tb\n", "i9LSUoPlnBGDiAayfheQKC0thZubGxISEgyabvS3vb0dzz77LB588EHU1NRAJpN1u93169cjLi4O\n", "cXFxiImJwZtvvglBEGz9cIiIiIiIiIjIiH45ZGP8+PHYtWtXt+ukp6ejqakJeXl53c67DACrV6/G\n", "U089hV9++QVjx45FSUkJJkyYgJqaGrz++uvW7DoRERERkdVxRgwiuhr1uwwJU/3ud7/D+++/DxcX\n", "l27Xa2xsxF/+8hcsXrwYY8eOBXDlwP3444/jnXfekQoQERERERH1Z5wRg4iuNv0yQ8IUcrlpsZQd\n", "O3agsbER06dP11s+bdo0aDQabNq0CU8++aQtukhEREREZDWcEYOIrjb9MkOisrIS9913H5KSkhAZ\n", "GYm5c+ciMzPTrG0VFBQAAMLDw/WWi38fOXLEss4SEREREdmRrQtoEhHZS78LSCgUCmi1Wjz00EPI\n", "zs7G0aNHER8fj9TUVHz88ce93l51dTUAwMPDQ2+5+Ld4OxERERERERHZT78LSISEhODkyZNITk4G\n", "ADg5OWHlypUYN24cnnzySbS3t/dxD4mIiIiIiIjIUgOmhkRiYiIOHTqEwsJCJCQkmHw/Pz8/AIBK\n", "pdJbLv7t7+/f7f2XLVsGLy8vvWV33XUX7rrrLpP7QERERERERNRfbdy4ERs3btRbVl9fb/P99ruA\n", "hEqlglKphLOzs95yhUIBANBqtb3anhi8KC4uRlxcnLS8uLgYAPSWGbNq1SqMGTOmV/skIiIiIiIi\n", "GiiM/eien58vzVRpK/1uyMZjjz2Gd99912B5bm4uBg0ahJiYmF5tb/bs2XB3d8fOnTv1lmdmZkKh\n", "UGDevHkW9ZeIiIiIiIiIeq/fBSRkMhnWrFmD06dPS8vWrFmDrKwsrFixwiBzQiQIgtHlbm5uePXV\n", "V7Fhwwbk5+cDAEpKSrBq1So88cQTCAsLs/pjICIiIiIiIqLu9bshG8uXL4eXlxduv/12yGQy1NfX\n", "IygoCF988YVBCklERAQ6Ojrw22+/oaqqCsOHD8fw4cPx888/6633yCOPwMXFBYsWLYJMJoNarcYT\n", "TzyBp556yp4PjYiIiIiIiIj+v34XkIiNjTU6ZMMY3SyKnixevBiLFy82t1tEREREREREZEX9bsgG\n", "EREREREREV39GJAgIiIiIiIiIrtjQIKIiIiIiIiI7I4BCSIiIiIiIiKyOwYkiIiIiIiIiMjuGJAg\n", "IiIiIiIiIrtjQIKIiIiIiIiI7I4BCSIiIiIiIiKyOwYkiIiIiIiIiMjuGJAgIiIiIiIiIrtjQIKI\n", "iIiIiIiI7I4BCSIiIiIiIiKyOwYkiIiIiIiIiMjuGJAgIiIiIiIiIrtjQIKIiIiIiIiI7I4BCSIi\n", "IiIiIiKyOwYkiIiIiIiIiMjuGJAgIiIiIiIiIrtjQIKIiIiIiIiI7I4BCSIiIiIiIiKyOwYkiIiI\n", "iIiIiMjuGJAgIiIiIiIiIrtjQIKIiIiIiIiI7I4BCSIiIiIiIiKyOwYkiIiIiIiIiMjuGJAgIiIi\n", "IiIiIrtjQIKIiIiIiIiI7I4BCSIiIiIiIiKyOwYkiIiIiIiIiMjuGJAgIiIiIiIiIrtjQIKIiIiI\n", "iIiI7I4BCSIiIiIiIiKyOwYkiIiIiIiIiMjuGJAgIiIiIiIiIrtjQIKIiIiIiIiI7I4BCSIiIiIi\n", "IiKyOwYkiIiIiIiIiMjuGJAgIiIiIiIiIrtjQIKIiIiIiIiI7I4BCSIiIiIiIiKyOwYkiIiIiIiI\n", "iMjuGJAgIiIiIiIiIrtjQIKIiIiIiIiI7I4BCSIiIiIiIiKyOwYkiIiIiIiIiMjuGJAgIiIiIiIi\n", "IrtjQIKIiIiIiIiI7I4BCSIiIiIiIiKyOwYkiIiIiIiIiMjuGJAgIiIiIiIiIrtjQIKIiIiIiIiI\n", "7I4BCSIiIiIiIiKyOwYkiIiIiIiIiMjuGJAgIiIiIiIiIrtjQIKIiIiIiIiI7K7fBSRKS0vh5uaG\n", "hIQEg5aVlaW37okTJ3DzzTcjOjoa119/Pe666y5cuHDB6HbXr1+PuLg4xMXFISYmBm+++SYEQbDH\n", "QyIiIiIiIiKiThz6ugPGjB8/Hrt27ep2nXPnzuHGG2/Egw8+iB9//BEajQb33HMPpkyZgvz8fLi7\n", "u0vrrl69Gk899RR++eUXjB07FiUlJZgwYQJqamrw+uuv2/rhEBEREREREVEn/S5DwlQvvvgiBEHA\n", "X//6VwCAQqHA22+/jZKSEqxatUpar7GxEX/5y1+wePFijB07FgAwfPhwPP7443jnnXdQUlLSJ/0n\n", "IiIiIiIiupYNyICERqPBpk2bkJycDKVSKS0PDAxEVFQUvvrqK2nZjh070NjYiOnTp+ttY9q0adJ2\n", "iIiIiIiIiMi++mVAorKyEvfddx+SkpIQGRmJuXPnIjMzU7q9uLgYTU1NCA8PN7jviBEjcPLkSajV\n", "agBAQUEBABisK/595MgRWz0MItKhUqlw9uxZaLXavu4KERHRVauhoQGXLl3q9f3a29uh0Whs0COi\n", "rgmCgKampr7uBvWhfldDQqFQQKvV4qGHHkJycjLa2trw97//HampqVi3bh0eeOABVFdXAwA8PDwM\n", "7u/h4QGtVou6ujoEBAR0ua74t3i7qZ5//nmUlZXBwcEBjo6OcHBw0Lvu6OgId3d3uLu7w8PDAx4e\n", "HtJ1BwcHVFRUoLy8XK/99ttvaGxshJ+fHwYPHqzXAgIC4OnpCblcDplMZtAcHR3h7OwsNRcXF+l6\n", "W1sb6urqjLbW1lZ0dHSgo6MDGo1G77qrqyu8vb3h7e0NLy8v6dLT0xPt7e1obm5Gc3MzmpqapOst\n", "LS1wdnaGq6srBg0ahEGDBknXHRwcUFNTg8rKSlRVVaGyslK63traiuuuuw4jR45EdHQ0Ro4cifDw\n", "cDg6OgK4cpC6cOECCgsLUVhYiOPHj6OwsBDNzc3S8zNkyBAEBARIzd3dHVqtFoIgSJe617ta1tjY\n", "KD0/ly5dkq7X19dDqVRKr6X4enZ33cPDA87OzlCpVKivr8elS5f0WkNDg/T8NTU16V2XyWSIiIhA\n", "VFQUoqOjERUVheuuuw7Ozs4G70etVguVSoWGhoZum/h6i6+17mvu5uYGX19f+Pn5Sc3X1xc+Pj5o\n", "aWlBbW0t6urqUFtbK7WGhgZ4enpiyJAhei0wMBDu7u44deoUjh49imPHjuHo0aM4evQoysrKAAB+\n", "fn6YMWMGZs2ahdTUVAwZMsTgcTU2NiInJwdZWVnYv38/Lly4AA8PD3h6ekrvRbF193dHRwdqampQ\n", "U1OD6upq6XpNTQ00Gg2cnJzg5OQEpVKpd12tVqOlpQWtra1oaWmRWltbG9zd3aXnS/fS29sb7e3t\n", "Bq9nT5cajQbBwcEYNmwYwsLCpMuAgADI5XI0NjaitLQUJSUlUistLUVLSwv8/f2NHjPUajXOnz+P\n", "c+fOSZfnzp1DeXk5nJ2dERkZicjISEREREjXw8LC4OjoiLa2NjQ2NqKpqQmNjY0GrfPyy5cvS+8h\n", "8X0jXnp6eqKtrU06TugeO1paWqDVavU+g2IDYPTY2tNle3t7l8c8uVyu9x739/eXXjulUtnl50Oh\n", "UMDR0RFKpRKOjo56ra2tTXpvXL58We+90tXfHR0d8PT0NHiufH194e7ujvb2drS2tqKtrU3vUq1W\n", "6z1Hus9da2ur0deqsbERLi4uGDFiBMLDw6U2bNgw6Rjb0tKCkpISFBcX4+zZsyguLkZpaSna2tog\n", "l8uhUCgMLr29vQ3ed4MHD4avry86Ojpw+fJlNDc36112fr11j8EajUbvs6Z7HQAGDx4sHed1L11c\n", "XKTja+fLy5cvQ61Wo6OjA2q1Wu+67v/pzk2j0Rh8hsXrgiAYfT5kMhna29ul16rz6yY+X7qfV39/\n", "f3h7e6O1tRWXL1/Wa83NzWhrawMAo//7FQqF3nFL9/jV1tYm/Y/V/Z9bVVWF9vZ2g/MEsTk4XDkd\n", "FPehe93Dw0Pqs25zc3MDAOn9Jz5X4jGivr5eap1fm4CAAISEhEgtODgYISEh0jaNHYNVKhUuXryI\n", "ixcvorKyUrp+8eJFtLW1Gf18+/n5wdPTU+8zrFQqpevt7e1oaGiQ/o+qVCqpqdVqvfeqeE4iHp86\n", "b09s4jmAp6en3qWLiwtqa2sNXpvKykrU1tbqvU/F96p4DBo2bBhGjBghteHDh0u10ioqKnD48GHk\n", "5+fj8OHDOHz4sDQcOTw8HImJiUhKSkJSUhLi4uKkzOL29nYcPXoUhw4dklphYSGUSiViYmIwevRo\n", "vebn5ye93hcuXJDOX3/77TdcvHgRcrnc4H3l7OwMJycnODg4QC6X6312xKbRaLps4vGhc2ttbZWO\n", "7eI5itgcHBwQFxeHMWPGSG3o0KHS+xq4kml9/vx5nD59GqdOncKZM2fQ0tIi/d/pfI7v5OQEFxcX\n", "g+bs7IzW1laD945KpUJTU5N0vtC5eXp6QqVSGZwb1tXVoaWlBT4+PnrHVvHY4ezsjIqKCly4cAEX\n", "LlzAb7/9Jl2/fPlyl+dJrq6u0vMtk8n0nn/xvWzsXKipqUk6d9K9rK2thUajMXg9FQoFFAoF/P39\n", "ERQUpNe8vb0hk8nQ0NCAY8eO4ciRI9L54dGjR9HQ0ABfX19ERUUZtKCgIFRVVUmPVXwOKioq0Nra\n", "itDQUL3zp2HDhknHEo1Gg8rKSoPvXuXl5fjzn/+M+Ph4078Eku0IA8QNN9wgeHl5CW1tbUJWVpYg\n", "k8mEFStWGKy3cOFCQSaTCRcvXhQEQRCWLFkiyGQyobi4WG89tVotyGQyYdasWUb3l5eXJwAQ8vLy\n", "9JbHx8cLANhs2BwdHYXo6GghKSlJ8PT07PP+9Icml8uF8PBwYeLEiUJsbKwQHBwsuLu793m/rNHi\n", "4+OFZ555Rvj000+FRx99VEhISBDkcnmf96uvm5OTk+Dj42O3/SkUCsHR0bHPHzeb7ZtcLhfCwsKE\n", "wMDAPu8L28BtSqXS6sdqFxcXQaFQ9PljGwjNz89PCAgI6NV9nJychAkTJgiJiYmCk5NTr+4bEBAg\n", "+Pr69vnjNqf5+/sLM2fOFNLS0oSRI0f2+rGzWd6cnJx6/X61pPn5+QnBwcHdHk+++OILK31Lvbp1\n", "9Z3YmvpdhkRXEhMTpeitGKVVqVQG66lUKigUCvj4+ABAl+uKf/v7+3e732XLlsHLy0v6++zZs+Y/\n", "iC44OTnBw8MDtbW1TGfHlV9GTpw40e06SqUS7e3tduqR/cjlcr1fY0RarRZnz561yfvPHtzd3REb\n", "GwsfHx/88ssvep/HgoICaWhVV8Rf/q4lbW1tVn3MCoUCQUFBaG5uRl1dncHt4i9PdPXTarUoLS3t\n", "627QAGeL/8FiVkxvyeXya+78qaamxuhyV1dXxMXFQSaTIT8/H62trdJtbW1tOHDggNH7KRQKjBw5\n", "Em1tbTh9+rTBeUhlZaX1Om8DLi4u8PX1lTIUdFVXVyM9Pb2PekYApOwtY8Qs0dLSUvz2229W2V9X\n", "nw9d5eXlVtnX1WTjxo3YuHGj3rL6+nqb77ffBSRUKhWUSqVBerpCoQBw5UQqPDwc7u7uKC4uNrh/\n", "cXExoqKipHTUhIQEaXlcXJzeegD0lhmzatUqjBkzRvq7vLxcSsPUTakTr4sp2+IBsbGxUbre3t6O\n", "wMBABAcHY+jQoQgODkZwcDB8fX0hk8mkoSZVVVV6raGhQS9tULep1WopRVRMbRQvlUqllA6smxrs\n", "7e0NV1dXODg4QKFQSClpYtpVc3Oz0RRY8bVxc3OThmUMGjQIbm5u0hARMSVbTDttbm6GWq2WhqME\n", "BAToXSoUCpw+fRrHjx/HiRMncOLECRw/fhynTp1CW1sbQkNDERMTg5EjRyImJgYxMTGIjo6Gm5sb\n", "GhoapHRH3RTO1tZWKSVNTDk1dr1zKqy7u7v0XHl7e0uXXl5eaG9vl1KgxdfV2N+618X0OXH4i+4w\n", "GC8vL7i7u0vPn+7z2N7ejjNnzuDkyZNSO3HiBE6ePInm5ma4uLgYpON1bp1vd3Fx0Xu9xUu5XI6m\n", "pibU1NSgtrZWb0hDXV2d9A9et4mp+A0NDXopsxUVFbh48SIuXbqE4cOHY9SoUVILDQ2V0iXVajWy\n", "s7ORnp6OHTt2IC8vT+8zJ5PJEBsbi0mTJiE5ORnJyckYNmwYNBqN3jCU+vp6vUtj18XUQd30XX9/\n", "f/j6+kop92ITU67b2trg6OgopWPqpmc6OTlBpVJJz5U4hKWmpgb19fVwcnLSez1NuQSA8+fPo7S0\n", "FGVlZSgrK5OuNzU1ITQ0FMOHD8fw4cMRFhYmXXd3d0d1dbVeSrZ4XaFQICQkBKGhodJlYGCgdByt\n", "ra2VUlVPnTqF06dPSyegnVPY3dzcjKa2i8tdXV3R2NhoMLSnrq4ODQ0NcHZ2NjheDBo0SHpPdk4f\n", "FYNyGo3GINW+q0vxuoODg94xT/fzrNVq9d7fuk28b+fPh0Kh0OuHbuvo6IBSqdR7f7i6uhpN69Vd\n", "7uDggPr6er3nS7xsbm6W0mXFVGfxuqOjo15qrO7zJqaJG2sqlUoajqHbiouLoVQqpWEcuungI0aM\n", "gJubm17KtHjZ0dFh9P9UVVUVampqoFQq9YbsiZcuLi56fe98LO78eROva7Va6X0tHud1j/W6wwp1\n", "r7u5uekN5xGbg4OD3vG8c3NwcOjysyqml4tDT3Svi+ct4usmXlcoFKirq5M+q1VVVdL1+vp66f2h\n", "+3y5urrCyckJAAyGGYqfDd3jlXi9vb0dDg4Oev9nxSame+ueL+gOh+i8D91919fXo7q62qDV1tZK\n", "5wTGmviadH6NXFxcUFFRgfPnz6O8vFzvsqamRm9Yie7nyM3NTRquIzbx8Tk6OqK+vt7gs11dXY2m\n", "pibp/ExsarUabW1tUCqVBkMrPD094e7uLr0GuucJIvE1ELclXheHvOkOAxGvNzc3w8fHR+91EZuf\n", "n580tKHzcLTW1laUlpaiuLhYaiUlJTh79izUajVGjRqFMWPGICEhAQkJCYiIiJCO9Wq1GkeOHEF2\n", "drbUzpw5AwCIiIjA+PHjpZaQkABXV1cAwOXLl1FYWIgjR45I7cSJE3BxccHQoUP1WnBwMAIDAyGT\n", "yQzeX2LrfCzRvS6m+XduukMAOjcnJye9c1tvb2+4uLhI3xNKSkqQn58vDWPJy8uTvqA6OTkhPDxc\n", "b9hiREQEvLy8DIbLiNc7D9/UHV7m4uIiDdEW30MeHh4YNGiQdL7QualUKri7u+uda4pNHNqje8wQ\n", "W0tLCwIDAxEUFIShQ4fqDYlwc3PrcghvS0uL3tBIQWe4XEdHh94xRPdy0KBBekOgdM+lHB0djb6e\n", "arUalZWV0vAK3eEltbW1GDFihHRuOHr0aMTGxsLb21v6bDU2NqKoqEjvHLiqqgoBAQHSYxWfg6Cg\n", "ICiVSr1zJ7GVlJRArVbrfd/q/P0rJCSk2++A16K77roLd911l96y/Px8aaZKW5EJnUOgfWzRokW4\n", "/vrr8eyzz+otv/HGG1FQUIDq6mo4Oztj8eLF+P7771FRUSGNh6uoqEBISAhefPFFvPDCCwCApqYm\n", "DB06FHfffTdWr14tbe/111/H888/j9OnTyMsLMygH+KTn5eXpxeQIPsQD5DiP0e6cnLY0dEhBduu\n", "FlVVVcjIyMD58+cRHx+PpKQkvawkIiIiso5Lly5BLpfD09Ozr7tiN8L/r0fW0dGB4OBgKWBDRD2z\n", "x3fifjfLhkwmw5o1a3D69Glp2Zo1a5CVlYUVK1ZImRMrV66EXC7HihUrAFz5Avvkk09ixIgRePzx\n", "x6X7urm54dVXX8WGDRuQn58PACgpKcGqVavwxBNPGA1GUN9zcHBgMKITsYjp1Wbw4MFYuHAhnnnm\n", "GcyaNYvBCCIiIhvx9va+poIRwJXzp6FDh2LYsGEMRhD1Q/1uyMby5cvh5eWF22+/HTKZDPX19QgK\n", "CsIXX3yhl0ISGhqKvXv3Yvny5YiOjoZWq8WYMWOwe/duqbKq6JFHHoGLiwsWLVoEmUwGtVqNJ554\n", "Ak899ZS9Hx4RERERERERoR8O2egvOGSDiIiIiIiIrlXX5JANIiIiIiIiIrr6MSBBRERERERERHbH\n", "gAQRERERERER2R0DEkRERERERERkdwxIEBEREREREZHdMSBBRERERERERHbHgAQRERERERER2R0D\n", "EkRERERERERkdwxIEBEREREREZHdMSBBRERERERERHbHgAQRERERERER2R0DEkRERERERERkdwxI\n", "EBEREREREZHdMSBBRERERERERHbHgAQRERERERER2R0DEkRERERERERkdwxIEBEREREREZHdMSBB\n", "RERERERERHbHgAQRERERERER2R0DEkRERERERERkdwxIEBEREREREZHdMSBBRERERERERHbHgAQR\n", "ERERERER2R0DEkRERERERERkdwxIEBEREREREZHdMSBBRERkBwUFBUhOTkZ9fX1fd4WIiIioX2BA\n", "gugapdVqMX36dGRkZPR1V4iuCYIgYP/+/di6dWtfd4WIiIioX2BAgugadfLkSfz888+Qy3kYILKH\n", "hIQEJCYmYsuWLX3dFSIiIqJ+gd9EiK5ROTk5kMlkGD9+fF93heiakZaWhh07dqClpaWvu0JERETU\n", "5xiQILpGZWdnY+TIkfDw8EBTUxMuXbrU110iuipVVlZCEAQAVwISly9f5lApIiIiIjAgQXTNysnJ\n", "QVJSErRaLeLj4/Hyyy/3dZeIrjptbW1ITEzEypUrAQBRUVGIiorisA0iIiIiMCBBdE1qamrC0aNH\n", "kZiYCLlcjgULFmDdunXMkiDqpY6Ojm5vX7NmDc6fP4/58+dLy+bNmweVSmXrrhERERH1ewxIEF2D\n", "CgoKoNVqkZSUBAB47LHH0NHRgf/7v//r8b5qtRoffvghv1DRNaugoADV1dXIzc1FdHQ0Tp06ZXS9\n", "hoYG/O1vf8P999+P6OhoafnLL7+Mb7/91l7dJSIiIuq3GJAgugZNmjQJ58+fx8iRIwEAgwcPxuLF\n", "i/Hee+/1WGyvsbERDz/8MD744AN7dBV33303Pv/8c7vsi8gUixYtwlNPPYURI0bAwcEBs2bNQmVl\n", "pcF6b731Fpqbm/HSSy/pLZfJZHbqKREREVH/xoAE0TUqODgYCoVC+vvJJ59EbW0tPv30027v5+Pj\n", "g3nz5tnlF96MjAx88cUXGDRokM33RWSKyspK/Prrr0hJSYGPjw+2b9+OlpYWzJkzB83NzdJ6FRUV\n", "eOedd7Bs2TIMHTq0D3tMRERE1H8xIEFEAIDw8HDcfvvteOutt6DRaLpd96677sLhw4e7TFW3Bo1G\n", "gyeffBLJycm49dZbbbYfot7IzMwEAKSkpAAAwsLC8OOPP+LkyZOYP3++VFPi9ddfh5OTE55++mmj\n", "2xEEAXl5eSgvL7dPx4mIiIj6IQYkiEiyYsUKrFq1yiClfO/evdi2bZv098033ww3Nzd89dVXNuvL\n", "559/jiNHjuDtt99mijv1Gzt37sSoUaMwZMgQaVlCQgK+/fZb7NixA0uXLoUgCHjppZewZcsWeHl5\n", "Gd2OWq3GtGnTsH79ent1nYiIiKjfsWpAorS0FAUFBdbcJBFZ2aZNmxAVFYWmpiaD22JiYjBnzhzI\n", "5f89NBQVFSEtLQ3vvfceBEEAALi4uGDu3Lk2C0hcvnwZzz33HObPn4/ExEQcPXoUSUlJqKiosMn+\n", "iEwhCAIyMjKk7AhdM2fOxEcffYSWlhZoNBp4eXlh8uTJXW5LqVTid7/7HTZv3mzLLhMRERH1a2YF\n", "JPbs2YOpU6di0aJF0rIXXngBI0aMwJgxYzBmzBjU19dbq49EZEUHDhxAS0sL3NzcelwFFpOnAAAg\n", "AElEQVS3uroaN998M4YMGYKvv/5aL1NhwYIFKCwsxLFjx6zex3feeQc1NTV49dVXAQBDhgzBwYMH\n", "8dNPP1l9X0SmKioqQnl5OWbMmGH09sWLF+PTTz+Fg4ODSdtLS0tDQUEBSktLrdhLIiIiooHDrIDE\n", "v/71L1y6dAkLFiwAABw7dgx///vfMXz4cCxbtgyXLl3CW2+9ZdWOEpF15OTkSNN9dqeyshK33HIL\n", "mpqa8OOPPxqknqempmLPnj3STB3WdMMNN+CNN97A8OHDAQD+/v4YN24ctm/fbvV9EZnK0dERS5cu\n", "xY033tjlOr0ZXjR79mwolUp899131ugeERER0YBjVkAiKysLX3/9NWbNmgUAUlX+rVu34p133sEP\n", "P/yATZs2Wa+XRGQVarUaubm5SExM7Ha9vLw8DBkyBNnZ2fjhhx8QFhZmsI5SqcTkyZP1hndYS2pq\n", "Kv70pz/pLZs1axZ++umnHgtuEtlKeHg4PvjgA5Oyi0zh7u6OlJQUDtsgIiKia5ZZ3yTq6+sRGRkp\n", "/b1161ZMnDhR+qU0JiaGQzaI+qGjR4+itbW1xwyJuLg43H333fjhhx8wfvx4O/Wue7Nnz8alS5dw\n", "6NChvu4KkdWkpaXhl19+QU1NTV93hYiIiMjuTBvo2olCoYBWq4VcLsfx48dx6tQpPPTQQ3rr2OJX\n", "UyKyTE5ODhwcHJCQkNDteg4ODvj8889N3q5arYajo6Ol3UNtbS18fX2N3jZ+/Hh4e3tj+/btJg05\n", "IRoI5s6dC5VKBYVC0dddISIiIrI7s6IGkZGR+OCDD9DU1IQVK1ZALpfjjjvukG4/ePAg/Pz8rNZJ\n", "omtNS0uLTbZ77tw5jBkzBi4uLlbb5po1azBy5EhotVqLtpOZmYmQkBAcP37c6O0ODg6YMWMGfv31\n", "V4v2Q2SOzZs322RWmcGDB2P58uXw9va2+raJiIiI+juzAhJPPfUUli1bBg8PD/znP//B73//e4SE\n", "hAAAXn/9ddx2222YPn26VTtKdDXLzs7G+fPnAQAXL17EyJEj8fXXX1t9P6+++ir27dtn1W3GxMTg\n", "zJkzyM7ONnsbGo0GTz75JOLi4hAdHd3leuvXr+d4e+oTb7/9tk0+k0RERETXMrMCErNmzUJ6ejr+\n", "+Mc/4vXXX8e6desAXJmj/cSJE5gxYwYWL15s1Y4SXa2ysrIwY8YMvPDCCwCAgIAATJgwAYsWLUJe\n", "Xp7V92eNoRW6Jk2ahKCgIPz73/82exubN29GQUEB3n777W5nKRg0aFCvZjEgsgaVSoXs7Owup/sk\n", "IiIiIvOYVUMCAGbMmGFwciaTybBhwwZL+0Q0oFhSP2Hfvn2YPXs2xo4di9WrVwO48jn6+OOPcebM\n", "GcydOxeHDh1CYGCgNbtsVXK5HHfeeSf+/e9/49133zVrLPy2bdswevRoTJw40QY97HuCIDCQMoDt\n", "2bMHGo0GKSkpNtvHunXrUFFRgRdffNFm+yAiIiLqb2xWefIPf/iDrTZN1OdaW1sxceJEvPvuuwgI\n", "CMDp06d7vQ0xGDFu3Dhs27YNgwYNkm5zcXHBli1bIAgC0tLSrFJToqmpCYIgWLwdYxYsWICLFy9i\n", "7969Zt1/165dmDp1qsnrV1ZWWlyzwl7y8/Mhl8tx7Nixvu4KmSkjIwNhYWEIDw+32T7OnTuH9957\n", "D62trTbbBxEREVF/Y7OAxPfff2+rTRP1ue3bt+PAgQO46aaboNVq8dlnn/Xq/rrBiB9++EEvGCEK\n", "CgrCd999hyNHjmDJkiUWBxPuvPNO/P73v7doG1254YYbEBYWZtawjZKSEpSVlWHatGkmrZ+bm4sh\n", "Q4YgPz+/1/vqC0eOHAEAvPbaa33cEzJXRkYGZsyYYdMsl/vuuw/19fW9PpYQERERDWQmBSTkcjkU\n", "CoXJTS6Xo6qqytZ9J+ozX375JRISEpCQkID58+fjs88+M/kXe0EQ8OKLL3YbjBCNGzcOGzZsQGVl\n", "pUVZEoIgICcnp9uCkZaQyWRYsmQJ3N3dzbrvo48+ismTJ5u0flxcHDw8PLB9+/Ze76svLFq0CG+8\n", "8Qa++uornDt3rq+7M6Dt3r0bTz/9NNra2uy2z/Lycpw8edKmwzUAICIiArfffjveeOMNaDQam+6L\n", "iIiIqL+QCSb87KpUKg3GdpeVleHcuXMYNmwYgoKCIJPJcOHCBZSWlsLX1xcxMTHYtWuXzTpua/n5\n", "+Rg7dizy8vIwZsyYvu4O9SMqlQqDBw/GK6+8guXLl2P//v1ITk5GZmamyb/y19fXw9HRsdtghC5L\n", "axCcPn0akZGR2LFjB2bOnGn2dvqLefPm4eLFi8jKyurrrpikqakJw4YNw8KFC/GPf/yjr7szYM2e\n", "PRs7duxASkoKNm/eDDc3N5vvs62tDbt370ZiYiK8vLxsuq+8vDyMGzcOX331Fe68806b7ouIiIio\n", "J/b4TmxShoSvry92794ttTfeeAPh4eE4fvw4iouLsW/fPvzyyy84e/YsTpw4gaioKDz33HM26TBR\n", "X9u8eTPa29sxf/58AMCECRMQERHRq4KuXl5eJgcjAFicKp6TkwPgytCKq8Hs2bORnZ2Nurq6vu6K\n", "Sdzc3PCnP/0JH330EbPHzHT58mXs2rUL8+fPR05ODqZNm4aamhqb79fJyQkzZ860eTACAMaOHYuU\n", "lBS89tprNqv3QkRERNSfmBSQeP311/X+fvbZZ/HPf/4T119/vcG6kZGR+Oyzz/DSSy9ZpYNE/c2X\n", "X36JKVOmIDg4GMCVYMF9992HTZs2obGx0eb7NyddPTs7G9dffz28vb1t0CP7mzVrFrRaLTIyMvq6\n", "K93SaDTSUJ5HH30U1113Hc6ePdvHvRqYzp49C19fX6xcuRK7d+9GdXU1zpw509fdsrpnnnkGgiDY\n", "JdhCRERE1NdMCkjce++9en+fOnUKYWFhXa4fFhaGkpISizpG1B+1t7fj4sWLBsUh77nnHkyZMqXb\n", "LxF5eXl47rnnLKoFsXTpUsybN6/X98vJyUFiYqLZ+zWVIAjYtGkTsrOzTVp/165dZhXxCw4ORmxs\n", "LHbs2NHr+9rTnj174OHhgbKyMvj4+ODIkSOYMGFCX3drQBo1ahTKy8sRGRmJMWPGoKioCElJSX3d\n", "LaubNm0a8vPz4e/v39ddISIiIrI5s2bZUKlUKC0t7fL20tJSNDU1mdsnon5LqVSioKAA999/v97y\n", "0NBQ/Pjjjxg+fHiX933ppZfw7bffQqlUmr3/+Ph4bN++HefPnzf5PoIgwM3NzeSikZaQyWR4+eWX\n", "8c4775i0/tq1a7FmzRqz9nX//fd3+3z3B8eOHYNarcbQoUMBWD705lonk8mk57Dz58gWQxzWrVuH\n", "hQsX2nX4hO5jJCIiIrramRWQSE5Oxm233Ybc3FyD23bt2oVbb70VkyZNsrhzwJUvLHK5HCtXrrTK\n", "9ogsJZPJoFAoenWf3Nxc/PDDD1ixYkWv76trwYIFcHFx6VW9CplMhl27duGBBx4we7+9sXDhQmzd\n", "uhUqlarb9QRBwO7duzF16lSz9vP4449jxYoVZt3XXgoLCxEdHQ0HB4e+7spVrba2FklJSVYdwiMI\n", "Av7zn/+gurqaAQIiIiIiGzErIPHqq6/i9OnTSExMxODBg5GQkICRI0fCy8sL06dPR3FxMV577TWL\n", "O3fp0iWpOGbnE0KtVotVq1Zh1KhRiI6OxrBhw7B48eIuC8atX78ecXFxiIuLQ0xMDN58800WDSNJ\n", "TU0NtmzZYrPtr1y5EpGRkViwYIFF23F3d8f8+fPx8ccfmzzNqL0tWLAAra2t2Lx5c7frnThxApWV\n", "lWYHJGzh8uXLmDNnDv7+979bZerFwsJCxMTEGCx///338emnn1q8/YHq66+/xsKFC00evlRUVNRt\n", "AVNnZ2f4+vrilltuwc8//2x2vy5duoRvv/0WS5YsQVhYGNLT03HLLbeYvT1LNDY24tlnn0VRUZHZ\n", "28jPz+cUokRERNS/CWY6fPiwMHnyZEEmk+m1adOmCUePHjV3s3qWLl0qpKWlCTKZTFi5cqXebY88\n", "8ojg5uYmHDx4UBAEQWhsbBRuvPFGITo6Wrh8+bLeuh988IHg4uIi5ObmCoIgCMXFxUJAQIDw5z//\n", "uct95+XlCQCEvLw8qzwW6t/++te/CgqFQti+fXuX62RlZQllZWXdbufkyZPCM888I2g0GmnZoUOH\n", "BADCv/71L6v09cCBAwIAIT093Srbs4XJkycLqamp3a7zwQcfCI6OjkJzc7OdetWzhx56SFAqlYJM\n", "JhNmzJghVFZWmr0trVYreHl5Ca+88orBbffee68wdOhQoa2tzZLuDjhVVVXCHXfcIQAQAAifffaZ\n", "SfebNm2aMHv27G7XaW1tFWbOnCm4uroK+/btM6t/Y8eOFQAIUVFRwp/+9Cdh27Ztep9le2ptbRUC\n", "AwOFBx54wKz7nzt3TgAgfPPNN4IgCEJLS4uwa9cuK/aQiIiIrnb2+E5sdkBCVFVVJRw4cEDIzs4W\n", "ampqrNEnQRAE4ddffxUCAwOFgoICg4BEcXGxIJPJhD/+8Y9698nKyhJkMpnw1ltvSctUKpXg4eEh\n", "PPLII3rrvvbaa4KDg4NQXFxsdP8MSFxbOjo6hDlz5gju7u7Cr7/+anC7VqsVrr/+emHhwoXdbmf3\n", "7t0CAGHPnj3Ssjlz5giRkZFCR0eHVfqq1WqFmJgY4Y477uhx3WPHjun1xV7Wrl0ryOVy4eLFi12u\n", "c9tttwmTJk2yaD8dHR3C2rVrhV9++cWi7Yj27dsnbNy4UcjIyBAGDx4sBAYGmv0lrry8XAAgfPfd\n", "dwa3HT9+XJDJZMJHH31kYY8Hjp9//lnw9/cXfH19hX//+99CSkqKMHHixB7vp1KpBEdHR+H999/v\n", "cd3m5mbhpptuEtzd3aVgdVc0Go3Q2tqqt+zgwYM9Bh3t6Y033hAcHR2F8vLyXt/3o48+EuRyuVBX\n", "VycIgiB8+OGHAgDhf//3fw2C9kRERETG2OM7sVlDNnT5+/sjKSkJiYmJ8PX1lZafOHHCou0+9thj\n", "ePnll+Hp6Wlw26FDhwBcqbqua/To0QCA7777Tlq2Y8cONDY2Yvr06XrrTps2DRqNBps2bbKon3R1\n", "UCgU2LhxI6677jr87ne/w4ULF/RuLygoQFFRERYuXNjtdm688UYMHz5cqvHQ2tqKpqYmi2tH6JLJ\n", "ZFi+fDmio6O7XU+j0eCBBx7AI488Yve07Xnz5kGhUODrr782ertWq7WofoRILpdj3bp10tAuSyUn\n", "J2PBggVISUlBQUEBoqKiMHfuXNTX1/d6WxcuXICfn5/RIRvR0dG47bbb8Nprr6Gjo8MaXe/3goOD\n", "MX36dBQWFmL+/PlYuXIlnn/++R6HzmVmZkKtVuPmm2/ucR+urq7YunUrYmNjMXPmTBw5csToehcu\n", "XEBqaiqWLVumt3z8+PEIDQ01/UHZ2B/+8Ae4urri3Xff7fV909PTccMNN0hT/S5ZsgT/+Mc/sG7d\n", "OowdOxYFBQXW7m63WOiaiIiIjLE4INGVzgGA3vjqq6/Q1NTUZRE+sZ5E5y9Z4hc+3WCIeNIVHh6u\n", "t674d1cnrHTtcXNzww8//AAAmDNnjt4J9Jdffgk/Pz+kpKR0uw25XI57770X33zzDZqbm+Hs7Ixd\n", "u3YZTBNqqcWLF/dY6HXNmjXIycnB2rVrrRYMMZWvry8yMzPx4IMPGr1dEAR8+eWXuOeeeyzaj0wm\n", "w/PPP4+9e/di7969Fm2rs8DAQGRkZGDv3r3w8vLq9f3Hjx+P6upqjBgxwujtzz77LM6ePYtvv/3W\n", "0q4CACorK/Hmm28iKioKb7/9tt5tJ0+exFdffYXs7Gy0/T/27jyuxvT/H/jrtCFCypZQjCVrhBlL\n", "Y2mGkiwfe5qx7/saY9/XrCOyk+VTjF2YIfunkKzJrkHWCK3qdK7fH771k7az3Oec4vV8PHqM7vu6\n", "3tc7k1PnfV/Lp0+SjKeqSpUqYdeuXShZsiQAoFGjRnBxcclxw8iAgABUqVIly7/HrxUqVAhHjx6F\n", "m5sbSpUqlWm82rVr4/bt2+jcubPqX4gOFS5cGEOHDoWPjw+io6OV7ieXy3HixAm0atUq7ZqBgQGG\n", "Dx+OK1euwMTEBA0aNMB///tfbaSdQUhICCwsLPDw4UOdjEdERER5h9oFidu3b2P27NkYNGgQ+vTp\n", "k+6jd+/eaj1RBD5vKufp6YlVq1Zl2aZ+/fqQyWS4cuVKuuupxYcvd/d/8+YNgM+/2H0p9fPU+0QA\n", "YGVlhSNHjuD+/fvw9PQE8Plp/q5du9ClSxcYGxvnGOP3339HbGws9u7dm3ZN17v0P3v2DJMmTcKg\n", "QYPQuHFjnY6dytHREQUKFMj0nqGhIVq1aoVKlSppPE7btm1Rs2ZNzJkzR63+q1evxoMHDzK9Z2ho\n", "iNq1a2uSXpb/7x0cHNCqVSvMmjULb9++VSt2SkoKjh49io4dO8La2hpTp06Fg4MDnJ2d07ULCAhA\n", "t27d0LBhQwwbNkytsVR148YNnDlzRqPNg4UQCAgIUGp2xJeKFCmCrVu3okSJEmnXPn36hDFjxsDV\n", "1RUNGjTA9evX0aJFC7Vz05URI0YgOTkZ3t7eSvcJCQnB+/fv0xUkUlWvXh0XL16Em5sbRo4cqZOZ\n", "C4cPH0ZSUhLOnz+v9bGIiIgoj1FnnUdAQIAwMjLKsKHllx8GBgZqrSGZMmWK8PDwSPv88ePHmW5q\n", "OWjQIJEvXz5x6NAhoVAoxIsXL0SjRo1EoUKFROHChdPa9e/fX8hksgx7RSQnJwuZTCacnZ0zzSN1\n", "vYyjo6Nwc3NL97Fz5061vjbKO86dOyfevHkjhPj/+0KoslHezz//LJycnLSVXo7at28vSpUqJaKj\n", "o/WWgy75+fkJACI4OFilfgEBAQKAWLZsmVLtjx07JgICAtRJMVNXrlwRtWrVErGxsSr3ffjwoShb\n", "tqwAIGrVqiVWrVqVtl9AZqKjo8WQIUNE8eLFdbJRY6dOnYSdnZ1QKBQ5ts0qn+vXrwsA4p9//tEo\n", "l1evXomffvpJGBsbi6VLl+pto0p1DRkyRHTq1Enp9jNmzBBFixYVycnJWbaJiIgQP//8s3jw4IEU\n", "KWbL0dFRAMiwlxMRERHlHjt37szwvjf1Z3iu29Sybt264pdffhHHjx8Xd+7cEY8fP87wUbx4cZXj\n", "Pnr0SFhaWorIyMi0a6kFiRkzZqRrq1AoxLJly0T9+vVF1apVRbNmzcTBgwdFgwYNRI0aNdLaTZo0\n", "SchkMnHt2rV0/d++fStkMpn47bffMs2Fm1pSqgEDBojy5cur9CZmzZo1AoB4+/atFjMTYs+ePWLe\n", "vHnpru3duzfd7vr69unTJ6XelGpCLpeLqlWrCldXV6X7REZGCktLS9G6dWul/98quxGnQqFQ+vSQ\n", "r/9ukpOTM9108MOHD+k+l8vlYty4ceLSpUtK//2eO3dOrcKNqiIjI4WhoaFSG1GuXLlSNGzYMNOv\n", "4e7du2LIkCEZNp9U1blz54S9vX3aSUt5jaoFFH9//wyvC/qSlJQkihcvLgoWLKjURrxERESUe+Ta\n", "UzbMzMwy/HL8tYEDB6ocd/369aJ8+fLC3t4+7aNatWpCJpOJUqVKCXt7e9GtW7dsYxQvXjzd2P7+\n", "/kImk4m9e/ema3f58uUMJ3J8iQUJSnX16lVx+PBhlfokJSUJPz8/yU7WyMqcOXOEqampeP/+fdq1\n", "devWia5du2q9CKCMmzdvCnNzc3H16tW0a9euXRPt27cXL168kHQsX19f8cMPP+T42iTE5zfzzZs3\n", "F1ZWVuL169dKj7F69WphZGQkYmJism3377//CplMJk6cOKF07FQ+Pj7C2tpabNq0SURFRYmNGzeK\n", "X375RZiammo840Uul4tixYqJyZMnaxQnJzNmzBAFCxZU6v9F6iwVbRZJEhISRFJSktbiU/aSk5Nz\n", "1fG+REREpJxcW5CoUqWK1HlkKSIiItMlG2fPnk2bUp8qODhYGBgYpPsLi4mJyfbYz8ePH2c6LgsS\n", "lBdERkYKAwMDsWbNmnTXc0MxQojPhRlLS0sxfvz4tGuLFy8Wpqam4tOnT5KOJZfLs52i/qVp06YJ\n", "mUym8pGed+7cEQByXLZx5MgRAUBERESoFF8IIe7fvy+6dOkiAAgAQiaTiebNm4t169aptbTjax4e\n", "HqJ9+/Yax8lKUlKSsLKyynAsc1bkcrmwsbERPXv21FpORERERKS6XHvsZ9euXbFv375s26i6CVlW\n", "xP9tiCa+2hht5syZmDp1KhQKBQDg6dOnGDx4MCZNmoS6deumtStUqBDmz5+PLVu2IDQ0FADw+PFj\n", "LF++HGPGjIGNjY0keRLpg5WVFVxdXbFhw4Z013W9iWZWjI2N0aVLF+zatSvt3+qpU6fQuHFjmJiY\n", "SDqWoaEhjIyMcmy3fft2zJo1C7Nnz0azZs1UGqNy5cqwsrLCyZMns20XFhaGQoUKqXWE5A8//AA/\n", "Pz9cvnwZPj4+ePr0KQIDA9G/f38ULFhQ5XhfW7duXY6v35o4ePAgnj9/jsGDByvV3tDQEAMGDICf\n", "nx/evXuntby+Bbdu3dLKxpDTpk3DxIkTJY9LRERElBO1ChKOjo5YvHgxhg0bBn9/f5w+fTrt2L2z\n", "Z8/izJkzuHjxokaJRUdHw9bWFo6OjpDJZFi+fDlsbW2xceNGAICbmxuCgoJQqVIl1KtXD926dcPY\n", "sWMz3Wl/yJAh+PPPP9GrVy/Url0brq6uGDNmDBYuXKhRjkS5Qb9+/XDlyhUEBQXpO5VMubu749mz\n", "Zzh//jySk5Nx9uxZNG/eXG/5dO7cGX/99RcmT56scl+ZTAYnJycEBgZm2+7WrVuoVq2aRoWhevXq\n", "YcCAAShTpozaMTKT1cknUtmwYQOaNGmCWrVqKd2nT58+SElJwbZt29Ku+fj4ICAgQBsp5llTp07F\n", "yJEjs7wvhMD8+fNx//59leIaGxtj2bJlePr0qaYppvPp0yfEx8eny0+V40uJiIjo2ycTX089UIKB\n", "Qc51DJlMhpSUFLWSyg1CQ0Ph4OCAK1eupJtxQZTbyOXytONIExMTkS9fPj1nlJ5CoUCFChXg7OyM\n", "Xr16oWHDhggKCsJPP/2klfESEhKwfPlydOzYEZUrV5Y8/tatW9G7d2+8efMGFhYWmbapV68eatWq\n", "hU2bNkk+fm737t07vHr1CnZ2dir169atG65du4bw8HAIIVC6dGn06tWLheMv7N+/Hx06dMCNGzdQ\n", "s2bNDPfDw8NRrVo1BAQEwMXFRem4MTExqFChAjp06IB169ZJlu++ffvQrVs3PH36FCVKlMDEiROx\n", "b98+3L17V7IxiIhIevHx8ShQoECumXFL+qOL98Q5z2/ORMGCBTFu3Lhsz5f38vJSOykiUp6RkRH2\n", "7t2Ljx8/5rpiBPC5gOnu7g4fHx9YWVmhUKFCcHBw0Np4MpkMf/75J+7evYstW7Zg165deP36dbZP\n", "llXh4uKCnTt3In/+/JneVygUuH37Ntzd3SUZT1siIyNhYWGR5dehrmLFiqFYsWIq9xs6dCi8vb0R\n", "ExODe/fu4fXr15It/ftWtG7dGpaWlti6dSuWLFmS4f7x48eRL18+NG3aVKW4ZmZmmDRpEiZMmIDx\n", "48ejUqVKkuR78uRJlC1bFiVKlAAA1KhRAwsXLkR0dDTMzc0lGYOIiKSVlJSEWrVqoUWLFpIWqYmy\n", "olZBolChQpg+fXq2bXx8fNRKiIhU16FDB32nkC13d3dcv34d+/fvh6OjY9qMDm3Inz8/JkyYgLFj\n", "x8LExATr169Hr169IISQpNJfokQJdOvWLcv7UVFRKFu2bKZPsHOLiIgI2Nra4uDBg3Bzc9N3OgA+\n", "LwV0dHQEABw9ehSFCxdGo0aN9JxV7mJiYoIePXpg+/btWLBgQYY9U44fPw5HR0eYmpqqHHvw4MHw\n", "8vLCjBkzsGPHDknyDQwMRIsWLdI+b9CgAQAgJCQEv/76qyRjEBGRtPz8/PDw4UM8fPgQffr00dqM\n", "VqJUau0hcfr06RzbhIWFqROaiL5BNWrUwJEjRxAcHJy2D4w29e/fHxYWFti4cSOWLl2KTZs26Wza\n", "YYkSJXD37t1c/YbLxsYGlSpVwqFDhySLGRkZKdkyvYCAALRs2VKrhau8qmfPnnj16hWOHz+e7npi\n", "YiLOnDmDVq1aqRW3QIECmDZtGnbt2oWbN29qnOeLFy8QHh4OJyentGs//PADihYtikuXLmkcn+hb\n", "kZCQgFOnTmU765hIV4QQWLJkCVq2bIlGjRrh9u3b+k6JvgNqzZCoUqVK2p/lcjkiIyMBANbW1jA0\n", "NAQAtabsEtG3zcTEBKVLl9b6OKampjhw4AAAsLKfBTc3N+zatUuSmSNCCLRu3RoNGjTA+vXrNYoV\n", "FRWFixcvYsCAARrF+VbZ29ujVq1a2LJlC1xdXdOunzt3DgkJCWoXJIDPm4tevnxZkkJQ6savX55k\n", "Y2BggPr167MgQfR/hBDo168fdu7ciePHj6Nly5b6Tom+cydPnsSNGzewbNkyNGvWTKl9A4k0pfZ3\n", "WXR0NPr3749ixYqhQoUKqFChAszNzTFw4EC8f/9eyhyJiFT2008/aa0YoVAo0L9/f60en6ltbdq0\n", "wYsXL9KOQ9bE//73P9y4cQOdOnXSONbRo0chhICzs7PGsb5FMpkMa9euxaJFi9JdP378OKysrFCj\n", "Rg21YxsbG2PDhg2oWrWqpmkiMDAQNWrUQMmSJdNdb9CgAS5evMinwUT4vKHs3bt3UapUKUydOpX/\n", "Lkjv8ufPjz59+qB58+YsRpDOqPWd9vHjRzRu3BgbN25EbGwsihYtiqJFiyI2Nhbr169H48aNERMT\n", "I3WuRES5goGBAa5cuYK9e/dmuBcVFZUnfqls0qQJihQpgsOHD2scy9vbGz/88IMky1SaN2+Obdu2\n", "6WQmTV7VsGFD2Nraprs2bNgw+Pr65pod0YsWLYrOnTtnuN64cWNUrFgRsbGxej4v/WsAACAASURB\n", "VMhKep8+fcK4cePw/PlzfadCeVDhwoURHBwMX19fXLp0SZLXYyJNNGnSBBs3bszwsyQv/F5DeZda\n", "BYn58+cjPj4evr6+iI+Px9u3b/H27VvExcVh27ZtiI2Nxbx586TOlYgo13BycsLJkyfT/ZBOSUmB\n", "tbU11qxZo8fMlGNsbAxnZ2eNfwF+/fo1du/ejcGDB0vyNMXa2hq//fabxnG+NzY2Nuk2kJSCJnuC\n", "eHl5Ydq0aRmuu7i44MKFCzAzM9MktVxj9erV8PLygre3t75ToTzKyMgITk5OaNq0KaZNmwaFQqHv\n", "lIjSiYiIQJ06dSTZX4goM2r99vjXX39h37596NGjR7oj4woUKAAPDw/s27cPe/bskSxJIqLcxsnJ\n", "CS9evMCdO3fSrj18+BCfPn1Kt89Obubh4YGmTZtq9Avwxo0bYWhoiF69ekmXGCktOTlZK3E9PT3R\n", "vXt3rcT+lqQesXrhwgU9Z0J5hRAi3c8N4PNSrNmzZ+PevXsIDw/XU2ZEmbOyskJiYiKGDx/OmRKk\n", "FWov2ahTp06W9+vWrcslG0T0TUs9vjR18z4AuHXrFgCgevXq+kpLJW3atMGSJUvUntkgl8uxdu1a\n", "dO/enRsZ68Gvv/6KKVOmaCV2lSpVsHv37rTvacqcg4MDVq1ahfPnz/P3HlLKpk2bUKNGjQynFzg6\n", "OuLZs2d55ucHfVvmzZuHyZMnZ3rPxMQEK1euxJkzZ+Dv76/jzOh7oPb82oSEhCzvxcXFsYJGRN+0\n", "ggUL4qeffsLJkyfTroWFhcHCwiLDRn7fKkNDQ0yYMAGjRo3SdyrfpapVq8LX1xdNmzbFsWPHJI3t\n", "4eGBcuXKqbz8UgiBw4cPZ/vmXC6X4/r165IdE6tvzs7OkMvlOHXqlL5ToVzu5s2bGDZsGHr37o1q\n", "1apluG9ubq6HrOh7FxcXhyVLlmT73q5ly5Zo3749xo4d+83sAUS5h1oFibp168LT0zPTooNCocDE\n", "iRNRr149jZMjIsrNnJyccO7cubQlD2FhYahevXqu2VhQ22QyGYYOHYpatWrpO5XvUq9evfDixQuc\n", "PXsWBQsWlDS2iYkJJk6cCD8/P9y7d0/pfmFhYXBzc8PFixezbHP+/HnY29tnmLael3y5ieUPP/yA\n", "ChUqSF4UysyxY8cwcuRIPvTJg2JjY9GlSxdUqlQJK1eu1Hc6RGm2bNmCjx8/YuTIkdm2W7p0Kd6+\n", "fct9AklyahUkPD09sXr1atjY2GDEiBFYtGgRFi1ahOHDh8PGxgZr1qzBxIkTpc6ViChXGTZsGO7f\n", "v5+25CEsLEyjYxf1QS6Xw8fHByEhIfpOhVRUt25dVK9eHWZmZlo54rZ3794oWbIk5s+fr3SfwMBA\n", "mJiYoFGjRlm2cXBwgEwmw6VLl6RIU+dCQkJQvnx5nD9/Pu3ajh07MHXqVK2PPXXqVKxcuRL//POP\n", "1sci6QghMGTIEDx9+hT+/v4oUKBAtu0PHz6MQ4cO6Sg7+p6lpKRg6dKl6NSpE8qXL59tW1tbW0yY\n", "MAFeXl548OCBjjKk74GROp2aNm2KdevWYejQofjzzz/T3cufPz82btwIR0dHSRIkIsqtLCws0v4s\n", "hIC5uXmemx1maGiIBQsWwNXVVancX758iblz52LhwoUwNTXVQYaUFZlMhsWLFyMiIgLGxsaSx8+f\n", "Pz/Gjx+P8ePHY/r06bCxscmxz8mTJ9GoUaNsvzfMzMxQrVo1XLp0Cb1795YwY+0TQmDcuHGoUqUK\n", "GjZsmHZdGwWhr4WGhiIkJASWlpbYtWsXWrZsqfUxSRohISHw9fXFli1bULVq1Rzbb9myBSEhIWjV\n", "qhVMTEx0kCF9rw4cOIBHjx7Bz89Pqfaenp6wtbVF8eLFtZwZfU/UKkgAQN++feHi4oLdu3fj7t27\n", "AAA7Ozt07twZpUqVkixBIqK8QCaT4ezZs/pOQ2UymQxt2rTBwYMHsWrVqmyXmyQlJaFjx454/Pgx\n", "/vjjDxYkcgEXFxetxh84cCAePXoEI6Ocf12Qy+U4ffo0xo8fn2PbBg0a5MkZEocPH8aZM2dw5MgR\n", "GBoa6nTsdevWoUyZMggJCflu9qnRl5iYGBQsWFCSo4yBz4XcihUrwt3dXan2M2fORM2aNbFp0yYM\n", "GjRIkhyIMuPl5YWff/5Z6YcppqamPFWLJKfRK62VlRVGjhwJb29veHt7Y/jw4SxGENF3RwiRp8+O\n", "d3Nzw5MnT3I8UWHEiBEICQnB3r17Ubp0aR1lR/pkamqKVatWwdraOse2oaGh+PjxI1q0aJFj2wYN\n", "GuDGjRvZbqKW28jlckyYMAFOTk5aLwR9LTY2Fjt27EDfvn1RqlSp72afGn04d+4crK2tMWHCBMli\n", "urm54cGDB0rPZKpevTq6d++OOXPmIDExUbI8chMhBJ48eaLvNL5rcXFxKFasGMaNG6fvVOg7p1ZB\n", "IiUlBU+ePMGTJ0/SvVDGxcUhNDRUsuSIiHK7f//9F6VKlcK5c+f0nYramjZtCjMzM7Rr1w7jxo1D\n", "WFhYhjbr1q2Dj48PVq9erZPp6ZT3BAYGolChQqhfv36ObRs0aAC5XI5r167pIDNpbNy4EXfv3sXi\n", "xYszLQj8888/qFWrFj59+iT52Kampti3bx8GDhwoeWxNxMfH6zsFSQUEBKBly5YwNjaGt7c3Xr16\n", "pbdcpk+fjpcvX8LHx0dvOWiTr68vbGxsMhx/SrpTsGBBHDp0CG5ubvpOJU8/1CHNqVWQ2LFjB2xs\n", "bGBra4ugoKC06+/fv0e9evXQo0cPyOVyyZIkIsqtypYtC7lcDl9fXyQnJ+s7HbXky5cP//zzD5yc\n", "nLBjx44MMyUuXLiAYcOGYciQIejXr5+esqTcILujOn/88UfMmTNHqafANWvWRNu2bSWbEq9tcrkc\n", "s2fPhoeHB+rUqZNpm5IlS+LmzZvpNruUioGBAX755RdYWVmlXXv79i3mzJmDpKQkycdTxqNHj2Bp\n", "aYkuXbpg//79WinE6Fp0dDRcXFxw8+ZNGBkZYdmyZXrLpXLlyujZsyfmz5+fZ3+2ZCUhIQGTJ0+G\n", "EAK7du3SdzqkhqNHj6JGjRqS/Ls/fPgwypUrh6dPn0qQGeVJQg3t2rUTjRs3Fg8fPsxw79q1a6J2\n", "7dpi4cKF6oTONa5cuSIAiCtXrug7FSLK5Tp27CgAiBEjRug7FY2lpKSI5OTkdNdcXV1FkyZNxKdP\n", "n/SUFeUGHTt2FBMmTEh3LTY2VigUCj1lpFt37twRz549y/K+QqEQpUuXFuPGjdNJPrdu3RIymUys\n", "WbNGJ+N9LSoqSixatEjY29sLAKJIkSKib9++4uTJk0Iul+slJymkfj9PnDhRmJmZiZiYGI3ivX79\n", "Wrx7906tvleuXBElSpQQ4eHhGuWQ23h7ewtDQ0PRvHlzUalSpe/mNeRbcuvWLQFA7N+/X6M48fHx\n", "wsbGRgAQ06dPlyY5kpQu3hOr9WgiLCwMvr6+qFChQoZ7tWvXhp+fH7Zu3apBmYSIKO9o0qQJgM+z\n", "JfI6AwODDBsY9u/fH/v37+du79+5SpUqwdvbG3PnzkXXrl1RpUoVmJmZaW0deHJyMsLCwvDo0SNE\n", "RUXp/Ql8lSpVUKZMmSzvy2QytGrVCsePH5d03Ky+7urVq6NHjx6YNWuWzvbiEEKk/dnCwgLjx4/H\n", "1atXERYWhuHDh+PUqVNwcnLC7NmzdZKPFL6efZC6HGfMmDE4e/YsChUqpFH8pUuXombNmmr1rVOn\n", "Dp4/f67UyRx5Sb9+/RAYGAhPT0/cv38fV69e1XdK353w8HAcOXJE7aUS1atXR82aNTWe4eLl5YXI\n", "yEj06NEDhQsXVqnvvHnzsHPnTo3Gp9xBrYJETEwMbG1ts7xfpUoVvHv3Tu2kiIjyEmdnZwD/vzDx\n", "rWnXrl26I07p+zRmzBgYGRlh0aJFePHiBVq1aoX169er/EuksgYPHowaNWqgYsWKKF68OPLnzw8T\n", "ExNYWlri4MGDWhlTU61atcLNmzcRGRkpSbzY2FhYW1tj9+7dmd6fMWMG3rx5g9WrV0syXnZevXqF\n", "evXq4cKFCxnuVatWDbNnz8aDBw8QHBycJ45zFUJg0qRJaN26dabLjIsXLw57e3uNxwkODkaDBg3U\n", "6iuTyXR+mosuGBsb4+eff0aLFi1w8uRJ1K5dW98pfXe2b9+Ofv36abRBrru7Ow4ePIjY2Fi1+j99\n", "+hTz5s3DqFGjsH37dowZM0bpvlFRUZgzZw4ePXqk1tiUu6h97Gd8fHyWR77FxcVxcxIi+m5UrVoV\n", "crn8m/zFkShV8eLF8fLlS5iYmEhyyoNCocDZs2dRrly5TGdcenp6omPHjjAxMUFMTAw+fvyImJgY\n", "xMTEoHLlyhqPr6yEhATkz59fqa/5119/hUwmw/Hjx9GnTx+Nx961axfevXuHH3/8MdP7FStWRL9+\n", "/TB//nwMGDBAa8WhuLg4uLm54fnz59meuCKTybLMNbeZNGkSFi5cCC8vL6WOtVVHSkoKLl++jGnT\n", "pmklfl5nbGys1Kk8JL2QkBDUq1dPo9fybt26YdKkSTh48KDSR9p+6cqVKyhTpgymTp2qcl8fHx8I\n", "IXgs7jdCrRkSDg4O8PT0zPSeQqGAp6en0ufZEhF9C1iMoO9Bvnz5JDtyUiaToUOHDtixYweAz7Mv\n", "v1SpUiW4uLjAyckJ7du3x++//46hQ4di4sSJOp3C3qdPH7Rr106pthYWFvjxxx9x7949ScZet24d\n", "XFxcUK5cuSzbTJkyBfHx8Vi6dKkkY34tJSUF7u7uuH37No4cOYLy5ctrZRxdioyMhJeXF2bOnKnU\n", "U9nbt28jLi5O5XHCwsIQFxen8clEHz9+xMWLFzWKkRscPnxYrb9HkpYQAiEhIUqdiJQdGxsbNGzY\n", "UO1lG+3bt8ft27dhZmamUr9Pnz7hzz//RM+ePWFpaQkAuHv3Lk6fPq1WHqR/ahUkJk6cCG9vb9jZ\n", "2WHcuHFYsWIFFi1ahOHDh8PW1hZr167FxIkTpc6ViIiIvhEymQwNGjTAxYsXsXnzZpQrVw7BwcEq\n", "xXj27JnWd2YPCgpCpUqVlG5/5swZLFiwQONxQ0NDERISggEDBmTbrkyZMhg6dChu3bqVbo8HKQgh\n", "MGrUKBw5cgS7d+9G3bp1le775MkTDB8+PFceDbp69WoUKFAAo0aNyrFtVFQU7O3tsX79epXHCQ4O\n", "hqGhIRwcHNRJM82CBQvQunVrrZ62IYRAjx49sHLlSq3EDwsLQ7t27eDr65vpfZ7OpzsRERF49+6d\n", "JA+Pe/TogYSEhGxPYMrO16cy7dixA5s3b862z65du/Dy5UuMHj067drUqVPRuXNnvHjxQq08SM/U\n", "3Q1z8+bNIn/+/EImk6X7KFCggNiyZYskO27qE0/ZICIi0q4pU6YIAAKA6NWrl/jw4YPSfVNSUkSF\n", "ChVEr169tJbf8+fPBQCxe/durY2RlYEDB4oyZcpkOPUmM8q0UceSJUsEAOHj46Ny3wcPHgiZTCbW\n", "rl2rhczUFxsbK4oVKyZGjx6tdJ9evXoJKysrkZCQoNJYvXv3FnXq1FE1xQxCQ0MFAHH8+HGNY2Vl\n", "9+7dAoAwMDAQZ86ckTy+m5ubsLW1zfS0pvXr14sKFSqIlJQUyceljPz9/QUA8fLlS41jSX1CyoAB\n", "A4S1tXWWr2kKhULUrFlTtGnTJt31169fi1KlSgknJyd+H0ks156yAQC9evXCw4cPsWzZMgwaNAiD\n", "Bg3CihUr8OjRI/Ts2VOCUgkRERF9y9q2bYtq1aph37592Lx5s0p7IBgYGGDYsGHYvn271k76CAoK\n", "AgA0bNhQK/GzEhMTgx07dqBv375K7W/wdZuLFy9i1KhROHXqlNpPnoUQuHXrFv74448cZ2lkpmLF\n", "iujQoQOWLl2aq/YV27lzJ96/f48RI0Yo3WfixIl48eIFtmzZotJY5cqVQ8eOHVXMMCN7e3tUrFgR\n", "/v7+SvdJTk7GrVu3lGqblJQET09PODs7w9HRER4eHkhMTFQ33QzOnTuHQ4cOYe7cuZme1lStWjU8\n", "evQI58+fl2xMylpISAjKli2LkiVLahxL1SV8b9++RePGjXH9+vVM7w8YMADPnj3DsWPHMr3/4sUL\n", "JCQkZFhqVbx4cWzfvh2BgYFYtGiRSjlRLqC1UkcexxkSREREuVtMTIwwNzcXI0eO1Er8cePGibJl\n", "y6rcT6FQiMePH6s9bmRkpPDw8BD//vuvWv13794trKysBABhbm4uPDw8xNmzZ1WOI5fLNXoCeuHC\n", "BQFAHDx4UO0YqW7duiXJDIHExERx8uRJlft17dpV2NjYiKSkJI1zUMfEiRNFsWLFchz/7t27Qggh\n", "Jk2aJCwtLcW7d+9yjL18+XJhYGAgbt26JZ49eyb+/vtvSXIW4vO/hYYNG4q6detm+eQ6JSVFlC1b\n", "VgwZMkSycSlrAQEBepu5NHjwYFG4cGHx6tWrLNvUrVtXuLm5ZXk/u9elSZMmCUNDQxEUFKRxrvSZ\n", "Lt4Ta1SQSEhIECdOnBC+vr5CCCE+fPiQ6VSsvIgFCSIiotxv2rRpwtTUVLx580by2I0bNxZdunRR\n", "uZ+vr68wMDAQb9++lTwnZSkUCnH58mUxdepUUa1aNSGTycS4ceNEYmKiTvNo2LChaNq0qVp9U1JS\n", "0t54eHh4CCsrKxEfHy9hdsq7fv26AKC3ZcmpyzaOHTuWZZtbt24JmUwmDhw4IF68eCHMzMzEsGHD\n", "cowdGRkptm7dKmW6afbt2ycAiH/++SfbdmPHjhXFixfX2vIjbYiIiMgVywPkcrm+UxA3btwQ586d\n", "y7bN1atXhYGBgVi2bFm27Xx8fISBgYF4+vSpynkkJSWJH3/8UdjY2Ij379+r3J8yytUFiR07dghL\n", "S0shk8mEmZmZEEKIf/75R1haWopt27ZJlqC+sCBBRESU+71580aYmpqK6dOnSxpXoVCI5s2bi9Wr\n", "V6vc9+nTpwKA8PPzkzQndaWkpIjFixcLKysr8fz58yzbzZ07V8yZM0fSsffs2SMAiJCQEJX7rlq1\n", "Sri4uIjk5GRx//59YWhoKLy8vCTNTxXt2rUT1atXl3zdvDIUCoWoWLGi6Nu3b5ZtunbtKsqVK5f2\n", "cNDLy0sYGBiIa9eu6SrNDNzd3cWvv/6aY7vLly8rVbjILeLj4wWAbP9/aNvr169Fnz59RLdu3fSW\n", "Q6r27duL+vXrZ3lfLpcLR0dHYWdnl+Msn48fP4qCBQuKGTNmqJXLo0ePxNixY1Xe84Uyl2sLEoGB\n", "gcLQ0FBYW1sLNzc3YW5uLoQQIi4uTqxYsUKYmZlpdeMdXWBBgoiIKG8YOXKkKFasWK76BbR69eqi\n", "d+/eSrVNTk4Wu3btEs7OzlqdwRAXF5fpdYVCIWbMmCEAiJkzZ0o6plwuF5UrVxYrV65Uqd/Dhw+F\n", "qalpumn8/fv3F5aWluLjx48q5/Hq1assv35l3b9/X+mlOKdPnxbPnj3TaLyv+fv7Z7mcInV2xJcb\n", "kCYlJQk7OzvRpEkTtYooT58+Fb///rtaf9+pFAqFUstGFAqFqFChgl7f4Kvi6tWraRvyqrIZrxTk\n", "crlYu3atMDc3F0WLFhXe3t56KZJ9yc/PTwAQ9+7dy3Dv0KFDws7OTshkMqULTv379xeNGjVK+/zV\n", "q1di/vz5Gn0vknpybUHC2dlZ9O3bN63CVapUqXT39+zZo1Q1NDdjQYKIiChviIyMFFevXtV3GumM\n", "GTNGWFlZZftGISYmRqxYsULY2NgIAOKXX35Ra5qyus6fPy+ePXsmJk+eLACIuXPnamUcVQtFKSkp\n", "olmzZqJ8+fIiJiYm7fqTJ0+EiYmJmD17tso59OzZU9StW1flfupQKBTCwsJC8lk72enSpYsoX758\n", "hqXTJ06cEADE9u3bM/QJDQ3N9vvz3r17olChQqJHjx46ecM7b948MXz4cK2PI4Vr166JevXqCQCS\n", "zSpSKBTixYsX2S5/v3z5ctq4vXv3Fq9fv1ZpjL1790qyp8vX4uLiRKFChcSsWbMy3Fu0aJFo1aqV\n", "uHz5stLxoqOj0y1FmTFjhjA1NdXrMrjvVa4tSFhYWKSrBn5dkEhJSRHlypXTLDM9Y0GCiIiI1PX3\n", "338LAMLCwkIsWbIk3b379++LCRMmCHNzc2FoaCjc3d1FaGioTvNTKBTC3t5eFChQQAAQixYt0un4\n", "2fH29hYAxIkTJzLcGzlypChSpIhST91TPX/+XBgbG4vFixdLmWaW7t+/LwCIgIAAnYx38+ZNIZPJ\n", "xLp16zK936lTJ9G8efN01y5evCgAiEOHDmUbe/v27XrdOyO3Gz58uDA3N5dklkTqcZwymUxYWVmJ\n", "MWPGpLu/ZcsWIZPJRK1atcT58+fT3YuMjBQrV67MsXDUuHFjrS3x8PDwEHZ2dhmKBprus5GQkCCK\n", "Fy/OTU/1JNcWJIoVK5bu868LEkJ8LlrkZSxIEBERfb/CwsI02iwuJSVFbN++XcyZM0cEBgamu7dj\n", "xw5RpEgRMWrUKBEREaFpqmqLiooSffv2FWvWrNFbDl97/PixKFiwoBg4cGCm91++fCmKFi0q9u3b\n", "p3TMKVOmiEKFCono6Gip0hR37tzJ8p6vr68AIKKioiQbLzseHh6Zzo5I9fbt23T3FAqFcHR0FDVr\n", "1lTqe7xXr17C1NQ026/5aw8ePBBPnjxRun1e9ezZM9GgQQNx+/ZtjWO1bNlSODg4iA0bNohp06Zl\n", "2Gj0+fPnYuXKlZlu/BkYGCgAZDsLITk5WZiammYokErlyJEjAoCwtbWV9JCDDRs2CJlMlulykOxc\n", "uHBB1K9fX8TGxkqWy/co1xYkfvjhB3Hx4sW0z78uSJw4cUJUqVJFs8z0jAUJIiKivCc8PFzjXeef\n", "P38uAIjdu3dLlBUJIcT//ve/HJ/Id+/eXZQtWzbbJ86qrCOPj48XFhYWYsSIEUr3ycmePXuyfYM0\n", "bNgwUblyZcnG+1JsbKxwd3dPV+R6/fq1CA4OVjpG6skX2Z3Y8aWYmBhRrlw58dtvvyk9xm+//Saq\n", "VaumdPvv3bNnz4SBgYHYsGGDWv2Tk5OFubm5mDJlSpZtbt68KQCI06dPq5tmtpKSksTw4cOFv7+/\n", "ZKePvHv3TgAQ7dq1U7nvgwcP+DouAV28JzaAGjp16oQuXbpg7969iIuLS7v+5s0b/Pnnn+jWrRu6\n", "dOmiTmgiIiIitdy7dw92dnY4cOCARnGCg4MBAA0bNpQiLfo/a9euxeDBg7Fjxw4EBwcjKioKQoh0\n", "bf78808cPHgQhQsXzjKOmZmZ0mP6+vri3bt3GDlypNp5f61169awtLTEihUrMr0fHByMn376SbLx\n", "vmRqaopLly5hx44dadeKFy+OH3/8Uan+ycnJ8PT0RMuWLdGqVSul+hQqVAhDhw6Fn58foqKicmyf\n", "mJiIAwcOqPVeQAiBAwcO4NKlSyr31ZWUlBScOnUKMTExksU8ffo08ufPj06dOqnV38jICK6urtm+\n", "9l2+fBkymQx16tRRN81sGRsbY+XKlejcuTMMDNR6i5lBjx49AABjx45VuW/FihVRp04d7N69W5Jc\n", "SIvUqWJ8+PBB1KxZU8hkMmFkZCQMDAxEgQIFhIGBgZDJZMLe3j7PT4/hDAkiIqK8p1mzZsLW1lZE\n", "RkaqHWP8+PHC2tpawqxICCFu376dtoFn6kfhwoXFsGHDtDJeSkqKsLOzEx06dJA89vTp0zPdZC8+\n", "Pl4YGRkJb29vycdMNWnSJFGsWLEcj0/8WkpKiqhataoAIK5fv65S3zdv3ojp06crtXfHgQMHBAAR\n", "Fham0hipateuLbp27apWX124d++eVo4oVWVflMzs3r1bABCPHj3K9P6QIUNE1apVNRpD1/7991+x\n", "ZMkStTdVnTt3rihYsKDGJ+x8z3LtDInChQvj/PnzGDZsGAoXLgwhBBITE2Fubo6RI0fi3LlzKFiw\n", "oEQlEyIiIiLlbNmyBXK5HL/++qtST3MzExQUxNkRWmBnZ4fHjx/j48ePuHbtGvbs2YPJkyejUaNG\n", "asULCgrC8uXLs20zf/58TJ06Va342RkyZAhSUlKwdu3adNcTEhIwYsQING/eXPIxU3Xp0gXv3r3D\n", "woULM8wwyY6BgQEaNWqEiRMnolatWiqNaWlpiRkzZsDc3DzHtv7+/qhRowaqVaum0hipunbtikOH\n", "DiExMVGt/toWHh4O4PP385dmz56NpUuXqh1Xmb/b7LRq1QomJiY4ePBgpvdDQkJQv359jcbQtXLl\n", "ymHs2LGQyWRq9e/UqRPi4uJw/PhxiTMjKcmEKq9kmRBC4M2bNwA+TxlT9xsmtwkNDYWDgwOuXLmC\n", "unXr6jsdIiIiUtK9e/fg6OgIa2trBAYGokiRIkr3TUpKQpEiRTBv3jyMHj1ai1mSpry8vODp6Yk7\n", "d+6gXLlyuH79OoKDg+Hu7g4LCwutjz9gwAAcOnQIERERyJcvn9bHSyWESJsS7+fnl6uWSSckJKBE\n", "iRKYMGGC2oWg69evw97eHqdOnUKzZs2kTVACCxcuxNy5c/Hhw4d073tGjhwJX19fPH78WKXXHCm5\n", "uLjg06dPCAwMzHDv0KFDsLCwULsAmFfVqlULNWvWTLfMiZSni/fEGi/wkclkKFGiBEqUKPHNFCOI\n", "iIgo76pcuTL+/vtvPHr0CG3atIFcLle67/Xr15GYmMgZEnnAkCFDULJkSfz8888oXLgwGjRogLFj\n", "x+LWrVs6GX/06NF4+fIl/vvf/+pkvFQymQxTpkxB4cKF0aFDB52OnZPjx48jNjYWnTt3VjtGzZo1\n", "YWFhkemb6twgPDwcdnZ2Gd73eHp6Ij4+HqtWrVI6VlJSEq5duyZZbrNmzYKXl1em99zc3L67YgTw\n", "eZbEo0ePVJpNRLqlVkHixYsX2LZtW7qNUy5evIjmzZvD3t4ey5YtkyxBIiIiIlXVrl0bR48exe+/\n", "/w4jIyOl+wkh4OrqqrWN30g6BQoUwJo1a9CiRQssWLAAQUFB+PjxI5o27H4PiQAAIABJREFUbaqT\n", "8e3s7ODr64vWrVvrZLwvzZo1C+/evYOxsbFOx7179y7s7e3x8OHDTO/b2dlhwYIFqFq1qtpjGBgY\n", "oFmzZpIWJGbPnq3WxoiZSS1IfM3KygoDBw7E0qVL8eHDB6ViBQQEoE6dOrhz544kudWvX5+vXV/5\n", "448/EBQUxAfnuZhaSzZmz56N2bNno3fv3vDx8cGHDx9QuXJlvHnzBkWLFsX79++xa9cudO3aVRs5\n", "6wSXbBARERGRst68eYO//voLXbt21Xg/gNwqISEBZcqUQd++fbF48WKtjePt7Y2RI0fi/fv3kuxL\n", "l/pm9MmTJyhbtqzacYQQKFKkCCZPngxPT88M958/f44KFSpgypQpmDJlSo7x/vOf/yAiIgKhoaFq\n", "50SkTbl2ycbRo0exdetW+Pj4AAB27NiBN2/eYO3atXj37h3Wrl0Lb29vSRMlIiIi0kRycjIUCoW+\n", "06Bv1Pnz5zF48GDExcXpOxWtKVCgAPr06YNNmzYhISFBa+O0bdsWO3fuhKGhoSTxVq9eDQA5boKa\n", "k8TERPznP//JculD6iwJLy8vvH//PttYb9++xeHDh9GzZ0+NclLGlClTcPLkSa2PQ6QOtQoST548\n", "Qffu3dM+37t3L6ytrdG/f38AQJ8+fbKcykVERESka0IIdOvWDcOHD+daYpKcQqHAiRMnUKZMGVhb\n", "W+s7Ha0aPHgwoqOjtbp3hrW1NTp37oz8+fNLEm/IkCH4448/sG7duhwLBdkpUKAAtmzZAkdHxyzb\n", "eHp6onbt2jkWbP773/9CCJHuPZUU3r9/j6ZNm+Lvv/8G8LmIsnDhQty/f1/ScfKaJ0+e4NGjR/pO\n", "gzKhVkHiy6cLHz58wLlz59CxY8e06VBGRkZ8AkFERES5hkwmg7OzM7y9vbFgwYJM29y7dw9nz55l\n", "wYJUlvq99dNPP+k7Fa2rWLEinJ2dsXr16rR/K3FxcWjTpo2kGzRKbfjw4UhKSspwVKvUrKyscOrU\n", "KZQuXTrbdlu3boWLiwtKlCgh6fhFihTB06dPsW/fPgCfN+qVy+WoV6+epOPkNS1btsScOXP0nQZl\n", "Qq2ChLm5OcLCwgAA27ZtQ3JyMv7zn/+k3Y+KikKBAgWkyZCIiIhIAv3798f06dPxxx9/YNu2bRnu\n", "b9iwAe7u7tz8jFTWokULAPguChIAMHToUFy5cgWXL18G8HlzxiNHjsDMzEzPmWWtVKlSGDt2rE6O\n", "5MzpNSQ8PByXL1/G77//rpWx27Vrh4MHD0KhUCAkJATGxsaoWbOm5GPlJR07dsT+/fuRnJys71To\n", "K2oVJNzd3dGyZUt06tQJ48ePR9WqVdOmLr169QrDhw+Hvb29pIkSERERaWr69Ono27cv+vbtmzal\n", "OVVQUBCP+yS1DBw4EM2aNYObm5u+U9EJZ2dnODk54e3btwAAf39/ODg4oGLFipKNkZiYiN69e+PE\n", "iRMaxZk3bx4uXLiQ9ufBgwerHevcuXN48uSJSn1OnTqF/fv3p7tmYWGB+fPna+37pV27dnj+/Hla\n", "0ahWrVrIly+fVsbKKzp16oTo6GicOnVK36nQV9QqSIwdOxbNmzdHQEAAKlasiB07dgAA5HI5Spcu\n", "DT8/P3Tq1EnSRImIiIg0JZPJsGbNGrRs2RIdO3bE1atXAQBJSUkICQlhQYLUYm5ujlOnTqFKlSr6\n", "TkUnDA0NceLECbi4uCA2NhZHjhxBly5dJB0jf/78OH36NA4dOqR2jMTEREybNg03b96UJKcuXbpg\n", "w4YNKvXZvHkzunfvjuDg4LRrJUqUwMSJE7VWJGjSpAnMzc1x4MABhISEfPfLNQDA3t4eFStWxJ49\n", "e/SdCn1FrYJE/vz5sX37dsTHxyMsLCztvNvUvSMUCoXkG7QQERERScHY2Bj+/v5o1qxZ2p5X169f\n", "R2JiIgsSRCo6cuQIEhIS0LlzZ8ljt2jRQqMn2jdv3kRKSookxxW+f/8eL1++hJ2dnUr91q1bBwcH\n", "B7Rt21ZnmyoaGRnB1dUVO3fuRHh4OOrXr6+TcXMzmUyGTp06Yd++fZDL5fpOh76gVkFCGdu3b9dW\n", "aCIiIiKNFCxYEIcOHYKDgwMAIDg4GCYmJlo7Z53oW+Xv74/69evD1tZW8tgtWrTAzZs38fr1a7X6\n", "h4aGwtDQMMP+CYcOHVL5uM3w8HAAULkgkT9/fuzfvx9FihSBq6sroqOjVeqvrnbt2iE2NhZ79uyB\n", "q6urTsbM7Tp16oSoqCicPXtW36nQF7RWkBg/fry2QhMRERFJKigoCHXr1v3u11kTqSIlJQXnz5/X\n", "2hve5s2bAwBOnz6tVv/Q0FBUq1Ytw2b7CoUC27ZtQ1BQkNKxwsPDIZPJ1FqWY2lpiYCAAERERKBY\n", "sWK4ePGiyjFU1b59e7x8+RIdOnRAqVKltD5eXuDg4ICZM2eiXLly+k6FvmCkTKMtW7bg48ePGDFi\n", "BIDPLw7Z7R4rhMC7d++kyZCIiIhIy1xcXHi6BpGKDAwMsGHDBjg5OWklvpWVFapUqYJTp06ptUfF\n", "1atXM5315ObmhipVqmDx4sXYu3evUrHCw8NhY2Oj9kmClSpVwokTJzB+/HhYW1urFUMVRkZKvc37\n", "rshkMkybNk3fadBXlPpOHTlyJOLi4jBo0CCYmJjgzJkzOfbhD3UiIiLKK3777Td9p0CU58hkMq2f\n", "LNKiRQu1ZkgkJyfjxo0b8PDwyHDPwMAA48aNw4ABA3Dv3j1Urlw5x3jh4eEqL9f4WuPGjfG///1P\n", "oxhE3xqllmzs3r0b/v7+MDExAQCULFkybfPKrD5KlCih1cSJiIiIiOjbNm3aNLWWOAgh4O/vj7Zt\n", "22Z638PDAyVKlICXl5dS8Ro3bowOHTqonAcRZU+pGRItW7ZM97mzs3OOfZRpQ0RERERElBV19z8w\n", "MTHJshgBfN5scuTIkZg5cyZmzZqFkiVLZhtv0qRJauVBRNlTa1PLzZs359jGx8dHndBERERERERa\n", "N2jQIFSrVg0RERH6ToXou6W1UzZsbGwkiePj4wMDAwPMnDlTknhERERERJS3KBQKCCEkjWlubo7Q\n", "0FD8+OOPksYlIuUptWRj69atKm1SKYRAfHy82kmlio6OxuTJkwFkvknm+vXrsXbtWiQnJyMlJQVW\n", "VlaYMmUKmjZtmqHtpk2bsGLFCgCAXC5Hr169MG7cOG6+SURERESUi4WEhMDFxQXBwcGoWLFiju1T\n", "UlLQt29fDB06FPXr19d4/KtXryIlJQX16tXTOBYRpadUQaJ3794qB5bijf7UqVPh6OiIAwcOZLi3\n", "cuVKjB49GgcOHECbNm0ghICnpydatWqFCxcuwMHBIa3t6tWrMX78eJw7dw4ODg54/PgxGjZsiKio\n", "KCxcuFDjPImIiIiISDsqVaqEd+/e4dSpU0oVJO7fv4+tW7dKdnrOggUL8OrVK7VO+yCi7ClVkChc\n", "uDBWrFih0jSpUaNGqZ0UANy4cQN79+7F0aNHMy1I7NixAzVr1kSbNm0AfC6ATJo0CUuWLMGePXvS\n", "ChIxMTH4448/0Lt377Rrtra2GD16NKZMmYJBgwbB1tZWo1yJiIiIiEg7ihQpAgcHBwQGBqJfv345\n", "tr969SoAoE6dOkrFj4uLw6pVq9C+fXtUrVo1w/3w8HA0btxYtaSJSClKFSQKFCiAnj17qhR44sSJ\n", "aiWUasSIEZg9ezaKFCmS6X0jIyPExsamu5aUlJR2L9WxY8cQExMDJyendG1btGiBlJQU/PXXXxg3\n", "bpxGuRIRERERkfa0aNECW7ZsgRAix5nYoaGhsLGxQbFixZSKbWxsjGXLluH58+dYuXJlunspKSm4\n", "d++eUoUQIlKdUpta3r17V+XA9+/fV7lPKj8/P8TGxqJv375ZtpkyZQoeP36M9evXQwiBxMRETJo0\n", "CeXKlcOQIUPS2l27dg0AMkzvSv38xo0baudJRERERETa16JFC7x69Qp37tzJsW1oaCjq1q2rdGwT\n", "ExP07dsXW7duzfDA8/Hjx/j06RPs7OxUzpmIcqZUQaJw4cIqB3Z3d1e5DwDEx8fD09MTq1atyrad\n", "i4sL9u7di7lz58LS0hIWFha4d+8e/v77b5QuXTqt3Zs3bwBk/BpSP0+9T0REREREuVPjxo1hbGyM\n", "wMDAbNsJIVQuSADAgAEDEBMTg127dqW7Hh4eDgAsSBBpiVJLNp48eaJSUCEELl68qFZC8+fPh6Oj\n", "Ixo2bJhtO29vb4wePRqbNm2Cu7s7UlJSsGTJEtSvXx/+/v5o1aqVWuMTEREREVHuUrBgQTRv3jzH\n", "h4kRERF4//69ygUJGxsbtG7dGmvWrEG/fv3SloWEh4fDzMwMZcqUUTt3IsqaUgUJGxsbyGQylTa1\n", "VOeUjcePH2Pt2rW4fv16hntfjh0dHY0xY8bA1dUVPXr0APB534iJEyfCz88Pffv2xbNnzwAAlpaW\n", "AICPHz+mi5f6efHixbPNadSoUShatGi6a927d0f37t1V/OqIiIiIiEhdx44dy/E9hpWVFc6dO4da\n", "tWqpHH/IkCFwdXXFpUuX8OOPPwL4PDNixIgRkpwgSJSb7dq1K8MMoffv32t9XKUKEvnz50fXrl1V\n", "Kkj4+/urnMzJkydRsGBBuLq6pl1L3ahy7dq12L9/P6pWrYrRo0cjKSkJVapUyRCjcuXKuH79OqKi\n", "omBpaZm2u+6jR49Qu3bttHaPHj0CgHTXMrN8+XKVK6xERERERCQtZYoC+fLlQ5MmTdSK36pVK9jY\n", "2ODw4cNpBQk3Nze4ubmpFY8oL8nsoXtoaGjaSZXaolRBokiRIti8ebNKgY8fP65yMv369cuwg+2/\n", "//4LW1tbDB48GNOmTQPweSrWl//9UkREBAoUKJB2OoeLiwvMzMxw4sQJdOjQIa3dyZMnYWhoiI4d\n", "O6qcJxERERERfVsMDQ1x8eLFHGdQE5F0lNrUUtViBABs2bJF5T6ZSZ2V8eXsDBsbG3To0AF//fUX\n", "/vnnn7TrmzdvxuXLlzF06FAYGxsDAAoVKoT58+djy5YtCA0NBfB5acjy5csxZswY2NjYSJInERER\n", "ERFp37Vr1zBw4EAoFArJY5coUYLLM4h0SKmChLOzs8qBDxw4oHKfL0VHR8PW1haOjo6QyWRYvnw5\n", "bG1tsXHjRgDAzp07sWDBAkyYMAE1atRAjRo14OPjg02bNmHhwoXpYg0ZMgR//vknevXqhdq1a8PV\n", "1RVjxozJ0I6IiIiIiHK32NhYrFu3LsND0xcvXsDZ2Rm3b9+WZJx///0XR44cQXJysiTxiCgjmVBl\n", "YwgVlC5dGi9evNBGaJ1IXS9z5coV7iFBRERERJSLeHh44O+//8a9e/fSNqA/fPgw3Nzc8O+//6Jc\n", "uXIaxX/69Cm8vLzg7e2N+Ph4GBkptdKd6Juii/fESs2Q6NevH/7zn//8/04GBjA0NMzyw8DAAK9f\n", "v9ZKwkRERERE9H1btGgREhISMH369LRroaGhsLCwQNmyZTWO37ZtW6xYsQKVKlViMYJIi5T613Xs\n", "2DHExMQgOTkZxsbGMDIyQqNGjbLtExQUJEmCREREREREX7KyssK0adMwadIk9OvXDzVr1kRoaCjq\n", "1q0ryR4Q/fv3x9ChQ2FnZydBtkSUFaUKEleuXMGnT5/SNoq0sLDA6dOns+1TunRpjZMjIiIiIiLK\n", "zMiRI7Fx40YMHz4cp06dQmhoKNzd3SWJ7eHhgYkTJ6JWrVqSxCOizClVkChZsmS6z2fNmpVjn9mz\n", "Z6uXERERERERUQ5MTEywatUqnD9/Hi9fvsTTp08lW+deuHBhhIaGolSpUpLEI6LMKbWHRL169dJ9\n", "3r9//xz7+Pn5qZcRERERERGREn799VfMnDkTN2/eBADUqVNHstg//PADChUqJFk8IspIqYJEZGSk\n", "yoFv3bqlch8iIiIiIiJVOTk54datW6hYsaK+UyEiFSi1ZOPVq1cwNDTUdi5EREREREQqMzQ0RPXq\n", "1fWdBhGpSOkzbIQQKFWqFExMTJRqr86sCiIiIiIiIiL6Pih9ysbMmTMREhKCMWPGYMCAAcifP3+2\n", "fXjKBhERERERERFlRak9JOrUqYP9+/fj0KFDCAwMRIUKFbBs2TIkJiZm2cfZ2VmyJImIiIiIiIjo\n", "26JUQSJVamHiyJEjOHPmDGxtbbFkyRLEx8dnaLt582bJkiQiIiIiIiKib4tKBYlUqYWJgIAAnD9/\n", "HjY2Nli4cCHi4uKkzo+IiIiIiIiIvkFqFSRSpRYmjh8/jqCgINjY2GDevHlS5UZERERERERE3yiN\n", "ChKpnjx5gidPnuDt27eYOnUqFAqFFGGJiIiIiIiI6BulUUHiwIEDqFu3Ljp06IBr166hcuXK2Lp1\n", "KwwMJKlzEBEREREREdE3SqljP7924MABzJw5E9euXQMA2NnZYcqUKejWrRtkMpmkCRIRERERERHR\n", "t0elgsTXhYgaNWpgypQp6Ny5MwsRRERERERERKQ0pdZWfL00o1atWti9ezdu3LiBLl26ZFqMaNmy\n", "peTJEhEREREREdG3QakZEh06dADw+VSNadOmoV27djn2uXnzpmaZEREREREREdE3S6UlG1evXk0r\n", "TuSESziIiIiIiIiIKCtKFSQsLS1x+fJlCCGUDtygQQO1kyIiIiIiIiKib5tSBQlDQ0OUL19epcDm\n", "5uZqJURERERERERE3z6lNrWMiIhQOfDdu3dV7kNERERERERE3welChL58uXTdh5ERERERERE9B1R\n", "qiBBRERERERERCQlFiSIiIiIiIiISOdYkCAiIiIiIiIinWNBgoiIiIiIiIh0jgUJIiIiIiIiItI5\n", "FiSIiIiIiIiISOdYkCAiIiIiIiIinWNBgoiIiIiIiIh0jgUJIiIiIiIiItI5FiSIiIiIiIiISOdY\n", "kCAiIiIiIiIinWNBgoiIiIiIiIh0jgUJIiIiIiIiItI5FiSIiIiIiIiISOdYkCAiIiIiIiIinWNB\n", "goiIiIiIiIh0jgUJIiIiIiIiItI5FiSIiIiIiIiISOdYkCAiIiIiIiIinWNBgoiIiIiIiIh0jgUJ\n", "IiIiIiIiItI5FiSIiIiIiIiISOdYkCAiIiIiIiIinWNBgoiIiIiIiIh0jgUJIiIiIiIiItI5FiSI\n", "iIiIiIiISOdYkCAiIiIiIiIinWNBgoiIiIiIiIh0jgUJIiIiIiIiItI5FiSIiIiIiIiISOdyfUHC\n", "x8cHBgYGmDlzpr5TISIiIiIiIiKJGOk7gexER0dj8uTJAACZTJbunoGBAWrXrp2hz6tXrxAXF4cP\n", "Hz6ku75p0yasWLECACCXy9GrVy+MGzcuQ1wiIiIiIiIi0r5cXZCYOnUqHB0dceDAgQz3ZDIZrl69\n", "muF627ZtUa5cuXTXVq9ejfHjx+PcuXNwcHDA48eP0bBhQ0RFRWHhwoVay5+IiIiIiIiIMpdrl2zc\n", "uHEDe/fuxYwZMzK97+vrm+Ha06dPcfToUQwePDjtWkxMDP744w/07t0bDg4OAABbW1uMHj0aS5cu\n", "xePHj7WSPxERERERERFlLdcWJEaMGIHZs2ejSJEimd53d3fPcG3Dhg1o2LAhqlevnnbt2LFjiImJ\n", "gZOTU7q2LVq0QEpKCv766y9pEyciIiIiIiKiHOXKgoSfnx9iY2PRt29fpfukpKRg48aN6WZHAMC1\n", "a9cAABUrVkx3PfXzGzduaJgtEREREREREakq1+0hER8fD09PT+zatUulfof/H3v3HdfUvf4B/JMw\n", "BVkCQQQBZclQXFVAFHAUt3HVWnsd1bY/bWuttt722nVrvdartbTW0XrrddSqdcVt60RFxAEqQ2Vj\n", "VTAQQPbO7w9eySVkkJxseN6vV//w5JyTb2gIOc95xsmTqK+vx4wZMyS2FxUVAQBsbW0ltov+LXqc\n", "EEIIIYQQQgghumNwGRJr167F8OHDERYWptJxP/30ExYuXAgzMzMtrYwQQgghhBBCCCGaYlAZErm5\n", "udi2bRvu3bsn9ZhQKJR7XH5+Ps6fP48tW7ZIPebk5AQAKC8vl9gu+rezs7PCNS1btgz29vYS22bP\n", "no3Zs2crPI4QQgghhBBCCDEG+/btk6pSKCsr0/rzGlRA4sKFC7C2tsaECRPE2+rr6wEA27ZtA4/H\n", "Q58+faR+UNu3b8eYMWPg5eUldc4BAwYAAHJychASEiLenpOTAwAS22SJjY3FwIEDGb0eQgghhBBC\n", "CCHE0Mm66Z6UlCSeVKktBhWQWLRoERYtWiSxLT8/H7169cLixYvx+eefSx3T2NiI//73v/jpp59k\n", "nnPcuHGwsbHB+fPnMXXqVPH2CxcuwMTEBNOnT9fsiyCEEEIIIYQQQki7DK6HRFuiUg15JRvHjx+H\n", "qampRFZFa127dsXatWuxc+dOJCUlAWgpDYmNjcXy5ctlZlUQQgghhBBCCCFEuwwqQ6K10tJSDBw4\n", "EI2NjWCxWIiNjcXOnTvx6aefSowD/fnnn/H222+DxWLJPdeSJUvQpUsXzJ8/HywWCw0NDVi+fDk+\n", "+ugjXbwUQgghhBBCCCGEtGGwAQkHBwfk5ua2u9/Zs2eVOt+CBQuwYMECdZdFCCGEEEIIIYQQDTD4\n", "kg1CCCGEEEIIIYR0PBSQIIQQQgghhBBCiM5RQIIQQgghhBBCCCE6RwEJQgghhBBCCCGE6BwFJAgh\n", "hBBCCCGEEKJzFJAghBBCCCGEEEKIzlFAghBCCCGEEEIIITpHAQlCCCGEEEIIIYToHAUkCCGEEEII\n", "IYQQonMUkCCEEEIIIYQQQojOUUCCEEIIIYQQQgghOkcBCUIIIURFAoEAAoFA38sghBBCCDFqFJAg\n", "hBBClMTn8xEeHo6+ffuib9++CA8PB5/P1/eyCCGEEEKMkqm+F0AIIYQYCy6Xi4SEBPG/CwoKMHXq\n", "VMTHx+txVYQQQgghxokyJAghhBAlCAQC5OXlSW3Pzc2l8g1CCCGEEAYoIEEIIYQQQgghhBCdo4AE\n", "IYQQogRHR0d4eXlJbe/VqxccHR11vyBCCCGEECNHAQlCCCFESTweTyIoERoaiqNHj+pvQYQQQggh\n", "RowCEoQQQoyCIYza5HA4GDVqFOzs7AAAq1evBofD0euaCCGEEEKMFQUkCCGEGDRDG7WZlpaGSZMm\n", "oUePHvjjjz/0tg5CCCGEEGNHAQlCCCEGTTRqs6CgAAUFBUhISMDUqVP1shahUIj09HQEBQUhJiYG\n", "Z8+e1cs6CCGEEEI6AgpIEEIIMViGNmrz2bNnKC8vFwckUlNT8fTpU52vgxBCCCGkI6CABCGEEKKk\n", "9PR0AEBgYCBGjx4NFotFZRuEEEIIIQxRQIIQQojBMrRRm2lpabC0tISXlxccHR0xZMgQCkgQQggh\n", "hDBEAQlCdMwQJgUQYkx4PB7Cw8PBZrf8yXJ2dtbbqM309HT06dMHJiYmAICYmBicO3cOTU1NelkP\n", "IYQQQogxo4AEITpiaJMCCDEWHA4H58+fR3NzMzw8PFBfXw97e3u9rCU9PR2BgYHif48dOxalpaW4\n", "deuWXtZDCCGEEGLMKCBBiI4Y0qQAQoxNdnY2AODjjz/GixcvcOHCBZ2vofWEDZGXXnoJ9vb2NG2D\n", "EEIIIYQBCkgQogOGNimAEGOTkZEBAJg+fTp8fHxw5MgRna/h+fPnKC0tlciQMDU1xZgxY5TqI0Hl\n", "WoQQQgghkiggQQghxOBlZGTAzs4Ozs7OmD59Ong8HhobG3W6hrS0NACQCEgALX0kbt68iZKSEpnH\n", "UbkWIYQQQohsFJAgRAcMbVIAIcYmMzMTfn5+YLFYmD59OoqLi3H16lWdriE9PR3m5ubo3bu3xPaY\n", "mBg0Nzfj/PnzMo+jci1CCCGEENkoIEGIjogmBVhaWgIAXFxc9DYpwNBQKjtpT0ZGBnx9fQEAgwcP\n", "Rs+ePXH48GGdrkE0YcPU1FRiu7u7O4KCgmSWbVC5FiGEEEKIfBSQIERHOBwO4uPj4e3tDQCws7MD\n", "h8PR86r0i1LZibIyMjLg5+cHAGCxWJg2bRqOHj2K5uZmtc6rSjCs7YSN1saOHYuzZ89CKBSqtR5C\n", "CCGEkM6EAhKE6FBzczNyc3MRFhaGjIwMPHv2TN9L0itKZSfKePHiBfh8vjggAbQ0t3z27BkSExMZ\n", "nZNJMExRQCImJgbPnj0T95kQkVeuZW1tTeVahBBCCOn0KCBBiA49e/YM1dXVWLRoEQDg8uXL+l2Q\n", "Himbyk7lHCQzMxMAxCUbABAeHg4XFxfGZRuqBsP4fD6Ki4vlBiSGDx+OLl26yBz/uWTJEgBA165d\n", "4erqCg6Hg7/++gt37txhtHZl0e8OIYQQQgwdBSQI0SHRhVVERAQCAwM7dUBCnsrKSggEAirn6MBU\n", "vVCWFZAwMTEBl8vF4cOHVS6TYNLXIT09HYD0hA0RS0tLREVFSfWRyMrKwrvvvovJkycjJycHKSkp\n", "yM/PR79+/TB16lStvKfpd4cQQgghxoICEoToUEZGBkxMTNCrVy9ERUV1yICEsheb8lLZKysrERIS\n", "gr59+1I5RwfD9EI5IyMDLi4usLOzk9g+ffp05OXl4e7du9paslh6ejrMzMzg4+Mjd5+YmBhcuXIF\n", "VVVVAICqqipMnToVHA4Hu3fvhrOzMxwdHWFpaYkjR46gvr4eM2fORENDg0bXSqVQhBBCCDEWFJAg\n", "RIcyMjLQq1cvmJmZITo6GpmZmXj69Km+l6URTC42eTweBg8eDACwt7dHeHg40tPTsWLFChQXF0vt\n", "T5MJjBvTC+XWEzZai4qKgoODg8plG0zG8Kanp8PPzw9mZmZyzzt27FjU19fjxIkTKC4uxqJFi5Cb\n", "m4ujR49KBVPc3d1x+PBhJCQkYPny5Rorr6CpHoQQQggxJhSQIESHWk8KGDFiBAD99pHQZI05k4tN\n", "DoeDRYsWgc1m4/bt24iPj0efPn3wwQcfwMXFRSPrIoZBnQvlzMxMiYaWImZmZpgyZQqjPhI8Hg/W\n", "1tawsLAAAHh5eSkcw5uWlia3XEPE3t4e5ubmWLhwIby9vbF//37K1kRVAAAgAElEQVTExsYiKChI\n", "5v7Dhg3DmjVr8OOPP8Lb25vKKwghhBDS6VBAghAdan1hxeFwEBQUpJeAhKZrzNW52Dxx4gRGjBgh\n", "HocKMLuDTTomoVAoEchra/r06Xj48KG4x4OyqqqqUFVVhS1btiAmJgbu7u4Kx/AqmrAhMnXqVNTX\n", "16O6uhrl5eUAgP/+978KjxEFQV68eKGR8gp5vztubm70u0MIIYQQg0MBCUJ0pLGxEdnZ2RIXVtHR\n", "0bh06ZLO16KNGnNVGwsCLReF58+fx6RJk6Qe4/F4CA8Ph6urK2xtbQEA69atU2uNRH+YBpmKiorw\n", "4sULmSUbADB69Gh07dpV5SyJo0ePwsLCAq+88gpmzpyJ69evo6ioSOa+xcXF4PP5CgMSTIJy2iqv\n", "4PF4cHV1BZvNhouLC0xNTdGjRw/G5yOEEEII0RYKSBCiI3l5eWhsbJS4sIqKikJ2djb++usvna1D\n", "GxdB3bp1k9mYr72LzfPnz6Ourk5mQILD4SA+Ph4pKSl48OABvLy8sGHDBkbrI4aBx+OhR48eYLFY\n", "MDExAYfDUVgmAfxvwoa8DAlLS0tMnDgRv//+u0rv3yNHjuDll19G165dMXHiRAiFQpw6dUrmvg8e\n", "PAAAuaUXhobD4aBr1654/fXXkZaWhl27duH48eM4efKkvpdGCCGEECKBAhKE6IisC6vIyEgAQFxc\n", "nF7WpCk7duyAQCCAr6+vOAARFBTU7sXmiRMn4O/vL/fuN9ByZ71Hjx5Ys2YNjh07hmvXrml07UR3\n", "TExM8OLFCyxbtgxz586Fg4ODwjIJoKXvCovFkijpaY3P5yMpKQmpqakIDAxUqvyooKAA169fx7Rp\n", "0wAALi4uCA0NxbFjx2Tun56eDhMTk3bfp6pmgMg7xsTERK3yiqysLGRmZmLq1KlwdHTE7NmzERMT\n", "gyVLlqCyspLxeQkhhBBCNI0CEoToSEZGBiwtLeHu7i7e5uTkhL59++q0bEPeRZCjoyOji6DU1FS8\n", "9957eOutt5CRkYGHDx/C29sbAwYMUHix2dzcjJMnT8rMjpDl1VdfxcCBA/HRRx8xKg8h+vf9999D\n", "KBTiH//4B6Kjo/Ho0SOUlJQoPCYjIwM9e/ZEly5dZD7O5XKRkZEBoCU4oUz50bFjx8BmsyXee1Om\n", "TMGff/6Jmpoaqf3T0tLg6+sLc3NzhedtXWbk6uqK8PDwdoNybY/x8PDAkydP8Oeffyo8TpEzZ87A\n", "zMwMo0aNAgCwWCxs3boVxcXF+OyzzxiflxBCCCFE0yggQYiOZGRkwMfHB2y25K9dVFSUzhtb8ng8\n", "+Pv7A2hJ77a1tUVOTo7K2QdVVVWYNWsWvL29ERsbC6AlyLJw4UIcPnxY3NhPltu3b+P58+dKByTY\n", "bDbWrVuHGzdutHuRRwxPeXk5Nm3ahLfffhtOTk4ICwsDANy4cUPhcfImbADMy4+OHDmCqKgoiQDc\n", "lClTUF1djfPnz0vtr0xDS0CyzCglJQXx8fHtZoC0PSY3NxcxMTGYM2cOnjx50u5zynLmzBmMGDEC\n", "NjY24m29evXCV199hR9++AG3bt3S6IQdQgghhBCmKCBBiBpU+VIvb1JAVFQUcnJy8PjxY00vTy4O\n", "h4M5c+bAwcEBaWlpePbsGYYMGYJx48bh+vXrABS/NtFjS5cuRV5eHn7//XeJO9h/+9vfUFtbi0OH\n", "Dsldw4kTJ+Dg4IDw8HCl1z169Gi8/PLL+OSTT2T2rCCGa8uWLaiursaHH34IAPD29oaTkxMSEhIU\n", "HpeRkaGwVEJVJSUluHTpkrhcQ6RPnz7w8/OTWbahbEBChEm2kegYNpuNX3/9FZaWlpg1a5bK7/Oa\n", "mhpcunQJ48aNk3ps2bJlCAwMRFRUlMYm7BBCCCGEqIMCEoQwwGRsprw7vaI+ErrOkkhJSUFISAic\n", "nJxgbW2NkydPYuDAgXj55ZfFr6vta2v9un18fLBjxw588803CAgIkDi3u7s7Ro8ejZ07d8p9/hMn\n", "TmD8+PEwNTVVad3r1q1DZmYmfvnlF5VfM9GP6upqbNy4EQsWLBBPe2CxWAgLC1MYkGhubkZWVpbc\n", "DAl55UceHh5yAwInT55EY2MjuFyu1GOTJ0/GiRMn0NzcLN5WWlqKgoICnTa0dHJywoEDB3Dz5k38\n", "4x//UCnwefnyZdTW1mL8+PFSj5mamoLNZqO6ulqjE3YIIYQQQpiigAQhDKg6NrOmpgaPHz+WeWHl\n", "6OiIfv366SUg0bdvX/G/ra2tcerUKbDZbKSmpsp8ba1fd1lZGQBg//79Ms8/f/58XL16FVlZWVKP\n", "PX78GPfu3cPkyZNVXnf//v0xZ84cfPnll8jPz6e0cyOwfft2lJSU4O9//7vE9rCwMCQmJqKpqUnm\n", "cU+fPkVNTY3cgAQg2YNBVB4h6p0gy5EjRxAWFiZzDOaUKVPA5/ORmJgo3iaasKFKhoQmhIeH49NP\n", "P8WGDRvg6+urdODz9OnT8PT0RJ8+faQeEwgEMkebqjtmlBBCCCGEKQpIEKIiJnXr2dnZEAqFclPP\n", "dd1Hora2FpmZmRIBCQCoq6uDtbW11P7JycmYPHky7t69K/WYvNfN5XJha2uL3bt3Sz128uRJmJqa\n", "IiYmhtH6ly1bBj6fj+DgYEo7N3B1dXVYv3495syZg169ekk8FhYWhsrKSqSlpck8VtSsUlHJRuse\n", "DOnp6Vi6dCl+/PFHFBcXS+1bWVmJP/74Q6pco/V6nJ2dJco20tLSwGazFQZFtOWPP/4A8L8sjfYC\n", "n0KhEKdPn8b48ePBYrF0tUxCCCGEEMYoIEGIDsga+dladHQ0cnNzkZ+fr5P1PHjwAE1NTVIBCQAy\n", "L2SamppQWFgo9062LFZWVpg1axZ27dolkQIPAMePH0dkZCTs7OxUXzyA9957D0KhEJWVlZR2bqBE\n", "ZQa7d+/Gs2fP8Mknn0jt89JLL8HExERu2UZmZiZMTU1llmW0JerB8OmnnwIAvv76a6l9zp49i9ra\n", "WrnvFRMTE0ycOFEiIJGeng5vb29YWlq2uwZNYhL4zMzMRE5Ojsz+EQCz0aSEEEIIIdpEAQlCVMTk\n", "S31GRgbs7Ozg7Ows8/ERI0aAxWLpLEsiJSUFAKTq4uW9tsGDB+PmzZsYNGiQ1GOKXvf8+fPx+PFj\n", "iddVUVGBS5cuKT1doy2mkxWIbrTtr/Lee+9hwoQJMksIrK2t0a9fP7kBiYyMDPTu3RtmZmZKP7+z\n", "szP+/ve/Y8uWLcjJyZF47OjRowgJCYG3t7fc4ydPnoyHDx+KszNUbWipT2fOnIG5uTlGjhwpdx9R\n", "iYuDgwMAYNCgQTS1hhBCCCF6QwEJQhjg8XjiL/QsFgvh4eEKv9SLJgXIS6Pu1q2bTvtIpKSkoFev\n", "XhJjAUVa1+S7urpKvDZFj8kSFhYGX19fieaW586dQ319PeOAREfSEUcvtu2vUldXp3CCjKLGlkwn\n", "bCxbtgzOzs5YtWqVeFtdXR1Onjwpt1xDZMyYMbC0tMTx48cBtAQkdNnQUkRecNDd3V1uAPD06dOI\n", "jIyUWXYlIipxEY1bXbZsWbujSQkhhBBCtIUCEoQw4OzsDFNTU7z00ksQCoXYunWrwi/18kZ+tqbL\n", "PhJtG1q21romPyUlBfHx8eLXpugxWVgsFubPn4/Dhw+joqICQMt0jcDAQPTu3ZvR2vWZdq6pAAKT\n", "KS3GQF72SlFRkdyfW1hYGDIyMmQ+Lm8yTXusrKywevVq7N+/H7du3QIAXLx4EeXl5e0GJKytrTFm\n", "zBgcO3YML168wJMnT/SWIdE6AOji4gI2my3397aqqgpxcXEyp2vI4ufnh759++q8mS4hhBBCSGsU\n", "kCCEgby8PBQVFWHlypUwNzdv90u9MhdW0dHRyMvLQ3JysgZXKpuigISIqCZf1cfa+tvf/oaamhoc\n", "OnQITU1NOHXqlNrZEaILte7duwMAvL29tZp2rukAgqpTWjqysLAwABDfsRdpaGhATk4O42aS8+bN\n", "Q1BQEFauXIni4mL89ttv8PX1VSrbYcqUKbh+/TquXLkCQPcTNkRaBwDT0tKwbt067Ny5U1xy1dql\n", "S5dQV1cnt3+ELLpupksIIYQQ0hYFJAhhQDQWMDIyEqGhobh06ZLcfV+8eIHnz58rvLDi8/lYs2YN\n", "AGDkyJFavWNeUlKCZ8+etRuQ0JSePXti9OjR2L59O86dO4eioiK1AxKiC7XU1FT0798foaGhWk07\n", "12QAoSP3wGCSvdK7d29wOBypso28vDw0NjYyKtkAWhpUfvLJJ7h8+TL8/f2xd+9eVFVVyRx72dbE\n", "iRMhFArFv5P+/v6M1qApogDg0qVL4ePjg6VLl0IoFErsc+bMGfTu3VulAE5UVBSys7Px119/aXrJ\n", "hBBCCCFKoYAEIVA9Ff/GjRvo3bs3nJ2dER0djbi4OKlJEiKiCRuKLqy4XK44tbysrEyrd8xFd1d1\n", "FZDg8/nIzc0VvyZTU1PG5RptOTo6YtSoUYiLi5O6QNOUjhxA0AZR9oqlpSXMzc3b7TPCYrFk9pFo\n", "bzKNMjZv3gygJQgnFArx7NkzpX6vWCwWrK2tkZiYCBMTE4wePdogSmrMzc3x/fff4/Llyzh8+LB4\n", "u2jc57hx41Qa9zlixAgAQFxcnMbXSgghhBCiDIMPSPz0009gs9n45z//qe+lkA6IaSp+YmIihg4d\n", "CqCl1KK0tBT37t2TuW97AQldX/CmpKTA3Nyc8Z1nVXG5XGRlZQEAamtr0djYiBkzZmjs/JGRkXjy\n", "5InMnyETbYNTz549Q2lpqUbODXT80YscDgfXrl1D165d8c4777TbZwRoKdu4efOmxFjZjIwMdOnS\n", "BW5ubozWoc7vFZfLRWVlJYCWkbeGVFIzduxYTJo0CStWrEB1dTUA4NGjR8jLy1O6f4SIk5MT9ZEg\n", "hBBCiF4ZdECitLRU3CVd1l2f2tparF69GoMHD8bAgQPh5eWFqKgonD9/XmrfHTt2ICQkBCEhIQgK\n", "CsL69eu1dkeVGA8mqfj19fVITk4WByRCQ0NhaWkpt2wjIyMDLi4usLOz0/j6mbh//z4CAgJUGqXI\n", "lC6CLREREWCxWGrf5W0bnAoLC8Pnn3+OsLAwiQtlEXUCCDweT+LOv5eXV4cavZibm4vi4mKMGjVK\n", "qf3DwsJQWVmJ1NRU8bbMzEz4+PiAzdbtnyljyIjZuHEjCgsL8e9//xtAy3QNCwsLREVFqXwu6iNB\n", "CCGEEH0y6IDEZ599huHDh8t8rKGhAePGjUNmZiauXr2KpKQkpKSkoLKyEjdv3pTYd/PmzXj33Xex\n", "Y8cO3Lt3DydPnsS3336Ljz/+WBcvgxgophce9+7dQ11dnTggYWFhgfDwcIUBCUXZCLq+Y65MQ0tj\n", "4uDggH79+qkdkGgbnLpx4wZWr16NN998E+np6QgPD4eVlRVMTU3bLUNoD4fDQXBwMPr374++ffti\n", "zJgxHWr0oqj8IjQ0VKn9Bw8eDFNTU4myDWUm0yjSkTNRfHx8sGLFCqxbtw7Jyck4duwYoqOjYWVl\n", "pfK5dNFHoiOOtyWEEEKIZhhsQOL+/fs4cuQIvvzyS5mPb9q0CSkpKfj555/RpUsXAICNjQ327NmD\n", "6dOni/erqKjAP/7xDyxYsACDBg0C0PKF9IMPPsDGjRuRm5ur9ddCOpbExESYmZmhf//+4m3R0dG4\n", "cuUKGhsbpfZX5sKq9Xg/W1tbsFgsbN++XeNrb25uRmpqqs4CErq6KIyMjFQrICEvOOXs7IxPP/0U\n", "Pj4+iI+Px2effQY2m424uDi1AggVFRU4ffo0XnvtNQQFBSEjI4PxuQzRjRs34Ovrq/T/YysrK4SE\n", "hGg0IAFI/l65uroqFUgylkDGm2++iaamJoSFheHKlSt4+PAhoz4X2uwj0VHH2xJCSEdHgWSiSwYb\n", "kFi6dClWr14tN81927ZtGD16NCwtLSW2BwQESHREP3v2LCoqKqRSh0eOHImmpiaJxmCkc2F64ZGY\n", "mIj+/ftLvPeioqJQXl4uNbJTKBQqNfKz9Xi/W7duwczMDGfOnFHtBSkhPz8flZWVOs2QYHJRqKrI\n", "yEjk5uZq/C6vqampxL+HDh2K+vp6ZGdnq3Xe48ePo7a2Fq+88gr8/Pzw6NEjtc5naBISEsTjPJXV\n", "urFlTU0N/vrrL7X7nLT+vUpJSVGqnwWgm/esuubMmYOGhgbU1dUBaJlKwqTPhTb7SNB4W0IIMS4U\n", "SCb6YJABiQMHDqCyshILFy6U+Tifz0dWVhbc3d2xbt06DBkyBP7+/hgzZozURdzdu3cBAN7e3hLb\n", "Rf++f/++Fl4BMRaiCw/RRYqfn1+7Fx6JiYlSqehDhgyBlZWV1Jf6oqIivHjxQuk7vY6OjvDz88O0\n", "adOwfft2jfc50fWEDYD5RaEqRKVdV65cYXS8lZUVampqpLa3DU4FBwcDgESvAyYOHDiA0NBQeHp6\n", "wt/fH4WFhSgvL1f6eEO+c1FdXY179+4xCkhkZmaiuLgY2dnZEAqFamdIiIjGZipLF+9ZdWi6z4U2\n", "+kgYQy8OQgghkiiQTPTB4AIS1dXV+Pvf/45NmzbJ3efx48cAWiZw5OXl4erVq0hNTcWwYcMwceJE\n", "7N+/X7yvaOa8ra2txDlE/1ZmJj3puEQXHunp6ejbty8GDhyo8MJDIBAgMzNT3D9CxNzcHMOGDZPq\n", "IyFKxVf1Tu9bb72FR48e4erVqyod156UlBTY29sznlygDlUvClXh7OyMwMBARmnn1dXVmDx5Mmpr\n", "axEYGKjwrrizszM4HI5aAYmysjL88ccfmDVrFoD/jbVUpmzDGO5c3L59G42NjYwCEkBLuYfoZ6Gp\n", "gART2nzPGhJd9JEghBg+Qw52E+2jQDLRF4MLSKxduxbDhw9X+GW2trYWQEs69XfffQcLCwuYmZnh\n", "iy++gKenp3gyByHKcnR0xPTp03H69GnU19fL3U/UMLVtQAJo6SNx9epVNDQ0iLdlZmaCxWJJZei0\n", "JyoqCj4+Pvj5559VOq49ooaWsqbWGLvIyEilMyREX7qqqqowceJEJCQk4OzZs0hLS2v3rnhwcLBa\n", "AYljx46hvr4eM2fOBPC/i25lyjaM4c5FQkICrK2txdkkyvLy8oKLiwsSEhKQmZkJOzs7ODk5aWmV\n", "xk3TfS600UfCWHpxEEKMI9hNdIMmEBJ9MKiARG5uLrZt24Z169ZJPdb6F8TGxgZAy13n1nX8LBYL\n", "/fr1Q25uLkpKSgBA/IW2bTq06N/Ozs4K17Rs2TJMnjxZ4r99+/YxeHXE0HG5XJSXlytMXU5MTISj\n", "o6PMAEN0dDQqKytx584d8baMjAx4eHiIG68qi8Vi4c0338ShQ4fE72VN6GgTNlqLjIzEo0ePUFhY\n", "KHef1l+6goOD4erqisTERJw9exaRkZEA2r8rrm5A4sCBA4iIiBBnqdja2sLV1bXdDAljuXNx48YN\n", "DBkyBCYmJiodx2KxxH0kRA0tO2LgTFM02edCW30kRGsUZSSamJhIZDASQgyDMQS7ifZZWlqiurpa\n", "ajsFkjuPffv2SV33Llu2TOvPa1ABiQsXLsDa2hoTJkzAgAEDMGDAAEyYMAFASxPLAQMGYPbs2fDz\n", "84OJiQmam5ulziH6Eix6bMCAAQCAnJwcif1E/w4JCVG4ptjYWBw/flziv9mzZ6v3QolB6tevH7y8\n", "vMDj8eTuk5iYiCFDhsi8UBo0aBC6du0qUbbR3shPRebPn4/m5mbs2bOH0fFt1dXV4dGjRx02ICG6\n", "y6soS6L1l67CwkJUVFTA29sbERERSj9PcHAwMjMzxZlaqhAIBDh37py4XEOkozS2FAqFjBpaioSF\n", "heHmzZt48OCB3ss1DJ2m+1xoo4+EaI0LFiyApaUlmpqacPv2bY0+ByFEPcYS7CbaVV1djUmTJqGx\n", "sVF8w8bBwQEAsHjxYj2vjujK7Nmzpa57Y2Njtf68BhWQWLRoEfLy8pCcnCz+7/Tp0wBafhmSk5Ox\n", "b98+dOnSBS+//DIyMzOlGtGlpqaiV69e4syIcePGwcbGBufPn5fY78KFCzAxMZEYEUo6NxaLhSlT\n", "puD48eMyg11CoRA3b96UWa4BAGZmZhg+fLhUQILphRWHw8GUKVPw888/aySF7uHDh2hqauqwAQlX\n", "V1f4+vrKDUjI+9JVXFys0peu4OBgNDU1MQog8Hg8NDc3Y8aMGRLb/f39282QMIYU+Ly8PDx//lyt\n", "gERVVRUSEhLUnrDRWWiqz4U2+0iUlZVhwIABGDRoEHbt2qXx8xNCCFGdqHy1pqYGU6ZMEWeMigLd\n", "GRkZiImJwaeffiozc4IQTTGogIQsoguxthdk//rXv9DU1ITPPvtMvG3z5s3IysrCN998I97WtWtX\n", "rF27Fjt37kRSUhKAlqhvbGwsli9fLvMLPum8uFwunj59KlF2IZKVlYWSkhK5AQmgpWwjPj4e9fX1\n", "aG5uRlZWllp3et966y2kp6eLxyGqQzRhQ9XafmMSGRmp0Tp4WYKCggAwm7Rx4MABREZGonv37hLb\n", "/fz8kJGR0W7gicfjSUx4sbOzM6hxlKL3adspNMrg8/n46KOPxP/eu3cv1TDrkDb6SIgUFBTA1dUV\n", "c+fOxalTp1BcXKzx5yCEMGMMwW6iWW17hvTo0QPXrl3DqVOnxFPLHB0d4eTkhM2bN6OwsBCrV6/W\n", "86pJR2awAYnS0lL06tULw4cPB4vFQmxsLHr16oVffvkFQEupxeXLl3Hv3j14eXnBx8cHBw4cwKlT\n", "p8TN4kSWLFmCH3/8EfPnz0dISAgmTJiA5cuXy+xVQTq3iIgIdOvWTWbZRmJiIoCWEZ/yREdHo7q6\n", "Grdu3cKTJ09QW1ur1p3eUaNGoVevXhppbpmSkgJPT0/Y2dmpfS5DNWLECKSmpsq84HF0dISnp6fU\n", "dlW/dNna2sLDw0PlgERRUREuXrwoVa4BtGRIVFVV4enTpwrPweFwsHnzZgDAG2+8gRcvXqC0tFSl\n", "dWjTjRs34Ovry6gZJZfLFf+OAS0NYamGWXe01UcCAAoLC+Hq6ioud6Q+TIQYFh6PJ+6NZWZmplZP\n", "GmL42vYMKSsrQ+/evREVFSW1r7e3N1atWoUNGzYgLS1N94slnYLBBiQcHByQm5uLv/76C01NTSgt\n", "LUVubi4WLlwo3mfw4ME4d+4c8vLykJWVhStXrmDs2LEyz7dgwQLcv38f9+7dQ3p6usSdOEJETE1N\n", "MXHiRBw7dkzqscTERPj5+aFbt25yjx8wYADs7Oxw6dIljYwuZLPZWLRoEX7//XeUlZUxPg/QsRta\n", "iogaU8oblzpu3DgALc1s1WkEyKSx5eHDhwEA06ZNk3pMldGfSUlJYLPZWL9+PZycnLB161aV1qFN\n", "CQkJjLIjqIbZMGijjwTQkiHRvXt3ODs7Y/z48di9e7fGn4MQwhyHw8GwYcMAtPx9VLcnDTFc8v7e\n", "lpaWyv17u3LlSvTu3RtLliyhKRxEKww2IEGIvnC5XKSlpSErK0tie2JiosJyDaClqeqIESNw6dIl\n", "ZGZmwtTUVO2yoAULFqC+vh4//fSTWhdnnSEg4eHhAS8vL5l9JEpKShAbG4u3334bDx48UKsRIJOA\n", "xIEDBzBy5EiZk3169eoFU1NTpfpS3LlzBwEBAejWrRsWLVqEnTt3oqqqSqW1aENNTQ3u3r3LuH8E\n", "0T9t9JFoaGhAUVERXF1dAQDz5s3D7du3kZ6errHnIISoLy4uDnZ2duDz+WhqatL3cogBsbCwwNat\n", "W3HlyhXs3r1b3HuCEE2hgAQhbbz88suwtLSUyJKora3F3bt32w1IAC1f6q9fv46UlBR4e3vD1NRU\n", "rfWYmJjA1tYWn376KeP54KWlpXjy5EmHD0gA8vtIfP3112hoaMA///lPtRsBBgUFIS8vDxUVFe3u\n", "KxAIkJ6ejri4OJnlGkBLiqy3t7fSGRIDBw4EALz99tsoLy/Hb7/9ptoL0ILbt2+jsbGRUUCCapgN\n", "gzb6SDx//hwAxAGJCRMmwMHBgbIkCDEgeXl5yM/Px/Tp09HY2Ej9ezowpn9vR44cienTp2PRokUI\n", "Cgpi/H2UEFkoIEFIG9bW1hgzZoxEH4nk5GQ0NDQoFZCIjo5GbW0t9u/fr5FJAVwuF6WlpWhsbGQ8\n", "H1zU0LIzBCRGjBiBu3fvSpS4ZGVl4ccff8THH38MFxcXtZ9D1BhU0V3e1k2jwsLCIBQKFY4XVWb0\n", "Z0NDA+7duycOSHh5eWHChAnYsmWL3tMoExISYG1tzbhpKo/HQ3h4OFxdXdUqpyHMifpInD17VmN3\n", "vwoLCwH8LyBhYWGB2bNnY8+ePXQXlhADERcXBxaLJe7z0l4/I2LcRH9vWSwWbG1tlf57m5+fj8bG\n", "Rjx//pzx91FCZKGABCEycLlcxMfHiyO/iYmJsLCwQL9+/RQex+fz8c4774DFYqG0tBR37txRK3qs\n", "qdr6lJQUmJmZwd/fn/FajEVkZCSEQiHi4+PF20SBiA8++EAjzxEQEAAWi6WwbKN106jy8nIALY0o\n", "5fH39283IPHgwQPU1dVh0KBB4m3vvPMO7t69q5FJLOq4ceMGhgwZwjgjiMPhID4+XjxujGqYdY/P\n", "56OoqAj79+/X2N2vgoICAJCYLDN37lw8e/YMFy5cUOvchBDNiIuLE09cACgg0dFxOBxcunQJQqEQ\n", "a9asUervrUAgkPm+oF5PRBMoIEGIDJMmTQKLxcLJkycBtAQkBg4cCHNzc4XHiS5CRXerCwoKDCJ6\n", "nJKSgj59+sDMzEzfS9G63r17w83NTZx2Hh8fj8OHD2PNmjWwsrLSyHN06dIFPj4+cgMSTAJJfn5+\n", "yMvLQ11dndznFY0u7t+/v3jbyy+/DG9vb2zZsqXddWur7lMoFDJuaNmWuuU0hDkul4vCwkI0NTVp\n", "7O5XQUEB2Gy2xJfdIUOGwN/fn8o2CNESVT/r4+LiEBkZCWdnZ5iZmeHJkydaXB0xBCUlJQAgc/oY\n", "IbpGAQlCZHB2dkZ4eLi4bEOZhpbamBQgr9bPxcVFpYu2zl3xX2gAACAASURBVNDQUoTFYiEyMhLn\n", "z59HcXExVqxYgQEDBuD111/X6PMwaWypiL+/P5qbm5GdnS13nzt37sDPzw82NjbibWw2G4sXL8bB\n", "gwfl3s1uO3Nc03Wf+fn5KCwspIaWRkxbk04KCgrA4XBgYmIi3sZisTBv3jwcOXJEnD1ECFEfk8/6\n", "J0+eICcnB5GRkWCz2ejRowdlSHQCooCEoslxrVGvJ6JNFJAgRA4ulyseK5ubm6uRu79MtK6t7969\n", "O7p06YKysjKUlpYqdbxQKERqamqnCUjw+XzcuHEDycnJ8PHxQWJiIj799FOw2Zr9uFMUkGDyh1tU\n", "TqOosWVSUpJEuYbI/PnzwWaz8csvv8g8ru3McU3XfYrKRfT1O0IMV0FBgbh/RGuvv/46amtrxeNw\n", "CSHqY/JZL8omFDW1dXNzo4BEJ6BqQAKQ/D5qZmYGGxsbHDlyRFtLJJ0IBSQIkWPKlCmora3FqlWr\n", "AKDdDAltRY9b19anpqYiJSUF5eXlmDVrFhobG9s9/t69eygvL+80AQkul4ucnBwAwIsXLwAA3377\n", "rcafJzg4GIWFhSguLpb5OI/Hw+DBgwEA9vb27TaN4nA4sLW1ldtHoqmpCXfv3hU3tGzN0dERr776\n", "KrZt2ybVKFBbd75bu3HjBnx8fGSONCXGQVufX4WFhTIDEj179sTIkSPxn//8h+qPCdEApp/1cXFx\n", "CAwMFH9+u7u7U8lGJyB6T6jy+d76++ivv/6KiooK3L17V1tLJJ0IBSQIkcPW1hZdunTBb7/9Bjab\n", "jddee63d1EdtTgoQ1dZ7e3vj999/x8WLF7Fy5Uq5+4tSN0eNGgUA+OKLLzr8eCZdXHyLiKZJpKWl\n", "yXycw+Fg3rx5MDU1xe3bt9ttGsVisRQ2tnz06BGqq6tlZkgALc0tHz9+jH379km91vr6emVeEmMJ\n", "CQlUrtEBiD6/unbtCjabrZHPr4KCAomGliJ8Ph/5+fm4fv06AgMDaXwcIXoi6h8hQhkSnYMoQ8LB\n", "wUHlYx0dHTFz5kyEhYXh888/1/uUL2L8KCBBiBxcLhc1NTUAgObmZqVSH3U1KWDUqFH47rvv8N13\n", "32HXrl0yG1iJUjdFf3Tu3LljEA02OwpfX1+YmZkp7CNx8OBBjBkzBt7e3kqd08/PT27Jhqih5YAB\n", "A2Q+7uHhAWtrayxatEhcO3zt2jW88cYbMoMxmqr7rKmpQXJyMgUkOgDR59e6devQ3NyMM2fOqP35\n", "Ja9kg8vlIisrC0BLcMKYx8dpq1ksIapgkuVUUFCAjIwMREVFibe5ubnhyZMndJHZwQkEAtja2jJu\n", "ds5isfDVV1/h5s2bOH36tIZXRzobCkgQIoO6d9p1MSng3XffxWuvvYYFCxagT58+Eg2sdJkpYEh0\n", "2XTJzMwMffr0kRuQKCwsxNWrVzFz5kylz6koQyIpKQm9e/eGvb29zMe5XC6qqqpQV1cnrh0ePnw4\n", "7t+/j23btiEsLExcKzpo0CCNZe7cuXMHjY2N1D+iAxGVpz18+FCt8wiFQpklGx3l80nbzWIJUdXP\n", "P/8MExMTdOnSBaamprC3t1f4Wd+2fwTQUrJRVVVFDWc7uJKSEpX6R8gyatQoDB8+nLIkiNooIEGI\n", "kWKxWMjJyYFQKERxcbH4IjQkJATjxo1DQUGBvpeoF9osm2lLUWPLI0eOwMTEBFOmTFH6fH5+figu\n", "LhZntbR2584dueUa8i7wbG1tER8fj7fffhvXr18XN59cvny5xjJ3Lly4ACsrq07To6Qz6NOnDwDg\n", "wYMHap2npKQEDQ0NMjMkOgJtN4s1ZsaeNWKs6//mm29gb2+Pe/fuITY2tt0G2HFxcfD395coq3Jz\n", "cwMAKtvo4DQRkGCxWFi9ejWSkpJw7NgxDa2MdEYUkCBEBmMYbyQQCJCfny+1vaioCO7u7jJnSxvS\n", "+rVFV2UzwP8CErLuDBw6dAijRo1S6Q++vEkbzc3NSE5OltnQUhFra2tYWFiI/+3n5wdfX19xYEId\n", "orvD33zzDRobGzFixAi6O9xBWFtbw9PTE+np6WqdRxQUbdtDwhg+X9vTUbI81CHrot3Ys0aMef3n\n", "z5/H3r17sWHDBvj6+mLhwoVwdnbGpk2b5B7Ttn8E0JIhAYAaW3ZwAoFAI5+3kZGRGDlyJL744gs0\n", "NzdrYGWkM6KABCFy6PJOuyZxOBxs374dN2/eNMr1a4ouymaCg4NRVlaGZ8+eSWzn8/mIi4vDjBkz\n", "VDqfr68vAEiVbWRnZ6OiokJuhoQqF3jh4eEaCUiI7g7X1taivr6e7g53MIGBgWpnSIgCErIyJFp/\n", "vnbt2hUmJibYt2+fWs9HdEPRRbuxZ40Y6/pra2uxZMkSREZGYt68eQAAS0tL/N///R927tyJsrIy\n", "qWP4fD4ePHggFZDo0aMHAMqQ6Og0kSEh8tVXX+H+/fsGNcbZWLOcOisKSBAihy7vtDPR3kWooa+/\n", "IxBN2mhbtnH06FGwWCxwuVyVzmdtbQ13d3epDIk7d+4AkN/QElA+gBYWFoa7d++iqqpKpbW1RneH\n", "O76AgACNZUjICki0/nw6d+4cmpqakJiYqNbz6VJHyPJgSt5Fu0AgQG5urtT+xvK5YMyfa9988w3y\n", "8vKwdetWsFgs8fbFixejvr4e//3vf6WOuXLlCgBIBSTMzc3h7OxMAYkOTlMZEgAwbNgwxMTE4Msv\n", "vxT3MdMXY85y6swoIEFIO3Rxp50pZS5CDXn9xs7LywtWVlZSAYmDBw8iOjoaTk5OKp9TVmPLpKQk\n", "eHh4KDyfsgGosLAwNDU14fbt2yqvjXQegYGByMnJEU8aYqKwsBD29vawtLSUu4+joyNCQ0MxdOhQ\n", "7Nq1i/Fz6cPatWsBQPz6+vfv3+Gz0ORdtCcmJsLDwwOFhYW6X1Qn9+jRI6xduxYrV65EQECAxGOu\n", "rq545ZVXsGnTJjQ1NUk8FhcXB29vb3HPiNbc3d2pZKOD02SGBAC8//77SE9Ph7+/v14DAcaa5dTZ\n", "UUCCECNGWRD6xWazERQUJBGQKCoqwqVLl1SartGarNGfihpattVeACooKAg2NjZqlW04OjrCw8ND\n", "antnuDvcWQQEBEAoFModQ6uMgoICqf4R8sydOxdnz57F8+fPGT+frv3nP/9Bz5498ejRIzg6OiI6\n", "OrrTfv5aWlpi5cqV4rKz1ozlc0Fe1kv37t0Ncv0CgQDFxcVYsmQJ3N3dsWrVKpn7vf/++8jNzcXJ\n", "kycltsvqHyHi5uZGGRIdXElJiUbf16tXrwYAlJWV6S0QYMxZTp0dBSQI6QAoC0J/2k7a4PF4AKBy\n", "uYaIv78/MjMzxc2hhEIhkpKSVG5oKY+JiQmGDh2K69evq3WeWbNmAWgJinXGHiUdnehOqzplGwUF\n", "BUpP2Hj11VfBZrPx22+/MX4+XcrNzcW+ffvw4YcfwsPDA/PmzcOePXtQX1+v76VplbyL9pCQEHzx\n", "xRe4du0awsPDYWlpCXNzc6P7XIiNjQUA2NnZoXv37rC0tERpaSmKi4v1vLL/aZ2S7uvri4sXL2LN\n", "mjXo0qWLzP1feuklhIWF4fvvvxdvKy4uRkpKityABGVIdGx1dXWoqqrSWIYEBQKIuiggQQghaggO\n", "DkZaWpo4gHDw4EFERUUxvlPq5+eH2tpaPH78GACQl5eHsrIypTMklBEWFoaEhAS15obv3bsX48eP\n", "R3p6OmXndEAODg5wdXVVq7GlKgGJbt26YdKkSdi9ezfj59Ol9evXw8HBAYsWLQIALFiwAMXFxVJ3\n", "oY2Bqs3feDwerK2tYWlpKRWMFGXtrVq1CiwWCxcvXjSqz4Vff/0VTk5OSElJQWpqKtLS0lBVVQUu\n", "l4va2lp9Lw+AZEq6qFmlokkaQEuWxKVLl3D//n0AwNWrVwFI948QoQyJjk00WlyTJRuGoDP39jF2\n", "FJAghBA1BAcHo6amRnwn4OLFiypP12it7ehPUUNLTWVIAC0BieLiYmRnZzM6/tatW7hz5w4WL15M\n", "2TkdmLqNLQsLC5UOSADAvHnzcPfuXfFFk6EqLCzEjh07sGzZMlhZWQFo+Rx46aWXZDYPNFRMm7/V\n", "19ejqqoKsbGxcoORMTExqKurQ1JSkraWr3ElJSX45Zdf8M4776Bnz55wdHRE7969cfz4cdy5cwcL\n", "FixAc3OzXrv3M70TPW3aNLi5ueGHH34A0FKu4eXlJXM8ONASkCgqKkJdXZ1G1k0Mi+i9oqm/3YYU\n", "CPj4448BALa2tgCAPn36GFWWVmdFAQlCCFFD60kbPB4Pzc3NmDZtGuPzeXp6wtzcXNzYMikpCT16\n", "9ICLi4tG1gsAoaGhAMC4bGPr1q3w9PTEuHHjNLYmYngCAwN1VrIBAOPGjYOTk5PBZ0nExsbC3Nwc\n", "77zzjsT2N954A6dPn5YaA2yomDZ/O378OExNTTFr1iy5Fxv9+/eHlZUVrl27pulla822bdvQ3NyM\n", "JUuWSGwPDQ3Fnj17sH//fnh4eBhl934zMzO888472Lt3LzIyMnDhwgW52RFAS8kGAKN5LxPVaCND\n", "QtRk3d7eHgAwePBgnQcChEIh/vWvf2HQoEHIysqCg4MDXn31VaPK0uqsKCBBCCFqcHV1hYODA1JT\n", "U3Ho0CGMGDFCreCBiYkJfHx8xBkSSUlJGi3XAFrS8QMCAhg1tiwtLcX+/fvx1ltvwcTERKPrIoYl\n", "MDAQmZmZaGhoUPnYqqoqVFRUKN3UEmi5aHrttdfw66+/orGxUeXn1IWysjJs2bIFixcvFn/xFnn1\n", "1Vdhbm6OPXv2aO35NXV3Xp2abx6Ph6ioKKnX35qZmRlCQ0ONJiBRV1eHH374AfPmzZN58TJjxgx4\n", "enri6dOneu3er86d6KlTp6Kurg4DBw5Eamoqrl27JjegIpq8QWUbHZOmMySA/5VrxcfHAwCWL1+u\n", "80DAwYMHkZiYiPXr18PZ2RkDBgzAvXv3dLoGwgwFJAghRA0sFgvBwcE4f/48zp07x3i6Rmui0Z9C\n", "oRB37tzRaLmGiKiPhKp2796NhoYGvPHGGxpfEzEsAQEBaGxsRFZWlsrHFhQUAIBKGRJAS9nG8+fP\n", "ce7cOZWfUxe2bNmC+vp6fPDBB1KP2dvbY/r06dixY4da/VlkYVpeoWkvXrzA5cuXMWXKlHb3jYiI\n", "QHx8vLi/jiHbu3cv+Hy+zP+vQMsFnKyGpfpo2sfj8eDo6AhTU1OVGgq/8cYbEAqFqKqqAgBkZ2fL\n", "DahQQKJjE2VIKAoqMhUYGIjAwEBcvHhR4+dWpK6uDp988gkmTJiA6OhoAC2ZWhSQMA4UkCCEEDXw\n", "+XxkZGTg8uXLaGpqws6dO9W+UBCN/nzy5AmKi4u1EpAIDw9HSkoKKioqlD5GKBRi27ZtmDZtmkp3\n", "volxCgwMBMBs0kZhYSEA1QMSAwYMQFBQEHbt2qXyc2pbdXU1vvvuOyxYsEDu+/+NN95ARkaG2lNs\n", "2mJaXiEP0zvtZ86cQUNDAyZPntzuc0REREAgEODhw4eM16kLzc3N2LBhAyZPnizu4WPITE1NUVFR\n", "gc8//1zphsKqZsTY2tqia9euNGmjgyopKYGdnR1MTU21cv7o6GhcunRJI+dSNits27ZtyMvLw7//\n", "/W/xtpCQEOTk5KC8vFwjayHaQwEJQghRA5fLxfPnz8X/vn37ttppvP7+/nj8+LE49VHTJRtAS4ZE\n", "c3Mzbt68qfQxly9fxsOHD7F48WKNr4cYHmdnZ3Tr1o3RpA2mGRIsFgvz5s0Dj8cTTxAwBAKBAD/8\n", "8ANKS0vx0Ucfyd0vKioKXl5eGm1uqa2RekeOHIGlpSUsLCzAYrHQo0ePdu+0Hzt2DAMGDICHh0e7\n", "5w8NDYWJiYnBl22cPXsWDx48wIcffih3H0Nq2rd//340NTXhrbfe0tpzs1gsmrTRgQkEAq2+b0eO\n", "HIns7Gzk5+czPocqWWFlZWX46quvsHDhQnEgHWgJSAAw+EbJhAIShBDCmLYuFPz9/SEUCnHgwAFw\n", "OBz06NFDjVXK1qdPH9jb26tUtrF161YEBAQobIZGOg4Wi8W4sWVBQQEsLCxgZ2en8rFz5sxBQ0MD\n", "Dh48qPKxmtb6S/GqVavg4OCArl27yt2fzWZjwYIFOHDgACorK3W4UtXdvn0btbW1OHr0KN59911U\n", "VVWJp4bIUl9fj9OnT4PL5Sp1fhsbG/Tv39/gAxIbNmzA0KFDMWzYMIX7iZr2ubq6gs1mw9nZWS/d\n", "+3fu3Inx48er1KuISUDF3d2dMiQ6qJKSEq2O/IyMjASLxVIrS0KZrDBR9sTatWtRW1uLf/7znxKP\n", "BwQEwMzMjMo2jAAFJAghxMD4+fkBAE6dOoVBgwaBxWJp/DnYbDZCQ0OVDkgUFBTg6NGj+L//+z+t\n", "rIcYpsDAQMYZEq6urozeKz169MCYMWPwn//8R2/jFUVafylubm5GcXFxuxlQ8+bNQ1VVFQ4dOqSR\n", "Nci7mHRzc1PrLufGjRsxdOhQjB07FitWrEBFRQV+/fVXuftfvnwZ5eXlSvWPEImIiDDYgIRAIMCF\n", "Cxdw6dIlfPjhh+2+V0VN+1JSUvDVV1+htLQUtbW1Olpti7S0NNy6dQvz589X+djWARVlek9QhkTH\n", "pe0MCUdHR4SEhDAOSLR3s6d1oDgwMBDr16/H4sWLpTLyzM3NERAQQAEJI0ABCUIIYUgbabx8Ph+T\n", "J08Gi8VCQ0MD7t+/r7XmdaLGlu01nRMIBNi0aRPMzMwwd+5crayFGKaAgAA8fPgQTU1NKh2n6sjP\n", "1vh8PnJycnDz5k0EBgbqrYEj0wwoT09PjBo1Cjt27NDYVAwejyce12tjYwMTExO1+h0kJyfj0qVL\n", "WLFiBVgsFjw9PcHlcrFp0ya5DTmPHTsGT09P9OvXT+nniYiIQG5urkFd2La+mJk0aRIsLCzazY5o\n", "zdHREe+//z5sbGwQGxur1DGaeh/s2rULjo6OmDhxosrHtg6oKNN7ggISHZe2MySAlrKNixcvarTB\n", "b1FREb744gtER0eLA8V8Ph9CoVBu4DMkJIQCEkaAAhKEEKIGVe86tUd0R1b0R/zp06daGy0XFhaG\n", "0tJS8YjRtlp/cV+3bh1sbGxkdponHVdgYCBqa2tlXpgrUlhYyDggweVykZmZCaDlPaiP8Yrqmj59\n", "Oq5evYrAwECNTMXgcDjYvn07AGDfvn2IjY3Fb7/9hrt37zI638aNG+Hp6Snxc33vvfeQnp4uszu+\n", "UCjEsWPHwOVyVcp6EV3oi/rhGILWWS81NTWoq6vDjBkzVDpH165dsXjxYmzfvl1hrxNNTkdpbGzE\n", "nj178Nprr8Hc3JzROYCWgIoyAXN3d3c8ffrUKKakENXoIiARHR2NJ0+eIDs7u9192wbs7O3tZY4V\n", "d3BwwMGDB2WWET5+/Fhm0C8kJAQpKSkqB9WJblFAghBC1KDqXSdFtNWTQp6hQ4eCxWLJLdtom67O\n", "5/ON7sKQqEfUIEzVsg2mGRK6/h1QRJ0MqJ07dwJouSDVxFQMAEhNTQXQMiHn7bffRp8+fbBs2TKV\n", "70A+ffoU+/fvx/vvvy/RZT8yMhJ9+/bFDz/8IHXMnTt38PTpU5XKNYCWpqbe3t64evWqSsdpiybf\n", "X++99x7q6+uxbds2uftocjrKn3/+icLCQkblGky4ubmhsbERRUVFOnk+ojvaLtkAgBEjRsDExETh\n", "+E9ZAbv79+9j1KhRePr0KTw8PCRu9qSmpiI1NRXOzs5KryMkJAQ1NTWMxlcT3aGABCGEaICyd50M\n", "ia2tLYKDg2UGJAzpwpDoj5ubG2xsbFRubFlQUNAhRsPyeDz07NkTLBZL6QwogUCAx48fS21X93cn\n", "NTUVbm5ucHBwgJmZGTZu3Ii4uDiVM7J+/PFHWFlZYeHChRLbWSwWli5dihMnTiAnJ0fisWPHjsHB\n", "wQHDhw9Xed3Dhw832D4S6ujevTvmzp2L77//HnV1dVKPa/ozdOfOnejbty8GDBjAZLkqc3d3BwAq\n", "2zAQmir7AXSTIWFra4vBgwcr7CMhK2A3aNAgZGZm4vLly8jPz5e62ePs7AwfHx+pc8kLFIsmbVDZ\n", "hmGjgAQhhBgIfYyWCwsLw/Xr17VybmL8WCwWAgICVMqQaGhoQFFREaMMCXm/A/X19XBwcFD5fOri\n", "cDgYPHgwIiIi1M6AUldqaiqCg4PF/x47dizGjRuHDz/8UOYFsSyVlZXYtm0b3nzzTdja2ko9/tpr\n", "r8HBwQGbN2+W2H7s2DFMmDBBIqNCWREREbh//z5evHih8rGapunP2BUrVqCwsFBhM9C2mJS9lZSU\n", "4NixY5g/f77Omgq7ubkBAE3a0DNNlv0AQE1NDWpqanRyAyU6OlpuHwl5ATtRVsWIESMAyL7Zo0qp\n", "rLOzM3r06EEBCQNHAQlCCDEgmu5J0Z6wsDCkp6dLXSw4OjrKHNmozeAIMUwBAQEqZUiIviwz7SHR\n", "9nfA398fAoEAK1euZHQ+dSUlJWHo0KFKv++1FVhMTU1FUFCQxLZvv/0Wjx8/xvfff6/UOXbu3ImK\n", "igq89957Mh+3srLCm2++iV9++UU8tjQnJwcpKSlKj/tsKyIiAs3Nzbhx4waj4zVt48aNAFru4Kr7\n", "GdunTx9MmTIFGzZskOq14OjoCCcnJ6ljysrKVL7I379/P5qamjBnzhxG62SCw+HA1NSUMiT0TJNl\n", "P0BLcAuA1jMkgJbGlnw+X6W/H926dZP5e9OaqqWy1NjS8FFAghBCDIgme1IoIzw8HEKhEImJiRLb\n", "b9y4gby8PHTr1k1nwRFimESjP5XtVVBQUACAeUCi7e/Aw4cP8cMPP+Dbb79V+sJbU0pKSpCfn69y\n", "mrwoqGJpaQlzc3O1f3eqqqqQk5MjkSEBtASLlixZgq+//hoPHjxQmNLd1NSE2NhYzJgxA56ennL3\n", "W7JkCSoqKrBnzx4ALdkRFhYWiImJYbR2Pz8/ODk5GUzZxvfffw83NzekpaVp5DP2o48+wsOHD3Hq\n", "1CmJ7ffv30d+fj5sbGzQvXt3uLq6YujQoQgMDERMTIxKNe07d+7E+PHj4eLiwnidqmKz2ejRowdl\n", "SOiRNkonRcfp4sbCsGHDYGZmJrNsQxOBW2VLZUNCQhg3ACa6QQEJQggxQLrqSeHr6wtHR0eJso2H\n", "Dx9iwoQJGDx4MJ48eaKz4AgxTIGBgaioqFD6TqkoIKFuD4nWvwPvvfcePvzwQ3zwwQc4fPiwRuup\n", "FUlOTgYADBw4UKXjREGVzz//HEKhEOfPn1frd0cUEGobkACAd955B9XV1Rg8eLDclG6BQIC9e/ci\n", "Ozsby5cvV/hcHh4emDp1KjZt2oTi4mIcOnQIo0aNQteuXRmtncViISIiwiACEsnJydi/fz++/PJL\n", "uLu7a+QzdtiwYQgLC8P69evF78uMjAyMGTMGPj4++Ouvv5CamoqUlBTcuHEDFy5cgL29PcaMGYOn\n", "T58qfC8LBALEx8fj1q1bOmtm2RqN/ux4dJkhYWVlhdDQULmNLXk8Hrp37w4WiwUXFxet3fQICQkR\n", "/64Rw0QBCUII6cRYLBZCQ0MRFxcHgUCAZ8+eYezYsejevTuOHz+OLl26GGXDTqI5AQEBAKB02m1B\n", "QQHYbLbGg1fr1q3DlClTMHPmTPj7+2uknro9ycnJsLKygq+vL6PjJ06ciIaGBrmTbJSVlpYG4H9T\n", "T1pbsGABmpqaUF1dLZXS3br+fNGiRbCxsZF5V7Kt119/HQ8ePICfnx+uX7+Ohw8fqvVzjoiIwI0b\n", "N/Q+NnjVqlXw8/PT+MX9m2++iatXr6JPnz7iUa92dnY4e/Ys7OzsJD5DnZ2d8eeff6K+vh6+vr4I\n", "CgqSei+3/v8WExMDU1NTDBkyRKNrVoZo9CfRD3lZBCYmJoz/JusyIAG09JG4fPmyzPGxRUVFKCoq\n", "wpdffom0tDSt3fSgxpaGjwIShBDSifH5fKSkpCAuLg7BwcHw9fVFXV0dzp49q5cmgsTweHl5wdLS\n", "UunGloWFheBwODLnyKuDzWajsLAQQqEQAoFAY+M0FUlKSkL//v0Zv5agoCA4Ojri8uXLaq0jNTUV\n", "vXv3hrW1tcR2eSndd+/exddff43IyEhx/XlDQwMqKiqU+nn9+9//BgCUlpYCaOkjoc7POSIiArW1\n", "tUhKSmJ8DnXFxcXhzJkzWLNmDaPmnIps374dAFBcXAw+n4/6+nrY2dnJHU/o4eEBFxcX1NTU4Pnz\n", "51Lv5dZ9A6qqqtDY2IhZs2ZpdM3KcHNzo5INPePxeOBwOGCz2XB1dYWnpyeePHmCI0eOMDqfQCAA\n", "i8WCvb29hlcq28iRI1FaWioVDBAKhfjggw/Qq1cvfPzxx1q96eHr6wtLS0sKSBgwCkgQQkgnxuVy\n", "8fjxYwiFQhQWFqK6uhrdu3dHz5499b00YiBMTEzg7++vUoYE0/4RiggEAuTn50tt1+Yo2uTkZJXL\n", "NVpjs9mIiopSOPpOGW0nbLSnvr4ea9aswcOHD6Uea+/npY269YEDB6JLly56K9sQCoX45JNPMGjQ\n", "IEyfPl2j55b381KUIi4QCFBYWCi1PTk5GRMmTBCXCrWmj5HLVLKhf6ampigvL8cnn3yClJQU5Obm\n", "4pVXXsHcuXORmpqq8vlKSkpgb2+v8YCxPKGhobC0tJQq2zh16hTOnTuHb7/9Fubm5lpdg6mpKYKD\n", "gykgYcAoIEEIIZ2UvC/Sz58/p1pLIiEwMFClgIS6/SMMQWVlJR49eqRyQ8u2oqKikJiYiOrqasbn\n", "kBeQkJfSPWTIEDx+/FinTRAVMTMzQ2hoqN4CEidOnEBCQgLWrl2rs7GZTDQ2NqKkpETpBrLa5u7u\n", "joqKCpSXl+t7KWrTVd8ZTdu5cyeam5uxdOlSODo6gsViYceOHfD29gaXy0VJSYlKr00gEOi0BNPC\n", "wgLDhg2TCMrW19djxYoVGD16NCZNmqSTddCkDcNGAQlCCCGEKCQKSChzoaStDAltjdOU5969exAK\n", "hWplSAAtNdQNDQ0SjWNVIRoTKS9DQt6oYGdnZ/Tu+4M+vAAAIABJREFU3Vtq//Z+Xtr6OYsaW+ry\n", "YlsgEIDP52PVqlUYOXIkRo8erfHnYPLzknfMSy+9hISEBJnvOX2MXHZzcwMAo86SaN2PQxd9ZzSp\n", "ubkZW7ZswcyZMyV6K1hbW4PH40EgEKB3794qvbaSkhKd9Y8QGTlyJK5cuYLGxkYAwObNm5GVlYWN\n", "GzfqLEDYv39/pKeno6GhQSfPR1RDAQlCCOmkdH2BR4xXQEAASkpKUFRU1O6+hYWFWglIAJIX3126\n", "dIGFhQXjWur2JCcnw8zMTGYjSVUEBgbC2dmZcR8JUUNLeQEJRaOC5QUr2sP0OEUiIiIgEAjw6NEj\n", "tc6jjNYXof7+/khNTcVHH32ktYsfJj8vRcdo4+fPREcISLTux6GLvjOa9OeffyI7OxtLliyReqzX\n", "/7N33mFRXN//f8+gICJYQIogsBSVvis2UATFGI0RMfYOiRqjxppoNCZiS+wmlugnRkWT2CO2RJPY\n", "OypgQY3diEovgkrn/P7gN/Nl2V3YXdoS7+t5eB7mzpl7z8zcmZ05c4pEgmbNmuHly5ca7VtNGCS6\n", "dOmCrKwsnDhxAvfu3cO8efMwduxYeHh4VJsOXl5eyMvLUxrGxqh5KjerD4PBYDBqFfv370ffvn3x\n", "+PFjAMUPOTXx4MvQbYSX8jt37pSZBV3IRVJVBgnh5Ts1NRUnT57EgAED8Pz5c7VDEwS3ZnUMbtHR\n", "0fDw8KhwfDPHcRXKIxEbG4s6deqgZcuWZcop26eSx0uVjDK03a4sOnToAI7jcOTIEbRq1UphfWWO\n", "JbyElmTBggXo0aNHhftWhjbHq6xtquL4a0OzZs0AoNYmtiwvH4quG97XrVsHqVQKHx8fhXWpqali\n", "0tmSlLdvqamp1Z4jytbWFjzPo3///igsLERubi4+/fTTatXB09MTQLHnW3UaQhjqwTwkGAwG4y2m\n", "rK+rDIaAk5MT6tSpU24eibS0NOTl5VWZQULA1NQUwcHBMDMzw65du8qV18ZtOyYmpsL5IwQCAgJw\n", "+fJlvH79WuNtY2Nj4ezsXCHDiLaleyur5G9SUhJ69OgBPT09fPnllypLXFaGS31VJOVUF22OV1nb\n", "1HTJ5Xr16sHMzKxWe0jUVp48eYLff/8dEyZMqFTPnprwkBgwYACKioqQlZWFN2/eoLCwEGPGjKlW\n", "HRo2bAh7e3tcu3atWsdlqAczSDAYDAajxh98GbpN3bp14ezsXK5BIj4+HgCqJallnTp10K9fP+ze\n", "vbvcvASaum3n5uYiNja2wvkjBLp06YKCggKt8khoWmFDFxGOf0FBAbKzs1WWuKxtLvVvAzY2NrXW\n", "IFGbwxI3bNgAExMTDB06VOl6bfetuj1DatJAWBqW2FJ3YQYJBoPBYDAY5eLq6oobN26U+RApGCSq\n", "2kNCYNCgQXjy5AkuX76sUkabB+LY2FgUFBRUmkGiVatWsLCw0Cpso7YbJFQd/6tXryI4OBg3btxQ\n", "WFeRl5Xa/BKqi1hbW9fakA3g//Jx8HzxK4+rq2ulhSVWVeWOnJwc/PTTTwgNDUX9+vVVygn7Jng8\n", "eHt7l7lvRFQjHhK6gmCQ0JUqNoz/gxkkGAwGg8FglElSUhIiIyNx7ty5Mt3qExISAFSfQaJz586w\n", "tLRUK2xDE2JiYsDzvBh3XFGEPBKaJrZMSkpCSkpKrTZIqILneTx9+hQ5OTmV3vdvv/2GevXqoV69\n", "ejWaFPK/gLW1da31kACKwxLPnj0rLgcHB1c4LLGqK3fs3r0bqampSpNZlkQIuTxy5AgAYOnSpWXu\n", "W3Z2NnJzc6vVIKFLBkIvLy8kJyeLv1MM3YEZJBgMBoPBYJRJcHAwnj17hqKiojLd6uPj49GoUSPU\n", "q1evWvTS09ND//79sWfPHhQVFSmV0eaBODo6Gq1atSrz66SmBAQE4MqVK3j16pXa28TGxgJQXWGj\n", "NqDq+Ldu3RrR0dFo166dwrqKvqycO3cOOTk5OHjwIMuNU0Fqc8iGQGpqKoqKimBkZITTp09XuL+q\n", "CjMSPC5++OEHdO/eHc7Ozmpt5+XlBY7jxOTUZfUPVH+SVF2pGuPl5QUALGxDB2EGCQaDwWAwGCrR\n", "JOQhPj6+WvJHlGTgwIF49uyZQlWFkixfvhwAYGxsDJ7nYWVlVeYDcWUmtBQQ8kicP39e7W1iY2Nh\n", "YGAAR0fHStWlulG3xGWjRo0AAHPmzNF6LCLC4sWLERgYiHfeeYeFaVQQa2trJCYmIi8vr6ZV0ZrE\n", "xEQAQFBQEC5fvozs7Gyt+1L3fqhJOEdJj4tWrVohMjJSZe4IZRgYGMDa2hqPHj0qUy4tLQ0Aqj1k\n", "Q1eSZ0skEjRo0IAZJHQQZpBgMBgMBoNRKcTHx1dbuIZAx44dYW1tXWbYxsqVK2Fra4s7d+5g3Lhx\n", "yM/PF19+S1NQUIDr169XWv4IgRYtWsDS0lKjPBKxsbFwdXWFnp5epepS3ZT1QlJy3d27d+Hu7o5l\n", "y5ZpHef9999/Izo6Gl988UVl7sJbi42NDYD/yw9TGxEMEgMGDEB+fj4uXbpU6WO8evUKWVlZWoVz\n", "lPS4SElJAQD873//02h8iUSisx4SAjWdPJvneZbYUkdhBgkGg8FgMBgq0STkISEhodoNEjzPY8CA\n", "AdizZw8KCwsV1l+6dAm//fYbFixYAGtra4wbNw4pKSn4448/lPZ39+5dZGdnV7qHBMdx6NKli0Z5\n", "JGp7QsvSlFfi0tzcHN988w1OnjyJY8eOaTXGt99+izZt2iAwMLAiqjL+P9bW1gBQqxNbCgaJrl27\n", "okmTJjhz5ozWfam6H7569QqtW7dGmzZtNArnUOVx8eTJE40SZjo4OJRrkKgpDwldghkkdBNmkGDI\n", "YW9vDzc3N8hkMshkMjg7O4PnedjZ2Yltbm5ukEgkNa2qSl6+fImwsDC1bjjCQ6eVlRV4noebmxtm\n", "zpypIHfw4EH06tUL7u7u4jEYNmwYoqOjFWS7du0KOzs78DwPZ2dnjBgxolL2i8FgMGoKwa2+adOm\n", "AABnZ2elIQ814SEBFFfbSEhIkEteBxS773/xxRdwd3fHsGHDAAAeHh7w9vZGeHi40r5iYmIAoNIN\n", "EkBxHomrV68iKyurXFki+s8ZJNTh/fffh6+vL2bNmqUyL4gqLl26hFOnTmHWrFngOK6KNHy7EAwS\n", "tTmPRGJiIgwNDWFiYgI/P78K55HYv38/WrVqBQCwsLCAr68vYmJi0L9/f8TFxSnIV0eJS3U9JHie\n", "R8OGDatUF13Gy8sL//zzT602sP0XYQYJhhwcx+HIkSOIiYlBTEwMfvrpJwDAggULxDZVX5V0hfT0\n", "dMyfP18tg4ShoSFiYmIwbtw4AMCRI0ewZMkScT0RYfTo0ZgyZQpmz56N2NhYxMTE4MaNG+jWrRs6\n", "d+6MdevWyfV54sQJzJ8/HwCwadMm/Pzzz5W4dwwGg1H9CG71d+7cQZcuXWBkZCQaJ0pSEzkkAKB9\n", "+/aws7NTCNs4evQoTp8+jcWLF8uFPYSEhOD3339X6kodHR0NBwcHlSEdFaFLly4oLCzEuXPnypWN\n", "i4tDVlbWW2eQ4DgO3377LaKiovDbb79ptO3ixYvRsmVLBAcHV5F2bx8NGzaEkZFRrTdIWFhYgOM4\n", "+Pv74+LFi8jNzdW6P3Nzc0ycOBF16tQRQ5C8vLzw7bffwsLCQqO+KqsKhUQiQWJiIt68eaNSJi0t\n", "DY0bNxZLoL5tJCUlYe3atSgqKoJMJqv06igM7Xk7ZyRDJf7+/nLZ0ZXFcNarVw8BAQHVqJV2aBJ/\n", "qkp24cKF2LZtGw4fPoyOHTuK7Xp6eggNDcXSpUsxadIkBddSVuOYwWD8FzE1NcXs2bNx7do1nDhx\n", "Qm7d69evkZWVVSMeEhzHYeDAgfjtt99QUFAAACgsLMTMmTPRuXNnvPfee3LyQ4YMAcdx2L59u0Jf\n", "VZHQUsDJyQnNmjVTK4+EUGHDzc2tSnTRZTp37oyePXtizpw54vksj1u3buHAgQOYOXPmW/vCVRVw\n", "HAdra+tK/6KsSdLHiiIYJIDiuZWTk4OrV69WqM+4uDjY2NjIGWZNTU3h4OCgIFuecWH//v1itZmG\n", "DRtqVYVC8FxWFv4hkJaW9laHawQHB+PmzZsAgJSUlEqrjsKoOOyOzZAjPDy83My3FhYW2LJlC/bt\n", "24fu3bvD29sbMpkM7dq1w86dO+Vkhw8fLoYvnDlzBv3794dMJgPP85g6dSoAICcnB5MmTYK5uTnc\n", "3d3x7rvv4tChQ2KoSMmQhxcvXmDkyJGwt7dHy5Yt4e3tLfcFZfv27ejVqxcA4OuvvxbDTP755x+N\n", "j0V6ejoWL16M7t27w9XVVanM6NGjYWxsXKGM4AwGg1GbCAwMhJeXF1asWCHXLtR2rwmDBFBcbSM5\n", "OVnM0bB9+3bcvHkTS5YsUXDfNzU1RVBQkELYRlFREaKjoys9oaWAJnkkYmNj0aBBA9ja2laJLrrO\n", "N998g3v37qkMrSnNkiVLYGNjI4bmMCqPyiz9qU3Sx4pS0iAhlUphbGxc4bCNZ8+eoXnz5grtQnib\n", "iYkJAKBdu3blGhcEjwuguGStNlUoBINEWWEbqampb23VGU2qRTGqnzo1rUB5/O9//8Mnn3yCuXPn\n", "Yu7cuTWtjta0adNGfFirKiwtLSts8dWEjRs3ok+fPpgwYQKA4q8T/v7+qF+/PoKCggAAv/zyC7Zu\n", "3YrQ0FAsWrQIv/zyC5o2bYp58+bh5cuXAIDx48fjwIEDOH36NNzd3ZGYmIj3338fQHGoyMiRIwEA\n", "GRkZ6NSpE+zt7XHnzh0YGhri0KFDCA4Oxvbt2zFo0CAMHToUHTt2hEQikdtWG44dO4bs7Gz4+Pio\n", "lNHX14dMJsPp06ff6hs9g8F4e+A4DtOnT8fIkSPlchwIWfhryiDh7e0NBwcHbN26FS4uLpgzZw76\n", "9u2LDh06KJUPCQlB7969ce3aNUilUgDFD6eZmZlV5iEBFOeR2LFjB16+fFlmLLdwbN/WXAhSqRSD\n", "Bw9GWFgYevToAUNDQ6W/sampqYiLi8P27duxYsUK6Ovr14C2/22sra3LzU+gLkJFCYH4+Hj07dtX\n", "o3K4mpKYmAhvb28AxR6unTp1wunTpzF79myt+4yLi1NqkBDC22JjY+Hh4YHx48erZVyIiIhA+/bt\n", "tQ7RatasGfT19cs8T2+7hwRDd9FpD4n09HR8+eWXAKDwgxwWFiaXaFH4U5VVefPmzfDy8oKXlxfc\n", "3NwqVFJKGxISEvD8+fMq/atqg0dp1q5di08++URcdnNzQ7du3RRKFQnH+cMPPxRd2z777DPMmjUL\n", "9+/fx7Zt2zB69GjxJmxhYYEpU6YojLdq1So8efIEy5Ytg6GhIQCgd+/e6NKlizhPSo5XUQRLannx\n", "gEK8dFlucgwGg/FfYtCgQbC2tsbKlSvFtpo2SCQnJyM3Nxe//vorXF1d8fTpU0yfPl2l/LvvvgsL\n", "Cwts3bpVbBMSWlaVhwRQnEeiqKio3HxMt27deuvyR5RmypQpeP78Odzc3BS+ppf80t6xY0dwHCd+\n", "DGFULpUVslFTX6lLekgAxeHJ58+fVzscSBlCyIYq3N3d0bFjR+zZs6fcvt68eYOjR4/igw8+0Fof\n", "wauYeUgop7JydTCqBp32kPjqq6/g5+eHAwcOKKzjOE7tL+Dr1q3D559/jrNnz8Lb2xuPHz+Gj48P\n", "UlJS5BIYViXVkeSruhOJGRoaYvLkybh48SLy8/PB8zyePn2q0hJc8sHKyMgIRkZGOHr0KIqKitC2\n", "bVuVsgJ//fUX6tevr/Cg6O7ujhMnTqi0VjMYDAajctHX18ekSZPw1VdfYdGiRbCyskJ8fDwMDAxq\n", "LIN7cHCw6FaemZkJAJgxY4bKL69169bF8OHDsXXrVixZsgT6+vqIjo6GlZWVxonp1CUpKQkjRowA\n", "z/MYM2YM1qxZg/379yv8bhYWFuL27dsV8vL7LyCEdmZmZiIzM1Pua3rpL+1AcZhoVX5pf1uxsbHB\n", "ixcvUFRUVOvycxARkpKSFAwSX3zxBaKjo8XcDZpQVFSkMmSjJAMGDMDnn3+OjIyMMpPk/vnnn8jO\n", "zq5wPgOJRIJHjx6pXJ+WliZ6iryN7N+/H3379hWNNhKJRONcHYyqQWcNEjdu3MC+fftw5MgRpQYJ\n", "QL0v4VlZWZg9ezZCQ0PFi1AikWDq1KmYM2cOxo0bVy0lLKszlKI6eP36Nbp06YKmTZviyJEjoudD\n", "aGioythYY2NjhbYXL14AABo3bizXruyBNiUlBfn5+QoGiVevXsHS0hIpKSmVapAQ5kV5nicJCQng\n", "eV6nS6EyGAxGZTN27FgsWLAAa9euxaJFi5CQkAArK6saCTEo78urqi9go0aNwooVK3DkyBH06dMH\n", "MTExVeodUfIl+vXr12JStdIv0Y8ePUJOTs5b7SGh6pzevHkTw4cPF71ZSlLe+WZoh7W1NfLy8nDv\n", "3j2x3KU2CF+pBW8qAXNz8yo7Z+np6cjPz5czSHh7e6N+/fo4ffq0VgaJ5ORk5Ofnl/vM2a9fP0yZ\n", "MgUHDx4s07gYEREBNzc3ODs7a6xLSSQSCS5duqRy/dsesiGE0wjeOOw+oTvorJlz0qRJWLBgQYW/\n", "tBw9ehRZWVkKoRxdu3ZFYWGhxiWlGMVcuHAB9+/fx7Rp0+QyDGsaLtGsWTMAxTfJkmRkZCjImpmZ\n", "oUGDBmL5UeHv/v37ePHiRaXH/AYGBsLQ0BAXLlxQKZOTk4Po6Gj4+Pi81Td5BoPx9tGoUSOMGTMG\n", "69evx+vXrxEfH19j4Rra4uHhAW9vb4SHh4OIqjShpSbu6kKFjbfZIKGKV69e4fLly6yaVTWRlJSE\n", "r7/+GkBxhYqKJqEUkj7WrVsX9erVE0NwKxI+URaJiYkA5MNv69atC19fX5w5c0arPuPi4gCgXIOE\n", "jY0NfH19ywzbyM/Px6FDhyql2oNEIsHjx4+VXhtExIx1/x9TU1N2HHQMnTRI7Nq1C69evcJHH31U\n", "ptzRo0fxzjvvQCqVwtPTE5MnT1b4mn3t2jUAgKOjo1y7sHzjxo1K1PztQajfXPpLWHx8vEZfx3x8\n", "fMDzPC5fvizXLpTlKUmPHj2Qnp6Of//9V679wYMHGDp0KAoLCwEU/9AA/2ccuXPnDq5fv662TgKN\n", "GzfGF198gWPHjuHWrVtKZTZt2oTXr19j0aJFGvfPYDAYtZ3JkycjMzMTW7ZsqVGDREXig0NCQnD4\n", "8GHcuHEDSUlJVZrQUhk5OTkKbbGxsTAzM9M40/5/CVXn1MfHB/fu3VNqOGLx4JVPyVKJycnJFS6V\n", "aG5ujmPHjqGoqAjz5s3DyZMncfPmTbl8NJWJMoMEUBy2cfbsWfHZURMEg0RZOSQEBgwYgL/++ktM\n", "5F6a06dPIyMjo1IMEg4ODsjMzER6errCutevXyM/P599PGPoJDpnkHjz5g1mzpyJNWvWlClXv359\n", "8DyPHTt24Nq1azh48CAiIyPh7e0tV5ooOTkZAMTyOwLCsrCeUTalra0dO3aEqakp1qxZg9evXwMA\n", "Tpw4gePHj6v8aqGs3cnJCaNGjcLmzZvFH7yEhARs3rxZQXbKlClwdHTExIkTxTEzMjIwYcIE2NjY\n", "QE9PD0Dxj46hoaH4gzF//nwcOnRIq/386quvMHLkSPTu3Rvnzp0T2wsKCrB582bMmjULGzduROfO\n", "ndXeZwaDwfivYGdnhwEDBohJh8uKk65qhC+vVlZWsLKygq+vr1rxwUOGDAHHcZg0aRKAqktoqeoF\n", "Oz09XaFk9tteYUOgrHOq7flmqE9VJaGMiYlBYWEhAgMD0b59e0ydOhVff/017t69WwFtlaPKING5\n", "c2e8fPlSqw+TcXFxMDAwkPMQVkX//v2Rl5en8jk0IiJCTNJfUcoq/cnCFBg6DekYc+bMoeHDh4vL\n", "jx8/Jo7jaN68eeVue+vWLeI4jsaNGye2jRkzhjiOo0ePHsnJ5ufnE8dx1KNHD6V9RUVFEQCKiorS\n", "ck9qP/379ycnJyfieZ5sbW3pnXfekVsfGRlJfn5+ZGVlRf7+/jRmzBjq1asX6evrk0wmo9u3b9OE\n", "CRPI1taWeJ4nV1dX6tOnj8I4OTk5NGnSJGratCm5u7tTUFAQnThxgjiOo23btsnJJiQkUGhoKDVv\n", "3py8vLyodevWtGzZMoU+f/zxR7K3tydPT0/q3r07paamKt3HN2/ekFQqJUtLS1HHGTNmKMhFRETQ\n", "u+++S66uriSVSsnV1ZVGjBhBN27cUJDt0qWLuM9OTk5y85nBYDD+a/z5558EgACQsbEx+fj4UGJi\n", "Yo3pk5KSQikpKWrLJyYmUpMmTQgAcRxXpfonJiaSr68vWVlZkZWVFfn6+tK4ceMIAM2YMYMKCwsp\n", "JSWFWrRoQRMmTKgSHWojZZ1TTc83Q31SUlLIyspKvL6FPysrqwod85UrV1K9evUoLy+PiIhev35N\n", "Tk5O5OvrSwUFBZWlPhERff/996Svr09FRUVy7dnZ2WRgYEDfffedxn1+/vnn5OjoqLa8j48PBQUF\n", "KbQXFhaSlZUVTZkyRWMdlJGSkkIAaM+ePQrroqOjCQBduXKlUsZivD1UxzuxTiW1fPz4MTZs2KDU\n", "vZ7U+NLs6uoKY2NjuZh/MzMzAP+XcVtAWC7PujllyhSFLz5DhgzBkCFDytWntlNeqaJ27dqVG3+3\n", "du1arF27tkwZAwMDfP/99/j+++/FtujoaABAgwYN5GQtLCyUek+UZsyYMRgzZky5coaGhkoTY5Um\n", "ODgYwcHB5coBxZ4iDAaD8bYQFhYm/p+VlaUyUWN1oekXwODgYDGPERFVqf6qkqq1bNkSU6dOxaZN\n", "m1C3bl0kJCSgoKAASUlJb3XYhkBZ55R98a06VCWhrGhozKVLl+Dt7S2G2NavXx+bNm2Cv78/1q1b\n", "J3orVQaJiYmwtLRU8DaqV68e2rdvj9OnT2Py5Mka9alpVbcBAwZg1qxZyMzMlPPYvnz5slg5pjJo\n", "0qQJjI2NlXpICPc4FrLBKIsdO3Zgx44dcm3K8vpVNjplkDh+/DiMjIzQq1cvsS0vLw8AsGHDBuzf\n", "vx+tWrXCjh07kJCQoLTMJc/zKCoqEpcFF6hHjx7By8tLbBfK4pRsU8Z3331XpRm3GcUPs4MGDYKL\n", "i4vYJoRvSKXSmlKLwWAwGOWgbXULXaGm9C/d75QpU7B+/Xrcu3dPbHv06FGNGnYYDOD/SiXev38f\n", "ycnJcHFxqXBoTGRkJPr16yfX1rlzZ0yYMAGzZs1Cx44dYW9vXynXX2Jiosoyvv7+/vjhhx9ARBqF\n", "R8XFxWlUWa1fv36YNm0aDh06hGHDhontERERaNq0KTp27Kh2X2XBcZyY2LI0LGSDoQ7KPrpHR0dX\n", "eblYncohMXr0aDx58kSugsIff/wBAPjkk08QExMjWm2aNWumYLF9+PAhXr58ibZt24ptPXv2hLGx\n", "MY4dOyYne/z4cejp6SncEBnVz927dzF//nzR+BQXF4fFixdj4MCBrJQmg8FgMP7zpKamIisrS6G9\n", "orH6DEZFEbx67ty5A2dnZ/j4+FTIaychIQH//vsvOnTooLBu2rRpKCgogK+vLzw8PCpc0QMo3yCR\n", "mpqK27dva9Snph4Stra2aN++vZznMREhIiICQUFBYg60ykCVQSItLQ16enoKOfUYDF1ApwwSyhBC\n", "NZSFbMyaNUvMTv3y5Ut88sknaNSoEWbPni3KNGjQAN9++y3Cw8PFMIDHjx/ju+++w7Rp05QmmGJU\n", "L4MHD0ZycjK8vLzg5uaGgIAA9OnTB9u2batp1RgMBoNRBhWpbqEL1Hb9GYzqwtTUFP369cPBgwe1\n", "qkwhEBkZCQBo3769wrrhw4cjLy8PeXl5iI+Pr3BFD6Bsg0SHDh1Qp04dnD59Wu3+CgsL8eLFC40M\n", "EkBx2MbRo0fFkPHbt2/j/v37lRauIVCWh0STJk3e+kS5DN1EZw0S6enpkEgk8PPzA8dx+O677yCR\n", "SLBp0yYAwPbt2/Hy5Uu0adMGHh4e8PDwgJmZGSIjI+Hk5CTX1/jx47F27VqEhITAy8sLvXr1wrRp\n", "07BkyZKa2DVGKfr06YNjx47hzp07uHXrFh4+fIjFixdDX1+/plVjMBgMRjnU9moHuqA/M4wwagPB\n", "wcFISUmRy9WmKZGRkbC0tFR4oa+qih5lGSSMjIzQtm1b/P3332qPkZiYiIKCAo0NEv3790dubi5+\n", "//13AMC+ffvQoEEDBAYGatRPeQgGiZLh60CxhwTLH8HQVXQqh0RJGjdurNTCJzB48GAMHjxY7f5C\n", "Q0MRGhpaGaoxGAwGg8H4/6hK1Fhb0BX9hVh94dlHIpHUKsMO479P27ZtYWVlhYiICPj5+WnVR2Rk\n", "JDp06FAtX+qJqEyDRFJSEp4+fYrIyEh4eHjA3t4e+/fvLzMkRSgpb2Njo5EudnZ2aNeuHfbs2YMh\n", "Q4YgIiIC7733HurVq6dRP+UhkUhEDxNra2uxvTbk9GG8veishwSDwWAwGIzag6mpaa1+4K1p/QXD\n", "yM2bN3Hz5k2cP3+eVdhg6BQ8z6NPnz7Yv3+/WtXvSlNYWIjLly8rDdeoCi+hzMxM5ObmqjRIBAcH\n", "4/nz5ygqKlI7REQwSGjqIQEUh2388ccfOHfuHGJiYvDBBx9o3Ed5CLnXSn/UZR4SDF2GGSQYDAaD\n", "wWAwdISaNowwGGUhePEI1dA04c6dO3j16pXShJaAfPgUADg4OFTISygxMREAlBoktA0RefbsGQwN\n", "DTV+uU9KSsKOHTuQm5uLrl27guM4tGnTRqM+1IEZJBi1EWaQYDAYDAaDwWAwGOUSEBAAExMT7N+/\n", "X+NtIyMjwfO8yhfxkl5CDg4O6NOnT4W8hMoySGiLUGFD05CT4OBgMbl+fn4+iAgjR46sNL0EjIyM\n", "YG5urmCQYCEbDF2GGSQYDAaDwWAwGAxGuejr66NXr15aeS5cunQJbm5uaNCgQZlypqamaNGiBR4+\n", "fKitmgDKNkhoGyISFxencf6IqkrYqQpllTYXtrBbAAAgAElEQVSYhwRDl2EGCQaDwWAwGAwGg6EW\n", "wcHBuHbtmtKX7LIQElqqg6OjY6UYJOrWrYvGjRsrXS+EiJiYmAAAfHx8yjW0PHv2TKv8EdVJaYME\n", "ESEtLY15SDB0FmaQYDAYDAaDwWAwGGrRs2dP6Ovr48CBA2pvk5WVhdjYWKUJLZXh6OiIR48eaZU8\n", "UyAxMRHm5uYqwyuEEJEtW7YAALZs2VJuiIgQsqEJ1V3Wt7RBIisrCwUFBcxDgqGzMIMEg/Ef5fff\n", "f4dMJoOXlxecnZ0xZ84crfuaNm0anJ2dwfM8Tp8+XYlaqmb79u2QyWTgeR7z5s2rljHfBrp27QpL\n", "S0vwPLv9q2Lw4MGws7MDz/N4+vRpTavDYDAYOoWxsTG6deumUR6Jq1evgog0MkhkZ2cjPj5eWzXL\n", "LPlZkk6dOgFAuYk6CwoK8OLFC41DNgD5hJ1WVlbw9fWtsrK+EokEz549Q15eHoDicA0AzCDB0FnY\n", "EylDjuzsbMhkMlhZWYHnebi5uWHmzJkKcgcPHkSvXr3g7u4OmUwGNzc3DBs2TEzYU5KuXbuKD/fO\n", "zs4YMWJEdezKW018fDwGDBiATz75BNevX8fOnTtx4cIFrftbuXIlfvrpJwColtrhADB06FDExMRU\n", "aMwnT54gLCwM//77b2WqVqs5ceIEPvnkk2o7j7WRnTt3Yv78+TWtBoPBYOgswcHBOHPmDFJSUtSS\n", "j4yMhLGxMVxcXNSSd3R0BIAKhW2oa5AwNzeHhYVFuQaJ+Ph4FBUVaRWyUZ1lfSUSCYqKikSDupCn\n", "goVsMHQVZpBgyGFoaIiYmBiMGzcOAHDkyBEsWbJEXE9EGD16NKZMmYLZs2cjNjYWMTExuHHjBrp1\n", "64bOnTtj3bp1cn2eOHFCfLjftGkTfv75Z431CgkJQWhoaAX27O3i8uXLyMnJQUBAAADA29sbf/75\n", "Z4X6rIjbZE3x5MkTzJ8/nxkkSkFEtfJ8Vifs+DAYDIZqevfuDSLC4cOH1ZK/dOkS2rZtCz09PbXk\n", "HRwcAFSPQQIAPDw8cOPGjTJlnj17BgAVyiFRHWV9S5f+ZB4SDF2HGSQYSlH1ML5w4UJs27YNhw8f\n", "RseOHcV2PT09hIaGYunSpZg0aRKOHTumVn/qwnEc+6KrAenp6QAAAwMDsa1u3bo1pU6Nw14uGQwG\n", "g8GoPCwtLeHj46NW2AYRITIyUu1wDaD4A1mzZs3w4MEDrXXU1CBRnodEXFwcgIoZJKoDW1tb8Dwv\n", "GiSYhwRD12EGCYbapKenY/HixejevTtcXV2VyowePRrGxsYVylegCk1fKs+dOweZTAYDAwOEhoZi\n", "zZo16NSpEywsLPDBBx8gNTUVf/31F9555x3Y29vD399f6Q/f0aNH0aFDBzg7O0MikWDgwIEKmaX3\n", "7duH7t27w9vbGzKZDO3atcPOnTvlZIYPHy6Grpw+fRp9+/aFu7s7nJycsHnzZrX2KT8/H/Pnz0fL\n", "li3h4uICR0dHfPbZZ3jz5o0oM2zYMMydOxcA8N5770Emk2Ht2rUq+7x27RqGDh0KqVSK1q1bQyqV\n", "Yv78+WLsYWmSk5MxbNgwyGQymJqaYuTIkaIBROD777+HTCaDt7c3vLy8MGjQIJw5c0ZOJioqCj17\n", "9oS9vT0cHR3h7++PkydPlrn/N2/elDunAsOHD1fIi7B8+XKMGTMGQPG8lMlkkMlkePnyJYDi+bRq\n", "1Sq4uLiIx3L69OnIzs4uUwdAvfMNFOfBaNu2rXgcevfuLSYB8/X1FbN/t27dWpzfw4YNg7m5OZo3\n", "b47t27fL5Xy4fv06evbsiVatWsHNzQ1//PGHwpgPHjzAgAEDYGdnB6lUCqlUis8//1xpNvSy+it9\n", "/axbtw5+fn4wNzcHz/PIzMwUxxs4cCDs7OzQokULtG3bFnv37hX7efToEWQyGYyNjdGlSxfs3LkT\n", "AQEBsLW1RUBAAO7fvw8AuH37NlxcXMDzPGxtbfHRRx8BKA4jk0qlqF+/PlxdXUX5kqxatQoWFhbg\n", "eR6enp7Ys2cPACAiIgIuLi4wNDREv379AACnTp1CcHAwWrduLf6tW7eu3PvLN998AycnJ7k8Kg8f\n", "PoRUKlWYjyX1Km9+qXOtMBgMhi7St29f/PXXX3LPIMqIi4tDQkKC2hU2BJycnKrNQ8LT0xOPHj3C\n", "q1evVMrExcXByMgIDRs21Fqn6qBu3bqwsbGR85CoU6dOueVWGYwagxhKiYqKIgAUFRVVaX2+ePGC\n", "oqKilP4lJCTIySYnJ6uUjYuLk5N9+fIlvXjxotL0JCKaO3cucRxH//77r9i2e/du4jiOFi5cWOa2\n", "AQEBxHEcpaSkiG1btmwhjuPo9OnTWukTEhJCoaGhWm1rb29P1tbWFBERQUTF56Fhw4bUuXNn+uKL\n", "L4iIKC8vj3x9fSkgIEBu23379pGenh798MMPRERUUFBAgwcPJhsbG0pLSxPlevToQWvXrhWXY2Nj\n", "ydTUlA4cOCDXX3h4OHEcR3379qWsrCwiIlq9ejXp6enR/fv3y92X/v37U/PmzenBgwdERJSYmEju\n", "7u7k5+dHBQUFCuOUPH+qWLx4MQ0dOpTy8/OJiCgtLY18fX1p6tSpcnInT54kjuPIy8tL1PXp06dk\n", "Z2dHgYGBotwvv/xCFhYWlJycTEREubm5NHDgQAoJCRFlrly5QoaGhjR79myxbd26dVSnTh36/fff\n", "5cblOI7mzZsn12Zvb68wH8LCwojnebm2U6dOqZx3U6ZMISMjI7py5QoRFR9LV1dXeu+998o4WsWo\n", "c77Pnj1LBgYG4rEqLCykqVOnys2xXr16kUQiUejfx8dH7t4TFhZGHMfRuHHjxPM8depUMjExoYyM\n", "DFHuyZMnZGpqSiEhIVRYWCjq1rhxY/ruu+9EOeH6LtnftGnTFPojKj7WzZo1E6+BjIwMatKkCb18\n", "+VIcb8SIEeJ4Bw8epDp16tCGDRvk+gkICCALCwtavnw5ERXPCx8fH+rcubMok5ubS02aNKGRI0fK\n", "bZuRkUE2NjaUl5encKwEDh8+TBzH0cGDB+Xaw8PDaezYseLyuHHjaMaMGeLys2fPyMnJib7//nu5\n", "7YR7VslrSNV8UjYf1Zlf6lwrDAaDoavcu3ePANDWrVvlnvlKs2vXLgKg8KxbHqGhodS2bVutdMvK\n", "yiIA9Ouvv6olf/XqVQJAly5dUikzefJkatWqlVb6VDcBAQE0aNAgIiKaP38+mZub17BGjNpKVbwT\n", "l4YZJFRQFQd/7ty5BEDp34oVK+RkN27cqFK29Ivi0aNHae7cuZWmp6Br6YfxpUuXEsdxtHHjxjK3\n", "HTx4MHEcR1evXhXbKmqQGDVqlNYP6XZ2diSVSuXa3n//feJ5Xs6osGzZMuJ5XnwxLyoqIjs7O3J3\n", "d5fbNi4ujjiOowULFohtDx48EF/IBAYNGqTwcisch3379oltiYmJxHEc/fTTT2Xuh2AQWL16tVz7\n", "vn37iOM42rZtm8I46hgkEhISFF5C169fT0ZGRkrHX7RokVz76tWrieM4OnHiBBERTZgwgVq2bElF\n", "RUWizK1bt2jHjh3isr+/P1lYWMgZUYiIPD09ydHRUa5NXYOEMGeV6Vx63j148IB4nqeJEyfKtf/8\n", "88/EcRydPXuWykKd871s2TJq2LAhZWdni23x8fG0bt06cXnv3r3EcRz9/fffYtudO3fIy8tL6b5F\n", "R0eLbZGRkcRxHB07dkxsGzVqFNWrV49SU1Pltp8xYwatX7++zP4uX76s0B9R8fXj4uIi1/bvv/9S\n", "UVERjRo1igwMDBQeRIOCgqhhw4b06tUrsc3f359MTU3lzvmSJUvkrjkiookTJ1L9+vUpMzNTbFu/\n", "fj1NnjyZyqKwsJCsra0pKChIrr1Tp04UGRkpLj99+pTevHkjJzNz5kxydXWVa1N2DamaT6Xno7rz\n", "S51rhcFgMHSVxMREMjQ0JENDQ7KysiIfHx9KTExUkJs2bRrZ2dlp3P/ChQupSZMmWun24MEDAqDw\n", "m6aKN2/eEM/zZT7j9uvXj9555x2t9KluQkNDqV27dkRUbCAv/TvOYKhLdRgk6lSrO8Zbzscff4yg\n", "oCCl66ytreWWBZdiZZTOyuvj4wNPT8/KUVIHuHr1quhqLyBkCpbJZHLtR44cgaWlZbl9tmjRQm65\n", "SZMmMDMzQ+PGjcU2U1NTEBESExNhbW2Ne/fu4enTp/j444/ltrWxsYGJiQlOnDghhqYYGhpi8uTJ\n", "uHjxIvLz88VygaoyKLdq1Ur838zMDACQkJBQ5j4ISSlLx2AKLpB//vmnVhVMGjZsiNWrV+PAgQPI\n", "ysqCnp4e0tLSkJ2drdTdsfRca9u2LQDg4sWL6NKlC7p164YffvgBvr6++Pjjj/H+++/D1dVVDPN5\n", "8+YNzp49i3fffVchuVWHDh2wceNG3L9/H87Ozhrvi7ocO3YMRCSXBwUA3N3dARQnYhXKgClDnfMd\n", "EBCA2bNnw9vbG+PHj0efPn1gY2OD8ePHizJBQUEwNTXF5s2b0a1bNwDFddA//PBDpeOWN2/+/PNP\n", "SCQShcRVJRPTqupPiC1VNg/d3Nzklm1tbcXxHBwcFOJSO3TogEOHDuHChQt45513xHZHR0e5c25m\n", "ZiZ3zQEQw0N27NiBsWPHAgDCw8Px448/Kt0HAZ7nMWrUKCxduhQJCQmwtLTE3bt3kZGRgXbt2oly\n", "xsbGWLhwIY4fP443b95AT08PCQkJyMjIKLN/TShvfp08eRKdOnUq91phMBgMXSY4OFgMQxNKdPbt\n", "2xfnz5+Xk4uMjNQ4XAMo/s1IS0tDRkYGGjVqpNG2iYmJAKB2yIahoSGcnZ3LzCMRFxcn3sd1HYlE\n", "IiYcTUtLYwktGToNM0hUI0LtYXUwMzMTXzjKw8TEBCYmJhVRTS2ErL3lvTgnJCSA53lRXlPatGkj\n", "lnsUCA0NBcdxaudaKAnHcTAyMlKrDQAKCwsBQCxltX//fly6dElO1tjYGAUFBQCA169fo0uXLmja\n", "tCmOHDmCpk2bijqfOnVKqU4lxxbyHgjjqkLQp/SPivAymJycXOb2qhg9ejSOHj2K48ePw8vLCwCw\n", "detWhIaGIjc3V0G+9FwT9Hn+/DmA4geUv//+GytXrsTYsWNBROjRowdWrlwJZ2dnpKeng4iU/jgK\n", "+5KSklKlBgnhWH711VdyL+uFhYWwtLQsMx5W3fPdpk0bXLhwAcuXL8fnn3+OTz/9FH5+fli+fLlo\n", "xKlbty6GDBmCn376CZmZmTAyMsKuXbsQFRWldGxDQ0Pxf2XzJiUlRSyVpg7l9QcUXxfGxsZKt1c1\n", "XsnzWJLS15yyMVu3bg0PDw9s2bIFY8eOxa1bt5Cfn6+W0fWjjz7C4sWLsXXrVsycORObN2/G6NGj\n", "xfVEhKCgICQmJuLo0aPiPWrevHmYN29euf2rS3nz6/Xr1wDKv1YYDAZDV0lNTVWam+jx48dITU0V\n", "fwfy8/MRFRUl5vHRhJKlP729vTXaVlODBFB+Ysu4uDj06NFDIz1qColEguTkZLx69UrufDAYuggz\n", "SDDUJjAwEIaGhrhw4YJKmZycHERHR8PHx6dSrbFUBVUSyutTMAgNHToUK1asUCl34cIF3L9/H99+\n", "+634cqpO/5oi6COUbxIQsieXHFtdsrOzsXPnTowfP140RgBl6y4khSw9fkkvn8DAQAQGBiI1NRU/\n", "//wzFixYgO7du+Px48do3LgxeJ5X2A9N9kVPT09Bx6ysrDK3KYlwLFeuXInevXurvR2g2flu06YN\n", "du7ciVevXmH37t0ICwvDO++8gydPnohfe0JDQ7F27Vr8+uuvaN68Odq2bav1g4OZmZnS41pVqBqv\n", "InMSKC7zO336dNy5c6dMj5HSODg4wN/fH5s3b8b06dOxa9cuREdHi+sfPHiAc+fOYfny5XIGU3Wv\n", "VcG7o7S8kOBTQJP5pepaefToEassxGAwah2l7483btxATk6O1h4SgPYGCT09PY1+Tz08PLB69WoQ\n", "kcL9Ny8vDwkJCTpfYUNA+I178uQJ0tLS0LJlyxrWiMFQDauywVCbxo0b44svvsCxY8dw69YtpTKb\n", "Nm3C69evsWjRokoduyoezMvrs2XLlrC3t5d7oRH48ccfsX79egAQvQhK9xcfH1+pegtW+dLeGsKy\n", "Nlb7goICFBUVKdVdFaXrdF++fBlAcdUIAPjuu+/ENlNTU0yZMgVffvkl/v33X2RkZKB+/frw8/ND\n", "dHS06GVScl8cHR3h5ORUpt4WFhbiS6/AP//8o7AfQqlT4QEpKioK9+/fR/fu3cHzvNJzO2nSJJw9\n", "e1bl2Oqe7+3bt+PQoUMAgAYNGuDDDz/Ed999h8zMTLmvSjKZDJ6enti8eTPCw8PVfvlWRo8ePfDo\n", "0SOFYzN//nysXLlS637LGu/hw4cK4126dAkNGzYU54SmDB8+HHXq1MGPP/6IvXv3YtiwYWpv+9FH\n", "H+H+/fuYOXMm2rdvL2cYrei1KnxpK2mESUpKUqgyo+78KutaKW34YzAYDF3C1NQU9vb2Cu0vX74U\n", "vRMA4Pjx46hTp45CyK06NGnSBI0aNdKq0kZiYiKaNm0qV32rPDw9PZGamqrUEzg+Ph5EVOsMEsIz\n", "AfOQYOgyzCDBKJPSlu6vvvoKI0eORO/evXHu3DmxvaCgAJs3b8asWbOwceNGdO7cWa3+tNVD022V\n", "ba+qz5Lt33//Pc6ePYvw8HCx7dKlS5g7d66Yy6Fjx44wNTXFmjVrRFfsEydO4Pjx42qNUZ4+Av7+\n", "/ujfvz9WrFiBR48eASh+GZo7dy78/PwwdOhQjfs0NjZGQEAAdu3aJZaHiouLw4YNG1Ruv3XrVrH0\n", "4tOnT7Fy5UoEBgYiICAAQHEpycWLF4txpXl5eTh//jxat24tegUsW7YMmZmZcm7yGzZswO3bt7F6\n", "9epy96Nr1644f/68aDg5c+YMbt68qSBnb28PjuPE2uGffvopIiMjIZFIMHXqVKxZs0Z8aSQibNiw\n", "Ab///nuZX2LUPd+CF4WQm6CoqAhnzpyBtbW1Qo6A0NBQREVF4erVqxoblkqOGRYWBmNjY0yfPl0M\n", "g7h69Sp++OEHtfstfQxVXT/CeCYmJnLjHT58GH/88QeWLFmC+vXrl9m3qvamTZuiV69eWLt2LXx8\n", "fDSKHe7Xrx9MTEywatUqsXSogIuLC5ydnfHTTz+JIU6xsbFKS7Yq083JyQl2dnZiWVEiwuLFi2Fi\n", "YiInp+78UudaYTAYDF1l//798PX1FUOSZTIZbGxs0LZtW6xduxa+vr4ICwsDx3Ho2rUrkpKSNB7D\n", "0dFRaUn28tCk5KeAh4cHACgN2xCeI2qLQcLS0hIGBgZ4/PgxyyHB0H2qIlPmf4HqyCiqi7x584ak\n", "UilZWloSz/Pk6uoqVyJPICIigt59911ydXUlqVRKrq6uNGLECLpx44aCbJcuXcjW1pZ4nicnJyca\n", "Pny4xnppU/bz5s2bJJVKycDAgJo0aSKWF+zUqRM1adKEDAwMSCaT0d27d2nq1Kmijq6urhQeHi72\n", "8/fff1OnTp3Izs6OvL29qVu3bnTu3Dm5sSIjI8nPz4+srKzI39+fxowZQ7169SJ9fX2SyWR0+/Zt\n", "mjBhgtwYu3btogsXLpBUKiWe58nS0pIGDBhQ5j7l5+fTvHnzyNnZmVq1akUSiYSmT58uVzVg6NCh\n", "cuPIZDK5Sg+liY+Pp0GDBpGVlRV16NCB+vTpQ1OnTiWO48jNzY22bdtGU6dOJScnJ+J5nrZt20Z9\n", "+vQhT09PsURjenq62N+ZM2do4MCB5ObmRjKZjNzc3CgkJEShNG1UVBT16NGD7OzsSCKRUOfOncVK\n", "HUREv/76q9yxKZnZOjMzk4YNG0bW1tbUvn17mjNnDn399dfEcRxJpVLau3evKBsWFkZ2dnbk4eFB\n", "AwcOlCsduWbNGnJ1daWWLVuSTCajESNG0NOnT8s8B0Tqne/r169TSEiIeI24u7tTv3796J9//lHo\n", "Lzk5mfT19eXKoAoEBweL16NMJqOzZ8/S3r17ydXVlXieJ1tbW7kKFA8ePKABAwZQ8+bNSSqVkr+/\n", "v9x8Vbe/mzdvkpeXl3j9SKVS+uOPPxT0E8aztbUlJycnatOmDe3Zs0dcn5qaSl5eXtSgQQNq0KCB\n", "OB9nzpwpN09//vlnuX4PHDhAHMfRX3/9Ve75KM348eNVZnS/e/cu9ezZkywtLalTp040ZMgQGjVq\n", "FHEcRzKZjI4dO0aDBg2S023NmjXi9hcvXqTWrVuTg4MDBQYG0vHjx8ne3p6aNGlCMplMo/ml7rXC\n", "YDAYukxKSopYbenVq1cUEhKitEqcr6+vxn0PGjSI/P39Nd7ugw8+oO7du2u0TWFhIRkZGdGyZcsU\n", "1m3fvp0A0MuXLzXWpaZo2bIlTZo0iXiel6u0xWBoQnW8E3NEVRCc/x8gOjoa3t7eiIqKUlntgsFg\n", "MCqLli1b4vfffy83XOVt4fnz5/Dx8REr7DAYDAajdpCamgonJyeF6kVWVla4efOmRuEDX375JbZt\n", "2yZ6KKhLp06d4ODggG3btmm0XYcOHdCyZUts3bpVrn3p0qVYtGhRrQqn69mzJ7Kzs3H69Gns3r0b\n", "AwYMqGmVGLWQ6ngnZiEbDAaDUcPExMTA3NycGSNKsHv3boSEhNS0GgwGg8HQgpJVnCqCo6Mjnj9/\n", "jpycHI220yZkA1BdaePZs2e1JlxDQCKRiGGDLGSDocswgwSDwWDUADt37sTixYsBAMuXL8fEiRNr\n", "WKOa59NPP8XZs2eRk5ODjRs3YuzYsTWtEoPBYDA0RFXCS4lEonFyRUdHRxCRmOdKXSpikLh9+7ZC\n", "0u24uLhaZ5BwcHAQK5CxpJYMXYYZJBgMBqMGaNCgAVatWgVPT08YGRlh0KBBNa1SjdOwYUMMHDgQ\n", "bdu2xZQpU2BjY1PTKjEYDAZDC0onvPT19UVERITG/ZQs/aku2dnZyMrK0sog4enpidzcXDF5t0Bc\n", "XFyt+00qWd6aeUgwdJk6Na0Ag8FgvI28//77cqXRGMDChQuxcOHCmlaDwWAwGBXE3Nwc58+fF8tC\n", "a/uFvlmzZjAwMNDIICH8tmrrIQEUV9pwcXER2589e4agoCCN+6tJmEGCUVtgHhIMBoPBYDAYDAaj\n", "0jE1Na1QuADP83BwcKg2g4SpqSmsrKxw48YNsS03NxeJiYm1LmRDMEjUrVsXRkZGNawNg6EaZpBg\n", "MBgMBoPBYDAYOomjoyMePHigtnxFDBJAcdhGycSWz58/B4BaFbKRlJSEXr16geM4FBYWomPHjkhK\n", "SqpptRgMpTCDBIPBYDAYDAaDwdBJnJycNPaQ4DgOZmZmWo1XutKGUHK0NnlIBAcH4+LFiyAiFBUV\n", "4eLFi+jbt29Nq8VgKIUZJBgMBoPBYDAYDIZO4ujoiMePH6OwsFAt+cTERJiZmaFOHe1S5Xl4eODx\n", "48dihYpnz54BqD0GidTUVDx58kSh/fHjx2JODwZDl2AGCQaDwWAwGAwGg6GTODo6Ij8/XzQMlIe2\n", "JT8FhMSWsbGxAIo9JBo3bszyMDAYVQQzSDAYDAaDwWAwGAydRNPSnxU1SLi4uEBPT08M26htJT9N\n", "TU1hb2+v0C6RSCqUYJTBqCqYQYLBYDAYDAaDwWDoJPb29uB5vtoMEvXq1UOLFi3kDBK1JVxDYP/+\n", "/fD19YWVlRWsrKzg6+uLiIiImlaLwVAKM0gwGAyGjjJt2jQ4OzuD53mcPn1a4+0HDx4MOzs78DyP\n", "p0+fVoGGjLeZGTNmVGh+1gYKCwvx7bffIiEhoaZVqVI2bdoEExMTzJs3r6ZVkWPu3LlIS0uraTUY\n", "NYy+vj6aN29ebQYJoDhsQyj9+ezZs1pnkDA3N8f58+dx8+ZN3Lx5E+fPn4e5uXlNq8VgKIUZJBhy\n", "ZGdnQyaTwcrKCjzPw83NDTKZDK1atUKzZs3QsWNHHDx4UKu+X758ibCwMFy/fr2StX67CQ8Px9at\n", "WxXa4+LiYG5ujnXr1mnc59q1a2FhYSGWuqppavvc0fZ4rly5Ej/99BMAgOO4cuUHDRqE9u3bi8s7\n", "d+7E/PnzFeSuXr2Kxo0bK1zLYWFhlf5iWVonxn+HpUuXajQ/axv5+fl4//338eLFC1haWgIAhg8f\n", "Lhph7OzsEBgYqLDdjRs3MGrUKLi7u0Mmk8Hd3R09evTAb7/9piA7Y8YMuLm5ged5WFlZoXXr1sjJ\n", "yanyfRNITExEUFAQ/ve//+HVq1can8fExER89tln8PT0hEwmg0wmg1QqxYcffoj9+/eLcrt374ZM\n", "JoO+vj6MjY0hk8ng5eWFFi1aoEuXLli5cqWYQLAkLVq0QIcOHXTmt4hRczg6OlarQUIo/UlEtdJD\n", "QsDU1JSFaTB0HmaQYMhhaGiImJgYjBs3DgBw5MgRxMTE4J9//sGtW7egr6+PDz74ABcuXNC47/T0\n", "dMyfP7/WvlTqKuHh4QgPD1dor1evntbxgkL8oYGBQSVoWHFq+9ypyPEkIrVlra2tFeJGlW1vZGQE\n", "iUSCRo0aybXPnz+/0g0SynRi/HfQZH7WNmbPno309HSsWbNGbPvll19EI8yCBQtw/PhxuW02bdoE\n", "Pz8/BAYG4saNG4iJiUFsbCy+/PJLTJ8+HcOHD0dRUZEov3TpUvzxxx8AgE8++QTR0dGoV6+eRnqG\n", "h4dDIpFotY9r165Fr169sGfPHo23zc7ORqdOnXDt2jWcOnUKMTExiImJwb59+xAZGYkVK1aIsgMH\n", "DkRMTAysra3Rtm1bxMTE4Pr167h37x4WLlyIHTt2wMPDAzExMXJjDBs2DEFBQRg0aJBW+8f47+Do\n", "6IgHDx6UK5ebm4uMjIxK8ZBIT0/Hw4cPkZKSUqtySDAYtQ1mkKgmUlNTq6zUTlX0rewhs3Hjxvj0\n", "009RVFSktZeEqr4ZlU/Tpk0RGRmJwYMHa7ztkCFDEBkZqXUN76qits6d6jqeK1euxK5du8qVc3Fx\n", "QXR0NDp37qywrrKPsbo6MRi6REZGBg558KkAACAASURBVNasWYM5c+YorFN1jZw6dQrjxo3D8uXL\n", "MXLkSPD8/z1i+fn54dChQ9i1axfCwsLU6q86mDdvHj7++GOtdDh+/DgePnyIyZMno0mTJmK7g4MD\n", "Fi5cqNTbQtk4HTt2xJkzZ2BiYoKePXsiOTlZbv3MmTMRGRlZoecORu3HyckJDx8+LHeuJiUlAUCl\n", "GCSA4g9zQO0p+clg1EaYQaKKSUpKgq+vLzw8PODh4QFfX1/xZqnLfasiPz8fAOQetADgxYsXGDly\n", "JOzt7dGyZUt4e3vLuadu374dvXr1AgB8/fXXkMlkaN26Ne7cuYM2bdqA53lYWFjIub9+++23sLW1\n", "FZePHDkCV1dXGBsb46OPPhLbIyMj0a1bNzg4OMDBwQE9e/ZU+iX96NGj6NChA5ydnSGRSDBw4EC5\n", "Os0l46H37duHESNGwMvLCxKJBIsWLSr32Cxfvlx0vV21ahVGjRoFb29vNGnSBH369EFcXJyc/MaN\n", "G9G5c2e0bdsWUqkUfn5++Pvvv+VkunbtCktLS/A8j5s3b6Jnz55wd3cHz/NYuHAhZDIZoqKicPXq\n", "VdFddsmSJbh8+TKkUin09fURGhoq1+erV68wdepUODg4wNPTEx4eHhg5cqTo9fLll1/CyckJPM/j\n", "zJkz1bJv169fR8+ePdGqVSu4ubmJXwwB5XNHJpPhn3/+AQD8+eef6NSpE7y9vSGVStGtWzds2bJF\n", "5XlatWoVLCwswPM8PD09xS+DERERcHFxgaGhIfr16weg+AUjODgYrVu3Fv/WrVsn90BUct5EREQg\n", "JCQEbdu2hb6+Pvr27Ys5c+aIx7Ok98G1a9cwdOhQSKVStG7dGlKpFPPnz0deXp5SvZOTkzFs2DDI\n", "ZDKYmppi5MiRSE9PF9f36NFDPJ5lsX//fshkMvA8L8aLnzx5EjKZDACwYcMG8RivWbMGLi4u4Hke\n", "tra24nWXnZ0NqVSK+vXrw9XVFffv31c6ljKdKnqdDR8+XMyLcebMGXzwwQdwcXGBk5MTfvnlF7x5\n", "8wbjx4+Ht7c37O3t8c033yj0kZmZiYkTJ0IikcDFxQXu7u5Yv369nExqaiomT54MmUwGb29veHl5\n", "ISQkRC6XwLlz5yCTyWBgYIDQ0FCsXr0afn5+sLGxQVBQEBITE8vdH3XnwZUrV9CtWzdxHnbq1AnL\n", "li0DAEyaNAmNGjVC3bp1IZPJcOXKFQDFc93BwQGNGzfGtGnTMGPGDHEuqnPsy7tXlCQlJUVlfzk5\n", "OZBKpTA1NYVEIsGpU6cQGBgozoMDBw6I402bNg2Ojo5wcXFBy5YtsXDhQhQWFop9qXvf8PX1Rd26\n", "ddG4cWO0bt1avGaHDRsGc3NzNG/eHDt27FB5XiIiIlBQUIBu3bqVew4FZs2aBWNjY4V7roCHhwcC\n", "AwOxYsUKuWu3JinvflEWBQUFAIDHjx8rrOvdu7dGXheGhoZYuHAhkpKS5DwrgGLjukwmwy+//KK1\n", "rozaj6OjI7KyspCSklKmnHDfrahBws7ODsbGxuJ9hRkkGIwqhBhKiYqKIgAUFRVVoX58fHwIgNyf\n", "r69vpehYlX3PnTuXOI6jJ0+eiG0PHz4kmUxGzZo1o3///VdsT09PJ4lEQl26dKE3b94QEdHBgweJ\n", "53nauXOnKPfkyRPiOI62bt2qMJ63tzcFBgbKtbVp04Y4jqOrV6+KbXv37qVPP/1UXI6MjCQDAwOa\n", "MWOG2PbZZ5+RiYkJPXjwQGzbt28f6enp0Q8//EBERAUFBTR48GCysbGhtLQ0Ue7UqVPEcRz5+flR\n", "QkKCuC8cx9GJEyfKPW7CPpqbm1NkZKR4fFq3bk2tWrWigoICUdbFxYUOHz4sN7aRkRFFR0fL9RkW\n", "FkYcx9GwYcPo9evXREQUEhJC33//PRERBQQEUJcuXZTqY29vT6GhoeJyXl4e+fj4kEwmo5SUFCIi\n", "SktLo/bt21NwcLDCcTh9+nS17Nu4cePE7adOnUomJiaUkZGhMHbpufPw4UMyMDCQ03PVqlVkb2+v\n", "9HgIHD58mDiOo4MHD8q1h4eH09ixY8XlcePGyc2tZ8+ekZOTk3jsSx+vNm3aiPMuPDyc+vbtK7e+\n", "pJ6LFy+moUOHUn5+PhEVnwdfX1+aOnWqXN8nT54kjuPIy8uL7t+/T0RET58+JTs7O4VrJiwsjHie\n", "l2vbsmULcRwnd80SEXEcR/PmzSu3LTc3l5o0aUIjR46Ua8/IyCAbGxvKy8ujslCmU0Wvs/DwcOI4\n", "jvr37y/ecz7//HPS09OjwYMHi+dAOM+nTp0St83Ly6N27dqRu7s7JScnE1HxfaR+/fq0ZMkSUe7i\n", "xYvk4uIiXif5+fk0ceJEatOmDRUWFsrpY29vT82aNaPdu3cTUfF14ejoqHDMlKHOPMjMzKTGjRvL\n", "zf99+/YRx3Hi8rJly4jneXr06JFc/7NmzaIVK1aIy+oee3XvFcL8VOdchoSEkImJCY0dO1Y8hl27\n", "dqUDBw6I40mlUvG83Lt3j6ytrWnw4MFy/ah73+jVqxdJJBKFY+7j41Pub/vQoUOVbltyn0uej8TE\n", "ROI4jrp161Zmv4Lue/fuFdseP36s9NpTly1btpR7zysPbXRISEigBg0akJGRES1YsICeP39e7jZ2\n", "dnYqf69ev35Nenp65O7urrBuxIgRZGlpqbZujP8eMTExBIAuXrxYptzhw4cJAD179qzCY/r4+FC9\n", "evUIgPhbw2C8bVTWO3FZMIOECirj4KekpJCVlZWC0cDMzIyOHz9OUVFRWv8dP36czMzMFPq2srIS\n", "Hx4rgmCQcHV1JalUSk5OTsTzPLVv356uXLkiJ/v1118rGA6IiAIDA8nR0VFcFh54lBkkFixYQHXr\n", "1qX09HQiKn7hkkqlZGBgQF9++aUoN2zYMDp+/Li43LlzZzIzM6Pc3Fyx7c2bN2RsbEwfffQREREV\n", "FRWRnZ2dwkNOXFwccRxHCxYsENuEB82VK1eKbUVFRdSgQQOaM2dOucdN2McxY8bItQsP6Js3bxbb\n", "7t69q7B9hw4daPz48XJtwrm4dOmS2Jaeni4eK39/f7UNEsLL6aFDh+TkDh06REOHDhWXheNQ8gW6\n", "KvetpKEiMjKSOI6jY8eOKYxdeu7s2bOHOI6TexDOzc2VO6fKKCwsJGtrawoKCpJr79Spk2hsISqe\n", "h6UfQmbOnEmurq5ybcLxWrx4sZwegl7KjmdCQoLcyxMR0fr168nIyEhp34sWLZJrX716tcJLn3A8\n", "S1JRgwQR0cSJE6l+/fqUmZkpp+vkyZMVZEujTKeKXmfCPu3fv19si4qKIo7jaMqUKXKyxsbG9NVX\n", "X4nLmzdvVnghJCL66KOPyMTERDzfr1+/pri4ODmZO3fuEMdxCvdAOzs78vT0lGsbP348WVtbl7sv\n", "6syDK1euEMdxdP78eTm5kscqISGB6tSpI3e/LCgoIHt7e0pKShLb1D32mt4r1DmXo0aNIo7jRMMF\n", "EVFSUhK9evVKHK+0kXDlypXEcRydOXNGbFP3vrF3717iOI7+/vtvse3OnTvk5eVF5REQEEDt27dX\n", "uk6ZQeLy5cui4bgsNmzYQBzH0fLly8U2TY0BUqlU7s/W1pb09fUV2kufu7LQ1ihy5MgRatasGXEc\n", "RzzPk7e3N82bN0/uY0ZJyjJIEBFZWFhQgwYNFNqnT59O/6+9O4+Lqtz/AP45wxa7rDKKLIKoIAyL\n", "IC7cQHJDU7TMTEuotDQzl1wpFTO3NOtecxfXbtlPCxXLSM3rkktuuKSisrg0LrgBgoDy/f3BnXM5\n", "nAEHhQGd7/v18vVynvPMOc/5zJnhzDPnPI8gCPyl0IDl5uYSAFq3bl2V9VasWEEAHttZroshQ4YQ\n", "ALKzs3vqdTH2rNJHhwTfslEHcnJyEB0djZCQkCf+Fx0d/djL1mqCZlDL8+fPo6CgAD179kS7du2w\n", "ePFisU5qaiosLCwQHBwseW6rVq2QkZEhu5xfm9jYWDx8+BApKSkAyi6XfeONNxAVFSWO1F1SUoI/\n", "/vgDkZGRAICCggLs3bsXrVu3hqmpqbguc3NzNG3aFDt37gQApKen49KlS+jQoYNkm66urrCxsRHr\n", "ldeiRQvx/4IgwN7evlrTvgUEBEgeh4aGAgD2798vKY+Pjxcv0w4KCsKpU6eQkZGhdZ2tWrUS/9+g\n", "QQPZgIS6+PXXXwEAYWFhkvIePXrg22+/1WkdtbFv5fPWjLOgS97h4eGwsrJC27ZtMWfOHJw/fx6m\n", "pqZa7/suT6FQYNCgQfj555/F7Zw7dw53796VZGNtbY3p06cjPDxcHEV+9erVOr1GpqamaNSoUaVt\n", "sLW1xZIlS9C+fXtx3TNnzkRhYaHWS/11zb02xMfHo7CwUHKJ+6pVq/D2228/1Xqf9n3m4+Mj/t/O\n", "zk5WBgD29vZQq9Xi49TUVABl962X16pVK+Tl5Ym3O1hYWGD//v3o1KkT/P39ERQUJN7Ko22k9/L7\n", "ApQNZKrLvuhyHLRs2RKNGzdGr169MHnyZJw8eRJA2aCKGg0bNkS3bt2wZs0a8faE1NRUBAUFwcnJ\n", "qcr2asu+up8Vur6WDg4OkkupnZycYGlpKW6v4ows4eHhkvZUtk1tnxs9e/aEg4MDkpKSxLKVK1fq\n", "dNxev3692oNL6otm8EjNv2nTpqFRo0ay8h49etR6W7p27Yrs7Gz8+OOPGDhwIK5cuYKpU6eiWbNm\n", "+Oqrr6q9PiLSOvaEubk5gLIZl5hhsra2hpOT02Nn2rh+/Trs7e1hYmLyVNu7ceOGeKtpXl6eXm6L\n", "ZsxQGdd1A55nmpH1y58MA2VfLKq6x11X8fHx4hzJGk86q4IuzMzMMGnSJPz4448YOXIk+vfvD1tb\n", "W+Tk5KCkpETWIZGfnw8XFxfk5OQ89t67Vq1awcvLC5s2bcLAgQORnJyMZcuWwcbGBkOHDsWFCxeQ\n", "kZGBDh06iPe83rlzB0SEQ4cOife/a9y5c0esp+m4SU5OxoEDByT1rK2txftgy7O0tJQ8VigUkvuY\n", "u3fvjr///lt8vGLFCsn+29jYSJ6vGfBLM3WZWq1Ghw4dEBERgd27d8PKygoAEBUVhaKiIq0ZVWzT\n", "k8jJyRG/LDyp2tg3zckm8L97msvnXRlXV1ccPnwYc+bMwYwZMzBhwgQEBQXh888/R9euXat87jvv\n", "vINZs2Zh9erVGD9+PJKSkvDuu++Ky4lIHAdg27Zt4ij2iYmJ4tgLFVlbWz+2zRrvvvsutm3bhh07\n", "dkClUgEAVq9ejfj4eK05PS732hQcHAx/f3+sXLkSQ4YMwenTp1FSUiLrJKmux73PqvN8zZeYiusU\n", "BEGyTs3nQbdu3ST1CgsL4eLigrt37wIAli9fjiFDhmDt2rUYMGAAACA7Oxuenp6y10cQBK37Un42\n", "hcrochxYWlri0KFDmDNnDpYsWYLp06ejWbNm+PTTTzFw4EBxXXFxcXj11VeRmpqKLl26ICkpqdLx\n", "DB6XfXU/K3R9LSt7j1S2Pc3fs4oDHQKP/9wwMTFB//79sXz5cuTm5sLS0hLr16/HkSNHHrs/xsbG\n", "1Rro0d3dHcDjO1I1y5s2barzuh+nOu2sDcbGxoiNjUVsbCxKS0uxbds2DBs2DB9//DG6d++OZs2a\n", "6bSe+/fv49atW/D19ZUt0+zj04x5wZ59ukz9WRNTfgJlP5Rpxkd5+PAh9u/fj969e2Pfvn1PvW7G\n", "mBR3SNSy5ORk9O7dW/xQ8/T0xE8//QRnZ+enXvdvv/2mdd21zcvLC0ePHkV6ejpCQ0Ph6OiI27dv\n", "y6brqq5evXph6dKluHLlCm7fvg0vLy9YWFhg2LBh+Omnn5CZmYnY2Fixvp2dHRQKBSIjI7XO766h\n", "+eXsjTfekA2W9aS2bt1a5fKKv+JoZkFp3LgxACAlJQU5OTlISEgQv7ADlf86VFMcHR1BRLh9+/YT\n", "H4P1bd98fHywfPlyfPPNN9i8eTOmTp2Knj174tSpU7Jfy8tr2rQpXnzxRSQlJWHMmDFYv349jh49\n", "Ki6/cOEC9u7di7lz50qm1KuJk//CwkJ8//33GDZsmPgl9HHrflzutS0uLg5jxozBmTNndP6VuT7S\n", "fB7s3r27yg6klStXolWrVmJnBFDzX/yqcxwolUrMnz8fc+fORWpqKqZPn4633noLjRo1QseOHQGU\n", "DSSouSKgdevW+PPPP594hpOa+KzQprIMK9ue5jjXdpWHLuLj47FgwQJ8++23aNKkCUJDQ3XqtHdx\n", "ccHt27d13o6zszPCwsJw5MgRlJSUVPrr7B9//AFLS0vJAM5PSxCEWv27URm1Wo2DBw9K/i4rFArE\n", "xMRgxowZGDhwINLS0nTukNi2bRtKS0vx8ssvy5bdv38fgiA80ZWB7Pmhrw6JW7duSQY918jMzMSt\n", "W7dq7Yc/xgwVdzXXMmdnZ+zbtw8nT57EyZMnsW/fvho7uavNdVfl8uXLEAQBSqUSQNklm3fu3EF2\n", "drak3oULF/DGG2+Iv1hpTtA0J6RnzpyRzIYRGxuL/Px8jBgxAj179gRQdhIeFhaGjRs34tdff5X8\n", "6m1hYYGIiAgcP35cdpKbnJws/ort4+MDDw8PyZdNjaVLl8pG168JFa9cOXToEICykd8BiL98VjyJ\n", "rHg1jS5MTEzE/S8oKKhyajRNfgcPHpSUb926VfLFqyr63DeNyo6dnTt3YsWKFQDKruDp27cv1q1b\n", "h4cPH+Kvv/567HrfeecdnD9/HuPHj0ebNm0kv85WtR9Pe/L/8OFDlJaWViujx+VeE8r/KpydnS25\n", "HWTgwIEwNjbG0qVLsWHDBp2Pl/pG8x6o+Hlw79499OnTR7xCoqioqEaPYW10PQ5OnjwpzhZiZGSE\n", "bt26ibe3lT8uTExMMGDAAGzevBkLFixAv379nvgX5Zr4rNCmsveOZnsVr2LTPH7cFU+VCQoKQkBA\n", "AJKSkqp1m5Gbm1u1X+9Zs2YhLy9PcotIeSdOnMDOnTsxYcIE2RVPT2PQoEGV3kZWm86dO4dhw4Zp\n", "7WTSHHe6diTl5+fjk08+QcOGDTF69GjZcrVaDQ8PD8ntmczweHl54cKFC1XWqakrJBhj+sMdEnri\n", "4OBQaz2qtbnuiicaq1atwoEDBxAbGwtXV1cAwMiRI+Hl5YXhw4fj/v37AMrmcP/ggw/g6uoKIyMj\n", "AGX3OJubm4tjSkybNg1btmwR192+fXs4OjoiOTlZ8otLbGwsDh06BD8/P1hYWEja88UXX0CtVmPa\n", "tGli2blz5zBq1CiEhIQAKDsB/vrrr7Fnzx6sWrVKrHfgwAFMmTJFds+ytv2msgFgdQsNwM6dO8UT\n", "+Tt37iAxMREtWrTAW2+9BQDo0qULzMzMMHfuXPGWkTVr1uD8+fPV/hW2adOmuHLlCgBgz549GDVq\n", "VKXtHjBgANq2bYvJkyeLl67fuHEDkyZNQqdOnWTr1tYWfe1b+brajp3Nmzfj8uXLmDlzpuT2mZ07\n", "d8LGxkbr61rRK6+8AhsbG8yfP18ylSxQdt9+s2bNsHz5cvFy8VOnTuH777/Xqc1VLbe2tkZkZCTW\n", "r18vXuF0+fJlcWwWbetZvXq1OL3mpUuX8OWXXyI6OlocU+VxtK2zYpmnp6eY8eLFi7F8+XJxmZOT\n", "E7p3744FCxagbdu2NfJL5dO+z3TZp8reA+PGjRNf18LCQnz00UcwNjYW90tzlY3mi39hYSGmT59e\n", "I+3W0PU4uHXrFubNm4czZ86Iz925cydMTExkr7/mVo/p06dX+eVb15ye9LOiskwqy0mzvSlTpojb\n", "u3DhAr788ku8/vrrsjGAdN0voCwTzfTIunZsvPzyy1Cr1WIHlS7bioyMxNKlSzF27FisXr1acjvg\n", "nj170LNnT8THxyMhIUHntutbddtw7do1jBs3Dg8ePBDL0tPTMW3aNAQHByMiIqLKbRARdu/ejYiI\n", "CBQWFuKXX37Rej5z6tSpGr2qhD2bvL29cf36deTn51da5/r163BxcXmq7Whuua6oNm+LZsyg1cTI\n", "mM8jfYwoWh8VFBRQYGAgubi4kEKhEGfZUKlU5O7uTsHBwTRz5kzJrBZEZSO8x8fHU5MmTUilUlFw\n", "cDB98cUXsvUvXbqUPDw8KCAggDp37ky3bt2SLH/33XfJzc1NUnb27FkSBIFWrFihtc2HDx+mLl26\n", "kKurK4WEhFBERIRspHYiot9++406dOhA7u7uFBISQi+99BLt3btXXP7555+Ls4l4e3vTV199RVlZ\n", "WaRSqcjMzIzs7e2pffv2VeanGal80aJF9P7771NISAjZ29tTr169ZCP2//LLLxQcHEyurq4UGRlJ\n", "H3/8MYWGhpKVlRUFBQXR3bt3KTY2VnwtAgMDaejQobJtpqenU1hYGLVs2ZICAgLo559/poMHD4qz\n", "lNjb21NQUJA44nReXh6NGjWKPDw8yN/fn4KDgyXZJiQkSHKYOHFire9bUFAQ7dmzhzZs2EC+vr6k\n", "UCjIzc1NMouDtmMnMzOTPvjgA2rVqhUFBgaSv78/denSRTIjyeMMGzaM3N3dtS47d+4cdevWjVxc\n", "XKhDhw7Uv39/caaAoKAg2r59u+y4CQ0NlayjsjzVajX169ePlEolhYeHU69evWjUqFEkCAL5+fnR\n", "mjVraNSoUeJz16xZQ7169aKAgABxGk7NTCtERJ07d5bkuWHDBurXrx+5ubmJ7+V//vOf9NNPP1Fg\n", "YCApFApycXGhTp06ievYvHkzeXl5kUqlovbt29PFixcl+7Jp0yYSBIFSU1N1yrZ8mwIDA2nDhg1P\n", "/T4bNmyYuE9+fn707bff0rfffis5bkaPHk3nzp2TrDM8PFxcR15eHo0cOVJ8DwQGBtKkSZMkn2vF\n", "xcU0YcIEcnNzo4CAAIqOjhZnfHB3d6ePPvqITp48KdlGx44dieh/UxRq9rv8zA8VVXUc+Pr60tq1\n", "ayknJ4fGjRtHKpWKgoKCSKVSUYcOHeiXX37Rus6goCCtU0BXN/vHfVZUZ31hYWFkb29PZmZmFBgY\n", "qHUmHM32PD09qUWLFtSsWTOaPn26ZJrV6n5uEBHdvHmTTE1NadKkSZW+DhU9ePCA7OzsaOXKlZLy\n", "AQMGiPvs5uYmvublHT9+nAYMGCD+/fT19aWuXbtq/bs0duxYse0uLi4UFBREhYWFVbat4mwalf3T\n", "ZZaNP//8kzw8PMjV1ZUUCgU1aNCAPDw8xM+pqty5c4fmz59PMTEx4r42a9aMWrZsSWPHjpXMHrN+\n", "/Xrxb5K1tTUFBgZSQEAAeXt704svvkhffvkl5eXlad1Oeno6KRSKan2us+fTvn37CAClpaVVWsfB\n", "wYFmzJjx1Nu6fv06tWvXjpRKJSmVSmrXrh1dv379qdfL2LNGH9+JBaJ60CVfDx09ehQhISE4cuSI\n", "bLBGxiqTlZWFpk2bYtWqVeIVA8+L53nfmG6uXr2Ktm3b4tKlS3XdFFaFIUOGoE2bNrKrfgxZ8+bN\n", "sXXrVnh7e+v8nEWLFmHevHk4ffo0zMzMarF1rCqvv/46jI2NsW7durpuCqtjmqsffvzxR/Tu3Vu2\n", "vKSkBKamplixYkWNjXOkGceGr4xghkof34n5lg3GGGM6+eGHHxAXF1fXzWBVKC4uRmpqKvr161fX\n", "Tak3jh07Bmdn52p1RgDA0KFD8corr6BHjx4oLi6updaxqiQkJODWrVuS28eY4XJ2doaFhYVsTCUN\n", "zW14NTmGRG3eFs0YK8MdEozVguf5wqPned+Y3Icffog9e/bgwYMHWLZsGYYMGVLXTWIVXL58GT16\n", "9ABQNtZIt27dJDPcGKLvv/8es2bNAgDMnTsXw4cPf6L1zJ49G2PHjhXHR2L6FRgYiNTUVLzwwgt1\n", "3RRWx27cuIH27dujuLgYc+bMQbt27XDjxg1JnevXrwOo2Q4Jxljt4w4JxmrI3Llz0b17dwiCgMmT\n", "Jz9XvyQ/z/vGqmZra4vXXnsNoaGhGDlypDiYLas/TE1NkZaWBl9fX3z33Xfi4JuGzMrKCvPnz0dA\n", "QAAsLS2f6oqRzp07w87OrgZbx3TVt2/fOpnSlNU/sbGx2L9/Px4+fIiCggLs379fdtuGZuBn7pBg\n", "7NnCY0hUgseQYIwxxhhjrG7dunUL/v7+sql4nZyc8Ndff6G0tBSxsbE4c+YM7t69i/DwcGzatAnO\n", "zs511GLGnh/6+E5sXCtrZYwxxhhjjLFacvPmTYSEhKC4uBjXrl0Tyw8cOIDevXtj3759ddg6xpiu\n", "+JYNxhhjjDHGWL3k4OAADw8PWXnLli3x0ksvycaSAIDMzExxhgzGWP3GV0gwxhhjjDHG6q3k5GT0\n", "7t0bmZmZAABPT0/89NNPMDIywi+//CK7nYMx9uzgDgnGGGOMMcZYveXs7Ix9+/aJVz2Un4rTw8ND\n", "1iHh6enJ03Uy9ozgDgnGGGOMMcZYvaetk6GyqycYY88G7pBgjDHGGGOMPZOqunqCMVb/1ftBLZcs\n", "WQKFQoHExMRK6xAR2rVrB4VCgUuXLumxdYwxxhhjjLG65uDgwJ0RjD2D6nWHxJ07d5CQkAAAEASh\n", "0npr167FgQMHqqyTlJQElUoFlUoFPz8/fPHFFyCiGm8zY4wxxhhjjDHGHq9ed0h8+umniIiIqLJO\n", "Xl4eEhIS8PLLL1fawfDNN99g+PDhSEpKQlpaGlJSUjBv3jxMmDChNpr9XPvuu+/qugn1Dmcix5lI\n", "cR5ynIkcZyLHmchxJnKciRxnIseZyHEmcpyJ/tXbDokTJ07gxx9/xNSpU6us99lnnyEmJgbBwcFa\n", "l+fl5WHSpEmIj49HSEgIgLLBbkaNGoUvv/xSHACH6YbfpHKciRxnIsV5yHEmcpyJHGcix5nIcSZy\n", "nIkcZyLHmchxJvpXbzskRowYgc8++wy2traV1klPT8fq1asxY8aMSq+O2LZtG/Ly8hAdHS0p79ix\n", "Ix49eoSNGzfWaLsZY4wxxhhjjDH2ePWyQ2L9+vXIz8/HO++8U2W9kSNHIiEhocoBbI4fPw4A8PLy\n", "kpRrHp84ceIpW8sYY4wxxhhje7WQwQAAHbBJREFUjLHqqnfTfhYUFGD8+PGPvVxmy5YtuHTpEoYP\n", "H15lvZs3bwIAbGxsJOWax5rljDHGGGOMMcYY05961yExc+ZMREREoG3btpXWKSoqwpgxY7Bo0SIo\n", "FLV7kceZM2dqdf3Pmrt37+Lo0aN13Yx6hTOR40ykOA85zkSOM5HjTOQ4EznORI4zkeNM5DgTOc5E\n", "Sh/fhetVh0RmZiYWL16MtLQ02bLyY0TMmzcPfn5+snEhKtYDAEdHRwBAbm6upFzz2MnJSWtblEol\n", "GjVqhIEDB1ZvJwyAZnBQ9j+ciRxnIsV5yHEmcpyJHGcix5nIcSZynIkcZyLHmchxJlKNGjWCUqms\n", "tfXXqw6JHTt2wNLSEt27dxfLiouLAQCLFy9GcnIymjdvjlu3buHKlSsICgoS6127dg0AEBMTA1NT\n", "U4wbNw79+/cX62RkZEClUon1MzIyAEBSVp5SqcThw4ehVqtrdicZY4wxxhhjjLFngFKprNUOCYEq\n", "m56insjOzoanpyemTp2KyZMnV1ovMTERiYmJyMrKgpubm1ien5+Pxo0bY+DAgfjmm2/E8tmzZ+OT\n", "Tz7B+fPn4eHhUZu7wBhjjDHGGGOMsQrq5Swb5Wn6Sx7Xb1JZPSsrK8ycOROrVq0S7wfKzMzEV199\n", "hdGjR3NnBGOMMcYYY4wxVgfq7RUSd+7cQXBwMB4+fIi///4bNjY2aNCgAT755BPJdKDLli3DjBkz\n", "cPfuXeTm5qJRo0YwMTHBsWPHYGtrK9ZbuXIl5s+fD0EQUFJSgvj4eIwdO7Yudo0xxhhjjDHGGDN4\n", "9bZDgjHGGGOMMcYYY8+ven/LBtOvu3fvYsCAAVAoFLh06VJdN4exZ9KSJUugUCiQmJhY101hjDH2\n", "jONzMzldM/njjz/QrFkzREVF6bF1dYOPEznORKo6eRAR2rVrp5fsuEOinAcPHmDChAlo0aIFVCoV\n", "QkNDsWXLlrpult6kpqaidevWOHXqFARBqLTemTNnEBMTg5YtW6J58+bo378//v77bz22VD8yMjIw\n", "YcIEBAQEwN/fHy1btkRMTAz27t0rq2somVy6dAmTJk1CWFgYQkJC4Ofnh8DAQPzrX/+S1TWUTCq6\n", "c+cOEhISAEDr+8gQcsnKyoKVlRWCgoJk//bt2yepawh5lLdt2za89NJLaN26NXx8fODn5yceLxqG\n", "kklcXBzc3d1lx4i/vz8UCgWSk5PFuoaSCQAcP34cvXr1gq+vLwICAhAQEIA5c+bg0aNHknqGlMmB\n", "AwfQtWtXeHl5wcvLC+3bt8f27du11n3ecqmNc7OkpCSoVCqoVCr4+fnhiy++eOxYbfWJLpkUFxdj\n", "4sSJePfdd5GTk1NldoBhZLJt2za8+uqraNGiBQICAuDn54dRo0bh5s2bWusbSiZvvvkmVCoVgoOD\n", "0bx5c/To0QMHDx7UWv9ZzkTXzxKNtWvX4sCBA1XWrbE8iIleffVV8vX1pVu3bhER0ZYtW8jY2JhS\n", "UlLquGX6ERkZSadOnaIpU6aQIAiUnZ0tq5OdnU0ODg40fvx4IiJ6+PAh9e/fn7y9vSk3N1ffTa5V\n", "Xbp0oZCQEFKr1UREVFJSQkOHDiWFQkGbNm0S6xlSJitXriQrKys6cOCAWLZp0yYyMjKizz//XCwz\n", "pEwq+uCDDyg2NpYEQaDExETJMkPJJTMzkyIjIx9bz1Dy0Fi2bBm5ubnR6dOnxbLPP/+cmjVrJj42\n", "pEzi4uJo9erVsvINGzaQo6MjFRUVEZFhZZKdnU0NGjSgAQMGUElJCRERHTp0iMzNzWn06NGSeoaS\n", "yd69e8nExETcVyKir776ioyNjSk1NVVS93nMpabPzRYsWEDm5uZ0+PBhIiLKyMighg0b0rhx42p/\n", "Z2qILpls3ryZhg8fTgUFBeTu7k5RUVGVrs8QMlGr1SQIAn366adUWlpKRERZWVnk7e1Nnp6eBnuc\n", "vPjii9SpUye6d+8eEREVFRXRgAEDyMrKitLT0yV1n/VMdMlDIzc3l1xdXalnz56V1q3JPLhD4r92\n", "7dpFgiDQDz/8ICnv2rUreXl51VGr9EvzAVXVgRoXF0f29vbiiSIR0d9//01GRkY0bdo0vbVVH7p2\n", "7UrJycmSssLCQjIxMaF//OMfYpkhZbJt2zat+6RSqSg4OFh8bEiZlJeWlkZKpZKOHz+utUPCUHLR\n", "tUPCUPIgIrp8+TKZm5vL/sYUFBTQr7/+Kj42pEz2799PGRkZsvJOnTrRxx9/LD42pEwWLlxIgiDQ\n", "sWPHJOU9e/akhg0bio8NKZMXX3yR7OzsJPtKROTj40P+/v6Ssucxl5o8N8vNzSUbGxsaNmyY5Pmz\n", "Zs0iY2Njre/H+kiXTB49eiT+v6oOCUPJRK1Wk4ODg+x5y5YtI0EQKCkpSSwzlEyIiEaOHEmHDh2S\n", "lB07dowEQaB//etfYtnzkIkueWiMHTuWhgwZQlOnTtVat6bz4Fs2/uuHH34AAERHR0vKO3bsiIyM\n", "DBw+fLgumqVXj7t859GjR9i4cSPat28PU1NTsVypVKJFixZYv359bTdRr7Zs2YJevXpJyl544QXY\n", "2dnh7t27AAwvky5duuDTTz+Vlefm5sLZ2RmA4WVS3ogRI/DZZ59JZvjRMORctDG0PNasWYOioiJ0\n", "795dUm5ubo7OnTsDMLxMwsPD4enpKSm7ePEidu7ciffffx+A4WViZGQEACgpKZGUFxcXw8TEBIDh\n", "ZXLo0CF4e3tL9hUA/P39cerUKVy8eBHA85tLTZ6bbdu2DXl5eVrPdTXreRbocrm5QqHbVxxDycTF\n", "xQXXrl2TlTdu3BgAxPNawHAyAYD58+cjNDRUUpabmwsAcHJyEsueh0x0yQMA0tPTsXr1asyYMaPS\n", "2y9qOg/ukPiv48ePw9bWFvb29pJyLy8vAMCJEyfqoln1SkZGBvLz88VMymvatCnOnj0rO4l6lhkb\n", "G8vKbt++jZycHHTs2BGA4WVSUV5eHiZNmoTCwkLMmjULgOFmsn79euTn50umJS7P0HK5fv06Bg0a\n", "hPDwcPj4+KBXr17YsWOHuNzQ8ti7dy+cnJxw5MgRdO7cWRx/ZerUqSgqKgJgeJlos2zZMkRHR4sZ\n", "GFomb7zxBvz8/DB16lTcu3cPALB161bs2rULn332GQDDy0QQBNn4GcD/Om/Onj0LwPBy0ajOfh8/\n", "fhwAZHUN+VzXkDLRdl577tw5AJAM+mlImVR05swZfPzxx4iJiUHfvn3FckPKZOTIkUhISICDg0Ol\n", "dWo6D+6Q+K+bN2/CxsZGVq4pq2zAF0OiyaCynEpLS3H79m19N0uvFi9eDCcnJ0ycOBGAYWfi6+sL\n", "e3t7pKSkYOPGjVCpVAAMM5OCggKMHz9e6+CeGoaUi5GREUpLSzFkyBAcOHAAJ0+eRGBgIDp37owV\n", "K1YAMKw8gLIBYe/du4f3338fCxcuxOnTp7Fo0SIsWLAAsbGxAAwvk4pKSkqwatUqDB06VCwztEys\n", "rKywc+dOGBkZwdHREUqlEoMGDcLixYsRFxcHwPAyadOmDdLT05Gfny+WERHS0tIA/O/XTEPLRaM6\n", "+11ZXUM+1zXkTEpKSrBs2TK8+eabCAwMFMsNMZPNmzejSZMmaNWqFfz9/bFu3TrJVTaGksmWLVtw\n", "6dIlDB8+vMp6NZ0Hd0gwpqOjR49i7ty5WL9+vXh7giH766+/UFhYiFGjRqFjx46YO3duXTepzsyc\n", "ORMRERFo27ZtXTelXmjSpAnOnj2L9u3bAwDMzMyQmJiI1q1b4+OPP0ZxcXEdt1D/Hjx4gKKiIiQk\n", "JMDb2xsA0LZtWwwfPhy//vor9uzZU8ctrHs//fQTTExM0LNnz7puSp05f/48WrduDTMzM+Tk5ECt\n", "VuPnn3/GxIkT8d5779V18+pEYmIiiouLMXLkSBQWFuLhw4eYNWuWOIPECy+8UMctZOzZlJCQAAsL\n", "CyxcuLCum1LnevbsicuXL+Pq1avIzc1Fq1atcOrUqbpull4VFRVhzJgx+Prrr3W+5ammcIfEfzk6\n", "Ooq97OVpu4/IUDk6OgJApTkZGRnJbnl5Xpw5cwa9e/fGunXr8OKLL4rlhpwJUHb5X3x8PN566y1M\n", "nDgRmZmZBpdJZmYmFi9ejNmzZ8uWlb/3ztBy0aZNmza4d+8eTp8+bXB5WFtbA4DkV6jyj//880/x\n", "74yhZFLRkiVLMHjwYMmJkKEdJ5988gmuXr2KZcuWiWPRhIWFYfz48Vi2bBl+++03gztOIiIisGvX\n", "Lty4cQP+/v5o06YN7t+/jylTpgAA3NzcABjesaJRnf2urK4hn+saaiZz587F9u3bkZqaCktLS8ky\n", "Q80EKBtrY82aNbh//z4+/PBDsdwQMpk3bx78/Pxk40IAkI0lUdN5cIfEfwUFBeHevXu4c+eOpDwj\n", "IwMAxMvRDZmXlxesra3FTMrLyMhAixYtxEG3nifHjx9HTEwMkpKSEBMTI1lmaJk8ePAApaWlsnKV\n", "SoVHjx7h6NGj8Pb2NqhMduzYAUtLS3Tv3h1BQUEICgoSBy5cvHgxgoKC0L9/f4PKJTc3Fw8ePJCV\n", "a+75Li0tNbj3jq+vLwDI3j+GnEl558+fx969ezF48GBJuaFlcuLECTg5OaFBgwaSch8fHwBAWlqa\n", "wWUClF1NtHnzZly4cAFHjhzB9OnTcf36ddjY2CAgIACA4R0rGtXZ76CgILG8Yj3AMM91DTGTGTNm\n", "YOPGjfj9999hZ2cnW25ImRQUFMjKzM3N4e3tLZnQwBAy+f3333H27FnxXDYoKAhLliwBAMTExCAo\n", "KAjfffcdgJrPgzsk/uu1114DAGzfvl1SvmPHDnh5eSEkJKQumlWvGBkZoU+fPti7d6/kkmu1Wo2z\n", "Z8+KGT5PDh48iNjYWKxbt07SY9i6dWsAhpdJ165dxRlpysvKygJQ1mOqUCgMKpN3330XWVlZOHbs\n", "mPjv559/BgAMHToUx44dw3fffWdQuYwYMQLz58+XlR8+fBiWlpbw8/MzuPeOZpwIzX3vGppLQsPC\n", "wgzqGKlo6dKlePnll6FUKiXlhnacuLi4ICcnB/fv35eUaz5jXVxcDO44uXz5smymMyLC1q1bMWjQ\n", "IPHLtqEdKxrV2e9u3brB2tpa67mukZERXnnlFb21u74wtEwSEhKQmpqK7du3i1dhpaSkYNq0aWId\n", "Q8kkKysLjo6Osh8KHj16hCtXrohXAQCGkclvv/2GM2fOSM5nNTNe/fLLLzh27Bj69+8PoBbyqNYk\n", "oc+5vn37kq+vL+Xk5BARUUpKChkbG1NKSkodt0y/NPPTZmVlyZZlZ2eTo6MjjR8/noiISkpK6I03\n", "3qBmzZpRXl6evptaq/7zn/+QtbU1jRgxgtauXSv5JwiCWM+QMomMjKSAgADJsbFr1y6ysrKi8PBw\n", "cY5jQ8pEm8zMTBIEgaZOnSopN5Rc4uLiqEmTJpSeni6WLVy4kARBoDlz5ohlhpIHUdn83xEREeTr\n", "60vXrl0jIqL09HRSKpXUo0cPsZ4hZaJRVFRETk5OtH37dq3LDSmT5ORkUigUNHjwYCopKSEioosX\n", "L5Knpyc1bdqU7t+/T0SGlcnatWvJzc2N1Go1EZXt6/jx48nPz4/u3bsnqfs851JT52bffPMNWVhY\n", "0JEjR4iIKCMjg1xcXGjcuHG1vxM1rKpMynN3d6fIyMhKlxtKJh999BHZ29vT0qVLJee0Q4YMobi4\n", "OEldQ8hEc642duxYKioqIqKyv0ejR48mQRBowYIFkvrPSya6vm8eV7cm8+AOiXIePHhAEyZMoObN\n", "m1NAQAC1bt2atmzZUtfN0pvx48eTh4cHNWjQgBQKBbm6upKHh4d4oGn89ddf1K1bN2rRogX5+PjQ\n", "66+/TlevXq2jVtee4OBgUigUJAiC7J9CoZDUNZRM/vjjDxo8eDD5+flRQEAAeXl5UcuWLWnSpEmy\n", "kx5DyaS827dvk4eHB7m6upJCoaAGDRqQh4cHLV++XKxjCLmcPHmSRo4cSQEBAaRSqcjd3Z3atm1L\n", "//73v2V1DSEPjdzcXBoxYgS5u7tTy5YtycfHh6ZMmULFxcWSeoaUCRHRv//9b/Lx8amyjiFlsmvX\n", "LuratSs1b96c/P39ydfXl0aOHEk3btyQ1DOUTI4ePUpdunQhNzc3UqlUFBgYSGPGjKG7d+9qrf+8\n", "5VIb52ZJSUnk7+9PAQEB1LJlS0lH8bNA10y8vb3Jw8ODjI2NydzcnDw8PCgqKkrrOp/3TNLS0sTz\n", "V23ntPHx8bJ1Pu+ZFBcX0/Lly6lr167k6+tL/v7+5OrqSlFRUbRhwwat63yWM9H1fUNEtHTpUlld\n", "T09P2eduTeUhEFUYpYIxxhhjjDHGGGOslvEYEowxxhhjjDHGGNM77pBgjDHGGGOMMcaY3nGHBGOM\n", "McYYY4wxxvSOOyQYY4wxxhhjjDGmd9whwRhjjDHGGGOMMb3jDgnGGGOMMcYYY4zpHXdIMMYYY4wx\n", "xhhjTO+4Q4IxxhhjjDHGGGN6xx0SjDHGGGOMMcYY0zvukGCMMcYYY4wxxpjecYcEY4wxVouaN28O\n", "Z2dnKBQKmJmZQalUYurUqXXdrHqhefPmcHBwgEKhQGJiYl03p8bFx8dDqVRCoVAgKiqqrpvDGGOM\n", "1TvcIcEYY4zVonPnzuHPP/8EALRv3x5qtfqpOyTi4uKgUChw6dKlGmhh3Tl37hx+/PFHAIAgCHXc\n", "mpq3cuVKqNVqAM/n/jHGGGNPizskGGOMsVpGRDW+zuflC25tZMMYY4yxZwN3SDDGGGPPICLiL/OM\n", "McYYe6ZxhwRjjDFWRwYPHiwZY+DIkSPo2LEjXFxc0KRJEwwZMgR5eXli/XPnzkGpVOKHH34AAISG\n", "hkKpVEKpVGLdunViPSLCkiVLEBISAnt7e9jb2yMsLAzLli2rcvtHjx5Fp06d0LhxYygUCjg5OYnL\n", "jYyMoFQqsXDhQvH5Hh4esLGxgbm5OTp27AgAUKvV+PTTTxEaGgpXV1fY2dnB19cXn3/+OUpKSp4q\n", "r+3bt0OpVMLc3BwKhQKnT5/Ghx9+CG9vb9ja2iIiIgKHDh2SPCcyMlLrOBUrV66EUqmEkZERPD09\n", "xfKCggIolUo0aNAACoUCq1atwpdffgk/Pz9YWVkhJCQEW7duBQCsWLECgYGBsLW1RWBgoFhemUOH\n", "DqFjx45o0qQJbG1tERMTg5MnT2qtu2HDBnTo0EF8/VQqFWbPno2HDx+KdaZNmybZh8zMTPTp0wdu\n", "bm5QKBRQKPg0jzHGWD1HjDHGGKtVmZmZJAgCRUVFaV0uCAJ5eXlRv379KCcnh4iItmzZQkZGRvT6\n", "66/L6g8aNIgEQaDs7Gyt63vrrbfI1NSUvv32W3r06BEVFxfT4sWLSaFQ0HvvvVfp9rt3705Xrlwh\n", "IqIFCxaQp6cnERGFhYWRiYkJXb16Vfbcnj170ty5c8XH//d//0fGxsa0bt06sSwlJYUsLS2pX79+\n", "suf//vvvJAgCJSYmat0XbeLi4kgQBIqOjqb//Oc/RESkVqspICCArK2t6ebNm5L6u3btqnQbHh4e\n", "4n6Wt2rVKhIEgUJCQmjdunVUWlpKOTk5FBwcTMbGxjR27FiaM2cOlZSUUEFBAXXr1o1MTEwoKytL\n", "ti5BEMjDw4Oio6MpMzOTiIgyMjIoMDCQbGxs6OTJk5L6kydPJkEQaN68eVRcXEylpaW0ceNGsrCw\n", "oJiYGCotLZXtg6OjI3Xp0oX++usvIirLXKFQ6JwpY4wxVhe4Q4IxxhirZbp0SJiamtLff/8tKQ8P\n", "DyczMzN6+PChpLyqDomNGzeSIAj04Ycfypb17duXBEGgQ4cOybZvYmIiflkmIrp79y6tXbuWiIhW\n", "rlxJgiDQ5MmTJc/Lzs4mS0tLunXrlli2fft2Gjp0qGzbY8eOJUEQ6OzZs5LyJ+mQ0Oz/F198ISlf\n", "smQJCYJAa9as0Xkb7u7uWjskNPscGxsrKV++fDkJgkCBgYGS8u3bt5MgCDR79mzZugRBIGNjY0pP\n", "T5eUHzx4UHZcHD58mARBoJdfflm2Hk2GP/zwg2wfBEGg3bt3i2WPHj2ib775RrYOxhhjrD7ha/kY\n", "Y4yxesDLywtKpVJS5uHhgeLiYty8eVPn9axduxYAEBMTI1sWHh4OANi8ebNsWdOmTeHh4SE+trW1\n", "xcCBAwEAr7/+Oho0aIDly5fj0aNHYp2lS5eiT58+sLe3F8uio6Mlt3VotGjRAgAqvUXhSfzjH/+Q\n", "PHZ3dwcAXL16tca20a5dO8njJk2aaC13dXUFAFy+fFnrejw8PNCsWTNJWVhYGOzt7bF7927cuXMH\n", "AMRbb6r7+pmZmSEiIkJ8rFAoMGzYsMp3jDHGGKsHjOu6AYwxxhgDnJ2dZWVmZmYAgOLiYp3Xc+7c\n", "OQDAm2++CWNj6Z/5hw8fwsrKCjdu3JA9z8XFpdJ1vvDCCxg0aBC+/vprbNq0CX369EFJSQmSkpKw\n", "ceNG2TZWr16NtWvXIjs7G4WFhRAEAYWFhQDKxmioKRUze5K8HsfJyUny2NTUVGu5Ztv379/Xup5G\n", "jRppLW/cuDFu376NCxcuIDQ0VHz9Jk2aJBnzAgAePXoEKysrrR1UDRs21GFvGGOMsfqFr5BgjDHG\n", "6oGaHoAwJSUFarVa8u/mzZvIzc3FkiVLqr39999/HwCwaNEiAEBycjKcnZ3Rtm1bSb23334bgwcP\n", "RlBQEI4dO4Zr165BrVbj66+/rqE9073NuigtLX2ibdTU6/XgwQOt5YsWLZK9fjdu3EBubi62bdtW\n", "a+1hjDHG9In/ejHGGGPPkZYtWwIALl26pHX57t27kZ2dXe31Nm/eHJGRkdi5cyfOnz+PRYsWiZ0U\n", "Gvfu3cO6detgaWmJ+fPno0GDBuIyqsMpSk1MTABANssHEeH69et6aYNarZaVERHUajUEQYC3tzeA\n", "x79+f/75p3gVBWOMMfas4w4JxhhjrJYJglCj67O0tATwvy/Ye/fuxYwZMwAAb731FgBg/fr1sued\n", "OHECkZGRyMnJeaLtDh06FESE0aNH48iRI3jzzTcly01MTKBQKCAIgqwDIisr64m2WRM04ztUbMP+\n", "/fufeipSXWVmZuL8+fOSsp07dyI/Px9RUVGws7MDUHarjSAIWl+/GzduICIiAqdOndJLmxljjLHa\n", "xh0SjDHGWC3TfDmv6iqB6ixTqVQAgOPHj4OIsGjRIhw7dgwA0KtXL7z99ttITk7GggULxPEUjh49\n", "itdeew3vvPMOQkJCqrV9jd69e6Nhw4bYunUrBgwYIHaMaFhYWKBPnz7Iz8/H2LFjUVRUBKDsqox/\n", "/vOfVW7nSa6g0HVd7u7uaN26NVJSUnDkyBEAZZ0Ts2fPhoODwxO9LtUtt7OzwzvvvCNenZKZmYkx\n", "Y8bAxsZGcjtLYGAgpk6diqNHj2LSpEnimBvnz59H7969ERUVhd69e+u8XcYYY6xe0++kHowxxphh\n", "8fHxIScnJ1IoFGRmZkYuLi40ZcoUIiKaOHEiubi4kEKhIFNTU3JxcaEdO3bQhQsXyMXFhczNzUmh\n", "UJCTkxO9/fbb4jofPHhAcXFx1LBhQ1IqlRQdHU0ZGRmS7SYlJVGbNm3I3t6eXF1dKSQkhBYtWkSl\n", "paVinfLb17St4jSXFX3yySekUCgoLS1N6/L8/HwaP348eXl5kYWFBXl6elK/fv0oISGBBEEgW1tb\n", "atGihZiNvb09KRQKsrKyIqVSSRcvXqx028ePH5flMmTIECIiiomJka0rLy9PfO7Vq1epb9++5Ozs\n", "TEqlknr16kUXL14kDw8PMjY2JhcXF5oxYwYRETVt2pRsbW1JoVCQra0tqVSqSrdRVFRE7733nvga\n", "m5ubk1KppLS0NIqPjxfzjYqKot9++43at29PjRo1IhsbG4qJiaGTJ09q3dfk5GSKjIwkBwcHaty4\n", "MbVq1YpmzpxJhYWFYp2FCxeSi4sLGRsbi/sQEhJS5evHGGOM1ScCEXepM8YYY4wxxhhjTL/4lg3G\n", "GGOMMcYYY4zpHXdIMMYYY4wxxhhjTO+4Q4IxxhhjjDHGGGN6xx0SjDHGGGOMMcYY0zvukGCMMcYY\n", "Y4wxxpjecYcEY4wxxhhjjDHG9I47JBhjjDHGGGOMMaZ33CHBGGOMMcYYY4wxveMOCcYYY4wxxhhj\n", "jOkdd0gwxhhjjDHGGGNM77hDgjHGGGOMMcYYY3rHHRKMMcYYY4wxxhjTu/8H2uzuhY7Tt8YAAAAA\n", "SUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "iso8t2\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABCMAAAKzCAYAAAAk+cexAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XlcTun/P/DXuYumUqioiEqFFnXfLYhSFMOgmMVSlhrG\n", "mJiPso5lSEJ2YxnGkqzDjLGOZSyNwSBUthlDWZtRiOxR9P790e8+3073Xd3Rhvfz8fB4ONe5znWu\n", "6zrXOZ1z3dc5l0BEBMYYY4wxxhhjjLEKIqvsDDDGGGOMMcYYY+z9wp0RjDHGGGOMMcYYq1DcGcEY\n", "Y4wxxhhjjLEKxZ0RjDHGGGOMMcYYq1DcGcEYY4wxxhhjjLEKxZ0RjDHGGGOMMcYYq1DcGcEYY4wx\n", "xhhjjLEKxZ0RjDHGGGOMMcYYq1DcGcEYY4wxxhhjjLEKxZ0RjDHGGGOMMcYYq1BVrjPizJkzCAwM\n", "hIODA5ydneHs7IyZM2fi1atXknjPnz/HlClT4O7uDldXV1hZWcHX1xcHDhxQSTM2NhYuLi5wcXGB\n", "o6MjZs2aBSKqqCIxxhhjjDHGGGOsAO3KzkBBN2/eRNu2bdG5c2ecO3cO2traOHXqFHx8fHD79m3M\n", "mTMHAJCbm4tOnTqhQYMGOHLkCHR1dfH48WO0bdsWJ0+ehL+/v5jm4sWLMWrUKBw5cgRubm64du0a\n", "PD09kZmZiRkzZlRWURljjDHGGGOMsfeWQFVoiMCSJUswZMgQJCUlQS6Xi+GBgYFISEhARkYGAGDu\n", "3LmYNm0a/v33X3zwwQdivIsXL0Imk6FJkyYAgMePH8PCwgJ9+vTB4sWLxXgzZszAhAkTcPnyZVhb\n", "W1dQ6RhjjDHGGGOMMQZUsdc0tLS0AOSPfCgoJycH1apVE5eXLl0Kf39/SUcEANjb24sdEQCwd+9e\n", "PH78GH5+fpJ47dq1w6tXr/DLL7+UdREYY4wxxhhjjDFWgirVGREUFARHR0dERkbi4cOHAIBdu3bh\n", "0KFDmDJlCgDgzp07SE1NhYWFBWbMmIHmzZujSZMmaN++Pfbs2SNJ78yZMwAAGxsbSbhy+dy5c+Vd\n", "JMYYY4wxxhhjjBVSpTojatSogfj4eGhpacHExATm5ubo378/li5dipCQEAD535UAgB9++AHXr1/H\n", "kSNHcOHCBbRu3RpdunTBxo0bxfTu3r0LADA0NJTsR7msXM8YY4wxxhhjjLGKU6U+YJmSkgJ/f380\n", "b94cmZmZqFmzJk6ePIlu3brh2LFj+OGHH/D8+XMAgLa2NubNmwcdHR0AwKRJk7BmzRqMHz8evXr1\n", "euO8pKenIz09/Y3TYYwxxhhjjDHG3jbm5uYwNzcvt/SrVGfEhAkT8N9//2H58uWoWbMmAKB58+YY\n", "M2YMIiIi8Omnn8LU1BQAYGdnJ/lmhCAIcHZ2xo4dO3D//n0YGRnBxMQEAPDo0SPJfpTLderUUZuP\n", "9PR0uLu749atW2VeRsYYY4wxxhhjrKqrV68eTp8+XW4dElWqM+LcuXOoU6cOatWqJQlv3LgxAODs\n", "2bMYMmQItLS0kJeXp7K98gOYynUKhQIAcPXqVbi4uIjxrl69CgCSsILS09Nx69YtrFu3Dvb29m9Y\n", "qrdTeHg45s+fX9nZqFTvex1w+d/v8gNcB+97+QGuAy7/+11+gOuAy/9+lx/gOnify3/x4kX06dMH\n", "6enp70dnhJmZGVJTU/H06VPo6+uL4devXxfX6+rqokOHDjh69Ciys7Ohq6srxrtw4QKsra3FERGd\n", "OnWCgYEBDhw4gO7du4vxDh48CC0tLXzyySfF5sfe3h6urq5lWMK3R61atd7bsiu973XA5X+/yw9w\n", "Hbzv5Qe4Drj873f5Aa4DLv/7XX6A6+B9L395q1IfsAwPD0deXh4iIiLw8uVLAPmjGGbNmgVra2t8\n", "/PHHAIBp06bh1atX+Pbbb8VtFy9ejNTUVMTExIhhNWrUwPTp0xEXF4ekpCQAwLVr1zB//nwMHz4c\n", "VlZWFVc4xhhjjDHGGGOMAahiIyMCAwMRHx+PmJgYODk5oXr16nj16hUCAwMxbtw46OnpAch/veLQ\n", "oUMYO3YsrKysoK2tjXr16mHXrl3o2LGjJM2wsDDo6uoiJCQEgiAgNzcXw4cPx6hRoyqjiIwxxhhj\n", "jDHG2HuvSnVGAICPjw98fHxKjOfu7o79+/drlGZoaChCQ0PfNGuMMcYYY4wxxhgrA1XqNQ1WdfTu\n", "3buys1Dp3vc64PK/3+UHuA7e9/IDXAdc/ve7/ADXAZf//S4/wHXwvpe/vAlERJWdiaomKSkJbm5u\n", "SExM5A+WMMYYY4wxxhh7r1TEMzGPjGCMMcYYY4wxxliF4s4IxhhjjDHGGGOMVSjujGCMMcYYY4wx\n", "xliF4s4IxhhjjDHGGGOMVSjujGCMMcYYY4wxxliF4s4IxhhjjDHGGGOMVSjujGCMMcYYY4wxxliF\n", "4s4IxhhjjDHGGGOMVSjujGASVlZWcHR0hEKhgEKhgJ2dHWQyGSwtLcUwR0dHWFtbV3ZWi/Tw4UNE\n", "Rkbi7NmzJcbNzs6GQqGAubk5ZDIZHB0dMWbMGJV4O3bsQOfOneHk5CTWQXBwMJKSklTitmvXDpaW\n", "lpDJZLCzs0Pfvn3LpFyMMcYYY4wx9q7gzggmIQgC9uzZg+TkZCQnJ2PFihUAgClTpohhu3fvruRc\n", "Fi8rKwtRUVEadUbo6uoiOTkZgwcPBgDs2bMHM2bMENcTEQYOHIjw8HCMGzcOFy5cQHJyMs6dOwd/\n", "f3+0adMGixcvlqQZHx+PqKgoAMDKlSuxdu3aMiwdY4wxxhhjjL39tCs7A6xq8fHxwQcffCAuE5FK\n", "nA8++AC+vr4VmKvXoy7vpY0bHR2NNWvW4MyZM3BwcBDDtbS0EBoaiuzsbHz99ddo0qQJ/P39X2vf\n", "jDHGGGOMMfa+4ZERTCIuLg5169YtNo6pqSlWrVqFLVu2oEOHDnBzc4NCoUDz5s2xceNGSdw+ffqI\n", "rywcPnwYn376KRQKBWQyGSIiIgAAz58/x//+9z/UrVsXTk5O+PDDD7Fz507x9ZCCrzncunUL/fr1\n", "g5WVFZo0aQI3Nzf88ssv4voNGzagc+fOAICJEyeKr5b8888/pa6LrKwsxMTEoEOHDpKOiIIGDhwI\n", "AwMDTJgwodTpM8YYY4wxxtj7ikdGsNe2fPlyBAYGYsiQIQCAv/76Cz4+PtDT00NAQAAAYN26dVi9\n", "ejVCQ0MxdepUrFu3DnXq1MHkyZPx8OFDAEBYWBi2b9+OP/74A05OTrh9+za6dOkCIP/1kH79+gEA\n", "Hjx4AC8vL1hZWeHixYvQ1dXFzp070a1bN2zYsAE9e/ZEUFAQWrduDWtra8m2r+PAgQPIzs6Gp6dn\n", "kXGqV68OhUKBP/74A/fu3YOxsfFr748xxhhjjDHG3hfcGVEB3N3dkZGRUa77MDMzw+nTp8t1H4Ut\n", "WrRI8iFLR0dH+Pv744cffhA7I4D/e2Xh888/R506dQAAI0eOxLNnz5CSkoI1a9ZgxIgRcHJyApA/\n", "8iI8PFzlw4/z5s3D9evX8fPPP0NXVxcA0LVrV7Rt2xbjx49Hz549Jft7U9evXxfzUxwzMzMxPndG\n", "MMYYY4wxxljJuDOiAmRkZOC///6r7GyUOV1dXQwbNgzHjx9Hbm4uZDIZbt68WeRrHsrOBgDQ19eH\n", "vr4+9u7di7y8PHh4eBQZV2nfvn3Q09ODq6urStz4+HikpaWhQYMGZVAyxhhjjDHGGGPliTsjKoDy\n", "l/O3fR8FPX36FG3btkWdOnWwZ88eccRDaGgoDh06pHYbAwMDlbBbt24BAGrXri0Jr1mzpkrczMxM\n", "5ObmqnRGPHnyBGZmZsjMzCzTzgjlqI+SRrVkZGRAJpNV6elOGWOMMcYYY6wq4c6IClDRr09UhGPH\n", "jiElJQXTp08XOyKA0r8iUa9ePQDA/fv3JeEPHjxQiWtiYoL79+8jOTn5NXJcen5+ftDV1cWxY8eK\n", "jPP8+XMkJSXB09MTRkZGFZIvxhhjjDHGGHvb8Wwa7LW8ePECACAIgiQ8PT1dJaw4np6ekMlkOHny\n", "pCT8/PnzKnE7duyIrKws3LhxQxKempqKoKAgvHr1CgBQrVo1AP/XMXLx4kWcPXtW4zwp1a5dG998\n", "8w0OHDiAv/76S22clStX4unTp5g6dWqp02eMMcYYY4yx9xV3RjCNFB7x0Lp1axgbG2PhwoV4+vQp\n", "ACA+Ph4HDx4scnSEunBbW1v0798fsbGxYgdERkYGYmNjVeKGh4fDxsYGQ4cOFff54MEDDBkyBBYW\n", "FtDS0gKQ/8FJXV1dpKWlAQCioqKwc+fO1yrnt99+i379+qFr1644evSoGP7y5UvExsZi7NixWL58\n", "Odq0aaNxmRljjDHGGGPsfcevabAiffbZZzhz5gwEQcDEiROxfv167Nu3D0D+qIFdu3Zh5MiRsLOz\n", "Q+PGjdG4cWN07NgR+/fvh6urK9avX4/Fixdj586dEAQBH330Eezs7LBt2zbJfr7//nvUqFEDfn5+\n", "MDU1RaNGjTBx4kT4+flJRlnUrFkTR48exdixY2Fvbw8jIyNoaWmhd+/eGDlypBhPW1sb8+fPx7Rp\n", "0/Dzzz/DzMwMYWFhasuYnZ2NVq1aISMjQ8xjly5dMGPGDDHOihUrsG3bNkRHRyMtLQ3Vq1dHTk4O\n", "3Nzc8Oeff6JZs2aSNNu1a4crV65AEAQMHDgQLVu2xNq1a9/4eDDGGGOMMcbYu0Ig/ulWRVJSEtzc\n", "3JCYmKjysURWMZKSkuDu7o5ffvkF3bt3r+zsMMYYY4wxxth7oyKeifk1DVbpIiMjcfHiRUmY8pUN\n", "uVxeGVlijDHGGGOMMVaOuDOCVbpLly4hKioKOTk5AIC0tDTExMSgR48ePF0mY4wxxhhjjL2DuDOC\n", "VbpevXrh7t27cHFxgaOjI3x9fREYGIg1a9ZUdtYYY4wxxhhjjJUD/oAlq3SBgYEIDAys7Gwwxhhj\n", "jDHGGKsgPDKCMcYYY4wxxhhjFYo7IxhjjDHGGGOMMVahuDOCMcYYY4wxxhhjFYo7IxhjjDHGGGOM\n", "MVahuDOCMcYYY4wxxhhjFYo7IxhjjDHGGGOMMVahuDOCMcYYY4wxxhhjFYo7IxhjjDHGGGOMMVah\n", "uDOCsXfUrl27oFAo4OLiAjs7O0yYMOG10xo+fDjs7Owgk8nwxx9/lGEui7ZhwwYoFArIZDJMnjy5\n", "Qvb5PmjXrh3MzMwgk/Hlvyi9evWCpaUlZDIZbt68WdnZYYwxxhh7J/HdKJPIzs6GQqGAubk5ZDIZ\n", "HB0dMWbMGJV4O3bsQOfOneHk5ASFQgFHR0cEBwcjKSlJJW67du3EG3s7Ozv07du3IoryXktPT8dn\n", "n32Gr776CmfPnsXGjRtx7Nix105v7ty5WLFiBQBAEISyymaxgoKCkJyc/Eb7vH79OiIjI3Hjxo2y\n", "zNpbLT4+Hl999VWFHce30caNGxEVFVXZ2WCMMcYYe6dxZwST0NXVRXJyMgYPHgwA2LNnD2bMmCGu\n", "JyIMHDgQ4eHhGDduHC5cuIDk5GScO3cO/v7+aNOmDRYvXixJMz4+XryxX7lyJdauXVvqfIWEhCA0\n", "NPQNSvZ+OXnyJJ4/fw5fX18AgJubG3777bc3SpOIyiBnFev69euIiorizohCiOitPJ4VieuHMcYY\n", "Y6x8aVd2BljVVNSNeHR0NNasWYMzZ87AwcFBDNfS0kJoaCiys7Px9ddfo0mTJvD39y8xPU0JgsC/\n", "5JZCVlYWAEBHR0cMq1atWmVlp9LxgyVjjDHGGGNVC4+MYBrLyspCTEwMOnToIOmIKGjgwIEwMDB4\n", "o+8TFKW0D5RHjx6FQqGAjo4OQkNDsXDhQnh5ecHU1BQff/wx7t27h3379qF9+/awsrKCj48PUlNT\n", "VdLZu3cvWrZsCTs7O1hbW6NHjx64fv26JM6WLVvQoUMHuLm5QaFQoHnz5ti4caMkTp8+fcTXVf74\n", "4w90794dTk5OsLW1RWxsrEZlys3NRVRUFJo0aQJ7e3vY2Nhg5MiRePbsmRgnODgYkyZNAgB89NFH\n", "UCgUWLRoUZFpnjlzBkFBQZDL5XB1dYVcLkdUVBRycnLUxr979y6Cg4OhUChgbGyMfv36iZ0fSt99\n", "9x0UCgXc3Nzg4uKCnj174vDhw5I4iYmJ6NSpE6ysrGBjYwMfHx/8/vvvxZb//PnzkmOq1KdPH5Xv\n", "IMyePRtffPEFgPx2qVAooFAo8PDhQwD57WnevHmwt7cX63LEiBHIzs4uNg+AZscbyP/uhYeHh1gP\n", "Xbt2xfbt2wEArVq1QrVq1VC7dm24urqK7Ts4OBh169ZFgwYNsGHDBsk3Hs6ePYtOnTqhadOmcHR0\n", "xO7du1X2mZqais8++wyWlpaQy+WQy+UYNWqUSpsFUGx6hc+fxYsXw9vbG3Xr1oVMJsOjR4/E/fXo\n", "0QOWlpZo3LgxPDw8sHnzZjGdq1evQqFQwMDAAG3btsXGjRvh6+uLhg0bwtfXFykpKQCAv//+G/b2\n", "9pDJZGjYsCEGDBgAIP/VMblcDj09PTg4OIjxC5o3bx5MTU0hk8ng7OyMn3/+GQCwdetW2NvbQ1dX\n", "F5988gkA4NChQ+jWrRtcXV3Ff4sXLy7x+jJt2jTY2tpKvpty5coVyOVylfZYMF8ltS9NzhXGGGOM\n", "sXcSMRWJiYkEgBITE8sszVu3blFiYqLafxkZGZK4d+/eLTJuWlqaJO7Dhw/p1q1bZZZPpUmTJpEg\n", "CHTjxg0x7KeffiJBECg6OrrYbX19fUkQBMrMzBTDVq1aRYIg0B9//PFa+QkJCaHQ0NDX2tbKyorq\n", "169PW7duJaL8Y1GzZk1q06YNffPNN0RElJOTQ61atSJfX1/Jtlu2bCEtLS36/vvviYjo5cuX1KtX\n", "L7KwsKD79++L8Tp27EiLFi0Sly9cuEDGxsa0fft2SXpxcXEkCAJ1796dHj9+TERECxYsIC0tLUpJ\n", "SSmxLJ9++ik1aNCAUlNTiYjo9u3b5OTkRN7e3vTy5UuV/RQ8fkWJiYmhoKAgys3NJSKi+/fvU6tW\n", "rSgiIkIS7/fffydBEMjFxUXM682bN8nS0pL8/PzEeOvWrSNTU1O6e/cuERG9ePGCevToQSEhIWKc\n", "U6dOka6uLo0bN04MW7x4MWlra9OuXbsk+xUEgSZPniwJs7KyUmkPkZGRJJPJJGGHDh0qst2Fh4eT\n", "vr4+nTp1iojy69LBwYE++uijYmornybH+8iRI6SjoyPW1atXrygiIkLSxjp37kzW1tYq6Xt6ekqu\n", "P5GRkSQIAg0ePFg8zhEREWRoaEgPHjwQ412/fp2MjY0pJCSEXr16Jeatdu3aNH/+fDGe8vwumN7w\n", "4cNV0iPKr+t69eqJ58CDBw/IyMiIHj58KO6vb9++4v527NhB2tratHTpUkk6vr6+ZGpqSrNnzyai\n", "/Hbh6elJbdq0EeO8ePGCjIyMqF+/fpJtHzx4QBYWFpSTk6NSV0q//vorCYJAO3bskITHxcXRoEGD\n", "xOXBgwfT6NGjxeV///2XbG1t6bvvvpNsp7xmFTyHimpP6tqjJu1Lk3OFMcYYY6wylMczcWHcGaFG\n", "eVT8pEmTCIDaf3PmzJHEXb58eZFxCz8g7t27lyZNmlRm+SyY38I34jNnziRBEGj58uXFbturVy8S\n", "BIFOnz4thr1pZ0T//v1f+wbd0tKS5HK5JKxLly4kk8kkHQqzZs0imUwmPpTn5eWRpaUlOTk5SbZN\n", "S0sjQRBoypQpYlhqaqr4MKbUs2dPlQdbZT1s2bJFDLt9+zYJgkArVqwothzKzoAFCxZIwrds2UKC\n", "INCaNWtU9qNJZ0RGRobKA+iSJUtIX19f7f6nTp0qCV+wYAEJgkDx8fFERDRkyBBq0qQJ5eXliXH+\n", "+usv+vHHH8VlHx8fMjU1lXSgEBE5OzuTjY2NJEzTzghlm1WX58LtLjU1lWQyGQ0dOlQSvnbtWhIE\n", "gY4cOULF0eR4z5o1i2rWrEnZ2dliWHp6Oi1evFhc3rx5MwmCQPv37xfDLl68SC4uLmrLlpSUJIYl\n", "JCSQIAh04MABMax///70wQcf0L179yTbjx49mpYsWVJseidPnlRJjyj//LG3t5eE3bhxg/Ly8qh/\n", "//6ko6Mj6XgkIgoICKCaNWvSkydPxDAfHx8yNjaWHPMZM2ZIzjkioqFDh5Kenh49evRIDFuyZAkN\n", "GzaMivPq1SuqX78+BQQESMK9vLwoISFBXL558yY9e/ZMEmfMmDHk4OAgCVN3DhXVngq3R03blybn\n", "CmOMMcZYZaiIzgj+ZkQF+fLLLxEQEKB2Xf369SXLyiHE6tStW1ey7OnpCWdn57LJZBVx+vRpcXi9\n", "knJ6PYVCIQnfs2cPzMzMSkyzcePGkmUjIyOYmJigdu3aYpixsTGICLdv30b9+vVx+fJl3Lx5E19+\n", "+aVkWwsLCxgaGiI+Pl58HUVXVxfDhg3D8ePHkZubK04JWPh4KTVt2lT8v4mJCQAgIyOj2DIoP0DZ\n", "okULSXjLli3F9a8zU0nNmjWxYMECbN++HY8fP4aWlhbu37+P7Oxs3L59G6amppL4hdubh4cHAOD4\n", "8eNo27Yt/P398f3336NVq1b48ssv0aVLFzg4OIiv9jx79gxHjhzBhx9+CC0tLZWyLF++HCkpKbCz\n", "syt1WTR14MABEBFat24tCXdycgKQ/9FVLy+vIrfX5Hj7+vpi3LhxcHNzQ1hYGAIDA2FhYYGwsDAx\n", "TkBAAIyNjREbGyt+Y2XVqlX4/PPP1e63pHbz22+/wdraGkZGRpLtCn6Etqj0jI2NVdJTcnR0lCw3\n", "bNhQ3F+jRo3EbZVatmyJnTt34tixY2jfvr0YbmNjIznmJiYmknMOgPhKyI8//ohBgwYBAOLi4rBs\n", "2TK1ZVCSyWTo378/Zs6ciYyMDJiZmeHSpUt48OABmjdvLsYzMDBAdHQ0Dh48iGfPnkFLSwsZGRl4\n", "8OBBsemXRknt6/fff4eXl1eJ5wpjjDHG2LuMOyMqiLm5OczNzTWKa2JiIj5olMTQ0BCGhoZvkjWN\n", "WVtbAyj5oTkjIwMymUyMX1ru7u7ilI5KoaGhEARB428rFCQIAvT19TUKA4BXr14BADIzMwEA27Zt\n", "w4kTJyRxDQwM8PLlSwDA06dP0bZtW9SpUwd79uxBnTp1xDwfOnRIbZ4K7lv5nQPlfouizE/hB03l\n", "g+Ddu3eL3b4oAwcOxN69e3Hw4EG4uLgAAFavXo3Q0FC8ePFCJX7h9qbMz3///QcgvzNt//79mDt3\n", "LgYNGgQiQseOHTF37lzY2dkhKysLRKRSjoJlyczMLNfOCGVdfvvtt5IH9VevXsHMzEzyDY7CND3e\n", "7u7uOHbsGGbPno1Ro0bh66+/hre3N2bPni124FSrVg29e/fGihUr8OjRI+jr62PTpk1ITExUu29d\n", "XV3x/+raTWZmJmxsbDSuh5LSA/LPCwMDA7XbF7W/gsexoMLnnLp9urq6olmzZli1ahUGDRqEv/76\n", "C7m5uRp1ug4YMAAxMTFYvXo1xowZg9jYWAwcOFBcT0QICAjA7du3sXfvXvEaNXnyZEyePLnE9DVV\n", "Uvt6+vQpgJLPFcYYY4yxdxl3RjCN+fn5QVdXF8eOHSsyzvPnz5GUlARPT0+1D5uvi8phNoSS0lR2\n", "CAUFBWHOnDlFxjt27BhSUlIwffp08cFUk/RLS5mf+/fvS8Lv3bsHAJJ9ayo7OxsbN25EWFiY2BEB\n", "FJ935QcgC++/4AgfPz8/+Pn54d69e1i7di2mTJmCDh064Nq1a6hduzZkMplKOUpTFi0tLZU8Pn78\n", "uNhtClLW5dy5c9G1a1eNtwNKd7zd3d2xceNGPHnyBD/99BMiIyPRvn17XL9+HbVq1QKQ34mxaNEi\n", "rF+/Hg0aNICHh4fKSIPSlEtdvZaXovb3Jm0SyJ/Kd8SIEbh48WKxI0UKa9SoEXx8fBAbG4sRI0Zg\n", "06ZNSEpKEtenpqbi6NGjmD17tqSzVNNzVTmqo3B85cc8lUrTvoo6V65evcozCDHGGGPsncazaTCN\n", "1a5dG9988w0OHDiAv/76S22clStX4unTp5g6dWqZ7rs8bspLSrNJkyawsrKSPMwoLVu2DEuWLAEA\n", "cfRA4fTS09PLNN8dO3YEAJVRGspl5frSePnyJfLy8tTmvSjnzp2TLJ88eRJA/uwQADB//nwxzNjY\n", "GOHh4Rg/fjxu3LiBBw8eQE9PD97e3khKShJHlxQsi42NDWxtbYvNt6mpqfjAq/TPP/+olEM5nany\n", "4TExMREpKSno0KEDZDKZ2mP7v//9D0eOHCly35oe7w0bNmDnzp0AgBo1auDzzz/H/Pnz8ejRI8nM\n", "FgqFAs7OzoiNjUVcXJzGD97qdOzYEVevXlWpm6ioKMydO/e10y1uf1euXFHZ34kTJ1CzZk2xTZRW\n", "nz59oK2tjWXLlmHz5s0IDg7WeNsBAwYgJSUFY8aMQYsWLSSdom96ripfWSrYAXPnzh2V2WQ0bV/F\n", "nSuFO/0YY4wxxt413BnBilX4F8Bvv/0W/fr1Q9euXXH06FEx/OXLl4iNjcXYsWOxfPlytGnTRqP0\n", "Xjcfpd1W3fZFpVkw/LvvvsORI0cQFxcnhp04cQKTJk0Sv93QunVrGBsbY+HCheLw6/j4eBw8eFCj\n", "fZSUHyUfHx98+umnmDNnDq5evQog/0Fo0qRJ8Pb2RlBQUKnTNDAwgK+vLzZt2oRr164BANLS0rB0\n", "6dIit1+9erU4veLNmzcxd+5c+Pn5wdfXF0D+dJExMTHiFIY5OTn4888/4erqKo4GmDVrFh49eiQZ\n", "Gr906VL8/fffWLBgQYnlaNeuHf7880+x0+Tw4cM4f/68SjwrKysIgoC0tDQAwNdff42EhARYW1sj\n", "IiICCxcuFB8YiQhLly7Frl274ObmVmSdaXq8laMnlN8iyMvLw+HDh1G/fn2VbwKEhoYiMTERp0+f\n", "LnWnUsF9RkZGwsDAACNGjBBffTh9+jS+//57jdMtXIdFnT/K/RkaGkr29+uvv2L37t2YMWMG9PT0\n", "ik27qPA6deqgc+fOWLRoETw9PcV2o4lPPvkEhoaGmDdvnjg9qJK9vT3s7OywYsUK8bWmCxcuqJ2W\n", "VV3ebG0ijykGAAAgAElEQVRtYWlpKU4dSkSIiYmBoaGhJJ6m7UuTc4Uxxhhj7J1VTh/GfKtVxJdD\n", "q6pnz56RXC4nMzMzkslk5ODgIJkGT2nr1q304YcfkoODA8nlcnJwcKC+ffvSuXPnVOK2bduWGjZs\n", "SDKZjGxtbalPnz6lztfrTO15/vx5ksvlpKOjQ0ZGRuIUgl5eXmRkZEQ6OjqkUCjo0qVLFBERIebR\n", "wcGB4uLixHT2799PXl5eZGlpSW5ubuTv709Hjx6V7CshIYG8vb3J3NycfHx86IsvvqDOnTtT9erV\n", "SaFQ0N9//01DhgyR7GPTpk107NgxksvlJJPJyMzMjD777LNiy5Sbm0uTJ08mOzs7atq0KVlbW9OI\n", "ESMkswMEBQVJ9qNQKCQzOhSWnp5OPXv2JHNzc2rZsiUFBgZSREQECYJAjo6OtGbNGoqIiCBbW1uS\n", "yWS0Zs0aCgwMJGdnZ3EaxqysLDG9w4cPU48ePcjR0ZEUCgU5OjpSSEiIyhS0iYmJ1LFjR7K0tCRr\n", "a2tq06aNOCMHEdH69eslddO+fXtx3aNHjyg4OJjq169PLVq0oAkTJtDEiRNJEASSy+W0efNmMW5k\n", "ZCRZWlpSs2bNqEePHpLpIRcuXEgODg7UpEkTUigU1LdvX7p582axx4BIs+N99uxZCgkJEc8RJycn\n", "+uSTT+iff/5RSe/u3btUvXp1yVSnSt26dRPPR4VCQUeOHKHNmzeTg4MDyWQyatiwoWSmidTUVPrs\n", "s8+oQYMGJJfLycfHR9JeNU3v/Pnz5OLiIp4/crmcdu/erZI/5f4aNmxItra25O7uTj///LO4/t69\n", "e+Ti4kI1atSgGjVqiO1xzJgxkna6du1aSbrbt28nQRBo3759JR6PwsLCwsjS0lLtukuXLlGnTp3I\n", "zMyMvLy8qHfv3tS/f38SBIEUCgUdOHCAevbsKcnbwoULxe2PHz9Orq6u1KhRI/Lz86ODBw+SlZUV\n", "GRkZkUKhKFX70vRcYYwxxhiraBXxTCwQlcPL+G+5pKQkuLm5ITExschZLRhjrCw1adIEu3btKvEV\n", "lffFf//9B09PT3EmHcYYY4wxVnEq4pmYX9NgjLFKlpycjLp163JHRAE//fQTQkJCKjsbjDHGGGOs\n", "nHBnBGOMVYKNGzciJiYGADB79mwMHTq0knNU+b7++mscOXIEz58/x/LlyzFo0KDKzhJjjDHGGCsn\n", "3BnBGGOVoEaNGpg3bx6cnZ2hr6+Pnj17VnaWKl3NmjXRo0cPeHh4IDw8HBYWFpWdJcYYY4wxVk60\n", "KzsDjDH2PurSpQtu375d2dmoUqKjoxEdHV3Z2WCMMcYYYxWAR0YwxhhjjDHGGGOsQnFnBGOMMcYY\n", "Y4wxxioUd0YwxhhjjDHGGGOsQnFnBGOMMcYYY4wxxioUd0YwxhhjjDHGGGOsQnFnBGOMMcYYY4wx\n", "xioUd0YwxhhjjDFWxdy7dw/37t2r7Gwwxli54c4IxhirooYPHw47OzvIZDL88ccfpd6+V69esLS0\n", "hEwmw82bN8shh+x9Nnr06Ddqn2+DV69eYfr06cjIyKjsrJSrlStXwtDQEJMnT67srEhMmjQJ9+/f\n", "r+xsVLg7d+6gVatWaNasGZo1a4ZWrVrhzp07lZ0txhgrc9wZwSSys7OhUChgbm4OmUwGR0dHKBQK\n", "NG3aFPXq1UPr1q2xY8eO10r74cOHiIyMxNmzZ8s41++3uLg4rF69WiU8LS0NdevWxeLFi0ud5qJF\n", "i2Bqaor//vuvLLL4xt72tvO69Tl37lysWLECACAIQonxe/bsiRYtWojLGzduRFRUlEq806dPo3bt\n", "2irncmRkZJk/VBbOE3t3zJw5s1Tt822Tm5uLLl264NatWzAzMwMA9OnTR+yAsbS0hJ+fn8p2586d\n", "Q//+/eHk5ASFQgEnJyd07NgRv/zyi0rc0aNHw9HRETKZDObm5nB1dcXz58/LvWxKt2/fRkBAAH74\n", "4Qc8efKk1Mfx9u3bGDlyJJydnaFQKKBQKCCXy/H5559j27ZtYryffvoJCoUC1atXh4GBARQKBVxc\n", "XNC4cWO0bdsWc+fOxePHj1XSb9y4MVq2bFll/hZVlG7duuH48eNIT09Heno6jh8/ju7du1d2thhj\n", "rMxxZwST0NXVRXJyMgYPHgwA2LNnD5KTk/HPP//gr7/+QvXq1fHxxx/j2LFjpU47KysLUVFRb+0D\n", "ZVUVFxeHuLg4lfAPPvgA1tbWMDY2LnWaxsbGsLKygo6OThnk8M297W3nTeqTiDSOW79+fVhZWZW4\n", "vb6+PqytrVGrVi1JeFRUVJl3RqjLE3t3lKZ9vm3GjRuHrKwsLFy4UAxbt26d2AEzZcoUHDx4ULLN\n", "ypUr4e3tDT8/P5w7dw7Jycm4cOECxo8fjxEjRqBPnz7Iy8sT48+cORO7d+8GAHz11VdISkrCBx98\n", "UKp8xsXFwdra+rXKuGjRInTu3Bk///xzqbfNzs6Gl5cXzpw5g0OHDiE5ORnJycnYsmULEhISMGfO\n", "HDFujx49kJycjPr168PDwwPJyck4e/YsLl++jOjoaPz4449o1qwZkpOTJfsIDg5GQEAAevbs+Vrl\n", "exvdu3cP169fVwm/du0av7LBGHvnvPWdEUSEVq1aVelhyOX5zl95pa3uBrN27dr4+uuvkZeX99qj\n", "I4pKm5W9OnXqICEhAb169Sr1tr1790ZCQgJMTEzKIWev721tOxVVn3PnzsWmTZtKjGdvb4+kpCS0\n", "adNGZV1Z17GmeWKsKnnw4AEWLlyICRMmqKwr6hw5dOgQBg8ejNmzZ6Nfv36Qyf7vFsvb2xs7d+7E\n", "pk2bEBkZqVF6FWHy5Mn48ssvXysPBw8exJUrVzBs2DAYGRmJ4Y0aNUJ0dLTaURbq9tO6dWscPnwY\n", "hoaG6NSpE+7evStZP2bMGCQkJLzRfQdjjLGqqcp1Rpw5cwaBgYFwcHCAs7MznJ2dMXPmTLx69Upt\n", "/LVr1+LEiRPFDi2MjY2Fi4sLXFxc4OjoiFmzZlXIH//yfOevst4nzM3NBQDJTRYA3Lp1C/369YOV\n", "lRWaNGkCNzc3yZDUDRs2oHPnzgCAiRMnQqFQwNXVFRcvXoS7uztkMhlMTU0lQ16nT5+Ohg0bist7\n", "9uyBg4MDDAwMMGDAADE8ISEB/v7+aNSoERo1aoROnTqp/QV97969aNmyJezs7GBtbY0ePXpIfn0o\n", "+P7zli1b0LdvX7i4uMDa2hpTp04tsW5mz54tDredN28e+vfvDzc3NxgZGSEwMBBpaWmS+MuXL0eb\n", "Nm3g4eEBuVwOb29v7N+/XxKnXbt2MDMzg0wmw/nz59GpUyc4OTlBJpMhOjoaCoUCiYmJOH36tDhE\n", "dsaMGTh58iTkcjmqV6+O0NBQSZpPnjxBREQEGjVqBGdnZzRr1gz9+vUTR7uMHz8etra2kMlkOHz4\n", "cIWU7ezZs+jUqROaNm0KR0dH8ZdCQH3bUSgU+OeffwAAv/32G7y8vODm5ga5XA5/f3+sWrWqyOM0\n", "b948mJqaQiaTwdnZWfxFcOvWrbC3t4euri4++eQTAPkPF926dYOrq6v4b/HixZLrR8F2s3XrVoSE\n", "hMDDwwPVq1dH9+7dMWHCBLE+C446OHPmDIKCgiCXy+Hq6gq5XI6oqCjk5OSozffdu3cRHBwMhUIB\n", "Y2Nj9OvXD1lZWeL6jh07ivVZnG3btkGhUEAmk4nvh//+++9QKBQAgKVLl4p1vHDhQtjb20Mmk6Fh\n", "w4bieZednQ25XA49PT04ODggJSVF7b7U5elNz7M+ffqI38E4fPgwPv74Y9jb28PW1hbr1q3Ds2fP\n", "EBYWBjc3N1hZWWHatGkqaTx69AhDhw6FtbU17O3t4eTkhCVLlkji3Lt3D8OGDYNCoYCbmxtcXFwQ\n", "EhIi+XbA0aNHoVAooKOjg9DQUCxYsADe3t6wsLBAQEAAbt++XWJ5NG0Hp06dgr+/v9gOvby8MGvW\n", "LADA//73P9SqVQvVqlWDQqHAqVOnAOS39UaNGqF27doYPnw4Ro8eLbZFTeq+pGtFQZmZmUWm9/z5\n", "c8jlchgbG8Pa2hqHDh2Cn5+f2A62b98u7m/48OGwsbGBvb09mjRpgujoaMnff02vG61atUK1atVQ\n", "u3ZtuLq6iudscHAw6tatiwYNGuDHH38s8rhs3boVL1++hL+/f4nHUGns2LEwMDBQueYqNWvWDH5+\n", "fpgzZ47k3K1MJV0vivPy5UsA+b/YF9a1a9dSjbbQ1dVFdHQ07ty5IxlRAeR3rCsUCqxbt+618/o2\n", "UY6kK+x1RzoyxliVRlXIjRs3qFatWhQcHEy5ublERHTy5EnS1dWl4cOHq8R/9OgRWVhYUEBAAAmC\n", "QDdu3FCJs2jRItLV1aXTp08TEdHVq1fJ1NSURo8eXWQ+EhMTCQAlJia+UXk8PT0JgORfq1at3ijN\n", "ikibiGjSpEkkCAJdv35dDLty5QopFAqqV6+epK6zsrLI2tqa2rZtS8+ePSMioh07dpBMJqONGzeK\n", "8a5fv06CINDq1atV9ufm5kZ+fn6SMHd3dxIEQTx2RESbN2+mr7/+WlxOSEggHR0dyfEcOXIkGRoa\n", "Umpqqhi2ZcsW0tLSou+//56IiF6+fEm9evUiCwsLun//vhjv0KFDJAgCeXt7U0ZGhlgWQRAoPj6+\n", "xHpTlrFu3bqUkJAg1o+rqys1bdqUXr58Kca1t7enX3/9VbJvfX19SkpKkqQZGRlJgiBQcHAwPX36\n", "lIiIQkJC6LvvviMiIl9fX2rbtq3a/FhZWVFoaKi4nJOTQ56enqRQKCgzM5OIiO7fv08tWrSgbt26\n", "qdTDH3/8USFlGzx4sLh9REQEGRoa0oMHD1T2XbjtXLlyhXR0dCT5nDdvHllZWamtD6Vff/2VBEGg\n", "HTt2SMLj4uJo0KBB4vLgwYMlbevff/8lW1tbse4L15e7u7vY7uLi4qh79+6S9QXzGRMTQ0FBQeK1\n", "7v79+9SqVSuKiIiQpP3777+TIAjk4uJCKSkpRER08+ZNsrS0VDlnIiMjSSaTScJWrVql9vooCAJN\n", "njy5xLAXL16QkZER9evXTxL+4MEDsrCwoJycHCqOujy96XkWFxdHgiDQp59+Kl5zRo0aRVpaWtSr\n", "Vy/xGCiP86FDh8Rtc3JyqHnz5uTk5ER3794lovzriJ6eHs2YMUOMd/z4cbK3txfPk9zcXBo6dCi5\n", "u7vTq1evJPmxsrKievXq0U8//URE+eeFjY2NSp2po0k7ePToEdWuXVvS/rds2UKCIIjLs2bNIplM\n", "RlevXpWkP3bsWJozZ464rGnda3qtULZPTY5lSEgIGRoa0qBBg8Q6bNeuHW3fvl3cn1wuF4/L5cuX\n", "qX79+tSrVy9JOppeNzp37kzW1tYqde7p6Vni3/egoCC12xYsc8Hjcfv2bRIEgfz9/YtNV5n3zZs3\n", "i2HXrl1Te+5patWqVSVe80ryOnnIyMigGjVqkL6+Pk2ZMoX++++/ErextLQs8u/V06dPSUtLi5yc\n", "nFTW9e3bl8zMzDTO29vu9u3bZGZmRgCoWrVq1KpVK7p9+3ZlZ4sx9p4pq2fi4lSpzojvv/+eBEGg\n", "5ORkSXhAQACZmpqqxB81ahQNGjRI/ONe+Gb70aNHZGhoSGFhYZLwmJgY0tbWVrlpUyqLis/MzCRz\n", "c3OVDgMTExM6ePAgJSYmvva/gwcPkomJiUra5ubm4k3jm1J2Rjg4OJBcLidbW1uSyWTUokULOnXq\n", "lCTuxIkTVToNiIj8/PzIxsZGXFbe7KjrjJgyZQpVq1aNsrKyiCj/YUsul5OOjg6NHz9ejBccHEwH\n", "Dx4Ul9u0aUMmJib04sULMezZs2dkYGBAAwYMICKivLw8srS0VLnBSUtLI0EQaMqUKWKY8iZz7ty5\n", "YlheXh7VqFGDJkyYUGK9Kcv4xRdfSMKVN+exsbFi2KVLl1S2b9mypUp7VR6LEydOiGFZWVliXfn4\n", "+GjcGaF8MN25c6ck3s6dOykoKEhcVtZDwYfn8ixbwU6KhIQEEgSBDhw4oLLvwm3n559/JkEQJDfB\n", "L168kBxTdV69ekX169engIAASbiXl5fY0UKU3w6VD7tKY8aMIQcHB0mYsr5iYmIk+VDmS119ZmRk\n", "SB6ciIiWLFlC+vr6atOeOnWqJHzBggUqD3zK+izoTTsjiIiGDh1Kenp69OjRI0lehw0bphK3MHV5\n", "etPzTFmmbdu2iWGJiYkkCAKFh4dL4hoYGNC3334rLsfGxqo8DBIRDRgwgAwNDcXj/fTpU0pLS5PE\n", "uXjxIgmCoHINtLS0JGdnZ0lYWFgY1a9fv8SyaNIOTp06RYIg0J9//imJV7CuMjIySFtbW3K9fPny\n", "JVlZWdGdO3fEME3rvrTXCk2OZf/+/UkQBLHTgojozp079OTJE3F/hTsI586dS4Ig0OHDh8UwTa8b\n", "mzdvJkEQaP/+/WLYxYsXycXFhUri6+tLLVq0ULtOXWfEyZMnxU7j4ixdupQEQaDZs2eLYaXtCJDL\n", "5ZJ/DRs2pOrVq6uEFz52xXndDpE9e/ZQvXr1SBAEkslk5ObmRpMnT5b8kFFQcZ0RRESmpqZUo0YN\n", "lfARI0aQIAgq1+N3WfPmzcV7O8YYqwwV0RlRpV7T0NLSAvB/rwIo5eTkoFq1apKwy5cvY/Xq1Zg2\n", "bVqRr1zs3bsXjx8/Vvnadbt27fDq1Su1X7Yub5mZmfDz84Obm9tr//Pz80NmZmaF5Ff5AcuUlBQ8\n", "e/YMAQEBaNWqFZYuXSrG2bdvH/T09ODq6irZ1snJCVevXlUZwq9Ot27d8PLlS/z6668A8ofIBgUF\n", "oW3btuIXuXNzc3Hs2DH4+voCAJ49e4ajR4/C3d0d1atXF9PS1dVFo0aNEB8fDyC/rdy8eRNeXl6S\n", "fVpYWMDQ0FCMV1DTpk3F/wuCACMjo1JN7ebs7CxZ9vDwAAAcP35cEh4aGioOzVYoFLhw4QKuXr2q\n", "Nk0nJyfx/7Vq1VL5+KAmfvvtNwBA8+bNJeFdunTB+vXrNUqjPMpWsL6V31XQpL5btmyJGjVqwNPT\n", "EzNnzkRKSgqqV6+u9j3vgmQyGfr374/du3eL+7l06RIePHggqRsDAwNER0ejZcuW4tfiV69erdEx\n", "ql69OurVq1dkHmrWrIkffvgBrVu3FtOePn06srOz1Q7v17Tey0NoaCiys7Mlw9rj4uLw+eefv1G6\n", "b3qeNW7cWPx/7dq1VcIAwMjICOnp6eLyvn37AOS/p16Qk5MTHj9+LL7ioKenh+PHj6N9+/Zo1qwZ\n", "FAqF+PrOlStXii0LkD/UWpOyaNIO7O3tUb9+fQQGBmLixIk4f/48gPwPKCqZmpqiU6dOWLNmjfg3\n", "cd++fVAoFKhTp06x+VVX96W9Vmh6LI2NjWFqaiou16lTB/r6+uL+Cs+80rJlS0l+itqnuutGQEAA\n", "jI2NERsbK4atWrVKo3Z7+/btUn9IsqIoPxSp/BcVFYV69eqphHfp0qXc89KxY0fcuHEDW7ZsQZ8+\n", "ffDvv/8iMjISdnZ2mD9/fqnTIyK1r93q6uoCyJ9Z6X2Qk5ODM2fOwNnZGRkZGUW+vscYY2877crO\n", "QEFBQUFYuHAhIiMjsWHDBtSsWRO7du3CoUOHVN7nDQ8Px/jx44t9f+7MmTMAABsbG0m4cvncuXNl\n", "XIL/o3znr+BNMJD/QFHc++yaCg0NVcl/eb9PqKOjg3HjxmHLli0IDw9H7969UbNmTWRmZiI3N1el\n", "M+LJkycwMzNDZmYmGjRoUGzaTk5OsLGxwfbt29GnTx9s27YNy5cvh6GhIb766iukpqbi6tWr8PLy\n", "Et9xzcrKAhHh5MmT4vvuSllZWWI8ZcfNtm3bcOLECUk8AwMD8b3XgvT19SXLMplM8t5y586dcevW\n", "LXF55cqVkvIbGhpKtld+3Es5PVl6ejq8vLzg7e2Nw4cPo0aNGgCAtm3b4sWLF2rrqHCeXkdmZqb4\n", "oPC6yqNsyhtN4P/eYS7qOzEFWVhY4PTp05g5cyamTZuGb775BgqFAlOnTkXHjh2L3XbAgAGIiYnB\n", "6tWrMWbMGMTGxmLgwIHieiIS3/vfu3ev+LX6yZMni99aKMzAwKDEPCsNHDgQe/fuxcGDB+Hi4gIA\n", "WL16NUJDQ9XWU0n1Xp5cXV3RrFkzrFq1CoMGDcJff/2F3NxclQ6S0irpPCvN9soHmMJpCoIgSVN5\n", "PejUqZMkXnZ2NszMzPDgwQMAwIoVKzBo0CCsXbsWwcHBAIAbN27A2tpa5fgIgqC2LAVnTSiKJu1A\n", "X18fJ0+exMyZM/HDDz8gOjoadnZ2+Pbbb9GnTx8xrZCQEHz66afYt28fPvzwQ8TGxhb5/YKS6r60\n", "1wpNj2VR50hR+1P+TSv8UUOg5OtGtWrV0Lt3b6xYsQKPHj2Cvr4+Nm3ahMTExBLLo62tXapvS1la\n", "WgIouRNVub5Ro0Yap12S0uSzPGhra6Nbt27o1q0b8vLysHfvXoSFhWHkyJHo3Lkz7OzsNErn6dOn\n", "uHfvHhwcHFTWKcv4Jt+4eJucO3cOOTk5+Oyzz3Du3DmkpaWp3Msyxti7oEp1RtSoUQPx8fEYMGAA\n", "TExMYGJigtzcXCxduhT9+/cX4+3cuRM3b97E0KFDi01PefNS+CZeuazu5qYsbdu2Dd27dxc/7mRt\n", "bY2tW7eibt26b5z2/v371aZdEWxsbJCUlITLly/Dw8MDJiYmuH//vsqUXKUVGBiIZcuW4d9//8X9\n", "+/dhY2MDPT09hIWFYevWrbh27Rq6desmxq9duzZkMhl8fX2LHeWi/MUsKChI5cNYr2vXrl3Fri/8\n", "641yxpP69esDAH799VdkZmZi/Pjx4sM6UPSvQmXFxMQERIT79++/djusamVr3LgxVqxYgcWLF2PH\n", "jh2IjIxEQEAALly4oPIreUGNGjWCj48PYmNjMWLECGzatAlJSUni+tTUVBw9ehSzZ8+WTJtXFjf+\n", "2dnZ2LhxI8LCwsQH0JLSLqney1tISAhGjBiBixcvavzrclWkvB4cPny42M6jVatWwcnJSeyIAMr+\n", "oa807cDc3Bzz5s3D7NmzsW/fPkRHR6Nfv36oV68e2rVrByD/o4HKkQDu7u44derUa89kUhbXCnWK\n", "qsOi9qds5+pGd2giNDQUixYtwvr169GgQQN4eHho1GlvZmaG+/fva7yfunXronnz5khMTERubq7K\n", "aE6lY8eOQV9fX2XE5psQBKFc/24UJT09HQkJCZK/yzKZDB999BGmTZuGPn364OzZsxp3Ruzduxd5\n", "eXno2rWryrqnT59CEITXGhH4Njp16pTYyfPtt9/i+vXr3BnBGHsnVaku5pSUFLi7u0NHRweZmZlI\n", "T0/H7t27MXbsWHz55ZcAgBcvXmDEiBH47rvvqnwPed26dfHnn3/i/PnzOH/+PP78888yu6krz7RL\n", "kpaWBkEQYG5uDiB/mGZWVhZu3LghiZeamoqgoCDxlyrlzZnyZvTixYuSWS+6deuGJ0+e4H//+x8C\n", "AgIA5N+AN2/eHL/88gt+++03ya/denp68Pb2xpkzZ1RucLdt2yb+et24cWNYWVlJHjSVli1bpjLq\n", "piwUHrVy8uRJAPlfeAcg/uJZ+Aay8EgaTVSrVk0s/7Nnz4qd/kxZfwkJCZLwXbt2SR66ilORZVMq\n", "qu3Ex8dj5cqVAPJH7nz22WdYt24dXr58ib///rvEdAcMGICUlBSMGTMGLVq0kPwqW1w53vTG/+XL\n", "l8jLyytVHZVU72Wh4K/BN27ckLwC0qdPH2hra2PZsmXYvHmzxu2lqlGeA4WvBw8fPsTHH38sjox4\n", "8eJFmbZhdTRtB+fPnxdnBdHS0kKnTp3EV9oKtotq1aohODgYO3bswKJFi9CzZ8/X/jtZFtcKdYo6\n", "d5T7Kzx6Tblc0kinoigUCjg7OyM2NrZUrxY1bNiw1Mc7JiYGjx8/lrwWUtC5c+cQHx+Pb775RuVH\n", "kjfRv3//Il8dK0+XLl1CWFiY2g4mZbvTtBPpyZMnmDBhAkxNTTF8+HCV9enp6bCyspK8kvkuO3ny\n", "JJydnWFnZwdBECQzfzHG2LukSj3NT5gwAf/99x+WL1+OmjVrAsh/X3XMmDFYvnw59u/fjzlz5sDR\n", "0VHtrwqF/yAqfwF79OiRJFy5XNIfyfDwcAQEBEj+FTcVWFGMjY3L7fWJ8kwbUK3TuLg4nDhxAt26\n", "dYOFhQWA/HqysbHB0KFD8fTpUwD5c7QPGTIEFhYW4rdATE1NoaurK35DIioqCjt37hTTbt26NUxM\n", "TLBt2zbJLy3dunXDyZMn4ejoCD09PUl+Zs2ahfT0dERFRYlhly5dQkREBNzc3ADk3/x+9913OHLk\n", "COLi4sR4J06cwKRJk1TeUVZXbsr/2KtmlQYgPj5evInPysrC5MmT0bRpU/Tr1w8A8OGHH0JHRwez\n", "Z88WXxNZs2YNUlJSSv3ra6NGjfDvv/8CAI4cOYKIiIgi8x0cHAxPT09MnDhRHK5+584djBs3Du3b\n", "t1dJW11eKqpsBeOqazs7duxAWloapk+fLnllJj4+HoaGhmqPa2GffPIJDA0NMW/ePMl0sUD+e/p2\n", "dnZYsWKFOIrqwoUL2Lhxo0Z5Lm69gYEBfH19sWnTJnF0U1pamvgtFnXprF69WpxC8+bNm5g7dy78\n", "/PzEb6iURF2ahcOsra3FOl66dClWrFghrqtTpw46d+6MRYsWwdPTs0x+oXzT80yTMhV1DowePVo8\n", "rtnZ2Rg2bBi0tbXFcilH1ygf+rOzsxEdHV0m+VbStB3cu3cPc+bMwcWLF8Vt4+PjUa1aNZXjr3y9\n", "Izo6utgHb03r6XWvFUXVSVH1pNzfpEmTxP2lpqZi7ty56NWrl8o3fzQtF5BfJ8opkDXt1OjatSvS\n", "09PFzilN9uXr64tly5Zh1KhRWL16teQVwCNHjiAgIAChoaEYP368xnmvaKXNQ0ZGBkaPHo3nz5+L\n", "YZcvX0ZUVBRcXV3h7e1d7D6ICIcPH4a3tzeys7OxZ88etfc0Fy5cKNPRJFXdqVOn4OHhAR0dHdSr\n", "V1QIs3IAACAASURBVE/lxx7GGCtrP/74o8pzb3h4ePnv+M2/gVl2mjZtqnbqpt27d5MgCDRz5kzy\n", "9/enpk2bSr4YbWZmJpn5YcOGDURE9NNPP5EgCLRlyxZJesovkxf8mnVBFfHl0Krq2bNnYp3KZDKx\n", "Tl1cXMjS0pJcXV1p+vTpktkriPK/5B4aGkoNGjQgFxcXcnV1pVmzZqmkv2zZMrKysiJnZ2fq0KED\n", "3bt3T7J+4MCB1LBhQ0nYP//8Q4Ig0MqVK9Xm+fTp0/Thhx+ShYUFubm5kbe3t8oX2YmI9u/fT15e\n", "XmRpaUlubm7k7+9PR48eFddPnTpVnDXE1taW5s+fT9evXycXFxfS0dEhIyMjat26dbH1p/wi+ZIl\n", "S2jw4MHk5uZGRkZGFBgYqPJl/j179pCrqytZWFiQr68vjRw5kjw8PKhGjRqkUCjowYMH1K1bN/FY\n", "yOVy+uqrr1T2efnyZWrevDnZ29uTs7Mz7d69mxISEsTZSIyMjEihUIhTMD5+/JgiIiLIysqKmjVr\n", "Rq6urpK6HT9+vKQexo4dW+5lUygUdOTIEdq8eTM5ODiQTCajhg0bSmZrUNd2rl27RkOGDCEnJyeS\n", "y+XUrFkz+vDDDyUzj5QkLCyMLC0t1a67dOkSderUiczMzMjLy4t69+4tzgigUCjowIEDKu3Gw8ND\n", "kkZR9Zmenk49e/Ykc3NzatmyJQUGBlJERAQJgkCOjo60Zs0aioiIELdds2YNBQYGkrOzszjVpnJG\n", "FSKiDh06SOpz8+bN1LNnT2rYsKF4Li9YsIC2bt1KcrmcZDIZmZmZUfv27cU0duzYQTY2NuTi4kKt\n", "W7emK1euSMqyfft2EgSB9u3bp1HdFsyTXC6nzZs3v/F5FhYWJpbJ0dGR1q9fT+vXr5e0m+HDh9Ol\n", "S5ckabZs2VJM4/HjxxQeHi6eA3K5nMaNGye5ruXk5NA333xDDRs2JGdnZ/Lz8xNndrC0tKRhw4bR\n", "+fPnJfto164dEf3fNITKchec4aGw4tqBg4MDrV27ljIzM2n06NHk4uJCCoWCXFxcyMvLi/bs2aM2\n", "TYVCoXaq59LWfUnXitKk17x5czIyMiIdHR2Sy+VqZ7xR7s/a2pqaNm1KdnZ2FB0dLZlKtbTXDSKi\n", "u3fvUvXq1WncuHFFHofCnj9/TrVr16ZVq1ZJwoODg8UyN2zYUDzmBZ05c4aCg4PFv58ODg7UsWNH\n", "tX+XRo0aJebdzMyMFAoFZWdnF5u3wrNmFPVPk9k0Tp06RVZWVmRhYUEymYxq1apFVlZW4nWqOFlZ\n", "WTRv3jz66KOPxLLa2dmRvb09jRo1SjJLzKZNm8S/SQYGBiSXy8nZ2ZlsbW3Jx8eH5s6dS48fP1a7\n", "n8uXL5NMJivVdf1t9ujRIxIEgVasWEFERK1ataK+fftWcq4YY++j925qT19fX9LW1qYnT55IwpVT\n", "fq5du1btdkVN7fn48eNip/a8du2a2vTe584I9maKm770bfcul41p5t9//6UGDRpUdjZYCb744gvx\n", "QYbla9y4MaWkpJRqm++//55sbGzo+fPn5ZQrpomePXuWOGXqu+TQoUMEgM6dO0dEREFBQeTt7V3J\n", "uWKMvY/eu6k9w8PDkZeXh4iICHF449WrVzFr1ixYW1vj448/Vrsd/f8hf1RoeGGNGjUwffp0xMXF\n", "ie8HX7t2DfPnz8fw4cNhZWVVfoVhjLF3zE8//YSQkJDKzgYrRk5ODvbt24eePXtWdlaqjOTkZNSt\n", "Wxe2/4+98w6L6tra+Dt0BikygmCBQVFAmiIiTY2aGBWJqNEIlhujMZaYm2jUFE3z3sRoTLElJpYk\n", "JpZrQ431SzRGkCZVUOwRUByKiApSZ31/cGcuOL3P4P49j88jp+y95sycc/Zee613eXurdN7cuXMx\n", "YcIEjBkzhpVWNBDvv/8+Kisr26SMtXcyMjLA5XLh5+cHAODz+UwzgsFgtFuMyhkxduxYnDp1CsXF\n", "xQgICEBQUBBiY2MxduxYpKamSugF/PDDD/Dy8sI333wDDoeD6Oho9OjRo43q/Lx587B+/Xq8/PLL\n", "CA4ORkxMDBYuXIjPP/9c3x+P8RTxpGOsPdGePxtDkgULFuDs2bOoq6vDDz/8gNmzZxvaJMYTFBcX\n", "Y8yYMQBatEVGjRrVppLN08iuXbuwcuVKAMAXX3yhsPqWLD7//HMsXrxYrIfE0C99+/bFyZMnYWNj\n", "o/K5lZWV4mospkRGRgZCQkJgYdFS8I7P5+P27dvMIcZgMNolRlXaEwCGDBmCIUOGKHXsq6++ildf\n", "fVXhcTNmzJBZa53B0BZffPEFtm3bBg6Hgw8++ACnT59uI5hpyrTnz8aQj6OjIyZNmoROnTrhzTff\n", "FAvXMowHKysr5Obmok+fPnBzc8OePXsMbZLB6dChA7766ivs2LED4eHhGkWKjBgxQouWMVRh4sSJ\n", "Kp9TVlaGuLg4cTQBn89HYmKi3iqOaUp6enqbSGA+nw+hUIiSkhL06NHDgJYxGAyG9uEQW+aUICsr\n", "C/3790dmZiZCQkIMbQ6DwWAwGAwGQwkiIyPblCUWbUtOTtZ6X6LIC21VNSsvL4erqyt27tyJyZMn\n", "A2gpe9+7d2/88ccfGDZsmFb6YTAYDGXQx5zYqNI0GAwGg8FgMBgMdaisrJSqr3Dz5k2tpmyUlZUh\n", "MjISgYGBCAwMRGRkJMrKyjRuNyMjAwAwYMAA8TYPDw8AYLoRamCqqToMxtOE0aVpMBgMBoPBYDAY\n", "xkpcXFyb6IvS0lKMGzdO4+iLjIwMODs7t0nHsLa2RpcuXZgzQgWUTdXRdmQLg8FQHRYZwWAwGAwG\n", "g8EweXg8ntRKaebm5lqbcOoy+iIjIwMDBgwAh8Nps53P5+PWrVsatf00IXIWlZaWorS0FCkpKRg3\n", "bpx4v64iWxgMhuowZwSDwWAwGAwGo12QmJgoLuPq6uoKDw8PlJSU4PDhwwa2TD5EhPT09DYpGiI8\n", "PT1ZZISSyHIW5ebm4tNPP8WePXswfPhwuc4Kxv9gqS4MXcOcEQwGg8FgMBiMdoGLiwu4XC6ee+45\n", "XLx4ETdv3sTYsWMxdepUXL16VeP2ZUVfeHl5aRR9UVRUhPLycoSFhUns4/P5ajkj2ETyf9TV1eGT\n", "Tz7BpEmTkJ+fL7Ff27oipg6LHmHoC+aMYDAYDAaDwWC0C/7880/k5eVhyZIl4PF4MDMzw88//wx3\n", "d3fExcXh0aNHGvfx/fffi/9vaWmJyMhIHDhwQKM2pYlXiuDz+SgpKUFjY6NSbT3NE0lZzqKBAwfi\n", "8ePHuHbtGlxcXPRvmImhKNWFwdAWzBnBYDAYDAaDwWgXfP311wgICMDw4cPF2xwcHHDgwAEUFRVh\n", "xowZ0LSq/cGDB2Fra4ulS5cCAE6dOiUhjqgq6enp6NatG9zc3CT28fl8CIVClJSUKNXW0z6RTExM\n", "RHBwMIAW54TIWcThcNCzZ09xGk9rNI1saU/oqyoNgwEwZwSDwWAwGAyGBIpC3FkIvPFx7do1HD58\n", "GG+++aaECKSfnx9+/vln7N27F6tXrwag3nfY1NSETZs2IT4+Hi+++CIaGxuRlZWlse0ZGRlSUzQA\n", "iFf6lUnVYBPJFq2Q1157Debm5sjOzkZycnIbZ1FiYiIiIyPh7u4OLpcLKysr7Nu3z4AWMxhPL8wZ\n", "wWAwGAwGg/FfFIW4P80h8MbOunXrwOPxkJCQIHX/uHHj8O677+Kdd96Bv7+/Wt/hb7/9huLiYsyf\n", "Px/BwcGwsbFpU+ZTHZqbm5GZmSk1RQMAPDw8ACjnjGC0kJSUhNDQUHTv3l1in6urK5KTk3HhwgXs\n", "2rULDQ0NuHbtmgGsNE5kpbp06dKFRY8wtA5zRjAYDAaDwWD8F0Uh7k97CLyxUl1dja1bt2LOnDmw\n", "tbWVedyKFSvg6OiIixcvqvUdbty4EQMHDkRISAgsLS0RGhqK1NRUjWy/fPkyHj58KNMZYWNjA3d3\n", "d6WcEboS2DQ1kpKSEB0dLfcYHo+HmJgYdOvWDTt27NCTZaZBYmIi3N3dYW5uDldXV1hZWaGyslLp\n", "VCFtwSLQ2j/MGcFgMBgMBoMB2SHuFy9exJo1a/Dpp58yJX4jZcuWLaivr8fcuXPlHnf//n3Y2NhI\n", "bFfmO7xy5Qr+7//+D/Pnzxdvi4iI0DgyQiReGRoaKvMYVSpqJCYmih0S5ubm4PF4GgtsmhJFRUUo\n", "KipS6IwAADMzM0yePBl79uxRWiD0acDV1RWBgYEYMWIELl68iMLCQgiFQgwdOlQvDgkWgaYc7cFZ\n", "w5wRDAaDwWAwGHK4f/8+3n77baxYsUIr1RgY2qWpqQlr167FSy+9hC5duig8/kk9CWX59ttv0alT\n", "J0ycOFG8LSIiAiUlJRpN0DIyMuDj4wNHR0eZx/D5fNy6dUup9lxdXTF48GD069cPK1asQHV1NYRC\n", "odr2mRrJyckAgKioKKWOT0hIQEVFBX7//XddmmVy5OfnIyQkBDweD15eXvjzzz/R0NDQxiGhq8kw\n", "i0CTT3ty1jBnBIPBYDAYDAZkh7iHh4dDKBTi8ePHCA8Pl9j/tIXAGxuHDh3CrVu38Oabbyo8Vt00\n", "hpqaGmzbtg0zZ85sE1kREREBABpFR6Snp8tM0RDh6empkmZEVlYWBg4ciLlz58LS0hJbtmxR2z5T\n", "4+zZs/D19VW6hGffvn3h4+ODnTt36tgy0+HevXu4c+cOAgICxNtaOyQGDRqE0NBQnUyGmQirYtqT\n", "s4Y5IxgMBoPBYDD+S2JiongA7uLigsjISBw8eFC8mt5aiZ/D4aBLly5PVQi8MfL1119j0KBB6N+/\n", "v1LHt/4OrayslJqs79y5Ew8ePMCcOXPabHdzcwOfz1fbGVFfX4/c3FyZlTRE8Pl8lJSUoKmpSWGb\n", "jx8/xqVLl9CvXz84OTkhPj4e33//PZqbm9Wy0dRQRi+iNRwOBwkJCThw4AAeP36sQ8tMh4KCAgBo\n", "44wA/ueQuHPnDjIzM9vFZNjUaG/OGuaMYDAYDAaDwfgvrq6umD17NiwtLZGXlydRFrC1Ev+cOXPQ\n", "0NAAJycnA1r8dJOZmYmzZ88qFRUhovV3mJmZiQ4dOmD58uUgIqnHExE2bNiAmJgYqVEVmuhG5OXl\n", "oaGhQWFkBJ/PR3Nzs1LpIBcuXEBzczNCQkIAAHPmzEFRURGOHz+ulo2mRFVVFfLz81VyRgBAfHw8\n", "Hj16hN9++01HlpkW+fn5sLCwQO/evSX2OTg4SH3maWsyzOPx0LFjR4ntLAKtfcKcEQwGw+hoD4I8\n", "DAbDdMnNzUVgYCDc3NxkHsPj8fD666+joqIChw4d0qN1+sHYn8Mi+77++mvw+XyMHTtW5TZ4PB4C\n", "AgKwadMm7N27F9u3b5d6XEpKCnJyctoIV7YmIiICWVlZqK+vV9mGjIwMWFhYoG/fvnKPEzlBlEnV\n", "yMrKgoWFhXhVOzQ0FCEhIfj2229Vts/USElJARGp7Izo1asX+vfvz1I1/kt+fj58fHxgZWUldb+5\n", "ubnO+v7zzz9x48YNODk5iXVUwsLCWATaf2lvFXOYM4LBYBgN7UmQh8FgmC45OTkKJ4cA0KdPH4SH\n", "h7erfHxjfw63ts/f3x+//PILXn75ZY0mRxMnTsT06dPx+uuv4+bNmxL7N27ciJ49e2LEiBFSzw8P\n", "D0dDQwOysrJU7jsjIwNBQUFSK3y0xsPDA4Byzojs7Gz06dNH3CaHw8HcuXNx9OhRpUUwTZWkpCS4\n", "ubmhR48eKp+bkJCAI0eO4P79+zqwzLTIz8+XSNEQIWsy/ODBAxQVFbXZpqpT8+zZs4iJiUF0dDTu\n", "3LkjFiNdsGBBmwi1p53ExESxXg0AuLu7m6yzhjkjGAyG0dCeBHkYDIZp0tjYiPz8fAQHByt1/MyZ\n", "M3HixAkUFxfr2DL9YOzP4db2CQQCAMDRo0c1bnft2rVwdnbG9OnT22grlJWVYc+ePZg7dy7MzKQP\n", "m4ODg2FjY4PU1FSV+1VGvBIAbG1t4ebmpnRkhChFQ8TkyZNhb2+PH374QWUbTQmRXoQ6FVNeeukl\n", "NDY2muykTlsQkVxnBNBWd8Xd3R1BQUHw8PDAgAED8N5776GoqEhlp+a5c+cwevRoDBw4EAcPHoSt\n", "rS38/f0RGhrK0meewNXVFT/++CMAoGfPnrC1tVVasNXYYM4IBoNhFLQ3QR4Gg2GaXL58GfX19UpF\n", "RgAtExgulyseGJoy2nwO6yLNQ5Z9xcXFGvfl6OiI7du3Izk5GatXrxZv37JlC8zMzDBjxgyZ51pZ\n", "WSE0NFRl3YiHDx/i0qVLCsUrRfD5fIXOiMbGRly4cAH9+vVrs71Dhw6YNm0aNm/ejIaGBpXsNBXq\n", "6+uRnp6ucoqGiK5du2LIkCFPfarG3bt3ce/ePbnOiNa6KxcuXEBubi5ycnLw0UcfYc2aNfDx8VHK\n", "qSl6TqSlpWHkyJHo168fDh8+DC6XKz5mzJgxOH78OBobG3XyeU0Vkcjou+++ixs3buDSpUsGtkg9\n", "mDOCwWAwGAwG47/k5OQAgNKREfb29njppZewdetWCIVCXZpmEhh7moc8Bg0ahKVLl2L58uXIyspC\n", "WVkZNmzYgPj4eDg7O8s9Vx0Ry9OnT4OIlIqMAJRzRly6dAn19fUSkRFAi5ClQCDAwYMHVbLTVDh/\n", "/jzq6+vVdkYALUKWf/zxB+7evatFy0yL/Px8AJKVNKTB4/HEOgVWVlZYtmwZTp8+LbVyS2unZuvn\n", "hK+vL6KiouDj44MjR47Azs6uzXljxoxBdXW1OGWD0UJBQQGcnZ2RkJAAW1tbHD582NAmqQVzRjAY\n", "DKNAVg6ip6enSQryMAyLolVZYxfnYxiO3NxceHl5iYXTlGHmzJn4+++/cerUKR1apntkPYfr6+vh\n", "4OCgVBu6TPPQh3Dbxx9/3GZydPv2bWRmZip0qERERKCkpESpaheiidi0adMAALNnz1bKYcPn8xVq\n", "PmRlZYHD4Uh1pgUEBCA6OrrdClkmJSWhQ4cOSjsSpTFhwgSYm5tjz549WrTMtMjPz4etrS28vLzU\n", "Ot/HxwedOnWS2C4QCDBp0iQsWrQIkZGR4udERUUFmpubYWZmBnt7e4nzQkJC0KVLF5OdbOsKUSqN\n", "ra0tRowYYbJCyswZwWAwjIbExERxGSnRKtSUKVMMaRLDxFC0KmvKq7YM/aCseGVrIiIi4Ovr2y6E\n", "LBMTExEeHg6gpYSfn58fHjx4gISEBIVh0vpIt2v9nujUqRMiIyO1muNvZWUFCwsL1NXViYUM8/Ly\n", "FDpURGJyykRHiBw2Dx48AACkpqYq5bDh8/koLi5GU1OTzGOys7PRq1cvqZM6oCU64vTp0ygsLFTY\n", "n6mRlJSEiIgIWFhYqN0Gj8fD888/jx07dmjRMtMiPz8fffr0UVsUVpbT0N3dHR06dMCBAwdw/fp1\n", "if2y0q04HA5iYmKYbsQTFBQUwN/fHwAQGxuLlJQUlJeXG9gq1WHOCAaDYTS4urqib9++CAoKwpUr\n", "VzBy5Ehs3rxZZu13BuNJZK3KNjc3o7a2FmPGjDFqcT6GYSEi5OTkqLyyyuFwMHPmTOzfv9/kI25c\n", "XV3FK+c7d+7ExYsXsXfvXiQmJmLq1KlyJ8L6wMXFBVwuF0OGDEFhYSGSk5O1qrJfWVkpFsZsjSKH\n", "ipubG/h8vkJnhCYOG09PTzQ3N+P27dsyj5EmXtmaF198EZ06dcL3338vty9toM8INKFQiOTkZI1S\n", "NEQkJCQgNTUVN27c0IJlpoci8UpleFLgMjIyEllZWTh48CAyMjLklk2WxpgxY3DlyhVcuXJFI7va\n", "C42Njbh8+bLYGRETEwMi0oqYr75hzggGg2E01NXV4ciRI5g0aRJ4PB4WLVqE3Nxckw99ZugHWYP8\n", "c+fOwcLCAnZ2dsjIyJDYz0RSGSLu3LmDiooKlSMjAGD69OkQCoX49ddfdWCZfsnOzgaHw8HgwYMB\n", "AGPHjsV//vMf7N+/H9OmTUNTU5PUiWZ2djaqqqok2tNmGsWJEyeQk5ODDz/80OhS+MLDw1XWjVAF\n", "0WqzLN0IoVCInJwcCfHK1lhbW2PGjBn48ccf8fjxYx1YaZgItEuXLqGqqkorzogXXngBXC4Xu3bt\n", "0oJlpoVQKERBQYHGzognBS5bOw15PJ7UFBB5z4nhw4fD2toaR44c0ciu9sLVq1fR2Ngo/p7c3Nww\n", "cOBAk0zVYM4IBoMhgaHy6U+ePImamhpMmDABQMvLJygoCGvWrNG7LYz2g6OjI9auXYtvv/0WHTt2\n", "NLQ5DCMmNzcXANRyRri6uuKFF17Ali1bTD6aKysrC71790aHDh3E28aNG4fdu3djz549cHNzazPR\n", "zM7OxsSJE/Hcc88hKCgIwcHB6Ny5M4CW/HFtplGsXLkSYWFheOaZZ7TWZms00aWIiIhAVlYW6uvr\n", "ddK+p6cnANnOiGvXruHRo0dyIyMA4LXXXkNVVRW2bt2qk3e9IcrDJiUlwdzcHAMHDtS4LTs7O4wd\n", "Oxbbt29/6rSHbt26hZqaGo2dESJaC1y2RlrkhLznhJ2dHYYNG9buUjXU/Q2JKmmIIiOAllSNkydP\n", "yn3+GCPMGcFgMMQYOp9+//798PPzg6+vL4CW0OdFixbh2LFjuHjxot7sYJgmsgb5/v7+WLBgAebM\n", "mSP+bbWGz+cb3QorwzDk5OTAyckJHh4eap0/c+ZM5OXlITMzU8uW6Zfs7GypE9rx48ejZ8+eqKys\n", "bDPR7N+/P5KSkrB9+3akpqYiJycHBQUF4PF4SEhI0FoaRUpKCs6cOYN33nkHHA5HK21KQ9WJkoiI\n", "iAg0NDQgOztb7nGffPIJAMDJyUml9m1tbdG5c2eZzghRv/IiI4CWCjCOjo546623tP6uN1SZ7qSk\n", "JISEhEhUYlCHsrIyZGdno7CwEH5+fk+V9pAqlTQ0QV7khCzGjBmDv/76C9XV1Tq1TR9o+hvKz8+H\n", "q6trG6HQ2NhYPHr0CH/++afS7RiDQ405IxgMhhhDrGaIaGxsxKFDh8RRESImT54Md3d3fPXVV3qx\n", "g2HaJCYmIjAwEIB0cbvWkwyRA2LOnDkGsZVhfIjEK9Wd6D7//PPo2rWrSQtZNjc3ywz1r6ysxMOH\n", "DyW2c7lcpKSkYOrUqeJrx+Px0KdPH60KJa5cuRK+vr4YO3as1tqUhjoTJaClHKyNjY3CVI3169fD\n", "29sbhYWFKrUPyC/vmZWVBQ8PD4XO1bi4OFRXV6OxsbHdaOecPXtWKykaQMv1Ef1uy8vLJa6PIcdK\n", "uiY/Px+Ojo7o2rWrXvqTFTkhjZiYGDQ1NeHkyZM6tkr3aPobkpZKExgYCE9PT6VSNYzJocacEQwG\n", "A4DhVjNEnD59GlVVVRg/fnyb7VZWVliwYAG2b9/eblYeGLrD1dUVs2bNgqWlJXJzcyUG+a0nGZcv\n", "X8agQYOwYcMGkw+rZ2gHdcQrW2Nubo4ZM2Zgx44dqK2t1aJl+uPatWuoqalRGOrfGgcHB6nVG3x9\n", "fbXmjCgoKMChQ4ewdOlSmJnpZ/iqykQJaHlfhYaGynVG5OTk4ODBg1i2bBk6d+6sclSWImeEou9N\n", "1rv+xo0bEu96dVZN9VF+9UmKi4tx69YtrTgjZF2f1NRU9OzZE76+vu1ae0gkXqnLyCN18fT0RGBg\n", "oFZTNQwRGaCN8XbrShoiOBwOYmNjcfjwYYVjGmNyqDFnBIPBMAr2798PLy8vqbnar732GszNzbFx\n", "40YDWMYwNdLS0sR1yWUhmmS89957SE9Px+nTp/VoIcMYefToEa5du6aWXkRrZsyYgQcPHuDHH380\n", "yclJVlYWAOmh/qpONH19fXH58mUIhUKN7Vq1ahW6deuGhIQEjdvSJREREXKdEStWrECPHj3ULlst\n", "yxlBRMjOzlaYoiELgUCAZcuWoaSkRONV08TERLi5uYkntN7e3mrphig7UUxOTgYArUVGSIPL5WL0\n", "6NEYMmQIrKysdNaPodFGJQ1dMmbMGBw9ehTNzc0atWNMkQGqUl9fj6tXr0r9nmJjY1FcXIy8vDyZ\n", "5xt68fFJmDOCwWAAMMxqhojm5mYcOHAA48ePl+qNd3Z2xowZM7BhwwadqX8z2g9paWkIDw9X6tjn\n", "n38eISEh+Pe//61jqxjGzoULF0BEGjsjOnToAAcHB53k4+uDrKwseHp6wtnZWep+VfQUfHx8UFtb\n", "i5KSEo1sunXrFnbs2IG3337b6CeCERERKCkpkfqZ8/LysH//frz//vuwsLBQq30+n4+SkhKJEqvF\n", "xcWorKxUGBkh613ftWtX7Nq1Cz169EBAQIBGq6YODg6or6/HggULMHDgQPj6+qqkG6LqRDEpKQm9\n", "e/fWijaJrOsTFBSEdevWYdOmTVKjp1qn/pkqjY2NKCwsNHpnREVFBdLT0zVqx5CRATweD926dZPY\n", "rux4+/Lly2hubpaIjACAIUOGwN7e3qSqajBnBINhgugqrCwxMRE9e/YU/92zZ0+tqqDL4ty5cygr\n", "K5PQi2jNm2++icrKSvzyyy86t0cZjEH0hyFJeXk5rl+/rrSiOofDwXvvvYdTp04hNTVVx9YxjJmc\n", "nBxYWlqiT58+GrUTFxeHBw8eoKGhweDhr+ogS7xShCp6CiLBWE1TNdasWQMHBwfMmjVLo3b0gcgR\n", "Ki064l//+hf4fD6mTZumdvt8Ph9NTU24c+dOm+3KilcC0h1KmZmZKCoqwrJly6S+21RZNT1w4ACq\n", "qqowf/58xMfH4+TJkyqJDqo6UUxKStJqVIQih1vr/W5ubrCysoKDg4PJp/tdu3YNDQ0NRu2MGDhw\n", "IHg8nkapGsYQGdCtWzeYm5uLn51eXl5Kj7elVdIQYW1tjeeffx6HDx+Web4hFx+lwZwRDIYJoeuw\n", "MldXV/Ts2RORkZHo27cvIiMjtaaCLo99+/ahS5cucieQ3t7eiIuLw5dffqmVkF91MeXQvqcB0WqJ\n", "spERQEvJQl9fX3z22We6MsvoYM40SXJyctCnTx+NVt6NYZCrCUSErKwspSa0yugp8Pl8WFlZoVT0\n", "OQAAIABJREFUaeSMKC8vx+bNm/HGG29opVKCrnF3d4enp6eEM6KgoAB79+7Fe++9B0tLS7Xbl1Xe\n", "MysrC66urnLT00TIcijZ29tj/vz54rKs6rJ582YMGjQIvXv3xvjx49HQ0KD05FHVe6i6uhp5eXla\n", "dUYocri13p+fn499+/bhzz//xI4dO7RmgyEQVdKQNsk1FszNzTF69GidlPjU19jy4MGDOHDgAH78\n", "8UdcvHgRAwYMwIABA5Qeb+fn56Nr165wcnKSuj82NhYZGRkoLS2V2caaNWvA4XDA5XJVquijC5gz\n", "gsEwIXQdVlZWVoY//vgD06dPxzPPPIOkpCSttS0LIsL+/fsxbtw4haJkCxcuRGFhIY4dO6Zzu2Rh\n", "TKI/DEnS0tLg4uIi1esvCzMzM7z77rs4dOgQLly4oDvjjADmTJONpuKV8rh37x5SUlLarJwao0Oo\n", "qKgIVVVVKolXysPc3By9e/fWyBmxbt06mJmZ4fXXX9eKTfogIiJCItJqxYoV6N69O/7xj39o1LY8\n", "Z0S/fv1UEh6U5lDSdNX0xo0bOHXqlDiKpXv37ggPD8fevXuVtksasqIORPeVLvQiFDncRPvHjBmD\n", "l156CW+++SYqKiq01r++nxH5+fno3LkzXFxc9NanOowZMwZ5eXkoKipS63xZv/HKykqcPXtWQ+vk\n", "U1VVhblz5yImJgZTpkwBj8fDsGHDcPbsWaUja6SJV7Zm9OjRMDMzk+mwaWhowIIFC9CrVy9cunRJ\n", "5Yo+2oY5IxgMNTBV9V1F7N27FxwOBxMmTEB0dDRu3ryJ27dva6VtWZw/fx7FxcVyUzREREVFISws\n", "DJ9//rlBBvGmvur5NJCamoqBAweqrAQeHx8PPp/f7qMjmDNNOs3Nzbhw4YLGehGyBrlmZmaIjY3F\n", "wIED8cMPPyAiIsIoHULyxCvVRSRiqSqi5+26deswe/Zsk8rHj4iIQGZmJurr6wEAly5dwn/+8x+8\n", "9957GmtecLlcuLq6SryLFKXXqELrNARLS0vY2dlh//79Sp27detWODg44MUXXxRvmzBhAo4fP45H\n", "jx4pPF/WPXT//n0UFxdLbE9KSoKrqyu8vb2Vsk9XfPPNN2hubsbChQs1bstQTmNjF68UMWLECFhY\n", "WODIkSNqt/Htt98CaNE3cXd3R1hYGJ599lmMGzcOr732GmpqagAoHu+rOh9YtGgRampqsGnTJvE4\n", "ZdCgQSgtLcWNGzeUakORM0JU1lxWqsZHH32E3Nxc/Prrr0qVAtY5xJAgMzOTAFBmZqahTWEYGQKB\n", "gCIiIsjd3Z3c3d0pIiKCBAKBXvquqKggd3d3AtDmX+fOnamiokIrfURHR9OoUaOIiKi0tJQA0O7d\n", "u7XStiyWLl1KPB6PGhsbFR4rEAiod+/eBIBcXFzUvv4VFRVqXbOKigpydHSU+A7c3d219h0wWlDn\n", "O2pubiZHR0f617/+pVafGzduJDMzM7p69apa5xs7sp4h7PdLdOnSJQJAp06d0rgtgUBAkZGR4vdE\n", "ZGQklZaW0tGjR2nYsGES1x8ARUZGauFTaM7y5cupc+fOJBQKtdbmsmXLqEuXLkof3/o96+DgQAAo\n", "Oztba/bog/T0dAJAKSkpRESUkJBA3bp1o7q6Oq20HxYWRjNmzBD/LRAICADt2bNHK+2LqKiooP37\n", "9xMAOnTokMLjm5qaqGvXrjRnzpw222/cuKHSeEIgEJCTkxNZWFiQu7s7hYSEUEBAAFlbW9N3330n\n", "/n1WVFRQREQEjR8/XvUPpwO2bt1KAOjEiRMatRMREWGQZ0Tv3r3pn//8p8770QZDhw6l0aNHq33+\n", "22+/TY6OjnTz5k3x+08oFNL3339PXC6XevbsSUFBQTLH++rMB44dO0YAaPPmzW2237t3jzgcDv34\n", "448K7a6pqSEOh0NbtmyRe9znn39Otra2VFNT02b7mTNniMPh0KeffqqwLyL9zImZM0IKzBnBkIWh\n", "XhDy+rexsaEbN25o3HZRUREBoJ9//lm8zdvbmxYsWKBx27IQCoXk7e1NM2fOVOp4Ta+/ps6kDRs2\n", "GPVEoj2gyXckmlD+3//9n1p9P378mDp37kyzZs1S63xjhzkjZLNz504CQJWVlVprU5pDraKiglxc\n", "XIz2O4iJiaGRI0dqtc1ffvmFAFB1dbVSxxv6PasN6uvrycbGhr788ksqLCwkMzMz2rBhg9banzRp\n", "Eg0dOlT89/HjxwkAXbt2TWt9iBAKhTR48GDq16+fQifVkSNHCABlZGRI7Ovfvz9NnDhRqT6vXLlC\n", "AGjt2rXi++Lx48c0b948AkBxcXEUFhYmfp7x+Xy9LQzJQygU0rBhw4jP59OjR4/UasNQz+na2loy\n", "MzOjH374QWd9aJMvv/ySrK2t1brOVVVVZG9vT++8847U/YWFhWRnZyf3OaTqc6q6upq6d+9Ozz77\n", "rNT7KDAwUKmxsGiOmpqaKvc40XiotROxqqqKPDw8aPDgwdTU1KSwr9b9MWeEnmHOCIY0jGEgLxAI\n", "qHv37sThcMSrBXw+n9zc3CgnJ0ejtlevXk02NjZtBowvv/wy9e3bV+W2lF3VzsvLIwB05MgRpdrU\n", "9PprMsj96quvCADNnj2bIiIiyN7enjgcjl6jY54GNPmOtm3bRhwOh+7fv692/6tWrSJLS0vKy8vT\n", "6L5WN/pG10i7vhEREYY2y+AsXbqUPDw8dN6PMbxH5OHu7k7vvfeeVts8f/48AaD09HSFxxr79VGF\n", "6OhoeuGFF2jSpEnUtWtXrUVFEBEtWbKEvLy8xH9/+umn5OjoqNWIltb8+eefBIAOHDgg97hx48ZR\n", "UFCQVDs+++wz4nK5Eiu10vjnP/9JPB6PamtrJfbt3r2bzMzMjNZhdfXqVbKxsaFFixapdb6h7oGs\n", "rKw20TzGjshhpUzEzpN8+umnZG1tTaWlpVL3y/oOzM3NKSwsjEaMGEG2trZKfUeiscCcOXPIzs6O\n", "bt68KbXPefPmUe/evRXa/tNPPxEAevDggdzjRIt9r776qnhbfHw8OTo60t9//62wHxH6mBMzzQgG\n", "w4RwdXVFt27dEBMTgwsXLiAzMxNpaWno0qULBg8ejDNnzgBQT9Ni586diImJgYODg3hbdHQ08vLy\n", "lC7JpWqe4/79++Hg4IDhw4erZKs6yNJ7uH79usS1evL6rVq1Cm+99RaWLFmC7777DufOncPu3btB\n", "RFi7dq3BRH90ia51UaS1X1lZKTVnUllNjrS0NPj5+cHR0VFtuyZMmAChUCjO6Vc1V9fYBSITExPF\n", "9c07duwIAHj77bcNaZJRoEvxytbIyoc3hrzdu3fvorS0VGu6AyJ8fHwAaF7e05QoKyvDjRs3cPjw\n", "YfznP/+BlZWVSqUtFcHn81FcXIympiYALXoRffv2VVkrR1mGDBmCoUOH4qOPPpJZcUAgEODw4cOY\n", "NWuWVDsmTJiA2tpaHD9+XG5fjx49wrZt2/Dqq6/C1tZWYv/w4cPRqVMnie3Got3k7e2Njz76CF99\n", "9RX++OMPlW0yVNlFUSUNTUsb64tevXqhd+/e2Lt3r0rXuK6uDt988w3+8Y9/wM3NTaU+bWxs4OXl\n", "BQ6HI773WlNVVYXffvsNjx8/bjMW8PHxwXfffYdly5bJFNeOjo7GlStXFI4XCgoK4OnpCXt7e7nH\n", "cTgcxMbG4tChQygvL8evv/6KnTt34ttvvxWL4BoNOnNzmDAsMoIhC0OHj1ZUVBCHw5HIN6uurqbh\n", "w4eTlZUV+fj4qBzifvnyZan5poWFhQSAjh8/rpR9ql6fwMBAmjJlilJty2o/KChIqXNleboB0IwZ\n", "M+jKlStSUwSWLFlCAGj58uVtVnvq6+vJ1taWvvjiC6XtNwV0rYsirf1r167Rli1bKCoqSur3o+yK\n", "UN++fdvkUauDpve4oZ8Rirh37x45ODjQvHnzqLy8nPr06WM0+daGxM3NjZYvX66XvlprSri6uhKH\n", "w6H58+frpW95HD16lADQ9evXtd52t27dlI64MPZ7SBl0/RlE39WtW7eIiKhnz5701ltvaa19afz1\n", "118EgPbu3St1/+rVq8na2lpuqlNQUBAlJCTI7Uek3SP6bE9iCtEzJSUlxOVyxZoXqr5HDx06RADI\n", "3t6e7OzsyMLCgu7cuaNDi1uibTw9PXXahzYRCATk7u5OZmZmKl3jTZs2EYfDoStXrsg9TtE9LG0/\n", "l8slANShQwfi8XgqRSEWFxcTANq3b59cu2JiYpTSyhAIBOTv708AqGPHjmRmZkYTJkxQeN6TsDQN\n", "A8GcEQxZtB5E2tnZkZmZmcIHmjbZsWMHAaCSkhKJfXV1dVIffsoMgD7++GPq0KGDREikUCikTp06\n", "0bJlyxS2IWuA4OrqKnWAIAqxU/Tgbc2TwnA2NjY0aNAgpUNTpb08unfvLp4QODs7S50Mr1ixQmp7\n", "w4YNo9jYWKXtNwW0NYiWlaYgrX0Oh0McDoeGDRtGPXv2VKv/mpoaMjc3p02bNqlsa2ubNRnkmsIg\n", "+YMPPiBbW1u6e/cuEbUM/M3NzamoqMjAlhkOkVivKs8ibSC6Rz755BOytLSkwsJCvfb/JP/+9791\n", "Fur/7LPPKu30EggEFB4eTgDIwcGBIiMjTSoVTh/PgYsXLxIA+uuvv+j+/fsEgLZv366VtuXx3HPP\n", "UUBAADU3N7fZLhQKycfHhyZPniz3/E8++YTs7e3p8ePHUvcLhUKlHKTG7rDSxL779++Tp6cnRUdH\n", "k0AgEIse/vXXXzq1edSoURQTE6PTPrSJOte4qamJvL296cUXX1TYvjQh4icFLKXtLywspHfffZcs\n", "LCxUfgbw+Xx688035drl6elJS5YsUWi/tOsTFham8LwnYc4IA8GcEQxFVFRUUEFBAVlbW9O///1v\n", "vfU7bdo0mZEA6g6AhEIh+fr60tSpU6Xuj4uLo2eeeUahbfIiDyZNmtSmQkFFRQUtX75cqtKvMogG\n", "8QcPHiRA+ciNq1evkqWlJdnY2LR5eTx+/Ji++uorMjc3l7DdwcFB5vX7+OOPycnJSWJgZqpoYxAt\n", "L7KisLCQnJycpF7jvLw88fmiF7ylpSV17NhRqYmIaNVOE+2U9u6MqKqqIkdHR1q4cKF424MHD8je\n", "3p7ef/99A1pmWETif7qICFCGx48fk5eXFz3//PM6y/lXhgkTJij1rFeH119/nfr06aP08SKdiWPH\n", "junEHl2ij+fAo0ePCGgRnBbpOeTn52ulbXmcO3eOAMmqGElJSQSAfv/9d7nni5wosvL8f//9dwIU\n", "V7VRNFE0JJp+/1OmTCEHBwextkBzczO5u7vrPPKle/futHTpUp32oS3UvcZ79uwhQLrAqry+5LUp\n", "S6hYHfumTp1KoaGhMvc/fPiQANBPP/2k0GZtPYOYM8JAMGcEQ1nmzJlDLi4uak2oVaW5uZlcXFxk\n", "qv+q+/DJyckhQLaI5BdffEG2trZUX1+v0EZpnlgvLy9yd3cnc3NzeumllygkJEQ80XR2dtZoACEU\n", "Cik6OpqCg4OVUgZ+6623iMvlShUnVOf6iQaBmoqHGgsVFRXk5uam0QtMVvSJaKVT2j9Zok+fffYZ\n", "WVhYKFXhYNWqVcTlcpUqEauq/e0lTePDDz8kGxsbCdGuBQsWkIuLi1YF9kyJlStXkoODg0GdiiLH\n", "amJiotLnaFsktUePHm0cVdpk/fr1ZGlpqfT9uWHDBrK0tJS5gm7s6OM54OLiQp988gl9+eWXZGtr\n", "q/GzT1lGjhxJfn5+bd65M2bMIC8vL6XuIT8/P5o+fbrUfWPHjqWAgAClnXLGKBQsayzRoUMHKisr\n", "k3uuqPLMr7/+2mb73LlzydPTU2fOSn1G12gDWdfYzc1N5u9BKBRSaGgoDRs2TC82qvMM2LRpE5mb\n", "m9PDhw+l7k9LSyMAdP78ebntMGdEO4A5IxjKcv36dTIzM6N169bpvK+MjAwCQGfOnJF5jLSHX0hI\n", "iNx233nnHXJ2dpbpbEhNTSVAcRkhIskcPtFqRW1tLX399ddkaWmp9QGaaKVGkac4Pz+fzM3N5dZW\n", "VvXlUVtbS1ZWVvTNN9+obb8xcenSJbKxsVH7O5L1AuRwOBQbG0tbt26l0NBQpdu/e/cumZmZ0fff\n", "f6+w7wkTJtCQIUNU+bhSEa24iZwy3t7eKjnMBAIBDRgwQPy57e3tjWLFThQVIS0EVFQC7JdffjGA\n", "ZYZn8uTJFB0dbVAbhEIhjRw5kry8vKRWEGiNLnRd7t27p9PJiGjFW9m0xunTp8tdITR29LFyP2DA\n", "AHrllVdo2rRpNHDgQK22LQ/RhGjHjh1E1KJZxeVyZaYzPsny5cvJyclJYsxx8+ZNMjMzo++++07r\n", "NusbaWMJADRx4kSZi1c3b94kBwcHqTpaJ0+eJACUlZWlE3uTk5MJAGVnZ+ukfV0g7Rrb29vLLCH8\n", "xx9/EAA6ceKEXuxT5xkgihw6efKk1P1btmwhDoej1AKothyizBlhIJgzgqEKCQkJ5OHhQQ0NDTrt\n", "5+OPPyYHBwe5/bR++Lm5uZG1tTUFBgbKzc/k8/k0e/ZsmW02NDQoLdTY1NREXbp0oVmzZkld6dZ0\n", "1V0W48ePJw8PD7mfc9iwYeTt7S139Vedl8egQYPahQDgwYMHyd7ennr37k39+vUjNzc34nA41K1b\n", "N6UH0cp441W9xs8++6xSKxndunVTKo9SWSoqKsjf359eeeUVlc9NTEwkALRo0SIyMzNTKrJD13z8\n", "8cdkY2MjUwTt2WefpfDwcD1bZRz4+fnR66+/bmgz6PLly2RpaUmffPKJ3ON0sep+6tQpAkAFBQUa\n", "tSOLkpISApQvw9e7d2+jEPXUFF2u3E+cOJGGDRtG/v7+NHfuXJ30IYuYmBjy8fEhgUBAX375JZmZ\n", "mVFxcbFS5+bm5hIgmYKzePFicnJyokePHunCZL0i7T23detW4nK5NGDAAPFzWPT7aGxspKioKPL0\n", "9JRamrqhoYGcnJyU0u9Sh02bNpGZmZlJRSI9eY0DAwPJ3t6eBgwYIPWdO2LECOrXr5/eU+FUeQYI\n", "hULi8Xj0wQcfSN2/cOFC6tmzp1JtacshypwRBoI5IxiqkJeXp9TKvKaEh4crrYQrevhlZ2eTjY1N\n", "mzrDrRFFFSjKzxw6dCjFxcUp7Pf06dMEgM6dOyfVJl3l0RYWFpK5uTmtXr1a6n5RnqCsVBRptipr\n", "07Jly6hTp04GzfVWB9FnbG5upo8++ogA0Lhx48S1qysqKmj69OnUrVs3pVJgRCg7UVL2Gm/evJk4\n", "HI5cJXHRREfbAoTz589Xqu73kyxevJi6du0qtmvnzp1atUtV7t+/T05OTvTGG2/IPObAgQNKhX+2\n", "N2pqasjMzEyiQpGhWLJkCdnY2MisA6+r5+iaNWvI1tZWpXtdFYRCIXXo0IFWrVql8FhRlMbPP/+s\n", "E1vaC4sXLxZHIioTPaZNRCv1Tk5OZGlpSU5OTkpPdIRCIXl7e9PMmTPF22pqaqhjx446SxMyFE++\n", "57Kysqhr167k7u5OQUFB4oli9+7dicPh0NmzZ2W2NW3aNPL399eJnQsWLCAfHx+dtK1rWl/jzMxM\n", "4vF4FBQUJP49VlRUiJ2thn4XK8PYsWNp6NChUveNGDGCXnjhBZXa09QhypwRBoI5IxiqMmbMGPLz\n", "89NZzrGskp7KsGXLFgJA27Ztk9j3xhtvkLu7u8IB6PLly5WacM+ePZv4fL7M43SZRztnzhzq2LEj\n", "3bt3r832mpoa6t69u86qXogGZbpaUdQ2rUO83dzcqGPHjgS0VAx58vebnp5OAOjo0aNKt19SUkKW\n", "lpbE5XK1Ep587949srS0pK+//lrmMfv27SMAdPv2bbX7kYaoeo2q9kdFRdGkSZOIqKWUnaz8aH2x\n", "YsUKsra2lnt9GhsbycPDQ+PSqKaGsjm4+uLBgwfk7u5OEyZMkDqIvHjxorh8nDadEVOmTNF5ZExo\n", "aKhSkUYiQVF9VqoyRTZs2CD+/vX9+9X0Xf7OO+8Qj8cT61yInM6GEpHVJ7dv3yY7OzuJ69etWze5\n", "54kcxpcvX9a6TUOHDlWr7KMxkp+fT25ubuTt7U39+/cXV15T9A40FuTptHXt2lXpEsnagjkjDARz\n", "RjBURZRvd+DAAZ20L5oUqfsgnTlzJtnY2LQRWmxqaiI3NzeFZYSIiE6cOEEA5Jaeq6+vp44dO9K7\n", "774r8xhd5tGWlpaSnZ0dLV68uM32ZcuWkbW1NV27dk0r/TzJo0ePyMLCgjZu3KiT9rWNtEGkr6+v\n", "1GOFQiEFBgaqNEjZtWsXAS1lyLQVnhwbGyt3orRkyRKFAzl1KCoqUvm+rqurI2tra7Hz5J133iEX\n", "FxeDiSNWV1dTx44dlUpD+Oyzz8jGxsboBOHURZkVIZFgmDGFJ2/cuJEAkLOzs1gT4vr16/TBBx+Q\n", "nZ2d1Ko/mjp1+/TpQ/PmzdPSJ5DO1KlTlS417ezsbHLRZvpEIBCQr6+v+PsPDw/XmzaNNqJzRNVS\n", "fv/9dxIKhRQcHExjxozRseXGgbopqzU1NWRra0srV67Uuk0uLi704Ycfar1dQ3HlyhWysrLS2eKX\n", "LpGl01ZVVUWApLiprtHHnNgMDAZDYyIjIzF48GB89tlnICKtt3/s2DEEBwejS5cuap2/bt06+Pn5\n", "YcKECbh//z4qKytx6NAh3L17F5MnT1Z4fnh4OMzMzJCUlCTzmJMnT6KqqgoJCQkyj3F1dUVycjIu\n", "XLiACxcuIDk5Ga6urmp9pidxc3PD22+/jbVr1yI3NxeVlZW4fv06Vq9ejcWLF6Nnz55a6edJ7Ozs\n", "EBoair/++ksn7WuTyspK/P333xLbq6urUVlZKbGdw+Fg1qxZOHjwIMrKypTqY926dXjmmWcwaNAg\n", "8Hg8TU0GAMTHxyM1NRU3b96Uuj81NRXh4eFa6as13bt3h4eHh9zf/ZNkZmaivr4eUVFRAIBRo0ah\n", "vLwcWVlZWrdPHpWVlaisrMT69etRU1ODpUuXKjxn5syZEAqF2Lp1q1Zt0DdlZWWIjIxEYGAgAgMD\n", "ERkZKfP3m5OTA19fX9jY2OjZStls374dAHDv3j2UlpYiJSUFPj4++PzzzzFv3jxcvHgRkZGRcHd3\n", "h7W1NRwcHHDgwAG1+6utrUVhYSH69eunrY8gFV9fX1y6dEnhOzItLQ1hYWHgcDg6tceUiYuLQ2Fh\n", "ofjv1NRUjBs3zoAWqUZISAj4fD5++eUXHDlyBLm5uViwYIGhzdIb6vy2uVwuRo0apdG9Lo2ysjKU\n", "l5cjICBAq+0aEmdnZzg5OUlsv3nzpkHeSaoQEhICLpeLs2fPttleUFAAAO3qexLBnBEMhpZ49913\n", "kZ6ejtOnT2u1XaFQiOPHj2PUqFFqt2Fra4u9e/eivLwcPXr0QGBgIKZOnQpra2vw+XyF5zs4OCA4\n", "OFjupGzHjh0ICAhQ6kHJ4/G0NlFtzfTp09Hc3IyIiAgEBgZiwIAB4PF4ePfdd7XeV2sGDx6MM2fO\n", "6MQRpU0uXbqEiooKlc6ZMmUKzMzM8PPPPys8NisrC8nJyXjjjTfUNVEqL7zwArhcLnbv3i2xr6mp\n", "CefPn8fAgQO12qeIqKgolZwR586dA5fLRXBwMAAgIiICDg4OOHr0qE7se5LWE/GAgAB88MEHSEhI\n", "QLdu3RSe6+LigsmTJ2Pjxo1obm7Wig2KnAG6IC4uDikpKSgtLRVP5mVN1HJzc9G3b1+92aYIWQ5D\n", "S0tLpKenY9WqVejdu7fYqbt69Wo8fPgQjY2NaveZl5cHoVCIkJAQDSxXjK+vL6qqquQ+g4gIaWlp\n", "Oruf2wOyfiP6mmjxeDyp4wYvLy+l3+vl5eWor6/Hzz//jIkTJ8LGxgZBQUFattQ40eT6jRs3Dmlp\n", "abh9+7bW7MnPzwfQ/ia55ubmhjZBLSwtLREeHi7VGWFubg4fHx8DWaY7mDOCwdASzz//PPr164fP\n", "PvtMq+1mZmaivLxcI2cEAPTo0QNdunRBVVUVSktLUVtbi/r6eowfP16p86Ojo2VOympqanDw4EG5\n", "URH6YOrUqWhqasLjx49RWlqKqqoqdOjQAVwuV6f9DhkyBKWlpbh27ZpO+1GF1qvSdXV1+OCDDzB0\n", "6FBYWFhIHCtvEMTj8TB+/Hhs2bJFobNl3bp18PDwQGxsrOYfoBV2dnaIjY3Fzp07Jfbl5+ejtrZW\n", "Z5OX6OhoZGZmora2Vqnjk5OTERYWBktLSwAtA4sRI0bg2LFjOrHvSVpPxO/evYvm5mZcuHBB6fPn\n", "z5+Pv//+WyN7VXEGaBtVJmpCodDonBGycHJyQteuXdts4/F4mDZtGiwtLaU66pQlKysLFhYW8Pf3\n", "19RMuYgG0a1X9J/k+vXrqKysZM4IIycxMVEcnePu7o7IyEiVVuzj4uJQWloKoVCIuro61NXVYcKE\n", "CTq02LhQ9/rFxMTAwsICiYmJSvWjTHRafn4+rKys4O3trVSbpoA2HGaGJDo6GsnJyRAKheJtBQUF\n", "8Pb2hrW1tQEt0w3MGcFgaAkOh4N33nkHv//+O37//XetrVAcO3YMDg4OiIiI0KidyspKVFdXS2xX\n", "djUlOjoa165dw927dyX2HTp0CLW1tUqlfOgKWZOQhw8f6ny1KCoqCmZmZkaRqvHkqrTo38qVK/H+\n", "++/j8uXLKg+CZs2ahcLCQpw7d07mMeXl5di5cyfmz58v1eGhKfHx8cjLy8PFixfbbE9LS4O5uTn6\n", "9++v9T6Blt99U1MTMjIyFB5LRDh37pw4RUPEqFGjkJaWpnJUiqrIugfu3Lmj9D0QFhaGAQMGYP36\n", "9WqlWajiDNBnGkddXZ2EM+38+fOoqakxKmeEqoNoJycnxMTESHXUKUt2djYCAgJ0Psj19vaGmZmZ\n", "XGdEWloagJbfIUM6xjDR0iTl0tCRHcaAutevY8eOGDZsGPbv3y/3OFWi086fP49evXrp5L1tSDR1\n", "mBmSQYMGobKyss2zMj8/v91Fr4hgzggGQ4sMGjQINjY2iI2N1Vp48rFjxzBixAjxSquD0UJaAAAg\n", "AElEQVShEE2wkpOTJfbt3LkT4eHh8PLy0rdZRoGjoyP69u2LM2fOGNoUiVXp/Px83L17F9nZ2fjo\n", "o4/QvXt3lQdBQ4cOhZeXFzZv3izzmB9++AEcDgczZ87U9kcCAIwcORKOjo7YtWtXm+1paWkICgrS\n", "WfSLv78/HBwclErVuH79ungQ2JqRI0eCiHDy5Emd2Khtpk2bhhMnTqBPnz5ae46Vl5fjyJEjEAqF\n", "Ok3jkDVRq6qqwvjx43H+/Hlx/yNHjgQAvPfee3pNI1GEqoPo+Ph4nD9/HlevXlWrv6ysLJ3rRQCA\n", "jY0NvLy8FDojevXqZRKrl4bEWCZaukq5fFpQ5/qNGzcOZ86ckeu4USY6TfQc3LVrF27cuKH3dDpd\n", "o0uNMl0THh4Oc3PzNqkaBQUFOo9eMxg6k8Y0YVg1DYa6aLt0ZXl5OXE4HNqyZYtR2Ofl5SVRfaOy\n", "spIsLS1p7dq1WrFRE3RZOlQRb731Fnl4eOilL1loQ+VcFitWrCAul0vV1dUS+xoaGqhr1640a9Ys\n", "jfpQxIwZM8jb27uNyr6fnx/NmTNHp/2OHDmSRo4cqfC4H3/8kQBIlJclIurbty9NnTpVF+a1QRv3\n", "wMCBAzVqw8/PT+J8BwcHAkD+/v7Uq1cvpdpXtz66QCCg7t27E4fDEVft2b17N/n7+xMAcnFxMQmV\n", "dWU/f21tLXXo0IE+/vhjlfuor68nS0tLWrdunTomqkxMTAyNHj1a5v6wsDC93CftBXXvEUNjyHe1\n", "qXPnzh3icDhSy7UTyR4HdOrUiVJSUuju3btUV1fHvgMjJzQ0VPwsLC8vJwC0e/duvdvBqmkwGCaE\n", "LkIPT548CSISr+BpiqarKdJ0I/bt24fm5mZMmjRJKzZqgiFXi4YMGYKioiKpvwF90tTUpJN2X375\n", "ZdTV1UlEJgAt1/327ds6V0OPj4/HtWvXxJUpqqurUVhYqJNKGq2Jjo5GSkqKQlHHc+fOwd/fHx07\n", "dpTYN2rUKBw/frxNDqguSExMhJ+fH4CWVTdV74HKykoUFRVJbFf2Odbc3Awigr29fZv78OrVq0hK\n", "SoKbm5vUFfzW7WsaOeHq6org4GAMGTJEvCI2adIk5OTkYPXq1VI/hzGGiCu7ampra4tx48Zh586d\n", "KovoXrx4EY2NjXqJjABaRCxlRUbU19cjJyeH6UWogKlGJhhLZIcp4u7ujoiICJWvV0VFBSIiIuDm\n", "5gYbGxukpKRIHGOMz8GnlUGDBokjI9pzJQ2ApWkwGEaNpiU9n0TTsLXo6GhkZ2fj0aNH4m07duzA\n", "8OHD0blzZ63YqAmGDMsbNGgQABhUN+LWrVuoqqqS2K6NXOJu3bph5MiR2LJli8S+tWvXYsiQITpX\n", "Qx86dChcXV3F+fEZGRkgIp1PXqKiolBdXS0eEMgiOTlZIkVDxOjRo1FRUYHz58/rwkQxrq6u8PDw\n", "QN++fVFYWKj30NStW7eisLAQp06dkrgPo6KisHv3bnTq1EnivIqKCixcuBBr167F0KFDNRLApP9W\n", "ZIiOjm7zu7ewsMCMGTNMJlRXFeLj41FYWIjc3FyVzsvKygKHwxFXf9E1vr6++Pvvv1FXVyexLzs7\n", "Gw0NDcwZ8RRgyiH0xsD48eNx8uTJNmMxETweD56enhLbg4ODcebMGRw8eBAbNmyAg4ODPkxlqMmg\n", "QYNw69YtFBcXo6CgAJaWlujVq5ehzdIJzBnBYGgJWbnKTk5Oak0EhUIhTpw4oXEVDWmou5oSHR2N\n", "5uZmscjY7du3cebMGcTHx2vbRI0wxGqRs7MzAgMDDaYbkZKSgmHDhiEwMBBhYWE6WXGaNWsW0tPT\n", "kZeXJ96WnZ2NpKQkvdSIt7CwwMSJE7F7924IhUKkpqbCyckJvXv31mm/YWFhsLCwkKsbUVVVhYKC\n", "AgnxShHh4eFwcnLSeYnPwsJCnDhxAgsXLpQ66VeEJuJ4Dx8+xLJlyzB16lSEhoZKvQ95PJ7UAZWj\n", "oyNyc3Px9ttvS4iUAqqt2N26dQvl5eVSJ7U8Hk+qto2pqKzL4tlnn0WnTp2wY8cOlc7Lzs6Gj48P\n", "OnTooCPL2uLr6wuhUCi18lBaWhqsra315hhhGB5TjewwNOPGjUNdXR2OHz8usa+xsVHs2OnYsaN4\n", "HHDy5EkMHjwYL7zwAubNmydVf8DUn4PtCdFYIikpCfn5+fDx8TG4dpyuYM4IBkOLPBl66OTkhNLS\n", "UrVC97VV0lOb+Pr6wtnZWTwp2717N6ysrJQuD9reGTJkiN6cEa0rEZw+fRrPPfccgoKC8OeffyIt\n", "LU0nK05jxoyBq6trm+iIdevWoXv37hg7dqxW+lBEfHw8SkpKkJycjLS0NISFhcHMTLevMi6Xi/79\n", "+0sVbxWRmpoKADIjIywsLPRS4nP9+vXo3LmzRmlTrZ9jtra24HA4+PzzzxWe9/nnn+PBgwf49NNP\n", "lW5fNFAuKChATk4OiouLNf69KqrI0B5DxC0tLTFx4kTs2rVLpVQgfYlXivD19QUgvbxnWloa+vXr\n", "BysrK73Zw2CYIj169EBwcLDEc6uxsRHx8fE4duwYDhw4gKtXr8ocB7TH52B7wtXVFT4+Pjh79mz7\n", "Fq8EmIClNJiAJUNTRKJSlZWV5OXlRf3796fHjx+r1MbHH39Mjo6O1NDQoCMr1SM2NpaeffZZImoR\n", "2Bk3bpyBLTIe9uzZQwCopKREZ30IBAKKiIggd3d3cnd3Jz8/P7K2tqbnnnuOampqdNaviMWLF5Oz\n", "szM9fvyYysvLydramlauXKnzfkU0NzdT9+7dacaMGeTs7EzLly/XS7+LFi2SK1D6/vvvk4uLSxtx\n", "zSfZtm0bcTgcKisr04WJVFVVRXZ2dvThhx9qpb2Kigq6desW9enTh/z9/eX+voqKisjGxobef/99\n", "ldqXJr6nqbDawoULic/nq92/qfLXX38RAPrrr7+UOl4gEBCXy6XVq1fr2LK28Hg8WrFihcT2Hj16\n", "SAgkMxgM6Xz00UfUoUMHunPnDhG1iNHGxcWRlZUVHTp0SOl22ttzsD0xc+ZMCggIIB6PR5988olB\n", "bGAClgyGiSIKPXR2dsa+fftQUFCgUhh7ZWUlDh48iOeee87owrJEYn6XLl3C+fPnkZCQYGiTjAZ9\n", "6EY8WbLr0qVL4HK5OHTokM7KW7bmlVdewb1797B9+3Z888034HA4mDVrls77FVFRUYHm5mZs27YN\n", "9+7dw549e/RSjiwqKgpFRUVSxR2BFvHKqKgocDgcmW2ISnyeOHFCJzZu27YNDQ0NeO2117TSHo/H\n", "g4eHB/bs2YObN2/KfYa99957cHR0xNKlS1VqX1pIsGjFzsnJCQAwYMAAlVbs0tLSlNIdaG8h4lFR\n", "UejevbtYU0UWIoHQgIAA1NbWYtu2bXot6SdNxLK8vBw3btxgehEMhhKUlZXhwIEDePToEQICAhAR\n", "EYHY2FgcPXoUBw4cQGxsrNJttbfnYHti0KBByM/PR2VlZbsVrwTAIiOkwSIjGNpm27ZtBIA2b94s\n", "9zjRqnfnzp0JAPXs2ZMEAoGerFSO5ORkAkAjR44ke3t7qq2tNbRJRoWvry+99tprOmlbl6U7lUUg\n", "EJC9vT1ZWVmRmZkZubq66vU3aqhyZAKBgADQjh07JPY1NDQQl8ulVatWKWwnJCSE4uPjtW5fU1MT\n", "9ejRg6ZMmaL1ton+V7b0p59+ktiXnp5OAOj777/Xap/5+fkqlzNraGggGxsbWrNmjVZtMRUWL15M\n", "nTp1khtRZ+iSfjNnzqT+/fu32fbbb78RALpx44be7GAwTBVp9zCHw6Fjx44Z2jSGlhAIBBQSEiL+\n", "fvv162eQ+QCLjGAw2gkvv/wyZs+ejfnz5yMzM7NNvn9rRKveAoEAAHD9+nWVVOR1TVlZGRYtWgQA\n", "OH78OGxsbPDw4UMDW2Vc6FM3whDExcXh4cOHaGhogFAoRFlZmd5+o7oon6ssrq6u6N27t1TdiNzc\n", "XNTW1soUr2zNqFGjcOLECYVlQlXlyJEjuHHjBv75z39qtV0R//jHP/Dyyy9j7ty5uHTpkng7EWHh\n", "woUICAjAK6+8otU+/f394ePjg9OnTyt9Tn5+Purq6p7aFfaEhARUVFTg999/l7rfkPeQCFFkBLUq\n", "Q5qamgoXFxep4qkMBuN/yLqHO3bsiAEDBujfIIZOiIuLE5cxB1rEho1pPqBNmDOCwdATa9euhZ+f\n", "HyIjI+Hv74/AwEBERkaKw2MFAgGuXr0qcZ4x1X2Oi4sTC/UBLaG17fXhqC6DBw9GYWGhTsKeeTye\n", "1DKv+lLANoaJjCGJioqSWlHj3LlzsLKyQv/+/RW2MXr0aNy7dw8ZGRlatW3t2rUIDw/X6WB0/fr1\n", "4PP5mDhxImpra1FZWYmff/4ZSUlJWLNmDczNzbXe5zPPPKOSMyItLQ3m5uZ6FWU0JoKDg+Hr6ys3\n", "VUMVgUtd4Ovri5qaGty+fVu8TZRaIy/NicFgyMba2trQJjC0xNM21mLOCAZDT1hbW8Pc3BwNDQ0Q\n", "CAQoLS1FSkoKwsLCMGrUKPTs2RMVFRWGNlMmT9vDUV2GDBkCoGWlWtvXpaGhARwOB5aWlujcufNT\n", "p4CtSdlJbRAdHY28vDxUV1e32Z6cnIzQ0FClBoMDBw5Ex44dtVris6CgAH/88QfeeOMNrbUpDTs7\n", "O+zZswc3btyAl5cXAgMDMXPmTDg5OaFv37466XPo0KG4fPky7ty5o9Tx6enpCAoK0ot+ijHC4XAQ\n", "Hx+PAwcO4PHjxxL7y8rKUFVVJbFdnyX9nqyoIRQKkZ6e/tRGszAYqmDo9yCDoW2MzhmRk5ODsWPH\n", "ok+fPggKCkJQUBBWrVrVJqT1+PHjePHFF+Hr64ugoCD4+/vjrbfeQnl5udQ2t27diuDgYAQHB8Pf\n", "3x+rV69uEx7IYOiDyspKqQPqW7duoa6uDu+//z4CAwMl9rMXjGlhaWkJa2trvP766xLRL5qyePFi\n", "5Obm4syZMygoKNB66U5FGMMgyJDlyKKjo0FEbaKDgP+JVyqDubm51kt8rl27Fl26dMGLL76otTZl\n", "0adPH3Tt2hVlZWUoLS1Fc3Mz7t+/r7MIqWeeeQYAlE59Ula8sj0THx+PR48e4bfffmuzPS0tDdHR\n", "0ejRowdCQ0MNVtKPz+fDyspK7Iy4cuUKqqurER4erjcbGAxThpXlbN8Yw1hLr+hMjUINbt26RU5O\n", "TjRlyhRqbGwkohZhLFtbW1q4cCEREZWWlhKHw6Hly5eLS6j9/fff5O3tTV5eXvTgwYM2ba5fv55s\n", "bW3p/PnzRER048YN6ty5My1ZskSmHUzAkqELlBEfFAgEFBkZKS7bGBkZaVQCloYWPjMFdHWNduzY\n", "QQBo3bp1WrBSfYzlN2qIcmRCoZBcXFxo2bJl4m23bt0iAJSYmKh0Oz/99BMBoIsXL2psU2VlJdna\n", "2kotlagLDCGi2qdPH3r11VcVHlddXU0cDoe2bt2qEztMidDQUBo9erT4Ozl69ChxuVyKioqie/fu\n", "EZFhS/r5+/vT/PnziahFHJXD4dD9+/cNYguDYaqwspztF2MZa+ljTmxUzoiNGzcSh8Oh7OzsNttf\n", "eOEF6ty5MxG1OCN4PJ7EuT/88IPEIOTBgwfk4OBA8+bNa3PsypUrycLCQqZqM3NGMHSFshNVY33B\n", "GMvD0VjR1UQtPz+fuFwuJSQkiJ2whsZYf6O6Ji4ujp555hnx3yInkbL3gUAgoNDQUAJATk5OFBER\n", "odE9tGrVKrKystLbfWgIZ8S8efPI29tb4XF//PEHAaCCggKd2GEqCAQC8vT0JADk5uZG3t7eZG5u\n", "TmPGjKGamhpDm0dERBMmTKDhw4cTEdGcOXPIz8/PwBYxGAyG8WHosdZTV01DJH7V2NjYZntDQwMs\n", "LS0BAG5ubrh7967EuV27dgUA3L9/X7zt+PHjePjwIYYPH97m2GHDhqG5uRn79u3Tqv0MhiKUDa0z\n", "1rrPrq6uSE5OxoULF/SeIvC08uDBA4wfPx49evTA999/bzQCb8b6G9U10dHRSEtLE7+nzp07h169\n", "eil9H8TFxeH8+fMAWt5XKSkpaqU4VFZWQiAQYP369YiPj2/XqTpDhw7FtWvXUFJSIve4tLQ02Nvb\n", "w8fHRyd2mApxcf/P3n2HR1G1fwP/7m56BZLQRZp0QpMiTVHRgGIIvShFEARBAUFQUQQURRCCIMJD\n", "R5CfSBPkEaQ3kQ4BCUUIoYSYkN7L7v3+4bv77GY3IdlsS/L9XNdc22bO3LM7O+Wec870RGRkJAAg\n", "Ojoaf//9NypUqIDt27c7TF8a2jtqAGxaQ0SUn7JwrOVQyYhBgwahcePG+Oyzz3QdhO3evRuHDx/G\n", "7NmzdeM5OTkZTXv9+nUA/x60aF28eBEAUKdOHYNxta/DwsIsuwBEj1FaTubLwsbRHPmdqPn6+hb5\n", "+4qLi8OjR48wfPhwREdHY+vWrfD09LRQpGSuDh06ICMjAxcuXADwb+eV7du3L9S0lugENiYmBu3b\n", "t0fTpk3RsGFD3L17F6+//nqh47cEW7dX1nYKe/jw4QLHO3XqFFq3bm2Vu3qUFPmtY05OTkYdr9pT\n", "gwYN8ODBA/zzzz8ICwtjMoKIqIxyqGSEl5cXDh48CJVKBX9/f1SpUgVDhw7FsmXLMGzYsHyny8nJ\n", "wYoVK/DGG28Y9Oit7dDSx8fHYHzt6/w6vCSyNp7Ml176J2qVKlVC+fLlce3aNYwfPx6ZmZm68eLi\n", "4kyegOqfbNapUwfbtm1DaGgo6tWrZ8vFoHy0bNkSbm5uOH78OFJSUnDp0qVCd15pCT179sTJkyfx\n", "8OFD3V0RZsyYYbP5A7ZPqgYEBKBJkyYF3uJTRHiFvQTR3lFj06ZNUKvV/N2IiMooh0pG3Lx5U3d7\n", "tEePHuHhw4f473//iw8//BCjR4/Od7qPP/4YHh4eWLp0qQ2jJSIypn+i9tdffyEuLg5LlizBihUr\n", "0LZtWxw7dkyXbDB1tw39k83k5GQAwMqVK+21OJSHi4sL2rZti+PHj+P06dPQaDSFTkbkV3OmevXq\n", "hUpOOtrtdW2ZVO3SpUuByYj79+8jOjoabdq0sUk8jqqk9MKubUqzbt06uLu7m7yTFBERlX7G7R3s\n", "aPr06Xjw4AFWrFgBX19fAECbNm0wdepUTJw4EX369EHXrl0Nppk/fz7279+PAwcOGFVh9vf3BwDd\n", "Ab2W9nVAQECB8UyYMAHlypUzeG/gwIEYOHBg0ReOiMoU/QP/d955B506dcKAAQPw7LPPGtxa+OHD\n", "h+jZsyfWrFmDY8eO4fLly0ZlaU82Helkoizr0KEDVq5ciebNm6NcuXK6q7yFsWPHDoSEhCAiIgIa\n", "jQaxsbEGNfrItC5dumDx4sWIjIzEk08+afT56dOnAYBX2GG4jgH/JiIc7bZ/3t7eqFy5Mi5evIhO\n", "nTqZbH5LRES2s2nTJmzatMngPf2+GK3Fobb+YWFhCAgIMEoAaKsnX7p0ySAZMWfOHOzatQuHDh3S\n", "JS/0tWjRAgBw+/ZtNGvWTPf+7du3AcDgPVNCQ0PRsmVL8xaGiEhPYGAg9u7diwYNGiA9Pd3gs5Mn\n", "T+pOaJVKh6qwRiZ07NgRc+bMwdq1a9G+ffsi/WbamjPamgzLly/HZ599hmnTpqF27doFTqu96v3w\n", "4UOD9x3tqrc1dO7cGQqFAocPH8bQoUONPj916hSqV6+OKlWq2CE6x5J3HXO0dSMmJgY9e/ZEfHw8\n", "AODWrVuIiYkpkf0nERGVFqYuuJ8/fx6tWrWy6nwd6qi3cuXKePToEdLS0gze11ZLrVy5su69jz/+\n", "GL///jv279+vS0T8+uuvmDVrlm6cbt26wdvbG/v37zco78CBA1CpVOjdu7eVloSIyJiHh4fJxKmP\n", "jw+2bduGR48embyyWxZONkuKmJgYXR8NERERuHLlikEzm8LSNnGYMGECAgICMH369EJNt2TJEiiV\n", "Snh4eNik80hH4efnh8DAwHybarC/CGOO2jeRtiladnY2ACAqKsqsO8oQEVHJ51DJiAkTJkCj0WDi\n", "xInIzc0F8G8thnnz5qFWrVro1auXbrxly5Zh8ODB2L59OzZs2IANGzZg165dumqJwL8dYn755ZdY\n", "u3Ytzp8/D+Dfg8fQ0FBMmjTJZLtKIiJrya89d5MmTRASEgI/Pz+b36mAiqZnz544c+aM7vXdu3eL\n", "dSLl4eGBmTNnYtOmTTh37lyB44oIZsyYgcqVK+PKlSsl+o485ujSpYvJO2rk5ubi7NmzTEaUAI7W\n", "7wkREdmXQzXTCA4OxsGDB/HVV1+hSZMmcHFxgVqtRnBwMD766CN4eHggLCwM3377LRQKhVGnlgqF\n", "wqj65tixY+Hu7o5hw4ZBoVAgJycHkyZNwpQpU2y5aEREAB7fntvRq1iXZY87kTL3txo2bBgWLFiA\n", "Dz74APv374dCoTA53pYtW/Drr79i+/btqFWrllnzKsm6dOmC0NBQREREGCz/1atXkZ6eXuY7ryQi\n", "IippHCoZAfx7P3HtPcVNCQwMhEajKVKZw4cPx/Dhw4sbGhFRsRU22cAkRNnh5OSEr776CsHBwdi7\n", "dy+CgoKMxklISMD48eMREhKCnj172iFK++vUqRMUCgUOHTpkkIw4ffo0lEql1du1UvGV5X5PiIjI\n", "mEM10yAiKisctT035c+at03s0aMHOnbsiKlTp0KtVht9PnXqVGRkZGDx4sXFmk9JVr58ebRo0cKo\n", "34hTp06hcePG8PLyslNkVBRsikZERFoOVzOCiIjIUVnrtokKhQJff/012rdvj40bN2LIkCG6z44c\n", "OYIVK1Zg6dKlqFatWrHnVZJ16dIFP/30E0RE15yFnVeWLGyKRkREWqwZQUREVEjaE6nLly9bvAPJ\n", "Z555Br169cInn3yCzMxMAEBmZiZGjx6N9u3bG/WTVBY999xzuH//Pm7dugUASE1NxV9//cVkRAnE\n", "2mFERMRkBBERURFZ60Tqyy+/xIMHDzB37lzExcVhzpw5uH37NlasWAGlkrvsTp06QalU6ppqnDt3\n", "DhqNhp1XEhERlUA8siEiInIQ5cqVg7+/P2bOnIn69etj9uzZePfdd9GoUSN7h+YQfH190apVK90t\n", "Pk+dOgVPT080btzYvoERERFRkTEZQURE5CB69uyJf/75ByKia1N/4sQJO0flWJ577jkcOnQIIoLT\n", "p0+jVatWUKlU9g6LiIiIiojJCCIiIgcQFxeHO3fuGL0fGRmpS0zQv51YPnz4EDdu3GDnlURERCUY\n", "kxFERERUYnTs2BEqlQo//vgj7t+/z2QEERFRCcVkBBERkQPw8/NDzZo1jd6vVasW7zqgx9vbG61b\n", "t8a3334LAOy8koiIqIRiMoKIiMhB7NixA+3bt0eVKlVQpUoVtG/fHtu3b7d3WA4lJiYG9+7dQ2Ji\n", "IpRKJfr374+YmBh7h0VERERF5GTvAIiIiOhfFStWxIkTJ3R9RLBGhLGePXviwYMHAACNRoOTJ08i\n", "JCSEHX0SERGVMKwZQURE5GD8/PyYiDAhv04+IyIi2MknERFRCcNkBBERERERERHZFJMRREREVCKw\n", "k08iIqLSg31GEBERUYmxY8cOhISEICIiAsC/iQh28klERFTyMBlBREREJQY7+SQiIiodmIwgIiKi\n", "EodJCCIiopKNfUYQERERERERkU0xGUFERERERERENsVkBBERERERERHZFJMRRERERERERGRTTEYQ\n", "ERERERERkU0xGUFERERERERENsVkBBERERERERHZFJMRRERERERERGRTTEYQERERERERkU0xGUFE\n", "RERERERENsVkBBERERERERHZFJMRRERERERERGRTTEYQERERERERkU0xGUFERERERERENsVkBBER\n", "ERERERHZFJMRRERERERERGRTTEYQERERERERkU0xGUFERERERERENsVkBBERERERERHZFJMRRERE\n", "RERERGRTTEYQERERERERkU0xGUFERERERERENsVkBBERERERERHZFJMRRERERERERGRTTEYQERER\n", "ERERkU0xGUFERERERERENsVkBBERERERERHZFJMRRERERERERGRTTEYQERERERERkU0xGUFERERE\n", "RERENsVkBBERERERERHZFJMRRERERERERGRTTEYQERERERERkU0xGUFERERERERENsVkBBERERER\n", "ERHZFJMRRERERERERGRTTEYQERERERERkU0xGUFERERERERENsVkBBERERERERHZFJMRRERERERE\n", "RGRTTEYQERERERERkU0xGUFERERERERENsVkBBERERERERHZFJMRRERERERERGRTTEYQERERERER\n", "kU0xGUFERERERERENsVkBBERERERERHZlMMlIy5evIjg4GA0atQIgYGBCAwMxNdffw21Wm0wXnh4\n", "OLp3746GDRuifv36GDhwIKKiokyWuXr1ajRr1gzNmjVD48aNMW/ePIiILRaHiIiIiIiIiPJwqGTE\n", "3bt30aVLF3h7eyMsLAxhYWFYtWoVPvvsM3zwwQcG43Xq1AmBgYEIDw/H1atXoVAo8OyzzyIlJcWg\n", "zO+++w7jxo3D6tWrcenSJfz666/45ptvMG3aNFsvHhERERERERHBwZIRu3fvRlJSEiZPngwnJycA\n", "QOvWrdG1a1ds3LhRN96MGTMgIpg1axYAQKVS4ZtvvkFERARCQ0N146WkpOCjjz7C8OHD0apVKwBA\n", "rVq1MHHiRCxYsAARERE2XDoiIiIiIiIiAhwsGaFSqQAAOTk5Bu9nZ2fD2dkZAKBWq7F161Z06NAB\n", "Li4uunGqVKmCBg0a4KefftK9t2fPHqSkpOCFF14wKO/555/XlUNEREREREREtuVQyYhBgwahcePG\n", "+Oyzz5CUlATg39oShw8fxuzZswEAt2/fRmpqKurUqWM0fe3atXHt2jVdMuPixYsAYDSu9nVYWJjV\n", "lsWRZWVlISEhwSjpYys5OTmIiYlBamqq3fru0Gg0dpu3iCA7Oxsajcbm883Kyrx+mSwAACAASURB\n", "VEJycjJiY2ORkJBg1+8/KyvL5vMXEWRkZCAmJgZ3795FQkKCUX80ZYW9/gNqtRpJSUm4f/8+oqOj\n", "kZ2dbfMY6N/fIS0tzW7bgKysLMTExCAxMRG5ubl2iUFE2H9UGaXdH6akpNh8X5w3DnvRaDSIi4tD\n", "QkKC3f6DZZlarUZiYiKio6Ptsi0WEaSnp+PRo0dIT0+3+fw1Gg1SUlIQHR2NlJQUm89frVYjJiYG\n", "V69exc2bN5GYmGiX/2NOTo5dzse0x8Px8fG4f/8+Hj16ZPMYtJzsNmcTvLy8cPDgQYwYMQL+/v7w\n", "9/dHTk4Oli1bhqFDhwIAYmNjAQA+Pj5G0/v4+ECj0SA+Ph6VKlXKd1zta+3nRXHr1i0sX74cmZmZ\n", "yMjIMHjUf56VlYXs7GzdkJOTY/BcRODj4wNfX1+Tj56enlCr1cjNzUVubq7Rc7VaDaVSCZVKZfJR\n", "RJCUlITExETdo3bIzMzULY+Hhwd8fX11Q7ly5eDr6wtvb2+o1WrdnyTvoFar4e7uDg8PD3h6eho9\n", "uri4ICEhAbGxsYiJiTF4TEhI0M1fpVKhXLlyKF++PMqVK6d77uvrCxcXF6hUKt2gXT7t86ysLKSn\n", "pyMjIwPp6elGz7OysnS/Q97H3NxcqFQqeHh4GA3a5XB3d4ebm5tuyPtarVbr5pXfkJGRoYtJ+zwj\n", "IwMajQZKpRLly5fXret5Bzc3N4N1J+86pF3f8pavfa5dD/W/h7ycnJwQEBCAihUrGgwBAQHw8vIy\n", "Ws/1n+fk5MDJyQlOTk5QqVRGzzUaDZKSkoyGxMRE3Y7HyckJPj4+8Pb2Nhi0/4G8Zeo/ateB/IbM\n", "zEykpqYiJSXF4NFU8sHHx0e3/ukP7u7ucHV1Nfjd3dzc4OrqChcXF2RkZCAtLQ2pqakmH/NuH/SH\n", "rKwsuLm5wcvLSzd4e3vrnnt6eur+yyKiSx7oD1oKhQIKhUL3XPuYkZGB1NRUg0H7PaSnp8PFxcVg\n", "efX/h+XKlYOzs7PBvPM+5ubmFrid034X+r9BRkaG0ffv7e0NPz8/VKhQAX5+frrBw8PDaNn0n+fk\n", "5JhcNu2gv46aGpRKpa7MvPNQKBRQqVRwd3c3OXh4eECpVOqW0dT809PTddvt3Nxc5OTkGLzWLrt2\n", "u593X+Dp6an7vtVqNTQajW4ozOvc3FyT34/+76DdDukPFSpU0G2Htb9zfsugVCoNts3622qFQoHk\n", "5GQkJCTohvj4eCQkJBitB66urgbrv3bQbpf1v3f9x9zcXN3/Xf+/pX2elpaW75CRkQGFQpHvb+zu\n", "7g5nZ2ejfY/+c7VaXeB2SKFQwNXVVbcd0T7XDiqVSvfbafft+r+nUqnUxaLdD+k/1/7P9fd/efcD\n", "+vu+vINGozHav+k/d3V1hbOzc77/IeDfg+m85evvc/P+PvpDbm6u0W+edzvo7Oyc76BUKg32+4/b\n", "F+vvx7TbUKVSqdv2+Pv7GzxWqFABAHS/jakh7/Ll3ebnPf7Qf56TkwMPDw+jYyDtc+1/MO/+V//R\n", "2dnZ5LGM9j+SmpqK2NhYPHr0CLGxsbohPj7eIBHj6empOxbUboN8fX3h5uam+5/rH2dqB41GY3Ld\n", "0l/WvPtm/ddKpdLgN9c+1z66uLgU+P2LiG6brd2m62/bNRpNvscx2uMx7bGfdp3TH9zc3IzKzLvf\n", "0Maif4yufa69CJT3WChvH3dOTk4Gx+Ha597e3kbHP3m3t/rbZ+02WvuYnZ2NlJQUpKSkIDk5Wfc8\n", "JSXF4HhIezxmanBxcdFtB/I+Ojk56bbDptbzrKws3X4n7/GYPhcXF5PHwn5+flAoFPmuQ9nZ2VAq\n", "lXB2doaLi4suVv3nKSkpBuchsbGxiIuLM0o+ODs7Gx0LV6xYEe7u7kbHX/pDQedL2uP1/PZD2mMB\n", "Nze3fL9/7XmVdrunv4za4zT948+8z/NuC9PT0w22gQAwbtw4LF682Oj4zCbEgdy4cUNq1Kghffr0\n", "kcTERBEROXXqlFSpUkVGjRolIiInTpwQhUIhn376qdH0gwcPFoVCIdHR0SIi8tZbb4lCoZDbt28b\n", "jJeTkyMKhUKCgoJMxnHu3DkBIOfOnTP67NixYwKAAwcOHDhw4MCBAwcOHDhwKNHDiBEjinxObCkO\n", "VTNi+vTpePDgAVasWAFfX18AQJs2bTB16lRMnDgRffr0Qc2aNQEAycnJRtMnJydDpVLpMtn+/v4m\n", "x9W+DggIKDCeCRMmoFy5cgbvtW3b9rHL4ezsrLtymjd7pZ/FSklJQVJSEpKTkw1qK1iDNsutzbZ7\n", "eHggNTVVV3PCVJbWGjFoM40VKlRAZmYmEhISkJiYiISEBCQlJVmsuqRKpTK4gp330cXFBTk5OQbZ\n", "wrS0NKSnp1tk/louLi4GV/X0h6ysLN3VCkt+9/rzyHsVTn/Izs7WZYpjYmKsXk3Mzc3NoBaOm5ub\n", "QbY8JSXF4t+/QqEwutKife7m5oaUlBSDWkMJCQkWbzbg7OxssmaNi4uLUe2NrKwsi85bn6urq8GV\n", "J09PT2RlZRn8/6w5X/3vXvuYm5uLuLg43RAfH2+RZjMeHh7w8vKCs7OzQa2yvIM1ubi46K6s619B\n", "0n+edz9gzSZD+jUP9P8D+jUXrF1N1d3d3aAGhq+vr1HtFv0rOZamvfqpP2ivmpq68mwu7TGAq6ur\n", "rjlAVlaWXavCa/d7+vtAFxcXKBQKoyv6lt4XKJVKo5pl2udKpRLp6ekG+wJL/w/0a5SYqvmSmJio\n", "2wZZ+jhIeyxi6jjE1dUVTk5OSEtL0+2D0tLSLDp/Uzw8PBAQEICAgAD4+/vratJqt0NJSUlGV62L\n", "y8nJKd9jEY1GY1B7y5r7QQC62kba9UJbw01bm9Ga9Gsja4/L3d3ddcci+jWarbE/8PT0NKiN6uPj\n", "Aw8PD6SlpSE5OVk3JCUlWfx30NaAyTt4enoiNTUVjx490g3WbL7p6empq/Gg/R9om49rh9jYWKts\n", "r52dnY32QdoakNqaK9Y4Hshbe8pULcOWLVti06ZN2LRpk8G0iYmJFosjPw6VjAgLC0NAQIBRAqBe\n", "vXoAgEuXLuGFF16At7c3bt++bTT97du30aBBA11nly1atNC936xZM4PxABi8Z0poaChatmxp8F5K\n", "Sgo6depkcHKR91HbEWdRaKtxaVfE9PR0k1UitdW0tFXj9Ktz6lfTBf5X9dzHx6dQManVat38U1JS\n", "oFKpDKoF6Q8qlUpX7Uj/RF77mJmZiXLlyhn82V1dXQucv3aHpD0ozsnJMai6qj9oNBq4urqa/HN5\n", "eHjo1oGiEhHdchVU7TIjIwNOTk4mm3foJx8Kuy5kZWUhLi5OtyGOjY1Fdna2roqsqWpn2uXXr77s\n", "6uqqqzZY1OVOTk422BinpaUZVQnWf9Q/0TP1qFAoDKp66nc4mx9ttfKUlBSkpaXlW35ubq5uHcg7\n", "aA/y9A80ikKbJEtKSjKq8q3/PDs7G+7u7rpqnXkftdU7i7I90G/aoO1TxVT1UO1r7W8nes029F9r\n", "49OemBdErVbrDoi0/0FtNfz8qr/qVxk0lXx1d3cv1O+updFokJycrDsx0K9GmHcZgX8PcPNW7ffw\n", "8CjUdy5i3OQl7+vc3Nx8m1plZGRArVYbVTHXDkVZbu2809PTDQ5G0tLSCqwenfe9vJ+rVKpC//7a\n", "7z8pKUmXnEhKSjJogpU3oaJSqXRVVPM2MdA+9/Hx0SUfHrcP0Kft0yLv95+3SZqTk5PJk1zt9kC7\n", "bS7qtkDbr43+fshUUwqVSmW0/clvPnmbdGjXb1NNLbXP1Wq1yerl2kcRKbAZi3ZbXZT9gnae2qGg\n", "hJ6ImExy5L0gU1jy//tUytvcKu+grYZuqsmo/qBNeBRWdna2bvvz6NEj3YF43qrx+kPeZnz666C2\n", "KUth5eTkGCTIExMTdfMw1VTHzc0Nubm5RhdV9Ie8yQcPD4/HxqHdHyQlJema8+RtCqb/H9D/7U0N\n", "RfkNtPtBbZI+Ozu7wO9foVAYbLvzNifM29SpoP+DtvmtfjV67f/UVFNJ7b4ibxMK/ecuLi666vaF\n", "/S9o9wfaZq36zT9MHQ/nbT6hnwR3cXHR7QeK8jto+1RJTk42+N/pNwHRPuofB+j/97XPtdvgwmyH\n", "RARpaWm64+G4uDgAyDeZ5eLiAhExaiaq/6hNQAQEBBRq/RcRJCYm6o6HtYkZU810tE06C2pO5ubm\n", "pmtyVhjy/5tmac8L09LSdL+Bdrn0nwMwaNqm/7wo8wWAgQMHGrw+f/687o6U1qIQa14GKaIuXbrg\n", "+PHjSExMhKenp+7977//Hu+88w7Wr1+P119/HcOHD8fOnTvx8OFD3QHfw4cP8cQTT2DGjBn45JNP\n", "AACpqamoVq0aXn/9dXz33Xe68ubOnYvp06fj5s2bupoW+rRf/Llz54ySEURERERERESlmS3OiR3q\n", "bhoTJkyARqPBxIkTddVjbt++jXnz5qFWrVro1asXAGDmzJlQKpX49NNPAfx79Wry5MmoXbs2Jk6c\n", "qCvPy8sLX375JdauXYvz588DACIiIhAaGopJkyaZTEQQERERERERkXU5VDON4OBgHDx4EF999RWa\n", "NGmi60E3ODgYH330ka5qTY0aNXD06FG8//77aNiwITQaDVq2bInDhw/Dy8vLoMyxY8fC3d0dw4YN\n", "0/W+PmnSJEyZMsUei0hERERERERU5jlUMw1HwWYaREREREREVFaVuWYaRERERERERFT6MRlBRERE\n", "RERERDbFZAQRERERERER2RSTEURERERERERkU0xGEBEREREREZFNMRlBRERERERERDbFZAQRERER\n", "ERER2RSTEURERERERERkU0xGEBEREREREZFNMRlBRERERERERDbFZAQRERERERER2ZRFkxF37tzB\n", "xYsXLVkkEREREREREZUyZiUjjhw5gi5dumDYsGG69z755BPUrl0bLVu2RMuWLZGYmGipGImIiIiI\n", "iIioFDErGbFhwwYkJCRgwIABAIArV65gzpw5qFWrFiZMmICEhATMnz/fooESERERERERUelgVjLi\n", "xIkT2Lx5M4KCggAA69atAwDs2rULCxYswK+//oqtW7daLkoiIiIiIiIiKjXMSkYkJiaiXr16ute7\n", "du1C+/bt0ahRIwBA48aN2UyDiIiIiIiIiEwyKxmhUqmg0WgAAFevXsWNGzcQEhJiWLCSN+ogIiIi\n", "IiIiImNmZQzq1auHJUuWIDU1FZ9++imUSiX69u2r+/z06dPw9/e3WJBEREREREREVHqYlYyYMmUK\n", "JkyYAB8fH2zbtg2DBg3CE088AQCYO3cuevXqhRdeeMGigRIRERERERFR6eBkzkRBQUHYu3cvtm/f\n", "jlq1amH8+PEAABFBeHg4unbtiuHDh1s0UCIiIiIiIiIqHcxKRgBA165d0bVrV4P3FAoF1q5dW9yY\n", "iIiIiIiIiKgUs1ovk6NHj7ZW0URERERERERUglktGbFz505rFU1EREREREREJVihmmkolUooFIpC\n", "FyoiRRqfiIiIiIiIiMqOQiUjnJyc0L59e4P3IiMjcffuXTz55JOoWrUqFAoFoqKicOfOHfj7+6Nx\n", "48ZWCZiIiIiIiIiISrZCJSP8/Pxw+PBh3evTp0/jo48+wp49e1C/fn2DcW/cuIGRI0fi448/tmig\n", "RERERERERFQ6FKrPiLlz5xq8/vDDD7Fy5UqjRAQA1KtXD+vXr8dnn31mkQCJiIiIiIiIqHQpVDJi\n", "yJAhBq9v3LiBmjVr5jt+zZo1ERERUazAiIiIiIio6EQEL730EiZMmAC1Wm3vcIiITCpUM428kpOT\n", "cefOnXwTEnfu3EFqampx4iIiIiIiIjNcunQJ+/btw759+3Dnzh38+OOP8PDwsHdYRGVeZGQkfv/9\n", "d5w5cwZnz55FYGAg1qxZU2Zv/mDWrT07dOiAXr164ezZs0afHTp0CCEhIejYsWOxgyMiIiIioqLZ\n", "smULypcvjx07duDatWtISEiwd0glTkpKCq5fv27vMKgEi42Nxe3btw3eO3DgAN5++238+eefqFu3\n", "LtatW4dFixbZKUL7MysZ8eWXX+LmzZto27YtKlasiBYtWqBRo0YoV64cXnjhBdy+fRtfffWVpWMl\n", "IiIiIioT3nnnHRw/frzI04kIfv75Z/Ts2RPBwcG4cuUKqlWrZoUIS6+UlBQ8//zzaNmyJWt7k1nu\n", "3r2LVq1aYeHChQbv9+/fH8nJyQgLC8PmzZsxceJEfPDBBzh9+rSdIrUvs5IRzZo1w7Fjx9CxY0c8\n", "evQIly5dwrVr15CcnIwuXbrgxIkTaNq0qaVjJSIiIiIqE+7evYvZs2cXebqMjAw8/fTTGDRoEADA\n", "ycmwVXZmZqZF4iutsrKy0KtXL1y7dg3p6enYt2+fvUOiEiY2NhYvvfQSVCoVJk2aZPCZp6cnPD09\n", "da+/+uorBAUFIS0tzdZhOgSz+owAgObNm+PIkSOIjY3FrVu3oFAoULduXfj5+VkyPiIiIiKiMqdb\n", "t2549913ER0djcqVKxd6Og8PD2zcuNHkZzdu3MDzzz+PpUuX4rXXXrNUqKWGWq3GG2+8gWPHjmHP\n", "nj0oX748AgMD7R0W2YGIYP78+WjTpg2effbZQk+XnJyMbt26ISEhASdOnECtWrUKHN/FxQU7d+4s\n", "brglllk1I/QFBASgXbt2aNu2rUEiIjw8vLhFExERERGVSQMHDoSTkxM2bNhgsTKfeOIJtG3bFiEh\n", "IVi2bJnFyi0t5s2bh61bt2LTpk147rnn0KxZszLbsWBZplarMXr0aHzwwQcF3kEyr8zMTPTs2RM3\n", "b97E3r17UbduXesFWUoUOxmRnxdeeMFaRROVaSKCd999F2PGjLF3KERERGRhV65cQUZGBsqXL4+e\n", "PXti7dq1EBGLlO3u7o7Nmzdj3LhxGDNmDJYuXWqRckuLMWPGYMeOHQgJCbF3KGQnOTk5eP3117Fq\n", "1SqsXbsWTz75ZKGnnTRpEk6ePIlff/0VzZs3N2v+9+7dQ1hYmFnTlkRmN9O4evUqtm7digcPHiA7\n", "O9vgMxFBYmJisYMjImMrV67E4sWLAQBBQUEIDg62c0RERERkCWq1Gq+88gpeeeUVLF26FMOGDUO3\n", "bt1w9uxZtG7d+rHT//LLL3B3d8dLL72U7zgqlQqhoaHIzMzERx99hP79+7OZ9f/n6+uLHj16GL2f\n", "np7OW6OWARkZGejXrx/27t2LzZs3o3fv3gafr1+/HgqFAm+88YbJ6adNm4aQkBB06tTJ7BhGjRqF\n", "69ev4/z58yhXrpzZ5ZQUCjEj1frbb7/htddeg1qtzr9ghaLAzx3Z+fPn0apVK5w7dw4tW7a0dzhE\n", "OmFhYWjbti2GDBmC+/fv4/r167h+/TpUKpW9Q7O56OhoHDlyBP3797d3KERERBbx22+/oXv37jh1\n", "6hTatGkDtVqNJ598Eq+99lqhajE0bdoUgYGB+fYZoS82NhZ16tTBm2++idDQUEuEXyLFxcUVmIz5\n", "4Ycf8N577yEqKgpubm42jIxsKSUlBcHBwfjzzz+xbds2BAUFGY3z9ttvY/ny5Rg1ahQWLVpklfUh\n", "IiICLVq0wIsvvoiff/7ZZDMhEcGVK1fwyy+/oFKlSnjrrbcsHgdgm3Nis5ppTJ8+Hc899xz27NmD\n", "8PBw3L5922hghpXIskQEI0eORP369REaGoply5bhv//9b5lJRGg0Gvzwww/QaDQAgHXr1uH111/H\n", "tWvX7BwZERGRZSxfvhzNmjXT1YJQqVTYuHEjPv7448dOe+3aNVy5cgV9+/Yt1LwCAgLw6aefGt1t\n", "oyzZv38/atasiZMnT+Y7TuvWrZGQkIDff//dhpGRrcXFxSE6Ohp79+41mYgAgO+//x4rVqzAunXr\n", "8Mwzz+DWrVuIi4uzaBy1atXC6tWrsXXrVnz33XdGn2s0GgQGBiIwMBAzZszA+PHjkZCQYNEYbErM\n", "4O3tLUlJSQWOM3r0aHOKdgjnzp0TAHLu3Dl7h0Jk4MaNG3Ljxg17h2FzGRkZ0q9fP1EoFHLs2DHd\n", "e7Vr15agoCDRaDR2jpCIiKh47t+/LyqVSpYuXWrW9LNnzxYvLy9JT0+3cGSl09mzZ8XT01O6desm\n", "2dnZBY7buHFjeeONN2wU2b8ePHggI0eOlMuXL9t0vmVZbm5uoca7cOGC1KlTRzw8PKR8+fJy9+5d\n", "i8cyfvx4cXFxke+//95o/fzuu+/kt99+k4iICFEqlbJ8+XKz5pGYmFjgMbQtzonNqhlRtWpV+Pj4\n", "FDgOe+glsrynnnoKTz31lL3DsKmEhAS8/PLL2LlzJ7Zu3YqOHTsCANzc3PDNN99gz5492L17d5HL\n", "zc7ORlZWlq6mBRERkT2tWrUKbm5uGDx4sFnTb9myBa+++irc3d0tHFnpk5iYiD59+qBhw4b4+eef\n", "4ezsXOD4ffv2xS+//IKsrCwbRQhs3rwZK1euRIsWLfDhhx8iPT3dZvMuKyRPbwWFrW3cvHlznDt3\n", "Dv369cPYsWNRvXp1i8c2b948NG3aFGPGjMGZM2cMPhs7diyCgoJQs2ZNvPTSS1i3bp1Z8xgwYACG\n", "Dh1qiXDNZlYyon///ti+fXuB43Tv3t2sgIio6E6cOIE1a9bYOwyLu3fvHjp16oQrV67gwIEDRr1b\n", "BwcH44UXXsDEiROLdICwadMmeHt7w83NDe+9957BZ8eOHUPFihXRtGlT/P333xZZDiIiooKo1Wqs\n", "XLkSAwcOzPeCn4gYdRqvdfPmTVy6dAl9+vQxOwYRsdhdOxyZiGD06NGIj4/H5s2b4enp+dhp+vTp\n", "g+TkZOzfv98GEf5LRNCzZ098+umnWLBgAZo2bYq9e/fabP6lnYggKCgIV69eNWt6X19frFmzBp9/\n", "/rlVbv/q6uqKAwcO4NatW2jfvn2+440aNQr169dHTk5Okcq/ffs29u7diy5duhQ31GIxKxnRqVMn\n", "zJs3D+PGjcPmzZtx+PBhHD16VDccOXIEp06dsnSsRGVOamoqXn75ZZw9e7bA8Xbs2IGxY8eWqpPn\n", "sLAwtGvXDmlpaThx4oTJDbFCocCiRYsQERGBRYsWFarcAwcOYOjQoQgJCdH1O6GvevXqmDBhApKS\n", "kvD+++9bZFmIiIgeZ9GiRZg4caLJzzQaDdq0aYN58+aZ/HzLli3w8PBAt27dzJp3SkoKOnTogG3b\n", "tpk1vSkTJkzArFmzLFaepaxatUpX66BWrVqFmqZRo0Zo0KABtmzZYuXo/mfixInYvn07PvnkE1y+\n", "fBlPPvkkJk2aVGJvEOBowsLC8PvvvyMiIsLeoeTL19cXtWvXLnCckJAQrF69+rG1e/JavXo1fHx8\n", "7N4RvFl301AqH5/D4N00iIpHRDBkyBBs374d586dQ/369fMdNy0tDU2aNEGdOnWwb98+q2Robe3k\n", "yZOYMmUKtmzZgsqVKxc47rvvvouUlJTH1g65ePEiOnfujPbt22PXrl0Fbrh/+uknDBgwAPv27cOL\n", "L75o1jKQ/SxZsgRXr14tVO/zREQlwZAhQ3Dy5EncuHHDaD+fnJyMS5cuFeuWgt26dcPff/+Nv/76\n", "Cy4uLsWKNTY2FtWqVUONGjUc7kLJF198gQcPHhR5/7BgwQL8888/mDt3rpUiK5iIIDY2FhUrVrTL\n", "/EubKVOmYO3atYiKiiryiXxpkJaWhsuXL6Ndu3b5jmOLc2KzkhHe3t6YPHlygVW5vvnmG6SkpBQr\n", "OHthMoIcwapVqzBy5Ehs2LChUO1H9+zZg27dumHdunUYMmSIDSK0PhEpVGJFrVY/tp3fo0eP0LRp\n", "U1SrVg2HDx+Gl5fXY+fdqVMnJCUl4cKFC2W6t/GSRkR0SXONRlMqknNERIcOHcLzzz+PY8eO6fpP\n", "sqQrV66gWbNmCA0Nxfjx44tV1sKFCzFp0iQAQFRUFKpUqWKJEC2msMcXjm7jxo3o2bNnoZqa0P9o\n", "b5nbs2dPLFmyxN7hOCybnBOb0+tl5cqVLTKOo+LdNMjewsLCxM3NTd56660iTTdo0CDx8/OT2NhY\n", "K0VWcmk0Gvn2228lOjq60NOcOXNGAMj3339vxcjI0i5cuCAAZM+ePfYOhYjosdRqdaHHq1mzprz5\n", "5ptWi2XEiBHi5+cnCQkJxSrn7t278u233woA+fnnny0UXdlx6dIlefToUYHjZGRkiJeXl3zzzTc2\n", "iqr0OHjwoACQP/74w96hWMz+/fvNvhNPfhz2bhqHDx9+7Dh//fWXOUUTlXnLli1D586d8dRTTxW6\n", "HwSthQsXQqPRlOi+DpKSkopdhpiotaVQKDB+/HhUqlSp0OU8/fTTWLFiBXr06FHsmBxJRkaG0V1E\n", "jhw5gpMnT5bYGm36tm7dinLlytm9UyYiosdRq9Vo2rQpNmzY8NhxlUolhg4dis2bNyMtLU33viXv\n", "CjVr1ixkZGTgq6++KlY5TzzxBMaPH4/GjRsjKirKQtGZLywsrMgd/NnTgAEDMH369ALHcXNzQ9++\n", "fTF//nyb3uWjNNiwYQNq165dYBOFkubo0aOYOnUqMjIyChwvKSkp345w7cGsZIR+2/Xc3FxERkYi\n", "MjLSoI+IChUqFD86ojLowoUL6N27Nw4ePFjk23NVrFgRixYtQsOGDe3eI3ZsbCxyc3OLNM3Zs2dR\n", "tWpVXLhwwax55uTkoE+fPvjhhx8A/HuQV9zvYeTIkahWrVqxynA0kydPRrdu3Qy+m6lTp6J9+/bw\n", "8fFBnTp1EBISgtOnT9sxSvNt3boVr732WrHbPBMRWduePXtw9epVNGjQoFDjDx06FKmpqbqOFCMj\n", "I1G1atXHdnRdWFWrVsXkyZMRGhqKu3fvFru8y5cv491337VAZOa7c+cOOnfujNmzZxe7LLVajU2b\n", "Npl9nFIYjx49Qnh4eKGa4kydOhXR0dFm39qxLBIRnDp1CoMHDy4VTXW0hgwZgpSUFOzYsaPA8WbO\n", "nImWLVva/TxBy6xkBAAkJCTgrbfeQoUKFVC7dm3Url0b5cuXx+jRo5GYVs8NcgAAIABJREFUmGjJ\n", "GInKlO+//x4rV66Ev7+/WdO/8cYbmDZtml03sMnJyWjSpAkWLFhQpOlmz56N6tWrIzAw0Kz5Ojs7\n", "Q6VSYerUqUhJScG4ceMwZswYs8oqrU6cOIGlS5eiR48eBuvI4cOHcf78eaxbtw4hISG4du0aevfu\n", "jeTkZDtGW3Th4eEIDw9Hr169APxb4yMkJMTmHSpHRETgP//5j03nSUQlz/Lly9GiRQu0atWqUOPX\n", "qlULo0aN0l2s2Lp1KxITEwvs5LqopkyZghkzZph1YVGj0Ric5Nj7ZC8nJwcDBw5E+fLldX1YFIdS\n", "qcTHH3+M5cuXWyA60/744w8AKFQyon79+ujTpw/mzp1b5AtAZZVCocClS5cwbdo0e4diUXXq1EGH\n", "Dh2wfv36fMfJyMjA2rVr0b17d7v/N3XMaduRlJQkDRs2FIVCIQqFQipUqCAVKlTQvW7UqJEkJydb\n", "rC2JrbHPCLKF3NxcWbZsmfTp00c0Go29w7G4999/X9zc3OT69euFGv/8+fMCQNavX1+s+UZGRoqb\n", "m5s0bdpUAMjKlSuLVZ6+M2fOWKwse8jMzJQGDRrIM888I7m5uQWOe+fOHfHy8pKFCxdaNaasrCyL\n", "lnf27Fnp3r27pKeni4jIn3/+KQBk165dFp3P47Rp00YA6OIgIsrr3r17olQqi9UvUbt27aRnz54W\n", "jKp41q1bJ82bN3eYbd+0adNEpVLJyZMnLVbmlClTJCAgQHJycixWZt7yq1evXuhjQ+3x08aNG60S\n", "D5Ucy5cvF6VSKVFRUSY/X79+vQCQmzdvFqo8h+0z4ssvv0R6ejp++OEHpKenIy4uDnFxcUhLS8P6\n", "9euRmpqKOXPmWCpfQlTqXLx4Ee3atcPbb78Nb29vZGZmWmU+YscqWLNmzUK1atUwYsSIQrVnnTVr\n", "FurWrYuBAwcWa741atTA1KlTcfnyZcycORMjRowoVnlahw4dQuvWrbF//36LlGcPc+bMwa1bt7Bi\n", "xYrH3n3kySefxOnTp/Hee+9ZLZ7Lly+jVq1a2LBhg8XW1VatWmH37t26q4Zt27ZF27Zti9z/SnE5\n", "OTmhb9++RW5qRURlx6pVq+Du7o5BgwaZNf29e/fw559/ok+fPhaOzHyrVq1ChQoVDLZ9OTk5ePjw\n", "oc1j2b9/P+bOnYsvvvjCon0D9OnTB7GxsTh27JjFytR3/PhxdOzYsdBXrlu0aIFu3brxrhCEfv36\n", "wdnZGRs3bjT5+bJly9C1a1fUrVvXxpEVwJwMxlNPPSXnz5/P9/Nz585J3bp1zcyP2B9rRpA1JScn\n", "S+XKlaVJkyZy4sQJq80nLCxM6tevL3fu3LHaPPLaunWrjBs3Tne14NChQwJAvvvuuwKnu3jxogCQ\n", "NWvWWCSO7OxsOXLkiEVrnGg0Gmnfvr00adLEaldDtJKTkyUzM1P3OiYmRi5cuFCsMi9fvizOzs4y\n", "Y8aMYkZnOQ8fPpT+/fsLAOnatav8/fffVpnPxo0bBYD89ddfVik/r6ysLHFzc5MFCxbYZH5EVHS5\n", "ubly/fr1Im/P1Wq1HD58WIYNGyZVqlSRGzdumDX/9PR0qV69uowcOdKs6UVEQkNDxcXFRRITE80u\n", "43FycnIKve28ceOGySv0ffv2lS5dulgjvHwlJydLjRo15Pnnny/03UoKS6PRSI0aNWTs2LEWLVfk\n", "3/XC2dlZlixZUqTpbt++LfHx8RaPp7QJDw8v9d9Tv379pF27dkbvX7p0SQDI1q1bC12WLc6JzUpG\n", "VKpUySLjOComI8iapk2bJu7u7hIZGWnV+aSkpIivr69MnTrVqvPRUqvV0rhxY3nppZcM3h89erR4\n", "eXkVmBTp3bu31K5dW7Kzs60dZrGcPn1aAMiyZcusOp9Zs2ZJ1apVdQdQ8+fPFwDy9NNPy7JlyyQp\n", "KanIZfbr108aNmxokOSwh2XLlhl9f7t375Ynn3xS3NzcZM6cORZfD7KysqRy5cry9ttvW7Tc/GjX\n", "E0tWCybb0mg0MnnyZFm4cGGpbEZH/0uW+/r6Su/evWXFihVy9+7dfMePiIiQmTNnSq1atQSA1KlT\n", "R0JDQ82ef2xsrLzyyisSHh5u1vRZWVkCQGrWrGl2DIUxbdo0CQgIKNQJ3Icffii+vr5GTTTmz58v\n", "7u7uFm+WV5Dr169L69at5fbt21Ypf9KkSVKpUqXHNnksqpiYGHnrrbfk6tWrFi2X/vXss89KUFCQ\n", "vcOwqvv370taWprR+2PHjpUqVaoU6RjLoZMRBbUFS01NlYoVK5odlL0xGUHW8vfff4uLi4t8+umn\n", "NpnfxIkTpUKFCjZpu7l582YBYFTbIykpSapXry5z5szJd9o//vhD9uzZY+0QLWLIkCHi7+9v1StR\n", "bdu2ld69e+teZ2dny44dO+TVV18VpVIpHh4eMnTo0EL3xyHy73bZ3Ct4aWlpMmrUqGLfj/v+/fvi\n", "5eUl77zzjsn4Jk+eLCqVSpo3b25WQmLJkiX5HsDNnDlTPDw8inRFxNyT0EWLFomLi4tkZmZKYmKi\n", "xa/KWRtPvkWuXLkiTk5OAkD69+8vqamp9g6JzHTv3j1ZunSpfPbZZwbv5+TkyM6dO2XmzJnyzDPP\n", "iFKpFADSqFEjo1p6kydPFgDi5eUlb775phw9etTu/xONRiODBw+Wffv2WXU+UVFR4u3tLWPGjClw\n", "vJycHKlSpYrJ2gKnTp0SAPLnn39aK0yTrPkb/fHHHwJAjhw5YrV5kGXdvXtXAMjatWvtHYpdbNu2\n", "rcg1kB02GdGtWzcZP368yT+5Wq2WcePGSffu3YsdnL0wGUHWcu/ePRk9erTNDmz//vtvUSgUsmrV\n", "KqvOR1sromvXriY/j46Otur8ben+/fvi4eEh77//vlXK/+eff0ShUOS7w7h//758/vnn8sQTT4iL\n", "i4vVmjboy83NlTZt2kjDhg0lIyPD7HL69+8vFStWlISEhHzHuXDhglmduUVFRRV4kBEdHS1169aV\n", "U6dOPbasnJwcefPNN+XZZ58tchwiIoMHD5b27dvLH3/8IQqFwmbNQyzh2LFj0qpVK3n48KG9Q7G7\n", "iIgI+fnnn8XT01MCAwOtdoWVrOP+/fu6jmSdnJzklVdeKfDkND4+XjZv3iwjRoyQTZs2GXy2d+9e\n", "WbdunaSkpFg7bIcUGhoqCoWiwE6cf/31VwEgZ8+eNfosOztb3N3dZf78+dYM06bUarX8+uuvxdon\n", "WkNubq4cPHjQ3mE4pLlz54q7u7tZtUvLKodNRhw+fFiUSqXUqFFDxo8fL3PnzpW5c+fKuHHj5Ikn\n", "nhCVSiVHjx61dKw2w2QElSavvPKKNGvWzKpXCH7++WcBIMePH7faPBzJ7NmzpU6dOhavnikisnbt\n", "WgHw2AROenq6TXvOvnLlijg7O8tHH31k1vT79u2zyN1S8vPdd9+Jk5NTgTUfCvMfyM7Olr59+woA\n", "AWBWc6rs7Gy5f/++JCcni1KptOgdXaxFrVbLl19+KSqVSjp16iQPHjyQM2fOyE8//WTv0OwuLCxM\n", "ateuLRUqVJD9+/fbOxwqpLFjx4qfn5/8+OOPVm8jHh0dLS+99JJcvny5wPFycnJK5PFxTk6ONGvW\n", "TJ5++ul893vbtm2TkJCQfLezXbp0keDgYGuGKSJS6vsDeJydO3fapRZKSdC0aVPp37+/vcOwmays\n", "rGJfDHTYZISIyMqVK8XV1VV3O0/t4O7uXuKrvzAZQaXJnj17BIDVDoDUarU0bdpUXnzxxSJPGxMT\n", "Y4WIrC89Pb1ITSSKom/fvtK6dWuzpo2OjjbY8WzevFkWLVpksUTU7NmzRaVSFXnbmJmZKfXq1ZPO\n", "nTsXOZbc3NxCTfP8888b9VdSVJmZmRIcHCzOzs6yevVqUSgUsnr16mKVGRgYKCNGjChWGdYWExMj\n", "QUFBolAo5OOPP9Z16Ddt2jSpUqWK3aujO4K4uDh5+eWXZfv27fYOhQohKipKXF1d5YsvvrDJ/DIy\n", "MqRJkybStGnTAq+Uz5gxQ1QqlURERNgkLks6ceKEADD7NqSffvqp+Pn5WXV7cv78efH09CyxF0Yi\n", "IyNlw4YNxWpam5ubK/Xr17dJ4qckCQsLEwCyc+dOe4diM88++6z069evWGU4dDJCROTBgwcSGhoq\n", "Y8aMkTFjxsi3335bKqp2MhlBlmbPZgpqtVqCg4Nl7969Vik/Pj5eXnvtNTl27Nhjx83MzJT+/fvL\n", "li1bJDw8XJydnXmlUU92drb4+PgYtW0urOHDh0u5cuVk2bJl8s8//4i/v79FrwJkZ2dL8+bNpVmz\n", "ZkXq0+GLL74QJyenx141zCs+Pl4CAwNlx44dBY4XGxsrKpWq2B2LXrt2TapUqSK7d+8WkX8Pvk11\n", "AlUUo0ePlsaNGxerDGs6duyYVKtWTfz9/Y36bdm+fbsAKLBTv9IkMzNTBgwYIGFhYSY/Z1Km5Jg/\n", "f774+vpatW+fvMLCwsTV1VXee+89k58fOXJElEqlzJw502YxWdrw4cOlXbt2Zv0Xjhw5Iq+99lqB\n", "zfSKQ7t/CgwMtHln2NHR0TJnzpxibyOWLl0qTk5Oxd7vrFmzRgA8dp+bkZEhO3fulHXr1hnFPnfu\n", "XHn77bdl5MiRsmrVqhLf3Hbq1KlSoUIFm3aiam/z588XV1dXefPNNwvst60gDp+MKK2YjCBLio+P\n", "Fz8/P/n222/tHYrdaTQaCQ4OlkqVKkmPHj2kevXqdr+7gyVcvnxZZs2aVewDkejoaAkJCSnw1skF\n", "iY2NlTfffFPXQ3z58uUtfgBx/vx5UalURbriuGfPHvnmm2+KPC+NRiNBQUFSq1atAq82rlq1ShQK\n", "RaGWNSMjQ0JDQ+XKlSsmPy9uZ69514E1a9aIQqGw6UmR1t27dyU8PFzCwsLk/PnzcurUKaNmJ336\n", "9JHOnTvL/fv3jabX9sPx888/2ypku5o5c6Y4OTnlm4zIKyYmRu7du2flqMgcGo3GJv3p5LVo0SIB\n", "IL/99pvB+3FxcVK9enXp3LmzVZr32UpSUpLD7rO//PJLUSqVJvussDZtU9Xi1sQZNGiQtG3bttjx\n", "ZGdnS40aNWTw4MEmP4+KipJPPvlEAgICdE0S8/6uvXv3lpYtW0qzZs1EoVAIAGnTpo3Mnj3b4frJ\n", "KIzjx49brZmoo4qKitJ1zPv555+bVYbDJiNyc3MlMjJSIiMjDVbI1NTUUnECz2QEWdKECRPEy8tL\n", "oqKi7B2KQ3jw4IH4+voKgCLfR9tRLV++XADI0KFDHeL2pEeOHJEOHTrI5s2brVL+2rVr5datW1Yp\n", "O6/w8HBxcnIq8CDvlVdekU6dOhWqvOzsbKlWrZrVmk68+OKLBjVbrl27JgCsVjPJlPDwcOnatavu\n", "IFN/yHur35SUFF2zDFNq1KghkydPtnbIdhceHi4uLi5F6hOlb9++EhISYsWoqKTRJlArVaok//zz\n", "j+69kJAQqVChQqlMXl24cEHmz59vlRPUBw8eyLlz5x6b6L927Zq4urrKBx98YPEYCmvGjBkCoFj9\n", "7NSoUcNinWMvXrxYlEqlwb76woUL8vrrr4uzs7N4enrK+PHjJTw8XLKysgr8jmNiYmTdunXSt29f\n", "adCgAWuJlSBBQUHi5ORk9jmIwyYj1q1bJwqFQpRKpUGPrffv3xeFQiGDBg0q8ODG0TEZQZaiPZEy\n", "t3pUafXTTz/Js88+WyKz6/n58ccfxdnZWV5++WVJTk62dzg29ejRI6u2gZ40aZJ4enqavHovInLn\n", "zp0i1Sb54osvxM3NTW7duiUDBgwwq5NKUzIzM8XFxUUWLVqke0+j0Ujbtm0f29TEki5fviyNGjWS\n", "DRs2yNGjR+XkyZNy9uxZuXjxYpGbUvbt27fQiZ6SSq1WS6dOnaRu3bpFqhkTGhoqzs7O8ujRIytG\n", "RyXNw4cPJSAgQEaPHi0iIt9//70AKLX9jYwcOVJq1KhhlRofo0aNEgDStGlTWbRokcTFxRmNo1ar\n", "pUOHDkX+/1qaRqORQYMGiaurq5w8ebLI00dGRlp0PUlPT5eKFSvKxIkTde/NmjVLatasKd98843Z\n", "zWXyJiIePnwovXr1sth+lCzr4sWLsm7dOrOnd9hkRHBwsHTo0MHklbGLFy9Ks2bNZO7cucUOzl6Y\n", "jCBL6dat22OrmNuKRqORzz//XLZu3WqR8n755RcZMGCAQyybozhw4ID4+PhIy5YtS0X/OYX19ddf\n", "CwBp166dLFq0SKKioiQ9PT3f5EFRJSYmSsWKFfOtclpUMTEx4urqKt7e3lKuXLkCq/V+9tln8sYb\n", "bxSq3JMnTwoAOX36tEXiLCxTtxu01JWr+fPni4eHh00vMOTk5FitXbkpK1asEABy4MCBIk33zz//\n", "iEqlku+++85KkVFRHThwwCG2vWfPntUlpVevXm21W0Hb09y5c2XevHni5eUln376aaGmyczMlH37\n", "9plMKpiSm5sr//d//ye9e/cWJycncXV1lUGDBsnBgwd127hjx46JSqWSI0eOmL0slpKRkSEdOnSQ\n", "ihUrFjlB/+OPPwoAi3bsff78eYMETXp6usWTRufOnZMnnnhCfH19bXqHL7INh01G1K1bt8D7bV+7\n", "dk0aNWpkdlD2xmQEWcLu3bsFgMVO/i0hKChIWrVqVewTFY1GIy1atJDnnnvOQpGVHpcuXZKqVatK\n", "zZo15cGDB4We7siRIyW2M8+UlBT58ccfpUePHuLs7CwKhULq1q0rfn5+Jk+UzbFy5UoBYNYVJ1NG\n", "jx4tfn5+cuHChQLH++KLL8Tb27tQzW8WLFggbm5uNusgKzU1VWbPni2+vr5W219du3ZNli1bZrOk\n", "45EjR6RJkyY2u/1adHS0lCtXToYNG2bW9K+++qq0a9fOwlE5hpJWwzU1NVX8/f1l7Nix9g6lTBgz\n", "ZowAEIVCUegTb20/NOY0ZYiOjpavv/5a6tWrJ+7u7gYJS0e6O0lMTIzUrl1bevXqVaTpxo4dK/Xr\n", "17dSVNaVkJAgAwcOFAAyaNAgmyaTH2fXrl3Sp08fXjgzk8MmIypVqvTYcSpXrmxO0Q6ByQiyhDZt\n", "2shzzz3nUG3rtAmSP/74o1jlaDP4hw4dskxgpUxkZKR88MEHEhsbW+hpXn75ZbNuj+po4uPjZdWq\n", "VRIUFCShoaEWK1etVsvKlSsNOtkqzn8rOztbUlNTHzveqVOnBICcOHHiseP27dtXOnbsaHZMRXH5\n", "8mWpUqWKODs7y4QJE4q0rjmiBw8eyKBBg3Q1bPT3v9euXbPagWRmZqZ88cUXZje1+OmnnwSA1W71\n", "ay9xcXESEBBg075OimvhwoWiUqkKvFhGlhMfHy8BAQFF3m/VqVNHxo8fb/Z8NRqNw//f/v77b4mP\n", "jy/SNIcOHSpWfxOOYOPGjeLj4yM1atRwiJoqIiIhISHSokULe4dRYjl0MqKg286kpqZKxYoVzQ7K\n", "3piMIEuIjo62WSd/haVWq6Vu3boycOBAs8tYv369ODk5SZ8+fSwYWdmWkpIiLi4usnDhQnuHUqJs\n", "3bpVmjRpIklJSVabR25urvj6+sqsWbMeO2716tVlypQpJj+LjIy02NU7jUYjHTt2lAYNGpT4E6/s\n", "7GyZP3++eHl5SUBAgKxevVrUarXu8+TkZClfvny+t0u0t/T0dPH19ZXp06fbOxSL+v7770WlUsnD\n", "hw/N7pT34MGD0qNHD5sk5DMzM6Vq1aoydOhQq8+L/ufOnTtFToQOGzbssSeHixcvLpWdfZYFd+7c\n", "kc6dOzvEMaK2Cd6KFSvsHUqJ5bDJiO7du8u4ceNMfqZWq+Wdd96R7t27F7ncoUOHSo0aNaR58+YG\n", "Q5MmTUShUBh06vKf//xHWrZsKU2bNpVGjRrJiy++KIcPHzZZ7qpVqyQwMFACAwOlUaNG8vXXXxe4\n", "c2QygkqzhQsXmtWzrkaj0fUN8Oabb5a4KryObMeOHQJAbt68ae9QSpTBgwdL06ZNrT6f4OBg6dy5\n", "c4HjxMXFib+/v2zbts3k540bN5ZRo0ZZJJ6NGzcKANm3b59FyrOnDz74QJRKpYwbNy7fK4mhoaEm\n", "b5foKL799lvZtWuXvcOwqGeeeUa6d+8ua9eulSpVqpi1vXd3dxcANqlCv2zZMlEoFHLt2jWrz4uK\n", "Z+XKlaJUKvNNImv73rHW3aDsoazdTS03N9diTTTNtXv3blGpVDJmzBiHqqFc0jhsMuLo0aOiVCql\n", "QYMG8v7770toaKjMnTtXxo0bJzVq1BCVSiVHjx4tcrnDhg0z2ePnli1bxN/fX9cOd9GiRaJUKnU7\n", "f41GI1OmTBFXV1ejjsiWLFki7u7uuvdv374tlSpVKvD2P0xGUGmWmJgonp6e+V7BzU9qaqo0bNhQ\n", "pk+fzg17EWg0msdeuX/rrbekXr16Noqo5MvMzJT//ve/4uPjY3AbTWtZvHixODs7P7ZZh0ajybdz\n", "sJEjR1okcZKVlSXVqlUrcnvk4oiIiJBJkyZJYmKixcuOiop6bL8darVaXn75ZYPbJRbHnTt35OOP\n", "PzaogUH/c+PGDQEg//d//6drplTUKtcpKSkCQEaMGGH17zknJ0dq1aol/fr1s+p8yDK0tzves2eP\n", "yc9feeUVadCggVXuzmEPV65cEXd3d9mwYYO9Qykzzpw5Ix4eHvLaa6+VmvXIXhw2GSEismbNGnFz\n", "cxOFQmEwuLu7y9q1a80q8+TJkyarnHbt2tXgPudt2rSRZs2aGYwTHx8vCoVCpk2bpnsvOTlZfHx8\n", "jDoz+uqrr8TJySnf6q1MRlBxHD161OEPct9//32zOogrTBt7MjRw4EDp0aNHvp9rNBqpWrWqTJo0\n", "yYZRlWyLFy8WAAJAwsLCrD6/q1evioeHh5w5c8bsMlatWiUKhcIit309fvy43Llzp9jlFNbVq1ft\n", "XhPj4cOH4u/vL6+++mqxkqH379+X2rVrS+3atS3aa31p8sknn4iPj4+kp6eLWq2WypUrGxyDFcam\n", "TZsEgE2aEe3du1cAyMWLF60+Lyo+jUYjAQEBJps2nT9/XgDIDz/8YIfIrEOj0fw/9u47KqqrfR/+\n", "NUMHARFBUCOIUSI2QBHBGGONJdg1xkRjb4+PNcWeojHxZ6ImamLHEjURCzbQJ2o0moAodpNQVMDY\n", "EBRBisDMfv/wnfmKtOkzjNdnLdcKZ87e554Awzn33vveYvjw4cLKyqrcHXu++OKLcpMzVV1WVpZY\n", "sGCBQT9vO3XqJIKDgyssKUCqMelkhBDPCk4tX75cTJgwQUyYMEF8//33Ot9SKTk5WVhYWIjk5GTl\n", "sdDQ0FK7ddy7d09IJJISH247d+4UEomk1G4GcXFxQiKRiCVLlpR5TSYjSFOKn52DBw8aO5QKyWSy\n", "UqP12dnZpW7yOQNCe4op9eUVDVXcfKm7reDLLD8/X/j4+IiGDRsa5GdULpdrvUPGtWvXBIAquWOK\n", "TCYTzs7OYuHChVr3tXTpUo0HLA4cOCAAiB9++EGj9nfu3BGNGjUS9erVM2gypyqRyWTC29tbjB49\n", "Wnls1KhRalf579evnwgKCtJ1eOVKTEw02LVIe8uXLy9zaVO/fv1EgwYNzG4ZaGFhoejSpYtwcnIq\n", "lUB/+vSpsLW1FUuXLjVSdPqVkZEh7O3tDTKLUeHRo0dVvqizqTD5ZIQhfPLJJ6Jr164ljkVFRQk7\n", "Ozuxdu1aIZfLRX5+vhgxYoTw8vIqsS5r9uzZQiKRlMqWZ2ZmColEUu7e8UxGkKZGjhwpXnnllSr5\n", "h7RXr16idevW4uDBg0Iul4u7d++K0NBQcfr0aWOHVqXJZDLRrFmzcndWefTokQgPDzfYdpDm4u+/\n", "/zaZkdCioqJKZzzIZDJRvXp1sWDBAgNFpVudO3eucIaPKhYtWiQAiNmzZ2vcx3/+8x8xa9Ystdul\n", "p6cLPz8/UadOnRKDG7pSVFQk/vOf/1T52hGZmZmid+/eJT73FTVtVN3BIDc3V9ja2pY74ENUlitX\n", "rggAYv369cYORS8eP34sWrRoIerWrVuiOKeiRsaZM2eMGJ1+TZo0SdSsWZMzFaogk09G5Ofni6NH\n", "jyqnUz1+/FinN9SFhYWiVq1aJQpXKkRHRwsvLy9Ro0YNYW9vL9q2bVvqD+WYMWOERCIpNU2wqKhI\n", "SCQS0a1btzKvy2QEaSIjI0PY2tqKL7/80tihaOTIkSOibdu2AoAIDAwU9evXF7Vr1zbINHhzt3//\n", "fqNPcyf9+eOPP4RUKhVXr16t8Ly33npL9OzZU6NrxMTEGHU7uzlz5gh3d3eNZqLI5XLx2WefCQDi\n", "s88+02o2iyZtMzIyRPPmzYWHh4de/x8GBweLt99+W2/9q6uiGibqePLkibC1tRXffPONym0SEhJE\n", "enq6uHjxoggICBBpaWlax0Hm7ZtvvhFeXl5mnZi/ffu2eOWVV0Tz5s2VBR6XLFki7OzsNN61piq4\n", "fv26kEqlGs9qq0xxcbG4dOmSXvp+2RnimVgKDW3fvh2vvPIKunTpgokTJwIA4uLiUKdOHWzdulXT\n", "bkvYu3cvrKys0KtXrxLHf/jhB/Tu3RtffvklMjIy8PjxY7z99tsICgrCkSNHdHJtInWFh4dDLpdj\n", "9OjRxg5FI127dsWpU6dw/PhxODs7w9nZGTExMWjWrJmxQ6vy3n77bbRp0wazZ8+GEMLY4ZCGnj59\n", "iszMzFLHY2JiYGNjg0aNGlXYftCgQQgKCtLoukOHDsXUqVPVbqsrwcHBSE9PR1pamlrthBCYM2cO\n", "PvvsMyxatAiffvopJBKJxnFo0jYhIQHZ2dk4duxYpd8jbQwdOhSHDx9Genq63q6hKrlcjnfeeQct\n", "W7ZEQUGBVn05ODhg0KBBKCoqUrlNo0aN4Obmhpo1a+LChQuIj4/XKoay/PXXX0hISNB5v2QcM2bM\n", "wKVLl2BtbW3sUPSmdu3aiI6ORu/evWFvbw8AOH36NNq0aQMrKysjR6c/Pj4+6N+/P7799lvIZDKd\n", "9i2EwJQpUxAaGmoSn72kAU0yGMePHxcWFhaibt26IiwsTLi4uAjdQnNOAAAgAElEQVQhnk3N++67\n", "74Sjo6M4cuSI1pmSjh07is8//7zEsYcPHwobGxvRt2/fUuf7+/uLOnXqKL+eNWuWVss02rVrJ8LC\n", "wkr82759u9bvi8yPTCYTPj4+4v333zd2KGSijh8/LgCUOdOLqobAwMAyt+fs379/pVt/auPrr78W\n", "FhYW4tq1a3q7RmXu378vAIhffvlF5TZyuVzMmDFDABDffvutzmO6d++eGDRokPjwww/F999/LyIj\n", "I8WFCxdEZmZmqRkUhhhtffDggbCyshLfffed3q9VmZkzZwqJRCKsrKzEnDlzjBaHXC4X7u7uYt68\n", "eTrvu2/fvqJ58+Y675cM49SpU2LdunXGDsOo5HK5qFmzpl5+P0xNXFycAFCqjp+2vvrqKwFArF27\n", "Vqf9voy2b99e6rm3Xbt2prlMo1u3bmLUqFHKKUUeHh4lXt+1a5fo0qWLVoElJiYKa2vrUnvzxsbG\n", "lto1Q2HQoEFCIpEoi5YoCli+uO/72bNnhUQiKXfKIZdpkLoOHTokAIiYmBhjh0ImbNOmTSVqC0yb\n", "Ns1si1aZo0mTJgkfH58SxxS7oXzyySd6uea///4rHBwcxNSpU/XSvzoiIyPV3lrz66+/FitWrNBL\n", "PElJSaJDhw6iQYMGwtraWrnDCgDRsWNHvVyzMr179xatWrUyyrUVjh49KgCIb775Rnz++efC0tKy\n", "0u1ThRBi2bJlWt/3FBQUlDrWvXt30aNHD636fdHt27eFhYWFWLlypU77JcP59NNPRY0aNUx+9zF9\n", "qmybU3PTvn17MW7cOJ30JZfLxbx58wQAMX/+fJ30SaWZbM0IV1fXEpX4X0xGyGQyUa9ePa0C+/DD\n", "D0X//v1LHb9586aQSCRi8ODBpV5r3bq1sLe3VyZJcnJyKtza8+bNm2Vem8kIUldOTo7YsWMHd58g\n", "lRUWFgonJyeDVpgm7SgK+T1fhyg1NVUAEJGRkXq55nvvvSfc3NzEo0eP9NK/uZDJZOLu3bvizJkz\n", "IiIiwmg7Gu3evVsAEH/99ZdRri/Es/8XERERyl1ggoODxbZt2ypsc+fOHSGVSsWaNWu0unbv3r3F\n", "yJEjSxybM2dOqftEbS1cuFDY2dnx96IK+/XXXwUA8cknnxh11pcx5efni+PHjyvrR5i7x48f6+Q+\n", "uaioSIwZM0YAEIsXL+a9tx6ZbDKiRo0aJb4u64+Mq6urZhGJZ9Mp3dzcyt0CrV+/fsLKykr873//\n", "Ux7buHGjkEgk4qOPPipx7qpVq4S9vb3yf+KNGzeEh4eH+Pjjj8u9PpMRRKRvv/32mwAgzp07Z+xQ\n", "SEWPHj0SUqm0xNTin3/+WQBQecZASkqK2Llzp0rnnj59WgAQGzZs0CheMryCggJRs2ZNk9oRQJWR\n", "52+++UbY2NiIhw8flntObm6u2LNnT7mF9h4/fiysra1Lzfbas2ePACBu376tXuDlKC4uFl5eXmLE\n", "iBE66Y+MIycnR1hYWAgA4uuvvzZ2OFSFbNmyRVhYWGi8TTSpzhDPxJaa1JmoUaMG4uLi0Lp16zJf\n", "P3bsGGrWrKlJ1wCA3bt3w8XFBZ06dSrz9e3bt2PVqlX4+OOPlQWVqlWrho0bN+KDDz4oce7EiRNh\n", "Z2eH4cOHQyKRoKioCNOnT8dHH32kcXxERNooLi7G0qVL4eHhgYCAAGOHQyqqXr06goKCcPToUWWh\n", "2uLiYnTq1Anu7u4q9fHrr79i3Lhx6N69O6pVq1bhubGxsWjTpg2GDx+ubegGlZKSgpo1a1b6/syR\n", "jY0NUlJS4ODgYNDrFhcXw9Ky7Fs6qbTiWuVCCGzevBm9evWCi4tLuef9888/6NevH44dO4aOHTuW\n", "en3//v0oLCzEgAEDShwPDAwEAFy5cgW1a9eu7K1U6n//+x9SU1Mxbtw4rfsi46lWrRoCAgJw/fp1\n", "ZSF8IlW8//77aNq0Ke+fzIUmGYyZM2cKLy8vsXv3bvHkyRPlzIj09HSxYsWKKl+MhTMjSFVPnz41\n", "6+2YSD8URf3effddY4dCapo9e7Zwc3PTeJ3zlStXBABx/Phxlc43pc8XuVwuxo4dW+nMjk6dOhmt\n", "ZkNVo4v18sXFxSIsLEyl+678/PxS17xw4YIAUOnSFrlcLurUqVNu/ZKwsDARGhpaZrv09PRKY1NV\n", "nz59RPPmzTk12wz8+uuv4tChQ8YOgwwsJSVFrWLIZDwmu7XnrFmz4OTkhAEDBqB69epIT0+Hvb09\n", "PDw8MHnyZNStWxeffPKJDlMmRKZpy5Yt8PHxQW5urrFDoSpk/PjxAIB3333XyJGQunr06IF27doh\n", "Oztbo/Z+fn5wcnJCTEyMSueb0nZvEokE58+fx6FDh8o9JyYmBseOHeNIZxkKCwuRlJSk/PrJkyfo\n", "0KEDIiIitOp31qxZOHToEEJCQio8Lzc3F/7+/lizZk2J41u2bIG7uzu6du1aYXuJRIK3334bBw4c\n", "KLVFcVZWFo4cOYJBgwaV2c7NzU3Fd1O5JUuWYPXq1VptEUumoXPnzujRo4exwyAD2759O4YNG4b7\n", "9++rdP4///yDBQsWcGt0M6VRMsLJyQmnT5/GpEmT4OTkBCEECgoK4OLigilTpuDUqVMGn6JIZGhC\n", "CKxatQotWrTgzzup5dVXX0VBQQHCwsKMHQqpqW3btti9ezeqV6+uUXupVIrg4GDExsaWek0ul2Pt\n", "2rUoLCzUNky9CQ4OxpkzZ8p9feHChfDz80Pfvn0NGJXpEUIgLi4OeXl5ePjwIb766it4e3ujd+/e\n", "yhtqBwcHeHh4YMyYMUhJSdHoOuHh4ViyZAmWLl2K7t27V3iug4MD2rdvj48//hhpaWkAnv3MRURE\n", "YMiQISolvsLCwnD9+nX8/fffJY6Xt0RDH1599dVKEy9EZLrGjx8PS0tLrFixotJzY2Ji0LZtW+zc\n", "uRM5OTkGiI4MTaNkBPAsIfH9998jIyMD9+7dw7179/DgwQMsW7bspVwnSi+fmJgYXLx4EZMmTTJ2\n", "KFQF2djYGDsE0lJSUhLu3r2rdrs2bdogJiamxCiPXC7H2LFjMX78ePz++++6DFOngoOD8c8//+DR\n", "o0elXouPj0dUVBTmzJlTaZ0Cc5eSkoLg4GD06tULdevWxRdffIGwsDDs3r1bOaIvkUiwdu1auLi4\n", "4N1331XWwFLV77//jnHjxmHMmDGYPHmySm3+3//7f3BycsL48eMhhIBUKsX58+dVns3asWNH2Nvb\n", "48CBAyWOSyQSvPfee6hTp06F7TmySUQuLi4YM2YMfvjhBzx58qTU68XFxdi3bx969OiBtm3bokmT\n", "Jvj999/h5ORkhGhJ37S+W5BIJHB3d4e7uzunzNFLZdWqVXj11VcrndpKRObp448/xpAhQ9RuFxIS\n", "goyMDFy/fh0AIJPJMGLECISHh2Pz5s3o3LmzrkPVmeDgYADA2bNnS722cOFCNGzYEO+8846hwzI5\n", "9evXR6dOnXDlyhXMnDkTaWlpWLNmDRo3blziPGdnZ+zYsQNnz57Fp59+qnL/x44dUy4ZWrlypcr3\n", "X87Ozli9ejWio6Oxfft2AICbmxs8PDxUam9nZ4cuXbqUSkYMHToUP/30U7nt0tPT4e3tjSNHjqh0\n", "nbLk5+dr3JaITMvUqVORnZ2NjRs3ljh+5swZeHl5oU+fPsjIyMC6devw66+/Vlhcl6o2jZIRd+/e\n", "xZYtW7Bv3z7lsTNnzqBDhw7w9/fHsmXLdBYgkSm6f/8+IiIiMGHChJd+BJDoZSOTyRAdHY3IyEiN\n", "pou3adMGn332Gezt7VFcXIxhw4Zh27Zt+OmnnzB06FA9RKw7DRs2hIuLS6mlGv/88w8iIyMxe/Zs\n", "WFhYGCk60xIVFYV///0X8+fPr7BmQps2bbBw4UJ8/fXXOHr0qEp9P336FB07dsSBAwdgbW2tVlxh\n", "YWEYPHgwpkyZgvT0dLXaAsC0adMwdepUtdq4ubkhKysL8fHxal9PYfDgwRg5cqTG7YnIdHh5eWHQ\n", "oEFYtmwZiouLlcd9fX3Rp08fnD9/HnFxcRg1ahRnkpo7TapefvHFF8LKykqMHTtWCCFEVlaWcHd3\n", "FxKJRLi4uAiJRCJ+/vlnXRTYNArupkGVWbBggbCzs6twT3YiMk/FxcUCgAAgDhw4oHE/hYWFYuDA\n", "gcLS0lJEREToMEL9euutt0TPnj1LHJPL5SI6Otqkdv+oSmQymejcubNo27atyrtEaLObRHp6uqhf\n", "v74IDw/XuA91dejQQfTr10+jtrdu3RJSqVT88MMPOo6KiIzl/PnzAoC4c+eOsUOhcpjsbhrR0dHY\n", "vHmzsiLztm3b8ODBA6xevRoPHz7E6tWr8cMPP+gqX0Jkcpo1a4bPP/+c08aIXkLPj/y3adNG435S\n", "UlJw6tQp7Nq1yyCF/3Tlhx9+wNatW0sck0gk6Natm0nt/lGVSKVSbN++HVFRUeUuuXixsKk2S2Pd\n", "3Nywfv16tWdVvOjRo0dYtWoVHj9+XOm5LVu21HhmxMaNG2FnZ4f33ntPo/ZEZHoCAgKwe/du2Nvb\n", "GzsUMiKJEOpXE6pbty7+/fdf5dedO3dGYmIiUlNTIZFIUFxcDG9v7xLnVCXnz59X/tEMDAw0djhE\n", "RGRiDh8+jIiICGzYsEGrfnJzc7kbD1VqyZIl2L17N3777TfY2dkZOxyl8PBwjBo1Crdv34anp2eF\n", "5+7YsQNDhgxBRkYGXF1dVb6GTCZD/fr18dZbb2HdunXahkxERCoyxDOxRjMj5HK58r8fP36MU6dO\n", "oX///sosvaWlZYlziIiIzEm3bt20TkQAqPKJiHv37mlUd4AqJ5PJIITAvHnz8PHHH6Nz586wtbU1\n", "dlgAniXRRo4ciU8//RTt2rWrNBEBPJsZATy7uVVHdHQ0bt26hXHjxmkUKxERmS6NkhEuLi64du0a\n", "AGDLli0oKipCv379lK9nZGSYVOaeiIiIdG/evHlo06YNByB0bP/+/QgICMCkSZOwcOFCLF68GAsX\n", "LjSZXcvs7e1x7Ngx3Lp1C4MGDVKpzauvvooaNWogNTVVrWutXbsWAQEBymQGERGZD0tNGg0ZMgRd\n", "u3ZFSEgIDh48iNdeew3t2rUD8GyXgalTp8Lf31+ngRIREZFpWLZsGXbv3o24uDgsWrSIuwrpWNOm\n", "TZGSkoKrV6/ixx9/xPjx440dUgkSiQS9evXCqlWr0L9/f5XaSKVS3L9/H5aWqt96CiHQunVrDBky\n", "xGQSMUREpDsaJSNmzJiBv//+G3v27EGDBg2Ue0sXFxcrp+pt27ZNd1ESERGRybCwsMAff/wBV1dX\n", "k3tQNgc+Pj6IiorCkydP0K1bN2OHU6aZM2eiffv28PDwULmNOokI4FnSY+7cueqGRkREVYRGyQhb\n", "W1tlAqJEZ6wVQUREZPaCg4MBANOnT0e1atWMHI15ev31140dQoXq1KlTpXaBISIi06O3eZVlJSuI\n", "iIio6gsKCkJ4eDimTp1q7FCoipHL5Xj69KmxwyAiIhOgt2TERx99pK+uiYiIyIikUimGDx/O/eFJ\n", "LUIIvPLKK1i5cmWF5xUUFKBDhw74/fffDRQZEREZg0rLNDZt2oTs7GxMnjwZANChQ4cKCwkJIfDw\n", "4UPdREhEREREVZ5EIoG3tzfi4+MrPG/p0qU4ffo0atWqZaDIiIjIGFRKRkyZMgW5ubkYP348rK2t\n", "cfLkyUrbsOoxERERET0vMDAQv/76a7mv37lzB4sWLcJ///tf+Pr6GjAyIiIyNJWWaURERGDnzp2w\n", "trYGANSqVQtyubzCf+7u7noNnIiIiIiqlpYtWyIxMRE5OTllvj5r1izY2dlh/vz5Bo6MiIgMTaWZ\n", "EV27di3xtSrbTJnqVlREREREZByBgYEQQuDixYto165didfOnDmDLVu2YPXq1ahevbqRIiQiIkPR\n", "qIBleHh4peesWbNGk66JiIiIyEz5+fnB1ta2VN0IuVyOKVOmoHnz5hg9erSRoiMiIkNSaWaEJry9\n", "vXHnzh19dU9EREREVYylpSXeeOMN5OXllXpt3LhxaNiwISwsLIwQGRERGZpKyYjNmzerVZBSCFHm\n", "HxkiIiIierkdOXKk1DGpVIoRI0YYIRoiIjIWlZIRmvxx4G4aRERERERERFQWlZIRTk5O+O677yCE\n", "ULnjqVOnahwUEREREZm/+/fvw9bWFs7OzsYOhYiIDEylZISdnR0++OADtTqeOXOmRgERERERkXkr\n", "KChATk4O/vvf/yI5ORnx8fGcVUtE9JJRKRmRkJCgdsdJSUlqtyEiIiIi8/fGG28gPz8fV69exZYt\n", "W5iIICJ6Cam0taeTk5PaHQ8ZMkTtNkRERERk/vz9/XH16lUEBwfjvffeM3Y4RERkBCrNjEhLS1Or\n", "UyEEzpw5o1FARERERGTegoODsW7dOnz33XeQSlUaGyMiIjOjUjLC29sbEolErQKWnG5HRERERGV5\n", "//33ERAQgMDAQGOHQkRERqJSMsLW1hbvvPOOWsmInTt3ahwUEREREZkvGxsbJiKIiF5yKiUjnJ2d\n", "ER4erlbHR44c0SggIiIiIiIiIjJvKi3SUzcRAQCbNm1Suw0RERERERERmT+VkhHdunVTu+N9+/ap\n", "3YaIiIiIiIiIzJ/eyhfv3btXX10TERERERERURWmUs2I0aNH4+HDh9izZw8AQCqVVrhbhhCCu2kQ\n", "ERERERERUZlUSkYcPnwYOTk5KCoqgpWVFSwtLREaGlphm5iYGJ0ESERERERERETmRaVkRHx8PJ4+\n", "fQorKysAgKurK06cOFFhG09PT62DIyIiIiIiIiLzo1IyolatWiW+/uKLLypts2DBAs0iIiIiIiIi\n", "IiKzplIBy1atWpX4esyYMZW2+eWXXzSLiIiIiIiIiIjMmkrJiNu3b6vd8dWrV9VuQ0RERERERETm\n", "T6VlGvfv34eFhYW+YyEiIiIiIiKil4BKyQjg2XadHh4esLa2Vul8TWZTEBEREREREZH5U3k3jc8/\n", "/xznzp3D9OnTMXbsWNja2lbYhrtpEBEREREREVFZVKoZERAQgMjISBw4cADHjx+Hj48Pli1bhoKC\n", "gnLbdOvWTWdBEhEREREREZH5UCkZoaBIShw6dAgnT55E/fr18c033yAvL6/UueHh4ToLkoiIiIiI\n", "iIjMh1rJCAVFUiIqKgqnT5+Gt7c3Fi9ejNzcXF3HR0RERERERERmRqNkhIIiKXHkyBHExMTA29sb\n", "ixYt0lVsRERERERERGSGtEpGKKSlpSEtLQ2ZmZmYN28e5HK5LrolIiIiIiIiIjOkVTJi3759CAwM\n", "RN++fXHx4kU0atQImzdvhlSqkxwHEREREREREZkhlbb2fNG+ffvw+eef4+LFiwCAxo0bY+7cuRg8\n", "eDAkEolOAyQiIiIiIiIi86JWMuLFJETTpk0xd+5cDBw4kEkIIiIiIiIiIlKJSuspXlyO0bx5c0RE\n", "RODy5csYNGhQmYmIrl276jxYIiIiIiIiIqr6VJoZ0bdvXwDPds+YP38+evfuXWmbK1euaBcZERER\n", "EREREZkltZZpXLhwQZmYqAyXbRARERERERFRWVRKRtSsWRNnz56FEELljlu3bq1xUERERERERERk\n", "vlRKRlhYWMDLy0utjl1cXDQKiIiIiIiIiIjMm0oFLFNSUtTuOCEhQe02RERERERERGT+VEpG2NjY\n", "6DsOIiIiIiIiInpJqJSMICIiIiIiIiLSFSYjiIiIiIiIiMigmIwgIiIiIiIiIoNiMoKIiIiIiIiI\n", "DIrJCCIiIiIiIiIyKCYjiIiIiIiIiMigTCoZMXz4cHh5eSEgIKDEv2bNmkEqlSIyMlJ5bkFBARYs\n", "WIBWrVohMDAQ3t7eePPNN3H06NFS/W7cuBEtWrRAixYt0KRJEyxZsgRCCEO+NSIiIiIiIiL6/1ka\n", "O4DnSSQSLFiwAMOGDStxfPfu3Rg/fjx69OgBACgqKkL37t3xyiuv4NSpU7Czs0NOTg46dOiAuLg4\n", "dO7cWdl21apV+Oijj3Dq1Cm0bNkSN2/eREhICDIyMrB48WKDvj8iIiIiIiIiMrFkxLhx41CrVq1S\n", "x9esWYPhw4fD2toaALBixQpcuXIF0dHRsLW1BQA4Ojpi69atkEr/b7JHTk4OZs+ejREjRqBly5YA\n", "gPr162PatGmYO3cuxo8fj/r16xvgnRERERERERGRgkkt02jTpk2p5MD169dx/PhxjB8/Xnls9erV\n", "6Ny5szIRodC4cWP4+voqvz58+DBycnLQqVOnEud17NgRMpkMu3fv1sO7ICIiIiIiIqKKmFQyoizr\n", "1q1Dp06d0KBBAwBAeno6kpOTUbduXSxevBitW7eGr68vunTpgujo6BJtL168CADKtgqKry9fvmyA\n", "d0BEREREREREzzPpZERRURE2bdqECRMmKI+lpaUBeLZ0IyUlBadOncLVq1fRtm1bvP322/j555+V\n", "5z548AAA4OTkVKJfxdeK14mIiIiIiIjIcEw6GbF3715YWVmhV69eymMFBQUAAEtLSyxbtgw2Njaw\n", "srLCp59+Ci8vL8yZM8dY4RIRERERERGRCkyqgOWL1qxZgzFjxpQoSuno6AgAaNiwYYmaERKJBM2b\n", "N8f+/fvx8OFD1KhRAzVr1gQAZGdnl+hX8bWbm1uF1586dSqqV69e4ti7776Ld999V/M3RURERERE\n", "RGQiduzYgR07dpQ4lpWVpffrmmwyIikpCadPn8ZPP/1U4njDhg1haWkJuVxeqo2FhQUAKF8LCAgA\n", "ANy4cQMtWrRQnnfjxg0AKHGsLMuXL0dgYKDmb4KIiIiIiIjIhJU14H7+/HnljpT6YrLLNNauXYuw\n", "sDB4enqWOG5vb48uXbogKSkJ+fn5JV67evUq6tevr5wR0b17dzg6OuLo0aMlzjt27BgsLCzQv39/\n", "/b4JIiIiIiIiIirFJJMRhYWF2Lx5c4nClc9btGgRZDIZ5s2bpzy2atUqJCcn4+uvv1Yeq1atGr76\n", "6its2rQJ58+fBwDcvHkTy5cvx/Tp0+Ht7a3X90FEREREREREpZnkMo3du3fDxcUFnTp1KvP1Fi1a\n", "4MSJE5g1axa8vb1haWmJ2rVr49ChQ+jWrVuJcydOnAg7OzsMHz4cEokERUVFmD59Oj766CNDvBUi\n", "IiIiIiIieoFECCGMHYSpUayPiY+PZ80IIiIiIiIieqkY4pnYJJdpEBEREREREZH5YjKCiIiIiIiI\n", "iAyKyQgiIiIiIiIiMigmI4iIiIiIiIjIoJiMICIiIiIiIiKDYjKCiIiIiIiIiAyKyQgiIiIiIiIi\n", "MigmI4iIiIiIiIjIoJiMICIiIiIiIiKDYjKCiIiIiIiIiAyKyQgiIiIiIiIiMigmI4iIiIiIiIjI\n", "oJiMICIiIiIiIjIhmZmZyMzMNHYYesVkBBEREREREZEJSE9PR2hoKJo1a4ZmzZohNDQU6enpxg5L\n", "LyyNHQARERERERERAX369EFMTIzy67t376Jv3774448/jBiVfnBmBBEREREREZGRZWZmIiUlpdTx\n", "mzdvmuWSDSYjiIiIiIiIiHToZaj5oC0mI4iIiIiIiIh0QJuaD66urvD29i51vH79+nB1ddVxpMbH\n", "ZAQRERERERGRDihqPty9exd3795FTEwM+vbtq3L7lStXQiqVwtLyWXlHf39/7N27V1/hGhWTEURE\n", "RERERERa0rbmgxAC8+bNg4eHB+Lj4wEA06dPh7u7u65DNQlMRhAREREREREZ2Y4dOxAVFYUff/wR\n", "zZs3R4MGDXDx4kVjh6U3TEYQERERERERaam8mg9OTk6V1nx48OABJk+ejEGDBqFXr14Ani3RuHDh\n", "gj5CNQlMRhAREREREVUh3KnBdEVGRsLR0RHW1tbw9PSEq6srbt68idOnT1fYburUqRBC4Pvvv1ce\n", "CwgIwMWLFyGE0HfYRsFkBBERERERURWgzU4NZBgZGRnIycnBqlWrcOXKFdy+fRtt27ZFWFgYrl69\n", "WmabQ4cOYfv27Vi2bBlq1aqlPO7v749Hjx4hLS3NUOEbFJMRRCaI2W7izwARERG9SNudGkh1mt6L\n", "rV27Fm5ubhg2bBhcXV1hY2ODvXv3wsvLC926dSuVWMjOzsb48ePx1ltvYejQoSVeCwgIAACzrRvB\n", "ZASRCWG2m/gzQERERGXRdqcGUo0292L5+fnYsmULhg8fDmtra+VxZ2dnREdHw8rKCt26dcPDhw+V\n", "yY6ZM2fi0aNHWLNmDSQSSYn+PD094ebmZrZ1IyyNHQAR/R9Ftlvh7t276Nu3L/744w8jRkWGxJ8B\n", "IiIiIuPR5l5s165dePToEcaOHVvqNU9PTxw5cgQhISHw9vaGg4MDioqKkJmZiS+//BJeXl6l2kgk\n", "EmXdCHPEmRFEJoLZbuLPABEREZWnvJ0a6tevX+lODaQabe/F1q5di06dOuHVV18t8/VGjRqhTp06\n", "yMnJwb1795R9Hjx4sNw+zXlHDSYjiIiIiIiInmOqtZv27NkDe3t7WFlZwdraGjVq1MDevXuNHRYB\n", "uHbtGk6fPl3mrAiFzMxMZGRklDqekpJS7s+bv78/0tLS8PDhQ53FaiqYjCAyEa6uriXWlik8ffoU\n", "tra2RoiIDI0jHkRERMZl6rWbTp48iby8POzduxdjx45FtWrV4O7ubuywzIY292KKwpV9+vTRaUzm\n", "XMSSyQgiEyCEwPz585Gamoq6devC09MTnp6eeO2111BQUIDXX3/dbLf00YSpjlboQmRkZImpffXq\n", "1eOIBxERkYGY8m4VRUVFmDdvHnr06IGePXuibdu2SEtLM9t7ImOJjIyEq6srLC0t4eTkBAD45JNP\n", "KmyjKFw5YsSIMgcXFTRJdjRs2BD29vZMRhCR7gkhMGPGDCxYsACLFy/GrVu3cOXKFVy5cgV///03\n", "YmJi8OjRIwQFBeHPP/8EYN4P4xUx9dEKXXB3d8egQYPg4eGBESNGIC8vDw4ODsYOi4iIyOyZeu2m\n", "TZs2ISkpCV9++SWA/xsxN9d6AsZiYWGBnJwczJs3D0lJSZap3rwAACAASURBVHj99dcxdepU5OTk\n", "lNsmIiICWVlZGDNmTKX9R0ZGIjQ0VDn4GBoaWuHAk4WFBZo3b26W32cmI4iMQJFMkMlkGDduHJYt\n", "W4ZVq1bh448/BvAsa6rIjjZv3hxnz56Fr68v3nzzTTRs2NCsH8YrYsqjFbqUkJAAPz8/zJ8/H1lZ\n", "WVi7dq2xQyIiIiIjys/Px2effYbBgwfD398fwLMR82rVqpnlQ6oxbdu2DXK5HOPHj4e7uzs2b96M\n", "9PR0zJgxo9w2a9asQefOncstXPk8d3d3/PHHH8rBxz/++KPSpTb+/v6cGUFE2nlxZN/DwwPr16/H\n", "pk2bMHHixHLbubm54ejRo3BxcUFycrLZP4yXxdRHK3QpMTERvr6+8Pb2xtChQ7FkyRIUFBQYOywi\n", "IiKzZsq1m1atWoX09HQsWLBAeUwqlaJFixZMRuiQEAIbNmxAWFiYMkHg4+ODZcuWYd26dTh06FCp\n", "NlevXsWff/5ZYeHKsjw/+FiZgIAA/P3338jPz1frGqaOyQgiA3pxZD8jIwMNGzbEBx98UGnbnJwc\n", "WFhYlDpujg/jLzO5XI6kpCQ0atQIADBz5kzcv38f4eHhRo6MiIjI/EVGRqJNmzbKrxs1amT02k2P\n", "Hz/GV199hVGjRpUaeQ8ICMD58+eNFJn5uXDhAi5fvoyRI0eWOD569Gj06NEDo0aNKrUbxtq1a+Hu\n", "7o7evXvrLS5/f3/IZDJcu3ZNb9cwBiYjiAykvJH9nJwcJhNUUN5oRe3atXU+WmHMmhxpaWkoKCiA\n", "r68vgGc3QYMGDcLixYtRVFRklJiIiIheFu7u7li9erXy64EDBxp9t4pvv/0WeXl5mDdvXqnXAgMD\n", "kZiYiCdPnhghMvOzYcMGeHp6olu3biWOSyQSrF+/HkVFRZgwYQKEEACAvLw8bN26tdLCldpq1qwZ\n", "pFKp2c2CYTKCqIow5amDhhIZGYmQkBBIJBI4ODjAysoKrq6uyj8I2jKFApkJCQkAoExGAMDs2bOR\n", "mpqKbdu2GTQWIiKil1F8fDwkEglCQkLw119/GTWW+/fvY+nSpZg8eTLq1KlT6vWAgAAIIXDp0iUj\n", "RGde8vPzsX37dnzwwQewtLQs9bqnpydWr16NXbt2YceOHcjMzER4eLjKhSu1YWdnh9dee83s6kYw\n", "GUFkILpIJjxffdfBwQEWFhb46aefdByp6XJ3d8d3330HIQQiIiLwyy+/4H//+x8iIyN10r8pFMhM\n", "TEyEtbU1vLy8lMeaNWuGPn36YNGiRZDJZAaNh4iIzNPLujOXKuLj4+Hr64vWrVsbbVq84vuzaNEi\n", "WFpalru1pJ+fH6ytrc1uxNwY9u7di6ysrFJLNJ43cOBA9OvXD8OGDUOTJk0wbdo0ODs7w9HRUe/x\n", "BQQEmN33mckIIgOKjIxEw4YNAQC1atWqdCufFz1ffVexzefBgwf1EqupOnnyJOzt7dGpUyf06dMH\n", "YWFh+O9//4vs7Gyt+jWVApkJCQl49dVXS9UHmTNnDpKSkhAREWGwWIiIyPyYwixAU3f+/Hm0bNkS\n", "fn5+SE5OxtOnTw127ee/P35+flixYgUmTJiAGjVqlHm+tbU1mjZtanYPqcawceNGtGvXTnmvXp5b\n", "t25BJpPh/v37KCoqwuPHjw0yeOXv74/Lly+b1cAUkxFEBuTu7o6wsDDUq1cP165dU2krn7K4urqi\n", "efPmGDRoEJYvX25WH0qVOXHiBNq2bQtra2tIJBKsXLkSWVlZZa6jLE9Zo0GFhYUmUaE4ISGhxBIN\n", "hVatWuGtt97Cl19+CblcrvV1OCJGRPRyMoVZgKasuLgYly5dQmBgIJo0aQK5XI7ExESDXf/57096\n", "ejqEEPjtt98qbMMiltq7efMmjh07hlGjRlV4XmZmJv79998y2+v7viogIAC5ublITk7W63UMickI\n", "IgOLi4tDmzZtdFLnYdq0abhx4wYOHDigg8hMX3FxMU6dOoX27dsrj9WrVw9ffPEFVqxYgbNnz1bY\n", "vqzRoAsXLmDu3Lnw9/dHVlZWqTaGrsmh2NazLHPnzsXVq1e1+n5zRIyI6OVlKrMATZli+8SWLVui\n", "cePGAGCwuhHlfX/S0tIq/P4EBgbi2rVrBp3BYW42bdoER0dHDBgwwNihlMvf3x8AzKpuBJMRRAZU\n", "XFyM+Ph4tG7dWif9BQUF4fXXX8fSpUt10p+pu3jxIrKzs/Hmm2+WOD558mS0aNEC48aNQ3Fxcbnt\n", "yxoNCgwMxPfff4+BAwfi999/V9bksLGxgbOzs0G388rLy0NaWppyW88Xvf7662jfvj0WLlyIjIwM\n", "jW4cOSJGRPRye5lmU2pCMcMgICAANWrUgIeHh8lvpxgQEICioiKTj9NUyWQyhIeHY/DgwXBwcKjw\n", "XGMWlHd1dcUrr7xiVktymIwgMqBr164hPz9fZ8kIAJg+fTpOnTqFc+fO6axPU3XixAnY2dkhKCio\n", "xHFLS0usXbsWFy9exIoVK8psW95og7OzMy5fvoyVK1eiXbt2ypocH374IYQQBp0VkZSUBADlzowA\n", "gIkTJ+LcuXPw9fVVe2YDR8SIiF5eQgjs2bMHGRkZpV57mXbmqkx8fDwaNmwIJycnAM8KRBpqZoSm\n", "D7rNmzc3y20fDeXYsWO4detWhYUrn/d8QXlPT0+1a8Bpw9/fnzMjiEgzcXFxkEqlCAwM1FmfvXr1\n", "go+PD5YtW6azPk3V8/UiXhQUFIRJkyZh3rx5uHTpUqmH69TUVDx69KhUO3t7+1IVkF1dXdGpUydk\n", "Z2cbdEuvsrb1fNHy5csBAA8fPuTMBiIiKtfztYHu3buHsLAwjB07Fu+++y6Cg4OVNat8fX0NOgvQ\n", "1MXHx6Nly5bKr5s0aWLQewHFg66trS2sra1VetB1cHCAr68v60ZoaMOGDfDz80NwcLBK5z9fUP7K\n", "lSsa14DThGJHDV1ta29sTEYQGVBcXByaNm1a6RQwdVhYWGDKlCnYuXNnmQV1zIWiXsSLSzSeN2XK\n", "FBQWFiI4OFg5ayAxMREffvghQkJCypyaWt5oQ1BQECwsLBATE6PLt1GhxMREuLq6ljv6oe3MhvJG\n", "XFxcXDgiRkRkJl6sDeTr6ws/Pz+cO3cOBw4cwE8//YTY2Fj89ddfeO211xAUFGSwBylTJ5PJcPHi\n", "xRLJCD8/PyQlJaGwsNAgMSgedBs1aoR33nlH5Qddc9z20RAyMzMRGRmJkSNHQiKRqNW2ons2ffH3\n", "90d6ejru3bundV+mUMycyQgiAzp79qxOl2gojBgxAg4ODli5cqXO+zYV5dWLeN7QoUNRVFSEp0+f\n", "KmcN+Pn5Yc2aNZg7dy4SEhJUnlZXrVo1NG/e3KDJiISEhHLrRejK6tWrATxbnuLp6Ynq1asjLS0N\n", "V69e1et1iYjIMF6sDZSYmAiJRIKrV6/i7bffVp7n6uqKgQMH4uDBgygqKjJixKYjISEBeXl5pZIR\n", "xcXFyqWUhiCEQEpKCpo2bapym8DAQFy6dIk1QdSQmZmJtWvXQi6XY+jQocYORyUBAQEAoFXiyZSK\n", "mTMZQWQgubm5uHr1aql6B7rg6OiIMWPGYM2aNXjy5InO+zcFJ0+eLLNehEJ5swZsbGwQFxeHefPm\n", "oX79+mpNqwsJCTF4MqKiJRq6KJq0b98+2Nvb48KFC7hy5QrS0tLQoEED9OzZE3fv3tU0dDJDpjBi\n", "QkTqqehvYVmjvn379kVWVhZOnDih/+CqgPj4eAD/98AHPFumARhuRw0AyMjIQHZ2Nho0aKBym4CA\n", "AOTl5Rl0G9Kq6vmH8fnz5yvrg1QFXl5eqF69ulZ1I0ypmDmTEUQGcuHCBchkMr3MjACA//73v8jJ\n", "ycGmTZv00r+xVVQvoiLOzs6lEg6qTqsLCQlBQkKCQR7IhBAVbuup8HzRJKlUCnd3d5XX+spkMqxb\n", "tw6DBw9WJjAcHR1x8OBBFBcXIywsDLm5ubp4O1SFmdKICRGpT51ZDv7+/vDy8sKePXv0GFHVcf78\n", "eTRo0ADVq1dXHnN1dYW7u7tBkxHJyckAgFdffVXlNroYMX9ZPP8wXlxcjIcPH1aZ+lsSiQT+/v4a\n", "f59NrZg5kxFEBhIXFwc7Oztlhl3X6tWrh4EDB+K7774zuyl6MpkMv//+e4VLNPSx1VJISAgAIDY2\n", "VqP26khPT8fjx48rXabxfNGkuXPnIisrS+Xv9+HDh3Hr1i2MGzeuxPG6devi4MGD+Oeff/Dee+9B\n", "JpNxVPwlZkojJkSknrNnz5b52V3e30KJRIK+ffti3759kMvlhgjRpL1YvFLBz8/PoNtmXr9+HQDU\n", "mhnh4uICb29vFrGshKk9jGvCnHbUYDKCyEDi4uIQGBgIKysrvV1j2rRpSE5Oxvbt2436garrB1lV\n", "6kUAut9qycfHB+7u7gZZqqHKThrPc3V1xfTp02FjY1PudqYvWrNmDQICAspc6hIQEICdO3di//79\n", "eOWVVzgq/pIyh5s0opfVTz/9hLCwMHTu3BnBwcEq/y3s168f7t69izNnzhgwWtMjl8tx4cKFMnc8\n", "M+T2nsCzmREeHh6oVq2aWu0CAwM5M+IlEBAQgOTkZGRnZ6vdVh+Dd9pgMoLIQPRVvPJ53t7ecHR0\n", "xOjRo43yIKmv6d0nTpyosF6Egq63WpJIJAarG5GYmAipVKrWlExnZ2eMGTMGP/74Y6W1Qm7duoVD\n", "hw5h3Lhx5VaL7tGjB7y9vZUj4hwVJyIyXc8n/pcuXYqhQ4di2LBhiIqKQmxsrMp/C0NDQ+Hm5vbS\n", "b++ZlJSEJ0+elDkzokmTJkhMTDRYoc/k5GS17gcUzG3bR30wtYdxTfj7+wMALl++rFH7yMhI5eCX\n", "u7u71oN32mAygsgAMjIycOPGDb0nI/r06YOcnBwUFhYa5UFSX9O7T5w4gdDQUJXrRehyq6WQkBDE\n", "xcXpfelLQkICvL29YWNjo1a7KVOmICcnBxs2bKjwvPXr18Pe3h5Dhgwp95zMzEwUFBSUOs5RcfXp\n", "e5mLvvqvSjdpXEpEL6sXE/916tTBjBkzMGvWLKxfvx6WlpYAVP9baGFhgd69e2Pv3r0v9UOsonhl\n", "eTMjioqKlMsn9C05OVmtJRoKAQEBePToEVJTU/UQlfmIjIxE3bp1IZFIdDKT1tAaN24Ma2trjWfB\n", "uLu7480334SPjw/++usvrQfvtMFkBJEBnD17FgD0spOGgrGnV+vr+qrUi9CnkJAQPHnyRO9bX2q6\n", "rWe9evUwePBgLFu2DMXFxWWeU1xcjPXr12PIkCFwdHRU+xq5ubnIy8srcUzbB0FzfZDUd/FHQxSX\n", "3LVrF6TSZ7cH9vb2JneTxgKb9LJ7MfF/584d1K9fH4sWLSp35ltl+vbti+TkZJ3WRahqn/Px8fHw\n", "9vZGjRo1Sr3m5+cHAAarG6HpzAhFIoVLNSrm7u4OT09P9OrVSyczaQ3NysoKTZs21bhuhBAC0dHR\n", "6Nmzp9EHGpiMIDKAuLg41KhRAz4+PsYOpcpRtV6EvrRq1QqWlpb4888/1Wqn7k1YZdt6VuTDDz9E\n", "amoqdu3aVebrhw4dwp07d0oVrnxReaPi2dnZaNmyJRYvXozr169r9SBo7g+S+i7+aIjikrdv34Zc\n", "LldO3TS1mzQW2KSXWXmJ/4KCAq0e/Dt16gRHR0ed7KpRVT/nz58/X+YSDQBwc3ODq6urQepGZGVl\n", "ITMzU6NkhKenJ2rVqsUilpW4f/8+zp49i759+xr9YVxT2hSx/Pvvv5GWlobu3bvrOCr1MRlBZABx\n", "cXFo3bq1xiMWqjD29GpXV1d4eXnp/PonT55UqV6Evtjb28Pf31/luhGa3IQVFRXhxo0bGicj/P39\n", "0blzZyxZsqTMKbZr1qxBUFBQmVNPX1RWEdC4uDj0798f8+fPh6+vr1YPgub8IKnv2UmGmv107Ngx\n", "ODg4YMCAAbhz547O+tUFY88AIzJXNjY26Nmzp05mQVXFz3m5XF5hMkIikaBJkyYGSUYoloJokowA\n", "WMRSFUeOHAEAdOvWzciRaC4gIABXr17VqI7J4cOHYWtra7SBvucxGUGkZ0IIZTJC355/kJRKpahd\n", "u7bBplcLIdCwYUMAQI0aNWBnZwdbW1utR1kU9SLUraWgS+oUsdTkJuzmzZsoLi7WaJmGwocffojz\n", "58/jxIkTJY6npKTg8OHDlc6KUCirCGhQUBB+/PFHnDt3Dra2tmXGr8qDIB8kq4bjx4/jjTfeQMOG\n", "DZGSkvJSryEnMjX6HHjo27cvLl68iJs3b2rcR1X9nL9+/bpyFmB5DLW9Z3JyMgD1tvV8nqKIJZUv\n", "KioKQUFBqFWrlrFD0Zi/vz8KCws1KrIeHR2NN998E3Z2dnqITD1MRhDpWWpqKjIyMgySjHj+QVJR\n", "H8BQ06uXLFmCrVu3YuPGjUhMTMS2bdtQUFCg/KOqCWPXi1AICQlBcnIyHjx4UOF5mt6EqbutZ1m6\n", "du2KZs2a4ZtvvilxfN26dXB0dMTgwYPV6q+swme1a9eGk5OTxjGaO33PTiqvfyGEzmY/PX36FKdP\n", "n0bHjh3h7e2NvLy8Sn/uDcnV1RXVq1cvddwUC2wS6cvu3bthZWUFe3t7nRbf6969O2xsbBAZGamD\n", "KKsWxbKGimYQ+vn5ISEhodz6TLqSnJwMV1dXuLi4aNQ+ICAAd+7cwf379ys9t6rV9dCF4uJiHDly\n", "BD169DB2KBpLT0/HjBkzAAC9e/dWaynUkydP8Pvvv5vMrBAmI4j0LC4uDoB+i1e+yNXVFQMGDEBC\n", "QoJWyQBVRURE4JNPPsGcOXMwYsQIuLq6onfv3vDx8cH69es17vfSpUt4/PixSSQjACA2NlYv/Scm\n", "JsLBwQF16tTRuA+JRIIPP/wQUVFRypGboqIibNy4Ee+//z4cHBy0jlPbh21DLiUy1g1WZGQkQkJC\n", "lAUgfX19dTo7affu3bCzs4O1tTU8PT3RoEED3Lt3T6vfs+edOXMG+fn5ymQEgDITbMZy6dIlpKam\n", "wsXFBQ4ODpBKpSZXYJNI3xRTsyMjI3VafM/R0RGdO3fW6vfJ2EtGNRUfH4969eqhZs2a5Z7j5+eH\n", "wsJC3LhxQ6+xaLqThoIqRSyral0PXYiNjUVWVlaVTkb06dNH+XyRlZWl1lKo3377DYWFhSZRLwJg\n", "MoJI7+Li4uDl5WXwAnCdOnWCtbU1Dh06pNfrxMTEYOjQoXj33XexYMEC5XGpVIqRI0di586dePz4\n", "sUZ9nzhxwqj1IhS8vLzg4eFRaRFLV1dXvPLKK6WOV3YTpthJQ9uaIoMHD0adOnXw7bffAgD279+P\n", "e/fuqbxEQxWKpUAeHh4AAG9vb7VuXCMjI+Hh4QGpVKoc4Z46darO4jP2DZa7uzt++eUXyOVyAMCA\n", "AQN0+rsfHR2N/Px8HDx4EFeuXEFycjImTJiAiRMnql1ktSzHjx+Hi4sLWrRoYXLJiH///Rc9e/bE\n", "a6+9hrS0NKxcuRJyuRwREREmVWCTSN+2bt2KRo0aoXPnzjp/wO/Xrx9Onz6t1edmZGRkiVH9li1b\n", "mnzCMD4+vsIlGgDQpEkTANB73QhNd9JQqF+/PpydnSssYlkV63roSlRUFNzc3NCqVStjh6IRbZdC\n", "HT58GD4+Psql1cbGZASRnhmqXsSLqlWrhg4dOuglGaEYdb5+/Tp69eqFoKAghIeHl3qYHj58OAoK\n", "CvDzzz9rdB1TqBcBPJt1EBoaqtK6vN69ewOA8kasWbNmld6Eabqt54usra0xZcoU/PTTT7h27RpW\n", "rFiBkJAQNG/eXOu+FRRLga5evYoePXrA3d1drQfBmjVrQiqVYvTo0UhKSkL79u0xZ84cFBQU6CQ+\n", "U7jBOnPmDIBn6zkvX76ss37z8vIwb948vPPOO+jSpYvyIWT58uUIDg5G//79cfv2ba2ucfz4cbz5\n", "5puwsLBA9erV4ezsbBLJiOzsbPTs2RMWFhY4ePCg8vMNePYQQfSyePLkCfbs2YOhQ4fqpSh2WFgY\n", "JBIJ9u/fr3EfMpkM2dnZykTzvHnzTDphKITA+fPnKy3yXKtWLbi4uOi9bsT169e1SkZIJJIK60ZU\n", "1boeuhIVFYVu3bopZzC+TBRbenbv3l2vRfXV8fJ9F4gMqLi4GPHx8UZJRgBAz549ceLECeTk5Oik\n", "v+dHnZs2bYqmTZvC0dERkZGRZSYM6tSpgx49emg0hdxU6kUohISE4OzZsxWuFZXL5di0aRMGDRqE\n", "hIQE1KpVC507d670JkybbT1f1LdvX8hkMrRq1QonT57EgwcP9DIzwNXVFe+99x7i4uKQmpqqcrs/\n", "//wTd+7cwbBhw1CzZk38+OOPSElJweLFi7WOyVRusGJjY+Hl5YWuXbvqNBmxfPlyPHjwAF9++WWJ\n", "49bW1ti1axcsLS3Rr18/jRM7ubm5iI2NRceOHZXHvL29jZ6MKCoqwsCBA5GamoqoqCh4enoCgHJK\n", "9blz54waH5Eh7d27F7m5uXj//ff10r+bmxvatWunVfHprVu3wsrKCvPnz4erqysuXbqkwwh17+bN\n", "m8jKyqp0ZoREIoGfn59eZ0bk5ubi7t27WiUjgMqLWBYWFmrVf1V1+/ZtXLp0qUov0dBmKVRiYiJu\n", "3rxpMvUiACYjiPTq77//Rl5enlGTEUVFRTh69KhO+nt+1PnevXsoKChA9erVK/zwGz16NM6dO6f2\n", "zYiiXkT79u21DVsnQkJCkJeXV+HDZXR0NJKSkjBlyhS4ubmhf//+2LNnT4W7ETx+/Bj379/XWTJi\n", "2LBhkMvlygfS5ORkvc0MCAsLg42NDXbv3q1ym4iICNSpU0dZh6Nx48b46KOPsGjRIiQlJeklTkOL\n", "jY1FmzZt0Lx5c6Smpmq8TOl5Dx48wNdff42JEyeWuZa4Vq1a2Lt3Ly5fvoz//Oc/yMjIUDsB88cf\n", "f6CoqMhkkhGZmZnIyMjAhAkT8Ntvv2HPnj3KadLAsweDVq1aMRlBL5WtW7fijTfeKPNhRFf69u2L\n", "Y8eOITs7W+22QgiEh4ejX79+yiVfpp6MUMyuUmX7a30nI7Td1lMhICAA169fL/Pvz7lz5/Dw4cNS\n", "x029rocuREdHQyqVomvXrsYORSvP756nKCz+/fffV9ouOjoa1tbWypmFpoDJCCI9iouLg1QqVekP\n", "nD74+PigcePGOlmqUd6o87179yp86OnRowc8PDywYcMGta4VFRUFW1tboyVyXtSyZUtYWVlVuFTj\n", "u+++Q1BQkPJBu3///khNTa1w3WZiYiIA6GSZhqFnBjg6OqJbt27YtWuXSufL5XLs2rUL/fv3LzE9\n", "cs6cOahTpw4mTpyo1TaSuiycpmkBzKKiIsTHxyuTEQBw5coVtft50YIFCyCRSDB37txyz2nVqhW+\n", "+eYbbNy4EQ0aNFC7Zsbx48dRq1YtNG7cWHmsfv36Bk9GPD8Dy8fHBxs2bMDSpUtLJEkUFMkIbj9K\n", "L4M7d+7g2LFjGDp0qF6v06dPHxQWFiIqKkrttrGxsfjnn38wYsQIAKgyyYg6deqotM1jkyZN8M8/\n", "/0Amk+klFm239VRQ3HdevHixxPFdu3YhLCwMnTp1QnBwMGxsbGBjY/PSFAKOiopCSEgIatSoYexQ\n", "tPLiNuyurq7YtGlTpe2io6PRvn17nRQ115Uqn4wQQiA0NBRSqRRpaWnGDoeohLi4ODRp0gTVqlUz\n", "Wgw9e/bEoUOHlAX1DM3KygrDhw/H1q1bkZ+fX+G5zz+ELFy4ENbW1joZVdYFW1tbBAQElFsk8K+/\n", "/sKvv/6KKVOmKNfhvfHGG3B1da1w5oBiW09dJCOMYcCAAYiJicGtW7cqPVexRGPgwIEljtvb22Pl\n", "ypU4evSoxvVFFMLCwgBAeaPRsGFDtW6wtC2AefnyZRQUFCA4OBi+vr6wsrLSeqlGcnIyfvzxR8ya\n", "NavCSu8AsG3bNgDPaiyoWzPj+PHj6NixY4l1pIqZEYZ82H9+BpZiidmOHTvKPLdVq1ZIT0/Hv//+\n", "a7D4iIxl+/btsLKyKvUZqmteXl5o2bIlfv75Z7WTshs3bkS9evWUycMWLVrg+vXrOlsuqg/nz5+v\n", "dImGgp+fHwoKCnDz5k29xJKcnAxHR0e4ublp1Y+vry9sbGxw6tQp5bGNGzfinXfewYABAxAVFYXY\n", "2FiMGjUKtWrV0tmOLKassLAQv/76a5VeovEiV1dX1KtXD5MnT8b69esrvF/Jy8vDyZMnTWYXDQWT\n", "SkYMHz4cXl5eCAgIKPGvWbNmkEqlZe57vHXrVsTGxlZYhGPjxo1o0aIFWrRogSZNmmDJkiUcRSGD\n", "iIuLM/pOED179sS9e/cqXDuoCm1GnUeOHImsrKxKHwqffwh5+vQpsrOzTaq6c0VFLL///nt4enqW\n", "uEm0tLRE7969sXv37nI/cxITE0tMs9OGMbZUCwsLg7W1tUpLNSIiIlC7dm2EhoaWeq1Hjx4YMGAA\n", "pk2bhqysLI1iuXXrFhYtWoRx48YhMTERDRs2RJcuXdS6wdK2AGZsbCysrKwQEBAAa2trNG7cWOtk\n", "xOzZs+Hh4YEpU6ZUeJ42M2OysrIQHx9favaBt7c38vPzDbYjibrvQVENnUs16GWwZcsW9O7dG87O\n", "znq9Tnp6OtLT07F//361krK5ubn4+eefMWLECOXstxYtWgCATuvn6JIQQqWdNBT8/PwA6G9HDcVO\n", "GtoUF0xPT8cbb7wBuVyORYsWITQ0FF988QVGjRqFsWPHKmt6AEDr1q2RlpaGJ0+e6OotmKzTp0/j\n", "yZMnZpWMUJg0aRIsLS0rXKpx4sQJPH361KTqRQAAhAkZPny42Lx5c6nju3btEjVr1hRPnz4tcTw7\n", "O1vUrVtX9OrVS0gkEpGamlqq7cqVK4WdnZ04d+6cEEKIGzduiFq1aomPP/643Dji4+MFABEfH6/l\n", "O6KXWW5urrCwsBCrV682ahyFhYXC2dlZfPbZZ1r3df/+fdGmTRsBQDg7O4vQ0FBx//59ldq2b99e\n", "dOjQodzXMzIyhKenpwBQ4p+np6fIyMjQOnZd+OWXjDyhCwAAIABJREFUXwQAce/evRLHMzMzhZ2d\n", "nfjiiy9KtTl06JAAIK5cuVJmn4MGDRLt27fXWYz3798XoaGhwtPTU3h6eqr1PdLU22+/Ldq2bVvh\n", "OTKZTNSuXVtMnjy53HP+/fdf4ejoKCZMmCAyMjLU+r7L5XIRFhYmPD09RVZWlhBCiA8++EC0bNlS\n", "5T508TP4/vvvi9atW5f4OiQkROUYXhQbGysAiPDw8ErP1Sb+ffv2CQDi+vXrJY5fvHhRABCxsbEa\n", "vwd1ZGRkCA8PD5Xfg1wuFx4eHmL27NkGiY/IWBS/iwcOHND7tUJCQkr9DoaGhlbabvPmzQKAuHnz\n", "pvJYQUGBsLS0FKtWrdJjxJq7efOmACAOHjyo0vlyuVw4OTmJr776Si/xdOzYUQwcOFCrPsr6/gEQ\n", "M2fOFHK5vMS5586dM+hnvDHNmDFDeHp6lvp/YC5mzJghnJ2dxePHj8t8fdKkScLLy0ut92+IZ2KT\n", "mhkxbtw4tGvXrtTxNWvWYPjw4bC2ti5xfMGCBejRo0e56/FzcnIwe/ZsjBgxQpnxrF+/PqZNm4al\n", "S5fqbYoVEQBcuHABMpnM6DUPrKys8NZbb+mkboS7uzvCw8MBAJs2bVJrWt/o0aPx22+/KYszVUWK\n", "WhAvzo5Yv349ZDIZxo0bV6pNp06d4OTkVG5lcl3upAGUXkdoiKmXA/8/9u48Lqp6/x/4a9hXAXEB\n", "lwCXEmQGcUNNUkGvZUqYZVlmtt2y8l6XrKxut9u92WppvxaXe02vmVkuWLYporgkuQ2KggiI4IKA\n", "gwoIsgzn9wffmcswMzD7nBlez8eDPzhzzpnPGWCYz/u8P+/3gw/i4MGDbbaVPHTokM4lGi317NkT\n", "r7zyCr788ksMGDDAqDtyW7ZswY8//ojPPvtMfdcwLi4OJ06caHd5kCX98ccfiIuLU38vk8mQlZVl\n", "9DIpVfHGRYsWQSqVGrRGXF9mTK9evdrNjElLS0NYWBgiIiI0toeFhQGAzepGBAcH61yLrS+7h0Us\n", "qaNYv349unbtiokTJ1r1eczJsFqzZg0SExM13oc8PT0RGRkp2roRqppOhtb2kkgkGDhwoNXae6oy\n", "I0yl7+fn7++Pl156SSvjIioqChKJxCK1jcTu559/xqRJk0TT0tLS5s+fj5qaGqxYsULn42Jr6aki\n", "qmDEiBEjtD4IFRQUIC0tDc8995zG9rNnz2LdunVYsmSJ3vTnX3/9FVVVVUhMTNTYnpCQAKVSaVQF\n", "eCJjHTlyBF5eXoiOjrb3UHDvvffiyJEjKC0tNftcqtRE1cTcUNOmTUNAQADWrFmj8/Hg4GD06NFD\n", "a7uYqjv37t0bPXv21AhGNDY24rPPPsOjjz6qc9Lv6emJyZMn63y/aWpqwtmzZy0ajFAJDg622euW\n", "lJQEd3f3NlvBtbVEo6UdO3YAAK5evWrwMolr165h7ty5SE5Oxv3336/eHhcXh8bGRoOXKJm7zEWh\n", "UCAvLw8jRoxQb5PJZKiurjZ4Mt+yZsXtt9+O/fv347XXXoOrq6tBx7essB0SEgIXFxf1Uoa2pKWl\n", "ITExUetDSmBgIAIDA20WjFi/fj3Ky8vRr18/hIaGIjQ0tN3CaixiSc6usbERGzZswIwZM9Tp9WKT\n", "n5+P9PR0deHKlsRcxPLYsWPq9xpDWaujxq1bt3DhwgWzi1fqoq92mbe3N/r164dTp05Z/DnFpLCw\n", "EDk5OU65REOlZ8+eePzxx/HJJ59otfjOz89HQUGB6OpFACILRuiyevVqJCYmav1hzps3D6+//nqb\n", "HxBVFWRbH6v6Xqzr18g5HD58GIMHDxbFBwdVJNSUytitZWdnIzg42Oi77d7e3pg5cya++uorNDY2\n", "aj1eUFCA0tJSeHh4oFu3bgZNQuxh5MiRGkUst23bhgsXLrS5nn/atGk4efKkukq2yqVLl1BbW2uV\n", "YIQtBQYGYsKECfj+++91Pq6vi0ZrCoUCRUVFWtvbuyP3yiuv4ObNm/jss880tkulUnh5eeGPP/4w\n", "8EqaJ/OqNc4SiQSdO3c2+HdQ9TytgxGA4f9vWtasuHbtGgDD2nWptMyMOXXqFF5//XWsXbsWV65c\n", "0XtMWVkZsrKydHarAGzX3vPs2bOYM2cOZs2ahby8PIOze4YOHYqKigq7tSAVK1M7wpD47N69G1eu\n", "XLF6Fw1Af1A2KCiozc/ca9euRUBAgEZAWGXQoEHIysqyWgcKcxhTL0IlKioKOTk5Fi8MXlhYCEEQ\n", "zMqMMCWoLpVKnT4z4pdffoGbmxvGjx9v76FY1csvv4zS0lKsW7dOY/svv/wCd3d3UbX0VBF1MKKh\n", "oQFr167FnDlzNLb/+OOPKC4uxosvvtjm8eXl5QCgVRhO9b3qcSJrOHz4sN2XaKh07doVcXFxFlmq\n", "cfr0aXVan7GeeuoplJSU4JdfftE6Z3x8PHx8fJCfn4/s7GybLTEw1qhRo3D06FHU19cDaG7nOWbM\n", "GPUEVpeJEyfC29tbK3PA0TtptPTAAw/gwIEDKCkp0XosIyMDly5dMrkC/K1bt7TueqsmWunp6Vi9\n", "ejXee+899OzZU2Mfd3d3DBkyBIcPHzb4ubp164ann34abm5uWLBgAW7dumVwcdGMjAx07dpVI8Mv\n", "JCQEXbp0MeiuoL702vPnzxs9qVRlxsyfPx8eHh54//339e67d+9eAND7IcUW7T3r6urw8MMPo0eP\n", "Hvj8888BGJ7do5pIcKlGM3M7wpD4rF+/HpGRkUZPmk3VMsMqNDQUgYGBuHLlit6leEqlEuvWrcOM\n", "GTPg7e2t9XhMTAxqampEt0zz6tWrOHr0qNHt16OiolBbW2vx90XVDQtzghGA9s+vvRs7UqnU6TMj\n", "fv75Z8THx1ukWLiY9e/fHw888AA++OADjRt/v/zyC+Lj4+Hv72/H0ekm6mDEtm3b4O7ujqSkJPW2\n", "uro6LFy4EMuXL2/zDhuRPeXl5aGgoMDunTRauvfee7Fz5071JNpU2dnZ6mrSxoqNjcXgwYPxxRdf\n", "qCdXx44dw5gxY9CtWzfs27cPvXv3tukSA2ONHDkSt27dwokTJ3Ds2DEcPHiw3S4Hvr6+uOeee7SW\n", "auTm5sLd3V1reZojuu++++Dq6qpzqcZ3332H0NBQ3HnnnW2eQ98dnWvXruG+++7DwYMHtSZad999\n", "N4YOHaq1lE9l+PDhRmVGAM2T8xEjRuDJJ59ETU0N9uzZY9BxqnoRLQN1EokEMTExdsvECwoKwvz5\n", "87FixQpcvnxZ5z5paWkYMGCAzmVSgG0yI1555RWcPn0amzZtMroVckhICHr16mV0MMJZMwfM7QhD\n", "4lJVVYWtW7fiscces9la79a1h/Ly8uDt7Y2HH34YDQ0NWvunpqbi4sWLePLJJ3WeTxWsF8tSDdX/\n", "kejoaCgUCmzatMmogN3AgQMBWL6jRkFBAby9vY1aMqKLsbWjoqOj1R1UnFFtbS3S0tKceolGS4sX\n", "L8a5c+fU2aq1tbXYs2ePKJdoACIPRqxcuRLPPPOMRtBh6dKlGDhwoFYdCABad85U/dgrKys1tqu+\n", "b6+H77x585CUlKTxpa/XORHwv39wqjTtjz76SDRv7pMnT0ZVVZVGz2ljNTY2Ijc31+RgRFlZGa5f\n", "v45ff/0VAwcORHR0NMaMGYP+/ftjz5496N69u8ljsxVVy8bU1FR88MEHCA8P1wiY6jNt2jQcPnwY\n", "Fy5cUG87e/Ys+vbtCzc3N2sO2SY6d+6M8ePHY/PmzRrbDV2ioaLrjs53332H2tpajB49GgMGDNCY\n", "aN26dQuNjY16zx0XF4fCwkKDM+EEQUB6ejrGjBmDyMhI9O3bFz/88EO7xzU1NeGPP/7QWKKhIpPJ\n", "DApGWKs167x58+Dl5YX33ntP5+NpaWl6l2gA/wtGWLomgyoY8MMPP2D58uX48MMPERsba9K5jCli\n", "6cyZA+YUHyRx2rp1K27duoVHH33U5s+tujHQpUsXbNq0CYcOHcIbb7yhtd+aNWsQHR2ttz5N165d\n", "ERoaKppghCpgp6qjlZuba1TArlevXvDz87N4MCI/Px99+/a12M1WQ2/sSKVSAHDapRrp6emora3t\n", "MMGI2NhYTJw4Ee+99576M82tW7faDUZs3LhRa947b9486w/Yan06zHT27FnBw8NDuHz5ssb28ePH\n", "CwMGDBAGDRqk/goJCREkEokQFRUlDBo0SPjmm28EQRCE7777TpBIJMLWrVs1znHkyBFBIpEIH330\n", "kc7nZmtPMpWp7bBsoampSejZs6cwf/58k89x9uxZAYCwa9cuk47X9foEBAQIVVVVJo/J1kpLSwU/\n", "Pz/Bw8NDACCEhYUZ1Drzxo0bgoeHh7Bs2TL1tokTJwpJSUnWHK5N/fvf/xZcXFw0Wp8ePHhQACCk\n", "p6cbda7WrT2VSqWwYsUKwdXV1ajWlaq2bYa2wzt16pTG7/j8+fOFHj16tNsKKzs7WwAgpKamaj32\n", "1VdfCRKJxKDf89LSUiE2NlYAIHTu3NlirVn/+c9/Cp6ensKFCxc0thcXFwsAhM2bN+s9VtX2s6Sk\n", "xOxxCELzNY4cOVIIDQ0VunfvLri6ugp/+tOfzGq39q9//UsICAgw6Bxifp82lyO0SCbDXb16Vbjr\n", "rrvabIttSx9++KHW+6lCoRA8PDyEpUuXtnns3XffLdx7773WHmK7LPU3Mnz4cOHxxx+36NgmTpwo\n", "JCcnW/SchmhoaBA8PT01Pp84k7lz5xrd0tLR7d27VwAgbNy4Ufjzn/8s9OrVy6Tr73CtPVtatWoV\n", "pkyZopWqtGvXLuTk5EAul6u/VOm5v/zyC+RyOWbMmAGguWifv78/UlNTNc6xe/duuLq6Ytq0aba5\n", "GOoQxH5HSiKRYNKkSepuBaZQtbJSpSgaQ9/r4+Pjg7q6OpPHZGvJycmorq5WL3cpKioy6I5Kp06d\n", "MH78eI1lDJZu62lvycnJkEgkGmtTv//+e4SEhLS7RKO11nd0XFxc8MADDxhdQyQsLAzdunUzeKlG\n", "eno63Nzc1N1ipkyZgsuXL6vbv+mTkZEBiUSic2mWTCaDIAgGtYLr1q0bnn32Wbi4uKiXAVmibspf\n", "/vIX+Pr64t1339XYrlqCMnbsWL3HqrI1LLVUo+UygtLSUiiVSly7ds2sFPShQ4fixo0b7a5JF/v7\n", "tLmslV1DtqXK3hk4cCD27duH4uJiUWTvLFy4EFOmTMGsWbNQVFQEhUKB1atXo6mpCTNnzmzzWDF3\n", "1DCFNdp7qjIjbM3NzQ1RUVFOmRlx9epV/PDDD07d0lOXAQMGwM/PD7NmzcJ//vMf1NfXi7ZWoiiD\n", "EfX19Vi3bp1W4Up9hP9LHRVapZD6+fnh3Xffxdq1a9UfJAsLC7Fs2TIsWLBA5z9sImc2efJk5OXl\n", "4ezZsyYdn52djcDAQISEhFh4ZI7B3InMtGnTsH//fpSWlqK2thZFRUVOFYwIDg5GQkKCep1iyyUa\n", "hrambO/8xk60JBIJ4uLiDA5G7N27F8OHD4evry8AYPTo0QgMDGx3qcYff/yBqKgoncWxoqKi4OLi\n", "YnDdiNTUVMTFxVn0f1SnTp2wcOFC/Pvf/9ZYKpSWloZBgwa1OVENCwsDYJlghL6/oYsXL5oVDGAR\n", "y/9JSUnRWC7Uv39/0XUlomb66pa0XkZQUFAgirofEokEa9euha+vL6KjoyGVSvHGG28YVBQwJiYG\n", "Fy9eREVFhQ1Gqp+lAnaW7qjR0NCA8+fPm1280lTOVsSyZUCvqKgIe/bsEUVAz1amTp2K6upqNDQ0\n", "QKlUoqysTBTvIbqIMhixZcsWBAUF6awL0dLq1asRERGB5cuXQyKRYPTo0ejTpw9u3Lih3uf555/H\n", "Z599htmzZyMmJgb33nsvFixY0GZlcSJTOMIdqcTERHh6eprcVUNVvNKU6LIjvD7WlpSUBBcXF6Sk\n", "pKCgoACCIDhVMAIAHnzwQezduxfl5eX4448/cPHiRUyfPt1i5ze2SjjQXDfi8OHD7X5oFFrUi1Bx\n", "d3fHpEmT8OOPP7Z5bEZGhs56EQDg5eWFO+64w6BgRFNTE9LS0tr9/2eKuXPnwt/fH0uWLAHQfL3t\n", "1YsAgICAAAQFBYm6dWaXLl0QHh7ebjCiI7wPdevWDStWrAAAeHh4ID4+XnRdiTq6tuqWnD9/XucN\n", "A7Fk73Tu3BlBQUGorq5GSUkJGhsbUVFR0e5EZ9CgQQDEUcQyJSUF3bt3h4uLi8ltxKOionDz5k2N\n", "4K45ioqKoFQq7RaMiI6OxqlTpyzertReVAE91d/VmTNnRDsZtzRHywAUZTBixowZ6pZ3bXnmmWdQ\n", "WFiIa9euQalU4sKFCzh37hwCAgI09nviiSdw8uRJnDhxAtnZ2Vi0aJG1hk4dXEpKivofbnBwsEn/\n", "4KzJ19cX48aNQ0pKiklvSOZ00gBMm0iKibkTmS5dumDMmDHYunWrU7X1bEm1VGP9+vX473//a9IS\n", "jbYYWyUcaA5G3LhxA3l5eW3ud+bMGZSVlWktWUhKSoJcLtf7obO6uhpZWVl6gxGA4UUsMzMzUVFR\n", "YZVe6P7+/li0aBH+85//oKioCAUFBbhw4UK7wQjAch01rBkMMLSI5bfffgtXV1f4+fnB09MTPj4+\n", "OrvAODK5XA6JRIJHH31U3bqVxENXx5OoqCjcfvvtiIiIEOWEQUWhUODq1ata29ub6PTv3x9eXl6i\n", "CEYEBQWhsbERL7zwgsltxFWfhSxVxFK1xMyemRE3b95EUVGRXZ7fkhxtMt7RiTIYQeSounXrhrfe\n", "egsAsG/fPout97aUsrIy5ObmYt++fYiOjjaqirxSqUROTo5J9SJUTJlIio25AZVp06YhLS0NGRkZ\n", "CAwMbLerj6MRBAF+fn5YvHgxVq1aBQBW+edvTPtXVYX39pZqpKenw9XVFaNGjdLYfvfdd8PNzU1v\n", "dsSxY8fQ1NSEuLg4vedWBSNaLydsbffu3fD29m4zsGGOF154AQEBAfjb3/6GH374Aa6uroiPj2/3\n", "uIiICItlRmzatAlubm7w9fW1aFBy6NCh6p9FW37//XcolUqkpqbi22+/RU1NjSgmSJYkl8vRr18/\n", "TJkyBefOnUNxcbG9h0T/R99EqbKyEuPGjcO6devUrTBbcvTsHTc3N0RHR4vib23nzp1QKBR4+umn\n", "TX5Nb7vtNvj4+ODw4cMWGVN+fj7c3d3Ru3dvi5zPWNHR0QCct6NGR+JoGYAMRhBZ2NmzZ+Hn54fI\n", "yEh7D0VLcnIyCgsLAQBXrlwxqv/8+fPncevWLbMyI1SMmUiKjbkBlalTp0KpVGLFihXo06eP0xVU\n", "Sk5Oxo0bN1BfX4+mpiZcuXLF7qmRgYGBGDBgQLvBiL1792LYsGHw8/PT2B4QEIAxY8borRuRkZEB\n", "Pz+/Nv82ZDIZrl+/josXL7Y5ht27d+Ouu+6Cp6dnm/uZqqamBr6+vli/fj1effVVeHt749atW+0e\n", "Fx4ern7vMNf+/fvR2NiIXbt2WTQoOXToUFRXV7dbE2fNmjUYPXo04uLicN9992Hw4MH46KOPzH5+\n", "McnMzERsbCzuuusuAGB2hIhcu3YN165d09repUsXLFmyBLNmzcLOnTtFm0VozkRHLEUsN2zYgIED\n", "B6pbWhqrrKwMo0ePRkNDA95//32LtAfOz89HRESEReormaJnz54IDAx0imCEo03GrcGRMpEZjCCy\n", "sLy8PPTv3190k0xz09ZUqYiWCEY4A1MDKqr08OrqauTk5FjkQ4xYiDk1sr0ilrrqRbSUlJSEPXv2\n", "oKqqSuuxjIwMDB8+vM0PkTKZDEDb66Xr6uqwb98+q9SLUElOTlan4TY0NKC6utqgYFF4eDiKioos\n", "sp74yy+/xLhx4zBy5EiLfjAcPHgwgLaLWBYXFyM1NRVPPPEEgOaCfIsWLcKuXbuQmZlpsbHYU1NT\n", "kzoYERwcDJlMxmCEnbQuULlv3z6MGzcODQ0NWvu2nCiJPYvQ1IlOTEwMTp8+rfP6baW6uhrbt2/H\n", "o48+avLnNNUym4aGBtTW1hp1Y0ef/Px8uy3RAJrfC1V1I5xBSkoKgoOD4ebmJvrJuDWI/T2kJQYj\n", "iCxMFYxwNtnZ2fD390fPnj3tPRSHlpycrJ7QWupDDLUvLi4OJ06cQG1trc7H8/LycOXKFb0tLqdM\n", "mYL6+nrs3LlTY7sgCG0Wr1Tp3bs3AgIC2qwbkZGRgdraWqsFI8wJFoWHh6Ourk5d3d9UWVlZOHDg\n", "gMHdsowRFBSEfv36tRmMWLduHXx8fPDggw+qtz3wwAMICwtzmuyIwsJCVFZWqusXjR07lsEIE+nr\n", "dtGe1gUqR44ciZdeegnjxo1Dnz59cOTIEYMm82LNIjR1ohMTE4P6+nqcOXPGBqPUbfv27aipqcGM\n", "GTNMOt5aQXd7ByOA5roRzpAZATRnRDY0NGDhwoWin4xbk1jfQ1piMILIwsQajDA3bc2cThrUTMyZ\n", "A5Yg5tTIuLg4NDY2Qi6X63x87969cHV11VtsMyIiAtHR0VpLNS5cuIArV660WS8CaL7r1F4Ry9TU\n", "VHTu3Fk9iRQT1c/V3LoRX375JUJCQpCcnGz+oHRoq4hlU1MTvvrqK0yfPh3+/v7q7W5ubpg/fz6+\n", "/fZbp6itoMrwiI2NBdAcjCgsLHSKwnS20la3C0O0LlCZkZGBpUuX4q233kJaWhpiY2Md5q5lW4yd\n", "6BiSIWZt33zzDe68806Ltk4GmjMuTM0cUyqVOHfunCiCEbm5uaivr7frOCxh7969qKysxIwZM+z+\n", "+YPaxmAEkQXV1NTg0qVLogxGAP9LrQwJCQEA9OnTx+C0tdOnT5tVvJI6BrGuU5RKpfDy8tK7VCM9\n", "PR2DBw/WmKS2lpSUhJ9++gmNjY3qbRkZGQDQbjACaL+jxu7du5GQkAAXF+v8azYnWBQWFgbAvGBE\n", "VVUV1q9fj2eeeQbu7u4mn6ctQ4cOhVwu1/gZqezbtw+FhYXqJRotPfXUU+jUqROWL19ulXHZklwu\n", "R2hoKLp37w4A6roR6enp9hyWQ9HV7cLQDDZ9Qefg4GA8//zzGsu5HOGupSUFBgYiPDzc4GBEe5kp\n", "xmaulJeX47fffsMjjzxi8DGt6XsfraqqwlNPPYXr168bfc5Lly6hvr7e7sGI6OhoNDY2GtTRUOy2\n", "b9+OsLAwdQCMxIvBCCILys/PByDedo2q1MpTp05h+PDhGDx4sEF3Y5qampCTk8N6EWYSc+aApYh1\n", "naK7uzsGDx6ss/K5IAjYu3ev3iUaKklJSVAoFDh06JB6W0ZGBiIiItQTv7bIZDLk5ubqLBhZWVmJ\n", "w4cPW6WlZ0umBos6deqEzp07mxWM+Prrr1FTU4NnnnnG5HO0Z+jQoaipqdGZBr5mzRr069cPo0eP\n", "1nrMz88Pc+bMwapVq0yaTIiJXC7XyK5h3QjjWCuDzcPDw4xROQ9Dili2l5liaubK999/D4lEgunT\n", "p5t1DbreRzds2ID9+/djyJAh6uszNFii+uzYt29fs8ZlLmfpqCEIArZv365uNU7ixmAEkQWpqriL\n", "NTNCJTg4GBMnTsSePXsMSissLi5GTU0NgxEWINbMAUsT4x0/fUUsCwoKcPnyZb3FK1WGDRuG7t27\n", "ayzVMKRehEpMTAyampp09qVPT0+HUqm0avFKwLxgUXh4uMnBCEEQ8OWXXyIpKcmqretiY2MhkUi0\n", "lmrcuHEDmzdvxpNPPqn3w+ncuXNRX1+PlStXWm18tqAqXtkS60YYR19tGUN0hKCzOQwJRujKTLnv\n", "vvvafNyQzJUNGzbgT3/6E7p06WLWNeh6H33kkUdw7NgxdOrUCXFxcejfv7/BwZL8/Hy4uLhYfOmI\n", "sYKCgtCzZ0+HL2J57NgxXLp0SeN3hsSLwQgiC8rLy0NgYKBDfOBISEiAQqFoM21chZ00LEesmQMd\n", "QVxcHAoLC1FeXq6xfe/evXBxcdF5x7wlFxcXTJ48WR2MqK+vx/Hjxw1aogEAAwcOhEQi0fk3t3v3\n", "boSFhdnszpgpwaKIiAiTgxGq33lrFK5sqVOnTrjjjju0ghHfffcd6urqMGvWLL3HhoSE4LHHHsPy\n", "5ctRV1dn1XFaS1lZGS5fvqwVjBg3bhzrRhhAEASsXr1aZ3aMMcGEadOmAWj+O3PmoLMpYmJiUFZW\n", "hitXruh8XF9mSkZGBlxdXeHr66teHtdSe5krhYWF+P333/Hoo4+aPPbWWr+P9unTB7///js6deqE\n", "/Px8g4Ml+fn5CAsLE0X2jDMUsUxJSUFQUBDi4+PtPRQyAIMRRBYk1raeuowYMQJeXl5IS0trd9/s\n", "7Gz4+fnhtttus8HIOgYxZg44O1XQoHV2RHp6OmJjYxEQENDuOZKSknD27Fnk5ubixIkTqKurMzgz\n", "ws/PD3379tUbjEhMTBT1e0d4eDgKCwtNOvbLL79E3759rb4MBdBdxHLNmjWYOHFiu92AFi5ciJKS\n", "EmzcuNGaQ7QaVYHW1kVQ77rrLkgkEtaNaENDQwOeffZZLF68GAsXLsTIkSMRGhoKb29vuLm5Yc2a\n", "NQad59q1a3jvvffw2GOPITc3l0HnVmJiYgAYX8QyMDAQ77//PhYvXgw/Pz+jn3fjxo3w8fFBUlKS\n", "0ccao6amBm5ublrb2wqWiKGThopUKnX4zIjt27dj8uTJOn8OJD4MRhBZkFg7aeji5eWFO++806Bg\n", "xOnTpxEZGSnqiRJRe8LCwtCtWzeNYISh9SJUxo8fDy8vL/z444/IyMiAh4eHUd0vdBWxvHLlCk6d\n", "OmX1JRrmCg8PR1FRkdEV48vKyrB582bMmTPHasU5Wxo6dCgyMzPR0NAAAMjJyUFGRgaefPLJdo+N\n", "jIzElClT8NFHH+Hq1asO1+VGLpfD398fffr00djeuXNn1o3QQbWmv6qqClOmTMFXX32Fr776Ch99\n", "9BF+//13ZGVl4ejRo/Dx8cEnn3xi0DnffPNN1NXV4f3332fQWYeIiAj4+fmpu760pm+ZS1RUFF56\n", "6SW88cYb6toGLXl7e+t9rQVBwIYNG5CcnGxMkEM7AAAgAElEQVRSIMPaCgoKRBOMiI6Oxvnz59Ut\n", "yB1NQUEBTp06ZbWOTWR5DEYQWVBeXp5oi1fqkpCQgPT0dPWHdn1UbT2JHJlEItGqG1FYWIiLFy+2\n", "Wy9CxcfHBxMmTMCWLVuwb98+xMbGwtPT0+AxyGQynDhxAoIgqLepAoKOEIyor6/Xm16tz5o1ayCR\n", "SDB79mzrDKyVoUOHoq6uDqdPnwYAfPXVV+jcuTOmTJli0PFPPfUUTp8+jTvuuMOkto72lJmZiUGD\n", "BukM+rBuxP+0LIA4cOBAhISE4ODBg/j11181fk+Dg4MRFRWFf/3rX1i1ahWOHDnS5nlPnjyJL774\n", "Am+++SZCQ0OtfBWOycXFRf0+qI9qmUuXLl10LnNpXXspJCQE58+fx65du3Se7+TJk8jOzjari4ah\n", "9AVTgoKCdAZLBEEQXWYEAPX7p6PZvn07PD098ac//cneQyEDMRhBZCGVlZUoLS11mMwIoHnyU11d\n", "jWPHjundRxAEBiPIacTFxeHw4cPqu/vp6emQSCQGry0tKytDdnY2MjIysHXrVhQXFxs1UZXJZLh6\n", "9SpKS0vV21JTUxEdHW1QRw57Un3ANqZuhFKpxMqVK/HQQw/Z7A6xajJ+9OhRNDQ04L///S9mzpxp\n", "cNDo/fffBwBUVFQY3dbR3lp30mhp7NixrBvxf1oWQCwtLUVNTQ369eunNyA4Z84cxMTEYM6cOVAq\n", "lTr3EQQBc+fORf/+/fGXv/zFmsN3eG0VsaysrMQHH3yARx99FGfOnNG5zKV17aULFy5g4sSJePDB\n", "B3UWCP7mm28QHBxsswlq62BJQEAAFAoFKioqtPa9cuUKampq7N5JQ2XAgAFwcXFx2LoRKSkpmDBh\n", "gigzYEg3BiOILCQvLw+A+DtptDRkyBD4+/u3uVTj4sWLqK6uxsCBA204MiLrGD58OG7cuKH+e927\n", "dy8GDRqEwMBAg45PTk5GQUEBgOaWtyUlJUZNVFU9z1UfxAVBwO7du21SS8FcYWFhAIwLRvz22284\n", "f/48nn/+eSuNSpuvry+ioqJw9OhR/PrrrygtLTVoiQZgvbaOtlBdXY28vDyt4pUqrBvRTN/PuLS0\n", "VO/P2M3NDV988QWOHTuGVatW6dxn06ZN2LdvH5YvXy6KQoRiNmjQIL1tjpcsWYKqqiq8++677S5z\n", "UT3u5uaGb7/9Fr1798bkyZM1AsRNTU3YuHEjpk+fDnd3d6tcT2utgyWnTp1CfX09nnvuOY2sOOB/\n", "bT3Fkhnh7e2N/v37O2Qwory8HAcPHmQXDQfDYASRhThiMMLNzQ1jxoxpMxjBThrkTIYNGwbgf0Us\n", "09PTDa4XYYmJakREBHx9fdV1IwoKClBcXCz6JRoA4O/vj+DgYIODEQqFAsuWLUNsbCyGDx9u3cG1\n", "MnToUGRkZGDFihWIjY1VF81zZidPnoQgCHqDEaq6EXv27LHxyJzDyJEj8dRTT+G1117Tyoaqrq7G\n", "Sy+9hPvuuw8TJ0600wgdR0xMDJRKpdZSgMLCQnzyySdYtGiR0S2AO3XqhB07dqCmpgbJycm4desW\n", "FAoFfvrpJ1y4cMGiXTQMpQqW9OrVCytWrMD333+Pr7/+WmMfVTCidZ0Xe4qOjnbIIpY7duyAIAgG\n", "L8kjcWAwgshC8vLy0KVLF4PvsIpFQkICDh48qPMOBdC8btDb21t9V5TIkQUGBmLAgAH4448/cP78\n", "eRQVFRlcL8ISXFxcIJVK1cGI1NRUuLq64q677rLZGMwRHh7ebjBCtR4/KioKu3btQmVlpVY7VWsq\n", "KytDeno6Tpw4gZ9//hnXr183eCmNvvXexrR1tBe5XA53d/c2A8esG9H8M+7SpYvWdkN+xu+99x5c\n", "XFzw8ssva2xfsmQJrl69io8//tiiY3VW0dHRkEgkWks1Xn75ZXTp0kXr9TVUWFgYtm/fjuPHj6NX\n", "r16QSqV4+OGH4eHhYfdlENOnT8fMmTPx4osvaiyVys/PR69eveDt7W3H0WlStfdsncUhdtu3b8fI\n", "kSNFv+SRNDEYQWQhjtRJo6WEhATcunVLZ99uoDkzIjIy0iZV8IlsQVXE0th6EZaaqLbsqLF7927E\n", "xcWhU6dOBh9vTxEREe0GI1Tr8VUBgIKCApvWXEhOTtZoQVpYWGjU87dc7+3p6Ql3d3esX7/eGkO1\n", "KLlcjoEDB7a5RGDs2LE4f/68UUttnFFgYCC8vb3Va/pbF0jUp0uXLnj33Xexbt06HDhwAAqFAkeO\n", "HMHSpUvx8ssvi+rutpj5+vqif//+GsGI/fv3Y/PmzViyZAl8fX1NPndcXBzCwsKgUChQUlKCmpoa\n", "1NfXq4ti2tNnn32GwMBAzJo1S117REydNFSkUimuXr3qMIV7geaWqjt37mQXDQfE2QWRhThaJw0V\n", "qVSK4OBgvUs1WLySnE1cXBwyMzOxfft2yGQydO7c2eBjWxcmM3QS05JMJkNOTg5u3bqFtLQ0h1ii\n", "oRIeHq4x0W/N3jUXLPH8Ldd7Hzp0SF0vQOwyMzP1LtFQYd0IYNeuXdi/fz82btyoXtPfukBiW55+\n", "+mnExsZi4sSJkEql6mCmoXVJqFnLIpZNTU2YP38+hgwZgscee8ys86patbYmhrovAQEB+O9//4v9\n", "+/dj6dKlUCgUOHPmjN2zNlpTtU51pLoRu3btQm1tLetFOCAGI4gs5OzZsw6ZGeHi4oJx48Zh9+7d\n", "Wo+pOmmweCU5i7KyMqxYsQJKpRLbtm1DaWmpUXd/WhcmM2YSoyKTydDQ0IBNmzahoqLCIYpXqoSH\n", "h6OoqEjdjcSZBQcHIzY2Fm+++SaWLVsm6g/mDQ0NyMrKajcY0blzZ8TExHTYpRpNTU149dVXMWrU\n", "KCQlJbVbIFEXFxcXKJVK1NTUoKSkBHV1daivr7dLTQJHFhMTg8zMTAiCgPXr1+PYsWP45JNPnD4L\n", "c8yYMZgzZw5eeeUVREZG4uTJk9i1a5eoshD69u0LLy8vUb/ntZaSkoLIyEiHvCnY0Tn3XzyRjVRU\n", "VKCiosIhgxFAc4vPw4cPa91NuHz5Mm7cuMHMCHIaycnJ6iUSQHNbNVOWEJgyiVFR9XH/8MMP4ePj\n", "gxEjRph0HnsIDw9HQ0MDSkpKdD5u75oL1nj+BQsWoH///pgzZ45ogzA5OTmor6/X29azpY5cN+L7\n", "77/H8ePH8d5770EikZh0DoVCobMGihjuvDuSmJgY3LhxA4cOHcJrr72GBx54wOAlc22x93uQIY4f\n", "Pw6gufuDIAgoLi4WVftgV1dXREVFOUwRy8bGRvz444/MinBQDEYQWYAjdtJoKSEhAY2NjThw4IDG\n", "dnbSIGdi7yUEQHNmxqRJk+Di4oLTp0/Dw8MD169ft8lzW4LqQ35bNQdef/11AM134U1dymIOSyyl\n", "acnDwwNffPEFDh48iHXr1llwpJYjl8sBwKCuIR21bkRDQwPeeOMN3HvvvRaZ9JLpysrK8NZbbwFo\n", "/n0sKSkxuWilLpZ+D7AkhUKhUcBSRWzBLFURS0fw+++/Q6FQsF6Eg2IwgsgCVMEIsRUhMlT//v3R\n", "s2dPrboR2dnZ8PLyQkREhJ1GRuRcVMUdVXfYr1+/Lqo7Yu1RddVpayK7fv169O/fH2fOnDF5KYs5\n", "LLGUprVx48Zh5syZWLRokagmDCqZmZno16+fQYVQ4+PjDaoboVAoRHmtpvr3v/+NgoICLFmyxKzz\n", "OMKdd7FLTk7GsWPHADQHiQRBwLx58yx2fmu8B3Q0UqkUp0+fFm02WEspKSkIDQ1Vt+4mx8JgBJEF\n", "5OXlITQ0FP7+/vYeikkkEgkSEhJ0BiMGDBgAV1dXO42MyHLsPYkQQ2aGufz8/NClSxe9wYiLFy9i\n", "8+bNmDt3Lrp27WrXyZk5S2l0+fDDD9HY2IjFixdb7JyWIpfLDVqiAbRfN0LVmlUqlUIqlWLUqFGi\n", "Ws9uips3b+Ltt9/Go48+CplMZvb5xHznXexs+T5o6fcAS7D3/yFDRUdHo6amps2CxYD9g5ZXr17F\n", "1q1bkZSU5PT1RpwVf2pEFuCobT1bSkhIgFwuR0VFhXobO2mQs+Ekwnzh4eF6gxFffvklfHx88Pjj\n", "j9t2UDYQEhKCd955B6tXr9bbCtkeBEEwqJNGS2PHjsXu3bt1TiJU2TslJSUoKSnBoUOHTMresfck\n", "paVly5ZBoVDg7bfftsj5eOedzOEI/4dUtY301Y2wd9BS9fxRUVEoKirCvn37HD5o2lExGEFkAY7a\n", "SaOlcePGQRAEdequIAg4ffo0gxHkVOw5iXCUO2LtiYiI0Hm3rLa2FitXrsQTTzxh0HIBR/Tcc89h\n", "yJAhmDNnDkpLS0Ux2T5//jxu3LhhcDCirKwMv/zyCy5cuICoqCiNSYQl7lrbe5LSmkKhwAcffIA5\n", "c+ZYfMmhGO+8i52zvA+awxGCWaGhoQgKCtJbN8JSQUtTqZ5fVUw2JyfHoZY80v8wGEFkJkEQnCIz\n", "IiwsDH379lUv1SgtLcW1a9cYjCCnZK9JhCPcEWuPvsyIb7/9FhUVFZg7d67tB2Ujrq6ueOedd5CZ\n", "mYnbb79dFJNtVfFKQ5dpJCcnIzc3F0Bz4EA1iSgoKMCaNWtw7do1s8Zj70mKiiozY8mSJWhqalIX\n", "ViX7c4b3QUsQczBLIpFAKpXi6NGjWoFIhUKBc+fOaR1jqyWHzrDkkf7Hzd4DIHJ05eXlqKysdPhg\n", "BNDc4lMVjGAnDSLLU90RU31gEusH0baEh4ejuLgYSqVSXU9GEAQsX74ckyZNcthCvob6xz/+AQCo\n", "rKxEZWUlSkpKMHXqVBw8eNAu45HL5ejevTtCQ0Pb3Vffh/g//vgD/fr1g5ubG7y9vXHr1i2Nxw29\n", "a93eJMEWv+9lZWVITk7G+fPnoVQqUV5ejoULF4ruznNH5gzvg86urKwMubm5UCgUkEqlCA8Px5Yt\n", "WyCXy/Hpp5+itLRU6xhBEOwwUnJ0zIwgMpOjt/VsKSEhAdnZ2bhy5Qqys7Ph4eGBvn372ntYRE5H\n", "zHfE2hMeHo6GhgaUlJSot+3fvx8nTpzAX//6VzuOzPrEeEdOLpcbVS9CF09PT6xfvx4KhQL5+fkY\n", "NWoUunfvDgCIjIx0qLvWLTMzysrKIAgC9u/fb+9hkQ6O/D7o7JKTk1FaWorGxkZ1hlN4eDjuvfde\n", "lJWVoU+fPlrH3LhxQ2eQwtK41Me5MBhBZCZHb+vZ0tixYwEAaWlpOH36NO644w64uTGBioj+R/Uh\n", "sOWkfPny5YiMjMT48ePtM6gOLDMz0+AlGvo+xA8aNAgzZ85Ep06d1HetT506BX9/f8ycOdPgrAJ7\n", "TxL0BYuKi4uZvk1kIH1/R66urti5cyeOHTuGQ4cOaSy1iY2NRe/evTFs2DBs2LBB41zW+NtLSUlR\n", "B0Q68lIfZ8BZBpGZ8vLy0Lt3b3h7e9t7KGbr3r07oqOjkZaWhry8PC7RICItYWFhAJqDEaNHj0ZR\n", "URFSUlLw2WefQSKR2Hl01qWabLfMCgHsd0euvLwcly5dMiozIiUlBVOnTlUXIY2IiND5Ib5Lly4Y\n", "NGiQ3gJ27Z3/8OHDaGxsREhICCcJRE4gMDAQgwcPhkQi0bnU5ubNm5gzZw5mzpyJ3377DWfPnkVx\n", "cTGA5iB2SkqKxZZLdevWDYmJifD29kZ6ejozIhwYgxFEZnKGThotJSQkICUlBdXV1UhMTLT3cIhI\n", "ZHx9fdG1a1f1nbMvvvgC/v7+mDVrln0HZiMtJ/Pl5eUICgqy22RbVbzSmGCEMev1pVIp9u7da9SY\n", "unXrhrS0NPj6+sLPzw8BAQE271gjlmARkSMy5u+o5fe+vr5Yt24d4uPj8eyzz2rUkLBGbZ3jx49j\n", "2LBh/Nt2cFymQWQmZ+ikoVJWVobffvsNxcXFqKiowIYNG9i3mYi0RERE4Pz587h58yZWr16Np59+\n", "Gr6+vvYelk20bMv30ksvoba2Fv7+/nYZS2ZmJvz8/Eyq7WPIen2ZTIbc3FzU1dUZde7s7GwolUr8\n", "+c9/Rm5uLi5cuGD0+Ey1bds2+Pv7w83NjenbRCYyteOJRCLB/fffjy5dumg9ZsnaOg0NDcjKysLg\n", "wYMtcj6yHwYjiMwgCALy8/OdJhjRsuUb0Jz1wb7NRNRaeHg4CgsLsWHDBty4cQMvvviivYdkc8HB\n", "wXjiiSdQXV2Nn376yS5jkMvliImJgYuLdT7OSaVSKJVK5OTkGHVcZmYmJBIJ/vrXv0IikSA1NdUq\n", "49Pl6NGjqKqqwvr165GVlYWDBw+ykwaRkVoGXU35O7J2vbHs7GzU19ebXbyX7I/BCCIzlJSU4ObN\n", "m7j99tvtPRSzibFKPBGJU3h4OPLz8/Hxxx8jKSlJZ9HCjuD222/H4MGD8e2339rl+S3RSaMt0dHR\n", "AGB03YgTJ06gX79+uO222zBkyBDs2rXLGsPTolQqsXjxYtx111146KGHmL5NZCZTOp7YopCtXC6H\n", "RCJBTEyMRc5H9sNgBJEZnKmtJxGRIcrKyrB582YUFxcjNzcXZ8+e7dDLuWbMmIGffvoJlZWVNn1e\n", "1etvzWBEp06dEB4ejpMnTxp1XMsOHxMmTEBqaiqampqsMUQNGzduRFZWFt5//32nL6ZKJGaqZR6d\n", "OnUCAIwcOdKiy6WOHz+O/v37222JHFkOgxFEZsjLy4OLi4vOfsuOxt4t2YjIMSQnJ+PcuXPq77Oz\n", "szv0cq7p06fj1q1b2L59u02er6ysDKNGjVKvlV6+fLlVg0EymcyozAhBEJCZmam+Yzl+/HiUl5cb\n", "nV1hrLq6Ovztb39DcnIyRowYYdXnIqK2qZZ5bN68GQDw8ccfW3S5lFwuZ70IJ8FgBJEZzp49i7Cw\n", "MHh4eNh7KBZhasEiIuoYuJxL22233YY777zT6KUaCoXCpNcsOTkZhw4dUh978uRJqwaDpFKpUZkR\n", "xcXFuHHjhjozYtSoUfD29rZ63YiVK1eiuLgYS5YsserzEJHhxo4dCx8fHxw4cMBi52xqakJmZibr\n", "RTgJBiOIzOBMnTQA8wsWERF1RA8//DB27txpUHBBldkglUohlUoxatQogzMb7BEMkslkKCkpwdWr\n", "Vw3aPzMzEwDUwQgvLy/Ex8dbtW5EVVUV/vWvf2H27NmIjIy02vMQkXHc3d0xYsQI7N+/32LnzM/P\n", "R3V1NTMjnASDEURmyMvLc4rila2ZUrCIiJwfl3Pp9uCDD6KpqQlbt25td19VZkNJSQlKSkpw6NAh\n", "US9zkUqlAAwvYpmZmYng4GD06NFDvW3ChAnYt2+f0S1CDbV06VJUVlbirbfessr5ich08fHxOHDg\n", "gMXqxhw/fhwAmBnhJBiMIDJRU1MTCgoKnCozgoioPVzOpa179+5ISEjAxo0b29zP3MyG4OBgdO3a\n", "VWu7NYNB/fv3h6enp8FLNU6cOIFBgwZpFJAcP348amtr8fvvv1t8fGVlZVi6dClefPFF9O7d2+Ln\n", "JyLzxMfHo6KiAmfOnLHI+eRyOW677bYOHQB3JtZtAkvkxC5evIhbt24xGEFEHYpqOZdq8swPhM0e\n", "fvhhPPPMMygpKUFoaKhVnqOqqgrV1dXw8fFBQEAAgOZAhDWDQW5uboiKijIqM+L+++/X2CaTydC1\n", "a1ekpqZi3LhxFhmX6vfvnXfegYuLCxYvXmyR8xKRZcXFxcHV1RX79+9HVFSU2ec7fvw4syKcCDMj\n", "iEzEtp5E1JFxOZem+++/H25ubvj+++/17hMcHKzz7n1AQEC7r6UgCHj++edRVlYGuVxu09o+MpnM\n", "oMyIGzduoLCwUF0vQsXFxQWJiYkWKWLZsuZGVFQUPv30U7zwwgv8XSQSKT8/PwwePNgidSMEQWAn\n", "DSfDYASRic6ePQs3Nzed66eJiKhjCQoKwt13391mVw1BENCrVy+4uLigW7duCA0NRefOnXHu3Dns\n", "3r27zfOvW7cOX3/9NVauXInbb7/dpsEgqVSK06dPQ6lUtrmfKmChauvZ0vjx43H06FFcu3bNrLG0\n", "rLmhKvyZlpZm1jmJyLpUdSPMdeHCBSgUCmZGOBEGI4hMlJeXh4iICLi5cbUTERE1L9U4dOiQzroQ\n", "ALBmzRps3boVX3/9NbKzs5GVlYXLly9j3LhxSEpK0vthPTs7Gy+88AKeeuopPPLII1a8At1kMhlq\n", "ampw7ty5NvfLzMyEh4cHBgwYoPXYhAkT0NTUhD179pg8Dn01N4qLiztsa1kiRzB69GgUFRXhwoUL\n", "Zp1HLpcDYPFKZ8JgBJGJnLWTBhERmSYpKQne3t7YtGmT1mOnTp3C3Llz8fTTT2PGjBnqzAZPT09s\n", "3boVw4cPx6RJk3DkyBGN42pqavDQQw8hPDwcn376qa0uRYNMJgPQfkeNzMxMREdHw93dXeux2267\n", "Df3797dqi08iEqfRo0cDgNlLNY4fP46uXbuiZ8+elhgWiQCDEUQmysvLY70IIiJS8/Pzw5QpU7SW\n", "aty8eRPTp09H3759sXz5cq3jfHx88MMPPyA6OhoTJ07EyZMnoVAooFAoMG/ePBQUFOC7776Dj4+P\n", "rS5FQ/fu3dG1a9d260ZkZmbqXKKhMmHCBLPqRrC1LJFj6tq1KwYMGGD2Ug25XI7Y2FiNbj3k2BiM\n", "IDJBY2Mjzp07x2AEERFpePjhh5GZmanRxu6FF15AUVFRmwEFf39//Pzzz+jVqxeGDBmCyMhI9OvX\n", "D6tXr8Y777yDgQMH2uoSdJLJZG1mRjQ0NOD06dNaxStbGj9+PPLz8/UuYzFESkoKoqOjATQHJ9ha\n", "lsgxjB492iKZESxe6VwYjCAyQXFxMRoaGhiMICIiDffccw/8/f2xZs0aKBQKrFu3DuvWrcOXX36J\n", "yMjINo8NDAyEl5cXGhsbUV5ejuvXrwNAmx06bEUqlbaZGZGbm4u6uro2gxHjxo2Di4uLWdkR3bp1\n", "Q3x8PHr06IGcnBybdBMhIvPFx8fj1KlTqKioMOn4srIyXLp0ifUinAyDEUQmOHr0KAC29SQiIk2V\n", "lZXw8vLCxx9/jMjISDzxxBN46KGHMGvWrHaPVSgUuHjxotb28+fP271Ao0wmQ0FBAW7evKnz8czM\n", "TPV++gQGBmLYsGFm1Y1oaGjAd999h5kzZ6Jr164mn4eIbCs+Ph4A8Pvvv5t0vKp4JTMjnAuDEURG\n", "UPU3f+aZZwAAjzzyiLq1GBERUXJyMsrLy6FUKlFeXg5BEMxaliAWUqkUgiDg9OnTOh8/ceIEwsPD\n", "ERgY2OZ5JkyYgN27d6OpqcmkcezatQsKhcIuXUWIyHTh4eHo0aOHyUs15HI5/P390adPHwuPjOyJ\n", "wQgiI6j6m1dWVgIADh06hKlTp9p5VEREJAbmtp4Uc4HGqKgouLi46K0bkZmZ2eYSDZXx48dDoVCo\n", "MymMtXHjRkRGRraZgUFE4iORSBAfH29yMOL48eOIjY2Fiwunr86EP00iA+n7kFlYWGj39FkiInIO\n", "KSkpGDVqFEJDQxEaGiqaAo0+Pj7o16+fzroRgiC020lDZeTIkfDx8TGpbkRNTQ22bduGRx55hNX0\n", "iRxQfHw8jh49itraWqOPVXXSIOfCYAQRERGRBVgis6Fbt244ePAgsrKykJWVJaoCjfo6apSUlODq\n", "1asGZUZ4eHhgzJgxJgUjduzYgZs3b+Lhhx82+lgisr/Ro0ejoaEBhw8fNuq4GzduID8/n/UinBCD\n", "EUQGEnP6LBERiYOlMhuCg4NF979F1VFDEASN7aolF4YEI4DmuhH79u3DpUuXjHr+b775BsOHD0e/\n", "fv2MOo6IxCE6OhoBAQFGL9U4ceIEADAzwgm52XsARI4kJSUFU6dORWFhIYDmQIQY0meJiEgcVJkN\n", "quV7YgsomEMmk0GhUODKlSsIDQ1Vb8/MzERAQADCwsLaPUdZWRnWrVuHuro6yGQy3HHHHUhJSWk3\n", "++PatWv4+eef8cEHH5h9HURkH66urrjzzjtx4MABo447fvw4vLy82m2PTI6HwQgiIzjzh0wiIrIc\n", "Z/z/IJVKAQAnT57UCEacOHECMTExBtVxSE5OVt/lrKioUBeCPnjwYJvHbd26FY2NjXjooYfMuAIi\n", "srfRo0fj3XffhVKphKurq0HHyOVySKVSuLlx6upsuEyDyARiTJ8lIiKypoiICPj6+mrVjTC0k4Y5\n", "haC/+eYbjBs3TiMIQkSOJz4+HlVVVeqgpCGOHz/OehFOisEIIiIiImqXi4sLoqOjNTpqVFdXIy8v\n", "z+B6EaYoKSnBnj178Mgjj1jtOYjINoYNGwZPT0+Dl2rU1tYiJyeH9SKcFIMRRERERGSQ1h01srKy\n", "IAiCQW099RWC7tq1a5vZhps2bYK7uzvuv/9+k8ZMROLh6emJYcOGGVzEMisrC0qlkpkRTorBCCIi\n", "IiIyiFQqRXZ2NhoaGgA014twc3NDVFSUQce37DYSEhICPz8/lJaW4uLFi3qP+eabb3DPPfcgKCjI\n", "ItdARPYVHx+P/fv3a3Xm0UUul8PV1VVds4acC4MRRERERGQQmUyG+vp65OXlAWiuFxEZGQkvLy+D\n", "jlcVgs7KysKpU6eQl5cHT09PTJkyBdXV1Vr75+fn48iRI1yiQeRE4uPjUVpaioKCgnb3lcvliIqK\n", "Mvg9hhwLgxFEREREZJCWHTWA5mCEIUs0WlMVgg4JCcFPP/2EgoICzJgxA0qlUmO/jRs3ws/PD5Mn\n", "TzZ/8EQkCiNHjoREIjFoqcbx48dZL8KJMRhBRERERAbp3LkzevbsqV7HnZWVZXbxyujoaHz//ff4\n", "5ZdfsHDhQvV2QRDwzTffIDk5GT4+PuYOnYhEIjAwEDKZDLt27Wqzk05DQwNOnjzJYIQTYzCCiIiI\n", "iAwmlUpx8uRJ5Ofno6amxiKdNCZOnIj/9//+H5YvX47PP/8cCoUC6enpOHPmDGbMmGGBURORWJSV\n", "laG0tBTfffcdpFIpRo0ahbKyMq39zpw5g7q6OhavdGKiCkbMnj0bYWFhiI2N1fiSSqVwcXFBSkoK\n", "AODXX3/FAw88gAEDBkAmk2HgwIGYP6495nsAACAASURBVH8+ysvLdZ53zZo1iImJQUxMDAYOHIgP\n", "P/zQoIIpRERERKRJ1VEjMzMTAExapqHLnDlz8Oc//xkvvvgibr/9dkyePBlubm4WOz8RiUNycjKu\n", "XLkCpVKJkpISHDp0CFOnTtXaT7WMw5qtg8m+RBWMkEgk+Oc//wm5XK7x9dZbbyE4OBiTJk3ClStX\n", "MGnSJERFRSEnJwcnT57Ezz//jB07diAuLg5VVVUa5/z888/x4osvYs2aNThx4gR27NiBpUuX4tVX\n", "X7XTVRIRERE5LqlUiqKiIuzbtw89e/ZEly5dLHZuVdvQiooK3Lx5E42NjZg+fbrFzk9E9qVQKHD+\n", "/Hmt7bm5uSgqKgLQnDkxatQovPzyy3B1dcXdd9+tM3OCHJ+oghHPPvss4uPjtbavXLkSs2fPhoeH\n", "B4Dm9Ypvv/02JBIJACAsLAyvvPIKzp8/j82bN6uPq6qqwmuvvYYnnngCQ4YMAQBERERg/vz5+Pjj\n", "j1FYWGiDqyIiIiJyHjKZDACwadMmi96x1DdJKSwsbHNdORE5PoVCgYiICMTExEAqleLQoUO4efMm\n", "lEql3swJcnyiCkaMGDECERERGtsKCgqQlpaG5557DgAQEhKCK1euaB3bs2dPAMD169fV23799VdU\n", "VVUhMTFRY9+EhAQolUps2bLF0pdARERE5NQGDBgAV1dXKBQKLqEgIqMEBwcjPDxca/ugQYOwatUq\n", "yGQyVFRUaD3OoKRzElUwQpfVq1cjMTERffv2VW9zc3PT2i83NxcAMG7cOPU21VrGlse2/F7VloqI\n", "iIiI2ldWVoaxY8eqs1M3b95ssfRpfZOUiIgIBAcHW+Q5iMj+UlJSMGrUKISGhiI0NBSjRo3Cb7/9\n", "hqeffhrLli1D165d7T1EshHtWb2INDQ0YO3atVixYkW7+61evRqPPfaYRrqgqqBlp06dNPZXfa+v\n", "4CURERERaUtOTsahQ4fU3589exZTp07FwYMHLXL+lJQUTJ06Vb2UNiIiAtu2bbPIuYlIHLp164aD\n", "Bw+qMx1aBhtVQcmSkhKNYxiUdE6iDkZs27YN7u7uSEpKanO/119/HT4+Pvjiiy9sNDIiIiKijqW9\n", "mg6WmCi0NUkhIuei7++bQcmOQ9TBiJUrV+KZZ56Bi4v+1SQfffQRUlNTsXv3bvj6+mo8pqruXFlZ\n", "qbFd9X17KUDz5s1DYGCgxrYZM2aw3zURERGRFTEIQdRxMShpexs3bsTGjRs1trWsxWgtog1G5OXl\n", "4cCBA/j666/17rNkyRL8+OOP2LNnDwICArQej42NBQCcO3dOo8DSuXPnALTfF3vZsmUYPHiwKcMn\n", "IiIicipMnyYiW+L7iu3ouuF+/PhxdUdKaxFtActVq1ZhypQpCA0N1fn466+/jp07dyI1NVUdiNix\n", "Ywfefvtt9T733HMP/P39kZqaqnHs7t274erqimnTplnvAoiIiIicjK7Cc0yfJiIiU4gyM6K+vh7r\n", "1q3TShVRmTdvHtavX4/33ntP4x/g/v37UV9fr/7ez88P7777LhYtWoSnnnoKgwcPRmFhIZYtW4YF\n", "CxborNhMRERERLoxfZqIiCxFlMGILVu2ICgoCImJiVqPnTx5Ep9++ikkEgmeffZZjcckEgkef/xx\n", "jW3PP/88vL29MXv2bEgkEjQ0NGDBggVYtGiRVa+BiIiIyFkxCEFEROaSCIIg2HsQYqNaH3Ps2DHW\n", "jCAiIiIiIqIOxRZzYtHWjCAiIiIiIiIi58RgBBERERERERHZFIMRRERERERERGRTDEYQERERERER\n", "kU0xGEFERERERERENsVgBBERERERERHZFIMRRERERERERGRTDEYQERERERERkU0xGEFERERERERE\n", "NsVgBBERERERERHZFIMRRERERERERGRTDEYQERERERERkU0xGEFERERERERENsVgBBERERERERHZ\n", "FIMRRERERERERGRTDEYQERERERERkU0xGEFERERERERENsVgBBERERERERHZFIMRRERERERERGRT\n", "DEYQERERERERkU0xGEFERERERERENsVgBBERERERERHZFIMRRERERERERGRTDEYQERERERERkU0x\n", "GEFERERERERENsVgBBERERERERHZFIMRRERERERERGRTDEYQERERERERkU0xGEFERERERERENsVg\n", "BBERERERERHZFIMRRERERERERGRTDEYQERERERERkU0xGEFERERERERENsVgBBERERERERHZFIMR\n", "RERERERERGRTDEYQERERERERkU0xGEFERERERERENsVgBBERERERERHZFIMRRERERERERGRTDEYQ\n", "ERERERERkU0xGEFERERERERENsVgBBERERERERHZFIMRRERERERERGRTDEYQERERERERkU0xGEFE\n", "RERERERENsVgBBERERERERHZFIMRRERERERERGRTDEYQERERERERkU0xGEFERERERERENsVgBBER\n", "ERERERHZFIMRRERERERERGRTDEYQERERERERkU0xGEFERERERERENsVgBBERERERERHZFIMRRERE\n", "RERERGRTDEYQERERERERkU0xGEFERERERERENsVgBBERERERERHZFIMRRERERERERGRTDEYQERER\n", "ERERkU0xGEFERERERERENsVgBBERERERERHZFIMRRERERERERGRTDEYQERERERERkU2JKhgxe/Zs\n", "hIWFITY2VuNLKpXCxcUFKSkp6n1zcnIwadIkREZG4o477sCMGTNw+fJlnedds2YNYmJiEBMTg4ED\n", "B+LDDz+EIAi2uiwiIiIiIiIiakFUwQiJRIJ//vOfkMvlGl9vvfUWgoODMWnSJABAcXEx4uPjIZPJ\n", "kJOTg+zsbEgkEowZMwZVVVUa5/z888/x4osvYs2aNThx4gR27NiBpUuX4tVXX7XHJTqMjRs32nsI\n", "dtfRXwNef8e+foCvQUe/foCvAa+/Y18/wNeA19+xrx/ga9DRr9/aRBWMePbZZxEfH6+1feXKlZg9\n", "ezY8PDwAAH//+98hCALefvttAICrqyuWLl2KwsJCLFu2TH1cVVUVXnvtNTzxxBMYMmQIACAiIgLz\n", "58/Hxx9/jMLCQhtclWPiHx5fA15/x75+gK9BR79+gK8Br79jXz/A14DX37GvH+Br0NGv39pEFYwY\n", "MWIEIiIiNLYVFBQgLS0Nzz33HABAqVRiy5YtuPPOO9XBCQAIDQ3FgAEDsGnTJvW2X3/9FVVVVUhM\n", "TNQ4Z0JCgvo8RERERERERGRbogpG6LJ69WokJiaib9++AIBz586hurpa/X1Lffr0wZkzZ9DQ0AAA\n", "yMzMBACtfVXfnzx50ppDJyIiIiIiIiIdRB2MaGhowNq1azFnzhz1tvLycgBAp06dtPbv1KkTmpqa\n", "UFFR0ea+qu9VjxMRERERERGR7bjZewBt2bZtG9zd3ZGUlGSX58/JybHL84rB9evXcfz4cXsPw646\n", "+mvA6+/Y1w/wNejo1w/wNeD1d+zrB/ga8Po79vUDfA068vXbZC4siFhCQoLwj3/8Q2Nbbm6uIJFI\n", "hHnz5mntP2XKFMHNzU2or68XBEEQFi9eLEgkEiEzM1NjP4VCIUgkEuGxxx7T+byXL18WevToIQDg\n", "F7/4xS9+8Ytf/OIXv/jFL37xq8N99ejRQ7h8+bKFZvfaRJsZkZeXhwMHDuDrr7/W2N63b1/4+/vj\n", "3LlzWsecO3cOAwYMgLu7OwAgNjZWvT0mJkZjPwAa21oKDQ3F0aNHUVJSYpFrISIiIiIiInIkoaGh\n", "CA0Ntdr5RRuMWLVqFaZMmaJ18a6urrj//vvxww8/oL6+Xt1Ro6SkBGfOnMHf//539b733HMP/P39\n", "kZqaiqlTp6q37969G66urpg2bZre57f2C09ERERERETUUYmygGV9fT3WrVunUbiypX/84x9wcXHB\n", "m2++CQBobGzESy+9hD59+mD+/Pnq/fz8/PDuu+9i7dq16rU+hYWFWLZsGRYsWIDw8HCrXwsRERER\n", "ERERaRJlZsSWLVsQFBSExMREnY/fdttt2LdvHxYuXIjIyEg0NTVh8ODB2Lt3L/z8/DT2ff755+Ht\n", "7Y3Zs2dDIpGgoaEBCxYswKJFi2xxKURERPT/27v3uKjq9A/gn3OYgRAE5KJMIgyC3GYZUBA1lgKM\n", "VCxv29010VKzLddLiJfKSy9NTbd110ClsILa1bKlwDJD02LNvAGK5iW5WDqlJIrKVXh+f7hzfo4D\n", "OOBcnPF5v16+XvKc75zzfM85PPM9X+acYYwxxhi7iUBEZOkkGGOMMcYYY4wxdve4I2/TYMwcLl68\n", "iLFjx0IURZw+fdrS6dzxiAj33Xcf7y8btW7dOoiiiEWLFlk6FYu42/vPbo1rIGPMmplq3HvkyBHI\n", "5XIkJCQYbZ2mYug+2L17N/r06WMVfeqIO/HahycjblBfX485c+YgJCQEERER6N+/P/Ly8iydltkU\n", "Fxdj5MiRCAsLg1qthlqtxooVK9Dc3Gzp1Ixu27ZtiI6ORmlpKQRBaLNdfX09Xn/9dURHR6Nfv35Q\n", "KpWIj49HQUGBGbM1vrKyMsyZMwdqtRrh4eEIDQ1FcnIyCgsL23xNdnY29uzZ0+7+shanT5/GvHnz\n", "EBMTg6ioKKhUKkRGRuKf//ynTrutW7fi0UcfRUhICNRqNVQqFWbMmIHz589bKHPTqK6uxvz58wGg\n", "1eP7448/Ijk5GaGhoQgODsZTTz2Fs2fPmjtNk7lV/zMzMxEVFSWdA0lJSdi1a5e50zSqiooKODs7\n", "o2/fvnr//vvf/+q0tdU6CFz/HX/wwQcRHR2NoKAgqFQq6Vy4mS3VQABISUmBn5+f3vEPDw+HKIrI\n", "zc0FYNt10NBxj63WQEP7b4s1UGvPnj0YOnQoAgICEBAQgNjY2DZrmzXXQkPHvZ0516dNm4bm5uY7\n", "vjYasg8aGxsxd+5cPPfcc6iqqmqz3cWLF7F69WoMGjQIKpUKKpUKAwYMwAcffGDKLtwWQ/rf0Xqf\n", "lZWFiIgIREREQKVS4c0330SHb7ow2ZeGWqFHH32UwsLC6Pfffyciory8PJLJZJSfn2/hzEyvsrKS\n", "3NzcaOzYsdTU1ERERHv37iVHR0eaOXOmhbMzvvj4eCotLaUFCxaQIAhUWVmp16axsZHi4+Np3Lhx\n", "VFtbS0RENTU1FBUVRUuWLDF3ykY1ZMgQioqKIo1GQ0RETU1NNHXqVBJFkT777DO99jU1NeTj40Mj\n", "Roxoc39Zkw0bNpCzszPt2bNHin322WdkZ2cnHVuNRkOCINCrr75KLS0tRERUUVFBgYGB5O/vTzU1\n", "NRbJ3RT+8pe/0KhRo0gQBFq0aJHOssrKSvLw8KC0tDQiIrp27Ro99dRTFBgYaDP7oL3+r169mkRR\n", "pLy8PCIiamlpodTUVHJwcKD9+/dbIl2jKC8vp/j4+Fu2s+U6mJmZSb6+vnTkyBEptmTJEurTp49e\n", "W1urgUREKSkp9P777+vFP/nkE/L09KSGhgabroOGjntstQYa2n9brYFERIWFhSSXy6VjS0T097//\n", "nWQyGW3btk2nrbXXQkPGvZ051z/++GPq168f+fr6UkJCgkn7cLsM2Qeff/45vfjii1RbW0t+fn5t\n", "9umNN94gFxcX2rdvnxTLzs4mQRBo1qxZJuvD7bhV/zta79esWUOOjo5SHSgrK6MePXrQ7NmzO5QX\n", "T0b8z86dO0kQBNq0aZNOfOjQoRQQEGChrMwnPT2dBEGgoqIinfiIESOoR48eFsrKdLS/ZO0VpFWr\n", "VpGHhwfV1dXpxI8ePUrHjh0zS56mMnToUMrNzdWJ1dXVkVwup/vvv1+vfWpqKk2ePJkWLlxoEwPx\n", "rVu30uLFi/XiERER1K9fPyK6XpQ9PDz02mRmZpIgCJSVlWXyPM2hpKSEFAoFFRcXt3oxnpKSQu7u\n", "7tTQ0CDFzp49S3Z2dq3uQ2tzq/7HxMRQRESETuzChQskCALNmTPHnKkalaGTEbZaB3/++WdydHTU\n", "e8+vra2lr776Sq+9rdVAIqLvv/+eysrK9OJJSUn08ssvE5Ft10FDxz22WgMN7b+t1kAiogceeIC6\n", "deumc2yJiIKCgig8PFwnZu210JBxb0fP9draWvL396fdu3e3e+F+pzBkHzQ3N0v/b69Py5Yto+nT\n", "p+vFY2NjycHBgerr642UtfHcqv8dqfc1NTXk4uJCL7zwgk7bZcuWkUwma/W9pS18m8b/bNq0CQD0\n", "vsEjMTERZWVl2L9/vyXSMhs7OzsAQFNTk068sbERcrncEimZlCEfJVu7di0efPBB3HPPPTpx7UfX\n", "rFleXh5GjhypE7vnnnvQrVs3XLx4USd+4sQJvP/++1i6dGnHP3p1hxoyZAheffVVvXhNTQ26d+8O\n", "APD29savv/6q16Znz54AoLefrNW0adPw+uuvw9XVVW9Zc3MzNm/ejNjYWNjb20txhUKBkJAQbNy4\n", "0ZypmkR7/QcAmUzWal3ULrN1tloHP/jgAzQ0NGD48OE6cUdHRzz00EM6MVusgQAwcOBA+Pv768RO\n", "nTqFHTt24Pnnnwdg23XQkHGPLddAQ8d9tlwD9+7di8DAQJ1jCwDh4eEoLS3FqVOnpJi118JbjXs7\n", "c64vW7YMsbGxGDRokNHzNQVDxv6iaNilcWpqKlatWqUX79mzJ5qamlBbW9vh/EztVv3vSL3funUr\n", "Ll++3Op1s/ZcMhRPRvxPcXExXF1d4e7urhMPCAgAABw6dMgSaZnN008/DZVKhYULF+LSpUsAgC1b\n", "tmDnzp14/fXXLZyd+Z07dw4//fQTfHx8sHz5csTExCA4OBhJSUn48ssvLZ3ebWttAHHhwgVUVVUh\n", "MTFRJz59+nTMnz8fHh4e5krP7C5fvox58+ahrq4Oy5Ytk+Kt7afjx48DgE081Gjjxo24cuUKnn32\n", "2VaXl5WV4cqVK1IdvFHv3r1x7NgxvUGqNblV/wHglVdeQXl5OTIzM0FEqK+vx9y5c+Hr64sXXnjB\n", "jNka32+//Ybx48dj4MCBCAoKwsiRI7F9+3ZpuS3XwcLCQnh5eeHAgQN46KGHpOfGLFy4EA0NDTpt\n", "74YaqJWZmYnBgwfr/M7bah00ZNxjyzXQ0HGfLddAQRBafS6adqLm2LFjAGy7Fmp19FyvrKxERkYG\n", "VqxYYc407xiiKLY6cXH8+HGo1Wp069bNAlndPkPrfXFxMQDonS+duW7myYj/OX/+PFxcXPTi2pgt\n", "PKipPc7OztixYwfs7Ozg6ekJhUKB8ePHY+3atUhJSbF0emanfcLsunXrUFFRge+++w6lpaWIjY3F\n", "ww8/jH//+98WztD41q5dCy8vL8ydO1eK5eXl4fTp03jxxRctmJlphYWFwd3dHfn5+di8eTMiIiLa\n", "bNvU1ITMzEyMGzcOkZGRZszS+Gpra5GWlqb30M4baeteW7WxpaUFFy5cMFmOpmRI/wFg2LBh+PTT\n", "T7FkyRJ4enrCw8MDJ06cwLZt26BQKMyUrfHZ2dmhpaUFkydPxp49e3D48GFERkbioYcewrvvvgvA\n", "tuvg6dOncenSJTz//PNIT0/HkSNHkJGRgTVr1mDUqFFSu7uhBmo1NTXhvffew9SpU2/ZzhbqoCHj\n", "HluugYaO+2y1BgLAgAEDcOLECVy5ckWKERFKSkoAXP+0JGDbtVCro+f6zJkzMWPGDKs/B4xp9+7d\n", "OHz4MFauXGnpVIymrXrf1vnSmetmnoxgAICTJ08iOjoaDg4OqKqqgkajwRdffIG5c+diypQplk7P\n", "7Orr6wFcnyF866234ODgALlcjgULFsDPz6/Np61bq4MHD2LlypXYuHGjdJtCQ0MDZs2ahdWrVxv8\n", "sTVrdPToUdTV1WHGjBlITExs901k/vz56NKlC9LT082YoWm88cYbiIuLs5qPVxqbof1PT0/HyJEj\n", "sWTJElRVVeHSpUt4+OGH0b9/f3z11Vdmytb4evXqhWPHjiE2NhYA4ODggEWLFiE6Ohovv/wyGhsb\n", "bboO1tfXo6GhAfPnz0dgYCAAYNCgQXjxxRfx1VdfobCw8K6pgVr/+c9/IJfLMWLEiHbb2UodvNvH\n", "PYb231ZrIAAsWrQIjY2NmD59Ourq6nDt2jUsW7ZM+vYI7S0ZtlwLO2P79u04dOgQXn75ZUuncseo\n", "rq7GxIkTsWTJEr1bF6yZOeq97b+7GsjT01OaAb2RNubl5WXulMzqlVdewZkzZ5CZmSndOx0TE4O0\n", "tDRkZmbi66+/tnCG5tW1a1cAQJ8+fXTuDxQEAWq1GuXl5Vb715Cb/fjjjxg9ejRycnLwwAMPSPFV\n", "q1ZBpVK1WlRt6b5p4PoAY8KECXjmmWcwd+5clJWV6bVZuXIlCgoKsG3bNjg5OVkgS+MpLy/H2rVr\n", "sXz5cr1lNx5bT09PAGizNtrZ2end2mYNDO1/dXU1Zs6cieHDh2Ps2LEQBAEymQxz5sxB79692729\n", "w1oNGDAAly5dwpEjR6S/cNhiHdTW+Jv/sq/9+YcffriraiBw/a++kyZNanfixZbqoCHjHu3Yz9Zq\n", "IHDr/hcUFNh8DYyLi8POnTtx7tw5hIeHY8CAAbh69SoWLFgAAPD19QVwd4wJDX2/v3btGqZNm4ZV\n", "q1bZ5DPlOuPy5csYPnw4Hn/8ccyZM8fS6RhNe/W+rfOlM9fN1v3kGSPq27cv9uzZg+rqap37fLQX\n", "Je19dNsWHDp0CF5eXnBzc9OJBwUFAQBKSkqQlJRkidQsok+fPpDJZGhpadFbpr2XsLVl1qa4uBij\n", "R49GVlaW3oD7m2++wS+//IK+fftKMe2DbZKTk2Fvb4/Zs2fjqaeeMmvOxlBfXw97e3u9QXdERASa\n", "m5tRVFSE3r17S/GlS5ciLy8P33zzTZsPOrQm27dvh5OTk87D+7QPJFu7di1yc3MREhKCDz/8EF27\n", "dm11cqasrAwhISFWORgxtP8zZsxAY2Njqw8nCwoKQklJCaqqqqQ3ZWtSU1MDe3t7vYex3VjfQkJC\n", "pNs5bmbtdTAsLAwlJSV6+d/YL1uugTc7efIkCgsLkZOT02YbW6uDhox7Bg8ebJM1ELh1/4uLi9G1\n", "a1ebrYFagwYNwueff64Tmz17NlxcXKBWqwHcHWPCgIAAg871I0eOoLq6GgsWLJAmbQBAo9Hg999/\n", "l+rld999B2dnZ7PlbynV1dUYOnQoRo0apXObs7W7Vb3XHueysjKda+TOXDfzJyP+5/HHHwcAFBQU\n", "6MS3b9+OgIAAREVFWSIts/H29kZVVRWuXr2qE6+oqJCW3026dOmCpKQknDx5EnV1dTrLSktL4e/v\n", "b9VvvsD1v/yNGjUKOTk5OhMR0dHRAICvv/4aP/74I4qKiqR/2iesf/nllygqKrLaQfjQoUOlb9C5\n", "kfZ8v/HYzp8/H9u2bUNBQYFUkPPz87F48WKz5GoKzz33HCoqKnSO7RdffAEAmDp1KoqKivCvf/0L\n", "oihizJgxKCwslC7WgeuDjmPHjkl109oY2n/tLUva8+JGFRUVcHR0tNqLsmnTpuGtt97Si+/fvx9O\n", "Tk5QqVTSN0vYYh3UPhdCe2+4VmlpKYDrnxCx5Rp4s/Xr1+ORRx5p8/5vW6yDhox7bLUGAob1Xzv2\n", "s8UaCAA///yz3rflERG2bNmC8ePHSxNNd8OY0M7OzqBzXaVS4ezZszp1saioCPfeey/69+8v/Xw3\n", "TEScP38eiYmJGDt2rM5ExJQpU3Dw4EELZnZ7DKn3w4YNQ9euXVu9brazs8Of/vQnwzdo8JeA3gUe\n", "e+wxCgsLo6qqKiIiys/PJ5lMRvn5+RbOzPRyc3NJFEWaNGkSNTU1ERHRqVOnyN/fn3r37k1Xr161\n", "cIamof2u3YqKCr1lxcXF5OTkRLNmzZJia9asIVEU9b6b3trs2rWLunbtStOmTaPs7Gydf4IgtPm6\n", "9vaXNYmPjye1Wq3Tj507d5KzszMNHDhQ+i7mv/71r+Tu7k7r16/X2UeTJ0+mlJQUS6VvEuXl5SQI\n", "Ai1cuFAnXllZSZ6enpSWlkZERE1NTfT0009Tnz596PLly5ZI1STa6v+YMWNILpfTtm3bpFhWVhYJ\n", "gkCpqanmTtNoUlJSqFevXnTixAkplp6eToIg0IoVK6SYrdbBlpYWiouLo7CwMPr111+JiOjEiROk\n", "UCjo4YcfbvN1tlIDb9TQ0EBeXl5UUFDQ6nJbrYOGjntstQYa2n9brYFERNnZ2eTr60sajYaIrh/b\n", "tLQ0UqlUdOnSJZ22tlIL26tht3Ou+/n5UXx8vElyNjZD63h7fTpz5gyFhoZSUlIS5eTk6NTG0NBQ\n", "2rVrlylSN4r2+t+Rev/2229Tly5d6MCBA0REVFZWRt7e3jR79uwO5cOTETeor6+nOXPmUHBwMKnV\n", "aoqOjqa8vDxLp2U2O3fupKFDh1JwcDCFh4dTWFgYTZ8+nc6dO2fp1IwuLS2NlEolubm5kSiK5OPj\n", "Q0qlUvqF0tq3bx89+OCD5OfnRwEBARQXF0dffvmlhbI2nn79+pEoiiQIgt4/URT12q9fv15vf/n7\n", "+9PFixctkP3t2717N02aNIlUKhWp1WoKCAig0NBQmjdvnvSGW1JSIu2P1vbRhAkTLNwL47hw4QIp\n", "lUry8fEhURTJzc2NlEolvfPOO1Kbo0eP0rBhwygkJISCgoLoySefpDNnzlgwa+O5Vf/r6+tp1apV\n", "FBkZSSqVilQqFQ0YMIA2bNggTVpZo8OHD9P06dNJrVZTREQE+fn50aBBg+ijjz7Sa2urdbCmpoam\n", "TZtGfn5+FBoaSkFBQbRgwQJqbGzUa2trNfBGH330EQUFBbW6zNbroKHjHlutgYb031ZrIBHRwYMH\n", "aciQIeTr60sREREUGRlJs2bNavP32pproaHj3o6e60OGDCGlUklyuZwcHR1JqVTSc889Z+rudIqh\n", "+yAwMJCUSiXJZDKpTwkJCTptZsyY0W5tvBMnI27V/87U+6ysLAoPDye1Wk2hoaE6f8wwlEBkg09h\n", "YowxxhhjjDHG2B2LnxnBGGOMpjXUHAAACytJREFUMcYYY4wxs+LJCMYYY4wxxhhjjJkVT0Ywxhhj\n", "jDHGGGPMrHgygjHGGGOMMcYYY2bFkxGMMcYYY4wxxhgzK56MYIwxxhhjjDHGmFnxZARjjDHGGGOM\n", "McbMiicjGGOMMcYYY4wxZlY8GcEYY4wxxhhjjDGz4skIxhhjjDHGGGOMmRVPRjDGGGMmEhwcjO7d\n", "u0MURTg4OEChUGDhwoWWTuuOEBwcDA8PD4iiiEWLFlk6HaObMGECFAoFRFFEQkKCpdNhjDHG7jg8\n", "GcEYY4yZyPHjx7Fv3z4AQGxsLDQazW1PRqSkpEAURZw+fdoIGVrO8ePH8emnnwIABEGwcDbGt2HD\n", "Bmg0GgC22T/GGGPsdvFkBGOMMWZCRGT0ddrKxa0p9g1jjDHGrANPRjDGGGNWhoj4Qp4xxhhjVo0n\n", "IxhjjDELmDRpks4zBQ4cOIDExER4e3ujV69emDx5Mi5fviy1P378OBQKBTZt2gQA6N+/PxQKBRQK\n", "BXJycqR2RIR169YhKioK7u7ucHd3R0xMDDIzM9vd/sGDB5GUlISePXtCFEV4eXlJy+3s7KBQKJCe\n", "ni69XqlUwsXFBY6OjkhMTAQAaDQavPrqq+jfvz98fHzQrVs3hIWFYcmSJWhqarqt/VVQUACFQgFH\n", "R0eIoogjR47gpZdeQmBgIFxdXREXF4e9e/fqvCY+Pr7V51Js2LABCoUCdnZ28Pf3l+K1tbVQKBRw\n", "c3ODKIp477338Le//Q0qlQrOzs6IiorCli1bAADvvvsuIiMj4erqisjISCnelr179yIxMRG9evWC\n", "q6srkpOTcfjw4VbbfvLJJ/jjH/8oHb+IiAgsX74c165dk9osXrxYpw/l5eUYM2YMfH19IYoiRJGH\n", "eIwxxu5wxBhjjDGTKS8vJ0EQKCEhodXlgiBQQEAAPfHEE1RVVUVERHl5eWRnZ0dPPvmkXvvx48eT\n", "IAhUWVnZ6vqeeeYZsre3pw8//JCam5upsbGR1q5dS6Io0pQpU9rc/vDhw+mXX34hIqI1a9aQv78/\n", "ERHFxMSQXC6nM2fO6L12xIgRtHLlSunnjz/+mGQyGeXk5Eix/Px8cnJyoieeeELv9d988w0JgkCL\n", "Fi1qtS+tSUlJIUEQaPDgwbRr1y4iItJoNKRWq6lr1650/vx5nfY7d+5scxtKpVLq543ee+89EgSB\n", "oqKiKCcnh1paWqiqqor69etHMpmMUlNTacWKFdTU1ES1tbU0bNgwksvlVFFRobcuQRBIqVTS4MGD\n", "qby8nIiIysrKKDIyklxcXOjw4cM67V977TUSBIFWrVpFjY2N1NLSQps3b6YuXbpQcnIytbS06PXB\n", "09OThgwZQkePHiWi6/tcFEWD9yljjDFmCTwZwRhjjJmQIZMR9vb2dPbsWZ34wIEDycHBga5du6YT\n", "b28yYvPmzSQIAr300kt6yx577DESBIH27t2rt325XC5dKBMRXbx4kbKzs4mIaMOGDSQIAr322ms6\n", "r6usrCQnJyf6/fffpVhBQQFNnTpVb9upqakkCAIdO3ZMJ96ZyQht/998802d+Lp160gQBPrggw8M\n", "3oafn1+rkxHaPo8aNUon/s4775AgCBQZGakTLygoIEEQaPny5XrrEgSBZDIZnThxQif+ww8/6J0X\n", "+/fvJ0EQ6JFHHtFbj3Yfbtq0Sa8PgiDQt99+K8Wam5vp7bff1lsHY4wxdifhz/AxxhhjFhYQEACF\n", "QqETUyqVaGxsxPnz5w1eT3Z2NgAgOTlZb9nAgQMBAJ9//rnest69e0OpVEo/u7q64s9//jMA4Mkn\n", "n4SbmxveeecdNDc3S23Wr1+PMWPGwN3dXYoNHjxY51YOrZCQEABo87aEzrj//vt1fvbz8wMAnDlz\n", "xmjbuO+++3R+7tWrV6txHx8fAMDPP//c6nqUSiX69OmjE4uJiYG7uzu+/fZbVFdXA4B0u01Hj5+D\n", "gwPi4uKkn0VRxAsvvNB2xxhjjLE7gMzSCTDGGGN3u+7du+vFHBwcAACNjY0Gr+f48eMAgHHjxkEm\n", "032Lv3btGpydnXHu3Dm913l7e7e5znvuuQfjx4/H6tWr8dlnn2HMmDFoampCVlYWNm/erLeN999/\n", "H9nZ2aisrERdXR0EQUBdXR2A689kMJab91ln9teteHl56fxsb2/faly77atXr7a6nnvvvbfVeM+e\n", "PXHhwgX89NNP6N+/v3T85s2bp/OMCwBobm6Gs7Nzq5NTPXr0MKA3jDHG2J2FPxnBGGOMWZixHzaY\n", "n58PjUaj8+/8+fOoqanBunXrOrz9559/HgCQkZEBAMjNzUX37t0xaNAgnXYTJ07EpEmT0LdvXxQV\n", "FeHXX3+FRqPB6tWrjdQzw3M2REtLS6e2YazjVV9f32o8IyND7/idO3cONTU12Lp1q8nyYYwxxsyJ\n", "370YY4wxGxEaGgoAOH36dKvLv/32W1RWVnZ4vcHBwYiPj8eOHTtw8uRJZGRkSBMUWpcuXUJOTg6c\n", "nJzw1ltvwc3NTVpGFvwaUrlcDgB63+ZBRPjtt9/MkoNGo9GLERE0Gg0EQUBgYCCAWx+/ffv2SZ+e\n", "YIwxxqwdT0YwxhhjJiQIglHX5+TkBOD/L64LCwuxdOlSAMAzzzwDANi4caPe6w4dOoT4+HhUVVV1\n", "artTp04FEWHmzJk4cOAAxo0bp7NcLpdDFEUIgqA3+VBRUdGpbRqD9nkON+fw/fff3/bXjRqqvLwc\n", "J0+e1Int2LEDV65cQUJCArp16wbg+u01giC0evzOnTuHuLg4lJaWmiVnxhhjzNR4MoIxxhgzIe2F\n", "eXufDujIsoiICABAcXExiAgZGRkoKioCAIwcORITJ05Ebm4u1qxZIz0/4eDBg3j88cfx7LPPIioq\n", "qkPb1xo9ejR69OiBLVu2YOzYsdKkiFaXLl0wZswYXLlyBampqWhoaABw/dMY//jHP9rdTmc+OWHo\n", "uvz8/BAdHY38/HwcOHAAwPWJieXLl8PDw6NTx6Wj8W7duuHZZ5+VPpVSXl6OWbNmwcXFRecWlsjI\n", "SCxcuBAHDx7EvHnzpGdsnDx5EqNHj0ZCQgJGjx5t8HYZY4yxO5p5v7yDMcYYu3sEBQWRl5cXiaJI\n", "Dg4O5O3tTQsWLCAiorlz55K3tzeJokj29vbk7e1N27dvp59++om8vb3J0dGRRFEkLy8vmjhxorTO\n", "+vp6SklJoR49epBCoaDBgwdTWVmZznazsrJowIAB5O7uTj4+PhQVFUUZGRnU0tIitblx+9rcbv4q\n", "y5u98sorJIoilZSUtLr8ypUrlJaWRgEBAdSlSxfy9/enJ554gubPn0+CIJCrqyuFhIRI+8bd3Z1E\n", "USRnZ2dSKBR06tSpNrddXFyst18mT55MRETJycl667p8+bL02jNnztBjjz1G3bt3J4VCQSNHjqRT\n", "p06RUqkkmUxG3t7etHTpUiIi6t27N7m6upIoiuTq6koRERFtbqOhoYGmTJkiHWNHR0dSKBRUUlJC\n", "EyZMkPZvQkICff311xQbG0v33nsvubi4UHJyMh0+fLjVvubm5lJ8fDx5eHhQz5496Q9/+AO98cYb\n", "VFdXJ7VJT08nb29vkslkUh+ioqLaPX6MMcbYnUQg4ul0xhhjjDHGGGOMmQ/fpsEYY4wxxhhjjDGz\n", "4skIxhhjjDHGGGOMmRVPRjDGGGOMMcYYY8yseDKCMcYYY4wxxhhjZsWTEYwxxhhjjDHGGDMrnoxg\n", "jDHGGGOMMcaYWfFkBGOMMcYYY4wxxsyKJyMYY4wxxhhjjDFmVjwZwRhjjDHGGGOMMbPiyQjGGGOM\n", "McYYY4yZFU9GMMYYY4wxxhhjzKx4MoIxxhhjjDHGGGNm9X/i8kt228H/hAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "lin5t\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABCQAAAKzCAYAAADGJdzIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3Xtczvf/P/DH+8phlYpKB6GDWue6rg6ooQhjNrKDQxGN\n", "YcaIYTNTYp85M2ZMpJlhm5HTHGvOFiqHGSbn0UElLNHp+fuj3/X+9nZd1dU587zfbtft1vW6Xu/X\n", "6/V+vQ9d79f1OghERGCMMcYYY4wxxhirQ7L6LgBjjDHGGGOMMcZePtwgwRhjjDHGGGOMsTrHDRKM\n", "McYYY4wxxhirc9wgwRhjjDHGGGOMsTrHDRKMMcYYY4wxxhirc9wgwRhjjDHGGGOMsTrHDRKMMcYY\n", "Y4wxxhirc9wgwRhjjDHGGGOMsTrHDRKMMcYYY4wxxhirc9wgwRhjjDHGGGOMsTrXIBskzp49i379\n", "+sHJyQlubm5wc3PD/PnzUVRUJMaJiIiApaUlFAqF5BUQEKA2zejoaLi7u8Pd3R3Ozs5YsGABiKiu\n", "dokxxhhjjDHGGGOlNKrvAjzv9u3b6Nq1K/r06YPz58+jUaNGOH36NPz8/JCeno5FixYBAARBwOzZ\n", "sxESElJhmitWrMCUKVNw9OhReHp64saNG/Dx8UFmZibmzZtX27vEGGOMMcYYY4yx5zS4HhK7d+/G\n", "w4cP8cknn6BRo5L2Em9vb/To0QM//vijJK4mPRweP36M6dOnIzQ0FJ6engAAa2trhIWFYfHixbhx\n", "40bN7wRjjDHGGGOMMcbK1eAaJLS0tAAABQUFkvD8/Hw0bty40unt3bsXjx8/VhnK0a1bNxQVFeHX\n", "X3+temEZY4wxxhhjjDFWJQ2uQSIoKAjOzs6IiIjAw4cPAZT0mjh06BBmz54tibt371706NEDcrkc\n", "bm5umDBhAtLS0iRxzp49CwBo166dJFz5/vz587W1K4wxxhhjjDHGGCtDg2uQaNasGeLj46GlpQVj\n", "Y2OYm5tj2LBhWLVqFYYPHy7G09HRgUwmw6ZNm3D27Fns2LEDCQkJ8PT0xN27d8V49+/fBwDo6+tL\n", "8lG+V37OGGOMMcYYY4yxutPgJrW8evUqunfvjvbt2yMzMxMGBgY4deoUAgMDceLECXz33XcAgClT\n", "pki2s7KyQnR0NFxcXDBnzhysXLmy2mVJTU1FampqtdNhjDHGGGOMMcZeNObm5jA3N6+19Btcg8SM\n", "GTNw9+5dREVFwcDAAADQvn17TJs2DWFhYXj33XfRo0cPtds6OTlBT08PJ06cEMOMjY0BAI8ePZLE\n", "Vb5v2bKl2rRSU1Ph5eWFe/fuVXufGGOMMcYYY4yxF02rVq1w5syZWmuUaHANEufPn0fLli3RvHlz\n", "Sfirr74KADh37hx69OiBtLQ0mJmZqWwvk8lQXFwsvlcoFACA69evw93dXQy/fv06AEjCSktNTcW9\n", "e/ewYcMGODo6Vm+nXlITJ07E0qVL67sYLzSuw+rh+qserr/q4zqsHq6/6uM6rB6uv+rjOqwerr/q\n", "4fqrnkuXLmHIkCFITU19eRokzMzMkJKSgtzcXOjq6orhN2/eFD8HSlpq7t69K6mYa9eu4eHDh+jf\n", "v78Y1rt3b+jp6eHgwYOS8Li4OGhpaeGdd94ptzyOjo7w8PCoiV176TRv3pzrrpq4DquH6696uP6q\n", "j+uwerj+qo/rsHq4/qqP67B6uP6qh+uv4Wtwk1pOnDgRxcXFCAsLQ2FhIYCS3gwLFiyAtbU13n77\n", "bTHuZ599hqdPnwIAHj58iA8//BDNmzfH9OnTxTjNmjXDV199hZiYGCQlJQEAbty4gaVLl2LSpEmw\n", "srKqu51jjDHGGGOMMcYYgAbYQ6Jfv36Ij4/H3Llz4eLigiZNmqCoqAj9+vXD9OnToaOjAwDYuHEj\n", "fvrpJ3h5eUEQBDx8+BCdOnVCQkICbG1tJWmOHTsW2traGD58OARBQEFBASZNmqQyMSZjjDHGGGOM\n", "McbqRoNrkAAAPz8/+Pn5lRtn0KBBGDRokMZphoaGIjQ0tLpFY4wxxhhjjDHGWA1ocEM22H/H4MGD\n", "67sILzyuw+rh+qserr/q4zqsHq6/6uM6rB6uv+rjOqwerr/q4fpr+AQiovouREOUlJQET09PJCYm\n", "8kQojDHGGGOMMcZeKnXxTMw9JBhjjDHGGGOMMVbnuEGCMcYYY4wxxhhjdY4bJBhjjDHGGGOMMVbn\n", "uEGCMcYYY4wxxhhjdY4bJBhjjDHGGGOMMVbnuEGCMcYYY4wxxhhjdY4bJBhjjDHGGGOMMVbnuEGC\n", "McYYY4wxxhhjdY4bJJiElZUVnJ2doVAooFAoYGdnB5lMBktLSzHM2dkZ1tbW9V3UMj18+BARERE4\n", "d+5chXHz8vKgUChgbm4OmUwGZ2dnTJs2TSXejh070KdPH7i4uIh1EBwcjKSkJJW43bp1g6WlJWQy\n", "Gezs7DB06NAa2S/GGGOMMcYY+y/hBgkmIQgC9uzZg+TkZCQnJ2PNmjUAgNmzZ4thv/32Wz2XsnwP\n", "HjxAZGSkRg0S2traSE5OxpgxYwAAe/bswbx588TPiQgjR47ExIkTMX36dPz5559ITk7G+fPn0b17\n", "d3Tp0gUrVqyQpBkfH4/IyEgAwNq1a/HDDz/U4N4xxhhjjDHG2H9Do/ouAGtY/Pz88Morr4jviUgl\n", "ziuvvAJ/f/86LFXVqCt7ZePOmTMH69evx9mzZ+Hk5CSGa2lpITQ0FHl5eRg/fjzs7e3RvXv3KuXN\n", "GGOMMcYYYy8j7iHBJGJiYmBiYlJuHFNTU6xbtw5bt25Fz5494enpCYVCgfbt22Pz5s2SuEOGDBGH\n", "Lxw5cgTvvvsuFAoFZDIZwsLCAABPnz7Fxx9/DBMTE7i4uOD111/Hzp07xaEipYc83Lt3DyEhIbCy\n", "soK9vT08PT3x66+/ip9v3LgRffr0AQDMnDlTHGZy+fLlStfFgwcPMHfuXPTs2VPSGFHayJEjoaen\n", "hxkzZlQ6fcYYY4wxxlj9y8rKQlZWVn0X46XEPSRYlUVFRaFfv3746KOPAAAXL16En58fdHR00Ldv\n", "XwDAhg0b8P333yM0NBRffvklNmzYgJYtW2LWrFl4+PAhAGDs2LHYvn07Dh8+DBcXF6Snp+PNN98E\n", "UDJUJCQkBACQk5ODTp06wcrKCpcuXYK2tjZ27tyJwMBAbNy4EQMHDkRQUBBee+01WFtbS7atioMH\n", "DyIvLw8+Pj5lxmnSpAkUCgUOHz6MrKwsGBkZVTk/xhhjjDHGWN3JyMhAYGAgbt68CaBkPr3Y2NgK\n", "f6BlNYcbJOqIl5cX0tLSajUPMzMznDlzplbzKO2bb76RTG7p7OyM7t2747vvvhMbJID/G77w/vvv\n", "o2XLlgCATz75BE+ePMHVq1exfv16TJ48GS4uLgBKemBMnDhRZTLIJUuW4ObNm/jll1+gra0NAHjr\n", "rbfQtWtXfP755xg4cKAkv+pS3phMTU3LjWdmZibG5wYJxhhjjDHGqk/ZY6E2v18HBgbi5MmT4vvU\n", "1FT0798fx48fr7U8mRQ3SNSRtLQ03L17t76LUaO0tbUxYcIEnDx5EgUFBZDJZLh9+3aZLYrKBgcA\n", "0NXVha6uLvbu3Yvi4mJ4e3uXGVdp//790NHRgYeHh0rc+Ph43LlzB23atKmBPWOMMcYYY4zVh7rq\n", "tZCVlSXmUdqNGze453Md4gaJOqL8Ff1Fz0MpNzcXXbt2RcuWLbFnzx6x50NoaCgOHTqkdhs9PT2V\n", "sHv37gEAWrRoIQk3MDBQiZuZmYmCggKVBol///0XZmZmyMzMrNEGCWXvj4p6tqSlpUEmkzXopVAZ\n", "Y4wxxhh7EXCvhZcLN0jUkbocSlEXTpw4gatXr+Krr74SGyOAyg+XaNWqFQAgOztbEp6Tk6MS19jY\n", "GNnZ2UhOTq5CiSsvICAA2traOHHiRJlxnj59iqSkJPj4+MDQ0LBOysUYY4wxxth/UV32WjAyMoKV\n", "lRVSU1Ml4W3btuXeEXWIV9lgVfLs2TMAgCAIkvDU1FSVsPL4+PhAJpPh1KlTkvALFy6oxO3Vqxce\n", "PHiAW7duScJTUlIQFBSEoqIiAEDjxo0B/F/jyKVLl3Du3DmNy6TUokULfPrppzh48CAuXryoNs7a\n", "tWuRm5uLL7/8stLpM8YYY4wxxupPbGwsPD09AQDNmjWDIAiwsbGp51K9XLhBgmnk+Z4Pr732GoyM\n", "jLB8+XLk5uYCAOLj4xEXF1dmLwl14ba2thg2bBiio6PFRoi0tDRER0erxJ04cSLatWuHcePGiXnm\n", "5OTgo48+QuvWraGlpQWgZBJKbW1t3LlzBwAQGRmJnTt3Vmk/v/jiC4SEhOCtt97CsWPHxPDCwkJE\n", "R0fjs88+Q1RUFLp06aLxPjPGGGOMMcZUKXstPM/S0rJWei2YmJggLCwMQEmP9nXr1mHTpk1Ys2YN\n", "LwVaR7hBgpXpvffewwcffABBEDBz5kz07NlT/KxFixbYvXs3CgsLYWdnB39/f2zevBm9evXCvXv3\n", "4OHhgUuXLmHcuHEIDw+HIAh44403EBgYqJLPt99+iyFDhiAgIACurq4YPXo0Zs6cCUDaA8PAwADH\n", "jh1Dy5Yt4ejoCLlcjoCAAPTo0QPz588X4zVq1AhLly7F2rVr4e7ujuzsbIwdO1btPubl5UGhUOC7\n", "774Tyzht2jRJnDVr1mDx4sWYM2cOnJ2doVAo4O7ujkOHDuH48eMIDQ2VxO/WrZu4zyNHjlRZLYQx\n", "xhhjjDGm3uTJkwEA+vr64tDw0s8hNe3IkSNwcnKCvb09hg0bhpCQEIwaNQoODg5wdXWFr68vMjIy\n", "ai3/l51A/BOuWklJSfD09ERiYqLKJIqs9iUlJcHLywu//vor+vfvX9/FYYwxxhhjjNWyrKwsuLu7\n", "w97eHps3b4ZMJkNERAS+//57pKSk1PhKGwDg4OCArl27YuXKlQCAjh07IiEhQRLH19f3pZxUsy6e\n", "ibmHBKt3ERERuHTpkiRMOXxDLpfXR5EYY4wxxhhjdSQrKwuZmZkYPXo0njx5gu+//x4tW7aEkZER\n", "IiIioKWlJfagrknp6em4cuUK/Pz8xHLcvn1bJZ5yUk1W87hBgtW7K1euIDIyEvn5+QCAO3fuYO7c\n", "uRgwYAAvpckYY4wxxth/VEZGBnx9feHq6gpbW1v8+uuvWLhwIVq3bi3GMTIyQnh4OKKiotROfF8d\n", "R48eBQB07ty5RtNlmuMGCVbvBg0ahPv378Pd3R3Ozs7w9/dHv379sH79+vouGmOMMcYYY6yWBAYG\n", "4uTJk0hNTcXDhw8BlKxi97yxY8fC1tYWYWFhyMzMrLHeCocPH0a7du1gYWEBoOxJNa2trXkp0FrS\n", "qL4LwFi/fv3Qr1+/+i4GY4wxxhhjrI5kZWXh5s2bKuHK4RGlGwCaNGmCGTNmICQkBPb29mjatCms\n", "rKwQGxtbrXkljhw5Ig7XUIqNjUX//v1x48YNZGZmonnz5ti2bVuV82Dl4x4SjDHGGGOMMcYaNOWk\n", "k9nZ2UhNTcXJkyerNfl9dnY2Lly4gC5dukjCTUxMcPz4cVy4cAHBwcEwMTGplck0WQlukGCMMcYY\n", "Y4wxVqcqMzyiot4U6mRlZZU7tOPYsWMgIpUeEqXL16lTJ1y6dAn//vtv2TvCqoUbJBhjjDHGGGOM\n", "1bnY2FiYmZlBS0sL5ubm8PX1rfbwiNITZbq6usLX1xcZGRkq8Y4cOYI2bdrA0tKyzLS8vb1RXFyM\n", "s2fPVqtMrGzcIMEYY4wxxhhjrM6ZmJhAT08PQ4YMwYULF3D8+HG1wyMq05ui9ESZ5Q3tOHz4MLp0\n", "6QJBEMosn5OTE1555RWcOXOm8jvHNMINEowxxhhjjDHG6tyNGzdw9epV9OvXr8JVLGJjY+Hr6wtz\n", "c3MYGBgAAD7//HNJHE2Hdjx+/BhJSUllDtdQatSoERQKBU6fPq3hHrHK4gYJxhhjjDHGGGN1bt++\n", "fdDS0kK3bt0qjFt6ssm///4bCoUC4eHhKC4urnS+J06cQHFxscqElup4eXlxD4laxA0SjDHGGGOM\n", "Mcbq3L59++Dj4yP2eNCEkZERTExMsHz5cpw5cwbR0dGSz0xNTVW20dbWlvTAOHz4MExNTfHqq69W\n", "mJ+Xlxf+/vtvPHz4UOMyMs1xgwRjjDHGGGOMsTpVUFCAuLg4vP7661Xa/rXXXsOQIUPw2Wef4fr1\n", "68jKysLt27eRnp4ObW1tmJqawtzcHKampkhNTcWVK1fEbY8cOVLh/BFKXl5eAICkpKQqlZOVjxsk\n", "GPuP2r17NxQKBdzd3WFnZ4cZM2ZUOa1JkybBzs4OMpkMhw8frsFSlm3jxo1QKBSQyWSYNWtWneT5\n", "MujWrRvMzMwgk/HtvyyDBg2CpaUlZDIZbt++Xd/FYYwxxhq8ipbYVOePP/7A48ePq9wgAQBTp05F\n", "dnY23Nzc4OzsDHt7ezRq1AgpKSm4ePEiLly4gGvXrqFNmzYIDg5Gfn4+/vnnHyQkJGg0XAMA7O3t\n", "oaury8M2agl/I2USeXl5UCgUMDc3h0wmg7OzM6ZNm6YSb8eOHejTpw9cXFygUCjg7OyM4OBgtS2H\n", "3bp1E7/c29nZYejQoXWxKy+11NRUvPfee/jwww9x7tw5bN68GSdOnKhyeosXL8aaNWsAQKOW5JoQ\n", "FBSE5OTkauV58+ZNRERE4NatWzVZtBdafHw8Pvzwwzo7ji+izZs3IzIysr6LwRhjjDV4mi6xqc6+\n", "fftgZGQEDw+PKuc/evRoFBcXIzc3F+np6Xj69CmMjY3RqlUrGBkZwcjICLq6uti4cSPOnj0LGxsb\n", "yOVyFBYWYs2aNRqVVUtLCx4eHtwgUUu4QYJJaGtrIzk5GWPGjAEA7NmzB/PmzRM/JyKMHDkSEydO\n", "xPTp0/Hnn38iOTkZ58+fR/fu3dGlSxesWLFCkmZ8fLz45X7t2rX44YcfKl2u4cOHIzQ0tBp79nI5\n", "deoUnj59Cn9/fwCAp6cn9u3bV600iagGSla3bt68icjISG6QeA4RvZDHsy5x/TDGGPsvqkpPhvJo\n", "usSmOvv27UOPHj2gpaVVpbzLWlEjLS1NZR89PT1hYWGBu3fvip+dO3dO47LyxJa1hxskmFplfRmf\n", "M2cO1q9fj127duG1114Tw7W0tBAaGor58+fj448/xsGDBzVKT1OCIPAvupXw4MEDAEDTpk3FsMaN\n", "G9dXceodP1wyxhhj7GVWnZ4MZdF0iU11MjMzkZiYWK3hGpWRlZWFgoIClXBNygqUNEhcv34d2dnZ\n", "tVG8lxo3SDCNPXjwAHPnzkXPnj3h5OSkNs7IkSOhp6dXrfkKylLZh8pjx45BoVCgadOmCA0NxfLl\n", "y9GpUyeYmpri7bffRlZWFvbv348ePXrAysoKfn5+SElJUUln79696NixI+zs7GBtbY0BAwao3Hy3\n", "bt2Knj17wtPTEwqFAu3bt8fmzZslcYYMGSIOXTl8+DD69+8PFxcX2NraSmYHLk9BQQEiIyNhb28P\n", "R0dHtGvXDp988gmePHkixgkODkZ4eDgA4I033oBCocA333xTZppnz55FUFAQ5HI5PDw8IJfLERkZ\n", "ifz8fLXx79+/j+DgYCgUChgZGSEkJERsAFH6+uuvoVAo4OnpCXd3dwwcOBBHjhyRxElMTETv3r1h\n", "ZWWFdu3awc/PD7///nu5+3/hwgXJMVUaMmSIyrwICxcuxAcffACg5LxUKBRQKBTiDMlEhCVLlsDR\n", "0VGsy8mTJyMvL6/cMgCaHW+gZB4Mb29vsR7eeustbN++HQDg6+uLxo0bo0WLFvDw8BDP7+DgYJiY\n", "mKBNmzbYuHGjZM6Hc+fOoXfv3nBwcICzszN+++03lTxTUlLw3nvvwdLSEnK5HHK5HFOmTFH7haG8\n", "9J6/flasWIHOnTvDxMQEMpkMjx49EvMbMGAALC0t8eqrr8Lb2xtbtmwR07l+/ToUCgX09PTQtWtX\n", "bN68Gf7+/mjbti38/f1x9epVAMBff/0FR0dHyGQytG3bFiNGjABQMoxMLpdDR0cHTk5OYvzSlixZ\n", "AlNTU8hkMri5ueGXX34BAGzbtg2Ojo7Q1tbGO++8AwA4dOgQAgMD4eHhIb5WrFhR4f3lf//7H2xt\n", "bSXzqFy7dg1yuVzlfCxdrorOL02uFcYYY6y6qtOToTYcOHAARISePXtWOQ0jIyNYWVmphFtbW0tW\n", "1KgJyoktExMTazRdBoCYWomJiQSAEhMTayzNe/fuUWJiotpXWlqaJO79+/fLjHvnzh1J3IcPH9K9\n", "e/dqrJxEROHh4SQIAt26dUsM+/nnn0kQBJozZ0652/r7+5MgCJSZmSmGrVu3jgRBoMOHD1epPMOH\n", "D6fQ0NAqbWtlZUUWFha0bds2Iio5DgYGBtSlSxf69NNPiYgoPz+ffH19yd/fX7Lt1q1bSUtLi779\n", "9lsiIiosLKRBgwZR69atKTs7W4zXq1cv+uabb8T3f/75JxkZGdH27dsl6cXExJAgCNS/f396/Pgx\n", "EREtW7aMtLS06OrVqxXuy7vvvktt2rShlJQUIiJKT08nFxcX6ty5MxUWFqrkU/r4lWXu3LkUFBRE\n", "BQUFRESUnZ1Nvr6+FBYWJon3+++/kyAI5O7uLpb19u3bZGlpSQEBAWK8DRs2kKmpKd2/f5+IiJ49\n", "e0YDBgyg4cOHi3FOnz5N2traNH36dDFsxYoV1KhRI9q9e7ckX0EQaNasWZIwKysrlfMhIiKCZDKZ\n", "JOzQoUNlnncTJ04kXV1dOn36NBGV1KWTkxO98cYb5dRWCU2O99GjR6lp06ZiXRUVFVFYWJjkHOvT\n", "pw9ZW1urpO/j4yO590RERJAgCDRmzBjxOIeFhZG+vj7l5OSI8W7evElGRkY0fPhwKioqEsvWokUL\n", "Wrp0qRhPeX2XTm/SpEkq6RGV1HWrVq3EayAnJ4cMDQ3p4cOHYn5Dhw4V89uxYwc1atSIVq1aJUnH\n", "39+fTE1NaeHChURUcl74+PhQly5dxDjPnj0jQ0NDCgkJkWybk5NDrVu3pvz8fJW6Utq1axcJgkA7\n", "duyQhMfExNCoUaPE92PGjKGpU6eK7//55x+ytbWlr7/+WrKd8p5V+hoq63xSdz5qcn5pcq0wxhhj\n", "1ZWZmUnm5uYEQPIyNzeXfF+vCh8fH5V0fX19K9xu2LBh5ObmVq28iUr+v/r6+pK5uTmZm5uTr68v\n", "paen12hZiUq+xxkYGND//ve/apf5RVIbz8TP4waJMtRG5YeHh6tcBMrXokWLJHGjoqLKjPv8g+Le\n", "vXspPDy8xsqpLOvzX8bnz59PgiBQVFRUudsOGjSIBEGgM2fOiGHVbZAYNmxYlb+kW1paklwul4S9\n", "+eabJJPJJI0KCxYsIJlMJj6YFxcXk6WlJbm4uEi2vXPnDgmCQLNnzxbDUlJSxAcypYEDB6o83Crr\n", "YevWrWJYeno6CYJAa9asKXc/lA0Cy5Ytk4Rv3bqVBEGg9evXq+SjSYNEWlqaykPoypUrSVdXV23+\n", "X375pSR82bJlJAgCxcfHExHRRx99RPb29lRcXCzGuXjxIm3atEl87+fnR6amppJGFCIiNzc3ateu\n", "nSRM0wYJ5TmrrszPn3cpKSkkk8lo3LhxkvAffviBBEGgo0ePUnk0Od4LFiwgAwMDysvLE8NSU1Np\n", "xYoV4vstW7aQIAh04MABMezSpUvk7u6udt+SkpLEsISEBBIEgQ4ePCiGDRs2jF555RXKysqSbD91\n", "6lRauXJluemdOnVKJT2ikuvH0dFREnbr1i0qLi6mYcOGUdOmTVW+zPTt25cMDAzo33//FcP8/PzI\n", "yMhIcsznzZsnueaIiMaNG0c6Ojr06NEjMWzlypU0YcIEKk9RURFZWFhQ3759JeGdOnWihIQE8f3t\n", "27fpyZMnkjjTpk0jJycnSZi6a6is8+n581HT80uTa4UxxhirrtpskEhLSyNdXV3S0tIiAOTg4FBm\n", "g4BScXExmZub05QpU6qVd2mZmZkV7ktlGi/U6datG7399tvVLeoLpS4aJBrVehcMJho9ejT69u2r\n", "9jMLCwvJe2WXYnVMTEwk7318fODm5lYzhWwAzpw5I3a1V1IuvadQKCThe/bsgZmZWYVpvvrqq5L3\n", "hoaGMDY2RosWLcQwIyMjEBHS09NhYWGBv//+G7dv38bo0aMl27Zu3Rr6+vqIj48Xh6Zoa2tjwoQJ\n", "OHnyJAoKCsTlAp8/VkoODg7i38bGxgBKJuApj3JSyg4dOkjCO3bsKH5elRVMDAwMsGzZMmzfvh2P\n", "Hz+GlpYWsrOzkZeXh/T0dJiamkriP3+ueXt7AwBOnjyJrl27onv37vj222/h6+uL0aNH480334ST\n", "k5M4zOfJkyc4evQoXn/9dZVJjDp27IioqChcvXoVdnZ2ld4XTR08eBBEJJkHBQBcXFwAlEzE2qlT\n", "pzK31+R4+/v7Y/r06fD09MTYsWPRr18/tG7dGmPHjhXj9O3bF0ZGRoiOjkb37t0BAOvWrcP777+v\n", "Nt+Kzpt9+/bB2toahoaGku1KT0xbVnrKro3qzkNnZ2fJ+7Zt24r52djYqHSL7NixI3bu3IkTJ06g\n", "R48eYni7du0kx9zY2FhyzQEQh4ds2rQJo0aNAgDExMRg9erVavdBSSaTYdiwYZg/fz7S0tJgZmaG\n", "K1euICcnB+3btxfj6enpYc6cOYiLi8OTJ0+gpaWFtLQ05OTklJt+ZVR0fv3+++/o1KlThdcKY4wx\n", "VhOUQxtSU1Ml4TUxtOHatWvIzc3Fxo0bERkZCblcXub3X6WjR48iNTW1RueP0GQ/TExMcPz4cXHO\n", "iMruu5eXl9ohuqx6uEGiDpmbm8Pc3FyjuMbGxuIDR0X09fWhr69fnaJpxNraGkDFD85paWmQyWRi\n", "/Mry8vISl3tUCg0NhSAIGs+1UJogCNDV1dUoDACKiooAlEy2AwCxsbH4448/JHH19PRQWFgIAMjN\n", "zUXXrl3RsmVL7NmzBy1bthTLfOjQIbVlKp23ct4DZb5lUZbn+YdN5c30/v375W5flpEjR2Lv3r2I\n", "i4uDu7s7AOD7779HaGgonj17phL/+XNNWZ67d+8CKGlMO3DgABYvXoxRo0aBiNCrVy8sXrwYdnZ2\n", "ePDgAYgsbut6AAAgAElEQVRIZT9K70tmZmatNkgo6/KLL76QPKwXFRXBzMxMMifH8zQ93l5eXjhx\n", "4gQWLlyIKVOmYPz48ejcuTMWLlwoNuI0btwYgwcPxpo1a/Do0SPo6urip59+KnN8ora2tvi3uvMm\n", "MzMT7dq107geKkoPKLku9PT01G5fVn6lj2Npz19z6vL08PCAq6sr1q1bh1GjRuHixYsoKCjQqNF1\n", "xIgRmDt3Lr7//ntMmzYN0dHRGDlypPg5EaFv375IT0/H3r17xXvUrFmzMGvWrArT11RF51dubi6A\n", "iq8VxhhjrKbExsbCw8MD9+7dEyc937ZtW7XT/frrr2FnZ4eBAwfixo0b+PLLL5Gbm6vyPx8omVgz\n", "MDAQFy9eBADMmDEDrq6uFTZg1LSqNsJ4eXlh/vz5yMjIqPMy/5fxpJZMYwEBAdDW1saJEyfKjPP0\n", "6VMkJSXBx8dH7QNnVVEtLFNYUXrKBqGgoCAkJydLXnfu3BEnnjtx4gSuXr2KSZMmiQ+nmqRfWcry\n", "PD+7r7KVt3TemsrLy8PmzZsRFBQkNkYA5ZddOSnk8/mX7uUTEBCA3bt3IzU1FQsWLMCJEyfESYta\n", "tGgBmUymdpZiTfdFS0tLpYyPHz8ud5vSlHW5ePFiyXE9f/487t27h7lz55a5bWWOt7IlPSMjA2vW\n", "rMGNGzfQo0cPya/xoaGhePr0KX788Ufs2bMH3t7eVf5HaWxsXKezP5eVX3XOSaBkmd+EhARcunSp\n", "3B4jz7OxsYGfnx+io6NRWFiIn376SdJrKCUlBceOHcPo0aMlDaaaXqvK3h3Px1dO8KlUmfOrrGul\n", "pu8fjDHGXm5NmzbF48eP8dFHH2HlypV4+vSpRhN5l+fOnTv49ddfMX78eMhkMgwaNAhPnjzBjh07\n", "1MZXTqyp/L/5xx9/1OvEmpXFE1vWDm6QYBpr0aIFPv30Uxw8eFBs2Xze2rVrkZubiy+//LJG866N\n", "JT8rStPe3h5WVlZISkpS+Wz16tVYuXIlAIi9CJ5PLzU1tUbL3atXLwBQ6a2hfK/8vDIKCwtRXFys\n", "tuxlOX/+vOT9qVOnAJSsGgEAS5cuFcOMjIwwceJEfP7557h16xZycnKgo6ODzp07IykpSexlUnpf\n", "2rVrB1tb23LLbWpqqrJE0+XLl1X2Q7nUqfLhLjExEVevXkXPnj0hk8nUHtuPP/4YR48eLTNvTY/3\n", "xo0bsXPnTgBAs2bN8P7772Pp0qV49OiRZMULhUIBNzc3REdHIyYmRuOHb3V69eqF69evq9RNZGQk\n", "Fi9eXOV0y8vv2rVrKvn98ccfMDAwEM+JyhoyZAgaNWqE1atXY8uWLQgODtZ42xEjRuDq1auYNm0a\n", "OnToIGkYre61qhy+VLoRJiMjQ2WVGU3Pr/Kulecb/hhjjLHq+O6775CXl4fPPvsMgYGB0NLSEocD\n", "V9XKlSuhq6uL4cOHAyj5YaBDhw7YtGmTStzqLBHaUFhZWcHQ0BCnT5+u76L8p3CDBCvX87/SffHF\n", "FwgJCcFbb72FY8eOieGFhYWIjo7GZ599hqioKHTp0kWj9Kpajspuq277stIsHf7111/j6NGjiImJ\n", "EcP++OMPhIeHi3M5vPbaazAyMsLy5cvFrtjx8fGIi4vTKI+KyqPk5+eHd999F4sWLcL169cBlDwM\n", "hYeHo3PnzggKCqp0mnp6evD398dPP/2EGzduAChp7V61alWZ23///ffi0ou3b9/G4sWLERAQAH9/\n", "fwAlS0nOnTtXbHXPz8/H8ePH4eHhgebNmwMAFixYgEePHkm6ya9atQp//fUXli1bVuF+dOvWDceP\n", "HxcbTo4cOYILFy6oxLOysoIgCLhz5w4AYPz48UhISIC1tTXCwsKwfPly8aGRiLBq1Srs3r0bnp6e\n", "ZdaZpsf76tWr+Oqrr8TeEMXFxThy5AgsLCxU5ggIDQ1FYmIizpw5U+mGpdJ5RkREQE9PD5MnTxaH\n", "QZw5cwbffvutxuk+X4fl9U6KiIiAvr6+JL9du3bht99+w7x586Cjo1Nu2mWFt2zZEn369ME333wD\n", "Hx8f8bzRxDvvvAN9fX0sWbJEXDpUydHREXZ2dlizZo04xOnPP/8sdzxo6bLZ2trC0tJSXFaUiDB3\n", "7lzo6+tL4ml6fmlyrTDGGGPV9ezZMyxduhRDhw5Fq1at0Lx5c3Ts2BF79+6tcpp5eXlYvXo13n//\n", "fcnQzsGDB2Pv3r0qjfUNTWFhIe7du4fExETs2rULUVFRWLlyJWJjY3H69Gncu3dP7TBWLy8vnDlz\n", "pp5K/R9VK1Nl/gfUxYyiDdGTJ09ILpeTmZkZyWQycnJykiyRp7Rt2zZ6/fXXycnJieRyOTk5OdHQ\n", "oUPp/PnzKnG7du1Kbdu2JZlMRra2tjRkyJBKl6sqy35euHCB5HI5NW3alAwNDcXlBTt16kSGhobU\n", "tGlTUigUdOXKFQoLCxPL6OTkRDExMWI6Bw4coE6dOpGlpSV5enpS9+7d6dixY5K8EhISqHPnzmRu\n", "bk5+fn70wQcfUJ8+fahJkyakUCjor7/+oo8++kiSx08//UQnTpwguVxOMpmMzMzM6L333it3nwoK\n", "CmjWrFlkZ2dHDg4OZG1tTZMnT5asGhAUFCTJR6FQSFZ6eF5qaioNHDiQzM3NqWPHjtSvXz8KCwsj\n", "QRDI2dmZ1q9fT2FhYWRra0symYzWr19P/fr1Izc3N3GJxgcPHojpHTlyhAYMGEDOzs6kUCjI2dmZ\n", "hg8frrI0bWJiIvXq1YssLS3J2tqaunTpIq7UQUT0448/SuqmR48e4mePHj2i4OBgsrCwoA4dOtCM\n", "GTNo5syZJAgCyeVy2rJlixg3IiKCLC0tydXVlQYMGCBZOnL58uXk5ORE9vb2pFAoaOjQoXT79u1y\n", "jwGRZsf73LlzNHz4cPEacXFxoXfeeYcuX76skt79+/epSZMmkmVQlQIDA8XrUaFQ0NGjR2nLli3k\n", "5OREMpmM2rZtK1mBIiUlhd577z1q06YNyeVy8vPzk5yvmqZ34cIFcnd3F68fuVxOv/32m0r5lPm1\n", "bduWbG1tycvLi3755Rfx86ysLHJ3d6dmzZpRs2bNxPNx2rRpkvP0hx9+kKS7fft2EgSB9u/fX+Hx\n", "eN7YsWPJ0tJS7WdXrlyh3r17k5mZGXXq1IkGDx5Mw4YNI0EQSKFQ0MGDB2ngwIGSsi1fvlzc/uTJ\n", "k+Th4UE2NjYUEBBAcXFxZGVlRYaGhqRQKCp1fml6rTDGGGPVsWbNGhIEgS5duiSGzZ49m/T19ctd\n", "Urs8UVFRJAiCuBS90t27d8tcPc7d3b3Ky25WxZIlS6hdu3ZkYWFB5ubmZGZmRiYmJmRoaEgymazM\n", "FQ2VL5lMRqamptS6dWtq06YNWVpakoGBAclkMrK0tJSsKPhfVRfPxAIRD1RVJykpCZ6enkhMTCxz\n", "tQvGGKsp9vb22L17d4XDVV4Wd+/ehY+Pj7jCDmOMMcYqr7i4GE5OTnB0dJRMYnnmzBl4e3vjyJEj\n", "6Ny5s8bpZWVlgYjQtWtXWFtbq50volu3bpDJZDh48KAYRv9/9ank5GRxlTtra2ts27atViaIvH37\n", "NqytrVFcXFzjaSu5uLggLi7uPz3BZV08E/MqG4wxVs+Sk5NhYmLCjRGl/Pzzz+KYVMYYY4xVXlZW\n", "Fnbv3o0rV65g3bp1ks88PDxgbGyMvXv3atQgoVwh4+bNm8jPz0dWVhbCw8PVxh08eDDGjBkjLsMN\n", "AJs3b8bJkyexb98+cehidZccLU90dLTYGGFoaIhmzZpBEATIZDLIZDK0aNECrVq1EldBNDc3R6NG\n", "jXDv3j3cu3cPd+/exd27d5GRkYGioiIQEe7fvy+Z/+zPP/9E//79cfz48Vrbj5cBN0gwxlg92Lx5\n", "M27evIlPP/0UCxcuxLhx4+q7SPVu/PjxGDBgALy9vREVFYX9+/fXd5EYY4yxF07pxoPMzEzo6emp\n", "LNMtk8nQs2dP7Nu3T6PJ6JUrZJS2ePFivPvuuypx33nnHXz00Uf4+eef8fHHH+PRo0eYPHky3nnn\n", "HXHVtdpUVFSEtWvXAijZz3PnzqF169bVSjMrKwuurq4qE78rJ+WszcaV/zqe1JIxxupBs2bNsGTJ\n", "Eri5uUFXVxcDBw6s7yLVOwMDA7FBYuLEidX+8sAYY4y9jJSNB6mpqSgoKMDjx4/VLq/Zq1cvJCYm\n", "IiMjo9z0yloh4+bNm2pXyDA0NMTrr7+OH374AVlZWYiMjMTDhw9rZcUvdfbu3Yt//vkHANCnTx/+\n", "PtHAcQ8JxhirB2+++SbS09PruxgNypw5czBnzpz6LgZjjDH2wqpoec3Sv+Qreyvs378fQ4YMqbEy\n", "ZGRk4PLly0hJScGrr76K7OxsTJ8+HW3btq2xPMoTFRUl/v3BBx/USJpGRkawsrJS6SFhbW3NvSOq\n", "iXtIMMYYY4wxxthLxtTUFAqFAvv27Ss3nvJh/HllPYwHBgYiJSUFAJCdnQ2gZIn0unD37l3s2rUL\n", "AGBhYYHevXvXWNqxsbHw9fUV55zw9fWVTBTKqoZ7SDDGGGOMMcbYf0Blf8l//fXXsXbtWhQXF0Mm\n", "K/u36tjYWLi5uSEjIwOmpqawsbFR+zBeVg+NW7du1clcC+vWrUNRUREA4P3330ejRjX3uGtiYoLj\n", "x4+Lw1S4Z0TNaJA9JM6ePYt+/frByckJbm5ucHNzw/z588WTS+nSpUt444034OjoCHt7ewwePBj3\n", "7t1Tm2Z0dDTc3d3h7u4OZ2dnLFiwALziKWOMMcYYY+y/ZMuWLWjcuDF0dHQq/CW/V69euH//PpKT\n", "k8tNMz8/Hw8ePMDnn3+OP//8E8ePH29wy10WFxdjzZo1AABBEDBixIhaycfIyIgbI2pQg+shcfv2\n", "bXTt2hV9+vTB+fPn0ahRI5w+fRp+fn5IT0/HokWLxHidO3fGyJEj8dtvv6GoqAhDhw6Fn58fkpKS\n", "oKenJ6a5YsUKTJkyBUePHoWnpydu3LgBHx8fZGZmYt68efW1q4wxxhhjjDFWo06dOoWCggLs27cP\n", "bm5u5T48+/j4QE9PD9u2bYOVlVWZcefPnw9dXV1MnTpV8pz1vPqca+HAgQO4desWgJKGFktLy1rN\n", "j9WMBtdDYvfu3Xj48CE++eQTsYuNt7c3evTogR9//FGMFx4eDiJCZGQkAEBLSwuLFi3CjRs3sHTp\n", "UjHe48ePMX36dISGhopr3lpbWyMsLAyLFy/GjRs36nDvGGOMMcYYY6z2rFq1Ch06dEDXrl0rbATI\n", "yclBo0aNMH/+fLi6usLX11dl1Y3U1FRERUUhLCys3MYIpfqaa2H16tXi3zU1mSWrfQ2uQUJLSwsA\n", "UFBQIAnPz89H48aNAZSsLfvrr7/itddeQ5MmTcQ45ubmcHBwwE8//SSG7d27F48fP0ZAQIAkvW7d\n", "uonpMMYYY4wxxtiL7vr169i3bx/GjBmjUfzAwEA8ePAABQUFSE1NxcmTJ1WWCF24cCGaNGmC8ePH\n", "a5Smcq6FCxcu4MKFC3UyvCMtLQ07duwAAJiZmeHNN9+s1fxYzWlwDRJBQUFwdnZGREQEHj58CKCk\n", "18ShQ4cwe/ZsACUX2r///ot27dqpbG9jY4PLly+LDRpnz54FAJW4yvfnz5+vtX1hjDHGGGOMsZqS\n", "lZUlTqqozurVq9G8eXMMGDBAo7TKWyI0KysLly9fxqpVqzBhwgQ0b968UmWty7kWYmJiUFhYCAAI\n", "DQ0Vf8hmDV+Dm0OiWbNmiI+Px4gRI2BsbAxjY2MUFBRg1apVGDZsGADg/v37AAB9fX2V7fX19VFc\n", "XIzs7GyYmpqWGVf5Xvk5Y4w1NJMmTcLOnTtx7do1/P777/Dz86vU9oMGDcLJkydx584d3Lx5s87W\n", "/2Yvh6lTp2Lbtm1VPj9fBEVFRZg/fz5CQ0NhZmZW38WpNWvXrkVYWBgmT56M8PDw+i6OKDw8HBMm\n", "TIChoWF9F4WxepeRkYHAwECxAcHKygqxsbGSngfPnj1DdHQ0QkJCoKOjU+W88vLy0Lt3b/zzzz94\n", "9OgRnj59iuDg4OrugkjZEPLPP/9IXs+ePUPTpk3F1yuvvAIiQmZmJjIyMnD//n3cv38fWVlZaNGi\n", "BVq3bo02bdqgTZs22LJli5j+yJEja6ysrA5QA/P3339T27Zt6d1336WcnBwiIkpISCBzc3MaNWoU\n", "EREdP36cBEGgmTNnqmwfHBxMgiBQWloaERF98MEHJAgCXb9+XRKvoKCABEGgXr16qS1HYmIiAaDE\n", "xMSa3L0G78mTJySXy8nMzIwEQSAnJyeSy+Vkb29P5ubm5OvrS9u3b69S2jk5ORQeHk5nz56t4VK/\n", "3NatW0cxMTEq4bdv36aWLVvSN998U+k0ly9fTiYmJvTPP//URBGr7UU/d6pTn4cOHSJBEOjw4cMV\n", "xh0wYAC1b99eEhYTE0OCINCtW7fEsNOnT1Pz5s1VruXw8HA6dOhQpctY2TKx/47KnJ8vmvz8fOrV\n", "qxeNGzdODAsODiZbW1sSBIHatm1L3bp1U9nu3LlzFBISQs7OziSXy8nZ2Zlef/112rJli0rcKVOm\n", "kJOTEwmCQGZmZqRQKCgvL69W96u0tLQ0euutt8jb25sEQaBZs2ZVevvJkyeTq6sryeVyksvl5O7u\n", "TqGhobRt2zYx3k8//URyuZwaN25MzZo1I7lcTm5ubmRnZ0f+/v60aNEievTokUr6GzZsIDs7uwbz\n", "v4ix+uTj40MAJC9fX19JnE2bNhEAunjxYrXSVfd6Pq+qmjdvHgmCoFGeVXn16NGjRsrJStTFM3GD\n", "G7IxY8YM3L17F1FRUTAwMAAAtG/fHtOmTUNUVBQOHDiAli1bAgAePXqksv2jR4+gpaUltqYbGxur\n", "jat8r0yrLBMnTkTfvn0lr02bNlVvJxswbW1tJCcni+PO9uzZg+TkZFy+fBkXL15EkyZN8Pbbb+PE\n", "iROVTvvBgweIjIzEuXPnarrYL7WYmBjExMSohL/yyitVntFYOUNy06ZNa6CE1feinzvVqU+qxPLE\n", "FhYWsLKyqnB7XV1dWFtbq3S9jIyMxOHDhytdxsqWif13VOb8fNFMnz4dDx48wPLly8WwDRs2iEvK\n", "zZ49G3FxcZJt1q5di86dOyMgIADnz59HcnIy/vzzT3z++eeYPHkyhgwZguLiYjH+/Pnz8dtvvwEA\n", "PvzwQyQlJeGVV16pVDljYmJgbW1dpX385ptv0KdPH/zyyy+V3jYvLw+dOnXC2bNncejQISQnJyM5\n", "ORlbt25FQkKCuCoaAAwYMADJycmwsLCAt7c3kpOTce7cOfz999+YM2cONm3aBFdXV5VlB4ODg9G3\n", "b18MHDiwSvvH2H9FRUMrlHG++eYbdOnSBU5OThqn/fwElN7e3mjRokW5eVXVo0ePEBkZWeX/HVpa\n", "WjAzM4OTkxNMTU3VxgkLC6tOEV9qmzZtUnnunThxYq3n2+CGbJw/fx4tW7ZU+aL86quvAgDOnTuH\n", "gIAA6Onp4fr16yrbX79+HQ4ODuK4IYVCIYa7u7tL4gGQhKmzdOlSeHh4VH2H/j/lBVwb46hqI211\n", "N4oWLVpg/PjxOHz4MHbs2AFfX98aS5vVvJYtWyIhIaFK2w4ePBiDBw+u4RJV34t67tRVfS5evFij\n", "eI6OjkhKSlL7WU3XsaZlYqwhycnJwfLlyyVdgJXKukYOHTqEMWPG4Ntvv0VISIjks86dO2Pnzp3w\n", "8PCAjY2NuEJYeenVhVmzZkEmk6l90KlIXFwcrl27hsWLF0uGVNjY2GDOnDlYsmSJyjbq9vW1117D\n", "kSNH0KFDB/Tu3RsXLlyQ/Fg0bdo0tGrVCjt27EDfvn0rXU7GXmQVNQDk5ubi2rVreOutt5CSkoL7\n", "9+/Dzs4OGRkZGk8iqZyAsnRerq6u1Sp3WTZs2IDc3FwAQMeOHfHGG2+Iwy5at24NHR0dPHv2TPIq\n", "Li6GsbExTExM0Lx5c8hk//d7en5+Pu7evYs7d+7gzp07aNu2LTp37lwrZX8ZqPu+mpSUJK5UWVsa\n", "XA8JMzMzZGZmiierkvKfpZmZGWQyGd5++20cO3YM+fn5YpzU1FRcvnxZMolL7969oaenh4MHD0rS\n", "i4uLg5aWFt55553a2xmUjPfy9fWFq6trmUvpNMS0y6KcLLT0zQAA7t27h5CQEFhZWcHe3h6enp6S\n", "FUw2btyIPn36AABmzpwJhUIBDw8PXLp0CV5eXpDJZDA1NZWshvLVV19Jxrzv2bMHTk5O0NPTw4gR\n", "I8TwhIQEdO/eHTY2NrCxsUHv3r3V/pK+d+9edOzYEXZ2drC2tsaAAQMkX8KmTp0KOzs7yGQybN26\n", "FUOHDoW7uzusra3x5ZdfVlg3CxcuhLOzM2QyGZYsWYJhw4bB09MThoaG6NevH+7cuSOJHxUVhS5d\n", "usDb2xtyuRydO3fGgQMHJHG6desmnvMXLlxA79694eLiAplMhjlz5kChUCAxMRFnzpyBQqGAQqHA\n", "vHnzcOrUKcjlcjRp0gShoaGSNP/991+EhYXBxsYGbm5ucHV1RUhIiNjr5fPPP4etrS1kMhmOHDlS\n", "J/t27tw59O7dGw4ODnB2dhZ/MQTUnzsKhQKXL18GAOzbtw+dOnWCp6cn5HI5unfvjnXr1pV5nJYs\n", "WQJTU1PIZDK4ubmJvwxu27YNjo6O0NbWFu8Lhw4dQmBgIDw8PMTXihUrJF+qS58327Ztw/Dhw+Ht\n", "7Y0mTZqgf//+mDFjhlifpXsfnD17FkFBQZDL5fDw8IBcLkdkZKTknlba/fv3ERwcDIVCASMjI4SE\n", "hODBgwfi57169RLrszyxsbFQKBSQyWSYNWsWAOD3338XG29XrVol1vHy5cvh6OgImUyGtm3bitdd\n", "Xl4e5HI5dHR04OTkhKtXr6rNS12ZqnudDRkyBJaWluL5+fbbb8PR0RG2trbYsGEDnjx5grFjx8LT\n", "0xNWVlb43//+p5LGo0ePMG7cOFhbW8PR0REuLi5YuXKlJE5WVhYmTJgAhUIBT09PuLu7Y/jw4UhL\n", "SxPjHDt2DAqFAk2bNkVoaCiWLVuGzp07o3Xr1ujbty/S09Mr3B9Nz4PTp0+je/fu4nnYqVMnLFiw\n", "AADw8ccfo3nz5mjcuDEUCgVOnz4NoORct7GxQYsWLTBp0iRMnTpVPBc1qfuK7hWlZWZmlpne06dP\n", "IZfLYWRkBGtraxw6dAgBAQHiebB9+3Yxv0mTJqFdu3ZwdHSEvb095syZg6KiIjEtTe8bvr6+aNy4\n", "MVq0aAEPDw/xmg0ODoaJiQnatGlTbm/Hbdu2obCwEN27d6/wGCp99tln0NPTU7nnKrm6uiIgIACL\n", "Fi2SXLv1qaL7RXmUk8epWz79rbfeqlSvC21tbcyZMwcZGRmSnhVASeO6QqHAhg0bqlxWxl40z3/H\n", "79mzp8qzEQA8fvwYPj4+OHnypDgv3tWrV1VWydCEcgJKZa/O51W1160SEWHVqlXi+1WrVuGLL75A\n", "aGgounfvDgcHB7Rt2xZ2dnZwcXGBp6cnfH190alTJzg4OMDQ0FDlntWkSRNYW1ujS5cuCA4O5saI\n", "F1WtDQapotjYWJLJZPTBBx9QQUEBERFdu3aNrK2tycbGhnJzc4mI6NatW2RsbEzTpk0jopI5IYKC\n", "gsjOzo4eP34sSXPFihWko6Mjjn25fv06mZmZ0dSpU8ssR02Nl9FkvFdDTDs8PJwEQaCbN2+KYdeu\n", "XSOFQkGtWrWSjEd/8OABWVtbU9euXenJkydERLRjxw6SyWS0efNmMd7NmzdJEAT6/vvvVfLz9PSk\n", "gIAASZiXlxcJgkBnzpwRw7Zs2ULjx48X3yckJFDTpk0lx/KTTz4hfX19SklJEcO2bt1KWlpa9O23\n", "3xIRUWFhIQ0aNIhat25N2dnZYjzleOjOnTuL85Ds2LGDBEGg+Pj4CutNuY8mJiaUkJAg1o+Hhwc5\n", "ODhQYWGhGNfR0ZF27dolyVtXV5eSkpIkaUZERJAgCBQcHCye/8OHD6evv/6aiIj8/f2pa9euastj\n", "ZWVFoaGh4vv8/Hzy8fEhhUJBmZmZRESUnZ1NHTp0oMDAQJV6KD0uvDb3bcyYMeL2YWFhpK+vL84h\n", "Uzrv58+da9euUdOmTSXlXLJkCVlZWamtD6Vdu3aRIAi0Y8cOSXhMTIw4Vw0R0ZgxYyTn1j///EO2\n", "trZi3T9fX15eXuJ5FxMTQ/3795d8Xrqcc+fOpaCgIPE+l52dTb6+vhQWFiZJ+/fffydBEMjd3Z2u\n", "Xr1KRCXzg1haWqpcMxERESSTySRh69atU5lDgojUjhdXF/bs2TMyNDSkkJAQSXhOTg61bt2a8vPz\n", "qTzqylTd60w5L8a7774r3nOmTJlCWlpaNGjQIPEYKI9z6Xkx8vPzqX379uTi4kL3798nopL7iI6O\n", "Ds2bN0+Md/LkSXJ0dBSvk4KCAho3bhx5eXlRUVGRpDxWVlbUqlUr+vnnn4mo5Lpo166dSp2po8l5\n", "8OjRI2rRooXk/N+6dSsJgiC+X7BgAclkMpX5kj777DNatGiR+F7Tutf0XqE8PzU5lsOHDyd9fX0a\n", "NWqUWIfdunWj7du3i/nJ5XLxuPz9999kYWFBgwYNkqSj6X2jT58+ZG1trVLnPj4+Ff5vDwoKUrtt\n", "6X0ufTzS09NJEATq3r17uekqy156PokbN25Uaf4GpXXr1lV4z6tIVcqQlpZGzZo1I11dXZo9ezbd\n", "vXu3wm0sLS3L/H+Vm5tLWlpa5OLiovLZ0KFDyczMTOOyMfaiU/cdv3HjxuTg4EDm5ubivG5Hjx6l\n", "Zs2aqcQ1NzcX791VkZ6eTr6+vpK80tPTq7VPx44dE8vn4+NTrbRY3amLOSQaXIMEUckXpl69epG9\n", "vT25urqSk5MTTZw4kTIyMiTx/vrrL+rduzc5ODjQq6++SoMGDSrzH2J0dDS5urqSm5sbOTo60vz5\n", "88stQ01UfmZmJpmbm6vcJIyNjSkuLo4SExOr/IqLiyNjY+MavwEpKRsklJNa2trakkwmow4dOtDp\n", "064d43sAACAASURBVKclcWfOnKnScEBEFBAQQO3atRPfK7/wqGuQmD17NjVu3JgePHhARCUPXHK5\n", "nJo2bUqff/65GC84OJji4uLE9126dCFjY2N69uyZGPbkyRPS09OjESNGEBFRcXExWVpaqnzJuXPn\n", "DgmCQLNnzxbDlF80Fy9eLIYVFxdTs2bNaMaMGRXWm3IfP/jgA0m48gt6dHS0GHblyhWV7Tt27Ehj\n", "x46VhCmPxR9//CGGPXjwQKwrPz8/jRsklA+nO3fulMTbuXMnBQUFie+V9VD6Abo29610Q0VCQgIJ\n", "gkAHDx5Uyfv5c+eXX34hQRAk1/2zZ88kx1SdoqIisrCwoL59+0rCO3XqJDa2EJWch8oHXqVp06aR\n", "k5OTJExZX3PnzpWUQ1kudfWZlpYmeXgiIlq5ciXp6uqqTfvLL7+UhC9btkzloU9Zn6VVt0GCiGjc\n", "uHGko6MjmXRu5cqVNGHCBJW4z1NXpupeZ8p9io2NFcMSExNJEASaOHGiJK6enh598cUX4vvo6GiV\n", "B0IiohEjRpC+vr54vHNzc+nOnTuSOJcuXSJBEFTugZaWluTm5iYJGzt2LFlYWFS4L5qcB6dPnyZB\n", "EOj48eOSeKXrKi0tjRo1aiS5XxYWFpKVlZXkf6emdV/Ze4Umx3LYsGGSSaeJiDIyMujff/8V83u+\n", "kXDx4sUkCAIdOXJEDNP0vrFlyxYSBIEOHDgghl26dInc3d2pIv7+/tShQwe1n6lrkDh16pTYcFye\n", "VatWkSAItHDhQjGsso0Byskjla+2bdtSkyZNVMKfP3blqWqjyJ49e6hVq1YkCALJZDLy9PSkWbNm\n", "SX7MKK28BgkiIlNTU2rWrJlK+OTJk0kQBJX7MWP/RWU9P5iZmVFmZqb4Ki9uTT0PlM6ruoKDg8Xy\n", "rV+/vkbSZLWvLhokGtwcEgDg5+en0fJhjo6Oki6a5QkNDS2zG2Vdy8zMlAxNaMj27NkjDpt49uwZ\n", "Fi1aBF9fXyxbtkyc+HL//v3Q0dFRmWvDxcUF8fHxuHPnDtq0aVNuPoGBgZg5cyZ27dqFIUOGYNu2\n", "bQgKCkJ8fDxiY2MxZ84cFBQU4MSJE1i/fj0A4MmTJzh27Bh69uyJJk2aiGlpa2vDxsYG8fHxAIC/\n", "//4bt2/fxujRoyV5tm7dGvr6+oiPj8eMGTMknzk4OIh/C4IAQ0NDSVftiri5uUnee3t7AwBOnjwp\n", "OQ9DQ0Nx7tw5FBcXQxAEpKSklLnGs4uLi/h3ZdeBVtq3bx+AkoliS3vzzTfx5ptvapRGbexb6fpW\n", "TkSrSX137NgRzZo1g4+PDz766CP0798fdnZ2KsfzeTKZDMOGDcP8+fORlpYGMzMzXLlyBTk5OZK6\n", "0dPTw5w5cxAXF4cnT55AS0sLaWlpyMnJUZtu6WPUpEkTtGrVqswyGBgYYNmyZdi+fTseP34MLS0t\n", "ZGdnIy8vD+np6SqTNZVX7127di13f6srNDQUK1aswKZNmzBq1CgAJRPprV69ulrpVvc6U84tBECc\n", "gKt0GAAYGhoiNTVVfL9//34AJePWS3NxcUF0dDROnz6NLl26QEdHB7t378bq1auRlpaGRo0aicMo\n", "rl27Bi8vrzL3BSjp+qrJvmhyHjg6OsLCwgL9+vXDhx9+iPfeew+urq6YPXu2mI6pqSl69+6N9evX\n", "Y/bs2RAEAfv374dCoVA7eXNFdV/Ze4Wmx9LIyEhybivLpsyvQ4cOkvgdO3YUP3++K25F942+ffvC\n", "yMgI0dHR4tCL/8fenUc1dXVtAH8SJgFBAUVwBLH6qkVAK9bgPA9VoWqVOqLWqdZWW4fat9a21r6t\n", "SidtHUGt1mpVonWe6oRQUavFoVoEHKNAGAXUQO73hyv3IySBBAJEfX5rZUnuPffcc0OIyc45e0dG\n", "RmLcuHE64yruwYMHRq+/rmzFEz+uX78eCxYs0NleGfr06YObN29i9+7diIqKwoEDB7BgwQIsXLgQ\n", "X3/9tcnJ0ARBgEQi0dlub28PAMjKyhJ/JnrRaP42ii6b0CyvKPr/HFD+5RVF+zeH1NRUcRmXm5sb\n", "hg4dapZ+6flgkQGJ54WhF4lWrVqVuMbdWGFhYfj777+1tpnrBUgfOzs7zJs3Dzt27MB7772H0NBQ\n", "1KhRA2lpaVCpVDoBiYcPH4o5QUoLSLz88svw8fHBzp07MXLkSMjlcqxevRrOzs6YMmUKEhISkJiY\n", "iA4dOojrxzIyMiAIAs6cOSOuf9fIyMgQ26WlpQF4unY+NjZWq52Tk5O4DrYoR0dHrftSqVRrHXP/\n", "/v1x79498f7atWu1rt/Z2VnreE3Cr7t37wJ4mu+kQ4cO6NixI06cOIHq1asDALp27YrHjx/rfYyK\n", "j6ks0tLSxA8LZVUR11b0Dabm91b08Takfv36OHv2LL7++mssWrQIc+fORUBAAL744gv06dOnxGPH\n", "jx+P//3vf1i/fj3mzJmDiIgIrbrVgiCIeQD2798vZrH/9NNPxdwLxTk5OZU6Zo0JEyZg//79OHLk\n", "iJhcd/369QgLC9P7OJX2uFek1q1bw9fXF5GRkZg4cSIuX74MlUqlEyQxVWl/Z6Ycr3mjVrxPiUSi\n", "1afm9aBv375a7fLz8+Hh4SEGm9asWYOJEyfi559/Fmuv37x5E97e3jq/H4lEovdailZTMMSY54Gj\n", "oyPOnDmDr7/+GitXrsTChQvx0ksv4eOPP8bIkSPFvsaOHYshQ4bg4MGD6N27NyIiIgwG4kt77E19\n", "rTD2d2nob8TQ+TT/n2nWRhdV2uuGjY0NQkNDsWbNGmRnZ8PR0RFbtmzBuXPnSr0ea2trk5JNNmrU\n", "CEDpgVTN/saNGxvdd2lMGWdFsLa2RnBwMIKDg6FWq7F//35MnToVH3zwAfr374+XXnrJqH5yc3Oh\n", "VCr1VgfQXGN5cl4QPStMDTLI5XKEhISI+Vy8vb0RFRVVKWM1VmRkpBjUDwsLM7maED3fGJCoYIZe\n", "JMzxzcuhQ4eq5AXIx8cH58+fx/Xr19G2bVvUqlUL6enp5f52ZtCgQVi1ahXu3LmD9PR0+Pj4wMHB\n", "AVOnTkVUVBSSkpIQHBwstndxcYFUKkWXLl20EmgWp/nm7M0339RJllVWe/bsKXF/VlaW1n1N5uJ6\n", "9eoBAHbv3o20tDR89NFH4gd2wPC3Q+ZSq1YtCIKA9PT0Mj8HLe3amjZtijVr1mD58uXYtWsXFixY\n", "gIEDB+LSpUs635YX1bhxY3Tu3BkRERF4//33sWXLFq3KEwkJCTh16hSWLFmiVVLPHG/+8/Pz8euv\n", "v2Lq1KlalX5K6ru0x72ijR07Fu+//z6uXr1q9LfMlkjzenDixIkSA0iRkZF4+eWXxWAEYP4PfqY8\n", "Dzw9PfHNN99gyZIlOHjwIBYuXIjRo0ejbt266NatG4CniQQ1MwJeeeUVxMXFYcuWLWUamzleK/Qx\n", "9BgaOp/meV5aiW5DwsLCsGzZMmzatAkNGjRA27ZtjQrae3h4ID093ejzuLu7IzAwEOfOnYNKpRIr\n", "fRV3+vRpODo6mnWWpEQiqdD/NwxRKBT4888/tf5flkql6NevHxYtWoSRI0fi4sWLRgck9u/fD7Va\n", "jQEDBujsy83NhUQiKfPsQKJnjVwuR/PmzZGTk4NatWqV+B6/eJWMivpisqzUajVWrlwp3i8+Y5mI\n", "oeYKpnmRiI+PR3x8PKKjo8325q4i+y7J7du3IZFI4OnpCeDplM2MjAzcvHlTq11CQgLefPNN8Rsr\n", "zRs0zRvSq1evalXDCA4OxsOHDzF9+nSxtJenpycCAwOxfft2HDhwQOtbbwcHB3Ts2BEXLlzQeZMr\n", "l8vFb7GbNm0KLy8vvWUOV61apZNd3xyKz1w5c+YMAIilUjXffBZ/E1k8Gm4MGxsb8frz8vKwa9cu\n", "g201j1/xcqB79uzR+uBVksq8Ng1Dz52jR49i7dq1AJ7O4Bk6dCg2btyIgoICXLlypdR+x48fj3//\n", "/Rdz5sxBu3bttL6dLek6yvvmv6CgQFzKUrxvQ0p73M2h6LfCN2/eRExMjLhv5MiRsLa2xqpVq7Bt\n", "2zajny+WRvM3UPz1ICsrC6+//ro4Q+Lx48dmfQ7rY+zzID4+XqwWYmVlhb59+2L37t0AtJ8XNjY2\n", "GDFiBHbt2oVly5Zh2LBhZf5G2RyvFfoY+tvRnK/4LDbN/dJmPBkSEBCAVq1aISIiAuvWrTM6kNaw\n", "YUOTf9//+9//kJOTg4iICL37//77bxw9ehRz587VmfFUHmPGjNFbBr2iXbt2DVOnTtUbZNI874wN\n", "JD18+BD//e9/UadOHcycOVNnv0KhgJeXl9byTKLnmaOjI/Lz8zF37lyj3+NrKmRYmoMHD4qvUb16\n", "9UKTJk2qeERkaRiQqCQV+SJRkX0Xf6Oxbt06xMbGIjg4GPXr1wcAvPfee/Dx8cG0adPEkkSZmZl4\n", "++23Ub9+fVhZWQF4usbZ3t5eLBH52Wef4ffffxf7DgoKQq1atSCXy7W+cQkODsaZM2fQsmVLODg4\n", "aI1n8eLFUCgUWjXdr127hhkzZog1cyUSCb777jucPHkS69atE9vFxsbik08+0VmzrO+6hacJYI17\n", "0AAcPXpUfCOfkZGBTz/9FP/5z3/E2vS9e/eGnZ0dlixZIi4Z2bBhA/7991+Tv4Vt3Lgx7ty5AwA4\n", "efIkZsyYYXDcI0aMQPv27TF//nxx6npKSgrmzZuHnj176vStbyyVdW1F2+p77uzatQu3b9/Gl19+\n", "qbV85ujRo3B2dtb7ey1u8ODBcHZ2xjfffKNVShZ4mqPmpZdewpo1a8Tp4pcuXcKvv/5q1JhL2u/k\n", "5IQuXbpgy5Yt4gyn27dvi+Ww9PWzfv16sbzmrVu3EB4eju7du6NLly6lXqehPotv8/b2Fh/jFStW\n", "YM2aNeK+2rVro3///li2bBnat29vlm8qy/t3Zsw1GfobmD17tvh7zc/Px7vvvgtra2vxujSzbDQf\n", "/PPz87Fw4UKzjFvD2OeBUqnE0qVLcfXqVfHYo0ePwsbGRuf3r1nqsXDhwhI/fBv7OJX1tcLQY2Lo\n", "cdKc75NPPhHPl5CQgPDwcAwfPhwdOnQweC2l9R8WFiaWRzY2sDFgwAAoFAqD+WL0natLly5YtWoV\n", "Zs2ahfXr12stBzx58iQGDhyIsLAwfPTRR0aPvbKZOob79+9j9uzZePTokbjt+vXr+Oyzz9C6dWu9\n", "JfiKnkMQBJw4cQIdO3ZEfn4+9u3bp/f9zKVLl56Z3FtE5rB//37k5+dj1KhRFhlkMEXRUp9Tpkyp\n", "wpGQxTJLasznUGVkFLVEeXl5gr+/v+Dh4SFIpVKxyoafn5/QqFEjoXXr1sKXX36pVdVCEJ5meA8L\n", "CxMaNGgg+Pn5Ca1btxYWL16s0/+qVasELy8voVWrVkKvXr0EpVKptX/ChAlCw4YNtbb9888/gkQi\n", "EdauXat3zGfPnhV69+4t1K9fX2jTpo3QsWNHnUztgiAIhw4dEjp06CA0atRIaNOmjdCjRw/h1KlT\n", "4v4vvvhCrCbSpEkT4dtvvxWSk5MFPz8/wc7OTnB1dRWCgoJKfPw0mcp/+uknYfLkyUKbNm0EV1dX\n", "YdCgQToZ+/ft2ye0bt1aqF+/vtClSxfhgw8+ENq2bStUr15dCAgIEDIzM4Xg4GDxd+Hv7y9MmTJF\n", "55zXr18XAgMDhebNmwutWrUS9u7dK/z5559ilRJXV1chICBALM+Yk5MjzJgxQ/Dy8hJ8fX2F1q1b\n", "az22H330kdbj8OGHH1b4tQUEBAgnT54Utm3bJrRo0UKQSqVCw4YNtao46HvuJCUlCW+//bbw8ssv\n", "C/7+/oKvr6/Qu3dvrYokpZk6darQqFEjvfuuXbsm9O3bV/Dw8BA6dOgghIaGipUCAgIChMOHD+s8\n", "b9q2bavVh6HHU6FQCMOGDRM8PT2FV199VRg0aJAwY8YMQSKRCC1bthQ2bNggzJgxQzx2w4YNwqBB\n", "g4RWrVqJZTg1lVYEQRB69eql9Xhu27ZNGDZsmNCwYUPxb/n7778XoqKiBH9/f0EqlQoeHh5Cz549\n", "xT527dol+Pj4CH5+fkJQUJBw48YNrWvZuXOnIJFIhIMHDxr12BYdk7+/v7Bt27Zy/51NnTpVvKaW\n", "LVsKmzZtEjZt2qT1vJk5c6Zw7do1rT5fffVVsY+cnBzhvffeE/8G/P39hXnz5mm9rj158kSYO3eu\n", "0LBhQ6FVq1ZC9+7dxYoPjRo1Et59910hPj5e6xzdunUTBOH/SxRqrrto5YfiSnoetGjRQvj555+F\n", "tLQ0Yfbs2YKfn58QEBAg+Pn5CR06dBD27dunt8+AgAC9JaBNfexLe60wpb/AwEDB1dVVsLOzE/z9\n", "/fVWwtGcz9vbW/jPf/4jvPTSS8LChQu1yqya+rohCIKQmpoq2NraCvPmzTP4eyju0aNHgouLixAZ\n", "Gam1fcSIEeI1N2zYUPydF3XhwgVhxIgR4v+fLVq0EPr06aP3/6VZs2aJY/fw8BACAgKE/Pz8EsdW\n", "vJqGoZsxVTbi4uIELy8voX79+oJUKhVq1qwpeHl5ia9TJcnIyBC++eYboV+/fuK1vvTSS0Lz5s2F\n", "WbNmaVWP2bJli/h/kpOTk+Dv7y+0atVKaNKkidC5c2chPDxcp2S7xvXr1wWpVGrS6zrRsy40NFTw\n", "9fWt6mGU261btwSpVCoAEOrVqyeWuKZnR2V8JpYIggWE5C3Q+fPn0aZNG5w7d04nWSORIcnJyWjc\n", "uDHWrVsnzhh4XjzP10bGuXv3Ltq3b49bt25V9VCoBBMnTkS7du10Zv28yJo1a4Y9e/aYNFX4p59+\n", "wtKlS3H58mXY2dlV4OioJMOHD4e1tTU2btxY1UMhqhSPHz9G7dq18f777+OTTz6p6uGUy/z588WK\n", "UAsWLHjmr+dFVBmfiZnUkoiIjLJ161aMHTu2qodBJXjy5AkOHjyI8PDwqh6Kxfjrr7/g7u5u8rrl\n", "KVOmIDk5Ga+99hr27NnD/AVV4KOPPoJSqdRa3kn0vDt8+DBycnIwePDgSjvnkydPsGnTJq1KQcW/\n", "szbmfkZGBu7fvw+FQoH79++LuSOsrKy0KpkRFcWABFEFeJ4nHj3P10a63nnnHbzxxhto27YtVq9e\n", "jYMHD1b1kKiY27dvY8qUKdi9ezfWr1+Pvn37alW4eRH9+uuvSE5Oxty5c7FkyRJMmzatTP189dVX\n", "OHjwIHJzcxmQqAL+/v5YuHBhlVQRITKHslS+2L59O5o2bYqWLVtW1LB0fPrpp2Ly5IowaNCgSqsK\n", "Rs8eJrUkMpMlS5agf//+kEgkmD9//nP1TfLzfG1Usho1aogBiffee09MZkuWw9bWFhcvXkSLFi2w\n", "efNmMfnmi6x69er45ptv0KpVKzg6OmLYsGFl7qtXr15wcXEx4+jIWEOHDmUwgp5JKSkpkMlk8PX1\n", "ha+vL2QyGVJSUko9TqVSYefOnRg8eHClPfcfP36sVZbTXKpXr44mTZrgtddew9KlS83ePz0/mEPC\n", "AOaQICIiIiIiU8lkMq3S2Zpt0dHRJR53+PBh9OzZE2fPnhWrxVW0rVu3ikHbPn366FTCKB4YKel+\n", "jRo14OHhAQ8Pjxd+pt7zgjkkiIiIiIiInhFKpRLJyck625OSkqBUKktcvrF9+3Z4eXlV6pehRUt8\n", "z549G127dq20cxMBXLJBRERERERUpVJSUrB9+3a8/vrrlbZcIykpCYcOHQIA+Pj4oHPnzpVyXqKi\n", "GJAgIiIiIiIyAzc3N3h5eelsd3d3h5ubG5RKpZjsEvj/fBMtWrRAamoqDh48aFS+CXOIjIwUfx4/\n", "fjykUn40pMrHZx0REREREZGZyOVy1KhRAzY2NqhTpw4cHR3x77//omXLljqJLoODgxETEyMGKS5d\n", "uoSQkJAKH2NhYSEiIiIAPC3LOWbMmAo/J5E+zCFBRERERERkJunp6cjKysJPP/2EoUOHwtbWFg0a\n", "NMCVK1fENgqFAq+99hpu376tc7wx+SbK68CBA7h79y4AoH///qhbt26FnYuoJAxIEBERERERmcmP\n", "P/6I2rVrIywsDHZ2dlAqlXBwcEBWVpZWu3PnzkGtVlfJGIsms5wwYUKVjIEI4JINIiIiIiIis8jJ\n", "ycG6deswceJE2NnZldjW3t4e3t7eOtu9vb0rdHbE/fv38fvvvwMAPD090bdv3wo7F1FpGJAgIiIi\n", "IiIyg40bNyI3NxeTJk0StxlKdOnn54fY2FjIZDJ4enrC09MTMpkMUVFRFTrGDRs2oKCgAAAQFhYG\n", "a2tOmqeqw2cfERERERFROQmCgGXLliE4OBgNGjTQ2ieXyxESEoKkpCQAT2dBREVFwd3dHdHR0WJS\n", "y4qcGaEZY9HlGuPGjavQ8xGVhgEJIiIiIiIiI5QUODh+/DiuXLmCH374QWdfaYGH0gIRBQUFyMjI\n", "QHp6OnJycmBjYwNbW1utW9FtNjY2kEgkOv2cPHkS//77LwCgW7du8PHxMe7CiSoIAxJERERERPRC\n", "KOtMBE2JzuTkZACAl5cX5HI53N3dxX7Dw8PRvHlzdO3a1WA/xp43OzsbYWFh+Ouvv6BUKpGdnW3S\n", "eAHAxsYG1apVg4ODAxwdHeHo6Ij09HRxP5NZkiVgQIKIiIiIiJ5rpQUUShMcHIyYmBjxvkKhQEhI\n", "CKKiohAcHIzExEQ8ePAA3t7eSE1NNbpfQ5YsWYIdO3aUqw+VSgWVSoWcnBydfS4uLggJCSlX/0Tm\n", "wIAEERERERE91wwFFKKjo0s9VqlUioGMopKSkvDaa68hLi5Oa5ux/RpSUFCAiIgIAIBEIkHTpk3h\n", "6uoKV1dXuLm5oXr16igsLMSTJ09KvT169Ai5ubnIy8tDbm4u8vPzUa1aNSxatAjVqlUr8xiJzIUB\n", "CSIiIiIiem6VFFBQKpVlTiSpUCiQmppq9n7379+Pu3fvAgAGDBiAnTt3lqkffdRqNdRqNStrkMVg\n", "2U8iIiIiIiIDDJXtbNCgAWxtbc1+vtWrV4s/v/XWW2btWyqVMhhBFoUBCSIiIiIiem4ZCih4eXkZ\n", "PYtBLpejZs2asLKygqenJ2QyGc6ePQs/Pz+dtt7e3mWeHXHv3j3s2bMHAFCvXj306dOnTP0QPSsY\n", "kCAiIiIioueaXC6Hv78/AMDBwQEAMGrUKKOPT0pKQmZmJn766SfEx8cjOjoa7u7ukMvlkMlk8PT0\n", "FAMVUVFRZR5nZGQkCgsLAQDjxo3jbAZ67jEgQUREREREzzV3d3dMnDgRVlZWuHr1KkJDQzFv3jzc\n", "u3fPqOM//fRTNG/eHOPGjdOa/eDu7o7o6GjEx8drBSrKQq1WY+3atQCeJrMcN25cmfohepYwIEFE\n", "RERERM+948ePo23btmjYsCGWLVsGe3t7jB8/HmlpaVAqlQaPi42Nxb59+/DJJ5/AyspKbxs3N7cy\n", "L9PQOHLkCJKSkgAAPXv21LvMhOh5wzlARERERET0TNAEDkz98C8IAk6cOCEu03B1dcWSJUswYsQI\n", "NGnSBA4ODvDy8oJcLteZ4fDpp5+iRYsWGDJkiHkuwoCKTGZJxjl69CiuXbuGhw8fIjc3F1ZWVpgz\n", "Z06FJC+lpxiQICIiIiIii5aSkoLg4GCxfKeh4IEhCQkJUCgU6Ny5s7ht2bJlAICsrCxkZWVBoVAg\n", "JCQE0dHRAJ4GP+Li4rB//35s2bLF4OwIc0hNTYVcLgcA1K5dGwMHDqywc5Fhq1atwrZt21C9enVU\n", "r14dd+/eRbNmzfDGG29U9dCeW1yyQUREREREFkepVIozIoKDgxETEwOFQgGFQoGYmBiEhITotDPk\n", "xIkTkEqlCAoKEo/RBDeKSkpKwj///AOZTAZfX18EBwfD3t4enTp1Mu/FFbNhwwaoVCoAwNixY/mN\n", "fBXZuHEjVCoVMjMzcefOHQQGBmLTpk1VPaznGmdIEBERERGRxSg+G6JevXq4ffu2TruEhAQEBgbi\n", "zp07AEqeNXH8+HH4+/ujRo0aJZ47NTUVPXv2FPvUGDx4sDhzojT37t3DoUOHcPLkSTg4OKBHjx7o\n", "0qULnJ2d9bYXBEFrucaECROMOg+ZR2FhoTj7pXhVk5EjR2Lnzp1Qq9WQSvldfkVgQIKIiIiIiCyG\n", "ZjaEhkKhgEQi0WmXkpKClJQUrXZFl1wUdeLECXFGBfA0B4WXlxcUCoVWOycnJ51gBPB05oRSqYSz\n", "szOSkpKgUqmgUqlQUFAAlUqFtLQ0HD16FAcPHsSVK1e0jv3hhx9gbW2NV199Fb169YJMJoOdnR2A\n", "p9U0rl+/jmvXrgEAOnfujKZNmxrzMJGZ9OzZE126dMH8+fN19k2bNg3vvPNOFYzqxcGABBERERER\n", "VZmiiSoNLaXQRyKRQBAErW2awEHRpJc3b97EzZs3tfJHAIBcLkdISIhY2cLb2xtr165F165dcf/+\n", "fZ3zZWZmIjAwEImJiaZcHgCgoKAAp06dwqlTp0psx2SWlSsxMRF//PGHwVkp+gJhZF4MSBARERER\n", "UaXTl6hy+fLlyM7O1mlbu3ZtNGrUSJy9UL9+fdy6dQsPHjwo9TzHjx8HAHTs2FFru7u7O6Kjo3Uq\n", "d3h7e+sEJLy9vbF9+/ZSgxFSqRSBgYHo2bMnevTogczMTBw6dAgHDx7E9evXSzzW3d0dgwcPLvV6\n", "yHw2btyI6tWrIzg4uKqH8sJiQIKIiIiIiCqdvqUZ7du3x5MnT3TaNmnSRCd4IJPJdAISXl5eOiVB\n", "T5w4gZdfftlgqdDi2/XNnNi2bRtkMpnYZuzYsbCzs4ONjQ2sra1RrVo1tG3bFl27doWLi4tWf5qK\n", "GTdv3sShQ4dw/fp1CIKgNbvDxsYGw4cPR7Vq1fQ/WGR2giBgw4YNGDp0KBwcHEpse+nSJSiVSp1Z\n", "NlR+DEgQEREREVGlMrQ0QxAE7NmzBwsXLtQKCERFRQHQDh4UDRwUFBQgNTUVo0eP1unz+PHj6N27\n", "t9Fj0zdzYvfu3eJ4e/fujcjISKP702jUqBETVlqQmJgY3LhxQyuhqCGff/45/vnnH1y8eLESYtw4\n", "iAAAIABJREFURvZiYapQIiIiIiKyCG5ubggMDER0dDTi4+MRHx+P6OhovZUzNIGD+Ph4XL16Fb17\n", "98aKFSu0Zh7cu3cPCQkJZSrb6ebmJgZAli9fLm5/++23y3BlZGk2bNiABg0aGDXr4c0338Tff/+N\n", "S5cuVcLIXiwMSBARERERUaXSVLkoztvbWwwCFA0IlNaXm5sb5s6di4sXL+LAgQPivhMnTgBAmQIS\n", "GgkJCdi/fz+Ap7Mc+vXrV+a+yHI4OTlh6tSpRpXz7Nu3L1xcXPDLL79UwsheLAxIEBERERFRpZPL\n", "5XBxcYGVlRU8PT0hk8nEpRll0blzZ7Rr1w7/+9//xG3Hjx9H06ZN4eHhUeZ+f/rpJ/HnKVOmwMrK\n", "qsx9kfEuXLiAAQMGYOrUqQgPDzf7conFixdj7ty5RrW1tbXF0KFD8csvv0CtVpt1HC86BiSIiIiI\n", "iKjSJSYmIiMjA99//32JSzOMJZFIMGfOHBw/fhyxsbEAns6QKE8iwry8PERERAAA7OzsMH78+DL3\n", "RaYJDw/H6dOnER0djY8//hiHDx+u0vG8+eabuHnzJk6fPl2l43jeMCBBRERERERmp1QqxcSQxQmC\n", "gLlz58LX1xeTJk0yammGMQYNGoRmzZrhq6++wrVr13DlypVyBSQ2b96MzMxMAMCwYcNQq1Yts4yT\n", "Spabm4sdO3ZgxowZuHjxIh4+fIh33nmnSsfUsWNHNGjQgMs2zIwBCSIiIiIiMpuUlBTIZDL4+vrC\n", "19cXMpkMKSkpWm0OHDiA48ePY9GiRWZdAiGVSjF58mTI5XK0bdsWAPDNN9/onN8YgiAwmaWRpk+f\n", "jp9//tls/e3cuRO5ubl48803ATyd/WJrawsAyMjIwJw5c8QqLKbau3cv5HK5ycdJpVJERkbigw8+\n", "KNN5ST8GJIiIiIiIyGyCg4MRExMDhUIBhUKBmJgYhISEAHg6ayI1NRUffvghgoKC0L9/f7Off8uW\n", "LQCAnJwcAMC5c+fE85siNjYWf/31FwCgbdu2CAwMNN8gnzPHjh3D6NGjUVhYaJb+mjRpgk8++QSN\n", "GzfW2Wdra4sVK1ZgzZo1JvebnZ2NuXPnlqlsKwB0795d75io7BiQICIiIiIis1AqlUhOTtbZnpCQ\n", "gMDAQPj6+qJp06a4cOEC5syZA4lEYvbz37x5U2d7UlKSweUjhixbtkz8mbMjSqYJDuzbt88s/QUG\n", "BmLBggV69zk6OmLEiBGIjIxEQUGB0X2ePHkSrVq1QnJyMmbPnm2WcVL5MSBBREREREQVSqlUIi4u\n", "DgqFQszJULQahiURBAHXrl3Db7/9BuBpWdFhw4ZV8agsW2BgIF555RX8+OOPlXK+t956CwqFAnv2\n", "7Cm17ZMnTzB37lx07twZDRo0wN9//42goKBKGCUZw7qqB0BERERERM8HNzc3NGzYEAqFQmu7vqn8\n", "mlkL5U1ouXLlSkRGRkIikaBatWrIz8/XafPkyRNMmTIFwNMp/zVr1hRvLi4ukEqluHTpEi5evIgL\n", "Fy5ozaYYP348qlWrVq4xvgimTp2K8ePH48aNG/Dx8anQcwUEBKBNmzZYvXo1Bg0aZLCdWq1G165d\n", "ERcXh0WLFmHWrFks22phGJAgIiIiIiItmg/kZQkWDBgwAH/++Sfc3d1hZWWF+vXrIzEx0eQlE8a4\n", "efMmpkyZAkEQSmynVCrFGQ+msLOzEwMZpEulUmHEiBGYPXs2hg0bhvfffx8rV67E119/Xab+rl+/\n", "jgULFmDp0qXw9PQsse1bb72FqVOn4s6dO6hfv77eNlKpFO+88w6aNWuGgICAMo2JKhaXbBARERER\n", "EQDjKmSUJDc3Fz/88APCwsJw5coVxMfH48yZM2jatKlOW29v73LPjli3bl2pwQhTubu7o1evXpg1\n", "axaOHz8OLy8vs/b/PDl//jx+++03FBYWwsHBAePHj8ft27fL3N+mTZuwZ88e1KxZs9S2oaGhsLe3\n", "x6FDh0psN3z4cAYjLBhnSBAREREREYD/r5ChoVAoEBISgujoaKOOX7ZsGdLT0zF//nytYINcLkdI\n", "SIhYqtHb2xtRUVHlGqtarRarJUilUiQlJaF27dp4/PixeNMEKzTJMyUSCR49eoTMzExkZmYiIyMD\n", "mZmZePToEZo1awY/Pz94eHiUa1wvkhMnTsDBwQGtW7cGAHz11VeQSsv2nbcgCNi4cSMGDx4Me3v7\n", "Uts7OzsjOTkZtWrV0tqemZkJGxsbODo6lmkcVLkYkCAiIiIieoaVZ3lF8X70VcgwNtdDVlYWvvrq\n", "K0yYMEFnVoG7uzuio6PNNlYA+OOPP8SKGr1790bDhg0BwKgPs2QeJ0+eRPv27WFjYwMAZQ5GAMCf\n", "f/6JxMRErF692uhjigcjVCoVhgwZAolEUurMCbIMDEgQERERET2DUlJSEBwcLAYRvLy8IJfL4e7u\n", "XiXj+fbbb5Gfn4///ve/BtuYIxChERERIf48btw4s/VLxlGr1Th16hTeffdds/S3ceNG1KtXD507\n", "dy5zHzNnzsTx48cZjHiGMCBBRERERPQMKu/yiuLc3Nzg5eWlUyHDxsamxECCUqlEeno6wsPDMXXq\n", "VNStW7dM5zdFRkYGtm/fDuDpuAcMGFDh5yRtly9fRkZGBjp16qSz79KlSzh//jxGjx5tVF8qlQq/\n", "/vorxo0bV6YqGJcuXcLvv/+OZcuWYcWKFejSpYvJfVDVYFJLIiIiIqJnTGnLK8pKLpfj1VdfhUQi\n", "gZOTE+rVq4d79+7h/PnzOm2LJsBs3bo1Hj58WGkzFX799Vc8fvwYADBy5EjY2dlVynnp/506dQo2\n", "NjZo166dzr7ff/8dkyZNQnp6ulF9xcfHIzc3FyNGjDB5HDk5OWjbti3mzZuHt99+G5MmTTK5D6o6\n", "DEgQERERERGAp7kewsPDIQgCfvvtNyQmJuLll1/GiBEjkJeXB6VSKQY8NDM0FAoFHj58CLVajYkT\n", "J1bKONeuXSv+HBYWVinnJG3jx4/HuXPn4ODgoHdfYWGhmHS0NK1bt0ZKSgpatWpl8jicnJwwbdo0\n", "vP766/jmm29MPp6qlsUt2Rg7diz++OMPuLq6am0vKCjA5cuXsWPHDgQHB2PBggWIjIzUaefq6ooj\n", "R47o9BsREYHvvvtO7Gvs2LH44IMPxIy7RERERETPCjc3NzRs2FBneYU5SmkePXoUzs7O6N69O6yt\n", "rbFp0ya0bt0aPj4+4nvnevXq6S3vaGwCzPK4ePEizp07BwBo06YN/Pz8KuxcZJitrS18fX317nN3\n", "d8fQoUPx/fffY8KECahRo0ap/Tk5OZV5LIsXLy7zsVS1LC4gIZFI8Pnnn+usN9q+fTsmT56Mfv36\n", "ldhOn+XLl2PWrFk4efIk2rRpg6SkJLRv3x5paWn46quvKuQ6iIiIiIgqUosWLXDmzBm4uroiPT0d\n", "DRo0KHcpTQA4cuQIOnfuDGtra/E8devWFUt2Ak/zVVTVF3tFv3VnMkvL9emnn+KVV17ByJEjsXPn\n", "znJV4KDnl8U9KyZNmoSOHTvqbF+5ciXGjh0LW1tbcZumrnBJcnJyMG/ePISFhaFNmzYAnkaOZ8yY\n", "gfDwcK0XViIiIiIiS6ZZMrF161ZERkZi+fLluHbtGgYNGgRXV9dyV9jIz8/H6dOn0a1bN61zPnr0\n", "SKetvvfi5pihUZLHjx9j48aNAAA7OzuEhoZW2LmofJo0aYJffvkFe/bswaeffqqzv7CwEKGhoTh6\n", "9GgVjI4shcUFJF599VV4e3trbbtx4waOHj2KyZMnm9zf/v37kZOTg+7du2tt79atGwoLC8XsvERE\n", "RERElqpoAskWLVogNDQUgwYNwuTJk+Hm5oYRI0bgwoULSEhIKNd5Tp8+jcePH+u8d9bH3d0dbdu2\n", "haenJzw9PSGTycwyQ6Mkv//+u5jD4vXXX4eLi0uFno/0mz59ulGfzfr164cvvvhC777Fixdjy5Yt\n", "ZaqqQc8Pi1uyoc/q1avRvXt3+Pj4aG3fv38/Nm7ciNTUVKjVanTt2hUffvghPDw8xDYXLlwAAJ1j\n", "Nff//vvvCh49EREREVH5FC/xCWgvm+jbty/s7e2xfft2zJkzp8znOXLkCGrXro2WLVuK2wyVA23S\n", "pAmio6PFAEFFzozQiIiIEH/mco2qs3//fvTq1cuoth9++KHOtrNnz+Ljjz/GnDlz0LlzZ3MPj54h\n", "Fh+QUKlUWLduHVasWKG13cHBAVKpFJs3b0atWrWQnJyM4cOHo02bNjhz5gzq1asHAEhNTQUAODs7\n", "ax2vua/ZT0RERERkiQyV+Lx9+7aYQNLR0RH9+vXDtm3byh2Q6Natm856f7lcjpCQEHG5s7e3tzgb\n", "Ql8g4ueff8b8+fPx6NEj2NjYwNbWFjY2NrCxsYEgCFCpVFCpVHjy5AlUKhXUajVsbW11bsDTpSFq\n", "tRqCICA+Ph4A0KhRI61lJVR57t+/j3///Reff/55mY7XlPf08/PTu5SDXiwWH5CIioqCjY0NBg4c\n", "qLV91qxZWve9vLwQERGBl19+GQsXLsRPP/1UmcMkIiIiIqpSQ4YMQWhoKJKTk+Hl5WXy8VlZWTh7\n", "9iwmTJigs8/d3d3o2RB5eXl45513kJWVZfIYjBUWFsYkiVXk5MmTAKA3719pCgoK4OTkBDs7O1y4\n", "cEErPyC9mCw+ILFy5Uq89dZbRr3gtGjRAk5OTjh9+rS4rVatWgCA7Oxsrbaa+7Vr1y6xz/feew81\n", "a9bU2hYaGsoEOkRERERUKQwtmSieQLJ///6ws7PD9u3b8f7775t8nuPHj0OtVpc488CYZRnbtm0T\n", "gxE1atSAg4ODOBPiyZMnkEgk4owJzb9SqRRPnjwRb48fPxbbSiQSSKVS8Wd/f39MmzbN5Osj8zhx\n", "4gR8fHxQt25dk4+Ni4uDIAj44Ycf0KxZswoYHZXV5s2bsXnzZq1tmZmZFX5eiw5I/Pvvvzh16pSY\n", "Sbeo+/fva+WK0JBKpVCr1eL9gIAAAEBiYqJWjeLExEQAKLVu8bfffovWrVuXafxEREREROYgl8vR\n", "unVrKBQK1KlTR2vJhIaTkxP69OmDbdu2lSkgcfToUTRq1AiNGzcu11hXr14t/rx3717IZLJy9UeW\n", "5eTJk+jUqVOZjm3fvj0ePnwIR0dHM4+Kykvfl+7nz58XK1VWFIue57Rq1SoMGDAAnp6eOvvq1q2r\n", "EyW+ceMGsrKy0LZtW3Fb37594eTkhMOHD2u1PXLkCKysrDB48OCKGTwRERERkZm4u7ujefPm6NWr\n", "F+Lj4xEdHa23xOeQIUMQGxuL27dvm3yOI0eOoHv37mKizLK4evUqTp06BeDp7OX27duXuS+yPI8e\n", "PcK9e/fKtFxDg8EIKspiAxJPnjzB+vXrMWXKFINtPvzwQ7EmclZWFqZMmYKaNWti3rx5Ypvq1avj\n", "yy+/xLp163D+/HkAQFJSEr799lvMnDmzTOvriIiIiIgqk1qtxtmzZxEUFFTisokBAwbAxsYGO3bs\n", "MKn/Bw8e4NKlS+VOFLlmzRrx57feeqtcwQ2yPNWqVcP9+/cxcuTIqh4KPScsdsnG9u3b4eLiYrAG\n", "8i+//IItW7bglVdegUQiQVZWFjp06IA///wTTZo00Wo7depU2NvbY+zYsZBIJFCpVJg5c6ZOYkwi\n", "IiIiIkuUkJCAzMxMBAYGltiuRo0a6NWrF7Zv3453333X6P7/+OMPAChXQOLx48dYv349AMDW1haj\n", "Ro0qc19UMRYvXgx3d3eMGTOmzH1IpVImFCWzsdiARGmJI4cPH47hw4cb3V9YWBjCwsLMMTQiIiIi\n", "okoVFxcHAHjllVdKbTtkyBCEhYXh8uXLaNmypdY+fVUylEol9uzZgxYtWuhdKm0suVwu9j948GCj\n", "EmBS5VGr1QgPD8fo0aMBABkZGXBxcTHq2OzsbDg7O1fk8OgFxdAWEREREZGFO3PmDJo0aQJXV9cS\n", "26WkpODHH38EAAQFBUEmkyElJQUpKSmQyWTw9fWFr68vZDIZLl++LG7bvHkz0tPTkZKSUuYxFk1m\n", "+dZbb5W5H6oYFy5cwP3799G3b1/88ssv8PHxMer3fenSJXh7e+PgwYOVMEp60VjsDAkiIiIiInoq\n", "Li6u1OUaABAcHCzOpsjKykJMTAyCg4MBADExMWI7hUKB9u3bIycnR9x2//59hISEIDo62uTx3bhx\n", "A0eOHAEANGnSBF26dDG5D6pY+/btg5OTE4KCgpCdnQ3gaU6+tWvXGjwmLS0NAwcORP369VkthSoE\n", "Z0gQEREREVkwlUqFv/76S6uSnD5KpRLJyck622NiYhAbG6uz/eHDhzrbkpKSxGUXpij6oXbChAlM\n", "ZmmB9u7dix49esDGxgZubm5YuHAhIiIicObMGb3tVSoVhg4dipycHOzcuRPVq1ev5BHTi4ABCSIi\n", "IiIiC3bp0iU8evTIqBkS+jg5OekttSgIQnmHBuDpB9fIyEgAgLW1NcaOHWuWfsl80tPTERsbi379\n", "+onbJk2aBD8/P7zzzjtQq9Va7c+cOYOePXsiOjoaO3bsYGVCqjAMSBARERERWbAzZ87AysoK/v7+\n", "JbZzc3PT+8FRkzeiOBsbG739FJ8hIQgCLly4gC+++AK9evXCG2+8gdWrV+PWrVsAgD179uD+/fsA\n", "gIEDB6JOnTrGXBZVoqNHj0KtVqNPnz7iNisrK3z//fc4c+aMWB0FAJKTk/Hqq68iLS0Nu3fvRseO\n", "HatiyPSCYA4JIiIiIiILFhcXB19fXzg4OJTaVi6XIyQkBElJSQAAb29vREVFAQAGDRqEq1evIjc3\n", "FwUFBVCpVDrHKxQKNGvWDN27d8fQoUNx/vx57N27F3fu3NFq99tvvwEA/vOf/6CgoEDczmSWlmnw\n", "4MG4fPky6tevr7W9U6dOCA0NxSeffIJRo0bB2toaXl5eOHbsGIKCgmBlZVVFI6YXBQMSREREREQW\n", "7MyZM3j11VeNauvu7o7o6Gi95T1lMplOLglbW1v07dsXdnZ22LlzJx4/fgwAOHLkiJiksiT//POP\n", "+HPDhg3Rs2dPo8ZJlUsikaBFixZ69y1duhR5eXmwtv7/j4adOnWqrKHRC44BCSIiIiIiC5Wbm4vL\n", "ly9j+vTpJh1XNBABAPn5+VqJJ1955RWEhYVh+PDhYilRpVKJdevW4aeffsKNGzfEttWqVUPXrl3x\n", "2muvoU+fPkhNTcXBgwdx4MABxMbGorCwEAAwffp0fqP+DPL09KzqIdALjAEJIiIiIiILdf78eajV\n", "6lIrbJRmx44dyMrKAgCMHj1aK2eAhpubG95//33MmDEDhw8fxrlz5+Dr64tu3bppLRdp3Lgx2rVr\n", "h48//hiZmZk4duwYBEEQy4uSZSksLGSgiCwWAxJERERERBYqLi4O9vb2aNmyZbn6KV6WsyRSqRS9\n", "evVCr169Su23Zs2aDERYuG7duiEoKAiLFi2q6qEQ6WCVDSIiIiIiC3XmzBm0bt1aa32/qW7cuIE/\n", "/vgDANC0aVN06NDBXMMjC5eeno5Tp06hcePGVT0UIr0YkCAiIiIislBxcXEIDAwsVx+RkZHiz+PG\n", "jYNEIinvsOgZcfDgQajVavTt27eqh0KkFwMSRERERERmplQqxUoXxmzXJy0tDYmJieXKH1FYWIh1\n", "69YBAKysrDBmzJgy90XPnn379qFVq1aoV69eVQ+FSC8GJIiIiIiIzCQlJQUymQy+vr7w9fWFTCZD\n", "SkqKwe0lOXv2LACUa4bEgQMHcPfuXQBA//794eHhUea+6NmiVquxf/9+zo4gi8aklkREREREZhIc\n", "HIyYmBjxvkKhQEhICNRqNWJjY3W2R0dHG+zrzJkzcHV1Ldf6/6LJLMePH1/mfujZ89dffyElJQX9\n", "+vWr6qEQGcQZEkREREREZqBUKpGcnKyz/fTp01rBCI2kpCSDyzeUSiWio6PRtm3bMud8SElJwa5d\n", "uwAAHh4e/GD6nMrKysKHH36I8ePH48qVK+L2+/fvo2XLlmjfvn0Vjo6oZJwhQURERERUDkWDCoIg\n", "6OyvXr06pFIpsrOzS+0rJSUFwcHBSE5OxoMHD1C3bl2kpKTA3d3d5HH9/PPPKCgoAACMGTOmXJU6\n", "yDLFxcVh+PDhSE1NRYsWLZCbmyvu69+/P/r371+FoyMqHWdIEBERERGVQfG8EH369NEbdGjVqhVa\n", "tmyps7127dpwc3PT2qZZ8qFQKKBWq3Hnzh2EhISYPDZBELSWa4wbN87kPqhqCYIAlUplcF94eDiC\n", "goLg6uqKCxcuIDY2tlwJUImqAsOkRERERERloC9fhI2NDVq1aoXU1FQAgLe3N6KiogAAISEhSEpK\n", "giAIePjwIRQKBZKTk+Hk5CT2oW/Jh2ZpR/HgRUliY2Nx9epVAEDHjh3RtGnTslwiVZHMzEx0794d\n", "//zzDzp37oywsDAMHToUwNNgxODBgxEVFYWZM2fiyy+/hK2tbRWPmKhsGJAgIiIioheCZmmFMR/s\n", "S2trKF+Eq6srjh49Kt4venx0dLTYb2FhIQIDA9GiRQvY2dmhsLAQjo6OenNKZGVlYf78+fDw8ICz\n", "s7N4fEm3EydOiMczmeWz5dGjRwgODkZSUhLmzp2LkydPIjExUdwvkUjQs2dPjB8/nksy6JnHgAQR\n", "ERERPdeK5mUAAC8vL8jlcjEvQ9HgQ2ltSyOVSsW+9Cm63dXVFTdv3kR+fj4AICcnR+8xeXl5+PHH\n", "H406f3FOTk4YMmRImY6lyqdWqzF69Gj8+eefOHz4MIKCgvS2mzJlSiWPjKhiMCBBRERERM81Q6U4\n", "o6KidIIPKpUKZ8+e1WlbvDynm5sbvLy8oFAotLZ7e3sbPQPj/v375bgq40yfPh2Ojo4Vfh4yzpo1\n", "a7B9+3Z88MEH6Natm04FlX///ReHDx/G5s2bDQYjiJ4nDEgQERER0TPBlCUXRY/Rt7TiypUr6Nat\n", "Gy5fvixuUygUsLKy0mlrKIeDXC5H06ZNkZ+fDzc3N618EcZ4/PixzrZatWph9+7dcHJygo2NDWxs\n", "bJCdnY2srCxkZWWJsyisrKx0blKpVOu+q6srXn75ZaPHQxUrNzcXX3zxBQCgR48e6NSpEz777DN0\n", "7txZbNOsWTMkJiaiZs2aVTVMokrFgAQRERERWbTyLqPQJzMzE5mZmTrbCwsLje4jPz8fWVlZWLZs\n", "GYYPH25SoMTNzU1vidCmTZuiXbt2RvdDzw5HR0ecO3cOLi4u2Lt3L+bPn48uXbqgW7duWLp0Kfz9\n", "/QGAwQh6obDsJxERERFZtKKlMBUKBWJiYowuhalZWlFcQECA3gCCtbXu93WGlmH8/PPPcHR0xJgx\n", "Y0wKRgBPZ11kZGQAeJp3wtPTEzKZzKQZFmT5igedXF1dIZFI0L9/f5w9exZRUVFIS0tDXl5eFY2Q\n", "qGoxIEFEREREFsvQkgvNMgpjaJZWAIC7uztkMhn279+vtxSmv78/ZDIZPD094eTkBIlEglWrVum0\n", "EwQB69atw5AhQ1C9enXTLgrA8uXLxZ/nzp2L+Ph4REdHl2vWB1mWO3fuoGPHjrh48aLe/RKJBMHB\n", "wbhw4QJkMlklj47IMnDJBhERERE919zd3dGoUSO4uLhgz5494mwGuVyOkJAQJCUlAYCYA8Ld3R1K\n", "pRKZmZnw8/PDli1b8Nlnn2n1GR0djRs3bmDNmjUmjyc3Nxdr164FANjZ2eG9994zeYYFWbb09HR0\n", "7twZBQUFsLGxKbFt8cSWRC8SBiSIiIiIyGIZqmbRoEEDoz/E37x5E4cPH8batWu1jnF3d0d0dLTe\n", "ZJlubm5wc3PDhAkTsHz5csyZM0erWsW6devg5eWFTp06mXxNmzZtEvNXDB8+HLVr1za5D7JcBQUF\n", "GD58OLKyshAXFwdvb++qHhKRxeKSDSIiIiKyaHK5HG3btgUAVK9eHVKpFPXq1dObFFKfyMhIODo6\n", "YujQoXr3a4IP+syYMQNZWVmIiIgQt+Xl5WHr1q0YPXo0pFLT3k4LgoDvv/9evP/OO++YdDxZvg8/\n", "/BBHjx7Fli1bGIwgKgUDEkRERERUKZRKpdF5H4pyd3fHpEmTIJFIcPbsWWzcuBFRUVHYtGlTqceq\n", "1WpERkZi+PDhZcr10KhRIwwbNgzh4eEoKCgAAERFRSEnJwejR482ub9jx46JpUZlMhnatGljch9k\n", "uTZv3owlS5ZgyZIl6N69e1UPh8jiMSBBRERERBUqJSUFMpkMvr6+8PX1hUwmQ0pKikl97Ny5E0FB\n", "QWjWrBlCQ0MxcuRITJ06VUxuaSjQceTIEdy6dQvjx48v8/hnzZqF5ORkbNu2DcDT5RqdOnWCj4+P\n", "yX1xdsTz7dChQxg1ahTefffdqh4K0TOBOSSIiIiIqEJpynZqKBQKhISEIDo62qjj8/LycOjQIXz+\n", "+efituXLl+PEiRPw8/MTZz54eXlBLpdrVapYu3Ytmjdvjnbt2pV5/P7+/ujZsye+/PJLNG/eHEeO\n", "HBGTUpoiOTkZu3btAgDUrVsXgwcPLvOYyDKtXbsWKpWKiSqfA/pyy5D5MSBBRERERBWmtLKdxrzZ\n", "P3ToEB49eoRBgwaJ25ydneHs7Ixbt24hJycHgG6gQ6lUIioqCosWLTL5A+L+/fsRFxcHFxcXWFtb\n", "49q1a7h165aYy8LLywsJCQkQBMHgLSsrCzdu3BBvZ8+ehVqtBgBMnjy51OoL9OyRSCSwtbWt6mFQ\n", "OaSkpCA4OFh83dIX6CTzYUCCiIiIiCzazp070bx5c7z00kviNkPLNDSBDgBYtWoV1Go1Ro0aZdL5\n", "YmNj0a9fP71JM1UqFQCgW7duJvVZlK2tLSZOnFjm48kyZGZm4vvvv0dKSgqWLVtW1cMhMynvjC4y\n", "DXNIEBEREVGF0ZTtLK5Ro0ZGzY4oLCzE7t27MXDgQKPOl5eXh759+8LX1xfz58+Hs7OzqUPGypUr\n", "ja7gYap69erhu+++Q506dSqkf6p4mZmZ+Oyzz+Dt7Y0vv/wSdnZ2FfZ8ocpV2owuMj99KDN7AAAg\n", "AElEQVTOkCAiIiKiCiWXy9GjRw/Ex8ejRo0ayMrKMjp/QkxMDFJTU7WWawD/H+hQKBRa27OyshAX\n", "FyfeT09PN+nbzZycHGzduhXA02UhixYtwrx585Cdna3Vzt7eHv3790e1atUgkUj03uzt7dG4cWP4\n", "+PjAx8cHjRs3hoODg1HjIMsUFRWFcePG4dGjR5g0aRLmzJkDT0/Pqh4WVbC8vDwx6MTcEubFgAQR\n", "ERERVSh3d3e88cYbSEpKwrVr1zBjxgx89913mDZtGqpVq1bisTt37kSdOnX0JqWUy+UICQlBUlIS\n", "AKB+/fpISEhARkaGVjtT8lVs3boVeXl5AIDQ0FC8/fbb2LRpk9YUbgAICAjAb7/9Vmp/ZFkePXoE\n", "lUoFJycnk49VKBQYN24cOnTogFWrVjEQ8RwqKdA5duxYpKSk4M6dOwCYW8JcuGSDiIiIiCrckSNH\n", "0K1bN9SpUwcLFiyAQqHAihUrSj1u165dGDBgAKRS3bet7u7uiI6ORnx8POLj47Fv375SAxyliYyM\n", "FH8eN24cgKeBD5lMBk9PT3h6ekImkyEqKqpc56Gq0a1bN3h7e5dpiYVarUb//v2xbt06BiOeY7Nn\n", "zwYAVK9eXfx7X7t2rZjoVqFQQKFQICYmBiEhIVU82mcfAxJEREREVKHy8vJw+vRpdO/eHQDQtGlT\n", "jBkzBl9++SUePnxo8Lh//vkH169f11muUZybm5t405evwtvb26jZEdeuXROXdrRs2VKsqFE88BEd\n", "Hc1vRZ9BFy5cQExMDJRKJTIzM00+vl69eti4cSOn6j+HNElylUolpk2bhk6dOuHGjRvi3/ugQYP0\n", "/t6ZW6L8GJAgIiIiogoVHR2NJ0+eiAEJAJg/fz4yMjLwww8/GKyYsXPnTjg4OGgdV5ryzGYoPjui\n", "eKlQTdCDnk0LFy6Ej48PVCoVXFxcqno4ZAFSUlIgk8ng6+sLX19fvPTSS8jNzcWmTZvg7u6u9fdu\n", "ZWVVhSN9fjGHBBERERFVqMOHD8PDwwMtWrQQtzVq1AijRo3Cxx9/jO+//x4SiURrTbZSqcS2bdvQ\n", "q1cv2NvbG30uzWwGUxPPFRQUYP369QAAa2trjBw50oQrpMpw+/ZtzJw5Ex4eHuJzxliXL1/G9u3b\n", "sWbNGlhbm/YR6PLly2jZsqWpw6VnQPESnwDQrFkz1K9fX2ubodwSxs6+IsMYkCAiIiKiCqXJH1H8\n", "A+Tff/+NwsJC3L9/H8DTpIH9+/eHjY0NEhMT8eDBA2RkZCAlJcXkJRKmfkg4cOCAOI4BAwZwSYaF\n", "UalU6NChA/Lz85Gamgp7e3t8/fXXRh//xRdfoGHDhhg1apRJ5923bx/69euHkydPokOHDqYOmyyY\n", "oRKf2dnZepPgFk+i6+3tzVwyZsAlG0RERERUYdLT03H+/Hn06NFDa7tSqcTdu3d12mvW+T948AAA\n", "cOPGjUpJHBcRESH+HBYWVuHnI9PY2Nhg06ZNuH79Or799lssXrwYS5cuNepYQRDg7OyM//73v7C1\n", "tQUAZGRkYNSoUfjrr78MHpednY1JkyahV69eCAoKMst10LOLuWQqBmdIEBEREVGFOXbsGARBMDoP\n", "REFBgc42U8p2lkVqaip27doFAPDw8EDfvn0r5DxkvCdPnuDGjRto3ry5uE0zQ+Hdd9/FgwcP8MEH\n", "H8Dd3b3UWQ8SiUSnoouTkxNOnz6Nx48fY+vWrTrHCIKADz74AOnp6Vi5cqVJy0NeRKYukbIEZV2G\n", "8Sxd47OAMySIiIiIqMIcOXIETZo0QcOGDbW2G6qIYer6fnPYuHGjGAgZPXp0lYyB/l9MTAxat26N\n", "fv366Q1QAU+XYLz77rs6a/2NZW1tjdmzZ2Pbtm24fv261r6CggJMnjwZq1evRnh4uN7nKT1VPCmk\n", "TCZDSkpKVQ/LaGPHjgUA1KhRgyV9qwgDEkRERERUYQ4fPmxwdoS+ihj+/v467SoycZwgCFrVNbhc\n", "o+rk5ORg+vTpCAoKgr29PeRyucHgkEQiwbfffouuXbuW+XxjxoxBnTp1tHJRCIKAoUOHIiIiAhER\n", "EZg4cWKZ+38RaJJCKhQKKBQKxMTEVMoSK3NISkrCrFmzMHz4cCQkJHAZRhVh+JeIiIiIKsSdO3dw\n", "/fp1LFy4UO9+fRUxUlJSDCaOS0xMxLFjx+Ds7IxatWqJNzc3NwiCgMePH2vdHjx4gMTERK3bgwcP\n", "UKNGDbi6usLV1RV2dnaIj48HAMhkMvznP/+phEeGitu3bx8mT56MtLQ0LF26FNOnTze5zOKBAwdQ\n", "UFCAnj17wtbWFrdv38aECROwYsUKeHt767SvVq0aZs6ciY8++ggLFixA/fr1IZFIMGLECLz99ts6\n", "eU9Im6GkkBW9xKq8lEolVCoVQkND4ebmhhUrVqBGjRpVPawXFgMSRERERFQhjhw5AgClfotd9IOL\n", "obKd2dnZkMlkYrLLijBu3LgK65sMO3DgAPr164eePXvi2LFjeoMHxoiMjMSWLVtQs2ZNDBo0CJmZ\n", "mTh79ixq1apl8JjJkydj0aJFCA8PR3h4OABgyJAhZTo/WbaUlBQEBwcjOTkZOTk5ePjwIfbu3ctg\n", "RBXjkg0iIiIiqhBHjhxBQEBAiR8IDXFzc9MKVGzdutUswYjq1avrTVDYoEEDvPHGG+Xun0zXq1cv\n", "HDp0CAcOHChzMAIANm/ejL///hvTpk1DbGwsdu7ciZkzZ8LJycngMU5OTpgxYwYePXpU5vO+qAzl\n", "ganIJVblUXR5ycOHDwHA4OwtqjycIUFEREREZpeWloaDBw+WWgHBWEXLcs6dOxeFhYVIS0tDWloa\n", "lEolrKysYGdnp3VzcXGBj48PGjdujMaNG8Pb2xtOTk4oLCxEVlYWlEol0tPTkZ2djdatW5f4wZUq\n", "jkQiMcvyCIlEIiZX/Oyzz5CcnKyTTFWf+fPnl/vcLyq5XI4ePXogPj4eUqkU9vb22LFjR1UPS8ez\n", "urzkRcCABBERERGZjWZadEJCAlJTU7Fnzx7MmjWrXInirl69ipiYGACAn58fFi1aVK4yjFZWVmIO\n", "Cap8OTk5WL9+Pd5+++0KK6cpkUjKNduCjOPu7o7p06dj4sSJ+PXXX/HGG28gOjoar7/+eoWd81ks\n", "MUqGcckGEREREZmNZlp0amoqgKfBhPJm3S86O2LcuHEV9iGWKp5SqUT37t3x0UcfiYlL6dl25coV\n", "NGnSBEOHDkWPHj3w8ccfo7Cw0OznKU+J0WdtecmLhAEJIiIiIjKL0qZFl4VKpcKGDRsAALa2thgx\n", "YkR5hkhVKDMzE127dkVycjKOHTuGxo0bV/WQyAwuX76MFi1aAHiak+HKlSv49ddfzX6e8pYY3bRp\n", "EyQSCZycnMQyw5oKPlR1GJAgIiIiIou1d+9e8VvQQYMG8dvMZ1R+fj4GDhyIu3fv4tixYwgICKjq\n", "IZGZXLlyRQxItGvXDgMGDMCCBQugUqnMdg5zBDtPnz4NQRBw/PhxxMfHIzo6ulxLycg8GJAgIiIi\n", "IrOoiGnRxZdr0LOnsLAQI0aMwNmzZ7Fnzx7xwys9+7Kzs3Hnzh20bNlS3Pb5558jISEBy5cvL/PM\n", "qIqwadMmBAUFISAggIFNC2JxAYmxY8eiUaNGCAgI0Lr5+vpCKpVCLpeLba9evYp+/fqhefPmaNas\n", "GUJDQ3Hv3j29/UZERMDPzw9+fn5o2bIlFi9eDEEQKuuyiIiIiF4IX3zxBQCgRo0a5Z4WrVAosGfP\n", "HgBA/fr10bNnT7ONkyrP/7F333FNnW0fwH8JS5ZMQQQFnIBSFcQRFbfWDe5ZxV21ilvRWqtWH7Va\n", "rNa6R12Pi+HWqnXxIKI4EAWqgIiCkbD3yHn/4JPzEpJAEgIEvL6fD5+X3Llznzt9eI/nXOe+r+vF\n", "ixf4+++/ce7cOXTu3Lmmp0NU6PXr1wAgFmSysrKCmZkZlixZonCuB1nMzMxgbGws0S5vsJPP5+Pm\n", "zZu05UsNqV2VDQ6Hgw0bNuC7774Ta79w4QLmzJmDQYMGAQDi4+PRvXt3zJgxA1evXkVxcTEmT56M\n", "Hj16ICwsTKxs0x9//IFly5bhwYMHcHV1RWxsLLp06YLk5GRs2bKlWr8fIYQQQkhdtm3bNrRo0QL3\n", "79+HlpZWpZ5EHj9+nE2ON3XqVGhoaKhqmqQaubi4IDY2Fubm5jU9FaJir1+/BofDgYODA9vm4eHB\n", "rowQ5Xvw9PREUFCQ0sdJTU1FSkoKjI2NweVykZKSgnbt2skd7Dx79iw4HA5Gjx6t9BxI1VC7FRKz\n", "Z89G9+7dJdr37duHqVOnQltbGwDw008/gWEYrF+/HkBJ+abt27cjNjYWvr6+7OcyMzPh4+MDLy8v\n", "uLq6AiiJpC1atAg7duyg7L6EEEIIISryzz//4Nq1a9i0aRMaNmxYqWAEwzBi2zWmTp2qghmSmkLB\n", "iLopIiICTZs2ha6uLoCqSWwLAAsWLEBeXh7Cw8Px8uVL6OnpYezYsXLngDhx4gQGDhxIf4dqSO0C\n", "Ep07d5aoGfzu3TvcuXMHc+bMAVCyD+3ChQvo2rUrG6AASpYHOTg44MyZM2zb9evXkZmZiT59+oiN\n", "2bt3b3YcQgghhBAiTiAQKHQDwTAMVqxYgY4dO2LkyJGVPn5wcDCioqIAAD179kSzZs0qPSaperm5\n", "uTh58iT69euHpKSkmp4OqWKvX78Wyx+hSqJzkL+/P06cOIFdu3bBxsYG1tbW6N+/Py5fvizXOG/f\n", "vkVISAht11BTaheQkObAgQPo06cP+w9RTEwMsrKypP7D1LRpU0RGRrJZXZ8/fw4AEn1Fr1++fFmV\n", "UyeEEEIIqVX4fD54PB6cnZ3l2v8tumm4cOECQkNDsWXLFnA4nErP49ChQ+zvlMxS/T179gzz589H\n", "o0aNMGnSJBQUFCA5Obmmp0WqWOmSn4BqEtuWPge1bt0aY8aMwbfffotJkyaxfYYMGYLg4GC5/sZO\n", "nToFAwMDDB06VK7jk+qldjkkyiosLMTRo0exd+9etu3Lly8AgPr160v0r1+/PoRCIVJSUmBpaSmz\n", "r+i16H1CCCGEEFKy/zs4OJh9LWv/N5/Ph4eHB2JjY5Gfn4/MzEw0b94ct2/fxvnz55GWlgYA0NXV\n", "FfvR0dEBh8Nhgxai38u+Fq14NTQ0VMmKC6Kc+Ph42NjYgMuV/hwzMzMT06ZNw/nz52FlZYU5c+Zg\n", "2rRpaNGiRTXPlFS3jIwMfPjwQWKFREBAADw9PREbG4svX77AxMREocS2Zc9BQEngs3Sgc9CgQRAK\n", "hbh+/bpYoKIshmFw8uRJjBgxAnp6enLPgVQftQ9I+Pv7Q0tLC8OGDavpqRBCCCGE1Gny7v82MzOT\n", "etPw9u1bbNy4UaVzGj9+PN1I1JDc3FzweDx07NgRx44dE0saL/L69Wv8888/OHHiBMaOHQtNTbW/\n", "vSAq8ubNGwCQKONqYWGBoKAgCAQCrFq1Crdu3ZI714Osc1BCQgIEAgG7ysLKygodOnTA5cuXZQYk\n", "BAIBnj17hujoaOzatUuBb0aqk9qfMfbt24eZM2eKRWVFyUgyMjIk+mdkZEBDQwOmpqbl9hW9btCg\n", "QbnH9/b2ligxM378eIwfP17Bb0IIIYQQov6klUUvKCjAwIEDkZCQAACwtrbGhw8fqnwuWlpamDdv\n", "XpUfh4grLCyElpYWdHV1sWfPHkyaNAk8Hg+BgYFo2rSpWN9OnTohLi4OBgYGNTRbUlOkVdgozczM\n", "DAMGDMCBAweQkJAAGxsblR5/yJAh+O2339i/VxHR6q24uDhkZGRAS0sLbdq0Uemx66LTp0/j9OnT\n", "Ym2ilW5VSa0DEv/++y8ePnyIEydOiLU3a9YMhoaGiImJkfhMTEwMHBwc2D/K9u3bs+1t27YV6wdA\n", "rE0aX19fuLi4VOp7EEIIIYSoK9HKBzMzM2RnZyMzM1Nqn9IrJBITE6Uu4Tc2Nsb+/ftha2sLY2Nj\n", "cDgc5Obmiv0UFBSAYRg28CH6Xdrrdu3aoVWrVlXxtYkMUVFR6Nu3Ly5evIj27dtj2LBhePToEYYP\n", "Hw43NzecPn0a7dq1E3viTcGIr1NERATs7e3LXcHUrVs3AMCDBw/keqArykGRmJgo1i4tB8WQIUOw\n", "bt06BAUFoWfPnmy7tNVbo0ePrlTZ0a+BtIfuYWFhbKXKqqLWAYn9+/dj6NChsLKyEmvX0NDAiBEj\n", "cPHiRRQUFLCVNhITExEZGYmffvqJ7Ttw4EAYGhri1q1b8PT0ZNtv374NDQ0N2pNICCGEkK9S6aeI\n", "QMmNQFJSEkxMTNC8eXM2kaW1tTWioqIkAhVCoVBiTCcnJ4wePbrK506qBsMwWLBgAbS0tMSeejs5\n", "OeHx48cYN24cBgwYABcXF4SGhsrMK0G+Dq9fv5bYrlGWpaUlWrVqJXdAAijJQTFkyBCEhobC2NgY\n", "Tk5OUnNQtG/fHlZWVrh8+TIbkKho21llShGTqqG2Z5GCggIcO3YM33//vdT3f/75Z3C5XKxduxYA\n", "UFRUhKVLl6Jp06ZYtGgR28/AwACbN2/G0aNHERYWBqDkD9LX1xeLFy+WmgWWEEIIIaSuEz1FTExM\n", "RGJiIl69eoWCggKEhYXh+fPnCA8PR3h4OK5fvy71CXjpfAJ6enrg8XgKJa4j6icgIAA3b97Ezp07\n", "oaurK/aeiYkJrly5gl9//RXbt2+nYASRu+Rn9+7dcf/+fbnHtbCwwJo1awAAd+7cQVBQkNQcFFwu\n", "F4MHD5a7/CdRT2q7QuLChQswMTFBnz59pL7fpEkT3L9/H0uWLIGjoyOEQiFcXFxw9+5diX80586d\n", "C11dXUydOhUcDgeFhYVYvHgxli1bVh1fhRBCCCFErch6iqivr8/eaJZ+kihtCXXpFRKBgYHo27dv\n", "1UyWVIucnBwsWrQIgwYNwpAhQ6T20dTUxJIlS6p5ZkQdZWVl4f379xWukAAAd3d3HDx4UKEVCg8e\n", "PICNjQ3atWtXbr8hQ4bg4MGD+Pfff9GiRQuYmZnB1tZWri0fRD2obUBCnsSRjo6OuHr1qlzjeXl5\n", "wcvLSxVTI4QQQgj5qpQu4weUPMF88eIFAMDV1ZWCEXXAf/7zHyQmJuLWrVti5RUJkUZUYUOeFRLu\n", "7u4AgIcPH2L48OFyjX///n24u7tX+LfYp08f6Ojo4MqVK/D29gZQspXj0aNHMDc3h5aWFuzt7Wn1\n", "lhqjtVaEEEIIIbVY2YST8hAljitL1lNEURk/0TaOjh07su/Nnj1b4TkT1SkuLmZ/T0hIwMePHxUe\n", "IyEhAVu3bsWyZcvQvHlzVU6P1FEREREAILPCRmm2trZo3LgxHjx4INfYWVlZCAsLQ/fu3Svsa2Bg\n", "gF69esHf3x8CgQCXL1/Gn3/+ie3btyMyMhLh4eEyt3wQ9aC2KyQIIYQQQoi40hUxyialtLOzQ0BA\n", "gNwX3gEBARg4cCDCwsJgYmICR0fHCp8impmZISMjA6dOnQJQkkeCSqHXrFWrViEyMhKBgYEYN24c\n", "0tPTcf/+fZiYmMg9hrW1Nc6cOYN+/fpV4UxJXfL69WvY29tDX19frv7u7u5y55F49OgRioqK5ApI\n", "8Pl8REVFITY2Fo6OjkhJSUG/fv2waNEiWulTS9AKCUIIIYQQNcfn88Hj8eDs7AxnZ2fweDwMHjxY\n", "LCllcHCwWEWxilhYWGD27Nngcrl48uSJ3E8RT548iezsbADApEmTqORjDSoqKsLx48dhZ2cHDoeD\n", "AwcO4NOnTxg2bBhyc3PlHofD4WD48OHllm8kpLSIiAi58keIdO/eHWFhYcjKyqqw74MHD2BmZgZH\n", "R8cK+3p4eLBbyb58+YLi4mKkpaVRMKIWoYAEIYQQQoiaK1sRIzg4mM3hUJqotJ28bt68ic6dO6Np\n", "06Zy9WcYBnv37mVf03aNmvX3338jKSkJU6ZMAVCSX+3KlSt4+vQpxo0bh6KiohqeIamr5K2wIeLu\n", "7o7i4mIEBwdX2PfBgwfo1q1bhZVcZCXnTUhIUHgbG6k5FJAghBBCCFFjsi66CwsLKzVuUVERbt++\n", "jf79+8v9mZCQELx8+RIA0LlzZ7Rt27ZScyCVc/ToUbRu3RouLi5sW+fOnXH+/HlcuXIFs2fPFssx\n", "UVphYSF8fHzoxo0oLCsrC3FxcQqtkHBwcIC5uXmFeSQKCgoQHBws13YNUjdQQIIQQgghpBaStiRZ\n", "kdJ2oaGhSEtLw4ABA+Q+Jq2OUB+pqakIDAxky9qXNmjQIBw5cgRHjx7Fhg0bpH5+w4YN2LZtG7vc\n", "nRB5RUZGApCvwoYIh8NB9+7dK8wj8fTpU+Tl5bGVOcqjaHJeop4oqSUhhBBCiBoqncBSWp4GV1dX\n", "aGtrIzY2FtnZ2cjIyICvry8AICkpCb/99hsSExORk5OD7Oxs5OTkICcnB4WFhdDQ0EBSUhI0NDSw\n", "aNEiaGpqgsvlgsvlQkNDg/09Ozsb6enpSE9PR1paGjIyMgAAxsbGGDNmTPX9xyASzp49i8LCQkyc\n", "OFHq+5MnT4adnR3atGkj8d6jR4/wyy+/YN26dejQoUNVT5XUMYpU2Cite/fu8PHxQX5+PnR0dKT2\n", "efDgAfT19dG+fXu5xixbkphKfNY+FJAghBBCCFEjZatn6OrqIiYmBubm5tDS0gLw/xfdFhYWEAgE\n", "yM7OhpubG/bt2wc3NzfMnDkTly9flut4jx49UniO3333HSVArGEaGhqYNm0arKysZPaRtuw9IyMD\n", "kyZNgpubG1atWlWVUyR11OvXr2Fra6twQlt3d3fk5eXhyZMn6Nq1q9Q+9+/fR5cuXaCpKd9tqqgk\n", "cekALqldKCBBCCGEEKJGRAksS7OyskJCQgJSU1MBiF90m5mZwczMDCtWrMDy5csxbtw4mcEILpcL\n", "LS0tFBcXy53wUEdHB8bGxjAyMoKRkRFatWqFdevWKffliMrMmDEDM2bMUOgzx48fx8KFC5Gfn49r\n", "167JfdNHiIhAIMDz588V2q4h0rZtWxgYGOD69etwcHCQCB4IhUIEBQVh8eLFCo9NgYjai3JIEEII\n", "IYSoCVkJLIGSnAGi4IM0c+bMgbm5OX744Qe2be3atfjw4QMEAgHy8vJQVFSEvLw8nDlzBgAQFxeH\n", "4uJiFBYWIi8vDzk5OcjMzER6ejpSUlKQl5eHvLw8JCUlISoqCo8fP8bx48dhYmKi8u9Oql6zZs1g\n", "bW2NPXv2oEWLFjU9HVKLlC49fPv2bTx//hx8Pl+hMVJSUqCpqYlt27ax5YtLj/Hq1SukpaVRQsuv\n", "DIVFCSGEEELqAD09PSxcuBA+Pj7sa29vb6nBgxs3bqBVq1awtbUFULJygp6W1308Hg/h4eE1PQ1S\n", "S5TeBlF25danT5/g6emJoKAgucfz8PBAWloaALAljEuPcf/+fWhpaaFTp04q/BZE3dEKCUIIIYQQ\n", "NVHZrPGlqy2MGzcOQqFQog/DMLhx44ZC5T6J+ggJCcHevXvl3nJDiKJKr4ZwdnaGm5sb3r17J9Ev\n", "NjZW7rKxslZ/lR7jwYMHcHNzg66ubqXmT2oXCkgQQgghhFQBgUAg98V6aQEBAdDV1YWuri6srKzA\n", "4/HkyhpfXFyMffv2iY0jbVn027dv8f79ewpI1FK7du2Cr68vNDQ0anoqpI4SrYYQrWJ48uSJwtsz\n", "FJWcnIx79+7Rdo2vEAUkCCGEEEJUqOzTxbIBgYqkpqYiNzcX+/btQ3h4OIKCgmBhYVHh5y5evCj2\n", "BDIlJQWJiYkIDg6Gp6cn237jxg1oaWmhZ8+einwtogZSUlLg5+eHKVOmiK2GIURVZK1k4HIlbxvl\n", "XbkFyF79lZeXh0GDBqF169b4/PkzAgMDqzz4QdQLbRYkhBBCCKmEsuXmyu61LrtPuiL+/v7Q09PD\n", "qFGjFFq67OvrK/O90suiL1++jK5duypcso/UvN27d4NhGEybNq2mp0K+Mubm5rC1tUVCQgKA/y89\n", "rIiAgAB4enoiNjYWAFC/fn1ER0fj8ePHbJ/IyEiFc1OQ2o0CEoQQQgghSuDz+fDw8GCfJtrZ2WHf\n", "vn2IjIyU6CsKCMjzNNHf3x/ffvutQsGI58+f4/79+wAADQ0NFBcXi71fWFiIgQMHIiEhAUlJSWjc\n", "uDH4fL5cKy+IesjKysLOnTsxY8YMWFpa1vR0SB1lZmaGJk2aIDExUay9efPmCAoKkgjAKsLCwkJs\n", "DABwdHTEly9fxPopcr4ktR8FJAghhBBClCBtJUS7du2kJpKUV0JCAh4/fowFCxYo9LmdO3eyv9va\n", "2iImJkbs/eTkZCQnJ7Ov4+Pj6SlkLXPgwAFkZGRg6dKlNT0VUsd17NgRjx8/hrm5OTQ1NcVWQ6gi\n", "SCAaQyAQUHUfQjkkCCGEEEIUJWuftZ6eHtq0aSPRLu9e64CAAGhqamLw4MFyz4XP5+PUqVMAAGNj\n", "Y9y6dQs8Hg9WVlawsrKCq6ur1O0ZimTIJzXv8uXLmDRpEluqlZCqEBYWhj179mDjxo148+aNQnls\n", "FFXZqkKkbqCQFCGEEEKIihgaGuLcuXOYPn06YmJiwOfzYW5uLvdea39/f/Tu3RvGxsZy9WcYBrt3\n", "70ZBQQEAYMaMGbC3t5dYFu3s7IysrCzFvxBRGzdv3qT/DUmVEQgEKCwsxPTp09GmTRssW7YMWlpa\n", "VX7csnkllMlNQWo3CkgQQgghhCjIzMwMNjY2Evus7e3t4eDgwAYEdu3ahU2bNiE/Px9ASWnO/Px8\n", "aGhogMvlsv8XKLkhuHfvHv744w+xMYuKipCdnY3s7GxkZWUhKioKoaGhCA0NxZMnT9itGFwuF/Pn\n", "zxebo4idnZ3UudJTyNpDQ0MDRkZGNT0NUsuVzQFROhdOVlYWMjMzcfPmzWoJRgCSeSXonPT14TAM\n", "w9T0JNRRWFgYXF1d8fTpU7i4uNT0dAghhBCiZkaOHInAwECYm5uDy+WyT/ZKL23OzMyEra0tJk+e\n", "DC8vL/Tv318igRtQEkzgcDgoLi6Grq4uNDU1weVykZuby65+qMiYMWNw5swZqfurbWQAACAASURB\n", "VO/x+XypTyEpqSUhXwdpSXgDAgIkcuEAAI/Ho/wyBED13BPTCglCCCGEfNWUeTLn5+cHPz8/HD9+\n", "HAMHDpT5eUNDQyxYsABbt27F27dvpQYjAIglwszNzZV7Hubm5nBzc0OXLl3EVkeURU8hayehUIg/\n", "//wTEyZMgImJSU1Ph9Ri0pLw9u7dGx8/fpToS1UuSHWigAQhhBBCvkqynhiWt2pAIBAgOTkZc+bM\n", "wfDhwzFx4kRwOJxyj7NgwQL8+uuvuHbtGoCSIEX79u0hFApRXFyM4uJiFBYW4vnz52jYsCHMzMxQ\n", "XFwMoVAIXV1d6OvrQ19fH3p6etDX14e1tTXc3NzQoUMH2NraVnj80ugGo+YxDIOPHz/i5cuXePny\n", "JUaPHo1mzZpJ7XvlyhXMnz8fzs7OcHd3r+aZkrpCVhLeiIiI6p8MIWVQQIIQQgghXyVpTwxllcIs\n", "HbxITU1FUVERNm7cKFcwwNTUFG5ubrh79y4AYNq0afD19WXfFwgEuHTpEry8vPDgwQOZN6ek9rt2\n", "7RqmTZuGpKQkACXBqTZt2oj9b75y5UrUr18f06dPx6ZNm9C1a1d07969pqZM6jAzMzPY2toiLCxM\n", "rJ3yy5DqRGU/CSGEEPLVkfXEUFYpTFHwIjExEXl5eSgqKsLs2bPlOhbDMHj//j37+vTp0+DxeIiI\n", "iACPx4OzszPmzp0LPT09GBoaKv2diPpiGAbbt2/HkCFD4OLigosXLyIuLg7p6ekYMmSIWL+MjAxs\n", "2LABNjY2ePToEXx8fBRaBUPUm0AgqPZyu7LKa7Zq1QrXrl0TKxPM4/GoygWpVrRCghBCCCGkHBUF\n", "Lyp6khgSEsImkwRKVlvw+Xx06dIFmZmZYn1lrdAgtVtSUhI2btyI5cuXY+PGjdDQ0JDaj8PhYM+e\n", "Pdi4cSOOHTuGhIQENkcJqd2U2SKmSqLymiEhIdDR0UG7du3YxLaUX4bUJApIEEIIIeSrI3piWLYU\n", "pp2dncovyMuW8RQpG4wAKJmcPBiGqXUrBqysrBAZGQlLS0u5+puammLRokVVPCtSnRTZIlYVLCws\n", "cPXqVRgbG2Pr1q2YN2+e2Pt0ziE1hbZsEEIIIaRWk7YEWp5l0UePHoWGhgb09fVhamoKAJg8ebJE\n", "PzMzMxgbG0u0y7PPOjs7m5Y/q9D58+dhYWGBwsLCmp5KuQoLCyUSBsobjCB1j6JbxKrK06dPAQC9\n", "evWqtmMSUhEKSBBCCCGkVuLz+WwOBmdnZ4m8DKI2Pp8v9fPHjx+HtrY2Hj9+jOjoaIwaNQobNmxA\n", "RkaGWL/s7GxkZWXByMhI4X3W586dQ3Z2ttT3pOWLoGRy5du9ezfq1asHLS2tmp6KVBEREViyZAms\n", "ra3Ru3dvFBUV1fSUCGGFhobCwMAArVq1qumpEMKiLRuEEEIIqZWkLYEum5dB1rLo5ORk+Pr6Yv78\n", "+XBycgIA7NixAw4ODli/fj1+/fVXtu9PP/2EL1++IDw8HCYmJgDkX958+PBh9ndnZ2ckJycDKAk8\n", "7N+/H7NmzWLzS9jb29NqinLk5eUhNDQUa9asqempSPDz88OWLVvw+PFjmJubY/LkyfDy8oKmJl1q\n", "E9lbxKytras1ABkaGgpXV1eZOUwIqQl0liSEEEKI2qkowZqsJdBZWVkSbdLyMmzduhUAsHz5crat\n", "cePGWLNmDdauXYsRI0agVatWiIuLw2+//YZffvkFzZs3V+g7REdH48GDBwAAR0dHvHjxAikpKWLf\n", "i5LJye/u3bvIycnB0KFDq+V4ERERSEtLQ9euXSvsN2bMGPTo0QN+fn4YPHgwtLW1q2WOpPYICAhA\n", "r1698Pr1a5iYmCArKwvFxcXIzc2Frq5utcwhNDQUY8aMqZZjESIv2rJBCCGEELUhbRuGrC0X0jAM\n", "I9FWOt+AQCBAREQEdu/ejUWLFsHc3Fys76RJk6CpqYlevXrB2dkZPXr0gIODA5YsWaLwdzly5Aj7\n", "+/Tp08HhcGBmZiYReJDWRiRdunQJdnZ2aN26NQDg1q1b2LhxY5Uc6+jRo+jQoQP69u2L6Ojocvvm\n", "5uZiyJAhuHr1Kjw9PSkYQaSysLCAi4sLmjdvjujoaPzvf/9DZGQkpk+fDoZhKl0OtKLP8/l8xMfH\n", "w83NTeljEFIVKCBBCCGEELUh2oaRmJiIxMREBAcHw9PTU6KfaAl0WdLyMggEAgQGBrKBjo4dO6Kg\n", "oEBqAsuxY8ciLy8PBQUFSExMRHZ2NjQ1NRXOWVBUVIRjx44BADQ1NaUei8iPYRhcunQJQ4YMYSts\n", "vHnzBj/++KNKqxQUFhZizpw58PLywoQJE2BjYwMvLy8UFxfL/EyHDh0QEBAAHR0dlc2D1D3p6em4\n", "cOECpk+fDnNzc3To0AFHjx7F6dOnYWtrq3QQVt4gbmhoKABQQIKoHdqyQQghhBC1UFEm+rKrCC5c\n", "uIBmzZpBKBTC1NRUal4GW1tbWFpaYvr06RLjTp06FUFBQYiJicGrV6+QnZ2NqKgoiX7x8fHYvn07\n", "hEIhMjMzoaGhAT09Pejq6kJPT4/9Kf06LCyM3S8+dOhQWFhYqOC/0NcrKSkJQqFQbLvG3LlzcerU\n", "KcyYMQPPnj1DvXr1Khzn3r17mDlzJnr06AEPDw/06dNH7HMaGhpITk7G/v37MXPmTDx8+BDu7u64\n", "fPkyhg8fXiXfjXwdzp07h/z8fLHg5JgxY7BkyRJ8+PCBbVO0HKi85URDQ0NlBnIJqUkUkCCEEEJI\n", "rXTnzh3k5ubi5s2bcHFxkZmXITk5Gbdv35bILxEbG4uHDx+ib9++yM/Pl3mctLQ0LF26VOl5SguG\n", "EMVYWVnhw4cPYltyNDQ0cPDgQbRv3x6bNm3C+vXryx2jsLAQ33//PYCSfBQHDx6EgYEBhg0bhhMn\n", "ToDD4YDL5eLcuXPsKoxu3bohLCwM7dq1kxgvKysLBgYGKvyWpC47evQo+vXrB2tra7ZNIBBIXX0j\n", "KwhbliJB3NDQULi5ubF/24SoC9qyQQghhBC1IOvpXYMGDSQuzIuKirBu3ToMHToU/fr1KzcvA4fD\n", "kbqVAwD2799fbjCismxsbDBgwIAqG/9rIgoYlNa6dWusWrUKmzdvxosXL8r9fFxcHAoKCnD27FlE\n", "R0fj1atXWLlyJUxNTcVu0sresEkLRrx79w6NGzfGnTt3KvGNyNciOjoaQUFB8PLyUuhzlc0rIcIw\n", "DBuQIETd0AoJQgghhKiNgIAAdOzYEe/fv4elpSWysrKQl5eH/Px8sT36f/31F96+fYtz585VOKas\n", "kntNmjRhy2waGBhg+fLlyMjIwOnTp5GWlgYAMDU1xaxZs2BtbQ1DQ0MYGhqCYRjk5OSI/eTm5kq8\n", "5nA4mDt3LpV+rGI+Pj4IDAzEyJEj8fz5c5mrFlq0aIGoqCi25GHr1q3ZBJmKWrRoEerXr4/OnTsr\n", "PW/y9Th27BiMjIwktv3IOjcxDIOhQ4eyqx/s7OwQEBAgsfVL1uft7e3FgrTx8fH48uULBSSIWlLp\n", "v5BxcXFIS0uTGkkmhBBCCKmIhYUFjI2N0bZtWxw+fBifPn2Cq6srNmzYwFZUKCgowPr16zFq1Ci5\n", "rzkCAgLg6enJ5pawt7fHyJEj2eoZEyZMwI8//ggA2LZtG5XiVCMxMTEwMjKS+b+Fjo4O/Pz8cO3a\n", "Nejr65c7ligYoYy0tDT88MMPcHFxwaVLl3Du3Dno6ekpPR75OhQXF+PYsWMYP3681DwnZc9N2tra\n", "eP/+PZKSktg+5eWV2LBhA/r27Qs9PT3k5OTAycmJDbSKUEJLos6UCkjcu3cP69atg62tLY4ePQoA\n", "+PHHH/HLL78AKFnadufOHRgbG6tsooQQQgip+8LDw/HixQusX7+e3Xbx448/4ueff4anpyfs7Oxw\n", "+PBhxMfH4+rVq3KPa2FhIZFbolOnTuz7M2fOFOtPgQj1sXTpUvD5fDx8+FBmn6ZNm2LevHlS32MY\n", "RiX75rW1tRESEoITJ06gT58+GDlyZKXHJHXf7du38fHjR5nbNcqem4CS1Typqali/WTllfjtt9/Q\n", "smVL3L9/Hz179oSDg4PESorQ0FDY2NigYcOGKvpWhKiOUjkkTpw4gdTUVIwbNw4A8OrVK2zatAn2\n", "9vbw9vZGamoqfv31V5VOlBBCCCF134kTJ2BmZoZvv/2WbVu5ciUcHBzg7u6ONm3aYOXKlTAzM4O5\n", "ubnC44uCHC9fvsTjx48BlDxIcXV1Vdl3IKqTl5eHmzdvYvDgwUp9vri4GL1798aZM2cqPRc9PT0c\n", "PXoUDg4O+P333yk5IBEjLd+DQCDAvn374OjoWOHqhNJ5b+SpGAMAwcHBuHLlCn7++WdYWlpi3rx5\n", "CAwMlNjCQfkjiDpTKiARFBSEs2fPshcLojrbly5dwo4dO3D58mVcuHBBdbMkhBBCSJ0nFApx8uRJ\n", "jB07Ftra2my7lpYWNDU1kZOTw5Z/TE5Ohqenp9LHOnDgAPv7zJkz6eZSTd29exfZ2dli5T4rkpub\n", "i7lz5+Lt27fYv38/7t69q7JShzweD2/evIGTk5NKxiO1H5/PB4/Hg7OzM5ydncHj8RAREQEej4c2\n", "bdrAz88POTk5+PLli1zjyUrua2trK7E6YvXq1fjmm28wZswYAMCkSZOgra2NI0eOsH2EQiGePn1K\n", "AQmitpTaspGWloaWLVuyry9dugQej8eenFu3bs0mgyKEEEIIkcfdu3fx8eNHTJ48WaxdIBCAz+dL\n", "9Je3NF5Zubm5OHHiBABAV1cXEydOVH7SpEpdunQJdnZ2CiWfLCgowK1bt/DgwQN8+vQJXl5eYttz\n", "CFElDw8PBAcHs68TExPRpUsXZGZmsm3v37+XmQNCmtJ5JQoKCiAQCNCsWTOx7Ue3b9/GP//8g8DA\n", "QLb6jLGxMcaOHYsDBw5g5cqV4HK5iI6ORkZGBgUkiNpSaoWEhoYGhEIhAOD169eIjo6WeEpRtiwT\n", "IYQQQkh5Tpw4gWbNmlX5zeP58+fZBydjxoyBkZFRlR6PKIdhGFy+fBlDhgxRaAWLkZER/Pz8EBMT\n", "g+LiYmzevLkKZ0m+ZgKBgK2EUVrpYISIKIAqD1FeifDwcERFReHIkSM4efIkm3A3OTkZq1evRseO\n", "HSVWD82aNQtxcXG4efMmgP9PaNmhQwcFvx0h1UOpqEHLli2xe/duZGVlYe3ateByuRg9ejT7/uPH\n", "j5Xa10kIIYQQ9SVtj7SqxsjNzcX58+cxadIkiZtPWUuYy5a2k1fZ7RpEPYWHhyM+Pl6h7Roibdq0\n", "wa1bt3Dx4kVYWlpWwewIqXqivBJTp07FokWLsGLFCrRo0QKtWrVCSEgIlixZInG+7Ny5M5ydnbF/\n", "/34AJQGJFi1aULEBoraUCkgsW7YM3t7eqF+/Pvz8/DBhwgQ0btwYALBlyxaMGDECffr0UelECSGE\n", "EFIzpO2RlraForSygYeKxrh48SIyMzMxadIkqeMFBASAx+PBysoKVlZW4PF4EqXt5BEZGYkHDx4A\n", "ABwdHcHj8RQegygvJycHb968katvvXr1MG/ePPTo0UOpY3Xp0gXu7u5KfZYQeZiZmUlNQGloaCjR\n", "pmwAVeTRo0cAgNTUVKSkpAAAfH19JfpxOBzMnj0bFy9exKdPnyihJVF7SuWQ+Pbbb3Hjxg34+/vD\n", "3t4eP/zwA4CSpXVv3rxBv379ZJa2IYQQQkjtIm2PtKz90Hw+Hx4eHuwyZjs7OwQEBJQ7hkAgwOHD\n", "h9G5c2c0b95c6hykle1UxsGDB9nfKZll9ZsxYwYuXLiAJ0+ewNnZudy+ohW5hKirq1evIi4uDlZW\n", "Vmybvb099u/fj1mzZiE2NpZtUyaAKiJra0hcXJzUPDoTJ07EsmXL8Ntvv+HZs2cYO3as0scmpKpx\n", "GIZhanoS6igsLAyurq54+vQpXFxcano6hBBCSI0QCARwdnaWKCNnZWWF8PBwiQthHo8nFngAADc3\n", "NyQkJEiMYWFhAVtbW8THx+Pz58+wt7fHo0ePYGFhUSXfJT8/HzY2NkhOToa2tjY+fvxIW0yr0bNn\n", "z+Di4gIDAwM0b94cISEhYtVUCJFHZYOSqjp+QkICunXrht69e8PPz4/NS1N6Xqqaq6LnYT6fjzZt\n", "2rCVPdq0aYPbt29X2bmV1F3VcU+s1AoJecyePRv79u2rquEJIYQQomZkPcV7/vw5CgsLJdq/fPki\n", "tm0jNjaWXTXxyy+/4OLFizA2NoalpSUsLCxgaWkJU1NTpKSk4OPHj0hISMDHjx/x6dMnCIVCWFhY\n", "iP3Ur18fOTk5yMzMRFZWFhISEpCcnAwAGDFiBAUjqlmTJk2wceNG9OvXD127dsWGDRuwYcMGiX4J\n", "CQmwtram1StEjKzVV9V1k136+EKhEKmpqWjVqhVOnjwJDQ0NqUEHVQVNRHl0ygYkZG0D8fDwECsz\n", "+urVK4WqfBBSnaosIHHx4kUKSBBCCCG1nKIXwtJoaGigYcOG+PDhQ4V9Y2NjcfPmTaxZs0bhuSYk\n", "JMjdl5JZVj8zMzOsXr0aAPDjjz9i/fr1GDVqFNq2bcv2SU5OhpubG3744Qf4+PjU1FSJGlJk65iI\n", "tBUKyq5aKHt8ANDR0YGBgYFC4yirdClQQPY2EFmBYWXLJBNS1eQKSHC5XIWi1KVr5BJCCCGk9il9\n", "0T5s2DAEBwejfv36AICMjAzs3btX4jOyghcuLi7w9/cXu5i2sbFht2qUdeLECYXm2qBBA2hoaODL\n", "ly8oLi6usL+npyd69uyp0DGIaq1atQo2NjZo06YN28YwDGbNmoXCwkLKRUbEKHqTLW01xYEDBzBz\n", "5kylVljIOv7Hjx+r7SZfVXl0CFE3cgUkNDU1JbJQv3//HvHx8bC1tUWjRo3A4XDw6dMnxMXFwdzc\n", "HK1bt66SCRNCCCGk6pS9kDcyMkJUVBS8vb2xZs0apKWloU2bNrh8+bLUpIQBAQFwc3NDfHw8LC0t\n", "0axZM/j7+0u9mObxeBIBiSZNmrBP/QwMDPDmzRtkZWWBz+eDz+cjOTkZJiYmsLGxgbW1NaysrKCj\n", "owMA7DJqUd+MjAzo6+vD0NAQBgYGMDQ0RP369dnACqkeiYmJaNiwodjDKi0tLUybNk2s37Fjx+Dv\n", "748LFy6IJQkkBACKiork7ittNUXnzp2RlZUl1lYbtzFUFIhQxao2QqqTXAEJMzMz3L17l339+PFj\n", "+Pj44Pr162jVqpVY3+joaMyYMYNdkkcIIYSQ2kPahbypqSl+/fVXdp/0mDFjcPDgQaxYsQJcrngF\n", "cRMTEwiFQkyYMAG///67xAVw6dfSliCPGTMG3t7eAIBx48bBxsYGAODg4FDh3LlcLszMzGBmZgZH\n", "R0fl/gMQlSouLka/fv3Qq1cv7Nq1S2a/2NhYLFiwAFOmTMGIESOqcYZEnYkCmJGRkWypy9Ls7Owk\n", "zjGyVjOUDkaIVLSNQXR8U1NTSKsDoK43+fJu7yBEHcgVkNiyZYvY61WrVuHQoUOws7OT6NuyZUv8\n", "9ddfmDRpEvr27auSSRJCCCGk6sm6kNfW1kZaWhp74T1z5kz89ddfuHPnjsS/9X5+fkhISMCKFSsq\n", "vFCXtmqiW7du7PvTp0+v5DciNe3kyZOIiIjAkSNHZPbJy8tD06ZNYWNjg99//70aZ0fUVemVWvn5\n", "+UhNTYWrqyu4XC4+fPiAgoICCAQCTJ48We4xORyO1KBCRccHSvLgJCUloWnTpsjNzQWg3jf5tL2D\n", "1CZyBSS+++47sdfR0dFSgxEidnZ2bESOEEIIIbVb2bxQXbt2haOjIw4cOCARkNi5cyd69eqFb775\n", "Ru7xRRfLkZGR7PJpJycndOrUqZIzJzUpPz8fa9euxciRI+Hm5iazX2JiIjp27IgdO3bQdhoCQHoC\n", "SQ0NDTx69Ii9yZ42bRp+/fVXTJ8+Xax8rJmZGfT19SXGNDAwQGZmplhbeVUqyh6/SZMmePfuXa26\n", "ya8NcySEW3EXSRkZGVKfoIjExcVJXRZFCCGEENUTCATsRXJliPYel1X2op3D4WDWrFnw9/cXKy0X\n", "EhKC4OBgdsuFog4fPsz+Pn36dEqQXcvt27cPHz58wMaNG8vtZ29vj5CQEHTt2rWaZkZqkrTzVek2\n", "gUAg9cFmfHw8u73CzMwMv/zyC2JjY3Hw4EGxfp8+fQKfz4e5uTmsrKxgZWUFHo+H4OBg8Hg8WFlZ\n", "QVdXF7q6uvDz85M6P2n3OYWFhWLHJ4SohlIBia5du2LEiBF48uSJxHv//PMPPD09xZZcEkIIIUT1\n", "+Hw+eDwenJ2d4ezsDB6PBz6fX6kxAwIC2MoH5ubm4PF4UpclT548GRwOB8eOHWPbdu7ciWbNmmHw\n", "4MEKH7ewsJAdS0tLS6Gl2ET9xMbG4qeffoKXl5dc+T9I3SftfBURESHRFhgYKNd5rE2bNpg8eTLW\n", "r1/PPghlGAYzZsyAnp4eoqKiEB4ejvDwcAQFBaF169YICgpCeHg4jh49itzcXIVKBRNCqgijhOfP\n", "nzMGBgYMl8tlGjRowLRr145xdHRkjIyMGA6Hw9SvX595+fKlMkOzrl27xvTp04dxdXVlWrRowTg5\n", "OTE+Pj7s+z/99BPTpEkTpl27dmI/vXv3ljreoUOHmG+++Yb55ptvGCcnJ2br1q2MUCiUefynT58y\n", "AJinT59W6nsQQgghVaVLly4MALEfHo9X6XF9fHwYExMT5vPnz+X2mzBhAtOyZUtGKBQyCQkJjKam\n", "JrNz506ljunv789+h1GjRik1BlEfEydOZOzt7ZnU1NSangpRE9LOV4aGhhJtAJj69evLdW6LjY1l\n", "tLW1GR8fHyY5OZk5cOAAA4C5fPlyuXMpLCxkLC0tGW9vb7nnqopzKyG1TXXcEysVkGAYhnn27Bnj\n", "7u7OcDgcsZ/evXsz4eHhlZrUgQMHmCZNmjARERFs2y+//MK0aNGCfb1u3Trm2LFjco23e/duRldX\n", "l3ny5AnDMAwTExPDWFpaMsuXL5f5GQpIEEIIUTfJyclMcnIy+7uVlZXERbOVlRXbR1nt27dnJkyY\n", "UGG/f/75hwHABAYGMt7e3oyhoSGTnp6u1DGHDBnCfodr164pNQZRH1lZWUxUVFRNT4OoCVnnK2k/\n", "RkZGzOvXrxkej8dYWVkxVlZWDI/Hkxog/fz5M2NlZcVwOBzG3Nyc4XK5cp27GIZhvL29GUtLS6aw\n", "sFDivaioKIbL5TL6+vrlHp+Quq467onlSmopTbt27XDv3j18+fIF7969A4fDQfPmzSu9pyohIQEL\n", "FizAsWPH4OTkxLYvWrQIHTp0EOvLyJEpNzMzEz4+PvDy8oKrqyuAkr2KixYtwpo1azBnzhzY29tX\n", "as6EEEJIVSqb8d3Ozg7bt29Henq6yo+VlJSEZ8+eYfHixRLvvXjxAufPn8fAgQPB4/Hg6OiIevXq\n", "YezYscjPz0fDhg2Rl5encGLCjx8/4urVqwCAxo0bo1+/fir5LqTm6Ovro2XLljU9DVIL6enpyV0l\n", "wsPDA4mJiQCA5ORkAMDbt2/lOs7kyZPh6+uLv//+GwMHDhR777///S+0tbURGhoKCwsLyhlBSBVS\n", "KodEaQ0aNEDnzp3RqVMnsf9nffPmjVLj/fXXX8jPz5fYf6qrq4v+/fsrPN7169eRmZmJPn36iLX3\n", "7t0bxcXFuHDhglLzJIQQQqqLKON7YmIiEhMTERwcDHd3d+Tn50v0lZU1Xl7Xr18Hh8PBgAEDxNqL\n", "i4sxdOhQbNy4EV27dkXPnj3Ru3dv5OXlIS8vDwzDIDExEZ6engof89ixYxAKhQCAqVOnQkNDQ+n5\n", "k5pTXFxc01MgakpWwlxDQ0OJttLnsPISSMpKPvnhwwe5kvy2b98ejo6OOHHihFh7ZmYmdu7ciZkz\n", "Z8LR0ZGCEYRUsUoHJGQpGwCQ18OHD9GgQQM8ffoU/fv3R+vWrdGuXTusW7dO4sLr+vXr6NevH9q1\n", "a4dvvvkGCxcuRFJSklif58+fAwCaNWsm1i56/fLlS6XmSQghhFQHWRfdWlpauHv3Lng8Hho2bAgu\n", "l4uGDRtKTUCpiGvXrqFDhw5o0KCBWPvDhw/x4cMH9vW9e/fw+vVric/HxsYiMTER+fn5KCoqqvB4\n", "QqFQrLqGl5dXJWZPakpubi66dOmC06dP1/RUiJry9/eHrq4u6tWrJ7XyhaitsucweXE4HEyePBn+\n", "/v5i5UD37t2LzMxMLFu2rFrmQcjXTuktG69fv8aFCxfw8eNHFBQUiL3HMAzS0tKUGjc+Ph7p6emY\n", "M2cOAgMD0bx5cwQHB2Po0KEICQnBtWvXAJQs5+JyuTh9+jTMzc0RFxeHcePGwdXVFY8fP4a1tTUA\n", "sOXIyi4fFb0uXa6MEEIIURcVPeEzNjaGo6Mju6x527Zt+P333ytVKrOoqAg3b97EggULJN47f/48\n", "+7upqSlSUlKkjpGYmIhGjRqxr/X09GBkZMT+GBoaIjc3F5mZmcjMzERGRgb7Xfv06UPbKGupH374\n", "Aa9evWIrtBBS1ocPH5Cbm4szZ86gT58+7MoDebZmSCNadSHasiGiyCqxiRMnwsfHB35+fpgyZQpy\n", "c3Oxfft2TJ06FY0bN5Z7LoQQ5SkVkLh27RqGDRtW7tI8ZS+I8vLykJ+fj9WrV6N58+YAgC5dumD+\n", "/PlYv349Hjx4gO7du0tELe3s7HD48GG0adMGGzduxJ9//qnU8cvy9vaGsbGxWNv48eMxfvx4lYxP\n", "CCGElFY2X4Stra3Uf2/LLmtetmwZdu3ahT/++APr1q1T6tghISFIS0uT2E8tFArZLY46Ojp49+4d\n", "bty4gWnTpiEnJ6fcMXNycpCTkyNx0yDN9OnTlZo3qTl5eXlYuHAhDh06hCNHjsDZ2bmmp0RqgDwB\n", "hcOHD8Pa2hojR46U2Jal7LaIgIAAeHp6IjY2FkDJeVGRFRZNmjRBjx49cPjwYQwZMgSnT59GcnIy\n", "Vq5cqdR8CKnNTp8+LbHKTdlFBopQKiCxZs0a9OzZE8uWLYOtrS10dHQkdmv5jAAAIABJREFU+nTs\n", "2FGpCYn2krVr106sXfQ6NDQU3bt3l/pZJycnGBoa4n//+x/bZm5uDgDIyMgQ6yt6XXZJalm+vr5w\n", "cXFR4BsQQggh8l2gSyPKFyEiupG3t7dHXl4e+3vZi24zMzNMmzYNu3fvxvLly6Gnp6fwnK9duwYz\n", "MzO4ubmJtYvyVwDAgAEDYGxsjLFjx6Jnz57o2bMnYmNjIRQKUa9ePTg6OkJHRwccDgeFhYVIT09n\n", "f7KystgxdXR0YGhoyP706tULY8aMUXjOpObExsZi1KhRiIiIwMGDBzF16tSanhKpZtIS7gYEBMDC\n", "wkKsX25uLk6dOoV58+apNEeMvMkvZeHz+UhISMC7d+/g5OSEtLQ0eHp6omnTpiqbIyG1hbSH7mFh\n", "YWxhiKqiVEDi33//RUJCQrlZtEeMGKHUhJycnPDixQs2uZWI6OQlak9KSkLDhg0lPs/lcsU+2759\n", "ewBATEwM2rZty7bHxMQAgFgbIYQQUlnyXqBLIytfhJmZGUJDQ8VeS7N48WLs2bMHR44cwbx58xSe\n", "+7Vr1zBgwACJG4bS2zVGjRrF/m5paYk3b97IfTNQXFyM7Oxs6OrqQktLS+H5kerz6dMnDBs2DObm\n", "5pgwYQI8PDzErvtSUlLQoUMHGBsbIzg4mL3eIrWTKgOonp6eCAoKEusXEBCA9PT0KssRo+wKCw8P\n", "D7x79w5AybkbkL9KByFENZRKatmoUaMKS3rt3btXqQl5eHgAKCktVtqrV68A/P/Ki0aNGkks/3z3\n", "7h3S09PFnuwMHDgQhoaGuHXrlljf27dvQ0NDAyNHjlRqnoQQQog00ipiKFN5ojRtbW0A5WecB0pW\n", "TowePRo7duyQK6FkaUlJSQgLC5O6XUMUkNDS0sLQoUMlPlvRvEQ0NDRQv359Ckaouc+fP6NPnz74\n", "/PkzcnNzMWXKFFhaWoptlzU1NcUff/yBp0+fUjCiFuPz+eDxeHB2doazszN4PB57Y14RWQHU2NhY\n", "iRw4hw8fRvfu3dnt2OpA1vw/f/4sV5UOQohqKBWQGDt2bIX7swYNGqTUhEaNGoVu3bph06ZN+Pz5\n", "M4CSFRm7du3C4MGD4e7uzvZdtWoVu3w1PT0d33//PYyNjeHj48P2MTAwwObNm3H06FGEhYUBKDlR\n", "+vr6YvHixVJLEBFCCCHKUOQCXRpZpfEUSdK2bNkyxMTE4NixYxLHFAgEMudx48YNqeU+Q0NDkZCQ\n", "AADo16+fRF4lUvf897//RXp6Ou7cuYN79+4hPj4e69evh4ODg1i/cePG0d9DLVdeALW884Ui3r9/\n", "j9u3b2PatGmVHosQUvcotWWje/fuWLt2LW7fvg13d3dYWFiAy/3/2AbDMAgJCVFqQhwOB1euXMGa\n", "NWvQqVMn6Onpobi4GLNmzcLq1avZfqdOncKZM2fQoUMHcDgcpKeno1u3bggJCZGIvs6dOxe6urqY\n", "OnUqu6d18eLFVM6HEEKI2vHz82MrTZiYmCicpK1x48aoX78+5syZgx9//BF2dnY4cOAAZs6cWe42\n", "kqtXr0ot9ylruwapuxYsWIDx48ezfx+NGzema6Y6SFYA9d9//0XHjh3ZQGTZ80Xp7R2i1VulMQwD\n", "U1NT9vWxY8egp6enducPVVTpIIRUHodhGEbRD5UOPsgcmMMptwqHuhMl8Hj69CkltSSEECI3Ho8n\n", "tqda1FZ2T7UsoqzxN27cgKurq8IXxtKOb2hoiMzMTJlz+vz5M1q2bAlvb2/8/PPPbB+GYdC0aVPE\n", "xcVBU1MTnz9/FrvRIITUXgKBAM7OznJVwOHxePD39xfLj1OvXj3ExsbCxsaGvebX09PDu3fv4Ovr\n", "i4ULF+LLly9wdXVFv379cOjQoar8Okrh8/lSq3TIk/OHkK9BddwTK7VCQl9fH0uXLkV5sYzt27cr\n", "PSlCCCGktgoICICLiws+ffoELpcLAwMDuVc4MAyDLVu2wN3dHf3791f42LKeeJYNRgAl20giIyMx\n", "bdo0REdHIyMjA/7+/pg3bx57MR4WFsaO17t3bwpG1FE5OTk4ePAg5s+fL9dDJ1I3yFohUDZBPFCS\n", "DH7IkCFiyXWBkpxu8fHxSElJYcdcsWIFvL298eeffyI5ORkCgQCPHz8Gn89Xuxv9ylbpIIRUnlIB\n", "CQMDA/z000/l9tm3b59SEyKEEEJqMwsLCxgbG6Nbt24YNGgQpkyZghcvXqBfv34VfjYoKAiPHj3C\n", "5cuXq3ye6enp8PDwQFRUFNsWHh4uliG/9HYNSgJdd23ZsgVbtmzBoEGD1CrpIKl6AQEBcHZ2hkAg\n", "gIWFBWxsbBAfH8/mcRNJSkrCly9fJD7PMAxSUlLEbuQ3b96MgwcPip1bXr16JbX6hrqgQAQhNUep\n", "MPjdu3cr7BMREaHM0IQQQkitFhMTg4iICIwZMwaTJ08Gj8fDihUrJJ44SrN161a0bt1aotKFvGQl\n", "xTQ0NJRoKywsFLthEBEl4GQYhg1IcLlctgoWUS/x8fHw8fHB0KFD5a6OUFpSUhK2b9+OhQsXUjDi\n", "K2RiYoLCwkLMnz8f4eHhePz4MZo2bSrRz97eHjo6OnKNmZqaKjW3hLzJfQkhXxelAhKtWrVify8q\n", "KsL79+/x/v17sZwRtKyTEELI1+jSpUvQ1tZG//79weFwsHXrVjx79gz//e9/y/3c69evcenSJSxb\n", "tqxSy+YDAgLA4/FgZWUFKysrNqdE2bbnz5/D3Nxc5jgvX77E27dvAQA9evRQu6XWX7uCggKMGDEC\n", "9vb2+OOPP/Do0SP06dMHycnJCo2zYcMGaGlpYeXKlVU0U1JT5KmScfv2baSmpmLq1KnsKgFp55BH\n", "jx6hbdu2Ep+XlQCSw+Go5ksQQuo8pbZsACXRz+XLl+PMmTPIzs4GUJJbYvz48diyZQuVgSKEEPJV\n", "unjxInr37g0DAwMAQNeuXTF8+HCsXr0aPXv2hI6OjsQFvEAgwMaNG2FtbY3x48dX6viy9kRLa2vR\n", "ooXEDazoBsPX15dtU7fs+ATQ1taGhYUFdu/ejcmTJ+PDhw/o2bMn+vbti7t378p1Hfbvv/9i//79\n", "2LRpE0xMTKph1qQ68Pl8seST0qrqiJw9exYtWrQQCzbIOoeIEu6WTQBZFlWvIIQoQqmAREZGBrp2\n", "7YrIyEgAYP8RS01NxYEDB/Dw4UM8evRI6hJRQgghpK5KTU3FvXv3sGvXLrH2pUuXonv37nB0dIS+\n", "vj57gwAAHh4eiImJwefPn2Fra4u0tDSFViMwDIPIyEikpaWBYRgIhUIwDCP2u7Q2hmEwb948pKam\n", "skv9GzZsiIULF+LOnTs4c+YMgJInnZ6enir6L0QqQygUiq2e2bt3L/u7o6Mj7ty5g3379rHBsIqs\n", "WbMGDRs2xPz581U+V1JzPDw8xCrtJCYmSs3fUFBQwCaylbaioWzwQJEEkPIGLwghRKmAxObNm5GT\n", "k4Pjx49j5MiRqFevHgAgNzcXFy5cwOrVq7Fp0yZs3rxZpZMlhBBC1Nn169dRXFyMoUOHirUvX74c\n", "QElAPyMjg71BYBhG7Mbh/fv3Cid+W7NmDTZt2qSS+aekpGDs2LFibd26dYOVlZVKxifK27t3L86f\n", "P48rV67I3MvfunVr/P7773KNl5OTgzdv3mD9+vXQ1dVV5VRJDZJVaUeUv6F0EOHWrVtIS0vDmDFj\n", "FDqGPKscqHoFIUReSgUkLly4AH9/f7Rv316sXVdXF5MmTYKTkxPGjh1LAQlCCCFflUuXLsHFxQU2\n", "NjZsm6wbhBcvXkhNdCntxkEWUULCqjR58uQqHZ9U7I8//sD8+fOxYMECqckCZSkqKkJaWprUXCF6\n", "enp49uyZKqdJapAyySLPnj2LVq1awdnZuQpmVIICEYSQiii9ZaNsMKI0FxcXqTXPCSGEkLqqsLAQ\n", "V69ehbe3t1z9c3JyoKGhUalj+vr6Ij8/HwDQq1cvtG/fHhwOBxwOB1wuV+L38tqEQiGKiopQXFzM\n", "/jRr1gzTp0+v1BxJ5fz+++9YuHAhFi1ahO3btyuULPCvv/7CokWLsGLFCnh7e0NPT0/s/cr+/ZGa\n", "Jy1fhLRAp5GRkVhwID8/HwEBAViwYAEloCSE1Cilk1rm5ubKXOKXnZ0NhmGUnhQhhBBS2zx48ADp\n", "6ekYNmyYWLusBG9dunSR2LIByJ/4LS0tDXv27AFQkuDwxIkTaNSoUSW/BVEnv/32GxYvXoxly5Zh\n", "y5YtCt84Dhs2DC9fvsS6deuwe/du/Pzzz/Dy8oKmptKXf0TNSMsXAZQEJkTByry8PCQnJ4PP57P5\n", "af7++2+kp6crvF2DEEJUTam6Yi4uLlixYoXUoINQKMTKlSvRoUOHSk+OEEIIqS0uXrwIa2trqSsI\n", "pZXR8/f3l9kujz179rCrEadOnUrBiDomNDQUixcvxvLly5UKRgCAubk5fH19ERkZiV69emHWrFnQ\n", "0tLCggULpD5FJ7WLrO1gpqamePLkCcLDwxEeHo43b96Aw+FgxowZ7LX72bNn4ejoiNatW1fzrAkh\n", "RJxSIfIVK1agd+/eCAwMxPDhw9m9sh8+fEBgYCA+ffqEf/75R6UTJYQQQtQVwzC4ePEihg0bJvXG\n", "sbwEb8okfsvJyWHLcnK5XDZpJqk7tLS04OXlhU2bNlV6SX3Tpk1x8uRJLFmyBGvWrEFeXp5YtQ5S\n", "t4iSnpY+nxw8eBDDhw/HwYMHMXjwYPj7+2PJkiW0XYMQUuOUCkj06NED+/fvx7x587B7926x9+rV\n", "q4dDhw6he/fuKpkgIYQQos4EAgEiIyMRGxsrUV2jLFkBB0UTvx0+fBhfvnwBAIwZMwbNmjVT6PNE\n", "/bVr1w6HDx9W6ZguLi64evWqSsckNUfWdjBp276GDRuGSZMmYfbs2TA0NERWVhYCAwMxd+5chcoM\n", "E0KIqim9iXD69OkYOHAgzp07h6ioKAAlNbBHjx6Nhg0bqmyChBBCiDoqnUwuKysLXC63WpY/FxYW\n", "Ytu2bezrlStXVvkxiWIKCgqwdu1aLF++HKampgCAiIgInDp1CsOHD4ebmxs9mSYqERAQgL59+yI8\n", "PBzm5uZo2bKlzG1f0dHRYBgGGRkZAIDnz58rXGaYEEJUrVLr9Ro1aoSFCxdiz5492LNnD3744QcK\n", "RhBCCPkqiJLJJSYmIjMzE0KhEOPHj6/y454+fRrx8fEAgEGDBqFt27ZVfkyimKVLl2LHjh34999/\n", "2bbo6Gjs3bsXnTp1wpQpU2Qm/6ak4EQRFhYWmDhxIvT09BAeHo6goCCpKx4EAgE+fPgg0S4qM0wI\n", "ITVFqYBEcXEx4uPjER8fj7y8PLY9OzsbYWFhKpscIYQQoo5kJZOr6ot7oVCI//znP+zrVatWVdmx\n", "iHJOnDiBXbt2wdfXF506dWLbPT098fnzZ+zfvx/Hjx9nK6SU9f3338PHx6e6pkvqgHv37qFbt270\n", "UJAQUispFZA4efIk7OzsYG9vL1ZqKC0tDR06dMDEiRNRVFSkskkSQgghsggEgq/mCd+lS5fw5s0b\n", "AEDXrl3RrVu3Gp4RKe3FixeYNWsWvvvuO3z//fcS72tqamLmzJlYsGABFi1ahJCQELH3379/j0OH\n", "DsHc3Ly6pkxquaKiIjx8+BA9e/Yst58o30RZ8pYZJoSQqqJUDgk/Pz/weDz89ddfaNq0KdtubW2N\n", "Z8+eYcqUKdixYwdl/SaEEFJlSudwAAA7OzsEBASUm6BN0WoWsiiSTK60zMxMREdHIykpCUlJSfj8\n", "+TOSkpLA5/ORmZmJ7OxsZGVlITs7G9nZ2SgqKgKXy2V/UlJS2LFodYR6SU1NxYgRI9CqVSvs3bu3\n", "3BwR27ZtQ2hoKEaNGoWXL1/CxMSEbTcyMsLs2bOra9qklnv27BkyMzPRo0ePCvsGBATA09MTsbGx\n", "AErOV/KWGSaEkKqiVEAiIiICN2/ehL29vcR7bdu2xZkzZzBixAgKSBBCCKkyohwOIomJiTITtCkT\n", "vKhIQEAA+vTpg1evXsHU1BQODg4SF/cFBQV49OgRbt26hdu3b+Px48cqWUH4zTffYNCgQZUeh6jO\n", "0qVLkZqailu3bkFXV7fcvtra2jh79izOnTsHIyMjAEBSUhIOHjyINWvWQF9fvzqmTOqAe/fuQU9P\n", "Dx06dKiwb3nlhwkhpKYoFZDIzMyUGowQadWqldhTHEIIIUSVKsrhUPZCW5HghbwsLCzg4uKCzMxM\n", "hIaGokGDBux7nz59wty5c/H3338jJydHoXG5/8fencdFVX//A38NOwgIDIuDjKKggkUKrkyumJpr\n", "4a6lYqhpmmlqpmJqpOYnM/mWmSvue4ImihblRooKLriHgqCMIAPIDsPM/f3BY+5vhpmB2djP8/Hg\n", "Edx53/ccKsd7zz3v8zYygrW1NZo1awYTExMwDAOpVAqpVAqGYWBvb48tW7bQLg31zLp16xAcHFzl\n", "9ZE8Nzc3LFiwgP35xx9/hLm5OebOnVtTIZJ6TNckwYULFyAQCGBmZqbxOZSIIITUJzpv+1lUVAQr\n", "KyuVrxUWFkIqleocFCGEEKIv+b4S2iQvNJWbm4tjx45hxYoVCskIAFixYgVOnjypdI6Xlxfeffdd\n", "8Pl8uLi4oEWLFnBxcYGLiwtsbW1hbW0Nc3NzSjY0QM7OzjpX3IhEImzZsgVffPEF7OzsDBwZqc/0\n", "qd6SSCS4fPkyFi9eXMNREkJIzdEpIdGlSxcsWbIEP//8s9JrUqkUS5Ys0ah0jBBCCNGFuh4Ob968\n", "wf379/H111+zF/iurq7Iz883eAwHDhxAWVkZgoKCFI7n5eXh8OHDAAALCwuMHTsW7733HgYMGICW\n", "LVsaPA5SN6KiogAAw4YN03uu4uJiBAYGYv78+XrPRRoWfaq37ty5g7y8vGobWhJCSH2mU0Li66+/\n", "Rr9+/fDXX39h2LBh4PP5KC0tRVpaGk6dOoWXL1/in3/+MXSshBBCCCsyMhKDBg3CnTt34ODgAD6f\n", "j+LiYvTr1w8Mw7DjKictZPh8vs7VEQzDYPv27RgxYgR4PJ7CawcPHmSXaXzyySfYvHmzTu9B6qfy\n", "8nJ88803WLduHSZPnmyQhISbmxv27dtngOhIQ6Lt0rPKLly4AAsLC3Tr1q2GIiSEkJqnU0Kid+/e\n", "2LlzJ2bPno2NGzcqvGZhYYGdO3eid+/eBgmQEEIIUcXZ2RkDBw7EixcvcO/ePbRo0QIvX75Ehw4d\n", "UFhYqDDWwcEBHh4eePHiBSQSCbKysuDj46Pze9+8eRN37tzB2rVrlV7bvn07+/2MGTN0fg9S/5SW\n", "lmLEiBH4+++/sX79eixatKiuQyJN2MWLF+Hv7w9zc/O6DoUQQnSmcw+JoKAgDBo0CMeOHcPjx48B\n", "AN7e3hg7dixatGhhsAAJIYQQVSQSCQ4ePIhJkyaxf+9YWFjA1tZWKSFhbm6Os2fPsj/v3bsXCxcu\n", "xIwZM9CjRw+t33v79u3g8/kYPHiwwvGEhAQkJCQAALp27YrOnTtrPTepnxiGwcyZM3Hp0iWcP38e\n", "AQEBdR1Sk9SYdojgcrlwc3NTquJyc3Or9veTSqW4fPkyLfMhhDR4OickgIp1uV988YWhYiGEEEI0\n", "9vfffyM9PR0ff/wxe0xdb4k2bdooXOB//vnnOHDgAGbMmIHz58/D1NRU4xuc/Px8HDx4EIsXL4ax\n", "sbHCa1Qd0bAwDMM2EJXd4PXt21fl2B9++AF79+7F/v37KRlRB2pi6976oGXLlkhISICjoyMAIDs7\n", "G+bm5pBIJEqfL/Lu3r2LnJwctf+/EkJIQ2Gkz8klJSWIiYnB/v37AVQ08iorKzNIYIQQQkhV9u3b\n", "h/bt2yutn46MjIRAIACPxwOPx4NAIEBERITCGBMTE6xfvx6JiYlo3749fHx8IBAIkJmZWeV7ikQi\n", "7NixA8XFxfjkk08UXissLMSBAwcAAM2aNcPEiRMN8FuSmnD16lUEBASw/70AICIiAv369cOmTZtU\n", "npOdnY1ly5bho48+qq0wiRxZ80ehUAihUIirV68iMDCwrsPSy4kTJxAZGYm9e/fi/v37uH//Ps6d\n", "O4d///0XoaGhEIlECrsFybt48SLMzc11qvAihJB6hdHRgQMHGEdHR4bD4TA2NjYMwzDMn3/+yTg6\n", "OjJ79+7Vddp6Iz4+ngHAxMfH13UohBBCKikoKGCaNWvGhIaGqh2TlZXFZGVlqX3d39+fAaDwJRAI\n", "VI7NyMhg/P39GR6Px5iamjJ2dnZMRkaGwphdu3ax8wQHB+v2i5Ea9fLlS2bEiBEMAMbHx4f5888/\n", "2dekUimzZMkSBgDz3XffqTxfKpXWVqhETlZWFsPj8ZT+vPJ4vCr/jNdXWVlZzOPHjxlnZ2fmww8/\n", "VPr/6quvvmIAMA4ODgyPx2P8/f2VPm8+/PBDpm/fvrUYNSGkKaqNe2KdKiT++ecfTJkyBRYWFhg+\n", "fDhMTCpWfggEAqxYsQJz5szB+fPn9cuUEEIIIWpERESgsLBQYblGZVwuV+0yjOq621cm/3RWLBYj\n", "NzdX6eksLdeo3yIiIuDj44ObN2/i0KFDuH37Nt577z32dQ6Hg3Xr1iE0NBQhISFYunSpwm4tsjGE\n", "6CozMxMCgQA+Pj7o1KkTRCIRQkNDlf6/unz5MoCKqhxV1SBSqRSXLl2i5RqEkEZBp4TE//73PwQF\n", "BeHZs2c4deoU293XysoK8+bNQ3h4ODZs2GDQQAkhhBCZ/fv3o3fv3nB3dzfovPLLDmXl0pokL+7f\n", "v4+rV68CAHx8fNC9e3eDxkWqlpWVhbS0NLWvf/311xg1ahT69OmDxMRETJgwAUZGypdAHA4HISEh\n", "2LhxI77//nu8/fbbkEgkNRk60YCsN0xlmjR/rE/kE5slJSWQSCT49NNPFcZo8nkTGxuL7Oxs9OvX\n", "rxaiJoSQmqVTQuLGjRvYuHEjTE1NVb4eGBjI7rxBCCGEGJJQKMSff/5ZZXVEddTd4IhEIixcuBA9\n", "evSAj48PfHx80L9/f2RnZ1c5X+XqCHqSrr9Dhw6hdevW+OGHH1BQUKByTE5ODr7++mvw+Xy0atUK\n", "bdq0QVBQEHbv3q2QSOjVqxe2bduGEydOaHQDu2DBAmzduhW5ubl48uSJwX4norvIyEh06tQJAGBv\n", "bw9jY2O0b9++jqPSnLZVWZXl5+cjNTUVAoEAw4cPBwAsXbq02r43hBBS3+mUkGAYBra2tuonNTJS\n", "2nKNEEII0ZesqaSJiQnGjh2r11yVm1/6+/tjzZo12LdvH65fv842z0tMTERpaanS+bKdO0pKSrBv\n", "3z4AFduO6pMoIf/fli1bUFZWhuXLl6NNmzb4/vvvkZ+frzDm448/xs8//4yFCxfi999/xwcffIA7\n", "d+5g9erVChUQw4cP1zpRNHPmTLx48QLe3t4G+52I7pydnTFu3DhYWVnh3r172LRpEw4ePIj4+Pi6\n", "Ds2g1CVLCwsL0bNnT1y9ehV5eXkAgLi4uAbf2JMQQnTa9tPBwQHXr19XW5IaExPDbl9ECCGE6Et+\n", "y7/Xr1/D1tYWYrFYrzmdnZ1x+fJlPH/+HMXFxWjbti0KCwsRFham9NTRyckJLi4uSE9PB8MwcHFx\n", "wRdffIErV67g2rVrbAXFmDFjYG9vr1dcpOLBR9++fbFw4UL4+vri+++/x8qVK3Hw4EHcuXOHTSz8\n", "+OOPaN68OXg8HgBg1KhRACp2ATNElQpVutQvZ86cwaBBg+Dq6opZs2Zh69at+OKLL3D58uV6/9+K\n", "y+XCwcGh2i2JgYpkaWBgIJKTk9kxq1atwsiRI5XmlVVYNKSlK4QQIk+nhMSYMWMwbtw4bNy4EYMH\n", "D2aPv379GkeOHMHq1asxe/ZsgwVJCCGkaZOtvZbJzs5GYGAgYmNjNZ6jpKQEc+fOxfXr1/HmzRu8\n", "efMGeXl5Co0LraysUFJSonTu69ev8fr1a/bnnJwcjB8/XmkcNbM0DA6Hg9DQUPbnX3/9FcuWLUNS\n", "UpLCjaeXl5fK8y0sLGo8RlK7RCIRrl69iq1btwKo2Lo3LCwMAwYMwKFDh9jr0fp6Y15aWoqSkhLY\n", "2NjA2toaQEWiofKWxEBFsjQ2NpZdysHlciESiWBvb6+U0CCEkIZOp4TE0qVLERUVhTFjxsDY2BhS\n", "qRRWVlYoLS0FwzDo1KkTlixZYuhYCSGENEHVrb3W9AZky5Yt2LlzZ5VjioqKdAkRANCxY0f07t1b\n", "5/NJ1dzc3ODm5lbXYZA6cu7cOUilUgwdOpQ9FhAQgKFDhyIoKAhcLhccDgfu7u6IjIyEs7NzHUar\n", "bN26dUhNTcXt27fh4uICoPrkifzrsqUcmlRYEEJIQ6JTQsLW1hZXrlxBSEgIDhw4gJycHJSUlMDB\n", "wQGTJ09GaGgomjVrZuhYCSGEEJ0wDINt27axP7u4uKB58+aws7ND8+bNYWFhgZycHGRnZytVQ5ib\n", "m8PPzw/t2rVD69atYWdnh5KSEhQXF6O4uBhFRUUwNTXF7Nmz633ZOCENVVRUFHx9feHq6qpw/NWr\n", "VxCLxXj16hWAiqa32lZPqSNfoaDLWNmx169fY926dfjqq6/QsWNHneNRtZRDVYUFIYQ0JDolJICK\n", "pMT//d//ISwsjL1wc3JyoosxQgghBsXlcsHn8/V6MnjlyhU8evQIANCnTx9cvHixyvEMw+D58+ew\n", "srKqd09aG7vDhw+joKAA06dPr+tQSD0hkUgQHR2ttBxYJBKpXMKgb18F+Z41AKqsulA1dvv27Zgx\n", "YwZ7rLCwEK6urli+fLlO8cioWspBCCENnc4JCRkOh0MXa4QQ0oTV9MUxwzBwdXWFkZERHB0dYWxs\n", "rPWTQfnqiJkzZ1Y7Xlb6TWrf//73P3h6elJCgrBkjWOHDRtWK+9XuWdNVVUXqsb6+/sr7Qjj5uYG\n", "S0tLg8RHiQhCSGOi07afQqEQe/fuxcmTJ9ljcXFx6N+/Pzp37oyffvrJYAESQgipnzIzMyEQCODj\n", "4wMfHx8IBAKl3Sn0IRKJIBKJ8OuvvyIyMhKHDh3CgwcPkJiYiNiwWrujAAAgAElEQVTYWI2T4dnZ\n", "2Th27BgAwN7eHqNHjzZYjMSw/vvvP9y6dUtlw1DSdJ05cwaOjo5Ku7up2yJTn74K1fWs0WRsQUGB\n", "0rGcnByl8wkhhOhYIbFjxw6EhoZi2rRp+OCDD/DmzRuMHDkSr1+/hp2dHRYuXAhXV1e6oCCEkEZM\n", "m6eI2pAvgRaLxcjKysL06dMxbtw4nebbu3cvSktLAQBTp06lHRjqsSNHjsDa2lqhcSEhUVFReP/9\n", "92FsbKz0mnxfhYyMDHC53Brpq1BcXAxAuSJMIpEojZXfuYcQQkjVdKqQOHv2LPbs2cNuvXTgwAG8\n", "fv0av/32G7Kzs/Hbb7/h119/NWighBBC6g9tniJqS5boEAqFyMrKAgDcu3dPp7kqN7PUZLkGqTuH\n", "Dx/GBx98YLDSdtLwvXjxAnfu3FGbpJL1VUhMTMTatWshEomQm5urdj5Z5ZU6XC5XZfVVbm4uWw0m\n", "qwg7cuQI+xklT7atpzzaDYMQQlTTKSGRmpqKiRMnsj+fOHECbm5u7P7rn3zyCZ4+fWqYCAkhhDQY\n", "5eXlVb5e3c2AukTH8+fPdUp0xMbG4uHDhwCA3r17w9vbW+s5SO24f/8+7t+/T9WVRMGZM2dgZGSE\n", "wYMHVzmOy+Xiiy++AI/Hw3fffaf0uqZLzIqKilBcXAwrKyvweDzweDwIBAK0atUKQqGQ/bp69Srm\n", "zJmDUaNGoXv37gpjr127BoFAoHCMdsMghBDVdFqyIZVK2e/fvHmDy5cv47PPPmN32DAxMVEYQwgh\n", "pHFRt/NFTk4OkpKSFMYB2nWtNySqjmg4Tp06hebNm2PQoEF1HQqpJ0QiESIiIiAQCODg4FDteAsL\n", "CyxduhTz5s3D8uXL0aFDB/a16paYyRKeISEhSEtLw82bN+Hi4sKO9/HxUXo/Ozs7/Pbbb+ByuUpL\n", "OWg3DEII0YxOFRL29va4f/8+gIq1uWKxGKNGjWJfz8rKonJLQghp5Dw8PGBkZARnZ2fweDx0794d\n", "b731Fvz9/dG+fXuFp5DyyzBkTxcDAwMBKFZNWFlZsWu15elS7pydnY2jR48CoGaWDcGSJUtw8+ZN\n", "mJub13UopI7JVzNER0cjNTVV44a5wcHBSlUS6iqvHj9+jEePHrHv1a5dO/z2229YvXo1OnbsCC6X\n", "W+Xnjvy1rqqx1Z1PCCFExwqJSZMmYdCgQfD398fp06fh5eWF3r17AwAyMjIwf/58dO7c2aCBEkII\n", "qT+ioqJw6NAhbN++nU0scLlc9OzZEwzDIDs7G0DFU0hfX1/2Z3lJSUno3r07Xrx4AQDg8/kwNjZG\n", "SUkJOnbsiJycHADQeotPmX379rHNLKdMmUKJ8nrOyMgInp6edR0GqQcqVzOkpqZq3DDXwsICy5Yt\n", "w+eff445c+agXbt2AKCyclckEqFr164oLCxUOB4REYHFixezP8t286hcEUZ9IQghRH86JSQWLlyI\n", "hw8f4sSJE/Dw8MD+/fsBVKwd5vF4ACoaXRJCCGlcRCIRcnJyMGPGDAwZMgTBwcHscj2RSITU1FSl\n", "c9LT02Fqaqp0PDMzU+Gpp1AohJGRES5evIhevXrpVe5MzSwJaZiqa5iryefBiBEjsGDBAgQEBMDO\n", "zg729vYqm0+2a9cOz58/VzqekpKi9F7yu3kAuidKCSGEKNIpIWFhYcEmIRQmo94RhBDSKFROBsj3\n", "gMjNzUVZWRnWrVvHJiOqwuPx4Obmhhs3bigc53A4StvjmZiYYP369di8eTNMTExgamoKU1NT9nsT\n", "ExOUlZUhPz8feXl57D/FYjGcnJzg7OwMZ2dncDgcPHjwAADQq1cvdOzY0RD/Wkg1SkpKcOPGDcTG\n", "xuLKlSsYN24cpkyZonb806dPsXLlSsydOxc9e/asxUhJYzZ+/HiUlZUBqNiuUygUwsbGBl5eXmxF\n", "Vps2bbBz504EBAQoVT6oItvNg/pCEEKIYemUkNDE/v378fHHH9fU9IQQQgxE/gJbXfPJyiXUAPDZ\n", "Z58plFBXVdYcERGh8HTRzc0NqampyMjIUBhbVlaG06dPG/T3o+oI/UmlUqSmpuLJkyfw9vYGn89n\n", "X/vrr79w/Phx3L17Fzdv3oRYLIa1tTV69OiBfv36KczDMAw4HA7S09MRGhqKHTt2wMnJCRMmTKjl\n", "34jUV/ouj1BXYWFtbY2zZ88qvA8Ard+LEhGEEGJYNZaQWLx4MSUkCCGkHlOVfBCLxbh58yY7RigU\n", "wt/fH69evVI6X1UJtbqyZlVPFwUCgVJCQldGRkYqK/Tc3NwwZswYg7xHUxMVFYXw8HA8fvwYSUlJ\n", "KCkpAQBs2bIFs2bNYse9ePECcXFx8PLywqRJk/Duu+/Cx8cHJiaKlxgMw2DAgAFwdnbGqVOnYGFh\n", "gTVr1mDu3LmwsrKq1d+N1G+RkZHw9fXFq1ev4OLiYtDlEZUTCrQUgxBC6pZGCYndu3cjLy8P8+bN\n", "AwD079+/yjJd+YZmhBBC6g/5hICqbfCMjY2Vznn27JnK46pUV9Ys//O+ffvQrl079ql5ly5dEB4e\n", "Djs7O4jFYpSXl6v8p6mpKWxtbWFjYwNbW1s0a9YMHA4Hubm5bF+KzMxM5OXlYcCAAdTMUgdnzpzB\n", "iBEj0LVrV/Tu3RvTp09Hhw4d0L59e7Ru3VphbFBQEIKCgqqds6ysDF26dMGpU6ewcOFCLFq0CM2b\n", "N6+h34A0ZE5OTjA1NcWUKVOwYcMGraoStK2woKUYhBBStzhM5QW8KjRv3hyFhYUoKiqCmZkZjIyq\n", "3y2Uw+FAIpEYJMi6kJCQgC5duiA+Ph5+fn51HQ4hhOilcjVEy5YtkZaWplGFgouLC1q1aqXUA0Ig\n", "EGjU9V6dbdu24dNPPwUATJs2Dbt27dJ5LmJYxcXF2LlzJz777DON/s4nxJCuX7+OHj164O+//0b/\n", "/v21Pj8zM1NtpRYhhBDN1cY9sUYVEseOHUNBQQHMzMwAVFycVtcASLbbBiGEkLqnqhpCVaWbiYkJ\n", "ysvLFY55eHgo9YAwRFnzjh072O/nzp2r11zEsCwtLem/CakzR48ehbOzM/r06aPT+VT1QAghDYdG\n", "CYlBgwYp/Pz+++9Xe44mYwghhNQ8dU3eVBXIde7cGWZmZhr1gNDHnTt32IoLPz8/qkSrY0VFRbhw\n", "4QKGDh1a16GQJo5hGBw7dgyjR4/WeKmYOpSIIISQ+k+nppbh4eHVjtm6dasuUxNCCKklzs7OaN26\n", "tcI2eLLkgyY9IPQhXx0xffp0g8xJdJORkYEPP/wQDx48wLNnz+gmjhiMqs+R6pKa169fR2pqKsaO\n", "HVvzARJCCKlzNbbLhru7O9LT02tqekIIIRricrngcrlKS+08PT3VVj3U5E1pcXEx9u/fD6BiacCk\n", "SZNq7L1I1RITEzF8+HCUlZUhJiaGkhHEIFTt4LN9+3bMmDFDaUvhyn0djh07ptdyDUIIIQ2LRgmJ\n", "PXv2VLmrRmUMw6CoqEjnoAAgOjoaGzZsQG5uLvLy8mBqaooPP/wQa9asYcc8fPgQCxcuRHJyMqRS\n", "Kfz8/PDjjz/C1dVVab5du3YhLCwMAFBeXo6goCAsWrRIq9+LEEIaopSUFKSnp7M7UgCKPSBq+yb0\n", "999/R25uLgBg3LhxtNNCHYmKisKECRPg6emJU6dOgc/n13VIpJFQ1bPG398f+fn5CscCAwMVGuMa\n", "crkGIYSQhkGjhMS0adO0nlifG/0dO3YgNDQUZ8+eRceOHQEAa9euxe7du9mERGpqKrsV2ZkzZyCR\n", "SDB58mT07dsXCQkJsLGxYefbvHkzFi9ejMuXL6NLly5ITk6Gv78/srKysH79ep3jJISQ+kpW9WBm\n", "ZoYRI0bAzs4OcXFx7GdzXT4Jp+UahnP37l2Eh4dj48aNWv29GxYWhi+//BIjRozA/v37YW1tXYNR\n", "kqZEXc8a+WSETHJyMkQiEft5JFuuMW7cuJoOkxBCSD2hUULC1tYWYWFhKhugqTN//nydAnrx4gXm\n", "zZuHPXv2sMkIAFiwYAG6du3K/rxy5UowDINvv/0WAGBsbIwff/wRfD4fmzZtwooVKwBU/AW4bNky\n", "TJs2DV26dAFQ8WRwwYIFCAkJwaxZs9CmTRudYiWEkPqmcql0SUkJxGIx4uLi4OjoWLfBAXjy5Aku\n", "XrwIAPDy8sK7775bxxE1XBEREZg8eTLatWuH3Nxc2NvbA6ioMBw0aFCV23VKpVIsWrQI69ato209\n", "id4qL/sqLi5WGsPhcKq9jjx69ChcXFzQu3dvwwdJCCGkXtIoIWFpaYmpU6dqNfHXX3+tU0B79+5F\n", "aWkphg0bphSDbLcPiUSC33//Hf369WO3IgUqthr18vLCkSNH2IREdHQ08vPzMWDAAIX5AgIC2HkW\n", "LVqkU6yEEFJTdN3NonKpNAB4e3srJHjr0q5du9jvp0+fTsvmdMAwDL777jt88803GDt2LMLDw9ml\n", "OImJiRg6dChGjRqFPXv2oFmzZmAYBmlpaWjVqhU7x4IFC+oqfNKIVE6Atm7dGt7e3uySLHnW1tZK\n", "VRLFxcXs/7tZWVk4fPgwLdcghJAmRqPHIo8fP9Z64v/++0/rcwDgypUrcHJyQnx8PAYNGoS33noL\n", "nTt3xqpVq1BaWgoAePbsGQoKCuDh4aF0ftu2bfHo0SOIxWIAwO3btwFAaazs57t37+oUJyGE1ITM\n", "zEwIBAL4+PjAx8cHAoEAmZmZGp2rrlQ6NzeXTXAYWm5uLhISEhAXF4fXr19X+QRULBZj9+7dAABT\n", "U1NMmTKlRmJqzIqKijB+/Hh88803CA0NxZEjR9gbOgDw8fFBREQEoqOj0atXL6xduxZeXl7o2rUr\n", "ysrK6jBy0hjJEqBCoRBCoRDXrl1DeHg41q9fD39/f/B4PPB4PAgEAly9ehUCgYA99tZbb6GkpARD\n", "hgxBz5494e3tjfT0dFy8eFHjzzxCCCENn8ZLNrQ1adIk/PHHH1qfl5qaijdv3mDWrFk4efIkPD09\n", "cfXqVYwYMQJxcXE4e/YsXr9+rTYuW1tbSKVSZGdnw8XFRe1Y2c+y1wkhpD5Q1QxOvvGbrpUT2rp9\n", "+zYOHjyocBPL4XAglUqRnp6O5ORkPHv2DDk5OQrn2drawsPDA56ennBzc0NOTg6EQiHS09Px8uVL\n", "ZGdns7+nk5NTjf4OjdHUqVNx9uxZnDhxAoGBgSrHfPDBB4iNjcXIkSMRGhqK0aNH45NPPoGJSY1t\n", "rEWaIHUJUEdHRwQHB+Orr75S+ryqvKtPTEwMBg4cqJDIvH//vlKzS0IIIY2XRlcnqampWk3KMAzi\n", "4uJ0CqikpASlpaVYvnw5PD09AQD+/v6YO3cuvv32W1y+fJlK+QghjZK6C/zHjx/j4cOHCA4OrnLL\n", "PC6XC3d3d6XtPdu0aaNVAqO4uBiDBg3SKWGbl5eHW7du4datW1WOo2aWulmyZAlmz56NgICAKsd1\n", "6tQJSUlJKCsrU6igIKSmmZqast+r+tyRP9a5c2fY29uziUqZys0uCSGENF4aJSTc3d01akYkT9d1\n", "wbLdMTp37qxwXPbzjRs3MGLECAAVF76V5eXlwdjYGA4ODgDANnGrPFb2c3VP6ObPnw87OzuFYxMn\n", "TsTEiRM1+n0IIURfIpEIvr6+7LI1QPWWeUBFo0NPT0+UlpbC0dFRYXtPTR0/frzaZISRkRH4fD7a\n", "tm2Ltm3bwszMDE+fPkVSUhJSUlIglUoVxpuZmbGl2iNGjMDAgQO1iolUkG/uXB1TU1OFm0NCtFVV\n", "RRaXy0Xr1q31ToCam5vrFyQhhBCDOHToEA4dOqRwTFVPIEPTKCFhYWGB8ePHa5WQOHr0qE4BdezY\n", "EXfu3FG6mJVVRUilUnh4eMDGxgbPnj1TOv/Zs2fw8vJiL8J8fX3Z4506dVIYB0DhmCqbNm2Cn5+f\n", "Tr8LIYRog8vlgs/nK13gd+jQQWWlmqqniHfv3kVBQQGOHTuG/v376/SEUX5bzj179qB9+/YKn//O\n", "zs5o1aqV2ptdsViM58+f4+XLl+ByueDxeHBwcGhyDSxv3boFPp+v9+4mZWVlCg2cCalplZtVyldk\n", "yZIUDg4O8PT0xLVr18DlcmFmZqZ1AtRQVV2EEEL0p+qhe0JCArtTZU3RKCHRvHlzhIeHazXxuXPn\n", "dAroww8/xKFDh3Dnzh28/fbb7PF79+4BALp37w4jIyOMGjUKp06dUrhQEwqFePToEVauXMmeN2TI\n", "ENjY2OCvv/5SWG8bExMDY2NjjB49Wqc4CSGkKuqeLFbXA6JNmza4efMmHB0dYWxsjDZt2mDnzp0I\n", "CAhQuZVeZd999x26deuG0aNH65QAePz4MS5dugSgYneOyZMnaz2PqakpPD092WV3TdHLly/Z5qSx\n", "sbE6VypERkZiyZIluHjxIlq0aGHgKAlRTVUvm2HDhsHU1JRNUpibmyMlJQXh4eFs5aouSYTIyEgE\n", "BgYiOTkZAHSq6iKEENKAMRo4e/asJsMUREdHa30OwzCMVCplevfuzXTs2JF59eoVwzAM8+TJE4bH\n", "4zHDhw9nxz1//pxxdHRklixZwjAMw4jFYmbSpElMu3btmPz8fIU5N2/ezFhZWTHx8fEMwzDMs2fP\n", "mBYtWjBfffWV2jji4+MZAOw5hBCiiYyMDMbf35/h8XgMj8dj/P39mYyMDLXHGYZhsrKymKysLObE\n", "iRMMAGbXrl3sMRl/f38GgMJXz549Fd774sWLDADm5MmTOse/aNEidv4ff/xR53mauk8//ZSxtbVl\n", "jI2NmV9//VWnOa5cucJYWFgwY8eOZSQSiYEjJES1rKwshsfjKX3emJqaKh1zdXU16PvKf+YRQgip\n", "e7VxT6xRhcT777+vdaLj5MmTGDx4sNbncTgcREVFISQkBD169ICVlRUkEglmzpyJ5cuXs+NatWqF\n", "S5cuYeHChfD29oZUKoWfnx8uXLgAa2trhTk/++wzWFpaIigoCBwOB2KxGF9++SUWL16sdXyEEFIV\n", "dbtkMAxT5RNHqVQKkUiE999/n/2skif/FFEsFiMrKwvvvPOOwpg1a9bgnXfewfDhw3WKvaysDHv2\n", "7AFA23LqIykpCTt37sS6devQpUsX9OrVS6vzy8vLsWHDBqxatQo9evTA3r17YWSk0S7dpImqjd13\n", "ZNupy2MYxmDNJ2mJBiGENE01tgdYREQEfv31V53OtbGxQVhYGMLCwqoc5+3tjTNnzmg057Rp0zBt\n", "2jSd4iGEND26XOCr2yXj4cOHKsffuXNH6SJfJBKpXCLh7OyssGXewYMHMW/ePAwZMgS9e/dGQkIC\n", "zp8/jyNHjuh883rq1Cm2mWVgYKDevQ+aqm+++QbOzs6YM2cOLC0ttTr33r17mDZtGhISErBw4UKs\n", "Xr0aFhYWNRQpqQuGTB5U1etB1/ficrlo0aKFUl8HIyMjpf5ehBBCiL40SkhMnz4d2dnZOHHiBICK\n", "v5SqWlPMMEyTa15GCGkcqrvA10VOTo7K46qeOL548aLKJ46y43PnzkV0dDTGjBkDLpeLN2/ewMLC\n", "Ar1799Y5TvlmljNmzNB5nqaMYRh069YNQ4cO1ToZAQDff/89CgsL8e+//6JHjx41ECGpKzXx2aKu\n", "IisiIkLn98rLy0N+fj4sLCxgZ2cHDoeDNm3aoKysDDdv3lQYS80nCSGE6EujhER0dDTy8/MhFoth\n", "amoKExMTCASCKs+R/wuSEEIaCnUX+JW311RFXcd4X19fcDgcJCQkKBzXdjvlyue+fv0aEokEmZmZ\n", "7PExY8ZoFGtlKSkpOH/+PICKm4yAgACd4mrqOBwOFixYoHS8vLwc3377LXr16oVBgwaxxysn8H/5\n", "5RdYWFhQVUQjpM9niypVVWT17t0bT548UfleqqomZMfs7e0xZcoUZGZm4vbt22yVFJfLRWZmJjWf\n", "JIQQYnAaJSTi4+NRWlrKdgnncrm4cOFClefweDy9gyOEkNqk7gJf1faa6kRGRqJv37549OgRnJyc\n", "0K5dO/aivfLFvD5PHEUiEV68eKFXrPJ27drFJkeCg4OpZ4GBGRsbIy4uDjt37kRiYiKSkpKwa9cu\n", "pKWlISoqih1nZ2dXh1GSmmKIzxb5uaqSk5OjsiorKSkJ3bt3Zz833N3dsX37dsyYMYONzcTEBGlp\n", "afjjjz/QoUMHhfMrLxujyghCCCGGoFFCwsXFReHnb7/9ttpzQkNDdYuIEEIaMGdnZ/j6+gIArly5\n", "onDRXvlivr48cZRIJNi1axeAihtn6rejPYZhIBaL2W2oK+NwONi1axd8fHzQtm1bvHnzBm5ubpg2\n", "bRqkUiklgEi1Ki/5cHNzQ2lpqdI4X19fpKenIyMjQ+l8+WoqoVAIf39/5OfnK4zj8/lVNsalRAQh\n", "hBBD0ugKqGvXrgo/a7K2+MiRI7pFRAghdUS25KIyV1dXjS/CCwsLcfLkSUyePFnlOVwulz0ue+KY\n", "mJiIxMRExMbGaryeXF2sVVVYpKenIzo6Gg8ePFBYKhIdHY2XL18CAIYNGwZXV1eNYiD/3/nz59Gh\n", "Qwekp6erHdOyZUvs378fI0eOxNmzZ5GSkoJvv/2WkhFNgC5/XiuTLfkQCoUQCoW4ceMGcnJy4Onp\n", "CR6PBx6PB4FAgOjoaLRt21ajOQsKCpSOlZeXV1uFQQghhBiKRhUSsgtVbdy7d0/rcwghpK5FRkbC\n", "y8sLBQUF4HK5yM7OhoWFhcZPsf/44w8UFRVhwoQJGr+npjckRUVFiImJAYfDgYuLC3755RfMmTMH\n", "z58/B/D/KyzEYjFKSkqQlpaG2NhYXLlyBVeuXMGzZ8/YuXg8HgICAjBgwAAcPnyYPT59+nSN4yYV\n", "pFIpli1bBldX12qXKw4dOhRDhw6tpchIfTJ06FBcvXoV9vb2yMnJQevWrTWuiFK35MPJyQnXrl1j\n", "f5Z9lshvEwxUVFOkpqYqVU3o2sOGEEIIMRSNEhIZGRkwNjau6VgIIaTOSaVS5OXlYe3atQgODsbt\n", "27fx3nvvISwsTGWzwsoOHjyInj17avyEUhszZ87EgQMHlI5bW1vD3Nwcd+/ehaurKyQSSbVzCYVC\n", "HDhwQGE+V1dXDBkyxKAxNwURERFISEjAxYsXaYcpotLjx4+xZs0afP7551i5ciVmzZqF27dvw8nJ\n", "Sa95ZddmlZOaqvo9CAQCpYSEjY2N0pIN2jmDEEJIbdIoIQFUZNFbtGihdn1sZbpUVRBCSF3bt28f\n", "TExMMGPGDNjb22PAgAGYP38+li5dim7dusHb21vtxXp2djaio6OxYcMGg8f18uVLHDp0SOVrBQUF\n", "Kkuv5Zmbm6N79+7o2rUrHj16hEuXLqGwsFBhzLRp02BiovFfCwQVCayVK1di4MCB6NOnT12HQ+oZ\n", "kUiE8vJyTJkyBXw+H99//z2srKwwd+5c9OvXDxcuXED//v2rnYfL5bKNxeVVlzyQf61y1USbNm2w\n", "bds2zJw5s8772BBCCGm6NN5lY/Xq1bh58ya+/PJLzJw5s9otyWiXDUJIQ8MwDMLDwxEYGAh7e3v2\n", "+IIFC7B161b0798fTk5OcHd3R2RkpFK/hxMnTkAikWDcuHEGj23Pnj2QSqUAgPfffx9t27ZFRkYG\n", "+yUWi2FpaanwZWdnh+7du6NXr17w8/ODubk5O19ZWRmuX7+OmJgYXLx4EVwuF0uWLDF43I3d0aNH\n", "cf/+fezYsaOuQyH1iHwDyoKCAuTn5yMqKgpWVlYAgD59+qB9+/bYvn17lQkJWYXDwYMHkZqaCj6f\n", "j/LycgDaJw/U7ZJBO2cQQgipSxxGiwWEt27dwurVq3H9+nUsXrwYs2fPVpuYmDZtGsLDww0WaG1L\n", "SEhAly5dEB8fDz8/v7oOhxBSC65duwZ/f3+cO3cOgwYNYo8LBAJcvXpVYaxAIEBsbKzCsQEDBoDD\n", "4eCvv/4yaFxSqRTt27fH06dPweFw8OzZM5UN8kjtkkgkeOutt+Dh4aGwdSchmnxm/PDDDwgJCUF6\n", "erpSIkA+oVFUVIQ3b95g9uzZ2Lx5M7KzswFQ8oAQQkjNq417Yq1ae/v6+iIyMhJRUVG4ePEi2rRp\n", "gw0bNqCoqEhpbENORhBCmqbw8HDw+XwMGDCAPaaumVxycrJCJ3qhUIh//vkHEydONHhcly5dwtOn\n", "TwFUJD0oGVG969evY+DAgZg8eTKuX79eY++zdOlSfPfddzU2P2l4NP3MmDp1KhiGwb59+5TGyu+o\n", "8ebNGwDA7du3weFwFHbqIYQQQho6nfYakyUmzpw5gytXrsDd3R3r169XWo9MCCENRVFREQ4fPoyp\n", "U6dq1MS3uLhY4eejR4/C1NQUo0aNMnhsO3fuZL8PDg42+PyNSVlZGUJCQuDv74/MzEw8ePAAWVlZ\n", "NfJexsbGmDp1Knx9fWtkftK4OTs744MPPsD27dsVdrtQl9BISUmh7TgJIYQ0Onptfi5LTJw7dw5X\n", "r16Fu7s71q5da6jYCCGk1pw4cQJ5eXkICgpSOM7lclVWJOTm5uLkyZMAKm4g9u7diyFDhij0njCE\n", "3NxcHD9+HABgb2+PDz/80KDzNyZ37txB9+7dsX79eqxevRrx8fGIj49X2GYzMzMTISEhKC0trcNI\n", "SWOm7jNDVQPKGTNm4MGDB0rLO0pKSmoyREIIIaTe0CshIZOamorU1FSIRCKsWLGCbbxGCCENgUgk\n", "wrZt29C3b194eHgovR4ZGQmBQAAejwcejweBQICpU6ciODgYnp6e6NixIxISEvDgwQNkZmYaNLaD\n", "Bw+yNycff/xxtQ2FmyqGYTBz5kxIpVLcuHEDISEhKncMycnJwbp16/RqQikWi5W2SiRE3pw5cwBU\n", "JCdknxmqGlC+9957cHd3x88//8xWP1y4cAE5OTlKY2k7TkIIIY2RXvu7nTx5EqtXr8bt27cBAO3b\n", "t0dISAiMjAyS5yCEkBolaxz39OlTZGZmwtPTE5mZmUq7Z6jqTi+VShEdHc32dgCA//77D4GBgUrN\n", "LvVByzU0w+FwcPz4cTg7OyvsJlJZhw4d8NFHH2Ht2rUIDpouGjAAACAASURBVA7WKcGze/duLF++\n", "HP/99x+aN2+uT9ikkdqxYwd69OiB06dPs30fVMnKyoJEIsHhw4dx4cIF2Nra4unTpwgMDMSrV6/Y\n", "pRu0HSchhJDGSqeEROVEhLe3N0JCQjBhwgRwOByDBkgIITVF1jhOJikpqcqEgvxNRU5Ojsrkq6xx\n", "nSGeZN6+fRsJCQkAgC5duqBTp056z9mY8fl8jcatWLECBw8exLZt2zBv3jyt3qO0tBShoaEYMGAA\n", "JSOISjdv3sSFCxdw7NgxODo6Vjn2ww8/RFpaGgDg1atXePXqFRwdHXH06FGYmJjQdpyEEEIaPa1K\n", "GU6ePAk/Pz8EBgbi9u3bePvtt3H48GHcu3cPEydOpGQEIaTB0LQTfl2Sr46YPn16HUZSf0kkEq3P\n", "adeuHT7++GOsW7dOqTlpdbZu3YqXL19i5cqVWr8vaRp++OEHtG3bFoGBgVWOU/cZZGpqyu6sQTtq\n", "EEIIaew0SkhUTkS88847OHbsGO7evYtx48apTEQMGjTI4MESQkh9oU3jOl2UlJTgwIEDAABLS8sa\n", "2U60MRg3bhzmz5+v9XkrVqzA69evsXXrVo3PSUxMxNdff42ZM2fCy8tL6/ckjV9ycjKOHz+OL7/8\n", "UqPdegghhJCmTqOEhCwR4evri4iICNy+fRujR4+u8pzExESDBEgIITWBy+WiVatWSse1SSioanZp\n", "qHXeERERbGO7MWPG0PIAFV68eIGTJ0+iQ4cOWp/r4eGBqVOn4u7duxqNz8vLw5gxY9CuXTts3LhR\n", "6/cj9YdIJKqxKqiffvoJ9vb2mDZtWrVjazqpSQghhDQEWvWQuHXrVrUliDK0fIMQUt+9//77iIuL\n", "g7OzM4yNjbVuHCdrdpmSkoJHjx7h1atX+Omnn/Do0SM8fvwYJSUlaN++Pby9veHl5QVvb2+0a9cO\n", "xsbGKCsrg1gsRllZGcrKypCfn4/c3Fz2a/v27ez7UDNL1Xbs2AELCwt89NFHOp2/detWlTtxqHL4\n", "8GEIhULEx8fD0tJSp/cjdUvWxFa2TMLd3R2RkZFKTWyro6qvg0gkQk5ODnbu3ImFCxfCyspKo7ki\n", "IyMRGBiI5ORkANS8khBCSNPDYRiGqW6Qs7Mzbty4AQ2Gsrp3727w7e9qU0JCArp06YL4+Hj4+fnV\n", "dTiEEAN78+YN2rZtizFjxmDt2rUAdGscd/r0aYwZMwalpaWGDhEA4OnpiSdPnlCStxKxWAx3d3eM\n", "GDECv/32W628Z0pKison2qRhEAgECk1sZcc03RVHVUJj+/btmDFjBlJSUlBQUICCggIkJibirbfe\n", "0io2al5JCCGkPqqNe2KNHg0ZGxujdevWWk1sb2+vU0CEEFIbNmzYgKKiInzzzTc63wQwDIPly5er\n", "TEaYm5vD3NwceXl5esW5ePFiSkao8McffyA9PR2zZ8+utfekZETDVV0TW00+AyrvyiMUCuHv74/8\n", "/HyFcTNnztR6619KRBBCCGmqNEpIqPpLvDqPHz/W+hxCCKkNGRkZ+OmnnzBv3jy0bNlS53n+/fdf\n", "tgdB+/btMXv2bHh5eaFDhw5o1aoVjIyM8OrVKzx8+JD9SklJgZGREczMzGBqasr+08bGBnZ2drCz\n", "s4O9vT3s7OzQtm1brZ+0NhW//fYbevbsaZCtUNPS0rBo0SJwuVz4+/vD398fHh4eKCkpgYWFBSWE\n", "6hlDVhPIKj+rm1NdQqNyMgIw7Na/hBBCSGOnUULC3Ny8puMghJAaJ7vpWLNmDUxMTLBkyRK95tu8\n", "eTP7/fLlyzFlyhSlMbKGlwEBAXq9F/n/pFIpOnbsiHfffdcg81lYWKB58+b4559/sGXLFgCAo6Mj\n", "7OzsEBAQoNVOHKTm6NMDQtbEVigUKhzPzc3F4MGDkZ6ervWchBBCCNGfVk0tCSGkIZK/kZFIJMjM\n", "zMSyZcvg4OCg85wZGRk4fvw4gIqb13HjxhkqXFINIyMjbNq0yWDzOTk5Ydu2bQCA7OxsxMXF4erV\n", "q4iPj8eYMWMM9j5EP6qWTAQGBmq8PGLChAkKTWxbtGiBe/fuIT4+XuWc8lUT5eXlKCgoUJrTxsZG\n", "qUqCdskghBBCNEcJCUJIo1f5RgYAYmJisGbNGp3n3L59O8RiMYCKXTAsLCz0ipHUDw4ODhgyZAiG\n", "DBlS16E0efIJAX17QDAMg127dmHEiBEIDw9nj7/11lvIyMhQGJuUlITu3bvjxYsXACoSVllZWbCw\n", "sIC7uzuysrIAVCQetm3bhpkzZ9IuGYQQQoiOKCFBCKmX9F0nLjsfUN0HJzU1Ved13uXl5WwZP4fD\n", "waxZs3SKkRCirPLSjNatW2PYsGFKiQN51X1e/P3330hMTERYWBg7RiQSwcjISOX7y+8SJhQK0axZ\n", "Mzx69Ahubm5K71W5moIQQgghmqOEBCGkXtFnnbiq81u2bIni4mKDxvjHH3+wT0+HDRtGuy/UErFY\n", "jFmzZmHy5Mno169fXYdDaoiqpRnXrl1jKyXklZWVYfjw4Xj+/DkA9Z8XP/30Ezp16qTw/w2Xy4W7\n", "u7tSXwkOh6O0zbmNjQ0sLS3Z8yqjRAQhhBCiG0pIEELqFV3Wics/nVR1vir6rPOWb2Y5Z84cneYg\n", "2tuwYQN2795dq1t9ktqlbmmGk5MTLl26hODgYHZ5hI2NDZ48eaKQpFD1efH48WNERUUhPDxcaceU\n", "yMhIBAYGsnO6ubkhNTVVqRqDdlohhBBCagYlJAgh9Ya268RVVUOkpqYqnW9nZ4d27dqxVQ36rPN+\n", "9OgRYmJiAACenp4YNGiQTvMQ7Tx8+BCrVq3CokWL0LVr17oOh9QyExMTODk5KSyPAIAOHTooVU1U\n", "/rwICwuDi4sLJk6cqDSvs7Oz0pILgUCglJCgRpWEEEJIzaCEBCGkzsnfUJSVlWl8nqbVEJaWljh7\n", "9iz7sz43FrJtIQFg9uzZKtegE8OSSCQIDg6Gu7s7Vq1aVdfhkBqkbhmFfEJAvgeEmZmZ2rlEIhFy\n", "cnKwZ88eLFmypMotzOU/EypXTVCjSkIIIaTmUEKCEFJnKlc4WFpaKj3tBCpuFionEdRVUxgZGUEq\n", "lSocM9TTzYKCAuzevRsAYGFhgaCgIL3nJNX7+eefce3aNVy+fJldx08ar8jISPTs2RPJyclo0aIF\n", "2rZtqzIhoC55kZOTg759+yI7OxsFBQUoLi7G6NGjNX5/VVUThBBCCKkZlJAghNQZVdtxOjk5wdPT\n", "k002FBQUICMjAy9fvmS31pTdIMi23ZTn6OiI1q1bKyzP2L9/P9LS0pCdnY3CwkKYmprCzMwM5ubm\n", "MDMzg5mZGRwcHGBlZaU21pKSEmzbtg15eXkAgEmTJsHBwUHvfwekaikpKVi+fDnmzp2Ld999t67D\n", "IWoY8ubd2dkZrVq1Qps2bXD06NEq56xczeDs7IykpCTcv39fYdzMmTOr7EOjCiUiCCGEkJpHCQlC\n", "SJ1QV+FgYmKCP/74g/25vLwcvr6+8PLygo2NDYCKTvqTJ09WWU3h6emJ06dPY8yYMUhMTMTNmzfR\n", "tm1bjWKytraGi4sLXFxc0KJFCzAMg9TUVKSlpSlsAwhQM0tdCIVC8Hg8rc5xc3PD+vXrqRqlhuma\n", "UNB3Vxx1c16+fBlbt26tNp7K1QwA4OPjg8LCQoVx6vrQEEIIIaRuUUKCEFJnKi+tkCd/4+Do6Aih\n", "UIiCggIAFTe2V69exZgxY/DixQt2yz/ZWu8NGzbg77//1jqegoICFBQU4OnTp1WO69WrF/z8/LSe\n", "vyF58uQJTp48ifnz58PU1FSvuQoKCrBy5Ur8/PPPuH79Ojp37gygol9IXFwcevXqpXYXAxMTE8yd\n", "O1ev9yfq6ZtQ0GVXnOqcPHkSAPDBBx9ofI58XwlCCCGENByUkCCE1Br5p7CZmZnIyclRGlO534NI\n", "JEJWVpbSOFtbW2zZsgWOjo4K84rFYuzatQtART8JHx8fODg4wN7eHg4ODrC2toZEIkFpaSnKyspQ\n", "VlaGkpISiEQivHr1ChkZGcjNzWXfx8jICK6uruDz+WjVqhU8PDwa/baTpaWl6NevH4RCITIyMrBh\n", "wwad5zpz5gw+++wzZGRk4LvvvsNbb73FvhYZGYnx48dDIBBgwoQJyMnJgVAoxKtXrzBt2jSMHDnS\n", "EL8OqYI+CQVtd8XR1O+//46+ffvCyclJ63M1aYpJCCGEkPqDEhKEkBpX+Smso6Mj0tLS0LZtW1hb\n", "W+Ply5cAtOtm36xZM/apuvyNxqlTp/Dq1SsAQGBgII4fP651vKWlpewSDR6PBxOTpvVRaW5ujoiI\n", "CPz9999YtmwZ+vTpozY5kJaWhunTp2PHjh3g8/kAKipfxo8fj5KSEpw+fRoDBw5ETEwMPDw8FM4d\n", "O3YsmjVrhnXr1mH+/PlwcnJCixYttF7WQXRTUwkFfeTk5CAmJgY//fSTznPQLhmEEEJIw9G0rrIJ\n", "IXVC1VNYGxsb/Pvvv7C3t69y/bq2Tzy3bdvGfj9z5kyd4jU3N2dvrpsCiUSC5ORkeHp6ssd69OiB\n", "7t27Iy4uDkFBQbh16xZat26tcF52djYGDx6MoqIiGBsbs8fz8/ORl5eHjIwM7N+/H5MmTVK5JIPD\n", "4WDYsGEYNmwYpFIpbaHawNRENcIff/yB8vJyBAYG6hwX7ZJBCCGENByUkCCE6KW6i351T2GbNWvG\n", "9pCo7oZB0yeez549w/nz5wEAbdu2xXvvvafx79GUzZgxA3/++SeSkpJgbm7OHudwOAgPD4efnx/G\n", "jRuHy5cvw8zMDABQXFyMkSNHIjMzE7GxsXB1dWXPa968Oc6dO6dVDJSMqH1cLhd8Pl+vhEJkZCTa\n", "tWuH4uJiSKVSWFtb48SJEzrH9Pvvv8Pf3x8tW7bUeQ4ZSkQQQggh9R9dARJCdJKZmQmBQAAfHx/4\n", "+PhAIBAo7URRFXVNDFWRPfFMTExEYmIiYmNjVTbd27FjB/v9jBkz6CZXA/fv38fu3buxZMkShWSE\n", "jL29PY4ePQpHR0d254Ly8nJMmDABt27dQlRUFDp06FDbYRMD6devHzgcDlxcXNC8eXMAwLJlyzQ+\n", "X1YNExYWhj179uDNmze4deuWTrHk5+fj3LlzGD16tE7nE0IIIaThoat1QohOZMswhEIhu+uFqjJr\n", "LpcLe3t7peO6lHVzuVy158g3szQxMaFtIjX07bffgs/nV7m8pVu3boiKioK9vT0YhsGcOXMQFRWF\n", "o0ePokePHrUYLTGkvLw8bN++HXPnzsX9+/fx5MkT+Pn5YeXKlZBIJBrNsWvXLjRv3hxBQUGYNGkS\n", "+vTpg6+++krj8+WdOXMGpaWlGDVqlNbnEkIIIaRhooQEIURr1TXDk40RiUT4999/kZycDDs7O/B4\n", "PPB4PAgEAoM3mTt58iQyMjIAVCRLWrRoYdD5G6N79+7h2LFjCAkJYZdiVKewsBC3bt3Cjh07MGzY\n", "sBqOkNSkn3/+GYWFhViyZAm4XC6cnZ3xf//3f4iPj0d4eHi155eXl2P37t2YNGkSLC0tweFw8MMP\n", "PyAxMRH79u3TKhaRSISDBw/Cz88Pbdq00fVXIoQQQkgDQz0kCCEGk5WVhePHj2PPnj1ISUmBWCxG\n", "Tk4OunXrhpiYGBQXFwOombXd8s0sP/30U4PP3xitXr0arVu31qqaxNraGv/++2+T23mkscnPz8fG\n", "jRsxY8YMhX4N7777Lj7++GMsXboUAQEBaN68udo/r+fPn0d6ejqCg4PZY927d8fYsWMREhKC9957\n", "D5aWllX+eZftwJOcnIyMjAzw+XxkZmaqXJJFCCGEkMaHKiQIIVrjcrlKOy4AgIWFBWbNmsUu5cjK\n", "yoJEIoFUKoWVlVWVSy708fTpU/z5558AKppZBgQEGPw9GpuUlBT8/vvvCAkJgampqVbnUjKi4ZJV\n", "Lv3yyy8oKCjA119/rTRm8eLFyM7OxjvvvFNlf5idO3eiU6dO8PPzUzi+cOFCvHz5Eh07dqy2v4xs\n", "6derV6/AMAxSU1P12mGDEEIIIQ0LXVUSQjQmW47h4OAANzc3cDgcODg4wMzMDG3atMGOHTvQq1cv\n", "ZGdnK5yXlpYGkUhUY13vt2/fzn4/c+ZMamapAXd3d8TFxaFz5851HQqpBbJKhJSUFDAMg6ysLHz8\n", "8cdwc3NTGjtr1ixIpVIUFhaisLAQQqEQgYGBiI2NVZjv1KlT+PHHH5Ua1C5YsABARRVGfn6+yvOB\n", "6pd+0S4ZhBBCSONHCQlCSLXkb2aAiifkaWlpOHToEAYOHAigompCJBKp3KmhJpWVlbHr3amZpXa6\n", "detW1yGQWiKrRJCXmJioNE7TJMG+fftgZGSEjz76SKfzCSGEEEIASkgQQjSg6maGz+djwoQJCse4\n", "XC7c3d0hFAoVjsvvqFFaWopHjx7h3r17uHfvHhITE5GcnAxHR0fw+Xy0atUKrVq1Ap/Ph7OzM2xt\n", "bdkvKysrMAwDkUiEly9fIj09HZcuXWLLwQMDA+Hi4lKD/yYIaXjUJQnS09M1ThKUl5ezczEMg507\n", "dyIwMFCvBAOXy0XLli2r/LwghBBCSONGCQlCSJXU3cyUl5ervJmJjIxEYGAgkpOTAVTcXERERKCs\n", "rAwTJkzAqVOndNoSEACMjIxgZGTE3hxVRs0sq/fff/+BYRi0b9++rkMh9ZC6pGJWVhZ69+6N3Nxc\n", "iMViZGVlYdWqVRqfb29vr/RZUV5eDmNjY5iamsLBwQFGRkbs5wUhhBBCmgZKSBBCDMrZ2RmxsbFs\n", "vwn5Em91NxpmZmYoKyurdm6pVAqpVKrytS5duqB///46Rt00MAyDL7/8EklJSXjw4IHS2n/SuMj/\n", "GXRzc9O4EqFyUrFVq1Z49OgRHj58qDBu06ZNGDduXLXnFxcXIyUlBbdu3YKvry8b14YNG3Dz5k1c\n", "uHAB3t7ebKyEEEIIaTooIUEIqZJsRw1ty6orv/bLL7+w348dOxZ+fn7w8fHB22+/jVatWqGwsBBp\n", "aWlIS0tDamoq0tLSkJ2djby8PIWv8vJyuLq6Knzx+Xz069ePmllWQSwWY86cOTh9+jQOHz5MyYhG\n", "rHLPF1dXV2RnZ8PExAR2dnYwNTWtshKhclIRAHx8fPDmzRuFcSkpKSqrpCqfb25ujv79+2Pw4MHg\n", "8/kQCoUoLS1FdnY2vvnmG/Tq1cuAvz0hhBBCGhJKSBBCqtW5c2dcu3YNXC6X3VFDm7Lq69ev4/r1\n", "6wAAX19fHDlyROmG2NraGt7e3uyTUqJMJBIhJiYGI0aMgKWlpcbnZWdnY+zYsbh8+TLCw8Mxfvz4\n", "GoyS1LXKPV+EQiHMzMxw//59NnmgSSWCbIx8YkIb8u8RFRWF1q1bIyEhQWHMn3/+idWrV+s0PyGE\n", "EEIaPkpIEEJUkt2ExMTE4LfffkNYWBjbUV/bsmr56oi5c+fS03ktSKVSxMTEYOfOnWwvjokTJ+LA\n", "gQMa/Xt88uQJhg8fjuzsbPz111/o06dPLURNapt80kBVzxdZDwddlkRo0qy2OsbGxrC1tUVJSYnC\n", "cXVVFoQQQghpGighQUgTV7nXg3y5t6xxZWBgID7//HOdEgmZmZk4cuQIAMDBwQETJ040XPCNXEJC\n", "AkaNGoXnz5/Dy8sLa9euhY2NDdavX4/Xr1/D2dm52jn27dsHY2NjxMXFwcPDoxaiJrWp8vKMli1b\n", "quzHou9yJnXNarVhbGysVwyEEEIIaXwoIUFIE1X5Rsbd3R2RkZEqt/hMT0/Xuaphx44d7A1ScHCw\n", "VksNmjpPT08MGjQIQUFB8Pf3Z/8bTJkyBRYWFhrNsWrVKixevBi2trY1GSqpI6qWZ6ii71aa6prV\n", "asoQVRaEEEIIaXwoIUFIE6XqRmb48OFIS0tTGpuamqpTWXV5eTm2bNkCAOBwOPjss8/0C7qJsbW1\n", "xbZt25SOV5WMKCoqgrm5Ofs0WlYqTxofdVvy2tjYoEOHDnj58iUA3aoZ1NEneWCIKgtCCCGENC71\n", "LiGRkpKCt99+G+3atVN67eeff2a7ca9atQrh4eFwcHBQGOPg4ICYmBilc3ft2oWwsDAAFTdJQUFB\n", "WLRoEa1lJ02SuhuZW7duoby83GDvc/LkSbx48QIAMGLECLi7uxtsblLh4cOHcHd3h6WlJZKSkjB6\n", "9GiMHDkSoaGhdR0aqSPW1taIjo5mf64vFQj6VlkQQgghpPGpdwkJAOjWrRv++eefKsdwOByEhoZi\n", "ypQp1c63efNmLF68GJcvX0aXLl2QnJwMf39/ZGVlYf369YYKm5AGz8TEBC1btsTz588VjutaVl25\n", "mSWp3q+//op79+5h8+bN1SZMCwsL0bdvXwwZMgRjxozB5MmT4ezsTLtoNBHNmzdX2S+ivi+DqM+x\n", "EUIIIaR26dflqo4xDFPtmPz8fCxbtgzTpk1Dly5dAFRcrC1YsAAbN25kS0cJaUpk67kr8/Pzw/Xr\n", "1yEQCMDj8cDj8SAQCHQqq7537x4uXLgAAOjQoQMGDBigZ9SNX1ZWFpYvXw6xWKxR9VazZs2wadMm\n", "7N27FyNHjkT//v1x48YNvP3227UQLakLIpEIIpEIUqkUn3zyCXJyctChQwe9/7wSQgghhNSFelkh\n", "YUjR0dHIz89XuhkKCAiARCLB77//jkWLFtVRdITUnYMHD8Lb2xsSiQSOjo7sem5DlVVXro7Qt8t/\n", "U7B8+XIwDIO1a9dqfM6kSZOQkZEBIyMjzJs3j5ah1SOGXJpQuQmtRCLB69evcejQIYwfP56WQRBC\n", "CCGkQaqXCYmMjAxMnfr/2LvzuKir/X/gr2Fk3wYGxgY1cV9xQywmzS339EK5ca3M0Eq7et26V+2W\n", "a2llppY/U0u5mQuWgnETr4ppOeGKJmpayqCBA4PDLtsMzO8PvnwuwwyKODADvJ6PxzwezJnz+XzO\n", "pwvdPq85532m4saNG8jMzESXLl0wZ84ck1Dh8OHD+Oabb5CRkYGysjIMHjwYixcvxhNPPCH0uXTp\n", "EgCYbHdX8f7y5ct1fDdEtmndunUAgPfffx8JCQkIDg7G/fv3hc/NPdiUlpaitLQUDg4ODzz3vXv3\n", "sHPnTgDl69lrsrSqqUtISMC2bduwfv16+Pr6PtKx8+bNq6NRUW1Ut4NNTbZprY653W/at28vLM9h\n", "EEFEREQNkc0FEmKxGGVlZXj99dfxzDPPoLi4GB988AGGDx+OrVu3Ijw8HADg4uICOzs77NmzBz4+\n", "PkhOTsbkyZMRGBiIs2fPokWLFgCAjIwMADCpMl/xvuJzoqag4lvUhIQEfPbZZ3j//ffxr3/9CyUl\n", "Jdi7dy/+/ve/o1u3bhg7dizGjBmD4uJiXL58WXhdvXoVOp0OrVu3RqdOnYSXXC7H9evXcenSJVy6\n", "dAm///67sKRq6tSp3OXh/9y+fRtff/01unTpgnHjxgnBjsFgwOzZs9G1a1fMnDnTyqOkx2VuB5vQ\n", "0FAolcpqj3nQDIfqitDev3+/VrvfEBEREdkKmwskWrVqhevXrwvvHR0dsXz5chw+fBgLFy7Eyy+/\n", "DAcHB7z99ttGx/n7+2P79u3o3r07Vq1aJWw1SETG39gaDAZotVoMGDAAbm5uJkXxrl69iqtXr2LN\n", "mjXVnk+lUkGlUhlV8jdHLBY3mmKWxcXFWLRoEebPn49WrVo90rEFBQX46KOPhCK6YrEYWVlZwue7\n", "du3CL7/8gri4ONjb21t03FT3KocJ1YUHKpXKbHhQF7MpiIiIiBoKmwskqvPUU0/h3LlzuHr1Knr3\n", "7m22T9euXeHu7o5ffvlFaPPx8QEA5ObmGvWteP+wqdFz586FRCIxagsLC0NYWNgj3wORtZib7l1Q\n", "UIDdu3cL7xcsWAClUokzZ86YLRhrZ2eHjh07wsXFBb///jvy8/PNXsvR0RHdu3dHr169MHHiRHTu\n", "3NmyN2MFWVlZeOGFF/DLL7/gueeeq3EgYTAY8N1332HhwoVIS0vD/PnzsWTJEpSUlBgFD08//TQ+\n", "+ugjDBkypK5uoUmq67oK5sKETZs2GS19epiazKaQSqVo3bo11Gq10bG2vpsGERERNRx79uzBnj17\n", "jNqys7Pr/Lo2F0jk5ubCwcEBTk5ORu1isRgAUFZWBgBIS0szqhVRwc7OTugDQAgvkpKS0LNnT6E9\n", "KSkJAIzazFm/fj369OlTizshsg3VfWP7559/QqPRAAB69OiBtWvXAiiv4XLo0CGcPHkSEokEPXv2\n", "RI8ePdC1a1c4OzsDKH/QVqvVuHHjBm7cuIG0tDR06NABvXr1QqdOndCsmc39q6XWVCoVRo8eDY1G\n", "g7i4OPTv31/4TK/XP/Beo6KiMHHiRIwdOxZxcXFo37692X7t27c3mfVFtVdfsw7MhQlPPfUUdDqd\n", "Sd/mzZubhAePMpuif//+OH36NHx8fGBvby8UoSUiIiKyBHNfuickJAg7VdYVm3tqmDNnDjp16oTF\n", "ixcbtZ8/fx6urq7o1q0bAMDPzw+pqamQy+VCn1u3biEnJwehoaFC26hRo+Du7o5jx44ZtcfFxUEs\n", "FuPFF1+s4zsisk0FBQXCzy+99JLwc/PmzTFt2jRMmzat2mNFIhH8/Pzg5+eHwYMH1+k4renMmTMY\n", "N24cPDw8cPr0aXTo0EH47MKFC5g0aRJiYmLQpUsXs8f/5S9/wY8//ohBgwbV04gJqF0Nh0dVXZjQ\n", "rFkzHDp0CEuXLoVKpYLBYEBubi5SU1Pxxx9/wNvbG0D5rIeysrIazaa4cOECPv30UyxduhSzZ88W\n", "jiciIiJq6GxuHz6RSITNmzfjjz/+ENo2b94MpVKJ9957z2jmxOLFi1FUVAQAyMnJwcyZMyGRSLBk\n", "yRKhj5ubG1avXo2IiAgkJCQAKP/2af369Zg/fz78/f3r58aIrEQqlQoPQZXp9XoA5X9zXIIEk2+1\n", "k5OTMWjQILRv3x7x8fFGYQRQvlOPi4sLRowYgT///BN6vR7btm0zWsoiFosZRtSzh806qGsSiQS9\n", "e/eGUqlEYmIirly5ApVKBQ8PD3Tv3h1du3ZFQEAAfVN0YgAAIABJREFU+vbtiwkTJpgsJwQAJycn\n", "oR5FamoqXnnlFfTs2RPvvPMOpFIpwwgiIiJqNGxuhsSCBQsgkUgwfvx4iEQiZGdnw8/PD7t27TJ6\n", "aNq9ezciIyPRt29fiEQi5OTkoH///jhz5ozJtOhZs2bB2dkZr776KkQiEXQ6HebPn88p0tSoVTx8\n", "/f7771CpVPD09ISzszNEIhF8fX2FLW8HDRqEli1bWnOoVlVUVITg4GBIpVIcO3ZMaPfw8MCUKVPw\n", "+eefmywhA8ofPA8fPgyFQoHhw4fDwcEBly9fhre3N2deNQFSqRT+/v4PrOtQOTiQSCS4deuWsExK\n", "rVbD3t4ekZGR2LBhA1QqldBXpVJBLpdDJBIhNzcXBQUFOHHiBAueEhERUaNjc4FE9+7d8emnnz60\n", "3+TJkzF58uQan/dhU9CJGovK6+d1Oh0yMzMRFBSEuLg4YUbR8uXLhUCi8nKNpujgwYO4dOkS9u7d\n", "a9Tu7e2NL7/88oHH+vn54ciRIxgwYADatm2Ls2fPIigoqC6HSw8hlUrh5+dnEhRIJBKLzyyYM2cO\n", "4uPj4eHhAVdX12rrOmi1Wty9e9ek3dvbG0OHDsXEiRONCnC2a9dOqHNUYfHixRZdckJERERkC2wu\n", "kCCix2NuRw0AcHV1haurK3Q6nfDw7ejo2OS/zd++fTv69++PSZMm1er4jh074s6dO3BwcIBIJLLw\n", "6Kg2evXqhUuXLsHX1xcikQhFRUW4ffs2fv31V2E2UG3DiYrgoLS0FHPnzsWIESOwc+dO2NnZPfI5\n", "7ez+t2qy4litVovCwkKTvtVtG0pERETUkDGQIGpEqls/f+fOHeFh5tixY8jIyAAAjBs3Dp6envU8\n", "Sttx584dHD16FF999dVjncfR0dFCI6LHlZaWhl27dmHp0qWYNWsWgPL/fYKDg9GvXz94eXnBzs7u\n", "kXfeqLpzR2FhIcRiMSIiIh66fXRNlncQERERNUUMJIgauMpTvcvKyoyKKprzzTffCD9PmTKlTsdm\n", "6yIiIuDi4oIJEyZYeyhkIWvXroWDgwNmz54NiUQitDs6OqKkpATp6ekAHn3nDXMzjzp37mx2+2lz\n", "oqOjERoaKtSKqG55B8MLIiIiakoYSBA1IJXDh6rf2LZs2RKenp7Iy8szOa7iYSY/Px/R0dEAytev\n", "jxo1qt7GbmvKysqwY8cOTJo0CW5ubtYeDllARkYGNm/ejHnz5hmFEdXVcKjpMojqZh7l5OTUeBmF\n", "TCaDUqk0+huuTk3DCyIiIqKGjoEEUQNQNXzw9/eHTqfD+fPnhT5qtRpisRi7d+/G559/bvZhJjo6\n", "GgUFBQCAiRMnwsHBoX5vxIaIRCJ8++23cHd3t/ZQyELWr18PkUiEuXPnWnso1bJ0eEFERETUkDGQ\n", "ILJRlR9Gqk4XrwgfqpJKpRg+fDjCwsLMPsxUXq7R1HfXEIlE6Nu3r7WHQRag1WqRnZ2Nzz77DDNn\n", "zoSPj4/R54+7DMJayygYRBAREVFjx0CCqB7V5BtPjUaDMWPG4MaNG9Dr9bC3t8f9+/dN+pWWlpq0\n", "FRcX4/PPP4dIJEJBQYHJ6+jRowDKZ1goFAoL3RWRdVSeOZSXl4f79+9j6tSpZvtWXgaRk5MDnU6H\n", "yMjIGl8rOjoanTt3Rl5eHnx9fbmMgoiIiMgCGEgQ1QNzSy6qq/AfEhJitBTD3BaA1cnJycGyZcse\n", "2m/KlClNeovKkpKSJr1cpbEwV2jyjTfeMFuosvIyiGvXruHZZ5+FUqms8XavqampyMrKwubNmzFh\n", "wgTOXiAiIiKyALuHdyGix1Xx4KRWq6FWqxEfH4/Q0FCTflqtFn/88UedjqV9+/Z466236vQatu7Z\n", "Z5+tUXBDtqu6QpMVhSqrI5VKMWDAAAwcOBCbNm2q8fU++OADtGvXDtOnT2cYQURERGQhnCFBVMdq\n", "+uBUsW1ndna2SV+ZTIbWrVsjJSUFQPna9S1btiA3NxeXLl1CZmYmfHx84OLiAhcXF7i6ugo/V325\n", "ubk16dkRiYmJOHPmDBYtWmTtoZAV/e1vf8OECRPw66+/omfPng/se+3aNezfvx9bt25Fs2b8v00i\n", "IiIiS+F/WRFZyf379zFq1CghZHjyySfh7e0NvV5v0rd9+/bVVt1nLYhHs337dshkMowZM8baQ6HH\n", "8LiFJv/yl7/Az88PmzZtwtatWx/Yd/Xq1WjRogVeeeWVxxozERERERljIEFUx6RSKWQymcmDU25u\n", "Ls6dOye8V6vVRjMXnJ2dIZFIjIrncar44ykpKcHOnTvx6quvwt7e3trDoce0f/9+tGnTBiKRCF5e\n", "Xo9UaNLe3h5vvvkm1qxZgw8//BBeXl4mfbRaLVQqFfbs2YP169ez7ggRERGRhbGGBFEd0+v1KCsr\n", "g7OzM+RyOeRyOYKCgiCRSEz6Vt7KMzo6GomJiVAqlWaLX9KjOXPmDCZMmACtVotp06ZZezhkAT//\n", "/DOKi4sRExNTq7+VGTNmQKfTISIiwqhdo9FAoVAgICAAAwcOhEgkwtixYy08eiIiIiLiDAmiOvbx\n", "xx/j6tWrOH36NNq2bSu0BwQEmNSLqFiu0aNHDwwbNqxJ13qwtKioKFy/fh07duxAt27drD0cekwG\n", "gwFr1qzB0KFD8dxzz9XqHE888QTGjx+PjRs34qWXXoKvry8A87t3/PWvfzW7ewcRERER1R4DCaI6\n", "UFHrQaPRYNmyZVi4cCGCgoKM+phb/15hxowZDCNqKSMjA7/88gtcXFwwbNgwoX3p0qX44IMPYGfH\n", "iWGNwbFjx3Dx4kUcPXq01ufQaDRITExEcnIyOnfujE6dOmH79u0PLELLZVNERERElsNAgsiCNBoN\n", "QkJChAeavLw8tGrVyuwWk9HR0QgNDYVKpRKOLS0thZOTE6ZMmVKPo27YSktLsWfPHhw/fhxKpRK/\n", "//47AGDSpElGgYSzs7O1hkh1YM2aNQgMDMTQoUNrfY6QkBBcuXIFAJCZmYn4+HgMGDDA7E43RERE\n", "RGR5DCSILMjcVG9/f3+zD8MymUzYOePbb7/FzJkzAQATJkwwW2CPTOXk5GDcuHH4+eef0bNnTwwb\n", "NgzLli3DM888gyeffNLaw2vQzO3oYgu0Wi0SEhJw/PhxfPvtt7WeSVTddrzZ2dmQSCS4d++eUXtN\n", "d+8gIiIioppjIEFkRm0exqp7wNFqtQ+c6i2VSrF3717h/YwZMx5tsE2Yh4cHOnbsiBUrVmDgwIHW\n", "Hk6jUHWWj7+/P6Kjo61eWLXyuLKysuDk5IRnnnnG4tfx9fXF8ePHER4eLsxeepTdO4iIiIio5hhI\n", "EFVijYexGzdu4OTJkwCAzp07o3///nV2rcZGJBJh27Zt1h5Go1J1lo9arUZoaKjVCzqam300fvz4\n", "Wo9LKpWarePSpk0bdO7cWZi9VNGXiIiIiCyPgQRRJQ96GCspKcF3332HkpIS+Pn5oUWLFvDz84NE\n", "IoFer0dqaipcXV1Nzung4ICkpCR4enqiWTPTP7kvv/xS+Hn69OksZlkNnU6HmJgYXL16Fe+++661\n", "h9MoVTfLx5IFHS05++hxx1W1jkvVmRAMIoiIiIjqFgMJov/zsIeeNWvWYO3atSafOzs7o7S0FCUl\n", "JWbPe/v2bfTr1w+urq4IDg6GVCpFdnY2cnJykJOTg1u3bgEoDy6mTp1q0XtqDO7cuYNt27bhyy+/\n", "RFpaGgYNGoSFCxeySGUDY4tLQSrXcQEYQBARERHVNwYSRA9hMBhQUFCArVu3mv28sLDQbLuDg4NR\n", "SHH//n0cO3as2uuEhobCx8fn8QbbAGm1WkRGRiI0NBRyuVxoP3bsGDZs2IBDhw7B1dUVL730Et54\n", "4w307NnTiqNt3B60jOFxH9YfNPvoYYFAXY7rQdclIiIiorrFQILo/1T30FNQUIAjR44gNzcXADBo\n", "0CAEBwcjNTUVd+/exe3btyESiaDX65GSkoItW7Zg1KhR8PX1xbVr1/Dzzz/jp59+ws8//4zU1FSj\n", "c7u5ucHT0xPt27fH6tWr6+1ebUFOTg7WrVuHTz/9FAUFBQgODjYKJHbu3Im7d+/iiy++QFhYGNzc\n", "3Kw42satciAwadIkxMfHw93dHXq9HgaDAQcOHHjs85ubfXTz5k3069cPKSkpAB48a+L1119HfHw8\n", "vL294ejoyEKTRERERI2AyGAwGKw9CFuUkJCAwMBAXLhwAX369LH2cKieJCQkoG/fvnBxcYGHhwd8\n", "fHxw48YNeHp6IiMjAwDwww8/YPTo0UZT0IuKipCVlYV169Zh3rx5Zs9tMBiQmpoKnU4HiUQCDw8P\n", "iMXi+rw9m5Cfn4+NGzdi7dq1KCwsxN/+9jf84x//gK+vr7WH1uRUXUYhkUhw48YNTJ8+He+//z5O\n", "nDiBCRMm4Pz58wgMDKz1dbRaLQICAkzCPpFIhKr/F6RQKEwKVRYXF6Nbt25o3749vvnmG4hEIs5q\n", "ICIiIqpj9fFMzBkSRJWsWrUKcrkcSqUS7u7ukEql2LBhA+bOnQsAEIvFmD59Ovz9/aHT6XD+/Hmj\n", "47/99ttqAwmRSISWLVvW+T1Yy9atW/HHH3/g/fffh4ODg9k+169fx7PPPovs7Gy88cYbWLJkidGs\n", "CKpf5pZReHl5YdOmTWjWrBlCQkLg6+uLPXv2PFYgIZVKYWdnZ9JuLg83V6hy48aNSE5Oxvfff98k\n", "lzURERERNVam/4VI1ETFxsYiKioKn3zyCfz9/YUHort37wp9SktLoVarER8fj4SEBJNzJCcnC9Pf\n", "m5ri4mKsX78eAwYMEHYtqKpDhw54/fXX8ccff+Czzz5jGGFF1S2jcHR0RE5ODgCgWbNmmDBhAiIj\n", "I1FWVvbI56/4W1i3bh1SU1PRunVryOVyyOVyBAUFoXnz5g89x2+//YaVK1di5syZ6Nq16yONgYiI\n", "iIhsGwMJavK0Wi1SU1Mxe/ZsDBkyBJMmTRI+0+l02L59u9njHvUBrTHatGkTli5dCgCYPXs2lEol\n", "MjIy0Lt3b0RGRmLHjh3Cwy1QPsNk1apVaN26tbWGTA9RddvZsLAwpKSk4NSpUzU6XqPRQKFQICAg\n", "AAEBAejQoQMWLFiARYsWITk5GYmJiUhMTMTZs2fRtm1bk+Nzc3Nx69Yt4Rx9+/ZFQUEB3nrrLYvc\n", "HxERERHZDi7ZoCalcvG+yuvn8/LykJ+fj4iICKMHsv/85z+4d++e2XPZ29tDp9MZtVmq6n9DoNfr\n", "8eGHH2LYsGFCW79+/XDx4kXMmDEDkydPBgC4uLgYhTxkG2q6c4VCoUCrVq2wZ88ePPvssw89b9Vl\n", "IED59poffPCBcN0K0dHRCA0NFWbUyGQyZGdnIzg42CTwCw8PN6ktQUREREQNGwMJahKqFu+rrgbE\n", "P//5T6OHnq+++qrac/bs2RMODg7Cw1RTq/p/8OBB/Pnnn5g9e7ZRu6enJyIjIxEeHg65XI4ePXpY\n", "aYT0MNHR0Rg8eDCuXbsGX19fdOjQweR32M7ODpMnT8aOHTuwceNG2Nvbm5yn8jIlc8tAxGIxMjMz\n", "TcI6mUxmsu2nSqVC165dUVRUZNTXXG0JIiIiImrYGEhQk2CueJ+5InuVH3pSUlIQGxsLAPDz80Pr\n", "1q2Fh62K8EEmkxk9TDUln332Gfr3749evXqZfCYSiTBixAgrjIoehUwmw8iRI5GZmYnExMRqC0aG\n", "hYXh448/RlxcHEaOHCm0Vw36WrRogcLCwkceR+W/HQ8PD3h5eZnM3CAiIiKixoeBBDV61RXve1gN\n", "iIiICKHPjBkzsGzZMrPhQ1MLIgDg8uXLOHnyJCIjI609FHpMsbGxGDNmzAN3r+jVqxc6deqEPXv2\n", "GAUS5oI+cx5lKVNNl5IQERERUcPHopbUZJmbel7x0FNWViYs1xCJRJg2bRqA8oclPhSVz45o0aIF\n", "QkNDrT0Uegy3b9/Gb7/9ZhQymCMSiRAWFoaoqChhBkR1QZ+npyeCgoKE3TQUCsUjL2WKjo6GQqF4\n", "rHMQERERke3jDAlq0AoLC7Fw4ULk5eVh+PDhGDFiBHx9fY36SKVSSCQSk29ce/bsCQC4desWDAYD\n", "WrVqhS1btsBgMODHH38UHraGDx/OXSEqMRgMSE9Px6xZs8yGOtRwxMbGQiwW47nnnnto37CwMCxb\n", "tgyRkZEYO3YsAPOzjFxcXISlTkDtZhCZqy1BRERERI0PAwlq0D766CP8v//3/wAAO3fuhEgkQr9+\n", "/TB69GgMGjQIzs7OKCgogFarhZubGxwdHaHT6eDg4AC1Wo3U1FThXNnZ2QgICICbmxscHByE9unT\n", "p9f7fVnb3bt3MXbsWHTv3h1LlixBp06dhM9EIhG+//57GAwGK46QLCE2NhYKhQISieShfSUSCVxd\n", "XTFz5kwsWbIEnp6eZnegseTSCgYRRERERI0bAwlqsAwGA77++muTtjNnzuDMmTNmj8nPz3/oeSv3\n", "8fHxwbhx4x5voA3QxYsXkZmZiWPHjmHnzp2YNGkS3nnnHXTv3l3oU3l7VGp4iouLERcXh3feeadG\n", "/UNCQnD//n0A5bUi1Go1PD090bFjR6SkpABoejvNEBEREdHjYSBBDdaZM2eQlJQEAAgKCsKQIUNw\n", "6NAhJCYm1uh4FxcXPPXUU1AoFPDy8kJSUhJu3bqFpKQkJCcno6ysDCtXrjSaLdFUjBkzBs899xwM\n", "BgN27NiBNWvWICAgAKGhodi9ezecnJysPcQmy1LLGE6dOoX79+9j1KhRNbqmuXoRllieQURERERN\n", "FwMJarB27dol/Dxr1iy8+uqrmD9/PkaPHo2bN29Cp9OhuLgY3t7eGD9+POzs7CASidCpUycoFAr0\n", "6NEDzZqZ/xMoLS2FTqdr0g/ejo6OAICZM2ciPDwc33zzDeLj45v0PxNrqrrFpr+/P6KjoyGTyWp1\n", "vsOHD+OJJ54Qaqk8DgYRRERERFQbDCSoQdLpdNi7dy8AwMnJCS+88AKA8mnlFy5cMOrbokULoc5E\n", "TYnFYojFYssMtoHYu3cvRo8eDQ8PD5PPHBwc8Nprr+G1116zwsgIML/FZmhoKJRKZa3OFxsbi5Ej\n", "R9Zo6Q234iQiIiKiusBtP6lBOnr0qFBQb9y4cfDw8Kh2Wnl6erowzZ3M27VrF8LCwrBz505rD4XM\n", "qO53W6VS1ep3+88//8TVq1drtFyjArfiJCIiIiJL4wwJapAqL9eYMmWKFUfSsBUVFWHz5s345z//\n", "ialTp2LWrFnWHhJVw5K7msTGxsLOzg7Dhg2r8THcipOIiIiILI2BBDUoWq0W+fn5iI6OBgB4e3sj\n", "KCgIWq0WUqkUMpmM08prQK/X49///jeWL1+Ou3fvYvr06di4cSN3zngIaz2Me3p6oqioyKS9VatW\n", "tRpLbGwsgoOD4eXl9cjH8m+JiIiIiCyFgQQ1CJUL+hUWFqKgoAAAYG9vj8DAQADl3+AmJyfD1dUV\n", "7u7uEIlE3IawGmvWrMG7776LiRMnYsWKFejUqZO1h2TTLF1QsiYqwg9vb2/87W9/Q15eHrp27Yqs\n", "rCzo9XpkZmbC1dUVer0eOTk5AGoWFqjVahw9ehSLFy+us7ETEREREdUEAwlqEKoW9KuQnp4u/KxW\n", "q+Hq6oo7d+4I09v5ba55b775JsaMGYPevXtbeygNgqULSj5I1fDDwcEBt2/fxpdffonw8HAhqLh4\n", "8SJGjBiBVq1aCTNbHhSUVJz3999/x/3797Fv3z7MmDGjTkMVIiIiIqIHYSBBNqny1PjqCvqZ4+7u\n", "DoPBwCCiitTUVPj5+QkPrj4+PvDx8bHyqBqGhxWUtPTvmrnwrUWLFggPDwfwv5Dtueeeg7+/P5KS\n", "koR+DwpKqp738uXLdRaqEBERERHVBHfZIJui0WigUCgQEBCAgIAAKBQKZGRkoKSkpEbHswaCqbi4\n", "OHTv3h1btmyx9lDoIaoLP8rKykx209BqtSgsLDTpWxGUVLwedN7a7tJBRERERGQJnCFBNsXc1HiF\n", "QoGsrCyTvk5OTiaF/ljA0ti2bdswa9YsDBkyBGFhYdYejs16ULFKqVQKf39/k2KpUqnUJn/XCgsL\n", "MWrUKKSkpAAoX8axefNmoe4KEREREZGt4AwJshnVfYubm5uLTz75xKjegYuLC86fPw+FQgG5XA65\n", "XA6FQsEClgCysrJw4sQJzJo1C6+//jpef/11/PDDD/D09LT20GyOuRk5Go3GpF90dDSefvppiEQi\n", "uLm5wd3dHWlpabhz545Fx1MRflRlLmirrm92djbOnTsHtVoNtVqN+Ph4BAUFCYUvH3ZeIiIiIqL6\n", "whkSZHElJSV45ZVXcO7cOTzxxBNo2bIlWrRogRYtWsDX1xf37t3D3bt3hVdaWhocHBzg5eWF7Oxs\n", "k/M5OTnh0qVLsLe3F9pWrFiBbt26QalUWm0rRlu1ePFibNmyBc7Ozti4cSNmz55t7SHZrJoWq5TJ\n", "ZHjvvfcwevRo/PDDD+jSpQuCgoIwbtw4nDp1CsXFxQAs8zsYFRWF9u3bo7i4GD4+Pg/cKSY6Ohqh\n", "oaFQqVQAgJYtW+LmzZsmM4qaNWuGgwcPYtWqVUJf7kBDRERERNbGQIIs7ptvvkFkZCQAGBXcq637\n", "9+9j586dwnuRSITJkycL75tyEFFWVoabN2+iY8eOQtuCBQswZ84cdOjQwSjEIWOPWqwyKioKbdu2\n", "xYABAyASiRATE4Onn34arVu3hqOjIwDLbAd68eJF5OfnY9++fRgyZMgDf79lMplRKAcAAQEBJv0k\n", "Egn69evHAI+IiIiIbAqXbJDF7dix45H6u7m5CQ90DyMSiTBv3jy0aNGiNkNrdDZt2oSAgAChXgAA\n", "dOjQAV27dmUYYUGlpaU4ePAgQkNDhcKpAQEBaNWqFTIzM42WR4SGhtb6OgaDAe+99x4UCgXGjx9f\n", "49Cgop5FTZZ82GrtCyIiIiJqejhDgizq999/x6lTpwAAXbt2xYULF3D37l2kpKQgNTUV9+7dg4+P\n", "D/z8/ODn5we5XA43NzcYDAbk5OQgPT0daWlpuHnzJgoKCtCyZUt4eXlBIpHAy8sLUqkUbm5uVr5L\n", "23Dr1i0sWrQI06dPR8uWLa09nAanumKV5uoqnD59GhqNxihs0Gq1yM3NNTnvw7YDfdAMhR9++AHn\n", "zp3DsWPHar1jTNVlHFyaQURERES2ioEEWVRERITw82uvvQYnJye0bdsWbdu2feBxIpEIEokEEokE\n", "nTp1wsCBA+t4pA1bWVkZXnvtNTRv3hwffvihtYfTYO3fvx9PPvkkHB0dUVxcDA8PD7MP71FRUWje\n", "vDmCg4NrfS2NRoOQkBBhmUjV5R0VsyOeffZZDBkypNbXqbqMg7MhiIiIiMhWMZAgiyktLcW///1v\n", "AIBYLMZLL71k5RE1XAaDAUqlEkFBQWaXs3z++ef46aef8OOPP3LGyGNITk6GXq/HwYMHcfXqVSxa\n", "tEgoUFnBYDAgKioKf/nLX2Bn979Vbo8ywwJ4cAFNrVaLH374ARcvXsSJEydqPTuiMgYRRERERGTr\n", "WEOCLObIkSO4e/cuAOD5559H8+bNrTyihmvx4sUYMGAAOnXqhK+//hqlpaXCZzdv3sSiRYvw1ltv\n", "YdCgQdYbZCMQExMDHx8fjBgxAm+++SZcXV2xZcsWoz6JiYlISkoyWxsiOjpa2HrWzc0NIpEIn376\n", "qUm/6gpo3rx5E/369UNAQADCw8Ph6emJLl26WOz+iIiIiIhsGQMJspjt27cLP0+bNs2KI2nYVq9e\n", "jQ8//BDvvPMOAgMDMXXqVPTr1w96vR4AcPLkSbRs2RJr1qyx8kgbvpiYGIwePRpisRju7u545ZVX\n", "sG3bNpSUlAh9oqKi4OHhYXYZRcXyiMTERFy7dg0tW7bE+++/b/ZaZWVlJm0ajQbnzp2DWq2GXq9H\n", "Tk7OYxXFJCIiIiJqSBhIkEVotVp8//33AMof0kaPHm3lETVM9+/fR0REBJYvX45Vq1Zh//79iI+P\n", "x2uvvYZmzcpXWIWHh+PXX3/lUo3HlJycjCtXruD5558X2mbNmgWNRoP9+/cLbVFRURgzZgwcHByq\n", "PZdUKkWrVq3wySef4Pvvv8fhw4eNPnd0dER+fr7JcZWXgFSoKIpJRERERNTY2VwgkZycDDc3N/Tu\n", "3dvkpVQqjfr+9ttvGD16NLp06YJOnTohLCxMWDJQ1fbt29GzZ0/07NkT3bp1w8cffwyDwVAft9Qk\n", "7N69W/hW+eWXX+aWk7Xk6uqKc+fO4d133xXann76abz11ltG/Zydnet7aI1OTEwM7O3tMWLECKGt\n", "a9euGDx4MDZt2gSgPBz49ddfazxrYfz48Rg8eDD+/ve/Q61WQ6vVQq/XIywsDAaDAT179oRcLodc\n", "LkdQUBB8fX3r5N6IiIiIiBoCmyxqGRQUhB9//PGBfe7cuYMBAwZg+vTpOHToEEpLS/Hyyy9j4MCB\n", "SEhIgLu7u9B306ZNePvtt/Hzzz8jMDAQKpUKwcHBuHfvHncosBAu16iZTz/9FBkZGejVqxd69+6N\n", "du3amXxL7uHhYaXRNS0xMTEYOHCgyT/vWbNmYcKECTh58iR++uknODo6YuTIkTU6p0gkwtKlSzFo\n", "0CB07twZrq6uKCsrQ0ZGBn744QeMHDnSaPcLhUKB9PR0o3NUVxSTiIiIiKixsbkZEjW1dOlSGAwG\n", "rFixAkD5rg6ffPIJVCoV1q9fL/TLy8vDkiVLMG3aNAQGBgIo/w/+efPmYd26dVCpVFYZf2Ny8eJF\n", "XLp0CQDQr18/dOvWzcojsk23b9/GP/7xD2zduhWTJk1Cx44d4enpicDAQPz888/WHl6TkpeXhxMn\n", "TmDs2LEmnwUHB8Pe3h6jR4/GypUr4eLigsLCwhqfe/HixQCA3NxcqNVqpKeno02bNkKoIZVKhcCh\n", "clFMuVwOhUJhdttRIiIiIqLGqEEGEqWlpdi/fz+eeeYZo3XdcrkcnTt3RmRkpNB2+PBh5OXlYejQ\n", "oUbnGDJkiHAeejw7duwQfn7ttdesOBLb1rrfNhkkAAAgAElEQVR1a/z2229IT09Heno6jhw5gnff\n", "fRedOnVCbGystYfXpBw5cgQ6nc5sIDFhwgTodDoUFBRAp9MhKyurxks2qttNo6CgwGxdiMpFMRMT\n", "E6FUKiGTyR75foiIiIiIGiKbXLKRnp6OqVOn4saNG8jMzESXLl0wZ84cIVRISkpCfn4+2rVrZ3Js\n", "27ZtcejQIeh0Otjb2wvf3FftW/H+8uXLdXw3tsNgMODu3buws7ODk5MTHB0d4ejoCDs7O+GBKTMz\n", "E1qtFlqtFkVFRQDKp6GLRCIAgL29PWQyGfz8/CCXy+Ho6Ihdu3YBAJycnDB58mSr3V9D0L59ewDl\n", "D6LDhg3DsGHDrDyipikmJgbdunVDmzZtjNqrCxQqCk3W1VIKLtEgIiIioqbI5gIJsViMsrIyvP76\n", "63jmmWdQXFyMDz74AMOHD8fWrVsRHh6OjIwMAObX2nt4eKCsrAyZmZlo3rx5tX0r3ld83tiVlpZi\n", "6NChOHnypMlndnZ2ZrckrAlHR0cUFxcDAF588UV4eno+1jiJ6lppaSl++OEHhIeHW/zcUqkU/v7+\n", "UKvVRu2sC0FEREREZMrmlmy0atUK169fxzPPPAOg/IF3+fLl6Nu3LxYuXCjs5ECP5siRI2bDCAC1\n", "DiMACGEEwGKW1Tl27BhOnz5t7WEQymdAHDlyBPfu3TO7XKMiUKjqUQIF1oUgIiIiIqoZm5shUZ2n\n", "nnoK586dw9WrV+Hj4wOgvGhcVbm5uRCLxfD29gaAavtWvH/Ytntz586FRCIxagsLC0NYWFjtbsRK\n", "tm3bJvw8aNAgODk5obi4GEVFRSgpKYG7uzu8vb2Fgnve3t5wcXERjqnYIrW4uBhpaWlQq9XCS6vV\n", "YuzYsRg8eHC935etKykpwRtvvIHu3bvj4MGD1h5Ok6XRaBASEoLk5GTk5eWhWbNmaNu2rdm+0dHR\n", "CA0NFQretmnT5pEChYq6EJV30yAiIiIismV79uzBnj17jNqys7Pr/Lo2F0jk5ubCwcEBTk5ORu1i\n", "sRhA+bf57dq1g7u7O5KSkkyOT0pKQufOnWFvbw8A6N27t9Des2dPo34AjNrMWb9+Pfr06VP7G7IB\n", "aWlpiImJAQA88cQTOHLkiPDPh+rW1q1bkZycjO+//97aQ2lyKgcCISEhiI+PN/p8/PjxUCqVJsdZ\n", "KlBgEEFEREREDYW5L90TEhKEnSrris0t2ZgzZw4+/fRTk/bz58/D1dUV3bp1g1gsxgsvvIBTp04Z\n", "LeFQq9W4fv06Jk6cKLSNGjUK7u7uOHbsmNH54uLiIBaL8eKLL9bdzdiIf//739Dr9QCAV199lWFE\n", "PcnLy8OKFSvwyiuvcCvUOlZRiBUonw2hUCgQEBCAgIAABAUFmQ0vKwpVVqfy9pxERERERGR5NhdI\n", "iEQibN68GX/88YfQtnnzZiiVSrz33nvCzInly5fDzs4O7733HgBAr9dj4cKFaNu2LebNmycc6+bm\n", "htWrVyMiIgIJCQkAyh9E1q9fj/nz55tdL96YGAwGfPnll8L76dOnW3E0Tcu6deuQm5uL5cuXW3so\n", "jVbV8EGhUGDMmDGIj48XlhSdP38e9+7ds/ZQiYiIiIioCptbsrFgwQJIJBKMHz8eIpEI2dnZ8PPz\n", "w65du4ymkDz55JP46aefsGDBAnTp0gVlZWXo06cPTpw4ATc3N6Nzzpo1C87Oznj11VchEomg0+kw\n", "f/58vP322/V9e/Xu5MmTuHnzJgBgyJAhZrdKJctLSkrC2rVr8dZbb+HJJ5+09nAarapLMdRqNZo1\n", "M/3XWmlpqUkbd74gIiIiIrIumwskunfvbnbJhjldunTBoUOHatR32rRpTXIXiMrFLDk7ov5cu3YN\n", "crkcS5YssfZQGpXKdR20Wq1QeLKyiuVJlUmlUrRt2xYpKSkAHr1QJRERERERWZ7NBRJkOZmZmdi/\n", "fz8AwNvbG6GhoVYeUdPx/PPPY/jw4XBwcLD2UBqFyrtkAIC/vz8mTZoEjUZj0rdZs2YmoUSnTp24\n", "8wURERERkY1hINGIffPNNyguLgYAvPLKKyY7l5Dl6PV65OfnG20R21TCiPp4yDe3NCM+Ph5eXl7I\n", "ysoy6turVy84ODiY3baTQQQRERERke1gINFIGQwGLteoI/v27YPBYICLiwucnZ3h6OiIFStWoLS0\n", "FHFxcRCJRNYeYr0wN2shOjoaMpnMotfRarXCNSrz9vaGUqlEeHi4Sfggk8k4G4KIiIiIyMYxkGik\n", "zp49iytXrgAAgoODue1kLWVkZMDX19eobdasWSbbRXp7e+O7775rMmEEYH7WQmhoKJRKZb1c39HR\n", "Eb6+vtUuxWAQQURERERk2xhINFKVZ0fMmDHDiiNpeG7duoWoqCgcOHAAp0+fhkqlQuvWrYXP09LS\n", "UFhYiMLCQhQUFKCwsBBPPPEEvLy8rDjq+lXdrAWVSgWtVmvRMEAqlcLf3x9qtdqovfIuGQwfiIiI\n", "iIgaHgYSNiAjIwMA4ObmBicnJ6Nv2UtKSqDRaIRXfn4+nJ2d4ezsbLRkIC8vD9nZ2cjKykJWVhb2\n", "7t0LAHB3d8fEiROtcl8NyW+//YZ9+/bhwIEDuHz5MpycnDBy5EhERETA29vbqG+zZs3g7u4Od3d3\n", "K43WdhUVFdXquIctr4iKikLbtm2h1+shlUq5SwYRERERUSPAQMLK5s6diw0bNgjvxWIx3Nzc4Obm\n", "hvv37yM7O/uxzv/Xv/4Vrq6ujzvMRi8iIgJffPEFxo4di/feew8jR47kP7cHqG7WQlZWFv773//i\n", "r3/9q9mQoWpbTetQnD17FgUFBTh48CCeeeYZzoggIiIiImoERAaDwWDtQdiihIQEBAYG4sKFC+jT\n", "p0+dXCM1NRVPPvkkysrK6uT8jo6OuHDhAutHVFJcXIyYmBh4eHhg+PDhQnt2djZcXFyazM4YNfGw\n", "WQsajQZjxozB+fPnIZFI0KVLF7Rs2RLfffcd2rVrh/v37wMoDxm2bduGGTNmmAQPVetQAIBCoTCq\n", "Q2EwGPDUU0/B0dERP/30U5Oq00FEREREZC318UzMGRJWtGPHDiGM6NGjB7y8vJCfny+8nJ2dIZPJ\n", "0Lx5c8hkMshkMri7u6OoqEioX1BQUICioiK4u7vDy8vL6NWnTx+j2gdN3ZUrVzB8+HCo1Wq8+eab\n", "RoFE5e06m7qazlqQyWSYOXMmpk+fjrNnz6JDhw4oKyuDXC7HzZs3hX5qtRrBwcHIy8szanv++efx\n", "559/mly/ah2Ko0eP4ty5c/jvf//LMIKIiIiIqBFhIGElZWVl+OqrrwAAIpEI33//PcODOnT9+nUM\n", "HToUfn5+OHbsGLp27WrtIdmsR9k9IzY2Fk899RQ6dOgAoHzJhlgsNulXOYyocP78eTxsgpbBYMDK\n", "lSvRr18/DBs27FFvhYiIiIiIbBgDCSs5fvy48A308OHDGUbUoT/++ANDhgyBTCbD0aNH4ePjY+0h\n", "2axH2T1Dr9fj6NGjmD9/fq2u5erqCplMhqSkJKN2uVwOqVQKrVaLU6dO4dSpU4iJieHsCCIiIiKi\n", "RoaBhJVU3pZz+vTpVhxJ45aVlYUhQ4ZAIpEgLi6OYYQFxcfHIycnB6NGjRLaqit26e7ubjJLokeP\n", "HoiKikJoaChUKhX0ej1yc3OhUqkQEBAArVYLrVYLFxcXBAUF1cs9ERERERFR/bGz9gCaonv37glb\n", "Fvr6+mLcuHFWHlHj5eXlhUWLFiEuLs6kBgKZqggUqmrTpo1JccvY2Fj4+voiMDDQqD06OhoKhQJy\n", "uRxyuRwKhQLx8fEmbVFRUZDJZFAqlUhMTMRvv/2GlJQU6PV6XLlyBWq1GiUlJSgoKMALL7xQl7dN\n", "RERERERWwBkSVvD1119Dp9MBAKZOncqdHSygoKAA6enpSE9PR35+Pp577jnhs7feesuKI2t4Pvvs\n", "M/Tt2xcuLi4oKChAu3bthACtstjYWIwYMQJ2dsa5ZkXIUHWXDnNtFSrea7VauLm5mcymMLdkhIiI\n", "iIiIGjYGEvXMYDDgyy+/FN6Hh4dbcTQNl8FgwPnz57Fv3z589913RnUPPD09kZ2dbb3BNXBfffUV\n", "fHx8cP78ebz11lu4efOmyVIXtVqNS5cu4e233672PObCAwYKRERERERUgYFEPYuPj8dvv/0GABgw\n", "YAA6d+5s5RE1TAaDASEhIdDpdBg/fjwUCoWwPWrz5s2tPbwGKyUlBV999RWWL1+O1q1bY/Hixejf\n", "vz8OHz6M0aNHC/0qtuCsvHWqJVRXg8LckhEiIiIiImrYGEjUMxaztAw7OzucPHkS/v7+aNaMv8Y1\n", "Vd2SiQofffQRXF1dhWUuCoUCQUFBWLdunVEgERsbi6CgoDopEhodHS0UugTKwwhzS0aIiIiIiKhh\n", "Y1HLepSTk4N9+/YBADw8PDB+/Hgrj6jhuHDhAlatWgWDwSC0tW/fnmFEDWk0GigUCgQEBCAgIAAK\n", "hQIajcaoj1qtxtatWzFv3jy4u7sDAEQiEebPn4+4uDj8+uuvAMq3+zxy5IjR7hqWVLnQZWJiIpRK\n", "JQuSEhERERE1Qgwk6tHevXtRUFAAAJgyZQpcXFysPKKG4e7duxg3bhxiYmJQXFxs7eHYnIrtMR8k\n", "JCQE8fHxUKvVUKvViI+PR2hoqNHxa9euhZOTE2bPnm107IsvvohWrVph/fr1AIAzZ84gOzu7zgKJ\n", "ClKplMs0iIiIiIgaMX69XEPHjh3D2rVrUVBQILwKCwtRUFAAvV4PPz8/+Pv7o3Xr1sLLwcEBRUVF\n", "KC4uRlFRETZs2CCcb8aMGVa8m4ajsLAQISEhsLOzQ3R0NJycnKw9JJuh0WgQEhIiFPT09/dHdHS0\n", "yWwCrVZrVPSzws2bN9GvXz+kpKSgrKwMGo0G8+fPh0QiMepnb2+P2bNn45133sHChQuxf/9+SKVS\n", "9O3bt65ujYiIiIiImgAGEjWUkZGB//73v9V+npmZiStXrtToXH369EHv3r0tNbRGy2AwYNq0abhy\n", "5QpOnToFuVxu7SHZlIpZDxXUajVCQ0OhVCoBwGjWRFlZmcnxGRkZJss2fvrpp2qvtWjRIjz99NMo\n", "KiqCRCKBVqvlUgoiIiIiIqo1BhI1VHl5hZ2dHVxcXIQXAKSmpkKn09XoXAsWLKiTMTY2K1euRGRk\n", "JL777jv06dPH2sOxKdXNerh+/TquXbuG6dOnC5+7u7ubXdJRuR5HhZSUFGi1WpOlElOnTkVZWRny\n", "8/MBAPfu3TMKP4iIiIiIiB4VA4kaGjlyJLKysuDi4gJ7e3uIRCKjz8vKypCWlobbt2/j9u3buHPn\n", "DgwGAxwdHeHk5AQnJyc4Ojqibdu2eOqpp6x0Fw3Hn3/+iffffx8rVqzAiy++aO3hNBiZmZno3bs3\n", "SkpKhDa1Wg2JRIIOHTogJSUFANCyZUvcuXMH6enpDz1ndeGHSqUyG14QERERERHVBAOJGnJ0dISj\n", "o2O1n9vZ2cHPzw9+fn4IDg6ux5E1Tq1atcLFixfRpUsXaw/FJkmlUvj7+0OtVhu1d+nSxWx44Ozs\n", "jNjYWKPjFQqFSSDRpk0bBgxERERERFQvuMsG2ayuXbuazESh/4mOjkbLli0hEokgl8uhUChw4MAB\n", "k6KUlVXeuSI6OhoKhQJyuVw4Pioqyuwx/v7+Ju0ML4iIiIiI6HFwhgSRjaqo+1DdQ7+vry8cHBwQ\n", "FhaGjRs3Cv3MzZwwFx7IZDIolcqHXgcoDy9CQ0OhUqmE85kLL4iIiIiIiGqKgQSRjanpdp5nz55F\n", "UlIStm3bZhQmPGp4UJNZDo8SXhAREREREdUEAwkiG/Ow7Twr7Nq1C3K5HAMHDjRqr8vwgEEEERER\n", "ERFZCmtIENmQh+1oUUGv1yMyMhKTJ0+GWCw2e67K9SKIiIiIiIhsDQMJogbo+PHj0Gg0mDJlirWH\n", "QkREREREVCsMJIhsiFQqhYODg0l71aKUu3btQseOHdGnT5/6HB4REREREZHFMJAgsiEnTpzAnTt3\n", "0KJFC8jlcri4uMDOzg7r1q0T+hQWFuLAgQOYMmUKt0UlIiIiIqIGi4EEkZVptVpotVrcvXsXkyZN\n", "wpAhQ3D79m0kJibi2rVr8Pf3x7x586DX6wEA//nPf5Cfn4+wsDArj5yIiIiIiKj2GEgQ1aOK8AEo\n", "395ToVAgICAAAQEB6Ny5M+zs7LB7926IxWJIpVK0bt0aO3fuxJkzZ/Dhhx9Cq9Vix44dCAoKQocO\n", "Hax8N0RERERERLXHbT+J6oFGo0FISIiwg4a/vz90Oh3Onz9v1M/f3x8ymcyoTaFQYM6cOfjXv/6F\n", "devWITMzE/7+/tBoNCZ9iYiIiIiIGgoGEkT1ICQkBPHx8cJ7tVoNe3t7k3737t2DVqs12a7z9OnT\n", "AIDMzEwAQHJyMkJDQ6FUKutw1ERERERERHWHSzaI6phWqxVmRlSm0+lqfPzt27dN2lUqlbD8g4iI\n", "iIiIqKFhIEFkJWKx2KSt6vaeREREREREjRWXbBDVMalUCn9/f6jVaqP23r17w8HBASqVCkB5GBEV\n", "FVXj4xleEBERERFRQ8ZAgqge7Nu3D23btkWzZs0gkUiE8EEmkwnLLh4ULkRHRyM0NPSh4QURERER\n", "EVFDwUCCqB4cP34cOp0OJ06cQKdOnYzCh5rMcpDJZFAqlTUKL4iIiIiIiBoCBhJEdcxgMGDt2rUY\n", "PXo0FArFY52LQQQRERERETUWDCSI6tixY8eQmJiIDRs2WHsoRERERERENoO7bBDVsbVr16JPnz4Y\n", "NGiQtYdCRERERERkMzhDgqgOXb58GUeOHMGuXbsgEomsPRwiIiIiIiKbwUCC6BHUtKhkRb9169ah\n", "VatWmDBhQp2PjYiIiIiIqCFhIEFUAxqNBiEhIUhOTgYA+Pv7Izo62mTbzsr9ysrKkJ6ejqVLl8Le\n", "3t6KoyciIiIiIrI9DCSIaiAkJATx8fHCe7VajTFjxsDe3t4opNDpdDh//rzRsbGxsVi2bFk9jpaI\n", "iIiIiMj2MZAgegitViuEDpVdunQJer1eeK9Wq83OhPjzzz+h1Wq5ZScREREREVEl3GWDmjytViss\n", "u3gUlcOICjqdzhJDIiIiIiIiavQYSFCDV9tAQaPRQKFQICAgAAEBAVAoFNBoNCb9pFIp5HK5SbtY\n", "LDZpM7eTRps2bTg7goiIiIiIqAou2aAG60GFJmvCXF2I0NBQKJVKk74tWrRAYmIipFIpRCIR2rRp\n", "g5KSEpN6EYGBgXBwcIBKpQJQHkZERUXV8g6JiIiIiIgaLwYS1GA9SqBQofJMCnN1IVQqlUm9h19+\n", "+QUxMTGIiIjA888/D+B/O2qEhoaahA9Vd94gIiIiIiIiUwwkqEGqrtCkuUABMJ1NIZVKkZmZ+dDr\n", "GAwGLFiwAL169cLLL78MO7v/rXKSyWRQKpVmwwcGEURERERERA9m8zUktmzZAjs7OyxfvtzaQyEb\n", "ULleRHFxscnnBoPBpB/wv9kUarUaarUaV65cQUlJicnxxcXF8PDwEI7/9ttvcfr0aXzyySdGYURl\n", "UqmUAQQREREREdEjsukZEllZWXjnnXcAmBYLXLZsGXbs2AFvb2+jdm9vb8TFxZmca/v27diwYQOA\n", "8t0RXn31VSxcuNBsEUKyPZVnOBgMBhgMBrMzHHJzczFy5EikpqYCKK8rsX37diQlJZn09fX1RevW\n", "rZGSkgIAkEgkuHHjBuRyORwcHAAAmZmZGDZsGIYMGVKHd0dERERERNT02HQg8e6772LAgAE4ePCg\n", "yWcikQgrV67EK6+88tDzbNq0CW+//TZ+/vlnBAYGQqVSITg4GPfu3cOHH35YF0MnC6taLwIAnnzy\n", "SbRo0UJYhiGTyXDt2jWjQpNqtRqDBw82u3uGWCxGbGys8F4qlaJz5864ceOGUb979+5Z8E6IiIiI\n", "iIgIsOElG5cvX8aBAwewbNmyavtUTM9/kLy8PCxZsgTTpk1DYGAggPLig/PmzcO6deuEgoRku6qr\n", "F6HT6RATE4PExEQkJiYiLi7OZMYMAKSnp+OJJ54waa/YjrPipdVqkZuba9IvLS2tVtuKEhERERER\n", "UfVsNpCYM2cOVq5cCU9Pz8c6z+HDh5GXl4ehQ4catQ8ZMgSlpaXYv3//Y52frK9yDQdzdR5kMhmO\n", "Hz8OhUIBuVwOuVwOhULB7TiJiIiIiIisyCYDicjISOTn5yM8PPyB/Q4fPoxhw4ahV69e6NGjB/7+\n", "978jLS3NqM+lS5cAAO3atTNqr3h/+fJlC46c6oJUKoWXl5dJe8UMh8r9/P39Tfq1a9cOnTt3hlKp\n", "FGZTKJVKyGQyk+uYO77qdYiIiIiIiOjx2VwNiYKCAvzzn//Enj17HtjPxcUFdnZ22LNnD3x8fJCc\n", "nIzJkycjMDAQZ8+eRYsWLQAAGRkZAAAPDw+j4yveV3xOtstgMMDBwQFubm5wd3cHUB4SmJvhEB0d\n", "jdDQUGEpTtV+DwsWHnY8ERERERERWYbNBRKrV6/GgAEDEBwc/MB+b7/9ttH7it0UunfvjlWrVmHz\n", "5s11OUyqRwcOHMClS5dw/Phx9OjRA0D1wYJMJoNSqRRqPjzqzIbHPZ6IiIiIiIhqxqYCCZVKhS++\n", "+AK//vqryWc1KWDZtWtXuLu745dffhHafHx8AMCkWGHFe19f3weec+7cuZBIJEZtYWFhCAsLe+h4\n", "6PHp9Xq88847GDFiBAYPHlzj4x43SGAQQURERERETcWePXtMVilkZ2fX+XVtKpCIi4uDq6srxowZ\n", "I7SVlJQAAL744gtER0ejc+fO2LNnD9LS0szunGBnZ4eysjLhfe/evQEASUlJ6Nmzp9CelJQEAEZt\n", "5qxfvx59+vSp/U3RY4mIiMCNGzceuoSHiIiIiIiIasfcl+4JCQnCTpV1xaaKWk6fPh3Jycm4ePGi\n", "8Dp06BAAYObMmbh48aLwYOrn5we1Wm10/K1bt5CTk4OgoCChbdSoUXB3d8exY8eM+sbFxUEsFuPF\n", "F1+s47ui2tBqtUhJScGyZcswefJkIVgiIiIiIiKixsGmAglzKpZqmFuysXjxYhQVFQEAcnJyMHPm\n", "TEgkEixZskTo4+bmhtWrVyMiIgIJCQkAypeGrF+/HvPnzze7qwJZj0ajgUKhQEBAALp164bU1FTM\n", "nTvX2sMiIiIiIiIiC7OpJRuVZWVloU+fPtDr9RCJRFi/fj0iIiLwr3/9C+Hh4di9ezciIyPRt29f\n", "iEQi5OTkoH///jhz5gzat29vdK5Zs2bB2dkZr776KkQiEXQ6HebPn29SGJOsLyQkBPHx8UZt8+fP\n", "h1KptNKIiIiIiIiIqC7YbCDh5eUlbL1ozuTJkzF58uQan2/atGmYNm2aJYZGdUSr1SI5OdmkXaVS\n", "QavVstAkERERERFRI2LzSzaIiIiIiIiIqPFhIEE2QyqVmq3p0aZNG86OICIiIiIiamRsdskGNU3R\n", "0dEIDQ0Vluu0adMGUVFRVh4VERERERERWRoDCbIpMpkMSqUSWq0WADgzgoiIiIiIqJFiIEE2iUEE\n", "ERERERFR48YaEkRERERERERU7xhIEBEREREREVG9YyBBRERERERERPWOgQQRERERERER1TsGEkRE\n", "RERERERU7xhIEBEREREREVG9YyBBRERERERERPWOgQQRERERERER1TsGEkRERERERERU7xhIEBER\n", "EREREVG9YyBBRERERERERPWOgQQRERERERER1TsGEkRERERERERU7xhIEBEREREREVG9YyBBRERE\n", "RERERPWOgQQRERERERER1TsGEkRERERERERU7xhIEBEREREREVG9YyBBRERERERERPWOgQQRERER\n", "ERER1TsGEkRERERERERU7xhIEBEREREREVG9YyBBRERERERERPWOgQQRERERERER1TsGEkRERERE\n", "RERU7xhIENH/b+/e46Ko1z+Af2ZYNC6CIijrdREEBGFRvGb8RI1StFLKyuMxtbLS003NvGVeSs3K\n", "zJN5P2Bpx/SEx5RO5MGy8tVFU9HMuyxouqXmBYir8Pz+MOa4zqLo4rLG5/16+cc+892Z7zz7uLP7\n", "sDNDRERERETkdGxIEBEREREREZHTsSFBRERERERERE7HhgQREREREREROR0bEkRERERERETkdGxI\n", "EBEREREREZHTsSFBRERERERERE7HhgQREREREREROR0bEkRERERERETkdGxIEBEREREREZHTsSFB\n", "RERERERERE7HhgQREREREREROR0bEkRERERERETkdGxIEBEREREREZHTsSFBRERERERERE7HhgQR\n", "EREREREROR0bEkRERERERETkdGxIEBEREREREZHTsSFBRERERERERE7HhgQREREREREROR0bEkRE\n", "RERERETkdGxIEBEREREREZHTsSFBRERERERERE7HhgQREREREREROR0bEkRERERERETkdC7fkFiy\n", "ZAlUVcX06dNreipEREREREREVE1cuiFx7tw5TJ48GQCgKIpu+f79+5GYmIg2bdogLCwMgwYNwsmT\n", "J+2uKzk5GWazGWazGZGRkXjjjTcgIjd1/kRERERERERkn0s3JKZMmYK4uDi7y44dO4a4uDhER0dj\n", "//792LdvHxRFQffu3ZGXl2cz9t1338XTTz+N5ORk7N69G2lpaZg7dy4mTJjgjN2otVavXl3TU7jl\n", "MYeOYf4cw/w5jjl0DPPnOObQMcyf45hDxzB/jmH+XJ/LNiT27NmDdevWYdq0aXaXT506FSKCGTNm\n", "AADc3Nwwd+5cWCwWvP3229q4vLw8TJo0CcOHD0dsbCwAICgoCKNHj8Zbb70Fi8Vy0/eltuIbgOOY\n", "Q8cwf45h/hzHHDqG+XMcc+gY5s9xzKFjmD/HMH+uz2UbEs8++yxeeeUV+Pr66paVlZUhNTUV3bp1\n", "Q506dbS40WhEeHg41qxZo8XS09ORl5eHXr162ayjZ8+e2nqIiIiIiIiIyLlcsiGxZs0a5Ofn47HH\n", "HrO7PCsrC/n5+QgODtYta9WqFQ4cODh7UnYAAB2KSURBVIDS0lIAQGZmJgDoxlY83rNnT3VOnYiI\n", "iIiIiIiqwOUaEgUFBRg/fjzeeeedSsecPn0aAODj46Nb5uPjg/Lycpw9e/aqYyseVywnIiIiIiIi\n", "Iucx1PQErjR79mzExcWha9euNToPo9GIRo0aYdSoUTanhQBA79690bt37xqa2a3j/Pnz2LlzZ01P\n", "45bGHDqG+XMM8+c45tAxzJ/jmEPHMH+OYw4dw/w5hvmruvT0dKSnp9vESkpKEBAQAKPReNO261IN\n", "CYvFgsWLF2P37t26ZZffotPf3x8AkJubqxuXm5sLNzc3+Pn5XXVsxeOAgAC7czEajbjjjjuwbt06\n", "3bKvv/5aux0pXV3FhUTpxjGHjmH+HMP8OY45dAzz5zjm0DHMn+OYQ8cwf45h/hyTlJRUexoSmzdv\n", "hpeXF/r27avFSkpKAACLFy/G+vXrER4ejg8++AD16tVDVlaWbh1ZWVkIDw+Hu7s7AKBdu3Za3Gw2\n", "24wDYBO70oIFC9h4ICIiIiIiolrpZjYjABdrSDz++ON4/PHHbWI5OTkICgrCyJEj8fLLL2vxpKQk\n", "bNiwASUlJdopFVarFQcOHMDUqVO1cX369EG9evWQkZGBAQMGaPHNmzfDzc0N999/f6XzMRqNN/0F\n", "ICIiIiIiIqqNXO6illeqOFXj8lM2AGD69OlQVVVrUly8eBEvvPACWrVqhdGjR2vjvL29MXv2bKxY\n", "sUI7f8hiseDtt9/GmDFjYDKZnLMjRERERERERKRR5Mpv+i7i3LlzaN++PS5evIiTJ0/Cx8cH9evX\n", "x0svvaTdDnT//v0YO3YsLBYLysvL0b59e8ydOxdNmjTRrS8lJQXz5s2DoigoLS3F8OHDMW7cOGfv\n", "FhERERERERHBhRsSRERERERERPTn5fKnbJDrOn/+PAYPHgxVVXHs2LGang7VckuWLIGqqpg+fXpN\n", "T4WIqNrxmOs45tAxzJ/jmEPHMH+OcdX8sSFxmaKiIkyYMAHh4eEwm83o2LEjNm7cWNPTckmbNm1C\n", "hw4dsHfvXiiKYnfMtGnT0LJlS7Rr187mX69evZw8W9dz7NgxTJo0CZ06dUJsbCwiIyMRExODd955\n", "Rzd2//79SExMRJs2bRAWFoZBgwbh5MmTNTBr13Xu3DntjjhX1iPr8OrS09Nx5513okOHDggNDUVk\n", "ZKTu7kKsQfuGDRtmt7aioqKgqirWr18PgDV4Nd999x169+6N4OBgBAcHo1u3bsjIyLA7tjbXYVWO\n", "uUDVc2QymXT12K5dO8yfP/9m7kaNqkoO09PT8cADDyA8PBzR0dGIjIzE6NGjcfr0abvjk5OTYTab\n", "YTabERkZiTfeeEN3zbM/i6rmb8iQITCbzWjfvj3CwsLQr18/fP/997qxrMHq+ezMGtQrKirCK6+8\n", "gg4dOqB9+/YwmUyIj4/XHVtqWw1WNX/Lli1DbGys9h6YkJCAL7/80u7Yaqs/Ic0DDzwgERER8ttv\n", "v4mIyMaNG8VgMEhaWloNz8z1xMfHy969e2Xq1KmiKIrk5OToxkybNk3ee++9Gpid60tJSRFvb2/5\n", "7rvvtNjHH38sbm5uMnPmTC2Wk5MjDRs2lPHjx4uIyMWLF2XQoEESEhIiubm5Tp+3q/rb3/4m/fv3\n", "F0VRZPr06TbLWIeVW7ZsmbRo0UJ++uknLTZz5kxp3bq19pg1WLlhw4bZra2PPvpI/P39pbi4WERY\n", "g5XZunWruLu7a7UlIvL222+LwWCQTZs22Yyt7XVYlWPu9eTIZDI5Zd6u5Fo5tFqtoiiKTJkyRcrL\n", "y0VEJDs7W0JCQiQoKEiXwwULFoiHh4f88MMPIiKSlZUljRs3lhdffNE5O+RkVanB7t27S0JCgly4\n", "cEFERIqLi2Xw4MHi7e0thw4dshnLGnT8szNrUJ+/kpISiY+PlyFDhkhBQYGIiOTm5kpsbKzN52uR\n", "2leDVcnf/PnzRVVV2bhxo4iIlJeXy7hx46Ru3bpanVWozvpjQ+IPW7ZsEUVRZO3atTbx3r17S3Bw\n", "cA3NynVVHKyv9aa6YsUKZ0/tlpCeni4zZszQxc1ms7Rv3157PGzYMPHz89O+2IiInDx5Utzc3Ow+\n", "vzbavXu3GI1GyczMrLQhwTrUO378uHh4eOje8woKCuSzzz7THrMGK/ftt99KVlaWLp6QkCAvvPCC\n", "9pg1aF/37t2lQYMGNrUlIhIaGipRUVE2sdpeh1U55l5PjmrbB3GRa+fQarVKw4YNdc9btmyZKIoi\n", "ycnJWiw3N1d8fHxk1KhRNmNfe+01MRgMdt8XbnVVqcHnn39etm3bZhPbtWuXKIoi77zzjk2cNejY\n", "Z2fWoP38zZ07Vxo2bCiFhYU28X379smBAwdsYrWtBquSv06dOonZbLaJnT17VhRFkQkTJmix6q4/\n", "nrLxh7Vr1wKA7idRPXv2RFZWFn744YeamJbLutpPfeja7r77bkyZMkUXz83NRaNGjQAAZWVlSE1N\n", "Rbdu3VCnTh1tjNFoRHh4ONasWeO0+bqyZ599Fq+88gp8fX1reiq3lPfffx/FxcXo27evTdzDwwN3\n", "3XUXANbgtXTp0gVBQUE2saNHj+Lzzz/HU089VUOzunVs27YNISEhNrUFAFFRUdi7dy+OHj0KgHUI\n", "XPuYyxxd27VyGBgYiF9++UUXb9q0KYBL515XSE9PR15ent3PjBWvxZ9NVT73zZs3Dx07drSJ5ebm\n", "AgACAgJuyrxuJdX52Zk1aN/ixYtx55134rbbbrOJV5zGVptVJX8GgwGlpaU2sZKSEm1ZhequPzYk\n", "/pCZmQlfX1/4+fnZxIODgwEAe/bsqYlp3fLS09ORkJCAmJgYREdH47nnnrN7wK/t8vLyMGnSJBQW\n", "FuK1114DAGRlZSE/P1+rwcu1atUKBw4c0L1p1DZr1qxBfn6+divgyrAO9bZu3YqAgADs2LEDd911\n", "l3Ydk2nTpqG4uBgAa/BGLFu2DL169dLljDWopygKysrKdHE3NzcAwIEDBwCwDqviRnI0ceJE3H77\n", "7QgPD0f37t2xdOnSP+2551V1+QfuCgcPHgQA9OjRQ4tlZmYCgC7f/Mxoa//+/XjhhReQmJiIgQMH\n", "6pazBu2ryvGCNah36tQpHDlyBM2aNcOcOXPQqVMnhIWFISEhAZ9++qnd57AGbb300kuwWCxYtmwZ\n", "RARFRUWYOHEiWrRogVGjRmnjqrv+2JD4w+nTp+Hj46OLV8Qqu6ARVc7T0xOqqmL16tXIzMzEhg0b\n", "8P333yM2NhYnTpyo6em5jIiICPj5+SEtLQ2pqakwm80A/ldzldVleXk5zp4969S5upKCggKMHz/e\n", "7oVAL8c6tO/YsWO4cOECnnrqKSxcuBA//fQTFi1ahAULFqB///4AWIPXq7S0FCtWrMDIkSNt4qxB\n", "+zp37oxDhw4hPz9fi4kIdu/eDeB/f1llHV7b9ebI398foaGh2Lp1K/bv34/nn38eY8aMwdChQ502\n", "51tBaWkpli1bhiFDhiAmJkaLV5Zvfma8ZMOGDWjevDnatm2LqKgorFq1Cqpq+5WDNWhfVY8XrEG9\n", "irtGLFmyBNnZ2fj666+xd+9edOvWDf369cOHH35oM541qNenTx+sW7cOM2fOhL+/Pxo2bIhDhw5h\n", "06ZNMBqN2rjqrj82JOimGTduHD744AP4+/sDuHQ12+TkZFitVrz66qs1PDvXsW/fPhQWFmL06NHo\n", "2bMn3nzzzZqe0i1h9uzZiIuLQ9euXa86jnVoX1FREYqLizF58mSEhIQAALp27Yqnn34an332Gb7+\n", "+usanuGt59///jfc3d1x77332sRZg/ZNnz4dJSUleP7551FYWIiLFy/itdde0+4KceVPbqn6bN++\n", "HcOHD4eqqlAUBQMGDMCoUaOwatUqu3dEqK0mT54MT09PLFy4sKancku59957cfz4cZw4cQK5ublo\n", "27Yt9u7dazOGNWgfjxc3rqioCMClXzrNmzcPdevWhbu7O6ZOnYqWLVvq7iDGGtRbuHAh7rvvPsyc\n", "ORNnzpzBhQsX0K9fP3Ts2BGfffbZTdsuGxJ/8Pf31/4aczme+1a9IiIiUK9ePXzzzTc1PRWXYjAY\n", "MHz4cDzyyCOYOHEiLBaLdjCqrC7d3Nx0pxjVFhaLBYsXL8acOXN0y6ryUzvWIVCvXj0AsPmr3+WP\n", "t2/frr3vsQarZsmSJRgxYoTuL4H2sAaBuLg4bNmyBadOnUJUVBQ6d+6M33//HVOnTgUAtGjRAgD4\n", "XlgF1ZGjLl26AECtrsnLvfnmm8jIyMCmTZvg5eVls6yyfPMzo63AwEC8//77+P333/HMM89cczxr\n", "0D57xwvWoF7F55rWrVvbNLQVRUF0dDQsFss1f01Xm2vw3LlzGDNmDPr27YvBgwdDURQYDAZMmDAB\n", "rVq1sjk9urrrjw2JP7Rr1w4XLlzAuXPnbOJZWVkAoP2MnqqusvOjVVVFeXm5k2fjWoqKiuzmwGw2\n", "o6ysDDt37kRISAjq1aun1eDlsrKyEB4eDnd3d2dM1+Vs3rwZXl5e6Nu3r3bf6IqLMy5evBjt2rXD\n", "oEGDALAOKxMREQEAuhxUnL9fXl6O4OBg1mAVHT58GFu3bsWIESN0y1iDlevatSs2bNiAI0eOYMeO\n", "HXj11Vfx66+/wsfHB9HR0QDAOqyC68lRUVGR3cbF5f/3a7tZs2YhNTUVX3zxBRo0aKBb3q5dOwDQ\n", "5bu2f2YsKCjQxTw8PBASEmJzcXjWYOWqerxgDeq1bt0aBoPBbv1cWVusQb1Dhw6hpKTE7sU/Q0ND\n", "cfLkSZw5cwZA9dcfGxJ/ePDBBwEAGRkZNvHNmzcjODgYsbGxNTGtW1qTJk1gtVptYkePHsWFCxd0\n", "V2GubXr37q3d2eVy2dnZAC51HlVVRVJSErZu3apd4RYArFYrDhw4oNVsbfT4448jOzsbu3bt0v79\n", "5z//AQCMHDkSu3btwurVqwGwDitTcZ2IivP1K1T8rLZTp06sweuwdOlS3HPPPTbnWFZgDdp3/Phx\n", "3R2sRASffPIJhg4dqn2BdnNzYx1ew/Xk6MMPP7R7gcGK16I21yRw6TSNTZs2ISMjQ7t7U1paGmbM\n", "mKGN6dOnD+rVq2f3M6Obmxvuv/9+p87ZFWRnZ8Pf31/3Ra6srAw///yz9hdVgDV4NVU9XrAG9Tw9\n", "PZGQkIDDhw+jsLDQZtnevXsRFBSk1SFrUK9x48YA/vdd5HLZ2dnw8PDQ3hOrvf6u6yahf3IDBw6U\n", "iIgIOXPmjIiIpKWlicFgkLS0tBqemeuquJdtdna2bpmiKDJ06FDtXsDnz5+XhIQEadCggRw+fNjZ\n", "U3Up8fHxEh0dbZO3LVu2iLe3t3Tp0kW7V3BOTo74+/vL+PHjRUSktLRU/vKXv0jr1q0lLy+vRubu\n", "qiwWiyiKItOmTbOJsw7tKy8vl7i4OImIiJBffvlFREQOHTokRqNR+vXrp41jDV5bcXGxBAQESEZG\n", "ht3lrEH7Vq5cKS1atBCr1Soil2pr/PjxEhkZKRcuXLAZyzq85GrH3KrmKCUlRQwGg2zYsEGLffPN\n", "N1K/fn3p27fvzd+JGna1HD733HPi5+cnS5culZUrV2r/nnjiCRk2bJjN2HfffVc8PT1lx44dIiKS\n", "lZUlgYGB8uKLLzplP2pKZfmrOAaPGzdOiouLReTSe+OYMWNEURRZsGCBNpY1WD2fnVmD+vxlZmaK\n", "l5eXjB07VostWLBAVFWVtWvXarHaXINXy19SUpK4u7vLpk2btFhycrL2f/ty1Vl/bEhcpqioSCZM\n", "mCBhYWESHR0tHTp0kI0bN9b0tFzS+PHjxWQySf369UVVVWnWrJmYTCatKEVEVq9eLf3795fIyEhp\n", "27atNG/eXAYNGiSHDh2qwZm7hm+++UZGjBghkZGREh0dLcHBwdKmTRuZNGmS7sP1vn37pE+fPhIe\n", "Hi6hoaHy8MMPy4kTJ2po5q7n7NmzYjKZpFmzZqKqqtSvX19MJpMsX75cRFiHV5ObmyvPPvustGzZ\n", "Utq0aSOhoaEydepUKSkpsRnHGry6f/7znxIaGlrpctagfTt37pS7775bWrRoIWazWWJiYmTs2LFy\n", "/vx5u+Nrcx1W5ZgrUrUcnTp1SmbNmiWdO3eWqKgoad26tbRp00ZmzJih+7//Z3KtHO7evVsURRFV\n", "VUVRFJt/qqrK8OHDdetMTk6WqKgoiY6OljZt2sjrr7/u7N1ymmvlr6SkRJYvXy69e/eWiIgIiYqK\n", "kmbNmkmPHj3ko48+slkXa7D6PjuzBvXvg9u3b5c777xTWrZsKcHBwRIXFyeffvqpzZjaWINVyV9R\n", "UZHMnTtXYmJiJDIyUiIjI6Vz586SkpKi/bH0ctVVf4pILb7ZKhERERERERHVCF5DgoiIiIiIiIic\n", "jg0JIiIiIiIiInI6NiSIiIiIiIiIyOnYkCAiIiIiIiIip2NDgoiIiIiIiIicjg0JIiIiIiIiInI6\n", "NiSIiIiIiIiIyOnYkCAiIiIiIiIip2NDgoiIiIiIiIicjg0JIiIiIiIiInI6NiSIiIhuorCwMDRq\n", "1AiqqqJu3bowGo2YNm1aTU/LJYSFhaFhw4ZQVRXTp0+v6elUu+HDh8NoNEJVVfTo0aOmp0NERORy\n", "2JAgIiK6iQ4ePIjt27cDALp16war1epwQ2LYsGFQVRXHjh2rhhnWnIMHD2LdunUAAEVRang21S8l\n", "JQVWqxXAn3P/iIiIHMWGBBER0U0mItW+zj/LF9ybkRsiIiK6NbAhQUREdAsSEX6ZJyIiolsaGxJE\n", "REQ1ZMSIETbXGNixYwd69uyJwMBANG/eHE888QTy8vK08QcPHoTRaMTatWsBAB07doTRaITRaMSq\n", "Vau0cSKCJUuWIDY2Fn5+fvDz80OnTp2wbNmyq25/586dSEhIQNOmTaGqKgICArTlbm5uMBqNWLhw\n", "ofZ8k8kEHx8feHh4oGfPngAAq9WKKVOmoGPHjmjWrBkaNGiAiIgIzJw5E6WlpQ7lKyMjA0ajER4e\n", "HlBVFT/99BOeeeYZhISEwNfXF3Fxcdi2bZvNc+Lj4+1epyIlJQVGoxFubm4ICgrS4gUFBTAajahf\n", "vz5UVcWKFSvw1ltvITIyEt7e3oiNjcUnn3wCAPjHP/6BmJgY+Pr6IiYmRotXZtu2bejZsyeaN28O\n", "X19fJCYm4scff7Q79qOPPsIdd9yhvX5msxlz5szBxYsXtTEzZsyw2QeLxYKkpCS0aNECqqpCVfkx\n", "j4iIXJwQERHRTWWxWERRFOnRo4fd5YqiSHBwsDz00ENy5swZERHZuHGjuLm5ycMPP6wbP3ToUFEU\n", "RXJycuyu75FHHpE6derIBx98IGVlZVJSUiKLFy8WVVXlySefrHT7ffv2lZ9//llERBYsWCBBQUEi\n", "ItKpUydxd3eXEydO6J577733yptvvqk9/te//iUGg0FWrVqlxdLS0sTLy0seeugh3fO/+OILURRF\n", "pk+fbndf7Bk2bJgoiiK9evWSL7/8UkRErFarREdHS7169eT06dM247ds2VLpNkwmk7afl1uxYoUo\n", "iiKxsbGyatUqKS8vlzNnzkj79u3FYDDIuHHj5PXXX5fS0lIpKCiQPn36iLu7u2RnZ+vWpSiKmEwm\n", "6dWrl1gsFhERycrKkpiYGPHx8ZEff/zRZvzLL78siqLI3LlzpaSkRMrLyyU1NVU8PT0lMTFRysvL\n", "dfvg7+8vd999t+zbt09ELuVcVdUq55SIiKgmsCFBRER0k1WlIVGnTh05efKkTbxLly5St25duXjx\n", "ok38ag2J1NRUURRFnnnmGd2ygQMHiqIosm3bNt323d3dtS/LIiLnz5+XlStXiohISkqKKIoiL7/8\n", "ss3zcnJyxMvLS3777TctlpGRISNHjtRte9y4caIoihw4cMAmfiMNiYr9f+ONN2ziS5YsEUVR5P33\n", "36/yNlq2bGm3IVGxz/3797eJL1++XBRFkZiYGJt4RkaGKIoic+bM0a1LURQxGAxy6NAhm/j333+v\n", "q4sffvhBFEWRe+65R7eeihyuXbtWtw+KoshXX32lxcrKyuTdd9/VrYOIiMiV8Ld8RERELiA4OBhG\n", "o9EmZjKZUFJSgtOnT1d5PStXrgQAJCYm6pZ16dIFALBhwwbdslatWsFkMmmPfX198de//hUA8PDD\n", "D6N+/fpYvnw5ysrKtDFLly5FUlIS/Pz8tFivXr1sTuuoEB4eDgCVnqJwI/7v//7P5nHLli0BACdO\n", "nKi2bdx+++02j5s3b2433qxZMwDA8ePH7a7HZDKhdevWNrFOnTrBz88PX331Fc6dOwcA2qk31/v6\n", "1a1bF3FxcdpjVVUxatSoyneMiIjIBRhqegJEREQENGrUSBerW7cuAKCkpKTK6zl48CAAYMiQITAY\n", "bA/zFy9ehLe3N06dOqV7XmBgYKXrvO222zB06FDMnz8fH3/8MZKSklBaWork5GSkpqbqtvHee+9h\n", "5cqVyMnJQWFhIRRFQWFhIYBL12ioLlfm7EbydS0BAQE2j+vUqWM3XrHt33//3e56mjRpYjfetGlT\n", "nD17FkeOHEHHjh2112/SpEk217wAgLKyMnh7e9ttUDVu3LgKe0NERORa+AsJIiIiF1DdFyBMS0uD\n", "1Wq1+Xf69Gnk5uZiyZIl1739p556CgCwaNEiAMD69evRqFEjdO3a1Wbco48+ihEjRqBdu3bYtWsX\n", "fvnlF1itVsyfP7+a9qzqc66K8vLyG9pGdb1eRUVFduOLFi3SvX6nTp1Cbm4u0tPTb9p8iIiInIlH\n", "LyIioj+RNm3aAACOHTtmd/lXX32FnJyc615vWFgY4uPj8fnnn+Pw4cNYtGiR1qSocOHCBaxatQpe\n", "Xl6YN28e6tevry2TGrxFqbu7OwDo7vIhIvj111+dMger1aqLiQisVisURUFISAiAa79+27dv135F\n", "QUREdKtjQ4KIiOgmUxSlWtfn5eUF4H9fsLdu3YpZs2YBAB555BEAwJo1a3TP27NnD+Lj43HmzJkb\n", "2u7IkSMhIhgzZgx27NiBIUOG2Cx3d3eHqqpQFEXXgMjOzr6hbVaHius7XDmHb7/91uFbkVaVxWLB\n", "4cOHbWKff/458vPz0aNHDzRo0ADApVNtFEWx+/qdOnUKcXFx2Lt3r1PmTEREdLOxIUFERHSTVXw5\n", "v9qvBK5nmdlsBgBkZmZCRLBo0SLs2rULAHDffffh0Ucfxfr167FgwQLtego7d+7Egw8+iMceewyx\n", "sbHXtf0KAwYMQOPGjfHJJ59g8ODBWmOkgqenJ5KSkpCfn49x48ahuLgYwKVfZfz973+/6nZu5BcU\n", "VV1Xy5Yt0aFDB6SlpWHHjh0ALjUn5syZg4YNG97Q63K98QYNGuCxxx7Tfp1isVgwduxY+Pj42JzO\n", "EhMTg2nTpmHnzp2YNGmSds2Nw4cPY8CAAejRowcGDBhQ5e0SERG5NOfe1IOIiKh2CQ0NlYCAAFFV\n", "VerWrSuBgYEydepUERGZOHGiBAYGiqqqUqdOHQkMDJTNmzfLkSNHJDAwUDw8PERVVQkICJBHH31U\n", "W2dRUZEMGzZMGjduLEajUXr16iVZWVk2201OTpbOnTuLn5+fNGvWTGJjY2XRokVSXl6ujbl8+xVz\n", "u/I2l1d66aWXRFVV2b17t93l+fn5Mn78eAkODhZPT08JCgqShx56SCZPniyKooivr6+Eh4drufHz\n", "8xNVVcXb21uMRqMcPXq00m1nZmbq8vLEE0+IiEhiYqJuXXl5edpzT5w4IQMHDpRGjRqJ0WiU++67\n", "T44ePSomk0kMBoMEBgbKrFmzRESkVatW4uvrK6qqiq+vr5jN5kq3UVxcLE8++aT2Gnt4eIjRaJTd\n", "u3fL8OHDtfz26NFD/vvf/0q3bt2kSZMm4uPjI4mJifLjjz/a3df169dLfHy8NGzYUJo2bSpt27aV\n", "2bNnS2FhoTZm4cKFEhgYKAaDQduH2NjYq75+RERErkQRYUudiIiIiIiIiJyLp2wQERERERERkdOx\n", "IUFERERERERETseGBBERERERERE5HRsSREREREREROR0bEgQERERERERkdOxIUFERERERERETseG\n", "BBERERERERE5HRsSREREREREROR0bEgQERERERERkdOxIUFERERERERETseGBBERERERERE5HRsS\n", "REREREREROR0/w9XhAl+ZfwzPgAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "lin8t\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABCQAAAKzCAYAAADGJdzIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XlYVNX/B/D3HVBiV0AWJVkEkX0GRIVUUNQ0U7BcwQXS\n", "zMxKXDLNFLdy1zTTXBAtt2/mvmWKu+YCuFTmjqICCggqoLJ8fn/wzP1xmQGGHevzeh4evWfOPfec\n", "c++dmXvmLAIRERhjjDHGGGOMMcZqkKy2M8AYY4wxxhhjjLH/Hm6QYIwxxhhjjDHGWI3jBgnGGGOM\n", "McYYY4zVOG6QYIwxxhhjjDHGWI3jBgnGGGOMMcYYY4zVOG6QYIwxxhhjjDHGWI3jBgnGGGOMMcYY\n", "Y4zVOG6QYIwxxhhjjDHGWI3jBgnGGGOMMcYYY4zVOG6QYIwxxhhjjDHGWI2rkw0SFy9eRFBQEFxc\n", "XODh4QEPDw/MnTsX+fn5YpzIyEjY2NhAoVBI/gIDA9WmGRUVBU9PT3h6esLV1RXz5s0DEdVUkRhj\n", "jDHGGGOMMVaEdm1noLh79+6hQ4cO6N69Oy5fvgxtbW2cP38e/v7+SElJwYIFCwAAgiBgxowZGDx4\n", "cJlpLlu2DOPHj8eJEyfg7e2NO3fuwNfXF6mpqZgzZ051F4kxxhhjjDHGGGPF1LkeEnv37kVmZibG\n", "jRsHbe3C9hIfHx907twZGzZskMTVpIfDs2fPMGnSJISHh8Pb2xsAYGdnh4iICCxcuBB37typ+kIw\n", "xhhjjDHGGGOsVHWuQUJLSwsAkJubKwl/9eoV6tWrV+70Dhw4gGfPnqkM5ejYsSPy8/Px66+/Vjyz\n", "jDHGGGOMMcYYq5A61yAREhICV1dXREZGIjMzE0Bhr4mjR49ixowZkrgHDhxA586dIZfL4eHhgc8/\n", "/xzJycmSOBcvXgQANGvWTBKu3L58+XJ1FYUxxhhjjDHGGGMlqHMNEgYGBoiJiYGWlhbMzMxgZWWF\n", "IUOGYMWKFQgLCxPj6enpQSaTYdOmTbh48SJ27dqFs2fPwtvbGw8ePBDjPX78GABgZGQkOY5yW/k6\n", "Y4wxxhhjjDHGak6dm9Tyxo0b6NSpE1q1aoXU1FQYGxvj3LlzCA4OxunTp/Hjjz8CAMaPHy/Zz9bW\n", "FlFRUXBzc8PMmTOxfPnySuclKSkJSUlJlU6HMcYYY4wxxhh73VhZWcHKyqra0q9zDRKTJ0/GgwcP\n", "sGrVKhgbGwMAWrVqhQkTJiAiIgK9e/dG586d1e7r4uICQ0NDnD59WgwzMzMDADx9+lQSV7ndqFEj\n", "tWklJSWhZcuWePjwYaXLxBhjjDHGGGOMvW4aN26MCxcuVFujRJ1rkLh8+TIaNWqEBg0aSMKbN28O\n", "ALh06RI6d+6M5ORkWFpaquwvk8lQUFAgbisUCgDA7du34enpKYbfvn0bACRhRSUlJeHhw4f4+eef\n", "4ezsXLlC/UeNHj0aixcvru1svNa4DiuH669yuP4qj+uwcrj+Ko/rsHK4/iqP67ByuP4qh+uvcq5e\n", "vYqBAwciKSnpv9MgYWlpiZs3byIrKwv6+vpieEJCgvg6UNhS8+DBA0nF3Lp1C5mZmejVq5cY1q1b\n", "NxgaGuLQoUOS8MOHD0NLSwvvv/9+qflxdnaGl5dXVRTtP6dBgwZcd5XEdVg5XH+Vw/VXeVyHlcP1\n", "V3lch5XD9Vd5XIeVw/VXOVx/dV+dm9Ry9OjRKCgoQEREBPLy8gAU9maYN28e7Ozs8N5774lxJ06c\n", "iBcvXgAAMjMz8fHHH6NBgwaYNGmSGMfAwADffvstoqOjERcXBwC4c+cOFi9ejDFjxsDW1rbmCscY\n", "Y4wxxhhjjDEAdbCHRFBQEGJiYjB79my4ubmhfv36yM/PR1BQECZNmgQ9PT0AwMaNG7Flyxa0bNkS\n", "giAgMzMTbdu2xdmzZ+Hg4CBJc+TIkdDV1UVYWBgEQUBubi7GjBmjMjEmY4wxxhhjjDHGakada5AA\n", "AH9/f/j7+5cap3///ujfv7/GaYaHhyM8PLyyWWOMMcYYY4wxxlgVqHNDNti/x4ABA2o7C689rsPK\n", "4fqrHK6/yuM6rByuv8rjOqwcrr/K4zqsHK6/yuH6q/sEIqLazkRdFBcXB29vb8TGxvJEKIwxxhhj\n", "jDHG/lNq4pmYe0gwxhhjjDHGGGOsxnGDBGOMMcYYY4wxxmocN0gwxhhjjDHGGGOsxnGDBGOMMcYY\n", "Y4wxxmocN0gwxhhjjDHGGGOsxnGDBGOMMcYYY4wxxmocN0gwxhhjjDHGGGOsxnGDBGOMMcYYY4wx\n", "xmocN0gwxhhjVcDW1haurq5QKBRQKBRwdHSETCaDjY2NGObq6go7O7vazmqJMjMzERkZiUuXLpUZ\n", "NycnBwqFAlZWVpDJZHB1dcWECRNU4u3atQvdu3eHm5ubWAehoaGIi4tTiduxY0fY2NhAJpPB0dER\n", "gwYNqpJyMcYYY6xu4gYJxhhjrAoIgoD9+/cjPj4e8fHxWL16NQBgxowZYti+fftqOZele/LkCaZP\n", "n65Rg4Suri7i4+MxYsQIAMD+/fsxZ84c8XUiwrBhwzB69GhMmjQJf/75J+Lj43H58mV06tQJ7du3\n", "x7JlyyRpxsTEYPr06QCANWvW4KeffqrC0jHGGGOsrtGu7Qwwxhhj/wb+/v544403xG0iUonzxhtv\n", "ICAgoAZzVTHq8l7euDNnzsT69etx8eJFuLi4iOFaWloIDw9HTk4OPv30Uzg5OaFTp04VOjZjjDHG\n", "Xm/cQ4IxxhirAtHR0TA3Ny81joWFBdauXYtt27ahS5cu8Pb2hkKhQKtWrbB582ZJ3IEDB4rDF44f\n", "P47evXtDoVBAJpMhIiICAPDixQt89tlnMDc3h5ubG95++23s3r1bHCpSdMjDw4cPMXjwYNja2sLJ\n", "yQne3t749ddfxdc3btyI7t27AwCmTJkiDjP5559/yl0XT548wezZs9GlSxdJY0RRw4YNg6GhISZP\n", "nlzu9BljjDH278A9JBhjjLEatmrVKgQFBeGTTz4BAPz111/w9/eHnp4eevbsCQD4+eefsW7dOoSH\n", "h2PWrFn4+eef0ahRI0ybNg2ZmZkAgJEjR2Lnzp04duwY3NzckJKSgnfffRdA4VCRwYMHAwAyMjLQ\n", "tm1b2Nra4urVq9DV1cXu3bsRHByMjRs3ol+/fggJCcFbb70FOzs7yb4VcejQIeTk5MDX17fEOPXr\n", "14dCocCxY8eQlpYGU1PTCh+PMcYYY68nbpBgjDFWZ7Vs2RLJycnVegxLS0tcuHChWo9R3Pfffy+Z\n", "3NLV1RWdOnXCjz/+KDZIAP8/fOGDDz5Ao0aNAADjxo1DdnY2bty4gfXr12Ps2LFwc3MDUNgDY/To\n", "0SqTQS5atAgJCQn45ZdfoKurCwDo0aMHOnTogK+++gr9+vWTHK+yEhISxPyUxtLSUozPDRKMMcbY\n", "fw83SDDGGKuzkpOT8eDBg9rORpXT1dXF559/jjNnziA3NxcymQz37t0rcciHssEBAPT19aGvr48D\n", "Bw6goKAAPj4+JcZVOnjwIPT09ODl5aUSNyYmBomJiXjzzTeroGSMMcYYY5rjBgnGGGN1lvIX9Nf9\n", "GEVlZWWhQ4cOaNSoEfbv3y/2fAgPD8fRo0fV7mNoaKgS9vDhQwBAw4YNJeHGxsYqcVNTU5Gbm6vS\n", "IPH8+XNYWloiNTW1ShsklL0/yurdkpycDJlMVqeXQmWMMcZY9eEGCcYYY3VWTQ+lqAmnT5/GjRs3\n", "8O2334qNEUD5h0s0btwYAJCeni4Jz8jIUIlrZmaG9PR0xMfHVyDH5RcYGAhdXV2cPn26xDgvXrxA\n", "XFwcfH19YWJiUiP5YowxxljdwqtsMMYYYzXo5cuXAABBECThSUlJKmGl8fX1hUwmw7lz5yThV65c\n", "UYnbtWtXPHnyBHfv3pWE37x5EyEhIcjPzwcA1KtXD8D/N45cvXoVly5d0jhPSg0bNsSXX36JQ4cO\n", "4a+//lIbZ82aNcjKysKsWbPKnT5jjDHG/h24QYIxxhirRsV7Prz11lswNTXF0qVLkZWVBQCIiYnB\n", "4cOHS+wloS7cwcEBQ4YMQVRUlNgIkZycjKioKJW4o0ePRrNmzTBq1CjxmBkZGfjkk09gbW0NLS0t\n", "AIWTUOrq6iIxMREAMH36dOzevbtC5fz6668xePBg9OjRAydPnhTD8/LyEBUVhYkTJ2LVqlVo3769\n", "xmVmjDHG2L8LD9lgjDHGqlifPn1w8eJFCIKAKVOmYMOGDTh48CCAwt4De/fuxbhx4+Do6IjmzZuj\n", "efPm6Nq1K37//Xd4eXlhw4YNWLZsGXbv3g1BEPDOO+/A0dERO3bskBznhx9+gIGBAQIDA2FhYQF7\n", "e3tMmTIFgYGBkt4WxsbGOHnyJCZOnAhnZ2eYmJhAS0sLAwYMwLhx48R42traWLx4Mb755hv88ssv\n", "sLS0xMiRI9WWMScnB35+fkhOThbz+O6772LOnDlinNWrV2PHjh2YOXMmEhMTUb9+fbx69Qre3t44\n", "deoU3N3dJWl27NgRt27dgiAIGDZsGNq0aYOffvqp0ueDMcYYY3WTQPwThFpxcXHw9vZGbGysyiRg\n", "jDHGWF0VFxeHli1b4tdff0WvXr1qOzuMMcYYe03VxDMxD9lgjDHGXlORkZG4evWqJEw5fEMul9dG\n", "lhhjjDHGNMYNEowxxthr6tq1a5g+fTpevXoFAEhMTMTs2bPRt29fXkqTMcYYY3UeN0gwxhhjr6n+\n", "/fvj8ePH8PT0hKurKwICAhAUFIT169fXdtYYY4wxxsrEk1oyxhhjr6mgoCAEBQXVdjYYY4wxxiqE\n", "e0gwxhhjjDHGGGOsxnGDBGOMMcYYY4wxxmocN0gwxhhjjDHGGGOsxnGDBGOMMcYYY4wxxmocN0gw\n", "xhhjjDHGGGOsxvEqGxp6/PgxLl26BGNjYxgZGYn/6urqQhCE2s4eY4wxxhhjjDH2WuEGCQ2dOXNG\n", "7dJq2traMDAwQL169aClpQVtbe1S/7W1tcXy5cthZmZWC6VgjDHGGGOMMcbqBm6Q0FBmZqba8Ly8\n", "PGRkZGiczoULF2Bubo5ly5ZVVdYYY4wxxhhjjLHXDs8hoSFXV1dMmjQJo0aNwqBBgxAUFISAgAB4\n", "eXnB0dERdnZ2aNq0KRo3bgwLCwuYmpqiQYMGMDQ0hK6uLurXry+mtWHDBmRnZ9diaRhjjDFWkr17\n", "90KhUMDT0xOOjo6YPHlyhdMaM2YMHB0dIZPJcOzYsSrMZck2btwIhUIBmUyGadOm1cgx/ws6duwI\n", "S0tLyGT89bkk/fv3h42NDWQyGe7du1fb2WGMvQb4HVVDXl5emDVrFpYuXYr169djx44dOHLkCGJj\n", "Y3H9+nXcvn0bd+/exYMHD5CcnIzU1FQ8efIET58+RXZ2Nl6+fImwsDAAhb0tfv3119otEGOMsSqV\n", "k5MDhUIBKysryGQyuLq6YsKECSrxdu3ahe7du8PNzQ0KhQKurq4IDQ1FXFycStyOHTuKX+4dHR0x\n", "aNCgmijKf1pSUhL69OmDjz/+GJcuXcLmzZtx+vTpCqe3cOFCrF69GgBqbM6pkJAQxMfHV+qYCQkJ\n", "iIyMxN27d6sya6+1mJgYfPzxxzx3WCk2b96M6dOn13Y2GGOvEW6QqEHDhg0T/79mzZpazAljjLGq\n", "pquri/j4eIwYMQIAsH//fsyZM0d8nYgwbNgwjB49GpMmTcKff/6J+Ph4XL58GZ06dUL79u1VhvPF\n", "xMSIX+7XrFmDn376qdz5CgsLQ3h4eCVK9t9y7tw5vHjxAgEBAQAAb29v/Pbbb5VKk4iqIGc1KyEh\n", "AdOnT+cGiWKI6LU8nzWJ64cxVh48h0QN8vPzg5OTE65du4Zjx47h+vXraN68eW1nizHGWBUq6cv4\n", "zJkzsX79ely8eBEuLi5iuJaWFsLDw5GTk4NPP/0UTk5O6NSpU5npaUoQBP5FtxyePHkCANDR0RHD\n", "6tWrV1vZqXX8cMkYY6w6cQ+JGiQIgqSXRFRUVC3mhlWVtLQ0pKWl1XY2GGN12JMnTzB79mx06dJF\n", "0hhR1LBhw2BoaFip+QpKUt6HypMnT0KhUEBHRwfh4eFYunQp2rZtCwsLC7z33ntIS0vDwYMH0blz\n", "Z9ja2sLf3x83b95USefAgQNo06aNONdS3759kZCQIImzbds2dOnSBd7e3lAoFGjVqhU2b94siTNw\n", "4EBx6MqxY8fQq1cvuLm5wcHBQePP0tzcXEyfPh1OTk5wdnZGs2bNMG7cOMmcTqGhoZg6dSoA4J13\n", "3oFCocD3339fYpoXL15ESEgI5HI5vLy8IJfLMX36dLx69Upt/MePHyM0NBQKhQKmpqYYPHiw2ACi\n", "9N1330GhUMDb2xuenp7o168fjh8/LokTGxuLbt26wdbWFs2aNYO/vz+OHDlSavmvXLkiOadKAwcO\n", "VJkXYf78+fjwww8BFF6XCoUCCoVCnOCbiLBo0SI4OzuLdTl27Fjk5OSUmgdAs/MNFM6D4ePjI9ZD\n", "jx49sHPnTgCFP/DUq1cPDRs2hJeXl3h9h4aGwtzcHG+++SY2btwomfPh0qVL6NatG1q0aAFXV1fs\n", "27dP5Zg3b95Enz59YGNjA7lcDrlcjvHjx6tcswBKTa/4/bNs2TK0a9cO5ubmkMlkePr0qXi8vn37\n", "wsbGBs2bN4ePjw+2bt0qpnP79m0oFAoYGhqiQ4cO2Lx5MwICAtC0aVMEBATgxo0bAIC///4bzs7O\n", "kMlkaNq0KYYOHQqgcBiZXC6Hnp4eXFxcxPhFLVq0CBYWFpDJZPDw8MAvv/wCANi+fTucnZ2hq6uL\n", "999/HwBw9OhRBAcHw8vLS/xbtmxZme8v33zzDRwcHCTzqNy6dQtyuVzleiyar7KuL03uFcbYa4CY\n", "WrGxsQSAYmNjqzTdlJQU0tbWJgBkaWlJr169qtL0/y1SU1MpNTW1trNRqpSUFPL19SUrKyuysrIi\n", "X19fSklJqe1sMfav8/DhQ4qNjVX7l5ycLIn7+PHjEuMmJiZK4mZmZtLDhw+rPL9Tp04lQRDo7t27\n", "Ytj//vc/EgSBZs6cWeq+AQEBJAiC5P1v7dq1JAgCHTt2rEL5CQsLo/Dw8Arta2trS02aNKHt27cT\n", "UeG5MDY2pvbt29OXX35JRESvXr0iPz8/CggIkOy7bds20tLSoh9++IGIiPLy8qh///5kbW1N6enp\n", "YryuXbvS999/L27/+eefZGpqSjt37pSkFx0dTYIgUK9evejZs2dERLRkyRLS0tKiGzdulFmW3r17\n", "05tvvkk3b94kosL3cDc3N2rXrh3l5eWpHKfo+SvJ7NmzKSQkhHJzc4mIKD09nfz8/CgiIkIS78iR\n", "IyQIAnl6eop5vXfvHtnY2FBgYKAY7+effyYLCwt6/PgxERG9fPmS+vbtS2FhYWKc8+fPk66uLk2a\n", "NEkMW7ZsGWlra9PevXslxxUEgaZNmyYJs7W1VbkeIiMjSSaTScKOHj1a4nU3evRo0tfXp/PnzxNR\n", "YV26uLjQO++8U0ptFdLkfJ84cYJ0dHTEusrPz6eIiAjJNda9e3eys7NTSd/X11fy3S0yMpIEQaAR\n", "I0aI5zkiIoKMjIwoIyNDjJeQkECmpqYUFhZG+fn5Yt4aNmxIixcvFuMp7++i6Y0ZM0YlPaLCum7c\n", "uLF4D2RkZJCJiQllZmaKxxs0aJB4vF27dpG2tjatWLFCkk5AQABZWFjQ/PnziajwuvD19aX27duL\n", "cV6+fEkmJiY0ePBgyb4ZGRlkbW1d6vfNPXv2kCAItGvXLkl4dHQ0DR8+XNweMWIEffHFF+L2/fv3\n", "ycHBgb777jvJfsr3rKL3UEnXk7rrUZPrS5N7hTFWedX1TFwUN0iUoDor/7333iMABIB27NhR5em/\n", "zl6nh3xfX1/xPCr//Pz8ajtbjP3rTJ06VeVeU/4tWLBAEnfVqlUlxi3+kHjgwAGaOnVqteS3+Jfx\n", "uXPnkiAItGrVqlL37d+/PwmCQBcuXBDDKtsgMWTIkAp/SbexsSG5XC4Je/fdd0kmk0kaFebNm0cy\n", "mUx8MC8oKCAbGxtyc3OT7JuYmEiCINCMGTPEsJs3b4oPZEr9+vVTebhV1sO2bdvEsJSUFBIEgVav\n", "Xl1qOZQNAkuWLJGEb9u2jQRBoPXr16scR5MGieTkZJWH0OXLl5O+vr7a48+aNUsSvmTJEhIEgWJi\n", "YoiI6JNPPiEnJycqKCgQ4/z111+0adMmcdvf358sLCwkjShERB4eHtSsWTNJmKYNEsprVl2ei193\n", "N2/eJJlMRqNGjZKE//TTTyQIAp04cYJKo8n5njdvHhkbG1NOTo4YlpSURMuWLRO3t27dSoIg0O+/\n", "/y6GXb16lTw9PdWWLS4uTgw7e/YsCYJAhw4dEsOGDBlCb7zxBqWlpUn2/+KLL2j58uWlpnfu3DmV\n", "9IgK7x9nZ2dJ2N27d6mgoICGDBlCOjo6Kj++9OzZk4yNjen58+dimL+/P5mamkrO+Zw5cyT3HBHR\n", "qFGjSE9Pj54+fSqGLV++nD7//HMqTX5+PjVp0oR69uwpCW/bti2dPXtW3L537x5lZ2dL4kyYMIFc\n", "XFwkYeruoZKup+LXo6bXlyb3CmOs8mqiQYLnkKgFw4YNw7Zt2wAAq1evRlBQUC3nqO4IDg7GmTNn\n", "xO2kpCT06tULp06dqsVcqUpLS1PbhfPOnTtIS0uDqalpzWeKsX+pjz76CD179lT7WpMmTSTbyu7E\n", "6pibm0u2fX194eHhUTWZrCMuXLggdrVXUi69p1AoJOH79++HpaVlmWkWn+vIxMQEZmZmaNiwoRhm\n", "amoKIkJKSgqaNGmC69ev4969e/joo48k+1pbW8PIyAgxMTHi0BRdXV18/vnnOHPmDHJzc8XlAouf\n", "L6UWLVqI/zczMwMAJCcnl1oG5aSUrVu3loS3adNGfL0iK5gYGxtjyZIl2LlzJ549ewYtLS2kp6cj\n", "JycHKSkpsLCwkMQvfr35+PgAAM6cOYMOHTqgU6dO+OGHH+Dn54ePPvoI7777LlxcXMRhPtnZ2Thx\n", "4gTefvttaGlpqZRl1apVuHHjBhwdHctdFk0dOnQIRIS33npLEu7m5gagcCLWtm3blri/Juc7ICAA\n", "kyZNgre3N0aOHImgoCBYW1tj5MiRYpyePXvC1NQUUVFR4pwra9euxQcffKD2uGVdN7/99hvs7Oxg\n", "YmIi2a/oxLQlpaf8zFd3Hbq6ukq2mzZtKh7P3t5e5ftCmzZtsHv3bpw+fRqdO3cWw5s1ayY552Zm\n", "ZpJ7DoA4PGTTpk0YPnw4ACA6OhorV65UWwYlmUyGIUOGYO7cuUhOToalpSWuXbuGjIwMtGrVSoxn\n", "aGiImTNn4vDhw8jOzoaWlhaSk5ORkZFRavrlUdb1deTIEbRt27bMe4Ux9vrgBola0KVLF1hbW+P+\n", "/fvYt28fHjx4oPKl+r+IH/IZY+pYWVnByspKo7hmZmbiw0ZZjIyMYGRkVJmsaczOzg5A2Q/OycnJ\n", "kMlkYvzyatmypbjco1J4eDgEQajQvEWCIEBfX1+jMADIz88HAKSmpgIAduzYgT/++EMS19DQEHl5\n", "eQCArKwsdOjQAY0aNcL+/fvRqFEjMc9Hjx5Vm6eix1bOe6A8bkmU+Sn+sKn8XHn8+HGp+5dk2LBh\n", "OHDgAA4fPgxPT08AwLp16xAeHo6XL1+qxC9+vSnz8+DBAwCFDWq///47Fi5ciOHDh4OI0LVrVyxc\n", "uBCOjo548uQJiEilHEXLkpqaWq0NEsq6/PrrryUP6/n5+bC0tJTMyVGcpue7ZcuWOH36NObPn4/x\n", "48fj008/Rbt27TB//nyxEadevXoYMGAAVq9ejadPn0JfXx9btmxBbGys2mPr6uqK/1d33aSmpqJZ\n", "s2Ya10NZ6QGF94WhoaHa/Us6XtHzWFTxe07dMb28vODu7o61a9di+PDh+Ouvv5Cbm6tRw+vQoUMx\n", "e/ZsrFu3DhMmTEBUVJRk3jMiQs+ePZGSkoIDBw6I71HTpk3DtGnTykxfU2VdX1lZWQDKvlcYY68P\n", "ntSyFmhpaYkt+AUFBVi3bl0t5+i/o6omoDQ1NYWtra1KuJ2dHTecMMZUBAYGQldXF6dPny4xzosX\n", "LxAXFwdfX1+1D5wVRdWwTGFZ6SkbhUJCQhAfHy/5S0xMFCeeO336NG7cuIExY8aID6eapF9eyvyk\n", "p6dLwpWfB0WPramcnBxs3rwZISEhYmMEUHrelZNCFj9+0R8lAgMDsXfvXiQlJWHevHk4ffo0unTp\n", "AgBo2LAhZDKZSjnKUxYtLS2VPD579qzUfYpS1uXChQsl5/Xy5ct4+PAhZs+eXeK+5TnfLVu2xObN\n", "m/Ho0SOsXr0ad+7cQefOnSW/xoeHh+PFixfYsGED9u/fDx8fnwp/BpuZmamt1+pS0vEqc00Chcv8\n", "nj17FlevXi21x0hx9vb28Pf3R1RUFPLy8rBlyxZJr6GbN2/i5MmT+OijjyQNppreq8reHcXjKyf4\n", "VCrP9VXSvVLV7x+MserFDRK1RPmLFVC4tnxBQUEt56j2KBsJTE1N1XYftrW1LfcXjOIND48ePYKf\n", "nx/c3d3h7u4OPz8/PHr0qFL5/vTTTwEU/uKlra2Nhg0bYvv27ZVKkzH279SwYUN8+eWXOHToEP76\n", "6y+1cdasWYOsrCzMmjWrSo9dHUt+lpWmk5MTbG1tERcXp/LaypUrsXz5cgAQexEUTy8pKalK8921\n", "a1cAUOmtodxWvl4eeXl5KCgoUJv3kly+fFmyfe7cOQCFq0YAwOLFi8UwU1NTjB49Gl999RXu3r2L\n", "jIwM6OnpoV27doiLixN7mRQtS7NmzeDg4FBqvi0sLFQa5v/55x+VciiXOlU+3MXGxuLGjRvo0qUL\n", "ZDKZ2nP72Wef4cSJEyUeW9PzvXHjRuzevRsAYGBggA8++ACLFy/G06dPJT0pFQoFPDw8EBUVhejo\n", "aI0fvtXp2rUrbt++rVI306dPx8KFCyucbmnHu3Xrlsrx/vjjDxgbG4vXRHkNHDgQ2traWLlyJbZu\n", "3YrQ0FCN9x06dChu3LiBCRMmoHXr1pKG0creq8rhS0UbYR49eqSyyoym11dp90rxhj/GWN3GDRK1\n", "xNbWVhzr6p6jAAAgAElEQVTzePv27RK7ppbXy5cv8ejRI9y8eRMvXryokjSrS/FGArlcjnv37uGN\n", "N96Aubm5+EEYHBxc4TSVDQ/KuSmSkpKQlJSEM2fOoFevXiWmU1ZPigcPHuCzzz5D9+7dcfPmTcyf\n", "Px8ZGRl4/vy55hXAGPtXK/4r3ddff43BgwejR48eOHnypBiel5eHqKgoTJw4EatWrUL79u01Sq+i\n", "+Sjvvur2LynNouHfffcdTpw4gejoaDHsjz/+wNSpU8W5HN566y2Ymppi6dKlYlfsmJgYHD58WKNj\n", "lJUfJX9/f/Tu3RsLFizA7du3ARR+XkydOhXt2rVDSEhIudM0NDREQEAAtmzZgjt37gAAEhMTsWLF\n", "ihL3X7dunbj04r1797Bw4UIEBgYiICAAQOFSkrNnzxaXN3z16hVOnToFLy8vNGjQAAAwb948PH36\n", "VNJNfsWKFfj777+xZMmSMsvRsWNHnDp1Smw4OX78OK5cuaISz9bWFoIgIDExEUBhI/zZs2dhZ2eH\n", "iIgILF26VHxoJCKsWLECe/fuhbe3d4l1pun5vnHjBr799luxN0RBQQGOHz+OJk2aqMwREB4ejtjY\n", "WFy4cKHcDUtFjxkZGQlDQ0OMHTtWHAZx4cIF/PDDDxqnW7wOS+udFBkZCSMjI8nx9uzZg3379mHO\n", "nDnQ09MrNe2Swhs1aoTu3bvj+++/h6+vr3jdaOL999+HkZERFi1aJC4dquTs7AxHR0esXr1aHOL0\n", "559/ql2yVV3eHBwcYGNjIy4rSkSYPXs2jIyMJPE0vb40uVcYY6+Japkq81+gJmYU3bJli8os8DKZ\n", "jOrVq0c6Ojqkp6dHBgYGZGxsTCYmJmRmZkYWFhZkZWVF1tbW1LRpU7KzsyM7Oztq1KgR6ejoSNIy\n", "NTXVaJbw2qJulQo9PT1KSUkRl/0cPnw4GRgYUEJCQoXTNDc3p3r16qmEW1lZqcxuXdYqH6mpqZSc\n", "nEzt2rUja2trcf+srCxq2LAhjRs3ruoqiDH2WsnOzia5XE6WlpYkk8nIxcVFskSe0vbt2+ntt98m\n", "FxcXksvl5OLiQoMGDaLLly+rxO3QoQM1bdqUZDIZOTg40MCBA8udr4os+3nlyhWSy+Wko6NDJiYm\n", "4vKCbdu2JRMTE9LR0SGFQkHXrl2jiIgIMY8uLi4UHR0tpvP7779T27ZtycbGhry9valTp0508uRJ\n", "ybHOnj1L7dq1IysrK/L396cPP/yQunfvTvXr1yeFQkF///03ffLJJ5JjbNmyhU6fPk1yuZxkMhlZ\n", "WlpSnz59Si1Tbm4uTZs2jRwdHalFixZkZ2dHY8eOlawaEBISIjmOQqGQrPRQXFJSEvXr14+srKyo\n", "TZs2FBQURBERESQIArm6utL69espIiKCHBwcSCaT0fr16ykoKIg8PDzEJRqfPHkipnf8+HHq27cv\n", "ubq6kkKhIFdXVwoLC1NZnjY2Npa6du1KNjY2ZGdnR+3btxdX6iAi2rBhg6RuOnfuLL729OlTCg0N\n", "pSZNmlDr1q1p8uTJNGXKFBIEgeRyOW3dulWMGxkZSTY2NuTu7k59+/aVLB25dOlScnFxIScnJ1Io\n", "FDRo0CC6d+9eqeeASLPzfenSJQoLCxPvETc3N3r//ffpn3/+UUnv8ePHVL9+fckyqErBwcHi/ahQ\n", "KOjEiRO0detWcnFxIZlMRk2bNpWsQHHz5k3q06cPvfnmmySXy8nf319yvWqa3pUrV8jT01O8f+Ry\n", "Oe3bt08lf8rjNW3alBwcHKhly5b0yy+/iK+npaWRp6cnGRgYkIGBgXg9TpgwQXKd/vTTT5J0d+7c\n", "SYIg0MGDB8s8H8WNHDmSbGxs1L527do16tatG1laWlLbtm1pwIABNGTIEBIEgRQKBR06dIj69esn\n", "ydvSpUvF/c+cOUNeXl5kb29PgYGBdPjwYbK1tSUTExNSKBTlur40vVcYY5VTE8/EAhEPtFInLi4O\n", "3t7eiI2NLXHG9sp6+fIlrK2tVSYuqkrjx4/H3Llzqy39ikpLS4O7u7tK11ZLS0v8+eef4hCNzMxM\n", "uLm5wcXFBQcOHCi1W2BJacpkMtSvX1+lx4iVlRWuXLkiGQ7i5+cnWeVDGbZ9+3YEBwcjISEBz549\n", "w/Pnz7Fr1y706NFDjDd+/HisWbMG9+/fV/llgzHGGGPVw8nJCXv37i1zuMp/xYMHD+Dr6yuusMMY\n", "YxVVE8/EvMpGLdLR0cGGDRswf/58ZGVlIT8/H/n5+SgoKJD8q0mYgYEBjI2Nxb/ffvsNubm5WL9+\n", "PWbNmiWOBa3rijc4GBsb48cff0T37t0RHR0tLv1XtBGh6NCK4mNqgcJxi9bW1jh//rwkvPgElCWt\n", "8hEbGwuFQoGHDx9KwmfPni1pkPj444+xYMECbN68uVLjWBljjDGmmfj4eJibm3NjRBH/+9//EBYW\n", "VtvZYIwxjXCDRC3r0qWLOHt2Verduzd+/fVXpKSkYN++fQgKCqryY1SGcpWK4r0Z1K1S8c4776BP\n", "nz748MMPMXHiRMhkMtja2mLVqlX48MMPxUYEIyMjtb1N7OzssH37dvTq1Qt37tzB48ePYWRkpPEE\n", "lESkdpKy4suR2tvb45133sHSpUslk5YyxhhjrOps3rwZCQkJ+PLLLzF//nyMGjWqtrNU6z799FP0\n", "7dsXPj4+WLVqFQ4ePFjbWWKMMY3wpJb/UkUnI1qzZk0t5qRkO3bsgJ+fH6ysrGBlZSUOjVAnISEB\n", "+fn5SElJESel9PX1lUxUee3aNRgbG6N169YqaZqbm+PUqVO4cuUK5syZgydPnqhMQFnSUp6enp5q\n", "V/9QZ9SoUbh48aLKsA/GGGOMVQ0DAwMsWrQIHh4e0NfXR79+/Wo7S7XO2NhYbJAYPXo0rK2taztL\n", "jDGmEZ5DogQ1MV6mOuXn58PW1hb379+HlpYWEhMTYWVlVdvZUks55KKkpT1LmhtCHeW8EErq0szO\n", "zsabb76JIUOGqCzllZCQgObNm0NbWxsNGjQQe1coV+koys/PD6dOnZKEFRQUwMnJCR4eHli5cmWF\n", "10NnjDHGGGOMsdpUE8/E3EPiX0pLS0scP5ifn49169bVboZKYWpqWqEH99KGRJSWpp6eHoYPH441\n", "a9bg2bNnktd++eUXEBFOnDiBK1eu4NSpUzA3N9e4N0dqairy8vKwbds2uLq6isuOMsYYY4wxxhiT\n", "4gaJf7Hw8HDx/1FRUZVai742lTSUwsDAQCVM3RwU6nzyySfIyspCdHS0GPb06VPMnj0bw4YNg7e3\n", "tySdokM+ijZUFKdciQMAUlJScObMGfTq1Ut8PS0tTTIJZ0lhjDHGGGOMMfZvVycbJC5evIigoCC4\n", "uLjAw8MDHh4emDt3LvLz8yXxrl69infeeQfOzs5wcnLCgAEDVFZCUIqKioKnpyc8PT3h6uqKefPm\n", "vbYP6Jqyt7dHx44dAQA3btzAiRMnajlHFaeuh8KZM2c0noOiOGtra/Tu3RtLlixBQUEBAGDhwoXI\n", "zs7G5MmTS9yvtJ4XJa3ScefOHfzzzz/w8/ODu7s73N3d4efnh7/++ksljHtTMMYYY4wxxv4r6twq\n", "G/fu3UOHDh3QvXt3XL58Gdra2jh//jz8/f2RkpKCBQsWiPHatWuHYcOGYd++fcjPz8egQYPg7++P\n", "uLg4GBoaimkuW7YM48ePx4kTJ+Dt7Y07d+7A19cXqampmDNnTm0VtUYMHToUMTExAAont2zfvn0t\n", "56hilD0Uis83oS5MU6NHj4avry82b94MHx8fLFy4EJ988gmaNGlSpXlPTU1F165dcffuXTEsKSkJ\n", "vr6+kiEjSUlJ6NWrl8q8FEWVp6wVrRfGGGOMMcYYqwl1rofE3r17kZmZiXHjxkFbu7C9xMfHB507\n", "d8aGDRvEeFOnTgURYfr06QAK50xYsGAB7ty5g8WLF4vxnj17hkmTJiE8PBze3t4ACrv1R0REYOHC\n", "hbhz504Nlq7m9erVCw0aNABQOD9CZmZmLeeoctT1UKjoHBT29vYwMDBAeHg4FAoFsrKyJKuTVCRv\n", "6oaW6OrqShojlIrPXwH8/1KixT169Ejj3hTlicsYY4wxxhhjtaXONUhoaWkBAHJzcyXhr169Qr16\n", "9QAUTtL466+/4q233kL9+vXFOFZWVmjRogW2bNkihh04cADPnj1DYGCgJL2OHTuK6fyb6erqIjQ0\n", "FACQk5ODzZs313KO6o7g4GA8f/4cr169QlZWFgoKCjBs2LBKpaluaMnZs2dhYWGh0f4lDSNSrvKh\n", "XOK0+NwUFY3LGGOMMcYYY7WlzjVIhISEwNXVFZGRkeKv+Xv37sXRo0cxY8YMAMDt27fx/PlzNGvW\n", "TGV/e3t7/PPPP2KDxsWLFwFAJa5y+/Lly9VWlrqi6K/+a9asqcWc1B2lzfdQmQkm1U1+2aJFC9jb\n", "26vELTqsSCknJ0clvDx5ra5yMcYYY4wxxlhVq3NzSBgYGCAmJgZDhw6FmZkZzMzMkJubixUrVmDI\n", "kCEAgMePHwMAjIyMVPY3MjJCQUEB0tPTYWFhUWJc5bby9X8zhUIBhUKB+Ph4nD9/HmvWrIGJiQny\n", "8/ORn5+PvLw8PH/+HE+fPpX8vXjxAkSEgoIC8V+gcNlM5Z++vj709fXRrVs3yOXyWi5p3VF8CMmO\n", "HTvQq1cvcYiQnZ0dVq5cieHDh4thJiYmuHbtGoYOHYr169cjPT0dQGGviezs7JotAGOMMfYaGzNm\n", "DHbv3o1bt27hyJEj8Pf3L9f+/fv3x5kzZ5CYmIiEhAQ0bdq0mnLK/ou++OILbN++vcLX5+sgPz8f\n", "c+fORXh4OCwtLWs7O9VmzZo1iIiIwNixYzF16tTazo5o6tSp+Pzzz2FiYlLbWSkb1THXr1+npk2b\n", "Uu/evSkjI4OIiM6ePUtWVlY0fPhwIiI6deoUCYJAU6ZMUdk/NDSUBEGg5ORkIiL68MMPSRAEun37\n", "tiRebm4uCYJAXbt2VZuP2NhYAkCxsbFVWbxa8/333xOAavszMDCgpKSk2i5mufj6+qqUw8/Pr1qP\n", "mZqaSqmpqSWGbdq0iQBQkyZNyMrKiiwtLcnU1FRtnZeU19ooF2OMKDs7m+RyOVlaWpIgCOTi4kJy\n", "uZycnJzIysqK/Pz8aOfOnRVKOyMjg6ZOnUoXL16s4lz/t61du5aio6NVwu/du0eNGjWi77//vtxp\n", "Ll26lMzNzen+/ftVkcVKe92vncrU59GjR0kQBDp27FiZcfv27UutWrWShEVHR5MgCHT37l0x7Pz5\n", "89SgQQOVe3nq1Kl09OjRcuexvHli/x7luT5fN69evaKuXbvSqFGjxLDQ0FBycHAgQRCoadOm1LFj\n", "R5X9Ll26RIMHDyZXV1eSy+Xk6upKb7/9Nm3dulUl7vjx48nFxYUEQSBLS0tSKBSUk5NTreUqKjk5\n", "mXr06EE+Pj4kCAJNmzat3PuPHTuW3N3dSS6Xk1wuJ09PTwoPD6ft27eL8bZs2UJyuZzq1atHBgYG\n", "JJfLycPDgxwdHSkgIIAWLFhAT58+VUn/559/JkdHx0p/FtXEM3Gda5Do27cvaWlp0ZMnTyThixcv\n", "JkEQ6ODBg3T9+nUSBIFGjx6tsn+PHj1IW1ubXr16RUREEydOJEEQVD6I09LSSBAEGjRokNp8KCu/\n", "Xbt21KNHD8nfxo0bq6i0NSc9PZ0aNGhQrY0Sc+bMqe1ilktKSgr5+fmRlZWV+LCQkpJS29kiGxsb\n", "lbq1t7cX81qvXj1q0KBBiXk9fPgwAaA33niDAJCPj0+dKBdj/xWRkZEqDzHp6ekUEBBAWlpadOrU\n", "qXKneefOHRIEgdatW1eVWf3P8/f3p4CAAJXwR48eUatWrWjTpk3lTnPjxo3UqlUrevz4cVVksdJe\n", "92unMvV55MgRjR/4IiIiqG/fvpKwtWvXqtzLf//9NykUCpU0K/JAUpE8sX+P8lyfr5tx48ZR69at\n", "VcKVjTDq3o9Wr15NRkZGtG7dOsrPzxfDjx8/TjY2NhQaGioJJyJKSEio1L23du1asrW1rdC+kydP\n", "phUrVlQoD9nZ2eTg4ECBgYGUlpYmht+6dYtcXFyobdu2KvvY2tpShw4dJGEnT56kli1bko2NDcXF\n", "xansM3bsWHrrrbc0ztfGjRtVnnvbtWtX7Q0SdW7IxuXLl9GoUSNxZQil5s2bAwAuXbqEwMBAGBoa\n", "4vbt2yr73759Gy1atBAnwFQoFGK4p6enJB4ASZg6ixcvhpeXV8ULVEc0bNgQx44dw969e0FE0NLS\n", "kvwZGBjAyMgIxsbGMDIygpGREXR0dKClpQVBECCTySCTycThA8q/Bw8eoE+fPgCAqKgojB8/HoIg\n", "1HJpNVPSUqK1KS0tDa9evVIJz8nJwa5duwAAa9euxZdffikOoSluz549MDc3x2+//QaFQoFx48bB\n", "3Ny8WvPNWHWpzvuzutImNZPTNmzYEJ9++imOHTuGXbt2wc/Pr8rSZlWvUaNGOHv2bIX2HTBgAAYM\n", "GFDFOaq81/Xaqan6XLhwoUbxnJ2dERcXp/a1qq5jTfPEWF2SkZGBpUuXYuvWrSqvlXSPHD16FCNG\n", "jMAPP/yAwYMHS15r164ddu/eDS8vL9jb24srLJaWXk2YNm0aZDKZ2rnbynL48GHcunULCxculAyp\n", "sLe3x8yZM7Fo0SKVfdSV9a233sLx48fRunVrdOvWDVeuXEGjRo3E1ydMmIDGjRtj165d6NmzZ5n5\n", "Uvd+GxcXJ65UWV3q3KSWlpaWSE1NRVZWliRcebItLS0hk8nw3nvv4eTJk5KHt6SkJPzzzz/o27ev\n", "GNatWzcYGhri0KFDkvQOHz4MLS0tvP/++9VXmDrGw8MDEydOxKRJkzBhwgSMGzcOERER+Oyzz/DB\n", "Bx+gd+/e6Ny5M1q3bg1nZ2fY29vDxsYGTZs2hbW1NRo3bowmTZrA0dERnp6e8PX1Re/evcVxb9eu\n", "XcOZM2dquZTlV9FlQ2uDqakphg4dCm1tbckyuEq5ubnYsGEDQkJCIJfL0bx5cxw5cqQWcspY5VTn\n", "8rW1tTSucrJlmUz60fvw4UMMHjwYtra2cHJygre3t2QFqI0bN6J79+4AgClTpkChUMDLywtXr15F\n", "y5YtIZPJYGFhIVlN6ttvv5WMed+/fz9cXFxgaGgomej47Nmz6NSpE+zt7WFvb49u3brh0qVLKnk/\n", "cOAA2rRpA0dHR9jZ2aFv376SL2FffPEFHB0dIZPJsG3bNgwaNAienp6ws7PDrFmzyqyb+fPnw9XV\n", "FTKZDIsWLcKQIUPg7e0NExMTBAUFITExURJ/1apVaN++PXx8fCCXy9GuXTv8/vvvkjgdO3YUvzNc\n", "uXIF3bp1g5ubG2QyGWbOnAmFQoHY2FhcuHBBnGtpzpw5OHfuHORyOerXr4/w8HBJms+fP0dERATs\n", "7e3h4eEBd3d3DB48GKdPnwYAfPXVV3BwcIBMJsPx48drpGyXLl1Ct27d0KJFC7i6umLfvn1iPHXX\n", "jkKhwD///AMA+O2339C2bVt4e3tDLpejU6dOWLt2bYnnadGiRbCwsIBMJoOHhwd++eUXAMD27dvh\n", "7OwMXV1d8XvV0aNHERwcDC8vL/Fv2bJlki/VRa+b7du3IywsDD4+Pqhfvz569eqFyZMni/V57Ngx\n", "cb+LFy+Kn3NeXl6Qy+WYPn262gZ9oHC+sNDQUCgUCpiammLw4MF48uSJ+HrXrl3F+izNjh07oFAo\n", "IJPJMG3aNADAkSNHxB+/VqxYIdbx0qVL4ezsDJlMhqZNm4r3XU5ODuRyOfT09ODi4oIbN26oPZa6\n", "PFX2Phs4cCBsbGzE6/O9996Ds7MzHBwc8PPPPyM7OxsjR46Et7c3bG1t8c0336ik8fTpU4waNQp2\n", "dnZwdnaGm5sbli9fLomTlpaGzz//HAqFAt7e3vD09ERYWBiSk5PFOCdPnoRCoYCOjg7Cw8OxZMkS\n", "tGvXDtbW1ujZsydSUlLKLI+m18H58+fRqVMn8Tps27Yt5s2bBwD47LPP0KBBA9SrVw8KhQLnz58H\n", "UHit29vbo2HDhhgzZgy++OIL8VrUpO7Leq8oKjU1tcT0Xrx4AblcDlNTU9jZ2eHo0aMIDAwUr4Od\n", "O3eKxxszZgyaNWsGZ2dnODk5YebMmcjPzxfT0vR9w8/PD/Xq1UPDhg3h5eUl3rOhoaEwNzfHm2++\n", "iU2bNpV4XrZv3468vDx06tSpzHOoNHHiRBgaGqq85yq5u7sjMDAQCxYskNy7tams94vS5OXlAYA4\n", "j1xRPXr0EN9bNaGrq4uZM2fi0aNHWLBggeS1Ro0aQaFQ4Oeff65wXmtEtfW9qKAdO3aQTCajDz/8\n", "kHJzc4mosPuKnZ0d2dvbU1ZWFhER3b17l8zMzGjChAlEVDgnREhICDk6OtKzZ88kaS5btoz09PTE\n", "ria3b98mS0tL+uKLL0rMx79tDonqtG7dOnFowdChQ2s7O689TeaA6NOnD7m7u1NBQYEkfPfu3QSA\n", "4uPjiYjoo48+oubNm9dY3hmrKtU5F0p1z7MydepUEgSBEhISxLBbt26RQqGgxo0bS7p/P3nyhOzs\n", "7KhDhw6UnZ1NRES7du0imUxGmzdvFuMpu4Sq6+bq7e1NgYGBkrCWLVuSIAh04cIFMWzr1q306aef\n", "ittnz54lHR0dyWfhuHHjyMjIiG7evCmGbdu2jbS0tOiHH34gIqK8vDzq378/WVtbU3p6uhhP2RW3\n", "Xbt24jxOu3btIkEQKCYmpsx6U5bR3Nyczp49K9aPl5cXtWjRgvLy8sS4zs7OtGfPHsmx9fX1Vbqs\n", "KofPhIaGit8fwsLC6LvvviMiooCAAJUusEq2trYUHh4ubr969Yp8fX1JoVCI8/6kp6dT69atKTg4\n", "WKUeinbDrs6yjRgxQtw/IiKCjIyMxDm4ih67+LVz69Yt0tHRkeRz0aJFZXZf3rNnDwmCQLt27ZKE\n", "R0dHi3N9ERGNGDFCcm3dv3+fHBwcxLovXl8tW7YUr7vo6Gjq1auX5PWi+Zw9ezaFhISI3xPT09PJ\n", "z8+PIiIiJGkru8R7enrSjRs3iKhwfhAbGxuVeyYyMpJkMpkkTN2QDSL1wzPUhb18+ZJMTExo8ODB\n", "kvCMjAyytrYWhxeXRF2eKnufKefF6N27t/ieM378eNLS0qL+/fuL50B5novOi/Hq1Stq1aoVubm5\n", "iUNozp49S3p6epJhu2fOnCFnZ2fxPsnNzaVRo0ZRy5YtVbrc29raUuPGjel///sfERXeF82aNVOp\n", "M3U0uQ6ePn1KDRs2lFz/27ZtI0EQxO158+aRTCZTmW9u4sSJtGDBAnFb07rX9L1CeX1qci7DwsLI\n", "yMiIhg8fLtZhx44daefOneLx5HK5eF6uX79OTZo0of79+0vS0fR9o3v37mRnZ6dS576+vmU+G4WE\n", "hKjdt2iZi56PlJQUEgSBOnXqVGq6yrwXnU9COSStNoZsVCYPycnJZGBgQPr6+jRjxgx68OBBmfvY\n", "2NiU+HmVlZVFWlpa5ObmpvLaoEGDyNLSUuO8FfefnEOCqPCG79q1Kzk5OZG7uzu5uLjQ6NGj6dGj\n", "R5J4f//9N3Xr1o1atGhBzZs3p/79+5d4QqOiosjd3Z08PDzI2dmZ5s6dW2oeuEFCc8+fPydDQ0Nx\n", "csviDUKsfDSZ22LPnj0EQOULau/evcnDw0Pc3rJlCwHQ6I2OsboiNTWVrKysVBoNzMzM6PDhwxQb\n", "G1vhv8OHD5OZmZlK2lZWVioTzlaUskFCOamlg4MDyWQyat26NZ0/f14Sd8qUKSoNB0REgYGB1KxZ\n", "M3G7tHkAZsyYQfXq1RPnXrp37x7J5XLS0dGhr776SowXGhpKhw8fFrfbt29PZmZm9PLlSzEsOzub\n", "DA0NxcblgoICsrGxUfmSk5iYSIIg0IwZM8Qw5RfNhQsXimEFBQVkYGBAkydPLrPelGX88MMPJeHK\n", "L+hRUVFi2LVr11T2b9OmDY0cOVISpjwXf/zxhxj25MkTsa78/f01bpBQPpzu3r1bEm/37t0UEhIi\n", "bqsbF16dZSv6OXD27FkSBIEOHTqkcuzi184vv/xCgiBIPh9evnwpOafq5OfnU5MmTahnz56S8LZt\n", "24qNLUSF16HygVdpwoQJ5OLiIglT1tfs2bMl+VDmS119JicnSx6eiIiWL19O+vr6atOeNWuWJHzJ\n", "kiUqD33K+iyqsg0SRESjRo0iPT09yaRzy5cvp88//1wlbnHq8lTZ+0xZph07dohhsbGxaudmMzQ0\n", "pK+//lrcjoqKUnkgJCIaOnQoGRkZiec7KyuLEhMTJXGuXr1KgiCovAfa2NhIvrcQEY0cOZKaNGlS\n", "Zlk0uQ7Onz9PgiCozN1TtK6Sk5NJW1tb8n6Zl5dHtra2kmcPTeu+vO8VmpzLIUOGSCbtJyqc6+b5\n", "8+fi8Yo3Ei5cuJAEQaDjx4+LYZq+b2zdupUEQaDff/9dDLt69Sp5enpSWQICAtTOH1G0zEXfj86d\n", "Oyc2HJdmxYoVJAgCzZ8/Xwwrb2OAcvJI5V/Tpk2pfv36KuHFz11pKtoosn//fmrcuDEJgkAymYy8\n", "vb1p2rRpkh8ziiqtQYKIyMLCggwMDFTCx44dS4IgqLwfa6omnonr3BwSAODv76/R8jfOzs6SLkal\n", "CQ8PL7EbEKscfX199O/fH6tWrcLz58+xdetWhIWF1Xa2XluazG3x9ttvw8LCAuvWrRO7iqanp2PX\n", "rl349ttvxXgBAQEACruUhoaGVn/mGatGqampkmEJdd3+/fvFYRMvX77EggUL4OfnhyVLlmDEiBEA\n", "gIMHD0JPT09lriI3NzfExMQgMTERb775ZqnHCQ4OxpQpU7Bnzx4MHDgQ27dvR0hICGJiYrBjxw7M\n", "nDkTubm5OH36NNavXw8AyM7OxsmTJ9GlSxfUr19fTEtXVxf29vaIiYkBAFy/fh337t3DRx99JDmm\n", "tbU1jIyMEBMTg8mTJ0tea9Gihfh/QRBgYmIi6apdFg8PD8m2j48PAODMmTOSz/Hw8HBcunQJBQUF\n", "ELWsqWgAACAASURBVAQBN2/eVJl/SsnNzU38f0lxyvLbb78BAFq1aiUJf/fdd/Huu+9qlEZ1lK1o\n", "fZuZmQGARvXdpk0bGBgYwNfXF5988gl69eoFR0dHlfNZnEwmw5AhQzB37lwkJyfD0tIS165dQ0ZG\n", "hqRuDA0NMXPmTBw+fBjZ2dnQ0tJCcnIyMjIy1KZb9BzVr18fjRs3LjEPxsbGWLJkCXbu3Ilnz55B\n", "S0sL6enpyMnJQUpKCiwsLCTxS6v3Dh06lFreygoPD8eyZcuwadMmDB8+HAAQHR2NlStXVirdyt5n\n", "yrnZgMI5boqHAYXLkSclJYnbBw8eBFA4br0oNzc3REVF4fz582jfvj309PSwd+9erFy5EsnJydDW\n", "1haHUdy6dQstW7YssSxA4fceTcqiyXXg7OyMJk2aICgoCB9//DH69OkDd3d3zJgxQ0zHwsIC3bp1\n", "w/r16zFjxgwIgoCDBw9CoVBIxuOry6+6ui/ve4Wm59LU1FRybSvzpjxe69atJfHbtGkjvt6uXbsS\n", "j6nufaNnz54wNTVFVFSUOPRi7dq1+OCDD1TyVVxKSkqdnbssPj5esr1u3TpERkaqhNeErl274u7d\n", "u9izZw+2b9+O3377DZGRkZg5cybmzp2L0aNHlys9IlI7j5+uri4AIDMzU/x/XVPn5pBgr6eib1BR\n", "UVG1mJN/j9LmttDW1kZoaCg2btwojkvfsmUL8vPzJQ0P5ubm4oPN6yYtLU1slGH/LaamprC1tVUJ\n", "9/DwQGxsbKX/ij+cAICdnV21ziWjo6ODSZMmwcPDA6NHj0ZmZiaAwkaW3NxceHl5iWPPFQoF9u7d\n", "K86pVBY3Nzc0a9ZMHEu8Y8cOvPfeewgODsbff/+Nmzdv4siRI2jbtq045vXJkycgIpw7d05yXIVC\n", "Ib6mzJ8yzeLxDA0NxXGwRenr60u2ZTKZZBxz9+7dJekUnyDQyMhIsq2c8OvBgwcACueLatu2LZ4+\n", "fYrjx4/j4sWLiI+PR8uWLfHy5Uu1dVQ8TxWRmpoqPixUVHWUregXTOX5LVrfJbG2tsaFCxfQuXNn\n", "fPPNN+L8JQcOHChz36FDh6KgoADr1q0DUPi5P2zYMPF1IkLPnj2xdetWbNq0CZcvX0Z8fDxGjBhR\n", "YjkMDQ3LPK7SsGHDMHfuXPzwww9i2tOnTwcRqU2/rHqvTl5eXnB3dxfn5vjrr7+Qm5ur9n2oPMq6\n", "z8qzv/IhpniagiBI0lS+H3Tr1k1yD69YsQKWlpZiY9Pq1avRr18/hIWF4cqVK4iPjxd/QCx+fgRB\n", "UFuWkibuLkqT60BfXx/nzp3DwIED8eOPP8LT0xNOTk4qY+rDwsJw//59sdElKiqqxB8yy6r78r5X\n", "aHouS7pHSjqe8jPt8ePHKvuU9b5Rr149DBgwADt27MDTp0+Rn5+PLVu2aPTjlra2drkmm7SxsQFQ\n", "dkOq8nV7e3uN0y5LefJZHbS1tREcHIx169bh4cOH2LNnDxo3boxx48aVOL+MOllZWUhLS1P73UlZ\n", "xsrMeVHd6mQPCfb6UU6EefXqVZw4cQLXr19XaWlnVWvIkCFYuHAh9u/fj549e2LdunXo2rWryi9D\n", "HTp0wJ49e2opl+X36NEjBAcHixPm2draYseOHXW2tZ1Vjx07dqBXr17ihE92dnbYvn17lVwHv//+\n", "u9q0a0KzZs0QFxeH69evw8fHB2ZmZkhPT6/0rzNBQUFYuXIl7t+/j/T0dDRr1gx6enoYOXIktm/f\n", "jjt37iA4OFiM37BhQ8hkMgQEBEgm0CxO+ctZSEiIymRZFbV3795SX1c21igpGyabNGkCoHAlodTU\n", "VHz11VcwMDAQ45X061BVMTMzAxEhPT29wtdhXStb8+bNsXr1aixbtgy7du1CZGQkevbsiT///LPU\n", "z3B7e3v4+/sjKur/2LvzsKjK9g/g3xkEZBMERAZQB5cMARUQ1FFToXJXsAz33SxfW/RNS+33ZmWp\n", "aW71qrmvqeWCplkuVNqIkuKCayrgxsjQiAgIyHJ+f3BxXoYZZIABBvh+rmsu4ZlznvOcYQY593me\n", "+96Af//739i1a5dWYOnWrVv4888/sXjxYnh6emqdR0VlZmZi586dmDJlilaltOf1XdrrXtnGjh2L\n", "f//737h27ZrBd5lNUeHvgxMnTjw3gLRx40b4+PhoXbwa+8KvLO8DmUyGpUuXYvHixThy5AjmzZuH\n", "0aNHw83NDcHBwQAKEgkWzgjo0KED/vrrL+zatatcYzPG7wp9SnoNSzpe4ftc3ywPQ4wbNw7ffvst\n", "tm/fjiZNmiAwMNCgwL2rqysePXpk8HFcXFwQFBSEc+fOIScnR6yUWNypU6dgY2Nj1JmSEomkWqoD\n", "qlQqnDlzRuv/ZalUir59++LLL7/EyJEjcfHiRbRq1cqg/n755Rfk5+djwIABOs9lZGRAIpGUe3Zg\n", "VTDdUAnVKBKJROs/2E2bNlXfYOqItm3bws/PD9999x1Onz6NM2fOYMyYMTrb9ezZE/Hx8eUqS1Qd\n", "QkNDERUVBZVKBZVKhaioKISFhVX3sKiKFS5dio2NRWxsLJRKpdH+sKvMvktz7949SCQSyGQyAAVT\n", "NlNSUnDnzh2t7W7duoXhw4eLd6wK/0Ar/IP02rVrWtUwQkNDkZ6ejnfffVcs7SWTyRAUFIQ9e/bg\n", "119/Re/evcXtra2t0a1bN1y4cEHnj9yIiAixgsALL7wAuVyut8zhmjVrdLLrG8OlS5e0vo+OjgYA\n", "sVRq4Z3P4n9EFp1abihzc3Px/J8+fSqWV9an8PUrXg700KFDBi+Jq8pzK1TSeycyMhLr168HUDCD\n", "Z8iQIdi2bRtyc3Nx9erVUvudMGECbt68iQ8//BAdO3bUujv7vPOo6B//ubm54lKW4n2XpLTX3RiK\n", "3hW+c+eOVtWxkSNHol69elizZg12795dY5dQFn4Giv8+SE1NxeDBg8UZEtnZ2UZ9D+tj6PsgNjZW\n", "rBZiZmaGPn36iDdpir4vzM3NMWLECBw4cADffvstwsPDy31H2Ri/K/Qp6bNTeLzTp09rtRd+X/R3\n", "f1n4+fmhbdu22LBhAzZt2mRwIK1p06Zl/nkvWLAAaWlpJc6yvnTpEiIjI/HRRx/pzHiqiDFjxiAu\n", "Ls5o/Rnqxo0bmDJlit4gU+H7ztBAUnp6Oj7++GM0btwY06dP13lepVJBLpdrLc80NQxIkNGMGjUK\n", "ZmZmAArWZOmbykvGo1arkZKSgp9//hkhISEwMzPTWT8IFORkkUgkNaL8p0aj0Rs4iY+P5/KNOqoy\n", "y/JWdsnf4n9obNq0CadPn0ZoaCg8PDwAAO+//z5atGiBqVOniuWuHz9+jH/961/w8PAQf6c2btwY\n", "VlZWYonIzz77DD/99JPYd5cuXeDs7IyIiAitOy6hoaGIjo6Gt7c3rK2ttcazaNEiqFQqrZruN27c\n", "wLRp08Sa4xKJBMuXL8fJkye1As2nT5/GJ598ovd3TvHzFgoSaBv2ogGIjIwU/5BPSUnBp59+ihdf\n", "fFGsTd+rVy9YWlpi8eLF4v8zW7Zswc2bN8t8F7Z58+a4f/8+AODkyZOYNm1aieMeMWIEOnfujP/8\n", "5z/i1HW1Wo3Zs2fjlVde0elb31iq6tyKbqvvvXPgwAHcu3cP8+fPR2Jiotb4GjRooPfnWtxrr72G\n", "Bg0aYOnSpVqlZIGCHF+tWrXCunXrxOnily9fxs6dOw0a8/Oet7OzQ48ePbBr1y5xltO9e/ewevXq\n", "EvvZvHmzOP357t27WLJkCUJCQsQ8S6XR12fxNk9PT/E1Xr16NdatWyc+16hRI/Tr1w/ffvstOnfu\n", "bJQ7lRX9nBlyTiV9BmbOnCn+XDMzM/Hee++hXr164nkVzrIpvPDPzMzEvHnzjDLuQoa+DzQaDb7+\n", "+mtcu3ZN3DcyMhLm5uY6P/9x48YhOzsb8+bNe+7Ft6GvU3l/V5T0mpT0OhUe75NPPhGPd+vWLSxZ\n", "sgRDhw5F165dSzyX0vofN26cWB7Z0MDGgAEDoFKpSswXo+9YPXr0wJo1azBjxgyda4iTJ09i4MCB\n", "GDduHObMmWPw2KtaWcfw8OFDzJw5E1lZWWLb33//jc8++wz+/v46eT+KH0MQBJw4cQLdunVDZmYm\n", "Dh8+rPdvmsuXL5t+/q2K58WsnVhlo3wGDRokZq0vWraMjK8spQv9/PyEUaNGVfEIy66k6grGrIBA\n", "VFmePn0qtG/fXnB1dRWkUqlYZaNdu3ZCs2bNBH9/f2H+/PlaVS0EoSDD+7hx44QmTZoI7dq1E/z9\n", "/YVFixbp9L9mzRpBLpcLbdu2FV599VVBo9FoPT9x4kShadOmWm3Xr18XJBKJsH79er1jPnv2rNCr\n", "Vy/Bw8NDCAgIELp166aTqV0QBOHo0aNC165dhWbNmgkBAQHCyy+/LPz555/i81988YVYTaRly5bC\n", "smXLhISEBKFdu3aCpaWl4OjoKHTp0uW5r19hpvJVq1YJb731lhAQECA4OjoKgwYN0snYf/jwYcHf\n", "31/w8PAQevToIXzwwQdCYGCgYGtrK/j5+QmPHz8WQkNDxZ9F+/bthbffflvnmH///bcQFBQkeHl5\n", "CW3bthV+/vln4cyZM2KVEkdHR8HPz08sz5iWliZMmzZNkMvlgq+vr+Dv76/12s6ZM0frdZg1a1al\n", "n5ufn59w8uRJYffu3UKbNm0EqVQqNG3aVKuKg773Tnx8vPCvf/1L8PHxEdq3by/4+voKvXr10qpI\n", "UpopU6YIzZo10/vcjRs3hD59+giurq5C165dhWHDhomVAvz8/IRjx47pvG8CAwO1+ijp9VSpVEJ4\n", "eLggk8mETp06CYMGDRKmTZsmSCQSwdvbW9iyZYswbdo0cd8tW7YIgwYNEtq2bSuW4SystCIIgvDq\n", "q69qvZ67d+8WwsPDhaZNm4qf5RUrVgj79u0T2rdvL0ilUsHV1VV45ZVXxD4OHDggtGjRQmjXrp3Q\n", "pUsX4fbt21rnsn//fkEikQhHjhwx6LUtOqb27dsLu3fvrvDnbMqUKeI5eXt7C9u3bxe2b9+u9b6Z\n", "Pn26cOPGDa0+O3XqJPaRlpYmvP/+++JnoH379sLs2bO1fq89e/ZM+Oijj4SmTZsKbdu2FUJCQsSK\n", "D82aNRPee+89ITY2VusYwcHBgiD8r0Rh4XkXrfxQ3PPeB23atBG2bt0q/PPPP8LMmTOFdu3aCX5+\n", "fkK7du2Erl27CocPH9bbp5+fn96/pcr62pf2u6Is/QUFBQmOjo6CpaWl0L59e72VcAqP5+npKbz4\n", "4otCq1athHnz5mmVWS3r7w1BEITk5GTBwsJCmD17dok/h+KysrKEhg0bChs3btRqHzFihHjOTZs2\n", "FX/mRV24cEEYMWKE+P9nmzZthN69e+v9f2nGjBni2F1dXQU/Pz8hMzPzuWMrXk2jpIchVTb++usv\n", "QS6XCx4eHoJUKhUcHBwEuVwu/p56npSUFGHp0qVC3759xXNt1aqV4OXlJcyYMUOresyuXbvE/5Ps\n", "7OyE9u3bC23bthVatmwpdO/eXViyZEmJFQ7//vtvQSqVlun3enFVcU0sEQQTCCmZoJiYGAQEBODc\n", "uXM62c+pZAcOHMCgQYMAAIMHDxbXJqvVasTGxuLWrVt49uwZ8vLyxEd+fj7s7OzQuHFjuLq6iv/a\n", "2tpWy7qumkCj0cDX11dnSpxMJkNsbKxOhPTf//43fvjhB9y9e9fkX1OFQqE11bWwTalUVtOIiKgq\n", "JCQkoHnz5ti0aZM4Y6C2qM3nRoZ58OABOnfujLt371b3UOg53nzzTXTs2FFn1k9d1rp1axw6dAgt\n", "W7Y0eJ9Vq1bh66+/xpUrV2BpaVmJo6PnGTp0KOrVq6eTxLUsquKamEktyaj69OmDxo0bIykpCQcO\n", "HMDLL7+M2NhYqNXqMvdlYWEBGxsbrUfDhg3x3nvv6U3aQiULDg7GkiVLcOvWLYMT5FSXnTt3okWL\n", "FrCwsIBEIkFmZmalrFMnIiKqKj/88ANLopu4Z8+e4ciRI1iyZEl1D8VknD9/Hi4uLmUKRgDA22+/\n", "jYSEBPTv3x+HDh0y6fwFtdWcOXOg0Wi0lneaKuaQIKMyNzcXEyvm5ubi+PHj5QpGAAX/MaSkpOD+\n", "/fu4ceMGYmJicPz4cQwfPhxPnjwx5rBrnJLKIpZUurBbt24wMzOrcB6JqijFeezYMeTm5iIyMhKX\n", "Ll2Co6Mj/zggqkNq88TN2nxupOudd97ByZMnkZWVhbVr1+LNN9+s7iFRMffu3UP//v0BFOQa6dOn\n", "j1aFm7po586dWLBgAQBg8eLFmDp1arn6WbhwIWbMmCHmR6Kq1b59exw5cgT169ev7qGUiks2SsAl\n", "G+UXFxcHPz8/MWjQqFEj+Pr6wtfXF23atIGNjQ3MzMwglUrFf1NTU5GUlISHDx+K/z569AgZGRni\n", "Iz09XaxLvWrVKrz11lvVeZrVTq1Wl6ksYseOHdG8eXPs2LFDq70wwPC85H5VVYpTEAT4+vqiefPm\n", "Yrb71atX4+2330Z0dDQCAwONejwiMg2LFy/Gxo0bcf36dXh4eKBnz561plpTbT43er6PP/4Y69ev\n", "h7OzM9555x0GJExQUlISOnToADs7O7i6uuLHH3+s1GTHNcHBgwcxYcIENG7cGJ06dcKaNWuqe0hU\n", "jarimpgBiRIwIFEx9+/fR1xcHF588UWjXbReuHABfn5+AIB27drh/PnzJp8PoSoYElAAgFmzZmH9\n", "+vW4evUqnJ2dyxRkqKq8DkeOHEGvXr3w22+/idmv8/Ly4O/vD1tbW+zfvx8SiaTO/7FARERERFTZ\n", "mEOCaiwPDw+xrJ2xtG/fHkFBQYiOjsbFixcRHR1tUGmy2s6Qi3O1Wo39+/cjOTkZbdq0QcuWLZGT\n", "k4OzZ8+K26hUKoSFhYlBhqJLM55XitOYwYElS5bAz88P3bt3F9vMzMzwySef4LXXXkOrVq1gZWVV\n", "aTM0iIiIiIio6jAgQTXKW2+9hejoaAAFU/kZkDBMaGioWIM7OTkZycnJMDMz09kuPj4e169fx/jx\n", "48UghEwmQ3p6epmPaejMjUKXL1/Gr7/+iq1bt+rMfFm8eDEA4PHjx3j8+LFO8ISIiIiIiGoeJrWk\n", "GiU8PBz29vYAgF27duHx48fVPCLTp9Fo9M5wyMvL02l7+PAhunTpgqioKKhUKqhUKsTExCAtLU1n\n", "WycnJ73BBrVaDYVCIeYNUSgUpSY21Wg0WLBgAdzd3fHGG28YNP7CGRpERERERFQzMSBBNYq1tbVY\n", "wz0zMxNbt26t5hHVXPXq6U6QcnV11Rt8cHZ2RmBgIGQyGWQyGRo0aIAHDx7g5s2bOpU3QkNDtQIa\n", "UVFRCAsL0zuGwuCFt7c3tm/fDjMzMwaZiIiIiIjqCAYkqMaZPHmy+PXq1atZRq0UJZUIbd++PRQK\n", "hRhkUCgUiIyMhLOzs8625ubmOHz4MGJjYxEbG4v4+Hg4OjrC19cX3t7e4kyI69evl2k2Q2HwIikp\n", "CQBw9+5dneBFWUucEhERERFRzcAcElTjeHt7o0uXLlAqlbh69SqUSiW6du1a3cMyaRERESWWCC2e\n", "60Eul0OlUmntr+/i397eHrdv3xaDCSqVCqGhoQbPcChtKUbR4xUdv1qtRqNGjbBv3z7DTp6IiIiI\n", "iEwSZ0hQjfTWW2+JX69evboaR1IzuLi4QKlUijMclEqlWKGieC6IiIgInZkTxS/+NRqNTtACAG7c\n", "uIH8/Hyd9vr168PJyUlreYcgCMjKyirz+MeMGQMrKys0atTI4PMnIiIiIiLTw4AE1Uivv/46HB0d\n", "AQC7d+9mckMDlZSIsqjnBS8M6f/8+fNaAQ2ZTIb4+Hi4urqKiS4DAwMxZswYpKSk6PTxvKUYTk5O\n", "eO211xAfHy9WDSEiIiIiopqJAQmqkerXr4+xY8cCALKzs7F58+bqHVAt9LzgRUl5HVq3bg0vLy+t\n", "gEZiYiKaN2+OpKQkMdHl2bNnceTIEaxbt67U2RjF9ezZE1ZWVjh06JAxTpOIiIiIiKoJc0hQjfXm\n", "m29iyZIlAIDly5fj/v37SE9PR3p6OtLS0pCTkwN7e3s0bNhQfDg4OCA3NxdPnz7VelhZWUEul0Mu\n", "l8PT0xPNmjWDlZVVNZ+haSspL0WhwmCGRqNBZmamzv5OTk4IDQ3FhAkTdPJYPI+VlRVCQkJw6NAh\n", "zJgxo8TtytInERERERFVPQYkqMZq3bo1evTogd9//x13797F0qVLjdp/s2bNsHLlSvTt29eo/dYW\n", "hUs7ynvhL5X+b4JWWfft168fpk6dipSUFDRs2FDrObVajdDQUDFhplwuR0REhMHLToiIiIiIqGpw\n", "yQbVaB9++GGl9X3nzh1MnTpVb5JG+p/S8lJURtnOfv36IS8vD0eOHNF5rrCUaOHykKioKJ1SokRE\n", "REREVP04Q4JqtN69e+Py5cu4f/8+bG1tYWdnJ/5br149PH78GCkpKeIjNTUV5ubmsLa2Fh9WVlZI\n", "S0tDQkIC4uPjkZCQgBMnTuD+/fuIj49HZGQkXn755eo+1RqttOUdZdWkSRO0bdsWhw4dQnh4uNhe\n", "llKiRERERERUvRiQoBrP29sb3t7eep9r2LAhPD09y9zn7t27MWTIEADAmjVrGJCooIou79CnX79+\n", "WLNmDfLy8mBmZlbh/oiIiIiIqGpxyQaRHgMHDkSjRo0AFNzdT05OruYR1Q6GlB01VP/+/aHRaBAd\n", "Ha3Vv7GXhxARERERUeVgQIJIDwsLC4wbNw4AkJOTw7KiJqhjx45wcnLSKf9ZWHnD2toaAODj41Oh\n", "5SFERERERFQ5GJAgk5OSkoKJEyfilVdeMVpCyYyMDCxduhS+vr44fvy4QftMnDhR/HrdunUQBMEo\n", "YyHjMDMzQ+/evXHw4EGxLTMzEzNnzkS3bt0QHx8PR0dHhIaGssIGEREREZEJYkCCTMqePXvg5eWF\n", "9evXY9iwYVqlIctr+/btkMvlmDlzJh4/foy3334bz549K3W/Vq1aoUePHgCAGzdu4OTJkxUeCxlX\n", "//79cfHiRdy/fx8AMHfuXNy7dw9r166Fi4sLQkJCDA5AERERERFR1WJAgkyCSqXC4MGD8frrr6Nz\n", "58548OABxo8fb5S+XVxcMGTIENy8eROHDx9GXFwcli9fbtC+kyZNEr9es2aNUcZDxtOrVy+YmZlh\n", "165diIyMxNdff43//Oc/aN26NQAgJCQE0dHRePLkSTWPlIiIiIiIimNAgqrd77//jjZt2kCpVOLH\n", "H3/E3r174ebmVq6+8vLycPbsWa22V155BStXroRcLoePjw/+9a9/4cCBAwYtwRg8eDAcHR0BFFTe\n", "ePToUbnGRZUjJycH1tbWmDNnDnr16gVLS0uMGTNGfD4kJAR5eXk4ceJENY6SiIiIiIj0YUCCqp2P\n", "jw9GjhyJa9eu4fXXX4dEItF6/vbt23j8+HGp/Zw6dQpBQUHo1q0b/vnnnxK3mz9/Pn777Ted4+hT\n", "v359jB49GgCQnZ2Nbdu2lboPVZ3Q0FCkpaUhOzsbubm5ePr0Kd544w3x+RYtWqBp06Y4duxYNY6S\n", "iIiIiIj0YUCCqp2zszO++eYbcSZCUU+fPkWHDh2wYMGCEvdXqVQYNWoUunTpAolEgsjISDg7O5e4\n", "vbW1NerVq2fw+Iou21i7di2TW5oIjUaDhIQEnfb4+HhoNBoAgEQiYR4JIiIiIiITxYAEmTRra2u8\n", "8847WL58uZi4sKhjx47B19cXv/zyC9auXYvo6Gh07tzZqGNo06YNFAoFAODy5cs4c+aMUfvPyclB\n", "bm6uUfuk/wkJCcHly5eRlJRU3UMhIiIiIqIiDL9NTFRNPvjgA6xatQpz587FunXrxPZ79+6hb9++\n", "6NmzJ77//ns4OTmVqV9BEPB///d/aNmyJcaOHfvcbSdNmoRTp04BAL744guMHz8eFhYWMDc3h7m5\n", "OfLy8pCamoonT56I/2ZkZMDCwgL169cXHxYWFlCr1YiLi0N8fDzi4uJw7949WFlZ4ZdffkHXrl3L\n", "/PrUVU5OTpDL5VCpVFrtnp6eWu+FkJAQAEBkZCSGDRtWpWMkIiIiIqKSSQTOP9crJiYGAQEBOHfu\n", "HPz9/at7OHXe8uXLMX36dFy+fBleXl5i+x9//IGuXbvCzMysXP2OGjUKv/zyC27evAkHB4cSt8vI\n", "yICbm1ulVmsIDg7m0oIyUqvVCAsLQ3x8PICCYMS+ffvg4uKitZ2Pjw86deqkFdAiIiIiIqKSVcU1\n", "MZdsUI3w1ltvoWnTppg1a5ZWe/fu3csdjACAhQsXIisrCx06dEBAQADatm0LLy8vpKSkaG1nY2OD\n", "N998s9zHKUnDhg1hY2MDoOAOfuGFNRnGxcUFSqUSsbGxiI2NhVKp1AlGAGAeCSIiIiIiE8QlG1Qj\n", "WFpa4vPPP8eoUaOQlpYGOzs7o/Tr5uaGH374Abt379ZaglE86WV4eDh8fHywdOlSPHr0CElJSUhO\n", "TkZOTg58fHwglUphb28Pe3t7NGjQAA0aNICNjQ1ycnKQnZ2NrKwsZGVlITs7Gw0bNoSnpyc8PT3h\n", "4OCA+fPnY/bs2QCATZs24dNPPzXKudUlpS3XCQkJwYoVKxAXF4fmzZtX0aiIiIiIiOh5GJCgGmP4\n", "8OGwsbExqFxnWfTp0wd9+vQp8fnMzExIpVLMnz8fmZmZWs916NABP/30U4WOP3r0aHz88cfIz8/H\n", "pk2b8Mknn0Aq5eQlY+revTukUimOHz/OgAQRERERkYngVQ/VGFKpFGFhYbC1ta3S41pZWWHHjh1Q\n", "q9XYs2cPfvrpJ1y9ehVPnz7FX3/9pbXt8uXLMXny5DLlmnB3d0fv3r0BAHfv3kVkZKRRx0+Avb09\n", "AgMDuWyDiIiIiMiEMCBBZCBbW1sMHjwY/fv3h5eXF6ysrPRu8/3338PX1xc///wznj59alDf48eP\n", "F7/esGGD0cZM/xMSEoLIyEjk5+dX91CIiIiIiAgMSBAZ1YQJExAbG4tWrVqhX79+sLGxQaNGDu6Q\n", "4gAAIABJREFUjdC/f3+t7QRBwIoVK7BmzRps2bIFHh4ecHZ2BgDs3btXJ6kmVVxISAiSk5Px559/\n", "Gr1vjUYDjUZj9H6JiIiIiGoz5pAgMjK5XI6jR48iKioKt27dwt27d3WSZObm5uLDDz9EVlYWAMDO\n", "zg6jRo3CypUrkZ2djR07dmDKlCnVMfxaSa1Wi4lDBwwYAG9vb0REROityFGoMMDwvISZarUaoaGh\n", "SEhIAFDwsy+tXyIiIiIiKsCABFElkEgkUCgUUCgUep83NzdHZmYmBEFAfHw8WrZsiUaNGonPb9iw\n", "gQEJIwoNDcWZM2cAAE+ePEFUVBTCwsKgVCp1ti1LkCE0NBRRUVHi9yqVqsR+iYiIiIhIG5dsEFUj\n", "iUSC5s2bo0+fPvj5558REBAAADh37hwuXbpUzaOrHTQajRhcKCo+Pl6cBVF0yUVhkEGlUkGlUonB\n", "i+LbGdIvERERERGVjAEJIhMwefJkPHr0CG+88YbYtnHjxmocUe33zz//IDIyEgqFAr6+vvD19UVg\n", "YCDi4uJ0tr116xaCgoLE7RQKBa5evYrU1NRqGDkRERERUe0gEQRBqO5BmKKYmBgEBATg3Llz8Pf3\n", "r+7hUC1XWPkhNTUVMpkM2dnZcHJyQmJiIiwsLKp5dDWfQqHQWloBFJRzzczMLHefEokEUqkUeXl5\n", "Osfikg0iIiIiqumq4pqYMySITIBUKoVUKkXDhg0xePBgAAVLAn766afn7vf48WNcuHABJ06cwN9/\n", "/42MjIznbp+dnY26GIOMiIiAQqGATCaDTCaDQqFAdHQ07O3tdbaVSCQ6bVKp7q9KGxsbnDp1SuxX\n", "KpXCxcUF+/btq5RzICIiIiKqbZjUksjEjB8/Hjt27AAADB06FC4uLmjUqJH4b0ZGBhISEpCQkKB3\n", "yYC9vT3c3d0hk8mQlZWFlJQU8ZGVlQVPT0+cOHECHh4eVX1q1cbFxQVKpVKrcoZGo4G1tbXOa9io\n", "USM0a9YM9+/fBwB4eHjg7t27SEpK0trOzs4OLVq0EPtdsWIFFixYUDUnRERERERUCzAgQWRC/vnn\n", "H9y5cwdyuRwJCQnIzc1FYmIiEhMTDe4jNTUVqampuHr1qt7n4+PjsWTJEixZssRYw64xipbwdHJy\n", "glwuh0ql0tqmZcuWOsELhUKhE5Dw9PQU+3NycsJ7772HRYsWYe3atZgzZ06JYzCknCgRERERUV3A\n", "gASRCTl9+jQmTpyIdevWYd++fbh//z6Sk5ORnJyMnJwccTtzc3M0adIEcrkccrkcDg4OUKlUePDg\n", "gfjIysoCULC0oGHDhnBwcMCNGzeQk5ODzZs348svv0T9+vWr61RNQkREBMLCwhAfHw+gIMhQuOSi\n", "aMDgedsVcnR0xMiRI7Fy5UrMnDkT5ubmWs+XpZwoEREREVFdwIAEkQnp06cPmjRpgtOnT+PgwYNi\n", "uyAIePLkCdRqNerXrw83NzeYmZmV2I8gCEhLS0P9+vW1kmKOGjUK27Ztw6NHj7B7926MHDmyUs/H\n", "1OlbylGR7d555x2sXbsWe/bswdChQ7WeKywnWkilUiEsLIwJMImIiIiozmJSSyITYmZmhokTJ2LH\n", "jh148uSJ2C6RSGBvb49WrVqhSZMmzw1GFG7foEEDnQodkydPFr9evXq1cQdfgzk5ORm0hKK07Xx9\n", "fdGzZ0+sWLFCq12j0YgzI4qKj48XgxxERERERHUNAxJEJmb8+PHIzMzE999/b/S+u3TpgjZt2gAA\n", "lEolrly5YvRj1HXvvfceoqKicPToUTHYUDhjhYiIiIiI/ocBCSIT4+Hhgf79++O7774zeolOiUSC\n", "t956S/z+u+++M2r/BAQFBcHS0hKDBg2Cr68vOnfujHfeeQfp6ek62xZNjElEREREVNcwIEFkgiZP\n", "nowLFy6ISRSNadSoUbCysgIAbNmyBU+fPjX6Meqy1157DdnZ2cjMzIRKpcLp06exc+dO/Pe//4VC\n", "oYCzszMAwNvbWycxZlEajUbvco6S2omIiIiIahoGJIhMUJ8+fXDw4EE0b97c6H07ODggPDwcQEGJ\n", "0F27dhn9GHVVSbkiHB0dER4eDqVSiWvXrqFZs2bo1KmT3gobarUaCoUCvr6+8PX1hUKhgFqtLrGd\n", "iIiIiKimMrmAxNixY9GsWTP4+flpPXx9fSGVShEREQEAmDt3rt7tQkJC9Pa7YcMGtGvXDu3atYO3\n", "tzcWLVpk9OnwRMYikUjQr18/rbb79+8b7c540eSWXLZR+SwtLcWvnZ2dMWrUKOzevVsszVpUYTUO\n", "lUoFlUqFqKgohIWFldhORERERFRTmVxAQiKR4PPPP8f58+e1HnPnzoWTkxP69u373O2OHz+u0+d/\n", "//tfTJ06FRs2bMDFixdx8OBBfP311/joo4+q+vSIyu3dd9+Fl5fXc6f5G6pjx45o27YtAODMmTO4\n", "ePFihfukgioccrlcp714rojhw4cjNTUVhw8f1tqupBkWly9f1puAlFU6iIiIiKgmM7mAxOTJk9Gt\n", "Wzed9u+++w5jx47VKmNoyAyHtLQ0zJ49G+PGjUNAQACAgouDadOmYcmSJZWyRp+oMqxcuRJdu3bF\n", "4MGD8Z///Af5+fnl7qt4csuVK1caY4gEICIiAgqFAjKZDDKZDAqFQieI5OXlBT8/P2zfvt2gPp88\n", "eaJVBpaIiIiIqDYwuYBEp06d4OnpqdV2+/ZtREZGal1AGeqXX35BWlqazlKO4OBg5OXlYc+ePRUa\n", "L1FVcXV1xZ49ezB//nzMmzcPoaGhFbpIDQ4OFgN8a9aswaFDh4w11DrNxcUFSqUSsbGxiI2NhVKp\n", "1JsrYsSIETh48CBSU1PFtpJmWHTs2BGdO3fWaWeVDiIiIiKqyepV9wAMsXbtWoSEhKBFixZa7b/8\n", "8gu2bduG5ORk5Ofno2fPnpg1axZcXV3FbS5cuAAAOvsWfn/p0qVKHj2R8UgkEnz00Udo27Ythg8f\n", "jo4dO+Lw4cNaF7FJSUn4448/cObMGVhaWqJx48ZwcXFB27Zt4e3tLW63fft25OXlid8PGjQI06dP\n", "x9ChQ+Ht7a2V9yAjIwMqlQqJiYnIzMyEpaWlzkMikWg9zMzM4O7uDqnU5OKeVaK0QMHQoUMxY8YM\n", "7N27F+PGjRPbt27dijZt2kAikcDR0RGenp7iDIuwsDDEx8fj0aNHyM/Px8aNG40y1sJlHwxuEBER\n", "EVFVMvmARE5ODjZt2oTVq1drtVtbW0MqlWLHjh1wdnZGQkIChg4dioCAAERHR8Pd3R0AkJycDABo\n", "0KCB1v6F3xc+T1ST9O3bF9HR0fjwww/h6Ogotu/evRtDhgwBUHD3PD8/H0lJScjKysIHH3yARYsW\n", "idu+//776NmzJ4KDgwEAeXl5WLRoERYtWoR69eqhdevWyMvLQ2JiYrlnYrRr1w6nTp2CtbV1Bc62\n", "dnJ3d0ePHj2wfft2rYDE0qVLYW5ujj///BNNmjTRChIolUpoNBokJiaiW7du+Pzzz7F169YyHbdo\n", "8EGtViM0NFTMWyGXyxEREaF3RgcRERERkbGZfEBi3759MDc3x8CBA7XaZ8yYofW9XC7Hhg0b4OPj\n", "g3nz5mHVqlVVOUyiKvfCCy/o5Cbo2rUrduzYgZdeeglubm4ACnKtpKen6+SccHR0RM+ePTFu3Did\n", "O+25ubl6kyiW1cWLF/Hjjz9izJgxFe6rNhoxYgQmTZqExMREuLm5QalUYuXKlVi2bBnat2+vdx8n\n", "Jyc4OTnhm2++wejRoxEWFobu3buLzxUqPutBX/AhJycHZ8+eFfdRqVQICwuDUqmsjNMlIiIiItIi\n", "EUy89mVISAi6d++O//znPwZtb29vD7lcLlYNmD17NhYsWIDz58+jXbt24naPHj2Cs7MzRo4ciS1b\n", "tuj0ExMTg4CAAHTr1g0ODg5azw0bNgzDhg2rwFkRmZZHjx7hwoUL4uP8+fO4du0aLC0t4ebmJj5k\n", "Mhns7OyQnZ2t8xAEQXw8ffoUBw4cAAC89NJL+OOPP6r5DE3T48eP0bhxY/zf//0fxo8fj5dffhkN\n", "GjSAUqmEmZnZc/cVBAH9+vXD0aNH4eTkBKlUCrlcjrVr12LSpEk6sx4Ky4YWZW5ujpycHK02mUyG\n", "2NhYLt8gIiIiqkN27NiBHTt2aLU9fvwYJ0+exLlz5+Dv718pxzXpGRI3b97En3/+iW3btuk89/Dh\n", "Q61cEYWkUqnWnWA/Pz8AQFxcnFZAIi4uDgC02vRZtmxZpb34RKbC0dERwcHB4vINAMjPzxfzQZSV\n", "IAjw8vLCjRs3cOLECdy6dQstW7Y05pBrhWfPnsHW1haffvopFi5ciPT0dPz++++lBiOAgnwiycnJ\n", "yM3NRVJSEoCCGQ6dO3dGWlqauJ1KpUK/fv1w7949nT6KByOIiIiIqG7Sd9O98CZ9ZTLpbHNr1qzB\n", "gAEDIJPJdJ5zc3ODSqXSart9+zZSU1MRGBgotvXp0wd2dnY4duyY1rbHjx+HmZkZXnvttcoZPFEN\n", "d+LECUydOrVc+0okEowfP178ftOmTXj8+DEyMjIMKtdbV4SGhuLRo0fIzc1Feno6gIJZXYbQaDR4\n", "8OCBTnvRYEShs2fPikGLovQlHJXL5ZwdQURERERVwmQDEs+ePcPmzZvx9ttvl7jNrFmzkJWVBQBI\n", "TU3F22+/DQcHB60/6G1tbTF//nxs2rQJMTExAID4+HgsW7YM06dP11tij4gKPlMrV67E77//XuZ9\n", "09LSEBYWJt7p37x5MwYPHgxbW1v4+Pjgzp07Rh5tzaPRaMRlFUXFx8eL+R+MpUGDBnpnqPj7+0Oh\n", "UEAmk4lBiKCgoOf2pdFojD4+IiIiIqqbTDYgsWfPHjRs2BAhISF6n//++++RmpqKDh06wNfXF76+\n", "vnB2dsaZM2d0/vCeMmUKvv32W4wdOxbt2rVDv379MH36dCxcuLAqToWoRho4cCD8/f3xySeflHlW\n", "w7Jly9CjRw/06tULAHD//n3069cPW7ZsQVZWFrp27Yrr169XxrDrDCcnJ70BVTs7O502Hx8fKJVK\n", "Mfggk8mgUChw6NAhKJVKxMbG4saNG5g/fz6WL1+Ow4cP6wQe1Go1FAqF+PtWoVBArVZX5ikSERER\n", "US1n8kktq0vhepnKTOBBZOoOHjyIAQMG4NixYyUGB4t7+vQpmjVrhvDwcAQHB4vLosLDw7Fz504k\n", "Jibi1VdfhVqtxq+//irmeamLFAqFTqJJhUJhcJULtVqNsLAwxMfHAygo9bpmzRq8+eabWm379u0T\n", "S3kWr75RVH5+Pnr16oXffvsNzs7OYqLMkpJilmWsRERERFSzVMU1MQMSJWBAgqggOWXHjh1hYWGB\n", "kydPGpTg8ttvv8X777+Pmzdvwt3dHe7u7vjnn39gYWEBlUoFR0dHaDQa9OnTBzdu3MC1a9fEEqV1\n", "jb6AQtHggaH0BRmeF3h4nqCgIPz1119abf7+/oiLi8Pjx4+12lmRg4iIiKj2qoprYpNdskFUGbj+\n", "vWwkEgk+/fRTKJVKHD16tNTtc3JysHjxYrzxxhvw9PSEhYUFRo4cCaAgL0xhKSEnJyccP34cK1as\n", "qLPBCABwcXERl0zExsZCqVSWORgBFLyexYMC+tpKo9FocP/+fZ32mJgYnWAEEREREVFFMSBBdQLX\n", "v5df7969MWDAADx69KjUbX/44QfcuXMHH374odhWtNrGhg0bxK/t7OwwZswY4w62hipP8KAqNWjQ\n", "QG+JZE9PT5MeNxERERGZNgYkqE4oXP+uUqmgUqkQFRWFsLCw6h5WjSCRSHDgwAEMHTr0udsJgoCF\n", "Cxeid+/eWhevvr6+Yv3imJgYXLx4sVLHS+VXUqJMHx8fHDlyBAqFAq6urgD+t7yEiIiIiKi8GJAg\n", "k2TMpRVVWV6xrlu4cCHmzZun0150lsTGjRt1nk9OTsagQYNw4cKFEvt++PAhvv/+eyxbtgynTp1C\n", "Tk6OcQZNWiIiInSqcRTmtVAqlbh8+TJCQkLQpEmTci0vISIiIiIqVK+6B0BUlFqtRmhoqBhAKMzw\n", "X9Ekf8+ePTPqOOsyQRD0JreUSCTo06eP3n2GDRuG6dOnIzs7G9u2bcOcOXMAALm5ucjNzUVWVhYu\n", "XLiAjz76COvWrYNUKoUgCIiJicHx48dx7NgxXLlyRatPGxsbdO3aFcHBwejZsyc6dOhgUNJNer7C\n", "wENJSTGdnJwwbNgwTJo0CUlJSWjcuHF1DJOIiIiIagEGJKjaFb3wKV5aUKVSISwsrExlEIsHNPr3\n", "7693JoSHhwfXv5fR4cOHMWPGDPTp0wdvv/02mjdvbtB+DRs2RFhYGHbu3AmNRlNigOnu3bto0qSJ\n", "QX1mZGTg119/xa+//goAGDhwIPbv32/YiVCpnvfZGDRoECZPnoyIiAhMnjy5CkdFRERERLUJl2xQ\n", "tSmeaDIwMBBxcXE625W2tKLo8g59uSLmzJmDyZMno1OnTpDJZHBxcUG9evWQm5uLjIwMVt4oA39/\n", "f/Tp0wfr169Hy5YtMXDgQBw5cgSpqaml7jthwoRyH1cqlSIoKAizZs3CqlWrMGLECMhkMq1tDhw4\n", "gLNnz5b7GGQ4Z2dndO/eHXv27KnuoRARERFRDSYRBEGo7kGYoqqouVrXKRQKrdkQQMG0/+JvSZlM\n", "htjYWJ07tsVnQ7i7u+PevXtISkrS2s7BwQG3bt2Ck5OTGHhISEjASy+9BAsLC1hZWQEo//KQuujp\n", "06f4/vvv8c033+DSpUsAgFOnTqFz584l7lOY9PLYsWOoV68ezM3NxX/NzMwAALdu3cLZs2cREhIC\n", "Ozs7eHh4ICQkBD169ICDg4NOf3///TdWrVqF5cuXAwAmTpyItWvXVtJZU1ErV67Ee++9h6SkJDg6\n", "Olb3cIiIiIjIyKrimpgBiRIwIFG5NBoNfH19oVKpSt1WoVDoXbKhL6AhlUqRn5+v1VZSQMPb2xtX\n", "r1416FiknyAIOHnyJP7880988MEHsLCwqFB/z549wwsvvICOHTti165dBu2Tnp4ONzc3pKWlwcbG\n", "BomJiWjQoEGFxkGlU6lUcHd3x4YNGzB27NjqHg4RERERGVlVXBNzyQaZFBcXFwQGBkImk8HW1hYS\n", "iUTvHe+SKmcUD0YABeUJiwcjNBoNUlJSdLZl5Y2ykUgkeOmllzB79uwKByMAwMLCAnPnzoVMJtOZ\n", "KQMA0dHR+OGHH7Ses7W1xYgRIwAU5JXYvn17hcdBpSuswFHSsg0uhSIiIiKi0jAgQdXCyckJcrlc\n", "p71ly5aIjo5GbGwsYmJiUL9+ffz4448G91s0oFG0ZCHVHGPHjsWyZcvEihk5OTnYsWMHOnXqhI4d\n", "OyI8PByzZs3SCkoUTaz43Xff6Q1mkPG99tprOHLkCJ48eSK2Fc8No1AooFarq3GURERERGSqGJCg\n", "ahMREQGFQqE3eODk5IRWrVph/Pjx+Pbbb/H06VOtfQ0JaMTGxkKpVOrNCVHS/vpmU1D1OXz4MORy\n", "OYYPHw5bW1vs378fX3/9Nc6cOaNVyrV9+/YICgoCAFy8eBF//fVXdQ25Thk8eDCePXuGQ4cOiW36\n", "EsuGhYVV4yiJiIiIyFQxIEHVxsXFBUql8rnBg2nTpuHRo0fYsmWLzv4TJ04EUFBSUl9Ao7TAQtGA\n", "SGHOgUWLFhnj1MhImjRpgn79+iE2NhbHjh3DwIEDMX36dBw9ehSWlpZa2xafJUGVr1mzZujQoQO+\n", "//57cYmGvqVUXApFRERERPowqWUJmNTSdAwZMgQXL17EtWvXxGoMaWlp8PLygp+fHzZu3AiJRFLu\n", "mQ0ajQZZWVlQKBTo2LEjfvjhB2MOn6pIRkYG3Nzc8OTJE1hbWyMxMRH29vbVPaxaTa1WIzAwEHfv\n", "3oWrqys8PDz0VropKbEsEREREZkuJrUkAvDBBx/g5s2bOHDggNg2d+5cPHr0CN988w2cnZ0rdKHj\n", "5OQEd3d3fPrpp/jxxx9x9uxZYwybqsiuXbswatQoWFhYYNSoUQAKypJu27atmkdW+4WGhuLu3bsA\n", "gIcPH+Ls2bN680W4uro+9zPKBJhEREREdRMDEmTyOnbsiG7dumHx4sXQaDQ4ceIEli9fjv/7v//T\n", "mweivEaNGoU2bdpg1qxZRuuTKp+ZmRl27tyJrl27onfv3mI7k1tWrpKWZ1hYWMDX1xcymQyurq6o\n", "X78+ACA3N1dnWybAJCIiIqrbGJCgGmHSpEk4deoUWrdujZdfflnrbrixmJmZ4YsvvsCxY8ewd+9e\n", "3rGtIV5//XUolUpoNBoMGzYMLVq0AADExsbi9OnT1Ty6usfR0RG//fYbYmNjcfnyZfz222+4ePEi\n", "vvrqK51tS0uAWdGZE5x5QURERGTaGJCgGmHVqlUACi4wcnJykJmZifDwcKMfp3PnzrC1tcXQoUN5\n", "x7YGCQoKwvnz5/H666/j9u3bYvuaNWuMepxnz54hPT3dqH3WVKVVqil8dOrUCR9++CHmzp2LS5cu\n", "iUGCkmZY3Lx5E9evX6/QzAnOvCAiIiKqGZjUsgRMamk6NBoNfH19oVKptNorI1GeQqFAVFSUTptS\n", "qTRK/4V3a5ncr/Js2bIFY8aMAVCwfKB9+/aQSqXiw8zMDNbW1rCxsdF6WFpaol69elqP1NRUJCQk\n", "ICEhAfHx8Xjw4AEAYMGCBZg5c2Z1nqZJUKvVCAsLQ3x8PICCYMS+fft0quVkZ2fDz88Pd+7cERON\n", "uru748aNG0hLS9Pp197eHqmpqVptZfkcVvbnmIiIiKguqIpr4nqV0itRDVRayUInJyeDAwrFt1Or\n", "1QgNDRX7l8vliIiIgIuLC4MURjZ69GicPHkS69atw7NnzxAdHW30Y8ybNw9Tp06FtbW10fuuSQpL\n", "95b2Hra0tIS5uTmePn2Kp0+fAoBOgLGQp6cn7t27p9Ne9HP4PIZ8jomIiIjINHDJBpm80qaGV7aU\n", "lBRERUUZNAW8pKni+tbK9+vXj9PKK8ncuXPh4+MDqVQKiURilD6dnZ3RuHFjAAVlZyMiIozSb21Q\n", "uDyjJBqNBsnJyTrtDg4OCAwMhEwmg0wmg0KhwM8//4xGjRpVaDzZ2dkV2p+IiIiIqgZnSFCNEBER\n", "oXdquDEVBj6K37nNz8/HgAEDtNpUKhXCwsJ0poAXBh6KbterVy+9d3wvXLigVXmgpD6p7Nzd3REb\n", "Gyt+HxUVhREjRiAhIQEjRozA559/DqlUioyMDPGRk5OD3NxcrYeVlRXkcjmaNWsGW1tbnDhxAt27\n", "dwcAbNq0CcOHD6+uU6wVrKyscPjwYfH7wqCGvs/h8wKQRWdoxMTEICUlRWebqgpgEhEREZHhGJCg\n", "GsHQqeEVpS/wsXr1anTr1k1nTXvxKeAlTRW/cOGC3mPpK4PIaeWVo3Pnzrh+/TrWrVuHjz76CBcv\n", "XsSBAwfg5eVVpn66du2K5s2bIy4uDseOHcP9+/fh4eFRSaOuPUoK9pUUJCj6OczMzMTjx48xZMgQ\n", "ne2KL4VydHTE7du3ERwcjIyMDCQkJODhw4do2rSp0QOYRERERFRxXLJBNUppU8MrqjDwERsbi9jY\n", "WCiVSri5uVUoV0DDhg3h4+Oj025mZlaRoVIZWVhYYMqUKYiKikJ6ejqCgoLKPBtFKpVi9OjRAABB\n", "ELBt27bKGGqtFBERAYVCobU8o6QgQdHP4a1btzBp0iTMmjUL58+f1yrlWXwp1JUrV2BpaYmDBw8i\n", "KioKly9fxpAhQ2BlZVXhZSBEREREZHwMSBDpUTTwUVIOC1tbWzHRZeGsBldXV53tvLy8cPz4cZ2L\n", "MT8/P51tOa288nl7eyM6OhpeXl5Yt25dmfcvDEgAwObNm8FCRYbRF+wrXo2juMLP4YoVK9CqVSt0\n", "7twZPj4+8PX1RWBgIOLi4nT2sbKyQkZGhrj/hAkTcOPGDZw9e7ZSzouIiIiIyo9LNogMUHwpR25u\n", "Lm7fvg0vLy9xKYdMJsODBw9gZWWFBg0aQCqVapVBLL7kpGjJxKSkJMhkMk4rryLOzs44evQo8vPz\n", "y7yvp6cnXnrpJZw4cQLXr19HdHQ0OnbsWAmjrJ3KE3CrX78+zM3NkZ2djYcPHwIoyLmiL2Fp8baQ\n", "kBC4urpi27ZtCAwMLN+giYiIiKhSMCBBZIDiAQV7e3u4uLjg+vXr4jYqlQqWlpaIj4+HhYUFAN2L\n", "r6LfF+1z8uTJuHPnTql3jMl4Cn9G5TF27FicOHECQMEsCQYkKpdGo9FbJlTf7JTis4zq1auH4cOH\n", "Y+vWrVi8eDHMzc0rdaxEREREZDgu2SAqg8Ip5Kmpqahfv77O8/b29rCwsChTrgsnJyf07du3xOoA\n", "VPkEQcDChQuxe/dug7Z//fXXxbwiO3fuZJnJauLi4qJTNlTfLKNRo0YhOTkZR44c0dtP0bwURERE\n", "RFR1GJAgMqLyJqoMDg5Gfn4+/vjjDyOPiAwVExODcePG4caNG6Vua2dnh8GDBwMAUlJS8NNPP1X2\n", "8Oq0kvK4tGzZEtHR0aXmpWjXrh18fHywdetWrXa1Wg2FQgFfX1/4+vpCoVBArVZX1mkQERERUTEM\n", "SBCVQ0kXSOVNSimXy9G8eXNERkYaYXRUVhKJBOvWrYOHhwcGDx6M9PT0UvcZM2aM+PWmTZsqcXQE\n", "PL9KR2kzkiQSCUaNGoX9+/drle8tXqUjKioKYWFhlX4uRERERFSAAQmicipLGUNDBAcH4/jx40Yc\n", "IZWFnZ0d9u7dizt37uDNN98stXpGz5494eHhAQD45ZdfkJSUZNTx5ObmIi8vz6h91mTlqdJR1PDh\n", "w5GdnY3NmzeLSzQSEhJ0touPj+fyDSIiIqIqwoAEUTlV9AKpuJCQEFy9elWsIkBVz8vLC+vXr8eO\n", "HTvw3//+V+u53377DUOHDkX79u2RlJQEMzMzsQRoXl4etm/fbvBxsrOzceXKFezduxfz58/H2LFj\n", "0bt3bwQFBaFFixZwcHCAubk5GjZsyCBVMWXJz1KUhYUF7OzsMGPGDPj6+qJ3794M+BDlpaY1AAAg\n", "AElEQVQRERFVM1bZIKqg8lwc6dOzZ08ABRe+w4YNM0qfVHbh4eGIiorCzJkzMWTIEDRu3BgAcPXq\n", "Vdy6dQtxcXFYvHgxFi1ahNGjR+PLL78EAHz55ZfYtWsX0tPTkZaWhvT0dDx79gwWFhYwNzcX/83P\n", "z8e9e/cMKjmalpaGWbNmITo6ulLPuS4IDQ3FkydPAEBcoqFPo0aNjPaZJiIiIqLn4wwJIhPRuHFj\n", "+Pj4VPkdcVYY0LVo0SL88ccfYjACAKZMmYKzZ8/ivffew8qVK6FWq9G6dWt06tQJQMHrGB0djatX\n", "r+LevXtISUlBRkYGUlJSoFarcf/+fcTHx+POnTslBiMkEgkcHR3RqlUrNGzYEADw119/4fz585V/\n", "0rVYScsz6tevj3bt2onLrmxsbJCeno6MjIyqHyQRERFRHcSABJEJCQ4OrrLElqwwUDJzc3MEBgZq\n", "tUkkEgDAtGnTIJVKsWTJEgDAZ599JpYAlUgksLOzg0wmQ5MmTeDh4YEXXngBcrkc7u7ucHFxgbOz\n", "MwICAjB8+HB8+umn2LVrFy5cuACNRoPc3FxoNBr8/fffmD9/vnjs7777rorOvG4pXBJTuOzq3Llz\n", "ePjwIaZNm1bdQyMiIiKqEyRCaZnb6qiYmBgEBATg3Llz8Pf3r+7hUB2xf/9+hIaGIi4uDp6enpV6\n", "LIVCgaioKJ02pVJZqcetDWbPno0VK1bgzp07cHJywrNnz5CTkwNra2tIJBIIggCptCDem5KSAgcH\n", "hzIfIy0tDW5ubkhPT4etrS0SExNhZ2dn7FOpMwx9v69btw6TJk3C3r178dJLLwEw3rIsIiIiopqk\n", "Kq6JOUOCyIR0794dUqm00mdJsMJAxUyfPh3btm2Do6MjgIKEiTY2NuIsColEgosXLwIAdu/eXa5j\n", "2NnZYfjw4QCA9PR07Nixwwgjr7sMrYozYcIE9O3bF0OGDIG3tzdnDxERERFVIgYkiEyIg4MDAgIC\n", "Ki2PRNF8EZwcVX7Ozs4IDQ0VAxD6tG3bFq+++iq2bNlS7uNMnjxZ/JrLNirG0Ko4EokEycnJyMvL\n", "Q1JSElQqFaKiohAWFlYNoyYiIiKq3RiQIDIxISEhiIyMNGrAoHi+iK5du+Kff/7R2c7Dw4PT0yug\n", "+M9s9OjROHnyJOLj48vVn7+/Pzp06ACgYMrc2bNnKzzGuq60sqEajQb379/XaefsISIiIiLjY0CC\n", "yMQEBwcjKSkJ165dM1qfoaGhiIqKEssdXr9+HdbW1ggICIBMJkPjxo0hlUrh4+NjtGPWFcnJyXjy\n", "5AmysrLQo0cP/Pzzz+JzoaGhsLGxwbZt28rdP2dJEBEREVFtxYAEkYnp0qULLCwscODAAaPckS0p\n", "X4SNjQ1+/fVXxMbG4sqVK/jqq6+wefNmxMbGVviYzxtLbbrLnJWVhTZt2mDJkiWYNWsWzpw5gyZN\n", "mojP29jYYPr06ZDJZOU+xtChQ8Vkljt27MCTJ08qPG4qmZOTE+RyuU67p6dnpc4eqm2fDSIiIiJD\n", "MCBBZGLS09NRv359fPrpp1WSUK9wCvs777yDFi1a4P333zd6fonaWmK0fv36GDlyJL766issW7YM\n", "CxcuhK+vr9Y2n332GSZOnFjuY9ja2mLIkCEAgIyMDLz77rt4+vRphcZNz1eYANPV1RUAIJfL9SbA\n", "NIba+tkgIiIiMgQDEkQmJjQ0VFwCYIyEeobe8bWwsMDSpUsRGRmJ/fv3G/WObfElI7UpSeDMmTMh\n", "CAJ69+6Nd999t1KOUXQpzebNmxEeHo7c3NxKORb9LwHm5cuX0bdvX7i4uOhNgGkMtfmzQURERFQa\n", "BiSITEhlleOMiIiAu7s7pFLpc0se9u3bFz179sTQoUONdse2tpcYlclkuHjxIvbs2fPcqhtlcffu\n", "Xa1ZKhMmTEDbtm3F7w8fPox3332XlVIqmZOTE0aPHo3o6GjExcUZvf/a/tkgIiIiKg0DEkR1gIuL\n", "C1xdXREWFlZqycOUlBRkZ2dX+I5t0RkW2dnZFT4HU/bCCy/A2tq6xOfz8/OxePFiREZGltqXSqVC\n", "UFAQvvjiC7GtQYMGeP/998XvX3zxRaxatQrLly+v2MCpVP3794eNjQ127dpVKf3n5eVVSr9ERERE\n", "NUG96h4AEf1P4fIKlUql1f68hHqFF/2llTKMiYnB1KlTS90uKSlJp73wjq0hSf3UajVCQ0PFO78S\n", "iQSPHj3S2a6ykwSaEqlUip07d0KpVCI4OLjE7XJzczF06FBIpVJMmjRJ67nw8HBMmzYNqampuHLl\n", "CgBg9erVyMrKQnh4OFxcXHDx4kXExMTg3LlziImJwYMHD9C4cWO4u7vDzc0N7u7ucHd3h4ODA+zs\n", "7GBrawtbW1vY2dmhadOmzw2q1FU2NjYYOHAgduzYgVmzZhm179zcXL1JSuvSZ4OIiIjqNgYkiExM\n", "REQEwsLCEB8fD7VajQYNGuhdXlH8wl8ulyMiIkLvzIfIyEgIgoCQkJDKHr64Jr4oDw8PNGnSBAkJ\n", "CUhPT0d6ejo2bdpU6WMxJaNHj8YHH3zw3MDOnDlzoFQq8fvvv6Nx48Zaz1lbW2Pu3LmYPn26uFTj\n", "xo0bmDVrFmbNmgWpVIr8/HydPjUaDa5evVrq+Bo0aICoqCi0adOmHGdXuw0dOhSDBg3ClStX4O3t\n", "XaG+CgOIUqkUr776Kho0aIA2bdrgzp070Gg08PHxqbQEmkRERESmhks2iExMYUK92NhYfPPNN0hJ\n", "ScH9+/d1titLMrxjx46hdevWWiUp9aloycOS1sTn5eXhp59+QmxsLKKioiCVSnH06NFS+6tNhg4d\n", "ivz8/BKn/u/fvx9fffUVFi5ciK5du+rd5v3338edO3fw9ddfIygoSOu54sEIMzMzNG3aFFZWVgaN\n", "78mTJ1i0aJFB29Y1vXr1gr29fYWWbRStpuHj44OmTZvi7t27iIyMxLlz53D9+nU0bdoUQUFBlZZA\n", "k4iIiMjUSARmRdMrJiYGAQEBOHfuHPz9/at7OFRH5ebmwsvLC97e3oiIiBDbNRoNfH19dZZ2yGQy\n", "xMbG6gQPWrRogb59++Kbb74p9ZhqtRphYWG4dOkSMjIy0LlzZ+zbt8+giyRDxxUaGoo7d+4gJibG\n", "aIkga4IBAwYgOTkZp0+f1mq/ffs2AgICEBwcXKbkmHFxcfjhhx+wZ88exMTEwM3NDf369cPo0aPh\n", "5+cHKysrCIKAx48f48GDB0hMTERiYiKePHmCtLQ0pKenIy0tDVu3bsWTJ09gZWWFxMREODg4VMbp\n", "12jjx4/Hn3/+iRs3bpTrPatQKHRmDrVt2xYXL14Uv//kk0+wdOlSJCUlGRxIIiIiIqosVXFNzBkS\n", "RCasXr16+Pjjj7F//35cuHChXH3ExcUhLi4OL7/8skHbF87QWL9+PQRBwKZNmwy+Y2voDItJkybh\n", "woULOHfunEH91hajR4/GmTNn0K5dO6325ORk+Pr6YuPGjWW62G3evDk++ugjnDx5EuvXr4ebmxu+\n", "++47hIeHY/HixVCpVJBIJGjYsCF8fHzw6quvYuzYsXj33XcxZ84czJ8/H99++y3Gjh0LAMjMzMS2\n", "bduMecq1xtChQ3Hz5k2cP3++zPuWNHMoOTlZq5rGyJEjkZaWhv3791dkqEREREQ1BgMSRCZuxIgR\n", "aN68OT7//HOxzcnJCfb29jrbyuVyndkRx44dg5mZGXr06FGm47766qsAgFOnTpVpv4iICDg6OsLc\n", "3LzEEqO9e/eGh4cH1q5dW6a+a7qwsDCsXLkS77zzjlZ7p06dcOLECb0/U0PUr18fY8eOxZkzZ3D2\n", "7Fn07t0bCxYswAsvvKB1B74kRRNorlmzhuVE9QgODkajRo2wYcOGSivJ2apVK3Tu3Blbt26tlP6J\n", "iIiITA0DEkQmrl69epgzZw727t2LEydOQKPR4Pfff0dcXBwcHR0hk8ng6OgIAJg+fbrO/kePHkVQ\n", "UFCZL3YdHBzQpk0bnWnmpXF2dv5/9u47rqnr/x/4K2HvEUAiCgjKEkQERSPuL1pnwYEitW6t1lZt\n", "rdXqxzpaW7Vaa7UqWnfFhdLWXTcgLrCKijgAEQ0GwhZEIPn9wS+3hCQQQtjv5+PBQ3Jy7rnnChc4\n", "73vO+0AsFmPu3LkKtxjV0NDAlClTcPDgQRQUFNSo/aZMU1MTs2bNwrRp02TeU9fSFW9vb+zYsQNp\n", "aWno3bu3Uluuuru7g8fjAQDi4+Nx8+ZNtfSlOcnKygKbzcbWrVvh4eEBHo8HgUCg1LEcDgcGBgYy\n", "5fJys0yYMAHnzp2Tu9sNIYQQQkhzQwEJQpqAQYMGQUdHB4MGDYKLiwsGDBiA7t274/Xr14iPj0di\n", "YiI6d+6M33//Xeq4srIyXLp0SenlGpXxeLwaz5C4d+8esrOzMWzYsCoTYU6ZMgVv376tVaJAopiZ\n", "mRlOnTolk/xSkRkzZjCfh4aG1lW3mqyAgAC8efMGIpGo2iSyEkKhEEKhEJGRkUhJSYGVlRW4XK7C\n", "mUMAEBQUBDabjbCwsLq6FEIIIYSQRoMCEoQ0AWPGjEFxcTHevXuHzMxMiEQiFBcXQ0dHBxwOBxYW\n", "FliwYAHOnj2L+Ph45rh///0XWVlZtQpIPHjwALm5uUofc/nyZejq6qJ79+5V1rOzs8OgQYOwY8cO\n", "ZuBGGs6YMWOYWTSHDh2q0de8uVOUAyI5OVnu923FHTXc3NzQv39/dOvWDS9fvkR8fLzCmUNA+WyK\n", "YcOG0bINQgghhLQIjS4gMWnSJNjZ2cHLy0vqw8PDA2w2W2qngYSEBAwZMgSurq5wdnZGcHAwXr9+\n", "LbfdXbt2wdPTE56enujYsSPWrVtH66RJk6BoMJSamio1GAoKCkLbtm2xfv16puyff/6BgYFBtcEB\n", "RXg8HsRiMW7duqX0MZcuXULPnj2ho6NTbd2goCDcvHkTrq6uNZ4GT2rm+fPnMjNoKtLX18eECRMA\n", "lCe3/OOPP+qra81OxS15BQIBSktLUVJSAm1tbXA4nGq30J0wYQLi4uLw8OHDeuoxIYQQQkjDaHQB\n", "CRaLhVWrVuHu3btSH8uXLweHw8GQIUMAlA/GevXqhU6dOiEhIQGPHj0Ci8VCnz59kJ+fL9Xmli1b\n", "MGfOHOzatQv37t3DyZMnsX79eixatKghLpGQOqGlpYV58+bh4MGDePXqFYDyhJZ9+vSBtra2Sm06\n", "OTnB3Nxc6WUbpaWluHbtGvr3769UfcnSgIyMDKWnwRPVHDp0CNOnT5fZwUEkEjGfV1y2sX37dgra\n", "/n+Kdo8xMjKSCS4oCiCmpaUpPQtoyJAhMDc3R2hoqMwxNJuIEEIIIc1JowtIzJw5E7169ZIp3759\n", "OyZNmsQMrL799luIxWKsXLkSQHmSvPXr1yM5ORkbN25kjsvPz8c333yDyZMnw9vbG0B5IrH58+dj\n", "w4YNSE5OroerIkR1ym6lCQDTpk2Dnp4efv31VxQVFSEqKkrl5RpAeYCwR48eSgckYmNjkZ+fj379\n", "+lVbVygU4sWLFzLliqbBk9pZvHgxRo4ciZCQEPTr1w+urq4wMzPDnDlzmDoeHh7MbJr79+/j9u3b\n", "DdXdRiciIgI8Ho/JAWFhYYFnz57h2LFjMkGCd+/e1epcubm50NLSwubNm5mZQw8fPmSWgdBsIkII\n", "IYQ0F5oN3YHK5E0tf/78OS5duoStW7cCKE/UFx4ejr59+0o9+eVyuXBxccHhw4fxv//9DwBw9uxZ\n", "5OfnY8CAAVJt9u/fn2lnwYIFdXhFhNReREQEAgMDmQBau3bt5CbEMzY2xsyZM7Ft2za4urqiuLgY\n", "/v7+tTo3j8fDmjVrIBKJwGZXHcO8dOkSDA0N4ePjU6tzEvVjs9nYu3cv5s+fj/z8fHTu3BlcLhdd\n", "u3aVqjd58mTcuHEDQPkMFmWTYjZ3VlZWiI6OZgIPpqamCAoKwpgxY2BmZgZdXV20bdsWdnZ2yM7O\n", "ljleXgBREUkCTQDg8/ng8/nw9fXF27dvmTp8Ph+BgYGIjo5Ww9URQgghhDSMRheQkGfHjh0YMGAA\n", "HB0dAQBJSUkoKChgXlfk4OCA06dPo6SkBFpaWvj3338BQKau5PX9+/fruPeE1F7lwVBVA5vx48dj\n", "3bp1mDJlCthsNmbMmIGIiAi5CfSU0aNHD+Tl5eHRo0dwd3evsu7ly5fRq1cvaGlpVduuZOYHn8+X\n", "Kq/JwI3UjIGBQZU7aDx79gyrVq2Cnp4eioqKEBYWhg0bNsDY2Fil84nFYrVtZ9pYVPzelOQskgQg\n", "+Hw+7ty5g19//RUHDx5klm4oCiDKo2jJR8VghIRkNhHdL4QQQghpqhp9QKKkpAR79uzBtm3bmLKM\n", "jAwAkPtHsrGxMUQiEbKystCqVSuFdSWvJe8T0hQoM/CYPXs2gP9yA0jyMqj6JLVr167Q0NDA9evX\n", "qwxIFBcXIyoqillGpQzJzI9bt25BW1sbnTt3VnrgRtTPxsYG3t7e+OuvvwAAhYWFGDt2LNzd3WFm\n", "ZgYzMzOYmpqiqKgImZmZyMzMhFAoRGZmJrKzs5Gfny/1UVRUBENDQ5iamkp9fPDBB/j0008b+Gpr\n", "R9GSIwsLCwQHB2POnDlKBRCVxWKxKKcHIYQQQpqdRh+QOHHiBLS0tDBixIiG7gohjV512xOqMjAy\n", "NDSEp6cnrl+/LpX0sLJbt26hqKhI6YSWwH8zP4YPH47c3Fxcu3atxv0j6qOnp4djx45h7NixOH78\n", "OIDyZW9nz55Vuc2CggIUFBQgLS2NKTt58iTc3d3Rp0+fWve5sdHQ0GA+V+V+UzRzyNDQUCZhs4WF\n", "RZXnUGdApC7bJIQQQkjL1egDEtu3b8f06dOl1q5bWFgAAPLy8mTq5+XlQUNDA+bm5lXWlby2tLSs\n", "8vzz5s2DqampVFlwcDCCg4NreCWENF08Hg/nz5+vss6lS5dgamoKT0/PGrffuXPnKrekJPVHU1MT\n", "x44dg4eHR423ndTS0oKRkRHzoaenh4KCAuTk5CAnJwdFRUVM3W3btjXpgERdLjmSlzMmNDQUM2bM\n", "YMokv+vk5XYRCAQICAhggpP29va1WrZVV20SQgghpPEICwtDWFiYVFlOTk6dn7dRBySePn2KqKgo\n", "HDhwQKrc0dERRkZGSEpKkjkmKSkJLi4uzBp2Ly8vprziQElybHWDp40bN6JLly61ug5C6ktdDZJ6\n", "9OiBzZs3IzMzkwnyVXb58mX07dtX6gmxslxdXcHn85GbmwsTExOV+0nUg8ViIT4+HmPHjsXff/+N\n", "bdu2wdTUFNnZ2cjJyYGenh44HA4sLCyYp/SSxI5Vefv2Ldq1a4eMjAyEh4cjIyOj2qBwY6Zsstma\n", "UpQzpmJZQkICevXqhb1792Ly5MlSxwcEBCAmJoZ5rY4EmHXRJiGEEEIaD3kP3ePi4pidKutKow5I\n", "hIaGYvjw4eByuVLlGhoaGDlyJP766y+8f/+e2WmDz+fj8ePH+Pbbb5m6gwcPhpGRES5cuIDAwECm\n", "/OLFi9DQ0MCoUaPq52IIqSd1MUji8XgAyvNRDB8+XOb9oqIixMTEYN26dSq17+rqCgB4/PgxfH19\n", "Ve8oURsWi4U9e/Zg7dq1CAoKgp6eXq3bNDAwwKRJk7Bu3TqUlJRg7969TXqXo5okm1WFvPYkZX5+\n", "fggODsbixYsxatQoJi9SXSzbqos2CSGEEEIAoOo9/BrQ+/fvsXfvXsyaNUvu+ytWrACbzcayZcsA\n", "AKWlpViwYAEcHBwwf/58pp6hoSF++OEH7NmzB3FxcQDK/4jauHEjvvjiC9jb29f5tRBSnySDpPj4\n", "eMTHxyM6OrrW06rt7OzA5XJx/fp1mfeEQiHOnDmD9+/f1yh/REVOTk4Ayp/6ksZDX18fy5cvV0sw\n", "QmL69OnM56Ghoc0iUSOHw2mQQfnatWuRn5+PVatWQSgUMoGR5vB/SgghhJCWodHOkAgPD4eZmRkG\n", "DBgg931bW1tcu3YNX375JVxdXSESidClSxdcuXIFhoaGUnVnz54NPT09TJo0CSwWCyUlJfjiiy/w\n", "1Vdf1celENIg1DlAYrFY6NGjh9SU7YpryvPz86Gpqany9HsDAwPY2dmpHJCgRHtNR4cOHdC/f39c\n", "unQJT58+xZUrV9CvX7+G7laT1KZNG3z22WdYs2YN9u3bBw0NDZiamiIrK0umbm2WbXE4HLRt25a2\n", "6CWEEEKI2jXaGRLBwcFITEysso6rqytOnz6NhIQEJCYmIiwsDK1bt5Zbd/Lkybh//z7u3buHR48e\n", "UTCCkBri8Xi4efMm0tPTAfy3ppzP56OgoAClpaUYOXKkyu27urrWOCAhEAjA4/Hg4eEBDw8P8Hg8\n", "CAQChfUrPkUmNSMWi/Hzzz/LnSVTUzNnzmQ+Dw0NrXV7LdmVK1cAlN8LfD4fCQkJ0NHRgZeXF7hc\n", "LoyMjAAA33//vcrnEIvFsLW1BZvNhpWVFQwMDKCtrU1b9BJCCCGk1hptQIIQ0ngIBALs2bMH7969\n", "g4eHB7p27So3qaxkTbkqXF1d8fjx4xodUzEowufzERMTI5UrpmL/axK4ILLKysoQHh6OoKCgWv/f\n", "BQQEMLNpJMktSc0JhUKkpqbKlBsaGuKff/5BfHw8EhMT4erqiiVLlkAkEtW4faFQiN27d+PYsWPY\n", "t28fHj16hK1bt+L9+/coLCxU16UQQgghpIWigAQhpFoBAQF48OABACAzMxN37txBZmamWs/h4uKC\n", "58+fo7i4WKn61SXaq0jZwAVRTFNTE4cPH0ZpaSn69++PV69eqdyWtrY2szOEJLklUT8OhwMul4ut\n", "W7fi+vXr2LVrl1LHVQzgubq6Ytq0afjoo48QEhICDoeDoUOHAgCuXbtWl90nhBBCSAtAAQlCSJUU\n", "DfzLyspkymqzplySC+bp06cqHa9ITQIXpGo2Nja4cuUK8vLy4OfnV6uvVXNMblnfJNv8Vlb5PuzT\n", "pw8mTpyIhQsXIjExUe73fcXlTBUDeBkZGRCLxVJfa3Nzc3h4eODq1avqvyhCCCGEtCgUkCCEqMTS\n", "0hJdu3YFl8sFl8sFj8er1ZpyydafyuaR4HA4cncPoUR7dcvFxQXR0dHQ1dWFn58f7t69q1I77du3\n", "Z5IWS5JbkpqLiIgAj8er9j5cuHAh8vLy4OXlJbVsqfJyJkXLsVJTU6UCGX369KGABCGEEEJqrdHu\n", "skEIaRwkT2ErZ9jv0KEDoqOj1bbDhYWFBSwsLJTOI1FcXIySkhLo6elBR0cHOTk58Pb2lhmMKeq/\n", "oaEhBS5U1LZtW0RGRmLYsGF49uwZvLy8VGpnxowZuHjxIgBg+/bttNuGCiTb/FZ3H06bNg1lZWUo\n", "KipCUVER+Hw+AgMDIRaLpXbPqXyfKNKnTx9s3rwZr169go2NTe0vhBBCCCEtEgUkCCHVioiIQGBg\n", "IJKTkwGUz0KQDPzVOah3cXFReobEihUr8OTJE9y6dQvm5uZwdnbG2LFj5c6aiIiIgL+/P+7fvw9z\n", "c3NoamoiKSkJ586dw6BBg2jbUBVYWFggOjoaGhoaKrchSW6ZkZGB48ePIzIyEtbW1jA1NYWJiQm0\n", "tLTA5/Px9OlT5uP58+fQ0NBAu3bt0K5dOzg4OKBdu3awtbWFtra2Gq+waanqe1fRsqW4uDiwWCyZ\n", "chaLJbOEpvLMo169egEozyMRHBysYq8JIYQQ0tJRQIIQUi1ln8LWlqurK27fvq3wfcn5nzx5gjVr\n", "1mDlypXM0/lhw4bhyJEjcrf0tbKyQv/+/cHn8xEfHw8Oh4PAwECMHDkSjo6OTIJOe3t7REREyA1q\n", "EFmVgxHXr1/Hxo0bERgYiKFDh8LY2LjK4yXJLdeuXYuSkhL07t1bpn15uUoUMTc3h5WVFVq1agUr\n", "KytYW1sjJCQEvr6+yl9UC1JaWiq33NLSEnZ2dkhLSwMgHYCUaNWqFVxcXHD16lUKSBBCCCFEZRSQ\n", "IIQora5nELi6uuLAgQMQiURgs/9LcSMQCBAQEICUlBSIxWLk5OSgc+fO+Prrr5k6QUFBGDt2LJKS\n", "kuDg4CDVbmlpKcLCwhASEoJWrVoBAA4fPgxra2vEx8cz9STT2KOjo+v0Opurt2/fIikpCePHj4eW\n", "lhYGDx6MPXv2wMzMTOExM2bMwMaNG/H+/XuZ92oSjACArKwsZGVlSS372bt3L168eAFTU9MatdWc\n", "KFq21K1bN5klG0B5fg9lApB1nUeCZi4RQgghzR8FJAghjYarqyuKioqQmpoqtXuAJOt/RWKxGJqa\n", "//0IGzp0KPT09HD06FGpQAUAXLhwAW/evMGECROYsqKiIhgYGCA/P1+qrmT3DRoE1Zy/vz/8/f2R\n", "mpqKiIgILF26FEuXLsWWLVsUHuPo6IiLFy/izJkzyM3NRU5ODnJycpCbm4uCggK0bt0aHTp0QIcO\n", "HdC+fXu0b98eYrEYSUlJSE5OZj5SU1OZJI0FBQVM+3l5eThw4ADmzJlTH/8FjVZVy65UXY7Vu3dv\n", "bN++HQKBQK2ziioGIAGauUQIIYQ0ZxSQIIQ0Gi4uLgDKd9qQBCQUrX9PT0+XChwYGBgwyzYqByT2\n", "798PV1dXmeSL8tbPk9qztbXF559/jrKyMixYsADTpk2rMvGln58f/Pz8anSO9u3bK3yvsLAQd+7c\n", "QZ8+fQCUJ8z89NNPW/TXu6plV6oux5L8/167dg2jR49WW18rByBp5hIhhBDSfNG2n4SQRsPW1hb6\n", "+vpKJ7asbMyYMYiLi8Pz58+Zsvz8fJw4cQITJkyQGpBKprFXRtuGqs+cOXMwZswYmQSJ6nb9+nUs\n", "X74ceXl5AAB9fX307t0bPXv2BAA8ePAA169fr9M+NBUcDkfu97ei8qrY2NjA0dGxxss2hEKh1Bai\n", "ld+TF4CUzFwihBBCSPNCAQlCSKPBZrPh7OwsFZCoSeBgyJAh0NfXx9GjR5myEydOoKioCOPHj5dp\n", "IyIiAjweD+bm5gCATp06ySTvI6rT0tLCoUOH0KVLlzppv6ioCF9++SX8/PywYkmWReYAACAASURB\n", "VMUKbNu2Ter9mTNnMp9v3769TvrQ0vXp0wfXrl1Tqq5AIACPx4OHhwc8PDzA4/EgEAjquIeEEEII\n", "acwoIEEIaVRcXV2lkhIC5YEDOzs7AIC1tTV4PJ7cwEHFZRsSBw4cQO/evZnjK5JMY3/06BEsLCzg\n", "7+9P69SbiJiYGHTu3BlbtmzB2rVr8fz5c8ybN0+qzujRo5lg05EjR+gJex3o3bs34uPjkZWVVW1d\n", "yVIMPp8PPp+PmJgYBAYGStVRFIA0NTWlmUuEEEJIM0QBCUJIo+Li4iKzZMPS0hK6uroYNWoUHjx4\n", "gOjoaIWBg6CgINy9exdPnz7F69evcfHiRalklvK0atUKQUFBOHz4MEQikVquo6pp6S1VdnZ2le9n\n", "ZGTg3bt31bazZs0a+Pn5wdTUFHfv3sWCBQvg4OAAbW1tpk5JSQmSkpIwceJEAEBxcTH27dtXuwsg\n", "Mvr06QOxWIzIyMgq69VkKUZ4eDgMDAygqakJa2trmJmZ4fnz5zh37hzTFt1bhBBCSPNAAQlCSKPi\n", "6uoKoVCIjIwMpuz69etITEzErFmzqn1KOnjwYBgYGGDv3r3YuXMntLS0lEq4N3bsWKSlpcns5lFT\n", "NC1dvmvXrqFNmzZ48OABgPKAwY0bN6TqfPrpp3B2dsbevXur3PLT3d0dq1evRnR0NFxdXeXWCQ0N\n", "hZeXF3x8fJiy7du313k+i5bG3t4etra2OHv2rEyQoGLgoKSkhMnxUZ1jx46hsLAQJ0+exIMHD8Dn\n", "8zFw4ECMGDECbm5udG8RQgghzQhLTH+dyRUXFwdvb2/ExsbW2fpnQoishw8fwt3dHVevXkXv3r0B\n", "AFOnTsWlS5fw/PlzsNlVx1EFAgHc3NyQm5sLADA2NkZCQkK1SzFEIhHatm2LUaNGYdOmTSr3n8fj\n", "yQQ1eDxei98hoLi4GJ06dULr1q2xevVqzJgxAykpKUhLS4OJiQkAIDExEUuWLEF4eDjc3d2xaNEi\n", "PHjwALq6uvj2229rdL7379/D09MTPj4+SEtLw5UrVwAAly9fRt++fdV8dS2XQCBAx44dkZOTA0tL\n", "S9jb22PHjh2YPn06MyPCxsYGmpqaMgEoAOjWrRtu3rzJvObz+XBxcUFwcLBUTpDi4mJwuVyZWTZ0\n", "bxFCCCF1pz7GxDRDghDSqLRv3x4aGhpMHomCggIcPnwYkydPrjYYAZSvUxcKhSgtLUVpaSmysrJk\n", "1qnLw2azERQUhKNHjyp8Ol/dVHHaIUAxHR0dbNq0CVeuXAGPx4Ouri4iIyOZYAQAODs749ixY7hx\n", "4wY4HA4++ugjhIaGoqioqMbn09bWxvjx4xEREYFJkyYx5ZUTX5LaCQgIQGZmJkpLS5m8ED169JDK\n", "FXHnzh3Exsbir7/+Ao/HA5fLhZWVFTQ0NKCnp4fS0lLm3vriiy+go6ODH374Qeo8BQUF0NXVlTk/\n", "3VuEEEJI06bZ0B0ghJCKdHR04ODgwOSROHLkCAoLC6UGlYpUFxCobrnH2LFjsXHjRly7dg39+vVj\n", "ygUCAQICApi27e3tERERQQkwa2jQoEFYsWIFzM3NMWvWLGhoaMit5+vri8uXL+PZs2ews7OTyg1R\n", "E+PGjcOyZcugra0NS0tLZGRk4Pjx4xAIBPS1UwNF91tBQYFMmbm5OTObQRJAuHfvHvz9/WFrawug\n", "fBZEVlYWfv31V5iZmdVp3wkhhBDSONAMCUJIo+Pq6soEJHbt2iU1aKlLvr6+sLOzw+HDh6XKldkd\n", "AKjZFqUt1bJlyzBnzhyFwQgJFouFDh06qByMAIAOHTrA29sbx44dw+TJkwGU5zLYvXt3jdsSiUTI\n", "ycnBixcvkJSUBIFAgKKiIspJIYe8/5OKs5s4HA44HA769+8POzs75r6S7NRx8OBBmeNVubco+SUh\n", "hBDS+NEMCUJIo+Pq6oqwsDAkJiYiOjoahw4dUuo4yaCFz+dLlSsbEGCxWBg7dix27dqFX3/9FVpa\n", "WjWedREREYGhQ4fizp07AAA3Nze5W5SS+hEcHIwlS5bgxo0bWLt2LYDy5JZdunSBlpYWtLW1oaWl\n", "hbKyMrx8+RIvXrxgPl6+fImsrCzk5OQgPz9f7kBbQ0MDRkZGsLS0xHfffYegoKD6vsQGo+h+MzIy\n", "Qn5+vlSZvHtQKBTK3VUlJSVF4b0VGBiI5ORkZGZmQkdHB8ePH5c5nmY0EUIIIU0HBSQIIY2Oq6sr\n", "UlNTsW7dOpiZmeHDDz9U+tiKgxagfCBUk4DA2LFjsXbtWly6dAmDBg2qcd+trKywfPlyDBs2DAAw\n", "c+ZMGgg1oPHjx6Ndu3Zwc3ODv78//vnnHyQnJ2PgwIFqab+srAw5OTnIycnBrFmzMGLECLm5Dpor\n", "efdbaGgoZsyYofI9qIiVlRWz5CMqKgoBAQGIjo7GyJEjpepJZjRJ8Pl8BAYGUvJLQgghpBGigAQh\n", "pFERCARYv349AOD333+HtbU18vLylB7kVRy0AKjxUgkvLy906NABe/fuhY+PDzgcjtxzVzXrIi4u\n", "Dubm5mjdujWTnJM0DC6XywxY586di3/++UfpYzU1NcHhcGBiYgJTU1PmX01NTeTn56OgoAD5+flI\n", "TU1FRkYGsrKycPz4cYwfP76uLqfRUXS/KXMPqjqjicPh4MMPP8TAgQOxZMkSjBgxApqa5X/O1DaP\n", "DCGEEELqFwUkCCGNSkBAAOLj45nX6enpKj3dVHXgkZGRgaKiIhw6dAhXrlyBtrY2Xrx4gdatW0Ms\n", "FiM7Oxs6OjpVPvGNi4tDly5dYGZmRgGJRmTo0KH4888/8e+//6KkpETqQywWo02bNrC1tYWdnR1s\n", "bW3B5XKrzXUBAJGRkcwWtaGhoS0qICEh735T5h6szYym1atXw8fHB/v372dyhBBCCCGkaaGABCGk\n", "0WgMTzcDAgKQlpYGAMyTWxsbGyafwMaNG/HLL79U2Ze4uDiMGzcOOjo62LFjR533mShvxIgRGDFi\n", "hFrb9PPzg4uLCx4/foyrV68iMTERzs7Oaj1Hc1WbGU3e3t4ICgrCt99+i4EDB0JXVxccDgdaWloy\n", "dSmxLCGEENI40S4bhBDy/ykKiIhEImRlZTE7A+Tn5zO7gFSWmZmJ1NRUdOnSBS4uLkhPT0dOTk4d\n", "95xUZ9OmTRg+fHidtM1isTBjxgzmNQWhak6y80ZNzZs3Dy9fvoSbmxs8PDxga2uL1NRUtGnTBlwu\n", "F0ZGRmCxWDhw4EAd9JoQQgghtUUBCUJIo9EUts308fEBm83GjRs35L5/9+5dAGACEgCQmJiotvPT\n", "VoaqMTU1xcmTJ5Gamlon7X/88cfMFqV79uxBcXFxnZyHSPvyyy8BAHl5eeDz+Xj58iXatm2Lly9f\n", "Ij4+HpcvX4ZYLMbt27cbuKeEEEIIkYcCEoSQRiUiIgI8Hg9cLhdcLhc8Hq/ets1UJiBiZGQEd3d3\n", "hQGJuLg4GBkZwdHRkZm2r0oeicqBB4FAAB6PBw8PD3h4eIDH40EgENS43ZYqICAAurq6OHLkiMx7\n", "KSkp2LVrF0pLS1Vun8PhYPTo0QDKv3a01WvdUzSjqbS0lFni5e3tDR8fH7lfd0IIIYQ0PApIEEIa\n", "Fcma8vj4eMTHxyM6Orpet81UJiDSvXv3KgMSXl5eYLPZMDAwgK2tbY0CEooCD5KtDPl8Pvh8PmJi\n", "YhAYGFira21JjI2NMXToUISFhUmVFxUVwcfHB1OnTkVQUBDevXun8jkqLtsIDQ1VuR2iXkFBQTh1\n", "6hQKCgoauiuEEEIIqYQCEoSQRknVNeW1pUxApHv37nj06BHy8vJkjr979y66dOnCvHZxcVGYb0Ie\n", "eYGHoUOHIikpSaauJNknUU5wcDDi4uLw5MkTpkxPTw/Hjh3DkSNHcObMGQwdOhT5+fkqtd+7d284\n", "OTkBAC5fvix1HqJ+yi7xGjNmDN69e4eTJ0/WY+8IIYQQogwKSBBCiBxVBUS6d+8ud116Xl4enj59\n", "KhOQUHaGhKIp6Hfu3MGbN2+U7zyRa8iQIQCAZcuWSZX37dsXY8aMwblz53Dnzh0MGDBApUAPJbes\n", "f8rMaLK3t0e3bt1o2QYhhBDSCFFAghBCasjZ2RkmJiYyyzb+/fdfAICXlxdT5uLigufPn6OkpETl\n", "8xkbG6N9+/Yy5ebm5uBwOJToUkl6enpYsmQJLCws5L7fu3dvXLlyBSkpKZg5c6ZK55g4cSIlt6xH\n", "yi7xCgoKwunTp1We/UIIIYSQukEBCUIIqSE2mw1fX1+ZgERcXBx0dXWZ3TUAwNXVFaWlpXj+/Hm1\n", "7XI4HLmDKXd3d0RHRzNPglu1agVjY2MkJCTA0dGREl3WwHfffYfNmzcrfN/LywtRUVH45ZdfVGrf\n", "wsICo0aNAlC+BWxERITceu/fv8etW7ewadMmjB8/Hj4+Pnj69KlK5yTVL/EaPXo0iouL8ffff9f6\n", "XBQAJIQQQtSHAhKEEKICSWJLsVjMlMXFxcHT0xOamppMmSQ4UdWyDckAJzExEa9evYKBgQGsra2l\n", "pqBXfBL88OFDZGZmwsrKCklJSZToUs2cnJxgY2MjVfa///0P//zzj1I7cVRctrF582ZkZmYyr69c\n", "uQIejwdjY2P4+vpi4cKFSEpKgpaWltT3ElEvOzs7dO/evVbLNminG0IIIUT9NKuvQgghpDJfX1+s\n", "XLkSSUlJcHR0BFAekOjdu7dUvVatWsHExAQJCQkICAiQek+ye0ZKSgrKysqQnZ2Ndu3aITo6GiwW\n", "CwBknvpKXguFQqZORZJElw2RELS5ysrKQlhYGL777jtYWlpi6dKl+PzzzxXW79OnDzp06ICnT58i\n", "KioKlpaWcHV1Ra9evQAA+fn5GDNmDHR0dJCbm4vnz5/jxYsX6NOnDwwMDGBoaMh8mJiYwMLCAhwO\n", "h/nXwcEBvr6+YLPpmUJNBAUFYdGiRcjLy4OxsXGNj5cknJXg8/kIDAxEdHS0OrtJCCGEtCgUkCCE\n", "EBX4+voCAG7cuAFHR0cUFhYiISEB8+bNk6rHYrEUJrasPMAByvNFKMpxoAzJE3zJlHIKTNSeubk5\n", "nj59iri4OPz0009YsGABgoKCYG1tLbc+i8XC/PnzMXv2bKYsISFBareVBw8e1KpPP/74I77++uta\n", "tdHSjB49Gl988QX++OMPBAUFSd0b8u6XimWKEs5SAJAQQgipHXq8QgghKuBwOOjQoQOTR+L+/fsQ\n", "iURSO2xIuLq6ygQkFA1wXr16pdT6dEVbHmZmZqJnz540rVzNWCwWvL29sXXrVmhra2Pbtm1V1v/k\n", "k09w/vx5LFiwAL6+vlLLeCrT0NCAvb09bG1tweFwoKOjU21/Nm7cWKtEqS2Rjo4OjIyMMH/+fObe\n", "ePjwocwyDHllAoGAEpQSQgghdYBmSBBCiIokeSSA8uUaWlpa6Nixo0w9FxcXHD9+HGKxWO4yC1VF\n", "REQgMDAQycnJAABbW1s8efIEiYmJTB2aVq5epqammDhxIrZu3YrFixcrDB6wWCz4+/vD398f7969\n", "Q15eHuLj43Ht2jVkZmbCwcEBTk5OcHJyQrt27aCtrY13794hJCQEEyZMwLBhw1BQUICcnBxkZmZC\n", "KBQiMzMT27dvR2RkJNLT03H69Gl8+OGH9fw/0HQFBAQwu2xI8q706NFDaucNRWU+Pj4oLCyUabNd\n", "u3Y0O4IQQgipBbUGJFJSUpCTk4POnTurs1lCCGmUunfvjrCwMBQVFSEuLg7u7u5yB6guLi7Iy8tD\n", "eno6uFwugP9mOPD5fKm6NRngSBJdVpxR4eHhIVOPppWr19y5c+Hs7Kx0EsoVK1YgIiIC9+/fx4AB\n", "AxTW09XVhUAgwM8//4yAgACYmprC1NRUaiYMh8PB4MGDAQA7d+6kgISSFM1IkrcNqLyy0tJS7Nmz\n", "B9u3b0dKSgpyc3NRVFSENWvWVHtegJZOEUIIIYqotGTj6tWr6NevHyZNmsSU/e9//4ODgwO6dOmC\n", "Ll26ICcnR119JISQRql79+4oLS3F3bt3cffuXXh5ecmtJ9lpo2IOAQA4ceIEdHR0oK+vL7WjRk1V\n", "t+UhUS8nJyd8/vnn0NXVrbbu3bt3sW7dOoSEhEBLS6va+nPnzsW1a9fw77//yn3f398fbdu2BQCc\n", "Pn0ar169qlnniRR5M5bklXE4HAwbNgzXr19HfHw8Hj9+DGdnZ8ydOxfv37+XqU87chBCCCHKUSkg\n", "ceDAAWRnZ2PcuHEAypNzrV69Gu3atcO8efOQnZ2Nn376Sa0dJYSQxsbDwwN6enq4du0a4uPj5eaP\n", "AAAHBwdoamrK5JFITk5GcXExDh48iPj4eERHR8PKykrl/ijKK0HTyhtGaWkppk2bBjc3NyxcuFCp\n", "YwICAtC2bVts2rRJ7vsaGhqYPHkyAEAkEmHPnj3q6m6zpujeMDQ0VKqs4j3E4XDQtm1bHDhwAPfv\n", "38eKFSuYrXslJAlraUteQgghpGoqBSSio6Nx5MgRfPDBBwCAvXv3AgD+/vtvbNiwASdPnkR4eLj6\n", "ekkIIY2QlpYWfHx8sGPHDpSUlCgMSGhpaaFDhw4yAYmDBw/CxsYGw4YNU1vAICIiAjweD1wuF4aG\n", "hmCz2di/f79a2iayqlq28fPPP+Pu3bvYuXMntLW1lWpPU1MTn376KQ4ePIiMjAy5dSZPnsw8xd+1\n", "axdEIlHNO94CVbw3JDOSYmJilCqTN3PJ29sbCxYswOrVq+Hs7MzMhHj8+HGVO3IQQggh5D8qBSRy\n", "cnLg5OTEvP7777/B4/Hg5uYGAOjYsSMt2SCENHsCgQDPnz9HUlISAGD+/PkKp2VX3vqztLQUhw8f\n", "xrhx46ChoaG2PknySsTHxyMqKgpisRiXL19WW/vkP3FxcXB0dMTLly9l3tu/fz8WL16M+fPno1u3\n", "bjVqd9q0aWCz2QgNDZX7vr29Pfz9/QEASUlJuHLlSo373hJVvDckM5I6duyoVJmimUuS/3uhUMjM\n", "hOjXrx/evHlTj1dGCCGENF0qBSQ0NDSYJzKPHj3CkydPZKYistm0oyghpHkLCAjA69evmdc3b95U\n", "OC27ckDi4sWLEAgEGD9+fJ30jcPhwNPTE4MGDcLOnTvr5BwtXYcOHSAUCvHbb79JlYvFYhw5cgST\n", "Jk3C2rVra9wuh8PBzJkzq9xmctq0aczn9PWtGXk5V5Qtq0goFOLFixcy5W/evIGFhYVMOS2dIoQQ\n", "QmSpFDVwcnLC5s2bUVBQgGXLloHNZmPMmDHM+7du3ZL7y5gQQpoLRVn7FU3LdnFxwcuXL1FQUACg\n", "fLmGs7OzwkSY6jJ16lTcuHEDDx8+rNPztERGRkaYMmUKQkNDpbaEZLFYOHbsGHbs2KHy7Jeff/4Z\n", "K1euZF7Hx8fjwoULuHXrFjIzMzFixAjm92x4eDgtBWhErK2tcfXqVfB4PLRq1QoA0KZNG5US1hJC\n", "CCHNnUoBia+++grz5s2DsbExjh8/jvHjxzNZv9esWYORI0dWubUZIYS0NK6urgCAxMREFBUV4fjx\n", "4wgJCZGb0V+dJAPX33//vU7P01J99tlnyM7OxsGDB6XKdXR01Pq1/eWXX+Dv7w9fX184ODiAz+fj\n", "448/BgC8f/8ef/zxh9rORZRTVRJZFxcXREdH4+HDh5g7dy6ys7Pr/F4nhBBCmiKVAhIffPABzp07\n", "h08++QRr1qxh1rmKxWIkJCTA39+fyQJOCCHNUU13tHB2dgYAPH78GCdPnkRBQQGCg4PrupvQ1tbG\n", "xIkTsW/fviqXABDVODg4YPjw4fj888+xa9euOjvPhg0bkJycjNjYWJiYmGDWrFmYMmUK8/6OHTuq\n", "TLBJ6oa8RJkVZ0JwOBwsW7YMGhoa+PHHHxuwp4QQQkjjxBLTXzByxcXFwdvbG7GxsQoz5xNCWjaB\n", "QIDAwEAkJycDKA9GnDhxQmECPBsbG0yZMgXx8fHg8/m4efNmvfQzISEBbm5uOHLkiNTyOqIekZGR\n", "GDhwIDZt2oTp06fX+fn+/vtvjBgxAn/88Qc2b96MmJgYAOU5TGqaQFOe7OxsJCYm4smTJ7C0tMTg\n", "wYNr3WZzJ1kyoyhHxIoVK/Djjz/i2bNnsLGxqc+uEUIIISqrjzFxnQUkZs6cie3bt9dF0/WCAhKE\n", "EGVVNxiRGDBgAEpKShATE4OffvoJc+fOrY/uAQB69uwJQ0NDnDt3rt7O2ZK8f/9e6a091SEoKAhJ\n", "SUmYNWsWk+DS29sbbm5uKCwsxNu3b/H27VuUlZVBU1MTmpqa0NDQUPg5i8XCixcv8PjxY5ntRg8e\n", "PFgvs3mas9zcXDg4OGDcuHHYsmWLzPvK/gwhhBBC6lOTDkhwuVzw+fy6aLpeUECCEKJOAoEAnp6e\n", "SE9PBwD4+Pjg1KlTCmdTqNvu3bsxdepUxMXFoW3btlIDHxoMNT1CoRDa2tpgsVjgcrlMstS60LNn\n", "T0RFRdVZ+y3FmjVr8L///Q83b96Era0tOBwOBAIBAgICmAS59vb2iIiIqLefC4QQQkhV6mNMrFQO\n", "CTabDQ0NDaU/2Gw2BAJBnXSYEEKaooCAACYYAQB37txRuEVoXejbty9YLBZ69eoFDw8P8Hg8PHz4\n", "EDweDx4eHkwZ/exuGjgcDoyMjGBoaIh58+aprV0ul4u+ffti5syZaNeuHQAgOjoaz549U9s5Wqqg\n", "oCCIxWL07NmTud+GDh2KmJgY8Pl88Pl8xMTE1OvPBUIIIaShaSpVSVMTPB5PquzFixdITU2FnZ0d\n", "WrduDRaLhdevXyMlJQUWFhbo2LFjnXSYEEKamuq2CK2PmQkhISEQiUQoKChAQUEB+Hw+evTogfz8\n", "fKYOn89HYGAgoqOjadZEE7Jy5UqMHz8e7969g56eHu7fv49ff/0Vq1atgp+fH8rKylBaWorS0lKU\n", "lZUxryv/y+VyYWxszLS7bt06LFy4EACwf/9+rFixoqEusVkICQlhvg5FRUXg8/lyt4Wtz58LhBBC\n", "SENTKiDB4XBw5coV5vWtW7fwzTff4OzZs0zmeIknT55g2rRpWLJkiVo7SgghRDWKAiIVgxESz549\n", "Q7du3ZCWlgaAppA3Bbt378arV6/A4/GwYsUKREZGwsvLC1paWkyeCG1tbXTv3h2+vr6YPXs2XFxc\n", "qm03JCQEixYtgkgkwr59+/Dtt9+CzVZpc64WT9E9WFZWVv+dIYQQQhoRpf6yWLNmjdTrxYsXY+fO\n", "nTLBCABwcnLCvn37sHz5crV0kBBCmrqabhFaX1gslkyZQCDA7du3aQp5E8Ln87Fs2TL83//9HwoL\n", "C/HXX38hNjYWPXv2ZOoUFxfD398fhw4dgqurK7y9vbF27Vpmhxh5WrduDX9/fwBASkoKIiMj6/xa\n", "WhotLS2Zsob+uUAIIYTUJ6UCEh9//LHU6ydPnsj941rC3t6+yj9yCCGkpYmIiACPxwOXywWXywWP\n", "x8OJEyfq5dyKAiKGhoYyZfKCFJIp5KRx+uqrr7Bo0SKcPHkSt2/fxvDhw2W+jrq6uvjuu+/w8uVL\n", "HD16FA4ODli+fDkcHBwwZcoUqbpv377F06dPkZ6ejgkTJjDle/furZfraY4U3YOenp7MzwUTExMA\n", "wOrVq+u5d4QQQkjDUWmXDRMTE9y7d09hUCIlJQWenp7Izc2tbf8aDO2yQQipCw2Vm0EgECAwMJAJ\n", "Frdr1w6hoaGYMWMGU9amTRukpqbizZs3UsdyuVzEx8fTU9tmpqCgACdPnoSenh4+/PBDpvz8+fMY\n", "NGgQAKBbt2549OgRCgoKYGhoiDdv3kBfX7+hutykybsHT5w4ASsrKwiFQrx//x49evSAr68vDh8+\n", "3MC9JYQQQhrxtp9DhgxBeno6QkND4ePjI/Xe5cuX8cUXX6B169Y4deqU2jpa3yggQQhpjuQFRCqW\n", "8Xg8xMTESB3D4/EQHR1df50kDSo7Oxv37t1Damoqpk6dCg8PD9y9excAcODAAYSEhDRwD5u2qoKS\n", "O3bswMyZM3H//n24u7vXd9cIIYQQKY02IHHv3j34+fmhsLAQHA4HNjY2KC4uxuvXr5GXlwcjIyNE\n", "RUXBw8ND5Y6dPXsWP/30E3JycpCXlwctLS0EBATg+++/BwAsX74cu3fvhrm5udRx5ubmuHjxokx7\n", "u3btwi+//AIAKC0txaRJk7BgwQK505MBCkgQQlqmik9xc3NzUVZWhhcvXqBVq1YN3TXSAFasWIFV\n", "q1YxyRf9/f1x/vz5Bu5V8/X+/Xs4OTmhW7duOHLkSEN3hxBCSAtXH2NildJle3p6IjIyEn5+fsjM\n", "zMS9e/fw+PFj5OXloV+/foiOjq5VMGLnzp2YOXMmNm3ahDt37uDJkycICQnB0aNHmTosFgurVq3C\n", "3bt3pT7kBSO2bNmCOXPmYNeuXbh37x5OnjyJ9evXY9GiRSr3kRBCmiMrKytER0cjPj4e+/fvR3Fx\n", "MVJTUxu6W6SBfPPNN/D09GSSL164cAGvXr1q4F41X9ra2li6dCmOHj2KBw8eNHR3CCGEkDqn8v5d\n", "nTt3xtWrV/HmzRtcv34dMTExyMjIwMWLF2s1zTAtLQ2ff/45fvrpJ7i5uTHl8+fPx+bNm6XqKjO5\n", "Iz8/H9988w0mT54Mb29vAOXrNufPn48NGzZQ8k1CCJGDw+FgxIgRsLS0pPXsLZiWlhb27t2Lrl27\n", "Aij/vXvgwIEG7lXz9vHHH8Pe3h4rV66EUCikhLKEEEKatVpvKG5pacnsbV5xPWRCQoJK7e3btw/F\n", "xcUYOnSoVLmenh4GDhxY4/bOnj2L/Px8DBgwQKq8f//+KCsrQ3h4uEr9JISQ5k5TUxOjR4/GkSNH\n", "IBKJFNajQVPz5u7ujv379zOv9+7dq9QDAXnEYjGEQqHKx7cE2tra+Oyzz3D06FG4urrCw8MDPB4P\n", "AoGgobtGCCGEqJ1mXTU8YMAAvH79usbHRUVFwdLSErGxsVi1ahVevXrF5I9YvHgxdHR0mLpnz57F\n", "gQMHkJGRAZFIhH79+mHx4sWwtrZm6vz7778AAEdHR6nzSF7fv39flcsja1uB7wAAIABJREFUhJAW\n", "YezYsdi6dStu3LgBHo8n9Z5AIEBAQABSUlIAlG/5HBERASsrq3rtY0PtXNKSODg4wM/PD1FRUUhI\n", "SMCVK1dgbW2NV69e4fXr1+Dz+dDR0YGlpSWsrKyYf4uKihAbG4s7d+4gNjYWcXFxyMnJAYfDgZ+f\n", "H3r27Ak/Pz94e3tDW1u7oS+z0ZAsUc3IyAAA8Pl8BAYGNorksnS/EUIIUSeVAxKPHj1CeHg4Xr16\n", "hffv30u9JxaLkZOTo1K7qampyM3NxSeffII///wT7du3R0xMDIYPH46bN2/izJkzAAB9fX2w2WyE\n", "hYXBwsICKSkpGDduHLy9vXHr1i3Y2NgA+O+XubGxsdR5JK8l7xNCCJHl5+cHLpeLw4cPywQkAgIC\n", "pHbkqO9BU2MJiLQUEydORFRUFIDyWYa1IRQK8eeff+LPP/8EAOjq6iIwMBB79uxp8YEJoVCIFy9e\n", "yJQnJydDKBQ2WCCA7jdCCCF1QaWAxJkzZzBixAgm67Y8inavqM67d+9QXFyMJUuWoH379gCAHj16\n", "YM6cOVi5ciUiIyPRq1cvfPXVV1LH2dvbY9euXXB3d8d3332HrVu3qnT+yubNmwdTU1OpsuDgYAQH\n", "B6ulfUIIacw0NDQwZswYHD16FBs2bICGhgaA8kGTZGBSUX0Omho6INLSjBkzBrNnz0ZJSYnKbXC5\n", "XHTo0AEPHjxAVlYWU/7u3TuEhYVh4MCBmDRpkhp6S9SN7jdCCGnewsLCEBYWJlWm6iSDmlApILF0\n", "6VL07dsXX331Fezs7KSWUUh069ZNpQ4ZGRkBKE+aWZHk9e3bt9GrVy+5x7q5ucHIyAjXr19nyiws\n", "LAAAeXl5UnUlry0tLavsz8aNG2nbT0JIizZ27Fhs2rQJ0dHR6N27d0N3B0DjCIi0NCYmJti9ezeW\n", "LVuGV69eoaSkBN7e3hg1ahQcHR1RUlICgUCAjIwM5l+xWIzOnTvD29sb3t7eaN26NQBAJBLh8ePH\n", "iIqKwqVLl5jEqTt27GjxAQkOhwN7e3vw+XypchsbG4Xf13W9jILuN0IIaf7kPXSXbPtZl1QKSDx9\n", "+hRpaWkyyyAqGjlypEodcnNzw71792QSqEmeyknK09PTpXJFSLDZbKljvby8AABJSUnw9PRkypOS\n", "kgBAqowQQois7t27o23btjh8+DATkFA0aGrTpg0NTpqxkJAQhISEoLCwEBs2bMCPP/6IZ8+eYdmy\n", "ZZg9e7bSyy3YbDbc3Nzg5uaG6dOn48GDB3j48CGuX7+Ohw8fomPHjnV8JY1bREQEAgMDkZycDJFI\n", "hOzsbBQWFiI3NxelpaUAyu/Bhl5GUVxcDIDyShBCCFGdSrtstG7duspgBABs27ZNpQ4FBAQAAO7d\n", "uydVLtmPWzLzonXr1jJ/CD9//hy5ubnM9mQAMHjwYBgZGeHChQtSdS9evAgNDQ2MGjVKpX4SQkhL\n", "wWazERQUhGPHjjGDIeC/wLOJiQmsrKygqakJTU1NZpBSFyQ7enA4HLmDrnbt2tGgqB7o6+tj6dKl\n", "ePbsGYKCghAWFqbyUg4Wi4UZM2Ywr3fu3KmubjZZVlZWiI6ORnx8PB4+fIi4uDi8evUKtra28PDw\n", "YHbeGDp0KGJiYsDn88Hn8xETE4PAwEC190cSgKwsKysLbm5ucHd3p91ACCGEqEasgmXLlomPHz9e\n", "ZZ3Bgwer0rRYJBKJe/XqJXZzcxOnp6eLxWKx+MmTJ2IulyseNmwYU4/FYoknTpwoLioqEovFYnFO\n", "To7Y399fbGZmJn769KlUm1u2bBHr6+uLY2NjxWKxWJyUlCS2trYWL1y4UGE/YmNjxQCYYwghpCW7\n", "deuWGIA4PDxcnJmZKY6KihJraWmJZ82aJc7MzBRnZmaKIyMjxdra2uIJEyaIMzIyxJmZmWo7/5s3\n", "b8Q9evQQc7lcMZfLFXt6eopNTEzEBgYGYmtra7GRkZGYxWKJExMT1XZOoryysrJaHS8UCsU6Ojpi\n", "AGJzc3Pmdzv5j7u7uxiA1AebzZYp43K5Vd57kvu1pt68eSN2dnYWAxBbWVmJeTye2M7OTub8PB6v\n", "NpdJCCGkEamPMbFKSzZ69eqFZcuW4eLFi+jduzesrKzAZv832UIsFuPmzZsqBUhYLBZOnTqFpUuX\n", "wtfXF/r6+igrK8OMGTOwZMkSpt7Bgwdx+PBh+Pj4gMViITc3F35+frh58yaTDFNi9uzZ0NPTw6RJ\n", "k8BisVBSUoIvvvhCJjEmIYQQ+WxtbaGjo4MJEybAyMgIQqEQ3t7e2LhxIzNN38/PD5s2bcInn3yC\n", "EydOwMjISG1TyOUl1DMwMEBqairEYjEyMjLQqVMnnDp1Ck5OTrU6F6m5in8DAEBaWhratGmj9PHm\n", "5uYYPXo0/vjjD2RlZeH48eMYP368urvZZElmBlVWeXkrUP43mDy1Xd5hZWWF/v37o7i4GHfu3AEA\n", "eHh4yNSjvBKEEEJqgiVW9JurCpX/8JDbMItV5S4cjZ0kgUdsbCwltSSEtHg8Hk8qIAAAXbt2xa1b\n", "t6qtx+PxapWJXygUwsPDQ2aZnrW1NR48eMAMfEJCQnD79m08fvxYqd9TpG7ExcWhR48e+OGHHzB/\n", "/nyld926evUq+vbtCwDo27cvLl++LFMnOTkZ4eHhmDp1KszMzNTZ7UZN0T2gpaUls1TG2tpaph6g\n", "nnvT0dERH3zwAbZs2aKwT1wuF/Hx8RSQIISQZqA+xsQqzZAwMDDAggULFEbhAWD9+vUqd4oQQkjj\n", "oSjDflpamtST0PrOxF95oDt79mz4+fnh4sWL8Pf3V+u5iPI6d+6M+fPn48svv8SZM2fg6OgIExMT\n", "mJiYYOzYsXB0dJR7XO/eveHk5IQnT57gypUrePLkCTPb5fbt2/jxxx8REREBkUiEtLQ0bNy4sT4v\n", "q0EpSiLr6ekJbW1tJCcnAwB0dXWRnJyMM2fOYPDgwUw9ddybz58/R1JSEgYOHFhln3R1dSkYQQgh\n", "RGkqBSQMDQ3x7bffVlln+/btKnWIEEIIqUjRwKdyAksej4dOnTrht99+o4BEA2Kz2fjxxx/h4eGB\n", "3bt3486dO8jJyUFubi66d+8uFZAQi8VMYInFYmH69OnMcsqdO3di7dq1AIDY2Fg8evQIv/32G1JS\n", "UrBx40Z8/fXX4HK59X+BDaTizhtA+ff/iRMnYGVlxSznMDc3x5AhQzB58mTcv3+f2aFMHc6dOwdN\n", "TU3069dPYZ/KysogFAqRkZFR7bbqhBBCCKDiko3ExEQ4OztXWScrKwvm5uYqd6yh0ZINQgj5j7LT\n", "veXV8/DwwP3792t1/rS0NDg6OoLNZsPMzExqMFbR9u3bMXv2bKSkpKBt27a1OiepW2KxGP7+/vDx\n", "8cH8+fNhZmaGc+fOISAgACKRCJaWlkhLS4O2tjZKS0vBZrPBZrORm5sLe3t7TJw4sUXNkpCobovN\n", "9PR0uLu7QyQSQVdXF0D5Mo7ExEQUFhZK1bW2tsbLly+Rm5tbZZtAeR6X7OxsXL16VWGfRCIRnJyc\n", "MGrUKNothRBCmoH6GBOrtMi2YjCitLQUL168wIsXL6RyRjTlYAQhhBBpERER4PF44HK54HK54PF4\n", "OHHiRLX19PX1YWBgUOUSP2WcOnUKJSUluHDhAuLj4xEdHS03GV9ISAgMDAwQGhpaq/ORuldSUgIf\n", "Hx/89ttvsLOzg5mZGUaMGME81c/IyMBff/0FANDU1GTygpiYmOCXX37BkCFDGqzvDYnD4VQZOLC2\n", "toalpSWys7OZ7UDv3r2LsrIydOrUibk3HR0d8ebNG1haWla7bWdJSQkuXbrELNdQ1CdLS0t8//33\n", "+P3331VObk4IIaRlUWmGBABkZ2dj4cKFOHz4MN6+fQugPLdEcHAw1qxZA1NTU7V2tL7RDAlCCJFV\n", "3dPZyvVu3LiBYcOG4cyZM/jggw9UarO4uBgdOnQAj8fDoUOHqu3jZ599hqNHj+Lu3bvQ1tam9eyN\n", "XE5ODnbu3AmRSIQBAwYgMzOT+V7x9/fH+fPnG7iHTUt1SWAlOBwO3NzckJCQIFVP3synyMhI9O7d\n", "G7dv34aPj0+V5y8rK4OPjw80NDRw+vRpaGho0D1ICCFNVKNNapmXl4eePXvi8ePHAMBkus7OzsaO\n", "HTsQFRWFGzduwMjISH09JYQQ0uCUHVhI6g0ZMgR+fn745ptvMHDgQKndL5TdhnDXrl1IS0vDsmXL\n", "lDr3mDFjsHnzZnTs2BG6urpq23qU1A1TU1MsWLCAeS0SidCuXTskJyfjn3/+wR9//AEjIyOwWCyp\n", "fBOVP5f3WiwWo6ysjPkoLS0Fi8VCz549W9z3g+T/p2IS2pycHJl68hJdnjt3DhwOR6k/RjU0NPDd\n", "d99h2LBhcHJygr6+Pt2DhBBCFFIpIPHDDz+gsLAQ+/fvx6hRo5g1ikVFRQgPD8eSJUuwevVq/PDD\n", "D2rtLCGEkKaFxWLhhx9+QK9evXD06FGMHTuWeS8gIEAq3wSfz0dgYKDU09ni4mKsXr0a48aNg5ub\n", "m1LnXLRoEYDyILmidknjxWazMW3aNCxZsgQA8NFHH6n9HLa2tkhISIC+vr7a225oyiaBrYlz587B\n", "399f6e10v//+ewBAbm4ucnNz6R4khBCikEo5JMLDw3HixAmEhIQwwQgA0NPTw0cffYQTJ07g2LFj\n", "auskIYSQpsvPzw9Dhw7F0qVLkZ6eDqFQWO02hED5E9yNGzfi9evXSs+OUKZd0vhNnjwZBgYGddZ+\n", "amqqUst/miplcr5IAheVmZmZSQUuMjMzERsbi0GDBil1broHCSGE1ITKSza8vLwUvt+lSxfk5+er\n", "3ClCCCHNy5dffon+/fvDxcUF+vr6sLa2Rl5enky97OxsPHjwAIsXL0ZKSgrevHkDc3PzRpMoWdkc\n", "GqR2uFwuIiMjcf78eSZhtlgsZpKjSj5/9+4dNm7cCHd3dwwePFimHlC+hEBDQwOamprIz89nZm9u\n", "2bIFkydPZpYyNCdWVlaIjo6u9vu18radb9++xdu3b1FYWMjMHrlw4QKzIwohhBCibioFJIDy5Rl6\n", "enpy33v79m2tM6oTQghpPiTT7ytO4ZantLQU/fv3h0gkYsoyMzOVnu5dF9PVAeXzXRD18fLyqvLh\n", "h4ShoSFWrFiB48ePo02bNtXWP3/+PGJjYxEXF4fbt2+jW7du6uhuo1Td93zlwIVQKESnTp2watUq\n", "JnBz/vx5uLu7w8bGRulzyrsH9fX1KZBHCCFEhkpLNrp06YKvv/5abtBBJBJh0aJF1WZhJoQQ0jIo\n", "msJtYWGBrl27Sk0rj4qKkloKKFGT6d6S6eqSWRWenp5ytyitCUm+C8k2ijExMQgMDKxxO5LlKkR9\n", "5syZA0NDQ4V/l1Q2e/Zs5vOtW7fWZdeaDMm2nU5OTli6dCnWrVuH+/fvIzMzE2fOnFF6uYZE5SUj\n", "rVq1QnJyMi5cuED3ACGEECkqzZD4+uuv0b9/f/z555/48MMPmScSL1++xJ9//onXr1/j8uXLau0o\n", "IYSQ5kVLSwtnzpxhXnM4HAiFQpiYmKCwsFDldiVPfdPT0+Hm5obBgwfXaiZDdWvilXnqSzMs6o6x\n", "sTE2bdqEjz76CPb29kxCRUXGjRuHL7/8Ejk5OTh06BDWr1/faJYENQYLFy7E/v370bNnT+jp6SEj\n", "IwOnT5/GwoULlf5+rTzzwsTEBAMHDsSgQYPA4XCgqalJ9wAhhBAAKs6Q6NOnD0JDQ/HmzRts3rwZ\n", "ixYtwqJFi7BlyxZkZmbi999/R69evdTdV0IIIU2QouR5kmUUkg9l6taEtbU1Ro0ahaNHjzb4MkJ1\n", "zbAg8oWEhOCnn37CunXr8PTp0yrr6uvrY9KkSQCAd+/eYc+ePXXfwSZEW1sb2traKCgoQEZGBgAg\n", "ISFBpe9Xyb2tqamJt2/fQiQSISMjg+4BQgghDJUCEgAwdepUJCUl4eeff8Ynn3yCTz75BL/88guS\n", "kpIwceJEdfaREEJIE6dM1n9V6lZnzJgx+H/s3XdcU2f7P/BPAoGAgsoQw1BQcOPCRUSctXUhwV2l\n", "inVbrdu2jjoerbZurbPuvTClddS6BXGBA0ddoKAGAmGKyMr5/cEv50tIAkkI+3q/Xnk9cOc+59yp\n", "yaPnynVf1+vXr/HgwQO9117cIAl1HSgds2bNwpMnT+Dm5lbk3IkTJ7I/b926ValmSVWnaUtFcd6v\n", "MpkMMTExBj0nIYSQykHvopYAYG9vj++//95QayGEEFJJaVv1X9e5RenWrRusrKxw/PhxrQokanLy\n", "5Em4uLjAyMgIWVlZsLW1LXZdivxZG9S9wzC0CUYAQKNGjdCjRw9cunQJr169wqVLl6iLRBmgQBAh\n", "hBC9MiRyc3MRHR2N6OhofP78mR1PT09HeHi4wRZHCCGkcsm/PcOQczXh8XgQiUTF3rZx/fp1ZGVl\n", "4dy5c/D394eFhYXWe981ZVgkJibi77//hlAohLu7O9zd3SEUCiGVSvVeJ/k/qampuH//vsbnJ02a\n", "xP68ZcuW0lhShWDIbVNFnTMlJYX9dyQVuySEkKpJr4DEoUOH4OzsDBcXF4SGhrLjycnJaNu2LUaM\n", "GIGcnByDLZIQQgjR15AhQ4q1bYNhGKxZswY9evRAly5d4OPjg5cvXyIqKkrrc4jFYlhbW4PL5UIg\n", "EMDDwwOdO3fG6NGjqbZECfnhhx/g7e2NefPm4cOHDyrP+/j4wN7eHgAQFBSkdktBVWXIbVOaztmm\n", "TRtYWVlBKBTCw8ODgnKEEFJF6bVlIzAwEEKhEPv370f9+vXZcQcHB9y/fx+jRo3C2rVrMXfuXIMt\n", "lBBCCNFHUds2itoucePGDdy7dw9nz54FAHTv3h1GRka4cOECJkyYoNUaPnz4AJlMhg0bNmDEiBGw\n", "trZGQkICGjZsiKSkJKW5unTvIJqtXLkS1atXx7Zt27Bu3Tr4+/tj9uzZaNKkCYC87Jlx48ZhyZIl\n", "kMvl2LlzJ5YuXarTNRiGwbNnz3Djxg3ExMSAy+WCw+GAy+WCy+XC3NwcQ4cOZbuRVRSG3DZV2Dnf\n", "vn2Lxo0bIzo6mp0nkUggEokQEhJS7GsSQggp/ziMHjmsbm5uuHDhAlxcXNQ+//z5c/j5+eHJkyfF\n", "XmBZCQ8Ph4eHB8LCwtCmTZuyXg4hhJBiGDt2LK5evYqXL1+Cw+EA0L4V54ABA/Dq1Ss8fvyYPbZz\n", "586wtbVFYGCgVtf38fHBs2fP8OzZMxgb530XIJPJ4O7uDolEojRXIBAgIiKCAhIGkpKSgh07dmD9\n", "+vX48OED+vfvjz/++AO1a9fG+/fvUa9ePeTm5qJOnTrYsmULG0wwMjJS+dnIyAhyuRz379/H9evX\n", "cePGjSK3GbRq1Qrh4eHse4f8H5lMhmbNmiEuLk5pnD4DhBBSPpTGPbFeGRJpaWkagxFAXrGoxMRE\n", "vRdFCCGEGNLgwYOxa9cuPHjwgM2SULTiVFD3zezz588RFBSEP/74Q+mG8ssvv8Rvv/2G7Oxs8Hi8\n", "Qq99+/Zt/PXXXzh06BAbjAD+b199wYBEcfbqE1U1atTAnDlzMG3aNBw+fBhyuRy2trYA8jI7BwwY\n", "gMDAQMTGxsLPz8/g13/w4AEbuOjfv7/Se4AAXK7eDd8IIYRUAnr/LfDp0yeNzyl6TRNCCCHlQffu\n", "3WFlZYV9+/axxfOKasUpk8nwyy+/oHbt2hgxYoTSvF69eiE1NRW3b98u8toLFixAs2bNMHToUJXn\n", "8u+rNzY2hoWFhdZZF0Q3pqamCAgIwLfffqsUXJoxY4be56xVqxb69++P3377DefPn4dYLIaXlxeA\n", "vPeIwooVK+Dn54cWLVpALBYXq8BqZVISBTQJIYRULHqF6T08PDBv3jxs2rRJ5Tm5XI558+ahbdu2\n", "xV4cIYQQYghJSUkwNjbG5s2bcfz4cTg4OCA3N1dlXmpqKh49eoT58+cjMjIScXFxcHJyQmpqKvh8\n", "PjvPw8MDVlZWuHDhAnsDWpBMJkNwcDAuXryIwMBAGBkZqczJv6/+8uXLGDJkCO7evYt+/foZ7sWT\n", "Qnl5eeHKlSu4d+8e5HI55HI5cnNzC/3ZxcUF3t7eaNq0KfsN/8uXL+Hr64vo6GgEBgaid+/ecHR0\n", "hEwmw9WrV/Hvv//i119/hUgkwtSpU7Fx48YyfuXlg1gshkgkYoOBXC4XR48eLetlEUIIKSV61ZC4\n", "ceMGunbtioYNG6Jv375wcnJCZmYmYmJiEBQUhPfv3+PKlSvo3LlzSay5VFANCUIIqTyEQqHS9gxN\n", "jIyM1AYqhEKhSpG9YcOGISoqSiVLIn9tioSEBJiYmOD169ews7Mr9NoMw6B79+6QyWR48OABpbKX\n", "sOTkZBw9ehQTJ04s1nnS09Nx8OBBzJs3D3Z2dhCLxWzhzFmzZmHt2rUAgLVr12LGjBlYt24dZs6c\n", "iUuXLqF79+7Ffh2VhUwmw/Pnz9GlSxcsXboUP/74Y1kviRBCqrxSuSdm9LRnzx6Gz+czHA5H6WFm\n", "Zsbs3btX39OWG2FhYQwAJiwsrKyXQgghpBgSEhIYgUDAAFB68Pl8plWrVoxAIGAEAgEjFAqZsLAw\n", "xtLSUmWuQCBgEhISlM67a9cuhsPhqIx7enqqHC8UCrVaa2hoKAOAOXjwoMFeP1HvxIkTDAAmMDCw\n", "WOc5ePAgw+FwmGHDhjHJyclKzz179ox9DzRq1IiRy+VMbm4u06VLF8bFxYVJS0sr1rUro5kzZzLm\n", "5uZMdHS0TsclJCSofBYJIYQUT2ncE+v99cvo0aPx+vVrrFu3DhMnTsTEiROxYcMGREZGYtSoUfpH\n", "SAghhJBSUKtWLVy8eBERERGIiIhASEgI6tWrh2rVqml1fK9evcAwDC5evMiOaVObojAdO3bEgAED\n", "sHDhQkgkEq2OIfoZOHAg+vfvjylTpiA5OVnr4168eKH0+6BBgxAVFYUjR46gRo0aSs81btwYXbp0\n", "AZBXIPX69evgcrn4448/YGlpiXfv3hX/hVQyP//8MywsLDBnzhy23kt+BcekUimEQiHc3d3h7u4O\n", "oVAIqVRa2ssmhBCip2Llg9rb2+P777/Hli1bsGXLFkydOhV16tQx1NoIIYSQYiuqcJ7ioc3c/Bwd\n", "HdGsWTNcuHDBoOudOXMmoqKi0KRJE5UbLHU3aEQ/HA4HW7ZswcePHzF37twi56enp2PMmDHo2LEj\n", "Pn/+zI6bmpqiXr16Go+bMGEC+/OOHTsAAK6urrh//z4aN25cjFdQOVlaWmLhwoU4duwYGjVqxH4G\n", "njx5ojbwoOiWI5FIIJFIEBoaCpFIVNYvgxBCiJaK1Xvq8+fPCAkJgUQiwciRI9miXyYmJoZaHyGE\n", "EFJs+QvnAXkBhtOnTxd77pdffoljx46BYRhwOBxYW1urLV6pS9eAH374AQCQkpKClJQUSCQS9O3b\n", "Fzwej82+cHZ2hlgsRu3atbU6p4IimEEdDPI4Ojpi1apVmDx5MoYOHYoePXqonffw4UMMHToUMTEx\n", "+P3332Fqaqr1Nfz8/GBtbQ2ZTIaTJ09iw4YNsLGxUer0QZQdOnQIwP+9XyUSCTw9PZGWlsbOkUgk\n", "6N69O6Kjo1WOV2Qk0fucEELKP70zJA4fPgwnJyd88cUXmDx5MgDgzp07cHBwwIEDBwy2QEIIIaS4\n", "FN0s8m/P0HQzr8vcXr164f3797h58yaAvBupd+/eoW7duhAIBBAIBBAKhRoDGgVp2vIRHh5erG+B\n", "Ka1dswkTJsDb2xs9e/ZU+XNiGAZbtmxBhw4dwOfzERYWhtGjR+sUTDA1NcXo0aMBAFlZWdi3b5/K\n", "HF22jFR2mj4D+YMRCk+ePMHHjx9LYVWEEEJKil4BiStXruCbb74Bn89Hv379YGycl2ghFAqxcOFC\n", "TJkyxeAprIQQQkhx5d+eUdy5UqkUP//8MwCgT58+cHd3R0BAAEaNGoU3b95oFdDQllwuVxnTti4F\n", "AEprLwSXy8WZM2ewb98+le5g06dPx5QpUzB27FjcunVL7y0W48ePZ3/esWMHmHwNzu7duwcnJyfc\n", "unVLvxdQhVlZWcHDw0NlXJeMJEIIIWVLr4DEr7/+itGjRyMyMhJBQUFs6qK5uTmmTZuGPXv2YPXq\n", "1QZdKCGEEFKe+Pr6si0/U1NT8fjxY/D5fGzfvp3dvqHrTZGmGhY8Hk/vdRa30GZVUL16dXzzzTew\n", "sbFRGn/58iUCAwOxefNm8Pl8vc/fsGFDdO3aFUBeUcxr166xz7Vq1QpNmjTB+PHjlQIVVZWmz4CF\n", "hYXKWOPGjXHmzBkIhUIIBAIYGRnB1tZW64wkQgghZU+vgMTdu3exdu1ajf9AEolEeP78ebEWRggh\n", "hJRXmm7yzc3Ni51CLhaL2RssxZaPli1bqszjcrmFBjyKKoCZkZHB3gBTsUz1zp49a7BMkvzFLbdv\n", "387+bGxsjGXLliEiIgIPHjwwyLUqOnWfgdDQUJWx06dPK22xWrBgAVJSUqg+ByGEVCB6FbVkGAaW\n", "lpYan+dyuUhPT9d7UYQQQkhFxOUWq3kVgP+rYZG/AKVUKlUqtMnj8RATE4Pg4GB4eXkpHa/oPKAI\n", "mNSrVw+5ubkq10lOTsbQoUORkpKCDx8+ANC/WCYpmkgkgo2NDRISEnDq1CnMmjULEyZMQMOGDdG9\n", "e3fUqlULJ0+eROvWrct6qWVO3WcAgNoxBWtra0ydOhWrVq3Crl272OKwxUFFYAkhpOTp9S8nKysr\n", "3LlzR+Pzly5dUkl7JIQQQioLXdqDFucainMVLLQZGRkJoVAIf39/pKamKmU4FKwXcevWLUilUtSv\n", "X1/p2+X9+/fjxo0bCAsLo9oSpcDU1BTffvstACA7Oxtr165Fo0aN0LNnTwQFBcHHxwcnTpzQedtG\n", "VlYW4uPjkZqaWhLLLlPqtj0VthXK2toaw4YNw9atW9UG4QDtsoGoCCwhhJQevTIkBg0ahCFDhmDt\n", "2rX48ssv2fH4+HgcO3YMS5YswaRJkwy2SEIIIaS80aU9qKHkvxFZKtuEAAAgAElEQVQ7cOAA3N3d\n", "4erqyhaXdnBwQExMjMpxNjY2Sl8kKNpQWltbIzY2VmluwdoS9O2w4SxZsgSJiYnYv38/MjMzAeR9\n", "iXPp0iXw+Xx8/vwZtWrVgpGREVvIlMfjgcfjwcTEhH1kZWWxbWE/f/4MIC87Z+fOnRgzZkyZvb7y\n", "4LvvvsPevXvx999/Y8CAAex4wcyhgtlA+bMhFEE9BYlEApFIVGiGBiGEEP1wGD0qKKWmpsLLywuP\n", "Hz9m/9I0NTVFZmYmGIZBy5YtERwcjGrVqpXEmktFeHg4PDw8EBYWhjZt2pT1cgghhJRTZXmD4ubm\n", "hlevXimNcblcla4cAoEAERERSmuUyWRwd3eHRCJRmmtqaoqGDRsiISEBAG3jKAkJCQnYu3cvtm3b\n", "htevXxvsvE5OToiKioKRkZHBzlkRdezYEZaWlkod3xR1KPJT1KHIH6hQBPXi4uKU5lpZWaFBgwZ4\n", "9+4dAPpcEEKqhtK4J9YrIAHkBSUWLFiAQ4cOISkpCUDe/1n7+/tj2bJlqF69ukEXWtooIEEIIaQ8\n", "0xRQUEcoFCIkJETteMGbNA6Ho7JtQNPxpHjkcjkuXbqE7du34/79+wDyAkocDoctzJiTk4OsrCz2\n", "kZmZCRMTE9SoUYN9REdHIzo6GgBw/vx5pezVqujgwYPw9/dHaGgo3NzcAEDtZ6VOnTpwcnLC3bt3\n", "9boOfS4IIZVdadwT67VlAwAsLS2xceNGbNiwAfHx8QAAW1tbqmxMCCGElKHatWujXr167De5hW0l\n", "KbjtxNHREW/fvlXZL6/YxkFp6obF5XLxxRdf4IsvvijWeRR/jgCwe/fuKh+Q6NKlC4yNjdGzZ09Y\n", "WlrCwcFBJWsIAGJjY1UyIQD1QTljY2Pk5OQojdHnghBCik/vgIQCh8OhdDVCCCGklCkKaxb81tfV\n", "1VXrve4FuxkAed8kk4qlb9++qF27NqRSKcRicZW/SR46dChycnKQk5OD9PR0SCQStV+Y1a9fH/Hx\n", "8UhLS1Mat7W1VQrqOTo6Ijo6Wm3wghBCSPHo1WVDIpFg//79+PPPP9mx27dvo1u3bmjVqhXWrVtn\n", "sAUSQgghRD2xWAyhUKjUPUORDVFYN4KCFHNLo3sIKdzNmzcxa9YsnY7h8Xjw9/cHkNd149ChQyWx\n", "tApBJpOx9SDyMzIyQtOmTZU+K6GhoWjevLnKXFdXV9y5c4ftanPnzh3Ur19fZR6Px6PPBSGEFJNe\n", "AYk//vgDY8eOxdmzZwEAKSkp8PHxwbVr1xAdHY1Zs2bh2LFjBl0oIYQQQpQVbAcaEhJS7KzF/EEO\n", "DoeDunXrlnj3EPJ/YmNjsXbtWrx8+VKn4/J319i1a5fO7UMrO1tbW1y/fl3ls6JtUK/gPHt7e8TF\n", "xakUlSWEEKIbvQIS586dw759+7B9+3YAwKFDhxAfH49t27YhMTER27Ztw5YtWwy6UEIIIYSop0s2\n", "RFHyBzm6deuGZs2aFRnkkMlkSts+iP6++uormJub49SpUzod17RpU3Ts2BEA8OjRI7ZIZlVTVJZP\n", "wc+KtkG9gvNevHiBOnXqYPLkyRT8IYSQYtArIBEdHY3hw4ezvwcGBsLR0RHjxo0DkBelN2QbK0II\n", "IYSULmtra3Tv3h03b95Ebm6u2jlSqRRCoRDu7u5wd3eHUChUKYhJdGNubo6+ffvi5MmTap//8OED\n", "EhMT1T5XMEuiqios60ETbYN6innVqlXD1q1b8e+//+Lw4cMUlCOEED3pFZDIX6k4JSUFN27cwMCB\n", "A9mCQcbGxmqrGRNCCCGk4vDy8kJKSgqePHmi9nlfX1+EhoZCIpFAIpEgNDSU7fZA9Ddo0CCEhYWx\n", "3U8AgGEYbNmyBa6urujWrRuysrJUjhs6dCjMzc0BAIcPH0ZGRkaprbk8KYmtTOr07t0bPj4+GD16\n", "NJo3b05BOUII0YNeAYlatWqx/zjZv38/srOz4efnxz6fkJAAMzMzw6yQEEIIIWWiXbt2MDY2RnBw\n", "sMpzmooHKlohEv316dMHfD6f3bYhk8nQp08fTJkyBb6+vnj69ClWrFihcpylpSUGDx4MAEhOToZY\n", "LC7VdZc3htzKpMmHDx+Qk5OD2NhYCsoRQoge9ApIfP311+jVqxcGDRqEOXPmoHHjxujcuTMAIC4u\n", "DlOnTkWrVq0MulBCCCGElC5zc3N4eHggJCSkrJdSpVSvXh29e/fGmTNnAOT9OWRlZeHs2bM4fPgw\n", "fvzxRyxfvhwREREqx+bftrF79+5SW3NVJJPJ8P79e5VxCsoRQoj2jPU5aNasWXj27BkCAwPRoEED\n", "HDx4EACQk5MDgUAAAFW65RQhhBBSWXh5eeHEiRMq44rigRKJRGmcWoQaxqZNm2BlZQUAMDMzw6VL\n", "l9jnFixYgBo1asDNzU3luM6dO8PV1RWvXr3CxYsX8ebNG7VFHknJUwQl6PNACCGa6RWQ4PP5bBBC\n", "6WRUO4IQQgipVDp16oQ1a9YgJiYGTk5OSs8FBgaibt26MDExAY/HQ3JyMmbNmlVGK61cHBwcND5n\n", "YmKi8b8zh8NBQEAA5s+fDwBYv349xowZg9zcXK0ecrlc6WcTExNUq1YN5ubmqFatGqpVqwZ7e3tU\n", "q1atRF53RaIpKJeUlIRu3bohISEBAODs7AyxWFwidSwIIaSi4zAl1Kvo4MGDGDlyZEmculSEh4fD\n", "w8MDYWFhaNOmTVkvhxBCCCkTUqkUdnZ2OHLkCIYNG6b03I0bN+Dt7Y2zZ8+iXbt26NevHzIzM3Hv\n", "3j0YGRmV0YrJ+/fvUbdu3RL7kkiRseHp6Qkg7z2ydOlSLFy4EHZ2diVyzfJKKpVCJBKxBUjr1KmD\n", "58+f49OnT0rzhEJhiW59omwMQkhJKI17Yr1qSGhjzpw5JXVqQgghhJSS2rVro2HDhmoLWx4/fhyO\n", "jo748ssvYWNjg3Xr1uHBgwfYt29fia2H2isqy8nJwe7du5GTk8OOOTg4oG/fviV2zYyMDPzvf/9j\n", "f586dSp+//133Lx5s8SuWV4V7Ojx77//okaNGirzSqquBLXeJYRUdFpt2di7dy9SU1Mxbdo0AEC3\n", "bt3YFp/qMAyjsUc2IYQQQiqWTp06qQQkcnNzcfLkSXz99dfgcvO+3/D09MSwYcMwf/58dO/eHRYW\n", "Fgb7xlYqlcLX15ft7EFp8HkiIiIwbtw4xMfHY968eez4tm3b4ObmhuTkZBgZGen04HK57M+ZmZlI\n", "T09nH2KxGFKpFOfPn0dMTAweP36M48ePY8eOHVW6u4TifV7awTJF610FiUQCkUiEkJAQypoghFQI\n", "WgUkvv/+e6Snp2PixIkwMTHBtWvXijymsIAFIYQQQioOLy8v7N27FykpKey3v8HBwYiNjcWQIUOU\n", "5s6ePRvHjh2Du7s7LCwsDBY4KOzGqypr3bo1ZsyYgUWLFqFLly7o2LEjAMDe3h5r1qwx+PUcHBzw\n", "888/Qy6XY9u2bTh06BB69uyJsWPHGvxaFVFpFnvV1Hr31atXaN++Pd69eweAgneEkPJNqy0bJ06c\n", "wPHjx2FiYgIAsLOzg1wuL/RB/6dHCCGEVA5eXl5gGAa3bt1ix44fP466deuiffv2SnOnTp0KhmHw\n", "8eNHSCQShIaGFvubc003XtReMc/y5cvRtm1biEQi9ia0pIwZM4bNiNm0aRPi4uKwbds2pS+i0tPT\n", "S3wd5ZlYLIZQKIRAIACfz0f16tVx+vRpnc+jaXtS/vHMzEyV56VSKe7evQuJRGKwzyAhhJQUrQIS\n", "vXr1gp+fH/v7V199VeQx2swhhBBCSPnn5uYGW1tbdtuGYrvGkCFDlG5EKXBQNkxNTREYGAgejwdf\n", "X1+VgooKGRkZmDhxIiZMmAB9a5o7Ojqid+/eAIC0tDQMHToUDRo0UJrj7++P/v37IyMjQ69rVHT5\n", "60qsWbMGHz9+VKrxURRNdSEKjrdu3VrtFml1Wcr0GSSElFd6FbXcs2dPkXO2b9+uz6kJIYQQUs5w\n", "OBylOhLXr1+HVCpV2a6hr6IKVSrS4AsqiTT4isrOzg5//vknnj17hsmTJ6s8HxUVBaFQiO3bt6Nx\n", "48bF2lo7btw49uekpCSV5xcvXoznz5/ju+++0/salYG1tTWGDx8OY2NjiMVirY9TbE/Kn+Hg6+ur\n", "Mh4TEwN7e3t4enpCIBBAIBCgXbt2lKVMCKlQSqzLhrp/OBBCCCGkYvLy8sLt27eRnZ2N48ePw9nZ\n", "GW3btlWaoylwkJGRAT6fD0A5+KBLh4AZM2YAAKpXrw4gL2tDnzT4yqx169Y4cuQIpkyZojT+zz//\n", "wMPDA6mpqXj48CH731Jfffv2hUAgAACcOXNGpV5CixYtsHXrVuzevRuTJ0/G06dPi3W9iqxWrVro\n", "2rWr1u9VTVlGoaGhSlumFBiGwV9//cV2+bhz5w7q16+vMs+QBWYJIcSQtCpquW/fPp0i6QzDaEwX\n", "1Nb58+exevVqJCcnIzU1lU1DXL58OTvn2bNnmDVrFqKioiCXy9GmTRusWbMG9vb2KufbvXs3NmzY\n", "ACCvRdbo0aMxe/ZsKr5JCCGEaKFTp07IyMjA3bt3cerUKQQEBKj9O1QsFkMkEiEqKgoAYGVlhaio\n", "KHTp0gVcLlep0F52djbu3bvHHqupUCXDMFi1ahU6duyIv/76CyNGjEBMTAxsbGxK8BVXTD4+PuzP\n", "crkcv/zyCxYuXIjevXvj4MGDqFWrltL8nJwcGBtr9c9BlrGxMcaMGYPly5cjNzcXe/fuxY8//qg0\n", "Z9SoUYiNjcXq1auxdetWdOzYERcvXkS1atX0f3EVlJ+fH6ZNm4akpCSV//7asrCwYGuzqJM/2FDw\n", "M5idnY2oqChcvXoVXbt2pe4bhJDyhdECh8PR+cHlcrU5tVo7d+5k6tatyzx58oQdW758OePm5sb+\n", "/vbtW8ba2pqZN28ewzAMk5OTwwwfPpxxdXVlUlNTlc63efNmxszMjLl37x7DMAwTGRnJ2NnZMXPn\n", "ztW4hrCwMAYAExYWpvfrIIQQQiqLzMxMxtTUlOnZsycDgP07VZOEhAQmISGBYRiGuXv3LmNsbMwA\n", "UHpwuVyVMYFAwB6ncOLECQYAc/XqVYZhGObmzZsMACYwMLBkXmwl8eHDB8bGxoZZvHgxk5ubq/J8\n", "ZmYm061bN2bNmjVanS8zM5MZM2YM8/LlSyYyMpL9M6tfv77a8yuOOXHiBDNz5sxivZaK7P379wwA\n", "Zv/+/Rrn5P+81K1bV+VzIRQKGU9PT7XjRZ0zMzOT6dmzJ1O9enWmZcuWjEAgYAQCAePp6cnExcUZ\n", "/PUSQiqP0rgn5jBM0VWNatasiQ0bNuhUAGn69OlITk7Wer7Cu3fv0LBhQ+zbtw+DBw9mxzMyMnDj\n", "xg306tULABAQEICgoCBIJBK2+4dEIoGTkxN+/vlnLFy4EEBewSVHR0eMHDkSv//+O3u+VatWYcGC\n", "BXjx4gVcXFxU1hEeHg4PDw+EhYWhTZs2Or8OQgghpLKQSqXw9fVFWFgYsrKyYGpqirdv38LOzk6r\n", "42UyGZo0aYL4+Pgi5woEAkRERLDf3ubk5KBZs2aoX78+zp07x87r1q0bPn78iDt37lSobMfS/na6\n", "qG/lf/rpJ/zyyy/YuXNnoa07GYZBQEAAjhw5gsuXL6NTp07o1asX/v33XwDAxYsX0aNHD4Ovv7Lw\n", "9PREnTp1VLZuKD5bim0aZmZmiIyMhKOjI3JzcwHk1UpRHJc/80Exrk3NiNTUVNjb2yM9PV1pXCgU\n", "VvnWuYQQzUrlnlibqEWdOnV0jnTY2dnpfAzD5GVCcLlcJj09XeOcnJwcxsLCgunfv7/Kc82aNWOa\n", "NWvG/n78+HGGw+Ewp06dUpp3584dhsPhML/99pvaa1CGBCGEEJJH129mC0pISGAEAoHKOXg8nsqY\n", "vb290rE7d+5kADDh4eFK4xcuXGAAMBcuXDDIayxpcXFxjKenZ7n7dloulzNTpkxhOBwOs2zZMo2Z\n", "DitWrGAAMAcPHmTHjh8/zv65DR06VOtrPn78mAkICGCys7OLvf6K4tdff2XMzMxU/n2r7rNVp04d\n", "Ri6XK2VN5KdpvDAJCQmMnZ2dVhlJhBCiUBr3xFoVtXz+/LnOgY6XL1/qfAwABAcHw9bWFmFhYejV\n", "qxeaNWuGVq1aYfHixWyv5cjISHz8+FGlzRQA1K9fH//99x+ys7MBAA8ePAAAlbmK3x89eqTXOgkh\n", "hJCqwBCtPDUVu2zZsiWEQiHbIcDFxQUfPnzAmjVrIJPJ8O7dOyxevBjDhg1D69atlY7t2bMn2rZt\n", "ixUrVujzskqdus4JIpGorJcFDoeDjRs3YtGiRVi4cCEGDx6MtLQ0pTknT57ETz/9hEWLFmHEiBHs\n", "+IABA2BrawsAOH36NBISErS6ZlZWFvbu3YsdO3YY7oWUcyKRCBkZGfjnn3/YMU2fLQ6Hg8TERFhb\n", "W6vNpNE0XhQut8Rq2RNCiN60qmJkaWmp84m//vpr/PXXXzofFx0djZSUFEycOBF//vknXF1dERoa\n", "iv79++P27ds4d+4cm/Kpbl2WlpaQy+VITEyEnZ2dxrmK37VJHyWEEEJI8RQstJc/3Tz/NoZp06Zh\n", "9uzZ+N///ge5XI7U1FRMnz5d5XwcDgc//fQT/Pz8cO7cObRv377cFukrKqhT1uvmcrlYvHgxWrVq\n", "BX9/f4waNQqBgYEAgLt378Lf3x/Dhg3D4sWLlY4zMTHBqFGjsHr1amRlZWH06NFo0KABcnJykJ2d\n", "jZycHHC5XJiYmLAPHo8HLpeLpk2bYtasWQgNDYVcLkdmZia4XC6MjY2VHh06dMC3335bBv9VDMvV\n", "1RXNmzfH6dOnyyQQpQgKFuyI4uzsXObvP0JI1aZVQCI6OlqnkzIMg9u3b+u1oM+fPyMzMxPz58+H\n", "q6srgLx9d9999x2WLl2KGzduwMjISK9zE0IIIUQ3mm5kXFxcdLqRqV27NkJCQtTWUMj/s6LrRv46\n", "VDNnzlS7z93T0xNmZmYQiUSwsrKCs7MzxGKxVnvqS5uiHkB55uvrq1KT45dffkGrVq2wZ88etbU6\n", "xo4di9WrVwPIawGqq4MHDxb6/M6dO2FnZ4d+/frpfO7yRiQSYdOmTcjOzgaPx4O1tTVq1apV7M+W\n", "tvIHBTMyMpCcnIxu3boZ/DqEEKILrQISzs7O4HA4OhW11LfAlIWFBQCgVatWSuOK3+/evYv+/fsD\n", "yCvQU1BqaiqMjIxgZWUFAGxLsIJzFb8rUg01mT59OmrWrKk0Nnz4cAwfPlyr10MIIYRUdJqyG/RR\n", "2I2WrpkEfn5+yMjIAAB2K4S6tqFlRRF8efv2LZKSklSeL6kbz+Jo0qSJ0u+HDh1Ceno6+Hy+2vmN\n", "GjWCn58fm1FRErZu3VopAhJ+fn5YtmwZgoKC0LVrVzx48ACvX79GzZo1wefzweFwivXZKkrBoODG\n", "jRuxdOlStG7dmg1MlLf3IyGk9Bw5cgRHjhxRGtOnSYWutApI8Pl8DB06VKeAxPHjx/VaUNOmTfHw\n", "4UPI5XKlcUVWhFwuR4MGDWBhYYHIyEiV4yMjI9G4cWPweDwAYPecRkZGomXLlkrzACiNqbN+/Xrq\n", "skEIIaRKKyy7oayU520Q+TsnZGZmIjk5GU2aNIG5uTliYmIQGxuLevXqldiNpyGZmZnBzMys0DlH\n", "jx5FeHg4srOzYWxsDB6PBx6PB2NjYzAMg6ysLKVHbm4uzMzMwOFwMHjwYLRo0QK7du0CwzDIyclh\n", "t3z07t0b0dHROH/+PGJiYuDk5FRKr7pkCAQCmJqa4ptvvgGfz0dSUhK6du2Ks2fPst0vSuN9q7jG\n", "4sWL8ejRIwwZMgTW1tbg8XjlOsuIEFKy1H3pruiyUZK0CkjUqFEDe/bs0enE+Yv26MLX1xdHjhzB\n", "w4cP0bx5c3b88ePHAID27duDy+XCz88PQUFByMrKUmr7+d9//+Hnn39mj+vduzcsLCxw8eJFpT17\n", "ly5dgpGREQYOHKjXOgkhhJCqpqRvlgy1PaSsKQpY5le9enXcunULMpkMo0aNQnx8fKW56ePxeOjQ\n", "oYNex27YsAHh4eGwt7dXKbo4ZswYLF68GHK5HHv27MGiRYsMsdwyIxKJ2ALtnz59ApDX1p7P52vM\n", "QClJHA4HEokEDMOwBUn1zTIqT8FKQkjFolW5XV2DEQCwd+9enY8BgEGDBsHLywsrVqxAXFwcgLyO\n", "HZs2bULfvn3h7e0NAFiyZAm4XC77l1NOTg5mz56N+vXrY8aMGez5qlevjl9++QV79+5FeHg4gLxv\n", "T9avX4+ZM2eqrfpNCCGEkLIhFouVOm8IhUK1mQSaOneUdfBCU+ZGdHQ0m7nx9ddf486dO4iJiSn9\n", "BZYzQ4YMwcqVK9V2gBgzZgw7vmvXrgpRh0MTTe+Lt2/fat2txtBkMpnaOnG6dNCRSqUQCoVwd3eH\n", "u7s7hEIhpFKpoZdKCKnEtApIfPXVVzqf+M8//9T5GCAvWnvmzBn07NkTHTp0QNOmTdGvXz+MHz9e\n", "aX9i3bp1cf36dTx69AhNmjRBs2bNIJfLcfXqVVSvXl3pnJMnT8bmzZsxevRotGzZEn379sXMmTOx\n", "atUqvdZICCGEkJKh2B4SERGBiIgIhISEaMwkyB+8MDIygp2dXZHbIGQyWYnfACpaj2vSr18/mJiY\n", "lGjdhcrAycmJ/TdodHQ0/v333zJeUdXw6dMnMAyj1WelvLazJYRUHBxGl8IQOhAIBCoplxWJYr9M\n", "WFgY1ZAghBBCyjGZTIYFCxZALBbj/fv3ar9tz1/XAUCJ7ZWXSCSoV6+eSlBCKBQqpcH369cPqamp\n", "uH79ukGvX5Hl5OQgNTWVLUwOAKdPn4afnx8AYODAgTh58mRZLa/YhEKhylaegu+L0qZuTQDYmhIc\n", "DkfjZ0Umk8Hd3V3l3/sCgQARERG0fYOQSqA07om1ypAYO3Ys+5cBkNev2sjISOODy+VSuhYhhBBC\n", "SoViG0RsbCxu3bqldk5JfpOr+CY5MzMTAwcOhJWVFdq2bVvothM/Pz8EBwcjNjbWIGuoDAYPHoyv\n", "v/5aqYh6v379YGdnByAv+1axnbci0nY7UlmvqUGDBpDJZIiNjaWsB0JIidOqqOX58+eRlpbG9k02\n", "NjaGUCgs9Bh10VZCCCGEkJIgFApha2vL3mDlV1IdOQpmXeTm5iIpKQk3btxAhw4dCi30N2DAAIwf\n", "Px5isRgTJ07U6/qVzdixY9GvXz/s27cPo0ePBpBXMDMgIAArV65ETk4O9u3bh7lz55btQvVUHrvV\n", "FFwTALi7u6vMi4yMZD8r+ddvbm6uMres67gQQioWrbZsxMXFITMzE3Xr1gWg3XYM2rJBCCGEkNI0\n", "btw4XL16FS9evACHw2HHSyq1XF26u6urK16+fKnV8T179gSHw6HaCPn4+/vj77//xtOnTyEQCAAA\n", "r169gpubGwDAzc0Nz58/V/rzJYaj6bPC5XKxYsUK/Pnnn0rBPYlEAjs7O3C5XCQkJMDc3BwvXryo\n", "NB1kCKnqys2WDTs7OzYYAQBLly4t8phly5bpvypCCCGEEB2JRCK8evUKT548URq3traGk5OTyvzi\n", "fJOrKesiPT1d66KZAwcOxJUrV5CYmKjXGiqj9evXw8TEBJMnT2a3bri6uqJbt24A8jqvUd2NkqOp\n", "e02tWrXwww8/KG17kkgkcHFxgUQiQUREBFauXIm0tLQK3Q2FEFL6tApItG3bVun3cePGFXnMsWPH\n", "9FsRIYQQQogeevToAQsLC7X78nv16gUOhwMbGxsAQMOGDct8/75IJIJcLkdQUFCZrqM8sba2xu+/\n", "/w6xWIwTJ06w4/n/7blz506DXEsulyM4OBgzZsxAu3bt8NNPP6GEar1XKOrqSgQHB6sN3n3+/BmJ\n", "iYmwtrZGQEAAjI2Ncfjw4TJYNSGkotJqy4Y+2y9oywYhhBBCStuwYcPw4sULhIeHs2OfPn2Cs7Mz\n", "/Pz8sHz5cnzxxReoX79+sTs2GKJrQufOnWFubo7Dhw/Tvvt8Bg4ciPj4eFy7dg0cDgefP3+Gg4MD\n", "EhMTYWpqijdv3sDY2BhpaWlITU1FWloaXr9+DT6fj7S0NHacw+HAysoKVlZWsLa2hpWVFVJTUxEY\n", "GIjTp0+r/Fv11q1b6NChQxm96vIlf60Ibbc9DRo0CK9fv8b9+/dLfb2EEMMrjXtirYpaxsXFwcjI\n", "qEQWQAghhBBiKL6+vhg+fDjevn2LevXqAQB27NiBxMREzJs3D9bW1hg6dCiWLl2KT58+qS3Kpy2x\n", "WIymTZsiOTkZtWvXhouLi05ZF1KpFO/evcObN2/QvHlzuLi4lEgr0opo586dMDc3Z2tF8Pl8+Pv7\n", "Y8OGDcjMzGTrSxja0aNHKSDx/+UPkCm2chQMSBTc9jRy5EiIRCI8fvwYzZs3L7W1EkIqLq22bAAA\n", "wzCws7ODk5OTVg91PcAJIYQQQkpSnz59YGJiArFYDCAvpfy3337DyJEj4eLiAiCv5eanT59w/vz5\n", "Yl0rIyMDSUlJWL58OSIiIhASEqJTMCF/h47Y2Fhqr5iPlZUV+Hw++zvDMBgzZoxBr2FqagofHx/s\n", "3LkTJiYmAPK2HFMNBPW0aVvap08fWFlZ4cCBA2W0SkJIRaNVhkRYWBiWLFmCe/fuYebMmRg/frzS\n", "XxLqlFTkmhBCCCFEE0tLS/To0QOnT5/G999/jz179kAikeCnn35i57i5ucHd3R2BgYHw8/PT+1qb\n", "Nm1CjRo18N1336FatWo6HVtSrUgrq/3792Pr1q2YPXs2Ll68iKioKKSlpcHb2xtubm6wsLCAkZER\n", "tm/fjjp16mDx4sWoUaMG5HI5kpKSkJiYyD6ysrLQrVs39O3bFxYWFgCAv/76C0FBQZBIJAgODkaX\n", "Ll3K+BWXP9q0LTUxMcHQoUNx6NAhrFixQm2GdXlqe0oIKXtaBSRat24NsViM+/fvY8mSJVi5ciXm\n", "zJmDSZMmaQxMfPXVVwZdKCGEEEKINkQiESZMmIDHjx9j5UBcvNIAACAASURBVMqVGDp0KBo2bKg0\n", "Z+DAgVi7di0yMzNhamqq8zVSU1Oxc+dOTJo0SedgBNFdw4YNkZycjI0bN8LBwQFcLhfXrl2Dl5eX\n", "0rw+ffqgR48eePnyJRYtWqT1+YcNG8YWFz169CgFJApRVCDB398fW7duxdWrV9GjRw92XCqVKmUF\n", "OTs70xYlQoj2WzaA/wtMnDlzBteuXYOLiwtWr16NT58+qczds2ePwRZJCCGEEKINqVSKHTt2gGEY\n", "eHh4IDo6GhMmTFCZN3DgQKSmpuLy5ct6XWf37t349OkTvvvuO72O19ResTitSCszT09P3L9/H9On\n", "T0fNmjURHBysEowAgK5du2LhwoVYsmSJTu1B+/fvDzMzMwDAyZMnkZ2dbbC1VzUdO3aEq6uryrYN\n", "X19fpbahtEWJEALoGJBQUAQmzp49i+DgYDg7O2PVqlVIT0839PoIIYQQQrTm6+uLe/fuAQCysrIA\n", "APPnz1eZ16xZM7i5ueHUqVM6XyM3NxcbNmzAkCFD4OjoqPda8+/J53A4qFevXpm3Ii3PzMzMsGrV\n", "KoSHh6Np06Ya5y1YsADdunXDkydPtD539erV0b9/fwBAQkKC3oEqAnA4HIwcORKnTp1CTEwMZDJZ\n", "kVuUCCFVV7EqTyoCE//88w9CQ0Ph7OyMFStWGGpthBBCCCFa0+Wmh8PhYODAgRCLxcjJydHpGgcO\n", "HMCbN28wY8aMYq1XsSc/IiIC3t7eaN68OaWvG4CxsTEuXLiASZMm6XTcsGHD2J+PHj1q6GVVKb17\n", "98bHjx/RokULuLu7o2fPnkhMTCzrZRFCyiGDtMKIjo5GdHQ0ZDIZFi5cCLlcbojTEkIIIYSUGD8/\n", "P8hkMty4caPIuVKpFEKhEO7u7hg/fjwsLCxQt25dg6zD2toaPXv2RHBwMHV4MBB9ur317t2bLXIZ\n", "GBiIzMxMQy+rypg+fToAIDk5GRKJBA8ePFD735O2KBFCihWQ+PPPP9GmTRuIRCI8ePAADRs2xL59\n", "+6jlJyGEEEJKna51Gdq2bQsnJyccOnSoyLTx/Pvfs7OzkZaWZtD9797e3khJScGjR48KnadIfyeG\n", "x+fz2T/T1NTUYreFrao0ZSrZ2tqiXbt2EAgEsLCwAIfDwZYtW4o8F73fCanc9IocFAxENGnSBIcO\n", "HcKzZ88wcuRIQ6+REEIIIUQr+esyCAQCCIVCjXUZ4uPjkZOTgz179sDd3R1CoRBSqVRlXmnsf2/f\n", "vj1MTU01FmLMn6FR2FqJsqdPn6Jdu3Z4//69VvNp20bJMTY2xrlz5xAREYFHjx6hZs2aGovg0/ud\n", "kKpDp4BEwUBE8+bNcfToUTx+/BjDhw8Hh8MpqXUSQgghhBQpf12GiIgIhISEaKzL4OvrC4lEArlc\n", "XuZV//l8Pjp06KAxIEEdCvTj6OiIly9fYt26dVrN79mzJ6ysrAAAQUFBVLBdD0VlKimenz59OrZv\n", "347Y2FiVufR+J6Tq0CogUTAQ0aJFC5w4cQKPHj3CkCFD1AYievXqZfDFEkIIIYRoQ3Hjo4kuWQ/W\n", "1tYwMjJSmWvo/e9dunTB9evXwTCM3mslyiwtLTFlyhRs374dSUlJRc7n8XgYNGgQAODTp0/4+++/\n", "S3qJlZI2mUrTpk2DiYkJ1qxZozRO73dCqhatAhKKQETr1q1x+vRpPHjwAAMHDiz0mIiICIMskBBC\n", "CCGktCgKcyv2rjMMg0WLFuHdu3eoW7euVltB9OXt7Y2EhAQ8e/bMoOet6qZNm4bs7Owi6xUo0LaN\n", "4tMmU6lmzZqYNm0atmzZgvj4eKXnqEA+IVWHsS6T79+/r3W6FG3fIIQQQkh5pUgbl0gkSuNxcXFo\n", "06YNsrOzAeR1a3j//j1WrVqFuXPnst/QlkRnAE9PTxgbG+PatWto2rRpkWulDgXasbOzw5gxY7Bh\n", "wwbMmDED5ubmhc739vZGnTp1EBsbi7NnzyIoKAjGxnn/ZOZwOOBwOODz+UoPU1NTAEBWVhaysrKQ\n", "nZ2NrKwspKenIz4+HgkJCez/fv78Gd9++y2EQmGJv/ayVtT7c/r06Vi/fj2WL1+OhQsXwtraGm/e\n", "vFGbzULvd0IqJw5TMC9Qjdq1a+Pu3bsqKYSFad++fYUuPhMeHg4PDw+EhYWhTZs2Zb0cQgghhBiY\n", "VCqFSCRCVFQUAKBu3bp48+YN4uLilOY5Ozuzc0qap6cnnJ2dceTIEZW1NmjQgL3hdXZ2xu3btzXW\n", "xyDKIiMj4ebmho0bN2LKlCka571//x4ODg6YNm0aNm3aVGLrsbGxQUxMDPh8foldoyKQSqVo3bo1\n", "JBIJ7OzsYGFhgejoaDRp0gTGxsZ4+fIlUlJS0K5dO/z999/0fieklJXGPbFWGRJGRkaoV6+eTieu\n", "VauWXgsihBBCCCkNirTy/PvS3d3dVeZlZmZCJpOVyrez3t7eOHjwIBiGUco2ff/+PT5+/IgDBw5g\n", "3759yMnJoZszHdSvXx/Tp09H9erVVZ7LycnBxYsX8fvvv+PMmTO4f/8+Ro8ejc2bN+v0ZZwuEhIS\n", "EBQUhCFDhpTI+SsKX19ffPjwAQAQGxuL2NhY2NjY4ObNmzAzM8Pz58/RpEkTTJgwgd7vhFRSWgUk\n", "1BWWKcrz5891PoYQQgghpLQpAg3loWCet7c3fv31V7x+/Rqurq7s+I4dO+Dg4IBhw4YhPT0dU6ZM\n", "QWJiItsRghQtf/HE3NxcXLt2DceOHcOpU6cgk8nQsmVL7Ny5E25ubjA3N8fFixcRHByMo0eP4tWr\n", "VwgICICDgwPkcjkyMzPx+fNnpQeHw4GJiQlMTEzA4/FgYmICMzMz2NjYwNbWFjY2Nvjw4QPGjh0L\n", "ANizZ0+VDkhoKl7J4/Hw6dMnmJmZoVGjRvDy8sLp06fx7bff6nUNoGS2WBFCDEOrgIRiXxwhhBBC\n", "SGVVHmo1eHl5gcPh4Pr162xA4uPHjzh06BBmzJgBY2Nj9O/fHxMnTsTZs2cxcuTIUllXZbNu3TrM\n", "mTMHzs7OGDt2LIYMGYLWrVsrZaV0794d3bt3x5w5c9CjRw+cPn0aN2/eVAoU6Uoul+N///sf3rx5\n", "g3/++Qfv3r2Do6OjIV5SpSUSifDjjz8iLS0NFhYWWh0jlUrh6+vLBjycnZ0hFotRu3ZtClIQUs5o\n", "1WWDEEIIIaQq0KZdYUmqUaMGWrVqhWvXrrFjR48eRXp6OvsNsb29Pdq1a4egoKBSW1dlM2LECNy+\n", "fRuRkZFYuXIl2rRpo7Egu5mZGf766y/UqlULvXv3VukIceDAAfj7+2vVIpTL5WL06NEAAIZhsH//\n", "/mK/lopKEQAsqGAAcMCAAcjMzMQ///yj9bl9fX0RGhoKiUQCiUSC0NBQ9O3bF0KhEO7u7nB3d4dQ\n", "KKzQ9e4IqSwoIEEIIYQQ8v9p066wpHXp0gXXr19nf9+xYwd69+6NunXrsmM+Pj44d+4cMjMzS3Vt\n", "6ihapFYkAoEA7du317ornLW1Nc6fP4+0tDT89NNPSs/dvn0boaGhGDhwIK5evVrkuUaPHs1ed8+e\n", "PSVWp6Ii0CYAWL9+fbRo0ULrwKCmrSDh4eEqQQptuwcSQkoOBSQIIYQQQgqwtrYus5Rub29vvHnz\n", "BtHR0bh//z7u3r2L8ePHK80ZMGAAPn78qNUNcEmRSqVV6htnFxcXXLlyBevWrVMa37x5M54+fQpv\n", "b2/4+vri8ePHhZ6nXr166N69OwDg1atXCA4OLrE1l3faBgBFIhHOnDmDrKwsrc4rl8u1GouKiqpw\n", "wTRCKhsKSBBCCCGElCOdO3cGAJw5cwYbN26Eg4MD+vTpozSnefPmcHZ2LtNtG+rS4iv7N85NmjRR\n", "26nDxMQEp06dgrOzM3r37o33798Xep4xY8awP+/evdvg66xoigoA+vr6IiUlRWkrU375s3QyMzOR\n", "kpKiMofH4xlmsYQQg6KABCGEEEJIOSKXy2FmZoZZs2Zh37594HA4SExMVJrD4XDg4+ODoKCgMkn5\n", "15QWX9Q3zhVxe4e2LC0tcfbsWXA4HEyaNKnQuSKRCDVq1AAAnDhxAmlpaaWxxAqrZcuWqFevHsRi\n", "sdJ4wSyddu3aoXPnzrCyskKbNm2UtoK0bNlS5bylWbCWEKIeBSQIIYQQQsoRX19fZGRkICMjAwzD\n", "4N27d2ozD3x8fPDu3Tvcv3+/DFapm6qyvcPe3h4XLlzAjh07Cp1nZmaG4cOHAwDS09Nx4sSJ0lhe\n", "hcXhcODr6wuxWKy09aJgls69e/cQExODa9euISwsTGkryJkzZ9h6FSYmJqhZs2apFqwlhKhHAQlC\n", "CCGEkHJCl8wDb29v1KhRo0y2bWjqkJCRkQE+nw9AORuiKm3vaNy4MerUqVPkvICAAPbnPXv2lOSS\n", "KgWRSIQPHz7g3r17ADR/VmrVqoVatWoBUN4Kkr9exdKlS5Genk7bOAgpByggQQghhBBSAfF4PPTp\n", "06fM6kgoOiTweDzw+Xw0a9YMWVlZ8Pb2Rvv27ZXS6CMjI1WOryoFBa9evYrXr1+rjLdr1w7NmjUD\n", "AAQHB+PFixelvbQKpVOnTrC2tsbhw4cLfd8YGRkVeh5ra2v4+/sjJyeHWucSUg5QQIIQQgghpJzQ\n", "lHmgaa+7j48P7t+/j4cPH2p1fkPWcKhduzbOnj2LnJwcrFixAo8fP8a1a9fw6NEj3L17VymNPj4+\n", "3iDXrGgYhsG8efPg4eGhUv+Aw+EoZUns3bu3lFdXsSQmJoLL5WLz5s1wd3dH//791bZt1aYuhL29\n", "PTp16oSTJ0+W1HIJIVoyLusFEEIIIYSQ/yMWiyESiRAVFQUg7wZL3V53qVTKtqDs0qULmjZtCrFY\n", "rLZtolQqha+vL5vi7uzsrHGuLq5fvw6GYeDj48Ou1crKSqU+hLqWi1WhoCCHw8GFCxcQEBAAkUiE\n", "2bNnY8WKFexWgZEjR+KHH35ATk4OduzYgcjISKSnp7OP3Nxc2Nraws7Ojn3Y2toiOzsbaWlp7CM1\n", "NRW5ubng8XgwMTEBj8cDj8eDjY0NRo0aBSsrqzL+L1F8vr6+bGBLEewCACcnJ+Tk5ADQ/FlRZ9Cg\n", "QZg7dy5SUlLYAqOEkNJHAQlCCCGEkHJEsdddkcmg6abd19cXd+7cAQCkpKSwdRlCQkLUzg0NDWV/\n", "l0gkGufq4vLly6hXrx7q16/PjqlLmbe1tYWzszPevXuH5ORkMAyDwMDAYl27oqhRowZOnTqFdevW\n", "Yd68eQgODkbXrl0xfvx4uLi4oF+/fhCLxZDJZDh27JjBr3/jxo0K/99aU70IKysrpaKuugS4/Pz8\n", "MH36dPz9998YMWKEIZZJCNEDbdkghBBCCCmH8hfkK0iX4pf6tujUxuXLl9G9e3c2dV7TlhM3Nzfc\n", "uXMHEREROHLkCD5//oznz58X69oVCYfDwcyZM3H16lXI5XIcO3YMCQkJAIC5c+fC2Fj1O0IOhwMu\n", "t/j/VBeLxWr//CsDU1NTAIV/VjRxcnJCx44dqcMJIWWMMiQIIYQQQiqJrKysUrtWfHw8Hj16hDlz\n", "5iiNF7blxNraGj4+PnB1dcUff/wBb2/vUltvedCpUyfcvn1baczT0xMSiQSLFi3Crl27IBAIsG7d\n", "Ovj6+oJhGCQmJiIuLo59xMfHw9TUFBYWFrCwsIClpSUsLCxgbGyM7OxsZGdnIysrC8ePH8fvv/8O\n", "hmGwc+dOLF++vIxedfEpAl2KbRoKxd32M2jQIMyfPx9paWmwsLAo7jIJIXrgMAzDlPUiyqPw8HB4\n", "eHggLCwMbdq0KevlEEIIIYQoEQqFStswgLxv1a9evQpvb2+lLR+NGzdWyUjw9PTEzZs39b7+iRMn\n", "MGTIELx79w4ODg4qzxe25eSXX37BsmXLIJFIaP9+Ps+fP8eUKVNw6dIlDBw4EOvXr4ejo6Ne55JI\n", "JKhbty5ycnJgZ2eH6OhomJiYGHjFpUcqlaoNdBWnDsrbt2/h7OyMI0eOYNiwYYZaKiGVRmncE9OW\n", "DUIIIYSQCkjRdlMgEEAgEKBjx47w8vJC79692Zab7u7ucHZ2xvPnz2FlZYU6deqwAYIWLVoU6/qX\n", "L19Go0aN1AYjgMLT6EeNGoXMzEwcOXKkWGuobBo1aoR///0Xhw4dQnBwMBo2bIjjx4/rdS6BQABf\n", "X18AQFxcnEqXj4pGUVslIiICERERCAkJKXZR1nr16qFdu3bUbYOQMkQBCUIIIYSQCqjgDVpoaCjO\n", "nz8PY2NjPH78mO1E8PbtWzg4OCA+Ph6PHz/G8+fPsWHDBmzfvh2HDx/W2Aq0qBahly5dQvfu3fVa\n", "u729Pfr06YM//vhDr+MrMw6Hg6+//hr//fcf5syZAw8PD41z09PTERoaii1btuDAgQMqz0+cOJH9\n", "edu2bSWy3tKmT72IwgwaNAhnzpxBdHS0wc5JCNEeBSQIIYQQQiqw/DdoGRkZMDc3V5kjl8uRlJTE\n", "zp06dSoGDRqEkSNHokmTJnB3d4dQKIRUKoVUKoVQKGQzLBTj+cXExODly5d6ByQAYOzYsQgLC8PD\n", "hw/1PkdlVrNmTSxZsgQNGjRQGl+2bBlGjhyJpk2bwtLSEkKhEN9//z22b9+uNI9hGHTr1g0uLi4A\n", "gCtXrqBNmzaoVq0aNm3aVGqvozyTSqU4evQoPn/+jFatWql9r2urqAAeIUQ9CkgQQgghhFQiio4X\n", "Rc2JiYkBwzCIj4+HRCJh24YqWoQqMiwU4/lduXIFANC1a1e919mnTx/Y2dlh165dep+jqpFKpdi/\n", "fz9evXqFrl27Yvv27QgLC8PHjx9x+fJlpbmPHz+GpaUlW3MByMuoCAgIQKdOnUp76eWSr68v2zY0\n", "KSlJ5b2uLshQcEybAB4hRDPqskEIIYQQUklo241AJpOpTVF/9OiR2oCGokWo4hyXL19Gy5YtYWNj\n", "o/daeTweRo0ahZ07d2LevHng8/kGTcWvjGrXro2XL19qNdfU1BQ//vgjXFxcEBAQgKysLEilUvz2\n", "228wMzMr4ZWWf4W1w/3vv/8wZswY9nlnZ2fs3LkT48aNUxoTi8VsAE9BIpFAJBIhJCSk0MKuhJA8\n", "FJAghBBCCKlECmu7WZSPHz8WOYdhGFy+fBmDBw8u1joBYMCAAfj111/RvHlzmJmZsTd5xS1WSICG\n", "DRti/vz5AIB//vkH+/fvR3JyMo4fP45Ro0aV8erKr9jYWHTp0kUpy0EikcDT0xNpaWlKY927d0dM\n", "TIzKOV69eoX27dvj3bt3AEDva0IKQVs2CCGEEEIqEW26ESgyKQoSCoXw9PRUGc+fYfH69WvExMQU\n", "q36EwuzZswEAycnJGreHkOKbNGkS+/PWrVvZnx89eoTw8PCyWFKZ0/QZsLOzQ0JCgsp4/mCEwpMn\n", "T5CamqoyLpVKcffu3UK3PRFC8lBAghBCCCGkEiqqG0HBtqFCoRCnT59WGq9RowYAYMiQIexxly5d\n", "gpGRETp37lys9RWWMk/FAQ2rQ4cOaNmyJQDg9u3buH//PhiGwZQpUzB8+HB8+vSpjFdYNtR9Bq5c\n", "uQI7Ozutjre2tkbbtm1Vxrlc1Vssel8Toh5t2SCEEEIIqYIUmRTq9rnnH//hhx8wb948eHl5wdnZ\n", "GefOnUO7du1gaWlZJusmuuNwOJg4cSKbKbF69WqsWrUK27dvh4eHB3744Qds3LhR5Ti5XI7379/j\n", "1atX7CMqKgpcLhc2NjZKj0aNGqFVq1ZaFVUtLzR9BtTVYbGwsFDJkmjUqBFOnz6ttEXK0dER0dHR\n", "iIuLK4VXQEjFx2EYhinrRZRH4eHh8PDwQFhYGNq0aVPWyyGEEEIIKROfP3+Gp6cnnj59ilq1aiE+\n", "Ph4CgQDh4eHF3hMvFAqVCgIqxkJCQop1XqIqLS0N9vb2SnVCzMzMULNmTUgkEnz55ZcwMzNDYmIi\n", "kpKSkJiYiPj4eGRlZWl9jf3798Pf378kll+qpFKpSh2WHTt2YPz48Sq1WRSfgfxBDXXva09PT9y8\n", "ebMUXwUhxVca98SUIUEIIYQQQjTi8/kwMjJCVlYW+63v+/fv2U4CxZG/AOfHjx+RlpaGGTNm6Hwe\n", "6mZQNAsLC4wbNw7r1q1jxzIyMpCRkQEgr/Blca1Zs6ZSBCQ0ZU4U1jkj/+/539eZmZlITEzEN998\n", "U0qrJ6RioQwJDShDghBCCCEk72bf3d1dJYVdIBAgIiLCIEEAmUwGuVyO4cOH4+nTp3j48CG7D7+w\n", "80ulUvj6+qq0YqRuBup9/vwZR48excOHD/Hq1Su8fPkSkZGRyM7OVprH5/NhZWUFa2truLi4wNX1\n", "/7F353FR1uv/+F8zA8OiLLLpAAq4sGiIiqiMeShLO6UZlGupZKZZJzVTT1ZmtpyWT7mnpZlbGZqm\n", "fHPvqJmJKOSSI+4Kbg0MDLLvzPz+4Df3YZgZBByYAV7Px4NHzHve9z3X2G2P7ut+v6+rq/DTpUsX\n", "iEQiZGZmIisrC1lZWfi///s/pKSkAKj6f+jevXtb4utZHV3yYtq0aTh27BguXbok1GUhag64QoKI\n", "iIiIWjxd0uH7779HaGgoAgMD4eDgAKD2JEN0dLTe0nilUims3OCqCUP29vZ48cUX9cYqKipw8+ZN\n", "jBkzBiNHjsTMmTOFP/vaBAQECL+XlJTglVdeAQCsW7cOK1asMGvczZXu2luyZAmCg4OxYMECLFu2\n", "zMJREVkXdtkgIiIiIpNMtUes3grUXGQyGTw9PYU2oLW1TDTVpePatWvo168fQkNDERoaCrlcDpVK\n", "ZdY4WxIbGxt06dIFycnJmDdvXp2SETWNGTNGOG7z5s0oKSkxd5jNmq+vLz744AN89dVX+O2339ht\n", "g6gaJiSIiIiIqFamWoSam1qtRm5ursF4fVomZmVlITk5+b4JDdL3IN0xXFxc8NxzzwEA7t27h19+\n", "+cVcYbUYY8eOhZ2dHZ544gkmyoiqYUKCiIiIiGqlK/KnUCigUCiQkJBg8ToN7u7u8PX1NRjXaDQG\n", "Y/VJaFDDvPTSS8Lv69ats2Ak1mnUqFEoLi5GeXk5E2VE1TAhQURERER14u7u3qg1GUxtD/H39zf6\n", "ub6+vpBIJGjfvj1kMhkiIiIsnihp7nbt2oUdO3bU+7ioqCjh392vv/6K27dvmzmy5svU9iImyois\n", "MCGRlpaGtm3bonfv3gY/x44dE+YtXLgQfn5+BnMee+wxo+ddt24dwsLCEBYWhh49euCLL74AG4wQ\n", "ERERWZfq20Pc3NwAAI888ojBvO3bt2Pnzp3YuHEjUlJSoFAokJSUhC5duhjMbYx6Fy3Vli1bMHfu\n", "XFRWVhp9v6CgADk5OQbjYrEYkyZNAgBotVps2rSpUeNsCUz9GRO1JlbZZSMiIgK//fZbrXNEIhE+\n", "+uijOvX0XblyJebOnYs//vgD4eHhSE1NRWRkJLKysvD555+bK2wiIiIiekC67SG6J8fLli3Dxx9/\n", "jEcffVRoO1dZWYlXX30VMTExeP755/XqH8THxyMmJgZXrlxBVlYWQkNDG6XeRUs1c+ZM/Pjjj9iz\n", "Zw9GjBih996ePXvw/PPPIy8vD66urvD390dAQADWr18PFxcXxMbGYuHChdBqtVi3bh3efvttoX1r\n", "a6Zb+VOzdW5eXh4fkFKr16z/C1GXv8D5+fl45513MGnSJISHhwOoypLPmjULixcvRmpqamOHSURE\n", "RET1pNse8v777+Mf//gHnnrqKXTv3h2hoaEICQmBRqPBN998Y1CMUZfQOHfuHGxtbfHyyy9zG0c9\n", "9OvXD/3798fy5cv1xtevX4+nn34aUVFR2LJlC+bNm4f+/fujuLgYbdq0AQD4+fkJq5Vv3LiBP/74\n", "o8njt1Y1C8P26dMHbdq0wfDhw1FYWAi1Wv1A2zce9HgiS7HKFRLmtH//fuTn5xts5Rg8eDAqKyvx\n", "888/Y86cORaKjoiIiIhqI5FIUFRUhIqKCr2uBIGBgbUmGmQyGXr16oXk5OSmCLNFmTlzJp5//nmk\n", "pKSgR48eAKpqRHz00Uf3XfUwevRoHDx4EEBVEiMqKqpJYrZ2NVf+uLu749SpU/jHP/4BX19foW2q\n", "v78/4uPjTV7b1Y8HAJVKhejoaKFGxf2OJ7I2VrlCIiMjA7GxsRgwYAACAwPxzDPP4NChQwbz9u/f\n", "jyFDhqBXr17o2bMnZs6cifT0dL05Z8+eBQCD/YS61+fOnWukb0FERERED0qtVuPOnTsG4/n5+fd9\n", "IhwREcGERAM899xzkMlkeqskOnfujHffffe+WzC2bdsGiUQi/G5sW0JBQQEyMzPrHVdRURFu3LiB\n", "oqKieh9rLaoXhg0PD4e/vz9ycnKMtqmtvupBpVJBLpcjNDRUr21odHQ0EhMT2eaWmi2rWyEhkUig\n", "0WgwdepUDBw4EKWlpfjkk08wdOhQrFmzBpMnTwYAODo6QiwWIy4uDh4eHkhLS8PYsWMRHh6OpKQk\n", "+Pj4AIDwHztnZ2e9z9G9bsh/DImIiIjI+kVERGDVqlXIzc2Fi4uLpcNpNqRSKV577TWcPXsWGo2m\n", "XnUg/vOf/yAqKgrFxcUoKirCmDFjoFAoMH36dNja2iI/Px+bNm2CjY0NPv74Y7Rv3x4eHh6QSqVI\n", "T0/H33//DaVSib///tvg99zcXABV/x9/6tQpdO3atbH+CJqEWq3GvXv3DMavXbuGfv36CYk4f39/\n", "lJeX488//xTmKJVKDB8+3GiyTte9g4VcqTmwuoREx44dcenSJeG1nZ0dPvjgA+zfvx9z5szBhAkT\n", "IJVKMXfuXL3j/P39sW7dOjz00EP4+OOP8fXXXzd16ERERERkZqYKAtalc0ZERAQA4NSpUxg8eHCj\n", "xdgSTZ8+HVu3bq13UcqIiAhs2bIFzzzzDICqFc0AMG/ePIO5o0ePblBseXl5WLFiBZYtW9ag462d\n", "SqXS256kVCpha2trMO+vv/5CRUVFU4ZGZHZWl5AwpX///khOTkZKSgp69+5tdE737t3h5OSE48eP\n", "C2MeHh4Aqv7DVZ3utaenZ62f+8Ybb8DV1VVvbNy40KjO2wAAIABJREFUcRg3bly9vwMRERER1Z+u\n", "c4auGHlAQECdOmcEBwejTZs2SE5OZkKinlxcXDB16tQGHfv000+jV69ewtbpB+Xg4AAfHx/IZDKc\n", "PHkSZWVliIuLw5dffmn0Rr25MJVsE4lEBttcysvLDY4XiURo3759g5J1RDXFxcUhLi5Ob8xYi19z\n", "s7qERF5eHqRSKezt7fXGdXvRNBoNACA9PR0dOnQwOF4sFgtzAAjJixs3biAsLEwYv3HjBgDojRmz\n", "dOlSocUUERERETU9YwUB60IikSA8PJx1JJqYSCRCfHw8Nm3aBK1WCycnJzg7O8PJyQlOTk4oLS1F\n", "ZmYmli1bhqtXr2LYsGGQSqVCBwpvb294e3sLvzs7OwvdVEaNGoXt27cjMzMTv/76K4YNG2bhb/tg\n", "aibbfH19cevWLWRkZOjNq3mPA1TVoNi5c6dwfEFBAfLz8zFp0qQmi59aDmMP3U+fPi10qmwsVpeQ\n", "mDFjBoKCgvD222/rjf/5559o06aNUOnX29sbd+/ehUwmE+Zcv34dubm5eoVcnnzySTg5OeHgwYN6\n", "44cOHYJEIsFzzz3XyN+IiIiIiMyhIU99IyIisG3btkaIhmrj5+eH9957r9Y5Y8aMQd++fXH9+nUk\n", "JibC0dHxvuedOHEitm/fDgD4/vvvm31CwliyTS6XGyQk+vTpA6lUarBKqPrxWq0WM2bMwIwZM9C7\n", "d2/4+/sL5ySyVlbXZUMkEuHrr7/G1atXhbGvv/4aCQkJWLBggd7KibfffhslJSUAgNzcXLz66qtw\n", "dXXFO++8I8xp27YtPv30U2zYsAGnT58GUFXoZenSpXjzzTeFv6hERERE1PJERETg1q1benvyyTo4\n", "Ozvj559/hru7u8H2alP++c9/Cluy4+PjhUKXzV317hvx8fGQy+XCihG5XI49e/YgISEBCoUCCoUC\n", "CQkJeq093d3d4eHhge+++w5BQUGIjIxEjx499DpyEFkjq1shMXv2bLi6umLkyJEQiUTIycmBt7c3\n", "Nm/erLeE5Mcff8TWrVvRt29fiEQi5Obm4uGHH8bJkycNKu6+9tprcHBwwIsvvgiRSITy8nK8+eab\n", "BoUxiYiIiKhl0RW2TE5ObvZP01ui0NBQHD58uM7zbW1tMXbsWHz11VcoLS3F9u3bhS58LUVtW5Tu\n", "t9rBwcEBNjY2KC8vF1ZZKJVKxMTEICEhofGCJmogkbZmxRQC8L/9MqdOnWINCSIiIqJmSqvVwtPT\n", "E6+//joWLlxo6XCoDj755BN07twZo0ePNtrlIykpCf379wcAREVF4ciRIwZztFotLl68iJCQEKH+\n", "RGugVqsRGhpqUOhSJpNBoVDUa/tGfWu2UMvTFPfEVrdlg4iIiIjIXEQiEfr27cvCls2ERqPBqVOn\n", "MG7cOERERODixYsGcyIiIhAYGAgA+P3337F69Wo88cQTenNEIhHCwsIM6tK1VvV5Bq1SqSCXyxEa\n", "GsotH9TomJAgIiIiohYtIiICycnJ9bopqw+1Wi08TTbn3NZILBbj559/xh9//IGSkhIMGjQIp06d\n", "0psjEokwYcIE4bVue3ZNU6dOxZdffokzZ840etzWQtdKtKaioiLY2trW6fqLjo5GYmIilEollEol\n", "EhMT9ZoDEJkTExJERERE1KJFREQgMzMTt27dqvMxdblxq8+TZD51rp+HH34Yf/zxB7p27YrBgwfj\n", "jz/+0Ht//Pjxwu9t27Y12kll6dKlCAkJwZQpU1BRUdHoMVuLmkUxQ0NDUVlZCW9vb5OFLnXXu1qt\n", "RlpamsE5U1NTmUijRsGEBBERERG1aNULW95PfRIH9XmSzKfO9efm5ob//ve/6Nu3L5599lkUFBQI\n", "71UvhJmXl4ezZ88aHG9ra4u1a9fi9OnTWLFiRZPEbA10RTF1HTnOnTuHLl26oLCwEBkZGXrXX83r\n", "fciQIcjJybH0V6BWhAkJIiIiImrRZDIZfHx88Oeffxp9v/pqiLomDurzJJlPnRvOyckJe/bswb59\n", "+9C2bVsAwMaNGzF58mRERUUJ877//nujx/fv3x+vv/465s+fb/TfQUumayWqVquRmZlp8H5KSgoe\n", "eeQRvev9zJkzKC4uNphra2vL4pbUKKyu7ScRERERkbnp6khUp1KpEB0dLdyo+vj4IDU11eBYXeKA\n", "N2SWYW9vj759+wqv+/Xrh/nz5+PNN9+ETCZDaWkptmzZgkWLFsHW1tbg+P/85z/Ys2cPjh8/LtRX\n", "0Gq1uHnzJpKSkpCcnIwbN27Ax8cH3bp1Q7du3dC1a1f4+/vDxqbl3i7l5uYiNzfXYNzT0xP+/v64\n", "c+cOAEAikeDWrVs4ePAgHn/88aYOk1q4lvs3jIiIiIjo/xcREYHPP/8cGo1GaCWpWw2hU7NVYm10\n", "xQNrHuPv72+QuHB3d4dUKjU4h7Ozs/AEWzeP7i8kJAQfffQRAGDEiBHYtm0bMjMz8fLLL8PBwQH3\n", "7t1DTk4OcnNzYWNjA0dHR3Tv3h27d+/G4cOHoVQqkZSUhKysrFo/x8bGBqNGjcL3338PiUTSFF+t\n", "UZi6VsPDw3Hz5k2DPwcbGxvs27dPeO3q6oqnnnoK48aNw+HDh+Ht7c1rlcyGCQkiIiIiavEiIiKQ\n", "l5eHq1evIigoyOQ2ColEgsrKSr2xTp06Gb0BmzFjBhITE+Hm5gYAyM7OxgsvvGAw7/bt28jMzESH\n", "Dh0gEokAAOXl5bh+/Tp69OiBe/fuAahKZsTHx8PLy+tBv26rMXHiRKGg5aZNm8x67oqKCsTFxeGF\n", "F17AsGHDzHruphYfH4+YmBhhBVBAQAB27tyJ6Ohog4REQECAwfW+dOlS9OrVC+Hh4fDw8OC1SmbD\n", "hAQRERERtXi6Jf+HDx9GUFAQgKpWiDW5u7vDz88Pd+7cQWVlJVQqFf75z38azNNqtVi+fDkGDBiA\n", "Xbt2QSQSYfr06Xj//fcxZswYeHh4CHPfeOMNODs749KlS0K3B2dnZ7Rv3x4XLlwQ5imVSsTExCAh\n", "IcGs370le+KJJxAUFITLly/X6zh3d3f069cPERER6NevH0JCQnD37l1cvXoVV69exdmzZ7F//34A\n", "wPr165t9QkJX6LLmahxTiYqaJk+ejLKyMgAQ6k3wWiVzYEKCiIiIiFo0Xa0IiUSCuXPnYtOmTQgK\n", "CjK6f75r1656N27z58/HihUrMGvWLLi4uAjzDh8+jMTEROzdu1dIPixZsgTBwcGYM2cOFi1aBABI\n", "TEzEjh07sGXLFr3j1Wo17OzsDD6f9Srqx9bWFsePH0diYiIcHBzQrl07uLq6ol27dnB2doZGo0Fx\n", "cTGKiopQVFSEs2fP4vPPP8fu3bv1kkYA0LlzZwwaNAhA1eqIjh07Ij09Hb/88guysrIM5jdHNa8r\n", "U4mK6u5XlJXXKj0IdtkgIiIiohZNVyuisrIShYWFOHHiBDZu3IjFixdDLpdDJpNBJpNBLpcLT4d1\n", "HQree+89FBcX48svv9Q754cffoi+ffvqrZ5o3749FixYgI0bNyIwMBAPPfQQnnvuOURFRWH06NEG\n", "cem2b9CDcXNzw7BhwzB48GD07t0bAQEBcHV1hVgsho2NDZycnNC+fXsEBARALpfj1KlT2Lx5c63n\n", "tLGxwYQJEwBUba+53/zmTne914duxQTRg2BCgoiIiIhaLFNPd93d3TFx4kQkJCRAoVBAoVAgISHB\n", "YE+8t7c3ZsyYgSVLliAjIwMA8Pvvv+Po0aNYsGCBQVJBV88gOzsb6enpKCsrQ15ensE8XaHBmozt\n", "3yfzad++PZ555hmsXbsWWq221rmTJk0Sfl+/fn1jh2a1TF2rOTk5bFtLD4wJCSIiIiJqdap3vbjf\n", "0+G33noLNjY2mD9/PtRqNT788EP06tULw4cP15tnKvmRnp5u9MYtPj5eWKEhFovh6elpdP8+mdeU\n", "KVNw/vx5nDx5stZ5ISEh6N+/PwDgr7/+wpkzZ5oiPKtU/VqVyWTo168fAgICMGzYMKjVauGHqL6Y\n", "kCAiIiKiFsscKxHKy8vh4uKCtWvXomvXrjh8+DBmzJjxwFsudPv3FQoF5s+fb7SmBZnfkCFD4Ofn\n", "h2+//fa+c7lKokr1a1WhUODkyZM4cOAAsrOzERAQgNDQUISGhkIul0OlUgGAySQFkxdUHRMSRERE\n", "RNSi1Xy6W71WRF1ER0fj1q1bAKqWqQMwejPb0OSHu7s7Zs6cCYlEgtWrV9c5LmoYsViMl156CVu2\n", "bEFeXl6tc8eOHQt7e3sAwObNm1FaWtoUIVqt6quJOnfuDG9vb+Tn5wudNxITEzFs2DDI5XKDJIVK\n", "pTI6Tq0bExJERERE1KLVfLprrFaEKaa2YaSlpd13G0Z9kh9ubm6YOHEiVq1axWKBTeCll16Ch4cH\n", "rly5Uus8FxcXPPfccwCq6oLs2rWrKcJrFkytdDhz5gwSExP1khQxMTFCcdma49S6MSFBRERERK1C\n", "QzoJ1NeDJD+mT5+O9PR0bN++vVFjJMDX1xepqano27fvfedy20b9VFZWGoydOHECSUlJBuO61qHU\n", "ejEhQURERERkwoNsw6hv8qNHjx54/PHHsWzZsvqGSQ0gFtftVujRRx+Fn58fAGD//v24e/duY4bV\n", "bJj6u2Fra2swZm9vDzs7O5PnYl2J1osJCSIiIiKiWjxoDYr6mDlzJpKSknDixIlGOT9v/OpPLBYj\n", "NjYWAKDRaPD9999bOCLrYezvRlhYmMG8Xr16GR2vqKjA8OHDWVeiFRNp79eAt5U6ffo0wsPDcerU\n", "KfTp08fS4RARERGRhelu5Btz24dGo0FgYCDCwsKwZs0as32WSqVCdHS0UA/D398f8fHxdd5O0lLl\n", "5+fjxx9/xIQJE+Do6GhyXmpqKjp37gwACAwMxKVLlx64y0pLUv3vhkqlQkxMDFJTUwFUrSbSJfCq\n", "jzs6OuL69esG55LL5UhISGiiyKk2TXFPbNMoZyUiIiIiamEau/4EAGRlZaGyshI7duxAQkICOnfu\n", "bJbEga6goI5SqURMTEyrv/HLzMzEtGnTYG9vj9jYWBQUFODgwYOIjo7WmxcQEIBHHnkER44cwZUr\n", "VzBgwAC0bdsWdnZ2sLe3h62tLQoLC5Gfn4+CggLhnyKRCI6Ojno/tra2KC8vR1lZGcrKylBeXg6R\n", "SITXXnsNkydPttCfxIOp/ndDV0fFWAKv+jgABAUFGazYqVlXoin+3pHlMCFBRERERGQlqq9iyMjI\n", "QEZGxgMnDkx1CtHd+LXmG77OnTvjsccew9KlS3H06FFs3boVRUVFSEtLQ6dOnQAAxcXFcHBwwKRJ\n", "k3DkyBEAMFqg8UFNmzYNTz31FGQymdnPbQmmrivduFqthlQqNXi/oqICTz75JO7cuQOAq3laOtaQ\n", "ICIiIiKyAvdLHFDjmDZtGs6ePYtDhw5h7ty5SE1NFZIRd+7cQVBQEHbt2oUxY8bgySefhEQiqfV8\n", "NjY2aNeuHTp27AhfX1+4ubnBwcHB5Hzd+SoqKvDdd9+Z74tZOVNFMTMzM5GcnMz2oK0EV0gQERER\n", "EVmxsrKyBzre3d0d3t7eUCqVeuP36xTSWjz33HNISUlBcHCwQecNb29v9O3bF+PHj0dSUhL27t0L\n", "oKq1ZWlpKUpKSlBaWoqysjI4OjrCyckJdnZ2RutLaDQalJSUoKysDFKpFFKpFBKJBLdu3UJAQAC0\n", "Wi3WrFmDt99++75Jj5YiPj5er65Ehw4dcPnyZRQVFenN42qelosJCSIiIiIiK6B7YlwzcZCdnY3f\n", "f/8dzz77bIMKa2q1WrRr1w62trZwd3dHbm4uysvLsWnTJrPG31yJRCJ0797d6HtisRgbN25E//79\n", "ER0djZMnT8LZ2RkSiUSoCXH9+nX8/PPPyMnJQXFxMYqLi1FUVITS0lKMHTtWeLovFouFY6rz8/PD\n", "U089hT179uD27dvYs2cPRowY0ejf2xrUrDcBAKGhoQYJCXNqiuK0VHfcskFEREREZCVqtlGMjIzE\n", "iBEjMHLkSHTp0qVB7RHj4uJw8OBB/Pzzzzh//jxOnDgBW1tbrF69upG/Tcvg5OSE+Ph4/P3334iN\n", "jYVGo9F7//jx4/jwww8RFxeHAwcO4M8//0RqaiouXrxY59Utr776qvD7N998Y9b4mwN3d3fhx9g2\n", "jvLycjg7OwNoeOtalUoFuVzOFqNWhm0/TWDbTyIiIiKylOpPcTUaDXx8fJCenq43R9ce0dgTX92Y\n", "RqNBSEgIHn/8cWzZskV4/8MPP8THH3+MlJQUdOvWrbG/Touwe/duPP3005g8eTLWrl0rjJeVlUGr\n", "1cLOzq7B566srESXLl1w8+ZNiEQiXL9+HQEBAeYIu9mp2TbU2dkZN27cwKBBg1BYWIhbt24BqH+x\n", "S7lcrtdpRjfW2jvN1KYp7om5QoKIiIiIyMronhYDwL1794zWJLh69Sr69eun98Q3JSVF7ylw9+7d\n", "UVlZieXLl+sdO2fOHMhkMsyZM6fBT5xbm+HDh+PLL79ERkaG3rhUKq1TMqK258ASiQRTp04V5rXm\n", "1Su6bRwKhQIKhQKXLl3C3r17ceTIEZw8edJoscv7XcMsGGu9mJAgIiIiImqGjHUjiIyMRGJiojCW\n", "lZUFDw8Pg6fIjo6OmD9/Pn755RcEBgZyCXsdzZ49G7t27ar3ccXFxRg6dCji4uJMzpk8eTJsbW0B\n", "AOvWrUNpaWmD42wJqiflevfuDTc3N4M5165dM0jKmesaZqKuaTAhQURERERkxUztq6/ZEQIA8vPz\n", "DcYKCwuN3litX78eQFXRTLZXbFxSqRTe3t4YP3683taZ6tq3b49nn30WQFWyaceOHU0ZotXTJWuq\n", "q2uLUFN/h4x1mmGtiabFhAQRERERkZWrWewyIiICnp6eDT4fl7A3LYlEgnXr1uGFF17AxIkTkZSU\n", "ZHTetGnThN+//vrrpgrP6plKKBhj6hrevHkzJBKJsL0mODgYO3fuNJgXHR2tt8qIibrGxYQEERER\n", "EZGVq7mvPikpCZ07dzaY5+TkZDBm7CkwNT2JRIK1a9eid+/eGDNmDHJycgzmREVFISQkBADwxx9/\n", "ICUlpanDtFrGknJ1LWgJAPv27QMAnDx5Ej179kRISIjB8UzUNT0mJIiIiIiImonq++pr3qDpugjU\n", "HDP2FLg+S9jJfKRSKbZs2YKcnBy89NJLBoUuRSKR3ioJXQvQ4uJiXL58Gb/++it27NiB1NTUWotk\n", "tkR1Tcr5+/sbXMMajQbLli3Ds88+i7CwMEyePBm7d+9mksEKsO2nCWz7SURERETNQW1tP2tLLuja\n", "K16/fh0ZGRno2rUrEhIS6vXUmRomPj4ec+bMQUJCAtq3b6/3Xk5ODry9vVFcXAypVAoXFxdkZmYa\n", "nKNDhw6Qy+WQy+WIjIxEx44d0aZNG7Rt2xZSqRRAVUvSK1eu4MKFC7hw4QJSUlKQn5+P999/H5GR\n", "kU3yXRtT9RahpaWlyM7Oxrp16zBp0iS9eXv37sWwYcOQkJAg1ITw8fHB0qVL8a9//UtvLtuD/k9T\n", "3BMzIWECExJERERE1Bqo1WpERUWhb9++2LBhg6XDqbe6JF+sUWlpqcl2oZMnT8a6desafG4bGxu0\n", "adMGBQUFqKysNHi/W7duuHz5stF2ss2R7hoYP348rl+/jpSUFL0imEOHDkVOTg5OnjwpfOcRI0Yg\n", "PT3doJ6HSqXCgAEDkJqaCqBqxcXJkydbZaKuKe6JuWWDiIiIiKgVc3d3x9ChQ3H48OFG3wZgzlaK\n", "zb0bgqlkBAC888478PHxgUgkgo+PD+RyOcaNG4d58+ZhwYIFeOKJJ+Ds7Gzy+IqKCuTm5hpNRgDA\n", "1atXDVYBNGe6rUyff/45rl27hm+//VZ4LyUlBf/9738xc+ZMvQRMbGwskpOTcfHiRb1zOTk5oaSk\n", "BKNGjUK3bt0QHR3dKpMRTcXG0gEQEREREZFlDR48GEuWLMH169fRtWtXk/MauhpBpVIhOjpaKBjo\n", "7++P+Pj4B7rR03VD0FEqlYiJiWmWS+vT0tLg5+cn3DB36dIFt2/fRkVFhdF2lwBQWVmJixcvIiEh\n", "AcnJybh37x4KCwv1fhwcHNC9e3f06NED3bt3x7Vr1/Dvf/8bALBx40bI5fIm+45NoWfPnoiNjcXC\n", "hQsxYcIEODk5Yfny5ZDJZBg1apTe3OHDh8PV1RWbNm3Cp59+Kox/8803UKlU+OSTT/D6668bLXJJ\n", "5sMtGyZwywYRERERtRZ5eXlwc3PDqlWrMHXqVIP3G5JQqJ68MPe+fLVajdDQUCiVSr1xmUwGhULR\n", "rLZv3LlzB0FBQfDw8MDIkSPx7LPPIjIyEmKx+RezFxQUoEOHDigsLISLiwuUSiUcHBzM/jmWdPv2\n", "bQQGBuJf//oXXnnlFfTs2RPz58/Hu+++azD31Vdfxe7du5GWlgaJRILCwkJ07twZw4cPx3fffYdp\n", "06YhKSkJp0+ftsA3sTxu2SAiIiIiokbn7OyMvn374vDhw0bf161GUCqVUCqVSExMRExMjNG5NbdS\n", "RERE4Nq1awbzdK0UzbmNozny9fXF/v37MWzYMPz44494+OGH4ePjg9deew1Hjx6t9ViNRoMjR47g\n", "jTfewPnz5+/7WW3btsXIkSMBALm5udi1a5dZvoM1sbOzg7u7OxYtWoRevXqhtLTU5LUaGxuLO3fu\n", "4MiRIwCAlStX4t69e3jvvfcAAH5+frh582ZThd4qMSFBREREREQYPHiw0ToSarXa6LJ1XUKhpprJ\n", "iz///NNol4jc3FwMGTKkQTUgTLUt1Wq1cHV1FeJuLomOQYMGYdWqVbh79y6OHTuGcePGYe/evfju\n", "u++Mzr98+TLeffddBAQE4NFHH8X27dsNunWYEhsbK/y+ceNGs8RvTaKjo3H37l0AQFFREbRaLaZM\n", "mWJ0bv/+/dGtWzesWbMGaWlp+L//+z9MnjxZuLb8/PyQnZ2N/Pz8pgq/1WFCgoiIiIiIMHjwYGRm\n", "ZiIlJaXB5zCVvJBIJAZjRUVFOHPmTJ1WXRgzffp0AECbNm0gk8nQpUsXZGRkYMSIERgwYECzLHYp\n", "FosxcOBALF68GKmpqfjqq6/03t+7dy/CwsIQHByMVatW4cknn0RCQgJu374NT0/POn1GVFQU/Pz8\n", "AAAHDhxAenq62b+HpdQ3eZaZmYmSkhL89NNPeOihh5CdnY1XXnlFeF/358RVEo2HCQkiIiIiIoJc\n", "LodUKjXYtmFqNUKnTp2M1mooLS01GHN3d0dERARkMhlkMhkiIiKM3kCbunHU0a16uHDhAqZNm4bh\n", "w4fjxo0bUCgUuHbtGn755Rfs27cPJ0+ebHCiw1qIRCI4OTnpjZWXlyM0NBTbtm2DUqnEN998A7lc\n", "btC+s6yszOR5xWIxJkyYAKCqMObmzZvNH3wzER0djdu3bwMACgsLodVq8a9//Ut4nwmJxseEBBER\n", "ERERwdHREZGRkfjtt98M3tuyZQtsbGzg6OgIDw8PiMVi2Nvbo6ysTG9rxPnz53Hv3j2D47t27Yqk\n", "pCQoFAooFArs27cPNjZ1b/hXvS5Fjx490KdPH3h7e+PHH3+El5eXkBiJjIw0miS5X6KjuXjmmWfw\n", "ww8/YOTIkbC3tzc6JyEhAcHBwbhw4YLJ8+gSEkDVto2W0ufAVPIsICDA4Lqoy2oKmUwGW1tbJiQa\n", "Edt+EhERERERgP+1/6ysrNTbZnHgwAFUVlbiyJEj6Ny5M/766y/885//hLe3N6RSKYCqm8EbN25g\n", "0KBBKCsrE27iAgICsHPnTmGOjr+/v0GXDFOrLmq2+ASqEig1VxAAMNkms7UICgpC27ZtMXjwYPz2\n", "228ICQkxmBMYGIjIyEgkJiZCoVDg7Nmz6N27twWiNb/4+HjExMQgNTUVgP71V18SiQQdO3ZkQqIR\n", "cYUEEREREREBAB599FHk5OTg7NmzwphGo8GiRYsQExODiIgIuLu7Y/DgwQgICIBarRa2Rpw/fx42\n", "NjbYt2+fcKOrUCiQkJBgtD1ofHw85HI5ZDIZ2rdvD5FIhEGDBhnMM/UkW6lUGqx6qM8T8pbKw8MD\n", "hw4dgqenJyIiIvD5558b3cLRUotbenl5ISEh4b7XX12vFXbaaFxMSBAREREREYCqrgMODg56dST2\n", "7NmDy5cvY86cOcKYWq022nnA0dERxcXFAKpu+GpLAlS/cUxJScGsWbOwevVqZGVlPdB30CU6dJ/d\n", "s2fPBj8hb648PT1x7NgxTJkyBe+++y5CQ0Nx6NAhvTljxoyBnZ0dAODHH39EeXm5JUJtNPe7/gD9\n", "pJhMJoNcLje4Vvz8/IwmxMg8mJAgIiIiIiIAgFQqxaBBg/QSEl9++SXkcjkiIyPve3zN4op1obtx\n", "fPvttwEAn376qcH7xp5wm1r1oEt0XLhwAZ6ennj88ceNHt/Subi4YMmSJThz5gw6dOgAhUKh976r\n", "qyueeeYZAFXdJvbv32+JMC2qLqspuEKicbGGBBERERERCQYPHoyPPvoIZWVlOHv2LI4ePYodO3bo\n", "zdEtd69ZA+JBtkZ4eHhg9uzZ+PTTT/HGG2+gY8eOAID8/HwUFBTA0dERzs7OEIlEdaoL4OXlhdGj\n", "R2Pbtm344osvIBa3zmexoaGhOHLkCDQajcF7EydOxE8//QQAWLJkCQoLC6HRaISfoqIiqFQqZGZm\n", "QqVSQaVSQa1Wo7i4GMXFxSgpKRF+2rRpA29vb8hkMuGfwcHBmDBhglBnxFrVds36+/sjPT0dJSUl\n", "JguJUsOJtC2lpKqZnT59GuHh4Th16hT69Olj6XCIiIiIiJpEcnIy+vXrhz179mDjxo04ffo0Ll26\n", "pFfkEqjqfGGseOCDrEbIz89H586dER0djc8++wxarRbTp0/H7t278eeff8LDwwNA7TeQ1R09ehRR\n", "UVE4fvx4nVZ4tBaVlZUQi8WorKyEr68vMjIyGu2z5s2bZ7DqpTn57bffMHjwYFy5cgXdunWzdDhN\n", "qinuiVtnmpCIiIiIiAyoVCrMmDEDIpEII0f2ki8RAAAgAElEQVSOxE8//YQpU6YYJCOAuhcPrA8n\n", "JydMnz4da9euRffu3dG1a1ds2bIFixcvRlBQUJ3qAlQ3cOBAyGQyYRUAAUVFRYiMjMSmTZtgY2OD\n", "qVOn1ut4Ozs7uLm5wdvbG126dEGPHj0QHh6Obt26oU2bNgbzV65cidzcXHOF3+T8/PwAgHUkGgm3\n", "bBAREREREYCq9ponTpwAAKE45Y4dO/Dvf//b5DHm7l6xd+9eAFXJEZ0NGzZgypQp9T6XRCLByJEj\n", "sW3bNixatKjVbtuoztHREd26dcPs2bMxbNgwvPfeewgKCoJKpYJYLIZIJIJYLIZYLIa9vT08PT3h\n", "5eUl/LNNmza11grJz8/H33//jQ8++ABxcXHIz8/H2rVrMXv27Cb8lubj6+sLkUjEOhKNhAkJIiIi\n", "IiIy2V7z1q1bUKvVTdI2U61W49atWwbjqampDY5h9OjRWLFiBRITEzFw4EBzhNnsLVmyBMHBwZgz\n", "Zw42bNiAF154wWzndnJyQlBQEBYsWIC4uDgAwLJlyzBjxgzY2tqa7XOailQqhbe3NxMSjYQpQiIi\n", "IiIiarHkcjm8vb25baMaLy8vfPHFF9i4caNeRxWd7OxsvPLKKxg9enSD24EGBwdj2LBhAIDbt29j\n", "+/btDxSzJfn7+zMh0UiYkCAiIiIiIqFzRk0P0jnDGmIQi8UYNWoUtm3bZrTTRGs1adIkDBo0CNOm\n", "TUNJSQkAQKvVYuvWrQgJCcGWLVuwc+dOvPXWWw3+jOrbNBYtWoTm2k+BrT8bDxMSREREREQEAIiP\n", "j4dcLodMJoNMJoNcLr9ve83mEMPo0aOhVCqRkJBgpiibP7FYjNWrVyMtLQ0rVqwAAJSWluKdd97B\n", "ww8/jIsXL2LRokVYsmQJtm7d2qDPeOSRR9C7d28AwKlTp3D06FGzxd+U/Pz8WNSykbCGBBERERER\n", "Afhf5wy1Wg3A/AUrLRXDgAED4Ovri40bN6J79+4W+V7WKCQkBPv27YNcLgcA2NvbIykpSfjzmT59\n", "Os6dO4fS0tIGnV8kEmH27NkYP348gKpVElFRUeYJvgn5+fnh7t27qKiogI0Nb6HNyepWSKSlpaFt\n", "27bo3bu3wU/NjObFixfx1FNPISQkBEFBQRg3bhz+/vtvo+ddt24dwsLCEBYWhh49euCLL75otkuG\n", "iIiIiIgaU33ba1p7DFlZWaisrMT69esRGhoKuVyu18WjNXvsscfg4OAgvK7+Zy4SibB27VpMnDix\n", "wecfPXo0fH19AQC7du3C5cuXGx6shfj5+aGyshJ37961dCgtjtUlJAAgIiICZ86cMfipXhX31q1b\n", "GDRoEHr27ImLFy/iwoULEIlEiIqKQn5+vt75Vq5ciddffx3r1q3DX3/9hd27d2PRokWYN29eU381\n", "IiIiIiJqYtHR0VAqldBoNFAqlUhMTERMTIylw2oVbG1tMWPGDOH10qVLLRhNw+jqmrCOhPlZZUKi\n", "Lt5//31otVp8+OGHAKp6DC9atAipqal6F3l+fj7eeecdTJo0CeHh4QCqiuLMmjULixcvRmpqqkXi\n", "JyIiIiKixmeqnamulSjVXV5eHnbs2FHv46ZMmYK2bdsCADZs2ICsrCxzh9aoOnXqBACsI9EImmVC\n", "orKyEj///DMGDhwIqVQqjMtkMgQHB+sVXdm/fz/y8/Px2GOP6Z1j8ODBwnmIiIiIiIioduvXr8fI\n", "kSPx5ptvGqxKr42rqytefvllAEBJSQk+++wzVFRUNFaYZufo6AhPT0+ukGgEVpmQyMjIQGxsLAYM\n", "GIDAwEA888wzOHTokPD+jRs3UFBQgC5duhgc27lzZ1y6dEnol3v27FkAMJire33u3LnG+hpERERE\n", "RGRhDW0lqlaruYKihunTp+Ozzz7D6tWrERwcjG3bttW5Lt/MmTMhFlfdfi5atAg+Pj6YOXMmkpKS\n", "GlTbr6KiAteuXRO242/btq3e56gPtv5sHFZXIlQikUCj0WDq1KkYOHAgSktL8cknn2Do0KFYs2YN\n", "Jk+ejMzMTACAs7OzwfHOzs7QaDTIzs5G+/btTc7Vvda9T0RERERELVN8fDxiYmKQmpqKvLw8lJSU\n", "YOPGjUbnqlQqREdHC8vz/f39ER8fDy8vryaM2DqJxWL8+9//xpgxYzBz5kyMHj0aQ4cOxVdffYVu\n", "3brVeqy/vz9mzJghbK9XqVRYvnw5li9fjm7dugn1AjUaDbRaLTQajfBT/XVZWRlSU1Nx9epVlJWV\n", "6X3G1q1bMXr06Eb57v7+/kxINAKrS0h07NgRly5dEl7b2dnhgw8+wP79+zFnzhxMmDDBgtERERER\n", "EVFzU72VaHp6OsLDw7FlyxbMnz/fYG50dDQSExOF10qlEjExMQYd/1ozPz8/xMfHY9euXZg+fTre\n", "e+89bNmy5b7HLV68GFFRUfjhhx+we/duoZ3o1atXcfXq1QeO65tvvmm0hISfnx/++uuvRjl3a2Z1\n", "CQlT+vfvj+TkZKSkpMDDwwNAVVGVmvLy8iCRSODm5gYAJufqXnt6etb6uW+88QZcXV31xsaNG4dx\n", "48Y17IsQEREREZFF6FqJTpkyBUuWLMHMmTPh5OQkvH+/ApiWboVqbZ5++mk89thjKCoqqtN8kUiE\n", "6OhoREdHIycnBzt27MAPP/yAI0eO1GvbhlQqRWBgIIKDgxEcHIzNmzcjNTUVv/32G9LS0oxu0XlQ\n", "ui0bGo1G2HrSksTFxSEuLk5vLCcnp9E/1+oSEnl5eZBKpbC3t9cbl0gkAKqW8HTp0gVOTk64ceOG\n", "wfE3btxAcHAwbG1tAQC9e/cWxsPCwvTmAdAbM2bp0qXo06dPw78QERERERFZlbfeegtr1qzBqlWr\n", "8NZbb1k6nGbN0dERjo6OemNLly7FqFGj4OPjY/I4V1dXvPTSS3jppZeQmZmJzMxMiMViiMViiEQi\n", "k79LJBJ4enoK94e6GN555x0AwKZNm7BgwQKzf08/Pz+UlZUhIyMDMpnM7Oe3NGMP3U+fPi10qmws\n", "VpfamTFjBpYsWWIw/ueff6JNmzbo0aMHJBIJnn32WRw7dkxv35BSqcSlS5f0luk8+eSTcHJywsGD\n", "B/XOd+jQIUgkEjz33HON92WIiIiIiMjq+Pr6YtKkSVi0aBEKCwuFcXd3d9jYGD6zvV8BTPoflUqF\n", "zz77DMHBwZg1axbmzJmD1157DS+++CKWL1+uNzc7OxsrVqzAr7/+isLCQnTt2hWBgYHo1q0bunTp\n", "goCAAPj7+6NTp07w9fWFj48POnTooJeMAIAJEyZAJBIBADZu3NigIpn34+fnBwCsI2FmVpeQEIlE\n", "+Prrr/X2EH399ddISEjAggULhJUTH3zwAcRisZD9qqiowJw5c9C5c2fMmjVLOLZt27b49NNPsWHD\n", "Bpw+fRpA1ZKrpUuX4s0332yU5TxERERERGTd5s2bh3v37mHx4sVCN42NGzfi9u3b6NSpE2QyGcRi\n", "MTp06ICdO3daONrmw8vLC5cuXcKkSZOwc+dO7N69GydOnMC1a9eQnZ2tN/f27duYO3cuxo8fj379\n", "+sHd3R3Dhw/HokWLoFAo6vyZvr6+ePzxxwFUrYQ/duyYWb8TwIREY7G6LRuzZ8+Gq6srRo4cCZFI\n", "hJycHHh7e2Pz5s16S0g6deqEo0ePYvbs2QgJCYFGo0GfPn1w5MgRtG3bVu+cr732GhwcHPDiiy9C\n", "JBKhvLwcb775JubOndvUX4+IiIiIiKyAo6Mj3NzcsHDhQqxatQpubm64fPkyXn75ZaxZswbZ2dn4\n", "6KOPsH79erRp08bS4TYrrq6uQgeN2oSFhaGkpASFhYU4e/Ysjhw5giNHjuC9997DuXPnTHZCMebF\n", "F1/Ef//7XwDAhg0bMGjQoAf6DjW5urrCxcXFaI0RajiRtjHWs7QAuv0yp06dYg0JIiIiIqIWRi6X\n", "63XTAKpuOlUqlVCPLjU1FV26dMHatWvx0ksv1ev8ulUX3OpRf6WlpcjLy9NrQJCRkWFySw0AFBUV\n", "QSaTIS8vD23btkV6errZE0lhYWEYOHAgVq1aZdbzWqumuCe2ui0bREREREREjclUNw17e3u97nwB\n", "AQF44oknsHr16jqfW6VSQS6XIzQ0FKGhoZDL5VCpVOYIu9Wws7Mz6IYYGxuL7t27Y8uWLdBoNAbH\n", "ODo6CrUECwoKGmWbja7TBpkPExJERERERESAUBixuldeeQVJSUk4c+ZMnc4RHR2NxMREKJVKKJVK\n", "JCYmIiYmBkBVIkS3coLq57PPPkNgYCDGjRuHyMhIg9UtQNW2DZ0NGzaYPQYmJMyPCQkiIiIiImpV\n", "3N3djRa3N9ZNY/jw4fD29q51lYQu0WBq5cW1a9fQr18/rpp4AL169cLu3bvx+++/o6KiAnK5HM8/\n", "/zxu374tzJHL5ejatSsA4PDhw7h165beObRaLZYtW4Zr1641KAZ/f3/cvHmzUbp4tFZMSBARERER\n", "UasTHx8PuVwOmUwGmUwGuVxudJm/jY0NXn75ZWzevBn5+fl679XcnjF06FAUFBQYnCMrKwvJyclG\n", "V01Q/fzjH/9AUlISvvvuOxw+fFivcKZIJEJsbCyAquTD999/r3dsXFwc3njjDaFTY335+fmhoKCg\n", "wQkNMsSiliawqCURERERUctXl+KTt2/fhr+/P7744gvExsYKc40VxqwrmUwGhULBopcPQJcgcnJy\n", "EsZu3boFf39/aLVadO3aFVeuXIFIJEJWVhZCQkIAAA8//DB27NhhdIuOKSqVCo8//jgUCgU8PDzQ\n", "rVs3xMfHw8vLy7xfyoqwqCUREREREVEjcnd3v29SwM7ODi4uLnjrrbeELReXLl3C9evXDeZ6eHgg\n", "IiJCWHkRERGB9u3bN1b4rZqTk5NeMgIAOnXqhMGDBwOo2irzww8/ICEhAePGjUNJSQm+/PJLzJo1\n", "C2lpaSgtLTU4p1arRV5eHq5cuYITJ07g0qVLyM7ORnR0NBQKBYCqFS9c5WIexnumEBEREREREYCq\n", "QpX37t0DAGHbxcCBA5GdnW0w19bWFvv27RNeu7u7Qy6XIyMjQ2+en58fV0eYkUajweuvv46ePXvi\n", "xRdfxKFDhwAAEydO1JtXvfAlAHh5eaFjx46wt7eHUqlEeno6ioqK6vSZqampUKvV/Pf4AJiQICIi\n", "IiIiMsFUocqcnBx06tTJoHCiscKY8fHxiImJQWpqKioqKpCVlYUBAwY0ZtitjlgshkQiwYwZM3Dg\n", "wAG0a9dOSCLVRqVSscCoBTEhQUREREREVE/t27fHgQMHMHnyZKSmpgKoSkYYK4zp5eWFhIQEoV7F\n", "V199hY8//hiTJk1Cz549mzTulmzRokU4ffo0xo8fjx9++EFYqWJnZwepVAo7OzvY2NhArVbj3Llz\n", "uHPnDgoLC/H3339Do9HA1dUVMpkMHTp0gEwmg5ubG3JycpCZmYljx46hsLBQ7/OMJZ+ofpiQICIi\n", "IiIiMkHXIlSpVOqNBwQEIDg4WC/RcL+bU9378+bNw9atWzFlyhQcP34cEomkcYJvZaRSKbZt24bw\n", "8HB8/vnnOHjwIGxtbY3OffHFF5GWloZbt26hsrISFRUVsLe3N3lulUolrHLRarUmk09UPyxqSURE\n", "REREVIv7tQitS2HM6uzs7LB27VokJydj5cqVUKvVQlJDx9gY3Z+3tze2bduGo0eP4uGHHzY5LzY2\n", "FtevX0diYiJsbGxqTUYA/1vlolAocP78eRw/frxFd9hoKkxIEBERERER1aL6zahCoUBCQsID34zK\n", "5XLExsZi1qxZ6N69u9C9IyUlBXK5HKGhocIYaxzUz8MPP4wVK1YgJSUFd+/eNTonKioKHTt2xKZN\n", "m+p17vomn6h2TEgQERERERHVgblvRi9cuACNRgOVSgWlUonExERERkYiMTFR6OZRl/aSXE1h6PXX\n", "X0d2djZ8fHyMvi8WizFhwgRs3boVJSUlTRwd6TAhQURERERE1MTUajVu375tMJ6fn28wpmsvWZNK\n", "peJqilpIpdJa3584cSJycnKwa9cuvXGtVotly5YhMDAQf//9d2OG2OoxIUFERERERNQMRUdH13s1\n", "Bf1PUFAQ+vfvr7dtIysrCyNGjMAbb7yBq1ev4tChQxaMsOVjlw0iIiIiIqImZqp7h5OTk8EqCalU\n", "Cjc3N71uHmq1GmlpaQbn1a2mYJ2Duvnmm2+EeiC//fYbxo8fj7KyMuzevRu///47/Pz8LBxhy8aE\n", "BBERERERkQXEx8cLrSSBqlaia9aswdSpU4UxiUSCmzdvwsPDA1KpFCKRCP7+/nj22WeNbs/QarUA\n", "UOdWpK1dr169AFT9uX3wwQcICgrCDz/8AG9vbwwbNszC0bV8TEgQERERERFZgK57R83kQc2x4OBg\n", "XL58WThOtz2jXbt2uHfvnt457927hyFDhiA9PR0A4O/vj/j4eHh5eTFJUQuRSIQdO3bAxcUFEonE\n", "0uG0GkxIEBERERERWZCxBIFuTK1WIy8vz+j7x44dw+TJk4XVFDKZDCkpKThz5owwT6lUYtiwYbC1\n", "tRW2eFRPUtD/uLm5WTqEVocJCSIiIiIiomZGKpXC09NTbzUFADz00EPC6gidv/76C+Xl5cJrpVKJ\n", "mJgYJCQkNFm8zdWePXsglUoxZMgQS4fSIrHLBhERERERkZXSFb+sKSAgQFhF4e7uLvwuEokM5lZP\n", "RuiYaiVK+lauXInFixdbOowWiwkJIiIiIiIiKxYfHw+5XA6ZTAaZTAa5XI6dO3cazDOVvGBNhIaL\n", "jIzEiRMnoNFoLB1Ki8SEBBERERERkRXTFb9UKBRQKBRISEgwWf/BWPKid+/eBvOqr7Ag0+RyOXJy\n", "cnDp0iVLh9IisYYEERERERFRM1CXBIKxzh0qlUpoL5qTkwMARldYkKF+/fpBLBYjMTER3bt3t3Q4\n", "LQ5XSBAREREREbUw1etKVF9hsXr1ahQXF7N+RB05OTkhNDQUx48ft3QoLRITEkRERERERK2Au7s7\n", "Ro0aBScnJ2zbts3S4TQbkZGRTEg0EiYkiIiIiIiIWgl7e3uMGDGCCYl6mDRpEhYuXAitVmvpUFoc\n", "JiSIiIiIiIhakVGjRuH8+fO4ePGipUNpFvr164cxY8YYbalKD4YJCSIiIiIiolbkiSee4LYNsgpM\n", "SBAREREREbUium0bP/30k6VDoVaOCQkiIiIiIqJWZtSoUUhJScGFCxeMvq9Wq9mJo5pz587hlVde\n", "QUVFhaVDaVGYkCAiIiIiImplTG3bUKlUkMvlCA0NRWhoKORyOVQqlYWitB65ublYs2YNzp8/b+lQ\n", "WhQmJIiIiIiIiFoZU902oqOjkZiYCKVSCaVSicTERMTExFgoSuvRt29f2NjYsP2nmTEhQURERERE\n", "1AqNHj1ab9uGWq1GWlqawbzU1NRWv33DwcEBffr0QWJioqVDaVGYkCAiIiIiImqFhg4dCicnJ2zc\n", "uFFIOFRWVlo4KusVGRnJFRJmxoQEERERERFRK5SXlwc7OzssXrwYoaGh6Nu3LzIzMw3meXh4wN3d\n", "3QIRWhe5XI4bN24gPT3d0qG0GExIEBERERERtULR0dHIyspCRUUFlEol0tLS4OHhgf79+0Mmk0Em\n", "k8HJyQkZGRlQKpWWDtfi5HI5AHDbhhnZWDoAIiIiIiIialqm6kXY2Nhgz549wuuysjL07dsXI0eO\n", "xPbt2yGVSg1WS+i2e7T0VRS+vr749ddf0b9/f0uH0mIwIUFERERERER6qicXvv32WwwfPhxdu3aF\n", "i4sL/P39ER8fD6BqlYUusaEb9/LyqtdnGUtoWGuSY8iQIZYOoUVhQoKIiIiIiKiVcXd3h7+/v8FW\n", "jICAAIMkwMcffwytVouioiIUFRVBqVQiJiYGWq1Wb/uCbjwhIaFOMahUKoOExrfffospU6aYTHJY\n", "a6KCGoYJCSIiIiIiolYoPj4eMTExSE1NBVCVjNi5c6feHFNbO06ePAmx2LAkoa5FaF0SBtHR0QYJ\n", "jcjISOTn5+uNxcTEYOfOnWZZjUHWhQkJIiIiIiKiVsjLywsJCQkNWnUglUqh1WpRXl7eoM82lego\n", "KCgwGLt8+TKGDBmCc+fOCWP1XY1B1okJCSIiIiIiolastkSEqa0dvXv3NtiyAQBubm61nk+X/DBF\n", "q9UaPcbYcfVZjUHWiQkJIiIiIiIiMqm2rR26ca1Wi+LiYqSmpuLYsWMICQkB8L9kR816ETKZDHl5\n", "eQaf5eTkpLdlAwBCQ0Nx9+5dZGdnG42vPis8WIPCujAhQURERERERCbVtrWj+riDgwOGDh2KqKgo\n", "tGvXDlKpVKj1YKxehFQqxUMPPSQcHxAQgDVr1mDq1KkGyY+axwNAaWkphg8fjps3bwKova6EsQKa\n", "rEFheUxIEBERERER0X2ZWlVQfbyiogIajUZIMiiVSsjlcmRmZhoc5+bmhiNHjhicx1jyo+YqDScn\n", "J1y9ehUnTpwQjq+troSxhAhrUFgeExJERERERET0wNRqNW7dumUwfv36daPzRSIRAOOJjppjNVdp\n", "AEBQUJBBbQljdSVMFdBkDQrLM+zTQkRERERERGQmHTp0QEREhMF4QEBAvZMB7u7uwjFSqdTkvJqF\n", "MBvaDYQaF1dIEBERERER0QMz1ZGjc+fO2Llzp8nCmOb8rNLSUjz11FO4ffs2gKpaEc8//7zRLh0N\n", "SYiQeTEhQURERERERGZhqiNHbYUxzfVZbdu2xfXr15GUlCTMUSqVSExMxNixY5GWloa0tDSkp6fD\n", "z8/vgRIiZB5MSBAREREREZFZ3C/xYM4VCcbqSnTv3h0qlUpvnrOzM1asWAEPDw+o1Wq8/PLLuHLl\n", "Cjw9Pc0WCzUMa0gQERERERGRWVWv9dCUnyWRSAzeb9OmjV4BzSlTpuDChQs4c+ZMk8RHpjEhQURE\n", "RERERM2erq5ETTVrRQwdOhTt27fHpk2bmjA6MoYJCSIiIiIiImoR4uPjIZfLIZPJIJPJIJfLDWpF\n", "2NjY4IUXXsCPP/7I7hsWZvUJidWrV0MsFuODDz6wdChERERERERkxXR1JRQKBRQKBRISEuDl5WUw\n", "b+LEicjMzMSBAwcsECXpWHVC4t69e3j33XcBQNjzo7Nw4UL4+fmhd+/eej+PPfaY0XOtW7cOYWFh\n", "CAsLQ48ePfDFF19Aq9U2+ncgIiIiIiKipnW/GhZhYWHo2bMnt21YmFV32XjvvfcwaNAg/L//9/8M\n", "3hOJRPjoo48wceLE+55n5cqVmDt3Lv744w+Eh4cjNTUVkZGRyMrKwueff94YoRMREREREZEVmzhx\n", "It59913cu3cP7dq1s3Q4rZLVrpA4d+4cduzYgYULF5qcU5cVDvn5+XjnnXcwadIkhIeHA6gqajJr\n", "1iwsXrxY6FlLRERERERErcfzzz+P8vJyrFu3Tq91KDUdq01IzJgxAx999BFcXFwe6Dz79+9Hfn6+\n", "wVaOwYMHo7KyEj///PMDnZ+IiIiIiIiaH4lEAmdnZ7z99tsIDQ2FXC6HSqWydFitilUmJLZu3YqC\n", "ggJMnjy51nn79+/HkCFD0KtXL/Ts2RMzZ85Eenq63pyzZ88CALp06aI3rnt97tw5M0ZORERERERE\n", "zUF0dDRycnJQXl4OpVKJxMRExMTEWDqsVsXqakgUFRXhrbfeQlxcXK3zHB0dIRaLERcXBw8PD6Sl\n", "pWHs2LEIDw9HUlISfHx8AACZmZkAAGdnZ73jda917xMREREREVHroFarkZaWZjCempqqt32jtsKY\n", "9OCsboXEp59+ikGDBiEyMrLWeXPnzsXmzZvh4eEBAPD398e6deugVCrx8ccfN0WoRPT/tXfn8VHV\n", "5x7Hv2eSQMOSQCCQAYSEsARiEiCsRa4sUlmsCtYq14uAghVutYpSFhcWi0iVildkES9QwVK4Ying\n", "LXKDtUptBdkUWSUBLEQBgQSEkECe+wfNKcNMIJowGczn/XrxxzznN+f8zjMPszw5CwAAAPA9kp+f\n", "r969eyslJYXTOIIgpI6QyMrK0uzZs7V161a/ZSW5gGXLli1VvXp1ffjhh26sqGGRm5vrM7bocWxs\n", "7GXX+cgjj6hGjRo+sQEDBmjAgAFXnA8AAAAAIPTUqlVL8fHxys7O9ol//fXXPkdIZGdnq1+/fvrr\n", "X/8a7CkG1eLFi/3OUjhx4sRV325INSTWrl2rqlWrqm/fvm4sPz9fkjR79mwtX75cSUlJWrx4sb78\n", "8kvFxcX5rcPj8aiwsNB93Lp1a0lSZmam0tLS3HhmZqYk+cQCmT59utq0afPddwoAAAAAEHKWL1+u\n", "fv36uXderF+/vnbv3u33x+yi0zi+z6dvBPqj+6ZNm9w7VV4tIdWQGDp0qIYOHeoT279/vxISEjR8\n", "+HA9/fTTbrxevXo6ePCgvF6vG9u7d69ycnJ8LkTSu3dvVa9eXRkZGT7xtWvXKiwsTHfcccdV3CMA\n", "AAAAQCiqU6eO/vrXv/ocEZGSkuLXkDhz5ox7xH7R2O9zcyKYQu4aEpcqeuEDnbIxduxY5eXlSZJy\n", "cnI0fPhw1ahRQ+PGjXPHVKtWTVOmTNGCBQu0adMmSRc6XNOnT9fIkSMVHx9/9XcCAAAAABCSatWq\n", "5f4L9PvwxIkTGjx4sNq3b8+1JcpYSB0hcbHjx4+rTZs2OnfunBzH0fTp07VgwQI9+eSTuv/++/W7\n", "3/1OS5YsUdu2beU4jnJycnTDDTfoo48+UpMmTXzWNWLECEVGRmrw4MFyHEcFBQUaOXKkRo0aVU57\n", "BwAAAAAINZeexpGQkKAhQ4Zo+PDhOnfunDuuolxb4mpzrCRXi6yAis6X2bhxI9eQAAAAAIAK5OJT\n", "M77++mslJyfrq6++8hnj9Xr16aeffm9P3wjGb+KQPUICAAAAAIDycGmTweMJ+asdXJPIKgAAAAAA\n", "xSju2hIJCQnf26MjgoUjJAAAAAAAuIxA15b4wx/+UM6zuvbRkAAAAAAA4DIuvUUoR0aUDRoSAAAA\n", "AACUAI2IssU1JAAAAAAAQNDRkAAAAOlMWQ8AACAASURBVAAAAEFHQwIAAAAAAAQdDQkAAAAAABB0\n", "NCQAAAAAAEDQ0ZAAAAAAAABBR0MCAAAAAAAEHQ0JAAAAAAAQdDQkAAAAAABA0NGQAAAAAAAAQUdD\n", "AgAAAAAABB0NCQAAAAAAEHQ0JAAAAAAAQNDRkAAAAAAAAEFHQwIAAAAAAAQdDQkAAAAAABB0NCQA\n", "AAAAAEDQ0ZAAAAAAAABBR0MCAAAAAAAEHQ0JAAAAAAAQdDQkAAAAAABA0NGQAAAAAAAAQUdDAgAA\n", "AAAABB0NCQAAAAAAEHQ0JAAAAAAAQNDRkAAAAAAAAEFHQwIAAAAAAAQdDQkAAAAAABB0NCQAAAAA\n", "AEDQ0ZAAAAAAAABBR0MCAAAAAAAEHQ0JAAAAAAAQdDQkAAAAAABA0NGQAAAAAAAAQUdDAgAAAAAA\n", "BB0NCQAAAAAAEHQ0JAAAAAAAQNDRkAAAAAAAAEFHQwIAAAAAAAQdDQkAAAAAABB0NCQAAAAAAEDQ\n", "0ZAAAAAAAABBR0MCAAAAAAAEHQ0JAAAAAAAQdDQkAAAAAABA0NGQAAAAAAAAQUdDAgAAAAAABB0N\n", "CQAAAAAAEHQ0JAAAAAAAQNDRkAAAAAAAAEEX8g2JOXPmyOPxaOLEieU9FQAAAAAAUEZCuiFx/Phx\n", "PfHEE5Ikx3H8lu/YsUN9+vRRixYt1Lx5cw0YMECHDh0KuK558+YpLS1NaWlpSk5O1vPPPy8zu6rz\n", "BwAAAAAAgYV0Q+Kpp55Sly5dAi47cOCAunTpotTUVO3YsUPbt2+X4zi68cYbdfLkSZ+xr7zyin7+\n", "859r3rx52rp1q1atWqVp06ZpzJgxwdiNCmvx4sXlPYVrHjksHfJXOuSv9Mhh6ZC/0iOHpUP+So8c\n", "lg75Kx3yF/pCtiHxySef6K233tKECRMCLh8/frzMTJMmTZIkhYWFadq0acrKytL06dPdcSdPntS4\n", "ceM0ZMgQpaenS5ISEhL06KOP6je/+Y2ysrKu+r5UVLwBlB45LB3yVzrkr/TIYemQv9Ijh6VD/kqP\n", "HJYO+Ssd8hf6QrYh8fDDD+uZZ55RdHS037Lz589r2bJl6ty5sypVquTGvV6vkpKStGTJEje2evVq\n", "nTx5Uj169PBZR/fu3d31AAAAAACA4ArJhsSSJUt06tQp3X///QGXZ2Zm6tSpU0pMTPRb1rhxY+3c\n", "uVMFBQWSpC1btkiS39iix5988klZTh0AAAAAAJRAyDUkTp8+rdGjR+vll18udsyRI0ckSVFRUX7L\n", "oqKiVFhYqGPHjl12bNHjouUAAAAAACB4wst7ApeaMmWKunTpok6dOpXrPLxer+rUqaMRI0b4nBYi\n", "Sb169VKvXr3KaWbXjhMnTmjTpk3lPY1rGjksHfJXOuSv9Mhh6ZC/0iOHpUP+So8clg75Kx3yV3Kr\n", "V6/W6tWrfWL5+fmKjY2V1+u9atsNqYZEVlaWZs+era1bt/otu/gWnbVr15Yk5ebm+o3Lzc1VWFiY\n", "YmJiLju26HFsbGzAuXi9Xt1www166623/JZ98MEH7u1IcXlFFxLFd0cOS4f8lQ75Kz1yWDrkr/TI\n", "YemQv9Ijh6VD/kqH/JVO//79K05DYu3atapatar69u3rxvLz8yVJs2fP1vLly5WUlKQ33nhD1atX\n", "V2Zmpt86MjMzlZSUpIiICElS69at3XhaWprPOEk+sUvNmDGDxgMAAAAAoEK6ms0IKcQaEkOHDtXQ\n", "oUN9Yvv371dCQoKGDx+up59+2o33799fK1asUH5+vntKRXZ2tnbu3Knx48e743r37q3q1asrIyND\n", "/fr1c+Nr165VWFiY7rjjjmLn4/V6r/oLAAAAAABARRRyF7W8VNGpGhefsiFJEydOlMfjcZsU586d\n", "0+OPP67GjRvr0UcfdcdVq1ZNU6ZM0YIFC9zzh7KysjR9+nSNHDlS8fHxwdkRAAAAAADgcuzSX/oh\n", "4vjx42rTpo3OnTunQ4cOKSoqSjVq1NCTTz7p3g50x44deuyxx5SVlaXCwkK1adNG06ZNU7169fzW\n", "N3/+fL344otyHEcFBQUaMmSIRo0aFezdAgAAAAAACuGGBAAAAAAA+P4K+VM2ELpOnDihe+65Rx6P\n", "RwcOHCjv6aCCmzNnjjwejyZOnFjeUwGAMsdnbumRw9Ihf6VHDkuH/JVOqOaPhsRF8vLyNGbMGCUl\n", "JSktLU3t2rXTypUry3taIWnNmjVq27attm3bJsdxAo6ZMGGCGjVqpNatW/v869GjR5BnG3oOHDig\n", "cePGqX379kpPT1dycrJatWqll19+2W/sjh071KdPH7Vo0ULNmzfXgAEDdOjQoXKYdeg6fvy4e0ec\n", "S+uROry81atX66abblLbtm3VrFkzJScn+91diBoMbPDgwQFrKyUlRR6PR8uXL5dEDV7O3//+d/Xq\n", "1UuJiYlKTExU586dlZGREXBsRa7DknzmSiXPUXx8vF89tm7dWi+99NLV3I1yVZIcrl69Wj/5yU+U\n", "lJSk1NRUJScn69FHH9WRI0cCjp83b57S0tKUlpam5ORkPf/8837XPPu+KGn+Bg4cqLS0NLVp00bN\n", "mzfXLbfcoo8++shvLDVYNt+dqUF/eXl5euaZZ9S2bVu1adNG8fHx6tq1q99nS0WrwZLmb+7cuUpP\n", "T3ffA3v27Km//OUvAceWWf0ZXD/5yU+sZcuW9vXXX5uZ2cqVKy08PNxWrVpVzjMLPV27drVt27bZ\n", "+PHjzXEc279/v9+YCRMm2G9/+9tymF3omz9/vlWrVs3+/ve/u7E//vGPFhYWZpMnT3Zj+/fvt1q1\n", "atno0aPNzOzcuXM2YMAAa9KkieXm5gZ93qHqP//zP+322283x3Fs4sSJPsuow+LNnTvXGjZsaJ99\n", "9pkbmzx5sjVt2tR9TA0Wb/DgwQFr680337TatWvb2bNnzYwaLM66dessIiLCrS0zs+nTp1t4eLit\n", "WbPGZ2xFr8OSfOZ+mxzFx8cHZd6h5Eo5zM7ONsdx7KmnnrLCwkIzM9u3b581adLEEhIS/HI4Y8YM\n", "i4yMtI8//tjMzDIzM61u3br2y1/+Mjg7FGQlqcEbb7zRevbsaTk5OWZmdvbsWbvnnnusWrVqtnv3\n", "bp+x1GDpvztTg/75y8/Pt65du9rAgQPt9OnTZmaWm5tr6enpPt+vzSpeDZYkfy+99JJ5PB5buXKl\n", "mZkVFhbaqFGjrHLlym6dFSnL+qMh8U/vvfeeOY5jS5cu9Yn36tXLEhMTy2lWoavow/pKb6oLFiwI\n", "9tSuCatXr7ZJkyb5xdPS0qxNmzbu48GDB1tMTIz7w8bM7NChQxYWFhbw+RXR1q1bzev12pYtW4pt\n", "SFCH/r744guLjIz0e887ffq0vfPOO+5jarB4f/vb3ywzM9Mv3rNnT3v88cfdx9RgYDfeeKPVrFnT\n", "p7bMzJo1a2YpKSk+sYpehyX5zP02OapoX8TNrpzD7Oxsq1Wrlt/z5s6da47j2Lx589xYbm6uRUVF\n", "2YgRI3zGPvfccxYeHh7wfeFaV5IafOSRR2z9+vU+sc2bN5vjOPbyyy/7xKnB0n13pgYD52/atGlW\n", "q1YtO3PmjE98+/bttnPnTp9YRavBkuSvffv2lpaW5hM7duyYOY5jY8aMcWNlXX+csvFPS5culSS/\n", "Q6K6d++uzMxMffzxx+UxrZB1uUN9cGU333yznnrqKb94bm6u6tSpI0k6f/68li1bps6dO6tSpUru\n", "GK/Xq6SkJC1ZsiRo8w1lDz/8sJ555hlFR0eX91SuKa+//rrOnj2rvn37+sQjIyP1ox/9SBI1eCUd\n", "O3ZUQkKCT2zv3r1699139eCDD5bTrK4d69evV5MmTXxqS5JSUlK0bds27d27VxJ1KF35M5ccXdmV\n", "chgXF6cvv/zSL16/fn1JF869LrJ69WqdPHky4HfGotfi+6Yk3/tefPFFtWvXzieWm5srSYqNjb0q\n", "87qWlOV3Z2owsNmzZ+umm27SD37wA5940WlsFVlJ8hceHq6CggKfWH5+vrusSFnXHw2Jf9qyZYui\n", "o6MVExPjE09MTJQkffLJJ+UxrWve6tWr1bNnT7Vq1Uqpqan6xS9+EfADv6I7efKkxo0bpzNnzui5\n", "556TJGVmZurUqVNuDV6scePG2rlzp9+bRkWzZMkSnTp1yr0VcHGoQ3/r1q1TbGysNm7cqB/96Efu\n", "dUwmTJigs2fPSqIGv4u5c+eqR48efjmjBv05jqPz58/7xcPCwiRJO3fulEQdlsR3ydHYsWP1wx/+\n", "UElJSbrxxhv16quvfm/PPS+pi79wF9m1a5ckqVu3bm5sy5YtkuSXb74z+tqxY4cef/xx9enTR3fe\n", "eaffcmowsJJ8XlCD/g4fPqzPP/9cDRo00NSpU9W+fXs1b95cPXv21J/+9KeAz6EGfT355JPKysrS\n", "3LlzZWbKy8vT2LFj1bBhQ40YMcIdV9b1R0Pin44cOaKoqCi/eFGsuAsaoXhVqlSRx+PR4sWLtWXL\n", "Fq1YsUIfffSR0tPTdfDgwfKeXsho2bKlYmJitGrVKi1btkxpaWmS/lVzxdVlYWGhjh07FtS5hpLT\n", "p09r9OjRAS8EejHqMLADBw4oJydHDz74oGbOnKnPPvtMs2bN0owZM3T77bdLoga/rYKCAi1YsEDD\n", "hw/3iVODgXXo0EG7d+/WqVOn3JiZaevWrZL+9ZdV6vDKvm2OateurWbNmmndunXasWOHHnnkEY0c\n", "OVKDBg0K2pyvBQUFBZo7d64GDhyoVq1aufHi8s13xgtWrFih6667Ttdff71SUlK0aNEieTy+Pzmo\n", "wcBK+nlBDforumvEnDlztG/fPn3wwQfatm2bOnfurFtuuUW///3vfcZTg/569+6tt956S5MnT1bt\n", "2rVVq1Yt7d69W2vWrJHX63XHlXX90ZDAVTNq1Ci98cYbql27tqQLV7OdN2+esrOz9atf/aqcZxc6\n", "tm/frjNnzujRRx9V9+7d9cILL5T3lK4JU6ZMUZcuXdSpU6fLjqMOA8vLy9PZs2f1xBNPqEmTJpKk\n", "Tp066ec//7neeecdffDBB+U8w2vPH/7wB0VEROjWW2/1iVODgU2cOFH5+fl65JFHdObMGZ07d07P\n", "Pfece1eISw+5RdnZsGGDhgwZIo/HI8dx1K9fP40YMUKLFi0KeEeEiuqJJ55QlSpVNHPmzPKeyjXl\n", "1ltv1RdffKGDBw8qNzdX119/vbZt2+YzhhoMjM+L7y4vL0/ShSOdXnzxRVWuXFkREREaP368GjVq\n", "5HcHMWrQ38yZM3Xbbbdp8uTJOnr0qHJycnTLLbeoXbt2euedd67admlI/FPt2rXdv8ZcjHPfylbL\n", "li1VvXp1ffjhh+U9lZASHh6uIUOG6N5779XYsWOVlZXlfhgVV5dhYWF+pxhVFFlZWZo9e7amTp3q\n", "t6wkh9pRh1L16tUlyeevfhc/3rBhg/u+Rw2WzJw5czRs2DC/vwQGQg1KXbp00XvvvafDhw8rJSVF\n", "HTp00DfffKPx48dLkho2bChJvBeWQFnkqGPHjpJUoWvyYi+88IIyMjK0Zs0aVa1a1WdZcfnmO6Ov\n", "uLg4vf766/rmm2/00EMPXXE8NRhYoM8LatBf0feapk2b+jS0HcdRamqqsrKyrng0XUWuwePHj2vk\n", "yJHq27ev7rnnHjmOo/DwcI0ZM0aNGzf2OT26rOuPhsQ/tW7dWjk5OTp+/LhPPDMzU5Lcw+hRcsWd\n", "H+3xeFRYWBjk2YSWvLy8gDlIS0vT+fPntWnTJjVp0kTVq1d3a/BimZmZSkpKUkRERDCmG3LWrl2r\n", "qlWrqm/fvu59o4suzjh79my1bt1aAwYMkEQdFqdly5aS5JeDovP3CwsLlZiYSA2W0J49e7Ru3ToN\n", "GzbMbxk1WLxOnTppxYoV+vzzz7Vx40b96le/0ldffaWoqCilpqZKEnVYAt8mR3l5eQEbFxf/36/o\n", "nn32WS1btkx//vOfVbNmTb/lrVu3liS/fFf074ynT5/2i0VGRqpJkyY+F4enBotX0s8LatBf06ZN\n", "FR4eHrB+Lq0tatDf7t27lZ+fH/Din82aNdOhQ4d09OhRSWVffzQk/umnP/2pJCkjI8MnvnbtWiUm\n", "Jio9Pb08pnVNq1evnrKzs31ie/fuVU5Ojt9VmCuaXr16uXd2udi+ffskXeg8ejwe9e/fX+vWrXOv\n", "cCtJ2dnZ2rlzp1uzFdHQoUO1b98+bd682f33v//7v5Kk4cOHa/PmzVq8eLEk6rA4RdeJKDpfv0jR\n", "YbXt27enBr+FV199VT/+8Y99zrEsQg0G9sUXX/jdwcrM9Pbbb2vQoEHuD+iwsDDq8Aq+TY5+//vf\n", "B7zAYNFrUZFrUrpwmsaaNWuUkZHh3r1p1apVmjRpkjumd+/eql69esDvjGFhYbrjjjuCOudQsG/f\n", "PtWuXdvvh9z58+f1j3/8w/2LqkQNXk5JPy+oQX9VqlRRz549tWfPHp05c8Zn2bZt25SQkODWITXo\n", "r27dupL+9VvkYvv27VNkZKT7nljm9fetbhL6PXfnnXday5Yt7ejRo2ZmtmrVKgsPD7dVq1aV88xC\n", "V9G9bPft2+e3zHEcGzRokHsv4BMnTljPnj2tZs2atmfPnmBPNaR07drVUlNTffL23nvvWbVq1axj\n", "x47uvYL3799vtWvXttGjR5uZWUFBgf37v/+7NW3a1E6ePFkucw9VWVlZ5jiOTZgwwSdOHQZWWFho\n", "Xbp0sZYtW9qXX35pZma7d+82r9drt9xyizuOGryys2fPWmxsrGVkZARcTg0GtnDhQmvYsKFlZ2eb\n", "2YXaGj16tCUnJ1tOTo7PWOrwgst95pY0R/Pnz7fw8HBbsWKFG/vwww+tRo0a1rdv36u/E+Xscjn8\n", "xS9+YTExMfbqq6/awoUL3X8PPPCADR482GfsK6+8YlWqVLGNGzeamVlmZqbFxcXZL3/5y6DsR3kp\n", "Ln9Fn8GjRo2ys2fPmtmF98aRI0ea4zg2Y8YMdyw1WDbfnalB//xt2bLFqlatao899pgbmzFjhnk8\n", "Hlu6dKkbq8g1eLn89e/f3yIiImzNmjVubN68ee7/7YuVZf3RkLhIXl6ejRkzxpo3b26pqanWtm1b\n", "W7lyZXlPKySNHj3a4uPjrUaNGubxeKxBgwYWHx/vFqWZ2eLFi+3222+35ORku/766+26666zAQMG\n", "2O7du8tx5qHhww8/tGHDhllycrKlpqZaYmKitWjRwsaNG+f35Xr79u3Wu3dvS0pKsmbNmtndd99t\n", "Bw8eLKeZh55jx45ZfHy8NWjQwDwej9WoUcPi4+PttddeMzPq8HJyc3Pt4YcftkaNGlmLFi2sWbNm\n", "Nn78eMvPz/cZRw1e3u9+9ztr1qxZscupwcA2bdpkN998szVs2NDS0tKsVatW9thjj9mJEycCjq/I\n", "dViSz1yzkuXo8OHD9uyzz1qHDh0sJSXFmjZtai1atLBJkyb5/d//PrlSDrdu3WqO45jH4zHHcXz+\n", "eTweGzJkiN86582bZykpKZaammotWrSwX//618HeraC5Uv7y8/Pttddes169elnLli0tJSXFGjRo\n", "YN26dbM333zTZ13UYNl9d6YG/d8HN2zYYDfddJM1atTIEhMTrUuXLvanP/3JZ0xFrMGS5C8vL8+m\n", "TZtmrVq1suTkZEtOTrYOHTrY/Pnz3T+WXqys6s8xq8A3WwUAAAAAAOWCa0gAAAAAAICgoyEBAAAA\n", "AACCjoYEAAAAAAAIOhoSAAAAAAAg6GhIAAAAAACAoKMhAQAAAAAAgo6GBAAAAAAACDoaEgAAAAAA\n", "IOhoSAAAAAAAgKCjIQEAAAAAAIKOhgQAAFdR8+bNVadOHXk8HlWuXFler1cTJkwo72mFhObNm6tW\n", "rVryeDyaOHFieU+nzA0ZMkRer1cej0fdunUr7+kAABByaEgAAHAV7dq1Sxs2bJAkde7cWdnZ2aVu\n", "SAwePFgej0cHDhwogxmWn127dumtt96SJDmOU86zKXvz589Xdna2pO/n/gEAUFo0JAAAuMrMrMzX\n", "+X35gXs1cgMAAK4NNCQAALgGmRk/5gEAwDWNhgQAAOVk2LBhPtcY2Lhxo7p37664uDhdd911euCB\n", "B3Ty5El3/K5du+T1erV06VJJUrt27eT1euX1erVo0SJ3nJlpzpw5Sk9PV0xMjGJiYtS+fXvNnTv3\n", "stvftGmTevbsqfr168vj8Sg2NtZdHhYWJq/Xq5kzZ7rPj4+PV1RUlCIjI9W9e3dJUnZ2tp566im1\n", "a9dODRo0UM2aNdWyZUtNnjxZBQUFpcpXRkaGvF6vIiMj5fF49Nlnn+mhhx5SkyZNFB0drS5dumj9\n", "+vU+z+natWvA61TMnz9fXq9XYWFhSkhIcOOnT5+W1+tVjRo15PF4tGDBAv3mN79RcnKyqlWrpvT0\n", "dL399tuSpP/+7/9Wq1atFB0drVatWrnx4qxfv17du3fXddddp+joaPXp00effvppwLFvvvmmbrjh\n", "Bvf1S0tL09SpU3Xu3Dl3zKRJk3z2ISsrS/3791fDhg3l8Xjk8fA1DwAQ4gwAAFxVWVlZ5jiOdevW\n", "LeByx3EsMTHR7rrrLjt69KiZma1cudLCwsLs7rvv9hs/aNAgcxzH9u/fH3B99957r1WqVMneeOMN\n", "O3/+vOXn59vs2bPN4/HYz372s2K337dvX/vHP/5hZmYzZsywhIQEMzNr3769RURE2MGDB/2ee+ut\n", "t9oLL7zgPv6f//kfCw8Pt0WLFrmxVatWWdWqVe2uu+7ye/6f//xncxzHJk6cGHBfAhk8eLA5jmM9\n", "evSwv/zlL2Zmlp2dbampqVa9enU7cuSIz/j33nuv2G3Ex8e7+3mxBQsWmOM4lp6ebosWLbLCwkI7\n", "evSotWnTxsLDw23UqFH261//2goKCuz06dPWu3dvi4iIsH379vmty3Eci4+Ptx49elhWVpaZmWVm\n", "ZlqrVq0sKirKPv30U5/xTz/9tDmOY9OmTbP8/HwrLCy0ZcuWWZUqVaxPnz5WWFjotw+1a9e2m2++\n", "2bZv325mF3Lu8XhKnFMAAMoDDQkAAK6ykjQkKlWqZIcOHfKJd+zY0SpXrmznzp3ziV+uIbFs2TJz\n", "HMceeughv2V33nmnOY5j69ev99t+RESE+2PZzOzEiRO2cOFCMzObP3++OY5jTz/9tM/z9u/fb1Wr\n", "VrWvv/7ajWVkZNjw4cP9tj1q1ChzHMd27tzpE/8uDYmi/X/++ed94nPmzDHHcez1118v8TYaNWoU\n", "sCFRtM+33367T/y1114zx3GsVatWPvGMjAxzHMemTp3qty7HcSw8PNx2797tE//oo4/86uLjjz82\n", "x3Hsxz/+sd96inK4dOlSv31wHMfef/99N3b+/Hl75ZVX/NYBAEAo4Vg+AABCQGJiorxer08sPj5e\n", "+fn5OnLkSInXs3DhQklSnz59/JZ17NhRkrRixQq/ZY0bN1Z8fLz7ODo6Wv/xH/8hSbr77rtVo0YN\n", "vfbaazp//rw75tVXX1X//v0VExPjxnr06OFzWkeRpKQkSSr2FIXv4t/+7d98Hjdq1EiSdPDgwTLb\n", "xg9/+EOfx9ddd13AeIMGDSRJX3zxRcD1xMfHq2nTpj6x9u3bKyYmRu+//76OHz8uSe6pN9/29atc\n", "ubK6dOniPvZ4PBoxYkTxOwYAQAgIL+8JAAAAqU6dOn6xypUrS5Ly8/NLvJ5du3ZJkgYOHKjwcN+P\n", "+XPnzqlatWo6fPiw3/Pi4uKKXecPfvADDRo0SC+99JL++Mc/qn///iooKNC8efO0bNkyv2389re/\n", "1cKFC7V//36dOXNGjuPozJkzki5co6GsXJqz75KvK4mNjfV5XKlSpYDxom1/8803AddTr169gPH6\n", "9evr2LFj+vzzz9WuXTv39Rs3bpzPNS8k6fz586pWrVrABlXdunVLsDcAAIQWjpAAACAElPUFCFet\n", "WqXs7Gyff0eOHFFubq7mzJnzrbf/4IMPSpJmzZolSVq+fLnq1KmjTp06+Yy77777NGzYMLVu3Vqb\n", "N2/Wl19+qezsbL300ktltGcln3NJFBYWfqdtlNXrlZeXFzA+a9Ysv9fv8OHDys3N1erVq6/afAAA\n", "CCY+vQAA+B5p0aKFJOnAgQMBl7///vvav3//t15v8+bN1bVrV7377rvas2ePZs2a5TYpiuTk5GjR\n", "okWqWrWqXnzxRdWoUcNdZuV4i9KIiAhJ8rvLh5npq6++CsocsrOz/WJmpuzsbDmOoyZNmki68uu3\n", "YcMG9ygKAACudTQkAAC4yhzHKdP1Va1aVdK/fmCvW7dOzz77rCTp3nvvlSQtWbLE73mffPKJunbt\n", "qqNHj36n7Q4fPlxmppEjR2rjxo0aOHCgz/KIiAh5PB45juPXgNi3b9932mZZKLq+w6Vz+Nvf/lbq\n", "W5GWVFZWlvbs2eMTe/fdd3Xq1Cl169ZNNWvWlHThVBvHcQK+focPH1aXLl20bdu2oMwZAICrjYYE\n", "AABXWdGP88sdJfBtlqWlpUmStmzZIjPTrFmztHnzZknSbbfdpvvuu0/Lly/XjBkz3OspbNq0ST/9\n", "6U91//33Kz09/Vttv0i/fv1Ut25dvf3227rnnnvcxkiRKlWqqH///jp16pRGjRqls2fPSrpwVMZ/\n", "/dd/XXY73+UIipKuq1GjRmrbtq1WrVqljRs3SrrQnJg6dapq1ar1nV6XbxuvWbOm7r//fvfolKys\n", "LD322GOKioryOZ2lVatWmjBhgjZt2qRx48a519zYs2eP+vXrp27duqlfv34l3i4AACEtuDf1AACg\n", "YmnWrJnFxsaax+OxypUrW1xcnI0fP97MzMaOHWtxcXHm8XisUqVKFhcXZ2vXrrXPP//c4uLiLDIy\n", "0jwej8XGxtp9993nrjMvL88GDx5sdevWNa/Xaz169LDMzEyf7c6bN886dOhgMTEx1qBBA0tPT7dZ\n", "s2ZZYWGhO+bi7RfN7dLbXF7qySefNI/HY1u3bg24/NSpUzZ69GhLTEy0KlWqWEJCgt111132xBNP\n", "mOM4Fh0dbUlJSW5uYmJizOPxfoVM9QAAAU1JREFUWLVq1czr9drevXuL3faWLVv88vLAAw+YmVmf\n", "Pn381nXy5En3uQcPHrQ777zT6tSpY16v12677Tbbu3evxcfHW3h4uMXFxdmzzz5rZmaNGze26Oho\n", "83g8Fh0dbWlpacVu4+zZs/azn/3MfY0jIyPN6/Xa1q1bbciQIW5+u3XrZv/3f/9nnTt3tnr16llU\n", "VJT16dPHPv3004D7unz5cuvatavVqlXL6tevb9dff71NmTLFzpw5446ZOXOmxcXFWXh4uLsP6enp\n", "l339AAAIJY4ZLXUAAAAAABBcnLIBAAAAAACCjoYEAAAAAAAIOhoSAAAAAAAg6GhIAAAAAACAoKMh\n", "AQAAAAAAgo6GBAAAAAAACDoaEgAAAAAAIOhoSAAAAAAAgKCjIQEAAAAAAIKOhgQAAAAAAAg6GhIA\n", "AAAAACDoaEgAAAAAAICg+39BdIPuuxYXHAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "phase5t\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABCQAAAKzCAYAAADGJdzIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XdUFNfbB/DvLAoBBAVUUFFAQKUIO4AFBUXBigVjBwsk\n", "/oxBjWKNJYqInWA3iSJii5oYa4zGKLHFDtgSo1hQE8GIghUV8Xn/4Oy8jLvAIjXm+ZzDOe7dO7fN\n", "nXXn7p17BSIiMMYYY4wxxhhjjJUhRXkXgDHGGGOMMcYYY/89PCDBGGOMMcYYY4yxMscDEowxxhhj\n", "jDHGGCtzPCDBGGOMMcYYY4yxMscDEowxxhhjjDHGGCtzPCDBGGOMMcYYY4yxMscDEowxxhhjjDHG\n", "GCtzPCDBGGOMMcYYY4yxMscDEowxxhhjjDHGGCtzPCDBGGOMMcYYY4yxMldhByT27dsHPz8/eHh4\n", "oEGDBnBycsKUKVOk98PDw2FlZQVRFGV/vr6+GtOLjY2Fq6srXF1d4eTkhAULFoCIyqo6jDHGGGOM\n", "McYYy6NSeRdAk5iYGMycORN79+6Fo6MjAGD27NmIi4vDrFmzAACCIGDmzJkYNGhQoektX74c48eP\n", "x9GjR+Hu7o6bN2/C09MT6enpmDdvXqnWhTHGGGOMMcYYY+oq3AyJv/76C5999hmioqKkwQgACAsL\n", "w7Jly2RxtZnh8OTJE0yePBkhISFwd3cHANjY2CAsLAzR0dG4efNmyVaAMcYYY4wxxhhjhapwAxLr\n", "1q3Dy5cv4e/vLwvX19dH+/bti5zevn378OTJE7VHOdq2bYucnBz88MMPxSovY4wxxhhjjDHGiq7C\n", "DUgcO3YMNWrUQEJCAtq3bw8nJycolUqEh4fj5cuXsrj79u1Du3btoFQq4eLiglGjRiEtLU0W59y5\n", "cwAAW1tbWbjq9YULF0qxNowxxhhjjDHGGNOkwq0hcfv2bTx69AjDhg3Dzp07YWdnhxMnTqBr1644\n", "deoU9u7dCwAwMDCAQqHApk2bUL16daSkpKBfv35wd3fH6dOnUadOHQDA/fv3AQDGxsayfFSvVe8z\n", "xhhjjDHGGGOs7FS4AYkXL17g5cuXmDJlCuzs7AAAnp6eGDFiBCIiInD06FF4e3tj/PjxsuOsra0R\n", "GxsLZ2dnREZG4quvvip2WVJTU5GamlrsdBhjjDHGGGOMsX+bWrVqoVatWqWWfoUbkDAyMgIAKJVK\n", "Wbjq9ZkzZ+Dt7a3xWEdHRxgZGeH48eNSWPXq1QEAjx8/lsVVva5Ro4bGtFJTU+Hh4YG7d+++Qy0Y\n", "Y4wxxhhjjLF/t9q1a+Ps2bOlNihR4QYkHB0dcf78ebx580YWrqOjAwBSeFpaGiwsLNSOVygUsmNF\n", "UQQA3LhxA66urlL4jRs3AEAWlldqairu3r2LDRs2wMHBoRg1+u8aPXo0Fi1aVN7F+FfjNiwebr/i\n", "4fYrPm7D4uH2Kz5uw+Lh9is+bsPi4fYrHm6/4rl8+TIGDBiA1NTU/86AREBAADZt2oTz58/D2dlZ\n", "Cr906RIAoGnTpgByR2r+/vtvWcNcv34djx49Qo8ePaSwTp06wcjICAcOHJCFHzx4EDo6OujZs2eB\n", "5XFwcICbm1uJ1O2/plq1atx2xcRtWDzcfsXD7Vd83IbFw+1XfNyGxcPtV3zchsXD7Vc83H4VX4Xb\n", "ZaNXr17w8vLC7Nmzce/ePQBAcnIyli5dCn9/f7Rq1UqKO2nSJLx48QIA8OjRI3z66aeoVq0aJk+e\n", "LMWpUqUK5syZg7i4OCQmJgIAbt68iUWLFmHMmDGwtrYuu8oxxhhjjDHGGGMMQAWcISEIAvbs2YOp\n", "U6eiWbNmMDAwQE5ODoYOHYopU6ZI8b799lts2bIFHh4eEAQBjx49gpeXF06dOiUthqkSGhoKfX19\n", "BAcHQxAEZGdnY8yYMWoLYzLGGGOMMcYYY6xsVLgBCSB3YcvFixdj8eLF+cbp168f+vXrp3WaISEh\n", "CAkJKYniMcYYY4wxxhhjrJgq3CMb7P3Rv3//8i7Cvx63YfFw+xUPt1/xcRsWD7df8XEbFg+3X/Fx\n", "GxYPt1/xcPtVfAIRUXkXoiJKTEyEu7s7EhISeCEUxhhjjDHGGGP/KWVxT8wzJBhjjDHGGGOMMVbm\n", "eECCMcYYY4wxxhhjZY4HJBhjjDHGGGOMMVbmeECCMcYYY4wxxhhjZY4HJBhjjDHGGGOMMVbmeECC\n", "McYYY4wxxhhjZY4HJBhjjDHGGGOMMVbmeECCMcYYY4wxxhhjZY4HJJiMtbU1nJycIIoiRFGEvb09\n", "FAoFrKyspDAnJyfY2NiUd1Hz9ejRI4SHh+P8+fOFxs3KyoIoiqhVqxYUCgWcnJwwceJEtXi7du2C\n", "v78/nJ2dpTYICgpCYmKiWty2bdvCysoKCoUC9vb2GDhwYInUizHGGGOMMcbeJzwgwWQEQcDevXuR\n", "lJSEpKQkxMTEAABmzpwphf3000/lXMqCZWRkICIiQqsBCX19fSQlJWHYsGEAgL1792LevHnS+0SE\n", "IUOGYPTo0Zg8eTIuXbqEpKQkXLhwAX5+fmjVqhWWL18uSzM+Ph4REREAgNWrV2P9+vUlWDvGGGOM\n", "McYYez9UKu8CsIqldevW+OCDD6TXRKQW54MPPoCPj08ZlurdaCp7UeNGRkZi3bp1OHfuHBwdHaVw\n", "HR0dhISEICsrCyNHjkTDhg3h5+f3TnkzxhhjjDHG2H8Rz5BgMnFxcahZs2aBcczNzbFmzRps27YN\n", "7du3h7u7O0RRRNOmTbF582ZZ3AEDBkiPLxw5cgS9evWCKIpQKBQICwsDALx48QKfffYZatasCWdn\n", "Z3To0AG7d++WHhXJ+8jD3bt3MWjQIFhbW6Nhw4Zwd3fHDz/8IL3/7bffwt/fHwAwbdo06TGTP//8\n", "s8htkZGRgblz56J9+/aywYi8hgwZAiMjI0ydOrXI6TPGGGOMMcbYfxnPkGDvbNWqVejevTuGDx8O\n", "APj999/RunVrGBgYoFu3bgCADRs2YO3atQgJCcGsWbOwYcMG1KhRAzNmzMCjR48AAKGhodi5cycO\n", "Hz4MZ2dn3Lt3D126dAGQ+6jIoEGDAACZmZnw8vKCtbU1Ll++DH19fezevRsBAQH49ttv0bdvXwQG\n", "BqJly5awsbGRHfsuDhw4gKysLHh6euYbR1dXF6Io4vDhw3jw4AHMzMzeOT/GGGOMMcYY+y/hAYky\n", "4uHhgbS0tFLNw8LCAmfPni3VPPJatmyZbHFLJycn+Pn54ZtvvpEGJID/f3zho48+Qo0aNQAA48aN\n", "w/Pnz5GcnIx169Zh7NixcHZ2BpA7A2P06NFqi0EuXLgQKSkp+P7776Gvrw8A6Nq1K9q0aYMpU6ag\n", "b9++svyKKyUlRSpPQSwsLKT4PCDBGGOMMcYYY9rhAYkykpaWhr///ru8i1Gi9PX1MWrUKJw4cQLZ\n", "2dlQKBS4fft2vo98qAYcAMDQ0BCGhobYt28f3rx5gyZNmuQbV2X//v0wMDCAm5ubWtz4+HjcuXMH\n", "devWLYGaMcYYY4wxxhgrbTwgUUZUv6L/2/NQefbsGdq0aYMaNWpg79690syHkJAQHDp0SOMxRkZG\n", "amF3794FAJiYmMjCq1atqhY3PT0d2dnZagMST58+hYWFBdLT00t0QEI1+6OwmS1paWlQKBQVeitU\n", "xhhjjDHGGKtoeECijJTloxRl4fjx40hOTsacOXOkwQig6I9L1K5dGwDw8OFDWXhmZqZa3OrVq+Ph\n", "w4dISkp6hxIXna+vL/T19XH8+PF847x48QKJiYnw9PSEqalpmZSLMcYYY4wxxt4HvMsGeycvX74E\n", "AAiCIAtPTU1VCyuIp6cnFAoFTp8+LQu/ePGiWtyOHTsiIyMDt27dkoVfu3YNgYGByMnJAQBUrlwZ\n", "wP8Pjly+fBnnz5/XukwqJiYm+Pzzz3HgwAH8/vvvGuOsXr0az549w6xZs4qcPmOMMcYYY4z9l/GA\n", "BNPK2zMfWrZsCTMzMyxduhTPnj0DAMTHx+PgwYP5zpLQFG5nZ4fBgwcjNjZWGoRIS0tDbGysWtzR\n", "o0fD1tYWI0aMkPLMzMzE8OHDYWlpCR0dHQC5i1Dq6+vjzp07AICIiAjs3r37ner5xRdfYNCgQeja\n", "tSuOHTsmhb9+/RqxsbGYNGkSVq1ahVatWmldZ8YYY4wxxhhj/MgGK0Dv3r1x7tw5CIKAadOmYePG\n", "jdi/fz+A3NkDe/bswbhx42Bvb48GDRqgQYMG6NixI3755Re4ublh48aNWL58OXbv3g1BENC5c2fY\n", "29tjx44dsnxWrFiBKlWqwNfXF+bm5qhfvz6mTZsGX19f2WyLqlWr4tixY5g0aRIcHBxgamoKHR0d\n", "9O/fH+PGjZPiVapUCYsWLcLs2bPx/fffw8LCAqGhoRrrmJWVhRYtWiAtLU0qY5cuXTBv3jwpTkxM\n", "DHbs2IHIyEjcuXMHurq6ePXqFdzd3fHbb7+hcePGsjTbtm2L69evQxAEDBkyBM2bN8f69euLfT4Y\n", "Y4wxxhhj7H0iEP+Eq1FiYiLc3d2RkJCgtogiK32JiYnw8PDADz/8gB49epR3cRhjjDHGGGPsP6Us\n", "7on5kQ1W7sLDw3H58mVZmOrxDaVSWR5FYowxxhhjjDFWynhAgpW7K1euICIiAq9evQIA3LlzB3Pn\n", "zkWfPn14K03GGGOMMcYYe0/xgAQrd/369cP9+/fh6uoKJycn+Pj4oHv37li3bl15F40xxhhjjDHG\n", "WCnhRS1ZuevevTu6d+9e3sVgjDHGGGOMMVaGeIYEY4wxxhhjjDHGyhwPSDDGGGOMMcYYY6zM8YAE\n", "Y4wxxhhjjDHGyhwPSDDGGGOMMcYYY6zM8YAEY4wxxhhjjDHGyhwPSDDGGGOMMcYYY6zM8YAEY4wx\n", "xhhjjDHGyhwPSDDGGGOMMcYYY6zM8YAEY++pPXv2QBRFuLq6wt7eHlOnTn3ntMaMGQN7e3soFAoc\n", "Pny4BEuZv2+//RaiKEKhUGDGjBllkud/Qdu2bWFhYQGFgj/+89OvXz9YWVlBoVDg9u3b5V0cxhhj\n", "jLH3Fn8jZTJZWVkQRRG1atWCQqGAk5MTJk6cqBZv165d8Pf3h7OzM0RRhJOTE4KCgpCYmKgWt23b\n", "ttKXe3t7ewwcOLAsqvKflpqait69e+PTTz/F+fPnsXnzZhw/fvyd04uOjkZMTAwAQBCEkipmgQID\n", "A5GUlFSsPFNSUhAeHo5bt26VZNH+1eLj4/Hpp5+W2Xn8N9q8eTMiIiLKuxiMMcYYY+89HpBgMvr6\n", "+khKSsKwYcMAAHv37sW8efOk94kIQ4YMwejRozF58mRcunQJSUlJuHDhAvz8/NCqVSssX75clmZ8\n", "fLz05X716tVYv359kcsVHByMkJCQYtTsv+X06dN48eIFfHx8AADu7u74+eefi5UmEZVAycpWSkoK\n", "IiIieEDiLUT0rzyfZYnbhzHGGGOs9FUq7wKwiim/L+ORkZFYt24dzp07B0dHRylcR0cHISEhyMrK\n", "wsiRI9GwYUP4+fkVmp62BEHgX3SLICMjAwCgp6cnhVWuXLm8ilPu+OaSMcYYY4yxiodnSDCtZWRk\n", "YO7cuWjfvr1sMCKvIUOGwMjIqFjrFeSnqDeVx44dgyiK0NPTQ0hICJYuXQovLy+Ym5vjww8/xIMH\n", "D7B//360a9cO1tbWaN26Na5du6aWzr59+9C8eXPY29vDxsYGffr0QUpKiizOtm3b0L59e7i7u0MU\n", "RTRt2hSbN2+WxRkwYID06Mrhw4fRo0cPODs7w87ODrGxsVrVKTs7GxEREWjYsCEcHBxga2uLcePG\n", "4fnz51KcoKAgTJ8+HQDQuXNniKKIZcuW5ZvmuXPnEBgYCKVSCTc3NyiVSkRERODVq1ca49+/fx9B\n", "QUEQRRFmZmYYNGiQNACisnjxYoiiCHd3d7i6uqJv3744cuSILE5CQgI6deoEa2tr2NraonXr1vj1\n", "118LrP/Fixdl51RlwIABausiREVF4X//+x+A3H4piiJEUcSjR48A5PanhQsXwsHBQWrLsWPHIisr\n", "q8AyANqdbyB3HYwmTZpI7dC1a1fs3LkTANCiRQtUrlwZJiYmcHNzk/p3UFAQatasibp16+Lbb7+V\n", "rflw/vx5dOrUCY0aNYKTkxN++ukntTyvXbuG3r17w8rKCkqlEkqlEuPHj1frswAKTO/t62f58uXw\n", "9vZGzZo1oVAo8PjxYym/Pn36wMrKCg0aNECTJk2wdetWKZ0bN25AFEUYGRmhTZs22Lx5M3x8fFCv\n", "Xj34+PggOTkZAPDHH3/AwcEBCoUC9erVw8cffwwg9zEypVIJAwMDODo6SvHzWrhwIczNzaFQKODi\n", "4oLvv/8eALB9+3Y4ODhAX18fPXv2BAAcOnQIAQEBcHNzk/6WL19e6OfL7NmzYWdnJ1tH5fr161Aq\n", "lWr9MW+5Cutf2lwrjDHGGGPvLWIaJSQkEABKSEgosTTv3r1LCQkJGv/S0tJkce/fv59v3Dt37sji\n", "Pnr0iO7evVti5SQimj59OgmCQLdu3ZLCvvvuOxIEgSIjIws81sfHhwRBoPT0dClszZo1JAgCHT58\n", "+J3KExwcTCEhIe90rLW1NdWpU4e2b99ORLnnoWrVqtSqVSv6/PPPiYjo1atX1KJFC/Lx8ZEdu23b\n", "NtLR0aEVK1YQEdHr16+pX79+ZGlpSQ8fPpTidezYkZYtWya9vnTpEpmZmdHOnTtl6cXFxZEgCNSj\n", "Rw968uQJEREtWbKEdHR0KDk5udC69OrVi+rWrUvXrl0jIqJ79+6Rs7MzeXt70+vXr9XyyXv+8jN3\n", "7lwKDAyk7OxsIiJ6+PAhtWjRgsLCwmTxfv31VxIEgVxdXaWy3r59m6ysrMjX11eKt2HDBjI3N6f7\n", "9+8TEdHLly+pT58+FBwcLMU5c+YM6evr0+TJk6Ww5cuXU6VKlWjPnj2yfAVBoBkzZsjCrK2t1fpD\n", "eHg4KRQKWdihQ4fy7XejR48mQ0NDOnPmDBHltqWjoyN17ty5gNbKpc35Pnr0KOnp6UltlZOTQ2Fh\n", "YbI+5u/vTzY2Nmrpe3p6yj57wsPDSRAEGjZsmHSew8LCyNjYmDIzM6V4KSkpZGZmRsHBwZSTkyOV\n", "zcTEhBYtWiTFU13fedMbM2aMWnpEuW1du3Zt6RrIzMwkU1NTevTokZTfwIEDpfx27dpFlSpVoq+/\n", "/lqWjo+PD5mbm1NUVBQR5fYLT09PatWqlRTn5cuXZGpqSoMGDZIdm5mZSZaWlvTq1Su1tlL58ccf\n", "SRAE2rVrlyw8Li6Ohg4dKr0eNmwYTZgwQXr9119/kZ2dHS1evFh2nOozK+81lF9/0tQftelf2lwr\n", "jDHGGGPlpTTuid/GAxL5KI3Gnz59OgHQ+Pfll1/K4q5atSrfuG/fKO7bt4+mT59eYuVUlfXtL+Pz\n", "588nQRBo1apVBR7br18/EgSBzp49K4UVd0Bi8ODB7/wl3crKipRKpSysS5cupFAoZIMKCxYsIIVC\n", "Id2Yv3nzhqysrMjZ2Vl27J07d0gQBJo5c6YUdu3aNemGTKVv375qN7eqdti2bZsUdu/ePRIEgWJi\n", "Ygqsh2pAYMmSJbLwbdu2kSAItG7dOrV8tBmQSEtLU7sJ/eqrr8jQ0FBj/rNmzZKFL1myhARBoPj4\n", "eCIiGj58ODVs2JDevHkjxfn9999p06ZN0uvWrVuTubm5bBCFiMjFxYVsbW1lYdoOSKj6rKYyv93v\n", "rl27RgqFgkaMGCELX79+PQmCQEePHqWCaHO+FyxYQFWrVqWsrCwpLDU1lZYvXy693rp1KwmCQL/8\n", "8osUdvnyZXJ1ddVYt8TERCns1KlTJAgCHThwQAobPHgwffDBB/TgwQPZ8RMmTKCvvvqqwPROnz6t\n", "lh5R7vXj4OAgC7t16xa9efOGBg8eTHp6erLBRyKibt26UdWqVenp06dSWOvWrcnMzEx2zufNmye7\n", "5oiIRowYQQYGBvT48WMp7KuvvqJRo0ZRQXJycqhOnTrUrVs3WbiXlxedOnVKen379m16/vy5LM7E\n", "iRPJ0dFRFqbpGsqvP73dH7XtX9pcK4wxxhhj5aUsBiR4DYky9Mknn6Bbt24a36tTp47stWpKsSY1\n", "a9aUvfb09ISLi0vJFLICOHv2rDTVXkW19Z4oirLwvXv3wsLCotA0GzRoIHttamqK6tWrw8TERAoz\n", "MzMDEeHevXuoU6cOrl69itu3b+OTTz6RHWtpaQljY2PEx8dLj6bo6+tj1KhROHHiBLKzs6XtAt8+\n", "VyqNGjWS/l29enUAQFpaWoF1UC1K2axZM1l48+bNpfffZQeTqlWrYsmSJdi5cyeePHkCHR0dPHz4\n", "EFlZWbh37x7Mzc1l8d/ua02aNAEAnDhxAm3atIGfnx9WrFiBFi1a4JNPPkGXLl3g6OgoPebz/Plz\n", "HD16FB06dICOjo5aXVatWoXk5GTY29sXuS7aOnDgAIgILVu2lIU7OzsDyF2I1cvLK9/jtTnfPj4+\n", "mDx5Mtzd3REaGoru3bvD0tISoaGhUpxu3brBzMwMsbGx0pora9aswUcffaQx38L6zc8//wwbGxuY\n", "mprKjsu7MG1+6ZmZmamlp+Lk5CR7Xa9ePSm/+vXrS8eqNG/eHLt378bx48fRrl07KdzW1lZ2zqtX\n", "ry675gBIj4ds2rQJQ4cOBQDExcVh5cqVGuugolAoMHjwYMyfPx9paWmwsLDAlStXkJmZiaZNm0rx\n", "jIyMEBkZiYMHD+L58+fQ0dFBWloaMjMzC0y/KArrX7/++iu8vLwKvVYYY4wxxt53PCBRhmrVqoVa\n", "tWppFbd69erSDUdhjI2NYWxsXJyiacXGxgZA4TfOaWlpUCgUUvyi8vDwkLZ7VAkJCYEgCFqvtZCX\n", "IAgwNDTUKgwAcnJyAADp6ekAgB07duDkyZOyuEZGRnj9+jUA4NmzZ2jTpg1q1KiBvXv3okaNGlKZ\n", "Dx06pLFMefNWrXugyjc/qvK8fbOpuhm8f/9+gcfnZ8iQIdi3bx8OHjwIV1dXAMDatWsREhKCly9f\n", "qsV/u6+pyvP3338DyB1M++WXXxAdHY2hQ4eCiNCxY0dER0fD3t4eGRkZICK1euStS3p6eqkOSKja\n", "8osvvpDdrOfk5MDCwkK2JsfbtD3fHh4eOH78OKKiojB+/HiMHDkS3t7eiIqKkgZxKleujP79+yMm\n", "JgaPHz+GoaEhtmzZgoSEBI156+vrS//W1G/S09Nha2urdTsUlh6Qe10YGRlpPD6//PKex7zevuY0\n", "5enm5obGjRtjzZo1GDp0KH7//XdkZ2drNej68ccfY+7cuVi7di0mTpyI2NhYDBkyRHqfiNCtWzfc\n", "u3cP+/btkz6jZsyYgRkzZhSavrYK61/Pnj0DUPi1whhjjDH2vuMBCaY1X19f6Ovr4/jx4/nGefHi\n", "BRITE+Hp6anxhvNdUSnsklBYmqoBocDAQHz55Zf5xjt+/DiSk5MxZ84c6eZUm/SLSlWehw8fysIf\n", "PHgAALK8tZWVlYXNmzcjNDRUGowACi67alHIt/PPO8vH19cXvr6+ePDgAdavX4+ZM2eiffv2uHnz\n", "JkxMTKBQKNTqUZS66OjoqJXxyZMnBR6Tl6oto6Oj0bVrV62PA4p2vj08PLB582Y8ffoU3333HcLD\n", "w9GuXTukpKSgWrVqAHIHMpYtW4aNGzeibt26aNKkidqMg6LUS1O7lpb88itOnwRyt/kdO3YsLl++\n", "XOCMkbfVr18frVu3RmxsLMaOHYstW7YgMTFRev/atWs4duwYoqKiZAOm2l6rqtkdb8dXLfCpUpT+\n", "ld+1cuPGDd5ZiDHGGGPvPd5lg2nNxMQEn3/+OQ4cOIDff/9dY5zVq1fj2bNnmDVrVonmXRpfzAtL\n", "s2HDhrC2tpbd0KisXLkSX331FQBIswjeTi81NbVEy92xY0cAUJutoXqter8oXr9+jTdv3mgse34u\n", "XLgge3369GkAubtGAMCiRYukMDMzM4wePRpTpkzBrVu3kJmZCQMDA3h7eyMxMVGaZZK3Lra2trCz\n", "syuw3Obm5tJNr8qff/6pVg/VVqeqG8iEhAQkJyejffv2UCgUGs/tZ599hqNHj+abt7bn+9tvv8Xu\n", "3bsBAFWqVMFHH32ERYsW4fHjx7IdL0RRhIuLC2JjYxEXF6f1zbcmHTt2xI0bN9TaJiIiAtHR0e+c\n", "bkH5Xb9+XS2/kydPomrVqlKfKKoBAwagUqVKWLlyJbZu3YqgoCCtj/3444+RnJyMiRMnolmzZrKB\n", "0eJeq6rHl/IOwvzzzz9qu8xo278KulbeHvhjjDHGGHsf8YAEK9DbvwR+8cUXGDRoELp27Ypjx45J\n", "4a9fv0ZsbCwmTZqEVatWoVWrVlql967lKOqxmo7PL8284YsXL8bRo0cRFxcnhZ08eRLTp0+X1nJo\n", "2bIlzMzMsHTpUmkqdnx8PA4ePKhVHoWVR6V169bo1asXvvzyS9y4cQNA7s3Q9OnT4e3tjcDAwCKn\n", "aWRkBB8fH2zZsgU3b94EANy5cwdff/11vsevXbtW2nrx9u3biI6Ohq+vL3x8fADkbiU5d+5caXvD\n", "V69e4bfffoObm5s0K2DBggV4/PixbJr8119/jT/++ANLliwptB5t27bFb7/9Jg2cHDlyBBcvXlSL\n", "Z21tDUEQcOfOHQDAyJEjcerUKdjY2CAsLAxLly6VbhqJCF9//TX27NkDd3f3fNtM2/OtmkWhWpvg\n", "zZs3OHLkCOrUqaO2RkBISAgSEhJw9uzZIg8s5c0zPDwcRkZGGDt2rPQYxNmzZ7FixQqt0327DfO7\n", "flT5GRsby/L78ccf8dNPP2HevHkwMDAoMO38wmvUqAF/f38sW7YMnp6eUr/RRs+ePWFsbIyFCxdK\n", "W4eqODg4wN7eHjExMdIjTpcuXdK4ZaumstnZ2cHKykraVpSIMHfuXBgbG8viadu/tLlWGGOMMcbe\n", "a6W0WOa/XlmsKFoRPX/+nJRKJVlYWJBCoSBHR0fZFnkq27dvpw4dOpCjoyMplUpydHSkgQMH0oUL\n", "F9TitmnThurVq0cKhYLs7OxowIABRS7Xu2z7efHiRVIqlaSnp0empqbS9oJeXl5kampKenp6JIoi\n", "XblyhcLGFlzxAAAgAElEQVTCwqQyOjo6UlxcnJTOL7/8Ql5eXmRlZUXu7u7k5+dHx44dk+V16tQp\n", "8vb2plq1alHr1q3pf//7H/n7+5Ouri6Jokh//PEHDR8+XJbHli1b6Pjx46RUKkmhUJCFhQX17t27\n", "wDplZ2fTjBkzyN7enho1akQ2NjY0duxY2a4BgYGBsnxEUZTt9PC21NRU6tu3L9WqVYuaN29O3bt3\n", "p7CwMBIEgZycnGjdunUUFhZGdnZ2pFAoaN26ddS9e3dycXGRtmjMyMiQ0jty5Aj16dOHnJycSBRF\n", "cnJyouDgYLWtaRMSEqhjx45kZWVFNjY21KpVK2mnDiKijRs3ytqmXbt20nuPHz+moKAgqlOnDjVr\n", "1oymTp1K06ZNI0EQSKlU0tatW6W44eHhZGVlRY0bN6Y+ffrIto5cunQpOTo6UsOGDUkURRo4cCDd\n", "vn27wHNApN35Pn/+PAUHB0vXiLOzM/Xs2ZP+/PNPtfTu379Purq6sm1QVQICAqTrURRFOnr0KG3d\n", "upUcHR1JoVBQvXr1ZDtQXLt2jXr37k1169YlpVJJrVu3lvVXbdO7ePEiubq6StePUqmkn376Sa18\n", "qvzq1atHdnZ25OHhQd9//730/oMHD8jV1ZWqVKlCVapUkfrjxIkTZf10/fr1snR37txJgiDQ/v37\n", "Cz0fbwsNDSUrKyuN7125coU6depEFhYW5OXlRf3796fBgweTIAgkiiIdOHCA+vbtKyvb0qVLpeNP\n", "nDhBbm5uVL9+ffL19aWDBw+StbU1mZqakiiKRepf2l4rjDHGGGPloSzuiQWiUng4/z2QmJgId3d3\n", "JCQk5LvbBWOMlZSGDRtiz549hT6u8l/x999/w9PTU9phhzHGGGOMla2yuCeusIta7tu3D1FRUcjM\n", "zMTjx49RuXJlBAQESGsT7Nu3DzExMbh06RJ0dXWRk5OD9u3bY/LkyWoLqVlbW8u2d1QJDg7GqFGj\n", "yqQ+jDGWn6SkJNSsWZMHI/L47rvvEBwcXN7FYIwxxhhjpahCDkjExMRg5syZ2Lt3r/Ss9ezZsxEX\n", "F4dZs2YhLS0NnTt3xtSpU/H9999DEATcunULfn5+2LlzJ86fPy/bpk4QBLVtJBljrDxt3rwZKSkp\n", "+PzzzxEVFYURI0aUd5HK3ciRI9GnTx80adIEq1atwv79+8u7SIwxxhhjrBRVuEUt//rrL3z22WeI\n", "ioqSLfwWFhaGZcuWSa9NTU0REREhrYxuZWWFiRMnIiUlBVu3bi3zcjPGWFFUqVIFCxcuhIuLCwwN\n", "DdG3b9/yLlK5q1q1qjQgMXr0aFhaWpZ3kRhjjDHGWCmqcDMk1q1bh5cvX8Lf318Wrq+vj/bt2wMA\n", "LCwskJaWpnZsnTp1AEBa1Z4xxiqqLl264N69e+VdjAolMjISkZGR5V0MxhhjjDFWRircDIljx46h\n", "Ro0aSEhIQPv27eHk5ASlUonw8HBpD3kAqFRJfSzlypUrAIA2bdqovTdp0iS0aNECjRo1QuvWrbFy\n", "5cpibSXJGGOMMcYYY4yxd1fhZkjcvn0bjx49wrBhw7Bz507Y2dnhxIkT6Nq1K06dOoW9e/dqPC47\n", "OxurVq3CwIEDoVQqZe9Vr14dDRo0wKxZsyAIAnbs2IGBAwfi2LFjWLduXVlUizHGGGOMMcYYY3lU\n", "uAGJFy9e4OXLl5gyZYq04rynpydGjBiBiIgIHD16FN7e3mrHTZkyBQYGBlixYoXae2fOnJG97tGj\n", "B0JDQxEVFYXhw4ejWbNm+ZZn9OjRqFatmiysf//+6N+//7tUjzHGGGOMMcYYq1A2bdqETZs2ycLK\n", "YimECjcgodod4+1ZDqrXZ86cURuQiIqKwoEDB3Dw4EEYGhpqlU/z5s0BAMePHy9wQGLRokWltucq\n", "Y4wxxhhjjDFW3jT96J6YmAh3d/dSzbfCrSGh2lnjzZs3snAdHR2N4bNnz8YPP/yAX3/9FSYmJmrp\n", "vXjxAo8fP1YLzy89xhhjjDHGGGOMlb4KNyAREBAAADh//rws/NKlSwCApk2bSmFTpkzB/v37ceDA\n", "AVStWhUA8OOPPyIiIkKKs3nzZvTu3Vstn7NnzwIAmjRpUrIVYIwxxhhjjLFS8ODBAzx48KC8i8FY\n", "ialwj2z06tULXl5emD17Nvz8/GBubo7k5GQsXboU/v7+aNWqFYDctR3Wr1+PuXPnYvv27dLxR48e\n", "xatXr2RpxsfHY/fu3ejatSsA4MSJE1i2bBk6d+4spccYY4wxxhhjFdE///yDgIAApKSkAACsra2x\n", "Y8cO1KxZs3wLxlgxVbgZEoIgYM+ePfDz80OzZs3g6OiILl26YOjQodi2bRsA4MKFC1iyZAkyMzPx\n", "ySefYNCgQdJfTEwMBEGQ0vP390dERARmzZoFFxcXNGjQAB9//DHGjBkjG8hgjLGKZsyYMbC3t4dC\n", "ocDhw4eLfHy/fv1gZWUFhUKB27dvl0IJ2X/ZhAkTitU//w1ycnIwZ84cpKWllXdRStXq1athbGyM\n", "GTNmlHdRZKZPn46HDx+WdzEYqxACAgJw4sQJpKamIjU1FSdOnECPHj3Ku1iMFVuFG5AAche2XLx4\n", "MVJSUvDHH3/gypUrCA8PR+XKlQEALi4uePPmDXJycvDmzRvZX05ODmJjY6W0atSogUmTJuHkyZO4\n", "cOECrl69ij/++ANffPGFlB77f1lZWRBFEbVq1YJCoYCTkxNEUUSjRo1Qu3ZttGzZErt27XqntB89\n", "eoTw8HC1x3FY8cTFxWHt2rVq4Xfu3EHNmjWxfPnyIqe5bNkymJub4++//y6JIhbbv73vvGt7RkdH\n", "IyYmBgBkA6356du3r2yR3s2bN8seYVM5e/YsTExM1K7l8PDwEr+xfLtM7P0xf/78IvXPf5vs7Gx0\n", "6dIFd+/ehYWFBQBgwIAB0iCMlZUVfH191Y67cOECBg8eDGdnZ4iiCGdnZ3Ts2BE//PCDWtwJEybA\n", "yckJCoUCtWrVgpubG168eFHqdVO5d+8eunXrhm+++QZPnz4t8nm8d+8exo0bBxcXF4iiCFEUoVQq\n", "8dFHH2HHjh1SvO+++w6iKEJXVxdGRkYQRRGurq5o0KAB2rRpg+joaDx58kQt/QYNGqB58+YV5v8i\n", "xsrLgwcPpJkRed28eZMf32D/ehVyQIKVH319fSQlJWHYsGEAgL179yIpKQl//vknfv/9d+jq6uLD\n", "Dz/E8ePHi5x2RkYGIiIi/rU3lRVVXFwc4uLi1MI/+OAD2NjYwMzMrMhpmpmZwdraGnp6eiVQwuL7\n", "t/ed4rQnEWkdt06dOrC2ti70eENDQ9jY2KhtaRwREVHiAxKaysTeH0Xpn/82kydPRkZGBpYuXSqF\n", "bdiwQRqEmTlzJg4ePCg7ZvXq1fD29oavry8uXLiApKQkXLp0CVOmTMHYsWMxYMAA2WLa8+fPx08/\n", "/QQA+PTTT5GYmIgPPvigSOWMi4uDjY3NO9Vx2bJl8Pf3x/fff1/kY7OysuDl5YVz587h0KFDSEpK\n", "QlJSErZt24ZTp07hyy+/lOL26dMHSUlJqFOnDpo0aYKkpCScP38eV69eRWRkJDZt2oTGjRsjKSlJ\n", "lkdQUBC6deuGvn37vlP9GGOMVXwVbg2J95Vq9PJdbg7LI21NXzJNTEwwcuRIHD58GLt27UKLFi1K\n", "LG1W8mrUqIFTp06907Gatv2pCP6tfaes2jM6OlqreA4ODkhMTNT4Xkm3sbZlYqwiyczMxNKlS7F1\n", "61a19/K7Rg4dOoRhw4ZhxYoVGDRokOw9b29v7N69G25ubqhfv75s5lJ5fq7NmDEDCoVC4y+vhTl4\n", "8CCuX7+O6OhomJqaSuH169dHZGQkFi5cqHaMprq2bNkSR44cQbNmzdCpUydcvHgRNWrUkN6fOHEi\n", "ateujV27dqFbt25FLidj7wPVDxupqamy8Hf94YmxioRnSJSyf/75By1atEDjxo3RuHFjtGjRAv/8\n", "80+FTzs/2dnZAACFQt517t69i0GDBsHa2hoNGzaEu7u7bHrqt99+C39/fwDAtGnTIIoi3NzccPny\n", "ZXh4eEChUMDc3Fw2/XXOnDmoV6+e9Hrv3r1wdHSEkZERPv74Yyn81KlT8PPzQ/369VG/fn106tRJ\n", "4y/p+/btQ/PmzWFvbw8bGxv06dNH9iUs7/PQ27Ztw8CBA+Hq6gobGxvMmjWr0LaJioqSpt4uXLgQ\n", "gwcPhru7O0xNTdG9e3fcuXNHFn/VqlVo1aoVmjRpAqVSCW9vb/zyyy+yOG3btoWFhQUUCgUuXryI\n", "Tp06wdnZGQqFApGRkRBFEQkJCTh79qw0XXbevHk4ffo0lEoldHV1ERISIkvz6dOnCAsLQ/369eHi\n", "4oLGjRtj0KBB0qyXKVOmwM7ODgqFAkeOHCmTup0/fx6dOnVCo0aN4OTkJP1iCGjuO6Io4s8//wQA\n", "/Pzzz/Dy8oK7uzuUSiX8/PywZs2afM/TwoULYW5uDoVCARcXF+mXwe3bt8PBwQH6+vro2bMngNwb\n", "jICAALi5uUl/y5cvl32pzttvtm/fjuDgYDRp0gS6urro0aMHpk6dKrVn3tkH586dQ2BgIJRKJdzc\n", "3KBUKhEREaG2KK/K/fv3ERQUBFEUYWZmhkGDBiEjI0N6v2PHjlJ7FmTHjh0QRREKhUJ6XvzXX3+F\n", "KIoAgK+//lpq46VLl8LBwQEKhQL16tWTrrusrCwolUoYGBjA0dERycnJGvPSVKbiXmcDBgyQ1sU4\n", "cuQIPvzwQzg4OMDOzg4bNmzA8+fPERoaCnd3d1hbW2P27NlqaTx+/BgjRoyAjY0NHBwc4OzsjK++\n", "+koW58GDBxg1ahREUYS7uztcXV0RHBwsW0vg2LFjEEURenp6CAkJwZIlS+Dt7Q1LS0t069YN9+7d\n", "K7Q+2vaDM2fOwM/PT+qHXl5eWLBgAQDgs88+Q7Vq1VC5cmWIoogzZ84AyO3r9evXh4mJCcaMGYMJ\n", "EyZIfVGbti/ssyKv9PT0fNN78eIFlEolzMzMYGNjg0OHDsHX11fqBzt37pTyGzNmDGxtbeHg4ICG\n", "DRsiMjISOTk5Ulrafm60aNEClStXhomJCdzc3KRrNigoCDVr1kTdunWxadOmfM/L9u3b8fr1a/j5\n", "+RV6DlUmTZoEIyMjtc9clcaNG8PX1xdffvml7NotT4V9XhTk9evXAHKnjL+ta9euRZp1oa+vj8jI\n", "SPzzzz+ymRVA7uC6KIrYsGHDO5eVsffBjh070KJFCxgbGwMA3NzceD089n4gplFCQgIBoISEhGKl\n", "4+npSQBkfy1atCiRMpZm2tOnTydBECglJUUKu379OomiSLVr16Zbt25J4RkZGWRjY0Nt2rSh58+f\n", "ExHRrl27SKFQ0ObNm6V4KSkpJAgCrV27Vi0/d3d38vX1lYV5eHiQIAh09uxZKWzr1q00cuRI6fWp\n", "U6dIT0+PJkyYIIWNGzeOjI2N6dq1a1LYtm3bSEdHh1asWEFERK9fv6Z+/fqRpaUlPXz4UIp36NAh\n", "EgSBvL29KS0tTaqLIAgUHx9faLup6lizZk06deqU1D5ubm7UqFEjev36tRTXwcGBfvzxR1nehoaG\n", "lJiYKEszPDycBEGgoKAgevbsGRERBQcH0+LFi4mIyMfHh9q0aaOxPNbW1hQSEiK9fvXqFXl6epIo\n", "ipSenk5ERA8fPqRmzZpRQECAWjscPny4TOo2bNgw6fiwsDAyNjamzMxMtbzf7jvXr18nPT09WTkX\n", "LlxI1tbWGttD5ccffyRBEGjXrl2y8Li4OBo6dKj0etiwYbK+9ddff5GdnZ3U9m+3l4eHh9Tv4uLi\n", "qEePHrL385Zz7ty5FBgYSNnZ2USUex5atGhBYWFhsrR//fVXEgSBXF1dKTk5mYiIbt++TVZWVmrX\n", "THh4OCkUClnYmjVrSBAE2TVLRCQIAs2YMaPQsJcvX5KpqSkNGjRIFp6ZmUmWlpb06tUrKoimMhX3\n", "OouLiyNBEKhXr17SZ8748eNJR0eH+vXrJ50D1Xk+dOiQdOyrV6+oadOm5OzsTPfv3yei3M8RAwMD\n", "mjdvnhTvxIkT5ODgIF0n2dnZNGLECPLw8KCcnBxZeaytral27dr03XffEVHudWFra6vWZppo0w8e\n", "P35MJiYmsv6/bds2EgRBer1gwQJSKBR048YNWfqTJk2iL7/8Unqtbdtr+1mh6p/anMvg4GAyNjam\n", "oUOHSm3Ytm1b2rlzp5SfUqmUzsvVq1epTp061K9fP1k62n5u+Pv7k42NjVqbe3p6Fvp/e2BgoMZj\n", "89Y57/m4d+8eCYJAfn5+BaarKvvWrVulsJs3b2q89rS1Zs2aQj/zCvMuZUhLS6MqVaqQoaEhzZw5\n", "k/7+++9Cj7Gyssr3/6tnz56Rjo4OOTs7q703cOBAsrCw0LpsjL3Ppk6dSgDo4sWL5V0U9h9QUvfE\n", "BeEZEqUovwVorl69ivj4eCQmJr7zX3x8vMZfJUt6cZvOnTtDFEXY29vD3t4eurq62Llzp2zmwsKF\n", "C5GSkoIFCxZAX18fQO6vI23atMGUKVOkeFTAtNSAgAAcOXIEmZmZAHIXZHz9+jV0dXVlo7/bt29H\n", "QECA9Hr8+PEwMjLCzJkzpbCIiAgQEebMmSPlGxYWBgcHB3z66acAAB0dHSxYsAB///23bNFHVRl7\n", "9OgBc3NzAECXLl1gaGiI+Pj4QttLdXz37t3RtGlTAEC1atUQHh6OK1euYN26dVLcHTt2SL/8A0Dr\n", "1q3RuHFj6fnkt9McOXIkDAwMAOS2uWpKcEHt+raNGzfi5MmTiIiIkKb4mZiYYOrUqVLa+aVZmnUb\n", "OnQodHR0AOTuDPHkyROcPXu2wPIAQGJiIl69egU7OzspLDQ0VDaDRpNOnTqhdu3aauWJiYmRHTt5\n", "8mSEh4dLr+vUqYOePXvim2++0ViPXr16wdbWFkDuYxrLli3Lt/zBwcFYsWIFKlXKfXLOxMQEAwcO\n", "xMqVKzWWuU+fPlI969ati7FjxyI+Ph6//vqrrBxF6Q/a0NXVRWBgILZu3SpbdG7Tpk3o2bNnoYsD\n", "aypTSV1nAwYMkD5z+vXrhzdv3sDCwkI6B/7+/qhSpYrsOf8NGzbgzJkzCA8PR/Xq1QEATZs2Rf/+\n", "/TFr1ixkZWUByF08ef/+/dJ1UqlSJQwfPhwJCQlqj7sQEapXr47evXsDyL0uOnTooLa+gCba9IMr\n", "V64gMzNT1s979Ogh+3wdOHAgFAoFVq9eLYXl5ORg06ZNGDhwoFrbFdb22n5W5C1PYeeSiPDkyRNE\n", "RERIv8xv3rwZvr6+svxU58Xe3h5jx47Fli1bcPToUbU6FPa5ERISgpSUFBw4cEAK+/PPP/H8+XO4\n", "ubmp1SGvu3fvFmkrvVu3bgGA1Ab5US2O+S6PSKioZjCp/qZPn467d++qhf/444/vnIc2zM3N8f33\n", "36Nq1aqYNm0a6tatCw8PD0REREjtURQGBgaoXr26xrapWbMm7t27J12fjP2Xqf6/eP78eTmXhLGS\n", "wQMS5SA9PR2+vr5wd3d/5z9fX1+kp6eXellVi1omJyfj+fPn6NatG1q0aIGvv/5airN//34YGBio\n", "fcFzdnbGjRs31KbzaxIQEIDXr19LX6C2b9+OwMBAtGnTRlqpOzs7G8ePH4ePjw+A3A/iY8eOwcPD\n", "A7q6ulJa+vr6qF+/vvRl+OrVq7h9+za8vLxkeVpaWsLY2FjjDVCjRo2kfwuCAFNT0yJt++bi4iJ7\n", "3aRJEwDAiRMnZOEhISHSNG1RFHHp0iXcuHFDY5rOzs7Sv6tVq6a2IKE2fv75ZwCQBhRUunTpgo0b\n", "N2qVRmnULW97q25GtGnv5s2bo0qVKvD09MT8+fORnJwMXV1dTJ06tcDjFAoFBg8ejJ9++knKR3XT\n", "l7dtjIyMEBkZiebNm0uryK9du1arc6Srq4vatWvnW4aqVavim2++QcuWLaW058yZg6ysLI1T/bVt\n", "99IQEhKCrKws2RT3uLg4fPTRR8VKt7jXWYMGDaR/m5iYqIUBgKmpqeyZ2/379wPIfW49L2dnZzx5\n", "8kR63MHAwAAnTpxAu3bt0LhxY4iiKD3Kc/369QLrAuQ+76tNXbTpBw4ODqhTpw66d++OadOm4eLF\n", "iwAgG4g1NzdHp06dsG7dOumGff/+/RBFUfY8vqbyamr7on5WaHsuzczMZDftNWrUgKGhoZTf2zuy\n", "NG/eXFae/PLU9LnRrVs3mJmZyXbeWrNmjVb99t69e0VeXLKsqBaPVP1FRESgdu3aauFdunQp9bJ0\n", "7NgRt27dwrZt2zBgwAD89ddfCA8Ph729PRYtWlTk9IhI404fqoHHR48eFbvMjP3bqR7p4wEJ9r7g\n", "RS1LUX4L0Li4uBT4jLu2QkJCcOHCBVlYaS5uo6enh8mTJ2Pbtm0YPXo0+vfvj6pVqyI9PR3Z2dlq\n", "AxJPnz6FhYUF0tPTUbdu3QLTdnZ2hq2tLXbu3IkBAwZgx44dWLVqFYyNjfHpp5/i2rVruHHjBry8\n", "vKRf1jIyMkBEOH36tPT8u0pGRoYUTzVws2PHDpw8eVIWz8jISHoONi9DQ0PZa4VCIXuO2d/fH3fv\n", "3pVer169WlZ/1fN9KqoFv1Rbl6WmpsLLywve3t44cuQIqlSpAgBo06YNXr58qbGN3i7Tu0hPT5du\n", "Ft5VadRN9WUT+P9nmvO2d34sLS1x9uxZzJ8/H7Nnz8bnn38OURQxa9YsdOzYscBjP/74Y8ydOxdr\n", "167FxIkTERsbiyFDhkjvE5G0DsC+ffukVexnzJghrb3wNiMjo0LLrDJkyBDs27cPBw8ehKurKwBg\n", "7dq1CAkJ0dhOhbV7aXJzc0Pjxo2xZs0aDB06FL///juys7PVBkmKqrDrrCjHq25i3k5TEARZmqrP\n", "g06dOsniZWVlwcLCQpqlFRMTg6FDh2L9+vUICgoCkPsruI2Njdr5EQRBY13y7qaQH236gaGhIU6f\n", "Po358+fjm2++QWRkJOzt7fHFF19gwIABUlrBwcHo1asX9u/fjw4dOiA2Njbf9QwKa/uiflZoey7z\n", "u0byy0/1/9n9+/fVjinsc6Ny5cro378/YmJi8PjxYxgaGmLLli1ISEgotD6VKlUq0mwjKysrAIUP\n", "pKrer1+/vtZpF6akZ0UVVaVKlRAQEICAgAC8efMG+/btQ2hoKMaNGwd/f3/Y29trlc6zZ8/w4MED\n", "ODo6qr2nqmNx1rxg7H3BAxLsfcMDEqVsx44d6NGjh7Tok42NDbZv316kqaD5+eWXXzSmXdpsbW2R\n", "mJiIq1evokmTJqhevToePnyotl1XUXXv3h0rV67EX3/9hYcPH8LW1hYGBgYIDQ3F9u3bcfPmTdnj\n", "GiYmJlAoFPDx8dG4v7uK6pezwMBAtcWy3tWePXsKfP/tX3FUj9HUqVMHAPDjjz8iPT0dU6ZMkW7Y\n", "gfx/HSop1atXBxHh4cOH79wHK1rdGjRogJiYGCxfvhy7du1CeHg4unXrhkuXLqn9Wp5X/fr10bp1\n", "a8TGxkrTwvNOxb927RqOHTuGqKgo2ZZ6JfHlPysrC5s3b0ZoaKh0E1pY2oW1e2kLDg7G2LFjcfny\n", "Za1/Za6IVJ8HR44cKXAAac2aNXB2dpYGI4CSv/ErSj+oVasWFi5ciKioKOzfvx+RkZEYNGgQateu\n", "jbZt2wLIfVRONSPAw8MDZ86cwZYtW96pbCXxWaFJfm2YX36qfq5ploc2QkJCsGzZMmzcuBF169ZF\n", "kyZNtBq0t7CwwMOHD7XOp2bNmmjatCkSEhKQnZ2d76NMx48fh6GhoWwB5+ISBKFU/9/IT2pqKk6d\n", "OiX7f1mhUKBz586YPXs2BgwYgPPnz2s9ILFv3z68efMGXbt2VXvv2bNnEAThnWYGMva+UQ1W84AE\n", "e1/wUHMpq1mzJn777TdcvHgRFy9exG+//VZiX+5KM+2C3LlzB4IgoFatWgByp2xmZGSoPTN67do1\n", "BAYGSr9Yqb6gqb6QXr58WbYbRkBAAJ4+fYrPPvtM2tqrVq1aaNq0KX744Qf8/PPPsl+9DQwM4O3t\n", "jXPnzql9yd2xY4f0K3aDBg1gbW2tcZvDlStXqq2uXxLenrly+vRpAJC2SlX9Z/L2l8i3Z9Noo3Ll\n", "ylL9nz9/jl27duUbV9V+b28HumfPHtmNV0HKsm4q+fWd+Ph46Zl5PT099O7dGxs2bMDr16/xxx9/\n", "FJruxx9/jOTkZEycOBHNmjWT/TpbUD2K++X/9evXePPmTZHaqLB2Lwl5fxW+deuW7HGQAQMGoFKl\n", "Sli5ciW2bt2qdX+paFTXwNufB48ePcKHH34ozZB4+fJlifZhTbTtBxcvXpR2C9HR0UGnTp2kx9vy\n", "9ovKlSsjKCgIu3btwrJly9C3b993/kW5JD4rNMnv2lHl9/YsNtXrwmY85UcURbi4uCA2NrZIjxnV\n", "q1evyOd77ty5ePLkiewRkbwuXLiA+Ph4fP7552oznopj8ODB+T5GVpquXLmC0NBQjYNMqn6n7UDS\n", "06dPMXXqVJibm2PMmDFq76empsLa2lr2eCZj/1U8Q4K9b3hAooyYmZmV2qMUpZn221804uLicPLk\n", "SQQEBMDS0hIAMHr0aNja2mLEiBF49uwZgNw93IcPHw5LS0tp0TFzc3Po6+tLa0pERERg9+7dUtot\n", "W7ZE9erVsWPHDtkvLgEBATh9+jScnJzUFlNbsGABUlNTZXu6X7lyBWFhYXB3dweQ+wV48eLFOHr0\n", "KOLi4qR4J0+exPTp09WeWdZU76IuFhgfHy99kc/IyMCMGTPQqFEjaSHKDh06QE9PD1FRUdIjI+vW\n", "rUNycnKRf4WtX78+/vrrLwDA0aNHERYWlm+5g4KC4OnpiWnTpklT1//55x9MnjwZ7dq1U0tbU1nK\n", "qm5542rqO7t27cKdO3cwZ84c2eMz8fHxMDY21nhe39azZ08YGxtj4cKFagthOjg4wN7eHjExMdJ0\n", "8UuXLmHz5s1albmg942MjODj44MtW7ZIM5zu3Lkjrc2iKZ21a9dKC9nevn0b0dHR8PX1ldZUKUxB\n", "C8YL3kIAACAASURBVJWq2NjYSG389ddfyxb9rFGjBvz9/bFs2TJ4enqWyC+Vxb3OtKlTftfAhAkT\n", "pPOalZWFUaNGoVKlSlK9VLNsVDf+WVlZiIyMLJFyq2jbDx48eIAvv/wSly9flo6Nj49H5cqV1c6/\n", "6lGPyMjIAm++tW2nd/2syK9N8msnVX7Tp0+X8rt27Rqio6PRr18/tTWAtK0XkNsmqu2RtR3Y6Nq1\n", "K1JTU6UBKm3y8vHxwcqVKzF+/HisXbtW9jjg0aNH0a1bN4SEhMgWIy2s7GWtqGVIS0vDhAkT8OLF\n", "Cyns6tWriIiIgJubG7y9vQvMg4hw5MgReHt7IysrC3v37tX4febSpUslOquEsX8zHpBg750i7cnx\n", "H1IWW5xURM+fPyelUkkWFhakUCjI0dGRlEolubq6kpWVFbm5udGcOXPo5cuXsuPS0tIoJCSE6tat\n", "S66uruTm5kYLFixQS3/lypVkbW1NLi4u1L59e3rw4IHs/SFDhlC9evVkYX/++ScJgkCrV6/WWOaz\n", "Z89Shw4dyNLSktzd3cnb21ttO0ciol9++YW8vLzIysqK3N3dyc/Pj44dOya9P2vWLLKzsyOFQkF2\n", "dna0aNEiSklJIVdXV9LT0yNTU1Nq2bJlge2n2jrtq6++omHDhpG7uzuZmppS9+7d6c6dO7K4e/fu\n", "JTc3N7K0tCQfHx8aN24cNWnShKpUqUKiKFJmZiYFBARI50KpVNKnn36qlufVq1epadOm5ODgQC4u\n", "LvTTTz/RqVOnSKlUSuUWRVHanvHJkycUFhZG1tbW1LhxY3Jzc5O17ZQpU2TtMGnSpFKvmyiKdPTo\n", "Udq6dSs5OjqSQqGgevXq0ahRo6Q0NfWdmzdv0vDhw8nZ2ZmUSiU1btyYOnToQCdPnizwPOUVGhpK\n", "VlZWGt+7cuUKderUiSwsLMjLy4v69+9PgwcPJkEQSBRFOnDggFq/adKkiSyN/NozNTWV+vbtS7Vq\n", "1aLmzZtT9+7dKSwsjARBICcnJ1q3bh2FhYVJx65bt466d+9OLi4u0jacGRkZUj7t27eXtefWrVup\n", "b9++VK9ePelaXrJkCW3fvp2USiUpFAqysLCgdu3aSWns2rWLbG1tydXVlVq2bEnXr1+X1WXnzp0k\n", "CALt379fq7bNWyalUklbt24t9nUWGhoq1cnJyYk2btxIGzdulPWbMWPG0JUrV2RpNm/eXErjyZMn\n", "NHr0aOkaUCqVNHnyZNnn2qtXr+jzzz+nevXqkYuLC/n6+lJ0dDQJgkBWVlY0atQounjxoiyPtm3b\n", "EtH/b1GoqveBAwfyrU9B/cDR0ZHWr19P6enpNGHCBHJ1dSVRFMnV1ZW8vLxo7969GtMURVHjFtBF\n", "bfvCPiuKkl7Tpk3J1NSU9PT0SKlU0syZM9XKp8rPxsaGGjVqRPb29hQZGSnbZrWonxtERPfv3ydd\n", "XV2aPHlyvufhbS9evCATExNas2aNLDwoKEiqc7169aRznte5c+coKChI+v/T0dGROnbsqPH/pfHj\n", "x0tlt7CwIFEUKSsrq8CyKZVKrf52795daD3PnDlD1tbWZGlpSQqFgqpVq0bW1tbS51RBMjIyaOHC\n", "hdS5c2eprvb29uTg4EDjx4+XbcG6ZcsW6f8kIyMjUiqV5OLiQnZ2dtS6dWuKjo6mJ0+eaMzn6tWr\n", "pFAoivS5ztj7LDAwkADItnRmrLT8H3t3Ht1Umb8B/EnSvaV0TVuW0rJvZSl7WFQKjKBCK6AiLvhT\n", "YUTHQYQBdNRBdBDEGZxRcBDUGRfQAQmMsqMilJa1YtmkSstmaWm6QtukWX5/9NyYvWmWNsvzOcdz\n", "yM3NzRvbJrnP/b7ftyXOiUU6nQdE8h7o5MmTGDRoEE6cONHk8mBEgqKiInTu3BkfffSRvmLAV/jy\n", "ayP7XLt2DSNGjMDly5dbeyhkw+zZszFs2LAml7/1Jz169MDXX39ttHRqU9auXYu33noLZ86cQXBw\n", "sBtHR7Y88MADCAgIwCeffNLaQyHyCNOnT8fmzZuxbNmyJlcVI3JWS5wTc8oGERHZ5YsvvsCsWbNa\n", "exhkg0qlwp49e3D//fe39lA8Rl5eHqRSabPCCAB46qmnMHXqVNx99936EmlqWS+++CIUCoXR9DEi\n", "f8cpG+RrGEgQuYEvFx758msjc3/4wx9w8OBB1NfX4/3338fs2bNbe0hk4sqVK7j77rsBNPYamThx\n", "otEKN/5o06ZNeOONNwAAq1atwjPPPOPQcVasWIGFCxfq+yNRyxowYAD27NmDkJCQ1h4KkccQAgm+\n", "L5GvYCBB5CKrVq3CXXfdBZFIhJdfftmnriT78msj29q2bYv77rsPQ4YMwbx58/TNbMlzBAUF4dSp\n", "U+jduzc2btyob77pzyIiIvD3v/8d/fr1Q3h4uFMVIxMmTEB0dLQLR0f2mj59eqssaUrkybjsJ/ka\n", "9pCwgj0kiIiIiIjIk4waNQrZ2dl48MEH8emnn7b2cMjHsYcEERERERERAWAPCfI9DCSIiIiIiIi8\n", "AAMJ8jUMJIiIiIiIiLwAe0iQr2EgQURERERE5AVYIUG+hoEEERERERGRF2AgQb6GgQQREREREZEX\n", "UCqVEIvFDCTIZzCQICIiIiIi8gIqlQpt27ZlIEE+g4EEERERERGRF1CpVIiOjmYgQT6DgQQRERER\n", "EZEXUKlUiIqKQm1tLXQ6XWsPh8hpDCSIiIiIiIg8nEajgUajQVRUFACgvr6+lUdE5DwGEkRERERE\n", "RB5OWGEjOjoaAFfaIN/AQIKIiIiIiMjDCYGEUCHBQIJ8AQMJIiIiIiIiD6dUKgEwkCDfwkCCiIiI\n", "iIjIw7FCgnwRAwkiIiIiIiIPxx4S5IsYSBAREREREXk4VkiQL2IgQURERERE5OHYQ4J8EQMJIiIi\n", "IiIiD8cpG+SLGEgQERERERF5OCGQaNu2LQAGEuQbGEgQERERERF5OGHKRkhICEJCQhhIkE9gIEFE\n", "REREROThhAqJoKAghIWFMZAgn8BAgoiIiIiIyMMJgURwcDADCfIZDCSIiIiIiIg8HCskyBcxkCAi\n", "IiIiIvJwQg8JBhLkSxhIEBEREREReThO2SBfxECCiIiIiIjIw6lUKojFYkgkEgYS5DMYSBARERER\n", "EXk4pVKJoKAgAGAgQT6DgQQREREREZGHU6lUDCTI5zCQICIiIiIi8nAqlQrBwcEAGEiQ72AgQURE\n", "RERE5OFYIUG+iIEEERERERGRh2MPCfJFDCSIiIiIiIg8HKdskC/y2EBi165dGDduHAYPHozu3buj\n", "T58+ePHFF432OXfuHCZNmoRevXqhR48emDFjBn799VeLx/vggw/Qv39/9O/fH3369MGbb74JnU7X\n", "Ei+FiIiIiIjIKZyyQb7IIwOJ9evXY86cOfjHP/6B48eP48KFC5g5cyb++9//6ve5fPkyRo8ejX79\n", "+uHcuXM4e/YsRCIRbrvtNtTU1Bgd791338UzzzyDDz74AKdOncJXX32Ft956C4sXL27pl0ZERERE\n", "RNRsDCTIF3lcIHH16lU8++yzWLVqFXr37q3f/txzz+Gdd97R337llVeg0+nw6quvAgAkEgneeust\n", "FBYWYvXq1fr9ampq8MILL+Cxxx7DoEGDAACpqal47rnn8Le//Q2FhYUt9MqIiIiIiIgcY9pDQqVS\n", "Qa1Wt/KoiJzjcYHEf/7zHyiVStx1111G20NDQzFhwgQAgEajwZYtWzBy5Ej9HyUAJCUloWfPnvj8\n", "88/123bt2oWamhpkZGQYHW/s2LH64xAREREREXky0x4SAFBXV9eaQyJymscFEocOHUJ8fDxOnDiB\n", "CRMmoE+fPhgwYAD+8pe/QKlUAgAuXryImzdvokuXLmaP79y5M86fP4+GhgYAwA8//AAAZvsKt3/8\n", "8Ud3vhwiIiIiIo9WU1ODkpKS1h4GNcF0ygYATtsgr+dxgcTly5dRVVWF3//+91izZg3OnDmDtWvX\n", "4p133kFmZiYA4MaNGwCAyMhIs8dHRkZCq9WivLzc5r7CbeF+IiIiIiJ/o1Ao0LFjR3To0AHHjx9v\n", "7eGQDaZTNgAGEuT9PC6QqK+vh1KpxIsvvoiuXbsCAEaMGIFnnnkGu3fvxsGDB1t5hEREREREvuHQ\n", "oUOoqqqCWq3G7t27W3s4ZIOlKRsMJMjbBbT2AEy1adMGADBgwACj7cLtY8eO4Z577gEAVFdXmz2+\n", "uroaEokEMTExAIC4uDiL+wq34+PjbY5n3rx5iIqKMto2Y8YMzJgxw67XQ0RERETkqVQqlcV/k+fh\n", "lA1yp40bN2Ljxo1G2yorK93+vB4XSPTu3RunTp2CVqs12i6RSAAAWq0WXbp0QZs2bXDx4kWzx1+8\n", "eBE9e/ZEYGAgAGDgwIH67f379zfaD4DRNktWr16N9PR0x18QEREREZGHYiDhPRhIkDtZuuh+8uRJ\n", "/UqV7uJxUzaEPhGnTp0y2n769GkAwNChQyEWi3Hvvffi0KFDRm+cxcXFOH/+PO677z79tokTJ6JN\n", "mzbYt2+f0fH2798PiUSCqVOnuuulEBERERF5NAYS3oM9JMgXeVwgMW3aNIwaNQp//etf9d1+CwoK\n", "8M9//hN33XUXxowZAwBYunQpxGIxXn75ZQCAWq3GggUL0LlzZzz33HP640VERGD58uX46KOPcPLk\n", "SQBAYWEhVq9ejfnz5yMlJaVlXyARERERkYcQVqYz/Td5HsMeEuHh4QAYSJD387gpGyKRCF9//TX+\n", "/Oc/Y9iwYQgLC4NGo8Hs2bPx4osv6vdLTk7G999/j+effx69evWCVqtFeno6vvvuO0RERBgdc+7c\n", "uQgNDcWsWbMgEonQ0NCA+fPnY+HChS398oiIiIiIPAYrJLwHp2yQL/K4QAJobGz59ttv4+2337a5\n", "X69evbBjxw67jvnYY4/hsccec8XwiIiIiIh8AiskvIfhlI3AwEBIJBIGEuT1PG7KBhERERERtQxW\n", "SHgPwykbIpEIYWFhDCTI6zGQICIiIiLyU4ZVEQwkPJvhlA0ADCTIJzCQICIiIiLyU4YhBKdseDZL\n", "gcStW7dacUREzmMgQURERETkp1gh4T0Me0gArJAg38BAgoiIiIjIT7FCwjvodDqjHhIAAwnyDQwk\n", "iIiIiIj8FJtaegeNRgOdTscKCfI5DCSIiIiIiPwUp2x4B6VSCQAMJMjnMJAgIiIiIvJTnLLhHYSf\n", "EwMJ8jUMJIiIiIiI/BQrJLyD8LNhDwnyNQwkiIiIiIj8FCskvAMrJMhXMZAgIiIiIvJTrJDwDuwh\n", "Qb6KgQQRERERkZ/iKhvegVM2yFcxkCAiIiIi8lOcsuEdOGWDfBUDCSIiIiIiP8UpG96BgQT5KgYS\n", "RERERER+qrkVEgqFAgqFwp1DIgts9ZDQ6XStNSwipzGQICIiIiLyU/ZWSJSWlkImkyEtLQ1paWmQ\n", "yWQoLS1tiSESrPeQ0Ol0+rCCyBsFtPYAiIiIiIioddjb1DIzMxM5OTn628XFxcjKykJ2drZbx0eN\n", "rE3ZAIDa2lqEhIS0yriInMUKCSIiIiIiP2VYIaHVaqHRaMz2USgUKCoqMtteWFjI6RstxNqUDQDs\n", "I0FejYEEEREREZGfMq2K4EobnsnalA2AgQR5NwYSRERERER+yjSAsBRIxMbGIiUlxWx7amoqYmNj\n", "3TU0MtDUlA0ib8VAgoiIiIjIT5lWSFjrIyGXy5GcnAwAEIvFkMlk2Lp1q9vHR42En0tgYKB+GwMJ\n", "8gUMJIiIiIiI/JS9gYRUKkX//v0hEomg1Wqxe/duSKXSlhgiobGHhEQigUQi0W9jIEG+gIEEERER\n", "EZGfsmfKBgDodDrk5ORg/PjxAICCggK3j41+o1KpjPpHAAwkyDcwkCAiIiIi8lP2Vkj88ssvKCsr\n", "w6OPPgqAgURLU6lURv0jAAYS5BsYSBARERER+Sl7KyRycnIAABMnTkRcXBwuXLjg9rHRb5RKpVkg\n", "ERoaCoCBBHk3BhJERERERH5Iq9VCo9EYbbNWIZGTk4OePXsiOjoa3bt3ZyDRwixN2ZBIJAgODmYg\n", "QV6NgQQRERERkR+yVA1hLZA4fPgwRowYAQAMJFqBpSkbQOO0DQYS5M0YSBARERER+SFL4YOlkKKm\n", "pgb5+flGgcRPP/0EnU7n9jFSIwYS5KsYSBARERER+SFLgYSlbceOHYNWqzUKJCorK6FQKNw+Rmpk\n", "qYcEwECCvB8DCSIiIiIiP2SpGsLStpycHERGRqJ3794AGgMJAJy20YIs9ZAAGEiQ92MgQURERETk\n", "h+ytkMjJycGwYcMgFjeeOnTt2hUAA4mWxCkb5KsYSBARERER+SF7mlrqdDrk5ubqp2sAjctNJicn\n", "M5BoQZyyQb6KgQQRERERkR+yp6llQUEBFAqFUSABcKWNlsYpG+SrGEgQEREREfkheyokcnJyAADD\n", "hg0z2s5AomVxygb5KgYSRERERER+yJ4KiZycHPTq1QvR0dFG27t3746CggJotVq3jpEaMZAgX8VA\n", "goiIiIjID9lbIWE6XQNoDCTq6+tx9epVt42PfsMeEuSrGEgQEREREfmhplbZqKmpwenTp60GEgBX\n", "2mgp7CFBvoqBBBERERGRH2pqysbRo0eh1Wohk8nM9uvUqRMCAwMZSLQQTtkgX8VAgoiIiIjID9ma\n", "sqFQKLB//35ERUWhZ8+eZvsFBASgS5cuDCRaCKdskK8KaO0BEBERERFRy7NUIVFRUQGZTIaioiKU\n", "l5cjNDQUZWVlkEqlZvtypY2Wwykb5KtYIUFERERE5IcsVUh89tlnyMnJQXFxMZRKJSorK5GVlWXx\n", "8QwkWo6tKRtKpRIajaYVRkXkPAYSRERERER+yFqFhKnCwkIoFAqz7d27d0dhYaHF45Br2QokAKCu\n", "rq6lh0TkEgwkiIiIiIj8kKUKiebo3r07tFotLl686KIRkTW2ekgA4LQN8loMJIiIiIiI/JClyoY2\n", "bdqYbUtNTUVsbKzZdi792XJs9ZAAGEiQ92IgQURERETkhywFEuPHj4dMJkPbtm0BADKZDFu3brX4\n", "+MTERERERDCQaAFNTdlgIEHeioEEEREREZEfsjRlQyKRIDs7G3PnzkVcXByys7MtrrABACKRiI0t\n", "W4BOp2MgQT6LgQQRERERkR+yVCEhbFMqlRanaZhiIOF+QnDEKRvkixhIEBERERH5IUsVEsK28vJy\n", "REdHN3kMBhLuJ4REliokwsPDATCQIO/FQIKIiIiIyA/ZqpCoqKhATExMk8fo3r07iouLUVNT4/Lx\n", "USNbgQQrJMjbBbT2AEwVFRWhb9++6Natm9l9//znPzFq1CgAgFgsRv/+/c32KSkpwa1bt1BVVaXf\n", "lpKSYjHhnTVrFv74xz+6cPRERERERN7BVoVERUUFOnbs2OQxhJU2CgoKkJ6e7toBEoDG6TMAAwny\n", "TR4XSADAkCFD8O2339rcRyQSIS8vz2z75MmTkZycbNe+RERERET+ylaFRHl5Ofr169fkMYSLiCdO\n", "nGAg4SbCz8RSD4mgoCCIxWIGEuS1vHbKxscff2y27cqVK9i5cyeeeuqpVhgREREREZH3sFQh0Zwp\n", "G6WlpZg0aRLEYjHmz58PmUyG0tJSt4zVn9masiESiRAWFsZAgryW1wYSDz74oNm29evXY8SIEejT\n", "p08rjIiIiIiIyHtYqpAwnLLRVFPLzMxM5OTkQKvV4ubNm8jJyUFWVpZbxurPbAUSQOO0jVu3brXk\n", "kIhcxiMDiZKSEjz66KMYPnw4unfvjilTpmD//v02H6PRaLBhwwar1RFLliyBTCZDz549cdttt2Hd\n", "unXQ6XTuGD4RERERkcezNmVDqVSitrbWZiChUChQVFRktr2wsBAKhcKVw/R7Qg8JS1M2ALBCgrya\n", "xwUSEokEWq0Ws2fPRm5uLvLz8zFgwABMmDABGzZssPq4r776CiqVCtOmTTO7Ly4uDt27d8ehQ4dw\n", "7tw5zJs3D/Pnz8ejjz7qzpdCREREROSxrDW1rKioAAC7Vtkg97OnQoKBBHkrj2tq2bFjR5w/f15/\n", "Ozg4GEuXLsWuXbuwYMECPPzwwxb/GP/1r3/h8ccfR2BgoNl9x44dM7qdlZWFuXPnYtWqVXj66acx\n", "bNgwq+OZN28eoqKijLbNmDEDM2bMaO5LIyIiIiLyGNYqJIRAwlaFRGxsLFJSUlBcXGy0PTU1FbGx\n", "sa4dqJ9jIEEtYePGjdi4caPRtsrKSrc/r8cFEtYMGzYMx44dw5kzZzBw4ECj+y5duoR9+/ZhzZo1\n", "dh9v+PDhAIDDhw/bDCRWr17NjsFERERE5HOsNbW0J5AAALlcjqysLBQWFuL69etITk7G1q1b3TJW\n", "f2Zr2U+AgQS5hqWL7idPnsSgQYPc+rweF0hUV1cjKCgIISEhRtslEgkAQKvVmj3m/fffx/jx45GS\n", "kmJ2X319PVQqFSIjI+0+HhERERGRrzOskAgKCoJKpUJDQwPKy8sBNB1ISKVSZGdnQ6FQYOrUqQgP\n", "D4dUKnXrmP2RrWU/AQYS5N08rofEs88+i7///e9m248fP47w8HCzFTTUajU+/PBDq80sN23ahOnT\n", "p1s8HgAMGTLEBaMmIiIiIvIuhhUS4eHhAJpXISGIjY1FRkYGsrOzodFoXD9QP8cpG+TLPC6QEIlE\n", "WLt2LQoKCvTb1q5di+zsbLz88stmlRPbt29HQEAA7rrrLqvH/Oabb/C///1PfzsnJwfvvPMOJk2a\n", "hDFjxrj+RRAREREReTjDCgkhkBCaWoaEhCA0NNTuY40ZMwZVVVU4ffq0y8fp7xhIkC/zuCkbzz//\n", "PKKiojBt2jSIRCJUVlaiXbt2+PTTTy02kly3bh3mzJkDkUhk8Xh33XUXXn31Vbz++ut48cUXUV9f\n", "j4CAAMyfPx+LFy9298shIiIiIvJIlgIJlUqF8vJyu6sjBEOHDkVgYCAOHjyI/v37u3Sc/o7LfpIv\n", "87hAom/fvhanbFiza9cum/fHx8djyZIlWLJkibNDIyIiIiLyGcKUDZFIpK+GEKZsNHfJz9DQUAwZ\n", "MgQHDx7EM8884/Kx+jMhOLK0miDAQIK8m8dN2SAiIiIiIvcznAogTAcQpmw0t0ICAEaPHo2DBw9C\n", "p9O5dJz+TqVSITAw0GpFOAMJ8mYMJIiIiIiI/JBQIREYGKi/+q7T6RyasgE0BhLFxcW4ePGiS8fp\n", "75RKpdX+EQADCfJuDCSIiIiIiPyQpQoJAFAoFA4FEiNHjoRIJMLBgwddNkZq/DlZ6x8BMJAg78ZA\n", "goiIiIjIDxlWSBgGEo70kACAqKgopKWlMZBwMZVKZVeFBKfKkDdiIEFERERE5IcMKyQMGyY62kMC\n", "+K2PBLmOPYGEVqs1WjWFyFswkCAiIiIi8kPWKiQqKyudCiQKCgpw/fp1l4yR7OshAYDTNsgrMZAg\n", "IiIiIvJD1iokVCqVQ1M2gMZAAgCrJFzInh4SAAMJ8k4MJIiIiIiI/JC1ppYAHK6QaNeuHTp37sxA\n", "woXsmbIBMJAg78RAgoiIiIjID1mbsgE4HkgA7CPhapyyQb6MgQQRERERkZ/RarXQaDQAzKdsAM4H\n", "EqdOnUJVVZVTY6RG9k7ZKC4ubqkhEbkMAwkiIiIiIj8jVEcAliskHO0hATQGEjqdDocPH3b4GPQb\n", "W1M2SktL8cgjjwAAZs6cCZlMhtLS0pYcHpFTGEgQEREREfkZwyUiXV0h0a1bNyQkJGD37t1QKBQO\n", "H4ca2QokMjMzcfLkSQBAeXk5cnJykJWV1ZLDI3IKAwkiIiIiIj9jq0IiJCTELKBojhs3bqChoQFr\n", "1qxBWloar9o7yVoPCYVCgaKiIrPthYWFDILIazCQICIiIiLyM6YVEoYnvG3atHHq2JmZmSgvL0dD\n", "QwOKi4t51d5JTfWQIPJmDCSIiIiIiPyMrSkb4eHhDh+XV+1dz9qUjdjYWKSkpJhtT01NRWxsbAuM\n", "jMh5DCSIiIiIiPyMrSkbzgQS5Hq2ekjI5XLIZDJIJBKEh4dDJpNh69atLTxCIscFtPYAiIiIiIio\n", "ZdmqkBCWkXSEcNXedAlKXrV3nFKptDplQyqVIjs7G6NGjUJCQgK2bNnSwqMjcg4rJIiIiIiI/Iyt\n", "ConQ0FCnji1ctReLxYiIiOBVeyfZqpAQtG/fHpWVlS00IiLXYYUEEREREZGfsdXUMiQkxKljC1ft\n", "Bw0ahB49euCzzz5z6nj+zp5AIiEhAWfOnGmhERG5DiskiIiIiIj8jGmFhOGUDVet6JCcnIyKigqX\n", "HMufWVv201BCQgJKSkpaaERErsNAgoiIiIjIz7izQkKQmJho1kuCms+eZT8TEhKgUCigVqtbaFRE\n", "rsFAgoiIiIjIzxhWSJg2tWzqary9kpKScP36dZccy5/ZO2VDp9Phxo0bLTQqItdgIEFERERE5GcM\n", "KyRMm1oahhPOSEpKQmlpKa/aO8meQEIqlQIASktLW2JIRC7DQIKIiIiIyM/YmrLhykBCp9PxJNlJ\n", "tpb9FCQkJAAA+0iQ12EgQURERETkZ2w1tZRIJC55jqSkJABgHwknaLVaqNVqu6ZsAAwkyPswkCAi\n", "IiIi8jO2KiQCAgJc8hwMJJwnBEdNBRKhoaFo06YNAwnyOgwkiIiIiIj8jK0KCZFI5JLnkEqlEIlE\n", "DCScoFQqAdjXaJRLf5I3YiBBRERERORnbFVIaDQalzxHQEAA4uPjudKGE4SfU1M9JAAGEuSdGEgQ\n", "EREREfkZ02U/DQMJw7DCWUlJSayQcILws7CnQkIqlbKBKHkdBhJERERERH7GdNlPwykbhmGFsxhI\n", "OKc5gQQrJMgbMZAgIiIiIvIztqZssELCcwg9JDhlg3wVAwkiIiIiIj9jq6klAwnP0dwKidLSUmi1\n", "WncPi8hlGEgQEREREfkZWxUSrpyykZiYiOvXr0On07nsmP6kuYGERqNBeXm5u4dF5DIMJIiIiIiI\n", "/ExLVkioVCpUVFS47Jj+pDnLfkqlUgBgY0vyKgwkiIiIiIj8TEtVSCQlJQEAp204qLnLfgJgrql5\n", "iQAAIABJREFUHwnyKgwkiIiIiIj8jOmynwEBAfrbrq6QABhIOKq5UzYABhLkXRhIEBERERH5GdNl\n", "P2/dumXxPmcxkHBOcwKJNm3aICQkhIEEeRUGEkREREREfsa0QqKystLifc4KDQ1F27ZtGUg4qDnL\n", "fopEIi79SV6HgQQRERERkZ8xrZAwbDrpygoJoHGlDQYSjmlOhQQABhLkdRhIEBERERH5GdOmloaB\n", "hCsrJIDGaRvXr1936TH9RXMDCalUylU2yKswkCAiIiIi8jOmy36Wl5frb7u6QiIpKYkVEg4SfhaG\n", "TUdtYYUEeRsGEkREREREfsZWhQQDCc+hVCoRHBwMkUhk1/4MJMjbMJAgIiIiIvIzphUSFRUVEIvF\n", "Zve5AgMJx6lUKrunawC/BRI6nc6NoyJyHQYSRERERER+xrRCory8HBKJxOw+V0hKSkJNTY3R0qJk\n", "H0cCCaVSierqajeOish1GEgQEREREfkZ02U/Kyoq9H0K3FEhAYBVEg4QpmzYKyEhAQDY2JK8BgMJ\n", "IiIiIiI/I1RBiEQiSCQSo0DCHct+AuBKGw5oboWEVCoFAPaRIK/BQIKIiIiIyM+YLidZUVGBwMBA\n", "AI0VEq7sQcAKCcc5MmUDYCBB3oOBBBERERGRnxGmZQghRHl5udHUALVa7bLnioqKQnBwMAMJBzQ3\n", "kIiOjkZAQAADCfIa9i1o24KKiorQt29fdOvWzey+f/7znxg1ahQA4C9/+Qs+/PBDxMTEGO0TExOD\n", "/fv3mz32gw8+wNtvvw2g8Q121qxZWLBggd1L6BARERER+QpLFRKGJ74qlUofVjhLJBJxpQ0HNbeH\n", "hFgshlQqZSBBXsPjAgkAGDJkCL799lub+4hEIixbtgyPPPJIk8d79913sXDhQhw8eBCDBg1CYWEh\n", "RowYgbKyMqxYscJVwyYiIiIi8gqmFRIVFRX6qRWG97sKAwnHNLdCAvht6U8ib+DVUzbsmdtWU1OD\n", "F154AY899hgGDRoEAEhNTcVzzz2Hv/3tbygsLHT3MImIiIiIPIphhYRarUZ1dTVCQkLM7ncVBhKO\n", "cSSQkEqlXGWDvIZXBxL22LVrF2pqapCRkWG0fezYsdBoNNiyZUsrjYyIiIiIqHUIFRBBQUGorKwE\n", "AISGhurvd8dKGwwkmq+5UzYAVkiQd/HIQKKkpASPPvoohg8fju7du2PKlCkW+0Ls2rUL48ePx4AB\n", "A9CvXz/88Y9/NFtO6IcffgAAdOnSxWi7cPvHH39006sgIiIiIvJMQuAQGBiIiooKAEBYWJj+fndM\n", "2eCyn83HKRvk6zwukJBIJNBqtZg9ezZyc3ORn5+PAQMGYMKECdiwYYN+v7CwMIjFYmzcuBE//PAD\n", "tm/fjiNHjmDQoEG4du2afr8bN24AACIjI42eR7gt3E9EREREnkGr1WLTpk3YuXNnaw/FZxlWSFgK\n", "JNwxZePGjRsuDzp8nWkg8euvv2LlypU2H8NAgryJxwUSHTt2xPnz5zFy5EgAQHBwMJYuXYrBgwdj\n", "wYIF+jfHhQsX4tNPP0VcXBwAICUlBR988AGKi4vx2muvtdr4iYiIiMg5X331FWbMmIFJkyaxmtVN\n", "DCskysvLAQARERH6+91RIQGAJ8rNZBpI/OEPf8CiRYtw69Ytq49JSEjAzZs3UVtb2xJDJHKKR66y\n", "YcmwYcNw7NgxnDlzBgMHDrS4T+/evdGmTRscPnxYv00ILKqrq432FW7Hx8fbfN558+YhKirKaNuM\n", "GTMwY8aMZr8GIiIiImqaYQiRn5+Pfv36teJofI9Wq4VGowHQWCFx+fJlAECbNm30+7ijQgIAiouL\n", "0aFDB5ce25eZ9pB46KGH8OWXX6K+vh7h4eEWH5OQkACgMfxJTU1tkXGS99u4cSM2btxotE3oL+NO\n", "HhdIVFdXIygoyKjLL9A4lQNofAMFgOvXryMxMdHs8WKxWL8PAH14cfHiRfTv31+//eLFiwBgtM2S\n", "1atXIz093YFXQkRERESOMLz6a+tKMDnGsPrhzJkz+NOf/gQA+N///qff7s5AguxnWiEhTKupra1F\n", "bGysxcdIpVIAQGlpKQMJspuli+4nT57Ur1TpLi6dslFUVKRvIumoZ599Fn//+9/Nth8/fhzh4eHo\n", "06cPAKBdu3Zmb2i//PILqqqqMGTIEP22iRMnok2bNti3b5/Rvvv374dEIsHUqVOdGi8RERH5N4VC\n", "AYVC0drD8CkMJNzLMGyorq5GVVUVABg1nXT1lI34+HiIxWIGEs1kLZCoq6uz+hjDCgkiT+dQIHHg\n", "wAHccccdmDVrln7bSy+9hM6dOyM9PR3p6ekOl3eIRCKsXbsWBQUF+m1r165FdnY2Xn75ZaPKiSVL\n", "lqC+vh4AUFVVhaeeegpRUVF44YUX9PtERERg+fLl+Oijj3Dy5EkAQGFhIVavXo358+cjJSXFoXES\n", "ERGRfystLYVMJkNaWhrS0tIgk8lQWlra2sPyCQwk3MuesMHVFRISiQRSqZQrbTST6ZQNYWlWW/0h\n", "4uLiIBKJGEiQV3BoysYnn3yCiooKLFq0CABw+vRp/PWvf0VqaiqmTJmCrVu3YtWqVQ41l3z++ecR\n", "FRWFadOmQSQSobKyEu3atcOnn35qVELy2Wef4fPPP8fgwYMhEolQVVWFUaNG4ciRI+jatavRMefO\n", "nYvQ0FDMmjULIpEIDQ0NmD9/PhYuXOjIyyciIiJCZmYmcnJy9LeLi4uRlZWF7OzsVhyVbzAMIW7e\n", "vOnQMYSqFWtl7f7MnrDBHathJCUlsUKimUwrJN544w0AtgOJgIAAxMXFWQwk+HdBnsahQCI7Oxty\n", "uRzdu3cHAPz73/8G0DjvrHfv3nj88ccxbdo0hwKJvn37WpyyYeqBBx7AAw88YPdxH3vsMTz22GPN\n", "Hg8RERGRKYVCgaKiIrPthYWFUCgU/LLvJMMQorkVEqWlpcjMzNT/fFJSUiCXy/Xz6ql1KiQABhKO\n", "MA0koqOjERMT0+S8ftOlP/l3QZ7KoSkblZWV+jACaAwiZDIZevfuDQDo06dPi3TkJCIiIiLf48yU\n", "DaFypbi4GMXFxcjJyUFWVparh+jVDMOGmJgYAEBUVJTRVGYGEp7BNJDQaDTo0aOH0TQOS6RSqdEU\n", "Mv5dkKdyKJCQSCT6lSzOnj2LCxcumP1Ci8Uu7ZdJRERE5DFiY2Mt9qFKTU1ldYQLOBpINFW5Qo0M\n", "KySEK+27du3Cc889Z3EfV2Eg0XymPSTq6ur0fSRsMayQ4N8FeTKHUoPu3bvjnXfewc2bN/Hyyy9D\n", "LBZj+vTp+vuPHj2KuLg4lw2SiIiIyNPI5XLIZDL9ycLw4cOxdevWVh6Vb3BFDwmyzrD6oby8HFFR\n", "URgyZAgCAwMt7uMqSUlJuH79uv7CJjXNtEKivr7eqMm/NaZTNog8lUOBxMKFCzFv3jxERkbiyy+/\n", "xIMPPoiOHTsCAFasWIF7770XGRkZLh0oERERkSeRSqXIzs7WT1n97LPPOB/bRRytkGDlin0MwwaF\n", "QoEhQ4ZALBYbnfi6o0IiMTERarUa5eXlLj+2rzINJOrq6rBjxw7I5XKbjzMMJPh3QZ7MoUDizjvv\n", "xO7du/H73/8eK1aswLp16wAAOp0O586dw/jx49lAkoiIiPxCVVUVAHA5QxdypoeEXC5HfHw8AgIC\n", "EB0dDQD6leGokWHYUFpaiqFDhwKA0YmvuyokAHDahp00Gg00Go3RlI36+noAQEFBgc3HJiQkoKKi\n", "Qv9zlMvlRqFEjx49WNFFHsHhRg/jx4/HmjVrsHDhQn3ZkEgkwkcffYQPP/wQaWlpLhskERERkacq\n", "KysDwEDClZxZZSM2NhZarRZPP/00fvrpJ6SlpWHNmjWuHqJXMwwbamtr9YFES0zZAICffvrJ5cf2\n", "RcLPwDAo2rNnD6Kjo1FXV2fzsQkJCQCgb2wZGhqKmzdvYubMmQgKCsLcuXNZ0UUewW2dJ+fMmeOu\n", "QxMRERF5hIaGBlRXVwNgIOEqGo1GfxUYaH4PicOHD0OhUOCBBx5AfHw8XnjhBezevRvHjx939VC9\n", "lul0jCFDhgCAW6dslJaW4oEHHgAAPPnkk5DJZEarQJA5S4FEUFAQYmJiUFtba/OxQtgg/D/+29/+\n", "hpqaGrzxxhto3749rl275qZREzWP2wKJ7du3u+vQRERERB7BsEM9G8i5humJVnMrJLZt24bExET9\n", "Vf/p06ejW7dueP311102Rm9nWP3Qtm1bfeWCOyskMjMzceTIEQBAZWUll520g6VAAmisdmgqkBAq\n", "JEpKSlBWVoa33noLTz/9NDp06MBAgjyKXYGEWCyGRCKx+z+xWMzEk4iIiHyeMF1DJBKxQsJFTAOI\n", "5gQSOp0O27Ztwz333KNfgl4ikWDJkiWQy+U4ffq0S8fqrQyrHzp06KD/t7sqJLjspGOUSiUAGPWQ\n", "AICwsLAmp2wIFRIlJSVYvnw5AGDJkiUAwECCPIpdgURAQABGjx5t9F9ycjIAoFOnThgxYgRkMpm+\n", "UUpcXBzGjBnjtkETEREReQLhZKpLly4MJFzENIBQKpVQq9V2Pfb8+fP4+eefMXnyZKPtDz30EJKT\n", "k/HKK6/wBBjG1Q+dOnXS/9vdTS2peSxVSIwdOxZHjx5tskIiODgYkZGROHToEN599108//zziIuL\n", "A8BAgjxLgD07xcbG4rvvvtPfPnr0KF544QXs2rULPXr0MNr3woULeOKJJ/Diiy+6dKBEREREnkao\n", "kOjbty9XDnARSz0jbt26hbZt2zb52O3btyMsLMxs+fmKigpIJBJ8+eWXOHToELp06QK5XO63Tf0M\n", "w4bOnTvr/+2uKRvCspOmfyNcdtI2S4HEsWPH8Pjjj2Px4sVWH1daWorMzEzcunULGzZsQEBAAB5+\n", "+GH9/UIgodPpIBKJ3PcCiOxgV4XEihUrjG4vWbIE69evNwsjAKB79+74z3/+g7/85S8uGSARERGR\n", "pyorK4NYLEaPHj1YIeEilqZo2DttY9u2bZgwYQJCQ0ONtmdmZqKwsBBA48mav/cvMJyO0aVLF/2/\n", "3dnUUi6XQyaTISkpCSKRCB07duSyk02wFEjU19dj8ODB6Nq1q9XHZWZmIicnBxqNBgCgVqvNAona\n", "2lr9ksVErcmuQOKRRx4xun3hwgWjdWxNpaSk6N/0iYiIiHyVQqFATEwM2rVrh5KSEuh0utYektdz\n", "NJAoKSlBbm4upkyZYrSd/QvMGVY/REZG6v/tzqaWUqkU2dnZyM/PR1ZWFmJiYvy2QsVepj0k1Go1\n", "1Go1QkJCrD7Gnt/39u3bAwCnbZBHcGiVjerqaou/6IKioqJmL9FERERE5G3KysoQFxeHxMRE1NfX\n", "65cAJcc5Gkh89dVXEIlEuOuuu9wxLJ9iWP1guqSkpX1cKTY2Fg8++CBOnTqFX375xS3P4StMKySE\n", "5XBNK4Cai4EEeRKHAomRI0fi3nvvtbie87fffousrCyMGjXK6cEREREReTLDQAIAp224gKXwwZ4L\n", "Xdu2bYNMJkN8fLzRdqF/gSl/7l9g+P/YsCqipZpa3nnnnQgNDcWXX37ptufwBaaBhLCyxtdff221\n", "h4Q9v+/t2rUDwECCPINDgcTy5ctRUFCAYcOGQSqVYuDAgejduzeioqKQkZGBixcv4o033nD1WImI\n", "iIg8ikKhQGxsLAMJF7LW1NKWK1euYM+ePWbTNQSG/QvCwsIQEhLi1/0LLl26pP+3YQjhzikbhsLD\n", "w3HnnXdiy5YtbnsOX2A6ZUOokDh//jw2bdpk9XGGv+9JSUmQyWRGv+/BwcGIj49nIEEewaFAon//\n", "/jh48CBGjRqFsrIynDp1CufPn0d1dTXuuOMOZGdnIy0tzdVjJSIiIvIoQoVEQkICgMY+BuSc5kzZ\n", "KC0thUwmQ//+/aFUKvHZZ5+htLTUbD/D/gVr165FfX29/mqzPzKcem2tQsJdUzYE9957L44cOYKr\n", "V6+69Xm8mWmFRGJiIgoKCjB+/Hiby34a/r7n5+cjOzvbrF8Hl/4kT+FQIAEAAwYMwIEDB1BSUoLD\n", "hw8jJycHN27cwP79+9G3b19XjpGIiMhjKRQKv22MR78FEpGRkQgJCWGFhAs0J5AQVhOoqKgAAOTl\n", "5dlcPSM2Nhb33HMPxGIx9u/f75oBe6ErV67o/90aFRIAcPfddyMwMNCvK1WaYhpIBAYGomvXroiL\n", "i7MrUIuNjbU6LYmBBHkKhwMJQXx8PIYPH45hw4YZ/cKfO3fO2UMTERF5LOHKbFpaGtLS0iCTySxe\n", "mSXfJkzZEIlESExMZCDhAvb2kHB09Yzo6Gikp6f7dSBheCLa0k0tBcJUb/aRsM7Ssp8AEBYWhtra\n", "WqdW9WEgQZ7C6UDCmoyMDHcdmojI7XjVm5oiXJktLi5GcXExcnJybF6ZJd/T0NCAqqoqxMXFAQAD\n", "CRdxdJWN5sjIyMA333zjl8u0VlRUoLy8XH+7NZpaCqZOnYrvv/8eN27ccPtzeSPTHhKC0NBQaLVa\n", "p35GDCTIUwQ4+sCzZ89iy5YtuHbtmtkfg06nQ2VlpdODIyJyJSFgsNVVvbS0FJmZmfqrbikpKZDL\n", "5VwrnYw0dWXWXzv3+xvhPYWBhGvZ29RSWE2guLjYaLs9q2dkZGRgxYoVOHv2LPr06ePcgL3MN998\n", "Y3S7taZsAMCUKVMwZ84cbNu2DU888YTbn8/bqFQqiMViSCQSAMDx48exbNkyTJo0CQBQW1trFlbY\n", "q3379igtLUVDQ4PRz52opTkUSOzcuROTJ0+GRqOxuo9IJHJ4UERErtSckEG46i0oLi5GVlYWsrOz\n", "W2q4ROQlTEPOhIQEHDt2rDWH5BOaUyEhl8uRnp6O4uJiJCQkIDU11a6eBKNGjUJwcDD279/vN4GE\n", "8Fl4+vRpo+2GJ6MSiQQikQg6nc7tUzaAxqnfY8aMwcaNG5GVlcUw14RKpTIKjK5evYrt27fj1Vdf\n", "xZYtWxAaGurwsdu3bw+dTofi4mIkJye7YrhEDnEokPjzn/+M22+/HQsXLkSnTp0sJnNDhw51enBE\n", "RK5gb8hg73xkV39hsqdygzyLM1dmyXeUlZUBYIWEq9nbQwJoXE2gT58+SEtLwyeffGL3319oaChk\n", "Mhn27duHZ5991qnxegvTz0KB4QmvSCRCYGAgVCpVi1RIlJaW4tKlSygsLETfvn2Rmprq81WJzfnM\n", "VyqVRudZQiPLrl27on///k6No3379gAa+4kwkKDW5FAgUVBQgKtXryIyMtLqPvfee6/DgyIichV7\n", "SusNwwatVmu2b0VFBcaOHauf4+qqaRycHuLd5HI5hg4dikuXLiE8PBy1tbX4+OOPW3tY1IIsBRIl\n", "JSXQarUQi93WpsvnNadCQqfTIS8vD3Pnzm12GJiRkYGVK1dCrVYjIMDhWcxewdpnIWAe9gQFBUGl\n", "UrVIhURmZiYKCwsBANevX8f169eNLhj4UmDvyGe+aYVEfX09ACAkJMTp8RgGEkStyaFPy3bt2tkM\n", "IwDgvffec2hAREQt4ebNm7h69arRKgkZGRn6peMM1dfX48cff3R580I2RfRu0dHR0Gg0uP/++/H9\n", "999Dp9OxXN/PKBQKiMViREVFAWgMJDQaDRviOqk5gcS1a9dw48YNDBw4sNnPk5GRgerqahw/frzZ\n", "j/Ulpis4CLfdXSFh64LB+fPnfW4VI0c+800Dibq6OgQGBup7SjgjOjoaISEhDCSo1TkUSNx///1N\n", "zs8Tmq0QEbUmobTeVE1NDYYNG2b05eDUqVOQSCRIT09HUlISkpKSMGTIEItXL5paVq4pji5XR55j\n", "06ZNuHr1Kv785z8jPT0dgwYNwubNm1t7WNSCysrKEBMTo6+GSEhIAABO23BScwKJvLw8AHAokBg8\n", "eDAiIyP9YvlPa5+FAMw+44SeEi0xZcMShUKBsWPH+lRg7+hnvqUKiZCQEFRWVuKll17Czz//7PCY\n", "RCIRV9ogj+BQIDF69Gi8+eabeOaZZ/DFF1/gu+++w/fff6//78CBAzhy5Iirx0pE5JCXXnoJABAR\n", "EYGkpCTIZDLs2LHD4r5t27bFnj17kJ+fj/z8fOzcudMlVyLIt+h0Orz55puYOHEi+vbtCwCYNm0a\n", "duzYgdra2lYeHbWUsrIy/XQNoLFCAgBKSkpaa0g+QZhCYFimb62HRF5eHmJiYtCxY8dmP09AQABu\n", "v/127Nu3z7GBehm5XI7o6GgEBQUZ9SWwViHh7ikb1kKS0NBQi6GeI4G9ty/hbamHRGhoKOrq6vDa\n", "a6/hp59+cur4DCTIEzg0YW7ChAkAgNzcXKxZs8biPlxlg4g8QW1tLebNm4chQ4bgf//7HwICAvR9\n", "I2JiYsyaEgrvXYZfhN3RvJBNEb2bEFq9/fbb+m1Tp07FkiVLsGvXLvZR8hOmS7yyQsI1hGqIqKgo\n", "VFVVQa1W26yQGDhwoMPfOzMyMrBw4ULU1tYiLCzM4TF7g5iYGKjVaixYsACHDx/Gd999B8A8kGjJ\n", "Cgm5XI6srCx9H4nU1FRs2LABY8eONft8bA5P69Hk6Ge+aYXEww8/jDvuuEO/uoazAXj79u1x9epV\n", "p45B5CyHAonw8HAsWLAAOp3O6j5vvfWWw4MiIu/X2o2ohOd/9dVXcfnyZeTl5elPFoRx2fvlwPAL\n", "U01NDWpra/HFF184PUa5XI60tDT9vNiBAwfatVwdtb4333wTgwYNwu23367f1q1bN/Tr1w+bN29m\n", "IOEnTCskwsLCEBkZyUDCSUL4EBERgYiICFRWVtoMJKZPn+7wc2VkZEClUiE7Oxvjx493+Dje4OjR\n", "o6ipqcHkyZNx+PBh/XbDZT+BlquQABqni2RnZ5t9Z3A2sPfEJbzlcjkmTZqEEydOAAB69erV5Ge+\n", "aSCRnJyM5ORkfVgkrLrhqPbt2+Po0aNOHYPIWQ4FEhEREXjllVds7vOvf/3LoQERkXdr7asShs+v\n", "UqmgUCiwbNky9OzZ02xfS1dmLH05MPzCdPLkSUyYMAG//PKLvkO1o6Kjo6FWqzFnzhx8+OGHePTR\n", "R7nCRhM8Ieg6deoU9u/fj02bNpldlZ02bRpWrlypn+dLvq2srAxpaWlG27j0p3M0Gg2USiWAxgtg\n", "4eHhVgOJ8vJyXLp0yaH+EYLevXsjMTERX331FdLT0326Qm3fvn1o27YtBg8ebBQ2tFZTS0O2LgTU\n", "1taiqqoKCxYssOtY9qyu1RqkUilmzZqFU6dOISgoCI888kiTn/mmUzYEQmNLV1RIXLt2DTqdjtXt\n", "1Goc6iEhlHjZcubMGUcOTURerrVXjjB8fuHk1Vq/CCFoEPpFZGdn2/xyEBsbi4yMDMTHx2Pnzp1O\n", "j3Xfvn0oLy/H73//e4waNQp79+51+pi+qrS0tFU7rhs+/913343g4GCMHj3abL+pU6fi5s2b/Fn6\n", "CUsnNwkJCewh4QTD4EEIJADLPSR++OEHAI41tBTcuHEDarUaa9eu9ZnVHKzZu3cvxo4dC4lEog8b\n", "RCKRWZ+k1m5qCRh/PhcUFGDkyJFYtGiR0xUBrW3btm244447MGDAAJw+fbrJ/WtqaiwGBSKRCKGh\n", "oS4JJOrr6y2uMEbe34PEWzgUSPTo0UP/b7VajUuXLuHSpUvQaDT67TExMc6Pjoi8SmuvHGHt+YuK\n", "imw+f2xsrN1XTMRiMe68806rIUdzfPHFF+jevTv69++P8ePH47vvvmuREllv5ElBV11dHZRKpcUy\n", "8d69e6NXr14eu9oGv1y5lumUDYAVEs4yDB4MAwlLFRJ5eXkICwtD9+7dHX6+zMxMlJWVoaGhwSdW\n", "c7CmpqYGubm5+mkpwmeNaXWE4TaNRgOtVttyg7QgNjYW8fHxeP/993Hp0iUsW7asyfcxa80yO3bs\n", "2KoVMFVVVfjuu+8wefJk9O3b12YgIYTgO3bswLFjx/RB2fr16/GPf/wDQOMUMVcEEgDY2NJEa18E\n", "8TcOBRIAUFFRgSeffBIxMTHo3LkzOnfujOjoaMyZMweVlZWuHCMRkUeZOHEifvzxR6c+wJVKJbZu\n", "3Yr7778fIpEI48ePx61bt5Cbm+vCkfoGTw26rD3/tGnTsG3btla9umiKX65cr6GhAVVVVQwkXMy0\n", "QiIiIgJA4wUw07+pvLw89OvXz+GVkFr7vaUlHThwAGq1GuPGjQPwW/WDaf8I022eEpL36tUL8+bN\n", "w/Lly9GrV68m38fkcjlCQkIQFhYGqVQKsViM5OTkFh61sZ07d0KtVusDiXPnzkGtVlvcVwjB6+vr\n", "oVQq9UHZzp079RWar7/+utN9TxhIWNbaF0H8jUOBRHV1NUaOHIkNGzbg5s2biIqKQlRUFG7evIn3\n", "338fI0eORE1NjavHSkQeztpVifr6erRp08btV2etPb+rV66YMGECxGIxdu3a5fAx9uzZg6qqKtx/\n", "//0AgAEDBiAmJoal/m7WEhUCU6dORVVVFeRyucec1PDLleuVl5cDMJ/7zkDCOdambJjeB/y2wgY1\n", "bd++fejUqRO6du0KwL4KCcP9PMH3338PoHGaTVPvY7W1taivr8eaNWtw9uxZ/Pvf/8bmzZuxadOm\n", "VqsU2759OwYMGIDk5GT07dsXKpUKP//8s9l+toKyqqoq/QobTzzxBIYNG+bUmJKSkgAwkDDkT0Gl\n", "p3AokFi+fDlqa2vx8ccfo7a2Vv+HfevWLfznP//BzZs38de//tXVYyUiL/D4448DAOLi4pCUlITe\n", "vXujpqYGiYmJLXJ1Vi6X66eVJSQkQCaTuXzlitjYWAwbNsypPhKff/45evfujT59+gAAJBIJMjIy\n", "GEhY4IqgyZkKgeY+f2JiIkJCQjBr1iyPqEbglyv3KCsrAwCzComEhAT9FABqPsPQISIiwiiQMJzO\n", "UVtbi/PnzzsVSFj7246OjtYvD236N+Kt05727t2LcePG6fsRCBUSTQUSnlLppVAocOnSJbPt1t7H\n", "du/eDYlEgszMTMTGxmLmzJmYMmUKHnroIfTp06fF35sbGhqwY8cOTJkyBQDQt29fALDXEJ8lAAAg\n", "AElEQVSrj4QhpVLp0obJQUFBkEqlDCSoVTkUSGzZsgVbt27FzJkzjf4oQkND8dBDD2Hr1q0eO3+W\n", "iNxHp9PhX//6F+644w6cP38e+fn5OHPmDLp27YqKiooWuTorlUoxZcoUJCUl4cyZM002qnTUxIkT\n", "sXfvXodOOurq6rBt2zZ9dYRg/PjxOHr0KKqqqlw1TJ8hl8uRmpoKAGjTpg0A4IUXXrD78c5WCMjl\n", "ckRERCA4OBhJSUk2g66srCzU19ejrq6O1Qg+zFogkZiYCKDxKi41n70VEvn5+dBqtU5XSMjlcshk\n", "MiQlJSEpKQlRUVEoKChA7969jQLMM2fOeO20p19//RVnz541Ku+3d8qGpwQSzbV7926MGDECbdu2\n", "BdDYBPLXX3+FRqNBSUlJi783f//996iqqsLkyZMBAPHx8ZBKpRYDCVshuFqt1ldIuIqw0gY1aqlq\n", "W/qNw1M2bH0ApKenc8oGkR86cOAAjh07hj/96U/6RpEKhcLiCbY7r87m5uZi5MiRbv3gmDRpEqqr\n", "q43WcrfXrl27cPPmTbNAYty4cdBqtfj2229dNcxW4+qriFKpFH379sWoUaPw888/Y/DgwVi8eLFd\n", "gZArKgSuXr2qn5Zoa0UWT6xG4Jcr97C2BK0QSHDahmNMm1oKPSQA40AiLy8PEolEf6XZUaarLV2/\n", "fh0RERE4d+6cUYA5YsQIr532tG/fPgDA2LFj9du8bcpGc97HGhoasG/fPtx55536bQqFAlevXjV7\n", "vPDebO0zqzmfZbb23bZtGzp06GB0/mSrsaVhtadUKtWH4IZLSu/atcslDbYZSJh79NFHAUD//tOz\n", "Z0+XV9vSbxxuamlr2Z1bt25Bp9M5emgi8lJvvvkm0tLS8Lvf/a7JfYV15gHXnryq1WocO3YMw4cP\n", "d8nxrBk4cCCkUqlD0zY+//xz9O/f32jFIqDxi1WXLl28etqGu5onNjQ04Ntvv8WkSZMglUqxbt06\n", "nDt3Dm+99ZYLRt209957Dx06dMCMGTOcOolvrXJvuVyO/v37A2i8Uti2bVt+uXJSWVkZxGIxoqKi\n", "jLYzkHCOvRUSeXl56NOnj8vK14UQ/ebNmxaPaelCm7dMe9q3bx8GDhyI+Ph4/TZvrJAwrGYJCAhA\n", "TEyMxfex3Nxc1NTU2PVdpLa2FhMnTjT7zGrOZ1lT++p0Omzfvh2TJ082WsLTViAhVHsmJiYaVXvW\n", "1dXpKyTWrVuHd955p8nX2BQGEo2Ez+dTp07hueeew8yZM3HhwgUAwKJFi9xSbUuNHAok0tPTsWjR\n", "Iouhg1arxeLFizF48GCnB0dE3uP06dPYsWMHFi5caPSBa+2qRnl5OZYsWYLhw4e79OQ1Pz8fdXV1\n", "bg8kmlr+09qJ55UrV7B9+3bcd999Fh83fvx4/dUsb+Su5om5ubm4efMmJkyYAKAxEJo3bx6WLl2K\n", "48ePN7kEXLt27cy221shUFVVhU8//RRPPvkkAgICbO5r7ff91q1b+N3vftdq5d5SqRT33XcfwsPD\n", "sWjRIqjVakRHR7fY8/uisrIyxMTEmK3wIHxpZSBhWVOhnK1AwrB64uTJk2xoaQedTod9+/bpV9cQ\n", "eFuFBGBczfLaa6+hqqrK4rKku3btQlxcHNLT0/XbrL03V1VV4dixY2afWc35LGtq3x9//BGXLl3S\n", "948Q9O3bFwUFBaivr7d43OzsbIwePdpoWtiqVavw4IMPAnDNsp+AewMJb+i5Yhgo9enTB8OGDUOX\n", "Ll2wbt06JCUlITQ0lFNp3cyhQGLRokV49913kZKSgmeffRYrV67EypUr8Yc//AEpKSlYu3YtFi9e\n", "7OqxEpEHEj5sVq1ahY4dO+KBBx4w28d0jq5MJsOyZcuwfv16HDlyxKUnr7m5uQgICDD6IuIukyZN\n", "Qn5+vlEZqLUrJcL2/v37o66uDps3b7Z4Qjpu3DhcuHABly9fdvv4Xc2d0xX27t2L2NhYoxOQp59+\n", "GlqtFqNGjbJ5kq9WqyGRSBAUFITExET9Fe2FCxfa9dwff/wxlEolnnjiCbv2N/1979mzJ2pra3Hi\n", "xIlWLffevn077rzzTmRmZuLWrVvIy8tr0ef3NQqFwmKgFRgYiNjYWAYSJuy94myrqaVwX0NDA/Lz\n", "890SSFg7cRV61xhKSEjw+GlPZ8+eRXFxsdnykN5YISGIjY3F7NmzERgYiH//+99m9+/evVu/GpYh\n", "0/fmIUOGWAxmc3NzLS7BbemzzJ7Pve3bt6NNmza4/fbbjfbp27cvtFotzp8/b/Z4pVKJ48ePY+TI\n", "kUbb7777bv33m7CwMJsV6/Zq3749bty4YVS56ixvWmraMFAqKSmBUqlEcHAwwsLCAABRUVEMJNzM\n", "9qUeK2677TasW7cOTz/9tFmpUEhICDZs2IDRo0e7ZIBE5JlKS0uRmZmJoqIiaLValJSUYOnSpRa/\n", "3AhXNQznXCsUCvzjH/8wa/wmfIg7+iUvNzcXAwYMcHnTJ0vGjx8PsViMzZs34+GHH0ZsbKz+g01Q\n", "XFyMrKws6HQ6o+15eXnIyspCdna20THHjh0LsViMvXv36lcs8STW5s272549ezBu3DijL5gzZ87U\n", "f1kWTvQN/58KY129ejVOnDiBAwcOoGfPntBqtZg0aRJef/11TJ482exLqyGdTof33nsPmZmZFqss\n", "LDH9fQcav3ianqA6+7veHCUlJTh69CieeuoppKenIzw8HAcOHMDQoUPd/ty+qqyszKyhpSAxMREl\n", "JSUtPCLPZu290fQ90LRCwlIPifPnz0OpVLqtQkIulyMrKwuFhYUAGqup1q1bh9mzZ+u3KRQKdOrU\n", "yS3P7yoKhQJyuRzBwcEYNWqUfrtWq4VGowHgPatsmIqOjsa0adOwfv16/OlPf9JXZpaWluLEiRN4\n", "9tlnzR5j6b05LS3NbL+QkBCIxWKjihxHKRQKbNmyBRMnTjT7fy2ssnX69GkMGDDA6L68vDwolUrI\n", "ZDKrxw4NDXVZhQTQ+DdpKYxzhL1/763NWqD066+/6j+f27Zty0DCzRwKJIDGpf0mTpyI//73v/jp\n", "p58AAL169cL06dP18yeJyHGtdeJni+GYTD9sAGDHjh14+eWXrT7e9LU0Vf7uiNzcXH1Zv7up1WqE\n", "h4djyZIlWLlyJdq3b48rV66Y7Xf8+HGLJ72WTkijo6MxePBgjwskDAMoAEhJSYFcLjeaUxkbG4v2\n", "7dujuLjY6LHONk+sqKjAsWPH8OSTT+q3WfsS8csvv+D8+fP4v//7PxQVFUGpVKK8vByLFy82utK0\n", "atUq3H777fjiiy8sVvUIDh06hDNnzmD16tXNHrfwmhUKhdE0ptbw9ddfA2is6gkMDIRMJsOBAwfs\n", "rhIhc00FEqyQ+E1TV5EN3x8MAwm1Wm1Uki/cJ1T3mJ7EuYqlEB2A0bYvv/wSc+bMQX5+vsWT2tZk\n", "+H5dXl6OkJAQ1NTU6IN6w2kY3jRlw9STTz6JTz75BAcOHNBXHwg9mGx9DzD8fUtJSTH7zBowYIDZ\n", "RQTA8meZUFFjeoyGhgZMmjQJly5dQklJCWpra1FaWmr0mRkZGYlOnTpZ7CNx+PBhhIaG2vwdd+WU\n", "DQC4du2aU4GEYdBj79+7N2jbti0qKytbexg+zamzgXbt2uGPf/yjq8ZCRLDvxK+1x2TtxPvy5ct2\n", "f9hY+xB35uRVoVDgwoULeOWVVxx6fHNlZmbqG50JV+gtnXiKRCL91Sh7jBs3Du+99x5u3Lhh1ISs\n", "Ndm62iF8CQkKCkJdXR2CgoIQHR2NW7duob6+Hlu2bHHqub/55htotVqzkmNLSkpKMGbMGLPKmwMH\n", "Dhjdvu2223DPPfdgyZIlyMrKQnBwsNmxFAoFVq9ejW7duhl1p28ua7/rHTp0aLEvZtu3b4dMJtP/\n", "Po0ZMwarVq2CRqMx64FA9lEoFFZXeEhMTLT4HklNM7wq/fjjjxu9dwr35eXloUuXLoiMjHTrWCz9\n", "fQrbZs2aheXLl2Pp0qUet9S96fu1Uqk0ujptWPXgjVM2BKNHj0a3bt2wfv16fSCxa9cuDBgwwO6L\n", "o5aqYYRGmcL2GzduIDIy0moj4GXLlmHcuHGIjo5GSEgIwsLCcPHiRf3SwABQUFBgsULAWmPL7Oxs\n", "DBkyxOhnodVq8dprryEzMxP9+vVzSyDhCNPviO3atXNJdUlLsOe7KCsk3M+hHhIajQaXL1/G5cuX\n", "jRqx3Lp1CydPnnTZ4Ij8kbuaArpyTMePHzc74XOEacdsZzv/Hz16FADc3tASsH7Fz1Kz30GDBlls\n", "9GspfCktLcW2bdtQXl6OPn36eMS8S2uv9eeff8bQoUP1c0STk5Nx6dIlHD9+HGfOnMEnn3wCtVpt\n", "9kHfXHv27EGPHj2QnJys32Ztnne7du0s9qsoKioy275ixQpcuXIFK1euNLpPmPvap08ffPnll1Cp\n", "VEZfLB1h+LuekJAAsViM3r17O3VMe9XX12Pv3r2455579Ntuu+02VFVV4ccff2yRMfiisrIyq4FS\n", "QkKCT1RIuKohXXOWbDSskCgrK0NFRYXRfQqFAkePHm31hpaBgYF46aWXsGXLFvzwww+tOhZD9vQ0\n", "8JUKCZFIhCeeeAKbN29GeXk5tFot9uzZY7TcZ1NMl30VVrMw3L506VJUV1dbrXT773//i/bt2+Pc\n", "uXPIz8/HkSNHLF5MsNSDwlIgodPpcPjwYbP+EfX19XjllVf0+48aNQpz5861+7VaExUVhdDQUIuB\n", "hD3vAabfEU+cOGFxVRpPXWpaLpfr358SExP1S6wK2EPC/RwKJD799FOkpKQgNTXVKIGtrKzE4MGD\n", "MXPmTKjVapcNksidPKkDsDubAjrK2pgsdbZu7oeN4Qf+hg0bUFVVhXPnzjk81tzcXMTHxyM1NdXh\n", "YzhLKpViyJAhRg08t27darGxp6XwJTMzE2fOnAGA/2fvvMOiuPY+/t1CW2CX3lERURBRVAQk1phi\n", "jwZj4vWqiTHFm3JTbhJz76sxJvFeYzQxxSSmGY03McWLBRMTa4xgwQqIXUARFpbeWXbP+wfPTHbZ\n", "md3ZCovn8zzzKDNnZs7Mzpw553t+BRUVFd1CkOJDpVLpRSevqalBr169kJCQAH9/f0ycOBEeHh7Y\n", "t2+fxecghODXX3/lNL/luqf79u1DcHCwoGP7+/sjICAAr732GgYNGsSKP0zniokBUFRUZPVvoPus\n", "5+fnY+3atdi0aRNycnKsOq4Q9u/fj6amJkyfPp1dN2LECLi5ueH333+3+/l7Kj05hoQ9AtIx7yvj\n", "vhYYGMjZBlZVVfEeY8OGDUhISEB2djaOHz/e5WLtvHnzEB0djeXLl3ervoQpeoqFBAAsWLAAGo0G\n", "W7ZswdmzZ1FeXi4o3WdnmLSvXOufeOIJiMVibN682WB7Q0MDtmzZgkcffVQvyKlQy7NBgwahqKgI\n", "dXV17LrCwkKUlZUZxI9gAlgyrjfjx4/H0qVLhV2gEUQikUGmDaFtAF8f0d/fn+0LAUB0dHS3TTUd\n", "FBSEvn374s4770ReXh4rSjFQlw37Y5EgsW3bNqSlpeHy5csYP348uz48PBynT59mO1sUSnfGmSIA\n", "d0f4Bt6W4O/vj3nz5mHYsGFYunQpp5WBEI4ePYrU1FSH+Ovzzfj169cPx48fNzrbortel+4oSAH8\n", "18olSlVXV7N1dXNzw+jRo61KY3r16lUUFhZyumtw3dPY2FjBM7EzZsyAUqkEIQRlZWXIzs5GSkoK\n", "cnNzDfa31W/AdHqfeuopJCQk4G9/+xvnfbQlO3bsQHR0NGJjY9l17u7uSE1NNXBloQhDrVajtrbW\n", "qCBRW1trkwj4XYE9LPWCgoKwa9cuaLVaREVFQavVcg4AjZmgK5VKlJaWghCC4uLiLhdrpVIpnn/+\n", "eWzfvh2xsbHdoi8hxBrFHAuJ7i5IBAcHY/r06fj444+xbds2eHl5GQ0EaQn+/v6477778MUXXxj0\n", "T7799ls0NTXpxXwyxyKIcfs6f/48u45x6xg5cqReWcYq3d3d3fKL4SEiIkJPkLC2DXB1dcXPP/+M\n", "3NxcxMbG4u677+5S12NjVFdX49ChQ5g1axZnm0RdNuyPRYJEfn4+Nm/ejL59+xpsGzJkCLZu3cqZ\n", "hodC6U50R9cIvo9YZGRkl5m5MYEKO8M38LYUkUiEFStW4PDhwxYNYLVaLY4dO+YQdw0GY1YPxmZb\n", "uqPJoikyMjIQHBwMiUTCpksTYokwYcIEHD582OJO7W+//QapVGqQLk2XzvdUiDUKn/hTWFhoE59c\n", "U0ilUnz00Uc4ceIEvvjiC7vNrhJCsHPnTkybNs1AqBszZgx+//13iwXA2xlmFp/vXWb8153RSsKe\n", "wihj/fXKK6+gsrISx44dMyhjjotAV4u1APDNN98A6LCY6S59CaYNlEgkkMlkBm2gKQsJZ3HZADom\n", "lwoKClBQUICVK1fCxcXFLrPZjz76KM6fP8+6hjJ8+umnmDRpkp5LISDsOwQAsbGxEIvFem4bWVlZ\n", "iI2NNWhfOltI2BJdCwlz2gBT4ou/vz+SkpK6lVtTZ3755RdoNBo9t0ZdqMuG/bFIkKivrzdqEj1g\n", "wACjJncUSlfTXWeigY6PmK+vL9zc3BAYGAixWAwPDw+o1WqzBi22GuC0t7dDIpHAxcUFwcHBggfe\n", "ljB58mSkpKRg6dKlUKlUZtX/4sWLqK2tdaggIcTqwRzMmVVxNIGBgXBxccHChQuRm5uL48ePc4rS\n", "nes6YcIENDU1ceZ0F8Kvv/6KkSNHwtvbW/A+1vwuISEhGD58uMF6e/wGo0aNwuzZs7F48WLEx8cL\n", "ml01970+deoUbt26peeuwTB27FhUVlbqzcw5K442l2diihizkADQI+JIMDCuuNbc6/z8fEgkEsyf\n", "Px8BAQHYtWuXQRndYHiurq6CXbC6gsrKShQVFRmst1VfwtJ7HRQUhN9++w1arRZvvfWWQRtoykLC\n", "mVw2ZsyYwbp6arVaVFdX20UQuuuuuxAZGYkvv/ySXXfy5EmcPHkSTzzxhEF5od8hd3d3xMTEGAgS\n", "XFYenS0kKioqsH37dpsFtrQ0qCWTXc3X15dTfBkyZAhyc3PNCu7tSHbu3ImhQ4ciIiKCczt12bA/\n", "FgkSgHGTusbGRruboFIoluAMPp5BQUFwd3fH4sWLUVBQgL179+LIkSMIDw8X5F5izBXFEkHjn//8\n", "J3JycrBv3z7k5+fbZODNh0gkwgsvvIBjx45hwIABZpm/Hj16FCKRCCNGjLB5vUxhS1FGd1bF19cX\n", "ALpFNqMzZ87g5s2bePDBB9lrFTIDlJiYCD8/P4usXtrb27F//36L07ga+134xJ++ffti165dgma2\n", "bMG1a9eg0WhYU3S+2VVTLmZ87/bOnTuhUCgwatQog20jR46EVCp1areNrnK9Y+41nyDBDKKdUZDg\n", "ezcqKiowcuRIq+51Xl4eYmJi4OHhgcmTJ7PpaHXRDWq5cuVKo2JmdxBrLYHrfdVdZ4vn+ty5cyCE\n", "YPTo0QbbdEUGZw5q6cjJJYlEgocffhjffvst+4x++umniIiIwKRJk3j3E9I/0A1sWVdXh9zcXE5B\n", "orOFxLlz5zBjxgybtDOMIEEIgb+/Pxv7QZc+ffpwXsunn36K/v3748KFC5x9xMTERDQ2NuLq1atW\n", "19NcTPV71Wo1du/ezSnaMygUCrS1teklcqDYGGIBkydPJk8//TTnNo1GQ5566ikyefJkSw5Nrl+/\n", "Tjw9PUliYqLB8scff7Dlfv75Z5Kenk4GDBhAEhISyMCBA8lzzz1HysvLDY7Zu3dvzuO99957vPU4\n", "efIkAUBOnjxp0XVQuhdKpZKMHDmShIaGktDQUJKcnEz8/f0JAL0lLS3NrvVQqVREpVIZLVNSUkIA\n", "kG3btrHrYmJiBNd15MiRBmWTkpL0rn/kyJFEqVRy1kn3Xvn6+hIA5LXXXrP+4gXCVX8hv8vjjz9O\n", "EhISHFBDx6BSqUhFRQUZNWoUGTRoEFGr1V1an+XLlxOFQkHa2toMtpl6rtPT0y16t3bv3k0AkKNH\n", "j5q9rxCUSiVJS0tj34u0tDT2vSBE2PtqDSqVioSGhho876GhoQbn5XsvOrdtnd/twYMHkzlz5vDW\n", "YeTIkeTBBx/krZ89r98WWNpeWMtPP/1EAPDen/b2diKRSMgnn3xi97rYA6VSSSIiIohYLCahoaEk\n", "NTWV+Pn5WX2vx48fT9LT0wkhhGzdupUAIEVFRXplIiIi2OOrVCrS3t7O/u3t7c37vnYV5jyDXO9r\n", "Xl6ewbqkpCSr7/X69euJVColLS0tBttycnLY4z711FMG27/44gt2+6effmrWeR2JOW2oLbh69SoB\n", "QD766CN2vLJ8+XKrj/vaa6+RoKAgQgghv/76KwFACgoKDMqVlJSQt99+m1RUVBBCCMnKyiIASF5e\n", "ntV1+PHHHwkAcunSJVJdXU369+9P3NzcSHBwMNtfXrduncF++fn5BAD54osveI9dXl5OAJCtW7da\n", "XU+hGPs26rJv3z6T470dO3YQAKSsrMyeVe62OGJMbJEg8fvvvxOxWExiY2PJiy++SN577z2yatUq\n", "8vTTT5NevXoRiURCfv/9d4sqdP36dTJu3DijZUpLS4lIJCJLly4lWq2WEEJIYWEh6devH4mKiiJ1\n", "dXV65fv06WN2Pagg0bXYuiPM1WEQiUQkOjqaBAcHEwCkf//+duvcCG0YCSFk+/btBAApLi4mhJj+\n", "4OreK76yUqlUsEjBda9Gjhxpl/vSGWs6F4MHDyaPPfaYQ+rpSI4fP04AdPnAZtiwYeShhx6yaN/1\n", "69cTiURCamtrBZVnnkMvLy8iEomMvi+2oKsG3nzPe0hIiN67zVdOLpeT/v37877bTNsWExPDe/+W\n", "LFlCQkJC2G8pIea1V7rX4uh7aE7baGs+/fRTIhaLSXt7O2+Z0NBQmwxWuoqpU6eSO++80+gzaO7A\n", "LygoiBW4q6uriVQqJevXr9crwwjhMpmMXefm5kYAkMGDB3c7oUxX2BSLxSQkJIT3feH6vnp7exus\n", "E4vFVt/rxx57jAwePJhzGzOQBUCef/55g+2bN29mt3/wwQeCz9kVOFKUVCqVRC6XE1dXV6JQKAgA\n", "cvr0aauP+8MPPxAARKlUkuXLlxM/Pz+i0WhM7nfmzBkCgBw/ftyq8yuVSpKQkEAAkICAACKXy4lC\n", "oSAFBQXs+zZnzhwSGBhIqqur9fadP38+iYiIIK2trUbPERYWRv75z39aVU9zEPpcPPfccyQ8PFzv\n", "G9iZQ4cOEQDk4sWL9qxyt6XbChKEEPLVV18Rd3d3IhKJ9BYPDw+yceNGiyskVJDw9/c3WP/ZZ58R\n", "kUhEvvzyS731VJBwHizpCJuCryMVFBTENrSDBw+2eLAlBHM+mEuXLiVBQUFs48hXf29vb5KUlKR3\n", "r3Jzc9nOnKlFJBIZrOvTpw/x8vJy2GxDZyzt9NbV1RGxWGxUoXdm5s2bRwIDA0lNTU2XnP/GjRsE\n", "ANmyZYtF+1+6dIkAIDt37hRUvqtmvbsCrmt1d3cniYmJ7Ls9fPhwIpfLBb3XfIMZvvvHWKFcunTJ\n", "aJ2Y/Y1ZVNmqzRYKX3vh6+tLRowYYdc6rVy5kgQEBBgtM3ToUPLkk0/a9LyOJDw8nLz66quEENvM\n", "RDOzpN9//z27bvz48QYWtS4uLgQA6dWrF7uOsc6Ijo62wZXZB5VKRV5++WXi4eFBKisrObdz3UOh\n", "i7nf4aSkJLJgwQLObQcPHmSP+/LLLxtsZ6xXAJC1a9cKPmdXYMrSzZbY69tUUFBAAJD9+/eTe+65\n", "h0yZMkXQfhcvXiQAyMGDB606P9d1xcfH65UpKSkhXl5e5Nlnn2XXFRYWEqlUSt59912T55g8ebLF\n", "1vPmIrS90mq1JCoqymQ7zQg/x44ds3fVuyWOGBNbHEPi4YcfxtWrV/Huu+/iySefxJNPPol169bh\n", "2rVrWLBggaWHFURISAinvxSTCYAGHnFeHJn5gskR7e/vj/T0dPz88892Cd5kro/jiRMnMGLECDYi\n", "Pp8/b319PXJycvTuVVJSEqqrqw3KSqVSg3WEI7K+ozIM8MF3rW5ubvD39+f1Bdy3bx+0Wq1DA1o6\n", "kpUrV6KhoQErV67skjgou3btgkQiMeona4x+/fohMjIS+/btM1m2OwectQed43AMHToUQEfMDubd\n", "PnnypF6OeoakpCTOWC5cMZz47t8dd9wBsVjMxpHgu/9XrlxBcnKygU97V2Yr4msvqqurceLECbvW\n", "SaVSmfQL5+urOAPl5eUoKSnBsGHDANgm4C6TYSM+Pp5dN3XqVOzfv5/97qjVajZmga4Pu5eXFwD9\n", "+BLdDX9/f/zjH/+AVqvFJ598Ing/rjTVXJkvzLnXarUaubm5bHvCtZ3B2YNa2jq4NB/2/Db169cP\n", "rq6uOHv2LLKzs3HHHXcI2k8mkwGAVemF+a6rqqpK77rCwsKwbNkyfPjhh/j9999RWVmJd955B3K5\n", "HIsWLTJ5nsTERJw9e9bietqD8+fP4/r160bjRwAdMSQA0EwbdsRiQQLoeDj//ve/Y/369Vi/fj2e\n", "eeYZNrK0NSiVSixYsACpqano378/7rvvPoOOLNcA6+LFiwCA8ePHG2x79dVXkZaWhtjYWIwdOxYb\n", "Nmygqc66GUIae0sGY/7+/iY/7tOnT0dtbS1+//138ytuQwghyMnJQVJSkt76zoOWESNGwM/Pz2B/\n", "sViMn376ySAgX2JiokFZrnsSGhrqsAwDfHS+1vDwcBQWFiIsLMxgMMQE/po/fz5EIhEWLVrUpfnf\n", "7UVERASeeuoprF69GgMHDrR58D5T79WOHTswZswYNsimuYhEIkyYMEGQIHG70bkz/dtvv8HHx8eg\n", "nJ+fH0aMGKH3XmdmZiI6OtqgLNe7zYdcLsfQoUPx66+/ss8A17exoqLCYJB/9913s4NMXRwpHmVk\n", "ZKBfv34AOgJJJiUlcWZksXWdVCoVb0BLhuDgYKdM+wkAp0+fBgC9Aa1u2wx0BI97IngAACAASURB\n", "VLgzJ9hrfn4+XFxcEBMTw66bOnUqWlpasH//fgD6ggMzCAAAT09Pg+3dkcDAQMyfPx8ffPABWltb\n", "9bb5+/uz16ELI7boMmTIEPZeM+3BunXrBNfj4sWLaG1t5fz2Az0r7SeDs6bUBjrGNHFxcdi6dSvq\n", "6+s5A1oCHb/rxo0b2TaaESQcNZE0Z84cuLq64u6770Z8fDw++ugjLFy4kPMZ7syQIUNQUlKCiooK\n", "u9eTT0CVyWR6z8jOnTvh6enJOW7UhXkHqSBhR6wxr2hubiZ79+4lmzdvJoQQUltba9KHyBTFxcVk\n", "wIABbADLlpYWsmzZMiIWi8nnn3/Ou19bWxsZOHAgmT9/vsG2pKQk8uWXXxKNRkO0Wi3Ztm0b8fT0\n", "JPPmzeM9HnXZcDx8JlYymYxkZWWZZRasa1b8+eefEwAkIiKC16RPq9WSXr16kWeeecYu1yY0QFVh\n", "YaFR03ZTPuW65mi694DLpJGvTo40fzSGbv379u3LWdfbybQ/JSVFsBk937rO64WY29fX1xNXV1dB\n", "JpnG+OabbwggLCjU7fS7dsbcuAjmvNtcKJVK1vc9NDSUxMbGcsacMWdxlIsXw8KFC0lcXJxNYx2Y\n", "YsqUKeS+++4zWmbJkiWkV69e3SregVBWrlxJ5HI5px+7SqUiqampZNasWWYd88knnySDBg0yWN+v\n", "Xz/yxBNPEEIIOXDgAPubzZw5ky3DPNMikcior3d34Pz58wSAgftyRUUF8fX1JQEBAXrva15eHu83\n", "V6VSkaKiIuLl5UVef/11wXXYtGkTAcDr5peRkcHe53//+98G2/fs2cNuX7p0qRlX37Ox57dp7ty5\n", "BOhwuWtsbOQs8/HHHxOJRML+3dLSQubOnUuys7OtOrfQ6+IqN2LECEHnYNxLfvvtN6vqKhTm2yiV\n", "SomHhwcJDg4mEomEPb9KpSJJSUl67QwfTGDdzz77zN7V7pZ06xgSW7ZsIQEBAUQkEhFvb29CCCG/\n", "/fYbCQgIIJs2bbJZBRmSk5OJj48Pr+Dx0ksvkaSkJNLQ0CDoeC+99BIRiUS80dupIOE4mE5kW1sb\n", "CQgIMGjsJBIJkUgkghrLzgOsAQMGEJFIRBYvXky0Wq3RYFhPP/006d27t807OxqNhowdO5ZIpVI2\n", "vkNCQgLnIJ8JbFRaWmryuJZ8GE2JFI7MMCAUvgGGh4cH8fT07PLBkCMwFgels688V8R2pVLJKT4I\n", "Gbgy2QSuXLli1TXcunWLACD//e9/TZZlOsN+fn7dKpq+o7D3u23qXHK5XC8+zYgRI9gAmbqLr68v\n", "GTZsmMF6RwXBZYiOjtbL/OUIQSslJYUsXLiQd7tSqSR9+vRh2yRHxtawBQ888AAZO3Ys7/ZXXnmF\n", "hIWFmfW9HD16NGesJt2gcn/729/Y30x30mjs2LHs+qamJrOupSuYPHkyGTx4sN79WbBgAfH19SVK\n", "pdIsEZkQQh555BESFRUlKNAhIYQ8//zzpG/fvrzbv//+e/Z+rlmzxmC7rjD0yiuvCDrn7YC9JmyU\n", "SiXp1asXAUBcXFx424u1a9cST09Pq8/HdX5T12Wt2Nve3k5kMhl55513bF5/PhoaGohYLCZr1qwh\n", "arWaTJw4kXh5eZEhQ4aw37To6GhBv6G3t7dD696d6LaCxP79+4lEIiERERFk2rRpxNfXlxBCSGNj\n", "I1m3bh3x9vYme/bssWlFn3nmGSISicipU6cMtq1evZoMHTqUVFVVCT7eTz/9REQiEW+wHubmjx49\n", "mkybNk1vEdKhpphGd4AUEhJCfH19iUQiIf3799drFI8cOUI8PDwENYJcHVF/f3+jkdAZmFRLZ86c\n", "sel1rlq1igAge/bsIUqlkvj6+vJGGn7llVdIRESEoOPa6sPYXYQHPvg+ghKJxCaRyJ0BvnvAFZiU\n", "K2I7nzUJl9DX+f49/PDDZODAgTa5jvj4eDJ37lyTv8/jjz9OIiIi2I777Yaj3m1zrDGMpR1l6soE\n", "HnTkLBITcPXHH39k1+nWycfHhwAgv/76q03PGx0dzRkMkMHZrXyio6PJc889x7udyQbVOWUnH1qt\n", "lvj6+pI33njDYNvevXsJAHLgwAESFhbG3i/dQHNTpkxh1zMpD7szzDX99NNPRKVSsakFLX03mCCU\n", "hw4dElR+3LhxbHpVLrZs2cLez/fff99g+5EjR9jtL7zwgkV17sk4IhMcV3shJJiuNRi7LltYn6Wm\n", "ppK//vWvtqyyUZjsGGfPniWEdFjyy2Qyi9rmyMjI28Ja6L///a/BuHf06NHdU5CYOHEiefTRR9l8\n", "9CEhIXrbf/zxR3L33XdbVKHa2lrS3NxssP65554jIpGI5OTk6K1/6623SGpqKq9ZWnNzM2equYyM\n", "DCISiXjVLmohYX+4GuC4uDhCiH6jKLTTbG1j2draSuRyOVmxYoVZ12FspiM7O5tIpVKyZMkSdtu8\n", "efNIQkIC57EmTJhAZsyYYfX5exp8H2tn7/SbA9e1Cl0kEolgM3zd96W9vZ0EBAToPb+WolQqSUhI\n", "CJFIJEZnjOvr64mXlxdZtmyZ1ed0duz9bpvTZgq1qJo2bRqJjIzkNTm2NYwrUHl5ucE2lUpFysrK\n", "SP/+/cnUqVNtel4fHx/y9ttvc25zlNuIvaipqSEAjFq7KpVKAoB8++23go7JWEht27bNYNuNGzeI\n", "WCwm7u7uevfrxRdfZMvMnj2bXV9YWGj+RTmYsrIyIpPJiJubGwkNDSXu7u4kJSVFsIVDZzQaDYmK\n", "iiKPPPKIybJarZb4+PiQN998k7fMV199xd5PrpTSTLppAHrWRxTbY057sWzZMsGTVvbA2j4Xn9uW\n", "vXj77beJp6cnOympUqk4rf2EtM2DBg2ym1t3d6fbZtk4ceIE1q5dyxs4a+bMmWyASXN59tln8e67\n", "7xqsz8nJgaenp1505n/961/49ddfsXfvXjb40a5du7BixQq2zHfffYcHHniA83gAMGLECIvqSbEO\n", "vgCWNTU1qKys1AtOxBecRqvVYurUqWygw4kTJ1oVfMnV1RWTJk3C9u3bBZVnAirqBlrMz89n1w0a\n", "NAjjxo1DYmKi3jM5depU5ObmoqioSO94hCegpSmcOZCTUDoHukxLS8P//vc/3vU9Ea7ApsHBwYL2\n", "dXV15WyvuYIDt7W1QS6Xo7KyEnv27IFKpTIZgVoIM2bMQFlZGTQajdHMB1u3bkVjYyMWLlxo9Tmd\n", "HXu/2+ZkTjAVyZ6p67vvvgulUolVq1bZrd66HDx4EPHx8QgMDDTY5u/vj+DgYLz22mvYtWsXjh8/\n", "bpNzqtVq1NTU9Nh298yZMwDAm6EB6Hge+vXrh6ysLEHHZIKfDho0yGDb7NmzodVq0dLSordeNwCk\n", "7v8bGhoEnbMrmTlzJpqamtDa2orS0lK0tLSgtbUVYrFlseTFYjEWLFiAH374wWRgz8LCQtTU1Bj9\n", "/XpiUMvbgebmZnh4eOity8/PR3FxsUPOb22fa8iQIbhw4YLBu24vjh07hqSkJDarHgCL30GFQkGD\n", "WtoRw96oAAghkMvlvNvFYrHFkZBFIhE+/vhjzJo1i43E/PHHH+PIkSNYtWoV3N3dAQDPPfccNm/e\n", "jP/85z96L8Phw4cNUhTt378fO3fuxLRp0wAA2dnZ+PDDDzF58mSMGTPGonpSHEtGRgZmzpyJ69ev\n", "A+hIA1lYWKgXwby0tJRzX3MyREyfPh1z587FzZs3ERERYbQsk+5O9/wjR45EfX29XjmtVqv3wb/3\n", "3nshlUqRmZmJv/3tb+z6K1euoLa2lopkHDCDISZKvu7vybe+p8F1D9LS0gyi+Ht7exs8g0OHDgUh\n", "RO95BTrScLm6urLvlUKhwOXLlxEcHAx3d3fU1dVBKpVyDlrNwVQGHd3f7bPPPsPEiRPRu3dvq85J\n", "EUbntjUqKspoB9PUOxYdHY1//OMfWLVqFe677z707t1b0Htp6Tt88OBB3HvvvUbLPPjgg3jzzTfx\n", "2muv4eeffzbr+FxUVVUBAG+WDUbo6fxNcmS2Ims4ffo03N3dERsba7RcWlqaYEEiLy8P7u7u6Nu3\n", "r956vrahM7qCRHfPtMF3TUql0qC9M4f58+dj+fLl2LZtG+bNm8dbjitDSmd6UtpPZ8ec9qKlpYUd\n", "BzHMmjULkydPxpo1a+xeV2N9MSEkJiaivb0d58+fZ1MK25OjR4/ir3/9K/u3NW0zFSTsi0WChJ+f\n", "H44fP47k5GTO7fv27TOZDouPF198ET4+Ppg1axZEIhFqamoQFhaGLVu2YM6cOQCAc+fO4f3334dI\n", "JMITTzyht79IJMKCBQvYv6dMmYIVK1bgrbfewr/+9S+0tLRAKpXihRdewJIlSyyqI8V6zG0UOjeC\n", "ADBgwACDNG4ymQxxcXG4desWezxz1NtJkyZBIpFg165dePLJJ3nL8XU4Og8EgQ6hQrcTolAoMGbM\n", "GOzcuVNPkGCsdrjSblI64PtgOEMn31boXivXYHLDhg14/PHHOQeYXAPPoKAgvc5FXFwcLly4oHfO\n", "WbNm4ciRI3a/tnPnzuHYsWPYtm2b3c9F6cDaDiYXixYtwurVq3HHHXfA19cXffr0QUZGhp5FBUN5\n", "eTlmzJjBtqfGynampKQEV65cwcqVK42Wk0gkWL58OR588EFkZWXxptQTCnOvjPVzmHfz5MmTADra\n", "dWex3jp16hQGDx7MaUGlS1paGrZs2YLGxkbOdJa65OfnIy4uTm+m0hS6x9RNK9jdBQl7ERUVhXHj\n", "xmHjxo0mBYng4GA2PSsX5lhIUEHC/ggVhseMGYPIyEi9dTKZzGFpPxks/U4kJCRAJBLhzJkzdhck\n", "bt68iZKSEqSkpOitN1eEZ/Dx8WHHFhTbY5EgMWvWLMyePRtr167Vm5moqKjA1q1b8frrr2Px4sUW\n", "VWjQoEGcLhu6DB48GFqtVtDxAgMD8eqrr+LVV1+1qD4U+2FJo8A0gpWVlZyqvkKhwJ49ewzKC8XX\n", "1xdjx47F9u3bjQoS1jJt2jS88soraGhoYDtaOTk5TjODRuke8A0mzbUm0X2vuGYAuCwZzIFPgIyM\n", "jDSwjggODsbUqVMtOg/FcmzZ7sydOxdqtRpqtRqlpaUoLS3FzJkzOUUtLkszpqwpkeTQoUMAgLFj\n", "x5qs06xZszBo0CAsW7YMW7duNXpcU6hUKpP7M+/mq6++ivXr1+OPP/6ASCSy6HyO5vTp0xg1apTJ\n", "cmlpadBoNDhx4gTGjRtntGx+fr6eyy0DX9sAQM8lzZksJOxpIfPwww/j4YcfxpkzZwzaT4bTp08b\n", "tY4ATFtIUJcNxyJUGJ41a5bBOg8PDzQ3N9u1frbC09MTMTExOHv2rN3PdezYMQAwECQsFeEVCgXO\n", "nz9v20pSWCxypHn11Vchl8sxa9Ys+Pj4oLy8HDKZDCEhIXj22WcRERGBV155xdZ1pfQwTPkkG8OU\n", "77M1vtfTp0/Hvn37jJqR+vv7c9bV29ubt066TJ06FW1tbdi7dy+7zpL4ERQKwB1rgO8d6KqYI7q+\n", "p0FBQZBIJHB1dYVarUZlZSVu3ryJb775Bo888ghvfCJK98eUe46QsleuXEFycrJefJ7y8nKDcocO\n", "HUJcXJyg74ZYLMYLL7yAffv2YcCAAUaPawpGkBBiCTpu3DjU1dXhypUrZp+nK2hubkZBQYHJAS0A\n", "DBw4EHK53KTbBiGEV5AA9NsGXXdgZ44hYa/4RmPGjIFYLMbo0aN5n2EhgoSu1QN12eg+WPJ97goL\n", "CWtITExk49TYk2PHjiEyMhJhYWGc282919Rlw75YJEjI5XL88ccfePrppyGXy0EIQUtLC3x9ffH3\n", "v/8dhw8fNmm+R6EwWDpAsscHv7y8HJs2bYJarcawYcMMPvaVlZWorKzEmTNnUFxcDE9PT4SEhLDn\n", "z87OFlSnfv36YcCAAdi1axcAQKPR4OTJkzR+BKVLMSfIobnoCpDnz5/Hvn37cPToUURERLADz5qa\n", "Gs5Al5TbC5VKhRMnTrDWFXwBUA8ePGhyZl6Xzz77DEBHO27suKaorKyEWCyGj4+PybJMm26rgJr2\n", "Jjc3FxqNRpA5tUQiQWpqqklB4ubNm6irq+MMaAnotw26brh8gkR3t5AArJtwMcbcuXOh1WrR0NDA\n", "+QyXl5fj1q1bZllI0KCWzo2Hh4dTCRJDhgzB2bNnQQix63mOHTtmYB1hDT4+PlSQsCMWuWwAHaLE\n", "+++/j3Xr1qGiogJAh3uEs5gkUpwfe/g+z5gxA6dOnQIAVFdXsx/7//3vf6yfc3t7O6qqqhAfH4+D\n", "Bw+y7kOmzOU7M23aNHzzzTfQarW4ePEiGhsbqYUEpcux1L9SKMw7MXbsWPTu3RtXr17V2/788887\n", "JF4FxT7wmatLpVJOK56wsDCDslwumZ3dhkpLS3Hp0iW88cYbguplTmBVU6hUKvj6+gqKh+Dn54eY\n", "mBgcP34cc+fOFXyOruLUqVOQSCS84kFn0tLS8P7774MQwtv/y8vLAwBeCwkGf39/vUFKT4ghYUtr\n", "NCHPsJCAlgC1kHBWjh07Bk9PT733UyaTGQS37s4kJiaitrYWRUVFggJmW9LHb29vR05Ojl6GO2th\n", "LCSMtXUUy7FYkGAQiUQ2UX0pFEux1Qef72Ofl5eHtLQ0g4GTu7s7fH19La7T1KlT8c477+DkyZMo\n", "KCgAAIdEHaZQjGEPoY+hoaEBa9asQUxMDO69917OWR1r41VQup7OopZUKsWNGzewa9cuTJ06lX22\n", "JBIJGhsb4erqCl9fX4jFYkRERKC4uNhkB5uJH9EVmbJUKpVZgbuTk5OdxkLi9OnTGDhwoEEkfz5G\n", "jhyJ5cuX49KlSxgwYABnmfz8fMhkMkGZc3TFBme2kOgqTp8+DW9vb4NsJp0xx0KCChLdhxdeeAH9\n", "+/fHV199xa5LTEzkzTLXHRkyZAiAjvTCxgQJawIe5+XloampyaYWEgqFAhqNBo2NjXoCKcU2WCRI\n", "lJaW4rfffoNCocB9990HoEO1W7JkCaqrq7FgwQI8//zzNq0ohdJV1NXVoa6uzmD9jRs3rBo4paWl\n", "wcfHB7t27UJ1dTUGDBgAhUJhbXUpFJtgD0Hgk08+wfLlywF0pOOi9Ew6i1q+vr64//77MWfOHMTE\n", "xKCsrAxAx8BSJBKxWQEA/nS2QUFBes/kwYMHERsbi5CQEEF1smWgwZKSErPa6uTkZPz4449oa2vj\n", "nI12NMbExlOnTpkljKekpEAkEiErK8uoIBEfHw+x2LSXsK7YoNvpd7YYEvaA7xnu06cP+1uePn0a\n", "iYmJJu+1ORYS1GWj+9Dc3GwgFjpbzL6wsDAEBATgzJkzmDFjBm85YwGPTXHs2DFIJBKbTvIxLnq1\n", "tbVUkLADFsWQ+Pzzz7Fo0SLs3r0bQMePM336dBw6dAjFxcV48cUX2SjWFIqzwOc/n5SUJLjTaw4u\n", "Li6YNGkSMjIykJWVRd01KD2ec+fOsf8vKSmxW7wKSveAiQ8kFouxadMmtLe34/Tp02xsiLq6OkRG\n", "RmLgwIF6sYQ6xweSyWRobm7WiyR/8OBBQdk1dNE9rqurKzw8PPDjjz8K3r+8vBxpaWnIyMjA2bNn\n", "BQfFTE5ORmtrq97zb2uY+EbGYOrPFyxUrVYjNzdXUEBLBoVCgUGDBhmNI5GXl2fSXYOBWkgYR/cZ\n", "9vPzA6BvJSQkoCVgOu2nRCJhRQ1qIdF9aGlpgYeHR1dXwypEIhESExNx4sQJ3jbLnODIXBw9ehRD\n", "hgyBTCaztrosjAhdU1Njs2NS/sQiQeLnn3/G119/jU8//RQAsGXLFlRUVOCTTz5BVVUVPvnkE6xf\n", "v96mFaVQHAFXoMzMzExERUUZlLV24FReXo6cnBycO3cOJ0+exJEjRyyK+E6hOAs3b97U+7+9ItFT\n", "uh9qtVovgwID10C6c0DA48ePo7i4GC+//DIAoKysDBcvXjQroGXn4+7YsQPNzc3Yv38/b/nOdWNm\n", "7FpbW9Ha2io4KGZiYiKkUqlFbhumhAZTIoMuTP35goUWFBSgtbXV7FnFtLQ0XkFCq9Xi/PnzgmNS\n", "6Fo/9IQYErZG9xm+dOkSli1bhtWrV+PAgQMoLCzE5cuXBQkSptJ+6q6nFhLdh5aWFsHuVN2V8vJy\n", "5OfnY8+ePVZlOzKGrQNaAn8KEjSwpX2wSJAoLi7GnDlz2L+3bduGiIgIPPbYYwCAhQsXGvjbUyjO\n", "AF9kbHsMnGbMmIHLly+zfxcWFtIMA5QeTUlJid7/7RWJntI9ERIEUhfGaiI+Ph6rV6/Ghx9+iJ9/\n", "/pnNTmSuhYTuce+9917cd999WLZsmcEMMNcg/8KFCxbP2Lm7u2PIkCFmCRJChQZTIgODkBlHJiAi\n", "4+MtlLS0NJw/fx7V1dUG24qKitDU1EQtJGwM824sW7YMaWlpuPfee1kh6b333jM5wDPlsgH8aTlB\n", "LSS6D83NzQYWEk1NTXrf1u7OjBkzUFpaCo1Gw9tm8Vksh4WFmZwIrKmpQUFBAVJTU21ZbSpI2BmL\n", "BAndCNi1tbU4fPgw0tPT2aijUqmUM0o2heIsdE5FauuBk7XmaBSKs0EI0bOQ0O1AWZr6l+I8WJtS\n", "9qmnnsKdd96J6dOn45lnnoFEIkF6erpVM2tvvvkmrl+/ji+//FJvPdcgf8KECVCpVBafy9zAlkKE\n", "Blt8R9rb29ljHTlyBDExMZyWLMZIS0sDwB0XhrGcMFeQkEqlegNlGkOCG4lEgpaWFqjValYQOnv2\n", "rMnJDVNBLYE/hQoqSHQfuCwkvvzyS0RHR3dRjczDnDYrIyMDkZGRADr64K6urvDy8jKZLvTEiRMA\n", "YHMLCd0YEhTbY5Eg4evri/z8fADApk2boFarcf/997PbVSqV0/s4UShc0IEThWIZtbW1elk1dMUJ\n", "yu2BNZZmIpEIdXV1aG9vR0tLCzQajWCXCT4GDRqEuXPnYsWKFWyQYr4Oc2lpKWcgM6GCSnJyMi5c\n", "uCCoM2sPwZpPEKqsrMSYMWOQkJCAjRs3oqqqymyRJzo6Gv7+/ti7dy+7jrHwWLx4MUQiER588EFB\n", "x2UEic73mlpIcFNZWck5O27qWRFiIUFdNrofU6dOxcCBA/XWyWQytLa2QqPRdFGt7IOPjw/a29ux\n", "YMECnD9/HhkZGTh06BA2btxodL9jx47Bx8cHMTExNq2Pp6cnJBIJjSFhJywSJP7yl7/gnnvuwaxZ\n", "s/DSSy8hNjYWo0ePBgAolUo888wzSExMtGlFKZSehLWzhRSKs9FZgHAmE1OKbbDG0szSgZcpnnnm\n", "GZSWlmLQoEFISEjAxIkTOWeEQ0JCkJWVZbGgkpycDEIITp48aXFdO2PudyQjIwP+/v6QSqUIDQ1F\n", "SkoKvLy8cP78eZSWlkKtVqOystIskae8vBx33HEHGhoa8OGHH7KuJYyFR319PQghgsUjRmzQFSAA\n", "6AWno4KE9QixkKAuG92PzZs3Y8qUKXrrmHejpaWlK6pkFua0Wdu2bUNpaSn+8Y9/wN/fH5MmTcK8\n", "efPwwgsv4NatW7zxdY4ePYqUlBRBWX3MQSQSQS6XUwsJO2HRr/Xiiy9i/Pjx2L17N6Kjo7FlyxYA\n", "HaZ/oaGh2Lp1K2bNmmXTilIoPQ0a0I9yO9F5MHnz5k2TppeUnkl3sjR77rnnAHSkdy4tLUVOTg5n\n", "JzcqKgqxsbEWCyqxsbHw9vYW5LZhTqc9IyODdYdgBibvv/8+53E9PDzQ2NiIf/7zn8jNzUVmZqbB\n", "wB8wT+TRDfTZ1taG7OxsJCUl4ezZsxYdl3HH6FwvsVjMXh8VJP7E0skNaiHRc2As0nUtELszun1f\n", "Nzc3uLu74/vvvzco9/777+POO+/UC4j73nvvwcXFhRWQO8fXUalUyM7Otrm7BoOPjw8VJOyE1JKd\n", "3N3d8c033xgejMaOoFAEw8wWGssJT6H0FDpbSLS0tKC6uppNXUehGIMZeJWWluqtt8aqjM81wtPT\n", "E3FxcayIFhUVpScWW3I+sViMESNGCI4jsXjxYmRnZ8PNzQ2tra1ISUnhFKyDgoIwadIklJeX4/jx\n", "44iPj8eePXswfPhwg7I7duxAS0sLFi5cCH9/f6vjFfHdvxs3bpgdwJSBz0KCWdfU1ERjSHQiIyMD\n", "M2fOxPXr1wEYPq9cmEr7qbueWkh0bxihzlkECd2+b35+PsaNG4cdO3Zg8eLFbJmcnBxkZ2cbPMd+\n", "fn7w9fXFpUuX2HWlpaWYMmUKXFxccPXqVVRVVeGHH37AU089ZfMg2QqFgrps2Anb2rPowCVYUCgU\n", "Q7rTbCGFYi+4zO2p2wbFHBxlVSaXy/HLL7/YPPtLcnIyjh07ZrKcVqvF6tWrMX78eBw5cgRAh2Uq\n", "Xx0yMzMxdepU9OnTB+np6fj66685rY++/fZbpKWloXfv3gDs5zoYGhrKmTpUyKw9E2STT5AAqIVE\n", "ZyxxhTIn7ScVJLoHbW1tyM3NNXj+nU2QYPD398eYMWMwb948vP7663pC4wcffIDevXtj2rRpevtU\n", "Vlaivr7e4Fhnz55FdnY2aylRUFBgl6x1CoWCWkjYCbsJEi+99JK9Dk2hUCgUJ4MriCUNbEkxB1tn\n", "OzI1ILe1WJycnIxbt26ZFOK+++475ObmYuXKlRg+fDgSExPx008/cZa9fv06CgoKWL/y+fPn49Kl\n", "SwaWGFVVVdizZ49eynbAOpHH2P3btWuX2cfVHWhxBRBl1lFBghtznldGZBCJRLzWLNRlo3tx48YN\n", "DB482EDU9PHxQWxsbBfVynreeOMN1NTUYM2aNQA64tJ89913eOqppwRbWnE9o/bIWkddNuyHIJeN\n", "jRs3oq6uDs8++ywAYPz48WyKTy4IIaiqqrJNDSkUCoXi9FALCYqtsKVIYIm5u6UkJycDAI4fP847\n", "e6dWq7Fs2TJMnz4dqampAID09HSsWrWKM+VfZmYmXFxccPfddwPo6J+Fh4dj06ZNen7U27Ztg1ar\n", "NYjvZa3rIN/9s+S4ukKDMQuJpqYmaLVamwetu51gBnB81hHAny4bWq0W+x3lUgAAIABJREFUGo3G\n", "YHCYlZWF4cOHw83NzX4VpbAwQSs7twHx8fEoKCjoiirZhF69euGZZ57B6tWrMXv2bGzevBkSiQSP\n", "PvqoQVk+1z2JROKQLCMKhQJXr161+3luRwQJEn//+9/R2NiIJ598Eq6urjh06JDJfYwJFhQKhUK5\n", "veCyhqCCBKWrcWQsn/DwcISFhRkVJL744gtcu3ZNTxRJT0/H0qVL8euvv2L69Ol65TMzMzF69GjI\n", "5XIAHR3zv/71r/jss8+wdu1adrD47bffYvz48QgJCeE8r6XXber+mXNcoYIE0CFKcFlRUITBWEgY\n", "EyR0t6nVaj1BoqioCKNGjcL69evx5JNP2q+iFJbm5mYAfwax7EksWrQI7777LpKSktDS0oKAgADW\n", "faszXCJoW1sbcnJy9MrZI2sdddmwH4Lk5R9++AHff/892zgFBwdDq9UaXWwdSIRCoVAozguX+EBd\n", "NijdBUfF8klOTtYbwDNUVlbi5s2bWLFiBf7yl78gISGB3RYXF4e4uDgDt43GxkYcOHDAIA3gvHnz\n", "UFVVhd27dwPoCPp24MABA3cNW2KL+6frQ25KkKBuG9bBWEjwBbTsvE03jkRDQwNaW1uRnp6Of//7\n", "3zTGhIPgs5DoCTzyyCPQaDSs9VN5eTmvaMvlupeZmemQ+EJUkLAfggSJe+65B/fffz/798SJE03u\n", "I6QMhUKhUHo+zc3N7ACsf//+7HpqIUG5nSgvL8epU6fwxx9/sOnq8vPzkZaWhoSEBMTHx6O0tJR1\n", "j9UlPT0dO3bs0Bv87d+/H62trQaCRHx8PIYPH45NmzYB6JhUkkqlev247ogpCwldiwgqSFiHuRYS\n", "us9dVlYWBgwYgIcffhg3btzA119/bb+KUliMWUgQQpw2yyFfth5TMSB0RVBbxxfig8aQsB8WOeB9\n", "9dVXJst8+umnlhyaQqFQKD2MW7dusf8fMmQI29GlFhKU24kZM2aguLgYhBCUlpYiOzsbI0eORHZ2\n", "NkpLS1FXVwcAeP755w32TU9PR01NDQ4cOMCuy8zMRHR0tJ7Ix7BgwQJkZmbi0qVL2Lx5MyZOnAhf\n", "X1/7XZwNMMdlgwoS1iHEQqKzywYDIyTfddddeOCBB7By5Uoa+NIB8FlIaLVaSKVSQWOzno69Ld0U\n", "CgXq6uocEq/idsNuEYG4Ii9TKBQK5fZDV3iIjIxEWFgYAGohQbl94JsF5EphxzUzOGTIEPTt25d1\n", "2yCEIDMzE1OmTOGM2TVhwgSo1WoMGzYMOTk5uHDhApsSr7tiKsuGriCh695BMR8hFhJ8LhslJSUI\n", "CAiAm5sb/u///g+FhYWsNQ7Ffnh7eyM1NdVArBOLxXB1dWUtKJwNe6UftgcKhQIAd7tNsQ5BQS2/\n", "/vprs4JUEkKcLh8uhUKhUOyDrvAQHh6OiIgIFBYWoqqqCs3NzT0ySBeFYktEIhHS09OxceNGfPzx\n", "x8jPz8fNmzcN3DUYFi1aBODPQf7ly5cxc+ZMHDlyxGF1NhdqIeE4GIHBUguJ8PBwAEBCQgLS09Ox\n", "bt06LFy4kAa0tyPjxo1DdnY25zaZTObU4y5HZjuyBh8fHwBAbW0t+3+KbRAkSDzyyCNmH5g2ShQK\n", "hUIB9C0kIiIi2M4s0NG57devX1dUi0JxGHzp6ry9vQ1m2/hmBtPT07F69WocPnwY2dnZ8PT0xNix\n", "Yw3KmfLJ7m6zjgymglrSGBK2w5y0n4C+hcStW7f02vC1a9fCw8OD9vu7EA8PD6cWJByZ7cgaGAuJ\n", "mpoa9O7du4tr07MQJEjI5XKsW7cOhBDBB37uuecsrhSFQqFQeg6dLSSoIEG5HeGaBdywYQMef/xx\n", "QTODI0aMQEREBL755hvk5ubirrvuYtN69gSohYTjsCaoZUlJCYYNG8b+3atXLzvUkGIOzm4hwdBd\n", "hQgGRpCggS1tjyBBwsPDAwsWLDDrwEuWLLGoQhQKhULpWXS2kIiIiGD/pnEkKLcLfLOAQmcGVSoV\n", "2tvb8dVXX0Gr1aJv374oLy83iCbPZ43RHX2ydTFHkKAxJCxHq9WyQfkscdmIiYnB0KFD7VdBCidN\n", "TU3QaDTw9vY22NZTBInuDhUk7IegoJYXL140+8CXL182ex8KhUKh9Dx0RYfQ0FA9CwmaaYNyu8EV\n", "CV5IdPgZM2agrKyMTe937do1zJw5k7NsRkYG0tLSEBoaitDQUKSlpXVLn2xdzAlqSS0kLEdXXLDE\n", "ZePbb7/F4sWLDcoTQrB7926agcBOvP3224iNjeXc5ufnR11mHAATN6KmpqaLa9LzEOyyYS5/+ctf\n", "sHPnTrP3o1AoFErPghEkgoOD4erqauCyQaFQjGNuXAhn8cnWxZSFBI0hYRt0BQlLLCT4yM3NxZQp\n", "U/DNN99g7ty51lWSYkBLS4tByk+G/fv3O7g2tyfu7u5wdXWlFhJ2QJAgUVxcbNZBCSE4duyYRRWi\n", "UCgUSs9Bo9GwpuOMEKHrskEtJCgU++EMQgSDqaCW1ELCNuhaO1hiIcHH4MGDMWXKFLzxxht46KGH\n", "IJFIrKsoRQ+akap7oFAoqCBhBwQJEn369IFIJDIrqCU1HaJQKM5MVlYWGhoacPfdd9P2zAqUSiVr\n", "wssIEaGhoex2aiFBoZjGWeNCmAONIeEYdMUFoRYSzD61tbVoa2tDQEAA53fxtddeQ3JyMr7//nvM\n", "mTPHhrWmGLOQoDgOHx8fKkjYAUGChLu7Ox588EGzBInvv//e4kpRKBRKV3L69GmMGjUKhBBkZmZi\n", "8uTJXV0lp0XXAoKxkHB1dUVwcDCUSiUVJCgUgXBl6ejucSHMgWbZcAxCY0hwuWx8/fXXePnll9Hc\n", "3My5z4gRIzBp0iS88cYbePDBByEWCwpVRxEAtZDoHigUChpDwg4IEiQUCgW++uorsw68Z88eiypE\n", "oVAoXU1mZiYrwO7cuZMKElagKzjoumqEh4dDqVSitLQUGo2GmvdSKCZwxrgQ5kBjSDgGa1w2SkpK\n", "EBYWZtRqcNmyZRg5ciR+/PFHzJ492wY1pgDGLSSWLl2K7Oxs7N2718G1uv2gLhv2QZB0aa4YAQAb\n", "N240ex8KhULpDhw/fpz9P42HYx1cFhK6/9doNFAqlQ6vF4XirAjJyOGMMCKDq6srpysBtZCwDdYE\n", "tbx165ZeO85Famoq7rnnHnz88cdW1pSii4+PD++9b25upvGYHAR12bAPgiwkJk6caPaBt2/fjnvv\n", "vdfs/SgUCqUrIYToCRLnzp1DU1MTZDJZF9bKeeGzkND9PzPrRqFQbl+YuBBc1hGd19MYEpZjrYWE\n", "KUECAD7//HP4+flZUUtKZzZs2MC7TSaToampyYG1uX1RKBRU/LEDdnPu6kl+jRQK5fbhxo0bejP2\n", "Go0Gp0+f7sIaOTemLCQ6l6FQKLcnjNUDnyDh7u7OugpQCwnLscRCwlxBIjIykvd3pNgeDw8PKkg4\n", "COqyYR8ECRKLFi3C/fff/+dOYjEkEgnvIhaLUV5ebrdKUygUir3QtY5goG4blqNrIcEnSNDAlhQK\n", "xZQgIRKJ2DgSVJCwHKEWEp1dNgghggUJimORyWS8gUYptoUKEvZBkMvGL7/8gvr6eqjVari4uEAq\n", "lSItLc3oPtnZ2TapIIVCoTgSKkjYFsb6QS6Xw9vbm12v67JBLSQozk59fT1qa2v1nmuKcAghJgUJ\n", "Zlt9fT0VJKxAqIVEZ5eN1tZWxMbGIiYmxqxzZWRkYNasWTR9th1hXDYIIfQ+2xkfHx+aZcMOCBIk\n", "Tp48idbWVrZx8vf3x8GDB43uo5tnnkKhUJwFXfHBxcUFarWaU6SgmIaZUQNgMFCjFhKUnsSECRNw\n", "4sQJs9KjU/6kra0NGo0GgH42jc4wYgWNIWE5llpIuLu7Iycnx6xzZWdnY/bs2Thw4ADGjRtndl0p\n", "fzJw4EDMnj0by5cvN9jGxLhqaWmhqUHtjEKhQHNzMztJT7ENglw2goOD0atXL/bvFStWmNznjTfe\n", "sLxWFAqF0gW0t7ezHa5evXohNTUVAFBYWEjd0CygurqaNSPtbOZLBQlKT+Kee+4BAGi12i6uiXNi\n", "KuVn523UQsJyrAlqaS6jR49GWFgYdu7cadH+lD+pra3ltX544IEH0NjYyJsWlGI7FAoFAFC3DRsj\n", "SJBISkrS+/uxxx4zuc/WrVstqxGFQqF0EQUFBWxgqOTkZKSkpLDbqJWE+fBl2AD0XTioywbF2Rkx\n", "YgQAoKKiootr4pzoWjwYEyQY64nW1lbWooJiHtYEtTQXkUiEyZMnIzMz06L9KX/S3NzMa/3g6uoK\n", "mUxG3TUcgI+PDwAqSNgaQYKEJbNXeXl5Zu9DoVAoXYmu6JCSkqInSNA4EubDl2Gj87qSkhJq6k5x\n", "ahgr0uLi4i6uiXNiroVE530owrHUZaO+vt4iYWLKlCm4ePEirly5Yva+lD9paWmhFhDdAMZCgsaR\n", "sC2CBAmlUmk0qwbXQs2bKRSKs6ErSCQnJyM5OZn9mwoS5sOXYYOBsZpoamqisw0Up4YKEtZhiSBB\n", "40hYhqVBLZcsWaL3TRTKXXfdBVdXV2olYQWEEDQ3N1NBohtAXTbsgyBBAuh4GYKDgxEZGSloEYsF\n", "H5pCoVC6BYwgIRaLMWzYMERGRiIkJAQAcOLECeofbia6FhJc2Qd0RQrqtkFxViorK/Hoo48CAIqK\n", "irq4Ns6JriAhJKhl530owrHUQqKkpARhYWFmn8/Lywvjxo2jgoQVML8Zn8tGYWEhkpOTcebMGUdW\n", "67aEumzYB0GqwcmTJzF9+nSIxWK88MILuHDhAgoLC40uAQEB9q47hUKh2Iympibk5uYCAOLj4+Hl\n", "5QWRSMTOCNXU1ODy5ctdWUWnw5SFBA1sSekJFBcXY/v27Zg8eTIGDx7c1dVxSoRaSOiKFVSQsAxL\n", "LSRKSko423EhvPzyy3j66act2pfS4a7h4uJi1ELixIkTqKysdGCtbk/kcjkA6rJhawQJEkOHDkVG\n", "RgZ27tyJ/fv3o2/fvnj33XfR0tLCu8/EiRNtVkkKhUKxN6dOnWKDpOnGjqBxJCzHlIWE7jpqIUFx\n", "VhgxbcOGDbjrrru6uDbOidCgltRCwnossZCwVpCYMGECpk+fbtG+lA43gba2NsyaNYtzO2M5wQTl\n", "ptgPFxcXyGQyaiFhY8zyq2CEiczMTBw6dAhRUVF45513OF+Ar776ymaVpFAoFHvTOX4EA820YTnM\n", "QM3V1ZXTao5aSFB6Ardu3YJYLEZwcHBXV8VpoTEkHIclaT9bW1uhVCotctmg2A6+LBoymQwAFSQc\n", "hUKhoIKEjbEo0AMjTOzevRt//PEH+vTpg1WrVlG1mkKhOC18gkRSUhLbCaAWEubBWD2Eh4dzdqSo\n", "IEHpCZSUlCAkJARSqbSrq+K00CwbjsOStJ/19fXQarUWW0hQ7Au1kHAsPj4+1GXDxlgVeZIRJvbs\n", "2YPs7Gz06dMHK1eutFXdKBQKxWEwgoRMJkN8fDy7XqFQIDY2FgBw9uxZo65qlD9pampCdXU1AO74\n", "EQB12aD0DG7duoXw8HCUl5dj69ataG1t7eoqOR1Cg1rSGBLWY4nLRnNzM6KiothsMpagUqkwf/58\n", "nD171uJjULiRSqVwcXGhgoSDoBYStscmqTCKi4tRXFyMyspKLF26lEaip1AoTkVFRQWuX78OABg+\n", "fLjBTCdjMaFWq2kUa4HoWjxwxY8AgMDAQHaGjlpIUJwVJvvA+fPn8dBDD9FMGxZALSQchyVBLd3c\n", "3HDt2jUkJCRYfF6FQoEdO3Zg+/btFh/jduXkyZOIiYnB1atXecvIZDI0Nzc7sFa3L1SQsD1WCRLb\n", "t2/HsGHDMHPmTJw5cwb9+/fH119/bVXKz8LCQnh5eWHo0KEGy5EjR/TKFhQUYPLkyYiLi8OAAQMw\n", "Z84c3Lp1i/O4X375JYYMGYIhQ4YgPj4eq1evBiHE4npSKJSeA5+7BgMNbGk+pjJsAB3pVUNDQwFQ\n", "CwmK87JmzRq8+eab7OxxcXFxF9fI+bAkqCWNIWEZlga1tBYXFxfce++92LVrl9XHut2ora3FlStX\n", "eGNIAB39GCb9MMW++Pj4UEHCxljk8Lh9+3a8/vrr7ExhXFwc/u///g8PPfSQ0ZdFKCNGjMCBAweM\n", "likuLsbo0aOxaNEi7N69GxqNBvPmzcPYsWNx6tQpeHt7s2U/+ugjvPTSSzh8+DCGDx+O69evY+TI\n", "kVCpVFi1apXV9aVQKM4NFSRsj6kMG7rbGAu7lpYWo2nNKJTuSFxcHICOwH8ikYgKEhZALSQchyUW\n", "Err7WMOUKVOwYMECKJVKGgTWDBjLByZWBBf9+/d3VHVuexQKBa5cudLV1ehRmGXK0NkiYtCgQfju\n", "u++Ql5eHOXPm2ESMEMprr70GQghWrFgBAJBIJFizZg2uX7+O9957jy1XX1+Pf/7zn3jkkUcwfPhw\n", "AEBUVBSef/55rF27ljXTplAoty+mBImEhAR2oEwzbQhDiIVE5218Fm4UijPg5uaGkJAQKkhYgFBB\n", "gsaQsB5LsmzYKnbSpEmTIBKJsHv3bpsc73aBuf9UsO8eUJcN2yNIkOgsRAwePBg//PADzp07h9mz\n", "Z3MKEffcc4/NK8ug0Wjw008/4Y477tBrTENDQxEbG4utW7ey63755RfU19djwoQJese488472eNQ\n", "KF1FWVkZPvroI/znP/+h5qddBCGEFRkCAwPRu3dvgzIuLi4YNmwYAODq1atQqVQOraMzYo6FBNc+\n", "FIoz0qtXL5sIEllZWUhPT4dcLkdcXByeffZZ7Ny5E/X19YKPQQhBa2urxe6pWq0WSqXSIQN/aiHh\n", "OHStHYwJEmKxmI2nVFBQgHnz5ll97sDAQKSkpCAzM9PqY91OCLGQoDgOKkjYHkEuGzNnzgTQkVVj\n", "2bJluO+++0zuk5uba3GllEolFixYgIsXL6Kqqor9GDOiwrVr19DQ0IDo6GiDffv27Yvdu3dDrVbD\n", "xcWFdSvpXJb5+9y5c4LqdP36dezduxdubm5wc3ODu7s7+38PDw8EBAQgKCgI3t7eDrUU6YxKpUJW\n", "Vhays7NRWlqK5uZmNDU1sYtIJEJCQgKSkpIwfPhwDBo0iPODpFarQQjh/VjV1dXh0qVLuHjxIq5d\n", "u4bw8HCMGzcOUVFRvNevVqtx8+ZNSCQS9t4xi7lxR8rKynDmzBmcOXMGZ8+e1WsYmPO7ubkhJiYG\n", "cXFxiI2NRWxsLHx8fAB0dNSam5tRW1uLmpoa3Lp1C9evX0dhYSH7b3l5Ofv76i5BQUGIjIxEREQE\n", "+6+fnx8IIeyi1WohFovh4+Nj8AGprq7Gtm3b8O233+LAgQNsEFi1Wo2lS5eadR96Eu3t7bh06RL7\n", "u+bl5cHb2xujRo3C6NGjkZCQAIlEYrCfRqNBdXU1fH19ObcztLS0IDc3F0qlEkOGDEFkZCSAjvak\n", "qqoKQIdrBt/zm5ycjKysLAAdVhKTJ0+29pJ7NJZYSBgLbHnz5k1kZ2fj+PHjkEqlGDp0KIYNG4a+\n", "ffsKaj8IIWhsbGTf67CwMLu01YQQXLlyBfv27UNWVha8vLyQmpqK1NRUxMTECD4nIQRNTU1wc3Oj\n", "6SS7MXl5eVizZg1Wr16NgIAAqwQJjUaDjIwMrFmzBtnZ2ez6Cxcu4MKFC/jggw8glUqRmpqK2NhY\n", "qNVqtLW1obW1FW1tbXrfNOZftVoNuVyOfv36ISYmBv369UO/fv3g7++P1tZWtLS0oKWlBa2trair\n", "q0NhYSG7FBUVsRlDAgMDERUVxS6RkZHw9fWFj48Pu3h6eqKqqgpKpZJdysvL0dzcDI1GA41Gg/b2\n", "dmg0Gri7u6N///4YOHAg4uLi9AR5Y1k2dAWJo0eP4u2332b7ES4uLqirq0NlZSUqKytRVVWFyspK\n", "eHl5IS0tDaNGjcLw4cPh5uZm0e9jKwghqK+vh5eXl1Ux1yxF10LCmMsGs729vR319fXYvXs37rrr\n", "LoSFhSE0NBQDBgxASkoK4uLizLqOKVOmYN26ddBoNEa/2eZSVVWFoqIi+Pn5ITAwEDKZzGbH7moY\n", "Cwljz+7y5cvh6emJl156yVHVcgqqq6tRXV2N3r17m/28tbS0oLi4GDdv3kRtbS0aGhpQX1+PEydO\n", "oLKyEs8++yyWLFmCsLAwO9X+9sGsXs7p06dZccIUlnb0JBIJtFotHn/8cdxxxx1obW3FypUrcc89\n", "92DDhg149NFHUVFRAQCQy+UG+8vlcmi1WlRVVSE4OJi3LPM3s90UJ0+exOOPP26ynKurK4KCghAY\n", "GMj5r5eXF9ra2vSW5uZmlJeXG3zE3d3d2QEvM/gNDAwEAHbQy3Syjx8/jqysLFy8eNFkHbOzs7Fh\n", "wwa2voMGDYJUKkVtbS27MGqsTCaDQqFgOxwSiQRXrlxBWVkZ57EjIiIwbtw4jBs3DqGhocjLy0Nu\n", "bi7OnTuHgoICXj9EqVRqIFK4ubnB1dVV729CCM6fPw+lUmnyOrkIDAwEIQS1tbU284k0hYeHB/z8\n", "/ODv7w8vLy/k5ORwBog6ePCgUUFCq9Xiv//9L27evKn3XAUGBsLDwwMqlQoVFRUoLy9HeXk5Kioq\n", "0NbWxnYENRoNtFotpFIpPD094eXlBS8vL/b/nf/18PBAeXk5iouLUVRUhKKiIhQXF6OpqQne3t56\n", "i0wmYzvGTOe2tbUVMpkMgYGBCAgIYBeJRIJbt26hpKSEXYqKipCXl8dpFvr9998D6FCk09LSEBcX\n", "h7KyMty4cQPFxcUoKSlBe3s7XF1dER0djQEDBqB///7o378/GhsbcerUKZw6dQrnz5+HRqNhjxsZ\n", "GYk77rhD7wPP5a7BoBtH4qeffoKXlxfc3d3h4eEBd3d3vQ8d0/5ptVp20NDW1ga1Wg21Wg2xWAyJ\n", "RAKpVAqJRAKJRILW1lb2Y8f8297eDm9vbygUCsjlcsjlcnh6ekKlUuHWrVt6i0gkQlBQkN6iUCjQ\n", "3NyMxsZGNDY2ssKkVCqFu7u73qLRaFBTU6M3mGFyz+u2N1wL17bDhw+z94IJXMmFriCxZcsWFBUV\n", "sSnM2trakJOTg+zsbNy4cYNzf7lcjqFDhyI2NhZarZZ99phnsbKykn0ndCOQy+VyDBw4kF0GDBgA\n", "Hx8feHl5wdvbG15eXpDJZKirq0NZWRnbNpeVlaG5uRkymQwymQyenp6QyWRoaWnBoUOHsH//foO6\n", "fvzxxwAAPz8/djDZ1NSE+vp63qWhoQGEEEgkEvTq1ctgMCiTyfSeP7lcjvj4eJMDA61Wi/z8fLS3\n", "t0MikbDPolgsRktLCxoaGvQWkUik9/4GBATA29sbarWafa6YZ0uj0UAsFkMkErH/6v6f719j27Ra\n", "rYGw3tzcDLFYDBcXF/ZZYUQbZtDLLIQQyGQytm1jFkKI3nvJ9f+2tjbI5XIkJSXx9mny8/OxceNG\n", "rFixAvv27UN0dDT8/f1x+PBhtj9TUVHBPjvMwkyaMPV3cXHBkSNHcO3aNb3j+/j4oK6ujhWu29vb\n", "8ccff+CPP/4w+jvrUldXx7aDllJRUYGKigqHuKwJddkw55qYzA5ubm5ITk5GUlISpFKp3m/NiDdB\n", "QUEIDg5GcHAwgoKCIJfL9cQUc/9fU1OD69ev49q1a+y/DQ0NcHV1RXh4OCIjI9nFzc3N4B3UarUI\n", "Dw9Hr1692IWxLNN9L5qamtDe3m7wTmm1WvabUldXh9OnT7P3xZiFBACEhISwrs1VVVXYt2+fQRm5\n", "XI4RI0YgJSUFiYmJ8Pf3h6+vL3x9feHn5wcvLy89oSgmJgZvvfUWvvvuO/a7xizu7u5672BrayvU\n", "ajVcXV31Jobc3d1RWFiIo0eP4ujRo8jOzjbo/3p6erLfwujoaAwePBgJCQlISEhAREQERCIR2tvb\n", "UVJSwopw5eXl8Pb2hp+fH/z8/NjrYO410xYxbVB4eDgiIiIgl8v12oj6+npcvHgRFy9exOXLl6FW\n", "q9nvCvOvXC5n+4ZM/5CvnWluboabmxu7vbGxEUeOHIGbmxvbP8/OzoZMJkNDQwOqqqr0Fqa+uotU\n", "KmXFm8DAQPj5+UEikYAQgurqapSWlqK0tBRlZWVoamqCQqHQW7y8vNDc3Kz3zaqvr4enpyf7PAcE\n", "BOhdU3NzM27evIkbN26gtLQUEolErx/C/Lad/xaJRKipqWHFherqatTU1LB9XKa912g0qKiowLVr\n", "19ilpqaGfR6SkpKQkpKClP9n77yjorq6v/+dofcqTUAEC6ACFlCwIWJNFIgFNRb0UWOPYos1aiyx\n", "ocZeEgtYUFEiigWTGBFF7F1QFIOgIEgdQMqc9w/fub8ZpjADU0DPZ627YE7dU+695+6zS8eO8PLy\n", "AovFEliLZmRkID09ndmYrMmNdOvWrRg5ciRVSMgDIgWNGjUiaWlp5PXr11IfjRo1kmZoqfHy8iLG\n", "xsbk06dPJCEhgbBYLLJ06VKhdt9//z1hsVjk/fv3hBBCJkyYQFgsFnn16pVAu4qKCsJisUjfvn1F\n", "znfnzh0CgNy5c4cQQkh4eDgBQI+v6DA2NiZ6enqEzWYrbA5HR0diaGhIABBDQ0NSVVUl9hw4ePCg\n", "yj+TL/24cOGC2M//1atXKpevIR7W1tYSr+3x8fEql/FLOfr37y/xs+ZyuaR37951nofFYqn8vSrz\n", "CA0NFfuZbty4kejp6RETExO5ztm6dWuyf/9+UlZWRvLy8sjp06fJlClTSPPmzWv8boyNjYmDgwPx\n", "8PAgnTt3Jo6OjjLfx/T09EirVq1Iv379SJcuXUjjxo2V8r3r6elJ/A1XVVURNzc3lf8mvpTjzZs3\n", "Ej/vCxcukM6dOxMARENDQ+XyyuswNjYm9vb2RE1NTS7j6enpkZYtWxIfHx9iY2NTqzE0NDSIra0t\n", "2bFjh9D3UFJSwjzXcLlchZwDLBaLmJmZES0tLbmNqaWlRZycnIi7uzsxMzNT+feuiOOvv/6SeA59\n", "CVR/JlYEUllIqKmpifSrlgRPoygvOnbsiFu3buHJkycwNzcH8FlFLWb7AAAgAElEQVTrX53CwkKo\n", "qanB1NQUAMS25b3mWRyIY+bMmTA2NgaHw4G7uzu4XC7c3d3h6urK7MBxOByB3WneTgL/bqws8Kws\n", "SktLkZubK3U/np97586d0blzZzg7OzO7d7q6utDR0QGHw8H9+/dx584d3L59G3fu3EFycjIIITA0\n", "NBTQfgJgdkrz8/MZk8pGjRqhZcuWzOHo6Ijk5GRcuXIFCQkJKCkpEZJNTU0NLVu2ZEz7+HcxpTkI\n", "nw+smZkZPDw84OHhgbZt28LDwwPW1tZgsVgC7QoKCpCcnIznz5/j2bNneP78OVJTU6GpqclYffDe\n", "q4WFBZo2bQoHBwc0bdoUTZo0Ycz9CCGoqKhgNOPv3r1jNLy8o6ioiNmV4B1cLhd5eXmM2Whubi7K\n", "y8thbW2N4OBgDB8+HJ6enggKCsKff/6JwsJCvHjxAi1bthT5/X7pPpfNmzdnvlcPDw+4ubkhOzsb\n", "8fHxiI+Px9WrV4UsmkxNTWFnZwdLS0tkZmbixYsXjIkxP2pqamjVqhXatWsHS0tL3Lp1C4mJiQK/\n", "VV1dXYkWEg4ODnB2dsbz58/l96a/cNhsNqZOnSqxTbt27WBjYyNxJ0JPTw9eXl7w8fGBt7c3CCHM\n", "7ujdu3fFWk8AYHb4eTtljRo1QnFxMZ4+fYq0tLTavjWxaGtro0uXLujZsyd69OgBDofD7OAlJiaK\n", "jT/CZrOZ3TPeoa+vz+yu8nZ5JBEbG8u4L4ni48ePuHTpUp3eH4CvLmX2hQsXsHHjRpF1mZmZMDEx\n", "kVv8k169emH27Nno3bu3gPthYGAgAgMDAXx2X/r48SM0NTWZg2dFKM4NoLy8HGlpaXj58iVevHiB\n", "oqIiZheS54aqq6vLWOOYmZkJ7dZ++vQJb968wevXr/H+/XtmbcDbrSwuLoapqSljWcD7q6+vL2QR\n", "VlBQgOfPn+Pp06d49uwZnj59iszMTEyfPl3i58NmsxmL0JKSEmaNwNtR19fXZ3acebvPGRkZSEhI\n", "YCxLUlNT5fJd1QYNDQ00adIEtra2yM3NRXp6ulTntiJwd3eXGN8HAPr06YMmTZrAxcUFcXFxcHd3\n", "Z9ZAd+/exc2bN5GYmIh3794pSWrRaGhooG3btmjdujUKCwsFrEU/fvwodM3i/XblBYfDkcpCWRI8\n", "t+b58+dj8uTJAnU8yxDg83VcWndzWSCEyPTMIQ2fPn1S2fnGZrNhb28PR0dHGBoa4u7duzK501la\n", "WjLPBU2aNIGJiQlzj05PT8fixYtx9OhRdOjQQYHvQvkcPXoUR48eFShTxjWKRaRYWXz69ElpPneF\n", "hYXQ1NQUiiQ7a9YsbNmyBbdu3YKHhwdMTU3h6+vLmOHxaN26NVgsFhPD4sSJEwgODkZUVJSAu8nt\n", "27fh5eWF9evXY/bs2UJy3L17F+3bt8edO3eYYHaywOVykZ+fL2A+n52dzfgEV19INGrUiDERNDIy\n", "YhYCJSUlyMjIYB6AP378KGTqynvY6tChQ60C3pSXlzOLBElUVlbi06dPEs0peSbW//77LwoKCuDq\n", "6go3Nzc4OzvXOjowIYSZu7KyUuDzaUgQQpi0hvzyr1q1CosXLwYAhIeHY+TIkSL729vbIz09HXp6\n", "etiwYQOj+OKZold3DzI3N2dcCfgXghUVFSguLgaHwxH4W72Mw+HA1NQUTZo0QZMmTWBvb48mTZrA\n", "0NBQyLyc97vmLWy1tbWhqakJDoeDDx8+ICcnhznKy8thY2ODxo0bo3HjxrCxsYGNjU2N1xhCCFJS\n", "UpCRkQEbGxvY2dkJ/Rarqqrw33//ISUlBSkpKdDU1ES7du0EsmTwqKiowIMHD5CQkIDnz5/j22+/\n", "xTfffCNRhjdv3uDkyZMoLCxEWVkZSktLmb88k2r+SyqLxYKmpiY0NDSY811dXR1cLlfIrJf3MMF7\n", "ENXX14e6ujpjZltQUIDCwkIUFxfDzMyM+dx4/rxsNpu53vCOgoICAbcCPT096OjooKqqivEd58mv\n", "pqYm4A9uZGQEAwMDxpy/usKt+nVIVJmuri4Tt0USRUVFuHHjBsrLy1FZWYmKigpUVlaCy+XC1dUV\n", "bdq0kRhH4cOHD3jz5o2Qi5empibjaiYKDofDPAzxzKirHwYGBrC0tISVlRVzjdbT0xNpKt2+fXt4\n", "e3uL/S0TQvDq1StkZmYKKR90dHQkXtd4ionXr1/j3bt3Ar+/mJgYZoH66NEjtG7dWuQYDx48gIeH\n", "BwDA1dUVnTt3Zn6LXC4X2trazG+Pd1RVVSE3N1fgHC4oKIC2trbA70pXV5cx9xXl5lO9TNo2bDab\n", "UajzlOva2trMfYH3W6moqACLxYK6urrAAXy+j/Jf4zgcDthstsB9uPp5qqmpiR07doDD4aBJkyZi\n", "lVfDhw/HkydPmDWHr68vOnbsyHymhBCYm5vDysqKOSwtLaGlpcXIzTsMDQ0lujdR5MO7d++QnJzM\n", "uMvwX5vz8/MZt1memxaHwxG4h/L/X/21qP91dXXRtGlTODo6onHjxkLXo+LiYqSnp+Pt27eoqqoS\n", "OgcJIcwa8L///mNcFXlj858f6urqQu50LBZLyM3SyMgIHTt2rDGGBAD89ddf8Pf3x4sXL9CsWTOh\n", "ep58N2/eRGpqqoBZfV5eHoqKimBoaAgzMzOYm5szCiPg85qf/ygtLRVaH/Nca0pLSwUOExMTdOrU\n", "Cd7e3mjbtq3YNeanT5+QnJyMR48eMS7Ejx49QmlpKZo0aQIHBwfmsLKyQnFxMbOZ9PHjR+Tl5TH3\n", "M97nrKOjg4qKCmZ9zjs4HA7Mzc0FNu1atmwJPT09IZfMgoICgQ2rpKQkZuOP51In7vfLcxFwcnKC\n", "n58fCgoKcP36deTl5cHLy4tRxvFcT3R0dISurZ8+fWKu7bz1ZE5ODvT09GBtbS1w6OnpMesQ3lFc\n", "XAxdXV0BBbq+vj4KCgqENu1KSkoY9ySeCzrvPfCvRfjva/xHVVUVjI2Nmbg1vL/a2trMecb7a2Rk\n", "BEdHR9jb2wv9vt+9e4ekpCTcvHkT9+7dY9ym+Nejtra2cHBwkBiD5OHDh3B3d0diYqKAO++XSl2f\n", "iaVCYbYXtWTMmDFk9erVQuVdunQh+vr6pLS0lBBCSEhICDE1NSWfPn1i2mRmZhI1NTWyYsUKpqyo\n", "qIgYGhqSKVOmCIz366+/EnV1dfL69WuRcijDPIVCIYSQixcvMqZfM2bMENkmPT2dadOjRw8lS0ih\n", "UOozixYtYq4P58+fF9vu7NmzTDtRLo8UQRwdHQkAYmZmJrZN165dGZN2ACQsLIxcunRJyE2UQmmo\n", "REdHE2NjY8LhcOQ25rlz54i5uTkpLi6W25iqhsvlMs8otcHX15e5jkga582bN0y7oUOHMuWzZs0i\n", "Li4utZ5fkXC5XFWLIFfS0tIIAHLx4kVVi6IUlPFMrPzwvjXAYrGwc+dOvHjxginbuXMnEhISsHTp\n", "UkYDunz5crDZbCxduhTAZ23inDlz4OjoiFmzZjF99fX1sWbNGhw4cIAJfvT69Wts3rwZoaGhcHBw\n", "UN6bo1BEwG/udevWLZFt+COu+/j4KFwmCoXScOA3u64pU4moPhTR8AIoSkovmZGRIRBo0cDAAIGB\n", "gYiOjla4fBSKMggICEBeXp5cs1aYmZkhJycHKSkpchtT1bBYrFpbAgOCAUarBz7fsGED48YhLkuK\n", "rq6uQODm+kRDtGqWBM/yk6Yqlx/1LpfY7NmzYWxsjMGDBzNRVW1sbHD48GEMHz6caWdvb4+rV69i\n", "9uzZcHFxAZfLRbt27XDlyhWhlFFTpkyBjo4OQkJCwGKxUFFRgdDQUJoah1IvMDU1hZOTE1JTU3Hv\n", "3j1UVlYKmafz0k0CgLe3t7JFpFAo9Rj+TCWSFkj8ygqqkKgZnksYz2RYlAn1H3/8gQsXLuDixYsA\n", "Pisx6pL6k0L5GuDFynr+/Dnatm2rYmnqB/zKhepZ4B4/foyXL18CEFRI8Csxxo4dW6PbKaXuZGdn\n", "M/F8QkNDsW/fPkRHR8PCwkLFkjVs6p1ConXr1ti0aZNUbV1cXBAbGytV27Fjx2Ls2LF1EY1CURie\n", "np5ITU1FWVkZnjx5And3d4F6fguJTp06KVs8CoVSj+FXLkhSSPDXiQo+TBGEP0YNh8MRmWq8e/fu\n", "TIpbXh+qkKBQJGNsbAwrKys8e/ZM1aLUGyRZSPDijwGCygp+JYaTkxOcnJwULCUlMDCQWZMXFBTg\n", "xo0bCAoKQkJCgoola9jUO5cNCuVrxNPTk/m/uttGWVkZ427UsmVLJhgUhUKhALVTSPB29Cni4be2\n", "lOS2wV9HLSQoXxpEQVl1aNYqQfgVEtUtJEpLSxmFhDgLCYriyc3NFRng+PXr13LPUPK1QRUSFEo9\n", "QJJC4s6dO8zNicaPUB6JiYnYv3+/Unwyx4wZgy1btih8HsqXibm5ObMwlSaGhLq6Oo4fP06tJGqA\n", "30KCF/1eFPx11EKC8qXh5OSEDRs2yH1cFxcXqpDgg9/aQZSFBC+LnjgLCQqlIUMVEhRKPaBt27ZM\n", "7vjqCgkaP0L5VFZW4vvvv8e4ceNgb2+P5cuXIycnRyFzpaen49ChQ/jpp5/w5s0bhcxB+bJhsVhM\n", "HAlpYkjY2tqioKAAJ06cUIp8DZWaLCT++ecfzJkzR0AhwbOQ4KVjplAaMrxU2gYGBnIf29nZGe/e\n", "vWNSZn/tSHLZkMZC4uHDh5g8ebJE5SmlbpiZmYlMhtC0aVNqvVxHqEKCQqkH6Ovrw8XFBQDw6NEj\n", "lJWVMXU0w4byiYqKwqtXr3DixAkEBwdj7dq1ePjwoULmOn78OLS0tGBsbIwjR44oZA7Klw/PbSMv\n", "L0/kw3NhYSEKCwsBfF489erVC3v27FGqjA2N6jEkqnPt2jVEREQIWJro6enB3d0d48ePF7iOUygN\n", "kaysLFRVVQkEzpUXkydPRnZ2NrMZ87UjKailuBgS/AqJt2/fYteuXcx1nqIYoqOj4ePjA2tra1hb\n", "W8PHxwenT59WtVgNnnoX1JJC+Vrx9PTEkydPUFlZifv376NTp04ghDAWEkZGRozSgqI4CCH49ddf\n", "4e/vj8GDB2Pw4MFYsWIFTExMBNqVlJTIJQ1aZGQk+vXrhx07dsDKyqrO41G+Tqqn/mzRooVAPb8r\n", "R+PGjREQEIApU6YgJycH5ubmSpOzIVGTy0ZGRgZsbGyEXDaaNGmCvXv3KkVGCkVRPH36FPv27QMA\n", "2NjYyH186m4giCQLiYiICGhpaQnVVU/7CdCAxYrGwsICCQkJTMwIahkhH6hakkKpJ/DHkbh9+zYA\n", "IC0tDVlZWQCAjh070p0EJbFhwwasWbOGeW1qaiqQR/u///6Dra0tFi5ciIKCglrPk52djfv37yM4\n", "OBjW1tZfXK5uivKorpCoDr8rh62tLQIDA5Genk6VERKoyWUjIyMDjRs3FgpqSaE0dH755Re0atUK\n", "e/fuxahRo9CqVStVi/TFI8lCokWLFmjSpAkA8S4bvBgTVCGhHMzMzKgyQo5QCwkKpZ4gKrAldddQ\n", "PiwWCz179pTYxtjYGJMnT8amTZuwZ88eLFmyBL6+vmCz2bC1tRWyphCHhYUF3r9/LxdLC4rqIITg\n", "+fPnsLe3F9hVVyb8JtWi4khUV0ioq6tDXZ0uASRRk8tGRkYGvLy8GAUym81mdjEplIbM4MGD4eHh\n", "gV69ejGuAoqCEEKV8ZBsIcGPuKCWvHUEjV1DaYjQ7VYKpZ7g5ubG3Fx4Cgka0LJ+YmhoiFWrVuHF\n", "ixcICgpCaGgoPDw84ObmhjNnzsg0lqmpqcCC78OHD5g0aZLCgmhS5E9ERARcXV1haGgopMzicrnI\n", "zs4Gh8NRWPo8oObUn48fPxbZliIeaV02eMoKfX195sHq2bNnuHfvnnIEpVDqCCFE4Prk4uKCAQMG\n", "KFwZMW/ePPj7+yt0joaCpLSf/IizkKAuG5SGDFVIUCj1BC0tLbi7uwMAnj9/jqKiIgELCWoapnhk\n", "db9o3Lgx9u7di7S0NCQlJSExMRH9+/dn6jMyMnD58mWZxiSE4NixY1i8eLFM/SiqIT8/H3PmzMHA\n", "gQOxZ88eDBo0SKA+NzcXlpaW0NfXh5qaGvT19TFw4EC5R5avSSHx4MED5n9+a4qSkhLExMTIVZYv\n", "BUkuGxUVFcjOzhZw2eBXYCxduhTz5s1TjqAUSh158OABmjVrhhcvXih1XkNDQ4Fr09eMpLSfISEh\n", "uHTpEoCaLSSoQoLSEKEKCUq9IzU1FWFhYVi3bp1CdxTrIx06dADw+aH0hx9+wN27dwF8diNQ9kLh\n", "ayMlJQVWVlb4999/Ze5rZ2cHT09PdOzYEY0aNWLKV65cieHDh4uMep2ZmSnyodTCwgLLly/Hnj17\n", "GvQOa2ZmJjZt2oRPnz6pWhSFsnTpUnA4HOzYsQP/+9//MGXKFIF6AwMDREdH4/Dhw9i1axdmzZqF\n", "mJgYnDt3Tq5y1BRD4tWrVyLbxsbGYuDAgQIWFJTPSLKQIITgxIkT6NmzJ1PH397e3h7//fefcgSl\n", "UOpITEwMcnJymDgFysLZ2Rm5ubnUIhDiXTYIIQgPD8fr16+F6vj7mJqa4tChQ8zGFoXSkKAKCYrK\n", "4XK5uHnzJhYuXIhWrVqhWbNmWLBgAebPn4/IyEhVi6dU+ONIHD16lPk/JCQEw4YNA/A5L/iqVasa\n", "7AMEl8vF/PnzFZZGs7Zs2LABRkZG6Nixo9zGXLRoEYqLi7Fx40ahuj59+mDatGki+02ZMgUuLi6Y\n", "Pn16g8zRHhkZidatWyM0NBRRUVGqFkdhPHjwANu3b8eyZcvEpsXT1tZGQEAARowYgYkTJ+KXX35B\n", "ly5dsHbtWrnKYmVlBTU1NQCiLSR4wXHV1dVhYWHBlA8cOBAWFhY0BagIJFlIaGpqYvDgwXBwcBBw\n", "2eDBU0h8bUp1SsPk7Nmz6NOnj8ADrjJwdnYG8Nkq9GtHXFDLyspKcLncGtN+amlpYdSoUdQlj9Ig\n", "oQoJisq5efMmOnXqhN27d6NDhw6IiopCbm4uzp8/j8GDB6taPKXCr5Dgp1u3bsz/FRUVOHbsGEaM\n", "GNFg8tzfvHkTu3btAiEEHA4HcXFx8PPzqzemmpmZmTh48CBmzZolV59ZW1tbTJ8+HRs3bkR2djZT\n", "/vTpUzx+/Bh9+/YV2U9DQwPbt29HQkJCg3pQzMvLw4gRIzBs2DD4+/sjKCgIlZWVqhZLYTRu3BgL\n", "Fy7Ejz/+KFO/7du3IyIiQq6yqKmpMWljRSkkeL9rGxsbgWw9mpqaGDduHMLDw6mpbzVqCmoJfL4e\n", "83Ysq1tIlJWV0Z1fSr3n/fv3SEpKwoABA5Q+d/PmzcFms6lCAuItJHhBKnlZNMSl/aRQGjJUIUFR\n", "OV5eXrh69SqysrJw8OBBfPfdd9DX10ffvn1ligKfmZmpQCmVg4uLi8iMC/wBLbW1tXH48GEkJydj\n", "wYIFyhSvVuTm5mLo0KE4ePAgKisrYWBggMuXL8PBwQF+fn64f/++qkXE5s2boa2tjUmTJsl97J9+\n", "+gnq6upYuXIlUxYZGQlDQ0P06dNHbD9fX19MmDAB8+bNQ3p6utzlkjc5OTlo06YNzp8/j8OHDyMy\n", "MhKnTp3C6NGjVS2awjA3N8cvv/wi86LQzc0NDg4OcpeHtzOWlZUlsGgtKyvDx48fBdrwM378eOTn\n", "5+OHH36gD9B81BTUEoDYlJ/29vYAQN02KPWec+fOgc1mo1+/fkqfW0tLC46Ojnj27JnS565viLOQ\n", "4G088ZTK4lw2KJSGDFVIUFSOmpoaunbtWqPygX/37uXLl1ixYgVjDnvx4kU4OTkxQX8aKurq6mjX\n", "rp1AmampKVq0aCFQ5ubmhrVr12Lz5s24ePGiMkWUCS6Xi9GjR6O4uBiRkZHMDdfU1BRxcXFwdHSE\n", "n58fEytD2bx58wZDhgzB5s2bMWnSJBgZGcl9DlNTU8yfPx+7du3Cq1evQAhBZGQkAgMDa0wRuH79\n", "egQHB9erXZDnz58jKioKmzZtQm5uLlNubm6O0NBQPHr0CCNGjKBp3FQAv7Lh3bt3zP/8ylpRCgkn\n", "Jyfs3bsXZ8+eRfPmzZGcnKxYQRsIklw2Tp8+jR07dgiUV7eQAKhCglL/iYmJgbe3N8zNzVUyv4uL\n", "Cz58+KCSuesT0lpIiAtqCQAPHz7E9OnTUVVVpUhRKRS5QxUSlAbBli1b4OXlhYKCApw/fx6enp6I\n", "iIhAXl4eAKBHjx7o2bMnAgMDZQ5KmJWVxeweKppnz54hPz9fYpvqbhve3t4iH+5mzJiB3r17IyQk\n", "pN7ezNetW4fY2FhEREQwC3QeJiYmiIuLQ/PmzeHv74/Y2Fily2dsbIy3b99i1apVWLZsmcLm+fHH\n", "H9GoUSOcPXsWDx8+RHJyMoKDg2vsZ2RkhL179zKm+KqirKwM4eHh8PHxgYuLCwYPHoxFixYhLS1N\n", "oF1oaGi99F+tqqrCrVu3sGrVKvj5+SE+Pl7qvuvXr8fly5cFFKJ3796VW2yAp0+fymUcQHymDf7/\n", "xX0/48ePR0pKCubOnYvmzZvLTaaGjCQLiaioKBw9elSgnL+9ubk5hg4dClNTU8ULSgEA/P333wKK\n", "OErNEEJQWFiIgIAAlclw+vRpHDp0SGXz1xfEpf2UxUIiJycH27Zto0plSoODKiQoDYI+ffrg7du3\n", "6NixI7755ht07twZSUlJzGJPU1MTJ0+eROfOnfHNN98IpMsUBSEE8fHxCA4OhpWVlVLMyouKitCp\n", "UyfMnDlTYrvqCgkfHx+R7dhsNg4cOICKigqxwRFVyb///otFixZh4cKFYk1BjY2NcenSJfj5+Qks\n", "5hVBZWUl1q9fz+w2AJ8f+G/cuIG5c+cyuw+KQFdXF48fP8aMGTMQGRkJExMThedej4+Px88//yxz\n", "KtPqHD58GLa2thg9ejT09PQQFRWFnJwccDgctG/fvsb+ZWVl2LlzJ1JSUuokR204fvw4goODYWFh\n", "AS8vL6xduxZOTk5iz6nqFBQUYOPGjejVqxdMTEzQo0cPzJs3D56ennIJuHv27Fm0atUKjx49qvNY\n", "gGA6T34lxPjx40W2qU6jRo2wcOFCgRgTXzOSYkhkZGQIpPwEBC0qWCwWIiMj0b17d8ULSkFubi78\n", "/f3h6OiI2bNnC8Ts4efFixeYM2cOevbsWePmgDjKy8tx8eJFgYfGhgqLxcLff/+NOXPmqEwGXjDe\n", "rx1xaT9tbGwQExODVq1aAZBsIdG+fXuwWCzcunVLwdJSKPKFrjooDQJnZ2ecOnUKGRkZWLx4Mc6c\n", "OQNjY2OBNtra2oiOjka7du3Qr18/JCYmCo3D4XCwd+9eeHh4oFu3brh//z7mzp1b5wBz0gSXDA8P\n", "R2FhIY4dOybWT7usrAxubm4CZfzxI6pjbW2N8PBwhIaGyiawgikpKcGIESPQrVs3LF++XGJbIyMj\n", "nDx5UmjhLs9giOXl5Rg+fDgWLlwo8nehDExMTAAAbdq0wcKFC2vl+3nnzp0a22RnZyMkJATdunXD\n", "L7/8gjZt2uDvv/+WavyqqiohayE7OzuMHj0aycnJiIuLw3fffQczMzOpXTLYbDYWL16MP/74Q6r2\n", "8iIqKgrBwcF4/fo1pk6divj4eOTm5mLv3r1SL4CNjIzw7t07PH78GOvXr4eRkRH27NkDNzc3DBo0\n", "qM4y9unTB/b29lizZk2dxwJEW0h8+PBBIGWwLBYsmZmZmDRpktiHuy8dDQ0N5jyVRiGhaKUqRTzJ\n", "yckghGDEiBHYt28fHB0dsWDBAgGF7MWLF9GiRQvs378f169fx4YNG2Sep7i4GAMGDMCIESNkinFV\n", "36EudqLhBeKWJy9evEBAQABj4ctDnMuGgYEBvv32W2YDTpKFhJGREVq2bImkpCS5ykyhKBxCEcmd\n", "O3cIAHLnzh1Vi0Lho7KyssY2hYWFpGPHjkTUz9vFxYWwWCwycOBAcunSJVJVVVVnmR49ekRMTU3J\n", "vXv3xLbhcrnExcWF+Pn5ES0tLbJ27VqR7Q4dOkQMDAyIkZERAUDU1NRIUVFRnWVUBbGxsSQrK6tW\n", "fV++fEns7OzIuXPn6ixHaWkpGTBgANHU1CTR0dF1Hk9V/PvvvwQAiYmJkdjuhx9+IKampmTv3r3k\n", "9evXpEePHgQA2bRpk8j2ubm55MiRI2TkyJHE3NycDB06VO6yT548mTRu3Fiq81depKWlkV9++YVw\n", "uVyxbaqqqsi+ffsYufLz88ncuXNJaWmp2D6VlZWkoqJCbnJu27aNsNls8uLFizqPdfXqVQKAACCz\n", "Zs0ihBASExPDlAEgCQkJUo+Xk5NDtLS0yLp16+osW0PFxMSEACDNmjVjyrhcLtHT0yMbN24ksbGx\n", "zGf7888/q07Qr5z379+T/fv3k5KSEpKbm0sWLFhA7OzsSH5+PtOmtLSUhIeHk9LSUjJ//nyip6dH\n", "3r9/L/UcWVlZpEOHDsTAwICcP39eoC47O5s4OzsLlVOkRx7rMXlx584dYmdnR7S0tAgAEhISIhf5\n", "YmNjiZGREWnRogV5+fKlQN25c+eYa8mKFSvEjjFt2jSm3a1bt4TqR48eTTw9PessK4XCQxnPxFQh\n", "IQaqkGjYFBYWksjISKHyY8eOkVevXsl1roqKCtK0aVOJD3K5ubmkT58+5MqVKyQsLIz8/fffItsN\n", "HTqUeHp6kvnz5zM3QVkpLy+XuU994/3796Rv377EwMBA6KYtCxwOh/Tq1Ytoa2uTCxcuyFFC5cPl\n", "cknfvn1J48aNycaNG8nWrVvJ7t27yalTpwTaffjwgXz48IF5XVVVRTZv3kwePnzIlBUUFJCVK1cS\n", "Hx8fwmazCQDi4eFBFi5cSBITE+Uu+/Xr1wkAcvnyZbmPXRcSExOJmpoaGTlyJPnw4QPx9PQkxsbG\n", "5PHjx0qToaSkhFhaWpIJEybUeaxXr14xC9UhQ4YQQghZvHgxs6gGQN68eSPTmN9//z1p1qyZRMXO\n", "l4ydnR0BQKytrZmy/Px8AoAcO3aMnDhxgvls169fL9A3J8GSingAACAASURBVCeHXLt2TdkiU/4/\n", "ku6FHz9+JEZGRmT69OlSjZWamkqaNWtGLC0tyd27d4Xq37x5Q7p160bMzc1JdnZ2rWVWJpmZmeTp\n", "06f14tx2d3cny5cvl7r9kydPSEpKisLkyczMJIsXLyZbt24lq1evJiwWi0ybNq3WnxWXyyUrV64k\n", "LBaLfPvttwKKMh5xcXHMtWTx4sVix5o4cSLT7v79+0L1W7duJRoaGqSsrKxWslIo1aEKCRVCFRJf\n", "H6WlpeTkyZM1tuNyuWTmzJlk//79TNmuXbsIi8Uiz58/r/X85eXlxNDQkLkpZ2VlyXzzy8rKIq6u\n", "ruTPP/+stRy1paqqSuLOsqwUFBQQJycn0qFDB/Lp0yeZ+xcWFpJu3boRPT09sQqghsabN2+Ii4sL\n", "MTAwYB4y3d3dZR6npKSEWFhYkKCgILJ3717y9u1bBUj7f3C5XNKsWTMyZswYhc5TGyIjI4mamhox\n", "NDQkZmZmIh82FM3atWuJhoZGnb+HsrIyZqHq7e1NCCHE39+fGBsbEwCExWLJrLDkWeZ8KeeQrDg7\n", "OxMAxNDQkCl78uQJAUCuXr1K9u/fz3zmO3bsEOjLq5PndZEiP7Zv3y70nYni7t27xNLSkjRr1oyk\n", "pqaKbff+/XtiZmZGgoOD5SmmwlixYgUxNDSs1f1V3nTr1o0MGzZMqra5ubnEwsKCucbJi0uXLpHi\n", "4mKRdbt37yYAyJIlS8T2v3PnDhk9ejT566+/BMoLCgrId999RwCQpUuXClhaVFRUkLy8PELI/11r\n", "AZD58+czbe7fv0/mzp1LSkpKCCGEhISEMO2ePn0qJMfNmzcJAJKUlCT9m6dQJKCMZ2IaQ4JC+f/E\n", "xcVh8ODBEiPwE0Lw448/YvPmzQJxI0JCQmBlZYW1a9fWev5r166hsLAQ3377LQDAwsJCZr9OMzMz\n", "uLi4IDg4GNeuXUNKSgqmTZsmEPSSEIK//vqr1nKKY968eejTp4/c0k0ZGhri2LFjePDgAX766SeZ\n", "+2dnZ+P9+/e4dOkSevToIReZVI29vT2ePn2KwsJClJWVgcvlShVXojo6OjrIzMzEqVOnMH78eImB\n", "DuUBi8XCqFGjEBUVJZCtQt5kZWXJ/NseOnQojhw5AicnJ/zzzz9o27atgqQTz6RJk6CmpoYjR47U\n", "aRwtLS00atQIwOcYElwuF0lJScw5aWlpKXMK2a5du8LZ2Rl79uypk2wNFV5ciOLiYiazioWFBfbs\n", "2QNXV1exQS2B/0v9mZ6eriRpKbIwZcoUTJ48ucZ2Z8+ehZ2dHRISEuDo6Ci2naWlJX777TdERkYi\n", "OjpanqIqhJiYGPTt27dW8YzkjbOzM54/fy5V29DQUGRnZyMxMVFuWVXS09PRu3dvsd/bxIkT8euv\n", "v4qME1NcXIzQ0FB4enri2rVrQmugjRs3Ii4uDqdPn8by5csFggZ7e3tj0aJFAMQHtXzy5AnWr1/P\n", "XH8kBbUEAHd3d8TExKBly5bSvHUKpX6gMFVHA4daSHx9VFVVkTZt2pBevXqJrK+srCRTpkwhAMju\n", "3buF6jdu3EjU1dVJWlpareYPDQ0lNjY2dTafLC0tJb6+vkRbW5sAII0aNSKrVq1i6v/55x8CgOza\n", "tUvsGFVVVSQyMlLq9/Lbb78RAOS3336rk+yi2LRpEwFAzpw5I3Nfefr6U+pGamoqASDSlUoecLlc\n", "EhAQQCwtLQmHw1HIHIokJiaGZGRk1Hmctm3bEgBEXV2dvHz5kujo6BAWi0UAkA4dOtRqzLCwMKKp\n", "qdlgTNHlSffu3ZndSFGWDmvXrmXqo6KiBOrS09MJAJVYrH1NVFVVkVmzZok0X5cHXC6X2Z2Wpu23\n", "335LrKysyMePHxUijzzIzMwkAMihQ4dULQoh5PM1RkdHp8Y4DSUlJaRTp05k/fr1RE1NTeI6Rtb5\n", "tbS0SEFBgUz9oqOjiZ2dHdHR0SFr164VaYF28+ZNsa6nCxcuJEZGRoTD4ZDbt28z15KpU6cybX7/\n", "/XcCgPlshgwZUmsXPAqlNlCXDRVCFRJfJ5GRkQSAkB99bm4u6d27N2Gz2WTPnj0i+xYVFREzMzOB\n", "G0lJSQmZNm2ayAf7uXPnCpj/NW/eXC5+5IR89nGeMGEC+eOPP0QuoqdPn07U1dXJlStXhOrev39P\n", "evfuTQAQPT09smnTJrHBCD98+EBmzJhBWCwWmT17tlxkrw6XyyUDBgyocfy0tDQSHx+vEBko8iEp\n", "KUlhgcsiIiIIAKGYGl8bAwYMYBarmZmZAnElAgICajVmTk4O0dPT+yo/2/79+zOfH39sFh5Llixh\n", "6qvHqeFyucTS0lKiP3hDpLKysl7FKkpLSyMASGxsbK3HqP5+6rIx8PbtW2JoaChWQc/lcsmjR49U\n", "6uO/d+9ewmazSU5Ojspk4IcXHFaaTZDKykrC5XKJn58f6du3r1zm79Spk0zXRy6XS4YPH04AkP79\n", "+9c6NtnLly8JAHLw4EHy4MED5loyceJEps22bduIpqYm8zowMFDgGk+hKBrqskGhKJlBgwbB2dkZ\n", "K1euZMo4HA68vLxw584dXLp0CRMmTBDZV19fH5s3b8aAAQOYsmPHjmH79u0i85UTQrBt2zaUlJSg\n", "pKREbqkEATDpCceOHQttbW2h+rCwMHTv3h2DBg3C69evBeoeP36MR48e4fTp0xg7dixCQ0Ph7e2N\n", "Bw8eMG0qKiqwdu1aODk5Yf/+/Vi9ejXWrVsnF9mrw2KxcPLkSZEp2ggh+O+//5hUjKGhoYxZI6X+\n", "4enpKWCuKg9KSkrw119/Yfr06RgxYgSCgoLkOn5Do3rqz6ysLJF1smBmZobMzMyv4rPlcDjYsmUL\n", "k/6W3w2jqKhIZHse1V02WCwWPD09cevWLQVJqxrmz5+PLl26qFoMhpSUFABAixYtatU/NTUVTk5O\n", "SEpKAiEEixYtwrRp02p9L2ncuDEePHgg4CoJfL5fnTt3Dp6enmjTpg06depUq/HlQUxMDHx8fGBm\n", "ZqYyGfhxcXEBAKncNtTU1MBisbB161YcPHiwznOnp6cjMTERQ4YMkboPi8VC165dcfz4cZw9exZN\n", "mzat1dxOTk7o2bMn9u3bJzbtZ1lZmcA6TlLaTwqloUIVEhQKH2pqali4cCHOnj2Le/fuAfjsQzx/\n", "/nzcvn0bPXv2lNh/5MiR6NOnD4DPi4+tW7eiX79+aNasmVDbyZMnIz8/H8eOHYOuri5OnjzJ9FU0\n", "6urqOH78OIyNjREQEIDi4mKmrmfPnnj58iUCAwOxdetWJCQkoKSkBHPmzGHaqKmpITo6GqNHj0Zq\n", "aip++uknuT9o8lP9pjt37lx06tQJRkZGaNKkCX744QcEBgYiLi6O5lP/iti5cyeMjY3h7+8PMzMz\n", "/Pbbb6oWqc6Qz5aLte7PHw/k7du3ePv2LfO6tgoJ4HNMly+ZjIwMLFu2DPb29pg9ezauXr0KAAI+\n", "48OHD0d6ejoiIiJw9uxZABC4doryL+cpJL4URWlZWRl+//13JCUlITU1VdXiAPiskNDQ0ECTJk1q\n", "1d/BwQGGhoaYP38+xo8fj9WrV8PR0bFO9xIHBwemPyEEFy9eRKdOnfDtt99CR0cHUVFRQkr83Nxc\n", "xMTEID8/v9bzSsP9+/dx4cIFBAQEKHQeWbC3t4eJiYmAApWfT58+CZW5urrCwsKiznOfPHkSWlpa\n", "AptJ0jB58mQMGTKkzmuO8ePHIz4+Hv/99x9Txr+JVVpaCh0dHZF14hQS+fn5GDZsGBITE+skG4Wi\n", "LKhCgkKpxvDhw+Hk5IQ//viDKZswYQIcHBxkGufGjRu4d+8epk+fLrLe0dER/fr1w/bt21WyWDU1\n", "NcWZM2eQlpaGsLAwgTpdXV3mf29vb9y9excRERFMGZvNRnx8PLZu3coE0VMmRUVFaNGiBRYtWoSY\n", "mBikpaXh4MGDMDIyUrosFNnhcrlyGcfb2xubNm3Cw4cPkZycXG92+2pLamoqnJ2dBayRZOHVq1eI\n", "iopiXmdkZCAjI4N5XReFxJfI8+fPMXXqVLi4uMDW1hbr1q3DyJEjkZqaisDAQACCSobXr1+jTZs2\n", "mD17NhP8TpKFBPBZwfvdd9+htLRUwe9GOURHRyM/Px8aGhr4888/VS0OACA5ORnNmjWDurp6rfqr\n", "qalh1apVuHLlCg4dOoTw8HDMnj1bbvJNmzYNffv2hZqaGuLi4nD16lV899136NWrl0C7M2fOYODA\n", "gTAzM0OHDh0wZ84cnD17FgUFBXKTBfj8IL9s2TIhCw5VwmazkZOTg9GjRwvVlZWVoX379ti5c6dC\n", "5j5+/Dj69u2rMqVrYGAgTE1NcerUKaZMWgsJcUGKDQwMEBsbi3///VcBElMo8qd2V28K5QtGXV0d\n", "ly9fhp2dXZ3GCQsLQ7NmzdC7d2+xbaZOnYpvvvkGN2/eVIn5pqurKyIjI2vMTKCpqQlLS0uBstou\n", "/uTBrl27VDY3pW5s27YNmzdvxsuXL2Xq9+nTJyxYsACLFi1iFA8eHh7w8PBQhJgqwd7eHrm5uTh6\n", "9KhM74sQgpUrV2LVqlUCi+q3b98KRHyvazYVQgiuX78OFxcXmJqa1mksRXH58mWMHTsWWlpa0NbW\n", "hoaGBggh4HK56N+/P3799VembUFBAeLi4uDn54fly5fD399f6H3xKxn27t2LyMhIHDlyhNmN51dI\n", "iLKQ6Ny5Mzp37izvt6ky9u/fj86dO2PUqFFo3769qsUB8NlCorbuGjwGDhyIRYsWwdfXF/7+/nKS\n", "7DMjR47EgAED0KdPH4m76SEhIejWrRuuXLmCK1euIDIyEhs3boSxsTEuXrwILy8vucijqamJBQsW\n", "yGUseVLdyrKiogJFRUVYu3YtUlJS0LVrV5H9eFZltbXSnDdvHszNzWvVVx5oa2tjxYoV0NLSwu7d\n", "uwEIWkEMHDgQrq6uzGtpFBJqampo3749kpKSFCQ1hSJfqEKCQhGBrNYQ1QkPD0dUVBQ2btwo8SbZ\n", "t29fAEBwcDDS0tJU4m7Qr18/9OvXT+nzUr5OrK2tkZqainfv3sHa2lqqPoQQjBs3DlFRURg2bFiD\n", "t4QQh4aGBgYPHoxjx47h119/lfp6sGrVKixduhQLFizAkCFD0K5dOwDCCom6Wkh8/PgRfn5+WLNm\n", "DUJDQ+s0Fo+SkhKkp6fXOkVdQUGBgGWUra0txo4di0+fPqGsrAwVFRVgs9lgsViMnzoPLy8vJv6A\n", "OPiVDGw2G4cPH8aUKVOYB4SaXDa+NBYvXgxCCLp166ZqURhSUlIwePDgOo3BYrEEYkfJE29vb6ll\n", "cHJygpOTE/73v/+BEIJXr15h/vz5MDAwqJMM1c+T+syyZcuwZs0agQfvZcuWoXXr1kJtc3Jy0KFD\n", "B2zbto1JmS4r9SE2ztSpU/Hx40cmRhn/e/fy8hJQRvGUFWw2G2pqamLH9PLywtGjRxUkcc1kZmYi\n", "Li4OcXFxcHNzw7x581QmC6X+QxUSFIoC8Pf3R0hICMaPHy+xHZvNxsGDBxEbG0tjH1C+CngLq1u3\n", "bmHgwIFS9VmxYgWOHDmCY8eOyW2XsL4yfPhw7N69Gzdu3ICPj0+N7WNiYrBkyRIsX74cS5cuFXhA\n", "lreFhJmZGQYNGoTdu3dj1qxZtb5mXb16FZcuXcKVK1eQlJQEJycnPHv2TOZxzp07h5EjR+LUqVPo\n", "0aMHAMDZ2RkrVqyQqr808vMrGXifLb/FQ00WEl8a4napVcmWLVtgb2+vajHkDk9BcfLkyTqNk5KS\n", "Al9fX8Ylqb7Tq1cvmJubw8DAAPr6+jA3Nxf7uzMzM4OWlhZOnz5da4VEfUFcUMvq8OpqCmjp6emJ\n", "devWyaT8ryt3797FoUOHEBcXh6dPnwIAfH19sW3bNqXMT2m40BgSFIoCsLa2xv79+6XySRw9ejSO\n", "HTumBKkoFNVja2sLS0tLqU1JDx8+jGXLlmHlypUIDg5WsHSqp2vXrrCxsZF6Z8vNzQ0LFizA4sWL\n", "AXx2MeDthPLHkDA1NRWIDVNbpkyZgpSUFCxfvrxW/Xfu3Inu3btj9+7dsLa2xqZNm3DixAmZxiCE\n", "YMOGDRgwYAC6deuGDh061EoWaeB32eBXPlQv09bWFrtbmZOTg2PHjgkohyjyY8CAAXB3d1e1GEqj\n", "srJS6rapqano2bMnjI2NJbqP1ic6d+6MadOmYcyYMRg0aBC6d+8u1tKUxWIhKCgIZ86cEfm5pKam\n", "YufOnQ0iqCy/+4WoIJ48eBYS4tw1ePAr/5VBfn4+evTogZMnT6JTp044evQosrOz8c8//8DY2Fgp\n", "MlAaLlQhQaFQKBSlIUsqxGvXrmHcuHEYM2YMFi5cqATpVA+bzUZwcDCOHz8u1YNHkyZNsHr1aoEF\n", "O8814+3bt4xCoq7WETy6dOmC1atXY/ny5dizZ49MfePj4zFjxgxMmzYN2dnZOHHiBKZOnSpgih0T\n", "EyNRQVteXo5x48Zh7ty5mD9/Pk6fPl1nc3ZJiLKQ4IdXJiqgJY9Hjx5h+PDhUqU0rK+IeqB79OgR\n", "Bg0ahJKSEoXNm5SUhDVr1ihs/IbGq1ev0KpVK1y7dq3Gtrdu3YK3tzd0dXVx+fJluWSkqI8EBQUh\n", "JycHCQkJAuXFxcUIDAxEWFiYSGXinj17MGnSpHqjrOBXMNy4cQM//vgj7t69i+joaCarDyC9hYSd\n", "nR0sLCyUFkeipKQEAwcOxO3bt/H7779j2LBhKgl6TmmYUIUEhUKhUJSKp6cnbt++LXEh+OnTJ4wd\n", "Oxbe3t7Ys2fPV+XSNHz4cFhbWyMzM7NW/XkKibKyMmbxKs8MGz/99BOmTZuGyZMny5RpoXHjxhg/\n", "fjzCwsLEfp+nT5/GhAkT8Pr1a6G6goIC9OvXD0eOHMGhQ4ewZs0ahaYbBqS3kJDkrtG+fXuwWCyl\n", "7VQqgokTJ2LGjBkCZdra2jh16hTi4uIUNu+jR4+wePFihafCbChYWlrCxsYGffv2xb59+8QqLc+e\n", "PQtfX180a9YMCQkJsLGxUbKkysPT0xM2NjY4ffo0U8blcjFmzBikpaXhzz//FDiPeVlL9u/fj/fv\n", "39ebewt/TAgzMzMcP34c7du3x6BBg7B//36mHc9CoiaFBIvFwpUrV5SmzLexsUF4eDisrKxE1r9/\n", "/77eZOah1D+oQoJCoVAoSsXLywtaWlrIzs4W20ZLSwvPnj3DuXPnalx4fWl4enri/v37Yv3if/75\n", "Z1y9elVsf1HWEPJUSLBYLGzevBmjR4+Gjo6O1P0cHR2xc+dOiabGmzdvhpmZGUJCQoTSw548eRJ3\n", "795FXFwcRo0aVWv5ZYFf0SBKIcGzkJCkkDA0NETLli0brEKiqKgIR44cEdrtbN68OVxcXJgUqIqg\n", "R48e4HK5iI+PF1n/+++/48CBAwqbv76hp6eHc+fOISgoCBMmTIC7uzvOnDkjoNx9/fo1goKC0KdP\n", "H/z1118qzSChDNhsNgIDA3H69Gnmc1i1ahVOnTqFiIgIgQwVZ86cQbNmzRAREYHExEQMGTJEVWKL\n", "hHevs7S0RHp6OmJjYzFixAiBwJs8JXNNLhsA4OLiIhdXPXnAs5r48OGDqkWh1EOoQoJCoVAoSqVP\n", "nz7IzMwUSiVbHXV19a8iUKA05OTk4MCBAxg4cCBWrFiBx48fi20rSvkgT4UE8Dmt3P79++Xul25o\n", "aIgDBw4gPj4emzZtEqgbN24cnj17ptQMD5JcNgghjLuCJJcNAFK7KdVHTpw4gdLSUowZM0aoLjAw\n", "EDExMTLFNZAGQgi+++47PH/+HHZ2drhy5YrIdgcOHFCohUZ9RFdXF+Hh4bh9+zasrKwQEBCAHj16\n", "MA+qTZs2xYULF3DixAmZFIYNmUGDBqFx48bIzc3FmTNnsHTpUixbtgwBAQEC7bp27Qo3NzeMGjUK\n", "WlpaGDBggIokFg1PIVFeXg51dXX069cP4eHhAsFIpXXZkAQhRG7nrLQuL5MmTQKLxcLOnTvlMq+0\n", "FBcXIyIiQiCVKqX+QRUSFAqFQlEq9cVEtr5TVVWFzZs3w9fXF5aWlhg3bhxyc3Oxe/duTJ48WWw/\n", "UcoHecWQkMSdO3fw33//CVg27Nu3D9evX5dpHF9fX8yaNQsLFy4UULywWCyx5sCKQpLLRmlpKbMY\n", "r0lx5unpiQcPHkiMnl9f2b9/P/z9/UVa7AQEBCA3N1em77i8vBwnT56U+IDw7NkzxgTf19cX//zz\n", "j8h2ycnJaNGihdRzf0m0b98ely9fxvnz5+Hr6yvwgNqzZ0+JKSG/NPz8/HD9+nWoq6tjzJgxCAwM\n", "xJIlS4TamZiY4MKFCwgNDcWcOXOkCjyuTHhWD5LODWmDWori2bNnWLx4MZycnBAeHl47Iauxbt06\n", "DB06tEbFBM/ybfv27SgrK5PL3NKwdOlSjBo1Cr169aLWGfUYqpCgUCgUSr0iPz9foYHyGgpqamo4\n", "dOgQ9PT0sGvXLmRmZiIhIQETJ06UqNRRhoWEKAYMGIAmTZpAV1cXrq6u+OabbzBp0qRa+Q2vWrUK\n", "9vb26NOnj0qDzkly2eC3mJBGIVFeXo5Hjx7JV0AFk5KSgmvXrmHs2LEi6z09PWFtbS2T20ZycjKG\n", "DBmCM2fOiG1z9uxZ6Orqws/PDz169MD9+/eRl5cn0CYvLw8fPnxAy5YtpZ77S4PFYqFv375YtmyZ\n", "qkWpFxgbGyMqKgqHDh0SG19GQ0MDGzduxMqVK5UsXc3wW0iIQ1YLif/973/o168f2rdvD1dXV2zf\n", "vh09e/aEh4dHneUtLi7G+vXrYW5uLtVGw8yZM/HhwwccPny4znNLw6dPn3Dq1CmMGDECz549YxTD\n", "lPoHVUhQKBQKRSXk5+eLTIW4detWNG3aVCiGwNfIrVu3cO7cOUyYMEFq6wBFx5AQx5UrV3Du3Dms\n", "X78evXr1AgD88MMPWL16tcxjaWtr4+zZs5gzZ45KfweSXDb4FRQ1uWx4eHhgzpw5TErWhsKBAwdg\n", "bGyMwMBAkfVsNhsDBw4Ua8EgijZt2sDHxwe7du0S2yYmJga9evWCtrY2fH19QQgRipvy4sULAPhq\n", "LSQoovHz81No5h1FoigLib///htNmzbFqVOn8P79e+zduxdt27atm7D4nMa5sLAQP/30k1TtW7Ro\n", "gQEDBiAsLEwpimYtLS08efIE+/btw61bt2BqagofHx/ExMQofG6KbKirWgAKhUKhfH0kJSWhY8eO\n", "ePDgAdzc3ATqzp8/jy5duig8g0JDoDZm16py2WjRooVcHw5btmyp8t1vSS4bslhIaGtrY/369fIV\n", "TgmYm5tjxIgREmMRrFq1SuYHwEmTJmH06NF48eIFmjdvLlDHcwHhpZVt2rQpoqOjhWKHpKSkAIBQ\n", "fwqloVKThURVVRWjoJXWQmLnzp3YsmVLjUpTWSkpKcH69esxduxYsQGYRTF79mx0794dN27cgI+P\n", "j1R94uPjcerUKYkZmsTBuzbb29vj2rVrmDx5co3xqyjKh672KBQKhaJ0WrVqBTabLZQj/ePHj7h5\n", "8yb69eunIskaPiYmJgIPkHp6eg1uZ76+oKOjwyyA62Ih0VAJDQ1FWFiYxDZmZmZSPRw9ePAAPj4+\n", "ePv2LQYPHgxTU1Ps3r1bqF1sbCy4XC769+/PlAUEBMDExESgXXJyMmxsbBrsbjiFUp2aLCT4y6VV\n", "SGhqaoq9Pt24cQNdunQRmUGoJnbt2oW8vDwsWLBApn5du3ZlrgXi4HK5+PjxI/M6PT0dmzdvxqpV\n", "q2SWkx9dXV0cPHgQXl5eTBkhBAEBAZgxYwZ+++036tKhIqhCgkKhUChKR09PD66urkKZBy5dugQu\n", "l4u+ffuqSLKGD4vFErCSsLW1pYFEawmLxWJ22Kov2vlfKyIbTHl5OQoLC+U+rqxoaWnJZZxt27Yh\n", "PT0dVlZW0NHRQUhICPbv3y8U4C4xMZGJTSGJYcOGSXT7oFAaGjVZSPCX1yaoZXWsra1x48YNHDx4\n", "UKZ+HA4H69atw5gxY+Dg4CBTXxaLJWAVWVFRIaBo4XA4GDJkCHr16sW4dI4YMQIrVqzAkiVLcOTI\n", "kRrn+Oeff7Br1y6p3P141/G//voL8+bNQ7t27TB//nylBt6kUIUEhUKhUFSEl5eXkIXE+fPn4ebm\n", "ppSYB18y1RUSlNojTiEhi8sG8Dkrx44dO5CcnCzVvCdPnoSNjY1SI8NXVlZi69attUqR9+HDByau\n", "Q3U+fvyIw4cPY9KkSVBX/+wtPHHiRHz8+BFRUVECbbdt24aLFy/WOF+rVq3qXdpGCqUuyKKQqEva\n", "Tx4ODg4YMmQIwsLCRMZzEoeamhoGDBiAhQsX1lmG8+fPo1GjRvj+++8RERGBbt264eLFi/j5558F\n", "XBYXL16MMWPGYOzYsYiPjxc7HpfLxaxZsxARESGVIl5fXx9//vknnjx5guLiYqxevRqbN29Ghw4d\n", "cO/evTq/P4p0UIUEhUKhUFSCp6cnHj16hNLSUgCfFxIXLlyg7hpygD9mhDLiR3zJ8JQNdXXZUFdX\n", "x+zZsxEbGyvVvLt27YKnpycaNWokg7S1hxCCH374AaGhobh7967M/ceOHYt+/foJmFrz2L9/P6qq\n", "qjBhwgSmrGXLlrh06RIGDx4s0JbFYgm5ZwDAggUL6mVmBApFXvCsHgghIhUE/IpCeVhIAMCcOXOQ\n", "mpoqUzYkbW1t7N27F46OjnWev3Xr1pg5cyaePHmCUaNG4cOHD0hISMDAgQMF2rFYLOzZswc+Pj4I\n", "DAxkYshU5/Dhw3jw4AHWrVsns2Wguro65s+fj9u3b0NbWxtFRUW1fl8U2aAKCQqFQqGoBC8vL1RV\n", "VTG7EIWFhfD390dAQICKJWv4UAsJ+cFTNtTVQkJDQwMeHh5CbkqiePr0KeLj4zFp0iQZpZWNCxcu\n", "4MSJE7h9+zYWLFiAP/74A3/88Qc6duwo81i//fYb8vPzMXToUIEHp6qqKuzYsQNDhw6FhYWFQJ9e\n", "vXpJ7RKSnZ2N48ePyywXhdJQ4Ld6EGUlIW8LCQDoyzjgdQAAIABJREFU0KEDunfvjg0bNshlPFlx\n", "dHTEsmXLcP/+faSnp+Pp06dwd3cX2VZTUxOnTp1Co0aN8PvvvwvVl5WVYfHixQgKCpI6YKYo2rRp\n", "g6SkJKFAuhTFQRUSFAqFQlEJbdq0Qdu2bZkHO2NjYxw+fBje3t4qlqzhwx/13M7OToWSNHx4yoay\n", "sjKBXcvaBLX09PSUSiGxZ88eNGrUCEFBQeByuTh//nyt3Cj4KSoqwps3bwTKtm3bhqFDh8LT0xNr\n", "167Fhg0bMGrUqFqN7+joiKioKPz777+YNWsWU37hwgW8evUKU6dOldifEIL379+Lrff19cWjR4/w\n", "4cMHPHz4EHPnzqU7mJQvCn6rB1HnuyIsJIDPVhI3btzA9evXxba5efMmtmzZotB0nba2tjVeS01M\n", "THDt2jX8+uuvAuXjxo1Dly5dkJGRgTVr1tRZFprlS7nQT5tCoVAoKkFDQwN3795F7969VS3KF8fg\n", "wYPRvHlztGjRQsgkniIb4lJ/1iaopaenJ16+fIm8vDyxbUpLS3Hw4EGMHTsWmpqaePbsGfr374+T\n", "J0+K7RMXF4eMjAyx9WlpafDx8UFwcLDAA0VMTAxyc3Nx+/ZtJCYmYvbs2VK9D3F0794dO3bswPbt\n", "27Fz504AQEFBAb755huJVhclJSW4d+8erK2tcfXqVZFtfH19AQBXr17F9evXsWnTJmhra9dJXgql\n", "PiGLhYQ0ARulpX///ujfvz8KCgpE1qenpyMgIADHjx9HZWWl3OatLebm5kLuGM2aNYOVlRVWr14t\n", "13TRlZWVWLBgARITE+U2JkUYdVULQKFQKBQKRb40atSICZ5IM2zUDX5lA4fDgaGhIQDZXTaAzwoJ\n", "ALhz5w78/f1Ftjl+/Djy8/OZeAutWrWCv78/wsLCMGzYMKHv8+XLlxg0aBBGjhyJHTt2MOVcLhds\n", "NhvXrl1DUFAQDA0NERkZKdCfxWLB1NQUpqamUskvDRMmTMDjx48xffp0tGrVCiNGjMCIESPEti8q\n", "KkLTpk1hbW0NXV1dgZR8/NjZ2cHJyQlXrlyBhoYGHB0d5bpLTKGoGn6FhCgLiaysLOb/P//8Ez4+\n", "PoiOjhZyhZIVNpuNc+fOCZTdu3cPWlpa0NTUxODBg6GlpYXTp0/X23NOHgE2RaGuro7t27fDzMwM\n", "nTp1UsgcFGohQaFQKJR6wK1bt3DmzBmFmoN+bbBYLKqMkAP8ygZ+JURtXDZatGgBQ0ND3LhxQ2wb\n", "Z2dnrFixAs2aNWPKQkNDcfv2bSQkJAi0LS8vx7Bhw2BpaYm1a9cKyOnq6oqJEyfCz88PrVq1QlJS\n", "ElxdXaWSs65s3LgRP/30E1q3bl1jWwMDA3Tq1AmPHz9Gr169JFo99OjRA//88w9SUlLQokULeYpM\n", "oagc/od9URYSP/74I/N/SUkJbty4gaCgIIXI4uPjg1atWqF58+ZITU1FTExMnRUfDRVbW1ukp6er\n", "WowvGmohQaFQKBSVQQjBmzdvsGTJEmRmZgpF1qZQVI04l43aWEiw2WwsX74cw4YNE9umY8eOQu4N\n", "ffr0gYuLC8LCwtClSxemfMGCBXj48CFu3LgBAwMDpry8vBz+/v7Yt28fxo4di61bt8otCJ40qKur\n", "y5QRY/LkyTh37hy+/fZbie18fX1x4MABZGVl1TrWBYVSX5HkspGbm4vMzEyhPq9fv0Zubi7MzMzk\n", "KsuNGzfA4XBQUlICJycnuWTUaKjY2dlRhYSCqfcWErt372Zu4BQKhUL5siCEwM3NDRcvXqTpPin1\n", "kuouG6L+l9ZCAgBmzpwJKysrmWRgs9mYOXMmoqOjkZqaCgA4d+4cwsLCsHbtWrRv316gvampKbZt\n", "24bCwkLs3r1bqcqI2tCvXz8cOHAA33//vcR2QUFByMrKQl5enlz9xCmU+kBNQS2ViYeHBzp37oxe\n", "vXp91coIgCoklEG9tpDIy8vDokWLAAj7wLLZbJFpYbKyssDhcAQCszg4OIjMaR0SEiJg/kShUCgU\n", "5cJms5lo1v3791exNBSKMNK4bEhrIVEXRo0ahYULF2Lnzp2YNWsWQkJC8M0332DmzJli+9R3RQQP\n", "NpuNMWPG1NhOV1cX6enpqKqqoi4blC8OSRYSZmZmsLCwQG5urkB506ZN5W4dQRHE1tZWKMYGRb7U\n", "a4XEkiVL0LVrV/z5559CdSwWi8ldz8/AgQMF0p1JakuhUCgU1ePr68sE6KJQ6hvydNmozqVLl7B7\n", "924cO3YMx44dw6VLl3DgwAGoqakJtdXR0UFsbCxcXV1RVVWFoUOHYtmyZV9dnBArKyucOHECbdu2\n", "VbUoFIpcqclCYtGiRRg5ciTzun379jh9+rRSZPuasbOzQ1ZWFsrLyxuMkrehUW8VEg8fPsSpU6dw\n", "/vx5kQqJ8PBwobL09HScP38e9+/fV4aIFAqFQpEDERERePfuXb2N3k35uqnJZUNNTQ1aWlq1GltT\n", "UxMxMTGYMmUKHjx4ADMzM5HKCB78GSi2b99eqzkbOkZGRjSVLeWLpKa0n7q6ugKvDx069NUGmlQm\n", "fn5+iIiIoEG3FUi9VUjMmDEDv/zyC4yMjETWi0ohtW/fPnh7e6NVq1aKFo9CoVAockJfXx/NmzdX\n", "tRgUikj4LSREuWzo6enV2krB19cXu3fvxrhx4wCA7nZSKF8xNSkkqltNlJSUKFwmyme3mKZNm6pa\n", "jC+aehnUMjIyEsXFxfjf//4ndZ+qqir8/vvvmDx5ssj6BQsWwMfHB87OzujevTv27NlDNV0UCuX/\n", "sXfeYVFdW///zjAw9DYwMCBNYgEsKCiCGqOisSQGkqjxpmnUJDeaxPgk15Sbe9Wrb8yb8iZGU40t\n", "JpZoJDaMJVXERlARLEEQGzIwCgJK378/+J1zZ5hemMb6PE+eyJ59zllzzplz9l77u9YiCILQiTaF\n", "BOecMDd/xIwZM7Bo0SIkJSXprTJBEITzoi9ko6OT4u7du51uE0FYA7tzSNy5cwcLFizAJ598YtR2\n", "u3btQlNTk0YZX1BQEHr27IlDhw7h7NmzmDdvHubPn29QAiWCIAiCILou+pJaGlNhQxv/+te/cOLE\n", "CYhEditcJQiik9GnkOjYRgoJwlmwO4fEO++8g+HDhyM1NdWo7b744gvMnDlTYwzy8ePHMWPGDAiF\n", "QggEAmRmZuKFF17Ahg0bcPToUUuZThAEQRCEk6EvqaU1KmwQBOH86FNIdGwjhYT1WLduHbZu3Wpr\n", "M5wWu3LFl5aW4vPPP8epU6fUPtMVXlFWVoYDBw7g008/NfhYQ4YMAQAcPnwYKSkpWvvNmzcP/v7+\n", "Km3Tpk3DtGnTDD4WQRAEQRCOiaaQjebmZn5yYAmFBEEQBCkk7JdNmzZBLBY7fULdjRs3YuPGjSpt\n", "1dXVnX5cu3JIHDx4EF5eXpg4cSLfxv34Pv/8c2RlZaF3795qJ+qrr77CmDFjEB0drbbPhoYGNDU1\n", "wdfXV6Wdy2Ld1tam06aPPvoIAwcONOXrEARBEATh4GgK2VBWSpBCgiAIS0AKCfslIiICeXl5tjaj\n", "09G06P7nn38iKSmpU49rVyEbs2bNwqVLl5Cfn8//t2fPHgDA3//+d+Tn56s5I1paWrBmzRqtySw3\n", "bdqEyZMnq7WfOHECADBo0CALfwuCIAiCIJwFTSEbyrkkyCFBEIQlIIWE/RIREYErV67Y2gynxa4c\n", "EprgQjW0hWzs2LEDIpFIRVXRkZ9//hk7d+7k/87NzcWKFSswYcIE3HvvvZY1mCAIgiAIp0GfQoJC\n", "NgiCsATGOiRIIWE9IiIiUFlZiYaGBlub4pTYrUPi1q1biImJwfDhwyEQCPDRRx8hJiYGX3/9tUq/\n", "L7/8Es8995zWGuATJ07E4sWLsXTpUvTr1w89e/bEzJkzMX/+fKr3TRAEQRCETjTlkCCFBEEQlsbY\n", "kA1SSFiPbt26AQCuXbtmY0ucE7vKIaFMQEAASktL9fbbu3evzs+Dg4Pxxhtv4I033rCUaQRBEARB\n", "dBFcXV3h5uaGpqYm3iFBCgmCICwNKSTsl4iICADAlStXEBsba2NrnA+7VUgQBEEQBEHYA5wKgpJa\n", "EgTRWZBCwn6JjIzEihUryBnRSditQoIgCIIgCMIe8Pb2xq1btyhkgyCITsMYhYSLiwspJKyIh4cH\n", "5syZY2sznBZSSBAEQRAEQeiAczpQyAZBEJ2FPoeEskIiICCAFBKE00AOCYIgCIIgCB1wToe6ujow\n", "xkghQRCExdEXsqHspJBIJKSQIJwGckgQBEEQBEHogHM6tLW1obGxkRQSBEFYHGNCNoKCgkghYWVy\n", "cnLw2Wef2doMp4QcEgRBEARBEDpQVkHU1dVRUkuCICyOMUktg4KCSCFhZX799Ve8/fbbtjbDKSGH\n", "BEEQBEEQhA6UVRD19fUUskEQhMUxRiHh4+NDCgkrExERAYVCQee9EyCHBEEQBEEQhA6UnQ719fVq\n", "IRsKhQIKhcIWphEE4SQYo5Dw8vIihYSViYiIAABcu3bNxpY4H+SQIAiCIAiC0IGukI0ZM2agb9++\n", "6Nu3L9LS0iCXy21hIkEQDo4xCglvb29aqbcy3bp1AwBcuXLFxpY4HyJbG0AQBEEQBGHP6ArZyM/P\n", "5/9dXl6OzMxM5OTkWNU+giAcH2PKfpJCwvqQQ6LzIIUEQRAEQRCEDnSFbHSktLSUwjcIgjAaY8p+\n", "kkLC+nh4eCAoKIgcEp0AKSQIgiAIgiB0oKyQqKurU1FIEARBWAJjQjZIIWEbli5dij59+tjaDKeD\n", "HBIEQRAEQRA60KaQEAgEYIyp9I2JiYFEIrGqfQRBOD6GJrUUCoXw9PRES0sLmpubVbYjOpdnn33W\n", "1iY4JRSyQRAEQRAEoQNtSS0DAgKQlpYGobB9OJWYmIjt27fbxEaCIBwbQxUSLi4u8PDwAABSSRBO\n", "ATkkCIIgCIIgdKAtqaWPjw927tyJtrY2AMCCBQsglUptYiNBEI6NoQoJFxcXeHp6AgDlkSCcAnJI\n", "EARBEARB6EBbyIa3tzfOnj0LoD1849y5czaxjyAIx0cgEEAkao+m16WQEIlEpJCwEZcvX8bHH39M\n", "593CkEOCIAiCIAhCB8oOidraWt4h4eXlhaKiIgiFQqSkpPDOCYIgCFPgwjZ0lf0UiUSkkLARpaWl\n", "mDdvHsrKymxtilNBDgmCIAiCIAgdKIdsVFVVqbQXFRUhNjYWiYmJ5JAgCMIsuLANTSEbjY2NfB9S\n", "SNiGiIgIAMDVq1dtbIlzQQ4JgiAIgiAIHSgrJCoqKlTaz549i/j4eMTFxeHChQtobW21hYkEQTgB\n", "uhQSXJubmxspJGxEeHg4AODKlSs2tsS5IIcEQRAEQRCEDpQVEh0dEkVFRbxDorGxEaWlpbYwkSAI\n", "J0CXQoJrc3NzI4WEjRCLxZBKpeSQsDDkkCAcHoVCAYVCYWszCIIgCCdFm0LCzc0NV65cQXx8PHr3\n", "7g0AFLZBEITJGKKQEIvFpJCwIREREeSQsDDkkCAcFrlcjrS0NPTt2xd9+/ZFWloa5HK5rc0iCIKw\n", "W8iBaxoeHh4QCAQAVHNIcDHd8fHx6NatG7y9vanSBkEQJsMpJDo6JJRDwUghYVvIIWF5RLY2gCC4\n", "wbFEIjFqu4yMDOTm5vJ/l5eXIzMzEzk5ORa1jyAIwtGRy+XIyMjApUuXAADR0dHIysqCVCq1rWEO\n", "gkAggJeXF+rq6lTa6+vrIRAI0Lt3b/7/pJAgCMJUOIVEx5ANZQeFu7s775AghYT1efLJJ9XeBYR5\n", "kEOCsBm6Bsj6nBQKhYLfTpnS0lIoFAqjnRuOgqnOG4IgujbkwDUfTQ6JmpoaREdH8/LpuLg4ckgQ\n", "BGEy2kI2lB0U7u7uEAqFEIvFpJCwAQ8//LCtTXA6yCFB2AxNA+SJEyfC1dWVVvE6QKubBEGYSld1\n", "4Foab29vlfwRQPu5jY+P5/+Oi4vDjh07wBjjQzwIgiAMRTmppfJzRNlBwTlAPT09SSFBOAXkkCBs\n", "grYB8smTJ9HS0sL/rW0VTyKRIDo6GuXl5SrtMTExTjm4ptVNgiAsjaYs7oR2lBNbcsjlckyYMIH/\n", "Oy4uDjU1Nbhx4wZkMpk1zSMIwgngFBKMMbS2tkIkap+qdQzZANpz25BCgnAGKKklYVcoOyM4uFW8\n", "jmzduhWurq7w9PSEi4sLpFIptm/fbg0zrYq+1U2CIAhdcA7cjty8eRP5+fkAKNmlIWhySHRUSHCV\n", "NiixJUEQpsApJABVp7HyvzmnBSkkbENjYyO++eYbXLx40damOA3kkCBsgrYBMucJNoTc3Fw0Nzdj\n", "z549eO2111BfX8/L2AiCIIj/kpWVhbS0NIhEInh4eGDIkCG47777MH78ePTq1YuqFRmAt7e3Whtj\n", "TMUhERsbC5FIRHkkCIIwCc7ZAKiqIpT/zfUhhYRtEAqFePrpp/HLL7/Y2hSngRwShM3gBsgymQwy\n", "mQxpaWlITExU66ctDGPFihUYNmwYRowYgeeffx719fXYtm2bNUy3KtqcN84anuKIOOPqsjN+p66M\n", "VCrF77//DhcXF7z55pvIzc3F3r174e/vjwsXLqC8vBzl5eXIzc1FZmamrc21SzQpJID2MA0OV1dX\n", "9OjRgxwSBEGYhDaHhLJCglNReHp6kkPCBri6uvIOfsIy0JkkbIZUKkVOTo5K5Qi5XI7MzEyUlpbi\n", "7t27qK6uxquvvqq2bWFhIX799Vds2rQJABAVFYVRo0Zh7dq1ePrpp636PaxR+eKll15Cbm4uAgIC\n", "UFtbC29vb6cMT3E0nDHZqDN+J6Kd0tJSNDY2YvDgwQCA27dvq8iDlftRskt1NDkkpFIpfH19Vdqo\n", "0gZBEKaiLWRDm0KCQjZsw6FDh2xtglNBCgnC5kgkEn7gyzkpCgoK8Ndff2HIkCFYtGgRWltbVbZZ\n", "uXIlZDKZykrejBkz8Ouvv6K0tNQqdsvlcqSlpXW61Lm5uRmLFi3CiBEjcOHCBXz88ceorq6m1Ws7\n", "gEs2qml12VEVBrq+E+HYFBYWAgASEhJsbIljoilko0ePHmpt5JAgCMJUSCFBdEXIIUHYJRKJBEFB\n", "Qfjoo49w6tQprFmzhv+spqYG69evx7PPPqvy4M7MzISPjw/WrVtnFRutNXH77LPPcP78eXz00UcI\n", "CgrCzJkzERoaio8//tjixyIMR1uy0eLiYgwePNjmMfmmOEQogapzc+bMGfj7+yMsLAwAhYPpo+Nv\n", "SJNCgkti2bHt+vXruH37dqfaRxCE80EKCaIrQg4Jwq5JSUnBE088gbfeeosf3K1btw6NjY149tln\n", "Vfp6eXlhypQpWLduHdra2jrVLmtM3BQKBf766y8sXLgQs2bN4vNriMVivPDCC1i/fj1NEu0QuVyO\n", "48eP20xhYC3lDuF4FBYWIiEhga9rD6jm8uEqFik7gLsi2n5DmhQSmtQmXE4JqrRBEISxGJPUkhQS\n", "hLNADgnC7nnnnXdQV1eHpUuXorKyEsuXL8cjjzzCr/IpM336dFy6dAm///67DSy1DMqD4cTERNTU\n", "1ODll19W6fP888+jra0NX3zxhY2sJLStLitP9jhMcVSZGvJhjnKHVsydm8LCQvTp00elTTlM7vjx\n", "4xCLxVi9erWNLLQdyr83bb8hTQoJTYmYOdUEhW0QBGEsygoJfSEbpJAgnAVySBB2T7du3TBnzhy8\n", "99576NGjBy5evIgzZ85oXPUdOnQoYmNj8fnnn3eqekAikSA0NFSt3RITN+XB8J07d9DW1qamBgkO\n", "DsaTTz6JlStXqrywCOuybNkyAEBAQABkMhkGDRpkUvJH5cmQOQoHSyh3vv32W4jFYri5ufHJ+sjx\n", "ZTlslVukpaUF586d05o/QiKRID4+HvPnz8fHH3+Mq1evWtlC29Dx9zZo0CCUlJSo9SstLQVjTK29\n", "X79+am1eXl6IjIwkhwRBEEajrJDQF7JBCgnCWSCHBOEQ/P7772CMoaamBkD7Sp+mVd/Kyko0NTVh\n", "y5Yt6NOnj8Xl6txkori4GOXl5XB3d0dQUBCA9lUxfZUv9E1GjJlQvvzyy7h+/TpWr15NoRs2YsuW\n", "LQgJCUFhYSEKCgpw7NgxdO/eXa2fNkeVJufDxIkTbZpU8uOPP4ZQKEROTg7+/PNPeHh4YMeOHVY7\n", "vrNi61Ca4uJiNDU16U1o+dprr8HLywuLFi2ykmW2paMa4sSJE1qvS8eQDYFAoNUBTYktCYIwBWOS\n", "WpJCgnAWyCFB2D0KhQKXL19Wa9c0Sc/IyMCVK1fAGMONGzcsNplTnkzEx8cjPj4eXl5eKCkpwdmz\n", "ZxEaGopJkyZpXR3vjMmIVCqFn58fXnzxRcoVYANqa2uxfv16zJ49GzKZjJ+YKMfkCwQCREZGanVU\n", "aZKG5+fnq/UzVOGgLeQiLCxMp3KHc5QdPnwYy5cvx5IlS5CcnIzY2FhMnToVX375pVqlG8I4bF29\n", "hKuw0TFkoyO+vr546623sHr1auTm5jq1s1ObA1gTMpkMISEhKm2aSqZy9O7dmxwSBKEFR61CZQ2M\n", "SWpJCgnCWSCHBOE0dGaiSeXJhFwuR3NzMy/TDwoKwvDhw5GTk2PQ9romIxKJBFFRUWrtmlbYMzIy\n", "UFNTg5aWFirPaAM2bNiAO3fu4LnnnlNpV47JHzt2LLp3767RUaXtfjV34p+eng4A8Pf3R0hICFxd\n", "XSESidDS0qLWt6OjbPTo0UhMTFTJWfL888+jrKwM+/btM8uurgg36LaH6iWFhYUICgoyKKTo0Ucf\n", "hUgkwqhRo7qkszM4OBiDBg2CTCZDaGgoXF1dERoaqpZDwsPDQ+s+4uLiUFJSgsbGxs42lyAcBlsr\n", "xRwBbQqJhoYG/t+kkCCcDXJIEHaPrRPtaZtMXLt2jZ9MDB06FMePH1d5YejbXttkZPLkyQCAoKAg\n", "yGQypKWlqa2w28MEx9nRtYLDGMPKlSsxadIkdOvWTWMfiUSCiRMnIicnB/X19QYfVyQSqbUJhUKD\n", "FA7ff/89/vOf/+Cf//wniouLUVhYiIMHD+L48eNYvHix2nYdHWUNDQ1gjMHFxYXvM3jwYCQmJuLz\n", "zz83+Dso29QV6TjoTk9PR3V1tU1tOnPmjN5wDY6pU6eiqakJDQ0NTu3s1PZuueeee3Ds2DEUFBTg\n", "zJkzWLt2Lfbs2aNWNcPHx0frvuPi4tDa2ori4mJLm00QDoutlWKOgDaFRG1tLf9vUkgQzgY5JAiH\n", "QFkGr22Srm1w6eXlZdBkzhyGDh2KpqYm5OXlmbWf+vp6vP/++5g2bRrOnTuHgoIC5OTkmJQo0R5x\n", "hEmqISs4f/zxBwoLCzFnzhyd+xozZgyam5s1Vn3Rdr8mJiaq3OtRUVG4du0adu/erdPWXr16YerU\n", "qXj44YexePFiSCQSSCQSDB8+HIsXL8aSJUtw8OBBvav2FRUVKtdIIBDg+eefx65du7QmOrRUUk5n\n", "oeOg++TJkxoHjdasXqKpwoYmupqzc/v27fDy8oJYLFZ7t3C/oWnTpmH48OH45JNPVLb19/fXul+u\n", "9CeFbRBEO13t2WIq2hQSt2/fVuvj4eGBlpYWFccFQTgi6ktxBGGHcDJ47qWlbRCflZWFzMxMlJaW\n", "AmiXv5eWlmL//v0YM2aMyvZyuRwZGRn8CzI6OhpZWVlqk3+uokZ5eblKu/Jkon///vD09EROTg6G\n", "Dh2qtn10dLTa9pri+v/v//4PCoUCS5cu1TlR0bZPey3PaOi5tge4ySRHeXk5MjMzVUJyPv30U/Tq\n", "1QujRo3Sua9evXqhW7du2L9/P8aPH6/2eVZWFhISEnDr1i1IpVLExMRg+/btkEql/L0aEBCAhx56\n", "CE8++STy8/P5xHoSiUTNVgC4fv26WunR119/Hfv27cP48eMRGBgIoVCI8PBwjYoeTfztb3/Dq6++\n", "ilWrVmHhwoV8u6br2tzcjBMnTvB9NJ0/Z0bboDs4OBjR0dG4evUq6uvrUVtbi6+//toqNjU1NeHC\n", "hQuYO3euVY7nSFy6dAn19fXYuHEjxowZo/H5KRAIsHz5ciQlJam0BwcHa91vcHAwJBIJOSQIgjAK\n", "bWU/6+rq1Pp4enoCAO7evaszpw1B2DvkkCAcCn2T7Y6OC19fXzz00EPIyMjAPffcg8rKSgDGT5yk\n", "Uinc3NwQGBgIgUDATxw5XF1dMWTIEK2TrqysLHTv3h2tra3w9/eHQqGAp6cn2traIBS2C5UqKirw\n", "7rvvYu7cuYiJidF7LpSdL5wc/IcfftC7nS0wZJJvDxiygnPjxg1s27YNH3zwgdrEvyMCgQBjx47V\n", "mn/B19cXjY2NmD9/PhYsWKByfyv/e926dejXrx/69OnDy8TDw8M1licsKyuDQqFQ2d7FxQV37txB\n", "c3MzKioqAEDNmcWhyanl4+ODxx9/HF999RX+/ve/QyQSaXSIlJeX8/ezMtz5s0dnmS70OUCNQSQS\n", "ITs7GwBQVVWFvn37Ijs7G7179zZ73/q4cOECWlpaDArZcDRnp7l8+umniImJweTJk1VClTqSmJiI\n", "Rx55BN9//z3fdurUKcjlcq2O1bi4OJw8edIh732CsDRd7dliKtrKfio7JJQVEgBw584dvkw3QTgi\n", "FLJBOCWc1NbV1RXff/89BAIBTp8+rRK3eOrUKbXtNEkHf/rpJ/z000/45ptvcObMGa1hFEOHDsXh\n", "w4c11qpvbW1FfX09PvzwQ5w5cwZ79uzBH3/8geXLl/Ny98WLF0MkEuGtt94y6DsqJ09cv3497t69\n", "i7KyMiPOknUwVaZpT+Ed9fX1uP/++9G3b18MGTIEra2tGhUPmhgzZgwKCwtx/fp1tc/27t2L2tpa\n", "zJgxQ+eALDAwEIGBgairq1MpT3jz5k2DbFAoFLh27ZrG/XLJ+7SFQnFMnjwZ169fR1xcHPr27YtB\n", "gwZpdIi0tbUZZJM9Y07Yib6cNxKJBL169UJmZia++uorjc8LS8NV2DA0hwQXIhcaGgoAiI2N1VvS\n", "2BFRKBTYvHkznn/+eZ3OCI6LFy+q/H3z5k2YD8JYAAAgAElEQVSt8e9yuRwXLlzAjh07umzoEkF0\n", "JCsriy+VLhQKdb5zuiraQjaUk1dqUkgQhCNDDgnC6WloaFCrHw/AoJi7pqYmvPzyyxgxYgQmT57M\n", "Tyg0MXToUFRVVeHChQtqn+3ZswdCoZDfR3p6OmbPno358+cjLi4O8fHx+PTTT/HSSy8hMDDQqO8n\n", "kUiQmZmJ8PBwrFmzxqht7RFb5iDQNpm8ffs28vLyUF5ejrq6OjDGMH36dIP2OXr0aADAgQMH1D7b\n", "vHkz+vbty8eba0OhUKCqqkqtXdMkypjVJrFYjOzsbBQUFOjNV/L2228DAG7dusU7RDRdF02yUbFY\n", "7FArYOYmXvvuu+8gFArh7e2t1dEze/ZsnD17FocPH7a0+WoUFhYiNDTU4GvAOTvPnDmD+Ph43Hff\n", "fXYZXmUu3PPymWee0dtXoVBoVBVpc6xmZGRALpdTFSSCUIJzRgQHB4Mxht9++80pny3moC2ppXJy\n", "bE0KCYJwZMghQXQJNMnINbV5eHhAIpHwq/MrVqzAX3/9heXLl+uV5w8ZMgQCgUBjGMKuXbuQmprK\n", "v4wB4PTp02CMobKykp/YmVpa0cXFBU899RQ2btxocF4Aa6Ftkq9tgmTrLNxZWVmIj48H8N/yf8rX\n", "jcPQRFzBwcEYOHCg2rW9c+cOdu7cialTp5psq0QiMUjhYMiqvb7Er5pULppW9/v376+SlDM0NBRV\n", "VVV8qIi9Y4nEazk5OWhra8Mvv/yi1dEzatQoxMTE4Msvv7SE2ToxpsKGMhKJBMOGDcORI0c6wSrb\n", "0tbWhs8++wxTpkzR+Ps2B0reRxCaOXHiBKqqqvDMM8+AMUaqIQ2QQoLoipBDgnB6tE3GBg4cqDZx\n", "KikpQVhYGPr27YuEhAS89tpreOqpp9CvXz+9x/Hz80Pfvn1x6NAhlfaGhgbs378fDzzwAN+mUChw\n", "+fJltX1w8f+mMH36dNTU1ODHH3/U2sdWYRBZWVn8OQwMDIS7uzsaGxvVvPr2MJCXSqW4//77ERoa\n", "iqKiImRnZ5udLGrMmDE4cOCAygR+9+7dqK+vN8ghYUh5Qn0KB0Mq1RiLVCpVc4js3r2bDyXiyia6\n", "ubnhjTfeMOtYpmCr+33t2rW49957kZycrNXRIxQKMXv2bGzZsgW3bt3qVHsMrbChiZSUFBQVFalk\n", "eHcG9u3bh5KSErzwwgsG9bd1+WnC/rGnMEN7JTs7G/7+/nj44YcBQGMoYVdHm0JCebxECgnC2SCH\n", "BNEl0DQZ6zhxKi8vR0xMDL8yX1FRgba2Nj7+2hCGDh2qppD47bffUF9fr+KQ6Ax69uyJtLQ0rF27\n", "Vu0zW5dilEqlmDp1Kry8vFBYWIjjx4/j0qVLeP7558EYUxnItbS0WM0ubezZswcPPPAAgoKCLDIR\n", "GTNmDCoqKlBQUMC3bd68GQMHDsQ999xj0D50ORT0KRwA1ZwjxpaTNcUhoqy8WLJkCdasWYNjx44Z\n", "dDxz6cwcEPq4fPkyDh48aFBIz/Tp09Hc3Ixvv/3WINtMoaGhAcXFxSYpJIB25RdjTCUBsLnYeuKm\n", "UCjw0UcfITExESkpKQZvl5WVpbJ6GR0dbZIiiXAubP1+dSSys7MxZswYREVFAYDG3EpdHW0KCWUV\n", "BNeHFBKE08AIjeTl5TEALC8vz9amEBakqqqKVVVVaf1MJpMxACr/yWQyrdt0ZMOGDQwAk8vlfNvc\n", "uXNZVFQUa2trU+mbmpqqdqy0tDTTvxxj7Msvv2RCoZBdvXq1049lLCNGjGCTJk3i/+bOVffu3ZlM\n", "JmMymYz16NGDCQQCm9p68eJFBoD98MMPfFtFRQVLS0vj7UxLS2MVFRUG7/Pu3bvMw8ODvffee4wx\n", "xm7fvs3c3d3Zu+++a7R9uu7hzsScc9DS0sL69+/PBg0axORyeafbb+79vmLFCgaA+fr6MgAsISHB\n", "4O+6ZMkS5unpyW7fvm1Q/4yMDNavXz9WWVnZKeclPz+fAWA5OTkmbd/a2sp8fX3Z0qVLzbaloqKC\n", "paam8vdQamqqUb8jDlN/A9zxpVIp/+wx9vi9e/fm76nPPvtM57HS0tKYWCxmYrHY6GcG4TjYw/vV\n", "EaisrGQCgYB9/fXXrLW1lYlEIrZy5Upbm2V37Nmzh7+PFi5cyLcnJSXx7cePH2eMtZ/TjuMVgrA0\n", "1pgT271C4osvvoBQKMSiRYtsbQrhBBiykmwOw4YNAwA+UR1jDLt27cIDDzygloOiMyT0U6ZMgZub\n", "G7755hu+zR7CIGpra3H48GGMHTuWb3v88cf5MBlOlfLXX38hICAAKSkpkMlk8Pb2hkAgwPLly61i\n", "J9C+giMSifhklIB56gIAcHd3x7333ov9+/cDAHbu3ImGhgZMmTLFaPs6+x7WhjnnwMXFBYsXL8bx\n", "48fRo0ePTl1FNPd+v3v3LpYtW4ZHHnkEFy9eRFRUFNLS0gz6rowxrF27Fo8++ihfnlUfU6ZMwenT\n", "p/nqJZY+L8ZW2OiIUCjEoEGDcPToUbNtMTc/jLkr0dzxuW1KSkqMzk+jnCBZU7JkDu738uKLL8Lb\n", "2xuHDh2i5H1OiD28Xx2F/fv3gzGGcePGQSgUQiaTkUJCA9rKfirnByOFBOFs2LVD4tatW3wJxI6T\n", "uYULFyIqKgoDBgxQ+U95EqHM6tWr0b9/f/Tv3x8JCQl47733rFJujXAcLCGzjYyMRHh4OB+2UVRU\n", "hEuXLuHBBx9U62vuJFcTfn5+ePjhh7F27VqV+9vWpRh//fVXNDc34/777+fbFAqFxkShYrEYu3fv\n", "5s+LVCrFxx9/rHP/lpSAZ2dnY/jw4RprepvjDBgzZgx+//13NDQ0YPPmzRgyZIjG+83eMfUcLFu2\n", "DABQU1Nj11UHPvroI9y4cQPLli1DUFAQpk2bhm3bthlUlefw4cMoLi42uAILAHzyyScAgKqqqk45\n", "L4WFhejWrRv8/PxM3seQIUNw5MgRs96Zlpi4mePQsNTE0cvLS+O/tXHvvfdCoVDgypUrBh+DcHxa\n", "W1sB2D48yZ7Izs5G//79ERYWBgAICwujHBIa0Bay0djYyP+byzPh7u4OgHJIEI6PXTsk3n77bQwf\n", "PlzjZwKBAP/5z3+Qn5+v8t/BgwfV+q5cuRJz587F6tWrcerUKezatQsffPABXn/99c7+CoSDYa5q\n", "QSAQqOSR2LVrF7y8vDBixAit21h6xXvGjBk4f/489u3bB4VCAblcrjFpnj5HiyUHUvv27UNMTAxi\n", "Y2MN3oZzEC1cuBAbNmxAfn6+Wh9Lx+42NDTg559/xvjx403ehzbGjBmDhoYGbNq0CdnZ2WZV13A0\n", "rLmKqM2xGBwcrFJBRxNyuRzvvPMO5syZw+f2mDp1Km7evImff/5Z77HXrl2L6Ohonb93ZaxxXkyt\n", "sKFMSkoK5HI5ysrKLGKTJvQ9b+xlJdpYh0RSUhIAWDQHB2E/SCQSfpVaGYVCgREjRlBeif9PW1sb\n", "9u7dq/JuDQ8Pd1iHRGc6mrQltVR2SHBOC6FQCHd3d1JIEA6P3TokTp8+jR9++AELFy7U2seQ1Zra\n", "2lq8+eabmDFjBj8wiImJwSuvvIIPP/wQpaWlljKZcAIsoVoYOnQoTpw4gYaGBuzatQtjxozhvdjW\n", "ICEhAW5ubnj44YfRu3dv9O3bF5GRkUhOTubDIIRCIdavX69x+85I0LVv3z6MHTtWRRFhqCJl5syZ\n", "6NmzJxYsWKDW19IlQn/77TfcvXu3UxwSISEhEIlEmDVrFpqbm7Fhw4YuPUDtTLKyshAYGAhXV1eE\n", "hITA29sbZ8+e5cNFOt7X3OBy0aJFEAqFePvtt/l99e/fHz169MCWLVu0Ho+rmrN582Y8/fTTGksK\n", "2wpzKmxwcIkfzQnb0PZ7Z4xh4sSJnT5xk0gkiIyMVGs3NtGkoSEbHGFhYQgLCyOHhJNSVFSEa9eu\n", "QSqV8gsZgwcPhqenJwoLC21Wvtre+PPPP1FZWanmkHC0kA1rJDDVppBQ/rey08LDw4MUEoTDYz+j\n", "pg689NJL+M9//mOWzBQA9u7di9raWrVQjlGjRqG1tRXbtm0za/+Ec2KOamHo0KFoamrCvn37cPjw\n", "4U6vrtGRRx55BE1NTbhz5w6qqqrQ2tqKwMBAHD9+HAUFBcjNzYVQKMTOnTs1bm/pSf6lS5dw4cIF\n", "lXANDkMUKa6urli2bBn279+P77//nl+V6IwV0z179iAiIsLsFWVNZGZmoqWlhZfy5uXldZkBqrWr\n", "Dvj7+6O5uRmvvfYaCgsLUVlZCX9/fxQXF6vc1xMnTuQHl3Fxcfj0008xb948FZsEAgGmTJmC7du3\n", "qwwIAdXBaf/+/VFbW4sJEyYYbGdnn5f6+nqUlpaafT9LpVLExMTgyJEjZu0nKysLfn5+EIvFkMlk\n", "iIiIQEVFBY4ePar3eWOJczVu3Dj++5iat0c5lEtTWJcmkpKSkJeXZ9RxCPuFc2DeuXMHU6ZMQffu\n", "3VFaWsovZOzZs0ejs0r53dTVQjmys7Ph6+uL1NRUvs0RQzYsPT7ShLKzQZtDQtlp4enpSQoJwuGx\n", "S4fE5s2bUVdXh5kzZ+rst3fvXowZMwaJiYno168fXn75Zdy4cUOlz8mTJwFATSrO/X369GkLWk4Q\n", "7Suqnp6eePPNN9HW1mbUBMVctE3Sr1y5AoVCAYlEgj59+mDq1KlYvnw5PznWt705k/x9+/bBxcUF\n", "I0eOVPvMUEVKamoqfHx88Le//Y1flSgtLUV9fb1JNmkjOzsb48eP15jbwhzsRW5uSzjnE6fQsUQS\n", "V20cOnQItbW1mDx5MiQSCerr6yESidT6/fnnn/zgsrKyEgDw008/qfWbOnUqbt26hQMHDqi0Kw9O\n", "q6urAQCvvPKKUbZy50UsFkMsFlv0vOTm5oIxZrZCAmjPI2FuYksfHx80NDTg7bffRkFBAfLz8xEc\n", "HKzWT9vvYvPmzRAKhfDy8oJAIEC3bt0MPlf19fX49NNPMXv2bBQVFZmsgHviiSfg5+eH++67D/Hx\n", "8QZtk5ycjBMnTjhN3qquNpnm6Lg6HhMTg4sXL2LLli3w9PTUu5BRX1+P8vLyLlkiNDs7G+np6SqT\n", "7fDwcFRXV9vN6r62+5prt9Z7XFtSS+V/K/chhQThDNidQ+LOnTtYsGABn+hLG56enhAKhdi4cSNO\n", "njyJHTt24OjRo0hKSlLxuHKDzI4rGdzf3OcEYQnkcjnuvfdetLS0oLCwEF5eXnBxcbG1WWq88sor\n", "KC0txY8//qj2maUHzfv27UNKSgr8/f219tE3kMvMzERtbS1aWlr4VYmUlBTcvn1bra+pq8vFxcX4\n", "66+/rOpA6kpwzqeFCxeCMYbffvut06oO7N69G2FhYejfv7/OfpqSvZaVlakNLvv06YPevXurhG1Y\n", "anDKnZc5c+bAx8fHItUYuInT5MmTAQBz5841e9KTkpKCP//8U00lYgyHDh1CY2MjHnroIf43aszz\n", "8cyZM2hra0N2djaeeeYZNDU1GayiXLlyJaqrq/HWW2+ZpYAbMWIE5HI5fvnlF4NDc5KTk3Hz5k2N\n", "94sjYQ25uj3TcXVcLpcjPDxcTYGkTc1z+/ZtDB48uNNX2O2N4uJiHDlyRC0UMjw8HABsHrah7b7u\n", "2D5u3DiTJv7GOvC0hWy0tLTw/1Z27JBCgnAG7M4h8c4772D48OEqsi5NvPbaa/j2228RFBQEAIiO\n", "jsbq1atRXl6OJUuWWMyeefPmYdKkSSr/bdy40WL7J5wLbsDCvUTq6+utOtgwVNaclJSE4cOH48MP\n", "P1TbXpNDwtRJfktLCw4ePKgxXMNQtE38PD098euvvyItLQ0+Pj4QCAQYMmSIyavL2dnZcHV1xahR\n", "o0y2VRvWDlmwZxISEsAY61Sp7p49ezBhwgRe6aLt/CsP6nTBhW1kZWWpJBazJMOHD0dVVZVFzgv3\n", "HOJUG8eOHTP7OZSSkoLGxkacOnXK5H3s378foaGh/ATO2N/F9u3bERsbi2HDhuHVV1+FXC7H1q1b\n", "9R63rq4O7733Hp555hlERUWZbD+H8oTBEJwlsaU15Or2irb30J07dzRONjWFI27btk1lUslhqRV2\n", "WytXOh6fm9APHjwYjDF8/vnnKg4srtqGrcM2tN3XHdtPnDiBmpoate1lMpnG55WpDjxtSS2V7x1S\n", "SBCdxcaNG9XmvfPmzev8AzM7oqSkhAUFBbFr167xbaWlpUwgELCFCxcatA9fX1/Wr18//u833niD\n", "CQQCdvLkSZV+CoWCCQQC9uSTT2rcT15eHgPA8vLyTPgmRFekqqqKyWQyBkDlP5lMxqqqqqxmR0VF\n", "BUtLS2MymYzJZDKWlpbGKioq1Ppt376dAWDHjh3j27Zs2cIAsO7duzOZTMaEQiELCQnRuL0hHD58\n", "mAFgubm5Jn8fQ84rd5ydO3eafJzx48ez0aNHm7y9Pgy9Ls5OYWEhA8B+//33Ttn/xYsXGQD2ww8/\n", "qLRrOv/Jyclq91VaWprG/Z45c4YBYDt27ODbUlJSDN5eH5cvX2YAWFZWlknbc3TWc6ihoYG5ubmx\n", "Tz75xOR9DBgwgD3xxBMqbcrXRSQSscDAQI2/i5aWFiaVStmrr77Kt6Wnp7OUlBStx6uqqmJVVVXs\n", "nXfeYW5ubqysrMxk280lIiKC/eMf/7DZ8c3FXt5vtsLU78/dg4bsQ7mvIfZwfSsqKlhqair/bEtN\n", "TbXqu0Xb8VNTU3U+H2/fvs0AsO+++85qtnZE2zVxdXVlLi4uau2BgYFs0KBBTCaTsdDQUObu7s56\n", "9+7Namtr1fat7/tro6Kigu8/adIkvl0gEPDtra2tfPvIkSPZtGnTLHNCCEID1pgTqwfV2pCDBw/C\n", "y8sLEydO5Nu4lebPP/8cWVlZ6N27NzZu3IgbN24gNDRUbR9CoVBFhjtgwAAAQElJiYp8t6SkBAD0\n", "SnoJwtHgJODcSoW2FfgHH3wQ3bt3x7Jly/Dll1+ipqYGs2bNwpQpU7Bp0ybcvHkT//M//4NVq1YZ\n", "lE1eE/v27YO/vz+Sk5NN/j7cKmp5eblKu/IqampqKnr16oXt27eblET06tWr+Pnnn7F06VKT7dSH\n", "odfF2eEqHZSVlWkt62wOu3fvhqurK9LT01XaNZ1/uVyOzMxMvtpSTEyMVoVNQkICEhIS8M033yAt\n", "LQ3+/v7w9/eHUCjkK3ro2l4f3bp1Q3BwMPLy8vDQQw+ZtI/ORCwWIzExEUeOHMHcuXON3r6yshL5\n", "+flqKy3K12XVqlX45z//qVGllZuby18vjhdffBEPPfQQjh8/jkGDBvHtcrkcGRkZuHTpEhhjqKys\n", "xJNPPqmxyoa1oMSWjo0h7yFt2+nbR319Pe6//34+dCE6OhpZWVkaQ7eU722ub3Nzs4r6pry8HJmZ\n", "mXz58c6GUxIoH/+BBx7A1atX1fpyahCJRAIfHx94e3vbXCGhCaFQCJFIpBYKIRaLkZ2dzf9dUVGB\n", "lJQUTJ8+Hd9//z1u3rzJf6YrpE/XPaNJIdHY2Mg/F11cXFTCxUghQTgFnebqsBCXLl1iAoGALVq0\n", "SKVdIBCw69evq7QVFxczgUDAZsyYwbfV1tYyX19f9sILL6j0XbZsGROJRKy0tFTjcUkhQZiCqR5x\n", "W1BRUcFiYmIYACaVSpmXlxeLiopi1dXVfB9utXndunUmHSMtLY098sgjFrFVn7rg9ddfZ0FBQayl\n", "pcWo/aamprLAwEAGgCUmJnZJ1YK1CQwMZEuXLu2UfY8bN85opYshK5MVFRUsIiKCCQQCJpPJWEhI\n", "CBMKhWzPnj1GrWzqYty4cWzChAlm7yc2NrZTnkMvvfQSu+eee0zadtOmTQwAu3r1qtY+CoWCubm5\n", "sffff1/ts/nz57PQ0FCVlcGWlhYWFRXFnn76aZW+mp7DSUlJJtltKZYsWcL8/PxYW1ubTe0wB0d6\n", "v3UGV65cYe7u7szNzc1klVvHd1lcXBwTiUQGn1dN10DTSr61lCvaFAZisdggu3r16sVeeeWVTrdT\n", "F9rua0Pvd05tGhkZyV/X5ORkflxh7HWpq6vj+3PvssrKSr7N3d1dpf+jjz7Kxo4da7kTQhAdsMac\n", "2O4dEtpCNgQCAXv66afZ3bt3GWOMVVdXszFjxrCAgAD2119/qfRduXIl8/T05E9kSUkJCw0N1Smf\n", "JIcEYQqOJMvX9LJVDnfiGD16NBs+fLjW/WibjF28eJEJhUL25ZdfWsxmXRO/I0eOGB0K0NUH2LZi\n", "wIAB7LnnnrP4fuvq6phYLGYffvihxfet6V6JjY216DHeeustFhISYtaktaCggLm7u7Pg4GCLP4e+\n", "/fZbBoBVVlYave3MmTNZfHy83n5Tp05l8fHxKuegra2NxcTEaLxn3n33XSYWi9m5c+f454M9hhbs\n", "3buXAVAbnzgSnANXIBAwgUDARCIRKykpsbVZVuP9999nQqGQ/frrr2bfS8ohGqGhoQbdr9rubU3/\n", "2doh4erqyqRSqd7366hRo9iUKVM63U5dcOM2Dw8P5urqyj8vjRnPdevWzaDrYsj4orGxke/Pjb1K\n", "Skr4Nl9fX5X+Tz75JBs2bJj5J8IOsJRzn7AsXdohcfPmTRYdHc26devGhEIh8/f3Z9HR0WzVqlWM\n", "McY2btzIMjIyWEJCAuvTpw+LiIhg06ZNYxcuXNC4v9WrV7O+ffuyfv36sbi4OPa///u/Oo9PDgnC\n", "HOz9oWrMoP27775jANj58+dV2rXFjXLtAQEBDAAbOHCgVZwyra2tTCaTGbzaYq8Tl67AQw89xMaN\n", "G2fx/e7cuZMBYOfOnbPofq11r/zwww96VQS6bLx06RLr3bs369OnD6uvr7f4c4hTTG3cuNGo7dra\n", "2lhkZCR7+eWX9fb96aefGAB25MgRvu3kyZMMANu7d69a/7NnzzKBQMB8fHz4lcmQkBC7+11zK5zG\n", "njt74/r16wwAe+edd5irqytbtmyZrU2yCuXl5czHx4fNmTPHovvV9myRSCRqeSUqKyuZn5+fxsm/\n", "LR3r2hz7hkzon3jiCTZ06FCr2aqLAQMGsMcee0ytXd9zVNs19PPz4/NNiMViJhaL2aVLl3TaUFVV\n", "paKGGDJkCGOMsVOnTvFtQUFBKts899xzNleAmYut86AQuunSDglbQw4JwpkxZoJ19+5dFhAQwBYs\n", "WKDSbq7MsTP4+9//zmJiYgxaYSaHhO148cUXDVotN5bnn3+excbGWlwWb617paysjAFgP/74o8Hb\n", "KA/kPDw8mFAoZIcOHbKYTR2PIxAImLe3t1EDxgsXLjDAsKSzLS0tLCIigj377LN828KFC5mfnx9r\n", "bGxU66/peSMUCu1S+RQdHa2SlNMR2b9/PwPALly4wJ577jkWFBSkMaGfs8BNRp9++mkmkUiYQqGw\n", "+DE03cMAWLdu3VRCAEaOHKmxX3JyMj/xFwqFLDw83OpJLXv16sUAsODgYDXHg64J/YIFC1hMTIzR\n", "x7S0s7WtrY35+PiY5GAzJFnp0aNHmZubG/vXv/6lcR8dJ+TcPgYOHMgYY+zQoUMq+1Vm3rx5LC4u\n", "zvgvbUeQWtW+scac2O7KfhIE0fkYU27P3d0dTzzxBNauXcsnWNJWAi0vLw/Hjx9Xa7dUWTN9ZGRk\n", "oLS0FKdPn9bbVyKRwN/fX629K5bitDZRUVEoKyvTmLzQVBhjauU+LYW1yrZGREQgKCjIqOSHyqXp\n", "7t69i7a2NvzjH/+wmE0dj8MYQ11dnVElH/fv3w+RSIQRI0bo7evi4oLp06dj48aNfKK27du3Y+LE\n", "iWrlNrU9hwQCAXr16qVSctHUZKOWJCkpyeFLfxYVFUEsFqN79+544403UFNTg88++8zWZlkc5ZKN\n", "vXr1wrp167BgwQIEBgZa/FgdS4SmpqYiLCwMV69eVSk5eejQIWzYsEGtnOju3buRk5ODgoICPPro\n", "owgMDNSYELOzkEqluOeeezBgwACcPXsWOTk5KseXSCRan5Ph4eG4fv26we8CU0tp6uPGjRuora1F\n", "r169jN5W3/tBIpFg8ODBeO211/Duu++iuLhYrW/HEqMc3JirtraWb+v4HPT09FRLvulIaHuOW2vc\n", "SNgH5JAgiC6Kpjrp2gbtM2fOREVFBTZt2qTzBcEYg0hku+I99913H/z8/JCVlaW376VLl3D9+nUE\n", "BATY3cTF2YmMjER9fT1u3bplsX0WFhbi8uXLKlWaLIkxvxdTEQgERlVjsNZAztzjHDhwAEOGDIGP\n", "j49Bx5s+fTpqa2uxbds2lJaW4tSpUwY7P4D/Vu4oKChAQUGB2gTJViQnJyMvL0+lEpijUVRUhN69\n", "e8PFxQVRUVGYMWMG3nvvPdTX19vaNIuiPEHk7vHOejd0vF937typcYIeGBiIcePGab23JRIJHn74\n", "YRQUFGiscNFZlJeXY+/evZg9e7bRDtqwsDA0NjaqVKfQRceJuzGOUV2cP38eAExySACGvR/efPNN\n", "hISE4KWXXkJVVRV/X2l7vgLgHQ3KDgnlKhyA81fZUCgU5JjoAthV2U+CIKyHMWUoZTIZvLy8MHv2\n", "bAQGBiI6OhpisVitX3JyMhhjKiXAAOupDtzc3DBx4kRs374d//73v9U+576rl5cXHn30UUgkEpw4\n", "cYKfIJAywjpERUUBaC/9aYkVR4VCge+//x4eHh4GrcKbgrXKtiYnJ+Prr7/ulH3bgpaWFvz888+Y\n", "P3++wdt0794dI0eOxBdffIFLly5BLBZj3Lhxav1MLcVoK5KTk1FbW4u//vrL5ImPrSkqKkJ8fDz/\n", "9xtvvIHVq1fjgw8+wJw5c+zyvBuLtgnipUuX9JZsNAduv9omX8qlHrXZMHbsWAiFQmRnZ2P27NmW\n", "N1ID3377LUQiER577DGjtw0PDwcAXLt2Te951ecYNee6nD9/Hi4uLoiNjTVpe0PeD56enli0aBFm\n", "zJiBnj17wt3dHdHR0Vi8eDGqqqo07repqQmAcyskJBIJIiMj1Z7jd+7cwbhx4/iysLrK4RKODzkk\n", "CKKLY8hLPCMjg18BU5YUSqVSuLi4AAf4io4AACAASURBVGifBHArApmZmSgtLVVrtwYZGRn47rvv\n", "UFpaipiYGADqtdtbW1tRU1ODI0eOICAgwGq2Ee1ERkYCAC5fvowBAwaYvB/l66pQKODl5YXbt2/D\n", "3d3dUqaq0dkTrqSkJCxduhTXr19HWFiYXlusMSE35zh5eXmoqalBenq6wceTy+W4cuUKiouLceTI\n", "Efj6+uLOnTvw9vZW65uVlWXT540xJCUlAQBOnDhhsEOisx1gxsAYQ2FhIcaOHcu3eXp6IjAwEIsW\n", "LcJnn32GmJgYmjSYiTm/t4CAAKSlpWHPnj1WcUgwxrBmzRpkZGSY9C7lnnHXrl1Dv379LG2ewZw/\n", "fx4xMTFqk31j0Xd9vvzySwDg1YHl5eW4//77tSpLucUSXQ4JR1dIMMYQERGBY8eOQSKRwNXVFb6+\n", "vrh48aJKiFt5eTkyMzORk5NjQ2uJzoJCNgiC0Im2VQk/Pz8UFRWpSUdtLZceN24cxGIxfvzxR76t\n", "o8xTLpejW7duSExMtJpdxH+RSqUQi8UoKyszaz/K17WpqQm3bt2yiHzXlnCTVkPDNhYuXAigXc7d\n", "mWFHypJkb29vCIVCbNiwQe92+/fvh4+PDwYPHmzwsTIyMvg469bWVp3X1dbPG2MICAhAbGysQde2\n", "s2LlzUEul+PmzZtISEjg2zIyMiCXy9HW1oYbN25YTEJvS6yVM0YX5oSITZgwAQcOHEBjY2MnW9nu\n", "XCsqKsKMGTNM2l4mk0EgEOD69et6+3bmdTl//jx69+5t1j70oW0sJRaL8ccffyAtLQ1eXl5wcXHh\n", "FaicQuL27dt8/44hG56enmhtbeXzTTgKXCjG+++/j61bt2Ljxo04d+4c/xzXdE0pr4TzQg4JgiBM\n", "wtPTE4D2hFW6Ell1Jj4+PkhPT8eWLVv4F56mQcCdO3foxWYjhEIhIiIicPnyZZP34ayJsIxNbPnj\n", "jz9CJpPxzsHOmpArT/x//fVXtLW14ffff9e5jUKhQHZ2NkaOHGlwbhlTr6utnjfGYmhiS0vFylsy\n", "/rqoqAgA+JANZ/0NAu0OgfDwcAgEApvkFzLH0TZhwgTU1dXh0KFDnWwlsGbNGoSFhRmlgFLG1dUV\n", "UqmUl+XrIysrC/fccw+A9pw7kZGRFrku586ds1kYlb+/P2JjY5GTk4MPP/wQra2t6NatG4D/JrVU\n", "dkhoUkgAcBiVhLKztWfPnvjHP/6BefPmYerUqSrPceUQJY6Wlhb+35RbwrkghwRBEDqxh9UiY5DL\n", "5Th37hxyc3ORkJCAMWPGqMgdCfuAq7Shi6444DAmsWVDQwO+++47PP300wgJCbHK71EikSApKQnp\n", "6en46quvNPbhBpx9+vTB4cOHUVBQYPPVfXuBS2yp63xYYqLfGQqLwsJCuLq6mhxn70gEBQVBJBLh\n", "ySeftKnyxhRHW79+/RAWFoY9e/Z0klXtNDQ0YOPGjXjqqaf40E1TCAsLM0ghAbQ7asaOHYsePXpg\n", "7NixiI2NNfu6NDY24tKlS53ukDBkLMXlQGptbQXwX4VETU0N31+TQgKAw+SRUHa2cslMjx49qtJH\n", "27mqqqrCpk2btD7buuKYwVkghwRBEHqxRoUBS5GRkYGLFy8CACoqKpCfn4+6ujq1fvbqUOkqREZG\n", "alVIGDKZcjRHmTEY6pD48ccfUV1dbbJc2hxmz56NnJwcftVcGW7AeePGDQDtE2lDV/ed+brK5XKs\n", "XbsWd+7cQZ8+fTo1DKMzqhEUFRWhV69evNrF3q6VJScjOTk5KCsrw6xZsxzuvhMIBBg/fnynOyR2\n", "7NiB6upqTJ8+3az9hIeHG6yQANonr2lpaZgwYQJycnLMVgYUFxejra3NKgoJfWOpHj16wMvLi3dE\n", "cAoJZYeEIysk9CWMVabjuRoyZAgmT56MuXPnqj3bJk6caHchboRxkEOCIAi9OEqctraXXXBwMAYN\n", "GuQQDpWugi6HhKGTqe3bt8PHxweurq5OdV2TkpJQXl6ud9VwzZo1SEtLQ8+ePa1k2X956KGHEBQU\n", "pFYRxBKr+47kADWGjIwM3oFTWVmp9b7WNtGPjo42aHJsyjUwZDJfVFSkkj8CUL1WXFLD9957T6+N\n", "lqQz1CAbNmxAVFQUhg4daiErrcuECRNw7tw5PtmrpVEoFPjiiy+Qmppq9kTeGIfE3bt3cerUKaSk\n", "pCA9PR1NTU1mh6ZwJT87O4cEoH8sJRQKkZiYyOf/aGpqAmNMZ9lPR1NIcOoPfXQ8V7m5uVi5ciX8\n", "/PzU+p46dapTysES1oMcEgRBGIyjxGl3RCQSITs72+4dKl2JqKgo3LhxAw0NDSrtxkymzp49i9ra\n", "Wqxdu9aprqshiS2vXLmCffv22UQdAbQnYnvqqaewbt06iyfPcxQHqDEY6yTgsvH7+fnxz9xRo0ZZ\n", "3C5jJvMdS34CqtfqzJkzCAwMRFZWlsXt1IWl1SCNjY3YsmULHn/8cY1x7I5Aeno6/96zJNz9kpCQ\n", "gJ9//hkVFRVmO3+MCdnIz89HS0sLUlJSEBcXB5lMhoMHD5p1/PPnz8Pf3x/BwcFm7ccYdI2lBg4c\n", "qKJ2aGlpcZgcEpocm8ptJSUlfJiGMrpUVcrnSiAQ8A4YZTQl9HSGXDZdCcd80hIEQWhAn4TYUR0q\n", "zghX+vPq1asm72PJkiXo378/pk2b5lTXNTIyEhKJRKdDYv369XB3d8eUKVOsaJkqs2bNgkKhUJmA\n", "SiQShIaGqvU1RcbflX+vOTk5cHFxwbFjx3D+/Hm8/vrrePfdd5GXl6dXzSCRSBAYGKjWHhwcrHY+\n", "DZ3MV1ZWorKyUs0hoXzMsLAw3knFSc7NRd937YzEmnv27EF1dTUef/xxk7a3B3x9fTF8+HCjwjYM\n", "Uclw90tFRQWA9gmmuSvR4eHhkMvlBlWJOHr0KNzd3dG3b18IBAKMHj0aBw4cMOv4XEJLgUBg1n4s\n", "xcCBA1XUDs3NzSphpx0dEvagkNDk2CwsLFRpi4+Px3333YfExESTFavaxnjm5DAh7ANySBAE4VQ4\n", "q9zb2YiKigIAtcSWhsrVjxw5goMHD+Kf//yn3QwkLYW+xJaMMaxduxaPPvoofH19rWzdf4mLi8Ow\n", "YcOwatUqvq2lpQUCgQBisRihoaH0G/z/GJtvYevWrbjvvvvQs2dPSCQSLFq0iD/fffr00alm4CTR\n", "3t7e/HPQ29sblZWVqKio4CeexkzmuVCTjiEbHZk5cybkcjl27dqls58+bFn29Ntvv8XAgQO1Ol8c\n", "hQkTJuDgwYN6nb6GnuvOqqoSHh4Oxhifc0YXR48eRVJSEh+2kJ6ejvz8fFRVVZl8/PPnz9uswoYm\n", "Bg4cqPJ3U1OTzpANe1BIaHJspqamqrSdPXsWYrEYv/32G44dO2ayAk7TGG/AgAFq/VxcXBAYGEiJ\n", "Lh0Ew+pwEQRBOAichJh7AXXVFVZ7hytrpimPBFfarbm5GZ6enrh58yZGjhyp0mfp0qXo3bs3Hn74\n", "YavYa22SkpKwevVqKBQKlXtYoVAgNzcXxcXFvKzflsyaNQvTp09HXl4eoqOjsWLFCpw6dQqHDh1C\n", "jx49ANBvkCMrKwuZmZkoLS3FzZs34erqqtFRo1Ao8Msvv2DFihV8m5ubG1xcXNDQ0MBP3MrLy5GZ\n", "mYmcnByV7desWYPCwkLk5uby16ChoQEDBgxAjx494O3tDaB9ImiokqGoqAgikYgvuaiNPn36YMiQ\n", "IVi1apVZv01ugsOh7btyjp7y8nKVdlMTa1ZXV2Pnzp145513TDPcTpDL5fj222/R0NCA/v37o1ev\n", "XsjKytI48TP0XHcWYWFhAIBr164hIiJCZ9+jR4+q3FejR48GYwy//PILJk+ebPSxGWM4f/48Jk2a\n", "ZPS2nUVcXByEQiHa2toAtCsk6uvr+c/tTSGhzVGlqbqZu7s77t69C09PT5PfC5rGeHK5nH+2Au3n\n", "qKysDOHh4fx20dHRWn8DhB3ACI3k5eUxACwvL8/WphAEQTgloaGh7N///rdae1NTE/Pw8GCLFy9m\n", "VVVV7K233mIuLi7s999/Z1VVVeyXX35hANj69eutb7QVqKioYL169WIAWEhICEtNTWVnzpxhqamp\n", "TCaTMQ8PDyYWi1l5ebmtTWWlpaXMxcWFeXt7s6CgIAaAvfrqq7Y2y66pqqpi69evZwDYn3/+qfb5\n", "119/zQQCAbtx44bKNjKZjAFQ+U8mk7Gqqiq+X01NDZNKpezxxx9X22+fPn3Uttf0X1pamtq2c+fO\n", "ZfHx8QZ9v1WrVjGBQMAuX75sUP+OGPpdOSoqKlhsbCzfLyUlhVVUVJh07K+++ooJhUJ27do1k7a3\n", "F1JTUw26rsaea0P3awxVVVUMANu6davOfjdu3GAA2ObNm1Xae/XqxZ577jmTjl1RUcEAsG3btpm0\n", "fWcREBDAn9+rV68yb29v/u+O37W+vp4BYBs2bLCJrdruIU3/abuvLGkLt/+YmBiL36tdFWvMiSlk\n", "gyAIgrAJ2iptnDp1Cnfv3kV6ejokEgkWLlyIQYMGYfTo0UhISMD48eMhFosxevRoG1jd+WRkZPCZ\n", "3ysqKtTkr3fv3kVjYyMeeeQRG1sK/O1vf0Nrayvq6up42bS5We+dHYlEgmnTpkEmk+Grr75S+3zr\n", "1q249957ERISondfjDEA/43/X7JkCWpra7Fs2TKVftpky15eXkhOToZMJoOvry8EAgG++eYbtX6F\n", "hYUGhzBMnToVXl5eWLNmjUH9zUUqlWLq1Kn8yvHChQt1roJqOxcKhQJr1qzB6NGj+VV7R6SzQiuA\n", "dpXPoEGDAAABAQEWCccKDAyEWCzWm9jy6NGjAIAhQ4aotKenp5ucR4J7ztpTyAYAlRwwTU1NKuEY\n", "HRUS7u7uAGynkNAWjubj46PW1tklgbm8QwqFQi1hNqD6G6BQDvuCHBIEQRCETYiKilLLIQEAubm5\n", "cHNz42NpRSIRmpub0dzcjIqKCjQ0NKCxsdEkia69Y4z81dZZxLXZWlZWRgM9PYhEIsycORMbNmxQ\n", "kWPfunULBw4cUHM2aRv037p1CyNHjuSTxr333nuYM2cOHxKlD19fX+zduxcFBQX47bffwBjjJ37K\n", "aCr5qQ1vb2889thj+Prrrw0u8aeMsfk2gPZ7bvDgwZBKpVodYtpyJXDt8fHxOHz4MEpLS62Wr8LW\n", "GHuupVIpNmzYAABYu3atRSrgCAQChIWF6S39efToUYSGhqqFdaSnp+PixYsan0X6OH/+PIRCod5Q\n", "JGujXPGjpqaGD98A1HNICIVCPhTCVsyfPx9AuyOFy+uQm5trd/m8ampqcPLkSZvlpyG0Qw4JgiAI\n", "wiZoU0gcPnwYSUlJEIvFANonvppWz2w9IScIc5g5cybq6uqwZcsWvm3nzp1obm7WmH+hYzK3AQMG\n", "wMXFBQUFBSgvL+cH1X/88YfatoZUIEpMTERKSoqKPUD776+iosKoJI+zZs3C5cuX8cMPP5j0G83K\n", "ylKxV99kpqysDNHR0Rg2bJhWh4S2iiJcO3f+iouLza4cYUu0XWuuek9HvvrqKwiFQr7Eqb5zfevW\n", "LQDQeAxTCQ8PN0ghkZKSopbE+L777oNQKDSp/Oe5c+cQHR3Nv2vsBWUnT3V1tcpnHRUSQHseCVsl\n", "tWSM4YMPPsDgwYNx/vx5PlFlQkKCzco3a/sNNDU1IT093aJlggnLQA4JgiAIwiZwDgnl1R8AfIhC\n", "V8Se5K/6MGUlm/gv0dHRGDt2rEpy0m3btiEtLU0lGRsHl8yNG+Dv378ffn5+av0uX76s0QlgSAWi\n", "KVOmIDs7G7dv3+bbzp49CwBGOSSio6Ph4eGBp556yqRVSKlUivj4eH7ytXXrVp2TmbKyMkRFRWHY\n", "sGE4evSoWrJObWqevLw8/Pnnn2rtju7sVL7WUqkUAoEAQ4cO1dh31apV8Pb2xpIlSwAABw4c0Hmu\n", "b968CQAaS8uaij6FRFtbG44fP46UlBS1z/z9/ZGcnGxS2Ia9VdjgUA7XqqmpUflMk0PCw8PDZgqJ\n", "3bt348iRI1iyZAmCgoLUnv22Kt+s6Xl39OhRjZWpHP337gyQQ4IgCIKwCVFRUWhqalKZqJSXl6Os\n", "rEzFIdHVJr6aBlL2KH/VZqs92OUoPPvsszhy5AhOnz6N27dv46efftKbG8TUAX5Hh4amFcvJkyej\n", "sbERO3bs4NsKCwvh4uLCV+wwhMzMTNy9excNDQ0mrUI2Nzfjt99+48OySkpKdPa9du0aoqKiMHTo\n", "UDQ0NCA/P9+g4zDG+DwczoTytS4qKsKbb76JFStWoLi4WKXf5cuX8emnn+K1115D//79AfzX4aAN\n", "TiEREBBgMXv1KSTOnTuH27dva3RIAO1hGwcPHlRzbuvj/Pnz6N27t1HbWAOucgagrpDoGLLB9beF\n", "QqKtrQ1vv/02RowYgfT0dKsfXxeanndRUVHw8vKytWmEBsghQRAEQdiEyMhIAKqlP7nycx0VEl1p\n", "4qtpIGVL+auxttqDXY7Cgw8+iJCQECxfvhybNm0yKlmpqY46XQ6NiIgIpKWlqYRtFBUVoUePHgbL\n", "2i2RVPHo0aOor6/H7NmzAeh2SFy9ehVtbW2IiorCgAED4OHhoRa2oe1cJScnIykpSa3dWZyd3LV+\n", "8803IZPJ8OKLL6o4YBYvXgw/Pz/MmzePVzzoc0jcvHkTbm5uKpNmcwkPD9epkDh69CgEAgGSk5M1\n", "fj569GhUVlZqDFfSRlNTE0pKSuxSIaHsdFBWKwH2oZDgEkJu27YNJ0+exJIlS9RCaewF5eddV1vc\n", "cCTIIUEQBEHYhKioKABQSWx5+PBhREZGqknWu+LEV9PE0VbyV33Yq132zq1btyASibB69Wq89NJL\n", "8PLygoeHh8Hbd4ajbsqUKfjpp5/4ldmioiKjwjUswcGDB+Hv749hw4YhJCREp0OCe35ER0fD1dUV\n", "Q4YM0ZhHIisrC/369QPQHm7Anauu4Oz09PTExx9/jL179yIrKwsKhQJHjhzB2rVr8dZbb8Hb29tg\n", "h8StW7cQEBBg0QloWFgYamtrNSbvBdodEvHx8Rrl9nK5HG+++SYAYNKkSQaHB5WUlKC1tdUuHRLK\n", "TgdOkcJhS4VEx8SwTz31FEaOHIlhw4Z1+rEtBfd7DwoKAgD06dPH6X7vjojI1gYQBEEQXZOAgAB4\n", "eXmpKSR05Y+gSS/hTGRkZPArw42NjWhsbERmZiZycnIM2p5z1HHKA0v8Ph599FHMmzcPO3bswFNP\n", "PYWioiI888wzBm/PrUKWl5ertGuKL9fGgQMHMGrUKLi4uKB79+46HRKcGoNTXA0bNgyfffYZGGMq\n", "k2apVIqxY8fi6tWrKCwsRGhoKP+Zpc+hPTJp0iSkp6fjscceQ2BgIKqrq+Hi4sKH0hijkLBk/ggA\n", "vAP6+vXrGh0ER44c0RqukZGRwVeGuX37Nh8epO83ZK8lPwFVp8OZM2dUPrOlQoJLAKuMo+Ve4J6Z\n", "lZWViIuLw4MPPuj0ixuOACkkCIIgCJsgEAhUSn82NTUhLy+vyya0JLoWlght4LCkQiU8PBzDhg3D\n", "li1bUF1djevXrxtc8pOjo+rAx8cH169fR0lJCS/31kZdXR2OHDmC0aNHA4Beh0RZWRlCQkLg7u4O\n", "oN0hUVVVhQsXLqj0a2trw+bNmzF16lQVZwSHs6t8BAIBFAoFmpqacOPGDTQ0NKCpqQnTpk0D0J4c\n", "EjBMIWFph0RYWBgAaAzbqK+vR0FBgUaHhDm/oXPnzsHHx0fjvWBrlJ0Op0+fVnGs2Uohoe1cV1ZW\n", "OpxTAmgvrTpu3Djs3bvX1qYQIIcEQRAEYUOUS3/m5+ejsbERaWlpNraKILo2U6ZMwb59+/5fe/cd\n", "HlWV/w/8fScJkJBCJgEytDQIgUASCDWINJFmSVBXWURAQEVXRZSlqRRFZZVVV6SIC6zgl6JABPwJ\n", "GFAUiAIJRaSTQgsEQkiB9Hx+f2TnboaZ9GRmknm/nofnYc69c++5J2fuzHzmc85Rf2Wu7JCNe4dY\n", "xcfHw8XFBUFBQejUqVOZK2/88ssvKCgoUCfJq0hAouS48F69ekGj0Rj9Qn7gwAFcunRJ/QJua1JT\n", "U3Ht2jWjcv2Xd3t7e7i5uVUoQ6ImJ7QEDDMk7rVnzx4UFRWVmiFhSkUmKtVPaGmNcx+UDDqcP3/e\n", "YP4Wa5hDor4YMmQIjhw5guvXr1u6KjaPAQkiIrKYkhkSBw4cQKNGjdTZ3onqM2ueYO3xxx9HQUEB\n", "5s2bB0VREBAQUKXj6LMOPD094e7ujpycHFy7dq3MlTd2796NVq1aqat6+Pn54erVq6V+4UpMTFTn\n", "owEAV1dXBAcHG80jsX79erRq1arU5S+peNiGJYZsODo6wt3d3SBDQj9fwdNPPw0AeOGFF4wCWKW9\n", "hu7cuVPuagrWuuQnYBh0KCwsLDcgYY4MCWu+X1XVgw8+CADYtWuXhWtCDEgQEZHFlMyQiImJQbdu\n", "3Ux+4CKqj6x1QkU7Ozu4uLjg0KFD0Gg0GDhwYIUmCixNeb/OlxQdHY0HHnhA/eXaz88PAEymiwPF\n", "GRIlAxJA8bCNkgGJgoICfPPNN3jyySeh0djmR9+KfKGsSEBCP6llTWvWrJnBsqT6+Qr0q0z89ttv\n", "JgNY976GOnfujPz8fIwePRqFhYWlDhGqKwEJwDBjwtSQDXNlSOjb2sHBAY0aNbKa+1VVNW/eHF26\n", "dMHOnTstXRWbZ5t3ZSIisgpt2rTBrVu3kJWVhZiYGA7XIJtiravHREREqF8ECwsLS81mqGkpKSk4\n", "fvy4OlwD+F9AwtSwjcLCQly6dMnoi/Z9992Hc+fOqanYe/bsQUpKis0O19ArLwBmiQwJfSZEYmIi\n", "1q5di/DwcJw+fbrCc0Pc+xo6fvw4Nm7ciC1btqBly5bqihAlhwidO3cOqampVhuQuDfoUPJvYqkM\n", "CaC4rX/88UeICObOnWs196vqGDp0KHbu3ImioiJLV8WmMSBBREQWo/9lc//+/bh8+TIntCSbZE0T\n", "KtbkZJt6pf0637p1a4Pr3rNnDwBg4MCBalmLFi3QoEEDkwGJ5ORk5OfnG2VI6Idl6OeRWL9+Pdq2\n", "bYuuXbtWqf71RXkBMA8PjzIDEiJS4xkS+kyI3Nxc5OTkICYmBhEREUhPT6/UcUq+hh5++GH4+fnh\n", "+vXrSE5OVocIjRgxAuHh4er7zIIFC6qV+VNb7g06lPyybMkMCaA4U6WgoADDhw83y/lq25AhQ3Dz\n", "5k0cOXLE0lWxaQxIEBGRxeiX6tuwYQMAMCBBVE+V/HW+efPm6pKeJe3evRtBQUHQ6XRqmUajga+v\n", "LxISEoyOqZ9/5t6ARKtWreDj44N9+/YhNzcXmzdvxqhRo6xyAkNLKC0AptVqyww6ZWdnIzc3t8Yy\n", "JEoLfp05cwYFBQVG5RWdryA1NdVkxsDRo0cRExOjXuOxY8fMkvlTWTk5OZXaZq4MCQDYu3cvtFpt\n", "pVfesVa9e/eGi4sLh21YGAMSRERkMS1btoRGo8HmzZvh5+eH5s2bW7pKRDattiavK/nr/J9//oll\n", "y5Zh/fr1+PHHH9V9oqOj1eU+SyptpY3SAhJA8bCN/fv344cffkB6ejqeeuqpKtfdVpQ3ZCMtLQ0A\n", "amUOiZI8PT1x9OjRGp9fxVSQozqZP7WlrHmU7O3tjcrMmSGxd+9e3H///fVmLpYGDRpg4MCBXP7T\n", "wupHbyIiojrJ3t4eXl5eSE9PZ3YEkZWozck29b/OT5gwAQMGDMCkSZOQlZWF2NhYJCYmGswfoVda\n", "QCIxMRFarRYuLi5G2/r06YPY2FgsXboUwcHBlV661BaVF5DQb6upDInSgl8BAQHo0KFDledXKe24\n", "pr7MW6Oy2rdp06ZGZebKkMjJycFvv/2G+++/v9bPZU5Dhw5FTExMpYcJUc1hQIKIiCxCP5nZjRs3\n", "ABQv+2mN43mJbI05JttUFAUrVqzA9evX0a5dOzUz4t133zW6D+gDEiJiUG5qhQ2g+N6ybNkyFBYW\n", "YteuXbh9+zbvLRWg1Wpx584d5Obmmtyuz5CoyUktywt+VXV+FVPHDQ0NNdrPGpetLJkh4ezsDCcn\n", "J5Pb9BwdHVFYWIj8/PxardfBgweRm5uLfv361ep5zG3IkCEoKChQ57Ah82NAgoiILEI/mZn+Q1RC\n", "QoJVjuclslW1Pdmmv78/vLy8cO3aNfXXyYMHDxrdB/z8/HDnzh01eKlXWkAiIiICx44dUx9fvHiR\n", "95YK0Aca9IGHe+kzJGpyyEZtBb9MHff777+3ymV271Uy6DBx4kQ89thj6mNTk1rqAxa1nSXxyy+/\n", "wM3NDSEhIbV6HnPz9fVFQEAA55GwIAYkiIjI7GpjJn8iqltSU1NN/hp/733A19cXgPHSn4mJiUap\n", "+by3VJ0+IFHasI3aCEjo1Vbwq+RxrXWZ3XuVDDrY29sbzNdQWoYEgFqfR2Lv3r247777YGdnV6vn\n", "sYShQ4fi+++/x82bNy1dFZvEgAQRERERWS1TAQkRwcWLF01mSFDVlBeQSEtLg4uLS52Zi6E01rTM\n", "riklgw75+fkGQzEslSGRn5+PAwcO1LvhGkDxEK9du3bh8uXLCAoKQnh4OId4mRkDEkREZHa1NZM/\n", "EdUdFb0PuLq6wtPT0yAgcePGDWRnZxsFJHhvqbqKZEjU5PwRZFrJoENeXh7y8vLUx7WZIZGamlpq\n", "FtHhw4dx9+7dehmQiIiIwOnTpwEUBydiYmI4xMvM6naIk4iI6qyoqChERkYiISEBQPEXBmscz0tE\n", "taei94F7V9rQD8swFXzgvaVq9EMxysqQqO0lP8n8GRIpKSmIiIgweE1FRUUZDGfZu3cvGjdujK5d\n", "u1bpHNaqvCFeDGKaBwMSRERkEfrxvPpfZPjGT2R7KnofuDcgkZSUBAAmh2zw3lI1DRo0gLOzMzMk\n", "LKxkQMIcGRL6Cab1kpOTERkZif3796tle/fuRZ8+fer8cB2yThyyQUREFmXt43mJqPaVdx8wFZBw\n", "dnYu8xd73lsqT6vVMkPCwkpmhq4BJwAAIABJREFUQeTn55cbkKhOhkRFJoEtKCjA/v376+VwDQ7x\n", "sg4MSBARERGRVfPz88Ply5fVVTn0K2woimLhmtUvHh4ezJCwsHszJMobslHbq2wcPXoUmZmZ9TIg\n", "ARQP8dIvB+vo6IhGjRph8+bNlq6WTWFAgoiIiIismp+fH0REHaqRlJTEFTZqgVarLXViw7S0NAYk\n", "zKCsSS1reg6J0jIE3Nzc1AyBvXv3wtHREd27d6/08euCksvBrl27Fjk5OUZLDFPtYkCCiIiIiKya\n", "n58fgP8t/cmARO0oa8jGrVu3OGTDDEqb1NLOzg4ajfFXt0aNGgGoeoZEVFQUWrZsCY1GA51OB3d3\n", "d1y+fBlnzpxBamoqfvzxR/Tu3dvkcJH6xMPDAxEREfD29sa///1vS1fHpjAgQURERERWrVWrVrC3\n", "t0dCQgJEBImJiQxI1ILSAhJFRUW4ffs2MyTMoLQMidICAoqiwNHRscqrbDRr1gwdOnTAkCFD8Mcf\n", "fyAxMRE6nQ6hoaHo1KkTdu3ahXPnziElJaVKx69LNBoNxo8fjw0bNiArK8vS1bEZDEgQERERkVWz\n", "s7ODj48P4uPjcfv2bWRmZppMNafqKS0gkZ6eDhFhhoQZlJYhYWq4hp6jo2OVMyREBLGxsejduzc8\n", "PDzg6uoKZ2dn5OTk4Nq1axARXLp0CZGRkVU6fl0zbtw43LlzB99++62lq2IzGJAgIiIiIqunX2mj\n", "rCU/qXpKC0joy5ghUftKLq1ZkQwJANXKkEhKSkJaWhq6du0KoHjljWvXrhntV3LljfrM29sbgwYN\n", "wsqVKy1dFZvBgAQRERERWT19QEK/TCEDEjVPq9UiIyPDYGUHoHhCSwDMkDADRVHUbIiSy36WFZBw\n", "cnKqcoZEbGwsACAsLKxKz6+PJkyYgF9//RVnz561dFVsAgMSRERERGT1SmZINGrUCM2bN7d0leod\n", "fQbE7du3DcqZIWFe+uBDyWU/yxuyUdUMidjYWOh0Onh5eQEofeUNX19fdeWN+i4iIgJNmjTBqlWr\n", "LF0Vm2D1AYnly5dDo9Fg3rx5lq4KEREREVmIr68vMjIyEBcXhzZt2kBRFEtXqd7RBxzuHbbBDAnz\n", "0gcfKjpkozoZEnFxcUbZEVFRUQgPD4dOp4NOp0N4eDi2bNlSpePXRY0aNcLo0aOxatUqXL9+3dLV\n", "qffsy9/FctLS0jB79mwAMHrT2bFjB7788kucOHECDRo0QGFhIR588EHMmjULTZs2NdjXx8fH5A10\n", "3LhxePXVV2vvAoiIiIioRuiX/tyzZw86dOhg4drUT6UFJG7dugU7Ozu4uLhYolo2Rx98qMykllXJ\n", "kNBPaPnSSy8ZlDdr1gz79+9X54ywlcwIvZSUFPz666+4fv06OnbsiPbt2yMqKgrNmjWzdNXqJasO\n", "SLz11lvo27cvvvvuO4Pya9euYfjw4XjzzTfxzTffQFEUJCUl4YEHHsB3332HY8eOGdwwFUXBkSNH\n", "zF19IiIiIqoh+oDE5cuXMWzYMAvXpn4qK0NCq9UyK8VMzJUhcfnyZdy8eVOd0PJethaI0IuIiMDx\n", "48cBFL8WYmJiEBkZif3791u4ZvWT1Q7ZOH78ODZv3oy5c+ea3K7VajF//nz1xujt7Y3p06cjMTGR\n", "y7QQERER1TNNmjSBm5sbAE5oWVvKypDgcA3zMdccEpzQ0lhqaqo6cW5JtrLKiCVYbUDilVdewTvv\n", "vKO+8ZTk5eVlcjmali1bAjCeiIeIiIiI6q6UlBSEh4fjzp07AIDVq1cjJSXFwrWqfxo1agQnJyeT\n", "AQlOaGk++oBEdnY2RMSgzJSqZkjExsaiefPmaNGiRdUqakOKioosXYV6yyoDEhs2bEBWVhYmTJhQ\n", "6j4l1+jVO3PmDABgwIABRttmzpyJ8PBwBAYGol+/fvjiiy/UFzgRERERWa+IiAjExMSgoKAAAHD+\n", "/HlERkZauFb1k1arNfolOC0tjRkSZqTPhtAH4ICyAxJVzZCIi4tD165dORSnhNJWGcnMzISdnZ35\n", "K2QDrC4gcffuXUyfPh2fffZZpZ6Xn5+PFStWYMyYMQgNDTXY5unpiYCAAOzbtw+nTp3ClClTMHXq\n", "VIwdO7Ymq05ERERENYwp1Oal1WqZIWFh+uBDyR9PyxqyUZUMCf2ElhyuYezeVUa6dOkCBwcHPPLI\n", "I8jOzkZqairvPTXI6ia1fP/999G3b1/07t27Us+bPXs2nJycsGTJEqNthw4dMngcGRmJF198ER99\n", "9BFeeukl9OzZs1p1JiIiIiKqD0wFJNLS0hAcHGyhGtkeU8GHms6QuHr1Kq5fv86AhAmmVhmJiYnB\n", "wIED0bJlSzRq1AhA8UqOXH2j+qwqIJGQkIBly5bh2LFjRtvKGl7x0UcfITo6Grt370bjxo0rdK5e\n", "vXoBAA4cOFBmQGLKlClo0qSJQdmoUaMwatSoCp2HiIiIiKpOn0KdnJxsUO7r62uzqwDUJmZIWJ6p\n", "4ENVMiTKWrYzLi4OAEpdYYMM2613797w9fXFqVOn1LLk5OR6tfrGunXrsG7dOoMyc8zNaFUBCX1A\n", "YcSIEWqZfqmbZcuWISoqCoGBgQYN9d5772Hbtm346aefTE6AmZOTg7y8PLi6uhqU68cAlTdBySef\n", "fMIXKhEREZEFRUVFITIyEgkJCQCKgxFbtmyxcK3qJ61Wi0uXLhmUcQ4J86puhkRKSgoiIiLUoU6m\n", "fsmPjY2Fp6cnWrduXXMVr8dSU1NNfjnXDx2rD8FRUz+6x8XF1XoWjVUFJCZOnIiJEycalCUlJcHX\n", "1xeTJ0/G22+/bbBt9uzZ2L9/P6Kjo9XMiO3btyMuLk7dd/369Vi3bh127txp8NzDhw8DALp3715b\n", "l0NERERENcBUCjXVjnszJHJzc3H37l1mSJhRVTMkRASKoqiTwOqZ+iVfP38EJ7QkS7OqgIQp+qEa\n", "9w7ZmDJlCtasWYMPPvjAIEL+66+/qlkVenv27MG2bdvw8MMPAwBiYmKwePFiDB8+HPfff38tXwER\n", "ERER1QQGImrfvQGJtLQ0tZzMw1RAorwMicLCQuTn5yMzM7PMSWD1r6G4uDhO8F8JHDpWe6w2IJGW\n", "loauXbuioKAAiqLgk08+werVq/Hmm2+iR48e+Ne//gVFUfD8888bPE9RFIMX14gRIzB//nwsWLAA\n", "s2fPRk5ODuzt7TF16lTMmDHD3JdFRERERGS1tFotbt++jcLCQtjZ2anBCQ7ZMJ/KDtlwcnICgAqv\n", "tHHt2jVcvXqVE1pWEoeO1Q6rDUi4u7urf2xTypv7Qa9p06aYOXMmZs6cWVNVIyIiIiKql7RaLUQE\n", "6enpBtkSzJAwn8oO2XB0dAQA3L17FzqdzuQv+S1btlR/yY+NjQUABiQqiUPHaofG0hUgIiIiIiLr\n", "oA886AMR+iEbzJAwn+pmSCxatAiKosDZ2RnNmzdHgwYNkJOTg6ysLADFwzXc3d3h7e1dC7Wv/zw8\n", "PBiMqEEMSBAREREREYD//eqrD0hwyIb5VSdDQkQwd+5ceHt74+TJk/jzzz9x6NAhJCYm4umnn8aN\n", "GzcQExPDCS3JaljtkA0iIiIiIjIvUxkSTk5OaNiwoSWrZVMqO6llyQyJzZs3Y9euXdi6dau6pKeH\n", "hweWLVuGp59+GtHR0cjOzoaXlxdSUlIMlgIlsgRmSBAREREREYD/BST04+Rv3brF+SPMzFQ2REUy\n", "JC5cuIApU6bg4YcfVlcX1Pv8888BAHfu3EFRURGuXr2KyMjIGqw1UdUwQ4KIiIiIiAAUf7lt2LCh\n", "QYYEAxLmVZkMiZSUFPz1r38FAIwZMwaFhYXYvHmzwT6pqakVWgqUyBKYIUFERERERAAARVEMVte4\n", "desW548ws8pMahkREaGumlFQUAARwZQpU2q1fkQ1iQEJIiIiIiJSlQxIMEPC/Co6qWV5mQ96Hh4e\n", "8PHxMdrP19eX2RFkcQxIEBERERGRihkSllXZZT8rIioqCuHh4dDpdNDpdAgPD8eWLVuqdUyimsA5\n", "JIiIiIiISHVvQIIZEuZV0QwJfeZDcnKyQbmpzIdmzZph//79auYEMyPIWjAgQUREREREKq1Wi1On\n", "TgEoHrLBDAnzqsykllFRUYiMjERCQgKA4mBEWZkPDESQtWFAgoiIiIiIVPoMCRHhHBIWUJllP5n5\n", "QHUdAxJERERERKTSByQyMzNRWFjIDAkzq0yGhB4DEVRXcVJLIiIiIiJS6QMS+l/dmSFhXrUxqSWR\n", "tWJAgoiIiIiIVB4eHigqKkJSUhIABiTMraKTWhLVBwxIEBERERGRSh+AOH/+PABwyIaZMUOCbAkD\n", "EkREREREpLo3IMEMCfNihgTZEgYkiIiIiIhIVTIgoSgKXF1dLVwj21KVSS2J6ioGJIiIiIiISFUy\n", "IOHu7g6Nhl8ZzKkyy34S1XW8uxARERERkcrZ2Rn29va4cOEC54+wAGZIkC1hQIKIiIiIiFSKokCr\n", "1SIrK4vzR1gAJ7UkW8KABBERERERGdAHIpghYX6c1JJsCQMSRERERERkQB+QYIaE+XHIBtkSBiSI\n", "iIiIiMgAAxKWw0ktyZYwIEFERERERAY4ZMNymCFBtoQBCSIiIiIiMsAMCcthhgTZEgYkiIiIiIjI\n", "gKOjIwBmSFgCJ7UkW8KABBERERERAQBSUlIQHh6OJUuWAAAWLlyIlJQUC9fKttwbfLC3t4dGw69t\n", "VD+xZxMREREREQAgIiICMTExSE9PBwCcOXMGkZGRFq6Vbbk3Q4LZEVSfMSBBRERERERITU1FYmKi\n", "UXlCQgJSU1PNXyEbdW9AghNaUn3GgAQREREREZGVsLOzM3jMDAmqzxiQICIiIiIieHh4wMfHx6jc\n", "19cXHh4e5q+QjVIUxSArghkSVJ/ZW7oCRERERERkHaKiohAZGYmEhAQAxcGILVu2WLhWtsfBwQF5\n", "eXnq/4nqKwYkiIiIiIgIANCsWTPs379fnTOCmRGW0aBBA9y5c0f9P1F9xYAEEREREREZYCDCskpm\n", "RTAgQfUZ55AgIiIiIiKyIiWDEByyQfUZAxJERERERERWhJNakq1gQIKIiIiIiMiKlMyKYIYE1WcM\n", "SBAREREREVkRZkiQrWBAgoiIiIiIyIowQ4JsBQMSREREREREVoQZEmQrGJAgIiIiIiKyIlz2k2wF\n", "AxJERERERERWhMt+kq1gQIKIiIiIiMiKcMgG2QoGJIiIiIiIiKwIJ7UkW8GABBERERERkRVhhgTZ\n", "CgYkiIiIiIiIrAgzJMhWMCBBRERERERkRZghQbaCAQkiIiIiIiIrwoAE2QqrD0gsX74cGo0G8+bN\n", "s3RViIiIiIiIah2HbJCtsOqARFpaGmbPng0AUBTFaPupU6cwfPhwdOjQAe3bt8eoUaNw9epVk8da\n", "uXIlQkJCEBISgqCgIHz44YcQkVqtPxERERERUWUxQ4JshVUHJN566y307dvX5LaLFy+ib9++CA4O\n", "xqlTp3Dy5EkoioJ+/fohMzPTYN/PP/8cf/vb37By5UocO3YM27dvx6JFizBjxgxzXIbNWrdunaWr\n", "UOexDauH7Vc9bL/qYxtWD9uv+tiG1cP2qz62YdUwQ6JmsP9ZP6sNSBw/fhybN2/G3LlzTW6fM2cO\n", "RATz588HANjZ2WHRokVISEjAJ598ou6XmZmJWbNmYfz48QgLCwMA+Pr64rXXXsM///lPJCQk1Pq1\n", "2CreAKqPbVg9bL/qYftVH9uweth+1cc2rB62X/WxDauGGRI1g/3P+lltQOKVV17BO++8Azc3N6Nt\n", "hYWF2LRpE/r06WPwAtXpdAgMDMSGDRvUsh07diAzMxODBg0yOMbAgQPV4xAREREREVkLZkiQrbDK\n", "gMSGDRuQlZWFCRMmmNweHx+PrKws+Pv7G23z8/PD6dOnkZ+fDwA4evQoABjtq398/Pjxmqw6ERER\n", "ERFRtTBDgmyF1QUk7t69i+nTp+Ozzz4rdZ8bN24AAFxdXY22ubq6oqioCLdu3SpzX/1j/XYiIiIi\n", "IiJrwIAE2Qp7S1fgXu+//z769u2L3r17W7oqAIpX8qCquX37NuLi4ixdjTqNbVg9bL/qYftVH9uw\n", "eth+1cc2rB62X/WxDasmIyND/X9qairbsIrY/6rHHN+FrSogkZCQgGXLluHYsWNG20ou0enp6QnA\n", "8IWql5GRATs7O2i12jL31T9u2rSpybrodDq0aNECTz/9dBWuhPT0E4lS1bENq4ftVz1sv+pjG1YP\n", "26/62IbVw/arPrZh9bz++uuWrkKdxv5XPS1atIBOp6u141tVQGL37t1o3LgxRowYoZbl5eUBAJYt\n", "W4aoqCgEBgbi66+/houLC+Lj442OER8fj8DAQHXyly5duqjlISEhBvsBMCgrSafT4fDhw0hOTq6Z\n", "iyMiIiIiIiKqQ3Q6ne0EJCZOnIiJEycalCUlJcHX1xeTJ0/G22+/rZaPHDkSW7duRV5enjquKjk5\n", "GadPn8acOXPU/YYNGwYXFxdER0cjMjJSLd+9ezfs7Ozw2GOPlVqf2m58IiIiIiIiIltldZNa3ks/\n", "VKPkkA0AmDdvHjQajRqkKCgowBtvvAE/Pz+89tpr6n7Ozs54//33sXr1anX8UEJCAj755BNMnToV\n", "Pj4+5rkQIiIiIiIiIlIpcu83fSuRlpaGrl27oqCgAFevXoWrqyuaNGmCN998U10O9NSpU3j99deR\n", "kJCAoqIidO3aFYsWLUKLFi2Mjrdq1Sp8/PHHUBQF+fn5GD9+PKZNm2buyyIiIiIiIiIiWHFAgoiI\n", "iIiIiIjqL6sfskHW6/bt2xg9ejQ0Gg0uXrxo6eqQjVu+fDk0Gg3mzZtn6aoQEdU4vudWH9uweth+\n", "1cc2rB62X/VYa/sxIFFCTk4OZsyYgcDAQISEhKB79+7Ytm2bpatllXbt2oVu3brhxIkTUBTF5D5z\n", "586Ft7c3unTpYvBv0KBBZq6t9bl48SJmzZqFHj16ICwsDEFBQQgNDcVnn31mtO+pU6cwfPhwdOjQ\n", "Ae3bt8eoUaNw9epVC9TaeqWlpWH27NkAYNQf2Q/LtmPHDjzwwAPo1q0bAgICEBQUpLalHvugaePG\n", "jTPZtzp37gyNRoOoqCgA7INl+e233zB06FD4+/vD398fffr0QXR0tMl9bbkfVuQ9F6h4G/n4+Bj1\n", "xy5duuDTTz+tzcuwqIq04Y4dO/D4448jMDAQwcHBCAoKwmuvvYYbN26Y3H/lypUICQlBSEgIgoKC\n", "8OGHHxrNeVZfVLT9xowZg5CQEHTt2hXt27fHQw89hN9//91oX/bBmvnszD5oLCcnB++88w66deuG\n", "rl27wsfHB/379zd6b7G1PljR9luxYgXCwsLUe+DgwYOxd+9ek/vWWP8TUj3++OPSsWNHSU1NFRGR\n", "bdu2ib29vWzfvt3CNbM+/fv3lxMnTsicOXNEURRJSkoy2mfu3Lnyn//8xwK1s36rVq0SZ2dn+e23\n", "39Sy7777Tuzs7GTBggVqWVJSknh4eMj06dNFRKSgoEBGjRolbdu2lYyMDLPX21q99NJLEhERIYqi\n", "yLx58wy2sR+WbsWKFdKmTRv5888/1bIFCxZIu3bt1Mfsg6UbN26cyb717bffiqenp+Tm5ooI+2Bp\n", "9u3bJw4ODmrfEhH55JNPxN7eXnbt2mWwr633w4q851amjXx8fMxSb2tSXhsmJyeLoijy1ltvSVFR\n", "kYiIJCYmStu2bcXX19eoDRcvXiyOjo5y+PBhERGJj4+X5s2by9///nfzXJCZVaQP9uvXTwYPHizp\n", "6ekiIpKbmyujR48WZ2dnOXv2rMG+7IPV/+zMPmjcfnl5edK/f38ZM2aM3L17V0REMjIyJCwszODz\n", "tYjt9cGKtN+nn34qGo1Gtm3bJiIiRUVFMm3aNGnYsKHaz/Rqsv8xIPFfP//8syiKIhs3bjQoHzp0\n", "qPj7+1uoVtZL/2Zd3k119erV5q5anbBjxw6ZP3++UXlISIh07dpVfTxu3DjRarXqFxsRkatXr4qd\n", "nZ3J59uiY8eOiU6nk6NHj5YakGA/NHbp0iVxdHQ0uufdvXtXdu7cqT5mHyxdTEyMxMfHG5UPHjxY\n", "3njjDfUx+6Bp/fr1E3d3d4O+JSISEBAgnTt3Niiz9X5YkffcyrSRrX0QFym/DZOTk8XDw8PoeStW\n", "rBBFUWTlypVqWUZGhri6usqLL75osO8HH3wg9vb2Ju8LdV1F+uCUKVPk4MGDBmVHjhwRRVHks88+\n", "MyhnH6zeZ2f2QdPtt2jRIvHw8JDs7GyD8pMnT8rp06cNymytD1ak/Xr06CEhISEGZbdu3RJFUWTG\n", "jBlqWU33Pw7Z+K+NGzcCgFFK1MCBAxEfH4/Dhw9bolpWq6xUHyrfkCFD8NZbbxmVZ2RkoFmzZgCA\n", "wsJCbNq0CX369EGDBg3UfXQ6HQIDA7Fhwwaz1deavfLKK3jnnXfg5uZm6arUKV999RVyc3MxYsQI\n", "g3JHR0c8+OCDANgHy9OrVy/4+voalF24cAF79uzBCy+8YKFa1R0HDx5E27ZtDfoWAHTu3BknTpzA\n", "hQsXALAfAuW/57KNyldeG3p5eeHatWtG5S1btgRQPPZab8eOHcjMzDT5mVH/t6hvKvK57+OPP0b3\n", "7t0NyjIyMgAATZs2rZV61SU1+dmZfdC0ZcuW4YEHHkCjRo0MyvXD2GxZRdrP3t4e+fn5BmV5eXnq\n", "Nr2a7n8MSPzX0aNH4ebmBq1Wa1Du7+8PADh+/LglqlXn7dixA4MHD0ZoaCiCg4Px6quvmnzDt3WZ\n", "mZmYNWsWsrOz8cEHHwAA4uPjkZWVpfbBkvz8/HD69Gmjm4at2bBhA7KystSlgEvDfmhs3759aNq0\n", "KWJjY/Hggw+q85jMnTsXubm5ANgHq2LFihUYNGiQUZuxDxpTFAWFhYVG5XZ2dgCA06dPA2A/rIiq\n", "tNHMmTMRHh6OwMBA9OvXD1988UW9HXteUSU/cOudOXMGADBgwAC17OjRowBg1N78zGjo1KlTeOON\n", "NzB8+HA88cQTRtvZB02ryPsF+6CxlJQUnD9/Hq1atcLChQvRo0cPtG/fHoMHD8YPP/xg8jnsg4be\n", "fPNNJCQkYMWKFRAR5OTkYObMmWjTpg1efPFFdb+a7n8MSPzXjRs34OrqalSuLyttQiMqnZOTEzQa\n", "DdatW4ejR49i69at+P333xEWFoYrV65YunpWo2PHjtBqtdi+fTs2bdqEkJAQAP/rc6X1y6KiIty6\n", "dcusdbUmd+/exfTp001OBFoS+6FpFy9eRHp6Ol544QUsWbIEf/75J5YuXYrFixcjIiICAPtgZeXn\n", "52P16tWYPHmyQTn7oGk9e/bE2bNnkZWVpZaJCI4dOwbgf7+ssh+Wr7Jt5OnpiYCAAOzbtw+nTp3C\n", "lClTMHXqVIwdO9Zsda4L8vPzsWLFCowZMwahoaFqeWntzc+MxbZu3YrWrVujU6dO6Ny5M9auXQuN\n", "xvArB/ugaRV9v2AfNKZfNWL58uVITEzEr7/+ihMnTqBPnz546KGHsH79eoP92QeNDRs2DJs3b8aC\n", "BQvg6ekJDw8PnD17Frt27YJOp1P3q+n+x4AE1Zpp06bh66+/hqenJ4Di2WxXrlyJ5ORkvPvuuxau\n", "nfU4efIksrOz8dprr2HgwIH46KOPLF2lOuH9999H37590bt37zL3Yz80LScnB7m5uZg9ezbatm0L\n", "AOjduzf+9re/YefOnfj1118tXMO6Z8uWLXBwcMAjjzxiUM4+aNq8efOQl5eHKVOmIDs7GwUFBfjg\n", "gw/UVSHuTbmlmnPo0CGMHz8eGo0GiqIgMjISL774ItauXWtyRQRbNXv2bDg5OWHJkiWWrkqd8sgj\n", "j+DSpUu4cuUKMjIy0KlTJ5w4ccJgH/ZB0/h+UXU5OTkAijOdPv74YzRs2BAODg6YM2cOvL29jVYQ\n", "Yx80tmTJEjz66KNYsGABbt68ifT0dDz00EPo3r07du7cWWvnZUDivzw9PdVfY0ri2Lea1bFjR7i4\n", "uODAgQOWropVsbe3x/jx4/HMM89g5syZSEhIUN+MSuuXdnZ2RkOMbEVCQgKWLVuGhQsXGm2rSKod\n", "+yHg4uICAAa/+pV8fOjQIfW+xz5YMcuXL8ekSZOMfgk0hX0Q6Nu3L37++WekpKSgc+fO6NmzJ+7c\n", "uYM5c+YAANq0aQMAvBdWQE20Ua9evQDApvtkSR999BGio6Oxa9cuNG7c2GBbae3Nz4yGvLy88NVX\n", "X+HOnTt4+eWXy92ffdA0U+8X7IPG9J9r2rVrZxDQVhQFwcHBSEhIKDebzpb7YFpaGqZOnYoRI0Zg\n", "9OjRUBQF9vb2mDFjBvz8/AyGR9d0/2NA4r+6dOmC9PR0pKWlGZTHx8cDgJpGTxVX2vhojUaDoqIi\n", "M9fGuuTk5Jhsg5CQEBQWFiIuLg5t27aFi4uL2gdLio+PR2BgIBwcHMxRXauze/duNG7cGCNGjFDX\n", "jdZPzrhs2TJ06dIFo0aNAsB+WJqOHTsCgFEb6MfvFxUVwd/fn32wgs6dO4d9+/Zh0qRJRtvYB0vX\n", "u3dvbN26FefPn0dsbCzeffddXL9+Ha6urggODgYA9sMKqEwb5eTkmAxclHzt27r33nsPmzZtwk8/\n", "/QR3d3ej7V26dAEAo/a29c+Md+/eNSpzdHRE27ZtDSaHZx8sXUXfL9gHjbVr1w729vYm+8+9fYt9\n", "0NjZs2eRl5dncvLPgIAAXL16FTdv3gRQ8/2PAYn/+stf/gIAiI6ONijfvXs3/P39ERYWZolq1Wkt\n", "WrRAcnKyQdmFCxeQnp5uNAuzrRk6dKi6sktJiYmJAIojjxqNBiNHjsS+ffvUGW4BIDk5GadPn1b7\n", "rC2aOHEiEhMTceTIEfXf//t//w8AMHnyZBw5cgTr1q0DwH5YGv08Efrx+nr6tNoePXqwD1bCF198\n", "gYcffthgjKUe+6Bply5dMlrBSkTw/fffY+zYseoXaDs7O/bDclSmjdavX29ygkH938KW+yRQPExj\n", "165diI6OVldv2r59O+YIhM71AAAO4ElEQVTPn6/uM2zYMLi4uJj8zGhnZ4fHHnvMrHW2BomJifD0\n", "9DT6IldYWIjLly+rv6gC7INlqej7BfugMScnJwwePBjnzp1Ddna2wbYTJ07A19dX7Yfsg8aaN28O\n", "4H/fRUpKTEyEo6Ojek+s8f5XqUVC67knnnhCOnbsKDdv3hQRke3bt4u9vb1s377dwjWzXvq1bBMT\n", "E422KYoiY8eOVdcCvn37tgwePFjc3d3l3Llz5q6qVenfv78EBwcbtNvPP/8szs7O0qtXL3Wt4KSk\n", "JPH09JTp06eLiEh+fr789a9/lXbt2klmZqZF6m6tEhISRFEUmTt3rkE5+6FpRUVF0rdvX+nYsaNc\n", "u3ZNRETOnj0rOp1OHnroIXU/9sHy5ebmStOmTSU6OtrkdvZB09asWSNt2rSR5ORkESnuW9OnT5eg\n", "oCBJT0832Jf9sFhZ77kVbaNVq1aJvb29bN26VS07cOCANGnSREaMGFH7F2FhZbXhq6++KlqtVr74\n", "4gtZs2aN+u+5556TcePGGez7+eefi5OTk8TGxoqISHx8vHh5ecnf//53s1yHpZTWfvr34GnTpklu\n", "bq6IFN8bp06dKoqiyOLFi9V92Qdr5rMz+6Bx+x09elQaN24sr7/+ulq2ePFi0Wg0snHjRrXMlvtg\n", "We03cuRIcXBwkF27dqllK1euVF/bJdVk/2NAooScnByZMWOGtG/fXoKDg6Vbt26ybds2S1fLKk2f\n", "Pl18fHykSZMmotFopFWrVuLj46N2ShGRdevWSUREhAQFBUmnTp2kdevWMmrUKDl79qwFa24dDhw4\n", "IJMmTZKgoCAJDg4Wf39/6dChg8yaNcvow/XJkydl2LBhEhgYKAEBAfLUU0/JlStXLFRz63Pr1i3x\n", "8fGRVq1aiUajkSZNmoiPj498+eWXIsJ+WJaMjAx55ZVXxNvbWzp06CABAQEyZ84cycvLM9iPfbBs\n", "//d//ycBAQGlbmcfNC0uLk6GDBkibdq0kZCQEAkNDZXXX39dbt++bXJ/W+6HFXnPFalYG6WkpMh7\n", "770nPXv2lM6dO0u7du2kQ4cOMn/+fKPXfn1SXhseO3ZMFEURjUYjiqIY/NNoNDJ+/HijY65cuVI6\n", "d+4swcHB0qFDB/nHP/5h7ssym/LaLy8vT7788ksZOnSodOzYUTp37iytWrWSAQMGyLfffmtwLPbB\n", "mvvszD5ofB88dOiQPPDAA+Lt7S3+/v7St29f+eGHHwz2scU+WJH2y8nJkUWLFkloaKgEBQVJUFCQ\n", "9OzZU1atWqX+WFpSTfU/RcSGF1slIiIiIiIiIovgHBJEREREREREZHYMSBARERERERGR2TEgQURE\n", "RERERERmx4AEEREREREREZkdAxJEREREREREZHYMSBARERERERGR2TEgQURERERERERmx4AEERER\n", "EREREZkdAxJEREREREREZHYMSBARERERERGR2TEgQUREVIvat2+PZs2aQaPRoGHDhtDpdJg7d66l\n", "q2UV2rdvDw8PD2g0GsybN8/S1alx48ePh06ng0ajwYABAyxdHSIiIqvDgAQREVEtOnPmDA4dOgQA\n", "6NOnD5KTk6sdkBg3bhw0Gg0uXrxYAzW0nDNnzmDz5s0AAEVRLFybmrdq1SokJycDqJ/XR0REVF0M\n", "SBAREdUyEanxY9aXL7i10TZERERUNzAgQUREVAeJCL/MExERUZ3GgAQREZGFTJo0yWCOgdjYWAwc\n", "OBBeXl5o3bo1nnvuOWRmZqr7nzlzBjqdDhs3bgQAdO/eHTqdDjqdDmvXrlX3ExEsX74cYWFh0Gq1\n", "0Gq16NGjB1asWFHm+ePi4jB48GC0bNkSGo0GTZs2Vbfb2dlBp9NhyZIl6vN9fHzg6uoKR0dHDBw4\n", "EACQnJyMt956C927d0erVq3g7u6Ojh07YsGCBcjPz69We0VHR0On08HR0REajQZ//vknXn75ZbRt\n", "2xZubm7o27cvDh48aPCc/v37m5ynYtWqVdDpdLCzs4Ovr69afvfuXeh0OjRp0gQajQarV6/GP//5\n", "TwQFBcHZ2RlhYWH4/vvvAQD//ve/ERoaCjc3N4SGhqrlpTl48CAGDhyI1q1bw83NDcOHD8cff/xh\n", "ct9vv/0W9913n/r3CwkJwcKFC1FQUKDuM3/+fINrSEhIwMiRI9GmTRtoNBpoNPyYR0REVk6IiIio\n", "ViUkJIiiKDJgwACT2xVFEX9/f3nyySfl5s2bIiKybds2sbOzk6eeespo/7Fjx4qiKJKUlGTyeM88\n", "84w0aNBAvv76ayksLJS8vDxZtmyZaDQaef7550s9/4gRI+Ty5csiIrJ48WLx9fUVEZEePXqIg4OD\n", "XLlyxei5jzzyiHz00Ufq42+++Ubs7e1l7dq1atn27dulcePG8uSTTxo9/6effhJFUWTevHkmr8WU\n", "cePGiaIoMmjQINm7d6+IiCQnJ0twcLC4uLjIjRs3DPb/+eefSz2Hj4+Pep0lrV69WhRFkbCwMFm7\n", "dq0UFRXJzZs3pWvXrmJvby/Tpk2Tf/zjH5Kfny93796VYcOGiYODgyQmJhodS1EU8fHxkUGDBklC\n", "QoKIiMTHx0toaKi4urrKH3/8YbD/22+/LYqiyKJFiyQvL0+Kiopk06ZN4uTkJMOHD5eioiKja/D0\n", "9JQhQ4bIyZMnRaS4zTUaTYXblIiIyBIYkCAiIqplFQlINGjQQK5evWpQ3qtXL2nYsKEUFBQYlJcV\n", "kNi0aZMoiiIvv/yy0bYnnnhCFEWRgwcPGp3fwcFB/bIsInL79m1Zs2aNiIisWrVKFEWRt99+2+B5\n", "SUlJ0rhxY0lNTVXLoqOjZfLkyUbnnjZtmiiKIqdPnzYor0pAQn/9H374oUH58uXLRVEU+eqrryp8\n", "Dm9vb5MBCf01R0REGJR/+eWXoiiKhIaGGpRHR0eLoiiycOFCo2MpiiL29vZy9uxZg/Lff//dqF8c\n", "PnxYFEWRhx9+2Og4+jbcuHGj0TUoiiK//PKLWlZYWCiff/650TGIiIisCXP5iIiIrIC/vz90Op1B\n", "mY+PD/Ly8nDjxo0KH2fNmjUAgOHDhxtt69WrFwBg69atRtv8/Pzg4+OjPnZzc8PTTz8NAHjqqafQ\n", "pEkTfPnllygsLFT3+eKLLzBy5EhotVq1bNCgQQbDOvQCAwMBoNQhClVx//33Gzz29vYGAFy5cqXG\n", "zhEeHm7wuHXr1ibLW7VqBQC4dOmSyeP4+PigXbt2BmU9evSAVqvFL7/8grS0NABQh95U9u/XsGFD\n", "9O3bV32s0Wjw4osvln5hREREVsDe0hUgIiIioFmzZkZlDRs2BADk5eVV+DhnzpwBAIwZMwb29oZv\n", "8wUFBXB2dkZKSorR87y8vEo9ZqNGjTB27Fh8+umn+O677zBy5Ejk5+dj5cqV2LRpk9E5/vOf/2DN\n", "mjVISkpCdnY2FEVBdnY2gOI5GmrKvW1WlfYqT9OmTQ0eN2jQwGS5/tx37twxeZwWLVqYLG/ZsiVu\n", "3bqF8+fPo3v37urfb9asWQZzXgBAYWEhnJ2dTQaomjdvXoGrISIisi7MkCAiIrICNT0B4fbt25Gc\n", "nGzw78aNG8jIyMDy5csrff4XXngBALB06VIAQFRUFJo1a4bevXsb7Pfss89i0qRJ6NKlC44cOYJr\n", "164hOTkZn376aQ1dWcXrXBFFRUVVOkdN/b1ycnJMli9dutTo75eSkoKMjAzs2LGj1upDRERkTnz3\n", "IiIiqkc6dOgAALh48aLJ7b/88guSkpIqfdz27dujf//+2LNnD86dO4elS5eqQQq99PR0rF27Fo0b\n", "N8bHH3+MJk2aqNvEgkuUOjg4AIDRKh8iguvXr5ulDsnJyUZlIoLk5GQoioK2bdsCKP/vd+jQITWL\n", "goiIqK5jQIKIiKiWKYpSo8dr3LgxgP99wd63bx/ee+89AMAzzzwDANiwYYPR844fP47+/fvj5s2b\n", "VTrv5MmTISKYOnUqYmNjMWbMGIPtDg4O0Gg0UBTFKACRmJhYpXPWBP38DvfWISYmptpLkVZUQkIC\n", "zp07Z1C2Z88eZGVlYcCAAXB3dwdQPNRGURSTf7+UlBT07dsXJ06cMEudiYiIahsDEkRERLVM/+W8\n", "rCyBymwLCQkBABw9ehQigqVLl+LIkSMAgEcffRTPPvssoqKisHjxYnU+hbi4OPzlL3/BhAkTEBYW\n", "Vqnz60VGRqJ58+b4/vvvMXr0aDUwoufk5ISRI0ciKysL06ZNQ25uLoDirIx//etfZZ6nKhkUFT2W\n", "t7c3unXrhu3btyM2NhZAcXBi4cKF8PDwqNLfpbLl7u7umDBhgpqdkpCQgNdffx2urq4Gw1lCQ0Mx\n", "d+5cxMXFYdasWeqcG+fOnUNkZCQGDBiAyMjICp+XiIjIqpl3UQ8iIiLbEhAQIE2bNhWNRiMNGzYU\n", "Ly8vmTNnjoiIzJw5U7y8vESj0UiDBg3Ey8tLdu/eLefPnxcvLy9xdHQUjUYjTZs2lWeffVY9Zk5O\n", "jowbN06aN28uOp1OBg0aJPHx8QbnXblypfTs2VO0Wq20atVKwsLCZOnSpVJUVKTuU/L8+rrdu8zl\n", "vd58803RaDRy7Ngxk9uzsrJk+vTp4u/vL05OTuLr6ytPPvmkzJ49WxRFETc3NwkMDFTbRqvVikaj\n", "EWdnZ9HpdHLhwoVSz3306FGjdnnuuedERGT48OFGx8rMzFSfe+XKFXniiSekWbNmotPp5NFHH5UL\n", "Fy6Ij4+P2Nvbi5eXl7z33nsiIuLn5ydubm6i0WjEzc1NQkJCSj1Hbm6uPP/88+rf2NHRUXQ6nRw7\n", "dkzGjx+vtu+AAQPkxx9/lD59+kiLFi3E1dVVhg8fLn/88YfJa42KipL+/fuLh4eHtGzZUjp16iTv\n", "v/++ZGdnq/ssWbJEvLy8xN7eXr2GsLCwMv9+RERE1kQRYUidiIiIiIiIiMyLQzaIiIiIiIiIyOwY\n", "kCAiIiIiIiIis2NAgoiIiIiIiIjMjgEJIiIiIiIiIjI7BiSIiIiIiIiIyOwYkCAiIiIiIiIis2NA\n", "goiIiIiIiIjMjgEJIiIiIiIiIjI7BiSIiIiIiIiIyOwYkCAiIiIiIiIis2NAgoiIiIiIiIjMjgEJ\n", "IiIiIiIiIjK7/w+HxSWT5a4ytwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "phase8t\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABC0AAAKzCAYAAAA6MPcCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XdYFMf/B/D3Hi30AAqoKF2l31JUEBQFo8SGMbEAKiR+\n", "jUFNxB5NBBFjL4maGAtiScTEWLDGQlTsCtgSC6goiaDSrKgg8/uD5/bHcgccTVA/r+fxeby52dmZ\n", "2dnjdm4KxxhjIIQQQgghhBBCCGlkJA2dAUIIIYQQQgghhBBFqNOCEEIIIYQQQgghjRJ1WhBCCCGE\n", "EEIIIaRRok4LQgghhBBCCCGENErUaUEIIYQQQgghhJBGiTotCCGEEEIIIYQQ0ihRpwUhhBBCCCGE\n", "EEIaJeq0IIQQQgghhBBCSKNEnRaEEEIIIYQQQghplBpdp0VBQQGCg4MhkUhw586dhs4OIYQQQggh\n", "hBBCGkij6rTYv38/3N3dcfnyZXAcV2G8K1eu4MMPP4SdnR3atGmDwYMH4+7duwrjxsbGwsXFBS4u\n", "LnBwcMD8+fPBGJOLV1BQgJEjR6JNmzZwdHREp06dcPLkyTorGyGEEEIIIYQQQqqnUXVazJ49Gzt2\n", "7EC/fv0UdiwAwJ07d+Dj4wNnZ2dcuXIF//zzDziOQ+fOnfH48WNR3OXLl2P06NGIjY3FhQsXsGvX\n", "LixcuBBTpkwRxXv16hUCAgJw7do1XLhwAZcvX8bAgQPh5+eHlJSUeisvIYQQQgghhBBCKtaoOi0S\n", "ExPh4OBQaZzIyEgwxhAdHQ0AUFFRwcKFC3Hr1i0sWbJEiPf48WNMnToVYWFhcHNzAwBYWloiIiIC\n", "ixYtwq1bt4S4GzduxOnTpzFv3jy89957AIBRo0bB3NwcEydOrOtiEkIIIYQQQgghRAmNqtOisikh\n", "QOmIiD/++AMdO3aEurq6EN6sWTO0bdsWmzdvFsL27duHx48fw8/PT5RG165dhXRkfvvtN+jp6cHD\n", "w0Mu7uHDh5GTk1ObYhFCCCGEEEIIIaQGGlWnRVVu3ryJJ0+ewNraWu49KysrXL16FUVFRQCA8+fP\n", "A4BcXNnrixcvCmHnz5+HpaWlXJrW1tZgjIniEkIIIYQQQggh5PV4ozotHjx4AADQ09OTe09PTw8l\n", "JSXIy8urNK7stex92f8rSrN8XEIIIYQQQgghhLweqg2dgTddVlYWsrKyGjobhBBCCCGEEELIa9es\n", "WTM0a9as3tJ/ozotmjRpAgB49OiR3HuPHj2CiooKDA0NK40re920aVNRuhWlWT5uWVlZWXB3d69w\n", "u1VCCCGEEEIIIeRt1rx5c5w7d67eOi7eqE4La2tr6Orq4ubNm3Lv3bx5E23btoWamhoAgOd5IdzF\n", "xUUUD4AojOd5HD9+XGGaHMfB2dlZYX6ysrJw9+5dbNy4EXZ2djUv2Dts7Nixol1fSPVRHdYO1V/t\n", "UR3WDtVf7VD91R7VYe1Q/dUe1WHtUP3VHtVhzV25cgUhISHIysqiTgugdHvTjz76CAkJCXj58qWw\n", "g0hWVhauXr2KyMhIIW5AQAB0dXVx8OBB9OvXTwg/dOgQVFRU0L9/fyFswIAB2Lt3L86ePSvaQSQx\n", "MRG+vr7CqI2K2NnZwdXVta6K+U55//33qe5qieqwdqj+ao/qsHao/mqH6q/2qA5rh+qv9qgOa4fq\n", "r/aoDhu3Rr0QJ2NMLmzGjBmQSCSYPn06AKC4uBgTJkyAlZUVIiIihHg6OjqYPXs24uLikJKSAgC4\n", "desWlixZgnHjxsHCwkKIO2TIEHTo0AGTJ09GYWEhAOCnn37C7du3sWDBgnosISGEEEIIIYQQQirS\n", "qEZaTJkyBZs3b0ZBQQE4joO3tzdUVVXxxx9/CD1frVq1wtGjRzF+/HjY2dmhpKQErq6uOHz4MHR0\n", "dETphYeHQ1NTE6GhoeA4DkVFRRg3bhwmTpwoiieRSLB3715MnjwZUqkUampqMDIywsGDB4VpJoQQ\n", "QgghhBBCCHm9GlWnxZw5czBnzpwq49nZ2WHPnj1KpRkWFoawsLAq4+nr62PFihVKpUkIIYQQQggh\n", "hJD616inh5C33+DBgxs6C288qsPaofqrParD2qH6qx2qv9qjOqwdqr/aozqsHaq/2qM6bNw4pmjh\n", "CKKUlJQUuLm5ITk5mRZuIYQQQgghhBDyTnkdz8Q00oIQQgghhBBCCCGNEnVaEEIIIYQQQgghpFGi\n", "TgtCCCGEEEIIIYQ0StRpQQghhBBCCCGEkEaJOi0IIYQQQgghhBDSKFGnBSGEEEIIIYQQQhol6rQg\n", "hBBCCCGEEEJIo0SdFoQQQgghhBBCCGmUqNOCVJuFhQUcHBzA8zx4noetrS0kEgnMzc2FMAcHB1ha\n", "WjZ0Viv08OFDREVF4cKFC1XGLSwsBM/zaNasGSQSCRwcHDB58mS5eAkJCejZsyccHR2FOggODkZK\n", "Sopc3K5du8Lc3BwSiQS2trYYMmRInZSLEEIIIYQQQt4m1GlBqo3jOOzduxepqalITU3F6tWrAQAz\n", "Z84Uwvbs2dPAuaxcfn4+oqOjleq00NTURGpqKkaOHAkA2Lt3L+bOnSu8zxjD8OHDMXbsWEydOhWX\n", "L19GamoqLl68CH9/f3Tq1AnLly8XpZmYmIjo6GgAwJo1a7Bhw4Y6LB0hhBBCCCGEvB1UGzoD5M3T\n", "uXNnvPfee8JrxphcnPfeew++vr6vMVc1oyjv1Y0bExOD9evX4/z587C3txfCVVRUEBYWhsLCQowZ\n", "MwZt2rSBv79/jc5NCCGEEEIIIe8iGmlBqi0uLg7GxsaVxjExMcHatWuxdetWfPDBB3BzcwPP82jX\n", "rh3i4+NFcUNCQoSpEkePHsXHH38MnuchkUgQEREBAHj+/Dm+/PJLGBsbw9HREd27d8fOnTuFaSll\n", "p1fcvXsXQ4cOhYWFBdq0aQM3Nzf88ccfwvu//vorevbsCQCYPn26MKXl6tWr1a6L/Px8zJkzBx98\n", "8IGow6Ks4cOHQ1dXF99880210yeEEEIIIYSQdxmNtCD1atWqVejbty9GjRoFAPj777/RuXNnaGlp\n", "oU+fPgCAjRs3Yt26dQgLC8OsWbOwceNGNG3aFDNmzMDDhw8BAOHh4dixYweOHDkCR0dH3Lt3D716\n", "9QJQOi1l6NChAICCggJ4e3vDwsICV65cgaamJnbu3InAwED8+uuvGDhwIIKCgtCxY0dYWlqKjq2J\n", "gwcPorCwEJ6enhXGUVdXB8/zOHLkCHJzc2FkZFTj8xFCCCGEEELIu4Q6LRoRd3d3ZGdn1+s5TE1N\n", "ce7cuXo9R1nLli0TLcjp4OAAf39//Pzzz0KnBfD/UyU+/fRTNG3aFAAwYcIEPHv2DGlpaVi/fj3G\n", "jx8PR0dHAKUjOcaOHSu3gOXixYuRkZGB33//HZqamgCA3r17o0uXLpg2bRoGDhwoOl9tZWRkCPmp\n", "jKmpqRCfOi0IIYQQQgghRDnUadGIZGdn47///mvobNQpTU1NfPXVVzh58iSKioogkUhw586dCqeX\n", "yDolAEBbWxva2trYt28fSkpK4OHhUWFcmf3790NLSwuurq5ycRMTE5GZmYmWLVvWQckIIYQQQggh\n", "hNQ36rRoRGS/xr/p55B5+vQpunTpgqZNm2Lv3r3CCIqwsDAcPnxY4TG6urpyYXfv3gUAGBgYiML1\n", "9fXl4ubk5KCoqEiu0+LJkycwNTVFTk5OnXZayEaRVDVCJjs7GxKJpFFvA0sIIYQQQgghjQ11WjQi\n", "r3Paxutw4sQJpKWlYfbs2UKHBVD9qRnNmzcHAOTl5YnCCwoK5OI2adIEeXl5SE1NrUGOq8/Pzw+a\n", "mpo4ceJEhXGeP3+OlJQUeHp6wtDQ8LXkixBCCCGEEELeBrR7CKk3L168AABwHCcKz8rKkgurjKen\n", "JyQSCc6cOSMKv3TpklzcHj16ID8/H7dv3xaFp6enIygoCK9evQIAqKmpAfj/DpQrV67gwoULSudJ\n", "xsDAAFOmTMHBgwfx999/K4yzZs0aPH36FLNmzap2+oQQQgghhBDyLqNOC1Jnyo+g6NixI4yMjLB0\n", "6VI8ffoUAJCYmIhDhw5VONpCUbiNjQ2GDRuG2NhYoaMiOzsbsbGxcnHHjh0La2trjB49WjhnQUEB\n", "Ro0aBTMzM6ioqAAoXThTU1MTmZmZAIDo6Gjs3LmzRuX89ttvMXToUPTu3RvHjh0TwouLixEbG4uv\n", "v/4aq1atQqdOnZQuMyGEEEIIIYQQmh5CaumTTz7B+fPnwXEcpk+fjl9++QX79+8HUDoKYffu3Zgw\n", "YQJsbW3RunVrtG7dGj169MCBAwfg6uqKX375BcuXL8fOnTvBcRw+/PBD2NraYvv27aLz/Pjjj9DR\n", "0YGfnx9MTExgZWWF6dOnw8/PTzRqQ19fH8eOHcPXX38NOzs7GBoaQkVFBYMHD8aECROEeKqqqliy\n", "ZAm+++47/P777zA1NUV4eLjCMhYWFsLLywvZ2dlCHnv16oW5c+cKcVavXo3t27cjJiYGmZmZUFdX\n", "x8uXL+Hm5objx4/DyclJlGbXrl1x48YNcByH4cOHo0OHDtiwYUOtrwchhBBCCCGEvE04Rj/z1lhK\n", "Sgrc3NyQnJwst/AjqX8pKSlwd3fHH3/8gX79+jV0dgghhBBCCCHknfI6nolpegh5I0RFReHKlSui\n", "MNlUEalU2hBZIoQQQgghhBBSz6jTgrwRrl27hujoaLx8+RIAkJmZiTlz5mDAgAG0jSghhBBCCCGE\n", "vKWo04K8EQYNGoQHDx7AxcUFDg4O8PX1Rd++fbF+/fqGzhohhBBCCCGEkHpCC3GSN0Lfvn3Rt2/f\n", "hs4GIYQQQgghhJDXiEZaEEIIIYQQQgghpFGiTgtCCCGEEEIIIYQ0StRpQQghhBBCCCGEkEaJOi0I\n", "IYQQQgghhBDSKFGnBSGEEEIIIYQQQhol6rQghBBCCCGEkLdEbm4ucnNzGzobhNQZ6rQghBBCCCGE\n", "kDfc/fv34eXlBScnJzg5OcHLywv3799v6GwRUmuqDZ0BQgghhBBCCCG1ExgYiJMnTwqvs7Ky0K9f\n", "Pxw/frwBc0VI7dFIC0LeYbt37wbP83BxcYGtrS2++eabGqc1btw42NraQiKR4MiRI3WYy4r9+uuv\n", "4HkeEokEM2bMeC3nfBd07doVpqamkEjoT0RFBg0aBHNzc0gkEty5c6ehs0MIIeQdl5ubi4yMDLnw\n", "W7du0VQR8sajb6Sk2goLC8HzPJo1awaJRAIHBwdMnjxZLl5CQgJ69uwJR0dH8DwPBwcHBAcHIyUl\n", "RS5u165dhQcAW1tbDBky5HUU5Z2WlZWFTz75BF988QUuXLiA+Ph4nDhxosbpLVq0CKtXrwYAcBxX\n", "V9msVFBQEFJTU2t1zoyMDERFReH27dt1mbU3WmJiIr744ovXdh3fRPHx8YiOjm7obBBCCCGEvPWo\n", "04JUm6amJlJTUzFy5EgAwN69ezF37lzhfcYYhg8fjrFjx2Lq1Km4fPkyUlNTcfHiRfj7+6NTp05Y\n", "vny5KM3ExEThAWDNmjXYsGFDtfMVGhqKsLCwWpTs3XLmzBk8f/4cvr6+AAA3Nzf8+eeftUqTMVYH\n", "OXu9MjIyEB0dTZ0W5TDG3sjr+TpR/RBCCGksjIyMYGFhIRduaWkJIyOj158hQuoQrWlBaqyiL+wx\n", "MTFYv349zp8/D3t7eyFcRUUFYWFhKCwsxJgxY9CmTRv4+/tXmZ6yOI6jX4arIT8/HwCgoaEhhKmp\n", "qTVUdhocPYASQggh5E22fft29OvXD1euXEF+fj7s7Oywbdu2hs4WIbVGIy1IncrPz8ecOXPwwQcf\n", "iDosyho+fDh0dXVrtX5CRar74Hns2DHwPA8NDQ2EhYVh6dKl8Pb2homJCT766CPk5uZi//796Nat\n", "GywsLNC5c2ekp6fLpbNv3z506NABtra2sLS0xIABA+TmFW7duhUffPAB3NzcwPM82rVrh/j4eFGc\n", "kJAQYZrMkSNH0K9fPzg6OsLGxgaxsbFKlamoqAjR0dFo06YN7OzsYG1tjQkTJuDZs2dCnODgYERG\n", "RgIAPvzwQ/A8j2XLllWY5vnz5xEUFASpVApXV1dIpVJER0fj5cuXCuM/ePAAwcHB4HkeRkZGGDp0\n", "qNBJIvP999+D53m4ubnBxcUFAwcOxNGjR0VxkpOTERAQAAsLC1hbW6Nz587466+/Ki3/pUuXRNdU\n", "JiQkRG6dhgULFuB///sfgNJ2yfM8eJ7Hw4cPAZS2p8WLF8POzk6oy/Hjx6OwsLDSPADKXW+gdF0O\n", "Dw8PoR569+6NHTt2AAC8vLygpqYGAwMDuLq6Cu07ODgYxsbGaNmyJX799VfRGhQXLlxAQEAA2rZt\n", "CwcHB+zZs0funOnp6fjkk09gbm4OqVQKqVSKiRMnKpwLW1l65e+f5cuXw8fHB8bGxpBIJHj06JFw\n", "vgEDBsDc3BytW7eGh4cHtmzZIqRz8+ZN8DwPXV1ddOnSBfHx8fD19UWrVq3g6+uLtLQ0AMA///wD\n", "Ozs7SCQStGrVCp999hmA0ilrUqkUWlpasLe3F+KXtXjxYpiYmEAikcDZ2Rm///47AGDbtm2ws7OD\n", "pqYm+vfvDwA4fPgwAgMD4erqKvxbvnx5lZ8v3333HWxsbETruty4cQNSqVSuPZbNV1XtS5l7hRBC\n", "CDE2Nsbx48cRExMDAIiKioKxsXED54qQOsBIjSUnJzMALDk5uc7SvHv3LktOTlb4Lzs7WxT3wYMH\n", "FcbNzMwUxX348CG7e/duneWTMcYiIyMZx3Hs9u3bQthvv/3GOI5jMTExlR7r6+vLOI5jOTk5Qtja\n", "tWsZx3HsyJEjNcpPaGgoCwsLq9GxFhYWrEWLFmzbtm2MsdLroK+vzzp16sSmTJnCGGPs5cuXzMvL\n", "i/n6+oqO3bp1K1NRUWE//vgjY4yx4uJiNmjQIGZmZsby8vKEeD169GDLli0TXl++fJkZGRmxHTt2\n", "iNKLi4tjHMexfv36scePHzPGGPvhhx+YiooKS0tLq7IsH3/8MWvZsiVLT09njDF279495ujoyHx8\n", "fFhxcbHcecpev4rMmTOHBQUFsaKiIsYYY3l5eczLy4tFRESI4v3111+M4zjm4uIi5PXOnTvM3Nyc\n", "+fn5CfE2btzITExM2IMHDxhjjL148YINGDCAhYaGCnHOnj3LNDU12dSpU4Ww5cuXM1VVVbZ7927R\n", "eTmOYzNmzBCFWVhYyLWHqKgoJpFIRGGHDx+usN2NHTuWaWtrs7NnzzLGSuvS3t6effjhh5XUVill\n", "rndSUhLT0NAQ6urVq1csIiJC1MZ69uzJLC0t5dL39PQUffZERUUxjuPYyJEjhescERHB9PT0WEFB\n", "gRAvIyODGRkZsdDQUPbq1SshbwYGBmzJkiVCPNn9XTa9cePGyaXHWGldN2/eXLgHCgoKmKGhIXv4\n", "8KFwviFDhgjnS0hIYKqqqmzFihWidHx9fZmJiQlbsGABY6y0XXh6erJOnToJcV68eMEMDQ3Z0KFD\n", "RccWFBQwMzMz9vLlS7m6ktm1axfjOI4lJCSIwuPi4tiIESOE1yNHjmSTJk0SXv/777/MxsaGff/9\n", "96LjZJ9ZZe+hitqTovaoTPtS5l4hhBBCyvr5558ZALZ69eqGzgp5B9THM3F51GlRC/VxgSIjIxkA\n", "hf8WLlwoirtq1aoK45Z/mNy3bx+LjIyss3zK8lr+C/u8efMYx3Fs1apVlR47aNAgxnEcO3funBBW\n", "206LYcOG1fiLvLm5OZNKpaKwXr16MYlEIup4mD9/PpNIJMLDe0lJCTM3N2eOjo6iYzMzMxnHcWzm\n", "zJlCWHp6uvDQJjNw4EC5B2BZPWzdulUIu3fvHuM4rso/PrJOgx9++EEUvnXrVsZxHFu/fr3ceZTp\n", "tMjOzpZ7UP3pp5+Ytra2wvPPmjVLFP7DDz8wjuNYYmIiY4yxUaNGsTZt2rCSkhIhzt9//802bdok\n", "vO7cuTMzMTERdbQwxpizszOztrYWhSnbaSFrs4ryXL7dpaenM4lEwkaPHi0K37BhA+M4jiUlJbHK\n", "KHO958+fz/T19VlhYaEQlpWVxZYvXy683rJlC+M4jh04cEAIu3LlCnNxcVFYtpSUFCHs9OnTjOM4\n", "dvDgQSFs2LBh7L333mO5ubmi4ydNmsR++umnStM7c+aMXHqMld4/dnZ2orDbt2+zkpISNmzYMKah\n", "oSHqoGSMsT59+jB9fX325MkTIaxz587MyMhIdM3nzp0ruucYY2z06NFMS0uLPXr0SAj76aef2Fdf\n", "fcUq8+rVK9aiRQvWp08fUbi3tzc7ffq08PrOnTvs2bNnojiTJ09m9vb2ojBF91BF7al8e1S2fSlz\n", "rxBCCCFlff/99wwAW7x4cUNnhbwDXkenBa1p0ch8/vnn6NOnj8L3WrRoIXotG76sSPmhYJ6ennB2\n", "dq6bTDYC586dE4b1y8i2HeR5XhS+d+9emJqaVplm69atRa8NDQ3RpEkTGBgYCGFGRkZgjOHevXto\n", "0aIFrl+/jjt37uDzzz8XHWtmZgY9PT0kJiYK02A0NTXx1Vdf4eTJkygqKhK2Sqxo2F7btm2F/zdp\n", "0gQAkJ2dXWkZZAtptm/fXhTeoUMH4f2a7Myir6+PH374ATt27MDjx4+hoqKCvLw8FBYW4t69ezAx\n", "MRHFL9/WPDw8AAAnT55Ely5d4O/vjx9//BFeXl74/PPP0atXL9jb2wtTip49e4akpCR0794dKioq\n", "cmVZtWoV0tLSYGtrW+2yKOvgwYNgjKFjx46icEdHRwCli8d6e3tXeLwy19vX1xdTp06Fm5sbwsPD\n", "0bdvX5iZmSE8PFyI06dPHxgZGSE2NlZYA2bt2rX49NNPFZ63qnbz559/wtLSEoaGhqLjyi6mW1F6\n", "soW8FLVDBwcH0etWrVoJ57OyspJbBKxDhw7YuXMnTpw4gW7dugnh1tbWomvepEkT0T0HQJiKsmnT\n", "JowYMQIAEBcXh5UrVyosg4xEIsGwYcMwb948ZGdnw9TUFNeuXUNBQQHatWsnxNPV1UVMTAwOHTqE\n", "Z8+eQUVFBdnZ2SgoKKg0/eqoqn399ddf8Pb2rvJeIYQQQsqTTTN88uRJA+eEkLpBnRaNTLNmzdCs\n", "WTOl4jZp0kR4KKmKnp4e9PT0apM1pVhaWgKo+uE6OzsbEolEiF9d7u7uwlaXMmFhYeA4Tum1H8ri\n", "OA7a2tpKhQHAq1evAAA5OTkAShc+OnXqlCiurq4uiouLAQBPnz5Fly5d0LRpU+zduxdNmzYV8nz4\n", "8GGFeSp7btk6DLLzVkSWn/IPpLIHxgcPHlR6fEWGDx+Offv24dChQ3BxcQEArFu3DmFhYXjx4oVc\n", "/PJtTZaf//77D0Bph9uBAwewaNEijBgxAowx9OjRA4sWLYKtrS3y8/PBGJMrR9my5OTk1Gunhawu\n", "v/32W9ED/atXr2BqaipaI6Q8Za+3u7s7Tpw4gQULFmDixIkYM2YMfHx8sGDBAqGjR01NDYMHD8bq\n", "1avx6NEjaGtrY/PmzUhOTlZ4bk1NTeH/itpNTk4OrK2tla6HqtIDSu8LXV1dhcdXdL6y17Gs8vec\n", "onO6urrCyckJa9euxYgRI/D333+jqKhIqY7Zzz77DHPmzMG6deswefJkxMbGYvjw4cL7jDH06dMH\n", "9+7dw759+4TPqBkzZmDGjBlVpq+sqtrX06dPAVR9rxBCCCHlPX/+HADw+PHjBs4JIXWDOi1InfLz\n", "84OmpiZOnDhRYZznz58jJSUFnp6eCh9Ka4rVw+4PVaUp6zQKCgrCwoULK4x34sQJpKWlYfbs2cID\n", "rDLpV5csP3l5eaLw3NxcABCdW1mFhYWIj49HeHi40GEBVJ532UKW5c9fdrSQn58f/Pz8kJubiw0b\n", "NmDmzJn44IMPcOvWLRgYGEAikciVozplUVFRkctjdf54y+py0aJF6N27t9LHAdW73u7u7oiPj8eT\n", "J0/w22+/ISoqCt26dUNGRgbef/99AKWdHcuWLcMvv/yCli1bwsPDo8bblzVp0kRhvdaXis5XmzYJ\n", "lG5xPH78eFy5cqXSkSflWVlZoXPnzoiNjcX48eOxefNmpKSkCO+np6fj2LFjWLBggahTVdl7VTZK\n", "pHx82aKkMtVpXxXdKzdv3qQdkwghhMiRdVrQSAvytqDdQ0idMjAwwJQpU3Dw4EH8/fffCuOsWbMG\n", "T58+xaxZs+r03PXx5b2qNNu0aQMLCwvRQ4/MypUr8dNPPwGAMBqhfHpZWVl1mu8ePXoAgNyoD9lr\n", "2fvVUVxcjJKSEoV5r8jFixdFr8+cOQOgdDcMAFiyZIkQZmRkhLFjx2LatGm4ffs2CgoKoKWlBR8f\n", "H6SkpAijVcqWxdraGjY2NpXm28TERHgwlrl69apcOWTbvMoeMpOTk5GWloYPPvgAEolE4bX98ssv\n", "kZSUVOG5lb3ev/76K3bu3AkA0NHRwaeffoolS5bg0aNHop08eJ6Hs7MzYmNjERcXp/QDuiI9evTA\n", "zZs35eomOjoaixYtqnG6lZ3vxo0bcuc7deoU9PX1hTZRXSEhIVBVVcXKlSuxZcsWBAcHK33sZ599\n", "hrS0NEyePBnt27cXdZ7W9l6VTZUq21Fz//59ud1zlG1fld0r5TsHCSGEEIBGWpC3D3VakFor/4vi\n", "t99+i6FDh6J37944duyYEF5cXIzY2Fh8/fXXWLVqFTp16qRUejXNR3WPVXR8RWmWDf/++++RlJSE\n", "uLg4IezUqVOIjIwU1pbo2LEjjIyMsHTpUmHYd2JiIg4dOqTUOarKj0znzp3x8ccfY+HChbh58yaA\n", "0gemyMhI+Pj4ICgoqNpp6urqwtfXF5s3b8atW7cAAJmZmVixYkWFx69bt07YdvLOnTtYtGgR/Pz8\n", "4OvrC6B0G805c+YIcy5fvnyJ48ePw9XVVRhdMH/+fDx69Eg0JH/FihX4559/8MMPP1RZjq5du+L4\n", "8eNC58rRo0dx6dIluXgWFhbgOA6ZmZkAgDFjxuD06dOwtLREREQEli5dKjxYMsawYsUK7N69G25u\n", "bhXWmbLXWzYaQ7ZWQklJCY4ePYoWLVrIrVkQFhaG5ORknDt3rtqdT2XPGRUVBV1dXYwfP16YcnHu\n", "3Dn8+OMrM9PMAAAgAElEQVSPSqdbvg4run9k59PT0xOdb9euXdizZw/mzp0LLS2tStOuKLxp06bo\n", "2bMnli1bBk9PT6HdKKN///7Q09PD4sWLhW1TZezs7GBra4vVq1cL06kuX76scLtaRXmzsbGBubm5\n", "sKUqYwxz5syBnp6eKJ6y7UuZe4UQQggpi0ZakLdOPS3w+U54HSulNkbPnj1jUqmUmZqaMolEwuzt\n", "7UXbA8ps27aNde/endnb2zOpVMrs7e3ZkCFD2MWLF+XidunShbVq1YpJJBJmY2PDQkJCqp2vmmx5\n", "eunSJSaVSpmGhgYzNDQUtlb09vZmhoaGTENDg/E8z65du8YiIiKEPNrb27O4uDghnQMHDjBvb29m\n", "bm7O3NzcmL+/Pzt27JjoXKdPn2Y+Pj6sWbNmrHPnzux///sf69mzJ1NXV2c8z7N//vmHjRo1SnSO\n", "zZs3sxMnTjCpVMokEgkzNTVln3zySaVlKioqYjNmzGC2trasbdu2zNLSko0fP160G0JQUJDoPDzP\n", "i3awKC8rK4sNHDiQNWvWjHXo0IH17duXRUREMI7jmIODA1u/fj2LiIhgNjY2TCKRsPXr17O+ffsy\n", "Z2dnYXvK/Px8Ib2jR4+yAQMGMAcHB8bzPHNwcGChoaFy2/ImJyezHj16MHNzc2Zpack6deok7EDC\n", "GGO//PKLqG66desmvPfo0SMWHBzMWrRowdq3b8+++eYbNn36dMZxHJNKpWzLli1C3KioKGZubs6c\n", "nJzYgAEDRNtmLl26lNnb27M2bdownufZkCFD2J07dyq9Bowpd70vXLjAQkNDhXvE0dGR9e/fn129\n", "elUuvQcPHjB1dXXRFrAygYGBwv3I8zxLSkpiW7ZsYfb29kwikbBWrVqJdtZIT09nn3zyCWvZsiWT\n", "SqWsc+fOovaqbHqXLl1iLi4uwv0jlUrZnj175PInO1+rVq2YjY0Nc3d3Z7///rvwfm5uLnNxcWE6\n", "OjpMR0dHaI+TJ08WtdMNGzaI0t2xYwfjOI7t37+/yutRXnh4ODM3N1f43rVr11hAQAAzNTVl3t7e\n", "bPDgwWzYsGGM4zjG8zw7ePAgGzhwoChvS5cuFY4/efIkc3V1ZVZWVszPz48dOnSIWVhYMENDQ8bz\n", "fLXal7L3CiGEECITGhrKADB/f/+Gzgp5B7yOZ2KOsXpYCOAdkZKSAjc3NyQnJ1e4iwchhNSVNm3a\n", "YPfu3VVOjXlX/Pfff/D09BR2DiKEEEIIMHjwYMTHx6NDhw44efJkQ2eHvOVexzPxGzs95NSpU+jR\n", "owesra1hbW2Njh074uDBgwrjPn/+HDNnzoS7uztcXV1hYWEBX19fhfFjY2Ph4uICFxcXODg4YP78\n", "+fWywCMhhFRHamoqjI2NqcOijN9++w2hoaENnQ1CCCGkUaE1Lcjb5o3stDh+/Dg6deoEqVSKGzdu\n", "4MaNGxgwYAACAgJw4MABUdyioiIEBAQgLS0NSUlJSElJwaVLl/DkyRNhcTOZ5cuXY/To0YiNjcWF\n", "Cxewa9cuLFy4EFOmTHmdxSOEEABAfHw85syZAwBYsGABRo8e3cA5anhjxoxBUlISnj9/jlWrVmHE\n", "iBENnSVCCHmn5ebmyi22TBoWdVqQt80b2Wkxbdo06OjoIDo6Wgj76quvYGVlhfHjx4viLl26FJcu\n", "XcLKlSuhqakJoHRhwQ0bNqB///5CvMePH2Pq1KkICwsTFkCTLZS2aNEiYQFCQgh5XXR0dLB48WI4\n", "OztDW1sbAwcObOgsNTh9fX0MGDAAHh4eGDt2LMzMzBo6S4QQ8k66f/8+vLy84OTkBCcnJ3h5eeH+\n", "/fsNnS0CWoiTvH1UGzoDNXHmzBk4OjpCXV1dFO7k5IStW7fixo0bsLa2BlC624C/vz/ee+89UVw7\n", "OzvR63379uHx48fw8/MThXft2hWvXr3CH3/8gQkTJtRDaQghRLFevXrh3r17DZ2NRiUmJgYxMTEN\n", "nQ1CCHnnBQYGitZLyMrKQr9+/XD8+PEGzBUBaKQFefu8kSMtOI4Tts4rS0VFBQBw9epVAKU9wOnp\n", "6TAzM8PcuXPRrl07tGnTBt26dcPevXtFx54/fx4AhM4OGdnrixcv1nk5CCGEEEIIeRMwxvDixQsA\n", "pVNCMjIy5OLcunWLpoo0As+fP4eOjg6Kiorw8uXLhs4OIbX2RnZatG/fHtevXxcNeWKM4cKFCwCA\n", "R48eAYCwovzPP/+MjIwMJCUl4fLly+jYsSN69eqF+Ph44fgHDx4AAPT09ETnkr2WvU8IIYQQQsi7\n", "pKSkBJ07d4axsTGOHDnS0NkhVXj+/DmaNm0KgEZbkLfDGzk9ZMaMGfD398fYsWOxdOlSqKmpYf78\n", "+bh79y4ACFNBZEOjVFVVsXjxYmhoaAAAIiMjsX79ekybNg2DBg2qdX7Gjh2L999/XxQ2ePBgDB48\n", "uNZpE0IIIYQQ0pD++ecfJCUlAQA2bdqEFStWwMLCAllZWaJ4lpaWMDIyaogskjKeP38OY2Nj3Lp1\n", "C0+ePKFrQurMpk2bsGnTJlFYQUFBvZ/3jey08PHxweHDhzF79mw4OTlBX18fAQEBiIyMxMSJE9Gq\n", "VSsApQtuAoCtra1oTQuO4+Ds7IyEhATk5eXB0NAQTZo0AfD/ozRkZK9lvZWKLFmypN72pCWEEEII\n", "IaQhFRYWyv1/+/bt6NatGy5evAh9fX04ODhg27ZtDZVFUsbz58+FZxsaaUHqkqIf5lNSUoSNLOrL\n", "Gzk9BAA8PT2RkJCA9PR0JCcnIyYmBvfu3YOenh6cnZ0BlHZWqKqqoqSkRO542foXsvd4ngcA3Lx5\n", "UxRP9trFxaXeykIIIYQQQkhjVVRUJPd/Y2NjLF++HEDpdtTHjx+HsbFxg+SPiJWdHkI7iJC3wRvZ\n", "aZGZmYlz586Jwhhj2L17N4YNGwY1NTUAgJaWFrp164a0tDRRDzEAXL58GZaWlkIvZEBAAHR1dXHw\n", "4EFRvEOHDkFFRUW0PSohhBBCCCHvirKLOZb9/7NnzwCIOzVIw6ORFuRt80Z2Whw5cgT9+/dHdnY2\n", "AKC4uBhff/01OI7DzJkzRXG/++47vHr1Ct9++60Qtnz5cqSnp2POnDlCmI6ODmbPno24uDikpKQA\n", "KF0BecmSJRg3bhwsLCzqv2CEEEIIIYQ0MopGWgD/P1UkPz//teeJKMYYo4U4yVvnjey0cHBwgJ2d\n", "Hdq3bw+pVAoPDw8UFxfj+PHjcrt/uLi44PDhw7hw4QIsLCxgY2ODzZs3Y/fu3fjkk09EccPDw7Fs\n", "2TKEhobCxcUFPXv2xLhx4zB37tzXWTxCCFHauHHjYGtrC4lEUqMV3QcNGgRzc3NIJBJhxyVC6sqk\n", "SZNq1T7fBK9evcLs2bOFH1LeVmvWrIGenh5mzJjR0FkRiYyMRF5eXkNn461X0UgLWafF61iIjyhH\n", "ti2tbKQFTQ8hb4M3stOC53ns27cPt2/fxvnz55GamooFCxZAX19fYXx3d3ccOHAAGRkZSE9Px9Gj\n", "R9GjRw+FccPCwnDx4kVcuHAB//zzDyZOnFifRXkjFRYWgud5NGvWDBKJBA4ODuB5Hm3btkXz5s3R\n", "sWNHJCQk1Cjthw8fIioqSti+ltSNuLg4rFu3Ti48MzNTNCe1OpYtWwYTExP8999/dZHFWnvT205N\n", "63PRokVYvXo1gNJFhqsycOBAtG/fXngdHx+P6OhouXjnzp2DgYGB3L0cFRVV5w+f5fNE3h7z5s2r\n", "Vvt80xQVFaFXr164e/cuTE1NAQAhISFCR425uTn8/Pzkjrt48SKGDRsGR0dH8DwPR0dH9OjRA3/8\n", "8Ydc3EmTJsHBwQESiQTNmjWDq6ursDva63Dv3j306dMHP//8M548eVLt63jv3j1MmDABzs7O4Hke\n", "PM9DKpXi008/xfbt24V4v/32G3ieh7q6OnR1dcHzPFxcXNC6dWt06dIFixYtUviLcevWrdGhQ4dG\n", "87fobVXRSAvZ9BAaadF4yD4f9PX1oaamRiMtyFvhjey0IA1LU1MTqampGDlyJABg7969SE1NxdWr\n", "V/H3339DXV0dH330EU6cOFHttPPz8xEdHf3GPng2VnFxcYiLi5MLf++992q8PZmRkREsLCyErYQb\n", "2pvedmpTn4wxpeO2aNFCbrqbouO1tbVhaWkpt51zdHR0nXdaKMoTeXtUp32+aaZOnYr8/HwsXbpU\n", "CNu4caPQUTNz5kwcOnRIdMyaNWvg4+MDPz8/XLx4Eampqbh8+TKmTZuG8ePHIyQkRLSA+Lx587Bn\n", "zx4AwBdffIGUlBTRjmjKiIuLg6WlZY3KuGzZMvTs2RO///57tY8tLCyEt7c3zp8/j8OHDyM1NRWp\n", "qanYunUrTp8+jYULFwpxBwwYgNTUVLRo0QIeHh5ITU3FhQsXcP36dcTExGDTpk1wcnJCamqq6BzB\n", "wcHo06cPBg4cWKPyEeXQSIs3h6zT4r333oOOjg6NtCBvhTdyy9O3VW5uLgDUy17K9ZG2oi+iBgYG\n", "GDNmDI4cOYKEhAR4eXnVWdqk7jVt2hSnT5+u0bGKtjxqDN7UtvO66nPRokVKxbOzsxPW9ymvrutY\n", "2TwR0pgUFBRg6dKl2LJli9x7Fd0jhw8fxsiRI/Hjjz9i6NChovd8fHywc+dOuLq6wsrKSjQCqiE/\n", "12bMmAGJRIKMjIxqH3vo0CHcuHEDixYtgqGhoRBuZWWFmJgYLF68WO4YRWXt2LEjjh49ivbt2yMg\n", "IACXLl0SbUU/efJkNG/eHAkJCejTp0+180mqVtVCnDTSovEo22mhq6tLIy3IW4FGWjQC9+/fh5eX\n", "F5ycnODk5AQvLy/cv3+/0addEdmwQYlE3Lzu3r2LoUOHwsLCAm3atIGbm5toKOyvv/6Knj17AgCm\n", "T58Onufh6uqKK1euwN3dHRKJBCYmJqKhtrNnz0arVq2E13v37oW9vT10dXXx2WefCeGnT5+Gv78/\n", "rKysYGVlhYCAAIW/yO/btw8dOnSAra0tLC0tMWDAANEXtbLzs7du3YohQ4bAxcUFlpaWmDVrVpV1\n", "s2DBAmGY7+LFizFs2DC4ubnB0NAQffv2RWZmpij+qlWr0KlTJ3h4eEAqlcLHxwcHDhwQxenatStM\n", "TU0hkUhw6dIlBAQEwNHRERKJBDExMeB5HsnJyTh37pwwNHfu3Lk4c+YMpFIp1NXVERYWJkrzyZMn\n", "iIiIgJWVFZydneHk5IShQ4cKo2emTZsGGxsbSCQSHD169LWU7cKFCwgICEDbtm3h4OAg/PIIKG47\n", "PM/j6tWrAIA///wT3t7ecHNzg1Qqhb+/P9auXVvhdVq8eDFMTEwgkUjg7Ows/MK4bds22NnZQVNT\n", "U9hR6PDhwwgMDISrq6vwb/ny5aIv3mXbzbZt2xAaGgoPDw+oq6ujX79++Oabb4T6LDuK4fz58wgK\n", "CoJUKoWrqyukUimio6NFXxjLevDgAYKDg8HzPIyMjDB06FDRF8kePXoI9VmZ7du3g+d5SCQSYf76\n", "X3/9JWwNvWLFCqGOly5dCjs7O0gkErRq1Uq47woLCyGVSqGlpQV7e3ukpaUpPJeiPNX2PgsJCRHW\n", "6Th69Cg++ugj2NnZwcbGBhs3bsSzZ88QHh4ONzc3WFhY4LvvvpNL49GjRxg9ejQsLS1hZ2cHR0dH\n", "/PTTT6I4ubm5+Oqrr8DzPNzc3ODi4oLQ0FDR2gbHjh0Dz/PQ0NBAWFgYfvjhB/j4+MDMzAx9+vTB\n", "vXv3qiyPsu3g7Nmz8Pf3F9qht7c35s+fDwD48ssv8f7770NNTQ08z+Ps2bMAStu6lZUVDAwMMG7c\n", "OEyaNEloi8rUfVWfFWXl5ORUmN7z588hlUphZGQES0tLHD58GH5+fkI72LFjh3C+cePGwdraGnZ2\n", "dmjTpg1iYmLw6tUrIS1lPze8vLygpqYGAwMDuLq6CvdscHAwjI2N0bJlS2zatKnC67Jt2zYUFxfD\n", "39+/ymso8/XXX0NXV1fuM1fGyckJfn5+WLhwYaN5CKzq86IyxcXFAEoXNi+vd+/e1Rq9oampiZiY\n", "GNy/f180QgMo7YDneR4bN26scV5J5apaiJNGWjQe5TstaKQFeSswUmPJyckMAEtOTq5VOp6engyA\n", "6J+Xl1ed5LE+046MjGQcx7GMjAwh7MaNG4zneda8eXN2+/ZtITw/P59ZWlqyLl26sGfPnjHGGEtI\n", "SGASiYTFx8cL8TIyMhjHcWzdunVy53Nzc2N+fn6iMHd3d8ZxHDt37pwQtmXLFjZmzBjh9enTp5mG\n", "hgabNGmSEDZhwgSmp6fH0tPThbCtW7cyFRUV9uOPPzLGGCsuLmaDBg1iZmZmLC8vT4h3+PBhxnEc\n", "8/HxYdnZ2UJZOI5jiYmJVdabrIzGxsbs9OnTQv24urqytm3bsuLiYiGunZ0d27Vrl+jc2traLCUl\n", "RZRmVFQU4ziOBQcHs6dPnzLGGAsNDWXff/89Y4wxX19f1qVLF4X5sbCwYGFhYcLrly9fMk9PT8bz\n", "PMvJyWGMMZaXl8fat2/PAgMD5erhyJEjr6VsI0eOFI6PiIhgenp6rKCgQO7c5dvOjRs3mIaGhiif\n", "ixcvZhYWFgrrQ2bXrl2M4ziWkJAgCo+Li2MjRowQXo8cOVLUtv79919mY2Mj1H35+nJ3dxfaXVxc\n", "HOvXr5/o/bL5nDNnDgsKCmJFRUWMsdLr4OXlxSIiIkRp//XXX4zjOObi4sLS0tIYY4zduXOHmZub\n", "y90zUVFRTCKRiMLWrl3LOI4T3bOMMcZxHJsxY0aVYS9evGCGhoZs6NChovCCggJmZmbGXr58ySqj\n", "KE+1vc/i4uIYx3Hs448/Fj5zJk6cyFRUVNigQYOEayC7zocPHxaOffnyJWvXrh1zdHRkDx48YIyV\n", "fo5oaWmxuXPnCvFOnjzJ7OzshPukqKiIjR49mrm7u7NXr16J8mNhYcGaN2/OfvvtN8ZY6X1hbW0t\n", "V2eKKNMOHj16xAwMDETtf+vWrYzjOOH1/PnzmUQiYTdv3hSl//XXX7OFCxcKr5Wte2U/K2TtU5lr\n", "GRoayvT09NiIESOEOuzatSvbsWOHcD6pVCpcl+vXr7MWLVqwQYMGidJR9nOjZ8+ezNLSUq7OPT09\n", "q/zbHhQUpPDYsmUuez3u3bvHOI5j/v7+laYry/uWLVuEsFu3bim895S1du3aKj/zqlKTPGRnZzMd\n", "HR2mra3NZs6cyf77778qjzE3N6/w79XTp0+ZiooKc3R0lHtvyJAhzNTUVOm8kepZsWKF8D2ybP1P\n", "njyZAWCqqqqspKSkAXNIZFJTUxkAdvbsWda+fXv26aefNnSWyFuurp6JK0MjLRpYbm6uwiGX169f\n", "R2JiIlJSUmr8LzExUeGvm7du3RKmi9SFDz/8EDzPw9bWFra2tlBXV8eOHTtEIyAWL16MjIwMzJ8/\n", "H5qamgBKf2Xp0qULpk2bJsRjlQyBDQwMxNGjR4Xe/MzMTBQXF0NdXR3btm0T4m3btg2BgYHC64kT\n", "J0JXV1e0HW50dDQYY5g9e7Zw3oiICNjZ2eGLL74AAKioqGD+/Pn477//RAtVyvLYr18/mJiYAAB6\n", "9eoFbW1tJCYmVllfsuP79u2Ldu3aAQDef/99REVF4dq1a1i/fr0Qd/v27cIIAgDo3LkznJychPnS\n", "5dMcM2YMtLS0AJTWuWz4cWX1Wt4vv/yCU6dOITo6WphOZGBggG+++UZIu6I067NsI0aMgIqKCoDS\n", "HS8eP36Mc+fOVZofAEhJScHLly9hY2MjhIWHh4tG4igSEBCA5s2by+Vn9erVomOnTp2KqKgo4XWL\n", "Fi3Qv39//PzzzwrL8fHHH8Pa2hpA6ZSQZcuWVZj/0NBQ/Pjjj1BVLZ3JZ2BggCFDhmDlypUK8zxg\n", "wAChnC1btsT48eORmJiIv/76S5SP6rQHZairqyMoKAhbtmwRDUPdtGkT+vfvDzU1tUqPV5SnurrP\n", "QkJChM+cQYMGoaSkBKampsI16NmzJ3R0dETrDmzcuBFnz55FVFSUsPp6u3btMHjwYMyaNUv4ZdHZ\n", "2Rn79+8X7hNVVVWMGjUKycnJclNrGGNo0qSJsGvV+++/j+7du8utd6CIMu3g2rVrKCgoELXzfv36\n", "iT5fhwwZAolEgjVr1ghhr169wqZNmzBkyBC5uquq7pX9rCibn6quJWMMjx8/RnR0tPALf3x8PPz8\n", "/ETnk10XW1tbjB8/Hps3b0ZSUpJcGar63AgLC0NGRgYOHjwohF29ehXPnj2Dq6urXBnKunv3LoyN\n", "jSuNU9bt27cBQKiDisgW9KzJdAwZ2Ugo2b/IyEjcvXtXLnzXrl01PocyTExM8Pvvv0NfXx/Tp09H\n", "y5Yt4e7ujujoaKE+qkNLSwtNmjRRWDfGxsa4d++ecH+SulXVSIvi4mI8ffr0teeLyKORFuRtRJ0W\n", "jVROTg78/Pzg5uZW439+fn7Iycmp97zKFuJMS0vDs2fP0KdPH3h5eWHFihVCnP3790NLS0vuS6Cj\n", "oyNu3rwpN3VAkcDAQBQXFwtfsrZt24agoCB06dJFWIG8qKgIJ06cgK+vL4DSuZbHjh2Du7s71NXV\n", "hbQ0NTVhZWUlfGG+fv067ty5A29vb9E5zczMoKenp/AhqW3btsL/OY6DoaFhtba8c3Z2Fr328PAA\n", "AJw8eVIUHhYWJgwJ53kely9fxs2bNxWm6ejoKPz//fffl1tEURl//vknAAidDjK9evXCL7/8olQa\n", "9VG2svUte2BRpr47dOgAHR0deHp6Yt68eUhLS4O6ujq++eabSo+TSCQYNmwY9uzZI5xH9mBYtm50\n", "dXURExODDh06CKvjr1u3TqlrpK6ujubNm1eYB319ffz888/o2LGjkPbs2bNRWFiocFqBsvVeH8LC\n", "wlBYWCgaTh8XF4dPP/20VunW9j5r3bq18H8DAwO5MAAwNDREVlaW8Hr//v0ASufRl+Xo6IjHjx8L\n", "Uyu0tLRw8uRJdOvWDU5OTuB5Xpg2dOPGjUrLApSuMaRMWZRpB3Z2dmjRogX69u2L6dOn49KlSwAg\n", "6qw1MTFBQEAA1q9fLzzU79+/HzzPi9YHUJRfRXVf3c8KZa+lkZGR6MG+adOm0NbWFs5XfqeZDh06\n", "iPJT0TkVfW706dMHRkZGiI2NFcLWrl2rVLu9d+9etRfEfF1kC17K/kVHR6N58+Zy4b169ar3vPTo\n", "0QO3b9/G1q1bERISgn///RdRUVGwtbXFkiVLqp0eY0zhDiayzsmHDx/WOs9EXlULcQI0RaSxkHVa\n", "aGpqQkdHh9a0IG8FWoizgcl2DCj7hRkoffiobM69smRbuJZV090ilKGhoYGpU6di69atGDt2LAYP\n", "Hgx9fX3k5OSgqKhIrtPiyZMnMDU1RU5ODlq2bFlp2o6OjrC2tsaOHTsQEhKC7du3Y9WqVdDT08MX\n", "X3yB9PR03Lx5E97e3sIvdPn5+WCM4cyZM8J8fJn8/HwhnqxzZ/v27Th16pQonq6urjAvtyxtbW3R\n", "a4lEIppX3bNnT9y9e1d4vWbNGlH59fT0RMfLFimTbduWlZUFb29v+Pj44OjRo9DR0QEAdOnSRdiD\n", "u6o81UROTo7wQFFT9VE22RdS4P/nWJet74qYmZnh3LlzmDdvHr777jtMmTIFPM9j1qxZFW59LPPZ\n", "Z59hzpw5WLduHSZPnozY2FgMHz5ceJ8xJqxLsG/fPmF1/hkzZghrQZSnq6tbZZ5lhg8fjn379uHQ\n", "oUNwcXEBAKxbtw5hYWEK66mqeq9Prq6ucHJywtq1azFixAj8/fffKCoqkutIqa6q7rPqHC970Cmf\n", "JsdxojRlnwcBAQGieIWFhTA1NRW+mK9evRojRozAhg0bEBwcDKD013RLS0u568NxnMKylN0loiLK\n", "tANtbW2cOXMG8+bNw88//4yYmBjY2tri22+/RUhIiJBWaGgoPv74Y+zfvx/du3dHbGxshesrVFX3\n", "1f2sUPZaVnSPVHQ+2d+zBw8eyB1T1eeGmpoaBg8ejNWrV+PRo0fQ1tbG5s2bkZycXGV5VFVVqzVq\n", "ydzcHEDVna2y962srJROuyp1PbqqulRVVREYGIjAwECUlJRg3759CA8Px4QJE9CzZ0/Y2toqlc7T\n", "p0+Rm5sLe3t7ufdkZazNGhykYpVteaqhoYEXL14gPz8fZmZmDZE9Ukb5kRav4wdMQuobdVo0Atu3\n", "b0e/fv2EhaosLS2xbdu2ag07rciBAwcUpl3frK2tkZKSguvXr8PDwwNNmjRBXl6e3FZl1dW3b1+s\n", "XLkS//77L/Ly8mBtbQ0tLS2Eh4dj27ZtuHXrlmhqiIGBASQSCXx9fUWLfpYn+wUuKChIboGvmtq9\n", "e3el75f/NUg2ZadFixYAgF27diEnJwfTpk0THuqBin9lqitNmjQBYwx5eXk1boONrWytW7fG6tWr\n", "sXz5ciQkJCAqKgp9+vTB5cuX5X51L8vKygqdO3dGbGysMAS97LD/9PR0HDt2DAsWLBBtJ1gXDwiF\n", "hYWIj49HeHi48KBaVdpV1Xt9Cw0Nxfjx43HlyhWlf61ujGSfB0ePHq20k2nt2rVwdHQUOiyAun84\n", "rE47aNasGRYvXowFCxZg//79iImJwdChQ9G8eXN07doVQOm0PNnIAnd3d5w9exabN2+uUd7q4rNC\n", "kYrqsKLzydq5otEiyggLC8OyZcvwyy+/oGXLlvDw8FCqY9/U1BR5eXlKn8fY2Bjt2rVDcnIyioqK\n", "Kpw2deLECWhra4sWna4tjuPq9e9GRbKysnD69GnR32WJRIIPP/wQ3333HUJCQnDhwgWlOy327duH\n", "kpIS9O7dW+69p0+fguO4Go0wJFWrbKRF8+bNcevWLRpp0UjQlqfkbUTd0Y2AsbExjh8/jkuXLuHS\n", "pUs4fvx4nX0BrM+0K5OZmQmO49CsWTMApcND8/Pz5eawpqenIygoSPjlS/YlTval9cqVK6JdPgID\n", "A/HkyRN8+eWXwrZmzZo1Q7t27fDHH3/gzz//FP16rqWlBR8fH5w/f17ui/D27duFX8Nbt24NCwsL\n", "hZJPISQAACAASURBVFs8rly5Um7XgLpQfgTMmTNnAEDYJlb2C2r5L5rlR+UoQ01NTSj/s2fPkJCQ\n", "UGFcWf2V3wp19+7dooezyrzOsslU1HYSExOFOfwaGhr45JNPsHHjRhQXF+Off/6pMt3PPvsMaWlp\n", "mDx5Mtq3by/6lbeyctT2AaG4uBglJSXVqqOq6r0ulP11+fbt26KpJyEhIVBVVcXKlSuxZcsWpdtL\n", "YyO7B8p/Hjx8+BAfffSR8MX8xYsXddqGFVG2HVy6dEnYBUVFRQUBAQHCVLqy7UJNTQ3BwcFISEjA\n", "smXLMHDgwBr/Ml0XnxWKVHTvyM5XfjSc7HVVI6cqwvM8nJ2dERsbW60pTa1atar29Z4zZw4eP34s\n", "mo5S1sWLF5GYmIgpU6bIjZyqjWHDhlU4Za0+Xbt2DeHh4Qo7omTtTtnOpidPnuCbb76BiYkJxo0b\n", "J/d+VlYWLCwsRFNBSd2pbMtT2TTHxrLjzbuOtjwlbyPqtGhEjIyM6m3aRn2mXf7LSFxcHE6dOoXA\n", "wEBhmODYsWNhbW2N0aNHCws1FRQUYNSoUTAzMxMWSjMxMYGmpqawxkV0dDR27twppN2xY0c0adIE\n", "27dvF/1yExgYiDNnzsDBwUFuAbj58+cjKytLtOf9tWvXEBERATc3NwClX5K///57JCUlIS4uToh3\n", "6tQpREZGys2hVlTu6i5wmJiYKHzZz8/Px4wZM9C2bVth8czu3btDQ0MDCxYsEKanrF+/HmlpadX+\n", "NdfKygr//vsvACApKQkREREV5js4OBienp6YPn26MKTw/v37mDp1Krp16yaXtqK8vK6ylY2rqO0k\n", "JCQgMzMTs2fPFk3VSUxMhJ6ensLrWl7//v2hp6eHxYsXyy3eaWdnB1tbW6xevVoYmn758mXEx8cr\n", "lefK3tfV1YWvry82b94sjJTKzMwU1opRlM66deuExXfv3LmDRYsWwc/PT1jjpSqVLa4qY2lpKdTx\n", "ihUrRAuVNm3aFD179sSyZcvg6elZJ7941vY+U6ZMFd0DkyZNEq5rYWEhvvrqK6iqqgrlko3WkXUO\n", "FBYWIiYmpk7yLaNsO8jNzcXChQtx5coV4djExESoqanJXX/ZtJKYmJhKH9CVraeaflZUVCcV1ZPs\n", "fJGRkcL50tPTsWjRIgwaNEhuTSJlywWU1olsa2hlOz969+6NrKysSn9dLn8uX19frFy5EhMnTsS6\n", "detEUw+TkpLQp08fhIWFiRZQrSrvr1t185CdnY1JkyYJD1JA6TpS0dHRcHV1hY+PT6XnYIzh6NGj\n", "8PHxQWFhIfbu3avw+8zly5frdHQKEatsIU7ZD1Q00qJxkN1rGhoaNNKCvD2qtdcIEXkd27s0Rs+e\n", "PWNSqZSZmpoyiUTC7O3tmVQqZS4uLszc3Jy5urqy2bNnsxcvXoiOy87OZmFhYaxly5bMxcWFubq6\n", "svnz58ulv3LlSmZhYcGcnZ3ZBx98wHJzc0XvDx8+nLVq1UoUdvXqVcZxHFuzZo3CPJ87d451796d\n", "mZmZMTc3N+bj4yO3lSVjjB04cIB5e3szc3Nz5ubmxvz9/dmxY8eE92fNmsVsbGyYRCJhNjY2bMmS\n", "JSwjI4O5uLgwDQ0NZmhoyDp27Fhp/cm2jfvpp5/YyJEjmZubGzM0NGR9+/ZlmZmZorh79+5lrq6u\n", "zMzMjPn6+rIJEyYwDw8PpqOjw3ieZwUFBSwwMFC4FlKplH3xxRdy57x+/Tpr164ds7OzY87OzmzP\n", "nj3s9OnTTCqVCvnmeV7YmvLx48csIiKCWVhYMCcnJ+bq6iqq22nTponq4euvv673svE8z5KSktiW\n", "LVuYvb09k0gkrFWrVuyrr74S0lTUdm7dusVGjRrFHB0dmVQqZU5OTqx79+7s1KlTlV6nssLDw5m5\n", "ubnC965du8YCAgKYqakp8/b2ZoMHD2bDhg1jHMcxnv8/9u48uol6/x//M93ovq8sZV/adAFKKS0i\n", "sijWi7SI4na9wBdXRAUUFfV+XK96VdSrgnoFd0BwoSwqUhbZLJedbrQVKAJSWhqglDZpaTq/P/qb\n", "MWkmadJsTXk+zrnnXCaTyaQmk5nnvN6v9xBh06ZNBp+b1NRUvW0Y+3tWVFQIt99+uxATEyOMGDFC\n", "yMrKEubOnSsoFApBqVQKX375pTB37lzpuV9++aWQlZUlJCUlSVOQXrhwQXqdG264Qe/v+d133wm3\n", "3367EBsbK32X33vvPWH16tXC4MGDBTc3NyE6Olq4/vrrpW2sXbtW6Nu3r5CcnCyMHDlSOHbsmN57\n", "WbNmjaBQKISNGzea9bfV3afBgwcL3333ndXfs1mzZknvSalUCsuWLROWLVum97mZN2+eUFpaqrfN\n", "ESNGSNuora0V5syZI30HBg8eLDzzzDN6x7XGxkbh6aefFmJjY4WkpCRh3Lhxwttvvy0oFAqhZ8+e\n", "wmOPPSYUFBTovcbYsWMFQfhrekbxfW/atMno+zH1OYiPjxe++uorobq6WnjyySeF5ORkYciQIUJy\n", "crJwzTXXCD///LPsNocMGSI7/bWlf/u2jhWWbG/48OFCaGio0KVLF2Hw4MHCyy+/bLB/4uv17t1b\n", "GDRokNC/f3/hlVde0Zti1tLjhiAIwrlz5wQvLy/hmWeeMfrfoTWNRiOEhIQIn332md7yu+++W3rP\n", "sbGx0n9zXYcOHRLuvvtu6fczPj5euPHGG2V/l+bPny/te3R0tDBkyBBBrVab3LfBgweb9b9169a1\n", "+T737t0r9OrVS+jevbvg5uYmBAcHC7169ZKOU6ZcuHBBeOedd4SbbrpJeq/9+/cX4uLihPnz5+tN\n", "P7ty5UrpNykgIEAYPHiwkJSUJPTr108YPXq08Pbbbwu1tbWyr1NWVia4ublZdFwny8ydO1ea8tTT\n", "01NanpqaKtx3332Ct7e3wVTf5Bwffvih4OHhIQhCyxTvvr6+Tt4j6uwccU2sEIQOENu7qAMHDiAl\n", "JQX79+9vc2o0ItGJEyfQp08ffP7551LlQWfRmd8bmefPP/9Eeno6Tp486exdIRPuv/9+pKWltTn1\n", "79Vk4MCB+PHHH/WmjW3Lhx9+iIULF6KoqAhdunSx496RKXfccQc8PDzw9ddfO3tXOq1HHnlEmqIb\n", "gDRsLTExEWPHjsWqVavw4IMP4vnnn3fiXhIAvPvuu/jnP/+J2tpaLFmyBPfddx+ampqkqmYiW3PE\n", "NTGHhxARkc2sWrUK06dPd/ZukAmNjY3YuHEjbr/9dmfvSodx8OBBREZGWhRYAMBDDz2EKVOmYOLE\n", "iXrj/Mlxnn32WahUKr2hamR7rT/f4tAmtVoNX19fhISEcHhIB6HRaKTpmMVm0uLQbCJXxdCCyEk6\n", "c5FTZ35vZOiRRx7Bjh07oNFo8Mknn+D+++939i5RK6dOncLEiRMBtPQ+yczM1Ju552r0zTff4PXX\n", "XwcAvPXWW5g9e3a7tvPvf/8b8+fP50WBkwwePBgbN26ULtLIPnT7WOj+u76+Hj4+PggODmYjzg5C\n", "LrRgXwtydQwtiBzorbfewt/+9jcoFAr83//9X6e6I92Z3xuZFhQUhKlTpyI1NRVz5syRGvBSx+Hl\n", "5YXDhw8jPj4eK1askBqGXs38/f3xzjvvICkpCX5+flZVntxwww0ICQmx4d6RuW677TanTOd6tWld\n", "aSH+m5UWHY9uaCGG05xBhFydh7N3gOhq8sQTT+CJJ55w9m7YRWd+b2TaK6+8wovgDi4qKkqa9YVa\n", "TJw4EZWVlc7eDSKXYCy00K20EGcpI+dipQV1Rqy0ICIiIiIio+SGh2i1WjQ2NsLHx4eVFh2IWq1m\n", "pQV1OgwtiIiIiIjIKLlKC7VaDQDw9fVFcHAwQ4sOQq7SgqEFuTqGFkREREREZJRcpYUYWrARZ8ci\n", "19OCw0PI1TG0ICIiIiIio+QqLerr6wFAasRZW1srTYVKzqMbWvj6+kKhULDSglweQwsiIiIiIjLK\n", "nEoLAKipqXH4vpE+3dDCzc0Nfn5+rLQgl8fQgoiIiIiIjGqrp4U45S/7WjifbmgBtPS1YKUFuTpO\n", "eUpEREREREbJhRbiUBAfHx9pOftaOJ9Go9H7bxIQEMBKC3J5DC2IiIiIiMgoueEhzc3NAFpCC/HO\n", "PistnK91pYW/vz8rLcjlMbQgIiIiIiKj5CotxGW+vr7w9PQEwNCiI5AbHsJKC3J1DC2IiIiIiMio\n", "thpx+vr6AuDwkI6AlRbUGbERJxERERERGWVqylMfHx+4u7sjKCiIlRYdABtxUmfE0IKIiIiIiIwy\n", "Vmnh6ekJD4+Wwu3g4GBWWnQAcpUWHB5Cro6hBRERERERGWVsylNxWAgAhISEsNKiA2ClBXVGDC2I\n", "iIiIiMgoY8NDdKfWZKWF8zU3N6OxsZGVFtTpMLQgIiIiIiKjjA0P0Q0tWGnhfA0NDQDASgvqdBha\n", "EBERERGRLK1Wi+bmZr1lYqWF7vCQ4OBghhZOptFoAEC20kIQBGftFpHVGFoQEREREZGs1lUW4rLW\n", "lRYcHuJ8cqFFQEAAtFqt9BiRK2JoQUREREREslr3sxCXta604PAQ51Or1QAMQwsA7GtBLo2hBRER\n", "ERERybK00oLDEJzH2PAQAOxrQS6NoQUREREREckyVmkhN+VpY2MjhyE4kbHhIQBDC3JtDC2IiIiI\n", "iEiWqeEhrSstAHCIiBOZqrTg8BByZQwtiIiIiIhIliXDQwCwGacTsdKCOiuGFkREREREJMuSRpwA\n", "Ky2ciZUW1FkxtCAiIiIiIlmstHAdbMRJnRVDCyIiIiIiksVKC9chhha6YZKnpye6dOnCSgtyaQwt\n", "iIiIiIhIlrmVFj4+PvD09GSlhROJoUWXLl30lgcEBLDSglwaQwsiIiIiIpJlbqWFQqFASEgIKy2c\n", "SKPRwMvLC25u+pd4AQEBrLQgl8bQgoiIiIiIZMmFFg0NDWhoaNCrtABa+lowtHAejUaj189C5O/v\n", "z0oLcmkMLYiIiIiISJbc8JCGhgYAkA0tODzEeYyFFhweQq6OoQUREREREcmSq7RQq9UAoDc8BACH\n", "hziZqUoLDg8hV8bQgoiIiIiIZMlVWohBBistOhZWWlBnxdCCiIiIiIhkyVVaiLNUsNKiY2GlBXVW\n", "Lhta7N69GzfeeCP69u2Lvn37YuTIkdi0aZPBehs2bMCtt96KQYMGISkpCUqlEnPnzsW5c+dkt/vp\n", "p58iOTkZycnJUCqVePPNNyEIgr3fDhERERFRh8NKC9fBSgvqrFwytNi1axeuvfZaDB48GMeOHcOx\n", "Y8cwdepUZGZmIjc3V1rv7NmzuOmmmxAfH48jR44gPz8fP/30E9avX4+0tDSDL++iRYswe/ZsfPrp\n", "pzh8+DDWr1+PhQsX4umnn3b0WyQiIiIicjpjU54CrLToaFhpQZ2VS4YWzz77LPz9/fHSSy9Jyx57\n", "7DH06dMHjz/+uN66oaGheOmll6BQKAAAPXv2xFNPPYUTJ07gu+++k9arra3FM888gxkzZiAlJQUA\n", "0Lt3b8ydOxdvv/02ysvLHfDOiIiIiIg6DlOhhVylRU1NDZqbmx2yb6SPlRbUWblkaLFnzx7069cP\n", "Xl5eessTExNRWFiIY8eOAQCio6Nx9uxZg+d369YNAPSS4A0bNqC2thbjxo3TW3fs2LHQarX4/vvv\n", "bf02iIiIiIg6NLnhIeIyudBCEARcunTJIftG+tRqtdHQgpUW5MpcMrRQKBTQarUGy93d3QEAJSUl\n", "0jIPDw+D9UpLSwEAY8aMkZYdOnQIANC3b1+9dcV/5+fnW7nXRERERESuxdLhIQA4RMRJTA0P0Wg0\n", "aGpqcsJeEVnPJUOLtLQ0lJWV6SWGgiDg8OHDAGAy3b1y5Qo++eQT3HPPPRg8eLC0XGzMGRgYqLe+\n", "+G9jjTuJiIiIiDoruUoL8eJXrtICAJtxOomp4SEAWG1BLsslQ4sXX3wRjY2NmDNnDtRqNZqamvD6\n", "66/jzJkzACD7ZRU9++yz8PX1xeLFix21u0RERERELkmu0qKpqQkeHh7w9PTUW85KC+cyVWkBgH0t\n", "yGUZjp1wAaNGjcKvv/6K1157DYmJiQgKCkJmZiaef/55zJ8/H7GxsbLPe+utt7Bp0yZs3rwZfn5+\n", "eo+Fh4cDMKzSEP8dERFhdH/mzJkjJcuiO++8E3feeafF742IiIiIqKOQq7TQarUGVRYAKy2cra1K\n", "C4YWZK0VK1ZgxYoVesscEVK6ZGgBAOnp6Vi7dq3esieffBKBgYFISkoyWP/VV1/FunXrsHXrVgQF\n", "BRk8PmTIEADA8ePHkZycLC0/fvw4AOgta+3dd9/F0KFD2/U+iIiIiIg6KmOVFmJVhS4xtGClhXO0\n", "VWnB4SFkLbkb8wcOHJBm37QXlxwecurUKezbt09vmSAI+PHHHzFt2jSDUrVnn30WGzduxKZNm6TA\n", "Yv369XpTpmZmZiIgIACbNm3Se+7mzZvh7u6OKVOm2OndEBERERF1TLqhhZtby6VDc3OzbKWFh4cH\n", "/P39GVo4CSstqLNyydBi27ZtmDJlijSdaVNTExYsWACFQoGXX35Zb905c+bgo48+wt13343Vq1fj\n", "66+/xtdff41169ahvLxcWs/f3x+vvfYaPv/8cxw4cAAAUF5ejnfffRfz5s1Dr169HPb+iIiIiIg6\n", "At3hIeIde8B4D7ng4GAOD3ESjUYjGyax0oJcnUsOD1EqlYiLi0NaWhpCQkKgUCgwbtw47Nq1S2/2\n", "j/z8fLz33ntQKBR44IEH9LahUCgwbdo0vWWzZs2Cj48Ppk+fDoVCgStXrmDevHmYP3++Q94XERER\n", "EVFHoltp4efnJ/V7k7s4BlqacbLSwjlYaUGdlUuGFkOGDMGGDRvaXC8pKQnNzc0WbXvGjBmYMWNG\n", "e3eNiIiIiKjT0K200G1k36VLF9n1WWnhPMZCC29vb7i5ubHSglyWSw4PISIiIiIi+9OttDBneAgr\n", "LZyjqakJTU1Nsv9dFAoFAgICWGlBLouhBRERERERyWKlhWtoaGgAYDxMCggIYKUFuSyGFkRERERE\n", "JKt1TwuRl5eX7PrBwcGstHACjUYDwHho4e/vz0oLclkMLYiIiIiISJaloQWHhzhHW6EFh4eQK2No\n", "QUREREREsowND/H09JRdn8NDnMOcSgsODyFXxdCCiIiIiIhktafSQq1WSz0WyDFYaUGdGUMLIiIi\n", "IiKSJVZauLm56V0Qm6q0AMAhIg7GSgvqzBhaEBERERGRLLHSwsvLS6+6wsPDQ3b9kJAQAAwtHI2V\n", "FtSZMbQgIiIiIiJZYqWFp6enXnWFsdBCrLRgXwvHUqvVAFhpQZ0TQwsiIiIiIpJlaaUFh4c4Byst\n", "qDNjaEFERERERLLE0KJ1pYWbm/xlBIeHOIc5oQUrLchVMbQgIiIiIiJZ4vCQ1pUW7u7usuv7+/vD\n", "zc0Np06dcsj+UQtzG3EKguDI3SKyCYYWREREREQkS3d4iG6lhVxoUVVVhZEjR0IQBLz88svIyMhA\n", "VVWVw/b1aiaGFl26dJF9PCAgAIIgoK6uzpG7RWQTDC2IiIiIiEiWbiNO3UoLueEh2dnZyMvLgyAI\n", "qK2tRV5eHiZPnuywfb2aaTQadOnSBQqFQvZxf39/AOAQEXJJDC2IiIiIiEiWsUacrS+OVSoVTpw4\n", "YfD88vJyqFQqu+4jtYQWPj4+Rh8PCAgAADbjJJfE0IKIiIiIiGQZm/LUWCNOcg6NRmO0nwXASgty\n", "bTzaEBERERGRAa1Wi+bmZgCGlRathYWFoVevXgbLe/fujbCwMHvtIv3/2gotWGlBroyhBRERERER\n", "GRCHhgCGlRZycnJykJGRIU17mpqaitWrV9t1H6kFKy2oM2NoQUREREREBsShIUDblRYAEBkZiV27\n", "dmHjxo0AgFdeeQWRkZF23UdqYW6lxZkzZxy1S0Q2w9CCiIiIiIgM6FZatJ7y1JShQ4fCz88Phw8f\n", "tteuUSumQouqqirceOONAIAnnniCU9GSy2FoQUREREREBnQrLVpPearVao0+z83NDYmJicjPz7fr\n", "/tFfTIUW4lS0AFBTU8OpaMnlMLQgIiIiIiIDrSstdEML3UBDTlJSEkMLBzIWWnAqWuoMGFoQERER\n", "EZGB1pUWusNDzAktjhw5ohd8kP201dOCyJUxtCAiIiIiIgOmKi3aCiOSkpJw5coVlJaW2m3/6C/G\n", "QgtORUudAUMLIiIiIiIyYGrKU3NCCwAcIuIgpiotxKloAwMDAQAZGRmcipZcCkMLIiIiIiIyYGrK\n", "07aGhwQFBaFnz54MLRzEVGghTkW7dOlSAMBXX33FqWjJpTC0ICIiIiIiA6amPDWnVwWbcTqOWq1u\n", "s6dFRkYGAKCgoMARu0RkMwwtiIiIiIjIgKkpT9uqtAAYWjiSOY04Y2JiEBISgsLCQgftFZFtMLQg\n", "IiIiIiID1jTiBFpCizNnzqC6utou+0d/MSe0UCgUSEhIYGhBLoehBRERERERGbBmylOAzTgdydwp\n", "TxlakCtiaEFERERERAasrbTo168fvL29GVo4gCWhRUlJiVn//Yg6CoYWRERERERkwJopTwHAw8MD\n", "SqWSoYWdCYJgdmiRmJiIpqYmlJWVOWDPiGyDoQURERERERloPeWph4eH7GOmJCcnM7Sws6amJjQ3\n", "N8PHx6fNdZVKJQBwiAi5FIYWRERERERkoPXwEIVCIfuYKUlJSSgqKkJTU5PN949aaDQaADCr0iI0\n", "NBRdu3ZlaEEuhaEFEREREREZaN2I09hjpiQlJUGj0eDo0aM23Tf6iyWhBcBmnOR6GFoQEREREZGB\n", "1pUWxh4zJTExEQBnELEnhhbU2TG0ICIiIiIiA60rLQRBkH3MlPDwcHTt2pWhhR1ZGlokJibi+PHj\n", "qKurs+duEdkMQwsiIiIiIjLQutKioaFB9rG2JCUlMbSwo/ZUWgiCgOLiYnvuFpHNMLQgIiIiIiID\n", "rSst1Gq19G9LQ4vDhw/bdN/oL5aGFnFxcVAoFBwiQi6DoQURERERERloXWlRX18v/dvc4SFAS2hx\n", "8uRJXLx40ab7Ry0sDS38/PzQp08fhhbkMhhaEBERERGRgdahhTWVFgBQUFBgu50jiaWhBcBmnORa\n", "GFoQEREREZGB1sND2ltpMWjQIHh4eOC3336z6f5Ri/aGFgyRyFUwtCAiIiIiIgOmKi2uXLmiN5uI\n", "MVVVVRg9ejQA4KWXXkJGRgaqqqqkx1UqFVQqlQ33+urTntAiMTERFRUV/NuTS2BoQUREREREBkxV\n", "WgBAU1NTm9vIzs5GXl4empqaUF9fj7y8PEyePBlVVVXIyMhAYmIiEhMTDcIMMp8YJllaaQEARUVF\n", "dtknIltiaEFERERERAZMVVq0flyOSqXCiRMnDJYfPnwY6enpyMvLQ0VFBSoqKqQwgyyn0WigUCjg\n", "6elp9nP69+8PT09P9rUgl8DQgoiIiIiIDOhWWrQntDBGrVbj+PHjBsvLy8s5XAGWD5nRaDTw9vaG\n", "QqEw+zleXl4YOHAgQwtyCQwtiIiIiIjIgG4oITc8pK1mnGFhYejVq5fB8pSUFERHR9tkHzuT9g6Z\n", "EUMLS7EZJ7kKhhZERERE1GGwMWPHYe3wEADIyclBRkYGYmJiEBMTg4yMDKxfvx69e/c2WLd3794I\n", "CwuzfsddlNj/w9IhM+0NLRITE1FYWGhWQ1UiZ/Jw9g4QEREREVVVVSE7O1vqgdCrVy/k5OQgMjLS\n", "uTt2FZNrxOnu7g6tVmvwuDGRkZHYtWuXFESJoUROTg4mT56Mffv2wc3NDUOHDsXq1avt8C5cg7H+\n", "H+KQGVNhjjWVFhcvXsSZM2fQrVs3i59P5CguW2lx6NAhZGVlIT4+HklJSUhKSsIbb7whHURFn3zy\n", "CVJSUpCUlASlUonrr78e27Ztk93mp59+iuTkZCQnJ0OpVOLNN99k8khERETkAO29y0z2I1dp4eHh\n", "Ift4W8LCwvQuvMUw45ZbbkF8fDx27drFgKqdrAktAOC3336z9S4R2ZRLhhYnT57EmDFjEBAQgPz8\n", "fOTn52Pp0qV44YUX8OSTT0rrvffee3jwwQfx4osvIj8/H4WFhRgyZAgmTJiA/fv3621z0aJFmD17\n", "Nj799FMcPnwY69evx8KFC/H00087+u0RERERXVXaustMziFXaaEbWphTadGW/v374+zZs1Zvx9UZ\n", "6/9hzpAZjUYDHx8fi16vqqoKf//73wEA9957L6ecpQ7NJUOLH3/8ETU1NXjiiSekA2dqaiquv/56\n", "LFu2TFpv2bJlSExMxMSJEwEACoUCCxYsQGNjI7777jtpvdraWjzzzDOYMWMGUlJSALQcIObOnYu3\n", "334b5eXlDnx3RERERETO17oRp1qt1ptWs72zh+jq0aMHKioqbBKAuLqcnByMGDFC+nfPnj3NGjLT\n", "nkoLsbIJAC5dusTKJurQXDK0cHd3B2CY7jY2NuodSD08PGTXER8TbdiwAbW1tRg3bpzeumPHjoVW\n", "q8X3339v0/0nIiIior9Yc5eZ7Ec8j3Z3d4e7u7vdQgtBEHDmzBmrt+XqIiMj8a9//QsAEBISglGj\n", "Rpk1ZMbS0IKVTeRqXDK0uOuuu6BUKvHCCy+gpqYGQEv1xa+//oqXX35ZWu+5555DeXk5PvnkEwiC\n", "AI1GgwULFiA2NhazZs2S1jt06BAAoG/fvnqvI/47Pz/f3m+JiIiI6KqWk5MjjbFXKBQIDw+/qhsz\n", "dgRiKCEGFfX19XqhhS2qI3r06AEAOHXqlNXb6gxyc3MRGRmJW265BUVFRWY9p709LYhchUuGFv7+\n", "/tiyZQvc3d0RHh6OmJgYTJs2DR999BGmT58urZeZmYkffvgB//rXvxAeHo6wsDCUlZVh48aNiImJ\n", "kdY7d+4cACAwMFDvdcR/i48TERERkX1ERkbimmuuQbdu3fDwww/Dw8MDERERRte/cuUKpk6digkT\n", "JvDusJ2IoYWXlxcAQK1WS/9f93FrMLTQl5ubi/HjxyMhIQFHjhwxmGRAjqWhBSubyNW45JSnTXHb\n", "lAAAIABJREFUv//+O8aPH4/hw4ejuroaQUFB2LNnD7Kzs/Hbb7/h448/BgAsXrwYc+fOxaeffoq7\n", "7roLWq0Wb731FlJTU7Fq1SpMmDDBJvszZ84cBAcH6y278847ceedd9pk+0RERESdXWNjI1atWoX7\n", "7rsP1113HT744AOUlZVh4MCBsutv3LgR3377LQBg5cqVelW0ZBtiJYVupYVuaGGLSovAwEAEBATg\n", "9OnTVm/L1alUKhw4cACzZ89Gt27doNFocPz4cfTv39/k8zQaDUJCQix6LXHK2fLyctTW1qK+vh5f\n", "f/21NbtPV4EVK1ZgxYoVessuXrxo99d1ydDiueeew59//olPPvkEQUFBAIDhw4fjqaeewty5c3Hb\n", "bbchJSUF8+bNw9/+9jfcfffdAFr6WDz99NNYuXIlZs6cKR0cw8PDAbQ0odEl/ttUyg8A7777LoYO\n", "HWrT90hERER0Ndm4cSPOnz+Pu+66C71794a7uzu2bt1qNLTQrYRlVax9yFVadOnSxeBxa/Xo0YOV\n", "FgC2bNkCQRAwfvx4qYdfUVGRWaGFpcNDxClnVSoVTp8+jaFDh+KXX37Bgw8+2O79p85P7sb8gQMH\n", "pMks7MUlh4fk5+cjIiLCoLphwIABAFp6VJSVlaGxsVH2h27AgAE4c+YMqqurAQBDhgwBABw/flxv\n", "PfHfycnJNn8PRERERPSXZcuWISEhAUlJSQgICEBqaip+/fVXo+vX1dXJ/n+yHUdUWgAMLUS5ubkY\n", "NGgQunfvjujoaISEhJjV18KanhZhYWFITk7GpEmTsGjRIgiC0K7tENmTS4YW0dHRqK6uNviBErvg\n", "RkdHIzo6Wm9Z6/V8fHykKo3MzEwEBARg06ZNeutt3rwZ7u7umDJliu3fBBEREREBAC5fvow1a9bg\n", "rrvukpZdd911+PXXX41eRDG0sD+5Sgvdi2NWWtiOIAjIzc3F9ddfD6ClGa1SqURhYWGbz7VFI86H\n", "H34YhYWF2LFjh1XbIbIHlwwt5syZg+bmZsydOxdNTU0AWqoi3nzzTfTu3Ru33HILevbsicmTJ+P7\n", "779Hbm6u9NzPPvsMe/fuxcMPPyylxv7+/njttdfw+eef48CBAwBapvx59913MW/ePNlGNURERERk\n", "G2vWrIFardYrOx4zZgwqKytRUlIi+xyGFvYnVlIwtLC/Y8eO4cSJE1JoAQBKpdLulRaicePGYeDA\n", "gVi0aJFV2yGyB5fsaZGVlYUtW7bg9ddfR0JCAry8vKDVapGVlYVnnnkGvr6+AIDly5dj0aJFePLJ\n", "J6WDrr+/Pz799FNMmzZNb5uzZs2Cj48Ppk+fDoVCgStXrmDevHmYP3++w98fXT3Ebufs1ExERFez\n", "ZcuWYeTIkXo3ijIyMuDh4YFff/0VcXFxBs9haGF/clOe+vj4SI/bcnhIVVUVGhoa9HpmXE1yc3Ph\n", "4eGB6667TlqWkJCAzz77DE1NTfDwMH7ZZovQQqFQYNasWXj88cdx5swZdO3a1WAdnreSs7hkaAEA\n", "o0ePxujRo02u06VLF8ybNw/z5s0za5szZszAjBkzbLF7RCZVVVUhOztbGr7Uq1cv5OTkIDIy0rk7\n", "RlcVW5x88ASGiKx17tw5bNy4Ee+//77ecn9/fwwfPhxbt27FQw89ZPC8y5cvy/5/sh1HDg8BgNOn\n", "T6Nv37422aar2bRpE0aMGIGAgABpmVKpRGNjI44ePYpBgwYZfW7r/y7tNW3aNDzzzDP473//ixde\n", "eEFazvNWcjaXHB5C5Oqys7ORl5eHiooKVFRUIC8vD5MnT3b2btFVoqqqChkZGUhMTERiYiIyMjJQ\n", "VVXl8G0QEalUKnz66adQKBS47bbbDB431deiI1RaqFQqKbztbLRarfR3t3elRffu3QHgqp32VKvV\n", "YsuWLXpDQ4CW0AJAm30tbFFpAQBBQUG455578N///hdnz56VPts8byVnY2hB5GAqlUq2QWx5eXmn\n", "PfGhjsUWJx88gSEia+gGn//85z8REBCA5uZmg/XGjBmDc+fOobi42OAxZ4YWV0Nwq1tF4eXlBUEQ\n", "oFarpWHYrdexhlhpcbX2tdi3bx8uXryI8ePH6y2PjIxEeHi4yb4WgiDYLLQAgDvuuAMVFRWIj49H\n", "YmIiUlNTDWZYBHjeSo7F0IKI6Cpii9CMwRsRWUs3+Lxy5QouXLggG3xmZGTA09NTdupTZ4YWV0Nw\n", "q1tF4enpicbGRjQ3N9ul0sLPzw8hISFXbWiRm5uLwMBADB8+3OCxhIQEk6GFGBzZKrRYsGABAODC\n", "hQuoqKjAvn37UFlZaZNtE7UXQwsiBwsLC5OdkaZ3797sC0BERJ2eJcGnr68v0tLSsHXrVoP1LQ0t\n", "bDWU42oJbltXWqjVagAtAYPcOta6WmcQUalU+OmnnzBmzBjZZpttzSCi0WgA2Ca0MPbZdnMzvGTs\n", "KOetnXmIFv2FoQWRE+Tk5EjllQqFAunp6Vi9erWT94quBrYIzcLCwqTxze3dBhGRua677jps27bN\n", "YPiIuaFFRxnK4WoXV7pVFF5eXqivrwcAuwwPAa6+0EL8XCYkJCAvLw/5+fmyn0ulUomysjKjf2tb\n", "hhbGhIeHIzU1VWq8OWjQIKeft3aU7zU5BkMLIieoq6tDfX095s6dC0EQ8OKLL7IDMzlMTk6OVHIN\n", "ABERERadfBQWFuLMmTPo1q0b/Pz84ObmhoyMDKefwBCRa7A0PL3uuutQXV1tcLdZN6gwNXuIrYdy\n", "WLr/zri4skVAonuR7OnpKVVa+Pv7S8ttNTwEuPpCC/FzefbsWQAtlTpyn8uEhAQ0NTWhrKxMdjti\n", "aKE7bKe9jH22+/Xrhz179qC4uBh9+/bFqFGjnH7eejUM0aK/MLQgcoK1a9fCy8sLL7zwAnr27Im1\n", "a9eaXN/V7s5QxxYZGYkdO3bAw8MDbm5uiI2NNfvk48qVK5g+fToGDBiAo0eP4sMPP0RzczOWL1/u\n", "9BMYInIdL774IgAgMDAQMTExJoPP9PR0eHl54ccff9T7LdQNKq5cuSJ7AW2voRw5OTmIjo6GQqEA\n", "AAwYMMDo/jvy4sqWAQmHh9iPJZ9LcQYRY0NEbF1pId7YiImJMfhuhoWF4eabb8ZPP/0kO6OPozhr\n", "iBbPx52HoQWRE6xZswZjx45FYGAgJk2ahLVr18oe/Fn6RvZSXl4OtVqN66+/HkeOHJHt2q9L/KF+\n", "4403cPDgQXz22Wfw9vZGZmYmAGDHjh2O2G0i6gS0Wi2effZZJCUloaysDAUFBdi1a5fR4PPy5cvo\n", "0qULXnzxRb3fwtZDQhzZjLOxsRHnz5/HggULEBsbi4kTJ8ruv6MvrmwZkLRuxCkOD7FXpUX37t1x\n", "/vx56XVa6wgXjM7Yh9DQUERHRxud9tTWoUVkZCR27dqFgoIC2e9mZmYm/vzzzzanYe1MeD7ufAwt\n", "iBzs/Pnz2L59O7KysgAAkyZNwsmTJ5Gfn2+wLkvfyF4KCgoAALfffjvq6+tx8uRJ2fV0f6jj4uLw\n", "3HPP4eGHH5Y6nIeHhyMuLo6hBRGZ7b///S/27t2LDz/8EFFRUW32wsnOzkZtbS00Go30W5idnW1W\n", "aBEWFobu3bsbLI+JibGqB89rr70Gf39/PPXUUxg+fDj27dvX7m3Ziq0DEmOVFgEBAbLrWEuc9vT0\n", "6dN6yzvCBaOt98HY59LYECNTzTjt1dMiLCxMdl+uvfZa+Pr64qeffrLp61nC0U3teT7ufAwtiBzs\n", "p59+glarxaRJkwC0HPwDAwMNhohcLd3JO5qOcCfHEQoLCxEaGoqxY8cCMF52qvtDfe7cOQDA3r17\n", "9dYZNWoUQ4t2ulo+b0RAy+f9yJEjWLBgAWbOnImMjAyzniP3W3jixAlotVq9ZcYqLbp27Qp3d3dE\n", "RUUhKioK3t7eqK6uxpkzZ9r1HTx16hSWLFmCJ554AoGBgRg2bBgOHjwoW7HmyjOGObrSQgwtWg8R\n", "6QgXjKb2oT2foebmZgQFBcHd3R2RkZFtDpEyNe2pIxpx6vL29sbYsWPx888/O+T1jMnJyZE+M4GB\n", "gQBawkRb4/l4x8DQgsjB1qxZg9TUVHTt2hVAy92LzMzMNvtaiNoq46f26Qh3chypoKAAiYmJiI2N\n", "hb+/P4qLiw3WMfZD/ccff+j9UI8aNQpHjhxBdXW1PXe5U7naPm/UObQ3ZNP9vKekpKCurg5PPPGE\n", "VfsiN6RSLrT49ttvsWbNGnz11VcoKipCUVERSktLceXKFfTr1w9KpdLi7+Crr76KgIAAzJ49GwCQ\n", "kpKC2tpa/P7777Lr5+TkID4+Xvr30KFD7dK42NYBibFKC/ECsfU61hIrD3RDi45wwWhsH44ePYrh\n", "w4dbdBzXHWq5adMmrFu3DsXFxW0OkVIqlTh69KgUUOhydGgBADfddBN27tyJmpoah71ma97e3rh8\n", "+TJmzpyJkpISREVFYeXKlTbbPm8qdCwMLYgcqKGhARs2bJCGhogmTZqEffv24c8//5SWGTv5qKmp\n", "QVNTEwAeUG2pI9zJcaSCggIkJCRAoVAgPj7e5BzwbRk1ahQAYNeuXbbaPbO56nfgavu8kWuzNmTT\n", "/byr1Wo0NTVh5syZZj3X2G9ht27dDJaJjTnF40JVVRVmzZqFW265BXfccYdU7h4bG4uoqCio1WpU\n", "Vlaa/R1UqVQ4dOgQli5divnz50vDJFJSUgDA6BCRyMhI3HbbbVKFwqOPPmq3xsU5OTno06cPAMDN\n", "zQ3R0dHtDkhaT3laWVkJQL/Swpahhbe3NyIiIlymGWd1dTX27t1r1nFc9zs0cOBALFiwAHPmzEFm\n", "ZqbRYRi6lEolmpubUVJSYvCYM0KLzMxMaLVabNq0yWGv2drixYtRV1eHF154ATExMbj//vvx5Zdf\n", "4tKlS1Ztt/Xx7uabb5YNSV2hWqozYWhB5EBbtmzB5cuXDUKLzMxMuLu7Y/369XrLV65cCS8vL3h7\n", "eyMmJgZDhw5FYGAgrr32WqSmpvIurY10hDs5jtTQ0ICysjIkJiYCAOLj42UrLcy9axcbG4vu3bs7\n", "dIiIK1cqdKbPm6uGRmQZa0rjbfF5F2cziIiIANAy/eJ//vMfg/X+/PNPveNCXFwctFotFi9eLM3y\n", "Ie6TeAFubJ9035fu8WbkyJEQBAFTp06VnhcSEoI+ffpg//79Rt/Dzp07MXbsWMTHxyMvL8+s990e\n", "kZGRmDhxIvr164dHHnkEarVarweFJXQDia+//hoLFiwAANx5553SclsODwEMZxAx9jvUq1cvh10w\n", "GtsHucpXY59r3e+Q+Pj//vc/s/dBrNSRu8HgjNCiV69eiIuLc1pfi7q6OixcuBAzZsyQKnQeeOAB\n", "qNVqfPnll1ZtW+54d/bsWfTs2RMxMTHw9PREaGgop3l3MIYWRA60Zs0a9OnTR5q+ShQSEoJrr73W\n", "YIjI6tWr0dTUhC1btqCgoAD79+/H9u3bUV5ejn379vEurZ111qE4JSUl0Gq1BqGF3J2EnJwcDBky\n", "BEBLB3O5MbcKhcLhfS1YqeBcbYVGDDMMuerfxJal8e0lzmZw5MgRjBs3Dv7+/vDy8jJY7/nnn9c7\n", "Lpw/fx4RERGIiooy63XOnz+PnTt3Gny2//a3v0nbra+vR1NTE/7+97/rPXfYsGFGKy2uXLmC3bt3\n", "45prrkF6erpdQwug5cI2KSkJs2fPRk1NDX744Yd2bUc3tDh9+rQ0FED3fdqy0gJoGSLSutIiJycH\n", "w4YNAwD4+voCAObNm2fT123LF198AeCvKXpTU1MRHh5u1nNN9WUx95gQHByM7t27d5jQAmgZIvLz\n", "zz87ZerTjz/+GBcvXsTTTz8tLevWrRuys7OxePHidu+Tsf9WoaGh2L9/PwoKCvDUU0+hoaFBb5gU\n", "2R9DCyIHaW5uxtq1a5GVlaV3x0c0adIkbN68WSpvra2txSuvvILp06cjPT1duqMQHh6O4OBgg+e7\n", "4l3ajsLYXRS1Wt0pf5TEmUPE8EypVKKurk52BpHIyEg88sgjAFpOVI2NuR01ahQOHDjgkCkHXb1S\n", "wZUb84mMhUauXAFjL531b3Lu3DmzSuNt+XkPCwvDU089hUOHDskOR5P7u9bW1hocF4ztEyD/2T54\n", "8KDBeq2PNykpKTh48KBBc1AAOHz4MOrq6qTQorCw0OoSdlOKiooQHx+Pfv36YfTo0Vi6dGm7tmNO\n", "FYW9Ky2Alt+huXPnAmj5HRo4cGC7g5j2EoMmcSrQPXv2oH///gbrdevWTfZzbYubIMZmENFoNHB3\n", "d4eHh4fVr2GJzMxMVFRU4PDhww57TZVKhdOnT+PNN9/EPffcY/A9nj17No4cOYKtW7fa9HW7dOkC\n", "oOXYceedd6Kurs7mr0GmMbQgchCxMqL10BDRzTffjIaGBuTm5gIA3nnnHVy6dAnPP/+8wbqO/mG6\n", "Gojlxz4+PvD09ERiYiLq6urw+OOPA3Ddu6RyCgsLERsbi6CgIAB/lZ3KDREBgN27d0OpVKJ3795G\n", "tzlq1Cg0NTVZVO56NXvmmWcAtNw9E0PIhx9+2OH70Z7PtbHQqKioCKNGjWIFTCuuXhVkbGpGuTuZ\n", "xoLDnJwcBAQESEMdTc2S0Jbx48dDqVTim2++MWufjBGP+TExMdI+7du3Tzou6pILIlpLSUnB5cuX\n", "UVZWZvDYzp074e3tjZSUFKSnp6O5uRl79uwxe18tcf78eZw9e1YKpWfOnImtW7fi2LFjFm/LnCoK\n", "W1da9OjRw2DKU6BleG1CQgLi4uIwc+ZM/PDDDzh//rxNX9uUb7/9FiNHjkRCQoIUSuh+hiIjI+Hp\n", "6YmLFy9KQ0DE78KFCxdkG1ZaGtwplUocPnzY4Dum0WgcXmUBANdccw38/f0dMkREN/xVKpU4e/Ys\n", "HnjgAYP1Ro8eDaVSiUWLFrXrdcwJWePi4tC3b1+zG+iTbTC0IHIAlUqFFStWIDQ0FCNHjpRdp2/f\n", "vlAqlVi1ahVKS0vx1ltv4eGHH0ZsbKzeep3hLm1HJJYfx8fH45ZbbkF+fj7ef/99vP/+++jfv3+n\n", "uksqNuEUxcbGwtfX12hokZeXh/T0dJPbjI+PR0hIiEOGiLj6d0AQBLzyyisYMmQIysrK8Pvvv2Pc\n", "uHF47rnnpCkF7c0ed/9rampkL9hcpQLGHly9Kkg0YcIEKBQKREVFSaXxljSS9PHxgVqtxssvv9zm\n", "LAltUSgUmDNnjuxFv1wVorHjgnjMLygokPYpJiZGGn6gy9PTs83tDh06FABk+1rs2LEDaWlp8PLy\n", "wqBBgxAcHGy3ISLicVwMLaZMmYLAwEB8/vnnFm/LWZUWNTU1qK2t1Vu+ZcsWaYruf/zjH9BqtVi2\n", "bJlNX9uYmpoabNy4Ebfddpvect3PUHFxMYqKinD58mVpGLB4fB0+fDi6deuGoUOH6oVklgR3VVVV\n", "WLNmDf744w8kJCToHbOdFVp06dIF48ePd8jUp7rhr1ilJDdESKFQYNasWcjJyUF+fn67jrNtDYtV\n", "KBSYNGkS1q5d22mHEXdIArXb/v37BQDC/v37nb0r1EFVVlYK6enpQkxMjODh4SFEREQIlZWVRtft\n", "1q2boFAoBD8/P8HNzU0oLi42um5GRobg7e0teHl5CRkZGUa3S5YJDw8XXn75ZUEQBKG5uVmIjIwU\n", "AOj9LyMjw+Q2qqurherqakfsbrvExsYKTz31lN6yYcOGCTNmzDBYt6amRlAoFMLSpUvb3O7EiROF\n", "cePG2Ww/TamsrBSCgoIEAIKnp6dLfQdWrFghABC2bNkiLSstLRW8vLyEZ5991iH7kJ6ebvHnuq3n\n", "p6SkyH5fYmJiOvT3wZ6qq6uFmJgYl/6bNDU1CT179hSmT5+ud2yz5DO0du1aAYBw9OhRm+xTfX29\n", "4O/vb/D606ZNk35DY2Ji2nVckHtfw4YNEzIyMoSYmBiT2+3bt68wZ84cvWXi74jud/vGG28UMjMz\n", "LX7f5vy2fPTRR4K7u7ug0WikZQ8++KDQvXt3oampyaLXW7p0qfQ36NOnj6BQKISAgAAhIyND8PT0\n", "FAAIQ4YMsfh9mLJ9+3YBgFBUVCQtO378uABAyMnJkZZlZ2cLycnJQnNzs01fX86XX34pABBOnTrV\n", "5rpDhgwx+PwEBAQIKpVKEIT2nx+Y+r7Nnz9fiI6OtnibtvDxxx8LCoXCZt9tOZYeR48dOya4ubkJ\n", "/v7+QkxMjJCenm7xcWDdunUCACE/P1/28a1btwoAhL1797brPXU2jrgmZmhhBYYW1BZLTuracxEx\n", "f/58ITw83B67flW6cOGCAEBYsWKFIAiW/1DqhlTt/aG0t4sXLwoAhK+//lpv+T/+8Q8hLS3NYP3c\n", "3FwBgNEATde///1vwdfXV2hsbLTZ/hrT2Ngo+Pn5CcHBwUJERITdX89W1Gq10LNnT+Hmm282eOz/\n", "/u//BE9PT+G3336z6wWtLS6kKysrhT59+ggAhKioKOkiztowpDNy9b/JmjVrZE/OxfA8IiJCACDE\n", "x8cbPd498sgjQu/evW26XzfeeKPB3zU8PFxISEgQTp8+3e7vkPi+5AKKti44b7/9duGaa67RW1ZW\n", "ViYAEH7++Wdp2YsvviiEhIQIWq3W7H0y97fl0UcfFQYOHKi3bO/evQIA4aeffjLr9UQfffSR9Ld9\n", "88039X4f/fz8BACCUqm0aJttKS8vFwAIGzZskJYtXbpUcHNzEy5cuCAtW79+vQBA2Ldvn01fX86k\n", "SZOE9PT0NtezV0hpbLuRkZFCamqq4OfnJ7i7uzv8nKOyslJISUkRAAghISF2e31L/662OOa++eab\n", "gp+fn9FQrLGxUQgJCRH++c9/tus9dTaOuCbm8BAiO7GkLLi9JcSpqamorq5GdXW1tbtLgDTmt1+/\n", "fu16vjXTAjpKYWEhAOgNDwGMzyCSl5eH4OBgDBw4sM1tjxo1CvX19Th06JDtdtgIsenn3//+d5w7\n", "d84hDUCtpVKp8Prrr+P06dN44403DB6fOXMm3NzccN1113X4oUiRkZHo0aMHrrvuOhQVFUnl/uIY\n", "bw8PD/j6+lrVu6Cz0P2bAEBSUpJL/U0++OADpKWlSbM3iMTS+OLiYvTq1QsjR440OuQjNzcX48eP\n", "t+l+paSkGCy7cOECVqxYYbQZojnkho2I7yssLMzkduWace7cuRMKhUJviF16ejouXLiA0tJSo9vS\n", "/c2wpC9KUVGRwQxlKSkpSEpKwuLFiy36HdLtV3HmzBkALX0MAEizt9h6eEjXrl2hUCj0mnFu2bIF\n", "Q4cO1Rv+M2HCBHTt2rXdTUbNdenSJfzyyy8GQ0M6gqqqKuzduxd1dXXQarUO75eTnZ0tDYe6cOGC\n", "3V7fkiGhthqSV1JSgoEDB8o2zgdahozddNNN7GvhQAwtiFyYeGIi102aLHf06FEALf1FANv8UDpy\n", "WkBzFBYWwt3dHYMGDdJbrlQqUVtba9AAbffu3UhLS4ObW9s/FykpKfD29nZIX4tt27bB19cXt956\n", "K4CWE5KOSuwfoVQq8dJLLyEiIgKhoaEG691xxx1oaGhAY2Oj7IWJrYIvW/QEOXXqFLZt24bp06fr\n", "PUe84BszZgxGjRrV7t4FHSXks4XIyEjs3LlTush7+eWX293PwdFKS0uRm5trsklseHg4pk6dKk3R\n", "3drp06dRUlKC66+/3qb7Jk7zqCsxMdEgkG2vtgIKOcOGDUNdXZ1eGLFjxw4kJyfrNfhMS0uDQqGQ\n", "7WvRut9MamqqRb1ixJlDdJ07dw6XLl3C+vXroVQqzf4dah1ahISEoFu3bgD+6vNh60acXl5eiIqK\n", "kkILQRD0+lmIPDw8MH36dCxfvhynT5+26nhh6nizbt06NDQ0SL81ptir35Kx7cpdUDuqX46j+/V8\n", "/fXXUhhubTNfc5SWlhqcJ7WWlZWFw4cPy/4dyPYYWhDZiSU/Xu39oevfvz88PDwYWtjI0aNHERYW\n", "hpCQEGmZeJfUz88P7u7u7WqeZc60gI5SUFCAAQMGSNN3ieRmEBEEAbt3726zCafIy8sLaWlp2Lx5\n", "s91PmrZv346MjAypAuT48eN2fT1riHdJKysrIQgCzp49a/AZMHYCePz4cZSUlNi8aWZOTg5CQkKk\n", "MCouLs6iz/U333wDb29vo5/lvn37tmsfO+v0oH/++afUZFW8Y+0KFi9ejIiIiDbvMk+ZMgXV1dWy\n", "gWVubi4UCoXBRae1li9fbrBMbtpmR5Jrxrlz506pOkEUGBiIhIQE2dCidVXFvn37zD6etp45RHeb\n", "4vGlsrLS7N8h3SqKU6dOISkpSbpQtlelBaA/7WlpaSkqKipkPz9ZWVmoqalp9/HCnOPNt99+ixEj\n", "RqBHjx5mbVNuVhpbXFy33q6lzXBd3VdffQV3d3fs3r3bZDNfWwVHYqWFKRMmTICnpyfWrVtn9nap\n", "/RhaENlRTk4OgoKC4Onp2eaPV3t+6Dw9PTFgwACjsz6QZY4ePWowNES8c/zqq69Cq9Vi06ZNFv1Q\n", "OvNOiJzCwkIkJiYaLO/Vqxd8fHz0PktlZWU4f/682aFFVVUVjh07hp9//tmuF5xarRY7duzA6NGj\n", "ERUVBR8fnw4bWlh7N6qyshJjxoyx+bCjqqoqXLhwAf/5z38QERGBKVOmWHQCvHz5ctx8880IDAyU\n", "fbx79+565d3mcvXpQY0pKSkBALi7u6OiosLJe9M2lUqFP/74A59//jnuvffeNmcmSE1NRY8ePfD9\n", "998bPJabm4uUlBSbzuyjUqlkp5Csq6tzaoVOUFAQ+vXrh3379gFo+f7+/vvvBqEF0DJEpHVoYex4\n", "4e7ubrBM7iJMPH7rVlpYcwzSraI4efIkkpKSpH+LoYWtKy0A/WlPN2/eDE9PT9m/4Zw5cwBAmmbU\n", "0mNjW8ebS5cuYcOGDWZVWYhMDS+yRuvt7tmzB3369DFYz1GzaDlyFq/q6mosXLgQDz/8MBITE9vc\n", "vu75tJubG2JiYiwKjlQqFaqrq9ustAgMDMSYMWM4RMRBGFoQ2ZE4N/e7777b5o9Xe3+SDxSfAAAg\n", "AElEQVTolEolKy1sRC60EA0fPhwATI5BzsnJQUREhBRSdbQ7IYIgGEx3KnJzc0NcXJzeZykvLw8K\n", "hQJpaWlmbT87OxunT5+GIAh2veDMz8/HpUuXcO2110KhUKB3794dNrQwl7ETwKioKFRWVhost3bY\n", "0RtvvIEePXrg/vvvx4gRI2SnjzSmuLgYhw4dwl133WV0nR49eqC6uhpqtdrs7TpjelBHDUMpLS2F\n", "p6cnEhMTO3Slhe6d5+TkZFy6dMmsCzaFQoFbbrkFP/zwg94UgM3Nzdi0aZPNh4YAMOi/I76esw0b\n", "NkyqtNi1axcAyE51np6ejuLiYly8eLHNbYaFhSE1NVW6COvatavsRVhxcTHc3d3N6kFkDt0qijNn\n", "zuiFFuLwEHtXWmzZsgUjRoyAn5+f3jrWDsls63ijUqnwzTffmD00pLX2DC+ydLv2quowl+7r+/j4\n", "wMfHxy6v/9prrwEAFixYYNb6uufTs2fPhlqtRkBAgNmvJ57ntRVaAMCkSZPw66+/yoaoZFsMLYjs\n", "aNGiRYiIiMDMmTPN/vGy9IeOoYXtmAot4uLiAMBkVYvYnHDq1Kkd4k5IaxUVFTh//rxspQXwVzNO\n", "UV5eHuLj4/XGYhvjyAvObdu2oUuXLlKQ1KdPnw4bWlhyN0ruBHTr1q2IiooyeL5KpWr3sKM//vgD\n", "y5cvx+OPPw4vLy8MHz4ce/bskb0IlLN8+XIEBwcjMzPT6Drdu3cH0DIsoiNy9DCUkpIS9OvXD7Gx\n", "sR260kL3zrN4Ev7II4+Y9dxbb70VFRUV2L17t7SsoKAA586ds3loERYWBh8fH4PlXl5eTjm26tJt\n", "xrlz50706tVL+j7oSk9PhyAI+N///ictCwsLQ9euXQ3W7devH/bs2YOCggJMmTIFUVFRsoF4UVER\n", "+vXrpzf8z5o74rpVFM3NzQ6ttDh16hS0Wi22bt1q0dCi6upqq4Zk1tTUYMKECUhMTMRjjz0Gf39/\n", "2c9aR2Cvqo72vP5HH30EtVqNS5cu2Wz7KpUK+fn5WLRoER5//HGEh4db9PywsDA8+uijuHjxIlat\n", "WmX280pKSqBQKNC/f/8217355pvR1NSEVatWdZo+TB0VQwsiM7TnblxtbS0+//xz3H///Qb9A2xJ\n", "qVTi3LlzOHfunN1e42pw+fJlnD171mhoERQUhG7dupkMiLRaLYqLizFs2DCDOyHihX96errTZg4Q\n", "Zw5pK7QQL17z8vIwYsQIh+2fubZv3460tDSpZL0jhxZAy2cgPDy8zWFicieggwYNQu/evQ3W1Z2d\n", "QGRuQLRw4UIEBQXh3nvvBdBSRXTx4kWpEa0pgiBg+fLluPXWW00e18Tx35YMEXFkubGjh6GUlJRg\n", "0KBBiImJ6bCVFtYGjxkZGYiOjtYbIpKbmwsfHx9kZGTYclcByB/H5AI+Rxs2bBjq6+tRUlKCHTt2\n", "YNSoUbLrDRgwAKGhoQZDRHr37g0PDw9ER0cbHC/CwsJw00034dChQ2Y34QT++h0S/z7m9rDRraJQ\n", "KBR6vTLs1YgTaDl+1NXVYdu2bbhw4YJsaGHseCFXbSP3GTb2/Pr6euzfvx8VFRXQaDS4fPlyhx+i\n", "Zq+qDktef8qUKfD29saaNWus3p5uqJyeng6tVot77rmnXdvq27cvbrjhBnz00UdmP6ekpAQ9e/Y0\n", "K6zy9vaGn58fHnvssU7Vh6kjYmhBZII1d+O+/PJL1NfX48EHH7TrPso1UCTLmTPdaetKhNbKy8uh\n", "0Wj0hl+IF6JffPEFAGDp0qVOGzJSUFAAX19f2YtgoCUAq6mpwZkzZ1BbW4vCwkKz+1k46oKzubkZ\n", "27dvx+jRo6Vlffr0QXl5eYcoDZcTGRmJyMhI3HPPPWbdDWt9AirXgC0iIqJd+3Lu3DksWbIEjz76\n", "qFRuLU5lac4Qkd27d6O8vBx33323yfXEO8utZ6NpS05ODry9vaUGoSkpKTYP+ZwxDKW0tBQDBw5E\n", "165dO3SlhTXc3NwwefJkfP/991LwmZubi2uvvdYuwb3uTCXiHdiGhgabv46lhgwZAqClIuzgwYOy\n", "vRgASNOg6oYWe/fuxXfffYfFixejsLBQ9ngxbtw4CIKArVu3GmyzuLjYoAkn8NfvUGFhIfz9/TFt\n", "2jSzfod0A4kePXroDdEQKy2amprMrtIylxh6fvHFF/Dx8TE6RNHa5pQffvghgJabEuLz5X6vnNmH\n", "ylX4+flh/PjxNunvoBsq19fXo6mpqd2hBQA88MAD2L17N/Lz881a35yZQ3T3ta6uDmq1ulP1YeqI\n", "GFoQmdDeu3GCIOCDDz7A5MmTZctCbal///7w9PTkEBEriXeZrQktxEoGuZ4R5vTEsLfCwkIolUqj\n", "05fqBmDicAFzQwtA/wTS3d0dYWFhNr/gPHLkCFQqFa699lppWZ8+faDRaHD27FmbvpY5zKnCUqvV\n", "KCkpwYgRI9oV4Mg1YJP7nEZHR5vcvkqlwr///W8oFArMnj1bWh4aGor+/fu3GVqoVCosXboU3bp1\n", "M3r3WOTj44OwsDCLm3HW1dVBo9Fg4cKFAIDZs2d3qL4w7VFXV4dTp05JlRaVlZWyU4M6my2CxylT\n", "puCPP/7AgQMHoNFosH37drv0swBa/q5Ay8WzOOOTuMyZgoKCMGDAALz33nvQarVGQwugpfJu9+7d\n", "aG5uhiAIePzxx5GQkID/9//+n9G75z169MCAAQOwefNmveUXLlxARUWFbGghCg8Ph1KpNPsmh25o\n", "MWDAAL3HxEoLwPZ9LcTzpu+++w7XXHON0dBL7tgoTlmuy9hneP369fDx8cHBgwdRUFCAn3/+WQpj\n", "yHJZWVnYuXMnqqur270Ne4TKN998M6Kjo/Hxxx+btb5YGdcWZwTgVzOGFkRGmNOkSe6gpFKpsHr1\n", "apSUlJg9Ftga4gwiDC2sc/ToUQQFBZk8OVcqlTh69KjRu3mFhYUICwuTLVGOjo5GYGCgU0MLY004\n", "Rb1794a3tzeKi4uRl5eH4OBgs+82APonkK+//rrUiNaWtm3bBg8PD70wRewb4sghIpZUYRUVFaG5\n", "uRnJyclWvaaxBmziDCqVlZU4deqUwbFJ3NeEhAS8/fbbCAoKMhheIva1aOu9fvbZZ2hubjbrhEy3\n", "mZ65fvnlF7i7u2PGjBlISUnBpk2bLHq+OYxdnPfq1csuJdZlZWUAWpq6de3aFYIgdNjy4ZycHOkY\n", "ER4ebnFjv9GjRyMsLAzff/89du3aBY1GY7fQ4vLlywBa7vCKFQAdIbSoqqqCSqVCaWkpFAoF7r33\n", "XqP/vdPT03Hp0iX89ttvWL16NXbs2IGFCxfKzhaia9y4cQbfDfEcQG54iK74+HgcOXLErPeiG0a0\n", "/i3Qvbi3ZWhRVVWFqVOnAmgZqlFaWtrm98XYsdHf3x8KhQJLliwxeE5zczOWLl2KqVOnSqGGI4eo\n", "dUYTJ06EIAj48ccfnb0rejw9PXHvvffiq6++ko4bxjQ2NuLYsWM2a2ZLtsPQgshCdXV1uPHGGw0u\n", "VnRP7O+66y74+vo67KDHZpzWE5twyk1RKoqPj0dzc7N0EdJaYWEhEhISZLehUCgwcOBAp4UWVVVV\n", "Rqc7Fbm7u2PQoEEoKipCXl4e0tLSjFZlmBIWFobZs2cjIiICb731ljW7bWD79u0YNmyYXpmyONzF\n", "kaGFJVVYhw8fhpubm8nAyFK6AVFRURF+//13uLu7Y8CAAVAqlXrHJnFfz549K83s0npfhw8fjoMH\n", "D8qOT9d9r83NzbLPl6M7baG5fvnlF6kHzPjx47Fp0yabl54Df02VGBQUhNDQUADAq6++avPXAf6a\n", "7nTgwIGIiYkBgA7b1yIyMhITJkxAZGQkiouLLW7s5+HhgaysLKxcuRJr165FVFSUyWOONcSAwt/f\n", "H/7+/gBaLp7t0WPBEtnZ2VKoJwiC0WNDVVWVNBvCxIkTcdddd2Hs2LG44YYb2nyNcePG4ejRozh5\n", "8qS0zNyZQ+Li4vR6F5mi+7dsXcGhG1rY8m+enZ2t18z15MmTFpXb6x4b9+/fDx8fHyxbtsxgvS1b\n", "tqC8vBz33Xef3nJnz8jhyqKjo5GWlmbVEBF7BUf33nsvLl++jCVLlpgM3Y8fPw6tVmvWDRuGXI7F\n", "0ILICGMHo0uXLmHfvn0GFyu6J/YNDQ2or6/HLbfc4pB9jY+PZ2hhJVMzh4jamkFEDC2MGThwoHQB\n", "4yi6YVpDQwOWLFli8q6V+FnavXu3RUNDWvP29sacOXPw+eefmxzDb0mTW0EQsG3bNr1+FgDg6+uL\n", "6Ohoh4UWlpaEHjp0CAMGDICvr6/N90W8O9itWzeEh4dDo9GgsrJSOjaNGzdO9tjQel+HDx+OhoYG\n", "FBQU6K1nTflr9+7dLaq0uHLlCjZv3owJEyYAAMaPH4/Kykpp2JWt1NbWYv78+dKFX2FhIUJCQpCb\n", "m2vT1xGVlJQgKioKwcHB0swQHbWvhSAIyMnJQXZ2drv6plRVVeG3337D8ePH8cEHH0Cr1dqtSbQY\n", "WuhWWugudwZLvi/Z2dlSdVNNTQ0aGhpw/vx5s15nzJgxUCgUekNE5GYOkRMfHy8NWWqLbgVF6982\n", "ewwPsWW5fVhYGAYMGICHHnoI77//vsHUskuWLEFcXJxBk1hnz8jh6rKysvDLL79Ao9G0extffPEF\n", "3Nzc4O/vb7PgyMfHB0FBQXjyySdNVkeK52jmVpmKIZe7uzv8/f0ZctkRQwsiE3JycjB48GAALeO+\n", "jTVp2rNnDw4ePGiw3FHj2pRKJaqrqzmDiBWOHj3a5vRWoaGhiI6Olg0tGhsbUVpaanI8sTMqLcQw\n", "TfxxLi4uNnnXSqlUYvfu3Th//rzVM4c89NBD8Pb2xrvvvmvwWHua3B49ehRnz57V62ch6sgziBw+\n", "fNjqoSFtUalUsj09CgsLzZqCbvDgwfDw8DCrGae5LB0ekpeXh9raWim0GDlyJLp06WKzISJiQPbk\n", "k09CpVJhyZIlCA8PR0xMDCZPnoyVK1fapapDbMIJABEREXBzc+uwlRbFxcU4duwYsrKy2vX87Oxs\n", "6aS/ubkZ1dXVdmlKJwhChwwtzGXs4ryystKsc4bQ0FAMHTrUILRoa2gI8NfwEXOGiOhWULSevtte\n", "lRa29vjjj6OhoQEffPCBtKy6uhqrV6/Gvffea7S60tkzcriqSZMmoa6uzqDniiXWrVsHd3d37N69\n", "22bBUXZ2Ni5evIgrV66YrI4sKSlBYGCg2TMRiSFXUlISsrKyGHLZEUMLIhMiIyMxbdo0eHl54dCh\n", "Q0abNHl4eMhOQego4oUyqy3ap76+HqdPn26z0gIw3oyzrKwMTU1NbVZanD9/3qomVZaw9K5VVVUV\n", "vvzyS2kWjn/+859Wjb0PCgrCrFmz8OGHHxrc5WpPk9tt27bBzc0NI0eONHjMkaGFJSWhgiDg8OHD\n", "UvjpaKGhoUhJSTFY3npfvb29kZycbBBaWFP+2qNHD5w/fx719fVm7euGDRsQHh6OoUOHAmi5M3bN\n", "NddYHVroBmQDBw7ERx99hOeee07vfd1+++04duwYDhw4YNVrydFt6ubu7o7o6OgOW2mxZs0a+Pv7\n", "y04x2RZHNqVrbGyUfnM7UmjhyHLxcePGYfPmzVLQZmzmkNbEqRzNacapW0EhTjEt0q20sFVoYY+/\n", "X0xMDO677z688847Uj+Dr776CoIgWDUjBcmLi4tDv3792j1ERKvV4v3338fUqVOhVCpt8r2x5Ngk\n", "Hq9NDRWW07VrV9TW1lqzm9QGhhZEbdi4cSNGjx6NHj16GP1BHTp0qDRtoC5HjWvr168fZxCxgnix\n", "a01oIZawmzppFC9cbFVtYcnQCnNkZ2fr7dvevXutvkv62GOPobGxEW+99Za0r+1pcqtSqZCbm4vB\n", "gwcjKCjI4LnitKfG2PpvtWrVKnh4eEgn7gkJCbIloSdOnMClS5fsXmlh7Ng0aNAg/PTTT2aN0TbW\n", "jHP16tXw9fWFt7e3RaW6lk57+ssvv+CGG27Q66Myfvx4bNu2zaqLIt2ATPwMtD6hHjt2LMLDw7Fy\n", "5cp2v44csQeObqlxTExMh620yMnJwY033mhwgdrR6AYTHSm0AMzriWCLi/Nx48bh7NmzKC4ulmYO\n", "MafSws3NDYMGDbK40kI3pADs14jTHj0l5s+fj9raWixcuBDV1dX45JNPMHny5HZPHU3GKRQKZGVl\n", "Ye3ate2ahnzdunU4ceKE1HfI0SyZ7lRXREREh22w3FkwtKCrljkXMRqNBr/++qteYyxjP6jObN7E\n", "GUSsY850p6L4+HiUlZUZnKQVFhaia9euUlM/OWKjT2v7Wpg7tMKSE2N73SV1c3NDcHAwXvv/2Dvv\n", "uCju/P+/tlKkKbAUIRE0omDFEoNdNLZE0WiMphm9XJJLcommmEu5eEm+MU3P5JJLP1NOjSlKjEaM\n", "YjkldkWsoAJWEFiqsCxb5vcHv89kdne27wIL7+fjsQ92Z2ZnPzvMznw+r8/r/X4vW4Y+ffogLS0N\n", "R48etXBeAIBer8fkyZNNvtepU6f47/rTTz+hpKRE9LsmJibi2rVr0Gg0JstdCUNxhJycHOj1emRn\n", "ZyMkJASzZs0StYQeP34cALwuWgDWr02OxmgPHToUZ86csQgnuXTpEhoaGrBq1SqnrLrx8fEA4FCI\n", "yPXr13H06FFMmjTJZPn48eNRX1+PAwcO2N2HGNbO6+LiYpPzWi6XY9asWfj+++89GiJy+fJlaDQa\n", "k+SIsbGxbdJpce3aNRw6dMjl0JCWdBm0ZdHC0d+bu32GESNGQKlUIjs7m7/3O+K0AP5IxmkPYV4C\n", "c5epN5wWgHdySvj7+6Nz58547bXXkJSUhDNnzuCuu+7yUIsJc6ZNm4bS0lJs377d6f7DypUrkZaW\n", "JjoR6CqOXps4jsPZs2ddSqIfGRlJIdpeRt7aDSAIV2EXQmc7QyybPuvIduvWDZmZmaI3xZycHGg0\n", "GhPRgt1QxT7f2vKWwJna64Qp58+fR1BQkEMdo+TkZOj1epw/f55PzAk0h+bYqw4REBCAm2++2W2n\n", "BZs5ZrBqDjk5ORbbZmZmIj09HSdPnkRERAR69uzZokmiMjIycP36dQBAaWkpSktLcfvtt0Mut7z9\n", "lJeXm9z0S0pKcNttt5lYLq19VxZvXVxcbPJ/ceZYOcPHH3+MUaNGYeTIkbxN+9VXX7XYLjc3F5GR\n", "kXzVCG9i69ok9tqcoUOHguM4HDlyBGPHjuWXf/bZZ4iPj8fs2bPtlmIU0rVrVwCOOS1YEkzzygkD\n", "Bw5Ely5dsH37dowcOdLhz3aFOXPm4JNPPsGBAwfczufCEEvqFhMTgyNHjnhk/9Zw5T60ceNGyGQy\n", "TJ061eXPzczMxIwZM3jXU0JCgleuN8KyhZ06deKrhwCtL1ow7B17e79XewQGBiItLQ3Z2dnw9/eH\n", "VCp1eLCVnJyMLVu2gOM4mzZ44bW3pZwWDE/2oTIyMnixmiU7XblyJV9alfAsPXr0gFwux1133YXg\n", "4GCb/Wwhubm52L17t8cdb4Dptam8vBxhYWEW16aysjJUV1e77LQg0cK7kNOC8DnszZxas5azZc7E\n", "0v/222+Ijo4WLdlmLUlTayVvorKnruNIuVMGs9+aC0T2Kocw3E3G6awjQqVS4e6770ZwcDBOnjxp\n", "ddbKG7Ok1toaEhKCQ4cOmcwyDhw4EAEBARbbisWIin1XJloI81o4cqxcCRs5ffo0du/ejcceewxA\n", "c2jB/v37RQdLLAmns/Gx7uDqNSgpKQnBwcEmISK1tbVYu3Yt/vSnPzklWADNs5uRkZEOOS22bt2K\n", "gQMHWiQ/k8lkGDdunMt5LZw5r0eOHIno6Gh89913Ln2WGPn5+fDz88PNN9/ML4uNjfVaeIg7zqLM\n", "zEyMHj0anTt3dvnzW6rygvC3FhQUZOK0EAoavoA7fYb09HTs2rULx48fd6hyCCM5ORlVVVV2zw3m\n", "upJKpRblr30lEaejbivCc8yaNQt6vR43btxwOGcVAHzwwQeIi4vzSvJe4bXp+eefh0ajMRE7gT9C\n", "d10RLVQqFWpra6HVaj3SXsISEi0In8Oa6CDWWRNay/v27YshQ4aIJuuzNuBjMdYtOeBwFVZBhGLq\n", "nMeRcqeMyMhIREREmIgWDQ0NuHDhQouIFq6wfft2jBs3zm427JYKcerUqRPi4+NNBjfbtm1DWFiY\n", "y/uMiYmBn5+fQ8k4y8vLsXHjRpcHd5988glUKhVf0jg9PR06nQ579+612LYlKod4CplMhsGDB5uI\n", "FmvXroVGo8GCBQtc2md8fLxdp4XRaMTWrVv5qiHmjB8/HgcOHHCoCooYmZmZiIyMhEwms3ley2Qy\n", "zJ49Gz/88INLsdhinD17FrfccouJ4BMTE4Pr1697JXmzKwlugebB6Y4dO1wODTHH2+J9Ww4PaUnS\n", "09NRW1uL7777zuHQEMB++W4GE4DExBBvlDwlfB9XQk3VajXy8/OxZs0aPP744xauHk8SHh6Ohx56\n", "CPX19fj1119N1p09exZSqRTdu3d3er8sP0pLJVrviJBoQfgU1i6GBQUFmDJlikVn7bbbbjNZdvjw\n", "YYeV9dLSUhw/ftzCrtxWYQ4Acls4jzOiBWCZjPPMmTPgOM4h0aJXr164cOGCy508Zx0R9fX12Ldv\n", "H9LT0+3u29OzpI60lQ1urG0bHBxs8/0MqVSKhIQEE9HC2j79/f2xYMEClwZ39fX1+Prrr7Fw4UJ+\n", "prFXr16IiYnBjh07TLatqalBUVFRq1UOcQXzZJyfffYZpk6dyifVdJa4uDi7Tovc3FyUl5fbFC0M\n", "BgN2797tUhtCQkKg1WqxaNEiu+f1Pffcg2vXrmHz5s0emYUVS+oWExMDo9HocYHZnbw0WVlZ0Ol0\n", "HhMtvA2JFs2umsWLF0MikaCyshKHDh1y+Jzq3r07FAqFXdGCVf4RG0T6itOiJXOtEM4hnGwcMmQI\n", "mpqakJGR4fXP7dGjB1JTU/H999+bLD979iwSExMddiwJYaIFTRx6DxItiHZBRUWFaIywmE1Ur9db\n", "LBO7eTE78oQJEzzUSu/iqQoinq6y0NbRarW4dOmSW6IFqxziSOb2pKQk6PV6t8pzZmZmYuDAgQCa\n", "B+uBgYFWHRF79+6FTqfD+PHjHd6/J2dJnXFviG27b98+h98vVvY0MzOTT+gVFhaGtLQ0HDx4UNQC\n", "78jgbu3atairq8Of//xnfplEIsG4ceMsRIu8vDwALZOE01MMHToUV65cwbVr13DkyBEcPXrU5Ls6\n", "S3x8vE3RQq1WY/369QgKCkJaWproNomJiejWrZvLISKbNm1CbW0tHn74YbvndWJiIpRKJe655x6P\n", "JG4VS+oWGxsLAG0qGWdmZiYGDBhgEsbSliHRotlVs3//fj5x7JUrVxy21bPk3fYqiLBEnGKl3r2V\n", "iNMbtGai9I6GMyKR0BlWV1cHjuOwcOHCFmnnnDlzsGnTJpNxgquVQ4A/RAvKa+E9SLQgfAprF8Pk\n", "5GTRMohiWeDDwsIwZMgQxMTE8AOX5557zmI7FmPtjXhcb6BQKJCUlORyMk5vVVlo6xQVFYHjOKdF\n", "i/z8fF4AO3nyJBISEkw6ztZgAxh3QkRUKhUyMjIQFBSEjz76CA0NDaipqRHddvv27YiJiXH5Ruwu\n", "zrg3xLZNSUlx+P1iooVKpcKjjz4KiUSCAwcO8O93paRjRUUF/vWvf2Hy5MkW16Fx48bhyJEjqKqq\n", "4pcdP34cSqWy1Y69KwwdOhRAc7nbTz/9FHFxcRYVPZzBWniI8Hrz7rvvQqFQiFaUAZpFofHjxyMr\n", "K8slQXX16tUYPHgwevbsaXfbmTNnoqmpCQ0NDU45cMSora3FtWvXRJ0WADye18LVGeXS0lJs2rTJ\n", "Z1wWAIkWnqj2ZK+CiFqt5kOY7Dkt2np4SEvlWiGaYSIR65cPHTrUQiTyVsUyR7n77ruh0WiwadMm\n", "fpmrlUMAEi1aAhItCJ8jMzMTQ4YMAfDHzOnOnTtFZ7nNk+wAzQPOgwcP4sSJEygoKMDAgQOxYsUK\n", "E4HDaDRi27ZtPhMawnAnGaersdC+jjPlThnJycnQarV8hnxHk3ACzbOsQUFBbokWHMdh7dq1mDFj\n", "Bh544AEEBgbip59+Et02Ozsb48ePb/W8LM64N8S2deT9LDzEXKzctGkTbrvtNn7Q6uzgjg2we/fu\n", "jby8PBQWFloIeunp6eA4ziSEITc3FykpKV6Nz/U0Xbt2RVRUFDZt2oQ1a9Zg4cKFopVeHCUuLg5V\n", "VVUWA0nh9aapqQlVVVVWrzdlZWXYvXs3CgoKkJKS4pSgWlVVhV9//RX33nuv3W093YkuKCgAAItO\n", "sEqlglQq9YrTIjMz06R6TkpKitUZZXZep6SkoK6uDhs2bPAZobqjixaewNwxaI4wR4+vOy0YrZUo\n", "vaPBRCJWpeuJJ55ocyJRt27dMHToUL5SSWNjI4qKilyeZOjUqRMCAwNJtPAiJFoQPodKpcJf//pX\n", "AMDvv//OK+Zi9r/9+/dbtQSGh4cjIiICr732Gvbs2WNiPT5x4gSuX79uNca6rcJEC/NBm72QD1c7\n", "6+0hlOT8+fMICAhwqiSleQURZ0QLiUSCnj17uiVanDhxAmfPnsU999yDwMBATJkyRVS0qKiowLFj\n", "xxzKZ9EeSExMRENDg8nAS6vVYtu2bRZlHNn1Ijo6mn+vtcEdG2CzBFtnz561GGDffPPNSExMRHZ2\n", "Nr/Ml5JwAs2D2OHDh6OmpgZffPEF6uvrMW3aNLf2GR8fDwAmISLOXm8yMjJw7tw5AMD169edElR/\n", "/PFH6PV63HPPPS603j1YuVNz0UIul0OlUnmlgohKpcLUqVMRHR2NoKAgPPDAA1YHC+y8ZiUg8/Ly\n", "fEaotlXy1Neqh7iCJ/I0JCcn4/r16/z/n8HErAceeIBfJiZ6+5LTgmgdUlJScOutt+Lnn3+2WNcW\n", "co3MmTMHW7ZsQW1tLc6dOweO49xyRlLZU+9CogXhk2RlZSE1NdVkRslVa/nUqScIPVkAACAASURB\n", "VFNx66234pVXXuEH+7/99htfA92XSE5Ohlqt5jvL3gr5aE+hJOfPn0f37t0tyrnZIjo6GmFhYTh9\n", "+jRqampw5coVh0ULoDlxI/sfiWFPDFq3bh06d+7M56mYNWsWDh8+bDEQ3LlzJwB0KNECMC17+r//\n", "/Q/19fW44447TLZl14uTJ09izJgx6Natm+jgzpkBdnp6Op/XQq/X48SJEz4lWrBBLItjB4Ann3zS\n", "rX0y0cJeBRFruOt+WL16NdLT03lxyhbWOtE33XSTS53o/Px8xMbGIiQkxGJdbGys13JabN++HRMm\n", "TEBqaqporieg9a3Z7mKr5GlHcVq4m6eB9Z/M81qw64CwWs/169ct3u8riTiJ1mXatGnIysoyua8w\n", "MjMzkZCQAACIiopq8Vwjs2fPhlarxcaNG/mJJFfDQ4Bm0cJX+8K+AIkWhM/ByuNZi7N21loukUjw\n", "2muv4cCBA9iyZQuA5nwWY8aMcSmDcGtRVlaGN954AwAwcuRIpKWlYerUqQ6FfDireLenUBJnK4cA\n", "zecMs9aycBxnRAtrZU8dEYM4jsN3332Hu+66i+80TpkyBX5+fhZui+3btyMpKcnlyg++Buv8CEWL\n", "TZs2IS4uDn379hV9T3h4OObNm4ddu3a53dkYN24cTp8+jZKSEhQUFECr1fpM5RBvDWJZ0kmh06Kl\n", "ZtguX76M3bt3OxQawhAOBCMiIiCVSqFQKNDY2Oi0s8xWfHRMTIxXnBYVFRXIzc3F+PHjkZqaiqNH\n", "j3r8M9oCFB7ifp6Gnj17QiqVmoSIWLsO6HQ6i3OfSp4SjjB9+nTU19fzkyhCVCoVoqKiMGHCBJw6\n", "darFc43Ex8dj+PDhWLduHc6ePYsuXbogIiLC5f2R08K7kGhB+BxHjhxBRUWFW8nhzJkwYQJGjBiB\n", "v//977h06RL+97//+VxoSEZGBnJzcwE0dzz27duH48ePW2xnbRCSmZlpMrAbOHCgqOLt6zN05rgi\n", "WgB/xAOfPHkSMpnMKXU+KSkJFRUVFrZcR8Sgw4cPo7Cw0MTuHhwcjEmTJlmIFtnZ2R3GZQE0H4fI\n", "yEhetOA4Dps2bcIdd9xhM6fHjBkzIJFIkJmZabEuPDxctKKC2AB77NixAJodLuy350tOC2/g5+eH\n", "qKgoiwoiYrmJxK431gQOvV6Pzp072xQS1q5dC39/f6cEVeFA8OzZs9i5cycOHTqE2NhYp51ltjLR\n", "e8tpwZw+6enpSE1Nxfnz50WT9LYFa7Y7kGjxB67mafD390f37t3tVhAB7IeHkNOCsEZycjK6d+8u\n", "GiJy4cIF7N+/HwsWLGi1686cOXOwdetW/O9//0P37t3dyv9FooV3IdGC8DmysrIQEhKCYcOGeWyf\n", "EokEixcvxpEjR9C7d2/odDqsWrXKZ2xetmZHHEWlUmHmzJl8R2Tp0qVtLnGSO4gNbnQ6HYqLi10W\n", "Lc6cOYO8vDz07NnTKVeOWAURR8WgdevWQaVSYfTo0SbbzZo1C/v27eNt+MXFxbhw4YJTpU7bA8IK\n", "Ivn5+SgsLLTIZ2FOREQExowZgx9++EF0/X333QeguUNiy4YdFRWFPn36IDs7G7m5uYiPjxctrdoW\n", "8eYgVqyCiEqlwosvvgigeaBta4bN3AZ/yy23oLy8HNHR0VaFBLVaja+//hrTpk0TDc+wBxsIjho1\n", "CgkJCaiqqnLKWWYwGFBQUNDiTovs7Gz06tULXbt2xaBBgwAAx44dE902MzMTUVFRkMlkPlcGkkQL\n", "z2BeQcTadcDf39/iOuCLiTiJlkcikWD69OnYuHEjjEajybrVq1cjKCjI7dxJ7jB69GjodDps27YN\n", "J0+edCvcWaVSkWjhRTqMaMFxHNLS0iCVSnHp0qXWbg7hBllZWRg/frzHM/K/++67AICGhgYAzZn/\n", "fTXkgSGTySyW2RqEZGVlYdq0aTarW/jaDJ2tkIvc3FwYDAaXRQtWLsuZ0BAAuOWWWwDAZl4LMYxG\n", "I9atW4fZs2dbVHS48847oVAosH79egDNgxepVIoxY8Y49Rm+jlC02Lx5M/z9/TFu3Di775s9ezZ2\n", "7tzJJ9tkcByHL774ApMmTcKZM2fs2rDHjRuHHTt24Pjx4z4TGsJwN0beGnFxcRZOCwDYvXs3br75\n", "ZgwcONDm+81t8AUFBbxwYS4kCCu9nD59GsePH3dLfFar1aJOBXvOsosXL0Kr1dp0Wly/fp0vKekp\n", "tm/fzrurkpKSEBAQYDVERKVSISIiAvPmzfO5MpDmooVSqeSviSRaOI5YBZHnn38eAEwEV7HwOkrE\n", "STjKtGnTUFJSYpJjh+M4rF69GjNnzkRgYGCrte3RRx/ln2s0GrfCnclp4V18VrTIzc3F9OnTkZyc\n", "jH79+qFfv3545513rHYAvv32W+zfv9+m7ec///kP+vfvj/79+yMlJQXvvvuuRRUGonWpqqrC/v37\n", "PRoaAvh+yIM1IWHgwIH8ICQ4OBhSqRRr1qwR3YdarcahQ4cwefJku9UtMjMz+fKRQHPnuK3O0ImF\n", "XEydOhVpaWn8efT88887PbBhFUQuXryIlJQUp97bqVMn3HTTTSbH2JEkgL///juuXLkiWgkhNDQU\n", "EyZM4ENEsrOzMWjQIJ+Z6fcUiYmJfCnazZs3Y9y4cQ51iDIyMsBxnEWIyM6dO5Gbm4tnnnnGIRt2\n", "eno6iouLsXv3bp8LDXE3Rt4aYk4LoFm0MHcM2YIdf7VaLVohIj8/HxMmTMC+ffv4jmN+fn6riM+H\n", "Dh0CAKuiRUxMDAwGg0c7uEVFRSgsLOTdVTKZDAMGDLCajLOyshKnTp3C+PHj26TgbAtz0QL4o8R5\n", "R6ge4il69+6Ny5cvo66ujl/2/vvvY8CAATh8+DC/TKx8PDktCEcZPnw4unTpYhIicvjwYRQUFPBO\n", "xtbA033/yMhIVFdX0+/BS/ikaHHp0iWMHTsWwcHByMvLQ15eHr788kssXbqUV4iF1NXV4aWXXsKd\n", "d95pVYT46KOP8MQTT+A///kPjh8/jk2bNmH58uV44YUXvP11CCfYvn07jEajz+WbaAnEZkk3b97M\n", "D0J+++03GI1G0TwXwB/H9vbbb7eaKJKhUqlwzz33IDIyEgkJCUhPT2+TM3TWbki5ubkmpf6OHj3q\n", "1MCmrKwMc+bM4UXQNWvWOC16iB3jJ554AgDQpUsXhIeHQyKRIDg4mE+C9tVXX6Fr165Wq9rMmjUL\n", "e/bsQUlJSYfLZ8FITEzElStXUFZWhj179tgNDWFERUVh1KhR+PHHH02Wr1ixAv369XPoWAqT4TY2\n", "NuL777/3mRAzIa7GyFsjPj7ewmlRVVWF3Nxcp0QLe6jVauTl5Vksd0d8tiYmduvWTfQYMafHn//8\n", "ZwDA3LlzRc8BlqDUk3ktxNxVgwYNsuq0yMnJAdCcuNnXMC95KvxLTgvHYeI7c/3t2rULu3btwtKl\n", "S03CqsScreS0IBxFLpfjjjvuMBEt/vvf/yI6OtohJ6SvEBkZCQAWjk3CM/ikaLF582bU1NTg2Wef\n", "5e2AQ4YMwYQJE7B69WqL7V9//XVMmTIFqampovurq6vDiy++iIceeoiPAU1ISMCiRYuwYsUKftaO\n", "aH2ysrKQnJyMm266yaP79bWQBzFszZKGh4dj2LBhSE5OtkjWyNi6dSv69OmDuLg4u6IFAJw+fRp9\n", "+vTBxIkTsX37do9/H2+i1+stljkzsGHuDSaCFhQUOD2ba36MOY7DP//5TwwfPhz5+fnIz8/Hli1b\n", "sGvXLsTExKBv375YtWoVjEaj1Rvi9OnTIZPJ8NJLL6GsrKzDihYcx+Hzzz+HXq93WLQAmkNEsrOz\n", "eTHrzJkz2Lx5MxYvXuxQcq6MjAx+hh1w7bxoj8TFxaGmpsZkNnfv3r3gOM6l8CVr1+u+ffuiS5cu\n", "brRUHPOKIgAwc+ZM0W3Ny0VasxrHxMQAgEfzWmRnZ2Pw4MEICwvjl6WmpiI/P1/UfbB3717ExsaK\n", "Hsu2DhMm/Pz8+H4giRbOw5xALERk6dKlGDhwIKZNm2YyWywUKMSW0cwyYY9p06bh5MmTKCwshF6v\n", "x3fffYe5c+eKhjG3FJ7u+zPRgkJEvINPihbsBDdXdpuamizU4IKCAnz99dd48803rbossrKyUFdX\n", "Z9HBHzduHAwGg9VBHtGycByHrKwsTJ482Sv791Y8d0tja5b0rrvuwsaNGy1+OxzHYevWrbyDpVev\n", "XigvL7eobiHk9OnTSE5ORnp6OgoKCkRj1lsbazckd26SnrITJiUl4fz587yAsnnzZhw+fBj/+Mc/\n", "EBERgfDwcEycOBHdu3eHWq1GSUkJjEYjSkpKrA6E9Xo9OnXqhFWrVgEAXn75ZZ+c6XeHxMREAMCH\n", "H36IPn36iFb+sMbMmTNhMBj42aB//vOfiImJwdy5c+2+19dDzLxJfHw8AJiEiOzevRtxcXF8mVpn\n", "EbtesxK/5rgrPptXFJk/fz6WLVtm8X915hyIioqCRCLxmNPCaDSKuqtSU1PBcRxfWUrInj17MHLk\n", "SLey5bcWTJgQJuAk0cJ5goKCcNNNN+HMmTPYtWsXdu/ejaVLl0IikZj0E8RECyp5SjjDxIkT4efn\n", "h40bN2L79u0oKytr1dAQhif7/myikEQL7+CTosW8efOQkpKCpUuX8gmyNm/ejF27duH111832fbp\n", "p5/GSy+9ZLPDwm7m3bt3N1nOXovZTYmW58SJE7h27ZrH81kwvBXP3ZaYOXMmqqursWvXLpPlJ0+e\n", "NDm2YtUthOh0Opw7dw69e/fG2LFjIZFIkJ2d7dW2u8rq1ashk8nQqVMn/oYklvivpV01SUlJ0Ol0\n", "KCoqAsdxWLp0KUaOHGlilVSr1fyMrRBrA+GMjAyTpIEHDhzoUDP9ZWVlfL6P0tJSVFZWOiXaREdH\n", "Y+TIkVizZg3y8/PxzTff4IknnhDtsBOOExcXBwAmwuauXbswevRolwfM1q7X3hSfmSD81ltvQa/X\n", "45VXXrHYxtE8WHK5HCqVymNOi5MnT6K8vNyiWlBycjL8/PwsQkQ0Gg0OHz6MESNGeOTzWxpbooVe\n", "r6eZfyfo0aMHcnNzsXTpUqSmpuLOO+8EYOqesBceQsebsEdQUBDS09Px448/4ssvv0SvXr3sJmFu\n", "CTzZ9yenhXeR29+k7REUFIQdO3Zg4cKFiIiIQEREBHQ6HT755BM8+OCD/Ha//PILLl26xMeJW4Od\n", "XOZl0dhrOvnaBllZWQgMDPR6J8tXwkFcoX///khISMD69esxYcIEfnlWVhYCAgL4Y8uqW+Tn5+O2\n", "226z2M+FCxeg0+mQnJyM8PBwDBw4ENnZ2Zg/f36LfA8GG7jb+p9t2bIFHMdhz549fFLLsrIyzJgx\n", "gw/9SkhIcHhgw9wb5jOkzooezJabn5+Ps2fP4siRI8jOznZ5EGdvlteXzmu1Wg2ZTGZic3cEZs1n\n", "XLt2DTNmzOBj9+1RVlaGy5cvo6ioCIMGDUJTUxPuuusuh97rqfOiPdK1a1dIJBJetKipqcGxY8dM\n", "sra7ivmxZR1QR64NrhIVFYV//OMfeOaZZ/Dwww/z4YoBAQHQaDQW21s7B2JjYz3mtNi+fTv8/f0t\n", "8t0oFAr069fPIhnnwYMHodPpfDKfBWBbtGDrSWy0TVlZGTIyMpCXl8cfz2+++Ya/BznjtCDRgrBH\n", "WVkZzp49y1f3io+PR3l5eZuZHPTEvaJTp07w9/fvcA7XlsInnRbnzp3D4MGD4efnh4qKCpSUlODX\n", "X3/F3/72NzzyyCMAAK1Wi2eeeQbvv/8+pFKf/JqEALVajV9++QVjx46Fv79/azfHZ5FIJJg5cyY2\n", "bNhgUmln69atGDNmDH9sO3XqhPj4eKtOCxb/ypJ4jR8/Htu3b2+xaju2ypgKMRqNWLlyJWbOnImB\n", "AwfyNyV3lXVPzOZ27doVAQEBOHLkCJYuXYpRo0Zh7NixJtu0h1wrznLmzBnExsaia9euTpWn9kR4\n", "RkZGBi9k1dfXg+M4LFiwwOE2tJcQM0+jUCgQHR3Nh4fk5OTAaDR6NAmnOZ5OJmrO448/jh49emD0\n", "6NHo27cv+vTpg9jYWGi1WqSkpDh0DsTExHhMtMjOzsaIESNE749iyTj37t2LkJAQp8s1twU4jnNI\n", "tCBsw0Re4bH6+OOP+efOOC0oPISwR0ZGBi9YAM3Ou/bmBJVIJFT21Iv4pNPi5ZdfxtWrV/H5558j\n", "NDQUADB06FAsWbIEixYtwqxZs3Do0CGkpKSIJqIzH1ixxFrmNmz2mtl9rPH0009bzAjOnTvXoTho\n", "wjZsJqCoqAilpaVISEhAWVlZm1FmfZGZM2di+fLl2L9/P4YPH476+nrs2bMH7777rsl2tpJxnj59\n", "Gl26dOH/D+np6XjnnXdw5swZXsgwx9GZT0e2M59RZ3kezGfUf/31V5w7dw5fffWV6H5cHdS4O5vL\n", "zmudTofXX38dBoMB69evF3VZZGZmOuQKaS8z/Zs2bUJTUxOampqwdetWPPzwwy3yuZ5wqrTELL+v\n", "EhcXxzstWHLZHj16tHKrXEehUEAul6Ours4kwWhKSgpOnjzp0DkQGxtrtZqTM5SUlGDXrl2i4SpA\n", "c16Lzz77DA0NDXz53z179mD48OGtmgTPVZqamnjRXShUCMtyUtlT21i73hUXF/PXO3uJOMlpQThK\n", "e3KC2qMjiBZr167F2rVrTZZVV1d7/XN9UrTIy8tDZGSkhVDQs2dPAM05Knbu3IkrV66YxEuVlpYC\n", "AKZMmQKlUonnn38ec+fO5bcpLCxE//79+e2ZIihcJsbKlSutViYh3MN8cFpUVOSU3ZuwZNiwYYiO\n", "jsb69esxfPhw7Nq1C01NTRZlZJOSkrBz507RfbAknGyQPWLECCiVSmRnZ1uIFmyAzm5Y3bp1Q2Zm\n", "poXw5Oh2ztz8Vq5ciaFDh4qGuHgCV2+05uc1ALz33nuisw7ODIQdFTjaMkLHzPXr1x1+X1sSbdpT\n", "B8xTCMue7t69G2PGjPHJBJAMtVqNqqoqi+WVlZUOd8JjYmKQlZXlchvYNbOgoAANDQ1Ys2YNFixY\n", "YHHNTE1NhdFoRF5eHoYNGwaDwYDff//dZ0u6i5U7NX9OTgv3EbonHMlp0dTURCE5RIdHpVK1e9FC\n", "bGL+6NGjfAVOb+HRuIni4mLRDNWeJjo6GhUVFRY3JTaQiYmJwbZt23DmzBkcO3aMf7D42S1btuDY\n", "sWP8AZ88eTKCg4MtyjZmZ2dDJpM5HNNMeBbKxu8dpFIpZsyYgZ9++omvGtKtWzde9GOw6hbCMBIG\n", "Ey0YgYGBfPZ+c9gAvaSkBCUlJVZLADq6naPk5eUhOzsbixYtalODI1fPa0fs7u0hmaxQqHA2LtSd\n", "8IyOGIrTksTHx+PKlSuoq6vDkSNHvBoa4ivExsaitLQURqPRpfezaya7bpw4cUL0mtmnTx8oFAo+\n", "RCQvLw91dXU+n88CINHCVRy53jlT8nTdunV46623PN9Qol3Qke6vHcFp0Vq4JFrs3r0bY8eONUm6\n", "98orryAxMRGpqalITU31qk3k6aefhtFoxKJFi/hygYWFhXj33XeRkJBgtX46CwsxDw8JCgrCsmXL\n", "8NVXX/E39aKiIqxcuRKLFy/2yRrmBGGLu+66CxcvXsSxY8eQlZWFiRMnWgzsk5KS0NTUZDHANhgM\n", "yM/PR+/evU2Wjx8/Hrt27eJ/k4DjA3RnBvLWbn5yudzCZREXF9chRUdvx/N7E6FQ4axo0RZylRDi\n", "sPCQnJwcGAwGnxctPNEJj4mJgV6vR0VFhdOf78w108/PD3369OH7N3v27IFSqcSQIUOc/ty2gFCQ\n", "EIaEkGjhHPaud84k4gSAq1eveq+xhM/TUe6vkZGRlIjTS7gUHvLf//4XVVVVWLJkCYDmUltvvvkm\n", "EhISMH36dGzYsAHvvfce3njjDY82ljF9+nTs2LEDb731Fvr06QOlUgmDwYDp06fjxRdf5GM2GZ9/\n", "/jnefPNNVFdXQyKRYMSIEVAoFDh27BifE+Mvf/kLAgICMH/+fL4+9eLFi/Hcc8955TsQ9mlLdu/2\n", "xqhRo9ClSxf83//9H86dO4d33nnHYhth2VNhOeDi4mI0NjZahIGkp6fj5ZdfxuHDhzFs2DCvtn/O\n", "nDnYt28fwsPDoVQqoVAocOnSJSxfvhzz589HWVkZVq9ejddff13U1tqa0HltG1fDQ4S0Vq4Swjrx\n", "8fGoq6vDL7/8gqioKP764su4G44VGxsLoLnKjbcdUampqXwFkb1792Lw4ME+m9SanBaewd71zplE\n", "nIBlXjiCENJR7q/ktPAeLokWOTk5yMzM5O3kX3/9NYDmEqPJyclYuHAhZs2a5TXRAgBGjx7t8EzN\n", "ww8/7FAyt4ceeggPPfSQu00jPEh7iNFvi1RVVUEmk2H9+vUAgGXLliEtLc2k4xwfH4+AgADk5+dj\n", "ypQp/HLzyiGMwYMHIyQkBNnZ2bxoER4ejuDgYLsDdGsD+ZCQEIsbW2VlJd544w3ce++9eP/99/n3\n", "P/3003j22Wf5xJY6nQ4ZGRkuHR9vQ+e1ddwJD/EU7bUz1ZrEx8cDaLaRp6ent6mQLVdxtxMeExMD\n", "oDmR5oABA5x6r7Pi56BBg/D111+jsbERe/bsMSkP72uQaOFZrJ23zjotaHaZcIT2fn9VqVSoqqqC\n", "Tqdrc5Nmvo5L4SHV1dUm8e+//PIL0tLS+EFMSkpKi2QRJdo/7SFGvy2SkZFhogQfPHjQIhZaKpXi\n", "lltusaggcvr0aQQHB6Nr164my+VyOcaMGWOS1+LkyZO4cuWKSbhC7969RQfomZmZiIuLg0QiQXR0\n", "NMLDw3H58mWcOnXKZLsXX3wRTU1NeO+990z2e/DgQQBATU0Nbty4AY7j2qwISee1OBzHecRpQbQ9\n", "4uLiADSHNfh6aIg5roZjRUVFQSKR4Nq1ay59bmZmJqKioiCTyezarVNTU6HX6/Hzzz+jtLQUI0aM\n", "cOkz2wLWRAuqHuJZnHVa0PWaIP6oOEm59zyPS6KFTCbjE0edPn0aBQUFogMegvAUvhyj39ZwJha6\n", "V69eoqKFsHKIkPT0dOTk5ODy5cuorKzE9OnT0aNHD1y8eBFnz57FgAEDEBcXJzpADw0NhVarxYIF\n", "C3Dy5EkUFxeje/fumD59OqqqqqBWq7Ft2zZ89tlneP311xEdHe3Sd2pL0HltSnV1tUVOFOFrwjcp\n", "KyvDnDlz+Neff/45zcqieSAYGRlp4ZZwlMjISAQGBmL+/Pl2xc9+/fpBKpXivffeAwAMHz7c5Xa3\n", "NuS0aBnsJeI0L5dLogVB/CFaUIiI53FJWejZsyc+/PBD3LhxA3//+98hlUoxe/Zsfv3BgwcRERHh\n", "sUYSBNE6JCUl4ezZsybLzCuHMMrKyrBq1SrodDoMGDAAiYmJqKysRGZmJjp16oSIiAg8++yz2LZt\n", "m4V7AgC+++47lJeX47nnnkN4eDiCgoKQmZkJtVqNxMRE9O3bF1OmTEFAQABmzZrlte9MtB5inV66\n", "8fs+GRkZ2L9/P/86NzfXrcpA7YnY2FiXnRbnz59HUVERpk+fblP8LCsrQ3p6OqRSKQ4fPoyAgAAT\n", "67+vQSVPWwZ7JU8lEomJmOHv7y9abYwgOhJMtCBh3vO4JFo899xzePrppxESEoL169dj3rx5fLzq\n", "22+/jZkzZyI9Pd2jDSUIwjM4k/U+KSkJpaWlfIItjuNw5swZi8ohQPPAhJU8rqysRE1NDWJjY5GQ\n", "kMBvM3v2bMTExPC5KBgcx+H999/HpEmTTBL0JSYmIjY2FtXV1SgpKYFer0dDQ4OJSOrsdyLaLmI3\n", "ebrx+za+6oJqKWJiYlx2WmzduhUKhQJjx461uR0rjcpcSxqNxqdFI3JatAz2nBbC5TExMbh8+bKF\n", "+4IgOhrktPAeLokWkyZNwtatW/Hoo4/i7bffxmeffQbgjwHNhAkT2mwsOUEQjpeeElYQAYDLly+j\n", "vr7ewmlhbWDCwjoYSqUSjz/+OL799luT5b///juOHTuGv/71rxb7raqqstiv2ICno5TTas+ICRRk\n", "OSbaMzExMS47LbKysjBixAiTXA7mtEfRiEqetgz2EnECfzgwgoODW6RNBNHWCQ4Ohp+fH4kWXsCl\n", "6iEAMGHCBEyYMMFkmUQiwVdffeVumwiC8DKOZr1nCXfz8/MxZMgQq5VDnOHPf/4z3njjDXz22Wf4\n", "29/+BgD44IMP0LNnT0ycONHl/XaUclrtGTGBgpwWvg2V+LVNbGwstm3b5vT7tFotdu7cib///e9e\n", "aFXbhpwWLYO9RJzAH2KGcFuC6MhIJBIqe+olvJYt85FHHvHWrgmC8BD2EkGGhIQgJiaGd1qcPn0a\n", "AQEBuPnmmy3242h4RmRkJO677z58+OGH0Ol0uHz5Mn766Sc8+eSTFgl8XQn7oOSWvguFh7RPyAVl\n", "Hea0cLaDm5OTg4aGBkyaNMnmdu0xdI6qh7QMzjgtmGjBcZz3G0YQbRwSLbyD10SLjRs3emvXBEG0\n", "IElJSSaiRe/evUWrAzkzMHnqqadw7do1rFq1CsuXL0dgYCAefPBB0W1pwNNxoPCQ9gmV+BWnrKwM\n", "H3zwAQwGA/r27Yu0tDSHRbqsrCxER0ejX79+drdtb9dQclq0DI44LeRyOb9tYmIili9f3iJtI4i2\n", "TGRkJE24eAGHwkOkUqloeUNrcBzn1PYEQbRdkpKSsG/fPgCwmoQTcC48Q6VSITQ0FI8//jgMBgOi\n", "o6Oh0WhE42Ip7KPjQOEh7Rv67ZqSkZHBC8LXr1/H9evXMWPGDOTk5Nh979atW3H77bc71Ndqb9dQ\n", "Ei1aBkcScTI0Gg06d+6M0tJSbzeLINo8kZGRuHTpUms3o93hkGghl8uRlpZmsuzixYu4dOkSbr75\n", "ZsTGxkIikeDatWsoLi5GREQEUlJSvNJggiBalqSkJHzzzTcwGo04ffo0pk6danN7RzrEGRkZqKmp\n", "4V+XlJTY7az7ekebsA85LYiOgr0Embaud9euXUNeXh5eeOEFpz6zvVxDG46yvgAAIABJREFUrZU8\n", "VSgUUCgU0Ol0JFp4AEfCQ5jr0mAwICoqiq7XBIFmofjIkSOt3Yx2h0OiRXh4OHbt2sW/PnjwIF58\n", "8UVkZWWZlCcEgIKCAvzpT3/CSy+95NGGEgTROiQlJUGj0eDgwYOorq52Kwkn4F5nnWjfMNEiODgY\n", "9fX1MBqN5LQgCDN+++03SCQSi2ToHQVrTgv2urq6mkQLD+BIeAhz+uh0OhItCOL/QzktvINDOS3e\n", "fvttk9d/+9vf8MUXX1gIFkBztYFvvvkGS5cu9UgDCYJoXdjvnMVAuytaEIQ1WIc3JiaGr3VOnWCi\n", "PeJOgsytW7di0KBBiIiI8FLr2jb2RAvzbQjXcMRpwRJvGgwGqFQqul4TBJpFi8rKSuj1+tZuSrvC\n", "IdHigQceMHldUFAgerNldOvWDUVFRW41jCCItkG3bt2gVCqxYcMGKJVKJCYmurW/9pjNnnCfxsZG\n", "1NbWAmi2VrJEjWVlZZSRnmiXsASZ0dHRkEqliI6Otpsg02AwYNu2bXarhrRnmCDh5+fHJ4JkMNGC\n", "qoe4jyNOCyGRkZEkWhAEmn8LHMfxeYQIz+BS9ZDa2lpRezejuLiYbhgE0U6QyWRISEjAuXPnkJSU\n", "ZNFJdIX2ls2ecB+hlVKlUiEqKgpAc8dZmP+EINoLLEHmyZMn8cILL6CqqgpGo9Hme44cOQK1Wo2J\n", "Eye2UCvbHky0MHdZAH+UPa2vryex000ccVoYDAb+eXh4OB/WRxAdGeYUpRARz+KSaDF8+HDMnDkT\n", "hw8ftli3c+dOzJgxAyNGjHC7cQRBtC5lZWVIS0vDxYsXATQngPNEjgEqgUiYI5yhi4qKMjkfKK8F\n", "0Z4JDw/Hc889B6VSiZUrV1rdTq1WY8OGDQgJCcGtt97agi1sW9gSLdgyg8Fg4hQgnMcRpwUTiQDg\n", "3nvvRW1trWhJdILoSLD+C4kWnsWlK8uyZctw7tw53HrrrVCpVBg4cCCSk5MRFhaG9PR0FBYW4q23\n", "3vJ0WwmCaGEyMjKwb98+NDY2AmjuNM+YMcNj+w8PD6eQEAKAqTAhdFqYryOI9khYWBgee+wx/Pvf\n", "/0Z1dbXJOiYe9+3bF8uXL4dcLkdVVVUrtbT1cUS0EG5HuIYjJU+7d+/OP9fr9Q6V4CWI9g45LbyD\n", "S6JF//79sWfPHowYMQIVFRU4fvw4zp49i9raWowdOxY5OTno27evp9tKEEQLYq/KB0F4EnPRQui0\n", "oDhpoiOwaNEiNDU14eOPPzZZzsTjkpIS6HQ6VFZWelQ89iU4juPDj0m08C6OhIcIlwu3J4iOTEhI\n", "CBQKBYkWHsbl4PQBAwZg9+7dKC8vx4ULFyCRSNCjRw+aNSUIgiCcxjw8JCAggH9NTguiIxAdHY2H\n", "HnoIK1euxP3338//BqhE9B9otVo+ZwKJFt7FkfAQoWhB4TgE0YxEIkFkZCT1XTyM24FnkZGRGDZs\n", "GG699VaTm+eZM2fc3TVBEK0IVfkgWhJyWhAE8NBDD6GsrAx9+vRB3759MWnSJD48jzAVIoT5FBhC\n", "0YISwruHI04L4bmp0+kwYMAAC6cQQXREIiMjyWnhYdwvA2CF9PR0XLt2zVu7JwiiBcjMzMSMGTP4\n", "EsYJCQlU5YPwCuaiBTktiI7I008/DQCoqalBTU0NSkpKRLfrqOKxULSwVT3EfFvCeRxxWmzcuNFk\n", "+9raWj5xN0F0ZFQqFYkWHsZl0eL06dP46aefcPXqVQtLGMdxFomkCILwPViVD5bDoiN2komWwVZ4\n", "CDktiI6AtTxCQUFB6N27N65cuQKgY4vH9kQLCg/xHEKnhZho0djYCL1ez79uampCVFQUXa8JAs1O\n", "i6tXr7Z2M9oVLokWW7ZswbRp00zqM5tDGYQJov1AYgXhbZibQqFQIDQ0FP7+/hbrCKIjEhwcjC1b\n", "tvCvO/L1mESLloNNSMpkMtEypuYJuXU6HYkWBPH/iYyMRG5ubms3o13hkmjx8ssvY8yYMXjuuedw\n", "8803w8/Pz2KboUOHut04giAIomPAhAmVSgWJRAJ/f3+EhISgtraWOsFEh4DlETIPCemooSBikGjR\n", "cjCnhbV8FpWVlSavmdPi8OHDXm8b4RgVFRWIiIho7WZ0SCgRp+dxSbQ4d+4crly5gpCQEKvbzJw5\n", "0+VGEQRB+AL79u3D+fPnMWfOHKsdO8I+RqORv7lHRUXxy1UqFWpra+nGT3QYKI+QbYTJNUm08C7M\n", "aWHt3kZOi7bNr7/+iqlTp+LUqVNITk5u7eZ0OFQqFdRqNQwGA2QyWWs3p13gkmgRGxtrU7AAgE8+\n", "+cSlBhEEQfgCV69exZgxY9DU1AS1Ws0n0COcp6qqig83FFYNiYqKwvnz51FTUwOtVivq6iOI9gTl\n", "EbINOS1aDiZaWEvCac1pUVZWBo7jKEy8jXDx4kUSLVqByMhIcByHyspKREZGtnZz2gUulTydM2eO\n", "XeV/ypQpLjWIIAjCF8jJyeE7dTt27Gjl1vg25pVDxJ6T24LoSISHh5NgIQKVPG057IWHKJVKREdH\n", "m2y/YMEC1NbWkmDRBkhLSwMA1NXVtXJLOiZMqKAKIp7DJafFyJEj8fe//x3Z2dkYNWoUVCqVSZIe\n", "juNw4MABjzWSIAiirXHixAnR54TzmFcOEXteVlaG+Pj4Fm0XQRBtCyp52nLYc1rccccdePbZZ/Hs\n", "s8/y2wurPhGtC0toXVpa2tpN6ZCQaOF5XBItbr/9dgDA/v378e9//1t0G1JZCYJozwiFiuLiYtTV\n", "1SE4OLgVW+S7OOK0oDhpgiAoPKTlsOe0AEwFDSZyEG0DiUSC6Ohoi8S+RMvARIsLFy5g9OjRrdya\n", "9oFLokWnTp3w7LPPguM4q9ssX77c5UYRBEG0dU6ePGny+tSpUxg2bFgrtca3sSZamDstCILo2JBo\n", "0XLYc1oApoIGEzmItsHWrVtRXFxMTotWoKysDBkZGQCAxYsX44svvkBmZqZJ/4ZwHpdEi6CgILz6\n", "6qs2t/n0009dahBBEERbp76+HoWFhSbLTpw4QaKFi1gLDyGnBUEQQki0aDnsOS1u3LhhUhWBiRyj\n", "Ro3CwoUL8eCDD3q/kYRVli1bBolEgtmzZ7d2UzocGRkZ2LdvHwCgpqYG+/btw4wZM5CTk9PKLfNt\n", "XBItdu3aZXebU6dOubJrgiCINs/p06ctnGaU18J1yGlBEIQjUMnTloHjOLslTydPngyj0ci/ZiLH\n", "xYsXUVBQ4P1GEjYpLy/Hk08+SYURWhi1Wo3i4mKL5UVFRVCr1ZRg2Q1cqh6SlJTEP9fr9bh48SIu\n", "XrzIl6wDgC5durjfOoIgiDaImEBBooXrUE4LgiAcwRmnBVUPcR2DwcAL87ZKnoaGhvKvmcjByp4S\n", "rUt5eTmV2iTaFS6JFgBQVVWFhx9+GF26dEFiYiISExPRuXNnPPLII6iurvZkGwmCINoU1kQLW3l+\n", "COsIBQlhJ4ucFgRBCLFX8lShUPDOAHJauI4wP4U1p4VarTYRLdh7oqKiSGRuZYxGI9RqNYkWrUB4\n", "eDi6detmsTwhIYFcFm7ikmhRW1uL4cOH48svv8SNGzcQFhaGsLAw3LhxA59//jmGDx9OdYEJgmi3\n", "CJNw9uvXD0BzB446aq7BBInOnTubdJBDQ0P51yRaEARhz2khXE6ihesIK4GIOS04joNarUZYWJjF\n", "e0i0aH0qKythNBphMBjw73//GzU1Na3dpA5FZmYm0tLSEBMTg5iYGKSlpWHDhg2t3SyfxyXRYtmy\n", "ZWhoaMC3336LhoYGqNVqqNVq1NfX45tvvsGNGzfw5ptverqtBEEQbQLmtIiIiEB6errFcsI5mCBh\n", "nllbIpHwy6gTTBAEiRYtgz2nxY0bN6DX60m0aKOUl5cDALRaLR5//HEUFRW1cos6FiqVCjk5OThx\n", "4gROnDiBnJwcqhziAVwSLX766Sds2LAB9957L/z9/fnlAQEBuO+++7Bhwwb8+OOPHmskQRBEW6G8\n", "vJzvkPXt2xd9+/bl15mXQSXso9FoeGeeMByEwW705eXlJknfCILoeDAhws/Pz6RyhRASLdzHntNC\n", "rVYDaHbHMczDQyhcsvUICgrC4sWLkZaWBgBU9rSVCA8Pp5AQD+JyeMjAgQOtrk9NTaXwEIIg2iVC\n", "YcJctCCnhfNYS8LJYEKGwWBAZWVli7WLIIi2BxMirLkshOvq6+tp4Owi9pwWGo0GcXFxJjkTmNDx\n", "4IMP0sx+KxMfH4/ly5fzY7WSkpJWbhFBuI/LiTg1Go3VdXSjIAiivSIUJvr06YPk5GRIJBKLdYRj\n", "2BMthMsorwVBdGxYRRBHRAuDwQCtVtsi7WpvCJ0WYqJF7969cfnyZaSkpPDLmNARGhqK6Oho/r5I\n", "tB5KpRLh4eHktCDaBS6JFqmpqViyZImoMGE0GvHCCy9g8ODBbjeOIAiirSEUJvr27YvAwEB0794d\n", "AHDq1CkKYXASYeyzWHiIcBnFSRNEx8YZp4Vwe8I57IWHMISChvA9RNshOjqaRAuiXSB35U1LlizB\n", "uHHj8PPPP2P69OmIi4sDAFy+fBk///wzrl27hp07d3q0oQRBEG0BYXgIm2Xq27cvzp8/D41Gg8LC\n", "QvTo0aO1mudzkNOCIAhH4DiOFyHEyp0yhOvq6+spptwFHCl5CpgKGsL3EK3LkSNHoNPpMGzYMERH\n", "R1N4CNEucEm0GD16ND777DM8/vjj+PDDD03W+fv748svv8TIkSM90kCCIIi2gtFo5EWLbt26ITg4\n", "GECzaMHKWZ04cYJECydwRrQgpwVBdFy0Wi3vZCOnhXdxpOSpRCKx6rSYOnUqHnzwQdx9993ebSgh\n", "yrvvvovy8nJkZ2fjwQcfhFTqcjYAgmgzuCRaAMDChQsxefJk/PDDD8jPzwfQHOM2e/ZsREdHe6yB\n", "BEEQbYWLFy/yMdXCBJx9+vThn588eRIzZsxo8bb5Ks6Eh5DTgiA6Lo6UOzVfR6KFa9hzWjzzzDPI\n", "ycnBunXr+GVC0SI3N5fCxFuR8vJyPknq/fff38qtIQjP4LJoAQCxsbF46qmnPNUWgiCINo0wNEQo\n", "VFAFEdeh8BCCIByBRIuWw57ToqKiAgqFwkTQEAodrOwp0TqUlZUhOTm5tZtBEB7FJb+QwWDApUuX\n", "cOnSJTQ2NvLL6+vrcfToUY81jiAIoi1hnoST0aNHD/j5+VlsQ9jH0ZKnAIWHEERHxhXRgjnjCOew\n", "57RQq9UIDw83ETSEQgeJFq1LeXm56P2UIHwZl0SL1atXo1u3bkhISMC+ffv45dXV1Rg8eDDuvfde\n", "6PV6jzWSIAiiLSB0WghFC7lcjt69ewMAzp07ZyLmErZhHVs/Pz+EhIRYrI+IiOCfk9OCIDouQgGC\n", "nBbexV7J08rKSoSHh5PTog1iNBpRUVHBh4dUVVVh7dq1qKysbOWWEYR7uCRarF+/HmlpaTh37hzG\n", "jh3LL+/atSuOHTuGU6dOYcWKFR5rJEEQRFuAuSjkcjl69uxpso6JGAaDAWfPnm3xtvkqTIhQqVSQ\n", "SCQW6xUKBZ/9nzrBBNFxcdRpYV49hHAee+EharUaXbp0sZqIk0SL1qO6uhoGg4EXLUpKSjBv3jyc\n", "Pn26lVtGEO7hkmhx6tQpfPvtt0hMTLRY179/f6xbtw5ff/21240jCIJoKzQ1NfFiRK9evSxmnyiv\n", "hfMYjUaUl5cDEA8NYbB15LQgiI6LUICwVfKUnBbuYy88hDktrJU8JdGi9TAajZg/fz6SkpIAgC+O\n", "UFpa2prNIgi3cUm0qKurQ0JCgtX1SUlJZEMiCKJdUVBQwIe9CQUKBokWzqNWq/kShmKVQxhsXX19\n", "PQ1CCKKDQok4Ww5bTguO49DU1ITw8HDIZDLeISd8z3333YdDhw6B47iWaTDBExERgVWrVvHJwjt3\n", "7gylUkmiBeHzuFw9pKGhAYGBgaLr6uvr+Y4oQRBEe0AoRAgrh4gtE+a+IKxjLwmn2LqysjKbojlB\n", "EO0TEi1aDltOC4lEgtraWnAcB4lEAoVCgaamJhPRQqVSUSLINoJEIkF0dDRKSkpauykE4RYuOS0G\n", "DRqEJUuWiK4zGo1YsmSJ1+sz5+bmYvr06UhOTka/fv3Qr18/vPPOOzAYDCbbnTlzBlOmTEHv3r2R\n", "lJSEuXPn4tq1a6L7/M9//oP+/fujf//+SElJwbvvvksqMUEQAKxXDmF07doVYWFhFtsS1nFUtKAK\n", "IgRBUPWQlsNeIk4AvMOCrRcKHUTbIjo6mpwWhM/jktPihRdewJgxY7B9+3ZMnToV8fHx0Gq1uHz5\n", "MjZu3IirV69i586dnm4rz6VLlzB27FhMnToVeXl5kMvlOHToEEaPHo3r169j+fLl/HYjR47En/70\n", "J/z6668wGAy4//77MXr0aBw9ehTBwcH8Pj/66CM899xz2LNnDwYNGoSioiLcdtttqKiowNtvv+21\n", "70IQhG9grXIIQyKRoG/fvtizZw+uXLmCqqoqdO7cuSWb6HMIBQhb4SHmTguCIDoe5LRoOYQChFgi\n", "TiFsvVDoIFqPCxcu4MaNG+jfvz+/LCYmhkQLwudxyWkxcuRIfPnllyguLsaKFSuwaNEivPDCC/jo\n", "o49QXl6OL7/8EiNHjvR0W3k2b96MmpoaPPvss5DLm3WXIUOGYMKECVi9ejW/3auvvgqO4/Daa68B\n", "AGQyGZYvX46ioiKsXLmS366urg4vvvgiHnroIQwaNAgAkJCQgEWLFmHFihUoKiry2nchCMI3YO6J\n", "oKAg3HTTTaLbCENETp061SLt8mVccVqQaEEQHRMqedpyOOK0MF8vFDo4jsO8efOwadMm7zSQsMoH\n", "H3yAe++912RZRkYGJk2a1EotIgjP4JJoAQDz58/HhQsX8M9//hOPPvooHn30Ubz//vsoLCzEgw8+\n", "6Mk2WiCTyQBYWtGampp4xddgMOCnn37C8OHDTS64MTEx6NWrF9atW8cvy8rKQl1dHdLT0032N27c\n", "OH4/BEF0XOrq6lBcXAygWZiQSsUvnZSM0zlcyWlB4SEE0TGhkqcth61EnD/88AMSExP5bVgfW/ge\n", "iUSCHTt24NixYy3QWkJIWVmZxf10/vz5ePLJJ1upRQThGVxOxAkAsbGxeOqppzzVFoeZN28e/vWv\n", "f2Hp0qVYs2YNQkNDsXnzZuzatQsff/wxAKCwsBA3btxA9+7dLd6fmJiIX3/9FTqdDgqFArm5uQBg\n", "sS17nZeX51C7ampqcODAASgUCigUCsjlcv6vTCaDRqPBjRs3TB6BgYGIi4tDXFwcunbtCn9/f3cO\n", "DUFg//79OHr0KGQyGX/usXMxJCQEoaGh/CM4OBgNDQ2oqKhARUUF1Go1KioqoNPpEBYWhs6dO1s8\n", "OuI5KnRNiIWGiK0j0cI+joaHCNedOXMGBw4c4K+h9fX1kMlkCAwMREBAAP+QSqVobGyERqNBY2Mj\n", "GhsbodPp0KlTJwQHByMoKAjBwcH8IzAwkI/RJghvcPHiRWzcuBHV1dWoq6tDbW0tamtrUV9fj8jI\n", "SCQmJiIhIQEJCQlITExEZGQknZMCqORpy2ErEWdJSQlKS0v55UzUMJ9IjIqKopCEVqC8vByRkZGt\n", "3QyC8DhuiRaNjY3IyclBSUkJ7rvvPtTW1sLf39+ulcxdgoKCsGPHDixcuBARERGIiIiATqfDJ598\n", "wrs8ysvLAQAhISEW7w8JCYHRaERlZSWioqKsbstes/X2KCgowMSJE13+XkBzqaKoqCj+OAofwtld\n", "YYkp1nFnf7VaLQICAtCpUyd06tQJgYGB6NSpE1+aSiKRQCqV8s/NX3Mcx5cWFAosbGDABgeBgYFQ\n", "KBTQ6/XQ6XTQ6/XQ6/UwGAz8IFmhUECpVEKhUMBoNKKpqQlarZb/azAYLL4n2yfLRs22F34+e8jl\n", "cpPOX01NDerq6uDn54egoCB+YBIUFAS5XI7GxkZotVqTQQxro/DzDQaDybZarRYcx8Hf39/koVQq\n", "eTFK+D9QKpX8oD8sLAxhYWFQKpV8W2tqalBbW4sbN25AoVCYDLYCAgIgkUgsvn94eDjee+890coV\n", "jCNHjuC2225z6xy0h7+/v4mIoVQqwXGc1YfRaOQT2spkMl7IYw92zgm3FT4XW2a+X+G5bOthjlii\n", "XbFlQkeAreMvXLd27Vrk5uZCJpPxD/Yb0Ol0/F+j0Wjym2LPDQYDtFqtye+F4zhIpVJIpVLIZDL+\n", "ucFgsHhIJBKTz2a/f/Y7ZQ+j0WjxG1AqlaK/V7at8Hctl8thNBpNfv96vd6hJMbnzp3jnzvqtFi9\n", "erVJGKCnkEqlJteMwMBAi+PHjrv5w2g0mvxPdTodnxTa/Pyzdl46utydfcjlcsyaNQt33323zWOx\n", "e/durFixArW1tfz5xP63MpkMfn5+/Hni5+fHC0RCkUir1UIul1tsazAYoNFo0NDQAI1GA41GA71e\n", "j+DgYISEhPCP4OBg6PV6fhu2X4PBYDExIJPJ+Oul8Jxln+/v78//lclk/HcyGo0WvxuxZcKHVCrl\n", "76nsER4ejkcffRQDBgyweky1Wi2GDh3qVHiT8LPY34CAANFzUKfTmQh0Go0GRqPR4ndt/vDz8zMZ\n", "dAqvDU1NTWhoaOD/Vw0NDdBqtVAoFBb3QvOHn58f5HK5xf/E/JrC/gLg/69iD6VSaTKB5Gh4yO+/\n", "/47bbrvN5P9lNBr548QeYsdKLpdDo9Ggvr4eDQ0NfL9IrC+iVCotrgF6vR5KpZK/r/v7+yMgIAB6\n", "vR7V1dWoqanh/2o0GgQFBVn8Btg1W/gbdOS5sC/m5+dn8lAoFKLXB+HzM2fO8MfQ3GmhVqvRpUsX\n", "/jXr81dWVmLChAn88rKyMqxatQpHjhxBU1MTf6wNBgN/TIRiM8dxFvcn8/NCqVRCJpOZ9OPYQyqV\n", "WtyfhP1e9v2s/dVqtfz/mZ33er2e/x+z3yHro1nr65gvEzsvzH9D7PfiCDKZDPPmzcOsWbNE15eX\n", "l6NXr17473//i7feegt6vd7ieLPxhK2+m/Dh6Lbu7JP9r9n/jv0VbmevPyj2f/Dkduw56y+w8UVQ\n", "UBACAwNN+m3CxzvvvIPx48c79P8lrOOyaLFmzRo89dRTUKvVCAoKwn333YeDBw9i7ty5WLFiBe6/\n", "/35PttOEc+fOYfz48Rg6dCgqKioQGhqKgwcPIiMjA7///js+/fRTr322LdgF1h3YjDdBiBEYGIj1\n", "69dbXf/bb795vQ2NjY0oKSnpsOWzbDktwsLCcNNNN+HSpUuorq7Gvn37WrBlvotcLkdERITV9bGx\n", "sQgNDUVNTY3X2mA0Gnnxsz2zYcMGjBkzxqZI9MgjjyA/P78FW+X77Nmzx2Yem8uXLzudj8VoNPKT\n", "BoQpwkTq5sjlcv56UV9fj/3797dgy1xHrVa3dhNECQgIMHmtVqsRHh7Ovw4MDATQHJa9fft2i/cf\n", "OHDAuw3sgGzZsgW333676MQsc1q88MILuHr1aiu0jjDH0clvwjYuiRY7d+7EAw88gJiYGNxxxx3Y\n", "u3cvACAtLQ2vvPIKHn/8cURFReH222/3aGMZL7/8Mq5evYrPP/8coaGhAIChQ4diyZIlWLRoEWbN\n", "moVu3boBgGgHtLa2FjKZjFeKWWfZfFv22p7N6umnn0ZYWBg0Gg1uueUWcByHpKQk9OjRg3chGAwG\n", "BAYGIigoCJ06deL/1tXV4erVq7hy5Qr/KC8vR1NTk1MiiFwu59U+NvvPFGN3xBS2XzY7wdRnW6Wt\n", "pFIpjEajQ/tmM2S2ZmUlEgk/82vrcyUSCT87wRwoDQ0NNtugUCjslumSyWR8SIRWq7V6PIXHqqmp\n", "CVVVVTaPPTtOzG3gSLmwo0eP2lwvrHCxbNkyREREmMyaMZcHe9TW1iIwMJB3LLGHQqFAdXU1Kisr\n", "UVVVZfVh7/i2N8aPH283yfCrr76KZ555BjU1NVbPa3ZOK5VKSCQSaDQaj5aLY7NA9nDm3GNOA0+X\n", "tVMqlViyZInNDPX+/v5Yt24d1qxZA4VCwV9DhbMb5rP3RqPRZHbT398fcrkc9fX1qKurQ11dHW7c\n", "uME/N1+m0Wj4mXdXMJ/Jaivo9XpcuHDBqmhhNBpx/vx50XXMpWAPNkvGZp3Evr8wpEcmk/HH3RPI\n", "ZDIolUr+/usqYs4adh80Py+sHTOGUHiYMmUKlixZwt+vAgICUFpaisLCQhQVFfGPiooKkxl+dv+1\n", "BTvX/f39+d+r0IXiSn9AOEPr5+cHvV5vMsPNnBLOwmb+hYkchQ9r3HnnnTbDyYDm+98bb7yByspK\n", "NDY2utQ+ITKZjJ9pF/aFbF0fHLkOBwYGIjQ0FAEBAbhx4wZqa2tdbq8wHJSdr3q9nne0uEJqaiqG\n", "Dh1qsqyystJEtPjLX/6CJ598EhqNxup+lEol7yiQyWRobGxEQ0ODRyqOSKVS+Pn5geM4E5ebqyiV\n", "ShOHstBt4yoSicTEIcZcZK7eXxobG6FWqy1EC47jeNGisrKS/2y5XN7qJWltOWDZb4W5P73xmUJH\n", "ubXnjm5nMBj4voS93zhzj7cn1q5di7Vr15osq66u9vrnuiRavPPOO5g/fz4+/vhjKBQKxMTEAGi+\n", "+P71r39F165d8d5773lNtMjLy0NkZCTCwsJMlvfs2RMAcPz4caSnpyM4OBiFhYUW7y8sLESvXr34\n", "TvLAgQP55cISQey9wmVirFy5Eqmpqa5/ISuwQTq74QjtVAw2ULYVkqPT6VBfXw+DwWDXxsZxHCQS\n", "CW+jZIMqc9gFl4VXCG26EomEb7uww8RuLKyTIgx3MRgMJh0roV2d7ZN9F+ENRKfT8bbioKAgi7Ya\n", "DAZ+popZ5NiNk303juMsPl9oqTS37Ak7bFqtlr+5mf8POI6DRqNBdXU1qqurodVqedvnuXPnMGLE\n", "CLz00ktYunQp5HI5P/BiN36hTXXkyJHYt28fLl68iNraWlF1Hfgj94JMJsOiRYvg5+dn9bzwBKwT\n", "LHYjMr8RAOBtq2wwwW6i1m4Ojtw82LF25GEtPlxsufkyiUTi0PE9jOwrAAAgAElEQVRcsGABFixY\n", "wLdLaNtl4TEsmbAQdm6zgbdcLuft20IbPrOvC/+KhYEAsLC6cxzH/17ZMRS20zwcSxgyxdrMthVa\n", "Xc3zpwjb4CkmTpzodvidK7Bro63QAalUyh8ndnytfX9H7bTOLHdk2/fff58v321rxr+yspLv9E+Y\n", "MAGbNm3izxe2P3ZdZ+cKs3tbszkz0VSr1UImkyEgIEBUpGLOgtraWtTV1fEWaqG9nnUYhdcQFmbI\n", "rO/C35fRaDQJ82Pnq62QHxZ2Zet/yKzkkydPxsGDB/lroTWLtzC3QlJSEkaNGmWyPjY21uF+hPC6\n", "wh5CEdQW5v0K9mADG2EuLnb8Hdmn0P7PHiw8QngNY39t/UaE39HcWg+A73Pa4rHHHsNjjz0GoPm+\n", "Yx7eYR7myc4r8/A9JtiIHVuO49DU1ASNRsP3W4QPqVRqEuLEwnZkMhnCwsIQGhoq+jtoamriRVQA\n", "FkKE2HNryaHN28p+A+bXB7HnQHNeCvPvbR4esnDhQtx///0WAgTHcfjwww/x4YcforCwUPT+Kez3\n", "SKVSk9BRYdJ9YX/SYDCY/P/Mf3PC/ie77wm/k9hfjuPg5+fHhx1bO4bsHg1YHxCbL7d2zwfAi0qO\n", "ChhPPvkkvv/+ewDiJWYbGxsxdepU9O7dm1+fmpqKvXv3IiAgAJ9++ilmzJgBo9FoM6zQXtihM9s4\n", "i3lIDQCXhAVP90HEYOcEG2fI5XL+Pig21mkvzJ07F3PnzjVZdvToUb4Cp7dwSbQ4dOgQ1q1bZ3Vm\n", "bMaMGVi8eLFbDbNFdHQ0zp8/j/r6epPYRZbdPzo6GlKpFDNnzsTGjRvR1NTEDyhLSkpw9uxZvPrq\n", "q/z7Jk+ejODgYGzfvh0zZszgl2dnZ0Mmk+Guu+7y2nexhXCQ7w4KhcJC4HEXuVxu057pbNtZR9bc\n", "hmgO6wxYG7SL7ZclnbSGsLPGbI62ELpabCGRSPhYyNjYWH45x3GYPn06+vTpwwsWrK3W9tunTx8+\n", "1ODUqVOieSv0ej0fh9qzZ0+vCxbAH8KKo7COlqfb1hI3J1cQnlv2vrOj5zY7ho7ABl+2XAzm7bT3\n", "GxBua+/32h6QSCROHXNH9tca56sw0bStCixCQSMmJsbi9y10Cdm7BjIcPbekUikv7DqyP0eSAkul\n", "UofuLc4gkUj4AZPw3lpfX2/1XuNoEklHP58dA2fxVL/CfJ/seHgKT15nZDIZn3A3MzMTAwYMQHT0\n", "/2PvvuOaur//gb8CAQQEBEFERcGFVhwojqJWcVatWG0/dbaOOuqo26pVrKOKs1qrrauK1r217j3r\n", "xAFaBw6qooKAgMgMOb8//OV+E5JAErII5/l48HjAXTmEkNx77nmfd1ml7bR9TmWJ7PyeS9m5Un7n\n", "S3nZ2tqidOnSCtUMhaVJrJpKSkqCz/+vZpZRdy4wcuTIfG+g5HfeI6Pta8AQr3FA8ZxOX2Svufx6\n", "tMiTXecAyo1PgQ9VUXv37hUS7MD/VbmUKlUKb9++NfsmnYb6+xmC/GsivyGXTD90Sv8QUb4nFVZW\n", "Vgbt2Dx69GhIpVKMGTNGKLl58uQJFixYAF9fX3Tr1g0AMGPGDFhZWWHatGkAPlzUjR8/HpUrV8aY\n", "MWOE45UsWRJhYWEIDw8Xyu+fPn2KJUuWYOzYsUpvzowVxqZNm3Dp0iUsXbpU4xMkTWalePTokZBZ\n", "z69ZJGOs+JE/ocqv0kLTaWjZB5rOVKHpdJ3MsCIjI9G7d2+LK9c2pgsXLmDRokUabevo6FgsZxwz\n", "hLNnz+LatWvCz/kNrZFPaMhuWnh5efFsLqxI0ylp4ebmhqtXr6pdf/LkyXybqhVWly5dcOrUKTx/\n", "/hz+/v6oU6cOOnfujC5duuDy5ctCFrRixYo4d+4cIiMjUbNmTdSqVQtSqRRnzpxRyuoOGzYMy5Yt\n", "Q79+/VC3bl106tQJY8eOFcppGVNFl7GTT58+Rc+ePdGyZUuF5T/99BNmzZqlch/5JIR83wp58k3g\n", "atWqpXVcjDHLpUvSoqC+AYyTFkVN+/btcenSJSxZssTUoRRZstnZmPG8evUK3bt3R/ny5YVl+SUt\n", "5NfJKmDKli3LSQtWpOk0PEQ2Zdovv/yiMMb4zZs32LZtG2bMmCGMJTSUFi1aoEWLFgVuV7NmTRw6\n", "dEijY/bv3x/9+/cvbGisGMjIyEBoaCh+/fVXzJo1C5MmTdJ439DQUJWNe0QiEWbOnInOnTsrTZ2n\n", "SdJCfjlXWjDG5MknIPIbHiK/jistCiafgMhvlg9OWpiHxo0bY/To0QgNDcXnn3+OqlWrmjqkYiEj\n", "IwPXrl1T6uXCCpaTk4Pu3bvDysoKISEh+P3334Xleb158wbv3r1TGLYmn7R4+fKlcYJmzAB0qrSY\n", "PHkynJ2d8eWXX6JUqVKIj4+Hg4MDypYti5EjR6JChQqYOHGivmNlzCxcuHABdevWxbJlyzB+/Hh0\n", "6NBBYf3+/fuxYMGCfD8cVI1p//HHH1GrVi3069cPL1++xPz583Hy5EkAH2awkVUvRUVFqUx6yFda\n", "cNKCMSaPh4cYBldaFD2zZs2Cl5cXBg4cqNeZCph6a9asQZs2bbSe9pd96PvRoUMHbN++XSEZoarS\n", "YtWqVWjSpInCOtnwkDZt2mh0s5cxc6VT0sLZ2RkXLlzAiBEj4OzsDCJCZmYmXF1dMWrUKJw/f54/\n", "lJnFef/+PUaPHo1PPvkE7u7uuHXrFsLCwpRml3nw4AFCQ0Ph7e2NTz/9FFu2bEF6enqB0yLZ2toi\n", "PDwcd+/eRfny5TFt2jTcvn1bWC/7n0pISFD5wS+rtLC1tVVouscYY46OjkIzOx4eoj+ctCga4uLi\n", "0KhRI9y+fRuOjo5YvXo1zp49izVr1pg6tCLl0aNHaNCggdqKT3V69+4NKysrrFu3zkCRWS4rKytM\n", "njwZzZo1U2h2qmqaZdl0p/JVGLJ9BgwYgBkzZhg+YAOLjY3F+vXrMX/+fDx9+tTU4TAj0nkeFmdn\n", "ZyxduhQJCQl4/fo1Xr9+jTdv3mDx4sU81o1ZpOHDh2PVqlVYtGgRzp8/jxo1aqjcbsKECXj9+jX+\n", "+OMPpKWloVevXnB0dISfnx/evn2b72PUq1cP69evxy+//ILY2FiFWXjkKzryNuPMysrCw4cPAXwY\n", "EqVLV3nGmOUSiURCEoKHh+iP/PkOJy3M14kTJ3Dt2jVh1pDWrVvj22+/RVhYmMoye6ZaXFwcbty4\n", "ofU0jm5ubvjqq6+watUqrm4pBPmkxYEDB5TWy5IWqiotLMHdu3fRoEED9OvXD3PmzFFI3CQnJwvT\n", "wTLLVOjJY0UiEcqUKYMyZcqY7bSDjOnD9OnTcfv2bYwZM6bA6Q9LlSqFwYMH48KFC4iOjsa0adMQ\n", "EhKi0dSzvXr1wpgxY5SmO2vYsKHw/enTpxXWPXz4UGgKykNDGGOqyJIQiYmJamdPkK+0MPep8cwB\n", "V1oUDSdOnECdOnUUqocWLlyIS5cuWdRFnaElJiYCgE7TsQ4ZMgRPnjwRhr2y/B05cgTv3r1TWCb/\n", "WlVVZRAfH6+UtNBmWnpzdvv2bbRs2RKenp54/fo1kpOT0bZtW2H9li1b0KNHD1y/ft2EUTJD0ilp\n", "8erVK2zYsAH79u0Tll25cgXBwcGoV68eFi9erLcAGTMXPj4+qFatmtb7Va1aFTNmzMDChQsLldiT\n", "T0Zs3rxZYZ18qSbPHMIYU0X+gi0hIUHlNrKkhaurq8Wc7BoSJy3MHxHh+PHjChc4wIebC7LKC6aZ\n", "pKQkAB8qJ7QVFBSEWrVqYeXKlfoOy+K8ePECISEhSsOX5N+T//vvP6Vhx6qGh8gSHdnZ2bhy5Yrw\n", "NyxKIiIiEBwcjIoVK+LUqVMqhy4OGjQItWvXxogRI7iax0LplLRYs2YNBg4cKMzKkZKSgpCQEJw9\n", "exbPnj3DuHHjsG3bNr0GylhxJ5+MiImJUZh2mGcOYaaQm5uL8PBwZGZmmjoUpgH54R7qhojIlvPQ\n", "EM1omrSQn1mEkxbGdf/+fcTGxqJNmzb5bscXOgVLTEyEk5OTTtUpIpEII0aMwO7du3Hz5k0DRGc5\n", "Fi9eDEdHRwwcOFBhufzznpaWhlevXimsVzU8RJboSE1NRZMmTXDmzBnDBW4g586dQ/Xq1XHy5Em1\n", "VT5isRjLli3DlStXEB4ebtwAmVHolLQ4fPgw1q9fL2RLN23ahDdv3mDFihVISkrCihUrhCl5GCvq\n", "oqOjlXpImIKjoyMqV64M4ENjJvkPHp45hJnCwYMH0b9/f0yfPt0kjy+VStGnTx8+AdZQQTOIpKen\n", "CxfX3IRTMzzlqfk7ceIEbG1t0bx5c7XbXLp0CXXr1sXz58+NGFnRc+PGDfj5+em8/+DBg/H3338j\n", "ICBAj1FZlqSkJKxcuRLDhw+Hk5OTwrq81W95z01r1aqFGjVqqGzE6ebmBhsbG7x+/dpAkRvOmDFj\n", "cPbs2QKHWDdv3hx9+vTBxIkTC+whx4oenZIWz549Q8+ePYWfd+/ejQoVKmDQoEEAPnSoffz4sX4i\n", "ZMzElixZgi+//NLUYQAAateuDeDDxZp8TLJKCwcHB1SqVMkksbHiZ+fOnbC2tsbChQsRERFh9Me/\n", "evUqNm3ahI0bNxr9sYsi+USEqqTFmzdvhO+50kIzPDzE/N2+fRtBQUH5Pu+VKlXCu3fv0KFDB77Y\n", "UYOIcO7cOaVhNtqwsrJCp06d9BiV5Vm+fDlyc3MxcuRIpXXylRZ2dnaIjIxUWH/s2DH07NlTZSNO\n", "KysroR9EUWRnZ6fRdvPnz0dWVhamTZuml8dNS0vD0qVLMWDAAGEZESE9PV0vx2ea02mKAfkSupSU\n", "FJw/fx7Dhg0TxuuLxWIus2MW4+LFi2jatKmpwwDwoYpC1ksmKioKlStXRnp6Op48eQLgQ5Zd267e\n", "jOkiKysL+/fvx8SJE3Hjxg2hQZsxyf4Xzp49a/THLooKGh7CM4doT9ukhZWVFUqUKGHwuNj/WbNm\n", "Tb5VMABQrlw5HDlyBE2bNsXnn3+Oo0ePKv2dUlNTsWnTJjx+/BgZGRnIyMhAZmYmMjIy8PHHH+OH\n", "H34w5K9hciKRCPfu3UNWVpbejimVSjFx4kQMGjQI1atX19txi6r09HQsXboU3377rcr3YPlKi+Dg\n", "YLU9zFRVWgBA2bJllYaUmKtjx46hWbNmcHBw0Go/Ly8vTJ8+HcePH0dubm6BjfPVefjwIdatW4eV\n", "K1ciNTVVSAbZ2tqiWbNmaNiwIZYsWaLTsZludLq6cXV1FcrRN2zYgJycHHTr1k1Yn5CQIMwHz1hR\n", "lpqaiqioKLNJWsgqLYD/q664d++e0IyJm3AyYzl79ixSUlLQs2dPHD58GO3atTN6DPv27YOLiwtu\n", "3ryJ1NRUoz9+UVPQ8BD5ZRcvXiySDduMTdspTx0dHXmmNROQ/zupU6NGDfz999+4evUq+vTpI8zI\n", "JTNkyBCMHDkSBw4cwD///IN79+7h9evXcHZ2xogRIwwVeqFdvXoVFStWhJ+fH+rWrYsJEybofKyS\n", "JUvqNHOIOklJSThw4ACaNGmCf//9V2/HLap27dqFt2/fYty4cSrXyycgWrVqhY4dO6rcTt2Up2XL\n", "li0SlRaPHj1Cp06dsGrVKp32Hz16NA4dOqRTwmLr1q0ICgqCn58f/vjjD3zzzTd4/Pgx/vrrL+H5\n", "DwgIwJ49e5QaoTLD0ilp0atXL7Rr1w5ffvklJkyYgBo1aghjBePi4vD999+jXr16eg2UMVO4fPky\n", "pFIpmjVrZupQACj2q7hz5w6uXbuGuXPnqlzPmCG1bdsWt2/fNlmijIiwatUq7NmzB5cvX+aSew0U\n", "NDxEftnt27exevVqo8RlSkSEFy9e6Ly/tpUW/Do1b0FBQdi2bRv27NmDSZMmKVyUzJo1CzExMbh/\n", "/z5u3ryJS5cu4dSpU1i/fr3Wd4MLcvHiRVy4cEEvxypTpgz69euHLl26oEKFCli8eLFJKuNUcXd3\n", "x6VLl+Dg4FAkeuEREfbs2aNQyaBPffr0QUREBHx9fVWul09AyCcmgA/vMUlJSSAitVOeenl5FYmk\n", "RWhoKDw9PTFkyBCd9reyslJIDi9atAiBgYEIDAxEw4YN0aRJEwQHB6NDhw44duyYwr6RkZEoVaoU\n", "tm7ditevX2PJkiVKw667du2KZ8+ecT8tI9MpaTFu3DgEBwfj0KFDqFKlCjZt2gQAkEgk8PLywrZt\n", "28ymBwBjhXHx4kW4u7ubTdli9erVhQ+tqKgoREVFYefOncJ6TlowYxGJRKhTp47SXeOEhASlO5Ta\n", "ICJMnTq1wBNYkUiEZs2aITg4GA0bNtS5BLQ40WZ4SMOGDbFixYpC/S3NnVQqxahRo+Dt7Y1ly5bp\n", "dAxOWpg3XaqFQkJCsGLFCrx8+VJhedWqVVG+fHl9hZav8ePHIzQ0VPg5NjZWq7u6p06dEpKQPj4+\n", "mDlzJubPn48///wTUqkU+/fv1yqe3Nxcg70XlCpVCj169MCOHTsgkUgM8hj6cubMGXTr1k247tE3\n", "kUiEunXrql0vn4DImzjZsmULSpcujdzcXJVTngJA48aNERgYqMeI9S8iIgJbt27FzJkz9Va1X7Fi\n", "RTRs2BCBgYFo0KAB/P39Ua5cOTg4OCidO8yePRuHDh1C9+7d1Q7l++STT+Dq6oo9e/boJT6mIWI6\n", "i4iIIAAUERFh6lCYgbRq1YpCQkJMHYaC2rVrEwASi8WUkJBA1tbWBIAA0PPnz00dHivGkpKSyMPD\n", "g3799Vedj7Fo0SICQE5OTpSamqrH6JhEIiErKysCQIGBgUrrR48eLbyXrFy5kgDQwYMHTRCp4eXk\n", "5FC/fv1IJBJRq1atSCQS0Y4dO7Q+TmZmpvCcNW/eXO12JUqUIABUp06dwoTNtJCcnExisZg2b96s\n", "0/7x8fFabZ+amkpxcXE6PZa8ixcvEgD6+++/iYjozZs35ObmRqNHj6bc3NwC98/MzKRSpUrRjz/+\n", "qHJ98+bNqWPHjlrFdPz4cXJzc6Nnz55ptZ+mrl+/TgDo6NGjBjm+vgwfPpwAULt27Uzy+CdPnhTe\n", "byZNmkR79uyhyMhIIiKaPXs2ubm5ERHRxo0bhe2WLl1qkliTkpLoq6++opycHK32a9OmDX300Uda\n", "72dsX3/9NdWqVcvUYZgNY1wTG6xjH3dzZ5agY8eO+Prrr00dhgJZXwuJRIKXL18KHZWdnZ2NdheI\n", "FW/quma7urriq6++wuTJkxETE6P1cQ8fPowJEyagf//+CA4OtuieCkuWLEHz5s3h7e1dqDHm2rC2\n", "toa7uzsAxaqKf//9V+HOLAC0bNkSAQEB+OOPP4wSm7GtWLECf/31FzZt2oTjx4+jZ8+eGDlyJDIy\n", "MrQ6jq2trXCnTl2lRW5uLjIzMwFwpYUxnT17FhKJBI0aNdJpfw8PD423JSIEBATg559/1umx5C1c\n", "uBB+fn5CvwJ3d3f8/PPPWLp0KXr27Cm8ltQ5fPgwkpOT0bt3b5Xr58yZo/U01cePH4etrS0qVKig\n", "1X6aql+/PqpVq4YtW7YY5Pj6EhcXh/Lly+PEiRMqq9V09e+//2p0PPlKC4lEgu+//x6bN28G8GH2\n", "J1k1nbpGnMa0detWnD59WquhSMePH8eJEycQFhYGsVinuSKMpmvXrrh79y6io6NNHUqxYbCkhbFO\n", "whgzpHHjxpndUCf5ISAXL14ULiArVarEDd6YweXk5MDHxwcrV65UuT4sLAzu7u4YMGCAVrNI3b9/\n", "Hz169ECHDh2wevVq7Nu3T+30vVu2bEGnTp2EUuKEhAS0aNEC586d0/4XMqFKlSqhTZs2WLhwIXbv\n", "3m2Ux5Sd1MbHx4OIcP/+fbRq1QqTJ09WGOvs6emJoUOH4vDhwyr7XxR1Q4YMwfnz59GzZ09YWVlh\n", "3bp1OH/+fL7lyAkJCXj48KHCMpFIJCQi1CUt5JN8nLQwnuPHj8PX1xdVqlQx+GOJRCKEhIRg27Zt\n", "hRri8OjRI+zduxdjx45VmAls6NCh2LVrF/bv31/gjZRNmzahbt26+Oijj1Sul818oI3jx4+jTZs2\n", "BjvHEIlEGDJkCFxdXQ1yfH3ZsWMHbt26BSsrK+zYsaPQx5NIJFi+fDmCgoLQq1evAreXT0BkZ2ej\n", "du3aiIqKAvAhaSFLtKlrxGlM69evR6NGjRR6KVEBQ5w2b96Mpk2bonPnzoYOr9Dat2+Pli1b8hTJ\n", "RqRRGis8PBypqanCnMHBwcH5vnERkUXfIWPMlORnENm2bZvwfd6mTMww6P/Pz11cLz7OnDmDN2/e\n", "qD3pdXJywtq1a9GmTRssXboUo0eP1ui4u3btQoUKFbB58+YC+1Ps2LEDSUlJwp0YNzc3REVF4fTp\n", "0/jkk0+0+4WM5Pnz50hKShL6gMieFyJCSkoKBg8ejKCgIJQtW9agcXh6euLOnTvIysrCu3fvMGzY\n", "MLi4uODAgQNo3bo1AMDOzg7Ozs7o1asXgoODLXL6UxsbG3z88cfCz7a2tiovbrOzs3Hw4EFs2LAB\n", "Bw8ehIeHB/777z+Fu4AlS5ZEamqq2qSF/PLi+r5hCidOnECbNm2M9ni9e/fG4sWLcfLkSbRv316n\n", "YyxZsgTu7u4qExOff/451qxZgz59+qidij01NRV///03Zs2apdPjqxIfH4+bN29q/F6uK3UzZpgb\n", "d3d37N69G40bNy7UcU6dOoVRo0bh7t27+PbbbzFnzpwC95FPQOTk5KBOnToKlRaypIW6Sovc3Fw8\n", "fvwYHh4eBk0Q3b9/H1euXMH27duFZVevXsWwYcOwfft2VK5cWeV+f/75J5KSkorEDTgHBwecPn3a\n", "1GEUL5qMIXF2diZra2vKysoiIiKRSFTgl5WVlYFGtJgP7mnBTCEmJkYYqygSiYTvS5YsSdnZ2aYO\n", "zyLJjyM+ffo0ubi40IQJEww2vtecDR48mHx9fUkqlea73ahRo8jOzo7u3Lmj8bFTUlIK3CY9PZ0c\n", "HBwoLCxMYXlISAi1atVK48cythkzZlDp0qVVPm/x8fHk6elJnTp1KvB5LayePXsK7xk7duwgALRz\n", "504iIvL09CQA5O3tbdAYTOX58+caP79RUVHUt29fKl26NAGgBg0a0K+//ko3b95U2C41NZUqVqxI\n", "AMjV1VXlsR49eiQ857169Sr072FKhn596ousR8L27duN9phSqZT8/Pzo66+/1mn/zMxMcnd3p+nT\n", "p6vdJjc3l+rVq0fNmjVT+bdYt24diUQivX42bd68mQBQbGys3o5ZnD19+pS6detGACgoKIiuX7+u\n", "8b537twR3ku+/fZboXfF27dvqV69ejRkyBAiIvrll1+E7bZu3Srsn56eTgBow4YNev+95E2aNIlc\n", "XV0pIyNDWHb//n2qWrUqubu709KlS2nTpk20f/9+On36NL1//96g8TDDM5ueFjt27MD27duFbJ2n\n", "pyekUmm+X5Z4Z4YVH0SEJUuW4PHjx6YORUnFihXh5OQEQLHUbvPmzSYrA7Rkly5dQkBAAGJjYwEA\n", "1apVw+DBg7Fq1Sr4+vpi+PDhWg2DKMokEgn27NmDL7/8ssA7IWFhYahcuTK2bt2q8fGdnZ0Vfn7z\n", "5g369u2LBw8eCMtOnjyJ9PR0dOnSRWHbTz75BJcuXTLbiqPIyEiVs60AH8bOb9iwASNGjNDqDhP9\n", "/6pGbabfk/9s/u233+Dn54euXbsiNzcXb968UdrGUkgkEtSrVw9hYWEFbktE6N+/P44dO4YBAwYg\n", "KioK169fx8iRI5Wmc9+2bRuePXsGQP3wkLS0NOF7dd3oi4Lo6Gh4e3srVPiZo5cvX6JRo0aoVKkS\n", "2rZta7THFYlE6N27N/bs2aO27w/w4fW1d+9epc8NOzs73L9/H6NGjVK7r5WVFebNm4dWrVqpHIay\n", "adMmfPLJJ/D29s431szMTLRt2xa7du0q4Lf6MDSkVq1aKFeuXIHbWqoXL14gMjJSqxlc1Nm7dy8u\n", "X76MjRs34sKFC2jQoIHG++ad8rROnToAPswm5+HhgapVqwrrZOQrLezt7eHi4oJXr14V9tdQKzc3\n", "Fxs2bEDPnj0V3u/8/Pxw+fJl1K9fH6NGjULv3r0REhKC4OBgg8bDLIgumY5+/frpZZuijistLJes\n", "mmHfvn2mDkWljz/+WMiiy7700bWcKcrOziZ/f38KDAwkiUSisC41NZXmzZtHAGju3LkmitC4ZJ3L\n", "r169qtH2iYmJau/MJiYm0ty5c/O9c5uZmUllypShESNGCMsGDhxI1apVU9rv6tWrBID++ecfjWIz\n", "tqpVq9Lo0aN12lcqldLp06dp8uTJCsuzsrIIAPn4+NDly5c1OtacOXMU3jf+/PNPIvpQ7SFbpmpm\n", "gQcPHugUu7k4deqUVq/d9PR0pf95VbKzs8ne3l547lRVu8lmgwBAwcHBWsduLsaMGUMAyMXFhZKS\n", "koz++MeOHaP27dtT+/btaeDAgTRjxgxau3YtnTx5Uun94Pjx45SZmWn0GKOjo5XubhMRJSQkCBV7\n", "ERERJBKJqHfv3nqvjjx//jydO3dOo20bNGhA//vf/wrcrl+/fkrvPYa0c+dOOnPmjNEeTxOhoaFU\n", "qlQppb9XQZVHb968oUuXLikse/fuHb17906nOJ4+fSq8l/To0YOysrJILBbT8uXLFbabNWuWsJ1s\n", "FhqZ4OBgg74PHT9+nADQlStX1G4jlUopLS2NXr9+TdHR0UW6Svjhw4e0fv16U4dhcsa4JjbYlKey\n", "oSSWjJMWlktWcvfmzRtTh6LSoEGDFC48PDw8TB2STiZNmkTLli0zdRhqhYWFkbW1Nd24cUPtNlOm\n", "TCErKys6deqUESMzjaFDh1LFihULXSJ+6tQpKl++PLm6utKjR4/y3TY0NJRKlixJycnJlJubS56e\n", "njR+/Hil7XJycqhkyZJmmUB69+4diUQiWrdunVb7SSQS2rlzJzVs2JAAqBz+smPHDmrcuDGJxWJa\n", "uHBhgVMirlmzRnjf8Pb2Fj6r5cuO8950OHz4MAHQaqiPuRcZb/UAACAASURBVPn++++pQoUKBhne\n", "4OfnJzx3b9++VVp/7NgxYf3YsWP1/vjGkJGRQW5ubjRmzBiKiooySQxDhgyhRo0a0eeff04NGjSg\n", "MmXKCM9rfu/RxhYaGqpwwZaZmUmBgYE0aNAgYdn27dvJxsaGPv30U0pLSzNFmBQWFkYODg5mV5of\n", "FBSk9ZSshvbRRx/RN998o7DswYMHVLlyZWHK0bw2bNhAtra25Ofnp7f3nRcvXgiv+W7duhHRh0T0\n", "hQsXFLYLDQ0Vtss7jazs/Pbhw4d6iSmvnJwclYlES7V8+XISi8UmSeSakyKdtPDy8jLUoc0GJy2K\n", "rszMzHzfUIcOHUp+fn5GjEg7S5cuVUhayLLmEomEnjx5YuLoNCMbJ2tra0vPnz83dThKHj16RCVK\n", "lKBx48blu51EIqFevXqZ3Z0hQ/jpp59ozpw5Ou+fnp5OkyZNIpFIRMHBwRr93WNjY0ksFtOSJUvo\n", "8ePH5ObmpvZOYvv27al79+46x2co//zzj1afFc+fP6cuXbpQtWrVhP/vw4cPq33Pys7OpgkTJghV\n", "EvklW/fv3y+8b8iPnZdV0QCgH374QWGfrKws8vT0VKh4ySsiIoIeP35slieqUqmUvL296fvvvzfI\n", "8Tt16iQ8dy9evFBav3v3bmF95cqVad68eQaJw5BkFzrGrLjJezGfkZGh9PrKyMigR48emfUFw8iR\n", "I8nW1pauXbumsPzEiRNUsmRJaty4MW3durXAhKMqEomEcnJydIrr4cOHBIB2796t0/6GsmzZMhKL\n", "xZSQkKC07vHjx7RgwQKj3pm/d++eysrbrKwscnV1VVmFcu3aNbKzs6PevXvr9eaXfEVc586d1W43\n", "adIkYbvTp08rrMvIyCBXV1el93mmG1kiydB9Qsyd2SQtwsPDaf369Rp/hYeHk4uLi8GCNhectDB/\n", "UqmUVq1apVSe9/3335NYLKZq1arRxYsXlfarU6cODRgwwFhhak1W6iz7kl1MjBkzhnx8fHQ6+dEn\n", "qVRK9+/fV7v++fPnVKpUKerRowfdvn3biJFpRiqVUps2bahSpUomuwtmDJMmTaI5c+bQ5MmT6e7d\n", "uwZ9rAEDBpCLiwuJxWKaO3euRqX3Mj179qQqVapQbm4u5eTkqH19v337VuuLZqlUavAL7RUrVpC1\n", "tbVCU7L8zJ49mwDQF198kW+JbV6HDh0id3d3qlixotq7p1euXBHeN4YPHy4s37Jli7B80aJFSvv9\n", "+OOP5OTkRPHx8bR9+3alC4pGjRoRAHJzc6N27drRtGnTKDU1VePYDenatWsEwGDVUH369BGeu3v3\n", "7imtnzZtmrDe19eX+vTpY5A4DKl58+YqS8rj4uKULsYLKz09nQYOHEgtW7bU63FNYefOnQSAfvvt\n", "N5XrZQ1DASjdLS9Ieno6+fv70x9//KFzfHXq1DG75rBxcXFkbW1NK1asUFh+5MgRcnV1JQA0adIk\n", "o8Uze/ZscnR0pPT0dKV1gwcPpkqVKil8hsTHx5O3tzc1atRI70OUkpOThddL+/btheU5OTkKn6lj\n", "x47N93U1atQo8vDwKBZV8cbQuHFj6tq1q6nDMCmzSVpoMlsIzx7CzE1iYqLQoTlvN+7Lly/T77//\n", "Tk2bNiU7OzvasmWLsC45OZlEIpEw1tscyWfbAQgf7hcuXDDoybmmwsPDyc7OTilZRPSh+3nr1q2p\n", "fPnyJr87tnHjRurXrx/9+uuvCkmWXbt2EQA6dOiQCaMzPG9vbxo1ahSVL1+e+vbta9DHCg8Pp8DA\n", "QI17Csi7fPkyAaADBw7oLZ6UlBSaOXMmubq60q+//qrTMSQSCc2YMaPA/7f9+/fTsGHDND6uVCql\n", "xMREnWJ68eIFbdy4Ue16+THRX375pbD8119/FZb/9ddfSvvFxMSQlZUVicViAkDbtm1TWP/69Ws6\n", "ePAgzZw5k0JCQsjBwYG6detmlMqLGzdu5FsB9OOPP1Lp0qV1viNdkO+++0547vKOLSf6UO4uW9+0\n", "aVNq1KiRQeIwFKlUSkuWLKEjR44orfv222/J2dlZaVYVXT169Ijq1atHJUqUoNWrV5tl5Y6mHj9+\n", "TM7OzvTll1/m+3tER0fTihUrdPpd+/TpQ15eXjR16lTq3bu31vvPmDGDnJycVF5cZ2dn0/nz503S\n", "b6Bdu3bUokUL4ef//vuPxGIxdejQgaZOnUoAVL4eDaFBgwb01VdfqVx3+vRpAiDc/MrJyaFWrVqR\n", "h4eHQSpI379/L7yXyA8X3LdvH4lEInr9+jURfbgxJ9tO1WfuvXv3KCwsTO83ZSz5Jk9+5s6dS/b2\n", "9mY31MqYzCZp4eLiQuHh4bRu3TqNv7jSgpnSmTNnqEKFCuTq6kq7du1Su11mZqZwl2zWrFkklUqF\n", "8dvm3nhONj2hfCZdKpVStWrVqEOHDgY7QVdn2bJlQhliZmYmNW3alDw9Pem///5T2E52cXT8+HGl\n", "YxizQmT+/PkEgGrUqEG2trb0yy+/COuysrJ0LpmNiYmhw4cP6ytMg5ElvrZu3Uq//PILicVipb+V\n", "OWnWrBnNnz+/0MdJSUmhWbNmkaurK9nZ2VHNmjWpevXqOl0wHDlyhIAP02EWFfLJiU8++URYPmXK\n", "FLVjoGUWLVpEM2bM0Ggs9N69ewkA/f7771rHKJVK6euvvy6wEfLEiRPpyJEjtGHDBgJA//77r8rt\n", "1q1bV6hhTQUZN26c2lLs1NRUsrW1FdZ3796dSpUqVaQvxuWlpqZSzZo1hfH1hbFnzx5ycXGhqlWr\n", "0q1bt/QQnenISsadnJwoOTnZYI/z+PFjEovFJBKJdGqAf/fuXfLw8FDZl+HcuXNqL3oNTTZ1q/xw\n", "q7Nnz5JEIqHc3Fz69NNPycPDg16+fGnQOGRJ3ryNVWUkEgmVL19eqHbdunUrWVtbG2y4aE5OjvBe\n", "0qxZM2GZLDEqSzANGTJE2E5fCcWCPHz4kOzt7VVWL1s62RAidZ+dxYHZJC3Kli2r9YE9PT213qeo\n", "4aSF+cnOzqapU6eSSCSiFi1aaDRXuVQqpRkzZhAAWrduHT179oyWL19u9ieVHTp0IAAkFosVmr/t\n", "3buXrK2t6X//+5/R7pCcOHGCrKysaMqUKcKyuLg48vHxobp16yp0yj5x4gTNmjVL6Rjx8fFUv359\n", "OnbsmEFjlUqlQrn21KlTSSqVUlZWlt7uEHz33Xfk6OhI+/fv18vxDEWWnIuOjqZ3796Rm5sbjRw5\n", "Umm75ORkatasmUlOXOVpM5xE3TCMe/fukZubG9na2tKIESPoxYsX9OrVq0JV/PTv358cHR3Ntvt5\n", "ZmYm9ezZk27fvi38nW1sbISEnczAgQOFk1x9XTBu3LhRZWNKTYwaNYocHBzUJtJkQz7Wrl1LmZmZ\n", "VLZsWfruu+8KE67O5Id/5L37m5WVRV999ZWwfuLEiQSYb5NnXfz000/k6uqq1f+ovOzsbBo/frww\n", "JMqQF/nGkpaWRr179zbKBePw4cMJgM6fner+bqGhoYX6uxZGcnIy2dnZKdxMkBcfH0+hoaEGnyEm\n", "Li6OZs+ene9Qt3HjxpGHhwfl5OSQVCo16JBXqVQqvJfIKrbkl8n0799fWGbooZ8yU6dOJWdnZ5XD\n", "aCxdTk4OiUQiWr16talDMRmzSVqkpKRofWBzGctqSJy0MD9//vknWVtb088//6z1B+3Ro0fN9sJD\n", "lYiICGrfvr3SuE+iD3esbGxsKCQkxOAf6s+ePSN3d3dq27at0nMeFRVFJUuWpJCQkAKrKHJzc6ld\n", "u3bk4eFBsbGxBov3999/J8Bw05SmpaUJjfn69u2r80Wbof3888/k4uIiJOd++uknsre3V7qYGjp0\n", "KJUsWVKjBKA5WLZsGZUpU0bl600ikdD06dP1WrYrm2rVXO8uvXz5kurWrUv29vbUpUsXEovFVLFi\n", "RQJArq6uwnYhISHCSa6h715qIikpiby9val58+Yq38tbt25NH330kbBu5syZZG9vr/OwmsKQTX0M\n", "QGVln3xTvNWrVxNgvlPz6uL8+fMEQOfeFikpKVSzZk1avHix2d8sMEeJiYm0aNEivSQXxo8fT716\n", "9aLWrVtTqVKlFIaQGdvFixeLxAVwREQEBQYGGq1SUVa5FRAQICzLm7SQ77NjqFlC5OXm5lLFihUV\n", "ZsgpbjZt2kTR0dGmDsNkzCZpoYvPPvvMUIc2G5y0MD8SiaTIl5Xqy6FDh6h9+/YGHWOYmZlJjRo1\n", "oooVK6q9c3jgwAGysrKiiRMnFni8uLg4KleuHLVo0cJgCaSUlBS1pZ76IpVKae3ateTs7Ezly5c3\n", "y+EiXbt2VWisl5CQQA4ODjRt2jRhmexiRF0TOXN04sQJAj5Mz5mZmanXk16pVErh4eEKQ69ycnLI\n", "xcVFZfUQ0Yfx6qdOnTLpxVh6ejr169dPSKR9/PHHwgmtrBFbkyZNhGXmkrw9d+4cWVlZ0YwZMxSW\n", "y6YQ3bt3r7AsLi6O7OzsTDLl7bJly4Tnbv369ZScnKzwGpEfX37mzBkCoNBHyZz17t2bNm/enO82\n", "WVlZ5OjoWKjnnhsCmodmzZpRixYt6H//+x8NHz7cLBtlF3eOjo4EgGrVqiUsmzhxosIQLfnqrpiY\n", "GLXHOnnypFbnW3k/x/bs2UNVq1al5s2bm3Xynhme2SQt/vvvP62+YmJiyMPDw2BBmwtOWpheamqq\n", "wSsJijJDXygNHz5c5VRueS1fvlzjC/fz58+TjY0NDR48WC/xSyQSkzVHevbsGbVt25YA5enSTK1i\n", "xYo0fvx4hWWjR4+mL774gog+JKRq1KhBTZo0MUl5sK7S0tJILBbT8OHDqXbt2jRq1CiN9pNIJPne\n", "/ZZKpTRq1CiV41Y7d+6s0BRN3vTp08nDw8Pkd5ClUikdO3aMkpKSqEuXLsIJrayqydfXlwBQ6dKl\n", "DfL4GzdupAkTJuS7TVZWFv3yyy8K1Z3Tpk0jKysroW9Pbm4u1a9fn4KCgpSe0/79+1OFChWEE/AX\n", "L17QrFmzDF59sW7dOuH5nD17Njk4ONC+ffuE+AYMGCCsv3PnjsJwOXN29+7dfMfzy+vYsSO1bdtW\n", "42PrUsHLmCoSiYQWLlwoNKHUVXZ2Nt29e5e2bdtGU6dOVdlU1xzIZlCpXr262m26du2qUeXc7du3\n", "CdBs2tsXL15QQEAAXb9+XVgWERFBY8aMoc8++4x69epl8s85Zjpmk7SQzQbCs4co4qSF6bx69YpW\n", "rVpFVatW1egOPvtAn40uo6KiSCQS6TzzQn7Wrl1LgOqpF2V27NihcOKbnZ1NM2fOpMjISMrJyaGT\n", "J0/S0KFDydPTk37++We9x6gpqVRKW7ZsUbqTkffD/d69ezR+/Hi9zpCRn9jYWKVhOPJ3h6dNm0Y2\n", "NjZ0584do8SjT7KqgTp16mhcebV+/XoSiUT06NEjlevnzJmjtrHkwYMH1c421LVrV2rdurXmwRvB\n", "oEGDhBPaGzduENH/3b2rWbOmQR5z+fLlBOQ/l71s6IT8GOycnBxq2rQpVapUid6/f0/btm0jAHTu\n", "3Dml/W/dukUlSpQQpoldunQp2djYGLxHwo4dO4Tnc8GCBRQYGEht2rSh6tWr044dOxTuej59+tSg\n", "scicPHky31lkNKHNtIi3b99W+7+T1+bNm8nV1VVl80fGtBUfH09lypShDh06aH3RfO/ePapcuTL5\n", "+voqNMz18vJS2ePJHMiasPv4+KjdRjZEVZP+OY0bN6ZPP/00323S0tKofv365O3tTa9evdIpbmbZ\n", "zCZpYW9vT/369aO+fftq/GVvb2+woM0FJy2M6969ezR37lxq0qSJkBhr27ZtsR5Dpo1du3bRxx9/\n", "XOBdxx07dqjsk5GXRCKhrVu3GqyUfOLEiRQYGKjy+EuXLlUathAVFUUuLi4EgOzt7QkAVapUicaN\n", "G2e07tmaev/+PVWrVo3GjBlDK1eupGbNmhEAcnNzo5UrVypsa+xZYIiIHjx4QDY2NhQaGmr0x9aH\n", "Q4cO0fz587UqOU9PT6fSpUurPFHduXMnAVAYOqOpKlWq0NixY7Xez5BkUwbKGkempaUJP8tPM6hP\n", "UqmU+vXrRzY2NiobBubk5FCVKlVUzkIRExMjTLG6efNm6t+/v9rHke8hExwcTO3bt9dD9Pk7dOiQ\n", "8PxNnz6d1qxZI/wcGRmpcAERHx9v8HiI/m+Mu65NZtPT08nV1ZV++OEHvcY1e/ZsAkBff/01V0ky\n", "vZH9D+Z3E+Xt27fUsWNHhVmGXr58SZMmTaKJEyfSb7/9RqdPnzb7JrkVKlQgAFS+fHm127Rr1054\n", "DyioqunPP/8kkUikNqGam5tLX3zxBTk6OvLw63xcvHhR7TDR4sBskha6zB6iyz5FDSctjOf58+fC\n", "xWjXrl0pPDzc7D9YzM2NGzeodOnSVLduXZUnzllZWTRixAjhg+7kyZMmiPL/5ObmqhzW8csvvxAA\n", "Gj9+vNJdlczMTDp48CDNmTOHrl27ZraligkJCTR69Gjy8PAgANS2bVvaunWr0kl8eHg4NWzYkBIS\n", "EowaX25uLoWHh6udhcNSTZ06lUqWLKlw4Xv9+nWyt7en7t27a/16Sk1NFfocmBNZ0k9W+fDkyRPh\n", "56+++spgj5udnU0dO3YkR0dHpdloNm/eTAAUSo8LIyEhgaytrTVKwBbW2bNnhedvwoQJlJaWRs7O\n", "ztSwYUMiImrZsqWw3hhD1ZKTk4XH0/X5XL9+PQHQ602B69evE/B/szYxpk8jR44kOzs7lRU8UqmU\n", "Pv/8c3JxcaHHjx+bIDr9qVy5MgHIdxi+/HtOQX2d0tLSyMnJiSZPnqxy/ZQpU0gkEin0EGLKli9f\n", "TmKxWK8VzUWJ2SQtdGkil3faL0vESQvjOnnyZJHoJG3OoqKiyNPTkz766COlEr+nT5+Sh4cHLV++\n", "nFq2bEmVKlUyu3HHCxYsIODDtIGWcNKbnZ2db/Lt5s2b5OHhQf7+/lySaQQvX74kGxsbWrBgARF9\n", "qCaqUaMGNW7cWKf3nosXLxIAs6v02bp1q8JwhsuXLws/jxgxwqCP/f79ewoKCqLSpUvTvXv3iOhD\n", "kszf31+vVRHr1q0jkUhklP8b2cU4ABo2bBgRfWhALOv107BhQwJAIpGIpFIpXbhwgSpUqGCwWZJ2\n", "7dpVqKEomZmZ5Ovrq/eG6gMHDiRvb+8i1SOHFR0ZGRnk7+9P/v7+Su/XCxcuNMveUrrw8/MjAOTi\n", "4qJ2m6CgIOE9SZP/N9kNq+nTpyss37hxIwGgefPmFTpuS7d7926jVtOZG2NcE1tBA59++qkmmynY\n", "t2+f1vswlp9WrVrB3t7e1GEUaf7+/jh79iySk5PRokULvHjxQljn4+ODJ0+eYNiwYVi7di0SEhIw\n", "YcIEpWNERkYiJSXFmGEDAIYOHYoJEyZgypQpCAsLg0gkMnoM+mZjYwN3d3e16+vVq4dz587h7du3\n", "aN68OZ49e6aXx23VqhU2bdqkl2NZEi8vL/Ts2RO//fYbJBIJrK2tsWPHDuzdu7fA956YmBiMHz8e\n", "aWlpwrLIyEiIxWLUrFnT0KFrxdPTU/g+Pj4e8fHxws9lypQx6GM7ODjg77//RtmyZXHs2DEAwIED\n", "B3Dnzh1MmTJFL48hlUoxZMgQ+Pj4oGzZsno5Zn4cHR2F72V//06dOiEwMBAA8P79e2E7kUgEV1dX\n", "vHjxAtHR0QaJ5+jRo/Dz84OPj49O+798+RKurq6YP3++VvtdvnwZAQEBSE5OVlqXkpKCzZs3Y9Cg\n", "QbC2ttYpLsbyU6JECWzZsgXR0dGYNGmSsPzChQuYOHEiJkyYgJCQEBNGqB+2trYAgJycHLXbyNaJ\n", "RCKN/t8WLVqE3bt3o2vXrgrLDx06hP79+6s8F2SKypUrB+DD+yczDI2SFrrYs2ePoQ7NGCsEPz8/\n", "nDt3DpmZmRg0aBCysrKEdSVLlgQA+Pr6YuHChUhJSYFEIhHW5+Tk4IsvvsB3331n1JiTk5Oxe/du\n", "/PTTT5g1a5ZFJCw0VaNGDZw/fx65ubmoXbs2fv31V4W/ibYSEhJw+vRpvnBQY8yYMXj27JnwGebv\n", "76/RhW9WVhYWLVqEixcvCsuqVauGH374AXZ2dgaLVxfyiYm4uDjExcUJP8snNAzFzc0NV69exciR\n", "IwEA+/fvR/PmzdG8eXO9HP/9+/fIzs7Gt99+q5fjFUQ+aSFLUOSNR367KlWqQCQSGSxpcfXqVbRv\n", "317n/X19fXH9+nWtk22enp64desWzp49q7Tu1q1bsLW1NdrfhBVP/v7+WL16NXr06AHgQ1K2e/fu\n", "+PjjjzF79mwTR6cfNjY2AIDs7Gy128jWyRIcBbG1tUXXrl1Rp04dheV//fUXVq5cWazOuXTl5eUF\n", "AHj16pWJI7FcYk02GjhwIJKSkrB7924AgJWVVb4vYCLiFzhjZqxKlSo4f/48xowZAyJSuc2QIUOU\n", "khOrV6/G48ePsWvXLmOEKShVqhRevnxZbC+0ZRcRU6dOxdixY9G4cWM0adJEp2NFREQAgHAXmCmq\n", "V68e9u7di3bt2mm1X/Xq1eHl5YVTp04JF4ytW7dG69atDRFmocgnLYxdaSHj4OAgfL969Wq8fftW\n", "b8d2cnJCamqqQjLBkLRNWtjZ2aFSpUoGS1pcv35deMz379/j999/R9euXVG1alWNj6HLOZyvry98\n", "fX1x4sQJdOnSRWFdixYt8Pr1a7NL4DHL8/XXXwvfz58/HxKJBNu2bRMu9os6WSJCIpGovd6SVVpo\n", "mrRQx8rKClZWBru/bVFkNzc4aWE4GiUtjhw5gnfv3iEnJwc2NjYQi8UICgrKd59Lly7pJUDGmGFU\n", "rFgx3+RD3g/CtLQ0zJgxA998841SNt4YimvCQsbNzQ2///47fvjhB53LvoEPSQsXFxdUqVJFf8FZ\n", "mLwXXJoQiURo1aoVTp06ZYCI9MvNzQ3W1tbIzc01WdJCnkgkgpubm16P6eTkpNfj5UdWoQZolrQA\n", "PiS5Hj58aJB4rK2t4ezsLHw/b948xMbGYsmSJfnup48bTm3atMHJkydVruOEBTO2sLAwfPvtt0Lp\n", "viWQT0Tk5OSoTEzIKi0sJVFTFNja2sLd3Z2HhxiQRkmLiIgIZGVlCS/+0qVL48yZM/nuIyuTYYxZ\n", "hh9++AEpKSmYOXOmqUMp1vImLBITE5GRkYEKFSpotH9ERATq16/P1XAG0KpVK2zZsgXJyckoVaqU\n", "qcNRy8rKCh4eHnj9+rVJhodYGltbW4jFYkgkEqWkhVQqRUZGBgDFpEW1atUKPI/ShxIlSmDQoEH4\n", "/fff8fPPPyskWOQRETp16oTPPvsMw4YN0/nxWrdujdWrVyM2Nhbly5fX+TiM6YONjY3Z9RQqLPlE\n", "REFJi8JWWjDtLFq0CLVq1TJ1GBZLo5ofT09PVKxYUfhZk4uWWbNm6R4VY8yshIWF4Y8//sDw4cMV\n", "3guYaREROnfujN69e0MqlWq0T0REBBo0aGDgyIqn4OBgSKVSnDt3Dnfv3sWuXbs0/rsYmyw5ER8f\n", "r5C0MEWlhSWQJSTyJi3S09OVtgE+JC2eP3+u19dHTk6OQiNYmaFDhyItLQ1//fWX2n337duHw4cP\n", "F6qKC/iQuAMgVBzJhhbn1zSQMaY5+USEur4Wsv83rrQwrm+++YbPrwxIo6RF3rHPgwYNKnCfbdu2\n", "6RYRY8zs9O3bFyNGjNBbd3+mHyKRCLNnz8a5c+ewdOnSArdPTk7G8+fP+UPVQHx9feHj44NTp05h\n", "+/btGDZsmNmOB5YlJ3JycoTeCiVKlFB7J57lT13SQv5n+aTFkCFDkJSUpNfXx5kzZ+Dm5oYnT54o\n", "LK9YsSK6dOmCZcuWqexhlJWVhfHjx6N9+/bo0KFDoWLw8PBA3bp1ERUVBQDYsGEDevToodeeJYwV\n", "Z/KJCHVJC660YJZIo+EhsbGxWh/4zp07Wu/DGDNP5cqVw2+//WbqMJgKwcHBGDlyJCZPnowOHTrA\n", "z89P7balSpVCSkpKse8PYkibNm1CpUqVMHz4cNStW9fU4aglX1Ehm/rY09OThw3pSJaQyFvpIP+z\n", "fNKiRIkSeo/h6NGj8PDwgK+vr9K677//Hq1atcKZM2cQHBwsLM/NzcWCBQsQExODffv26eXvf/Hi\n", "RTg6OoKIsGLFCnTr1o0reBjTk7w9LVThSgtmiTRK8cfFxcHa2lqrL/nGXowxxgwnLCwM3t7e6Nu3\n", "b4HToZYsWRL29vZGiqz4CQoKQvny5REZGWmShrWaUtW7gi8sdadtpYUhHD16FO3atVOZeGjZsiU+\n", "+ugj7N+/X1h24MABuLm5ITQ0FMOHD9fbWGzZ73nu3Dk8ePAAQ4YM0ctxGWNcaWHO7t27h7lz56qd\n", "lY8VjkaVFsCHsdNly5bV+B9Al+oMxhhj2nNwcEB4eDiaN2+OhQsXYtKkSaYOqVhLTU3F06dPi0yl\n", "RX7LmGZkF+o5OTnCTGuA8ZIWL168wJ07dzB16lSV60UiEc6cOQN3d3dh2UcffYSJEyeiefPmaNq0\n", "qd5jWrFiBapXr46WLVvq/diMFVfaVFpw0sK47t69i8mTJ2PQoEEoXbq0qcOxOBrPHjJjxgxcv34d\n", "Y8eOxeDBgwssbeTZQxhjzHiCgoIwfvx4XLt2Te3UhfqY0pAVLDIyEgDMutJCVYKCZw7RXd5pT2Wz\n", "x+SXtBg5ciTi4uL00gPs2LFjEIlEaNOmjdptPDw8FH6uXLkyfvzxx0I/tirx8fHYunUrFi1axO85\n", "jOlRQY04c3NzkZubC4CHhxibbGrdV69ecdLCADQaHhIQEIC9e/fi77//xqlTp1C5cmUsXrwYmZmZ\n", "avf59NNP9RYkY4yxgs2ePRs7d+5UeZGQmJiIMmXK4PTp0yaIrHhZtWoVAJj1VHs8PES/5BMS8okK\n", "+e/zNjkVi8W4efOmXh7/6NGjaNiwodmcKC9atAjAhybOjDH9yTvlaV7yy7jSwrhkN+xfvXpl4kgs\n", "k1Ztq2XJi4MHD+Ls2bPw9fXFwoULFab0klm3bp3eChg8OwAAIABJREFUgmSMMVYwsViskLCIjo7G\n", "6dOnIZFIEBERgYSEBJQvX96EERYPP/30E/766y+zPmHk4SH6pUnSIm+lRbVq1fD06VO9TAfq6emJ\n", "Hj16FPo4+jJ9+nQ8ePDAbJIojFmKgiot5N9PuNLCuGRJi5cvX5o4Esuk01xbsuTFoUOHcOHCBfj4\n", "+GDevHlKDagYY4yZzsaNG9GqVSuULVsWP/zwA5ydnVG1alVTh2XxqlSpgj59+pg6jHypqrTg4SG6\n", "k09IyM8YUlDSQiKRICYmptCPv3TpUowZM6bQx9EXe3t7VK9e3dRhMGZxCmrEKb/MnBPnlqhEiRJw\n", "dXXlSgsDKdQE4bLkxdGjR3Hp0iX4+Phgzpw5+oqNMcZYIUyfPh3Xrl3DoEGDkJGRgc6dO8PKqlBv\n", "+8xC5O1vAHClRWHoUmkhu6iPjo42cHSMMUtRUCNOrrQwLS8vL05aGIhezl6fPXuGZ8+eITExEaGh\n", "oZBKpfo4LGOMsUIQiUQIDAxEWFgYHjx4gI0bN5o6JGYmSpQoAWdnZ4VlnLTQnS5JiwoVKqBEiRKF\n", "SlqkpaUhIyND5/0ZY0ULV1qYtwkTJqBTp06mDsMiFSppsW/fPtSvXx9du3bFrVu3UL16daxfv97g\n", "d/L69euHSpUqISAgQOGrdu3asLKywt69e4VtMzMzMWvWLAQGBqJ+/frw8fFBy5YtceLECaXjrl27\n", "FnXr1kXdunVRq1YtLFiwgOfaZYwxZpHyDgfh4SG6yzt7iKrv8yYtrKysULVqVTx79kyrx3rz5g3W\n", "rl2Lzp07w93dHbt27dIxasZYUaNNpQUnLYyvX79+aNeunanDsEgaTXma1759+zBjxgzcunULwIcO\n", "6VOnTkWPHj2MMrWVSCTCrFmz8M033ygs37VrF7777jt07NgRwId/3A4dOsDb2xvnz5+Hvb093r17\n", "h+DgYFy9elVharDly5djwoQJOH/+PBo0aICnT5/i448/RkJCAubNm2fw34kxxhgzpjJlygh3+UUi\n", "ETdNLARdKi0A4MqVK3BwcNDoMa5evYoffvgB58+fBxGhadOmmDNnDlq2bKl74IyxIqWgRpzyy3h4\n", "CLMkWiUt8iYr/P39MXXqVPzvf/8z6jzcQ4YMUXlHaOXKlejXr5/wD/3bb78hKioKhw8fRokSJQAA\n", "Tk5O+OuvvxSqQd69e4cff/wR/fv3R4MGDQAAvr6+GDNmDKZOnYrvvvsOvr6+RvjNGGOMMeOQHw5S\n", "unRpiMU63cdg0D1poWnCIioqCs2bN4e/vz9WrFiBkJAQroxhrBji4SGsuNJoHEfeYSB16tTBjh07\n", "EBkZia+++kplwsKQpTFNmjRRSiI8fvwYp06dwnfffScsW7FiBdq0aSMkLGRq1qwJPz8/4ecjR47g\n", "3bt3aN26tcJ2rVq1Qm5uLpdeMsYYszjyF718AVw46pIW8jOJqEpaaMrf3x/Lli3DP//8g0GDBvHf\n", "i7FiihtxmrfY2FisWLGCZ9Q0AI2SFrJkRUBAAPbs2YNbt27hiy++yHefqKgovQSoqdWrV6N169ao\n", "UqUKACA+Ph6PHj1ChQoVMG/ePDRq1Ah+fn5o27YtDh8+rLCvrHJEtq+M7OfIyEgj/AaMMcaY8chX\n", "WnATzsLRZcpTGU16Z4lEIgwaNAh2dnaFiJIxVtRxpYV5e/LkCYYOHap1ryJWMK06Zt68eRNdu3aF\n", "lZVVgV/x8fGGillJTk4OwsPDMXToUGGZ7MWycuVKxMTE4Pz587hz5w6aNm2Kzz77DFu3bhW2ffPm\n", "DQAodVKX/SxbzxhjjFkKTlroj67DQ1JSUlC+fHmIRCI0aNAA3bp1w9ixY7Fw4UJMmTKFm4EzxhRw\n", "pYV58/LyAgCe9tQANBrA6u7ujmvXrmn14dmoUSOdg9LWnj17YGNjg5CQEGFZZmYmAEAsFmPx4sXC\n", "3YmffvoJGzZswJQpU9CjRw+jxcgYY4yZEx4eoj8FJS1EIhHs7e2V9nNxccGaNWtw69Yt/Pfff4iJ\n", "icGhQ4fw33//oX79+nj//r3CzCSMseKNKy3Mmyxp8fLlSxNHYnk0SlpYW1ujUqVKWh3Y1dVVp4B0\n", "sXLlSgwaNEihuaaTkxMAoFq1ago9LUQiEerUqYP9+/cjKSkJbm5ucHd3BwCkpqYqHFf2s4eHR76P\n", "P3r0aJQqVUphWc+ePdGzZ0/dfynGGGPMgAICAmBlZQWpVIrAwEBTh1OkFTTlqYODg9rp4Dt27CjM\n", "eiZDREZtcM4YKxp4ylPz5ujoCGdnZ4uutNiyZQu2bNmisCw5Odngj6tR0iImJkbrAz948EDrfXQR\n", "HR2NCxcuYOPGjQrLq1WrBrFYDKlUqrSPtbU1AAjrAgICAHwYh1S3bl1huydPngCAwjJVlixZgvr1\n", "6+v+SzDGGGNGVqVKFZw8eRKxsbHo3r27qcMp0gqqtNC2CScnLBhjqvCUp+bPy8vLopMWqm7M37hx\n", "Q5iB01A06mlhzo2fVq1ahc6dOwvlODIODg5o27YtoqOjkZGRobDuzp078PX1FSosOnToACcnJ5w4\n", "cUJhu5MnT8La2rrApqOMMcZYUdSyZUv07t2bpzstJH0nLRhjTBUeHmL+ypUrx8NDDECrRpzmJjs7\n", "G+vXr1dowClvzpw5yM3NRWhoqLBs+fLlePToEebOnSssK1myJMLCwhAeHo4bN24AAJ4+fYolS5Zg\n", "7Nix8PHxMejvwRhjjLGii5MWjDFj4Eac5q9v37747LPPTB2GxSnSt1Z27doFV1dXtG7dWuX6unXr\n", "4syZM5g8eTJ8fHwgFotRrlw5HDx4EJ9++qnCtsOGDYO9vT369esHkUiEnJwcjB07FhMmTDDGr8IY\n", "Y4yxIsrW1hZisRgSiUSY8lQqlSI9PR0AJy0YY/rBlRbmr2/fvqYOwSIV6aSFJs0uAwMDcfz4cY2O\n", "179/f/Tv318foTHGGGOsGHF0dERKSopQXSE/NJWTFowxfeBKC1ZcFenhIYwxxhhj5kA2g4gsaSE/\n", "TISTFowxfeBKC1ZccdKCMcYYY6yQZIkJWbJCNkxEfh1jjBUGT3lq/pKTk7Ft2zYkJiaaOhSLwkkL\n", "xhhjjLFCypu04EoLxpi+8ZSn5i8+Ph49evRAVFSUqUOxKJy0YIwxxhgrJFliIicnB9nZ2Zy0YIzp\n", "HQ8PMX9eXl4AgFevXpk4EsvCSQvGGGOMsULKO+0pJy0YY/rGjTjNn5OTExwdHTlpoWectGCMMcYY\n", "K6T8khayJp2MMVYYXGlRNJQrVw4vX740dRgWhZMWjDHGGGOFxJUWjDFD40qLosHLy4srLfSMkxaM\n", "McYYY4UkX03BSQvGmCFo04iTKy1Mh5MW+ic2dQCMMcYYY0UdV1owxgxNvnqCpzw1X507d+akhZ5x\n", "0oIxxhhjrJA4acEYMzRra2uIRCIQEU95asZ69+5t6hAsDg8PYYwxxhgrJE5aMMYMTSQSCckIHh7C\n", "ihNOWjDGGGOMFZJ8YiItLY2TFowxg5AlI7gRJytOOGnBGGOMMVZIeSst0tLSVK5jjLHC4EoL85eV\n", "lYVjx44hLi7O1KFYDE5aMMYYY4wVEg8PYYwZA1damL+MjAy0b98eZ8+eNXUoFoOTFowxxhhjhcRT\n", "njLGjEGWtOBKC/Pl4uICe3t7nkFEjzhpwRhjjDFWSFxpwRgzBlkFBU95ar5EIhG8vLzw8uVLU4di\n", "MThpwRhjjDFWSPklLRwcHEwREmPMAmlaacHDQ0yrRYsW8PDwMHUYFkNs6gAYY4wxxoo6dbOHODg4\n", "wMqK7xExxvRDk0acVlZWsLa2NmpcTNHatWtNHYJF4U9RxhhjjLFCUldpwUNDGGP6pEkjTq6yYJaG\n", "kxaMMcYYY4XESQvGmDHIEhISiQREpLBOVmnB/SyYpeGkBWOMMcZYIXHSgjFmDPIJibzVFlxpwSwV\n", "Jy0YY4wxxgrJ1tZWuFBIS0tDeno6AE5aMMb0Sz5pkbevBVdaMEvFSQvGGGOMMT2QJSgSExOFsm1O\n", "WjDG9Em+ikJdpQUnLZil4aQFY4wxxpgeyBIUcXFxSssYY0wfNKm04OEhzNJw0oIxxhhjTA9kCQr5\n", "CwlOWjDG9Ek+IcHDQ1hxwUkLxhhjjDE9UJWg4KQFY0yfuBEnK444acGYjhITE5GYmGjqMIo0fg4Z\n", "Y5aEkxaMMUPjSgtWHHHSgjEtxcfHIygoCLVr10bt2rURFBSE+Ph4U4dVpPBzyBizRCVLllRaxkkL\n", "xpg+qau0yM3NhVQqBcCVFszyiE0dAGNFzeeff45Lly4JP7969Qpdu3bFxYsXAUCoHChdurRJ4isK\n", "CnoOGWOsKFKVoFCVyGCMMV2pa8Qpn8DgSgtmabjSgjEtJCYmIiYmRmn5v//+i8jISK4e0IC65/Dp\n", "06c8VIQxVqTx8BDGmKGpm/JUPoHBSQtmabjSgjE9SE5ORv369ZGbmyss4+oBxhgrXjhpwRgzNE0q\n", "LXh4CLM0XGnBmBZKly4NHx8fpeW1a9dGiRIllJZz9YAydc+hr68vD6lhjBVpnLRgjBlSYmKi2uoK\n", "rrTQHTeGN3+ctGBMS+vXr4dYLIa9vT28vLwQFBSE7du3w9nZ2dShFRl79+6Fv7+/8HPDhg2xZ88e\n", "E0bEGGOFx0kLxpghyDcwX716tbBcPoHBlRba48bwRQcPD2FMSytXroStrS2uXLkCLy8voTrAx8cH\n", "r169UtiWqwdUK1OmDIYMGYLvv/8eADB9+nSUKVPGxFExxgBuJlwYPHsIY8wQ8jYwl+FKi8LhxvBF\n", "B1daMKaF6OhoLF26FJMnT4a/v7/CSf3evXsRFBSEsmXLQiQSoWLFisWyekDTErubN28iICAArq6u\n", "uH79uhEiY4zlh+84FR5XWjDG9E1dA3MASEpKEr7nSgvtcGP4ooUrLRjTgOzNa9y4cShXrhzGjRun\n", "tE2ZMmVw8eJFJCYmYsCAAYiNjS1W1QPx8fH4/PPPhQ8AHx8f7N27V+1zcPPmTdSvXx/u7u6IiIgw\n", "YqSMMVX4jlPhcdKCMWZMXGnBiguutGAsH/J3HqtXr46///4bU6ZMgb29vdp9SpcujV69eiEiIkJt\n", "ZtwSyS54Xr16hVevXuHSpUvo2rWrym2zs7Nx584dBAQEoEGDBpy0YMzE+I6T7uSryzhpwRjTN3UN\n", "zAHAzs5O+J6TFtrhxvBFCyctGMuH/IW4rARv3bp1Be7XsWNH2NnZYffu3YYO0Sxoe8Fz9+5d5OTk\n", "oH79+mjQoAFiY2Px+vVrI0TKGGP6oWo4jXx5tgwnLRhjhSXfwFx+6EdRa8RpbrN0rF27Vvje3t4e\n", "QUFBxXJod1HASQvG1FB3IR4TE1PgG66TkxPatWtXbJIW2rpx4wZEIhHq1KmDwMBAAOBqC8ZMiO84\n", "aU9Vddns2bOVtuOkBWOssMqUKYMff/wRAFCtWjVheVEZHmKuPZPOnTsHKysrdOjQAZUrV8bFixeL\n", "1dDuooSTFowZyBdffIF//vlHaUYRS6TtBc/NmzdRo0YNODo6olKlSnBzc+OkBWMmJmsmLLvI9vb2\n", "5jtOaqhLaquqGHNwcDBCRIwxS/fs2TMAQHp6urCsqFRaaDOE2Ji2bNmC1q1bo0OHDoiOjlZZLcfM\n", "AyctGFOjsHceO3fuDGtr62Jz0i+74BGLP/T3zW/2lBs3biAgIAAAIBKJ0KBBA55BhDETkzUTbtKk\n", "CQCgZcuWfMcpHxKJRGmZlZXiaZW9vT2sra2NFRJjzILJkhYpKSnCsqJQaWGuPZNiY2Nx9v+xd95h\n", "UVx7H/8uy9L7SllpioIUQUFBwViIxh5driYx5SaaHm/6m95jrjeJ5mpurjEx1VRTlRhRrEmMVGlS\n", "BEFFEOmLFGkLu+f9gzuTXXaW3WUrcD7P4/PImTMzZ2ZnzpzzPb/yxx+49dZbERkZCalUioqKCrO1\n", "hzI0VLSgUIYgOTkZsbGxAAB3d3edfN08PDyQmJg4ZlxEvLy8WDM7YEDc4ZrwyGQynDlzBjExMWzZ\n", "zJkzqaUFhWIhMIPLCxcumLchFoaiL3ZhYSHnYDsgIEDpb+oaQqFQDAWXaDFSLC0skR9++AECgQBJ\n", "SUmIjIwEABQVFZm5VRR1UNGCQhkCLy8vvP766wCAo0eP6uzrtmbNGvz+++86KcmWFqRIFy5dugSp\n", "VIrVq1cjLS0NHR0dKnXKy8vR1dXFWloAwIwZM1BbWzviXGlG8m9FoXAhlUpRWVkJX19fKlr8j8G+\n", "2CEhIVi8eDHmzp2LuLg42NjYwM7ODgkJCfj222+V9qWiBYVCMRTV1dUQiUSQy+Vs2UiwtBAKhSqC\n", "LmD+mEl79uzB8uXL4ebmBqFQCJFIREULC4aKFhSKBnJzc+Hu7q5kGaAtYrEYcrkcv/zyC+d2xUmv\n", "pQYp0oWysjIAwGOPPYb+/n78/vvvKnXy8/MBQEm0GGnBOEfDb0WhcHHx4kXI5XIsXboUDQ0N6Ozs\n", "NHeTzM5gX+yKigq4u7vj6NGjyMrKwt///nf4+/sjLS1NxaWQihYUCsVQVFdXs9a/DCNBtACAhIQE\n", "AICnpyf4fD68vLzM6j594cIFnD59GuvWrWPLIiMjqWhhwVDRgkLRQG5uLmJiYsDj8XTe19vbG9dd\n", "dx2+++47pRV5rknvihUrLDJIkS6UlZXB0dERCxYsQFBQEA4fPqxSJy8vDxMmTIC7uztbFhAQAKFQ\n", "OGJEC0sNKEWh6Et5eTkAYNmyZQAGRIyxjDpfbGtra7S3twMYEF0vXryI3t5eCAQCJbNsKlpQKBRD\n", "0N7ejtbWVsTFxSmVjwT3kKKiIvz3v//Fq6++itLSUjz66KOQSqVwdXU1W5u+++47ODo64sYbb2TL\n", "qGhh2VDRgkLRQG5uLmbMmDGsfRsbG3H58mUcPXoUU6dOZVfkuSa9BQUFKvubO0iRrpSWliI0NBQ8\n", "Hg+LFy/GkSNHVOrk5+erWK0wwThHgmhhqQGlRhPU7cZ8lJeXw8nJCXPmzAFA41poQ0REBGQyGSv4\n", "KAoVVLSwLGjfQhmpXL58GQBURAtLtrSQSCRobGzEvffei+DgYDz//PMQCoW4++670drayjlGHLz/\n", "4PfVUO/wnj17sHr1aqXsTpGRkaisrOR0baaYHypaUChDwIgOwxUtxGIxO8Gtr69HRkYGVq5cyTnp\n", "5YpEP9IoKytDaGgoAGDJkiWoqKhAZWUlu50QopQ5RJGZM2fSDCJjHOp2Y37Ky8sREhICb29vODo6\n", "jnlLC22ySEVERAAASkpKAFDRwhKhfQtlpMME4WTSxTNYoqWF4vsWHByM7OxsbN26Fba2tgCAqVOn\n", "YurUqdizZ4/G/Zn3taSkxGDvcFFREUpKSnDrrbcqlTPBOJm+nGJZUNGCQhkCZuV/OKKFuhX5/Px8\n", "zoCTXGnxHBwczBqkSFcURYvExETw+XwlJb2qqgqtra2c8UFmzJiBuro61NbWmqy9w0HfVLgU9VC3\n", "G/PDiBY8Hg9BQUHU0gLAv//9bwCAs7MzRCKRShYpDw8PiEQidqDr5OTEbqOihWVA+xbKSKeqqgp8\n", "Ph8ikQjjxo1jyy3R0kLxfWPc6P71r38p1Vm3bh1++eUXzrhJXO9rfHy8Qd5hiUSCTz/9FO7u7li8\n", "eLHStrCwMFhZWaG4uFjn41KMDxUtKJQhyM3NhZubG4KCggx2TIFAAH9/f5Xy6OhoJCQkQCQSQSQS\n", "wdvbGxcvXsTevXtHhElrU1MTJBIJK1q4uroiPj5eKa5FXl4eAHBaWjDC0EhwEUlOTsasWbPYv6dN\n", "m2bWgFKjAep2YxkwogUAKlr8j3feeQf+/v44e/YsioqKOLNIRUREUEsLC4X2LZTRQHV1NXx9fWFt\n", "ba0kWliapYW279u6devQ1dWFlJQUrfbnctnQ5R1WtN7YsWMHBAIBWltblerY29tj8uTJNK6FhTIi\n", "RYv169cjMDAQ0dHRSv8iIyNhZWWF5ORkAEBqairWrl2L0NBQREVFISIiAk888QSampo4j/vZZ59h\n", "2rRpmDZtGiIiIrB161YQQkx5aRQLQ58gnOpW5KOjo5GTk6MkUCQkJCAlJQVpaWkoKipCUVERrly5\n", "glWrVmHt2rUICQmxeJNWJnNIWFgYW7Z48WIcP36c/ZDm5+fD29sbIpFIZf+AgACMGzduRIgWXl5e\n", "2LZtG/v3a6+9plMqXArFEuno6EBdXR0rWkyaNGnMixanTp3C3r17sXnzZvj5+am1pqKiBYVCMSbV\n", "1dVs2lBvb2+23BItLbRh0qRJiI2NVesiMpjhjMMVUbTekMlkaGxs5LTUoME4LZcRKVrweDy88cYb\n", "yM/PV/r32muvQSgUYvny5aivr8fy5csRHh6O0tJSFBYW4uDBgzhw4ABmzZqloti9//77ePjhh/HZ\n", "Z5/hzJkzOHDgAP7973/jueeeM9NVUiwBfYJwAgMr8oPFiX379sHLy0tJoFBcuRMKhRAKheDz+Who\n", "aAAhBC0tLRZv0lpWVgYrKytMnjyZLVuyZAna29uRnZ0NYMDSQl3q2JEUjBMYuBaBQABbW1vW15Qy\n", "fKjbjfmpqKgAACXR4tKlS5DJZOZsllmQSCRobm7G008/jejoaNx+++1D1o+IiMD58+fR09NDRQsL\n", "g/YtlNHASBEtdHnf1q1bh4MHD6KtrU1pfxcXF5X9Fd3uGAIDA7V6h3WxtmJEC7pobXmMSNHigQce\n", "wNy5c1XKd+3ahfXr17MvqoeHBzZt2sSqc4GBgXj22Wdx6dIl/PTTT+x+HR0deOGFF7BhwwZ2gjpx\n", "4kQ88cQT2LZtm1IgQcrYoampSa8gnACGFCeAvwQKLiQSCaqqqlTKLdWktaysDEFBQWygJWDA5cPD\n", "w4N1EcnPz+d0DVGsP1KCcebn52Pq1KkICAigooWBSE5OhrOzM6ytrQEMBByjbjemg8l+ERwcDGDA\n", "PaS/v5+NWm+JGNp1TtGEOCQkBJmZmXjxxRdhZTX0cCkiIgJyuRznzp2jooUFkpyczLou8ng8CIVC\n", "2rdQRhTqRAtLcw8BBt435jvi4+OjEgeI4ZZbbkFfX5/Strq6OjQ1NcHd3V1pwS8jI4NdBPT09AQA\n", "oyziRUZGorm5GQ0NDQY/NkU/RqRoMXv2bEycOFGp7MKFCzhx4gQefPBBAAMvSX19vcq+vr6+AKDk\n", "x5SamoqOjg4sXLhQqe71118PmUyGn3/+2dCXQBkBMCv+M2fO1PtYQ4kTo4XS0lIl1xBgILjookWL\n", "cOTIEdTX16Ourk6tpQUwcK/r6+stPhgn8JcAExgYyCkuUXRHJpPh2rVr2L59Ozw9PbFmzRrqdmNC\n", "ysvL4eXlBTc3NwADlhaA4dKeGlJgMFY2CEUT4qtXrwKAkiuYOsLDwwEMRJ1XFCq4VgcppsfLywt3\n", "3303HB0dsXXrVrS0tKC5udnczaJQtEImk6GmpoYVLcaPH89uszRLC2Dgfbvvvvvg5OSE4uJizjhA\n", "wMCcbO7cufjyyy8hkUggl8uxYcMG2NjY4Ny5c0oLfhEREewiYGlpKe644w5s374dXV1dGtuji/UH\n", "k0GEuohYHiNStODi448/xsKFC9lBFgB2tU6Rc+fOARjIbMBQUFAAAEr7Kv5dWFho8PZSLB9jBOHU\n", "hZFm0qqYOUSRxYsX4/Tp0zh+/DgA7iCcDIxVy2+//WacRg5iuJMoqVSK4uJiREdHU0sLA/Lzzz/D\n", "2toat99+O2bNmoXTp0+bu0ljCsUgnMCAdaKVlZXeaU+NITAYIxuEPgEb3dzc4Ovri+LiYpo9xEIp\n", "KSlBREQEHnnkEfj7++Of//ynuZs0ahgJwcJHMkwcBka0UIwLZomWFsCAZYgm943GxkbU1NTgt99+\n", "Q0REBCZNmoTDhw9j9+7d8PT05FzwY8o2bdoEiUSC//znP1q1Jzk5GU5OTrC1teXMAsUQFBQEe3t7\n", "KlpYIKNCtOjr68Pu3bvx0EMPaaz38ccf4+9//zumT5/OljOBOQf7UDF/qwvcSRnd6BOE01AoxsRw\n", "dXUFAOzYscNs7VFHd3c3Ll26pFa0kMvlePPNN+Hs7KxiJcXQ2NiIdevWwcrKCg8++KBRg47qO4k6\n", "e/Ys+vr6EBMTg4CAAGppYSB+/PFHLFq0CO7u7oiLi0N2djb1KzUhg0ULGxsb+Pv7621pYWiBwZDZ\n", "IAw52WKCcVL3EMuEES1sbGzw/PPP47vvvkNpaam5mzWiMZbFE0UZZmGEES38/PzYbZZoaQEou7Oo\n", "QywWs6J4Q0MDLl26BJFIhCVLlmg8/sSJE/Hggw/i7bffRktLi8b6V65cwbVr1/DRRx+pzQIFDFgI\n", "R0REUNHCAhkVosW+ffsgEAiwatWqIeu9+OKLcHBwwM6dO03UMspIRt8gnIZAMSZGQUEB7O3tcejQ\n", "IbO2iYvy8nIQQlTcQwDA1tYW9vb2KCkpQW9vL+bMmcM5qGEmNnK5HNeuXdMrB7emSYi+k6i8vDzw\n", "eDxERUUhMDAQDQ0N6Onp0bmtlL+oq6vDn3/+iZtuugkAEBcXh9bWVpw/f97MLRsbEEJURAtA/wwi\n", "lppukmuyVV9fj+7ubpW62lq3MaIFtbSwPORyOc6ePYuIiAgAwIYNG+Dr62vR1hbGsF7gOqYu5xlc\n", "1xgWTxRVGNEiMDAQwF+u7oDlWlpcvnx5SNFC3beB2aYNL730Evr7+/HKK69o3GfXrl0YP348brvt\n", "No39eWRkJIqLi7VqA8V0jArRYteuXbjvvvuGDJT1zjvv4NixYzhy5IjKIILJd9ze3q5UzvzNBHxR\n", "x+OPP45Vq1Yp/dM2hQ/FMmlubkZ1dbXZRQsGxlVkzZo1+OKLL0y++qxpUMOkO50yZYrKNrFYzE4E\n", "pFIp56DGEBMbbVd8DHGu/Px8hISEwMnJif0oW3KwwpHA3r17wefzsXr1agB/xZKhLiKmoampCW1t\n", "bQYXLYzBcF3nFPsxrslWdHQ0+Hw+wsLCVDI+aUNERAQuXryIhQsXwsbGBkKhEPPnzx/WNVIMS1VV\n", "Fbq6uljRwtbWlrW2yMzMtCjXBmNYL3Ads6QpU/ocAAAgAElEQVSkROvzcO1fVlZmkYLkaKSqqgqu\n", "rq6sBbiihcBItrQwBO7u7nj//fcRERGh9hnu6OjAN998g3vvvZczdMBgIiMjUVJSMiYzZ2nDnj17\n", "VOa9jz/+uPFPTEY45eXlxMbGhtTW1qqts3nzZjJ79mzS2trKuf2HH34gPB6P7N27V6n89OnThMfj\n", "kXfeeYdzv9zcXAKA5ObmDv8CKBZJamoqAUAqKirM3RQljh49SgCQ9PR0k5yvoaGBxMfHE5FIREQi\n", "EYmPjycNDQ0q9V577TXi5eWlUt7c3ExEIhEBoPRPJBKR5uZmnetxHZ/ZHh8fr7J/QkLCsNs0FHPm\n", "zCHr1q0jhBBSUVFBAJBjx45ptS+Fm/nz55OlS5cqlU2aNIk89thjQ+6n+AxQhs+ff/5JAJDi4mKl\n", "8rfeeou4uLgQuVw+7GNr+27qQkNDA0lISCB8Pp8AIF5eXpx9E1NXsR+bOXMm8fb2VmmTra0tKSkp\n", "IYQM77nKyMhgxwTNzc2ks7NTr2ukGI5ff/2VACDV1dVsWXV1NREIBMTe3n7I75upMcb7wnVMZ2dn\n", "rc/Dtb+Pjw+xsrLS61tK0Y6NGzeSyMhIpTLmfoeHh7NlN910E1teVVVl6maydHZ2EgDkyy+/HLKe\n", "vs+6tvt/+OGHxMrKSun9H4ojR44QAKS8vFzrtox1TDEnHvGWFh999BFuvPFGpaA0irz44os4cuQI\n", "jh07xsYEOHDgADZt2sTWWbZsGZydnXHs2DGlfY8fPw4+n481a9YY7wIoFklubi5cXV1VgrOam8TE\n", "RPj5+eGLL75QW8eQJqXamn6WlpZyxrPQFnUrp3K5HB4eHirlg1d9YmNjOYMFcq346BvgVC6Xo6Cg\n", "gM2C4u/vDwA0GKce1NfX4+TJk6xrCAMT14IL6kttWMrLy8Hj8VT6vKCgILS3t2vlM6yO5ORkTJ06\n", "lf175syZeqeb9PLywsGDByGTyeDh4QF3d3e1mWYG92M5OTmcmSM8PDzYVILDyfikmEFEKBTCwcFB\n", "x6uiGIuSkhI4OzsrxQJg0i12d3dbjGuDMdyp1B3z2rVrWp1H3f4NDQ2c74ilBgsfyXBZLTDW5Zbo\n", "HsJYnmqytFCM26arZZu27wohBLt27cKKFSvY8ZomaAYRy2REixZSqRRffPGF2gCcjz/+OD788EPc\n", "fvvt2LdvH77++mt8/fXX+PXXX1FZWcnWc3Jywptvvondu3cjLy8PwMBD/+677+LJJ5/knOBQRjeW\n", "EISTCz6fjzvvvBPff/+9SgwFQ0/idBk8lZWVccaz0EUgGPzxmjx5MhoaGvCvf/2LbY860251kxB1\n", "/PTTT7Czs2N/X10mURUVFejs7GSzoNja2sLHx4cG49QDxjVELBYrlcfFxSE/P19pIMZAfakNS3l5\n", "OQIDA2FnZ6dUboi0p15eXnjsscfYv998802DpLLNyckBADz00EM4d+4c56ROXT/GZfar72TLxcUF\n", "/v7+KCkpGfYxKMahpKQE4eHhbJ9vqbFWTAnR083Ux8cHJ0+eREJCAgQCAezt7XWadFK0h0u04PP5\n", "ACzTPWRw4FB1KMZtGyo4pi4MHhvn5OQgPz8fDzzwgNbH8Pb2xrhx46hoYWGMaNHi559/hru7OxYu\n", "XKiyrbCwEO+99x5aW1vxwAMP4M4772T/ffLJJyqT0Y0bN2LHjh1Yv349pk2bhhUrVuDJJ5/E22+/\n", "barLoRgRXa0PLCEIpzruvPNOtLa2Yv/+/Url5prEyeVynDt3Tq2lhbZK+uCPV0VFBV5//XW89NJL\n", "CA4O1mhVwTUJ8fPz45yEHDt2DD09PXj//fcBANu2bdP6Q5mfnw9AOXVrYGAgtbTQgx9//BELFy5U\n", "saqJjY1FT0+PSkAsOuEwPOXl5QgODlYpZ0QLfdOelpWVITAwEDY2NgbL2JCdnQ1nZ2ds2LABAJCZ\n", "man1vkKhELGxscNa4RsKJhgnxbJgModYOsZIda7umM7Oziplvr6+nCkm1bUpNDQUaWlpSEpKQkRE\n", "hEEmnRRVuEQLxpLCEi0tqqurwePxlAKGDsVwLNvUPZdXr17FwYMHAQyMFd59910EBARg6dKlWh+b\n", "x+MhMjKSihYWxogWLW699VacO3eOc1tUVBTkcjlkMhnkcrnSP5lMhs8++0xlnw0bNqCwsBBnzpzB\n", "2bNn8fTTTxv7EihaMlyXh+FYH0gkElRVVVmsaDFlyhTMnj0bu3fvZsuMMYlT90Hw9/dX+rhUV1ej\n", "p6dHrWihq5Ku+PF6+eWX4eXlhfPnzytZVXD9hp6enuwkxNvbG3w+n420rUh/fz/eeOMNrF69Gnfd\n", "dRcA3SZk+fn5KvdguGlPaW77AdeiP/74Q8U1BAAbGFGdi4g66H3VHa7MIQDg6uoKDw8PvYNxlpWV\n", "YerUqQgODjaoaBEbG4ugoCB4e3sjIyNDpY66fmzKlCnIzs426AofQEULS0Qul6O0tFRJtFD3XEyY\n", "MEHrYK7G4rvvvgOfz4eDgwN4PB78/Pz0FtSSk5Ph6+sLHo8HHx8fJCQkICMjg11Q8PHxgbW1NSZP\n", "nsy5/zfffMNaU3CJfFFRUUoWzBTD0d7ejtbWVrWihaVaWvj4+Bi9DYMXxeLj43HbbbfhzjvvxOTJ\n", "kzF16lR8++23IITo/N6qEy3o+MJ8jGjRgjL60dflYTjWB7/99hsAWKxoAQDr16/H4cOHUVJSYtTO\n", "Mzk5GXFxcQDApvEbfP+YCQiXe4giw1HSW1paWBNIRbjMWoODg9lJSElJCT766CP89NNPOHHihFK9\n", "r7/+GufPn8drr70GBwcHiEQinUULJp4FQ0BAgE6WFqM9HoM2H3XmHsTHx7M+p4PvgYODAyIjI1Uy\n", "iKibcHR2dmLp0qWj9r4aC5lMhvPnz3OKFoBhMogwLmRhYWEGFS3i4uLA4/EQHx+P9PR0znrJycns\n", "hHXcuHFKE67h9EtDERERgcrKSnR2dhrsmBT9uHTpErq7u1UsLRQnPMwzcPvtt3Mew5R9dlZWFmQy\n", "GY4fP477778fnZ2deqfOdXNzQ19fH+69914UFxcjLS2NtYwoKipCcXExtm/fju+//55zovbVV1+B\n", "x+Ox9QeLfCEhIXQyZyTUxYdgBAFLtLTQlO7UUAxeFEtPT8dXX30Fb29vXLhwAfX19Wx7dLU8joyM\n", "REVFBWpqagCM/nHbiMBoIT7HADR7iPHRJ7KwpiwRg6PDMxHmnZ2dCY/Hs5hI4lyUl5cTHo9HXFxc\n", "iEgkIjNmzCAuLi4GjzhOyEB2HQCkoKCArF27loSFhSllEti2bRuxt7cnMplM73MNRt1v6OXlRWJj\n", "Y9lsAAkJCSq/lVwuJ3PnziXBwcGku7ubEEKIVColQUFBJCkpia03Z84ccscdd2jVHrlcToRCIXnt\n", "tdeUyt977z1ia2ur9T0wRnR4S0DbbDOEaH8P7rvvPpWo6YQQcu7cOcLj8YizszMRiUQkPDycWFtb\n", "j8r7amwqKysJAHLo0CHO7evWrSPz588f9vG7u7uJlZUV+eSTT8jLL79MvL29h30shpqaGgKA7Nu3\n", "jxBCyJYtW4ijoyPp6+vjrP/MM88QT09P0tjYqPe5hyIrK4sAIKdPnzbqeSjas3//fgKAXL58mXM7\n", "Mxa46aabiEgkIu3t7Sp1TNlnL1u2jMTHxxNCBt5NPp9P/vvf/+p1zB9//JEAIEVFRWrrSKVSEhwc\n", "rJLFqb6+njg6OpL/+7//U7tvQUEBAUAyMjL0aidFlYMHD6pkviGEED8/PwKA2NnZsWUzZ84kAIiV\n", "lZWpm6nEwoULydq1a81ybkNkiGtoaCCRkZEEABk3bhyJj49n7y0dX3BDs4dQxjTG8lvv6enBsmXL\n", "VNRSxiqjo6MDhBCLDux31113gRCC9vZ21NXVITc3F11dXQgPD4dIJIJAIICrq6tGk1JtVkYOHz6M\n", "8PBwTJs2DRs3bmTN+RnKysowZcoUNpK1IVG3oj558mSNpt08Hg8ffvghLl26hLfeegsSiQQffPAB\n", "Ll68iNdee42tFxQUpLWlRU1NDSQSiVI8C2BgBaS3t1cr1X00x2PQ1rJJl3sQFxeHkpISlZXrlJQU\n", "WFtbIysrC0VFRTh58iTnirmm+2rK1UFLXYksLy8HALWWFkFBQXpZWlRUVEAulyM0NBTh4eFoaGjA\n", "1atXh308AKzLEGMJFh8fj87OTpX4JwwHDx7E8uXL4enpqdd5NaGYQYRiGZSUlMDFxUWtfz1jbbN1\n", "61ZcvXqVDf7MYMo+u7a2FocPH2bjtEyYMAE33XQTtm3bxhm3SVs+/vhjxMfHK2XxGYxAIMBbb72F\n", "1NRUpWx6mzZtgkAgwAsvvKB2X8athOlLKIajuroafD5fJUsiEzSZyz3EnK4hAHcMjpGEWCxmLY6a\n", "m5uRkZHBxjNTZDSM20YSVLSgjFqGCtJz+vRppYnVkiVLUFZWplLXEjskdQOocePG4eTJkygqKsLO\n", "nTvR1taGuro6zmNoa+ZGCEFqaiqWLFkCAFiwYAFCQ0Oxc+dOto6+6U41MVQgT02m3eHh4di4cSM2\n", "bdqEsLAwPPnkk/Dw8ICPjw9bRxfRgisIJwA2dsZYDsap68B+cIRvdcTFxUEul7OZnYABH/UPPvgA\n", "a9euRVhYGPsM6CKcmdLU09LNSsvLyyEQCDhjwAAD7iFXrlzR+jcbDNO3hoaGsm5k+rqIZGdnw9fX\n", "F+PHjwcw4M5nbW3N6SJy+fJlFBcXY9myZXqdUxucnJwQGBhIRQsLYnDmEHUEBgbiueeew7Zt23D+\n", "/HklkZHomWlDW7766ivY2Njg5ptvZsueeuopVFZWDjuuRWVlJY4cOYL77rtPY92kpCQkJCTg6aef\n", "RlNTEzIzM7Fr1y688MILnOnHGRwdHeHn56c2zhxl+FRVVcHX1xfW1tZK5UxKZSZeH/CXe4g5XUMI\n", "ISZzD+FC32C2umScopgWKlpQLBZDRNF++OGHAQz4c4pEIsTGxsLV1VWlXkFBgd4rf+aGGZAJhUKs\n", "X78eAQEB2L59O2ddbVfES0pKcOXKFTbqMo/Hw8aNG7Fv3z7U1tYCUJ/u1FDomxIrMzMThBA0NTVB\n", "JpOhpaVF6VqDgoJQX1+Prq4ujcfKz8+HUCiEn5+fUjnzcdYmGKe659rBwWHE57bnGtj39vYCULYy\n", "2LdvH+f7xvVuh4eHw97eXikY57Fjx1BRUYGNGzeyZbr2F6bMtmPp6VnLy8sxefJkzvgxwIBoQQgZ\n", "dqC9srIyjBs3DkKhECEhIeDxeHqLFllZWayVBQDY29sjJiaGMxhnamoqrKyssHjxYr3OqS00GKdl\n", "oUvmkKeffhqenp6Ii4tjRcYbbrgBbW1tKnX1TZE7GEIIdu/ejb/97W9K45QZM2YgMTERW7duHZZ4\n", "8umnn8LFxUVJCFEHj8fDCy+8gIKCAoSEhCAxMRF8Ph+33HKLxn1DQkKopYURUGe1YG9vz/6fESss\n", "wdKiubkZPT098Pf3N1sbtM1apwuDRSPA8H0AZWioaEGxaJiOh1kZnzhxotYdT1tbG5599lksXrwY\n", "FRUVKCoqwqFDh1h1WhF3d3dMmzZNpdwSOyRtJmfW1tZ49NFH8e2336pYW+iyIn748GHY2dlh7ty5\n", "bNmdd94JGxsbfPLJJ5BIJGhqajKqpQXDcALmSSQSTusHxWsNCgpiyzTBBOEcvGLn7u4OR0dHrS0t\n", "mOeaz+fD0dER3t7eqKqqwqlTp7Ta3xJxcXHhXIlvaWnBtGnT2AnAhAkTcN9992HDhg2Ij4/XOKiw\n", "trbGjBkzlESLnTt3IioqCnPmzFGqqzhQcXFxAQD85z//UTmmKc29R4I7kLrMIQz6pj0tKytj+wh7\n", "e3tMnDhRL9FCJpMhJydHSbQABlxEuESLQ4cOIT4+Hu7u7sM+py5Q0cJykMlkKplDhsLBwQGOjo64\n", "evUqKzLm5+dDLpdj2rRpEIlEsLGxgb29PX766SeDtjUrKwtlZWWsa4giTz31FLKzs3Hw4EGVfmMo\n", "t7P+/n589tlnuOOOO7QO5rl582YAQGtrK3p6eiCVSnHrrbdq3I+KFsZBnWih+HsyooUlWFow4yBz\n", "uofos9ilbow9ffp0dnxha2sLZ2dng6TJpmgPFS0oFg3T8RQXF+OGG26ASCTS2PEwH/BnnnkGra2t\n", "+Pjjj9lVPnWdUVhYGI4cOWJwZdZYaKMi33vvvbC1tcWOHTuGfZ7U1FQsWLBASdF3dXXFHXfcgV27\n", "drH+46YQLYwFI1poMyHLy8tTcQ0BBlanAgMDtRYtvLy8cPjwYchkMrz11luorq7GnDlzkJSUhEuX\n", "Llls7AMuJBIJmpub8eCDD6Kjo4ONq8I8l35+frhy5Qo7AWBMXT/99FOkp6drNaiIi4tjM4hUV1fj\n", "119/xcaNG1XEo8EDlXHjxuHTTz81+j0Y6WgSLcaPHw9bW9thx7UYbI2lbwaRc+fOoaOjg1O0uHDh\n", "gpLrjVQqxdGjR03iGsIwdepUVFVVDSsNMsWwVFZWoqenR2vRQiKRoKOjQ6Xc3d0dx48fR1FREX79\n", "9Vd0d3erZKbSl927d8Pf3x+JiYkq22JiYmBvb4+1a9eyLmYlJSUa3c5SUlJQV1enlWsIoJ/IGhIS\n", "wsavoRgOdaIFE9MC+MvCwhIsLdRlOzEHw80OxTXGTklJYccX27ZtQ0dHh1K2FooJMFqIzzEAzR5i\n", "Wr788kvOCMoMipkLPDw8CADy9ttvc9ZLSEhQm3licFYRS0ZTWx9//HHi4eFBrl27plQ+YcIEjVGQ\n", "r127RmxsbMj27dtVjpufn08AkEWLFhEAbHYOS0RT1HeZTEbs7OzIu+++O+RxmpubCQCyZ88ezu1L\n", "ly4lq1ev1rpdTJaBnJwcQgghTU1NJDAwkDg4OBAfHx+N2TfMjeL75uTkRACQHTt2EEKIUnYefaN4\n", "E0LId999RwCQxsZG8sILLxAXFxfS0dGhcb8333yT2NjYcGYNmDJlikq74uLitL8BOmDMzAP69ldX\n", "rlwhAMjHH388ZL3Q0FDy6KOP6nx8mUxGHBwcyL///W+27KmnniITJ07U+VgMn3/+OeHxeKS1tVWp\n", "vLq6mgAgycnJbNmJEydM+p1uaGggUVFRSlHnLfUdHgv88ssvBACpqanRqr62fdaqVatIUFAQkUql\n", "erexubmZXL58mbi6upKXXnqJsw5XH+Ls7Dxkv9Lc3EwWLVpEYmNjdWrLcPvsAwcODDlGo+hOf38/\n", "4fP5ZOfOnSrbVq9ezf4+9fX1hBBChEIhAUAmTZpk6qay/Oc//yG2trZKWeZGKuq+r62trUQgEJD3\n", "3nvPDK2yTGj2EApFgdWrV8PW1hY//PAD53ZFv/GWlhYAA2rpYDSZjQ1XmTUHmtr66KOPorW1FTt3\n", "7mRXSQ4dOoSqqiqMHz+ezTTi5OSEvXv3Ku37xx9/QCqVsvEsFBk/fjycnZ1x7Ngx8Pl8XH/99RYV\n", "WFARTVYpVlZWmDhxokZLCyZjCpelBQCdLC0AoLi4GDwej12BHjduHNzd3dHV1YX6+nqLjH2giOL7\n", "du3aNQDAt99+C8Dw71BsbCyAgWf3k08+wV133QUnJyeN+/3jH/+Ao6MjtmzZolR+9epVtLS0wN3d\n", "nbXesrKyGtLaQB+Sk5Ph6+sLKysrCAQC2NnZYc+ePXodU9/gnsz+06dPBwC8++67Q+4/adKkYbmH\n", "1NTUoKurS8kaKywsDJcuXUJ3d7fOxwMGgnCGhoaqxCfy9/eHr6+vkovIoUOH4O3tzV6nsRGLxSgs\n", "LATwV9R5S32HxwIlJSVwdXVlA7ZqQtvYOG+88QYqKyvx+eefD7ttg9/htrY2rFy5UqWeOusHLouQ\n", "iooKlJaWIiEhAeHh4Th27BhaWlq07hv0iSXG9J+j3UXElJaQdXV1kMlknFYLitYUlmRpUV1dDX9/\n", "f42Bb0cC6sYyrq6uWLx4scFdxCgaMJocMgaglhamJykpicycOVOl3FAruqONhoYGIhQKCZ/PJyKR\n", "iEyfPp04OTmRlStXkv7+ftLc3Mzmb09NTVXa99FHHyUBAQGcarkpc9YbiqFWpFesWEFWrlzJuY2x\n", "KHBxcSE8Hk/tyunmzZuJh4eH1u154oknyOTJk5XaN1KeYV3aqu+zwtx/Ho9HrK2tCQDy559/ar3/\n", "pk2biJ2dHamtrWXL7rnnHuLi4kJqamrY5+LDDz8kAMjhw4eHvO7h/hY33ngjuf7660laWhqxsbEh\n", "zz///LCOwzDUfdWmnbr+Lo888ggJCwvTuZ2HDx8mAMiFCxfYsvT0dAKA5Ofn63w8QgiZMWMGWb9+\n", "Pee2tWvXkrlz57J/T506VW1dQzOS3uGxwu23367zt0mTNSbDrbfeSnx9fYdtaajtO6juuVL3z87O\n", "Tu8+V5vrH4xUKiXW1tacVgGjAUXrQlNZQqalpREApLCwUGXbbbfdxv6+58+fJ4QQYmtrSwCQadOm\n", "GbVdQ3HzzTeT66+/3mznNxWMxZ/i2GIsQy0tKJRBrFu3Djk5OcP2rR5riMViSCQSyGQy1NXVoaCg\n", "ADKZDN988w34fD6EQiHWrFmD2bNn4/XXX1eKTJ6amoqlS5eqqOUjIbAgF0Ot/g+V9pSxKGhvbwch\n", "RO3KaUBAAFpaWlirA00UFxdj6tSpGusx/sEjKc6FIvpG8WbuPyEE/f39AIBnn31W6/0feeQR2NjY\n", "4I033oBEIsGJEyfw6aefYsuWLfD19WWfi/vvvx+LFi3CPffco/IsGyJlaWFhIWbOnImEhAS88sor\n", "2LJlC/Ly8nT6XZm66t7B8+fPK2U9UNfO4bzDjKWFrv7qZWVlsLW1VUqnylgXnT17VqdjAQOpcs+c\n", "OaMSz4IhISEBOTk56OvrM2mqU4plwqQ71QVtg/i9/vrrqK+vxzvvvKNz36zLO6jO+sHZ2VmlLDg4\n", "mHOFW5fv83CDGAoEAgQFBY1aSwtzZIFirDe50lErWlNYWiBOS4hnYWxWrVoFPp9vsbHvRiNUtKCM\n", "KFasWAEHBwd8//33SuVCoZCzU7fE7B+mQt2gyNnZWSl4EI/HwyuvvIKMjAwcO3YMwMAAp7y8nNM1\n", "ZDTCTMjIoHRyugwsmeePCUKlicGihbqBaUtLCxYuXKjXhNnQ6GJCrE8Ub0MIZFKpFC4uLvjggw8Q\n", "Hh6O5cuXY/bs2SqB6Xg8Ht566y3U1tYiIiJC6V4PNVjVRnRoa2tDVVUVoqKiAADPPPMMQkNDMXfu\n", "XK1+18GiyaJFi9Da2spZ7/Tp00YZVE+aNAm9vb06Z8UoKyvDlClTlNKpurm5wcfHZ1jBOPPz89Hf\n", "369WtIiPj0d3dzfOnDmDQ4cOwcrKCjfccIPO5xkO6t6L8ePHj9nvkDmRyWQoKyvTOgjnYDS5ubm6\n", "ukIoFOKVV17B1KlTjdo3c4m/GRkZKmX79++Hm5ubQc45HDe/0ZpBxFyLNdXV1XB1dWWzYSmiKExI\n", "pVLIZDJWVLYE95DRjoeHBxYuXEhdREwIFS0oIwpHR0fceOONKqIFACxfvhzAQGwAS8/+YU4UJw8M\n", "S5cuRWxsLGttcfjwYTZWxWD08Xm1VIKCgtDT04P6+vphH4NZWdAmY4BEIkFdXZ2KpcXggenMmTNh\n", "bW2NM2fOmHR1RxuSk5Ph4OAAe3t7rd43c8WKEYvFqKmpATAwqe/t7UVvby+srFQ/f4888gjkcjm6\n", "u7vZex0dHY2CggKVutpaNQBgYxwwooVAIACfz0dXV5dWv+tg0aSgoIAzHgTXNemycqvuHW5sbMTL\n", "L78MAEhMTNRpclZaWsqZXWi4GUSys7Nha2uLyMhIzu3R0dGwsbFBenq6yVOdAsrvsLe3N2xsbCCT\n", "ydDb22uyNow11AmHFy9e1ClziK6IxWI0NjaCEIL6+nqd+mZd30Eu8TciIkKlLDQ01Kzf59EqWpiL\n", "qqoqtVYLisLE4EwW5rK06OvrQ11d3ZiwtACAtWvX4o8//jD7QtJYgYoWlBHHunXrUFhYqDTgramp\n", "wZYtW/CPf/wDZWVlOq/ojkZ0GRTxeDy8+uqrSEtLQ3JyMvbv34+EhASVQHcM+pr8Wxrq0p7qcg+Z\n", "QIvaBONkUsUOFi0GD0xTU1M5fwNLcMVxdHRET08PNm/ebLT3TV+BTN3qWH19vcr9U1e3traWM61Z\n", "U1OT1lYNhYWFEAgEmDJlCnuupqYmlXpcv6u6dnl6eiI2NpZ9B2NjY+Hp6cl5fi6Sk5Ph4eEBPp+v\n", "8R0Wi8WscCORSHSanJWVlRlctGCECS5sbW0xY8YMHD16FEePHmXFbFOh+A6XlJQgLS0NpaWleOyx\n", "x8zu4mXu8xsaTW5bjFWQMUQLbVbeNd3v5ORk9hsgFAq1+o5yib+Dy8z5fQ4JCUFlZSUbEHK0YK7F\n", "mqFcLRT7wIaGBqV7bi5LiytXroAQMmZEC7FYDB6Pxxn0n2J4qGhBGXEsXboULi4uStYWjz/+OJyc\n", "nLB58+YRlf3D2OgyeJk5cyYcHR1xyy23IDU1FZcuXVKrHutj8m+JTJw4EYCqaAEoZ34Y6h5aW1vD\n", "19dXK0uL4uJiCAQCtdkqFJ9hS43AnZOTA7lcjkWLFhn1fTO3QCYSidRmjBmMOjGpsLAQYWFhBh1I\n", "Wltb49ChQ+w7mJ2dzYpvivj5+XH+PlevXsXVq1exdevWId9hfcyiW1tbUV9fr1a0qKioYOOUaAMj\n", "mKhzDQEGJrKXLl3CgQMH0NnZie+//94sq2DMOzxz5ky8+eab2LVrFyZPnmwWFy9DxGSxRDTFGCgp\n", "KYGbmxtEIpHJ2tTU1IRTp05pdb+9vLwwa9Ys+Pv7o7S01GDfUXN+n0NCQiCTyVBZWWmS85mSjz76\n", "CMDAN9na2tok36KhRAtFa4rGxkaLsLRgFm3GgnsIMGDZvWDBAuoiYiKoaEEZcdjZ2UEsFuPbb79F\n", "c3MzUlJS8PPPP2P79u1qLQPGKroMXpKSktDZ2Ym+vj4QQnD58mWNq6mjRSBycHCAj48Pp2jh5eWF\n", "kJAQLF26VOM9DAgI0NrSIjQ0VOPAwgC6w/IAACAASURBVJJdcTIzM+Hk5KRzkDtd0WcArsv9G6ru\n", "gQMHlIST2NhYnSYBhYWFrGvIUOeaMGECZ7u4nhPmGhTfwcGuCVZWVmpTfW7duhU+Pj7YuHGj0Z6l\n", "c+fOAYBa0aKvr0+roMrMpHvq1KmorKzEwYMH1U66xWIx6urq2L8LCwvN7k71448/AhgQcUzl4qW4\n", "ym+OAILGRpOYJpFIkJeXh4iICKMIv+reYYFAoPX97uzsxA8//IC7775bJyspXdpo6u+EIdOeWppl\n", "UEZGBqysrPDss8+CEIITJ04YVQxinnFtLC0aGxstwtKCiek1VkQLYMBF5MSJE6ioqLCo53U0QkUL\n", "yoijsbER2dnZqKioQGhoKNasWYP58+fjlltuMXfTLBZNg5eRmhHEkKjLINLf34+srCwsWLBA4wAw\n", "MDBQa9FCm8whwF8TUWZwFBYWZhGuOJmZmYiLi+OMkWIMhjsA18VSQ13dwcKJOqsGLjFELpejqKhI\n", "SbQYfC4m5sKiRYtUjpmdnY0rV67A19dX4zUMdk345z//ic8//xznz59XqldTU4Mvv/wSTz75JGxt\n", "bYe8f/oIZ4z7B+MWowiTQUQbFxFmEsjEnDl//jznJNAS+zFTt2mwVUVsbCxnvzZa+/b+/n4sW7YM\n", "kZGR2L9/PyoqKkwaHJMRcwfDdb/37t2Ljo4O3HXXXUZpnzkYP348HBwc9BItjGkZpI8QkpycjHnz\n", "5mHVqlWQyWQ6ByXWFkWRtr29HZ999hnn9SuK2U1NTRYhWlRXV8PDw4PzHRitXHfddZDJZIiNjR1V\n", "lmyWiLW5G0Ch6IpYLEZZWRkAsB+f9vZ2izWjp4wM1IkWhYWF6OrqQkJCgsZjBAQEIC0tbcg6hBCd\n", "0jAyE9Hm5mZERUVhxYoVZnfFIYQgMzMTd999t1nboQ3M/WP6iqEm2prqDvYbT0pKwrlz5yCRSBAV\n", "FcUpJFRWVqKzs1NFtBh8rm3btmHz5s247rrrMGPGDAADA8/bbrsNMTExSEtLQ3t7u8ZrUNz++OOP\n", "Y+fOnXj++efZ1X4A2L59OxwdHfHAAw8MeZzB11pZWYnW1lbIZDLOYMiDKSsrQ2BgIBwcHFS2iUQi\n", "uLq6orS0FGKxWO0xNE36zW1xZEq0eYYZgYehrq6OM0DrSIcR0xStaoCByZtivJjGxkYkJSVp7JeH\n", "A1d/IZFI4OzsrFXq6927d2PBggWse+JogMfj6R2Mk+sZ1vc3ZLJAMX3JhAkTkJycrPW3tKOjA8eO\n", "HcOWLVsQFRUFHo+H/Px8xMTEqN1H3fuq6T0efP0VFRWc168oTEgkEotxDxkr8SwY7r//fgADWcLa\n", "2toM8rxSuBl9XzLKqEaXwHoU7bFkNwRToU60yMjIgEAgYCeSQxEQEICamhrIZDK1dWpra9Ha2qq1\n", "pQXDuHHjkJiYiD/++EOn/YxBdXU16uvrMXv2bHM3RWt0sdTQpi4zYSkuLoaDgwNuvfVWzgHw4Mwh\n", "6s61adMmLFiwAMuXL0d4eDgiIyMxadIk1NXV4dtvv4VAINDZ2sTe3h6bN2/GTz/9xA6CW1pasGvX\n", "Ljz88MNwdnbW6jiKFhxHjx6FVCpl0yMPhbognMDA5Ga4wTjVYYn9mCHapO3Ks7rvI5MGcbjnH3wO\n", "S/nWJicnw8XFBdbW1hCJRIiJiYGjo6NKPWNblSi+l9r+3pcuXcKJEyewYcMGo7XLXEyZMmXYooWx\n", "LJP0dZE6dOgQpFIpVq9eDUdHR0yZMgX5+fmcddW9r0O9x8x7pcv1KwoTEonEIiwtLl++PKZcQyzR\n", "um80Q0ULCoUCwPwBD81NUFAQamtrVVJJpqenY8aMGbCzs9N4jMDAQMhkMtTW1qqtU1RUBEA1c4g2\n", "zJs3D3l5eejo6NB5X0OSmZkJAJg1a5ZZ22EJ+Pj4YN68efjtt984txcWFmLcuHHw8fEZ8jh8Ph8d\n", "HR2QyWRobGxEXV0dmpqaMH78eEyePHnY7bvjjjswffp0PPXUU2hubsaWLVsgl8vx6KOP6nwsoVCI\n", "OXPmYNWqVXj77bc5J8OKDCVaANplEBEKhZyBFNVNui2xH1Nsk62tLVxdXXVqk74TLi8vLzbTjJ2d\n", "HZycnHS+J5YYzLO8vBzt7e349NNPUVRUhCNHjsDFxcWsbQJUf2+BQIAvvvhCqc6XX34JJycnrFmz\n", "xkytNB6WlvbUEBPL5ORkREdHs4JUdHS0WtFC3fvKVb5ixQql92rp0qXo6enRqk2KwsTVq1eppQVl\n", "1ENFC8qIwhJX0kYLoy0jiK4wMQoGD27S09MRHx+v1TGYj/VQcS2Ki4vh6OjI+RxrYv78+ZDJZEqm\n", "o+YgMzMTEydOHFPPx1AkJibi1KlTnGn+mCCcmtzXJBIJampqVMo7Ozv1WrGxsrLCCy+8gPT0dAQH\n", "B2PLli1wdXUFIWTYx3zuuedQVlaG/fv3q63DBNnUJFqUlZVxtoVZdbx48SLq6+thZ2cHb29vjUKE\n", "JfZjim169dVX0d3drbXPty4TLnXfx8mTJyM7OxtFRUV4++230dnZqfOkxhKDeb7xxhuIjIzEHXfc\n", "wVo7WML4QPH3zsrKgo2NDd599112u1wux+7du3HzzTdzWoaMdEJCQlBbW6uVi8xgLOU3VEQqlSIl\n", "JUXJjS06OhpnzpxRsapU975mZ2cjLy9PpbygoEDpvcrJycHVq1dV6nFd/2DRwhIsLcaaaGGJz+to\n", "hooWlBGHJa6kjSZGS0YQXWFEC0UXkdraWly6dEmreBbAX6LFUGlPi4uLERERMSw/8ylTpsDT09Ps\n", "LiKZmZkjyjXE2CQmJqKrqwunT59W2TY4c4g52L59O4CB7BWEENTX1+s14YyPj8e8efPw5ptvqhU/\n", "zp8/j/7+fo2ixbVr15TEGsUV/fDwcISFhcHW1hbnz59HSUmJ1kKEJfZjQqEQSUlJkEqlRnuHk5OT\n", "Wcscb29vpe+jUCiEWCwGIUStZRAXlmgCnZWVhSNHjuCll15S6kstaXwgFAoxbdo0vPHGG9i5cydr\n", "ofbnn3+isrIS69evN0u7jA2TQaSiomJY+ys+w1ZWVvDw8NDrN9R3Yvnbb7+hvb1dRbTo7OxUCXKs\n", "Dmtr7hCCXCmfXV1dWcuooZ5hReGxtbVVSbQwh6VFe3s72traxpR7CPBXn8Pn8+Ho6EjnJEaEihaU\n", "EYclrqRRRj6MKa+iaMFYNGgrWri4uMDNzU2jpcVwXEOAgTgA8+bNw8mTJ4e1vyHo7e1FXl4eFS0U\n", "iI6Ohqurq8pE8Nq1a7hw4YJWooWxVmyMNeF87rnnkJ2djf3793MehwmWzGQJ4YIrg4jiij6Txk8o\n", "FMLX19cihQhdmTJlCvz9/XHkyJEh6zGWJkKhEH5+firb1T0XXl5eiImJwfTp01FSUqLyfQwICEBw\n", "cLBWMUksmTfeeIPNHqaIJY4PHnnkEURHR+P+++9HfX09PvjgA0yaNAnXXXedWdtlLIKDgwEMP+2p\n", "l5cXpk6dipiYGLz99ttobW1FZ2enXm1iJpaMmyePx1Nx2Rlq36CgIERGRrJl0dHRAKDiIqKuH4+J\n", "ieEM2sklZjg4OODQoUMan2FFa4r29nYl9xBzWFow6U7HkqUF8FefM2/ePMyfP98i+pzRChUtKCOW\n", "0TCApVgOVlZWmDhxopJokZ6ejsDAQIwfP17r4wQEBKgVLWQyGc6ePTts0QIYcBHJzs5Wib1hSIYK\n", "tldQUACpVEpFCwWsra0541qUlJSAEKK1pYUlrRJrIiYmBg4ODrjllls4YxyUlZXBzc1tyMHbhAkT\n", "YGNjw1qoqBNYrly5MmqCmvF4PCxZskStaDE4dsSMGTPQ2NgIa2treHp6ws7ODo6Ojmqfi76+Phw+\n", "fBhisVjt93HRokU6iRaWZAItkUhw4sQJpKSk4MUXX1SbctmSxgfW1tZ4++23UVRUhODgYPzwww+Q\n", "SqVKWU5GE+7u7vD09By2aNHZ2YnU1FSsW7cODz30EFxdXbFjxw692sRMLN3c3HDTTTeBx+Ph+PHj\n", "GveTy+X45ZdfIBaLlVz8hEIh/P39OeNaJCcnswKHUChk+3Gu/n369Okq+zPvlaZnWNGaQiqVoq2t\n", "jf3bHKIFM+4Za6IFQ0hIiEo2I4phoaIFhUKh/I/BGUQyMjK0trJgCAwMVOseUllZie7ubr1Ei3nz\n", "5kEqlSIrK2vYx1CHNsH2MjMzYWtryznYGsskJiYiPT0dvb29bFlhYSGsrKwQHh6u1TGMsUpsrAln\n", "UlISurq60NvbyxnjoKCgAJMmTVIby6OxsRFz586FXC7Hv/71LyQkJCAzM3PUiBNDsXjxYpw9e5Yz\n", "hsng2BF5eXmor69HaWkpSktLsXPnTnR2drLpbweTlpaGtrY2rFixQu35Fy1ahIqKiiHd2Abz1FNP\n", "ARh4nhwdHcHj8bB161at99cXxb5pxYoVsLOzw/XXX2+y8+vLK6+8AmDA+ooQgsuXL5s9JogxUReM\n", "U5vsM6mpqejp6UFSUhIcHR1x//3345NPPtE7APWVK1dQX1+PdevWYcWKFfj444817pOdnY26ujrO\n", "tMzqgnF6eXkhKSkJrq6uStZOXP17SkrKsIXqwcKEoghmDveQy5cvw8rKijNw8lhgqLEfxTBQ0YJC\n", "oVD+h6Jo0dPTg9zcXJ1Fi4CAAFy8eJFzYFZcXAxgeJlDGCIjI+Hm5mYUFxFtgu1lZWUhJibGbIG+\n", "LJXExET09PSwfuvAgGgREhICe3t7nY5l6FViQ1twDOVyUlZWxh7/7NmzarNMMM9af38/urq6kJGR\n", "gZUrV3KKHKMtqNnChQvB4/Fw9OhRpXJ199XNzQ3u7u4QCoW45ZZb4OjoiB9++IHz2CkpKfD29uY0\n", "RWdITEwEj8fTydpi3759CA4ORllZGcrKyjB58mQ888wzGjPIGArFvqmnpwc9PT246aabTHJufbHE\n", "mCDGZrBooUv2mb179yIqKoqNa/Hwww+js7MTn3/+uV5tYoT+WbNm4d5770Vubq7aDCDAwO+2Z88e\n", "eHp6co4DGNGCK67PoUOHsGTJEnh7e6tsU+zf9RGqBwsTivfTXJYWvr6+auN3jHYmTJiAlpYWs2d3\n", "G81Q0YJCoVD+ByNaEEKQl5cHqVSqdeYQYGDQcODAAZw7d45zYFZUVAQPDw+N6S+HwsrKCnPnzjV4\n", "ID9tB9Y0CCc3UVFR8PDwUHIRsYQgnIDp/PwbGhowb948ZGRkoK+vD93d3ZzCl7pnzdnZGVlZWSPG\n", "RWa4eHh4IDY2FocPH9aqvmKgSQcHB9x4441DihYrVqwYMtCvu7s7Zs6cqbVo0dbWhp9++gl33303\n", "xo0bBz8/P3zyySdIS0vDzp07tVo914exOOkf6TCiBTOh1zb7TG9vLw4cOIC//e1vbJmfnx9uuukm\n", "vPfeeyrZOnQhKysLvr6+8PX1xfLlyyESifDpp5+q1FMUWN5//33weDzO5yw6OhrNzc24cuWKUnlT\n", "UxNycnKwbNkyrds2HKF6sDCh2EZzWFqMtcwhgwkMDAQwdCB2in5Q0YJCoVD+R1BQELq6utDY2Ij0\n", "9HQ4ODjoNOkUi8WoqqoCIYRzYFZcXIzIyEiN6S81wUwMuVJsGpOGhgZUVlZS0YIDKysrzJ8/nxUt\n", "CCEWI1owGMqCQ53Lybhx49DS0qJSru3k0snJCX5+fhYXSNEYLF68GEePHlWahGnrynPzzTfjzJkz\n", "OHfunFK9ixcvorS0dEjXEIZFixbh+PHjWllKfPfdd5BKpbjzzjvZsnnz5mH9+vV47LHHEB4ernH1\n", "fCxjSTFBTEVISAhaW1tRXl6uk+h04sQJtLe3K4kWAPDEE0/gwoULOHDgwLDblJ2djbi4OAADcUbW\n", "r1+Pr7/+WiU+lKLAIpPJ0NjYyCmwqAvGeeTIERBCsGTJkmG3VRsURQsej6cknpgrEOdYyxyiCCNa\n", "cD3rFMNARQsKhUL5H4ppT9PT0xEXF6f1ioU2AzN9MocoMn/+fHR3dyM3N1fvYzEwgcUGExAQwA6s\n", "GfNaKlpwk5iYiMzMTHR3d6Ompgatra0WJVoYEi6Xkz/++EMrgUGbSZwlBVI0BosXL0ZLS4vKhOfr\n", "r7+GtbU17O3t1VqaLFu2DE5OTirWFikpKRAIBLjhhhs0nn/RokVoampCUVGRxrqfffYZli1bphKQ\n", "+OzZs5DL5WhsbBxy9VxfRsOkfyQF2dWXxsZGbNq0CQAwZ84cLF26lDO1Jxd79+7F5MmTVb6TcXFx\n", "iI+Px9atWzkFUE3WPjKZDDk5OZg1axZbds8997BWRIrH0VZg8ff3h4eHh8o7fOjQIUyfPt3osR0G\n", "j02Sk5PVbjMFY93SQiQSQSAQUEsLI0JFCwqFQvkfEydOBABcuHAB6enpOsezGIre3l6Ul5cbRLSI\n", "jo6Go6OjwV1E5s2bBx6PBy8vL3h6eoLH47Hp64AB1xCRSDSmV1OGIjExEVKpFOnp6SgsLAQATJs2\n", "zcytMg5cLiehoaFaTy7H0iSOi9mzZ8PZ2Vkli8hXX30FPp+PzMxMtZYmdnZ2WL16Nb7//nul8pSU\n", "FMyfPx/Ozs4az5+QkAB7e3uNLiLFxcXIzs7G3XffrVQukUjYFIeKGMtlIzk5mX22RuLzYompWI2F\n", "WCzGmTNnAAw8Jzk5OZyZUsaPH6/UL8hkMiQnJ2PNmjUq1oiNjY2QSCRIS0tDWFgYa9WjbayMs2fP\n", "4tq1a0qixaRJk3D99dfjk08+GdZ18ng8TJ8+XUm0kMvlOHz4sE6uIcNF0ZqCEKIUBNrUlhZNTU1j\n", "XrSwsrJCQEAAFS2MCBUtKBQK5X84OTnBy8sLJ06cQENDg06ihbrVQE9PTwiFQmRnZ6O/v98gooW1\n", "tTXmzJlj0GCctbW12LlzJ55++mmcPXsWpaWl+Oijj/D111/jp59+gkQiwZ9//onZs2fr7d4yWomI\n", "iICnpyd+++03FBYWwtXVddQLPIMtIrQVI8bSJI4LgUCA66+/Xkm0aGxsxDvvvIOHH34YUVFRQ1oR\n", "3HLLLSgpKUFJSQmAgawUv/32m1auIcCA8DF37lyNosVnn30GT09PrFy5UqvjGgsvLy/MmTMHM2bM\n", "GNHPy2i3IFJnqeDg4ICYmBiIRCL4+PhAIBDA2dlZKYjlqVOn0NzcrOIaAgwIIUxgz6amJtaqR9tY\n", "GdnZ2bCyssLMmTOVyu+9916cPHkSWVlZkEgk8PDw4LwudVY9gzOI5Obmorm52SSiRWdnp9ptigKG\n", "MVEUjfr7+7Fjx44x7SI2YcIE6h5iRKhoQaFQKAr4+/vjxx9/BKC7G4TihM3HxwdOTk64cOECIiMj\n", "sWrVKgDAk08+aZCP+vz583Hq1CnOwGTDCYz38ssvw8HBAS+88AI7sL7nnntw4403Yt26dQgPD0da\n", "Whry8vLG9KBkKHg8HhYsWMCKFlFRUWNO4NFVjBjtk7ihWLx4MdLT09lo85s3b4aVlRWef/55rfZ1\n", "dXVlXUSOHz8OqVSqk7iwaNEi/PHHH2onOFKpFF999RX+/ve/q6zcmsNlIzc3F7Nnzx6zz8tIxtXV\n", "FUeOHEFRURGKi4uRnJyM33//XSkjyN69e+Hn56ciLKgTQrKzs5GXl6dSzmXtk5WVhfDwcDg5OSmV\n", "z5kzB3w+HwsXLkRkZCT8/PxQV1eHoKAgrazAoqOjUVVVxcbyOXToEFxcXEziQjmUNYWp3EMY0aih\n", "oQEAUFZWNqpT+WqCpj01LlS0oFAoFPy1YsCYkdrZ2ekcqVxxwlZcXIwrV66Az+ejuLgYra2tAIDT\n", "p08b5KM+b948dHR04Pfff1e5Bm3SygF/iRtnzpzB559/jtdeew2urq7sdh6Ph/r6ejYYGSEEVVVV\n", "Y3pQoonExERkZWUhLS1t1Maz0IaxLEZoy+LFi9HX14f9+/cjLy8PH3zwAZ599lmt7putrS3EYjG+\n", "//57EEKQkpKCkJAQNk2kNixatIjN8DIYJt1jc3MzNmzYwLk/I9Iyq9PR0dFGc9no6OjAuXPnVCa0\n", "FMtCk5jF/Fu+fDnWr1+PJ554AjU1NWhubsaPP/6IpKSkITPfKCIQCDjTjXKRlZWl5BrCsG7dOshk\n", "MnR2dqKurg61tbWYOHEiLly4oJXwygTjLCgoAACkpqbihhtuMIlo4OnpqXabKfpemtVHlcDAQGpp\n", "YUSoaEGhUCj4a8WAiSTe09Mz7Mk5MzDr6+uDg4ODynZ9P+qNjY14+umnAQB/+9vfWHFCW1PZweLG\n", "/PnzERQUhPvvv1+pnkQiQU1NjcHbP1ppbGzERx99BJlMhsuXL+PQoUPUKoWiFmdnZ9ja2uL+++/H\n", "ddddBwC49dZbtd7/5ptvxrlz53Dy5En8+uuvOrtwTJs2DUKhEPv372ffZ8W+4YEHHmBd5rhgRNqc\n", "nBwAwKOPPmo0l438/HwQQjBjxgyjHJ9iOLR1Edu2bRvs7e0RGRmJsLAw1NXV4cSJEyp9pjohJDo6\n", "mvN5GGzt09nZieLiYhXRQt2ku6enBxKJRCvhdcqUKbC3t0d+fj5aWlqQlZVlEtcQQNnSYrBIYo5A\n", "nJQB95DGxkaVjDQUw0BFCwqFMuYx5oqBMdwDxGIxMjMzAQDt7e3IyMjAypUrtb6GweJGW1sbBAIB\n", "HejoiVgsZlfcgIEsNNQqhaKOpKQk9Pb2oqurC93d3ejr68Mdd9yh9f5RUVHg8/lYsmQJ6uvrkZqa\n", "qpNI1tzcDADYsWMHa5m1YsUKtm/o7e3FtWvXND7DEydOREREBKfFhqHIzc2Fvb09wsLCjHYOimHQ\n", "1kXM3d0d7u7uaG1tZZ/FkpISzudNnRDClDPHnzRpkopAkpubC7lczqY7NSR8Ph9RUVHIz8/H0aNH\n", "IZfLjZ7qlEFRtBhsgWSKQJyjIauPoWHSnlIXEeNgbe4GUCgUymiF+ajX1dUplevzUVcnsDADs+Hu\n", "39bWxq4uMRij/aMVTcIXvV8URQzxvNx8882QyWSsG9vZs2eRlJSEtLQ0rdogFotZQZMRMK2tVYeF\n", "2rRp9uzZrJBqDHJycjBt2jTO9lEsE03PsEQiQVtbm0o51/PGCCHM86q4jSm/7bbb0NzcrCKQZGVl\n", "wcHBARERESrtM8T3LTo6GidPnoS1tTUbF8MUKC4yODo6qt1mTJKTk7F8+XLk5ubCzc0N4eHhIyqr\n", "j6FhRJyqqiqEhoaatzGjEGppQaFQxjzGXDEwVWpHe3t7znRj+l7DWE9NSaFYIvpah6nbv7+/f1jt\n", "iY+PR3FxMRtU1NDk5ubSeBYUtS4bQqEQjzzyCPLy8lh3JYbs7GzMnDmTU/AyxPctOjoapaWlOHDg\n", "gMlcQwBlawoej6d0faZKeerl5YUNGzaAz+cjNzd3xGb1MRS+vr7g8/nU0sJIUNGCQqFQYLzJuaFT\n", "O6oTWKZNm4bTp08jISEBjo6O4PP5nNegq0Az1lNTags1laXogqU+L1wTO23aFB8fD7lcjuzsbIO3\n", "qaOjA+Xl5TSexSjD0O/AsmXL4O/vj127dimVZ2VlqXUN0ff71tjYiB07doAQAolEgpSUFJPFMVK0\n", "pujr64OLiwv7t6lEC2Bg7LRw4UIEBQWZ7JyWirW1Nfz8/GgwTiNBRQsKhUKB8SfnhsymoE5gYa5h\n", "x44dkMlk+OGHHzivgdlfIBDAzs5OK4GGZoPQDLVKoeiCPs+LvhM+dftPnz59WG0KDQ2Fm5ubUeJa\n", "0CCcoxdD9pl8Ph/33nsv9uzZg/b2dgADbk+XL1/mzByiyHC/b2KxGEVFRezf6mJyGANFYaKvr08p\n", "naup3EOuXr2K33//HWKx2CTnGwnQtKfGgzoHUigUigIjYWI+lH8vMJBKEQAyMjKwdu1azv2PHz8O\n", "FxcXvPrqq3juueeM3+gxgKbfhUJRRN/nJTk5GUlJSaisrAQwIFjoMuFTt7+Xl5fObbKyssKsWbOM\n", "Ilrk5OTQIJyjFEP3mffccw82bdqEb775Bg899BBr+aNJtBgO5o5jxOfzwePxQAiBVCpVimthKkuL\n", "lJQU9Pf3Y/Xq1SY530ggMDAQFy5cMHczRiVUtKBQKJQRirpB0fjx4xEYGKhWtAAGJgJ9fX0mi3Q+\n", "lqBiBUUXhvu86DvhG2r/4bRp9uzZ+O9//wtCiEGzJuXm5mL69Ok0COcoxlB9pq+vL1auXIldu3bh\n", "wQcfRFZWFkQikcmCY5oaGxsb9Pb2qqRXN5Wlxb59+zBr1iyMHz/eJOcbCUyYMAEnTpwwdzNGJdQ9\n", "hEKhUEYhCQkJSE9PV7v91KlTcHZ2RmRkpAlbRaFQDI2+rluGcv2Kj49HS0sLKioq9D6WIrm5udQ1\n", "hKI1DzzwAM6cOYPs7Gw2noUxUo9bQlwaxqJCKpXCzs5OpdyYdHd3IzU1lbqGDCIwMBC1tbWQSqXm\n", "bsqog4oWFAqFMgpJSEhAbm4uenp6OLefOnUK8fHxdPWSQqEYBMYE35AuIu3t7Th37hwVLShas3jx\n", "YgQGBmL79u3Izs42imsIg7njGDEWFVKpVEmoMIWlxbFjx9DV1WWyGB4jhQkTJoAQgsuXL5u7KaMO\n", "KlpQKBTKKCQ+Ph59fX3Iy8tT2SaXy5GWlobrrrvODC2jUCijETc3N4SHh+ssWkgkErVpWvPz8wGA\n", "pjulaI1EIgEhBN9//z2uXbuGr7/+2mgZPcydXYsRKvr6+pSEClNYWuzbtw+hoaGYMmWK0c81kggM\n", "DAQAGozTCFDRgkKhUEYhUVFRcHBw4HQROXv2LFpbW6loQaFQDMrs2bORmZmpdruiQNHY2IiEhARE\n", "RkYiMjISCQkJKpPL3Nxc2NvbIzQ01KjtpowexGIxqqur2b/Pnj1rdGsAc2XXUrS0kMvlbLmxRYv+\n", "/n7s37+fWllw4O/vDwA07akRoHbBFAqFMgoRCASIi4vjFC3S0tJgbW2tNnc9hUKhDIf4+Hjs3r0b\n", "HR0dcHZ2ZssbGxshFovZgfyECRPQ19eHnJwctk5dXR2SkpKQlpbGltEgnBRdMHdGD1OjaGnR19fH\n", "lhvbPSQ9PR0SiYTGs+DA1tYWHRa/BwAAIABJREFU48ePp5YWRoBaWlAoFMooJT4+HhkZGSCEKJWf\n", "OnUKMTExSinSKBQKRV/i4+Mhl8tx+vRppXKxWIyMjAzU1dWhrq4OGRkZrOuHIszkkiEnJ+f/27v3\n", "uKqq/P/j730ADRSvoJw0ASFEUEHxbo63tNSc0C4zjt9Sp6nMsSZtLJNKs7KatKzULvrFpmycLpaW\n", "fiUHGyvLzCvmpGEBmonhJQVTLsL6/eGPM57OQUFu58jr+XjweLjXWXvvtRcfOft8zlprs54FUIZz\n", "F+I8d+HH6k5avP/++7r88suZtlWG0NBQRlpUA5IWAHCJ6t27tw4dOuTy5rlhwwamhgCocu3bt1ej\n", "Ro2c1rUo69vv4uLi8x4rNzdX6enpfDBCuXnCEz1qUmly4tcjLXx8fKrtnEeOHNHy5cuVmJgom42P\n", "ke6EhYUx0qIaEG0AcInq2bOnJOfV/A8cOKCsrCySFgCqnM1mU48ePVwW4zx3vn0pd98Gt2nTxvHh\n", "snQkBiMtUBG1/USPmlTWSIuCgoIqP1fpGjQxMTH64YcftH79+mpb4NTbMdKienh10iIlJUVXX321\n", "unbtqqioKMXGxiopKcmpzqJFi5SQkKBOnTopNjZWgwcP1ieffOL2eMnJyYqLi1NcXJxiY2P1zDPP\n", "uAyrBgBvERQUpKioKKd1LUrni/fp06e2mgXgEtarVy99+eWXjvungIAAnTx50qVeXFyc48NlcHCw\n", "bDab7Ha7Y78tW7awCCcqrLaf6FGTShN/xcXFTo83P3ch0qpSOsXr8OHDkmpmgVNvFRYWpgMHDujM\n", "mTO13ZRLitcmLRYvXqw777xTL7zwgrZs2aL09HSNGTNG77zzjqPOCy+8oAkTJujRRx/Vzp07tWvX\n", "LnXu3FnXXHONtm7d6nS8BQsWaNKkSUpOTlZaWppWrVqluXPnatq0aTV9aQBQZXr37u2UtNiwYYOi\n", "oqIu2Zs4ALWrV69eOnr0qDZv3ixjjO644w6dOXNGnTp1cvr2e/Xq1Y4Pl7t379ayZcu0YsUKLViw\n", "QEePHtUXX3zBIpy4aLX1RI+adO5TQk6dOuX4d0ZGRpWe50ILnMJZaGioiouLdfDgwdpuyiXFK5MW\n", "Bw4c0D333KM5c+YoJibGUT558mTNnz/fsf3mm2+qY8eOuu666yRJlmXpwQcfVGFhod59911Hvby8\n", "PE2fPl3jx493DEMMDw/X5MmT9eyzzyozM7OGrgwAqlavXr20c+dOxzedrGcBoLrk5OTokUcekSRd\n", "c801Cg8P19KlS7VkyRKlpaW5/fa79MPlzTffrNtvv1133323oqOjtXLlSmVmZjIEHSjDuVOsfvnl\n", "F8e/+dxSu0JDQyXx2NOq5pVJi9dff10FBQUaPny4U7m/v7+GDBni2Pb19XVamEaSY87XuZn7lJQU\n", "5eXladCgQU51Bw4cqOLiYi1fvryqLwEAakTv3r1VXFyszZs368SJE9q5cydJCwDVIjEx0fHkkOPH\n", "j2vfvn1q1aqVRo8eLenC335//fXXks4u9ldcXKxDhw4xBB0ow7kjLUqTFr6+vlU+0qKuLXBaWaVJ\n", "CxbjrFpembTYsGGDgoODtXXrVg0ZMkSxsbGKj4/XzJkznRafeeihh5SZmalFixbJGKP8/Hw9+OCD\n", "atOmjSZOnOiot2PHDklSRESE03lKt3fu3FkDVwUAVS8mJkaNGjXSF198oS+//FIlJSUkLQBUubKG\n", "kJeUlJRrCPnRo0fd3uQzBB1w79ykRemXsn5+ftUy0qL0c1Pz5s0v+QVOKysgIEDBwcGMtKhiXjlR\n", "cP/+/Tpx4oQmTJiglStXKjIyUhs3btSIESO0adMmrVmzRpI0dOhQvffee5owYYKmTZum/Px8de7c\n", "WWvXrpXdbnccr3RRmUaNGjmdp3S79HUA8DY2m009e/bUxo0blZ+frxYtWigyMrK2mwUAACrB3RN4\n", "6tevX+UjLYwxmj9/vvr06aMVK1bIsixGWFwAjz2tel6ZtMjPz1dBQYGSkpIcN9+9evXSpEmTNGvW\n", "LH322Wfq27evFi5cqMmTJys5OVl/+MMfVFxcrDlz5qhbt256++23dc0111RJe+699141adLEqWz0\n", "6NGO4ZAAUJt69+6tefPm6dixY+rTp48sy6rtJgG4xJQOIc/OznYqL+8Q8sruD9Q15460KHXZZZdV\n", "+UiLjz/+2PGlcFBQUJUe+1J1KT/2dNmyZVq2bJlT2fHjx6v9vF6ZtAgMDJQkxcfHO5WXbm/evFkd\n", "OnTQlClTNHz4cI0ZM0bS2Xle06ZN01tvvaXbbrtNBw4ckCTHf8Dc3Fyn45VuBwcHn7c98+bNU5cu\n", "XSp5VQBQ9XJycvTWW2/p+PHj2rhxo0JDQ5WTk8PTQwBUuRUrVmjkyJGOD03h4eEVGkJe2f2BusTd\n", "SIuAgAAdOnRIx48fd/lC9WI9/vjjSkhIqLIve+uC0NBQx/IDlxp3X8xv27bN8TCL6uKVSYuYmBil\n", "paWppKTEqdzHx0fS2fmT6enpKiwsVLt27Vz2j4qKUlpamo4cOaKgoCB17txZ0tlHBMXFxTnqlQ6v\n", "OrcMALxJYmKidu/e7djet2+fRo4cqc8//7wWWwXgUtSiRQt9/vnnjjUoKjpCorL7A3WJu5EWDRo0\n", "kHR2LZjSzzeV8fnnn2v9+vV67733GKVZAWFhYdq/f79KSkpks3nlEpIexyt7MTExUZKUlpbmVL5r\n", "1y5JUvfu3RUSEiLJ/eNmsrKy5O/vr8aNG0s6u/ZFYGCgUlNTneqtW7dOPj4+uuGGG6r6EgCg2vFs\n", "dQC14UJPCanu/YG6wN1Ii9LR6FWxrsXRo0c1Y8YMxcbG6vrrr6/08eqS0NBQFRYW6tChQ7XdlEuG\n", "VyYtbrzxRl111VWaPXu2fvrpJ0nS3r179eKLL2r48OH6zW9+o9DQUI0cOVLLly/Xv/71L8e+S5Ys\n", "0ebNm/XnP//Z8Z+9YcOGevLJJ/Xaa69p27Ztks7e1M+bN09Tpkxx+5gfAAAAAKgN7kZaBAQEKDAw\n", "sFLrWuTk5Kh3796Kjo7WunXrVFhYqCNHjlSmqXVO6WdHnkBZdbxyeohlWVq9erUeeugh9ejRQwEB\n", "ASouLtYdd9yhpKQkR71//OMfWrBgge6//34VFRVJOpugSE5O1tixY52OOXHiRPn7+2vcuHGyLEtF\n", "RUWaMmWKpk6dWqPXBgBVhYXtAAC4NLlLWtSvX1/h4eGVGmmRmJiojRs3Orb37t3LtNIKyMnJ0Z/+\n", "9CdJZ9d/aN++vVasWMFaYpVkGWNMbTfCW5UuOrJ161YW4gTgkXJyctwubMebJwAA3uvhhx/W448/\n", "7lRWOoU+Pz9fa9asqfAxjx49qo4dO7p82WG32/X111/zhUc59O7d2ynpU1p2KSd9auIzsVeOtAAA\n", "lA8L2wEAcOlxN9KiXr16atWqlVavXl0LLcKF1hLjHuzieeWaFgCAimFhOwAALh3uFuL08/NT27Zt\n", "lZWV5fKUxfJo3ry5goODXcqZVoraxkgLAAAAAPAiZY20CA8PV2FhoQ4ePKjWrVtX+LgtWrTQZZdd\n", "pqZNm0r677RSXBhriVUfkhYAAAAA4EXcjbSoV6+e2rZtK+nslISKJi02btyo1NRULVu2TIMHD5bE\n", "tNKKWrFihdu1xFA5JC0AAAAAwIu4G2nh5+fneNxmRkaG+vbtW6FjPvLII+rQoYNuvvlm2WysInAx\n", "WEusepC0AAAAAAAvUtb0EH9/f9ntdsc3/eW1fv16paam6r333iNhUQVIVlQtkhYAAAAA4EXKWohT\n", "klq3bq3du3eX6zhHjx6VMUYPP/ywunTp4nhsKuBJSFoAAAAAgBdxN9KiqKhIvXv31q5du7Rjxw71\n", "7t1bK1asUIsWLVzq5uTkKDExUVlZWSooKNCxY8f05ptvyrKsmmg+UCGM/QEAAAAAL+JupMU777yj\n", "jRs36vTp0yoqKtLGjRs1cuRIt/snJiZq48aNys7O1rFjxyRJ8+fPr9Y2AxeLpAUAAAAAeBF3Iy2O\n", "Hz/uUpaZmelYFLLU0aNHlZWV5VI3KyvLpS7gCZgeAgAAAABexN1IC3dTO0pKShz/JiEBb0XSAgAA\n", "AAC8iLuRFs2bN1dubq5T2bFjx7RmzRotXLjQMbqiVatWOnnypMv+4eHhPPUCHomkBQAAAAB4EXdJ\n", "i4kTJ+r99993PO60devWaty4sW655RanetnZ2fL19VVsbKxjPYvw8HC9//771d9w4CKQtAAAAAAA\n", "L+Juekjz5s31+eefO6aBNG/eXEeOHFFkZKROnDjhUveTTz5x2gY8FUkLAAAAAPAi7kZalJadm4Cw\n", "LEsBAQEuSQubzeZSF/BUPD0EAAAAALyIu5EWZY2+CAsLcyln/Qp4E0ZaAAAAAIAXOd9Ii19bsWKF\n", "Ro4c6VjrgvUr4G1IWgAAAACAF3E3qqKspEWLFi1c1roAvAlJCwAAAADwIu4SFO4SGeciWQFvxZoW\n", "AAAAAOBFKjI9BPB2JC0AAAAAwIuUdyFO4FJA0gIAAAAAvAgjLVCXkLQAAAAAAC/CSAvUJSQtAAAA\n", "AMCL+Pj4yGZz/ijHSAtcqkhaAAAAAICX+fXICpIWuFSRtAAAAAAAL/PrJAXTQ3CpImkBAAAAAF7m\n", "10kLRlrgUkXSAgAAAAC8zK9HVjDSApcqkhYAAAAA4GUYaYG6gqQFAAAAAHgZRlqgriBpAQAAAABe\n", "hoU4UVeQtAAAAAAAL3Nu0sLHx0c+Pj612Bqg+pC0AAAAAAAvc+7ICkZZ4FJG0gIAAAAAvMy5Iy1Y\n", "hBOXMpIWAAAAAOBlGGmBuoKkBQAAAAB4GUZaoK4gaQEAAAAAXoaRFqgrSFoAAAAAgJdhpAXqCpIW\n", "AAAAAOBlSFqgriBpAQAAAABehukhqCtIWgAAAACAl2GkBeoKkhYAAAAA4GUYaYG6gqQFAAAAAHgZ\n", "RlqgriBpAQAAAABehpEWqCtIWgAAAACAl2GkBeoKkhYAAAAA4GVIWqCuIGkBAAAAAF6G6SGoK+pM\n", "0sIYo969e8tms2n//v213RwAAAAAuGiMtEBd4dVJi5SUFF199dXq2rWroqKiFBsbq6SkJLd133jj\n", "DX355ZeyLKvM4yUnJysuLk5xcXGKjY3VM888I2NMdTUfAAAAAC4KIy1QV3ht0mLx4sW688479cIL\n", "L2jLli1KT0/XmDFj9M4777jUzcvLU1JSkkaMGFFmEmLBggWaNGmSkpOTlZaWplWrVmnu3LmaNm1a\n", "dV8KAAAAAFQIIy1QV3hl0uLAgQO65557NGfOHMXExDjKJ0+erPnz57vUf+yxxzRs2DB16dLF7fHy\n", "8vI0ffp0jR8/XgkJCZKk8PBwTZ48Wc8++6wyMzOr50IAAAAA4CIw0gJ1hVcmLV5//XUVFBRo+PDh\n", "TuX+/v4aMmSIU1l6err+/ve/a/bs2WWOskhJSVFeXp4GDRrkVD5w4EAVFxdr+fLlVXsBAAAAAFAJ\n", "jLRAXeGVSYsNGzYoODhYW7du1ZAhQxQbG6v4+HjNnDlTBQUFTnXvvfdeJSUlqXnz5mUeb8eOHZKk\n", "iIgIp/LS7Z07d1bxFQAAAADAxSNpgbrCt7YbcDH279+vEydOaMKECVq5cqUiIyO1ceNGjRgxQps2\n", "bdKaNWskSR9++KH279+vSZMmnfd4hw8fliQ1atTIqbx0u/R1AAAAAPAETA9BXeGVIy3y8/NVUFCg\n", "pKQkRUZGSpJ69eqlSZMm6aOPPtKGDRtUUFCg++67T88//7xsNq+8TAAAAABw69zRFSQtcCnzypEW\n", "gYGBkqT4+Hin8tLtTZs26dNPP1VsbKzLOhWSXNa2CAoKkiTl5uY6lZduBwcHn7c99957r5o0aeJU\n", "Nnr0aI0ePfpClwIAAAAAFdazZ0/Vr19fBQUF6tevX203B3XAsmXLtGzZMqey48ePV/t5vTJpERMT\n", "o7S0NJWUlDiV+/j4SJJKSkr073//WwcOHFDnzp0drx86dEiSNGzYMNWrV0/333+/Ro8e7aiTkZGh\n", "uLg4R/2MjAxJcipzZ968eWU+mQQAAAAAqlpISIgyMjKUm5ur6Ojo2m4O6gB3X8xv27bN8QTO6uKV\n", "8yYSExMlSWlpaU7lu3btkiT16NFD//rXv7R7925t377d8TNhwgRJ0po1a7R9+3ZHhw8dOlSBgYFK\n", "TU11Ot66devk4+OjG264obovCQAAAAAq5PLLLydhgUueVyYtbrzxRl111VWaPXu2fvrpJ0nS3r17\n", "9eKLL2r48OH6zW9+43a/0mkhv54e0rBhQz355JN67bXXtG3bNklSZmam5s2bpylTpigsLKz6LgYA\n", "AAAAALjlldNDLMvS6tWr9dBDD6lHjx4KCAhQcXGx7rjjDiUlJbnUX7RokWbPnq3jx4/LsixdddVV\n", "8vPz0/bt29W4cWNJ0sSJE+Xv769x48bJsiwVFRVpypQpmjp1ak1fHgAAAAAAkGSZXw87QLmVzt/Z\n", "unUra1oAAAAAAOqUmvhM7JXTQwAAAAAAwKWPpAUAAAAAAPBIJC0AAAAAAIBHImkBAAAAAAA8EkkL\n", "AAAAAADgkUhaAAAAAAAAj0TSAgAAAAAAeCSSFgAAAAAAwCORtAAAAAAAAB6JpAUAAAAAAPBIJC0A\n", "AAAAAIBHImkBAAAAAAA8EkkLAAAAAADgkUhaAAAAAAAAj0TSAgAAAAAAeCSSFgAAAAAAwCORtAAA\n", "AAAAAB6JpAUAAAAAAPBIJC0AAAAAAIBHImkBAAAAAAA8EkkLAAAAAADgkUhaAAAAAAAAj0TSAgAA\n", "AAAAeCSSFgAAAAAAwCORtAAAAAAAAB6JpAUAAAAAAPBIJC0AAAAAAIBHImkBAAAAAAA8EkkLAAAA\n", "AADgkUhaAAAAAAAAj0TSAgAAAAAAeCSSFgAAAAAAwCORtAAAAAAAAB6JpAUAAAAAAPBIJC0AAAAA\n", "AIBHImkBAAAAAAA8EkkLAAAAAADgkUhaAAAAAAAAj0TSAgAAAAAAeCSSFgAAAAAAwCORtAAAAAAA\n", "AB6JpAUAAAAAAPBIJC0AAAAAAIBHImkBAAAAAAA8EkkLAAAAAADgkUhaAAAAAAAAj0TSAgAAAAAA\n", "eCSSFgAAAAAAwCORtAAAAAAAAB7Jq5MWKSkpuvrqq9W1a1dFRUUpNjZWSUlJTnV2796tYcOGqX37\n", "9mrXrp1Gjx6tgwcPuj1ecnKy4uLiFBcXp9jYWD3zzDMyxtTEpQAAAAAAgF/x2qTF4sWLdeedd+qF\n", "F17Qli1blJ6erjFjxuidd95x1Nm/f7/69u2rTp06affu3frmm29kWZb69eunvLw8p+MtWLBAkyZN\n", "UnJystLS0rRq1SrNnTtX06ZNq+lLq1OWLVtW203wevRh5dB/lUcfVg79Vzn0X+XRh5VD/1UefVg5\n", "9F/l0YeezSuTFgcOHNA999yjOXPmKCYmxlE+efJkzZ8/37E9Y8YMGWM0a9YsSZKPj4/mzp2rzMxM\n", "zZs3z1EvLy9P06dP1/jx45WQkCBJCg8P1+TJk/Xss88qMzOzhq6s7uEPROXRh5VD/1UefVg59F/l\n", "0H+VRx9WDv1XefRh5dB/lUcfejavTFq8/vrrKigo0PDhw53K/f39NWTIEElScXGxli9frj59+qhe\n", "vXqOOna7XdHR0XrrrbccZSkpKcrLy9OgQYOcjjdw4EDHcQAAAAAAQM3yyqTFhg0bFBwcrK1bt2rI\n", "kCGKjY1VfHy8Zs6cqYKCAklSRkaGTp48qYiICJf927Ztqz179qioqEiStGPHDklyqVu6vXPnzuq8\n", "HAAAAAAA4IZvbTfgYuzfv18nTpzQhAkTtHLlSkVGRmrjxo0aMWKENm3apDVr1ujw4cOSpEaNGrns\n", "36hRI5WUlOjYsWNq2bJlmXVLt0tfBwAAAAAANccrkxb5+fkqKChQUlKSIiMjJUm9evXSpEmTNGvW\n", "LH322Wfy8fGp9nbY7Xa1aNFCEydOdJqCIknXXnutrr322mpvg7c7fvy4tm3bVtvN8Gr0YeXQf5VH\n", "H1YO/Vc59F/l0YeVQ/9VHn1YOfRf5dGH5ZOSkqKUlBSnssLCQgUHB8tut1fbeb0yaREYGChJio+P\n", "dyov3d68ebNGjBghScrNzXXZPzc3Vz4+PmrWrJkkKSgoyG3d0u3g4GC37bDb7brqqqv03nvvubz2\n", "2WefuTx+Fe6VLn6Ki0cfVg79V3n0YeXQf5VD/1UefVg59F/l0YeVQ/9VHn148UaNGkXS4tdiYmKU\n", "lpamkpISp/LS0RUlJSWKiIhQYGCgMjIyXPbPyMhQdHS0/Pz8JEmdO3d2lMfFxTnVk+RU9mvz588n\n", "OQEAAAAAqJOqM2EheWnSIjExUcuWLVNaWpo6dOjgKN+1a5ckqXv37rLZbBo1apQ++OADFRYWOqZv\n", "ZGdna8+ePZoxY4Zjv6FDhyowMFCpqakaOXKko3zdunXy8fHRDTfcUGZb7HZ7tf+SAAAAAACoiyxj\n", "jKntRlSUMUb9+vXT0aNH9fHHH6tly5bau3ev+vXrp4SEBH344YeSzi7YmZCQoNtuu01PPfWUzpw5\n", "o7Fjx2rz5s3atm2bGjZs6DjmwoULNXXqVH322Wfq0qWLMjMz1bt3b9166616+umna+tSAQAAAACo\n", "s7wyaSFJeXl5euihh7Ry5UoFBASouLhYo0ePVlJSkmPahyTt3r1b9913nzIzM1VSUqIuXbpo7ty5\n", "uvzyy12OuWTJEj333HOyLEtFRUUaP368pk6dWpOXBQAAAAAA/j+vTVoAAAAAAIBLm622G4BL2/Hj\n", "xzVmzBjZbDbt37+/tpuDOu6VV16RzWbTo48+WttNAYBqwftu5dB/lUP/VR59WDn0X+V5Yh+StLgI\n", "+fn5mjZtmqKjoxUXF6du3bo51tHAf61du1Zdu3bVrl27ZFmW2zozZ85UaGioOnfu7PQzaNCgGm6t\n", "59m/f7+mT5+u7t27KyEhQbGxsYqPj9eLL77oUnf37t0aNmyY2rdvr3bt2mn06NE6ePBgLbTac/38\n", "88+OJ/38Oh6Jw/NLSUnR1Vdfra5duyoqKkqxsbEuT00iBt0bN26c29jq2LGjbDabVqxYIYkYPJ8v\n", "v/xS1157rSIiIhQREaE+ffooNTXVbd26Hofled+Vyt9PYWFhLjHZuXNnPf/889V5GbWmPP2XkpKi\n", "G2+8UdHR0erUqZNiY2M1efJkHT582G395ORkxcXFKS4uTrGxsXrmmWd0qQ5yLm//3XLLLYqLi1OX\n", "Ll3Url07XXfdddq0aZNL3boWf1L13DsTg67y8/P12GOPqWvXrurSpYvCwsLUv39/l/cWYrDsPly0\n", "aJESEhIcfwcHDx6sTz75xG3dKolBgwq78cYbTUxMjDl69KgxxpgPP/zQ+Pr6mlWrVtVyyzxL//79\n", "za5du8yMGTOMZVlm3759LnVmzpxp/v73v9dC6zzfkiVLTMOGDc2XX37pKFu5cqXx8fExTzzxhKNs\n", "3759pnnz5uaBBx4wxhhz5swZM3r0aBMZGWlyc3NrvN2e6s9//rNJTEw0lmWZRx991Ok14rBsixYt\n", "Mm3atDH/+c9/HGVPPPGEufLKKx3bxGDZxo0b5za23n33XRMUFGQKCgqMMcRgWTZs2GD8/PwcsWWM\n", "MfPmzTO+vr5m7dq1TnWJw/K971akn8LCwmqk3Z7iQv2XnZ1tLMsyDz/8sCkpKTHGGJOVlWUiIyNN\n", "eHi4S//Nnz/f+Pv7my1bthhjjMnIyDAtW7Y0999/f81cUA0rT/z169fPDB482Jw4ccIYY0xBQYEZ\n", "M2aMadiwoUlPT3eqW9fiz5iqv3cmBl37r7Cw0PTv39/ccsst5tSpU8YYY3Jzc01CQoLT/bUxxGBZ\n", "ffj8888bm81mPvzwQ2OMMSUlJWbq1Kmmfv36jlgrVVUxSNKigtavX28syzJvv/22U/m1115rIiIi\n", "aqlVnqn0Df1Cf3hfe+21mm6aV0hJSTGzZs1yKY+LizNdunRxbI8bN840a9bM8eHHGGMOHjxofHx8\n", "3O5fF6WlpRm73W527NhRZtKCOHT1ww8/GH9/f5e/d6dOnTIfffSRY5sYLNvGjRtNRkaGS/ngwYPN\n", "X//6V8c2Mehev379TNOmTZ1iyxhjoqKiTMeOHZ3KiMPyve9WpJ/q2g37hfovOzvbNG/e3GW/RYsW\n", "GcuyTHJysqMsNzfXNGrUyEycONGp7lNPPWV8fX3d/l3wduWJv3vvvdd89dVXTmXbt283lmWZF198\n", "0am8rsWfMVV770wMuu+/uXPnmubNm5vTp087lX/zzTdmz549TmXEoPs+7N69u4mLi3MqO3bsmLEs\n", "y0ybNs1RVpUxyPSQCnr77bclyWUI1sCBA5WRkaEtW7bURrM80vmGFOHCrrnmGj388MMu5bm5uWrR\n", "ooUkqbi4WMuXL1efPn1Ur149Rx273a7o6Gi99dZbNdZeT3bPPffoscceU+PGjWu7KV7l9ddfV0FB\n", "gYYPH+5U7u/vryFDhkgiBi+kZ8+eCg8Pdyr7/vvv9fHHH2vChAm11Crv8dVXXykyMtIptiSpY8eO\n", "2rVrl77//ntJxGGpC73v0k/nd6H+CwkJ0aFDh1zKW7VqJensPPBSKSkpysvLc3u/WPp7uNSU577v\n", "ueeeU7du3ZzKcnNzJUnBwcHV0i5vUpX3zsSgey+//LKuvvpqXXbZZU7lpdPl6rry9KGvr6+Kioqc\n", "ygoLCx2vlarKGCRpUUE7duxQ48aN1axZM6fyiIgISdLOnTtro1leLSUlRYMHD1Z8fLw6deqkv/zl\n", "L25vCuq6vLw8TZ8+XadPn9ZTTz0lScrIyNDJkycd8Xeutm3bas+ePS5/VOqat956SydPntRtt912\n", "3nrEoasNGzYoODhYW7du1ZAhQxzrqsycOVMFBQWSiMGLsWjRIg0aNMilz4hBV5Zlqbi42KXcx8dH\n", "krRnzx5JxGF5XUw/Pfjgg+rdu7eio6PVr18/vfrqq5fsfPjyOPeGvNS3334rSRowYICjbMeOHZLk\n", "0tfcLzrbvXu3/vrXv2rmgIITAAAU+ElEQVTYsGG66aabXF4n/twrz/sFMegqJydH3333nVq3bq2n\n", "n35a3bt3V7t27TR48GCtWbPG7T7EoKuHHnpImZmZWrRokYwxys/P14MPPqg2bdpo4sSJjnpVGYMk\n", "LSro8OHDatSokUt5aVlZCzHBvYCAANlsNi1btkw7duzQBx98oE2bNikhIUE//vhjbTfPY8TExKhZ\n", "s2ZatWqVli9frri4OEn/jbeyYrKkpETHjh2r0bZ6klOnTumBBx5wu3jpuYhD9/bv368TJ05owoQJ\n", "Wrhwof7zn//opZde0vz585WYmCiJGKyooqIivfbaa7rrrrucyolB93r06KH09HSdPHnSUWaMUVpa\n", "mqT/fkNLHJZPRfspKChIUVFR2rBhg3bv3q17771XU6ZM0dixY2uszZ6uqKhIixYt0i233KL4+HhH\n", "eVl9zf3iWR988IGuuOIKdejQQR07dtTSpUtlszl/LCH+3Cvv+wUx6Kr0SRivvPKKsrKy9Nlnn2nX\n", "rl3q06ePrrvuOv3zn/90qk8Mujd06FC99957euKJJxQUFKTmzZsrPT1da9euld1ud9SryhgkaYFa\n", "NXXqVL355psKCgqSdHaV3uTkZGVnZ+vxxx+v5dZ5jm+++UanT5/W5MmTNXDgQM2ZM6e2m+QVnnzy\n", "SfXt21e9evU6bz3i0L38/HwVFBQoKSlJkZGRkqRevXpp0qRJ+uijj/TZZ5/Vcgu9z/vvvy8/Pz/9\n", "9re/dSonBt179NFHVVhYqHvvvVenT5/WmTNn9NRTTzmedPHr4b2oWps3b9b48eNls9lkWZZGjhyp\n", "iRMnaunSpW6f9lAXJSUlKSAgQAsXLqztpniV3/72t/rhhx/0448/Kjc3Vx06dNCuXbuc6hB/7vF+\n", "cfHy8/MlnR0x9dxzz6l+/fry8/PTjBkzFBoa6vJkNGLQvYULF+r666/XE088oSNHjujEiRO67rrr\n", "1K1bN3300UfVck6SFhUUFBTk+GbnXMzHqzoxMTEKDAzUF198UdtN8Si+vr4aP368br31Vj344IPK\n", "zMx0vGGVFZM+Pj4uU5nqiszMTL388st6+umnXV4rz7A+4lAKDAyUJKdvD8/d3rx5s+NvHjFYPq+8\n", "8opuv/12l28U3SEGpb59+2r9+vXKyclRx44d1aNHD/3yyy+aMWOGJKlNmzaSxN/CcqqKfurZs6ck\n", "1em4LDVnzhylpqZq7dq1atCggdNrZfU194vOQkJC9Prrr+uXX37R3XfffcH6xJ977t4viEFXpfc1\n", "V155pVPS27IsderUSZmZmRcclVfXY/Dnn3/WlClTNHz4cI0ZM0aWZcnX11fTpk1T27ZtnaZjV2UM\n", "krSooM6dO+vEiRP6+eefncozMjIkyTFsH+VT1nxtm82mkpKSGm6NZ8nPz3fbB3FxcSouLta2bdsU\n", "GRmpwMBAR/ydKyMjQ9HR0fLz86uJ5nqcdevWqUGDBho+fLjjudqlC0q+/PLL6ty5s0aPHi2JOCxL\n", "TEyMJLn0Qel6AiUlJYqIiCAGy2nv3r3asGGDbr/9dpfXiMGy9erVSx988IG+++47bd26VY8//rh+\n", "+uknNWrUSJ06dZIk4rCcKtJP+fn5bpMb5/7/r8tmz56t5cuX69///reaNm3q8nrnzp0lyaWv6/r9\n", "4qlTp1zK/P39FRkZ6bSYPfFXtvK+XxCDrq688kr5+vq6jZ9fxxYx6F56eroKCwvdLloaFRWlgwcP\n", "6siRI5KqNgZJWlTQzTffLElKTU11Kl+3bp0iIiKUkJBQG83yWpdffrmys7Odyr7//nudOHHCZXXp\n", "uubaa691PK3mXFlZWZLOZi9tNptGjRqlDRs2OFbtlaTs7Gzt2bPHEa910Z/+9CdlZWVp+/btjp//\n", "+7//kyTddddd2r59u5YtWyaJOCxL6boVpesHlCodwtu9e3disAJeffVVjRgxwmm+Zyli0L0ffvjB\n", "5alcxhitXr1aY8eOdXzA9vHxIQ7LoSL99M9//tPtwoilv4+6HJdJSUlau3atUlNTHU+lWrVqlWbN\n", "muWoM3ToUAUGBrq9X/Tx8dENN9xQo232BFlZWQoKCnL5sFdcXKwDBw44vpWViL/zKe/7BTHoKiAg\n", "QIMHD9bevXt1+vRpp9d27dql8PBwRxwSg+61bNlS0n8/j5wrKytL/v7+jr+LVRqD5X44Khxuuukm\n", "ExMTY44cOWKMMWbVqlXG19fXrFq1qpZb5plKn/OblZXl8pplWWbs2LGOZyUfP37cDB482DRt2tTs\n", "3bu3ppvqUfr37286derk1G/r1683DRs2ND179nQ8R3nfvn0mKCjIPPDAA8YYY4qKiswf/vAHc+WV\n", "V5q8vLxaabunyszMNJZlmZkzZzqVE4fulZSUmL59+5qYmBhz6NAhY4wx6enpxm63m+uuu85Rjxi8\n", "sIKCAhMcHGxSU1Pdvk4MuvfGG2+YNm3amOzsbGPM2dh64IEHTGxsrDlx4oRTXeLwv873vlveflqy\n", "ZInx9fU1H3zwgaPsiy++ME2aNDHDhw+v/ouoRefrv7/85S+mWbNm5tVXXzVvvPGG4+eOO+4w48aN\n", "c6q7YMECExAQYLZu3WqMMSYjI8OEhISY+++/v0auo7aU1X+l78FTp041BQUFxpizfxunTJliLMsy\n", "8+fPd9Sty/FnTNXdOxODrv23Y8cO06BBA3Pfffc5yubPn29sNpt5++23HWXEYNl9OGrUKOPn52fW\n", "rl3rKEtOTnb8/z5XVcUgSYuLkJ+fb6ZNm2batWtnOnXqZLp27Wo+/PDD2m6Wx3nggQdMWFiYadKk\n", "ibHZbKZ169YmLCzMEbTGGLNs2TKTmJhoYmNjTYcOHcwVV1xhRo8ebdLT02ux5Z7hiy++MLfffruJ\n", "jY01nTp1MhEREaZ9+/Zm+vTpLjfg33zzjRk6dKiJjo42UVFR5ve//7358ccfa6nlnufYsWMmLCzM\n", "tG7d2thsNtOkSRMTFhZmFi9ebIwhDs8nNzfX3HPPPSY0NNS0b9/eREVFmRkzZpjCwkKnesTg+f3j\n", "H/8wUVFRZb5ODLq3bds2c80115g2bdqYuLg4Ex8fb+677z5z/Phxt/XrehyW533XmPL1U05Ojpk9\n", "e7bp0aOH6dixo7nyyitN+/btzaxZs1z+/18qLtR/aWlpxrIsY7PZjGVZTj82m82MHz/e5ZjJycmm\n", "Y8eOplOnTqZ9+/bmb3/7W01fVo25UP8VFhaaxYsXm2uvvdbExMSYjh07mtatW5sBAwaYd9991+lY\n", "dTH+jKmee2di0PVv4ObNm83VV19tQkNDTUREhOnbt69Zs2aNUx1isOw+zM/PN3PnzjXx8fEmNjbW\n", "xMbGmh49epglS5Y4vlQ9V1XEoGVMHX/QLAAAAAAA8EisaQEAAAAAADwSSQsAAAAAAOCRSFoAAAAA\n", "AACPRNICAAAAAAB4JJIWAAAAAADAI5G0AAAAAAAAHomkBQAAAAAA8EgkLQAAAAAAgEciaQEAAAAA\n", "ADwSSQsAAAAAAOCRSFoAAFDL2rVrpxYtWshms6l+/fqy2+2aOXNmbTfLI7Rr107NmzeXzWbTo48+\n", "WtvNqXLjx4+X3W6XzWbTgAEDars5AAB4HJIWAADUsm+//VabN2+WJPXp00fZ2dmVTlqMGzdONptN\n", "+/fvr4IW1p5vv/1W7733niTJsqxabk3VW7JkibKzsyVdmtcHAEBlkbQAAMADGGOq/JiXyofg6ugb\n", "AADgHUhaAABwiTLG8IEfAAB4NZIWAAB4sNtvv91pzYOtW7dq4MCBCgkJ0RVXXKE77rhDeXl5jvrf\n", "fvut7Ha73n77bUlSt27dZLfbZbfbtXTpUkc9Y4xeeeUVJSQkqFmzZmrWrJm6d++uRYsWnff827Zt\n", "0+DBg9WqVSvZbDYFBwc7Xvfx8ZHdbtfChQsd+4eFhalRo0by9/fXwIEDJUnZ2dl6+OGH1a1bN7Vu\n", "3VpNmzZVTEyMnnjiCRUVFVWqv1JTU2W32+Xv7y+bzab//Oc/uvvuuxUZGanGjRurb9+++uqrr5z2\n", "6d+/v9t1M5YsWSK73S4fHx+Fh4c7yk+dOiW73a4mTZrIZrPptdde07PPPqvY2Fg1bNhQCQkJWr16\n", "tSTpf//3fxUfH6/GjRsrPj7eUV6Wr776SgMHDtQVV1yhxo0ba9iwYfr666/d1n333Xd11VVXOX5/\n", "cXFxevrpp3XmzBlHnVmzZjldQ2ZmpkaNGqU2bdrIZrPJZuNWEADg4QwAAKh1mZmZxrIsM2DAALev\n", "W5ZlIiIizO9+9ztz5MgRY4wxH374ofHx8TG///3vXeqPHTvWWJZl9u3b5/Z4t956q6lXr5558803\n", "TXFxsSksLDQvv/yysdls5s477yzz/MOHDzcHDhwwxhgzf/58Ex4ebowxpnv37sbPz8/8+OOPLvv+\n", "9re/NXPmzHFsv/POO8bX19csXbrUUbZq1SrToEED87vf/c5l/3//+9/Gsizz6KOPur0Wd8aNG2cs\n", "yzKDBg0yn3zyiTHGmOzsbNOpUycTGBhoDh8+7FR//fr1ZZ4jLCzMcZ3neu2114xlWSYhIcEsXbrU\n", "lJSUmCNHjpguXboYX19fM3XqVPO3v/3NFBUVmVOnTpmhQ4caPz8/k5WV5XIsy7JMWFiYGTRokMnM\n", "zDTGGJORkWHi4+NNo0aNzNdff+1U/5FHHjGWZZm5c+eawsJCU1JSYpYvX24CAgLMsGHDTElJics1\n", "BAUFmWuuucZ88803xpizfW6z2crdpwAA1AaSFgAAeIDyJC3q1atnDh486FTes2dPU79+fXPmzBmn\n", "8vMlLZYvX24syzJ33323y2s33XSTsSzLfPXVVy7n9/Pzc3ygNsaY48ePmzfeeMMYY8ySJUuMZVnm\n", "kUcecdpv3759pkGDBubo0aOOstTUVHPXXXe5nHvq1KnGsiyzZ88ep/KLSVqUXv8zzzzjVP7KK68Y\n", "y7LM66+/Xu5zhIaGuk1alF5zYmKiU/nixYuNZVkmPj7eqTw1NdVYlmWefvppl2NZlmV8fX1Nenq6\n", "U/mmTZtc4mLLli3GsiwzYsQIl+OU9uHbb7/tcg2WZZlPP/3UUVZcXGwWLFjgcgwAADwJYwIBAPAS\n", "ERERstvtTmVhYWEqLCzU4cOHy32cN954Q5I0bNgwl9d69uwpSfrggw9cXmvbtq3CwsIc240bN9b/\n", "/M//SJJ+//vfq0mTJlq8eLGKi4sddV599VWNGjVKzZo1c5QNGjTIaQpJqejoaEkqczrExfjNb37j\n", "tB0aGipJ+vHHH6vsHL1793bavuKKK9yWt27dWpL0ww8/uD1OWFiYrrzySqey7t27q1mzZvr000/1\n", "888/S5Jjmk9Ff3/169dX3759Hds2m00TJ04s+8IAAPAAvrXdAAAAUD4tWrRwKatfv74kqbCwsNzH\n", "+fbbbyVJt9xyi3x9nW8Fzpw5o4YNGyonJ8dlv5CQkDKPedlll2ns2LF6/vnntXLlSo0aNUpFRUVK\n", "Tk7W8uXLXc7x97//XW+88Yb27dun06dPy7IsnT59WtLZNSOqyq/77GL660KCg4OdtuvVq+e2vPTc\n", "v/zyi9vjXH755W7LW7VqpWPHjum7775Tt27dHL+/6dOnO63BIUnFxcVq2LCh2yRWy5Yty3E1AAB4\n", "FkZaAADgJap60cRVq1YpOzvb6efw4cPKzc3VK6+8UuHzT5gwQZL00ksvSZJWrFihFi1aqFevXk71\n", "/vjHP+r2229X586dtX37dh06dEjZ2dl6/vnnq+jKyt/m8igpKbmoc1TV7ys/P99t+UsvveTy+8vJ\n", "yVFubq5SUlKqrT0AANQk3r0AAKhj2rdvL0nav3+/29c//fRT7du3r8LHbdeunfr376+PP/5Ye/fu\n", "1UsvveRIZJQ6ceKEli5dqgYNGui5555TkyZNHK+ZWnw8q5+fnyS5PL3EGKOffvqpRtqQnZ3tUmaM\n", "UXZ2tizLUmRkpKQL//42b97sGI0BAIC3I2kBAIAHsCyrSo/XoEEDSf/9EL5hwwbNnj1bknTrrbdK\n", "kt566y2X/Xbu3Kn+/fvryJEjF3Xeu+66S8YYTZkyRVu3btUtt9zi9Lqfn59sNpssy3JJUmRlZV3U\n", "OatC6XoTv27Dxo0bK/0Y1vLKzMzU3r17nco+/vhjnTx5UgMGDFDTpk0lnZ3WY1mW299fTk6O+vbt\n", "q127dtVImwEAqG4kLQAA8AClH+DPN9qgIq/FxcVJknbs2CFjjF566SVt375dknT99dfrj3/8o1as\n", "WKH58+c71nfYtm2bbr75Zt12221KSEio0PlLjRw5Ui1bttTq1as1ZswYR/KkVEBAgEaNGqWTJ09q\n", "6tSpKigokHR2dMcLL7xw3vNczEiM8h4rNDRUXbt21apVq7R161ZJZxMYTz/9tJo3b35Rv5eKljdt\n", "2lS33XabY5RLZmam7rvvPjVq1Mhp6kx8fLxmzpypbdu2afr06Y41QPbu3auRI0dqwIABGjlyZLnP\n", "CwCAR6vZh5UAAIBfi4qKMsHBwcZms5n69eubkJAQM2PGDGOMMQ8++KAJCQkxNpvN1KtXz4SEhJh1\n", "69aZ7777zoSEhBh/f39js9lMcHCw+eMf/+g4Zn5+vhk3bpxp2bKlsdvtZtCgQSYjI8PpvMnJyaZH\n", "jx6mWbNmpnXr1iYhIcG89NJLpqSkxFHn3POXtu3Xj/j8tYceesjYbDaTlpbm9vWTJ0+aBx54wERE\n", "RJiAgAATHh5ufve735mkpCRjWZZp3LixiY6OdvRNs2bNjM1mMw0bNjR2u918//33ZZ57x44dLv1y\n", "xx13GGOMGTZsmMux8vLyHPv++OOP5qabbjItWrQwdrvdXH/99eb77783YWFhxtfX14SEhJjZs2cb\n", "Y4xp27atady4sbHZbKZx48YmLi6uzHMUFBSYO++80/E79vf3N3a73aSlpZnx48c7+nfAgAHmX//6\n", "l+nTp4+5/PLLTaNGjcywYcPM119/7fZaV6xYYfr372+aN29uWrVqZTp06GCefPJJc/r0aUedhQsX\n", "mpCQEOPr6+u4hoSEhPP+/gAA8CSWMaTdAQAAAACA52F6CAAAAAAA8EgkLQAAAAAAgEciaQEAAAAA\n", "ADwSSQsAAAAAAOCRSFoAAAAAAACPRNICAAAAAAB4JJIWAAAAAADAI5G0AAAAAAAAHomkBQAAAAAA\n", "8EgkLQAAAAAAgEciaQEAAAAAADwSSQsAAAAAAOCR/h/uQVK1jgw0BAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "iso5j\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABCQAAAKzCAYAAADGJdzIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3Xl0W+W1NvBHg+dRHmTLc2zHcTxlcCYMdQbIUAKJQ0lW\n", "Q6GUtnALq6UhKeUytRdoc0spEHoL3AZI6Wq6oKRcTOM0NCSlITgxscnkpDaJR0mxY9nyIA+xren7\n", "w98RljUdydI5R9L+rcVaWJalV45tnfOcvfcrMpvNZhBCCCGEEEIIIYRwSMz3AgghhBBCCCGEEBJ8\n", "KJAghBBCCCGEEEII5yiQIIQQQgghhBBCCOcokCCEEEIIIYQQQgjnKJAghBBCCCGEEEII5yiQIIQQ\n", "QgghhBBCCOcokCCEEEIIIYQQQgjnKJAghBBCCCGEEEII5yiQIIQQQgghhBBCCOcCIpAwm82oqKiA\n", "WCyGUqnkezmEEEIIIYQQQghxQXCBREdHB6Kjo7Fo0SKb/2pra+1+zZ/+9CfU1dVBJBI5fNx9+/Zh\n", "wYIFWLBgAYqLi/HCCy/AbDb76mUQQgghhBBCCCHECSnfC7Bn6dKl+OSTT1jdd3h4GE8++SRuv/12\n", "HDx40O59Xn31VTz66KM4ceIEysvL0d7ejhtuuAF9fX14/vnnvbl0QgghhBBCCCGEsCC4Cgl3Pffc\n", "c7j11luxePFiu58fHh7GE088gfvuuw/l5eUAgDlz5uCRRx7BSy+9hPb2di6XSwghhBBCCCGEEPh5\n", "IHH58mX88Y9/xO7dux22X3z00UcYHh7GzTffbHX7mjVrYDQa8f7773OxVEIIIYQQQgghhEwjyECi\n", "p6cH9957L1asWIGCggJs3rwZx44ds7nfjh078OSTTyIxMdHhY507dw4AkJeXZ3U78/GFCxe8uHJC\n", "CCGEEEIIIYSwIbhAQiKRwGQy4YEHHkBdXR0aGxuxcOFCrFu3Dm+99ZblfgcPHoRSqcQPf/hDp4/X\n", "29sLAIiNjbW6nfmY+TwhhBBCCCGEEEK4I7ihlpmZmWhubrZ8HBYWhmeeeQYfffQRfvKTn+Db3/42\n", "TCYTdu3ahddffx1ise8yle7ubnR3d/vs8QkhhBBCCCGEEKFSKBRQKBQ+e3zBBRKOLF++HPX19Whs\n", "bMRHH32E4uJim7kQAGxmSSQlJQEAdDqd1e3Mx8nJyXafr7u7G0uWLEFXV5c3lk8IIYQQQgghhPiV\n", "tLQ0NDQ0+CyUEFwgodPpEBoaivDwcKvbJRIJAMBkMuGTTz6BWq3GokWLLJ+/du0aAODWW29FaGgo\n", "fvrTn2L79u2W+7S1tWHBggWW+7e1tQGA1W3TdXd3o6urC/v378f8+fO99wL9yI4dO7Bnzx6+l8Gb\n", "YH/9AH0P6PUH9+sH6HtArz+4Xz9A3wN6/cH9+gH6HtDrD+7X39TUhLvvvhvd3d3BE0g8/PDDmDdv\n", "Hh5//HGr2xsaGhAVFYWSkhJ8/PHHNl/3zDPP4JlnnsHhw4eRlZVluf3rX/86YmJicPToUWzZssVy\n", "+7FjxyCRSPCNb3zD6Xrmz5/vcEvRQBcfHx+0rx2g1w/Q94Bef3C/foC+B/T6g/v1A/Q9oNcf3K8f\n", "oO8BvX7fvn6tVgsATjdpCHSCG2opEonw+uuv48qVK5bbXn/9ddTW1uJnP/uZTeUEg2nVmNmyER0d\n", "jf/+7//G22+/jTNnzgAA2tvbsWfPHuzcuRM5OTm+eSGEEEIIIYQQQsgMGo0GFRUVKC0tRWlpKSoq\n", "KqDRaPheFi8EVyGxa9cuxMfH484774RIJMLg4CDS0tLw5z//Gdu3b7e5/xtvvIHdu3djcHAQIpEI\n", "N910E0JCQnD27FnExcUBAB566CFERETgO9/5DkQiEfR6PXbu3IlHH32U65dHCCGEEEIIXRklJIhV\n", "VVXh1KlTlo+7u7uxZcsW1NbW8rgqfggukCgpKcHLL7/M+v73338/7r//fpf3u++++3DffffNZmmE\n", "EEIIIYTMikajQVVVFTo6OgAAOTk5qK6uhlwu53dhhBBOaLVay+//dO3t7dBqtUEXUgoukCDCYa8i\n", "JZgE++sH6HtArz+4Xz9A3wN6/cH9+gH6Hvji9fvTldFg//cH6HtArz+4Xz8XROaZQxcIAODMmTMo\n", "Ly/HF198EdSDXAjxFSpVJYQQEmy0Wi1KS0vR3d1tdbtCoUBjYyO9JxISJCoqKqyCSeY2oQWTXJwT\n", "C26oJSEksNEQH0IIIYQQEsyqq6tRVFRk+Tg3NxcffPABjyviDwUShBBOMaWq3d3d6O7uxqlTp6y2\n", "5CWEEEICVWJiot0d3ubMmUPVEYQEEblcjqeffhoAsHr1akgkEiQlJfG8Kn5QIEEI4YyrIT6EEEJI\n", "oKuurkZFRQVCQ0MBAGlpaUF7ZZSQYKbVaiGVSrF7925cuXIFBw8e5HtJvKBAghBCCCGEEI7I5XLU\n", "1tYiMzMTwFQgQTtsEBJ8mB01VqxYgYqKCrz44ot8L4kXFEgQQjhDpaqEEEIIYDab0dXVhaKiIpw5\n", "cwbDw8N8L4kQwrHpW3zu2rULJ06cQH19Pc+r4h4FEoQQTlVXV2PhwoUAgLCwMFRUVFCpKiGEkKAy\n", "MDCA69ev46677oLJZMLJkyf5XhIhhGPTA4nNmzcjLy8vKKskKJAghHBKLpfjF7/4BQCgtLQUtbW1\n", "VKpKCCEkqKjVagDAmjVrIJfL8emnn/K8IkII16YHEhKJBDt27MBf//pXdHZ28rwyblEgQQjhHPOH\n", "dmRkhOeVEEIIIdxjAomsrCxUVlZSIEFIENJqtVY7a9x3332IjY3FK6+8wuOquEeBBCGEc0qlEsBU\n", "ySohhBASbFQqFSQSCVJTU1FZWYnTp0/j+vXrfC+LEMKhvr4+qxlqUVFR+MEPfoA333wTQ0NDPK6M\n", "WxRIEEI4x1RIDA4O8rwSQgghhHtqtRoKhQISiQSVlZWYnJzE6dOn+V4WIYRD01s2GD/84Q8xPj6O\n", "N954g6dVcY8CCUII5zo7OxEaGoqJiQm6IkQIISToqNVqZGRkAABKSkoQHx9PbRuEBBG9Xg+dTmcT\n", "SKSlpeGuu+7CK6+8Ar1ez9PquEWBBCGEc0qlEiUlJQCobYMQQkjwUavVyMzMBDA1zO6mm26iQIKQ\n", "INLf3w8Adre937lzJ9RqNQ4cOMD1snhBgQQhhFOTk5Po6urCggULAFAgQQghJPioVCpLhQQAVFZW\n", "4uTJk0FzRZSQYKfVagHYDyTKysqwdu1avPjii+jr67PcN1BRIEEI4ZRarYbZbLYEEjRHghBCSDAx\n", "m81WLRvAVCAxNjaGM2fO8LgyQghXnAUSAPC9730PZ86cQWFhIUpLS1FRUQGNRsPlEjlDgQQhhFPM\n", "DhsLFy4EQBUShBBCgsvQ0BBGR0ctLRsAsHjxYkRGRlLbBiFBwlUgwWz9qdVq0d3djVOnTmHLli2c\n", "rY9LFEgQQjjF7LBBLRuEEEKCkVqtBgCrComQkBBUVFRQIEFIkGACiYSEBLuf6+josLm9vb09INs3\n", "KJAghHCqs7MTcrkc8fHxCA8Pp0CCEEJIUFGpVACsAwlgqm3jxIkTMBqNfCyLEMIhrVaLuLg4SKVS\n", "vpfCOwokCCGcUiqVyMrKAgDIZDKaIUEIISSoqNVqiMViKBQKq9srKysxNDSEixcv8rQyQghXtFqt\n", "w3aNxMRE5OTk2Nw+Z84ch1/jzyiQIIRwqrOzE9nZ2QCA+Ph4qpAghBASVNRqNRQKhc2V0eXLlyM0\n", "NJTaNggJAs4CCQCorq5GRUUFQkJCEBERgYqKCnzwwQccrpA7FEgQQjg1PZCQyWQUSBBCCAkqM3fY\n", "YISHh2P58uUUSBASBFwFEnK5HLW1tbjtttuwePFi1NbWQi6Xc7hC7lAgQQjhjNlstmnZoECCEEJI\n", "MFGpVHYDCWCqbePTTz+F2WzmeFWEEC65CiQYc+fORVdXFwcr4g8FEoQQzmg0GkxMTFhVSNAMCUII\n", "IcHEUYUEMBVIaDQaXL58meNVEUK4xDaQyM7OhlqtDuhhtxRIEEI4w2z5STMkCCGEBCu1Wo3MzEy7\n", "n7vhhhsgkUiobYOQAMc2kMjKyoJer0dPTw8Hq+IHBRKEEM4olUoAoJYNQgghQWloaAjDw8MOKyRi\n", "YmKwePFiCiQICWBms9mtQAL46hg6EFEgQQjhTGdnJ6KiopCQkACAAglCCCHBRa1WA4DDQAL4ao4E\n", "ISQwDQ8Pw2AwUCDx/1EgQQjhDLPDhkgkAjAVSIyOjkKv1/O8MltarRZarZbvZRBCCAkgbAMJpVJp\n", "aXMkhAQW5viSTSARFxeHmJiYgP57QIEEIYQz03fYAKYCCQCCGmyp0WhQUVGB0tJSlJaWoqKiAhqN\n", "hu9lEUIICQBqtRoikQhpaWkO73PTTTcBAFVJEBKg3AkkRCIRsrOzqUKCEEK8gamQYMTHxwOAoNo2\n", "qqqqcOrUKXR3d6O7uxunTp3Cli1b+F4WIYSQAKBSqZCamoqQkBCH90lISEBpaSkFEoQEKHcCCWCq\n", "bYMCCUII8YKZgQRTISGUQEKr1aKjo8Pm9vb2dmrfIIQQMmvOtvycjuZIEBK4KJCwRoEEIYQTw8PD\n", "GBgYsNuyIZRAghBCCPEldwKJy5cv49///jcHqyKEcEmr1SI0NBRRUVGs7p+VlUUzJAghZLaYZNde\n", "hYRQZkgkJiYiJyfH5vY5c+awTrEJIYQQR9RqNTIzM53eR6PR4IUXXgAwNU+CZhkREli0Wi2SkpIs\n", "Q95dyc7OxsDAAIaHh328Mn5QIEEI4QST7E4PJKKioiCRSARVIVFdXY2KigrLm8TChQvxwQcf8Lwq\n", "QgghgUClUrmskKiqqkJDQwOAqQpCmmVESGDRarVuXehiqotVKpWvlsQrCiQIIZzo7OyERCKxmiwu\n", "Eokgk8kEFUjI5XIcPXoUZrMZAPDYY49BLpfzvCpCCCH+TqfTQafTOQ0kvDnLiLavJkSYPA0kAnWO\n", "BAUShBBOKJVKZGRkQCKRWN0utEACAK5evWr5/0uXLvG4EkIIIYGCeW9hM0NiNmj7akKEzd1AIi0t\n", "DWKxmAIJQgiZjZk7bDBkMplgZkgw1Go1gKlEmgaKEUII8QbmvcXZDAlvzDKi7asJEba+vj63Agmp\n", "VIr09PSAHWxJgQQhhBOOAon4+HjBVUgwB43r1q2jQIIQQohXMP3f01sX7WFmGSkUCkRFRUEqleIv\n", "f/kLq+eg7asJET53KySAqRlsVCFBCCGzoFQqrbb8ZAixZUOtViMhIQFLlizBlStXMDExwfeSCCGE\n", "+Dm1Wo2UlBSEhoY6vZ9cLkdtbS0aGxvxj3/8AwaDAadOneJolYQQX/MkkMjKyqJAghBCPKXX69HV\n", "1eWwZUOIgURGRgaKiopgNBpx5coVvpdECCHEzzHvLWwlJibixhtvxI033oi9e/ey/hravpoQ4Zqc\n", "nMTIyAgFEtNQIEEI8Tm1Wg2TyeRXMySYQAIAtW0QQgiZNbVa7XR+hCMPPPAAjh49itbWVlb3r66u\n", "RmxsLKRSKQAgLy+Ptq8mRCCY1ilPAgm1Wg2j0eiLZfGKAglCiM8xia69lg2hzpDIyMhAYmIiUlJS\n", "aKeNIEVb5hFCvEmlUnm0w8bWrVsRHx+PN998k9X9r169Cp1Oh9///vdITU3FXXfdRdtXEyIQswkk\n", "DAYDuru7fbEsXlEgQQjxOWYqsKMZEkNDQzCZTFwvy6HpB41FRUVUIRFkaMs8QogvuNuywYiIiMA9\n", "99yDffv2YXJy0uX9X3zxReTk5ODb3/42cnJyLMM0CSH88zSQYKqMA7FtgwIJQojPdXZ2Ijk5GZGR\n", "kTafk8lkMJvNGBoa4mFltiYmJqDRaCiQcCGQqwf8Zcu8QP43ICTQjIyMYHBw0KNAAphq29BoNDh4\n", "8KDT+6lUKrz77rvYsWMHpFIpMjIyKJAgREBmUyEBUCBBCAki3jzZcbTDBjAVSAAQzByJrq4uALAc\n", "NBYXF+Py5cusrkoFg0CvHvCHLfMC/d+AkEB09epVAPBohgQAlJSUoKKiAr///e+d3u+3v/0toqOj\n", "8d3vftfyfBRIECIcWq0WIpHIcvzLVmxsLOLi4iiQIIQEPl+c7HR2dtodaAlMzZAAIJg5Emq1GgCs\n", "KiQMBgNaWlr4XJZg+Ev1QCCjfwNC/A8TCnhaIQFMVUl8/PHHaGtrs/t5nU6HvXv34gc/+AFiYmIA\n", "TAUSarUaZrPZ4+clhHiPVqtFfHw8JBKJ21+blZVlaYMOJBRIEEKs+OJkx1kgwSTEQg4kANppA/CP\n", "6oHZEvqWecHwb0BIIGLeW9LT0z1+jK1btyIuLs7hcMu33noLY2Nj+NGPfmS5LTMzE2NjY4J5jyUk\n", "2Gm1Wo+PJ7Kzs6lCghAS2HxxsmM2m1m1bAjlYEmtViM2NtZydSk5ORnJycm000YQqa6uRllZmeXj\n", "FStW0JZ5hJBZUavVkMvlCAsL8/gxIiMjLcMt9Xq91ecMBgP27NmD7du3W4UeTLhObRuECMNsAoms\n", "rCwKJAghxF29vb0YHx93WCERFxcHkUgkqEBiZkktDbacIvTqAW+Ry+X49a9/bfl4z549gtkyL1j+\n", "DQgJNJ7usDHTAw88gJ6eHpvhln/961+hVCqxa9cuq9uZmRUUSBAiDBRI2KJAghBikZiYiLi4OJvb\n", "Z3Oyw/S6OQokxGIxYmNjBTPUkgIJ56qrq1FRUYGoqCgAQEFBQUBWD/T19QEAJBIJGhoaeF6Nterq\n", "ahQUFFg+Xrx4cUD+GxASSKZvJz0bpaWlWLFiBfbu3Wu5zWw248UXX8Qtt9yCBQsWWN0/NTUVUqnU\n", "0jJCCOHXbAOJwcFB6HQ6L6+KXxRIEEIsBgcHMTAwgPj4eMsfywULFszqZIdJch0FEsBU24aQKiRm\n", "TkEvLi7Gl19+aVMiG4zkcjlqa2uxatUqAMCDDz4omOoBb+rt7UVkZCTKysrwxRdf8L0cK3K5HFVV\n", "VZZQ6L/+678C8t+AkEDirQoJYKpK4siRI2hvbwcAnDhxAg0NDTbVEcBUqJqWlkYVEoQIxGwDCSDw\n", "tv6kQIIQYvHoo49ibGwMFy5cQGNjIyIjI7F9+/ZZnex0dnYiMjISCQkJDu8jtEDCXoWEXq9Ha2sr\n", "T6sSHmbnFSFvNzmbrWt7e3uRnJyM8vJywQUSAFBfX49169YhLi4OFy9e5Hs5hBAX7IXdntq2bRti\n", "YmLwP//zP9BqtfjNb36D4uJirF+/3u79MzIyKJAgRCBmO9QSoECCEOIn3D0ZO3r0KN5880288MIL\n", "yMzMhEKhwOrVq/Hxxx/Pah3MDhsikcjhfYQSSOj1enR3d9sNJADaaWM65s2wt7eX55XY8sbWtdMD\n", "iUuXLuH69es+Wq37TCYTvvjiCyxduhQlJSU0cJUQgRsbG0N/f7/XKiRGR0cRERGBV155BfPnz8fB\n", "gwdx//33O3yfzczMpECCEAEwm83o7+/3OJBQKBSQSCQUSPhaR0cHoqOjsWjRIpv/amtrLff76KOP\n", "cOedd6KwsBBlZWUoLi7GI488YvfgOCcnx+7jvfLKK1y+NEI44cnJ2MjICO6//36sXr0a999/v+X2\n", "tWvX4sSJExgbG/N4PUql0mm7BgDEx8cLYobEtWvXYDabbQ4a5XI5EhMT6cTv/5uYmEBPTw8AYVZI\n", "eGPr2t7eXiQlJaG8vBxGoxEXLlzw0Wrd19LSAp1OhyVLlqC4uJgqJAgRuJnbSc9WVVUVenp6YDKZ\n", "LMe97777rsP7Z2Zm0gwJQgRgaGgIRqPR40BCIpEgIyMj4AIJKd8LsGfp0qX45JNPHH7+2rVruPXW\n", "W/HUU0/hwIEDEIlE6OzsxC233IIPP/wQ58+ft2zZBwAikQhnz57lYumE8I45GWN0d3djy5YtVoHe\n", "TE888QR6enpw9OhRiMVf5ZTr1q3Djh07cOLECYeloK50dnZi6dKlTu8jk8kEcbDk6KBRJBLRYMtp\n", "mO9TZmam4AIJV1vXsj0I6O3tRW5uLkpLSyGVSvHFF19g+fLlbq8FgNd3v6ivrwcALFmyBM3Nzfjj\n", "H/8Ig8EAqVSQb+mEBD1vBhKO/sZ1dnY6/BvHBBJms9lptSIhxLe8cVyQlZVlGRgfKARXIcFWQkIC\n", "nn32Wcsf1uzsbDz22GPo6OjAX//6V55XRwg/XJ2M2fPZZ5/hd7/7HXbv3o28vDyrzxUWFiI9PR1H\n", "jhzxeE1My4YzQmnZcHbQWFxcTIHE/8ck8+Xl5YJs2fAGpmUjPDwcJSUlbs2R8EbLiDMNDQ3Iy8uD\n", "TCZDcXExJiYmaL4JIQLm7QoJd2VkZGB8fNyyexAhhB/eCiQCrULCLwOJ1NRUXLt2zeb29PR0ABBE\n", "6TchQmIymWxu02q1UKvV+N73vocVK1bgRz/6kc19RCIR1q1b5/EciZGREfT39/tVIBEVFWV369Oi\n", "oiI0NzfDYDDwsDJhYd4IFy9eLLgKicTEROTk5Njc7u7WtUwgAcDtwZbeaBlxpqGhAUuWLAEwFZQB\n", "oHYiQgRMrVYjKSkJ4eHhs34sT/7GMcM0aY4EIfxiAomkpCSPHyM7O5sCCS709PTg3nvvxYoVK1BQ\n", "UIDNmzfj2LFjVvexV5r65ZdfAgBWr15t87nHH38cFRUVKCwsxMqVK7F3716YzWbfvABCeOLoQEWj\n", "0eDRRx9FY2Oj1dXbwsJCXLlyBb/+9a8hkUjsPubatWvR2NiI7u5ut9fD/MFktilyRCaTYXBwkPff\n", "SWaHDXslrUVFRZicnERbWxsPKxMWlUqF5ORkZGdnY3h4GOPj43wvyUp1dTUWLlwIAIiKikJFRYVb\n", "W9caDAYMDAxYBRKXLl1i9To9qVJyh8FgwJkzZyxtUHK5HElJSTRHggSl2eykwyWVSuXV6ojq6mpU\n", "VFRAoVBAoVC4/BvHBBJCaI0kJJh5q0Li6tWrAXWBTHCBhEQigclkwgMPPIC6ujo0NjZi4cKFWLdu\n", "Hd566y2HX6fX6/HGG2/gnnvusRyIMpKSklBQUIDPPvsMTU1N2LFjB3bu3Il7773X1y+HEM5VV1ej\n", "oKAAwFQ10bJly/DUU0/h448/RllZGQoKCixXb0dHR2E2m/HYY485fLxbbrkFADyqkmB63NgMtTQY\n", "DBgdHXX7ObzJ2T7xzJVoatuYCpoyMzMt28EKrW1DLpfjtddeAwBs2LABtbW1bm1dyxwwTA8kDAaD\n", "IAZbNjc3Y2xszFIhIRKJUFxcTBUSJKj4ui3K25y9t3hCLpejtrYWjY2NaGxsdPk3Ti6XIyQkhCok\n", "COGZVqtFREQEIiIiPH6MrKwsGI1Gjy4UCpXgAonMzEw0NzfjxhtvBACEhYXhmWeewZIlS/CTn/wE\n", "k5OTdr/uySefRGRkpOUgdLr6+nrcd999EIvFEIlE2LJlCx566CHs378fn3/+uU9fDyFck8vl+O53\n", "v4uYmBhcvHgRn3/+OZ599lm0tbVh7969dnfMcHb1Njk5GYsWLfIokFAqlZBIJEhLS3N6P5lMBgC8\n", "t204O2hMSUmBTCajEz9M/btmZWVZTtiFeCIwNDQEwLMWPiZgYV5fWVmZZbClK95qGXGkoaEBIpEI\n", "ixcvttxGW3+SYOPrtihvU6vVlioFb0pMTGT1d0UsFiM9PZ0CCUJ45s5wbUeYquNAGmwpuEDCkeXL\n", "l2NoaMjuQddvfvMbHD16FEeOHEFUVBSrx1uxYgUA4OTJk07vt2PHDmzatMnqv3feecf9F0AIhzo6\n", "OpCbm2v1Ry8kJAR33HGHR31rzBwJd1sqOjs7kZ6e7nL6vyeBhKtSXU9KeZ2V1dJOG19RqVTIysoS\n", "bIUEAOh0OgCwO2/IlZmBRHh4OIqLi1nPkaiurrb8nonFYrdbRpypr69HYWGh1U5SxcXF+PLLLx0G\n", "9oQEEl+3RfmCtyskPEFbfxLCP28GEr6YI/HOO+/YnPfu2LHD688zk+D2CNPpdAgNDbUZ/MP0t88c\n", "zrd7924cPHgQn3zyid1BdOPj45icnERsbCyrx5tpz549VleiCPEH7e3tmDNnjs3tzNXbmWVerq7e\n", "rl27Fs8//zwaGxtRVlbGeh1sdtgAvgok2FzN1mg0qKqqshyQ5uTkoLq62nJy7OrzjhiNRnR1dTk9\n", "aCwuLsbp06ddrjGQmc1mS8uGP1RI9PT0uP21TCAxPbxzZ7BlQkICjEYjMjMzoVKp8PHHHyMyMtLt\n", "ddgzfaAlo6SkBAaDAVeuXLG0FhFChOH69evo6+sTRCBBFRKE8MsbgURMTAxkMplPAont27dj+/bt\n", "VredOXMG5eXlXn+u6QRXIfHwww/j5Zdftrm9oaEBUVFRVgdbTz75JI4cOYKjR49awoiamho8++yz\n", "lvu8++672Lp1q93HA2AZDEZIIOno6LBbNg64PwwLAG688UZERES4vf2nUqlkFUjEx8cDYFch4apU\n", "19NS3p6eHhiNRqcHjcxOG0aj0eXjBarBwUGMjIwgKysL4eHhiImJEWQgwVRI9PX1Qa/Xu/W1vb29\n", "CAkJsQq5lyxZgosXL7IabHnq1CkMDAzgkUceAQC0tLS49fyOTE5O4vz58zaBBPO+6O5gS38ZCEjI\n", "dL5ui/K2q1evAuBvy08GBRKE8M8bgQQQeFt/Ci6QEIlEeP3113HlyhXLba+//jpqa2vxs5/9zFI5\n", "sWPHDvzv//4vvvWtb+GDDz7A/v37sX//fhw8eBDt7e1Wj/nPf/4TBw8etHx86tQp/O53v8Ott96K\n", "yspKbl4YIRwxm83o7Ox0GEi4OwwLmCpZr6ysdHuORGdnp8sdNgD2LRuOSnUbGxuxa9cuPPTQQzh/\n", "/rzN59mU8rLZJ76oqAjj4+M2f2OCCXNAy/y7yuVyQbZsMBUSgPstJb29vUhKSrLabcWdwZYHDx5E\n", "SkoK7rrrLgCwej+bjYsXL2JiYsImSE9ISIBCoWA9R8LfBgISMhMTrIvFYojFU4eyzz33HM+rso95\n", "b/HFDAl3ZGRkQK1Wu6wMJoT4Tl9fHwUSdgiuZWPXrl2Ij4/HnXfeCZFIhMHBQaSlpeHPf/6zpYTk\n", "woUL+O1vfwuRSIT/+I//sPp6kUhktXvGxo0b8eyzz+KXv/wlnnzySYyPj0MqlWLnzp34z//8T05f\n", "GyFcuHa+PIj5AAAgAElEQVTtGsbHx+22bEzn7h/EdevWWX6H2OylrtfrcfXqVVYVEiEhIYiKivJ4\n", "qOXIyAj+8pe/IDIy0uM+ejaBxPSdNvLz8z16Hn/HvAEyB9dyuVyQJ7NMhQQwVf3iarDqdL29vZZ2\n", "FMb0wZbLli1z+vU1NTXYuHEj5HI54uLivBZINDQ0QCKRYMGCBTafKy4uZl0hwVQRMbq7u7FlyxbU\n", "1tZ6ZZ2E+JpcLsdnn32G0NBQ/PznP8eBAwewc+dOnD59GqGhoXwvzwrz3pKens7rOjIzM6HX69Hb\n", "24uUlBRe10JIsPJmhcTx48e9sCJhEFyFRElJCV5++WWcP38e586dQ0dHB06ePGnVz1JWVgaTyQSj\n", "0QiTyWT1n9FoxL59+yz3TU5OxuOPP466ujpcuHABly9fxr///W88/fTTCAkJ4eMlEuJT02cneNPa\n", "tWsxPj6Ozz77jNX9u7q6YDKZWAUSwFSVhKtAwlGp7g033AC1Wo3Lly/bbcNiU8qrVqsRFhbm9H4K\n", "hQJxcXFBvaOBSqWCVCpFamoqgKm/sUIMJIaGhizhkruDLfv6+mwCCbaDLVtbW9HU1ITbbrsNIpEI\n", "c+fO9WogUVxcbHceBdutP/1xICAh9gwNDcFgMGDevHl4++23cfHiRezevZvvZdlQqVRISEjw2hwZ\n", "TzEhMrVtEMIfbwUS2dnZAVUhIbhAghAyO74KJEpKSpCamsp6jgSzHRHbQCI+Pp7VUMvq6mrLFer4\n", "+HibGRhMKS/zB3/hwoWsdjhgpqBPL9OfyZ2dNgK1P1+pVCIjI8MyGFioLRs6nQ5z584F4P5gS3sV\n", "EgC7wZY1NTUIDQ3F2rVrAQBz587F5cuX3Xp+R+rr6x3OPSopKUFLSwurGReEBAImCJXL5Vi0aBGe\n", "eOIJ/PKXv8S5c+d4Xpk1IeywAVAgQQjfxsfHMTY25rUKCZ1OZ9We6s8okCAkwLS3tyMhIcFmZ5nZ\n", "EolEWLt2Les5EkwgwbZvlk2FBDB18PnGG28AmNqeaOYMDGZGBjO49sc//rHLGRkA+4PG4uJip4FE\n", "oPfnMztsMITcspGcnIz4+Hi3KyScBRKuBlvW1NRg9erViI6OBgAUFBR4pULi+vXruHjxos1AS0Zx\n", "cTFMJhOam5udPo6/DQQkxJGZ2/M+9dRTmD9/Pr7zne+4PcjWl9RqNe/zI4CpXYPCwsIokCCEJ8xF\n", "Km8FEoBvtv7kAwUShAQYZztszNa6detw7tw5Vlecm5ubkZCQgKioKFaPzTaQAL6qArHXS8/IyclB\n", "QUEB660a2QYSRUVFaGpqcjgYzNNdPvyFSqWyGlSanJwsyAqJoaEhxMXFITU11asVEgaDAY2NjXa/\n", "TqfT4fjx47jtttsst82dOxc9PT1WMy08ceHCBRgMBqeBBABWbRvV1dXIzMyESCSCVCpFUlISqyoi\n", "QoRkeoUEAISGhgqydUMoFRIikcgy2JIQwj1fBBLMxT9/R4EEIQHGl4HELbfcAgA4duyYw/swFQJ7\n", "9uyBTqdjXSHgTiDR3t6O8PBwyxwDR9iU2DPcCSSuX79utw8/GPrzlUqlVSAhl8sxNjaG0dFRHldl\n", "S6fTITY2FikpKW4FEiaTCX19fUhKSrL5XFlZGSQSicOfqSNHjkCv19sEEsDst/6sr69HaGgoSktL\n", "7X4+NjYWmZmZrAZbyuVypKen47bbbsOPf/xjGAwGy043hPgLjUYDsViMhIQEy22LFy/GE088gV/8\n", "4hd2d1xylzda71QqlSACCYC2/iTcC9T2VU94M5BQKBQICQmhCglCiDC1t7e73GHDU6mpqSgrK3M6\n", "R4KpEBgbG4PBYGBdIcB2hgQwFbpkZ2c7nfcATAUS586dg8FgcHo/k8mEq1evsm7ZAMBqjkSgMRqN\n", "NuXHzNVJobVtMBUSKSkpbrVsDA4Owmg02q2QiIiIcDrYsqamBiUlJVaBIBNIzHaORENDA8rKyhAW\n", "FubwPiUlJawHW54+fRqbN2/G9u3bMTg4yHpYLSFCodFokJycbNn2kzG9dePatWsenQx5q/VufHwc\n", "vb29ggkkMjIyKJAgnAj09lVPeDOQEIvFyMjIoECCECI8JpMJnZ2dPquQAGCZI2E2m20+N5sKAXcr\n", "JNi8xvLycly/ft1lX31fXx8mJydZHTSmp6cjJibG7olfYmKi3e3UAqU//9q1azAajTYtGwAE17bB\n", "VEi427Ixsy99JkdVN0ajEYcOHcLtt99udbtMJkNSUtKs50g0NDQ4bNdgsN368+jRozCZTNiwYQMW\n", "L16M9PR0fPjhh7NaHyFcc9RaFRoaipdeegnnzp3D3LlzPToZ8lbrHfM+IYQZEgBVSBD3eVrhEOjt\n", "q57QarUQi8WIj4/3yuNlZWVRIEEIEZ7u7m7o9XqfBhLr1q1DV1eXwwoBT6f8uztDgk0VyKJFiwDA\n", "ZdsG01PL5qDR2U4b/f39GBwcREREBFJTUxEXFwcA+NWvfuXycf0B88Y3s2UDEFaFhF6vx9jYmEcV\n", "EmwCiYsXL2JiYsLq9tOnT6Ovr8+qXYMx260/R0ZG0NTU5HCHDUZJSQna29tdts8cPnwYpaWlSE9P\n", "h0gkwqZNm/Dhhx/aDRkJESqNRuNwYPHPfvYzAFO/O+6eDHmj9Y65Orx+/XoAwKOPPiqIv5GZmZno\n", "6uqC0WjkeylE4GZT4RAM7aue0Gq1kMlkNlVdnqJAghAiSO3t7QDgs5YNAPja176GsLAwfPDBB1Zv\n", "LH19ffjRj35kN1RgUyEgk8kwPj7uMtAwm82sKyTi4uIwd+5c1oEE27Jaeztt6PV6bNu2DTqdDo2N\n", "jbh48SKampqQmZmJvXv3snpcoWPe+KYHN8ysBSEcbDOGh4cBwFIh0d/fz3rqPptAQq/X2wy2rKmp\n", "QVJSEpYvX27zNbPd+vPs2bMwmUysKiQA5+1EJpMJH330ETZs2GC5bfPmzejo6GBVXUGIUDgKJIRw\n", "MsRcHWae7+zZs4K4OpyZmQmDweD2oF8SfKjCwfu0Wq1Xq2WzsrJoqCUhRHiYg7Ds7GyfPcfw8DDC\n", "w8Pxi1/8wpKav/nmmygqKsI//vEPvPrqq7jhhhugUCigUChQUVHBaoI/U8Lmao7E4OAgdDod69CF\n", "zWBLtVqNkJAQhyehMzEVEtN32tixYweOHz+O999/H3l5eUhMTIRCocCjjz6Kd955B62traweW8hU\n", "KhViYmIslR8AEBISAplMJqiWDWZfbmaoJcA+MOnr64NIJLIalDfdggUL7A62PHjwIG699VZIJBKb\n", "r5nt1p8NDQ2IiIhAUVGR0/vNnz8fgPOdNs6fP4+enh58/etft9y2atUqxMTEUNsG8SvOKiRmY7Zb\n", "4wohEHGECd2pbYM4M9ufYdpe2j5vBxLZ2dno6uoS1DbHnqJAgpAA0tHRgaSkJERHR/vsOaqqqjA0\n", "NISJiQlLan7//ffja1/7Gi5duoSHHnoIJ0+eRGNjIxobG1FbW8vqoJGZ8u+qbYOpAmHblsIMtnRW\n", "oqpWq5Gens66jK6oqAhjY2OWioHXXnsNr732Gl599VWsWrXK6r7f//73kZiYiOeff57VYwsZs8PG\n", "zGGicrlcUBUSzBabTMsGANZtG729vUhMTLQbLAD2B1t2dnaisbHRbrsGMFUh0d/fj/7+fndehkV9\n", "fT0WLVoEqVTq9H5RUVHIzc11Wunw0UcfITo6GjfeeKPltrCwMGzYsAF/+9vfPFofIXxwFEg4OhlK\n", "TU1lfTLw85//HAAs21YXFhYGxNa4THUbBRLE16qrq1FRUWF5L83Pzw+I36HZ8EWFhMlkQldXl9ce\n", "ky8USBASQHy5wwbgODWXyWT4/e9/b7UNZ2Jiolt/eNkGEszzu1MhMTY25nSwpbv7xDOl8XV1dTh2\n", "7BgefvhhPPzww3jggQds7hsREYFdu3bh7bff9vv935VKpd05G8nJyYIKJKZXSDA/k2xLlHt7e+1u\n", "+TndzKqbmpoaSKVSrFu3zu79mZ02PK2SYDPQklFcXOy0QuLw4cO4+eabERoaanX7pk2bUF9fHxAH\n", "NiTwGY1GaLVah1VtzMmQQqFAamoqwsPDIZVKraraHNHr9XjsscewaNEitLa2IikpCd/4xjdYV2MI\n", "+epwQkICIiIi/P69iPiWN36G5XI5jh8/bvnYnd+hQOWLQAJAQMyRoECCkADS0dHh04GWjoSHh7vc\n", "gtMVdyokIiMjXZ40MhYvXgzA+WBLdwIJjUaDb37zmxCJRPje976H9evX46abbsKLL77o8GsefPBB\n", "REdH4ze/+Q2r5wCEuXe3SqWyGmjJkMvlgmrZmF4hwRwAuVMh4ap1p7y8HI2NjZbBljU1NVi5cqVV\n", "K8t0+fn5ADzb+nNwcBBXrlxhHUg42/pzaGgIJ0+etJofwWDaTahKgviD/v5+mEwmhyc4crkctbW1\n", "lnk+//jHP1BfX49XX33V5WPv2bMHjY2NeOONN5CSkoIVK1agvr7erfVVV1dbfmdlMhnr1kVfE4lE\n", "gttpQ4jvdcS2wmHx4sVu/wyr1WoYjUZERESgqanJF8v0K94OJJgLRIEwR4ICCUICiK8DCV9e+WE7\n", "Q4LZYYNtAMJmsKVKpWIdSDCDnsxmM8bGxmA0GnH9+nWn5fQxMTF4+OGHsXfvXpeVBELeu5tp2ZhJ\n", "qC0bsbGxCA0NRUJCglsVEmwCCWaw5cjICP75z386bNcApv79FQqFRxUSzM+tqx02GMXFxVCpVJYq\n", "kemOHTsGo9FoN5BISEhAZWUlBRLELzB/b1xdcWUq9SorK/HQQw/h8ccft1vlx2hra8PPf/5z/PjH\n", "P0Z5eTmAqd+9+vp6t3ahkcvleOqppwAAx48fZ926yIWMjAxBBBJCfq8jUz/D//znPy1VRb/85S/d\n", "/hlmZmfdfPPNLrdfDwbeDiSio6ORkJBAFRKEEOEwGo1QKpU+bdkArEth3Rla6UpERARCQ0NZtWy4\n", "G7o4G2xpNptZV0g4allRqVQur/A8/PDDkEgk2LNnj9P7CXWy9djYGPr6+vymZUMqlSIiIgIAkJKS\n", "4tVAYvpgy6NHj2JychK3336706/xdOvPhoYGREdHo6CggNX9S0pKANjfaePw4cMoLCx0+PuzadMm\n", "HDt2zLJLCSFCxTaQmO5Xv/oVEhMT8cADD9gNF8xmMx588EEkJyfj2Weftdy+bNkyDAwMuD2YuK6u\n", "Dunp6SgtLXXr63xNKBUSQn2vI1/p6Oiw/K60tLS4/fVtbW0Qi8VYv349WltbMTk56e0l+g2TyYSB\n", "gQGvt21lZ2dTIEEIEY6rV6/CYDD4vGVjeimsO0MrXRGJRJDJZKxaNtwNXcrLy3H27Fm7gy37+/sx\n", "Pj7u1gwJTyQkJODBBx/Eq6++6rAKRMjT2ZmeY2ctG+5cQfQlnU6H2NhYSxVNSkqKV1s2mB0vvvji\n", "C9TU1KCwsBB5eXlOv2Y2gUR5eTnrgavz5s2DWCy2GWxpNptttvucadOmTZicnMSRI0fcXichXPIk\n", "kIiJicHevXvx8ccf4+2337b5/DvvvIMjR47gtddesxoMzbRenD592q011tXVYcWKFW59DRcyMzN5\n", "nyEh5Pc68hUmhIuNjfU4kMjMzERZWRmMRuOsdpvyd4ODgzCZTKzbjdnKysqiQIIQIhzMmztXMyTc\n", "HVrJhqtAwmw2e1whMTY2hi+//NLmc8yBGZtAYrYtKzt37sTExAR+97vfObyPs91A+MS84TkKJCYn\n", "Jy2tEnwbGhqymueQmprKqkLCbDazCiSAqZ+puro6/O1vf3ParsEoKCjA5cuX3Q5t6uvrWbdrAFPz\n", "XObOnWszR+LSpUtQq9VW233OlJubi5KSEtr+kwheb28vQkNDERMT49bXrV+/Hvfeey927tyJ7u5u\n", "y+1arRY7duzAtm3bsHHjRquvSUpKQm5urltzJAwGA+rr6wUbSHR1dcFgMPC9FCJwra2tCA0NxY03\n", "3ujR1uWtra3Izc21bEkdzHMkmKDN28fNFEgQQgTF3e0whSg+Pt7pDIm+vj6Mjo66XSHhbLClO4EE\n", "MLuWldTUVHz/+9/Hnj17MDIyYvP5o0eP2r06JITp7MwbXnp6us3nmBN4oQy2ZCokGGwrJEZHRzEx\n", "MeEykNBoNDh+/DgaGxvR29uLw4cPu2xZmTt3LoaHh91qbfnyyy/R2dnJeqAlo7i42KZC4qOPPkJE\n", "RAQqKyudfu3mzZtx6NAhOlkhgsZs+enJMOWXXnoJYWFheOihh9DX1wetVotHH30Uk5OTeOWVV+x+\n", "zdKlS92qkLh06RJGR0cFGUhkZGTAZDJZBTJcE/JOJOQrLS0tmDNnDubNm+dxhURubi6Sk5ORmJhI\n", "gQR8E0h0dHSgr6/Pq4/LNQokCAkQHR0dSElJsfTN+yNXFRKeVoHExcUhPz/fYSAhkUistix1ZrYt\n", "Kz/96U8xNDSEl19+2fIGNTIygvvuuw/f/OY3cfvtt2PZsmVQKBSQSCRISUkRxHR2lUqF1NRUhIWF\n", "2XyOef1CmSPhaYUEE6i4CiSqqqosASAwdfLhqvfZna0/mWFvFRUVAIDnn3/ere+tva0/Dx8+jFWr\n", "ViE8PNzp127atAn9/f2ora1l/XyEcI0JJDyRkJCA3bt3o7q6GgUFBZg3bx7+8Ic/4Omnn3b4PrBs\n", "2TKcPXsWer2e1XPU1dVBKpVawnAhYeYA8T1Horq62rKWqKgowexEQr7S2tqK/Px85Ofno62tze0K\n", "zra2Nks74/z584N6sKUvAgmNRoM33ngDo6Ojfj8YlgIJQgIEs/uEP3MVSDAngZ68TkeDLdVqteXk\n", "3x2etqyEh4dDJpPhv/7rv1BaWoqysjKUlZXhwIED+MMf/oD/+7//w+eff47GxkbcfffdSEhIEMR0\n", "dkc7bADCCyTsVUgMDAxYtul0hAkknPV4etr7zByUsdn6kxn21t/fDwA4e/asW8PeSkpKcO3aNavA\n", "68SJE07bNRhLliyBQqGgtg0iaLMJJADgzTffBDC1zTTze/L+++87vP/SpUtx/fp1h1vqzlRXV4cF\n", "CxYgMjLS4zX6ChMC8D1HQi6XWyq2Vq1aJaidSMiU1tZW5OXlIS8vD5OTk279zAwMDGBgYAC5ubkA\n", "pgIJqpDwbiBRVVVlOaa4du2aXw+GpUCCkADR3t7u1+0aALsKidjYWMsWoe5wNNiS7Q4b3lJVVYXe\n", "3l5LyWxjYyM0Gg3Onj2L73znO5YS5MTERKxbtw5NTU2CONFXKpV2d9gApq44ikQiwbRsDA0N2QQS\n", "gOvAhG2FhCciIiKQlZXlskLCG8PeiouLAcBy8vTJJ59Ar9c7HWjJEIvF2LRpE/72t78JZkgpITNp\n", "NBqPf08d/Y51dHQ4/B1bvHgxxGIx6zkSQh1oCUxVDEZHR/NeIQF8NVOAz/YRYp/RaLRUOOTn5wNw\n", "b6eNtrY2ALAEEoWFhWhubrZsIxpstFotoqKi7FaZevp4gTQYlgIJQgKEJ8MehYZNhcScOXM86hsu\n", "Ly/H6OiozRVqLgMJR28gsbGxSEhIsLmduXp04sQJXy/NJZVK5bBCQiKRICkpSRDBCTBVITGzZQOA\n", "y7YNNhUSs+l99nSnDXfNnTsXISEhlkDi8OHDyMvLs7SNuLJp0ya0trba3TqUECHo7e3l9Gp6VFQU\n", "SkpKWM2RGBgYQHNzs2ADCZFIhIyMDN4DCZPJhObmZiQnJ9t9XyT8unr1KiYnJ5GXl4fs7GxIJBK3\n", "BlvODCTmz5+P69evB8QARk9otVqaj+IEBRKEBACDwQC1Wu33LRuuhlrOJnRxNNiS6woJd2RkZCA3\n", "NxfHjx/ndR1ms9lpywYwVX4rpEDCXoWEq8GWvb29iI2NdXkFw9PBpmwCCW8MewsNDUVBQQEuXrwI\n", "s9mMw4cPs6qOYKxZswZRUVHUtkEEazYtG57+ji1dupRVhQQTWgg1kACEsfWnSqXC2NgYNmzYgP7+\n", "fgwPD/O6HmKNCR/y8/MREhKCnJwctysk4uLiLBdbgn2nDW8HEoE2GJYCCUICgEqlgtFoDIgKieHh\n", "YYcT/pkKCU/Ex8cjLy/PKpAwm81QqVScBRKevIGsXLkSn376qY9X5pxWq8X169cdtmwAU20OQmrZ\n", "mF4hwZy4sKmQYFMG7ulg04KCAly5csVlyWp1dTXS0tIgFovd3smFUVJSgkuXLuHy5cvo6OhwK5AI\n", "Dw/H+vXr8f777/tl6ScJbJOTkxgcHJxVhYQnoeKyZctw8eJFjI2NOb1fXV0dEhMTLXNjhCgzM5P3\n", "CgnmxJT529TZ2cnncsgMra2tEIlElmOWvLw8twOJ3NxcS0VrVlYWIiMjg3awpS8qJJi/Y0zos3Dh\n", "Qr8dDEuBBCEBwNPdJ4RGJpMBgN0qCbPZjM7Ozlm9xpmDLXU6HUZHRzmtkHD3QLiyshIXLlxw2sri\n", "a8yBq79WSISEhCAxMdFrgQTD3cGmc+fOxfXr19HV1eX0fnK5HLGxsdi+fbtHO7kAX239efjwYYSG\n", "hmL16tWsv1aj0eDChQs4c+YMiouL/XpyNwk8TPA5m0DCk1Bx6dKlMBqNOHv2rNP7MfMjPGkt5IpQ\n", "AonIyEhLayK1bQhLa2srMjMzLRWD+fn5bgUSra2tlnYNYGo+0bx584K2QqKvr8/rgQTzd+zixYuI\n", "i4vDxo0b/XYwLAUShAQA5o08Ozub34XMEhNI2Dv5vnbtGsbHx2fVlsIMtmSuUDMlq1wGEu4eCK9c\n", "uRJmsxmfffYZZ2ucien59IdAYnx8HJOTk1YVEsDUHAk2LRu+GGjJYLv1Z2trK5qbm3HnnXd6fABT\n", "UlICrVaLffv2obKyElFRUay/tqqqynLg2dPT49eTu0ng8ebwWXdCxZKSEoSHhzudI2EymfD5558L\n", "ul0DmHrPu3btGiYnJ3lbQ1NTE+bNm4e0tDSEhoZSICEwLS0tlmGWwFQg0draynrY8fQtPxmFhYVB\n", "G0j4coaEQqHAHXfcgQMHDvjtMGoKJAgJAO3t7UhLS/Pa9F6+MLtn2KuQ8EYVSHl5OUZGRiyDLfkI\n", "JBhsD4RzcnKQkZHB6xwJpVKJ0NBQpycAQmnZ0Ol0AGBVIQFMzZFwVSHR19fn00Bizpw5EIvFLgOJ\n", "Q4cOITQ0FLfccotHz6PRaPDcc88BABobG3HlyhXWYVGgTe4mgYf5Web6SmBISAgWLVrkdI7ElStX\n", "MDAwIPhAIjMzE2azmdfdLZqamlBYWAixWIzs7GwKJASG2fKTkZ+fj7GxMZfBPgDo9XoolUqrCgkg\n", "uLf+9PVQy23btuHy5cu4cOGCz57DlyiQICQABMIOG4DzCon29nYAswskZg62VKvVEIlESEtL8/gx\n", "fU0kEvE+R0KlUiEzMxNiseO3DLlcbtnOlE9DQ0MAYFMhkZKSwqpCwtkOG7MVGhqKOXPm2Oz0MlNN\n", "TQ1WrVqF6Ohoj56nqqrKqqy8s7OTKhxIwGACCV+Gh44sW7bMaYVEXV0dRCIRli5dyuGq3MfMA+Kz\n", "baOpqcky6DAnJ4cCCQExm812AwmA3dafzFwze4GEVqsVxMULrvk6kLj55pshk8lw4MABnz2HL1Eg\n", "QUgA6Ojo8PsdNgDngURHRwcSEhJsrny7+/i5ublWgURqaipCQkI8fkwuVFZW4syZM7xNIXe1wwYw\n", "FUgYjUanu6RwwVGFRGpqqtdnSHjC1U4bw8PD+Ne//oXbbrvNo8efbYVDoE3uJoFHo9EgOjoakZGR\n", "nD/30qVL0draiv7+frufr6urQ1FRkU0gKjR8BxK9vb3QarWWQIIqJISlr68POp3OKpBgtlxnE0gw\n", "O3TYCyQABN1gy7GxMYyPj/v0PTQkJARbtmzBe++955dtGxRIEBIA2tvbA6JCIiYmBmKx2GGFhDde\n", "4/TBlkLe8nO6lStXwmg04uTJk7w8v1KpdLrDBvDV1Uq+50gwFRLutmxMTExgeHiY90Di6NGj0Ov1\n", "2Lhxo0/X4cz0wathYWGIjo7228ndJPDMZsvP2Vq2bBkAOGzbYAZaCl1MTAxiY2N5CySYsv3pFRK0\n", "y4ZwTN/ykxEeHo6MjAxWgURbWxskEonNhYz8/HxIJJKga9tgLgb4OtTftm0brly5gvPnz/v0eXyB\n", "AglC/Nzk5CSuXr0aEIGESCRCfHy8wxkS3qgCmT7Y0l8CiYKCAqSkpPA2R0KlUrGqkAD4DySYCgl7\n", "Qy0HBwcxPj5u9+u8OSjPmYKCArS2tsJoNNr9fE1NDebPn29zZYktb1Q4TB+8+uqrr2JkZIT3yhdC\n", "GFxUMjmSn5+P+Ph4u4HE6OgoLly44BeBBDBVJcHMUeJaU1MTJBKJZdBvTk4O+vr6MDIywst6iDUm\n", "kJg5lJLtThttbW3IysqyqT4NCwtDbm4uBRI+smbNGiQkJPhl2wYFEoT4OZVKBbPZHBAtG8BUW4Wv\n", "KySGh4dx5coVvwkkRCIRKisreZkjodfr0dXV5TKQYE4Q+O4NdVYhATgOTLgKJObOnYvJyUnLziXT\n", "mUwmHDp0aNbVEe5uLetIYmIi7rrrLsTGxmL//v2zWhMh3sJnhQQzH8LeHImGhgaYTCa/CiT4rJDI\n", "y8tDaGgogK9mQwmxSkKr1QbdQN/W1lYkJycjJibG6nZmpw1X2traHIbqwTjYkqtAwp/bNiiQIMTP\n", "eWPYo5DYCySMRiOUSqVXQpfpgy1VKpVfBBLA1ByJ06dPY2xsjNPn7erqgslkctmyER8fD6lUKogK\n", "ifDwcMuBLoMJJBwNtuQykADsb/155swZ9PT0eDw/guHu1rLOREREYOvWrdi/f7/fHeCQwMRnIAHA\n", "EkjM/H2oq6tDTEyMpQ1B6PgOJKZ/n5jjFyHNkdBoNKioqEBpaSlKS0tRUVHB+/sbV1paWmyqI4Cv\n", "KiRcvRfMHIg5HQUSvrV161a0tLT4XdsGBRKE+LmOjg6IRCKXJ4z+wl4g0d3dDb1e75XQJSEhAXPm\n", "zMHx48cxNDTkN4HEypUrodfr8fnnn3P6vMwBq6sKCbFYjOTkZN4P2HQ6nd3Bp6mpqQDgcI4EV4EE\n", "U6Qu6RgAACAASURBVMZqL5CoqalBfHw8KioqvPJcbLeWdeXuu+9Ge3s7bzNMCJmO70Bi2bJl6Onp\n", "sWl3qKurw7JlyyCRSHhamXsyMjJ4CySam5utAgmFQoGQkBBBBRJVVVU4deoUuru70d3djVOnTgXN\n", "bkWtra1W8yMYeXl5GBoacloxwuzQ4axCQqlUBlV7jlarhUQi4WTYLdO28d577/n8ubyJAglC/FxH\n", "RwcyMjJsrgj7K3szJJgqEG+1pZSXl+PgwYMA4DeBRHFxMRISEjifI8G0FrAJvJKTkwXRsmHvTT85\n", "ORkikchhINHX14eIiAhERUX5dH1SqRR5eXl2t/6sqanB+vXrBbfrS2VlJbKysvCnP/2J76UQAo1G\n", "w9sMCQCWLT2nz5Ewm81+M9CSkZmZCY1Gg4mJCU6fd2RkBEql0iqQEIvFgtppY7a7Ffk7RxUObLb+\n", "HBgYgE6ncxpIAHC5/XUg0Wq1SEhIgEgk8vlzMW0bBw4c8KuqRgokCPFzgbLDBsNehQRzYJCdne2V\n", "5ygvL0d3dzcA/wkkxGIxvva1r3E+R0KpVCI+Pt6ml9QeuVwu2AoJqVSKpKQkpy0bSUlJvl4eAPs7\n", "bXR3d+OLL76YdbuGL4jFYnzrW9/Ce++9x/nJCyHTjY6OYmxsjNcKibS0NKSnp1vNkVAqlbh27Zrf\n", "BRIAcPXqVU6f98svvwQAm9YWIQUSwWxkZAQ9PT12AwnmNmeBhKMtPxnz5s0DgKBq29BqtZxum71t\n", "2za0tLTg3LlznD3nbFEgQYif6+joCPhAor29HXK53CtXrzUajdWV3rvuuov3k2i2KisrcerUKU5P\n", "CtnssMEQQiDhqEICcL71J5eT++0FEn//+98hFouxYcMGTtbgrrvvvhsDAwP4+9//zvdSSBBjKrD4\n", "DCSAqSqJ6RUSdXV1AIDly5fztSS3MYEE120bzIloYWGh1e1C2vrT0W5F2dnZnJ5Y8sHelp+M6Oho\n", "pKamOh1s2dbWBsB2hw5GXFwc0tLSKJDwodWrV/td2wYFEoT4OW9thykUjiokvBW6VFVV4d///rfl\n", "488//9xv+kJXrlyJ8fFxNDQ0cPacSqWSdSAhhJYNRxUSwFQg4axCgstAor29HXq93nJbTU0NVqxY\n", "wVmVhruKioqwePFiatsgvGICT74DiWXLlll21QCmAom8vDxeW0ncxVQH8hFIZGRk2FTd5eTkCKpC\n", "orq62nJSnZCQAOCrodiBzNGWnwxXW3+2tbVBJpMhPj7e4X2CbbAl14FESEgI7rjjDr9q26BAghA/\n", "Nj4+jq6uroCqkGBmSDAHesBUhYQ3Qhd/7wtdsGABYmJiOJ0joVQqWQ9MFXqFRGpqqiAqJAoKCmA0\n", "Gi2zUSYmJvDxxx8Lsl1junvuuQc1NTXo7+9ndf9g3C6P+JZQAomlS5dCp9NZ+uD9bX4EAERFRUEm\n", "k9kM5/S1pqYmm+oIYCqQ6O3txejoKKfrcUQul+O2225Dbm4uLl++jBdffBGvvfYaampq+F6aT7W2\n", "tiI6Otrh+2FeXp7LQMJRuwaDAgnf27ZtG1pbW3H27FlOn9dTFEgQ4seYgYOBFEjIZDKYzWYMDw9b\n", "bgu0thRPSaVS3HTTTZzOkXC3ZUOr1cJoNPp4VY65qpAQQiAxc+vP48ePY3R0FBs3buTk+T21fft2\n", "mEwml2WgwbxdHvEt5ueI70qiJUuWAABOnz6NiYkJnDlzxu8CCYCfrT9nbvnJYN7jhdK2AQDnz5/H\n", "4sWLkZiYiEceeQS333477r33XsuxVyBitvx0NIDRVYWEsx02GPPnz0dLS4tVlWAg02g0Ph+YPdPq\n", "1auRmJiIAwcOcPq8nqJAghA/xlztD7SWDQCWtg2DwQCVSuWV1+ioL3TOnDl+0xdaWVmJ2tpaGAwG\n", "nz/X8PAwBgYG3GrZMJvNvF4VHxoachhIpKamCqJlIz09HeHh4ZZA4tChQ8jMzERpaSknz++plJQU\n", "rFu3Dvv373d6v2DeLo/4Vm9vL2QyGe870cTHx6OgoAD19fU4d+4cJicn/TKQSElJcToPwNv0ej1a\n", "WlqcBhJCadswm804f/48FixYAAAQiUR4++23ER0djW9+85sBezLtaMtPRn5+Pvr6+jA0NGT3821t\n", "bQ7bPRiFhYXQ6/WWeROBignnOzo68Mc//pHTcF4qleKOO+7Ae++95xdtGxRIEOLH2tvbIZFI/Gan\n", "CDZmBhJqtRpGo9FrFRLV1dWoqKiAQqGAQqFARUUFPvjgA688NhdWrlyJkZERTsrwmCtn7rRsAOD1\n", "arhOp3M61FKn0+H69etWtxsMBvT393MWSIjFYsydOxeXL1+G2WzGwYMHcdttt3GyJdhs3X333ait\n", "rXV4IOnvbVFE2DQaDe/tGoxly5bh9OnTqKurQ3h4OMrKyvheEmvMiVJtbS2OHTvG2YlSS0sLDAaD\n", "3UBCoVBAKpUKJpBQqVQYGBiwBBLA1CyJd999F/X19XjyySd5XJ3vONryk8GEFfaCrMnJSahUKlYV\n", "EkDg77TBhPNM1S/X4fzWrVvR1taGTz75RPDvvxRIEOLHOjo6kJGRAalUyvdSvIYZhMQEEkyfvbeq\n", "QORyOWpra9HY2IjGxkbU1tYK5gCXjfLyckRERHAyR4IJJNxp2QDA22BLs9nssmUDgE3bBjMTgcsy\n", "cGanjebmZrS3twu+XYNRVVWF6Ohol1UShPiCkAKJpUuX4ty5c/j0009RXl6O0NBQvpfEGnOiNDY2\n", "BoPBwNmJEnMCai+QkEgkyMrKEkzLxvnz5wHAKpAAgBtuuAG/+tWv8MILL+DQoUMBNStncnISSqXS\n", "aSDhbOtPpVIJk8nkMpBITU1FXFxcQAcSQgjni4uLIZVKsWnTJsG3T1IgQYgfC7QdNoCvKiQGBwcB\n", "fFW+yfakmK3ExES/adOYLjQ0FBUVFZzMkVAqlRCLxUhLS2N1f6bCgK83vNHRUZhMJqdDLQHbQIIJ\n", "ULickM8EEocOHUJERATWrFnD2XPPRmRkJL7xjW9g//79dstAw8PDbSpQAP9qiyLCpdFoBLOTxbJl\n", "yzA5OYkPP/zQr9o1+DxRampqgkwmcxgqCWmnjfPnzyM+Pt5uheDOnTuxbt06bN68GcXFxYI/2WOr\n", "o6MDJpPJacuGTCZDQkKC3UDC1Q4dDJFIFHSDLflw5513wmAwYHR0VPDtkxRIEOLH2tvbA27Yo70K\n", "ibS0NISHh/O5LEGprKzEiRMnfD48UqlUQqFQsO7XjomJQVhYGG8HZTqdDgDcrpDgK5Do7OzEO++8\n", "gzVr1iAiIoKz556te+65B1euXMHp06etbu/r68OaNWswOTmJoqIiKBQKiMViKBQKv2qLIsLV29sr\n", "iAoJjUaDHTt2AACMRiMOHjzo9yejXGAGWjpqTxNaILFgwQK7axWJRBgYGIDRaERPT4/gT/bYYhso\n", "OBps2dbWBqlUyqqNeP78+WhubvZsoX6A75llQqjQcAcFEoT4sUDcfUIikSA2NtYSSATia5ytlStX\n", "YnBwEJ999plPn8edHTaAqYM0uVzOW8sGM2TLUYVEcnIyxGKxzWBLrgMJjUaDl19+GQBw5swZNDU1\n", "+dXJzKpVq5CWloY33njDcmDT3t6OG2+8ER0dHfj0009x6dIlNDY2YuvWrUhJSRHESSTxf0Jp2aiq\n", "qsLnn39u+fjy5ct+czLK54mSox02GEILJBYuXGj3c1qt1u52qUI92WOrtbUVISEhLgMFZ4FEdnY2\n", "qzZiJpDwh4GLnqqurra0r/jjzDIuUSBBiJ+6fv06enp6Aq5lA5iqkpheIRGIr9FTGo0Gjz32GABg\n", "06ZNPi0TVSqVbrfKJCcnC7ZCQiKRICkpyW6FhFQqtVTn+FpVVRUuXbpk+bitrc1vTmYAWA649+3b\n", "h9LSUixYsADLly+H0WjEyZMnUV5eDmDqxGfDhg04f/68ZU4H4VYg9bebzWZBBBL+duXRnunDnRMS\n", "EgAAjz/+uE+f02Qyobm52WUgodFoMDY25tO1uDI6OoqWlhab+RH+yJ2/Aa2trZgzZw4kEonT++Xn\n", "59sdatnW1uZyfgSjsLAQw8PDuHr1Kqv7+yO5XI5t27YhIyOD85lljoLH7OxsQbZPUiBBiJ9iDogC\n", "sXpAJpNZzZAIxNfoqelX5nQ6nc/KRLVaLdrb21nvsMGQy+W8BRKuKiQA+1t/9vb2IikpiZNdLgLh\n", "ZKaqqgpdXV0wm83o7u7GhQsXMDY2hpMnT9qU+q5atQpms5mTmSfkK8wuCqWlpQHT3z40NAS9Xs97\n", "IBEIpg93bm5uRmFhId566y2fPqdarcbY2JjTQCI7OxsAeB9s2djYCLPZ7DCQ4Lscnw1P/ga0tLQ4\n", "nR/ByMvLQ1dXF0ZHR61ud7VDx3TBstNGZ2cncnNzefm5mB48JiYmQiQSQSaTcbJtvLsokCDETzEn\n", "NYFYPSCTyTAwMICJiQlcvXo1IF+jJxydzLa1tdmczHp6ZXT6QUxHRwfef/99t05k+GzZcFUhAUzN\n", "kbBXISGUQXlC5+hnMCYmxu5VtZycHOTk5OBf//qX7xdHLJhdFLq7uwOmv535O8T376o/nIyylZiY\n", "iOTkZOzatQsffvghLl++7LPncrbDBoP5vvLdtnH+/HlIJBIUFRU5vA9zshcVFQWJRCK4cnxP/gaw\n", "DRSY0GL69s9ms9mtCok5c+YgLCwsKAIJJmjj2vTg8csvv8TBgwdx5MgR/OAHPxBcqwwFEoT4qY6O\n", "DkilUtY7IPgTJpBQqVQwm81UIeFCT08PnnvuOXR3d8/6yuj0gxhg6sq9OycyfLZsMBUSMTExDu/D\n", "dyARSCcz0zmrLlm1ahUFEg74oqUiEKpw7GGCTiFUSEy/8hgIveF333035HI5XnrpJZ89R1NTE8LD\n", "w522AaalpUEqlfJeIXH+/HkUFhY6HabNnOw9/fTTEIvFOHHihCB+NgHP/gaYTCa0tbW5FUhMnyOh\n", "1WoxPDzMOpCQSCQoKCgI6MGWAL+BBIPZVW7jxo3Yt28f3nrrLTzxxBO8rmkmCiQI8VPt7e3Iyspy\n", "2evnj5hAor29HUBgVoF4wtHJrEKhwL59+5CTk4OSkhKPr4x640SGz5YNnU6H6Ohop78Tzlo2uOLP\n", "JzOeBCqrV6/G+fP/j73zjm+rvPf/R5Ll7chT3rJsedtKnEUSZzgJXEYpwcENLb0USqEDSpuQ0hb6\n", "o1zo5QKFkoZeKC2rUNoGygqbQigkxInxSGwcr3jJW5KHJFueGuf3h+9zsGzZ1tE8cp7363VelmTp\n", "nMeWdMbn+Xw/3zq/vhh2N54uqbBarW5bF18g/x8+XPTNnXn0dm24JwgODsZPfvITvPjiix7bfzc1\n", "NSEnJ2fJ/XNAQABSU1N54ZBwND8iPz8fJpNpgdDtb/T19WF6etohQSIuLg4RERE2ggRxSzgqSABY\n", "8a0/Z2Zm0N/f73NBYi433HADHnvsMTz88MOsAMmHrCEqSFAofkpLS4tDrZX8kcjISOj1eqhUKgiF\n", "whX7dzqDvYvZs2fPoqenB3fffbfdg4o3Z0alUin0ej1mZma8sr25GAyGJcs1APsOiaGhIa/awP39\n", "YoaroLJz504AoDkSc/BkScXg4CAbCjwXf3fhaLVaCIVCNoSRD5CZx5XAj370IwiFQvzxj3/0yPqX\n", "67BB8HWnDavVykmQII6P7u5uTw6LE84IxySk0pEMCYFAsCDYktzmIkjk5ua6LEjw4WJ6MXp7e8Ew\n", "DK8ECQA4ePAg7rrrLvzsZz9DVlYWL7KGqCBBofgZZGbtgw8+QFVV1YoIK5sPcUioVCokJycjMDDQ\n", "10PiDYtdzEokEvzkJz9BfHy80+t2RzkBubAfGhpyehzOMjo6umSgJTDrkBgbG7NJcfdVhoS/Xsxw\n", "FVRkMhkyMjLw6aefenGU/MWTJRU1NTXYvn075HI5NmzYwH4fNm3a5DcunMXQarVs616K+4mJicH3\n", "vvc9PPHEEx7pcuEvgkRHRwfGx8f9WpAAvhKOiSNFIpEsuQ9ob2+HQCBw2JGqUCgWOCRiYmKWPQbP\n", "JS8vDxqNxq6Auhz+ENxLSo/4JkgAwIMPPgipVIq2tjZeZA35/V791KlTyMrKwq5du3w9FArFK5CZ\n", "NZPJhMnJyRURVjafuSUbtFzDPvYuZt0hKMw9iQkNDeVcTkAuTH0RbDk6OuqQQwIA65JgGMbrDomV\n", "AhdBheZIeIa5s4OfffYZdu3aBYVCgVOnTqGqqgoffPABAOA3v/mNX7lw7EEECYrnuOOOO6DT6fDi\n", "iy+6db1DQ0MYGhpySJBIS0vzqSBRV1cHAA4LEpGRkYiIiPB57sV8iHAcGhqKgoICGAyGJY/L7e3t\n", "SElJQVBQkEPrz8zMXCBIcHFHAK512vCH4F7ymeDaPt0bjIyM2C2f8lXWEO8ECZVKhfDwcKxdu3bB\n", "Ul5ezj5vZmYGd999N2655RYMDQ0t267t+eefx5o1a7BmzRoUFBTg0Ucf5V3CKIWyHCs1rGw+UVFR\n", "MJlMaGhooIGWHJlrpxcKhUhKSuIsKLzxxhuwWCw4dOgQ53ICcsHgi5kKg8Gw7OzMfEFCr9fDbDbT\n", "Cx0Ps2vXLtTX1/usAwufcIdwOH92MDc3F5dddhk2b96MY8eOsevZvHkzpFIpjh8/7s4/wScMDg76\n", "vajCdzIyMlBWVoZDhw7BYrG4bb2OdNggyOVyaDQaTE5Oum37XKirq4NUKkVCQoJDzxcIBJDJZLxz\n", "SADA1NQUxsbGsH//fiQlJeHw4cOLPtfRlp+EzMxMdHd3Y3p6GgC3lp+E7OxsAEB1dTWn1/nLuXBX\n", "Vxfi4+OXDEelzMI7QQIANm7ciLNnzy5Ytm7dyj7nX//6F4xGI2pqapY9AX3yySdx++234/nnn0dd\n", "XR3effddPPbYY7jrrrs8/adQKG6FYRifHaS9SWRkJACgsbGROiQ4MtdOX1ZWhoSEBM4n8Z9//jkA\n", "4Morr+S8fV8KEo44JMhJJgm2JBfIVJDwLCUlJQBojgTh6NGj7Mm4QCDAli1bOAmH82cHW1paEBER\n", "gXfeeQfh4eHs8wQCAXbs2LEiBAmtVksFCS/w85//HG1tbXjrrbfcts6mpiYIhUJkZWUt+1wi1vnq\n", "Ap9LfgSBr4IEEd5TU1Nx++2346WXXlpUFOYqKGRmZoJhGDZ8nKtDQqvV4uKLL4ZIJMKvfvUrXpZc\n", "uAofOmwsBt86fvFSkHCEK6+8Ev/7v/+LkJCQJZ83NjaGX/3qV7jpppuwfv16ALP/7DvuuAOHDh1i\n", "v0gUCt+YH9TT19eH7373u9Dr9Que6+9hZfOJiooCAJjNZuqQcJKYmBhcfvnlOHv2rN3PzFIcP34c\n", "GRkZToWJhoWFISwszCcz4Y44JGJiYiAUCtkTNSpIeIfU1FQoFApatvF/SKVSHDx4EMCs0PynP/3J\n", "4YvtxWYHAwMDYTQaFzxeUlKCyspKj+QCeBMqSHiHjRs3YseOHfjd737ntnU2NTVBoVA4VA5Ajvm+\n", "Ktuoq6tDUVERp9ekpaXxrmQD+EqQSEhIwA9/+EMIhUL86U9/WvA8hmGcEiSAWSFjenoavb29nAQJ\n", "IqpaLBaMj49zKrng28X0YvBZkAD41fHLbwUJR0ONPvzwQ4yNjeHiiy+2eXz37t2wWCx4/fXXPTE8\n", "CsVp7AX1/OEPf0BBQQFqamrw4osv8mYH4imIIAHQlp+usHPnTjAMwzoeHOXEiRPsjLYzxMXF8dYh\n", "IRKJIJVKqUPCB+zatYsGW85Bp9MhLCwMIpEIp06d8th2SkpKYDKZUFFR4bFteAOaIeE97rzzTpw+\n", "fdptn0tHAy0BIDk5GSKRyCeChF6vR1dX14pxSJDjXEJCAqKjo3HjjTfiySefZMssCCMjIzAYDJwE\n", "icTERAQHB6OtrQ1dXV1gGMZhQcIdJRfzQzvT09N5dy7Md0GCTx2/eClIaDQa3Hjjjdi8eTOys7Nx\n", "9dVX45NPPnFqXbW1tQCw4EtG7n/55ZeuDZZCcTP2gnr279+Pq6++Gg0NDbjhhht4swPxFHMFCeqQ\n", "cJ709HTIZDJOF4EjIyOor6/Hjh07nN6uVCr1WYbEcoIEYNv6kwgSfGoluFLZuXMnGhoaVpwt11n0\n", "ej0SEhIWZGQtB9fZwYKCAkRHR/t12YbFYsHQ0NCKO9bxlSuvvBK5ubn4n//5H7fU5HMRJAICApCa\n", "muoTQYJcEzgjSIyMjNh1KPkSjUYDgUCA2NhYAMCBAweg0Wjw8ssv2zyPhFNyyZAQCoVspw3S8pNr\n", "hoQrSKVSvPXWW2zWyRVXXMGr/YPVakVPTw+vBQkCHzp+8U6QEIlEsFqt+MEPfoCKigrU19ejqKgI\n", "l156KZ577jnO6yMnm/NPUsl9GrBF4ROLqcbR0dE4dOiQzUUTH3YgnoJkSIhEIiQnJ/t4NP6LQCDg\n", "3N3g5MmTYBjGZUHCV102HGk5NleQGBoaQnR0NAICAjw9vAuenTt3AoBfXxi7E51Oh8jISBQXF3Oe\n", "iT569ChiY2MhFouXdcoJhUK/z5EYGRkBwzC8uuBYyQwNDcFkMuH9999Hfn6+S/X9RqMR3d3dDgsS\n", "gO86bdTV1SEwMBA5OTmcXke6KPT09HhiWE6jVqsRFxfHHt9ycnLwta99Db///e9tgv2dFRRIp42O\n", "jg6IxWKHz9fcVXJRVVUFAFi7di2am5sdfp03UKvVmJmZ8QtBgg/wTpBITU1Fc3MzG2AZFBSE+++/\n", "Hxs2bMCdd96JmZkZH4+QQvE+jrZhWglotVqbNr47duygM6ousGvXLtTW1mJkZMSh5584cQIpKSku\n", "lcr4omTDYrHAaDQ65JBISEiwKdmgNnDvkJycjKysLJoj8X/o9XpERUVh69at6OjoYD+TjhAbGwuB\n", "QIDbbrvNIadcSUkJKioqMDU15Y6hO8z8LCRnIfsTKkh4h9LSUvYiVavVutRSsaWlBYBjHTYIcrnc\n", "Z4JEQUEBxGIxp9eRi06+5UhoNBq2sxThjjvuQF1dnc1+uL29HbGxsQ4dP+cyV5CQy+V220guxvyO\n", "YCkpKZxLLiorKxEdHY2vfe1rvBMkyGeBChKOwTtBYjE2bdoEg8GAhoYGTq8jNqXR0VGbx8n95U5E\n", "Dxw4gD179tgsR44c4TQGCsVR/CWox5OQkhVg9iKTj72l/QmuORInTpzAjh07lm2lvBS+KNkYGxsD\n", "AM4OCSpIeBeujp2VzFyHBABOLolz585hcHAQV111lUPHhpKSEkxPT6OystLp8XLBXhaSK/sEKkh4\n", "D3e3VCQXilxcB3K53CcX97W1tZzLNQAgKSkJQqGQdzkSarV6QfvSiy++GEqlEr///e/Zx7i2/CRk\n", "ZmZCpVLh/PnznAItAdv8gssvvxxZWVmcv9+VlZW46KKLkJeXh/7+/gXXer7EXwWJI0eOLLjuPXDg\n", "gMe3yztBYnR01K6CT1Q3q9XKaX1r164FMNuOZi7k/nI7nsOHD+Ptt9+2Wa677jpOY6BQuHD06FHE\n", "x8cjICBgxYZWLoa/9Jb2J+RyOeRyuUM5EmNjYzhz5oxLgZaAb0o2DAYDgIXlefagDgnfsWvXLjQ2\n", "NrKC0IUMcUikpKRAJpNxypE4duwYgoODbdqhL8Xq1ashkUi8VrZhLwvJFWGZCBL0u+p/NDU1ISkp\n", "ySGxmCCXyzEwMOBVR4/ZbMa5c+ecEiQCAgKQnJzMO0HCnkNCIBDgwIEDePfdd9Ha2gqAe8tPgkKh\n", "gNlsxueff+50fkRMTAx27tyJL774Amaz2eHXMQzDChK5ubkAvnLj8IGuri5IJBJOn3s+cN111y24\n", "7j18+LDHt8s7QeKnP/2pjWpHqK6uRlhYGAoKCjit74orrkBERASOHTtm8/gnn3wCkUiEsrIyl8ZL\n", "obgbqVSK5ORk7Nu3b8WGVlK8i6Oz0qdOnYLFYnEpPwKYvWgYGxvD5OSkS+vhApkZcdQhMT4+jvHx\n", "cSpIeBmaI/EVxCEBAFu3buXkkDh27Bi2bduG4OBgh54vEomwfft2r/zfPSEsDw4OIjAwkLOlnMId\n", "dzs1a2trOc++k+178wL//PnzmJ6edkqQAGZzJPhWsmHPIQEA3/72txEXF4fHH38cgPOCBHlfDQYD\n", "Z4fEXLZu3YqJiQnU1dU5/BqVSoWhoSFcdNFFrPuGT2UbfO+wwTd4J0gIBAI89dRTrGoHAE899RTK\n", "y8tx7733LnrwnRvOMpfw8HA89NBDeOGFF3DmzBkAswfFw4cP4+DBgzTBn8I7pqamUF9fj23btl0w\n", "ZRoEWrLiGXbu3Im6urplLwZOnDgBqVTKOdBrPkRA86ZLgggSjnbZAGZnj6gg4V0SExORk5ND23/i\n", "K4cEABQXF6OmpsYhEW9mZgbHjx/HJZdcwml7JSUlOHXqlF9mcWm1WkilUpdKySiOM7e+n+xTX3zx\n", "RU7rIGU7H374IaqrqzmV7ZDzAG/mSJCLYWcFibS0NN45JNRq9QKHBAAEBwfj1ltvxV/+8hf09vZC\n", "rVY7JUikpqaygZmuCBLr1q1DYGAgJ1GWlJ9t3LgR4eHhbAYhX6CCBDd4J0j87Gc/Q1lZGb7xjW+g\n", "qKgIcrkcL730Ev7+97/j5z//uc1zs7KykJ6ejr6+PnzxxRdIT0/H7t27F6zztttuwxNPPIHvfve7\n", "WLNmDa688kocPHgQv/3tb731Z1EoDvPll1/CZDJh48aNvh6KT5h7InShlax4CjIrfeLEiSWfd/z4\n", "cZfzIwDfCBKkZMMRhwSZMVKr1RgcHGSzhijegeZIzE6izHdImEwm1NTULPvaiooKTExMOCVITE5O\n", "orq62qkxO8piwrJcLndaWCaCBMU7zK3vJ/lDX3zxBad1kLIdi8WCiYkJTmU7ycnJEAqFXhckUlJS\n", "nG4BLZPJeCVIjI+Pw2g02nVIAMCtt94Ks9mMgwcPAuDW8hOY/U7u2LGDnRC+//77nc6JCQ4OxoYN\n", "GziVrVVWVkIul7P7hdzcXDQ1NTm1fU9ABQlu8K7PWWFhod2SDXvMdVEsx0033YSbbrrJ2WFRu1wn\n", "8gAAIABJREFUKF6juroaYrEYq1ev9vVQfAI5ESKz+dQZ4TppaWlIT0/Hp59+uugJ4eTkJCorK/HY\n", "Y4+5vD3iOPBmsKUzDon29nZMTU1Rh4SX2blzJ/785z8vaie+EBgfH4fFYmEdEkqlEmFhYSgvL8e2\n", "bduWfO2xY8cQHR2NoqIiTttcu3YtIiIicPz4cTZI01McPXoUF198Mc6dOweJRAKDwYD//M//dHp9\n", "VJDwDaS9+EUXXYTXX3/d4fdwubKd5Y7rYrEYKSkpXhckuH6n5iKTydDb2wuLxcKp24SnIDk99hwS\n", "wKwjXSKR4NVXXwUA7N+/H++9957D37O5AeTA7P9v7969nESFuRQXF+OVV15x+PkkP4KQm5u7oDzf\n", "VzAMQwUJjvDOIUGhXOhUVVVh9erVF1SrT3uQEyGKe9i1a9eSs9IVFRUwmUwu50cAXwkS3nZICIVC\n", "hIWFLfvcmJgYiEQinDt3DgANyvM2xLFzIbskdDodALAOiYCAAGzevNmhk/ljx45h9+7dnC96AgIC\n", "sG3bNq/kSEilUtx1110AZjMEvvGNb+Chhx7C+Pi4U+vTarX0e+pDysrK8OGHHzr9/jmDt1t/1tXV\n", "OV2uAcwKEmazGQMDA24clfMQQWIx0be0tNTmGF1dXe2wg8UTOTFbt25FT08Penp6ln2u2WzGmTNn\n", "FggSbW1tMJlMTm3fneh0OhiNRshkMl8PxW+gggSFwjOqqqou2HINiufYuXMn6uvrFxUJTpw4gcjI\n", "SCiVSpe3FRQUBIlE4nWHxKpVqxwqNxEKhZBKpWwbaXqh410SEhKQm5t7QQsSer0eAFiHBDA7Q3jq\n", "1KlFM7GAWeGtsrKSc7kGoaSkBOXl5Q6ftA8PDzt9gaFSqdjyjUceeQRDQ0N45JFHnFrX4OAgdUj4\n", "kLKyMkxOTuKDDz5w6PkxMTF2L8a45EF5s/Xn4OAgBgYGXBIkyGw4X8o2SCcpew4JPnY027JlCwDH\n", "2h83NjZiYmLC5lw5NzcXJpMJnZ2dHhujo/hry09fQgUJCoVHGI1GNDU1YcOGDb4eCmWFsVyOxIkT\n", "J7B9+3YIhe45LMTFxXlVkDAYDJwS+BMSElBfXw+AChK+YNeuXRd0sOV8hwQwO0M4PDyM8+fPL/q6\n", "48ePw2KxuCRIGI1GNuR7MUggoVKphFKp5BRISOjs7ER6ejqA2QvRgwcP4pFHHnHqgo2WbPgWhUKB\n", "NWvW4PXXX3f4Nddddx2AWbeMM3lQ3nRIuBpoCYAVYPgiSGg0GohEIo84TT0RQB4fH4/MzEyHXGKV\n", "lZUQCoVYt24d+xhp/cmHYEsqSHCHChIUCo84e/YsrFYrdUhQ3E5qaioUCoXdi8CZmRmcPn0aJSUl\n", "btueVCr1epcNLv2+4+Pj2RNHKkh4n507d+L8+fNs2cyFhj2HxObNmyEQCJacIfzkk08gl8udTrRf\n", "v349wsLCli3bIPXhAwMDGBgY4BRISFCpVDYXLXfffTciIyPZUg5HmZmZgV6vp4KEjykrK8O7776L\n", "qakph57/8ssv4/LLL0djY6NTLczlcjn6+/sxPT3t7JAdpq6uDqGhoU51miCsWrUKEomEN4KEWq2G\n", "VCq1W9rlDkHBEwHkxCW2HJWVlSgoKEB4eDj7WGJiIiIiInghSHR3dyMoKIjuszhABQkKhUdUV1cj\n", "JCQE+fn5vh4KZQWyWI5EdXU1Jicn3ZIfQZBKpbx2SBAba0RExAWf1+JttFotHn30UQDA9u3bnZp9\n", "93fsOSQkEgkKCwuXnCE8duwYLrnkEqc74YjFYhQXFy8pSLjLzj3XIQHMftcefPBBHDlyhFN7PyJs\n", "UuHQt5SVlcFoNOLjjz9e9rlffvklKioq8IMf/MDpPChvlkDU1tZCqVS6HEaZlpbmtTKT5dBoNIsG\n", "WgKuCwpzO7E4IzjZY+vWraitrYXRaFzyefMDLYHZkM7c3FxeCBJdXV2QyWRuc5xeCND/FIXCI6qq\n", "qrB27Vq2rzOF4k527tyJhoaGBRd/J06cQHh4ONauXeu2bXm7ZIOrQ4IEfdGLHO9TWlrKtp7U6/VO\n", "zb77O3q9HqGhoQgMDLR5fOvWrYterPf396OxsdHpcg1CSUkJTp48CYvF4tJ6lsJisaC7u3vBLOyN\n", "N96IdevW4cCBA7BarQ6ti+xH6Gyjb8nPz0dubq5DZRtPP/00EhIS8PWvf93p7ZHPjjfKNlwNtCTw\n", "qfXncl2M3CUouDOAvLi4GBaLBZWVlYs+Z3x8HOfOnVsgSABAXl4eL1p/0g4b3KGCBIXCI2igJcWT\n", "kByJ+bOjx48fx9atW90qhIWHh7OhWt6AhFo6Cpk5io2N9dSQKHbgY5iaL9DpdDbuCEJxcTGampow\n", "MjKy4HeffPIJAGD37t0ubbukpASjo6Oora21+/uYmBgbKzSBi527r68PZrPZxiEBzAbKHj58GFVV\n", "Vfj73//u0LqIQ4IKEr6nrKwMb7/99pKhqBMTE3jppZdw8803QywWO72tlJQUCIVCjwsS09PTaGpq\n", "WnGCxHIOCQKfOprl5+dDIpEs6aA6e/YsLBaLXUGCOCSWCgb2BlSQ4A4VJCgUnqDT6dDW1kYDLSke\n", "Izk5GVlZWTZlG2azGeXl5W4r1yBheM899xx6e3u9Zsc3GAxOOSS4vIZCcRd6vd4mP4KwdetWAMDp\n", "06cX/O7YsWMoKipy2dWzceNGBAcHL1q20drair6+PsTGxiIsLAwikYiznZtcRNqrU9++fTv27duH\n", "u+66C11dXcsKUWT/Qd1MvqesrAw6nW7JDjmvvPIKxsbGcPPNN7u0rcDAQCQnJ3u8BKKpqQlms9lt\n", "ggRfSjaWc0jwEaFQiC1btixZtlZZWYmQkBAUFBQs+F1ubi70er3PSwCpIMEdKkhQKDyhpqYGAKhD\n", "guJRdu7caRNsWVdXh7GxMbcJEiQMb3R0FAC8Zsfn4pDQarV44IEHAAAnT568IDMMfIUn0tn9kcUc\n", "Eunp6YiPj19wQs4wDJsf4SpBQUHYsmWLXUFiamoK1157LZKTk9HR0YH77rsPDMPgs88+4+RQIK33\n", "7L3XAPCLX/wCAwMDKCwsXLaLh1arRXh4OEJDQx3ePsUzFBUVQS6XL1m28fTTT+PSSy9d4I5xBm90\n", "2iDftdWrV7u8rrS0NBgMBhgMBpfX5QoMwzjskOAbW7duxenTpxct6aqsrMS6devsum/40GljYmIC\n", "g4ODVJDgCBUkKBSeUF1djVWrViErK8vXQ6GsYHbt2oWmpiZoNBoAs+UawcHBbhHCfGnH5+KQKC0t\n", "RWNjIwBgcnLygsww8CUkTI3M3ikUCpfT2f2NxRwSAoHAbo5Ec3Mz+vv73SJIALNlG59//vmCk/6D\n", "Bw+iqakJr776KiIiIrB27VpYrVbOF4UqlQrx8fEICQmx+/uf/vSnYBgGRqNx2S4eWq2WuiN4gkAg\n", "QFlZGd588027GSQkzPKHP/yhW7bnSUGCuPl++ctfQiQS4bLLLnNZmCatP3t6etwxRKcxGo2YmJjw\n", "O4cEMFu2ZjAY2GP0fKqqquyWawCzxxKRSORTQYKU7FBBghtUkKBQeEJVVRXWr19PU3kpHoXkSBDL\n", "7YkTJ7B582a/7zThqEOCZhj4HhKmdu7cOWRkZODrX/+6U/kAw8PDfvueLeaQAGZnCCsrK23q9I8d\n", "O4bAwEBs27bNLdsvKSmBTqdDfX09+9g///lPPPXUUzh8+DBrX8/OzgYAnD9/ntP653fYmAvX76BW\n", "q6X5ETyirKwMWq3Wrq3eHWGWc0lLS0N7e7tHvufEzTc+Pg6LxeIWYZoIEr7OkSD5Tf7okNi0aRNE\n", "IpHdHImhoSF0dHQsKkgEBgZCoVD4VJAgJTtUkOAGvfKhUHgCDbSkeIPExETk5OTgs88+g9Vqxeef\n", "f46SkhK3rNtXdvyZmRlMTU1xCrWk+J6YmBgUFRXZXBQ7ApnZVCqVy9r9+cpiDglgdoZwcnISZ8+e\n", "ZR87duwYiouLERYW5pbtb9q0CYGBgWzZRltbG2655RZ885vftJndTk5ORnBwMFpbWzmtX6VSLVqu\n", "wZXBwUEqSPCITZs2ISkpaUHZBgmz/N73vudSmCVBq9XiyJEjUKvVbv+eDw8Ps2VFc3FVmE5MTERA\n", "QIDPcySIA9IfHRJhYWEoKiqyK3hVVVUBwKKCBACft/7s6uqCUChEcnKyz8bgj1BBgkLhARqNBj09\n", "PTTQkuIVSI5EQ0MDRkZG3JYfAdj2Ng8PD4dIJMI///lPt63fHiSvwpGSDZphwC+USiXOnTvH6TVk\n", "ZnNgYGBZuz9fWcohsW7dOgQFBbEzhGazGZ9++qnbyjUAICQkBJs2bcJHH32Evr4+XHvttYiPj8fT\n", "Tz8NgUDAPk8oFCIrK8utDonFvoNpaWl2v4PUIcEvhEIhrrnmGrzxxhs2JT8kzPKWW25xy3ZKS0vR\n", "3t4OAC59z+c7qaampvDnP//ZIyKmSCRCSkoKdUi4SHFxsV2HRGVlJWJiYpbMJ8nNzfVp68+uri4k\n", "Jye7RZS7kKCCBIXCA6qrqwHQQEuKd9i1axdaWlrwl7/8BWKxGJs3b3bbuuf2Nid1xlxnV7lCAsQc\n", "dUjMFU0SExM5dxCguI/CwkJotVqHLw5WSsnNUg6JwMBAbNy4kZ0hrKqqwtjYmFsFCa1Wi87OTrz/\n", "/vvIzs5GbW0t/vSnP9n9DmVlZXH6DptMJvT29i7pkJj7HST5EJdeeumiY6UZEvyirKwMvb297Iw1\n", "4N4wS3d8z+c7qbZs2YKHH34YCoUC9957r13xyx3CNB9af2o0GojF4kX3MXxn69ataGtrY50ehMrK\n", "SmzcuNFGNJ1PXl4eurq6MDEx4elh2oV22HAOKkhQKDyguroaMTExdCdG8TharRa/+93vAACHDx9G\n", "cHAwjEaj27cTExOD3bt3IykpCe+8847b1z8XLg4JwFY0qa+vR3l5OZ2B9RFKpRIAOLsk/BmTyQSj\n", "0bioQwIAG2xJumtIJBKsX7/ebWMoLS1Fb28vGIbBxMQEGIbBvffea/e5XAWJ3t5eWK3WJS9M534H\n", "m5qasH//fjz22GPo7e1d8FzqkOAf27dvR1xcHFu2QcIsf/CDH/h4ZF8x30lVUVGBu+++G5dccgma\n", "m5tx7tw5jwjTfGj9qVarIZVK/TaTrLi4GIBt+2OGYVBZWblkuQbwVacNrq4ud0EFCefwz08qhbLC\n", "IPkRS6m+FIo7KC0tZR05DMNgbGzMY3Z3oVCIq666Cm+99RYYhvHINgDuDglCTEwMLdPwMZmZmQgK\n", "CnI4R2IllNyQz+tSs5fFxcXo7+9HV1cXjh07hl27diEgIMAt2+c6+5ydnY3u7m5MTU05tP7lWn7O\n", "hXwH77//foSHh+POO++0+f34+DgmJiaoIMEzRCIRSktL8frrr4NhGDbM8qqrrnLL+l39ni/2GZdK\n", "pTh06BAyMzM9JkzzxSHhj/kRhNTUVKSmptrkSKhUKgwNDS0rSOTk5ADwXetPKkg4BxUkKBQfwzAM\n", "DbSkeAVf2N337NmD9vZ2j54ccHVIUPiDSCRCfn4+p2DLo0ePYsuWLayAm5OT41clNzqdDgCWdEiQ\n", "GcKPPvoIp0+fdmu5BleysrLAMAxbz78cKpUKAoGA7TjgCBKJBI8++iheeeUV/Pvf/2YfHxwcBAAq\n", "SPCQsrIydHR04MMPP3RrmCWBlPUEBwcjMDDQLQ4GkUi04DF3C9NpaWno6+uD2Wx22zq5olar/VqQ\n", "ABbmSFRWVgJYvrQ5KioK8fHxPhEkTCYT+vr6qCDhBFSQoFB8TG9vL7RaLQ20pKxIdu/ejdDQULz9\n", "9tse2wYRJGiXDf+Ea7ClVCrF3/72N9Z1c+ONN/rVBaterwewtEMiNjYWOTk5ePjhh2EymdwqSHCd\n", "fc7KygLguAW6s7MTSUlJnFsJX3/99di2bRtuv/12zMzMAACbLeJP7++FgFarxX333QeBQICrrroK\n", "o6OjKC0tdes2iIPhtttuQ1RUFCcHgy+dVDKZDFarFf39/R7dzlJoNBq/DbQkbN26FdXV1awzq7Ky\n", "EnK53KHPgK86bfT19cFqtVJBwgmoIEGh+BgSCkUFCYqn8cVJWnBwMC699FKP5kgYDAYEBgYiODjY\n", "Y9ugeI7CwkKcO3fOJrF/Och+Uy6Xo62tzVND8wiOOCS0Wi1GRkbQ2dkJoVCIm266ya1dAbgEu8bH\n", "xyMiIsLhHAmVSuVUsKFAIMATTzyBlpYW/OEPfwDwlSBBQy35RWlpKSoqKsAwDCwWCwDgwIEDHtnW\n", "+vXrodFo2FInRzl69CjS0tIgEAi8Gl5MnEG+zJFYKQ6JmZkZnDlzBsDsPn+5cg2CrwQJ8p5TQYI7\n", "VJCgUHxMdXU1kpKSkJSU5OuhUC4AfNFhYs+ePTh16hRrv3Y3o6Oj1B3hxyiVSoyPj9stJ1qMqqoq\n", "pKWlYfPmzQ6XEvAFRxwSpaWl7PfFarW6vbUpl/p5gUDAKdiys7PTofwIe6xZswa333477r//fvT1\n", "9bGCRGxsrFPro7gfb5f+5eXlAQDnVo5SqRS7du1CUVGRV8OLiSDhqxwJhmFWhENizZo1CA0NRXl5\n", "OcxmM2pqajgJEi0tLaxY5i2IIMGlXI0yCxUkKBQfQ/MjKN7EFx0mrrzySgDAe++955H1GwwGmh/h\n", "xzjTaYPsNxUKhd8JEjqdDkKhEOHh4XZ/780LPkfr57Ozsx0u2XDWIUG4//77ERoaijvvvBMqlQoS\n", "iQSBgYFOr4/i3+Tk5EAgEKCxsZHzaxsaGlBUVOTVwNvw8HBER0f7TJAwGAyYnp72e4dEQEAANm3a\n", "hFOnTqGxsRETExMOCxJ5eXmYmpry+nvQ1dWFuLg4hIaGenW7KwEqSFAoPoRhGFRXV1NBguJ1vNlh\n", "QiqVYvPmzR7LkaAOCf8mKSkJkZGRDgdbWiwWnDlzhhUkent7MTk56eFRug+9Xo/IyEi/asnnqENi\n", "enoa/f39TjskgNlSlnvuuQcvv/wyHn74YRiNRhQXF7u1ZIXiPN4u/QsNDYVcLufskLBarWhsbERB\n", "QYHbx7Qcvuy0odFoAMDvHRLAbI5EeXk5vvjiCwiFQqxbt86h15HWn+4o2xgeHnZYCKYdNpzHf46G\n", "FMoKpL29HXq9nuZHUFY8e/bswUcffeRw60AuGAwGKkj4MQKBgFOwZUtLC4xGIzZs2ACFQgHgq1aT\n", "/oBOp1syP4KPrU2zsrIwMDAAo9G45PO6u7vBMIxLggQAHDlyBMBsar3FYnF7yQrFNbxd+peXl8dZ\n", "kOju7sb4+Djy8/M9NKrFkclkPsuQUKvVAOD3DglgNkdicHAQf/3rX1FYWIiwsDCHXpeamoqQkBCX\n", "BAmtVovi4mIolUoolUqHRFEqSDgPFSQoFB9CAy0pFwp79uzB+Pg4Pv30U7eve3R0lJZs+DlKpdJh\n", "hwTZb65fvx6ZmZkA4FdlG3q9fsn8CMA3WS9LkZ2dDQDLuiSIMORKyYYv2hNTuOHt0j9nBImGhgYA\n", "8IlDIi0tjTokXESr1eK//uu/AAAnT56EWq122CUlFAqRk5PjkiBRWlqK06dPY2BgAAMDAw6JolSQ\n", "cB4qSFAoPqS6utqns14UirfIy8uDQqHwSNkGdUj4P4WFhWhpaWHbPS5FVVUVcnJyIJFIkJiYiJCQ\n", "EL/qtLGcQwLwTdbLUpDWn8sJEiqVCkKhECkpKd4YFsXHeKv0Lz8/H52dnZxKsxoaGhAREYHU1FQP\n", "jsw+xCFBWhN7E7VajaCgIL8X6UtLS1nxGZgVKLi4pFzptOGMKGq1WtHd3U0FCSehggSF4kNooCXl\n", "QoH0q3/nnXfcfpJGHRL+j1KphNlsRktLy7LPnbvfFAgEyMjIWHEOCYI3s16WIjo6GtHR0csGW6pU\n", "KqSmpkIsFju9LT6WrFB8S15eHhiGcWj/QGhoaEB+fj4EAoEHR2YfmUwGo9HIdtTxJmq1GvHx8T75\n", "u92FO1xS3m79qdVqMT09TQUJJ6GCBIXiI+YGs1EoFwJ79uxBX18fzp4969b10lBL/4fYqpcr25iZ\n", "mUFtba3NfjMzM9OvBAlHHBJ8JDs726GSDVfzIwD+laxQfIszrT8bGhp8Uq4B+Lb1p0ajWRH5Ea6S\n", "m5sLrVaLkZERzq9dTBSVyWSLiqIkM4QKEs5BBQkKxUc0NzdjfHyc5kdQLhi2bduGyMhIt5dt0Laf\n", "/k9UVBRSUlKWFSTq6+sxMzNjI0j4W+tPLg4JPuFIpw1XW34S+FayQvEtkZGRSExMdLj1p9VqRVNT\n", "k88ECXJR6gtBgjgk/Bl3uKRc7bTx5ptvQiKRICAggN33LFUyQt5rIkZRuEEFCQrFR1RVVUEgEDjc\n", "xohC8XfEYjGuuOIKtwoSDMNQh8QKwZFOG1VVVQgICEBRURH7mEKhQGdnJ8xms6eH6Bb81SGRlZW1\n", "bMmGuxwSBL6UrFB8D5dgy66uLkxMTPhMkIiPj4dYLKYOCRdw1SWVnZ0NgUDgtCBRW1sLg8GAF154\n", "AY2Njbj22mvx7LPPwmKx2H1+V1cXwsPD/VJs5gNUkKBQfMDw8DBOnjyJnJwceiFFuaDYs2cPzp49\n", "i56eHresb3JyEmazmTokVgCFhYXLOiSqqqpQWFiIkJAQ9rHMzEyYzWa3faY8CcMwfuuQyM7OxvDw\n", "MHQ6nd3fT05OQqPRuMUhQaHMh4sg4csOG8Bsl4fU1FSftP5Uq9UrQpBw1SUVEhICuVzulCBhtVrx\n", "y1/+Etu2bcO3v/1txMTE4Gc/+xna2trwzjvv2H0N6bDhz9kdvoQKEhSKF5nb1/ivf/0rhoaGHG5j\n", "RKGsBC6//HIEBAQselDnyujoKABQYW8FoFQq0dXVxb6n9rAXBKxQKAD4R+vP8fFxmM1mv3VIAIt3\n", "2iAhdO50SFAohLy8PLS2tsJkMi373IaGBqxatQrJycleGJl9ZDKZ1x0SVqsVWq3W70s25uKKS8rZ\n", "YMt//OMfqKurwyOPPMIKDBdddBG2bduGxx57zO5raMtP16CCBIXiReb2NTaZTBgaGuLUxohC8Xci\n", "IyNRUlLiNkHCYDAAoILESkCpVAL4anZzPuPj42hoaFggSMhkMohEIr9o/UlS9/3RIUEEicXKNogg\n", "QR0SFE+Qn58Pk8nkkPDoyw4bhLS0NK8LEjqdDiaTaUU4JNyBM4LE1NQU7rnnHuzduxdbtmyx+d3B\n", "gwdx8uRJVFZWLngdFSRcgwoSFIqXcEcbIwplJXDVVVfh3//+N8bGxlxeF5lNpyUb/k9ubi5EItGi\n", "ZRtnz56F1WplBQmr1YqJiQmIxWKkpaX5hUOClDv4o0MiIiICCQkJizokOjs7IRaLkZSU5OWRUS4E\n", "7HXaIKVaExMTNs/1ZYcNgkwm83rJhkajAQC/ckiMjIxApVItms3gCrm5uejo6MD09LTDr3nqqafQ\n", "29uLhx56aMHv9uzZA4VCgUOHDi34HRUkXCPA1wOgUHyBTqdjXQpms5ld5t4XCoVIS0uDXC5HUFAQ\n", "p/WbzWYYDAZERkZCJBJ56K9wLwzDoL29HV988QUqKipw9uxZzMzMIDAwEGKx2O7PwsJC7N27F9nZ\n", "2V4bo9FoxMDAANRqNQwGAyYnJzExMYHJyUl2IffFYjGio6MXLDExMYiOjkZQUJDN+z7/Z1BQEKRS\n", "KcRisVf+PmdgGIYVu+YvIyMj7N8bGxvL/iS34+LikJiYiMjISK/MJJnNZoyMjCA/Px8zMzO47777\n", "8M1vfhMbNmyAUOicPm7PIaHX66FSqdDV1YXh4WEMDw9jZGTEZhkeHmZr+VNTUyGTySCTyWxuJyYm\n", "IiCAH4dJq9WKzs5OnDt3DvX19Th37hwaGhrY2bD4+HjEx8ezt8nP2NhYrFq1CqtWreLN37IYwcHB\n", "yMrKsgm2nJ6eRmdnJ9rb2/Hss89CJBLh7rvvRmdnJzo7OzEzM4OEhARMT0/j9ddfR0pKCnJzc5Gb\n", "m4vU1FSnP1eewhMOCbIP6OrqYj/3ZOnt7UVgYCAkEgkkEgkiIyMX/CwoKIBSqXTof7VUsKVKpWLd\n", "KlywWCzQ6/Xsd5UsQ0NDGBkZgUgkQmxsLOLi4myW2NhYBAYG2qzLbDbbHAsmJycRFBSExMREBAcH\n", "cxqXtzEajejr60Nvb6/NT4PBgFWrVi36/kVFRUEqlSIqKsor+/GZmRkMDAyw49PpdFAoFCgqKkJs\n", "bKzbt2c2m6FSqdDa2oqQkBA8+uijePbZZ9Ha2moTZpuamors7GxkZWWhvr4e69evR3t7O9LS0nyy\n", "75PJZBgYGGDPowhjY2NoampCY2MjGhsb0dzcjOnpaURERCA8PBwRERELlqioKMTHx0MqlUIqlSIs\n", "LMzuNtVqNQDwyiHBMAzUajXa29vR1taGtrY2m9tknxgUFITc3Fzk5+ejoKAA+fn5yM/Ph0KhcPr9\n", "y83NhcViQXt7O/Lz85d9vl6vxwMPPICbb74ZOTk5C34vEolwxx13YP/+/TYChMFggMFgcFmQMBqN\n", "6O7uRnd3N7q6utjb/f39CAoKsvnez18KCgqQkpLi0vZ9Cb/PTnjKqVOn0NPTg9DQUISGhiIkJIS9\n", "Pfd+cHAwb8JNiM2N7ACbmpogEAigVCqxevVqrF69GklJSU6P12AwQKVSobOzk70YMhqNdg+g5HZc\n", "XJxL21yKqakpqNVqdHR0oL29HR0dHTa3FwvlsgcJJ8rMzERmZiYUCgUyMzORmJgIjUaD7u5u9PT0\n", "oKenh73d398Pi8UCoVCIhIQEJCYmIikpCVardcH6w8LC8Nprr2FiYmLBMjY2BqPRiLGxMXYh9ycm\n", "JhAWFoaoqCi7S2RkJFatWmX34BYREYGgoCDU19ejoqKCFSGccWrcddddKCgowDXXXINrrrkGa9as\n", "WfI9NZvN6OzsREtLC0ZHRzEzMwOTyQSTyWRz22QyYXh4mBUfBgYGMDAwsGAmxBvExsYiMTERCQkJ\n", "NktcXBx7sRcREcHeXrVqFUJCQmA2m9Hf37/g4EJuj42NLXpwiYyMRFBQEMbHx9n33GiEdm09AAAg\n", "AElEQVQ0ssvY2BgrRIyPj7v09wUFBSEpKYldyOc1OTkZ6enpUCgUiI+PX/a7OjExgYaGBnz55Zf4\n", "8ssv0dLSgqGhIVYQmJ8NcOjQIRw6dAgCgQBr167Fhg0bsGbNGqxZswZKpdJGZDCbzRgdHWUP/Hq9\n", "Hjqdji39uP3229HX1weVSsWKFI7Q1dWF2tpau78TiUTIzc3Fli1bsHnzZmzZsgW5ublLXriZzWZ0\n", "dHSwJ5oikYg9iSRLXFyczcURwzAYHx/H4OAgtFot+1Oj0aC1tRX19fVobGxc9LPf0tLi0N8aGhpq\n", "8xmVSCSLfn7J/YCAALv7JrJMTk5ienoaU1NTmJqaYm+TnyKRCCkpKUhNTUVqaqrN7aSkJAQEBLD7\n", "6s7OTohEIrz66quoq6tDR0cH+vr6wDCMzd/x4Ycf2twnJ+E6nQ4HDhxgHw8JCUFmZiZiYmJs9ovz\n", "95VzRcrIyEi776/FYkF/fz97fCPHOrKvZxgGVqsVDMOwi9VqhUAgQExMDCsQkRnM1tZWVjDV6/XQ\n", "aDRQq9ULfg4ODsJkMsFqtcJqtcJisbC3rVYrZmZm0NfX5/J+MTY2Frt27cLFF1+Miy++GAqFwu73\n", "PTs7e9HvC+mwYbFYWDGAfK77+/vtLgMDAxgaGlrwHjuKRCJBUFAQu72lOq1ER0cjOTnZZl+XlJQE\n", "qVTKnpvMXcg5HMMwGBwcRHt7u81CLqxIlx9761i1ahWCg4MxNTW1QCghj+n1elZ4cAXSnpCIk3NF\n", "yszMTGRlZSEjI2OBiDMfq9WKnp4eNDU1oampCefPn7cRSJbKvUpOTkZRURG7rFmzBgqFAkKhEDMz\n", "MzbHr7nnNvP3fXOXoaEhm3On06dP2902OQ/75JNPAADPPPMMnnnmGYjFYiiVSmzatAmbN2/G5s2b\n", "kZWVtezxjGEYaDQaqFQqzMzMICAgAGKxGAEBAQsWk8m0YN/Y0dEBhmHw4IMPYnR0lD3/dkf4blhY\n", "GPteEzEqLCyMdWQcOXKEfSw0NBRBQUEQCATsIhQKbe5PTExAo9GwCzn+kMVqtbLnAnOXzMxMyGQy\n", "dj/e2tqKtrY2tLa2srfb2tocOkeZnp5GXV0d6urqbB4PDAxEZmYme85FFnIsJeIk+c6FhYWx7y1p\n", "/dnU1IT8/HxYLBYMDAywgi0RcNVqNSwWC5qbm2EwGHD+/Hlcdtll7H5cKBQiOjoacXFx7D7nxz/+\n", "MX7xi18gLi4OfX19AICBgQE899xz6O/vR19fH7uf02g0YBgGQqEQIpGIXch9hmEwMDDA6drEHnK5\n", "HDt27MD27duxfft2ttOIPyBgnD0KrHDOnDmD9evXo6amZkFbxuuvvx5///vfl12HQCBAWFgYwsPD\n", "7f5MSEiAXC5Heno60tPTIZfLERMT49SHh2EYjI2NsRdt/f39aG1tZXeALS0tywYBRUdHs+LE6tWr\n", "kZCQgPHx8UUXrVbLnpQRhZMroaGhyM7OXrDk5ORAIpFgYmKCnc2093NkZAQ6nc5m5lOn02FyctKp\n", "8VBsISdjXEhPT8fevXuxd+9ehIaGorm5mT2xaW5uRmtrK2ZmZjw0Yv5ALmrsiVD+SGhoKDIyMtgT\n", "kYyMDMTFxaGlpYUVIFpbW52+sLBHamoqrFYrDAYDjEaj29YLzLYgjYyMhE6n49QuctWqVdi0aRO2\n", "bNmCTZs2YXJyEo2NjWhoaGD3tY58vletWgWpVAqTyQStVuvUPos4lVwVpHyFQCBAYGAgJzstISQk\n", "BBkZGZBIJGhra3NbOLBAILARKUJCQlix2ZEwPb4hFAqd2gfJZDJWnJBIJKxr4d1330V5eTn27NnD\n", "HnONRiN7QUNO4FcCYrEYEokE09PTbikv4wNCoRByuRxZWVnIyspCdnY24uPj2Qkrcpx25z4lODiY\n", "Fc/cSWhoKDIzMyGXy6HVatHS0uLwBV1UVBQrUFx00UUwmUysKEomsDo7O+m5pAOIRCIEBQVxFkWF\n", "QiFkMhkyMzMRHh6OlpYWtLa2uty+WSgUIiIiAhKJBBEREWhubkZSUhLEYjF6enr8cj/uLFKpFNu2\n", "bcP27dsRHh4OvV6/5FJVVYXExMQF61nqmthdUEFiEZb6519zzTWceuFyITw8nBUoJBKJjZI5X9HU\n", "6/WsADEwMOC3J6WLIRaL3b7jIDvAjIwMpKamIjg42K7aHRAQYGMVbm1tdXj2Ii4uDqmpqYiLi8Pw\n", "8DD6+/uhVqtdPkkjO1li6wsNDYXRaIROp+N8UWWPmJgYdvZg06ZN2LhxIyIjI2GxWFjnwtyfBoMB\n", "H330Ed54441FZyzcSVRUFOs2IW6FqKgo1pEUEhKyYDGZTAus+nMt+yaTiX2/5858kNsTExNQq9Ws\n", "Q8OdJ1TBwcGQSCQYHR11+qQnKCiILSuyt8TGxrJW6KGhIXYh97VaLStg9vf3u6zO24PMLJAZ6PDw\n", "cJw8edIjJ3oBAQGQyWTs35+Wlob4+Hh223NLdkJDQyEQCGCxWFinE3E4kdukRMITta1cEAgEUCgU\n", "KCwshFKpRGFhIQoLC5GVlQWxWIzx8XF2JovMrpPbOp0OBoMBo6Oj7ELue/rwLxaLYTabnd5ObGws\n", "OyuXlJSEQ4cO4Z577sGtt96KhIQEGyfD3/72N3znO9/B73//ewwMDKC5uRnNzc3s7Ka/Q84ByDJ3\n", "di0hIQFpaWnsQj77aWlpSEpKAsMw7Puu1+ttXEZarRYnT57EZ599tmR3E09A8iakUimbpD+3vIws\n", "ZrMZg4ODNsvQ0BB722Qy2ez3g4ODbe5PTk7auDKcEcAWIzExETExMRgbG2O/V1yP9cHBwUhOTkZK\n", "SgpSUlLY2+RnVFQUxsbG2Pdu7k+9Xo+RkRGbGW2tVuuRfZZIJEJiYiKSk5PZJSUlBRKJBM3Nzait\n", "rUVtba3TE1TzCQoKQnx8POLi4pCeno7MzEy0t7fjnXfeQWtrK5KTkxdM4A0PD+Oee+7Biy++iP37\n", "97MTc83NzR7f3zlCZGQkW4pAlry8PEgkEhsn7HxH7PDwMPsez/3p6fwxiUSC+Ph4MAwDlUrF+Zw8\n", "ICCAfe/mL3K5fIFbZ2Zmhn3PiMjf0NCA9vZ2t35vvYlQKIRUKoVIJGIdbhaLxeY2wzCIj49ny0Xn\n", "LmlpaUhOTobZbF4gIJD9gEajYZ3OU1NTTo+VhMHOhwoSPmSpf/7777+PlpYWtlZ9sYU4CYxGI3vb\n", "F18osViMnJwcdudXUFCAvLw8WCwWdmaTLAMDA5zWLRKJbC4AiNNDLpezF1vzD6Lkdl9fH86fP4+O\n", "jg63HDxDQkIQHR3Nzm7NPZklM7symWxZu6I9GIbByMiIjU1To9GwO5C5duSQkJAFr7dYLNBqtejv\n", "70d5eTn279+PW265BdnZ2TblPvPLfubWFIaEhCzqnmEYBhMTE6w4QZa5B7bR0VGb+xMTE8jIyGBF\n", "iIyMDKetXf39/Xjrrbfwxhtv4NNPP130/QwMDER2djbS0tLw3nvvITAwEI8//rhNNsXcJTIykhUf\n", "fF3/yzAM9Hq9jUAxPDxs87+d/xMAe0CZf5CJi4tj/9/T09M2J5jk9tTUFMLDw9nPALlN7gcGBrrV\n", "jjc5OQm1Ws2euPf09LClTu3t7UuekAQHB6OgoMDGZVVYWIjY2FibC8fh4WEolcoF+5qEhAQ899xz\n", "6OrqYm2b58+fX1A3Of9ndXU1PvvsM9TW1iIpKcntmS0TExOoqanB6dOnUVFRgdOnT7MlAvMJCAhA\n", "dna2zYlmQEAAaz0mJ5FzF7FYbFPKMfenVCqFTCZDfn4+QkND3fp3kTwW8nmd+9mdu5jNZtb2a28J\n", "Dg5ml6CgIJvbQqEQJpOJrTcnluqenh72/sTEBHvsyMjIYK2wR48exdVXX82O9+OPP8all16K5uZm\n", "u7W9586dg1KpxMmTJ7F161abv3NycpLdJ5JSn7nLXJFy7k+9Xg+GYbBq1SqbY9vcJTU1FYGBgQsm\n", "DMh9i8WCoaEhVih6+umn8emnn+K73/0uNBoNhoeH2frw+fkfCQkJkEqlrN3ak5jNZtTU1ODf//43\n", "PvnkE5w8edKh8xWxWIyIiAgEBwejv78fMpkMycnJNiJxbGzsgjKJpKQkpx2hrkCO5WQf19fXh+Hh\n", "YfbcxN4iFArtWtUzMjIWfC/J92ru66enpxcVTMikiDuxWq0YGRlhBYre3l7WRn/+/Hm0trYu6vgQ\n", "CoVIT09n9195eXnIzc1FWloae1G1FAzDoLu7mxUnamtr0dLSgsDAQJvzmfnHtbk2fLKEh4cv+Hx8\n", "8MEH+NrXvgaVSrVovf53vvMdtLe349SpU+xjo6OjqK6uRkVFBbsMDg4u+ncEBQWx+6T09HSEhYXZ\n", "zRoj9wMDA+3uH++55x5cdtlluPXWW1FQUOBQ6SMXTCYTBgcHYTAYMDExgXvuuQddXV144IEHMD4+\n", "zl6PTE9P25STzS8xI+LP3JIfqVRqc95lsVjQ29u7oHSpvb2dPZ/Myspiy4OysrIgk8ncksFFvldz\n", "RUlS4jM4OIjh4WEbsX10dBQdHR0LzldCQ0NxySWXIC0tDdHR0Thy5AhGRkbYHJ5f/epXuPPOO+3u\n", "x4eHh222/eSTT6K1tRV79uxBRUUFtFot9u/fz5a7kv1cfHy817LkpqenUVNTg88//xwnTpxAeXm5\n", "Q5OpoaGhiIyMxLvvvou1a9cu+D0VJHyIp/75ZrMZ4+PjGBsbQ19fHxvMRWpSOzs70dXVxUmFlEgk\n", "7Kzx3EUul6OgoAAKhcLhHcLg4CDq6+tRX1+P0dFR9kQ0LCxswULqMV09mJpMJnR2duL8+fPs0tLS\n", "YhPIR2Y45/6Miopi70dFRfn8gtVRXnjhBXzve9+DwWBARESEr4fjdkZGRvDuu+/io48+glgstjmp\n", "SU9PR0BAAD7//HPs2LHDJynUFOeZf0IyODiIzMxMrF69GpmZmQ7vC4qLixe4aoqLi1FeXs55THfe\n", "eSfeffddp3qNOwM54a6oqMCZM2cQGhqKgoICFBQUIDMzk9cBqP6AxWJBREQEHnjgARw8eJB9/MEH\n", "H8Rvf/tb6HQ6uxkPJFPnhRdewI033ui2sUxOTtrUJLvKgQMH8PHHHy/a2pQvTE1N4dSpU+x3cq7D\n", "6aqrrsIjjzyCH/3oR+xFIxGEysvLUVxc7OPRU5aCYRhotVpWoNBoNKwIkZ2dzetzKZVKhfT0dLz/\n", "/vu44oor7D5n3bp1WL9+PZ555plF10Nm/EmAd1hYGCtAZGRkLHBgOcuGDRuwbt06PP300y6vyxEu\n", "v/xyhISEeMzF7S8sNvERGxuLt956C8nJydi3bx+qqqpsfr9582aHHb9ffvkl1qxZg3/84x948803\n", "MTw8zOaX8AWLxYJz586xbUrtZZVJJJJlJ2q9IUjQUEsvExAQwAavpKSkYNOmTQueY7Va2RKM+Urm\n", "XEWTtOBy58xZXFwcdu/ejd27d7ttncshFovZ7IgLgZqaGmRnZ69IMQKYzSK54YYbcMMNNyz6nLVr\n", "1+LJJ5/ERRdd5MWRUVxFJBKxVnBX9hFHjx7F3r170dLSwp44OHsCRQLlvIVAIGD/B9/85je9tt0L\n", "BZFIhIKCAptOGwBQVVW1ZDeW0NBQJCUlubX1p0gkQnh4uNvWB4Dt7MJ3goODFz0XkMlkGBkZsTmG\n", "dXZ2ApjNEKI4zhNPPAGRSIRbb73Va9sUCATsLPi2bdu8tl13IJPJEBoaiqamJruChMViQVNT05Ln\n", "H8Ds/4CUR1933XWeGi5kMhm6u7s9tv75aDQabN682Wvb8zeGhoZsHHTzIZ25YmJill3X6tWr8R//\n", "8R947LHHYLVa2QBNPiESidigcL5DBQkeIhQKkZyc7OthUDwEURovZMLDw3Hbbbf5ehgUHyGVSlFe\n", "Xo7BwUGsXr0au3fvhlQqdWpdpCUeZeVQWFiI+vp6m8eqqqpw/fXXL/k6hULhVkHCE+h0OkRGRvp6\n", "GC6RlZWF1tZWm8dUKhVr+6Y4zmuvvYbjx4+jp6cHDz74oK+Hw3uEQiFycnLQ1NRk9/ednZ2YmppC\n", "QUGBl0dmH5lMhn/9619e255areZVy09fERMTA7lcvsAhsWbNGvzxj3/EwMAAvv/977ucm3XzzTfj\n", "W9/6FoDZzknFxcU4evSo0+czFzL8atBNoaxwLBYLamtrPWZ5olD8ibi4OOzbtw+vvfaa06Gvo6Oj\n", "kEgkbh4ZxZcolUo0NDSwn4mBgQH09fVh48aNS75OoVCgra3NG0N0Gp1O5xcOiaXIysrC+fPnbR7r\n", "7OxEWlqaW2zuFxKkXeCnn37q45H4D/n5+WhsbLT7O1IKxSdBoru72yuBmhaLBYODg1QU/D+OHj2K\n", "4uJitoy9uLgYH330EYqLi1FWVmbX0ZCenu6QO4Lw+OOPs7eNRiNOnz6NvXv3umX8Fxr0yEGheJGW\n", "lhZMTExc8A4JCoWwb98+9PX1oaKiwqnXU4fEykOpVGJychIdHR0AgOrqagBwSJDgu0NCr9f7vUMi\n", "OzsbbW1tNiIiqe2nOA7DMOjv70dGRgbOnDnjt10EvE1eXh6amprsXuQ3NDSwYdh8IC0tjW1f72mG\n", "h4dhsVioQ+L/IE5MkotXXl5u41ywJ1hwKR0dHh6GSqVa8HhnZ6fHu5+sRKggQaF4kTNnzgAAioqK\n", "fDwS33Ldddfh4Ycfxg9/+MMV0ZKP4jzFxcVISEjAa6+95tTrqUNi5VFYWAgAbNlGVVUV2055KTIz\n", "MzE8POy2toOeYKU4JEgrTUJnZyfkcrnvBuWHkM4IZWVlmJmZwdmzZ309JL8gLy8POp0OWq12we8a\n", "GhpQUFDg9e4tiyGTyQAAdXV1Ht+WRqMBAOqQmAcJxp/PcoIFxbtQQYJC8SI1NTVQKBR+P0PmCnq9\n", "Hi+//DJqa2vx9NNPO9SSiLJyEYlEKCsrc7psgzokVh4JCQmIiYlhgy2rqqqwcePGZS8yFAoFAPDa\n", "JbESHBJZWVkAYFO2QR0S3CGCzhVXXIHg4GCH0/0vdPLz8wHAbtkGEST4gFarZbOyvvGNb6C4uNiu\n", "iOIuSDtq6pDgxmKChSOvsyfCci37oMxCBQkKxYvQQMuvLhY2bNgAALyezaR4h3379qGnp4dtTcUF\n", "6pBYeQgEAiiVStTX14NhGFaQWA6ugsTw8LBXrbUmkwlGo9HvHRLp6ekQiURssKVer4der6cOCY6Q\n", "/Ai5XI4NGzZQQcJBFAoFAgICFgRbWiwWNDc3s4KFryktLWXLzXQ6ncfzBahDwvu4WvZB+QoqSFAo\n", "XsJqteLs2bMXfKAlFSQo89m2bRvi4+M5l21YrVaMjY1Rh8QKhHTaUKlUGB4edkiQiI6ORlRU1LKC\n", "hFarRXFxMZRKJZRKpcdnLgnEDebvDonAwEDI5XJWkCB11NQhwY3Vq1fjlVdeQXJyMrZs2cJrZw+f\n", "EIvFyMrKWiBIdHR0YHp6mhcOCV/kC6jVakRERCA0NNQj66cshJZ9uA8qSFAoXqKtrQ1jY2PUIdHe\n", "jqioKPbklQoSFJFIhGuuuQavvfYapzRyo9EIhmGoQ2IFolQq0draipMnTwJYPtCS4EiwZWlpKU6f\n", "Po2BgQEMDAx4LRmdtJjzd4cEYNtpo7OzEwCoQ4Ij8fHxuPbaaxEYGIjf/OY37Gw6ZXlIsOVc+NZh\n", "w9toNBrqjvARzpZ9UL6CChIUipcggZZr16718Uh8S1tbm02OBhUkKMBs2UZXVxeqqqocfs3o6CgA\n", "UIfECqSwsBAWiwUvvfQSZDKZw7NOy7X+9GUyOtnX+btDApjttDHXIREaGoq4uDgfj8p/CQ4O5k0Q\n", "oz9gr/VnQ0MDoqKieJGh4It8AbVazYu/nUJxBipIUCheoqamBmlpaRe8itre3g6FQoGIiAgIBAJ2\n", "1pByYbN9+3bExcVxKtsgFnjqkFh5kE4bH3/8scPuCGC20wZfre8rzSHR3t4Os9nMdtigF9QUb5GX\n", "l4eBgQGbUGy+ddgg+QLEtZCZmenRfAHqkKD4M1SQoFC8BA20nOWpp57CvffeC6FQiH/84x/YvXu3\n", "r4dE4QEBAQG45ppr8OqrrzpctkEdEisTrVaLyy+/HCKRCMBslw1HMx4UCgV6e3sxOTlp9/funLnk\n", "Goq50hwSJpMJ3d3dtMOGk/z2t7/Fe++9Z/PYxMSEj0bjX+Tl5QGATdkGnzpsAF/lCzQ0NGDdunVY\n", "u3atR/MFqEOC4s9QQYJC8QIMw+DMmTMXfKAlMHsiQVKwv/WtbyEzM9PHI6LwhX379kGlUqGmpsah\n", "55PZMSpIrCxIxoPFYgEAdHd3O5zxQDptkFwDexw9etSmdC42NpbTzKWzoZg6nQ5CoRAREREOb4uv\n", "kNafra2tUKlUND/CCf7whz/YdBZ68cUXERsbi5mZGR+Oyj/IycmBQCBgyzbMZjOam5t5JUgQYmJi\n", "cNVVV+Hjjz+G2Wz22HbUajV1SFD8Ft4LEn/+858hFApx//33+3ooFIrTdHZ2Qq/XU4cEhbIEJSUl\n", "iI2NxauvvurQ84lDgpZsrBxczXhwpPWnVCrF1VdfjfDwcNxyyy0IDAzklH/gbCimXq+HRCKBUMj7\n", "U69lkclkCAwMxPnz59HZ2UkdEhwxm81Qq9VITk5mH8vNzcXk5CRqa2t9ODL/IDQ0FHK5nHVItLe3\n", "Y2ZmhjctP+dzxRVXQK/XO9Xa2hHMZjOGhoaoQ4Lit/D6qKjT6fD//t//A4AFNWFWqxWHDx+GUqlE\n", "Xl4e0tLScNNNN9mdpZDL5Vi7du2C5fHHH/fK30Gh0EBLCmV5AgICsHfvXoe7bRgMBggEAoSHh3th\n", "dBR/IDExESEhIUsKEgzD4MiRI9i7dy9KS0vR39+Pjo4Oh9bvimCi0+lWRH4EMNsZR6FQoKKiAkaj\n", "kTokOKLVamG1WpGUlMQ+tnbtWgQFBaGiosJt29Hr9Xj22Wfdtj4+MbfTBt87bGzYsAHR0dH44IMP\n", "PLL+wcFBMAxDBQmK38JrQeLXv/41tm/fbvd3P/nJT/DrX/8azz//PJqamtDQ0ID29nbs3LlzQe2o\n", "QCDA2bNnFyz79+/3xp9BoaCmpgbJyckXvJ3utddew49//GP2/ptvvokXXnjBdwOi8I59+/aho6MD\n", "Z8+eXfa5o6OjiIiIWBEzzpRZXM14EAqFyMjIWLLTRm1tLVpaWnDddddh27ZtEAgEOH78uCvDdgi9\n", "Xr8i8iMIWVlZ+PjjjwGAOiQ40tfXBwA2DonAwECsW7cOp0+fdtt2vvOd7+D73/8+NBqN29bJF+YL\n", "EtHR0bw9xxKJRLj00kvx4YcfemT95P3l699PoSwHb8/ivvzyS7zxxhu47777Fvyus7MTTz31FK6/\n", "/no2fTs8PBwPP/wwmpub8cc//tHLo6VQloYGWs7y2Wef2Zz4v/3223jmmWd8OCIK39i5cydiYmIc\n", "KtswGAw0P2IFQtLpExMTkZiYiOLiYk4ZDwqFYkmHxJEjRxATE4NLLrkEEokERUVFOHHihEPrdkUw\n", "WUkOCWBWkBgcHAQA6pDgSH9/PwDYOCQAYMuWLW4VJD7//HO3rYtv5Ofno7OzE5OTk2hsbORVhw17\n", "XHHFFaiurnY4oJcLarUaAKhDguK38FaQ+OlPf4r//u//tlsbTPrUK5VKm8dXr14NAHjrrbc8P0AK\n", "xUFooOVXkJafhMjISDZ5nkIBALFYjNLSUofKNkZHR2l+xAqEpNPX19ejvr4e5eXlnNLpl2r9abVa\n", "8fLLL2Pfvn0Qi8UAZrNLuDgkjh49iosuuoi9n5iY6JBgstIcEtnZ2QBmJ4RWktDiDfr6+iAWixdk\n", "l2zZsgVdXV0YGBhweRtqtRoGgwEvvPDCipw5z8vLA8MwaGlp4V2HDXtcdtllAICPPvrI7esmDglP\n", "dvGgUDwJLwWJV155BUajETfffLPd3xMFlCRwE0iLsLltgAh33303iouLkZubi5KSEjz99NMOt5aj\n", "UFyhp6cHQ0NDVJAAFSQojrFv3z60tbXh+PHjS9blj46OUofECiYmJoZzK05g1iGhUqnsJtqfPn0a\n", "PT09uO6669jHduzYAZVKhe7ubofWL5VK8Ytf/ALA7EXRunXrHLoQWEkOCa1Wy+ZwTU1NYevWrR6Z\n", "+V2p7N69G88///yCcrPNmzcjJyfHLYLEO++8A6FQiCuvvNLldfER0vqz/v+zd+dhUdXfH8DfM+w7\n", "qCCgCMgqmyKrKOCupCmQlVrfjDRz6Wtomllp5ZK5ZFrmkksuJbaomJq4oeICioqCSqIsCgPIMjDs\n", "69zfH/xmvuLsw8zcmeHzeh6fJ+7c5WA43Dn3fM7JysKjR4/UPiHRu3dvDB48WCnLNkpLS2FpaQlD\n", "Q0OFn5sgVEHtEhINDQ1YunQpfvzxR5H7BAUFgcFgCIyG43Um5nVe5+nVqxfc3d1x9epVZGdnIz4+\n", "HosWLcKMGTMU/w0QxEt4DS27+5KN9vZ2FBQUdBrzSRIShDA+Pj7Q0dHBq6++KnasIofDIRUShAAX\n", "Fxe0traisLBQ4LWEhAT07dsXw4YN42/j9aqSdtkGAJw+fRqenp4YN26c2H4VL9KmCono6OhOIxel\n", "nTRCdPD09MTbb78tsL1v3774999/FfIA4/jx4xg2bBh69erV5XOpI0tLS9jZ2eHEiRNoaWlR+4QE\n", "AIwfPx5nzpwBl8tV6HmfP3+ulVUwRPehdgmJtWvXIjw8HEOGDBG5j5OTE2bPno3Dhw/j5MmToCgK\n", "paWlWLx4MUxMTAQyhOnp6YiLiwOTyQSDwUBMTAzmzZuHX3/9FTdu3FD2t0R0c7dv30bv3r1hZ2dH\n", "dyi0KiwsRGtrq0CFRENDA5m7TnTy+uuvo729HXV1dWLHKpIKCUIYXtLz5WUbbW1t+PPPP/Hmm292\n", "ejLdq1cveHt7S52QoCgKSUlJiIqKgpubG/Ly8oRWY7xMWyokujqalVCN2bNnY9myZcjMzEROTg7d\n", "4SjFgAEDcOrUKQDqO2HjRVFRUaioqBB4oNpVpaWlpH8EodF06Q7gRfn5+dixY+4CHU4AACAASURB\n", "VAfu3bsn8NrLyyu2bdsGDw8PrFy5EkuWLIGtrS0+/fRTrF69Gg0NDRKvFRoaCgC4fv06QkJCRO4X\n", "Hx8v8ERj2rRpnco9CUIcXkNLdW62pAq8p4gvJiR4N+ccDkdgLS3RPUn6sPNiCT+HwyHN9AgB/fr1\n", "g46ODnJzczF69Gj+9uTkZJSVlQn9/R0REYHk5GSpzv/gwQOwWCyMHz8eAPjVGOImTVAUpVUVEoT6\n", "mzRpEoCOquJBgwZpZQPpAQMGIDk5GVZWVhpxDxEaGgoLCwskJSXxm/IrAqmQIBQlISEBCQkJnbap\n", "opJZrRISFy5cgImJSaf1brwnpzt27EBiYiI8PT2RkJAABoOB+Ph4xMfHdzrHzJkzERsby/+6qakJ\n", "LS0tAk/ReP0mJJVNbd68maz9J7rkzp07mDVrFt1h0C44OBjJyclwdHTkbxs4cCC2bNlC1j0SEgl7\n", "Ak2aWhLC6OnpwdHRUWApRUJCAtzc3IT+To+MjMT27duletJ4+vRpGBkZISIigj8t4cmTJ2ITEvX1\n", "9Whra9OKCgnepJGX+xxIO5qVAFatWoUJEyaIvL8sKiqCsbExevTo0eVr2djYaGV/j7KyMvzzzz8A\n", "Ov59DR06FImJiWrd2FFXVxejR4/G6dOnsXz5coWdt7S0FD4+Pgo7H9F9CXvoropJgWq1ZGPWrFko\n", "KChARkYG/w/vzWbu3LnIyMjgZ22uXLmCioqKTsffuHEDlZWVmD17Nn8br5v2y27dugUACs1QEsTL\n", "iouLUVpaSpJaAMzNzTFixAh+Z3sAcHR0xIIFC2BmZkZjZIQ6ETVWsby8HN988w1qa2v526qqqqCr\n", "q1Z5dUJNvDz6s6mpCUePHsW0adOEVqtFREQAkG5MYlJSEkaMGAFDQ0P069cPenp6ePz4sdhjeE+Y\n", "tKVCoqujWbuzxsZGrFixAg8ePBD6enNzM1xcXHDo0CGFXE9bExLR0dHIz88H0PHwUlP6mERFReHG\n", "jRtgs9kKOyepkCA0nVolJIThLdV4ecnG119/jeXLl/MrHAoLCzF37lwsW7ZM4MNfcnIyTpw4wf86\n", "NTUVW7duxSuvvMK/CSEIZSANLQlCdi9/2BkyZAi++OILbN++HQMGDMCePXv4jS63b98usukl0X29\n", "PPrz9OnTqKmpEbnc0s7ODm5ubhLHf9bV1eHKlSv85Rq6urpwdnaW2NiyqqoKALSiQgLo+mjW7ozF\n", "YgEA+vTpI/R1AwMD+Pv7Iy0tTa7zp6amYsaMGeBwOAC0MyGhyX1Mxo0bBy6Xi3PnzinkfK2trais\n", "rCQ9JLRAVlYWXFxcEBUVhfj4eGzfvh3Jycn8SjxtprYJiaqqKjg7OyM8PBwMBgObN2+Gs7Mz9uzZ\n", "AwB49dVXkZqaCjc3NwQGBmLq1Kn4+OOPsXr16k7nmTBhAlauXIk1a9bAz88P7u7umDlzJhYtWkSy\n", "+YTS3b59Gz179oSDgwPdoRCExnj5w87169exatUqZGdnIyAgALNmzUJqaiqAjmUbmvJkjFAdXoUE\n", "72FGQkICBg0aBE9PT5HHRERESGxsmZycjNbWVkRFRfG3ubm5dbsKCR55R7N2Z7wPF/b29iL3CQ0N\n", "5b/HyeqPP/7AuXPn+JWH2piQ0GR9+/aFr6+vwsZ/8v7fkgoJzWdqaorY2Fjo6+sjKSkJCxYswKhR\n", "o9CnTx+cOXOG7vCUSm1rXa2srPilWMJ89NFH+OijjySex9raGsuWLcOyZcsUGR5BSIU0tOxAURSm\n", "TZuGefPmCVQl7dmzB4GBgRg4cCBN0RHq6uUPOo6Ojti7dy/c3Nz4T5x5hDW9JLovFxcX1NfX4/nz\n", "5zAxMcGJEyfw9ddfiz0mMjISe/bsEftzlJSUBBcXl07ji11dXSXeLGpbhQQhP0kVEgAwZMgQbNmy\n", "BWVlZTJVnlAUhePHj2PSpEn8STI2Njaoq6tDQ0MDjI2Nuxa8mtD0Pibjx4/HwYMHQVFUl+8PS0tL\n", "AYBUSGioS5cuYffu3dizZw+cnZ2xYcMG/mutra3Iz8/H6tWroa+vT2OUyqe2FRIEoQ3u3LlD+keg\n", "I4P/+++/C10zuXjxYq3P/BKKRZqgEpK8OPrz+PHjaGpqwtSpU8Uew0uWXr16VejrFEXh9OnT/OUa\n", "L14rLy8P7e3tIs+trRUShOxYLBZMTU3F9k4aMmQIAMi8bOPBgwfIz8/H5MmT+dvc3d0RHR2NpqYm\n", "+QJWU5rcx2T8+PEoLS0VOlVQViQhodnu3LmDxMREoQkHPT09uLu748CBAxgxYgQN0akOSUgQhJKU\n", "lZWhqKiIJCQgfOQnj6WlpUpGChHaQVTTS015MkaoRv/+/QF0JCQSEhIwdOhQ9OvXT+wxjo6OcHR0\n", "FNlHIicnBwUFBZ2WawAdSzZaWlpQWFgo8txVVVUwMjKCgYGBjN8JoW2Ki4vFVkcAgIODA+zs7GRe\n", "tnH8+HGYmppi5MiR/G0hISE4duyYQiZ2qBNN7mMybNgwmJiYKGTZBq9XjqZ870RnhYWFcHBw6PaV\n", "1CQhQRByqKyslNg4iTS0/B/eL0zeh4QXkYQEIStNfjJGqIaxsTF69+6Ny5cv4+zZsyKbWb5MXB+J\n", "pKQk6OvrY/jw4Z2286oxxDW2rK6uJtURSnDz5k1kZGTQHYZMYmJisGLFCrH7MBgMxMXFydx/6vjx\n", "4xg/fny3SnxpYh8TfX19jBo1CqdPn5b7HGVlZQgLC8MXX3wBBoOByMhI0itEA/ESEt2d2vaQIAh1\n", "VFZWhujoaH53ZycnJ6FzrysrK3H16lVYWlqKnU3fXeTm5sLW1hYmJiYCr5GEBCEr3pMxXlJQ025G\n", "CeXivU+z2Wzs3bsXQEd/CGlERkbit99+A4fDgYWFRafXkpKSEBERIfA+5ujoCF1dXTx+/BijR48W\n", "et6qqirSP0IJQkJCAAhOYlNn4eHhUu23Zs0amc5bVVWFzMxMLFiwQJ6wCBWLiorCf//7X6HvNdKI\n", "jo7uVEHDa+587do1RYZJKFlhYSG8vb3F7lNfX4/r168jNDRU7FIvTUYqJAhCBrxfACUlJSgpKRHo\n", "7s/LWPv6+uK7774Dl8tFeXk5jRGrh9zc3E5N4F5EEhKEvDTxyRihfLz36dbWVv62Dz74QKpjIyIi\n", "wOVycf369U7bGxsbcenSJYHlGoB0oz9JhYRyfP755wDAHwHfnVlZWaGsrAyvvfaawGv5+fndYnSg\n", "Jhk/fjza2tqQnJws87GaPPaU6EyaComnT59i7Nix/MprbUQSEgQhJVG/APLy8vi/AF5MWDQ1NaGm\n", "poaMI0RHQkJY/wiAJCQIglCcrt6ou7q6ws7OTqCPxOXLl9HU1CTQ0JJH0uhPUiGhHLxqA96ywO7O\n", "3NwcRkZGAtvHjx+PTZs20RARIYqTkxM8PT1x7NgxkkToplpaWlBaWioxIeHi4gImk4lHjx6pKDLV\n", "IwkJguii0tJSeHh4YPDgwULXspKMNfDzzz9j6dKlQl+bNGkS3nrrLRVHRBCSxcfHIz09ne4wCBVi\n", "MBhC+0gkJSXBwcEBAwYMEHqcq6srqZCgAa9H0+3bt2mORDq1tbXYuHGj2AaoL3r8+DEuXrzY5eva\n", "2NiQ/gJqpqysDBwOB7/99ht8fX0RFhYm9f+jnj17ws7OTmA7ae6sWZhMJi5fvoxXXnlF7H4GBgZw\n", "dnYmCQmCIER393d1dcWCBQvg4eFBykZF8PX1FXkjHxMTg/nz56s4IoIQr62tDVu2bBFoYEioN0VM\n", "YYmMjER6ejrq6+v5206fPo2oqCiRndBdXV2Rm5srcvQnqZBQjl69eqFfv34ak5DIz8/HkiVLwGKx\n", "pNr/xx9/xHvvvSdxZCebzRY7dpYkJNRPdHQ0SkpKwOVyhS4BFqelpQUURcHAwAC2trakubOG0tXV\n", "RXh4OOzt7SXu6+HhQRISBEF0ENbd/9q1a1ixYgUSEhKETtQgGWuC0DxVVVUAAGtra5ojIWTV1Sks\n", "ERERaGtrQ1paGoCOZXk5OTkil2sA/xv9WVRUJPR1UiGheGVlZRgyZAi4XK7GJCR4fRwkjf3kmTp1\n", "KkpLSxEWFiZ2WcqCBQtENlQFSEJC3XR1adlnn32G+/fv48qVK7h//77GjT0lZEcSEgRB8Emae03G\n", "ERKEduDdFB48eJDmSAhZSXqflsTLywu9evXi95E4c+YMdHV1MWrUKJHH8Jr2iuojQSokFK+srAxp\n", "aWnYsGED/vrrL7rDkQqLxQKDwYCtra1U+4eFhSEtLQ21tbUICAgQej/R2tqKU6dOiZ3eQRIS2uPk\n", "yZP47rvvsG7dOgQFBZHmzt2Eh4cH8vPz0dLSQncoSkESEgQhB1G/ALp6I6yNfv/9dyxevFjk6+Xl\n", "5Thy5AgaGhpUGBVBiFdRUQGgoySc0Ezy3qgzGAyEh4fz+0icPn0aQ4cOhbm5uchjnJycoKurK7SP\n", "RFtbG+rq6kiFhIKx2WwAgL+/P3r06EFzNNJhsViwsbGBnp6e1McMHDgQt27dwujRoxEbG4uPP/64\n", "0/KMK1euoLq6GpMnTxZ5Dmtra5SVlWnUeFRtJmppWVtbm9Dx6DxFRUWYMWMGXn31VcTHxysxQkIV\n", "du/ejW+//VaqfYODgxEXF9dpKaE2IQkJglACkrH+n/Pnz+PSpUsiX8/OzsaUKVNEljoTBB0aGhpg\n", "amrapX/H6enpeP78uQKj6oyiKNy7d09p5+/OIiIikJaWhpqaGiQnJ4tdrgF0rAV2cnISmpDgTREi\n", "FRKKxUtIaEoyAuhYsiHNevGXWVhY4M8//8TmzZtRVVUFJvN/t+/Hjx9H3759MXjwYJHHu7m5ISws\n", "DI2NjXLFTSjeyxW1bm5u4HA4iIyMFDqita2tDdOmTYOJiQn27dsnsp8NoTlOnTolMNFJFH9/f+za\n", "tUtrf4+QhARBEEolbuQnAP5TQzL6k1AnY8eORW1tLUxNTeUaKUhRFIKDgxEVFaWE6DqcPXsWgwYN\n", "QlZWltKu0V1FRkaiubkZa9asQX19vcSEBNCxbEPYkg3eexupkFAs3rIqTbpBZ7FYUvePeBmDwcBH\n", "H32EPXv28D+MUhSF48ePY9KkSWI/oI4bNw6XLl2CsbGxXNcmFO/litqcnBxcu3YNLBYLgYGB/B42\n", "lZWVqKysxFdffYXU1FQkJCRoVBKOEK2wsFDiyM/ugiQkCIJQKk1NSOzcuROfffYZ3WEQNFu4cCGi\n", "o6NlPo7BYCA2NhZmZmZKiKrDyJEjYW1tjV9++UWu45uamnDs2DFwOBwFR6bZysrKMH/+fDAYDGzY\n", "sAF6enpCR+y9zM3NTWiFBK9BqiZ9cNYEbDYbFhYW0NXVxdq1a/HOO+/QHZJEb731FuLi4rp0jhcT\n", "Dw8ePMDTp0/FLtcg1NuLFbWBgYG4desWnJ2dERERAVdXV/j6+sLd3R1r1qzBp59+iqFDh9IcMaEo\n", "hYWF6Nu3L91hqAWSkCAIQmmam5tRWFiokQmJOXPmYO3atXSHQdAsODgYDx8+RF1dnczH+vj4KK0r\n", "9u+//46UlBS8/fbbOHjwoFyNrioqKhAbG4uTJ08qIULNFR0djdTUVFAUBYqi0NraitjYWInH8UZ/\n", "vjz+mVRIKAebzeY/KeY1dlT3HglTp06V6mdJWq2trRg2bBgZT6xFbG1tkZycDCsrK+Tm5qKkpIS/\n", "PCk5OZnm6AhFaW5uRllZmUwVEgUFBbhw4YISo6IPSUgQBKE0+fn5oChKbELC1NQUTCZT7RISPMLW\n", "chLdR1BQELhcLu7cuSPzsT4+Pnj+/DnKy8sVHtfy5ctx5MgRxMXFoaKiAqdOnZL6WC6Xi1mzZqGs\n", "rAxBQUFkEtALujKOz83NDc3NzQL9cEiFhHIsXrwYSUlJAICAgACw2Ww8ffqU5qhUy9/fH1euXIG+\n", "vr7EfdlsNqmG0hB1dXXQ0dER2F5QUCDVWFBC/bFYLACQKSFx8OBBTJ06VVkh0YokJAiCUBre2ntx\n", "CQkmkwkLCwu1TUikp6fTHQJBg+nTp+O9996Dl5cXjI2NZfo5oCgKFRUV8PHxAdBRVq1ILBYLjx8/\n", "xogRI+Dr64uAgACZlm2cO3cOe/bsQXNzM2JiYnD69GnS7E4BRI3+rK6uBoPBUOryne6oZ8+ecHd3\n", "B9CRkACA27dv0xmSWvP29saWLVvoDoMgCHQs1wBkS0h4eHigoqKCXzGjTUhCgiAIpQkLC0NSUpLE\n", "Jl7vvvsuBgwYoKKopHPmzBls3LgRw4YNozsUggbPnj0Dl8uFrq4uBg8ejJs3b0p97KNHj2BtbY2S\n", "khLo6+srPCFx8eJFAOCXacfFxeGff/5BaWmpVMfv2LEDfn5+CA0NRUxMDBoaGnDu3DmFxqipRI3j\n", "c3Z2ljhxxcnJCTo6OgJ9JKqqqmBpadlpMgKhWLa2trCzs5OrkklVioqKsHfvXtTW1tJyfRsbG5SV\n", "ldFybUI2XXkfIjSDj48PEhMThf5/FsXDwwMAlLYUlE66dAdAEIT2srKywrhx4yTut2nTJhVEI5ux\n", "Y8di7NixdIdB0KSiogIhISEAOvpIyLKs4fLly9DR0UFQUBBWrlyJQYMGKTS2ixcvwsfHB9bW1gA6\n", "qjnq6+thYGAg8diioiKcOHECP/74IxgMBjw9PeHp6YnExERMmjRJoXFqqsTERMTExCA/Px9Ax4cA\n", "af7/6+npCR39WV1dTfpHqEBAQIBaV0jcvHkTM2fOxKRJk2ipliEJCc0i7/sQoRl69uwpczNaNzc3\n", "AB0JiSFDhigjLNqQhARBEARBvKSiogK9evUCAIwaNQosFgutra3Q09OTeGxKSgoCAgJgZmaGpUuX\n", "Kjy2ixcvYuLEifyvrays8Mknn0h17J49e2BoaIi33nqLvy0mJgY///wz2traoKtLbgt44/h4a7Vl\n", "eSIpbPRnVVUV6R+hBO+88w4mT56M1157DUBHQmLXrl00RyUai8WCvr4+bU+4ra2tSU8kDdKV9yFC\n", "OxkbG6Nfv35aWSFB6gcJgiAImbW2tuKff/7Bs2fP6A5F4drb21FVVcVPSLzyyis4fPiwVMkIiqJw\n", "+fJlREREKCW2p0+fIj8/HyNGjJD52La2NuzatQtvv/02zM3N+dvfffddbNu2Te0nFKjai+P4pCVs\n", "9CepkFCOI0eO8NdhA8CiRYuQl5dHY0TiFRcXw97evtPYTlUiFRKaSZ73IUJ7ubu7k4QEQRCEtNrb\n", "2zFt2jSkpqZK3Pfp06dqVWp79uxZLF++HK2trfjPf/6DM2fO0B2S2pk+fTomTJiglX831dXV4HK5\n", "ct0EFhQUgMViKS0h0aNHDxw+fFiuhER2djZqamrwwQcfdNru7u6ON954Q6qECyGesNGfpEJC8Zqa\n", "mtDQ0MAf+wkA5ubmUi1boguLxZLYT0mZSEKCINTHl19+KdfI7ddff10re5uRhARBEEpRVFSEw4cP\n", "80feibNlyxa8/fbbKohKOhcvXsSvv/4KPT09XL58GefPn6c7JLWTk5MDAFI3UtQkvA7WvAoJWaSk\n", "pIDBYPBvGFpaWrB7925kZ2crJDYzMzO8+eabQp+4p6SkICQkROTEDF9fX5SWlsLf318hsRCCXF1d\n", "0dTUxB/pBpAKCWXg/RvVpCfHLBYL9vb2tF3f2dkZDg4OnZJlBEHQY+vWrcjMzJT5uNmzZ2PRokVK\n", "iIheJCFBEIRS8EZ+8kbhiWNpaSnz2M8TJ04orTyXV1oLAEFBQbh165ZSrqOpuFwuf528NiYk3Nzc\n", "0NzcjLCwMP626upq/PPPPxKXNejo6OC1117jPxHX1dXFRx99hNOnTys1ZgCwt7fHzZs3xTY+MzY2\n", "Vnoc3Rmv6diLfSRIhYTi8RISL1ZI8Kjr0qPi4mJaKySmTZuGjIwMMu2FIGjW0NAANpuNvn370h2K\n", "2iDvSgRBKEVubi6YTKZUI41kTUhQFIU33ngDJ06c6EKEor2ckLh9+zZ5qvSCoqIi/lP4kpISmqNR\n", "Dn19/U4NHq9cuYIJEyZI7Jnx9ttv488//+R/zWQy4eXlhfv37ystVh5XV1eEh4fjl19+kev4JUuW\n", "YOPGjQqOqntxcnICk8ns1EeCVEgoHq/R38sJid27d8Pd3V0tkxJxcXGIioqiOwyCIGjG633j4OBA\n", "cyTqgyQkCIJQiidPnsDBwQH6+voS97W0tERTUxOampqkOndVVRWamppQV1fHr8RQpBcTEoGBgait\n", "reUvUSD+NwN72LBhWlkhIUxQUBCAjtF9svLx8VFIQuKvv/7C7NmzxX7YiouLw4ULFzolTpqbm3Hk\n", "yBG0traKPX95eTn27t3b5Ti7M319/U6jPymKIhUSSiBqyUavXr3w5MkTtZwm8cknn5BR0gRBoKio\n", "CID8CYnr168jKytLkSHRjiQkCIJQitzcXKmWawDg36xzOByp9ue9mX/xxRfYtGmTfAGK8XJCAgBZ\n", "tvGCnJwc6OnpITQ0VK0TEo8fP0Z7e7tCzmVrawsHBwekp6fLfKyPjw8ePHjQ5Sqbo0eP4u7du2K7\n", "9L/++uswNjbG/v37+duOHTuGKVOmCEx/eFlMTAyys7O1soO3Kr04+rOhoQFtbW2kQkLBIiIikJyc\n", "LJDoCQgIAAC1apKsTtra2tDc3Ex3GATRrfEqJORdsjF37lz89NNPigyJdiQhQRCEUuTl5cHFxUWq\n", "fXk369Iu2+A1jBs3bhwuX74sX4AiNDQ0oLq6mp+QsLS0hJubm1wfRLVVRUUFPDw8EBkZicmTJ9Md\n", "jlB1dXVwd3fHypUrZT7222+/Ffp9BQcHi/05SEtLE7qkw9vbGw0NDSgoKJA5Fh6KonDx4kWJ0zVM\n", "TU3x+uuvY9++ffwEyI4dOxAZGYkBAwaIPXbs2LEwNjZGYmKi3HESHQkJXvKH19SXVEgoVs+ePTFi\n", "xAjo6Oh02t63b19YW1uThIQIVlZW2LFjB91hEES3VlhYCGtraxgaGsp1vIeHh9Y9OCAJCYIglOLP\n", "P//EjBkzpNrX3t4eEyZM6LRmXxwWiwUGg4GpU6fiwYMHKC8v70qonTCZTBw+fLjT2Mbjx49j1apV\n", "CruGpvvyyy9x7949TJw4Ed9//z3d4QjFS25dvXpV5mMfP34stPKD1+BUVNXFrFmzsHr1aoHtPj4+\n", "AIAHDx7IHAvPo0ePUFpaKtW4z7i4OBgbG+P58+fIzs7G5cuXMWfOHInHGRkZYfz48WKbYhKSubm5\n", "4cmTJ+ByufyfQ1IhoRoMBgMBAQG4c+cO3aF08ujRIxw7doz23ha9evUioz8JgmZTpkzB7t275T6e\n", "JCQIgiCk5OLi0mlKgaR9T548KXVFRVFREXr37o1Ro0YB6Bh3qCiGhoZ488034ejoyN82YMAAmJub\n", "K+wa2kDdO7XX1NQA6Kh4kVVlZaXQkZ9BQUGoq6sTeiNQUVGBBw8edEpk8fTp0wfffPMNfwKDPC5e\n", "vAhdXV2p5o+Hh4cjMzMTdnZ22LlzJ6ytrRETEyPVdWJiYnDjxo1OYysJ2fBGfxYXF5MKCRoMHjxY\n", "7SokEhMTERcXJ3a5lSrY2NiQhARB0GzAgAGYNGmS3Md7eHigpKSEf5+jDdT7jpIgCFpcuXIFtbW1\n", "dIchkq+vL9577z04ODigf//+Cl+2QWg+XoNU3tIbWVRUVAhNSAQGBmLOnDnQ09MTeI1XiSEsIcFg\n", "MLBs2TJ4enrKHAvPxYsXERQUBFNTU4n7MhgMMBgMNDQ0YP/+/XjvvfdgYGAg1XUmTJgAIyMj0jOl\n", "C14c/UkqJJRjy5YtIpceBAQEoKmpiZ8MUgcsFovWkZ881tbWJCFBEBrOw8MDALSq2TpJSBAE0Ul1\n", "dTUmTJiA9evXo6amBklJSTIdz2vWo0yvvfYa1qxZAwAYPnw4Ll26pPRrEh24XC6/7JiiKFy/fp3f\n", "ZFSdDB48GBRF4ciRIzIfW1lZKdC9HwDMzc2xfft2oZUOKSkpcHR0RL9+/eSKVxyKonD16lWplmu8\n", "6K+//kJ1dTVmz54t9TFWVlaoqKhQ294gmsDZ2Zk/+pP3oZgkJBQrMTERV65cEfra5MmTUVlZqVZV\n", "KcXFxWqRkCAVEgSh+XgJCW1atkESEgRBdLJz5040Nzdj3rx5+OmnnzB58mSpkwzl5eXw9PSUa21c\n", "YWGhXDdKb775JmJjYxW2NjcxMRG7du0S2L5gwQJ89tlnCrmGJjt+/Dh69uzJ/6A1ZswY/PXXXzRH\n", "pViiKiTESUlJQWRkpFLiYTAYyM7OxsKFC2U67o033sC5c+fQv39/mY4zNjaWaX+iM319fTg6OuLJ\n", "kyeorq6GoaGh3M3LCOHYbDZ69Ogh9DUdHR3al0a8jMViyVWtpWgkIUEQ9Kqvr8fixYu7lEwwNzfH\n", "hx9+KPfYUHVEEhIEQfA1NTVh8+bNeOedd2BnZ4f58+fDzMxMaKM+YTZv3gwGgyH1evUXDR8+XK4G\n", "iWPHjsVXX32lsBvQP/74A4cOHRLYXldXhzNnzijkGprs0aNH4HK5sLS0BIPBgK2tLUpKSugOS2G4\n", "XC7YbLZMCYmamhpkZGQIXa7Bw2azsWHDBrmrSSwsLGROkhgaGmL06NFyXY/oGt7oz6qqKrV6Uq8t\n", "xCUk1JG6VEj07dtX6uVbBEEo3tOnT/Hdd991OTH4448/ir3n0DQkIUEQBN+vv/6K58+fY/HixQA6\n", "srCffvop9u7di9zcXLHHVldXY+vWrZgzZ47QcndJLC0tpRr72dLSgrNnzyptfXBxcbHQJ1mBgYHI\n", "ysri9ybornJycuDh4cFPANnZ2QmdSKEuGhsb+eMvpcFgMFBSUoJp06YJfb2pqQkHDx5EXl4ef1tz\n", "czMWL17Mb7IqTHt7Oz755BOkpaVJHzyNuFyuVq1PVTXe6M/q6mqyXEMJRC2relFjY6OKohGPy+Wq\n", "TULiww8/xMOHD+kOgyC6LV7FsTZVNygCSUgQhBa6ceMGVq9ejdbWVqmPaW9vx4YNGxAdHc1fnwYA\n", "8+fPh7W1Nb766iuxx//0009obm7Gxx9/LFfM0iYkCgsLMW7cOKWNdROV98qA+gAAIABJREFUkAgK\n", "CkJraysyMzOVcl1N8ejRI7i7u/O/VtcKidWrV4PBYMDY2FimviYMBgM2NjYwMzMT+frMmTPxzz//\n", "8LdZW1tj3bp1cHJyEnlea2tr2NjY4P79+1LHAnT0j6BjVOCPP/6IQYMGyTWlhPjf6E82m00qJBSs\n", "sbERjY2NYiskkpKSYGZmhufPn6swMuFaWlowb948BAYG0h0KQRA0KyoqAoPBUIsEpTohCQmC0EKJ\n", "iYnYtm0bdHV10djYKNUHmnPnziEnJwdLly7ttN3IyAhffPEFfvvtNzx48EDosfX19fj+++/x3nvv\n", "wc7OTq6YpU1I8EreX3wzLysrw8aNG6U6XhyKokQmJPz8/KCnp4f09PQuXUPT8SokeGxtbdWyQqK8\n", "vJz/34qMz8DAAAMHDpTr58DHx0fmhMS9e/dga2uL7Oxsma/XFa+88goaGxtx9uxZlV5XW7i6uqKx\n", "sREPHz4kFRIKxquOE5eQcHd3R3t7u1qM/zQ0NMSWLVsQHBxMdygEQdCssLAQtra2Qqd1yaK2thaJ\n", "iYlqNU2oK0hCgiC0UGpqKoYMGYLa2lr4+vpK1WRy3LhxuHbtGkJCQgRemzVrFhwdHfHbb78JPXbX\n", "rl2orq7GJ598InfM0iYkWCwWgM4Jifr6eixZskRk13Vp1dTUoL6+XmhCwsDAAH5+ft16HCKbzUZF\n", "RUWnCgk7Ozu1rJDgcDhwdXUFoNiEBAAEBwfj5s2bMh/n7e0tMqknysWLF1FTUyNzY8qucnNzg7e3\n", "N44dO6bS62oL3iSWe/fukQoJBbOwsMCRI0cQEBAgch9nZ2dYWVkprZJO09FRdUUQREdCQhHLNZ4/\n", "f46YmBi1SLoqAklIEISWaW1txc2bNxEWFgZzc3MMHz4cixcvlthMj8FgICwsTOhr+vr6uHbtGn/U\n", "5sumT5+Ow4cPiy1Zl0SWhIS5uXmnknonJyc4ODh0efxncXExAIjshh4UFNStl2wUFRXBzMysU4WE\n", "v78/Ro8erXY3uBwOBy4uLtDR0ZEpYfL3339j1KhRaG9vF7lPUFAQHj16hJqaGmRmZmLr1q1obm6W\n", "eG4fHx88fvxYpj4kFy9eRFhYGC2N6MaOHYtr166p/LrawNnZGQwGA62traRCQsFMTEwQGxuL3r17\n", "i9yHwWBg8ODBWnOzrihtbW2wsrLCvn376A6FILolRSUknJycoKenpzWjP0lCgiC0TGZmJhobGzFk\n", "yBAAwMaNG2Fqaoo5c+Z06UOjvb29yEkWNjY2mDJlitznBjqeKPKeaIvDYrEE1t4xGAwMHz68ywmJ\n", "Xr16Ydu2bRgwYIDQ19euXYsbN2506RqazM/PDxwOB35+fvxtr7zyChISEtRuzF5NTQ2srKzQu3dv\n", "mSokcnJycOvWLejo6IjcJzg4GBRF4fbt2zh69ChWrFghVfmlj48P2tvbpb6BaG9vR0pKCkaMGCF1\n", "/Irk4+ODvLw80kdCDgYGBujXrx8AkAoJmgwePFgtKiSysrLUppmtrq4uGAwGGf1JEDRZvHgxPvzw\n", "wy6fR1dXF66uriQhQRCEerp+/Tr09PQwePBgAB2VB9u3b8epU6eEjrMsKipSi5uTOXPm4MSJExL3\n", "KyoqQt++fQW2R0ZG4u7du13qI2FtbY25c+eKHK9oaWkJXV1duc+vDRgMhtolH4ThcDgwNzeXucdF\n", "RUWFxO79Hh4eMDU1xc2bN5GSkoLw8HAwmZJ/nfr6+uKnn36Cra2tVLFkZGSAw+HQlpDw9vYGRVEq\n", "71+hLXjLNrq6VpiQT0BAAJ49e4aKigq5z9HS0tLlhNyWLVvw3//+t0vnUCQbGxu1+J1PEN3R2LFj\n", "MXz4cIWcy8PDgyQkCIJQT6mpqQgICIChoSF/26RJkzB16lQsWLBAoOv4559/jmHDhkldPVFaWorN\n", "mzfzG0CqulQ/KCgIUVFRAtuHDx8OLpeLq1evqjQeQj3V1tbCwsJCqqqbF1VWVopMSPHo6Ohg06ZN\n", "GDp0KFJTUxEZGSnVuc3MzDBv3jyxpeYvunjxIoyNjREUFCTV/orm5eWF6OhosdUihHBlZWXIysoC\n", "AGzatAlhYWHkQ6CCnD9/HuvXr5e4X0BAAFxcXPh9h2TR0tKC7du3w8nJCWPHjpUnTD51GfnJQxIS\n", "BKEdSEKCIAi19fnnn2Pjxo0C23/44QcwmUxs3bqVv+3Zs2c4dOgQ5s6dK/VT71u3bmHhwoU4e/Ys\n", "Ro8ejQULFigsdmksXboUCxcuFNjev39/9OnTB5cvX1Z6DOrWL0FVRPVVePTokdo1tvz333+xZs0a\n", "/P7779ixY4fUx1VUVEhMSADA+++/DyaTiaamJkRERHQlVJHYbDZGjx4NfX19pZxfEjMzMxw7dgyD\n", "Bg2i5fqaLDo6mp/85XA4SE1NRUxMDM1RaYfz58/j559/lrifq6srnjx5goEDB8p0/iNHjsDT0xPz\n", "589Hz549kZaW1qUqCRaLJbIvER1IQoJQJYqiwOVy6Q5DK3l4eODZs2dasaySJCQIQst4e3tj6NCh\n", "Atutra1x9epVfPXVV/xtmzdvhqmpKWbNmiX1+SdMmICQkBBMnz4d2dnZmD59uiLCBkVRqKmpQWtr\n", "q1zHMxgM7NixAzNmzJA7ht9//x2nTp0Su8/mzZu75Qc0LpeLHj164JdffhF4LSIiQqpJLqrEYDDk\n", "KpWvrKyUuGSDJyUlBaampkr7eVi7di0SExOVcm5CeSorK1FQUCCwPT8/H5WVlaoPSMtUVlaKHfkp\n", "yvXr16VavvXs2TMMGjQImZmZ2L9/P9rb23H37l15QgVAKiSI7u3zzz8nVXb/7/79+/jmm2/Q2Nio\n", "kPOFhIRgwYIFMjXKVlcKTUgUFBR06U2bIAjl8vDw4P9iqKqqws8//4z58+d3mlghCYPBwJo1a8Bm\n", "szFixAh+88yuevDgASwsLLrUFX3ixInw8fGR+/gffvgBf/zxh9h9rK2tkZmZqTWzn6VVWFiImpoa\n", "of0PZO3ToM6krZAAOhISQ4cOlamvSF5eHpYtW4a6ujqp9teEfh0EoUpsNlvqpCEPRVGIiYmBnZ0d\n", "PDw8MGvWLBw4cAAFBQUC1V3x8fE4evQofHx84Ovri23btsHZ2VmuWJubm1FRUaF2CQlteKJKaAbe\n", "8io2m01zJPS7du0ali9frrC+Ql5eXti8ebNcCVp1I1dC4vLlyxgxYgTeffdd/rbly5ejf//+GDx4\n", "MAYPHtylxnIEQSjftm3b0NbWJlezrVGjRuH777/Htm3bFBYPbzSeuPeOqqoqpKeno6WlRWHXfZE0\n", "T7ICAwMBdCxd6U546xTd3d0FXrOzs1PrhARFUVIvs/n777/x8ccfS7Xv8uXLsXz5cpliqaqqwrff\n", "fqsxjSLr6upw/vx58gFGBj179hQ6AtnZ2VnmD9KEIDabLfMNOIPBQEZGBg4fPowxY8bg5s2bmDFj\n", "BpydnREaGtrpd8qLSUA9PT3MnTsXdnZ2csUqaZQ0HVasWKE1684J9WdjYwNfX1+YmprSHQrtioqK\n", "YG9v3+2bowsjV0Li119/RVVVFaZOnQrgfyUozs7OiI+PR1VVldA17ARBKNe8efPw22+/SdyvtbUV\n", "q1atwpQpU6RusPey+Ph4eHp6ynWsMNIkJFJSUhAcHKyU6gRek05JN45ubm4wNzfvdgmJnJwc6Onp\n", "Cf2gZWtrq1Y9JPLz8+Hl5YU7d+4gPT0dxsbGUicAXF1dhU5xEWbIkCFCl0eJM2DAADAYDNy/f1/k\n", "Pps3b1aLcYVARyJqzJgx/AaNhHQSExMRFhYGOzs72NnZISwsDMeOHaM7LK0g75INe3t7vPnmm9i6\n", "dSsyMzNRWVmJ48ePY9++fUqbhMJkMvGf//yHP3FFHUgzEYggFKGlpQXl5eWYM2cObb2Q1ElhYSEc\n", "HBzoDkMtyfWudO3aNfzxxx8YP348AGD//v0AgBMnTmDTpk04efIkjhw5orgoCYKQqKWlBXv37pVq\n", "xJmuri527tyJLVu2qCAy6ZiYmEBHR0dsQqKoqAh6enqwtrYWuc+RI0cwf/58ma/PZrPR0tIiMSHB\n", "ZDIREBCA9PR0ma+hyR49egRXV1eha0HVbclGZWUlsrOzwWAw0KNHDzQ1NalNwsTY2BguLi4iExKP\n", "Hz/Gxx9/jOvXr6s4MuF4CZQHDx7QHYpGsbGxwbVr15CVlYWsrCxcu3YNNjY2dIelFeRZsiFMjx49\n", "MGnSJIwYMUJpS6McHR1x4MABuZd8EIQme/ToEdra2uDn50d3KGpBGQmJx48f4++//1boOekgV0Ki\n", "urq6U9nuiRMnEBYWBi8vLwAdTfXIkg2CUK2MjAw0NzdL1dOBwWBgxowZalU+zGAwYGlpKfa9g9et\n", "XNwTnvLycuzcuVPqNfo8spTWBgYGdruERE5ODjw8PIS+xluyoS7TRzgcDgDAwsKC3/NCnRIm3t7e\n", "IhMSa9euRe/evWVqNKtMxsbG6N+/P0lIyKlnz55q9T6rDdasWYNXX31VZddraGjAkiVLut17PkF0\n", "FZvNRv/+/bvU20ubKCMhcfToUfznP/9Rm/svecmVkNDR0eGPcHn48CFycnIExlmRkjCCUK3r16/D\n", "0NBQoydASJOQkNTjYfjw4Whvb8e1a9dkurYsCYmgoCC0tLTwP/h2B/X19SKX6Hh6eiI8PBzNzc0q\n", "jkq4mpoaAB0JCRMTE5iZmUmVkHj48CGmTJnC/1lQFh8fH6EJifz8fBw8eBBLliyBoaGhUmOQhbgE\n", "CkGo2owZMxAQEKCy6xkaGmLXrl04e/asyq6pTDU1NXB2dsaJEyfoDoXQcpGRkcjNzcWNGzfw1ltv\n", "0R0OrSiKQmFhodRLQqXl4eGBmpoa/phpTSVX1sDd3R1bt25FXV0dVqxYASaTiddff53/+s2bN6Xu\n", "Uk4QhGKkpqYiMDBQo9fpubi4iI2/qKhIYkLCw8MDvXv3xuXLl2W6dv/+/bFmzRqhUyReFhsbi9LS\n", "UlhYWMh0DU129epVfPPNN0JfGzduHM6cOaM2H6J5iSJzc3MA0ve4yMvLU8lyQx8fHxQXFwv0Qvn2\n", "229hZWWFDz74QOkxyMLHx4dUSBDdFpPJRFBQkFwVEkePHlW7Ua+mpqYoLCwEi8WiOxSim2Cz2Th0\n", "6FC3m072ovb2dmzZsgVjxoxR6Hl5KxY0vVGtXAmJJUuWID4+Hubm5jh69CimT5/OL0FZt24dYmNj\n", "MWrUKIUGShCEeKmpqQgLC6M7jC45c+YMVq5cKfJ1aSokGAwGIiIicOnSJZmu7ebmhs8++0yqhI6O\n", "jk63HMeoKd8zh8OBkZERv1GdtD0ueB8clF1iHxERgUOHDnX6WSssLMQvv/yCxYsXw9jYWKnXl5W3\n", "tzdYLBZZikl0W0FBQbh586ZMx+Tl5eG1116TuVpP2ZhMJqytrVFWVkZ3KEQ34e3tDaCjCrG70tXV\n", "xezZs/l/F4ri4uICHR0djf+7lSshMX78eJw5cwZz5szBunXr8PPPPwPoKEfJzs7GmDFjEBcXp5AA\n", "d+7cCSaTia+//loh5yMIbVRUVISioiKp+kdospCQEAQFBUncb/jw4UhPT0d9fb3SY1LFNQjZcDic\n", "TtUr9vb2Uo2trKiogJmZGQwMDJQZHuzt7TFt2jSYmJjwt924cQM2NjaYO3euUq8tj8DAQMycORNN\n", "TU10h0J0c/n5+diyZQtqa2tVet3g4GCUlJTIVFVw4cIFMJlMREZGKjEy+djY2JCEBKFUzc3N/J8x\n", "d3d3MJlMjf/QrI4MDAwwYMAA3L17l+5QukTuRg9jxozBtm3bOq11ZTAY2LdvH3755Rf4+vp2Obiq\n", "qip8/vnn/HO/bNeuXQgICICfnx+8vb0xZswYkWXae/fuxcCBAzFw4EB4e3tjw4YNGt8AhCB4+vTp\n", "g7y8PIwePZruUJRq//79mD59usT9IiMj0dbWhrS0NKXGU1VVBUdHR8yePRsFBQVKvRad2traJO5T\n", "VlYm1YQXVfj44487jWVNSEjA0aNHJR5XWVlJWwPCKVOmIDc3F2ZmZrRcXxx3d3fs3r1bquVMBKFM\n", "d+7cQXx8PFpbW1V6XV4iXJYqiQsXLiAoKEgtl/aRhAQhraysLDg6Oko9OpsnPT0dvXv3xv3792Fo\n", "aAgXFxeSkFASf39/ZGRk0B1Glyit86Qi1sAuX74c4eHhQl/74YcfMGfOHHz99dfIzMzE/fv34e/v\n", "j3HjxuH27dud9v3pp5/w4YcfYu/evbh37x5OnjyJ7777Dp9++mmXYyQIdcBgMODs7AxTU1O6Q+ky\n", "RSQKvby8kJ2djZEjR0p9zKFDh2ReI2xgYIClS5ciMTERbm5umDlzJnJzc2UNV+3NmjULUVFRYvcZ\n", "MmQINm7cqKKIxDMxMem0tEfapSYVFRW09j9SdmUGQWg6NpsNBoOh8g/5ffr0gb29vdQJCS6Xi+Tk\n", "ZJl+B6kSSUgQ0uByuejTpw8KCwtx48YNmY7NysqCrq4uv8eBt7d3t+5FdPbsWRw6dEgp537jjTc6\n", "9XLUREpLSHR1JmpmZiaOHj2Kr776Sujrv/32G3x9fTFx4kQAHTecy5YtQ0tLC/766y/+frW1tfjs\n", "s88QFxfH78rs7OyMhQsXYtOmTcjPz+9SnARBKM7GjRsV0oGYwWDA09NTpp4HS5YswcmTJ2W6jrGx\n", "MZYsWYL8/HysW7cOp06dgoeHB2bMmKFViYlHjx7B2tpa7D7SNo5UZ6qskLh58yY++ugjUqlHEDJg\n", "s9mwtLSEjo6Oyq99+PBhzJs3T6p9Hzx4gPLycrXtp0YSEoQ07t+/D3t7e1AUJVdCwtPTk98rycvL\n", "q1tXSBw4cADbt29XyrknTpyIJUuWKOXcqiJVQoLJZEJHR0fqP0wms8tvdAsWLMCqVatEZsF1dXUF\n", "SvZaWlr4r/EkJSWhtrZW4JfCyJEj0d7erpKO6gRBSMfQ0BAVFRVCP6Q9f/5caR/y29vbUVpaKtXI\n", "T2FMTEywaNEi5OfnY9OmTTh//jyePn2q4Cjpk5OTAw8PD7H72NnZSdU4Up2tXLkSa9euVcm1ioqK\n", "8MMPP2D16tU4f/68Sq7ZFaWlpTh27BjdYRDdHJ3LqsLDw/kN3CW5cOECDAwM1LbR9OrVq3Hv3j26\n", "wyDUXFZWFpqbmxEbGyvzEtjMzMxOy/c/+OADrRmdK4/CwkKp3z+6I6kSErq6uggPD+/0p1+/fgAA\n", "R0dHDBkyBGFhYXBycgIA9OrVCxEREXIH9fvvv6Ourg4zZ84Uuc8XX3yB/Px87Nq1CxRFoampCcuW\n", "LUO/fv06ZbB5TT5cXFw6Hc/7OjMzU+44CUIdXL9+HT4+PigqKqI7lC6ztLRES0uL0OZ5u3btQmho\n", "qFKuW1ZWBi6XK3dCgsfIyAgLFixAXl4eRowYoaDo6FVRUQE2m80vuxRFnSokPvjgA2zZsoX/dU5O\n", "Duzt7SUuyfH29oa/v7+ywwPQMUoTAFasWIHk5GSVXLMrUlJSEBsbq3YjDInuhc1mo0ePHnSHIVFo\n", "aCg2bNgAIyMjukMRysTEhD+FiCBEycrKgoODA8aNG4fMzEypm3hTFIX79+93Skj069cPXl5eygpV\n", "7ZGEhHhSJSR69uyJS5cu8f+sX7+e35wkLy8PV69exZUrV5Cbm4vs7Gx4enrym1HKqqGhAUuXLsWP\n", "P/4odr+oqCgcPXoUa9asQa9evdCzZ0/k5OTg7NmzsLOz4+9XXl4O4H/z6Hl4X/NeJwhNde3aNRQU\n", "FGhFwzlLS0sAEDpekMViybSco729HcHBwdi3b5/EfYuLiwGgywkJHgMDA4WMyFSHcv6cnBwA0KgK\n", "iZSUlE4VKhYWFigpKVGbhAnQkRQ3MDCAsbExFi5cSHc4EvFGlXXnNcAE/TQpIfHf//6X7jAIokuy\n", "srLg6+uL0NBQcLlcgR59ohQWFoLD4ShkwIE24HK5KCoqUmpC4u7du0rrUaEKUiUk1q1b1+nrZcuW\n", "Yffu3UJvUN3d3XHgwAGRvR8kWbt2LcLDwyWOL9y2bRsmT56MNWvWoKKiAhwOBxMnTkRQUBDOnDkj\n", "17UJQhOlpqYiKCio01IlTSUpIfFio0JJdHR00NzcLNUMeEUnJF6UlZWFPXv2yHzc8uXLMWjQIHC5\n", "XIXHJItHjx4BAFxdXcXuZ2tri/LycpV3vxempqamUxK6V69eYDKZapMwATp+PsePH4+lS5dK7M+h\n", "Dtzc3KCnp4f79+/THQrRjb3xxht49913abv+l19+ifXr19N2fYJQJV5CwtvbG1ZWVsjLy5PquOrq\n", "agQGBsLPz0/JEWqGsrIytLa2KqRHmiinTp3C/Pnz1eJBljyk+gTzzjvvdPo6JyeHvzxDGCcnJ7ma\n", "Rebn52PHjh1C17W9+BdcVVWFRYsWYcKECXjrrbcAdCwr+fTTT/H7779j5syZ/PJ1Xsf0mpqaTufj\n", "fS3pRjA+Pp7/IYln2rRpmDZtmozfHUEoHkVRSE1NRVxcHN2hKISkhERgYKBM5wsODpaqEVNxcTGY\n", "TCZsbGxkOr80jh07htWrV2PIkCFSlyseOXIEq1evBtDR/FBZS1WkweFw4OnpCWNjY7H79e/fH0FB\n", "QaitraX9CSaHw+nUf0hHRwc2NjZiKyTq6uqwcOFCLFiwQGVPdRITE1VyHUXQ19eHu7s7qZAgaDV1\n", "6lRar5+bm4snT57gk08+oTWOrnr+/DmioqLwww8/YNiwYXSHQ6ih6upqFBYWwtfXFzo6Onj+/LnU\n", "y3z8/PyELpHcunUr8vLysGnTJkWHq9YKCwsBQKkVEv7+/qiursbTp0/FfkaXJCEhAQkJCZ22Cbsn\n", "VzS5pmzU1NSgoKBA5OsFBQWoq6uT+bwXLlyAiYkJJkyYAH9/f/j7+2PChAkAgB07dsDf3x/Tpk3D\n", "48eP0dLSIrJCo7i4GBUVFQDAXw/8claP9/XAgQPFxrR582b8/fffnf6QZAShLgoKClBaWqq2jbNk\n", "ZWlpCV1dXaHrFIuKimTOLoeEhODBgwcS34/8/Pzw5ZdfKqVz+9KlS+Hk5IS5c+dKlbmur6/H3Llz\n", "MWXKFFhbW9P+oTU+Pl6qztgjRozAzZs3aU9GtLW1ob6+XqAhsqQlJc+fP8fu3bvJMj4xuvvYNoII\n", "Dg5GRkYGv4m6MGvWrMG5c+dUGJXsTE1NkZGRgWfPntEdCqGmWCwW7O3t+Ql6RfQcKS4u7jQJsbuw\n", "tbXF2rVrBfoZKhLv825GRkaXzjNt2jSBz72bN29WRIhiyZWQGDp0KGJjY3Hr1i2B1y5evIiYmBi5\n", "Mq6zZs1CQUEBMjIy+H/++ecfAMDcuXORkZGBhIQE/lNMYUmRgoICGBkZ8W9Go6KiYGZmJtDF/MKF\n", "C9DR0cFrr70mc5wEoS5SU1MBgNYn6IrUp08ftLS0YPTo0Z22t7S0oKysTKYlG0BHQkKadY9DhgzB\n", "ihUrZI5XGgYGBti2bRtSUlJw4MABifubmJjgzJkz2Lt3L1599VXaExIAFNIPQ1Vqa2sBQCAhYWtr\n", "KzYhwUti09XBXxN4e3vj/v37GlsSShBdFRQUhJaWFmRlZQl9vbGxEatWrVL7xJ2JiQmMjY3J6E9C\n", "JG9vb7BYLIUuu/Dy8kJhYaFA1bq2c3BwwKeffipQca9IdnZ26N27d5cTEnSRKyGxdu1aPH78GCEh\n", "IbCxsYG/vz+8vLxgaWmJUaNGIS8vD99++61CAuTd+Lx4A+Tk5ISYmBgcOXKkUxb6l19+QXp6OubP\n", "n8/P5JmammLt2rXYt28f7ty5A6BjacjmzZuxaNGiLpW1EATdnjx5And3d/7SJE3HYDCEfvitq6vD\n", "yJEjJU56eJmXlxdMTU1lnp+taKNHj8b06dOxePFisNlsifv7+/vDzMwM8+bNwzfffEM+AMqAw+EA\n", "EGxkbGtrK/bmmzc9Qlv+LSnDqFGjEBcXpxZ9Qojup7m5GQcOHKB1otSgQYOgq6srcmLPtWvX0Nzc\n", "LDBqXh3Z2NiQijBCJlwuV+KkjdbWVvz7779oa2sTeI3XHDk7O1sp8XV3/v7+GpuQACWnjIwMKiIi\n", "gmIwGJ3+jBw5ksrKypL3tHxsNptycnKi+vbtSzGZTMrS0pJycnKidu/eTVEURTU1NVHfffcdNWjQ\n", "IMrb25vy9vamQkJCqF9++YXicrkC59u7dy/l6+tL+fn5UQMGDKDWr18v9vq3b9+mAFC3b9/u8vdC\n", "EMrU2NhIdwhqbfjw4dT7779PdxhUSUkJZWFhITKW9vZ2FUckWWtrq0xxNTY2UhwOR4kRSdbU1ETd\n", "vn1bII6Ghgax38v+/fspAOTfE0GoqcLCQgoA9c8//9Aah7+/PxUXFyf0tWXLllE2NjZC70PVTXBw\n", "MDVr1iy6wyA0iI+PD7V48WKx+9y7d48CQF25ckXgtfr6eorBYFB79uxRVojd2rJly6g+ffoo/Lyq\n", "+Ewsd1v+QYMG4fLlyygvL0dubi4YDAZcXV0VVu5qZWUltjGmgYEBFi1ahEWLFkl1vri4OK1p/EcQ\n", "LzI0NKQ7BLV2+vRpiX9HCQkJCAkJQf/+/ZUWh62tLdavX4/c3FxQFNWpEiQ1NRVz5szBqVOnlNqF\n", "WVYXLlxAdHQ0Hj9+LFVcoaGhGDp0KH766ScVRCecgYEBBg8eLLDdyMhI7HGVlZUwMTEh/54IQk3x\n", "qpjo7lMTHBwscnrThQsXMHLkSI1Y5mZjY0OWbBBCURSF2tpagUrDAQMGIC0tTeyxvOVMPj4+Aq8Z\n", "GxvD2dlZqr5U2uTQoUNwcXFBSEiIUq8TGxuLvn37gsvlgsmUaxEEbbocrbW1NUJDQxESEtIpGUHK\n", "cQiCkMdrr72m0A7mkj5gtra2Yvr06bh8+bLCrinK7NmzsW7duk43q2VlZXj99ddhZmaG3r17Kz0G\n", "WeTk5ICiKNjZ2Um1v6Q+DeqsoqKCLNcgCDXGW+5Gd5+XFStWCP19UV1djVu3bmnEcg2AJCQI0QoL\n", "C2FhYYGzZ8922h4aGorbt2+LXbaXlZUFBwcHkf0SumNz5GXLluEz2bJLAAAgAElEQVTvv/9W+nUC\n", "AwMxb948jUtGAFKO/ZTHqFGjUFxcrKzTE0S319DQIHEUoyaqqakR6PxdWloKAwMDWFlZKfx6vFGQ\n", "9vb2Cj+3JG1tbZg6dSpaW1vxxx9/CO1iTVEUZs2ahZEjR/LHHKvKo0eP4OrqKvX0EVtbWzx+/FjJ\n", "USnHtGnTtGZajTL9+++/yM7ORkxMDN2hEN0MLyFBd4WEqN8Vly9fBpfL1ZiExNq1a5UyWYrQfPfv\n", "3wcAgb5dISEhaGxsRFZWltBKRKAjISGuEeb3338PExMTxQWr5trb28FisZQ68lMbyJ2QePjwIY4c\n", "OQIWiyUw/oiiKJXMLCWI7uzNN9+EiYkJDh8+THcoCmVpaYmqqqpO2+Lj41FWVobk5GS5z9vc3AwD\n", "AwOB7bzEqaoTEu3t7ViwYAFSUlJw/vx5kddnMBjIzc1FSUmJyhMSOTk5MjUStbW1RUpKihIjkuz0\n", "6dP466+/sGfPnk7bi4uLMWbMGOzcuVPoFCgfHx+hJaZEZ0ePHsX69esRHR2tEWXphPaorKwEg8EQ\n", "mKCjLsaMGYOLFy/C2dmZ7lCkwptYRxAvy8rKgpmZGRwdHTttHzx4MHR1dXHjxg2xCQlx9yrKHH2p\n", "jkpLS9He3k4SEhLIlZA4ffo0Jk2ahPb2dpH7kBsVglAeiqKQlpaGuXPn0h2KwllaWgpUSBQVFXXp\n", "Jm/u3Ln4999/cfHiRYHX6EpIDBs2DGlpaVi/fj2GDx8udt/o6GgsXboUtbW1MDMzU02A6KiQmD59\n", "utT785ZsvNwjQ5Xu3r2LxMREgYSEubk5Hj58KPCzRcjGx8cHHA4HxcXFMo/hJYiuYLPZsLKyUtun\n", "+sbGxhLfywlCE2RlZcHHx0fg97iRkREGDhwo8v6zqqoKhYWF8PX1VVWoaq+wsBAAVJaQuH37Ns6d\n", "O4dPP/1UJddTFLkWmXzxxRcYPnw4kpKSkJ2djby8PIE/dK/xIwhtlp2djYqKCgwdOpTuUBTO0tJS\n", "oMKKxWJ16cOPs7Mzbt26JTSJWlxcDH19fZWXAX/77bdYsWIFFi9eLHHfyZMno6WlBUlJSSqIrENj\n", "YyOePXsmU4WEnZ0dGhsbUVtbq8TIxKupqRH6BNXU1BQmJiYa2+NCXfDGtnW3NcCa6u7du2hubqY7\n", "DIUYOHAg5syZQ3cYAIB9+/YJrbQiCG2QlZUlMqkwZswY6OvrC32Nw+Fg7Nix8Pf3V2Z4GoWXkFBV\n", "w/KsrCwsW7aM1vsweciVkHj8+DGOHDmCsWPHwsPDA05OTgJ/YmNjFR0rQRD/78SJEzA2NkZkZCTd\n", "oSjcywkJiqK6/DQ2JCQEdXV1Qjs7FxcXw97eXuVP9CMjI/H1119LdV1nZ2f4+fkhMTFRBZF1KCkp\n", "ga2tLTw8PKQ+pm/fvnBxcQGHw1FiZOJxOByRJd12dnYiExKrVq3C9evXlRmaVnB2doaRkRFJSGiA\n", "vLw8+Pv7Y82aNXSHohBRUVFq870YGRnh2rVrKC8vpzsUuT19+hSjRo3i9wsgCKCj0Xd2drbIhMTa\n", "tWuxa9cuoa85OTnhzJkzGDBggNhrzJ8/H999912XY9UERUVFMDY2VkoPNGF4yaB79+6p5HqKIldC\n", "wt7eXmAUzMt27NghV0AEQUj2999/Y9y4cVo5opCXkKAoCkDH9IOWlpYuZZcDAgLAZDJx48YNgdcC\n", "AwPx/vvvy31uVYmOjsapU6fEdrdWpP79+6OkpESmRo9Dhw7FkydPaF0rKS4hYWtry29i+iKKorBq\n", "1SpkZGQoOzyNx2Qy4eXlRT7EaIDz588D+N8YPkJxgoKCAADp6ekAgEWLFmHhwoV0hiQzPT09JCcn\n", "4+nTp3SHQqiR8vJyuLu7Y9CgQUq7xtOnT7vUE0yTBAYGYsWKFSp76OXl5QV9fX2Nu5+RKyHx5ptv\n", "4tixY2L3eeWVV+QKiCAI8crKypCamopJkybRHYpSvPfee/x580BHdhlAlyokTE1N4e3tLTQhERsb\n", "i88++0zuc6tKdHQ0v7s1IZqkhISwCona2lq0traSsZ9S6o5j2zTR7NmzMWPGDNy9e5fuULSOs7Mz\n", "evbsiZs3bwIAjh07Bi6XS3NUsuG935HRn8SL7O3tcf/+faUuSfLy8hJasaqNwsPDsXTpUpVdT09P\n", "Dz4+PhqXkJCrqWV4eDhWrFiBCxcuICIiAjY2Np1mnlIUJfTGnyCIristLUVwcLDWJv2MjIw6fd3W\n", "1oZBgwZ1+al7SEiIRr8vDRo0COXl5RKr07o7DocjsgGqnZ0d/v33X4HtvAQY6X0knTfeeENjx7t2\n", "NxMnTsT+/ftRUlICOzs7usPpkkuXLqFfv37o378/3aGAwWAgKCgI6enpyMvLQ0FBgcaM++TR19eH\n", "lZUVSUgQMmtqakJ+fn6npRm8Zut+fn4Sx3p6e3tjw4YNqK+v71YjQFXF398ft2/fpjsMmciVkBg7\n", "diwAIC0tDdu2bRO6D5myQRDK4efnh7S0NLrDUJmgoCCFZHqHDh2KjIwMtLW1QVdX7onHtGEwGCpL\n", "RrS1taG+vl6u8XoURaGtrQ16enpKiEyyDRs2iFzKtHLlSqEd+isqKgCAVEhIacKECXSHQEhpyJAh\n", "AIDU1FSN7+01ffp0fPDBB/jyyy/pDgUAEBwcjO3bt+PChQtgMpka2dPJxsaGJCQIma1btw4//PAD\n", "Kioq+J/3nj17hrCwMJw6dUriAzMvLy8AHQ3aAwMDlR5vd+Pv748DBw6gpaVFZANSdSPXXbmJiQkW\n", "L17MX+MtTHdpVkIQhGZ499138e6773ba1tzcjDNnziAsLIx8GH3B7du3ERoairt372LgwIEyHTtq\n", "1Cj069cP+/btU05wEoSGhop8zdLSUuh2XoUE+RkgtAGLxQKbzYavry/69OmDFStWwMXFhe6wuoSi\n", "KLDZbJVPQxInKCgIa9euxa+//oqgoCC5Erh0ozshUV9fj/fffx8bNmwgY4TVRFFREfr06SP2wXJo\n", "aCi++uorPHnyBG5ubgD+16tGmpGfvMqKhw8fanVCoq2tDQcOHMDYsWNVNmUD6Gib0LNnT7Gf09WN\n", "XAkJU1NTiRnqnTt3yhUQQRDdW2VlJSZOnIj169cjPDxcqdcqKirC5MmTcf78eY0pt21vb0dJSYlS\n", "f7mlpaXBwMBAYqdsYaysrIQ2jlRnvAoJsmSD0AabN2/Gnj17UFJSAgMDA3z99dd0h9RljY2NaG5u\n", "VquExNixY1FTU4N+/fph1qxZdIcjF7oTEgCQkJCA0NBQLFiwgNY4iI5+Sg4ODjh48CDefvttkfsF\n", "BwcD6LhX4CUkMjMzYWFhIdW9iampKRwdHbW+j0RxcTFmzpyJ06dPqzQh4ezsLHLpqrqSq6nlpUuX\n", "JO5DGl4RhOIlJSUhJyeH7jCUysDAAGlpafxmlhUVFWhra1PKtYqLiwF0NHHSFPPmzVN6/5AbN27A\n", "399frlI/caM11VVgYCB+/PFHgf4lhGhXr17FyZMn6Q6DeElzczP27duHGTNmwMDAgO5wFEYd+7zo\n", "6+ujtLQUDQ0NGpPQftm6/2PvvuOauvf/gb8SkL0FBGSKsgUHyyBa66wbV53VWr3W3lat2qrVamtv\n", "HbVXa61WvY6KdWIZ2ioOqgwVFAcgyypCQJBNkD2S3x/8kq/ISk5OcpLweT4ePu6D5JzzeV+lkPM+\n", "78/7vXMnDh8+zNj6urq6sLOzw8uXLxmLgfg/wulJ7u7unR5nbGwMZ2fnVn25UlJS0L9/f7G37EdF\n", "RWHz5s3Ug1UCws+x8kxGKCtKCYk359I3NTUhJycHOTk5aG5uFr2uSFlsglAFfD4fixcvZvTDgzzo\n", "6upCXV0dFRUVAIB33nkHq1evpuXaAoEAz549E30tTEgoU6nomDFjkJKSgqysLJmtER8f3+nWh850\n", "NFpTHmpra7Fq1aoOJ5HweDwEBAS0GTfm4uKCTz/9VB4hqozjx4/jm2++YToM4i2hoaEoKSnBv/71\n", "L6ZDoVVZWRkAxftsaW9vj/LycqXsHwEAjo6OsLOzYzQGV1dXpKenMxoD0SIlJQVqampiVUf6+fm1\n", "6mcmTEiIy9HRETo6OpTiVBa5ubkAwOgodGVBKSEBAOXl5Vi6dClMTEzQp08f9OnTB8bGxli2bJno\n", "RoIgCPo8ePAABQUFKjvuU4jFYsHIyEj0cyQvL4+27PLFixfRr18/UdY6Pz8furq60NfXp+X68jB2\n", "7FhoamoiIiJCJtcvKirCixcvKCckLC0tUVJSgsbGRpoj61pZWRn27t0r+hDwNj09PcTHx+P58+dy\n", "jkz1uLu7Iy0tTelGHaq6Q4cOYdiwYW1uKH777TdERkYyFJX0FDUhAbSM2VPGRslME+5vJwkJxZGS\n", "koJ+/fp12Bj6Tf7+/khKSkJtbS0aGhqQmZkJT09POUSpPHJzc6Gvr89If5lHjx7hk08+UZrf0ZQS\n", "EpWVlQgICMDRo0dRVVUFIyMjGBkZoaqqCv/73/8QEBCA169f0x0rQXRrFy9ehImJCTgcDtOhyJww\n", "IVFdXQ0ej0dbBYOPjw8AiGbH5+fnw8rKSqmmAunp6WHUqFEIDw+XyfWFJZh+fn6UzrewsIBAIGBk\n", "XzKPxwOADn/5q6mpwczMTOl6XCgid3d31NbW4sWLF0yHQvx/GRkZiI6OxrJly9q899tvv+F///sf\n", "A1HRw9DQEDNnzoSZmRnToagcgUCA6upqua/72WefYenSpXB1dUVWVhbq6urkHgPRmiRVDoGBgQgK\n", "CgKPx0NlZSVmzJhB+XODqqLzgZqkiouL8euvvyrNAxhKCYnt27ejpqYGJ0+eRE1NDUpLS1FaWorq\n", "6moEBwejqqoK27ZtoztWgujWLl68iAkTJnSLJzHChIRwXyldCQkrKytYW1uLbrqFCQllM2XKFMTF\n", "xYmaMdKpoaEBgYGBlMt4LS0t0bNnT0Yq5SorKwGg0/GoFhYWbXpcnD59us02DqJzHh4eAEi/KEVy\n", "+PBhmJqaYvr06W3eGzJkCO7cuaNUXdffNGjQIJw/f14pJ1koui+//BJjx45FfX293NZsbm5GSEgI\n", "jIyM4OrqCj6f32o7JSF/AoEAT548ETsh4eHhgfPnz8PCwgKmpqY4c+YMBg4cKPZ6jY2NeOedd/DH\n", "H39QDVnh5ebmMrZdQ/hv8ejRI0bWlxSlhMQff/yBsLAwzJs3r1VZj7a2NubPn4+wsDBcuHCBtiAJ\n", "orvLzs5GcnKyym/XEBImJIRbK+js8eDn59eqCmDKlCm0XVteJk2aBIFAIJOmgtOnT0dMTAzlqpFB\n", "gwahpKSky6ZYstBVhQTQftPNHTt2ICwsTKaxqRorKysYGhqShIQCWbVqFX7//fd2m1lyOBy8evUK\n", "OTk5DERGKLLp06cjMTERy5Ytk1vC6u7duygqKkJQUBA8PDzwzTffkGQTw6qrq+Hm5iaqJJW1Hj16\n", "ICsrC4mJiXJZjwnjx4/H3LlzGVnbzMwMvXv3VpqEBKVHrZWVlZ1mwQYNGkS2bBAEjS5dugQNDQ2M\n", "HTuW6VDk4siRI9DS0sK1a9cA0JuQ8PX1xdatW9Hc3Ky0Y8YsLCywcuVK9OrVi+lQFIo4CQkLCwtk\n", "Zma2eq20tFShuvcrAxaLBXd3d1FXdqG8vDzU19dDIBCAz+ejV69e5EajA8XFxTA3N0dcXBwCAgKk\n", "vp6trS1sbW3bfW/IkCEAgDt37sDe3l7qtQjV4e/vj2PHjmHevHlwd3fHF198IfM1w8LCYGFhAX9/\n", "f7DZbGzZskXma1J1+vRpBAQEMN78U9b09PQQExMj1zXd3d1VOqn90UcfMbr+wIEDlSYhQbmpZW1t\n", "bYfvVVdXK21ZIEEoorFjx+Lo0aNK1XxRGnZ2dqKbbU9PT1o7Mfv5+aG6ulrp51/v2bMH7733nujr\n", "58+fy2QLhzIRbtno7L+Tt6eACAQClJSUwNTUVObxqZrPPvuszfaAMWPGoG/fvujXrx+cnZ1hZ2eH\n", "S5cuMRShYvvnn38AAFu3bpX5WqampnBycsLdu3dlvpYsPHv2jPQrkaG5c+di48aNWLduHS5evCjT\n", "tQQCAcLCwjBlyhSw2ZRvQ+SisrIS8+bNQ1xcHNOhKKSamhr89ddfOH/+PKXPH25ubkr/WUyRCRMS\n", "ynBPTuknwaBBg7Bu3bp2/w/y+XysX78e3t7eUgdHEEQLJycnzJ8/n+kw5G7BggVISkqi9Zre3t54\n", "9913Va6B1tq1a2Fubg4fHx9s3LgR0dHRaGhokOgaL168AJfLlVGEshcYGIijR492+iF31apViI2N\n", "FX1dXV2NhoYGUiFBwezZszFt2rRWrx07dgxRUVG4efMmbt26hXfeeQeTJ0+Wy023sjEyMgIAqXs7\n", "CCtSuiLsI6GMvvjiC/z73/9mOgyVtnXrVgQFBWHu3LlITk6W2TrJycl48eIFgoKCZLYGXYTVdC4u\n", "LgxHopjKysowceJEvP/++7h+/brE57u5uSErK6vTh9wEdQMHDkRRUZFSNPKmtGVj3bp1ePfddxER\n", "EYEpU6aIOojm5uYiIiIC+fn5uHnzJq2BEgRB0EFXVxdRUVHg8XiIjY2Ft7c3tLW1mQ5Lavv378eU\n", "KVNw7do1HD58GNu2bYODgwOePHkidoXJ9u3bER8fL/WH0blz54LP5+Ps2bNSXUdSzs7OcHZ27vSY\n", "t7e5CJ/qkAoJerw9LjYwMBA//PADLCwsGIpIcbm5ueHvv//Gu+++i/v378PX15fSdb788ks8ffoU\n", "V65c6fS4zz77TLStSdmUlpZ2uB2FoAebzUZwcDAmT56M0tJSma2Tk5ODfv36YcSIEaLXXrx4gbCw\n", "MKxcuRJqamoyW1tSwnGkXf1eUQUZGRmwt7cXa+Sn0JsTJMRthvkmd3d3CAQCZGZmYsCAARKfD7RM\n", "Btm8eTNCQkIUqun7y5cvce/ePbz33nsS/Z3Safjw4bh69SqMjY0ZWV8SlCokhg8fjsOHD6OwsBC/\n", "/PIL1q9fj/Xr12P//v0oKSnB0aNHERgYSHesBEF0E9evX8fkyZNlWmaWmJiIYcOGIT8/X2ZryJOV\n", "lRUWLVqE06dPo7CwEFFRUXjx4gUiIiLEvkZ8fHybG0oqNDQ0kJubK/V15EH4wZskJGSDzWZj/fr1\n", "WLRoEdOhKKRhw4bB3NwcISEhlM6vra1FcHCwWB/mBw8ejHfffZfSOkwrKysjVUxyoKurixs3brRK\n", "FtBt8uTJyMzMhIaGhui1p0+fYs2aNQrXdDU9PR02Njb4559/8NNPPzEdjsw0NTVhwIABOHToEOVr\n", "UEnauLq6AoBU2zYOHjyI8PBwhdv+Ex0djWnTpqGxsZGxGExMTDBmzBileOhG+V/vo48+QlZWFvbs\n", "2YOPP/4YH3/8Mfbu3YusrCwsXLiQzhgJottqbGzE2LFjW5WYdwdFRUW4dOkSysrKZLaGMBFhaWkp\n", "szWYwmaz8e6772L37t1ij+F6/fo1UlNTaZkj3t5oTUVlZmaGb775hjx9laPKykr8/vvvSrGvVdbU\n", "1NTw/fffU04UnD9/HhUVFVi6dCnNkcnHw4cPReOdO1NWVgYTExM5RERQnbAkzRrCG1NhRYKiyMjI\n", "gKurKxITE7FmzRoUFxczHZJMPHv2DPX19ZSqHEJDQ7F8+XL06NFD4nMNDQ2Rk5OD2bNnS3yuUHZ2\n", "NsaNG6dwCYnc3FwYGhp2m95v0pLqX8/KygorV67EgQMHcODAAXz22WekLJMgaBQXF4dr167R2tRR\n", "GQj3VpuamuLYsWO0X5/P5yM8PBwAVPrv9vPPPxd772tiYiL4fD4tFRKWlpYoKCiQ+w3n+fPnu6wI\n", "aWhowMSJE3H16lUALZMJtmzZQp6+ytGFCxewYMECfPjhh91673BycjKePn2KJUuWtGpQK4lDhw5h\n", "9OjR6NOnD83RyV5ERAQGDx6MtWvXdnqcQCBAaWkpSUgwID8/H8HBwTJfx8bGBrq6ugqXkEhPT4eL\n", "i4uoYlNVG/SmpKQAoLbtIigoCAcOHKC8tq2tLeVkgkAgwL179yhvd5OlvLw82NjYMB2G0qD0HdDc\n", "3Awulwsul9uqMVx1dTUePnxIW3AE0d1dvHgRVlZWGDRoENOhyJUwIQFAJklOgUCA0NBQ2q+rzBIS\n", "EqCvr09L8y4LCwvU1tbKffzzwYMHu+xb0aNHD9y8eZN09mbQ4sWLERwcjPPnz2Py5MmUr8Pn82mM\n", "Sv7WrFmDTZs2UT4/MTERd+/exccffyz2OXFxcZg7dy7j1SlXrlzBzJkz8d577+HkyZOdHltTU0Ma\n", "zzLk5MmTWLhwIbKysmi53vXr19v9vcBiseDi4qJwCYkPPvgAkyZNQq9evRAQEICwsDCmQ5KJlJQU\n", "9OrVC2ZmZkyHIpGcnByUlJTAx8eH6VDayM3NVYiExJMnTzB9+nRUVFRAIBDg8ePH+Oqrr5CXl8d0\n", "aK1QSkicOnUK9vb2cHBwaDVCqqKiAt7e3pg3bx6amppoC5IguiOBQICIiAhMnjxZLiWUiuTNhETv\n", "3r1pv74iNc1SFPHx8fD19aXl70aYRJL3to3KykoYGBh0egyLxYKlpaXSbClRVQsWLMCOHTtw69Yt\n", "NDc3U7rGDz/8gL59+9IcmfwUFRXB3Nyc8vm7du2Co6MjpkyZIvY5NTU1OHPmDJ4+fUp5XWlFRUUh\n", "KCgI48aNQ3h4eJeN6Orq6jBy5EjY29vLJ0BC5OOPPwaLxUJMTIzU1yosLMTYsWNx4cKFdt93dXVV\n", "uITEV199hVGjRgFoqQToKKGi7FJSUuDh4cF0GBK7d+8egJab//HjxzMcTWuKkpBgsVgIDQ3Fp59+\n", "ChcXFwwcOBCHDh1SuP/WKCUkQkNDweFw8M8//7RqfNO7d288evQIqamp2L17N21BEkR3lJaWhhcv\n", "Xkj1BFFZyTohAbTsmWTyQ7m8vHr1CqNGjcKDBw86PW7w4MF4//33aVnT0tISampqlOaSS4PH48HQ\n", "0LDL4ywsLERjsOLi4hAVFSXr0Ih2ODo6oqmpiXJyiMvlQk9Pj+ao5KeoqEg09aW8vBxLlizB48eP\n", "xT7f19cX3377rURJRD8/P7BYLMbGf8bExGDSpEkYMWIEQkJCWjU27EjPnj1x48YNcDgcOURIvMnQ\n", "0BAeHh64ffu21NeKiIgAi8XCpEmT2n1fmJBgunqnI0FBQaivr+9ymo0ySklJobRdgw6lpaXo378/\n", "IiMjJT73/v37sLOzg7GxMa5cuSLTvmOSUpSEhLOzM0xMTPDnn3+Cw+HgypUrePXqFUaPHs10aK1Q\n", "mo+SmpqKa9euwcHBoc17Xl5eOHfuHKZNm4Yvv/xS6gAJoru6dOkSdHV1ZdrtWlG9mZCQVZmuo6Oj\n", "TK6raExNTZGamooTJ05g8ODBHR739ddf07Zm37590dDQIPcmU+ImJN6skNi3bx9KS0sxcuRIWYdH\n", "vEXYSJTL5VJKPHK5XKVtRsrn81FcXCyqkNDX10dERARMTU3FHn+3Zs0aidc1NDSEu7s77t69iw8/\n", "/FDi86W1f/9++Pv7IzQ0FJqamqLXs7KyYG1tLVaCgpAvDodDS4VEWFgYhg0b1uFEo/feew96enpo\n", "bm5WqPGNQg4ODhgwYADCwsIwa9YspsOhDZ/Ph6enJ4YOHcrI+iYmJigqKkJsbCzGjRsn0blz5sxB\n", "QECAaMJHSkoKhg8fLoswJSIQCDBv3jwEBAQwHQrU1dWRmZkJfX39Vj9zFQ2lT4uvX79uNxkh5Ozs\n", "rFBZKoJQRgkJCRgzZgxj84uZpKOjA19fX+jr63e77Sp0U1dXx/z583H69Gk0NDTIZU02m81Ix2tx\n", "tmwArSskSkpKyMhPhtjZ2WHmzJmUR5Ll5OTA1tZWKRtjlpeXo7m5WZSQUFdXR1BQEEJCQmT+hJjD\n", "4TBWIREcHIxLly61+jfPzMyEo6MjqVRSUAEBAUhPT5fqcz2Px0NUVBSmTZvW4TEDBw7EihUrFCYZ\n", "ceXKlVbb0gHg2LFjKjf+k81mIzQ0FNOnT2dkfRaLhcDAQMTFxUl87qBBgzB16lT069cPmpqaSEpK\n", "kkGEkmOxWNizZ4/CPFA0NTVV6GQEIMWUjZqamg7fq66uVvpmUwTBtNDQUBw/fpzpMBjBYrEwbNgw\n", "BAYGMh2KSli4cCFKS0tx+fJlpkORmfr6etTX14u9ZUNYIVFaWkqa5THEwMAA58+fF7si4G1cLhf7\n", "9+9n7IO0NAoLCwGgVQ+JmTNnIisrC48ePZLp2hwOB6mpqaioqJDpOu3R1NSErq5uq9ecnJzQt2/f\n", "DhsGVlRUiP6+CPkTPuV9++ZcEpcvX0ZjYyOmTp1KV1gyt3nzZhw5cqTVawMHDhRtsyLoM3ToUCQk\n", "JKC+vp7S+erq6nB3d0dycjLNkRHyQikhMXjwYKxbt67d9/h8PtatWwdvb2+pAiOI7o7FYol1c6Wq\n", "du3ahb/++ovpMFSCh4cHBg0ahBMnTrT7flhYGF68eCHnqOglEAiwfft2sX73LFq0SPQ0llRIKCce\n", "j4fKykrY2toiIyOD6XAkpqamhsmTJ7faYzxixAj07NkTISEhHZ5XV1cHDoeD6OhoymsPGTIEQEsj\n", "W1lLS0vD77//3ukxLBYL06ZNQ3h4eLsNTn/99VelbLinKhwcHHDixAmppn2FhobC29tbIfbUi0Mg\n", "ECAjI4OWqVOKprGxEUlJSTh+/Dg+++wzykkAOg0dOhT19fVd9rrqjKenJ0lIKDFKdVHr16/HO++8\n", "gxs3bmDChAmwsbFBfX09cnNzcfHiRbx8+RI3b96kO1aCIAiCooULF2Lt2rVtbsAbGhowZ84c7Ny5\n", "EytXrqRtvc8//xz5+fk4d+4cbdfsjJaWFtavXy/Wsb1790bv3r0hEAhQWlpKEhJKqLCwEHp6ehg7\n", "diyOHDmC2tpayls/mODs7IyIiIhWr725bWPbtm3tblcLDg5GfHy8VM1++/Xrh/v378PLy4vyNcQ1\n", "f/58NDU1YdasWZ32hwgKCsIPP/yA27dvY9iwYa3eKysrgzTS7d4AACAASURBVImJiaxDJTrAYrHw\n", "wQcfSHWNRYsWiVU5HRMTg+fPnzPS3+RNL1++RFVVFVxdXdt9X7itSlm2lJ45cwY3b97Ew4cPkZKS\n", "goaGBrBYLDg7O6OgoIDxCTYDBgyArq4u4uLixG5ee/DgQbDZbPzrX/8C0JKQOHfuHJqbmxmfpJaa\n", "morKykpR8pfoGqUKicDAQBw9ehTZ2dnYvXs3Pv/8c6xfvx779+9HcXExjh49SkqtCYKimpoaFBcX\n", "Mx0GoWLmzJkDMzOzNqOekpKSUF9fD39/f1rXa2xsVLixUm+rqalBXV0d2bLBoMLCQiQkJEh8npOT\n", "EyorK7Fo0SIIBAKVmZgzc+ZM5OTkICsrq817fD4f//3vfxEUFCTVuFMWiwVvb2/06NGj0+Py8vIw\n", "duxYXLt2jdI6tbW1SEpKwooVK7psVunr6wsrK6t2t22QhITymzBhQofTNd509epVWhssUyX83dVe\n", "hURubi769OmD2NhYeYdFWVhYGBISEtC/f3/8+OOPiIuLQ2VlJdLT0xlPRgAtyVgOh9Puz72OHDly\n", "pNU2okWLFiEnJ4fxZAQA/PLLL1i+fDnTYSgVyp1jFi1ahDFjxiAkJASZmZkAWkb2zJw5UzSDniAI\n", "yYWGhmLRokV49eoVeXJL0MbMzAy5ubltmk3Gx8dDQ0OD8j7+jrzZp0FRNTc3Y8WKFaQcnEG//fYb\n", "duzYgfLyconPZbFYoieYGRkZcnniL2sjRoxAYWFhuzfgly5dwtOnTzvcekWntLQ0jBs3Drm5ubCz\n", "s8OYMWMoXUPYwb8rbDYbQUFBCA0Nxe7du1s9eSZ9XroPV1dXvHz5UuwGxbKSkZEBDQ2Ndhv49+7d\n", "G/X19aKpIcrg3LlzCl/N8eeff4o9Zaeurg5JSUlYvHix6DVjY2NZhSaxvLw8pdmepCikamVrZWVF\n", "a4kvQRD/t9eSJCMIurU3+SI+Ph4DBw6kvQOzpaUlSkpK0NjY2OWTWDpkZWXh9u3bmD17dpfrCQQC\n", "fPjhh5g1axb27t0r89iIjtna2qKiooLyDYixsTF69eql8NU4b8vJyYG6unqbrRc9evTosBpg165d\n", "GDp0KO3VTG+7c+cOJk6cCGtra7i5uVHu0ZGcnAwWiwV3d3exjp8/fz4MDAxQX1/farpUWVmZQjzF\n", "7e7WrVuHAQMGYM6cOTJb480Eo6+vr8zW6Up6ejqcnJzafdrOZrMxdepUhIWFtUmeKSpliFGSkb9J\n", "SUloampi9HukM7m5uWJvPSFaSDWXra6uDlFRUaKGRZWVlXIbK0cQqqi6uhqRkZGdjsYiCDolJCTA\n", "z8+P9utaWFhAIBCgqKiI9mu3JyYmRux9ziwWC5GRkVI10CLoYWtrC6DlAxxVPj4+CtGYTRKrV6/G\n", "kiVLxD7+7t27uH37Nr744gta1ufz+Rg9ejR+++23Vq/X1tZixowZ6N+/P2JiYnD+/HnKPcGSk5Ph\n", "6OjYZqpGR/z9/bFt27Y2o67Jlg3FcPfuXVy4cEGic+Li4rBgwQJUVlaKdbyzszMAMJ5gHDNmTKcP\n", "XKdNm4acnBw8fvxYjlERQvfu3YOGhoZY1VdMyM3NhbW1NdNhKBXKCYnTp0/DxsYGo0ePxieffAKg\n", "5Rukd+/eOHnyJG0BEkR3cvXqVdTW1iIoKIjpUAgVVV1djdOnT6O5uRnFxcV4/vy5TJ642tnZAQCe\n", "PXtG+7Xbw+PxoK2tLXY1hjJsKekOhAkJLpcr0XkjR47E2rVrAbRsZdi+fTvtsclSUVFRq5Gfb+Pz\n", "+cjLyxN9XVVVhUmTJmHixIm0rM9ms1FeXt4m2aCtrY0rV67g6tWrMDIygoGBAeU92cnJybTcMFhb\n", "W8PR0VHq6xDSCQgIwJ07d0QNHcVx+vRpxMTEQF9fX6zj9fT0YGNjw3hCYurUqZ0mDIcPHw5jY2OE\n", "hobKMSrJVVZWYsyYMbh37x7ToYhNnHHE9+/fx4ABA9pUVZw4cQLDhw+XVWhiqampQVlZGdmyISFK\n", "CYmbN2/igw8+gJaWFiZOnAh19ZadHxwOB19//TX+/e9/U26CRBDdWWhoKPr3749+/foxHQqholJT\n", "UzFv3jzcuHEDAPDtt9/KpAmxq6srDA0NkZSURPu128Pj8SQak2thYYHY2FipxicS0rO0tISamprE\n", "CYmnT58q1VSNt3WVkFi9ejVGjhwpuvkbPXo0Ll682O62K6o4HA7u3LnT5nUvL682VQpUbNu2rcMR\n", "8ZKIjIzEZ599JvV1COkEBATg1atXYo+Ibm5uRmhoKGbMmCHRlgFXV1fGExJd6dGjByZOnNhuE1ZF\n", "8vLlS1y/fl1pKsi++eYbsXoB3bt3Dz4+Pm1eV1NTQ0xMDHg8nizCE4uw2o8kJCRD6TfbDz/8gEWL\n", "FiErKwsXL14U7T3W0dHBihUrcPz4cfz444+0BkoQqq6hoQGXLl0i2zUImfLx8YGLiwtOnDgBMzMz\n", "bN68WSalhWpqasjOzsaKFStov3Z7JO1BYGlpiZSUFMybN0+GURFdEfZRkCQh0djYiPz8fFF1hTLq\n", "KiExduxYPH36FCkpKTKLgcPh4NmzZ1izZg1evnzZ6bGSPBUX8vPzo7TH++jRozh79qzE5xGyJdwT\n", "f/v2bbGOj4uLQ2FhIWbOnCnROitWrMBHH30kcXzyNn36dOjp6eH169dMh9Kh/Px8AC09/5SBl5cX\n", "uFxul78Pzp492+5nC2Ey48mTJzKJTxzq6upYsGCBVJOQuiNKCYn79+9j9+7dHZbGBgUFiSZvEAQh\n", "nqqqKsyfP1/iX94EIQkWi4WFCxciLCxM5k8RjIyMZHr9N1GpkABAuvcrgGnTpknUtDA/Px98Pr9V\n", "QqKpqQk1NTUyiI5+DQ0NqKio6DQhMXLkSBgZGSEkJERmcQhvMH/66adObzJXrFiBGTNmyCyOt129\n", "ehX//e9/5bYeIR4TExO4urqKnZAICQmBjY2NxD2KJkyYgMmTJ1MJkRYPHz7EmTNnujxuypQpiI+P\n", "F3s7ChMKCgoAtCTglcHQoUMBtCSzOjNgwAA4OTm1ed3Z2Rk9evSQW2VmexwdHREcHEx6SEiIUkJC\n", "IBB0+iSKzWajurqaclAE0R2ZmJhg//79YnckJwiq5s+fj/r6eokblCkykpBQXnv27MHSpUvFPl74\n", "9EyYkBAIBDAzM8Ovv/4qk/joVlxcDACdJiQ0NDQwdepU/Oc//8Hu3btlEoeNjQ0+//xzhIeHY9as\n", "WR0ep6uri4SEBJnE0J6goCAkJiaCy+WiqamJNEtXIAEBAWIlJJqbm/HHH39IvF1DEZw7dw5fffUV\n", "02HQIj8/H4aGhtDR0WE6FLGYmZnB2dm5y4RERzQ0NODq6ork5GSaIyNkjVJCwsTEpNMGKVFRUWRk\n", "IUEQhIKytrZGv379sGTJEpSXl8t8PXncUIwdO1aip7hBQUHo0aMHSUgoIWFCQrhHl8ViwcHBgfJ4\n", "SnlraGhAYGBgl3uMhdVyskoGsFgs7N69G5MmTer0OC8vL7x8+RKlpaViX3v37t04ePAgpbgmTJgA\n", "DQ0NhIeHIyYmBpqamsjKyqJ0LYJemzZtwtWrV7s8LiMjA2VlZUpZ8Zmeng4XFxemw6BFQUGB0lRH\n", "CAUGBlJOSACAp6cnSUgoIUoJiRkzZmDWrFkIDQ1tVQlRXFyMX375BbNnz+40204QBEEwSzihgGoH\n", "fXHNmjULCxYskOkaAPDRRx9h2bJlYh9va2sLd3d3mJmZyTAqQhaKi4thamoKPT090WsuLi4K3whP\n", "yMHBATExMfDw8Oj0uNGjR2PdunXYu3evnCJrn3BftiRl0MHBwXj48CGl9QwMDDBq1CiEhYWhrKwM\n", "AMjYTwVhZ2cnVj8Cd3d3FBcXUx4p/dtvv+HKlSuUzpVWRkYGXF1dxT4+NTUViYmJMoyIuvz8fKXp\n", "HyE0dOhQPHnypMOHJUFBQfjzzz87PN/T0xPp6emU+t7Q4f79+8jOzmZkbWVGKSGxYcMGGBgYYMaM\n", "GTAyMkJRURF0dHRgYWGBFStWwNrampbOygTRXRw/fhzh4eFMh0F0I0uXLkVdXZ1EjSCp6NOnD2Jj\n", "Yxn7cNCZ0tJSUs2nAOrr6/H48WOxt3quWrVK1KxNyNXVVWkqJMTVo0cP7NixQ7S9iClOTk7Q1tYW\n", "OyHR2NiItLQ0qUZ+BgUFISYmBhkZGVBTU5NoOxahGAwMDChPhTl69ChOnjxJc0Rdq6+vx/PnzyWq\n", "kFiyZAnjScOO7Ny5E/v27WM6DIkEBgbCx8en3bHc+fn5CA8P77Tqcvny5Xj16hVjW4UWL15MBjtQ\n", "QOknhYGBAeLi4vDpp5/CwMAAAoEAdXV1MDY2xsqVKxEbGwtdXV26YyUIlSQQCPDNN9+IxjAShLwI\n", "JyTJUmBgIAoKChSy5HrcuHHw9vZmOoxu759//sHAgQPx+PFjsc95u6m2i4sLSktLUVJSQnd43Z6a\n", "mho8PDzETkhkZmaisbFRqoSEsKnh77//DmNjY6XrQ0BIh6nRn8+ePQOfz5eoQkKRtwjY29vDzc2N\n", "6TAk0qdPHyQkJLT7b3D//n0A6HR6j56enlw+23QkNzeXjPykgPJAawMDA/z8888oKSnBq1ev8OrV\n", "KxQXF2PPnj2tyigJgujcw4cPweVyybhPQiVxOBywWCyp9oSKIzIyssvRhW87fPgwo93ciRbC5pSS\n", "jP58m/DDqzJs2ygtLUVlZSXTYUjEy8urTVVKR4SjSvv37095PXNzczx69AgTJkwg2zUUzOXLl+Hl\n", "5YWmpqZ233/27FmH74nL1dUVmZmZ4PP5Ul1HUsKfH5JUSHh5eSE9PZ00X5WDe/fuwcLCAr1792Y6\n", "lHa9fv0aPB6PJCQooJyQEGKxWDA3N4e5uTnJYBMEBaGhoTAxMcGwYcOYDoUgaGdsbAwPDw/ExsbK\n", "bI3m5ma89957iIyMlNkahOwYGBjAyMhIqoRE3759YWdnpxQ3+mvWrMF7773HdBgSOXDgAK5duybW\n", "scnJybCxsYGxsbFUa3p6eqK8vJw0nlUwhoaGSE5ObrcqgM/nY/jw4di4caNUa7i4uKC2tlaqnwlU\n", "ODs749tvv5Wot5CnpycaGxuRmZkpw8gIoCUh4evrq7D3m3l5eQBAEhIUUEpIFBQUIDg4GBEREaLX\n", "EhISMGLECAwYMAB79uyhLUCCUHWhoaGYPHky1NXVmQ6FIGQiMDBQpgkJ4U0o2WeuvGxtbcW6+Sgr\n", "K4OFhUWbLW5aWlrIzs7GhAkTZBUibYqKijod+amI3t4i05nk5GSptmu8SV1dXVRBQyiGwYMHQ0ND\n", "o93xn3fv3kV+fn6Xk1u6wlTFU//+/bF582aJzwGgcNs2cnJy8P777yvkdsmuCAQCPHnypFVVFp/P\n", "R2JiYqfbNYT27dsHHx8fWYbYrtzcXAAtk8wIyVBKSBw5cgRLlizB5cuXAbTMf588eTKio6PB5XKx\n", "Zs0anDt3jtZACUIVpaenIyMjg2zXIFTa8OHDoaenh9raWplcn8fjASAJCWUmbkKCy+WisLBQ5s1Y\n", "ZUkZExKS2L17N77//ntarnX48GGcPXuWlmsR9NDS0oK3t3e7CYmQkBBYWlqCw+FItYatrS10dHSU\n", "YguWoaEh7OzsJJpCIw9ZWVk4f/683Le90KG5uRlDhgxBcHCw6LXnz5+joqJCrESDvr4+Hjx4gKqq\n", "KlmG2UZubi5YLJbCbilRZJQSEleuXMGJEydw6NAhAMCpU6dQXFyMgwcPoqysDAcPHsSBAwdoDZQg\n", "VFF4eDh0dXUxevRopkMhCJmZNWsWHjx4AG1tbZlcnyQklJ8kCQnh8cpKmRMSjY2NXR7j7OwsGhVK\n", "qCYOh9MmIcHn83HhwgVMnz6d8nQNITabjQMHDmDUqFFSXUdeli9fjgEDBjAdRisFBQUAAEtLS4Yj\n", "kZy6ujo4HE6r3lN9+/ZFdnY2AgMDuzzf09MTAoEAqampsgyzDQsLC8ybNw8aGhpyXVcVUPqJweVy\n", "MWfOHNHXoaGhsLa2xtKlSwG0jDx5/vw5PREShApbvXo1YmNjoaWlxXQoBKG0hFs2lPmpeXfn6+sr\n", "Vpk/l8uFhoZGhzf0PB5P6oZ6siQQCJQ2IbF06VKl2BJDyF5AQADy8vJaJRHj4+Px8uVLzJw5k5Y1\n", "Fi5cSNvWH3EUFxdj3759lCb1rFu3DnPnzpVBVNTl5+fDwMBAaaceDh06FLdv3xZVeLBYLNjZ2Yn1\n", "YMPNzQ1sNlvuVSsTJkxgZFytKqCUkHiz/IfH4yE2NhbTp08XNRlRV1enrUTo0KFDYLPZ+Pbbb2m5\n", "HkEoEk1NTQwcOJDpMAhCqZEKCeW3cOFCsT7Icblc2NjYtPsE9t69ezAyMpL7UzFJvH79GvX19UqZ\n", "kOjduzceP34MgUDAdCgEwzgcDthstmiiCgBcuHABFhYWCAgIYDAy6h49eoQVK1YoRWNccRQUFChl\n", "dYRQYGAgKioqKP0819LSgrOzs8L19SA6RqmLnrGxMVJTU+Hu7o7g4GA0Nja22gNfUlJCS2lueXm5\n", "qFNvex1V6+rqsGvXLkRERIDP56OsrAz29vbYtGlTqzIve3v7drs9L1q0CCtXrpQ6ToIgCKJzAoEA\n", "mZmZYj/hkISpqSlmzJgBIyMjWq9LKB4ul9vhdo2+ffsCADIyMhR2y0BVVRU8PDyUsumZl5cXiouL\n", "8erVqw5vdHbu3ImmpiappywQis3c3Bw8Hg96enqi1/z8/NC3b1+oqakxGBl16enp0NTUhJ2dHdOh\n", "0CI/Px9WVlZMh0GZr68v1NXVERcXR2mEsJeXF0lIKBFKCYm5c+dizJgxGDJkCP7880+4uLiI9vQU\n", "FhZi1apVtOyl+vrrrxEYGNhqmodQY2Mj3nvvPdjY2CA2Nhba2tp4/fo1RowYgXv37rVKSLBYLDx6\n", "9EjqeAiCTo2NjRJ1LicIZZaeng53d3dcv36d9n3B/v7+CAkJofWahGLKz89Hnz592n3PxMQE5ubm\n", "Ct0Iz8rKqtVTZWUiTPI8fvy4w4REaGgoXFxc5BkWwZA3kxEA8P7779N6/aqqKuzZswfTp0+Hm5sb\n", "rdduT0ZGBpydnSknVP7++28YGBjA29ub5sioKSgoUOrmijo6Ohg8eDBiY2MxZMgQzJs3DxEREaLE\n", "c1c8PT1x584dCAQCuY0JjY+Ph6urK6nWpIDSlo01a9ZgxIgRuHz5MhwdHXHq1CkAQFNTEywtLXHu\n", "3DnMmDFDqsCSk5MRGhqKb775pt339+3bh5SUFBw+fFj0tE1fXx8nT57E9OnTpVqbIGStsLAQZmZm\n", "uHnzJtOhEIRcuLi4wMTEpFWTKoJ4U25uLl69etXpMbdu3eq0abarqysyMjLoDo1AS7Wpvr5+h/uy\n", "+Xw+njx5Itd9/4Tq0tDQwLfffouYmBi5rJeeni5VMm39+vXYv38/jRFJ56effsL69euZDkMqS5Ys\n", "AYfDQUJCAjIzMyWq+Fi9ejWys7NpSUbs2bMHX375ZafH8Hg8DBkyBJGRkVKv1x1RqpDQ0tLC77//\n", "3vZiNPaOWLFiBb777rsOs0wHDx7EqFGj2jQDFM4uJghFdu3aNfB4PLi7uzMdCkHIBZvNxtChQxEb\n", "G8t0KISCGjZsGGbPno3t27d3eAybzYaOjk6H77u4uCA+Pl4W4XV7bDYbnp6eHSYksrKyUFNTQxIS\n", "3YhAIEBDQwM0NTVpv7aGhgb69u0rt4qnjIwMvPPOO5TP9/T0VKhqbEWb+kHFkiVLRP/bv3//Tn/2\n", "v43O78mamhr88ssv+OqrrzrcGpqbmwsAsLGxoW3d7kS6uTydaC9hIa5z586hqqoKH330UbvvFxUV\n", "4dmzZ7C2tsbOnTvh6+sLZ2dnjB49GleuXGn3nA0bNoDD4cDFxQXDhw/H4cOHSWMmgjE3btyAl5eX\n", "UjY2IwiqAgMDER8fL9boQElkZ2fjxYsXtF6TkD9xR392xtXVFZmZmWhubqYpKnrV1dXR9uCGCd7e\n", "3qirq2v3PeF+bZKQ6D7c3Nwwe/ZsrF27Fq9fv6b9+q6urnJJSJSXl6OwsFCqCglPT0+kpqYq9JQf\n", "ZXXv3j34+PjIdc3KykqMHz8eqampWLx4MRobGzu9txUmJJSxP5AikFlC4osvvqB0Xk1NDdatW4d9\n", "+/Z1eIzwA8uhQ4eQnZ2N2NhYPHnyBAEBAZg4cSLOnj3b6nhTU1M4OTkhLi4O6enpWLVqFVavXo2F\n", "CxdSipEgpCEQCBAVFaU087UJgi5Dhw5FTU0N7U+RNm3ahA8//JDWaxLyR0dCwsPDA05OTigrK6Mp\n", "Knp9+eWXSv3kcs+ePQgLC2v3veTkZJibm6NXr15yjopgiqOjI8LDw3Hy5EmJnl6LS9qExLNnz7B5\n", "82aUl5d3ehyLxcKPP/6IIUOGUF7L09MT9fX1+Oeffyhfg2iruroaqamp8PX1pXQ+1QTw9u3bcevW\n", "LRgZGcHS0hJTpkzBwYMHO3yYnZubCzabrdSNRJkkVkLit99+w88//yz6esSIEXj33Xc7/DNixAjK\n", "Hwa2b9+OwMDATn8oCLPz6urq2LNnDzQ1NdGjRw9s2bIFdnZ2bbo7379/Hx9++CHYbDZYLBaCgoLw\n", "ySef4Pfff0dCQgKlOAmCqszMTLx8+RIjR45kOhSCkKtBgwZBW1ub9m0bPB4PBgYGtF6TkL+uEhLn\n", "zp2Dm5tbpxU2I0eORFJSEszMzGQRotSKiooUNjZxdLYfOzk5mVRHdDMcDgcAMG3aNJlM13B1dUVe\n", "Xh7l6ovo6Gh8//330NDQAJ/P7/Bnh5GREdasWSPVhA3h935HW5rkKSUlBcuXL1fYxKwkzp07Bz6f\n", "Tykh8f3331OauMTlcrFnzx6sXbtW1Bh02bJlSE1Nxe3bt9s9Jzc3F5aWllBXp9QNodsT629t5cqV\n", "qK6uxscffwwNDQ1ER0d3eQ6VJiIvXrzAwYMH2/2P+c2MlL6+PgCgX79+rXpIsFgseHp64uLFiygr\n", "K4OJiUmHa/n7+wMA7ty5Az8/vw6PW7VqVZv9QnPmzMGcOXPE+z9FEG+5ceMGevToIZpMQxDdhYaG\n", "BpYvX077EwQej6cyo9q6M1tbW7x8+RJNTU3tfqj7559/UFJSotTTiYqKilS2guDAgQPg8XhMh0HI\n", "kbDnAt0TNoSEWygyMjIolew/ePAALi4u0NHRwcSJE+Hl5YVt27bRHSaAlik/1tbWSE5OxuzZs2Wy\n", "hriePHmCgwcP4ocffmA0Djro6uqiR48elCat9OrVC2lpaaitrZVo3LiwV8SbjSxHjhwJR0dHHDp0\n", "CEOHDm1zTl5enkps1zhz5gzOnDnT6rWKigqZrytWQiIkJARVVVXQ0NAA0PIPXFBQ0Ok5HY2E6kxU\n", "VBR0dXUxYcIE0WsNDQ0AWppYhoeHw8XFBceOHYOamlq7ZTjCDK3wvbq6OjQ0NLR5evb2cR356aef\n", "MGjQIIn/vxBER16/fo2xY8e2GZlFEN3Bf//7X9qvyePxyJgtFWBra4vm5mYUFBS02xiMy+XC1taW\n", "gcjoU1RUhP79+zMdhlQEAgF4PF6bhzUWFhawsLBgKCqCCRwOB0lJSTKrjHFzc8Phw4fh4OBA6fwH\n", "Dx5g8ODBYLFYCAgIwNdff43JkyeLHkrS7YsvvuhwLLE85efnQ09PT/QAV5m9//77lBNenp6e4PP5\n", "SE1NFXsca2JiIk6dOoXDhw+3+pzOZrOxbNkyREVFgc/ng81uvcmgb9++KpGQaO+h+8OHDzF48GCZ\n", "ritWQmLMmDGtvh43blyX54hzzNuWLFki6qgqlJOTAwcHByxfvhybN29uFVNcXFybrNeTJ0/g4OAA\n", "U1NTAMDZs2dx5swZXL16tdV1ExMTAUDuTVIIYsOGDUyHQBAqpbKykmzZUAGOjo4IDAxEbW1tu+/n\n", "5OSIlZDg8/koKipSyJvjoqIipW9m/OGHHyIrK0tu4xgJxSbLbTq6urpYunQppXMbGxuRlJSEuXPn\n", "Amjp3xIREYGFCxfi0aNHrXpe/Pzzzxg2bJjU/V1WrFgh1fl0KSgooPRgWNW4u7uDxWIhOTlZrISE\n", "QCDAmjVr4OHhgcWLF7d5f+3atR32SHy7XQAhGUpNLY8fP97lMYcOHaJy6TaEWzXebiKybds2NDc3\n", "4+uvvxa9tn//fjx79gw7duxodezff/+NS5cuib6+e/cufvnlF4wfPx7Dhg2jJU6CICRTWlqK0tJS\n", "psMgVACpkFANTk5OiImJgZOTU7vvc7lcsbbmbNu2TSGrEJqbm1FSUqL0CQlnZ2ckJyeTSWWEQktL\n", "S0N9fb3oya66ujpOnDgBLpfb6uaxrq4On3/+uehBpSrIz88nzRXRktDq27evaAJQV5qbmzF69Gjs\n", "3r273Z4oVNoREOKR2ZQNe3t7qc4vLy+Hg4MDAgMDwWKx8NNPP8HBwQFHjx4FAHh5eeHWrVtISkqC\n", "vb09+vbti3PnzuGvv/7CzJkzRdeZMGECtm7diu+//x6enp5wcnLCRx99hNWrV3fYKZogCNkpKioC\n", "h8NB//790b9/f3A4HBQVFTEdFiFHT5486XBEMxXe3t7o27cvbdcjFI9AIBB7y4azszNKSkpQUlIi\n", "h8jEV1lZCSsrK6V/cunl5QUej4ecnBzRa9u2bcOaNWsYjIogWnvw4AFYLFarqgcXFxds27YNP/30\n", "E27dugWgpTcNn8+XauSnoiEVEv/Hy8tL7ISEuro6Nm3ahNGjR8s4KuJtYm3ZOHHihERZIYFAgJqa\n", "GspBAYCxsXGXc+W9vb1x/fr1To8xMzPDhg0bSJk8oRAePHgAd3f3Vs1Yu5upU6fi7t27oq8LCgoQ\n", "FBTUYediQvUcOXIEFy9eRFZWFi3Xu3btGi3XIRRXWVkZampqxEpIuLq6AmhphNde8zGmGBsbIy8v\n", "j+kwpCbsWi98IAQAV69eJTdAhExUV1dj06ZNmDt3rkTbrEePHo2QkJA2/bpWrlyJ8PBwbNmyBdHR\n", "0cjIyADwfz83pHXhwgVYWVmJJpAwIT8/n/S/+/+8YexmRwAAIABJREFUvLwQHh5O6zUzMzNx584d\n", "0bjx169fIz8/H46OjmTKBkVi/a1Rme9OyloIorWamhpwOBzs2rVLYfYZyltpaSmys7PbvP7ixQuU\n", "lpaiZ8+e8g+KkLvAwEDs3bsXL1++FI3UIggAqKqqQnl5eZumlj179kRVVZVYowX79u0LNputcAkJ\n", "VWFlZQVTU1MkJSVhypQpEAgESE5OxtixY5kOjVBB2traOH78OExNTSVKSNjY2LTbHJfNZuP06dPQ\n", "1dUFAKSnp8PU1JS2zx/btm3D4MGDGU1I7N+/X2Wn+Uhq48aN2LRpU6vX6uvroampKfq6pqYGPXr0\n", "EHuCU2RkJNauXYvx48ejV69eiI6OxqRJk5CXl0c+01AkVkLCwMAAe/fulWi/4KpVqygHRRCqKC4u\n", "Dg0NDRg1ahTToRAEo4Q3iXFxcTIbF0cop/Xr1yMmJqbdElvhDURXtLS04ODgIHrySdCLxWLBy8tL\n", "NKI9Ly8PFRUVMm1uSFAj7NOkzMl+NpsNPz8/xMfH03bNN28aMzIyaKuOAFqafAr/22AK+Zz5f95+\n", "QJ6RkQFvb2+MGzcOQUFBGD9+PLZv346///4b9+7dazM9oz0ffPAB1q9fj2PHjmHDhg3Iy8uDmpqa\n", "QjZSVhZiJSS0tbWxcOFCiS68fv16SgERhLKora2Furq62BnVqKgoWFpa0vqLT9n07NkT9vb2bcYG\n", "Ozg4KPUHJkIyvXr1Qr9+/RAbGyt1QqKurg48Hg9mZmZifZAgFJudnV2r3gRUubq6Ij09nYaI6CMQ\n", "CFSmejQwMBDPnj0DAFHySBEbiXZXRUVFmDp1qqgi0d7eHuHh4UrbUNXf3x8HDhyQyX9D6enptE7c\n", "8/T0xPnz59Hc3CxWRRchX8bGxti4cSPCw8Mxf/58qKurQyAQ4Ouvvxb7M4SxsTFmz56Nw4cPY926\n", "dcjNzYWVlRX595aCWH/zmZmZEl/4n3/+kfgcglAWFRUVsLe3x5kzZ8Q+58aNGxg5cqTKfCClKjw8\n", "HM7OzgAATU1NcDgc0mC2GwoMDERsbKzU14mOjoaFhYVK7M0nAFtbW1RWVoLH40l1HX9/fxgbG9MU\n", "FT02b94s6r+g7LZs2YKTJ08CAFJSUmBgYCBWfw+iNVlNmxL2aiooKEBBQQHu3r2LoKAg2teRF39/\n", "f5SUlIjdd+jKlStYsWKFWJXda9euxfz586UNUcTT0xO1tbV4/vw5bdck6NOrVy9s2LABCQkJyM3N\n", "xd69e/Gvf/0La9euleg6y5YtQ3Z2Nq5du4bc3Nx2twcR4hMrIUFlvrtw7i9BqCIjIyP4+vpi586d\n", "4PP5XR5fWlqKR48ekTI6AObm5qJf/l5eXrh9+7bSPrUhqBs6dChSUlJQUVEh1XWEN65k7KdqEN7U\n", "crncVq//+9//lmgr6MaNG/H777/TGpu0CgsLoaGhwXQYtEtOToanp2e3T7ZLQpbTprrq1aSMfH19\n", "AUDsbRuXL1/GtWvXxPqenDdvHoYNGyZVfG8SJh3FnexAt4SEBGzYsAFNTU2MrK9MrK2t8cknn+DA\n", "gQNibwkU8vPzg5eXFw4dOkQSEjQQKyHB5XIl+pOTk4OEhARZx04QjFq3bh3S0tLw119/dXnszZs3\n", "IRAIMHLkSDlEpviEpdTV1dUMR0IwZeTIkdixY4fUJY7ChIS+vj4dYREM6yghkZiYiNevXzMREm2K\n", "iopUMvn6v//9D6dOnWI6DKWiahUMstazZ084OTmJnZB48OABBg8eLOOo2mdmZgYLCwvG+kjcvn0b\n", "+/btI9sHZIzFYmHZsmX466+/kJSURBISUhKrh4S9vT1YLJZETS1JppxQdUOHDgWHw8HOnTsxadKk\n", "To+1sLDAypUrYW1tLafoFFtaWhoASF2WTSgvW1tbfPnll1Jfp7KyEvr6+qR/hIqwsLCAurp6m4QE\n", "l8vF+PHjaV0rJCQEf/75J3799Vfo6OhIfP7z58/x6aef4vTp02JtDykqKhJtV1MFdXV1KC4uho2N\n", "jcRPF7szWU+bUtVeTSdPnhRrgkFTUxMeP36MGTNmyCGq9n333Xfo168fI2sXFBTA0tKS3IfJwYIF\n", "CzBu3DisWrUKAwYMYDocpSZWQkJLSwvvv/++RAmJ8+fPUw6KIJTFunXrMGXKFMTFxXU6Xm7o0KFk\n", "/Nz/x+fzkZmZCWtra5KQIKTG4/HIdg0VoqamhpEjR0JLS0v0Wn19PV69eiVxj4Lq6mpUVVV1OP4u\n", "Ly8PwcHBcHFxwYYNGySOddu2bYiMjER0dDSmTp3a5fFFRUUIDAyUeB1FtWzZMmRmZtI6/UBSqjBF\n", "QhbCw8MxZcoU0b+Nh4eH0vdqEm7b6EpGRgZqa2sZq5AAgCVLljC2dn5+PqysrBhbvzvR09ODnp4e\n", "IiIimA5F6YmVkDA0NMTx48cluvDVq1cpBUQQymTixIlwc3PDzp07ScJBTDk5OaitrcWQIUMQEhJC\n", "OlETUiEJCdUTGRnZ6uvc3FwAkDghMX78eFhZWeHMmTNoaGjA06dP4eHhIXr/888/R3Z2NrZv344l\n", "S5bAzMxMousfOXIEx44dw8OHD8VOSKjSlg1PT09cuHCBkZ/hyjxFQh4VDObm5tizZw+GDBkCANi6\n", "datS/N3Q4cGDBwCAgQMHMhwJM4QVEgShTMSqcZU0GQEAv/32m8TnEISyYbPZ2LVrFxYvXsx0KEpD\n", "uF1D+EGpsrKSyXAIhp05cwaffPIJ5fMNDQ3h4uJCY0SEohFu35A0IeHi4oKUlBQcOnQI/fr1w7hx\n", "49o0etu0aRNYLBb+85//SBwXi8XC+PHjkZiY2OWx9fX1aG5uVqmbQi8vL9TU1IDD4ch9bWXvwRAe\n", "Hg4OhyOqBOrXrx/tFQxxcXHQ1tYGAJSVldF6bUX24MEDODk5UWrIrwpIhQShjMRKSIwbN07iC5Py\n", "FaK7GD9+fKcfhE6cOIG4uDg5RqTY0tPToaenB3d3dwCQesoCodyqqqpw6NAhvHr1itL5W7duxYUL\n", "F2iOilAkwoSEpE3DXF1dkZqaiuXLl4PD4eDatWtQV29dGGpmZob169fj119/pTSmz9vbG4mJiV1u\n", "adXU1ER1dTXmzZsn8RqKSjhN4N69e3JdVxWmSJibm+P27duiv8MJEybQnqyKi4vDkCFDYGBgoDIJ\n", "iR9++AFr1qzp9JgNGzbg9OnTcoqoY4cPH0Z0dLTc1yUVEoQyklkXMGXfq0YQdODz+fjiiy9w5coV\n", "pkNRGOnp6XBxcRE1gSN9JLq36dOnQ01NDSEhIUyHQigIPp+PgoICNDc3AwDmz5+PvLy8Vn0lxDFj\n", "xgysXbsWqampOHPmDNzc3No9buXKlTA3N8eWLVu6vGZTUxO2bNkiSqD5+PiguLi4TRPOjqhS81Xh\n", "FpeFCxcyHInyKikpAQCxqmwkIRAIRL2tTExMUF5eTuv1mVJaWtpljzpLS0tG+0cI/fLLLzh79qxc\n", "1xQIBDhw4AAmTJgg13UJQlpi/WZcsmQJpk2b9n8nsdlQU1Pr8A+bzaZtnjJBKJOGhoZWX6ekpKC4\n", "uBijRo1iKCLFk5aWBldXV9G+f5KQ6N5MTEwwduxYhXiiRSiGq1evwsrKCi9fvgQAqKuri9Vd/23W\n", "1tbYtWsXXF1dOz1OR0cHp0+fxvbt27u85okTJ7B161ZRbH5+fvjuu++gqakpcXyqoLKyEkeOHJHr\n", "msIeDG9TtikSAoEABQUF6N27Nx4+fChKwNEhMzMTpaWlooSEqlRI+Pv7Iy8vD3l5eUyH0iVPT0+5\n", "j/5ksViYN29eh8lXglBUYiUkIiMjERUVhcbGRgAtHw4CAwM7/DNs2LA2ZZEEoeoiIyNha2vbqmQ0\n", "KioK2traon4J3Z1AIEB6ejrc3NxECQmyZYOYO3cu4uPj8eLFC4nPpfNDPKEY7OzsALQ0wJWXYcOG\n", "dbklpKamBps3b8bs2bNFT2DNzMywadMmWFhYyCNMhaOvr8/I5z1hDwZhxQmHw1G6ytzXr1+jpqYG\n", "EydORE1NDTIyMmi7dmxsLNhsNvz9/VUqIeHn5wcASEhIYDiSrnl6eiIlJQV8Pp/pUAhC4YmVkHjw\n", "4AFSUlLQo0cPAC3Z6Vu3bnX6x8TERKaBE4SiGTx4MCorK7F//37Razdu3MDQoUMlLjVWVQUFBeDx\n", "eKRCgmhl8uTJ0NHRoVTeamVlhZ07d8ogKoIpwsSAuNsg5GXv3r0oLi7G999/L/G5P//8s0KUkasK\n", "YQ8GHR0dAMAff/yhdA1DhVM2hOX1dG7biIuLw8CBA6Gvrw9jY2OVSUhYWVnB1ta2w1GzO3fuxJdf\n", "finnqNrn5eWFqqqqdvudEATRmlgJiV69erXqbr1169Yuz/nuu++oR0UQSsjMzAyLFy/Gvn37UFNT\n", "g4aGBkRHR5PtGm9IT08HALi5uUFLSwuampokIUFAV1cXU6ZMofSBnMfjQVdXVwZREUwR3kRxuVwI\n", "BAL4+fnh4sWLclv/1q1bbaZxlJSUYMeOHVi+fDn69Okj8TW5XC6qqqroCpFAS3WU8O9UOBpWmQgT\n", "Es7OznB2dsb9+/dpu7awfwQAlaqQAFq2bXSUkLh06ZLCfC94enoCAJKTk+W2ZnR0NH7++We5rUcQ\n", "dBErIeHt7d3q66VLl3Z5zrlz56hFRBBKbM2aNSgvL8exY8cQHx+PmpoakpB4Q3p6OjQ0NODg4AAA\n", "MDIyIls2CADAkSNHJJ6WUV9fj/r6+m473k2V2dnZgcvlori4GPfu3ZPb1pzMzEyMGDGizejy//zn\n", "PxAIBNi0aVObc8rKyrBjx45O97UXFRUp3RN8RffmyGhFq6YRhzAhYWlpCR8fH9oqJPLz85GVldUq\n", "IaEqTS2BloTEw4cP2yQNm5ub8ejRIwwaNIihyFqzsLCAqampXPtI/PXXX9i7d6/c1iMIuoiVkBA2\n", "b5LEkydPJD6HIJSdg4MDZs2ahR9//BEuLi44deoUBgwYwHRYCiMtLQ1OTk6iPceGhoakQoIA0NJY\n", "kMViSXSO8HtHuP2HUB22trbgcrmiG01hXwlZc3Z2xpw5c7B582ZUV1cDaOl98+rVK6xfv140WeJN\n", "AoEAGzZsQGxsbIfXJQkJ+r35u0NZExJ6enrQ19eHt7c3Hj9+LOrVJo3bt28DAAICAgCoXoXE4sWL\n", "kZ+f36Z3SWZmJmpqahRmaxSLxcLPP/+MSZMmyW3NgoICWFlZyW09gqCLWAmJwsLCTqdqtPeHTNkg\n", "uqt169YhJycH169fx9y5c1VqzJu0hA0thQwNDUmFBEEZSUioLi8vLxgZGYluNN/cNipr33//PUpK\n", "SrBnzx4ALTcWZ8+exYYNG9o9vmfPnnBwcOj0CTdJSNDvzd8dypiQyM/Ph6WlJYCWSuT6+nqkpqZK\n", "fd24uDg4OjqKrm1sbIzKykpakh2KwNDQsN2f+Q8fPgQAhamQAIA5c+bINZ6CggLRvztBKBOxWyML\n", "BAJYWFhAQ0NDrOOpVFUQhCrw8vLCli1b0K9fP6ZDUThpaWkYPny46GsjIyNSIUG0kpubCxaLBWtr\n", "6y6PFZZsky0bqkfYq+qnn36Ctra2XMc5Ojg44NNPP8XOnTvxr3/9S5RI6KyCx8fHp9MeACQhQT9h\n", "QsLBwUEpExJv3jwOGDAAbDYbiYmJUldVvtk/AoCoyXxFRUW7FT6q4sGDB3B0dISRkRHToTAmPz8f\n", "Hh4eTIdBEBITe8rG5MmTwWazsXr1amRkZCA7O7vTP6amprKOnSAU1jfffANfX1+mw1AoZWVlKCoq\n", "alMhQRIShJBAIMCQIUOwa9cusY6vq6uDgYEBqZBQYVwuF7a2thJv55HWxo0boaamJlYTb6DlCffD\n", "hw/b7XUhEAhQXFxMEhI0EyYkPD09FaaRoSTeTEjo6urCzc1N6j4Sr1+/xuPHj9tNSKhSHwmg5b+r\n", "Nz18+FBhtmswhVRIEMpKrITEwIEDER4ejkuXLuHvv/9Gnz59sGfPHtTV1XV4zrhx42gLkiAI5Sec\n", "sOHq6ip6jWzZIN7EYrEwc+ZMnDt3rk3DsvYEBASAx+PB0dFRDtERTBAmJOStZ8+eWL16NQ4ePCjW\n", "dAxvb29UV1cjMzOzzXssFguVlZX46KOPZBFqtyX83dG/f3+lr5AAWr6HpE1IxMfHg8/nt5uQUKU+\n", "EjExMbC0tERJSYnotT///BO7d+9mMKr27dixA9evX5f5OrW1taioqCA9JAilJNHmdmFi4q+//kJ0\n", "dDQcHBzw448/oqamps2xx48fpy1IgiCUX1paGthsNpycnESvkS0bxNvmzp2LwsJC3Lp1i+lQVF5p\n", "aSlKS0uZDqNDdXV1+OWXX3Ds2DFG1t+4cSNu374t1lhZ4ZPZjm4oNTU1oaWlRWt83R2Px4OOjg4c\n", "HR1RWFjY6UMyRdReQiI5ORn19fWUrxkXF4eePXvC2dlZ9JoqJiRsbGxQWFiIhIQE0Wv6+vro3bs3\n", "g1G17/Tp0wgODpb5OgKBAPv27YO/v7/M1yIIulHqtidMTFy+fBlxcXGwt7fHzp07RR2pCYIg3pae\n", "ng5HR0doamqKXiMVEsTbvL294ejoiDNnzjAdisoqKioCh8NB//790b9/f3A4HIVrRM3n82FoaIjQ\n", "0FCx+onIgpqaGvz8/MTaLmJgYIDg4OBWT6YJ2aqoqICRkZGogqazsauKpra2Fjwer01CorGxESkp\n", "KZSvK+wf8eb3rLGxMQDVSkjY29vD3Nwc8fHxTIfSpXnz5iEkJKRVNYcs6Ojo4NNPPyX9ywilJFX7\n", "f2Fi4urVq7h79y7s7e2xbds2umIjCEKFpKWltdquAZAKCaItFouFOXPm4I8//pDqSSHRsalTp+Lu\n", "3bsoKChAQUEB7t69i6CgIKbDaoXNZqN3795KVYq/YMEC9OnTh+kwuo2KigoYGhqKEhLK9L1SUFAA\n", "AK3K6z09PaGurk5520ZjYyPi4+PbJMW0tbWhqampUj0kWCwW/P39lSIhIdyqxVSlF0EoA1rmEQpn\n", "hZeWluLrr78Gn8+n47IEQaiQt0d+Ai0VEvX19UpXakvI1ty5c8Hj8XDlypVOj9u8eXOrqS1E10pL\n", "S5Gdnd3m9RcvXijc9g1bW1ulusnsyKlTpzBkyJA2TfgI6QgrJIQVNMrU2FKYkHizQkJbWxseHh6U\n", "ExKPHz9GTU1Nm4QEi8WCiYmJSlVIAIC/vz8SEhLQ3NyM6dOnK+wDUVNTU7z//vs4cOBAu01vCYKQ\n", "MiERERGBQYMGISgoCI8fP4aTkxNOnDgBNpuWPAdBECqiqqoKXC63TYWEcDoCqZIg3uTq6oodO3a0\n", "+X5526tXr9rtYUSohry8PJw5c0bmpc6y9uzZM+Tk5Mh9UoiqEyYktLS0YG5urlTJq/z8fABoMxFB\n", "msaWcXFx0NLSwqBBg9q8p6oJidevXyMtLQ3Xrl2Dmpoa0yF16NNPP0VOTg4uX74sszWioqJw/vx5\n", "mV2fIGSJUubg7USEq6srTp06hfT0dMyfP5/uGAmCUHIZGRkA0O6WDYAkJIi21q1b16oxW3t4PB4Z\n", "+Smhnj17wszMrM3rDg4O6NmzJwMRdUy4ZUdfX5/hSMQjEAjw1VdftbnpKCoqIiM/ZUCYkACUr5qm\n", "oKAAmpqaoviFfHx88OTJE0qJ1ri4OPj5+UFDQ6PNe8bGxiqXkPD29oauri4iIyNRVVWl0CM/fXx8\n", "4OPjg8jISJmtceLECfz8888yuz5ByJJECYm3ExEeHh44e/Ysnjx5gjlz5pDsP0EQ7RKO/HT5f+y9\n", "eXxU5d3+f52Z7OtkYULChIREIEBCSMgkIYCKLFZpeUCoSqWPBdvHatGq1fq11mpra2v1sa6PuNa2\n", "qEUFRquCYjAEQkgICZCERTYhkEkmTDLZmWSW3x/53WOWWc7MnJk5M/m8Xy9eL3LmnDN3Mss593Vf\n", "n+uTlTViOzkkCHcgQcJ5ent70dfXh4iICCQnJyM4OBhxcXHYvn27r4c2BpVKhYceemhEEK6Y4TgO\n", "//nPf/Dxxx+P2N7W1kaChAfo7Oz0a0EiOTl5zH1zQUEBjEYjjhw54tT5zGazJdDSGvHx8QGVIQEM\n", "CZU6nc7SWcOaM0RM7Ny5Ey+//LLHzt/c3DzGcUMQ/gIvQWK0EDF79mx8+OGHOHr0KG6++WarQsSy\n", "ZcsEHyxBEP7J8ePHkZqaOmalk91MUqcNwhZmsxkPPfSQVRuz2AUJMbbVvP/++3Hp0iXU1NSgvr4e\n", "v/vd79Db2yvKlpRz587FX//6V18PwymsWe7JIeEZ/N0hYW3ymJ2djZCQEKfLNk6fPg2NRmNXkAg0\n", "hwQABAUF4dChQ5gyZYqlvalYiY+P9+jCrVqtHhGSShD+BC9BggkReXl52L59Ow4fPozVq1fbPcad\n", "tkUEQQQW1jpsAOSQIBzT09OD8vJyLFy4EO++++6Ix8QqSIi1reZHH32EN954Ay+88AJmzJiBhIQE\n", "/Pd//zcGBgbw6aef+np4AYFSqUR9ff2IoF4SJDwD67IBDAkSTU1NfhMcakuQCAkJQW5urtOCxL59\n", "+8BxHObNm2f18UAVJADg0KFDoi7X8Ba23lME4Q84VbJRV1eHVatWQSKROPwnhpsvgiDEgbUOGwAQ\n", "ExMDgBwShG2io6OxZ88e/PCHP8S6devw61//2pJU3tXV5VFBwlWHgxjbal64cAE/+9nPsHr1avz0\n", "pz+1bJ88eTIKCwvx0Ucf+XB0gUNBQQEGBwdx9OhRyzYSJITHZDKNKNlITU1Fb2+v35Ql2Js8uhJs\n", "uW/fPsyePdvm92EgZkgAQw46nU6HwsJCXw+FN01NTTh48KCg5+zv70dHRwc5JAi/JYjPTomJiTh4\n", "8KBTyrM/fTkQBOE59Ho9Tp8+bdUhIZVKER0dTQ4Jwi5hYWH4xz/+gby8PDz44IOor6/H+++/j3Pn\n", "znmkzbRGo8HKlSst7THT09OhUql4TSodtdX0RXCk0WjEunXrEB0djTfeeGOMbXj16tV4/PHH0dPT\n", "g6ioKK+PL5CYPXs2goKCUFNTY7kPamxstBo0SLhOT08PTCbTiJINYEh4E7t1H3AsSGzatMmpz+O+\n", "ffvslkqzDAmz2RxweW+rVq3CmjVrfD0M3txzzz04d+4cDh8+LNhr0dLSAmBs1xaC8Bd4OSSkUinS\n", "0tKQnp7O+19cXJynx04QhB9w6tQpmEwmqw4JYKhsgwQJwhEcx+H+++/Hzp07UVVVhRtuuAFBQUEe\n", "CTwUo8PBFZjD409/+hMqKirw7rvvWr02r169GleuXMGOHTt8MMrAIiwsDLNnzx6xwp2UlET3RALD\n", "rhnWBAmxMzAwgMuXL9tczS4oKIDZbEZdXR2v82k0GnzzzTc28yOAIUHCYDCgp6fHpTGLFY7j8Pjj\n", "j2PKlCm+Hgpv7rrrLhw9ehQVFRWCnTMyMhJ/+MMfbN5nEYTY4eWQsLba44iTJ086fQxBEIEH67Bh\n", "zSEBDAkSVLJB8GXp0qWorq5Gc3OzR1b63HU4JCQkID09HWq1esR2b7bVHO7wGBgYgFarxa9+9Sss\n", "XLjQ6v6ZmZmYM2cOtm7dih/+8IdeGWMg8+qrr1ptrUoIB7tmMEFCLpcjJCTELwQJR6vZM2fORFhY\n", "GGpqamx+ZofDJrbz58+3uQ9zjbS3t/tNG91AZenSpZg6dSpeeeUVuyKSM8jlcjz22GOCnIsgfAEv\n", "h4S/tNwiCEJ8HDt2DBMmTLA5GZPJZOSQIJziqquuwtVXX+3rYdhEpVIhNTXV8nN+fr5X22oOd3iw\n", "DIz9+/fbPWbNmjX49NNP0d/f740hBjSFhYV+tWLrj4wWJCQSCVJTU9HU1OTLYfGCiZW2BImgoCDk\n", "5eXxypHQarX48ssvkZ6eDoVCYXO/4YIE4VskEgnuvvtufPTRR2OEa4IYrzgVakkQBOEstgItGVSy\n", "QYgJ5nAYjTMOB7lcjjlz5iA3NxcA8Ktf/cproYa2HB7ffvut3YDONWvWoLe3F1988YUHRzf+2LFj\n", "B5YuXYrBwUFfDyWgYILE8BDH1NRUv3BIOBIkAMfBlsM7+bz11lvo6emxGybPSoZIkBAHP/nJTxAS\n", "EoI33njD10MhCFFAggRBEB7FVstPhkwmo5INQlSoVCrk5+cDgKWVnrMOh5qaGixfvhwZGRmCJ6rb\n", "Q6/Xo7u72+njpk+fjlmzZmHr1q0eGNX45cSJE6isrERwcLCvhxJQjHZIAEM5Ev4iSAQFBSExMdHm\n", "PgUFBfjmm29sivXDXVCDg4O4fPmy3Zwb5pDwly4kgY5MJsNtt92G1157zdI1yh127dqFsrIy9wdG\n", "ED6CBAmCIDyG0WjEN998Qw4Jwq+Qy+WWlSuz2YzXX3/dKYdDc3Mz1Go1CgoKoFQqPSZIjG5LWlZW\n", "huuuu85qcB0fh8eaNWvwySefQK/XCz7W8cbTTz+N3/3ud9Ty00PodDqEhoYiLCzMss2fBImkpCRI\n", "JLZvwZVKJQCgtrZ2zGOOcm6sERsbC47jyCEhIh555BHs2LEDUqnU7XM988wzePnllwUYFUH4BhIk\n", "CILwGOfOnYNer7frkKBQS0KMDL+xP3DggFPHMgFCqVRCqVSitrYWBoNBsLENt2vn5OSgsLAQt9xy\n", "CxYtWoSEhAR8/fXXKCkpQXJyMpKTk1FSUsLL4bF69Wp0dXWhtLRUsLGOVy5evIgPPviABAkP0dnZ\n", "OcIdAQwJEs3NzYJ+1jyBvZafjGnTpiEqKkowMVMikSAuLo4ECRExZcoUzJ49W5Bz8XlPEYSYIUGC\n", "IAiPcezYMQC2O2wAFGpJiBN2456RkYHKykqnjq2pqUFSUhImTZoEpVKJ/v5+y2dBCEa3JT148CC2\n", "bt2K119/HXv37sW1116LiooK1NfXo76+HhUVFbwmxdnZ2Zg2bRo++ugjwcY6XikoKMDJkydx+vRp\n", "EiQ8gE6nGyNIpKamwmQyobm52Uej4gefyaNUKkV+fr7VHImEhASrXVwcuaBIkAhcmpubSZAg/BoS\n", "JAiC8BjHjx9HTEyMzX7rwHclG2az2YsjIwhN+nqFAAAgAElEQVT7aLVaBAUFYenSpS45JAoKCsBx\n", "HPLz8yGRSARb6bRl105MTMRNN900wgaekJDgVKtRjuOwZs0aqFQqCmF0E2a5Ly8vJ0HCA1gTJCZP\n", "ngwAoi/bUKvVdq+JDFvBlocOHcL58+cRFRWFiRMn8nZBxcfHU4aESPn888/R19fn0rF6vR7t7e28\n", "3lOEfzK6PDMQIUGCIAiPwQItOY6zuU9sbCxMJpPVuneC8BXt7e2Ij4/HvHnzcOzYMd5lRWazGTU1\n", "NZYJaVRUFGbMmOHxYEt79ejOsHr1anR0dFBAmptMnz4dkZGRAECChAfQ6XQjOmwAsLTaFbsgwXc1\n", "u6CgYEwuRHV1NRYvXowZM2bg4sWLaGho4O2Cio+PJ4eECLl8+TJuvfVWLFmyxKVJJ5+uLYR/Mro8\n", "s6SkxG43HX+GBAmCIDyGo5afwHcp6c6WbYwHxZjwHVqtFvHx8SguLgYA3oLC+fPnodVqUVBQYNkm\n", "ZLClEG1J7ZGXl4cpU6ZQ2YabMMv9nDlz8Itf/MLXwwk4rDkkoqOjERcXJ2pBwmg0QqPR8BYkAODr\n", "r78GAFRWVmLp0qWYNWsWvvjiC8TGxjrlgiJBQpwkJibiq6++wqlTpzB//nyrDjh7MEGCHBKBx+jy\n", "zMrKSrvddPwZEiQIgvAIZrMZx48ft5sfAXzXR57vCvR4UowJ39He3o6EhARMmzYNcXFxvMs2mPAw\n", "WpA4evQorly5IsjYVCoV4uLiEBwc7FRoJR9Y2cb27dsFaUc3nikoKEBnZycmTZrk66EEHNZCLYGh\n", "so2mpiYfjIgfGo0GJpPJoSCh0Whw++23g+M4bNiwATk5OViyZAlyc3Oxc+dOxMTEOP3cJEiIl8LC\n", "Quzfvx8DAwMoKSnBkSNHeB+bmJiI+++/31KyRAQGrnTT8WdIkCAIwiNcvHgRPT09DgUJZx0S40kx\n", "JnwHc0hwHIfi4mLegkRNTQ1SU1ORlJRk2aZUKmEwGHD48GFBxhYaGore3l488cQTToVW8mX16tVo\n", "a2vD3r17BTvneOShhx5CVVWVr4cRkFhzSABDZRtidkjwtdez65zZbEZ3dzcaGhoQFBSEHTt2IDo6\n", "2qXnjouLowwJETN16lRUVlYiOTkZV199NXbv3s37uOeee25MCRNB+BMkSBAE4RHYjbijkg12EeUj\n", "SIw3xZjwHcwhAcAiSPAJXmWBlsOZPXs2goODBSvb+OSTTzAwMIDbb79dkDKN0RQWFiI1NRWbN2+m\n", "z5UbJCcnW+2GQLiPLUFi8uTJfi9I2LrORUREuOWyIoeE+ElKSkJZWRmKi4vR0NDg6+EQPsTT5Zli\n", "gwQJgiAEhZVU3HHHHQCAdevW2S2pcLZkgyC8AQu1BIYEifb2dpw6dcruMSaTCYcOHbIEWjJCQ0OR\n", "m5srmCDxwQcfYMGCBR4rBWhra4PBYMDf//53KosiRIfZbPZrQYLjuBEOKr7YC4fmQ3x8PHp7e6HX\n", "6906D+FZoqOj8fnnn+Pee+8d85jRaERbWxsaGxtRVlaGDz/80OOByYTvWLduHQAgODgYUqlU0PJM\n", "sUGCBEEQgsKspl1dXQDgsKQiMjISUqmUl0NivCnGhO/QarWW91RhYSEAOCzbOH36NLq6usY4JNg5\n", "hLhx1Ol0+OKLL3DzzTe7fS5brFy5Emq1GiaTicqiCNHR19cHg8Fg1aI+efJk6HQ6dHd3+2BkjlGr\n", "1ZgwYQKCgoJs7uOp6xwTWKlsQ/xIpdIRP3/44YeYMGECgoODIZfLkZ2djUWLFuHmm2/Gv/71Lx+N\n", "kvAkg4ODeO6557BixQq89NJLMBqN+PjjjwO2axMJEgRBCIYrJRUcxyE2NpZ3hoRKpcK8efMsxway\n", "Ykz4BpPJNMIhIZPJMGPGDIeCBBMc5s6dO+YxpVKJkydPWoQ6V/n4449hMBiwevVqt85jCyqLIsQO\n", "c9PZckgAEG2wpVqt5tVhQ6VSoaSkBMnJyYIF18bFxQEgQcIfycrKwn333YfXXnsN27dvR0VFBb75\n", "5ht0dHTghRde8PXwCA/wzjvv4OzZs3jyySexZMkSAENtfwMV2xItQRCEl5DJZLxLNuRyOVQqFZKS\n", "kmA2m/HFF18gKirKwyMkxhNdXV0wmUwjViPnzZvnUJCoqalBZmamRcgYjlKphNlsxqFDh7Bo0SKX\n", "x8bKNajFGzFeYeK1rVBLALhw4YLD/CJf0NzczOuzK5fLUVFRYREBhXAAsu8lypHwP1hXMWJ8cOXK\n", "FfzhD3/ALbfcgtmzZ8NsNiMhIQFVVVW48cYbfT08j0AOCYIgBMNVq6kzDgkAaGlpsfz//PnzTo2R\n", "IBzBbtiHCwvFxcU4evQoent7bR5nLdCSkZWVhcjISLfKNjo6OvDll196tFyDyqIIsWPPIZGSkgKJ\n", "RCLaHAm+DglGQkKCYJ87EiQIwj947bXXoFar8fvf/x7AkBu4sLAwoLs2iV6QeO211yCRSCwvCkEQ\n", "4kalUmHSpEngOI631TQ2NtapUMvW1lbL/63ZywnCHdiq5GhBwmg0oqamxuoxBoMBdXV1NgUJqVSK\n", "uXPnuiVIqFQqGI1Gj5VrDH+ekpISy4SvuLiYyqII0WBPkAgKCsKkSZMCRpAQElayQYIEQYiX3t5e\n", "PPXUU7j99tsxbdo0y/aioiJUV1fz6vblj4hakOjo6MCjjz4KYGy68BNPPIG0tDTk5eWN+Ld48WKr\n", "53r77beRm5uL3NxczJo1C88880zAvqgE4UvkcjkmTJiA1atXo76+HhUVFQ5DeGQymUsOCalUSg4J\n", "H6HVagM2U4DdsA9fmZw5cyaioqJslm2cOHECfX19YzpsDEepVLolSHzwwQe4+uqrPT6hYXbxt956\n", "CwCwefPmgA3SIvwPJkhYC7UExNtpw2w2o6WlxWeCRGhoKCIiIihDgiBEzIsvvoiOjg787ne/G7G9\n", "qKgIHR0dOH36tI9G5llELUg89thjWLhwodXHOI7Dk08+ibq6uhH/SktLx+z7yiuvYOPGjXj77bdx\n", "5MgRfPrpp/jf//1f/L//9/88/SsQxLhDrVbj8OHDWLlyJW+rqbMlG62trYiJiUFaWho5JLwMa+vK\n", "aloDsSWkNYeEVCpFYWGhTUHi4MGD4DgO+fn5Ns+rVCpx/vx5l/5eWq0WX331lUfLNUbDavAvXrzo\n", "teckCEfodDoEBQUhIiLC6uOTJ08WZailVqvF4OCgzwQJYOg7jRwSBCFOdDod/vrXv+LOO+9EWlra\n", "iMdYt69ALdsQrSBx9OhRbNu2DU888YTNffg4HLq7u/Gb3/wG69evtySfT5kyBffffz+ee+45nDt3\n", "TqghEwQBYOfOneA4Dtdffz3vY5wt2WhpaUFSUhLS0tLIIeFlWFtXtVodsC0h29vbERISgsjIyBHb\n", "i4uLceDAAavXnpqaGmRlZSE6OtrmeZl7whWXhEqlgslkwk033eT0sa6iUCgAkCBBiIvOzk7IZLIx\n", "zllGamqqKB0SarUaAEiQIAjCKs8++yz0er2lOmA48fHxmDp1KgkS3ubee+/Fk08+adOSx5edO3ei\n", "u7t7TCnHddddB6PRiK1bt7p1foIgRrJjxw4olUokJibyPsbZko3W1lZMnDgR6enp5JDwIuOlJSRr\n", "+Tl6wjNv3jy0tLRYnezYC7RksGBIVwSJDz74ANdccw0mTpzo9LGuEhUVBZlMRoIEISp0Op3V/AgG\n", "c0iYTCYvjsoxJEgQBGELjUaD559/Hvfcc4/N63xRUREJEt5ky5Yt6OnpwR133GF3v507d2Lp0qWY\n", "M2cOZs+ejV/+8pcj0vcB4PDhwwCAzMzMEdvZz0ePHhVw5AQxvjEYDNi1axduuOEGp45zpctGUlIS\n", "0tPTySFBCI5Wq7VablRUVAQAY8o2BgYGcOTIEYeCBMdxKCgocFqQuHz5MkpLS71arsFQKBSitL8T\n", "4xc+gsTg4OCI8GMxwAQJb4qKoyFBgiDEh1arxeOPPw6pVIpf//rXNvcrLCzE4cOHceXKFS+OzjuI\n", "TpDo6+vDww8/jJdeesnufhEREZBIJHj//fdx+PBhfPLJJ6iqqsLcuXNx6dIly35tbW0AgJiYmBHH\n", "s5/Z4wRBuM+BAweg0+mcFiRkMhl6enpgMBh47c8cEmlpaWhtbUV/f78rwyWcZLy0hGQOidFMmDAB\n", "mZmZqKysHLG9oaEBAwMDdgMtGSzY0plQ5e3bt8NsNnu1XIOhUCjIIUGICj6CBADRlW00NzcjPj4e\n", "YWFhPhtDXFwchVoShEhgmVyzZs3Cpk2bEBMTA6PRaHP/oqIiDA4OWhbbAwnRCRJ//vOfsXDhQsyb\n", "N8/ufg899BDeffddiy08PT0db7/9NtRqNf74xz96Y6gEQYzi888/R2JiosOV4tGw0qyuri5e+w93\n", "SADwiEsikLtIuANrCSmVSgEMffcGWktIWw4J4LscieEcPHgQUqkUubm5Ds+tVCrR1tbm1GTpgw8+\n", "wKJFi3zS6SI1NZUECUJU6HQ6u+W8TJAQm7PHly0/GeSQIAjxwDK5mJvr4sWLdjO5cnNzERISgurq\n", "am8N0WsE+XoAwzl37hw2bdqEI0eOjHmMz2rSzJkzER0djf3791u2McFi9ESH/TxhwgS757zvvvvG\n", "KPFr167F2rVrHY6HIMYbO3bswPXXX2+ZrPKF3VzqdDqrK9PDMRgMuHz5ssUhAQwJEllZWa4NehQa\n", "jQYrV660ZCWkp6dDpVJR28P/H7lcju3btyMpKQkAsGrVqoD727S3t2PWrFlWHysuLsaHH34IvV6P\n", "0NBQAEOBlrNmzbKZ+j+c4cGWo1O0rdHW1obdu3fj1VdfdeI3EA6FQoFPPvnEJ89NENbQ6XRITU21\n", "+bhMJkNkZKToHBIkSBAEwXCUyWVtUSQ0NBR5eXkezZF4//338f7774/Y5kzovKuISpAoLS1FZGQk\n", "li9fbtk2MDAAANi0aRNUKhWysrLw/vvvo6WlxWodnkQiGRFklJeXBwA4e/bsiNWrs2fPAoDDFa3n\n", "n3/ebhs3giCGYO0+H3zwQaePZaIfnxyJtrY2mM1mJCUlQaFQQCqVChpsyRRrhlqtxqpVq1BRUSHY\n", "c/g7TJ3PyMgYUSIXKGi1WpvCWHFxMQYGBlBXV4fi4mIAQ+ICn3INYCjQTqFQ4ODBg1izZo3D/bdt\n", "2waO43zWyUShUKC1tXWEAEMQvoR12bAFx3GYPHmyKAWJjIwMn44hPj4eHR0dMJlMkEhEZ5ImCMIB\n", "RUVF+Oyzzzx2fmuL7rW1tZZOlZ5CVN9GP/3pT/Htt9+irq7O8u/zzz8HANx1112oq6uzqDYpKSmW\n", "gCDGmTNn0NnZOeLG8IYbbkB0dDS++uqrEfuWlpZCKpVi9erVHv6tCGJ84Eq7TwZzSPARJFhw7cSJ\n", "ExEUFIRJkyYJVrIxXrpIuEtVVRUmTJiA+fPni9rO72rZTXt7u82SjdzcXISFhVnKNvr7+9HQ0OBU\n", "mRLLkXCEVqvFu+++i+uuu86hm89TsNafzc3NPnl+ghiNowwJAKIVJHztkIiLi4PZbOZdHkkQhGdw\n", "NZOrqKgIZ86cweXLlz04Ou8jKkHCGqxUw1rJxiOPPGJJGu3s7MRdd90FmUyG3/zmN5Z9oqKi8Oc/\n", "/xnvvPMOamtrAQxNLp5//nk88MADVt8MBEE4jyvtPhns5pKPLYzV2rGSAWr96X2qq6tRVFQk2nwB\n", "FhSVk5ODnJwclJSUQKPR8DrWaDSio6PDpkMiODgYBQUFFkHiyJEjMBqNvB0SwJAgUVNTY7Mt4fCg\n", "q7179+Ls2bO8xy80zBovxteZGJ/4oyBhNptFIUiw7zUq2yAI36NSqRAVFYWwsDAkJyejpKTEYSYX\n", "6/YVaDkSohUkOjo6MGXKFCxcuBAcx+H555/HlClT8NZbbwEA3nvvPXR2dqKgoMBy05mYmIiqqipc\n", "ddVVI85199134+WXX8ZPfvIT5ObmYvny5XjggQfw9NNP++JXI4iAw9V2nwxXHBJMkEhLSxPMITFe\n", "uki4g8lksggSCoUCzc3NdlOhfQEru1Gr1VCr1aisrORd8tDZ2Qmz2Wz39R4ebHnw4EGEhIQgOzub\n", "9/iUSiW6u7tx8uRJu+Nn4tuZM2d8WrIBkCBBiIMrV65Ar9c7FCRSU1NFFWrZ1dWF/v5+EiQIgrAQ\n", "HR0NvV6PJ554AvX19aioqHCYyZWRkYGEhASP5kj4AlFlSAwnLi4O586ds/n4rbfeiltvvZX3+dav\n", "X4/169cLMTSCIEbhartPRkhICMLCwng7JGQymaWePT09HaWlpS49rzVUKhVWrVqFAwcOwGQyQaFQ\n", "BFwXCXc4deoUdDodCgsLodfrYTAYoNFofH6jzXAlKGo47EbdXrhqcXExnn32WajVatTU1GD27NlO\n", "5Suw8o6DBw9ixowZgo5faKKjoxETEyOqyR0xfmHXCHtdNoAhh4RGo0F/fz/Cw8O9MTS7sBJjX39P\n", "kiBBEOKhpqYGg4ODuP7663lf2zmOQ2FhYcAJEqJ1SBAE4T/s2LEDCQkJTrf7HI5MJuPtkBgeaJuW\n", "lga1Wg29Xu/ycw9HLpdjz549MJlMCAoKQnJycsB1kXAHZhMsLCwMyNVzljnhyCEBDAlxNTU1TpVr\n", "AEPv9alTp1rNkTCZTOjt7XXqfJ5GrKU5xPiDXSP4lGwA4vluYhksYhEkOjo6fDoOgiCAffv2ITo6\n", "Gjk5OU4dV1RUhOrqal4dKP0FEiQIgnCbzz//3KV2n8OJjY3lJUi0traOECTS09NhNpsFXcFta2sD\n", "AKxYsQI1NTUUaDmMqqoqTJ8+HTKZTJSChLtlN3wcEpMmTYJCocCuXbtw/Phxl4Q4pVKJ/fv3j3hv\n", "Xbx4EWvXrrUaOOfLsiGFQiGq15gYvzCHBF9BQiw5EmJxSERFRUEqlZJDgiBEQEVFBebNm+f0vXNR\n", "URE6Ojpw+vRpD43M+5AgQRCEW7B2nzfeeKNb54mNjeVVstHS0mLJjwBgmXwKlSMBfHfz+OMf/xhm\n", "sxm7d+8W7Nz+TlVVlSVUKTExESEhIaKbrKpUKsuKQ3h4OK+gKAYfhwQAzJs3D//85z9hNpudFiQ0\n", "Gg3279+P2tpaS+jm66+/jpycHBw/fhxbtmxBSUkJkpOTeQddeRISJAixwFeQYGKpI6Ha1U48zqJW\n", "qxEdHY2oqCiPP5c9OI5DfHw8CRIE4WNMJhP279+P+fPnO31sYWEhAARU2QYJEgRBuIU77T6Hw7dk\n", "Y7RDIjU1FRzHCdppgwVnKpVKzJgxA19++aVg5/Znrly5giNHjlguhhzHQaFQ4NKlSz4e2Ujkcjn+\n", "+te/AgDmzp3LKyiK0d7ejrCwMLt15xqNBtXV1ZbSijvvvNOpLhgrV660vF9Z6Oadd96JZcuWob6+\n", "HjfffDMqKipQX1/PO+jKkygUCsqQIEQBX0EiNDQUSUlJNh0S7nTicQUxdNhgkCBBEL7n+PHj6Ojo\n", "cEmQiI+Px9SpU0mQIAiCYLjT7nM4fEs2RjskQkJCkJKSIqggoVarwXEc5HI5li5dil27dgVUrZ6r\n", "HD58GIODgxaHBDBUviDG1XP2XmLlN3zhExy5cuXKEY6cAwcO8O6CYSu0UiaT4ZVXXhlRKpKQkCCK\n", "7i6pqalobW3FwMCAr4dCjHN0Oh0kEgkvp4G91p/udOJxBbEJEpQhQRC+paKiAlKpdMT9lDMUFRWR\n", "IEEQBAG43+5zODKZzGHJxsDAANrb20c4JABhW38CQ6JHYmIigoODsWzZMpw/fx6nTp0S7Pz+SlVV\n", "FUJDQzF79mzLNrHa+Zkgwcpv+NLe3m43P8JRFwxXCQ8PB8dxLh/vSRQKBcxms9N/S4IQGp1Oh9jY\n", "WF6fFVuChKc+w/YQkyARFxdHDgmC8DEVFRWYM2eOy2VcRUVFOHz4MK5cuSLwyHwDCRIEQbiMu+0+\n", "h8PHIcEstcMdEsBQjoTQJRtM9LjmmmsQHByMXbt2CXZ+f6Wqqgp5eXkICQmxbBO7INHV1eVU1wqt\n", "VmtXkHAXd0M3fYEYw0uJ8UlnZ6fDcg2GPYeENcdba2sr/v3vf8NoNFq2CZUxISZBgko2CML37Nu3\n", "z6VyDUZhYSEGBwdx+PBhAUflO0iQIAjCKnxuxIRo98ngE2rZ2toKAB53SKjVastzREVFoaSkhHIk\n", "MNTyc7S9kAkSYitpGS5uObOy397eblcYEEJQUKlUogqtdATfgECC8DQ6nc4pQaKpqWnMd1NUVJTV\n", "VUWZTIaNGzciLy8P7733nqAZEyRIEATBaGlpwdmzZ7FgwQKXz5Gbm4uQkBBLK3Z/hwQJgiBG4EzY\n", "144dO9xu98ngE2rJwiatOSQuXryIwcFBt8fBnmf4zePSpUvx9ddfC3Z+f+Ty5cs4c+aMVUFCr9eL\n", "rjVqZ2cnQkNDATgvSDhySLgrKMjlclGFVjoiNjYW0dHR5JAgfI4zgkRqair6+vpGTL4NBgN+9KMf\n", "obe3FzNnzhzxGT5+/DgqKysRFxeH2267TbCMid7eXnR1dZEgQRAEgKFyDQBuOSRCQ0ORl5cXMDkS\n", "JEgQRIDiqtWUb9hXY2Mj6urqBCnXAIYmPQMDA3br4ZhDYvTkLS0tDSaTSbBuD8MdEgCwbNkydHd3\n", "B8wXvyswFZ512GCI1c7f2dmJadOmAXBOkOATaimUoCCW0Eo+iLU0hxhfOOuQAGAp2zCZTNiwYQM+\n", "/vhjfPTRR2hsbBzzGS4uLsbWrVutipKuZkyw75+UlBSnj/UEcXFxFGpJED6koqIC6enpbn8nBFKw\n", "JQkSBBFguNPOzFbY19mzZy03Yuz8zGr24osvCtIuLTY2FgDslm20tLQgISEBwcHBI7YzC70QORJm\n", "s3mMQyI/Px9xcXHjOkeiuroaiYmJyMjIGLFdzILE5MmTER4ejubmZt7H8XFIMPxJUHAXEiQIMeCK\n", "INHQ0ACz2Yxf/OIX2Lx5MzZv3owVK1YAsP4Z5jjO4q4SAiZIiMkhceXKFfT39/t6KAQxLtm3b59b\n", "5RqMoqIinDlzBpcvXxZgVL6FBAmCCDA80c6spaUFBQUFWLlyJfLz81FZWWkRDg4ePChIuzR2k2mv\n", "bGN42ORw2I2nEDkSPT096OvrG/E8UqkUS5YsGdc5ElVVVSgsLByTbp+UlASpVCq6ySoLv0tOTubt\n", "kDAYDNDpdONGZHAGhUJBGRKEz+ns7LSI1/bQaDSW69LGjRuhUCiwadMmvPHGG7j11lvtHit08KwY\n", "BQkAVLZBeAWhgmEDhb6+PtTV1blVrsFgJbSBkCNBggRBBBDutjOzdSOWmZmJm266CZ2dnVYnd0K0\n", "S2M3mfYEidbW1jH5EcBQy8SkpCRBHBK2bh6XLl2K6upqh8GbgYjZbEZ1dfWYcg1gSKxJTk4WrFxG\n", "KNjExRlBgr22nuyy4a+kpqaKTnQixh98HRJMmAeGOu00NzcjPT0dd9xxB6/nYTkxTJieOnWqy8Gz\n", "arUaYWFhvIQUb0CCBOEN3HHrBjLV1dUwGAyCCBIZGRlITEwMiLKNIF8PgCAIYRkYGHDr+O3btyM9\n", "PR0cx0Emk2HKlCnYvn075HI5tFotcnJynKrJ5wu7yXRUssFKBEYjVOtPFpw52omxdOlSmEwm7N69\n", "GzfddJPbz+NPnDlzBu3t7WMCLRlitPMzQSIlJYV3yQYT1cghMRaFQgG1Wo3BwcExJVME4S34CBK2\n", "hHkWvsvn881yYrRaLQoLC3HDDTe4HDzLOmyMdpf5CiZIUI4E4UmGi4LA0Odg1apVlkDH8cq+ffsQ\n", "GxuLWbNmuX0ujuNQWFiIvXv38v5uEyvkkCCIAOLYsWNWbzKcsZpeuHABV65cwb/+9a8xgX1CW1mH\n", "445DAhCu9ScTW0YLEunp6Zg6deq4zJFg6rs1hwQgbkHCGYcEWzEkh8RYFAqFJV+FIHzBwMAA+vr6\n", "eGdICEFCQgKKi4vdskSLqeUnMBRqCZBDgvAc7rp1A5mKigqUlJRAInF/Cq7RaHD06FGUlZX5vQuF\n", "BAmCCBAqKipw4403oqSkBEVFRZYJdVpamlNW082bN2PixIlYuXKlVZHB3ZaHtoiOjgbg2CFhLUMC\n", "ENYhER4ejpiYmDGPLVu2bNwKElOnTrU5URebIGE2m0cIEuSQcB/mTKIcCcJXMLHakSAhtHBeWFiI\n", "uro6l9s+kyBBEAQAGI1GVFZWClKuAQy5UC5evAiz2SxYZpyvIEGCIAKAAwcO4IYbbsDcuXOxc+dO\n", "HDhwAA0NDVi9ejXCwsIwYcIEXucxGAz497//jbVr10IqlVrdR6iWh6ORSqWIiYmx6ZC4cuUKOjs7\n", "bQoSaWlpaGpqgtFodGscrOWnNXvt0qVLcebMGZw9e9at5/A3bOVHMFjgodls9uKobNPb2wuj0Wgp\n", "2dDpdLwS5dkNOrthJ74jNTUVgPi6qRDjByZW88liEFI4VyqV0Ov1qK+vd+l4sQkSQUFBiImJIUGC\n", "8BiedNP6M42Njejs7BSkw0aguVBIkCAIP4UlF1dXV+P666/HnDlz8OmnnyIyMhLA0AXhrrvuwsmT\n", "J0fU8dnjq6++gkajwW233eZwX0+0PIyNjbUpSLS2tgKAzZKN9PR0GAwGp1o8WmN0y8/hLFq0CFKp\n", "dFy5JPR6Perq6mzmRwBDgkRvby+6urq8ODLbsPcQc0gA4FVqoNVqERERgbCwMI+Ozx+JjY1FZGQk\n", "CRKEz+DrkACEFc7z8vIglUpdLttobm4WlSABDJWlUYYE4UlUKhVmzpxp+ZnlkY1nKioqEBQUBKVS\n", "6euhiA4SJAjCzxieXJyVlYWSkhJMnz4dn332GaKiokbsu2jRIqSlpeHtt9/mde7NmzcjKysL+fn5\n", "nhi6Q2Qymc2SDSZI2HNIAO63/rRXFhITE4Pi4uJx1f7zyJEjGBgYcChIAOJZPbcmSPARqtrb28f1\n", "6o09OI6j1p+ET2HXBmcyJIQQzsPDwzF79mwcPHjQ6WP1ej3a29uRkpLi1hiEJi4ujhwShEeRy+X4\n", "wQ9+ALlcjuzsbCxevFgQN60/U1FRgeQZZ9gAACAASURBVPz8fERERLh9rkBzoZAgQRB+BksuVqvV\n", "uHz5MoxGIziOs2QwDEcikWD9+vXYsmULenp67J63p6cH27dvx7p163yWBm7PIcFWuO2FWgJwO0fC\n", "kb122bJl2L17NwwGg1vP4y9UV1cjJCQEubm5NvcRsyDBJgJ8gi3b29sp0NIOYssKIcYXrggSQqFU\n", "Kl1ySBw/fhzA2DbSviY+Pp4ECcLjlJaWYsmSJcjPz0dDQ4Ovh+Nz9u3bJ0i5BoOVpoWHhyM4OFiw\n", "TDdfQIIEQfgRtmrGmpqabNaM/eQnP0Fvby8++ugju+f++OOP0dfXhx/96EdCDNUlYmNj7TokJBKJ\n", "zTyMqKgoJCYmetQhAQzlSOh0OtTU1Lj1PP5CVVUV5syZg9DQUJv7sJZ2ly5d8uLIbDNckIiLi0No\n", "aCgvQcLf22Z5mtTUVBIkCJ+h0+nAcZzVwGFPU1hYiGPHjjkU9hnMybh06VIAwMMPPyyq9HsSJAhP\n", "09HRgdraWlx33XXIzs5GQ0ODaHKmfMGlS5dw/vx5wQItge9K037xi18gPj5esEw3X0CCBEEEOGlp\n", "aVi8eDH+/ve/293v3Xffxfz58zFlyhQvjWwsMpnMrkMiMTHRZtgmMPS7uuOQMBgMaGtrsytIKJVK\n", "xMbGjpsciaqqKrvlGgAQEhICuVwumsnqcEGC4zjenTbIIWEfckgQvkSn0yEmJkaQdnnOolQqYTKZ\n", "UFtby2t/5mS8fPkygKHSNzGl31OGBOFp9uzZA5PJhMWLFyM7Oxs9PT24cOGCr4flMyoqKgBAUEGC\n", "kZ2djdbWVvT19Ql+bm9BggRB+BGu1oxt2LAB5eXlOHXqlNXHNRoNvvzyS15hlp7EUailPaEAGAq2\n", "dMchodFoYDab7dprg4KCcN111+Gzzz7zyyRjZ2hvb8epU6fsdthgiGmy2tnZCY7jLJkqycnJ5JAQ\n", "AIVCgebm5nFTrkSIC9bK1xfMnDkTERERvHIk/CH9nhwShKfZvXs3pkyZgvT0dGRnZwPAuC7b2Ldv\n", "H6666iqbZcfukJmZCWDoO8ZfIUGCIPwMlUqFiRMnIigoiHc7s5UrVyI2NhbvvPOO1ce3bNkCjuNw\n", "8803e2DE/LFXstHS0uLwi9xdhwSbtNoTPjQaDY4cOYKqqipkZ2ejpKREVFZcIWE3344cEoD4BInY\n", "2FjLSipfQYIcEvZRKBQwmUy8OpYQhNDodDqf5EcAQ0J0fn6+y502xAaFWhKeprS0FIsXLwYwdO2I\n", "iYkZ14JERUWFR9wRAJCRkQEAft2SngQJgvAz5HI5pk+fjuXLl/NuZxYeHo4f/ehHeOedd2A0Gsc8\n", "vnnzZtx4440+Xx22V7LhjEPCZDK59PxsomXPIbFy5UrLl35LSwsqKytFZcUVCq1Wi6+//hpxcXG4\n", "6qqrHO4vRkGCkZKSwqtkgxwS9klNTQUgnvBSwjGsPXQg4EtBAhjKkeDjkPCH9Pv4+Hh0dnZavR8g\n", "CHdpaWnBsWPHcN111wEY6tLEciTGI93d3Th8+LDHBImJEyciLCwMZ86c8cj5vQEJEgThZ5jNZjQ0\n", "NCA/P9+pm5sNGzagubl5TMvKU6dOobq62uflGsCQQ6Krq8uqoMDXITEwMGBpEeosLS0t4DjOZnCm\n", "P1hx3WV4W9nnn38eZrMZbW1tDo8TsyDBxyExODiI7u5uckjYQWzdVAjbDP8c5+TkBISTy9eChFKp\n", "xLlz53h9H6pUKsyePRvA0ORfbOn37HvOliORIBiuiJq7d+8GAIsgAWBcCxK7du2CyWQStMPGcCQS\n", "CTIyMsghQRCE99BoNNBqtZaaPL7MnTsXOTk5Y8It3333XURHR+MHP/iBkMN0CZlMBpPJZDXJ3FH3\n", "CwCWVSlXyzbUajUSExMRHBzs0vGBwPC2snq9HjqdjpcDRKFQoKOjA729vV4YpX2sCRJarRZ6vd7m\n", "Mcy+TIKEbeLi4hAeHo6mpiZfD4VwwPDPsVqtDggnl68FCZalw6fDklwux/LlyxEbG4vGxkbRpd+z\n", "7zkq2yBs4Y6ouXv3bsyaNWvEIlJ2djaOHz8+rjKI2N/w9ttvB8dxuOOOOzwmDJMgQRCEV2lsbAQA\n", "zJo1y6njOI7Dhg0boFKpLMnfZrMZmzdvxurVqxEeHi74WJ2FTSJHl2309vaip6eHl0MCgMvBli0t\n", "LXbLNfzBiusO7jhA2Oq5GFp/6nS6MSUbAOxmH7Ab80B4HT0Fx3HU+tMPCFQnl68FCfY9zydHwmw2\n", "Y+vWrVi1apVDId0XxMXFASBBgrCNO6Lm8PwIRnZ2NvR6PU6fPu2J4YoS9jfs6emB2Wz2qDCckZFB\n", "JRsEQXiPxsZGhISEWFJ1nYGVZbz33nsAgOrqapw5cwbr1q0TdIyuwiaRo22krATD0Y1dbGwsZDKZ\n", "Ww4JR8+hUqlQUlKC5ORkhIaGIiIiAtu2bXPp+QIJMdn5rTkkANgt2yCHBD/EVJpDjC982WUDGBLk\n", "lEolrxyJY8eO4ZtvvsHq1au9MDLnIYcEYQ93RM1z587h22+/HVGuAWDcddrwtjCcmZmJc+fOuZyh\n", "5mtIkCAIP6OhoQEzZsxAUFCQ08dOmDABK1aswFtvvWVxR6SkpODaa68VfqAuwFa/RjskmCDBp11S\n", "WlqaxxwSwJAVt6KiAvX19diyZQv6+vpQV1fn0vOJDXccIJMmTQIgDoeEK4IEu0Egh4R9SJAQP4Hq\n", "5PK1QwIYKtuorq6G2Wy2u9/WrVsRHR2NJUuWeGlkzkGCBOEpSktLIZFIcM0114zYPmHCBMjl8nEj\n", "SHibjIwM6PV6Xh3FxAgJEgThZzQ2NjpdrjGc9evX4+jRo9i1axfef/99rF27FlKpVMARuo6tkg1m\n", "tedjfU1PT/eoQ4KRkJCAFStWoKCgAM8++6xLzydGmAMkJCQEYWFhvMPYwsPDER8fL4rJ6mhBIiEh\n", "AcHBwXY7bbAbc2ZlJqyjUCgoQ8IPUKlUlvcyx3GiC1V0FoPBgO7ubp8LEkqlEm1tbbhw4YLd/bZt\n", "24bly5cjLCzMSyNzjvDwcISGhqKjo8PXQyFEiDui5u7duzF37lyrn9XxFGzpbWGYtf7017INEiQI\n", "wo8wm81obGx0OtByOHl5eQgODsby5cuh1Wqxa9cu0aSv2yvZkEqlvL7EWetPZzGbzbwcEsPhOA4P\n", "PvggSktLUVtb6/RzihG5XI59+/YhIiIC9913n1NhbGJZPR8tSEgkEkycONGhQyI6OhohISHeGKLf\n", "kpqaiubmZmoXKHISEhJgNBqxYMECmM1mvPXWW6IKVXSWrq4uABCFIAHAbo7EmTNncOTIEdGWawBD\n", "1664uDhySBA2UalUlnvNyMhIAMDjjz9u9xiz2Yzdu3ePyY9g5OTkjBtBAhj6G7K26RMnTvSoMDxl\n", "yhQA8NtgSxIkCMKPaG5uhk6nc8shsWbNGgwODlqSjo8ePSqa9PWIiAgEBQVZdUjI5XJIJI6/stLS\n", "0vDtt986tNSOpru7G/39/U4HkK1evRrp6ekB5ZK4cOECdDqd0y2qxCBImM1mdHV1jak1d9T6s729\n", "nfIjeKBQKGA0Gl1urUt4h8OHD6OrqwsPP/wwAPDKPRAzTKT2tSCRlJSEyZMn2/17bt26FWFhYbjh\n", "hhu8ODLniY+PJ0GCsIlcLsfatWsRFRWFU6dOYerUqXj11VftHnPs2DG0traOyY9gZGdn49SpU7hy\n", "5Yonhiw65HI5NmzYAJlMhoaGBo922wkPD0dKSgoJEgRBeB5XO2wwxJ6+znEcYmNjrWZI8BUK0tPT\n", "0d/fz6tX/HDYZNVZQSIoKAgPPPAAPvjgA5ezK8TGoUOHAAD5+flOHScGQaK3txdGo3GMIJGSkmK3\n", "ZEOr1fp1fb23EFN4KWGbPXv2IDw8HEuXLsW0adP8XpBg1wRfCxLAdzkStti2bRu+973vWVaVxQoJ\n", "EoQjysvLsXDhQiQnJ+ORRx6BSqWy63DYvXs3QkJCMH/+fKuPZ2dnw2Qy4cSJE54asui4dOkSUlNT\n", "vXJ/4c+dNkiQIAg/oqGhAeHh4RZrViAik8nGlGy0tLTwCrQEXG/9yXIqnCnZYGzYsAGxsbH429/+\n", "5vSxttBqtT4TiWprazFx4kSn/xZiECTYxIUcEp6BCRJiyJHw5WdE7JSVlWHevHkIDQ3l3RnCF/B9\n", "Ddk1wZddNhhKpRI1NTVWy5YuXryIqqoqUZdrMOLj4ylDgrCJwWBARUUFrr76agDAunXrMHnyZDz1\n", "1FM2jyktLcW8efMQERFh9fGZM2cCGD+dNoAhZzML/fY0GRkZ5JAgCMLzNDY2YubMmbxKF6zhD+nr\n", "QjgkADgdbOmqQwIYqq+8++678eabb7p9g6fRaFBSUoKcnBzk5OSgpKTE6xkftbW1mDt3rtPHKRQK\n", "aDQa6PV6D4yKH7ZWUh0JEuSQ4EdCQgLCwsJ8KjyJ4TMiZoxGI/bu3WtJuVcqlairq8PAwICPR/Yd\n", "zr6GYinZAIYcEr29vVZXebdt24bg4GB8//vf98HInIMcEoQ9Dh8+jJ6eHosgERwcjIcffhhbtmzB\n", "6dOnx+xvNBpRVlZmMz8CAGJiYpCWljauBIlLly4hJSXFK8+VmZlJggRBEJ7H3Q4bwHddFJKTk5Gc\n", "nCy69PXY2Fi3HBJxcXGIiopyySERERGB6Ohop45jbNy4EQaDwWGNpSNWrlyJyspKqNVqqNVqVFZW\n", "ejXjw2w249ChQ06XawDfrZ7bK43wNLYcEikpKdBoNBgcHLR6HDkk+MFxnM+dML7+jIid+vp66HQ6\n", "SztnpVIJvV4vqkmAs6+hmBwSc+fOBcdxVss2tm7disWLF4tCOHEEhVoS9igvL0dYWBgKCgos2zZs\n", "2AC5XI6//OUvY/avra1FZ2enzfwIxnjqtAEMCRLedEhoNBr09PR45fmEhAQJgvAThOiwAQyF7FRU\n", "VKC+vh719fUeDdlxBZlMNsIhYTabnXJIcBznUutP1vKT4zinjmMkJSXh9ttvx4svvuiyQ0AMGR9q\n", "tRoajcYtQcKXk1V7JRsAbIYxkiDBH18KEmL4jIidsrIyhIaGorCwEAAwZ84cSKVS0ZRtuPIa6nQ6\n", "REVFISgoyMOjc0x0dDRmzJgx5u/Z2tqKvXv3+kW5BkAOCcI+5eXlmDdv3ojOU2FhYfjVr36Ff/zj\n", "H2Na3+7evRuRkZGW7x1bZGdno76+3iNjFhtGoxEtLS1eFSQA/+y0QYIEQfgJFy5cQE9Pj9sOCUZC\n", "QoIoLeqjSzZ6enrQ19fH2yEBDOVIuOKQcCU/YjgPPPAANBoNNm/e7NZ5fAlrX+qKIMEuupcuXRJ0\n", "TM7gSJCwVbZBJRv8USgUosiQIKyzZ88eFBcXIywsDMBQ96Ls7GzRCBKuoNPpROU6sBZs+fHHH4Pj\n", "OPzXf/2Xj0blHCxDwtmOVETgYzKZsHfvXku5xnB+/vOfIyYmBs8888yI7aWlpbj66qsRHBxs99zZ\n", "2dm4cOGCpZVvINPa2gqj0eg1QSIzMxMACRIEQXgQ1mHDXYeE2BkdaslWtJ3JdnDFIdHS0uJSfsRw\n", "pk+fjhUrVuDZZ5+FyWRy+ngxZHzU1tYiISEBqampTh8bExOD6OhonzokdDodJBIJoqKiRmxnNZzW\n", "ykn0ej16e3vJIcGT1NRUn73GYviMiBmTyYTy8nJLuQajsLBQNIKEK69hZ2enKMo1GEqlEkePHh3R\n", "vnDr1q245pprMGHCBB+OjD/x8fEYHBxEb2+vr4dCiIxjx46hvb3dqiARFRWF++67D2+++aYlDFyv\n", "12Pfvn128yMY7B6W3dMGMmxxxluChFwuR0REBAkSBEF4joaGBkRHR7s0UfQnRjsk2AXPGYdEeno6\n", "zp8/79TKDyvZcJeHHnoIJ06cwPvvv++ShVylUiEhIQESiQRhYWEICwvD1q1b3R4XX2pra5Gfn+9y\n", "6Yqv8wU6OzsRExMzZvwTJkyAVCq16pBgtmWa0PJDoVDg0qVLLoluQsBycMLDwwEAkydPFlUOji9p\n", "aGhAe3u7JdCSoVQq0djYKJrJp0qlwuTJky0/5+fn230NxeiQGBwcxJEjRwAAHR0d2L17N2666SYf\n", "j4w/cXFxAEBlG8QYysvLERQUhOLiYquPb9y4EcHBwXjuuecAAAcOHEB/f7/D/AgAyMrKgkQiGRc5\n", "Et4WJDiO89vWnyRIEISfwDpsuDpR9BdGh1oyQcIZsSAtLQ3d3d1OdbwQomQDAKZOnYqoqCisX7/e\n", "pQ4A3377LbRaLV544QVs27YNV65cQV1dndvj4gsTJFxFDIKEtZVUiUSCpKQku4IEOST4oVAoYDAY\n", "3O5s4WrbTpaDs3DhQgBAUVGRqHJwfMmePXsQEhIyZiKhVCphNBq9+l1iD7lcjoyMDMs477vvPruv\n", "odgEidmzZyMkJMTiOvnPf/4Dg8HgV+Gq7PuOBAliNOXl5VAqlTbbd8bFxWHjxo149dVXcfr0aXz6\n", "6aeIj49Hbm6uw3OHhYVh6tSp40KQaG5uRnBwMBITE732nP7aaYMECYLwExoaGgK+XAMYKtno6+uz\n", "dENobW1FcHCwZTWHD8wOfPjwYV77Dw4Ooq2tTRCHxMqVK9HT04PBwUGnOwCYzWY8/PDDmDVrFu66\n", "6y5873vfw9y5c/Hiiy+6PS4+tLW1oampKSAFCWCobMNayQabFJNDgh8svNTVHAmh2nYyJxXfz/l4\n", "oKysDEVFRRb3CGPWrFkICwsTTdlGX18f9u/fj1tvvRVZWVk4cOCA3f3FJkiEhIRgzpw5lhyJrVu3\n", "Yt68eV5bCRUCJki426qaCCzMZjPKy8utlmsMZ926dejt7UVeXh5eeOEFAMDly5d5Pcd46bRx6dIl\n", "JCcnQyLx3nQ7IyODBAmCIDyDyWTC8ePHBQu0FDNsMskCj1jLT77OEI1Gg7vvvhsAsGbNGl6THfa4\n", "uw4JdzsAfPHFFygrK8Nf/vIXSKVScByHe++9Fzt37sTJkyfdGhsf2OppoAoSycnJ5JAQAFY25urr\n", "LFTbTo1GA7lcjtOnT4umFMGXsInE6HINAAgODkZeXp5oBImKigoMDAxg8eLFKCoqQlVVld39xSZI\n", "AEOuk4MHD6K7uxtffPGFX5VrAOSQIKxz5swZqNVqh4LET3/6U5jNZssCTHt7O+/v8ZycnHEjSHhb\n", "pMzIyMC5c+dgNBq9+rzuQoIEQfgB586dQ39//7gSJFjZhjMtP4GhyU5NTQ2AoZUfPpMdNkkVwiHh\n", "KiaTCQ8//DAWLlyI5cuXW7bfcsstkMvleOWVVzw+hkOHDiE2NtaS1OwKCoUCarUaBoNBwJHxxxVB\n", "golFzrhwxjOJiYkICQlxSZAQsm1nW1sblixZArPZPG7ayNnj2LFjuHz58phASwabQIuB0tJSJCUl\n", "YdasWSguLsaRI0fQ19dnc//Ozk7RCRKFhYU4ceIE3nzzTej1er9p98mIjY0Fx3EkSBAjKC8vh0Qi\n", "wfz5823u4+73eHZ2NjQajdtlf2LHF4JEZmYmBgcHfdrtzBVIkCAIP4ApyeOlZAP4zo7NHBJ8cPUi\n", "yXIq3HVI2EqPj46OdlgO8N577+Ho0aN4+umnR7hBQkNDceedd+Lvf/+7x9tk1dbWIi8vz62cEoVC\n", "AZPJZPmbehtXSjba29sRGxuLoKAgTw8vIOA4zudOmCtXrqCnpwfXXnstpFKpJVxwPFNWVobg4GDM\n", "mzfP6uNKpRKnT58WhUW/tLQUixcvBsdxKCoqgsFgsLQctoZOpxNVlw2NRoO//e1vAIAHH3wQkZGR\n", "iIyM9PGonEMikUAmk5EgQYygvLwcc+bM8ejnbbx02vCVQwLwv9afJEgQhB/Q2NgImUwmSOii2GEX\n", "QSZIOOuQcIWWlhZwHCdIuzbWASA5ORnJycmYMGECvv32W1RWVto8Rq/X47e//S1WrVpldTLx85//\n", "HFeuXME777zj9vjs4W6gJfBdvoCv1HlHDgmNRjPGytje3k75EU6iUChcypAQqm1nW1sbgKHykays\n", "LBIkMBRoaS+IrrCwEAAsDjJf0d7ejkOHDllaBObk5CA8PNxm2YbJZBKdQ2LlypWW7BKTyYTe3l6/\n", "CrRkxMfHkyBBjIBPfoS73+OZmZkIDQ0N+LINXwgS6enp4DjO7zptkCBBEH5AY2MjsrOzA77DBvCd\n", "Q4KVbDjjkHD1IqlWqzFhwgRBVshZB4D6+nrU19ejqakJRUVFWLFihU3F+tVXX0VTUxOeeuopq4+n\n", "pKRgzZo1eOmllzzWarGjowNnz551W5BgF19frZ7bm7gkJyfDZDKNsYlqtVrKj3CS1NRUl19jlUo1\n", "InXcUctHazBBYsKECcjNzR33goTZbMaePXtslmsAwFVXXYXY2Fifl22UlZXBbDZbBImgoCAolUqb\n", "wZbd3d0wm82iESSELDvyNfHx8aJwzBDioKmpCefOnXMoSABjF19KSkp4f48HBQVhxowZAS1I9PT0\n", "oKury+uCRGhoKBQKBTkkCIIQnoaGhnGRHwGMdEiYzWanHRLsIskEiDlz5ji8SArV8nM4CQkJSEhI\n", "QGhoKLZv3464uDjceOONY27+Ojs78cc//hF33HEHsrKybJ7v3nvvxenTp7Fz505Bx8lgq33uChLx\n", "8fEICwvzqSBhr2QDwJiyjfb2dhIknMTdko3Ozk7cdtttAIAXXnjB6bad1gQJT4l1nsTV1qejOXHi\n", "BDQajdVAS4ZEIkFBQYGlM4SvKC0tRWZmJtLS0izbioqKbAoSTJwWiyARSJBDghjO3r17AQALFixw\n", "uO/oxZeKigqnvscDvdMGu89g9x3exB87bZAgQRAix2Aw4MSJE+NGkAgODkZ4eDh0Oh06Ozuh1+t5\n", "OySA7y6SdXV1kEql+J//+R+HF0m1Wu3RspCEhAR89tlnaGtrw+rVqzEwMGCZiDzzzDPo6+vD448/\n", "bvccxcXFKCgowEsvveSRMdbW1iIiIgLTpk1z6zy+zBcwm83o6uqyW7IBYEywpVarpZINJ1EoFLh0\n", "6ZJLIsBbb70FqVRqec+3trY6fQ7mcmGCRG9vr1/dgAnV+pSxZ88eSKVSlJSU2N1PDMGWpaWlWLJk\n", "yYhtxcXFuHjxotVSL7EJEkKVHYmBuLg4EiQIC+Xl5Zg5c6ZT5ats8cVZmCBhNpudPtYfYN9lvmgF\n", "TIIEQRCCc+bMGQwMDIyLQEuGTCZDZ2enZaLiiliQmpqK/Px8VFRUONzXEw6J0UydOhUqlQr79u2D\n", "QqFATk4OZs2ahaeeego/+9nPHF60OI7DPffc47EWoLW1tZgzZw6kUqnb5/KVINHb2wuj0WhTkJDL\n", "5ZBIJOSQEIDU1FQMDAxYnAp8MRqN2LRpE9auXYvMzExIpVKXJuJtbW2IjIxEeHg4cnNzAcCvyjaE\n", "an3KKCsrg1KpRFRUlN39lEolmpubrYa7eoOLFy/i5MmTlnINRlFREQBYzZFgeUJiESQA9+zqYoIc\n", "EsRw+ORHCEV2dja6urpcyiLyB3wtSFCGBEEQgsIsbePFIQEMlW10dnZaOjU445AYzoIFC7Bv3z6H\n", "+7W0tHil5efChQuRlpaGtrY2qNVqtLa2wmw227Qqj4a1AH355ZcFH5sQgZYMXwkSbOJiS5AICgqC\n", "XC4nh4QAsPBSZ1/nzz//HBcuXMDdd98NiUQCuVzukkOira3N4nyaOHEikpKS/EaQEDqDgOVH2CvX\n", "YCiVSgDwmUuitLQUALBo0aIR2ydNmgSFQmFVkGAOCTF12XDXri4WwsLCcPnyZV8PgxABGo0Gx48f\n", "96ogASBgyzYuXboEmUxmM2TYk2RmZkKr1VruifwB0QsSr732GiQSCX7/+9/7eigE4RMaGxuRmJjo\n", "lzc7riKTyaDT6dxySADA/Pnzcf78ebuTJrPZDLVa7ZUOJlqtFr29vWO2NzU18ZqIsBag77zzjqAt\n", "QHt6enDy5Em/FyT4TFySk5PHCBLkkHAeVwWJV199FUqlEgUFBQCGxEZXBYnhtuLxHGx56tQptLS0\n", "8BIkFAoFJk6c6FNBYs6cOSNCTRnFxcVWxVkxChIMV+3qvoaVDL355ptobm62WTIkVMYJIX5YfsTC\n", "hQu98nyTJ09GVFSU24KEWN+jvuiwwWCtP8+dO+eT53cFUQsSHR0dePTRRwFgTHeBnTt34sc//jFy\n", "c3ORn5+P6dOn4/vf/75VdT09PR15eXlj/r3wwgte+T0Iwh0aGhrGVbkGMNIhERoaipiYGJfOM3/+\n", "fACwW7bR1dWFK1eueMUhIQSsBegrr7wi2EX4yJEjMJvNmDt3riDncydfwB0cOSSAoYCp4Xb1/v5+\n", "9Pf3++WkwpewrjQnTpzgfcyZM2ewc+dO3H333ZZt41GQEDqDoKysDFKp1PJ9Zw+O43yWI2E2m1Fa\n", "WjqmXINRVFSEmpoaGAyGEdt1Oh3Cw8MRGhrqjWGOC1jJUFdXF8xm85iSIaEzTgjxU15ejoyMDIvY\n", "7Gk4jnMr2FLs71ExCBL+VLYhakHiscces6nU/eUvf0Frayv27t2L2tpa1NfXQyaTYcmSJTh16tSI\n", "fTmOQ11d3Zh/v/zlL73xaxCEWzQ2No6rcg3gO0GCddhwtd3pxIkTkZmZaVeQYKvl3hAkhJiIBAUF\n", "ITY2Fo899pjdi7AzqwaHDh1CaGgoZsyYwWt/RygUCgwODjqdL+AufASJ0Q4JVj9NDgn+aDQaLFiw\n", "AGazGU8++STvG8HXXnsNMpkMt9xyi2WbkILE+fPn/aaFoUqlQmpqKiQSCcLCwhAcHIzNmze7dK49\n", "e/YgPz+ft3DLBAlvh8mdPHkSzc3NYwItGcXFxejr6xszQdHpdKLKj/B3bJUM1dXV4emnn0ZlZSVW\n", "rFghaMYJIX68mR/ByMnJcVmQEDqHR2iam5t90mEDABITExEdHe1XwZaiFSSOHj2Kbdu24YknnrD6\n", "eF5eHv70pz9ZLsAhISF48MEH0dvbiy+++MKLIyUIzzEwMIBvvvlm3DkkWMlGS0uLy/kRjPnz59sV\n", "JFhOhTdKNgD3w9BWrlwJrVYLgf3H1gAAIABJREFUo9Fo9SLsyqpBbW0tZs+ejeDgYJd/r+GwFRZr\n", "ifmexB1BghwS/GE3gkajEb29vbxuBPv7+/HWW29h/fr1CA8Pt2yXy+UurWppNJoxggQwdO/gD8jl\n", "cixZsgS5ubnYv38/pFIpNm3a5PR5zGYzysrKeJVrMJRKJTo6Ory+elZaWorg4GCbC035+fmQSqVj\n", "yjY6OztJkPACg4OD+O1vf4uSkhKrbmNXM04I8aPT6XDkyBGvCxLZ2dk4duwYjEajU8cJncPjCXzp\n", "kOA4zu86bYhWkLj33nvx5JNP2ryx/Nvf/mYJZ2Kwmmpn2tUQhJj55ptvYDAYxq1DQoiwyQULFuDw\n", "4cPo7u62+rg3HRKAe2Foti7CJ06cQHl5OTQajUurBkIGWgLfpUp7O0eis7MTEonEbqeBlJQUtLS0\n", "WG6A2M0LOST44eqN4Icffoj29nb8/Oc/H7FdKIfE9OnTERoa6jdlG8DQ32zatGnIy8vDo48+iuee\n", "ew7Hjh1z6hw1NTVobm7Gtddey/sYlt/h7bKNr776CsXFxYiMjLT6eEREBHJzc8cIEuSQEBZbTr3C\n", "wkL09vZi9+7doszrIDxHRUUFzGazTwQJvV7vV6UFfDCZTFCr1T4TJAD/67QhSkFiy5Yt6OnpwR13\n", "3MH7mOPHj+PBBx/EjTfeiB/+8IdjHn/kkUdQUlKCrKwsXHPNNXj99dcDtvctETg0NjYCGF8dNoAh\n", "QYKFWgrhkDCZTFZXfIAhh0RkZCSio6Pdeh5nETIMrb29Hddccw2SkpJQWVk55nF7k8X+/n4cO3ZM\n", "UEFCLpcjKCjIJ4JETEyM3RKf5ORkGI1GS7I8lWx4h//7v//DsmXLMHXq1BHbk5KS0N3djf7+ft7n\n", "0uv16OrqGiHkBQcHY9asWX4nSEyZMgUA8OCDDyI9PR0bN27kdW/CnFBLly4FAPzhD3/g7TRJTEzE\n", "lClTvCpIGI1GlJWV2cyPYBQXF4/5rtbpdDRBFhhbTr2QkBAsWrQIM2fOHHOMqxknhPgpLy9HSkqK\n", "JXvAWzD3r7X7FnsIncMjNBqNBgaDwaeCRGZmJjkk3KGvrw8PP/wwXnrpJV77f/LJJ0hNTUV2djZy\n", "cnKwefNmSCQjf63ExERMmzYN+/btw/Hjx3HffffhgQcewO233+6JX4EgBKOxsRHJycnjbrIkk8kE\n", "c0hkZWUhLi7OZtmGt1p+CoGti/DcuXNx4MAB/POf/3T6xr2+vh5Go1FQQUIikWDSpEk+ESQc/f6s\n", "NIc5Y7RaLTiOoxVYnth6D+r1epsr34cOHUJVVdWIMEsGExydcUkwMWm0G9Kfgi0HBwfR1NRkESTC\n", "wsLw0ksv4euvv8aWLVscHs+cUKxMqbq62qn66cLCQq8KErW1tdDpdDbzIxhFRUU4ceLEiCwQckgI\n", "jyOn3nDBQiqVIiUlxanSQsJ/0Gq1KC0txdVXX+1yXpcrMEenRCLBxo0bnQ6lVKlUmDdvnmXM8fHx\n", "onmPsnJVXzskzp8/PyYk2Bpi6FQiOkHiz3/+MxYuXIh58+bx2n/FihVoamrCpUuX0NXVZTWx9eDB\n", "g1i/fj0kEgk4jsOqVatw9913Y/PmzTZXTQlCDDQ0NIw7dwQw5JAYHByEWq12WyyQSCSYP38+9u3b\n", "Z/Vxb7X8FAprK1uff/45ioqK8OMf/9jqylZ8fLzNVYPa2loEBQUJnlPii9affGrNWcgU67TR3t4O\n", "mUwGqVTq8fEFCqPfg1lZWejr68OyZcssjpPhvPrqq0hNTcXy5cvHPMYECWduRFlYqjVBoqGhgdcN\n", "mK9pamqCyWSyCBIA8L3vfQ833XQTHnjgAZslZoAw9dNKpRK1tbUO/1ZC3aiWlpYiKioKhYWFdvcr\n", "Li4GMLKchAQJz2HLqTdcsLj++usxc+bMcdV6fDzAXFbZ2dk4dOgQqqurvdqlgomqJpMJPT09TodS\n", "yuVyi9s9Ly8PkZGRonmPikWQMBgMaGpqsrmPmDqVBPnkWW1w7tw5bNq0yeoKhyML48SJE/HPf/4T\n", "KSkpuOeee/D111/b3Z9d9Pbv34+ioiKb+913331jLoRr167F2rVr7Z6fIISgsbERN9xwg6+H4XXY\n", "Z85kMrldsgEMlW386U9/gsFgQFDQyK89f3JIAN/dKLJJwuibSZVKhVWrVln6T/f09ECn09l0D9TW\n", "1mLWrFkICwsTdJy+EiQcOSSSkpLAcdwIh4QYLJ7+hLX34IEDB/D9738fCxYswI4dO5CWlgatVgud\n", "Tof33nsPjz766JjPHjsX4JxDgt0wWRMk9Ho9Tp48KXohl1lphwsSwFA+VlZWFn7/+9/j2WeftXn8\n", "4OCgW8+vVCrR19eHY8eOYfbs2WMeZ6uXTPhIT0+HSqVy+YafrcA6Cs6dOnUq4uLicODAASxbtgwA\n", "CRK+JCEhAQUFBXjttdd8PRRCYJggwDh79ixWrVplNwRcKByJqnyvydXV1eA4Dvfeey/Wr18vmgWm\n", "S5cuQSr9/9i787io6v1/4K8zw76ILDKQyhIqIrIMIArIkpoplmJpWm6Ytt32rqXd6ma2bzdbvNW1\n", "3CutVNJMMjVxTVEQcaFkU0H2fd/m8/uD3zlfhpmBmWGYBd/Px8PHQw5nznyAYTjndd6f90ds0IDE\n", "x8cHQOfPtfvfGV7310BRUREmTpyI0aNHy+1XXV3dfwP9/4wqkDh06BBsbW3l7qK0trYCAL788ksk\n", "JSVh9OjR+P7779HY2AgbGxu5x1tbW2PEiBE4e/assK25uRmtra0Ky2Hxd8NkMlmPY1q7dq1OS5kJ\n", "UVdzczOys7NvuRU2APlVEnQRFkycOBH19fW4cOGCwu9zUVERfH19+/wc+qbqD3b3i8W6ujoEBgbi\n", "qaeewpYtWxT213VDy67j03fTPHUCCXNzc7i4uAiBRGVl5S03JUpXur4GJ0yYgJMnT2LatGkIDw+H\n", "u7s7SktL0dDQgKamJsyaNUvpMYYMGQKO4zQKJHqqkACAjIwMow8k8vLywHEcPDw85LZ7eHjg1Vdf\n", "xauvvorExETh5Jr/XldVVeGVV14Rpq10pcn86ZCQEIhEIqSmpioNJJSdqGp7sdLc3Izjx4/jrbfe\n", "6nVfjuMwfvx4ucaWtMqGYQUGBqKkpASlpaVGcwea9I2uAgFDS01NhZ+fn9Cb5syZMyr/1ujTzZs3\n", "4e7urtBCQJ88PDwgEomQm5urtHePqtdAfX09Nm7cKPcaSEtLQ2hoaH8O17imbCxfvhz5+flIT08X\n", "/v36668AgMcffxzp6en4/vvvkZ+fDxcXF4UwoaOjAwUFBXBxcRG2bd++XWmTSz606L5SByHq0Md8\n", "q6ysLMhkMqM/se4PXS8qdVEhERYWBgsLC6Un08XFxUaRqOsaX4rr5eWFzz//HFu3bsUPP/wgt09r\n", "aysyMzN1+oeGLwHctm0bcnNz9VoCqE4gAXRO2+CnbJjSyZexGzVqFE6dOoWGhgZkZGSgqKhIWP3q\n", "0UcfVfoYMzMzODs7axxIWFtbK/SscHR0hIeHh0n0kcjLy8OwYcNgYWGh8Lnnn38enp6eiIqKkiul\n", "XbduHUaPHo1vv/0Wb775JiIiIrRePtjOzg5+fn5KQ8OKigqhwqr7mLX5u3fy5Ek0Nzf32tCSxze2\n", "ZIyBMUYVEgYWEBAAoLPfECG6oKumlKmpqRg3bhyGDRsGNzc3nDlzRoej1J4hl/zkWVhYYPjw4SbT\n", "2NKoAgll+Kka3adsNDc3Y9WqVUIFRWtrK1588UWUlJRgxYoVcvsePnwYe/fuFT4+deoUPv/8c8TH\n", "x+t9iRti2vQ53+pWXWEDgNzJpy4qJKysrBAaGqoQSLS2tqK8vNykpmxoY9GiRZgzZw4ee+wxYW4j\n", "AFy+fBmtra06rZDg76zyF6KazgvtC3UDCXd3d6qQ6CdmZmZKV6zp6WJW06U/y8rKVN6pNZXGlnl5\n", "eSo72ltaWsLKygq1tbVyy/c++eSTuOOOO5CVlYWXX34ZJ0+e1Gr5YN64ceNw6tQpuZ9LdXU1Pv74\n", "Y53+XTt06BCGDBkiXNj2Zvz48aisrER2djYaGhrQ0dFBq2wYkI+PD6ytrXHhwgVDD4XoiDGsUtG1\n", "FxHfCFuTULW5uRkXLlxAeHi4UFlFgYQ8Hx8flUt/GsNroCujDSSqqqrg7e2N6OhocByHtWvXwtvb\n", "G9988w2GDh2K9evXIzMzE1KpFIGBgfDx8UF6ejp+/PFHPPHEE8JxZsyYgTVr1uCtt95CYGAgRo0a\n", "hWXLluH55583mm6sxHTwF1tdTxL762IrNTUVt912m8J0o1sBf/JpY2MDOzs7nRxz4sSJOH78uFy4\n", "yZ90D8QKia44jsOXX34Ja2trJCYmCtVlaWlpEIlESku2taGLZnt9oe7ygN0DCaqQ0C1NO7VLJBKN\n", "m1p2n67BM6VAQtW83oqKCrlVJnhOTk5Yt26d0JgV0H754NLSUhw9ehQXLlxAQEAAxo0bh3/84x/w\n", "8PDAhx9+qPT7q+2J6qFDhzBp0iS1y5f5xpd//vmnMHeZKiQMRywWw9/fnyokBpikpCRIJBKIRCKt\n", "qqz6qmvj1HvuuQeenp4ahaoZGRloa2sTKt3Dw8Nx5syZXqfi64OxBBK33357jxUSa9asAdB5zm2I\n", "10BXRtVDoitHR0elJYO8ZcuWYdmyZb0eZ8iQIXjppZfw0ksv6XJ45Bakrzl3fDOxtLQ0AEBkZGSf\n", "momZIv4Oq6qLDm1ERUXhgw8+wPXr1+Hp6Qmgc7oGoJsqDGPn7OyMTZs2YerUqfj000+xaNEinDhx\n", "AqNHj1a5XKOp0WTKxsGDBwF0/l5ThYTu8Hdd+MCH19PFrKurq/C7qI7eAoni4mKUlJToZLpXf8nL\n", "y0N8fLxGj7G0tNTZ8yckJAgnqnzAnpaWhpUrV+KZZ54RViTLyspCZWUlpFKpVieqeXl5OHPmjFrn\n", "azwnJyeMGjUKp0+fhlQqBUCBhKEFBgaaRNDXH1Q1kDZ19vb2aG5uxjPPPIOXX37ZYF+fs7Mzpk6d\n", "imeffVZpf0BVUlNTYW5uLtxQCQ8PR21tLf7++2+Fpoz6ZkyBxM6dO5V+jjGGN954A2PGjMHhw4eF\n", "6ZOGYrQVEoTcqvgqjJaWFrS0tOi15N0YlJaWYuLEieA4Djdv3tTZtJjIyEgAkJu2wV80DfQKCd6d\n", "d96Jhx9+GM8//zz8/PywdetWlJaW6qw825AlgIwx1NbWql0hUVxcDJlMRhUS/UDZ0rQ9XcxqOmWj\n", "tLRUZSARHBwMAEZ98dTQ0IDS0lKVFRL9/XukKlx3dXXFP//5T0gkEuHuZXp6OsRiMZYvX65RKM5P\n", "bwwNDQVjDF9++aVG7zMTJkzAn3/+iZqaGgAUSBhaQEAALl26hI6ODkMPRW+MaUnE/pCUlISamho8\n", "/vjjBv8bGBMTg7a2Nrlmtr1JTU1FUFCQENTylRKGnrbR2NiI6upqowgkfHx8UFVVpbTiLikpCUeP\n", "HsVHH30EiURi8NcABRKEqEkfF1uGLnk3BnwgwxhDW1ubzgKZIUOGwNfXF8ePHxe2FRcXQyQS6bQS\n", "w9hduHABjDGUlZWhra0N5eXlOg28ul6MWllZwd7eXi8lgPX19ZDJZGoHEm1tbbhx4wZaWlqoQkLH\n", "upbiqtPfQJseEqp+Z2+//XbY2dkZdSDBv8erCiQAzUMdXVA21cbDwwPjx4/HkSNHNDoW/z7Onwin\n", "paVp9D4zYcIEoTEqQIGEoQUGBgorf90q9DlF1xA2bdqEqKgojBw50tBDwZgxY+Dk5ISjR4+q/ZjU\n", "1FRhehfQOe1g9OjROH36dH8MUW18n66uU+sMhe9T1H3aRktLC1544QVMmzYN06ZNM8TQFFAgQYgG\n", "ul9s2dnZUS8SHervQCYqKkqhQmLIkCHCMsADXUVFBa5fv66wXZeBV9eL0ZUrV0Imk8mtfNRf+Dup\n", "6k7ZAICLFy8CAAUS/UTd/gYSiQSVlZVoa2tT67g9BRIikQgBAQFGHUjw01F7CiQ0DXU0oWm4HhcX\n", "h5SUFIXm4qro4n18/PjxaG9vx+HDhwGo93tN+g/fkPRWaWw50G8O3bhxA7///juWLl1q6KEA6Hzf\n", "jo6ORkpKilr719bWIisrS2GlRL6PhCHxK3gZQ4WEqkBi3bp1yM/Px4cffmiIYSlFgQQhGuh6kvj6\n", "66+jublZZ00XAdUn8IbqejvQTJw4EZmZmUKjtIG65KcxcHZ2xsSJE9HQ0ICrV6/2+/NpEkjwP3N+\n", "JRv63TIsvtdDWVlZr/u2tbWhurq6x4tzY29smZeXB0tLS7Xee7RtWtkbTSow4uLiUFpaiqysLJ2P\n", "Q5WAgABYW1sjOTkZFhYWsLKy0ttzE0VDhgyBm5ubVo0te1smXR/LqBN5W7duhZWVFebOnWvooQhi\n", "Y2Px559/oqWlpdd9z507B8aYQiAxfvx4ZGRkoLm5ub+G2Su+QsIYAglHR0c4ODjIrbRRXl6ONWvW\n", "4JFHHjGqVfwokCBEC87OzoiPj0d7e7tGc956U11djaqqKtjb2+u1VNdY9Pe0mKioKDDGhJ9ZUVHR\n", "LdHQkqfvHg98Qzq+QWt/0iSQ4H/mVCFhHPhwQZ1pG+Xl5QB6bngbFBSErKwstU5sDSEvLw+enp5q\n", "rzrRHzSpwIiMjISZmZna0zZ08T5jbm6OsLAw5OXlYfDgwRqv3EJ0LyAgQKMKid56MBhzjwZjWxJR\n", "lxhj2LhxI+bMmWNUq7jFxMSgubkZZ8+e7XXf1NRU2NraKjSvDA8PR1tbG86fP99fw+xVYWEhBg0a\n", "pNObldriOA4+Pj5yFRKvv/46GGN4/fXXDTgyRRRIEKKlMWPGwNHREceOHdPJ8RhjeOSRR1BfXy+c\n", "JOq6VNcU9Ofc6ZEjR2LIkCHCtI1bsUJCn3PTnZ2d4enpifT09H45fleaNL+ztLSEs7OzEEiY+gmm\n", "qeMrJNQJJPgqip4CieDgYLS3t+Py5cu6GaCO9bTkp76pU4Fha2uL8PBwjfpIJCUlYdCgQUIliDbv\n", "M+PHjwfwf6suEcMKDAzUqEKitx4Mxt6jISkpSZiqwnHcgLk5dPLkSWRnZyMxMdHQQ5ETFBQEe3t7\n", "tfpIpKamIiwsTGG6bWBgICwtLQ06bcNYVtjgdV3688qVK/jiiy/wyiuvGF3vNAokCNESP+dNV4HE\n", "hg0b8OOPP2L9+vXw9PTst1JdY9efc6c5jkNUVJTQ2LK4uPiWqpAA+vf7q4xUKjW6Cgmgc9rGlStX\n", "IBKJjOou0a1IkwoJ/g5qTydTAQEB4DjOoHfJemJMgYS64uLicOTIEbX7SIjFYjQ0NODtt9/W6n2m\n", "tLQUe/bsAQBcv37dqO6e36oCAgKQm5uLurq6XvdV1YPhzJkz8PT0xODBg3Hq1CmFzxtTjwZXV1e8\n", "+OKLAP6vqmAg3BzatGkTPD09ERcXZ+ihyDEzM8PEiRPV6iORmpqqMF0DACwsLCCVSg3a2NIYAwl+\n", "ysYLL7wADw8PPP300wYelSIKJAjpg+joaJw6dUrtZmyqZGVl4emnn8by5cuNak6fIfVXIBMVFYXT\n", "p0+jra0NRUVFt1yFBE9fgVdISAjS09PVvpDRVk1NDcRiMWxtbdXa393dHc3NzXBycjJo6TwBrKys\n", "4ODgoNYFpzoVEra2thgxYoRR9pFgjJlkIBEbG6tRH4n9+/ejo6MD8+fP1+p9JiEhAX///TcA6HS1\n", "JaK9wMBAAP/Xe0cbFhYWmD17Np5++mmTaFSak5MjlN6rM5XA2DU0NGDHjh1YsmSJUf7di4mJwYkT\n", "J9De3q5yn9LSUly7dk1pIAEYvrGlsQUSPj4+uHbtGrZv3459+/bh/fffF5ZKNSbG92okxITExMSg\n", "sbGxT3eAm5ubMX/+fHh4eGDt2rU6HB1RZuLEiWhqasKRI0fQ0tJyy1VI6JtUKkVlZaXS1T10qaam\n", "BoMGDVJ7rjm/0gb1jzAO6i79WVZWBktLy17n5xprY8uqqirU1taaXCChaR+JPXv2YNy4cVotfTfQ\n", "VzgwVX5+fhCLxWr1kVDVgyE4OBhr167FmjVrMGbMGIXPG1uPhuzsbAQFBcHb2xvnzp0z9HD6bPfu\n", "3airq8OSJUsMPRSlYmJiUF9f32N1W2pqKgD0GEhkZ2ejsrKyX8bYm8LCQqNY8hPoDG8++eQTMMaw\n", "YMEC2NvbIzo62tDDUooCCUL6QCqVwsbGRqO1kwH5rtKrVq3ClStXsH37drXv7hLthYSEwMrKCj/9\n", "9BMAUCDRz0JCQgD0f2PLmpoaje648ZUxxnTyeytzdXVVO5BwdXXtNXjiA4n+rszRlDpLfhojOzs7\n", "jBs3Tq1AoqWlBcnJyZg5c2b/D4zojZWVFUaNGqV2H4ndu3fD0tISNjY2SvuI8P2M7O3tjbZHQ05O\n", "Dnx8fBAWFjYgKiQ2btyI2NhYYTlIYxMWFgZra+sep22kpqbCxcVFaeAF/F/vGUNUSchkMhQVFRlN\n", "hURCQoLQS0kmk6Gurg733nuvgUelHAUShPSBubk5IiMj1e4j0b2rtJ+fHz755BO8//77CAoK6ufR\n", "EqCzZHTcuHHCic+tOmVDX9zd3SGRSPq9sWV1dbVWgQRVSBgHTSok1GnGFRwcjKqqKhQUFOhieDpj\n", "qoEE0NlHIiUlpdeQJyUlBXV1dVoHEgN5hQNTp8lKG1VVVWhpacE333yjtI8I389o8+bNYIzhf//7\n", "n9H1aMjOzsaIESMQGhqKtLQ0yGQyQw9Ja9euXcPhw4eNrpllVxYWFoiIiOjxJh/fP0JVKO3j4wNH\n", "R0eDBBLl5eVoa2szikDC1CrNKJAgpI+io6Nx/Phxtf5Qde8qnZWVBUdHR6NsMDOQTZw4UZiLThUS\n", "/YvjOL00ttS0QoIvqaSqJOOg60CCD3iNbdpGXl4e7O3tTTIIi4uLQ0lJCf76668e99uzZw+8vLyE\n", "FQq0oc/VgIj6+JU21Kk8Sk5OhqWlJWbOnNljkHTnnXdCJBIpbXJpSLW1tSgrKxMqJOrr64W+JqZo\n", "y5YtsLW1xZw5cww9lB7FxMTg2LFjSs+pGWM4c+aMyukaQOc5h6H6SBQWFgKAUQQSpoYCCUL6KCYm\n", "BlVVVb02elKVVlpYWBhsrtutqLS0VDix5TgOU6dOpe7t/YxvbNmfNAkkSktLhTW49+3bRx38jYBE\n", "IlHrZ1BaWqpWIDFs2DA4ODjg5MmTuhiezvANLdXtdWJM1OkjwRjDnj17MHPmzD59jfpeDYioJyAg\n", "AFVVVcKFV0/279+P2NhY2NjY9LifnZ0dAgMDje53lV+ZYMSIEcLUQ1PtIyGTybBp0ybMnTu31/47\n", "hsafU/PLcnd17do1lJeX9xhIAJ3TNk6fPq33KXvGFEiYWqUZBRKE9NH48eNhbm6ucR8JnjF2Oh7I\n", "EhIShE7xjDHq3q4HUqkUN2/eVOsOuLY0CSQSEhKEk52GhgZ6DRgBV1dXlJWV9Vpppk6FRGlpKaKi\n", "otDU1ISPP/7YqAKn3Nxck5yuAajXR+L8+fO4ceOGzvpH3KrLXxsrfqWN3vpINDY2IiUlBdOmTVPr\n", "uBEREUZXIZGdnQ2gM5BwdHSEj4+PSfaRqKiowL59+5Cbm2vU0zV4EyZMUHlO3VtDS154eDjKy8uV\n", "3gTsT4WFhRCLxZBIJHp9XlVMqdKMroQI6SNra2uEhYX12kfC1NLKgcjU5tQNFPzdpf6sklA3kKDX\n", "gHGSSCTo6Ojo9WegTiDBT41rbW1Fc3OzUQVOprjkZ1dxcXE4cuSIyjuPe/bsgYODA2JiYvQ8MqIP\n", "np6esLe377WPBL+K1fTp09U6bkREBLKysoyqWjQnJweDBw8WpleFhoaaVIVE155l8+bNg6WlJXx9\n", "fQ09rF5ZW1sjPDxcZSDh4eHR6wV/eHg4AN00tuzahL43hYWFcHNzg1gs7vPz6oIpVZpRIEGIDsTE\n", "xODo0aO9loclJSUJF2cODg5GnVYSoive3t5wcHDo1z4SmvaQIMaFP8HsqYqmvb0dlZWVPZ5QGXPg\n", "JJPJkJ+fb9KBRGxsbI99JPbs2YPp06fD3NxczyMj+sBxHAICAnqtkEhOToanp6faF8AREREAgNOn\n", "T/d5jLrCN7TkhYWFIS0tDR0dHQYclfq69ixrampCS0sL7rvvPkMPSy0xMTFKG+j21j+CN2TIEHh7\n", "e/fp9dS9Cb06lXY3b940miU/uzKFSjMKJAjRgejoaBQVFSE3N7fH/VxdXTFt2jTY2dnhwoULRp1W\n", "DkRUpWIY+mhsqW4gQa8B48QHEj2d8PGBgjo9JIxRUVERWltbTTqQiIqKglgsVrosX0FBAdLS0mi5\n", "zwFOnZU29u/fj+nTp6vdR8THxwcuLi5GNW2DX/KTFxoaioaGBpNobGnMwaw6YmJiUFpaKve97ujo\n", "wLlz59QKJAD0ubFl9yb06lTaFRYWGkX/CFNEgQQhOhAVFQWO43rtI9HW1oYNGzZgyZIl8PDw0NPo\n", "SFemNKduIOnPxpaMMdTW1mLw4MFq7U+vAeOjToUEvzJOT4GEqsDJ1dXV4IGTKS/5yeupj8TevXth\n", "Zmamdt8AYpoCAwORlZWF1tZWpZ/Pzs5Gdna2Rq8DjuMQGRlpVI0tu1dI8NWtpthHwtRERUVBJBLJ\n", "nVP/9ddfqK+vF6Zj9Gb8+PE4d+4c2traNH5+bQMdCiS0R4EEITowePBgBAYG9tpHYs+ePSguLsaj\n", "jz6qp5GR7kxpTt1AIpVKkZubi+rqap0fu76+HjKZTO0pG/QaMD62trawtrbuMZDgqyd6q5DoHjhZ\n", "WloaRZMxPpBQFpiYElV9JPbs2YOYmBg4OjoaaGREHwICAtDW1qZy2k5ycjLMzc0xadIkjY4bERGB\n", "06dPG8WUiKamJhQUFMhVSAwePBgjRowwiUDC1CsB7e3tERISIleJlZqaCo7jEBoaqtYxwsPD0dzc\n", "rHS1jv5CgYT2KJAgREf4PhI9+fLLLxEREdGn9dmJbpjCnLqBhL+7dP78eZ0fu6amBgA07iFBrwHj\n", "wXEcJBJJnyskAMXAadPR7V9oAAAgAElEQVSmTThw4ABOnDih0zFrKi8vD66urka/7F5v4uLiUFxc\n", "LFdOXVdXh8OHD9N0jVsAf/6iatpGcnIyJk6cCHt7e42OGxERgfr6+l6XUNcHPjzsWiEBdPaRMJXG\n", "lnwwKxKJYGdnZ3KVgN37SKSmpsLX1xeDBg1S6/FSqRRisViraRvaBDpNTU2orKykQEJLFEgQoiPR\n", "0dHIycnBzZs3lX4+OzsbBw8exGOPPabnkRFieL6+vrC2tu6XPhLaBhLEuKgTSJibm6t9QsoHTvff\n", "fz+Cg4OxatUqva9L35Wpr7DB4/tIdJ22ceDAAbS2tlIgcQsYPHgwhg8frrSxZXNzM/744w+1V9fo\n", "KiwsDGKx2Cj6SHRd8rOr0NBQpKenG0UVR29cXV2Fm2SvvfaayVUCxsTEoKCgANeuXQOgfkNLno2N\n", "DQIDA7VubJmUlAQXFxeIRCIhXFu/fr3K/flzfwoktEOBBCE6Eh0dDQAqp22sX78ejo6OmDt3rj6H\n", "RYhREIvFCAoKokCCqCSRSHpsallWVgZXV1e1G+XxRCIR3nnnHRw/fhz79+/v6zC1NlACCWV9JH7+\n", "+WcEBAQMiK+P9C4wMFBphcSxY8fQ2NioVR8RW1tbBAcHG0UfiZycHNjY2MDNzU1ue1hYGBobG5GV\n", "lWWgkWmmpKQEMpkMo0ePNvRQNMafU6ekpKC1tRUZGRlq94/g9aWxZW5uLsrLy/HRRx/h7NmzMDc3\n", "x8GDB1XuX1hYCABGucqGKaBAghAdcXNzw8iRI5UGEi0tLdiwYQMWL14Ma2trA4yOEMPrr8aWfF8K\n", "CiRMmzoVEtqusHHXXXchNjYWL730EmQymbZDlKPJ+vTAwAkkgM5pG3w5dXt7O/bt20fVEbcQVUt/\n", "JicnY+jQoRg7dqxWx42IiDCaCgkfHx+F8NPUGlvyF8mmeNfeyckJAQEBOHr0KC5cuIDW1laNKiSA\n", "zkDi8uXLqKur0+hxMpkMzzzzDIKDg/HUU09h1KhRmDFjBjZv3qzyMVQh0TcUSBCiQ6r6SOzevRvl\n", "5eXUzJLc0qRSKbKystDY2KjT41KFxMDg6uraa1NLbQMJjuPwzjvv4MKFC9i+fbtaj1EVOGizPn1b\n", "WxsKCgoGTCARGxuLoqIiXL16FSdPnkRlZSUFEreQwMBAFBQUoKqqSm77/v37MW3aNI2rmHgRERG4\n", "evUqysvLdTFMrXVf8pM3aNAgjBo1ymT6SBQUFAAAhg0bZuCRaIc/p05NTYWZmRmCgoI0evz48ePB\n", "GMOhQ4c0ety3336LM2fO4JNPPoFYLAYALFmyBGlpaSqbZBYWFsLOzk7tKYVEHgUShOhQdHQ0Ll68\n", "qPBH+quvvkJMTAz8/PwMNDJCDC8kJAQymazXNew1VVNTA7FYDFtbW50el+gXXyGhqs9DXyokgM6L\n", "nVmzZuHVV19VuWQh0HvgoM369NevX4dMJhswgUTXPhJ79uyBm5sbwsLCDD0soid8Y8uuVRLXrl3D\n", "lStXtOofwYuIiAAA/Pnnn30bYB91X/Kzq7CwMJOpkCgoKICFhQVcXFwMPRStxMbGIjs7Gz/88AMC\n", "AwNhZWWl9mNLS0vx8MMPg+M4LF68WK3gGOhctWvVqlWYM2cOYmJihO3x8fFwdnbGli1blD6OVtjo\n", "GwokCNGh6OhoMMbkurlnZWXhyJEjVB1Bbnn+/v4wNzfXeR+JmpoaDBo0SOu7csQ4SCQStLa2ChUv\n", "3fU1kACAt956C3l5efj6669V7qMqcOjo6EB6errS5Q57W5+e79o/UAIJe3t7hIWFITk5Gbt27cI9\n", "99wDkYhOKW8Vvr6+MDc3lwuXk5OTIRaLMXnyZK2P6+XlBTc3N4NO22hra8O1a9eUVkgAnY0tz58/\n", "j/b2dj2PTHMFBQUYNmyYSf5tLC0txfvvvw8AOHLkCAoLC9UKFHj8+zhjDHV1dWoFxwDw3nvvoaKi\n", "Ah988IHcdgsLCzzwwAPYtm2b0qamFEj0Df31IESHvL29MXToULlpG//73//g4uKC++67z4AjI8Tw\n", "LC0t4e/v3y+BBE3XMH0SiQQAVJ506iKQ8Pf3x+LFi7FmzRo0NDQofL6iogL5+fkK20+fPg1ra2uE\n", "hISgsrJS4+fNy8uDSCSCh4eHNsM2OqWlpbhx4wZ2796NvLw8HDt2TKOLBWLazM3N4efnJ1chkZyc\n", "jMjISAwePFjr43Ich4iICIM2trx+/Tra29t7rJBoamrClStX9DwyzZnyRXJCQoJcJUpJSYlagQKg\n", "+n28t+D42rVr+PDDD/HPf/5T6bKfixcvRlFRkdLmlqb8vTYGFEgQokMcxyE6OlpobNnU1ITNmzcj\n", "MTERlpaWBh4dIYbXH40tKZAYGPhAQlkfiY6ODlRUVOhk2brVq1ejqqoK77zzjsLJaUdHB5qbmxUe\n", "Y2VlhTfeeAPJycmQSqUKn+9pfXqg80R42LBhMDc37/P4jUFCQoLcEtdZWVlqXyyQgaHrShutra04\n", "ePCgVqtrdBcREYEzZ84YrAKBX/JTVYWEVCoFx3Em0UeCr5AwNdoGCr3pbbnWF198EY6OjnjppZeU\n", "fj4sLAx+fn5Kp21QINE3FEgQomMxMTE4e/YsGhoa8NNPP6GyshKPPPKIoYdFiFGQSqXIzMzscQ6/\n", "piiQGBj4sEFZIFFZWQnGWJ8rJIDO9emdnZ3x9ttvw9/fH5GRkcjOzsZ//vMfjB8/XqEHEAAEBQVh\n", "5cqVuOuuu4Q7we7u7sLd4M8++6zH5xxIK2z018UCMS0BAQG4ePEiZDIZTp48ifr6+j71j+BFRESg\n", "sbFR6Soe+pCTkwNzc3MMHz5c6eft7e3h6+trEn0kTDWQ6CtnZ2elFQ5lZWX44osv5EJnvnnxsWPH\n", "8MMPP+Cdd96BnZ2d0uPy/Sh2796N2tpaYTtjDDdv3qQlP/uAAglCdCw6Ohrt7e04cOAAvvrqK0ye\n", "PBkjR4409LAIMQohISFoa2vD5cuXdXbMmpqaPpUJE+Pg6OgIc3NzpYEEPx1AF4FEQkICioqKwBhD\n", "SUkJTp06BV9fX6xatQoxMTH4/fffhcDB3d0dkZGR2L17t/B4V1dXnDhxApmZmUhPT4e1tTV+++23\n", "Hp9zIAUShACdFRL19fXIz8/H/v37IZFINF4FQZnQ0FCYm5vrrI+EpsvzZmdnw9vbG2ZmZir3CQ0N\n", "NfpAgjFmsoGEqkCht0q0rpKSkuTex8ePH4/HH38ca9aswZgxY7B582a55sXTp09HcHAwFi1a1ONx\n", "Fy5ciObmZvz000/CtoqKCrS2tlKFRB9QIEGIDpWWluKRRx4Bx3F48MEHceLECcyfP9/QwyLEaAQF\n", "BYHjOJ32kaAKiYGB4zi4uroq7UVQVlYGoO+BhKq7+zY2NkhPT8fmzZsxZcoUIXDIzMzEiRMnlE4V\n", "4U+aExISsHXrVpWrgwADK5DQxcUCMX1dV9pITk7GtGnTdNLY1NraGlKptM+BhDbL8wKql/zsKiws\n", "DBkZGWhra+vTGPtTZWUlWlpaTPYiuXug0D0Y7k3X4DgzMxN//vkn1q1bh8zMTIwaNQqJiYlyzYsb\n", "GhrQ3t7e62t42LBhmDx5MjZv3ixsKywsBACT/V4bAwokCNGhrl19+ZKwb775xsCjIsR42NrawtfX\n", "lwIJohS/9Gd3ugokVLG3t4ebm5vcNmdnZ7UusBctWoQrV66ofE03NDSgtLR0wAQSQN8vFojpu+22\n", "2zB48GAkJSXhwoULOukfwdNFY0ttlucFel7ykxcaGorm5madVvrpWkFBAQCYZIUEoBgoqAqGe9P9\n", "fdzX1xfbtm2Do6Ojwr7qVtMsXrwYR48eFVZPokCi7yiQIERHVN15u3btGs2rJaQLXTe2pEBi4Ogp\n", "kDAzM+vz1Jz+uLt/5513QiKRYNu2bUo/P9CW/AR0d7FATFNpaSmioqLQ2NiITZs2AQCCg4N1dvyI\n", "iAjk5uZqvXKLtn1OZDIZcnNze62QMIXGlqYeSPDUDYY1wXEcrKystH78vffeC1tbW2zduhVAZyAh\n", "EokUQm2iPgokCCGE6JVUKsX58+d77XitLgokBg5XV1eVgcSQIUPAcVyfn0PXd/fNzMzwwAMP4Pvv\n", "v1e6MsBADCR4/XGxQIwfX33QtTnxsmXLdHb8yMhIANBZHwl13bx5E83Nzb1WSNjZ2WH06NFG3Uei\n", "oKAAYrGYLpKV6GswbWtrizlz5mDLli1gjKGwsBASiaTHviOkZxRIEKIjNK+WEPWEhISgsbERV69e\n", "7fOxZDIZBRIDSE8VErqartEfd/cXLVqEkpIS/P777wqfy8vLg6WlJdzd3fv0HIQYA32ssjJ8+HAM\n", "HTpU60BC2/OxnJwcAKqX/OwqLCzMqCskCgsL4ebmBrFYbOihGKW+BtNLlixBTk4OTp48icLCQlph\n", "o48okCBEh2heLSG9k0qlAKCTPhL19fVgjFEgMUBIJBKlZdqlpaU67x+hy7v7UqkUY8aMEUp4u8rL\n", "y4Onp6dOGv4RcquIiIjoU4VEUlKS3Jz+8PDwXs/HsrOzwXGcWtVMoaGhRt3Y0lRX2NCXvgbTsbGx\n", "8PDwwJYtW3Dz5k3qH9FH9NeREB2iebWE9M7R0RFeXl44efJkn++o1dTUAAAFEgOERCJBfX09Ghsb\n", "5bbrskKiP3Ach0WLFiEpKQl1dXVynxtIK2wQoq9q0IiICKSmpmp9we/q6orhw4cjLCwMALBixYpe\n", "z8eys7Ph4eEBS0vLXo8fFhaGlpYWXLp0Savx9TcKJNSjbTAtEomwaNEi7NixA3///TdVQvcRBRKE\n", "9AOaV0uIaqWlpaitrcX69es1Wo5NGQokBhaJRAIACtM2jD2QAIAFCxagubkZO3fulNtOgQQZaPRR\n", "DRoZGYmmpiZkZGRo9fiGhgacPXsWDz30EPz9/fHrr7/2+hh1lvzkBQcHQyQSGW0ficLCQgok+ll8\n", "fDxqamqQnZ2Nn376qU/nMrc6CiQIIYToVUJCAiorK9Ha2qrRcmzKUCAxsPB3ME0xkBg+fDji4uLk\n", "pm0wxiiQIAOOPqpBpVIpLCwstJ62cerUKbS3tyM2Nhbx8fHYv38/ZDJZj49RZ8lPnq2tLfz8/Iy2\n", "j0RBQQFNI+hnK1asEP5fV1fXp3OZWx0FEoQQQvRG1w3RKJAYWJRVSMhkMlRUVJjE9LeFCxfijz/+\n", "EJbcq6ysRF1dHQUSZEDqz2pQS0tLhIaG4siRI1r9bUhJSYGLiwv8/PwwY8YMlJSU9LjcNGNMowoJ\n", "oHPaxp9//ml0S7vX1taitraWKiT6kT6au95KKJAghBBisiiQGFhcXFwgEonkyl6rqqrQ0dFh9BUS\n", "ADBnzhxYWlri22+/BfB/S37efvvthhwWISantLQU+fn5+Pnnn7Wa2peSkoKYmBhwHIfIyEgMGjSo\n", "x2kb5eXlqK2tVbtCorS0FEePHsX58+f7PPVQ1woLCwGAAgliMiiQIIQQoje6bohWU1MDsVgMW1tb\n", "HYyOGJpYLIaLi4tchQR/km8KgcSgQYMwa9YsbN26VZiuAYAqJAjRUEJCAoqKitDR0aHx1L6mpiac\n", "Pn0asbGxAABzc3NMnTq1x0BCkyU/+fHxv999nXqoaxRI9D99NXe9VVAgQQghRK/4hmiOjo4AOpuD\n", "adsQraamBg4ODuA4TpdDJAbk6uoqF0iUlZUBMI1AAgAWLVqES5cuISMjA3l5eRg0aJDwWieE9K6v\n", "5fBnzpxBa2srYmJihG3x8fE4ffo0ysvLlT4mOzsbgHqBhLGX6/NTxm677TYDj2Rg00dz11uFmaEH\n", "QAgh5NbCN0QrKirC2LFjMWXKFK37A/CBBBk4JBKJSQcSU6dOxZAhQ7B161Y0NjbC29ubAjNC9Cgl\n", "JQWDBw9GQECAsG3atGlgjCE5ORkLFy5UeEx2djYkEgns7Oz0OdR+UVBQgCFDhqi1fCnRHn8uw4dQ\n", "VBmhPaqQIIQQYhDu7u5YsGABtm3bhvb2dq2OQYHEwCORSOTmYpeVlUEsFptMlYG5uTkeeOABfPfd\n", "d7h8+TJ1uidEQ30th09JSUF0dDTEYrGwzd3dHSEhISqnbeTk5KjdP8LYy/ULCgpouoYe9Wdz11sF\n", "BRKEEEIMZsmSJSguLsbBgwe1ejwFEgOPsgoJvtmlqZgxYwaKi4tx9OhRpKSkGFXDO0JMAV8Oz6+8\n", "M3LkSLXK4VtbW3Hq1Cmhf0RX8fHxSE5ORkdHh8LnNFnys+v43NzcAABeXl5GU65fWFhIgQQxKabz\n", "150QQsiAExISgjFjxmDLli1aPb66upoCiQGmeyBRWlpqMtM1eKtXrxb+39DQYFQN7wgxBXw5/KVL\n", "lzBu3Dj4+vqqNbXv7NmzaGpqkusfwYuPj0dVVRVOnz6t8DlNl/zkx3fx4kUkJCTAxsbGaN6nCgoK\n", "qDKLmBQKJAghhBgMx3FYsmQJdu/eLSzhqQmqkBh4XF1dUVVVhdbWVgCdFRLGcqKvDmNveEeIKXF2\n", "dsbChQvx22+/oaqqqtf9U1JSYG9vD6lUqvC58PBwODk5KUzbqK2tRVlZmUYVEl3H99hjj+Hy5ctI\n", "TU3V+PH9gaZsEFNDgQQhhBCDWrBgAVpbW/HTTz9p/FgKJAYevkSbn+JgaoEEIUS35syZg/b2diQl\n", "JfW6b0pKCqKiomBmpti3XywWY9q0aQqBhKZLfnY3ZcoUDBs2DBs3btTq8brU3NyM8vJyCiSISaFA\n", "ghBCiEENHToUU6ZMwebNmzV+LAUSA4+pBxLG3vCOEFNz2223ISYmBjt27Ohxv/b2dpw4cUJp/whe\n", "fHw80tPTcfPmTWEbv+SnNhUSQGfQkZiYiO+++w6NjY1aHUNX+K+LAgliSiiQIIQQYnCLFy/GsWPH\n", "kJubq9HjKJAYePhAgu8jYWqBBEDr0xOia/PmzcPBgwdRXl6ucp/09HTU19cr7R/BmzZtGjiOQ3Jy\n", "srAtJycHgwcPhpOTk9bjS0xMRG1trcF/zwsKCgCAekgQk0KBBCGEEIObPXs27OzssHXrVrUfI5PJ\n", "UFtbS4HEAMM3rispKYFMJkN5eblazeyMCd/wLjMzE5mZmThx4oTJfQ2EGJP77rsPjDHs2rVL5T4p\n", "KSmwtrZGWFiYyn2cnZ0xYcIEuWkbmq6woYyPjw9iY2OxYcOGPh2nryiQIKbI6AOJr776CiKRCK+/\n", "/rqhh0IIIaSf2NjYYO7cudiyZQsYY2o9pr6+HowxCiQGGAsLCwwePBglJSWorq5Ge3u7yVVI8Gh9\n", "ekJ0w9XVFZMmTepx2ga/xK6FhUWPx4qPj8eBAwfQ1tYGQDeBBAA89NBDOHz4sNKmtvpSUFAABwcH\n", "2NvbG2wMhGjKqAOJqqoqvPzyywA6O7F3lZycjDlz5mD06NEIDAyEv78/nnvuOZSVlSk91oYNGxAU\n", "FISgoCD4+/vjgw8+UPuklxBCSP9bsmQJcnNzceLECbX251floEBi4JFIJCgtLRX+pptqIEEI0Z15\n", "8+bhyJEjcssC8zo6OnDs2LEep2vw4uPjUVdXJ/yt0XTJT1Xuu+8+2NvbY9OmTX0+lrYKCwupOoKY\n", "HKMOJF599VVER0crbC8uLkZ8fDzGjBmDK1eu4MKFC/j111/xyy+/YPz48airq5Pbf926dXjyySex\n", "YcMGZGRk4JdffsFHH32EVatW6etLIYQQ0ovo6Gh4enpiy5Ytau3PBxKDBw/uz2ERA5BIJCgpKaFA\n", "ghAiuPfeeyESiZSuyJSZmYmampoeG1rygoOD4ebmhn379qGpqQkFBQU6qZCwtbXFvHnzsHHjRshk\n", "sj4fTxu05CcxRUYbSFy4cAG7du3C6tWrlX7eyckJa9asESonPD09sXLlSuTn58u9UdXV1eFf//oX\n", "li5ditDQUACdna6fe+45/Oc//0FeXl6/fy2EEEJ6JxKJsGjRIuzYsQNNTU297k8VEgMXBRKEkO6c\n", "nJxw5513Kp22kZKSAktLS4wfP77X44hEIkyfPh2//vqrcB2giwoJoHPaxvXr13H48GGdHE9TFEgQ\n", "U2S0gcTTTz+NN954Q+mJppubG4qLixW28yVK1dXVwrbk5GTU1dVh8uTJcvtOmjQJHR0d2Llzp45H\n", "TgghRFuLFy9GbW0t9uzZ0+u+FEgMXF0DCY7j+tT9nhAycMyfPx/Hjx9HYWGh3PaUlBSMHz8eVlZW\n", "ah0nPj4ely9fxqFDhwBov+RndxMmTMDo0aOxceNGnRxPUxRIEFNklIHEjh07UF9fj2XLlqncx8zM\n", "TGHbX3/9BQC44447hG3nz58HoJh88h9fuHChz+MlhBCiGyNHjkRERAQ2b97c674USAxcrq6uQiDh\n", "4uICsVhs6CERQozArFmzYG5ujh9//FHYJpPJcPToUbX6R/DuvPNOiMVifPLJJ7C2toabm5tOxsdx\n", "HB566CHs3LkTVVVVOjmmutrb21FcXEw9JIjJMbpAorGxEStXrsRnn32m0ePa2tqwfv16LFq0CMHB\n", "wcJ2vtxz0KBBcvvzH6tqgkkIIcQwlixZgt9++w2XL19GRUWFyv2qq6shFothY2Ojx9ERfZBIJCgv\n", "L0dxcTFN1yCECBwcHDB9+nRs375d2HblyhVUVFSo1T+C19LSAltbW+Tk5KCtrQ1RUVEoLS3VyRgX\n", "LVqE9vZ2uTHqQ3FxMWQyGVVIEJNjdIHEO++8g+joaERERGj0uJdffhk2Njb473//208jI4QQog93\n", "3HEHGGOIiIhAQEAAIiMjlZ4o1tTUwMHBQWEVJmL6JBIJZDIZsrKyKJAghMiZN28eTp8+LSyvmZKS\n", "AjMzM42uHRISElBbWwugs7Lg1KlTmD17tk7G5+bmhvj4eGzYsEEnx1NXQUEBAFAgQUyO4rwHA8rL\n", "y8OXX36JjIwMhc/1tETnhx9+iIMHD+LQoUOwtbWV+5yLiwsACG86PP7j3k50nn32WYUO7g888AAe\n", "eOCBHh9HCCFEO4mJiWCMoba2FrW1tSgqKsLs2bMVlgPlAwky8EgkEgDAxYsXMXHiRAOPhhBiTO65\n", "5x5YW1vjhx9+wIsvvoiUlBSMGzdO4RpAlYqKCiHM6CovLw8VFRVwdnbu8xgfeughzJ49G8eOHcOY\n", "MWN0cszeUCBB+ur777/H999/L7eta2/G/mJUgQQfKMyYMUPY1traCgD48ssvkZSUhNGjR8t9o95+\n", "+23s3bsXf/zxh9ITU6lUCgDIzc1FUFCQsD03NxcA5LYps3btWoSEhGj/RRFCCFGbJieKFEgMXHwg\n", "QVM2CCHd2dnZYcaMGdixYwdeeOEFpKSkIDEx0dDDkjNu3DiYmZlh+vTpGDRoELy8vJCUlARXV9d+\n", "e87CwkJYWVnB0dGx356DDGzKbrqnpaUJK1X2F6OasrF8+XLk5+cjPT1d+Pfrr78CAB5//HGkp6fL\n", "hREvv/wyDhw4gIMHDwonpb/88gvWrFkj7DN9+nTY29vj4MGDcs916NAhiMVi3HfffXr4ygghhOga\n", "BRIDV9eTdgokCCHdzZs3D2lpadixYwdKSko06h/h7OwMLy8vhe3e3t46q2SYO3cu2tvb0dDQgKKi\n", "Ip1OCVGFX2GDpjESU2NUFRLK8FM1uk/ZePbZZ7F161a8++672L17t7D92LFjQlUF0JmivvPOO3jh\n", "hRewbNkyhISEIC8vD2vXrsXzzz+v9A2JEEKIYfAnikVFRQrbu58oUiAxcNna2sLW1hYNDQ39ekeR\n", "EGKawsLCIBKJsHDhQgDA6tWrERoaqvb7RVJSEmbPno28vDwAnWFE1+uJvtDHlBBlaMlPYqqMNpCo\n", "qqpCSEgI2tvbwXEc1q5di02bNuGVV15BeHg4Pv30U3Ach0cffVTucRzHYcmSJXLb/vGPf8Da2hqJ\n", "iYngOA5tbW14/vnn8cILL+jzSyKEEKKGrieKjDE0NjYiNzcXp06dkmtaVlNTA29vbwOOlPQniUSC\n", "3NxcqpAghCh48MEHIZPJhI/PnDmjtNeQKq6urjhx4oSwkpM+ejz0t4KCArrRSkyS0QYSjo6OQmqp\n", "TNc3IXUsXboUS5cu7euwCCGE9LPuJ4pWVlaYPn067rrrLvz+++8YP348AKqQGOicnJwokCCEKNBl\n", "BUJ/BBGqKv28vLz6NfgoLCxEVFRUvx2fkP5iVD0kCCGEEB4/TcPW1hb79u1DQEAA7rrrLpw9exYA\n", "UFlZCQsLCwOPkuhaaWkpIiMjcfHiRQDAc889p3TZV0IIMVZJSUmIjIyEu7u7EEIEBgb22/PJZDIU\n", "FhbSlA1ikiiQIHK8vLzg7+8PqVQKqVSKkSNHQiQSwdPTU9jm7+9v1GXSNTU1WL16tdLlY7tramqC\n", "VCqFu7s7RCIR/P39sXLlSoX99uzZgxkzZmDs2LHC92DBggVIS0tT2HfSpEnw9PSESCTCyJEjsWjR\n", "Ip18XYTcyuzt7bF//36MHj0aU6ZMQVBQEG7evImvv/4akZGRdME6gCQkJODUqVNobm4GAGRkZPR7\n", "MzhCiOnQR1PKvuIr/TIzM/HXX3/hk08+wVdffYWtW7f2y/OVl5ejtbWVAglimhhR6ty5cwwAO3fu\n", "nKGHoldeXl7s2rVrwsdHjhxhHMexzZs3C9vy8/OZl5eXIYanlry8PIUx92b16tWM4zi5r50xxmQy\n", "GVu2bBnz9vZmx48fF7a3t7ezDRs2MFtbW/b5558rHG/Tpk2M4ziWkpKi/RdCCFFQXV3NbG1tGQC5\n", "f5GRkYYeGtGB8vJy5u7urvDzdXd3Z+Xl5YYeHiHESJSUlLDIyEjm7u7O3N3dWWRkJCspKTH0sFSS\n", "yWQsMTGRWVpastTUVJ0fn79u6Y9jk1ubPq6JjbaHBDGM2NhYWFlZCR+zbqubAJ3zuePi4vQ4Ku0o\n", "G7um+7755pvYsmULzp8/jzFjxgjbxWIxli5diqamJjz11FPw9fXFlClTtHpuQoj62tvbYW9vj4aG\n", "Brnt/d29nBBCiPEwtaaUHMfhiy++wOXLlzF79mycPXsWEolEZ8cvLCwEAAwdOlRnxyREX2jKBpGz\n", "adOmXpdMkkgk2FWZbd4AACAASURBVLhxI3bt2oWpU6ciNDQUUqkU4eHh2L59u9y+CxcuFKYvHD16\n", "FHPmzIFUKoVIJMJzzz0HAGhubsbTTz8NV1dXjB07FnfddRf27t0rTBXpOuXh5s2bWLx4Mby8vODr\n", "64vQ0FDs3LlT+Px3332HGTNmAAD+/e9/C9NMsrKyNP5eVFVV4d1338XUqVPlwoiuli9fDnt7e7zy\n", "yisaH58Qoh1aY33gMoVSbEKI8VC2JLSxsrKywq5du9De3o777rsPra2tqKioEEKVvigoKICZmRkt\n", "k0xMElVI6ElYWBiKi4v79Tnc3NyEZm/6sH79esyaNQtPPPEEAODSpUuIjY2FjY0NZs6cCQDYtm0b\n", "Nm/ejKVLl+Ktt97Ctm3bMGTIELz++uuoqakB0Lks688//4yUlBSMHTsWJSUluPvuuwEAb7zxBhYv\n", "XgwAqK6uxsSJE+Hl5YUrV67A2toae/fuRUJCAr777jvMmzcPDz74IKKiouDt7S33WG0cPHgQTU1N\n", "cssMdmdhYQGpVIqUlBS6O0uIHqjqXk4XrANH12Vfgc6f7e7duw08KkII6buhQ4di586diI2NhYeH\n", "B0SiznvDXl5eSEpK0jpQKCgowG233QaxWKzL4RKiFxRI6ElxcbFQTjVQfP7553LNLf39/TFlyhR8\n", "9dVXQiAB/N/0hYceekhYvm3FihVobGzE1atXsWXLFvzzn//E2LFjAXRWYDz77LMKzSA//vhj5Ofn\n", "48cff4S1tTUA4J577sEdd9yBl19+GfPmzZN7vr7il5TqraTOzc1N2J8uiAjpf3TBOrCZWik2IYRo\n", "IjIyEp6ensjJyRG2FRUVYfbs2Thx4oRWxywoKKCGlsRkUSChJ/xFq6k/R1fW1tZ45plncOrUKbS1\n", "tUEkEuH69esq010+cAAAW1tb2NraIjk5GTKZDOPGjVO5L+/AgQOwsbFBSEiIwr6HDx/GjRs3MHz4\n", "cB18ZYQQY0YXrLcG+rkSQgaiiooKNDY2KmzvSy+kwsJC6h9BTBYFEnqiz6kU+tDQ0IA77rgDQ4YM\n", "wf79+4XKh6VLl+LIkSNKH2Nvb6+w7ebNmwAAR0dHue0ODg4K+5aXl6OtrU0hkKivr4ebmxvKy8t1\n", "Gkjw1R+9TbUpLi6GSCQy6qVQCRmI6IKVEEII6ayQCAwMNPQwCNEKBRJEKydPnsTVq1fxzjvvCGEE\n", "oPl0idtuuw0AUFlZKbe9urpaYV8XFxdUVlYiPT1dixFrbvLkybC2tsbJkydV7tPc3Iy0tDRERETA\n", "yclJL+MihBBCCCGmSVUvJCcnJ62CdsYYTdkgJo1W2SBaaWlpAaDY7b6oqEijDvgREREQiUQ4c+aM\n", "3PbMzEyFfadNm4aqqipcu3ZNbnt2djYefPBBdHR0AADMzc0B/F84cuXKFWRkZKg9Jp6joyNWrVqF\n", "gwcP4tKlS0r3+eabb9DQ0IC33npL4+MTQgghhJBbT1JSEiIjI+Hu7g43Nzc4ODggJycHhw4d0vhY\n", "NTU1aGhooECCmCwKJIhaulc+REVFwdnZGZ999hkaGhoAAIcPH8ahQ4dUVkko2z5ixAgsWbIEGzZs\n", "EEKI4uJibNiwQWHfZ599Fj4+PnjyySeF56yursYTTzyBYcOGCZ2FJRIJrK2tcePGDQDAmjVrsHfv\n", "Xq2+zldffRWLFy/GPffcg+PHjwvb29vbsWHDBrz00ktYv349YmJi1P6aCSGEEELIrYvvhZSZmYmL\n", "Fy+iqKgIsbGxuPvuu/Hbb79pdCy+aT71kCCmiqZsEJXmzp2L8+fPg+M4/Pvf/8a3336LAwcOAOis\n", "Hti3bx9WrFiBkSNHYtSoURg1ahSmTZuG33//HSEhIfj222+xbt067N27FxzHIT4+HiNHjkRSUpLc\n", "8/z3v/+FnZ0dJk+eDIlEgttvvx3//ve/MXnyZLlqCwcHBxw/fhwvvfQS/Pz84OTkBLFYjAceeAAr\n", "VqwQ9jMzM8PatWvx9ttv48cff4Sbmxv+8Y9/KP0am5qaEBkZieLiYmGMd999N9577z1hn6+//hpJ\n", "SUl48803cePGDVhYWKC1tRWhoaE4ceIEAgIC5I45adIk5OTkgOM4LF++HBMmTMDWrVv7/PMghBBC\n", "CCEDR9cpGklJSZg7dy5mzpyJnTt34u6771areXNBQQEAUIUEMVkco1u4SqWlpSE0NBTnzp1TaKJI\n", "+l9aWhrCwsKwc+dOzJ4929DDIYQQQgghpF+1trZi/vz52Lt3L3x8fFBbWwsA8PLyQlJSktKV7L75\n", "5hs8/PDDaG5uhoWFhb6HTAY4fVwT05QNYnCrV6/GlStX5Lbx0zeCg4MNMSRCCCGEEEL0ysLCAjt2\n", "7ICDgwP++usvFBUVoaioCKdOnVJ5g66goAASiYTCCGKyKJAgBvfXX39hzZo1aG1tBQDcuHED7777\n", "Lu6//35aSpMQQgghhNwyamtrlYYLeXl5whSOrgoLC6l/BDFpFEgQg5s/fz7KysoQFBQEf39/xMXF\n", "YdasWdiyZYuhh0YIIYQQQojRoiU/iamjppbE4GbNmoVZs2YZehiEEEIIIYQYlLOzM7y8vFBUVCS3\n", "3d3dXWlzy4KCApWrvRFiCqhCghBCCCGEEEKMRFJSEiIjI+Hu7g6JRAIrKyvU1taiurpaYV+qkCCm\n", "jgIJQgghhBBCCDESrq6uOHHiBDIzM3Hp0iVkZGSgoqICc+bMQVtbm7BfY2MjqqqqqIcEMWkUSBBC\n", "CCGEEEKIkXF2doazszNGjRqFXbt24ejRo3jyySfBGAPQ2dASAFVIEJNGgQQhhBBCCCGEGLG4uDh8\n", "9dVX+N///oePP/4YQOd0DYACCWLaqKklIYQQQgghhBi5pUuX4q+//sKKFSswYsQIIZCgKRvElFEg\n", "QQghhBBCCCEm4O2330ZmZiZmz54NCwsLcByHKVOmICkpCa6uroYeHiEaoykbhBBCCCGEEGICRCIR\n", "KioqIJPJ0NzcDMYYTp06hdmzZxt6aIRohQIJQgaoffv2QSqVIigoCCNHjsQrr7yi9bGef/55jBw5\n", "EiKRCCkpKTocpWrfffcdpFIpRCIRXn/9db08561g0qRJcHNzg0hEb/+qzJ8/H56enhCJRLh+/bqh\n", "h0MIIYQIKioqlP5tysvLQ0VFhQFGREjf0BkpkdPU1ASpVAp3d3eIRCL4+/tj5cqVCvvt2bMHM2bM\n", "wNixYyGVSuHv748FCxYgLS1NYd9JkyYJJ/cjR47EokWL9PGl3NKKioowd+5cPP7448jIyMD27dtx\n", "8uRJrY/3n//8B19//TUAgOM4XQ2zRw8++CDS09P79Jz5+flYvXo1rl27psuhmbTDhw/j8ccf19vP\n", "0RRt374da9asMfQwCCGEEEIGPAokiBxra2ukp6fjscceAwDs378f7733nvB5xhiWL1+OZ599Fv/6\n", "179w8eJFpKen48KFC5gyZQpiYmKwbt06uWMePnxYOLn/5ptvsHXrVo3HlZiYiKVLl/bhK7u1nDlz\n", "Bs3NzYiLiwMAhIaG4rfffuvTMfklpkxJfn4+1qxZQ4FEN4wxk/x56hN9fwghhBgjZ2dneHl5KWz3\n", "9vaGs7Oz/gdESB9RU0uilKqT8TfffBNbtmzB+fPnMWbMGGG7WCzG0qVL0dTUhKeeegq+vr6YMmVK\n", "r8dTF8dxdEdXA1VVVQAAS0tLYZu5ubmhhmNwdHFJCCGEkIEiKSkJs2fPRl5eHoDOMGL37t0GHhUh\n", "2qEKCaK2qqoqvPvuu5g6dapcGNHV8uXLYW9v36d+BapoelF5/PhxSKVSWFpaYunSpfjss88wceJE\n", "SCQS3HvvvaioqMCBAwdw5513wsvLC7GxscjOzlY4TnJyMiZMmICRI0fC29sb999/P/Lz8+X22bVr\n", "F6ZOnYrQ0FBIpVKEh4dj+/btcvssXLhQmLqSkpKC2bNnY+zYsRgxYgQ2bNig1tfU1taGNWvWwNfX\n", "F35+fvDx8cGKFSvQ2Ngo7LNgwQK89tprAID4+HhIpVJ8/vnnKo95/vx5PPjggwgODkZISAiCg4Ox\n", "Zs0atLa2Kt2/rKwMCxYsgFQqhbOzMxYvXiwEILxPPvkEUqkUoaGhCAoKwrx583D06FG5fc6dO4fp\n", "06fDy8sLPj4+iI2NxR9//NHj15+ZmSn3M+UtXLhQoS/Chx9+iIcffhhA5+tSKpVCKpWipqYGQOfr\n", "6eOPP4afn5/wvfznP/+JpqamHscAqPfzBjr7YIwbN074Ptxzzz34+eefAQCRkZEwNzeHo6MjQkJC\n", "hNf3ggUL4OrqiuHDh+O7776T6/mQkZGB6dOnY/To0fD398evv/6q8JzZ2dmYO3cuPD09ERwcjODg\n", "YLzwwgsKr1kAPR6v++/PunXrEB0dDVdXV4hEItTW1grPd//998PT0xOjRo3CuHHj8NNPPwnHyc3N\n", "hVQqhb29Pe644w5s374dcXFx8PDwQFxcHK5evQoAuHz5Mvz8/CASieDh4YFly5YB6JxGFhwcDBsb\n", "G4wZM0bYv6uPP/4YEokEIpEIgYGB+PHHHwEAu3fvhp+fH6ytrXHfffcBAI4cOYKEhASEhIQI/9at\n", "W9fr+8vbb7+NESNGyPVRycnJQXBwsMLrseu4ent9qfO7QgghhHTl6uqKEydOIDMzE5mZmThx4gSt\n", "sEFMFyNKnTt3jgFg586d09kxb968yc6dO6f0X3Fxsdy+ZWVlKve9ceOG3L41NTXs5s2bOhsnY4y9\n", "9tprjOM4du3aNWHbDz/8wDiOY2+++WaPj42Li2Mcx7Hy8nJh28aNGxnHcSwlJUWr8SQmJrKlS5dq\n", "9VgvLy82dOhQtnv3bsZY58/BwcGBxcTEsFWrVjHGGGttbWWRkZEsLi5O7rG7du1iYrGY/fe//2WM\n", "Mdbe3s7mz5/Phg0bxiorK4X9pk2bxj7//HPh44sXLzJnZ2f2888/yx1v06ZNjOM4Nnv2bFZXV8cY\n", "Y+zTTz9lYrGYXb16tdevZc6cOWz48OEsOzubMcZYSUkJGzt2LIuOjmbt7e0Kz9P156fKu+++yx58\n", "8EHW1tbGGGOssrKSRUZGsueee05uvz/++INxHMeCgoKEsV6/fp15enqyyZMnC/tt27aNSSQSVlZW\n", "xhhjrKWlhd1///0sMTFR2Cc1NZVZW1uzf/3rX8K2devWMTMzM7Zv3z655+U4jr3++uty27y8vBRe\n", "D6tXr2YikUhu25EjR1S+7p599llma2vLUlNTGWOd38sxY8aw+Pj4Hr5bndT5eR87doxZWloK36uO\n", "jg723HPPyb3GZsyYwby9vRWOHxERIffes3r1asZxHHvssceEn/Nzzz3HBg0axKqrq4X98vPzmbOz\n", "M0tMTGQdHR3C2BwdHdnatWuF/fjf767He/755xWOx1jn9/q2224Tfgeqq6uZk5MTq6mpEZ5v0aJF\n", "wvPt2bOHmZmZsS+//FLuOHFxcUwikbAPP/yQMdb5uoiIiGAxMTHCPi0tLczJyYktXrxY7rHV1dVs\n", "2LBhrLW1VeF7xfvll18Yx3Fsz549cts3bdrEHnnkEeHjxx57jL344ovCxwUFBWzEiBHsk08+kXsc\n", "/57V9XdI1etJ2etRndeXOr8rhBBCCCGG0h/XxN1RIKFCf3zzX3vtNQZA6b+PPvpIbt/169er3Lf7\n", "hWJycjJ77bXXdDZOfqzdT8bff/99xnEcW79+fY+PnT9/PuM4jp09e1bY1tdAYsmSJVqfpHt6erLg\n", "4GC5bXfffTcTiURyocIHH3zARCKRcGEuk8mYp6cnGzt2rNxjb9y4wTiOY2+88YawLTs7W7gg482b\n", "N0/h4pb/PuzatUvYVlJSwjiOY19//XWPXwcfCHz66ady23ft2sU4jmNbtmxReB51Aoni4mKFi9Av\n", "vviC2draKn3+t956S277p59+yjiOY4cPH2aMMfbEE08wX19fJpPJhH0uXbrEvv/+e+Hj2NhYJpFI\n", "5EIUxhgLDAxkPj4+ctvUDST416yyMXd/3WVnZzORSMSefPJJue1bt25lHMexY8eOsZ6o8/P+4IMP\n", "mIODA2tqahK2FRUVsXXr1gkf//TTT4zjOPb7778L265cucKCgoKUfm1paWnCttOnTzOO49jBgweF\n", "bUuWLGFWVlasoqJC7vEvvvgi++KLL3o83pkzZxSOx1jn74+fn5/ctmvXrjGZTMaWLFnCLC0t5cJH\n", "xhibOXMmc3BwYPX19cK22NhY5uzsLPczf++99+R+5xhj7Mknn2Q2NjastrZW2PbFF1+wZ555hvWk\n", "o6ODDR06lM2cOVNu+8SJE9np06eFj69fv84aGxvl9lm5ciUbM2aM3DZlv0OqXk/dX4/qvr7U+V0h\n", "hBBCCDEUfQQS1ENCjx599FHMnDlT6eeGDh0q9zFfUqxM95KsiIgIBAYG6maQRuDs2bNCqT2PX95I\n", "KpXKbd+/fz/c3Nx6PeaoUaPkPnZycoKLiwscHR2Fbc7OzmCMoaSkBEOHDsXff/+N69ev49FHH5V7\n", "7LBhwzBo0CAcPnxYmJpibW2NZ555BqdOnUJbW5uwXKCq8rnRo0cL/3dxccH/Y+++o6K43j6Af2dp\n", "QYpSVFCkgxSBXYoVIoo1GCRNoxiFaEwkakRj7y2WoCbRGCtgS9QYe9RgiVFjbIi9iy2KBcWgAgLy\n", "vH/w23kZdoFFaa7P5xzPce/cnXnunZnLzN2ZewHg7t27JZZBOShlkyZNJOlNmzYVl7/MDCY1a9bE\n", "Dz/8gE2bNuHJkyfQ0dHBo0ePkJWVhXv37qFu3bqS/EWPtYCAAADAP//8g1atWqFNmzaYP38+mjdv\n", "js8//xydOnWCh4eH+JpPZmYm9u/fj/bt20NHR0elLIsXL8bly5fh4uJS5rJoateuXSAitGjRQpLe\n", "qFEjAAUDsQYGBhb7fU32d3BwMEaNGgU/Pz9ER0ejc+fOsLGxQXR0tJgnLCwMFhYWiIuLE8dciY+P\n", "x6effqp2u6UdN3/88QccHBxgbm4u+V7hgWmLW59yICx1x6Gnp6fks62trbg9R0dHlUG0mjZtii1b\n", "tuDgwYNo27atmO7k5CTZ55aWlpJzDoD4esgvv/yCvn37AgASEhKwaNEitWVQkslk6NWrF2bOnIm7\n", "d+/CysoKFy9exOPHj9G4cWMxn4mJCaZMmYLdu3cjMzMTOjo6uHv3Lh4/flzi+suitOPrzz//RGBg\n", "YKnnCmOMMcaYtuMOiUpkbW0Na2trjfJaWlqKNxylMTU1hamp6auEphEHBwcApd843717FzKZTMxf\n", "Vv7+/uJ0j0pRUVEQBEHjsRYKEwQBRkZGGqUBwIsXLwAAaWlpAAoGDjp06JAkr4mJCfLy8gAAz549\n", "Q6tWrVC7dm1s374dtWvXFmPeu3ev2pgKb1s57oFyu8VRxlP0ZlN5M/jgwYMSv1+cPn36YMeOHdi9\n", "ezd8fHwAAMuWLUNUVBSeP3+ukr/osaaM5/bt2wAKOtN27tyJ2bNno2/fviAidOjQAbNnz4aLiwvS\n", "09NBRCrlKFyWtLS0Cu2QUNbl2LFjJTfrL168gJWVlWRMjqI03d/+/v44ePAgYmNjMXToUAwYMABB\n", "QUGIjY0VO3H09PTQrVs3LFmyBBkZGTAyMsKaNWuQlJSkdtuGhobi/9UdN2lpaXByctK4HkpbH1Bw\n", "XpiYmKj9fnHbK7wfCyt6zqnbpq+vL7y8vBAfH4++ffvi7NmzyM3N1ajTtXfv3pg+fTqWLVuG4cOH\n", "Iy4uDn369BGXExHCwsJw79497NixQ2yjJk6ciIkTJ5a6fk2Vdnw9e/YMQOnnCmOMMcaYtuMOCaax\n", "kJAQGBoa4uDBg8Xmyc7OxvHjx9GsWTO1N5wviypgloTS1qnsEOrevTtmzZpVbL6DBw/i8uXLmDZt\n", "mnhzqsn6y0oZz6NHjyTpDx8+BADJtjWVlZWF1atXIzo6WuyMAEqOXTkoZNHtF37KJyQkBCEhIXj4\n", "8CFWrFiByZMno127drh27RrMzMwgk8lUylGWsujo6KjE+OTJkxK/U5iyLmfPno13331X4+8BZdvf\n", "/v7+WL16NZ4+fYq1a9diwoQJaNu2La5fv45atWoBKOjImDdvHlatWoUGDRogICDgpaftsrS0VFuv\n", "FaW47b3KMQkUTPM7ZMgQnD9/vsQnRopydHREy5YtERcXhyFDhmDNmjU4fvy4uPzKlSs4cOAAYmNj\n", "JR2mmp6ryqc7iuZXDvCpVJbjq7hzJSUlhWcWYowxxpjW41k2mMbMzMwwYsQI7Nq1C2fPnlWbZ+nS\n", "pXj27BmmTp1artuuiAvz0tbZsGFD2NvbS25olBYtWoSffvoJAMSnCIquLzU1tVzj7tChAwCoPK2h\n", "/KxcXhZ5eXnIz89XG3txTp06Jfl85MgRAAWzRgDAd999J6ZZWFhg0KBBGD16NG7cuIHHjx+jRo0a\n", "CAoKwvHjx8WnTAqXxcnJCc7OziXGXbduXfGmV+nChQsq5VBOdaq8gUxKSsLly5fRrl07yGQytft2\n", "4MCB2L9/f7Hb1nR///zzz9iyZQsAwNjYGJ9++im+++47ZGRkSGa8UCgU8Pb2RlxcHBISEjS++Van\n", "Q4cOSElJUambSZMmYfbs2S+93pK2d/XqVZXtHTp0CDVr1hSPibLq0aMHdHV1sWjRIqxbtw4REREa\n", "f7d37964fPkyhg8fjiZNmkg6Rl/1XFW+vlS4E+b+/fsqs8xoenyVdK4U7fhjjDHGGNNG3CHBSlT0\n", "l8CxY8eiZ8+eePfdd3HgwAExPS8vD3FxcRg5ciQWL16Mt99+W6P1vWwcZf2uuu8Xt87C6d9//z32\n", "79+PhIQEMe3QoUMYP368OJZDixYtYGFhgblz54qPYu/Zswe7d+/WaBulxaPUsmVLfPjhh5g1axZS\n", "UlIAFNwMjR8/HkFBQejevXuZ12liYoLg4GCsWbNGnMv61q1bWLBgQbHfX7ZsmTj14s2bNzF79myE\n", "hIQgODgYQMFUktOnTxenN8zJycHff/8NX19f8amAb7/9FhkZGZLH5BcsWIBz587hhx9+KLUcrVu3\n", "xt9//y12nOzbtw+nT59WyWdvbw9BEHDr1i0AwIABA3D48GE4ODggJiYGc+fOFW8aiQgLFizA77//\n", "Dj8/v2LrTNP9rXyKQjk2QX5+Pvbt24f69eurjBEQFRWFpKQkHDt2rMwdS4W3OWHCBJiYmGDIkCHi\n", "axDHjh3D/PnzNV5v0Tos7vxRbs/U1FSyva1bt2Lbtm2YMWMGatSoUeK6i0uvXbs2QkNDMW/ePDRr\n", "1kw8bjTxwQcfwNTUFHPmzBGnDlVyd3eHi4sLlixZIr7idObMGbVTtqqLzdnZGXZ2duK0okSE6dOn\n", "w9TUVJJP0+NLk3OFMcYYY0yrVdBgma+9yhhRtDrKzMwkuVxOVlZWJJPJyMPDQzJFntKGDRuoffv2\n", "5OHhQXK5nDw8POiTTz6hU6dOqeRt1aoV2drakkwmI2dnZ+rRo0eZ43qZaT9Pnz5NcrmcDAwMyNzc\n", "XJxeMDAwkMzNzcnAwIAUCgVdvHiRYmJixBg9PDwoISFBXM/OnTspMDCQ7OzsyM/Pj9q0aUMHDhyQ\n", "bOvw4cMUFBRE1tbW1LJlS/rss88oNDSU9PX1SaFQ0Llz5+jLL7+UbGPNmjV08OBBksvlJJPJyMrK\n", "ij766KMSy5Sbm0sTJ04kFxcXcnNzIwcHBxoyZIhk1oDu3btLtqNQKCQzPRSVmppKXbt2JWtra2ra\n", "tCl17tyZYmJiSBAE8vT0pOXLl1NMTAw5OzuTTCaj5cuXU+fOncnb21ucojE9PV1c3759+6hLly7k\n", "6elJCoWCPD09KTIyUmVq2qSkJOrQoQPZ2dmRg4MDvf322+JMHUREq1atktRN27ZtxWUZGRkUERFB\n", "9evXpyZNmtCYMWNo3LhxJAgCyeVyWrdunZh3woQJZGdnR15eXtSlSxfJ1JFz584lDw8PatiwISkU\n", "Cvrkk0/o5s2bJe4DIs3298mTJykyMlI8Rxo1akQffPABXbhwQWV9Dx48IH19fck0qErh4eHi+ahQ\n", "KGj//v20bt068vDwIJlMRra2tpIZKK5cuUIfffQRNWjQgORyObVs2VJyvGq6vtOnT5OPj494/sjl\n", "ctq2bZtKfMrt2drakrOzM/n7+9Ovv/4qLn/48CH5+PiQsbExGRsbi8fj8OHDJcfpihUrJOvdtGkT\n", "CYJAiYmJpe6PoqKjo8nOzk7tsosXL1LHjh3JysqKAgMDqVu3btSrVy8SBIEUCgXt2rWLunbtKolt\n", "7ty54vf/+ecf8vX1JUdHRwoJCaHdu3eTvb09mZubk0KhKNPxpem5whhjjDFWFSrjnlggqoCX87XA\n", "8ePH4efnh6SkpGJnu2CMsfLSsGFD/P7776W+rvKmuH37Npo1aybOsMMYY4wxxipXZdwT8ysbjDFW\n", "xZKTk1GnTh3ujChk7dq1iIyMrOowGGOMMcZYBeIOCcYYqwKrV6/G9OnTAQCxsbHo379/FUdU9QYM\n", "GID9+/cjOzsbixcvRt++fas6JMYYY4wxVoG4Q4IxxqqAsbEx5syZA29vbxgZGaFr165VHVKVq1mz\n", "Jrp06YKAgAAMGjQINjY2VR0SY4wxxhirQLpVHQBjjL2JOnXqhHv37lV1GNXKlClTMGXKlKoOgzHG\n", "GGOMVRJ+QoIxxhhjjDHGGGOVjjskGGOMMcYYY4wxVum4Q4IxxhhjjDHGGGOVjjskGGOMMcYYY4wx\n", "Vum4Q4IxxhhjjDHGGGOVjjskGGOMMcYYY4wxVum4Q4IxxhhjjDHGGGOVjjskGGOsmho8eDBcXFwg\n", "k8nw119/lfn7H3/8Mezs7CCTyXDz5s0KiJC9yYYNG/ZKx+fr4MWLF5g2bRru3r1b1aFUqKVLl8LU\n", "1BQTJ06s6lAkxo8fj0ePHlV1GIwxxioQd0gwiaysLCgUClhbW0Mmk8HT0xMKhQJubm6oV68eWrRo\n", "gc2bN7/Uuv/77z9MmDABJ0+eLOeo32wJCQlYtmyZSvqtW7dQp04d/Pjjj2Ve57x581C3bl3cvn27\n", "PEJ8Za/7vSyZUQAAIABJREFUsfOy9Tl79mwsWbIEACAIQqn5u3btiiZNmoifV69ejUmTJqnkO3bs\n", "GMzMzFTO5QkTJpT7jWXRmJj2mDlzZpmOz9dNbm4uOnXqhDt37sDKygoA0KNHD7ETxs7ODiEhISrf\n", "O3XqFHr16oVGjRpBoVCgUaNG6NChA3777TeVvMOGDYOnpydkMhmsra3h6+uL7OzsCi+b0r179xAW\n", "FoaFCxfi6dOnZd6P9+7dw9dffw1vb28oFAooFArI5XJ8+umn2Lhxo5hv7dq1UCgU0NfXh4mJCRQK\n", "BXx8fODq6opWrVph9uzZePLkicr6XV1d0bRp02rzt4gxxlj5q/YdEgsXLoRMJqt2vfbaytDQEMnJ\n", "yfjiiy8AANu3b0dycjIuXLiAs2fPQl9fH++//z4OHjxY5nWnp6dj0qRJr+1NZXWVkJCAhIQElfS3\n", "3noLDg4OsLCwKPM6LSwsYG9vDwMDg3KI8NW97sfOq9QnEWmct379+rC3ty/1+0ZGRnBwcECtWrUk\n", "6ZMmTSr3Dgl1MTHtUZbj83UzatQopKenY+7cuWLaypUrxU6YyZMnY/fu3ZLvLF26FEFBQQgJCcGp\n", "U6eQnJyMM2fOYPTo0RgyZAh69OiB/Px8Mf/MmTOxbds2AEC/fv1w/PhxvPXWW2WKMyEhAQ4ODi9V\n", "xnnz5iE0NBS//vprmb+blZWFwMBAnDhxAnv37kVycjKSk5Oxfv16HD58GLNmzRLzdunSBcnJyahf\n", "vz4CAgKQnJyMkydP4tKlS5gyZQp++eUXeHl5ITk5WbKNiIgIhIWFoWvXri9VPsYYY9WfblUHUJL0\n", "9HSMHj0agPpfX86fP48hQ4bg2rVryM/Ph6+vL2bNmoV69epJ8tnb28PMzEzl+5GRkfjqq68qJvgi\n", "Hj58CAAvdXNYFetWd5FpZmaGAQMG4K+//sLmzZvRvHnzcls3K3+1a9fG4cOHX+q73bp1Q7du3co5\n", "olf3uh47lVWfs2fP1iifu7s7jh8/rnZZedexpjExVp08fvwYc+fOxbp161SWFXeO7N27F1988QXm\n", "z5+Pnj17SpYFBQVhy5Yt8PX1haOjo+TJpaps1yZOnAiZTIbr16+X+bu7d+/G1atXMXv2bJibm4vp\n", "jo6OmDJlCubMmaPyHXVlbdGiBfbt24cmTZqgY8eOOH36NGrXri0uHz58OOrVq4fNmzcjLCyszHEy\n", "xhir3qr1ExJjx45FUFCQ2mU3b95EUFAQvL29cf78eZw7dw6CIKBly5Yqj/0JgiD23Bf+VxmdEffv\n", "30fz5s3h5eUFLy8vNG/eHPfv36/26y5Obm4uAEAmkx46d+7cQc+ePWFvb4+GDRvCz89P8njqzz//\n", "jNDQUADAuHHjoFAo4Ovri/Pnz8Pf3x8ymQx169aVPP46bdo02Nraip+3b98ODw8PmJiYoHfv3mL6\n", "4cOH0aZNGzg6OsLR0REdO3ZU+0v6jh070LRpU7i4uMDBwQFdunSRXIQVfh96/fr1+OSTT+Dj4wMH\n", "BwdMnTq11LqJjY0VH72dM2cOevXqBT8/P5ibm6Nz5864deuWJP/ixYvx9ttvIyAgAHK5HEFBQdi5\n", "c6ckT+vWrWFlZQWZTIbTp0+jY8eOaNSoEWQyGaZMmQKFQoGkpCQcO3ZMfFx2xowZOHLkCORyOfT1\n", "9REVFSVZ59OnTxETEwNHR0d4e3vDy8sLPXv2FJ96GT16NJydnSGTybBv375KKdvJkyfRsWNHuLm5\n", "wdPTU/zFEFB/7CgUCly4cAEA8McffyAwMBB+fn6Qy+Vo06YN4uPji91Pc+bMQd26dSGTyeDt7S3+\n", "Mrhhwwa4u7vD0NAQH3zwAYCCG4zw8HD4+vqK/3788UfJRXXh42bDhg2IjIxEQEAA9PX18d5772HM\n", "mDFifRZ++uDEiRPo3r075HI5fH19IZfLMWnSJOTk5KiN+8GDB4iIiIBCoYCFhQV69uyJ9PR0cXmH\n", "Dh3E+izJxo0boVAoJE+e/fnnn1AoFACABQsWiHU8d+5cuLu7QyaTwdbWVjzvsrKyIJfLUaNGDXh4\n", "eODy5ctqt6Uuplc9z3r06CGOi7Fv3z68//77cHd3h7OzM1auXInMzExER0fDz88P9vb2+Oabb1TW\n", "kZGRgf79+8PBwQHu7u5o1KgRfvrpJ0mehw8f4quvvoJCoYCfnx98fHwQGRkpGUvgwIEDUCgUMDAw\n", "QFRUFH744QcEBQXBxsYGYWFhuHfvXqnl0fQ4OHr0KNq0aSMeh4GBgfj2228BAAMHDkStWrWgp6cH\n", "hUKBo0ePAig41h0dHWFmZobBgwdj2LBh4rGoSd2X1lYUlpaWVuz6srOzIZfLYWFhAQcHB+zduxch\n", "ISHicbBp0yZxe4MHD4aTkxPc3d3RsGFDTJkyBS9evBDXpWm70bx5c+jp6cHMzAy+vr7iORsREYE6\n", "deqgQYMG+OWXX4rdLxs2bEBeXh7atGlT6j5UGjlyJExMTFTaXCUvLy+EhIRg1qxZknO3KpXWXpQk\n", "Ly8PAHDt2jWVZe+++26ZnrowNDTElClTcP/+fcmTFUBB57pCocDKlStfOlbGGGPVGFVTJ0+eJGtr\n", "azpx4gQJgkATJ06ULI+MjCRzc3N6/vy5mHbnzh3S0dGhSZMmSfLa29uXeftJSUkEgJKSkl6uAP/T\n", "rFkzAiD517x581daZ2Wse/z48SQIAl2/fl1Mu3r1KikUCqpXrx7duHFDTE9PTycHBwdq1aoVZWZm\n", "EhHR5s2bSSaT0erVq8V8169fJ0EQaNmyZSrb8/Pzo5CQEEmav78/CYJAx44dE9PWrVtHAwYMED8f\n", "PnyYDAwMaNiwYWLa119/TaampnTlyhUxbf369aSjo0Pz588nIqK8vDz6+OOPycbGhh49eiTm27t3\n", "LwmCQEFBQXT37l2xLIIg0J49e0qtN2UZ69SpQ4cPHxbrx9fXl9zc3CgvL0/M6+7uTlu3bpVs28jI\n", "iI4fPy5Z54QJE0gQBIqIiKBnz54RUcHx//333xMRUXBwMLVq1UptPPb29hQVFSV+zsnJoWbNmpFC\n", "oaC0tDQiInr06BE1adKEwsPDVerhr7/+qpSyffHFF+L3Y2JiyNTUlB4/fqyy7aLHztWrV8nAwEAS\n", "55w5c0o957du3UqCINDmzZsl6QkJCdS3b1/x8xdffCE5tv79919ydnYW675offn7+4vHXUJCAr33\n", "3nuS5YXjnD59OnXv3p1yc3OJqGA/NG/enGJiYiTr/vPPP0kQBPLx8aHLly8TEdHNmzfJzs5O5ZyZ\n", "MGECyWQySVp8fDwJgiA5Z4lIbbuqLu358+dkbm5OPXv2lKQ/fvyYbGxsKCcnh0qiLqZXPc8SEhJI\n", "EAT68MMPxTZn6NChpKOjQx9//LG4D5T7ee/eveJ3c3JyqHHjxtSoUSN68OABERW0IzVq1KAZM2aI\n", "+f755x9yd3cXz5Pc3Fzq378/+fv704sXLyTx2NvbU7169Wjt2rVEVHBeODk5qdSZOpocBxkZGWRm\n", "ZiY5/tevX0+CIIifv/32W5LJZJSSkiJZ/8iRI2nWrFniZ03rXtO2Qnl8arIvIyMjydTUlPr27SvW\n", "YevWrWnTpk3i9uRyubhfLl26RPXr16ePP/5Ysh5N243Q0FBycHBQqfNmzZqV+re9e/fuar9buMyF\n", "98e9e/dIEARq06ZNietVxr5u3Tox7dq1a2rPPU3Fx8e/1HVOYS8Tw927d8nY2JiMjIxo8uTJdPv2\n", "7VK/Y2dnV+zfq2fPnpGOjg41atRIZdknn3xCVlZWGsfGGGOsfJTXPXFJqm2HRMuWLWnJkiVq/0jm\n", "5eWRiYkJvfvuuyrf8/T0JE9PT0laVXVIpKWlkbW1tUqngaWlJe3evZuSkpJe+t/u3bvJ0tJSZd3W\n", "1tbixeOrUHZIeHh4kFwuJ2dnZ5LJZNSkSRM6evSoJO+4ceNUOg6IiEJCQsjJyUn8rNyX6jokJk+e\n", "THp6epSenk5EBTdccrmcDAwMaPTo0WK+iIgI2r17t/j57bffJktLS0nHVGZmJpmYmFDv3r2JiCg/\n", "P5/s7OxULnJu3bpFgiDQ5MmTxTTlhebs2bPFtPz8fDI2NqYxY8aUWm/KMn722WeSdOUFelxcnJh2\n", "8eJFle83bdqUoqOjJWnKfXHo0CExLT09Xayrli1batwhobw53bJliyTfli1bqHv37uJnZT0UvoGu\n", "yLIV7qg4fPgwCYJAu3btUtl20WPn119/JUEQJBfCz58/l+xTdV68eEH169ensLAwSXpgYKDY2UJU\n", "cBwqb3iVhg8fTh4eHpI0ZX1Nnz5dEocyLnX1effuXcnNExHRTz/9REZGRmrXPXXqVEn6Dz/8oHLT\n", "p6zPwl61Q4KIqH///lSjRg3KyMiQxPrVV1+p5C1KXUyvep4py7Rx40YxLSkpiQRBoEGDBknympiY\n", "0NixY8XPcXFxKjeERES9e/cmU1NTcX8/e/aMbt26Jclz/vx5EgRBpQ20s7Mjb29vSVp0dDTVr1+/\n", "1LJochwcPXqUBEGgv//+W5KvcF3dvXuXdHV1Je1lXl4e2dvb0/3798U0Teu+rG2FJvuyV69eJAiC\n", "2HFBRHT//n16+vSpuL2inYSzZ88mQRBo3759Ypqm7ca6detIEATauXOnmHb+/Hny8fGh0gQHB1OT\n", "Jk3ULlPXIXHkyBGx47gkCxYsIEEQKDY2Vkwra2eAXC6X/LO1tSV9fX2V9KL7riQv2ymyfft2qlev\n", "HgmCQDKZjPz8/GjixImSHzMKK6lDgoiobt26ZGxsrJI+ZMgQEgRBpT1mjDFWsSqjQ6JavrKxZs0a\n", "PH36VPJYfmEpKSl4+vQpnJycVJY5OjriwoUL4qsFSiNHjkTz5s3h5uaGli1bYtGiRVX23mZaWhpC\n", "QkLg5+f30v9CQkKQlpZW4bEqB7W8fPkyMjMzERYWhubNm2PBggVinsTERNSoUQO+vr6S7zZq1Agp\n", "KSkqj/OrEx4ejry8PGzduhVAweOy3bt3R6tWrcSRunNzc3Hw4EEEBwcDADIzM3HgwAH4+/tDX19f\n", "XJehoSEcHR2xZ88eAMClS5dw8+ZNBAYGSrZpY2MDU1NTMV9hbm5u4v8FQYC5uXmZpn3z9vaWfA4I\n", "CAAA/PPPP5L0qKgo8TFthUKBM2fOICUlRe06GzVqJP6/Vq1aKgMSauKPP/4AADRu3FiS3qlTJ6xa\n", "tUqjdVRE2QrXt6WlJQBoVN9NmzaFsbExmjVrhpkzZ+Ly5cvQ19fHmDFjSvyeTCZDr169sG3bNnE7\n", "Fy9exOPHjyV1Y2JigilTpqBp06biKPLLli3TaB/p6+urjGdTWM2aNbFw4UK0aNFCXPe0adOQlZWl\n", "9lF/Teu9IkRFRSErK0vyiHtCQgI+/fTTV1rvq55nrq6u4v+V4wQVTgMAc3NzpKamip8TExMBFLy3\n", "XlijRo3w5MkT8XWHGjVq4J9//kHbtm3h5eUFhUIhvspz9erVEssCFIzpo0lZNDkO3N3dUb9+fXTu\n", "3Bnjxo3D6dOnARQMqqhUt25ddOzYEcuXLxf/tiUmJkKhUEjex1cXr7q6L2tboem+tLCwQN26dcXP\n", "tWvXhpGRkbi9ojOyNG3aVBJPcdtU126EhYXBwsICcXFxYlp8fLxGx+29e/fKPLhkZSn6+umkSZNQ\n", "r149lfROnTpVeCwdOnTAjRs3sH79evTo0QP//vsvJkyYABcXF3z33XdlXh8RqR0zzNDQEEDBjEuM\n", "Mca0S7Ub1DIzMxPDhw8v8d3OBw8eAABMTU1VlpmamiI/Px+PHj0SL3osLS3h6uqKqVOnQhAEbNy4\n", "EZ988gkOHDiA5cuXV0xB8P8j6xe+GAYKbixKesddU1FRUTh16pQk7WVnVdCEgYEBRo0ahfXr12PQ\n", "oEHo1q0batasibS0NOTm5qp0SDx9+hRWVlZIS0tDgwYNSlx3o0aN4OTkhE2bNqFHjx7YuHEjFi9e\n", "DFNTU/Tr1w9XrlxBSkoKAgMDxXde09PTQUQ4cuSI+P67Unp6uphP2XGzceNGHDp0SJLPxMREfA+2\n", "MCMjI8lnmUwmeY85NDQUd+7cET8vXbpUUv6ix6ZywC/l1GWpqakIDAxEUFAQ9u3bB2NjYwBAq1at\n", "8Pz5c7V1VDSml5GWlibeLLysiiib8mIT+P93mgvXd3FsbGxw7NgxzJw5E9988w1GjBgBhUKBqVOn\n", "okOHDiV+t3fv3pg+fTqWLVuG4cOHIy4uDn369BGXE5E4DsCOHTvEUewnTpxY7Kw/JiYmpcas1KdP\n", "H+zYsQO7d++Gj48PAGDZsmWIiopSW0+l1XtF8vX1hZeXF+Lj49G3b1+cPXsWubm5Kp0kZVXaeVaW\n", "7ytvYoquUxAEyTqV7UHHjh0l+bKysmBlZYXHjx8DAJYsWYK+fftixYoViIiIAADcuHEDDg4OKvtH\n", "EAS1ZSk8m0JxNDkOjIyMcOTIEcycORMLFy7ElClT4OLigrFjx6JHjx7iuiIjI/Hhhx8iMTER7du3\n", "R1xcXLHjGZRW92VtKzTdl8WdI8VtT/n3TPl3v7DS2g09PT1069YNS5YsQUZGBoyMjLBmzRokJSWV\n", "Wh5dXd0y/WhhZ2cHoPSOVOVyR0dHjdddmqr6cUVJV1cX4eHhCA8PR35+Pnbs2IHo6Gh8/fXXCA0N\n", "hYuLi0brefbsGR4+fAgPDw+VZcoyvsqYF4wxxqqnatchMW3aNAQFBaFZs2bltk7lL15K7733HqKj\n", "oxEbG4svv/xS5ReZ8rRx40a899574qBPDg4O2LBhA+rUqfPK6965c6fadVc0JycnHD9+HJcuXUJA\n", "QAAsLS3x6NEjlem6yqpz585YtGgR/v33Xzx69AhOTk6oUaMGoqOjsWHDBly7dg3h4eFifjMzM8hk\n", "MgQHB6ud311J+ctZ9+7dVQbLelm///57icuL/oqjnAmlfv36AICtW7ciLS0No0ePFm/YgeJ/HSov\n", "lpaWICI8evTopY/B6lY2V1dXLFmyBD/++CM2b96MCRMmICwsDGfOnFH5tbwwR0dHtGzZEnFxcRgy\n", "ZAjWrFkjmXniypUrOHDgAGJjYyVT6pXHxX9WVhZWr16N6Oho8Sa0tHWXVu8VLTIyEkOGDMH58+c1\n", "/pW5OlK2B/v27SuxAyk+Ph6NGjUSOyOA8r/xK8txYG1tjTlz5iA2NhaJiYmYMmUKevbsiXr16qF1\n", "69YACgYSVD4R4O/vj6NHj2LNmjUvFVt5tBXqFFeHxW1PeZyre8pDE1FRUZg3bx5WrVqFBg0aICAg\n", "QKNOeysrKzx69Ejj7dSpUweNGzdGUlIScnNzoaenpzbfwYMHYWRkJBnA+VUJglChfzeKk5qaisOH\n", "D0v+LstkMrzzzjv45ptv0KNHD5w8eVLjDokdO3YgPz8f7777rsqyZ8+eQRCEl3oykDHGWPVWrbqa\n", "r127hgULFmDGjBkqywpfxCgvKDMyMlTyZWRkQEdHp9RfdZSPgaobLbywQYMGISwsTPKvpKc3iqpT\n", "pw7+/vtvnD59GqdPn8bff/9dbhd3Fbnukty6dQuCIMDa2hpAwSOb6enpuHHjhiTflStX0L17d/EX\n", "K+UFmnJfnj9/XjIbRnh4OJ4+fYqBAweKU3tZW1ujcePG+O233/DHH39IfvWuUaMGgoKCcOLECZWL\n", "3I0bN4q/Yru6usLe3l7tNIeLFi1SGV2/PBR9cuXIkSMAIE6Vqvzls+hFZNGnaTShp6cnlj8zMxOb\n", "N28uNq+y/opOB/r7779LbrxKUpllUyru2NmzZw+WLl0KoOAJno8++ggrV65EXl4ezp07V+p6e/fu\n", "jcuXL2P48OFo0qSJpN0oqRyvevGfl5eH/Pz8MtVRafVeHgr/Knzjxg3J6yA9evSArq4uFi1ahHXr\n", "1ml8vFQ3ynOgaHvw33//4f333xefkHj+/Hm5HsPqaHocnD59WpwtREdHBx07dhRfbyt8XOjp6SEi\n", "IgKbN2/GvHnz0LVr15f+Rbk82gp1ijt3lNsr+hSb8nNpTzwVR6FQwNvbG3FxcWV6zcjW1rbM+3v6\n", "9Ol48uSJ5BWRwk6dOoU9e/ZgxIgRap/wfFm9evUq9jWyinTx4kVER0er7WRSHneadiQ9ffoUY8aM\n", "Qd26dTF48GCV5ampqbC3t5e8nskYY6x8/fLLLyr3vYMGDarw7VarDondu3fDyMgIoaGh4rRzyun+\n", "lFPRdevWDc7OzjAxMVH7BzglJQVubm7iDUx2drbajgsdHR0AKPWR2u+++w6bN2+W/OvWrVuZy2Zh\n", "YVFhr1JU5LqLXmgkJCTg0KFDCA8Ph42NDYCCThsnJyf0798fz549A1Awh/uXX34JGxsbsa7r1q0L\n", "Q0NDcUyJSZMmYcuWLeK6W7RoAUtLS2zcuFHyi0t4eDiOHDkCT09P1KhRQxLPt99+i9TUVMmc7hcv\n", "XkRMTAz8/PwAFFwAf//999i/fz8SEhLEfIcOHcL48ePVPiFTtNxUMACsZpUGYM+ePeKFfHp6OiZO\n", "nAg3Nzdxbvr27dvDwMAAsbGx4isjy5cvx+XLl8v8K6yjoyP+/fdfAMD+/fsRExNTbNwRERFo1qwZ\n", "xo0bJz66fv/+fYwaNQpt27ZVWbe6WCqrbIXzqjt2Nm/ejFu3bmHatGmS12f27NkDU1NTjZ58+uCD\n", "D2Bqaoo5c+aojFnj7u4OFxcXLFmyRHxc/MyZM1i9erVGMZe03MTEBMHBwVizZo34hNOtW7fEsVnU\n", "rWfZsmXi9Jo3b97E7NmzERISIo6pUhp16yya5uDgINbxggULsGTJEnFZ7dq1ERoainnz5qFZs2bl\n", "8kvlq55nmpSpuHNg2LBh4n7NysrCV199BV1dXbFcyqdslDf+WVlZmDJlSrnEraTpcfDw4UPMmjUL\n", "58+fF7+7Z88e6Onpqex/5aseU6ZMKfHmW9N6etm2org6Ka6elNsbP368uL0rV65g9uzZ+Pjjj1XG\n", "ANK0XEBBnSinR9a0Y+Pdd99Famqq2EGlybaCg4OxaNEiDB06FMuWLZO8Drh//36EhYUhKioKo0eP\n", "1jj2ylbWGO7evYthw4YhOztbTLt06RImTZoEX19ftVO3F94GEWHfvn0ICgpCVlYWtm/frvZ65syZ\n", "M+X6VAljjDFV3bp1U7nvfZnxgMrs1cfFrFjK6f5edtrP+Ph4ateuncp6x4wZozLqfWGVMaJodZSZ\n", "mUlyuZysrKxIJpOJs2z4+PiQnZ0d+fr60rRp0yT1TlQwwntUVBQ1aNCAfHx8yNfXl7799luV9S9a\n", "tIjs7e3J29ub2rVrRw8fPpQs79OnD9na2krSLly4QIIg0NKlS9XGfOzYMWrfvj3Z2NiQn58fBQUF\n", "qYzUTkS0c+dOCgwMJDs7O/Lz86M2bdrQgQMHxOVTp04VZxNxdnam7777jq5fv04+Pj5kYGBA5ubm\n", "1KJFixLrTzlS+U8//URffPEF+fn5kbm5OXXu3FllxP7t27eTr68v2djYUHBwMH399dcUEBBAxsbG\n", "pFAo6PHjxxQeHi7uC7lcTv369VPZ5qVLl6hx48bk7u5O3t7etG3bNjp8+LA4S4m5uTkpFApxesYn\n", "T55QTEwM2dvbk5eXF/n6+krqdvTo0ZJ6GDlyZIWXTaFQ0P79+2ndunXk4eFBMpmMbG1tJbM4qDt2\n", "rl27Rl9++SU1atSI5HI5eXl5Ufv27SUzkpQmOjqa7Ozs1C67ePEidezYkaysrCgwMJC6desmzhSg\n", "UCho165dKsdNQECAZB3F1Wdqaip17dqVrK2tqWnTptS5c2eKiYkhQRDI09OTli9fTjExMeJ3ly9f\n", "Tp07dyZvb29xGk7lTCtERO3atZPU57p166hr165ka2srnss//PADbdiwgeRyOclkMrKysqK2bduK\n", "69i8eTM5OTmRj48PtWjRgq5evSopy6ZNm0gQBEpMTNSobgvHJJfLad26da98nkVHR4tl8vT0pFWr\n", "VtGqVaskx83gwYPp4sWLknU2bdpUXMeTJ09o0KBB4jkgl8tp1KhRknYtJyeHRowYQba2tuTt7U0h\n", "ISHijA92dnb01Vdf0enTpyXbaN26NRH9/xSFynIXnvmhqJKOAw8PD1qxYgWlpaXRsGHDyMfHhxQK\n", "Bfn4+FBgYCBt375d7ToVCoXaKaDLWveltRVlWV/jxo3J3NycDAwMSC6Xq50JR7k9BwcHcnNzIxcX\n", "F5oyZYpkmtWythtERA8ePCB9fX0aNWpUsfuhqOzsbDIzM6P4+HhJekREhFhmW1tbcZ8XduLECYqI\n", "iBD/fnp4eFCHDh3U/l0aOnSoGLuVlRUpFArKysoqMbais2kU90+TWTaOHj1K9vb2ZGNjQzKZjGrV\n", "qkX29vZiO1WS9PR0mjNnDr3zzjtiWV1cXMjd3Z2GDh0qmT1mzZo14t8kExMTksvl5O3tTc7OztSy\n", "ZUuaPXs2PXnyRO12Ll26RDKZrEztOmOMsfLxRk/7qaS8CZowYYIk/caNG2RpaUnDhw8nooI54rt3\n", "704uLi6SP2rx8fGkq6sruRA4ePAg1apVi0JDQ4vd7pvaIcFeTUlTm77utLlsTDP//vsvNWjQoKrD\n", "YKX47LPPaMmSJVUdRrXi6upKly9fLtN35s+fT05OTpSdnV1BUTFNdO3atdTpVBljjFWMN3baT6Dg\n", "UXAHBwcEBQVBEAR89913cHBwEN8Xt7W1xb59+3Dq1Cm4u7vD09MT+fn52Lt3r2QgvdDQUEyaNAlT\n", "p06Ft7c3XF1d0bt3bwwePLhSBoBkjDFtsXbtWkRGRlZ1GKwEOTk5SExMRNeuXas6lGojOTkZderU\n", "gbOzc5m+169fP3zwwQfo1KkTcnJyKig6VpLRo0fj4cOHktfHGGOMaZdqN8uGkpmZmfhObXHc3d2x\n", "bdu2EvPUrl0bI0eOxMiRI8szPMZKRNXgXeCKos1lY6oGDBiALl26ICAgAIsXL0ZiYmJVh8SKuHXr\n", "Fvr164etW7di2bJl6Nixo6Rj/k20evVqXL9+HSNGjEBsbCz69+//UuuZMWMGEhMT8ezZMx5QsQrI\n", "5XK0TIxkAAAgAElEQVRMmTKlSmYRYYwxVjmq7RMSjL1uYmNjERoaCkEQMG7cOK36JVmby8ZKVrNm\n", "TbFDYtCgQeJgtqz60NfXx8mTJ+Hh4YFffvlFHHzzTWZsbIw5c+bA29sbRkZGr/TESLt27WBmZlaO\n", "0TFNffTRR9wZwRhjWk4g/rlTrePHj8PPzw9JSUnw9fWt6nAYY4wxxhhjjLFKUxn3xPyEBGOMMcYY\n", "Y4wxxiodd0gwxhhjjDHGGGOs0nGHBGOMMcYYY4wxxiodd0gwxhhjjDHGGGOs0nGHBGOMMcYYY4wx\n", "xiodd0gwxhhjjDHGGGOs0nGHBGOMMcYYY4wxxiodd0gwxhhjjDHGGGOs0nGHBCvWL7/8UtUhVKk3\n", "vfwA1wGX/80uP8B1wOV/s8sPcB1w+d/s8gNcB1z+N7v8lYE7JFix3vQT8E0vP8B1wOV/s8sPcB1w\n", "+d/s8gNcB1z+N7v8ANcBl//NLn9l4A4JxhhjjDHGGGOMVTrukGCMMcYYY4wxxlil4w4JxhhjjDHG\n", "GGOMVTrdqg6gujt//nxVh1BlHj9+jOPHj1d1GFXmTS8/wHXA5X+zyw9wHXD53+zyA1wHXP43u/wA\n", "1wGX/80uf2XcCwtERBW+lddQamoqWrdujQsXLlR1KIwxxhhjjDHGWKVzc3PDnj17YG1tXSHr5w6J\n", "EqSmpiI1NbWqw2CMMcYYY4wxxiqdtbV1hXVGANwhwRhjjDHGGGOMsSrAg1oyxhhjjDHGGGOs0nGH\n", "BGOMMcYYY4wxxiodd0gwxhhjjDHGGGOs0nGHBHtjPX78GBEREZDJZLh582ZVh1PtERGaN2/O9aXF\n", "Fi5cCJlMhokTJ1Z1KFXiTS8/Kx23g4yx11lFXfuePXsWenp6aNWqVbmtsyJoWv6DBw/CxcWl2pen\n", "rKrrvQ93SBSSnZ2NESNGwM3NDT4+PggICMCWLVuqOqxKdeLECXTu3BkeHh7w9vaGt7c3Zs6ciRcv\n", "XlR1aOUqMTER/v7+OHPmDARBKDZfdnY2Jk+eDH9/f/j6+sLe3h7BwcHYtWtXJUZb/lJSUjBixAh4\n", "e3vDy8sL7u7ueOedd3DgwIFiv7NixQocOnSoxPp6ndy8eROjRo1C48aN4efnB09PT8jlcsydO1eS\n", "b8eOHfjwww/h5uYGb29veHp6IiYmBg8ePKiiyCtGeno6Ro8eDQBq9/H58+fxzjvvwN3dHQ0bNkS3\n", "bt1w586dyg6zwpRW/sWLF8PPz088Btq2bYu//vqrssMsV9evX4exsTEUCoXKv7///luSV1vbQqDg\n", "HG/Tpg38/f3h6uoKT09P8VgoStvawcjISNjZ2ansfy8vL8hkMmzcuBGAdreDml73aGsbqGn5tbEN\n", "BIBDhw6hQ4cOcHJygpOTE1q0aFFsu/a6t4OaXvu+zLE+cOBAvHjxolq3jZqUPycnByNHjkSfPn2Q\n", "lpZWbL7Hjx/j+++/R7NmzeDp6QlPT080adIEy5cvr8givBJNyl/Wtj4uLg4+Pj7w8fGBp6cnvv32\n", "W7zUfBnERB9++CF5eHjQw4cPiYhoy5YtpKurS1u3bq3iyCrHjRs3qFatWhQREUG5ublERHTkyBEy\n", "NDSkwYMHV3F05Ss4OJjOnDlD48ePJ0EQ6MaNGyp5cnJyKDg4mD755BPKzMwkIqKMjAzy8/OjqVOn\n", "VnbI5ap9+/bk5+dHqampRESUm5tL/fr1I5lMRps2bVLJn5GRQTY2NhQWFlZsfb1u4uPjydjYmA4d\n", "OiSmbdq0iXR0dMT9m5qaSoIg0NixYyk/P5+IiK5fv07Ozs7k4OBAGRkZVRJ7Rfjyyy8pPDycBEGg\n", "iRMnSpbduHGDLCwsaPjw4URElJeXR926dSNnZ2etqYOSyv/999+TTCajLVu2EBFRfn4+DR06lAwM\n", "DOjYsWNVEW65uHbtGgUHB5eaT5vbwsWLF5OtrS2dPXtWTJs6dSq5uLio5NXGdjAyMpKWLVumkr5u\n", "3TqytLSk58+fa3U7qOl1j7a2gZqWX1vbwAMHDpCenp64X4mIvvvuO9LV1aXExERJXm1oBzW59n2Z\n", "Y/3XX38lX19fsrW1pVatWlVoGV6FJuXfvHkz9e/fnzIzM8nOzq7Y8kybNo1MTU3p6NGjYtqKFStI\n", "EAQaMmRIhZXhVZRW/rK29fPmzSNDQ0OxDUhJSaG6devSsGHDyhwbd0j8z969e0kQBFq7dq0kvUOH\n", "DuTk5FRFUVWu+fPnkyAIlJycLEkPCwujunXrVlFUFUN5opXUKM2aNYssLCwoKytLkn7u3Dm6cOFC\n", "pcRZUTp06EAbN26UpGVlZZGenh69/fbbKvmHDh1Kffv2pQkTJmjNhfiOHTto0qRJKuk+Pj7k6+tL\n", "RAWNs4WFhUqexYsXkyAIFBcXV+FxVoaTJ0+StbU1nThxQu0NeWRkJJmbm9Pz58/FtDt37pCOjo7a\n", "OnzdlFb+xo0bk4+PjyTt0aNHJAgCjRgxojJDLVeadkhoa1t469YtMjQ0VPm7n5mZSX/88YdKfm1s\n", "B//55x9KSUlRSW/bti19/fXXRKTd7aCm1z3a2gZqWn5tbQNbtmxJZmZmkv1KROTq6kpeXl6SNG1o\n", "BzW59i3rsZ6ZmUkODg508ODBEm/gqwNNyv/ixQvx/yWVZ/r06TRo0CCV9BYtWpCBgQFlZ2eXU9Tl\n", "p7Tyl6Wtz8jIIFNTU4qOjpbknT59Ounq6qr9u1ISfmXjf9auXQsACAkJkaS3bt0aKSkpOHbsWFWE\n", "Val0dHQAALm5uZL0nJwc6OnpVUVIFUaTR8oWLFiANm3a4K233pKkKx9he51t2bIFnTt3lqS99dZb\n", "MDMzw+PHjyXply5dwrJly/DNN9+83GNY1VT79u0xduxYlfSMjAzUqVMHAGBlZYW7d++q5Klfvz4A\n", "qNTV62rgwIGYPHkyatasqbLsxYsX+O2339CiRQvo6+uL6dbW1nBzc8OaNWsqM9QKUVL5AUBXV1dt\n", "u6hcpu20tS1cvnw5nj9/jtDQUEm6oaEh2rVrJ0nT1nawadOmcHBwkKRdvXoVe/bswRdffAFAu9tB\n", "Ta57tLkN1PS6T1vbwCNHjsDZ2VmyXwHAy8sLZ86cwdWrV8U0bWgHS7v2fZljffr06WjRogWaNWtW\n", "7vGWN02u/WUyzW6Nhw4dilmzZqmk169fH7m5ucjMzCxzfBWttPKXpa3fsWMHnjx5ova+WXkclQV3\n", "SPzPiRMnULNmTZibm0vSnZycAACnTp2qirAqVffu3eHp6YkJEybgv//+AwD8/vvv2Lt3LyZPnlzF\n", "0VWu+/fv48qVK7CxscGMGTPQuHFjNGzYEG3btsX27durOrxXpu4C4tGjR0hLS0Pr1q0l6YMGDcLo\n", "0aNhYWFRWeFViSdPnmDUqFHIysrC9OnTxXR1dXXx4kUA0IrBjtasWYOnT5+id+/eapenpKTg6dOn\n", "YltYmKOjIy5cuKByofo6Ka38ADBmzBhcu3YNixcvBhEhOzsbI0eOhK2tLaKjoysx2vJ379499OrV\n", "C02bNoWrqys6d+6M3bt3i8u1uS08cOAAateujaSkJLRr104cR2bChAl4/vy5JO+b0g4CBWMFhISE\n", "SM55bW0HNbnu0eY2UNPrPm1tAwVBUDtGmrKj5sKFCwC0ux0srKzH+o0bN/DTTz9h5syZlRlmtSCT\n", "ydR2Xly8eBHe3t4wMzOrgqhenaZt/YkTJwBA5Vh52ftm7pD4nwcPHsDU1FQlXZmmDQM3lcbY2Bh7\n", "9uyBjo4OLC0tYW1tjV69emHBggWIjIys6vAqlXLk2YULF+L69evYv38/zpw5gxYtWqBTp05YvXp1\n", "FUdY/hYsWIDatWtj5MiRYtqWLVtw8+ZN9O/fvwojq3geHh4wNzfH1q1b8dtvv8HHx6fYvLm5uVi8\n", "eDE++eQTyOXySoyy/GVmZmL48OEqA3kWpmz7imsf8/Pz8ejRowqLsSJpUn4A6NixI9avX4+pU6fC\n", "0tISFhYWuHTpEhITE2FtbV1J0ZY/HR0d5Ofno2/fvjh06BBOnz4NuVyOdu3aYenSpQC0uy28efMm\n", "/vvvP3zxxReYP38+zp49i59++gnz5s1DeHi4mO9NaQeBgvYtISEB/fr1KzWfNrSDmlz3aHMbqOl1\n", "n7a2gU2aNMGlS5fw9OlTMY2IcPLkSQAFT0wC2t0OFlbWY33w4MGIiYl5rY+B8nTw4EGcPn0asbGx\n", "VR1KuSmurS/uWHnZ+2bukGCiy5cvw9/fHwYGBkhLS0Nqaiq2bduGkSNH4vPPP6/q8CpVdnY2gIKe\n", "wjlz5sDAwAB6enoYP3487Ozsih2B/XV1/PhxxMbGYs2aNeLrCs+fP8eQIUPw/fffa/wI2+vq3Llz\n", "yMrKQkxMDFq3bl3iH5PRo0ejRo0amD9/fiVGWDGmTZuGoKCg1+JRy4qgafnnz5+Pzp07Y+rUqUhL\n", "S8N///2HTp06ISAgAH/88UclRVv+GjRogAsXLqBFixYAAAMDA0ycOBH+/v74+uuvkZOTo9VtYXZ2\n", "Np4/f47Ro0fD2dkZANCsWTP0798ff/zxBw4cOPBGtYMAsGHDBujp6SEsLKzEfNrSDr7p1z2all9b\n", "28CJEyciJycHgwYNQlZWFvLy8jB9+nRxRgnl6xna3A6+rN27d+PUqVP4+uuvqzqUaiE9PR2ffvop\n", "pk6dqvIaw+usstp67f/rqiFLS0uxJ7QwZVrt2rUrO6RKN2bMGNy+fRuLFy8W36Vu3Lgxhg8fjsWL\n", "F2Pnzp1VHGHlMTExAQC4uLhI3hcUBAHe3t64du3aa/uLSFHnz5/He++9h5UrV6Jly5Zi+qxZs+Dp\n", "6am2YdWmd6iVdHV1ERUVhZ49e2LkyJFISUlRyRMbG4tdu3YhMTERRkZGVRBl+bl27RoWLFiAGTNm\n", "qCwrvH8tLS0BoNj2UUdHR+VVt9eBpuVPT0/H4MGDERoaioiICAiCAF1dXYwYMQKOjo4lvurxumrS\n", "pAn+++8/nD17Vvy1QxvbQmU7X/QXfuXnw4cPv3Ht4MKFC/HZZ5+V2PmiTe2gJtc9yus/bWsDgdLL\n", "v2vXLq1uA4OCgrB3717cv38fXl5eaNKkCZ49e4bx48cDAGxtbQG8OdeEmv69z8vLw8CBAzFr1iyt\n", "G2PuZTx58gShoaHo0qULRowYUdXhlJuS2vrijpWXvW9+fUeiKWcKhQKHDh1Cenq65L0f5U1JSY9w\n", "a4tTp06hdu3aqFWrliTd1dUVAHDy5Em0bdu2KkKrdC4uLtDV1UV+fr7KMuW7heqWvW5OnDiB9957\n", "D3FxcSoX3H/++Sf+/fdfKBQKMU052M0777wDfX19DBs2DN26davUmMtLdnY29PX1VS68fXx88OLF\n", "CyQnJ8PR0VFM/+abb7Blyxb8+eefxQ5++DrZvXs3jIyMJAP6KQcpW7BgATZu3Ag3NzesWrUKJiYm\n", "ajtoUlJS4Obm9lpekGha/piYGOTk5KgdtMzV1RUnT55EWlqa+Mf5dZKRkQF9fX2VQdoKt3Fubm7i\n", "qx1Fve5toYeHB06ePKkSf+FyaXs7WNjly5dx4MABrFy5stg82tYOanLdExISopVtIFB6+U+cOAET\n", "ExOtbQOBgqeiNm/eLEkbNmwYTE1N4e3tDeDNuSZ0cnLS6Fg/e/Ys0tPTMX78eLHzBgBSU1Px8OFD\n", "sb3cv38/jI2NKy3+qpCeno4OHTogPDxc8srz6660tl65j1NSUiT3yC9738xPSPxPly5dAAC7du2S\n", "pO/evRtOTk7w8/OrirAqlZWVFdLS0vDs2TNJ+vXr18Xlb4oaNWqgbdu2uHz5MrKysiTLzpw5AwcH\n", "h9f2j6/S4cOHER4ejpUrV0o6I/z9/QEAO3fuxPnz55GcnCz+U466vn37diQnJ7/WF+EdOnQQZ9cp\n", "THm8F96/o0ePRmJiInbt2iU2zFu3bsWkSZMqJdaK0KdPH1y/fl2yf7dt2wYA6NevH5KTk/HLL79A\n", "JpPh/fffx4EDB8QbdqDgwuPChQti2/m60bT8yleYlMdFYdevX4ehoeFre2M2cOBAzJkzRyX92LFj\n", "MDIygqenpzjjhDa2hcpxIpTviyudOXMGQMGTItreDha2aNEivPvuu8W+D66N7aAm1z3a2gYCmpVf\n", "ee2njW3grVu3VGbRIyL8/vvv6NWrl9jR9CZcEwIFnSuaHOuenp64c+eOpF1MTk5GvXr1EBAQIH7W\n", "9s6IBw8eoHXr1oiIiJB0Rnz++ec4fvx4FUb2ajRp6zt27AgTExO19806Ojr44IMPyrbRMk0SquU+\n", "+ugj8vDwoLS0NCIi2rp1K+nq6tLWrVurOLLKsXHjRpLJZPTZZ59Rbm4uERFdvXqVHBwcyNHRkZ49\n", "e1bFEZY/5Vy8169fV1l24sQJMjIyoiFDhohp8+bNI5lMpjJv/evmr7/+IhMTExo4cCCtWLFC8k8Q\n", "hGK/V1J9vW6Cg4PJ29tbUpa9e/eSsbExNW3aVJyv+auvviJzc3NatGiRpJ769u1LkZGRVRV+hbh2\n", "7RoJgkATJkyQpN+4cYMsLS1p+PDhRESUm5tL3bt3JxcXF3ry5ElVhFohiiv/+++/T3p6epSYmCim\n", "xcXFkSAINHTo0MoOs9xERkZSgwYN6NKlS2La/PnzSRAEmjlzppimrW1hfn4+BQUFkYeHB929e5eI\n", "iC5dukTW1tbUqVOnYr+nTe2g0vPnz6l27dq0a9cutcu1tR3U9LpHW9tATcuvrW3gihUryNbWllJT\n", "U4moYL8OHz6cPD096b///pPk1aZ2sKQ27FWOdTs7OwoODq6QmMuTpm14SeW5ffs2ubu7U9u2bWnl\n", "ypWSdtHd3Z3++uuvigi9XJRU/rK09T/++CPVqFGDkpKSiIgoJSWFrKysaNiwYWWOiTskCsnOzqYR\n", "I0ZQw4YNydvbm/z9/WnLli1VHVal2rt3L3Xo0IEaNmxIXl5e5OHhQYMGDaL79+9XdWjlavjw4WRv\n", "b0+1atUimUxGNjY2ZG9vL55USkePHqU2bdqQnZ0dOTk5UVBQEG3fvr2Koi4/vr6+JJPJSBAElX8y\n", "mUwl/6JFi1Tqy8HBgR4/flwF0ZePgwcP0meffUaenp7k7e1NTk5O5O7uTqNGjRL/6J48eVKsE3X1\n", "FBUVVcWlKB+PHj0ie3t7srGxIZlMRrVq1SJ7e3tasmSJmOfcuXPUsWNHcnNzI1dXV/r444/p9u3b\n", "VRh1+Smt/NnZ2TRr1iySy+Xk6elJnp6e1KRJE4qPjxc7rl5Hp0+fpkGDBpG3tzf5+PiQnZ0dNWvW\n", "jH7++WeVvNraFmZkZNDAgQPJzs6O3N3dydXVlcaPH085OTkqebWxHVT6+eefydXVVe0ybW8HNb3u\n", "0dY2UJPya2sbePz4cWrfvj3Z2tqSj48PyeVyGjJkSLHn9OveDmp67VvWY719+/Zkb29Penp6ZGho\n", "SPb29tSnT5+KLk6ZaVp+Z2dnsre3J11dXbE8rVq1kuSJiYkpsV2sjh0SpZX/Zdr6uLg48vLyIm9v\n", "b3J3d5f8mFEWApEWjsrEGGOMMcYYY4yxao3HkGCMMcYYY4wxxlil4w4JxhhjjDHGGGOMVTrukGCM\n", "McYYY4wxxlil4w4JxhhjjDHGGGOMVTrukGCMMcYYY4wxxlil4w4JxhhjjDHGGGOMVTrukGCMMcYY\n", "Y4wxxlil4w4JxhhjjDHGGGOMVTrukGCMMcYYY4wxxlil4w4JxhhjjDHGGGOMVTrukGCMMcYqUMOG\n", "DVGnTh3IZDIYGBjA2toaEyZMqOqwqoWGDRvCwsICMpkMEydOrOpwyl1UVBSsra0hk8nQqlWrqg6H\n", "McYYq3a4Q4IxxhirQBcvXsTRo0cBAC1atEBqauord0hERkZCJpPh5s2b5RBh1bl48SLWr18PABAE\n", "oYqjKX/x8fFITU0FoJ3lY4wxxl4Vd0gwxhhjFYyIyn2d2nKDWxF1wxhjjLHXA3dIMMYYY68hIuKb\n", "ecYYY4y91rhDgjHGGKsin332mWSMgaSkJLRu3RpWVlZo0KAB+vbtiydPnoj5L168CGtra6xduxYA\n", "EBAQAGtra1hbW2PlypViPiLCwoUL4efnB3Nzc5ibm6Nx48ZYvHhxids/fvw42rZti/r160Mmk6F2\n", "7drich0dHVhbW2P+/Pni9+3t7WFqagpDQ0O0bt0aAJCamoqxY8ciICAANjY2MDMzg4eHB6ZOnYrc\n", "3NxXqq9du3bB2toahoaGkMlkOHv2LAYMGABnZ2fUrFkTQUFBOHLkiOQ7wcHBasepiI+Ph7W1NXR0\n", "dODg4CCmZ2ZmwtraGrVq1YJMJkNCQgJmz54NT09PGBsbw8/PD7///jsAYOnSpZDL5ahZsybkcrmY\n", "XpwjR46gdevWaNCgAWrWrIl33nkHp0+fVpt33bp1CAwMFPefj48PZsyYgby8PDHPpEmTJGW4du0a\n", "3n//fdja2kImk0Em48s8xhhj1RwxxhhjrEJdu3aNBEGgVq1aqV0uCAI5OTlR165dKS0tjYiItmzZ\n", "Qjo6OvTxxx+r5O/VqxcJgkA3btxQu76ePXuSvr4+rVq1il68eEE5OTm0YMECkslk9Pnnnxe7/dDQ\n", "UPr333+JiGjevHnk4OBARESNGzcmPT09un37tsp3w8LCKDY2Vvz866+/kq6uLq1cuVJM27p1KxkZ\n", "GVHXrl1Vvv/nn3+SIAg0ceJEtWVRJzIykgRBoJCQEPrrr7+IiCg1NZW8vb3JxMSEHjx4IMm/d+/e\n", "Yrdhb28vlrOwhIQEEgSB/Pz8aOXKlZSfn09paWnk6+tLurq6NHToUJo5cybl5uZSZmYmdezYkfT0\n", "9Oj69esq6xIEgezt7SkkJISuXbtGREQpKSkkl8vJ1NSUTp8+Lck/btw4EgSBZs2aRTk5OZSfn0+/\n", "/fYb1ahRg9555x3Kz89XKYOlpSW1b9+ezp07R0QFdS6TyTSuU8YYY6wqcIcEY4wxVsE06ZDQ19en\n", "O3fuSNKbNm1KBgYGlJeXJ0kvqUPit99+I0EQaMCAASrLPvroIxIEgY4cOaKyfT09PfFmmYjo8ePH\n", "tGLFCiIiio+PJ0EQaNy4cZLv3bhxg4yMjOjhw4di2q5du6hfv34q2x46dCgJgkAXLlyQpL9Mh4Sy\n", "/N9++60kfeHChSQIAi1fvlzjbdjZ2antkFCWOTw8XJK+ZMkSEgSB5PL/a+9uQ5p6+ziAf89haupw\n", "Opk7U8OlPRgEFus5jA3fDUI26AHKHiY9viwisqBeGb4KoxpFCGFvCoIVBkHlixFElE/Vm5pmFrKa\n", "UWSLqaW//4vYue+12V+9bX/v+/5+wBfnd51dv+ucSxj7cV3nLE+I379/XxRFkaampqS+FEURg8Eg\n", "r169Sog/fvw46f/i6dOnoiiKbNq0Kamf+D28ceNG0jUoiiLBYFCPjY+Py4ULF5L6ICIimku4lo+I\n", "iGgOqKiogM1mS4jZ7XaMjY1haGhoyv20trYCANxud1Lb2rVrAQC3b99OaisvL4fdbtePTSYTduzY\n", "AQDYtm0b8vPzceXKFYyPj+vnXL58GV6vF2azWY/V1NQkbOuIq6ysBIBJtyjMxMaNGxOOy8rKAACD\n", "g4OzlmP9+vUJx/Pnz08ZLy0tBQC8e/cuZT92ux2LFi1KiK1evRpmsxnBYBCfP38GAH3rzXTnLysr\n", "C9XV1fqxqqo4dOjQ5BdGREQ0Bxj+6QEQERERUFRUlBTLysoCAIyNjU25n5cvXwIA6urqYDAkfs3/\n", "+PEDRqMRkUgk6XOapk3a57x587Br1y40Nzfj1q1b8Hq9+P79O1paWnDz5s2kHFevXkVraysGBgYQ\n", "i8WgKApisRiAn89omC2/3rOZ3K+/Y7FYEo4zMzNTxuO5v337lrKf4uLilPGSkhJ8+vQJvb29WLVq\n", "lT5/DQ0NCc+8AIDx8XEYjcaUBSqr1TqFqyEiIppbuEKCiIhoDpjtBxC2tbUhHA4n/A0NDWF4eBiX\n", "Ll2adv4DBw4AAPx+PwAgEAigqKgI69atSzjP5/Nh7969WLFiBbq6uvD+/XuEw2E0NzfP0pVNfcxT\n", "MTExMaMcszVfIyMjKeN+vz9p/iKRCIaHh3H37t0/Nh4iIqJ04rcXERHR/5ClS5cCAN6+fZuyPRgM\n", "YmBgYNr9LlmyBE6nE+3t7QiFQvD7/XqRIu7Lly+4du0acnNzcfbsWeTn5+tt8g++ojQjIwMAkt7y\n", "ISL48OFDWsYQDoeTYiKCcDgMRVGwcOFCAH8/f0+ePNFXURAREf23Y0GCiIjoD1MUZVb7y83NBfCv\n", "H9gPHz5EY2MjAGDnzp0AgOvXryd97tmzZ3A6nfj48eOM8h48eBAigsOHD6OjowN1dXUJ7RkZGVBV\n", "FYqiJBUg3rx5M6OcsyH+fIdfx/Do0aP/+FWkU9Xf349QKJQQa29vRzQahcvlQkFBAYCfW20URUk5\n", "f5FIBNXV1Xjx4kVaxkxERPSnsSBBRET0h8V/nP9ulcB02qqqqgAA3d3dEBH4/X50dXUBAGpra+Hz\n", "+RAIBHD+/Hn9eQqdnZ3YsmUL6uvr4XA4ppU/zuPxwGq14s6dO9i+fbteGInLycmB1+tFNBrF0aNH\n", "MTo6CuDnqoxz5879Ns9MVlBMta+ysjKsXLkSbW1t6OjoAPCzONHU1ITCwsIZzct04wUFBaivr9dX\n", "p/T39+PIkSPIy8tL2M6yfPlynD59Gp2dnWhoaNCfuREKheDxeOByueDxeKacl4iIaE5L70s9iIiI\n", "/r8sXrxYLBaLqKoqWVlZommanDp1SkREjh8/LpqmiaqqkpmZKZqmyYMHD6S3t1c0TZPs7GxRVVUs\n", "Fov4fD69z5GREdm9e7dYrVax2WxSU1Mjr1+/Tsjb0tIia9asEbPZLKWlpeJwOMTv98vExIR+zr/n\n", "j4/t19dc/urkyZOiqqr09PSkbI9Go3Ls2DGpqKiQnJwcWbBggWzdulVOnDghiqKIyWSSyspK/d6Y\n", "zWZRVVWMRqPYbDbp6+ubNHd3d3fSfdm3b5+IiLjd7qS+vn79qn92cHBQNm/eLEVFRWKz2aS2tt10\n", "F+MAAAEiSURBVFb6+vrEbreLwWAQTdOksbFRRETKy8vFZDKJqqpiMpmkqqpq0hyjo6Oyf/9+fY6z\n", "s7PFZrNJT0+P7NmzR7+/LpdL7t27Jxs2bJDi4mLJy8sTt9stz58/T3mtgUBAnE6nFBYWSklJiSxb\n", "tkzOnDkjsVhMP+fixYuiaZoYDAb9GhwOx2/nj4iIaC5RRFhSJyIiIiIiIqL04pYNIiIiIiIiIko7\n", "FiSIiIiIiIiIKO1YkCAiIiIiIiKitGNBgoiIiIiIiIjSjgUJIiIiIiIiIko7FiSIiIiIiIiIKO1Y\n", "kCAiIiIiIiKitGNBgoiIiIiIiIjSjgUJIiIiIiIiIko7FiSIiIiIiIiIKO1YkCAiIiIiIiKitGNB\n", "goiIiIiIiIjS7i8ObD4LngXG7gAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "iso8j\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABCMAAAKzCAYAAAAk+cexAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XdYFMf/B/D3HipBBAOogCIdlSLcgg0FQUEjUVFTLEAU\n", "ol9jiEnEHjWKiFGjorEkxoLYEk2MBWssxN4BayzYiQIRBSsq6Of3B8/tj+UOOJRm/Lyex+dx52Zn\n", "Z2Znl9u52RmBiAiMMcYYY4wxxhhjFURR2RlgjDHGGGOMMcbY24U7IxhjjDHGGGOMMVahuDOCMcYY\n", "Y4wxxhhjFYo7IxhjjDHGGGOMMVahuDOCMcYYY4wxxhhjFYo7IxhjjDHGGGOMMVahuDOCMcYYY4wx\n", "xhhjFYo7IxhjjDHGGGOMMVahuDOCMcYYY4wxxhhjFYo7IxhjjDHGGGOMMVahqlxnxJEjR9CpUyfY\n", "2dnBzs4Obdq0wa5duzTGPX/+PN5//304OjqicePG6NOnD27fvq0xbmxsLNzc3ODm5gZnZ2dMnz4d\n", "RFSeRWGMMcYYY4wxxpgGVaoz4uDBg2jbti2USiWuXLmCK1euoGfPnggICMDOnTtlcW/evAlvb2+4\n", "urri/Pnz+PvvvyEIAnx8fPDw4UNZ3Pnz52Pw4MGIjY3FqVOnsHnzZsycOROjR4+uyOIxxhhjjDHG\n", "GGMMgEBVaHiAr68vTp8+jfT0dNSoUUMKb9y4MXR1dXH69GkpLCwsDPHx8UhLS5PipqWloWHDhpgw\n", "YQK+/fZbAMDDhw9hYWGBkJAQzJ8/X9p/2rRpGDduHC5dugQbG5sKKiFjjDHGGGOMMcaq1MiIY8eO\n", "wd7eXtYRAQBNmzbF2bNnceXKFQDAixcv8Mcff6BNmzayuObm5mjSpAnWrFkjhW3fvh0PHz6En5+f\n", "LM327dtL6TDGGGOMMcYYY6ziVKnOCEEQ8OLFC7VwHR0dAMCFCxcAAFevXsWjR49gZ2enFtfW1hYX\n", "LlxAbm4uAODkyZMAoBZXtV1wtAVjjDHGGGOMMcbKX5XqjGjZsiUuXbqER48eSWFEhFOnTgEAHjx4\n", "AAC4c+cOAMDQ0FAtDUNDQ7x8+RL37t0rNq5qW/U5Y4wxxhhjjDHGKka1ys5AQRMnToS/vz+GDBmC\n", "uXPnonr16pg+fbq0QsY777xTYXlJS0tDWlpahR2PMcYYY4wxxhirKszNzWFubl5u6Vepzghvb2/s\n", "2bMHU6ZMQdOmTVG7dm0EBARgwoQJGDFiBCwtLQEAderUAfD/IyUKevDgAXR0dGBsbFxsXNV23bp1\n", "1dJIS0tDs2bNilwmlDHGGGOMMcYY+y+rX78+Tpw4UW4dElWqMwIAPD09ER8fLwsbOXIkDA0N4erq\n", "CiB/vgcDAwNcvXpVbf+rV6+iSZMmqF69OgBAFEUp3M3NTRYPgCxMJS0tDbdv38bKlSvh6OhYNgV7\n", "Aw0ZMgSzZ8+u7GxUGi7/211+gOuAy/92lx/gOuDyv93lB7gOuPxvd/kBroO3ufznz59HSEgI0tLS\n", "3o7OiNTUVGRkZKBZs2ZSGBFhy5Yt6Nevn9TBoKOjgw8++ADx8fF4/vy5bGnPCxcuYMKECdL+AQEB\n", "MDAwwK5du9CjRw8pfPfu3dDR0cGHH35YZH4cHR3h7u5e1sV8Y7z77rtcfi5/ZWejUr3tdcDlf7vL\n", "D3AdcPnf7vIDXAdc/re7/ADXwdte/vJWpSaw3Lt3Lz788EOkp6cDAPLy8vDNN99AEARMmjRJFnfi\n", "xIlQKBQYP368FHf48OGwtbVFRESEFK9WrVqYMmUK4uLikJSUBAC4du0aZs+ejaFDh8La2rpiCscY\n", "Y4wxxhhjjDEAVWxkhLOzMxwdHdGyZUsYGRlBEAT4+fnh4MGDaqthWFpaYt++fRg2bBgcHR3x8uVL\n", "uLu7Y8+ePahVq5Ysbnh4OPT09BAaGgpBEJCbm4uhQ4dixIgRFVk8xhhjjDHGGGOMoYp1RoiiiO3b\n", "t2sd39HREVu3btUqblhYGMLCwl41a4wxxhhjjDHGGCsjVeo1DVa19OnTp7KzUKm4/G93+QGuAy7/\n", "211+gOuAy/92lx/gOuDyv93lB7gO3vbylzeBiKiyM1HVJCUlwcPDA4mJiTxhCWOMMcYYY4yxt0pF\n", "PBPzyAjGGGOMMcYYY4xVKO6MYIwxxhhjjDHGWIXizgjGGGOMMcYYY4xVKO6MYIwxxhhjjDHGWIXi\n", "zgjGGGOMMcYYY4xVKO6MYIwxxhhjjDHGWIXizgjGGGOMMcYYY4xVKO6MYIwxxhhjjDHGWIXizgjG\n", "GGOMMcYYY4xVKO6MYDLW1tZwdnaGKIoQRREODg5QKBSwsrKSwpydnWFjY1PZWS3S/fv3ERkZiVOn\n", "TpUYNycnB6IowtzcHAqFAs7Ozhg1apRavPj4eHTu3BkuLi5SHQQHByMpKUktbvv27WFlZQWFQgEH\n", "Bwd88sknZVIuxhhjjDHGGPuv4M4IJiMIArZt24bk5GQkJydj8eLFAIBJkyZJYVu3bq3kXBYvKysL\n", "UVFRWnVG6OnpITk5GYMGDQIAbNu2DdOmTZM+JyIMGDAAQ4YMwZgxY3D27FkkJyfj9OnT8Pf3R9u2\n", "bTF//nxZmgkJCYiKigIALFmyBCtWrCjD0jHGGGOMMcbYm69aZWeAVS0+Pj545513pG0iUovzzjvv\n", "wNfXtwJz9Wo05b20caOjo7F8+XKcPHkSTk5OUriOjg7CwsKQk5ODL7/8Eo0bN4a/v/8rHZsxxhhj\n", "jDHG3jY8MoLJxMXFoV69esXGMTU1xdKlS7Fu3Tp07NgRHh4eEEURLVq0wOrVq2VxQ0JCpFcW9u3b\n", "h48++giiKEKhUCAiIgIA8PTpU3z11VeoV68eXFxc8N5772HTpk3S6yEFX3O4ffs2+vbtC2trazRu\n", "3BgeHh74448/pM9/+eUXdO7cGQAwfvx46dWSCxculLousrKyMHXqVHTs2FHWEVHQgAEDYGBggHHj\n", "xpU6fcYYY4wxxhh7W/HIiArQrFkzpKenl/txzMzMcOLEiXI/jsqiRYvQrVs3fPHFFwCAc+fOwcfH\n", "BzVr1kRgYCAAYOXKlVi2bBnCwsIwefJkrFy5EnXr1sXEiRNx//59AEB4eDg2btyIvXv3wsXFBRkZ\n", "GejSpQuA/NdD+vbtCwDIzs6Gl5cXrK2tcf78eejp6WHTpk3o3r07fvnlF/Tq1QtBQUFo06YNbGxs\n", "ZPu+il27diEnJweenp5FxqlRowZEUcTevXtx9+5dmJiYvPLxGGOMMcYYY+xtwZ0RFSA9PR23bt2q\n", "7GyUuXnz5skmsnR2doa/vz9+/vlnqTMC+P9XFj799FPUrVsXADB8+HA8efIEKSkpWL58OYYNGwYX\n", "FxcA+SMvhgwZojbx46xZs3D9+nX8/vvv0NPTAwB07doV7dq1w9ixY9GrVy/Z8V7X9evXpfwUx8zM\n", "TIrPnRGMMcYYY4wxVjLujKgAqofV/8pxVPT09PD111/j8OHDyM3NhUKhwM2bN4t8zUPV2QAA+vr6\n", "0NfXx/bt2/Hy5Us0b968yLgqO3bsQM2aNeHu7q4WNyEhAampqWjYsGEZlIwxxhhjjDHGWHnizogK\n", "UJGvTlSUx48fo127dqhbty62bdsmjXgICwvDnj17NO5jYGCgFnb79m0AgJGRkSy8du3aanEzMzOR\n", "m5ur1hnx6NEjmJmZITMzs0w7I1SjPkp6xSY9PR0KhaJKL3fKGGOMMcYYY1UJd0awV3Lo0CGkpKRg\n", "ypQpUkcEUPpXJOrXrw8AuHfvniw8OztbLW6dOnVw7949JCcnv0KOS8/Pzw96eno4dOhQkXGePn2K\n", "pKQkeHp6wtjYuELyxRhjjDHGGGNvOl5Ng72SZ8+eAQAEQZCFp6WlqYUVx9PTEwqFAseOHZOFnzlz\n", "Ri1up06dkJWVhRs3bsjCL1++jKCgILx48QIAUL16dQD/3zFy/vx5nDp1Sus8qRgZGWH06NHYtWsX\n", "zp07pzHOkiVL8PjxY0yePLnU6TPGGGOMMcbY24o7I5hWCo94aNOmDUxMTDB37lw8fvwYAJCQkIDd\n", "u3cXOTpCU7i9vT369euH2NhYqQMiPT0dsbGxanGHDBkCOzs7DB48WDpmdnY2vvjiC1hYWEBHRwdA\n", "/oSTenp6SE1NBQBERUVh06ZNr1TOb7/9Fn379kXXrl1x4MABKTwvLw+xsbH45ptvsGjRIrRt21br\n", "MjPGGGOMMcbY245f02BF+vjjj3Hy5EkIgoDx48dj1apV2LFjB4D8UQNbtmzB8OHD4eDggEaNGqFR\n", "o0bo1KkTdu7cCXd3d6xatQrz58/Hpk2bIAgC3n//fTg4OGDDhg2y4/z444+oVasW/Pz8YGpqCltb\n", "W4wfPx5+fn6yURa1a9fGgQMH8M0338DR0RHGxsbQ0dFBnz59MHz4cCletWrVMHv2bHz33Xf4/fff\n", "YWZmhvDwcI1lzMnJQevWrZGeni7lsUuXLpg2bZoUZ/HixdiwYQOio6ORmpqKGjVq4Pnz5/Dw8MDB\n", "gwfRtGlTWZrt27fHlStXIAgCBgwYgFatWmHFihWvfT4YY4wxxhhj7L9CIP7pVk1SUhI8PDyQmJio\n", "NlkiqxhJSUlo1qwZ/vjjD/To0aOys8MYY4wxxhhjb42KeCbm1zRYpYuMjMT58+dlYapXNpRKZWVk\n", "iTHGGGOMMcZYOeLOCFbpLl68iKioKDx//hwAkJqaiqlTp6Jnz568XCZjjDHGGGOM/QdxZwSrdL17\n", "98adO3fg5uYGZ2dn+Pr6olu3bli+fHllZ40xxhhjjDHGWDngCSxZpevWrRu6detW2dlgjDHGGGOM\n", "MVZBeGQEY4wxxhhjjDHGKhR3RjDGGGOMMcYYY6xCcWcEY4wxxhhjjDHGKhR3RjDGGGOMMcYYY6xC\n", "cWcEY4wxxhhjjDHGKhR3RjDGGGOMMcYYY6xCcWcEY4wxxhhjjDHGKhR3RjD2H7VlyxaIogg3Nzc4\n", "ODhg3Lhxr5zW0KFD4eDgAIVCgb1795ZhLov2yy+/QBRFKBQKTJw4sUKO+TZo3749zMzMoFDw7b8o\n", "vXv3hpWVFRQKBW7evFnZ2WGMMcYY+0/ib6NMJicnB6IowtzcHAqFAs7Ozhg1apRavPj4eHTu3Bku\n", "Li4QRRHOzs4IDg5GUlKSWtz27dtLX+wdHBzwySefVERR3mppaWn4+OOP8fnnn+PUqVNYvXo1Dh06\n", "9MrpxcTEYPHixQAAQRDKKpvFCgoKQnJy8msd8/r164iMjMSNGzfKMmtvtISEBHz++ecVdh7fRKtX\n", "r0ZUVFRlZ4Mxxhhj7D+NOyOYjJ6eHpKTkzFo0CAAwLZt2zBt2jTpcyLCgAEDMGTIEIwZMwZnz55F\n", "cnIyTp8+DX9/f7Rt2xbz58+XpZmQkCB9sV+yZAlWrFhR6nyFhoYiLCzsNUr2djl27BiePn0KX19f\n", "AICHhwf+/PPP10qTiMogZxXr+vXriIqK4s6IQojojTyfFYnrhzHGGGOsfFWr7AywqqmoL+LR0dFY\n", "vnw5Tp48CScnJylcR0cHYWFhyMnJwZdffonGjRvD39+/xPS0JQgC/5JbCllZWQAAXV1dKax69eqV\n", "lZ1Kxw+WjDHGGGOMVS08MoJpLSsrC1OnTkXHjh1lHREFDRgwAAYGBq81P0FRSvtAeeDAAYiiCF1d\n", "XYSFhWHu3Lnw8vKCqakpPvjgA9y9exc7duxAhw4dYG1tDR8fH1y+fFktne3bt6NVq1ZwcHCAjY0N\n", "evbsievXr8virFu3Dh07doSHhwdEUUSLFi2wevVqWZyQkBDpdZW9e/eiR48ecHFxgb29PWJjY7Uq\n", "U25uLqKiotC4cWM4OjrCzs4Ow4cPx5MnT6Q4wcHBmDBhAgDg/fffhyiKmDdvXpFpnjx5EkFBQVAq\n", "lXB3d4dSqURUVBSeP3+uMf6dO3cQHBwMURRhYmKCvn37Sp0fKj/88ANEUYSHhwfc3NzQq1cv7Nu3\n", "TxYnMTERAQEBsLa2hp2dHXx8fPDXX38VW/4zZ87IzqlKSEiI2jwIM2bMwP/+9z8A+e1SFEWIooj7\n", "9+8DyG9Ps2bNgqOjo1SXw4YNQ05OTrF5ALQ730D+vBfNmzeX6qFr167YuHEjAKB169aoXr06jIyM\n", "4O7uLrXv4OBg1KtXDw0bNsQvv/wim+Ph1KlTCAgIQJMmTeDs7IytW7eqHfPy5cv4+OOPYWVlBaVS\n", "CaVSiREjRqi1WQDFplf4+pk/fz68vb1Rr149KBQKPHjwQDpez549YWVlhUaNGqF58+ZYu3atlM7V\n", "q1chiiIMDAzQrl07rF69Gr6+vrC0tISvry9SUlIAAH///TccHR2hUChgaWmJ/v37A8h/dUypVKJm\n", "zZpwcnKS4hc0a9YsmJqaQqFQwNXVFb///jsAYP369XB0dISenh4+/PBDAMCePXvQvXt3uLu7S//m\n", "z59f4v3lu+++g729vWzelCtXrkCpVKq1x4L5Kql9aXOtMMYYY4z9JxFTk5iYSAAoMTGxzNK8ffs2\n", "JSYmavyXnp4ui3vnzp0i46ampsri3r9/nxITE+n27dtlllciogkTJpAgCHTjxg0p7LfffiNBECg6\n", "OrrYfX19fUkQBMrMzJTCli5dSoIg0N69e18pP6GhoRQWFvZK+1pbW1ODBg1o/fr1RJR/LmrXrk1t\n", "27al0aNHExHR8+fPqXXr1uTr6yvbd926daSjo0M//vgjERHl5eVR7969ycLCgu7duyfF69SpE82b\n", "N0/aPnv2LJmYmNDGjRtl6cXFxZEgCNSjRw96+PAhERHNmTOHdHR0KCUlpcSyfPTRR9SwYUO6fPky\n", "ERFlZGSQi4sLeXt7U15entpxCp6/okydOpWCgoIoNzeXiIju3btHrVu3poiICFm8v/76iwRBIDc3\n", "NymvN2/eJCsrK/Lz85PirVy5kkxNTenOnTtERPTs2TPq2bMnhYaGSnGOHz9Oenp6NGbMGCls/vz5\n", "VK1aNdqyZYvsuIIg0MSJE2Vh1tbWau0hMjKSFAqFLGzPnj1FtrshQ4aQvr4+HT9+nIjy69LJyYne\n", "f//9Ymornzbne//+/aSrqyvV1YsXLygiIkLWxjp37kw2NjZq6Xt6esruP5GRkSQIAg0aNEg6zxER\n", "EWRoaEjZ2dlSvOvXr5OJiQmFhobSixcvpLwZGRnR7NmzpXiq67tgekOHDlVLjyi/ruvXry9dA9nZ\n", "2WRsbEz379+XjvfJJ59Ix4uPj6dq1arRggULZOn4+vqSqakpzZgxg4jy24Wnpye1bdtWivPs2TMy\n", "Njamvn37yvbNzs4mCwsLev78uVpdqWzevJkEQaD4+HhZeFxcHA0cOFDaHjRoEI0cOVLa/ueff8je\n", "3p5++OEH2X6qe1bBa6io9qSpPWrTvrS5VhhjjDHGKkN5PBMXxp0RGpRHxU+YMIEAaPw3c+ZMWdxF\n", "ixYVGbfwA+L27dsJAE2YMKHM8qrKb+Ev4t9//z0JgkCLFi0qdt/evXuTIAh04sQJKex1OyP69ev3\n", "yl/QraysSKlUysK6dOlCCoVC1qEwffp0UigU0kP5y5cvycrKilxcXGT7pqamkiAINGnSJCns8uXL\n", "0sOYSq9evdQebFX1sG7dOiksIyODBEGgxYsXF1sOVWfAnDlzZOHr1q0jQRBo+fLlasfRpjMiPT1d\n", "7QH0p59+In19fY3Hnzx5six8zpw5JAgCJSQkEBHRF198QY0bN6aXL19Kcc6dO0e//vqrtO3j40Om\n", "pqayDhQiIldXV7Kzs5OFadsZoWqzmvJcuN1dvnyZFAoFDR48WBa+YsUKEgSB9u/fT8XR5nxPnz6d\n", "ateuTTk5OVJYWloazZ8/X9peu3YtCYJAO3fulMLOnz9Pbm5uGsuWlJQkhR09epQEQaBdu3ZJYf36\n", "9aN33nmH7t69K9t/5MiR9NNPPxWb3rFjx9TSI8q/fhwdHWVhN27coJcvX1K/fv1IV1dX1vFIRBQY\n", "GEi1a9emR48eSWE+Pj5kYmIiO+fTpk2TXXNERIMHD6aaNWvSgwcPpLCffvqJvv76ayrOixcvqEGD\n", "BhQYGCgL9/LyoqNHj0rbN2/epCdPnsjijBo1ipycnGRhmq6hotpT4faobfvS5lphjDHGGKsMFdEZ\n", "wXNGVJDPPvsMgYGBGj9r0KCBbFs1hFiTevXqybY9PT2RmJgIc3PzssloFXDixAlpeL2Kank9URRl\n", "4du2bYOZmVmJaTZq1Ei2bWxsjDp16sDIyEgKMzExAREhIyMDDRo0wKVLl3Dz5k189tlnsn0tLCxg\n", "aGiIhIQE6XUUPT09fP311zh8+DByc3OlJQELny+VJk2aSP+vU6cOACA9Pb3YMqgmoGzZsqUsvFWr\n", "VtLnr7JSSe3atTFnzhxs3LgRDx8+hI6ODu7du4ecnBxkZGTA1NRUFt/V1VW23bx5cwDA4cOH0a5d\n", "O/j7++PHH39E69at8dlnn6FLly5wcnKSXu158uQJ9u/fj/feew86OjpqZVm0aBFSUlLg4OBQ6rJo\n", "a9euXSAitGnTRhbu4uICIH/SVS8vryL31+Z8+/r6YsyYMfDw8EB4eDi6desGCwsLhIeHS3ECAwNh\n", "YmKC2NhYaY6VpUuX4tNPP9V43JLazZ9//gkbGxsYGxvL9is4CW1R6ZmYmKilp+Ls7CzbtrS0lI5n\n", "a2sr7avSqlUrbNq0CYcOHUKHDh2kcDs7O9k5r1OnjuyaAyC9EvLrr79i4MCBAIC4uDgsXLhQYxlU\n", "FAoF+vXrh++//x7p6ekwMzPDxYsXkZ2djRYtWkjxDAwMEB0djd27d+PJkyfQ0dFBeno6srOzi02/\n", "NEpqX3/99Re8vLxKvFYYY4wxxv7LuDOigpibm2vdYVCnTh3pQaMkhoaGRXZclDUbGxsAJT80p6en\n", "Q6FQSPFLq1mzZtKSjiphYWEQBEHruRUKEgQB+vr6WoUBwIsXLwAAmZmZAIANGzbgyJEjsrgGBgbI\n", "y8sDADx+/Bjt2rVD3bp1sW3bNtStW1fK8549ezTmqeCxVfMcqI5bFFV+Cj9oqh4E79y5U+z+RRkw\n", "YAC2b9+O3bt3w83NDQCwbNkyhIWF4dmzZ2rxDQ0NZduq/Ny6dQtAfmfazp07ERMTg4EDB4KI0KlT\n", "J8TExMDBwQFZWVkgIrVyFCxLZmZmuXZGqOry22+/lT2ov3jxAmZmZrI5OArT9nw3a9YMhw4dwowZ\n", "MzBixAh8+eWX8Pb2xowZM6QOnOrVq6NPnz5YvHgxHjx4AH19faxZswaJiYkaj62npyf9X1O7yczM\n", "hJ2dndb1UFJ6QP51YWBgoHH/oo5X8DwWVPia03RMd3d3NG3aFEuXLsXAgQNx7tw55ObmqnWCadK/\n", "f39MnToVy5Ytw6hRoxAbG4sBAwZInxMRAgMDkZGRge3bt0v3qIkTJ2LixIklpq+tktrX48ePAZR8\n", "rTDGGGOM/ZdxZwTTmp+fH/T09HDo0KEi4zx9+hRJSUnw9PTU+LD5qqgcVkMoKU1Vh1BQUBBmzpxZ\n", "ZLxDhw4hJSUFU6ZMkR5MtUm/tFT5uXfvniz87t27ACA7trZycnKwevVqhIeHSx0RQPF5V00AWfj4\n", "BUf4+Pn5wc/PD3fv3sWKFSswadIkdOzYEdeuXYORkREUCoVaOUpTFh0dHbU8Pnz4sNh9ClLVZUxM\n", "DLp27ar1fkDpznezZs2wevVqPHr0CL/99hsiIyPRoUMHXL9+He+++y6A/E6MefPmYdWqVWjYsCGa\n", "N2+uNtKgNOXSVK/lpajjvU6bBPKX8h02bBjOnz9f7EiRwmxtbeHj44PY2FgMGzYMa9asQVJSkvT5\n", "5cuXceDAAcyYMUPWWarttaoa1VE4vmoyT5XStK+irpWrV6/yCkKMMcYY+0/j1TSY1oyMjDB69Gjs\n", "2rUL586d0xhnyZIlePz4MSZPnlymxy6PL+Ulpdm4cWNYW1vLHmZUFi5ciJ9++gkApNEDhdNLS0sr\n", "03x36tQJANRGaai2VZ+XRl5eHl6+fKkx70U5ffq0bPvYsWMA8leHAIDZs2dLYSYmJhgyZAjGjh2L\n", "GzduIDs7GzVr1oS3tzeSkpKk0SUFy2JnZwd7e/ti821qaio98KpcuHBBrRyq5UxVD4+JiYlISUlB\n", "x44doVAoNJ7br776Cvv37y/y2Nqe719++QWbNm0CANSqVQuffvopZs+ejQcPHshWthBFEa6uroiN\n", "jUVcXJzWD96adOrUCVevXlWrm6ioKMTExLxyusUd78qVK2rHO3LkCGrXri21idIKCQlBtWrVsHDh\n", "QqxduxbBwcFa79u/f3+kpKRg1KhRaNmypaxT9HWvVdUrSwU7YP7991+11WS0bV/FXSuFO/0YY4wx\n", "xv5ruDOCFavwL4Dffvst+vbti65du+LAgQNSeF5eHmJjY/HNN99g0aJFaNu2rVbpvWo+Sruvpv2L\n", "SrNg+A8//ID9+/cjLi5OCjty5AgmTJggzd3Qpk0bmJiYYO7cudLw64SEBOzevVurY5SUHxUfHx98\n", "9NFHmDlzJq5evQog/0FowoQJ8Pb2RlBQUKnTNDAwgK+vL9asWYNr164BAFJTU7FgwYIi91+2bJm0\n", "vOLNmzcRExMDPz8/+Pr6AshfLnLq1KnSEobPnz/HwYMH4e7uLo0GmD59Oh48eCAbGr9gwQL8/fff\n", "mDNnTonlaN++PQ4ePCh1muzbtw9nzpxRi2dtbQ1BEJCamgoA+PLLL3H06FHY2NggIiICc+fOlR4Y\n", "iQgLFizAli1b4OHhUWSdaXu+VaMnVHMRvHz5Evv27UODBg3U5gQICwtDYmIiTpw4UepOpYLHjIyM\n", "hIGBAYYNGya9+nDixAn8+OOPWqdbuA6Lun5UxzM0NJQdb/Pmzdi6dSumTZuGmjVrFpt2UeF169ZF\n", "586dMW/ePHh6ekrtRhsffvghDA0NMWvWLGl5UBVHR0c4ODhg8eLF0mtNZ8+e1bgsq6a82dvbw8rK\n", "Slo6lIgwdepUGBoayuJp2760uVYYY4wxxv6zymlizDdaRcwcWlU9efKElEolmZmZkUKhICcnJ9ky\n", "eCrr16+n9957j5ycnEipVJKTkxN98skndPr0abW47dq1I0tLS1IoFGRvb08hISGlzterLO155swZ\n", "UiqVpKtxgfXAAAAgAElEQVSrS8bGxtISgl5eXmRsbEy6urokiiJdvHiRIiIipDw6OTlRXFyclM7O\n", "nTvJy8uLrKysyMPDg/z9/enAgQOyYx09epS8vb3J3NycfHx86H//+x917tyZatSoQaIo0t9//01f\n", "fPGF7Bhr1qyhQ4cOkVKpJIVCQWZmZvTxxx8XW6bc3FyaOHEiOTg4UJMmTcjGxoaGDRsmWx0gKChI\n", "dhxRFGUrOhSWlpZGvXr1InNzc2rVqhV169aNIiIiSBAEcnZ2puXLl1NERATZ29uTQqGg5cuXU7du\n", "3cjV1VVahjErK0tKb9++fdSzZ09ydnYmURTJ2dmZQkND1ZafTUxMpE6dOpGVlRXZ2NhQ27ZtpRU5\n", "iIhWrVolq5sOHTpInz148ICCg4OpQYMG1LJlSxo3bhyNHz+eBEEgpVJJa9euleJGRkaSlZUVNW3a\n", "lHr27ClbHnLu3Lnk5OREjRs3JlEU6ZNPPqGbN28Wew6ItDvfp06dotDQUOkacXFxoQ8//JAuXLig\n", "lt6dO3eoRo0asqVOVbp37y5dj6Io0v79+2nt2rXk5ORECoWCLC0tZStNXL58mT7++GNq2LAhKZVK\n", "8vHxkbVXbdM7c+YMubm5SdePUqmkrVu3quVPdTxLS0uyt7enZs2a0e+//y59fvfuXXJzc6NatWpR\n", "rVq1pPY4atQoWTtdsWKFLN2NGzeSIAi0Y8eOEs9HYeHh4WRlZaXxs4sXL1JAQACZmZmRl5cX9enT\n", "h/r160eCIJAoirRr1y7q1auXLG9z586V9j98+DC5u7uTra0t+fn50e7du8na2pqMjY1JFMVStS9t\n", "rxXGGGOMsYpWEc/EAlE5vIz/hktKSoKHhwcSExMrbHJIxtjbrXHjxtiyZUuJr6i8LW7dugVPT09p\n", "JR3GGGOMMVZxKuKZuMpNYHny5ElMmDABKSkpqFYtP3shISEYNmyYNHmYQqGQTbankpGRgcePH6u9\n", "axsbG4sffvgBQP7rBKGhoRg+fDhPDsYYqxKSk5NRr1497ogo4LfffkNoaGhlZ4MxxhhjjJWTKtUZ\n", "cfPmTbRr1w6dO3fG6dOnUa1aNRw/fhw+Pj7IyMiQVjQQBEFt6UcACAwMhKWlpSxs/vz5GDFiBPbv\n", "3w8PDw9cu3YNnp6eyMzMlC25xhhjFWn16tW4fv06Ro8ejRkzZmDw4MGVnaVK9+WXX6Jnz55o3rw5\n", "Fi1ahB07dlR2lhhjjDHGWDmpUhNYbtmyBffv38fw4cOlURHNmzdHhw4dsGrVKineihUr1PZNTU3F\n", "tm3b8Pnnn0thDx8+xJgxYxAWFiZNGKaaWCwmJkaasI8xxiparVq1MGvWLLi6ukJfXx+9evWq7CxV\n", "utq1a0udEUOGDIGFhUVlZ4kxxhhjjJWTKjUyQvUaRm5uriz8+fPn0hJ9ADSuGrB48WJ4enrC2dlZ\n", "Ctu+fTsePnwIPz8/Wdz27dvjxYsX+OOPPzB8+PCyLAJjjGmlS5cuyMjIqOxsVCnR0dGIjo6u7Gww\n", "xhhjjLEKUKVGRgQFBcHZ2RmRkZHSvA9btmzBnj17MGnSpCL3e/HiBZYsWSIbFQHkzz8BAHZ2drJw\n", "1fbp06fLMvuMMcYYY4wxxhjTQpXqjKhVqxYSEhKgo6ODOnXqwNzcHP369cOCBQuKnchs8+bNeP78\n", "OT766CNZuGodeUNDQ1m4alv1OWOMMcYYY4wxxipOlXpNIyUlBf7+/mjRogUyMzNRu3ZtHDt2DN27\n", "d8ehQ4fw888/a9zv559/Rv/+/WWvcpSFIUOG4N1335WF9enTB3369CnT4zDGGGOMMcYYY5Xh119/\n", "xa+//ioLy87OLvfjVqnOiHHjxuHWrVtYtGgRateuDQBo0aIFRo0ahYiICHz00Ufo0KGDbJ8bN25g\n", "165d+PHHH9XSq1OnDgDgwYMHsnDVdt26dYvNz+zZs8ttTVXGGGOMMcYYY6yyafrBPSkpSVoEorxU\n", "qdc0Tp8+jbp166qNRmjUqBEA4NSpU2r7LFq0CB06dIC1tbXaZ6IoAgCuXr0qC1dtu7m5lUW2GWOM\n", "McYYY4wxVgpVqjPCzMwMmZmZePz4sSz8+vXr0ucF5eXlYenSpWoTV6oEBATAwMAAu3btkoXv3r0b\n", "Ojo6+PDDD8su84wxxhhjjDHGWBVw9+5d3L17t7KzUawq1RkxZMgQvHz5EhEREcjLywOQP4ph+vTp\n", "sLGxwQcffCCLHx8fj2rVqqFz584a06tVqxamTJmCuLg4JCUlAQCuXbuG2bNnY+jQoRpHUzDGGGOM\n", "McYYY2+if//9F61bt0bTpk3RtGlTtG7dGv/++29lZ0ujKtUZ0a1bNyQkJCA1NRUuLi5wdXVF165d\n", "0a1bNxw5cgQ1a9aUxV+4cCE+++wzCIJQZJrh4eGYN28eQkND4ebmhs6dO2Po0KGYNm1aeReHMcZe\n", "y9ChQ+Hg4ACFQoG9e/eWev/evXvDysoKCoUCN2/eLIccsrfZyJEjX6t9vglevHiBKVOmID09vbKz\n", "Uq6WLFkCQ0NDTJw4sbKzIjNhwgTcu3evsrPBGGNvlO7du+Pw4cNIS0tDWloaDh8+jB49elR2tjSq\n", "Up0RAODj44Nt27bhwoULOH36NM6dO4dZs2ZpnGxy+/btGDNmTIlphoWF4fTp0zh16hT+/vtvjBgx\n", "ojyy/p+Qk5MDURRhbm4OhUIBZ2dniKKIJk2aoH79+mjTpg3i4+NfKe379+8jMjJS49wf7NXFxcVh\n", "2bJlauGpqamoV68e5s+fX+o0582bB1NTU9y6dasssvja3vS286r1GRMTg8WLFwNAsZ2uKr169ULL\n", "li2l7dWrVyMqKkot3okTJ2BkZKR2LUdGRpb5Q2XhPLH/ju+//75U7fNNk5ubiy5duuD27dvSa6Ih\n", "ISFSB4yVlRX8/PzU9jt9+jT69esHFxcXiKIIFxcXdOrUCX/88Yda3JEjR8LZ2RkKhQLm5uZwd3fH\n", "06dPy71sKhkZGQgMDMTPP/+MR48elfo8ZmRkYPjw4XB1dYUoihBFEUqlEp9++ik2bNggxfvtt98g\n", "iiJq1KgBAwMDiKIINzc3NGrUCO3atUNMTAwePnyoln6jRo3QqlWrKvO3iDHGqrq7d+9KUxwUdO3a\n", "tSr5ykaV64xglUtPTw/JyckYNGgQAGDbtm1ITk7GhQsXcO7cOdSoUQMffPABDh06VOq0s7KyEBUV\n", "9cY+UFZVcXFxiIuLUwt/5513YGNjAxMTk1KnaWJiAmtra+jq6pZBDl/fm952Xqc+iUjruA0aNFB7\n", "/UzT/vr6+rCxsVGbLDgqKqrMOyM05Yn9d5Smfb5pxowZg6ysLMydO1cKW7lypdQBM2nSJOzevVu2\n", "z5IlS+Dt7Q0/Pz+cPn0aycnJOHv2LMaOHYthw4YhJCQEL1++lOJ///332Lp1KwDg888/R1JSEt55\n", "551S5TMuLg42NjavVMZ58+ahc+fO+P3330u9b05ODry8vHDy5Ens2bMHycnJSE5Oxrp163D06FHM\n", "nDlTituzZ08kJyejQYMGaN68OZKTk3Hq1ClcunQJ0dHR+PXXX9G0aVMkJyfLjhEcHIzAwED06tXr\n", "lcrHGGOsaqtSS3v+V6l6oV7lobCy0tf0BdPIyAhffvkl9u7di/j4eLRu3brM0mZlr27dujh69Ogr\n", "7atpeZ+q4E1tOxVVnzExMVrFc3R0lObRKays61jbPDFWlWRnZ2Pu3LlYu3at2mdFXSN79uzBoEGD\n", "8OOPP6Jv376yz7y9vbFp0ya4u7vD1tZWNmKpMu9rEydOhEKh0PgrWkl2796NK1euICYmBsbGxlK4\n", "ra0toqOjMWvWLLV9NJW1TZs22LdvH1q2bImAgACcOXNGNhp21KhRqF+/PuLj4xEYGFjqfDLG2NtE\n", "9QNYWlqaLPxVf6AsbzwyohyV9+QhlTE5SW5uLgBAoZA3ndu3b6Nv376wtrZG48aN4eHhIRuS+ssv\n", "v0gTjY4fPx6iKMLd3R3nz59Hs2bNoFAoYGpqKhvyOmXKFFhaWkrb27Ztg5OTEwwMDNC/f38p/OjR\n", "o/D394etrS1sbW0REBCg8Rf07du3o1WrVnBwcICNjQ169uwp+wJW8P3ndevW4ZNPPoGbmxtsbGww\n", "efLkEutmxowZ0nDbWbNmoV+/fvDw8ICxsTG6deuG1NRUWfxFixahbdu2aN68OZRKJby9vbFz505Z\n", "nPbt28PMzAwKhQJnzpxBQEAAXFxcoFAoEB0dDVEUkZiYiBMnTkhDZKdNm4Zjx45BqVSiRo0aCAsL\n", "k6X56NEjREREwNbWFq6urmjatCn69u0rjXYZO3Ys7O3toVAosG/fvgop26lTpxAQEIAmTZrA2dlZ\n", "+qUQ0Nx2RFHEhQsXAAB//vknvLy84OHhAaVSCX9/fyxdurTI8zRr1iyYmppCoVDA1dVV+kVw/fr1\n", "cHR0hJ6enrTSzp49e9C9e3e4u7tL/+bPny/7Ql2w3axfvx6hoaFo3rw5atSogR49emDcuHFSfRYc\n", "dXDy5EkEBQVBqVTC3d0dSqUSUVFReP78ucZ837lzB8HBwRBFESYmJujbty+ysrKkzzt16iTVZ3E2\n", "bNgAURShUCik98P/+usvaSnkBQsWSHU8d+5cODo6QqFQwNLSUrrucnJyoFQqUbNmTTg5OSElJUXj\n", "sTTl6XWvs5CQEGkejH379uGDDz6Ao6Mj7O3tsXLlSjx58gTh4eHw8PCAtbU1vvvuO7U0Hjx4gMGD\n", "B8PGxgaOjo5wcXHBTz/9JItz9+5dfP311xBFER4eHnBzc0NoaKhs7oADBw5AFEXo6uoiLCwMc+bM\n", "gbe3NywsLBAYGIiMjIwSy6NtOzh+/Dj8/f2ldujl5YXp06cDAL766iu8++67qF69OkRRxPHjxwHk\n", "t3VbW1sYGRlh6NChGDlypNQWtan7ku4VBWVmZhaZ3tOnT6FUKmFiYgIbGxvs2bMHfn5+UjvYuHGj\n", "dLyhQ4fCzs4Ojo6OaNy4MaKjo/HixQspLW3vG61bt0b16tVhZGQEd3d36ZoNDg5GvXr10LBhQ/z6\n", "669Fnpf169cjLy8P/v7+JZ5DlW+++QYGBgZq91yVpk2bws/PDzNnzpRdu5WppPtFcVQTjV+7dk3t\n", "s65du5ZqtIWenh6io6Px77//ykZUAPkd66IoYuXKla+cV1Y1vQkz/TP2JtqwYYP0dxAAXFxcsH79\n", "+krOVRGIqUlMTCQAlJiY+FrpeHp6EgDZv9atW5dRLss3/QkTJpAgCHT9+nUp7MqVKySKItWvX59u\n", "3LghhWdlZZGNjQ21a9eOnjx5QkRE8fHxpFAoaPXq1VK869evkyAItGzZMrXjeXh4kJ+fnyysWbNm\n", "JAgCnThxQgpbu3Ytffnll9L20aNHSVdXl0aOHCmFDR8+nAwNDeny5ctS2Lp160hHR4d+/PFHIiLK\n", "y8uj3r17k4WFBd27d0+Kt2fPHhIEgby9vSk9PV0qiyAIlJCQUGK9qcpYr149Onr0qFQ/7u7u1KRJ\n", "E8rLy5PiOjo60ubNm2XH1tfXp6SkJFmakZGRJAgCBQcH0+PHj4mIKDQ0lH744QciIvL19aV27dpp\n", "zI+1tTWFhYVJ28+fPydPT08SRZEyMzOJiOjevXvUsmVL6t69u1o97N27t0LKNmjQIGn/iIgIMjQ0\n", "pOzsbLVjF247V65cIV1dXVk+Z82aRdbW1hrrQ2Xz5s0kCALFx8fLwuPi4mjgwIHS9qBBg2Rt659/\n", "/iF7e3up7gvXV7NmzaR2FxcXRz169JB9XjCfU6dOpaCgIMrNzSWi/PPQunVrioiIkKX9119/kSAI\n", "5ObmRikpKUREdPPmTbKyslK7ZiIjI0mhUMjCli5dSoIgyK5ZIiJBEGjixIklhj179oyMjY2pb9++\n", "svDs7GyysLCg58+fU3E05el1r7O4uDgSBIE++ugj6Z4zYsQI0tHRod69e0vnQHWe9+zZI+37/Plz\n", "atGiBbm4uNCdO3eIKP8+UrNmTZo2bZoU7/Dhw+To6ChdJ7m5uTR48GBq1qwZvXjxQpYfa2trql+/\n", "Pv32229ElH9d2NnZqdWZJtq0gwcPHpCRkZGs/a9bt44EQZC2p0+fTgqFgq5evSpL/5tvvqGZM2dK\n", "29rWvbb3ClX71OZchoaGkqGhIQ0cOFCqw/bt29PGjRul4ymVSum8XLp0iRo0aEC9e/eWpaPtfaNz\n", "585kY2OjVueenp4l/n0PCgrSuG/BMhc8HxkZGSQIAvn7+xebrirva9eulcKuXbum8drT1tKlS0u8\n", "55XkVfKQnp5OtWrVIn19fZo0aRLdunWrxH2srKyK/Hv1+PFj0tHRIRcXF7XPPvnkEzIzM9M6b6xq\n", "y8jIIE9PTzI3Nydzc3Py9PSkjIyMys4WY/8pL1++pFq1ahEAWrly5SulUVbPxMXhzggNyqLiMzMz\n", "ydzcXK2zoE6dOrR7925KTEx8rX+7d++mOnXqqKVvbm4ufXF8HarOCCcnJ1IqlWRvb08KhYJatmxJ\n", "x48fl8UdP368WqcBEZGfnx/Z2dlJ26ovO5o6IyZNmkTVq1enrKwsIsp/2FIqlaSrq0tjx46V4gUH\n", "B9Pu3bul7bZt21KdOnXo2bNnUtiTJ0/IwMCA+vfvT0T5F6OVlZXaF5zU1FQSBIEmTZokham+ZMbE\n", "xEhhqot53LhxJdabqoz/+9//ZOGqL+exsbFS2MWLF9X2b9WqFYWHh8vCVOfiyJEjUlhWVpZUVz4+\n", "Plp3RqgeTDdt2iSLt2nTJgoKCpK2VfVQ8OG5PMtWsJPi6NGjJAgC7dq1S+3YhdvO77//ToIgyL4E\n", "P3v2THZONXnx4gU1aNCAAgMDZeFeXl5SRwtRfjtUPeyqjBo1ipycnGRhqvqaOnWqLB+qfGmqz/T0\n", "dNmDExHRTz/9RPr6+hrTnjx5six8zpw5ag98qvos6HU7I4iIBg8eTDVr1qQHDx7I8vr111+rxS1M\n", "U55e9zpTlWnDhg1SWGJiIgmCQEOGDJHFNTAwoG+//Vbajo2NVXsYJCLq378/GRoaSuf78ePHlJqa\n", "Kotz/vx5EgRB7R5oZWVFrq6usrDw8HBq0KBBiWXRph0cP36cBEGggwcPyuIVrKv09HSqVq2a7H6Z\n", "l5dH1tbW9O+//0ph2tZ9ae8V2pzLfv36kSAIUqcFEdG///5Ljx49ko5XuIMwJiaGBEGgffv2SWHa\n", "3jfWrl1LgiDQzp07pbDz58+Tm5sblcTX15datmyp8TNNnRHHjh2TOo2Ls2DBAhIEgWbMmCGFlbYj\n", "QKlUyv5ZWlpSjRo11MILn7vivGqHyLZt26h+/fokCAIpFAry8PCgiRMnyn7IKKi4zggiIlNTU6pV\n", "q5Za+LBhw0gQBLX7MXszlfePdYwxolu3bknXV8Hvp6VREZ0R/JpGBcvMzISfnx88PDxe65+fnx8y\n", "MzPLPb+qCSxTUlLw5MkTBAYGonXr1liwYIEUZ8eOHahZsybc3d1l+7q4uODq1atqQ/g16d69O/Ly\n", "8rB582YA+UNkg4KC0K5dO2lG7tzcXBw6dAi+vr4AgCdPnuDAgQNo1qwZatSoIaWlp6cHW1tbJCQk\n", "AAAuXbqEmzdvwsvLS3ZMCwsLGBoaSvEKatKkifR/QRBgbGxcqqXdXF1dZdvNmzcHABw+fFgWHhYW\n", "Jg3NFkURZ8+exdWrVzWm6eLiIv3/3XffVZt8UBt//vknAKBFixay8C5dumDVqlVapVEeZStY33Xq\n", "1AEAreq7VatWqFWrFjw9PfH9998jJSUFNWrUwLhx44rdT6FQoF+/fti6dat0nIsXLyI7O1tWNwYG\n", "BoiOjkarVq2k2eKXLVum1TmqUaMG6tevX2QeateujZ9//hlt2rSR0p4yZQpycnI0Du/Xtt7LQ1hY\n", "GHJycmTD2uPi4vDpp5++Vrqve501atRI+r+RkZFaGAAYGxvL3pvcsWMHgPz31AtycXHBw4cPpVcc\n", "atasicOHD6NDhw5o2rQpRFGUXt+5cuVKsWUB8t/Z1KYs2rQDR0dHNGjQAN26dcP48eNx5swZAPkT\n", "KKqYmpoiICAAy5cvl15J2LFjB0RR1LgaVUl1X9p7hbbn0sTEBKamptJ23bp1oa+vLx2v8MorrVq1\n", "kuWnqGNqum8EBgbCxMQEsbGxUtjSpUu1arcZGRmlnkiyoqgmilT9i4qKQv369dXCu3TpUu556dSp\n", "E27cuIF169YhJCQE//zzDyIjI+Hg4IDZs2eXOj0i0riih56eHoD8lZXYm+1Nm+mfsTeV6nVmfX39\n", "Kr0iEU9gWU6KmjzE1dW12PfZS0O1ZGlB5Tk5ia6uLsaMGYN169ZhyJAh6NOnD2rXro3MzEzk5uaq\n", "dUY8evQIZmZmyMzMRMOGDYtN28XFBXZ2dti4cSNCQkKwYcMGLFq0CIaGhvj8889x+fJlXL16FV5e\n", "XtI7rllZWSAiHDt2THrfXSUrK0uKp+q02bBhA44cOSKLZ2BgIL33WpC+vr5sW6FQyN5b7ty5M27f\n", "vi1tL1myRFZ+Q0ND2f6qyb1UN4O0tDR4eXnB29sb+/btQ61atQAA7dq1w7NnzzTWUeE8vYrMzEzp\n", "QeFVlUfZVF80gf9/h7lgfRfFwsICJ06cwPfff4/vvvsOo0ePhiiKmDx5Mjp16lTsvv3798fUqVOx\n", "bNkyjBo1CrGxsRgwYID0ORFJ7/1v375dmq1+4sSJ0lwLhRkYGJSYZ5UBAwZg+/bt2L17N9zc3AAA\n", "y5YtQ1hYmMZ6Kqney5O7uzuaNm2KpUuXYuDAgTh37hxyc3PVOkhKq6TrrDT7qx5gCqcpCIIsTdX9\n", "ICAgQBYvJycHZmZmyM7OBgAsXrwYAwcOxIoVKxAcHAwAuHHjBmxsbNTOjyAIGstScNWEomjTDvT1\n", "9XHs2DF8//33+PnnnxEdHQ0HBwd8++23CAkJkdIKDQ3FRx99hB07duC9995DbGxskfMXlFT3pb1X\n", "aHsui7pGijqe6u/ZnTt31PYp6b5RvXp19OnTB4sXL8aDBw+gr6+PNWvWIDExscTyVKtWrVQTS1pZ\n", "WQEouRNV9bmtra3WaZekNPksD9WqVUP37t3RvXt3vHz5Etu3b0d4eDiGDx+Ozp07w8HBQat0Hj9+\n", "jLt378LJyUntM1UZX2eOC8YYe5tcuHAB1atXR6tWrfDPP/9UdnaKxJ0R5WjDhg3o0aOHNLmTjY0N\n", "1q9fj3r16pVJ+jt37tSYfnmzs7NDUlISLl26hObNm6NOnTq4d++e2pJcpdWtWzcsXLgQ//zzD+7d\n", "uwc7OzvUrFkT4eHhWL9+Pa5du4bu3btL8Y2MjKBQKODr66tx/XYV1S9mQUFBahNjvaotW7YU+3nh\n", "X29Uvf0NGjQAAGzevBmZmZkYO3as9LAOFP2rUFmpU6cOiAj37t175XZY1crWqFEjLF68GPPnz0d8\n", "fDwiIyMRGBiIs2fPqv1KXpCtrS18fHwQGxuLYcOGYc2aNbIVJi5fvowDBw5gxowZsmXzyuKLf05O\n", "DlavXo3w8HDpAbSktEuq9/IWGhqKYcOG4fz581r/ulwVqe4H+/btK7bzaOnSpXBxcZE6IoCyf+gr\n", "TTswNzfHrFmzMGPGDOzYsQPR0dHo27cv6tevj/bt2wPInzRQNRKgWbNmOH78ONasWfNKeSuLe4Um\n", "RdVhUcdTtXNNozu0ERYWhnnz5mHVqlVo2LAhmjdvrlWHvZmZGe7du6f1cerVq4cWLVogMTERubm5\n", "0qRhhR06dAj6+vqyyZpflyAI5fp3oyhpaWk4evSo7O+yQqHA+++/j++++w4hISE4deqU1p0R27dv\n", "x8uXL9G1a1e1zx4/fgxBEF5pRCCrWt60mf4Ze1NduHAB9vb2sLa2VvvxuirhLuZyVK9ePRw8eBBn\n", "zpzBmTNncPDgwTL9Ulfe6RclNTUVgiDA3NwcQP4wzaysLNy4cUMW7/LlywgKCpJ+qVJ9OVN9GT1/\n", "/rxs1Yvu3bvj0aNH+Oqrr6Tlu8zNzdGiRQv88ccf+PPPP2W/dtesWRPe3t44efKk2hfcDRs2SL9e\n", "N2rUCNbW1hqXMly4cKHaLPplofBFf+zYMQCQlkNV/eJZ+Atk4T/O2qhevbpU/idPniA+Pr7IuKr6\n", "K7zk55YtW2QPXcWpyLKpFNV2EhISsGTJEgD5I3c+/vhjrFy5Enl5efj7779LTLd///5ISUnBqFGj\n", "0LJlS9mvssWV43W/+Ofl5eHly5elqqOS6r0sFPw1+MaNG7JXQEJCQlCtWjUsXLgQa9eu1bq9VDWq\n", "a6Dw/eD+/fv44IMPpJERz549K9M2rIm27eDMmTPSqiA6OjoICAiQXmkr2C6qV6+O4OBgxMfHY968\n", "eejVq9cr/5JcFvcKTYq6dlTHKzx6TbVd0kinooiiCFdXV8TGxpbq1SJLS8tSn++pU6fi4cOHstdC\n", "Cjp9+jQSEhIwevRotZFOr6Nfv35FvjpWni5evIjw8HCNHUyqdqdtJ9KjR48wbtw4mJqaYujQoWqf\n", "p6WlwdraWvZKJntzqWb619HRAZD/d6zKzvTP2Bvq/PnzaNKkCSwsLKr0axrcGVEBTExMyrW3tzzT\n", "L/wlIy4uDkeOHEH37t1hYWEBABgyZAjs7OwwePBgPH78GED+Gu1ffPEFLCwspD82pqam0NPTk+aQ\n", "iIqKwqZNm6S027Rpgzp16mDDhg2yX1q6d++OY8eOwdnZGTVr1pTlZ/r06UhLS5Ot2X7x4kVERETA\n", "w8MDQP6X3x9++AH79+9HXFycFO/IkSOYMGGC2jvKmspN+ZO9aldpABISEqQv8VlZWZg4cSKaNGki\n", "rT3/3nvvQVdXFzNmzJBeE1m+fDlSUlJK/eurra2tNPxq//79iIiIKDLfwcHB8PT0xPjx46Xh6v/+\n", "+y/GjBmDDh06qKWtKS8VVbaCcTW1nfj4eKSmpmLKlCmyV2YSEhJgaGio8bwW9uGHH8LQ0BCzZs2S\n", "LRcL5L+n7+DggMWLF0tDxM+ePYvVq1drlefiPjcwMICvry/WrFkjjWxKTU2V5mLRlM6yZcukJTRv\n", "3vNWU5AAACAASURBVLyJmJgY+Pn5SXOolERTmoXDbGxspDpesGABFi9eLH1Wt25ddO7cGfPmzYOn\n", "p2eZ/EL5uteZNmUq6hoYOXKkdF5zcnLw9ddfo1q1alK5VKNrVA/9OTk5iI6OLpN8q2jbDu7evYuZ\n", "M2fi/Pnz0r4JCQmoXr262vlXvd4RHR1d7IO3tvX0qveKouqkqHpSHW/ChAnS8S5fvoyYmBj07t1b\n", "bc4fbcsF5NeJaglkbTs1unbtirS0NKlzSptj+fr6YuHChRgxYgSWLVsmewVw//79CAwMRFhYGMaO\n", "Hat13itaafOQnp6OkSNH4unTp1LYpUuXEBUVBXd3d3h7exd7DCLCvn374O3tjZycHGzbtk3j95mz\n", "Z8+W6WgSVrnq1auHffv2SZ1WmzZtqpAf0xh7m1y4cAGOjo6wsLBAenq6xtfSq4SymAXzv6YiZg6t\n", "qp48eUJKpZLMzMxIoVBIq2m4ubmRlZUVubu705QpU2SrVxDlz+QeFhZGDRs2JDc3N3J3d6fp06er\n", "pb9w4UKytrYmV1dX6tixI929e1f2+YABA8jS0lIWduHCBRIEgZYsWaIxzydOnKD33nuPLCwsyMPD\n", "g7y9vdVmZCci2rlzJ3l5eZGVlRV5eHiQv78/HThwQPp88uTJ0qoh9vb2NHv2bLp+/Tq5ubmRrq4u\n", "GRsbU5s2bYqtP9WM5D/99BMNGjSIPDw8yNjYmLp166Y2M/+2bdvI3d2dLCwsyNfXl4YPH07Nmzen\n", "WrVqkSiKlJ2dTd27d5fOhVKppM8//1ztmJcuXaIWLVqQo6Mjubq60tatW+no0aPSaiTGxsYkiqK0\n", "BOPDhw8pIiKCrK2tqWnTpuTu7i6r27Fjx8rq4Ztvvin3somiSPv376e1a9eSk5MTKRQKsrS0lK3W\n", "oKntXLt2jb744gtycXEhpVJJTZs2pffee0+28khJwsPDycrKSuNnFy9epICAADIzMyMvLy/q06eP\n", "tCKAKIq0a9cutXbTvHlzWRpF1WdaWhr16tWLzM3NqVWrVtStWzeKiIggQRDI2dmZli9fThEREdK+\n", "y5cvp27dupGrq6u01KZqRRUioo4dO8rqc+3atdSrVy+ytLSUruU5c+bQ+vXrSalUkkKhIDMzM+rQ\n", "oYOURnx8PNnZ2ZGbmxu1adOGrly5IivLxo0bSRAE2rFjh1Z1WzBPSqWS1q5d+9rXWXh4uFQmZ2dn\n", "WrVqFa1atUrWboYOHUoXL16UpdmqVSspjYcPH9KQIUOka0CpVNKYMWNk97Xnz5/T6NGjydLSklxd\n", "XcnPz09a2cHKyoq+/vprOnPmjOwY7du3J6L/X4ZQVe6CKzwUVlw7cHJyohUrVlBmZiaNHDmS3Nzc\n", "SBRFcnNzIy8vL9q2bZvGNEVR1DgzfWnrvqR7RWnSa9GiBRkbG5Ouri4plUqNK96ojmdjY0NNmjQh\n", "BwcHio6Oli2lWtr7BhHRnTt3qEaNGjRmzJgiz0NhT58+JSMjI1q6dKksPDg4WCqzpaWldM4LOnny\n", "JAUHB0t/P52cnKhTp04a/y6NGDFCyruZmRmJokg5OTnF5q3wqhlF/dNmNY3jx4+TtbU1WVhYkEKh\n", "oHfffZesra2l+1RxsrKyaNasWfT+++9LZXVwcCBHR0caMWKEbJWYNWvWSH+TDAwMSKlUkqurK9nb\n", "25OPjw/FxMTQw4cPNR7n0qVLpFAoSnVfZ1Xf9evXpZn+Na3AxRh7dQ8ePCAAtHz5ctq6dSsBUPuu\n", "ro2KeCYWiKpAV3wVk5SUBA8PDyQmJqpNyshYca5fvw5bW1vExcVJIwX+K/7LZWPauXXrFjw9PXHz\n", "5s3KzgorxsCBA9GyZUu10T5vs8aNG2PLli3/x96Zh7dRnmv/lmRb3i1btrzJW+yQxCExSxyCP0pO\n", "oCwhhBgSSIDTAC2Utof2CksXCm0ptIcDFAinlMNFWlq2hrAUs4WlEDgFk5WQOITEkuVFXuRNtiVv\n", "8iZ9f+i8ihctM9JoZmQ9v+vKH5ZHo9fOeOZ97/d+7gdlZWWc3/M///M/ePTRR3H8+HGo1eowjo7w\n", "x5YtWxATE4MXX3xR6qEQArJnzx6P26W2tlbQkkOCiHa+/PJLrFixAgcOHEB8fDyWL1+OvXv3ejpU\n", "cUWMNTGVaRAEQRCceOWVV3DjjTdKPQzCD+Pj4/jwww+xefNmqYciG7766ivodDpeQgQA/PCHP8TG\n", "jRtx+eWXY3x8PEyjI/xxzz33wGq1zigZI+YH01ski9GqniCiCVbWuWjRIk/QuVw7apAYQRBhYD4b\n", "jubzz0bM5cc//jE+++wzOBwO7NixA9///velHhIxi9bWVlx++eUA3Nkia9eundHJJhp5+eWX8V//\n", "9V8AgD/84Q+47bbbgjrPQw89hJ/+9KeePCRCXM444wx8+OGHiI+Pl3oohMCYTCbPIol1zSEIQhhO\n", "njyJ/Px8pKamIj09HQkJCbINsSQxgiAE4g9/+APWrVsHhUKBX//61/NqB3k+/2yEf9LS0nDNNdeg\n", "srIS27Zt8wTXEvIhLi4OR48eRXl5OXbu3OkJ2oxmkpOT8fjjj2P58uVISkoKySly8cUXIz09XcDR\n", "EVy5+uqrJWlbSoQfk8mERYsWQaPRkDOCIATm5MmTWLx4MQB3kL9er5etMyJG6gEQxHzhrrvuwl13\n", "3SX1MMLCfP7ZCP/87ne/o8WtzMnOzvZ0QSHcXH755ejq6pJ6GARB+MBkMmHFihUwm80kRhCEwJw8\n", "eXJGt638/HzZihHkjCAIgiAIgiAIQhRcLhdMJhNKS0uRmZlJYgRBCMjk5CQMBoPHGQEAer2eyjQI\n", "giAIgiAIgohurFYr7HY7SktLodVqSYwgCAFpamrCxMQElixZ4nmNnBEEQRAEQRAEQUQ9rJNGWVkZ\n", "OSMIQmBOnjwJAF6dEXIMoScxgiAIgiAIgiAIUWhoaAAAT5kGddMgCOE4efIkUlJSkJeX53lNr9dj\n", "fHxclsIfiREEQRAEQRAEQYiCyWRCVlYWUlJSyBlBEAJz4sQJLF68eEYnItZGV46lGiRGEARBEARB\n", "EAQhCiy8EgAyMzPR19eHqakpiUdFEPOD6W09GawtuxxDLEmMIAiCiECsVitZWwmCIIiIY7oYodVq\n", "4XK50N/fL/GoCCLycblcXsUInU4HlUpFzgiCIAgiNLq7u1FVVYVly5Zh2bJlqKqqQnd3t9TDIgiC\n", "IAhOzHZGAKBSDYIQgO7ubvT3988RI1QqFfLy8mTpjIiRegAEQRAEd6qrq7F3717P1xaLBVdeeSVq\n", "a2slHBVBEARBBGZ4eBidnZ0kRhBEGGCdNKa39WTo9XpyRhAEQRDBY7Va0dzcPOf1pqYmKtkgCIIg\n", "ZE9jYyMAzBEj6BlGEKFz8uRJqFQqz9/XdPLz80mMIAiCIAiCIAgiOjGZTACAsrIyAEB6ejoUCgU5\n", "IwhCAE6ePInS0lLExcXN+Z5er5dlmQaJEQRBEBGCVqtFYWHhnNdLSkqg1WolGBEhZyjklCAIuWEy\n", "mZCUlASdTgcAiImJQXp6OokRhCTMt+fkiRMnvJZoAOSMIAiCIATgwgsvBADExcUhJiYGVVVVeOON\n", "NyQeFSEnKOSUIAi50tDQgNLSUigUCs9rWq2WxAhCVLg+JyNNrPDWSYOh1+sxODgIu90u8qj8QwGW\n", "BEEQEUJ7ezueeOIJbNu2DcnJyXjyyScpuJKYA4WcEgQhV6Z30mBkZmaSGEGISqDnZHd3N6qrqz05\n", "XcXFxaipqfE4euTIyMgIWlpa/IoRgHsumZqaKubQ/ELOCIIgiAjhF7/4BRITE/Gb3/wGp512GgYG\n", "BjAyMiL1sAgZQSGnhFBE2o4gERn4EiPoWiPEwtdzsq6uDs888wwOHTqE9evXY+/evbBYLLBYLNi7\n", "dy+uvPJK8QfLA4PBAAA+xYj8/HwAkF2pBjkjCIIgIoC9e/fixRdfxDPPPAONRoOCggIA7ofKaaed\n", "JvHoCIKYL0TijiARGUxMTKClpcWrGMFaEhKEVIyMjODWW2/1+X0m6ss1o+vEiRMAfIsReXl5ACC7\n", "EEtyRhAEQcgcp9OJn/zkJzjzzDPx3e9+F8Apu53cFG5CWrRaLYqLi+e8TiGnBFeYfTmSdgSJyMBs\n", "NmNqaorKNAhJ8fWcXLVqFQYGBvDRRx9Bo9GIP7AQOXnyJHJycnyOXa1WIysrS3bzRhIjCIIgZM5z\n", "zz2HQ4cO4YknnoBKpQIgX7sdIT01NTUoKioCAGg0Ggo5JThDZT78oFIWfrC2nrPFCAqwJMSmpqYG\n", "VVVVUKlUSEpK8jwn09LScOGFF3rtSCF3Ud9feCVDju09SYwgCIKQMXa7HXfffTe2bNmCb33rW57X\n", "ExISoNVqSYwg5qDT6XDppZcCAO68807U1taSxZ4gBIQ61gSHyWRCTEzMnBbVmZmZ6O/vx+TkpEQj\n", "I6INnU6H2tpapKen48c//vGc5yQTK5jL4Nxzz5W9qM9VjJDbvJHECIIgCBnzu9/9Dna7HQ8//PCc\n", "7xUUFKC1tVWCURFyhwVZTUxMSDwSIpKgMh9uUClLcJhMJhQXFyMmZmZkXWZmJgCgr69PimERUczQ\n", "0BByc3PnvM7Eir/85S8AgBdeeEHWov7U1BTq6+u9Ojqmk5+fT2IEQRAEERir1Yr9+/dj+/btuPvu\n", "uz2BldORo8JNyAOj0QgAGBgYkHgkRKTBdgQTEhIAAMuXL5f9jqCYUClL8HjrpAGcEiPo90eIyfj4\n", "OBwOh982l6effjoAd96JnGlpacHY2BiVaRAEQRChMd3+u3r1aigUCmzdutXrsSRGEN4YGRnxXBck\n", "RhB8YTuCK1asAAD8/ve/l/WOIBE5NDQ0+BUjKDeCEBO73Q4AfsUIFhYudxcq60YTSIzIz89HT08P\n", "HA6HGMPiBIkRBEEQMmK6/XdsbAzj4+O47rrrvB5LYgThjYaGBgBARkYGiRFE0HR2dgIAurq6JB6J\n", "vKBSluBwuVxobGwkMYKQDUyMSEtL83lMYmIitFqt7MWIEydOICkpySOe+IJ9v6OjQ4xhcYLECIIg\n", "CJnA1/5bUFCA3t5ejI6OijA6IlJgJRqVlZUkRhBB4XK5PLZkCmacS01NDSoqKgC42+VRx5rAdHZ2\n", "YmRkxKsYodFooFAoSIwgRIWLMwIACgsLZV+mcfLkSSxatAhKpf+lPRMj5FSqQWIEQRBEhCLHhwoh\n", "PQaDAWlpaSgrKyMxggiKnp4ejI2NASBnhDd0Oh0ee+wxAG5HBHWsCYyvtp4AoFKpkJGRQWIEISo2\n", "mw1AYDEiEsLCuXTSAOTZFp7ECIIgCJnA1/7LxAg5PVQI6TEajTjttNOQnp5OYgQRFGzinZqaSs4I\n", "H7DOD6ychfAPEyMWLFjg9fuZmZkkRhCiwqVMA5hfYkRKSgpSU1NltYlFYgRBEISMqKmpQWVlJQAg\n", "PT3dr/2XxAjCG0ajEQsXLoRGoyExgggKZkk+++yzyRnhAyZGDAwMYGhoSOLRyB+TyYTc3FwkJiZ6\n", "/X5mZiZ10yBEhWuZhtzFiN7eXvT29gZs68mQW94YiREEQRAyQqfT4bnnngMAPP/8837tv4mJicjI\n", "yJD1Q5IQH4PBgNNOOw0ajQZ2ux1TU1NSD4mIMMxmM9RqNZYuXUrOCB8wMQKgUjkumEwmlJWV+fw+\n", "OSMIsbHZbFCpVJ42xr4oLCyEzWbziBdyg2snDUZ+fj6JEQRBEIRv+vv7AcBrycZs5KZwE9Jit9vR\n", "3d3tcUaw1wiCD62trSgoKEBOTg45I3zQ19eHuLg4ACRGcMFkMnnNi2CQGEGIjd1uR1paGhQKhd/j\n", "CgoKAMi3vefJkyehVCqxcOFCTsfr9XpZ3bNIjCAIgpAZTIxIT08PeCyJEcR0WCeN6WIElWoQfDGb\n", "zSgsLIROp0Nvby+5a7zQ19fnsUXTPTgwgcQIrVZLYgQhKna7PWCJBhAZYsSCBQugVqs5HU/OCIIg\n", "CMIvfMQIudcyEuJiMBgAkBhBhAYTI7Kzs+FyuWiR6AWr1Yq8vDxkZmbKamIvR2w2G3p7e8kZQcgK\n", "m83GSYzIy8uDUqmUbXvPEydOcC7RANybWBaLRTYic8SLES6XC1VVVbK+SAiCEB+r1RqxYVj9/f1Q\n", "q9UB6xgBckYQMzEajcjKyoJGoyExggia1tZWjzMCAOVGeKGvrw8ZGRl0D+aAv7aejMzMTNhsNkxM\n", "TIg1LCLKYWUagYiNjUVubq4sN36sViuOHz/OW4yYmpqSTQme7MSII0eOYMOGDSgvL8fy5cuxfPly\n", "PPzwwz7VmxdeeAH79u3zW+/z7LPPoqKiAhUVFVi6dCkeeeQRuFyucP0IBEFISHd3N6qqqrBs2TIs\n", "W7YMVVVVETeR7u/vR3p6esA6RsD9UOnp6YHD4RBhZITcMRgMnrpREiOIYBgfH4fFYkFBQQGys7MB\n", "QDaTVjlBYgR3uIoRwMxgUIIIJ1zLNAD5uVCnz3VbWlrwxhtvcJ7r5ufnA5BPeVmM1AOYjtlsxpo1\n", "a7Bu3TrU1dUhJiYGBw8exOrVq9HV1YVHH310xvGDg4O45557sH79erz99ttez/mnP/0JP/3pT/HZ\n", "Z5/h7LPPRlNTE84991z09vbioYceEuPHIghCRKqrq7F3717P1xaLBVdeeSVqa2slHBU/mBjBBdbe\n", "s6Ojw2f/diJ6MBqNKC8vB3CqdzqJEQQf2tvb4XK5yBkRACZGTExMYP/+/VIPR9aYTCakpaUhIyPD\n", "5zFMjOjt7fWIYAQRTmw2G/Ly8jgdKzcxYvZc12QycZ7rsnmjXEIsZeWMePfdd2Gz2XDXXXchJsat\n", "k1RWVuKiiy7CSy+9NOf4Bx54AJdddhnOOussr+cbHBzEL3/5S9x00004++yzAQAlJSW4/fbb8dhj\n", "j6GpqSl8PwxBEKJjtVrR3Nw85/WmpqaIKtngI0bIPViJEA+XyzXDGRETE4Pk5GQSIwhesJLXwsJC\n", "JCUlISkpiZwRXmBihNzC4OQIC6/05/bTarUAQLkRhGhwLdMA3PdDucQBhDrX1Wq1UKvVsrlvyUqM\n", "UKlUADCnXmx8fByxsbEzXjMYDHjuuefwn//5nz5LLt5//30MDg7iwgsvnPH6BRdcgKmpKbz++usC\n", "jp4gCEIY+IgRcrPbEdJhtVoxMDCA0047zfOaRqOJWjEiknNjpIQJm0zo1Ol05IyYxejoKBwOB7Ra\n", "LZXKcSBQJw1gpjOCIMSAb5lGW1vbvCjzVygUyM/PJ2eEN6677josXboU9913H2w2GwC3W+LTTz/F\n", "Aw88MOPYbdu24Z577vEoqd44cuQIgLk1auzruro6IYdPEITEaLVaFBcXz3m9pKTE771CbvARI5KT\n", "k6HRaEiMIGa09WREoxgxH3JjpMRsNiMjIwNJSUkAgOzsbHJGzILlGrDMCMBdKkd4x2QyoayszO8x\n", "Go0GSqWSxAhCNLh20wDcYoTD4ZDF9SnEXFdOWTeyEiOSk5OxZ88eqFQqZGZmIjc3FzfccAOefvpp\n", "3HjjjZ7j3n77bZjNZtx2221+z9fT0wMAcy409jX7PkEQ84eamhrPpCc1NRVVVVV44403JB4VP/iI\n", "EYC8HiqEdDAxYvqkPxrFCFZLa7FYYLFYsHfvXlx55ZVSDytiYG09GeSMmAtz3EwXI+ge7J2xsTG0\n", "trYGdEYolUpotVpyMxGiwbdMA4BsSjVqampQVVWF2NhYJCQk8J7ryqm8TFZihNFoxIoVK6BWq9Hb\n", "2wuLxYLdu3fj7rvvxq233grAfVO788478cQTT0CplNXwCYKQATqdDjfffDMA4Oabb0Ztba0nhC1S\n", "4CtGyC1YiZAGg8GA/Px8z442EH1ixHzJjZES1taTQc6IuUx3RlCpnH+am5vhcrkCihGAu1RDDjvP\n", "xPxnbGwM4+PjvJwRgHzyuXQ6HT7//HPEx8fjrrvu4j3X1ev1sinTkFU3jXvvvRft7e3YsWOHR6la\n", "uXIlfv7zn+P222/Hpk2bcPDgQSxdunRODgSAOXU8rP7MbrfPeJ19nZWV5Xc827Zt87RGY1x77bW4\n", "9tpr+f1gBEGISmdnJwBgaGhI4pEERzDOiMOHD4dxREQkYDQaZ5RoAG4xQi47OcRMmDgitxIys9mM\n", "1atXe74mZ8RcposRKSkpSEtLk83EXm40NDQA8N/Wk0FiBCEWLA6AqxiRlZWFuLg42YgRgNvhPzg4\n", "iDPPPJP3e5kzwuVyeYJld+7ciZ07d844TozNDFmJEXV1dcjKypojALAwriNHjuCTTz5BW1vbjF88\n", "W3hcdtlliIuLw89+9jNce+21nmMaGxtRUVHhOb6xsREAZrzmje3bt/vs1EEQUiLXSaxcYLt4kTiB\n", "Hhsbw8jICG8x4q233grjqIhIwGAwYOXKlTNe02g0OHbsmEQjEh9WS2uxWGa8LqfcmO7ublRXV3sc\n", "HMXFxaipqZGNg2t2mQZzRkyftEY7TIxg81UqlfONyWSCWq32OEj8odVqSYwgRIFtTHMt01AqldDr\n", "9bISIwwGAwDMCK3mil6vh8PhQH9/v6flrrcN98OHD3s6UoYLWdU55OTkoLe3F8PDwzNeZw/s3Nxc\n", "/POf/8SJEyfw1Vdfef794Ac/AAC89957+Oqrrzy/yLVr1yIlJQUfffTRjPN9/PHHUKlU2LhxY/h/\n", "KIIQEApm4wYTKCPRWtzf3w8AvMWIrq4ujI2NhWtYhMxxuVw+nRHRVKYBuGtpKysrAbi7dMktN0bO\n", "mRY2mw12u31OZsTY2BgGBwclHJm86Ovrg0aj8XSBIzHCNyaTCSUlJZxKq8kZQYgFEyO4OiMAebX3\n", "BID6+nooFApOrqPZyCnrRlZixLZt2+B0OnH77bdjcnISgNvF8Mgjj6CkpARXXXWV1/ex8ozZZRrJ\n", "ycl48MEH8be//c1jYW5qasL27dtxxx13eE0iJQg5I+dJrJyIZGdEMGIEq2WkNPfopbOzE8PDwyRG\n", "wL14fuqppwC4xYjPPvtMNq4DuWdazG7rCbidEUBkirvhoq+vb4bThsQI33Bp68kgMYIQC75lGoD8\n", "8rkMBgOKiooQHx/P+71yyrqRlRixYcMG7NmzB62trTj99NOxfPlyrF+/Hhs2bMC+ffuQmJg44/gd\n", "O3agpKQETzzxBBQKBc477zwsWLDAc4EBwI9+9CM8+eSTuPHGG1FRUYF169bhjjvuwEMPPST2j0cQ\n", "ISH3Sayc6OzshFarjRoxQk4KNyENvuyaGo0GdrsdTqdTimFJRktLCwBgfHycOmfxgO36zXZGAJEp\n", "7oYLq9XqsTYDJEb4g68YQfMZQgz4lmkA8hQjFi1aFNR7c3JyoFQqZZF1I6vMCABYvXr1jOAkf9xy\n", "yy245ZZbAh5300034aabbgp1aARBRADj4+Po6+vDmjVr8Mknn2B0dBQJCQlSD4szJEYQwWA0GqFU\n", "KrFgwYIZr2s0GrhcLtjt9jl5TPMZJkYA7t1+trsvNXLPtGhtbYVKpUJubq7nNXJGzKWvr2+GGJGf\n", "nw+LxYKJiQnExsZKODJ54XQ60dTUNKPdsD8yMzNht9sxPj6OuLi4MI+OiGaCLdNob2/H5OQkYmKk\n", "X0IbDAavDR24EBMTg5ycHFnMG2XljCAIwjdsEjsbuUxi5QLbvVu+fPmMryMFJkZMn+gGgqW5y0mx\n", "J8TFYDCgsLAQarV6xutMgIi2Uo2WlhZPxyy5/V0wZ2ZaWhoSEhKQkJAgm0wLs9mMvLy8GRPt9PR0\n", "qFSqiLuXhpPZYoRer4fL5fLkFRFuvv76a4yNjXF2RrC5DLkjiHBjs9kQGxs755npj4KCAjidzjli\n", "shRMTU2hoaEhqPBKhlzae5IYQRARRE1NDVatWuX5uqysTDaTWLnAdu8iWYxQq9W83RxkE45ujEaj\n", "10lJNIsRZ511FuLj42UnRvzxj39EUVERvvnmGzzzzDMYHR2VTZ387E4agDtFXqfTkTNiGt7ECIDc\n", "aQwWtn3BBRcAAO69915Oz+LMzEwAkM3fAzF/sdvtSEtL49UhiGXpyOGZ0tLSgvHx8ZDFCDncs0iM\n", "IIgIQqfT4bnnnvN8fdlll8kmmE0usJ2pSBYj+JRoMOTyUCGkwVsnDSC6xYji4mLo9XpZpZ8fOXIE\n", "r776Kn71q18hLy8PV199NdLS0rBr1y6phwbAuxgBuJ89kXYvDSckRviHhW0zh8NXX33FKWybxAhC\n", "LOx2O68SDUBeYkQobT0Z+fn5srhnkRhBEBFGfX09AKCqqgpHjx6VeDTyg+3elZeXz/g6UiAxguCL\n", "0+n0addk4VzRJkY0NzejuLhYdoFjv/71r1FWVoatW7cCANRqNaqrq7Fr1645HcGkoLW11asYkZ2d\n", "HXH30nAyu5uGRqNBYmIi3YMRWtg2iRGEWNhsNt5iRFpaGlJSUmQhcBsMBqjVaq/3a65QmQZBEEFR\n", "X1+P5ORkXHrppTh69KgsJrBygnXSSExMREZGRsTt5gUrRsht0UWIR2trK8bGxrw6I6JRjLDb7RgY\n", "GEBRUREKCwtl83dx4MABvP3227jvvvtmhBxu3rwZ9fX1qKurk3B07hrktra2GW09GeSMOIXD4cDI\n", "yMgMZ4RCoZDNxD6SSUtLg0qloswIIuywMg0+KBQK2cy1DAYDFi5cCKUy+KV8fn4+BgYGMDQ0JODI\n", "+ENiBEFEGPX19TjttNNwxhlnYGBgQBY3RTnR1dXlSX/Pzs6OuAl0KM6Irq4ujI+Ph2FUhJwxGo0A\n", "4FWMiI2NRVJSUlSJEayTRlFRkWwmjgDwq1/9CuXl5diyZcuM17/97W8jIyND8lKNrq4uTExMkDMi\n", "AH19fQDmhgyTO81NKGHbCoUCmZmZ5IyYR1itVlmKS8GUaQDy2fhha4FQYOVlUouoJEYQRIRRX1+P\n", "RYsW4YwzzgAAKtWYRVdXF3JycgAgIkPXQhEjXC6XaCnPcp1gRCMGgwExMTFeFwCA20IezWJER0cH\n", "JicnJR3Tv/71L3z44Ye4//77oVKpZnwvNjYWV111leSlGmyCLVZmRKTeQ0iMCExNTQ2qqqoQqbXY\n", "dAAAIABJREFUFxeH+Ph4VFVVcQ7b1mq1JEbMA1iI6bJly7Bs2TJUVVXJanPIZrPxdkYA7vujXMo0\n", "SIwgCEISmBih1+uRnp6OI0eOSD0kWdHZ2elxRkSitTgUMQIIf4Ca3CcY0YjRaMSCBQt89j2PRjEi\n", "NjYWubm5nlZsHR0dko3H5XLh3nvvxZlnnukzxG/z5s1obGzEl19+KfLoTsEm2N7KNLKzszEwMICx\n", "sbGQPyfS7yEkRgRGp9OhtrYW5eXluOaaa1BbW8s5bJucEfMDFmJqsVhgsViwd+9eTiGmYhHJzojR\n", "0VGYzeaQxYi8vDwA0gfvkhhBEBHEwMAAuru7cdppp0GhUKCiooKcEbOI1jINsVKe5T7BiEYC7ZBE\n", "oxhRUFAApVLp2eWXcvL40Ucf4bPPPsMDDzzgs7733/7t35CVlSVpqYbZbEZSUpLX+w9bSPb09IT8\n", "OZF+D/EnRrS3t8PpdEoxLFkyPDzMu+MXiRGRTyghpmIRihjR09MDh8MRhlFxo6GhAQCwaNGikM6T\n", "kJAArVZLzgiCILjDOmmwGxCJEXPp7OyMyjKN1NRUpKSkhFXhjoQJRjTiq60nIxrFiKKiIgDStmKz\n", "Wq3o7e3Fvffei3POOQeXXXaZz2NjYmKwadMmvPLKK5KVarBOGgqFYs73mMAb6v10PtxDmBgx+z6t\n", "1+sxOTkZcQJ4OAkmJDAzMzNirgUicgmlTAOQ1k0gRFtPhhzae5IYQRARBBMj2A2ooqICJpNJ8iRc\n", "uTA2NoaBgYEZZRo9PT0Rs1M1NjaGkZGRoMQIgGzC0cjExASamppIjJjGdDEiNTUVqampotb4Ti9D\n", "WLRoEQ4cOIA777zT6yJ/Ops3b4bZbMa+fftEGulMzGaz1xIN4JQzghbabjEiLS1tTllUfn4+AOkt\n", "z3IimPaJ5IyIfEIJMRUDl8sVkjMCgKS5EfX19UhPTxfkd6nT6dDY2CjAqIKHxAiCiCDq6+uRn5+P\n", "5ORkAG4xwuVy4dixYxKPTB6wXbvpzgin0+nZyZI7/f39AObuuHFFr9eHdQdY7hOMaKS5uRmTk5NU\n", "pjGN6WIEIH6N7/QyBHbvefzxxwO+77zzzkNubq5kpRpms9lnz3omRoTqjPB1DykuLo6Ye4jVap1T\n", "ogGIl9sTKYyPj8PhcPDefaYAy/lBTU0Nli9fDgC8Q0zDjcPhwOTkZFBiBPs7l7L0j5VmBhK4/cFE\n", "8y+++AIfffSRpNk9JEYQRATBwisZ5eXlUKlUVKrxf7CJ8vTMiOmvy51QxYiCgoKwT4RrampQWVnp\n", "+frcc8+VzQQjGvHX1pMRTWKEw+FAZ2fnDDGisLBQtImjrzKE5ubmgNZzlUqFq6++Gq+++qokbi5W\n", "puGNuLg4aDQaQSarrNNCUlKS57Wf/OQnIZ9XLPr6+ryKEZmZmYiLiyMx4v+w2+0AEJQzYmhoSNKa\n", "fCJ0dDodHnjgAQDAOeecwyvENNzYbDYACKpMIyEhAZmZmbIQI0KBieYjIyOYnJyUNLuHxAiCiCBm\n", "ixHx8fFYvHgxiRH/R2dnJ4CZzgggcqzFQjgjwj0R1ul02L59u+frV155RTYTjGjEaDQiPj7es1vj\n", "jWgSI5h1dvruuxzSz7myefNmdHR04PPPPxf1c0dHR9Hd3e1TjADc4q4Qwi7rtLBmzRqcf/75qKqq\n", "wmOPPSZpW1M++BIjlEqlLOqv5QITI4LJjABAuRHzAPa3MDw8LPFIZhKsUMaQur2nwWAIKbxSbtk9\n", "JEYQRIQwNTUFo9E45wZEIZan6OrqgkKhQFZWFoDIFSO8TXS5oNfrYbFYMDExIeSw5sB24wFprYqE\n", "e1JSVlbms0sD4BYj7HZ7xGSnhEJLSwsAzCnTEGviGGop06pVq6DX60Uv1WCLBl+ZEYDwgcBtbW1Y\n", "smQJ7r//fhw8eBC7d+8W7NzhxJcYAZzqqEGc2n0OxhkBgEo15gHsb0FupbKhihFSCtxWqxVWq1WQ\n", "8Eq5QGIEQUQIra2tGBsb8ypG1NXVRcVCIxCdnZ3IzMz0BIulpKQgPj4+qso0XC4XLBaLkMOag9Fo\n", "9DzESYyQlkCdNAC3GMECu+Y7LS0tUCgUM5wiBQUF6O3txejoqChjqKmp8dyndTodr1pppVKJa665\n", "Bq+99homJyfDOcwZMLEmkDNCKGHX5XLBZDKhtLQUF1xwAc4//3z8+te/jgh3RCAxgpwRbsgZQTAx\n", "gs1t5EIoZRqAtGKEEJ005Jb/RWIEQUQIs9t6MioqKjA8PCx5Gq4c6Orq8uREAIBCoYBOp4soZ4Ra\n", "rUZCQkJQ7xcrQM1oNOKss85CUlISiRESw6V2VKPRAEBUlGq0tLQgLy8PcXFxntfEbsWm0+mwevVq\n", "lJaW4ptvvuFdK71582Z0d3fjX//6l9/j2A6ZELC/Y3/lPkKVaQBAT08PBgcHUVZWBoVCgfvvvx+H\n", "Dx/GW2+9Jcj5w0lfX5/PCTuJEacgZwTB/hYGBgYwNTUl8WhOIUSZhtRiRFlZWUjnYdk9ubm5yM3N\n", "lTRglMQIgogQ6uvroVar5+xcVVRUAACVasAtRrC8CEakiRHBuiIAccWIhQsXihKYSfjG4XDAbDZz\n", "ckYA0SNGTC/RAE6VHog1eXS5XNi9ezeuuOKKoHaZKisrUVJSgueee86r2DC9deiyZcsESUE3m83Q\n", "6XSIj4/3eYyQ91KTyQQAKC0tBQCsXr0aF1xwAX7zm9/I3uXnq5sGcEqMiASHR7gJ1hmRkpKCmJgY\n", "EiPmAe3t7dDr9XC5XB5xSg4IUaZht9sl+ZkMBgP0ev2MAOBgYNk9x44dw7FjxyQNGCUxgiAihPr6\n", "eixcuBAqlWrG6zk5OdDpdCRGwF2mMd0ZAQi7mxduQhUj0tLSkJSUFFaBwOVyzRAjyBkhHY2NjXC5\n", "XCRGTMObGMFEOrFyI44dO4a2tjZcdtllQb2/p6cHY2NjeOGFF7yKDdNbh1osFkFS0P219WRkZ2ej\n", "p6dHELGAiRELFizwvPbb3/4WR48elXV3nrGxMQwPD/sVIxwOh+xq5KXAZrMhNjYWarWa1/sUCgUy\n", "MzNJjJgHtLe3Y9myZQDkVaphs9kQHx8/w0HHB7EF7umEGl45G61WK3lbZRIjCCJCmN1JYzoUYukm\n", "2p0RCoUi7AJBd3c3hoaGSIyQAVxrR6NdjIiPj0dWVpZo1+ru3buRlJSEb33rW0G9v7q6Gh0dHZ78\n", "FyY2OBwO7NmzBydOnJjznlBT0P219WTodDpMTU0JstBuaGhATk4OkpOTPa+dd955uPjii2XtjggU\n", "MiyWOy0SsNvtSEtLg0Kh4P1eEiMiH7vdjsHBQY8YISeBzm63B+2KAKQVI+rr6+dVeCVAYgRBRAwk\n", "RgTGmzMimsQIIPw1y6yTRllZGYkREmM0GpGcnDznmp8Ns0nPdzFicnISbW1tc8QIQNwa33fffRcX\n", "XXQR7x1hwHfLtQMHDiApKQkXXnhhWP4fuTojAAjiNGPhlbP57W9/i+PHj+PVV18N+TPCAVtQkRgR\n", "GJvNFvSCj8SIyIeFV8rRGRGqGJGXlwelUin6/MfpdMJoNJIYQRCE+AwPD6Otrc2vGNHS0jLvFxv+\n", "GB0dhd1un+OMiKYyDUA8MaK0tBR6vR6dnZ0YHx8P2+cRvmGTkkA7j7GxsUhKSpr394f29nZMTU15\n", "FSPEEs76+/vxxRdfBF2i4Yu4uDg88sgj2LdvH1auXDnn+6GkoLtcLpjNZr9tPQFhWyX7EiNWrVqF\n", "tWvX4r777pNV4B0jkBiRnZ0NlUpFYgROOSOCITMzk7ppRDhMjDj99NMByMsZYbPZgr42ASAmJgZ5\n", "eXmilf4x2tra4HA4SIwgCEJ8mB3bnxgBAHV1daKNSW4wwcGbM2J4eBjDw8NSDIsXQokR4Vx0GY1G\n", "FBQUICEhwdNKtKOjI2yfR/jm+PHjAXezGRqNZt6LES0tLQDgtWVZQUGBKBPHDz74AE6nE2vXrg3q\n", "/b5arp1xxhm44447cM455+Dtt99GVVWVRxwoLy8PKWehv78fIyMjojojGhoafKbB//a3v8XJkyex\n", "Y8cO2S1I2YLKl/CjUqmQm5tLYgTEcUYI2VGGEBb2N7Bo0SKoVKp55YwApGnvKURbTzlCYgRBRACs\n", "raevG9DixYsRFxcX1aUa/sQIwB0KJ3eEECMKCgpgsVgwOTkp0KhmwsIr2WcBZEkWG9ZNYd++ffjo\n", "o484dVOIJjHC26JarInj7t27UVFR4bdFZiACtVxjKeh1dXVQqVS47bbbQkpBZyJNIDEiOTkZ8fHx\n", "ITsjBgcH0dPT49UZAQBFRUVIT0/HbbfdJli3EKFgC19/92lq7+kmFGeEVqv1K0aEo6MMISzt7e3Q\n", "arVISEhARkaGrJwRQogRUrT3rK+vR2xsrFfBOpIhMYIgIoD6+npkZWX5nADFxsZi6dKlUS1GdHZ2\n", "AoDXMg1AmN28cNPX1yeIM8LpdHp+H0LjTYyg3AhxYd0UnE4nhoaGOHVTiBYxIjMz02vLs8LCQgwO\n", "Doa1FZvT6cR7770XcokG15Zr2dnZWLBggaczRbAwMSJQmYZCoRCk7G12W8/ZVFdXo7+/H1NTU4J1\n", "CxGKvr4+pKSkIDY21ucxer3eY1GPZsLpjAhHRxkpmM/ODtbWE3CXNcnJGRFqmQYgnttuOgaDAaWl\n", "pYiJiRH1c8MNiREEEQH4C69kRHuIZVdXF5RKJTIzM2e8LmSdczgZGxvD6OioIGIEEB63gsvlQkND\n", "g0eMSElJQVpaGokRIuIr4DBQN4VoESO85UUA4ghnBw8eRG9vL9atWyfI+bi0XCstLUVDQ0NIn9Pa\n", "2orY2NiAQaiAMIHAbLzeyjSCvb7Foq+vz2deBIOcEW5CzYwYGRnB6OjonO/J/RrhQjQ4O9ra2pCf\n", "nw/A7SSab86IgoICtLW1weVyCTSqwBgMhnlXogGQGEEQEQFXMeLrr78Omz1f7nR2diIrKwsqlWrG\n", "60yckPuDnu0aCCVGhGPRZbFYMDw87BEjAGnqJgn+kBjhFiPCuZO1e/dupKen45xzzgnbZ8ymrKws\n", "ZDGChVcqlYGnhEI5I9LS0gIu6uUIiRHcCdUZASBixAW+zBdnhz/a29s9YoTcnBFCiRFjY2OilgCT\n", "GEEQhCS4XC4YDAZOYoTD4fB0O4g2urq6vO7sxcTEQKvVyr5MQygxIj09HYmJiWGZDLNra7oYEe7A\n", "TGImvgIOA3VTiHYxIjc3N+yt2N59911ccsklolpoy8rKYDKZ4HQ6gz4Hl04aDCGcEayThrcuMMFe\n", "32LBVYwYHByE3W4XaVTyJFRnBACvpRpyv0YCMR+cHVyYXqYhN2eEEGUaLGNHrPnP2NgYmpubSYwg\n", "CEJ8Ojo6MDQ0xEmMABC1pRpdXV1z8iIY2dnZUeOMUCgUYduZMxqNUCqVWLBggec1ckaIT01NDbKz\n", "sxETE+M14NAbGo0mrHkJUsPaU/oSI2JiYpCfnx+2a7WzsxNffvmlYCUaXCkrK4PD4YDFYgn6HGaz\n", "mXNXFiGcEf46aQAzAzwVCgUKCwtD6hYiJFzFCCC6g31dLldIzggmKvjKjaipqZnxHDrzzDNlc40Q\n", "wPj4OLq6umY4I+QiRrhcLsGcEUB43XbTYaJzoLVAJEJiBEHIHNZJI9ANKCMjA3q9PmrFiM7OTp81\n", "z0Ls5oUbJkYIYV0OpxhRWFgItVrteY3ECPHR6XRYtmwZLr30Ur8Bh9OZ786I7u5uOBwOn2IEEN5r\n", "9f3334dCocAll1wSlvP7goVAhlKq0draylmMENIZ4e8zWIAnu85D6RYiJH19fQF330mMAEZHRzE1\n", "NRUWZwTgvkby8/NRUlICAHj88cdlc40EwpezY3JyMiJLl7zBxNHpmRFyKdMYGRmB0+kMWYzIysqC\n", "Wq0Wbf4zX9t6AiRGEITsqa+vR0xMzIxdAF9Ec4ilP2dEJIkRoTojgPCVTkzvpMEoKChAT08PHA6H\n", "4J9H+MZkMqG8vJyzLZk5I0Kx88sZZnsOJEaEaxfr3XffxcqVK5GVlRWW8/uipKQECoUiaDFicnIS\n", "7e3tvJwRIyMjGBoaCurzxsbG0Nra6leMYGi1WpSVlXm1tEuF1WoNuGBkjo5oFiOYCyvYBV9ycjLi\n", "4uJ8ihFtbW347LPPsG3bNgCR0S1rOsz9k5ycDJVKhYULF6KnpwePPPKI1EMTBNZNZno3Dbk4I9i1\n", "GWqZhkKhEHUzxmAwICUlhVPQcKRBYgRByJz6+nosWLDAbysxRjSLEf6cEUJYi8NNf38/1Go1EhIS\n", "Qj4XS3kWGl9iBABqZSciExMTMJvNnARKhkajgcvlwuDgYBhHJh0tLS0AAosR4Zg4TkxM4MMPPxS9\n", "RAMA1Go1CgsLgxYjOjo64HQ6eWVGAMEHAjc1NcHlcvkt05hOcXGxrMQILmUacXFx0Ol0US1GsLyM\n", "YBd8CoXCb3vPV155BWq1GjfccAPi4uJkv9kwG+b+ufjii7Fy5UoYDAbcc889+MUvfoE333xT6uGF\n", "DLv2pzsjRkdHZbFpwa7NUJ0RgLjtPVl4pbesnUiHxAiCkDlcOmkwKioq0NHRIWq6rxwYHh7G0NBQ\n", "xDsjhHBFAO7diI6ODkxNTQlyPgBwOp0z2noyxGiZSMykpaUFU1NTnHaXGRqNBgDmbalGS0sLUlJS\n", "/P4NFRYWhqUVW21tLex2Oy677DJBz8sVFmIZDOzvlo8zAgh+J5qNk+u1W1xcjJaWlqAdPVarVbBQ\n", "wImJCQwODnKy0kd7R41QnRGAu1TD1//drl27sHbtWqSlpUXEZoMvLBaL55l6//3348orr8T1118f\n", "8ZtK7e3tSEhI8Dx32N+MHEo1hBYjxJr71NfXz8sSDYDECIKQPXzFCCD6QizZRMRfZkRvb6+gi3Oh\n", "EVqMmJqaEnSC1tHRAYfDMUeMCGcrUcI7fBd0QHSIEUVFRX53jcLVim337t3IycnBmWeeKeh5uVJa\n", "Whq0M4Lt6onljGhoaIBarUZeXh6n44uLizE2Nsb7Xtbd3Y2qqiosW7YMy5YtQ1VVVciCNJ9cn2gX\n", "I0J1RgDw6YxobGzEgQMHsGXLFgDuazJSxYjm5mZPfoRSqcTzzz+PRYsWYf369ejs7JR2cCHAOmmw\n", "+7GcxAihyjQAccUILl31IhUSIwhCxrBWPlxvQGVlZUhISIhaMcJfNw2n0ynrtllCihFsYfH1118L\n", "cj7Ae1tPAEhMTERGRgaJESJiMpkQExPDeQEJRI8Y4Y9wpZ/v3r0ba9euhVIpzZSqrKwMDQ0NQTk+\n", "zGYz0tLSOO8SarVaKJXKkJwRpaWlnH9XbKHW1NTE63Oqq6uxd+9eWCwWWCwW7N27F1deeSXf4c6A\n", "1byTGBEYIZwRWq3Wqxixa9cuJCYm4vLLLwcQGd2yvDE2NgaLxTLjvpWUlIQ333wTk5OTqK6uhsPh\n", "ENTdIxZtbW2eEg3gVBaWHHIjhHRGFBYWoqOjA5OTkyGfyx8DAwPo7u4mZwRBEOLDJphcxQiVSoVl\n", "y5ZFnRjBdhD8OSOA4HfzxEAoMaK7uxu33HILAGDLli2C7AgCp9p6eksBp44a4mIymVBcXIyYmBjO\n", "7yExIjwlRS0tLTh+/LhkJRqAW4wYHBz0WV/vDz6dNAD3MyYzMzPoe0qgThqzYf+nfHIjrFar1+Ob\n", "mppCWtSxhRSX0Fi9Xh/VOTpCLPh8OSN27dqF9evXIykpCUBkZEJ5g4mis5+per0eb775Jo4cOYKC\n", "ggJB3T1i0d7ePkOMkJMzgl2bKSkpIZ+roKAATqcTHR0dIZ/LH2wziMQIgiBEh2tbz+lEY4hlV1cX\n", "VCqVz0liNIkR1dXVOHjwoOecQuwIAu6HYXFxMeLi4uZ8L1yBmYR3+C7ogFOW1GgWI8LRim337t2I\n", "iYnBRRddJNg5+cLCIIMp1TCbzbzECCC0xV9DQwOvazc1NRUZGRmyCLFkQgZXZ0RfXx9GRkbCPSxZ\n", "YrPZkJiYyEswnY03MeLEiRM4evSop0QDiNwyDRa6603gr6ysRFFREXp7ewV194gFK9NgyMkZwa5N\n", "LqHwgRArM4utBWY7U+cLJEYQhARwtd3V19dDo9HwahdXUVGBEydOYHx8PJQhRhSdnZ3Q6XQ+rb+h\n", "hq6JgRBiRLh2BAHvnTQY5IwQl8bGRt5iRGxsLJKSkualGDEwMAC73R5QjBC6FZvVasUbb7yB8847\n", "T5D642BhXVWCFSP4lPsAwQcCT01NoampiXMnDQbfjhpardbrAq+kpIRzK1xvsIUUl/s0W4hFqzvC\n", "breH/DfhTYzYtWsXUlNTcemll3pei9QyjebmZigUihmLdobVavXa+UiIZ3m4cblcc5wRcXFxSEpK\n", "koUYYbfbBSnRAE4F/37zzTeCnM8XBoMBOTk5go1bbpAYQRAiwjdUi4VX8mnlU1FRgYmJCezdu1eI\n", "IUcEXV1dfnsvJyUlISEhQdYTlr6+PsEyI8JBtIkRcq3TdblcQYkRgLtUYz6KEVzaejKEaMXG7uOn\n", "n346/vnPf6KpqUnSe0tSUhJyc3ODEiP4lmkAwTsj2traMDExwfvaDaa9Z01NjUdkUavVqKqqwhtv\n", "vMHrHLPp6+tDUlIS1Gp1wGPZAjNaHWM2my3khVNmZiYcDofHXeJyubBr1y5UV1cjPj7ec1x2djaG\n", "h4cxPDwc0ueJTXNzM/Lz8726DSOZ3t5ejI+PzxAjALeIJ5cyDSEW9d3d3bj00kuhUChw1113hbWM\n", "hrX1nK+QGEEQIsI3VItvK5/u7m7ceeedns+KpBrDUOjs7PQZXgm4d0Tl3t5TCGdEuHYEnU4nTCaT\n", "TzFiPlmSw5HCLyRdXV0YHh727IbzIS0tbV6KEWyhylWMCFU4Y/dxllXT0tIiuX06mPaeLS0t6Ovr\n", "4y1GBHsvZWKJGGKETqfD+eefDwDIzc1FbW2tp1wvWPr6+jiVaADwLMSiVYwQwhnBnlnMHVFXV4eT\n", "J0/OKNEATpVhytn56A1/pWXhepaLAXMDzXZ8ZGRkyMIZYbPZBHGyseeAy+WC3W4PaxnNfO6kAZAY\n", "QRCiwddC73K5eLX1BNw3xwMHDgBwW5cjqcYwFAI5IwB515WOjY1hdHRUEGdETU0NqqqqPPW6QuwI\n", "tra2YmxszK8zgh0X6YQjhV9IgmnryZjPzoi4uLiA9wDAbasN5ToNZylUKPBp78kEt8rKSgDAgw8+\n", "yEtcCNYZYTKZoFKpOIlG0ykuLkZLSwucTiev9xkMBsTHx6OlpQWjo6O83usNPmJEQkICtFpt1IoR\n", "QjkjgFNixMsvv4yMjAx8+9vfnnFcJJRhemN6W09vsGd5UlISVCqVIM9yMWDX/Hx2Roj5HOjt7eW9\n", "MRlpkBhBEDKlt7cX/f39nMUIuU6SxaCrq8uvMwKQd10pe0ALIUbodDrU1tbiJz/5CTQajSA7gr7a\n", "ejLmixgRCX9DTIwIxhkxn8WIoqIiTu0iCwoKRGnFJjasvScXmODW09MDADh+/DgvwU2n06Gvrw8T\n", "ExO8xmgymVBYWMjbll5cXIzx8XGPE4ULLpcLRqMRF198MVwuFwwGA6/P9EZfXx+vXelobu8pVGYE\n", "4J4LuVwuvPzyy9i0adOc4EEmRsj1+e6LQGIEe5Zv374dU1NTeOONN0J+lotBe3s7VCrVnDmZXJwR\n", "QmZGzCaY9sq+mF4OODIygj//+c8Rd41zhcQIghAJX7a7oqIirxOcYDppRCudnZ2cnBFyvZELKUYw\n", "SkpK0NfXh6mpqZDPZTQaERMT43PiFO310WJiMpmQk5PjaWvHh/kuRnAh1FZscrVPl5WVwWq1Bvz/\n", "FUJwY/daJmZwhW8nDQb7ffMp1ejt7cXAwAA2bNgAQJiAOT7OCMC9Mxyt90ShnREHDx5Ec3MzNm/e\n", "POc4rVYLpVIZUc6I8fFxdHR0cLpvsU49+/fvD8tYhM5Ham9vR05ODlQq1YzX5eKMEKJMw9dzwGq1\n", "4vPPPw/p3AwmGrPrur6+XlYuTSEhMYIgRKSmpsaTJM4WnkuWLPF6bH19PRQKBefkcblOksPN0NAQ\n", "RkZGAjoj5FymwR7QfCa6gcjOzobT6fTap50vRqMRJSUlPtu0qdVq6HS6iHdGaLVar50F5PQ3FExb\n", "TwaJEcK4eGpqanD66acDcLcLlYN9mj0n+OZGBEOwrZJNJhPvThrAqSwQPmIEc0JUVlYiNzdXEDHC\n", "arXyukeTMyK0BV9iYiLi4+NhtVrx8ssvIzs7G6tXr55znEqlQmZmpmyf795oa2uD0+n064xgFBYW\n", "IicnB/v27RN0DOHKR2pra5tTogHMP2cEK6PJzc1Fbm4uVqxYgdWrV6O6uhpbtmzx/C6DEXsiwaUp\n", "JCRGEISI6HQ6LFiwAFVVVTAajXj66afx17/+Fc8+++ycY+vr61FUVISEhATO559+c4yNjUV6errk\n", "k+Rww6y7gZwR0VKmwRCyjtZfJw3GfOmosWTJEk/gaWpqKhQKBV588UWph+WBxIi58BEjWFhjKNeq\n", "TqfDjTfeiPj4eBw7dkyQUqhQYddEoFINIUTrYO4tLpcr6Gs3NTUVGRkZQYkRZWVlWLJkCU6cOMH7\n", "c2fD1xkRzWKEEM4IhUKBzMxMdHd345VXXsE111wzZ7edIefnuzf4dABSKBRYtWqV4GJEuPKR2tvb\n", "vbYrzcjIkIUzQigxgpXRHDt2DMeOHcPBgwfx4Ycf4qWXXsJHH32ERYsWYeHChbINw5YTJEYQhIh0\n", "d3fj448/xne+8x1otVrceuut+P73v48f/vCHcyx4fMMrgZk3x9///vew2+2C1rDJETYh5uKMGBkZ\n", "kWX7r3CIEUImjHMRI/R6fcSLEe+99x6ee+45PPXUU/jmm2/w8ccfw+Vy4fDhw1IPzUOwbT2B+SlG\n", "jIyMoKenh7MYkZqaitTU1JCv1QMHDmDFihWcQjPFQKPRQKvVcsqNqKmp8YRXajQa3s6OYJwR3d3d\n", "GBoaCvra5dtRw2g0orCwEAkJCSgvL5ekTEOv16O7uxsWiyXkz440hHBGAO4OQK+//jpASrH4AAAg\n", "AElEQVTa29u9lmgwgg1VlQp2LXPtZLNq1SocOHBAkLJLILw77+3t7V6dEaxMQ+o5qVDdNBhardYj\n", "5CoUClx33XU4ceIEVCoVGhoaghJ7os3pTGIEQYjIq6++CoVCgU2bNnle++///m+cffbZuOqqq2ZM\n", "WoIRIxharRbf+973oFQqsXPnzpDHLWe4OiPk3P6rv78farWalwsmEEI5IyYnJ9HY2DjvnRFWqxXf\n", "+973cMkll+DWW2+FVqvFihUrUFFRgddff13q4QEABgcH0d3dHVR4JeBeeNpsNt5dCeSM2WwGwG2H\n", "kVFQUOB5X7Ds378f55xzTkjnEBquIZY6nQ733HMPAODTTz/l7eyIj49Hamoqr3sLKx8JpkwD4C9G\n", "GAwGT/r8kiVLYDQaeQduTmdychI2m42zGNHd3Y0//OEPAIAzzjgjqnZFp6amMDg4GNLuMyshMBqN\n", "OHHiBOLi4vwKWXIuw/RGc3MzcnNzER8fz+n4VatWYWhoCMePHw/zyELHX5kGuzakwul0hnxtckGp\n", "VHoN6uUj9tTU1KCiogKA+3cnh3LAcEFiBEGIyM6dO3HRRRd5gpkAd73966+/DpfLhY0bN2JsbAyd\n", "nZ1oaGgIKbwyIyMD69evx/PPPy/E0GVLV1eXpyTFH3JO3O7v7xfUFQEASUlJSEpKCnmCZjabMTEx\n", "Me/FiP/4j/+Aw+HAX/7yFygUCs/rmzZtwjvvvAOHwyHh6Nw0NjYCCK6tJ+AWI1wul6STQaHhY3dm\n", "hHqtdnV1oaWlBStXrgz6HOGgrKyMc2ZEbW0t9Hq9Z7LLF76BwKF0gQGCEyPYPau8vByTk5Ocu414\n", "gzmKuIoR1dXVHjdGd3e37FoEh5OhoSEACGn3mZUQjI+PA3AHPm7cuNHn8ZFYpsHnnrVixQqoVCrB\n", "SjV87a6HuvM+PDwMm83mtUyDzXGkzI0YGhqCy+UKuxghBDqdDtdffz3i4+NRV1cni3LAcBHRYsQX\n", "X3yBhQsXYs2aNVIPhSACYjabUVtbi2uvvXbO93Jzc/GPf/wDhw4dQmFhISoqKjA1NYU//elPIT1g\n", "t27diq+++grHjh0LZeiyprOzEzqdLmBbv2BD18QgHGIEIIx1lU3guYgRdrsddrs9pM+Tgpdffhm7\n", "du3CU089NWdHZ+PGjRgcHMQ///lPiUZ3CragC0WMADCvSjVaWlqgVCq97sT5orCwMCQx4sCBAwAg\n", "O2dEaWkp5wX3559/jv/3//5f0J/F997S0NAQdBcYwC1GtLS0cHL1OJ1ONDQ0zHBGAAgpN4ItoLgs\n", "1KItfG42NpsNAIJe8AXz+4vEMg0u4ZWMpKQkLF++XDAx4tVXX4XFYkFJSYmnxLWwsDDknff29nYA\n", "8OmMAKQVI9j8RMgyDW8IVWbxwQcfYM2aNbyeb5GI7MSII0eOYMOGDSgvL8fy5cuxfPlyPPzwwzPq\n", "pMbHx3H33Xfj5ptvRm9v74xdLG88++yzqKioQEVFBZYuXYpHHnlE8polIvrYtWsX4uPjPa3GZrNq\n", "1SoUFhaiu7vbs2D+5ptvQtpNWbt2LbRaLV544YWgzyF3urq6AuZFAO6Hg0KhkOWEJZxiRKjii9Fo\n", "RGxsrNcuE9Nh34+UwDaWcN3e3o4f/ehH2Lx5M7Zs2TLnuCVLlmDJkiWyKNUwmUxITk5GVlZWUO+f\n", "j2JEc3Mz8vPzERsby/k9oToj9u/fj+zsbM713mJRVlYGi8USMBfH4XDgyy+/xHnnnRf0ZwXjjAi2\n", "RANwixHj4+Oesjx/tLe3Y3R01CNG6HQ6ZGRkhJQbwRbBQnY8mq+IteCbjk6nQ39/v8dJwRWh21py\n", "ha8YAUCwEMv6+np897vfxebNm2EymfD1119jy5YtUCqVM1y7wcCe/74yIwBIGmLJrk0xnBHTA+XV\n", "ajVSU1N5iT3Dw8P47LPPcMkll4RxlPJAVmKE2WzGmjVrkJKSgrq6OtTV1eEvf/kL7rvvPvzsZz/z\n", "HPfBBx9gaGgIX375ZcCb3Z/+9CfcdtttePbZZ3H06FG88847ePTRR/GLX/wi3D8OQcxg586dWLdu\n", "nc+boNVqxcjIyJzXQ9lNiYuLw7XXXosXX3xRsOAjudHZ2ckpRC4mJsaTzC035OyMMBqNWLBggc+2\n", "ngwhWiYKia9J5ux2ZqeffjpiY2Px1FNP+TzXxo0b8dZbb4VUcy4ErBtBIAHeF/NRjOBrdwbc12pP\n", "Tw9GR0eD+sz9+/dj5cqVQf8/hAuu7T0PHTqE8fFxUZ0RoXSBAeBZuHEp1WCdNJibS6FQhNxRg+3m\n", "chEjoi18bjahOiOC+f2xOUBPTw+nzwhXW0suTE5Ooq2tjfd9a9WqVThx4kRI9++RkRFs2rQJer0e\n", "O3bsgEKhgFarxY9//GM0Nzfjo48+CvrcgPydEaFem3yYHij/4IMPYmhoyGc3GG98+umnGB8fx6WX\n", "XhrGUcoDWYkR7777Lmw2G+666y7PxLeyshIXXXQRXnrpJc9x69atwx//+MeAYW+Dg4P45S9/iZtu\n", "uglnn302APfN7Pbbb8djjz2Gpqam8P0wBDGN+vp6fPXVV15LNMLN1q1bYbFY8PHHH4v+2WLQ1dXF\n", "OdGe726eWMhdjAhUogEAeXl5UCgUkosRgSaZs9uZDQwMQKvV+l1kbNq0Cf39/fjkk0/E+BF8EuqC\n", "br6KEXx3GENx8TidThw8eFB2JRrAqfKdQGJEbW0tkpOTsWzZsqA/i++9tKGhQVQxIiYmZsZ1EWpH\n", "DbaA4nqfZruiSUlJUCqV8zp8bjZCOCOm7yrn5uYG/P3xDWwOV1tLLrS3t2NqaiooZwRwqkyMLy6X\n", "Cz/84Q/R2NiI1157DSkpKZ7vnXvuuVi6dCl27NgR1LkZbW1tSE9PR2Ji4pzvsVbZcnBGiOna0Wq1\n", "2LJlC5xOJ9577z3O7/vggw9QVFTkcXjNZ2QlRjDFaPbu0/j4+AwLZqDacMb777+PwcFBXHjhhTNe\n", "v+CCCzA1NSUL2y0RHezcuRMpKSm47LLLfB4Trt2UFStWYPHixfM2yJJrmQYg38Ttvr6+iBcjYmNj\n", "kZOTI7kY4W2SedFFF+HTTz/FSy+95HV3dGBgwK/7aPny5SgtLcVrr70WzqEHJFQxgk3A5psYwXeH\n", "kZVXBHOtGgwG2Gw2WYoRWVlZSElJCZgb8fnnn2PVqlUB3U7+YCVgXEpebTYbent7QyrTSElJgVar\n", "5SRGMDfX9HljeXk5Tp48GbRDsK+vDwkJCZw7HrFd0SeffBJOpxOvvfbavA2fm40Qu8/Td5WPHTsW\n", "MLyPT7csqTM9ggndBdxOn/T0dN6lGswl+Oc//xnPP/88nnnmGSxdunTGMQqFArfccgvefPPNkDZs\n", "fLX1BNxrt/T0dFlkRogdYJmbm4uVK1firbfe4vye999/H5dcconsHHjhQFZixHXXXYelS5fivvvu\n", "89zM3n33XXz66ad44IEHeJ/vyJEjAOaGfbGv6+rqQhwxQQTG5XJh586duPLKKwNOZPjuBnBBoVBg\n", "69at+Mc//jGvUvQB9++Wa5kGIN/E7XBnRgTbynFychJNTU2cxAhA+o4aviaZdXV1WLNmDf793/89\n", "qIW4QqHAxo0bUVNTI1m508TEBMxmc0hiRFxcHBITE+eNGDExMYGOjg7ek3qW9B7Mtbp//34AbpFX\n", "bigUioDtPZ1OJ7744ouQ8iIA9+JvYmKC07UUavAqg2tHjemdNBhLliyBw+HwLAT50tfXF1ReBNsM\n", "O3jwYFCfG4nY7XYoFAokJyeHfC6tVstpM0bOAdWzYdcw3/uWQqHglRsx3SW4ePFi3Hrrrbjhhhtw\n", "/fXXez3+O9/5DpRKJZ577jle45pOe3u7104ajPT0dEmdEWxtOd0VIhZXXHEF3n//fYyNjQU8tqmp\n", "CUajMSpKNACZiRHJycnYs2cPVCoVMjMzkZubixtuuAFPP/00brzxRt7nY7VjsxUw9jXX2jKCCIUj\n", "R47AYDBwKtHguxvAleuvvx6jo6Pzzg00ODgIh8PByxkhx8lKOMWIycnJoB/+zc3NmJycjBgxwhdZ\n", "WVk4cOAAOjs7ve5oc3Efbdy4ET09Pfjss8/CNUy/mM1mTE1NBd0akaHRaOaNGNHW1gan08l7Uh8f\n", "H4+srCyYzWben3ngwAEsXrzYU/IiNwK196yvr0dfX19IeREAP1u8FGLEbGtzeXk5gOA7avT19QXl\n", "UNTr9cjJyQnaWh+J2Gw2jyVfLNRqNTQaDafrUepMj+bmZuh0Oq+lDIE499xzsW/fPk4bDNNdgr29\n", "vXC5XKivr/d5fEZGBjZu3Ig///nPQYf8t7W1+e38kJGRIbkzIjk5mVd2g1CsX78eg4OD+N///d+A\n", "x37wwQdQqVS44IILRBiZ9MhKjDAajVixYgXUajV6e3thsViwe/du3H333bj11ltFH8+2bdtwxRVX\n", "zPi3c+dO0cdBRDY7d+6EVqudUy7kD667AVwpLCzEmjVr5l2pBktW55MZIbcyjbGxMYyOjoZNjAC4\n", "19HOxmg0Agjc1pNRUFAgaTcNX5PMhQsXorKyEtnZ2XjrrbeCch9VVlaioKBAMkFPqAXdfBIjgrU7\n", "A8ELZ/v375dliQYjUHvP2tpaKJXKkH8GPjvRJpMJGo0m5E4UXMSIiYkJNDU1zREj9Ho9kpOTg86N\n", "sFqtQY1foVCgsrIy6pwRYtbkM/g835kLNT4+HgCQmJgoWqZHMKVljFWrVqG/v9/zbPaFL5dgS0uL\n", "31KUW265BQaDAf/617+CGl8gZ0RGRobkmRFil2gwli1bhqKiIk6lGu+//z6qqqpE/zvauXPnnHXv\n", "tm3bwv65shIj7r33XrS3t2PHjh2e/4CVK1fi5z//OXbs2MG7zztrUTO77z37OlB7tO3bt+Ott96a\n", "8U+KAEIicnE6nXj55Zdx9dVX82o9Fw62bt2KTz75JGibqhxhEw8+zgir1YrJyclwDosX7MEsVzFC\n", "rVYHbOvJYAs8KVsns0mmWq2GWq2eIzYE6z5ipRqvv/560GUvoWAymRATExNyO8n5JEYcP34cAIL6\n", "nRQWFvIWI0ZHR3H06FGsXLmS9+eJRVlZGcxms08r8Oeff46KioqQbcp87i0svDLUnfLi4mK0tLT4\n", "/fvz5eYKtaNGsGUagHsee+DAgahpKc+cEWLDpwyTPQcWL16MnJwcjIyMoLe3N8wjdBNMW08G6+Ij\n", "RItPb6xevRoLFy4MKshyYmICnZ2dfp0RUmdG2Gw2SYQywH0PuuKKK/DWW2/5vRdMTExgz549krT0\n", "vPbaa+ese7dv3x72z5WVGFFXV4esrKw59kemcB89epTX+c4880wAQGNj44zX2dcVFRXBDpUgOPHF\n", "F1+gtbVVFiLWxo0bkZCQMKMzTaTD1xmRnZ0Nl8slSV9xXzAxIhz964UQI0pLSzmHBuv1egwPD0u6\n", "2GWTzDPOOAMbNmzwKTYE4z7auHEjLBZL2CaC/jCZTCgqKgopdBCYH2IEq4X+xS9+AaVSiQsvvJB3\n", "+VUwzogjR45gcnJS1s6IsrIyuFwun93CamtrQ86LANxhqHFxcZydEaE6egC3GDE+Pu6573uDtfX0\n", "lkC/ZMmSoJ0RoYgRlZWVGBgYCBgsKgW+WiCHglTOiGACm1tbW3HLLbdAo9Hg73//e5hGNpNgOgAx\n", "0tLSsGTJkoDPoGBLURQKBW6++Wa89tprvEWDzs5OuFwu2ZdpSOWMANy5Ea2trX4zC/fu3YvBwUFJ\n", "xAipkJUYkZOTg97eXgwPD894nVmNuO5+MtauXYuUlJQ5fXM//vhjqFQqbNy4MaTxEkQgdu7cCb1e\n", "L8jkL1RSUlJw1VVX4fnnn583OzRdXV2Ii4vjXL8tx5CrcDojUlJSEB8fH5IYwbVEAzjVMlEOuRF2\n", "ux25ubmCnrOqqgo5OTmSlGoItaCbD2IEq4UeGhqC0+kMqi1fQUEB78yI/fv3Q61WY/ny5bzeJyas\n", "Y4W33Iiuri40NDSEnBcBuBctXG3xJpMppE4aDC7tPQ0GAxISErwuiFh7z2Cef6GKEYA0IZa+xIZA\n", "LZBDQUpnBJ9n3eDgIKxWKxYtWoRNmzbh73//e9jnRlNTUzCbzUGXaQDgHGL58MMPA3Df8/mUJN5w\n", "ww2YmprCiy++yGtc7e3tACDrAEupxYjzzz8fqampfks13n//fWRmZuKss84ScWTSIisxYtu2bXA6\n", "nbj99ts9NurGxkY88sgjKCkpwVVXXeX1fb5uHsnJyXjwwQfxt7/9DYcPHwbgTijdvn077rjjjqCV\n", "SYLgwuTkJF599VVs3ryZ885yuNm6dSvq6+vnTf0q66TB1f7Lp/2XWIRTjFAoFCG194xkMSKUxYMv\n", "lEolrrrqKrz++uuiC3okRrgRqi1fQUEBBgcHPenqXNi/fz/OOussyUvu/JGbm4v4+Hivu/C1tbUA\n", "IIgYAXALBHY4HGhraxPk2mULOH9iBLtneXvmLlmyBIODg+jo6OD92aHcTzIyMlBWViZqiGUgscFb\n", "C2S+gp4vpMyM4COosOuouLgY119/PZqamsLuerNYLJiYmAhp/bFq1SrU1dXN2bidzQsvvIDc3Fx8\n", "8803vEoSs7OzsWHDBuzYsYPXc46JEXJ2RkhZpgG4O1qtXbvWrxjxwQcf4OKLL5bNukEMZPWTbtiw\n", "AXv27EFraytOP/10LF++HOvXr8eGDRuwb9++GcmzCxcuRElJCdrb27F//36UlJR4TR390Y9+hCef\n", "fBI33ngjKioqsG7dOtxxxx146KGHxPzRiChkz5496OnpwZYtW6QeiocLL7wQubm5eOaZZ2RVqhAs\n", "XV1dvBxTrGwhWpwRQHDWVQAYHx9Hc3MzLzEiNzcXKpVKcjHC5XIFnX4fiI0bN6KlpQVffvml4Of2\n", "hcvlQmNjo2BiBJ8F+HyF5UzwuVYPHDgg6xINwC2Y+QqxrK2tRWFhod+dSz5wubc0NTXB5XIJ4oxI\n", "SUmBVqsN6Izwdc9iHTX4lmpMTU1hYGAgpPtJZWWlqGKEN7Fh3bp1OHToEF544QWvvwO+gp4vpHRG\n", "9PT0cM70YddRSUkJzj//fOTn54e9jDWU0F3GqlWr4HQ6cejQIZ/H9PT04Pnnn8dtt92G3Nxc3tfu\n", "Lbfcgq+//trTypgLbW1tUKvVfkW79PR0DA0NYWJigtd4hEJqZwTgLtU4dOiQR7yZTldXFw4fPhxV\n", "JRqAzMQIwB2e8t577+HkyZOoq6vD8ePH8fjjj88JmzQajWhqasLExARGRkbQ1NSEPXv2eD3nTTfd\n", "hLq6Ohw9ehTffPMNfvrTn4rxoxBRjNVqxV//+leUlZXh7LPPlno4HqxWKxQKBZ599lnBrZlSwJwR\n", "XElKSkJiYqKsfub+/n6o1WokJCSE5fzBihFNTU1wOp28xAiVSoW8vDxJO2oA8Ex2wpHDcf7550Or\n", "1YpaqtHd3Y3h4WFyRkC4tnzMxcNCMAPR09ODxsZG2YsRgLtUw5cYIZQrAnC3Sfc2oZ6OUF1gGIE6\n", "anhr68koKSmBWq3mHWJps9ngcrlCup+sXLkSX331lSiLMF/uoUOHDqGyshJbt24NqyApZWbE1NQU\n", "Z0GlqakJarUaOTk5UCqVuPbaa/HKK6+E9f+I/b+EIkaUl5cjJSUFe/fu9XnM008/DYVCEXQnwosu\n", "ughFRUW8gixZJw1/TlX2NyRVqYYcxIi1a9dCpVLhnXfemfM91qjh4osvFntYkiI7MYIgIpnp1shd\n", "u3bB4XCgp6dH6mF5qK6uRkdHB1wul+DWTCng64wA5Nfes7+/P2yuCCB4MYKVtvERI4DgWyYKCbOB\n", "hsMZERMTg+rqarzyyiuipa+zBd2CBQtCPhdzRkjREUQoWLp3SkoKr1poRnd3N6655hoAwK233spJ\n", "lGW72nLupMEoKyubkxkxMjKCw4cPC5JfxJ5z77zzDg4fPuz399fQ0ID4+HjB8lv8iRGjo6NobW31\n", "KUaoVCosWrSItzOCLW5DESMqKyvhcDjw9ddfB32OUMnIyMDHH3+Mzs5OnHvuuXO+z1fQ84VUzgi+\n", "ZZjNzc0oKiry2OGvv/569PT0zMmZE5Lm5mZotdqQutmoVCqsXLnSZ0mJw+HwOMKD/f9UKpX43ve+\n", "h5dffhnNzc2cBJ729na/JRrAKQeoVGKE1GUagPt38K1vfctrqcYHH3yAM844g/e8NtIhMYIgBGS6\n", "NdLlcqGtrU02i32haq3lRFdXFy9nBMCv/ZcYyE2MYAuNH/zgBwCAa665htfvS6/Xy0aMCIczoru7\n", "G1988QUaGxtRXl4uirtIaDHC6XRiaGgo5HNJxaOPPoq8vDwcP36cVy00o7q62jORt9lsnETZAwcO\n", "IDMzEyUlJSGNXQxKS0vR1NQ0o4XxwYMHMTExIYgzgj3nhoeH/z975x0fVZX+/8/NZDLpZSaFhISE\n", "EiCBAAlSRVnKuiLFWFfFggsiorsia+WrKxZsNHdRXIoIiuuKiKggiIILSUBIKAmhJZAC6cmkt6n3\n", "90d+5zrlzsydmXvvTPC+X695ZTLlnjMzt5zzOZ/neWAwGOx+fyTXCV/xz/bECOIGsSegulLek4/z\n", "SXp6OmQymSj5mmy5h4YOHYqpU6ciJiaGKYEcGxsLX19fKJVKpwQ9e3jSGQFwD8MsLS01+55GjhyJ\n", "lJQUQUM1ysvL3XJFEEgSS7acDl988QXq6uqwZMkSt9qYPXs2Ojs7MWrUKE5O2oqKCodiBDmGPJU3\n", "whucEUBPqMbBgwfN8n4YjUb8+OOPuPXWWz3YM88giRESEjxxPU72vRmapp0O0wCcT3IlNGKJEVwT\n", "UZGJRmtrKwA47Z7xBmcEOd6EcEZkZmYyk5n6+npR3EVXrlxBTEwMgoOD3d4WqTzTW0M1jh07hh07\n", "dmDFihVISEhw+jd29Tx9/PhxjBs3jnOyXE8yaNAg6PV6s2ohOTk5CA0NxfDhw93atrPfH1+JVwlJ\n", "SUkoLy9ndfbYK+tJIBU1nIEPMSIwMBBpaWmi5Y3YvXs3E1IUHh5u5R4iJZDPnj2LN998kze3lFar\n", "RXd3N+cJX1ZWFo4cOeJ2u4DzpaxLS0vNxEWKojB37lzs3r3bYXJIVykrK+Mlef748eNRW1vL5KAg\n", "0DSNNWvWYPbs2XaPAy4sXrwYQI9gy8VJS8I07OHJMA2DwYD29navESM0Gg0TlgH0lI6ur6//3eWL\n", "ACQxQkLidwNfsdbeQktLC7Raba8P02hsbBRcjNBqtZxihPkQ1BISElBRUeHR8rFCOSM8JTjyOaHz\n", "JjHCVtlBW9A0jWeffRYjR47EQw89JGDPrNs9ceJErwjRAH4r72maNyInJwfjx4+HTCYTpM3a2lps\n", "3rwZXV1dzGNqtRqXLl3iXYzQarWoqamxeq64uBjh4eGIjIy0+f6UlBQ0NDQ4FT7J1/nElSSWzh4j\n", "hOjoaGzbtg0AsG3bNpvuIZVKhYULF0Iul2Pr1q1Ot2MJEbG5OiNWrlzJlKB0l6CgIAQEBDgVpmHp\n", "dLr//vvR0dFht9qBO5SXl/MiRhChyTJU4+eff0ZhYSGWLl3q1vadvdbRNO1UmIYnnBFtbW0AuO+b\n", "QjJw4ECkpqaa7Wc//vgjgoODMXHiRA/2zDNIYoSEBE/0hsk+sWaShLDDhw/nzZopNmQwKoVp2MfZ\n", "1SJ3SUhIQHd3t2j5FNhQq9WQyWResQLCB9ebGOGo7KAtdu3ahaNHj2LVqlUuT6ptnaeTkpJsnqcv\n", "X76MpqamXpG8Eug5Bn19fZnwHqPRiKNHj/KSL8LW96dUKrFs2TIkJSXh5Zdfxrhx45CWloaSkhLs\n", "3r2bt3MuaZttokQqadhzr5CKGs6EajQ2NvKSZHjs2LE4d+4cp1V3V48RU0gJ05SUFLuvi4iIwN13\n", "343Nmze7LSIT0ZvrudcyVMIdSClrLt9TU1MTWlparNoeMGAAJkyYIEiohtFo5C1MIyoqCgMHDrQS\n", "I9asWYP09HRMnjzZ7TacobGxEd3d3Q7FiICAAPj7+3vEGUGEMm8ZF8yZMwd79uyBwWAAAOzfvx9T\n", "p06Fn5+fh3smPpIYISHBI2Sy7+Pjwyic3jTZJ9bMM2fOAACefvppp2KtvQkyuXbFGVFXV+fRlXtT\n", "vEmM4ENQI1UKPFlRo7GxEUqlkndLvacEx+tNjGArO+go1EWr1eKFF17AjBkzMH36dLfaN42XJ6vo\n", "mZmZNl9PytuNGTPGrXbFwtfXF/3792ecEefPn0dzczNvlTRMvz+SQPTcuXMoKirCHXfcgbfeegsn\n", "TpxAdXU1gJ4JJ1+hTGQiZ0uMcGRNT05Ohkwmc1qMUKlUbp9Pxo4dC6PRyCQHtocrx4glpNJJXFyc\n", "w9c+9thjuHLlCg4fPuxUG5Y444ygaZq3sAUC1xxJpmU9LZk7dy5+/PFH3gX12tpaaDQa3j4vyRtB\n", "OHfuHPbv34+lS5e6va86e60j+xqXssEREREecUZ4oxhRX1+P48ePo7W1FUePHv1dhmgAkhghIcEr\n", "ZLIvl8vx0ksvOZ1YTSzi4uKQmJjIWv6tt+CqMyI6OhpdXV1ek8DPm8QIoGeiQcrRKpVKpwU1IkZ4\n", "Mm8EESOEgEzEyPeakpIiqODY1taGuro63sQIMknwlBjhaqjL+vXrUVpaipUrV7rdB9N4+YsXL+KR\n", "Rx7BypUrbX4nx48fR3JysmD7lBCYlvfMycmBTCbjzdlh+v2ZJhAdOHAgVqxYwXrN4yuUKSQkBCqV\n", "CqWlpVbPcREj/Pz8MGjQIKfyRqjVal5++9TUVAQEBDgM1eArHKyqqgphYWEICgpy+NqbbroJycnJ\n", "2Lx5M+fts+GMM6KxsRHt7e146aWXGBeHu3ANwyT7D9uE+5577gFN0/jqq6946ROB5HfgwxkBABMm\n", "TMDp06eh0WgA9FQZiouLYyoFuQu51vXp0wcURSE+Pt7mtY6IEY6cEUDPuIJPMYJrKBPZN70hTAPo\n", "ESejoqLw3Xff4dChQ9Dr9b/L5JWAJEZISPBOZ2cnNBoN+vXr5+mu2CU5ORnFxfr7gG4AACAASURB\n", "VMWe7obL1NbWwt/f32mVmwyUvSVUQ2gxIjw8HH5+fpzFiOjoaKxatQoAsHfvXqcFtejoaMjlco+K\n", "EWq1WjCnApmIFRQUwMfHB0uWLBFUcCSDZj4qaQA9k7HAwECvyBnBlaamJrz++utYsGABhg0bxtt2\n", "VSoVVCoV3nrrLXR1deH1119nfd2JEyd6TYgGwVKMGDVqFKdJqTOQ788Svipn2IKtokZzczPq6+s5\n", "lSJ2tqIGX+Kmr68vRo8eLUpFDYBbqUUCRVFYsGABdu7c6ZaF3hlnBPkN9Xo9b2IE1zCNsrIyBAYG\n", "MiGrpkRHR+OWW27Bf/7zH176ZNomwJ8YMX78eGi1Wpw6dQp1dXX47LPP8Ne//pU3mz+51hUWFuKx\n", "xx5DV1eXzSTKFRUVoCiKk1M1IiKClzANZ0OZvM0ZIZPJMGvWLHzzzTf49ttvMWjQIN6u870NSYyQ\n", "kOAZotDaS6LlDZgOVnsjpJKGs3ZEZ8t/CYlGo0FXV5egYgRFUU4n7SQT4FGjRjndno+PD/r27Xvd\n", "OiMI0dHRiIuLEzwchcT985kEMDw83GNihC37b1tbGzNYtGTFihXQarV47bXXBOlTXFwcli1bhnXr\n", "1uHSpUtmz2k0Gpw5c6bXiREDBw5ESUkJjEYjcnJyeMkXwQUxQpnYxAgirHOpIOBsRQ0+zydckljy\n", "9R1WVVVxCtEgPPLIIzAYDG7lS3DGGWHqbuErATDXMA2Sq8LW+OGBBx5Adna2VbUKdygrK0N4eDgT\n", "KucuI0aMgL+/Pw4ePIjVq1dDJpNh4cKFvGzbFJVKhRdeeAFNTU347LPPWF9TWVmJPn36QC6XO9we\n", "X84IZ0OZvE2MIGXCi4qKsG3bNrS3t3vFuNQTSGKEhATPCFlWkE+Sk5Nx+fJlr8md4Cy1tbVO54sA\n", "fnNGeENFDbI6IPTEmesAjVBaWoq4uDj4+/u71J6ny3vyZat2RHx8vChiRFBQEK/uC0+KEUCP/Zes\n", "DsbGxiItLQ0REREYNWqU2WqkWq3GyZMnsW7dOrzwwgsuHe9cWbp0KeLj4/H3v//d7PEzZ85Aq9X2\n", "mkoahEGDBqG7uxsnT55ESUkJb/kiuMCWU4LPUCY2MYKU9eTqjKisrLQpflnCpxgxduxYlJaWOqzm\n", "QSpMyGQy+Pj4uPQdOuOMAHquE3PmzMGmTZtcHhe0trbCz8+P07UjMTERCxYsAMBfdQUivDvqP1sl\n", "DVMyMzMRGBjIqzuCr+SVhKamJsjlcrz55ptYtWoVQkNDodfredu+KQMGDMAdd9yBtWvXspaAdWZf\n", "48MZ4UooU0tLCyiK4qVENh9kZmYy4jcpVS90mXBvRRIjJCR4preIEYMGDUJnZyeTZKy3QZwRzqJS\n", "qeDj4+MVCjS5IAvpjACcFyNKSkrcsgt6WowgCeeEJj4+XvDPSZJX8pmM09NiRHR0NMaOHYvx48fj\n", "7NmzKCgowNmzZzFr1izMnTsX99xzD1ONYdKkSaBpGg8++KCgffL398eqVauwd+9e7N+/n3n8xIkT\n", "8PPzw8iRIwVtn29Iec9PP/0UAFwSIy5fvozPP//c6YmDrZwSfJGUlITy8nKzSVFxcTH69OnDadXT\n", "2YoafIsRAJCXl2f3dTt27EBUVBQTOnTkyBGnv0NnnREAsGDBAhQUFDjsny1aWlo4rzyPGTMGGzdu\n", "hEKh4NUZodFomDKOtnBUxSM4OBi33347Pv30U976xneyzszMTLS1tUGj0cBoNAo+mV26dCkuXbqE\n", "ffv2WT1XUVHBKXklwH/OCK60trYiJCRE8DAyLniqTLi34vlf5DpDp9OhoqICBQUFyM/PR0FBATPQ\n", "KiwsxLlz55is0y0tLb12VVrCNr1JjADQa/NGuOqMkMlkiIyMlMQIO5SWltpdNXKEN4gR15Mzgs8Q\n", "DcDzYgTQkxRy0qRJzHkyLCwMn3/+OT777DPs2rWLqcbQ3d0NnU4nuBgBAHfeeScmT56MZ555Bjqd\n", "julneno6FAqF4O3zCbGgb9++HUlJSU5PSgFg5syZePDBB3Hu3DmX+mArp4S7JCUlQafTmQnppKwn\n", "F4YOHQqKojiHavApbpJQC3uhGu3t7di2bRsWLFiAESNGMBNNZzAajS6JEbfccgvi4+NdTmTZ2trq\n", "VIJAiqKgVCp5FSMA+85HmqYdXuPq6upw+vRpXLx4ESkpKS6VVrWkvLycNzHCE5PZCRMmYNy4cViz\n", "Zo3Vc2I7I1wJZWptbfWaEA0Jc3w93YHeRktLC3788UcmRqmmpoa5X11d7XQpoICAAPTp04exM5L7\n", "MTExUCgUkMvl8PPzg1wuN7vJZDJ0d3ejq6vL7NbZ2Ymuri5oNBrIZDL4+voyN7lcztyXyWTMShsR\n", "RCyFEV9fX/j5+THtW/7VaDTo7OxER0cHOjs7zW5dXV2gKIq17+QxiqJA07RV++SvTCazeq/pTa/X\n", "M22ZfnZyHwDzmcl7TL8HHx8fszZttW/5HZCbwWBg2jT97IcOHYKPjw9WrlzJ+vlNf0PSruUN6LlI\n", "2/v8AKx+f9ObXq+3+fv7+vrCaDSCoihs3boVJSUlVvumZfuWn8XHx8fss1veJ/sg23dP/hJs7YOW\n", "+x2539XVhbKyMqSmpmLv3r02+2D6G1p+f4cPH0a/fv2svnuj0cj0w/SzW97IMcD2HZDfgKIoq+/e\n", "9H5BQQGAnvrSpHyg6XdAXm+rfZ1Ox7RtehyS+zRNQy6X48qVKygqKsL7779v9h2YHoOmt3PnziEi\n", "IgIff/yxWZsKhcLsf6PRyLRl+vf8+fO4evUqXnzxRdZzCLlPjgFbx6DpPmj5G5IkXWznwIaGBpw4\n", "cQLLly832+fJuc/0vuV3bnqftG/vHFBWVobvv//e7Lcnv4PlMcB2PjKFTZzOz8/H2LFjsWvXLqvv\n", "wtfXF93d3VbnX8tjwPJ7r6urQ3t7O7Nqbu88RK4Dto5FcgxYfn7LY8B03+/s7MTVq1fR3t6OTz75\n", "xOx3b29vR1BQkNXK5oULF/DZZ58hMjLS7Dcg1wHLm+UxYPq9m/5veR2YPHky3njjDTz88MOYNm0a\n", "fvrpJ4wcORJffvkl675M0zTr+Yf8r9frbf725DrAZR9ku5keA6bt19bWYuPGjQB6EjtqtVq89NJL\n", "iIiIsDqWfH19WX93mqaZ8czOnTtRUVHBuh+Q6wDb/s82FrG8Dvn6+tp1/ZieQ8l7Seb+Xbt2IT09\n", "Hd3d3cjNzUVCQgK2bdtmtv91d3ebHYOk70qlEjt27GCupUajkTn3k/tGoxEGgwGNjY0oKirCjh07\n", "WM+FWq3W6hxo+td0LOTn54eoqCh89dVX6Nu3L+t5+H//+x/a2toQFhbGiBabNm3CsGHDWK8F5Bgw\n", "vQbU1tZCp9Ph8OHDqK6utjuWICvF5LfPyMjAtm3bMHLkSPj7+8PHx4d1DMh2DOTl5UGn02HdunXM\n", "Y6bHANv5XCaTIScnB9u2bbN7HbA8j5lex8h+RxZX1q9fj9jYWHR2dkKr1Zq1TX6v4uJifPLJJ6zH\n", "wIoVK5h8PfX19aivr8ekSZPw1ltvWX1+0/G46b5HbhqNBj4+Prh8+TIGDhyItWvXWh0Lpudhy/uA\n", "9ViEbNeS7u5ufPnll/Dx8TE7DslvaOtmuQ9a9oH0d8KECXj//fexbt06pKSkMO8vLy9He3s7du3a\n", "xXoeML0OnDp1Cg0NDfjggw/M2reHj4+P1RjgmWeeQWtrK86fPw+apjFkyBAsWLAAn3/+uVX7RqMR\n", "P/30E7RaLVatWsV6DNi7DpoeA2zHgekxYHkN6OzshE6ns3ofWyhTUFAQvv/+e6vxqOUxYPnXdDzO\n", "NifU6XRWY3DLa1FcXBymTZtm93cQCoqWluatOHXqFEaPHo2TJ08iIyPD7LlLly5h6NChHuqZhISE\n", "hISEhISEhISEhAQ/TJ06FQcPHrR63N6cmC8kZ4STxMbGsj7u5+dn5nCIjIxkdR6Q+xqNhnFV1NTU\n", "eCR+SkJCQkJCQkJCQkJCQuL3C3GJeQJJjHCSkJAQrFy5EjExMYzwEBsbi4iICLcSjJmKE9XV1aiv\n", "r4dWq4VOp2O9GQwGKBQKBAQEICAgAIGBgcz9gIAAKBQKGI1G6PV6mzdTSN9NBRS9Xg+dTgetVsv0\n", "xbRPCoUCgYGBrLeAgADQNG32esv7pm2Tm2kfDAaDzc+v0+kgl8ttfv6AgABQFMV8Bp1Ox9wnf00t\n", "gKb9IPcNBoPVZyc3jUYDX19fpl3Tz75p0yY0NDTg/ffft/rclr+h6We3vBmNRtb3ke0BsPrMpt+D\n", "r68vDAaD2ecmN9L+559/jpKSErzyyitW+yRb+6afxWg0Wn1+0/vExs723ZP7pscMRVF45513rEJG\n", "kpKS8Pjjj+Pq1avYunUrurq6zJ4PDg7Gc889h6ioKLPfwd/f32wfMu379u3bce7cObzyyitm37mP\n", "j4/ZfqDX61l/f/KYn5+f2ec2/fzEgmf52U1/gz179uDw4cNYuXKl2b5IjkHSf8t2yX25XI7AwEAE\n", "BQUx7ZL7AQEB8PHxgU6nQ15eHl555RWsXbsWKpWK+R6I/c/0dvbsWfzrX//CqlWrEBYWxuzvpvs+\n", "uU9RFIKCgpg2yX2dTodHHnkEzz//PKZNm2b2/Zv+NT0G2I5B032Q7TiiadrqGKitrcXy5cuxdu1a\n", "DB06lDkG2G6kfcvvnty3bN/y+29qasKWLVvw8MMPY+TIkTaPAbbzENsxYNmPc+fO4V//+heWLVuG\n", "sLAwq2NRr9dbnX9sHQOm39/u3buxd+9es/2O7Wa6/7L9flqtlrkOWR4H5AbAav9/88034efnh0WL\n", "Fpl9btJmW1sb1q9fz4QJKJVKPPzww1AoFGZtazQa5hiwdR3y8fEx+84tfwO264Ct89CiRYus9gNy\n", "DLBdCwIDAyGTyazaNP3fmX2Q7TigadqsbYPBgDfeeMMqJ4hSqcTq1avh7+9v1Q+23762thb/+Mc/\n", "AADTpk3DrFmzWPcDg8HA+vuTv6ZjEbbrkOVYxNKsa/le0u9///vfiI6OxvTp01FXV4ft27fj2Wef\n", "Rf/+/c32QcvrALkdOnQI27Ztw6pVq6BQKJhzv4+PD3OjKAqlpaV444038OKLLyI6Opr1XOjn52d2\n", "DrQ8D5NjgHxn9fX1eOKJJ7Bw4UKMGjXK7Dy8ZcsWlJeX4/XXX2fs+//3f/+H1NRUzJo1y+o6ZHkM\n", "kHZ//fVXfPzxx9i7dy/8/PzsjqUsw4IA4OTJk9i4cSOWL1+OmJgYq/3P1jGwefNmREVF4amnnmL6\n", "5Ovra9XmpUuX8Oqrr2LZsmXo27evS9cBcp8cA+S2fPlyTJkyBQ899BACAwMhl8vNruU7d+7EN998\n", "gw8++MDmMfDee+9ZnQP8/f2ZY8LyOubv729zLKpQKHD48GG8/fbb2Lp1KwICAqzGArY+OwmfYBuL\n", "kPttbW1QKBRQqVSsYzJ/f3/QNM3625P2Lc+BbONx0mZrayveeecd3HDDDbjxxhtRWlqKr776Ck89\n", "9RT69evHeh4AfruWXLhwAS+99BJWrFiB2NhYpn17sF3HdDodampqsHnzZvj4+GDYsGGYO3eu1XiU\n", "XAeee+45BAcHY8mSJTaPAVvXQsv2LcdkAMzGYZY3cgywHT/kdzAdf5reJ/uAvfcbDAazfc/yPjkG\n", "LK9DpvsA1wSkgkBLWHHy5EkaAH3y5ElPd0WiFzJjxgz69ttv93Q3OLFq1So6KCiINhqNnu4K3dDQ\n", "QMfGxtIAzG4ymYymKMrqcXKLjY2lGxoanGprxYoVtEqlEuiTcGfJkiV0SkqK4O0UFhbSAOjs7GyH\n", "r123bh3t5+dH6/V6l9qqra2lJ0yYQAOgQ0ND6QkTJtC1tbUubcsVDhw4QAOgS0tLBW9Lq9XSFEXR\n", "mzZtEmT7H330ES2TyWitVsvrdjds2ED7+PjQBoOB1+1ywWAw0KGhofSKFSscvrahocHpY9tdbJ2H\n", "XDnPeApy/JneJk6c6NQ2fv75ZxoAHR0dTc+bN0+gnrrOXXfdRU+fPp2maZrevHkzTVEU3dXVxfn9\n", "R48epQHQp0+ftvu6/fv30wDo8vJyt/prSb9+/ehnn33W7LGamhpaLpfTq1evNnt8+vTp9N133+3U\n", "9pcvX0736dPH5f5pNBo6MjKSXrRokVP7/YgRI+gnn3zS4et27NhBA6DVarXLfbTFqFGj6CeeeMLm\n", "84sWLaJHjhxpdxu1tbX0xIkT6djYWDo2NpYePnw47e/vT99yyy10Z2en031677336JCQEK8Ya/HB\n", "M888QyuVSrq9vZ3evn07DYBua2vj9N6ioiIaAP3LL7+43Y+cnBwaAP2HP/zB4VhqzJgx9IIFC9xu\n", "8/eGGHNiqZqGhATPqNVqr6+kQRg0aBA6OjqcztQtJqTk3k8//cQar2Yve7ItYmJioFarnaowIQSN\n", "jY2CV9IAuGUYJ5SWliIxMZFJrOcsmZmZOHbsGICe7NXHjh0TtXa2mNVs5HI5+vTpI1hFjStXriAx\n", "MdFl++SJEydYk2KGh4fDaDSivb3d3S46zaVLl9Da2opx48Y5fK1Q1Riud3bv3o2JEycyzs2JEyfi\n", "m2++cWobRqMRw4YNw5NPPsnptxKbpKQkpppAcXEx+vXrx5oQzhYpKSkA4LCiBgmh5Xs/HDt2rFVF\n", "jY8//hgymQzz5s0ze9yV6kSVlZUuVVAhNDc3Qy6XY8OGDUhLS+NcTYJrNY2ysjKEhoYiIiICWVlZ\n", "WLp0qct9tcRR9ShHZT0B6/K0Z8+exQ8//ICsrCzccccd6O7udqpP5eXlSExM5LVEsyf529/+hubm\n", "Znz66aeorKxEWFgYgoODOb2XVLriIzydbGP69Om4ePEiOjo6bL5WqqbhvUhihIQEz/QmMYKUQvOG\n", "8p4qlYq1NNTIkSOxdOlSTJ8+Hfv27XN7kF1XV4dVq1Yx2+ajZJerNDU1iSJGKJVKyGQyTp+zpKTE\n", "5bKe3lA7u7GxEb6+vpwHRu6SkJAgqBjhalnPEydOYNy4cdi+fbvVc+Hh4QDgkfKeJ06cAEVRuOGG\n", "G0RvmwuulIzzNiwnUjk5OYiOjnZqG3/84x9RWFiIf/zjH2bhNN5CUlISysvLYTQaUVRUhMGDBzv1\n", "/vDwcMTGxuLChQt2X9fY2MiE4/HJmDFjcPLkSRgMBgA9NvR///vfeOCBB6zKErsiRlRVVXEutchG\n", "ZmYmqqurQdM0qqurOYvKLS0tnCZ8RBCgKAqXLl3C2rVrme/CXRyJEWVlZZyvcaaC6JQpU7Bnzx4c\n", "OXIEmZmZ6O7uhlqt5nRtKysrcyiA9CaSkpJw1113Ye3atSgqKmIWPLhArj/ulvcEfhMjpk2bBpqm\n", "kZ+fb/O1LS0tTpWdlRAPSYyQkOCZ3iRGDBgwABRF4fLly57uCurr69HW1ga5XI6oqChWsYGPQXZm\n", "ZiYuXrwIoMcpIPbKvSliiRE+Pj6Ijo7m7IwYMGCA4H0SCrVaDaVSKdoKVHx8vCBihFqtxqVLl1wW\n", "I8rLywHALD8PwZNixPHjxzF06FCvHhTy4SzwBq5nZ0lSUhJ0Oh2qq6tdEiMAIDU11aEzQqjzydix\n", "Y9HR0cGIIXv27MG1a9ewePFiq9cmJCSgurqaU2w9wR1nhKuiMk3TTjkjyOSc7KN8TE6BnnGCLeHd\n", "aDS6JQxMnTqVyfUUGxuLtLQ0Ts6R8vLy60qMAIB58+ahuLiYyXPCdWFHJpMhLCyMN2dEUFAQMjIy\n", "IJfLcerUKZuvlZwR3oskRkhI8Iher0dzc3OvGQD6+/sjISHB486I+vp6TJs2Dc3NzcjPz8eFCxfs\n", "ig2uDrK9YeXeFLHECMDxahHQM5gsLS112RnhDavKjY2Noh5/fIsRdXV1mDhxItLS0nDhwgXs27fP\n", "JecOCcF48MEHrZ7ztBgxduxY0dt1Bj5ETwlhIeeZkpISXL58mXH5OUNKSgrOnj1r99zf2Nho5VTg\n", "g9GjR4OiKCZUY/369Rg7dixGjx5t9dqEhATQNI2qqirO23fXGeEKnZ2dMBgMnCZ8t9xyC+68804A\n", "/Nr2AfvXutraWmg0GpevcUCPIDFgwAA0NzczSeftLWrQNI2ysjIkJia63KY38uabbwLo+Xwajcap\n", "hZ2IiAjenBFKpRJ+fn5IS0uzKUbo9Xp0dnZKYoSXIokREhI8Qk6uvUWMAHryRojtjDC1NjY0NGD6\n", "9Omora3FoUOHkJKScl2v6JnibWJEY2MjWltb3RqokVVl8vuNGjVK1FVloSYPtuBbjCA5N4hFury8\n", "3CXnTmVlJaKjo6FQKKye85QY0dXVhYKCAq/MQcDG7+U8xIZarYbRaERTUxOOHDnCm4WeL8jELisr\n", "CxqNxmlnRF1dHX744QcUFxfbXdkW6nwSEhKClJQU5Obmori4GAcOHMCTTz7J+tqEhAQA4ByqodVq\n", "UVdX57IzwlVRubW1FQA4OSOWLFmCRx55hGkPAG8LAjExMWhtbWXN61BaWgoAbl3j1Go160Ta1qJG\n", "Y2Mj2tvbrytnhLsLO0qlkjdnBDk+MzIybIoRzuybEuIjiRESEjwiZvI8vkhOThbNGWG66puWloax\n", "Y8di8uTJqK6uxqFDh5Camipo+96wcm+Kt4kRZKDmTpgGWVXOy8sDADz99NOiriqLHSYVHx+PlpYW\n", "tLW1ub0tPp07FRUVNkt1kQGZ2GLE6dOnodfre40Y8XuFpmkkJSVh9erVOHLkCCZPnszbqjVfhISE\n", "QKVS4cCBAwDgtBiRmZnJlG60t7ItpLg5duxYHD16FGvWrIFKpcK9997L+jpnxQiSkNodZwQRlcn1\n", "aezYsQ5F5ZaWFgBwevWZnK/52sfI9YbtekeucWIKAyRk7npzRrgD384IoEeMOHfuHKsIRcQIyRnh\n", "nUhihIQEj5AJQ2RkpId7wh3ijGDLus83pqu+1dXVyM3NRVFREQ4dOoRhw4YJ3j5gvXI/YsQIj8SD\n", "azQadHV1ibaK74wY4c6qESEpKQmDBw+2G8MpBJ5wRgAQLImlqyiVSowdO5Y1Z4RCoUBAQIDoYsTx\n", "48fh7++PtLQ0UduVcI6Wlha0t7cjISGBOU82NDR4uFfWJCUl4ejRo5DL5U5N9GyJfiUlJVaiX21t\n", "Le/JK4EeYf7w4cMoKCjAhg0boFAomAmTJSEhIQgLC+MsRlRWVgKAW9U0iKj81VdfAQA+/PBDh6Ky\n", "q6vP5HzNpzMCAKvTpaysDCqVCiEhIS5v39aiBkVRrEI42deuJ2eEuws7Qjkj9Ho9CgsLrV4niRHe\n", "jSRGSEjwSG91RohR3tPWADAiIgKxsbGCtm0KGWSdO3cO4eHhmD17tkfiwcmqgDc5I0pKSphya3yQ\n", "kZGB06dP87ItrpCEc2JBVi35ECP4dO689dZbOHfuHBYuXMj6fHh4uOhixIkTJ5hEYxLeC5n09uvX\n", "jxHWvVWM0Ol0GDBgAHx9fd3eXm1tLd566y1UV1czLr7Tp0/j+++/573qUmZmJiP+knwQ9sKxnKmo\n", "QXJL8JEzYtSoUQDAeu22hKsz4sqVKzhw4ACzAKJQKLBt2zbceOON7nX2/2OvlDWXsp5csExy279/\n", "f1RVVWHt2rVWry0vL0dgYGCvWqTigjuJfpVKJe/OiBEjRkAmk7EugJB9UwrT8E4kMUJCgkeIGCHm\n", "ZMhdBg0aBAAeq6jBxyDSFWJiYjB79mx89913HmnfE2JEW1sburq6bL6GVNLgK3N8eno6zpw5A6PR\n", "yMv2uCB2Akuy+siXM4IM8GQyGQIDA92q5BASEmJTcPCEGHH8+HEpRKMXQCa9ps4ITyT4dQSZVDo7\n", "ubQl+sXExGDjxo1ITEzEsGHDcOzYMRgMBnR0dPBadcmVcCxnxIjKykooFApexiFKpRLBwcFMqIE9\n", "uDojdu7ciXvvvdfsOvPwww+7XDnIEjLpZxMjnCnraQ/LJLclJSV44YUXsHTpUnz55ZdWbSYmJopW\n", "4Uks3En0GxERwbszIiAgACkpKaxihOSM8G4kMUJCgkfUajVCQ0N71crfwIEDQVGU4HkjvC1fAwDM\n", "mTMHZ8+eZVaoxMQTYgTAPkAjuFNJg42MjAy0t7eLJnQZjUbRwzT8/PwQExPDmxgRHR2NH374AQaD\n", "Ae+9955blRzsCQ5iixH19fUoLS31+koaEj1ihI+PD2JjYxEREQGKorzOGVFXV4ddu3YBALKzs512\n", "LrCt6ubn56OiogKvvPKKUwkKxcBZZ0RcXBwvk1+KopCUlOSUM8JRCIQ7pTW5IJfLoVKpWPcHvpwR\n", "BNMkt2+//TYeeughPPzww/jll1+Y1wj9eT2NK4l+hQjTAGwnsZTECO9GEiMkJHhE7OR5fODv74/4\n", "+HhRJox8rvrywZ/+9Cf4+fl5xB3hjWJESUmJW8krLUlPTwcA0fJGtLa2wmg0in4M8l1R4+TJkwCA\n", "KVOmuPR+jUaDpqYmhIWFMRMES8QWI0gJQ8kZ4f1cu3YNcXFx8PX1ha+vLyIiIrxOjDANc3DFuWBr\n", "VTcsLAyLFy8WNHTPFWHeWWeEO/kiLOEqRrS2tiIoKMih25Evd4I92MISDQYDrl69KljbFEVh8+bN\n", "+MMf/oDMzEwUFBRArVbjypUr17UY4QoRERFoaWlxq0qPwWBAc3OzlRhRUFAAnU5n9tqWlhb4+Pgg\n", "KCjI5fYkhEMSIyQkeKQ3ihGAeBU1oqOjsWvXLhgMBvzzn/90a9WXD0JCQjBlyhRJjEDPhb28vJzX\n", "gZpKpUK/fv1EyxtBVlrEDpOKj4/nPFHgQm5uLoKDgzFkyBCX3p+TkwOlUomGhgavcUYcP34cUVFR\n", "0qC8FyCXyzF69Gjm/zlz5tiszOIJ+Kw6w7aqK4aLz9l4+/j4eNTX17NWCrCkqqqKl3wRBGecEVxW\n", "ntncCXv27MGWLVtc7KE10dHRVte6yspK6PV6Qc9Bfn5+2LlzJxITE3HDDTcgNTUV58+fx969e3nN\n", "OdLbIddod65BLS0toGnaSozQaDS4cOGC2WtbW1sRGhp63YXKXC9IYoSEHSmcfgAAIABJREFUBI/0\n", "VjGCVNQQg+zsbADAjBkzRGnPEbfffjsOHz7MSzIlZ2hqamKqGoiBSqUCRVE2xYiqqirodDreV43S\n", "09NFc0Z4KmcL386IvLw8jB49GjKZzKX3k76kpqZ6jTPi+PHjGDt2rDQY7AW8+uqr2L17N/P/J598\n", "ggcffNCDPRIfd5LzccHZeHtnEuUK5YxwVHGrtbXVYb4ImqZRXl5uJQjs3bsXH3zwgbtdZYiJibGa\n", "/BNBRWhXRkhICBQKBXQ6Herq6kDTNK5evcpbzpHrAbII4864i23xYdSoUaAoymrMQcSI3yN6vR6n\n", "Tp3yuvLMpkhihIQEj/RWMSI5OVm08p7Z2dno378/rys37jB79mwYDAbs379f1HabmppEc0UAPYlC\n", "IyMjbYoRJSUlAMBrmAbwW0UNMfYtcrEV+xhMSEjgVYzIzc3FDTfc4PL7KyoqoFKpkJCQAH9/f9bv\n", "XkwxgqZpnDhxQgrRkOAFMZwL7iTncwau8fZEjODiwBLCGdHe3u5wMsPFGVFbW4vu7m6r30+pVPKa\n", "j4MtTIOE9QjtzlKr1Ux5Vcv2vTERrCcgAoI7E2Q2MSIkJIS1pHhLS8vvtpJGa2srRo8ejQMHDni6\n", "KzaRxAgJCR5paGjolWLEoEGD0N7e7rD0Ix9kZWVh0qRJgrfDlfj4eGRkZODbb78Vtd3GxkZRxQjA\n", "fnlPoQZq6enpUKvVvIYx2MKTYRpNTU3o6Ohwe1v19fUoLy/HmDFjXN5GRUUF4uPjMX/+fFRVVbG6\n", "EcLDw226JghqtZqXwXNxcTGam5slMcIGYlabuV4Q2rlAcCU5nxCQMBlH59G2tja0tbXx7owAHJf3\n", "5OKMMBqNWLhwIYYNG2b2uEql4nXl1pYYERMTI5obUcI2QjkjAPYklr9XZ4TRaMTcuXMBAIWFhR7u\n", "jW0kMUJCgkd6szMCEL68Z1tbG06fPo2bbrpJ0HacZc6cOdi3bx+0Wq1obbrrjHDFaeBIjIiNjYW/\n", "v7/LfWIjIyMDAETJG6FWq+Hn5yd6kioyUWBbDXOWvLw8AHBbjCArqbYgzgi2/aiurg4TJ05EWloa\n", "0tLSnK5UYMnx48cBuPeZrie6u7tx/vx5AMCGDRtw8803e40godfrrfIStLS0oKioyEM9Ykcs54K3\n", "EBgYCJVK5VCMqKqqAgDenRGAYzGCizMiLi4OGzZsYEqKE5RKJdrb23m7BkdHR0OtVkOv1zOPiZE4\n", "E/DOymHehlDOCKBnzHHmzBmz5JjuiBE6nc4qIWZvoaSkhHH9SmKEhMTvAJqme60YQaz5Qiex/PXX\n", "X2E0Gr3KGQH0iBGtra04cuSIaG3W1ta6PGnWarVIT093OsbWnhjBdyUNQlxcHKKiokTJG0HKfImd\n", "l4CIEXyEauTm5kKpVLo1aCbOCHuEh4fDaDSivLzc6rnMzEwcO3YM1dXVqK6udrpSgSUnTpzA4MGD\n", "RXcCeSsvv/wyJkyYgObmZqSmpiInJwdffvmlp7sFAMjPz0dAQADOnDnDPPbvf/8b48eP92CvbOMt\n", "zgUx4FJRgwiifDojlEolgoODeXFG2IL8hnyFMcTExICmabMqMHyX9bSHWM6d3kpQUBDkcrnbzgi2\n", "vFsZGRno6OgwG8+6E6YxbNgwTJgwweV+epL8/HwAwNy5cyUxQkLi90B7ezt0Ol2vHBgFBAQgISFB\n", "cGdEdnY2VCoVhg4dKmg7zjJq1CgkJCSIUlWDrDofOnQI2dnZLq06r1+/Hvn5+Uy5RK44ckYIsWpE\n", "URSTN0Jo1Gq16CEawG+rkHyEopB8Ee4IKkql0u4xVldXh+XLlwMAxo8fb7YPNjQ0sIqS7sQ7k+SV\n", "EsCRI0ewZs0avPLKKwgPD8dNN92EOXPmYNmyZdBoNJ7uHq5evQrAfDIbGRmJpqYms1VmCfHhIkYQ\n", "ZwSfYgRFUUhMTOTFGWELMm7iK1SDrXqUWM4I4Pfn3HEWiqIQERHhtjOCbfGBraS4q86IS5cuobi4\n", "mCm33dvIz89HdHQ0pk+fjpKSEl5CSYVAEiMkJHiCDNR7oxgB9OSNENoZQfJFeFtGfYqiMGfOHHz3\n", "3XeCJ1okq846nQ5dXV1Orzo3Njbi9ddfB+DYNmuJI2eEUAM1sSpqNDY2euT48/f3R2RkpNvOCJqm\n", "kZeX53Y4w88//4ynn34a9fX1iIqKwr59+8yez8zMZEqf1dbW4tixY5gyZQr+9re/YeTIkWarie7S\n", "3d2NM2fOSPki0BOm9sgjj2DSpEl45plnmMffeecdXL16FevXr/dg73q4du0aFAoFoqKimMf4nihK\n", "uAZXZ0RYWBjvoWpcyntycUZkZWWxLnoMGjQIq1evRmRkpDvdZCATfyKy6nQ6VFRUiF5a+Pfk3HEW\n", "pVLptjOCbfEhIiIC/fv350WMWLt2LWJiYjiV1PVGCgoKMHLkSAwfPhw0TVuVPPUWJDFCQoInersY\n", "QSpqCIVOp8Ovv/7qdSEahDlz5qC8vBwFBQWCtaFWq1kHdM6sOre0tGDixImYP3++S2JEc3Oz1Qps\n", "V1cXqqurBQnTAHpsk5WVlYLXWbc1OBEDPipqVFZWoqamxq1KGqYEBwejoaHBbBJpax88f/48du7c\n", "iTvvvBOpqalWz7sa75yfnw+dTieJEQD+/ve/o76+Hlu3bjUr25qSkoIFCxbgzTffFLXcKhvXrl1D\n", "QkKCmWBMJohSJQDPwtUZIUSlKi5iBBdnxIIFC1hFt+joaCxdupRxNLiLpTPi2rVrMBqNojkjJBzD\n", "lzOCDcsklq6EadTX12Pbtm146qmnoFAoXO6nJ8nPz8fIkSORkpKCO+64w+Vy4UIjiRESEjzR28UI\n", "4owQyhlw6tQpdHV1eV3ySsLkyZMREhIiSqiGO/Tv3x979uzB//3f/2H37t1OvZcM0CxFAZI3QEhn\n", "BCB8EktP5myJj493W4zIzc0FwF+iR39/f8jlck4T3MjISBQUFGDdunX45ZdfMHHiRCbHQ0ZGhsvx\n", "zsePH4efnx9GjBjh0vuvF/bu3YtNmzZhzZo1rKLf8uXL0d3djXfeeccDvfsNIkaYQsQIPh0zEs6T\n", "kJCA5uZmtLe323xNZWUlryEaBCJG2BofGAwGtLe3253wkRw1YggCAQEBCAkJYcQIscp6SnBHqVQK\n", "LkaQ/dUVZ8RHH30EiqLwxBNPuNxHT9LS0oKysjKMGDECQUFB2LVrFzMW8zYkMUJCgieIGMGXzVBs\n", "kpOT0d7eLtjqdXZ2NgICArz2ZKhQKHDrrbcKKkbwmWW7f//+TKUKrrDF0QI9IRpkm0IwYMAAhIaG\n", "Ci5GeNIZwZcYERsb69bKZnd3NxPbT1EUUzWDYGsfHDx4MHPuIvHOp0+fhlwux0MPPeRyvPOJEyeQ\n", "np7ea1eW+OLs2bOYOXMmHnvsMdbnY2NjsWHDBtxzzz0i98ycq1evWokR5NwkiRGehfwu9twRQjoj\n", "2tvbbU4e29raAMDuhK+mpgYajUY0QSA6OpoZz5SVlYGiKPTr10+UtiUcExERIUiYBtAjRrS0tKC0\n", "tBRarRbd3d1OixEdHR1YtGgRVCoVaJrudTlzQkJCcOXKFcyePdvTXXGIJEZISPCEp8oK8gUptSVU\n", "3oisrCyMHz8efn5+gmzflK6uLixevBgtLS1OvW/OnDnIy8vjVKJRrVa7ZFvevXs3Y4OPjo7mnGWb\n", "j9JStsSI0tJSyOVyQQaxAODj44NRo0YJnjfCUwksAX7EiLy8PLdDNP75z3+iT58+zP9hYWFWxwHX\n", "TO+JiYmYMmUK9u7d63J/jh8/LoVoAHjxxRfx7bff2s2X8+CDD2L06NEi9soauVzOWnbxhhtu4L3s\n", "b29Ho9Fg/vz5oiW34yJGCOmMAGznKWptbQUAu84I8l5bYsTXX3/Na0Ur0xxJpaWl6Nu37+9eFPUm\n", "hHRGmCax5LJvsvHuu+9izZo16OjogL+/P3bu3OlyXz2Bj48PBgwYgPDwcE93xSGSGCEhwRPEIu5t\n", "yRm5MnDgQAAQJG8ETdPIzs4WLV/E3r178dFHH2HLli1Ove+2226DTCbDnj17bL6GVMNIS0tDWlqa\n", "09UwoqOj8eSTT0Imk6GgoIBTlm2j0Yibb74ZK1eu5NyOrbYBdjEiMTFR0HhCoStqGI1GNDU1eTRM\n", "o6GhAV1dXS69n6/klRUVFYiNjWX+t3RGAM5lep85cyYOHz7MrHw6g1qtxuXLlz1WSWPZsmX45JNP\n", "PNI2G94ar2vK4cOH8corr5g9JpPJkJubixkzZvDaVmFhISiKEryKk1A0NDRgy5YtNpMC803fvn1B\n", "UZRNMcJoNKK6ulowZwQA1lLAABjB097qMxEjEhMTWZ9/55138Nlnn7neSQtMxYiysjIpRMPLENIZ\n", "ERMTg759+5qJEa5WegkKCoJCoeC0SOXNdHR04Oeff7Yb5uUpJDFCQoInPBmvzgcBAQGIj48XxBlx\n", "8eJFqNVq0fJFGI1GAD31oZ1BqVTipptuwrfffmvzNaQaRnV1Naqrq52uhgH0uE8GDhzIOVnXf//7\n", "X/z6669Wk7oXX3wR27dv59yuXC6HUqlkDdMQOo43PT0dly9fdtqtwpWWlhbQNO1RZwQAlwcsV65c\n", "QVNTk9tixLVr15i+AD1iBBmMWcIl0/vMmTOh0+nw008/Od2XgwcPAoDHnBG5ubn473//65G2AaC5\n", "uRkGg8Gl95IY9+uZnJwcAMBXX33l4Z64BglbESs008/PDzExMTbFiIaGBuh0OkGcESqVCkFBQW47\n", "I5RKpc1JoUql4rVii2mYhlClqyVcxx1nBE3TDsMySd4Id8UIoKdULimb21spLS3FH//4R1EqmzmL\n", "JEZISPBEbxcjAOEqamRnZ8PHxwfjx4/nfdtsNDc3w8fHB9OmTXP6vXPmzMHBgwdZ1WM+qmEAPWJE\n", "cnIyp9d2dXXhpZdeQmZmJiZPnmz23JEjR5gJH1fYynuWlpYKVkmDQPJb5OfnC7J9TyeQJRZqV0M1\n", "8vLyAMDtMI2KigozMWLv3r344osvXN7ewIEDMXToUKdCNYh7aP78+aAoCg8//LDglVTYGDBgAOrr\n", "60Vvl/D888+7lAPi1KlTGDRoEH7++WcBeuU9EKdIdna2h3viGkSMcPYc7A72KmqQyZIQzgiKouxW\n", "1ODijEhOTsZf/vIXm88rlUpeK7ZYhmlIzgjvIiIiAt3d3S65Cdva2mAwGDiJEWTf5BqmsWzZMvz6\n", "669mj8XFxfUqZ4TBYMD48ePxww8/MI8NHjwYcrkchYWFHuwZO5IYISHBE9eDGDFo0CBBxIisrCyk\n", "p6cjJCSE922zUVNTg6ioKJds0XPmzIFWq8XXX39tNjCiaRo//vgjL0ncioqKMHjwYE6v/ec//4mq\n", "qiq8++67Vs8lJia6VN7TVIygaVoUZ8TQoUPh7+8vmCpPVlg85YwgEwBXxYjc3FwkJSW5vcpqKUb4\n", "+fm5HTo2c+ZM/PDDD4zjyBHEPdTe3g6apl1yD/EBl3KEQnLw4EGrZJBcSE9Px7hx4/D8889z/s75\n", "QK/X26yWoNFoeF21BnrKPK5cuRKHDh1yObzJk5BrwbJly0Trvz0xgkyWhHBGAPaPJy7OiHvuucdu\n", "qCHfzoiYmBjU1dUxpaslZ4R3Qa7VroRqcLneZ2RkoL6+HufPnwfAzRlx+vRpvP3221bHWN++fXuV\n", "M6KkpATHjx+HXC5nHvPz88OQIUMkMUJC4nrmehEjhCjvKWa+CKAnJ4JpEj9nCAkJQUBAAJ544gkm\n", "J8SWLVuQkZGBuXPnsiZxc6Yahl6vR2lpKSdnRF1dHd566y0sXryYVbxwZbJlKUY0NTWhtbVV8IGa\n", "r68vRowYIVjeCE+LEYGBgVAqlW6JEe6GaGi1WtTW1pqJEXwwc+ZM1NTUcPrt+HIP8UFSUhKampoE\n", "Cw2yR1VVFUpKSlw671EUhZUrV+L06dOihpmsXbvW5qr6E088gZkzZ/Le5syZM9Hd3Y1ffvmF920L\n", "jakwLVZYjSNnBEVRLl/7HOHIGeHj4+NWAm+VSsXrOSI6Oho6nY5x40nOCO9CDDECAP73v/8B4OaM\n", "WL16NZKSkqzE897mjCD7/MiRI80eHz58uCRGSEhcz1wPYkRycjLa2tp4tTZXVlaitLRUtHwRQM/A\n", "efHixTh69KjT783MzERXVxezmnLs2DHMnz8fSqUShw4dQnFxMSZOnIiAgADI5XLO1TAIZWVl0Ov1\n", "nMSI1157DTKZDP/4xz9Yn09MTMS1a9ecKjllKUaQQbTQYRpAz4qvUM4IT4dpAD15I+xlureFwWDA\n", "qVOn3BYjGhsbkZiYaDNBnKtMmjQJoaGhdhO7ehvfffcdHnjgAQC2k+4JCcmH4KoIe+ONNyIzMxOv\n", "vfYa7+KwLa5du2ZzcK9SqQQp7Tl06FD89NNPmDJlCu/bFhrT74OURxYaIkaw7ROVlZWIiYmBr6+v\n", "IG0TMYKt7dbWVoSGhrrlwiJhGnzt7yQn0/HjxwEIV7pawjUiIiIAwCU3DBcxom/fvoiKisL//vc/\n", "+Pr6OqwGVFFRgS+//BJLliyxOoYSEhJgNBpFOxe7S35+PmJiYqwSUxMxwts+hyRGSEjwxPUgRghR\n", "3pPEA4vpjBg+fDjOnDmDxYsXO/U+W6u6KpUKO3bswJQpUxATE4OcnBz8/e9/h0KhQHZ2tsNqGKYU\n", "FRUBAKcwjSVLluDTTz+1uV8lJSXBYDA4ZR+0JUaIMVDLyMjAhQsXBLE0NzY2QqFQICAggPdtc8XV\n", "8p4XL15ER0eH2/ki+vTpg7KyMkyfPp15bMeOHRgxYoRb25XL5fjTn/7EKW+ESqViXYF0xj3EB6bh\n", "Zp4I1cjKysLAgQPNKps4y2OPPYaioiLGZiw0165dsxlWEhkZyeuqNU3TMBqNoCgK06dP9+hx6yr3\n", "3nsvvvvuO/j7++PKlSuitJmQkICOjg5Wt09VVZVg5ZmBnutNW1sb60p2S0uLXRt8W1sbfvnlF3R0\n", "dNh8zfjx4/Hcc8/xFppkKkbIZDLeHWMS7kGEBKHECIqikJGRgbq6Ok5C2b/+9S8EBQWx5jV56qmn\n", "UFpa2muq5RUUFFi5IgAgLS0NTU1NqK6u9kCvbCOJERISPKDT6dDa2trrxQghyntmZWUhOTmZc+UI\n", "vmBL1Ogqfn5+Vo+NGTMG7e3tTscRFhcXw9/fn9PAKDk5GbNnz7b5vKPa72zExMRArVZDp9MB6FnR\n", "CwkJESW8IT09HQaDAWfPnuV9295QWtdVMSI3NxcURWH06NG896m7uxtnz55Fd3e3W9uZOXMmcnNz\n", "OR1TTz31FIAeYSI2NtZp9xAfXL16FYMHD8a8efOcEgv5go/QtKlTpyIoKMhudR8+uXr1ql0xoqmp\n", "ySkXlj2am5sREBDgVGJUbyMlJQWzZ8/GgAEDRBUjALA6sCorKwXLFwHYv960trbatcEXFBRg6tSp\n", "dq9VY8eOxRtvvMFbCVwy5vj111+RkJAgmGNEwjWIM8LVMA2ZTOYwDxm5pgYHB9t9XVtbGzZu3IjH\n", "H39ctNxmQpKfn88qRqSnp2P+/Pm8ncf5wqvEiHnz5iExMRHp6elmt7S0NPj4+GD37t3Mazdt2oTR\n", "o0djxIgRGDZsGP74xz/i8OHDrNvdsmULRo4ciZEjR2LYsGFYuXKl11lUJHo33mAR54PAwED07duX\n", "d2eEmK4IQkxMDOrr651aZXFmVTclJQUAcOHCBaf6VVRUhEGDBsHHx/3Tb//+/fHjjz86tfJNBmgk\n", "FIdU0hBjEp+WlgaZTCZI3ghHZb7EICEhwSUxIi8vD0OGDHGr9JgtwsPDAcDtvAkzZswARVHYt2+f\n", "w9du3LgR48ePx8WLF3H27Fnk5OSILghcu3YN/fr1wyeffCJaFR+CXq+HQqFwO/TA398fW7duxd13\n", "381Tz+zjyBkBuDZxYKO8vBxarVa0sphCMmDAAFHDNAB2MUJoZwQJ/2ITFBw5I4gDj+8QMnuEhobC\n", "z89PKuvppcjlcgQHB7vsjFAqlXbHLXV1ddi5cyeAnmNj4sSJNqs6nT59Gr6+vvjrX//qdF+8jdbW\n", "VpSXl7OKEQkJCdi8eTP69evngZ7ZxqvECIqi8MYbb+D06dNmt+XLl0OlUuG2224D0GOlWbRoEV57\n", "7TUUFBSgsLAQ6enp+NOf/oSTJ0+abfPDDz/EU089hS1btiA/Px979uzB6tWr8eKLL3riI0pcp1wv\n", "YgTAb3nP5uZmFBQUiJovorOzE3/7299QX18Pg8Hg9IVu9+7dmDhxImJjY+2u6vbv3x8KhcJpC7Uz\n", "ZT0doVAocMsttzATTi4QMYKscItRSYPg7++P1NRUQfJGeIMYER8fj7q6Omg0Gqfel5ub63aIBgDW\n", "1Q6+xIjo6GiMGTPGYd6I48eP4/Dhw3j++ecRGRnpsXMiESM8ga+vL44dO4ZHHnnE7W3dfffdnCvv\n", "uEN3dzfq6+ttihHkd+QrbwTJ40Emp++++y4yMzN52bbY/PnPf8aMGTNEaSs2NhYymcwjzojIyEgE\n", "Bga65IwoKytDZGSkwxVqPqEoirneSckrvZOIiAiXnRGOrveZmZlMWKxer7db1enmm29GZWWlQ8dq\n", "b1jIDg0NhVqtxu233+7prnDGq8SIxx9/nHXSsmHDBsybN4+xSn/++edIS0vDrFmzAPSccF566SVo\n", "tVpGBQN6bDfLli3Do48+ylh1+vfvj2eeeQZr1qwRLfuxxPXP9SRGkIoafHDs2DHQNC2qM6K6uhrr\n", "1q1j/nc2VCM6Oho5OTk4e/as3VVdX19fDBkyxGlnBBcxoqqqCqmpqVa1rvmADM7ICoHYq0YZGRmc\n", "qzI4E6PuDTlbyEDGmdAdrVaLM2fOuJ28EgDuu+8+3HnnnWaPkQlCc3Oz29ufNWsWDhw4AK1Wa/M1\n", "K1euxODBgzFnzhy323MHe6v8EtbU19dDpVLZ/M5iYmIwYMAAt8N9COXl5VAoFMy5NSQkBHv37vVI\n", "5RNXef3115GVlYUHH3wQTz75pChtymQyxMXFWYkRWq0W9fX1gjojKIqyWVHDkTOirKzMoSBgMBiw\n", "e/duXsfm5HonOSO8E6VS6ZYzwhauVHVSKBR22xw+fDjefvttp/rpKZRKpajCn7t4lRgxfvx4qxPG\n", "lStXcOjQISxatIh5zNfXl4l3JpDBkWlM2P79+9HW1oZp06aZvXbq1KkwGAz4+uuv+f4IEr9Tricx\n", "gjgj+FCAs7KyEB0dzSTGFIOamhoAYEIXXM0boVKpHP6eKSkpTjkjuru7UV5e7nCls66uDhcuXOAt\n", "dtYUMvivra2FwWBAeXm5KJU0COnp6SgoKLA6hxPq6uowceJEpKWlMaVVbVkrTfEWZwTAbqG2RWFh\n", "IbRaLS9iREVFBROHS+DLGQH05I1oa2tjktJaUlxcjF27duHZZ58VZN/lilarRU1NDRISElBbW4sf\n", "fvjBY33pLSQkJKChoQFTp05lfT45ORlXrlxBeno6L+2Vl5ejX79+TLjabbfdBr1ej59++omX7QsN\n", "TdN4++23BStVbA+28p4kIZ2QzgjAdnlPLs4IR2IERVG46667cODAATd7+Rvk/Cc5I7wTIZ0RfOPr\n", "6+ty6W5vor6+Hjt27OAtUSwfeJUYwcamTZswbdo0JrEeALz88ssoLS3Fpk2bQNM0uru78dJLL6Ff\n", "v35m2fPPnDkDAGbvNf2/oKBAhE8g8XuAiBGWE4HeyKBBg9Da2spLec/s7GzcdNNNoiYVJOLDqFGj\n", "cM8993CqLe0qqampTokRJSUloGnaoTOCfPdRUVEOt7lv3z48/fTTnPvg7++PsLAw1NbWoqqqClqt\n", "VnRnhEajwcWLF1mfz8zMxLFjx1BdXc2UVrVlrTTFm5wRzgxYcnNzIZPJMGrUKLfbr6iosLKZ8umM\n", "SE9PR2xsrM2kg6tXr0Z0dDQeeught9tyBz8/P7S0tOC+++7DoUOHMHPmTNFW3LVaLc6dO8frQC8v\n", "Lw8333wz2traeNumLcQ6V5eXl5vlD0hKSkJqamqvSWjZ2dmJ7u5uj+S8YBMjiBtLSGcEYFuM4JIz\n", "wtF1xsfHBxEREbxUbSGiNimx+95773EStSXERShnhDP5v06cOMEpCXjfvn2dTljujZw+fRp//vOf\n", "vSo6wKvFCJ1Oh61bt+KJJ54we3zGjBnYtWsXVqxYwcSkFhUV4cCBA2ZltMiA3vIESf7nY7IlIQH0\n", "TIQiIiKui2zNZKLsbt4IjUaDEydOiJ68sqamBr6+vkhISMCOHTsEqVBASElJQUNDA+dzCQl/cSRG\n", "kLhsLgPd0tJSfPTRRzAYDJz6APxWaUTMsp4EklSJLW+EK9ZKgjc4I4KDgxEeHu60GDF8+HC3Sxvq\n", "9XpUV1ezihHXrl3jJWyCoijcdtttrBPG2tpabN26FU8//bTDeu5iEBoaiqCgIGZASnIUCM3Jkycx\n", "fPhwq/xV7qBSqZCVlYX9+/fztk1P09HRYXXemTlzJvbt2+dVK3a2sDxH79u3D+fOnROlbTYxorKy\n", "EoB4zghL56QjZ8S0adNw4403Oty+SqVyaXJqCRG1SRnpwsJCTqK2hLgI6Yzgmv/rwQcfxIcffuiw\n", "zbi4OOY481YMBgOGDBmCXbt22XxNWloaAAhS1cxVvFqM+OabbyCXy60GUevXr8ftt9+OFStWoKGh\n", "AS0tLZg1axbGjBmDH3/80UO9lfg94w2rsnxBnEPu5o3Iy8uDRqMRNXkl0DMpiomJ4aVahSNSU1MB\n", "cK+oUVRUhODgYPTp08fu6+rr6+Hv74+goCCH20xMTIROp3OqbrSlGCGmhTU0NBTJyck27c2uhAcZ\n", "DAY0Nzd7xTHobHnPvLw8XkI0ampqYDQarcQIiqIQHx/vMB6WK7NmzcKlS5esxMp169ZBLpebhVR6\n", "A66Uv3WHrKwsBAYG8uJ0IfTv3x9paWmClvjketzxVRJu37592LBhg9ljt912G2prawVJcMs3lmLE\n", "woUL8Z///EeUtknVHtPfrKqqCgqFQnBBNikpCW1tbVZOK0fOiI2AkK1BAAAgAElEQVQbN3JKqKdU\n", "Kt12RrgjakuIi1DOCIB7/i+uCxlxcXFe74y4fPkyioqK7B6Lffr0gVKpRGFhoYg9s49XL+Nu2LAB\n", "jz32mNmkoqmpCUuXLsXMmTMxd+5cAD1xPC+++CK+/PJLzJ8/nxkIkotEa2ur2XbJ/44s0EuWLLHK\n", "Un///ffj/vvvd++DSVx3XE9iRGBgIPr06eNWGJNarcb+/fsRHBzMWl5ISGpqapikVUKTnJwMmUyG\n", "Cxcu4Oabb3b4epK80pEVuqGhAZGRkZws06aTLUeZoAlEjCgpKUGfPn0QGBjI6X18kZ6ezjrh0Ov1\n", "rFZ0NmulKc3NzaBp2uPOCMA5MaKzsxOFhYVm4YWuQlZKue4DrjJ9+nT4+flh7969THhQe3s7Pvzw\n", "QyxcuNDrQtViYmKgUChEEyOys7MxYcIEyOVyXrd7++2344MPPoBOp+N922T7kZGR2LJli83X/OEP\n", "f0D//v3xySef8NKm5fntxhtvRFxcHIqLi3mpLiMklmLEwIEDceXKFVHaTkhIQHd3NxoaGphxLKmk\n", "IXSYjen1hhzrGo0GGo2Gl5BIlUolCQa/I5RKpdPOCJqmnXJC2hs7GI1GNDU1cRq/9+3bFzU1NdDr\n", "9V7rgibjdnvjboqiMHz4cFYx4osvvsAXX3xh9hgfIZ6O8FpnRHFxMbKzs/HYY4+ZPV5UVAStVosh\n", "Q4ZYvWfw4MGoqqpiLhIk0ZJl/Wfyv6NJ0vvvv4/vvvvO7CYJERJsXC9iBImzbGxsxPr16zknD7R8\n", "f1paGlauXAmZTMaL5dIZHn30UbzxxhsAeiZoQqq/fn5+GDRoEOe8EUVFRZzK9NXX13PKFwH8VhrP\n", "GRu6qTNCzOSVhIyMDJw5c8bMjl1UVIQJEyYgMDAQI0aMYFYwUlNTWa2VppB9rLeJEWfOnIHBYOBl\n", "4tXc3Izg4GDBxYjg4GBMnjzZLFRj8+bNaG9vx5IlSwRtmyuvvvoq5s+fD6AnDj0xMVEUMcJoNCIn\n", "J0eQ0LTMzEw0NzcjKyuL920DPavGjpxYoaGhvJX2ZEMul+Pq1au9YpzFJkZYjjWFglQ8MQ3VqKqq\n", "EjxfBMDuNCILfPZWY7nCR5iGM/kCJDwLCdNwJjSrq6sLGo2Gl+t9S0sLjEYjZ2eEXC73arEsPz8f\n", "sbGxDsePtsSI+++/32re+/777wvVXQZexYiysjImaaS7bNy4EbNnzzbLAQH8VqaHbWBRVlaGgIAA\n", "Rp2dMWMGQkJC8PPPP5u97uDBg5DJZLjrrrt46auExPUiRpA4S61Wi+7ubs7JAy3fX11dDY1Gg5aW\n", "FtHjNMePH4/bbrsNQE/ptb/85S+Ctpeamso5TINLWU+gpzwi10RuwcHBUKlUTk22TMUIT5Q8S09P\n", "R1tbG/Ly8gAAR48excSJE+Hv74/c3Fzk5+fj7NmzUCgUWLhwIau10hRvqmYTHx/PuZpGXl4eFAoF\n", "E8PpDjNmzEBbW5uVmw8Ann/+ebz++utut0GYOXMmDh8+jLa2Nuh0OqxZswYPPPCA15TSPHnypJmI\n", "2r9/f1HEiAsXLqCxsVGQ0LSMjAzEx8cLFqpx9epVh79fZGQkL2KEvZAQT1ZhcYYbbrgBH374IeMq\n", "GzBggKjOCMBcjCDOCKGJjIxEYGAgqxhhyxlRVFTEWbCfPn06br31Vrf7yTVfgIRnUSqVMBqNVg52\n", "e/C5+ODM2GHGjBno6uoSzXnrCvn5+UwlOXsMHz4cly5dslumW0xcEiMOHz6MKVOmYN68ecxjr7zy\n", "CgYMGICMjAxkZGS4ZevQarXYtm2bVeJKoEeVveOOO/D111+blYD65JNPkJubiyeffJKxMAYHB+Pt\n", "t9/G1q1bGUtwaWkp3n//fSxdulQq9SPBG2KLEZs3b+Z99cjdOEtvjNMkk24h4Vres729HVVVVZzE\n", "iODgYCsh1h62MpzbIiYmBvX19bh8+bLoYkRdXR1efvllAMCtt96KoUOHYurUqRg2bBhycnIYp0d0\n", "dDTn79bbnBG1tbUOL/JqtRrZ2dkYNWoUr7Z7Npv2xYsXGeGHD2bNmgWtVotvvvkGmzdvxrVr1/Ds\n", "s8/ytn13uXbtmtnEevbs2Rg/frzg7WZnZ0Mmk2HcuHG8b5uiKMyZM4e3BR9TWltb0dra6lCM4MtC\n", "//HHH6Nv375OJd31NoYMGWIWXjVw4EA0NjaKYmmOioqCn5+fR5wRFEVZXW9IpRpbzoh33nkHjz76\n", "KKftP/TQQ8z1wR245guQ8Cwk1MeZUA0hxAgu25LJZKJWhnOFgoICTqHRN910E5555hkmwauncSno\n", "Zfv27WhqasILL7wAoCdL7VtvvYX+/fvj9ttvxzfffINVq1bhzTffdKlTX3/9NSIiIjBt2jTW5//z\n", "n//gww8/xPPPP8/Uqg8ODsaWLVvwyCOPmL128eLFCAgIwLx580BRFHQ6HZYuXYrnnnvOpb5JSLAh\n", "thhBwpe2bt3KW2K665Ho6GjU1taCpmnBLiKpqamorKxES0uL3ZhZkvCPS5iGs7z//vtOxerHxMTA\n", "aDSipqZG9DCNzMxM5ObmAugZgJB4zQMHDljtyykpKZxcJ94kRiQkJICmaVRXV5uVLiTU1dUhMzMT\n", "ZWVlqKurQ1RUFOrq6gQdKIeFheHq1au8bS8kJAT+/v5YtGgRdDodwsPDvWq16OrVq7jvvvuY/598\n", "8klR2o2Ojsbjjz+O4OBgQba/cuVKt6uusEEmtf369bP7Or6cEeXl5aAoyqYLQqvVori4GMOGDXO7\n", "LbEgiZ9LSkqQkZEhaFs+Pj5WDiyxnBGAtfjtyBlRVlbmscU/b3DLSdiGXLMbGxs5L4zweb0PDAzE\n", "7NmzHSYV7w20tbWhpqaGkxgxfPhwvPfeeyL0ihsuOSNycnKwY8cOxkq1bds2AMD333+PNWvWYM+e\n", "Pfj6669d7tT999+PS5cu2XxeoVBg6dKlOH36NAoLC1FYWIhff/2VERwsefTRR1FQUID8/HycP39e\n", "EiIkeIUk0xHzovfpp58C6LFk8YW7cZbeEKfZ0dGBV199lZn4x8TEQKPROGUBdJaUlBQAPavP9uBa\n", "1tMVJk2a5NTA3XTiKKYzwpZ7xs/PD+3t7VaPp6amcnJGqNVqBAQECDJRcxaSs8FW3gjTUCaDwYCa\n", "mhpeQpnsWd/Dw8N5XbHNzMxEd3c3urq6oNfr0dzc7DVl89rb29Hc3OxwYi0Ed9xxB6cSca4SGBgo\n", "iKhKJrVcwjSamprcrqhRXl7OKtQR3n33XUyaNIm3yh1ikJycjCeeeEIwIcoS0/KebW1taG9vF8UZ\n", "AViLEY6cEZ4UIyS8G7KI4kzOKz7FiLS0NHz33XdeJaa7SkhICNrb23tlCgKXxIjm5maz1b3vv/8e\n", "EydOZMrcDRs2TBSrmoSEN9Da2gq9Xi+qGHHvvfdCLpczK8x8YRpnGRoaCoqisHXrVqfeP3z4cAA9\n", "4oTYcZqVlZV4/fXXmVrQ5AIjZKjG0KFDQVGUw0lzUVERlEqlw/3EaDTi5ptvxv79+/nsphmeEiOc\n", "JSUlBWq1GvX19XZf50xmbaGxJ0YIGco0ePBgrFy5kvW5sLAwZsLgLt4YjmUK14m1xG+o1WooFAqH\n", "K+tRUVGIiIhwW9x1JEbceuutaG5uxrFjx9xqR0i2b9+OgwcPMv+Hh4dj/fr1gjjf2DAVI8j1Tmxn\n", "BBFA7Tkj9Ho9rl27xlmMaG9vx+HDh1nFaYnri7q6OsbBtmDBAs4J0xsbG0FRFC/VW5zlvvvuw1//\n", "+lfR2+WKXC7vlW5pl8QImUzGZD49f/48ioqKrFZFTMtxSkhcz3gieZ5CocDIkSNx4sQJXrdrGmd5\n", "9OhRUBSFX375xan3jxs3DgkJCbhw4YLocZo1NTUAwFjuxBAjAgMDkZSU5DCcgGvyypaWFmRlZaGj\n", "o4OvLppRV1dnlm/k/vvvd6piijs4654hrhNHQo83JZANDQ1FSEgI54oafGAwGFBaWoqQkBDW58PC\n", "wn43CwRsYoTRaMT/Y++8w6Mo1/d/72567z2kkpBAEgRCCQnFAEoRAiIHDwhIEVAROYIE5Gs5oBQV\n", "G6KCdAFRA4iidIIJJQklIQ2yJCG9bnpPdvf3R36zJ0u2zMzObAn7uS6uS3Zn5n0lm9l37vd+nvvm\n", "zZtq/ZmwSWVlJWPiEgDMmzcPzc3NSuPqpk+fzojwp0yMGDp0KJycnEg38dUE27dvZ62ZKBl6ihGl\n", "paUAoDZnhJeXFxoaGiT3lPr6ehgZGcl8CCopKUFXVxdp0ZvP52PcuHFKnYZ6dJ+YmBjJGra2tpZ0\n", "w/SamhrY2NhopNltZ2enxOWq6+Tl5eHIkSOangYAmmJEQEAAdu3ahaamJrz//vvgcrl46aWXJO8n\n", "JydL4o706OnraKqTf3h4OOPOCAJ7e3sMHDgQkyZNkpRhkaG5uRknTpzA4sWLSUdTMgkhRhAihKur\n", "KyZMmMC6Ukym0SJZMYJwAVC5h1ZXV+ONN94g1V8hJiYGSUlJkr9TTUxRFSpdzv39/WFgYKD0/0ub\n", "nBGA/EQNtkqZKioqIBQK5cZ62tjYoKGhgVJ8mjy0oRxLEc8++yweP37cq0xj/PjxOHnyJGvjXrx4\n", "kZXmkk/S3NyMfv36Mb6IVNfCvqurC8XFxQrFCC6Xi8mTJ+Ovv/5Sy5zoUF1drdF1rqenJ0pKSiAU\n", "CiVihDqdEcD/Uu0aGhoU9ovoeY4yiHuIuiPB9agXVRx2TH7fFxUVURKp3dzcJE4kbUNRqaYsEhIS\n", "sGDBAtY2vqhAS4xYt24d3n77bVhZWeHkyZNSkV7bt2/HrFmz5Daf1KOnr0E09FLXQnzlypXYv38/\n", "YmNjceHCBVbHWrhwIW7cuCHpwaCMuLg4NDU19Wokqy4qKipgbGwsWRjZ2Njg4sWLGD58OKvjkult\n", "kJOTQ8rCS3yeqIg5hoaG2L17t9KHISYt9mPGjMHYsWMpnQNQ63JuZGQEf39/UmKENjwIE3h4eMhd\n", "4Jw8eRJmZmYwMjJiLHKOGEueGBETE4N79+6pNEZPtDk2z8DAAF5eXlIP11wuF15eXqzGe77zzjvY\n", "tWsXa9cnMDc3x5gxYzS6K68KVVVVkp+RIqZMmYL09HRGG68yhVgslilGFBYW4vTp02qZg6enJ7q6\n", "ulBRUYGSkhLY2NhIYkbZ5kkxor6+Xm6/CFNTU7zwwguke7gQD5naUPKlRzthUoyIjY3F/PnzSR/v\n", "7u4uEf+0CaFQCBcXFxw/fpz0OURJNdnYXTahJUY8//zzOH/+PFasWIHt27djz549ALpv0NnZ2Zg4\n", "cSLpGB89enQddTojhEIhjhw5gurqavTr10/uwwdTzJgxA1ZWVpKGmco4cOAAxo8fr7E+BOXl5XB2\n", "dlZ7/FJQUBAeP36MlpYWme/X1dWhurqaNWeEtbU1bGxsKDWBUpWEhAT8888/tM+3t7cn9TtDxnUi\n", "EAi0yhnh6ekpV4xISEhAS0sLTp06xVjknDIxwtHREWFhYYyVT+pibJ6Pjw9rYkRtbS0yMjIQGRnJ\n", "yvWfZMaMGYiPj9fJ0htXV1e0tLRg0qRJCo+bNGkSeDyeVrojiD5RT96jz58/jxdffFFprC8TEBuA\n", "RUVFKC0tVZsrAui+n5iampJyRgwfPhxnzpwhLZSYm5vDyMhI74zo46jisGNSjKC6keHm5oaamhqt\n", "icQk4PP5qKyspNSIMygoCBwOB+np6SzOjBy0VyYTJ07E7t27sW7dOpiYmACApNndgQMHEBISwtgk\n", "9ejRZgQCAUxMTNSyK5GdnY3m5mbWd/oJTE1NMWfOHBw+fFipxTsvLw/x8fEaFSIrKio0EtEUHBwM\n", "sVgsNwWIqDEk44yoqqoCh8Oh/GX7ZIdzWTBlse+52KZqDaRKcHCwTpZpyBIjhEIhPvjgAzz33HOY\n", "MmUKYwJmcXExjI2N1e4OISsoaQNkfj/ocuPGDYjFYkRFRbFy/SeZPn06urq68Pfff6t8LbFYDHd3\n", "d/z000+kjg8JCcHnn3+u0phcLldpWYiNjQ1iY2PVHj1MBsK99qQY4efnB5FIxKoDh6CnGFFSUqK2\n", "fhFA91q/5++TImcEnWvb2dnpnRFPAYTDzszMDAYGBqQddkx+31PdyCBEv7KyMkbGZ4r79+8DAEJD\n", "Q0mfY2ZmBj8/P2RkZLA1LdKw1mVy+fLlbF1ajx6tQiAQqK12NCUlBRwOB0OHDlXLeACwYMECFBQU\n", "ICEhQeFxhw4dgqWlJWbNmqWmmfVm7ty5WLt2rdRrNTU1rDsGiEaL8h6ac3JyAJCL9ayuroatra3S\n", "ZnJP4u3tTer/kwmLvZGRkcQmzvaXclBQEEpKShQ27NOmBpZAtxhRVlbWK5rw559/RnZ2Nv773/8y\n", "Ol5tbS369eundkeQNjJr1izs27ev1+tsihGJiYlwdXVV24Ozp6cnhgwZwkipRnV1NUpLS0mL6R0d\n", "HZLePGyzZcsWpQ4KTSBPjCB+/rm5uazPwdbWFmZmZhpxRgDSv0+KnBF0sLe314sRTwGEw27jxo3g\n", "8XhITEwk5bDTpDOCEP20TYxIS0uDm5sb5WeRQYMG9W0x4syZM2xdWo8erUKdD0IpKSkYMGCApGv+\n", "8ePHWe/PEhkZCV9fX4WNLEUiEQ4dOoQ5c+bA3Nyc1fkoYsKECVLNdAHgP//5j1R6BBtYW1vDzc1N\n", "bjkBn8+Hs7Oz3LSDnixbtgzXrl2jPAeyNfFMWez9/f0BsL/wJiKj5XVX7+rqQn19vdY5I0QikdRD\n", "W1dXFz766CO88MILjDubPvjgA4XukaamJsybN0+qcWlfRCwW49y5czKjJ729vVFbW8toCgVBQkIC\n", "IiMj1SoGzZgxA3///bfKJQFEo1WyNf0ODg6Sh/GnFRcXF2zevLlXfKynpycMDQ2Rl5fH+hw4HI4k\n", "UUPdzghAWvxW5Ix48OAB5Rr7yZMnIzAwUOU56tENQkJC0N7eTlrkZLJHFFVnREBAAJqbmzF69GhG\n", "xmeKtLQ0hIWFUT5Pp8QIwlJH9g+Xy1VbVJwePZqGjhiRm5srsVVRISUlRepBhsfj4cqVK6z+vnE4\n", "HCxYsAC//vqr3K678fHxKCgo0MpeMc7OzqxGexIoKicg27wS6N4VIhoLUYFYHJItm1DVYu/v748b\n", "N25gyJAhtK9BhsDAQHA4HLn/tkTdvLY5IwBIJWocOXIEfD6fcVcEgSLbu4GBAY4dOyZx6PRViFre\n", "Jx8Sge5F19y5c9HW1sbomG1tbUhJSVFbiQbB7NmzsWDBAjQ1Nal0HVlRqIqwt7dXSYx48cUXsWrV\n", "KtrnawNeXl7YtGkTbG1tpV7n8Xjw9vZWizMC6P6ZFRYWoqysTGudEfPmzcPmzZspXfvTTz/F66+/\n", "ruoU9egIhKOIrIjHlDNCKBSirq6O0tqBx+OprVEsFdLS0iiVaBBMnToVb731FiNJW6pASowwMDBA\n", "VFSU1B9CRffy8sKoUaMQEREhqUV2cHDAmDFjWJu0Hj3aBB0x4q233qKsYra3tyMtLQ3h4eGS14j/\n", "Zivik+CVV15BU1OT3E7hBw4cQEBAACIiIlidBx2cnZ3VIo4qarRINtZTFaZPn45ff/1VLV8qQqEQ\n", "RkZGGDVqFOtOGDMzM3h5ecn9tyXsvNrmjAD+11iyo6MD//3vf/Hiiy9i8ODBap+PiYkJjI2NdbLh\n", "IRUUPVgPGjQIx48fp9TgiwxdXV3Ytm0bJk+ezOh1lREcHIxvvvlG5c99UVERjIyMSKf3ODg4qGSh\n", "z8rKohQjevbsWVy+fJn2eOrGz89PrWLEvXv30NnZqRFnRH19Perq6hQ6I2pra2FjY6PWuenRLYiG\n", "52TEiPb2djQ3NzPyfd/a2orIyEjSsbPaSnNzM1pbW2k5I0aOHInY2FjGmlvThdTo9vb2iI+Pl/zZ\n", "sWMH/Pz8kJWVhby8PCQmJiIhIQG5ubnIzs7GgAED8N5777E9dz16tAI6YsSKFSsAgNJOpbGxMR4/\n", "fixVcuDt7Q0HBwckJydTGp8qvr6+iIqKklmqUV9fj7i4OCxatEijNetNTU348ssvpXajge6yhKam\n", "JrlJF0wRHBwMPp/fyzYtFovB5/NJOyPo4uvri6lTp1Ja6NPFz89P5SZ2VFDkOiG6rmuTGGFjYwNz\n", "c3OJGHHgwAEUFBTgo48+0uic2ChR0Cao7vIzgYWFBdasWSMpW9I1ioqK4OHhQXoxqkqZhlgsRkFB\n", "gdJYz558+eWX2L17N63xNMFLL72ECRMmqGUsT09PyQOcJpwRQHe8pyJnRF1dnV6M0KMQc3NzODs7\n", "kxIjamtrATDzfW9hYYGEhATWS53ZxtzcHFVVVZgzZ46mp0IbUt8+27dvl/r7hg0b8OOPP8qs6QoI\n", "CMDhw4fx4YcfMjJBPXq0HTpiRHR0NExMTPDnn39SOs/NzU3qJszhcBAeHs66MwIAFi5ciEuXLvVK\n", "Cfjll1/Q3t6OBQsWsD4HRRQWFmLNmjW9cumJnVC2SzWCgoIgFArx6NEjqderqqpQX19P2hmxdOlS\n", "/Pbbb2xMkRFqa2tRUFCg1sWvIteJOqN1ycLhcCSJGm1tbdiyZQvmzp2LgQMHMj4WkSATHx+v8Dhr\n", "a+unwhlhaGiokUQdXaWiooKSeGNvb087drG6uhqtra2UxIjAwECtKy+Kj4+X69ZYvHix2spQekb5\n", "asIZAQD5+floaGiQ6YwQiUSor6/vVc6ijIaGBmRmZjIxTT06AllHkTZsPnzwwQeYO3euxsaXBYfD\n", "UctGFFuQEiOefMjIyclRaGvx9vZGfn6+ShPTo0dXoCNGmJmZ4dlnn6UsRshi+PDhSElJYT1icfbs\n", "2TA2NsbRo0elXj948CAmTpyo9sXQkxDNj560YatLjCAaLT750EzEepIVI06cONFLUNEmiGZHgwYN\n", "wqVLlzB79my1xHvm5+fLzPbWhsWJLJydnZGbm4u9e/eitLQUH3zwASvjFBcXo6KiQmlzVBsbm6dC\n", "jHB3d5e7y19YWIh79+6peVbs0draij179kjuMXQ4cOAAzp07R/r4NWvW0C57IxoeUhEjAgICwOfz\n", "NV7T3JOvvvpKrc4weRAiEpfLZbz8SBmOjo4wNTVFVlYWhEKhTGdEY2MjRCIRZWfEiRMnEBISAqFQ\n", "yNR09Wg5vr6+pJwR2vB939LSgjt37mhsfKa5c+eOwgb16oBWkUhDQ4PCru2PHz9WuamSHj26AFG/\n", "RkWM4PP5yMvLw7Rp05CQkKDyA0J4eDgEAgFKSkpUuo4yrK2tMXPmTBw6dEjy8Pnw4UPcuHFDKxpX\n", "EmLDk7uiLi4uGDZsGOvjOzo6wsHBoVc5AbGrR8bG3dbWhqamJtL120/y3Xff4fDhw7TOJUtGRgYM\n", "DAwQGBiI2tpaxMXF0d4pJUtQUBDEYjEePnzY672amhqYm5vD2NiY1TmQpbKyEhEREUhJScHZs2fx\n", "zjvvYPbs2ax1hyecSj13SWVhbW3d58s01q9fjwsXLsh9/5NPPsGSJUsYG4/P52PTpk0S67C64fF4\n", "ePPNN3Hx4kXa1+BwODAxMSF9vJGREe36YrpiRHt7e6/yO01SXV2ttjhvRRBihKOjI+UoaFXhcDjw\n", "9vZGWloaAMh0RhBrG6pihL29PcRicZ8XT/X8D02IEU1NTbQ+Y+7u7igtLWV9E4Ys7e3tKp1//vx5\n", "rF69WqP/P7S+UUaPHo1Zs2bh9u3bvd67evUqZs6cicjISJUnp0ePtkPHIv7RRx9h/vz5mDp1Krq6\n", "uhQungkaGhoQGBgoM/IxOjoadXV1Sh9GmGDBggXIzs6W/O4fPHgQNjY2mDFjButjK6O8vBxmZmaw\n", "sLCQet3JyQkpKSkYOXIk63OQVU7A5/Ph6ekJU1NTpefLy68ny99//40TJ07QOpcs6enpCAwMhJGR\n", "kdriPYOCggBAZt8IqtFcbBMTE4ObN2+itbUVXV1d6Ozs7FW6wyTFxcWkGhBu2bKlz/dysrGxUehA\n", "6pkAwAQXLlzAjh07KD3MM4mRkREGDBhAK5lJE5SXl8Pc3JzS9yXRa0ebSjWUiREXL16UKZwySWVl\n", "JRYvXgyg+x4YERGh9hQ7Ly8vyWdPljNCLBZj7NixlEv6iM8H2yK3Hu3B19cXZWVlSnt7EZ8JqqU/\n", "svjxxx9prZvd3NzQ0tKiFeJ+Z2cnbG1tVXI2vPbaa6zfr5RBS4zYunUr+Hw+RowYAScnJzzzzDMI\n", "Dg6GjY0NoqOjkZeXh23btjE9Vz16tA46YsS9e/cwePBg9OvXDxs2bCC1S3Tnzh3k5OTIXACZmJjI\n", "7WTNNBMnToSrqysOHz4MoVCIw4cP49///rfGFuM9IWrnNYmsRotUkjQIMYKuM6Jn9jtbZGRkSKJH\n", "/fz8AIDVh22g+yHT1dVVphjBVMwXEwgEApkPu2VlZSolECiiuLhYYWkCwfDhwzWS5KFNeHt7o7a2\n", "lrFFZGJiIoYOHUpKaGSL0NBQpKena2x8Krzxxhuoqqqi1OjYy8sLhoaGOiVGLFy4EMeOHWN1DjEx\n", "MZLG1V1dXbh58yZmzpzJ6phP4u3tLSkRkrUG8fb2Rnx8POWoauJ+ztY9U496uXHjhtKmt0S8pzKx\n", "uKamBlZWVow4gehuZBDiWmlpqcpzUJWHDx+itbVVkkhCBwcHBzg7O2u0AT0tMSIsLAwJCQmIjIxE\n", "dXU10tLS8ODBAzQ0NGD8+PG4fv06QkJCmJ6rHj1aB1UxorW1FQ8ePMAzzzwDoNs2PGLECKXnpaSk\n", "wMLCAgMGDKA/WQbg8XiYP38+jh49imPHjqG0tFQrSjSA7l03ddfNPklQUBAePHggVeuak5NDOkmj\n", "qqoKAH1nhJeXFx4/fsyq3a6lpUWSZ21lZQVHR0fWxQhAfhNLOj1b+hLFxcVqcUX1BYheV0wJdklJ\n", "SRg1ahQj16JLSEgI0tPTaf3OJycnw8/Pj5Q9mqChoQGDBg2i1GeiJ1SFGx6Ph08++QRDhgyhNR7T\n", "CIVC1NTUKLxH+/r6suoWkyd65ufnq/UB3tvbW9LLQ16aBgzkdSMAACAASURBVB30zoi+g1gsxujR\n", "o/Hiiy8qPI4QI5Tdi5jcfKipqaG1diD6o7FdGk2G1NRUAJCsyXQV2tLS4MGDce3aNVRVVSE3Nxcc\n", "Dgf+/v5P9aJQz9MHVTEiPT0dIpFIIkaQJTk5GUOHDlXYLZdYjLKpblZWVuLChQuora3FokWLYGpq\n", "qtYYPUXMmDEDjY2NMt9jMptaEcHBwWhvb0d+fj78/f0hFovx6NEjLFy4kNT5TDgjmpubIRAIWKtp\n", "vn37ttSDj7+/P+tlGkD3v+2VK1d6va5Nzgh7e3t4e3ujrKxM6nUfHx/WvhvLy8v1YgS6/x3mz5+P\n", "zz77TK4DpGccoaqLt6qqKuTn55MSk9kkNDQUjY2NKCgoUNhYXBaPHz9GXl4eJcuzubk5srKyeqUq\n", "scnatWvVNpYy6urqIBKJFN5f/fz8VGoqqiv0/Lwx6c7UOyP6DkRjcWU9X1xdXWFsbKxWMYKuM8LV\n", "1RWAdjgj0tLS4O3trfPxufS6EPXA0dERI0eOxIgRI6QWW/Iy4fXo6UsIBAJwuVzSN4J79+6Bx+NR\n", "ti2mpKQgPDxc7vvp6elwcXFhPQ4rJiZG0rBKJBKhtbUVs2bNYnVMssycOVNuvOjixYvVMs8nexuU\n", "lpaipaWFtDMiOjoaFy5cgJmZGa3xmd75lUdPwcvf319tzoicnBx0dnZKvU53d4MtTp8+jYiICLi6\n", "usLV1RURERE4deoUa+NduHABP/74o9LjkpKSNN6kik0eP34sN26RwNnZGSYmJoz0jSAs8sOHD1f5\n", "WqpAuFDp9I148OABbG1tKS1keTwebG1tldqutYG///4bixcvlvysmIDL5WLNmjWS9CRZkI0ppAsh\n", "ej4Jm6KnLJSJEfX19bQEBRMTE0RFRfXq/6RH9yBEuY8++kjhcVwuFz4+PjrhjDAxMUFJSQnmzZvH\n", "yDxUITU1FWFhYZqehsqoLEbIIzo6mq1L69GjNQgEAtja2pLuLp6amoqgoCCpHgspKSnYtGmT3HMq\n", "KipQWFiocNHr7e2NqqoqpKSkkJ88RbTFGkoHJycn1qM9gW77nqWlpaScgKhzJtszwsnJCRMnTqTt\n", "biH6jzDZpE8ZmzZtwoEDB1gfJygoCF1dXb0W+drWwNLJyQnXr19Heno60tPTcf36dTg5ObE2HofD\n", "ISVe8fl8fP3112hra2NtLpqE2Hnr16+f3GM4HA5efvllRnrLJCcnw9HRkbIbgWnc3d2xbds2Wmkt\n", "SUlJGD58OOX7jYODA2UxoqmpCZ6enjh//jyl81Th8OHDOHDgAL744gvGrmlra4udO3cqLJn09fVF\n", "ZWWlXKceE6hb9JQF8dk3MzOT6drcuXMn7Qelf/75R+09MJ5GhEIhJk+ejLt377JyfT6fDw6Hg5de\n", "eknpsWTKm7TBGQF0941Qd4LNk4jFYqSlpfWJXlC0/yWzsrIQFxeHkpISdHR0SL2nj+TR87RQXV1N\n", "SVkdOHBgr8Vrfn4+Pv74Y7z22msyF9JZWVngcrkKnRGWlpYICgpCcnKy1vRw0CacnZ3VIkZwOByp\n", "JpZ8Pl+i+KsDe3t7HD58mLXd2paWll4PvmRdH6pC7ERmZ2dLPQhoU5lGT7TJrQH8L16vvr5eow0X\n", "2aKoqAhmZmZKSw7279/PyHiLFi1CZGSkRpt+Ad33nPXr11M+TywWIzk5Ga+//jrlc+3t7SkL0IWF\n", "hSguLqbl+qqrq8OJEyfwwgsvUEpmINwi6hRngf819s3Pz2etlpsQPek00WaCyspKiVjQ1taGiIgI\n", "nD59Wkp4raurYyT1QA97cLlcJCQk4OzZs6z0ZXn06BE8PT1JNTn38/NT6m6rqamR/H6pioODg9rW\n", "ZmzQ0NAAGxsbymXf2ggtMeLvv//G9OnTpZq0PYmmv6D16FEHVGvz33zzzV6vTZo0CQYGBjh79ixW\n", "rlzZ6/3x48ejvr4e5ubmCq8dHh7OqjNCE/XwZGlqakJcXByef/55mU0snZ2dUVtbi46ODhgZGbE6\n", "l6CgIEm5TE5ODnx8fFgfk4DD4eCVV15h7fpjxozBqFGj8M0337A2hjycnJxga2uLrKwsySK4s7MT\n", "DQ0NGv/86QJEg7m6ujqNp86wQVFRETw9PdW29vDx8dHphWx+fj6qq6tpCZd0nBFE6RiZ9KgnaWtr\n", "w4oVK+Ds7IyYmBjS5zx8+BCurq5qFyMCAgKwbNkytaRMaereR0QYA90lm0Sax/Xr1yXH1NbW6nwt\n", "e1+Hw+Fg4MCBrJUVbd68GatWrSJ1rK+vL/bu3QuxWCz3Ps7k5oM6XVpsYG1trVUpQ6pAq0xj06ZN\n", "GDduHM6dO4fs7Gzk5eX1+qNfHOp5GmCik7+NjQ2ioqLw559/yj3GwsJC6SI7PDwc9+/fZ9WGrQ3W\n", "UFnk5+dj0aJFyM/Pl/k+IVCoI4edcEaIxWJKsZ5Ad7rK0aNHWZwdfYRCIbKysjT2APak6wToXuwC\n", "0EpnhDq4cOECgoODSXWdJx4K+qprsaioSGGJhh5pHj58CAMDA7WKETwej5KzgcDZ2RmWlpaUFt7Z\n", "2dkQCoV44YUXUF5ejtbWVsrjyrvutWvXFB5jb2+PPXv2qM01pm7IlmzW1dXRFiPa2tp0oi9JXyAo\n", "KIi1Pn8GBgYoLi7G1q1blR7r6+uLtrY2SdNLWWiLE/Lw4cN47rnnND2NPgMtMYLP5yMuLg6TJk1C\n", "YGAgvL29e/3RlqZ2evSwCVOxgtOmTcPly5fR3NxM+xrh4eHo7OyUNJhkA3XXw5OF+PKSt+OrTjEi\n", "KCgITU1NKC4uBp/Pp7QgPXbsGKvuFlXIz89Ha2urzNjmN998Uy0iypPxnsRD+NMqfufl5SEnJ4dU\n", "rB5xTH19PdvT0giEM0IZra2tuH37dp/qnVFfX4/t27dTiuicPHkyGhsbaSX3fPbZZ5SjPQsKCuDh\n", "4UGrzprD4SAgIICSGEGUaEybNg1Ad5kIExw4cADLli1j5Fp9HVXEiLffflv/sKcGxGKxRIxgq7nx\n", "nTt38P777yu9vrJ4z66uLtTX12uFGNHc3IzLly9Lom31qAYtMcLNzU1pjM/3339Pa0J69OgSVMSI\n", "pKQkuULBtGnT0N7e3iu6UCgUkv6CCAsLg7W1NWOLLkXY29tr1QMgIUbIKtEAuqOYfH190d7ezvpc\n", "iN4G6enpyM3NpeSMqKqqUjmS8/bt21i3bh3jC4v09HQAkJkEc/PmTcTHxzM6niyCgoLw4MEDyQKA\n", "2IXThsWJJigqKoKbm5vCyF+Cvu6MOH78uMJGwARpaWkIDw9Xyd76xRdf4OOPP6Z9PtNwuVzExsYi\n", "MTGR0nl0ywjs7OxICWA9KSgooFWiQUBVjEhPT4evr69EPGWqVKO6upq12GRdgWyaR21tLe2eEXT6\n", "kuihzsiRIxEXF4fGxkbWoirt7OzQ1dWFpqYmhccRrkt5YgSTTkiRSKSSkODu7g6hUKiWDS55VFVV\n", "9Zl0LFpixL/+9S+l1uwpU6bQmpAePboEFTFi06ZN+PDDD2W+FxAQgP79+/cq1YiLi4OTkxMaGhqU\n", "Xt/Y2Bg1NTWkuhb3NSoqKmBlZSW3MZ+bmxtyc3MxatQo1ufi5eUFU1NTnD9/Hh0dHaTFCJFIBIFA\n", "QGunsid5eXn47LPPGH/ozMjIgL29vUz3ibriPYODg9Ha2iqpPyecEU+rGFFcXAwPDw9Sx1pYWODH\n", "H39U2AhXl/H19SVVQkQ8RKnycHrixAk8ePCA9vlMY2lpCR8fH4lgqI0UFxerVYyYO3cuPvvsM3h4\n", "eGDZsmUq31cJyArGRUVFOHv2LCNjaiNkSjbd3Nxop83Y2dmRKj/TQ5+uri6kpaVh5MiRAMB4qcaN\n", "GzcwdOhQiQtN2c/T3Nwczs7OcsUIJr/vb9y4AUNDQzx8+JDW+US5GVsCjjJaWlrg4uKCw4cPa2R8\n", "pqHVwDIqKgrvv/8+Ll++jDFjxsDJyUkq2lAsFiMpKYmxSerRo42IRCLU1taSEiPEYjHu3bunsJHP\n", "b7/91muxlpKSAnNzc6VOJAKyEaN9jfLycrmuCHXD4/EQGBiI33//HQD5tIm6ujoIhUKVd916Pmwx\n", "2ck8IyMDgwYNktm7xN/fHzdu3GBsLHkEBQUB6F40+fj4sCpG7Nq1Cy+88IJKD1BsQ0WM4HK5WLJk\n", "Ccsz0n6cnZ1hYmJCW4xob2/HvXv3tCJjvichISGS0gRldHR0wMDAQK3fF1evXkVLSwvt8wMCAlBR\n", "UYH6+npSroxhw4Zh2LBhAIA9e/bQHvdJqqurJfchRfz5559466230NraqvEIQDYgk+ahSoNAe3t7\n", "NDY2qqXp9NNKfn4+2tvbMXXqVIjFYsZLbrOyspCamirZkKmpqVH6ferr66sWMaKmpgYikYh2GZG7\n", "uzsAoKSkhJUUEmVkZGRAJBJJnLi6Dq1vokmTJuHWrVvYvXs35s6di2effRbjxo2T/Bk/fnyftYLq\n", "0UNQV1cHkUhESowoKSmBQCBQGMETGhraa5GVnJzcZ3cymaSiokKrEgKCg4NRUFAAQ0ND0k31iGZd\n", "qu7gEV/2hHuAKTgcjtzPop+fH4qLixlrEicPT09PmJmZSXZwBAIBLCwsGF+spqWlYdWqVVrbv4OA\n", "ihihpxsOhwMvLy/aYsT9+/fR0dGBESNGMDsxFQkJCSHtjNi/fz9cXFzQ2dlJa6zs7GxERUVR6sDP\n", "4/FgaWlJazyg206+detWjduSyZZp+Pn5oaurC0VFRWqYleZgq2STeOAkrPl6mIfovxQaGopvvvmG\n", "8RhaPp+Pfv36wdXVFYByZwSgPjGCENHobtg4OTmBx+NpzBmRlpYGLpcrs2xWF6El15qbm2Pt2rUK\n", "vxQ+//xz2pPSo0cXoJLvfe/ePQCglAcsFApx584dfPDBB5Tm1dnZiY6ODqVRoH2JCRMmKG1IJxaL\n", "0dnZyfouS2VlJRISEgB0u2eioqJ65a/LoqqqCgBUdkY4OTmptPMrj59//lnue/7+/gC6d1rYVOq5\n", "XK5UE8uamhpWFsK7d++Gm5sbpkyZgsTERERGRjI+hqqIxWIUFxeTatrY1zl//jz27duHY8eOkdqF\n", "9vb2pv37kZSUBCMjI4SFhdE6ny1CQ0NRVlZG6mE5KSkJnp6eMDQ0pDUWh8NBYmIiysrK4OfnR+sa\n", "VPH19UVsbKxaxlIEFTECAHJzc3U6AlZTEPd1gUCgNa7HvkZWVhZsbGxY28h59OgR/P39JeIBWTHi\n", "yd5pBMT5TDg+a2pqYGlpSXs9yOPx4OLigpKSEpXnQofU1FQEBgbKLU3WNWiJERYWFkofkH744Qda\n", "E9KjR1egKkbY2dmR2sUkMpazs7PR3NxMyRkhFovh4eGBd955B++++y7p83SdhQsXKj3mlVdeQXl5\n", "OS5dusTqXGJiYiS7YUKhUGb+uiwCAgJw4sQJlcsCOBwOvL29GXdGKIJYeD969Ih122DPGDKBQMB4\n", "iUZ9fT1++uknvPvuuzh//jxmzZqFR48eqe2hiywcDgeVlZWUdop//fVXcLlcvPjiiyzOTP3cvXsX\n", "ly5dIm2H9/b2RnJyMq2xkpOTMXjwYBgbG9M6ny2IRo3p6ekYP368wmOTk5MxZswY2mMRD+PaGr34\n", "xx9/4MGDB1i3bh2AbmfinTt3MH36dJWuKxaLMXPmTFKbCv369QOPx0Nubi4mTJig0ri6iEgkglgs\n", "JtVcVxZOTk7w9/dHR0cHwzPTQ5CVlYXg4GClsfF04fP5iIyMhJWVFT799FOZSVxP4ufnh7KyMrS0\n", "tMDMzEzqvZqaGpiZmdFuvNsTJtYO165d01iaXFpaGgYPHqyRsdmAVpkGma7pmZmZdC6tR4/OQEWM\n", "SE1NxTPPPKP0pn/9+nW4urqioqICKSkp4HA4GDp0KOk5cTgcBAUF0V5o92VsbW1RUVHB6hhk89dl\n", "4ejoiDlz5jDiaFHFhk4HV1dXxMfHY+zYsayPFRwcjKysLIjFYlYyxw8dOoSOjg4sW7YMEyZMgJGR\n", "kdY2ojM3N4eFhQXp448ePYoDBw6wOCPNUFhYSLocCgBGjRpFeyGXnJyM4cOH0zqXTfr374/du3cr\n", "bZjb0NCA7OxslcpMbG1tweFwSIsRJ06cwDPPPIOuri7aY1Lht99+w2+//Sb5+8WLFzFjxgyVy8g4\n", "HA7279+PiRMnKj2WKNGjErfal7hz5w4MDAxoR433798ffD6/Tz1waRuVlZWSzQOBQIAjR46gsbGR\n", "kWuLRCI8evQI/fv3B4fDwdq1azFgwACl5xHxnrLWL0x+3zPhqvTz81Op9IwuIpEIaWlpWufOUwVa\n", "zojAwEDJf3d1dUlsKh4eHhIV9Gntbq7n6YGKGDFp0iRSD5n9+/dHZWUl/vrrL9TU1GDYsGGUb3bD\n", "hw/HiRMnKJ3zNODs7KzRGCZ1sm7dOkab09XU1MDKykruzjOXy1WLEAF0OyPq6+tRXl7OeJmGWCzG\n", "7t27MXPmTEm37HHjxkma0ek61tbWlOr8dYWioiJK5SoLFy4k5aaSxdWrVyEUCmmdyyYGBgZYuXKl\n", "0uNu374NsViskqDC4/Fga2tLWox48OABSktLVW7kePfuXaSmpmLx4sUKj7t//76keSXwv6a+hYWF\n", "UutXtvHz8+uTv29kIPrGUY2A1aM+zp8/LxEIi4uLsWDBAly/fh0REREqX7usrAytra2SEk6yEGJE\n", "Xl5eL5clk2KEUCiU9LLQNWprazFw4ECpe5yuQ3u1Wltbi2XLlsHOzg6+vr7w9fWFra0tli9frm9e\n", "qeepQCAQwNzcnJRdd8WKFXjllVeUHufk5IQRI0bg7NmzeOedd2il0oSHh6OwsJB1F4C20NTUhDNn\n", "zihtdOXs7Izq6mpWHyTI5q+zTXR0tFKrNhUWLlyImTNnMnY9VeiZqMF0mcbdu3fx8OFDvPHGG5LX\n", "pk6divj4eMZ2jJiCTiM/GxubPvn9TFWMUAVXV1edbhqalJQES0tLUruUirC3tyctRhQWFjKSSnP5\n", "8mWsXr1a4We/s7MTWVlZUs34mIhzpcPs2bMRFRWl1jG1BeI+Qzet4Gmhvr4eK1eu1NhGCSEQBgQE\n", "SMqDmcDNzQ3V1dWUS5RcXV1hbGws01HEpBixd+9e/Pnnn4xcS93Y29vj1q1biI6O1vRUGIOWGNHQ\n", "0IDRo0dj3759aGpqgo2NDWxsbNDU1IS9e/di9OjRWrdw06OHaQQCASsPmNOmTcP58+fR0dFBq5aP\n", "6DGh7UkATMHn8zFjxgylO1BOTk4QiUSs1zmTyV+XxU8//YRDhw6xOje6ZGRkkIqzUwd+fn4wNDRE\n", "VlYW486IoUOH4uHDh1L19FOnTkVnZyfrvUaoEhoair1791I6x9raGvX19SzNSHOoU4zQdVpbWxEd\n", "Ha2yc8rBwUFp6RlBQUEBI2JEQEAAmpqaUF5eLvcYPp+Pjo4OKTGCcO2qKkZUVFTg9u3bEIlEpI5f\n", "vnw5Vq9erdKYukpdXR04HA7pWHJZiMVitZX2aIr4+Hh8//33eOmll2in2zCBqakpfHx8GBMjOBwO\n", "7O3tJQ0WL1++jDNnzig9j8vlwsfHh3Uxggn++ecfjB8/Hu3t7Zqeis5D69to69ataGlpwZEjR9DS\n", "0gKBQACBQIDm5mYcPnwYTU1N+OSTT5ieqx49WgWbYkRTUxP++ecfWud7eXnB0dHxqREjiIWpso7b\n", "xPtsO0aI/PX09HSkp6fj+vXrpJocHT16FKdPn2Z1bnRobGzE48ePlUZI3bx5EzExMawvqAwMDBAQ\n", "EMCKMwL43w4RgZ+fH4KCgrRqF6WgoAAZGRmUm2f1RWdEc3MzamtrKfWMALp3yYuLi1malWYoLy/H\n", "+vXrFcZJ/ve//yUljirj0KFDpNd5TIoRAJCTkyP3mPv37wOAVLM8AwMDeHh4qCxGnD59WusiXbWV\n", "2tpaWFtbqyR6jR49Gq+//jqDs9I+MjMzYWJigps3b+Ltt99W27iyBDWiHxMbHDx4kHTKorx4T20T\n", "I9ra2hAfH4+ysjJNT0XnoXWXiIuLw6lTpzBv3jyprqampqaYP38+Tp06JdU8SI+evghZMeLPP//E\n", "rVu3SF83NDQUZmZmtBeMHA4HU6ZMYa1DsrZBiAvKHsxcXFxgZ2enNtcW1fz16upqODo6MjJ2e3s7\n", "Nm/ejNTUVJWvRTQjViZGNDc34/fff0dhYaHKYyojODgYaWlpaGpqUsviJDY2FpMmTWJ9HLIkJiYC\n", "6F6sU4FwMPal3UYjIyPcunWL8s/n+eefx86dO0kfLxaLMWrUKPz6669Up6hWduzYoRYhun///qRq\n", "rkUiEWNlGn5+fuByuUrFCA8Pj173BVXiXAmqq6thb2/PaD+evkpdXZ3KJRqWlpak3Te6SmZmJoYM\n", "GYJvv/0WxsbGpF03qrJ06dJe6TI9k6qYxs7OjlS0J6A7YgTRV0rd8Z4PHz7sU9/hgAplGoqijYYM\n", "GaIv09DT5xEIBKTyxjdu3IiDBw+Svi4hJpw7d4723A4ePIgPP/yQ9vm6RHl5OWxtbZX27vD29oZA\n", "IKD8AKcuyObXk8HQ0BBbtmxBQkKCytfKyMgAl8tVWqZBNKp69OiRymMqIygoSPLAxYQ7qaOjQ2EC\n", "1IIFC/Cvf/1L5XGYIjExEUFBQZQ/LyNGjMCOHTvUtuBVB4aGhhgxYgRlIY/qw2lBQQFu3bql1bnu\n", "zs7OcHBwQHp6uqanIqGyshIdHR2MiBFGRkbw8fFRKEYsXLgQP/74Y6/XZ8+erXJjPqr3aLFYjKtX\n", "rz6VTSyJmHFVsLe3J/0Aq6uEhIRg1qxZWLZsGXbu3Kk2oSszM7PXd2dQUBAKCgrQ0tKi8vWnTZuG\n", "b7/9VvJ3OmLEk71hmBIj2tvbYW9vj5MnT6p0HXd3dwBAaWmpynMiS21tLQYMGNDnmtTT/tQrikhq\n", "bm6m1VxLjx5dgtglUURbWxuysrIox1OdOHECfD5flelJ0dzczNi1tI2Kigq4uLhoehoqU1VVxZgz\n", "gsvlMhbvmZGRAX9/f6UPYZ6enjA0NFSbGEHkzzOxODl58iQGDRqE/Px8la+lDhITExEZGUn5vIED\n", "B2LdunUwMjJiYVa6BVUxgmgmrI2xngQcDgehoaFyxYji4mK0tbWpdU4uLi6ora0lFYdJhoCAAIVi\n", "RGBgIJ577rler7/55ptYtWqVSmNTFSM4HA7mzZuHffv2qTSuLrJ161aVxXA7O7s+74yIjY3FO++8\n", "o9YxxWIxsrKyeqVVRERE4L333pN8t9JFJBLh8uXLUiWbtra2lMSI1tZWqd4wIpEItbW1jHzfCwQC\n", "1NTUqPw9aGNjAxMTE7U6I4gytL4WeUtLjBgyZAjWr18vU3AQiUSIjY3tU5EjevTIgkyZRmZmJoRC\n", "oUInkSy4XC5jCnl9fT2Cg4Oxdu1alXPWtZHy8nKl/SK0ndbWVjQ3NzPmjAC6xQFFteNkMTY2JpXM\n", "wePx4OPjo5ZdwJ6LKCacEd9++y3GjRsHHx8fla/FNrW1tcjIyKAlRuj5H1TFiOTkZHh7e1Pu06Fu\n", "QkJCJAvWJ5k/fz4WLFjAyDgJCQmYMWMGKbuwjY0NY46S1157DfPmzWPkWlQh64bsSWRkJCMOtaeR\n", "p8EZIQuRSITdu3ezJhwWFRWhqamplxgRGBiIzZs3q1xeU1JSgra2NvTv31/ymp2dHdra2kitQf38\n", "/ABAqlSjvr4eYrGYETGC+EypunbgcDhwd3dXqzMiNTUVxsbGao0oVge0nnbWr1+Pb7/9Ft7e3njr\n", "rbewY8cO7NixA6tWrYK3tze+++47xMbGMj1XPXq0CjJixL1798DlcqWaaakbCwsLvPnmm9i1axeG\n", "DBlCKy5Um4mIiMCMGTM0PQ2VIHZ/mHJGAMyJEdu3b8f3339P6lh/f3+1OCN6NplUdXFy//59JCYm\n", "SsV5yqKsrAxr1qzReLOqnJwcWFlZ6cWI/89XX32FHTt2UD7P29sbtbW1pNNFkpKStNoVQRASEoJH\n", "jx71sloLhULcvn1bkrakKjU1NThz5ozaHxZjYmIwZ84ctY5JQKeUbsyYMUhOTu6TGwFsY29v3+ed\n", "EbLg8/l45513sHz5clZc5kSTyifFCKYg1gBE6Sbwv+9pMvcLYlOgpxhBnMeUM4Kpa7m5ualVjEhL\n", "S8OgQYMkkax9BVpixNixY7Fnzx5UVFRg165diI2NRWxsLL799ltUV1dj3759T222sp6ng5aWFrS1\n", "tZESIwIDA2FmZqammfWGx+Nh3bp1uHv3LiwtLREREYENGzb0mTiiVatWke5CvXjxYsTExLA8I+pY\n", "Wlrihx9+kIqjUxWmxAgq+Pn5se6MqKysxLPPPitxDs2YMUOljPbdu3fDzc1NqaBlZGSEr7/+GmfP\n", "nqU9FhOMGDECNTU1tFwcHR0dOHjwYJ+qYf/zzz+RnJxM+Txvb28A3b0glNHZ2Ym7d+/qRJJCaGio\n", "xIbdk6ysLDQ3NzMmqBDffdr0sPj777/j3XfflfleV1cXrl69qlKCypAhQzB06FBK50RFRaGjo4PW\n", "Z/Rpx9HREebm5movLVIXGRkZMkuqAgMDsW/fPhw+fBhfffUV4+NmZWXB1NSUkT4usuDz+ZKIToIB\n", "AwZg48aNSnt7AYC5uTmcnZ1ZEyOYckYAwJ49e7B9+3aVr0OW1NRUhIWFqW08dUHbB75kyRLk5eXh\n", "iy++wIoVK7BixQp89dVXyMvLw8KFC5mcox49WgexAFN2M0tNTaVcosEWwcHBuHHjBjZv3ozPP/+c\n", "sRpeXcLQ0FDtD+hksLa2xmuvvSbpzswE/fr1Q1lZmVq7Lq9evZr1xkoxMTG4efMmhEIhAODWrVuY\n", "OXMmrWvV19fjp59+wmuvvQZDQ0OFx9rb2yMiIkIrIj55PB7ttJxXX31VksbRFygqKoKnpyfl83x9\n", "fTF+/HjJ50gRjx49Qnt7u044IwYNGoSff/4Zvr6+Uq8nJSWBy+VSepgmYttlQTgEqqurFV5jxYoV\n", "2LhxI+kxVeHs2bO4cOGC3PcnTpyokpj4/fffY/nyzoFHRQAAIABJREFU5ZTOGTRoEGxsbJ66Uo3A\n", "wEB8/fXXKl3j5ZdfRnV1tVRqX19i69atWLlypcz3/v3vf2Pt2rVYu3YtLl++zOi4NTU1CA0NlVkK\n", "nJ2djcOHD6t0fT6fD29vb6meDL6+vvj4449JO4ueTNRgwxmhajkK0C2yEI0s2aazsxOZmZl9rl8E\n", "AKjk83Bzc8Pq1auZmosePToDWTFi6dKlartRkcHAwAAbN27E4MGDce7cOXR2dip9COtLODs7S6JA\n", "+zrjxo3Dnj17IBQKaVv6KioqYGZmBktLS1LHE7WebCEQCGTW+efn55OO2u3J4cOH0d7ejmXLlpE6\n", "furUqdiyZQva2tp0coFsZGQEU1NT1NXVaXoqjCAWi1FYWIh+/fpRPtfJyQlXrlwhdWxQUBAaGhp0\n", "ovGnqampzOSX5ORkDBw4EBYWFkqvUVlZiZiYGMnvmre3N06fPi3VL4OsGHHjxg3GnbJHjx6Fl5dX\n", "r1Kl9PR0ue4yAwMDeHh4MNLUlwo8Hg+RkZH4559/1DqupikoKNBHoCohMzNTodtq27ZtuH//PubM\n", "mYOsrCzGemNt2bIFmzdvlvnelStXsGbNGvz73/+mvW549OiRVIkGHdgUI4jYWV0rdairq0N0dLRO\n", "iOJUoXWnEAqFKCwsRGFhoZR9qrm5GXfv3mVscnr0aCtkxYhXX30VkyZNUseUKDFlyhR8/fXXOi9E\n", "NDc3459//kFTUxOp452dnVFZWflUpP30798fS5YsIWWLlMf//d//YcyYMQzOSruYPn06Dh48SNqR\n", "Mm3aNDQ3N+PatWssz0w2DQ0NKteeW1tbk+6ToO3U1NSgtbWVljOCKubm5jp9v0xKSiJdZkK4j8rK\n", "ylBWVoabN2/2ch/Z2tqCw+EoLdMoLCxk3A6+Y8cOHD9+XOo1kUikUIwAqDctZYply5ZprM+FJmht\n", "bUV7ezsjO8/y6Orqwvz583W2/EUoFOLBgwcYOHCg3GN4PB4OHTqEmpoaXL16ldHx5TnrgoKC0NnZ\n", "qVIp388//4wjR47QPh+QLUYYGRkxUvK8du1ajfd+ooOjoyP++usvnSgXpAotMeLo0aPw9vaGj48P\n", "bt68KXm9rq4Ow4YNw7x589RqDdajR92QFSP0sEt2djbGjh1LOgbV2dkZnZ2dqK2tZXlm1Lhy5YrK\n", "1kg2SE9P12jz1Sext7eX1Pr3xMfHh9bvopeXF6XO/AMHDoSXl5fGSjV2794NT09PiEQi2tewsbHp\n", "M84IouRKHWKELiMWizFgwABMmDBB6bHK3EcEPB4PdnZ2Cp0R9fX1qK+vZ1yM6N+/Px4+fNhrfs3N\n", "zayJES0tLcjLy6O1tp0+fTqWLl1Ka1xdhLi/sClGrF27FidOnEBDQwO+/vpruQky2kpubi7a29uV\n", "NpF0cXHBBx98IJVMwSZBQUEAutdWdDE2NpaZOnTu3DlkZGSQuoavry9KS0sl4ntNTQ3s7Oxolyc+\n", "CVPOxtzcXMyaNUtnYsG1FVpixMmTJxEREQE+ny8V+ebu7o579+4hMzMTO3fuZGySevRoGwKBAAYG\n", "BrCystL0VJ5qiBxqFxcXUscTNkdVGh6ywS+//IIvv/xS09OQQiwWIyMjA4MGDaJ03oYNG7B3716W\n", "ZgWcPn0aERERcHV1haurKyIiInDq1CnS53d1dZHqEyALDoeDadOm4ezZsxpx1yQmJmLo0KEq2Z9t\n", "bGz6jDOCECPolGkQ5ObmYty4cXJ7yYhEIp1zUuXm5mLp0qWS+xyHw8GJEydklm+owunTpxWKeURz\n", "UKbFiICAAOTk5Ei9RjyMKhMjyDQslcWtW7fg5+eHwsJCWuc/TRBihK2trUrXEYvF8PDwwP79+6Ve\n", "P3jwIL766it8+eWXiI6OxqZNm3Du3DmVxlI3mZmZAKDQGUHw4YcfUm6cKo/Ozk6F9zMXFxdYW1ur\n", "JEbIY+XKlTh27BipY4meN8RDPiFGaBtisRinTp2ScnHooQ6tFU1mZiaOHDnSq0ESAISFheHEiRM4\n", "dOiQypPTo0dbKSoqgo2NjUKV9scff9TqOtGKigrs37+f9oOZNlBeXg4Oh0M6EtPZ2Rk8Hk+rOsAD\n", "QFVVFaOxngQ///wzzpw5Q+vcwsJCNDU1URYjUlJSFDaRUxUnJydcv34d6enpSE9Px/Xr12Xuwsii\n", "oKAAY8eOxZYtW2iPv379ely/fp2xHRqyiEQiXL9+XeVIT2tr6z7jjBg1ahT+/vtvlWqpLSwsUFBQ\n", "gClTpsgUaa5duwZHR0edeggViUTYt28f0tLSKJ9LxX0UGRkp15VSXFyMZcuWwcTEBAEBAZTnoYiA\n", "gAAUFRVJxZfev38fjo6OCj8LPj4+KCsro5XOQDhAqEZ7Po0QzkNVnREcDgdtbW1SfZ6SkpKwfPly\n", "LF26FK+//jo4HA4GDBjAysMzm2RlZcHW1pb0RgpTfPfdd3B2dpbrruNwOAgKCmLl39POzo50FDDx\n", "fEk85GurGEGUeLId7ykWi3H9+nXSJcm6Bi0xorGxUWGsWGBgoNqzp/XoUQeVlZWIiIjA119/jdra\n", "WkRERMjcZReLxdi4cSPjXZCZJDs7G0uWLNG5L/GeVFRUwMHBgXQjIn9/f3R0dGD06NEsz4wadPLr\n", "yXDo0CEcOHCA1rmEnZJqmYa/v78kZ5xN7O3tKZVmxMXFYfDgwSguLlYpScbT0xOurq60z6dLVlYW\n", "6urqVBYjXnrpJUyZMoWhWWkWBwcHPP/88yo5RZydnfHXX3+huLgYs2fPRmdnp9T7ycnJaG9v16pG\n", "xMrw9fWFqakpbes64T4yNTUF0L3JRMV9BHSLXjY2Nrh27RrjDxGEuNHzPrN06VKcPHlSoUgYFhaG\n", "RYsWSYkYZKmuroahoSHpZr5P8vDhQ/zf//2fSiVWugIh6jFRpmFnZyfZPCgtLcXMmTMxdOhQ7Nq1\n", "S/KzZuvhmU0CAgKwYsUKtYvaWVlZcHV1VXjPVOXf86effkJkZKTMz7m9vT3pZ0M3NzcYGxuzIkZM\n", "nToVn332GSPXMjMzg42NDetiRFlZGSIjI3Hp0iVWx9EUtL/BFd3Mm5ubn4obrp6nD6KxV3NzM4RC\n", "oczGXkD3jaOqqkprYj1lMWzYMHC5XNy6dUvTU6FNeXk5pV1RLperlR2+2XJGeHh40I4yTU9Ph5WV\n", "FTw8PCid5+fnh9zcXK2xtre2tmLFihWYPXs2oqOjkZqaioiICE1PizKJiYkwMDBQuZP2kiVLsGTJ\n", "EoZm1TcICgrC6dOnce3aNbz22mtSn92kpCSEh4eDx+NpcIbU4PF4GDRoENLT0wEAly9fplSaQ7iP\n", "iJKHnTt3knYfEVhaWuL8+fOsdH4nxIiepRru7u5KhbrBgwfjwIEDtB5qqqqq4ODgQPvhsaSkBFu2\n", "bEFWVhat83WJyZMno729nZGo6p4PsLt27QKXy0VcXJxUY2bi4VlbvnPI8NJLL+GTTz4hdaxYLMa+\n", "ffsYWatlZWUp7VMxd+5cLF68mNb109LSUFZWJnOdRcUZweVy4ePjw4oYkZqayqjDwN3dHSUlJYxd\n", "TxaEyy0sLIzVcTQFrVX50KFDsX79epnviUQirF+/HsOGDaN83UWLFsHLywvPPPOM1J+QkBBwuVyc\n", "Pn0aQHf9lKzjoqOjZV53//79CAsLQ1hYGAYOHIhPP/1Up25aerQDso29AODevXsAoNV5wBYWFhg0\n", "aBCSkpI0PRXaVFRUqN3myAZsOSM8PT1pixEWFhaYMWMG5cW3v78/GhsbUVVVRWtcJsnKykJ4eDgO\n", "HTqEH374Ab/++qvKdcwEYrFYraJ7YmIihgwZAnNzc7WNqe00NDQwdq2xY8fiwIEDOHjwoFTsXXJy\n", "sk5GqYWEhCA9PR3l5eWYMGECLl68SPkahD1eXsPfP//8E++++y6A7sXyb7/9Rn/CFLC3t8fWrVsl\n", "zfbUgar36JEjR8LAwIBy6ealS5d0sjmekZERI7v+PZ0RW7ZswfXr13s504joXV1MSCADh8PBtm3b\n", "eiXIUEUsFiMzM1Npn4pJkyZh5cqVtMbg8/lym21SESMA6UQNpsQIsVgMgUDAqFvLzc2N9ZSetLQ0\n", "WFlZySyh6wvQClmNjY3FuHHjcOnSJUydOhWenp5ob29HUVERzpw5g5KSEloxNBwOB5s3b8aCBQuk\n", "Xo+Li8OKFSsk1lJ5x8ni22+/xbp165CQkIChQ4ciPz8fo0aNQnV1NbZv3055jnr0kOHevXuwtbVl\n", "vHEX04wcOVIqEUfXCA0N1bms6CcRiUQQCASsOCM8PT1RWVmJ9vZ2yhGfb775Jq0x/fz8AHRbqKnu\n", "pjJNc3MzjIyMcPv2bVKNwqhcNywsDJs3b8bLL7/M2HUV4eDgoHRH62mhoaEBb7zxBtLS0nD79m0Y\n", "GRkxct158+bh8ePHOHfuHDZs2IDKykqUlJToZJRaaGgojh49ihs3bgAAZUFFJBJJdvvkPUBkZmZi\n", "79696NevH9555x0MHToUs2bNYt19xuFwEBsby+oYT6KqGGFmZoZhw4YhISEBr7/+Oqlz6urqMHHi\n", "RISHh7MWYcnn82FiYqK1iTT29vaSB1IulytzTdUzAYIJN4Y2MmzYMNy+fVula1RVVaGmpobV7xE+\n", "n49nn31W5nt0xAjiWZIpMYKInWUyCc/Hx4d2by6ypKamIiwsTO1lPeqC1jdGVFQU9u3bh8ePH2Pn\n", "zp1Ys2YNYmNj8e2336Kqqgr79u1DVFQU5esuX75c5nk//PADFi1aJLXgIONsaGxsxMaNG/Hqq69K\n", "OtH6+PhgzZo12Llzp06qzXo0B5XGXkTeubbfOEaMGIGMjAw0NjZqeiq02LRpE+VF6RtvvIGFCxey\n", "NCPqdHV14eOPP8aoUaMYvzaxwCwuLmb82vIgxAhVcsqZIjw8nHEhAgDMzc1hZWWl1ojPL7/8Ehs3\n", "blT5OqWlpfjjjz901h2YlJSEZ555BqdPn8a7777LmBBBQPT6MTQ0lDwA6qozor29HceOHYOLiwvl\n", "h82KigpJ/wx5zggHBwfU1dVh1apVWL58Oa5cuaKRMriTJ09i0aJFpD7Tjx49wp07dyiP4erqqnLZ\n", "ZVRUFP755x/Sv3tEjChb64jGxkYEBARgzJgxrFyfCezt7ZVGcfv6+uLzzz+XfPdoO48ePcLly5cp\n", "OeuGDRuGe/fu0YqWJSBKhNgSI0QiEXJzc+U6I0aOHIlZs2aRvh7hjBCJRIyJEYTLhklnxKeffoo/\n", "/vhD6rWSkhJs27aNdOy8MtLS0vpsiQagQs+IRYsWITc3F1988QVWrFiBFStW4KuvvkJeXh7thf7I\n", "kSN7NcbMzc3FlStXsGLFCsrXO3fuHBobG3uVbzz77LMQCoWIi4ujNU89Ty9kYwVLS0tViptTFyNG\n", "jIBYLFZZcdcl2traemXUaxIjIyPExsYqjKSjC/EAQrdUgw7m5uaIj4/XmiaJbD0cTZs2DX///bfO\n", "pdHEx8dj+vTptJr4aRKhUIitW7ciMjISDg4OSE1Nxfz58xkfh8PhSASOiooKBAQE6FTzSoLw8HCc\n", "P38epaWlGD58OOUH2p73DHm7mcOGDcOAAQNw+vRpfP311zAxMVFpznS5cuUKkpOTSf0/btmyhZbr\n", "a+fOnfj888/pTE/CmDFjUFpaSjoG0MHBAa+99ppKD6CKsLS0xLvvvovHjx/TSl6Rx8aNG0k5l8mw\n", "bds2Se8TeRgYGOA///mPzljYf/75Z8yZM4fS7+SwYcPQ2tqqUqNOgUAAZ2dnUqLNxYsXez1gK6Oo\n", "qAjt7e3w9/eX+f60adOwc+dO0tfz9fVFa2srcnNz0dXVxYiAQNzLmHRGWFlZ9WpNcO/ePWzevBkB\n", "AQEICQlRqcSmpaUFOTk5ejFCHm5ubli9ejV2796N3bt3Y9WqVYzXb+/duxfR0dG9fnnOnTuHiRMn\n", "YvDgwQgNDcXq1atRXl4udUxqaioA9DqX+DvdTtN6nl7IxgquXbuWdgMgdRIUFISPPvpIay2abODs\n", "7CwVFdaX6devHz799FPKi7SGhgY8fvyYdk+EsWPHMvplr42MHDkStbW1OlenbG1tDQCUGhpqmurq\n", "akycOBHvvfce1q1bh8TERLXsgq5YsQIPHjxgfRw2sLS0xIQJE5CZmUmrzIRwU3l5ecndmQ4LC0N2\n", "djZmzJih0lzpUFpais8//xz19fUSJyIZvL29Wa/vlsfo0aPB4XCQkJBA+hxV+v6QYcuWLXB1dcXe\n", "vXsZu2ZOTg5j37HGxsZa2XRaFTIzMxEcHExJjHjmmWfA4XBU2jh68cUXUV5eDkNDQ6XH7t+/H59+\n", "+iml6xPpNvKcEVQh4j1TUlIAMONmYMMZIYtp06ahqqoKp06dgp2dHd566y3absTGxkbMnTsXI0eO\n", "ZHiW2oNKv+FtbW24fPkyfvrpJwDdC9iOjg5GJgYAnZ2dOHjwYK9GKmZmZuByuTh+/DhSU1Nx5swZ\n", "JCUlYejQoVIdTYkGalZWVlLnE3/XhgZrenQTZbGCM2bMwLhx49Q3IZpwuVy8//77cpVsbaalpQUZ\n", "GRlob2+ndB4hRuiqTZ0KpqamWLt2LWUx4q+//oKPj4/Olu8AwOrVq3Hs2DHWrk/ULhcUFLA2BsHV\n", "q1dRV1fHyLWIuD2mrqcOLC0tYW5ujkuXLuGTTz4htZhmCm0vtVNETk4OGhoaaJWZFBUVwcTEBP37\n", "99fKqPaqqiqsXbsWmZmZuH//PiUxory8HK2trSzPsDe2traIi4vDc889R/ocT09PVFVVMTbfS5cu\n", "SYlLhoaGWLx4MY4cOcKYW6quro6xRsF9ETJNJJ/EysoKgYGBanOx0on3fPbZZ1FaWioREVSFcMoT\n", "/89MCAhRUVEoLi5Wi4vGzMwMMTEx2LBhA6qrq2mXrjo7O+Po0aMYNGgQwzPUHmiLEceOHYOnpycm\n", "TpwoacaTnJwMd3d3HDlyhJHJnTp1CoaGhpg+fbrU6+vWrcPRo0clzYS8vb2xf/9+lJWVYcuWLYyM\n", "rUePHu3m/v37CAkJoVxy4eTkhNbWVkajnVQhIyMDP//8s6anIcWjR49gb28v2UXXRU6cOCHZqWED\n", "wk1UWFjI2hhA98I+OjpakialKoQYoc3OiK6uLqmkDGNjY/zxxx9yG6PpkQ2Px8PSpUtppZsVFRXB\n", "w8ODVM2+JiAE9CtXrqCuro6SGAFQ+70VCoWora1lJD1n5syZvdIgnqS5uRnPPfcc7t69i8DAQIwZ\n", "M4aR5JjffvsNkydP7mWVX7JkCRobG/HLL7+oPAbQ3WOEuM+oi8LCQnz44YeMJuywQVdXFx4+fEir\n", "j9Enn3yCefPmsTCr3gQFBaG6uhrV1dWkz+FwOHB1dZUbg9ze3o7ExETS4qaFhQWcnJwYFSMMDQ3h\n", "7u6u1sbnhBisy83i2YaWGHH16lUsWLAAJiYmmDZtmuSHGhERgf/7v//DG2+8gQsXLqg8uR9++AHL\n", "li0jZdEKDg6GpaWlpHM0AIlY8eTNifi7su71b7/9NqZPny71R9VoHT169DADUZZFtTTM2dkZALSm\n", "VOPMmTO0kyvYIjc3VyUbfFpaGmbPnq2xB16hUIiqqipWY1+trKzg4uLC+v/jjRs3IBaLERkZycj1\n", "CIFJ25wRHR0dOHfuHJYuXQpXV1epeE099Ojfvz/27t1L68GwqKgInp6esLW11UpnhLm5OTw8PCRx\n", "olTFCCqlGsXFxbCzs6MVj0qHX375BRcvXoSdnR1GjhyJa9euSb636HL8+HHMnTsXL730Ej744AOp\n", "93x8fPDcc88xVrpMxRkhEAh6RaPTQSAQ4KOPPpI0adRWcnNz0dHRQUuMmDlzJiIiImiN29XVhba2\n", "NtLH90woYYqamhpERUVJPacpw8/PD3fv3gXAfmkFW9jZ2eGbb76hJQqrm+PHj/d67n377bdZH5eW\n", "NLRjxw4sWrQI3333HQwNDSUqr5mZGd566y24u7vjs88+w6RJk2hPjM/nIzExUVIC0pPy8nKZi0wu\n", "lyulXBOdj/Py8qQafxDNg5Q1A/nyyy8xZMgQWvPX8/RSWFiIX375BUuWLNEJq6JIJMIXX3yBUaNG\n", "0f6i0wQVFRXg8XiUexP0FCO0oTxF1cg4ZSQnJyM9PR1LliwhfY6qYkRnZyfi4uKwYcMGSZKROqmu\n", "roZIJGJVjAC669bZtvEnJiaSbjpGBm1yRrS1teH8+fOIi4vDmTNnUF9fD39/fyxZskRtkal6ZFNc\n", "XAw/Pz/Y2dlppTMCAAICAnDlyhVYW1uT7nvk4eEBHo9HqbyK2B1mI35ZFj/++CMmTpzImJX8yJEj\n", "WLRoEebNm4cDBw7I3Ln+/fffGUumqaurUyqAVVZWIiYmRiIKeXt74/Tp07TjoAMDA8HhcJCdnU2p\n", "tn7BggXw9fXFhx9+SGtcqmRmZgIA4wlPyrh16xbGjh2LrKwsBAYGKj2+f//+4HK5yM7OppWOKAti\n", "PUw13vPmzZvg8Xi9Su51CbobTnV1dYiPj8fEiRNhbm7O8Kx68/LLL/f67r179y7r6zhazoiUlBTs\n", "3LlTbt3mzJkzVe5Wv2fPHrzwwgsy7Wxubm69mobl5uaivr4e4eHhktcmT54MS0tLXLp0SerYy5cv\n", "g8fj4cUXX1Rpjnr0yOL+/ftYt26dRmpS6cDlcrFr1y7JDpOuUF5eDkdHR7mWQHkEBgairq5Oa4SX\n", "qqoqVhe5ly5dwrp16yido6oYQZzLZpmEIgjXjKq7icpQRz+BxMREREZGMjaWubk5/vWvfym1iqsD\n", "4oHkzp07WL16NdLS0pCTk4Nt27b16c7huoC2OyOAbjHCy8sL8fHxpH8/DAwMsHDhQkqff0KMYEo0\n", "/vjjj7F9+3aZ72VmZuLGjRtYunQpI2MdPXoUCxcuxKuvvipXiADAmBAhEolIOSNiYmJw8+ZNlJWV\n", "oaysDDdv3sTMmTNpj2tmZgYvLy9KO/lisRhnz54Fh8NBbW0tFi5cyHoMtpubG15//XXaogtdsrKy\n", "wOFwSAtcxsbG8PPzI/3vKRQKERoaijNnzsg9xsTEBGZmZpTETaL/hK2tLSPfgVu2bMGaNWtUvo66\n", "uHbtGmbOnMmIe0iboeWMEIvFChUqLpeL5uZm2pPq6OjAoUOHFJZEbNiwAd9//z1MTExQX1+PlStX\n", "wsbGRiqH3cLCAlu3bsW6deuwZMkSDBkyBPn5+fjyyy91KgZIj25B2P/VtYvCBCNHjkRSUpKmp0GJ\n", "iooKWjvfBgYGWtULgW1nhKenJ2pra9Hc3ExKWW9tbUVpaalKYoStrS3s7OxoN2xSFeJ3kG1nBNu0\n", "t7cjOTkZ27ZtY+yaHA5Ha3qU9OvXD3l5eb0ivfVoFqFQiNLSUnh6esLIyAgNDQ3o6upSa501GQID\n", "A3Ho0CHKscj79u2jdDzxIMDUfTo/Px8pKSlYv369zLk5ODhIJZQ0NjaiqamJloC4c+dOTJ06FXv2\n", "7FFLKgWHw0FJSYnC7xqBQCCzTCY/Px8CgYB2EhPVpot8Ph81NTUYOXIkhEIhrly5gjlz5iA+Pp4x\n", "ceZJRo4cqVIqwqFDh9DR0YFly5ZROi8zMxP+/v4wNjYmfc57770HNzc3UscWFxcjPT1daXNhOzs7\n", "ys4IgLkozpSUFNaictkgMTERnp6e6Nevn6anwiq07kx2dnZITk6W+/7ly5dVumnHxcXB1tYW0dHR\n", "Mt8/duwY6uvrMWzYMISEhCAkJAQODg5ISkrqZbt+/fXXsWvXLixatAhhYWGYOnUq/vOf/8hVpfXo\n", "UZXKykrY29urteO7qowYMQJ37txhNA2HbcrLy1nf+VYHbDsjCPsy2R2furo6jB07FsHBwSqN6+/v\n", "3+edEQBYTWW5c+cO2tvbGesXoY3ohQjto6ysDEKhUOKMALSvxwgATJgwAdu3b0dnZyer41RXV8PU\n", "1BRmZmaMXC8qKgrp6em9dojb29tx+PBhLFy4UOph+JVXXqEdFZ6cnIzjx4+TFiJSU1Nx69YtWmMB\n", "3WKEi4sLLC0taV+DLkH/j70zD2+iXN//nTRd6L7ve0sLdGNpLdQDiAgKIoIiiyCr/AAVRcQFxBXB\n", "r6IsPegRkE2LHFAgigp4BFla2kJbaEsBW9qUdE26L3RLk/z+6DWxabNMkplJQudzXb2UdDLv2zaZ\n", "zHu/93M/Q4fq1IqXCBRMTEyEu7s7fvzxR2RlZeGtt96ia4oGc/HiRXzzzTc6P+/WrVs6f6YvWrQI\n", "kyZNInVsUVERAO1tPfUVI6h6PdXX1xut7XhycjJOnDih03PS0tLw8MMP0zQj00EvMWLWrFmYPXs2\n", "Tpw4oeSAqKmpwa5duzB37lzMnj1b70nNmzdPY5nH3LlzcfLkSdy8eRP5+fkQCoX44Ycf1L4JlixZ\n", "gry8POTm5uLWrVs6W5ZZWHRBJBIxbsEzlMTERHR2dlIWYMUEYWFhD0TfZSacEQBI96r38fHBhQsX\n", "9GoH2JuIiAjk5+cbdA59mTx5Ms6ePQsbGxtax/ntt9/g4OBAW/6Co6MjVq5cyZYsPKBQFd5HNYRw\n", "6e/vrwiNM8XciOjoaKxevVqn3V59oPoaPW7cOMjlcqSlpSk9XlhYCCsrq34lGoGBgaSv332xsLCA\n", "vb096ePffPNN2u+R3dzcVDqTQ0JCDFooDhkyBCUlJaSDGjMyMjBs2DBFvsXo0aOxbds27Ny5k7LO\n", "IlQTHx+P/Px8ncIoAf3ECF0oKioCj8fT6jjXRYwQi8VYu3YtACA/Px9JSUkQi8UGzbOurs5oQZg/\n", "//yzTt0m29vbkZWV9UBvRhDoJUasX78ejo6OmDVrFpydnSEWi2Frawtvb2+8+uqr8Pf3V2k/Y2EZ\n", "CIhEIrPbsR8xYgQsLS0N2hFhmq1bt+odOvXGG2/g1VdfpXZCerJo0SI88sgjtJ3f398fAHkxgiom\n", "TJiA7Oxsoyy2vL29DQpQJouLiwvu379P2+82OjpaERRNJQKBAIWFhZSeU1d27dqlSEkfaIjFYiQl\n", "JSmcnVTcZFMJ8Xru7Yww1dwIfWhtbUVqaionHiPTAAAgAElEQVRpJ6CVlZWiuwAVBAcHw9/fH5cu\n", "XVJ6PCYmBmVlZRgyZIjS4wEBAYxdv5cvX47U1FTau1Lw+XwkJSUpdeM7efKkQeecOHEivv32W9Ju\n", "tfT09H4bGi+//DLmzp2LZcuW6eSyIINIJMKPP/5oUFvx+Ph4SCQSnYT+xsZGVFZW0i5GhISEaC3l\n", "mjBhAqKjo0mdk8gTAnpcQ4bmigDGdUaMHj0a6enppF+f165dg0QiYZ0R6nB0dERqaipeeeUVODo6\n", "Qi6Xo6OjAy4uLnjttddw+fJlRlI/WVhMEbFYbHZihI2NDYYPH252uRH6IhaLTWYh9NFHH9G6cLa2\n", "toanpyfjYgRxI2EOHWX0JSgoCAB0SuZnEnU772vXrmWkXZc62tvb8frrr5uV+EklVIf3UU1ZWRls\n", "bW0V2S+AaToj9CUrKwtjx44l3d5z48aNOHv2LGXjczgcjB07tp8YAUBlwGRAQACam5sZ6YAzY8YM\n", "eHh4YO/evXo9/+LFi3jsscfQ0tKi8ThPT0+kpaUp7Pdnz5412FEaGhqKJUuWYNCgQVqP7ezsRElJ\n", "CcaMGaP0OIfDwd69exEQEED5hkVqaipmz56NtrY2vc8RGxsLHo+HrKws0s8RiUQICwvTuYOHXC7H\n", "7t27ce3aNa3HFhUVaS3RAID3338f69ev13qctlwRfZDL5UZ1RowZMwYikYj0/QLx/oiJiaF5ZsZH\n", "7zQbR0dHJCcno7a2FtXV1aiurkZNTQ22b9+ukyWMheVBY+nSpZg/f76xp6Ezn332mcIS96Dj5eVl\n", "UjuRdPPee+9h3LhxpI4VCAQGBRATuLq6YsSIEYyEphkLb29v8Hg8CIVCY09FCW07787OzkbNAMjO\n", "zkZ3d3e/hcBAgI6bbKopLy9HQEAAOBzOA+mMIKzkZMUIOhg3bhxycnJIdd0iwut0FZR37NiB8ePH\n", "6/QcKysrLF68GIcOHdK5FADoeR2fO3eOVIlcW1ubQuRiWuyytrZGXV0dFixY0O979vb2+OWXX3Sy\n", "1JOhoKAAbm5uBmVE2djYICYmRicxIjIyEnfv3tW53I/D4eCTTz4h5Vi5e/euSbRK10Rrayu6u7uN\n", "5oxITEwE8E9WiTaSkpKwefNmnTvGmSMG3yVyOBx4enrC09OTkTZnLCymzvz58/HUU08Zexo6M2HC\n", "BIwYMcLY09BKd3c3UlNTcefOHUilUr3O4eXlpei4MBB45ZVXSJeCTJ48Ge+//z69E6KZDRs2aGwx\n", "RhUWFhbw9/enRYy4dOmS3nXL2nbenZ2dGdllVUd6ejrs7OwGxI4PWfS9ltFBWVmZorzL1tYWVlZW\n", "D5Qzwt/fHxYWFkYVI+bNm4fy8nIMGjQI3d3dOHDggFo3ga65PwQFBQV6lQS8+OKLaGhowPHjx3V+\n", "bmNjI+zs7EiVlvX+eYwhdllaWqoVTcLDwyl3uBYUFCAqKsrgtVJ8fLxOYoQhkO1Qkp2drXfZrCro\n", "yBUZNGgQ8vPz8fjjjxs4O/3w8PBAeHg4aUfg+PHjsXr1appnZRroJUZUVVXhu+++w88//6x4LDMz\n", "ExMmTMDw4cOxfft2yibIwsIysOnq6sKVK1fw6aefYsqUKXB1dcXYsWORmJio6JqgK15eXmhubtZr\n", "54dKKioq8Pvvv5tMF5Pu7m6UlpYa1NbTFNizZw8KCgoYGSswMJCWMo3du3dj27ZtOj+PzM67k5OT\n", "UZ0R6enpSEhIMLlWkUzg5uamsoy1rq4O586dM8KM+lNWVqZYABPuiAfJGcHj8eDv709ajJDJZJTP\n", "wcnJSVGW8Pvvv2Pp0qVquw/5+Pjo3L4U6HnPE90IdCEiIgITJkzQq1SjoaFBEQipjd4iLlVi1+XL\n", "lylthUxARdekW7du6VwqoYrXXntN7zIaXSErRhBlXdpobW1FQUEBqfcUkSvi4+MDHx8fg3NFeDwe\n", "oqOjjVo6SuRGsCijlxjx7bff4sUXX8Tvv/8OAGhqasL06dNx8eJFCIVCvPHGGzh69CilE2VhYRl4\n", "yGQy+Pv74+GHH8aWLVsA9Ox6p6WloaamBn5+fnqdl9jxMHapxoULF/Dkk0+aTN/rsrIydHd3UyZG\n", "yOVyPPbYY9i1axcl5yODRCJBXV0dY7ktQUFBlC/s5XI5Ll26hLFjx1J6XgJjlmnI5XKVwXEDhQMH\n", "DuDu3bvw8PBQ3GQ/9NBDmDZtGubMmYOlS5cqdrON1W2jtxgB9JRcPUjOCKCnVEMgEGg9Ti6Xw87O\n", "Dt9++y1tc9m7dy9GjRql1pnI4/GQm5uLKVOm6HTekpISvVvn7ty5EykpKTo/r7GxkfRir7cYQZXY\n", "lZOTgw8//FCj00gul+vUDvaPP/7AuHHjSJXUqEMikeDvv/+mRIyIiorSqduVIdeQoUOH4u7du5Rt\n", "mJw5cwbR0dGknHlErkh+fj7y8/ORlpZmdp3q+vLWW29h9+7dxp6GyaGXGHH69GkcOnRI8Qs9fPgw\n", "ampq8M0336C+vh7ffPMNvv76a0onysJiDlRXV2P//v0m2ZOdDCkpKXj33XeNNr5UKlXageByudi1\n", "axeuXbuGhoYGnD59Gu+88w6SkpKU+rDrCrFQNXapRk1NDWxtbSnrX6+Oqqoq7NmzR2sWRHFxMQBQ\n", "JkZwOBxwOByFcM0EhMDk7e3NyHgHDhyg/Oe7d+8eysvLSed89IaMvdXJyQltbW063ZBThVAoRHV1\n", "9YDMi9izZw+WLl2KFStWoLq6WnGTnZmZiZMnT+LAgQM4duwYYmNjERcXZ5RuGxKJBFVVVUpiBF3O\n", "CGO2Ng0ODibljGhpaUFHRwccHR1pmQfhjlu+fDml5+3u7oZQKNTLGQH0dPYgSnV0QVdnBLG4pErs\n", "Gjp0KDo7OzX+bUtKSuDo6IgrV66QOqe/vz+ysrIM6hJ49+5dSCQSSsQIXRCLxXB3d8cPP/yg1/OH\n", "Dh0KqVSq1rWjK0R4pC7XEzc3N6PlPFBNTEwMqXLoffv2MXrfZGz0EiOEQiHmzZun+PeJEyfg7++v\n", "uJguXbpUcVPLwjKQyMvLw7Jly4xaj20IAoEA//nPfyixJOpKamoqRo0a1a9Ofvbs2YiPj6fU0j10\n", "6FAIBAIMHz6csnPqA9X969VRUlKCFStWaN0JLC4uhoWFhaJLBBVMnjwZFy5cQGdnJ2Xn1ARRusOU\n", "GEFHuBSRsq9vSy8+n4+IiAgAPcJDX3trSEgIHnvsMaOUKTk5OeHAgQMDond678X2rl27sGLFCqxe\n", "vRr/+c9/wOVylW6yORwOFi9ejOvXr0MsFiMvL88o3Taqqqogl8uVFqJUOyNMobXp+PHjkZCQoPW4\n", "2tpaAKDlOl1aWgp/f3/IZDKle2oqKCsrg1Qq1VuM0JfGxkbSYkRZWRlCQkLg5OREmdhFtGDVVFqQ\n", "np6Ojo6Ofi1U1TFs2DB8/vnn+Pe//40zZ87oNS9bW1u88cYbjOfkvPfee3B2dta7Yxfx+8zLy1N7\n", "zKZNm1QGgapCHzGCKn777TcsXLiQ8XH14ZNPPsGff/5p7Gkwhl5iRO9an6amJly+fBnPPvusIpSF\n", "x+PRUmPHwmLqEDvt5molS0xMRENDA4qKihgbs6qqCi+88ALGjh0LKysrRvIKrK2tERwcTCpki05q\n", "amoYESPIBqAVFxcjMDCQ0t/L448/jvb2dqSmplJ2Tk0wLUbQweXLlxETE6N3CzJPT0+88sorAIA3\n", "3nijn731kUcewf/+9z9FWz0mcXZ2xuLFi43WXo0J+i62g4ODsXr1arzxxhvYuXOnxgA7V1dXlbvw\n", "THXbIK4RdDojTKG16ZIlS5CcnKz1ODrFCELwiY6O1uq8kMlkOgk2hDNA3zINArlcrtPmSnJyMunc\n", "OKFQiMDAQLi6ulL2+vL394e9vb1WMSIyMlKna9DLL7+Mxx9/HEuWLFG8JnQhKCgIX3zxBWU7/Hw+\n", "H8uWLdN4TE5ODvbu3YuPP/5Y79evh4cHXn31VTz55JNKj2dmZipeF1evXiUtVhpTjLhx4walLXrp\n", "oqKiAqWlpQNCsCfQS4xwcXFRhIN99913kEgkeOaZZxTfr62tJdXnl4XlQUMkEsHBwcFsX/9EHSLZ\n", "tF9DkEgk2LZtGyIjI3HmzBl8++23yMjIQHx8PO1jmwq1tbUGtfkii6+vL7hcrlYxwtXVFY899hil\n", "Y8fExMDLywt//PEHpedVByFGMPF7pYvLly8bnBdBLFyMUYox0Om72L537x78/PywdetWk+86pkqM\n", "oNIZYQ6tTXtTU1MDgB4xgsfj4erVq7hw4YLWY7/66isEBgaSdi1OmDABjY2NBjsjli5dikWLFpE+\n", "Pjg4mHSLR0KMcHFxoez1xeFwMGTIENy5c0ftMRkZGTpn1nC5XOzfvx8SiQTLly83inu0N/X19Thw\n", "4IDabilyuRyrV69GVFQUVq1apfc4HA4HO3fuVBKuZTIZnnzySbi7u+PRRx9FZmYmBg8eTOp8xhQj\n", "6urqTEIEP336tNKauS9paWkA9HdGmiN6iRHPP/88Jk+ejFmzZuHNN9/EkCFDFDdOIpEIq1evNrr9\n", "mYXFGIhEIsaC8+jA2dkZQ4YMQWZmJq3jNDQ0YOTIkXjzzTexaNEiFBYWYtmyZeByDe42rDNZWVmM\n", "iC+qYMoZwePx4OPjo1WMeOedd7Bnzx5Kx+ZwOJg8eTJjYsTEiRNx7NgxxlwvnZ2dCAgIwJEjRyg5\n", "n1wux2effYYXX3zRoPMQLi1zLRkzV9QttmUyGakbcDpa2ulCeXk5HBwc4OTkpHjsQeumoQvELjhd\n", "v/uEhARS5w4ICEBnZ6dCHCGDk5OTwWVkTk5O+Pvvvw06hyrkcrkiKJVKZwSguQPE/fv3kZubq1dm\n", "ja+vL/bs2QM+n4+//vrL0GkaRHx8PORyOa5fv67y+4cPH8aVK1eQnJxMedciLpeLnJwcJCcnY9Cg\n", "Qbh//z7p3yfR9tUY15P6+nqTyJ7o7OzEyZMn1d6Ppaam0tJa1pTR6xX6xhtv4Pbt2zhx4gTCwsIU\n", "ibvd3d3w8fEB0PNGYGEZaJi7GAH0tB6iW4xwcXHBqVOn0NjYaHThct26daitrcWNGzcYbzX46KOP\n", "UprPoImAgACd+9RTxeOPP44LFy7g/v37KtsaUklwcLDKxRxdWFtbo62tjXSbQG1wOBw8/fTTBp+H\n", "cEaoEiPkcjmqq6thb2/PaKnGjRs3sGfPHmzZsoV0XflAhM/nY+bMmbh79y7EYjGioqIMammnC2Vl\n", "Zf2CC6l0RhBiS1VVldLjTIktvblz5w7s7OyUXCB9aW9vh4eHB6ytrRmcWX96l9oxWQYaGhoKgUAA\n", "mUxG6WZBbW0tOjo6KHdGAMDKlSvR3Nys8ntZWVmQSqV6d/N55plndO4GJJFIsH//fjz11FPw9fXV\n", "a9y+DBs2DDY2NsjKyurnopPJZNi8eTOee+45TJgwgZLx+hIYGIhVq1Zh1apVkMvlpB1fHA4Hjzzy\n", "iFGu/6bijCBeOxkZGSqvPampqQOqRAPQ0xlhY2ODlJQUtLW1oaCgQJEMSmRF0BHGw8JiDjwIYkRi\n", "YiJyc3MNamNFhuDgYKMLEQCwbds23Lp1yyjtlj788EMsWbKEkbGMKUbMnTsX9+7do12IMBaBgYG4\n", "d++esaehhCZnhFQqha+vL3766SdG53Tu3DkcPHgQ9vb2jI7LJFQ4G4iWdrm5ueByuVi9ejVjC9C+\n", "bT2BHvG4o6ODss8EPp+PpKQkxevA1dWVMbGlN0888QT+85//aDxm5cqVRm8BDfwjRvRuh8kEYWFh\n", "6OzsRGVlpdZjJRIJZs+erbCZa4L4OajOjACApKQkPPHEEyq/V1tbi7CwMERHR+t9fl2FjKKiIqxc\n", "uZLSLC4ej4cRI0YgKyur3/e4XC7++usv7Ny5k7LxNKFr6dkff/yB+fPn0zQb9ZiKM8Lb2xvBwcEq\n", "HbktLS3Izc1lxQiq0Kc/MQuLufPMM89g1qxZxp6GQcyaNQt5eXlG3wliipEjR2Lp0qV4//33H2gr\n", "8pw5czB79my1329ubkZFRQUttbAWFhYmXytvCIGBgYwvErShyRnB4/Fgb2/PeAlHeno6EhISGHcg\n", "MQ2fz1ds0ri6uvbrZkIWb29vhIWF0WKTV4cqMYLYTaRq95oQW4hQvEGDBhkl9Jlse09TgHBnkBWU\n", "ExIS8N133xk8LpE5UVJSovXYpqYm/Pjjj6TEm95iBNXOCE08++yzuHv3Li1dkNRBZOxR3dYzPj5e\n", "pRgB9Fw7CKc6Sw+m4owAgDFjxiA9Pb3f41ZWVvjll18wdepUI8zKeNAmRrz55pt0nZqFxWRZsWKF\n", "2buC3N3dMXToUNryG2pqaowe/tSXzZs3QyKR4MMPPzT2VGjj2WefxYoVK9R+/+eff4a/vz/u37/P\n", "4KyoZ/PmzTh//jyjYwYFBVEiRjQ1NeH555/XGL5GFsIZ0djYqPL7Tk5Oar9HB3K5HOnp6XrVapsb\n", "np6eWLduHYCe1Pm+3Ux0ITIyEoWFhVROTyPl5eUqnREA9aFztbW1sLW1RUVFRb+yDSYwJzGCw+GQ\n", "dre1trYiKyuLks9wohtHcXGx1mOJ6wnxetGEUCiEjY0N3N3dKXdGMEVLSwvmzp2rtay1oKAAnp6e\n", "lOdDxcfHo7CwkM0FIsnBgwc13gMxyejRo5GTk9Ov5bm1tTWefPLJASckkbpSHTx4UKkF0oQJE/Do\n", "o4+q/ZowYYJZXlhYWFjoRS6XIzExERs3bjT2VJTw8vLCxo0b8fXXX+PWrVuMjNnS0oL09HTay2HI\n", "UlxcDC8vL1ot9LW1tbR/Nnz++efIycmhdYy+EGUahopsV65cwZEjRwx2Dty/fx/379+Hv7+/2htV\n", "Z2dnRsWI8vJyVFZWDggxAgCys7MREhJCurOAOiIiIhhzRnR1dUEkEqnMjACoc0YQVFRU4PHHHwfQ\n", "8/timuDgYAgEAsbH1Zf4+HhSjkXiZzK0rSfQU5YdGRmJlpYWrccSrw8yeQCEA4fD4cDV1RVNTU2Q\n", "SqUGz5dg3759tDu0bWxsIBAIMG/ePPz000/o6upSeVxBQQHlrggAeOqpp3Dnzh1F7s+5c+fA5/NN\n", "brOnL52dnUbpnDN69GhEREQwPq4qxowZg87OTuTm5hp7KiYBKTHitddew9q1axVvtIsXL+LChQtq\n", "vy5evIju7m5aJ87CwmJ+XLt2DQKBABMnTjT2VPrx2muvYciQIYwtZG/cuIGkpCSTyRooLi5GWFgY\n", "beeXSCQICQnBt99+S9sYbW1taG5uhre3N21jqCIwMBAdHR1qQ9PIcunSJYU13xAIm3RERIRaMcLJ\n", "yYnRHTXCkqpvcJy5kZ2djVGjRhl8nsjISAgEArULHSohyrSYckZUVFQgKSkJHh4euHbtGqXnJkNw\n", "cDCqq6s1CsJjxozBJ598wuCs1HPkyBFScyHECEPbehLcuXMHr776qtbjCHGTjBhBtPUE/nl9USmO\n", "/v777zh48KDSYyKRyOBrdG8sLS3xww8/wMvLC8899xz8/Pzw+uuv4+bNm0rHFRQUYNiwYZSNS+Di\n", "4oLIyEhwuVx0dnZi5cqV+Oqrrygfh2rWr18/4DIR+jJ8+HAUFxcjISHB2FMxCUiJET/++COOHTsG\n", "KysrAD27iERQpbovY9T/sbAYk/r6epw4cYLSDztjkZOTg4SEBIXVmyqOHj0KLy8vjB8/ntLzUoG1\n", "tTVu3LiBBQsWMDIe0TKOidaeQE+3o59++kmt3ZZuMcLS0hLjxo2jtcUn8XplOkR25syZ6OjoUGqH\n", "qA+XLl3CuHHjDM7XIH4PgwcPRlNTk8qdMqadEenp6QgJCTH7gF8yyGQy5OTkYOTIkQafKyIiAlKp\n", "lFTNvqEQJQDqxAgqnRHNzc1oaWmBn5+fxtp3OiGCRjWVWN29e9fs8m5KSkpgY2PDuCira5kGIUbQ\n", "4bxR1d5z8+bNlC/+wsLCkJ6ejps3b2LhwoU4fPgwYmJiFOJaV1cXioqKaHFG9Gb79u0oLS1FcnKy\n", "yb9ezbUsh0osLS0RGhqq9LfKy8vD7NmzKb/vNgdIiRGTJ0/GM888o/i3upTa3pA5hoXlQSI3NxfP\n", "PvvsA3EhcXFxQVZWFqXWWZlMhqNHj+K5555jNDxKF5gM1qupqQGXyyV140YFXC4Xzz//PM6cOaPy\n", "+3SLEUBPi8/Lly/TlktBvPeYvgm3tLQ0+DXd3t6Oa9eu9WvTpg+9nRHd3d0qd34jIyMZ3TRYv349\n", "jh07xth4xuTu3btoaWmhxBlB2IqZyI0oLy8HgH5lGpaWlrC3t6d0AVFRUaEYixAjmLaXh4eH44kn\n", "nlAqDzhx4gTGjh2LcePGYfz48airq2NMMKYKgUCAkJAQxhelDQ0N4HA4pNoFC4VChehFh/Nm6NCh\n", "qKysVNocysjIQGJiImVj9CYqKgpffvklysvLcerUKcV7v6urCx999BGtGzAVFRX45JNPsHr1agwd\n", "OpS2caiCaBXM5Pu9uLgYL7/8MqqrqxkbU1fOnz+PX375ZUC2vdYr3ebAgQNajzFGmzwWFmNirF1Z\n", "OggODoarqyulYkRaWhoqKiowZ84cys5pztTW1sLV1ZUxYYbL5cLPz09lAFpLSwvEYjHtYsTkyZPR\n", "1dWFS5cu0XJ+4kbDHN+DmZmZkEgkGDdunMHnEolE4HA4ir+nKgfEtm3bGP2c9vT0RHx8PGPjGRPi\n", "ukmFGOHj4wN7e3tGciPKysrg5OSkcjFJ9W4mIXz4+fkhISEBYrFY8RhT+Pv74/Tp00oWeicnJ4SG\n", "hiI4OBiBgYFYuHChSW2utbe3QyKRaDyGECOohHA9a2LKlCn47bfftAZndnV1obq6mnZnBABFGHB7\n", "ezuuX79Oe5mYlZUVpk2bpvgd2NvbY8OGDbSUaQA9pa/+/v7o6OjABx98QMsYVOPi4gKJRELZpsT1\n", "69e1bgLevXsXX3/9NSPlbvqSlpaGhx56aMB0susNbd00VPXZZmF5kBGJRLCxsSG1K2DqcDgcyq2z\n", "R48ehb+/P5KSkig7J10UFBRg3LhxtIab1dTUwMPDg7bzq0JdGntjYyPGjBlD+65KZGQkAgMDaSvV\n", "EIlEsLCwMIle4rpy+fJlODs7Izo62uBzicViuLm5KX4PbNo6s2RnZyMoKIiS1yGHw0FERAQjzghV\n", "bT0JqG6/SDgjfH19FaKNMXIj+jJx4kQcOnQI3333Hb7//nscPHgQQUFBxp4WAOD27duwtbXF1atX\n", "NR53/PhxfP/995SNe+PGDdja2iI/P1/jcQEBAZgyZYrW8xHZJH0zI6gUuyIjIwFAUaqRk5OD7u7u\n", "By5Al3Dt/N///Z/BZYJMQYhPVP29p0yZgj179mg8hhjLlO4NWlpaEBsbqwgdTU1NHbBZGqQ8yYcO\n", "HdLJ7iWXy9HW1qb3pFhYzBGxWAwvLy+Tr9cjy6hRo3Do0CHKzhcVFYXBgwfT1jKUSry8vFBaWoqY\n", "mBh8/PHHePXVVykv4aitrWXc/qtOjAgICMCVK1doH5/D4WDy5Mk4e/asxuNaW1uxaNEiSKVS8Pl8\n", "0ucfO3Ys9uzZY5QyoOXLl4PD4Wi9KVLH2rVrMX36dEreHyKRCF5eXoqbU1aMYBaqwisJIiMjGXNG\n", "qBMjqHZGVFRUwN3dHTY2NvD19YWvry+ysrKUSoJZlPH19QUAre09LS0tFQs+qsbt7OxESUkJ4uLi\n", "DD4fkdFBiBF2dnawtLSkVOyys7NDYGCgQoxIT0+Hra0tYmJiKBvDFAgJCUFZWVm/0ipTprcYQbwG\n", "9EUmk6G2tlbrxk5dXR2srKxga2tr0HhU4uDggMbGRly5cgUxMTGorq7Gww8/bOxpGQVSd9dLlizR\n", "+cQPyoKMhYUsxALgQSE+Ph6ffvopqqqqKOl5vGrVKgpmxQzu7u64efMmNm7ciHXr1uH777/H7t27\n", "8dBDD1E2xtChQym30mojICBA0dXAWDz33HOwtLSERCKBpaWlymPOnz+PEydOwM7ODnK5nPTnybBh\n", "w2izw2pDIpEYtHttZ2dHyY0+0COMenp6ahUjOjs7YWVlRfvn9Zo1a+Du7m5yLX3pgAivfPvttyk7\n", "Z0REBM6fP0/Z+dRRXl6utpSGqPOmciw/Pz/Fv40VYmlOECU02sQIqvHw8IC9vb3a8GNdIcQIQvji\n", "cDhwcXGhPNTwq6++UrhaMjIykJCQwGguFFOYkxAB9NxfhYaGai03IkNDQwOkUimKi4sxduxYnD17\n", "VqXgUF9fDzc3N5Nbm44ePRrp6emKgFNzcA7TAal3paOjI3bu3KlT2MiaNWv0nhQLizkiEokeqC4y\n", "xE1pbm4uJWKEueHo6Ijk5GQsXLgQK1aswOjRo/Hyyy9j586dlOxeb9iwgYJZ6kZAQADKy8shk8mM\n", "5lCZPHkyJk+erPGY6dOnY9++fVi2bBkqKyuVFi2mSmBgIP78809jTwNAz7XI29tboxhx9OhRzJ07\n", "Fy0tLbC3t6d1PsePH8fzzz9P6xiqIHrZM2nNLS4uRnNzM+XOCJFIhKamJlqt2GVlZZgxY4bK77m4\n", "uGjsOqErFRUVSouohIQEbNu2TSfxcSCizt1GJxwOB6GhoVo7uvz73/+Gi4uL1o5UZWVlcHNzU1o0\n", "0tFhYdq0aYr/DwkJGbC7zqZGSEgIZcJWTU0NgB7n7RdffIHjx4/jhRde6HdcXV0dpW4hqhgzZgw2\n", "bNiAwYMHIyoqirFAc1ODlBgxaNAgLFq0SKcTv/POO3pNiIXFXJkwYQLtN/VMEhAQgKqqKsY7E5ga\n", "8fHxyMzMxK5du3D37l2zKDNRR2JiIlavXo3Ozk4MGjRI8bhQKISnpydsbGyMNre+ixDixrGwsNBs\n", "xIjKykqNjg+mEIvFiI2NhYODAzgcjsoAS2JR29jYSOt1q7y8HOXl5bQHx/VGLBZjxowZKC0tBdCT\n", "YcXn8xkRi6kMryTo3VGDrr70HR0dqKmp0VimQbUzovfPEh8fj4aGBpSUlNAepGvOBAYGahSFTp48\n", "ic2bN+PKlSuwsrKibNywsDCtC8jDh8Av1moAACAASURBVA8jKipKqxjRu60nAdWZJH3ZunUrbedm\n", "MR5E56jRo0djwoQJ2Ldvn0oxgnBGmBqjR49GR0cHli5dinfffdfY0zEapO6q9alVLCoq0vk5LCzm\n", "zNq1a/H//t//M/Y0KIPD4VAiRKSmpuL//u//0N3dTcGsyFNXV6fYGTUUHo+HNWvWYNeuXZScz1jE\n", "x8fjyy+/VBIiAGD8+PFGTeL+/vvv8fTTTyvZNkNCQmBhYaFT6cOOHTuQmZlJxxS1EhQUBLlcrldH\n", "gMWLF1NawkCUjHG5XDg6Oqp0RvQWI+iEKAtiMjhuxowZSE9PR1VVFaqqqpCeno6ZM2cyMnZ2djYC\n", "AwMpzYMhxAg6cyOI162mAEuqMyN6OyMI8YYt1dCMNmdEQUEB7t27R6kQAYCUM6KxsZFUW0JVYgQd\n", "zgiWBx/CGeHp6Ylly5bh4sWLuHv3br/jXn75Zbz//vtMT08rI0eOhJWVFW7cuDGgRVhSYoSjo6PO\n", "JzaGJZOFhcX02LNnD7777jvGQgXFYjGSkpIQExODmJgYJCUlKdRzKqmvr9f7vPfv38ft27cZF2hU\n", "0dXVBaFQyOgHYWdnJ7777jsUFhZi06ZNWLhwYb/Fm5WVFYYPH066/ZdcLseGDRuQkZFBx5S1Qtxc\n", "62pll8lkOHXqFGW1zN3d3airq1Pk1zg5OakUI4hFA1WCnTrS09MRHBzMmMOqrq5O4YjojUAgoP1n\n", "BXpS+6l0RQA9QWc+Pj60dtTQJka4urqisbFRa3tHMnR1dUEsFis5njw8PBAUFMSKEVoYPHiwRgcb\n", "HW09ASA8PBwSiUTj37+xsZGUzVwoFPZ7ndHhjOju7sZbb72FtLQ0Ss/LQg1SqdTgczg6OmLixIlw\n", "dnbGM888AycnJ+zfv7/fcaNHj8bEiRMNHo9qrK2tMXLkSMrKVswVUnc/ut5cyeVyo+1OsbCwmA4d\n", "HR3g8/lYt24dY3XAxK4oQVVVFWbOnEn5Dcno0aMxbdo0bNu2TefnZmRk4LHHHkNhYSEGDx5M6bx0\n", "5d69e5DJZIyKERYWFli9ejWcnZ0hFAqxadMmvPvuu/1eI7osTFpaWtDe3m60EFni5lpXZ8StW7dQ\n", "X1+PsWPHUjKP3jtFgHoxgkgff+SRRxAYGIjS0lKl3//Vq1fh4+OjdnFKloyMjAeunZ465HI5cnJy\n", "sG7dOsrPTXdHDWK3XV0YnouLC2QyGZqbm0ntfmuisrISAPqVXyUkJJhEe09T5s0338Sbb76p9vsl\n", "JSUIDQ2lfNwVK1Zg5cqVar8vl8vR0NBA6rVRVlam0hlx/fp1g+fZGx6PhwMHDiAzMxM//vjjA5Xp\n", "Ze6MGzcOkZGR2Lt3r0HnmTRpEiZNmgSgJ1JgwYIFOHjwID7++GOzCSu9cOECrK2tjT0No0LKGREc\n", "HIyQkBAEBweT+goJCWFkB4KFxVRobm7GX3/9RXoX11xobGxEeHg4fvnlF72ef/r0abS0tGDOnDkU\n", "z0w1TO6KRkRE6L1TWVhYCB6Ph+DgYErnRIbMzEylRT6hyDMpRvB4PEyaNAlVVVX4/vvvsXHjRoPF\n", "KpFIBABGyzixtbVFY2Mj5s+fr9PzLl++DB6PR1mmAuHW0eaMcHd3R1ZWFg4cOIA1a9Yo/f7lcjkm\n", "TZqEwMBAHDhwQO+5SCQS5OXlMZoX4ebmpvJ9FRISQnvNcElJCRobGyl3RgCGXW/IUFZWBldXV7Wt\n", "74jwNyp2rysqKgD0Fz7i4+ORnZ1NiftioEKXM0Lb9bmjowNdXV1axYimpiY0NzerFCPoyIwICQnB\n", "pUuXcOzYMcrPzaI/dnZ2tJTlLFu2DLa2trh37x7l56aLgS5EACSdETY2NpgzZ45O3TTYNz7LQCI/\n", "Px+PPvooCgoKjNZakA6cnJzQ2tqKrKwsTJ8+Xefn//e//8Xw4cMRGRlJw+yMS2RkpN4iTWFhIUJD\n", "Q40SdLhhwwa4u7vj6NGjAHrECEtLS4N3wHVl165d+OSTTzBkyBBKzlddXQ3AeGIEAL06HVy6dAmj\n", "Ro2CnZ0dJXMgRBliF9DZ2VltLsSoUaPULpyzsrLw3nvvYd26dZg+fbpeC3lLS0uIRCLGF5d8Ph9T\n", "p05VhEmOGTMGJ0+epH1cYryRI0dSfu7IyEikpKTQ1gmnrKxM4zWAsN/X19cbvNglxIi+zoj4+Hi0\n", "traisLCQsuvCQEIikaCsrIzxltHAP9kz2sQIwmmtKsCSjsVpR0cHADAqiLJox9XVVeGQopIRI0ag\n", "qKhISTyTSqX44IMPMGfOHMTExFA+JovhkBIjnJycdN4dOXv2rF4TYmExR4gFgLEs4nTB4XAwatQo\n", "vep479+/j19//ZXR0CBiV7SqqkrpcTp2RSMiIiAQCNDV1aVzWFhhYaEilI5pAgIClHZYi4uLFWGR\n", "TOLt7U1KOCBCLbUJN6YgRuiKXC7H5cuXKc1YIpwRvcs0dG0FyOFwMHjwYOzcuRORkZHYsGEDdu/e\n", "rdd8qBJZdMHT0xPJycmKjiwHDhxgrJOGv78/LWNFRESgra0NlZWVakspDKG8vFzjeal0RpSXl8PO\n", "zq6feNc7xJIVI9Qjl8vR3d3d75ooFAohk8loKdMgUCeGOTg44NChQxgxYoTG5xNiRF/hy9XVFR0d\n", "HWhvb+8XsGwITzzxBPLz8xEXF0fZOVkMx9XVFTdv3jT4PPfu3YOzs7PStaSvi6epqQmbN2/GiBEj\n", "WDHCRCElr+tj0zx48KDOz2FhMVdEIhEsLCweyB7B8fHxyMrK0skZBQD/+9//0NbWhtmzZ9M0M9Xw\n", "+XzFzpCDgwOSkpJo2RWNjIyEVCrVmjCuCmOLEb0Xp87OznjkkUeMMhdtVFdXY9CgQfjf//5H6lgr\n", "Kyu93AnGQiwWo7GxkbK8CKDnWmRvb6+w26sr0yCDl5cXNm3ahL1795pdLX/v7A6mwsGys7NpKdEA\n", "6O+ooYszwlAqKirg5+fXb9Hg7OyMwYMHm91rjWlCQkLw2Wef9Xs8NDQUNTU1+Ne//kXLuM8995xa\n", "4dTe3h4LFy7U2oa5rKwMFhYW8PHxUXqceH1RXaqxZcsWiEQio7dbZlGGqu4p06ZNw3vvvafxGKJE\n", "lxBUdYXKzmwsqiElRjzxxBM6n/jnn3/W+TksLOaKSCSCp6cnLfZZYxMfH4+amhqdg/mefvpp3L59\n", "m3HLqKenJ+bNmwcAmD17NtLS0mjZqSRKT3St4+7q6oJAIDCqGFFZWano5PH+++/rvetNN56enrC2\n", "tib1Ox4zZgy2bt3KWFCqKo4dO4bo6GjSwp2XlxcaGxv1+oxVB9HWk8AQMQIAVq1ahdjYWLz++us6\n", "Pa+9vV3n8GsqKS8vh62tLaysrBgRI4jwSrrEiJCQEPB4PNpyI7SJEY6OjrCwsKDMGaFu0UqI3yzq\n", "cXNzU/ne4nA4cHd319htwxCcnZ1Vtk3UBaFQCH9//35OPCqdN73h8XhscKUJQpUYIRaLVf59a2tr\n", "sXv3bsjlcsU4urpjmerMxkJSjNAHJuozWVhMhb4LgAcJffu/czgco1ltCct+c3MzbWN4e3vj4Ycf\n", "1nnx29zcjEmTJhnNNhoQEACZTNavlMUU4XK5GDx4MKkFWHx8PF599VUGZqUeLpeLgoICnW6yeDwe\n", "pbt2fW/ODBUjeDweDh48iH379pF+jlQqxYIFC/DII4+gq6tL77ENoaKiAgEBAQgJCTF4AUUGgUCA\n", "hoYG2sQIS0tLhIaG0iJGtLW1ob6+XqMYweFw4OzsTJkzQl1JSHx8PK5fv24SbY9Nlb7uNqYICwvT\n", "ywnYG6FQ2C8vAqDWecNi+ri5ucHKysqgzweZTIba2lpFZ6je5OfnY+XKlUhNTdXbGUF0ZquqqkJV\n", "VRXS09Mxc+ZMvefLoh5SYsSLL76IZ5555p8ncbmwsLBQ+8Xlcln1iGVAoasYYU62L19fXwQEBJhV\n", "OjGR4UH8lw44HA5SU1Px1FNP6fQ8d3d3nD592miBWsSCwxg3s/pAdxcBKiFuso3pCOh7LXJ2dkZT\n", "U5POZVa90SWEVi6XY82aNeDz+dixY4fOeSpUQey+h4eHM+KMIMIr6RIjAPraexKuN21ZFFR1PCDK\n", "NFQRHx+P9vZ23L592+BxHlSMJUaEhoaioaFB5WsgIyODVJtroVCoUvSiyxnBYposWLAADQ0NBn0+\n", "1NfXQyaTqRQjxo8fj9DQUOzbt08vZwSTndlYSAZYnjlzBi0tLZBIJLC0tASPx0NSUpLG56Snp1My\n", "QRYWc2DkyJGkrJFisRgzZsxQXOSCg4PB5/NN3kZIdFwgS21tLdzd3WmckWYIZwTxX5Z/CAoKwpIl\n", "S+Do6Ijm5mZ0dHTAw8PDqOUNmoiIiMB3331n7GmQIigoCEDPDbe2ILfOzk4A1Lf1EovFiI+PV/zb\n", "yckJMpkMra2tcHBwoHQsVWzduhW7du3CN998o1cHHqqoqKhAWFgYnJ2d8ccff9A+XnZ2Nvz8/Gh1\n", "yEVERIDP51N+XmJhq62jDhUdD2QymUYxYuTIkeBwOLh27RobNqeGgIAAlYLnc889h6SkJJ1LqshC\n", "BGOWlJT0E93OnTuH5ORkrF27VuM5ysrKFMGyvWGdESy60jesuTdcLhdLly7Fli1bEB4eDhsbG0qD\n", "UVmohZQzIjs7G/n5+YrFiJubGy5cuKDxS9+gEBYWc2Tjxo1Yt26d1uPM1falixBRXl4Ob29v/Pbb\n", "bzTOSDPV1dWwtbWl1Rlhrjg4OGD//v2Ijo7G8ePH4eXlpWh/ZopERESgrKwMbW1tGo/bt28f8vPz\n", "GZqVajw8PGBtbU3KRXTkyBHKdpp7oyozAoBBpRq9ycjIQG5ursrvHT58GG+//TY2btyIFStWUDKe\n", "vhDdIcLDw1FSUgKpVErreHSGVxJERkZCIBAohCyqIMQIJpwRtbW1kEgkaseyt7fH0KFD2dwIDQQG\n", "BqKlpaXfe/qvv/5Ce3s7beOGhYUBUB0I29DQoLWtp1QqRXl5ucoyDUtLS9jb27POCBbS1NTUAIBK\n", "ZwQALF68GB0dHaioqMD27dt1OjfRma0vdHRmYyEpRnh5eSldPD7++GOtz9m0aZP+s2JheQAZKLav\n", "I0eOwNLSkrZEb23IZDKIxWLExMSgqamJ1oW2VCpFcXGxTouDgoICRU92Q6Ci1Ke4uBh+fn4mvWMQ\n", "GRmJoKAgjS4XuVyOVatW4dKlSwzOrD9cLlftrmVfDh8+jIceeojSDjxyuVxlZgRAjRhB/J6XL18O\n", "mUym9L0rV65gyZIlWLx4Mal7BDrpvfseFhaGrq4uVFRU0DaeXC5nRIyIiIiATCYzuG6/L2VlZfDw\n", "8NDq7qPCGUGUhGjqumBOIZbGKLkMDAyEu7u7YjEG9GQR1dXV0RoY7eLiAm9vb5WvgcbGRq1iRHV1\n", "Nbq7u1WKEcT5WWcEC1k4HA6GDx+u1lns5+eHKVOmIDs7GytXrtT5/Hw+H7GxsYp/09WZjYWkGNHb\n", "8gkAy5cv1/qco0eP6jcjFhYWk0Qul5Na2KekpGD69OlGa7HY0NAAiUSC4cOHA6A3N+LGjRsIDw9X\n", "u1Osiscffxxffvml3mNSmfBcXFys2O0yVRITE1FaWqqwCKuC+Jt7e3szODPVBAUFaXVGVFVV4fz5\n", "82rb5OlLY2MjJBIJbc4IDoeDf//737h27Vq/QMvhw4fjgw8+wJ49e4xe8lNTU4Pu7m74+/srXt90\n", "hliWlpbSGl5JQOR2UJ0bQbhItEGFM4IQhTSNl5CQgNzcXKOFn5LBmEn7SUlJqKmpQXh4uOIxgUAA\n", "ABqvk1RQWVmpcmFHRowgRFp15UBUdVhgMX2kUikCAgKQkpKi9znGjRuH69evaxT0ly1bhmvXruHW\n", "rVs6n9/T0xOrVq1S/PvMmTMmX1JtrpASI/TZUbh586bOz2FhMUfa2tpw48YNrQt1c7d9DR8+HB99\n", "9JHGY/Ly8pCXl4cFCxYwNKv+EDvoRLcKOsUIoj0n2YDF1tZWVFRUYPDgwXqPSUWpz71793Dx4kWz\n", "ECPIQPzNTUGM+O9//4vDhw9rPObo0aPg8XiYNWsWpWMTi6G+AZYAKHHjAMC//vUvLFy4EOvXr1fa\n", "Eba1tcW7775LaWcQfem9+x4cHAwul0triCUT4ZVAz9/VwcGB8kBXbW09CajYua6oqICFhYXGm/r4\n", "+Hh0dXUZvexKE6ZWckm4Zehupa1OaGxsbNTq8iLKgTQ5I9gyjYGBhYUFmpubaS+lnTZtGtLS0jB0\n", "6FC9np+RkaFoQ8tmkNEHKTFCJBJp7J6h6ovtpsEyUMjPz8eIESNI7Vbx+XyMGTNG8e/Y2FizsX2F\n", "hIRotc4ePnwYbm5uePzxxxmaVX+IDwzCXkfnh52DgwN8fHxILw6I3VlCxNAVqkp9Dh48iDlz5jxw\n", "YoQptNd1d3fXmhB++PBhTJ06ldISDeCf1zpdZRoEn3/+OSQSCdavX0/ZOamkd3cIa2trBAQE0C5G\n", "+Pr60i6GcTgcWjpqkBUjqHBGlJeXw8fHR3GDr4q4uDhYWFiYbKmGKZZcCgQC2NnZqa2fpxsymRFC\n", "oRAODg5qXZOsM2JgwcTf29LSEklJSXq79TIyMvDII48AYMUIOiElRgA9Fm0vLy8EBASQ+uJySZ+a\n", "hcWsUbUbqQ5PT08l8WH16tVmY/uKj49Hdna22haBMpkMhw8fxty5c43Wzg/4Z0EWHR0NLpdL+weI\n", "LosDQrTQV4ygioCAAIhEItTX1ytZfU2Z+/fvq/0e8Tc3BWeENgoLC5GVlUV5iQag+lpkZ2cHCwsL\n", "SsUILy8vbNq0CXv37kVycjJl56WKiooKWFpaKhZmYWFhtJZpZGdnY+TIkbSdvzd0tLrVxRnR2toK\n", "iUSi91gVFRVaS0IGDRqE6OhokxUjTIXen8UlJSUICQlhpERKLpf3uw9YvXo1nn32WY3PEwqFCAwM\n", "VDtHOgJ9WUwXQ51WTU1NBl2LtNHQ0IC///4bTz/9NABWjKAT0t00pk+fDi6Xi7Vr1+LOnTsoLS3V\n", "+GXMtn4sLEwiEonA4XBIv+aJ2k4rKyudsgaMzahRo9DQ0KCYf1/u37+PWbNmYfHixcxOrA/V1dWw\n", "s7ODk5MT3N3dabcB6rI4KCwshJubm97dhqgq9SEWHu7u7oo6dFPmiy++UGvtBf75m9vb2zM4K/3o\n", "7u7G/PnzMW3aNMrPLRKJYGlpqbRDyeFw4OjoSKkYAQAvvfQS1q1bp7XNtzEoLy+Hr6+vYlMkPDyc\n", "NmeEXC5HTk4O7SUaBFQ7I4iuDGQzIwAYtGAsLy/XGF5JkJCQgGvXruk9Dp2YQsnlypUrMXnyZMW/\n", "v/jiC5w9e5b2cTMyMmBvb9/v/bR48WJMmjRJ43OFQqFG0YsNsBxYGOqMePrpp7Fw4UIKZ6TM1atX\n", "AfTkfFlbW7NiBI2QEiNGjBgBPp+PU6dO4fz58wgNDcX27ds11sg/8cQTlE2ShcWUEYlEcHNzA4/H\n", "I3U8Uds5ceJE5OXl0Tk1SiFuttXtVjk4OGDHjh39Am+Zprq6WrFD7uXlRfsHCCFG9O0uoIrCwkKD\n", "XRHJycngcDjgcDjg8Xh6JTwTN4Q//fSTIujTlAkKCkJ9fb1aC/TIkSNNpmSguroaCQkJuHLlisrv\n", "Dxs2DCkpKbR0MCE6afTdeXRycqJcjODxeNi6davR3++q6Lv7HhYWhuLiYrWuLkMQCoWoq6tjTIyI\n", "iIhATU0NZTvIREkLWWcEAIMWEGScEUCPE+/mzZu0tqo0BD6fr8gl0vc6bAj29vZKpSI2Njbw9fWl\n", "fVxvb2+0tbXp1dGlrKxMo6jMOiMGFoaKETU1NbQ6izMyMuDq6orBgwfD29ubFSNoRKdaCkKU+O23\n", "33Dx4kWEhITgiy++UNn//cCBA5RNkoXFlBGLxTrVqgsEAri5ueFf//oXcnNzablBpgNPT08EBASY\n", "vHVWJBIpxAhvb2/anREjRozA6NGj0dLSovXYkJAQg/M0kpOT4enpifXr18PCwgKXL1/W+QOZWHgQ\n", "gWKmjrag0PHjx+Pdd99lckpqcXJyQlZWFoqKihgfWyQSqXwtODs7UxZgaQ703X0PCwtDS0uLUitE\n", "qmAqvJKAcDJRVapBXAPIZkYAhjkjiJar2oiPj4dUKjVZ96Cnpye2bt0KoMcd89dffzFachkQEICy\n", "sjLG7x/8/f3B4/H0choRZRrqIAIsyQj7LOaPoWJE3zbWVJORkYHRo0eDw+GwYgTN6BXsQIgSv//+\n", "O1JTUxEcHIzPPvtMY00vC8uDikgk0kmMIGo74+Li0NTUZDYLQgCYMGECrTV6VNDXGUG3GPHoo4/i\n", "3LlzpFqZfvTRR/jggw/0His3NxcpKSn48MMPMWbMGHR2dqKyslLn89jZ2cHFxcVsXntErgXVtfJ0\n", "MGjQIHh6empt70kH6oRROpwRpkzfVpXE64eOUo3s7Gx4e3szsisNQNGJh6r3Qu/OI9ow1BnR0tKC\n", "5uZmUmPFxMTA0tISFy9e1GssJiAyWqRSKe7cucPo2IGBgejs7KRFYNMEj8dDcHCwkjOiqakJ3377\n", "rcbP2ra2NtTW1mp1RshkMlLCPov5s2PHDkUphK5IpVLU1dXRJkbIZDJkZmYiMTERAFgxgmYMSpkk\n", "RImzZ88iPT0dwcHB2LJlC1VzY2ExC8LCwnSqmxYIBAgNDVV0ezDVnR9VHDp0CNu3b+/3+AcffIAz\n", "Z84YYUb9qa6uVizImCjTYJL169cjPDwcy5YtUyyw9A3mW7hwIe096anCzs4OAQEBZiFGAD1lJUKh\n", "UOmx7u5uvPzyy7h9+zZt46pzRgwkMUIul/crBSBe53SJEUy5IoAee76vry9luRFlZWXw8vIiFTpM\n", "iBH6OiOINvHayjTEYrEiwf6jjz5CUlKSSXZoIzJaADBectnb3Xbt2jWMGTNGISzRTWhoqNJ7qbS0\n", "FMuXL9cowJJx4FBRBsRiPtjY2GjsqqOJ+vp6yOVy2rrHFBUVoaGhAaNHjwbAihF0Q0nLC6FQqKib\n", "fO+991iLFcuAYvPmzdi0aRPp4wlnhL+/P1xcXMwqN0IVNTU12LJli141pHTQ2xnBRJkGU/z11184\n", "ffo0tmzZAktLS0Vyur5ixI4dOzBnzhyKZ0kfmoJCjx07RmvrRl0JDAzsJ0acO3cOX3/9tcqyRqpQ\n", "59IaSGJEU1MT7t+/r7T77uDgAE9PT8o7atTW1uLatWuMihFAT6kGlWUaZEo0gB7Xj42Njd6LRbIu\n", "jBkzZiA9PR0SiQTt7e1IT0/HzJkz9RqTTsRiMfz9/REcHGxUMeLOnTvIyMigvFWwOkJDQ5U+74kS\n", "ME2tPQkxQpszAjCsDIhlYECIk3Q5IzIzMwEADz30EABWjKAbg8SIn3/+GSNHjsTMmTNx48YNRERE\n", "4NChQ3q39Vy8eDGCgoIwYsQIpa+YmBhwuVzw+XwAwJkzZzBr1iwMGTIEsbGxiIqKwuuvv67WrrZ/\n", "/37ExcUhLi4OUVFR2Lp1q9nU6bM8WEgkEpSVlSE0NBQcDgexsbFm5YxQxdGjRwEAs2fPNvJMeqx7\n", "tbW1SmUazc3NtIegtbS0aM0IqKio0HvBLJfL8fbbb+Ohhx5StE+ztrZGYGAgrS0LTYnhw4er/GyR\n", "SqWYN28ezp07Z4RZqUaVGPHDDz8gIiKC1haQ6mpoB5IYoW73ncqOGmKxGElJSYiKikJ9fT2OHj3K\n", "6M59REQEpc4IsmIEYFjIIPG30SRG1NXVKQUzEggEArUBtsaCeL/FxMQwLkZ4eHjAwcEBDQ0NKCkp\n", "gZeXF+zs7BgZOywsDM3NzYp/E2KEJjFEKBSCw+Fo/NuzzggWsnR0dCA4OFinEmldyMjIwNChQxUC\n", "G7GxJZVKaRlvoKOXatBXhBg6dCgOHz6M27dvY8GCBXpPhsPhYNOmTbh+/brS14cffgg3NzdMnToV\n", "1dXVmDp1KoYNG4bbt28jLy8Pv//+O3799VckJib2qzX76quv8Morr2D//v3Izc3Fr7/+ii+//BLv\n", "vPOO3vNkYdEXoVAImUyGkJAQAEBcXJzZiRF9cwpSUlIwZcoUk2jnW1NTA5lMpiRGAKDdHfHRRx9h\n", "ypQpGo/5+uuvMWHCBL3Of/z4cVy7dg2fffaZUqcEOlsWmhpffPGFQvjqTW1tLWQyGW03JfpAlGkQ\n", "ondbWxtOnDiB+fPn9+t0QRXt7e1oaWlR+XsYSAGWxO57XzGC6KhBBcTOPSFA/P3334zu3EdGRqKo\n", "qIgSF2p5eblOYoQh7RcrKirg5uYGGxsbvZ5vahAZLbGxsYyLEVwuF42NjViyZAkEAoHinoIJ1q5d\n", "q+SMIMQpTblJQqEQ3t7esLa2VnsM64wYWNy4cQMxMTF6XZdHjRoFgUCAsLAwGmbWI0YQeRFAjxhB\n", "5FSwUI9OYkRfESI6Ohr//e9/cfPmTcybN8/gm6wVK1Zg7Nix/R7fvXs3Fi9erKhpdHV1xccff6wY\n", "LygoCG+//TZKS0vx008/KZ7X0tKCDRs2YMmSJQobZUhICF5//XVs27YNAoHAoPmysHR1deHevXuk\n", "Qx2J1xxRwxwbG4uioiJardtU88ILL+D5558H0FNXl5mZaZAISSWEjY5YkBGiBN1iREREBAQCAbq6\n", "utQeo29bT4lEgg0bNmDKlCmKOmqC8PDwAeOMUAfxtyX+1qbAokWLlOqnT506hdbWVsX7hg6IhfFA\n", "L9MoLy8Hh8OBj4+P0uNUvVdMYec+IiIC7e3tlGQElJWVkWq1SWCIM6JvlxNVuLm5ITg4uN/jISEh\n", "cHNz02tcuiAyWmJjY1FVVcV4mCThFCspKWE0/6evQ62xsRG2trYac0eEQqFW0cvBwQFcLpd1RgwQ\n", "LCwscPPmTcbfN9poa2tDXl6eIi8C+Of+gi3VoAdSYkRfESI2NhY//vgj8vLyMHv2bJUixOTJk3We\n", "zOjRo/upu8XFxTh//jxWrlwJQH3dDvEB13v358yZM2hpacHEiROVjn300UchlUpx/PhxnefIwtKb\n", "goICBAcHk3Y3lJSUgMvlKuomTl11TQAAIABJREFU4+LiIJfLcfPmTTqnSSkjR45ETk4OZDIZUlJS\n", "4ODggKeeesrY0wLQf2HKlDMiMjISMplMo8Kvrxixb98+3L17F59++mm/7xELrIFcdkZ8HpiSGOHs\n", "7AwPDw/FZ+MPP/yAxMRERegoHRCvcXVlGi0tLQMiz6miogJeXl6KYEGCsLAw1NTUKNnLzRWq2nsK\n", "BAK0tLQw6owgI3zw+XwkJSXBx8cHPB4PXl5eOHnypF5j0glRpkGEUefn5xtlHkw7I/rS2NioNa+i\n", "rKxMY14E0CNyEO09WZijrq7OKDv+hBPG1MSn7OxsSKVSVoxgEFJiBCFCjBgxAidPnsSNGzcUdcvq\n", "oOqivHfvXkycOFHJisPj8fodR9RP9rZB37hxAwD62XiIf5t7cCCL8dG0AFCFQCBAQECA4kY5KioK\n", "XC7XrF6L8fHxioyEP/74A7NmzcKgQYOMPS0A/Z0R7u7u4HK5tH+AECKDusWBTCZDUVGRoi0fGerq\n", "6iAUCvHRRx9hwYIFiIuL63dMeHg4WltbTTJpng6kUmm/FtJ9/+amRltbG86fP0+rKwLQ7oyQy+UD\n", "omWeut134nPf0FINU9i5Dw4OhqWlpd65EUTmBWFD3rx5M+lrCN3OCKDn8zQtLQ35+fl45plnEBQU\n", "RFtQnb7I5XKFGBEeHg4bGxujfI53dnaioqLCKJ2RCBE8MTERL730ksZjhUKhVjECMEzsYtEN4joQ\n", "ExODmJgYxrvWGCJG0JndkJGRATs7O0RFRSkeIz5XWTGCHnQq07h+/TpmzpwJLper9YuKF7REIsHB\n", "gwexatUqrcft3bsXL7zwAoYPH654nLD+ODo6Kh1P/NvUrEEs5oeuYgTRSYNg0KBBiIiIMKvcCCKA\n", "LysrC5cuXcLWrVuNPKN/qK6uhrOzs6Iu1cLCAh4eHrQ7I7y9veHg4KB2cVBRUYH29nZSzojeNwjR\n", "0dEQiUR49dVXVR5raHtPc2P48OHYuHGj0mPV1dVwcnIy2Tp0W1tbCIVCLFmyhNZxiNe4quwWopZ7\n", "IJRqlJeXq9x9J94rVORG8Pl8jBgxAkDPDXVSUhKjO/c8Hg9hYWF6OyOIzAviHujmzZukMy+YcEYQ\n", "uLm5ITExEfn5+SYXHNfa2oqOjg54eXmBx+MhKiqKcTHi2LFj8PPzg1Ao1LpBSDVPP/00li9fDgCY\n", "MmUKNmzYoPZYuVxOWoxwdXVlxQiGIK4DVVVVqKqqYrxrjSHdeebOnYvp06fTMKseMSI+Pl5p43vQ\n", "oEFwcnIySzHCWM4XXSAlRri7u0MgEKCkpIT0FxU7BCdPnoSlpaXWF9y7774LW1tbfP311waPycKi\n", "CyKRSKeFkEAg6LeDERcXp/NNjDEvLq6urggNDUVWVhYsLS1Nqo63d1tPAi8vL9rFCA6Ho7HdHvE4\n", "GTGi9w1CS0sL5HI5XnvtNZXHEq8lY4gRxngNBgcH9/sdR0dHa92VMwbLly/H559/DqBnAefg4EDr\n", "eGKxGG5ubv3KE4B/Wu4NhBBLdQteNzc3ODo6UiJGeHp6Yt26dQB6blzT0tIY37nXt6OGoZkX+joj\n", "urq6IBaLSTkjehMXF4f29na9r3F0Xaf6bkQYI8TS3t5e8bNpCo+kAzs7O60dpAhqa2vR0dFBqhzI\n", "EOcNC3lMIfsG6Lku6yNGiMXifhvNVJGRkaFUokHg4+NjVmKEsZ0vutC/3kEFFhYWCAoK0unEVPQ7\n", "3r17N5YvX66xVegXX3yBP//8E+fOnevX1ojYIepbI0r828PDQ+P4a9as6dc3ed68eZg3bx7pn4Hl\n", "wYYIsCJLSUlJP3EtNjYWZ86cgVwu1xoCKxaLMWPGDMWHSHBwMPh8PuM3wvHx8cjOzmZ0TDKIRCKV\n", "YgQTHyCTJk1SWUIGAJaWlpg0aZJKe3dvtN0g9BV+bG1t4efnx6gYYczXYEREBH755Relx6ZOnYqp\n", "U6fSPrau3Lt3j9Gbak3XooHmjFC14OVwOAgLC6PsvZKZmYmwsDCdSq+oJDIyUimwmykIZwSZz6ve\n", "VFVVQS6X6yVGAEBubq4iK4MMdF+niJv63mLEkSNH0N3drfZzgGqIxb1QKNTJcUIFoaGhuHz5Mqlj\n", "y8rKAIB0mUZVVZVBc2MxH/QVn2pqamhpk11eXo7KykqVYoS6zEJThdjYIqiqqsLMmTORlpam9jlH\n", "jhzBkSNHlB5jYhOD1BVT1c2xNgztgV1UVITU1FSkpKSoPWbLli04deoU/vrrL5WqMGGjLCkpUaq3\n", "JloSqarB7s2OHTto7QnPYv6IRCLSterNzc2oq6tT6YxoamoiFfCkz8WFDh577DFcvHiR0THJoMoZ\n", "4e3tzUjnnC1btqj93rhx4/DHH3/QMi7THTWM+Rrs3bVEU3K7KRAYGIjffvsNUqkUFhYWtI9HtBlU\n", "xUARI9rb21FfX692YUZlK9yrV68qtX5jmoiICJSWlqKjo0OnEiUi86Lvgo9s5oWrqyskEgna2tr6\n", "bQBpoqKiAkD/lqvacHd3h6+vL3JzczF79mzSz6P7OqVKjOjo6MDdu3cxZMgQSsbQBnG/QCz2mSQs\n", "LAwVFRXo6OhAamoqAgMD1Tr/hEIhAHJihKurK27dukXpXFn6Y+h1gCpOnz6tl2uwpqZG64ayPmRk\n", "ZACAymu7OYkRum5sEajacM/JyVF0pKQLUmUamvoC08WePXvw1FNP9WvPRfDuu+/ijz/+wJ9//qm4\n", "0fr111/x8ccfK46ZMmUKHBwc8Oeffyo999y5c7CwsGC8xo7lwcPDw0MhemmDWBD3Tb0mkri15UaY\n", "iq0O6LGgaxIKjUV1dXW/BRkTZRpUoU84HpNihLFfgxEREZBKpWbRljkoKAjV1dV4+eWXGRmPdUb8\n", "s+BVt/seFhZGiRjR1dWF69ev46GHHjL4XPoSGRkJuVyu18/D5/MxZswYAD0ZWrpkXhCuV12t1dr+\n", "NpqIi4vTKVeJieuUWCwGl8tVXJdjYmIAMBuMTryvFy1axNiYBKGhoZDL5SgtLcXSpUs13g8IhUJY\n", "W1uTWjyyAZbMwefzMXToUAA9mQhMZ98APdcDXcstpFIp6urqaHFjZmRkIDAwUOXa05zECHNDpwBL\n", "pujq6sKhQ4fUBleuWbMG33zzDebPn4+TJ08iJSUFKSkpOHXqlNJNqr29PT799FMcPHgQOTk5AHo+\n", "jHbs2IG1a9dqtUyzsGhj+/btSE5OJnUs8drs64zw9/eHi4uLWYVYmirGLNOgCj6fr3BkkQnHCw8P\n", "R1FR0YBo76mqa8mZM2dQWVlprCmphXBDTJo0iZHxNDkjBg0aBB6P98CLEeXl5QDU776HhYWhrKwM\n", "nZ2dBo2Tl5eHzs5Oo4oRxHshKytL5+d6enpi9+7dAICUlBSdMi+IBHxdrdXl5eWwtbXtV/pKBl3F\n", "CCYQi8Vwd3dXvM89PDzg4+NjlI4avr6+jI9J3McUFxejoaFB499VKBQiICCAVFkPmxnBHJ6ennjr\n", "rbcAAElJSUbJvtGHuro6yOVy2pwRqko0APMSI0yh65MumKQYcfz4cbi4uGDixIn9vpeXl4fk5GQ0\n", "NjZixYoVWLhwoeLr22+/7Xexe+mll7Br1y4sXrwYcXFxePLJJ7F27Vp89tlnTP04LCwAesqDbG1t\n", "+13sORwOqfArc7u4ME1nZyfq6+tVlmm0tLSgra2N9jkIhcJ+H1bd3d3IyspCe3s7qXN4enoqBK5T\n", "p05pvUEIDw9HU1MTI7tJxn4N+vr6Ijw8XNHeUyKRYMqUKThz5gztY+vKkiVLsGbNGtoSv/uiyRnB\n", "4XDg7Oz8wAdYatt9Dw8Ph1wuN9hZc/XqVfB4PNKuOKoRi8WYOXMmOBwOVq9erVcwGZH5M378eJ2e\n", "Z4gzws/PT6ecCYK4uDiUl5eTHpOJ65Sq91tsbCxlbe3JUlpaqpcgZSh+fn6wt7dHVVUVWltbNYoR\n", "ZEpQCVxcXNDa2gqJRELVVFk0QNyvmHq3hd40NjbC0dGRcuFEIpEgOztboxjR0NBgsJjNFHw+X/Gz\n", "EMHWn3zyiTGnpBaTFCPmzZunNnMiNjYWMpkMUqkUMplM6UsqlWL//v39nrNkyRLk5eUhNzcXt27d\n", "wptvvkn3j8DC0g+BQICQkBCVN2Nkd374fL6izIPD4SAoKIhxW52pQtyMq3JGAGCkVGPMmDHYtWuX\n", "0mMlJSVISEhQql/WBrHTT1goNcF0e08+n6/UQjkhIYGx1yCHw0FRURHmzp0LQP3f3BTw8fHB9u3b\n", "VXa3oJru7m7U1tZqzK9xcnIaEM4IZ2dntVkGYWFhAAxv73n16lXExcUZrZ0skYcgl8vR0tKiV0u+\n", "nJwcRERE6GyRJpwRuooR6oJFydA7xJIsfD5fMVd7e3vKLehisVilGMG0MyIoKEjxczIJl8tFY2Oj\n", "4nWnzRlBVozQ13nDoh+EGGEsd+Hx48fx1FNP6fSciIgINDU1KUrNqCIvLw8dHR0axQiAmXtJKvD0\n", "9FTcjx4/fhx+fn744YcfjDwr1ZikGMHCYg50d3ejubmZtD2+pKSkX4kGQVxcHIqKirTu3nt6eiIw\n", "MBCPPvooxo8fj2HDhpmFrY4JiA/VvgsyJj9AVLX31KWtJ0FVVRVsbGxIWZqJBRZTYoSnp6dSq9HN\n", "mzcb7TVI/M1NUYxgEsK2yooR5RoDEv38/GBtbW3weyUzM9NoJRpU5SFkZ2frFdBNXJN0XSyqa7lK\n", "hsGDB8PGxkYnMcLDw0MhBD755JOUW9BVlUXFxsaitLT0gX+fEVhYWCheB5o66OkiRujrvGHRD+K+\n", "SCwWG8WNUltbi99//x0ymYzxsfuSkZEBS0tLtY434j7DXEo1gJ7PKqKb20svvYSUlBSTdMGwYgQL\n", "i57cuXMHTk5OpHe8CWeEKmJjYyGXy3Hz5k2N56iursalS5cwf/58PPbYY0hLS4NUKtV57g8ixIeq\n", "MZ0RERERKsUIW1tbnep6Kysr4evrS8rS7ODgAC8vL0Y7amRmZiIyMhK2trZGqZEmUCdADTSI17am\n", "xdZAECO0LXi5XC5CQ0MNckY0NTXhzp07Ru2kYShSqRQ3btzQKyHdwsICTk5Oepdp6AOPx0N0dLRO\n", "YoRAIIBIJIKjoyMtC1t1zggAWj/HHySI0i91wnlXVxeqqqoUbUi1wTojmKW6ulrxtzPGItvV1RUy\n", "mQwtLS2Mj92XjIwMDB8+XK3jzRzFiIyMDIWLb/ny5ZDL5di7d6+xp9UPVoxgYdETYgFAZiFE1Cmr\n", "c0ZERUWBy+VqXdidOHECFhYWmDFjBsaNG4fm5majLgZNierqanA4nH6hRm5ubuByuYx8gBBiRG+V\n", "v7CwEIMHDwaXS/5yW1lZqbaTkCqYbu+ZkZGBpKQkxMTEGCVYrrW1Fd3d3aQW4QMBolyFdUZoLwUI\n", "Cwsz6L1C1OcbyxlBRR7C33//jba2Nr1bl7u4uOi0WJTL/z97bx7QRp3//z8n4SbcEI5SjgKlLVdP\n", "26JQq7a2Vl2srld3az3rrfX4em3Xaz1Wu2s9qutau9vVVdd+VLS1h9rWYikBoRcF2mLBciUEkgLh\n", "CBAyvz/4vWOAHDOTSTJJ5/EfYZIZSDLv9/v5fr6eL9ohZwTAPsSStPC86qqrnGJBt5QZMW3aNPj4\n", "+JxXY3JISAhWrVpl1Z3W1tYGmqZFZ4RAaW9vNzkB3FGqIaT3u7y83GqJBjDaZthVc0m+MP+bYmJi\n", "sGrVKmzatAkGg8HNVzYWUYwQEeEIkwUAQaVSQa/XW3VGBAYGYurUqXYnW9u2bcMll1yCyMhIzJs3\n", "D35+fvjpp5/YX7wXolKpEB0dDR8fnzGPS6VSyOVyl5VpDAwMmIL0gFExgk2JBvCbM4IprhQj+vv7\n", "UV1djfnz57sl5b6qqgohISGorq42veeuyGUQMkxEmfDwcK8XI5gseNPT0x1yRpSXlyM0NBSZmZmc\n", "X8NRiouLkZ+fbxIsU1NTWeUhkO5iXMWIyMhIVouHzs5ODA0NcXZGAKNiRE1NDWMreWlpKaZPn47s\n", "7GzeF1kGg8Fia0E/Pz9Mnz79vBEjfvzxR8yfPx+vv/66VfGcBHqyFSNEZ4RrUKlUJjFCqVS6/Pxc\n", "MmjWrVuHK664gtfr0Gg0qK+vtylGkLmkp4gRWq0Wp0+fHuPie+CBB9DS0oLi4mI3XtlERDFCRIQj\n", "7e3tCAoKgkwms3tsQ0MDgIltPc2xt7Brb29HSUkJfv/73wMAAgICMH/+fJSUlLC8cu/EUltPQmxs\n", "rMvKNACMCeCtr69nLUYolUrBihFVVVUYGRnBggULkJubi7q6OgwNDbnk3MBv36HTp08jPT0dN998\n", "s8vOLVTUajWCg4OtBjcCo84Ib+6mMTw8DKVSycgZ0djYyLm8raKiAvPmzWPldOIbuVyO0tJSVFdX\n", "Y8GCBZg9ezYrd1BVVRWmTJnCqc0mwL79Imm56qgYMTQ0ZDXcfDylpaW48MILkZCQgHPnzjHuZsSE\n", "zs5OAJY3ItwRYukuYmJi0N3dbZrfmKNWq5Gfn4/Vq1cDANasWcOo40tgYCACAgIEsVPu7QwODuLc\n", "uXPIysqCj4+PW5wRXMSI5uZm3suTy8vLAcBu+Z0ntfesqKgAgDECy8yZM1FYWIg333zTXZdlEVGM\n", "EBHhiK1WeuMhreQs2WsJZBJjLRDzq6++AkVRKCoqMj1WWFiIkpISxiGa3oxKpbIpRrhiAElNTcXF\n", "F19s6j1vNBqxcOFCm2q7JbiUaXR2drpksalQKBAUFISsrCzk5eVheHgYJ0+edPp5CREREYiJicHp\n", "06dx/fXXC25QdQdM7kXeXqahUqlA07RdZ0RaWhqGh4fR3NzM+hw0Tbs1vHI8UVFRuPTSS1mPAYcP\n", "H+aUF0GIiIhgtXggTjFHyjRIHgMTJ1ZXVxdqampMYgTA764vWVRb+s6R9p5CCORzNsTpaclpRDq+\n", "kDGpvLyccccXtmKXCDfI5zg+Ph7x8fEeI0ao1eoJ5biOolAoEB0dbXPDEPAsMUKhUCAqKsoUck54\n", "6KGHcPDgQZNDTgiIYoSICEfa29sZB+c1NDRALpfbdFHk5eWhu7sbTU1NFn+/bds2LF68GNHR0abH\n", "CgoK0NHRMSE08XzElhgRFxfnEmeEj48P9u/fj8WLFwMYDcz7/PPPceWVVzJ+jYGBAXR1dbF2RgCO\n", "tyxkQnl5OebNmwcfHx/k5OQAYNdyjw8sBYXyjUajEWTqtCUsJfuPx9vFCKYLXke+K62trVCpVIIR\n", "I4BRQbqjo4OxY8BoNOLIkSOcSzQA9ovF1tZWSKVSh4Jmw8PDkZyczOheo1AoQNM08vPzTfdRPhda\n", "tsqicnNzodPpcPbsWd7OJ1SCgoIAADt27BjzuKMdX9iKXSLcMA/9TkhIcIsYERISgoqKClx++eWM\n", "n9PR0cF7ThTJVrAXGh4XF+eWchYulJeXY/78+RP+pquvvhpJSUl466233HRlExHFCBERjvj7+zOu\n", "G7bVSYNAdn4sWTw7Ojrw448/mko0CPn5+ZBIJGKpBkbFCGuTXVeVafABGejYiBGubO+pUChMVsaw\n", "sDCkpKS43JbsTDGC2ItzcnKQk5OD/Px8RvZid8LUGdHb2+u13XeYlgIkJydDIpFwEiOYWnldSX5+\n", "PqRSKQ4cOMDo+F9++QU6nc6lzoiWlhbEx8ebHGNcYZpRU1paipiYGGRkZDhFjLDnjAAsj+PeyrZt\n", "23h9PbaZJCLcMO9GlZCQ4JZFNkVRmDdvHquSsY6ODl6dER0dHSgrK2PkYPUUZwRx8Vkaq3x8fHD/\n", "/ffj008/FczcRhQjREQ48t5772Hr1q2Mjm1oaLBr/0pMTERERITFyRYJJxtvcwwJCcGsWbPEEEvY\n", "z4zwhAEE+G3SzKZMIyIiAlFRUU4XI1pbW9Ha2jpmgHNHiCURI8rKyniftBJ7sVKphFKpRFlZGWN7\n", "sbtg4owgk72enh5XXJLLaW1tRWBgoCkAzxp+fn5ISkri9F2pqKhAYmIiq++ms5HJZJgzZw5jQdrR\n", "8EqAmzPCkbwIAhsxIj8/HxRFISwsDIGBgbyLEUFBQRYzWuLj4xEVFXXeiBEFBQUTyk8d7fgilmm4\n", "hvb2dlMHMneVabDFWngsF8jGQ1ZWFnQ6HT755BO7i3MiRgi9NLq+vh7nzp2zKrDcfvvtkEql+Oc/\n", "/+niK7OMKEaIiLgAJs4IiqKQl5dncRKzbds2XHzxxRbVYJIbcT7T19cHnU5ns0yjt7cX/f39Tr+W\n", "wcFBHDt2DMPDw6ipqWE9wJPj2TgjANeEWJKdYfMBzh2BbTNmzEBkZCTy8/Px7bff8va6jtqL3QVT\n", "ZwQArw2xJG097dlsAe4dNSoqKgTliiAUFhbiwIEDjCbIVVVVSE5OZtwG1BIRERHo6upi7LJh0nKV\n", "CXl5eWhvb7fpchseHkZ5eTkuvPBCAKPjKt8WdFviH0VR51WI5YEDB0yZWOaQji8+Pj4ICgpCfn4+\n", "444vYpmGazDvRuWuMg22aLVaiy3cuUA2Hjo6OgAAtbW1djce4uLioNfrBS/qKxQKANZbUEdGRuKP\n", "f/wj3n33XZcGkFtDFCNERJzM4OAgWlpa7DojgNGF3fidn87OTuzfv39CiQahsLAQZ8+etZo1cT5A\n", "Jqe2yjTMj3MmFRUVmDlzJurr63HHHXfg6aefZvV8pVKJwMBA0+KRKa4QIxQKBRITE8cIJUwWCHxz\n", "9dVXY+/evQCYtdb1ZmiaZpwZAcBrcyNaWloYBySmpaWxFiNGRkZQWVkpqLwIQmFhIVpbWy0KaeM5\n", "fPiwQ64I4LfQOaafJSYtV5mQl5cHwHZGzbFjx9Df328SIwA4RYywJf7l5OScN2KENfGPdHyJiYnB\n", "Pffcg9LSUsa72aIzwjWY554lJCSgs7MTg4ODLr+O/fv348orr2QU+iqXyzE0NORwa0+uGw9kw0vo\n", "Ttvy8nJMmzbNZvnLgw8+CKVSiS+++MKFV2YZUYwQEeEATdOM07KbmppA07RdZwQwOtmqr68fs4Nf\n", "XFwMmqatKrYXXXQRAJzXpRrmQUyWIAOuKwYQ0sbz9OnTOH36NDIyMlg9n3TSYLLDa46rnBHjbX9M\n", "FgjOwN57zgVH7cXuoKenB4ODg4ydEd4qRrBZ8KalpeGXX35hZbWtq6tDb2+vIMWIiy66CBRF2c2N\n", "oGna4U4aAEylMEx3r/kq05gyZQpkMpnNe82hQ4fg5+c3RnDhW4yw50TKzc2dMI6fr3R3d7MWokRn\n", "hGswD/0mGwzuWGTr9Xp8++23jMRUYDTzwMfHx7kXZQVPESPMs72skZWVhUsvvRQbNmxwu/NTFCNE\n", "RDhQX18Pf39/lJaW2j2W9OBm6oygaRonTpwwPbZt2zYUFhZa3fmMjo7GjBkzzutSDTIw2CrTAFzj\n", "jJDL5QgNDcWhQ4eg1WpN4gRT2traWJdoAKNihEqlQm9vL+vnMsFgMKCysnLCADdlyhQEBwe7fCfQ\n", "3nvOleLiYpPAQlEUIiIiGNuL3QGpcRWdEcxLAdLT09HX18cqvKuiogISiQRz587leolOIyIiArm5\n", "uXbHgMbGRnR1dfHmjGCye93b28tpQWoJiUSCnJwcm2JEaWkp5s6di4CAANNjrnZGkHG8pqaGt3N6\n", "Inq9Hv39/ayFXOKMEHpdvqcz3hkB8NsClymkK5f5vNfZcN148AQxor+/H8ePH7cbyKlWq9Ha2orD\n", "hw9j2rRpbg3rFsUIEREOtLe3w2AwmCZltmhsbIRUKmU0GcvKyoJEIjFNtjQaDfbu3Wu1RINQUFBw\n", "XjsjVCoVfHx8rL4fUVFRkEqlLhEjKIpCZmamqd0ZWzFCqVRyFiMA57X3PHHiBPr7+yeIEUwWCM6A\n", "TJr4dizI5XLccMMNCAoKwuOPP46hoSFWSd+uxl6JEsGbxQiaplk7IwB23WfKy8sxY8YMm+2Z3QmT\n", "7KCqqioAjoVXAuycEaTlKh/OCMB2iCVN0ygtLR1TogE4R4yw9X3LysoCRVHnTamGNchuK9t7dERE\n", "BIaHh9HX1+eMyxL5/zF3RpBQXnfkRkyaNAnh4eGorq526XmLi4uxcOFCUBSF0NBQRrkmoaGhCAwM\n", "FLQYcfjwYRgMBrvOiKKiIpw8eRLAaDm4O8O6RTFCRIQDTBcAwKgzIjk5mZGtLDAwEFOnTjVNYr7+\n", "+msYjUasXLnS5vMKCwtRV1cnmDY9rkalUkEul0MisXxLk0gkiImJcdkAMnXqVNTV1QH4TSRgCldn\n", "hLPbe5aXl0MqlVq0eLujo8YzzzwDAA63C7TE9u3bcfnll+OGG25AX18fysrKeD8HX5B7kb0yjYCA\n", "APj7+3tlgGVnZyeGhoZYixFshLuKigpBlmgQCgsLcebMGdPi3xKHDx/GpEmTHM5ZYeOMYNpylSl5\n", "eXk4efKkxdr2pqYmtLa2WhQjdDoddDqdw+cnGS22vm9BQUHIyMhw+eJKaBAxgsmmjTlsPl8i3DFv\n", "hx4VFQVfX1+3iBEURSE7O5uRM+Jvf/sbli1bxst55XI5du/eDZqmsWHDBka5JhRFCb69Z3l5OQID\n", "A02OE0sILaxbFCNERDjQ3t4OX19fu23kAGadNMwxX9ht27YNBQUFdq3oBQUFAICDBw8yOodGo3F7\n", "jRif2GrrSYiLi3NZyGJmZiaA0Xatltq/2YJkRrAlOjoaoaGhThMjFAoFcnNzERQUNOF3ubm5qKur\n", "c2kqc0VFhcl9wicdHR1QKBS46qqrMHPmTERHR+O7777j/Tx8oVar4ePjw+heFBYW5pXOCLYL3uDg\n", "YMTFxTEWI/r7+1FdXS3IThoEMgbYcshVVVU5nBcBjP7/fHx83OaMMBgMqK2tnfA7UjaZn58/5nE+\n", "Lei9vb0YGBiwu2g5nzpqWIN8Prg4I8yfL8I/AwMD6OnpMc2bnNF1hg05OTmMxLv6+npT9ws+IH8v\n", "mbMxQehihEKhwNy5c92Wq8EFUYwQEeEACbBiEjLY0NDAKC+CQCYxWq0WP/zwg90SDQCYPHkyUlJS\n", "7JZqkL7KOTk5yMnJcWsa6c4EAAAgAElEQVSNGJ+Y2w2tERsb6zIxYt68eQBGuz6wob+/H93d3Zyc\n", "ERRFOTXEsry83OpijCwQiBvEFaSlpWHFihW8v+7OnTsBAFdccQUkEgkuu+wyfP/997yfhy/a29sR\n", "ExNj1RVkjreKEWTByyaXgIRYMuHIkSMYGRkRtDMiNjYW06ZNsxpiScIrHS3RAEbvNUw7HrS2tiIy\n", "MhKBgYEOnxcYXbRQFGXRiXXo0CFkZGRMaPtH7qd8LLTIeMlUjDifcw+4lmmIzgjnY8ndm5CQ4JbM\n", "CADIzs7GqVOn7G5odHR08NLWk8CllbrQxQhbczWC0MK6RTFCRIQDTFrpEbg4I7q7u/Haa69hZGTE\n", "bokGgUnNMOmrrFQqoVQq3VojxidMxQhXDSDLli0DTdPYtGkTq+eRiQAXMQJwXkeNrq4u1NXVWQ1E\n", "InZAb9gJ3LFjBy644ALT93vp0qWorKwUrJOIzb3IW8WIlpYWSKVSxq0DgdHvClNnBLG9Zmdnc71E\n", "l2BrDGhqaoJGo+HFGQEw73jApuUqE2QyGdLS0iyKEZbyIgDniBH2vnO5ubnQaDRuW9wJAY1GA4qi\n", "WGfuiM4I52OpG1V8fLzbnBHXX389amtr7e7mq9Vqp4gRbNyoQhYj2tra0NzcbDe8EhjNzMjPz0d8\n", "fDzi4+MZZWY4C1GMEBHhANP65K6uLpw7d46xM0KtVuPZZ58FALz22muQyWSMrVaFhYU4evQoenp6\n", "LP5eaDVifGKeCm0NV5ZpcIXLwGiOs8SIn3/+GQCsqu2hoaFITU11eW4E3wwNDWHPnj248sorTY8t\n", "WbIENE1j3759brwy69hrM2hOeHi414oRCQkJrPJD0tLSGIsRFRUVmDNnjuBtr4WFhaitrbVoYz58\n", "+DAAx8MrCWycEXyVaBAsZdTodDocP37cohghk8kQGhrqcmcE4B0CLVe0Wi0iIiIYubbMIeKF6Ixw\n", "HmQxPd4Z4S4xIjo6GhkZGXY/Kx0dHaxEZ3u0tbUhLCyMVTmtkMWI8vJyANbnaubI5XKUlpaiuroa\n", "1dXVjDIznIUoRoiIcGDLli34+uuv7R7X2NgIAIydEUVFRabEc5qmodPpGDsXCgoKYDQacejQIUbH\n", "ews0TQvOGcEVPpwRLS0tGBgY4POyUF5ejvDwcJudQdwRYsk3JSUl0Ol0uOqqq0yPJSYmYvr06YLN\n", "jWDrjPDGAEs2nTQIaWlp6OzsZCTOCD28klBYWAjAcnZQVVUV4uLiON9bxsPGGeEsMcK8BEKhUMBo\n", "NFoUIwD+Flrt7e2gKMqulTk5ORkhISHntRih0Wg4Wb6lUinCwsJEZ4QTaW9vh0QiQXR0tOkxd4oR\n", "THGGM4LtPTEuLg5qtRojIyO8XQdfKBQKTJo0idV4GBUV5ZbSDHNEMUJExIk0NDQAACNnhKPOhYyM\n", "DMTGxlq16QqtRowvenp6oNfrGYkRfX19gm4X1tbWhqCgIISGhnJ6PuncQT53fFFeXo4LLrjA5q6F\n", "NwS2bd++HZMnTzbtahKWLFmC77//XpD132ycEd5cpsF2wUu+K0T8tUZHRwcaGxs9Qowg2UGWciP4\n", "yosgMHFGaDQaNDc381qmAYyKEVqtdkznkNLSUkRGRloNouNroaVWqxEdHW3XhUNaHnv6PdERuIoR\n", "wOjnSxQjnIdKpUJMTMyYz3FCQgK0Wi30ej2v5+IrMH14eBjnzp0ThBhhNBrR2dnJ23XwBZO8CCEi\n", "ihEiIk6ksbERMpnMJYt9iqJQUFBgM8Ty6aefBjBqWw0ODoZUKsXHH3/s9GtzJpbshpYgYoWQSzVI\n", "Jw0mwaiWIAssPks1aJqGQqGwO8Dl5eVBrVYL3n1iDZqmsX37dlx55ZUT/v9Lly7F2bNnUV9f76ar\n", "s46YGcHeGaFWq3H//fcDAK677jqbQb4VFRUAmNlehcCiRYsmCNI0TfPWSYNgyxlhHpSsVqvx0Ucf\n", "8RqUnJeXBwBjnFiHDh3CwoULrQqmfIoRTL9vubm5OHz4sMeXQXJFo9GwbutJYFoGJMINSx3ISHko\n", "X2M428D0zz//fIwrcTw+Pj7o7OzEDTfcwMv1AdzFCIC//xNfGAwGVFZWMsqLEBqiGCEi4kRIJw0m\n", "i0s+nAuFhYWoqKiwqGyfO3cO9913Hy666CL88ssvpjZo27dvZ/TaQsVSEJMlyARSaAOIOUql0iEb\n", "dVxcHIKCgngVIxobG9HZ2Wl3gLO0QPAk6urq0NjYOCYvgrBo0SL4+voKrquGXq9Hd3e36Ixg6Ywo\n", "Kioy5aCcO3fOZpBvRUUFYmJikJyczMu1OhuSHWT+Pre1tUGtVrvMGWEelAwAZ86c4TUoOSkpCeHh\n", "4aZ7zcjICBQKhdUSDYBfMYLJ902tVuO7775DXV2dV3WuYoNWq+W8EcO0DEiEG5ZKW/kMegXYB6YP\n", "Dg5ix44d0Ol0Fn9PyqNkMhkv1wd4lxhRU1ODvr4+jxHOzRHFCBERJ8K2k4aj6baFhYUYGhoy7eYR\n", "aJrGnXfeiZ6eHvz3v/9FbGws8vLycP3112Pjxo2CrH1jChkQmIoRQndGOCJGOKO9JwlEsmdTT01N\n", "hUwm81hb8o4dOxAYGIjFixdP+J1MJkN+fr7gciNIUCHTnVpvDLDs6emBTqdj7IxgWw5HSpS4upVc\n", "TWFhIWiaNonNwG+lKK5wRrgiKJmiKOTm5prEiOrqauh0OkZihKOlVkzLooqKikzlct7UuYoNjpZp\n", "iM4I52Ep9JtPMYLLfYB0Kzpx4oTD52cCTdOc5lxC3dgqLy+HVCrl9T7vKkQxQkTEiRBnBFMcTbfN\n", "zs5GWFjYBJvu5s2b8cUXX2Dz5s1ISkoyPf7oo4+isbHRbe18+EClUiEgIMBuzkJUVBSkUqngxQiu\n", "nTQIfIsRCoUCaWlpY4KuLEFqpD3VGbF9+3YsWbIEgYGBFn+/dOlS7N+/H8PDwy6+MutY6hVvi7Cw\n", "MPT39wvqb3AUkhvgaC5BV1fXhDaMnZ2djEqUhERaWhri4+PHjAGHDx9GdHQ0r9kNkZGRGBgY4L2+\n", "nCnmgbmlpaXw9fXFvHnzrB6fkJCAgYEBh8U4Js4Ib+5cxQZHxAjRGeFcLDkjIiIi4O/v77YQy+nT\n", "p0MqlbpMjDh37hwGBwdZixH+/v6IiIgQnBihUCiQk5PDqjOIUBDFCBERJ2E0GvHrr7+yckYQuKbb\n", "SqVSXHTRRWMmorW1tXjooYdw11134dprrx1z/Jw5c7Bo0SL87W9/Y30uoUAUfns7lxKJBHK5XHAD\n", "iDmOlmkA/IsR5eXljGsQ8/LyPNIZodFocOjQIYslGoQlS5ZAp9OZnCJCgGmbQUJYWBgAeJU7oqWl\n", "BQAYl2lYK4cbHh7G/Pnz8fzzz6OxsRH5+fnIyspCd3c3Pv30U4+x2FMUhcLCwjEhliQvgk93R0RE\n", "BICJ7RddFZScl5eH+vp69Pf3o7S0FLNnz7YqJAL87fqyyYw4n6FpGlqtVsyMECiWnBEURSEhIWGC\n", "KMsFLveBgIAAZGRkoLq62uLvP/nkEyxfvtzhayOQewGXOZcQ23uymasJDVGMEBFxEm1tbRgaGmLl\n", "jOCDgoIClJaWor29HXq9HjfeeCNSUlLwxhtvWDz+0UcfhUKh8NiWoEzaehLi4uIE64zo6+tDd3c3\n", "L2JEU1MThoaGHL6mwcFBHDlyhPHOcG5uLurq6jA4OOjwuV3Jrl27YDQasWLFCqvHzJ49G5GRkYIq\n", "1SCfZabp4t4sRrD53lgqh6utrcV9992Hl19+GZmZmSgrKzMJEHV1dR5lsV+0aBEqKytNnYP47qQB\n", "wLTItLRgLC4uhlwuh0QiQVxcHOtyQybk5eXBaDTixIkTOHTokM0SDYAfMcJgMECj0dgV/7y1cxUb\n", "dDodDAaD6IwQIH19fejt7bU4b4qPj+fNGVFcXGxyegYEBDC6D2RnZ1t1RtTV1aGmpoaXawMcFyP4\n", "EG34oru7G3V1dR7l4jNHFCNERJxEY2MjAHByRnBFrVbj448/Rn9/P7Kzs5GamopTp07hs88+Q1BQ\n", "kMXnrFixApmZmR7rjmAjRsTGxgpWjCADGx9lGsSV4yhHjx7F0NAQK2eEwWBAXV2dw+d2JTt27MCc\n", "OXNsTkqkUikuvfRSQYVYqtVqREREwM/Pj9Hx3ihGtLa2Qi6Xw9/fn/FzLJXDZWRk4LXXXkNZWZnF\n", "to2eZLEvLCyEwWCAQqGASqVCW1sb73XExBlhacHY1dUFjUaDF154ASdOnGBdbsiErKwsSCQS7Ny5\n", "E2fPnkV+fr7N48l91ZGFlkajAU3TjP4WIngR0WbWrFkeXQ7JFvJdcSQzoru726PzrISKrfI+voJe\n", "gdH7LJn/zpo1i9F9ICcnB9XV1RazXdRqNe9tPQFucy6hOSN+/vln0DQtOiNERETGQsKrLO2QOIui\n", "oiKTqtzZ2QmVSoVJkyYhNzfX6nMkEgnWrVuHr776CmfOnHHVpfIGWzFCSAOIOUSM4MMZAfDT3rO8\n", "vBz+/v6mThn2yMnJAQCPKtUYHh7G7t27bbYUIyxduhQVFRWCsQ9bstraIjw8HIB3iRFsO2mYY6kc\n", "Ljk52bTQ9lSmT5+OqKgolJSU4PDhwwDgUmfE888/j7i4ODz66KNOcwIEBgYiMzMT77//PgDYdUYE\n", "BAQgMjLSoYUWWcQxESOI4HXs2DH4+/tj1apVnAQZjUbjMSKYOUSk4lqmQb6DXV1dvF2TyCi2Qr/5\n", "FCOGhoZQVVWFgIAA9PT0MHrOvffei7q6OoslZR0dHbyKmm1tbYiKimIlZBOEJkYoFAqEhYVh6tSp\n", "7r4UTohihIiIk2hsbDS1WnQF1kKz9Hq93cnM6tWrERUVhY0bNzrp6pwHmwWZkMs0HLEMmjNp0iT4\n", "+/vzIkYoFArMmjWL8c57SEgIpkyZ4lEhlgcPHkR3d7fNvAjCkiVLYDQasX//fhdcmX2YJvsTiDPC\n", "myb4ra2tvAYzeoPFXiKRoKCgACUlJaiqqkJERATvorg1Z8SJEyfw6aefYv369QgICOD1nOao1Wqo\n", "1WqoVCpIpVKsXLnSbq6Howst8vpsBMDExEQsXrwYu3fvZn2u/Px85OTkeGRrUD6cEYBlsUvEMew5\n", "I/gqPzh27BgGBwexePFixiU30dHRVsOyneGM4DrfEpIYodFo8NNPP2H+/PmQSDxzWe+ZVy0i4gGw\n", "7aThTgIDA3Hvvfdiy5YtHlWnaTQa0d7e7hVlGm1tbQgKCkJISIhDryORSJCWlsabM4Kt7c885d4T\n", "2L59OxISEhjtHCcnJ2Pq1KmCyY1gG6bnjWUajjgjrOFoi2UhUFhYiLKyMhw4cACzZ8/mvTWpn58f\n", "goODJywWn332WaSkpODWW2/l9XzjKSoqMi14R0ZGGLXO5EuMYLs7u2zZMpSUlKC3t5fxc4qKilBW\n", "VgalUumRrUEdFSNslQGJOIZKpYKPj49F10p8fDzOnTuHgYEBh8+jUCjg5+eHSy65BFqt1uG2us5w\n", "RjgiRnR3d/Pyf+KKuWD5/fffo7a21qMES3NEMUJExEk0Nja6NC/C0R29++67DyMjIybbqyeg1Wph\n", "MBhYiREkvElokIGRj0UDHx01Tp06hYaGBtaBSLm5uTh27JjDEw9XsWPHDqxYsYLx/33p0qWCyY1g\n", "64zw9fVFYGCg14kRfDojAMdbLLsbtVqNf//73xgcHMTevXtRV1fnlEnq+JDBqqoqfPnll3j22WcZ\n", "u6m4wLV1Jh9iRFBQEOvWecuXL8fQ0BB+/PFHRsd7Q2tQjUYDX19fzm0GRWeE81CpVKaA2fGQxTkf\n", "7giFQoHZs2cjPj4eg4OD6O/vd+j1hOaMAODWzS1zwZKmabS0tHiUYGmOKEaIiDgJdzgjHNnRk8vl\n", "+OMf/4i3336bl04MrsCW3dASQhhArMFHW0+CI2IEUdtJINzrr7/OaiGTl5dnyisROqdOnUJ9fT2j\n", "vAjCkiVL0NDQIIh8FZVKxdpJExYW5jVihF6vR2dnJ+9iBIFri2V3U1RUNCa3pa2tzSmT1PHtF9ev\n", "X4/MzEysWrWK93PxgaNiBFvxj5CRkYHU1FTWpRqejFarRVRUFGdxXXRGOA9bblK+WuACvzkryT2U\n", "6Xv55ptvYuXKlRMer6ysxG233ebwdRH4ECPcNc/xBsHSHFGMEBFxAnq9Hm1tbS51RgCO7+g98sgj\n", "UCqV+OCDDzzihmYriMkSRLQQohjR1tbmcCcNQnp6OhobG2EwGFg/l6jtZOJw+PBhVgsZEnYp9BBL\n", "jUaD//3vfwgICMCll17K+HkXX3wxfHx83OqOIIJRR0cH3nvvPVb15OHh4R4jRtgL7yMTZr7LNDwZ\n", "V05SzZ0RpaWl2LVrF1544QX4+Pjwep7xcHUBEjGCq2uLbVkUgaIoLFu2DLt27WJ0bm/ILdFoNA5d\n", "a3BwMHx9fUVnhBNQqVRWP8d8iREdHR04c+YMFixYYHK5MBUjDAYD9uzZA6PROObxtLQ03pwRRqPR\n", "oQ0gMlfzhE0XT0AUI0REnACZDLorM4Lrjl5UVBQiIiLw8MMPe0RoFhkImE4QyXFCHEAcUenHk56e\n", "DoPBwDq7gY+FTEpKCmQymWBzI8zrLF966SUEBASwKtsJDQ3FggUL3JobQQQjYDT/gU09eVhYmOAD\n", "LJmG97W0tACA05wRIrYxd0asX78eubm5uO6661xybi4uwISEBAwPD3MWZdRqNedyneXLl6OhoYGx\n", "Y+2rr74ypfxLpVKPyy1xVIygKAqRkZFe74xwR7cUW86IsLAwBAQEOFymUV5eDgCYP3++SYxg+nfm\n", "5OSgv78fjY2NDl2DLTo7O2EwGDjPuaKioiCVSt02l/QGwdIcUYwQEXECZCHmameEoxQVFeHcuXMw\n", "GAweEZpFbOpM61IjIyPh4+MjSGcEX2UaarUaTz75JIDRfANXC0oSicSUGyFEzOssh4aG0NXVxfoz\n", "vnTpUuzdu5eT88RRHBWMPKFMg2l4X2trKwDRGWGOKyepxBmxb98+7N+/Hy+++KLL0ty5uAAd3fV1\n", "RIxYvHgx/Pz8sGvXLkbHnz59GoODg1i+fDn8/f1x8OBBj8ot0Wq1nNt6EsZnkngT7uyWYqsdOkVR\n", "vLT3VCgUiI2NRXJyMusyjezsbABAdXW1Q9dgC0e7l0kkEre3ii8uLsa8efMAjDoePU2wNEcUI0RE\n", "eIQMMGvXrgUA3HjjjYJ2FpjjiTVobNp6AqMDiFwuF5wzore3Fz09PbyUaRQVFeHw4cMARgd/NoIS\n", "XwuZvLw8QZZp8PUZX7p0KXp6evDDDz/weHXMcUQEEboYweY9OnXqFGQymcMdaLwNV3UDCQwMREdH\n", "B/70pz9h3rx5rLJX+IKNC9BRMYJrZgQAyGQyFBQUMM6N2Lp1K1JSUrBmzRr09/d7XLmCo84IYGIm\n", "iTfhrm4pNE3bnTfxJUYsWLAAFEUhLCwMFEUxFiPi4+MRGRmJEydOmB77/vvvcc011/CWZ8ZHK3V3\n", "t/eUy+V46qmnAAA//vijxwUtmyOKESIiPEIGGDLZF7qzwNOxpfBbQ4jtPYkl0lFnBB+L7eLiYsyc\n", "ORPA6ESfy0ImNzcXJ0+exODgIKvneQJqtRrr1q0DRVH4/e9/73LnyfDwsEUxgalgJHQxwho9PT04\n", "fPgwaJo2ib4bNmyAXq8XfDmZq3F2NxDy///Pf/6DhoYGlJWV4bHHHuO9fSjfkLGCy0KLfO64ZEYQ\n", "li1bhh9//NFuO8D+/n58/vnnuOWWW5CcnAwAaG5u5nxed8CHGOGtzgh3bvzodDoMDAzYnDc5KkaM\n", "jIygoqLC1BZcIpEgIiKC8d9GURRycnLGOCNqamqwZ88e+Pr6cr4uc9ra2kBRlEPfZ3eLEQBw4MAB\n", "pKSkmLK6PBVRjBAR4QlPdBaY44k1aFzEiLi4OK8VI/hALpfjueeeAzA60HFZyOTl5cFgMJhyDYQC\n", "H59xIjjSNI3e3l6XCo79/f24+uqrERERgTlz5nDa+RZ6gGVUVJTFsouhoSEsXboUmZmZmDt3LsrK\n", "ytDX12f6nImi70Sc1Q2EfAd0Op3psY0bN/J+Hr7x9fWFXC7ntNDq6+vDwMCAQ6LOsmXLMDAwgJKS\n", "EpvHffXVV9DpdFi9ejWSkpIAAE1NTZzPawtnZRbwUabhzc4Id8GkA1lCQoJDmREnT56ETqcziRHA\n", "6L2IjbCUnZ2N2tpa088dHR2IiYnhTfBsa2uDXC53SNwQghhRUlKCwsJCt14DH4hihIiIiAli7yUD\n", "1fTp0wVdg2YriMka7q7zswSZHDtapsGXoFRfXw+ZTIYZM2awvga1Wo2HH34YAHDNNdcIbtd6xYoV\n", "AEYnumwX8u4UHI1GI1avXo2amhrs3LkTlZWVnHa+hR5gaTQaIZPJ4OPjg9jYWNN7dPbsWXz//feY\n", "PXu2KbjSHE8RfT0da9+BX3/91SP+/1x3fck9zBExIisrC4mJiXZLNbZu3YqCggJMmTIFsbGx8PX1\n", "5d0Z4czMgpGREXR1dYnOCCtYG6fJ75wJkw5k8fHxDjkjFAoFJBIJ5s6da3qMbRjpiy++iMrKStPP\n", "HR0dvLq7+AgMd7cY0d3djaNHj2LRokVuuwa+EMUIERGe8ERnwXjM7b3+/v5Yu3atoGvQbLWosoYQ\n", "yzTa2toQHBzMS+07EZTCwsIAAAsXLmQtKNXX1yM9PZ3TLkRRUREqKioAAF1dXYLatT5x4gRefPFF\n", "PPDAAzh9+rRTLOzO4k9/+hO+/PJLfPLJJ5g9ezYAbjvfQi/T+Pvf/44ff/wRO3bsQE1Njek9io+P\n", "x2WXXYZNmzY5ZK0VOb/hKkaQMcORe4V5i09rNDc344cffsCaNWsAjFrcExMTeXdGODOz4Ny5c6Bp\n", "WsyMsEFxcTEWLlwIiUSC4OBgpKamQqlU4vPPP3fqeZk6I7q7u9HX18fpHAqFAtnZ2ZDJZKbHIiMj\n", "WYmVERERpm4ywKh4xldbT4BfMYJrq2BHOXjwIGiaFp0RIiIiYykuLjZZ08LCwjw23TYmJgZpaWmM\n", "25C5A4PBgI6ODs5lGu4aQCxBOmnwYUEkgtJHH30EAPjggw9YT6Dr6+uRkZHB+txCLlXS6/VYtWoV\n", "0tPT8de//pXTQt6VgqO5ffpf//oXXnnlFWzYsAG/+93vHHrdsLAwDA4OCjLP4+eff8ZTTz2Fxx57\n", "DJdffrnF9ygqKspilyJPEn09GU8X3d3pjABGW3yeOnXKatvCjz/+GAEBAWNapE6ePJlXZ4Sz79Pk\n", "NcRuGtaRy+XYunUrjEYjPvjgA5w5cwY33ngjbrvtNtTU1DjtvCqVCn5+fggPD7d6DFmkcy3VIOGV\n", "5rAt0xiPUJ0Rg4ODbhP3S0pKkJCQgLS0NLecn09EMUJEhEfkcjk+++wzAKOLQE/ZdbVEeno6zpw5\n", "4+7LsEpHRwdomuZUptHf34/e3l4nXRl72traeOmkYc78+fMBjHYcYAtXMULIPP300zh58iT++9//\n", "IjAwkPPrmHcqAIApU6bwKjiOt09nZWXhzjvvxF133YV169Y5/PrEMSM0d0RPTw9uvPFGzJo1Cy+9\n", "9JLNY13VLULEMp78/3dEjKAoCtHR0Q6d/9JLL4VUKsWePXsm/I6maWzduhXXXnstQkNDTY8nJSU5\n", "LTPCGZBFJx/OCL1ebzfw01PZu3cvpFIprrzySlAUhc2bNyM1NRUrV65ET0+PU85JOmnY2vhwpOtM\n", "T08PampqJogRbMs0xkMyI/iCLzECgNtKNQ4cOIDCwkLBBwczQRQjRER4htQzc6m3FxJCd0YwsRta\n", "ghwvpFINPgbG8cTExCA8PBwnT55k9bz+/n60tLRwEiOEumv6/fff44033sArr7zicOq0eSlTSkoK\n", "Vq5cyavgON4+XVtbC5lMhnfeeYeXSQfZEROSGEHTNO655x50dHTg008/hZ+fn83jnd0tQsQ2nvz/\n", "T0hIgEqlwsjICKvnqdVqREdHQyqVOnR+4pi0VKpRXl6OU6dO4ZZbbhnzON/OCGffp4kzgo/MCABe\n", "W6qxb98+XHDBBabyzODgYHz55ZdQqVRYs2aNU9ybTEK/idDOxRnx888/g6Zpi2IEW9fN448/jptu\n", "ugkA8L///Q/33HMP6+uxhMFgQHt7u0eLEb29vaiqqvKKEg1AFCNERHiHiBGJiYluvhLHSE9Px6+/\n", "/gqDweDuS7EIkyAmS5DjhSRGkDINPqEoCpmZmaydEcQNw9UZYb5rSiaTf/7znzm9liOQMgeNRoNb\n", "brkFl112mSlYkw+ioqKQnp5u1W7NBWv26cDAQN52yogzQgghluT92bp1Kz755BP84x//YGU5dVa3\n", "CBFmeOL/PyEhASMjI+jo6GD1PLVazZvgsnz5cuzduxdDQ0NjHt+6dSsSExOxePHiMY8nJSWhpaWF\n", "tYBiixtuuAEAEB0djcDAQPj7++P//u//eHltvso0yPO9UYwwGo3Yv38/LrnkkjGPZ2Rk4D//+Q++\n", "+uorvPbaawD47XhCnBG2CA0NRVBQECdnhEKhQFhYGDIzM8c8Tso02AgsUqkUpaWlAIBZs2ZhypQp\n", "rK/HEmq1Gkaj0aPFiLKyMhgMBq8IrwREMUJEhHeam5sREhJimvR7KmlpaRgeHhZsf3MyALCdIJKB\n", "WEgdNZxRpgGAkxhRX18PgLsYYb5revLkSWRkZOD999/n9FpcGF/mMHXqVAwMDGDr1q2QSPgd8lJT\n", "Uy2KB3zDpw1TCGUa5u/RjBkzcNttt+GGG27AzTff7LZrEjk/4GpBb29v502MWLZsGfr6+nDw4EHT\n", "Y3q9Hp999hlWr149wX0xefJkjIyM8DZmDQwMYMOGDbj++utx8uRJFBcXY3BwEEePHuXl9bVaLYKD\n", "g8cEEHKBiNnemBtRXV2Nzs5OXHrppRN+97vf/Q5PP/00nnrqKWRlZfHa8YSJM4KiKM7lTOXl5Zg/\n", "f/6EsTYyMhJDQ0Po7+9n/Fo5OTlobm7mfawif5ejYoRMJkNQUJBDbVC5UlJSgujoaEyfPt3l53YG\n", "ohghIsIzLS0tHo5W7sUAACAASURBVO+KAEadEQAEmxuhUqkQGRnJesITEREBHx8fwTgjent7odPp\n", "eHdGAL+JEWx2I+rr6xEaGupwfWZUVBTkcjmefPJJfPXVV2N6hjuT8WUOWq0WsbGxTvn/pqSk8OqM\n", "cEWZixDECPP3SK1Wg6Zpl4g6IiJcxQi1Ws1bF5eZM2ciLi5uTIvPb775Bl1dXVi9evWE45OSkgCA\n", "t9yIt956CyqVCi+99BKioqKwZMkSzJw5kzfRWKPR8HK/8mZnxL59++Dv74+FCxda/P0LL7yA0NBQ\n", "1NbW8trxhIkYAXDLVqFpGgqFwpRXZQ55L9k4PLKzswGMdsHiE77ECIqi3Nbe05vyIgBRjBAR4R1v\n", "ESOSkpIglUoFmxvBxG5oCYlEIqj2nkRVd8Ziedq0aejq6mJlSSbhlXwNcn/4wx+QmJiIV199lZfX\n", "s4W1Moeenh6ndPNITU2FVqvlNWyMtHyjKAoymYz3cEASjOcuMcLae9TU1OT2jisi3o9cLodEIuEk\n", "RvDljKAoCpdffvmY3IitW7diwYIFE+ztwKgzAgAvLkWtVotXXnkFa9euNW04UBSFtWvXYvv27aYy\n", "U0fgS4zwZmfEvn37cOGFFyIgIMDi77u6uiz+zpGOJzRNM543xcfHs97xb2xsREdHx4S8COC3/BA2\n", "7+W0adMglUrx0Ucf4bbbbuOttLCtrQ1SqZSXQEx3iBF6vR7l5eVekxcBiGKEiAjvNDc3myYPnoyv\n", "ry9SUlIE7YxgmxdBiI2NFUyZBpkUO6tMA2DXUYPvThp+fn54/PHH8cknn7ByEfBZJ+ssiIuBz119\n", "uVyO1157DTRN44svvuA9HNDHxwcymUxQAZYiIq5CKpUiLi7OrWIEMFqqceLECbS0tECpVGLPnj1Y\n", "s2aNxWPDwsIQEhLCizPi5ZdfxsjIyIQcn1WrViEoKAibN292+BwajcbhvAhgdA4ik8m8zhlhMBhw\n", "4MABiyUa5vBdVtjV1YWhoSGnOSMUCgUA2HRGsBEj/P39kZmZif/973/417/+ZTfYmCltbW2Ii4tz\n", "OIwWcI8YUVFRgaGhIa/JiwAEKkbs3r0bl112GebOnYupU6ciKysLzzzzjOn3RqMRGzduRE5ODqZP\n", "n47k5GTceuutVmuptmzZgry8POTl5SErKwuvv/66U1JqRUQA73FGAKOlGkJ1RjgiRsTFxQnGGcGX\n", "ZdAS6enpkEgkrDpqOKOt5x133IGIiAi8/vrrdo8dn/nApk7W1d08UlNTAYDXUg0A2LVrF6Kjo+1O\n", "VrkSFhbmtgBLoXZcETl/YLvQMhgM6Ozs5FWMWLJkCSQSCfbs2YP//ve/8PHxMYVKjoeiKF46apw9\n", "exZvv/02HnvssQl/S0hICG6++WZs3rzZ4dBqrVbL23fZ0ZaQQqSyshI6nW5CeKU5zrhPsulAxlWM\n", "yMjIsHh9XMo0gNFSja6uLgQFBSEoKIjVc63BZ2C4O8SIAwcOICwsDDk5OS49rzMRnBixefNmrF27\n", "Fm+99RYqKytx+vRprFq1Ctu2bTMd88ADD2D9+vXYsmUL6urqUFNTgzNnzuDiiy+e0I9406ZNuP/+\n", "+7FlyxYcO3YMO3bswN/+9jc8+eSTrv7TRM4DhoeHoVQqvUaMEHJ7z/b2doecEUIRI5RKJWQymam9\n", "F5/4+/sjJSWFsTOit7cXSqWSdzEiKCgI69atw5YtW+wO3OMzH9jWyZJuHr6+vggMDOS9zMGc2NhY\n", "BAQE8C5G7Ny5E8uWLeNl58YSYWFhbnVGFBcXIykpCRRFIT4+3qnvkYjIeNgutDQaDWia5i0zAhhd\n", "bF5wwQUoLi7Ghx9+iKKiIlPbXUskJSU57Iz485//jIiICDz66KMWf3/33XejtbUV3377rUPn4atM\n", "Axgt1fA2MWLfvn0ICQnB3LlzbR5nPpYFBAQ4fJ9k04EsISEBOp0OOp2O8esrFAqLJRrA6JgjkUhY\n", "v5dbtmzBU089xasQyGcrdXeIESUlJSgoKHDa/MAdCEqMaGlpwYMPPogNGzZgxowZpsfXrVuHd955\n", "B8DoDtR7772HP/zhD5g3bx6A0UTTV199FSdPnsS7775rep5Op8PTTz+NW2+9FXPmzAEwqiquW7cO\n", "f//733mfQIqIKJVK0DTtFWUawOjO+pkzZwTnJNJoNGhra+M8ORRamYYzSjQIbDpqEOGJbzECAO69\n", "9174+fnhjTfesHqMtTwBNnWypJtHeHg4HnjgAd7LHMyhKAopKSm8lmm0trbi6NGjuOKKK3h7zfG4\n", "W4yQy+XIzc1FQUEBqqurnfoeiYiMh60YQZxZfH5G1Wo1WltbsWPHDpw8eRLHjx+36QBz1Blx7Ngx\n", "fPTRR3j22Wchk8ksHjNr1izMmzfP4SBLvso0gFHHhlDGar7Yt28fCgsL4ePjY/M4MpbdcsstSExM\n", "dPg+ydYZAYBxboRer8fRo0etihESiYSTsBQcHIyOjg5e8h0IfIsRHR0dDruJmDI8PIxDhw55VV4E\n", "IDAx4j//+Q8GBwexYsWKMY8HBgZi6dKlAICff/4ZACbYU3JzcwEAX3/9temx3bt3Q6fTTbC6XnLJ\n", "JRgZGcEXX3zB+98gcn5Dwp+8yRkxMDDgltZFljC38Hd3d2Pz5s2cWl0RNbuzs9MJV8kOPgdGS7AR\n", "Ixxt62mL8PBw3HfffXj33Xdt1gDzMaj39fWho6MDWVlZDr+WPVJTU3kVtnfv3g2JRGIa85yBu8UI\n", "o9GIQ4cOYfHixWJphojLEYIYUVRUNEZcqKurs+kA4+qMINk7Tz31FNLT03HHHXfYPP7uu+/G7t27\n", "HRJY+SjTIGN9ZWUlvv32W17aWgoBvV6P0tJSViV4+fn5OHPmDHp7ex06t0qlQmBgICMXJtkgYTr3\n", "O3LkCIaHhy3mRRCioqI45UDxndfCtxhB0zSrkHBHqKqqQn9/v1flRQACEyMOHjyImJgYVFVVYenS\n", "pcjKysLMmTPx3HPPYXBwEMBv/dZHRkbGPJfYVerq6kyPkZ7JaWlpY44lPx8/ftw5f4jIeYu3iRHu\n", "au9pLbzQ3MIPjO7ks211pVarsWnTJuj1et56dzsCn/WLlpg2bRoaGhowNDRk99j6+npEREQ4bYH4\n", "8MMPw2AwmJxu4zly5IjF951tnSyZSE+ZMoXTdbKBbzFi165dmD9/vlMX6eHh4W4VI06dOgWtVosL\n", "L7zQbdcgcv6SkJAAtVqN4eFhRseTHWW+FkRcHGCTJ09GR0fHhFJka5gL95mZmdi1axeeeOIJ+Pr6\n", "2nzeDTfcgJCQEHzwwQeMzjOewcFB9PX1OXz/ImO9Xq/H4OAgL20tucB3kDL5m2zlRYxn5syZoGka\n", "1dXVDp2bdNJg0imLbQtchUKBgIAA08awJbjmf/DpjBgeHoZareZVjADgMvfOgQMHEBwcjFmzZrnk\n", "fK5CUGJEU1MTuru7cffdd+Pdd99FTU0N3nvvPbzzzjsoKioCAMydOxcURaGqqmrMc4nwYN5ijShV\n", "pJUZgfzsKiVL5PyhubkZMpkMYWFh7r4UXiABfa7KjbAVXqjRaCxeB9tWV0VFRSYHgEqlsjrJcVU3\n", "B1eUaYyMjDASlJwRXmlObGws7rjjDmzcuBFnz54d8//98MMPsXz5cixatAjz5883TT6ys7NZ18kS\n", "cYB8fp0JKdPgo5RpeHgY3333nVNLNAD3BlgCQGlpKSQSiVVLr4iIM0lISDC1OWSCWq1GUFCQ1fIG\n", "V5CUlAQAjFtvmgv35D774Ycf2n1ecHAwVq9ejQ8//JCxWGMOOZcjYgQbscZZ47QjQcq22LdvH6Kj\n", "o1mFD2ZlZcHX1xdHjhxx6NxsQr9DQkIgk8lYiRFz5861KXZxFSPmz5+P/Px81s+zBBEN+BIjyNzN\n", "VWJESUkJLrzwQruioqchKDGCKKDPPPOMaUd24cKFuP/++7Fnzx789NNPSE1NxV133YXPPvsMO3bs\n", "AE3TUKlUeOyxxxAcHGy1Z6+IiCsgnTSYKM+eQGBgIBITE3l3RjBxPpDwwiuuuAKvv/46Fi1a5LCA\n", "aG2Sc+rUKdMkz1mTEGu4okwDYNbe09liBACsWbMGWq0Wubm5pv/vgw8+iDvuuAN33HEHvvvuOygU\n", "Chw+fBgA8Oijj7LekWxsbIS/v79TRR5CamoqdDodLyFrpaWl0Ol0LhEj3OmMKC0tRW5urlNCW0VE\n", "7MF215dvmziXTgkkh4pJqYa1ce7XX39ltHBfu3Yt2tvbx5Q9M4XcB/nKjDBHrVZj8+bN6Ovr422c\n", "ZjMX4cOZsXfvXixevJhV204/Pz/MmDHDtOnKFeKMYAqbciZb4ZUErmUab7zxBu68807Wz7ME393L\n", "yH3BFWLEyMgIDh486HV5EQBgOz3FxZCJycyZM8c8Tn7++eefUVBQgHfffReZmZl44YUX8PjjjyMu\n", "Lg5PPvkk/vKXv6C/v9/0vOjoaABj3RLmP9uz/Tz88MMT0o1vuukm3HTTTRz+OpHzAW9q60ngs6OG\n", "Wq1GUVGRaaKUkpKC4uJiyOVyqxOoqqoqnDhxAldffTUMBsOERTUfLQE1Gg2Sk5ORk5MDpVI5ZlKj\n", "VCpxzTXXoLS01KFzWEKn06G3t9epYkRcXBxCQkIYiRGnT5/GkiVLnHYtwGg3JGD0PtzT02Oa6G3Y\n", "sAGPPPKISchLTExEQkICJyGsoaEBycnJvPdpt4R5e09HP4c7d+5EXFzchDGQb4QgRjgzE0NExBbu\n", "FiOA0U4J11xzzRgXly0HGJlXONrekwnZ2dm48MIL8Y9//APXXXcdq+fy4YwgYs34vILw8HA8/fTT\n", "eO211xAYGIjW1lbT79iO0/bmIpZK74gzg+vfptPpUFFRgdWrV7N+7qxZs3hxRpDgfybEx8czyoxo\n", "a2tDU1OTXTEiMjJygqvd1fAtRvj5+SEiIgINDQ1Wj+HjOwGMhtD29PQ4NS/i008/xaeffjrmMVe4\n", "KAUlRsyYMQPHjh2D0Wgc8zjJgyCPUxSFhx9+GA8//PCY426//XasXLnS9DOpqWloaEBeXp7pcfKh\n", "MX/MEhs3bsTs2bM5/jUi5yPNzc1jOsF4A+np6Th27Bgvr0V2GwhKpRKLFy/Grbfeip9//tmi8yE8\n", "PBxHjhxBSkoK1Go1qwnceKxNcnJzc3Hvvffip59+Qk1NzYTnOToJsQa5Dmfu4FMUxSjEsru7Gx0d\n", "HU51RlgTnCIiIrBmzZoJjqK0tDROYkRjY6NL8iIAmHY4f/31V7ut2uyxc+dOLF++3OkiChEjaJp2\n", "uYuro6MD9fX1eP755116XhERQlRUFHx9fd0qRpBOCUwXKgEBAYiNjWXkjLA2zrER7teuXYvVq1ez\n", "dsvxtfCyJtb09/fj1VdfxT//+c8Jz2EzTluaixQWFuKKK67Ajz/+6JSd7p9++gkjIyOs8iIIM2fO\n", "xKeffgqDwWC3C4c1nOWM+OGHHwCAkRjh7jatbW1t8PX15WUuRwQtnU6HN954A3v37jUJWua/tyR4\n", "caGkpAT+/v6sBCW2WNpwP3z4sKkjpbMQVJkGyYUYv/A5ceIEAOCCCy4AMPqFHp+CX15eDo1Gg7vu\n", "usv02PLlyxESEmL6ohD27t0LqVSKa6+9lve/QeT8RnRGWMfaQrS2thZ//vOfcfbsWYvWzhkzZpgW\n", "fGQCV11dzbklIOndHR8fj/j4eOTn5+P777/H2rVr8eabb/LaQsoefKv01mAiRjizk4Y9rJXXkday\n", "bGlsbHRJXgQwOsEKCQlxOMSyqakJNTU1WL58OU9XZp3w8HAMDw9Dr9c7/VzjOXToEACI4ZUibkMi\n", "kSA+Pp6xGMF2EceGqKgoxgsjNu09i4uLTRtykZGRyM/PZyXcX3fddYiMjMSbb77Jylqv0WhAUdQE\n", "VzFbrI31KSkpeOmllxx6P2yVa27btg0zZsywKGYnJSU5tIjdu3cvEhMTOY2xs2bNwuDgIE6ePMnp\n", "3EajEe3t7YwzIwD7YgQplbn33nshkUjw+9//3mapDCnTcGereFIWy4cITwQtg8GAvr6+CaU8fJf6\n", "HDhwAAsWLIC/v7/D1y40BCVGXHfddbjooovw8ssvm4KF6uvr8fbbb2PFihWmOpnnn38e69evNzkl\n", "mpubcc899+Cpp54a42SQyWR45ZVX8O9//9tUf9zY2IiNGzfikUcesVizJyLCFYPBAKVSaart9BbS\n", "09PR1dXlNEVbLpfj7NmzUCgUqK6uniAUWJpAsZnAWTqfNUGDSy2vI5CB3tnZBtOmTROEGMH2/8tF\n", "CKNp2qViBEVRSE1NdagVHjDaRUMqlTq9TAaAKWDXHSGWpaWlSExMNAXyiYi4Azb18M5wRnCBTXtP\n", "uVyOP/3pTwBGN/DYCvc6nQ7+/v549913WWUyaLVahIeHmxzNjmJprI+KirJ4f09MTHRonI6NjcXR\n", "o0fx8ccfo6yszDQXkcvloCgKF198MefXBkbDKy+55BJOC2Hi5OaaG3Hu3DkYDAZOYoQ18YAstvv6\n", "+mA0Gu0utiMjIzE8PIy+vj7W188XfGV0WRO0Dh06BD8/P/j4+Ixx3hDYBq4TjEYjfvrpJ69r6UkQ\n", "lBhBURS+/fZbXHbZZZg/fz5mzJiBK6+8EnfddRe+/PJL03FXXXUVysrKkJGRgblz5+LGG2/Eo48+\n", "ir/85S8TXvPee+/FO++8gzVr1iAvLw8rVqzAI488gr/+9a+u/NNEzgOUSiWMRqPXOSNImKyj7ghr\n", "C9H09HSTG4EP5wOb67E0cTF3TpAcmw0bNjjlGpRKJWQymdOD/DIzM6HRaCY4ysypr69HdHS0wzta\n", "9rDkTLG2Y5eWlgatVstq0azRaKDT6VwmRgCj9ktHnRE7d+7EhRde6PT/P/CbGOGO3IjS0lLRFSHi\n", "dhISEsZkDthCKGIEG2cEAFRXVyMmJgbTp09nfa6ioiIolUrQNM1qV9cZ5YyWMB9H5HI5fHx84Ofn\n", "x6gDSFRUlMV5WlpamunazecitbW1eOihh/Duu+9yDtHWaDQ4evQopxINYPSePWXKFM65EaTshG2Z\n", "Rl9fH3Q63YTfcWlPS5yv7izVcHZgeGhoKF588UW88sorvHbVq62thUaj8crwSkBgYgQwGmL55ptv\n", "4tdff0VtbS1OnTqF5557bkwbk4ceeghHjx7FmTNnUFlZidLSUqxatcrqa9566604fvw4jh07htra\n", "Wjz++OOu+FNEzjNINwZvEyPS0tIAgJeOGm+99RYoikJwcLDTnA+OMn4SkpKSgpdfftkp53L2wEhg\n", "0lGjvr4eU6dOdfq1sBGcuHz2iCjgqswIYNTZ4YgYMTg4iB9++MHpXTQI7hIj9Ho9KisrRTFCxO0w\n", "dUb09fWhv79fEGIEcUYwtbkfP34cOTk5rHfiuSw0zZ/rirF7/Dj9ww8/oLy8HI899pjd5+r1etA0\n", "DR8fH8jlckZzkWeeeQYURVnc9GTC/v37AYCzGAGM5kZwdUYQtzkbZwRxbDIJsWQC+Vy4omW6Nfia\n", "c1nbXMvOzsYTTzyBxx9/3GJ+HFeXbUlJCXx8fLBw4UIulyt4BCdGiIh4KkSM8LYyjdDQUMTExDjs\n", "jKBpGs899xwmTZqEmpoapzsfHIXsnmzYsAE7duzA7t27eT+Hq8SIjIwMUBRlV4xwZV4EE8HJETHC\n", "lc4IUqbBtRa2pKQE/f39Xi9GVFVVYWhoSBQjRNwOUzGCLOKclRnBhsmTJ6Ovr4+xU+z48ePIzc11\n", "8lWNRavVOqWtpzXIOLJo0SJs3LgRb731Fv71r39ZPZ6madx5552orq7GTz/9hNraWkZzkejoaDz5\n", "5JN47733bHZOsMa+ffuQkZHh0PyQdNTgMs5wdUYAlrvOREVFWXTx2Vpse5szwp7Lk/ye/M+nTZvG\n", "KreFoNFo8N1332HevHkICgri5dqFhihGiIjwRHNzM4KDg3m1ZgkFrl0NzPnyyy/x7bff4u2330Zy\n", "crLbnA9sWblyJRYtWoR169YxsoCyQalUOj0vAgACAwORlJQkKDGCCZGRkQgPD2ctRoSFhSEiIsKJ\n", "VzaWlJQU6PV608KFLbt27cKkSZOQnZ3N85VZhkwiXS1GlJaWIjg42OULJBGR8SQkJECr1doNcSU5\n", "CUIQzUnOCpPciL6+Ppw5c4bTd82R7CRXOSMsce+99+L222/H3XffjfLycovHvPTSS/j444+xdetW\n", "LFiwgJUL86GHHoJcLsczzzzD+tpIXoQjzJw5E+fOnePU3lWlUkEmkyE4OJjxc8jcxJIYMTg4CL1e\n", "j9DQUEYll4D7xQi9Xg+tVsubGGHP5Ul+f+LECYSHh+Pmm29mdR8hAaE5OTnYvn07mpqaGOW2eCKi\n", "GCEiwhOkk4arW+W5gvT0dIecET09PXjwwQdx9dVXm7rmeAoURWHjxo04ffo03nvvPV5f21XOCMB2\n", "Rw2tVgutVis4MQJgL4Q1NDS41BUB/ObC4FqqsXPnTlxxxRUuu3eEhISAoiiXB1iWlpZiwYIFnFvT\n", "iYjwBbnv2rOgC0mMILvqTBajNTU1oGkaOTk5nM5FdnXJQn327NmMdnXdKUZQFIVNmzZhzpw5WLly\n", "JZRKJTQajaks4PPPP8f69evx/PPP44YbbmD9+kFBQXj++efx2WefobKykvHzWltbcerUKYfFCNId\n", "hUtuBJeOMDKZDKGhoRbFiNdffx3Nzc0oKytjnPEVFhYGqVTqtjIN8l3ne85lT9CKjo5GXl6eqTMk\n", "U8y7cRiNRrS2tjrUjUPIiGKEiAhPtLS0eF2JBsFRZ8T69evR3d2Nt99+m8erch0zZ87EnXfeiWef\n", "fdZmCCRbXClG2Oqo4c62nvZg+9lrbGx0aV4EANMuIpeOGmfOnMGpU6dcVqIBjLY2DAkJcakzgqZp\n", "HDp0SCzREBEEtizo5qjValAUJQgnX1xcHHx9fRk5I6qrqyGRSCzWrTOB7Oru27cPAPDCCy8wEmRc\n", "XaYxHn9/f3zxxRcYGRnB1KlTkZOTg5ycHOTm5mL16tW46aabsH79es6vf8stt2DGjBl44oknGJVL\n", "aDQafP311wCAxYsXcz4vMPqZjY6O5pQboVKpWOVFEOLj4ycIdo2NjXjppZfwyCOPYMaMGYzdJRRF\n", "ISIiwm3OCFe1UrdEdnY2KzHCkdwWT0QUI0REeKK5udnrwisJ6enpUKlU6O3tZf3cyspKvPPOO3jh\n", "hRc8up3fiy++CJqm8eyzz/LyejqdDn19fS4p0wBGnRG//PKLxVITIkaQzilCgm17T1e29SSEhoYi\n", "MjKSkzNi165d8PX1xaWXXuqEK7NOWFiYS8WI06dPo7OzUxQjRAQBUzGivb0d0dHRgnDzSCQSTJo0\n", "iZEz4vjx40hPT3e4xjw7OxsBAQE4ffq03WNpmnarM4JAOmz09vZCqVRCqVSiuroavr6+2LJli0MO\n", "NB8fH7z66qvYt28f9uzZY/U4c4v9Y489hqCgIM6ZQgSKoky5EWzh4owALGerPPzww4iOjuYk6kRG\n", "Rp63YsSpU6cwODjo8nN7AqIYISLCE6RMwxvh2lHDYDBg7dq1yM3NxYMPPuiMS3MZMTExePbZZ/GP\n", "f/wD1dXVY+yfXHD1wJiZmQmDwWBxwVxfX4+4uDintxjlQnp6OlpbW+3WdgPAyMgIzp4963IxAuDe\n", "UWPnzp0oLCx0+f/e1WJEaWkpKIrC/PnzXXZOERFrhIeHIyAggJEzQgglGgTSUcMe1dXVvGSzSCQS\n", "ZGRkmARrW/T29mJ4eNjtYoS1NtbBwcHo6+tz+PWvvPJKXHTRRXjiiScwMjJi8Rhzi/3AwAD6+/t5\n", "sdhz7ajB1RkxXozYsWMHvvnmG7zxxhuQyWSsXy8qKsptO/ttbW0IDAx0S65bTk4ORkZGbOZ2meNI\n", "bosnIooRIiI8YDAY0NbW5rVlGmTHnKkYQRbqmzZtwpEjR/D+++8LYmfJUe677z6kpqbioosuMtk/\n", "8/PzOYUKuUOMACy39xRieCUhLS0NNE0zWui3trZieHjYLWJESkoK6zKNgYEB7N+/H8uXL3fORdkg\n", "PDzc5WJETk6OVwb8ingeFEUx6qghNDFi8uTJdp0RNE3z2kmDqRhBFpnuLNOwhUTCz5KHoii89tpr\n", "OH78ON5///0Ji2tnWuxnzZqFs2fPsnYX8OGMGBgYwIMPPoilS5fi2muvZf1agPudEQkJCW7JdcvK\n", "ygIAVqUaxcXFWLBgAYDRzQN7AaGejChGiIjwgEqlgtFo9FpnRHR0NEJDQ+3a5c2tiVlZWXjkkUdw\n", "yy234IILLnDRlToXPz8/+Pr6oqenx2T/LCsr47TjQeowXVWmMWnSJAQHB3ukGAEwE8KIYOHqzAiA\n", "vTNCo9Hgm2++gV6vd2leBMEdzgixRENESDARI1pbWwUloDFxRpDgRq7hleNhKkaQRaa7d25dsauc\n", "lpaGyMhIPPDAA2M2JfR6Pb799lucO3eOl/OMZ+bMmQCAY8eOMX7OyMgI1Go158yItrY20DSNV155\n", "Ba2trXjnnXc4L+iFIEa4g/DwcCQmJqK6uprxc+RyOd566y0AwLZt2+wGhHoyohghIsIDLS0tAOC1\n", "YgRFUYyCBM2tie3t7TAajaitrXXRVTofjUZjcQHHZcejra0NISEhnKyOXKAoymJHDZqmBS1GJCQk\n", "wN/fn5UYYWki6mxSU1PR1NRk1bZLMBfsbrvtNvj7+7tlJzEsLMxl3TQ6Oztx6tQpUYwQERS2xAjy\n", "PS0rK8N3333H2QHHN5MnT0Zra6vN+wxZ8PDljJg6dSqamprslsqRMdDdYgTwWzcQpm0n2VJUVASt\n", "Vguj0WjalMjOzkZsbCxuueUWSKXSCc/hQwyZOnUqAgMDWeVGaDQaGI1GzmUaAwMD2Lt3L/7617/i\n", "//2//+fQXMHdZRruEiOA0VINth01qqqq4OPjg4KCAiddlTAQxQgRER4gtklvLdMA7Lf3tGZNbG5u\n", "9sr0X0c5c+YMJ9ukI2RmZuLkyZNjHuvs7ER3d7dgxQiJRIIpU6YwEiMaGhoQHx+PgIAAF1zZWFJS\n", "UjA8PGx3iQ6jJAAAIABJREFUp9VcsOvv78fg4CBWrlzpoqv8DVc6Iw4dOgQAohghIihsiRHke2ow\n", "GNDf38/ZAcc3SUlJMBgMUKlUVo85fvw4goODeRNlMzIyQNO03XuwkMQI0g2EadtJNlib62i1Wtx1\n", "112oq6tDQ0ODU8QQqVSK3NxcVrkR5LPCdr6hVqvx4osvAgCWLVsGiqJw++23s3qN8ZyvzgiAfUcN\n", "YFSMyMrKcsucxpWIYoSICA+0tLQgKCgI4eHh7r4Up+Foe09vgA/7J9lx+/e//42mpiaX7rhZckYI\n", "ua0ngelnzx1tPQkkp8JWqYaQ2nW5UowoLS1FQkICkpOTXXI+EREmJCQkoKWlxWLNv6XvsRDa6pEN\n", "D1u5EdXV1cjJyeEtI4GMDfZKNbRaLXx8fFzm9mMC07aTfCCXy/Hkk09i2rRpThVD2HbUaG9vBwDW\n", "zoiioiLU1NQAGC31GBwcxKpVq1i9xniIGOFoZxEuCEGM+PXXX6HT6Rg/p7KyEnPmzHHiVQkDUYwQ\n", "EeEB0knDHcE4riI9PR1NTU1WWxOdL+m/xP7p6+uLwMBA1jseZMdNr9djaGjIpTtumZmZ6OjoGFPP\n", "KuS2ngQ2YoQ7wiuB30pDuHTUcAeuDLAkeRHefH8U8SzUajU++OAD9Pb2Ijs72yQKnzx5Ek888YRp\n", "ASc0SHtsW7kRx48f5y0vAhjdUZfJZHbbe5K2nt7+PWcz13GGGDJz5kzU1dVhYGCA0fFcnBHOEs6j\n", "oqIwPDzMqU28I/T29qKnp8ftZRoATAKPPfR6PU6cOIG5c+c687IEgShGiIjwQHNzs1eXaAC/dTWw\n", "1TGguLjY1LVBLpd7Zfov2fG49tprMX36dFY7Hu7eGbfUUaO+vh6TJk1yuB+9M0lLS0NDQ4PdPAZ3\n", "ihGBgYGIjY21+f0QkmBHnBHO3qEaHBxEZWWlWKIhIiiKiopMQqxKpUJZWRkyMzMxffp0fPPNN5g0\n", "adKE5whBWA8LC4NMJrPqjBgeHkZdXR1veRHAaN7Q1KlT7TojiBhxPuDsTApbzJo1CyMjI4wXte3t\n", "7QgLCxOE1Z/kI7m6VIMEhrtTjJg2bRokEgnjUo3q6moYDAbRGSEiIsIM4ozwZsjOua3cCLlcjtzc\n", "XOTk5KC2ttar03+zs7Nx9uxZd18GK6ZOnQpgohgh5BINYPSzNzw8bAqKtcTAwADa2trcJkYAzDpq\n", "kHZdFEUhJCTEbYJdWFgYRkZG0NfX59TzVFVVYXBwUBQjRASDNVG4t7cXmzZtQnNzM6qqqty22LQF\n", "RVE2O2qcPn0aQ0NDvIoRALOOGhqNRrBtPfnGmWUY9sjOzoZEImFcqqFSqf4/9u48Lqp6/x/468yA\n", "BAIqi4oCgoOAoIBCmpqFay4t2HKv3ro3/d72r/nLyrKor1aPSitvdTNb7FpX7bbfLLVcy3JXUBHc\n", "AAGRRVkVFNmGz+8P7pnrOCwDzJwzy+v5ePR4NJ85M3w+h/HDOe/5fN7vDueLsFbgXK1ghNKl1Fvi\n", "7u6OsLAws4MRcvJKS/9btkUMRhBZgDMEI8ypalBdXY0NGzbgvvvuc/hvSMLCwlBeXt6higRqfzPe\n", "vXt3BAUFGQUjMjMzbT4YYU55TzkwpFbOCKD599jWygig+SJ26dKlEELg+++/Vy1gJ5crbK+/XbV7\n", "9254eHggNjbWqj+HqKv8/f3xxz/+EW5ubqrebLYnKCio1WDE0aNHAcCi2zQA84IRFRUVDv93/1pK\n", "5qSQeXh4IDIy0uwklufPn+9UJQ1rrP6Qz5XSuVfkYIRSpdRbM3ToULPLe6akpDhF8kqAwQiiLtPr\n", "9SgqKnL4bRoajQY6na7NlRHr16/HlStX8Ic//EHBnqnDnBvklqxbtw5RUVEA1NnKcnVFDVsv6ykL\n", "CQmBRqNp81zLKxLUXBkREhJiVs6IrVu3wtfXF+PGjVOgV6ZKSkrw7LPPAgDGjx9v1SSqu3fvxsiR\n", "I+Hq6mqV9yfqKLX3/HdVcHBwq9s00tPTERgYiF69eln0Z4aHh6OoqKjNvf7OtE1DbXFxcWavjMjP\n", "z+9UcnVrBOTUXBnh5eUFLy8vRX/utTpSUSM1NdUp8kUADEYQddm5c+eg1+sdfmUE0H4iwS+//BKj\n", "Ro2yWEkxWyYHI9oKzrSkd+/emDt3LrRaLdLS0hT/xu3qihrnzp3D5cuXbT4Y0a1bNwQFBbUbjHB1\n", "dW1xr7dSQkNDUVBQgIaGhjaP27JlCyZOnGixbPcdlZSUZLggKi0ttVoSVSEE9uzZwy0aZHPU3PPf\n", "Ve2tjLD0qgjgvxU12ivv7SzbNNQ2bNgwHD16tM08SnLlrj179mDbtm2dDjpbMiDn7e0NrVarSjBC\n", "zS0asiFDhqCkpKTd34OcvNIZ8kUADEYQdZm8j90ZghFhYWGtXoxUVlZi06ZNmDlzpsK9UkevXr3g\n", "6+vb4WAE0JyzQafTdWrpZFdFREQgOzsber3eLsp6ytoLhOXk5CA4OBharVbBXhkLDQ1FU1NTm2X3\n", "KioqkJKSgsmTJyvYs/9SMonqgQMHUFpaymAE2Rxb3obRnuDgYJSWlrZYTSE9Pd0qe8zNKe/pjNs0\n", "1BIXF4fLly+3ef0hV+5qbGxETU2NopW7WiNJEnx8fFTZpmELwQg5UNje6ghnSl4JMBhB1GXyjYej\n", "b9MAmoMRubm5LUbjv//+ezQ2NuKee+5RoWfqCAsL6/A2DaA5T4Nc2UJpERERqK+vR15eHrKysiBJ\n", "kmGVhy1rLxiRm5urar4IwLzynr/88guampowadIkhXplnpqaGjQ2Nhq1lZeXt3nR2Nrz8jdyU6ZM\n", "AQAsWrTIattAiLrCFrdhtEcu73ltQt8LFy4gPz/fKsEIX19f+Pj4tFreU6/Xo7Ky0u7Opb2Ki4sD\n", "gFbzRqhduastPj4+TrsyQqfTwc3Nrd1gREpKitMkrwQYjCDqsoKCAri7u1t8j6Yt0ul0aGhoaPGb\n", "3y+//BKJiYmqJwhSUns5NFpz6tQpQ2ULpV1d3jMrKwtBQUF2kSBJDka0VopSzbKesuDgYEiS1GYw\n", "YuvWrYiIiFAteNnafvmLFy9i4sSJ2Lp1qyGYMHToUAwdOtRkeW97z8vfyMnJXQ8cOKD6N3JEjkKe\n", "O679OywnxrPGNg2g7SSWFy5cgBCCwQiF+Pn5ITAw0Oy8EbbEmYMRLi4uGDx4cLvBiNTUVAwZMsQu\n", "rs0sgcEIoi6SK2lIkqR2V6yutfKe58+fx/bt251mi4asrW0rramrq0NeXp5qKyOCgoLg7u5uCEbY\n", "wxYNoDkYUVVVhbKyshaft4VgRLdu3RAYGNhqhQohBLZs2aLaFg1ZS/vlN2/ejJ49e2Ly5MmIjIzE\n", "3r17UVxcjOLiYpPlvXKw4ernp0yZgr179+Lzzz/H8ePHTX6mLXwjR+QI5C2h1+aNSE9Ph6urq9X+\n", "trQVjJBvLpkzQjnDhg1rdWWEr69vi0krlarc1RZfX19F/xYIIWwmGAE0BwvNCUY4yxYNgMEIoi47\n", "e/asU2zRAGDYk3/tcvlvv/0WGo0Gd955p0o9U0dYWBiKi4tx+fJls1+Tk5ODpqYm1VZGaDQahIeH\n", "4+TJk8jKylKtHx3VVvWSyspKXLhwQfVgBNB2RY3Tp08jLy9P9S0aLe2Xnzx5Mn7//XesWrUKVVVV\n", "Jq85cuQI7rnnHkyaNAkpKSkmzx8+fBijR4/Gfffdh4sXLyoxDCKndN1116F3794mKyOOHj2KyMhI\n", "dOvWzSo/Nzw8vNVtGvLNpdo3us5ErqjR0mrBtLQ0nDlzBr169bK5JK1Kr4yoqqpCTU2NzQQj5Ioa\n", "ra3ydLbklQCDEURdJq+McAaurq4ICQkxWQ3w5ZdfYtKkSfDz81OpZ+qQV4rk5OSY/Rq5koVaKyPk\n", "n33y5ElkZ2fb1coIoOVghHzzr3bOCKD5m6fWghFbtmyBi4sLEhMTle1UK67dLy9JEm6//fYWE/nV\n", "19ejsLAQrq6ucHFxafG9du7cieLiYtxwww0mz9vCN3JEjiI4OLjFlRHW3GM+aNAglJWVGbZfXY3B\n", "COUNGzYMJSUlOHfunFF7YWEhpk+fjsjISOTn59tcklalgxFFRUUAYFPBiOrq6jYr4jhT8kqAwQii\n", "LnOmYARgmkjw7Nmz2LVrl9Nt0QA6V94zMzMTXl5e6NOnj7W61a6IiAjs378fV65csZtghLe3N/z9\n", "/dsMRtjKyojWtmls3boVo0aNUr3WeVtayykxYsQI7NmzBz/99JMhedrVIiIicOONN6Jv37744Ycf\n", "7LZsIpE9CAoKMloZIYRAenq61fJFAG1X1JCDEdymoRx5Hr46b0R1dTVuvfVWaDQabNiwAZ6enjaX\n", "pFXpbRq2Foxor6JGamqqUyWvBBiMIOoSvV6PwsJCp9mmAZjmSfj666/h5uaGO+64Q8VeqcPf3x9e\n", "Xl4dCkacOnUKERERquYYiYiIQF1dHQD7KOspa62iRm5uruGiS22hoaEoLi42KbvX2NiIX375RfV8\n", "EeZoKafE1cGE9p6357KJRPbg2pURZ86cQXV1tdVXRgAtByMqKirg4eHhNAn3bEFISAh69OhhyBvR\n", "2NiImTNn4vTp09i4caPNJhOXV0a0tk2ho9qr+iSvRrWV8xEYGAhvb29DwtlrOVvySgAwXWtJRGY7\n", "f/489Hq9062M+OyzzyCEgCRJ+PLLLzFt2jT06NFD7a4pTpKkDiexzMzMVDVPQ0lJCd544w3D49mz\n", "Z+OHH36wi5vF1oIROTk5CA0NtYkksvLqjDNnziAyMtLQfuDAAVRVVameL8IccjChtaXX7T0vs4Xg\n", "EJEjkldGyH+Hjx49CgBWDUZ4e3ujT58+LeaNKC8v5793hUmShLi4OOzbtw9lZWVYvHgxNm/ejJ9+\n", "+smqK2S6ysfHB42Njbh06VKXVgmWlJQgKSnJsBIxJCQE69atM1zLyM9nZGRAkiRMmDDB6Hm1SJJk\n", "yBvRkpSUFCQkJCjcK3VxZQRRF8h1vp0pGBEWFoaamhqcO3cO2dnZSElJccotGrKOBiPULOsJNFdC\n", "kC9cAWDfvn12U3axrZURtpAvAoBhi8O1WzW2bt2Knj172tVFRnvLe21t+S+RswgODsalS5cM+RuO\n", "Hj2KXr16WX0pemsVNcrLy7lFQ2ElJSXIzMzETz/9BJ1Oh/fffx9Lly61+dV38t+MruaNaKmqU0tV\n", "n6qrqyGEMHleTa1V1KitrcWxY8ecKl8EwGAEUZfIezadbZsG0JxI8KuvvkL37t1x6623qtwr9bR2\n", "g9ySyspKlJaWqpa8sry8vMV8BvZSdlGn0+HcuXMm1UtsoaynLDAwEC4uLiZJLLds2YIJEyZAq9Wq\n", "1DMichTyNYd8DSInr7T26rDWghEVFRUMTCosKSkJxcXF0Ov1hgpI//73v1XuVfvkoFVXrjlau5Y5\n", "dOgQZs6cib/+9a9GX7rIbOVaZ8iQIThx4gQaGhqM2uXklfb0pYUlMBhB1AUFBQW47rrrnOobAfmm\n", "Lzs7G19++SXuuOMOeHh4qNwr9YSFhSE/P9+Qg6Et8vJWeymnaWtaqqjR1NSEvLw8mwlGaLVaBAcH\n", "GwUjLl68iP3799vFFg0isn3BwcEAYMgbcfToUUWW5svlPa/d789tGsqy5y8W5Otla1TUEEIgJycH\n", "+/fvR21trcXf31KGDBmC+vp6k1W1cvJKW95mYw0MRhB1gVxJwxb2qivF3d0dAQEB+Oabb5CRkeHU\n", "WzSA5mCEEKLVco5XUzsY0VqlBHspu9hSMKK4uBh1dXU2E4wATCtq/Prrr9Dr9Ta/fJaI7EOfPn3g\n", "4uKCs2fPora2FpmZmYpk3x80aBAuXryIsrIyo3YGI8hcltim0dq1THx8PA4cOICMjAyMGDHC5Hlb\n", "udYZMmQIANOKGikpKU6XvBJgMIKoS86ePetUWzRKSkowevRolJeX46effoJWq22xzJ8zkbetmJM3\n", "IjMzE/369YOnp6e1u9Wq9ioh2LI+ffqge/fuRsEIOQhkKzkjgOYLnquDU1u3boVOp7OpgAkR2S+t\n", "VovAwEDk5+fj+PHjaGpqUiwYAZhW1KioqHCqFaJqs+cvFry8vKDVaru8gmPdunWGgEPPnj07XPVJ\n", "TX5+fujbt69JMCI1NdXp8kUArKZB1CUFBQU2dRNkbXJCIJler8fMmTOxe/duFXulroCAALi7u5uV\n", "N0Iu66kmcysh2CJJkkxydMg3/S1dmKklNDQUP/zwg+Hxli1buCqCiCxKrqghlwiMjo62+s+Ug+9Z\n", "WVkYPXq0oZ0rI5S3bt06zJgxw/A3MDQ01GZuttsiSZKhvGdX9O7dG5999hmioqKwZs0ak9xltn6t\n", "M2TIEKPynnLyykceeUTFXqmDwQiiLigoKMBNN92kdjcU0d4eRVub6JWi0WgwcOBAs1dG3HDDDQr0\n", "qn32+vtqKRjRu3dvdO/eXcVeGQsJCUFZWRkuXbqE0tJSZGdnG5VTJSLqquDgYOTn5+Po0aPQ6XSK\n", "rLjz8PBAYGCgUXnP+vp6XLp0yW7/ptgrW7/Zbouvr69FckYUFhYCAAYPHtzmz7JFQ4YMwcaNGw2P\n", "5eSVzrgygts0iDpJr9ejsLDQqbZpUMvMKe/Z1NSEzMxM1VdG2LtrgxE5OTk2tzpJ3o6Rm5uLrVu3\n", "QqPRYNy4cSr3iogcibwyQqnklbJrK2rIN8PcpqEOeyyx7OPjY5FEm0VFRQBg9ZK21jB06FBkZ2fj\n", "ypUrAJrzRThj8kqAwQiiTispKUFjYyMCAwPV7ooi7HmPorWZE4woLCzElStXWEmji3Q6Hc6cOWMo\n", "iWVLZT1lcn/y8vKwdetWjBw5Ej179lS5V0TkSIKDg1FQUIC0tDRF8kXIrg1GyN9wO/t1AJnPUisj\n", "ioqK0KtXL7i7u1ugV8oaMmQIhBA4fvw4gOZ8Ec6YvBJgMIKo0woKCgDAaYIRgG0nBFJTWFgY8vLy\n", "0NjY2Ooxp06dAsCynl2l0+mg1+sNJe1sMRjRp08fuLm5ITs7G9u3b2dJTyKyuKCgIDQ2NqK0tFTR\n", "b1PDw8ORlZVlKO9pj9sESF2WyBkBNH/J079/fwv0SHlRUVEA/ltRIzU1FQkJCWp2STUMRhB10tmz\n", "ZwHAqbZpyHsU09PTkZ6ejt27d6N3795qd0t1Op0OjY2NhhvklmRmZsLFxcXmbpztjVzeMzs7G3V1\n", "dSgoKLC5c6rRaBASEoJvv/0WlZWVTF5JRBYXHBxs+H+lV0ZcvnwZxcXFABiMoI6z5DYNe9yiAQCe\n", "np4YOHAgMjIycOXKFRw7dswp80UADEYQdVpBQQGuu+46p/wDbI97FK3JnPKep06dgk6ng4sL8wZ3\n", "RXBwMFxcXHD69Gnk5+dDCGFzOSMAoH///tizZw+8vLxarHdORNRZJSUleOCBBwyPZ8+ejZKSEkV+\n", "9rXlPeVvuLkVjcxlyQSW9hqMAJq3amRkZDh18kqAwQiiTisoKEBgYCAkSVK7K6SyoKAguLq6thmM\n", "YPJKy3BxcUFISAhOnz5tVNLMVpSUlGD06NHYt28fgOb+VlZWqtwrInIkSUlJOHjwoOHx3r17MWPG\n", "DEV+9sCBA6HRaAzBiPLycvTs2ZOBdjKbvE1D3urTWUVFRXa7TQP4b3nP1NRUp01eCTAYQdRpZ8+e\n", "dap8EdQ6efvF1VUernXq1Cnmi7AQuaJGbm4utFqtTW2VSkpKwt69e1FTUwMAqKysVOwmgYgcX3tl\n", "tq3Nzc0NAwYMMJT3dObS3tQ5Pj4+aGxsRHV1daffo6mpCcXFxXa9MmLo0KEoLCzE9u3bMXToUKdM\n", "XgkwGEHUafLKCCKg+Qa5tZURdXV1yMvL48oIC5GDETk5OQgKCrKZb+TUvkkgIlLC1RU1ysvLWdaT\n", "OkQOXnVlq0ZpaSkaGxvtfmUEAPz4449Ou0UDYDCCqNMKCgps6htZUldb5T1Pnz4NIQRXRliITqdD\n", "Tk4OcnJybDJfBBGRtdhCmW25ogbQfEPJlRHUEXLwqivBiKKiIgCw25URJSUlePDBBwEAjY2N+OWX\n", "XxTL+2JrGIwg6oSmpiYUFhZyZQQZhIWF4fTp02hqajJ5Ti7ryZURlqHT6VBTU4O9e/faVL4IW7hJ\n", "ICLHp3aZ7UGDBiE7OxtNTU3cpkEdJgcjurJisLCwEID9BiOSkpIMuaUAICcnx2m3dNrG2lYiO1NS\n", "UoKGhgYGI8ggLCwMdXV1KCwsNFkxk5mZCW9vb5ZBtRC5vGdhYaFNBSOA5puEGTNmGCXXVPImgYgc\n", "n1xmW62ymoMGDUJdXR3Onj2L8vJyxMbGKvrzyb5ZYptGUVERNBoN+vTpY6luKaa9LZ3OFtxjMIKo\n", "EwoKCgCA2zTIQL5BPn36tMnnQk5eycorlnH11gxbC0aofZNARM5Drfnl6vKe3KZBHeXp6QkXF5cu\n", "BSMKCwvRp08fm8kZRZ3HbRpEnXD8+HEA4MoIMggJCYFGo2kxbwTLelpOSUkJJk6cCI2m+c/XkiVL\n", "bHKfpa+vLy/QicghhYSEwMXFBZmZmU75TS51jSRJ8PHx6dI2DXsu68ktncYYjCDqgJKSEowePRqP\n", "P/44AOCOO+6wyRshUp6bmxuCg4NbDEawrKflyKUz5dwc6enpTrvPkohIDS4uLhg4cCCOHDmC+vp6\n", "p7yBoq7x9fXt8jYNe80XAaif98WWcG0LUQfIN0KyvXv3YsaMGdi9e7eKvSJb0VJFjYqKCpSVlXFl\n", "hAVwnyURkW0YNGiQIQEfS3tSR/n4+HR5m8bo0aMt2CNlcUvnf3FlBJGZ2rsRIpIralwtMzMTALgy\n", "goiIHEZ4eDiOHTsGwLlvpKhzLLFNw55XRsi4pdNGgxGbNm3CxIkTkZCQgPDwcERHRyM5OdnomNra\n", "WrzyyitISEjA8OHDERISgsTERGzbts3k/VatWoXY2FjExsYiOjoab775JoQQSg2HiJyETqdDdna2\n", "0fwiByPkhF/UedxnSURkGwYNGmTYLsf5lzqqK9s06urqUFpa6hDBCLLBYMQnn3yChx9+GH//+9+R\n", "kpKCzMxM3Hvvvfjmm28MxzQ0NGDq1KnIysrCzp07cejQIaSnp+PSpUs4cOCA0fu9//77mDt3Llat\n", "WoW0tDRs2LABy5Ytw8KFC5UeGtk53ghRe8LCwnDp0iWjPCKnTp1C//794enpqWLPHAf3WRIRqe/q\n", "ADu3aVBHdWWbxrlz5wDAbhNYkjGbyhlRUFCAefPm4Z///CeioqIM7fPnz0dCQoLh8XvvvYf09HT8\n", "/PPPuO666wAAXl5eWLNmjSHDOgBUV1fj+eefx5w5cxAfHw+g+cZx/vz5eOGFF/DII4/YXFk4sm3r\n", "1q3DjBkzkJubC6D588QbIZKFhYUBALKzsw21r1lJw7K4z5KISH3y1kOtVgtvb2+Ve0P2pivbNIqK\n", "igCAKyMchE2tjFi9ejXq6uowffp0o3Z3d3dMnjzZ8PjDDz/ExIkTDYEI2eDBg40u+jdt2oTq6mpM\n", "mDDB6Ljx48dDr9fju+++s8IoyJHJN0Lp6elIT0/H7t270bt3b7W7RTZi4MCBAGCUNyIzM5P5IqyA\n", "+yyJiNRRUlKCmTNnAgCEEBgzZgwri1GHyNs0OrNtvrCwEABXRjgKmwpG7Nq1C/7+/khNTcXkyZMR\n", "HR2NuLg4LF68GHV1dQCaJ8Ds7GwEBgZi6dKlGDFiBCIiIjBp0iT8/PPPRu935MgRAM37uK8mPz56\n", "9KgCoyJHxBshaomHhwf69etnqKjR1NSErKwsrowgIiKHcXVlsaamJkNlMSJz+fj4QK/Xo7q6usOv\n", "LSoqgpubG3r16mWFnpHSbCoYkZ+fj4sXL+KRRx7BihUrcOzYMXzwwQdYvnw5kpKSDMcAwEcffYS8\n", "vDzs3LkTGRkZGDNmDG699VZ8+eWXhvcrLS0FAJPlY/Jj+XkiIku5urxnQUEBrly5wpURRETkEFhZ\n", "jCxBzjPSmc9MYWEh+vfvD0mSLN0tUoFN5Yyora1FXV0dkpOTDXuvR40ahblz5+Lll1/Gzp07DR88\n", "FxcXvP3223BzcwMALFq0CKtXr0ZycrJh6VhXPfHEE+jZs6dR26xZszBr1iyLvD8ROZ6wsDCkp6cD\n", "aE5eCbCsJxEREZFMXl1cUVHR4fx9jlLW09Z88cUX+OKLL4zaLly4YPWfa1PBCC8vLwBAXFycUbv8\n", "+ODBg5g4cSKA5iy+V+eMkCQJMTEx+PHHH1FRUQEfHx/4+fkBAKqqqozeT37s7+/fZn/eeecdDB8+\n", "vAsjIiJnExYWZkhqmpmZCVdX1xarsBAREdkbubJYcXGxUTsri1FHyCsjOlNRg8EI62jpC/dDhw4Z\n", "ikBYi01t05AraMh1i2VardbQPmjQIGi1WpNjrj0OAIYNGwYAyMnJMTpOfhwbG2vB3hMRNeekqays\n", "REVFBU6dOgWdTgcXF5uK+xIREXUaSyxTV1limwY5BpsKRsh5IdLS0ozaMzIyAAAjRowwVNbIysrC\n", "lStXTI4LDQ01rIiYOnUqvLy8sG3bNqPjtm/fDq1Wi7vuustaQyEiJyVvMTt9+jTLehIRkcNhZTHq\n", "Kk9PT7i6unJlBNlWMOLuu+/GjTfeiNdeew3nz58HAGRlZeG9997D9OnTcdNNNwEAXnvtNej1erz4\n", "4ouG177//vvIzs7GkiVLDG2enp54/fXX8dlnn+HQoUMAmhPsvPPOO3jyySe5dJqILE6u1pOdnY1T\n", "p04xXwQRETkkVhajzpIkCT4+Ph0ORlRXV6O6uporIxyITa0dliQJGzduxAsvvICRI0fCw8MDer0e\n", "Dz30EJKTkw3HxcbGYseOHXjuuecQEhICFxcX9OvXDxs3bsSUKVOM3vOxxx6Du7s7Zs+eDUmS0NDQ\n", "gCeffBILFixQenhE5AR69OgBf39/ZGRk4MyZM1wZQURERHQNHx+fDm/TKCoqAgCujHAgNhWMAJqT\n", "WL777rt499132zwuISEBW7duNes958yZgzlz5liie0RE7QoLC8PmzZshhODKCCIiIqJr+Pr6dnhl\n", "RGEoFZn6AAAgAElEQVRhIQBwZYQDsaltGkREjkCn0yE1NRUAuDKCiIiI6Bqd2aYhr4wICAiwRpdI\n", "BQxGEBFZmJzE0svLq90SwkRERETOprPbNHr06IHu3btbqVekNAYjiIgsqKSkBGvXrgUA1NbWYsyY\n", "MSgpKVG5V0RERES2o7PbNLhFw7EwGEFEZEFJSUnIzs4GADQ0NGDv3r2YMWOGyr0iIiIish2d3abB\n", "5JWOhcEIIiILKS8vR15enkl7bm5uh5ciEhERETkqORghhDD7NVwZ4XgYjCAiIiIiIiLF+Pr6Qq/X\n", "o6qqyuzXcGWE42EwgojIQnx9fRESEmLSHhoaCl9fX+U7RERERGSDfHx8AMDsrRpCCAYjHBCDEURE\n", "FrRu3TqMHj0aAQEBCAgIwOjRo/H999+r3S0iIiIimyEHI8zdxlpWVoaGhgZu03AwLmp3gIjIkfTu\n", "3Ru7d+82/HHliggiIiIiY/L1UV5eHhISEto9vqioCAC4MsLBcGUEEZEV+Pr6MhBBREREdI2SkhLc\n", "c889AIAHH3wQo0ePbrcMemFhIQBwZYSDYTCCiIiIiIiIFJGUlIQDBw4AAC5cuGBWGfSioiJIkoQ+\n", "ffoo0UVSCIMRREREREREZHWdLYNeVFSEPn36wNXV1Yq9I6UxGEFEREREREQ2q7CwkPkiHBCDEURE\n", "RERERGR1nS2DzrKejonBCCIiIiIiIlKEXAZdDj7Exsa2Wwa9sLCQySsdEIMRREREREREpAi5DPrR\n", "o0fh5uaG+++/H717927zNVwZ4ZgYjCAiIiIiIiJF9evXD2PGjMGvv/7a5nENDQ0oKSnhyggHxGAE\n", "ERERERERKS4xMRG///479Hp9q8ecO3cOQgiujHBADEYQERERERGR4saNG4eLFy/iyJEjrR5TVFQE\n", "AFwZ4YAYjCAiIiIiIiLFXX/99XB3d8eOHTtaPaawsBAAuDLCATEYQURERERERIpzc3NrN29EUVER\n", "unXr1mbpT7JPDEYQERERERGRKhITE7Fz5040Nja2+HxhYSH69esHSZIU7hlZG4MRREREREREpIpx\n", "48ahqqoKhw8fbvF5lvV0XAxGEBERERERkSoSEhLg4eHRat6IoqIiJq90UAxGEBERERERkSq6deuG\n", "G2+8sdW8EfI2DXI8DEYQERERERGRatrKG8GVEY6LwQgiIiIiIiJSzbhx43Dp0iWkpqYatV++fBkX\n", "L17kyggHxWAEERERERERqSY+Ph7du3c3yRtRVFQEAAxGOCgGI4iIiIiIiEg1rq6uGDt2rEneCDkY\n", "wW0ajonBCCIiIiIiIlJVYmIidu3ahYaGBkNbYWEhAK6McFQMRhAREREREZGqxo0bh8uXLyMlJcXQ\n", "VlRUBG9vb3h6eqrYM7IWBiOIiIiIiIhIVcOHD4eXl5dR3giW9XRsDEYQERERERGRqlxcXEzyRhQV\n", "FTEY4cAYjCAiIiIiIiLVJSYmYvfu3aivrwfQvDKCySsdF4MRREREREREpLrExETU1NTg4MGDALgy\n", "wtExGEFERERERESqGzZsGLy9vbFjxw4IIVBUVMSVEQ6MwQgiIiIiIiJS3dV5IyoqKlBXV8eVEQ6M\n", "wQgiIiIiIiKyCePGjcOePXuQm5sLAFwZ4cAYjCAiIiIiIiKbkJiYiCtXrmDdunUAwJURDozBCCIi\n", "IiIiIrIJcXFx6NGjBz7//HMAQN++fVXuEVkLgxFERERERERkE7RaLW666Sbk5eXBz88P3bp1U7tL\n", "ZCUMRhAREREREZFNKCkpQXp6OgDgwoULGD16NEpKSlTuFVkDgxFERERERERkE5KSkpCXlwcAaGxs\n", "xN69ezFjxgx1O0VWwWAEERERERERqa68vNwQiLhabm4uysvLle8QWRWDEURERERERESkKAYjiIiI\n", "iIiISHW+vr4ICQkxaQ8NDYWvr6/yHSKrclG7A0REREREREQAsG7dOsyYMQO5ubkAmgMR33//vcq9\n", "ImtgMIKIiIiIiIhsQu/evbF7925DjgiuiHBcNrlNY9OmTZg4cSISEhIQHh6O6OhoJCcnGz3/5z//\n", "GbGxsRg+fDgiIiJw6623Yv/+/S2+36pVqxAbG4vY2FhER0fjzTffhBBCqeEQERERERFRB/j6+jIQ\n", "4eBsLhjxySef4OGHH8bf//53pKSkIDMzE/feey+++eYbwzFLlizB+fPnsXPnThw6dAjp6eno2bMn\n", "Jk6ciKysLKP3e//99zF37lysWrUKaWlp2LBhA5YtW4aFCxcqPTQiIiIiIiIigo0FIwoKCjBv3jy8\n", "9dZbiIqKMrTPnz8fy5cvNzweNmwYXn31VXh7ewMAunXrhqeffhqXL1/G5s2bDcdVV1fj+eefx5w5\n", "cxAfHw+gec/R/Pnz8be//c2wD4mIiIiIiIiIlGNTwYjVq1ejrq4O06dPN2p3d3fH5MmTDY/ffvtt\n", "XH/99UbHVFVVAQD8/f0NbZs2bUJ1dTUmTJhgdOz48eOh1+vx3XffWXoIRERERERERNQOmwpG7Nq1\n", "C/7+/khNTcXkyZMRHR2NuLg4LF68GHV1da2+7sSJE3j66acxbdo03HPPPYb2I0eOAAB0Op3R8fLj\n", "o0ePWmEURERERERERNQWmwpG5Ofn4+LFi3jkkUewYsUKHDt2DB988AGWL1+OpKQkk+N//PFHBAUF\n", "YciQIRg6dCjWrl0Ljea/QyotLQUAw3YOmfxYfp6IiIiIiIiIlGNTwYja2lrU1dUhOTkZYWFhAIBR\n", "o0Zh7ty52Lx5M3bu3Gl0/O23346zZ8+isLAQVVVVGDJkCDIyMtToOhERERERERGZyUXtDlzNy8sL\n", "ABAXF2fULj8+ePAgxo4da/K6vn37YvXq1ejXrx8ef/xx/PrrrwAAPz8/AP/NJyFrKb9ES5544gn0\n", "7NnTqG3WrFmYNWuWuUMiIiIiIiIisllffPEFvvjiC6O2CxcuWP3n2lQwIioqCmlpaWhqajJq12q1\n", "AGBor6mpgYeHh9Ex7u7uCAsLQ0pKiqFt2LBhAICcnBzExsYa2nNycgDAqK0l77zzDoYPH97J0RAR\n", "ERERERHZtpa+cD906JChIqW12NQ2DTkvRFpamlG7vPVixIgRyMvLg5+fn0nAQq/Xo6CgwLAaAgCm\n", "Tp0KLy8vbNu2zejY7du3Q6vV4q677rLGMIiIiIiIiIioDTYVjLj77rtx44034rXXXsP58+cBAFlZ\n", "WXjvvfcwffp03HTTTQCac0ssXLgQ9fX1AID6+no888wzOH/+PJ5++mnD+3l6euL111/HZ599hkOH\n", "DgEAcnNz8c477+DJJ59ESEiIsgMkIiIiIiIiItvapiFJEjZu3IgXXngBI0eOhIeHB/R6PR566CEk\n", "JycDAPr374+VK1fi22+/xbBhw6DValFZWYlBgwbhm2++MVnt8Nhjj8Hd3R2zZ8+GJEloaGjAk08+\n", "iQULFqgxRCIiIiIiIiKnJwkhhNqdsDXy/pjU1FTmjCAiIiIiIiKnosQ9sU1t0yAiIiIiIiIix8dg\n", "BBEREREREREpisEIIiIiIiIiIlIUgxFEREREREREpCgGI4iIiIiIiIhIUQxGEBEREREREZGiGIwg\n", "IiIiIiIiIkUxGEFEREREREREimIwgoiIiIiIiIgUxWAEERERERERESmKwQgiIiIiIiIiUhSDEURE\n", "RERERESkKAYjiIiIiIiIiEhRDEYQERERERERkaIYjCAiIiIiIiIiRTEYQURERERERESKYjCCiIiI\n", "iIiIiBTFYAQRERERERERKYrBCCIiIiIiIiJSFIMRRERERERERKQoBiOIiIiIiIiISFEMRhARERER\n", "ERGRohiMICIiIiIiIiJFMRhBRERERERERIpiMIKIiIiIiIiIFMVgBBEREREREREpisEIIiIiIiIi\n", "IlIUgxFEREREREREpCgGI4iIiIiIiIhIUQxGEBEREREREZGiGIwgIiIiIiIiIkUxGEFERERERERE\n", "imIwgoiIiIiIiIgUxWAEERERERERESmKwQgiIiIiIiIiUhSDEURERERERESkKAYjiIiIiIiIiEhR\n", "DEYQERERERERkaIYjCAiIiIiIiIiRTEYQURERERERESKYjCCiIiIiIiIiBTFYAQRERERERERKYrB\n", "CCIiIiIiIiJSFIMRRERERERERKQoBiOIiIiIiIiISFEMRhARERERERGRohiMICIiIiIiIiJFMRhB\n", "RERERERERIpiMIKIiIiIiIiIFGWTwYhNmzZh4sSJSEhIQHh4OKKjo5GcnGx0zIkTJzBt2jQMHjwY\n", "ERERmDVrFoqKilp8v1WrViE2NhaxsbGIjo7Gm2++CSGEEkMhIiIiIiIiomvYXDDik08+wcMPP4y/\n", "//3vSElJQWZmJu6991588803hmPy8/MxduxYxMTE4MSJEzh+/DgkScLNN9+M6upqo/d7//33MXfu\n", "XKxatQppaWnYsGEDli1bhoULFyo9NLvzxRdfqN0FVXH8zj1+gOeA43fu8QM8Bxy/c48f4Dng+J17\n", "/ADPgbOP39psKhhRUFCAefPm4a233kJUVJShff78+Vi+fLnh8aJFiyCEwMsvvwwA0Gq1WLZsGXJz\n", "c/HOO+8Yjquursbzzz+POXPmID4+HgAQGhqK+fPn429/+xtyc3MVGpl9cvZ/fBy/c48f4Dng+J17\n", "/ADPAcfv3OMHeA44fuceP8Bz4OzjtzabCkasXr0adXV1mD59ulG7u7s7Jk+eDADQ6/X47rvvMGbM\n", "GHTr1s1wTEBAACIjI/HVV18Z2jZt2oTq6mpMmDDB6P3Gjx9veB8iIiIiIiIiUpZNBSN27doFf39/\n", "pKamYvLkyYiOjkZcXBwWL16Muro6AEBOTg4uXboEnU5n8vqBAwfi5MmTaGhoAAAcOXIEAEyOlR8f\n", "PXrUmsMhIiIiIiIioha4qN2Bq+Xn5+PixYt45JFH8MMPPyAsLAx79+7Fbbfdhv379+Pnn39GaWkp\n", "AMDb29vk9d7e3mhqakJFRQX69OnT6rHyY/l5IiIiIiIiIlKOTQUjamtrUVdXh+TkZISFhQEARo0a\n", "hblz5+Lll1/Gzp07odVqFevPiRMnFPtZtujChQs4dOiQ2t1QDcfv3OMHeA44fuceP8BzwPE79/gB\n", "ngOO37nHD/AcOPP4lbgXtqlghJeXFwAgLi7OqF1+fPDgQdx2220AgKqqKpPXV1VVQavVwsfHBwDg\n", "5+fX4rHyY39//xb7ERAQgH79+uG+++7r7FAchpz401lx/M49foDngON37vEDPAccv3OPH+A54Pid\n", "e/wAz4Ezj79fv34ICAiw2vvbVDAiKioKaWlpaGpqMmqXV0M0NTVBp9PBy8sLOTk5Jq/PyclBZGQk\n", "XF1dAQDDhg0ztMfGxhodB8Co7WoBAQFISUlBcXFx1wdFREREREREZGcCAgKcJxiRlJSEL774Amlp\n", "aRgyZIihPSMjAwAwYsQIaDQa3Hnnnfjxxx9RX19vqKhRXFyMkydPYtGiRYbXTZ06FV5eXti2bRtm\n", "zJhhaN++fTu0Wi3uuuuuVvti7RNPRERERERE5KwkIYRQuxMyIQRuvvlmlJeX45dffkGfPn2QlZWF\n", "m2++GfHx8Vi/fj2A5kSX8fHx+Otf/4olS5agsbER999/Pw4ePIhDhw7B09PT8J4rVqzAggULsHPn\n", "TgwfPhy5ubkYPXo0/vKXv2Dp0qVqDZWIiIiIiIjIadlUMAIAqqur8cILL+CHH36Ah4cH9Ho9Zs2a\n", "heTkZMP2C6A5ocZTTz2F3NxcNDU1Yfjw4Vi2bBn69etn8p6ffvop3n77bUiShIaGBsyZMwcLFixQ\n", "clhERERERERE9B82F4wgIiIiIiIiIsemUbsDRGq5cOEC7r33Xmg0GuTn56vdHZsnhMDo0aN5vhzU\n", "Rx99BI1Gg5deekntrqiG54DawjmQiOyZta57jx07BldXV4wbN85i72kt5p6DPXv2YNCgQXYxpo6w\n", "xXsfBiOuUltbi4ULFyIyMhKxsbG4/vrrDXkqnMGRI0dwxx13ICoqCjExMYiJicEbb7wBvV6vdtcs\n", "bsuWLUhISEBGRgYkSWr1uNraWrzyyitISEjA8OHDERISgsTERGzbtk3B3lpeTk4OFi5ciJiYGAwd\n", "OhSDBw/GtGnTsGvXrlZfs2bNGuzbt6/N82Uv8vPz8fzzz2PEiBGIj49HdHQ04uLi8N577xkdt2nT\n", "Jtx9992IjIxETEwMoqOjMX/+fJSWlqrUc+uorKxEcnIyALT4+z1x4gSmTZuGwYMHIyIiArNmzUJR\n", "UZHS3bSq9s7BypUrER8fb/gcTJo0Cb/99pvS3bSYvLw8eHp6YtiwYSb/7d692+hYR50HgeZ/4xMn\n", "TkRCQgLCw8MRHR1t+Bxcy5HmQACYPXs2BgwYYPL7Hzp0KDQaDdatWwfAsedBc697HHkONPccONoc\n", "KNu3bx+mTJkCnU4HnU6HMWPGtDq32fNcaO51b2c+6/PmzYNer7f5udGcc1BfX4/nnnsODzzwAMrK\n", "ylo97sKFC3j33XcxatQoREdHIzo6GiNHjsTq1autOYQuMWf8HZ3vV61ahdjYWMTGxiI6Ohpvvvkm\n", "OrzpQpDB3XffLaKiokR5ebkQQoj169cLFxcXsWHDBpV7Zn1nzpwRPXv2FPfee69oaGgQQghx4MAB\n", "4e7uLp588kmVe2d5iYmJIiMjQyxatEhIkiTOnDljckx9fb1ITEwUf/7zn0VNTY0QQoiqqioRHx8v\n", "Xn31VaW7bFG33HKLiI+PF8XFxUIIIRoaGsSjjz4qNBqN+OGHH0yOr6qqEoGBgeL2229v9XzZk08/\n", "/VR4enqKffv2Gdp++OEHodVqDb/b4uJiIUmSePHFF0VTU5MQQoi8vDwRFhYmQkNDRVVVlSp9t4b/\n", "/d//FUlJSUKSJPHSSy8ZPXfmzBnh6+srnn32WSGEEI2NjWLWrFkiLCzMac7Bu+++KzQajVi/fr0Q\n", "QoimpiaxYMEC4ebmJlJSUtTobpfl5uaKxMTEdo9z5Hlw5cqVIjg4WBw7dszQ9uqrr4pBgwaZHOto\n", "c6AQQsyePVv885//NGn/9ttvhZ+fn6irq3PoedDc6x5HngPNPQeOOAcKIcSuXbuEq6ur4XcrhBDv\n", "vPOOcHFxEVu2bDE61t7nQnOuezvzWf/mm2/E8OHDRXBwsBg3bpxVx9BV5pyDH3/8UcydO1fU1NSI\n", "AQMGtDqm119/XXh7e4uDBw8a2tasWSMkSRJPPfWU1cbQFe2Nv6Pz/fLly4W7u7thDsjJyRF9+vQR\n", "zzzzTIf6xWDEf+zYsUNIkiS+/vpro/YpU6YInU6nUq+Us2LFCiFJkjh8+LBR++233y769OmjUq+s\n", "R/5H1taEtGzZMuHr6yuuXLli1H78+HFx8uRJRfppLVOmTBHr1q0zarty5YpwdXUVN910k8nxCxYs\n", "EA899JBYvHixQ1yIb9q0Sbz88ssm7bGxsWL48OFCiOZJ2dfX1+SYlStXCkmSxKpVq6zeTyWkpaWJ\n", "gIAAceTIkRZvxGfPni18fHxEXV2doa2oqEhotdoWz6E9au8cjBgxQsTGxhq1VVRUCEmSxMKFC5Xs\n", "qsWYG4xw1Hnw7Nmzwt3d3eRvfk1Njdi8ebPJ8Y42BwohxN69e0VOTo5J+6RJk8TTTz8thHDsedDc\n", "6x5HngPNPQeOOAcKIcTNN98sevXqZfS7FUKI8PBwMXToUKM2e58Lzbnu7ehnvaamRoSGhoo9e/a0\n", "eeNuK8w5B3q93vD/bY1pyZIl4oknnjBpHzNmjHBzcxO1tbUW6rXltDf+jsz3VVVVwtvbWzz22GNG\n", "xy5ZskS4uLi0+LelNdym8R9ff/01AGDChAlG7ePHj0dOTg5SUlLU6JZitFotAKChocGovb6+3qiK\n", "iaMwZynZhx9+iIkTJ+K6664zapeXrtmz9evX44477jBqu+6669CrVy9cuHDBqD0zMxP//Oc/8dpr\n", "r3V86ZWNuuWWW/Diiy+atFdVVaF3794AgL59++LcuXMmx/Tv3x8ATM6TvZo3bx5eeeUV9OjRw+Q5\n", "vV6P7777DmPGjEG3bt0M7QEBAYiMjMRXX32lZFetpq1zAAAuLi4tzo3yc47MUefB1atXo66uDtOn\n", "Tzdqd3d3x+TJk43aHHEOBIAbbrgBoaGhRm2nT5/GL7/8gkceeQSAY8+D5lz3OPocaO61n6POgQcO\n", "HEBYWJjR7xYAhg4dioyMDJw+fdrQZu9zYXvXvZ35rC9ZsgRjxozBqFGjLN5fazDn2l+jMe/WeMGC\n", "BVi2bJlJe//+/dHQ0ICampoO98/a2ht/R+b7TZs2obq6usX7ZvmzZC4GI/7jyJEj6NGjB3x8fIza\n", "dTodAODo0aNqdEsxf/rTnxAdHY3Fixfj4sWLAICNGzdix44deOWVV1TunfJKSkqQnZ2NwMBALF26\n", "FCNGjEBERAQmTZqEn3/+We3udVlLFw8VFRUoKyvD+PHjjdqfeOIJJCcnw9fXV6nuKa66uhrPP/88\n", "rly5giVLlhjaWzpPp06dAgCHSGr01Vdf4dKlS/jrX//a4vM5OTm4dOmSYR682sCBA3Hy5EmTC1R7\n", "0945AIAXXngBubm5WLlyJYQQqK2txXPPPYfg4GA89thjCvbWss6fP4/7778fN9xwA8LDw3HHHXdg\n", "+/bthucdeR7ctWsX/P39kZqaismTJxvyxixevBh1dXVGxzrDHChbuXIlJkyYYPRv3lHnQXOuexx9\n", "DjT32s9R50BJklrMiyYHaU6ePAnAsedCWUc/62fOnMEHH3yAN954Q8lu2gyNRtNi4OLUqVOIiYlB\n", "r169VOhV15k73x85cgQATD4vnblvZjDiP0pLS+Ht7W3SLrc5QqKmtnh6euKXX36BVquFn58fAgIC\n", "cP/99+PDDz/E7Nmz1e6e4uQMsx999BHy8vKwc+dOZGRkYMyYMbj11lvx5ZdfqtxDy/vwww/h7++P\n", "5557ztC2fv165OfnY+7cuSr2zLqioqLg4+ODDRs24LvvvkNsbGyrxzY0NGDlypX485//jLi4OAV7\n", "aXk1NTV49tlnTZJ2Xk2e91qbG5uamlBRUWG1PlqbOecAAKZOnYp///vfePXVV+Hn5wdfX19kZmZi\n", "y5YtCAgIUKi3lqXVatHU1ISHHnoI+/btQ3p6OuLi4jB58mT84x//AODY82B+fj4uXryIRx55BCtW\n", "rMCxY8fwwQcfYPny5UhKSjIc5wxzoKyhoQGfffYZHn300XaPc4R50JzrHkefA8299nPEORAARo4c\n", "iczMTFy6dMnQJoRAWloagObVkoBjz4Wyjn7Wn3zyScyfP9+uf/+WtmfPHqSnp+Ott95SuysW09p8\n", "39rnpTP3zQxGEAAgKysLCQkJcHNzQ1lZGYqLi/HTTz/hueeew8MPP6x29xRXW1sLoDlC+Pbbb8PN\n", "zQ2urq5YtGgRBgwY0Gq2dXt16NAhvPXWW/jqq68M2xTq6urw1FNP4d133zV72Zo9On78OK5cuYL5\n", "8+dj/Pjxbf4RSU5OhoeHB1asWKFgD63j9ddfx9ixY+1meaU1mHsOVqxYgTvuuAOvvvoqysrKcPHi\n", "Rdx66624/vrrsXnzZoV6a1lBQUE4efIkxowZAwBwc3PDSy+9hISEBDz99NOor6936HmwtrYWdXV1\n", "SE5ORlhYGABg1KhRmDt3LjZv3oxdu3Y5zRwo+/777+Hq6orbb7+9zeMcZR7kdY/558AR50AAeOml\n", "l1BfX48nnngCV65cQWNjI5YsWWKoHiFvyXDkubAztm/fjqNHj+Lpp59Wuys2o7KyEv/zP/+DV199\n", "1WTrgj1TYr53/L+uZvLz8zNEQK8mt/n7+yvdJUW98MILKCwsxMqVKw37pkeMGIFnn30WK1euxNat\n", "W1XuobK8vLwAAIMGDTLaHyhJEmJiYpCbm2vX34Zc7cSJE5gxYwbWrl2Lm2++2dC+bNkyREdHtzip\n", "OtK+aaD5AmPOnDn4y1/+gueeew45OTkmx7z11lvYtm0btmzZgu7du6vQS8vJzc3Fhx9+iKVLl5o8\n", "d/Xv1s/PDwBanRu1Wq3J1jZ7Ye45qKysxJNPPonp06fj3nvvhSRJcHFxwcKFCzFw4MA2t3fYo5Ej\n", "R+LixYs4duyY4RsOR5wH5Tn+2m/25cf79+93qjkQaP7W98EHH2wz8OJI86A51z3ytZ8jzoFA++dg\n", "27ZtDj0Hjh07Fjt27EBJSQmGDh2KkSNH4vLly1i0aBEAIDg4GIBzXBOa+/e+sbER8+bNw7Jlyxwy\n", "p1xnVFdXY/r06fjDH/6AhQsXqt0di2lrvm/t89KZ+2b7zTpjYcOGDcO+fftQWVlptM9Hvilpa+m2\n", "Izh69Cj8/f3Rs2dPo/bw8HAAQFpaGiZNmqRG11QxaNAguLi4oKmpyeQ5eS9hS8/ZmyNHjmDGjBlY\n", "tWqVyQX3r7/+ioKCAgwbNszQJie2mTZtGrp164ZnnnkGs2bNUrTPllBbW4tu3bqZXHTHxsZCr9fj\n", "8OHDGDhwoKH9tddew/r16/Hrr7+2muTQnmzfvh3du3c3St4nJyP78MMPsW7dOkRGRuLzzz+Hl5dX\n", "i8GZnJwcREZG2u3FiLnnYP78+aivr28xQVl4eDjS0tJQVlZm+MNsL6qqqtCtWzeTZGxXz2+RkZGG\n", "7RzXsvd5MCoqCmlpaSb9v3pcjjwHXisrKwu7du3C2rVrWz3G0eZBc657JkyY4LBzIND+OThy5Ai8\n", "vLwccg6UjRo1Cj/++KNR2zPPPANvb2/ExMQAcI5rQp1OZ9Zn/dixY6isrMSiRYsMQRsAKC4uRnl5\n", "uWG+3LlzJzw9PRXrv1oqKysxZcoUJCUlGW1ztnftzffy7zknJ8foHrkz981cGfEff/jDHwAA27Zt\n", "M2rfvn07dDod4uPj1eiWYvr27YuysjJcvnzZqD0vL8/wvDPx8PDApEmTkJWVhStXrhg9l5GRgdDQ\n", "ULv9wyvbv38/kpKSsHbtWqNAREJCAgBg69atOHHiBA4fPmz4T86w/vPPP+Pw4cN2exE+ZcoUQ38o\n", "DTwAABA0SURBVAWdq8mf96t/t8nJydiyZQu2bdtmmJA3bNiAl19+WZG+WsMDDzyAvLw8o9/tTz/9\n", "BAB49NFHcfjwYXzxxRfQaDS48847sWvXLsONOtB80XHy5EnDvGmPzD0H8rYl+bNxtby8PLi7u9vl\n", "jdm8efPw9ttvm7SnpKSge/fuiI6ONlSWcMR5UM4LIe8Nl2VkZABoXiHiyHPgtT7++GPcdtttre7/\n", "dsR50JzrHkeeAwHzzoF8/edocyAAnD171qRanhACGzduxP33328INDnDNaFWqzXrsx4dHY2ioiKj\n", "efHw4cPo168frr/+esNjZwhElJaWYvz48bj33nuNAhEPP/wwDh06pGLPusac+X7q1Knw8vJq8b5Z\n", "q9XirrvuMv8Hml0E1Ancc889IioqSpSVlQkhhNiwYYNwcXERGzZsULln1rdu3Tqh0WjEgw8+KBoa\n", "GoQQQpw+fVqEhoaKgQMHisuXL6vcQ+uQa+3m5eWZPHfkyBHRvXt38dRTTxnali9fLjQajUltenvz\n", "22+/CS8vLzFv3jyxZs0ao/8kSWr1dW2dL3uSmJgoYmJijMaxY8cO4enpKW644QZDLeb/9//+n/Dx\n", "8REff/yx0Tl66KGHxOzZs9XqvlXk5uYKSZLE4sWLjdrPnDkj/Pz8xLPPPiuEEKKhoUH86U9/EoMG\n", "DRLV1dVqdNVqWjsHd955p3B1dRVbtmwxtK1atUpIkiQWLFigdDctYvbs2SIoKEhkZmYa2lasWCEk\n", "SRJvvPGGoc1R58GmpiYxduxYERUVJc6dOyeEECIzM1MEBASIW2+9tdXXOcoceLW6ujrh7+8vtm3b\n", "1uLzjjoPmnvd48hzoLnnwBHnQCGEWLNmjQgODhbFxcVCiObf7bPPPiuio6PFxYsXjY51lLmwrTms\n", "K5/1AQMGiMTERKv02dLMncfbGlNhYaEYPHiwmDRpkli7dq3R3Dh48GDx22+/WaPrFtHW+Dsy37//\n", "/vvCw8NDpKamCiGEyMnJEX379hXPPPNMh/rDYMRVamtrxcKFC0VERISIiYkRCQkJYv369Wp3SzE7\n", "duwQU6ZMEREREWLo0KEiKipKPPHEE6KkpETtrlncs88+K0JCQkTPnj2FRqMRgYGBIiQkxPAPSnbw\n", "4EExceJEMWDAAKHT6cTYsWPFzz//rFKvLWf48OFCo9EISZJM/tNoNCbHf/zxxybnKzQ0VFy4cEGF\n", "3nfdnj17xIMPPiiio6NFTEyM0Ol0YvDgweL55583/MFNS0sznI+WztGcOXNUHoVlVFRUiJCQEBEY\n", "GCg0Go3o2bOnCAkJEZ988onhmOPHj4upU6eKyMhIER4eLmbOnCkKCwtV7LVltXcOamtrxbJly0Rc\n", "XJyIjo4W0dHRYuTIkeLTTz81BK7sTXp6unjiiSdETEyMiI2NFQMGDBCjRo0S//rXv0yOddR5sKqq\n", "SsybN08MGDBADB48WISHh4tFixaJ+vp6k2MdbQ682r/+9S8RHh7e4nOOPg+ae93jyHOgOefAEedA\n", "IYQ4dOiQuOWWW0RwcLCIjY0VcXFx4qmnnmr137U9z4XmXvd29LN+yy23iJCQEOHq6irc3d1FSEiI\n", "eOCBB6w9nE4x9xyEhYWJkJAQ4eLiYhjTuHHjjI6ZP39+m3OjLQYj2ht/Z+b7VatWiaFDh4qYmBgx\n", "ePBgoy8zzCUJ4YBZmIiIiIiIiIjIZjFnBBEREREREREpisEIIiIiIiIiIlIUgxFEREREREREpCgG\n", "I4iIiIiIiIhIUQxGEBEREREREZGiGIwgIiIiIiIiIkUxGEFEREREREREimIwgoiIiIiIiIgUxWAE\n", "ERERERERESmKwQgiIiIiIiIiUhSDEURERFYSERGB3r17Q6PRwM3NDQEBAVi8eLHa3bIJERER8PX1\n", "hUajwUsvvaR2dyxuzpw5CAgIgEajwbhx49TuDhERkc1hMIKIiMhKTp06hYMHDwIAxowZg+Li4i4H\n", "I2bPng2NRoP8/HwL9FA9p06dwr///W8AgCRJKvfG8j799FMUFxcDcMzxERERdRWDEURERFYkhLD4\n", "ezrKza01zg0RERHZBwYjiIiI7IwQgjfyREREZNcYjCAiIlLBgw8+aJRTIDU1FePHj0ffvn0RFBSE\n", "hx56CNXV1YbjT506hYCAAHz99dcAgOuvvx4BAQEICAjA2rVrDccJIfDRRx8hPj4ePj4+8PHxwYgR\n", "I7By5co2f/6hQ4cwadIk9O/fHxqNBv7+/obntVotAgICsGLFCsPrQ0JC4O3tDXd3d4wfPx4AUFxc\n", "jBdffBHXX389AgMD0atXL0RFReHVV19FQ0NDl87Xtm3bEBAQAHd3d2g0Ghw7dgyPP/44wsLC0KNH\n", "D4wdOxYHDhwwek1iYmKLeSk+/fRTBAQEQKvVIjQ01NBeU1ODgIAA9OzZExqNBp999hn+9re/ITo6\n", "Gp6enoiPj8fGjRsBAP/4xz8QFxeHHj16IC4uztDemgMHDmD8+PEICgpCjx49MG3aNKSnp7d47Lff\n", "fosbb7zR8PuLjY3F0qVL0djYaDjm5ZdfNhpDbm4u7rzzTgQHB0Oj0UCj4SUeERHZOEFERERWk5ub\n", "KyRJEuPGjWvxeUmShE6nE3/84x9FWVmZEEKI9evXC61WK2bOnGly/P333y8kSRJnzpxp8f3+8pe/\n", "iG7duonPP/9c6PV6UV9fLz788EOh0WjEww8/3OrPnz59uigoKBBCCLF8+XIRGhoqhBBixIgRwtXV\n", "VRQWFpq89vbbbxdvvfWW4fE333wjXFxcxNq1aw1tGzZsEN27dxd//OMfTV7/66+/CkmSxEsvvdTi\n", "WFoye/ZsIUmSmDBhgvjtt9+EEEIUFxeLmJgY4eXlJUpLS42O37FjR6s/IyQkxDDOq3322WdCkiQR\n", "Hx8v1q5dK5qamkRZWZkYPny4cHFxEQsWLBBvvPGGaGhoEDU1NWLq1KnC1dVV5OXlmbyXJEkiJCRE\n", "TJgwQeTm5gohhMjJyRFxcXHC29tbpKenGx3/f//3f0KSJLFs2TJRX18vmpqaxHfffSc8PDzEtGnT\n", "RFNTk8kY/Pz8xC233CKOHz8uhGg+5xqNxuxzSkREpAYGI4iIiKzInGBEt27dRFFRkVH7DTfcINzc\n", "3ERjY6NRe1vBiO+++05IkiQef/xxk+fuueceIUmSOHDggMnPd3V1NdwoCyHEhQsXxJo1a4QQQnz6\n", "6adCkiTxf//3f0avO3PmjOjevbsoLy83tG3btk08+uijJj97wYIFQpIkcfLkSaP2zgQj5PG/+eab\n", "Ru0fffSRkCRJrF692uyfMWDAgBaDEfKYk5KSjNo/+eQTIUmSiIuLM2rftm2bkCRJLF261OS9JEkS\n", "Li4uIjMz06h9//79Jp+LlJQUIUmSuO2220zeRz6HX3/9tckYJEkSv//+u6FNr9eL999/3+Q9iIiI\n", "bAnX8BEREalMp9MhICDAqC0kJAT19fUoLS01+33WrFkDAJg2bZrJczfccAMA4McffzR5buDAgQgJ\n", "CTE87tGjB+677z4AwMyZM9GzZ0988skn0Ov1hmM+/vhj3HnnnfDx8TG0TZgwwWgrhywyMhIAWt2W\n", "0Bk33XST0eMBAwYAAAoLCy32M0aPHm30OCgoqMX2wMBAAMDZs2dbfJ+QkBAMGjTIqG3EiBHw8fHB\n", "77//jsrKSgAwbLfp6O/Pzc0NY8eONTzWaDR47LHHWh8Y0f9v715Cm2r6OI7/zqEX24bGtrQ5aQWv\n", "eAGhShURERLcdVNSUBdSLynetoqIVdBVxZVUxOCmILpxIVSoIIhdiOBCelM3ktZaQaJRBGslrZf+\n", "34U07xsTfdq+Nfo8z/cDWWTmnPnPmVmE/JkzAwB/gILf3QEAAP7tampqssqKi4slSZ8+fZpxO0+f\n", "PpUktbS0qKAg8yf+y5cv8vl8SiaTWfd5nvfDNhcsWKA9e/aoo6NDN2/eVHNzsz5//qzOzk7duHEj\n", "K8aVK1d09epVjY6OKpVKyXEcpVIpSd/2ZJgv34/ZXMbrr1RXV2d8Lyoqylk+Hfvjx48526mtrc1Z\n", "XldXp3fv3mloaEgbN25Mz19bW1vGHheS9PXrV/l8vpzJqUAgMIOnAQDgz8LKCAAAfrP53mywu7tb\n", "iUQi4/PmzRuNjY3p8uXLs45/6NAhSVIsFpMkdXV1qaamRps3b864LhqNav/+/Vq/fr36+/v16tUr\n", "JRIJdXR0zNOTzbzPMzE1NTWnGPM1XxMTEznLY7FY1vwlk0mNjY3p9u3bv6w/AADkE79eAAD8Q6xZ\n", "s0aS9OLFi5z19+7d0+jo6KzbXbVqlUKhkHp6ehSPxxWLxdIJimnv37/XtWvXVFZWpvPnz2vhwoXp\n", "OvuNx5AWFhZKUtZpHmam169f56UPiUQiq8zMlEgk5DiOVqxYIemv5+/hw4fp1RMAAPzdkYwAAOAX\n", "chxnXtsrKyuT9N8/1/fv31d7e7skaffu3ZKk69evZ9336NEjhUIhvX37dk5xDx8+LDPTkSNH1Nvb\n", "q5aWloz6wsJCua4rx3Gykg/Pnz+fU8z5ML2fw/d9ePDgwf993OhMjYyMKB6PZ5T19PRofHxc4XBY\n", "FRUVkr69XuM4Ts75SyaT2rp1q548eZKXPgMA8KuRjAAA4Bea/mP+s9UBs6mrr6+XJA0MDMjMFIvF\n", "1N/fL0lqampSNBpVV1eXLl68mN4/oa+vTzt27FBra6saGhpmFX9aJBJRIBDQrVu3tGvXrnRSZFpp\n", "aamam5s1Pj6uY8eOaXJyUtK31RgXLlz4aZy5rJyYaVuLFy/Whg0b1N3drd7eXknfEhPnzp1TVVXV\n", "nOZltuUVFRVqbW1Nr0oZGRnR0aNHVV5envEKy7p163TmzBn19fWpra0tvcdGPB5XJBJROBxWJBKZ\n", "cVwAAP5o+T28AwCAf4+VK1dadXW1ua5rxcXF5nmenT592szMTpw4YZ7nmeu6VlRUZJ7n2d27d21o\n", "aMg8z7OSkhJzXdeqq6stGo2m25yYmLC9e/daIBCwYDBo27Zts2fPnmXE7ezstE2bNlllZaUtWrTI\n", "GhoaLBaL2dTUVPqa/40/3bfvj7L83qlTp8x1XRscHMxZPz4+bsePH7fly5dbaWmpLV261Hbu3Gkn\n", "T540x3HM7/fb6tWr02NTWVlpruuaz+ezYDBow8PDP4w9MDCQNS4HDhwwM7PGxsastj58+JC+9+XL\n", "l7Z9+3arqamxYDBoTU1NNjw8bEuWLLGCggLzPM/a29vNzGzZsmXm9/vNdV3z+/1WX1//wxiTk5N2\n", "8ODB9ByXlJRYMBi0wcFB27dvX3p8w+Gw3blzx7Zs2WK1tbVWXl5ujY2N9vjx45zP2tXVZaFQyKqq\n", "qqyurs7Wrl1rZ8+etVQqlb7m0qVL5nmeFRQUpJ+hoaHhp/MHAMCfxDEjnQ4AAAAAAPKH1zQAAAAA\n", "AEBekYwAAAAAAAB5RTICAAAAAADkFckIAAAAAACQVyQjAAAAAABAXpGMAAAAAAAAeUUyAgAAAAAA\n", "5BXJCAAAAAAAkFckIwAAAAAAQF6RjAAAAAAAAHlFMgIAAAAAAOQVyQgAAAAAAJBX/wF4PjHIxin5\n", "DwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "lin5j\n", "N = 96\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABCQAAAKzCAYAAADGJdzIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3Xtcj/f/P/DH9c5hHY3SwamT0Ll3B9RKERtzKNucyqHG\n", "zIxNGJsZoW3ODG02JIcNm5HTmEPDyEIlchhF+FBRIhI6PH9/9Htf367e7+rdOfa8325uN9fr/bpe\n", "1+t6XYfe1/P9ul4vgYgIjDHGGGOMMcYYY3VIVt8VYIwxxhhjjDHG2H8PByQYY4wxxhhjjDFW5zgg\n", "wRhjjDHGGGOMsTrHAQnGGGOMMcYYY4zVOQ5IMMYYY4wxxhhjrM5xQIIxxhhjjDHGGGN1jgMSjDHG\n", "GGOMMcYYq3MckGCMMcYYY4wxxlid44AEY4wxxhhjjDHG6hwHJBhjjDHGGGOMMVbnGmRA4ty5c/Dz\n", "84ONjQ0cHBzg4OCAhQsXorCwUMwTGhoKU1NTyOVyyT9fX1+VZUZERMDR0RGOjo6wtbXFokWLQER1\n", "tUuMMcYYY4wxxhgroVF9V6C0W7duoXv37ujbty/Onz+PRo0a4cyZM/D29kZGRgaWLFkCABAEAfPm\n", "zcPIkSMrLDM8PByfffYZ/v77b7i4uODGjRtwd3dHZmYmFixYUNu7xBhjjDHGGGOMsVIaXA+Jffv2\n", "4dGjR5g6dSoaNSqOl7i5uaFXr174+eefJXnV6eHw+PFjzJgxA8HBwXBxcQEAmJubIyQkBEuXLsWN\n", "GzdqficYY4wxxhhjjDFWrgYXkNDQ0AAA5OfnS9JfvHiBxo0bV7q8AwcO4PHjx0qvcvTo0QOFhYX4\n", "/fffq15ZxhhjjDHGGGOMVUmDC0gEBATA1tYWoaGhePToEYDiXhNHjx7FvHnzJHkPHDiAXr16wcnJ\n", "CQ4ODvj000+Rnp4uyXPu3DkAgKWlpSRdsXz+/Pna2hXGGGOMMcYYY4yVocEFJHR0dBAdHQ0NDQ0Y\n", "GBjAxMQEo0aNwurVqxEUFCTm09LSgkwmw5YtW3Du3Dns3r0bsbGxcHFxwZ07d8R89+/fBwDo6elJ\n", "tqNYVnzOGGOMMcYYY4yxutPgBrW8du0aevbsic6dOyMzMxPNmjXD6dOn4e/vj5iYGPz4448AgM8+\n", "+0yynpmZGSIiImBnZ4ewsDD88MMP1a5LWloa0tLSql0OY4wxxhhjjDH2sjExMYGJiUmtld/gAhIz\n", "Z87EnTt3sGbNGjRr1gwA0LlzZ0yfPh0hISF477330KtXL5Xr2tjYQFdXFzExMWKagYEBACAnJ0eS\n", "V7HcsmVLlWWlpaXB1dUVd+/erfY+McYYY4wxxhhjL5tWrVrh7NmztRaUaHABifPnz6Nly5Z4/fXX\n", "JekdOnQAACQmJqJXr15IT0+HsbGx0voymQxFRUXislwuBwBcv34djo6OYvr169cBQJJWUlpaGu7e\n", "vYvNmzfD2tq6ejv1HzVp0iQsX768vqvxUuM2rB5uv+rh9qs+bsPq4farPm7D6uH2qz5uw+rh9qse\n", "br/quXz5MoYPH460tLT/TkDC2NgYycnJyM3Nhba2tpiempoqfg4UR2ru3LkjaZiUlBQ8evQIAwcO\n", "FNP69OkDXV1dHD58WJJ+5MgRaGho4N133y23PtbW1nB2dq6JXfvPef3117ntqonbsHq4/aqH26/6\n", "uA2rh9uv+rgNq4fbr/q4DauH2696uP0avgY3qOWkSZNQVFSEkJAQFBQUACjuzbBo0SKYm5vjnXfe\n", "EfN+8cUXePbsGQDg0aNH+Oijj/D6669jxowZYh4dHR18++23iIyMRHx8PADgxo0bWL58OSZPngwz\n", "M7O62znGGGOMMcYYY4wBaIA9JPz8/BAdHY358+fDzs4OTZo0QWFhIfz8/DBjxgxoaWkBAH755Rds\n", "27YNrq6uEAQBjx49gqenJ2JjY9G+fXtJmePHj4empiaCgoIgCALy8/MxefJkpYExGWOMMcYYY4wx\n", "VjcaXEACALy9veHt7V1unqFDh2Lo0KFqlxkcHIzg4ODqVo0xxhhjjDHGGGM1oMG9ssFeHcOGDavv\n", "Krz0uA2rh9uverj9qo/bsHq4/aqP27B6uP2qj9uwerj9qofbr+ETiIjquxINUXx8PFxcXBAXF8cD\n", "oTDGGGOMMcYY+0+pi2di7iHBGGOMMcYYY4yxOscBCcYYY4wxxhhjjNU5DkgwxhhjjDHGGGOsznFA\n", "gjHGGGOMMcYYY3WOAxKMMcYYY4wxxhircxyQYIwxxhhjjDHGWJ3jgARjjDHGGGOMMcbqHAckGGOM\n", "McYYY4wxVuc4IMEkzMzMYGtrC7lcDrlcDisrK8hkMpiamopptra2MDc3r++qlunRo0cIDQ1FYmJi\n", "hXnz8vIgl8thYmICmUwGW1tbTJ8+XSnf7t270bdvX9jZ2YltEBgYiPj4eKW8PXr0gKmpKWQyGays\n", "rDBixIga2S/GGGOMMcYYe5VwQIJJCIKA/fv3IyEhAQkJCVi7di0AYN68eWLaH3/8Uc+1LF92djbm\n", "zp2rVkBCU1MTCQkJGDduHABg//79WLBggfg5EWHMmDGYNGkSZsyYgaSkJCQkJOD8+fPo2bMnunXr\n", "hvDwcEmZ0dHRmDt3LgBg3bp12LRpUw3uHWOMMcYYY4y9GhrVdwVYw+Lt7Y3XXntNXCYipTyvvfYa\n", "fHx86rBWVaOq7pXNGxYWho0bN+LcuXOwsbER0zU0NBAcHIy8vDxMnDgRHTt2RM+ePau0bcYYY4wx\n", "xhj7L+IeEkwiMjIShoaG5eYxMjLC+vXrsWPHDrz55ptwcXGBXC5H586dsXXrVkne4cOHi68vHD9+\n", "HO+99x7kcjlkMhlCQkIAAM+ePcMnn3wCQ0ND2NnZ4a233sKePXvEV0VKvvJw9+5djBw5EmZmZujY\n", "sSNcXFzw+++/i5//8ssv6Nu3LwBg1qxZ4msmV65cqXRbZGdnY/78+XjzzTclwYiSxowZA11dXcyc\n", "ObPS5TPGGGOMMcbYfxn3kGBVtmbNGvj5+eHjjz8GAFy8eBHe3t7Q0tLCgAEDAACbN2/Ghg0bEBwc\n", "jK+//hqbN29Gy5YtMWfOHDx69AgAMH78eOzatQvHjh2DnZ0dMjIy0K9fPwDFr4qMHDkSAPDw4UN4\n", "enrCzMwMly9fhqamJvbs2QN/f3/88ssvGDJkCAICAvDGG2/A3Nxcsm5VHD58GHl5eXB3dy8zT5Mm\n", "TSCXy3Hs2DFkZWVBX1+/yttjjDHGGGOMsf8SDkjUEVdXV6Snp9fqNoyNjXH27Nla3UZJq1atkgxu\n", "aWtri549e+LHH38UAxLA/72+8P7776Nly5YAgKlTp+Lp06e4du0aNm7ciClTpsDOzg5AcQ+MSZMm\n", "KQ0GuWzZMqSmpuK3336DpqYmAKB///7o3r07vvzySwwZMkSyvepKTU0V61MeY2NjMT8HJBhjjDHG\n", "GGNMPRyQqCPp6em4c+dOfVejRmlqauLTTz/FqVOnkJ+fD5lMhlu3bpX5yoci4AAA2tra0NbWxoED\n", "B1BUVAQ3N7cy8yocPHgQWlpacHZ2VsobHR2N27dvo23btjWwZ4wxxhhjjDHGahsHJOqI4lf0l30b\n", "Crm5uejevTtatmyJ/fv3iz0fgoODcfToUZXr6OrqKqXdvXsXANC8eXNJerNmzZTyZmZmIj8/Xykg\n", "8eTJExgbGyMzM7NGAxKK3h8V9WxJT0+HTCZr0FOhMsYYY4wxxlhDwwGJOlKXr1LUhZiYGFy7dg3f\n", "fvutGIwAKv+6RKtWrQAADx48kKQ/fPhQKa+BgQEePHiAhISEKtS48nx9faGpqYmYmJgy8zx79gzx\n", "8fFwd3dHixYt6qRejDHGGGOMMfYq4Fk2WJU8f/4cACAIgiQ9LS1NKa087u7ukMlkOH36tCT9woUL\n", "Snl79+6N7Oxs3Lx5U5KenJyMgIAAFBYWAgAaN24M4P+CI5cvX0ZiYqLadVJo3rw5Pv/8cxw+fBgX\n", "L15UmWfdunXIzc3F119/XenyGWOMMcYYY+y/jAMSTC2lez688cYb0NfXx8qVK5GbmwsAiI6OxpEj\n", "R8rsJaEqvX379hg1ahQiIiLEIER6ejoiIiKU8k6aNAmWlpaYMGGCuM2HDx/i448/Rps2baChoQGg\n", "eBBKTU1N3L59GwAwd+5c7Nmzp0r7+dVXX2HkyJHo378/Tpw4IaYXFBQgIiICX3zxBdasWYNu3bqp\n", "vc+MMcYYY4wxxviVDVaOQYMG4dy5cxAEAbNmzcLPP/+MgwcPAijuPbBv3z5MnToVVlZW6NChAzp0\n", "6IDevXvj0KFDcHZ2xs8//4zw8HDs2bMHgiDg7bffhpWVFaKioiTb+f7776GjowNfX18YGRnBwsIC\n", "s2bNgq+vr6S3RbNmzXDixAl88cUXsLa2RosWLaChoYFhw4Zh6tSpYr5GjRph+fLl+Oabb/Dbb7/B\n", "2NgY48ePV7mPeXl58PDwQHp6uljHfv36YcGCBWKetWvXIioqCmFhYbh9+zaaNGmCFy9ewMXFBSdP\n", "noS9vb2kzB49eiAlJQWCIGDMmDHo2rUrNm3aVO3jwRhjjDHGGGOvEoH4J1yV4uPj4eLigri4OKVB\n", "FFnti4+Ph6urK37//XcMHDiwvqvDGGOMMcYYY/8pdfFMzK9ssHoXGhqKy5cvS9IUr284OTnVR5UY\n", "Y4wxxhhjjNUyDkiwevfvv/9i7ty5ePHiBQDg9u3bmD9/PgYPHsxTaTLGGGOMMcbYK4oDEqzeDR06\n", "FPfv34ejoyNsbW3h4+MDPz8/bNy4sb6rxhhjjDHGGGOslvCglqze+fn5wc/Pr76rwRhjjDHGGGOs\n", "DnEPCcYYY4wxxhhjjNU5DkgwxhhjjDHGGGOsznFAgjHGGGOMMcYYY3WOAxKMMcYYY4wxxhircxyQ\n", "YIwxxhhjjDHG1JCVlYWsrKz6rsYrgwMSjDHGGGOMMcZYOe7duwcPDw/Y29vD3t4eHh4euHfvXn1X\n", "66XH034yxhhjjDHGGGPl8Pf3x6lTp8TltLQ0DBw4ECdPnqzHWr38uIcEY4wxxhhjjDFWhqysLKSm\n", "piql37hxg1/fqCYOSDD2itq3bx/kcjkcHR1hZWWFmTNnVrmsyZMnw8rKCjKZDMeOHavBWpbtl19+\n", "gVwuh0wmw5w5c+pkm/8FPXr0gLGxMWQyvv2XZejQoTA1NYVMJsOtW7fquzqMMcYYY68s/kbKJPLy\n", "8iCXy2FiYgKZTAZbW1tMnz5dKd/u3bvRt29f2NnZQS6Xw9bWFoGBgYiPj1fK26NHD/HLvZWVFUaM\n", "GFEXu/KflpaWhkGDBuGjjz5CYmIitm7dipiYmCqXt3TpUqxduxYAIAhCTVWzXAEBAUhISKjWNlNT\n", "UxEaGoqbN2/WZNVeatHR0fjoo4/q7Di+jLZu3Yq5c+fWdzUYY4wx1kDo6+vDzMxMKd3c3Bz6+vp1\n", "X6FXCAckmISmpiYSEhIwbtw4AMD+/fuxYMEC8XMiwpgxYzBp0iTMmDEDSUlJSEhIwPnz59GzZ090\n", "69YN4eHhkjKjo6PFL/fr1q3Dpk2bKl2voKAgBAcHV2PP/ltOnz6NZ8+ewcfHBwDg4uKCP//8s1pl\n", "ElEN1KxupaamYu7cuRyQKIWIXsrjWZe4fRhjjDFWUlRUFGxsbAAAhoaG8PDwwM6dO+u5Vi8/HtSS\n", "qVTWl/GwsDBs3LgR586dEy9IANDQ0EBwcDDy8vIwceJEdOzYET179qywPHUJgsC/6FZCdnY2AKBp\n", "06ZiWuPGjeurOvWOHy4ZY4wxxlh1GBoaYuzYsZg2bRouXLgAQ0PD+q7SK4F7SDC1ZWdnY/78+Xjz\n", "zTclwYiSxowZA11d3WqNV1CWyj5UnjhxAnK5HE2bNkVwcDBWrlwJT09PGBkZ4Z133kFWVhYOHjyI\n", "Xr16wczMDN7e3khOTlYq58CBA+jatSusrKxgbm6OwYMHKw1qs2PHDrz55ptwcXGBXC5H586dsXXr\n", "Vkme4cOHi6+uHDt2DAMHDoSdnR3at2+PiIgItfYpPz8fc+fORceOHWFtbQ1LS0tMnToVT58+FfME\n", "BgZi9uzZAIC3334bcrkcq1atKrPMc+fOISAgAE5OTnB2doaTkxPmzp2LFy9eqMx///59BAYGQi6X\n", "Q19fHyNHjhQDIArfffcd5HI5XFxc4OjoiCFDhuD48eOSPHFxcejTpw/MzMxgaWkJb29v/PXXX+Xu\n", "/4ULFyTHVGH48OFK4yIsXrwYH3zwAYDi81Iul0Mul+PRo0cAis+nZcuWwdraWmzLKVOmIC8vr9w6\n", "AOodb6B4HAw3NzexHfr3749du3YBADw8PNC4cWM0b94czs7O4vkdGBgIQ0NDtG3bFr/88otkzIfE\n", "xET06dMHnTp1gq2tLf744w+lbSYnJ2PQoEEwNTWFk5MTnJyc8Nlnn6kciKm88kpfP+Hh4fDy8oKh\n", "oSFkMhlycnLE7Q0ePBimpqbo0KED3NzcsH37drGc69evQy6XQ1dXF927d8fWrVvh4+ODdu3awcfH\n", "B9euXQMAXLp0CdbW1pDJZGjXrh1Gjx4NoPg1MicnJ2hpacHGxkbMX9KyZctgZGQEmUwGBwcH/Pbb\n", "bwCAnTt3wtraGpqamnj33XcBAEePHoW/vz+cnZ3Ff+Hh4RXeX7755hu0b99eMo5KSkoKnJyclM7H\n", "kvWq6PxS51phjDHGWMOQlJQEGxsbDkbUJGIqxcXFEQCKi4ursTLv3r1LcXFxKv+lp6dL8t6/f7/M\n", "vLdv35bkffToEd29e7fG6klENHv2bBIEgW7evCmm/frrryQIAoWFhZW7ro+PDwmCQJmZmWLa+vXr\n", "SRAEOnbsWJXqExQURMHBwVVa18zMjFq3bk07d+4kouLj0KxZM+rWrRt9/vnnRET04sUL8vDwIB8f\n", "H8m6O3bsIA0NDfr++++JiKigoICGDh1Kbdq0oQcPHoj5evfuTatWrRKXk5KSSF9fn3bt2iUpLzIy\n", "kgRBoIEDB9Ljx4+JiGjFihWkoaFB165dq3Bf3nvvPWrbti0lJycTEVFGRgbZ2dmRl5cXFRQUKG2n\n", "5PEry/z58ykgIIDy8/OJiOjBgwfk4eFBISEhknx//fUXCYJAjo6OYl1v3bpFpqam5OvrK+bbvHkz\n", "GRkZ0f3794mI6Pnz5zR48GAKCgoS85w5c4Y0NTVpxowZYlp4eDg1atSI9u3bJ9muIAg0Z84cSZqZ\n", "mZnS+RAaGkoymUySdvTo0TLPu0mTJpG2tjadOXOGiIrb0sbGht5+++1yWquYOsf777//pqZNm4pt\n", "VVhYSCEhIZJzrG/fvmRubq5Uvru7u+TeExoaSoIg0Lhx48TjHBISQnp6evTw4UMxX2pqKunr61NQ\n", "UBAVFhaKdWvevDktX75czKe4vkuWN3nyZKXyiIrbulWrVuI18PDhQ2rRogU9evRI3N6IESPE7e3e\n", "vZsaNWpEq1evlpTj4+NDRkZGtHjxYiIqPi/c3d2pW7duYp7nz59TixYtaOTIkZJ1Hz58SG3atKEX\n", "L14otZXC3r17SRAE2r17tyQ9MjKSxo4dKy6PGzeOpk2bJi7/73//o/bt29N3330nWU9xzyp5DZV1\n", "Pqk6H9U5v9S5VhhjjDHWcHTt2pWGDx9e39WoM7XxTFwaByTKUBuNP3v2bAKg8t+SJUskedesWVNm\n", "3tIPigcOHKDZs2fXWD0VdS39ZXzhwoUkCAKtWbOm3HWHDh1KgiDQ2bNnxbTqBiRGjRpV5S/ppqam\n", "5OTkJEnr168fyWQySVBh0aJFJJPJxAfzoqIiMjU1JTs7O8m6t2/fJkEQaN68eWJacnKy+ECmMGTI\n", "EKWHW0U77NixQ0zLyMggQRBo7dq15e6HIiCwYsUKSfqOHTtIEATauHGj0nbUCUikp6crPYT+8MMP\n", "pK2trXL7X3/9tSR9xYoVJAgCRUdHExHRxx9/TB07dqSioiIxz8WLF2nLli3isre3NxkZGUmCKERE\n", "Dg4OZGlpKUlTNyChOGdV1bn0eZecnEwymYwmTJggSd+0aRMJgkB///03lUed471o0SJq1qwZ5eXl\n", "iWlpaWkUHh4uLm/fvp0EQaBDhw6JaZcvXyZHR0eV+xYfHy+mxcbGkiAIdPjwYTFt1KhR9Nprr1FW\n", "VpZk/WnTptEPP/xQbnmnT59WKo+o+PqxtraWpN28eZOKiopo1KhR1LRpU0nwkYhowIAB1KxZM3ry\n", "5ImY5u3tTfr6+pJjvmDBAsk1R0Q0YcIE0tLSopycHDHthx9+oE8//ZTKU1hYSK1bt6YBAwZI0j09\n", "PSk2NlZcvnXrFj19+lSSZ/r06WRjYyNJU3UNlXU+lT4f1T2/1LlWGGOMMVazMjMzlb67qKOoqIh0\n", "dXVp/vz5tVCrhqkuAhI8hkQd+vDDDzFgwACVn7Vu3VqyrOhSrErpLkLu7u5wcHComUo2AGfPnhW7\n", "2isopt6Ty+WS9P3798PY2LjCMjt06CBZbtGiBQwMDNC8eXMxTV9fH0SEjIwMtG7dGlevXsWtW7fw\n", "4YcfStZt06YN9PT0EB0dLb6aoqmpiU8//RSnTp1Cfn6+OF1gWd25OnXqJP7fwMAAAJCenl7uPigG\n", "pezSpYskvWvXruLnVZnBpFmzZlixYgV27dqFx48fQ0NDAw8ePEBeXh4yMjJgZGQkyV/6XHNzcwMA\n", "nDp1Ct27d0fPnj3x/fffw8PDAx9++CH69esHGxsb8TWfp0+f4u+//8Zbb70FDQ0NpX1Zs2YNrl27\n", "Bisrq0rvi7oOHz4MIsIbb7whSbezswNQPBCrp6dnmeurc7x9fHwwY8YMuLi4YPz48fDz80ObNm0w\n", "fvx4Mc+AAQOgr6+PiIgIccyV9evX4/3331e53YrOmz///BPm5uZo0aKFZL2SA9OWVZ5ihGhV56Gt\n", "ra1kuV27duL2LCwslEaX7tq1K/bs2YOYmBj06tVLTLe0tJQccwMDA8k1B0B8PWTLli0YO3YsACAy\n", "MhI//fSTyn1QkMlkGDVqFBYuXIj09HQYGxvj33//xcOHD9G5c2cxn66uLsLCwnDkyBE8ffoUGhoa\n", "SE9Px8OHD8stvzIqOr/++usveHp6VnitMMYYY6zm3Lt3D/7+/uJrrGZmZoiKilL79Yvbt2/j8ePH\n", "4t9zVjM4IFGHTExMYGJiolZeAwMD8YGjInp6etDT06tO1dRibm4OoOIH5/T0dMhkMjF/Zbm6uorT\n", "PSoEBwdDEAS1x1ooSRAEaGtrq5UGAIWFhQCAzMxMAMUj6v7zzz+SvLq6uigoKAAA5Obmonv37mjZ\n", "siX279+Pli1binU+evSoyjqV3LZi3APFdsuiqE/ph03Fw+D9+/fLXb8sY8aMwYEDB3DkyBE4OjoC\n", "ADZs2IDg4GA8f/5cKX/pc01Rnzt37gAoDqYdOnQIS5cuxdixY0FE6N27N5YuXQorKytkZ2eDiJT2\n", "o+S+ZGZm1mpAQtGWX331leRhvbCwEMbGxpIxOUpT93i7uroiJiYGixcvxmeffYaJEyfCy8sLixcv\n", "FoM4jRs3xrBhw7B27Vrk5ORAW1sb27ZtQ1xcnMpta2pqiv9Xdd5kZmbC0tJS7XaoqDyg+LrQ1dVV\n", "uX5Z2yt5HEsqfc2p2qazszPs7e2xfv16jB07FhcvXkR+fr5aQdfRo0dj/vz52LBhA6ZPn46IiAiM\n", "GTNG/JyIMGDAAGRkZODAgQPiPWrOnDmYM2dOheWrq6LzKzc3F0DF1wpjjDHGao6/vz9OnTolLqel\n", "pWHgwIE4efKkWusnJSUBAAckahgHJJjafH19oampiZiYmDLzPHv2DPHx8XB3d1f5wFlVVAuzJFRU\n", "piIgFBAQgCVLlpSZLyYmBteuXcO3334rPpyqU35lKerz4MEDSXpWVhYASLatrry8PGzduhXjx48X\n", "gxFA+XVXDApZevsle/n4+vrC19cXWVlZ2LRpE+bNm4c333wTN27cQPPmzSGTyZT2ozL7oqGhoVTH\n", "x48fl7tOSYq2XLp0Kfr376/2ekDljrerqyu2bt2KJ0+e4Ndff0VoaCh69eqF1NRUvP766wCKAxmr\n", "Vq3Czz//jLZt28LNza3K81kbGBiobNfaUtb2qnNOAsXT/E6ZMgWXL18ut8dIaRYWFvD29kZERASm\n", "TJmCbdu2IT4+Xvw8OTkZJ06cwOLFiyUBU3WvVUXvjtL5FQN8KlTm/CrrWrl+/TrPLMQYY4zVkKys\n", "LJUDfN+4cQNZWVlqffdKSkqCjo6O2FOU1QyeZYOprXnz5vj8889x+PBhXLx4UWWedevWITc3F19/\n", "/XWNbrs2vphXVGbHjh1hZmYmeaBR+Omnn/DDDz8AgNiLoHR5aWlpNVrv3r17A4BSbw3FsuLzyigo\n", "KEBRUZHKupfl/PnzkuXTp08DKJ41AgCWL18upunr62PSpEn48ssvcfPmTTx8+BBaWlrw8vJCfHy8\n", "2Muk5L5YWlqiffv25dbbyMhIfOhVuHLlitJ+KKY6VTxAxsXF4dq1a3jzzTchk8lUHttPPvkEf//9\n", "d5nbVvd4//LLL9izZw8AQEdHB++//z6WL1+OnJwcyR9EuVwOBwcHREREIDIyUu2Hb1V69+6N69ev\n", "K7XN3LlzsXTp0iqXW972UlJSlLb3zz//oFmzZuI5UVnDhw9Ho0aN8NNPP2H79u0IDAxUe93Ro0fj\n", "2rVrmD59Orp06SIJjFb3WlW8vlQyCHPv3j2lWWbUPb/Ku1ZKB/4YY4yxl01WVpbSd4SXWVJSEmxt\n", "bfkHgxrGAQlWrtK/BH711VcYOXIk+vfvjxMnTojpBQUFiIiIwBdffIE1a9agW7duapVX1XpUdl1V\n", "65dVZsn07777Dn///TciIyPFtH/++QezZ88Wx3J44403oK+vj5UrV4pdsaOjo3HkyBG1tlFRfRS8\n", "vb3x3nvvYcmSJbh+/TqA4oeh2bNnw8vLCwEBAZUuU1dXFz4+Pti2bRtu3LgBoPj9uNWrV5e5/oYN\n", "G8SpF2/duoWlS5fC19cXPj4+AIqnkpw/f744veGLFy9w8uRJODs7i70CFi1ahJycHEk3+dWrV+PS\n", "pUtYsWJFhfvRo0cPnDx5UgycHD9+HBcuXFDKZ2ZmBkEQcPv2bQDAxIkTERsbC3Nzc4SEhGDlypXi\n", "QyMRYfU7Q7jJAAAgAElEQVTq1di3bx9cXFzKbDN1j7eiF4VibIKioiIcP34crVu3VhojIDg4GHFx\n", "cTh79mylA0sltxkaGgpdXV1MmTJFfA3i7Nmz+P7779Uut3QblnX9KLanp6cn2d7evXvxxx9/YMGC\n", "BdDS0iq37LLSW7Zsib59+2LVqlVwd3cXzxt1vPvuu9DT08OyZcvEqUMVrK2tYWVlhbVr14qvOCUl\n", "JamcslVV3dq3bw9TU1NxWlEiwvz586GnpyfJp+75pc61whhjjL1s7t27Bw8PD9jb28Pe3h4eHh64\n", "d+9evdZJX18fZmZmSunm5ubiOHIFBQV4/vw5nj59ipycHGRnZyMrKwuPHj1Cbm4uLly4AFtb21rp\n", "uf2fVitDZb4C6mJE0Ybo6dOn5OTkRMbGxiSTycjGxkYyRZ7Czp076a233iIbGxtycnIiGxsbGjFi\n", "BJ0/f14pb/fu3aldu3Ykk8moffv2VZoqpyrTfl64cIGcnJyoadOm1KJFC3F6QU9PT2rRogU1bdqU\n", "5HI5/fvvvxQSEiLW0cbGhiIjI8VyDh06RJ6enmRqakouLi7Us2dPOnHihGRbsbGx5OXlRSYmJuTt\n", "7U0ffPAB9e3bl5o0aUJyuZwuXbpEH3/8sWQb27Zto5iYGHJyciKZTEbGxsY0aNCgcvcpPz+f5syZ\n", "Q1ZWVtSpUycyNzenKVOmSGYNCAgIkGxHLpdLZnooLS0tjYYMGUImJibUtWtX8vPzo5CQEBIEgWxt\n", "bWnjxo0UEhJC7du3J5lMRhs3biQ/Pz9ycHAQp2jMzs4Wyzt+/DgNHjyYbG1tSS6Xk62tLQUFBSlN\n", "TRsXF0e9e/cmU1NTMjc3p27duokzdRAR/fzzz5K26dWrl/hZTk4OBQYGUuvWralLly40c+ZMmjVr\n", "FgmCQE5OTrR9+3Yxb2hoKJmampK9vT0NHjxYMnXkypUrycbGhjp27EhyuZxGjBhBt27dKvcYEKl3\n", "vBMTEykoKEi8Ruzs7Ojdd9+lK1euKJV3//59atKkiWQaVAV/f3/xepTL5fT333/T9u3bycbGhmQy\n", "GbVr104yA0VycjINGjSI2rZtS05OTuTt7S05X9Ut78KFC+To6CheP05OTvTHH38o1U+xvXbt2lH7\n", "9u3J1dWVfvvtN/HzrKwscnR0JB0dHdLR0RHPx+nTp0vO002bNknK3bVrFwmCQAcPHqzweJQ2fvx4\n", "MjU1VfnZv//+S3369CFjY2Py9PSkYcOG0ahRo0gQBJLL5XT48GEaMmSIpG4rV64U1z916hQ5OzuT\n", "hYUF+fr60pEjR8jMzIxatGhBcrm8UueXutcKY4wx9jJxd3dXmiXQw8OjvqtFGRkZ1KZNG0m9ZDIZ\n", "CYJQ5uyGZf1r1KhRhbOyvQrq4plYIOIQjyrx8fFwcXFBXFxcmbNdMMZYTenYsSP27dtX4esq/xV3\n", "7tyBu7u7OMMOY4wxxhq+rKws2NvbK73+a2JiggsXLlR5nKyacPXqVTg4OKgctL0qYmJi4O7uXiNl\n", "NVR18UzMg1oyxlg9S0hIgKGhIQcjSvj1118RFBRU39VgjDHG2CsgJycH/v7+YjCiTZs2aNq0KVJS\n", "UmBubg4jIyNoaGhAQ0MDjRo1Ev8vk8lQWFiIu3fv4sKFC3Bzc4NMJkNBQUGZs5CxyuGABGOM1YOt\n", "W7ciNTUVn3/+ORYvXowJEybUd5Xq3cSJEzF48GC4ublhzZo1OHjwYH1XiTHGGGOVoBiroXQPCcVY\n", "DfWhqKgII0aMwOXLlwEUT2F/6dIl6OrqYtiwYfjrr7+wZcsW6OrqllnHefPm4e7du4iNjeVBLWsY\n", "D2rJGGP1QEdHB8uWLYODgwO0tbUxZMiQ+q5SvWvWrJkYkJg0aRLatGlT31VijDHGWCVFRUXB3d1d\n", "fHC3sbHBzp07660+c+bMwe7duwEUz7QVGBgo9m6YPn067t27Bzs7u3IH4ExKSoKdnR0HI2oB95Bg\n", "jLF60K9fP2RkZNR3NRqUsLAwhIWF1Xc1GGOMMVYNhoaGCA8PF8ccGDNmDAwNDWt1m4rpRUv3cNix\n", "Ywfmzp0LoDgYQUTo3Lmz+Pn48eNBRMjNzUVubi7S0tIwcOBAnDx5UlJOUlKSOKMcq1ncQ4Ixxhhj\n", "jDHGWI2JiYlB48aNYW1tjUuXLtXadsqbYjQpKQkjR44U806ePBkAYGlpCaA4iJGamqpU5o0bN8QA\n", "B1A8LffVq1dhZ2dXa/vxX8YBCcYYY4wxxhhjNSYmJgbOzs5wcXHBxYsXa207/v7+OHXqFNLS0pCW\n", "loZTp05h4MCByMzMhJ+fH3JzcwEAgYGB8PLyAoBKDyJ+9epVFBQUcECiljTIgMS5c+fg5+cHGxsb\n", "ODg4wMHBAQsXLkRhYaEk3+XLl/H222/D2toaHTt2xLBhw3D37l2VZUZERMDR0RGOjo6wtbXFokWL\n", "wDOeMsYYY4wxxljNiomJgYeHB2xsbHDx4sVaee4qr4dD//79cf36dQCAs7Mz1qxZg5SUFGhpacHY\n", "2BjA/w3AWVrpATiTkpIAALa2tjW+D6wBBiRu3bqF7t27Q1dXF+fPn8f58+exbt06hIaGYtq0aZJ8\n", "Xl5ecHBwwOXLl3Hp0iUIggBvb288fvxYUmZ4eDgmTJiAiIgIJCYmYu/evViyZAk+//zzut49xhhj\n", "jDHGGHtlpaWlITU1FR4eHrC1tUVOTg7u3LlTZ9t/+PAh/vnnHwCAiYkJdu3aBU1NTaSkpMDS0lIy\n", "MGVUVBQ8PDxgYmICHR0dyGQybNq0SVJeUlISWrVqhRYtWtTZPvyXNLiAxL59+/Do0SNMnToVjRoV\n", "j7np5uaGXr164eeffxbzzZ49G0QkDlKioaGBJUuW4MaNG1i+fLmY7/Hjx5gxYwaCg4Ph4uICoDjq\n", "FRISgqVLl+LGjRt1uHeMMcYYY4wx9uo6deoUAIgBCQBVem0jKytLMpZDafr6+mjVqpVSel5eHgDg\n", "tddew65du8RZu5KTk8XxIxQMDQ1x8uRJXLhwASdPnoQgCNi/f78kj2KGDVY7GlxAQkNDAwCQn58v\n", "SX/x4gUaN24MACgsLMTvv/+ON954A02aNBHzmJiYoFOnTti2bZuYduDAATx+/Bi+vr6S8nr06CGW\n", "wxhjjDHGGGOs+mJiYmBqaopWrVrB3NwcmpqalRrYsryBKksqKChAo0aN0KRJE6XZNQBg48aNcHNz\n", "E5dTUlLKHD9CX18fDg4O8Pf3x6pVqySvmHBAonY1uIBEQEAAbG1tERoaikePHgEo7jVx9OhRzJs3\n", "DwBw/fp1PHnyRCnCBQAWFha4cuWKGNA4d+4cACjlVSyfP3++1vaFMcYYY4wxxv5LFONHAIBMJoO1\n", "tXWlekiUNVClgqLnRFhYGM6cOYPDhw9jy5YtkjLCwsIwaNAgcTk/Px+pqakqnx9LmjhxIq5cuYLo\n", "6GgAwNOnT3H9+nUeP6IWNbiAhI6ODqKjo6GhoQEDAwOYmJhg1KhRWL16NYKCggAA9+/fBwDo6ekp\n", "ra+np4eioiI8ePCg3LyKZcXnjDHW0EyePBlWVlaQyWQ4duxYpdcfOnQoTE1NIZPJcOvWrVqoIfsv\n", "mzZtWrXOz5dBYWEhvv32W6Snp9d3VWrVunXroKenhzlz5tR3VSRmz54tfp9jjL0cnj17hri4ODEg\n", "AUAc2LIshYWFWL16NSZPnowxY8YgMTFRKc/Zs2fh5uYGXV1dGBsbw8jICHPmzIGWlhYGDRqEfv36\n", "iXmHDx+OGTNmSNa/desWCgsLK5xho1u3brCzs8OqVasAFE+iQETcQ6IWNbiAxLVr1+Dq6oqmTZsi\n", "MzMTaWlp+OOPP/DFF1/gww8/rO/qvfLy8vIgl8thYmICmUwGW1tbyOVydOrUCa1atcIbb7yB3bt3\n", "V6nsR48eITQ0VOVNhlVdZGQkNmzYoJR++/ZtGBoaIjw8vNJlrlq1CkZGRnU6AFF5XvZzp6rtuXTp\n", "UqxduxYAJAMwlWXIkCHo0qWLuLx161ZxnJ2Szp49i+bNmytdy6GhoTX+YFm6TuzVsXDhwkqdny+b\n", "/Px89OvXD3fv3hVHZB8+fLgYhDE1NVV6HRQo7nk5atQo2NnZQS6Xw87ODr1791b5iui0adNga2sL\n", "mUwGExMTODs749mzZ7W+bwoZGRkYMGAAfvzxRzx58qTSxzEjIwNTp06Fg4MD5HI55HI5nJyc8P77\n", "7yMqKkrM9+uvv0Iul6NJkybQ1dWFXC6Ho6MjOnTogO7du2Pp0qVKA5IDQIcOHdC1a9cG87eIMVax\n", "+Ph4vHjxQhKQsLW1xaVLl8qcaePzzz/HRx99hGXLlmHdunV4+vSpUp4XL17g7NmzePLkCQoKCsTZ\n", "F588eYKMjAy8ePECAKCpqYm1a9cq3c+Sk5MBKPeaL00QBEyYMAG7d+/GzZs3xRk2bGxs1GwBVlkN\n", "LiAxc+ZM3LlzB2vWrEGzZs0AAJ07d8b06dOxZs0aHDp0CC1btgQA5OTkKK2fk5MDDQ0NcRRUAwMD\n", "lXkVy4qyyjJp0iQMGDBA8q90l6BXiaamJhISEjBu3DgAwP79+5GQkIArV67g4sWLaNKkCd555x3E\n", "xMRUuuzs7GzMnTv3pX2obKgiIyMRGRmplP7aa68pTVukLsU0SE2bNq2BGlbfy37uVKc9KzNNVuvW\n", "rZWmr1K1vra2NszNzfH6669L0ufOnVvjAQlVdWKvjld5+uwZM2YgOzsbK1euFNM2b94sBmHmzZuH\n", "I0eOSNZZt24dvLy84Ovri/PnzyMhIQFJSUn48ssvMWXKFAwfPhxFRUVi/oULF+KPP/4AAHz00UeI\n", "j4/Ha6+9Vql6RkZGwtzcvEr7uGrVKvTt2xe//fZbpdfNy8uDp6cnzp07h6NHjyIhIQEJCQnYsWMH\n", "YmNjsWTJEjHv4MGDkZCQgNatW8PNzQ0JCQlITEzE1atXERYWhi1btsDe3h4JCQmSbQQGBmLAgAEY\n", "MmRIlfaPMVb3YmJioKWlBQcHBzGtvJk2duzYgcWLF1d5ezKZDG3atEGHDh3g6OiIZ8+eoaCgQClf\n", "SkoKGjdujLZt21ZYZmBgIHR1dbF69WokJSXB3NwcOjo6Va7jy2LLli1Kz72TJk2q9e02qvUtVNL5\n", "8+fRsmVLpS/KHTp0AAAkJibC19cXurq64tyyJV2/fh2dOnUSB8CUy+ViuqOjoyQfAEmaKsuXL4ez\n", "s3PVd+j/U4wQW5WHw/ooW9WXzObNm2PixIk4duwYdu/eLYl8VrdsVvNatmyJ2NjYKq07bNgwDBs2\n", "rIZrVH0v67lTV+25dOlStfJZW1sjPj5e5Wc13cbq1omxhuThw4dYuXIltm/frvRZWdfI0aNHMW7c\n", "OHz//fcYOXKk5DMvLy/s2bMHzs7OsLCwkPRcqs/72pw5cyCTyZCamlrpdY8cOYKUlBQsXbpUMhWe\n", "hYUFwsLCsGzZMqV1VO3rG2+8gePHj6NLly7o06cPLly4IPmxaPr06WjVqhV2796NAQMGVLqejLG6\n", "FRMTg86dO4uzJQKQzLShmPECAK5evSq+kg8Uj/vQu3dvPH78GB9//DEuXbqEZs2aoWPHjggPD0ef\n", "Pn2QmZkp2Z6RkRHOnTsHfX19JCQkwNnZGYmJiUrPKcnJyTAzM5PUqyw6OjoIDg7Gjz/+CBsbm//M\n", "6xqqvq/Gx8eLM1XWlgbXQ8LY2BiZmZnIzc2VpCv+WBobG0Mmk+Gdd97BiRMnxO45QPGct1euXMHg\n", "wYPFtD59+kBXVxeHDx+WlHfkyBFoaGjg3Xffrb2dgfqjxDa0ssuiGCxUJpOeOnfv3sXIkSNhZmaG\n", "jh07wsXFRdI99ZdffkHfvn0BALNmzYJcLoezszMuX74MV1dXyGQyGBkZSbq/fvvtt2jXrp24vH//\n", "ftjY2EBXVxejR48W02NjY9GzZ09YWFjAwsICffr0UflL+oEDB9C1a1dYWVnB3NwcgwcPlnwJK/k+\n", "9I4dOzBixAg4OjrC3NwcX3/9dYVts3jxYrHr7bJlyzBq1Ci4uLigRYsW8PPzw+3btyX516xZg27d\n", "usHNzQ1OTk7w8vLCoUOHJHl69OghnvMXLlxAnz59YGdnB5lMhrCwMMjlcsTFxeHs2bNid9kFCxbg\n", "9OnTcHJyQpMmTRAcHCwp88mTJwgJCYGFhQUcHBxgb2+PkSNHir1evvzyS7Rv3x4ymQzHjx+vk31L\n", "TExEnz590KlTJ9ja2oq/GAKqzx25XI4rV64AAP788094enrCxcUFTk5O6NmzJ9avX1/mcVq2bBmM\n", "jIwgk8ng4OAg/jK4c+dOWFtbQ1NTU7wvHD16FP7+/nB2dhb/hYeHS75Ulzxvdu7ciaCgILi5uaFJ\n", "kyYYOHAgZs6cKbZnyd4H586dQ0BAAJycnODs7AwnJyfMnTtXck8r6f79+wgMDIRcLoe+vj5GjhyJ\n", "7Oxs8fPevXuL7VmeqKgoyOVyyGQy8X3xv/76Swzerl69WmzjlStXwtraGjKZDO3atROvu7y8PDg5\n", "OUFLSws2Nja4du2aym2pqlN1r7Phw4eL42IcP34c77zzDqytrdG+fXts3rwZT58+xfjx4+Hi4gIz\n", "MzN88803SmXk5ORgwoQJMDc3h7W1Nezs7PDDDz9I8mRlZeHTTz+FXC6Hi4sLHB0dERQUJBlL4MSJ\n", "E5DL5WjatCmCg4OxYsUKeHl5oU2bNhgwYAAyMjIq3B91z4MzZ86gZ8+e4nno6emJRYsWAQA++eQT\n", "vP7662jcuDHkcjnOnDkDoPhct7CwQPPmzTF58mRMmzZNPBfVafuK7hUlZWZmllnes2fP4OTkBH19\n", "fZibm+Po0aPw9fUVz4Ndu3aJ25s8eTIsLS1hbW2Njh07IiwsTOyWC6h/3/Dw8EDjxo3RvHlzODs7\n", "i9dsYGAgDA0N0bZt23J7O+7cuRMFBQXo2bNnhcdQ4YsvvoCurq7SPVfB3t4evr6+WLJkieTarU8V\n", "3S/Ko/gFUtX06f37969UrwtNTU2EhYXh3r17kp4VQHFwXS6XY/PmzVWuK2OsbhCRZEBLBTMzM2hq\n", "akrGkcjNzcW7774rvq4VEBCAGTNmwMXFBT4+PggMDISWlhYuXLiA2NhYuLq6wsrKSmmbJXsD29ra\n", "onHjxip/dClvho3S7t27h2PHjiE7OxsnT55EfHx8rT9j/adRAxMVFUUymYw++OADys/PJyKilJQU\n", "Mjc3JwsLC8rNzSUiops3b5KBgQFNnz6diIjy8/MpICCArKys6PHjx5Iyw8PDSUtLi+Li4oiI6Pr1\n", "62RsbEzTpk0rsx5xcXEEQFynqtzd3QmA5J+Hh0e1yqyLsmfPnk2CIFBqaqqYlpKSQnK5nFq1akU3\n", "b94U07Ozs8nc3Jy6d+9OT58+JSKi3bt3k0wmo61bt4r5UlNTSRAE2rBhg9L2XFxcyNfXV5Lm6upK\n", "giDQ2bNnxbTt27fTxIkTxeXY2Fhq2rSp5FhOnTqV9PT0KDk5WUzbsWMHaWho0Pfff09ERAUFBTR0\n", "6FBq06YNPXjwQMx39OhREgSBvLy8KD09XdwXQRAoOjq6wnZT7KOhoSHFxsaK7ePs7EydOnWigoIC\n", "Ma+1tTXt3btXsm1tbW2Kj4+XlBkaGkqCIFBgYKB4/gcFBdF3331HREQ+Pj7UvXt3lfUxMzOj4OBg\n", "cfnFixfk7u5OcrmcMjMziYjowYMH1KVLF/L391dqh2PHjtXJvo0bN05cPyQkhPT09Ojhw4dK2y59\n", "7qSkpFDTpk0l9Vy2bBmZmZmpbA+FvXv3kiAItHv3bkl6ZGQkjR07VlweN26c5Nz63//+R+3btxfb\n", "vnR7ubq6iuddZGQkDRw4UPJ5yXrOnz+fAgICxPvcgwcPyMPDg0JCQiRl//XXXyQIAjk6OtK1a9eI\n", "iOjWrVtkamqqdM2EhoaSTCaTpK1fv54EQZBcs0REgiDQnDlzKkx7/vw5tWjRgkaOHClJf/jwIbVp\n", "04ZevHhB5VFVp+peZ5GRkSQIAr333nviPeezzz4jDQ0NGjp0qHgMFMf56NGj4rovXrygzp07k52d\n", "Hd2/f5+Iiu8jWlpatGDBAjHfqVOnyNraWrxO8vPzacKECeTq6kqFhYWS+piZmVGrVq3o119/JaLi\n", "68LS0lKpzVRR5zzIycmh5s2bS87/HTt2kCAI4vKiRYtIJpPR9evXJeV/8cUXtGTJEnFZ3bZX916h\n", "OD/VOZZBQUGkp6dHY8eOFduwR48etGvXLnF7Tk5O4nG5evUqtW7dmoYOHSopR937Rt++fcnc3Fyp\n", "zd3d3Sv82x4QEKBy3ZL7XPJ4ZGRkkCAI1LNnz3LLVdR9+/btYtqNGzdUXnvqWr9+fYX3vIpUpQ7p\n", "6emko6ND2traNG/ePLpz506F65iampb59yo3N5c0NDTIzs5O6bMRI0aQsbGx2nVjjNWPlJQUAiD5\n", "Dqjg7OxM77//PhERFRUVUWBgoPj8YmtrS0+ePJHkd3JyoiFDhkjSMjIyyMPDg0xMTMjExIQ8PDwo\n", "IyOjzO2UZGNjQxMmTFBrP2rzGetlU1PPxOVpcAEJouIvTL1796aOHTuSvb092djY0KRJk+jevXuS\n", "fJcuXaI+ffpQp06dqEOHDjR06NAy/yBGRESQvb09OTg4kLW1NS1cuLDcOtRE42dmZpKJiYnSCW1g\n", "YEBHjhyhuLi4Kv87cuQIGRgYKJVtYmIifnmsDkVAwsbGhpycnKh9+/Ykk8moS5cudObMGUneWbNm\n", "KQUOiIh8fX3J0tJSXFZ84VEVkJg3bx41btyYsrOziaj4gcvJyYmaNm1KX375pZgvMDCQjhw5Ii53\n", "69aNDAwM6Pnz52La06dPSVdXl0aPHk1ExTc9U1NTpS85t2/fJkEQaN68eWKa4ovm0qVLxbSioiLS\n", "0dGhmTNnVthuin384IMPJOmKL+gRERFi2r///qu0fteuXWn8+PGSNMWx+Oeff8S07Oxssa28vb3V\n", "DkgoHk737Nkjybdnzx4KCAgQlxXtUPIBujb3rWSgIjY2lgRBoMOHDyttu/S589tvv5EgCJLr/vnz\n", "55JjqkphYSG1bt2aBgwYIEn39PQUgy1Exeeh4oFXYfr06WRjYyNJU7TX/PnzJfVQ1EtVe6anp0se\n", "noiIfvjhB9LW1lZZ9tdffy1JX7FihdJDn6I9S6puQIKIaMKECaSlpUU5OTmSun766adKeUtTVafq\n", "XmeKfYqKihLT4uLiSBAEmjRpkiSvrq4uffXVV+JyRESE0gMhEdHo0aNJT09PPN65ubl0+/ZtSZ7L\n", "ly+TIAhK90BTU1NycHCQpI0fP55at25d4b6ocx6cOXOGBEGgkydPSvKVbKv09HRq1KiR5H5ZUFBA\n", "ZmZmkr+d6rZ9Ze8V6hzLUaNGkSAIYuCCiOjevXv05MkTcXulg4RLly4lQRDo+PHjYpq6943t27eT\n", "IAh06NAhMe3y5cvk6OhIFfHx8aEuXbqo/ExVQOL06dNi4Lg8q1evJkEQaPHixWJaZYMBTk5Okn/t\n", "2rWjJk2aKKWXPnblqWpQZP/+/dSqVSsSBIFkMhm5uLjQnDlzJD9mlFReQIKIyMjIiHR0dJTSp0yZ\n", "QoIgKN2PGWMNy+bNmwmAymeRESNGUNeuXYmo+MdixbOLjo4OXblyRZL36tWrBIB+//13ldvJzMws\n", "83lnzJgx5OTkJEkrLCyk1157jZYvX17hPpT1/FZTz1gvm7oISDS4MSQAwNvbG97e3hXms7a2lnTR\n", "LE9wcHCZ3SjrWmZmpsqRuRui/fv3i69NPH/+HEuWLIGHhwdWrFghDnx58OBBaGlpKY21YWdnh+jo\n", "aNy+fbvCAWT8/f0xa9Ys7N27F8OHD8fOnTsREBCA6OhoREVFISwsDPn5+YiJicHGjRsBFM8LfOLE\n", "Cbz55pto0qSJWJampiYsLCzE+YOvXr2KW7duKc3S0qZNG+jp6SE6OhozZ86UfNapUyfx/4IgoEWL\n", "FpWa9q3kQD4A4ObmBgA4deqU5DwMDg5GYmIiioqKIAgCkpOTlcZPUSj5/lpZeSry559/AigeKLak\n", "fv36SaZLKk9t7FvJ9lYMRKtOe3ft2hU6Ojpwd3fHxx9/jIEDB8LKykrpeJYmk8kwatQoLFy4EOnp\n", "6TA2Nsa///6Lhw8fStpGV1cXYWFhOHLkCJ4+fQoNDQ2kp6fj4cOHKssteYyaNGmCVq1alVmHZs2a\n", "YcWKFdi1axceP34MDQ0NPHjwAHl5ecjIyICRkZEkf3nt3r1793L3t7qCg4MRHh6OLVu2YOzYsQCK\n", "B9L76aefqlVuda8zxdhCQPEYN6XTAKBFixZIS0sTlw8ePAig+L31kuzs7BAREYEzZ86gW7du0NLS\n", "wr59+/DTTz8hPT0djRo1El+jSElJgaura5n7AhSP6aPOvqhzHlhbW6N169bw8/PDRx99hEGDBsHe\n", "3h7z5s0TyzEyMkKfPn2wceNGzJs3D4Ig4ODBg5DL5SoHb66o7St7r1D3WOrr60vObUXdFNsrPSNL\n", "165dxc+9vLzK3Kaq+8aAAQOgr6+PiIgI8dWL9evX4/3331eqV2kZGRkwNDSsMF99KD3w44YNGxAa\n", "GqqUXhd69+6NmzdvYu/evdi5cyf+/PNPhIaGIiwsDAsXLqz0YGhEpHKmD01NTQDFMy4p/s8Ya3hi\n", "YmLQqVMnlePa2draYteuXfjnn38k94b169ejY8eOkry//fYbtLW10adPH5XbKW/cPGdnZ0RGRuL5\n", "8+fiYOJ3797Fs2fPKpxhg9WPBhmQeFUoRtYv+WUYKH6wKO8dd3UFBwfj/PnzkrSqzqqgjqZNm2LG\n", "jBnYsWMHJk2ahGHDhqFZs2bIzMxEfn6+UkDiyZMn4pggFQUk7OzsYGlpiV27dmH48OGIiorCmjVr\n", "oKenh48++gjJycm4fv06PD09xXdes7OzQUQ4ffq0+P67QnZ2tphPMfhNVFQU/vnnH0k+XV1dlSPx\n", "amtrS5ZlMpnkPea+ffvi7t274vK6desk+6+npydZXzHgl2J04bS0NHh6esLLywvHjx8XR+7t3r07\n", "nuWupeIAACAASURBVD9/rrKNStepKjIzM8WHhaqqjX0r+QVTcdxKtndZ2rRpg7Nnz2LhwoX45ptv\n", "8Pnnn0Mul+Prr79G7969y1139OjRmD9/PjZs2IDp06cjIiICY8aMET8nInEcgAMHDoij2M+ZM0cc\n", "e6E0XV3dCuusMGbMGBw4cABHjhwRB9fdsGEDgoODVbZTRe1em5ydnWFvb4/169dj7NixuHjxIvLz\n", "85WCJJVV0XVWmfUVDzGlyxQEQVKm4n5Q+ktOXl4ejI2NxWDT2rVrMXbsWGzatAmBgYEAgJs3b8Lc\n", "3Fzp+AiCoHJfSs6mUBZ1zgNtbW2cPn0aCxcuxI8//oiwsDBYWVnhq6++wvDhw8WygoKC8N577+Hg\n", "wYN46623EBERUWYgvqK2r+y9Qt1jWdY1Utb2FH/P7t+/r7RORfeNxo0bY9iwYVi7di1ycnKgra2N\n", "bdu2IS4ursL9adSoUaUGmzQ1NQVQcSBV8bmFhYXaZVekMvWsDY0aNYK/vz/8/f1RVFSEAwcOYPz4\n", "8Zg6dSr69u2r8p1vVXJzc5GVlaVyaj3FPlZnzAvGWO1TNX6EgmKmjYEDB4pj0k2ePBnvvfeeUt5f\n", "f/0V/fv3r1IAUi6Xo6CgAElJSeJgjCkpKQCg1hgSZT2/1eYz1n8dByRqWVRUFAYOHCgO+mRubo6d\n", "O3fWyC8vhw4dUll2bbO0tER8fDyuXr0KNzc3GBgY4MGDB9X+dcbPzw8//fQT/ve//+HBgwewtLSE\n", "lpYWxo8fj507d+LGjRvw9/cX8zdv3hwymQw+Pj4q53dXUPxyFhAQoDRYVlXt27ev3M8fPXokWVbM\n", "hNK6dWsAwN69e5GZmYkvv/xSMo1QWb8O1RQDAwMQER48eFDlc7Ch7VuHDh2wdu1ahIeHY/fu3QgN\n", "DcWAAQOQlJSk9Gt5SRYWFvD29kZERASmTJmCbdu2SQZBSk5OxokTJ7B48WLJlHo18eU/Ly8PW7du\n", "xfjx4yUz/ZRXdkXtXtuCgoIwZcoUXL58We1fmRsixf3g+PHj5QaQ1q9fDzs7OzEYAdT8g19lzgMT\n", "ExMsW7YMixcvxsGDBxEWFoaRI0eiVatW6NGjB4DigQQVPQJcXV1x5swZbNu2rUp1q4l7hSpltWFZ\n", "21Oc5xVN0V2W4OBgrFq1Cj///DPatm0LNzc3tb5QGhsb48GDB2pvx9DQEJ07d0ZcXBzy8/PFmb5K\n", "i4mJgba2do32khQEoVb/bpQlLS0NsbGxkr/LMpkMb7/9Nr755hsMHz4ciYmJagckDhw4gKKiIvTv\n", "31/ps9zcXAiCUOXegYyx2peamorExERMmDBB5eeKXhCKwKynpyfmz5+vlO/q1atITEzErFmzqlQP\n", "BwcHyGQyyewQycnJEARB7SmSy3p+Y7WDQ821zNDQECdPnsSFCxdw4cIFnDx5ssa+3NVm2eW5ffs2\n", "BEGAiYkJgOIum9nZ2bh586YkX3JyMgICAsRfrBRf0BRfSC9fviyZDcPf3x9PnjzBJ598Ik7tZWJi\n", "gs6dO+P333/Hn3/+KfnVW0tLC15eXjh37pzSl9yoqCjxV+wOHTrAzMxM5Yi7P/30k9Lo+jWhdM+V\n", "06dPA4AYNVb88ln6S2TpaKw6GjduLO7/06dPsXv37jLzKtqv9HSg+/btkzx4lacu902hrHMnOjoa\n", "69atA1Dcg2fQoEHYvHkzCgoKcOnSpQrLHT16NK5du4bp06ejS5cukl9ny9uP6n75Lygo+H/s3Xlc\n", "VGX7P/DPGfZdEFFwWERU9lUyRn00l1xyAStLbdGeMrVF7TG/avVUpo+2qZltbqllLrmQmZqaZkpo\n", "buyIsqgogwPDIijEMvfvD37nxDALM8wAg1zv18tXzTlnzn3PmQE911z3dQlLWZqeW5PmrrsxNP5W\n", "+MaNG0hMTBT2PfPMMzA3N8f69euxZ88enT8vpob/GWj6+6C8vByTJk0SMiT+/vtvo36G1dH1c5Ca\n", "mip0CzEzM8OYMWNw8OBBAMqfCwsLC0ybNg0HDhzAunXr8NRTT7X4G2Vj/K5QR9PPDj9e0yw2/nFz\n", "GU+aREREIDQ0FJs3b8aWLVt0DqR5eXnp/X6vXLkSFRUV2Lx5s9r9KSkpOHHiBBYtWqSS8WSI559/\n", "Xm0b9NaWlZWFOXPmqA0y8Z87XQNJlZWVePvtt9G9e3e88cYbKvulUil8fHyUlmcSQkwD3/UvKioK\n", "jDGsW7dObUcKfsk10LDMcPfu3WqDt80t12iOra2tSnvznJwceHp6Cks4mtNe91idFQUk2kjXrl1b\n", "Lc2nNc/d9B8aW7ZswdmzZxEbGyv0EZ43bx569+6NV199VWjXWlZWhldeeQVisRhmZmYAGn752NjY\n", "CC0ily5dip9//lk498CBA+Hq6or4+Hilb1xiY2Px119/ISgoCLa2tkrz+fjjjyGVSpV6umdlZWH+\n", "/PlCVJTjOHz22Wc4ffo0tmzZIhx39uxZvPvuuyprltW9btZQAFa3iwbgxIkTwj/kS0tL8f7778Pf\n", "31/oTT9q1ChYWVnhk08+EZaMbNu2DdeuXdP7W1hfX1/cunULAHD69GnMnz9f47ynTZuGmJgY/Pe/\n", "/xVS12UyGZYsWYKRI0eqnFvdXNrqtTU+Vt1n58CBA8jPz8eKFSuUls+cOHECjo6Oat/Xph5//HE4\n", "Ojpi9erVSq1kgYYaNX369MHGjRuFdPG0tDTs3LlTpzlr2+/g4IChQ4di165dQvQ9Pz8fX3/9tcbz\n", "bN26VWivefPmTaxatQrDhw/H0KFDm32dms7ZdFuvXr2Ea/z1119j48aNwr5u3brhsccew7p16xAT\n", "E2OUbyoN/TnT5TVp+hlYuHCh8L5WVVVh7ty5MDc3F14Xn2XD3/hXVVVh2bJlRpk3T9fPgVwux6ef\n", "forMzEzhuSdOnICFhYXK+88v9Vi2bJnWm29dr1NLf1douiaarhM/3rvvviuMl52djVWrVuHpp5/G\n", "oEGDNL6W5s4/Y8YMoT2yroGN8ePHQyqVaqwXo26soUOHYv369XjzzTexdetWpeWAp0+fxoQJEzBj\n", "xgy89dZbOs+9rek7h8LCQixcuBDV1dXCtqtXr2Lp0qWIjIxUqfvRdAzGGP744w8MHjwYVVVVOHz4\n", "sNp/z6SlpXWY2luEtBe5XC5klbWl2NhYJCYmClllSUlJiIuLUzrml19+Ef4O5TgOu3fvFr7YbOrH\n", "H39s8XINXmRkpFLmdnZ2dovqR7TmPRZpxBiVMR9EbVFR1BTdv3+fhYeHsx49ejCRSCR02QgLC2Pe\n", "3t4sMjKSrVixQqmrBWMNFd5nzJjBPD09WVhYGIuMjGQff/yxyvnXr1/PfHx8WGhoKHv00UeZXC5X\n", "2v/iiy8yLy8vpW1XrlxhHMexTZs2qZ3zhQsX2KhRo5hYLGZRUVFs8ODBKpXaGWPs2LFjbNCgQczb\n", "25tFRUWxESNGsDNnzgj7ly9fLnQT8fPzY2vWrGHXr19nYWFhzMrKirm4uLCBAwdqvX58pfKvvvqK\n", "zZo1i0VFRTEXFxc2ceJElYr9hw8fZpGRkUwsFrOhQ4eyBQsWsOjoaGZvb88iIiJYWVkZi42NFd6L\n", "8PBwNnv2bJUxr169yh566CEWEBDAQkND2aFDh9i5c+eELiUuLi4sIiJCaM9YUVHB5s+fz3x8fFhI\n", "SAiLjIxUurZvvfWW0nVYvHhxq7+2iIgIdvr0abZnzx4WGBjIRCIR8/LyUurioO6zk5eXx1555RUW\n", "HBzMwsPDWUhICBs1apRSR5LmzJkzh3l7e6vdl5WVxcaMGcN69OjBBg0axKZMmSJ0CoiIiGDHjx9X\n", "+dxER0crnUPT9ZRKpeypp55i7u7u7OGHH2YTJ05k8+fPZxzHsaCgILZt2zY2f/584bnbtm1jEydO\n", "ZKGhoUIbTr7TCmOMPfroo0rXc8+ePeypp55iXl5ews/y2rVr2f79+1l4eDgTiUSsR48ebOTIkcI5\n", "Dhw4wHr37s3CwsLYwIEDWU5OjtJr+emnnxjHcezo0aM6XdvGcwoPD2d79uwx+Odszpw5wmsKCgpi\n", "27dvZ9u3b1f63LzxxhssKytL6Zx8ZW/GGn4G5s2bJ/wMhIeHsyVLlij9XqupqWGLFi1iXl5eLDQ0\n", "lA0fPlzo+ODt7c3mzp3LUlNTlcYYNmwYY+yfFoX8627c+aEpbZ+DwMBA9t1337Hi4mK2cOFCFhYW\n", "xiIiIlhYWBgbNGgQO3z4sNpzRkREqG1Ppu+1b+53hT7ne+ihh5iLiwuzsrJi4eHhajvh8OP16tWL\n", "+fv7sz59+rBly5YptVnV9/cGY4wVFRUxS0tLtmTJEo3vQ1PV1dXM2dmZffvtt0rbp02bJrxmLy8v\n", "4T1vLCkpiU2bNk34+zMwMJCNHj1a7d9Lb775pjD3Hj16sIiICFZVVaV1bk27aWj6o0uXjfPnzzMf\n", "Hx8mFouZSCRiXbp0YT4+PsLvKW1KS0vZ6tWr2dixY4XX2qdPHxYQEMDefPNNpe4xu3btEv5OcnBw\n", "YOHh4Sw0NJT5+fmxIUOGsFWrVqm0bOddvXqViUQivX6vE9KZ3Llzh8XExAitMGNiYlRaYbYWXTpS\n", "5Obmsi5dugj7mv47v7GsrCwGgO3bt8+gea1evZpZW1sLLbUjIyNVusQR3XTatp+moLMGJIhhtLU2\n", "7ege5NdGdHPr1i3m6enZ3tMgzXjppZfYxo0b23saJqVv377s2rVrej3nyy+/ZL1792bV1dWtNCui\n", "i6eeeqrZdqqEaGsD+aCLiYlRCQioC0q3huYCElVVVSwiIkLYHhwczBwcHJhCoVB7riVLljB7e3uD\n", "W/yeOnWKAWCpqalMoVAwJycnpdbsRHedtu0nIYQQ07N7925Mnz69vadBtKipqcHRo0exatWq9p6K\n", "ybh8+TLc3Nx0qq7e2OzZs3H9+nWMGzcOv/zyC9UvaAdvvfUW5HK50vJOQhqTyWSIjY3F9evXAQA+\n", "Pj6Ij4/vNOv95XK58Noby8vLg1wuN3i5wYEDB5CYmKh1OZe62kD19fWYN28erl27Jiyd4NuyP/30\n", "08jPz4eXlxcA5fewqKgITk5OqKioMGjJRnh4OICGelE9evRAeXm53n8HkLZDAQlCWoG2X9wd3YP8\n", "2oiq1157DZMnT0Z0dDQ2bNiAo0ePtveUSBP5+fmYPXs2Dh48iK1bt2LMmDFKHW46o507d+L69etY\n", "tGgRPvnkE41V35vz4Ycf4ujRo7h37x4FJNpBeHg4li1b1i5dREjHwNcv4EmlUsTFxSEhIaEdZ9W6\n", "+DoRfLChcQ0XY/rhhx9aXMRYJpPh+++/Fx7b2Nhg7969wt9NGRkZQkCi6Xsol8sNfg8dHR3h5+eH\n", "S5cuCd09WlJDgrQNKmpJiJF88skneOyxx8BxHP773/8+UN8kP8ivjWjn5OQkBCTmzZsnFLMlpsPS\n", "0hLJyckIDAzEjh07hMJhnZm9vT1Wr16N0NBQ2NnZ4amnnmrxuR599FE4OzsbcXZEV08++SQFI4hG\n", "zWUHPGj4bhYhISEICQlBTEwMFi9ejNLSUpVje/XqZVB2REpKCl588UVDpiuwsLDAli1bEBISAm9v\n", "b9ja2iI9PR1A676HfGHL7OxsABSQMGWUIUGIkSxYsAALFixo72m0igf5tRHtli1bRje4Jq579+5C\n", "dxTSYNy4cbhz5057T4MQQoxGXTbIuXPnsHz5chw8eBDXr19HWVkZampqsGHDhhaPU1ZWhkmTJqGq\n", "qgpAQ9vv5oITa9asQVJSErZv3w4rKyvhj7W1NVxcXGBnZwegoSVwYGCgEJBoTZGRkVi+fDmuXbsG\n", "Nzc3ODg4tPqYpGUoIEEIIYQQQgjpULp27QofHx9IpVKl7YZmB5giTZkEXbt2xcsvv4wlS5ZALpej\n", "uLgYDz/8MNasWYP169frPY5CocCzzz6LnJwcAEBUVBQ2bNgAa2trrc9799138dBDD0EikTQ7RlBQ\n", "EJKSkiCXy2FnZweFQqFyjDHew8jISFRUVODXX3+l+hEmjpZsEEIIIYQQQjqc+Ph4SCQSWFhYAABc\n", "XFywf//+dp5V2+FfN9AQnOjXrx8++OADbNy4EefPn9f7fMuWLcPBgweF8+3du7fZYAQApKenIzAw\n", "sNnjZDIZfv/9dyQlJSEwMBCurq4oKSlB79694e7uDnd3d0gkEqO8hxEREQCAs2fP0nINE0cBCUII\n", "IYQQQkiH4+bmhjNnzsDW1hb29vbgOA6urq7tPS2j47NBmlKXSTBr1iyEhITg1VdfRVFRkc61GA4f\n", "Poz33nsPQMPSih07dsDb27vZ58lkMhQXFyMoKKjZY2NjY3Hjxg0wxiCTyXDv3j0EBAQgOzsbqamp\n", "SE1NRUJCgsFdUmQyGSZMmACRqOFW9/fff4dMJjPonKT1UECCEEIIIYQQ0iHduXMH5eXlmD59OuRy\n", "eZvUJ2gPfDaIpaUlrK2tNWYSmJub44MPPsBff/2FPn36ICQkBBKJROsNeW5uLqZOnSp0Ulu2bBlG\n", "jhyp07wyMjIAoNmAhKZlJ3zQpGvXrkZbasPX2+CXg+Tn5yMuLs4o5ybGRwEJQgghhBBCSIeUmZkJ\n", "AHjhhRdgYWGBU6dOtfOMWoebmxsSEhLQo0cPvPTSS1ozCVauXAkAKC8vh1QqRWJiosYb8vv372PS\n", "pEkoKysD0HAzv2jRIp3nlZ6eDgsLC5Op09DZuq88CCggQQghhBBCCOmQMjIyYGFhgZCQEAwYMAC/\n", "//57e09JIJfLjXoTXFtbi9u3b2vNRtDnhpwxhlmzZiE5ORkA0LdvX2zdulWvdrvp6eno16+fUj0L\n", "dfRZdkI6FwpIEEIIIYQQQjqkjIwM9OvXD+bm5hgyZAhOnTolLD1oLzKZDBKJBCEhITotmdDVjRs3\n", "UF9fb7QijV9++SW+++47AICdnR32798PR0dHvc6Rnp6uU/0I4J9lJ8YuYNkYBT46HgpIEEIIIYQQ\n", "QjqkjIwMocPD0KFDUVxcLNQ1aC98DQOpVNrskgl95ObmAoDWgISuN+R//vkn5s2bJzz+9ttvdeqU\n", "0RhjTK+ABL/sxJgFLNVpi8AHMR4KSBBCCCGEEEJMji5LHhoHJGJiYmBhYdGuyzZas4ZBTk4OzM3N\n", "4enpqfU4/obcxcUFANC/f3+lG/LCwkI88cQTqKurAwD85z//wbBhw/Sen0wmg1wu1zkgwTNmAUt1\n", "2irwQYzDvL0nQAghhBBCCCE8mUyG2NhY4cbex8cH8fHxKjeVcrkcMpkMAQEBABqWHURHR+PUqVN4\n", "5ZVX2nrarS4nJwc+Pj6orq5GcXExiouLhaBNaWkpOI6DlZUVrK2tMX/+fOTl5WHhwoWYM2cO6uvr\n", "UVNTA47jMHnyZEilUgCARCJBQkICQkJCAGi+1urwHU30zaxoK7REo2OggAQhhBBCCCHEZPBLHnhS\n", "qRRxcXFISEhQOo7vsNH4hnjo0KHYsGEDGGN6FWc0Fn7JBH/DzzNGDYPs7GzcvXsXDg4Oej3vhRde\n", "EP7f2toa1dXVAICePXuipqYGFy5cEPZrutbqpKenw9LS0mQ6bJCOiZZsEEIIIYQQQkyCPkseMjIy\n", "YGZmhj59+gjbhgwZgqKiIiFY0R5Wr14NAHB0dISlpSXs7Oywb98+g8/7559/Glwckw9GWFhYYNOm\n", "Tbh9+7bKMbouL2lcUJSQlqJPDyGEEEIIIaTDycjIgJ+fH6ysrIRtEokE5ubmOHXqVLstJfj666/R\n", "o0cPnD9/Hn/99Rcef/xxJCcn49FHH23xOX/66ScUFRUBAMzNzREXFwdXV1ehHoOLiwsYY/j777+F\n", "P9XV1diwYQNEIhHCwsKEZR61tbVYtmwZ+vfvb9Dr1KegJSGaUECCEEIIIYQQYhL0WfKQkZEh1I/g\n", "2dvbIzo6Gr///jtmz57d6vNtKicnB9999x0+/fRTiMVi9OzZE1FRUVi5cmWLAxLXr1/Hc889Jzz+\n", "+OOPlTpkaHPz5k1cuHAB8fHxave3dHkJ32HDkCALIQAt2SCEEEIIIYSYkPj4eHh5eQmPm3aJ4GVm\n", "ZqrNghgyZAh+//13MMZadZ7qLF++HN26dcPMmTMBABzHYdGiRTh58iTOnTun9/n+/vtvPPnkk7h7\n", "9y4AYMSIEZg7d67Oz/fz80N2drbGaxEfHy/UgBCJRDq3yLxz5w5KSkooQ4IYjAIShBBCCCGEEJPh\n", "5uaGUaNGwcPDAwAwb948la4Pd+/exa1bt9QGJIYOHQqZTIasrKw2mS8vNzcX27Ztw8KFC2FjYyNs\n", "j4uLQ9++fbFy5Uq9z/mf//xHqejk1q1b9SrW6efnh4qKCmG5R1Nubm6IjY0FACgUChw+fFivDhsU\n", "kCCGooAEIYQQQgghHRjf+vFBkpubC4lEgtDQUBw/flxlv7oOG7yBAwfCzMwMv//+e2tPUyCXy/Hf\n", "//4Xrq6uePnll5X2mZmZYeHChYiPj0diYqLO79WuXbvwxRdfCOdwdXUVgjS64rMfsrOzNR6TkZEh\n", "nPfKlSs6nZfvsOHr66vXfAhpigIShBBCCCGEdEAymQwSiQQhISEICQmBRCIxuAuDqcjJyYGvry9G\n", "jBiB48ePqyw5yMjIAMdx6Nevn8pz7e3t0b9/fxw9erTVAzX8exAYGIjt27fD2toalZWVKsc9+uij\n", "sLCwwPDhw3V6r65cuYIXX3xReBwdHY2+ffvqPb/evXsD0B6QSE9PR1xcnDCuLtLT0+Hv708dNojB\n", "KCBBCCGEEEJIBxQbG4vExERIpVJIpVIkJiYKN5YdWW1tLW7evInevXtjxIgRuHXrFq5evap0TEZG\n", "Bnx8fGBra6vyfJlMhvz8fPz000+tHqjh3wP+/Ddu3FD7Hjz11FOora1FVVVVs+/V3bt3ERcXJwQ2\n", "nnvuOYhEIiG4oA87Ozu4u7trDEhUVlbixo0biI6OhpeXl87tUqnDBjEWCkgQQgghhBDSwcjlcly/\n", "fl1le15eXodfvnHjxg0oFAr4+vpi8ODBsLCwUFm2oamgJdAQJCgoKIBCoWjVQI2u74E+75VCocD0\n", "6dOFTIWQkBB8+eWXyMnJaVFAAmhYtpGTk6N2Hz9OYGAgAgICdMqQYIwhIyODAhLEKCggQQghhBBC\n", "CDEZubm5ABqWG9jb2yMmJkYlIJGRkaE2INHRAzUrV64Uulx06dIF+/fvB2MMd+7cMSggoSlDgi9O\n", "GRAQAH9/f50yJAoLC1FaWkoBCWIUFJAghBBCCCGkg+natSt8fHxUtvfq1Qtdu3Zt+wkZUU5ODszN\n", "zeHp6QmgodXlyZMnUVdXBwC4d+8erl+/rjFDoq107doV3bt3V9ne9D3Q9b06cuQI3n77bQAN7UJ/\n", "+OEH9O7dWylA0xLaAhIZGRnw9vaGvb09AgICkJ2djZqaGq3now4bxJgoIEEIIYQQQkgHFB8fD4lE\n", "ApGo4Z/0MTExwrfrHVlubi68vb2FgokjRoxAeXk5Ll68CADIysoCYwwBAQEqz23rQI27uzusrKzg\n", "7u4Od3d3SCQSte8B/17xc4iMjFQ6Ljc3F1OnThWKdy5duhRjxowBAGG5hSEBiZKSEpSUlKjsa7z0\n", "wt/fH/X19RqXd/DS09NhZWVFHTaIUVBZVEIIIYQQQjogNzc3nDlzBlZWVlAoFNi1axfc3Nzae1oG\n", "4zts8KKjo+Hg4IDjx49jwIAByMjIAAC1AQmg4eY/Li4OqampqKysbLVAzblz53D48GFs3boV3t7e\n", "KC0thZmZGU6cOIHKykpUVlaitrYWQEPdhQkTJuDGjRv46quv8K9//QtHjhyBvb097Ozs8H//938o\n", "LS0FAEyYMAFLlixRuh52dnbo1q1bi+bJBzJycnLg4uKitC89PR2PP/44gH+uZ2ZmpsZrK5fLcfHi\n", "Rfj7+8PMzKxF8yGkMQpIEEIIIYQQ0kHdu3dPuOnNz88Xljl0ZLm5uYiJiREem5ub45FHHsHx48fx\n", "1ltvITMzE2KxGI6Ojmqf7+bmhoSEBOzcuRNTpkzB9u3bjR6oYYxh8eLFCA4Oxt69e3HgwAG9nr9m\n", "zRq12/v27Ytt27YJWS9Aw/Xo3bs3OI5r0Vwbt/6Mjo4Wtjdd+tKtWzc4OzurLWwpk8kQGxuL69ev\n", "o7i4GE5OTpDJZA9EAIy0L1qyQQghhBBCSAfVuFDjrVu32nEmxsEYU9tRYsSIEfjzzz9x//59jQUt\n", "mxo0aBAAIDk52ejzPH78OE6ePImAgAC9gxGa2NvbY//+/XByclLabkiHDaChOKarq6tKHYkrV66A\n", "MSYs2eA4DgEBAWoLWzZuMVtbW4vi4uIHosUsaX+UIUEIIYQQQkgH9aAFJIqLi1FZWalSn2DEiBGo\n", "qanBmTNnkJGRIdRX0KZnz55wcXFBSkoKJk6caJT5yeVyMMawZMkS9OvXDz/++CMAwMzMDK+//jpc\n", "XFxgb28vLMWwtLQE0HCzz/+ZM2cOwsLCMH78eKWlHU888YTaQEtOTo7BN//qCluqW/ri7++PlJQU\n", "ldesrXNJRy+iStoXBSQIIYQQQgjpoPhChTY2NsjPz2/n2RhOUwFHf39/eHh44JdffkF2drZOGRIc\n", "xyEsLMwoGRKNlyxUV1ejtLQU1tbWwv6PP/4Y8+fP1+lca9asgbOzM+bMmdPssXV1dbhx44ZBGRKA\n", "5oCEl5cXHBwchG0BAQHYvXs3GGMtXiJCiD5oyQYhhBBCCCEdFJ8hERIS8kBkSPAtLptmSHAchxEj\n", "RuDbb7+FQqHQueVnaGioUQISjZcs8MUnq6urAQBTp07FvHnzdD6Xh4cHCgoKdDr25s2bqKurM7ij\n", "hbqARHp6usp19Pf3R2VlJW7fvi1se5BbzJL2RwEJQgghhBBCOii5XA5zc3MEBgY+MBkS3bp1U/rW\n", "HmjIUPjzzz9RUVEBAHjjjTcgk8maPV9YWBhycnJQWVnZ4jlpWrIAAEFBQdiwYYNe2QQeHh6QSqU6\n", "HcsHaIyRISGTyYTrByi3/OQ17rTRWHx8PGJiYiASiWBnZ6exvSkh+qKABCGEEEIIIR2UXC6HMiA3\n", "tQAAIABJREFUi4sLvLy8HpgMCXXZALGxsUrf8J8/f16nugphYWFgjCEtLU3jMXK5XKkWh644jsO2\n", "bdtga2ur1/Pc3d11zpDIycmBmZkZvLy89J5fY35+fsL5AOD+/fvIzc1VyZDw8fGBlZWVSqcNNzc3\n", "rFu3DgqFAt9//z0SEhKowwYxCgpIEEIIIYQQ0kHxRQXFYjGkUinq6urae0oGUddRormiitoEBgbC\n", "zMxMpVAj0JB1IZFIEBISgpCQEEgkErVZF5qWLAQEBCAyMlL7C1LDw8MDlZWVStkKmuTk5MDb2xsW\n", "FhZ6j9MYH5DggzpZWVlgjKkEJMzMzNC3b1+1nTYOHToEBwcHjB071qC5ENIYBSQIIYQQQgjpoPiA\n", "hKenJxQKhc5LAUyVpgyJlrK2tka/fv3U1pFoXBdCKpUiMTFRY9bFwoULlR57e3vj5MmTLZqTh4cH\n", "AOiUJWFoy0+ei4sLunTpIgQk+A4b6mpx+Pv7q2RIAA0BiZEjRwqdQzqrX375BTdu3GjvaTwwKCBB\n", "CCGEEEJIB9U4QwJAh64jUVVVhdu3b6vcgBtaVFFdYUt9si6qqqowffp04fG4ceOQl5fX4iUL7RGQ\n", "4DhOqbBleno6xGIxHB0dVY4NCAhQyZAoLi7G2bNnO312RH19PSZNmoSffvqpvafywKCABCGEEEII\n", "IR1USUmJkCEBoEPXkeADBOoyJOLj4yGRSODu7g53d3e9iiqGhYUhJSUFjLFmj2265IUxhkmTJqG8\n", "vBwA0LdvX2zfvt2glpju7u4Amg9IMMaQk5NjtIyRxgEJdQUtef7+/igsLERZWZmw7ejRo2CMYcyY\n", "MUaZS0d1+/Zt1NTUCEtgiOEoIEEIIYQQQkgHxRe1dHR0hL29fYfOkOALLqrLCHBzc0NCQgJSU1OR\n", "mpqqV1HFsLAwVFRUKGVEaMq6KCsrE9p6yuVyrFq1CkeOHAEA2NjYYN++fWqzCvRhb28PR0fHZpfX\n", "FBcXo7Ky0igZEkDDdW2cIaGpdSrfaaPxso1Dhw4hPDxcyO7orPjrRwEJ46GABCGEEEIIIR0Uv2SD\n", "4zh4enp26AyJ3NxcWFlZCRkE6nTt2lWnZRqNhYaGAoDKso34+Hhhn4uLC6Kjo+Hl5YUhQ4YgKioK\n", "/v7+WLBggXD8xo0bNWYV6EuXThuXLl0CYHjLT56fnx9u376NkpIS5Obmanwtffv2BcdxQkCivr4e\n", "v/76a6dfrgE0BM1EIpHaYBZpGfP2ngAhhBBCCCFEf/X19SgrKxNu0MVicYfPkPD19YVIZPh3prdu\n", "3cKKFSuEpRZWVlZ47733EB8fD47jIBKJwHEcOI6DpaUlxo4dCzs7O9y7dw8//PCDSrCgR48emDp1\n", "qsHz4nl4eGgMSMhkMsTGxgp1HGbOnImff/7Z4Dab/Lf6hw8fhkKh0JghYWtrC29vb2H8CxcuoLi4\n", "mAISAB577DH88ssvnb6wpzFRQIIQQgghhJAOqLS0FIwxISDh6emJ9PT0dp5Vyxmrw8a9e/cwZswY\n", "pKWlKW1PTk5W220DAL7//nut5+Q4TshGMQYPDw/cvHlT7T6++wfvr7/+QlxcHBISEgwakw9I8AUZ\n", "NQUkAOVOG4cOHYKzszMGDBhg0PgPAg8Pj06/bMXYaMkGIYQQQgghHRDfDeJBypAwdHkCYwyzZs1S\n", "CUaYGk0ZEvp0/9BX9+7dYWdnhyNHjqBnz55wcnLSeGzjThuHDh3CqFGjYG5O32UT46OABCGEEEII\n", "IR1QSUkJAChlSEilUtTW1rbntFpEoVAgLy/P4AyJr7/+Wsh2sLe3xx9//IGrV69ixYoVABqWH6Sn\n", "pyMtLQ0vvfQSHB0dceHCBSQlJeHy5cu4dOmSUFeiMV1bjOqKD0jo0vnDWDiOg4+PDyoqKrRmRwAN\n", "GRK5ubnIz8/HhQsXOn13DdJ6KCBBCCGEEEJIB6QuQ4Ix1mz3BlMklUpRXV1tUIbEX3/9hblz5wqP\n", "N23ahMGDB6NPnz4YNWoUAKCmpgaBgYEIDAzEqVOnMGnSJERFRSEsLAzh4eGIiIjAsWPHWtxiVFfu\n", "7u6oqqrC3bt3lbZr6v5haEBEJpNBIpEInUzS0tIgk8k0Hh8QEID6+np8/vnnAIDRo0e3eOwHRVFR\n", "EWbMmIFr166191QeKBSQIIQQQgghpAPiAxIuLi4AGgISANq804ZcLjd4OUFubi4AtDhDori4GE88\n", "8YSQHTJv3jxMnjxZ2B8QEAAzMzOkpKQAaLghv3r1Kp588kmVcxnSYlRXfB0Cdcs24uPj0b9/fwCA\n", "s7OzUQIifF2K6upqAA0BoLi4OI3H+/v7A2jIOImOjjb66++Irly5gi1btnTIDCRTRgEJQgghhBBC\n", "OiC5XA47OztYWVkBaFiyAaDN6kjw37qHhIQgJCQEEolE67fu2vDf3Pfq1Uvv59bX12Pq1KnC6x44\n", "cCA++ugjpWOsra3h7+8vFLX88ccf4eTkhBEjRmg8b0tajOpKW0DCzc1NmP+hQ4cMDojoW5dCJpNh\n", "4sSJ4DgOFRUVkEqlLX5fHyTZ2dngOM4ohVfJPyggQQghhBBCSAfUtOuDo6Mj7O3t2yxDgv/WXSqV\n", "QiqVIjExUeu37trk5ubCw8MDNjY2ej/3/fffx7FjxwA03Mzv3r0bFhYWKseFhoYKAYk9e/Zg4sSJ\n", "7da+0d3dHYD6gAQAZGZmwsLCQsiUaEv8+8rXt7h161aL39cHSU5ODnr27Alra+v2nsoDhQIShBBC\n", "CCGEdEBNAxIcx8HT07NNMiSM3Q2ipR02fvnlF3zwwQcAADMzM+zatUtjW8awsDCkpqYiLS0NmZmZ\n", "apdrtBVbW1t06dJFa0CiT58+RulsoU9ditbs8tHRZWdnC61TifGYXO+W6dOn4+TJk8JaOF5dXR3S\n", "09Oxb98+xMbG4r333sO3336rcpyLiwt+++03lfNu3rwZn332mXCu6dOnY8GCBeA4rvVeDCGEEEII\n", "Ia2kaUACaKgjoS1DomkhTFORm5uLfv366fWcvLw8PPvss8LjFStWYOjQoRqPDwsLQ0VFBT744AM4\n", "Ojpi5MiRLZ2uUWhq/QkAGRkZCAgIMNpY8fHxiIuLQ15eHoCGYISxC3U+6LKzsxEREdHe03jgmFxA\n", "guM4fPDBB3juueeUtu/duxezZs3C2LFjtR6nzhdffIE333wTp0+fRlRUFPLy8hATE4Pi4mJ8+OGH\n", "rfI6CCGEEELIg8XUbuZLSkrQrVs3pW2enp5IS0tTOVYmkyE2Nlb49tvHxwfx8fEtrk3Af+vetKOH\n", "t7e33tdHLpfj2rVrwr/zdVFdXY3HH38cpaWlABqWGSxYsEDj8TKZDO+88w4AYPfu3XB1dUV5eXm7\n", "Fmt0d3fX2BElMzMTL774otHG4gt1NvcZ1vS+GrvtaUfDGEN2dna7ZtU8qExuycbLL7+MwYMHq2z/\n", "5ptvMH36dKV1Xrr07a2oqMCSJUswY8YMREVFAWj4gZo/fz5WrVolRAkJIYQQQghRx5jFG41JnwwJ\n", "Y9Z74MXHxwtFKLt27QqO4xAdHa3z8/nrGhwcDLlcjm3btul8XV977TVcvnwZANCnTx9s2bJFa+Zz\n", "bGwsLly4IDwuLi5u97oImjIkysvLIZVKjZohwdOlUGd8fHyrtz3tiOLj45U6txDjMLmAxMMPP6xS\n", "XTcnJwcnTpzArFmz9D7fkSNHUFFRgeHDhyttHzZsGOrr67F3716D5ksIIYQQQh5srXEzbwzqAhKe\n", "np6QSqVKrQlbqy6Am5sbnJ2dMXbsWGRlZWHZsmX44osvcP78eZ2ez1/XwsJCAA0p8bpc182bN2Pj\n", "xo0AABsbG+zduxdOTk4ajzfVugiaAhKZmZkA0CoBCV20RdvTjobjOAwdOrRFXWCIdiYXkFBnw4YN\n", "GD58uEqhmyNHjmDkyJEIDw9HaGgo5s6dK/xC4yUlJQGAynP5x3wvYkIIIYQQQpoy1ZtZoGFuTeup\n", "icViMMY0LgUwppSUFFy6dAkzZ85E165dsXDhQkRERGD69Omorq6GXC7XeI1ael0vX76MOXPmCI/X\n", "r1+PkJAQg19Le+ADEk2zvjMyMsBxnN41NYytNdueEsIzuRoSTdXW1mLLli34+uuvlbbb2tpCJBJh\n", "x44dcHV1xfXr1/H0008jKioKf/31F3r27AkAKCoqAtDQBqkx/jG/nxBCCCGEkI6iqqoKVVVVajMk\n", "ACA/Px9eXl4AWq8uwNatW9GtWzeh9oO5uTm2bNmCyMhI+Pn5QaFQAPinXkVtbS1mzZqFmzdvoq6u\n", "Tu2/w4uKijBkyBChuwS/DIP/740bN/D3338DAGbPno1nnnmm2Xmaal0EDw8P/P333ygtLVUKLGVm\n", "ZqJXr14taoFKSEdj8gGJ/fv3w8LCAhMmTFDa/uabbyo99vHxwebNmxEcHIxly5bhq6++astpEkII\n", "IYSQB5Cp3sxqKk4oFosBQKWORHx8PIKCglBcXAwzMzMMGDDAoLoAtbW1+P777zFt2jRYWFgI24OD\n", "g+Hu7o6bN28K26RSKSZOnIi6ujqlOg7q8J31mvPQQw9h9erVOs/XFLtM8O1JCwoKVAIS7bVcg6j3\n", "2WefwdLSErNnz27vqTxwTD4g8c033+Cll16CSNT86pLAwEA4ODjgzz//FLa5uroCAO7evat0LP+4\n", "aWXipubNm4cuXboobZsyZQqmTJmi0/wJIYQQQkjHxt/MpqSkoLKyEm5ubu1+M1tSUgJANSDh5OQE\n", "BwcH5OfnK213dnZGXV0dPD09kZ+fj6NHj8LOzq7F4x85cgQymQzTp09X2i6Xy5XqV/CSk5NRVVUF\n", "ADAzM4OFhQUYY6ipqRGWLHAcB0tLSyEbovFSBv7/GWMICgrCjz/+CCsrK53nq2uXibbk7u4OoCFg\n", "ExwcLGzPzMzEpEmT2mtancr9+/eRmZmJ1NRU+Pj4aGwbu3PnTvj7+z/QAYkdO3Zgx44dStvKyspa\n", "fVyTDkhcu3YNZ86cwffff6+yr7CwED169FDZLhKJhPQwAEKv2NzcXISFhQnbc3NzAUBpmzpr1qxB\n", "ZGRki+ZPCCGEEEI6Pv5mdvr06di6dSu8vb3bvcifthtrdZ02EhISUFZWho8//hgvvfQSUlJSEBMT\n", "0+Lxv/32W4SHhzf7b2keH4ywsbFBYmKi0vMkEgk8PDywZ8+eFs9HV6YQiODxAYnGhS2rqqqQl5dH\n", "GRJt4F//+hfOnDkjBLu6du2KwsJCYblQY9nZ2XjsscfaeoptSt2X7pcuXRI6VbYWky5quX79eowf\n", "P174YW3Mw8NDJXUuJycH5eXlSu2GxowZAwcHBxw/flzp2N9++w1mZmZ4/PHHW2fyhBBCCCHkgVJa\n", "WgoASE9PV/oCrD1oC0jwWRCNHThwAB4eHnj22WdhYWGBS5cutXjsoqIi/Pzzz5gxY4bKPn6Jiyab\n", "Nm1SCWIUFRV1yu4F1tbWcHFxUQpIZGVlgTGGwMDAdpxZ5zBlyhRs2LABZ8+exYkTJyCXy3HmzBmV\n", "48rKylBcXAw/P792mOWDz2QDEjU1Ndi6davWtJjFixejuroaQEO/3tmzZ6NLly5YsmSJcIy9vT1W\n", "rFiBLVu2CL948/LysGbNGrzxxhtaf2ESQgghhBDCKygogFgsxv3799V2iGhLcrkcIpFIbbvLphkS\n", "jDEcOHAAEyZMgJWVFYKDgw0KSOzYsQMcx2Hq1Klq98fHx0MikYDjOGH5BQDMnz9f5RtYxhgKCgqE\n", "egqdTdPWn+3d8rMzmT17Nv79739jwIABGDp0KMRiMY4dO6ZyXE5ODgBQQKKVmOySjb1798LZ2RnD\n", "hw9Xu/+HH37Arl270L9/f3Ach/LycgwaNAjnzp1T+bDMmTMHNjY2mD59OjiOQ21tLd544w2VwpiE\n", "EEIIIYRoUlBQgNGjR2Pz5s1IS0uDr69vu81FLpfD2dlZbZ01T09PHD58WHicmZmJnJwcfP755wCA\n", "yMjIFgck5HI5Nm7ciHHjxgm12ppyc3PDyZMn0aVLF2GpxtChQ/HRRx+pHHv37l3cv39f6JDX2agL\n", "SLi7u6sNNBHD3bhxAwDg7e2ttJ3jOJw9e1ZtYCw7OxsA0Lt379afYCdksgGJ5gpHPv3003j66ad1\n", "Pt+MGTPUppURQgghhBDSnPr6ety5cwfR0dHYu3cv0tPTVbrAtSW5XK6xHoJYLEZhYSFqa2thYWGB\n", "n376CXZ2dnjkkUcANNRY27ZtG2pqamBpaanTeDKZDLGxscjOzkZRURFqamogk8nU1tJgjGHOnDlC\n", "MEIsFmPXrl1q1+bzN+OdOUPiypUrwuOMjAzKjmhFK1euxOnTp5GWlqayT1NQLDs7G127doWzs3Nr\n", "T69TMtklG4QQQgghhJiKoqIi1NfXw8PDA8HBwWpvaNpScwEJfikE0FA/YtSoUbC2tgbQkCFRW1ur\n", "U3tNXmxsLBITE1FUVASgodZBXFycynGMMcyfPx+bNm0C0PDN8759+zQWAe3sAQl3d3eluniZmZlU\n", "P6IVXb58WWh6oKtp06Zh586drTQjQgEJQgghhBBCmtH4xtkUAhIlJSUaAxKenp4AgFu3bqGwsBDn\n", "zp1TyuYIDQ0Fx3E6L9uQy+Vqa2bk5eUJxTWBhmDE4sWL8dlnnwnbnJyclArON8VfV3VF7DsDfskG\n", "Ywx1dXW4du0aZUi0kvr6eqSkpCA8PFzrcXK5XKnlrI+PD0aMGNHa0+u0KCBBCCGEEEJIM/hvsfmA\n", "xJUrV1BbW9tu82kuQwIA8vPz8csvv4DjOKWWhXZ2dvD39zeosKU6S5cuxYcffig8njFjBsrLy7Ve\n", "p4KCAjg7O8PGxsaoc+koPDw8UFtbC7lcjpycHNTW1lJAQkeTJ0/G66+/jkOHDuH+/fvNHn/16lVU\n", "VVVpzZA4e/Ys3Nzc2j3g2JlQQIIQQgghhJBmFBQUgOM4uLm5ISgoCDU1NUKxu/agLSDh5OQEBwcH\n", "3Lp1CwcOHMDAgQNVClBGRkbi8uXLOo2lqZVnr169hDl8+OGHeO+994R9X331FSZPngzGmNKShKY6\n", "c4cN4J+lKgUFBcjIyABAHTbUYYxBJpMJjxUKBVxdXXHgwAE89thjcHFxUQqGqcN/3rVlSERERMDe\n", "3h779u0zzsRJsyggQQghhBBCSDOkUim6d+8Oc3NzBAcHA4BeNRiMTVtAAmjIkrh69SqOHTumtvhm\n", "REQEkpOTUV9fj7KyMly8eBGXLl3C5cuXkZycjJSUFCQlJeGPP/7AgQMHMHXqVDg5OYHjONjb20Ms\n", "FmPAgAF45513MHPmTCxatEg49+rVqzFr1iwhU6NxC9KmKCDxT0AiMzMTzs7O6N69ezvPyjgyMzOx\n", "ceNGg8/DGMPbb7+N0NBQlJSUAABEIhG+/PJL5OXlITMzE+PHj8fq1auVllo0lZSUBC8vL7i4uGg8\n", "xsrKCuPGjRMCEtnZ2Zg5c6bWoBoxjMl22SCEEEIIIaQxvl5B0xtxTduNqaCgQKhz0K1bNyGt+4kn\n", "nmi1MTVRKBRaa0gAQPfu3bFz505UVVWpDUhERkbi/v37OHz4MJ599lmUlZXpPH5lZSUqKyuxevVq\n", "lX0rVqzAvHnzAPzTtaC5gESfPn10HvtB06NHDwD/BCQCAgLAcVw7z8o4FixYgKNHj+KZZ54RCqrq\n", "izGGN998E59++ik+/fRTlWACx3Hw9/fHyy+/jD179iA9PV0IGDbVq1cvPPPMM82OOWnSJPzwww/I\n", "zs5GSkoKNmzYgOXLl7do/qR5FJAghBBCCCEmjW85yRdW9PHxQXx8PACo3a6po4Mhmn6T356FLcvL\n", "y6FQKNR+08tfq6SkJFRVVcHa2hpdunRROY5PW3/99df1CkZownEc3n33XaVMiS5dusDW1ha3b9/W\n", "+LyCggIMGTLE4PE7KktLS7i6ukIqlSIzM7PZgosdRU5ODg4fPgzGGFJTU7UWNtWEMYa5c+fi888/\n", "x+eff45XX31V47ESiQSjRo0SWs2qM3v2bJ3GHT16NKytrbF//34wxuDo6Kiy5IkYDwUkCCGEEEKI\n", "SeNbTvKkUini4uLAGFO7PSEhwehzkEqlSsXwgoOD8euvvxp9HF3waevqMiSaXqvq6mq118TZ2RnO\n", "zs7Iy8sDAPj6+mLUqFFgjEGhUAip705OTujSpQvq6urw3nvv4d1338XAgQOF8/Df5vv6+sLX11dp\n", "DI7j0LNnT40ZEnxr0s68ZANoWLZx69YtZGZmYsqUKe09HaNwcXHBRx99hMWLF+PixYstCkhs374d\n", "n3/+Ob755hvMnDlT67G2trY4cuRIS6erxM7ODqNHj8a+ffsQEhICPz+/ByZrxRRRQIIQQgghhJgs\n", "TS0nz507p/YmgW9FaezlGwUFBRg7dqzwODg4GF988QWqq6tbnI7eUtqWrmhrz9n4+IsXLwqZEWZm\n", "Zti1axf69++vcczdu3cDAF555RV069ZN57mKxWKNGRIlJSWoqamhgISHB86dO4f79+8jMDCwvadj\n", "FM7OzliwYAG+//57XLx4sUXnOHz4MKKjo5sNRrSG559/HseOHUNaWhr8/PzafPzOhAIShBBCCCGk\n", "w7G0tAQA1NXVtfpY9fX1KCwsVLpxDgoKQn19PbKyshAWFtbqc2jM0JoZ1dXVeO6554QsiCVLlmgN\n", "RgDA+fPn4e3trVcwAmioI8FnYTRVUFAAABSQ8PAQsm0etA4br7/+Ouzs7Fr03KCgIEgkEqPMIzk5\n", "GSKRCCEhITodHxsbi9jYWHh5eWHQoEFGmQNRjwIShBBCCCHEZPEtJ5tWuY+IiFBZsgEot6I0lqKi\n", "IigUCpWABACkpaWZTEBC07Vqek3efvttocUkAJ0K/Z0/f77ZoIU6YrEYZ86cUbuPAhINPDw8wBiD\n", "ra0tvLy82ns6BmGMgTEGkaihmeMLL7zQ4nMtWbJE7+ecP38eNTU1SsuKAGDp0qUoLS3FiRMndD5X\n", "VVUV8vPzKUOilVHbT0IIIYQQYtLi4+MhkUhgZWUFKysrSCQS7N+/X+N2Y+NvnPkuG0BDbQVPT892\n", "KWwpl8thY2MDGxsblX38NXF3d4e7u7vKNfnjjz+watUqAP9kmaSmpmodT6FQtLgOQM+ePXH79m0o\n", "FAqVffx15TtNdFb858rPz0+4ke+ozpw5g379+mntrNKa3n//fbz77rsq25OSkpRqwOjCzMwMR48e\n", "xaOPPmqs6RE1OvYnnhBCCCGEPPDc3NyQkJAAX19fTJs2DQkJCXBzcxO2P/PMM/Dx8RG2G5umb/Lb\n", "q9OGthoZ/DVJTU1Famqq0jWpqKjA9OnThaUay5cvh7u7Oy5fvqx1vKysLFRWVrYoICEWi1FbW4vi\n", "4mKVfQUFBejWrZsQGOmMZDIZ1q5dCwC4du0aJBIJZDJZO8+q5datWwczM7N2y3oZPnw4EhISUF1d\n", "LWwrLy9Hbm6u3h1MLC0tMXLkSKF9LWkdFJAghBBCCCEdglQqRZ8+fVS2BwUF4ebNm8KNdmuMy3Gc\n", "SrAjODgY6enprTKmNnK5XG3Lz8a6du2qFLRgjOG1114T6jkMHjwY8+fPR0REBC5duqT1XOfPnwcA\n", "REZG6j1XsVgMAGq/MacOGw21CrKysgA0LBFITExEXFxcO8+qZW7fvo19+/bhlVdeUcr0+O2337Bv\n", "3z6dz6NQKLBhwwYUFhbqPYdhw4ahurpaaSlXcnIyAOidIUHaBgUkCCGEEEKIyausrERZWRk8PT1V\n", "9vXu3RtVVVW4c+dOq4xdUFCA7t27w9xcufxaUFAQ8vLyUFlZ2SrjalJSUqJ3nYz169dj69atABra\n", "Gm7ZsgVmZmaIjIxsNiBx4cIF9O3bF126dNF7rvy3y+o6bdy+fbtTBySa64rS0axfvx7W1tZ4/vnn\n", "lbbv2LEDH3zwgc7nSUlJwcyZM3HlyhW95xASEgJXV1f89ttvwrbLly/DysoK/v7+ep+PtD4KSBBC\n", "CCGEEJOXn58PAGoDEr6+vgCA3NzcVhlbKpWqvXEODg4GAKUCkW1B37am586dw2uvvSY83rRpk3DN\n", "IiIicOfOHa2ZHufPn2/Rcg2gYQmJubk5ZUg84GpqavDNN9/gueeeg6Ojo9K+qKgopKWlKS2j0ObE\n", "iROwtrbGww8/rPc8RCIRhg0bphSQSEpKQkhIiEpAkZgGCkgQQgghhBCTpy0g0atXLwCtF5AoKChQ\n", "KmjJCwgIAMdxbV5HQp+ARFFREZ544gnU1tYCAObNm4ennnoKQEP9guXLlwMA/vWvf6mtX1BbW4uk\n", "pKQWddgAGgoDuru7q82Q6OwBCb4rSlOt0Smmte3duxd37tzBK6+8orKvf//+qKurQ0pKik7nOnHi\n", "BAYOHAhra+sWzWXYsGE4f/487t69CwCQSCQGdfsgrYsCEoQQQgghxOTl5+eD4zi1Bebs7OzQvXv3\n", "Vg1IqLtxtrW1Re/evdu8joSuAYn6+npMmTJFyE4YNGgQPvroI2F/bGyssFyjpKREbf2C9PR0VFdX\n", "tzhDAmioI9E0Q6K+vh6FhYWdOiABNN8VpaOwtbXFyy+/jMDAQJV9fHbCxYsXmz1PXV0d/vjjDzzy\n", "yCMtnsvYsWPx6aefCo9feuklzJ49u8XnI62L8lYIIYQQQojJy8/PR/fu3TV2ZPD19UVOTk6rjK1p\n", "yQbQPp02dA1IvPPOO0Lqeo8ePbB7925YWFgI59BWv4A///nz5yESiQwqCMi3/mysqKgI9fX1nT4g\n", "wXdF4WtGtCQzoqamBpMnT8bChQshkUiMPUWdTJw4ERMnTlS7z9raGsHBwToFJC5evIiKigoMGzas\n", "xXPx9PTE3LlzW/x80rYoIEEIIYQQQkxefn6+2uUaPF9f31bJkOC/yVe3ZANoCEhs3LhR77oOzfnt\n", "t99w6NAhKBQKiEQicBwHjuOgUChQWVmJ3377DUVFRcL2xseIRCKUl5dj9erVABqWTezevVvja9Dm\n", "/PnzCAoKgq2tbYtfi1gsVgnaaGql2lkZ8tm5fPkyfvrpJ6SlpSE7O9uIszKe/v37C92T3LzMAAAg\n", "AElEQVRatDlx4gTs7e1bvESIdDwUkCCEEEIIISavuYBE7969cfLkSaOPK5PJoFAo1N44y2Qy7Nq1\n", "C4WFhQgODkavXr0QHx+v0h5UX8eOHcPo0aOhUCg0HnPo0CEcOnRIp/N9/PHHGDx4sNI2vn6BVCpV\n", "2u7j46N0c3zhwgWDlmsA6jMkKCBhPAMGDMB3332HZ599FmfOnMGgQYPae0oqZsyYgeHDhzd73OjR\n", "o9GzZ08hk8dQJ06cgI2NDWJiYoxyPmJ8VEOCEEIIIYSYPF0yJAoKClBVVWXUcfkbdnXZBbGxsbh2\n", "7RoAoLCwUG0NBn1dvXoVkydP1hqM0MeUKVMwb948tfsa1y/ggxDjxo0T9ldXVyM1NdXggIRYLEZF\n", "RYVQZBBoCEiIRCKDgzdAw/KPtWvXgjFm8Lk6qqlTpyIoKAj/+9//2nzs9PR0/P7771qPkUgkePrp\n", "p5s9V0REBJ577jmD51RfX48lS5Zg+PDhWLt2rcHnI62HMiQIIYQQQohJY4zpFJAAgOvXryMgIMBo\n", "Y2v6Jl/XGgz6KCsrw4QJE1BWVgYAGD9+PBYtWgTGmPAnKSkJr7/+OrZu3QpPT08wxqBQKJSO4bfZ\n", "2dlh0KBB4DhO7XhN6xe88847WLFiBZ599ll4enoiKSkJdXV1BqfP84VIb9++LbSELCgoQPfu3Y3S\n", "ivHVV1/F7t27MWHCBLVdKzoDkUiEJUuWYNq0abh06RIiIyPbbOxNmzbh4MGDuHr1apuN2RwzMzPs\n", "27cPABAeHt7OsyHaUECCEEIIIYSYtLKyMty7d0+ngERubq5RAxJSqdRo3+RrU1dXh6effhpZWVkA\n", "GmpTbN++HQ4ODkrHFRcXA2joJODq6mqUsfngyYoVKxAfH49XXnkFP/30Ey5cuABLS0uEhoYadH6x\n", "WAwAuHXrlvDeGLPlZ15eHgAgOTm5UwUkzp49C5lMhvHjx4PjOEyePBnvvPMOPvvsM2zdurXN5pGV\n", "lYV+/fq12Xi66tWrF7KysiggYeJoyQYhhBBCCDFp+fn5AKA1IOHu7g4rKyujd9ooKCiAm5ubyjf5\n", "fA2Gpnr16tWi7IiFCxfi119/Fc594MABlWAE0JCZwXEcnJ2d9R6jOU5OTli3bh1+/vlnbN26FadP\n", "n0ZYWJjGzia64gMPjVt/FhQUqG3h2lhtbW2z52aMCQGJpKQkA2bZ8SxatAgffPCB8Njc3Bz79+/H\n", "F1980abzyMrKQt++fZs97vTp01i6dKnG/YsWLcLPP/9stHk988wzAGBQhxjS+iggQQghhBBCTJou\n", "AQmRSIRevXoZvdOGtm/y+RoMfKZCSEgI9u/fr/cYmzdvFjpimJubY+/evejVq5faY+VyObp06QIz\n", "MzO9x9HFwIED4ezsjH//+9/Yu3cvbt68CZlMZtA5rays0K1bN6XCls1lSJSXl8PS0hLfffed1nNX\n", "VVVhypQpeOGFFwxqFdnRJCYm4tSpU1i8eLHSkpzQ0FDY29u32TxqamqQl5enU4ZEeno6li5dqrbO\n", "y/3797Fq1SrcuHHDaHObNm0a7t692+rZTcQwFJAghBBCCCEmLT8/H2ZmZs22rezdu7fRAxJSqVTj\n", "jTNfgyEjIwOurq4YM2aM3jc/CQkJmDVrlvB43bp1GDJkiMbjjd1etKm4uDiUlpZCoVCgvr4ed+7c\n", "MbhQJ9BQR6JphoS2gASf9bBmzRqt57W1tcXatWuxadMmlU4iD7IVK1bA398fsbGx7TqPnJwcKBQK\n", "nQISUVFRqK+vR0pKisq+hIQE1NbW4pFHHjHq/NRlGRHTQgEJQgghhBBi0vLz8+Hh4dFsVoCvr2+r\n", "ZEg0Fwjp1q0bxo8fr3e6+c2bNzFp0iRhacKrr76Kl19+WetzSkpKWi0g0VyhTkOIxWIhQ6K2thYy\n", "mUxrQILPiuFrapiyph1R6uvrsWLFChw8eBDV1dVGHy8tLQ0///wzFi1aBJFI/e1cbW0tzp07Z/Sx\n", "m+LfH10CEiEhITA3N8fFixdV9p08eRJubm4IDAw0+hyJaaOABCGEEEIIMWnNddjg8QEJY7Z/1LX4\n", "4vjx45GZmalzDYvKykpMmDBBWA4xfPhwYdmGNnK5HC4uLjqNYUoaZ0jcuXMHjDGt15UPXnAcJxTy\n", "NFUzZ87ESy+9JDyWSqX48MMPMX78eEybNs3o461cuRJeXl6YOnWqxmPWrl2LoUOH4s6dO0YfvzEP\n", "Dw/Mnj0b3bt3b/ZYa2trhISE4MKFC8K2+vp6fPbZZ1i7di1Gjx6tsSMMeXBRQIIQQgghhJg0fQIS\n", "VVVVRrsJ45csNJchAQAjR46EpaWlTlkSCoUCzz//PJKTkwEAfn5+2L17t04tMFtzyYaxC3U21jhD\n", "QlMr1cZefvllFBUVobS0VGM3kdLSUmzatAmlpaUAgI0bN+L48eMGzVNfd+/exY4dO+Dt7S1sE4vF\n", "KC0txebNm7Fv3z6cPn3aaOPdu3cPx48fx4IFC2BhYaHxuBdeeAEWFhY6BbkM8dBDD+HLL7/UOZAQ\n", "FRWllCHx9ttvY/78+Zg+fTo+//zz1pomMWEUkCCEEEIIISbt1q1bOgckABit04ZMJoNCodApQ8Le\n", "3h7Dhg3DwYMHmz32/fffx759+wAAjo6OOHDggM5ZD3fu3IGtra1Ox7YEX6jT3d0d7u7ukEgkLSrU\n", "2ZRYLEZRURH+/vtvnQISHMfB1dVVa5AmISEBL774ohCQWL9+Pb7//nuD56qPnTt3orq6GtOnT1fa\n", "znEcnn/+eURGRuLNN980WtaOnZ0dcnJylDIy1HF2dsYzzzyDvXv3GmVcY4mKikJ6erpQ2PK1115D\n", "QkIC1q1bB0dHx3aeHWkPFJAghBBCCCEmizGmc0CC70xhrDoSutw4NzZ+/HicOnUK5eXlGo/58ccf\n", "hdaHHMdhx44dCAgIaPbcMpkMEokE2dnZ+OGHHyCRSAzufqEOX6gzNTUVqampSEhIMEqXAr7FZ0FB\n", "AQoKCmBhYWFw1kVCQgJ69OghvO8RERFt3vpzw4YNGDNmDMRisco+kUiETz75BOfOncOPP/5otDHt\n", "7OxgbW3d7HGPPPIIsrOzIZVKjTa2ocaNG4cDBw4I9WA8PDwQExPTzrMi7an5vDBCCCGEEELaSXFx\n", "Maqrq3UKSNjZ2aF79+5GC0jwN3L8kg3GGAoLC1FbWwuO4yASiYT/1tbWIigoCHV1dfjqq68wZMgQ\n", "3Lt3D+Xl5cKfkpISfPrpp8L5P/roI4wdO1anucTGxiIxMRFAQ/2JxMRExMXFISEhwSivtSljLwvh\n", "b9hv3bolFArVVJCxqaqqKtTW1qp8g56QkICBAwcKywXCw8Px7bffoqamBpaWlkadvzpJSUm4cOEC\n", "4uPjNR7zyCOP4LHHHsPp06cxefLkVp9TY3zXkdYau7KyEkeOHMHw4cPh7Oys03PEYrHa4A3pvCgg\n", "QQghhBBCTBbfbUGXgARg3NafBQUFEIlEcHNzg0KhwLRp07Bz585mn7d48eJmj3n++efxn//8R6d5\n", "NNf9ojXbgBoLnyFx+/btZguF1tfXIzg4GB9++CHGjRsHb29vzJ8/X+m61tTU4Pz58/jf//4nbAsP\n", "D0dtbS0yMjIQHh7eei/m/9u4cSN69OjRbFBpz549OmU0NEehUKCmpkbnc/Xo0QN+fn74448/WiUg\n", "kZaWhieffBKXL1/WOSBBSFO0ZIMQQgghhJgsfQMSxmz9KZVK0b17d5ibm2PlypU6BSN0MXjwYHzz\n", "zTedqqOAo6MjHBwchAwJbQEJqVSKK1euwMzMDCKRCAMGDMCxY8eUjrl06RKqq6sxcOBAYVtISAg4\n", "jmuzZRsuLi6YO3eu1uKSAIwSjACAzMxM2Nvb46+//tL5OW+//bbOWTj64lt+9unTp1XOTzoHypAg\n", "hBBCCCEmKz8/H5aWlujWrZtOx/v6+uLEiRNGGZtfWnD06FG8/fbbABrqPsTFxUEkEoExBoVCAcYY\n", "zM3NYWVlhfLychw8eBBPPvkk+vTpAycnJzg5OaFLly5wcnKCi4sLIiIimr2JbYzvftG0FoAxul+0\n", "pZ49e+L27du4ffs2hg4dqvE4Pgjl5eUFoKGDyYIFC3Dv3j3Y2dkBAP78809YW1srZULY29ujT58+\n", "bRaQ4GuBtJXk5GTU19frFQB4/vnnW20+V69ehVgsFt4TQlqCAhKEEEIIIcRk5efno2fPnjrXG/D1\n", "9UVBQQGqqqpgY2Nj0NgFBQVwdnbG1KlThS4JS5cuFYIT6igUCri7u8PHxwfLly83aPzG4uPjMWzY\n", "MKSnp8PNzQ1+fn5G6X7RlsRisU4ZEjdv3gTwT1bMyJEjUVtbiz/++ANjxowBAAwdOhRr165VqRXx\n", "0Ucf6VyEtK3JZDK88cYbWLZsmdr2qs1JTk6Gp6dnqyyPeOedd3Dz5k1s3bpV5+dkZWWhX79+Rp8L\n", "6VxoyQYhhBBCCDFZ+fn5Oi/XAP5p/ZmXl2fw2AUFBUhOToZcLgfQ0CFgyZIlWp8jEonw2GOPIT4+\n", "XnieMbi5uQnfyJ85c8Zo3S/aUs+ePZGTk4OSkhKtQYP8/Hw4ODjAyckJAODv74+ePXsqLduIjIxU\n", "2/py4sSJiI6ONv7kjcDW1ha//fYb3nrrrRY9Pzk5GWFhYUaeVYO6ujq9M4uuXr2Kvn37tsp8SOdB\n", "AQlCCCGEEGKyWhqQMEYdiStXrqC4uBhAQ7HM7777rtlMDZlMhj///BPXrl1DYGCgUdtzlpaWAvjn\n", "NXY0YrEYqampALS3Ur158yY8PT2FGhscx2HkyJEqdSTay8aNG7V21tDE3t4ec+fOxb59+4SMG32k\n", "pKS0KCBx5swZrFy5Uu2+v//+G4888ggqKipw69YtlJSU6HROhUKBa9euUYYEMRgFJAghhBBCiMnS\n", "NyDh7u4Oa2trgwMSGzZswP379wEANjY2+H/s3XdUVOf2N/DvzNCrShcUUECRZokNFRG7xjgYjZc0\n", "S2L0xp6fuTfF5CYxN4k3phmTWFM0scZk7Bh7FFCIBRCkCAgoA4MU6W047x+854RheqPI/qzFWs6Z\n", "M895hhnGOfvsZ+/Dhw+jR48eah8nFAq5Yn8SiYRrz2kIZWVlsLOzg0AgMMh47c3d3R1NTU0AVAck\n", "8vPzufoRLKFQiKCgIDQ2Nhp1juo0NDTgrbfewsWLF3V6vK+vL+rq6jQ+8WcVFxdDLBbrFJBISkrC\n", "O++8w72fW7tw4QIuXryIsLAwbl9N1NXVYfny5Rg7dqzW8yGkNQpIEEIIIYSQTkkqleLBgwdaBST4\n", "fD68vb31CkgkJCRgxYoV3O3t27drdCKorj2nvsrKyrp0e0UPDw/u36oCEvv27cOePXtkts2ePRt7\n", "9+6FqakpduzYgZ9//lnp4zdv3owDBw7oP2EFjhw5guLiYrz88ss6PZ79Hdy/f1+rx4nFYvTr1w/B\n", "wcFaH3PcuHFoamrC1atX5e4TiUTo168f5syZA3NzcyQmJmo0ppWVFTZt2oRhw4ZpPR9CWqOABCGE\n", "EEII6ZSKiorQ1NSkVUAC0K/1Z0FBAYRCIRoaGgAAc+fOxfPPP6/TWIbW1QMS7u7uAABzc3OV2SYW\n", "FhZwdHRUev/mzZtx6dIlpfefOHECe/fu1X2iSty/fx+rVq3CpEmTEBgYqNMYugYkgoODkZWVpdMS\n", "iYCAAPTs2ROXL1+W2d7c3IyjR49CKBTCxMQEAQEBGgckCDEUCkgQQgghhJBOiW3/qEtAIisrS+vj\n", "1dXV4cknn0RBQQG3LTs7W+MaEGx7zrYM1Z6zKwckJBIJli5dCqClgOKYMWN0qq1RXl6OlJQUjBkz\n", "Ruk+gwcPNnjrz9raWu7EXVV2hjqurq4QCAR48OCBAWenGp/Px9ixY+UCEgkJCRCLxRAKhQCAkJAQ\n", "pKWltdu8CAEoIEEIIYQQQjopfQIS2dnZWhUOZBgGr7zyCm7evCmz/caNG1rVgBCJRAgNDYWLiwuA\n", "lg4RhmrP2ZUDEkKhEH/99ReAlqU4utTWYOs3MAyjNiCRl5endZ0GVZYsWYLU1FQcPXqUe211IRAI\n", "kJKSgueee85gc9PEuHHjEBcXJ1ODQyQSwdHREaGhoQCAL774Qi5ooczJkyeRkpJilLmS7oUCEoQQ\n", "QgghpFPKz8+HpaUlevXqpdXj+vXrh7q6OhQWFmr8mM8++0yubgFLmxoQzs7OiImJwe3bt9GzZ09E\n", "RUUZrD1nVw1IaFNbIyYmBiNHjkRRUZHc/lKpFN999x0AwMfHR+nxhgwZAgAaLz8oKyvD66+/jhs3\n", "bijdZ968edi9ezc3tj4GDBgAa2trjfeXSqV6d2oZN24campqZJ7jrVu38NRTT3FFUu3t7TUumPrP\n", "f/5Tr0wRQlgUkCCEEEIIIZ0S22GDbf+oqf79+wOAXLaDMidPnsS//vUvreeniqOjI4KDg3H79m2D\n", "jdlVAxLayMzMRHx8POzt7eXus7S0hIeHB4KCglS+J3x9fWFpaanxso3ExESuQOOsWbO4TI7WZs+e\n", "jblz52r+RAwoNTUVLi4uiImJ0XmMYcOGQSQSYdCgQdy2kydP4uuvv9Z6rNraWuTl5XXblp8lJSUG\n", "KVJLWph09AQIIYQQQghRRJOWnwzDICsrC7W1tTAzM0NFRQVXqyAqKgp9+vTB8uXLUVFRgfv370Mi\n", "kaCpqQlSqRRSqRTNzc24fPkyt7zDw8NDruCgrjUggoKCcPbsWa0fp0xXDUiwtTXEYrHMdkW/17y8\n", "PLi4uMDCwkLhWJmZmWoDVAKBAMHBwRoHJMLDw9HY2Ij9+/fjww8/xPDhwzFjxgy8++67GDlypEZj\n", "GBPbijMgIEDnMUxNTTF79myZbTweD1ZWVlqPlZmZCQDw8/PTeT5dkUQigVAo5LJ9vLy8IBKJDJYB\n", "1V1RQIIQQgghhHRK+fn58Pf3V7nPv/71L2zatEnhfRUVFUhJScGrr76q0fHmzJmDb775BiEhIXj4\n", "8CFcXFzg7e2tcw2IwMBAfPfdd6irq1N6gq0phmG6bEACaKlXEBkZiZycHABQ+ntVF4TS9Pe4adMm\n", "lZ082jIxMcHzzz+PqKgoHDhwABs2bMAzzzyDv/76C05OThqPo4njx4/j22+/xcmTJzXaPzExEZ6e\n", "nlo9H12tXr0aBQUFOHTokNJ90tPTAaDbZUgIhULExcVxt8ViMSIjI/XKXCEUkCCEEEIIIZ1Ufn4+\n", "pkyZovT+H3/8UWkwQltjxozBTz/9hIqKCpSVleGdd97BypUr9eqOERQUBKlUirS0NAwePFiv+VVV\n", "VUEqlXbZgARbW4NNdVf2e83Ly0Pfvn31Pt7YsWN1epxAIMCzzz6L+fPn4/Tp05BKpXrPpa2Kigqc\n", "OnUKVVVVsLGxUbt/YmIigoODDXr8mpoauLq6yt1nZWWFa9euqXx8eno6evXqZZDOMV2Fujoo3el3\n", "YWhUQ4IQQgghhHQ6jY2NEIvFSq+Wx8fHY9myZdztuXPnYv78+bC0tJTb187ODrt27UJsbCyys7Nx\n", "//59iMViFBUV4eHDhygvL8fly5dhY2ODzZs3w9LSEmvXrtX7JINNsTdEHYmysjIA6LIBCZaDg4PK\n", "36smy3QMKTExUWHBSIFAgBkzZig8adeXu7s7AGjc+jMxMREhISF6H5dhGCxYsABCoRB9+vRBRUWF\n", "3D4hISHIz89X2aEkIyOj22VHEOOhDAlCCCGEENLpFBQUgGEYhSenhYWFmDNnDurr6wG0VPz/9ttv\n", "AQChoaEyadVAy9KJxYsXqz1mRUUFvvvuOyxdulRhUUVt2dvbo2/fvkhOTtZ7LDYgoW3Hka6EYRiD\n", "ZUhoatGiRfD398cvv/zSbsf08PAAANy/f1/tiX1RURGKiooMEpDg8XjIyMjA1atXER4eDjs7O7l9\n", "2EyMpKQkhIeHKxxn4sSJGDdunN7z6Uq0qYNCtEMZEoQQQgghpNPJz88HALmARENDA+bOnctdXR47\n", "diy+/PJL7n6RSITQ0FBu3X9AQIDGNSC2b9+O2tparF692hBPAUBLMIQyJDSXlZWFRYsWGWSsgwcP\n", "IioqSun9RUVFuHnzJqZOnWqQ42mqd+/eADTLkCgtLcUTTzyh95IfFhtIaFvgkuXn5wdzc3OukKYi\n", "CxYswJIlSwwyn65EJBJh6NChAFoCg6GhoTrXlyF/o4AEIYQQQgjpdO7cuQNAPiCxatUqroicu7s7\n", "fv31V5iZmXH3s7UKUlJSYGNjg6ioKI2q4Dc0NODLL7/E888/z6XUG0JQUJBBMyQe54AEj8eDi4uL\n", "wZ6jQCDA/v37lQaEzpw5AwAq65QYg6WlJRwcHOS6uSji7++PhIQE+Pj4GOTY06ZNg5mZGYRCocL7\n", "TUxMEBAQgMTERIMc73Hi7OzM1aw5deoUYmJiqMOGAVBAghBCCCGEdBoSiQShoaFYt24deDwepk2b\n", "xq3x3759O7Zt2wYAMDc3h0gkgouLi8JxnJycFC7fUKSkpAQ7duzAgwcPsG7dOsM9GbQEJPLz8/Ho\n", "0SO9xmEDEu3RaeFxMWvWLDg5OWHXrl0K7z99+jRCQkKMUidCHXd3d40CEoYWERGBoqIieHl5Kd0n\n", "ODhY4/oW3U1eXh4AGLTIaHdHAQlCCCGEENJpsK31KioqwDAM4uLiEBkZifj4eKxYsYLbb/v27Xji\n", "iSdUjsUGJBiGUXg/G/wICgrCmjVr0LNnTzg6Ohr0+QQGBgLQv7BlWVkZ7OzsIBAIDDGtbsHMzAwL\n", "FizA7t27uXojrObmZpw5c6bdl2uw9u3bh3fffbdDjq0uqLV9+3ZER0fLbW9ubsbrr7/Otf3sjnJz\n", "c+Hi4qJ3G1/yt04XkFi4cCE8PT0xZMgQmZ+goCDw+XyIRCJu3zt37mDGjBnw9/fHgAEDEBUVhYKC\n", "AoXjfv/99wgJCUFISAgCAgLw6aefKv3PiRBCCCGEtD9lrfWysrIwZ84cNDY2AgBWr16NF198Ue14\n", "o0ePRmlpKTIyMhTezwY/xGIxmpqaUFZWhsjISL2eQ1sDBw6EQCAwSECisy7XiI6ORlVVld7jfPXV\n", "VxoVH9XGSy+9hNLSUhw5ckRme1JSEoqKijosIDFo0CC1mRmNjY1IS0szSutRVUxNTRVuP3HiBDZt\n", "2oTi4uJ2nU9n0t5FV7uDTheQ4PF42LBhA27evCnz895778HBwQEzZswA0PJmGDduHIKDg3Hnzh2k\n", "pqaCx+Nh/PjxqKyslBnzm2++wYoVK/D9998jMTERx48fx2effYY33nijI54iIYQQQgjRQnl5OZdC\n", "Hhoaik8//VSjx40cORI8Hg+xsbFy9ykLfuTk5KCkpESv+bZmbm4OPz8/vetIqApIPHz4EA8fPtRr\n", "fF1lZWVh+vTpOHPmDBiG0euCX3x8PLKysgw4u5aA0JgxY7Bz506Z7dbW1li1ahXGjBlj0OMZUmpq\n", "Kvz9/XH16tWOngoYhsHHH3+MMWPGYOzYsR09nQ6Tm5tLAQkD63QBiaVLlypsI7Nt2zYsXLiQK1r0\n", "n//8BwzD4IMPPgDQUrTms88+Q05Ojkyl5crKSrz11ltYtGgRhg0bBqClPcvatWvx+eefIycnpx2e\n", "FSGEEEIIUYdtrdcWm27v5OSEgwcPKr2C25a9vT0CAgI0qiNhTEFBQUbNkHBxceG6irS3Y8eOwczM\n", "jMtqPnfunM5j5eXlKWzzqq+XX34ZJSUlqKur47b5+vriq6++grm5ucGPZyhsp4ugoKAOOX5TUxP3\n", "7ytXriAuLq7bX9DNy8uDp6dnR0/jsdLpAhKjRo2Ct7e3zLasrCycP38ey5YtAwBIpVIcPnwYY8aM\n", "kamq7ObmhoEDB+LAgQPctujoaFRWVmLixIkyY0ZERHDjEEIIIYSQzkEkEmHkyJEAWq5is3g8Hvbt\n", "26d1B4zQ0FCFGRLKgh/e3t5wcHDQbtJqBAYGIjk5Wa/sgdLSUqUBiebmZp3H1dexY8cQEREBT09P\n", "8Pl8jbNXFMnPzzfK1ecXX3wR169f71Tr/tPS0hAZGamyeGRiYiK8vb1hZ2fXjjNrsWjRIpnlS598\n", "8gkCAwO5bPXuiGEYWrJhBJ0uIKHIjh07MHHiRPTv3x8AkJ2djaqqKu52a/369UNaWhq3xvDWrVsA\n", "ILcve1tVj11CCCGEENK+nJ2dsWfPHgAAn//3V9UPPvhA7gKTJkaPHo3U1FSUl5fL3ScSiWBtbQ0L\n", "Cwu4ubkhNDQUv//+u+6TVyIoKAilpaUQi8U6j6FJDYnWV7TbQ3l5Of7880889dRT4PF4WLduHf74\n", "4w+dvl9LpVLcv3/fKCd7rd9HnYVUKoVIJFK4bIiVlJSEkJCQ9ptUKy4uLtx5VFJSEk6ePIl///vf\n", "nfJ32V6Ki4tRV1dHGRIGZtLRE1CnsbERP/74I7Zu3cptYwupKIoW2tnZobm5GaWlpXBxcVG6L3u7\n", "OxdlIYQQQggxBqlUir1790IsFoPP54PP54PH43H/bnsbABoaGlBfX4/6+nrcuXMHALi6YNOnT8db\n", "b72l01xCQ0PBMAyuXbsmV8CwoqIC1dXV2LVrF2bPnm3wzAgWm3J/+/Zt9O7dW6cxNAlIFBYWwsPD\n", "Q6fxdREdHY2mpiY8+eSTAIB58+bhzTffxKZNm7B7926txiosLIRUKjXKko22fvrpJ9jZ2Rm8gKk2\n", "2EwfZa0/GYbBrVu3sHz58vacFickJAQbN25EaWkprl27Bl9fX/zjH//okLl0FmzLT8qQMKxOH5D4\n", "/fffYWpqiqeeeqqjp0IIIYQQQjSwevVqfPPNNwYZq2/fvtizZ4/OV2Z9fX3h4OCAuLg4uYDEoUOH\n", "YGVlhfnz58ssDzE0b29vWFlZITk5GVOmTNFpDFUBCalUCh6PBx6Pp880tXbs2DEMHjyYCyKYmppi\n", "7dq1eP311/Hf//5Xq+BCe5zs5eXlITY2Fh999BEmTJjQoQEJe3t7WFtbK12yUVBQgOLiYgwePLid\n", "Z9aCzcxISkrCkiVLsGDBApiYdPpTR6PKzc0FQAEJQ+v076pt27ZhyZIlMv8JsRJ2hB8AACAASURB\n", "VP2hKyoq5PavqKiAQCBAr169VO7L3lZXAGjNmjVyvXqjoqIQFRWl5TMhhBBCCHn8/fDDDwYLRlhZ\n", "WeHQoUN6ZS7weDyMHj1aYR2JgwcP4sknnzRqMAJoWTIQEBCgc2FLhmFUBiQ6Ko0+KioKDQ0NMtte\n", "fvllvP/++/jqq6+wadMmjccaOnQoUlNT0a9fP0NPk3P06FGsXr0azc3N+OSTT4x2HE3weDx4eHgo\n", "zZCorKzE5MmTMWTIkHaeWQs/Pz+Ym5sjKSkJ4eHhMnX7uqu8vDxYWVkZLZOqo+3btw/79u2T2aZo\n", "qZuhdeqARGZmJq5cuYKff/5ZZnv//v1ha2uL7OxsucdkZ2dj4MCBXPVl9o84OztbZg0W+1h167K+\n", "/PJLDB06VK/nQQghhBDSHSQkJOCf//wnd/v9999HQEAAmpubZX4YhpG7bWZmBnNzc1hYWODbb79F\n", "bm4uLly4AFdXV73nFRoaik8++QRSqRQCgQAAkJGRgVu3bmH9+vV6j6+JwMBAnWuXVVVVQSqVql2y\n", "0d7YpRqt2djY4N1339W6gKS5uTn8/f0NNTWFnnvuOaxbtw5NTU2IiIgw6rE04e7urjRDYuDAgfjj\n", "jz/aeUZ/MzExQUBAABITEztsDp0NW9CyvTOR2ouii+43btzgOlUaS6cOSGzfvh2zZs2Cm5ubzHaB\n", "QIA5c+bg6NGjaGho4CJ2YrEYaWlp+M9//sPtO336dNja2uLs2bMyaVnnzp2DQCDA008/3T5PhhBC\n", "CCHkMSaRSDBnzhyuReerr76Kd999V6extmzZgoCAAIMEI4CWwpYVFRVITU3l6jkcOnQI1tbWmD59\n", "ukGOoU5QUBD2798vExTRVFlZGQAoDEjU1tZCKpVyWR6d4WRp7dq1HT0FhXr27Innn38e9+/fh729\n", "fUdPBx4eHrh7925HT0MpPz8/hRnp3VVubi4VtDSCTlsmtaGhAT/99JNMlL21999/H3w+n/uPrqmp\n", "CevWrUO/fv1kPgRtbGzw8ccf48cff8SNGzcAADk5Ofjyyy/x2muvKWz3RAghhBBCNNfY2IhnnnmG\n", "Sz8fM2YMvvjiC53HM3RrveHDh0MgECAuLo7bdvDgQcyaNQtWVlYGO44qgYGBqK2tVZjhq46qgMTe\n", "vXtha2uL9957r8PqDXQl27Ztw/Hjxzt6GgCAN998E9u3b+/oaSj1ySefdNrgUkeglp/G0WkDEocP\n", "H0bPnj2Vtnfq27cv/vzzTyQlJcHf359LB7x48SJsbGxk9n311VexZcsWLFy4ECEhIZg5cyZee+01\n", "bNy4sT2eCiGEEELIY6ukpAQrV67EpUuXAABubm749ddfdV5zzjAM8vPzDdptwdraGiEhIVwdibS0\n", "NCQlJWH+/PkGO4Y6rTttaEtVQEIikcDBwQGOjo5IS0uDVCrVb6IayMjIwKJFi1BUVGSwMZcsWYKd\n", "O3cabDxlBAJBpynOOHDgQAQEBMhtr6mpQWxsLOrq6jpgVn/z9PREaGhoh86hM8nNzaWAhBF0jr9G\n", "BTQpHOnv74+TJ09qNN6iRYuwaNEiQ0yNEEIIIaRLKikpAQCDFGWTSCQQCoW4c+cOV/jMxMQEhw8f\n", "1mupRWlpKWpqagz+xT80NJRbk3/o0CHY2Nhg2rRpBj2GKi4uLnBwcEBycrLW3R3UBSScnZ3h4+OD\n", "hoYGPHjwwOgnTSKRCAcOHMC3336rcr/169cjLCxMo84iR44coXT4/+/69esICwtDUlISF8giHaum\n", "pgYPHz6k96gRdNoMCUIIIYQQYhgSiQShoaEICgpCUFAQQkNDIZFI9BpTKBQiLi5Opgp73759MXr0\n", "aL3GNVb7x9GjRyMjIwMPHz7EwYMHMXv2bK0LL+qDx+MhKCgI169f5wJDmmIDEm07vwGyAQkA7VKT\n", "4NixY5g8eTIsLS1V7nfgwAGcPn1a7Xi1tbUoLi42aFZMV3br1i2Ym5tj4MCBHT0V8v/l5+cDoJaf\n", "xkABCUIIIYSQTqikpETrE1dl2OCBWCyGWCxGXFyc1lfp285NUS2E2tpavefMfvE39Mkpm3r+9ddf\n", "4/bt23jmmWcMOr46EokEaWlpOHHihNZBobKyMtja2ipcasAGJDw9PSEQCIwekHj48CFiY2Mxa9Ys\n", "tfv6+voiMzNT7X5s7ZHudrJXU1ODxYsXy7WkvXnzJgIDA7mugaTj5ebmAgBlSBgBBSQIIYQQQjoR\n", "bbMZ1AUuSkpKcO/ePbntOTk5OgcPpFKp0frT5+XlwczMDM7OzgYbUyKR4NlnnwWfz8eGDRvA5/Pb\n", "vQCkUChEYWEhpFKp1kGhsrIypS0/2YCEmZkZPD09jR6QOHnyJJqbmzFz5ky1+/r6+iIjI0PtfmxW\n", "THfLkLCwsMDPP/+Mmzdvymy/desWFShtZ+o+R/Py8sDj8eDu7t6Os+oeKCBBCCGEENKJaJrNYIxl\n", "GJr6/PPPufaerXl7e+tdnyIvLw99+vQBn2+4r6ns77S5uRkMw6C5uVltrTJD0jcopCogYW9vD29v\n", "bwAtbRrZ5R3GcuzYMYwYMQJubm5q9/Xz80N2djaamppU7sdmxXh4eBhkjl0Fn89H79698eDBA25b\n", "Q0MDUlJSMGTIkA6cWfeh6edobm4uevfuTVkrRtBpi1oSQgghpH0YstAh0Y+6E9fWrxF7ks0Si8WI\n", "jIxETEyMzGMdHBzg5eUFsVgss13X4MGhQ4dkOpWZmJjAwsICtbW1+PXXX7Uery02IGEo2vxOOytV\n", "AYk///yT+/eJEycMGshpi2EYXLhwAatWrdJof19fXzQ2NiIvLw/9+vVTul9mZibc3d3btaZHZ+Hu\n", "7s4tWQGAO3fuoKGhgTIk2ommn6N5eXm0XMNIKEOCEEII6aY68go70Y+2V9xFIhFGjRrF3fb398fv\n", "v/+u9XFv374t07WMz+fjwoUL2L9/P6RSKXelWx/5+fmPXS0BNijUlqZBIVUBidaMGYwAWgpzZmdn\n", "Y+XKlRrt7+vrCwBq60j83//9H06cOKH3/LoiDw8PmQwJgUCA+fPnIzg4uANn1T1o8zmal5f32H0u\n", "dRaUIUEIIYR0U5peGSLtx9DZDCxnZ2ds3bqVu+paW1uLefPmoaGhAfX19WhsbASfz+d+BAIBeDwe\n", "GhoaUFtby/08evQIDQ0NAFpOnFauXImxY8eisbERdnZ2OH36NEaMGKH7LwAtX/wjIiL0GqM1Y/1O\n", "tSUSiRAZGYnExETU1tZi1KhRGgeFysrK0Lt3byPPUDN2dnYa79u3b1/s379f7dX+Xr16oVevXvpO\n", "rUtyd3fHrVu3uNuBgYHYv39/B86IKJKbm4uRI0d29DQeSxSQIIQQQrqhxyGN/XElEokwbtw4ZGRk\n", "gMfjKTxx1fYkm2EY/N///R93+969ewpff0316NED5ubmeP/99wEApqammDhxIk6fPo133nlH53Gb\n", "mppQUFBg8CuRbDAgJycHQMvvSZcMEX04OzsjJiYG+/btw7PPPovdu3drXLhTWYaEVCoFn88Hj8eT\n", "2c4wjNy2jsBe7SfKsRkSneU16woMtcxQ089RqVSK+/fvU4aEkdCSDUIIIYSQTsTZ2RnLly8H0HJi\n", "+dVXXyk8cRWJRDJX7FSdZH/++ec4d+6cwvtMTU1hZWUFS0tLmJubw8TEhEv9NzMzg729PZycnLj7\n", "TE1NUV5ejnfeeUfmavnUqVNx9epVvbpvFBQUoLm52eDdFthgQHJyMpKTkxETE2PQLh7amDFjBng8\n", "nkztB3WUBSR+++03mJmZ4dGjRwCAxsZGuLq64scff1Q61s6dO7muFtpiGEanxxHlIiMjceTIEfrd\n", "asAYywy3bdsGHo8HW1tbCAQCuLm5yX2OFhYWorGxkQISRkIBCUIIIaQb0ndNOzEuiUQCV1dXWFpa\n", "Kj1xdXZ2xnvvvQegJY1+ypQpCk+yjxw5gtdff527zWY1nDlzBlKpFA0NDaiurkZNTQ3q6urQ2NgI\n", "qVQKhmFQX1+P8vJy+Pj4oL6+Hk1NTWhsbAQA/PLLLzLHmTp1KqRSqdLAhybYE2VjffF3cHDo8Pe3\n", "vb09Bg8erHFAgmEYpQGJ4uJi8Hg8LjBkamoKc3Nzpa0/79+/jyVLlsjUAdFUfn4+XFxccPXqVa0f\n", "q8pvv/0GoVCI5uZmg47bVXh7e2PixIng8/koKSnB8ePHUVNT09HT6pQ07UCkjR9++AF2dnZITEzE\n", "s88+i549e8p9jrKfS1TU0jgoIEEIIYR0UyKRCIGBgQBaUqtDQ0PbPY2dKFZUVAQPDw+MHj0aly5d\n", "Urrf+fPn4ebmhpkzZyIlJUXu/ps3b+LZZ5/lrr6GhITg7bffhp2dHa5du6ZREURly3vu3bsnU/jN\n", "y8sLAwYMwOnTpzV4hoqxX/wNnSHR2YSFhWkckKiurkZTU5PCgIREIoGzs7NMqr+Pj4/SIpInT54E\n", "AI2LUrYWExOD4uJild0yFElKSsLSpUu52iOKxk1JSTF6Qc6u4M8//8SsWbO4jBfyN31b5yoikUiw\n", "detWrFq1Ct7e3pgxYwZSU1NRWFgos5+xA6XdHf3lE0IIId2Us7Mzd7VcKpXi7NmzHZbGTmRJJBK4\n", "uLhg/PjxuHz5stKrx+fOnUNERAQCAgJw+/ZtmbTvgoICzJo1i7vaampqivnz53PBpytXrhh83lOn\n", "TsXp06d1Tj/Py8tDjx49YGtra+CZdS5hYWHIzs6WafeoTFlZGQCoDEi05uPjozRD4uTJkxg7diyE\n", "QqHWc75y5Qp8fX21/ox4+PAhtm/frrRmye3bt7nAaHd369YtODs7w9XVtaOn0i18/vnnEAgEWLNm\n", "DQBgwoQJAIALFy7I7Jebmwt7e3vY29u3+xy7AwpIEEIIId1Y6/W3yk5iSPsrKiqCs7MzwsLCUF5e\n", "juTkZLl9SktLcfPmTUycOBEBAQEoLy/nirPV1NRg9uzZXDvBoUOHorGxEQMHDgQAjBs3DrGxsZBK\n", "pWrnos3ynmnTpiEvLw9paWnaPmUAnb/l5zfffIMXX3xR73HGjRsHALh8+bLafXUNSLQNCtXX1+Ps\n", "2bOYOXOmTnOOiYnB2LFjtX6cutafycnJ3T4gsWHDBhw+fBg3b97EkCFDqLilAg4ODgo/G3RdZlhS\n", "UoJvvvkGy5cv5zq8uLi4ICAgAOfPn5fZl1p+GhcFJAghhJBurKioCFZWVgCg80kkMTw2Q2LkyJEw\n", "MzNTmN5/6dIlMAyDiIgI7oQuJSUFDMNg8eLF+OuvvwC0pBmvX78eAGQCEhUVFUhKStJoPiKRCKNG\n", "jQLQUgNB2fKe8ePHw9zcXOdlG539i39MTAz27NmD5557Tq9xnJyc4O/vr9GyDTYgoagtprKARGVl\n", "JYqLi2W2//nnn6iursaMGTO0nu+jR4+QlJSkU0DC3d0dlpaWyMjIkLuvpKQEYrG42wckjhw5gtOn\n", "T+PWrVtqW6R2Z/PmzQPQkt1nZWUFgUCgsoCrMiUlJfj4448hlUrx2muvydwXEREhF5DIzc3t1J9L\n", "XR0FJAghhJBurKioCL6+vnB0dKSARCfCZkhYWlpixIgRCutInDt3Dv3794enpye8vb1hYWGBlJQU\n", "fPbZZzhw4AAAwMbGBsePH4dEIoFAIED//v0BAMOHD4eZmZlGV+iBlhOA7777DgCwb98+pV0qrKys\n", "MG7cuMc2IJGRkYGePXti7969yM/P12ssTetIqMqQaG5uhpubm8w2Hx8fWFlZcdkxLGdnZ6xZswZB\n", "QUGIiYmROxFT5erVq2hubtYpIMHn85XWtWDrnnT3gIS7uzuSkpKQn59PAQklGIbBDz/8AKFQiNTU\n", "VMTHx8PU1BR79uzReAy2S0dgYCA+//xz9OjRQ26fiRMnIjs7W2aJUV5eHhW0NCIKSBBCCCHdGHsl\n", "fuDAgRSQ6CTYjhcuLi4AWrIO/vzzT7kU/PPnzyMiIgJAS1FSf39//PHHH/j3v//N7bNnzx4EBQUh\n", "LS0N/fr1g5mZGQDAwsICI0aM0DggAfx98jh69GiV+02dOhWXLl1CbW2txmOz8vPzO21BS4ZhkJGR\n", "gZdffhkAVBYb1URYWBhSU1PlMhnaYgMSik6erly5go0bN8psCwwMRFVVFYYMGSKzPSQkBF988QV4\n", "PB4KCgrwxRdfyAUtlMnPz4enpye3/EJbvr6+CgMSt2/fhqmpqc7jPi48PDxw7do1AJB73UiLc+fO\n", "ISUlBatXr4aDgwMCAgKwYsUKfPHFF3j48KFGY7BdOgoLC8EwDMRisVyXjvHjx4PP58tkSXT2QGlX\n", "RwEJQgghpBtjr8RTQKLzKCoqAgAuAyEsLAzFxcVIT0/n9hGLxbhz5w4XkABaWtKdOXOGK4D5zjvv\n", "cMUL09PTueUarHHjxuHy5csaF6BMSUmBu7u7whPj1qZNm4ba2lqtgh0AUFlZibKysk77xb+wsBCV\n", "lZUYM2YMAgMDcfHiRb3GY+tIqCsuWlpaCltbW5iYmGg0Lo/HU1uDgC3ep2mL1pdffhnZ2dk61zbw\n", "9fVVuGTjpZdeQlJSEhco667c3d0BACtWrICPj08Hz6Zz+uqrrxASEoLx48dz29jga9ugnCKaduno\n", "0aMHhg4dygUkKioqUF5eThkSRkQBCUIIIaQbYzMkBgwYgLS0NKXdHEj7YQuNshkSoaGhEAgEMlfk\n", "2S/L7IllTU0Nrl27hqamJgDAzJkz8d5773H7p6WlyQUkxo4di6KiIo2LmaakpCAgIEDtfgEBAXB3\n", "d4dIJNKqHR+7BKKzBiTYE+oBAwYgPDxc7wyJPn36wNvbW+2yjbKyMoXLNfTh6OiIkJAQubXyqujT\n", "lvPFF1/Ezp075babm5vLvS+7Iw8PDwDA//73PwgEgg6eTeeTmZmJ48ePY/Xq1TJBMUdHR6xduxZb\n", "tmxBSkqKzu0/22LrSDAMQy0/2wEFJAghhJBurHWGRE1NjcYp3MR42mZI2NjYYNiwYTInrufPn0dg\n", "YCBcXFzAMAxeeeUVrsOGl5cXfv75Z+4Esq6uDvfu3cOAAQNkjhMaGgoej6dxJoOmAYni4mI0NDRg\n", "x44dCAoKQmhoqEw3F2XYL/6ddclGeno6BAIB+vXrh/Hjx+Pu3bsate1UJSwsTG1gQ9eAROvMl08/\n", "/VTuOBMnTsS5c+d0btGqjUGDBmHy5MlGP05XxWZI0OevYl9//TWcnJwQFRUld98LL7yAxsZGjBgx\n", "QuXnjTbdgiIiIiAWi5Geno7c3FwAoAwJI6KABCGEENJN1dfX49GjR1wNCYA6bXQGEokEPB6P+5LM\n", "MAzGjh2LS5cuob6+HoWFhYiOjoaXlxe2bNmCRYsW4ZdffuEe/8Ybb8gsq8jMzATDMHJXonv06IHg\n", "4GCNAhK1tbXIzs7GoEGD1O4rFApRXFyMpqYmiMVixMXFya3TViQ/Px98Ph+9e/dWu29HWLBgAVJT\n", "U2FmZoawsDAA6pdbqBMWFoZbt27h0aNHSvdRFpA4e/YsnJ2dUVBQIHff1q1buavu1dXVWL9+PW7e\n", "vCmzz8SJE3H//n2l7ThZxcXFaGxs1OTpEB0NHjwYBw8ehJOTU0dPpVMpKSlBTk4OfvjhByxbtgwW\n", "FhZy+yxYsABSqRQ1NTVqP29EIhEsLCxgaWkJNzc3pd2Cxo4dC1NTU5w7dw55eXkwMTGBq6urwZ8f\n", "aaHZYjRCCCGEPHbYq0jOzs7w8vKCmZkZ0tPT6UpmO6qvr8dzzz2HU6dOQSqVgmEYNDU1gWEYmJmZ\n", "yV29bv2FvKCgAMePH5e539zcHFVVVTLb2CBT2wwJoKWOwalTp9TOMy0tDQzDqM2Q0HSddtsrkkBL\n", "hkTv3r1hamqqdj4dwdzcHH5+fgBa/mYyMjL0Xu8fFhYGhmEQExOjtB2nsoBEYWEhiouLFdb06NWr\n", "FwoKClBaWoqYmBg0NDTIjT9u3DiYmJjg3Llz3PNSZNmyZaisrMQff/yh5bNT7eLFi1i/fj2OHDmi\n", "8P3QnTg4OHAtLUnL/01CoRD37t1DdXU1qqqqFP5+1H3etH1fPXr0CHV1ddi9ezdmzJih9H1nbW2N\n", "UaNG4fz58/Dz84OHhwctpTEiypAghBBCuqnWtQpMTEzg6+tLGRLtbO3atTh8+DBqampQX1+PhoYG\n", "ro6HNqn0AoEAH330EYKCgrhuGKz09HQ4ODjA0dFR7nHjxo1DVlYWt9xDGXZMTTIkFKmvr8f06dMR\n", "FBSkNK26q1Wy9/X11bnII6t///5wc3NTWUdCWUBCIpHAxsYGVlZWcvexgZKsrCycPHkSPj4+ckEH\n", "W1tbXLlyBQsWLFB6bIZhcOXKFQwfPlzTp6TU1q1bsWPHDu72jRs3cOPGDYPXxyBdH9sNQywWo6Ki\n", "AkBLYExfx44dg7m5OebMmaM2CBYREYELFy4gJyeHlmsYGWVIEEIIId1U21oF1Gmjfe3evRvfffcd\n", "AMDMzAz+/v7g8/m4d+8empqa4O/vDx6PBz6fDx6Ph8TERNjY2EAgEKCpqQkrV66Eh4cHPDw8MGDA\n", "APTp0wfp6em4ffu2zHEUFbRksZ0eTp06hcWLFyuda0pKCjw8PGBvb6/yObHrtNsGOEpLS1FaWsrd\n", "ZtvtxcTEcNs6c8tPY+HxeAgLC8O5c+cUXtEFVAck2L/dtvr37w+gZbnOiRMnlKawjxw5UuX8srKy\n", "IJFIMHbsWHVPRa0LFy5AIpFgyZIlAFpafgYEBOhVLLMzYTOAunu2h760yXpQ9nmjqC4E0BKQiIiI\n", "gLW1tdp5RERE4P3330d0dDSeeuop7Z8I0djj8QlACCGEEK21XrIBUECiPd26dQtLly7lbm/duhW3\n", "bt3CjRs3EBISgpkzZ+LatWu4evUqYmNjERMTg5deeglmZmZoaGjA4sWLsX79eixcuBCTJk3iTuQD\n", "AgKQmpoq0y0lPT1d4XINiUSCp59+GgKBACtXrlRZfFLTgpZAyzrt0NBQuLm5wc3NDU888YTCQEbb\n", "ZRydOUPi7t27CA0NxZ07d+Tu06copEQiQXx8PP766y8EBgYqfA10CUjY29vDyckJR44cQX5+PmbO\n", "nKnT/K5cuQIej4fRo0fr9PjW2rb+vH37NgIDA/Uet6NJJBKEhoaqzP4hxtP688bc3BzW1tYK60KU\n", "l5fj8uXLmDVrltoxJRIJ11L00aNHXDCNGAcFJAghhJBuqqioCD169ICZmRmAloDEgwcPUFlZ2cEz\n", "e7yVlZXh6aefRl1dHQBgyZIlWLRoEXc/24q1NYlEgtOnTyM/Px8PHz7E0aNHFX5BDggIQHV1Ndex\n", "gmEYpRkSbFo0WxBOVTE4bQISzs7OiImJQXJyMpKTkxEdHa1wWUFrzc3NyM/P1ykgER0djfDwcCQl\n", "JWn9WE3duXMHcXFxsLOzk9keFRWFFStW6DyuUChETk4OgJaaEG1fA4ZhdApIAC3LNg4ePAgrKyuu\n", "CKe2rly5gsDAQIV1KrTl5+eHgoICVFdXo7m5GSkpKY9FQKL18gJtirgSxbTphgHIft58//33qK6u\n", "5loItxYdHQ2pVIonn3xS7RyEQiGuXr3K3b5//z69pkZEAQlCCCGkm2p74steRU9PT++oKT32mpub\n", "8eKLLyI7OxsA8MQTT2Dz5s0y+7CtWFsTCoUyr0tqaqrCL8jsCR5b86GgoABVVVVyAQlNi08CQE1N\n", "DXJycjQOSLAcHBy4H0UnGF5eXtwJhkQiQUNDg1ZLNvLy8vD0009j+vTpuHTpklFT/zMyMmBtbS3X\n", "AaRHjx44d+6cTmNq8hpUV1ejqalJYUCitLRUbUAiPDwcZ8+eVdidgLVhwwaF7RQBICYmxiDLNYCW\n", "DAmgJdvk3r17qKmpQVBQkEHG7ija/B0RzYlEIi4rx87OTmk3jNYcHBzwzDPPwN3dXaZWCevYsWMY\n", "PHiw2s8Yek3bHwUkCCGEkG6qqKhIYUCClm0Yz0cffcR1xnBwcMCvv/4qc7LY1NSEkpISmddFmy/I\n", "ffr0ga2tLReQYIMYipZsaOrOnTsaddhQpXVada9evQAAa9as4e5nr2hqkiHR0NCATz75BP7+/oiL\n", "i8PevXvR3Nxs1Kvt6enp8PPzkytiGR4ejvT0dBQWFhrluGVlZQCgMCARExODb775Ruljf/jhB1y4\n", "cEHtcgtzc3McPXoUDQ0NMtsbGxvh5+dnsK47bEAiMzOTe38+DhkSRLmSkhKdTuKdnZ2xbds2AMCe\n", "PXsQExOjMvjGMjExweLFi7F3716ZbkNNTU04deqURtkRpP1RQIIQQgjpptqmfNvZ2aF3796UIWEk\n", "p0+fxrvvvgugpZjh3r175aq3FxcXA4BGX74V4fF4GDRoEHfCl5aWBlNTU3h7e8vsp01atL4dNgDZ\n", "tOr09HSMHj0amzZt4uovsEtM1AUkcnNzERISgvXr12Pp0qVIS0tDVFSU3t0u1MnIyFDYGnP8+PEA\n", "gEuXLmk9piavgaqABI/H45ZbKaJpm8KJEyeipqYG8fHxMttNTU1x5MgRg6WqOzg4oGfPnsjIyMCT\n", "Tz6JvLw8uLm5qXyMrie07UXb5QWPs9avlSHqaiQkJIDH42HChAlaPW7x4sWoqqrCwYMHuW2xsbEo\n", "KyvTqH4EvabtjwIShBBCSDfVNkMCoMKWxnLv3j08++yz3An4hg0bMGXKFLn9WrdiZWn7BTkgIIDr\n", "tJGeno7+/fvD1NRUbr/WWQu2trbg8/nYt2+f3H4pKSno27cvbG1tNXuyKrDtRz/88EMkJCTg6NGj\n", "AFoCEpaWllz2hDLu7u7Yt28fbty4gc8//1yupoOxKCsM6urqigEDBugUkAD+fg3YAJS/v79Marqq\n", "gIShDB48GD169MCWLVswe/ZsLjhkaDweDz///DOeeeYZ8Hg89OnTR2kgqSsVijx8+DBMTEy4v7Gg\n", "oCC1ywuMoaOCN4peq5kzZ+pdVyM+Ph6DBg3S+nPHy8sLkydPxs6dO7ltx44dg6urK5544gmNxmhb\n", "mFeTJSNEdxSQIIQQQropRUXxKCBheHV1dZg7dy7X9nLWrFl48803Fe7blKxWDgAAIABJREFUthUr\n", "S5svyAEBAbhz5w6am5tVtvxsnbUQHR2N5uZmJCcny+2Xmpqq13INRSIiIjBhwgS88847MgUt1WU6\n", "mJiYYPDgwQgODpbZ/uDBA3z99deoqakx6DwBoKKiAoWFhUqXvYwfPx4XL17UaWz2NUhJSYG7uzum\n", "Tp0q89q3R0BCIBBg4sSJOHDgAHJycoy2/AQAZsyYAR8fH7X7daVCkXfv3kVTUxOOHDkCb29vBAQE\n", "6JzhpIuODt4oeq0SExPl9tO2BkNCQgKGDx+u05yWLFmCuLg4Lrvr2LFjmDlzpsZ1ZtoW5tV0yQjR\n", "DQUkCCGEkG6oubkZxcXFCjMkMjIyIJVKO2hmj5+VK1fi+vXrAID+/ftj9+7dSr8Yt23FytLmC3JA\n", "QABqa2uRk5OjMiDBcnBwwOjRo+Hr6wuRSCR3vzYdNrSxYcMGJCcn49ChQ8jMzISrq6vOY+Xn52PV\n", "qlUybSUNxdbWFg8ePFC6/jw8PBx1dXWorq7W+RiOjo6YOnUqzp49K7OdDUi07XJx/fp1DBgwAFlZ\n", "WTofs7Uvv/wSV65cQWJiIkaMGGGQMXXV1YoKHjlyBK6urpg6dSpWrVqFX3/9FWKxuN2O35HBG2Wv\n", "VWNjo17j1tXVISkpSeeAxFNPPQUnJyds3rwZ8fHxSE9P16l+BFuUlxgXBSQIIYSQbqi0tBRSqVRh\n", "hkRDQ4PCL5lEe7t27eJShy0tLXH48GGVLRSLiopgY2OjtE2mJl+Q2UKBCQkJyMvL06igJY/Hg1Ao\n", "xNGjR2WCUdXV1cjJydGrfoQyY8aMQUREBBYuXIjo6GjEx8frfHWXre9gjIAEj8dD7969lS4PmT9/\n", "PrKzs2Ftba3XcSZPnozbt2/LnMyWlZXBxsZGbslNQUEB1/nDEDw8PDBmzBij1+IAWoqkslk8XR3D\n", "MBCJRJg9ezb4fD4WLlwIc3NzbN++vV2O31mDN4rql2hTg+HWrVtoamrSOThWXl4OU1NT7NixA5Mm\n", "TQKPx0NISIhOYxHjo4AEIYQQ0g2xSwPaZkhQpw3DuX79OpYvX87d3r59u9ovxYqW0Wird+/esLe3\n", "55Z0qMuQYEVGRkIikSAuLo7bxp40GiNDAgAePnyIuro6NDU1oba2VuXV3YqKCgwdOhRXrlyRu69X\n", "r17o1asXMjMzjTJPVQzVbjQiIgIAZNqIlpWVKVyuwQZtHB0dDXLs9lJcXIywsDCkpqYqfZ/rUlSw\n", "o+onpKSkICsrC0KhEEBLJssLL7yArVu3ynUteRwpe62GDBnCLTEzMTGBs7OzVjUYEhISYGZmJrc0\n", "S1NCoRAFBQVgGAaVlZVgGAbPP/+8TmMR4zPp6AkQQgghpP0pWxrg4eEBKysrpKWlYebMmR0xtU6h\n", "sbERKSkpqKmpQUNDA+rr69HQ0KD0h2EY2NjYcD8WFhZYunQp6uvrAQCvvvqqRl+IFRUa1RaPx0NA\n", "QABOnDgBQPOWnyNHjoSLiwtEIhHGjh0LwDAdNpQpKSnhuoq0xl7dbXvymZmZiZs3b8Lc3FzheL6+\n", "vh0SkDAUZ2dnhISE4MyZM9x7RVVAwsHBASYmXeurvKmpKR4+fAgAKq+WszVT2CUpQ4YMUXhCK5FI\n", "IBQKuSwBLy8viESidlvvLxKJYGtrK9MJYvny5di6dSt+++03/OMf/zDq8dmAQNslIu3ZEUIkEmH6\n", "9Om4ceMGevXqhYEDB+L333+Hs7MzSkpK8Oabb+LcuXNavSYJCQkYPHiwyi4yyqjLGqElGJ1P1/oU\n", "I4QQQohBKMuQ4PP5GDBggFatP9krk4/LF736+npMnjwZly9fNsh4o0aNwhdffKHRvobIkABaMhpi\n", "Y2Ph6OiocUFEPp+P2bNnQyQS4dNPPwWPx0NKSgo8PT1hY2Oj95z0xQYbfH19Fd7v5+dnlCUb8+bN\n", "Q3h4uEy2iyIlJSX49ddfsXTpUp2PNXnyZOzduxcMw4DH46kMSHTFInuqliu15uzsjEWLFmHjxo2o\n", "q6vDwoULFT5ftn4CSywWIzIyEjExMQabsyoikQgzZsyQCZIFBgZiwoQJ2LJli9EDEuwcvL290dzc\n", "jPr6eri7u7drRwhnZ2ds3LgRkydPRnR0tEzdBwcHB0yfPh07duxAXl6e2ra+rPj4eEyaNMlYUyad\n", "DC3ZIIQQQrohiUQCCwsLhSeamnba6Ojq7sbAMAxeffVVgwUjnJyccOjQIY2v9BkiQ0IikeDMmTMA\n", "WpY5aPO6REZGIisri2sbaqyCloD2qfkZGRlwcnJSelJrjAwJhmFw6tQp1NbWqt338uXLWLZsGc6f\n", "P6/z8SZNmoSCggLu7+9xC0gALe+xDz74QO1+BQUF8Pb2RlhYGP744w+5+zu6fkJ+fj6uX7/OLddo\n", "bcWKFYiJicGFCxeMPpfGxkbU1NRg8+bNWLhwIaRSqVG7siiSlZUFgUCAwYMHy90XFhYGABq3xn30\n", "6BHS09N1Lmipy5If0rEoQ4IQQgjphtgTX0VF7AYOHChX7V+Rjr46aQzfffcdvv/+ewAtRSiXLl0K\n", "CwsLmJmZKfwxNzeHmZkZmpubUV1djaqqKlRVVaG6uhpSqRQLFiyAh4eHxsc3xIlm6xT2hoYGri6D\n", "Jq/LhAkTYGtrC5FIhKCgIKSkpOCZZ57Raz6qiEQiREZGIicnB0DLSYOyq7uZmZlKsyMAYNq0abCy\n", "skJzc7PB6joUFBSgurpao2Uvs2fPxvDhw/H2228jNjZWpwKR48aNg5mZGc6cOQN/f3+UlZXB399f\n", "br+uHJD47bffNNqvoKAAvXv3xoQJE/D++++jvr5e6XKdjnDkyBGYmppi+vTpcveNGjUKZmZmmDlz\n", "Jnr06GHUpSTR0dHg8/l4+umnMXz4cPzwww84ceKEwkCJsWRlZaFv375yxVeBlgBBcHAwLl68iBde\n", "eEHtWH/99RcA6NXtRZvPFdLxDBqQuHfvHsrLyxVGxwghhBDSeag6oRk4cCCKi4tVrrd9HNfp/vnn\n", "n1i9ejV3e9euXYiKipLZx5jLUxiGgUQi0StDQt/XxdzcHDNmzIBIJMLatWuRm5trtAwJ4O92ppr8\n", "XjMyMlTWshg+fLjOV1VVHRP4u4uHKjweD//9738xZcoUHD9+HLNmzdL6eFZWVhgzZgzOnj2LVatW\n", "Kc2QOHLkCFef5HElFosREBCAKVOm4N///jdiY2NlajV0dP0EkUiEiIgI2Nvby903d+5crqhlbW2t\n", "UYO1J0+exKhRo7jCriNGjMD27dvbPSDh4+Oj9P7w8HAcP35co7ESEhJga2urce0bRbT5XCEdT6fw\n", "8aVLlzBhwgQsXLiQ2/bOO++gX79+GDp0KIYOHYry8nJDzZEQQgghBqZqaQDblSE+Pr49p9Sh8vPz\n", "MXfuXDQ1NQFoKUw3ZcoU7v72WJ7y6NEjNDQ0dPiVb6FQiBs3buD06dMAjNdhozVN2pmqy5AwhvT0\n", "dAgEAvTr10+j/SdNmoTw8HCsX78ezc3NOh1z0qRJuHjxIhobG5UGJKysrNo9Lb+9sRkSwcHBcHZ2\n", "VrhsQyQSyXSR6d+/f7tcCS8rK8PFixcVnvS351KSxsZGnDlzRiZL45VXXkF0dDRyc3MNeixVsrKy\n", "0L9/f6X3h4eHIzs7G3l5eWrHSkhIwLBhwwyS5aTJ5wrpeDq90j///DPKysq4Qi23b9/GRx99BG9v\n", "b6xZswZlZWXYtGmTQSdKCCGEEMNRliEhkUjwyiuvAACioqKUnng/Tut0a2trERkZyXV8sLe3x2+/\n", "/SYTeGCXp4jFYojFYpXtKXXF/p71yZAwxOsyY8YMmJqacuv8FS0Z6AiZmZlYtmxZux4zIyMD/fr1\n", "U5iKrgibJZGUlISDBw/qdMxJkyahsrIS8fHxSgMSj7vm5maIxWK4ubmBz+djypQpCgMSzs7O8Pf3\n", "x6BBg9C3b19ERkYaPaBXUlKC/fv3QyqV4qmnnjLqsdSJiYlBZWWlTEBi/vz5sLGxwc6dO9tlDgzD\n", "4O7duyoDEtrUkYiPj9druQbpenQKSMTExODgwYOYNm0aAOCnn34CABw7dgyff/45jh8/jsOHDxtu\n", "loQQQggxKGUZEkKhENeuXQPQcsVe1Yk3W90daGnnFxoa2uXW6TIMg6VLl+L69esAWpYsPHr0SCbw\n", "EBwczN3fmqGveLKdT/Q9oWJbJrq5ucHNzU3r16Wurg7W1tZISkqCQCDA5MmTO0WxUgcHB/Tq1Uvl\n", "PufPn9e4RoEm0tPTtU4dDw0NxZNPPqlzccthw4ahR48eOHLkCBobG7tlQOLhw4doampC7969AQBT\n", "pkzBjRs35N6HRUVFOHbsGJYtW4ZBgwYZpcsKq3WW1GuvvQYbGxuFbVeVBQW9vLwMHqw9deoUXFxc\n", "MGTIEG6bjY0NnnvuOezatYvL+DImiUSC6upqlQGJ1nUkVCksLMT9+/cNvvSKdG46BSTKy8tl1tId\n", "O3YMoaGh3Lq+gIAAWrJBCCGEdGKKMiS0TTV2dnbGqFGjAAC9evVCTExMhy830NY333yDPXv2AGgp\n", "YmlnZye3T3FxsU4FCrVliAwJ4O/108nJyUhOTtb6dREKhdz3OKlUapRsEGP55Zdf8PHHHxtsvIMH\n", "D2L79u1aP+7AgQM6PQ4ABAIBIiIicOjQIQCQC0jcvXsXI0eOREpKik7jdwUFBQUAwAUkJk+eDABy\n", "xXb37NkDgUCA5557Tut2xdpqnSVVV1eHqqoqlcFaNijIBiFmzJhh8DmdOnUK06ZNk1ve8Morr0As\n", "FmPfvn1G7/KRlZUFACoDEkDLsg11AYmEhAQAoIBEN6NTQEIgEHDr4lJTU5GRkSH3B2mo6saEEEII\n", "MayqqirU1NTofeILALGxsXBwcEBRUVG7FNkrKSkx2BfsuLg4vPbaa9ztLVu2KLzi6eLiguDgYLnt\n", "hl6eUlRUBBMTE6VtLbWly/rpjm6lqC8/Pz9kZGSAYRiDjGdtbQ03NzetH2dlZaXXcSdNmsS9Dm0D\n", "Eg8ePEB8fLzC9+rjgi1UyQYkXF1dERISIrNsg2EY7Nq1C5GRkejVqxf8/PyQlZWFxsZGg89Hl2At\n", "GxRMT0/HypUr8dFHH+Hu3bsGm1N+fj6Sk5MVBjrc3d1hbW2NJUuWGL0lszYBCXV1JOLj4+Hs7Iy+\n", "ffsadI6kc9MpauDn54ctW7agqqoK7777Lvh8PubNm8fdHx8fD0dHR4NNkhBCCCGGo2xpgLb1Bx48\n", "eIDc3FzuO8D9+/cNP9n/z9BFJSUSCebNm8edvKxbtw6LFy9W+vyPHz+O0NBQ2NnZgcfjGWV5ikQi\n", "gZOTE13UUWDNmjV444031O7n6+uLiooKrh5IVySRSLBjxw7u9quvvirzXmf/3dWykbRRUFAAHo8n\n", "EzRl60iwwabY2FikpaXhpZdeAgAMGDAATU1NCgMH6igLdOobAGWDgh9//DHc3NywePFiroORvth2\n", "n2z2SGtCoRDV1dWor683Ws0bVlZWFlxdXWFtba1yP03qSCQkJGD48OHtkpFGOg+d/sd7/fXXsWbN\n", "GtjZ2eG3337Ds88+iz59+gAANm7ciDlz5mDixIkGnSghhBBCDEPV0oDWqcZAy7pnZSfecXFxAMAV\n", "udakgrquDFlUUiqVIioqCg8ePADQ8kWZTfNnn7+lpaVMXQz2iue3334LhmFw8OBBg58Qqup80l46\n", "a7HSS5cuoaysTO1+7JJiY9YS0BTDMIiNjdX6qrhQKMTNmze52zdv3pR5rxcXFxs0k6YzKigogJOT\n", "k0wx0SlTpkAsFuP27dsAWtryenl5ISIiAgC4Wh/aLNtQFuhsu3369OlcG8/WNP27sLa2xmeffYbL\n", "ly/Dx8fHIEHVkydPYvTo0XIZNO2d5aSuoCVLXR0JhmG4gATpXnQKSEybNg2nT5/GsmXLsHHjRm6N\n", "HMMwuHPnDiZPnoxFixYZdKKEEEIIMQxVxRNbpxpPmDABfn5+Sk+84+Li4OXlxVVEN1abOUN/wX73\n", "3Xe5goOurq44cOAAl/7OPv8RI0Zg6tSpcvUX2OealpamwzNRTVnnk/amb1FMQ2MYBpmZmTL1y5Rh\n", "T4wyMzP1Pu62bdv06qLA4/Ewb9487Nq1S+PHaPJeZ98nj/NVZLblZ2tjx46FpaUl/vjjD1RWVuLg\n", "wYNYvHgxl1HUu3dvWFlZaRWQUBbobLs9ISEBpaWl8PHx0fnv4n//+x8AoKKiQu+gakNDA86ePWuU\n", "uhTaUtfyszVVdSSuX7+O0tJS6rDRDem8+Gzy5MlyKUI8Hg8//vijvnMihBBCiBFJJBLw+XyVV/Yc\n", "HBwwc+ZMrF+/HnV1dbCwsJDbJzY2lssmcHZ2bte+97o6duwYPvroIwAtNbEOHjwIV1dXuf2Kiopk\n", "KtezvL29YWZmhrS0NINngxYVFaFfv34GHVMXbFCGPQHu6DauYrEY1dXV8PX1VbuvpaUl+vTpY5CA\n", "xNmzZ/Ve+jFy5Eiua42hdJbAlTGJxWK5gISFhQXGjx+P48ePQyAQoKamBgsXLuTu5/P5XA0RTSgL\n", "/iQlJSmsQeLk5ISrV69yt7X5u1AXaNJ2rMuXL6Oqqkqm3WfreXl5eXF1OFju7u4qj6Pr33tWVpbC\n", "eSgSHh6OzZs3Iy8vj6sTwbZVvnPnDgDgP//5D4YNG/bYv8fJ34xWDWfp0qXYtm2bsYYnhBBCiI6K\n", "iorg6OgIgUCgcr/Jkydj3bp1iImJkTv5rqurw/Xr1/Hcc88BADw9PY22ZEPZF2ypVCpXV0BdMcNf\n", "f/2V+/f//vc/jBs3Tm4fhmGQn5/PLUdtzcTEBL6+vtyXZ0OSSCRc15LOoKMDESw2uKBJQAIA1q9f\n", "r/EVW2UePXqE48eP44MPPtBrnFGjRmHDhg2QSqVq/94A5e/11ksDukNAoqCgACEhITLbJBIJ0tLS\n", "cO/ePVy5cgX29vYwNzeX2ccQnTaqq6sVZp+wr19H/V2wJ+737t1DRUUFTE1N5YI2LJFIhMjISOTk\n", "5KC5uRllZWVobGxEbW0tLC0tlY4LtCzTE4lEGr3HKisrUVxcDB8fH42eA1tH4vjx45g/fz4cHBy4\n", "bBRWQkICIiMjERMTo9GYpOszWkDi6NGjFJAghBBCOiGJRKJRrYKgoCC4uLjgzJkzcgGJ69evo7Gx\n", "EaGhoQBaAhLGzJDYvHmz3NpiiUSCnTt36jTe3LlzsXbtWoX3lZeXo7q6WmFAAgAGDhxolCUbnaGG\n", "RGeUkZEBPp+vcfbIK6+8ovcxf/vtN9TX1yMqKkqvcUaOHImqqiqkpqYiKChIo8e0PpkEWoIRrZcG\n", "fPvtt6irq9NrXp1dQUGB3FX31ifNTU1NKC8vlztx9fPzU1k0sTVlwZ/Ro0eDYRiZk2RAvzoqmgSa\n", "1Gl74g4Ac+bMUXji3jbLKS8vD2PGjMHixYvx9ddfg8fjccdtO65YLNY4IKBphw2WVCqFlZUV1q1b\n", "hw8//BDu7u4K/9/QJXOEdF0a1ZDg8/kQCAQa//D5fKO1liGEEEKIfoqKijS6+sXj8TBp0iScOXNG\n", "7r7Y2FhYWVlx7TD79u1rtAyJpqYmg9amCg4Oxq5du5Suwc/PzwcAvQMS2lTor6urQ0VFxWN/5VsX\n", "mZmZ8PT0lLsabky//PILwsPD4eHhodc4w4YNA5/P12rZRus6LsnJyXJ1TB73tohSqRSFhYUy7VY1\n", "rSMzYMAAFBYWoqKiQqNjsfVSTExMYGlpydWFMEYdFXZMJycnAC0BX03H1LWODtvlY8iQIdi8eTP2\n", "79+Pfv36cUU179y5o3B5k6b1ebQNSAiFQtTU1KC2thZisRh//fVXl+6IQwxDowwJExMT7goIKzc3\n", "F3l5efD09ETv3r3B4/FQUFCAe/fuwdHREQEBAUaZMCGEEEL0I5FI4O7urtG+kydPxt69e/Hw4UOZ\n", "lt6xsbEYOXIkVwySXbLR3Nxs8LaV//rXv7jK+ra2tqivr0dCQoLS46gq9sfn8+Hj4yNTvb8tTQIS\n", "Dx48QGVlJWxtbeXuV5UCrWydtqrOJ93dhx9+iFWrVrXb8R48eIDz58/LtN7UlY2NDYKCgnD16lW8\n", "/PLLWj22K10dNmS9keLiYkilUqXLEVRp3WXliSeeULu/s7MzTpw4gZ49e+Kzzz6TeZ8Zuo4KG2i6\n", "d+8evL298dZbb7VrAPL7778H0LLMorKyEmKxGEOHDtUr2+bu3buws7PT6PejLKjC5/PR3Nwss62j\n", "u/qQ9qVRQMLBwUGmImp8fDzeeustREdHcy12WBkZGXj55Zfx9ttvG3SihBBCCDEMZQUbFZk0aRIY\n", "hsG5c+cwf/58AODSmVufYPXt2xf19fUoLi426En1nj178MUXXwBo+eL69ttv44033oCDg4PGQRVt\n", "5efnw8TERGGxS6AlIAG0tBdUdNKjKAV65syZMDU1VbpOmw1IUIaEPDMzM60yFerq6vDjjz9i4sSJ\n", "GtedaC09PR0eHh54+umntX6sIsuXL1dYFPZxoE/9AWXYZQ2tAxKaLnlgz0s0DUgALcFVAEoLRBqa\n", "l5cX7O3ttcoo03fJh7JgAACFhUA1HZftsKFPxxdHR0d4enri/v373LE7sqsPaX8aXcLYuHGjzO03\n", "33wTO3fulAtGAC1v6t27d+O9994zyAQJIYQQYlia1pAAWiqzDxo0SGbZRk5ODoqKijB69Ghum6en\n", "JwDDtv7866+/sGTJEu7222+/jVmzZgEAsrOzDXactvLy8tC7d2+lRQjZ7z+KClsq++KfmJiosL0g\n", "i23FShkS+hMIBFixYgXX2lVbERERuHfvHnr06GGQ+SxZsgQvvPCCQcYqLCzEtGnTkJSUZJDx9KWs\n", "baY+CgoKAEAuQ0KTZRR2dnZwdXXVqrDl5cuX4eLionFhRkPQZYmb6P+xd+ZhUVX/H3/PsMqmLA47\n", "Cm6oIGAqMiqYueMCaqZhaavatzQty29pfcvUVrVS0zIrE9dU3EEyBAQEQlQENQJZZAaGRVZhGGbu\n", "7w+ee3+Ms28wwnk9j0/NnXPPOTPM3LnnfT6f9ycmBmPHjgWLxYKNjY1e0kjs7e1x+vRpcLlc2Nvb\n", "AwBGjx6tdr+alPykRZXHGThwIDIyMhSmKBG6P2oJEi+++KLU43/++UfuB4qmf//+jBEPgUAgEAgE\n", "40EkEqGmpkajG74pU6YgPj6eqWBB7yh2rAihb0GioqICkZGREAqFANpTNT755BPm/sOQgoSiChs0\n", "tra28PDw0MjYUiQSyRzrmKdNR0jQ+eUE7TEzM4O3t7dOpT/1nXakL0pLSxEXFwexWNzVU9Ha10AV\n", "PB4PbDZb5hqlyluDZvDgwRoLEqGhoTrt8muKp6cnkxqmLhwOB19//TUoisLJkyc1WrgrEgO8vb3h\n", "6+uLlJQURsDbsGGD2v0WFBRoJOQoE5VovwtCz0Orq219fb3CsB8AKCoqQmNjo7ZzIhAIBAKBYCBo\n", "AzFNduKnTJmCkpISZoGXmpoKX19fqZtHe3t7WFtb68XYUiQS4dlnn2VCeM3MzPDyyy+DxWLBysoK\n", "rq6uXSpIAIqNLRXd+Kta4AoEAtjb28Pc3FyjuXZ3kpKSEBwcrLHx3aBBg3QSJIwVOmS/o+Fjd4PH\n", "44HD4TD+NI+jauE6ZMgQmRQERbS0tCAzM1Nu+V9Doq0JcFxcHBwcHDBp0iSNz1UVYRIQEAAOh4OM\n", "jAy1+mttbUVpaalGJXbVFZUIPQutBIlx48Zh3rx5+Pvvv2WeS0hIQGRkJMaPH6/z5AgEAoFAIOgX\n", "bVIDwsLCYGZmxqRtpKamyphds1gsvZX+/O9//4vk5GQA7fnFIpFIKp/fx8eHcXc3BLoIEkD7jb+V\n", "lRV69erF3PiPHDlSpl3HPG11K5/0NHJycnD9+nUmnFxdBg0apPailEYikeDo0aMG2VRLT09HdHS0\n", "zv3weDyYmJgYRSSNsl13XXa6eTyeVoaWNLQgQUd0KSMjIwOtra2dLkhoEyEBtAsSkydPVphOpgxV\n", "YgCLxUJwcLDaFWGKioogkUg0EiRoSDQEoSNaCRJbt25Ffn4+goODweFwEBQUhGHDhqFPnz545pln\n", "UFhYiM8//1ynicXGxmLy5MkYNWoUBg8ejOHDh0sZZf7vf/9Dv379EBQUJPXv8TrpNPv370dAQAAC\n", "AgIwfPhwfPXVV2pdqAgEAoFA6E5oY55oY2ODkJAQxMfHo76+Hjk5OTKCBKCf0p8xMTH45ptvALRH\n", "RsycORNOTk5S4/n4+GgdIaGqFKdEIsGDBw/UEiTy8/PR1tYm85ypqSmam5vx1VdfMTf+58+fZ3Yn\n", "2Ww2nJ2dpXYnBQIBESTkkJ+fjwEDBijcLVfEoEGDUFBQoFFqQ0pKChYtWoQbN25oOk2VnD17FmvX\n", "rtX53pPP58PZ2VmrBakhiImJYUr/stlsWFtb6+xrwOfzdRIkBg8ejKamJpSVlalsm5ycDDs7O/j7\n", "+2s9njZ4eXmhuroajx49Uvuc6upqZGZmYtq0aTqNrUwMCA4ORkZGhkzVC3n8+++/ANQv+UkgKEIr\n", "QSIgIADJyckYP348qqqqcPPmTdy9exf19fV4+umnkZKSotMXe9++fVi+fDm+++47/P333/jnn38Q\n", "FRWF48ePM21YLBY2bdqE7OxsqX+XL1+W6W/Xrl148803sX//fty8eRPnzp3DN998g/Xr12s9RwKB\n", "QCAQnkToCAlNF79TpkxBQkICUlNTIZFIpAwtaXSNkCgsLMSyZcuYx9988w0yMjIwZ84cqQXYgAED\n", "NBYkBAIBuFwu/P394e/vDy6Xy4gzHamsrERra6tagoRIJJI7j+TkZFAUhfDwcObGv+Pu5AcffICH\n", "Dx9KLZYrKiqIoaUc8vPztaqUMXjwYIhEIo0+j9HR0ejXr59csU1XgoODIRAIdI4g4vP5RpWuweFw\n", "sHTpUlhYWGDnzp1oampCfX29Tn3qI0ICgFoRMsnJyRg3blynCzz09UWTKIk///wTFEVh6tSphpoW\n", "xowZg/r6erXeu4KCApibmxus2hGh56C1Y09gYCASExNRUVGB1NTldRGdAAAgAElEQVRUpKWlobKy\n", "EpcvX4afn5/WE3rw4AFWrVqFr7/+GsOGDWOOr1mzBjt37pRqq47K3NDQgA8++AAvvfQSnnrqKQDt\n", "oWRr1qzBtm3biPkmgUAgEHoUAoEAdnZ2GpchnDJlCurr6/HVV1+hT58+TOnLjugiSLS0tGDBggWo\n", "q6sDADz77LOYPHky7t69i4iICKm2Pj4+qKioQFNTk9r9q1sNgF4gqCNIAJCbtpGYmIh+/frJDWd3\n", "dHTEu+++C0tLS+zYsYM5TiIk5PPPP/9g8ODBGp8XEBCArVu3wtraWq32ra2tOHbsGKKiogxiaBkc\n", "HAwAaofDK0LXxbohSEhIwLhx47B06VLY2NjgyJEjOvWn62v09vaGqampSmNLsViM1NTUTk/XANoj\n", "JABoFFEWFxeH4cOHa1QCV1NGjx4NQL3PaUFBAXx8fIwmWofw5KLzFbdv374YO3YsgoODpcJ/5JXC\n", "UocDBw5AKBQiPDxc6nivXr20UgRjY2PR0NAgk8oxadIkiMVinDhxQqt5EggEAoHwJKLNTrxAIMCa\n", "NWvAYrEYJ/aqqioA7TfUUVFRWL58Oerq6vDw4UM0NDRoPK/Vq1cjOzsbQHu4/ZdffonDhw/DysoK\n", "kydPlmrr4+MDAGpvKmhSDUBdQcLNzQ22trZyBYkrV64gLCxM4bm9e/fGypUrsWfPHkaAIRESsohE\n", "Ity/f1+rCAlnZ2esX79e7ff04sWLePjwIaKiojQeSx04HA68vb1x7do1nfr57rvv8OWXX+ppVroj\n", "FouRlJSEp59+GlZWVpg7dy4OHz6sdWpKW1sbKioqdIoCMTMzg4+Pj0pB4ubNm2hoaOgSQcLd3R0s\n", "FkttQYKiKMTFxemcrqEKWmxWV5Ag6RoEfWCwmkaKvBxUcfXqVfTt2xdZWVmYOnUqhg8fjsDAQPzv\n", "f/9jSn/RxMbGYsqUKQgMDMSIESOwevVqlJeXS7Wh8wAf/8LQj42ljjOBQCAQCKpQ5X+gDtrsxNPR\n", "BfQio7a2FpGRkWhqasKsWbNw6NAh/Pjjj/jiiy8AAK+88gr++usvtfP3Dx48iB9//BEAYGlpCSsr\n", "K3C5XHz++eewtLSUEThoQcIQlTZKS0thYWGh0jSQxWLJNbasra3FjRs3lAoSQLsA09LSgh9++AES\n", "iQSVlZUkQuIx7t+/D7FYrJUgoSkHDx5kPNEMhSaGgYrw8fGRG53UVWRnZzMp2wCwePFi5OXlIScn\n", "R6v+BAIBJBKJzlEg6lTaSE5OhoWFBRMV0JmYm5vDxcVF7ZSN3Nxc8Hg8gwsSQHvahjqVNoggQdAX\n", "mjkEdSAvLw8nTpxAWVkZWltbpZ6jKAq1tbVa9VtSUoK6ujqsWLECp0+fxsCBA5GWlobZs2cjPT0d\n", "Fy9eBABYWVmBzWbj8OHDcHJyQlFRERYtWoSnnnoKGRkZTD4TXSbKzs5Oahz6saZlpAgEAoFA6GwE\n", "AgEiIiKYXf7+/fsjJiZGqwWspjvxyqILli5dKnfhcfz4cRw/fhyWlpbo1asXzM3NYW5uDjMzM5iZ\n", "mUEikUAkEqGtrQ1tbW1MtAXQvnN48+ZN5nFNTQ0iIyORkpLCHHNxcYGlpaXaggRdDYAumUgjrxpA\n", "aWkpPDw8wGKxVPYrT5Cg/SMmTpyo9FxXV1csW7YMO3bsQFRUFCQSCYmQeIxBgwaBz+ejT58+Bh2n\n", "sbER586dw6ZNmww6ztixY3Hq1Cm0trZ2m/KuCQkJsLKyYhb1U6ZMgYODA44cOcKYXWoC/R3VhyBx\n", "8uRJpW2Sk5MxZswYWFhY6DSWtmhiAhwXFwdLS8tOieYIDg7GoUOH0NzcjF69esltI5FIUFhYSAQJ\n", "gl7QSpC4ePEi5syZo3TnQ50fcnm0tLRAKBTiww8/xMCBAwEAISEhePPNN/Hpp58iOTkZEyZMwLp1\n", "66TO69+/P/bv3w8/Pz989tln+OGHH7Qa/3HefvttmR/CxYsXY/HixXrpn0AgEAgEVdARCjR8Pl9m\n", "ka4uAoGAyWfXhaamJibt0cbGBl9//TUuXboktQhoaWlBS0uL2n0+//zzSEhIkDlOp1bQ4gGLxdK4\n", "0kZMTAwmTZqE3NxcmJmZYfTo0XKrAahT8pPG19cXZ8+eBUVRzH1PYmIiPDw84O3trfL8devWYd++\n", "ffj0008BaG402t1hsVhwcXHR+nyBQICdO3di9erVSksMmpub4/jx43JLs+qT8PBw2NjYaFT5w9ih\n", "/SNogcXc3Bzz58/HkSNHsHnzZo3XAzweD4DugsTgwYNRVFQEoVAoV3CgKArJycl49dVXdRpHFzQp\n", "/Xnp0iWEhYUpFAj0SXBwMNra2pCdna3Q4LWsrAxCoZAIEt2Mw4cP4/Dhw1LHtA0y0AStBIkNGzZg\n", "4sSJWLduHfr16yf3iz5mzBitJmRrawug3TSzI/TjzMxMhergsGHDYGtri9TUVOaYk5MTAMg4/tKP\n", "VYVk7tixw+A/UAQCgUAgKEKV/4Gmtdw1jZBQFF3Q8Xf1l19+wYIFC7B8+XKmJLepqSnu3LkDkUiE\n", "1tZWqf+amJjAzMwMpqamMDU1hYmJCcaOHYsvvvhC7fuHAQMGoKCgQO3XweFw8O677+Kll14Ci8XC\n", "lStXYGZmJtOutLRU7ZtsX19f1NbWQiAQMO9pYmIiJk6cqNZCzM7ODvb29ti3bx8A4K233kJsbCwR\n", "JvSEWCzGZ599Bh8fH6nqLY9jbm6OWbNmGXw+AwcOZDbbtOGff/7Bxx9/jC+//FJt0cyQtLW1ITk5\n", "GR988IHU8cWLF+Onn35Ceno6xo4dq1GfPB4PbDZb5f25KoYMGQKJRIKCggK5aTj5+fkQCARd4h9B\n", "4+XlpVbqeHNzM5KSkrB58+ZOmBUwYsQIWFhYICMjQ6EgQV97dfk8E4wPeZvu169fZwpDGAqtBIn8\n", "/Hw8ePBAJg2iI/PmzdNqQsOGDcPNmzdl6t/SDq708fLycrmqOZvNljo3KCgIQHueaUBAAHOc3lXp\n", "eIxAIBAIhO4MRVFaeUjExMQgMjIS9+/fh0QiQU1NDUQiEYD2Xf4FCxYwbfv16wdra2tER0drNUd1\n", "Uyt8fHwQFxenUd90BZDW1lbcu3dPblWw0tJSlekWNEOHDgXQXmnD2dkZdXV1uH79OpYvX67W+RER\n", "EVKeINnZ2VpHvhBkcXV1BZfLxcmTJ5UKEk8K+fn5OHLkCL766quungoAICsrC42NjYx/BE1oaChc\n", "XV1x+PBhrQQJFxcXnSs30KU/7927J1eQSE5OBpvNNkiJV3Xx9PRESUmJVISVPJKSktDS0tIp/hFA\n", "uynoyJEjlfqdFBQUgMViya0kRCBoilamlm5ubkrFCADYs2ePVhOiS3t1zB8FgNu3bwP4/8gLNzc3\n", "mRuWgoIC1NXVSZnTzJgxA7a2tvjzzz+l2l6+fBkmJiaYP3++VvMkEAgEAqEzcHR0ZKL9OuLl5aVx\n", "dERBQQHa2to09irgcDhISUnB9evX4ePjw4gREydOxJYtW6Ta6lL6E2gXP+gIBWdnZ3C5XLmpFT4+\n", "PoxAoi5FRUWMISBtet0RsVgMHo+n9u7zgAEDYGJiwvhIpKSkQCKRqDS0BDSr/NFTmTp1Kvbv369T\n", "H/PmzcOlS5e0qvxibPD5fLBYLKPxGklISIC1tbXM7qmJiQmee+45HDt2DAKBQKPPs77KmnI4HNjZ\n", "2Sk0tkxOTkZAQIDK9Ywh8fLyQktLi8r3Jy4uDu7u7gY1XH0cVQasBQUF8PT07DL/DUL3QitB4rnn\n", "npN7c9CRmTNnajWhBQsWYPz48diyZQsqKioAtCvC33//PcLDwxEaGsq0/e9//8vkptbV1WHlypXo\n", "06ePVOiYjY0Ntm7dil9//RXXr18H0P5jv2PHDqxdu5YoewQCgUAwSuiKGkVFReDz+bC1tYWrqyuc\n", "nZ3BYrEwadIktfsSCATgcrnMbuDHH38MgUCg8Zy++eYbxsvC3d0dR44cgampdLClJkZt8uBwOPD1\n", "9UVwcDByc3ORkpIiN6LDx8cHQqFQZnNCGcXFxRgxYgR8fHyYEqMd4fP5EIvFagsS5ubmGDBgACNI\n", "JCYmws3NjYQx64G2tjb89ddfjPilLZGRkRAKhYwp+uO8++67eO+993QaQxOKioqwatUqrUQnPp+P\n", "vn37yk016goSEhIwYcIEufOZOnUqysvLMWzYMPj7+4PL5ap1zeHz+XoRJFgsFoYMGSK39Gd1dTWu\n", "XLnSpekaQPu1EoDS62V1dTXOnz+PadOmae3Ppw3BwcG4f/++XPP/6upq5OXlEf8Igt7QSpCYMGEC\n", "vvrqK7z55ps4duwYrly5gqSkJOZfYmKi1mWNWCwWzp8/j8mTJyM4OBjDhg3DrFmz8Prrr0sZZR06\n", "dAh1dXUYNWoU/P394e/vDycnJ6Snp8vcCLzxxhvYuXMnli1bhoCAAISHh2Pt2rVMeTICgUAgEIwF\n", "Wjzw9/eHn58fhg0bBmtraxQUFCAnJwe5ubn4z3/+gz179qCurk6tPmlTTPrmMjc3F5GRkRrNKyMj\n", "A9988w2A9pDe48ePy92p7devH8rKyrReSNbX1yM+Ph6LFi1SGgGiTenP4uJi9OvXD4GBgXIjJGiD\n", "OU3y8ztW2rhy5QrCwsLUWjjQ3hyPIy89RRV0OdbuRGlpKcRiMfN31hZvb28EBQXJrbggFotx4MAB\n", "nfrXFIlEgu+//17KpFZdeDweXF1dDTArzRGJRLh69apMugYNXbGkuroafD4faWlpal1z9BUhAUBG\n", "kKCvrcOHD0dxcTFiY2O1Emb1BX2dkWds2XGu//zzD65evdqpc6Uj0juW/+z423T+/Hnk5uZ26ftH\n", "6EZQWsBisVT+Y7PZ2nRtNGRlZVEAqKysrK6eCoFAIBB6ECEhIRQAqX9BQUFSbcrKyihLS0vq448/\n", "VtlfVVUV5erqKtOnq6srVVVVpdacRCIRFRgYyJz75ZdfKmwbGxtLAaDu37+vVt+PEx0dTQGgiouL\n", "lbZ79OgRBYD69ddf1eq3ra2NMjMzo3bt2kV9+umnlIODAyWRSKTaHD16lAJA1dTUqD3f9957j+rX\n", "rx9VX19PmZiYUHv37lX73IqKCorL5VKurq6Uq6srxeVyqYqKCrXPp3n77bephQsXanyeMfPnn39S\n", "AKh///1X5742bdpE2djYUC0tLVLHk5KSKABUamqqzmOoi0QioVxdXan169drfO7cuXOpGTNmGGBW\n", "mpOSkkIBoDIyMmSe0+Wa4+zsTH3yySd6mSP9PafHlHdt5XK5ehlLG8RiMWVhYUF99913Ms919Vwl\n", "Egnl5OREbdy40WjmROgaOmNNrJWppbW1Nd59912lijy9i0IgEAgEAkE9FPkKlJeXS1XUcHNzw8qV\n", "K7F9+3asWrUKDg4OBp3Xd999x0QUBAQEYM2aNQrbdgxD1iYt8sSJExg9ejTTjyJ69eoFNzc3tSMk\n", "+Hw+RCIR+vXrB09PT9TU1KC0tFRqnNLSUlhbW8uU+1aGr68viouL8eeff0IsFqvlH0FDe3PQ4fua\n", "RkbQ/Pnnn1pXNzNWCgsLwWazVX4O1OHVV1/FwoULZfLdT506BVdXV72UwVUXFouFcePG4erVqxqf\n", "y+fz5RqxdgUJCQmwtbVlzOP1QVtbGwQCgV4iJAQCAQ4ePIiamhr4+fnBw8NDbmqEttWK9AGbzYaH\n", "h4dMhIS+KytpA4vFQnBwMBMhYQxzInRftBIkbGxs8PHHHytts3fvXq0mRCAQCAQCQTXr16/H3r17\n", "8c0332Dt2rUA5C9oFZXtVDc1oKSkBB999BGA9pvUvXv3yvhGdIReQCoytlS2+G5qasLFixdV3mPQ\n", "+Pj4qF36k55Pv379GMHhxo0bMoKEp6enRrnadKWNH3/8Ec7Ozhg8eLDa59LocjNfVVWF27dvY926\n", "dVr3YYwUFhbC09NTL34JLi4uMpXZKIrCyZMnERERATZbqwxmrRk/fjzef/99CIVCjUwBd+3ahV69\n", "ehlwZuqTkJCA0NBQudcCba85FRUVoChKL4JEREQEY2hZXl6O8vJynfs0BLp67hiSMWPGYMeOHd0y\n", "JYxgXGh1Bb5y5YrKNrm5udp0TSAQCARCj8XR0RHu7u4yx+XdyHM4HLz88sv4/PPPMXz4cKXGcTEx\n", "MUwuvrLKFfJYtWoVmpqaAAArVqxQuZtsbW0NR0dHmZvsjvnHiuYaGxuL5uZmtStg+fj4qB0h0VGQ\n", "cHd3h6Ojo4yPBC1IaAJdXjA2NhYTJ07sVOM5AMxOe21tLX744YdOHduQFBYW6uwfoYwbN26guLhY\n", "Yy8VfTB+/HgIhUJkZWVpdN6oUaMwfPhwA81KfXg8nlL/CKD9msPlcmFhYQELCwu1rjk8Hg8AdBYk\n", "FO3myxOetPFs0Sd06c+O6NNfRheCg4Px8OFDZGRkwNHRUe7fpavfP0L3QCtBgv7xBdrDq4qLi1Fc\n", "XAyxWMwcN3T4KIFAIBAI3Q2KouDk5ARTU1M4OzvD1dVV6Y18eno6JBIJKioqlBrHcTgceHh4YOLE\n", "iUorVzxOTEwMTp8+DaB9l/nxEp+KkFf6kzbW5PP5Cud64sQJjBgxQu0qFZoKEg4ODrC1tQWLxUJg\n", "YKBMpQ1NBQmBQIDw8HBmoZOZmdnpJm+JiYnw8vJCUVFRt0qX/eWXXxAdHa33ftva2gAAeXl5cHNz\n", "w8SJE/U+hioCAgJgbW2NlJSUTh9bF2hRccSIERAKhThw4IDCzzudjrRmzRpYWFggOTlZ5TVHX4KE\n", "IpycnDB69Gi4urqqvLZ2Fl5eXnJNLWNiYjBo0CAAmovI+kAgEGDjxo0AgOnTp8PPzw+FhYUwNzdH\n", "3759jeb9I3QPtI5Re/jwIV577TU4ODjAx8cHPj4+sLe3x/Lly1FbW6vPORIIBAKB0CP45ZdfEBsb\n", "i+PHjyM3Nxc5OTkKxYPq6mo8ePBA5jid09uR0tJSJCcnY9myZWrvZjU0NOCtt95iHu/YsUNtb4XH\n", "BQlV+ccAIBQKce7cOSxYsECtMYB2QaKiooKJ4FBGUVER+vXrxzwOCgrSOUKCFlkkEgmA9l39zt5x\n", "T0xMRFhYGPz9/VFYWKjWe6FvDBHSbWVlpfeKEnPnzsXbb78NAIiKikJxcXGXlNA0NTXF+fPnsXTp\n", "0k4fWxfozzv9nb1165bKz/szzzyD+vp6phKNMng8HkxNTeHk5KTTPBVFGAwcOBAZGRnIyclRem3t\n", "TLy8vMDj8RihjIbD4WDKlCkYOHCgRiKyvoiIiEBmZiaA9uir3NxcSCQSlJWV4c6dO0bz/hG6B1p5\n", "SNTX12PcuHHMxcXe3h5Au0jx008/4erVq7h27RpsbW31N1MCgUAgELop1dXVKC4uxurVq/HSSy8h\n", "IiJC5z7Ly8tx8+ZNAMAff/wBU1NT2NraIi4uTq3zjx07xgge06ZNw8KFC9Ue28vLS+1xaOLj49HQ\n", "0KB2ugYADBgwAEC7sKHK7I8u+UkTGBiIr7/+GrW1tejTpw9aW1tRUVGhtiBhDCZvra2tqK2tRVhY\n", "GEaMGAGKopCbm9upBpdHjx7Fnj17cOHCBaPxN1CEt7c3jh8/ju+++w5sNlupF4qh0cT8FACys7Px\n", "008/4fPPP4ednZ2BZqUYbT/vY8aMAZvNRlpaGoYNG6Z0DB6PBxcXF714esTExCAyMhL3798H0P63\n", "p3fzjSnFwNPTExKJBDweT8bANSUlBaGhoZ0+X0V/aysrK7BYLKN6/wjdA62uxFu3bsWjR4/w+++/\n", "Y/78+bC0tAQANDc348SJE/jwww+xZcsWbN26Va+TJRAIBAKhOyEQCBAREYGioiJUVVWBzWbjww8/\n", "VOtcZcZxFy9exMsvvwyRSCT1nCaLfRpLS0vs3r1bI28EOkKCoijmBtbBwUFmrk5OTnB0dER1dTWi\n", "o6Ph6+urctHSEdpjoLCwUC1BYtq0aczjwMBAAO1eAhMnTkRZWRkoitLYQ8KQ0O+fIszNzVFYWAix\n", "WIzW1law2Wzk5OR0iiAhkUjw0UcfYfPmzViyZEmne2dow7x58/Dtt98iIyMDY8eO7erpaMTNmzfx\n", "ww8/YPv27V09FY2ws7ODn58f0tLS8Morryhty+fz9Zauoa8KNoamY1WijoJEfX09cnJypKLUCITu\n", "ilYS5IkTJ3Dq1ClERUUxYgTQXoJryZIlOHXqFP744w+9TZJAIBAIhO5IR18FkUgEoVCIF198Ue3z\n", "aeM4V1dXmJiYwN7eHi+++CKWLl0qI0Zoy0cffaSxuaCXlxeam5uZxYBYLAZFUbCxsYGrqytcXFxg\n", "a2uLwsJCjBgxAv7+/jh69CgaGho08mBwdnZGr169VPpIUBSF4uJiqTDuIUOGwNLSkknboPO41RUk\n", "DG08V1tbCycnJ/z1118q25qYmKBXr14YOHAgbt26pfPYqmhoaMC8efOwZcsWfPHFFzhw4AAsLS0h\n", "EonQ2tqqc/8XL17E+PHj8ejRIz3M9v8ZN24c+vbti//+9796+350Fnw+Hw4ODhpV5dAnunzeuVwu\n", "UlNTVY7B4/H07h/h6OhotGIE8P/Xm8d9JGh/IC6X2+lzMhZTTULPQeuUDWV1h0eOHImGhgatJ0Ug\n", "EAgEQndHHyH/HXcBT506hddeew1vvPEG42mwYMECCAQCpKen491339U4RL1///4aCSQ0dGpEcXEx\n", "nJycsG/fPuTl5SE9PZ1JszAzM4O7uztycnKY88rKyhAZGam22R+LxVKr9GdlZSWam5ulUjZMTU3h\n", "7++vtSABKA8L15X79++jpqYG27Ztw6RJk9Q6x9/fX+r9NAQlJSUIDw9HcXExzp49i/DwcADtabs+\n", "Pj7Ys2cPnnvuOZ3GuH37NnJycvSeAmJiYoLRo0fjwoULOHr0KJYsWaLX/jXlk08+QUtLi1oRxYZY\n", "rGtKTEwMgoKCUF5eDmdnZ7U/7yEhIdizZw8ePnzIpHnLg8fjYdy4cfqcstFja2uLPn36yFTaSE1N\n", "hYODg1Qhgc7EkNc2AuFxtE6ea25uVvhD0dTURGrWEggEAoHQSTg6OjJGcLQY8frrr2P37t0YOnQo\n", "Fi9ejM8++6zT5kMv/EtKSuDj44MPP/wQS5culUolqK6uho2NDRobG6XO1dSDQZ1KGx1LfnYkMDAQ\n", "6enpANoFiT59+sDGxkatcQHDhoXT6S0XLlxAUVGRzI6lUChEXV2dlKnc2rVrDb7zv2XLFlRWVuLa\n", "tWtS6TX29vbw9vZGTEyMzoIEXfLTEGkg69atQ1JSEmbOnKn3vjWluroaFy5cUEuQ4PP5ejf51BQO\n", "hwMnJyeMHz8eu3fvVvvzHhISAqB913/69OkK2/F4vC5/jV2BvNKfqampCAkJ0YufhjY8KSkvhO6B\n", "Vp/ykSNH4v3335crOkgkEqxfvx6jRo3SeXIEAoFAIHRX9BkWe/78eSnTydDQUPzwww/Izs5Gfn4+\n", "Fi9erOt0NcLJyQmWlpbIy8vDJ598AqFQKHfRpY8Fpy6CRFBQEPLy8iAUCjWusNERQ4SF04LEzp07\n", "5VYdSEpKgrOzM/Lz85ljXC5XpVnioUOHsHfvXq3ntWHDBsTGxsr1+oiMjMT58+chFAq17h/4f0HC\n", "EEycOBENDQ1GUZ5+/PjxKCgoQHl5ucq2xiBIVFRU4NatW5g9e7ZGn/eBAwfCyclJadpGa2srKisr\n", "uzwKpCt4vPSnWCxGWlqaUUSLGHvKC6F7oFWExPvvv49Jkybh9OnTmDt3Ljw8PAC07y6cPn0aPB4P\n", "CQkJep0ogUAgEAjdjZiYGAwfPhx1dXVwcnLSKiw2Li4O8+bNY3bGPT09UVRUBD6fj/3794PD4agd\n", "8q8PaKNOkUiETZs2QSgUYsOGDTKLKWWmnJrcAA8YMAD379+HRCJRuJtYXFwMa2trmUVoYGAg2tra\n", "kJeXp5MgYQjc3d2xdOlSvPHGG3KfT0xMRN++fTFw4ECN+o2KigLQHkGjjSDk4eHB3Pc9TkREBD76\n", "6CMkJCQo3QlXRWFhoV4qzRg79IIzJSVFpeEsj8dDaGhoZ0xLIZcvXwYATJ48WaPzWCwWQkJCkJaW\n", "prANXbmvpwoSHcWa3NxcNDQ0dIl/BIHQFWgVIREWFoYff/wRFRUV2LlzJ9avX4/169dj165dqKqq\n", "ws8//4wJEyboe64EAoFAIHQrOBwOPDw8sGjRIq3qul++fBkRERGMkeCiRYsQHR2NkpISDB06FHv3\n", "7gWbzUZNTY2hXoIMtFGnWCxmdsr//PNPuW07mnK6urqCy+VqLMj4+PhAKBTKCBsdoQ0tH1+A+/v7\n", "g8ViITs72+gEienTp+PXX39V+HxiYiJCQ0M1EhUkEgkWLVoEACp9N7TBz88PPj4+iImJ0boPsViM\n", "oqIig0VIGBPu7u7w9vbG1atXVbb94YcfGDGpq4iPj4e/vz9cXFw0PjckJATp6ekQi8VSxwUCAbhc\n", "Lp555hkAwPr16zUytu0OeHp6SkVIpKSkwNTUFKNHj+7CWREInYfWiUmvvPIKCgsLsX37dqxYsQIr\n", "VqzAt99+i8LCQixdulSfcyQQCAQCoVsiFotx584dPPXUUxqHxSYmJmL27NloaWkB0F7S8/fff8f7\n", "778PoL0SgkQiQXl5OSIjI/U+d3koMuosLi5mcpE7Qucp5+TkaCXIAP9f+jM7O1thm6KiIpl0DQCw\n", "sbHB4MGDcePGDaMTJB6n40KuubkZGRkZctMz9u/fj127dsntg81mY8+ePWCz2UhMTNT7HFksFiIj\n", "I3H69GnGy0RTHjx4gLa2th4hSADtURLqmLhOnz5daWnb6upqud8xfUFRFOLj4zFlyhStzudyuWho\n", "aEBubq7UcVrArKqqAtBe3rSzrlfGgpeXF2pqatDU1ASg3T8iKCgIVlZWXTwzAqFz0Mkpxc3NDatX\n", "r8bu3buxe/duvPXWW1qppgQCgUAg9EQKCgogFAqVLjTkkZKSgvDwcDQ3NwMA5s6di8OHD6Ourk5p\n", "5Q5jRds8ZYFAgJdeegkA8MILL4DL5crdXS0uLpYrSADtaRlgSwEAACAASURBVBupqamorq42WkHi\n", "zp076NevH27fvg2g3RywtbVVbgh/amoqfv75Z4V99e7dG0FBQVoJEkeOHMHLL7+stM38+fMxatQo\n", "PHz4UOP+gf/fLe4pkbbjx4/HrVu3GGFRU+gIA39/f/j7+yv8DujK3bt3UVZWprUgMWrUKJiYmEil\n", "baiqNNRTeLz0Z2pqKknXIPQotBIkxGIxSkpKUFJSInUBbWpqwvXr1/U2OQKBQCAQujP0AlMTQSI9\n", "PR0zZsxgdtNmzpyJo0ePwszMzCBz1ITOrl8fERHBVMmora1FWlqa3N1VVYJEVlYWAM1KfhqajIwM\n", "VFZWAmj3yRCLxdizZw+A9ugYe3t7+Pv7y5zn7++PvLw8tLW1Kew7LCwMV65c0bgi2pUrV5j3ShEh\n", "ISE4e/as1n9vNpsNDw+PHrM7/Pzzz6OyshKWlpZanU9HGPD5fPD5fIXfAV2Jj4+Hubm51j4W1tbW\n", "CAwMVOoj0VPx8vIC0F6VqLy8HIWFhUZhaEkgdBZaCRLR0dHo378/vL29pS4stbW1GDVqFKKiopT+\n", "EBIIBAKBQGgXJJycnGTSFCiKQlVVFQoKCpCTk4P09HQkJCTg8OHDmDZtGhoaGgAAU6dOxYkTJ2Bh\n", "YQGg8wUBeejDF0Id1N1dra2tRV1dndz3BWivtEFjLIIERVEIDQ3F4cOHAQDm5uZ49dVXceDAATQ2\n", "NsLBwQEvvviiXBPPESNGQCgU4t9//5U6HhcXh5UrV0IkEmHlypVa+Tzk5eVh+PDh2r0oglxsbW1h\n", "a2urtE1aWho+/PBDmTSYzowwiI+Px7hx43QSikJCQqTMG43hemUMuLu7g8VioaSkhHl/6FKpBEJP\n", "QKsqGydPngSXy8WBAwekcvzc3d2RnZ2NpUuXYtu2bXjvvff0NlECgUAgELoTbW1tSE1NhaOjI959\n", "9108ePAAZWVlKCsrA4/HY4wqFTFp0iTExMTI7KzGxMQgMjIS9+/fBwCtKnfogrHVr1dU8hNoD3ff\n", "sGED83jJkiU4c+aMxj4W+qa2thZCoVCqMsnrr7+OLVu2IDo6Gm+99ZbCc+moiVu3bsHX15c5fvTo\n", "UaSnp8PMzEzjyhxAu0iSm5uLqVOnanwuQTeSk5Oxa9cubN68uUvGF4lEuHLlCj744AOd+gkJCcHO\n", "nTtRVVXFlLLduXMnRo0aBWtra9ja2nb69coYMDMzg6urK0pLS3Hnzh14eXkprGRDIHRHtBIkcnNz\n", "cenSJXh7e8s8FxAQgKNHj2LevHlEkCAQCAQCoQNZWVn47bffkJWVhezsbMYD4t69exr1ExoaijNn\n", "zqBXr14yzxmLIGDocdUtG6pMkIiIiMDff//NPE5PT0dkZKRaJoOGhH5NHQUJT09PzJ49G7t371Za\n", "stPJyQkuLi7IycnBwoULAbRX1zh//jyWLVum9ZwEAgFqamowbNgwtdqnpKSgqalJYwFjyZIlCA4O\n", "Viq6dEfo9Bl5f1c+ny9TNhfQX+lcVVy7dg2NjY0al/t8HNoX4dq1a5g1axYAYNu2beBwOLh27Rps\n", "bW27XMDsKry8vFBSUoK7d++SdA1Cj0MrQaKhoUGuGEEzZMiQTi0xRiAQCASCsZOUlIRJkybJlL17\n", "HAcHB7i7u8Pd3R329vawtraGlZUV88/b2xvPPvssk6ahiJ5wY98xGqS8vByenp4yu6vFxcUwNzeH\n", "s7Oz1HFV4e5d+f7JEyQAYOXKlZg+fTrS0tKUmt6NGDECOTk5zOO///4bAoGAWQRqQ15eHgCoLUh8\n", "++23uH//vsaCxKVLl6QiO3oCeXl5CAsLw6VLl6RSiGgUCRLA/38H0tLSQFEUAgMD9R5hEB8fD3t7\n", "e4wcOVKnfvr16wcXFxekpqZi1qxZyMzMRHR0NPbu3aswpaqn4Onpifz8fGRlZXV5eVcCobPRSpAA\n", "gEePHinMI2tqatK63BOBQCAQCN2Nhw8fIioqSkqM8PDwwIMHD7BixQrMnz8fPj4+cHNz09rcrifS\n", "MRpk2bJlqK6ulkm3oA0t5fktGCuKBIkpU6ZgwYIFKn26Nm3aJPU5On/+POzt7aXy0u/evYvXXnsN\n", "v//+u1qLwby8PJiZmWHAgAFqvYaIiAhERUVpVE61oaEBlZWVPabkJ42Pjw/q6+uRkpKiUJBQ9B5y\n", "OBzExsbCzs4OALB27Vq9pxzFx8fjmWeegYmJiU79sFgshISEICkpCVVVVXjnnXcwfPhwlZVbegJe\n", "Xl44fvw4AJAICUKPQ6tf56eeeoqpc/44EokE77//PkaNGqXTxAgEAoFA6A5QFIXXX38dDx48ANBe\n", "4aC6uhpffvklAGDLli2YPHkyfHx8iBihJY6OjoiMjMS1a9dQVVUl9VxRUZHcdA1jNtTj8/mws7OT\n", "2fhhs9k4fvy4ykoHY8aMwYgRI5jH586dw/Tp02Fq+v/7ULSYo275zxdeeAHXrl1Tu5pLeHg4zMzM\n", "sGXLFsaEVRW070lPEyQsLS0xZswYxMfHy31eWYQEAPB4POb/s7Oz9Tq32tpaZGRkaF3usyMCgQDX\n", "r19HSkoKBg8ejOTkZGzcuFHqc9kTEQgEOHHiBIB20eaNN94wSOlWAsFY0UqQWL9+PXbv3o2hQ4fi\n", "3Xffxbfffosvv/wSb731Fry9vbFnzx6sX79e33MlEAgEAkEnqqurO72+/f79+/HHH38AAOzt7XHw\n", "4EE4ODggNzcXbm5usLe379T5dFemT58OiqJw6dIlqePKSn52VkUQTXFzc0NERIRe+qqursbNmzdl\n", "0jUcHBzg7++vtiBhZ2enUch+7969sXHjRvz888/o378/PvvsM6ZUrSIKCwsB9DxBAgAiIyMRFxeH\n", "+vp6mefUFSRGjBihliCh7nWwuroaZ86cgUQi0YsgERERwXi6PHz4EADw3Xff6dzvk05ERASTPkZR\n", "FK5du2aQ0q0EgrGilSAxYcIE/PzzzygqKsK2bduwZs0arF+/Hrt27UJlZSV+/vlnTJgwQd9zJRAI\n", "BAJBKwQCAbhcLvz9/eHv7w8ul9spO1D37t3DqlWrmMf79u1j3NNv374NPz8/g8+hp+Dm5obAwEBc\n", "vHhR6rgyQYKOEsjJyUFOTg5SUlK6vMIGAERFReG3337TS1+Ojo6oqKjA3LlzZZ6bOHGi2oKENmzc\n", "uBEFBQVYvHgxfvrpJ4VGnDSFhYWwtrZG3759DTYnY2XBggUQCoU4e/as1HGJRILdu3djxowZCs+l\n", "BYnw8HDcuHGDMch8HHWvgx3brVy5EhYWFrC2ttbh1XVuidInCfK+EAhaChIAsGzZMhQUFGD79u1Y\n", "sWIFVqxYgW+//RaFhYVYunSpPudIIBAIBIJOREREIC0tDXw+H3w+H2lpaQbfgRIKhVi8eDEePXoE\n", "oL1s47x585jniSChf2bOnInY2FjGq+PRo0eorKxU6ZHg6OjY5Wka+uaLL77Arl27ALS/PnkLyrCw\n", "MBQWFqK0tNRg8/D09MTOnTuRn5+v0HuMprCwED4+PiqFi+6Il5cXQkJCcOzYManjbDYbL7zwAoYO\n", "HarwXB6Ph969e2P8+PGora1lohAeR93rYMd2jx49glAoJDv2BALBYOjk8OTm5obVq1dj9+7d2L17\n", "N9566y24uLjoa24EAoFAIOhMV+1AbdiwgQmf9vX1xbZt25jnHj16hMLCQiJI6JmZM2eiqqqKKeWp\n", "rORndycrK4tJFVIE7UWhKkoiMzMT06dP1ymqyNzcXOpxY2OjTJutW7fizJkzWo/RGRgy7SsqKgps\n", "NlthhIMiysrK4ObmxhhiykvbUPc6aKjrpTF7tnQl5H0hEHQUJFpaWnD58mUcPHgQAFBfX4/W1la9\n", "TIxAIBAIhCeV2NhYfP311wDaF2KHDh2S2qG+c+cOKIrC8OHDu2qK3ZLg4GDY29vjwoULAJ5cQSI3\n", "N1el34Iq/P39kZ6ernRx6+TkBD8/P0bAUURWVhb+/PNP9OnTR6c50WzZsgWjR4+Wqchma2trtOUf\n", "OyPt6z//+Q9OnTqlcYQIj8eDm5sbXFxcwOFw9G5sqS+M1bOlqyHvC6Gno7UgcejQIXh6emLKlCl4\n", "4403AAAZGRlwd3fH77//rrcJEggEAoGgC529A5Wfn4/Fixczjz///HOZUn63b98GAAwbNkzv42tD\n", "dHQ0Xn311a6ehs6Ymppi6tSpjI9EcXExTExM4O7u3sUzU5+mpib4+fnpvCDx9/dHc3OzyjKdV65c\n", "wfbt25W2ycvLw6BBg2SiHLRl0qRJuHv3Lk6fPq2X/jqDrkj7AtqjV3bu3Km0DS1IsFgsBAUF4caN\n", "GzJt1L0OGvJ6aayeLV0NeV8IPR2tBImEhAS8+OKLsLS0xKxZs5hyPVwuFxs3bsR//vMfGZdrAoFA\n", "IBC6ipiYGPj6+jKPvb299bYD1TGEu76+HuHh4aitrQXQXs7v+PHjMjupt2/fhre3N2xsbPQyB12o\n", "ra3FnTt38NtvvzF+F08yM2fORGZmJioqKlBcXAwPD48nqqwgn88HAKVVFdTB398fAFS+dkdHR5U7\n", "8nl5eXoVz8aOHYvQ0FB88cUXGqcndAVdaTx47tw5fPvtt0rb0IIEAAQFBSmMkIiJiUHv3r1hbm4O\n", "FosFd3d3udfBjtdLJycnve/Yd0fPFn1A3hdCT0UrQeLLL7/EsmXLUFhYiDNnzsDCwgIAYGVlhVWr\n", "VuGXX35hQlUJBAKBQOhqOBwOZs+eDRcXF4wfPx5Dhw7VeQdKXgj3ggULkJ+fz7RpaWmRu5NqTIaW\n", "R44cwebNm9HW1ob09PSuno7OTJ8+HQAQFxeHoqKiJy5do7y8HIDugoS3tzeioqJkTBK1Qd+CBAC8\n", "9957SE9PR1JSEoD2KNunn36aef09mdTUVGRkZABQXfKToijweDwmCigoKAgPHjxAVVWVTFsbGxu0\n", "tLRg48aNePXVVyESieSm4XA4HAwcOBD+/v64c+cO2bEnEAgGRStBIjMzE9u2bYOZmZnc5yMjI3Hv\n", "3j2dJkYgEAgEgj5JTEzExIkTMWfOHCQkJKClpUWn/uSFcMfHx8tt+/hOqjEJEsXFxfD09IS9vT2S\n", "k5O7ejo6w+FwMHr0aFy4cEFpyU9jRV8REmw2GwcPHkRgYKBa7RV5gD18+BB8Pl/vficzZ86En58f\n", "vvjiCwDtoseVK1f05lOhTxSlMbi7uxtkR3vdunXYtGkTAOnoB3nU1NRAKBRKRUgA8o0tExMTIRQK\n", "MW/ePKxatQoCgUCuiWhJSQkuXLiAN998E05OTvp4SQQCgaAQrQQJiqJgZ2enuFM2W2czJgKBQCAQ\n", "9EVjYyOysrIQFhaGGTNmoLm5mdmZ1QZFIdzqUFdXhwcPHhiNoWVxcTG8vb0xbty4biFIAMCMGTMQ\n", "GxuLf//994kUJCwsLDp1Yb5582aFwsWdO3cA6N/vhMVi4b333sPFixdx69YtFBYWwt3dHZaWlnod\n", "R1/ExMTgqaeeAgD07t0bbDYbXC7XIGMtXLgQly5dQm1trcoICR6PBwCMIDFgwADY2NjI9ZGIi4uD\n", "h4cHhg4dCj8/P3C5XPz4448y7fbt2wdra2spLxwCgUAwFFoJEg4ODkwomTwuX75MFFUCgUAgGA2p\n", "qakQi8UICwvD8OHD4eHhgdjYWLXOpSgKjx49QkVFBf79919kZ2cjNTUVQqFQbntnZ2eZYx0N4XJz\n", "cwHAaCIkioqK0L9/f0yYMAFpaWloa2vr6inphEAgwKlTp1BXVweBQIDDhw/rvRqCIaEXoJpWWtCF\n", "wYMH486dO4zZakdGjx6NO3fuYOjQoXofd9GiRdi4cSOcnJxQWFgIHx8fvY+hLzgcDpYtWwZTU1Nk\n", "Z2djzZo1OHDggNzypbqyYMECtLa24syZMxoLEmw2GwEBAXIjJOLi4jBt2jTms7V8+XLEx8ejoKCA\n", "aSMSibBv3z4sWbIEtra2+nxZBAKBIBetBIkFCxZg4cKFOHnypFQkRGVlJXbu3IlFixZh4cKFepsk\n", "gUAgEAi6kJiYiL59+8LX1xcsFgvTp0/HxYsXQVEU3nnnHTg6OsLe3h6Ojo7o27cvXFxc4Orqij59\n", "+sDMzAzW1tZwcXHBoEGDMHLkSMyZMwc1NTUy4/Tt2xc3b95kSrhZWlrC1NQUv/zyC9Pm9u3bMDEx\n", "wZAhQzrzLVAIndYwYcIENDU14datW109JZ2IiIhATk4O87igoKBTqiHoi759+yIsLKxTx5wzZw4G\n", "DBiAtWvXyphMmpmZwdfXV2Gari6YmZnh008/hZubm9ELEgBw5swZTJw4Ed7e3li9ejUaGxuxf/9+\n", "vY/j7u6OcePG4bfffkNdXZ3SlA1akOgoWsgztiwpKcHdu3cxbdo05tizzz6LPn36YN++fcyxs2fP\n", "gs/nY/ny5fp6OQQCgaAUrQSJ//73v7Czs8OCBQvQp08fCAQCWFlZwcXFBatWrYKHhwfef/99fc+V\n", "QCAQCD2cjhUtNCEpKQmhoaHMzuCMGTNw9+5dfPzxx9i2bRtqampQW1uLmpoaVFVVoaKiAuXl5air\n", "q4NYLFZrDBsbG2RlZcHZ2Zkp4ZaZmYlevXphx44dTLvbt29j0KBBRhGaLhQKwefz0a9fP4waNQol\n", "JSUYOXJkV09La7qyGoK+WLt2LX799ddOHdPCwgLbtm1DfHw8zp0716lj0xi7IFFfX48rV65g9uzZ\n", "AABPT08899xz2L59u0GiihYuXIi//voLn376KcaOHauwXVlZGfr27StVkjUoKAj37t2T2jSMi4sD\n", "m83G5MmTmWO9evXCiy++iP379zMeInv27EFISAgCAgL0/poIBAJBHlrVwbKzs8PVq1exYcMGREdH\n", "4+HDh2hpaYGDgwNeeOEFbNq0CdbW1vqeK4FAIBB6KAKBABEREcxis3///oiJiVHL+b25uRkZGRlS\n", "1Z+eeeYZmJiY4LPPPmOODRo0CBRFQSKRMP8sLS1ha2ur9N/+/fvBYrGQlpYm9dtHl3DbtGkT1qxZ\n", "g2XLlmHMmDHIzc01Gv+Iuro6jB07FkOGDIGZmRk8PT27ekqELmL27NmYPHky1q5di2nTpkktcA1N\n", "U1MTKioqjFqQuHTpEkQiESNIAMA777yD6OhonDx5Uu+RwfPnz8fbb78NLy8vDBw4UGE7eaaXgYGB\n", "oCgKOTk5jJgRFxeHMWPGwN7eXqrta6+9hu+++w7R0dHw8/NDfHw8fvvtN72+FgKBQFAKpSMSiYSq\n", "qKigKioqKIlEomt3RkNWVhYFgMrKyurqqRAIBEKPJyQkhAIg9Y/L5ap17l9//UUBoG7evMkcKy0t\n", "pczMzJi+1q9fr/XcgoKCqNdff13h8yKRiAoMDKRGjhxJVVRUUE5OTtTHH3+s9XgE5ejyWenp5OTk\n", "UCYmJtS2bdsoiqKouro6asyYMVRKSopBxxWLxdT9+/ephw8fat1HVVUVVVVVpcdZSfPiiy9Sfn5+\n", "MscnTZpEjR49mqqsrNT7+EePHqX4fL7SNnPnzqVmzJghdaylpYUyNTWldu/eTVFU+zWod+/ecq87\n", "FRUVlK2tLWVhYUFZW1tTJiYmVFFRkd5eA4FAeLLpjDWxVikbHWGxWOBwOOBwOJ1qwEQgEAiEnoGu\n", "YfhJSUmwt7dnTCSFQiHmz58PkUgEAJg8ebJUpISmqCotaWpqii1btuD69esYMGAAqqqqjN5okXrM\n", "R+BJIiYmhvHwcHV1BZfLxalTp/TSN5/Px0cffSTlUaFPxGIxysrKusxY1M/PD4cOHcILL7wAoL3C\n", "RkZGhsHTi9hsNvr3769VZRGBQAAulwt/f3/4+/uDy+Xq/bslFotx/vx5qegImldffRWZmZnw9fXV\n", "+/gLFy6Ei4uL0jbyIiQsLCwwfPhwxkciIyMDdXV1Uv4RNBEREWhoaIBQKERTUxPEYjGef/55vcyf\n", "QCAQ1EErQYLP5+PAgQM4ffo0cyw9PR1PP/00AgMDsX37dr1NkEAgEAgEXUhMTMSECRPAZrf/5L35\n", "5ptSlaLeeOMNmJiYaNV3Y2Mjampq4OXlpbTdpk2bmPYA8M8//xil0WJbWxv8/PykTO6eNDgcDuPh\n", "kZOTg5SUFLVSe1TB5/MxcOBAbNq0CXv37tXDTGXh8Xjw8PBAfHy8QfpXh4ULFzKV0vLy8sBiseDr\n", "69tl81FFREQE0tLSwOfzwefzkZaWpvfvVlpaGqqrqzFnzhyZ577//nsA7cKpocZXBo/Hg7u7u8zx\n", "jsaWcXFx6NOnD0aPHi3Vpjt4rhAIhCcfrQSJffv24dVXX8WFCxcAtOegzpkzB4mJiSgpKcE777yD\n", "o0eP6nWiBAKBQOiZODo6on///jLHO5bSVERrayvS0tKYqgU//fQTs9i2sLCAk5MTUlNTtZ5bSUkJ\n", "ACiNkDDmm/7y8nI0Nzczj01NTWFpaYmkpKQunJV+oD089IWrqyt+/PFHzJo1S25JRX3A5/OZsYyB\n", "vLw89O/fH1ZWVl09Fbl01nfr7Nmz4HA4GDNmjEbja2vCqy5isRjl5eVyq3AEBgYiJycHIpEIcXFx\n", "mDx5MkxNtbKOIxAIBIOilSBx8eJF/Pbbb8wOQXR0NCorK7Fnzx7U1NRgz5492L17t14nSiAQCISe\n", "S0xMjNRiwM/PT60w/MzMTLS0tCAsLAzp6el48803mef27duHWbNmITY2Vut5FRcXA1AuSBgzixYt\n", "wssvvyx1bMKECbh69arafUgkEpw/f15K2OgOPHr0CHV1dVLHoqKiMGHCBNy8eVPt6iuaYEyCBEVR\n", "2L59O4YNG9bVU1FKZ6QXnTlzBuHh4UyUlSra2towY8YMg6aRAO3pKmKxWK4gERQUBKFQiLS0NGRm\n", "ZspN19BF7CUQCAR9oZUgUVJSgsWLFzOPT548CQ8PD7z22msAgJdffhkFBQX6mSGBQCAQejwcDgf7\n", "9+9nHi9atEitMPzExETY2trCxcUF8+fPZ0rbrVq1CkuWLMGMGTNw+/Zt3Lp1S6t5lZSUwMTERO6C\n", "gMaYb/rl+V9MmDABRUVFePDggVp9ZGRkYNasWcjKyjLEFLuMU6dOoU+fPmhoaJA6HhQUhKamJoPc\n", "5/D5fJiYmKBv375671tT0tLSIBaLjTY6AgDs7e0hFApljuvzu/Xvv//i7t27cv0jFH23KysrkZmZ\n", "adA0EqA9XQOAwggJANiyZQskEolcQQIwrOcKgUAgqINWgoREImH+v66uDsnJyZg/fz5jamlqairV\n", "hkAgEAgEXSktLQXQHh2hbkpBUlISxo0bh8WLF6OsrAxA+4L766+/hkAgYEqBhoaGarWLWVxcDHd3\n", "d5Wh0MZ409/W1obS0lKZBdX48eMBAMnJyWr1c/bsWTg4ODDlBbsLJSUlsLe3h62trdTxoKAgmJub\n", "o7CwUO9j8vl8ODs7q70Tb0i4XC6+//57xv/EWOiYBvHpp5/i4cOH8PX1hZWVFUxNTfX63aqursaR\n", "I0dgYWGBKVOmyG3z+Hc7ICAAvXr1kmlniBQtWpB43ENCIBBg+vTpMDExQVxcHHr16gULCwu5fRjK\n", "c4VAIBDURatkMnt7e6aO+oEDByASiTBv3jzm+aqqKrkXYwKBQCAQtKWkpARsNhuLFi3C1q1b0dbW\n", "plQIaGtrQ0pKCgICApCSkgKgfSfx2LFjMDMzQ0REBDIzMwG0i+v0LibdVh1UVdigoW/66QVJV0dG\n", "AO2LGbFYLDN/DoeDIUOGIDk5WSoaUhHnzp3DzJkzu11+eklJiVyzUicnJzQ2NsLMzEzvY/L5fJVV\n", "FTqTjilOXY1AIEBERATj2WBnZ4d79+7hs88+w4cffoitW7fif//7HxITE3X+LHYcq7q6GlZWVnj0\n", "6BFsbGxk2j7+3QYAf3//Tklh4vF4ciNqaKNPmubmZpXXNmO4JhEIhJ6JVhL8888/j6lTp2LBggVY\n", "t24dfH19MWHCBABARUUF3nrrLSZUjEAgEAgEfVBaWgo3Nzc888wzaGpqUmksmJCQgMbGRuYm3MzM\n", "DCdOnICLi4vezPAULVoVoW+jRV1Q5n8RGhqqVrRIcXExbt26hYCAAERFRRkkaqCrKC4uVvi3NYQY\n", "AQC9e/dGUFCQQfp+0nm8msa9e/fg4OCADz74AAAwatQotLa24v79+3odq7W1FbW1tSpTLujvdmem\n", "aJWVlcHFxUWqSpAxm+gSCASCPLQSJN555x08/fTTuHDhAgYMGIDo6GgA7btRrq6uOHr0KBYsWKDX\n", "iRIIBAKhZ0Mv/keOHAkrKyuFaRsCgQBcLldmAbFz506VaQWaGuSpGyFhjNCLFnnz37NnD/744w+V\n", "fZw7dw6mpqaYM2cODh06hJs3b+p7ml1GSUlJp/9tv/rqqye65KqhULTINjc3R01NDQBg6NChAIA7\n", "d+4YZCxNFvQd0zhMTEzg7OxskBQtHo+n1L+GQCAQngS0immztLTEwYMHZTsj3hEEAoFA0AOJiYnY\n", "unUrmpubGX+imzdvwtzcHJGRkbC1tcXOnTvx8OFD9OnTBzY2Nkze/RdffCGzU8/hcPD6668zj+ld\n", "TLqqAU1zc7PcsGx5iEQilJWVPbGChImJCcaOHQtra2uZ59T1MDh79izCwsIwaNAg2NvbIy8vzyDm\n", "fZ0NRVFKIySAdj8tiUTS7VJVniToawPQ7qNga2uLO3fuYM6cOV04K+k0jvXr1yM+Pt4gRqXyBAlF\n", "1zZjMNElEAgEeRjsV/TgwYNYsmSJobonEAgEo8GYfAG6A0VFRZg7d65MyUWaCxcuMP+/efNmtfo0\n", "MTFBdXW11N8oJiYGkZGRTIi3o6Mj8vPzsXjxYhw7dowZX9HflcfjQSKRaJSyYUw8//zzeP7553Xq\n", "45VXXoGtrS1YLBaGDh2q8+60sdDc3Axvb28MGjRI7vMVFRUYMGAADh8+LLf6AkG/qLPI1tdnUJ8L\n", "ekdHR8ybNw/79u3DnTt39F5ClcfjYdy4cTLHH7+2eXt7d7mJLoFAICjCYILEunXriCBBIBC6NY+b\n", "rPXv3x8xMTHEoVwHRCIRFi9erFCM0CfyjCbPnz+PGmP7xAAAIABJREFUuXPnwtXVlfEJUPR3VebB\n", "0F3IzMzEyJEjpXLUO/Lss88y/z9s2LBuU/rTyspKaSlYDocDc3NzZGdn602QaGtrQ2trq1GX2exK\n", "6EV2eno6LC0tERAQILPIHjp0KPLy8vQy1jPPPIPbt2/DyckJgwcP1npBP3HiRFhaWuLixYt6FyTK\n", "ysrkpmwYo4kugUAgKEItQeLXX39FfX09Vq1aBQB4+umnpcLkHoeiKCanj0AgELorjzuZ8/l8jas0\n", "EKT56KOPcO3aNQCAj48PMjIyYGNjg/LycvTv3x9Hjx7FpEmTUF5ejqCgICxfvhwTJ05EQ0MD08fm\n", "zZtRUFAg1a+y3c2Ox8PDw+Hj44P8/HzmmKK/Ky1IPKkREqrIz8/HmDFj8Msvv2DZsmUq2w8dOhTR\n", "0dGQSCRGUbbSkLBYLAQFBak0VtWE27dvIygoCBkZGRg9erTe+u0ucDgcnD17Fo6Ojvjqq6+wcuVK\n", "mTbDhg3DyZMnQVGU0vtUdcaaPXs2eDwecnNzdRKZe/XqhaeffhoXL17EO++8o3U/jyMUClFVVaXU\n", "Q4IIEQQC4UlALUFi9erVaGpqwooVK2Bubo7ExESV5+jyQ0AgEAjGjirjM3IjqDmXLl3C559/DqDd\n", "k+jIkSPM+0hXfBg4cCCcnJzg5OSE4OBgCAQCGRNlZ2dnhIeHw8HBARYWFhqFK1dXV6OxsVHmuLy/\n", "a0lJCRwdHeV6MBg7FEWhqqoKTk5OCn+vBw0ahIULF2LDhg147rnnVJbzHjZsGJqbm1FSUiK3ykB3\n", "IygoSC3jT3WhUwScnZ311md34++//wYATJo0Se7zQ4cORUNDA8rKyuDh4aHTWOfPn0d4eLheIt5m\n", "zJiBd955B42NjWp71KiivLwcAIipJYFAeOJRawvj+PHjOHbsGMzNzQG0/1jSZk6K/pGQZQKBQCCo\n", "S3l5OV544QXm8eeffy61S1xaWgpAOhohNDQUSUlJMpUxfvvtNwwcOBB3795FTk4OUlJSDPKb9CRX\n", "2CgvL2d2nJWxZcsWCAQC7NixQ+r49evXsXz5ctTW1jLHQkJCcPXqVbi4uBhkzp1JY2MjxGKx0jZB\n", "QUEoLi5WGhHaMXJHFbQg0R3eP0ORmZkJOzs7hd4e+qq0UVpailu3biE8PFynfmhmzJgBkUiEy5cv\n", "66U/oN0/Amg38yQQCIQnGbUEialTp2LevHnM4+nTp6s8R502BAKB8KTSmbXmuzsSiQQvvPACEwUx\n", "Y8YMrFmzRqpNSUkJLC0tpd7bsLAwVFRU4J9//pFqd+LECaxevRp9+/bVyoRO3b/rkyxIqOt/MWDA\n", "AKxcuRJbt25FZWUlc/yPP/7AiRMnYGtryxzr3bs3xo0bB0tLS8NMGkBrayvWr1/P7A4bitdffx1T\n", "pkxR2iYoKAgAcOPGDbnP37hxA3Z2dnjvvffUKidbXl4OR0dHZvOHIEtmZiZGjRqlMCXI29sbFhYW\n", "OvtIXLhwAf/H3p2HRVW2fwD/DjMDAwIq+xKyqiAiooIyuCSmqVmN5laa5fKaVprLm1mZWbaplbtp\n", "qaWVaxrl65KamYKoiCAgiyY7jAz7PjAw5/cHv3NinBnmzMYAPp/r4qo5c5YHYYY593M/983lcvH0\n", "00/rdR6an58fevfujbNnzxrkfMC/AQmSIUEQRGen0yLP77//XuM+e/bs0eXUBEEQnUZUVBTTyo3L\n", "5UIoFJJK5jrYuHEjLl68CABwdXXFgQMHlG448vLy0KtXL4XlBUKhEGZmZrhy5QqzbceOHbCxsWFV\n", "80CdqKgoCIVCdO/eHQAwbNgwlT/X3NzcTls/QpuCnGvWrAGHw8Enn3zCbDt16hQmTpyottilsfzw\n", "ww/YsGEDDh48aNTr5Obmakz579u3L3r16sUUDnxUcHAwpk+fjk2bNuGVV15BY2Njm+cTi8VwdXXV\n", "ecyPg7i4uDbra3C5XPTt21fvDInTp08jIiICPXr00Os8rU2YMAFnz55lFZxio6CgABYWFujZs6dB\n", "zkcQBGEqRqs69TisHyUI4vHm6OgIPp8PW1tb5saYLFfTzt9//401a9YAaKk99PPPPzNBntZyc3Ph\n", "4eGhsM3GxgaDBg1iAhI1NTX49ttv8Z///Eevddp0hfrff/8dQEvA5NGfK0VRnT5Donv37qxuuBwd\n", "HbF69WocPHgQ1dXVyM7ORkpKSru3u2xqasLGjRsBACUlJUa9FptgE5fLRU5OjkKnkdY4HA6OHj2K\n", "w4cP4+jRo5g4cWKb3WNIQKJthYWFKCws1FjwU9/Wn1KpFH/++afBlmvQJkyYgNzcXIO1xi0sLISb\n", "mxup2UYQRKfHqqjlgQMHtHrDoygKdXV1Og8KAM6dO4cvv/wSFRUVqKqqAp/Ph0gkUug5n5aWhpUr\n", "VyIrKwtyuRyDBg3CV199pTJ9bf/+/di6dSuAlg81r776Kv773/+SN3KCIHSWlpaGwsJCLFu2DFu2\n", "bEFeXh4JxmohPz8f06dPZ9bqr1mzBqNHj1a5b15ensqWeSNHjmQKC/7www+oqanBkiVLDDI+oVAI\n", "S0tLxMXFYcSIEQrPlZSUoL6+vtNmSGRnZ2sVTHnrrbfwyiuvwMbGBgcOHACfz1eZzn7p0iXs3LkT\n", "v/zyi8H/vh49ehQPHjzAlStXlH4ehiSTyVBQUGCwn+3MmTPh6uoKkUiEESNG4MyZMyqzL8zNzdXW\n", "RiBasiMAsApI6FOr4fLly6irq8PEiRN1Pocqo0aNgqWlJc6cOWOQ9p90QIIgCKLTo1jgcDhaf5mZ\n", "mbE5tUrfffcd1atXL+ru3bvMtk8//ZTq3bs38zgnJ4eyt7en3nnnHYqiKKqpqYl68cUXKT8/P6qq\n", "qkrhfDt27KAsLS2pW7duURRFUZmZmZSzszO1atUqtWOIj4+nAFDx8fE6fx8EQXRtmzdvpiwsLKik\n", "pCQKAHX+/HlTD6nTkEql1LBhwygAFABq7NixVFNTk9r9XV1dqbVr1yptj4qKYt6r/fz8qBkzZhh0\n", "nBEREdTMmTOVtt+6dYsCQMXFxRn0eu1l4sSJ1HPPPafTsePGjaOeeuoplc/RP4+CggJ9hqekubmZ\n", "CggIoCZOnGjQ86qSnZ1NAaDOnTun0/FyuZwSi8VK21NSUigPDw9q7969+g5RSUlJCVVSUmLw83Yk\n", "a9asoZycnCi5XN7mfseOHaMAUMXFxTpdZ8mSJVSvXr00XkcXEydOpCIjIw1yrjFjxlDTp083yLkI\n", "giDUaY97YlYZEra2tti6datW696WLVumZWikRX5+PpYuXYoDBw4oRJCXL1+OIUOGMI8//PBDUBSF\n", "jz/+GEBL6uRXX30FDw8PbNmyBR988AGAlgrX7733HubOnYvBgwcDaCl6tHz5cqxZswaLFi2Ct7e3\n", "TmMlCOLxdv78eYwYMQIBAQHg8Xj4559/NBbCI1osW7YM169fB9BSx+DQoUNq6xE0Njbi4cOHSjPW\n", "EomEyZqLiIiAVCplMuEMJTQ0VGUnCm1qMHREtra28PPz0/o4qVSK6OhofP755yqfp/9up6WlGXT2\n", "tqGhAVOmTGmXZSK5ubkAwDpDora2FhRFMcuE4uPjMXToUMTGxiIsLIzZLzAwECkpKbC1tTXYWCUS\n", "CUQiEdOC2MvLC1FRUV1y6RhdP0JT5k3rThvaZtJQFMW0+zRGBu2ECROwYsUKVFdXKxSE1UVhYSGC\n", "goIMNDKCIAgTYhO1cHFx0TrS4ezsrPUxFNWSCWFmZkbV1taq3aepqYmysbGhnn32WaXnAgMDqcDA\n", "QObxsWPHKA6HQ504cUJhv5s3b1IcDofatGmTymuQDAmCeLxpmnGUSqWUlZUVtWHDBoqiKMrPz49a\n", "vnx5ew2vU/v++++ZzAiBQKDxfTYzM1NlBkp4eDhzHvpLKBQadKw///wzBYAqLS1V2P71119TlpaW\n", "RplF7ehKS0upiooKlc/JZDLK3Nyc2rZtm9HHYax/+3PnzlHu7u5UdXW1xn0bGhooc3Nzavfu3cy2\n", "hQsXUk888USbGT+G0h6vgY5ALpdTdnZ21Lp16zTuK5VKKTMzM2rPnj1aXyctLY0CQP3vf//TZZga\n", "PXjwgAJAHTx4UO+MFltbW2rjxo0GGhlBEIRq7XFPzKqoZUZGhtaBjvv372t9DABER0fD0dER8fHx\n", "GDduHAIDAzFw4ECsW7cODQ0NAIDMzEzU1NTA19dX6XgfHx+kp6dDJpMB+Lcd16P70o+TkpJ0GidB\n", "EF2TRCKBUChEUFAQgoKCIBQKmXaUrV27dg11dXUYN24cAKB37974559/dLpmaWmp2kr9nVVTUxOk\n", "UqlSZt3t27exaNEi5vE333yDQYMGtXmuvLw8AFAoallaWsrMCreWlZVl0H9Ler36rVu3FLbTRQ8f\n", "xzpEdnZ2TAeSR/F4PIN0OdBk8ODB2LBhg1HO/fTTTyM/P59VYVRzc3P06dMHCQkJAFoKqx46dAjz\n", "58/X2IGkqakJb775JlJTUyGXy7XuvtBer4GOICsrC2VlZRrrRwCAhYUF/Pz8dGr9efr0aQgEArW1\n", "bPRlbW0NgUCARYsWtfn3RZOamhpUVVWRGhIEQXQJrAISuqQXvvTSS1ofA7R8yKusrMSiRYuwa9cu\n", "3L17F9988w127NgBkUgEAEwvdFXjsrW1hVwuR1lZWZv70o9b91UnCIIQiUSIjY2FWCyGWCxGbGws\n", "Jk+erLTfhQsX4OTkhAEDBgBo6TOvbSCWbfCjo8jOzsaLL76I0aNHQygUYtCgQejXrx98fX3h7u4O\n", "e3t7WFtbg8fjgc/nw9LSEgKBAG5ubujfvz9GjRqFiRMnMsHlxYsXs2rPSafQP9ploz34+fmhR48e\n", "TEE9WmfusGFsAQEBOt0MqkJRFORyudL2bt264c6dOwa5hr5CQkKYgMTRo0dRW1uLefPmaTyuuroa\n", "V65cQWRkJPbs2QNLS0uVAQaCfUFLmq6dNk6fPo3IyEhYWVlpfSwbIpEIUqkUdXV1bf590UQsFgMA\n", "CUgQBNElsKohQX8YZIuiKNy4cUOnAUmlUjQ0NOD9999n1reGh4fjzTffxMcff4yrV6+2e99zgiC6\n", "BnrW0N7eXu3zbc04tj7u/PnzeOqpp2Bm1hLX7d27N/bs2YPm5mbW71F08IMmFosxefJkxMTE6Pw9\n", "GEtNTQ0mTZqEu3fvanVcY2MjE9xpbdiwYdiyZQurc+Tl5cHOzg7dunVjttnb28PLy0vpvN7e3gb9\n", "t+FwOBgyZAhu3rypsD0nJ0djZkdHVV9fDy6XC3Nzc6Ocv1+/fvjrr78Mcq5Lly5hxYoVTACQNmDA\n", "AINdQ18hISE4fvw4mpqa8O2332L8+PGs6k/07NkTFy9eRGRkJN544w1QFAUHBwfW122v10BHEBcX\n", "B09PT5UtgVUJCAjAzz//rNU1srKycOXKFWzbtk2XIWqkzd8XTQoLCwEA7u7uhhoeQRCEybAKSHh5\n", "eYHD4WiVTqhrGitd5GfgwIEK2+nHcXFxTFGrqqoqpeOrqqrA5XJhZ2cHAMwf90f3pR9r+uO2bNky\n", "pT7tL774Il588UVW3w9BEKZn6MJvJSUluH37tkJ7yd69e6OxsZF1609tP5yasngdRVH4z3/+oxSM\n", "4PP5sLCwgEAggEAgYP6f/i+Xy0VlZSVKS0tRVlaG+vp6Zuy//PIL6xtiennEo6KiojB58mRkZWUB\n", "aLkR+/XXX/X8bpWFhobihx9+UBqTLjObHcHu3buxdu1aVFVVGWXJyfz58zFt2jRQFKX3+T/55BOY\n", "m5sr/a0OCgrC7t27IZVKIRAI9LrGoxoaGmBhYcF6/5CQEEilUhw/fhw3b97U6nfQyckJly5dwujR\n", "o1FQUMBqmUhr9Gvg+vXrkMvl8PHxMcprwNTogpZsBQQEIC8vj1XxSPq9NT09Hc3Nzdi3bx+mTp3a\n", "oQuD0gEJV1dXE4+EIIiu5PDhwzh8+LDCtoqKCqNfl1VAQiAQYMaMGVoFJI4dO6bTgPr164c7d+4o\n", "pWjSM45yuRy+vr6wsbFBZmam0vGZmZnw9/cHn88H0PJBgd4eHByssB8AhW2qbNmypdPOghEE0YJt\n", "JgLbGcc///wTFEXhqaeeYrbRGV33799nFZAw1vdgDNu3b8eRI0cAtASNY2NjERAQwGSHsFVfX4/y\n", "8nI4Ojoy79Fs5OXlqVyu4eTkhJiYGKNnjYSGhuLzzz9HQUEB3N3dUVtbi5KSkk67ZCMnJwdPPPGE\n", "0epfPPHEEwY5T0xMDC5fvoyoqCilsQ4YMADNzc1IS0tj/s4bAkVRcHR0xCeffIKlS5eyOoaeMPnn\n", "n3+wcuVKPPPMM1pd08nJCVevXtWpBo2TkxOOHDnCBOzGjh3boW+kddHc3Iz4+HisXbuW9TF0t5f0\n", "9HSNgYxH31tv375tlPdWQ2a0FBQUwMbGRu9OHQRBEK2pmnS/ffs206nSWFgFJLp3747vv/9eqxP/\n", "8ccfOg1IJBLh8OHDuHPnDvr3789sT0lJAQCEhYXBzMwMU6ZMwe+//47GxkZmlk0sFiM9PR0ffvgh\n", "c9yECRNgY2ODixcvKsxm/fnnn+ByuXjhhRd0GidBEJ2DtpkI9IzjjRs3mPXrb7/9tsI+58+fR2Bg\n", "oEK6rJeXl1atP7X5cGrIVF9txcTEYOXKlczjAwcOIDAwUKdzWVpawtLSUuvjcnNzMXLkSLXPGzs9\n", "nb6hiYuLg7u7O1Nkk21byI4mOzvbKEEzQ/vmm2/Qt29fla0+6c8HycnJBg1IVFZWorq6Gi4uLqyP\n", "6dGjB8aMGQNPT0/MmTNHp+va2dkptAjVBn3jPHbs2A5TV8OQ0tPTUVtbq1WGhL+/P4CW1p9tHdfe\n", "763035c7d+5AKpVi6NChOmW0FBYWkvoRBEF0Gaymt7QNRgBQSm9la+rUqRg+fDg+++wzFBUVAWiZ\n", "cdy+fTueeeYZ5kPpRx99BDMzMyZi3tTUhP/+97/w8fHB8uXLmfNZW1vj888/xw8//IDbt28DaPlD\n", "s2XLFqxYsaJTfCgjCKL9ODk5ITo6GhYWFli7di0iIiKwatUqSKVSAC0zqBcuXFAKOvB4PHh5eWlV\n", "2PLgwYMwMzODtbU1zM3NYWNj06HSrR8+fIhp06ahqakJALBq1SqTLFNQlyHRXtzd3eHi4sIU1svJ\n", "yQGATp0h0dHHXlVVhZMnT+LVV19VmYljY2ODPn36MKnrhkLXzNI22HTx4kWdgxH6iomJgZ+fH55+\n", "+mkkJSWhubnZJOMwlri4OHA4HK1m6KytreHh4WH0bi/aorO6Nm/ejObmZp2X3WVlZXW5TBiCIB5f\n", "rAIS48eP1/rEv/32m9bHAC21J06fPo2nnnoKQ4cORb9+/TBp0iQsXLgQJ0+eZPbr1asXrly5gqSk\n", "JAQEBCAwMBByuRyXL19WWoP5+uuvY8eOHXj11VcRHByMZ555BitWrDBayzCCIDoOOhPhUW2lyVZX\n", "V6Ourg59+vTBd999h5ycHHz88ccAWtog5+XlMe0+W9O29ef58+fB4XAQGxuLXbt2obq6WmWXDV2+\n", "B3XYthiVyWSYMWMGk8ExevRofPrpp1pdyxCqqqpQUVFh0mwEDoeD0NBQhYCEmZlZpy0o1x4BiZ07\n", "dypMDmjrl19+gVQqxezZs9Xuk5qaitWrV+t8DVV0DUiYUkxMDIYPH47g4GDU1dXhwYMHph6SQcXF\n", "xaFv375ad3zr16+fxm4vhnxv1cbTTz8NAApLRdigOzOdPn0at27d6vCdmQiCINjQbgGwFvSZ5bOx\n", "scHWrVuRnZ2N1NRUZGRkYN26dUprjgMCAnDmzBmkpaUhIyMDhw8fVpvCNnfuXCQlJeHOnTtITU1V\n", "SsEmCKLrioqKglAoZIKVgYGBbb5H0Tfhrq6uCAgIwJo1a7Bx40b8/fffiIqKgrm5ucolBL1792ad\n", "IUFRFHbv3o3nnnsO/fv3x8svvwwXFxd88803KvdfvHgxADBFdnv16qXV+6y2LUZXr16NK1euAGjJ\n", "EDhy5Ah4PFar/AyKXh5hygwJoGXZxq1bt0BRFHJzc+Hm5qZVHYyOoqqqCuXl5UbPDiwoKMCJEyd0\n", "Pt7S0hILFy5ssx6FLh236HpSycnJKp/PyckBn8/XasmGKVVXV+POnTuIiIhgamIlJiaaeFSGpW1B\n", "Sxrb1p9RUVGwsrKCpaUlXF1dIRQKjZ6p5uHhATc3N1y7dk2r4+h6FzKZDPX19Tq3DSUIguhIWAUk\n", "FixYgClTpvx7kJkZuFyu2i8zMzMSsSUIosOg02SnTZsGoOVmu61010d7vM+dOxfm5uYYO3Ys1q1b\n", "B4FAgNraWqXj/Pz8kJmZySpl+vr160hOTsZrr70GADA3N8eCBQvw448/oqamRmFfuVyOr776Ck8+\n", "+STu37+P+fPno6qqSqu2jfQHWboFZ1sfZH/++Wd8/fXXAFo6aRw/ftxk6cEdpV5DaGgoysvL8eDB\n", "g06x5EGd0tJSeHt7w9vb26jXad3lQBcvvvgidu/ebeBRtdSjSkpKYjpxPSo3NxceHh5aF2w1Fbq7\n", "RkREBBwdHeHm5tal6kiIxWIkJibqHJB48OABGhoa2tyvvr4edXV12L59O5KTkxETE2P09zsOhwOh\n", "UKhVhoSmehcEQRCdFau/uOfOncOff/4JmUwGoGWt9IgRI9R+jRw50iQzaQRBEG2h204WFBS0uV/r\n", "DAkAmD59Ourr6yGTydDQ0ICqqiqVN/OtW39qsmfPHnh7eyvUoli4cCFqa2vx888/K+x74sQJ3Llz\n", "B+vXr4eDgwPWr18PqVSKzZs3a7wOoN0H2du3b2PBggXM4y1btiA8PJzVdXTV1jKS3NxcmJmZmbyA\n", "25AhQwC0zNZ25oCEt7c3MjMzMWzYMKNep3WXA2OiKIr5bMLG3bt30b17d7W/TzKZjCmI2BnExMTA\n", "3t6eGfPAgQO7RIYEndE1YMAAyGQyfPfdd1pPdPXr1w9yuZxZaqXO//73P/B4PEydOtXoBXJbCw8P\n", "R1xcnFa/vwRBEF0Rq4BEfHw8kpOTmfRUe3t7XL58uc0vdbMPBEEQplJWVgZAc0CisLAQ3bp1g42N\n", "jVY3861bf2oax9GjR7Fw4UKFmVgPDw88++yz2LVrF9Nmubm5GWvXrsX48eMxfPhwAC2BkjfeeAOb\n", "N29GSUlJ29+0FiQSCUQiEVPAc8GCBcxSEWNgs4wkLy8Pbm5uJg9yOzg4wMfHB3FxccjNzTV5xkZH\n", "R98ga1rDrw+KouDu7o6dO3eyPiY1NRUBAQGYMGGCyoDe119/jdOnTxtymEYVHR0NoVDItEUNDg7u\n", "EgEJOqOLfn9LTk7WammCRCLBihUrAADPPfdcm0vUTp06hVGjRqF79+76D1wLQqEQ9fX1rDNaTFXv\n", "giAIwthYBSScnZ0VPnzRxd3asn79et1HRRAEYQRsAxJisVinGfnWrT/bcvDgQTQ3N2Pu3LlKzy1e\n", "vBhJSUlMKu+hQ4eQnp6u9J76zjvvQC6XY9OmTRrHpe6DrJeXF/NBViaTYdq0aUx2R3h4OHbs2MHc\n", "6BgDm2UkdAp9RxAaGorY2Fjk5+d32gyJ9tKtWzd4enoqrOFPSUnB3Llz0bt3b7Wp6vHx8di0aZPG\n", "NHugJe3d3d0dSUlJrMeVmpqKwMBAcLlcnDlzhvVxHVFTUxOuX7/OBCqBlgyJwsJCFBcXm3Bk+jHE\n", "0gSRSMRkRpSXl6tdolZdXY2//vpLZWtZYwsJCYG5ublWdSSioqLg6ekJDofTbvUuCIIgjI1VQIJO\n", "VaX95z//0XjM0aNHdRsRQRCEkZSXlwOAxlaBYrGYWa6hzawUj8eDt7d3mxkSJSUl2LVrF6ZMmQJn\n", "Z2el58eOHQtfX19s2bIFDx8+xLp16yASiZTehx0dHbFs2TJs374dqampGj+or1q1CgBgZ2eHnj17\n", "AmhZikJbvnw5U8TS1dUVJ06cgIWFRZvn1Afbm468vLwOk40QGhqKGzduoLm5uVMGJC5cuICHDx+2\n", "2/UCAgIUMiRKS0tx7do1CAQCvPDCCyrH8s0332Dnzp2sC4YGBQWxDkjI5XKkpaUhMDAQY8eOxdWr\n", "V1FXV8fum+mA7ty5g9raWkRERDDb6MKWXamOhLa0CWhcuHABjY2NJglIWFhYYMiQIVrVkXByckJ4\n", "eDhCQ0Pbrd4FQRCEsbHKgdU0m6hKSkqK1scQBEEYU1lZGSwsLFhlSNABCaBlVmry5MnIysoC0BKM\n", "UDcr5efnpzJDgl4Oce/ePZSWloLP50MikSh9mCwpKUFTUxOOHz+Oc+fOobq6Gvv27VN5rTlz5uCL\n", "L75AaGgorKys4O7uju3bt8PFxQU8Hg8URaGqqgqVlZXYuHEj3NzcsHTpUpibm+O3337Du+++C3t7\n", "ezx8+JBJezc3N8evv/6q8P2bUm5urlIwxlRCQ0OZpTTtESRpbGzE3r17YWtri+7duzP/dXNz0/om\n", "pLa2FjNmzMC8efPw5ZdfGmnEirZv3w4bGxvm8ciRI5Geno6ioiIMGjQI06ZNw6VLl5jgQ319PY4d\n", "O4Zly5axLio5YMAAHD58GM3NzRq7buTm5qK+vh79+vWDh4cHli9fjqtXrzItGOVyOTgcjlGzggwp\n", "JiYG5ubmGDx4MLPNz88PVlZWuHPnDp566imjXJe+qW8dkFW1TVd0EJiu5UMzxtKEU6dOoV+/fvDx\n", "8THoedkKDw/H8ePHtTomMTERTz31FFmmQRBE10GxwOFwKDMzM62/OrP4+HgKABUfH2/qoRAEYQBN\n", "TU0Uh8OhQkJCKB6PRzU3N6vdt2/fvtSyZcuUtpeUlFAlJSVtXmfp0qWUv7+/0vbw8HAKgMKXUCjU\n", "eT91++r7tX///ja/P0MKDQ1t83ttbm6mLCwsqG3btrXbmNQpKiqiwsLCmHGGhYVRRUVFRr1mcXEx\n", "xePxlP6NOBwONW3aNEoul7M+1+7duykzMzMqKyvLeAPWwrVr1yg+n08tXbqU2Xbo0CEKAHX//n3W\n", "5/nzzz8pAFR6ejqr/cvLy6n6+npKLpdT7u7t/04DAAAgAElEQVTu1MqVK5nn/v77b0ogEFD//PMP\n", "+2/EhKZPn05FREQobR86dCg1e/Zsg1+vqKiICg8Pp1xdXSlXV1cqPDycSklJUdpmiNdFUVERNXjw\n", "YAoAZWdnRwmFQq3Oy+Z9tKmpiXJ0dKTeeecdvcerqxMnTlAAqPz8fFb719TUUBwOh9q7d6+RR0YQ\n", "BNGiPe6JWVcJoygKLi4urNvM6ZJVQRAEYSyVlZWgKAr9+/dHQkICJBIJXFxcVO6rroYEmxkpPz8/\n", "7N69W2HGVlMKMX1etvvR+2qqVaEtFxcXPPPMMwY9pzpyuRzW1tbg8Xiws7NDY2MjKioqFGplFBcX\n", "o6GhoUMs2RCJRLh58ybz+ObNm5g8eTJiYmKMdk0HBwc0NjZCKpWiqqqKyXZJSEhAaWkp65l8iqKw\n", "detWiEQilcuPTCE8PBxbt27F3r17UVdXBysrKxw4cAARERFMcVg2goKCAABJSUno27evxv179OjB\n", "/P/YsWNx/vx55nFubi6kUqna9wVTUJd5QFEUoqOjMXv2bKVjBg4cqFVdArbomi80sViM8PBwhdau\n", "YrHYIK8LJycnfP755xg3bhzOnTunddvP1lltUqkU5eXlWLlypcI+N2/eRHFxsUmWa9DoDkaxsbGY\n", "OnWqxv2Tk5NBURRCQkKMPTSCIIh2wyogER8fj48++gi3bt3CihUrsHDhQggEgjaP6SjpvgRBEMC/\n", "9SPoG5jCwkKVNx61tbWoqqrS+T2sdetPY978VVZWMkU6W7O0tMSkSZPA5XJBURS6deuGQ4cOYfDg\n", "wZg5cyZsbW0hk8lQW1uLr776Crm5ucyxDx8+NPpNNn2DtWPHDly+fBnnzp3D4MGD0dTUhKFDh2L/\n", "/v2IjIwEAKbApqmLWmoTKNIHRVFISUlhfkeBlsKNlpaWsLS0ZGqOqFrCcvr0aeTl5WHRokVKz124\n", "cAFpaWnYvXu3QcZpKIsWLcL8+fNhbm6OwsJCXLhwQesxOjo6wt/fn3l9a2PcuHG4ePEiampqYG1t\n", "jdzcXNjb26Nbt25an8vQ6CVe9O+dl5cXoqKimKU6OTk5KCwsVKgfQRs4cCD27dsHqVSq8bMaW+pe\n", "A62DETRDvS4yMjJgbm6u0823k5MTYmJiUFpaCoqiMGnSJHzyyScQiUTMcqBTp07BwcHB6C1w2+Lq\n", "6govLy9cu3aNVUAiISEBPB4PgYGB7TA6giCI9sFqkWZISAiioqJw6tQpXLp0CT4+Pti8eTPTGk6V\n", "8ePHG2yQBEEQ+qJv3vv37w9AfRYXvW5Zn4AEoNj6097eXmURxEfXRLMtoNnc3Iw333wTzc3NSvt6\n", "eXnh2LFjOHz4MI4cOYLw8HA0NDTg4MGDePPNNzFnzhzMnz8fs2bNgkwmUzpem0r22mjd4rNPnz5Y\n", "t24d3n77bYwbNw729vZwdnbGihUrcOTIEeTk5AAAEyzpCBkSxiaXy/HWW29h0KBByMzM1Pr4lJQU\n", "LF68GPv371d6buvWrRg4cCBGjBhhiKEaDIfDYbIuf//9d/D5fEybNk3r86SlpWHhwoVaHzd9+nTk\n", "5ubC2toaADpUO1dNHWjooKFQKFQ6Njg4GE1NTUZtuUozZr2N9PR09O7dW6+Wv/b29nBwcMDXX3+N\n", "hIQE/PTTT8xzp06dwsSJEzXWHjG28PBw1oUtExMT0a9fP6MWHCYIgmhv7KpG/T86MHH69Gn8/fff\n", "8Pb2xpdffqmySvX3339vsEESBEHoiw5I+Pv7g8vlagxI6NL2EwA8PT1Vtv6cP38+gJYZ3bbatUVF\n", "RUEoFMLV1VXtfu+//z7Onj0LoKWzh5OTE1xdXdGzZ0/k5eUhPT0dpaWlKCkpwbZt2/Dss8+arGgb\n", "rfUNFv2zuHr1qsI+8+bNg62tLbZs2QKgJUNCIBCYvHibNp1WdEFRFObPn48dO3Zg+/btOv2sVq1a\n", "hUWLFmHBggU4dOgQsz0nJwdnzpzBW2+91aGLNb722mu4e/euwpIKQ5LL5fD398cvv/zCbONyuQr/\n", "Jjk5OR2iewqbLhHR0dHw9/eHg4OD0n5BQUHgcDgG7bSh7jVAB3NaM9TrIiMjg9UyHDaEQiGmTp2K\n", "999/H3V1dcjOzkZKSopJl2u0Hlt8fHybk3y0hIQEslyDIIguR6uABI0OTJw5cwbR0dHw8vLChg0b\n", "UFtba+jxEQRBGASd0u3o6AgXFxejZUioa/154MABjBo1CmlpaW22a6NTjZOTk1Xud/jwYWzYsAFA\n", "yw3V+fPnkZqaiuTkZGRnZ8PNzQ0hISHo378//P39kZycjJdfflnpOsa+yW5N3Q1Wdna2QjaGtbU1\n", "Xn/9dXz33XcoLy9nZqw7wo00m0CRrpKSkvDDDz9g9+7dKpdcsMHhcLBz50688sormDNnDk6cOAGg\n", "JUAWFxeHmTNnGmSsxsLhcODr62u08+fm5iIjI6PN5RgdKUNCk5iYGAwfPlzlc9bW1vDz80NiYqJB\n", "rxkVFcUsb+jevTuEQiFiY2OZ1wXdTnjTpk0GuV56ejr8/f0Nci4A+OKLL1BUVIRPP/0UR44cAZ/P\n", "x7hx4wx2fl0JhULIZDLcvn27zf2ampqQnJyMgQMHttPICIIg2odOAQkaHZj4448/EBsbCy8vL3z2\n", "2WeGGhtBEITBlJWVgc/no1u3bnB3d0dhYaHK/cRiMQQCAbp3767ztR5t/ZmQkIDo6GgsWbIE9vb2\n", "rG74Ve13+/ZtzJs3j3m8ZcsWjB49mtnX1tYW3bp1g1QqxcOHD5mb/a+//lrlNeibbLqWho+Pj8Fu\n", "snW1ZMkSNDU14ZtvvkFeXp7J60fQNAWK9JGWlgYAOi1XaM3MzAx79+7F9OnTMXPmTJw6dQpAS80J\n", "Q9US6KgaGhpUZmvS6OUL/fr1U3qutLQUZWVlkEqlHSJDQl2wkH6dZ2ZmIjk5WWX9CNrAgQMNmiEB\n", "tLwG9uzZAwA4dOgQYmJiEBgYqPC6sLW1ZbK39FFTU4P8/HyDZUgAgI2NDRwcHPD555/jgw8+gJWV\n", "FausBGMbMGAArKysNBYizcjIgFQqJRkSBEF0OXoFJGi5ubnIzc1FaWkpPvjgA8jlckOcliAIwmDK\n", "ysrQs2dPcDgcuLu7q82QKCwshKurq16z8r1791bIkNi+fTs8PDzw/PPP63zO8vJyvPDCC8wH6Pnz\n", "5+ONN95Q2Ke0tBQPHz5UOvbRTAQafZOdkpKCkJAQCIVCg91kt9ajRw80NDQobVeVjeHs7IxXXnkF\n", "27ZtQ2pqqlHGow+2ASVtpKenw9nZmZlh1geXy8XBgwfx/PPP4/fffzfA6Do+mUyGnj174uDBg2r3\n", "SU1NhbW1tVIGhEwmg6enJ/bv348HDx5g+fLlxh4uK1FRUejTpw+AlqwuGxsbpKamwtvbm+k4sW3b\n", "NkgkEpXHBwcHIzExERRFGXRcdPDs0UKQ9vb2cHd3x7Rp0/DTTz/pfd179+4BgEEzJEQiEcRiMSiK\n", "QlNTEyorKxXqcpgKj8dDWFiYxjoSCQkJAFp+tgRBEF2JXgGJ3377DYMGDcLkyZORmJiIPn364MCB\n", "A0wFY4IgiI6irKwMdnZ2AFrqQ7S1ZEPX+hG03r17IzMzE83NzSguLsahQ4fw+uuv61ycjaIozJ07\n", "l1n2MGzYMOzcudNgSxns7e0xcuRIg7YKLC0tZSrcv/7666ioqIC/vz+rJQ+vvvoqioqKcPfuXZw6\n", "dQpCoVDtjVdXIBaLDToTzOPxcPjwYWY2u6vj8/nw9fVtMyPg7t27CAgIUHrN8Pl8jBgxgmn/2RGW\n", "BwEtwcLFixfD0tISqampKC0thYuLC7Kzs5kaLAkJCWpvqAcOHIjKykqmQKyhpKamwtnZmXkvfdTs\n", "2bORnZ2t93tJeno6ABjsdcGmLocphYeHIzo6GiUlJWr3SUxMhLe3t9HqrBAEQZiKTpGDRwMRAQEB\n", "+Pnnn5GWlqayJzZBEISplZeXMx+i28qQEIvFerct9vPzY1p/7t27FxwOBwsWLND5fJs3b8Zvv/0G\n", "ALCzs8OxY8dUVlnXpy6EUChEZmamygwLbbTuphEUFAQPDw98++232LdvH1M/Q9OSh5UrVzL/X1NT\n", "o9RhoKvZs2cPLly4YNBz8vn8x2pyQCgU4vz582pn5lNTU1Uu1wBa2n9euXIF9fX1xhyi1vLz8+Hh\n", "4QEHBwdUVVWp/N7U3VDTs+iGXraRlpaGgIAAtc+PHDkSHh4eCt0sdJGeng4XFxe9ls51FhKJBL/+\n", "+iskEgkCAwPVBmATEhJI/QiCILokrT6tPBqI6N+/P44cOYKUlBS8+OKLHWZmgSAI4lH0kg2gJSBR\n", "Xl6u8gbEEAEJuvVnWloadu3ahZdeekllNXw2YmNj8c477zCPf/zxxzbrKuhafJFuH8i2/Zw6j7Yr\n", "LCgogKenJ1599VUAmpc8dPSZTGOh218Supk6dSoyMzNVFgakKAoPHjxAYGCgymPHjRuHhoYGREdH\n", "G3uYWsnPz8cTTzyh07Hu7u6wt7dXWdiSzl7SRVpamtrADtBSx2TWrFk4evSoymVabGVkZBh0uUZ7\n", "FvHVlkgkYjJCJBKJygAsRVGkwwZBEF0Wq4DEo4GIAQMG4Pjx40hKSsL06dNVBiI6QuVigiAIWusl\n", "G+7u7gCgsrAlXUNCH56enuByufjss8+Qn5+PJUuW6HSe0tJSzJgxA01NTQCA1atXY+LEiW0eo2vx\n", "xSeeeAIeHh56pVqrCyY0NjZ26WACYXp0cdfjx48rPcfhcCAWi5VqrtDoG+yO9rmldUBC2xtqDoeD\n", "4OBg3Lx5k3ntPZq9pO1SqKamJmRkZLSZIQG0LNsoLy/Xq7hlenq6QZcxAcbtlKMrtgHYvLw8lJeX\n", "k4AEQRBdEqsFzXSkNiQkBGvXrmVVmC05OVm/kREEQRhQeXk5Bg8eDABMjYiCggKFVoNSqRTl5eV6\n", "1ZCQSCQQiUQAgOjoaNjY2Oh0Prlcjjlz5iAvLw8AMGLECKxfv5718brM+gmFQsTExLS5D/0h2Viz\n", "ivSNF91+ldYRZjKNgaIokl1oADweD1OmTMHx48fx+eefq6wVwefzVR7L4XDw9NNPo7i4uD2Gylp+\n", "fj5GjRrFPI6KisLkyZORlZUFoOU1oe6GWiKRIC0tDRKJBEFBQfDy8oJMJsOtW7eYfcRiMSZPnqzx\n", "NU/LzMyETCZrM0MCAAIDAzFw4ED89NNPzHuhNuRyOe7du4e5c+dqfWxb6GCtsd/DjIEuaEmWbBAE\n", "0RVpVWGtrQJKjyIfsAiC6EgeXbIBKGdI0PUT9MmQoJcs0KqrqyEUCrFixQo0NDRAJpOBx+MxN0jm\n", "5ubg8/mQy+VoaGhgvlJSUnDmzBkALVX2Dx8+rHNRTLboGUOpVKrUJpIOtNCzeV5eXoiKilLIvjBU\n", "MEGbG6/ObufOndiyZQvu379P/m7qadasWaitrUVNTQ1sbGy0Ovbs2bMd6t9fLpejoKBAYcmGNjfU\n", "dEcJAMzyKS6Xq7QfPRPP5vVJt07VlCEBAC+//DLeffddVFRUaF2EMTc3F1Kp1KBLNlrrSIEItu+Z\n", "iYmJcHBwYP52EQRBdCWsPt06ODggLi5OqzZOYWFhOg+KIAjCkCiKUliyYWtrC2tra6XClnSAQteA\n", "hLr02wcPHqhNF9eEw+Hgp59+apcPokKhEI2Njbh9+zZTU4L2aKBF3exqVFQUnn/+eVy/fh22trbo\n", "37+/1sGEzjyTqa309HQIBIIOdTPcWY0aNUoho0AbHe3fXyKRoKmpSWUNCU2vB3XvQ83NzXqNKS0t\n", "Dd27d4eLi4vGfWfOnIm3334b33//PebMmaPVa9jQHTY6utYB2MrKSshkMhw9elRhH7qgZUf7PSUI\n", "gjAEVjUkuFwuPD094eXlxfrLEP3UCYIgDKG+vh4NDQ0KrepUddqgZ6n0WbIhl8t1PlaVDz/8sN3W\n", "tgcHB8PKykqpjoQ2hSadnJywceNGAMCvv/7KuoaFKpoKYHYFxlgrTygaN24cPvzwQ1MPQyv5+fkA\n", "oHNRS1VUZVhpk71EF7Rkc1PM4/FgY2OD1atXa12vIiMjAwKBAL169WK1f2fXuu7PxYsXIZPJcOnS\n", "JYV9EhMTSf0IgiC6LFYZEqo+iGqSkZGh9TEEQRDGUF5eDgAKAQk3NzeVAQlzc3OF/bRhY2ODuro6\n", "pe2+vr5Yu3YtLCwswOPx0NzcjMbGRshkMshkMjQ2NsLMzAwWFhYKXy4uLggNDdVpLLrg8/kICwvT\n", "q7AlAFy6dAk9e/bUebb6cZKRkYE5c+aYehhdFkVRuHHjBiIjI009FK3oE5BQtwxg4MCBMDc3R1ZW\n", "Fh4+fIgnnnhCq+yl1NRUpp2oJiKRCJWVlQD+XTJCZ1RpynxKT09Hnz59VC4x6crs7e0RHh6OiRMn\n", "4quvvsLLL78MDoeDsrIy5OTkkPoRBEF0WawCEqr63RMEQXQWZWVlAKCQueXu7q4UbBWLxXBxcdE5\n", "Lfatt95CdXU1gJb2d46OjvD19cWvv/6qc5ZAexMKhdi3b59CsUV7e3t4enqyrg3x559/4sknn3zs\n", "bii0VVNTg/z8fKOtlX9cXbx4EeXl5Zg2bRoKCgpQVVWltuVnR5WXlwdzc3Od2wWrq8Pi5OSE0tJS\n", "zJkzBzU1Nazfl+RyOdLT0/Hiiy9q3FddRtU///yDsLAwJtiiqg4NQLKGVq5ciTFjxuDSpUsYM2YM\n", "07qVZEgQBNFVsVqyQRAE0ZnRAQlNSzb0afm5d+9e7N69G0BLEPePP/7A3bt39VqyYApCoRBFRUXM\n", "jQxt9uzZAP6d1VRXaLK2thbXr1/vdDPSpnDv3j0Aj89a+fZy7NgxrF69GhRFMYUYNXWG6Gjolp+6\n", "Bkfbav9rb2+P8ePHIzY2VmVGlyp5eXmora1lVdBSHYlEgri4OCZjIjY2VmWh9IyMjMc6SDd69GgE\n", "Bwfjq6++AtCyXMPS0hJ9+vQx8cgIgiCMgwQkCIIwudLSUqVaBIakbslGYWGhQrFesVisU/2I69ev\n", "KxSt3LNnD5566qlOWf9g2LBhAKCwbIOiKOzZswcTJ05ERkYGIiMj4enpqTLQEhMTA5lMhjFjxrTb\n", "mDurgoIC8Pl8EpAwsGnTpiEzMxMJCQlITU2FQCCAl5eXqYelFTogoS91dVjGjBkDmUzGuuVnWloa\n", "AHYdNuglI49SFVx5tA5NZWUlxGLxY/2a4HA4WLlyJc6ePYvU1FQkJCRgwIABJOOMIIguiwQkCIIw\n", "GYlEAqFQiKCgIK0Ln2mDzpBo3X7O3d0dDQ0NCh+GxWKx1hkSYrEYL7zwAhobGwEAS5YswSuvvGKA\n", "UZuGvb09/P39FQISf/zxB5KTk7Fq1SrY29tj5syZuHLlCkpKSpSOv3TpElxcXB7rGU62nn32WdTV\n", "1aF79+6mHkqXMnr0aNjb2+PYsWO4e/cuAgICOt3NnKECEuoEBATA2dlZqXiiOmlpabC0tISnpyer\n", "/aOioiAUCuHq6gpXV1eEhoayyhSj64897u8fM2bMgJubGz7//HPcunWLLNcgCKJLIwEJgiBMhm4l\n", "qSmFV19lZWWwtbVVqDJPt9GkW30C2gckqqurMWnSJOYcI0eOZNJsOzOhUKgQkNi4cSNCQ0MxcuRI\n", "AMBzzz0HiqLw+++/Kx176dIlREZGkvZ0LKnqfEDoh8fjYcqUKTh+/Djy8vI63XINwPgBCQ6Hg8jI\n", "SNYBidTUVPj7+8PMjN3HxkeXjNy8eRM+Pj5K+z1ah4YOSDzOGRIAUFFRAR6Ph59++gnp6ek4f/68\n", "UYL1BEEQHQEJSBAEYRLatJLUV1lZmVLnDDogQdeRaGxsRHFxMeslG42NjZg6dSpu374NAPDw8MDx\n", "48fB5/MNOHLTEAqFSE5ORlVVFeLi4vDXX39h1apVTJDB2dkZw4cPx8mTJxWOq6ioQHx8PKkfQZgc\n", "vWzj008/xd69e009HK1QFGX0gAQAREZG4tatW6ioqNC4L93yU1utl4y0zpqwsrICn8/H0aNHFfZP\n", "T0+Hu7s7rK2ttb5WVyISiZCbm8s8zszMNEqwniAIoiMgAQmCILq88vJyhQ4bAJhuGnRAoqioCABY\n", "ZUhQFIUFCxbg/PnzAFq6d5w7d65TFa9si1AohFwux8WLF7Fp0yb4+voqfRieMmUKLly4wHQVAYC/\n", "//4bcrmcBCRYoChKoX4JYVj0so3jx49DIBCYejhaKSkpQWNjY7sEJORyOa5cudLmfnRxUH0KWgKK\n", "WRMXLlyATCbD1atXFfZ53AtaAu0brCcIgugISECCIAiTUFf4TF0rSX2oypDg8/lwcnJiAhJ0S0s2\n", "AYl3330XP/74IwBAIBDg999/75Rp4apIJBLMnz8fHA4Hs2fPxvHjx7Fw4UKlNfiTJ09GY2Mjzpw5\n", "w2y7dOkSvL294e3t3d7D7nRycnJga2uL6OhoUw+lS+LxeDh9+jTee+89Uw9Fa3RbTGMHJLy9veHp\n", "6alx2YZEIkF5ebneAQmavb09hEIhIiMjsWPHDoXnHveWnwRBEI8jEpAgCMJkoqKimMwFKysrCIVC\n", "la0k9aUqIAG0LNug6z/Q/9UUkNi+fTs2bNgAADAzM8OhQ4cwfPhwA4/YdOi6HhRFob6+HgCUlmYA\n", "gKenJwYNGqTwHF0/gtAsIyMDNTU1OnV1IdgZOnQobG1tTT0MrbVXQIJtHQljtU5dsmQJrl27xix7\n", "a25uxv379x/7DIn2DNYTBEF0BKSaFkEQJuPk5ARra2uUl5dj2LBh+PPPP41ynfLycvj6+oKiKBQV\n", "FaGxsRFyuRw9evTAvXv3kJaWhpiYGJiZmeG3335DaWkpiouLUVtbC4qiIJfLIZfL0dDQgMOHDzPn\n", "3bFjR5da16suVTg3NxelpaVKH4anTJmCL774AlKpFJWVlUhJScG7777bTqPt3NLT02FhYcG6awHx\n", "+MjPzwePx2uXJWCRkZH4/vvvIZFI1F4vLS0NPB4Pvr6+Br32pEmT0KtXL+zYsQP79+9HdnY2Ghsb\n", "H/uABNASrJ88eTKysrIAtAQjjBGsJwiC6AhIQIIgCJMpLS1FXl4e3NzcmKUTxlBWVgYbGxtERkbi\n", "8uXLSs+3nvl77bXXWJ3z/fffx+LFiw01xE5pypQpWLNmDS5evIiamhoALWv3O7KYmBg0NjaafJwZ\n", "GRno3bt3p2tHSYBZx2+s2er8/Hy4ubm1y+8GndF0+fJlTJ8+XeU+aWlp6NOnj8EL9vJ4PCxevBjr\n", "1q3Dpk2bkJ6eDoB02AD+rbdh7N81giCIjoAs2SAIwmTu3LkDAMxMkFwuN8p1ysrKcOXKFZXBCF0s\n", "XLgQ69evN8i5OhJtU4UDAgLg7++PQ4cO4cyZMwgICNCqbaopLF68GFOmTEFJSYlJx5Genk5mgjsZ\n", "iUQCoVCIoKAgBAUFQSgUGqUVY3t02KC5ubnB39+/zWUbhihoqc78+fMBAPv27UN6ejqsrKza7Xvv\n", "DFp3KSEIguiqSIYEQRAmk5iYCEtLSzz99NPYuXMnCgsLDf5htLm5GZWVlbh58yYAwNLSEs888wy4\n", "XC6ys7Nx48YNzJ49G9HR0RAIBFi+fDkcHR3h4OAAGxsbcLlccDgcmJmZwczMDFZWVvDw8GBaYHY1\n", "2qQKSyQSVFdX48iRIzAzM4Ojo2Obqd+mdv/+fSQnJwMAPvroI2zfvt1kY8nIyMDcuXNNdn1Ce3R9\n", "FZpYLMbkyZMRExNj0Ou0Z0ACaMmSoDsGqZKWlsYEDgzN0dERM2fOxK5duxAREQFfX1+YmZG5MoIg\n", "iMcJCUgQBGEyiYmJCAoKQu/evQG09Fo39AfxR+tSfPvtt5g9ezYA4I8//sD48ePxySefYPLkyQgL\n", "C8PChQsNev3ORptUYZFIxCy1aW5uxsOHD41yg2Yov/76KywtLXHw4EGEhYUZ7TrNzc1IT09HQkIC\n", "Ro4ciV69eik8X19fj4aGBpIh0YloasVoyFns/Px8DBw40GDn0yQyMhK7du3CnTt3EBwcrPBcRUUF\n", "xGKxUbsIvfTSSzhw4ABycnIgEAggFAoRFRXVYQObBEEQhGGRgARBECaTmJiI8PBwZplAZmYmRo4c\n", "abDzFxUVYc6cOczjpUuXMsEIAEyHg4KCAojF4g6/3KA9abrBas8bNEM5efIkJkyYgKlTpxrtGhRF\n", "oVevXkzXlvDwcERHRyvM+lpaWqKkpMRoS5QIw3g0KFdXV2f0a1IU1a4ZEhKJhOka9OSTTyIgIEAh\n", "GJCWlgYARluyAQDr1q1j/l8qlSI2NrZDBzYJgiAIwyIBCYIgTEIqlSItLQ2LFy+GQCCAm5sbMjMz\n", "DXZ+mUyGGTNmoKioCAAwaNAgfPnllwr7uLu7A2jpIiGRSEhAogujKArTp09H//79jXodDoeDTZs2\n", "wdXVFXV1dZg0aRL279+PBQsWKO1LUtM7JolEApFIxATcvLy8EBISgsrKSqV9Dd2KsaKiAnV1de0W\n", "kBCJRIiLi2Ou/WgwgH7OWIUmO2NgkyAIgjAsEpAgCMIkUlNT0dTUxKQm+/j4GDQg8c477+Dvv/9m\n", "Hn/33XdKVeJ79uwJgUCAhIQEyOVyJmOC0IwugCkWixW2G/oGzVA4HA5WrFihtP3SpUuIiIiAhYWF\n", "zudOTU1Ft27dmBaeL730EvPcnDlz8M4770AkEsHBwUHnaxDtR1WtiNjYWKxfvx5nz57FvXv3UFJS\n", "gqCgIIO3YszPzwcAeHh4GPS8qrQVDEhPT8e8efOQlJQELpeLMWPGkGUUBEEQhFGQ6RmCIEwiMTER\n", "HA4HQUFBAFoCEnQhRX0dPnwYmzdvBgCmdZ6qGT4OhwN3d3fEx8cDAMmQ0FJUVBSEQiFcXV3h6uoK\n", "oVBo8Bs0Y8rLy8PTTz+NrVu36nWeVatWqa09smnTJvB4PIUOL83NzXpdryMqLS1lljh0Zupu0nv2\n", "7InFixcjJiYGycnJsLKywqxZswx+g04HJEzZaaKsrAzjxo1DbGwsamtr0dzczGROGJq2nX0IgiCI\n", "rocEJAiCMIk7d+6gd+/esLa2BmC4DJjjXVcAACAASURBVImkpCSFivBTp06Fubk5rKysVO7v5uaG\n", "W7duASABCW3RBTCTk5ORnJyMmJiYTjWD6uHhgddffx3r16/Hw4cPdToHRVG4efMmhg4dqvJ5Jycn\n", "PHjwQKFuxZAhQ7BmzRqdrmcsugYU2qsVpqkJBALm/11cXDB8+HCFDCxDyc/Ph5mZGVxcXAx+7kep\n", "CwZYWFggLy9PaTu9jMLQOntgkyAIgtAPCUgQBGESiYmJCpXkfXx88PDhQ70Kx5WXl2Py5Mmor68H\n", "AMydOxcBAQGws7NT26bT3d0dlZWV4HA4nepmuiOxt7dvt9lMiqK0LgZ56tQpfPLJJ6AoSum5Dz/8\n", "EObm5nj//fd1Gk92djaKi4vVBiQAMEE34N8OHI6Ojjpdz9D0DSjQyxvEYjGztMEYM+nthe2M/ahR\n", "oxAdHY2mpiaDXj8/Px+urq7g8dpnRa2qYMCNGzfaJSBC6+yBTYIgCEI/JCBBEES7oyhKKSDh7e0N\n", "ADov25DL5Zg1axaTZTF48GDs2rULFRUV6Nmzp9rj6MKWzs7O7XYTQOjO19cXEyZM0OqYb7/9FufP\n", "n1cZlLKzs8P69euxf/9+REVFaT2eGzduAADrNqK5ubmQSqVGKxKoLX0CCpoKEnZW9E16t27dwOVy\n", "Vc7Yjxw5EtXV1bhz545Br92eHTYA1cEAf39/5v24NWMvo2jPwCZBEATRcZCABEEQ7S47OxtVVVVK\n", "GRIAdF628dFHH+Hs2bMAAAcHB5w8eRICgQBlZWWws7NTexwdkCDLNTqHrKwsnD9/nvX+1dXVOH/+\n", "PKZMmaJ2n0WLFmHq1KmYNWsWEhIStBrPzZs34e3tzSrjITMzk/k99/f31+o6xtBVAwr6om/SR44c\n", "iVGjRqmcsQ8NDYVAIDD4so32DkjQHg0GkGUUBEEQRHshAQmCINpdYmIiACgEJFxcXCAQCHQKSJw6\n", "dQoff/wxgJZWikeOHEGvXr0AQGNAgu6sQWbmOodvv/0WAFBcXMxq/zNnzqCxsREikUjtPmZmZjhw\n", "4ADCwsKUuoZocuPGDdbZEa27bNC/n51ZVy9IWFhYiN69e6t8zsLCAuHh4V0mIPEosoyCIAiCaC8k\n", "P5kgiHaXmJgIJycnuLi4QC6X48GDB6itrYWrqytiY2MRFhaG5uZm8Hg8WFpaKnxRFAWJRIKioiJI\n", "JBKIxWKsW7eOOfcXX3yBMWPGMI/Ly8vh6+urchwSiQSffPIJAODatWsQCoWktV0HN3bsWABAbGws\n", "nnvuOY37nzx5EoMGDVJ549yalZUVLl26pLbWiDqjR49GcHAwq31tbW1x8eJFxMTEwMzM9PMBhmjd\n", "+sUXX2DUqFGwsrJCXV0dgoODu8xMek5ODmbOnKn2+ZEjR2Lbtm2Qy+UG+3l2lIAErSsElgiCIIiO\n", "jQQkCIJod63rR8yaNQtHjhxhnsvKysLRo0d1Ou+0adPw3//+V2FbWVkZQkNDVe4vEomQkpICAKir\n", "q2PWz8fExOh0fcL4PD094ebmhpiYGI0BCalUijNnzmD16tWszq1tMAIAE9Bia8yYMQoBM1OLiopC\n", "eHg4MjMzweFw4ObmplVA4eDBg3Bzc8O1a9fg7++P2bNnd4mAXmVlJSoqKuDp6al2n1GjRuGjjz5C\n", "SkoKBgwYoPc1q6qqUFVV1aECEgRBEARhbKafoiEI4rFDByQ2btyoEIzQx5AhQ7B//36lm0p1SzbI\n", "+vnOicPhQCgUqvzZPerq1auoqalps36EOiUlJdi7d68OI+xcnJycMGbMGPTr1w9Lly5FRUUF68BM\n", "UVERfvzxRyxduhSenp4YPnw4Ll++bNwBt5OcnBwAaDOzZujQoeDz+QZbtpGfnw8AJCBBEARBPFZI\n", "hgRBEO2qrKwMubm54PF4eO+995jtr776Ku7fv48bN27gjTfeAI/Hg0wmQ319vcIXRVFwcnKCs7Mz\n", "8+Xu7o4RI0aAy+UqXIuiKI01JIjO44033gCfz8fPP/8Mc3NzjfuPHTsW9+7dU1sHoC0nTpzAokWL\n", "4OjoiOeff16X4XYa8fHxGDp0KD744APs27cPX375JTZs2KDxuF27doHP52PhwoUAgCeffBIbNmxA\n", "U1NTp+9YQwck2sqQsLKyQlhYGK5cuYIlS5ao3IcObrJZ+kACEgRBEMTjqHN/YiAIotOh2+Tt2rUL\n", "crkcAPDhhx9i3bp1+O233yASibB69Wq4uLjofa26ujrIZDKVbT8NsX6eaF/Xrl1DWFgYq2AETZdg\n", "BAAsXLgQhw4dwubNm9UGJA4dOoSIiIg2b1o7uoaGBiQnJ2P+/Pmwt7fH0qVLsWXLFqxcubLNpRf1\n", "9fXYtWsX5s2bx7y+Ro8ejTVr1uD27dusC312VNnZ2TA3N9f4PjRq1Cjs3bsXFEUpZJZIJBKIRCIm\n", "k8fLy0tjfRo6IEEX2iUIgiCIxwFZskEQRLu6desWzMzMUFFRAQCYMGEC1q5dC0D/1p+PKisrAwC1\n", "GRKktV3nQVEU7t27hz59+rTL9TgcDl577TX8/fffuHfvntLzlZWVmDVrVqdfopCcnAyZTIbBgwcD\n", "AFauXAkul4uNGze2edzBgwdRWlqKZcuWMduGDBkCKyurTv9vArRkSPTq1UtjscqRI0dCIpEgIyND\n", "YbtIJEJsbCzEYjHEYjFTn6Yt+fn5cHZ21irgRhAEQRCdHQlIEATRrvbu3ctkRnh5eeGnn35iPvR7\n", "e3sDaKnjYAiaAhKktV3nUVhYiLq6OoWARGVlpdr9q6qq9L7mlClT0LNnT+zbt0/pubi4OADo9JkA\n", "8fHx4HK5TFFGOzs7vPXWW9i1axdSU1OV6qmUlpaiuLgYmzdvxuTJk5kgIgCYm5tj+PDh+Ouvv9r1\n", "ezCGnJwcVpkvQqEQXC5XoY6ErvVpOlqHDYIgCIJoDyQgQRBEu9mxYwcz2ywQCHDy5EmFYIG1tTWc\n", "nJwMliFRXl4OACqXbLRmb29Plml0cPQMNB2Q+OKLL9C3b19QFKW0b1NTE/z8/LBt2za9rikQCPDy\n", "yy/jhx9+gEwmU3ju5s2b6N69O/r27avXNUzt1q1b6N+/PywtLZltL7/8MhoaGhAWFoagoCAIhULc\n", "vXsXQqEQQUFB8Pf3R0ZGBubNm6d0vieffBLR0dFK/16dTXZ2tsZWsQBgY2ODwYMHKxW2pIOu2iAB\n", "CYIgCOJxRAISBEEYnUQiQXBwsELhtw0bNiAkJERpXx8fn3ZbskF0Hvfu3QOXy2Vm5IOCglBUVKTy\n", "d+Xy5csoLi5GRESE3tddsGABiouLcf36dYXtN27cQGhoqMaU/o4uPj6eWa5Be/XVVyGXy1FbW8ss\n", "NwgPD2eWINCvq88++0zpfKNHj0ZNTQ3i4+PbZfzGwjZDAmhZtvHXX3+hpKQEQEtATFWGjqb6NCQg\n", "QRAEQTyOOtwnqezsbFhbWyMkJETpKzo6mtlv3bp18PT0VNpHXX/3/fv3Izg4GMHBwQgMDMSmTZtU\n", "zqwRBGF4kyZNQlJSksK2o0ePqtzX29vb4AGJHj16GOR8hOncv38fPj4+4PP5AIDw8HAALYUuH3X8\n", "+HF4e3tj0KBBel83KCgI+fn5GDFiBLONoijcuHEDQ4cO1fv8piSVSpGSkqIQkFC33KC6ulppm6ol\n", "CIMHD0a3bt06dR2J2tpaFBcXswpISCQS/O9//8PDhw8RGBiIsLAwjBo1CjY2NggJCYGrqysEAgF4\n", "PJ7GNrIkIEEQBEE8jjpkl43Q0FCNa1A5HA7Wr1+POXPmaDzfzp078fbbb+Pq1asYPHgwsrKyEB4e\n", "jpKSElatzQiC0F1xcbFSMAL492bm0RlDHx8fXL161SDXLisrQ/fu3ZXagRKdz6ZNm7B69WrmsZ2d\n", "HQICAhATE4OXX36Z2d7U1ISTJ09i3rx5Cl0P9PFo14O8vDwUFRV1+oAEXdByyJAhBjsnn8/HiBEj\n", "8Ndffyn8vDqT3NxcAGC1ZEMkEiE9PR1AS3BCIpGAz+cjKSkJ/v7+KC0thUQiwfDhw/Hxxx/j8OHD\n", "aq9ZXl5OAhIEQRDEY6fDZUhog02GQ3V1Nd577z3MnTuXmQXy9vbG8uXL8fXXXxuseB5BEKp9+eWX\n", "aGhoYL2/j48PCgoKIJVK9b52eXk5Wa7RRZiZmcHR0VFhW0REhFKGxOXLl1FSUoJp06YZbSwWFhZY\n", "v349hg0bZrRrtIf4+HjweDymoCXwbzvcR9nY2ChtU7cEYfTo0Z26jkROTg4AaMyQUJdN0qNHD+Z3\n", "1d7eHgEBAdixYweOHDmCkydPorS0lMkskUgkEAqFCA0NBdBSG0UikRjwuyEIgiCIjq1TByTYOHfu\n", "HKqrq5WWckRGRqK5uRknTpww0cgIous7c+YMNm3apPI5dTczPj4+oCiKuSnQR1lZGQlIdGERERFI\n", "SUlhWsgCLcs1vLy8lOoi6IuiKNy+fRvNzc1wdnbGmjVrlAIknU18fDwCAwMhEAgUtqtqhxsbG8u6\n", "Re6TTz6Juro6phOJobW+oTeG7OxscLlcuLu763Q8j6ecfDpz5kxMmDABM2bMQGBgIFMs9JlnnkFs\n", "bCwThLh7967G9qAEQRAE0ZV0yCUbRUVFeOWVV5CRkYGysjIEBARg6dKlSkGFc+fO4aeffkJxcTHk\n", "cjlGjx6Nd999Fy4uLsw+iYmJAABfX1+FY+nHqlLJCYLQX2ZmJmbNmsVkMvXo0QMVFRVwdnaGr6+v\n", "2psZumhhVlaW3h0M2jMgUV1drXIWmTCeiIgIhISE4OHDh0ydEC8vL7z55psGW65BS0pKwuDBg3H2\n", "7FmMHz/eoOc2lVu3bqlcrkG3w6Vv+unAoaptqgwaNAg2Nja4fPkyhEKhwcYrkUggEomYrAQvLy9E\n", "RUUZvFVvTk4OnnjiCZWBhdbobBKxWKywXVWwlcPhoLi4GE1NTSgqKgIAiMVipiZKa+qWsxEEQRBE\n", "V9ThAhJcLhdyuRwLFy5EREQEGhoa8Nlnn2HcuHH49ttvMX/+fACAlZUVzMzMcPjwYTg4OCA7Oxsz\n", "Z87E4MGDcfPmTWZmo7i4GABga2urcB36Mf08QRD/qqysxO7du1FdXQ0+nw9zc3Pw+Xzw+XxwuVxQ\n", "FMV8AVB4TG87ePAgM3P9/PPP4/bt2//H3p3HRVV//wN/DcMqIPsyKi6guAAiSoCjlGupuYBbaZr7\n", "lmauWZZWapomqWn6qcTMDLfSqdwSUUuIRZEQcSEEZREYGNaRdZj7+4Pf3C/jzMAMzMCg5/l48Ki5\n", "9z33vodmJu65530OxowZg6+//rrBP7Q7duwIIyMjrRS2LCoqapE/6tetW4fff/8d9+7d0/m5XkQX\n", "L17EunXr8Ndff8kVKO3Ro4dCN4cPP/xQJ3Po27cvvLy88P333z8XAQlZQcuFCxeqHKPss6PO58nQ\n", "0JCtI7F+/fpmzbO+oKAgREdHs49zcnIQHByMqKgorZ0DUL/lJ1CXTRIcHMwu/+zWrZvSYKtIJEJ2\n", "drbC9ra6rIUQQgjRFr0LSLi4uLAFooC6tbqfffYZLl68iDVr1mDmzJkwNjbG2rVr5Z7XtWtXHDp0\n", "CJ6entiyZQsOHDjQ0lMn5LlQXV2NsWPHynW1aQ53d3dMnjwZv/32G1avXt3oBQ2Xy0WXLl20EpAo\n", "LCxEjx49mn2chnz88ccIDw/HgwcP8PTpU5ibm+v0fC+iO3fuIC0tDVZWVq02Bw6HgwULFmD58uVY\n", "sWIFPvvss1adT3MlJSVBIpFofWmLzNChQ7FhwwY8efJEoShoU6iq16CLbILHjx+r/b2hKptEXQYG\n", "BpBKpXLbGmsPSgghhDxP9C4goYq/vz9u3LiB5ORk+Pj4KB3Tp08fWFpayhU5s7e3BwCFnuCyx42t\n", "AV6xYoVCy8Bp06Zh2rRpGr8GQtqC1atXay0YYWlpidOnT2P58uXg8/lqt2F0dXXVWkBCl0s2GIbB\n", "wYMH0a9fPzAMg6SkpDZf6FAfpaSkwN3dXevLMDT11ltvYfny5dizZw+2bt3aqnNprps3byoUtNQW\n", "oVCII0eOoLKyEn379oW7u3uTllbUv8hnGEZp61FdePz4MUaMGKHRcxoLIKha3tG/f38YGxs3mmFB\n", "CCGE6NqxY8cUukHVr9OlK3oXkCgtLYWxsbFCkS1Z2z7ZnYTc3Fy5WhEyz95tkAUv0tLS4O3tzW6X\n", "XezU36bM7t27tdLLnpC24MiRI9i3bx8AwNjYGKGhobC1tUVNTQ37U1tbCw6Hw/4AUPrYwMAAvr6+\n", "ePr0Ka5cuYKwsDC15+Hq6iqXmt1URUVFsLGxafZxVLl//z7y8vKwdOlSREREICEhgQISOvDgwQO4\n", "u7sr3ccwDO7fv4/Hjx/j0aNHmDdvntJ1+dpga2sLX19fJCcno127djo5R0uJj4+Hp6enwv9rtSEo\n", "KAhJSUkA6oIK0dHRGi2tUFYronfv3hCLxQpjtZ1NUFVVhSdPnqi9ZEMTqpZ3ODo6NjnDghBCCNEW\n", "ZTfdb926pbNsShm9C0gsX74cPXv2VFgHfPPmTZibm8PDwwNAXV/47Oxs8Hg8dszDhw9RUlIiV6F6\n", "9OjRsLS0xOXLl+W2R0REgMvlYtKkSTp+RYS0DfHx8Vi0aBH7+JtvvsGMGTOafdylS5fCyclJo8+a\n", "q6srfv75ZzAM0+S74jU1NSgtLdVphsTVq1dhaGiIYcOGoU+fPmwRXaJdKSkpGDJkiNJ9lZWV8Pb2\n", "hpmZGWxtbeXew7pw/fp1VFdX6/QcLSE+Pl4nf2BoY2mFsloR0dHR+PLLL3HmzBncv38fhYWF6N+/\n", "v9azCTIzMwE03vKzKRpa3kGBCEIIIS8qvWv7yeFwcODAAfz333/stgMHDiAqKgobN26Uu5vz4Ycf\n", "orKyEkBdEb4lS5bA2tparoiWhYUFtm3bhsOHD+PWrVsA6v4w2r17N1atWqWTuyCEtDX5+fmYOHEi\n", "+3latGgR5s+f3+zjlpSU4Mcff8SiRYtgbGys9vNcXV1RVlaG1NTUJp9blmLW1IAEwzCQSCQNjrl2\n", "7Rr8/Pxgbm4OHx8fJCQkNOlcRLXS0lLk5uaq7LhiZmaGAQMGoLS0FFOmTNH5sg5TU1OFIsltjayg\n", "pa7veDSFqoCGjY0N5syZg6ioKMTHx4PL5WLu3Lla77BRPytDV+zs7CgAQQghhPx/epchsXr1alhb\n", "W2Py5MngcDgoLi5Ghw4d8PPPP8ulkISFheHEiRPw9fUFh8NBSUkJBg8ejNjYWHTv3l3umO+88w7M\n", "zMwwe/ZscDgc1NTUYNWqVQqFMQl5EUkkErz55pvIyMgAAAQEBGDPnj3NPq5IJML333+Pqqoqje5a\n", "C4VCbNq0CQDA5/PRo0ePJq0/LywsBIAmL9mYMWMGGIZRudSEYRhcu3aN7VIQEBCAR48eNSurQx26\n", "Pr6+efjwIQCoXLIB1LX/jImJwZQpU1pqWm3a7du3IZFIlLb8bC5VtRIMDQ2bdRFe/2ZE165dwefz\n", "ER4ejqVLlzb5mMo8fvwYHA4HLi4uWj0uIYQQQpTTu4CEp6cndu3a1ei4N998E2+++abax50zZw7m\n", "zJnTnKkR8lz68MMPceXKFQCAs7Mzfv31V5iYmDT5ePXXfwuFQlhbW8PQUP2vmqCgINy+fRsAUFBQ\n", "gIKCgia19isqKgLQ9AyJrKwstn2wMikpKcjPz8fQoUMBAIsXL8bixYubdC51HT58GCtWrMC7776L\n", "Tz/9lK2to6m7d++iV69eMDDQuyQ5BT4+PigqKmqwe8msWbNQVVWlkwvs51F8fDwMDQ3h5eWlk+M/\n", "WyvByMgIGRkZ2L17N1asWNFgvQRVAY1na0W8+uqr+PLLLyGRSDT6fmnM48ePwePxNMroIoQQQkjT\n", "6f9fo4QQnfnjjz+wc+dOAHV3ME+dOtXsFn2y9d85OTmora2FSCSSq9/SkMbWn2tCliHRnIBEQ3dJ\n", "e/bsiYyMDAwePLhJx9dEZWUlFi1ahDlz5sDHxwdbt25FUFAQGIbR+FglJSUYOHAg+Hw+4uLidDBb\n", "7bO2tm6wUKWXlxf27t37QmWONJVIJEJkZKTOCloC/1crISkpCUlJSXj06BHWrVuHlStXws3NDV5e\n", "XvDy8gKfz4dQKFR4vkAggJubG3ssPp+vUCti5MiRKC0t1fp7+NGjR7SUkxBCCGlBFJAg5AWVmZmJ\n", "2bNns4+/+uqrZl9cazOg0FzNCUhIpVJkZmaic+fODY5zcXFpVjaJjEQiQW1trdJ9+fn5CAwMxI8/\n", "/oiDBw/i6tWruHTpEqZOndqkC3ArKyv8/vvvqKiogL+/P+bMmYPc3NzmvgSi54RCIfh8Pry8vHDy\n", "5Ek8efJEaTBAm2S1EjgcDrZt2wZnZ2ekpaUhJyeHLVSpLFjp4OAAMzMzjBo1Cnfv3kVUVJTCki1f\n", "X19YW1vj0qVLWp3z48ePdVLQkhBCCCHKUUCCkBeQRCLB9OnT2Yv24OBgLFu2rJVn9X/p2s9qSmu/\n", "oqIimJiYwMzMTON5CIVC1NTUwMXFBVeuXMG1a9fUep5EIsHjx481OhfDMHjppZdgY2ODkSNH4pNP\n", "PsHNmzfZ/TY2NujduzeioqIwb948AMDw4cMxc+ZMjc5Tvx3yK6+8gvj4eOzfvx+///473N3dcfz4\n", "cY2OR9qW+plLEokEQqFQ7cwlbSgsLFQaQFMWrLx27Rru3LmDtWvXqvzcc7lcDB8+HOHh4RrPRSQS\n", "qQyQUoYEIYQQ0rIoIEHIC+izzz5DZGQkAKBz584IDQ3VSrq7nZ0d2rVrp7Bdk4CCQCAAn88Hj8dj\n", "uxmsXLlS47lkZWXB2tpa4+cBYAt8du7cGdu3b1doQ1z/4r6+7du3o1+/fhotpbh27Rr+/fdfvP32\n", "2zAzM8M333yD8+fPs/sNDQ1x5MiRBjsilJWV4auvvlK5n2EYDBs2DPv27ZM77pIlS/Dff/8hICCA\n", "LSSqTxiGgYeHB06ePNnaU2nT9ClzSR179uyBp6cnW59FlZEjRyI2NhYlJSVqHbd+loiyJSMSiQTZ\n", "2dmUIUEIIYS0IApIEPKCiYiIwOeffw6g7i7jsWPHmtyJApC/23j27Fmkp6fDyckJPB4PPB5P6frv\n", "htRff56amophw4ZhxYoVbJHKxsguOr755huIRCKV69QbkpmZCaBuScbChQsRExPDFtoEgH379sHL\n", "y0shMOHt7Y3i4mI2oKGOAwcOoFevXti7dy9+//135Ofn4/3339dovpcuXcLq1ashEAiU7r969Sr+\n", "+usv9OjRQ2Gfra0tduzYgd27d2t0zpaQk5ODu3fv6qzWAWk56mY/paen4/fff8fy5csbDZKOHDkS\n", "tbW1uHr1qlpzqJ8lomzJSHZ2NmpraylDghBCCGlBFJAg5AUiFArZdpYAsGXLFvD5/CYfq/7dRi8v\n", "L0yZMgXjx49HdnY2W9BO2fpvddjZ2cHBwQGHDx/G06dPsXjxYhQUFDR6R1d20fH06VNIJBKV69Qb\n", "EhgYiD/++AO2trYYP348nJ2d8d1337H7r127BltbW4UuFT4+PgCAhIQEtc/Vu3dvrFu3jr344nA4\n", "Gl+AT5w4EUFBQZg3bx6ysrIU9m/duhU+Pj549dVXlT6/X79+Kve1ppSUFAB1BURJ02lzKVRz1M9+\n", "srS0BABs2LBBbsy+fftgY2ODt956q9Hjubq6ws3NTa1lG+pkicj2U4YEIYQQ0nL0ru0nIUS5goIC\n", "rFy5EhkZGTAwMGB/uFwujIyMYGVlBSsrK1hbW8PKygrt27cHwzCorq5mf86fP88WMHz11Vc1vhNf\n", "n+zCXyYnJweWlpYICwsDl8vV2oWOi4sLtm/fjkWLFuHSpUswMzND165dIRAIFAIdjV10qDsnR0dH\n", "jB07FkBdy8K5c+di37592L59O8zMzPDXX3/h3XffVXhehw4d4ODggISEBAQFBal1rs8++0ytcQ3h\n", "cDg4ePAgvL29MXPmTFy+fJltCRobG4uIiAicOnVKL7tQpKam4sKFC6itrcWyZcvkWjimpKSAy+Wi\n", "W7durTjD58OZM2fQo0cPVFRUwMHBAd26ddMoc0kbZNlPIpEIEokEr7/+OtasWYOhQ4fCxMQEYrEY\n", "oaGhWLx4sdKlX8qMHDmySXUklJHVf2msmC0hhBBCtIcCEoS0ARKJBFOnTlU7NbkxTk5OOHLkiMId\n", "/sbUz05QduFvbm6O8vLyJhWSbMjhw4cBAMXFxSguLkZOTg6Cg4MRFRWl1fOosmDBAmzbtg0nTpzA\n", "gAEDUFhYiCFDhiiM43A48PHxwb///tsi86rPzs4OR48exbBhw7B9+3asX78eALBt2zb07NmzRQsY\n", "qmvNmjUICQmBkZERpFIp/vjjD5w4cQL29vYA6gIS3bp1g7GxcSvPtO37+++/UVZWhl9++QVDhgxp\n", "0cyIZ8nO/cMPP2DAgAHYsmULVqxYgdDQUIjFYrzzzjtqH2vkyJH43//+12gxSlmWSE5Ojtz2+lki\n", "jx49gqOjo9rBEEIIIYQ0Hy3ZIKQN2Lhxo9aCEUZGRvj555/h5OSk9nOeXZ4xatQoVFVVKYzTxR14\n", "TQry6So1vWvXrnjttdfw448/4urVqzAxMUFAQIDSsT4+Phot2dCmIUOGYP369di4cSNiYmJw584d\n", "/Pbbb/jggw/YjAlV/v77b8ydO1ejgpzNNXXqVAgEAohEIkREROD27dvw9fVlAzoPHjx4oZdrNNQN\n", "QpOxlZWVWLt2LcaNG4dJkya1ajCiPi8vL7z33nvYsmULevXqhfXr18PKykqjJUvDhg2DgYGBWlkS\n", "AoEAtra2MDIygqGhIaysrOSyRKjlJyGEENLyKEOCED33xx9/YNu2bQDqilBGRETAz88PUqmU/amq\n", "qkJJSQlKSkrYLILS0lJwuVwYGxvDxMQExsbGMDY2hru7u8ZF25Qtz1CmpdekKyMQCDBgwABkZ2fD\n", "2dm5Sanp7733HoKCguSq/O/btw92dnaYPXs2Bg4cqPKiadCgQUhMTER1dXWDd/ZXr16NoUOHsktD\n", "tOWTTz5BRUUFunTpgpKSEsybesCzSgAAIABJREFUN0+t9fiFhYX44YcfsGnTJnTq1EmrcwLqsnz2\n", "7NmDpUuXsr87Pz8/dr+sFWlQUBCOHz+Ofv36IS0tDa+99prW56LvhEIhgoKC2ECcqiVK6o796quv\n", "kJ2djUuXLrXE9DUi6/ZTUFAAoO59qEn2k7W1Nfz8/HD27FlMnDixwe8fe3t7MAyD9957D3369MHc\n", "uXPx8OFD9ndFLT8JIYSQVsAQpeLj4xkATHx8fGtPhbzAHj58yFhZWTEAGABMSEhIi8+hoKCA4fF4\n", "7BxkP1ZWVsxLL73E8Hg8hsfjMXw+n8nLy9PJHAYOHKhwfj6fr3K8n58fM2HCBKagoEDjc1VWVjIA\n", "mNDQUKX7hw4dymzatEnj49b38OFDhsPhMIcOHWrWcbTpyZMnDADml19+aXBcZGQkU1hYqPHxV6xY\n", "wXC5XCYmJqbBceXl5UxNTQ3DMAxTU1PDlJaWanyutqigoIB9v2ryfm9obEFBAXPnzh3G3NycWbly\n", "ZYu9FnWp+m7h8Xhqf3bz8vKYTp06MRwOh+HxeMzAgQNVfg/dunWLAcBcu3aNqa2tZfr06cOMHj2a\n", "3e/m5sasWbNGK6+NEEIIeR60xDUxZUgQogOy1OnmZAtUVFRg8uTJKCkpAQBMmjQJK1eu1Mr8tKFd\n", "u3a4cOEC+1iXmRECgQDBwcFIT09HUVERDA0NVWY9FBQU4MaNGwgNDW3SnLKzswHUFdNU5sqVK81e\n", "1vDtt9/CysoKb7zxRrOOo008Hg+dOnVCXFwcJk2apHRMSUkJBg8ejGHDhiEiIkLtYx85cgS7d+/G\n", "3r174e/v3+DY+vVHDA0N2W4Mz6tnMxw6duyI9PR0hXHKCrOqWs6UmpoKPz8/ZGVlobi4GDU1NViy\n", "ZImuXkKrCgoKYjvLyNp5qsqwuHr1KkxNTREQEAADAwN8/PHHmD59Om7evIn+/fsjIyODMiQIIYSQ\n", "FkY1JAjRomdrLfD5fAiFwiYd691332VrEbi7u+PQoUMt2iVBtibd1tYWUqlUYb9seYbsR5dk1fmT\n", "kpIQEhICsViMmpoapWMvXboEhmEwatSoJp0rMzMTQMOV9pvz36GyshKhoaGYPXu23hXP8/f3R1xc\n", "nMr9586dA1AXlJFIJGodMy4uDgsXLsTcuXOxdOlSrczzeSJbDiW7mL5586badSNUEQqFuHHjBnJy\n", "clBRUQGJRILZs2drZ8Ja1NyaL5rUlwHq3reDBg2CiYkJgLoaJu7u7tiyZQtycnJQU1NDNSQIIYSQ\n", "FkYBCUK06NmLi+jo6CZ1Nzh06BBCQ0MB1GUi/Prrr2jfvr22p6vUs0GVjh07Ii8vD25ubuDxeODx\n", "eODz+S3eMhCou4CZNm0aDA0NIRAIlI65ePEivL29wePxFPYlJSVh7NixqK2tVXmOjIwMAKozJNQh\n", "Fotx8+ZNpft++eUXiEQiLF68uMnH1xU/Pz/cvHlT5e/nzJkzsLa2xrlz59QKyuTm5mLixInw8fHB\n", "/v379bLtaGtSdUGtrACppaWlwkW6nZ2d0o42yn7Pqi7SW5tAIACfz9f5d4tEIsHff/+NYcOGsdu4\n", "XC7Wr1+P3377DWFhYQBAAQlCCCGkhdGSDUK0pLG7depmESQkJMjdSf7222/h6emprWk26tkClgDg\n", "6uqK1NRUrSxFaS4bGxsMHToUZ86cUbjjLpVK8eeff2Lu3LlKn7thwwacO3cOubm56Nixo9IxmZmZ\n", "sLW1bVb2wvHjx7Fo0SKUlZUpHOfAgQMYPny4XnaP8Pf3h1gsxr179xTecxUVFbhw4QLWr1+PMWPG\n", "qHW8+fPnQyqV4tdff2XvSpPG2dnZoUuXLuxShJqaGmRlZeHevXtsAUY7OzucP38e6enpcHZ2ZoMQ\n", "nTp1QkZGBvLy8lpt/pqQZT815btFnVaeMvHx8SgrK5MrVAsAI0aMgImJCdatWweg7j37xx9/KC0g\n", "SgghhBDto4AEIXqkuLgYkydPRmVlJQBgyZIlmDFjRoudX1VQpaKiQqOgiq5NnDgRy5YtU5hTQkIC\n", "hEKhyuUaffv2xY0bN1QGI4C6DImGlmuoo1+/fpBKpUhKSpKrmSCRSFBSUoJVq1Y16/i64ufnh5iY\n", "GLi7uyvse/DgAYyMjDTK+Nm1axdKSkrQoUMHbU7zuaHqgrp79+5yF+kmJibw9fVF//79YW1tDQ6H\n", "AwcHB6SmpmLcuHE4ffo0iouL2WPy+XyFgIQ+dMBpSFPnVr++TF5eHhwcHJRmWFy5cgUWFhbw9fWV\n", "2z5lyhS5FsZxcXEadfkghBBCSPPQkg1CtKS566GlUinefvttpKWlAQBeeukl7Nq1S9vTfC5MmDAB\n", "UqkUZ8+eldt+8eJFWFpags/nK31eQUEBHBwcGjz2kiVLsHPnzmbNz9PTE1wul60BImNoaIg//vij\n", "Sct4WoKZmRn8/f2Vtivt168fhEIhevfuzW5rrLhnjx49FC4AiTyBQICOHTvCwMBAYcmCrD6LhYUF\n", "2rVrh8rKSuTm5iInJwe3b98Gh8NBWFgYuFyuXC2XlloGoQ/q15dZuXIlysvLlWY3Xb16FYGBgTAy\n", "MmK3aVqDghBCCCHaRwEJQrRIIBDAyckJHA4HBgYG6Nixo9oXAjt27MAff/wBALC1tcWpU6daPM1d\n", "lir+LH27u8rj8TBw4ECcPn1abvuFCxcwYsQIuYuO+vLz8xsNSHh7e2P48OHNmp+pqSn69OmD06dP\n", "44cffpDb161bNxgYtM2v3vq/182bN2PatGmtOJvng6OjIwYOHIhBgwYhKSkJUVFRCssFRCIRcnNz\n", "FZ5rYWHBZlM9e0zZRbqqYz5v7Ozs8O6770IsFuPkyZNy+6qqqhAZGSlXP4IQQggh+qFt/lVMiJ7K\n", "yMiAUCjEli1bMHLkSHh6eqp1IXD16lV89NFHAOoK0v3888+tVlxt3LhxAAB7e3u9vrsaHByMS5cu\n", "QSwWAwCKiooQHR3dYHcNoVAIR0dHpRdx2ubj44Pw8HAcOHCgwSKabZWNjQ1+/fVXFBQUyG2vra1V\n", "qEFCGpaamorevXtrHPRrLLDVEh1w9EmXLl3w6quv4vvvv5fbHhsbi4qKCoWARHOz2gghhBDSfBSQ\n", "IKSZJBIJcnJykJWVhfnz56NPnz6YNWsW+vTpg4SEBOTn56OgoAAFBQUQiUQQi8VyF6jZ2dl48803\n", "2daaGzdubHLLyuYSCoXYsWMHFi5ciPv37+v13dXg4GBUVlbi4sWLAICIiAhIpdIGf3e9evVCcnIy\n", "rKysUF1drdP5rV+/Hj/99BP++ecfpV0T9JVQKMSwYcMQExPDbktKSkJ5ebncuKlTp4JhGJw6dUpu\n", "++nTp8Hn83Hnzp0WmW9bxzAMUlNT0b17d5Vj6MJZfQsWLEBMTIzc++/q1auwtraGt7e3wvgXaXkL\n", "IYQQoo84TGOLgF9Qt27dwoABAxAfH4/+/fu39nSInkpLS0NgYCCePHmi8XNNTExgZmaG2tpalJWV\n", "AQBee+01nDt3rtUuYOfOnQuBQICUlBTY29u3yhw04e3tDQ8PD4SFhWHevHmIiYlBcnJyg8+5fv06\n", "Xn75ZSQlJSl0knj8+DH27NmDtWvXKm0b+iKQSCSwsrLCpk2bsHr1ajAMg27dumHcuHHYu3ev3Ngx\n", "Y8agtLQUkZGRAOourn18fODg4IDw8PDWmH6bk5eXB2dnZ5w+fbrB2iJCoZAt3gjUBSPOnDmjl8HC\n", "1lRdXQ0XFxe8+eab2LNnDwDglVdega2tbYOBBn3oIEQIIYTom5a4JqYMCUKaKD09HZ6enk0KRgB1\n", "65qLi4vZYISLiwuOHj3a4sEIkUgEkUiEmJgY/PDDD/j888/bRDACqOu2ce7cOVRVVeHixYtqZZZ4\n", "eHgAgNI7+Hfv3sWuXbsgkUi0Pte2wtDQEAMGDEBcXBwA4N9//8Xjx48xYcIEhbFvvfUWoqKi2Ivk\n", "c+fOITExkV1+RBqXmpoKAA1mSAAvZl2IpjA2NsacOXNw5MgRVFRUoLy8HDExMQrtPp/1oi1vIYQQ\n", "QvQFtf0kpAmkUil8fX1RUVEht93a2hqvvPIKO+b8+fNwd3eHm5sbGIYBwzCoqqpCeXk5SktL8fDh\n", "Q1RXV8PAwAA2Njbssg1NNPXOnlAoRFBQEFtlvrS0FJ6enli4cKHGc2gtwcHB+PTTT7F161Y8efIE\n", "o0ePbvQ5tra24PF4SjMpMjMz2W4HLzJ/f392KcaZM2fk3tf1TZgwAe3atUNYWBjWr1+PLVu2YNCg\n", "QUrHEuVkAQlXV1e1xtNFc+Pmz5+P7du349dff4WzszOqq6upoCUhhBCipyggQUgTrF+/HoWFhQrb\n", "zczMEBoayl408Pl8uLq64ujRowpj+Xw+W1xRKpXi9u3bCA4ORlRUlFpzeDag0LVrVwgEArXvmgYF\n", "BSktPtjSGRqlpaVYsmQJ9u7dC1tbW42e6+TkBBMTE2zevBkAsGHDBvTt21fp76CyshKFhYVwcnKC\n", "p6en0gyJjIwMdOzYEYaGL/ZXo5+fH3bu3Im8vDycOXMGY8eOVdq5xMLCAtOnT0dZWRmuXLmC2NhY\n", "nD9/HhwOpxVm3TalpqaiQ4cOMDc3b+2pPDe6d++OoUOHYv/+/fDz84ODgwObGUUIIYQQ/UJLNgjR\n", "kEAgwPbt29Ua6+3tjcTERIXtIpGIDSTUl56ezmY8NEYWUMjJyUFOTg6io6MbXIOuzvllyzda0qlT\n", "pxAWFobjx49r/Nzg4GBUVVVBVgonJiZG5e8gJiYGHTt2xMOHD1UGJDIzM+Hi4qLxPJ43/v7+AIBj\n", "x47hzp07Db6vvv/+e3zxxRcICQlB//79W60ga1vVWEFLojmhUIisrCxER0dj7969kEqlyM/Pb+1p\n", "EUIIIUQJCkgQooE7d+5g5syZKvc/W/Xe29sb9+/fR1VVlVbn0dSARmsEHBpjZmYGABr/jjT9Hcgu\n", "SBwcHODt7Q1jY2OFWhEZGRkUkEBdPRMnJyds2LABpqameO211xp9zk8//YQff/yRsiM0RAEJ7QsK\n", "CsJ///0HoC77TCQSqR2sJYQQQkjLooAEIWoqLCzEhAkTIBaLAdT90du5c2cAgLOzs9J2cd7e3pBI\n", "JLh7967cdlVt/CwsLHSyRlwoFILP58PLywteXl4YN24cTE1NFca1RhvB6dOnw8PDA2lpaTo9T35+\n", "PgwNDWFtbY1Zs2YhOTlZYWlGZmYm+9/0RcbhcJCQkACBQIDNmzertZzAzs5OoWsJaRjDMPjvv/8o\n", "IKFF2sg+I4QQQkjLebEXShOiptraWkyfPp29aPbx8cHRo0fRv39/TJkyBQcOHFB6Ie/l5QUOh4PE\n", "xET4+PjI7RMIBHj55Zfx4MEDODo6QiqVIi8vD9nZ2ejYsWOD85EFNHJycuS2qwooPFsvQvY8BwcH\n", "cLlccDgcto1ga3Bzc8PDhw81eo6mvwOhUAh7e/sG7+B/9dVXFJD4/3g8Hng8HoYPH97aU3luFRYW\n", "oqSkBD169GjtqRBCCCGEtAoKSBCihk8++QR//vkngLqLeIFAgMTERKSkpKgMRgB1GQ9ubm74999/\n", "FfY5Ojpi6NChkEgkiI2NBYfDgaenJ+bOnYuLFy+yRTNVHVsgEGDs2LG4ceMGgLosDWUBBVV3DK2s\n", "rHD37l32Ar01q/d7eHgorbXRGIFAgODgYLbtZENBlfz8/EYLfo4fP17jORDSVOq2/CTq0zRQSQgh\n", "hJDWRQEJQhrx22+/4fPPPwdQ14HixIkT6Ny5M7Zs2YLOnTtjyJAhDT5fVWFLAAgPD8eoUaPYP5QP\n", "HTqE0aNHo3v37mxLUVXdMxwdHfHhhx9i4sSJePnll1FWVqZ2hw0AaNeuHTgcTqv+kS4Wi8EwDLZu\n", "3dqk5zs6OiIqKkqt1qf5+flwcHBgHzMMg6KiIo07exCiLbKAhJubWyvP5PmiSaCSEEIIIa2LakgQ\n", "0oCUlBS8/fbb7OPt27dj6NChKC8vx4kTJzBr1iwYGDT8MerXrx8SExPZThAy6enpePjwIUaMGMFu\n", "GzVqFJycnJCWlqZW94zr16+jc+fOmDlzJhITE1FWVqYwRlW9Cn24Y3j8+HHY2Niw7U+bys7OrtHX\n", "Ym9vL1fj4NNPP0W/fv2adV5CmiM1NRVOTk6wtLRs7ak8V2SByqSkJCQlJSEqKkqjYC0hhBBCWg4F\n", "JAhRQSwWIzg4GKWlpQCAqVOnYtWqVQCAM2fOoLS0FLNmzWr0ON7e3igqKkJWVpbc9suXL4PL5WLo\n", "0KHsNpFIpLTGgaqCbNevX0dgYCAGDRoEqVSKuLg4pXMQCATo3bs3gLolJ8oKcLaGxMREdO/eXWmB\n", "TW3bv38/du/ezT52d3dHZmYmSkpKAAARERH48ssvdT4PQmSow4ZuqROoJIQQQkjrooAEIUowDIO5\n", "c+ey3TH69OmD0NBQNlhw+PBhvPzyy2qlWnt7ewOAwrKN8PBw+Pn5wcrKSm67um0TxWIxEhISEBgY\n", "iJ49e8LGxgZRUVFKxzo6OmLMmDFwdnbG3bt39eaOYWJiIvv7YRhG6+1RGyLLlkhOTgYAnD9/HgcP\n", "Hmyx8xNCAQlCCCGEvOiohgR57jAMg5CQEJw/fx4ODg7o2LEj+8Pj8VBdXY3i4mK5n6dPn6K6uhpV\n", "VVWorq6GUCjEpUuXAADt27fHmTNnYGFhAQDIyMhAREQEQkND1ZqPi4sLrK2tkZiYiLFjxwIApFIp\n", "IiIisHTpUrmxmhRki46ORm1tLV5++WUYGBiAz+erDEgAwKVLlzBq1CjY29urNW9dYxgGt2/fxqhR\n", "owDUFbYcN24ctm/f3iLn79mzJ7hcLu7cuQM+n4/MzEy4uLi0yLkJAeoCEq+//nprT4MQQgghpNVQ\n", "QII8dw4cOIC1a9dq7XhHjhyBu7u73GMzMzNMnjxZredzOByFwpYJCQkoLCzEyJEjFcbLCrIlJSVB\n", "LBbD399f6fKK69evw97eHr169QIADBo0CNu2bUNtbS24XK7c2NzcXCQlJeGDDz5Qa84tISMjAyUl\n", "JWyGBI/H07j1p7pqa2tRVVWFdu3asdtMTU3Ro0cP3Llzh52PbFkLIbpWXFyMgoICypAghBBCyAuN\n", "lmyQ58rff/+N9957T2vH27JlCyZMmMA+LigoQGhoKKZMmaJRITpvb2+51p+XL1+Gubk5/P39FcbK\n", "CrJdvnwZDMNgzZo1SpdXXL9+HYMHD2aXeAwaNAhlZWXsEoT6Ll++DAByBTRbmyxAIwtIuLm56Swg\n", "kZKSAnNzc0RGRspt9/T0ZAMSmZmZ6Ny5s07OT8izZO91CkgQQggh5EVGGRLkuZGRkYHJkydDIpEA\n", "AFauXImlS5ciOzub/cnNzYWpqSmsra3lfszNzWFiYgITExMYGxujvLwclpaWcHV1BQAIhUIEBQUh\n", "JSUFIpEI5ubmEAqFatdh8Pb2xt69e/H06VOYm5sjPDwcQ4YMgbGxscrn+Pn5wcfHBydPnsSkSZPk\n", "9lVVVSEmJoZtRwoAvr6+MDQ0RFRUFPr27Ss3/tKlS+jXr59e1I2QkUgkGDhwIDp27AigLiBx/Phx\n", "MAyjdh0NdQmFQgBQWK7i7++Pv//+G9XV1cjJyaElG6TFUMtPQgghhBAKSJDnRHl5OYKCgpCfnw8A\n", "GDlyJHbs2AFDQ0ON/uCXBR4ePXoEAOjatSsEAgGCgoIQHR3NjktOTkZwcHCDNRvq8/b2BsMwSEpK\n", "gre3NyIjI/HFF180+rypU6di8+bNbCBDJj4+HpWVlQgMDGS3tWvXDv3790dUVBSWLFnCbmcYBuHh\n", "4Zg5c6Zac20pEydOxMSJE9nHbm5uKCsrQ0FBARwcHLR6Ltn74tmAzJo1a7BmzRo8evQIDMNQhgRp\n", "MampqbCzs4ONjU1rT4UQQgghpNXQkg3S5jEMgwULFiAhIQEA4OrqiuPHj8PQUDHeJhKJlLbPlJEF\n", "HnJycpCTk4Po6GgEBATILbeQUdWKUxkPDw9wuVwkJiYiMjISVVVVSutHPGvKlCkoLy/H+fPn5bZf\n", "v34d5ubm8PHxkds+aNAg/PPPP3Lb7ty5g9zcXLz66qtqzbW1yAJHuli2kZ+fDy6XC2tra6X7rays\n", "8P3337PLR8jzS9l3QGPfC7pAHTYIIYQQQiggQZ4DISEhCAsLAwCYm5vjt99+g62trdwYoVAIPp8P\n", "Ly8veHl5gc/ns2n8MiKRiM2MqC89PR3V1dXNmqOpqSl69eqFxMREXL58GTweD3369Gn0eW5ubhgw\n", "YABOnjwpt/369evg8/kKQRc+n4/09HS5Lh3h4eEwNTXF4MGDm/UadM3NzQ0ODg4oLi7W+rHz8/Nh\n", "b28PAwPlX3k2NjaYP38+nJyctH5uoh+UfQckJyc3+r3QHA0FOiggQQghhBBCAQnSxl25cgXr1q1j\n", "H//000/w9PRUGKcs8yE4OFitczg5OaF///4K25W14myIrNNGeHg4RowYoXadhKlTp+LcuXMQi8UA\n", "6lqGRkVFyS3XkBk0aBAAyC0lCQ8Px8svvwxTU1O156prRUVFyMzMBMMw7Lb27dtDKBSybUC1SSgU\n", "qlwGIqsfQZ5vyr4DBg4c2OTvhYaoEwClgAQhhBBCCAUkSBsmEokwc+ZMSKVSAMDGjRvZi4n6dyYb\n", "ynyof/fSzs4OXbt2VRjn5uaGs2fPgs/ng8fjgcfjgc/nK23F2RBvb2/Ex8cjISFBo24XU6ZMQUVF\n", "Bc6dOwegbglGcXGx0oAEj8dDt27d2GUblZWV+Ouvv9RaHtKSTp48iW7duqGqqqpFztdQLZF58+ap\n", "3cKVtE2qvgPKysoUtmmyFKv+8es/p7EAqFgsRm5uLgUkCCGEEPLCo4AEaZNkdSOePHkCoK6d5Sef\n", "fKL0zuTjx49RWlqq1nEFAgGcnJxgYGAgF3iQteJMSkpCUlISoqKiNOpYIRQKcfjwYfYCfO/evWqn\n", "hnfr1g0vvfQSu2zj+vXrMDIyUtoyFKhbtiHLkPjnn39QUVGhdwGJxMRE9OzZs8WyNnbv3g2BQKB0\n", "n4eHB/755x824EOIupR939y/f7/RACi1/CSEEEIIqUMBCdImHTx4kM1QsLOzw48//ggDAwOVadnl\n", "5eUKx1C25IJhGBQXF2P9+vVKAw92dnYaLdOQCQoKwr1799jHN2/e1Cg1fOrUqTh//jzKyspw/fp1\n", "+Pr6wszMTOnYQYMG4datWygvL8elS5fg5OQELy8vjeesS4mJiSoLSDa3XoemZEt8vv322xY9L2k5\n", "qrKfLC0tFbaZmpqq/RlX9n3z2muvNZphIWv5SQEJQgghhLzoKCBB2pwHDx5gxYoV7OPQ0FB06NBB\n", "ZVo2AFy8eJFdcmFiYgITExMcP35cYdy+fftgaGiIVatWNSnwoIy6S0YaMmXKFFRWViIsLAx//fUX\n", "Xn75ZZVjBw0aBIlEghs3brD1KlQVc2wNUqkUt2/fVhqQOHXqFMzMzJQGkHRFFpAoKSlpsXOSlnfm\n", "zBlYWFjA2NiYzX6Kjo6WW4rF4/GQmZmJ2NjYRo+n6nOdkZGhNPOnfgA0NTUVVlZWWvuOIYQQQghp\n", "q/TnKoUQNVRXV+Ott95iL1gXLVqECRMmNPgcOzs7DBgwgF1ycfXqVUgkEpw6dUpunFgsxjfffIMF\n", "CxbAxsZGZ6+hKczMzGBhYYFly5YhNzcXv/32m8olHx4eHmjfvj2OHz+OW7du6V27z/T0dIjFYqUB\n", "iQ4dOkAqlSItLU1r52MYRq545rM6d+6MYcOGYfv27Vo7J9GdprbovHfvHsRiMX766Sc2+8nDw0Nu\n", "KdajR4/g6+uLKVOmoKCgoEnncnZ2RmxsLBvoaNeuHQwMDPC///2PHSMraKluYVtCCCGEkOcVBSRI\n", "m7Jx40bEx8cDAHr16oWvvvqK3acqLbv+nUk7OzsMHDgQCxYswJYtW1BYWMiOO3ToEEpLS7Fy5Uqt\n", "zlmdeTUmKCgIYrEYEokEAHD//n2VSz5EIhE4HA57AaRJvYqWcPv2bQBQGpCQFZ6UrbHXhsLCQpiZ\n", "mamsEWFgYICIiAgEBARo7ZxE+9TpXNGQHTt2wMvLC1OmTFH43MmWYhkbG+PkyZMQi8Xo0aOH0nPJ\n", "ghR2dnbg8XgK53F1dUWvXr3YQEdiYiLs7Oywbds2dgx12CCEEEIIqWPY2hMgL46IiAh2nb6pqSlM\n", "TU1hZmYGExMTGBgYoLa2FlKpVOU/q6qq8PPPPwMAjIyMEBYWhnbt2smdQyAQ4KWXXkJGRgacnJzg\n", "5uamtBvGp59+iqNHj+Lzzz9HSEgIJBIJvvrqK7z55pvo3Lmz1l+7QCBAcHAw0tPTAdQFI9Tt0tHY\n", "ko9nL66CgoLklh/I6lXUbwXamkxMTPD666/D2dlZYZ+TkxPMzc21GpDIz89HVVWV0noBpO2Q1WuQ\n", "ycnJUft9ffv2bVy4cAE//fRTo1kJLi4ucHZ2xr1791BcXMye6/XXX4eRkRH7WeTxeMjNzYWJiQms\n", "ra1hYGCg8LmWBTq+/PJLzJ49G/PmzcPw4cORmprKtuglhBBCCHmRUUCCtIi4uDiMHTsWlZWVWjne\n", "1q1b4ePjo7DdysoKNTU1mDFjBnbv3q0yA8HJyQnr1q3D5s2bMX36dMTHx+Px48f47bfftDK/Z8m6\n", "dMjSv3W1dlzT4EVrGDNmDMaMGaN0H4fDgaurq9YDEgDg4OCgtWOSltXc9/XOnTvh4uKCN954Q61z\n", "yQIR9SUmJqKmpoZ9nJOTAxMTE/z3339sYFTVPN5++22EhobinXfewYULF5CVlUUZEoQQQgghoCUb\n", "pAVkZWVhwoQJWgtGjB8/HqtWrVK6LywsDDk5Ofjoo48avUiZMWMGGIbB4MGDsXTpUlhZWSlNwdam\n", "pnTp0MaSj7bEzc2NAhJEazIzM3Hs2DGsWrUKRkZGTT5O/WCEjJWVFdq1a9fo55rD4WDLli1ISUlh\n", "i6iGhITo1VIqQgghhJDWQBkSRKeePn2K8ePHIzc3FwAQGBiII0eOoLq6GpWVlaisrERFRQWAurX8\n", "XC5X4Z/1/93ExARdu3bzvgFzAAAgAElEQVRVmnYtlUqxc+dOjB8/Hr169Wp0btOnT0dNTQ17oVFS\n", "UqJXSxvqU3fJhyx4kZOTI7e9LQUvevfujRs3bmjtePn5+TAwMICtra3WjklaVlPf1yKRCNu2bYOl\n", "pSXmz5/frHNxuVzU1tYqbFPXBx98AADs992dO3f09vuGEEIIIaSlUECC6IxUKsXbb7+NhIQEAHUX\n", "D6dPn4a9vb1OznfhwgXcvXuXrVPRkLawtKE+TZZ8NKdeha7l5eUhNzcXXl5eKluRbt26VavnzM/P\n", "h729vV61PiWaEwgEGDJkCO7duwcA6N+/v8r3tVAoRFBQENLT05GXl4cOHTqgvLwcFhYWap/r2c9Q\n", "dXU1bt68KTdO3UBfW/u+IYQQQghpKRSQIDqzYcMGnD59GgDQvn17nD17VmfBCAD48ssvERAQ8FwX\n", "i1PnwqWl6lU0xS+//IKVK1dCLBbD2Ni4Rc759OlTpQU0Sdvi6OiIN954Azt37oRYLMaKFSvg6Oio\n", "dOyzBTCzs7M1ykZQ9hkSCoV6G+gjhBBCCGmr6JYh0YmjR4+yd7oNDAxw4sQJ9OnTRyfnEolECA8P\n", "x19//YW1a9c2WkUfeDHqMjSlXoWuhYeHw8fHp8WCEQCwbds2/Pvvvy12PqI7sbGxCAwMRM+ePREb\n", "G6t0TGPZCJqo/xmSBSmSkpKQlJSEqKgolQERZcd53r9vCCGEEEKagjIkiNbFx8dj3rx57ONdu3Zh\n", "1KhRWj+PLC370aNHKCoqgqmpKQYOHKj28/V5acPzqKCgAOfOnUNISEijYxmGgUQiaVYRwvrUCVIR\n", "/cYwDOLi4rBs2TI4ODggJiamVebR1AACfd8QQgghhCiigATRqqKiIkyePBnV1dUAgEWLFuHdd9/V\n", "ybmeTcsGgMmTJzcrLZvozrFjxwAA06ZNa3Ssj48PXn31VezYsUPX0yJtRFpaGkQiEfz9/eHo6Iiw\n", "sDBUVFTAzMxMbpy+Fnal7xtCCCGEEEV6t2Tj0aNHsLCwgI+Pj8LPsxea9+7dw5gxY9C7d2/07NkT\n", "06ZNw5MnT5Qe99ChQ/D29oa3tzc8PDzw5ZdfgmGYlnhJLwyGYTB79mw2XTogIABff/21Tu5O6yot\n", "m+jOjz/+iDFjxqjVftPBwUGrrT9J2ydbouHn54eAgABIJBK2YO6zBAIBLC0tYWpqCh6PBz6frzfZ\n", "CPR9QwghhBDyf/QuIAEAL730EhISEhR+6hcrzMjIQGBgIPr27Yt79+7h7t274HA4eOWVV1BWViZ3\n", "vG+++QbLli3DoUOHkJiYiLNnzyIkJIRtw0a0IyQkBL///jsAwNbWFidOnGjRWgFEfyUnJyM+Ph6z\n", "Zs1Sa7ybm5tWAhIMw6Bz5844fvx4s49FWldsbCzc3NxgZ2cHLy8vmJqaqly2YWpqivLycmzevFnj\n", "eg+EEEIIIaTl6GVAQh2ffPIJGIbBpk2bANT1gw8JCUF6ejp2797NjisrK8P69esxZ84cDBgwAEBd\n", "6u7KlSvx1Vdfset5SfNERUXJBXiOHj2Kzp076+x8VCSubXF0dMT27dvx+uuvqzVeFpBobhZTSUkJ\n", "MjMzweVym3Uc0vri4uLg7+8PADAyMsKAAQNUFrb866+/UFtbi+DgYPo+IIQQQgjRY20yIFFbW4tf\n", "f/0VgwYNkrsDz+Px0KtXL5w4cYLddvHiRZSVlWH48OFyxxg2bBh7HNI8+fn5eOONN1BbWwsA+Oij\n", "jzB69Gidn1cgEMDGxgZGRkZ6l5ZN5Dk4OOD999+HiYmJWuPd3NwgFouRn5/frPMKhUL2/KTtqq6u\n", "RkJCAhuQAOqWhKnKkLh8+TK6du0KV1fXlpoiIYQQQghpAr0MSOTl5WHWrFkICAiAu7s7JkyYgIiI\n", "CHZ/WloaxGIx3NzcFJ7r6uqK+/fvo6amBgDYdn/PjpU9vn37tq5exnOLYRiIxWJkZ2fj7t27eOut\n", "t5CdnQ0AGDJkCD799NMWmYeBgQHKysqwadMmSst+zsg+n81dtiELaND7om1LTExEVVUV/Pz82G3+\n", "/v7IyMhAbm6uwvjw8HCMGDGCuqsQQgghhOg5veuyweVyIZVKsXDhQgwaNAhVVVXYunUrXn31VXz3\n", "3XeYN28ee5HRvn17hee3b98eUqkUhYWFcHJyUjlW9ri5d2Dbuj///BMrV65ESUkJgLpggyxNXvbv\n", "9R9LJBKUlZWx2RD1OTs749ixYzA0bJm31cmTJ8EwDObNm0dp2c8ZNzc3WFtbo7CwsFnHkX2+KUOi\n", "Yfre+SEuLg5GRkbo168fuy0gIABAXW2JCRMmsNuzs7Nx7969FguMEkIIIYSQptO7gISLiwvu37/P\n", "PjYxMcFnn32GixcvYs2aNZg5c2Yrzu758uDBA0yZMkWhCGhTGBgY4NixY3B2dtbCzNRz9OhRjBo1\n", "ii429ZhsudTevXvl0u0bY2FhgaKiomafPz8/HxwOB7a2ts0+VkP0/YK+vvpzFQqFCAoKYjvWdO3a\n", "FQKBQO8ySmJjY9GvXz+Ympqy2zp16gQej4eYmBi5gMTly5fB4XAwbNiw1pgqIYQQQgjRgN4FJFTx\n", "9/fHjRs3kJycDHt7ewBAaWmpwrjS0lJwuVz2AkTVWNnjxi5mV6xYAWtra7lt06ZNw7Rp05r2QvTE\n", "06dPMWnSJDYYYWdnh3bt2rEpzhwOR+HfORwODAwM0L59e1hZWcn9jB07FkOGDGmx+aempiI6Opq6\n", "J+i5X375BTdv3kSHDh1a5fz5+fmws7PTWVHLtnJBDyifa01NDW7evMmOycnJQXBwsEKL5dYWGxuL\n", "kSNHym3jcDjw9/dXKGx5+fJl+Pj4sN/9hBBCCCGkcceOHcOxY8fkthUXF+v8vHoXkCgtLYWxsbHc\n", "nTAA7AWFVCqFm5sbLC0tkZaWpvD8tLQ09OrVC0ZGRgAAHx8fdru3t7fcOABy25TZvXs3+vfv3/QX\n", "pIcYhsGCBQuQnJwMAPDw8EBsbCzMzc1beWbq+/nnn2FpaYnx48e39lRIA44cOYJhw4bBxcWlVc7/\n", "4YcfYtmyZTo7flBQEKKjo9nH2ryg1yTrQp2xyuaqLFCTnp4OkUikN9keRUVFSElJwccff6ywLyAg\n", "AFu2bEFtbS24XC4YhsHly5fx9ttvt8JMCSGEEELaLmU33W/dusV2qtQVvStquXz5cuzatUth+82b\n", "N2Fubg4PDw9wuVxMnDgRkZGRqK6uZsfk5OTg/v37mDp1Krtt9OjRsLS0xOXLl+WOFxERAS6Xi0mT\n", "Junuxeipffv2sdEvS0tLnD59uk0FIxiGwU8//YTJkyfDzMystadDVHj06BGuXbuGWbNmNfkYtbW1\n", "+Prrr9ngmaY4HI7SWjPaIBKJ2GyD+mQX9E0lFArB5/Ph5eUFLy8v8Pl8tltIU8eqmquyWjCNEYlE\n", "zXp9mrpx4wYAKF3y4+/vD7FYjLt37wIAkpOTkZubixEjRrTY/AghhBBCSNPpXUCCw+HgwIED+O+/\n", "/9htBw4cQFRUFDZu3MhmTnz22WcwMDDAxo0bAQASiQRr1qyBq6srVq5cyT7XwsIC27Ztw+HDh3Hr\n", "1i0AdRcMu3fvxqpVq9C1a9eWe3F64J9//sGqVavYx4cPH4a7u3srzkhzsbGxePjwIWbMmNHaUyGo\n", "e0+99957ctsqKytx8OBBmJubY+LEiU0+tkQiwf79+7FkyRK2uOrzTpbJkJOTg5ycHERHRyM4OJjd\n", "Xz8g0NjYxsgyyerr1q2b0uwITQIl2hQXFwdra2t0795dYZ+vry8MDAzYZRuXL1+GiYkJBg8erPN5\n", "EUIIIYSQ5tO7JRurV6+GtbU1Jk+eDA6Hg+LiYnTo0AE///yzXApJ586d8ffff2P16tXo3bs3pFIp\n", "+vfvj2vXrsHCwkLumO+88w7MzMwwe/ZscDgc1NTUYNWqVVi7dm1Lv7xWlZeXhylTpkAikQAA1q5d\n", "26yLxdby008/oVOnTi1as4IoV1tbi3feeQddunQBwzBs3ZELFy7g888/x6xZs5qVfWNiYoL9+/dj\n", "+PDh+PHHHzF79mwtzbxxjS2DsLOzQ9euXZGTkyO3XdUFvbrnVJV1cf/+fcydO5fd37FjR2RmZiod\n", "++ySCzs7O3Tp0kVhrt7e3jA2NsbDhw+Rl5eHnj174syZM0rnpsvlKQ2JjY2Fn58fDAwU4+cWFhbw\n", "9PREbGws5s+fj/DwcAwePJgypwghhBBC2gqGKBUfH88AYOLj41t7KlpRU1PDDBkyhAHAAGCGDBnC\n", "1NTUtPa0NPbkyRPGxsaGef/991t7KoRhmP379zMAmNjYWLntmZmZzOHDh5ns7GytnOett95i7O3t\n", "mYKCAo2eN2TIECY0NFSj5+Tl5TEDBw5keDwew+PxmIEDBzJ5eXkqx3bp0oX9XPXv31/lWHUUFBQw\n", "PB6PPZ7sh8PhMI6Ojgrblf3weDylv6ddu3YxABh7e3uGx+MxfD6fnWtBQQHj7OzMrFu3TqN5qTqX\n", "tkilUsbBwYHZsGGDyjELFixgPD09maqqKsbc3Jz54osvdDYfQgghhJAXSUtcE+vdkg2iGx999BGu\n", "XbsGAOjQoQOOHz8OQ0O9S5BRSZYu7uHhgaKiIvz5558tki5OVBOJRPj4448xd+5c+Pn5ye3r1KkT\n", "Zs2apbXuGiEhIaipqcEHH3yg9nMYhkFUVBQqKio0OpcmyyAcHR3h7e2Nfv36gcvlYt68ec3qsCHL\n", "uniWk5MTCgoKFLYryxro0qWLQoZGRUUFQkJC8MYbb+D+/ftISkpCVFQUO1c7Ozv4+fkhPj6+yXNX\n", "lyY1KB4/foz8/HyF91d9AQEBSE5ORnh4OJ4+fUr1IwghhBBC2hAKSLwAzpw5gx07dgAADA0NcerU\n", "KTg5ObXyrDQju0gsKioCACQmJmq0Vp5o34YNGyCRSLB161adn8vJyQnbtm3DwYMH1V4iUFpaipqa\n", "mkZb+9anaaFKqVSKqKgojB8/HoMHD8aFCxfUPpcqv/zyC0xNTWFiYgIejwc+n4+rV68q/cza29vj\n", "pZdeAo/HY19nYGCgwrhvvvkGubm52Lx5M+zs7JQuKRkwYADi4+OV1upQFSjRZHlKU2pQyIoRKyto\n", "KePv7w+GYbBp0ybY2tqiX79+as2HEEIIIYS0PgpIPOdSUlLkuhyEhISAz+e34ow0p6tuBqTp/v33\n", "X3z77bf47LPPWiy4tXDhQoVWRA3Jz88HAI0CEpp68OABRCIRBg8ejNGjR+PKlSuorKxs1jHDw8NR\n", "WVmJCxcusJkMvXr1UhoQ6N69O+Li4pCUlIR79+5h/fr12L17N9t1AqjrH71161bMnz8fPXr0UHle\n", "X19fFBUVKf2sAYBAIACPx4OBgQE4HA5cXFxU1ptQRpPME1nwYsWKFeByuZgwYYLS4IVQKMSCBQvA\n", "4XAQFxcHDodD3wmEEEIIIW0IBSSeY0+fPsWkSZNQVlYGoK637LvvvtvKsyLPg7KyMrz++utYunRp\n", "i52Ty+UiLCwMgwYNUmu87AJWk4CEppkAkZGRMDAwQEBAAEaPHo3y8nJERkaqfb5n1dTUYNOmTQgO\n", "DsbQoUPlzikQCMDn88Hj8djMCVlAQJb1sGHDBri6umL+/PkQCoUQiUTYsWMHKisr2Y5Eqsh6TN+8\n", "eVPpfkdHR3Tq1AkTJ07EjBkzwDAMbG1t1XpdmgYVZcGLp0+fora2VmXwQjZOltUhEokoc4oQQggh\n", "pA2hgMRzimEYLFy4EHfu3AEA9OnTB9999x3bBaEtsbW1RW1trcL25nQzIM0TGBiI33//XWnbSH0h\n", "y5DQtKaDQCBAQEAA+5jH46nMBIiMjES/fv1gaWkJLy8vdOjQoVnLNo4cOYK0tDR8+umnCvscHR0R\n", "FRWFpKQkhRoQMqamptixYweio6PRo0cPeHh44IsvvsCCBQvA4/EaPLeTkxM6duyoso6EWCzGrVu3\n", "MHLkSLz33nvIysrCxYsXm/xa66tfV0Ld4AVlThFCCCGEtH1tp6rhC6asrAx5eXmoqKhAZWUlKioq\n", "UFFRAYlEAkNDQxgZGSn9ke379ddfERYWBgCwtLTE6dOnFdqhthUHDhyAUChE9+7d8fTpUwB1wQhN\n", "0sVbWmFhIXbu3IlPP/0UxsbGrT2dF1J+fj44HI7GQStHR0ccOnQIffr0gbu7O2pra1VmWURGRmLc\n", "uHEAAA6Hg1GjRuHChQsICQnR6JwikQjV1dXYsmULJk+ejL59+6oc29jr+eKLLwDU1dAoLS0FAMTE\n", "xKg1D19fX5UBiejoaNTW1iIwMBC9e/fGgAED8O2332Ls2LGNHldVi1Qul4tx48axgYWuXbsiNDRU\n", "40KkhBBCCCGkbaKAhB46e/YsJk+ejKqqKq0c74cffkDPnj21cqyWIrvDmZycjPfeew/Lly/Hnj17\n", "2O36nhmxbNkyHDt2DIsXL0bnzp1bezpaUVVVheTkZPTv37+1p4KPP/4Yjo6OWL58ucoxM2bMwPDh\n", "w8HlcjU+/sOHDwEAq1atwuLFi5GSkqLwGXry5AnS0tIwePBgdtvo0aNx6NAhPH78GF26dGn0PEKh\n", "EEFBQXj06BHKy8tRUlKCw4cPazxfGVVZA5mZmRCJRI1+bgYMGIBdu3aBYRiFbKq///4b9vb26NWr\n", "F4C6mh5LlixBZmYmXFxcGp3b8OHDER0dDVtbW5iYmMDAwABZWVnIyspix+Tk5MDPzw9isVjh+c9m\n", "RKkKclDmFCGEEEJI20FLNvTMgwcPMH36dK0FI9asWYNJkyZp5VgtoX4l/j59+mD48OHw8/PDzp07\n", "AUBlhwB9kpubC4FAgA0bNjw3wYisrCy88sorGDVqFJul0ppyc3Oxc+dOpUt5ZExNTdGtW7cmHf/h\n", "w4cwNTXFW2+9BRMTE5w7d05hjKzbR/2aFiNGjACXy1V7KUP9Qo8lJSUAgPXr1zdpztowYMAAFBUV\n", "IT09XWHf9evXERgYyAYqpk2bhnbt2iE0NLTR48bFxeGLL77AunXrkJKSgqSkJCQmJiqtQVFZWYlD\n", "hw6prJdRX0N1NQghhBBCiP6jDAk9UlZWhokTJ7JFKP38/ODl5QUzMzOYmprCzMwMhoaGkEgkqKmp\n", "Yf9Z/6f+tr59++Kjjz5q5VelGdkFWn01NTV6XavgWTt27ICxsTFWrlzZ2lPRimvXruGNN96AsbEx\n", "zp49C3Nz89aeEhYvXozQ0FCcP3+eXTKhTampqXB1dYWFhQWGDh2Kc+fOYdWqVXJjIiMj4ebmJleb\n", "wdraGnw+HxcuXMCiRYsaPEdjNRCaEnhrbtaArLBlfHw8XF1d2e1VVVWIjY3Ftm3b2G2WlpaYPn06\n", "Dh48iI8//hiGhvL/O5FlMxkbG2P69Onw8fHB5s2b2c+ySCSCiYmJwhwcHBwwfvx4zJkzp9GMKFld\n", "jbaSOUUIIYQQQuRRQEJPMAyDuXPnsu36PDw8EBER0WbrPjSFqgu0rKysJl+gtbScnBwcOHAA69at\n", "g42NTWtPp1kYhsGuXbvw/vvv45VXXsHx48d12kJTE76+vvD19cX//vc/pQGJsrIy1NTUqN0F4lkP\n", "Hz6Em5sbAOD111/HqlWrUFpaivbt27NjIiMj5ZZryIwaNQrbtm1DdXV1q9QPEQgECA4OZrMcNKm3\n", "4uTkhE6dOiE+Ph5Tpkxht9+8eROVlZUIDAyUG79o0SJ89913OHHiBEaNGgU7Ozu5ZSgAIJFI8PTp\n", "U/z5559ygUV1gifqfubbwncDIYQQQghRREs29MTOnTvxyy+/AADat2+PM2fOvFDBiOfF9u3bYWJi\n", "ghUrVvw/9u48Lqqq/wP45w6LCyDIpmMu7CKIKLhiaGrmQhmYlraYPraYT6VpltkiZpuVS+Wa5ZIa\n", "6aNF7hk8uVOWS2juLC4wOjAqIMh+fn/4zP0xzgADDMwAn/frxevlnHvm3jOHIzP3O+ecLzQaDeLj\n", "483dpGoRQmDMmDGYPn06pk2bhl9++cVighFakyZNwq5du/SWF5SUlODJJ5/EkCFDUFpaWq1zJyUl\n", "wcfHB8DdgERRURHi4uLk4zk5OThx4oTBgMSwYcNw+/ZteUlHeaqaYtRYxmTjqEhoaKjexpYHDhyA\n", "vb09goODdcrbtm0LOzs7TJw4EUFBQQgLC0NERIS8DEWlUiEjIwNt2rSRAzxlcckFERERUePGgIQF\n", "iI+Px8yZM+XHGzZsgK+vrxlbZB61dYNWV4QQuHnzJqZPnw4nJyfs2rULDz74oJzpoD6RJAlt2rTB\n", "f/7zH3z66ad60/EtwZgxY9CiRQusXLlSp3zmzJnYuXMn3n//fSgUVf8TV1JSgpSUFPkG2tPTE506\n", "ddLZR+L3339HaWmpwYBE165d0bp1a6PSf8bGxsLR0RE2NjYmvyGv7n4r2oCEEEIu279/P/r27as3\n", "DiIjI5Gbm4uCggKoVCokJCTg77//1jtnbm6uwVScNQ2eEBEREVH9xoCEmV26dAlPPPGE/E3u7Nmz\n", "jUqj11DV529MJUnC2rVr8c477wAAAgICAABnzpwxZ7OMsnfvXpw8eVKnbOHChRg1apSZWlQ5Ozs7\n", "jB8/HleuXJHLVq1ahc8//xwLFizAsGHDqnXeK1euoKioSOcb/YiICOzcuVP+f3rw4EG4uLgYzF6j\n", "Tf+5bds2gzfhZd26dQtZWVlYtGiRxdyQ37uxZUlJCQ4dOqS3XKO8JVZFRUVVvmZ92KyWiIiIiEyP\n", "AQkzysvLw8iRI+WbluHDh+O9994zc6vMqyF8Y6rNQuDv7w9JkuR9QSzVmjVrMGDAAKOyJViaBQsW\n", "YN26dQCAffv2YdKkSXjxxRcrTAdaGW3KT+2SDeDu/81r167h+PHjAP5//4h7U2MCdzPFHDp0CGfP\n", "nkVgYCDCwsKgVqsNXmvZsmVwcXHBv/71L4u5IS+7sSUAJCYmIjs7G/369TPq+YZmpdSXWU5ERERE\n", "VLcYkDATIQQmTpyIY8eOAQC8vb2xfv36ak0xb4gawjemzZs3h4eHh0UHJHJzczFr1iw8/vjjWLhw\n", "odnaodFoKp1NYIj2/0tSUhIee+wxhIeH46uvvjIYKDDWxYsXYWVlhQ4dOshl999/P1q0aIEdO3ag\n", "qKgIv//+u8HlGsDdZQwXLlwAAFy/fh0JCQmIiorSq5ebm4vVq1dj4sSJaNq0abXba2plN7YE7u4f\n", "YWtrix49eujUK2+JVUhISL2d5UREREREdYt3v2byySef4IcffgAA2Nvb4+eff673WRkaq6tXr+Lx\n", "xx9HWlqa3rGAgACLDkgsWrQImZmZ+OSTT2p0E19darUaYWFhCAoKkjdFLG82QUUcHBwwfPhw/Oc/\n", "/6lxitikpCS0b99e5zw2NjZ46KGHsHPnTpw4cQJ5eXkGAxKVpfIsKyYmBtnZ2Zg0aVKN2lsbQkND\n", "8ddffwG4u39Er169DAZNDC2x2rFjR72f5UREREREdcPydqprBLZu3Yq3334bwN3p/Rs2bEBgYKCZ\n", "W0XV9eGHHyI+Ph4ODg56xwICAuTsKZYmIyMD8+bNw+TJk+Hp6WmWNkRGRiIhIUF+rFKpEBUVVWmG\n", "inu5u7vju+++M0mbymbYKCsiIgITJkzAhg0b0LRpU4SEhFT7GkIILFmyBBEREWbr+4p0794dCxYs\n", "QGlpKQ4cOIDnnnvOYD3tEittsKXsrKb6PsOJiIiIiGofZ0jUsX/++QdPPfWUvIP93LlzMWLECDO3\n", "iqrr3LlzWLlyJd566y20aNFC7/jAgQMxZMgQnYwFluKDDz6AJEnyJpx1rSqzCerSxYsX9VJUqtVq\n", "LFmyBADwxRdfwNbWFrdu3dJ7bnnLGJydnXVu0H///XecOHECkydPNm3jTUS7seWePXugVqv1NrS8\n", "V0NYYkVEREREdY8BiTqk0WgwYsQI3L59GwDwxBNPYNasWWZuFdXEzJkz0bZtW7z88ssGjw8dOhTL\n", "li2r1eUQubm58maLVdGyZUtER0fD1dW1FlpVPwkhkJSUpBeQiIyMlJcwAEB2drbBfSEA/WUMjo6O\n", "uHr1Ks6dOwfg7t+BBQsWwMvLC0OGDKm9F1MD2o0t582bB4VCgbCwMDO3iIiIiIgaIi7ZMNKuXbvw\n", "zjvvoLCwEEVFRTo/xcXFOnW1N582NjawtbVFkyZNYGtri5s3b+Lq1asAgG7dumHVqlVmWbdPpnHw\n", "4EHExsZi/fr1Zt2UcNKkSVi/fj2ysrIMztIoT3R0dO01ygja2QQqlUqn3JwZGdRqNXJzc3WWbFQ2\n", "k+Pett67jMHKygphYWEYMmQI3N3dcfnyZVy/fh0dOnRAZmamxe2voFarERkZCYVCgb1798LOzg75\n", "+flVGltERERERMZgQMJIt27dkjNi1JS7uzt+/vlnNG/e3CTno7onhMCMGTMQEhKCsWPH1uhcubm5\n", "UKlUBvctMMbvv/8OAIiLi8PIkSNr1Ja6Fhsbi86dOyMjIwN2dnYIDg42a0aGixcvAoDeDInqKBuo\n", "2LlzJ3x9fXHp0iW57NKlS9XaL6O23buvR25urkW2k4iIiIjqPwYkjGRrawtra2vY2trCxsZG58fa\n", "2lqe6aDdK0AIgeLiYhQUFKCwsBCFhYUoKChAq1atsHnzZrRr186cL4dqKD8/H926dcOoUaMqTdV6\n", "8eJFpKWloX///gaPv/XWW1i2bBnWrl2LJ598skrtKC4ulmcYnDlzptL6QggIISwmvay7uzvat2+P\n", "jIwM9OnTB7/++qtZ25OUlAQA8PLykstMMZPDwcEBTk5OyMzM1Ckvb5aFuVR1NggRERERUU0wIGGk\n", "xx57DEVFReZuBtWxgoICNGnSRK+8WbNmWLp0qVHnWLJkCXbs2IHz58/rHRNC4KeffkLLli3x1FNP\n", "ITMzE6+++qrR7Tt+/Dhyc3Oxd+/ecgMeZf3yyy9444038N///tci9o4oLi7GP//8g+bNm+Py5cvm\n", "bg6SkpKgVCphZ2enUx4bG4uoqCikpKQAuBuMqOpMjpqmIyUiIiIiamgs42tSIguUn5+P7t274623\n", "3kJBQUG1zxMQEGqaA2AAACAASURBVICkpCSD5ygoKMC//vUvbNu2DTNmzMCUKVPwzjvvGJ2Vw8nJ\n", "CdOmTUOfPn2Mqv/BBx/A0dHRYr7pvnjxIvLz8zF8+HCkpKTo7cdijvYYWq6h3Rfi5MmTOHnyJA4d\n", "OlSlvR/Ky75hzv0yDKkv7SQiIiKihoEBCaJyWFtbY+zYsZg/fz5CQ0Nx9OhRFBUVVTmFZ0BAAEpL\n", "Sw3OkGjatCnmzJmDXr164dNPP8Wnn36Ko0ePGn1j7uvri/nz58PW1rbSuhcuXMChQ4fw73//22I2\n", "U01MTAQAREVFoaioyOyzJAxl2CirJukt782+ERYWZtb9MspTX9pJRERERPUfAxJE90hPT4dGo4G1\n", "tTVmzZqFv/76CzY2NujVqxf69euHYcOGVSko0alTJwDA6dOnK607Y8YMbN++vVrT+4UQ8qaMhqxd\n", "uxaOjo549NFHq3zu2nLy5EkolUr07t0bACpsvyloNBo5+4UhSUlJ1d5ctDI1nWVRV+pLO4mIiIio\n", "/mNAgugeH330EXr06CEHHbp06YIjR47gnXfewV9//YUePXpUaYaBs7MzWrVqZVRAAribJrI61q9f\n", "j44dOxq84S4tLcW6devwxBNPoFmzZtU6f21ITExEly5d0L59e1hbW9daQEKtViMsLAxBQUEICgpC\n", "WFgY1Gq1Tp2srCxkZmaaJMNGRWoyy6Iu1Zd2EhEREVH9xYAEURklJSXYvHkzIiMjdYIONjY2iI6O\n", "Rnp6OubMmVPl8wYEBOgFJGJjY7F48eJyn5Ofn19hqsX4+HisWrVKfjxo0CCUlpZiz549enX37t2L\n", "y5cv49lnn61y22uTNiBhbW0NLy+vWgtIaFNZqlQqqFQqJCQkICoqSqeONsNGbQckiIiIiIjoLgYk\n", "iMo4ePAgrl+/jtGjRxs87ubmVq2UmWPHjkV4eLhO2eLFi7F9+/Zyn/PNN9/ggQceKHeJwbfffouV\n", "K1fKj9u0aYOuXbtix44denVzc3MxbNgwoze/rAtZWVlITU1Fly5dAAA+Pj64cOGCya9TWSpLLW1A\n", "oraWbBARERERkS4GJIjK2LRpE9q1a4devXqZ9LzPP/+8TjrPW7duYd++fRXu5zB69GiUlpZiy5Yt\n", "eseEENi/f79ekCMiIgK7d+9GSUmJTvkjjzyCnTt3WsxmlgBw6tQpANAJSNT2HhIVuXjxIpycnODs\n", "7Gy2NhARERERNSYMSFCjkZWVhV27duHOnTsGj5eUlGDLli0YPXp0tWZBVMXOnTtRXFyMRx55pNw6\n", "rVq1wsCBAxETE6N3LDU1FWlpaXoBieHDh0Oj0eDPP/80eZtNLTExEdbW1vD39wdwNyCRnJysF0yp\n", "KWNTWVaWYYOIiIiIiEyLAQlq0K5cuYIlS5bgoYcegpubG4YPH27wBh8ADhw4gOvXr+Pxxx+v9XZt\n", "3boVoaGhaNu2bYX1nnzySezbtw9paWk65fv374ckSbj//vt1ynv16gVnZ2fs3LnT5G02tcTERPj7\n", "+8spS319fVFYWIirV6+a/FraVJbNmzeXy7788kudOrWZYYOIiIiIiPQxIEENUmJiIkJDQ9G+fXtM\n", "nToVQggsWLAA+/btw7/+9S+Dz3Fzc8Prr7+Onj171kqbDh8+jL/++guFhYXYtWuXUek3o6KiYGNj\n", "g40bN+qU79+/H507d0bLli11yq2srDB16lT5xvrSpUuYP38+bt++bboXYiLaDS21tG2ujX0ktKks\n", "+/fvjz59+sDFxQVr1qzRqXPx4kXOkCAiIiIiqkMMSFCDlJeXh3bt2uH7779HRkYGfv31V7z88svo\n", "169fuc8JDAzEZ599Vmv7LMycORMLFizA/v37kZ2djREjRlT6HCcnJ0REROjN6jhw4EC5r+Xdd9/F\n", "uHHjAABr165FdHS0Re0dAdzdA+PkyZM6AYkOHTrAysqqVveRyMjIQGBgIKZMmYJvvvkG169fB3A3\n", "o0laWhoDEkREREREdYgBCWqQevfujdjYWIwdOxZOTk4G6wghUFpaWmdt0qb+HDhwII4ePapzM16R\n", "6dOn4/XXX4cQAsDddi9btgwvvvhihc8TQmDt2rUYNWoU7Ozsatx+U7p06RJycnJ0+sDGxgYeHh61\n", "GpBIT09HmzZt8PLLL8PGxgYLFy4EcDfjhhCCSzaIiIiIiOoQAxLUKJWWlmL06NFYsGBBnV0zICAA\n", "Z8+ehRACISEhRs9a6Nu3L5544gm5viRJGDRoEIKCgip83sGDB5GcnIzx48fXtOkml5iYCAB6QRlf\n", "X99aC0gUFxfj2rVruO+++9CyZUtMnjwZS5cuxc2bN+VrcoYEEREREVHdYUCCGiWFQgEvLy/MmjUL\n", "f/75J5599lkcP368Vq8ZEBCAgoICpKSk1Op1AODq1avo168f2rZtq5eJwxIkJibC2dkZbdq00Sn3\n", "8fGplT0kAECtVqO0tFS+5muvvYaioiIsWbIESUlJaNq0KZRKZa1cm4iIiIiI9DEgQQ3K9OnTER0d\n", "bVTduXPnonPnzhgyZAi+++47k6ebvFenTp0AAKdPn67V6wDAtWvXAAADBgyo9RSm1ZGYmIigoCC9\n", "WSI+Pj5ISkqqlaU06enpACAHJFq1aoWJEydi0aJFOHLkCDp06GCRfUVERERE1FDx0zc1GNevX8eS\n", "JUtgY2NjVP0mTZpgw4YNyM/Ph4eHB0JDQ2u1fdob4Q8++KBaz585cybeeOMNjBgxAqdOnaqwbmho\n", "KL788kssWrSoWteqbfdm2NDy8fFBQUGBXppTU9Ce87777pPLJkyYAI1Gg5iYGKSmpiIsLAxqtdrk\n", "1yYiIiIiIn0MSFCD8cUXX8DGxgaTJ082+jmdOnXC9u3bsWrVqlrPRCFJErZt26aXMcNYWVlZmD9/\n", "PrZt24ZmzZpVeq1XXnkFzs7O1bpWbbpz5w4uXLhQbkACQK3sI5Geng5ra2u4ubnJZa+88or874KC\n", "AiQkJCAqKsrk1yYiIiIiIn0MSFCDkJ2djaVLl+LFF19Ey5Ytq/TcgQMHYsCAAbXUMl0PP/xwtTdO\n", "fPLJJ+U9ELy8vEzcsrpz+vRplJaWGgxIeHp6QqFQ1EpAIi0tDUqlUl6WodFokJqaqlcvJSUFGo3G\n", "5NcnIiIiIiJd1uZuAJEprFixAnl5eXjttdfM3ZRa07dvX7Rv3x59+/at9dkctSkxMRGSJCEwMFDv\n", "mK2tLTp06FArG1tqU34SEREREZFlYECC6r2CggIsXLgQ48aN09kfoKFRKBTYs2cPWrRoYe6m1Ehi\n", "YiJ8fHxgZ2dn8LiPj0+tzZAoOz5cXFzg4eEBlUqlU8/T0xMuLi4mvz4REREREenikg2q927evIme\n", "PXtixowZ5m5KrevYsWO9T01Z3oaWWrUVkDA0QyI2NhZhYWFQKpVQKpUICwvDTz/9ZPJrExERERGR\n", "Ps6QoHqvdevWiI2NNXczyAiZmZk4fvw4pkyZUm4dX19frFmzBkIIky5NuXeGBAC4u7vj0KFD8p4R\n", "nBlBRERERFR3OEOCiGqdWq1GWFgYOnfujJs3byImJqbc9Jo+Pj64c+cO0tPTTXb9O3fu4ObNm+Xu\n", "IeHi4sJgBBERERFRHWNAgohqXWRkJBISEnD9+nUAwLlz58pNr1kbqT+1+0Q05D1GiIiIiIjqGwYk\n", "qN46ffo0nnrqKWRkZJi7KVSBqqbX9PT0hCRJJg1IpKWlAQCzbBARERERWRAGJKje+uKLL/Dbb7/B\n", "0dHR3E0hE2ratCnat29v0oCEdvkHAxJERERERJaDAQmqlzQaDb777jv8+9//hq2trbmbQxXQpte8\n", "V0XpNX18fHDhwgWTtSEtLQ12dnb1PmUqEREREVFDwoAE1Utff/01AOCFF14wc0vIGLGxsfD29gYA\n", "tGrVqtL0mqZO/alN+WnKrB1ERERERFQzTPtJ9U5RUREWL16Mp59+Gm5ubuZuDhnB3d0dvr6+aN26\n", "NX7++edKM1r4+Phg/fr1Jkv9aSjlJxERERERmRdnSFC9s3nzZqSnp2PKlCnmbgrh7vIZQ5tTlnXj\n", "xg3ExcVh7NixRqXX9PHxQW5uLs6cOWOSNmpnSBARERERkeVgQILqnZSUFERERKBz587mbkqjplar\n", "ERYWhqCgIAQFBSEsLAxqtdpg3a1bt6KkpKTcVJ/3nnfOnDkAgH79+lV4XmOlp6dzhgQRERERkYWx\n", "+IDEihUroFAo5BsUolmzZmHr1q3mbkajFxkZiYSEBKhUKqhUKiQkJJQbcNi8eTP69u1r1CyFyMhI\n", "nDhxAsDd2RcVndcYQgikpaVxhgQRERERkYWx6IDEzZs38fbbbwOA3jry6OhodOjQAd26ddP5GTRo\n", "kMFzrVq1CsHBwQgODkZgYCA+++wzCCFq/TVQ7VAoLHroNngajQapqal65SkpKXrLN7KysrBnzx6M\n", "GjXKpOc1VlZWFu7cucMZEkREREREFsaiN7V89913ER4ejp9//lnvmCRJmDt3LsaNG1fpeZYsWYIZ\n", "M2bgwIEDCA0NRUpKCvr06YPMzEzMmzevNppOtcBUGxxS3dq2bRuKiorw2GOPmeX6aWlpAMAZEkRE\n", "REREFsZiv2ZOTEzEjz/+iOjo6HLrGDPDIScnB7NmzcKECRMQGhoKAPD09MRrr72GBQsWICUlxVRN\n", "plp06tQp9OjRw+C351T3XFxc4OHhoVd+33336W1auXnzZvTp0wdt27at9nk9PT2N2gzTkPT0dAAM\n", "SBARERERWRqLDUi8+uqrmDt3LhwdHWt0nt27dyMnJ0dvKcfAgQNRUlKCLVu21Oj8VPuSk5Px0EMP\n", "oaSkBC1btjR3c+h/YmNj0bNnTwCAvb09rK2t4ezsrBMozMnJwe7du41arlH2vGFhYVAqlbC3t4ck\n", "SVi6dGm128kZEkRERERElskiAxIbN27E7du3MXHixArr7d69G4MHD0bXrl3RpUsXTJkyBdeuXdOp\n", "o90cz9vbW6dc+zgxMdGELSdTu3btGh566CHY2dlh9+7dNQ5Qkem4u7tj8uTJAIDDhw9j8+bN2LNn\n", "D7777ju5zo4dO1BQUFCl5Rru7u44dOgQTp48icTERLi4uODLL7+sdjvT09Ph4uKCJk2aVPscRERE\n", "RERkehYXkMjLy8Obb76Jr776qsJ6zZs3h0KhQExMDE6cOIGtW7fijz/+QGhoqPyNKABkZGQAAFq0\n", "aKHzfO1j7XGyPLdu3cKQIUOQn5+PX3/9Fa1atTJ3k+geP/zwA/r164egoCA8+uijeOaZZzBlyhRc\n", "vXoVGo0GGzZsQI8ePdChQ4cqn9vFxQWenp6YPXs21qxZg5MnT1arjUz5SURERERkmSwuIPHxxx8j\n", "PDwcffr0qbDejBkzsGHDBri6ugIAPDw8sGrVKqhUKnzwwQd10VSqRXl5eXj44Ydx9epV7Nmzx+C+\n", "AmReGRkZ+PXXXzFmzBi57IsvvkDTpk3RuXNndO7cGdu3b4darYZara72dV544QV4eXlh5syZ1Xo+\n", "U34SEREREVkmi8qykZKSguXLl+Pvv//WO2bMBpYBAQFwcHDA4cOH5TJtwCI7O1unrvaxm5tbheec\n", "OnUqnJycdMrGjh2LsWPHVtoeqr6ioiI4ODhg586dCAgIMHdzqkyborK6GzHWB9r9V8ruD9GyZUs4\n", "OzvjzJkzyMrKAgBcunQJUVFROHToULWuY2tri48//hijR4/GTz/9hH79+lWpX9PT0xEUFFStaxMR\n", "ERERNQYxMTGIiYnRKbt161atX9eiAhLx8fGws7NDRESEXFZYWAgAWL58OWJjY+Hv74+YmBhcu3YN\n", "rVu31juHQqFAaWmp/Lhbt24A7m6MGBwcLJcnJycDgE6ZIYsWLUJISEj1XxRVi6OjI3bt2mXuZlSZ\n", "Wq1GZGSknA3Ew8MDsbGxcHd3N2/DasEPP/yABx98UCeop9FoDP7hSklJgUajqXaAJjw8HPb29nj8\n", "8cfh5uZWpX5NS0vDkCFDqnVdIiIiIqLGwNCX7seOHZMzVdYWi1qy8dxzzyE1NRXHjx+Xf3bu3AkA\n", "eOmll3D8+HE5atOmTRuoVCqd5yclJSErKws9evSQy4YNGwYHBwfExcXp1I2Pj4eVlVWVNtsjqkxk\n", "ZCQSEhKgUqmgUqmQkJCAqKgoczfL5NLS0rB///46mykUFRWF27dvo7i4uEr9WlJSgmvXrnEPCSIi\n", "IiIiC2RRAQlDtEs1DC3ZeOutt5Cfnw8AyMrKwksvvQQnJyfMmjVLrmNvb4+PP/4Ya9aswbFjxwDc\n", "/bZ20aJFmDZtGvcmIJPRaDTyzIiytLMDGpJNmzbBxsYGkZGROuUuLi4G/095enpWe3ZETfpVrVaj\n", "pKSEe0gQEREREVkgi1qyUdbNmzcREhKC4uJiSJKERYsWYc2aNXjnnXcwceJEfP/999i4cSO6d+8O\n", "SZKQlZWF+++/H3/88Qd8fHx0zjV58mQ0a9YM48ePhyRJKCoqwrRp0zBjxgwzvTqi+i0mJgbDhw83\n", "mIY1NjYWUVFRSElJAXA3GPHTTz/VdRMB3N0/AgBnSBARERERWSCLDUi0bNlSvqExZMyYMTq7+1dm\n", "woQJmDBhgimaRmSQdnbAvUuJajI7oC5UdQPOpKQk/Pnnn3j99dcNHnd3d8ehQ4dMtrFnef163333\n", "VXpubQpgzpAgIiIiIrI8Fr9kg6g+iY2NxX333QdJkmBlZYXWrVubbXZAZdRqNcLCwhAUFISgoCCE\n", "hYVVmp5To9Fg9erVsLOzw8MPP1xhXRcXF5MFYmJjYxEWFgalUonWrVvDysoKfn5+lT4vPT0dVlZW\n", "lWbTISIiIiKiumexMySI6iN7e3vk5eVh0qRJuHz5MgoLCy02w4Z2A04tlUpVbnrOstlDMjIy4OTk\n", "hNu3b6N58+Z10tZ7Z1388MMPeOWVVzBjxgx07dq13Oelp6dDqVTCysqqTtpJRERERETG4wwJIhPa\n", "sGEDbt26hddffx1BQUE4f/68uZtkUFU3iiybPaS4uBiZmZlmyR6inXXx4osvwt/fH1OnTjW44a1W\n", "Wloal2sQEREREVkoBiSIDNBoNFXOjCGEwJdffolHHnkEXl5e8PX1xeXLl+VMMPVBXl6efIOv7QNL\n", "zB5ibW2NBQsWYN++fYiNjS3395Wens4NLYmIiIiILBSXbBCVUXZpAgB4eHggNjbWqGUXe/fuxalT\n", "p7Bo0SIAgJ+fH4QQSEpKQmBgYG02u8rK2ygyKysLL7zwAtLS0nDlyhUAgFKpRE5OjjmaWaGhQ4di\n", "4MCBGDt2LJydnQHo/77S0tLQr18/czaTiIiIiIjKwYAEURlV2VfhXl9++SUCAwMxcOBAAJA3XTx/\n", "/rzFBSSAuxtFPvDAAzhz5gzc3Nzg6+uLcePGYfLkySgtLZXr3Ru00LKE7CE3btxAQUGB3MZ7f1+c\n", "IUFEREREZLkYkCD6n8qWJpR3863RaHDp0iVs3boVy5YtgyRJAAA3Nze0aNHCYveRcHd3R48ePVBc\n", "XIzDhw/D1dUVGo0G7733nl62DVdXV3h6euLq1asA7gYjzJ09RKPR4Pr163rl2t+XnZ0dNBoN95Ag\n", "IiIiIrJQDEgQVVPZ5R3Z2dmQJAmDBw+Wj0uSBD8/P1y4cMGMrSzfnTt38NNPP2H69OlwdXWVyw1l\n", "pLCxscGuXbvkx+aeGWEM7awJzpAgIiIiIrJM3NSS6H+0+yrcy9XV1eANeNnME7m5uSgpKcHTTz+t\n", "U8fPz89iZ0js2rULOTk5GDNmjFxWXh9ol2dofyxBeW318PCAi4sL0tPTAYAzJIiIiIiILBQDEkRl\n", "xMbGomfPngAAR0dH2NnZobi4GEVFRTr1jM084evra7EBiR9++AHdunVDx44ddcpjY2MRFhYGpVIJ\n", "pVKJsLAwsy/PKE/Ztmo3tgwICIAQAmfPngXAGRJERERERJaKAQmiMtzd3fH2228DAOLj47F//36c\n", "O3cOCxYsqNb5/Pz8cP36dWRnZ5uymTqqk6I0JycH27Zt05kdoeXu7o5Dhw7h5MmTOHnyJA4dOmRU\n", "lhFzKNvW8+fPY9myZfj222/h5eWFadOmAQCGDRumtycGERERERGZHwMSRPeIi4uDp6cnQkNDERIS\n", "gqlTp2LOnDlITk6Wb/5dXFzg4OCg99x7M09oM23Uxj4SarUaYWFhCAoKQlBQEMLCwoy+8d66dSvy\n", "8/PxxBNPlFvHkpZnVEbb1kmTJqFNmzbyvh4AkJCQgKioKDO3kIiIiIiI7sVNLYnuER8fj0GDBsmP\n", "58yZg40bNyIkJATNmzcHADg4OODChQtwdXWFjY0NAMOZJ3x9fQHcTf0ZGhpq0nbWJEVpTEwMwsLC\n", "0KFDB5O2ydw0Gg2EEHrllWVKISIiIiKiuseABFEZ6enpOH36NN577z25zN7eHg4ODkhLS0NWVhaA\n", "uzf/rq6uUKlUcpmhm11HR0e4u7ubfB+J6qYoBYAbN27gl19+wcKFC03aJiIiIiIioqrgkg2iMv77\n", "3/8CAAYOHCiXaTQaOehQlo2NDbKysipd2mBJqT81Gg3Wrl2L0tJSjBo1ytzNMbnKsoQQEREREZHl\n", "4AwJojLi4uIQHBwMNzc3k53Tz88PJ0+eLPe4dkPKqtwwa2+8VSqVTnl5N95qtRqRkZFITU2FRqOB\n", "g4MDFIqGGY+MjY1FVFQUUlJSABheSkNERERERObXMO9IiKpBCIH4+Hg8+OCDOuU1/dZdm/rz3r0N\n", "arIpJXD3xrt79+4AAFtbWwDAihUrDNbV7jehUqlQWFiIrKysBrvRY33KEkJERERE1JgxIEH0P+fP\n", "n8fVq1d1NrTUio2NRVhYGJRKJZRKJcLCwoz+1t3Pzw9ZWVnIyMjQKS8bJFCpVHrZICpL5+nu7o7p\n", "06cDAPbu3YumTZtix44devUq22+ioapPWUKIiIiIiBojBiSoQSrvZr6im/z4+HjY2NggPDxc71hN\n", "vnU3lPqzoiDB2bNnjZ45sX//fvj5+aFPnz4YNWoUvvnmG4NZJoiIiIiIiCwNAxLUoJS3DMKY5RFx\n", "cXHo3bs37O3tyz1/db519/b2BgCjMm3cvHkTI0aMqHDmRFn79+9Hv379AADPPfccLl68iH379um1\n", "mRs9EhERERGRpWFAghoUQ8sgIiMjK10eUVJSgt9++01v/whTaNasGdq3b68TkCgvSCBJksGMHIaW\n", "V2RmZuKff/6RAxL9+vWDn58fVq5cqff8ZcuWQaFQwM7OrspLToiIiIiIiGoDAxLUYJS3DCIhIQEJ\n", "CQl65WVv8o8dO4Zbt24Z3D/CFAyl/oyNjZVnT7Rq1QphYWE4evSo0Rk+Dh48CAByQEKSJDz33HPY\n", "smULbty4oVN33rx5cHV1RWJiIjd6JCIiIiIii8CABDV4Dg4OcHBwqLBOfHw87O3t0bNnz1ppg5+f\n", "n96SDXd3d7Rt2xb9+vXDP//8g0OHDqFTp07w8fHRe76h5RUHDhxA+/bt0aFDB7ls3LhxKCkpwfr1\n", "6+WyvXv3IiYmBvPmzYOXlxeXaRARERERkUVgQIIajPKWQQQFBaFz58565Q4ODnBxcYFGo8GuXbvQ\n", "v39/2NjY1ErbfH19ceHCBZSWlsplly9fxr59+zBx4kSdIIE2o4eTkxMAIDQ01ODyirL7R2i1atUK\n", "jz76KFauXInMzExcu3YNr7zyCnr37o1x48bVymsjIiIiIiKqDmtzN4DIlLZs2QIvLy8IIeDs7AxP\n", "T0/5Zj4qKgopKSkAgKKiIly4cAEdO3ZEdnY2rl27Bg8PD6jV6lpZyuDn54f8/HxcvXoV7du3BwBs\n", "2LABzZs3x8iRI3XqajN6pKamolOnTnjsscf02pSTk4Njx47hhRde0LvW6NGjMWbMGHTq1AmFhYXI\n", "zs7Gnj17oFAw/khERERERJaDdyjUoBw6dAj5+fnYunWrzl4J96btVKlUcHZ2xvnz53Ht2jUAQGpq\n", "arnZLGrq3tSfQgisW7cOkZGR5Wb18PDwwMiRI7Fu3Tq9VJ6HDx9GaWmp3gwJAPjiiy8A3N30Mjs7\n", "GwAQHR1tqpdCRERERERkEgxIUIMhhMBHH32EQYMG4aGHHjK4V4I2bWdWVhZsbW31jhvKZmEKHh4e\n", "sLa2lveROH78OM6cOYNnnnmmwuc988wzOHPmDI4dO6ZTvn//fri7u8uBDq3yNvasrddFRERERERU\n", "XVyyQQ3GL7/8guPHjyM+Pt7cTdFjbW0NLy8vOSCxfv16tGrVqtI0ow8++CBatWqFdevWITQ0VC7X\n", "7h8hSVKttpuIiIiIiKi2cIYENRgfffQRevXqhQEDBlRat7wNMA1lszAVberP4uJifP/99xg7diys\n", "rSuOCVpbW+PJJ59ETEwMiouLAQB37tzBkSNHEB4erlffHK+LiIiIiIioOhiQoHpPo9Fg+/btOHDg\n", "AGbNmmX0rAFtNgulUgmlUomwsDCD2SxMxdfXF+fPn0d8fDyuX7+Op59+2qjnPf3001Cr1fj1118B\n", "AEeOHEFhYaHB/SOAun9dRERERERE1cElG1RvqdVqREZGIjU1FTdu3EDz5s3Rs2dPo5+v3ehSu7dC\n", "bc8g8PPzQ1JSEpYtW4ZOnTohJCTEqOd169YNAQEBWLduHYYNG4YDBw7A0dERQUFBBuvX9esiIiIi\n", "IiKqDs6QoHorMjISCQkJUKlUKCgoQF5eHh577LEqn0e70WVtUqvV+Oqrr1BaWoqff/4Zubm5yMjI\n", "MOq5kiThmWeeQWxsLHJycrB//37cf//9sLKyqvB5dfG6iIiIiIiIqosBCaqX6ls2icjISJw+fVp+\n", "fPny5SqlGH3qqaeQn5+Pb7/9FocOHSp3uQYREREREVF9wYAEUS0zRfCkSZMmcHBwwPTp05GXl4f1\n", "69dDrVabuKVERERERER1hwEJqpcaWzaJyMhIZGdno7S0FABw8uTJKs2wICIiIiIisjQMSFC9NXHi\n", "RAB3gxOWnE2ipsGT+rY8hYiIiIiIyBjMskH1UkFBAT766CNERERg7dq1ACw7m0RsbCyioqKQkpIC\n", "4G4wwhKDmmJLFQAAIABJREFUJ0RERERERHWFAQmql5YuXYrU1FRs27bNogMRWjVJxamdYaFSqXTK\n", "G+ryFCIiIiIiahwYkKB658aNG5g7dy6ef/55BAQEmLs5VVLdAAJnWBARERERUUPDgATVKxqNBu++\n", "+y6KiooQHR1t7ubUmZrMsCAiIiIiIrJEDEhQvaBWqxEZGYmkpCSo1Wq0a9cOCkXj25OVgQgiIiIi\n", "ImooGt8dHdVLkZGRSEhIgFqtBgBcuXKFaS+JiIiIiIjqMQYkyOIx7SUREREREVHDw4AEWSSNRiMH\n", "G4QQyMnJMXOLiIiIiIiIyJS4hwRZFO1eEdoZER4eHvDx8cHt27f16jLtJRERERERUf3FgARZFO1e\n", "EVoqlQoJCQlYtGgRNm3axLSXREREREREDQQDEmQxytsromXLlnj66acxZcoUpr0kIiIiIiJqIBiQ\n", "IIvXtGlT+d8MRBARERERETUM3NSSLIaLiws8PDz0yrlXBBERERERUcPDGRJkUWJjYxEVFcW9IoiI\n", "iIiIiBo4BiTIori7u+PQoUPcK4KIiIiIiKiBY0CCLBIDEURERERERA0b95AgIiIiIiIiojrHgAQR\n", "ERERERER1TkGJIiIiIiIiIiozll8QGLFihVQKBSYM2eOuZtCRERERERERCZi0QGJmzdv4u233wYA\n", "SJKkd/zMmTMYPnw4OnXqhI4dO2Ls2LFIT083eK5Vq1YhODgYwcHBCAwMxGeffQYhRK22n4iIiIiI\n", "iIgMs+iAxLvvvovw8HCDxy5fvozw8HB06dIFZ86cwenTpyFJEvr374+cnBydukuWLMHLL7+MVatW\n", "4e+//8b27dsxf/58zJw5sy5eRqMVExNj7ibUe+zDmmH/1Qz7r+bYhzXD/qs59mHNsP9qjn1YM+y/\n", "mmH/WT6LDUgkJibixx9/RHR0tMHjs2fPhhAC77//PgDAysoK8+fPR0pKChYtWiTXy8nJwaxZszBh\n", "wgSEhoYCADw9PfHaa69hwYIFSElJqfXX0ljxD0DNsQ9rhv1XM+y/mmMf1gz7r+bYhzXD/qs59mHN\n", "sP9qhv1n+Sw2IPHqq69i7ty5cHR01DtWUlKCLVu2oG/fvrC1tZXLlUol/P39sXHjRrls9+7dyMnJ\n", "waBBg3TOMXDgQPk8RERERERERFS3LDIgsXHjRty+fRsTJ040eDw5ORm3b9+Gt7e33jEvLy+cPXsW\n", "RUVFAIATJ04AgF5d7ePExERTNp2IiIiIiIiIjGBxAYm8vDy8+eab+Oqrr8qtk5GRAQBo0aKF3rEW\n", "LVqgtLQUN27cqLCu9rH2OBERERERERHVHWtzN+BeH3/8McLDw9GnTx+ztkOpVMLd3R2TJ0/WWRYC\n", "AEOHDsXQoUPN1LL649atWzh27Ji5m1GvsQ9rhv1XM+y/mmMf1gz7r+bYhzXD/qs59mHNsP9qhv1n\n", "vN27d2P37t06ZYWFhXBzc4NSqay161pUQCIlJQXLly/H33//rXesbIpOV1dXAEB2drZevezsbFhZ\n", "WcHZ2bnCutrHbm5uBtuiVCpx//3348cff9Q7duDAATkdKVVMu5EoVR/7sGbYfzXD/qs59mHNsP9q\n", "jn1YM+y/mmMf1gz7r2bYfzUzcuTIxhOQiI+Ph52dHSIiIuSywsJCAMDy5csRGxsLf39/bNiwAQ4O\n", "DkhOTtY7R3JyMvz9/WFjYwMA6Natm1weHBysUw+ATtm9Fi9ezMADERERERERNUq1GYwALCwg8dxz\n", "z+G5557TKbt06RI8PT3x0ksv4b333pPLR44cia1bt6KwsFBeUqFSqXD27FnMnj1brjds2DA4ODgg\n", "Li4OUVFRcnl8fDysrKzw2GOPldsepVJZ678AIiIiIiIiosbI4ja1vJd2qUbZJRsAMGfOHCgUCjlI\n", "UVxcjNdffx1eXl547bXX5Hr29vb4+OOPsWbNGnn9UEpKChYtWoRp06bBw8Ojbl4IEREREREREckk\n", "ce+dvoW4efMmQkJCUFxcjPT0dLRo0QJOTk5455135HSgZ86cwfTp05GSkoLS0lKEhIRg/vz5aNOm\n", "jd75Vq9ejYULF0KSJBQVFWHChAmYMWNGXb8sIiIiIiIiIoIFBySIiIiIiIiIqOGy+CUbZLlu3bqF\n", "p556CgqFApcvXzZ3c6iRW7FiBRQKBebMmWPuphARmRzfc2uOfVgz7L+aYx/WDPuvZiy1/xiQKCM/\n", "Px8zZ86Ev78/goOD0aNHD2zbts3czbJIe/bsQffu3XHq1ClIkmSwTnR0NDp06IBu3brp/AwaNKiO\n", "W2t5Ll++jFmzZqFnz54IDQ1FYGAgunbtiq+++kqv7pkzZzB8+HB06tQJHTt2xNixY5Genm6GVluu\n", "mzdvyhlx7h2PHIcV2717Nx588EF0794dfn5+CAwM1MsuxDFo2Pjx4w2OraCgICgUCsTGxgLgGKzI\n", "77//jqFDh8Lb2xve3t7o27cv4uLiDNZtzOPQmPdcwPg+8vDw0BuP3bp1wxdffFGbL8OsjOnD3bt3\n", "Y9SoUfD390eXLl0QGBiI1157DRkZGQbrr1q1CsHBwQgODkZgYCA+++wzvT3PGgpj+++ZZ55BcHAw\n", "QkJC0LFjRzz88MP4448/9OpyDJrmszPHoL78/HzMnTsX3bt3R0hICDw8PPDAAw/ovbc0tjFobP+t\n", "XLkSoaGh8t/AwYMHY9++fQbrmmz8CZKNGjVKBAQECI1GI4QQYtu2bcLa2lps377dzC2zPA888IA4\n", "deqUmD17tpAkSVy6dEmvTnR0tFi7dq0ZWmf5Vq9eLezt7cXvv/8ul/3888/CyspKfPjhh3LZpUuX\n", "hIuLi3jzzTeFEEIUFxeLsWPHCh8fH5GdnV3n7bZU//73v0VkZKSQJEnMmTNH5xjHYflWrlwp2rdv\n", "L/755x+57MMPPxS+vr7yY47B8o0fP97g2Nq8ebNwdXUVBQUFQgiOwfIcPHhQ2NjYyGNLCCEWLVok\n", "rK2txZ49e3TqNvZxaMx7blX6yMPDo07abUkq60OVSiUkSRLvvvuuKC0tFUIIkZqaKnx8fISnp6de\n", "Hy5evFg0a9ZM/PXXX0IIIZKTk0WrVq3EG2+8UTcvqI4ZMwb79+8vBg8eLLKysoQQQhQUFIinnnpK\n", "2Nvbi/Pnz+vU5Ris+WdnjkH9/issLBQPPPCAeOaZZ0ReXp4QQojs7GwRGhqq8/laiMY3Bo3pvy++\n", "+EIoFAqxbds2IYQQpaWlYsaMGaJJkybyONMy5fhjQOJ/9u7dKyRJEps2bdIpHzp0qPD29jZTqyyX\n", "9s26sj+qa9asqeum1Qu7d+8W77//vl55cHCwCAkJkR+PHz9eODs7yzc2QgiRnp4urKysDD6/Mfr7\n", "77+FUqkUJ06cKDcgwXGo78qVK6JZs2Z6f/Py8vLEL7/8Ij/mGCxfQkKCSE5O1isfPHiweP311+XH\n", "HIOG9e/fX7Rs2VJnbAkhhJ+fnwgKCtIpa+zj0Jj33Kr0UWP7IC5E5X2oUqmEi4uL3vNWrlwpJEkS\n", "q1atksuys7NFixYtxOTJk3XqfvLJJ8La2trg34X6zpgxOHXqVHHkyBGdsuPHjwtJksRXX32lU84x\n", "WLPPzhyDhvtv/vz5wsXFRdy5c0en/PTp0+Ls2bM6ZY1tDBrTfz179hTBwcE6ZTdu3BCSJImZM2fK\n", "ZaYef1yy8T+bNm0CAL0pUQMHDkRycjL++usvczTLYlU01YcqN2TIELz77rt65dnZ2XB3dwcAlJSU\n", "YMuWLejbty9sbW3lOkqlEv7+/ti4cWOdtdeSvfrqq5g7dy4cHR3N3ZR65bvvvkNBQQEiIiJ0yps1\n", "a4aHHnoIAMdgZXr37g1PT0+dsqSkJPz3v//FpEmTzNSq+uPIkSPw8fHRGVsAEBQUhFOnTiEpKQkA\n", "xyFQ+Xsu+6hylfVh69atce3aNb3y++67D8Ddtddau3fvRk5OjsHPjNrfRUNjzOe+hQsXokePHjpl\n", "2dnZAAA3N7daaVd9YsrPzhyDhi1fvhwPPvggmjZtqlOuXcbWmBnTf9bW1igqKtIpKywslI9pmXr8\n", "MSDxPydOnICjoyOcnZ11yr29vQEAiYmJ5mhWvbd7924MHjwYXbt2RZcuXTBlyhSDb/iNXU5ODmbN\n", "moU7d+7gk08+AQAkJyfj9u3b8hgsy8vLC2fPntX7o9HYbNy4Ebdv35ZTAZeH41DfwYMH4ebmhqNH\n", "j+Khhx6S9zGJjo5GQUEBAI7B6li5ciUGDRqk12ccg/okSUJJSYleuZWVFQDg7NmzADgOjVGdPnrr\n", "rbcQFhYGf39/9O/fH19//XWDXXturLIfuLXOnTsHABgwYIBcduLECQDQ629+ZtR15swZvP766xg+\n", "fDhGjx6td5xj0DBj3i84BvWp1WpcvHgRbdu2xbx589CzZ0907NgRgwcPxq5duww+h2NQ1zvvvIOU\n", "lBSsXLkSQgjk5+fjrbfeQvv27TF58mS5nqnHHwMS/5ORkYEWLVrolWvLytvQiMrXvHlzKBQKxMTE\n", "4MSJE9i6dSv++OMPhIaGIi0tzdzNsxgBAQFwdnbG9u3bsWXLFgQHBwP4/zFX3rgsLS3FjRs36rSt\n", "liQvLw9vvvmmwY1Ay+I4NOzy5cvIysrCpEmTsHTpUvzzzz9YtmwZFi9ejMjISAAcg1VVVFSENWvW\n", "4KWXXtIp5xg0rFevXjh//jxu374tlwkh8PfffwP4/29WOQ4rV9U+cnV1hZ+fHw4ePIgzZ85g6tSp\n", "mDZtGp599tk6a3N9UFRUhJUrV+KZZ55B165d5fLy+pufGe/aunUr2rVrh86dOyMoKAjr16+HQqF7\n", "y8ExaJix7xccg/q0WSNWrFiB1NRUHDhwAKdOnULfvn3x8MMP44cfftCpzzGob9iwYfjxxx/x4Ycf\n", "wtXVFS4uLjh//jz27NkDpVIp1zP1+GNAgmrNjBkzsGHDBri6ugK4u5vtqlWroFKp8MEHH5i5dZbj\n", "9OnTuHPnDl577TUMHDgQn3/+ubmbVC98/PHHCA8PR58+fSqsx3FoWH5+PgoKCvD222/Dx8cHANCn\n", "Tx+8/PLL+OWXX3DgwAEzt7D++emnn2BjY4MRI0bolHMMGjZnzhwUFhZi6tSpuHPnDoqLi/HJJ5/I\n", "WSHunXJLpvPnn39iwoQJUCgUkCQJUVFRmDx5MtavX28wI0Jj9fbbb6N58+ZYunSpuZtSr4wYMQJX\n", "rlxBWloasrOz0blzZ5w6dUqnDsegYXy/qL78/HwAd2c6LVy4EE2aNIGNjQ1mz56NDh066GUQ4xjU\n", "t3TpUjz66KP48MMPkZmZiaysLDz88MPo0aMHfvnll1q7LgMS/+Pq6ip/G1MW176ZVkBAABwcHHD4\n", "8GFzN8WiWFtbY8KECRg3bhzeeustpKSkyG9G5Y1LKysrvSVGjUVKSgqWL1+OefPm6R0zZqodxyHg\n", "4OAAADrf+pV9/Oeff8p/9zgGjbNixQo8//zzet8EGsIxCISHh2Pv3r1Qq9UICgpCr169kJubi9mz\n", "ZwMA2rdvDwD8W2gEU/RR7969AaBRj8myPv/8c8TFxWHPnj2ws7PTOVZef/Mzo67WrVvju+++Q25u\n", "Ll555ZVK63MMGmbo/YJjUJ/2c42vr69OQFuSJHTp0gUpKSmVzqZrzGPw5s2bmDZtGiIiIvDUU09B\n", "kiRYW1tj5syZ8PLy0lkeberxx4DE/3Tr1g1ZWVm4efOmTnlycjIAyNPoyXjlrY9WKBQoLS2t49ZY\n", "lvz8fIN9EBwcjJKSEhw7dgw+Pj5wcHCQx2BZycnJ8Pf3h42NTV001+LEx8fDzs4OERERct5o7eaM\n", "y5cvR7du3TB27FgAHIflCQgIAAC9PtCu3y8tLYW3tzfHoJEuXLiAgwcP4vnnn9c7xjFYvj59+mDr\n", "1q24ePEijh49ig8++ADXr19HixYt0KVLFwDgODRCVfooPz/fYOCi7P/9xu6jjz7Cli1b8Ntvv6Fl\n", "y5Z6x7t16wYAev3d2D8z5uXl6ZU1a9YMPj4+OpvDcwyWz9j3C45Bfb6+vrC2tjY4fu4dWxyD+s6f\n", "P4/CwkKDm3/6+fkhPT0dmZmZAEw//hiQ+J/HH38cABAXF6dTHh8fD29vb4SGhpqjWfVamzZtoFKp\n", "dMqSkpKQlZWltwtzYzN06FA5s0tZqampAO5GHhUKBUaOHImDBw/KO9wCgEqlwtmzZ+Ux2xg999xz\n", "SE1NxfHjx+WfnTt3AgBeeuklHD9+HDExMQA4Dsuj3SdCu15fSzuttmfPnhyDVfD111/jkUce0Vlj\n", "qcUxaNiVK1f0MlgJIbBjxw48++yz8g20lZUVx2ElqtJHP/zwg8ENBrW/i8Y8JoG7yzT27NmDuLg4\n", "OXvT9u3b8f7778t1hg0bBgcHB4OfGa2srPDYY4/VaZstQWpqKlxdXfVu5EpKSnD16lX5G1WAY7Ai\n", "xr5fcAzqa968OQYPHowLFy7gzp07OsdOnToFT09PeRxyDOpr1aoVgP+/FykrNTUVzZo1k/8mmnz8\n", "VSlJaAM3evRoERAQIDIzM4UQQmzfvl1YW1uL7du3m7lllkubyzY1NVXvmCRJ4tlnn5VzAd+6dUsM\n", "HjxYtGzZUly4cKGum2pRHnjgAdGlSxedftu7d6+wt7cXvXv3lnMFX7p0Sbi6uoo333xTCCFEUVGR\n", "ePLJJ4Wvr6/IyckxS9stVUpKipAkSURHR+uUcxwaVlpaKsLDw0VAQIC4du2aEEKI8+fPC6VSKR5+\n", "+GG5Hsdg5QoKCoSbm5uIi4szeJxj0LB169aJ9u3bC5VKJYS4O7befPNNERgYKLKysnTqchzeVdF7\n", "rrF9tHr1amFtbS22bt0qlx0+fFg4OTmJiIiI2n8RZlZRH06ZMkU4OzuLr7/+Wqxbt07+eeGFF8T4\n", "8eN16i5ZskQ0b95cHD16VAghRHJysmjdurV444036uR1mEt5/ad9D54xY4YoKCgQQtz92zht2jQh\n", "SZJYvHixXJdj0DSfnTkG9fvvxIkTws7OTkyfPl0uW7x4sVAoFGLTpk1yWWMegxX138iRI4WNjY3Y\n", "s2ePXLZq1Sr5/3ZZphx/DEiUkZ+fL2bOnCk6duwounTpIrp37y62bdtm7mZZpDfffFN4eHgIJycn\n", "oVAoRNu2bYWHh4c8KIUQIiYmRkRGRorAwEDRuXNn0a5dOzF27Fhx/vx5M7bcMhw+fFg8//zzIjAw\n", "UHTp0kV4e3uLTp06iVmzZul9uD59+rQYNmyY8Pf3F35+fmLMmDEiLS3NTC23PDdu3BAeHh6ibdu2\n", "QqFQCCcnJ+Hh4SG++eYbIQTHYUWys7PFq6++Kjp06CA6deok/Pz8xOzZs0VhYaFOPY7Bin3//ffC\n", "z8+v3OMcg4YdO3ZMDBkyRLRv314EBweLrl27iunTp4tbt24ZrN+Yx6Ex77lCGNdHarVafPTRR6JX\n", "r14iKChI+Pr6ik6dOon3339f7/9+Q1JZH/79999CkiShUCiEJEk6PwqFQkyYMEHvnKtWrRJBQUGi\n", "S5cuolOnTuLTTz+t65dVZyrrv8LCQvHNN9+IoUOHioCAABEUFCTatm0rBgwYIDZv3qxzLo5B0312\n", "5hjU/zv4559/igcffFB06NBBeHt7i/DwcLFr1y6dOo1xDBrTf/n5+WL+/Pmia9euIjAwUAQGBope\n", "vXqJ1atXy1+WlmWq8ScJ0YiTrRIRERERERGRWXAPCSIiIiIiIiKqcwxIEBEREREREVGdY0CCiIiI\n", "iIiIiOocAxJEREREREREVOcYkCAiIiIiIiKiOseABBERERERERHVOQYkiIiIiIiIiKjOMSBBRERE\n", "RERERHWOAQkiIiIiIiIiqnMMSBARERERERFRnWNAgoiIqBZ17NgR7u7uUCgUaNKkCZRKJaKjo83d\n", "LIvQsWNHuLi4QKFQYM6cOeZujslNmDABSqUSCoUCAwYMMHdziIiILA4DEkRERLXo3Llz+PPPPwEA\n", "ffv2hUqlqnFAYvz48VAoFLh8+bIJWmg+586dw48//ggAkCTJzK0xvdWrV0OlUgFomK+PiIiophiQ\n", "ICIiqmVCCJOfs6Hc4NZG3xAREVH9wIAEERFRPSSE4M08ERER1WsMSBAREZnJ888/r7PHwNGjRzFw\n", "4EC0bt0a7dq1wwsvvICcnBy5/rlz56BUKrFp0yYAQI8ePaBUKqFUKrF+/Xq5nhACK1asQGhoKJyd\n", "neHs7IyePXti5cqVFV7/2LFjGDx4MO677z4oFAq4ubnJx62srKBUKrF06VL5+R4eHmjRogWaNWuG\n", "gQMHAgBUKhXeffdd9OjRA23btkXLli0REBCADz/8EEVFRTXqr7i4OCiVSjRr1gwKhQL//PMPXnnl\n", "Ffj4+MDR0RHh4eE4cuSIznMeeOABg/tUrF69GkqlElZWVvD09JTL8/LyoFQq4eTkBIVCgTVr1mDB\n", "ggUIDAyEvb09QkNDsWPHDgDAt99+i65du8LR0RFdu3aVy8tz5MgRDBw4EO3atYOjoyOGDx+OkydP\n", "Gqy7efNm3H///fLvLzg4GPPmzUNxcbFc5/3339d5DSkpKRg5ciTat28PhUIBhYIf84iIyMIJIiIi\n", "qlUpKSlCkiQxYMAAg8clSRLe3t7iiSeeEJmZmUIIIbZt2yasrKzEmDFj9Oo/++yzQpIkcenSJYPn\n", "GzdunLC1tRUbNmwQJSUlorCwUCxfvlwoFArx4osvlnv9iIgIcfXqVSGEEIsXLxaenp5CCCF69uwp\n", "bGxsRFpamt5zR4wYIT7//HP58X/+8x9hbW0t1q9fL5dt375d2NnZiSeeeELv+b/99puQJEnMmTPH\n", "4GsxZPz48UKSJDFo0CCxb98+IYQQKpVKdOnSRTg4OIiMjAyd+nv37i33Gh4eHvLrLGvNmjVCkiQR\n", "Ghoq1q9fL0pLS0VmZqYICQkR1tbWYsaMGeLTTz8VRUVFIi8vTwwbNkzY2NiI1NRUvXNJkiQ8PDzE\n", "oEGDREpKihBCiOTkZNG1a1fRokULcfLkSZ367733npAkScyfP18UFhaK0tJSsWXLFtG8eXMxfPhw\n", "UVpaqvcaXF1dxZAhQ8Tp06eFEHf7XKFQGN2nRERE5sCABBERUS0zJiBha2sr0tPTdcp79+4tmjRp\n", "IoqLi3XKKwpIbNmyRUiSJF555RW9Y6NHjxaSJIkjR47oXd/Gxka+WRZCiFu3bol169YJIYRYvXq1\n", "kCRJvPfeezrPu3TpkrCzsxMajUYui4uLEy+99JLetWfMmCEkSRJnz57VKa9OQEL7+j/77DOd8hUr\n", "VghJksR3331n9DU6dOhgMCChfc2RkZE65d98842QJEl07dpVpzwuLk5IkiTmzZundy5JkoS1tbU4\n", "f/68Tvkff/yhNy7++usvIUmSeOSRR/TOo+3DTZs26b0GSZLE/v375bKSkhKxZMkSvXMQERFZEs7l\n", "IyIisgDe3t5QKpU6ZR4eHigsLERGRobR51m3bh0AYPjw4XrHevfuDQDYunWr3jEvLy94eHjIjx0d\n", "HfH0008DAMaMGQMnJyd88803KCkpket8/fXXGDlyJJydneWyQYMG6Szr0PL39weAcpcoVEe/fv3+\n", "r717Camq6+M4/tsbL3lBU1H3UUO7FwQWdqFCUJo5EYVqEHZRug6LiCyokdEojOjQRIiaNAgMDILI\n", "gQQNwls1iaOZhZw6RZGdULv4fwbheZ7TOZX62nl83/f7gTPYa+29/muvNdicP2uvHXVcWloqSRoZ\n", "GZmzGFu2bIk6XrRoUdzykpISSdLLly/jtlNWVqbly5dHlW3cuFG5ubnq6urS+/fvJSny6s1M5y81\n", "NVWVlZWRY9d1deTIkZ/fGAAA80DSv90BAAAgFRQUxJSlpqZKkj5//jztdp4+fSpJamhoUFJS9GP+\n", "69evyszMVCgUirnO87yftrlgwQLt2bNHra2tunXrlurr6/Xlyxe1tbXp5s2bMTGuXr2qa9euaXh4\n", "WGNjY3IcR2NjY5K+79EwV34cs9mM1+/k5+dHHaekpMQtn4r96dOnuO0UFRXFLS8uLta7d+80MDCg\n", "DRs2ROavubk5as8LSfr27ZsyMzPjJqgKCwuncTcAAMwvrJAAAGAemOsNCDs6OhQMBqN+b9680ejo\n", "qK5cuTLj+IcOHZIk+f1+SVJ7e7sKCgq0efPmqPMaGxu1f/9+rVu3Tr29vXr16pWCwaBaW1vn6M6m\n", "3+fpmJycnFWMuZqv8fHxuOV+vz9m/kKhkEZHR3Xnzp0/1h8AABKJpxcAAP9DVq9eLUl68eJF3Pqu\n", "ri4NDw/PuN2VK1eqqqpKnZ2dCgQC8vv9kSTFlA8fPuj69evKyMjQhQsXtHDhwkid/YufKE1OTpak\n", "mK98mJlev36dkD4Eg8GYMjNTMBiU4zhatmyZpN/P38OHDyOrKAAA+G9HQgIAgD/McZw5bS8jI0PS\n", "33+w79+/r5aWFknS7t27JUk3btyIue7Ro0eqqqrS27dvZxX38OHDMjMdPXpU3d3damhoiKpPTk6W\n", "67pyHCcmAfH8+fNZxZwLU/s7/NiHBw8e/MefIp2uoaEhBQKBqLLOzk6Fw2FVV1crJydH0vdXbRzH\n", "iTt/oVBIlZWVevLkSUL6DADAn0ZCAgCAP2zqz/mvVgnMpK68vFyS1NfXJzOT3+9Xb2+vJKm2tlaN\n", "jY1qb2/XpUuXIvsp9PT0aMeOHWpqalJFRcWM4k+pq6tTYWGhbt++rV27dkUSI1PS09NVX1+vcDis\n", "48ePa2JiQtL3VRkXL178ZZzZrKCYblulpaVav369Ojo61N3dLel7cuL8+fPKy8ub1bzMtDwnJ0dN\n", "TU2R1SlDQ0M6duyYsrKyol5nWbt2rc6ePauenh41NzdH9twIBAKqq6tTdXW16urqph0XAIB5LbEf\n", "9QAA4P/LihUrLD8/31zXtdTUVPM8z86cOWNmZidPnjTP88x1XUtJSTHP8+zevXs2MDBgnudZWlqa\n", "ua5r+fn51tjYGGlzfHzc9u7da4WFhebz+Wzbtm327NmzqLhtbW22adMmy83NtZKSEquoqDC/32+T\n", "k5PhJgbsAAABg0lEQVSRc/4Zf6pvP37m8kenT58213Wtv78/bn04HLYTJ07Y0qVLLT093RYvXmw7\n", "d+60U6dOmeM4lp2dbatWrYqMTW5urrmua5mZmebz+WxwcPCnsfv6+mLG5cCBA2ZmVlNTE9PWx48f\n", "I9eOjIzY9u3braCgwHw+n9XW1trg4KCVlZVZUlKSeZ5nLS0tZma2ZMkSy87ONtd1LTs728rLy38a\n", "Y2Jiwg4ePBiZ47S0NPP5fNbf32/79u2LjG91dbXdvXvXtm7dakVFRZaVlWU1NTX2+PHjuPfa3t5u\n", "VVVVlpeXZ8XFxbZmzRo7d+6cjY2NRc65fPmyeZ5nSUlJkXuoqKj45fwBADCfOGak1AEAAAAAQGLx\n", "ygYAAAAAAEg4EhIAAAAAACDhSEgAAAAAAICEIyEBAAAAAAASjoQEAAAAAABIOBISAAAAAAAg4UhI\n", "AAAAAACAhCMhAQAAAAAAEo6EBAAAAAAASDgSEgAAAAAAIOFISAAAAAAAgIQjIQEAAAAAABLuL+3z\n", "2yCZzTGHAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "lin8j\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABCQAAAKzCAYAAADGJdzIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XlYVNX/B/D3HRAEWURQQBQYAZVFmAFcwAUVNc1SrFzC\n", "lTQzsxQtLbPEpW/umktZKpGaWZlrppXikhsq4Jobm6KyL4KIgvD5/cEz98dl2NEZsM/reebROXPu\n", "ueeee+9w72fOPUcgIgJjjDHGGGOMMcaYBsm0XQHGGGOMMcYYY4z993BAgjHGGGOMMcYYYxrHAQnG\n", "GGOMMcYYY4xpHAckGGOMMcYYY4wxpnEckGCMMcYYY4wxxpjGcUCCMcYYY4wxxhhjGscBCcYYY4wx\n", "xhhjjGkcByQYY4wxxhhjjDGmcRyQYIwxxhhjjDHGmMZxQIIxxhhjjDHGGGMaVy8DEhcuXMDgwYPh\n", "4uICd3d3uLu7Y8mSJSgqKhLzhISEwM7ODkqlUvLy9/cvt8zQ0FB4eHjAw8MDrq6uWLp0KYhIU5vE\n", "GGOMMcYYY4yxUnS1XYGy7ty5g169emHgwIG4dOkSdHV1ce7cOfj5+SElJQXLly8HAAiCgAULFmDM\n", "mDFVlrlu3Tp89NFH+Oeff+Dl5YX4+Hj4+PggPT0dixcvft6bxBhjjDHGGGOMsTLqXQ+J/fv348GD\n", "B/jwww+hq1sSL+nYsSP69u2LH3/8UZK3Oj0ccnNzMXv2bAQFBcHLywsAIJfLERwcjBUrViA+Pv7Z\n", "bwRjjDHGGGOMMcYqVe8CEjo6OgCAwsJCSXpBQQEaNWpU4/IOHjyI3NxctUc5evfujaKiIvz222+1\n", "ryxjjDHGGGOMMcZqpd4FJAIDA+Hq6oqQkBA8ePAAQEmviaNHj2LBggWSvAcPHkTfvn2hUCjg7u6O\n", "qVOnIjk5WZLnwoULAAAHBwdJuur9pUuXntemMMYYY4wxxhhjrAL1LiBhZGSE8PBw6OjowMLCAtbW\n", "1hg7dizWr1+PcePGifkMDQ0hk8nw008/4cKFC9i7dy8iIiLg5eWFe/fuifnS0tIAACYmJpL1qN6r\n", "PmeMMcYYY4wxxpjm1LtBLW/duoU+ffqgU6dOSE9Ph6mpKc6ePYuAgACcOnUK3377LQDgo48+kixn\n", "b2+P0NBQuLm5YeHChfjmm2/qXJekpCQkJSXVuRzGGGOMMcYYY6yhsba2hrW19XMrv94FJObMmYN7\n", "9+5hw4YNMDU1BQB06tQJs2bNQnBwMN544w307du33GVdXFxgbGyMU6dOiWkWFhYAgJycHEle1fvm\n", "zZuXW1ZSUhK8vb1x//79Om8TY4wxxhhjjDHW0LRs2RLnz59/bkGJeheQuHTpEpo3b46mTZtK0tu2\n", "bQsAuHjxIvr27Yvk5GRYWVmpLS+TyVBcXCy+VyqVAIC4uDh4eHiI6XFxcQAgSSstKSkJ9+/fx9at\n", "W+Hs7Fy3jfqPmjZtGlatWqXtajRo3IZ1w+1XN9x+dcdtWDfcfnXHbVg33H51x21YN9x+dcPtVzfX\n", "rl3DqFGjkJSU9N8JSFhZWSEmJgZ5eXlo0qSJmJ6QkCB+DpREau7duydpmNjYWDx48ABDhgwR0wYM\n", "GABjY2McOnRIkn748GHo6Ojg9ddfr7Q+zs7O8PT0fBab9p/TtGlTbrs64jasG26/uuH2qztuw7rh\n", "9qs7bsO64farO27DuuH2qxtuv/qv3g1qOW3aNBQXFyM4OBhPnz4FUNKbYenSpZDL5XjttdfEvJ98\n", "8gkeP34MAHjw4AHeffddNG3aFLNnzxbzGBkZ4csvv0RYWBiioqIAAPHx8Vi1ahWmT58Oe3t7zW0c\n", "05iMjAxkZGRouxqMMcYYY4wxxipQ73pIDB48GOHh4Vi0aBHc3Nygp6eHoqIiDB48GLNnz4ahoSEA\n", "YNu2bfj555/h7e0NQRDw4MEDdOvWDREREXB0dJSUOXnyZBgYGGDcuHEQBAGFhYWYPn262sCYrOFL\n", "TU1FQECA2KPG3t4eu3fvRosWLbRbMcYYY4wxxhhjEvUuIAEAfn5+8PPzqzTPiBEjMGLEiGqXGRQU\n", "hKCgoLpWjdVzAQEBOH36tPg+KSkJQ4YMwcmTJ7VYK8YYY4wxxhhjZdW7RzbYi+PNN9/U6PoyMjLE\n", "nhGlxcfHN9jHNzTdhi8abr+64farO27DuuH2qztuw7rh9qs7bsO64farG26/+k8gItJ2JeqjqKgo\n", "eHl5ITIykgdCaSAyMjLQoUMHJCUlSdKtra1x+fJlmJuba6lmjDHGGGOMMdawaOKemHtIsBeGubl5\n", "uYOUyuVyDkYwxhhjjDHGWD3DAQn2Qtm9ezd8fX2hr68PAOjQoQN27dql5VoxxhhjjDHGGCuLAxLs\n", "hdKiRQucPHkSrVu3BgDMnj2bZ9hgjDHGGGOMsXqIAxLshVNUVIQ7d+4AgPgvY4wxxhhjjLH6hQMS\n", "7IVz9+5dFBQUAOCABGOMMcYYY4zVVxyQYC+c2NhYAICTkxMHJBhjjDHGGGOsnuKABHvhxMbGQiaT\n", "oUePHhyQYIwxxhhjjLF6igMS7IUTGxuL1q1bw9HRkQMSjDHGGGOMMVZPcUCCvXBiYmLg4OCA1q1b\n", "IysrCw8fPtR2lRhj/wH29vZwdXWFUqmEUqmEk5MTZDIZ7OzsxDRXV1fI5XJtV7VCDx48QEhICC5e\n", "vFhl3vz8fCiVSlhbW0Mmk8HV1RWzZs1Sy7d3714MHDgQbm5uYhuMHDkSUVFRanl79+4NOzs7yGQy\n", "ODk5YfTo0c9kuxhjjDFWP3FAgr1wYmNj4ejoCFtbWwBAYmKilmvEGPsvEAQBBw4cQHR0NKKjo7Fx\n", "40YAwIIFC8S0P/74Q8u1rFxWVhbmz59frYCEgYEBoqOjMWnSJADAgQMHsHjxYvFzIsKECRMwbdo0\n", "zJ49G1euXEF0dDQuXbqEPn36oEePHli3bp2kzPDwcMyfPx8AsGnTJmzZsuUZbh1jjDHG6htdbVeA\n", "sWeJiBAbG4s333xTDEjcuXMHzs7OWq4ZY+xF5+fnh8aNG4vviUgtT+PGjdGzZ08N1qp2yqt7TfMu\n", "XLgQmzdvxoULF+Di4iKm6+joICgoCPn5+Xj//ffRrl079OnTp1brZowxxljDxj0k2AslPT0dubm5\n", "cHBwQMuWLSGTyXgcCcaYRoSFhaFFixaV5rG0tMT333+PnTt3ol+/fvDy8oJSqUSnTp2wfft2Sd5R\n", "o0aJjy8cP34cb7zxBpRKJWQyGYKDgwEAjx8/xgcffIAWLVrAzc0NL730Evbt2yc+KlL6kYf79+9j\n", "zJgxsLe3R7t27eDl5YXffvtN/Hzbtm0YOHAgAODzzz8XHzO5fv16jdsiKysLixYtQr9+/STBiNIm\n", "TJgAY2NjzJkzp8blM8YYY+zFwD0k2AslJiYGAODg4IBGjRqhZcuWHJBgjNU7GzZswODBg/Hee+8B\n", "AK5evQo/Pz8YGhpi0KBBAICtW7fihx9+QFBQEL744gts3boVzZs3x7x58/DgwQMAwOTJk7Fnzx4c\n", "O3YMbm5uSElJwSuvvAKg5FGRMWPGAACys7PRrVs32Nvb49q1azAwMMC+ffsQEBCAbdu2Yfjw4QgM\n", "DETXrl0hl8sly9bGoUOHkJ+fDx8fnwrz6OnpQalU4tixY8jIyIC5uXmt18cYY4yxhokDEuyFEhsb\n", "C6AkIAEAtra2DTYgkZGRAQB8kc7+07y9vZGcnPxc12FlZYXz588/13WUtXbtWsnglq6urujTpw++\n", "/fZbMSAB/P/jC2+99RaaN28OAPjwww/x6NEj3Lp1C5s3b8aMGTPg5uYGoKQHxrRp09QGg1y5ciUS\n", "EhLw66+/wsDAAADw6quvolevXvj0008xfPhwyfrqKiEhQaxPZaysrMT8/F3HGGOM/fdwQII1KFXd\n", "pMfGxqJFixYwNjYG0DADEqmpqQgICBAv6O3t7bF79+4qu4Iz9iJKTk7GvXv3tF2NZ87AwABTp07F\n", "6dOnUVhYKD5eVtF5rgo4AECTJk3QpEkTHDx4EMXFxejYsWOFeVX++usvGBoawtPTUy1veHg4EhMT\n", "0bp162ewZYwxxhhj1ccBCdYgVPcmPTY2VuwdAQCtW7fG2bNnNVnVOgsICMDp06fF90lJSRgyZAhO\n", "njypxVoxph2qX9Ab+jpKy8vLQ69evdC8eXMcOHBA7PkQFBSEo0ePlruMKsha2v379wEAZmZmknRT\n", "U1O1vOnp6SgsLFQLSDx8+BBWVlZIT09/pgEJVe+Pqnq3JCcnQyaT1eupUBljjDH2/HBAgjUI1b1J\n", "j4mJkQQkbG1tcffuXRQXF0Mmq/9juGZkZIhBl9Li4+P5GWv2n6TpRyk04dSpU7h16xa+/PJLMRgB\n", "1PxxiZYtWwIAMjMzJenZ2dlqeS0sLJCZmYno6Oha1Ljm/P39YWBggFOnTlWY5/Hjx4iKioKPjw+a\n", "NWumkXoxxhhjrH6p/3do7D+vqpv00mJjY+Ho6Ci+t7W1RUFBAVJTU593NRljrFqePHkCABAEQZKe\n", "lJSkllYZHx8fyGQytV5gly9fVsvbv39/ZGVl4fbt25L0mJgYBAYGoqioCADQqFEjAP8fHLl27Rou\n", "XrxY7TqpmJmZ4eOPP8ahQ4dw9erVcvNs2rQJeXl5+OKLL2pcPmOMMcZeDByQYC+M3NxcpKamqvWQ\n", "ANBgxpEwNzeHvb29WrpcLufeEYw1UGV7PnTt2hXm5uZYs2YN8vLyAADh4eE4fPhwhb0kykt3dHTE\n", "2LFjERoaKgYhkpOTERoaqpZ32rRpcHBwwJQpU8R1Zmdn47333kOrVq2go6MDoGQQSgMDAyQmJgIA\n", "5s+fj3379tVqOz/77DOMGTMGr776Kk6cOCGmP336FKGhofjkk0+wYcMG9OjRo9rbzBhjjLEXCwck\n", "WL1X3Zv0uLg4AGjQAQkA2L17N9q0aQMAMDIygq+vL3bt2qXlWjHGamLo0KF4++23IQgCPv/8c/Tr\n", "10/8zMzMDPv378fTp0/h5OSEnj17Yvv27ejfvz/u378PT09PXLt2DVOmTMHcuXMhCAJefvllBAQE\n", "qK3n66+/xqhRo+Dv748OHTrgnXfeweeffw5A2gPD1NQUJ06cQPPmzeHs7AyFQgF/f3/07dsXS5Ys\n", "EfPp6upi1apV2LRpEzw8PJCZmYnJkyeXu435+flQKpX49ttvxTrOmjVLkmfjxo1YsWIFFi5cCFdX\n", "VyiVSnh4eODo0aM4efIkgoKCJPl79+4tbvOECRPUZgthjDHG2ItFIP4JolxRUVHw8vJCZGSk2iBg\n", "TPNUPR8ePnwIAOjcuTP27t0rGdTyt99+wxtvvIGUlBQxnYhgbGyM+fPnY/r06Vqpe22EhIRg3rx5\n", "GDVqFLZs2aLt6jDGGpCoqCh4e3vjt99+w5AhQ7RdHcYYY4w1UJq4J+YeEqxBMDU1RUFBAcaPHw8A\n", "mDt3brkzbBgbG0sGiRMEoUFO/akamT4rK0vLNWGM1WchISG4du2aJE31+IZCodBGlRhjjDHGqo0D\n", "EqxBiI6ORkFBASZOnAgbGxuEh4er5VFN+Vl2ULjWrVs3uIBESkoKgJJB7hhjrCI3btzA/PnzUVBQ\n", "AABITEzEokWLMGzYMJ5KkzHGGGP1HgckWIMQEREBfX19KBQK9O7du9KARFkNuYdEfQtIZGRkqM1s\n", "whjTnhEjRiAtLQ0eHh5wdXVFz549MXjwYGzevFnbVWOMMcYYq5KutivAWHWcOXMGnp6e0NPTQ+/e\n", "vbF161ZkZmZK5q6PiYnB8OHD1Za1tbXF3r17NVndOktOToaZmRlSUlJQVFQkjoCvLampqQgICBCn\n", "X7W3t8fu3bvVHpthjGnW4MGDMXjwYG1XgzHGGGOsVriHBGsQIiIi0KVLFwBAr169QEQ4duyY+HlB\n", "QQESExPh6OiotqytrS1SU1ORn5+vsfrWBREhJSUFSqUSxcXFSEtL03aVEBAQgNOnTyMpKQlJSUk4\n", "ffo0D5bHGGOMMcYYqxMOSLB6LzU1FfHx8ejcuTMAwM7ODg4ODpLHNhISElBcXFzhIxsAcPfuXc1U\n", "uI5yc3PF6fQA7T+2kZGRIfaMKC0+Pp4f32CMMcYYY4zVGgckWL0XEREBAGIPCaBkrvrDhw+L72Nj\n", "YwGg0oBEQxlHQjWgpWqEfG0HJBhjjDHGGGPseeCABKv3zpw5AysrKzGwAJQEJK5duyberMfExKBR\n", "o0Zo1aqV2vKqtIYSkFANaOnh4QFBELQekDA3N4e9vb1aulwuh7m5ueYrxBhjjDHGGHshcECC1Xtn\n", "zpxB586dJdN59urVCwBw5MgRACU9JORyebmDP+rr68PS0rLBBSRatWoFCwsLrQckAODHH3+Erq6u\n", "2L4dO3bErl27tFwrxhhjjDHGWEPGAQlWrxUVFeHcuXOSxzUAwNLSEm5ubuI4ErGxseUOaKnSkKb+\n", "TElJgZ6eHpo2bQpra+t6EZDYu3cviAihoaEAgLVr1/IMG4wxxhhjjLE64Wk/q2nfvn2YMWMGCgoK\n", "UFhYiMLCQvH/T58+hUwmg46OTrmv0p+1bt0aoaGhaNOmjbY3qUG4du0acnNz1QISQMljG/v27QNQ\n", "EpDo06dPheU0pIBEcnIyLC0tIQhCvQhIFBQUYNmyZQgMDMQrr7wCALh9+zY6deqk1XoxxhhjjDHG\n", "GjYOSFRTXl4ebt26Vedy4uLiMGTIEJw5cwYGBgbPoGYvtoiICMhkMnh7e6t91rt3b6xevRpxcXGI\n", "i4srd0BLFVtbW/zxxx/Ps6rPTEpKCqysrAAA1tbWuH79ulbr8+OPP+Lu3buYNWsWzMzMYGRk1GCC\n", "O4wxxhhjjLH6ix/ZqCZDQ0OYmZnB0tISrVq1glwuR9u2beHq6goPDw906NABLi4uaNeuHZycnNCm\n", "TRvY2dmhVatWaNmyJSwtLcUAxKVLl/DBBx9oeYsahjNnzsDNzQ1GRkZqn/n5+UEmk2HLli148uRJ\n", "lQGJO3fugIieZ3WfCVUPCQBa7yFRVFSExYsXY/DgwXB1dYUgCLC1tcXt27e1VifGGHve9u/fD6VS\n", "CQ8PDzg5OWHOnDm1Lmv69OlwcnKCTCbDsWPHnmEtK7Zt2zYolUrIZDLMmzdPI+v8L+jduzesrKwg\n", "k/Hlc0VGjBgBOzs7yGQy/vGCMVYt/I1aTYMGDUJmZiaSk5ORmJiIuLg43LhxA1euXMGFCxdw6dIl\n", "XL16FdevX8fNmzcRGxuLhIQEJCYm4t69e0hOTsa5c+dgaGgIANi4cSM2b96s5a2q/yIiItC5c+dy\n", "P2vatCk8PT3x3XffAUCVY0jk5+cjIyPjudTzWSrbQyIpKUkrgZSMjAxs2bIFN27cwCeffCKm29nZ\n", "8UUGY+XIz8+HUqmEtbU1ZDIZXF1dMWvWLLV8e/fuxcCBA+Hm5galUglXV1eMHDkSUVFRanl79+4t\n", "Xtw7OTlh9OjRmtiU/7SkpCQMHToU7777Li5evIjt27fj1KlTtS5vxYoV2LhxIwBIBmd+ngIDAxEd\n", "HV2ndSYkJCAkJIQD0KWEh4fj3Xff1dh+bIi2b9+O+fPna7sajLEGhAMSGuTq6or169eL7ydNmoQr\n", "V65osUb1W25uLq5cuVLu+BEAkJqaivv37+P+/fsAgKCgIKSmppabVzVlaEO4kU5OTpYEJAoKCpCV\n", "laWx9aempsLX1xcdOnTA22+/DRMTE8jlcvFz7iHBWPkMDAwQHR2NSZMmAQAOHDiAxYsXi58TESZM\n", "mIBp06Zh9uzZuHLlCqKjo3Hp0iX06dMHPXr0wLp16yRlhoeHixf3mzZtwpYtW2pcr3HjxiEoKKgO\n", "W/bfcvbsWTx+/Bg9e/YEAHh5eeHPP/+sU5kNoXdeWQkJCZg/fz5/35dBRA1yf2oStw9jrCY4IKFh\n", "o0ePxoQJEwCU/Jo2dOhQPHz4UMu1qp/OnTsHIqowIBEQECAGI4CSxzuGDBlSbt7WrVsDqP8BCSJC\n", "SkqK5JENABp9bCMgIACnT59GUlISnj59ipycHEm7NqQBQhnThoouxhcuXIjNmzfj999/R9euXcV0\n", "HR0dBAUFYcmSJfjggw9w6NChapVXXYIg8C+6NaAKAOvr64tpjRo10lZ1tI5vLhljjD1PHJDQgtWr\n", "V8PDwwMAcP36dbzzzjv8B78cERERMDExQfv27dU+y8jIQEJCglp6fHx8uY9lNG/eHPr6+vX+Rjo7\n", "OxsFBQWSHhKA5gIS1WlXOzs7ZGZmciCNsRrIysrCokWL0K9fP7i4uJSbZ8KECTA2Nq7TeAUVqenf\n", "mBMnTkCpVEJfXx9BQUFYs2YNunXrBktLS7z22mvIyMjAX3/9hb59+8Le3h5+fn6IiYlRK+fgwYPo\n", "0qULnJycIJfLMWzYMLXvmJ07d6Jfv37w8vKCUqlEp06dsH37dkmeUaNGiY+uHDt2DEOGDIGbmxsc\n", "HR3F6YirUlhYiPnz56Ndu3ZwdnaGg4MDPvzwQzx69EjMM3LkSMydOxcA8PLLL0OpVGLt2rUVlnnh\n", "wgUEBgZCoVDA09MTCoUC8+fPR0FBQbn509LSMHLkSCiVSpibm2PMmDFqPeC++uorKJVKeHl5wcPD\n", "A8OHD8fx48cleSIjIzFgwADY29vDwcEBfn5+OHLkSKXbf/nyZck+VRk1apTauAjLli3D22+/DaDk\n", "uFQqlVAqlXjw4AGAkuNp5cqVcHZ2FttyxowZyM/Pr7QOQPX2N1AyDkbHjh3Fdnj11VexZ88eAICv\n", "ry8aNWoEMzMzeHp6isf3yJEj0aJFC7Ru3Rrbtm2TjPlw8eJFDBgwAO3bt4erq2u5A13HxMRg6NCh\n", "sLOzg0KhgEKhwEcffVTu38XKyit7/qxbtw7du3dHixYtIJPJkJOTI65v2LBhsLOzQ9u2bdGxY0fs\n", "2LFDLCcuLg5KpRLGxsbo1asXtm/fjp49e8LW1hY9e/YUB1v/999/4ezsDJlMBltbW4wfPx5AyQ9f\n", "CoUChoaGcHFxKXdw9pUrV8LS0hIymQzu7u749ddfAQC7du2Cs7MzDAwM8PrrrwMAjh49ioCAAHh6\n", "eoqvdevWVfn98r///Q+Ojo6ScVRiY2OhUCjUjsfS9arq+KrOucIYawCIlSsyMpIAUGRk5HMp/+bN\n", "m2RsbEwACACtX7/+uaynoUpPT6f+/ftTnz59Kvzc2tpabD/Vy9ramtLT08tdxtHRkWbMmPE8q11n\n", "//77LwGg48ePExHRo0ePCABt3rxZI+uvTrseP36cANDVq1c1UifG7t+/T5GRkeW+kpOTJXnT0tIq\n", "zJuYmCjJ++DBA7p///4zr+/cuXNJEAS6ffu2mPbLL7+QIAi0cOHCSpft2bMnCYIg+R77/vvvSRAE\n", "OnbsWK3qM27cOAoKCqrVsvb29mRjY0O7du0iopJ9YWpqSj169KCPP/6YiIgKCgrI19eXevbsKVl2\n", "586dpKOjQ19//TURET19+pRGjBhBrVq1oszMTDFf//79ae3ateL7K1eukLm5Oe3Zs0dSXlhYGAmC\n", "QEOGDKHc3FwiIlq9ejXp6OjQrVu3qtyWN954g1q3bk0xMTFERJSSkkJubm7UvXt3evr0qdp6Su+/\n", "iixatIgCAwOpsLCQiIgyMzPJ19eXgoODJfmOHDlCgiCQh4eHWNc7d+6QnZ0d+fv7i/m2bt1KlpaW\n", "lJaWRkRET548oWHDhtG4cePEPOfOnSMDAwOaPXu2mLZu3TrS1dWl/fv3S9YrCALNmzdPkmZvb692\n", "PISEhJBMJpOkHT16tMLjbtq0adSkSRM6d+4cEZW0pYuLC7388suVtFaJ6uzvf/75h/T19cW2Kioq\n", "ouDgYMkxNnDgQJLL5Wrl+/j4SK7dQkJCSBAEmjRpkrifg4ODycTEhLKzs8V8CQkJZG5uTuPGjaOi\n", "oiKxbmZmZrRq1Soxn+r8Ll3e9OnT1cojKmnrli1biudAdnY2NWvWjB48eCCub/To0eL69u7dS7q6\n", "umrXhD179iRLS0tatmwZEZUcFz4+PtSjRw8xz5MnT6hZs2Y0ZswYybLZ2dnUqlUrKigoUGsrld9/\n", "/50EQaC9e/dK0sPCwmjixIni+0mTJtHMmTPF93fv3iVHR0f66quvJMupvrNKn0MVHU/lHY/VOb6q\n", "c64wxurued8TE5U8B8fKoYnG/+WXX8QbPj09PYqIiHhu62ooUlJSyMfHh6ytrUkmk5GNjQ2lpKSU\n", "m9fHx0ftxtnX17fCsnv37k3Dhg17XlV/Jo4cOUIA6ObNm2KaqakpLV68WGN1qKpdb9++TQDojz/+\n", "0Fid2H/b3Llz1Y5J1Wv58uWSvBs2bKgwb9mbxIMHD9LcuXOfS33LXowvWbKEBEGgDRs2VLrsiBEj\n", "SBAEOn/+vJhW14DE2LFja32RbmdnRwqFQpL2yiuvkEwmkwQVli5dSjKZTLwxLy4uJjs7O3Jzc5Ms\n", "m5iYSIIg0IIFC8S0mJgY8YZMZfjw4Wo3t6p22Llzp5iWkpJCgiDQxo0bK90OVUBg9erVkvSdO3eS\n", "IAiSoG95N1MVSU5OVrsJ/eabb6hJkyblrv+LL76QpK9evZoEQaDw8HAiInrvvfeoXbt2VFxcLOa5\n", "evUq/fTTT+J7Pz8/srS0lARRiIjc3d3JwcFBklbdgITqmC2vzmWPu5iYGJLJZDRlyhRJ+pYtW0gQ\n", "BPrnn3+oMtXZ30uXLiVTU1PKz88X05KSkmjdunXi+x07dpAgCPT333+LadeuXSMPD49yty0qKkpM\n", "i4iIIEEQ6NChQ2La2LFjqXHjxpSRkSFZfubMmfTNN99UWt7Zs2fVyiMqOX+cnZ0labdv36bi4mIa\n", "O3Ys6evrq/2IMmjQIDI1NaWHDx+KaX5+fmRubi7Z54sXL5acc0REU6ZMIUNDQ8rJyRHTvvnmG5o6\n", "dSpVpqioiGxsbGjQoEGS9G7dukmuTe/cuUOPHj2S5Jk1axa5uLhI0so7hyo6nsoej9U9vqpzrjDG\n", "6k4T98T8yIYWDR06VJz+s6CgAG+88QbS0tK0XCvtKj1+QXFxMe7du1fhuBC7d++Gr68vrK2tYW1t\n", "DV9fX+zatavCshvC2AfJyckAID6yAWh+6s/du3eLjxRZWFiotWvLli2ho6NT79uSvTjeeecdREZG\n", "lvsaOXK1dtkXAAAgAElEQVSkJG9AQECFeadPny7J6+Pjg3feeUeTm/LcnT9/Xuxer3rt27cPe/fu\n", "VUtXfd9UpW3btpL3zZo1g4WFBczMzMQ0c3NzcQwcALh58ybu3LmDbt26SZZt1aoVTExMEB4eLqYZ\n", "GBhg6tSp8Pb2hoeHB5RKJf7++2/ExcWVW5/Sj/FZWFgAQJXbohqUsuysTaoximo7aKWpqSm+/fZb\n", "dO3aFe7u7lAqlfjyyy+Rn58vtkVp7u7ukvcdO3YEAJw+fRoA0KdPH9y8eRO+vr4ICwtDeno6XFxc\n", "MGLECADAo0eP8M8//8DT0xM6Ojpq2xIXF1dut/xn6dChQyAiyTgoAODm5gYAkn1bnurs7549e+LR\n", "o0fw8vLCunXrcPfuXVhZWWHy5MlinkGDBsHc3FzyyM7333+Pt956q9z1VnXc/Pnnn5DL5WjWrJlk\n", "ucWLF4sD1VZUnrm5uVp5Kq6urpL3tra2EAQBf/75J9q0aSMuq9KlSxfk5OSozezi4OAg2ecWFhaS\n", "cw4oGdw7Pz8fP/30k5gWFhZWYZuoyGQyjB07Fn/88Ye4DTdu3EB2djY6deok5jM2NsbChQvRpUsX\n", "8Xj/4YcfKjxXa6Oq40v1aFJV5wpjrOHQ1XYF/uuWLl2KyMhInDx5EomJiRgxYgT+/PNP6Or+93ZN\n", "VeMXlP2j3aJFC5w8eVIc26Ds52XZ2tri4MGD5ZZVX6SkpMDAwABGRkZimpWVlUYDEi1atMCKFSvg\n", "7++PAwcOwNvbW/K5rq4ubGxseOR1pjGqoGN1WFhYiDcbVTExMYGJiUldqlZtqplqqrpxTk5Ohkwm\n", "k8xsUxPe3t7idI8qQUFBEASh2mMtlCYIApo0aVKtNAAoKioCAKSnpwMoCXCeOXNGktfY2BhPnz4F\n", "AOTl5aFXr15o3rw5Dhw4gObNm4t1Pnr0aLl1Kr1u1bgHqvVWRFWfsjebqr8Ftf0xYMKECTh48CAO\n", "Hz4sBnJ/+OEHBAUF4cmTJ2r5yx5vqvrcu3cPQElA7e+//8aKFSswceJEEBH69++PFStWwMnJCVlZ\n", "WSAite0ovS3p6elwcnKq1fZUh6otP/vsM8ksMkVFRbCyspKMyVFWdfe3t7c3Tp06hWXLluGjjz7C\n", "+++/j+7du2PZsmViEKdRo0Z48803sXHjRuTk5KBJkyb4+eefERkZWe66DQwMxP+Xd9ykp6fDwcGh\n", "2u1QVXlAyXlhbGxc7vIVra/0fiyt7DlX3jo9PT3RoUMHfP/995g4cSKuXr2KwsJCtUBYecaPH49F\n", "ixbhhx9+wKxZsxAaGioOwg6UjBsyaNAgpKSk4ODBg+J31Lx58zBv3rwqy6+uqo6vvLw8AFWfK4yx\n", "huO/d9dbz+jp6eHXX3+Fp6cnkpOTER4ejjlz5mDRokXarlqDUZ3gQmpqKn788UckJyejQ4cOsLe3\n", "x+7du9GiRQsN1LD6VFN+lh4R39raWrxY1RTVxXlFf9QbQm8TxuoTf39/GBgYqP3qWdrjx48RFRUF\n", "Hx+fcm84a4uew6DJVZWpCgoFBgZi+fLlFeY7deoUbt26hS+//FK8Oa1O+TWlqk9mZqYkXRXQLr3u\n", "6srPz8f27dsxefJkMRgBVF531aCQZddvY2Mjpvn7+8Pf3x8ZGRnYsmULFixYgH79+iE+Ph5mZmaQ\n", "yWRq21GTbdHR0VGrY25ubqXLlKZqyxUrVuDVV1+t9nJAzfa3t7c3tm/fjocPH+KXX35BSEgI+vbt\n", "i4SEBDRt2hRASSBj7dq1+PHHH9G6dWt07Nix1j84WFhYlNuuz0tF66vLMQmUTPM7Y8YMXLt2rdIe\n", "I2W1adMGfn5+CA0NxYwZM/Dzzz8jKipK/DwmJgYnTpzAsmXLJAHT6p6rqt4dZfOrBvhUqcnxVdG5\n", "EhcXxzMLMdaA8CMb9YC1tTV+/fVXsVfE4sWLsXPnTi3XSvPMzc1hb2+vli6Xy+vcoyEgIACxsbEA\n", "SmasOH36dIWPgmhTcnKyOOWniqYf2QBKAhKNGjWq8NdjOzs77iHBWA2YmZnh448/xqFDh3D16tVy\n", "82zatAl5eXn44osvnum6n8eFeVVltmvXDvb29pIbGpXvvvsO33zzDQCIvQjKlpeUlPRM692/f38A\n", "UOutoXqv+rwmnj59iuLi4nLrXpFLly5J3p89exZAyawRALBq1SoxzdzcHNOmTcOnn36K27dvIzs7\n", "G4aGhujevTuioqLEXialt8XBwQGOjo6V1tvS0lJtNqrr16+rbYdqqlPVDWRkZCRu3bqFfv36QSaT\n", "lbtvP/jgA/zzzz8Vrru6+3vbtm3Yt28fAMDIyAhvvfUWVq1ahZycHElPSqVSCXd3d4SGhlbr0YTK\n", "9O/fH3FxcWptM3/+fKxYsaLW5Va2vtjYWLX1nTlzBqampuIxUVOjRo2Crq4uvvvuO+zYsUPtsbbK\n", "jB8/Hrdu3cKsWbPQuXNnSWC0rueq6tqmdBAmNTVVbZaZ6h5flZ0rZQN/jLH6jQMS9US3bt0kvyKN\n", "HTsW169fl+QpLi5GYWEhHj9+jLy8POTk5CArKwvp6elISUnB/fv3kZiYiISEBMTFxVVr+q36RjUu\n", "hJ6eHho3blzluBDVUdMpQrUpJSVFMn4EoL2ARPPmzSu8yHjWPSQyMjLq3b5grK7K/hL42WefYcyY\n", "MXj11Vdx4sQJMf3p06cIDQ3FJ598gg0bNqBHjx7VKq+29ajpsuUtX1GZpdO/+uor/PPPPwgLCxPT\n", "zpw5g7lz54pjOXTt2hXm5uZYs2aN2BU7PDwchw8frtY6qqqPip+fH9544w0sX75cfN49NTUVc+fO\n", "Rffu3REYGFjjMo2NjdGzZ0/8/PPPiI+PBwAkJiZi/fr1FS7/ww8/iGM83LlzR3w8rmfPngBKppJc\n", "tGiR+Pe7oKAAJ0+ehKenp9grYOnSpcjJyZF0k1+/fj3+/fdfrF69usrt6N27N06ePCn+XTl+/Dgu\n", "X76sls/e3h6CICAxMREA8P777yMiIgJyuRzBwcFYs2aNeNNIRFi/fj32798PLy+vCtusuvtb1Ysi\n", "OzsbQMn1z/Hjx2FjY6M2bW5QUBAiIyNx/vz5GgeWSq8zJCQExsbGmDFjhvgYxPnz5/H1119Xu9yy\n", "bVjR+aNan4mJiWR9v//+O/744w8sXrwYhoaGlZZdUXrz5s0xcOBArF27Fj4+PuJxUx2vv/46TExM\n", "sHLlSnHqUBVnZ2c4OTlh48aNYi/KK1eulDtla3l1c3R0hJ2dnTitKBFh0aJFMDExkeSr7vFVnXOF\n", "MdZAPKfBMhs8TYwoWlZxcTEFBgaKI8Lr6OiQnp4e6ejoVDhqfGUvCwsLunz5ssbq/yzJ5XJ67733\n", "nklZVU1lqXrVB0qlkt555x1J2tatWwmAOM2dJkyePFltpPLS1q9fTzo6OpLRvWuj9Kwq1tbW5OPj\n", "U+GsKozVd48ePSKFQkFWVlYkk8nIxcVFMkWeyq5du+ill14iFxcXUigU5OLiQqNHj6ZLly6p5e3V\n", "qxfZ2tqSTCYjR0dHGjVqVI3rVZtpPy9fvkwKhYL09fWpWbNm4vSC3bp1o2bNmpG+vj4plUq6ceMG\n", "BQcHi3V0cXGhsLAwsZy///6bunXrRnZ2duTl5UV9+vShEydOSNYVERFB3bt3J2tra/Lz86O3336b\n", "Bg4cSHp6eqRUKunff/+l9957T7KOn3/+mU6dOkUKhYJkMhlZWVnR0KFDK92mwsJCmjdvHjk5OVH7\n", "9u1JLpfTjBkzJLMGBAYGStajVColMz2UlZSURMOHDydra2vq0qULDR48mIKDg0kQBHJ1daXNmzdT\n", "cHAwOTo6kkwmo82bN9PgwYPJ3d1dnKIxKytLLO/48eM0bNgwcnV1JaVSSa6urjRu3Di16WkjIyOp\n", "f//+ZGdnR3K5nHr06CHO1EFE9OOPP0rapm/fvuJnOTk5NHLkSLKxsaHOnTvTnDlz6PPPPydBEEih\n", "UNCOHTvEvCEhIWRnZ0cdOnSgYcOGSaaOXLNmDbm4uFC7du1IqVTS6NGj6c6dO5XuA6Lq7e+LFy/S\n", "uHHjxHPEzc2NXn/9dbp+/bpaeWlpaaSnpyeZBlUlICBAPB+VSiX9888/tGPHDnJxcSGZTEa2traS\n", "GShiYmJo6NCh1Lp1a1IoFOTn5yc5Xqtb3uXLl8nDw0M8fxQKRbkzU6nWZ2trS46OjuTt7U2//vqr\n", "+HlGRgZ5eHiQkZERGRkZicfjrFmzJMfpli1bJOXu2bOHBEGgv/76q8r9UdbkyZPJzs6u3M9u3LhB\n", "AwYMICsrK+rWrRu9+eabNHbsWBIEgZRKJR06dIiGDx8uqduaNWvE5U+fPk2enp7Upk0b8vf3p8OH\n", "D5O9vT01a9aMlEpljY6v6p4rjLG60cQ9sUD0HB4ufQFERUXBy8sLkZGR8PT01Nh68/Ly4OPjg8uX\n", "Lz+T8pycnHD27NkGFS0mIhgaGmLRokWYOnXqMynT19dXHMVcpXnz5pDL5eKvP/VhXAkbGxu8/fbb\n", "CAkJEdPCw8Ph7++PmzdvamygpmHDhiEzMxOHDh0q9/MDBw7g5Zdfxu3bt2Fra1vr9ZS3X3x9fXHy\n", "5Mlal8kYY+y/pV27dti/f3+Vj6v8V9y7dw8+Pj481hNjrM40cU/Mg1rWM02aNMGePXvwzjvvIDk5\n", "GTo6OrV6RUZGIiYmBrdu3cLo0aOxZ88ecUTm+i4zMxOPHz9G69atn1mZu3fvxpAhQ8RutY0bN0ZC\n", "QoJkZPWkpCQMGTJEazfDxcXFFT6yAZTUT1MBibS0NLV6lGZnZwcAdQpI1HRWFcYYY6ys6OhotGjR\n", "goMRpfzyyy8YN26ctqvBGGPVwgGJekgul+Ovv/6qUxnx8fHw9vZGZmYmfv/9dyxcuBCff/75M6rh\n", "83X37l0AJfPVPytlpwgFABcXF6SmpkryafNmOCMjA0VFReUOaglUPV3gs5SWloYOHTpU+LkqCMG/\n", "vjDGGNO07du3IyEhAR9//DGWLVuGKVOmaLtKWvf+++9j2LBh6NixIzZs2FDn60jGGNOUhvGTOasx\n", "uVyOn376SewVERISgv3792u5VtWjeoTiWQYkVMzNzcVgg2oKqvoiJSUFANR6JpiamqJx48YaHdgy\n", "PT290inHjIyM0KxZszrNtPE8Z1VhjDH24jIyMsLKlSvh7u6OJk2aYPjw4dquktaZmpqKAYlp06Y9\n", "l2soxhh7Hjgg8QLr16+fOH0cEWHkyJGIiYnRcq2qdvfuXejq6qr1FHiW6uPNsKoHRNntFgRBozNt\n", "FBcXVxmQAJ7NTBu7d+8WpxXT19d/JrOqMMYYe7G98sorSElJwaVLl/Ddd99puzr1wsKFC5GUlITL\n", "ly9j4sSJ2q4OY4xVGwckXnCzZs3CkCFDAAAPHjzAkCFD8PDhQy3XqnJ3795Fy5Ytn3sPBtUUo6oA\n", "hIeHh1ZvhlU9JMoLxGgyIJGdnY2ioiJYWFhUms/W1rZOPSSAkkdpTE1NoaOjA1NTU5w8eVKrg4oy\n", "xhhjjDHGNIcDEi84QRAQFhaG9u3bAyiZM3rChAl1mpf+ebt7965GuhqqxpWIjIwEAEydOlWrN8PJ\n", "yckwMjJCkyZN1D7TZEBCNdBnVT0k7Ozs6txDIisrC/Hx8Rg8eDBSU1M1Ok4GY4wxxhhjTLvqZUDi\n", "woULGDx4MFxcXODu7g53d3csWbIERUVFknzXrl3Dyy+/DGdnZ7Rr1w5vvvkm7t+/X26ZoaGh8PDw\n", "gIeHB1xdXbF06dJ6fVP+LJmYmGDXrl0wNjYGAPz8889YuXKllmtVscTERI0++2hnZwcnJydcvHhR\n", "Y+ssT3kzbKhoMiCRnp4OoOqAhKqHRF3Oo+joaADA+PHjJe8ZY4wxxhhjL756F5C4c+cOevXqBWNj\n", "Y1y6dAmXLl3Cpk2bEBISgpkzZ0ryde/eHe7u7rh27Rr+/fdfCIIAPz8/5ObmSspct24dpkyZgtDQ\n", "UFy8eBG///47li9fjo8//ljTm6c17du3x+bNm8X3M2fOxJEjR7RYo4ppqodEaQqFAhcuXNDoOstK\n", "Tk6uFwGJmvSQyMvLQ1ZWVq3XFR0dDUNDQ/Tr1w9NmzblgARjjDHGGGP/IfUuILF//348ePAAH374\n", "IXR1S2Yl7dixI/r27Ysff/xRzDd37lwQEebPnw+gZMaE5cuXIz4+HqtWrRLz5ebmYvbs2QgKCoKX\n", "lxeAkoELg4ODsWLFCsTHx2tw67QrICAAn376KQCgqKgIw4YNE2e0qC+ISCsBCQ8PD1y8eFGrvWaS\n", "k5MrHMjT2toaGRkZKCgoeO71SEtLgyAI4mCTFXkWU39GRUXBw8MDurq6UCgUHJBgjDHGGGPsP6Te\n", "BSRUAxkWFhZK0gsKCtCoUSMAJTfTv/32G7p27Qo9PT0xj7W1Ndq3b4+ff/5ZTDt48CByc3Ph7+8v\n", "Ka93795iOf8l8+bNw0svvQSgpGv+a6+9hsePH2u5Vv8vOzsbjx49QuvWrTW6Xg8PD2RnZ9d5TIS6\n", "qOqRDQAaGWMhLS0NzZo1q3JQUTs7OwCo08CWUVFR8PT0BAAolUpERUXVuizGGGOMMcZYw1LvAhKB\n", "gYFwdXVFSEgIHjx4AKCk18TRo0exYMECAEBcXBwePnwIBwcHteXbtGmD69eviwENVTf8snlV7y9d\n", "uvTctqU+0tHRwbZt2yCXywEA58+fx3vvvVdvxtO4e/cuAGjlkQ0AWh1HoqoeEgA08thGdab8BEoG\n", "BdXT06t1ECcvLw83btyQBCTi4uLE854xxhhjjDH2YtPVdgXKMjIyQnh4OMaPHw8LCwtYWFigsLAQ\n", "69evx9ixYwH8/zPuJiYmasubmJiguLgYmZmZsLS0rDCv6r3q8/+SZs2aYdeuXfDx8UF+fj5CQ0NR\n", "UFAAGxsb6Ovriy9DQ0MYGRnB2NhY/NfQ0BCCIEjKEwQBDg4OaNy4cZ3rpnqERNMBCRsbGzRr1gwX\n", "L17EoEGDNLpuoKTXT3p6epU9JDQRkEhLS6tWQEImk9Vp6k/VIzKlAxJASRDRz8+vVmUyxhhjADB9\n", "+nTs27cPsbGxOHLkSI3/rowYMQKnT59GYmIiEhISxMcUGXsWZs6ciV27dtX6+GwIioqKsGTJEgQF\n", "BVV4ffsi2LRpE4KDgzFjxgzMnTtX29URzZ07F1OnTq3yEez6oN71kLh16xa8vb2hr6+P9PR0JCUl\n", "4Y8//sAnn3yCd955R9vVe2F4eHhgw4YN4vutW7di8eLFmD9/Pj799FN8+OGHmDx5MsaMGYMhQ4ag\n", "b9++6NKlC9zd3dGhQwfJy83NDe7u7s8kuHP37l3IZDKNf3EJgqDVgS3T0tJQXFxcYQ8JCwsL6Orq\n", "aiwgYWFhUa28tra2te4hERUVhUaNGsHFxQVAycCrjRs35nEkWIOVn58PpVIJa2tryGQyuLq6QqlU\n", "on379mjZsiW6du2KvXv31qrsBw8eICQkROuzAb1owsLC8MMPP6ilJyYmokWLFli3bl2Ny1y7di0s\n", "LS1x7969Z1HFOmvox05t23PFihXYuHEjAKj9kFKe4cOHo3PnzuL77du3i+OUlXb+/HmYmZmpncsh\n", "ISE4duxYjepY0zqxF8eSJUtqdHw2NIWFhXjllVdw//598Zp+1KhRcHJygkwmg52dndrj9EBJz/Wx\n", "Y8fCzc0NSqUSbm5u6N+/f7mP2M+cOROurq6QyWSwtraGp6enRh9DT0lJwaBBg/Dtt9/i4cOHNd6P\n", "KSkp+PDDD+Hu7g6lUgmlUgmFQoG33noLu3fvFvP98ssvUCqV0NPTg7GxMZRKJTw8PNC2bVv06tUL\n", "K1asUJvQAQDatm2LLl261Ju/RZWpdwGJOXPm4N69e9iwYQNMTU0BAJ06dcKsWbOwYcMG/P333+Kv\n", "tzk5OWrL5+TkQEdHR4wGqW6syuZVva/ql+Bp06Zh0KBBktdPP/1Ut42sJ0aOHImPPvromZR169Yt\n", "jBgxAk+fPq1TOXfv3kXLli3FAU01STWwpTakpKQAQIWBGJlMBktLy3rVQwIoGUeitj0koqKi0KFD\n", "B3EcGF1dXbi7u3NAgjVYBgYGiI6OxqRJkwAABw4cQHR0NK5fv46rV69CT08Pr732Gk6dOlXjsrOy\n", "sjB//vwGe1NZX4WFhSEsLEwtvXHjxpDL5TA3N69xmebm5rC3t4e+vv4zqGHdNfRjpy7tWZPHUW1s\n", "bGBvb1/l8k2aNIFcLkfTpk0l6fPnz3/mAYny6sReHPXlcennYfbs2cjKysKaNWvEtK1bt4pBmAUL\n", "FuDw4cOSZTZt2oTu3bvD398fly5dQnR0NK5cuYJPP/0UM2bMwKhRo1BcXCzmX7JkCf744w8AwLvv\n", "vouoqKga99YOCwsTH2OvqbVr12LgwIH49ddfa7xsfn4+unXrhgsXLuDo0aOIjo5GdHQ0du7ciYiI\n", "CCxfvlzMO2zYMERHR8PGxgYdO3ZEdHQ0Ll68iJs3b2LhwoX46aef0KFDB7Xr55EjR2LQoEEYPnx4\n", "tev1008/qd33Tps2rcbbV1P17pGNS5cuoXnz5mpf9G3btgVQ0s3b398fxsbGiIuLU1s+Li4O7du3\n", "FwfAVHUDj4uLg4eHhyQfAElaeVatWiV2KX8RLV68GG+99RYyMzNRUFCAJ0+eiK/8/Hzk5uYiNzcX\n", "Dx8+RG5uLh49eqRWxr59+5CSkoLw8HB8/PHHWLZsWa3ro40ZNlQUCgVWrlyJnJycch8Hep5Ug1VW\n", "1jNEU1N/VncMCaCkh8SBAwdqtZ7o6Gh4e3tL0pRKZa1u1tiLKyMjAwBqdWOorbLLu8g0MzPD+++/\n", "j2PHjmHv3r3w9fV9ZmWzZ6958+aIiIio1bJvvvkm3nzzzWdco7prqMeOptpzxYoV1crn7Oxc4QDM\n", "z7qNq1snxuqT7OxsrFmzBjt27FD7rKJz5OjRo5g0aRK+/vprjBkzRvJZ9+7dsW/fPnh6eqJNmzaS\n", "nkva/F6bN28eZDIZEhISarzs4cOHERsbixUrVkgeqWjTpg0WLlyIlStXqi1T3rZ27doVx48fR+fO\n", "nTFgwABcvnxZcg0/a9YstGzZEnv37q3WI+nlfd9GRUWJM1U+L/Wuh4SVlRXS09ORl5cnSVftbCsr\n", "K8hkMrz22ms4ceKEZBrEpKQkXL9+HcOGDRPTBgwYAGNjYxw6dEhS3uHDh6Gjo4PXX3/9+W1MAyAI\n", "Atq3bw9fX1/07NkTL730EgYNGoShQ4dizJgxeO+99/Dxxx9j4cKF+Oqrr7Bhwwa1144dO8QeDcuX\n", "L8f27dtrXZ/ExEStBSRUwanLly9rfN2qgESLFi0qzKOpgERNe0gkJyfXuIvckydPcOXKFTFgqKJU\n", "KvHvv/8iPz+/RuWxF09qaip8fX3FR8N8fX2Rmppa78uujGqwZZlM+qf3/v37GDNmDOzt7dGuXTt4\n", "eXlJuqdu27YNAwcOBAB8/vnnUCqV8PT0xLVr1+Dt7S32oCrd/fXLL7+UPPN+4MABuLi4wNjYGOPH\n", "jxfTIyIi0KdPH7Rp0wZt2rTBgAEDyv0l/eDBg+jSpQucnJwgl8sxbNgwyUXYzJkzxa64O3fuxOjR\n", "o+Hh4QG5XI4vvviiyrZZtmyZ2PV25cqVGDt2LLy8vNCsWTMMHjxYbYrqDRs2oEePHujYsSMUCgW6\n", "d++Ov//+W5Knd+/e4jXD5cuXMWDAALi5uUEmk2HhwoVQKpWIjIzE+fPnxe6yixcvxtmzZ6FQKKCn\n", "p4egoCBJmQ8fPkRwcDDatGkjPsI4ZswYMZD66aefwtHRETKZDMePH9fItl28eBEDBgxA+/bt4erq\n", "Kv5iCJR/7CiVSly/fh0A8Oeff6Jbt27w8vKCQqFAnz598P3331e4n1auXAlLS0vIZDK4u7uLvwzu\n", "2rULzs7OMDAwEK+rjh49ioCAAHh6eoqvdevWSS6qSx83u3btwrhx49CxY0fo6elhyJAhmDNnjtie\n", "pXsfXLhwAYGBgVAoFPD09IRCocD8+fMrnBo7LS0NI0eOhFKphLm5OcaMGYOsrCzx8/79+4vtWZnd\n", "u3dDqVRCJpNh3rx5AIAjR46If8vWr18vtvGaNWvg7OwsjrekOu/y8/OhUChgaGgIFxcX3Lp1q9x1\n", "lVenup5no0aNgp2dnXh8vvbaa3B2doajoyO2bt2KR48eYfLkyfDy8oK9vT3+97//qZWRk5ODKVOm\n", "QC6Xw9nZGW5ubvjmm28keTIyMjB16lQolUp4eXnBw8MD48aNk8wUduLECSiVSujr6yMoKAirV69G\n", "9+7d0apVKwwaNEjsOVqZ6h4H586dQ58+fcTjsFu3bli6dCkA4IMPPkDTpk3RqFEjKJVKnDt3DkDJ\n", "sd6mTRuYmZlh+vTpmDlzpngsVqftq/quKC09Pb3C8h4/fgyFQgFzc3PI5XIcPXoU/v7+4nGwZ88e\n", "cX3Tp0+Hg4MDnJ2d0a5dOyxcuBBFRUViWdX93vD19UWjRo1gZmYGT09P8ZwdOXIkWrRogdatW1fa\n", "W3zXrl14+vQp+vTpU+U+VPnkk09gbGys9p2r0qFDB/j7+2P58uWSc1ebqvq+qIyqR3l8fLzaZ6++\n", "+mqNel0YGBhg4cKFSE1NlfSsAEqC60qlElu3bq11XTWC6pndu3eTTCajt99+mwoLC4mIKDY2luRy\n", "ObVp04by8vKIiOj27dtkYWFBs2bNIiKiwsJCCgwMJCcnJ8rNzZWUuW7dOjI0NKTIyEgiIoqLiyMr\n", "KyuaOXNmhfWIjIwkAOIyrHJr164lAASADAwM6OLFi7Uqp3379jRt2rRnXLvqefLkCTVq1IjWrVun\n", "8XUvXryYmjZtWmmeiRMnkqen53Otx8OHDwkAbd26tVr5Dx06RADo1q1bNVrP+fPnCQCdPn1akh4R\n", "EUEA6OzZszUqj714fHx8xO8U1cvX17fel01ENHfuXBIEgRISEsS02NhYUiqV1LJlS7p9+7aYnpWV\n", "RXK5nHr16kWPHj0iIqK9e/eSTCaj7du3i/kSEhJIEAT64Ycf1Nbn5eVF/v7+kjRvb28SBIHOnz8v\n", "pudQTmEAACAASURBVO3YsYPef/998X1ERATp6+tL/hZ++OGHZGJiQjExMWLazp07SUdHh77++msi\n", "Inr69CmNGDGCWrVqRZmZmWK+o0ePkiAI1L17d0pOTha3RRAECg8Pr7LdVNvYokULioiIENvH09OT\n", "2rdvT0+fPhXzOjs70++//y5Zd5MmTSgqKkpSZkhICAmCQCNHjhSvH8aNG0dfffUVERH17NmTevXq\n", "VW597O3tKSgoSHxfUFBAPj4+pFQqKT09nYiIMjMzqXPnzhQQEKDWDseOHdPItk2aNElcPjg4mExM\n", "TCg7O1tt3WWPndjYWNLX15fUc+XKlWRvb19ue6j8/vvvJAgC7d27V5IeFhZGEydOFN9PmjRJcmzd\n", "vXuXHB0dxbYv217e3t7icRcWFkZDhgyRfF66nosWLaLAwEDxOjEzM5N8fX0pODhYUvaRI0dIEATy\n", "8PAQ/07duXOH7Ozs1M6ZkJAQkslkkrTvv/+eBEGQnLNERIIg0Lx586pMe/LkCTVr1ozGjBkjSc/O\n", "zqZWrVpRQUEBVaa8OtX1PAsLCyNBEOiNN94Qv3M++ugj0tHRoREjRoj7QLWfjx49Ki5bUFBAnTp1\n", "Ijc3N0pLSyOiku8RQ0NDWrx4sZjv9OnT5OzsLJ4nhYWFNGXKFPL29qaioiJJfezt7ally5b0yy+/\n", "EFHJeeHg4KDWZuWpznGQk5NDZmZmkuN/586dJAiC+H7p0qUkk8koLi5OUv4nn3xCy5cvF99Xt+2r\n", "+12hOj6rsy/HjRtHJiYmNHHiRLENe/fuTXv27BHXp1AoxP1y8+ZNsrGxoREjRkjKqe73xsCBA0ku\n", "l6u1uY+PT5X3RoGBgeUuW3qbS++PlJQUEgSB+vTpU2m5qrrv2LFDTIuPjy/33Kuu77//vsrvvKrU\n", "pg7JyclkZGRETZo0oQULFtC9e/eqXMbOzq7Cv1d5eXmko6NDbm5uap+NHj2arKysql23sjRxT1zv\n", "AhJEJSd8//79qV27dtShQwdycXGhadOmUWpqqiTfv//+SwMGDKD27dtT27ZtacSIERXu0NDQUOrQ\n", "oQO5u7uTs7MzLVmypNI6cECiZoqLi2ncuHHixX2bNm0oIyOjxmU0adJE8uWvaR4eHvT2229rfL3B\n", "wcHUrl27SvPMnTuXrK2tn2s94uPjCQD9+eef1cp/69YtAkCHDh2q0Xo2bNhAMplMvEFQefToEeno\n", "6NC3335bo/LYiyU9PZ2sra3VggYWFhZ0+PBhioyMrPXr8OHDZGFhoVa2tbW1eOFYV6qAhIuLCykU\n", "CnJ0dCSZTEadO3emc+fOSfJ+/vnnaoEDIiJ/f39ycHAQ36sueMoLSCxYsIAaNWpEWVlZRFRyw6VQ\n", "KEhfX58+/fRTMd/IkSPp8OHD4vsePXqQhYUFPXnyREx79OgRGRsb0/jx44mo5HvZzs5O7SInMTGR\n", "BEGgBQsWiGmqC80VK1aIacXFxWRkZERz5sypst1U21j2O1h1gR4aGiqm3bhxQ235Ll260OTJkyVp\n", "qn1x5swZMS0rK0tsKz8/v2oHJFQ3p/v27ZPk27dvHwUGBorvVe1Q+gb6eW5b6UBFREQECYIg+U6u\n", "6Nj59ddfSRAEyXXTkydPJPu0PEVFRWRjY0ODBg2SpHfr1k0MthCVHIeqG16VWbNmkYuLiyRN1V6L\n", "Fi2S1ENVr/LaMzk5WXLzRET0zTffUJMmTcot+4svvpCkr169Wu2mT9WepdU1IEFENGXKFDI0NKSc\n", "nBxJXadOnaqWt6zy6lTX80y1Tbt37xbTIiMjSRAEtR+EjI2N6bPPPhPfh4aGqt0QEhGNHz+eTExM\n", "xP2dl5dHiYmJkjzXrl0jQRDUvgPt7OzI3d1dkjZ58mSysbGpcluqcxycO3eOBEGgkydPSvKVbqvk\n", "5GTS1dWVfF8+ffqU7O3tJfce1W37mn5XVGdfjh07lgRBEAMXRESpqan08OFDcX1lg4QrVqwgQRDo\n", "+PHjYlp1vzd27NhBgiDQ33//LaZdu3aNPDw8qCo9e/akzp07l/tZeQGJs2fPioHjyqxfv54EQaBl\n", "y5aJaTUNBigUCsnL1taW9PT01NLL7rvK1DYocuDAAWrZsiUJ/8fencdFVa9/AP/MDMgOCggz7KAI\n", "KruKMGpq7lEKlWnpLaluqW1qeSvtV5qW5dpmt9xKb1aaC3W1zJT7SkRwARfcUEdAwBGYYZF9mTm/\n", "P3idE8PMMDuM9rxfL18655z5nnNmQc5znu/z8HgMn89nhgwZwixfvlzlZkZHXQUkGIZhvL29GWdn\n", "Z7Xlr7/+OsPj8dR+HuurO66Jra6GBACMHj1ar/Y3AwcOVEkx6kpqaqrWNCBiOh6Ph3//+9/Iy8tD\n", "Tk4Obt68iVmzZuHAgQMQCAR6jXH37l3U19f32JQNoOcKW5aVlensLCISiVBWVgaFQqH3a2oomUwG\n", "QHexVxb7XhnaaSM3NxcDBw6Eo6OjynIHBweEh4dTYUuikUwm01iV21r99ttv3LSJ5uZmrFu3DmKx\n", "GJ999hlX+PLw4cNwdHRUq1UUERGB9PR0FBcXw9/fv8v9JCcn491338WBAwcwe/Zs7N+/H0899RTS\n", "09ORlpaGlStXorW1FSdOnMCOHTsAAA0NDTh+/DgmTpzIFZYF2r+DISEhSE9PBwBcu3YNt27dUuty\n", "5efnB1dXV6Snp+Odd95RWRceHs79m8fjwd3dXSVVW5eoqCiVx8OGDQMAZGVlqfw/npqaivPnz0Op\n", "VILH4+HGjRtq9adYERER3L+1baPL77//DqC90HZHDz/8MB5++GG9xrDEuXV8vdlC3vq83gkJCXB2\n", "dkZiYiJeeuklpKSkIDQ0VO397IzP5+OZZ57B6tWrcefOHQiFQuTn56O6ulrltXFxccHKlStx9OhR\n", "NDQ0QCAQ4M6dO6iurtY4bsf3qFevXvDx8dF6DG5ubvjss8/w888/o7a2FgKBAJWVlWhsbERZWZla\n", "x6quXvexY8d2eb6mSk1NxcaNG/HDDz/ghRdeANBeSG/Tpk0mjWvq94ytzQa017jpvAxobxPfcaro\n", "4cOHAbTPW+8oIiIC27Ztw+nTp/HAAw/A0dERBw8exKZNm3Dnzh3Y2Nhw0ygkEola/aiO5wK01/XR\n", "51z0+RwMHDgQvr6+mDZtGubNm4fp06cjMjISK1as4Mbx9vbGlClTsGPHDqxYsQI8Hg+HDx9GbGys\n", "xt+HdL32hv6s0Pe99PDwUPlss8fG7q9zR5aEhARu/ahRo7TuU9PPjalTp8LDwwPbtm3jpl588803\n", "ePbZZ9WOq7OysrIupyD3pM6/X27fvh3Lli3rkd87J0+ejKKiIhw4cAD79+/H77//jmXLlmHlypVY\n", "vXq1wcUkGYbR2OnDwcEBQHvHJfbf1sYqAxLk3mRvb499+/ZhyJAhkMlkOHToEN5991295jUC4ObR\n", "9mRAIiYmBj/99JNFL/o1YX+p64pIJIJSqURFRYXF2qKyrVv1DUjY29vD29vb4E4bubm5avUjWLGx\n", "sRSQ+Jtjq+p3rpkSFRXV5fx2faWmpuLChQsqy4ztqKAvOzs7LFmyBPv27cOCBQvw5JNPws3NDTKZ\n", "DK2trWoBibq6Oq6mkq6AREREBPr164eff/4Zs2fPRlpaGjZv3gxXV1fMmzcPN27cwM2bNzFy5Ehu\n", "zmtVVRUYhsGpU6fUvotVVVXcdmyQMi0tDdnZ2Srbubi4aOys5OTkpPKYz+erzGNOSkrC7du3ucdb\n", "t25VOf/ORYXZgl9s6zKpVIqRI0di1KhROHbsGJydnQEAY8eORXNzs8bXqPMxGUMmk3EXC8ayxLl1\n", "/AWTfd86vt7a+Pn54cyZM1i9ejU+/PBDvPXWW4iNjcUHH3yAyZMnd/nc5557Dh999BG2b9+ON998\n", "E9u2bcPzzz/PrWcYhqsDcOjQIa6K/fLly7naC525uLjoPGbW888/j0OHDuHo0aNc/aft27cjNTVV\n", "4+uk63W3pLi4OERGRuKbb77BCy+8gEuXLqG1tVUtSGIoXd8zQ57PXsR0HpPH46mMyf48mDJlisp2\n", "jY2NEAqFXLBpy5YteOGFF/Cf//wHs2bNAgAUFRUhODhY7f3h8Xgaz6VjNwVt9PkcODk54dSpU1i9\n", "ejW+/vprrFy5EqGhofi///s/zJ49mxtrzpw5ePzxx3H48GFMmjQJ27Zt03ojU9drb+jPCn3fS23f\n", "EW37Y/9PY3+360jXzw1bW1s8+eST2LJlC+7evQsnJyfs2rULOTk5Os/HxsbGoGKTgYGBAHQHUtn1\n", "ISEheo+tiyHHaQk2NjZITk5GcnIylEolDh06hPnz5+ONN95AUlISQkND9Rqnvr4ecrkcgwYNUlvH\n", "nqMpNS8sjQISxKwCAgKwe/duTJgwAQqFAh9++CGGDh2KlJQUnc8tKSkB0LMBiejoaDQ2NuL69etq\n", "EXtDGFq9v6ysTOXukCYikQhA+y+slg5IsNFyfQQGBhqUIdHW1oYLFy5obUMUGxuLvXv3oq2trUfa\n", "v7Is2d2B6JaWloaUlBSu4FNwcDD2799vlrsuf/zxh8axu0O/fv2Qm5uLa9euYdiwYfD09ERlZaXJ\n", "Qbhp06Zh06ZNKCkpQWVlJfr16wdHR0fMnz8f+/fvR0FBAZKTk7nt+/TpAz6fjzFjxmjs785ifxY8\n", "9dRTasWyjHXw4MEu19fU1Kg8Zr+Lvr6+AIADBw5AJpNh6dKl3AU7oP3ukLl4enqCYRhUVlYa/Tm0\n", "tnMbMGAAtmzZgo0bN+KXX37BsmXLMHXqVFy8eFHtbnlHISEhGD16NLZt24bXX38du3btUuk8cePG\n", "DRw/fhxr165Vaalnjl/+Gxsb8eOPP2L+/PkqndK6GlvX625pc+bMweuvv44rV67ofZfZGrE/D44d\n", "O9ZlAOmbb75BREQEF4wAzH/hZ8jnQCQSYcOGDVi7di0OHz6MlStX4umnn4aPjw8efPBBAO2FBNmM\n", "gKFDh+L06dPYtWuXUcdmjp8Vmmh7DbXtj/2c63uTqbPU1FR88cUX2LlzJ/z9/TFs2DC9ficSCoWo\n", "rKzUez9eXl6Ij49HTk4OWltbuU6JnZ04cQJOTk5mzZTk8XgW/X9DG6lUipMnT6r8v8zn8/HQQw/h\n", "ww8/xOzZs3H+/Hm9AxKHDh2CUqnEI488orauvr4ePB7P6OzA7mC9oRJyzxo7dixWr17NPX766adx\n", "5coVnc8rKSkBn8/nLrx7AvufmrHTNoyt3q9vhgQA5OfnG3Vs+qioqICzs7NBfZy9vb1x48YNvbfP\n", "z89HY2Oj1na6cXFxaGxstOh5dqWnOjAQVV5eXsjMzEReXh7y8vKQmZlptl/sLDm2LsXFxeDxeNz3\n", "efLkyaiqqlLLMrpx4waeeuop7o4V+wsa+wvplStXVH5OJScno66uDq+++irX2kskEiE+Ph579+7F\n", "77//rnLX29HREaNGjcK5c+fUfslNS0vj7mIPGDAAQUFBGtscbtq0Sa26vjl0zl45deoUAHCtUtk7\n", "n51/iTSmC5GtrS13/g0NDfjll1+0bsu+fp3bgR48eFDlwqsr3XluLG2fnfT0dGzduhVAewbP9OnT\n", "8d1336GtrQ2XL1/WOe5zzz2H69ev480338Tw4cNV7s52dR6m/vLf1tbGTWXpPLY2ul53c+h4V7io\n", "qAhZWVncutmzZ8PGxgabNm3Cnj179P68WBv2O9D550FNTQ0effRRLkOiubnZrJ9hTfT9HOTl5XHd\n", "QgQCAaZMmYIDBw4AUP1c2NraYtasWfjll1/wxRdfYMaMGUbfUTbHzwpNtH132P11zmJjH+vKeNIm\n", "NjYWUVFR2LZtG7799lu9A2kBAQEGv98fffQRamtrsW3bNo3rL1y4gPT0dLz11ltqGU+meOaZZ3Dz\n", "5k2zjaev/Px8zJ8/X2OQif3c6RtIqqurwzvvvANvb28sWrRIbb1UKkVQUJDK9ExrQwEJYhELFy7k\n", "+tjW1dUhOTlZ7Q5FZyUlJRAKhVojo93Bw8MDfn5+OHfunFHPT05ORlZWFqRSKaRSKbKysnRmh7S2\n", "tkIul6vNee2ovLwc06dPBwDMnTvXYhfJMplM7x+A7IV7eno6Tpw4ofcxsb/IxMTEaFzPLu+paRvG\n", "vIfEcjw8PCyWpWLJsQH1u1nffvstsrOzkZyczGWCLViwAP369cPLL7/Mtbuurq7GSy+9BD8/P27q\n", "mLe3NxwcHLipbe+//z7++9//cmOPGDECnp6eSEtLU7njkpycjFOnTmHw4MFqNVvWrFkDqVSq0tM9\n", "Pz8fCxcu5HqO83g8fPrpp8jIyMC3337LbZednY333ntPbc6ypvNm2gto6/eiAUhPT+d+ka+qqsLy\n", "5csRHh7O9aafNGkS7OzssHbtWm7KyI4dO3D9+nWD78KGhIRw2XkZGRlYuHCh1uOeNWsWEhMT8e67\n", "73Kp6+Xl5ViyZAkmTJigNramY+muc+u4rabPzi+//ILi4mKsWrVKZfpMeno6XF1dNb6vnT322GNw\n", "dXXFhg0bVFrJAu01vkJDQ7FlyxYu8+7ixYtdtgXXdX7sehcXF4wZMwa7du3ispyKi4vx1VdfaR1n\n", "+/btXHvNW7duYf369Rg3bhzGjBmj8zy1jdl5WXBwMPcaf/XVV9iyZQu3rm/fvkhKSsIXX3yBxMRE\n", "s9ypNPV7ps85afsO/Otf/+Le18bGRrz22muwsbHhzovNsmEv/BsbG7Fy5UqzHDdL38+BXC7HunXr\n", "VG6Mpaenw9bWVu39Z6d6rFy5ssuLb31fJ2N/Vmh7TbS9Tuz+3nvvPW5/N27cwPr16zFz5kyMHDlS\n", "67noGj81NZVrj6xvYOORRx6BVCrVWi9G077GjBmDTZs2YfHixdi+fbvKdMCMjAxMnToVqampWLp0\n", "qd7H3t0MPYY7d+7gX//6F5qamrhl165dw/vvv4+4uDi1uh+d98EwDI4dO4ZRo0ahsbERv/32m8bf\n", "aS5evGj99bfMUhrzPkRdNkxXX1/PREVFcVXsp06dqtbuqaNnn32WiY+P78Yj1CwpKYmZMmWKwc/T\n", "1hmgY/V+mUymVsm/pKSEAcAcPHhQ69iWblPIeu655/R+D4w9poULF6p0D9AkODiYWbRokV7HYU76\n", "vIeEaNPQ0MDExMQwQqGQ4fP5XJeN6OhoJjAwkImLi2NWrVql0tWCYdorvKempjL+/v5MdHQ0ExcX\n", "x6xZs0Zt/E2bNjFBQUFMVFQUM3HiRLVORs8//zwTEBCgsuzq1asMj8djtm7dqvGYz5w5w0yaNInx\n", "8/NjhgwZwowaNUqtUjvDMMwff/zBjBw5kgkMDGSGDBnCjB8/njl+/Di3/oMPPuC6ifTv35/55JNP\n", "mMLCQiY6Opqxs7Nj3N3dmREjRnT5+rGVyv/9738zc+fOZYYMGcK4u7sz06ZNU6vY/9tvvzFxcXGM\n", "n58fM2bMGOaNN95ghg0bxjg7OzOxsbFMdXU1k5yczL0XMTExzLx589T2ee3aNSY+Pp4ZOHAgExUV\n", "xfz666/MyZMnuS4l7u7uTGxsLNeesba2llm4cCETFBTEREZGMnFxcSqv7dKlS1Veh7ffftvi5xYb\n", "G8tkZGQwe/bsYQYNGsTw+XwmICBApYuDps9OQUEB89JLLzERERFMTEwMExkZyUyaNEmlI4ku8+fP\n", "ZwIDAzWuy8/PZ6ZMmcIIhUJm5MiRzJNPPsl1CoiNjWWOHDmi9rkZNmyYyhjaXk+pVMrMmDGDEYlE\n", "TEJCAjNt2jRm4cKFDI/HYwYPHszs2LGDWbhwIffcHTt2MNOmTWOioqK4NpxspxWGYZiJEyeqvJ57\n", "9uxhZsyYwQQEBHDf5c8++4zZv38/ExMTw/D5fEYoFDITJkzgxvjll1+Yfv36MdHR0cyIESMYiUSi\n", "ci4///wzw+PxmMOHD+v12nY8ppiYGGbPnj0mf8/mz5/PndPgwYOZnTt3Mjt37lT53CxatIjJz89X\n", "GTMhIYEbo7a2llmwYAH3HYiJiWGWLFmi8nOtpaWFeeutt5iAgAAmKiqKGTduHNfxITAwkHnttdeY\n", "vLw8lX08+OCDDMP81aKQPe+uunh19TkYNGgQ85///IeRyWTMv/71LyY6OpqJjY1loqOjmZEjRzK/\n", "/fabxjFjY2M1/i5j6Guv62eFIePFx8cz7u7ujJ2dHRMTE6OxEw67v+DgYCY8PJwJDQ1lVq5cqfJ7\n", "t6E/NxiGYSoqKphevXoxS5Ys0fo+dNbU1MT06dOH+eabb1SWz5o1izvngIAA7j3v6Ny5c8ysWbO4\n", "/z8HDRrETJ48WeP/S4sXL+aOXSgUMrGxsUxjY2OXx9a5m4a2P/p02Th9+jQTFBTE+Pn5MXw+n+nd\n", "uzcTFBTE/ZzqSlVVFbNhwwbmoYce4s41NDSUGThwILN48WKV7jG7du3i/k9ycXFhYmJimKioKKZ/\n", "//7M6NGjmfXr1zO1tbUa93Pt2jWGz+cb9HO9s79t209rQAEJ85BIJEyfPn24C7vOLXHa2tqY8vJy\n", "prS0lBk9ejSTlJTEVFRUMHK5nKmurmbu3r3L1NXVMQ0NDUxTU5NKr3ZLWbp0qVHtNbVdzLq5uTFn\n", "z55lEhMTGZFIxIhEIiYxMZEpKytjGIZhjhw5wgBQa/una1xLXCRPnTqVSUpKMvpc9Tmm0aNHM9On\n", "T+9ym0cffbTL1kaWQgEJQnpOV61N73X387kR/ZSUlDD+/v49fRhEh3/+85/Mli1bevowrMqAAQOY\n", "69evG/ScL7/8kunXrx/T1NRkoaMi+pgxY4bOdqq6dMc1MU3ZIBYVEhKCH374gZv3tmzZMowYMQID\n", "Bw6Ep6cnbG1t4eXlBV9fX/z55584ePAg+vbtCw8PD/Tu3Ruurq5wdnaGo6Mj7O3t0atXL7z66qsW\n", "Tc2Kjo6GVCrVWJW4K2xngM5qamoQHx+vNg0gKSkJYrEYTzzxBADgxRdf7PFaBRUVFQYVtDRm/Jyc\n", "HK31I1ixsbHIycnhUg+7i7b30NIdGAghhNzfdu/ejTlz5vT0YZAutLS04PDhw1qLbv8dnT17Fl5e\n", "Xujfv79Bz5s3bx4ee+wxPPzww1zLV9K9li5dCrlcrjJ9zFpRQIJY3KRJk7jWnwzD4MSJE7h69Srk\n", "crnBgQWlUonPP/+cmyNoCWwNA2MKW6alpXHdOTw8PCAWi/H7779r7BZx7tw5ZGVlcZWIc3JyNNYq\n", "6M6LZH1rSBh6TGy9iYiICNTV1WHHjh1agy/l5eXYuXMn7t69i8GDB3d7Uckff/wRtra2XEus/v37\n", "d1sHBkKIdcwFtpT7+dyIuldeeQUZGRloamrC5s2b8cILL/T0IZFOiouL8fDDDwNorzUyZcoUlQ43\n", "f0c//vgjPvroIwDA2rVr8fLLLxs1zscff4zFixdz9ZFI94qJicHhw4cNKlTfU6jtJ+kWb731Fq5e\n", "vYodO3YAAJydndG3b194enrC09MTAoEABw4cQFxcHEQiEZRKJfdHoVBAqVSitbUVmZmZAIDXXnsN\n", "Q4YMQXx8vNmPlW2Xl5mZifHjxxv0XC8vL/Tt2xdOTk44dOgQPD09IZfL0bt3bzQ2Nqps27FgD6ug\n", "oAByuVztop5tgSiRSFBWVobQ0FCLXCRXVFToXdSyY1tGtoKvtmNiC0Wyrly5gpSUFO797Lzt1atX\n", "AbQHJ8rLy7VuawmHDx9GW1sbjh8/jtTUVCQmJnZbB4aOqO0o+TtZu3YtvvnmG/B4PLz77rv43//+\n", "p1JE8152P58b6ZqbmxueeOIJeHp6YsGCBT3a1pxo1qtXL5w/fx6DBg2CUCjETz/91NOH1OOcnZ2x\n", "YcMGfP/990hISDApY2TixIlmPDJiCLYY/j3BYpNB7nFUQ8L8lEolI5fLmYaGBrV1ly5dYgAwGRkZ\n", "XY6xcOFCbl6/v78/U1FRYdZjLCsrYxITExlbW1vGwcFBpdaDPk6cOMEAYPbv36+yXFMBSBsbG4Nr\n", "FchkMmbQoEHMnDlzjD5HbVpaWhgAzLZt2wx6nkwmY0JCQpiFCxdqXa9vXYaeruGgUCiYsLAwJiUl\n", "hWEYhpk7dy4zcOBAi++3I/YzqKneCCGEEEIIId2FakiQ+wqPx4O7uzuXCt8R23ZN192Djz/+GCNG\n", "jADQnmY3a9YsKBQKte1aWlpw48YNg4+RvZPf2tqKxsZGg1s+rlmzBgMGDMDUqVNVlqelpUEsFkMk\n", "EkEkEkEsFmtse6lrGoaHhwcmTZqEo0eP6kz9lcvl3F12fbD1GgytIcFO32Dbnd3LDhw4gPz8fLzx\n", "xhsA2lspXrlyhZtW0x2o7SghhBBCCPm7oIAEsQolJSXg8Xjw8fHpcjtbW1vs3r2bS6E/fPgwli9f\n", "rrbdq6++itDQUI3TIrSRy+UoLCxUW85Oo9AlPz8faWlpWLx4Mfh81a+Wl5cXMjMzkZeXh7y8PGRm\n", "ZuLgwYNqQQp9pmGMHz8excXFXE/1zth6DZGRkYiMjNS7BgMbkNB3ykZHAQEBWgMShtSb6OmikmvW\n", "rIFYLIZYLAYA7u+O000sydTPICGEEEIIIfcSCkgQq1BcXAxvb2/06tVL57Y+Pj7YtWsXd9G/YsUK\n", "HDx4UGUb9nF33rVfu3YtvL29MXv2bK3beHh4cBfWmoIU+tQqeOCBB2BjY4OjR49qXG/sHXa2q4gx\n", "AQl/f/8uX2s2Q4TP58PZ2bnL4Au7raurKwAgMTGxW4pKZmdn4/jx41i8eDG3LDg4GEKhsNvqVxBC\n", "CCGEEPJ3QgEJYhVKSkoMKvY0ZswYrFq1inv8j3/8Q+XOckNDAwAYdFfZ2Lvzcrkcly5dwo4dO7Bg\n", "wQKDq9l2DFLow9nZGcOHD9cYkDDlDrupAQmpVKq1tZOXlxeOHj0KpVKJVatWdRl8YQM133zzDQBg\n", "x44dFi8qKZfLsXLlSrXpNjweD2KxGCdOnLDo/lk9nSFCCCGEEEJId6KABLEKhgYkAGDx4sVITk4G\n", "AFRVVWHmzJloaWmBQqFAY2Mj1q1bh6FDhxo0ZsdaD7a2tvDw8NB6d77j1IiEhAS0tbXh0UcfNbP9\n", "7AAAIABJREFUNWh/xho/fjz+97//aayfYayKigrY2trCxcXF4Of6+/uDYRjcvn1b6za3bt0CAAwe\n", "PFivMYcNGwYAXMcNS2Dfw0GDBuHgwYNoa2vjpq6wxGIxTp06hdbWVosdR0dpaWlISEjgHsfFxVHb\n", "UUIIIYQQcl+igASxCiUlJfD39zfoOTweD99++y1CQkIAACdPnsSSJUsgl8sxYMAAxMbGGnwcHadR\n", "vPjii3B0dNR6d77j1Ii6ujoolUrMmTPH4H0aY9y4caisrMS5c+dUlptyh10mk6Fv377g8XgGH09A\n", "QACArqfIFBUVAYDG49PE19cXTk5OFg1IsO8hW2Pj5s2batNbRowYgcbGRrXX2lK8vLywfv167vGG\n", "DRt6pO0oIYQQQgghlkYBCWIVjMmQANp7fO/atQu2trYAgHXr1uHUqVM4d+4cxo4da/TxeHh4YOzY\n", "sSguLkZpaana+p4uPjh8+HA4OjpqnLbxySefcP92cnLSu1hmRUWFUdM1AHDBpK4CEoWFheDz+Xq/\n", "z3w+H2FhYcjPzzfqmHTR9z2MjY2FnZ1dt9aRyMrKgo2NDQDgzp073bZfQgghhBBCuhMFJEiPq6ur\n", "Q3V1tVEBCQAYOnQo1q5dyz1+5plnuAvjpqYmo4+LTZvPzs42egxL6dWrFx544AGNAYkdO3bA09MT\n", "8fHxGDt2rN7FMk0JSLi4uMDNzU1nQMLPz48LHukjPDzcohkSulqnAoCdnR2GDRvWbXUkgPaAREJC\n", "Auzt7SGVSrttv4QQQgghhHQnCkiQHldSUgIARgckAOCVV17hUu0rKysxc+ZMrFmzRmcb0a74+Pgg\n", "ICBAY0DCGooPjh8/HhkZGWhubuaWyWQybNu2DS+//DIGDRrEFarUR0VFBTw9PY0+Hn9/f65OhCaF\n", "hYUIDAw0aMywsDCLBSTc3d1VXjuWpvdQLBYjMzNTrwCGOWRlZSExMRFCoZAyJAghhBBCyH2LAhKk\n", "x7EBCUNrSHTE4/GwdetWLkhw4sQJZGRkoKqqClVVVdx2DMOgqakJlZWVKCkpwbVr13D27FmcOnUK\n", "J0+eRHZ2NrKzs5GVlYULFy4gISFBa4ZEWloaBgwYAADw9vbWe2qEuYwbNw6NjY3Iysriln355ZcA\n", "gJdeegl+fn7ca6sPtoaEsQICAnTWkNC3fgQrPDwcMpnMbNNg5HI5N9aaNWtQVVWF8PBwiEQiiEQi\n", "re/hiBEjcPv27S4DLuZSUlKC0tJSJCYmQiQSUUCCEEIIIYTct2x6+gAIYS+aTclmAIA+ffrg22+/\n", "xZgxYwAA//3vfwH81QGitbUVbW1tBt3lFovFyM3NRUtLC3r16qWyzsvLCyNHjgTQHgDp7raMUVFR\n", "8PT0xNGjRzFmzBg0Njbiiy++QGpqKjw9PeHn5wepVIq2tjauHkFXTJmyAbS/zidPntS6vrCwEA8+\n", "+KBBY4aHhwMA8vPzIRaLjT628vJyJCcnczUj3N3dcfnyZbz11ltYtWoVF6TQ9h4mJiYCaH+fDc3y\n", "MBQbYGIzJGjKBiGEEEIIuV9RhgTpcfn5+fD09ISdnZ3JYzk5Oaktq6+vR0NDA1pbWw1OuT9x4gSa\n", "mppw4cIFtXUMw+D3339HUlJStwcjgPaijw8++CCOHDkCANi+fTvkcjkWLVoEoH0KjFKp1OsOu1Kp\n", "NDlDwt/fX2uGRHNzM27fvm1whkRoaCh4PJ7J0zY6dkSRSqW4dOkSXFxcsGLFCgDtgYiu3sO+ffti\n", "wIAB3VLYMisrC0FBQRAKhZQhQQghhBBC7muUIUF6DHvX+vz582hpaYFYLEZaWppJLQ7z8vLA4/Hw\n", "0ksv4eDBgygsLISnpyeEQiFsbGxgY2MDR0dH7o+TkxMcHR1ha2sLHo/Htbysrq7G9u3buXH37NmD\n", "oUOHquzr8uXLKC0txeTJk40+XlONGzcO8+bNg0Qiwbp16/Doo4+iX79+AP6aAqNPB5Pq6mooFAqT\n", "AxJyuRwNDQ1wdHRUWVdcXAyGYQwOSDg4OCAwMNCkThvaumk4ODigpqZG72CSWCzulsKW2dnZXEFV\n", "ypAghBBCCCH3MwpIkB7D3rVmZWVlISUlxaS70BcuXEC/fv3w+eef4/PPP0dMTAwSEhLw1VdfGTyW\n", "vb09vv76awDAxo0b8fbbb8PNzY1bf+jQIdjb22PUqFFGH68pysvL8dVXX0GpVCIyMhKNjY34/PPP\n", "ufVsEEKfOhIymQwATCpqGRAQAKA9+BAWFqayjg0IGDPdwVKdNvh8wxLERowYgR07dqC2thYuLi5m\n", "Px6gPZMkJycHM2fOBACIRCJUVFToPe2GEEIIIYSQewlN2SA9Qttd64KCApMKGObl5SEyMpJ7HBER\n", "AYVCYdRYn3zyCYYMGQKgvTVpamqqypSP33//HaNHj4aDg4PRx2uK5ORknD17FgDQ2NgIANwUBKC9\n", "poaDg4NeAQm2G4epGRIANE7bKCoqAo/HM6pwqakBCXN1RBGLxVAqlfjjjz+MPhZdzp49i5aWFq5m\n", "hVAoBMMwKC8vt9g+CSGEEEII6SkUkCD3lby8PERFRXGPv/vuO2zevNmosezt7fHTTz9xdSn279+P\n", "9evXAwAaGhpw7NixHpuuoU9Ah8fj6d1pwxwBCTYjQ1NAorCwEL6+vmqFQfURFhYGiUSClpYWo48t\n", "LS0NYrEYzs7OEAgEBndEKS8vx/PPPw8ej4dnnnkGYrHYIkGC7Oxs2NvbIzo6GkB7hgQAqiNBCCGE\n", "EELuSxSQID3CXHetO2poaMDgwYMRHx9v4tGpHs9nn33GPX7zzTdx/Phx/Pnnn2hubsakSZPMti9L\n", "MCQgwePx4O7ubvS+7Ozs4OXlpTUgYWj9CFZ4eDgUCgVu3rxp9LF5eXkhMzMTjz76KCIjI5GZmWlQ\n", "rRJ2ehHDMKirq+OmF5lbVlYWhgwZwgVuhEIhAFAdCUIIIYQQcl+igATpMexda5FIBJFIZPBd684c\n", "HR2Rnp6Ohx56yIxHCaSmpsLZ2RkAoFAo8MQTT2Dfvn0ICAjg2lJ2N30DOvoGJGQyGdzd3SEQCEw6\n", "Ln9/f9y6dUtteWFhodHtMtnX2Bx1JOrq6riLfH1ZanqRJllZWdx0DaA9kMLj8ShDghBCCCGE3Jco\n", "IEF6DHvXOi8vD3l5eTrvWldXVyMxMRFXrlwxaD9KpRKtra1GHyePx8OECRPQu3dvAO13q7///ntM\n", "mDCB68rRE/QJ6BiSIaFrukZWVhYyMjK63CYgIEBrDQljMyS8vb3h6upqloCETCYzqXCnJZWWlqK4\n", "uJjrsAEAtra28PT0pAwJQgghhBByX6KABOlxHh4eek3TyMrKQnZ2NjZs2KD32G1tbXB1dcWOHTtM\n", "OUQkJiaiubmZu7ve0NCAqqoqk8Y0lT4BHT8/P5SWlkKpVHY5lq6ABMMweO2117B48WLcuHFDa4DH\n", "399fLSDR0tKC0tJSowMSPB4P4eHhJrX+ZBkTkLDE9CJNsrOzAUAlQwJon7ZBGRKEEEIIIeR+RAEJ\n", "cs/Izc0FAOzcuRPV1dVq6y9fvoyGhgaVZTY2NvDw8DCp/gDQfpHY2NiIDz74gMuK2LdvHw4cOGDS\n", "uObQVUDHz88PbW1tOgsw6gpIHDp0CKdPn8bkyZMRGhqKa9euadyODUh07EZSUlICpVJpdEACMF/r\n", "T5lMZlQQoWM2CgD079/fpOlFmmRlZSEgIAA+Pj4qy0UiEWVIEEIIIYSQ+xIFJMg9IycnBxEREViw\n", "YIHaHX+FQoGhQ4fi66+/VnteSEiIyQGJuLg42NjYoLm5GYMHD+aW/+Mf/0BBQYFJY1sS2/lC17SN\n", "rjIHGIbB8uXLkZiYiOeeew4ANNZUANoDEnV1daipqeGWsdsaW0MC+Csg0THQYSilUgm5XG7UlI2O\n", "2ShCoRBPPfWUQUUx9dG5fgTrXsiQkMvlZq+nQQghhBBC7n8UkCD3DEdHR0yfPh0ffPCBWjcIiUSC\n", "xsZGREZGqj0vJCQEEonE5H1HR0fjyJEjKCwsxMCBAwG017WYPn06mpqaTBrfUvQNSHSVIfHHH3/g\n", "5MmTeO+99+Dj4wNbW1sUFRVp3DYgIAAAVApbsgEJdp0xwsLCUF1dzbUnNUZNTQ0UCoVJNSQ8PDwQ\n", "HBys9fyNJZVKcebMGZX6ESyRSGS1AYny8nKIxWJERkYiMjLSYu1QewoFWgghhBBCLMumpw+AEH19\n", "9913Wtfl5eUBgNaAxM8//2zSvsvLy1FaWoqcnBwAAJ/PR2BgIIqKipCTk4O5c+fi6aefVnmOUqlE\n", "c3Mzmpub0dTUpPFv9t8eHh5YsGABnJycTDrOzjw9PdGrVy+jAxJsdkR8fDwmTpwIHo8Hf3//LjMk\n", "AKC4uBhRUVEA2gta+vj4wM7Ozujz6Nhpw9jMBJlMBgAmF7Vk33dzKC8vR3JyMq5fv46WlhZs27ZN\n", "LftCKBRCKpWCYZgeLaKqCdsOlSWVSpGSkoLMzMwePCrTse8L+zkPCgpCWlqa2bNiCCGEEEL+7igg\n", "Qe4LeXl58PLygre3t9q6kJAQyOVy1NTUwM3Nzajxk5OTVe5SX7p0CdHR0SgrK0NTUxO2b9+O7du3\n", "G338QHtRw59//hl8vvkSl/h8Pnx9fbsMSNy6dQuNjY0aAxKFhYU4f/48du/ezV0MBwUFaQ1IiEQi\n", "CAQClcKWhYWFJtWPAIB+/fpBIBDg6tWreOCBB4wag73TbY6AxMmTJ00ag9X5gj4vL0/tgl4kEqGx\n", "sRG1tbVwdXU1y37NQVc7VHMW/Oxu92ughRBCCCHE2tCUDXJPunz5MuLj41FaWgoAuHDhgsbsCKA9\n", "ICEUClFWVmbUvrRdeJWXl2P16tVGjanJgQMHsGLFCrONx9LW+pNNtx82bBgAYOXKlWrp9uz0hClT\n", "pnDLusoQEAgE8PHxMXtAws7ODsHBwSZ12jBXhgTb2lShUJg0jq4Lehbb2YUKW3YPfd8XQgghhBBi\n", "OsqQIPcEiUQCX19f2NvbAwB8fX1x+fJlbN68GcuWLUNeXh4efvhhjc8dPny4xS7mnnrqKfj6+uLM\n", "mTNq6fQ8Hg92dnaws7ODvb291r9v3bqFZ599FkqlEsuWLUNcXBweeeQRsx2jtoBE57vAV65c0XgX\n", "uPOd7iFDhqC2tlbr/gICAtRqSIwYMcLYw+eY2mmDDUiYeuc+MDAQbW1tkEqlXI0OS2I7e9y5cwdh\n", "YWEW35++2Haonb9b5m6HSgghhBBC7l8UkCD3hEmTJuGRRx7Bhg0bAABubm6YPXs2Nm3ahCVLliA2\n", "NtboVH5ddF14Pfroo3j00UdN2kdZWRnefPNNAMDs2bNx+vRpDBgwwKQxWX5+fjh16pTKMlPS7V96\n", "6SW89NJLWtezrT8BoK2tDaWlpSZnSADtAYl9+/YZ/XyZTAY3NzfY2tqadBxst5CioiKTAhL6XtBb\n", "c4ZEWloaUlJScPr0abS2tiI+Pt7s7VC7GwVaCCGEEEK6D03ZIFavuroaEokEQ4YMUVk+b948SKVS\n", "/PLLL9i9ezdSUlIsdgxpaWkQi8UQiUQQiUQQi8VmvfBavHgxpk+fDgC4e/cukpOTu8xCMASbIWFI\n", "y8y2tjb8+uuvRnVM6BiQKCkpgUKhMFtAoqCgwOiOJjKZzCwXlB0DEqZKS0vjin96enpq/Fy5uLjA\n", "0dHRKjttsO1Q2WkwW7duvS8KP6alpSEiIgIA4ODgYPbvOyGEEEIIaUcBCWL1zp49CwCIi4tTWR4d\n", "HY0RI0bgyy+/1GuctrY2o4+BvfDKy8tDXl4eMjMzzXrhxePxsG3bNgwePBhA+/SJOXPmGBRE0MbP\n", "zw/Nzc0q89/Zu8CdsXeB5XI5kpKSjCre6O/vj5KSEiiVSpUuBaYKCwsDwzC4ceOGUc+XyWQm148A\n", "2gMEffr0MUtAwsvLCwsXLgQA5OTkaPxc8Xg8rtOGNWIYhpsOw9Z0udd5eXnhjTfeAACIxWKzf98J\n", "IYQQQkg7CkgQq5ebmwtHR0eN8+fnz5+P//3vf7hy5UqXY7z33nvcxb4pPDw8LJa27ezsjLS0NPTu\n", "3RsAsG/fPnz00Ucmj8u24uxcR4LN+hAIBHB0dFS5C6yrAGR1dTUqKys1rgsICEBLSwsqKiq4gERA\n", "QIDJ58G2/jx9+rRRzzdXQAIwb+vPixcvIiQkpMvXSCQSWWWGBABUVVWhtbUVgPpn7F4mkUgAQOvn\n", "nBBCCCGEmI4CEsTq5eTkICYmBgKBQG3dY489hmHDhum8EPLy8kJBQYHJnREsrX///ti5cydXIPOd\n", "d95Benq6SWOydQ46v0ZeXl44ePAgFAoFVq9erXIXWFdAIiYmBmvWrNG4jg2A3Lp1C0VFRRAKhVwx\n", "UmOVl5dj6tSp4PF4eO211yAWiw2eTmLNAQl2eoA21pwh0TFQcr9kSAB/BSSM7c5DCCGEEEJ0o4AE\n", "sXq5ublq0zVYdnZ2OHXqFCZMmNDlGCEhIWhtbb0nLpgeeughLFu2DACgVCrx5JNPmnTcXl5esLGx\n", "0Ri0OXPmDABg3LhxKst1BSSCgoI0FsUE/gpIFBcXm6XlJ/BXRxCGYVBbW4usrCyDa4bcywEJa86Q\n", "YC/YXV1d74nvl74kEgn4fD7KysqgVCp7+nAIIYQQQu5LFJAgVk2pVCIqKgpjx441aZyQkBAAwM2b\n", "N81xWBb3zjvvYPLkyQDaswNmzpzJpcUbSiAQwMfHR2NA4uTJk3Bzc1Pr6CGTySAQCODm5qZxzKCg\n", "IK0X5J6enrC3tzdbQEJXRxBDxjF3QMLUGh9VVVUoLS29LzIk4uLi7quAxM2bNxEdHQ2FQmHQ54wQ\n", "QgghhOiPAhLEqvH5fOzevdvktpqBgYHg8Xj3TECCYRjExMRwUyiOHz+OJUuWGD0e22mjs5MnTyI+\n", "Ph58vuqPgoqKCnh4eKgtZwUGBmrNkODxeFynjcLCQq4rRU9SKBSorKw0a0CioaHB5AvVS5cuAYBe\n", "GRIymczooJQl3blzB05OTggPD++xGhJyudysQYPa2lpUVFRgxIgRAGjaBiGEEEKIpVBAgvwt2Nvb\n", "w9fX954JSPD5fHzxxReYMWMGbG1tAQBr1641uvWgpoAEwzA4efIkhg8frrb9gAEDMHPmTK3jBQUF\n", "QSqVorm5WeN6f39/FBQUoLi42OQMCV0dQfRRXV0NpVJp1oAEYHrrz4sXL8LGxkZjwdaOhEIhABjV\n", "htXSysrK4O3tDV9f327PkCgvL4dYLEZkZCQiIyONqi2iCVs/QiwWA4DVTpchhBBCCLnXUUCC/G2E\n", "h4ejoaGhpw9DLwUFBaivr4dAIMD69eu55XPmzNHY9lKpVKKurg5SqRTXrl1DTk4Ojh07huzsbJw/\n", "fx5OTk4oLCxEZWUlNx++qKgI5eXliI+PVxvviSeewKeffqr1+NgAQXFxscb1/v7+yM7OhkKh0BmQ\n", "aGxsxJtvvom6ujqt27AdQUQiEezt7eHg4IB9+/Z1OW5HumpiGMpcAYlLly4hNDQUvXr16nI7kUgE\n", "AFY5bePOnTsQCoXw9fWFTCbTGqSyBLa2iFQqhVQqNaq2iCadAxKUIUEIIYQQYhk2PX0AhHQlIyMD\n", "ERER6NOnj8ljHT58mOteYe0+/vhjMAyDkpISrF+/HsePH8euXbtw9+5dDBs2DC4uLmhublb5o089\n", "Aw8PD/j7++PIkSM4e/YsAGjMkNAlJCQE0dHRqK+v17je398ft2/fBgCdAYndu3dj9erVCA0NxfPP\n", "P69xGy8vL2RmZkIulyMjIwMpKSm4cuUKvL299TpeNiBhrpatnp6ecHBwMEuGhK7pGsBfGRLWeKe+\n", "Y0ACAG7fvo3g4GCL71dXbRFT3muJRAJnZ2cEBATAxcXFKl93QgghhJD7AWVIEKvV0NCAMWPGYM+e\n", "PWYZ714JRgB/tegsKSkBj8fD5s2bubT+6upqFBcXo7y8HDU1NWhqajKouGJxcTEef/xxnDhxAkFB\n", "QVydCkMEBgbi3LlziI6O1rg+ICBAZduusBf1tbW1Ovfr4eGBadOmYeDAgdi4caPex2vuDAkej2dy\n", "pw2GYZCXl6dXQMLLywt8Pt8qMyTYKRtse9n7obDlzZs30a9fP/B4PAiFQgpIEEIIIYRYCGVIEKt1\n", "/vx5KJVKDBkypKcPpduxUyHYwISLiwv279+PGTNmoLS0FHZ2dip/7O3t4eLiAhcXFzg7O8PFxQWO\n", "jo5oa2tDY2MjioqK8Pvvv8Pb2xtlZWXIy8tDeXk5xowZo3H/ubm5CAgIMPoCnm39yWYSdCU3NxcA\n", "kJSUpNfYPB4P8+fPx4IFC3D79m34+PjofA4bkHB3d9drH/owNSBRXl4OuVyuV0BCIBCgb9++Vnlh\n", "3DlDorsKW7K1RToHaQypLaKNRCJBv379AID7zhBCCCGEEPOjgASxWrm5ubC1tcXgwYPNNibDMGAY\n", "Rmv3CGtRUlKCwMBAlJSUQKFQQCAQYODAgbhw4YJR4xUXFyMgIADLly/HokWL0NDQgLKyMq2vwwMP\n", "PIAVK1Zg4cKFBu+rvLwcb7/9NgCgpqYGYrEYaWlpWjMxzpw5g7feekut9WhXnn76abz11lvYtGkT\n", "li1bpnN7mUyGPn36wMbGfD/yAgMDcfr0aaOff/HiRQC6O2ywRCKR1WVIKBQKlJeXQygUwtXVFU5O\n", "Tt2aIfHxxx9j9OjRcHBwgEKhgK2trdGFXzuSSCR4/PHHAYAyJAghhBBCLMi6r8rI31pubi4iIiJg\n", "Z2dnlvEqKyvh6upqlgsWS6qvr0dVVRWefvppfP3111AoFCaPKRQKwefzwefz8fXXX3PL9+7dy10Y\n", "sxobG1FfX68zO0KhUKCiokJteXJyMs6dOwcAaG1t7bLQYGtrK2bMmIHJkycbdD6urq74xz/+gU2b\n", "NunVClMmk5ltugbL1AyJixcvws7OjrsTr4s1XhjL5XIolUp4e3uDx+N1a6eN5uZmvPLKKxg4cCDy\n", "8/Px6aefoq6uzuTCta2trbh16xZCQkIAtL/ulCFBCCGEEGIZFJAgVisnJ8es0zX69OkDd3d3ZGRk\n", "mG1MS2BT3seNG4fnnntOZwcGfdja2kIoFKKkpASzZ8/GiBEjAAAtLS2YPn26SocLuVwOQHe9hffe\n", "e0/t/dFVaFDTca1btw6jR4829JQwf/58SKVSpKWl6dzWUgGJysrKLruDdOXixYsYNGgQBAKBXtsL\n", "hUKry5BgAyRs0c3uCEjI5XLI5XK88847uHz5Mnbu3Ak/Pz889dRTsLe3x+7du00a/9atW1AoFCpT\n", "NqwtEEQIIYQQcr+ggASxSk1NTbh06RLi4uLMNiaPx8P48eNx9OhRs41pCQzDYMqUKWbvVODn58cF\n", "O4KDg7naDlevXsWLL77IFcZk6y307du3y/ECAwNRWlqqV4aCLlKpFG+88QZu3bql93MiIyMxatQo\n", "bNy4kbtI1UYul1skIAEY3/pT3w4bLJFIZHUXxp0DEh0/Y+bQ8X0tLy+HWCxGZGQkBgwYgLVr12LJ\n", "kiWIiYkB0F5nJSkpCbt27TJpn2zLTzYgIRQKUVFRgba2NpPGJYQQQggh6iggQaxSfX09UlNTMXLk\n", "SLOOO27cOFy8eNHqLuw6Cg8Px6+//qrSqcIcOl4snjlzBikpKXBxcQEAfP/999i8eTMA/TtSBAUF\n", "QalUqlyAsoUGO9NVaFCpVGLdunU4f/68Qec0e/Zs/Pnnnxg4cCAiIyMhFotRXl6utp2lMiQA4wIS\n", "DMPg0qVLBgUk2AwJQzqqWBo7lYFtv2quDImOwQf2fU1KSkJWVhakUikqKysBtLfy7WjGjBnIzc3F\n", "jRs3jN63RCKBQCDgvn/e3t5gGIb7XhBCCCGEEPOhgASxSh4eHti0aRMiIyPNOu64ceMAAOnp6WYd\n", "11J27tyJ3377zSxjsQGJmpoaXL16FRMnTsTWrVu59a+++irOnj2rd0CCvSDvPEUjLS0NYrEYIpEI\n", "IpEIYrFYY90OhmGwbds2FBcXQyQSwcHBAdevXzfonL755hsAQEVFBaRSqdZ6FZYISPj4+MDGxsao\n", "gERxcTFqa2sNKtgqEonQ3NyMmpoag/dnKXfu3IGbmxvs7e0BtAckbt++DaVSadK4ycnJXPCBfV/Z\n", "uiQdFRYWqmTGJCUlwcnJyaQsCYlEgsDAQK4AKpv9Yc1BTEIIIYSQe5XVBSTmzJmDwMBAxMbGqvyJ\n", "jIwEn8/n5osvW7ZM43bsBWdn27ZtQ3R0NKKjozF48GCsWbPGqu40ku7h7e2NiIgIq5+2wdq8eTO+\n", "++47s4zFBiTYzhDDhw/H9OnT8corrwBoLxI4ffp02NraYvz48XBycupyPPYOcueAhJeXFzIzM5GX\n", "l4e8vDxkZmZq7LBRWlqK5557Drm5ueDz+ejfv79Bd7blcrnGYICmehUymczkVpCdCQQC+Pn5GRWQ\n", "MLTDBvDXhbE11ZFgW36yfH190draalI2gbY6JPpMmXB0dMQjjzxiUkDi5s2bKoVG2fOjwpaEEEII\n", "IeZndW0/eTweVqxYgaefflpl+d69ezF37lw89NBDXW6nycaNG7F48WJkZGRgyJAhKCgoQGJiImQy\n", "GT7++GOLnAexXtOmTdOY1m8trl27Bnd3d3h6esLPzw/FxcVmGdfPzw93797FkSNH4ObmxrXZXLNm\n", "DbKzs3H69GlIJBL88MMPOHz4MHg8Xpfj2dvbQyQSab0g1xUAOHPmDABg6NChAIDQ0FCDMyT00dbW\n", "hqqqKrNnSADGd9q4ePEinJ2dDZqWIxKJALQHAQYOHGjwPi2hrKyMm64BtH/GgPZgk7Y2r8aysbFR\n", "C0pomgo0c+ZMJCcn48qVK0a9ThKJBGKxmHvMngdlSBBCCCGEmJ/VZUi8+OKLGDVqlNryr7/+GnPm\n", "zFHpOKBPhkNtbS2WLFmC1NRUriNAcHAwFi5ciPXr16OgoMB8B0/M5o8//rDYe7Ny5Ups2rTJImOb\n", "w+OPP45ly5YBMG+RQPZice/evRg2bBj4/Pavv52dHXbv3o3evXtz6z///HO9xkxISIAZgZKDAAAg\n", "AElEQVStra1Rx3PmzBkIhUL4+PgAMDwgoW+9CrbegLUFJCIiInQGfTq6VzIkAJj0mdX2vsbExOg1\n", "FWjy5MlwdXU1KkuCYRhIJBKVDAk7Ozv06dOHAhKEEEIIIRZgdQGJhIQEte4CEokE6enpmDt3rsHj\n", "HTp0CLW1tWpTOR588EEoFArs3bvXpOMlljF9+nST2/fdq0pKSrjgARuQMMf0In9/fwDAjRs3MHz4\n", "cJV1QUFB2L59O/f4jTfewMmTJ3WOuW/fPixdutSo4zlz5gyGDh3KXZSHhobi1q1baGpq0nsMtl6F\n", "ra0tHBwcNF6k6lsTwximBiQM4ezsDGdnZ6u6ML5z545KhoS3tzcEAoHJhS3/+c9/AmgPTrDBh4MH\n", "D+o1FcjOzg7JycnYtWuXwd+b8vJy1NfXqwQkgPbzoikbhBBCCCHmZ3UBCU02b96McePGqf2SeOjQ\n", "IUyYMAExMTGIiorCa6+9pvbLOlsIrfNz2ccXLlyw4JETY1RXV6OmpkbjXdL7XX19PaqqqrjggZ+f\n", "H1paWkyu8F9eXo4nn3ySe7x37161aStTp07F4sWLAQCtra144oknuOwCbRiGQX19Pe7cuYNbt25B\n", "IpHg6tWryMvLw7lz51BXV6f1eWxAgjV+/Hjs3r3boKwBtl7FY489hvDwcI0XqZYOSEilUrS0tOj9\n", "HIVCgcuXLxsckADasySsKSBRVlamkiEhEAggFApNCkgolUps2LAB48ePR35+vlrwwcPDQ+d0oBkz\n", "ZuDq1avIyMjosh1sZzdv3gQAhISEqCy3ttedEEIIIeR+YXU1JDprbW3Ft99+i6+++kpluaOjI/h8\n", "Pn744Qd4enqisLAQM2fOxJAhQ3Dq1CkudbiiogIA4OrqqvJ89jG7nlgPtqCdJQMSzc3NyM7OxqhR\n", "o7ipC9aATXXvmCHBLu/bt6/R4yYnJyM7O5t7fPXqVaSkpCAzM1Nluw8++ABffvkl6uvrcevWLYSG\n", "hqJ3796wtbVFr169YGtrC4VCgZqaGtTU1ODu3btQKBRa9+vn54fs7Gzu+8gqKiqCXC5XCUgEBgZy\n", "nTsMFR0djd9++w0Mw6gFNCwdkGAYBsXFxWpBT20kEgmam5uNCkiIRCKrmbLBFq/sGJAA2t9zUwIS\n", "e/fuRV5eHr766iujC5FGRUVBIBAgKSkJLi4uCAoKQlpams66FhKJBAAFJAghhBBCuovVByT2798P\n", "W1tbTJ06VWU5eyeXFRQUhG3btiEiIgIrV67Ev//97+48TGJG3RGQyM7OxpgxY5Cbm4vY2FiL7cdQ\n", "bAFLNhDRv39/rF692qQCgdq6FrDdKDpe9Nna2sLFxQVKpRKNjY2orKzUmSXRlZKSEsycORPp6ekq\n", "tSbs7e2xcuVKtakjxgoLC0NNTY3aHXug/fz5fD5XI8Oc2ABKUVGR3gEJYzpssCx1YcxmERgSAGAz\n", "bDpO2QDa60gYG5BQKpVYvnw5Jk6cqFJY0lBPPPEEFAoF6urqUFdXB6lUqjEA15lEIoGXlxdcXFxU\n", "lnt7e1M2HSGEEEKIBVh9QOLrr7/GP//5T73uYg8aNAguLi44ceIEt4y9K3r37l2VbdnHuu46L1iw\n", "QO1C5sknn1RJfyfmVVhYCAcHB7NX6e8oISEBDg4OOHLkiFUFJNgMCTajoHfv3mrBN0tiGAZVVVWY\n", "O3cu0tPTIZfL0dLSgtbWVu5vPp8PNzc3uLq6ws7ODpcvX8aIESMgEom4LApbW1v89ttvKC0txfHj\n", "x7F06VKsXr2a249QKDS69oQmYWFhAID8/Hy1gIRMJoO7uzsEAoHZ9sdip9YYUkfi4sWL8PT0NOrz\n", "LRKJcPnyZYOfp015eTmSk5NVgoD6ZBIAf7XB7Px6+/r6Gt1W96effsKlS5ewZcsWo54PGBaA66xz\n", "QUsWZUgQQggh5H73ww8/4IcfflBZVl1dbfH9WnVA4vr16zh+/Di+++47tXWdq7uz+Hw+lEol95i9\n", "2Lx58yaio6O55exc4Y7LNPnkk08QFxdn1PET4xQUFCAoKMigWgKGsrOzw6hRo3D06NFuveDXxdnZ\n", "GZMmTYK9vb3ZxmS7FnRO9dfUMrG+vh7Nzc1ISEjAJ598onPshoYGODk54YUXXlBrwXvy5EmMGjUK\n", "ra2tWLNmDUaOHKmW6dTZzz//jOvXr+ONN97Q8+za9evXD3w+H/n5+Rg9erTKOplMZnTqvy729vYQ\n", "CoUGBSRyc3MxYMAAoz7fQqEQt2/f1nlhra/k5GRkZWVxj/XNJAD+aoOpKSBhaIaEXC6HQqHAsmXL\n", "MGXKFCQkJBj0fHO5efOm2nQNoP0cKysr0dLSotLpiRBCCCHkfqHppntubi7XqdJSrGfyvAabNm3C\n", "I488ApFIpLbOx8dH7QJLIpGgpqYGw4YN45ZNmTIFLi4uOHLkiMq2R48ehUAgwGOPPWaZgydGi4mJ\n", "waxZsyy+n/HjxyMjI8OggoSW9vjjj+PQoUNmH5ftRqGrZaKh9RYcHR3h5eWl8YJ8+PDhWLt2Lff4\n", "mWee0dnK9eTJk/jss8/02ndHdnZ2CA4ORn5+vto6mUxmkfoRLH07bZSXl3PdIs6dOwexWKxWWFTX\n", "87du3YqqqipERkYa/PzOdGUS6MIGJDpnU/j6+qKmpgb19fU6x2Bfk8jISISFheHq1at49dVX9TsB\n", "LfRtB6uJtgwJdlqKKa83IYQQQghRZ7UBiZaWFmzfvh3z5s3Tus3bb7/NtQisqanBvHnz0Lt3byxZ\n", "soTbxtnZGatWrcK3336L3NxcAO2/cH/yySdYtGjR37KTg7VLTU01azq/NuPGjUNDQ4NKsUdrdPz4\n", "cbX0KUOx3Sh0tUw0pgBkUFCQxgtbAHjllVfw+OOPA2hP+Zo+fTpu3LiBVatWabzoDQ0NRXFxMRob\n", "G/XePyssLMyqAxJsNkJbWxsaGhqQlZWFlJQUvfeTnJzMFV2USqUGP9/cysrK4OHhoVIbBPir/ok+\n", "WRLsayKVSrmUwBUrVph8bGwAzsHBATY2NloDcB2x3WK0TdkAQNM2CCGEEELMzGoDEnv37kWfPn0w\n", "btw4jeu///571NTUYOjQoYiMjERkZCQ8PT1x8uRJ9O/fX2Xb+fPn44svvsCcOXMQHR2NpKQkLFq0\n", "CB9//HF3nAqxUjExMXB3d1fLnrE2+/fvx7Jly8wylq6WiUqlEtHR0QbVN+jqgpzH42HLli3cdzIn\n", "Jwfz5s3DkiVLwDCM2vahoaEA/up2YIjw8HCrDUiYmo1g6vM1MSWTANA+bY6tf8LWQ9HGEufEYgNw\n", "S5cuhUAgwJ9//qnzM81O4+sqQ4Ktm0EIIYQQQszDamtI6CocOXPmTMycOVPv8VJTU5GammqOQyP3\n", "CT6fj6VLl+rdHaE7SCQS+Pn5wc7Ojlvm5+eHkpISjS0tzS0+Ph7nzp0z6DlBQUFc9pEmbm5u2LNn\n", "DxISEtDU1IQjR46gb9++GoMEbEDi+vXrBnehCAsLQ0FBgdo8/+4ISBQXF0OpVFpVC1l9pKWlISkp\n", "CWfOnAHQXqRTVyYB686dO2odNoC/AhKmtP40l8TERDQ3N+PGjRsIDw/vcls2IKGphkTfvn3B4/Eo\n", "Q4IQQgghxMzurd+eyX1PJpMhPT2dm4pjaYsWLcK0adO6ZV+61NXVoX///tizZ4/Kcj8/PzQ0NHRL\n", "lVtjhIWFwdXVVWPGAys6OhpffPEF97iyshJXrlxR245tuXj9+nWjjkOhUKhlV3RHQKK1tbXL7hfa\n", "MlP0zUYwNZtBGy8vLyxfvhxAezDK1dVV7+wYTS1Wgfa6Ir1799YZkLDUOXUUGRkJAMjLy9O5rUQi\n", "gaOjo8ZzsrW1haenJ2VIEEIIIYSYGQUkiFU5duwYxo0bh9ra2p4+lG7Hprizc/BZhszJ7wnPPfcc\n", "cnNzdWZvPPvss1wnDoVCgccff1yt8CGPx0NoaKjRAQkAKtM2WlpacPfuXYsFJMrLy/HOO+8AAMaM\n", "GdNloUl3d3c4ODjoLCyqDVsXgc1K8PPzM+j52uTm5qJPnz5YunQpLl26hEuXLun1PG1TNthj0+fz\n", "mpaWxnUxcnd3N/g10aVv374QiUS4cOGCzm0lEglCQkK0fo69vb0pQ4IQQgghxMwoIEGsSmFhIRwd\n", "HS16R9tasQEJf39/leVsQELXnHxzqKurQ1tbm0XG5vF4WLBgAff48uXLmDdvnlpmxapVqzB37lyD\n", "x/f29oarq6tKQKKyshKAYUU6DZGcnIzz588DaK+JoK3Q5LFjx3Ds2DF89913OguLsq5du4atW7dy\n", "j9m6CJcuXcJrr72Gqqoqs5xDbm4uYmNjMXHiRLi6uuKnn37S63napmwA+rf+9PLywssvvwwAOH36\n", "tM7XxBiRkZF6ByS6mr4lFAopIEEIIYQQYmYUkCBWpbCwEEFBQRavldDR5cuX8d5773U55aA7FBcX\n", "A/hrDj5LKBSCz+d3S0DimWeewcMPP2yx8dm7705OTgCA//znP9iyZYvKNhMnTjSq3zGPx1PrtGFM\n", "1xB96VuUkWEY/N///R9iYmKQnJyss7AoKzExEc8//7zacg8PD7z77rsQCARmKcybm5uLuLg42Nvb\n", "Y9q0aXoFJJqamlBTU6M1Q8LX11fvz+uxY8cQExOjsXaDOURFRekMSMjlcly7dq3LY/D29qYpG4QQ\n", "QgghZkYBCWJVCgsLERwc3K37LCoqwvvvv4+LFy926347KykpgZeXl0pBS6B9/vr777+PqKgoix+D\n", "sfUWlEolmpubdW43YsQIbN++XeXO/yuvvNJlUUxDaAtImKsmgTGOHj2KY8eO4f333zeo6OXrr78O\n", "ABozVtzd3fH6669j48aNJk3lkcvlKCoq4qZNPPHEE7h8+bLOaRvshXlXAQl9j+vYsWN44IEHDDhq\n", "w0RFRaGwsBB3795VW1deXg6xWIzIyEgUFBQgLS1N65QbypAghBBCCDE/q+2yQf6eCgoKMHr06G7d\n", "57hx4+Dq6oq9e/dyRfB6QklJiVr9CNbSpUu75RhkMhliY2MNft6AAQMwc+ZMrFy5ssvtgoODuYBT\n", "RkYGNm7ciObmZkyfPh2HDh2Cg4MD+Hw+eDweeDweGhsbUVVVherqau5vtu4Euw0A9OrVC1OmTEFY\n", "WBh+/fVXlfMBLJMhwRZllEqlKssZhoG7uzvkcjkYhsG7776L+Ph4gzNPBg4cCACoqanRGFBZsGAB\n", "Pv30U3zwwQf48ssvjTqHs2fPAgAXkJgwYQJcXV2xe/durtilJuyFeVdTNu7cuYO2tjbY2Gj/b6ak\n", "pAQ3b960eEACAC5evAixWKyyLjk5GVlZWdzjgoICpKSkIDMzU20coVBIGRKEEEIIIWZGAQliNRiG\n", "QWFhIZ555plu3W+vXr3wyCOPYO/evVi2bFm37rsjDw8PJCYm9tj+gfYL+L59+xr8vL59+xp8p37d\n", "unU4deoUTp8+jZs3b2LAgAEG77cjkUiE5cuXo7Kyksv0kMlkEAgEcHNzM2lsbdLS0pCSkoKCggIA\n", "7R0mJBIJN+2mubkZlZWV+PHHHw2ehtS7d28AQFVVlcaAhKurK95880288847eP755xEYGGhwJsjZ\n", "s2fh7OzMtVu1s7NDcnIydu/ejWXLlmk9Zl0ZEn5+flAqlSgrK1ObgtRRRkYGAGDUqFEGHbchwsPD\n", "IRAIcOHCBZWAhK4pN51fS29vb9TU1KCxsREODg4WO15CCCGEkL8TmrJBrEZLSwumT5+OYcOGdfu+\n", "H3vsMVy8eBHXrl3r9n2zPvzwQ5XWmN1NqVRCLpcblU3g4+OD27dvG/QcOzs77N69G3369DF4f5pI\n", "pVKuHgU7bUMmk8HDw8OgqRKGYAtNsoUqb9y4geDgYEilUkilUq6o5qeffvr/7J15fFNV/v6fJE3T\n", "Ld2bNt0XutDSsslWUVZl2GqrLOIww6IjgoqIioKADo6I44gKOAIugAoCIvYrIIMKtEgpVCjQhTXd\n", "KN3StNB9TfL7I797bZqb5Ca5aVM479eLl/bm3HNP0hBynvt8no/Jc1Ovi6HwylmzZkGtVmP06NGI\n", "j4832OWDiezsbAwaNEjr9Zk1axauXbtmsISpsrISfD5f73uFEiGM5Uikp6cjJiaG8yDLrohEIsTE\n", "xLAKtjQEJb4QlwSBQCAQCAQCdxCHBMFmEIlE+Oqrr3rl2pMmTYKTkxMOHjyIN954o1fWYIiCggKk\n", "p6dj4cKFVrtGXV0dlEql2YJEWlqawTEqlQorV67EU089hYEDBwIAQkND8b///Q9btmxBS0sL1Go1\n", "VCoVTp48CVdXVyQmJsLd3R0eHh5wd3eHu7s7XFxcAGgcNdT4lStXory8HFlZWQA0gsSDDz5odiaG\n", "qVB302tqatDa2qrzeHFxMeNdd30cOHAAmzdvRkBAADo6OvSOe+qpp9DZ2YnOzk60tLSgoqJCb8kB\n", "E9nZ2fjLX/6ideyRRx6Bm5sb9u/fr7eEqbKyEj4+PhAIBIyPU4KEMdeMtfMjKBISEpCbm6t1TF/J\n", "TVhYGOPviSpPqaqqQmhoqNXWSjAOFRrbm9kwBAKBQCAQuIEIEgQCNFb7yZMn48cff7RJQeLcuXN4\n", "+umnMXPmTIjFYqtco6GhAcHBwXpzAQzBxiGhUCjw73//GyNHjqQFCQAYPnw4vv76a62xc+bMQXl5\n", "Ob777jtW1w8NDcX48eOhVCoBAMeOHcPChQt7TJDgmrS0NCgUCoMOA1NLDrpTX1+PGzduYNWqVVrH\n", "7e3tkZKSgr179+Kll15ifP2qqqr0lmsAmswOe3t7g4KEXC7H1atXeyQfJSEhAUeOHIFardYqQ0lN\n", "TcXUqVNx/vx5uLu7IzY2Fj/++CPjHNTzJcGWvYdcLkdycjL9vg8NDUVqaqpVHTYEAoFAIBCsCynZ\n", "IBD+Pxs2bMBPP/3UK9dubW2lQxCZoMIuLemoYIzg4GCUlJRg9OjRJp/r7++P2tpaRncABbV2fcGd\n", "XYmMjMTNmzdZX//hhx/Gu+++S/+cmpqKsrKyHhckqLvu3dF3110f+fn5GDBgAIcr0+Xy5csA/gy0\n", "pJDL5Th79ixkMhliY2MZy0AqKysNChI8Hs9op43Tp08DQI84JOLj41FfX49bt25pHZdIJFi0aBF4\n", "PB6ysrKQkZGhd3Pr5eUFgUBABIlehAohpUqiMjMzkZKS0tvLIhAIBAKBYAFEkCDYDDk5OVotG3ua\n", "fv36meUO4ILTp0/D29ubDkfsDlsLfG8RGBgIPz8/2krNBHW331DIIUVkZCQqKirQ2NjIeg2vvfYa\n", "pkyZAkCTR/Lkk0+iurq6xx0SqampSExMhFQqhVQqRWJiot677kyo1Wrk5uYiLi7O4DhLxY/s7Gw6\n", "X6ErycnJuHbtGgCgurqacdNXWVlp9O+KMUHi1KlTCAsLQ1BQkNG1WgrVaYMpR+Lw4cN48MEH6WBP\n", "fQgEAvj4+JAMiV7CmCOIQCAQCARC34QIEgSbYdWqVXj11Vd7exm9QmlpKQD9m3W2IYG9xYQJE1BR\n", "UWFQbCgrK4NAIGAl+lCbQ5lMxnoNfD4fX3/9Nd2d4vTp0ygoKOjxOvPuQZeG7rozIZfLUVNTw8oh\n", "QYkf1Pz9+/dnLX5kZ2cjISEBQqGQPsZ202esZAPQvGcNvV97Kj8C0Ahm7u7uOjkSra2t+PXXX1m3\n", "ZPXz8yMOCQKBQCAQCAQOIYIEwWYoLi62ibA4tVqNzs7OHr3m7du3IZFIIBKJGB93cHCAt7e3VQUJ\n", "feUiXHH79m1IpVK9QYhdiYuLw549exAcHGzSNby8vLBu3Tr657q6ul7bQHp5eZklhlDdLQYMGIAx\n", "Y8bg+eef1zuWEj/y8/Ph6+uLxx57jLX4kZ2drVOuwRZjJRsA4OnpqVMiQVFXV4dLly71mCDB4/GQ\n", "kJCg45BIS0tDc3Mza0HC19eXOCR6Ca7KoQgEAoFAINgWRJAg2ARqtRrFxcUICwvr1XW0t7cjJiam\n", "x7t9lJaWGrWuBwYGWlWQeOONNzBo0CCrzV9WVsYqPwIAxGIx5syZA09PT5Ov07284LvvvqNLEPoC\n", "eXl5EIlEiIiIgEAgoFuHGsLb2xsPPvggMjMzWV2jubkZV65c0REk2Gz6Ghsb0dTUpNfpIpfLkZiY\n", "iN27d6OwsJAxgyIjIwNqtbrHBAlAkyPRXZA4fPgwQkNDERsby2oO4pDoXVJTU+n3p5OTk8nlUAQC\n", "gUAgEGwPIkgQbAKFQoGmpqZed0jY29sjMDAQP/zwQ49e9/bt20YFiWeeeQZjx4612hoUCgUcHR0t\n", "msOQy2LevHlYuXKlRfOzISAgAM7OzoiKigKgseUnJyejvr7e6tfmgqeffhpZWVkQCATw8PDA3bt3\n", "WZ03atQo/PHHHwbbhFLk5uZCpVIxOiS6ZmB4eHgAAFasWEE/TjkE9DkkqOBB6vVmyqA4deoUpFIp\n", "IiIiWD03LkhISMCNGzfo4FW1Wo1Dhw5h2rRpWp03DEEEid5FIpFg8uTJADRhqKaWQxEIBAKBQLA9\n", "iCBBsAm6tnHjgpqaGrODzp544gmcOHECd+7c4WQtbCgtLTXqHnj++ecxe/Zsq63B0o4USUlJmDdv\n", "nt7Hx44di6SkJLPnZwuPx0NUVBRcXV3pY9evX8ff//53qFQqq1/fUlxcXOgQRnd3d9bvw8TERDQ3\n", "NzMGN3bn4sWLsLOzY8yp6JqBcf36dSQkJGDz5s3049SGnEmQYJtBQeVHsBUCuCAhIQFKpRJXr14F\n", "oHGi3Lp1i3W5BmB6yYYln0MEZgoKCgBAx3VDIBAIBAKhb0IECYJNwJUgQdnF4+PjER8fz2gXN0Zy\n", "cjI6Oztx6NAhi9ZiCt7e3ujfv3+PXY8JSwUJR0dHTruAnD17Fq+88opZ50ZHR+PSpUsAQAsT//d/\n", "/4d//etfnK2vJzDFITFkyBAIhUJWZRvZ2dmIi4uDg4OD3jFeXl7w8fHB2rVrcfz4cWRkZAD40yFh\n", "Skeau3fv0s6E0tJSZGVl9Wi5BgBafKEEm8OHD8PZ2RljxoxhPYefnx+ampqMdn/h4nOIwIxMJoNA\n", "ILDZjkMEAoFAIBBMgwgSBJvAy8sLs2bNoi3i5sJFn3p/f38kJibi4MGDZq+js7MTmzdvxowZM/DG\n", "G29oPXb06FF8++23WsdOnjyJJUuWmH09LrBUkPD390d5eTln6ykuLsbGjRvNcqpER0fTwaQ7duwA\n", "n6/5qHvrrbdw+PBhztZobdzd3VkLEg4ODhgyZAjOnDljdKwpgZYpKSmIi4vDO++8A0DjkBAKhYx/\n", "V/VlULS2tuKxxx7DsGHDMGjQICiVSmzfvr1HN+kuLi6IiIjQEiQeeeQRg6JMdygRxphLgovPIYIu\n", "HR0dKCkpwdChQyGXy9He3t7bSyIQCAQCgWAhdr29AAIBAMaPH4/x48dbNIcxu7gpSexPPPEE3nzz\n", "TTQ1NcHZ2dnktXz77bdYunQpxowZg4ceekjrsaNHj2Lz5s0oKirC6tWrWdvW6+rq8Ouvv2LChAkW\n", "CzdMWFOQqKiowM6dO/H000+zrvmmMiBu3ryJ4cOHm7SW6OhoAIBQKERKSgrWr19PC0N//etfMWvW\n", "LPB4PK0/SqUSnZ2d6OzsREdHB/3/3Y+JRCK8+eabVrnDn5aWhvXr1+P777+Hm5sbPDw80NbWxvp8\n", "NiF/7e3tyM3Nxfz581nNyefzsWbNGjz55JM4d+4cKisr4evrS4s83UlNTUVKSgqKiooAaAIx16xZ\n", "g6SkJK18i8uXLyMlJYV2XvQEVLClQqFAZmYmPv/8c5POp8pUKisr9eZfcPk5RNCmpKQESqUSDz/8\n", "MLKyslBRUYGQkJDeXhaBQCAQCAQLIIIEgcDAtGnTsH//fpSXlyMyMtLk83fu3IkJEybgt99+03ns\n", "k08+gUQiwZo1a1BUVIRt27ZBKBQanbOiogIzZ85EWlqaSTZzNiiVSqhUKosEiYCAANTX16OxsREu\n", "Li5aj125cgWrVq3C7NmzWQsS1OtuiSDh6ekJHo+HFStW4Pz58zhw4ADq6+vxxRdfmDRfd86dO4fs\n", "7GyEh4dbNE93/vjjD2RmZkIsFgMAlixZYrDtZ3dGjRqFjz76CBUVFZBKpYxjrly5gvb2dpNafs6Y\n", "MQP9+/fHO++8Y7SdKZVBQWUneHl5oaamBp6enjrOgp7epCckJGDbtm04evQo1Go1pkyZYtL5XQUJ\n", "Qs9D5UeMGTMG//nPf1BWVkYECQKBQCAQ+jikZINwz8Bln/qoqCicPXvWLDGisLAQ6enpWLBgAePj\n", "PB4Pq1evxjfffINvv/0WY8eOZRV8FxAQAABWqZ0WCAS4c+cOFi5caHCcoZA+f39/ABrhpDtUu1Jq\n", "DBvEYjGkUilu3LjB+hxAU7+/ePFier2JiYmorq7Gjh07MHToUJPm0kddXR1mzpxJ5yJwRX5+PuLi\n", "4mj3gamhj6NGjQIAgzkSp06dAgA6OJMNAoEAL774Io4cOYLdu3fj2rVrRnMRugsX+hwVPUlCQgKq\n", "qqqwdetWDBs2TK9oow8PDw8IhUKDJRtcfg4RtJHJZBAKhfT73JptkAkEAoFAIPQMvf8NkXDfo1ar\n", "8fvvv6Ours7iuVJTUzFq1Ch6IxcTE9Pjfep37doFsVhstGZ87ty5+OWXX3DmzBlWzgSxWAw3Nzer\n", "fgnXtwFmE9Ln7+8PkUgEhUKhc35ZWRm8vb1NqtcHNMKQqYJEcnIysrKyAGiyPKj6fRcXF2RmZuLq\n", "1avIzc1FTk4OLl++jIsXLyI7Oxs5OTm4cuUKNm7cCACYOXMmVq5ciYKCAty5cwcNDQ2orq6mRars\n", "7GwsW7bMpLUZIy8vj7HzBVsCAwMRFBTEKEhQv8OVK1dCIBDg0UcfNSnD4ZtvvgGgcdO0tbWZlItg\n", "C5t0uVyOd999FwBw5swZVFZWmpxhwePx4O3tjcLCQoPjUlNTIZVKwefzwePxEBAQ0OOfQ/ciBQUF\n", "CA0NhaenJ5ycnEiwJYFAIBAI9wCkZIPQ61RXV+Phhx/GwYMHLQ5+k0gk+PTTT0Dd0iMAACAASURB\n", "VGk7+vz583u8T72npyeWLl0KJycno2PHjh2LgoIC1q0EAwMDadtyT0KF9FFUVFTo1P9HRkaipaWF\n", "UdS4ffs27fAwhcjISFy8eJH1eDb1+zExMXrPT0tLwxtvvIG5c+di165dOnf1XVxccODAAYwYMQKt\n", "ra3Ytm0bRo8ejblz57Jeoz6USiWuXLli8VyjRo1iDLbs/jukBAU2GQ5c5CIwZUv05CY9OTlZ671U\n", "WlpqUoaFXC5HcnIyqqur8dlnn+HMmTNITU1l/HyRSCQICQnByJEj4ezsjLNnz8LHx4ez53K/IpPJ\n", "0K9fP/B4PAQGBhJBgkAgEAiEewDikCD0OtRGJywsjJP50tPTIRKJEB8fj+vXr1s0V15eHp3Kz5aX\n", "XnrJpPaS4eHhtAXZGI8++igOHDiAlpYWk9ZkCcY2oxRUOCQTZWVlCAwMNPnazz33HN5//32TzzOX\n", "zZs34+GHH8aXX36pt8QgISEBn332Gf3zokWLkJ+fb/G1i4qK0NLSouWQUCgUiIiIwK+//sp6nsTE\n", "RFy4cEErDJPt79CaUNkSubm5yM3NRUZGRo+JhVw8f0rQ6ezsRHNzs0GHSFtbG7KzszFu3DjMnTsX\n", "MpnM5M8Rgi4FBQV0mGhAQAAp2SAQCAQC4R6ACBKEXoe6Y8pk6TaH9PR0jBo1CgMHDsS1a9csmuvZ\n", "Z5/FunXrOFkXFyxevBi1tbXYv3+/0bGdnZ1oaGhgNe+uXbsQHh4OtVpt6RIZMdchMXToUEyYMIH1\n", "eEtLA/bs2YODBw/C3t7e4Lj58+fTeRvNzc2YMWMGGhsbWa+Tiby8PABAXFwcfczZ2RmFhYWsHTSA\n", "xiHR1tZmkrPEGFyWXBgLxbRFTBU0srOz0d7ejlGjRmH8+PHw8PDAgQMHemCl9y4qlQoFBQXo168f\n", "AI0gQRwSBAKBQCD0fYggQeh1iouL4ebmBnd3d4vnUqlUOHXqFMaMGYOYmBhcu3bNok32pEmT8Ntv\n", "v6Gzs9PitXFBZGQkPvnkE4wYMULvmJKSEjz33HOIjo7G8uXLWc1bXl6OhoYGRocDF5vRZcuW4ckn\n", "n2Q11lJSU1ORmJgIqVQKqVTKqhUmhUgkojtcUOzfvx8vvPCCztgtW7bQwZDXrl3Ds88+a9F7bfr0\n", "6bh+/TrdyQEAHBwcYG9vj7t377KeZ9CgQXBwcNAqz/Dy8mJ0I5jyO7Tkde1tejrDIjMzE46Ojhg4\n", "cCCEQiGSkpLwww8/cH6d+4ny8nK0tbXRDglSskEgEAgEwr0BESQIvU5xcTFn7oj8/HzU1tZizJgx\n", "iI6Oxp07dxhDFtkyadIk1NXV0SGJhjhy5Ag+//xzs6/FlqVLlxrMQfjvf/+LvXv3IioqivGuLhPV\n", "1dUGgzU/+ugjAJoNO6BxLjBtRl999VXGVop/+9vfMG7cOFZrsRRTSwNu3bplcL67d+/is88+03Ep\n", "ODo64sCBA7SA8d1332Hr1q1mr1sgECAqKkpLFOLxePDw8DBJkLC3t8cDDzygJUioVCoIhUI4Ojqa\n", "LSj0ZskFF1giqJgqaGRmZuKBBx6g2/nOmDEDV69exZUrVyx6DvczMpkMAHQcEtZydREIBAKBQOgZ\n", "iCBB6HW4FCTS0tJgb2+PkSNH0pt2S3IkHnjgAbi7u+OXX34xOvb999/H999/b/a1uKCpqQmff/45\n", "nnnmGcTFxbEWJBQKhUFBYsuWLfD398exY8cAAB988AHjZpTP55vcFcMYmzZtwp49e0w+j01pwOXL\n", "l9GvXz8cPnxY75jHH38cfD6f0XIfGRmJHTt20D8vW7YM58+fN3mthnB3d8edO3dMOqd7sOVXX32F\n", "8+fP4+jRoxYLCn2x5AKwXFDpKmgIhUJ4enrqFTQyMzO1cmEeeeQRiMXiHi/bMNSmt69RUFAAHo9H\n", "Zw0FBASgvb3dIsGZQCAQCARC70MECUKvM3DgQJNyAgyRnp6O4cOHw9HRkU5jtyRHws7ODhMnTqQ3\n", "4vqQyWT4/fffMX/+fLOvZQ7d7w7u3r0bdXV1eOGFFxAaGopbt25BpVIZnceQIJGfn4/du3djzZo1\n", "dKkIlfvRHX9/f5SXl3N61/LIkSNWEXqUSiWeeeYZREVF4dFHH9U7ztvbG4888gj27t3L+PgTTzxB\n", "t/9sb2/HjBkzUFtby9k63d3dTXJIAJpgy7KyMpSWlqK6uhorVqzAvHnzMGbMmD4rKHCFuc+/q6Dx\n", "+uuvo62tDa6urjrjSktLUVZWpiVIiEQiJCUl9ZggwaZNb19DJpMhKCiIdmlRIbkk2JJAIBAIhL4N\n", "ESQIvc6GDRvw4osvWjyPWq2m8yMATf19WFiYxZ02Jk2ahKysLIN3qXft2gVXV1eL25ayRa1WY+rU\n", "qdi4caPWsU2bNiEpKQmhoaEIDQ1Fe3s7Kisrjc6nUCj0tiVcu3YtQkNDsXDhQjg4OMDf31+v88Lf\n", "3x8tLS2oq6ujj+Xl5WHbtm1QKpWmPcn/T1RUFOeuC0DjvLhw4QK++OILoyGWTz75JE6fPo3S0lLG\n", "x99//316A1pSUoJ58+axEoIorl69igceeIDxvWqOIEGt5dixY1ixYgUAjauFYDleXl6YPXs2mpqa\n", "kJaWpvM4VSrTvXPOjBkzkJuba5X3cneojiAVFRWoqKgw2BGkr9A10BIAHZJLciQIBAKBQOjbEEGC\n", "cM9w9epVVFdXY+zYsfSx6OhoizttTJ48GevWrdO7wVSpVNi1axeefPJJODo6WnQttvB4PHh6euK/\n", "//0vva7jx48jPz8fL730EoA/u5awKdtgckjU1NTg+PHjOHjwIN566y160x4aGmrQIQFoAugofvnl\n", "FyxfvlxvG01jREVFQSaTmS1oMFFUVITVq1fjxRdfxMiRI42OT05Ohkgk0tvdxN7eHvv27aPvvB8+\n", "fNgkASAnJwcXLlxgdKns27cPu3fvZj2XXC5HSkoKBAIBlixZgp07d2L16tV6BSeC6cTFxSE0NJSx\n", "1CczMxNhYWHw9fXVOj5p0iQ4OztbPdzSFlq8WgOZTEYHWgKAr68vBAIBESQIBAKBQOjjEEGCcM+Q\n", "np4OOzs7rTuTMTExFjskAgIC8Oabb+q1eZ88eRKlpaU9Xq7x/PPPo7CwkC4nuXDhAgYPHkw7REJC\n", "QhAUFMSqHeX169exZs0aANp276lTp8LBwUGrpCEsLMwkQaKsrAyBgYGMHTzYEBUVhfb2dqPhk2xR\n", "q9V47rnn4O3tjX/961+sznF1dcXUqVO1giK7ExQUhN27d9PPc9WqVUhPT2e1nsuXL8PHxwcFBQX4\n", "6aefsH37dqxbtw4bNmwAn8+Hg4MDuyeHP++OK5VKdHR0AABpOckxPB4P06ZNw6FDh3TKk7rnR1A4\n", "Ojpi6tSp2Lt3b58WBnoDtVqt45AQCASQSqWkZINAIBAIhD6OXW8vgEAwBeqLPJM4kJ6ejmHDhsHZ\n", "2Zk+Fh0djU2bNqG9vd2oLd9cjh49ipiYGFZ32rlkxIgRGDx4MP773/9i8uTJeP311/Hyyy/TG2Kx\n", "WMx6Ey8UCumOANSGtiszZsxARkYGAI0gcfLkScZ5pFIpAGh1pLh9+zZtrzaHqKgoAMCNGzfoQDtL\n", "uH79Ok6fPq3VIYMNO3fuhIuLi8ExkyZNwpo1a2hHzRNPPIHBgwdDpVJBpVJBqVSis7MTjY2NaGho\n", "QH19Perr6+m2skztXI8dO4Zjx46xev/quzteXFyMmpqa+zo7gmumT5+OLVu2IC8vD/Hx8QCA1tZW\n", "ZGdn429/+5vOeLlcjkuXLuHGjRuIjY1FREQEUlNTOe9UQnUEqaio0DpurRanPYFCoUB9fb2WQwL4\n", "s9MGgUAgEAiEvgtxSBD6BMZC2tRqNdLS0mh3AEVMTAyUSiUKCgqstrb169fjp59+MtsBYC48Hg/P\n", "P/88jhw5QjsWLBVd2Ni9w8LCUF5ejtbWVp1xjo6OaGpqwl//+lf62O3bt+kAOnMIDg6Gvb09Z7X3\n", "MTExKCoqwuTJk006TywWs/odr127FhMnTgSgeT1/++03nDhxAmlpafj999+RmZmJ3NxcFBcXo7a2\n", "lhYj9JGWloZFixaR9oY2xpgxY+Di4oJDhw7Rx7Kzs9HR0cHokEhOTqbfw3K53Kq5DlRHEOr9mpCQ\n", "YFKLV1uD+vzu6pAANMGWRJAgEAgEAqFvQwQJQp/AWEjbjRs3UFVVxShIALA4RwIAPvzwQxw8eFDn\n", "uL29PSIjIy2e3xzmzJkDNzc3bN26tceuSbkU9LkvnJyctH4uKyuzyCEhEAiwd+9eTJ061ew5usP1\n", "XemuCAQC7NmzB7GxsXrHODg4QCKRICIiAgMGDACgaTG7ZMkSrFu3Dtu3b8eXX35Jl2rs3LkT7777\n", "rtFrU3fHu9OX747bKiKRCI8++qiWIHHmzBk4OTkhISFBa6y5uQ7mtu2USCT45ZdfaBFr6dKlVn3P\n", "WxuZTAYACA8P1zoeEBBASjYIBAKBQOjjkJINgs1j7Mu8l5cX0tPTIRAI8OCDD2qNkUgkcHNz40SQ\n", "OHr0KOzt7ZGUlISTJ0/ikUcesXhOS3FycsLy5cshEAj0jmlubtYRCbpy5swZLFmyBEePHoVUKjVq\n", "96Y2vEVFRXQ5hT5UKhWdIWEJttIhQK1Wo6qqCu7u7gZzHXx8fJCXl4f6+nrw+XwIBALw+Xz6j53d\n", "nx+9J0+exPjx47Fnzx4dYUssFmPWrFkAgDVr1iAyMhKzZ882uMbU1FSkpKTQrpmwsLA+fXfclpk2\n", "bRqefvppyOVySCQSZGZmYtiwYVq/X3OQy+VITk6mP/dCQ0NNLu+orq6m/z83N9ei9fQ2BQUF8PX1\n", "1SmxIiUbBAKBQCD0fYhDgnBPkJ6ejqFDh+p8YeXxeJwEWwKafIC0tDQsXLgQU6ZM0Rvs2NOsWbMG\n", "q1atYnxs69at8PLyMmj3LykpweXLl+nsjdTUVAwaNAiA5o57YmKi1oY2KCgIAoGA1fPv6OjAP//5\n", "T4wePdqUp2Q1CgoKLCr9uHnzJqRSKc6dO2d0LI/Hg5ubG8RiMZycnODg4AB7e3udzeq4ceNQVVWl\n", "Y0cHgJkzZ2LhwoX0z/PmzTMYrAloRLiMjAzk5uYiNzcXGRkZffruuC0zZcoUAMDPP/8MtVqtN9DS\n", "VOcKF207qRyXfv369XlBonuHDYrAwEDU1dWxCu4lEAgEAoFgmxBBgmDz6Psy7+PjAy8vLygUCpw4\n", "cUKnXIOCi9afAPDoo4+ipaUF3377LXbt2sVJwKK18ff3R2trq1bIZHeuXLkCqVQKV1dXAJoN7Sef\n", "fAJA076y+4bWzs4OQUFBegWJzz77jHaqiEQirFq1CgMHDuTqKVnEO++8gwULFph9fnBwMABwLkZJ\n", "JBK9+RTPPfcc/f9tbW147LHHUFhYaHROLy+vHivTaGxsNPgeu1fx9fXF8OHDcfjwYdy6dQsVFRWM\n", "ggTwZ64D1dpVX64DV207qYydCRMm3BOCBJNgR5WCEZcEgUAgEAh9FyJIEPoEqamp8PX1hZ2dHfz8\n", "/ODi4gKZTIb4+HjExcWhsrIShw4d0gq6pKAcEpaGAiYkJCAlJQVffvklnnrqKYvm6ilCQkIAgHGD\n", "Q5GTk6NT865QKADohshRGGr9qVKp8Mcff5j0ehurlS8vL8fSpUtRUlLCek4mqqur4ePjY/b5Dg4O\n", "kEqlBl9PrvHw8AAA2rVSXV2Nxx57DC0tLT22BmM8+OCD8PPz6+1l9ArTp0/HsWPH6Bav+rrtUM4V\n", "yuGyZs0aqzpXqM/CcePGobq6uk8LRt1bflIQQYJAIBAIhL4PESQIfQKJRILw8HCkpKQgLy8P5eXl\n", "sLOzQ15eHv3F+9q1a4y25ujoaNy9e5dRrDAFHo+HgwcPWnSHvacxV5CoqakBj8ejN8PdMSRI+Pv7\n", "o6Ojg9XdXGPdUyh4PB42b96My5cvG53TEAqFgr5DbS6hoaGcCRJsRBvqd7B8+XJER0cDAPLy8rBi\n", "xQpO1sAFOTk5vb2EXmPatGlobGzE+vXrERERYVRkiIiIgIuLi15xjatgUrlcDi8vLwwePBhA382R\n", "qK+vR3V1NWPJBiVIkGBLAoFAIBD6LkSQIPQJVCoVcnNzMWzYMHh5eaG9vZ0xqJHJ1kx12uAiR6Kv\n", "4e7uDnd3d70b6Lq6OhQXFzM6JDw8PPSGZRralPv7+wPQuBrOnDmDn3/+We/62NbKU64YS1t/WuqQ\n", "ALgVJH744QeEhYWhvr5e7xg3NzcAmjyOgwcP0mGaW7ZswZEjRzhZh6WIxWIIhcL7rjWpXC7H4sWL\n", "wefzcf36ddTV1RkVPnk8ntH3UGpqKoYOHQpA07Wle44L27VRnVwcHR37rCChr+UnoGkz7OnpSRwS\n", "BAKBQCD0YYggQegTFBcXo7GxUWvjrK/mvjsRERHg8/mc5Ej0RUJDQ/XejaVeEyaHhKG7sWFhYVAo\n", "FIxhcl0Fie3bt+Nf//oX4xym1MrzeDxERkZaLEgoFAqbEiT++OMPKJVKOr+DCTs7O1y5cgUzZ85E\n", "bGwsPvzwQ/qxBQsW2IQV39vbG6+88grrv5P3CpSgplKpAGjeX2zCJ0NCQgyWH0kkEvr3zOfzcfr0\n", "aZPLOyhBQiAQIDY2ts8KElTLTyaHBKAJtiSCBIFAIBAIfRciSBD6BJQlnNo4m2JrFolECA8Pvy8d\n", "EgAQFxdHb5i6M2LECNTW1iI2NlbreE1NjcHSBirQk6lsg8oSKCsr46TlJ0VUVJRFgkRbWxsaGhos\n", "LtkYMGAAAgMDOXEDZGVlYfjw4UbH9e/fn+4gs3jxYkybNg2AxvGxYMGCXnUmqNVqVFZW9kiGxPr1\n", "67FhwwarX4cNloRPhoSEGBW1qODSjo4OOtPFFChBAgDi4+P7rCBRUFAAd3d3eHp6Mj4eEBBASjYI\n", "BAKBQOjDEEGC0CfIycmBt7e31qaHSq2XSqWQSqUGbc1cddroi3z77bfYtm2b3sc9PDx0WlEqFAqj\n", "DgmAWZAQCoWQSCQoKyvD7du36Trv7phaK2+pINHS0oK//OUveoM62fLUU0/h9OnTFrsBlEolzp8/\n", "z0qQ6AqPx8OXX34JX19fAMDRo0exefNmi9ZiCSqVCps2bcLEiROtep2CggKsW7eOduXU1tbi1KlT\n", "Vr3m0aNHzRIDjEG5lgwJSV07qZjjAJDL5fR7JD4+Hvn5+VAqlaYvtpehWn7q+/sWEBBAHBIEAoFA\n", "IPRhiCBB6BNQwYtdv5RSqfW5ubnIzc3VaU/ZFarTBoEdxhwSfn5+EIlEeoMt8/LysGrVKqMOidTU\n", "VDq00cXFxaCoFBUVhYqKCjQ0NJjwTP7E3d0dR48eRWJiolnnc821a9fQ2NiIYcOGmXyuRCLBrl27\n", "6J9XrFjRa3fABQIBnnnmGfz666/IyMiw2nVefvllSCQSrFy5EgDwz3/+E9OmTaMt/VzT0dGBKVOm\n", "4OOPP2Z83JLwyZCQENTX1+Pu3bt6xxQWFiI8PByAeaGN3R0SLS0trNrF2hr6OmxQBAYGEocEgUAg\n", "EAh9GDvjQwiE3icnJwdTp05lfIxN8nx0dDSKiorQ1tYGkUjE9fLuOYxlSPD5fINZCj4+Pqivr0dD\n", "Q4NehwQ1jgrOTEpKwu7du/WOHT9+PH766ScIhUJ2T8LGycrKAo/Ho8MLDfHBBx+goaEB69ato49N\n", "mjQJy5Ytw8cff4y2tjZMmTIFiYmJ8PT0pP84OzujsbERdXV1qK+vp38nAoEADg4OcHR0hIODAxwc\n", "HBATE4O///3v4PPN06k//PBDzJ8/Hw8++KBZ5xvi559/xqFDh/D999/D2dkZAPDOO+/g559/xuzZ\n", "s3HmzBnO/15T7+1x48bpHZOamoqUlBRamAsLC2MVPkkJGSUlJXo72RQWFmLUqFEoLi422QGgUqlQ\n", "XV2tJUgAmk4bkZGRJs3V28hkMoMiYkBAAKqqqtDR0XHPfDYQCAQCgXA/QQQJgs3T1NQEmUymE7xo\n", "CjExMVCpVJDJZIiLi+NwdX0DlUoFlUqlVZpRWFiIMWPGaCX6Uxgr2QA0myp9DgngT5u5IYdEcXEx\n", "FAoF3NzcUF1dbfB6/v7+dGBmb9Pa2orm5ma9de1sKCsrQ3x8vMFAS4q8vDy6ZKEr7733Hk6cOIGc\n", "nBzcvn0b+/fvN3s9gOY90f0abJFKpaioqLDo+ky0tbXhpZdewoQJE/DEE0/Qx11dXbF//36MHDkS\n", "r776KudlK4a6O1BQLi0qM4JtW06qHW9JSQkGDRrEOKawsBCTJ0+GVCo1WZCora2FUqmkBQlfX194\n", "e3sjLy8Pjz/+uElz9Sa3b9/G7du3Df4OAgIC6ByToKCgHlwdgUAgEAgELiAlGwSbJz8/H2q12iJB\n", "Ijo6GgDuyxyJ+vp6ODk54eDBg1rHqU2sVCrVOq5UKnHnzh2j4Y9hYWEGBQlnZ2e8+uqrBu/Injt3\n", "DgAwffp03Lp1y9hTsQiFQoHy8nJO5po4cSKWLVtm0RyrV69GdnY2q7EeHh6M9n4HBwfs3bsXwcHB\n", "Fq2F4p133sHhw4dNOufMmTPYvn07/P39OXt9u7Jx40YUFxdj8+bNOjkCgwcPxkcffYQtW7bgwIED\n", "nF5XJpNBKBSyCmX18vJiLUYAGiHDwcFBr8OosbERcrkc4eHhZoU2Uq1HKUGCx+P1qWBLuVyOxMRE\n", "DBkyBIDGfaOvnSr1+yFlGwQCgUAg9E2IQ4Jg8+Tk5IDP5+t0gjAFHx8feHh43Jc5EmKxGCKRSKfN\n", "YG5uLry8vHQEibt370KtVhvdYIWFhWH37t1Qq9U6G8WjR4/izTffxB9//EGXZDCRlZWFsLAwDB06\n", "FAcPHmSciys2bdqEHTt2oLS01OK5uGr9aei16Yq7uzvu3LnD+Fj//v3ptrg1NTWora1FbW0tampq\n", "0NTUBLFYDDc3N7i6usLNzQ1isRgqlQqtra1oaWlBa2srDh06hHfffRcAMHfuXJw/f551+OehQ4ew\n", "b98+TJo0CWfPnmX3xE1gwoQJcHNzQ//+/RkfX7x4MU6ePIlnn30WSUlJsLe35+S6BQUFEIlEuHDh\n", "gsnBo8bg8XgGW39S763w8HCz2lp2FyQATdnGsWPHzFtwD0O1U6XIz89HSkoKY0YJVRJGgi0JBAKB\n", "QOibEEGCYPPk5OQgKioKjo6OZs/B4/Hu204b1Oan+waaKSgUAN1VgI0g0dDQgNraWp2xSqUSFy9e\n", "hFwu1xE8unLu3DkMHz4cQUFBaG5uZpyrK4cOHcKFCxfw9ttvG1wbEwqFwuKWnxShoaFW7/DQFXd3\n", "d4MBiDweD2KxGGKxmDFo0RjDhw/HtWvX8MMPP6Curg5PPPEEMjMz4eTkZPRcquWntUo2hg8fblAQ\n", "4PF4WLNmDcRiMerr6zn7HctkMjQ2NuLxxx+3yt13Q6IWFT5JOSROnDhh0txMgsSAAQOwZcsWtLS0\n", "WPRZam2MtVPt/vng4eEBBwcHIkgQCAQCgdBHISUbBJuH2jhbSkxMDPLy8uh67/sJps2PvteVen3Y\n", "lGwAYNw8UFkPhiz8HR0dyM7OxogRI+iSA2Puhfz8fHz44Ydmddqorq6Gj4+PyecxERYWhrKyMrS3\n", "t5t1fkNDA1QqFevxHh4eaG5uNvt6xuDxeNixYwdiYmIAaN4bixYtMtiWkoISJPz9/SGXy9HZ2WmV\n", "NRoiISEBX331FWdiBADExsYiPDwccrmc1etgKoYcEoWFhXB0dISvr6/ZJRv29vZa+STx8fFQqVS4\n", "evWqReu2NXg8Hum0QSAQCARCH4YIEgSbRq1WcyJIyOVynDhxApcuXUJ8fDwSExP11iTfi3QXJJqb\n", "m3Hz5k3G15WtQ4K6E8+UI0EJEkeOHNF7fm5uLlpbW2mHBACjORJ//etf0d7ejk2bNhkcxwTXDgmV\n", "SmX2JmjJkiV49NFHWY93d3cHAIMuCUsRi8U4ePAgXFxcAADffvstPv30U6PnUYLE6NGj8cknn0Cp\n", "VHKynt7++/n+++9jw4YN6OjosMrrbswhER4eTm+26+rq0NjYyHpuquVnV/cTFeZr6zkS5rRTDQgI\n", "IA4JAoFAIBD6KESQINg0ZWVluHPnjsWCRHJyMm7dugW1Wo2KigpkZmYiJSWFo1XaPtTmh7rTW1hY\n", "CDs7O4MOCWMdJLy8vODi4sIoSFBOhLfeekvv+VlZWRAIBBgyZAgkEgns7e2NOiSCgoKwaNEi/Oc/\n", "/zF5k8ilQ8KQGMOGrKwsvZkITIwePRq///473NzczLoeW/r3748dO3bQP7/88ss4c+aMwXMqKirg\n", "5+eHmJgYvPjii5y038zNzUVAQAB+//13i+eyBKrkwRriSEhICGpraxndPpQgAZiXkUAJEl0Ri8UI\n", "CwuzeUEC0LRTTUxMhEgkgoODAxITEw22UyWCBIFAIBAIfRciSBBsmpycHACwSJAwVpN8PxAWFgY3\n", "NzfU19cD0NSTNzU1YfDgwTpja2pq4OrqajQckMfj6e20QYU1Ll26VO/5586dQ0JCAhwdHcHn8xEY\n", "GMiq08bKlSvR2tqKjRs3Gh3bFS4dEkFBQYiKijKrhOLu3bu4ceOGSUGJXl5eGD16NCebfWPMmDED\n", "r732GgCgs7MTM2bMQGVlJeNYpVKJ6upq+Pn5cbqGDRs2wN/fHyNHjmR9Tnt7O/bv34+bN29ytg5f\n", "X18A1hEkKFGLqWyjqyBBdZEwVZCg1t6VvtJpg2qnGhUVhSeffBIZGRk6AktXSMkGgUAgEAh9F5sT\n", "JObPn4+QkBAMHjxY6098fDz4fD5SU1PpsVevXsWUKVPQv39/REdHY86cOXpr1r/66isMHDgQAwcO\n", "RFxcHD744AOr1AUTuCUnJweurq6ctTW8X0lJSUF5ebnWHXahUMjY5UGhULBuYWio9adSqcTHH3+s\n", "99ysrCyMGDGC/jk4OJiVICGVSvH888/j448/Zi0oqdVq9OvXj3XnCGPY29vj+vXrmDx5ssnnnj9/\n", "HgA479zAJevXr8e4ceMAaBwQs2fPRkdHh864zs5ObNiwAYmJiZxdu6Cg+EXQBQAAIABJREFUAHv3\n", "7sWKFSsgFApZn8fn8/HMM89w0v7z9u3bkMlkVndIALqChEqlQlFRkUUOiaqqKsYNfF8RJCgUCgX9\n", "OhmCckiQf9MJBAKBQOh72JwgwePx8M477+DixYtaf95++214eXlhypQpADS15g899BASEhJw9epV\n", "XLlyBTweD2PGjNGxwH766ad44YUX8NVXX+Hy5cs4fPgwPvzwQ7zxxhu98RQJJnD58mXGThCmYE5N\n", "8v1MTU0NaydBWFiY3jp4Pp+v9/dWX1+Pq1evam3Kg4KCWLfkfP311xEQEMD6bjiPx8Pp06cxZ84c\n", "VuOtSVZWFlxdXREZGdnbS9GLnZ0d9u7dS2+GT506hddff11nnEgkwmuvvYYBAwYAAPbu3Wtx95F/\n", "//vf8Pb2xsKFC01e80MPPYS0tDSLrg8AW7ZswSOPPAJ3d3dMmTKFzvDgEqlUCqFQqPP3p7KyEq2t\n", "rbQg4ejoCA8PD5McAEwlG4BGkKioqOgTzjCVSgW5XM7KfRMYGIi2tjabfF41NTU2uS4CgUAgEGwF\n", "mxMkFi1ahIceekjn+LZt2zB//nzaRv7WW29BrVZj3bp1ADQW8Q8//BBFRUVad2UbGhqwatUqLFiw\n", "AEOHDgWg2US9/PLL2Lhxo9k14ISegasOG6bWJN/LqNVqgx0emFrr6aN7NgVbzp8/D7VabZZDAtBk\n", "VFy5csUkS7+tkJWVhWHDhoHPN+3j94UXXsCvv/5qpVXpIpFIcODAAdql8NFHH2Hv3r0Gz/n3v/+N\n", "3bt3m33NsrIy7Ny5E8uXLzerNeXYsWNx+vRpRjeHKchkMkRERIDP5+PIkSOYMGGCRfMxwefzERwc\n", "rOOQ6NrykyIwMNDiDAlAI0gAth9sCQC1tbVQKpWMpSfdMcdFYm3kcjkSExMRHx9/XwYpEwgEAoHA\n", "FpsTJEaOHEm3E6QoKCjAiRMn8NxzzwHQWMF/+OEHPPjgg1p17lKpFDExMdi3bx997H//+x8aGhp0\n", "vlCOHz+enodgm7S2tuL69eucCBJUTfLcuXMRHBxstCb5XkWlUtGlG+np6YxjTC3ZaG1t1ZsxoI9z\n", "585BLBYjOjqaPhYUFITy8nLWbSMtcc1wgVqtRm1trcnnOTk50eUQprB371663KOnGDlypFZHk6ef\n", "fhr5+fl6x/v7+6OiosLs623cuBGOjo5YvHixWeePHTsWzc3NFr9OBQUFnJX3GIKp0wYlSHR1dZnS\n", "+rO1tRX19fWMn2+RkZEQCoU4e/as2WvuKajPFFMECVtqaZqcnIzMzExUVFTcl0HKBAKBQCCwxeYE\n", "CSY+//xzTJgwAREREQA0X9gaGxvpn7sSHh6Oa9eu0XfILl26BAA6Y6mfqdBEgu1x9epVKJVKTgQJ\n", "ioSEBJSUlBh0CNyr/O1vf0NycjJycnLQ2NioN5fD1JINwPRuE5RLoGuGRXBwMJRKpUUbWn20tLSg\n", "ubmZ0zl37doFb29vtLW1mXTenj178Oabbxod193q7e7ubtW2n/pYtGgR5s2bB0DTLjYlJQV1dXUA\n", "NL/HrqKuVCq16Pf39NNP46uvvoKrq6tZ5w8ePBhisdiisg21Wo2CggLGf1+4JiQkhNEh4efnBycn\n", "J/qYKQ6J6upqANARJORyOcaMGQO1Wo133nnH5u/YV1VVAYDRkg25XI6ZM2cCAJ577jmbeF4kSJlA\n", "IBAIBPbY9fYCjNHR0YGdO3di69at9DHqCxfTl1ZXV1eoVCrU1tbC19dX71jqZ+pxgu1BiUVUfToX\n", "REZGoq2tDaWlpazC0u4l3NzccOnSJeTk5EAsFut9/qY6JADNF222wYZqtRrnzp3D/PnztY4HBQUB\n", "AEpLS+n/Z8OOHTtQUlKCt99+W++YPXv24JlnnkFHRwfs7Lj52AsODoZarUZpaSmnd9PlcjmSk5Pp\n", "DU1oaChSU1Ph4eHRK4IEj8fDZ599hsuXL+PSpUu4efMmYmJi4OLigqqqKrS0tNDvl9bWVjQ1NWHQ\n", "oEEQiURwdHSEi4sLxGIxXF1d6f+OGTMGY8aM0blWbGwsYmNjzV5r1xyJlStXmjVHdXU1Ghoa6N9p\n", "TU0NamtrrZL5ERoaisOHD2sd69phgyIgIABHjhxhNSe1Ge8uSFB37AFNGCl1xz4jI8Pc5VsVSpAw\n", "5pBITk6mHR91dXU2/7wIBAKBQCBoY/OCxI8//gihUIikpKTeXgqhh8nJyUF4eDjEYjFnc1Kbips3\n", "b953gkRoaCi+/vprXL58me5a0x2qDIGtICEWi+Hl5aU32JKJsrIyVFRU6HSZoBwbt27dMqlrQ1VV\n", "FdavX4+FCxfqdX1UV1fD09OTMzEC+NNSX1xczKkg0XXjCGi6XKSkpMDd3R137tzh7Dqm4OjoiIMH\n", "D2Lo0KG4c+eOTokOtXmkuHz5ssH5eDwefvrpJ0ybNo3ztS5fvhwtLS1mn19QUADgTxfd+vXrceTI\n", "EVy7do2T9XUlJCQEcrkcLS0tdGaGPkGisrISHR0dRjuPMAkSxu7Y22K4b2VlJZydneHs7Kx3jK0+\n", "LypIubtbiAQpEwgEAoGgi82XbGzbtg3/+Mc/tDZPlJ28vr5eZ3x9fT0EAgE8PT0NjqV+9vHxMXj9\n", "ZcuWISkpSevPd999Z/4TIrCGq0DLroSGhsLOzo51d4Z7iZCQEDQ0NCA9PV3v61pfX4/Ozk7WJRuA\n", "5jU1pWTj3LlzAKAVaAloXEuurq6sO21QLFmyBB0dHXozMQCN68OU58SGoKAg8Pl81s9doVDg1KlT\n", "RgNF9W2wHB0de8UhQREWFoYDBw4gKCgIrq6u8PLyglAohKOjI0JDQxEcHEy3lRWJRAbnUqvVmDt3\n", "Lv33kMt2jRMmTLBI6ODz+Zg4cSItCkgkEquVAFCiVteyDSZBIjAwEGq1mlVWC7VWY/+22TpVVVWs\n", "OmzYKqmpqfD19YVAIACfz4ePj899G6RMIBAIhL7Bd999p7PvXbZsmdWva9MOiZs3b+L06dP49ttv\n", "tY5HRERALBbT4V9dKSwsRExMDH0XafDgwfTxgQMHao0DoHWMiY8//hhDhgyx6HkQTKempgaXLl3C\n", "kiVLOJ3Xzs4OoaGhkMlknM5rDahaY67uqFGbn/Lycr3ve4VCYfI1/f39cePGDdbjs7KyEBgYCKlU\n", "qvOYKZ02KFxdXeHn50ff2Waiurqa8w2aUChEYGAga3fId999h1deeQVVVVXw8PAw+Xru7u69Hto3\n", "fvx4rd9PdHQ0pk+fjv/85z8ANMLJN998gxdeeAEeHh5obW1FY2Mj6uvr0dDQgIaGBmzcuBGpqamo\n", "q6tDcnIyzp07h6VLl6Ktrc2iDh1cMWLECK1uJhKJBHfu3EF7e7tWiDIXUC6tkpISxMTEoLm5GRUV\n", "FYwOCQC4ffu20XImuVwOd3d3LVGoL96xr6qqMlquoe95BQYG9vrzkkgkGDBgABwdHTFq1CisXbsW\n", "TU1NvbomAoFAIBAMMWfOHMyZM0frWHZ2Nt2p0lrYtENi+/btmD59us7GRSAQ4PHHH8fp06fR3t5O\n", "H6+oqMC1a9cwa9Ys+tjkyZMhFovx22+/ac1x/PhxCAQCPPHEE9Z9EgSToFqlxcXFQaFQYO/evZzf\n", "nYyMjLRph4S12sV1Te3X55CgRBA2bgJqnSdOnMCZM2dYrbOmpganT5/WcUdQBAUFmeyQADRhtkwC\n", "JYU1HBIAc5cEfezbtw+PPvqoQTGC2mB1JywsDC+99BI2bNhg5koNk5WVZdBhoo/Kykqtu9hhYWFY\n", "u3YtPD09wePx4OjoCB8fH0RERGDQoEF46KGH8PXXX9M5EVeuXMGCBQuQnZ1t0Jrfm1ClD9bIGwoI\n", "CIBAIKDfQ9R/mRwSALu2llVVVYwdNqjWx1KpFAKBAFKp1Kbv2FdWVrLqsNH1efn6+sLOzg729vas\n", "u/VYE5lMhgEDBmDZsmXw9PTE+++/39tLIhAIBALB5rBZQaK9vR27du3S2/7tn//8J/h8PtauXQtA\n", "E9L16quvIjw8HC+//DI9zsXFBe+99x527tyJ7OxsAJq7eB9//DGWL1/O+OWf0HtQ9fNUTfqNGzc4\n", "b5Vm64KEtdrFeXt7w9PTE1988QVGjRrFOMYUVwa1zqamJiiVSoPr7CqyZGZm4vz584zihTkOCcC4\n", "IGENhwSgcVgZK08ANEGdGRkZmD17ttGx1AaLyrsYOXIkfvzxRwwdOlSnfTFXrF69GosWLTLpnObm\n", "ZtTX15tsqxeLxfjxxx/pYOEDBw4gLy8P8fHxJs1jiJycHCxcuJDutmQJ1KbYGmUbdnZ2CAwMpEs2\n", "qPdwd0HCw8MDDg4OrAQJuVzOKEhQrY9zc3ORlJSEsLAwm259zLZko+vzys/Px6+//oqzZ89i9erV\n", "Op1qepK2tjbcunUL/fr1g5OTE1555RXs2LGDdftWAoFAIBDuF2xWkPjhhx/g4eGh9wt4cHAwTp06\n", "hZycHPTv3x9xcXFQqVRIS0uDi4uL1tglS5Zgy5YtmD9/PgYOHIipU6di+fLl5G6FjdFTrdIiIyNR\n", "WFgIpVLJ2ZxcYc3XgMfjQaFQ4OmnnwaPx2Mcw7Zkw9R1dhVZ1Go1SkpKGMULcx0SERERBgUJQ11F\n", "LGHTpk346quvjI77/vvvIRKJ8NhjjxkdK5FI8Pvvv9OCRGpqqtU3jnl5ebh+/bpJmyWlUomVK1fS\n", "ZXGmEBUVhW+++UZrLlPbpxqitbUVO3bswIULF0w+98KFC2hsbKR/pl57a+ZIUH+XCgsLIRKJdFyB\n", "PB4PAQEBrH4/+gQJCi8vL4wePRoXL160CReBPtiUbHTFy8sLXl5eGDt2LFavXo33338fkZGRnLrM\n", "TKGoqAhqtZoOvF28eDGcnJzo8iYCgUAgEAgabFaQmDNnDq5fv25wTP/+/fHzzz/j6tWruH79Or77\n", "7jv4+/szjl2wYAFycnJw+fJlXLlyBa+99po1lk3oA0RGRqK9vd2sO/F9HX1CBEVNTQ2cnJzoxH8u\n", "MEW8CA4OhkKhQHNzs0nXWLJkCf744w+9jx8/fhyrV682aU4u2bdvHyZPnszYqpiJiooKtLa2AgAa\n", "GhqsuTTU1NTQNfjHjx9nfZ5YLMb69esRFxendfz48eOsyj+SkpJohxsAvPvuuyZ1azHEkCFD4OLi\n", "grS0NJPOu3v3Lh544AGtVpwSiQQjRozgPD+CIiQkRMshERYWxtgBJzAw0CKHRFeGDx+OlpYW5Ofn\n", "m7dolpjrUFCpVJDL5SYJEl355ZdfAAB37tzh1GVmCpQLjxIkXF1d8dJLL2H79u24du1arzk3CAQC\n", "gUCwNWxWkCDcfxiqn+cyoKxr609bo6deA30oFApW17HWOqnAPlNtzRKJhA7+szWKioqQlZWllW1j\n", "jK4BndTd+qKiIqxatYrzjczdu3cxduxYrFmzxqR2q/r44IMPsGnTJlZj33rrLXrDdvfuXTz++OMW\n", "teyksLOzw0MPPWSyING95ScAODg44OzZsxg3bpzF62IiJCREyyHRvVyDgiuHBKAJe+bz+cjKyjJ5\n", "vWywNAenpqYGSqXSrC4bPeW0M4ZMJoOjo6PWTZI5c+agra0Nw4YN6zXnBoFAIBAItgYRJAg2BVU/\n", "z+fz4eLigsTERM6D14KDgyEUCm1SkAA0rwFVXmCt10AfNTU1rAWFrmFygGYTx7ROU8SL4OBgAOhT\n", "7pWOjg7azcCEh4cHPv30U0yfPp31nF27wFCCRFVVFd577z2Ul5ebv1gGIiIicPLkSaxbt44W6yxB\n", "KpXqdD3QB5/PR2JiIu3IuXjxIhYtWsRJG9CxY8fi9OnTJuVIUIIEJZL0BFSXiLa2NoOCBBuHhFqt\n", "ZiVIODs7Iy4uzqCryBIszcGhMoTMdUjYAjKZDP369dNypS1YsAAqlQqNjY295twgEAgEAsHWIIIE\n", "waaQSCQ4duwYVCoV3n//fWRkZHBeP29nZ4fw8HCbbf0pkUgwadIkAMC0adOs8hroo6amhnU3iq5h\n", "cj4+Pvj73/+ud52UeGFvbw9HR0e9IgvlcjAnR0IfKpWKkw0uE0qlEmKxGF9//bXeMe7u7liyZIlO\n", "to0hCgoK6BIBqmSD6s5x584dC1bMHdnZ2Th58qTOcalUapJosmvXLpw5c4busvHNN99gy5YtFq9v\n", "7NixaGpqwvnz51mfI5PJ4OnpaVZbVnMJCQmBWq3GrVu3jDokysrKDL6X6+rq0NHRwerzYtiwYVYR\n", "JLhwKFRWVgIwT5DobZcZxc2bN7WELVtxbhAIBAKBYGsQQYJgc1BCwZAhQ6x2DVvvtEG9BtQX856C\n", "bclGV7y8vCCVSum7mkxQ4kVwcDDmz5+vV2QRiUTw8/MzyyHx4osvMgbVHj9+HA4ODlZxXQgEAvj5\n", "+XGWfUAhk8nobAbKIeHu7g5AU9pgC2zduhUrVqzQOe7v70+Hl7Jl0KBBWuGgy5cvx++//27R+gYP\n", "HgyhUIiLFy+yPqegoECrXIOipaXFqqGWgKb1aktLi0FBoq2tzeDmlVojG0Fi+PDhyM3N5aREhmss\n", "dUhQAihV8hEVFdXjLU5lMhknjiMCgUAgEO51iCBBsDlu3LgBQPMl0lr069fP5gUJHo/H+UbXGKaU\n", "bHTFz8+PlXgil8sRFhZmcIy5nTaKiopw+vRpneMKhQLt7e3w9PQ0eU42hIWFoaioiNM5ZTIZBg0a\n", "BMC6goRarcbFixfpkpPdu3djzZo1rM6trKxkrPGXSqVob2832ckxa9YsOmy4s7MTM2bMsKhFolAo\n", "REZGBubMmcP6HMpm351ly5ZhypQpZq/FEEFBQeDxeDhx4gQA3ZafFIGBgQBgsGzDFEFi2LBhUCqV\n", "Jgk2bNDnUHB3d2f92VJVVQUXFxfaNWMqlACal5cHV1dXLFiwoEdbnLa3t6OkpETrvWQrzg0CgUAg\n", "EGwNIkgQbI6bN2/C09PTahtI4M/Wn7bY9q61tRWlpaUYOnQobt++3aNrNKVkoyu+vr4GHRIA0Nzc\n", "jPr6eqNBdcHBwWa5GfS1/qyuroaDg4PZmxtjdG3b2J2kpCTs37/fpPnUajUKCgoQHR0NBwcHumRD\n", "JBLB0dGR05INuVyOIUOG4OjRowA0oYqbNm1i9Z4zJEgAYJUj0f0669evp1s9y+VyzJgxw2A70NbW\n", "VlRUVODKlSv4448/cPHiReTm5uLq1au4efMm/Pz8aCGHDbGxsXj44Yd1jkskEqs5JOzt7eHv70+X\n", "v+gT7KhyJkMijSnOgvj4eIhEIoNlG+Z2yUhNTUX//v0BAN7e3vD09IRMJsPPP//Mat7KykpO8iO8\n", "vLwQFhZGdzHpKYqKiqBSqXTELcq5Qb0nR4wY0ePODQKBQCAQbA0iSBBsjhs3bljVHQFoBInOzs4e\n", "/6LKBqp//cSJE9HZ2cl5iKE+1Gq1WSUbADuHBLVZMiZImOuQCA8PR2FhIVQqldZxhUIBb29voy1P\n", "zUWfIJGfn49Dhw7BwcHBpPlqampQV1eHfv36wcXFhXZIAJq7zFw6JPLy8gAAAwYMAABMnDgR9fX1\n", "uHDhgtFz9QkSERERWLZsGavMjFdffRUPPfQQ/bOdnR327t1Lh7qeO3cOXl5e8Pb2hlQqRXBwMMLD\n", "w+Hv7w9HR0e6i0FcXByGDx+OIUOGICEhAbGxsYiKikJwcDDGjRtnUNToymeffYbnnntO5zglSFgr\n", "iyQkJARFRUWQSCR6Xzc/Pz/w+XyjDgk7OztWIoxQKMTgwYMZBQlLu2RIJBIMHz4c/fr1w9WrV1FR\n", "UYEpU6YgOTkZ/fv3NzpvVVWVWR02mOjaxaSnoEruugsSlHODEiE2btzYo84NAoFAIBBsESJIEGyO\n", "mzdvWr321pZbf1JfZidOnAgAPSaaNDc3o62tzWoOCUqwoO6g64NySJi6+QsPD0dra6uOMFJdXQ0f\n", "Hx+T5jKF0NBQVFZWatXil5eX49VXX4WrqysdUMoW6vcfEREBsVisJUi89957mDx5MjcLh0aQcHBw\n", "oMsEhg0bBrFYjN9++83geWq1Wq8g4evri48++ogWFQyRm5urcyfc29sbBw8epIWcpqYm1NTUoLKy\n", "EqWlpSgqKkJFRYXBziZdSU9PxyuvvMJqrD4kEgna2tpotwrXUFZ+qu0tE3Z2dvDz8zMqSPj4+IDP\n", "Z/dP+7Bhwxhbf1raJaOtrQ2pqal46qmn4O3tDXt7e+zfvx8uLi64du2a0Xmrqqo467ARGhra48Kz\n", "TCaDg4OD3lbEo0aNgkAgQG5ubo+ui0AgEAgEW4QIEgSb4+bNm1Z3SAQFBcHe3t5mBQlHR0eMHDkS\n", "AHrs7h5loTbXIdHY2Iimpia9YyihgI1Dorm52eTSBGpT3b1sg3JIWIuIiAiEhoZCoVBAqVRi8+bN\n", "iImJwYULF7Bz506IRCKT5qNaT0ZERMDFxUVrEzxv3jwMHz6cs7Xn5eWhf//+EAgEADSb3rFjx+L4\n", "8eMGz6utrUVHR4fFd7Fzc3MRHx+vc3zIkCHYv38/hg0bhpiYGERERCA4OBhSqRTe3t4ICAjAgAED\n", "8PDDD+Oxxx7D/Pnz8cILL2Dx4sX4xz/+gQULFmDu3LkQCoUAgE8//RT79u0ze53UXWxrlG3I5XKk\n", "p6cDAK5cuWLQjRAQEGCwZINNy8+uDBs2DDdv3tRy3XDRDeLYsWOoq6vDrFmz6GMNDQ2MbiGmebkq\n", "2QA0DomSkhKruVuYkMlkiIiI0CsMiUQiREVFEUGCQCAQCAQAdr29AAKhK3fu3IFCobC6Q0IgECAi\n", "IsImW39SwXrOzs7w8fHpsbt7CoUCgHmCBLV5qKqq0hvKV1FRATs7O6PZIMHBwQCAW7dumZQjQtXe\n", "FxQUYPTo0fRxLjbOhhg9ejQdajl79mx8//33ePbZZ/Hee++Z1T5SJpPB19cXYrFYp2SDa/Lz8+ly\n", "DYoJEyZgxYoVaG5uhpOTE+N5arUaixYtQmxsrNnXrqqqQnV1tc71KaZPn47p06ebPT8AxMXFYeXK\n", "lQCAZ555BgMHDkRMTAzjWMqVw+TsoN7fcrmcMfTSEpKTk2nXQ0tLC+0ayMjI0BkbGBho1CFhqiAB\n", "AOfPn6cdWVywb98+xMXF0Z1iTIXrko3m5maz83HMoXvLTyYGDBhAl0wRCAQCgXA/QxwSBJuCciz0\n", "RLs0W2392TXpvyfrn6m7lOZ8aac2D4ZyJKi7nsbs5JRt3dRgSycnJ+Tm5mLmzJlax1NTU7Fr1y6T\n", "5jKXF198EWfOnMHWrVvNEiOAP++uAtAp2eAStVqNvLw8nU3jxIkT0d7ejjNnzug919vbG1u3bqWD\n", "C7tz8eJFo207qbvDTA4Jrnjttddo90djYyNmzJih18Xz3nvvISkpifExX19fREVFcR4wa6obISAg\n", "gFNBIioqCq6urlplG5Z2g2hpacFPP/2E2bNnax1nO69SqUR1dTWnDgmg50rfAHYtP+Pj45Gbm9uj\n", "zg0CgUAgEGwRIkgQbAqq5ScRJDSChKEODlxjiUOCEiQM5Ujoyxzojq+vL4RCoVnBlgMGDGC8q2+t\n", "QMvujB49mi61MZeCggL699+9ZCMzM5MzcaWpqQmPPPKIznpjY2ORl5dHd7swh40bN2LVqlUGx+Tm\n", "5sLR0ZEWX6yBQCBAdHQ0LQ7l5+dj8eLFjJvAgoICvWvx8vLC9evXGTtw9CRcl2zw+Xw88MADOsGW\n", "P/74o1ZXmlGjRrHuBnH06FE0NjbqCBLAn10mRCIRHBwckJiYqDNvTU0NlEplnxUkOjo6UFxcbNQh\n", "ER8fj9raWlbdaAgEAoFAuJchggTBpqBa9YnFYqtfKzIyEkVFRejo6LD6tdjS3t6u9WWWqn/uCWpq\n", "aiAUCll1R+iOp6cnBAKBUYeEsUBLQLNJCgwMNKv1571AV0Gqe8nGzz//jLVr13JyHRcXF/zwww8Y\n", "M2aM1nEej4e4uDiLRBypVGp0o1VXV4ehQ4fSDgZrER0djf79+9Pv62+++QZffPGFzriur3tPYaob\n", "ITAwEHfv3tXr8jBVkAA0ZRvdBYlz586hqakJS5cuBQDs2bOH9bz79u3DoEGDGHOAqC4T8+bNQ0BA\n", "ADIyMnTmZduNhy3e3t5wdHQ063PUnLanxcXFUCqVrAQJACRHgkAgEAj3PUSQINgUPdHyk6Jfv35Q\n", "KpU93hLOECUlJVr960NDQ3Hr1i2dVpbWgKqxNmcjyufzjXbaYOuQADQ5EuY4JPo69fX1qK6u1luy\n", "4e7ubnLYpzXIy8vDxYsX9T5OCRKG7Ohvv/02Tp06ZY3laREZGYny8nJ8/vnn9LEXX3xRq7Vpe3s7\n", "SkpKOHVrqFQqZGdnG+0GQrkGpFIppFIpo2uAgurawFS20dHRgdraWpMFieHDh6OsrIxuL6xSqbB2\n", "7VqMHTsWixYt0ns9JpqamnD48GFGd0RXhg4diqKiIsZ2rNRnCFcOCR6PZ7Kwa0nbU30tP7sTFhYG\n", "Z2dnIkgQCAQC4b6HCBIEm6InWn5S2GLrz+5fZkNDQ9He3m7QecAVCoXCrHINCl9fX4PrrKj4f+y9\n", "d3gU5f7+f8+m97KpkN6AkFASICFIU0CKQEARVL4gchA4ggcUPAr6sWFBxGPjiI2goh5LIIKCilIC\n", "JKGXEFI2CQmQbLLpve7u74/9zbCbbTOzs8kGntd1cenuTnmydZ77ud/3W8pakAgMDOTlkMjMzMSk\n", "SZOYFeSCggL4+flprQBbKnSHDX0lGx4eHmhqahI8y0Af+gSFrVu34l//+pfe/fz9/dHa2mq0TWZv\n", "lNJERUWhtLQUycnJeOqppwCo2lLOmzePmWT2FAJ1oVQqNVq7GuPGjRuIj4/HkSNHDG5Huways7OR\n", "nZ2t0zVAExAQAEC3QFBVVQWA+0SeDrakPyP79u3D5cuX8eqrrzLnM1Qmos6vv/6K1tZWje4auoiO\n", "joZCoWBK9NShv0OEEiQA7k4zU9qeFhYWws7OzmALV0Al4g4dOpQIEgQCgUC46yGCBMFiUCqVveqQ\n", "CAgIgL29vcUJEnZ2dsxEgK5/7g0XR01NjUmChJ+fn16HhEKh4JSJvBuNAAAgAElEQVScz9choVAo\n", "cPz4ceb5kslkqKys1KiHt2R6ClI9Szbc3d0BqJwUNB0dHUhJSUFWVhanc2VlZRm0oy9atIix7PfE\n", "mNuFLs2hV937krlz5+LKlSuwsbHB9u3bMXbsWADAzZs3sWDBAnR1dTHPuyGHxNKlSzFz5kzW56U7\n", "KOjrItITsVhs9PNnyCFBiytcHRIBAQHw9fXF2bNnoVAo8PLLL2PKlCmYMGECXF1d4ezszEqQqKmp\n", "wddff43Ro0fr7bRDQ3dnuXbtmtZjlZWVcHFx0dvhhQ9cBAlT254WFhYiLCzMaHgvcDvYkkAgEAiE\n", "uxkiSBAsBplMhqampl5zSIhEIotr/dnzYrY3A9lMbYtnyCFRV1fHqf1mYGAgysrKIJfLOY2BngjR\n", "TgM6qLO32v2ZSlFREdzd3Zl2pz1LNuhwRrpso7a2FhEREXjiiScMOhZ6IpfLce+99+Lrr7/Wu42n\n", "pyf++OMPnY+xFST05Ui0trZyfm354uXlhZiYGFhZWcHOzg4///wzM7709HQ888wzsLa2xtSpU5mW\n", "s7oQi8WsbfuASpBwdXXFF198gV27dpn8dwCqTjLu7u46BQK+ggRFURgzZgxOnjyJL7/8Ejk5OXjt\n", "tdeYxwMCAowGaSYlJSEmJgYHDx6ETCYz+jx5enrCz89PryAhpDsC6N0sHjYtP2liY2Nx7dq1XnM8\n", "EQgEAoFgiRBBgmAx0Pbd3nJIAJbXaaNnsJ6rqys8PDx6xSFhasmGIYcELVSwCbUEVA4JuVzOOYHe\n", "z88P9vb2KC4uBqCysVMUxUzwLZ2er7+zs7PG5J12SNTX1wNQTeyefvppvPrqqzhz5gzrWv/r16+j\n", "ra3N4Or9tGnTIJFIcPnyZa3HjAkSAwcOxOOPP673eX/33XcRGhrKaqxCM2DAAOzduxe2trYAgI8/\n", "/hg3b97En3/+aXBV28fHh7MgERMTgytXrgjadtbPz0+niEqPzdvbm9PxZDIZLl26hPT0dKxevRru\n", "7u4aThFjggRd3kB/xktLS1mVN0RHRyMnJ0frfi5ZM2wJDg5GbW2twRIiOsBSLBbrLLews7Nj9f3I\n", "JRw1NjYWHR0dFiWK9wZ8wkIJBAKBcOdCBAmCxSCRSEBRlFnbAPbE0gUJQJUj0Z8cErpyB+jJCheH\n", "BMA9gZ6iKISFhTGCRHV1NTw8PGBtbc3pOH2FLkECAJOJERgYiJdeeklj0rlx40asXbsWVlZW2L9/\n", "P6vz0OUEQ4cO1bvNrFmzEBoaii1btmjc39XVherqaoOvpZOTE1JSUjB8+HCdj2dnZ/fq57wniYmJ\n", "+O9//8vcXr16NU6fPm1wHx8fH9TU1LBezaYFiWnTpiEjI8NonoYxaCfC9evX8e2332oFLcpkMjg7\n", "O3MudUhOTsbNmzehVCohl8tRX1+vISgYEiRMKW+Ijo7m7ZBYtWoVfvvtN4PbqEN3MtH1PdozwHLM\n", "mDFobm6GlZUVxGIx/P39MXDgQJSUlOCzzz4DoH9C3d3djevXr7N2+d1tnTZMCQslEAgEwp1L/7hK\n", "J9wVSCQSBAYGwt7evtfOGRkZiZKSEnR2djIrpn0FfTGrS5DoLw6JtrY2NDc3a7VtpZ0ObKzYMpkM\n", "//jHPwAAjz32GAYPHoy0tDTWVvTw8HANhwTXFeO+pKioCPfccw9zm34em5ub4erqCi8vLw07PY2H\n", "hwcmTZqEtLQ0rF692uh5cnJy4OHhYdCxYmNjg02bNmHFihXM5Bq4vRJvyip2dnY2pk2bxnt/rnz6\n", "6afIycnBhx9+yNy3fPlyXLx4ETt27EBnZyfmz5+PNWvWoKOjA+3t7Vr/SkpKoFQqMWHCBNjY2MDB\n", "wQGOjo7Mf93d3bFixQpERUWhu7sbubm5WL58OaZNm4bu7m4cO3YMs2fP5v030E4EGjpo8dSpUwD4\n", "tfw0JiiIxWIEBATgr7/+4j1ufURHR2Pnzp1a372VlZVGHQYHDhyAr68vZs2axepc6qVvPV1BPZ9X\n", "qVQKa2trnDt3jhFGaSfSypUrsW3bNkYgDAkJ0fhuKi0tRXd3N2uHhLe3N3x9fZGdnY0FCxaw2gcA\n", "I4aY8n3dF+h6rtXfwwQCgUC4OyGCBMFi6M1AS5rIyEimPV9iYmKvnrsnN2/eRFdXl9bFbHBwMA4d\n", "OmTWc3d0dKClpcXkLhuAyg3RU5Cg72MTLpmcnIwzZ84AUGUl9Jx4GSMsLAx//vknANNdH71JW1sb\n", "bt26pdMhwWZ1/aGHHsIvv/wChUJhNFCPFhiMdblYsmQJtmzZgtdffx0//PADAFX47MKFC3k7HNrb\n", "2yGRSPDss8/y2p8Pt27dQmpqqoYgAQD/+c9/cPr0aZw7dw7l5eXYtGmT0WOpT6h68u233+LcuXOw\n", "t7fHrFmzMGbMGISHhyM0NBR//vknb0GCjXDAR5BgQ0BAAKRSKbq7u7WcRmKxGCEhIVqlVaGhoUa/\n", "S6Kjo9Hd3Y3CwkIm5BIwXrKxZ88elJeXG2wx3BN/f39YW1trOST0Pa+enp4IDAzU+Bs++OAD/PDD\n", "DxrlFT0n1GxbfqrDJdhSJpMhOTmZGXNPQcSSYfMeJhAIBMLdCSnZIFgMvdnyE1Bd3G3YsAGAyp7e\n", "1/ZRfRezdMmGvhaMQkCvuJkyeacnEbomCmzrwk1NuAeADRs2MALO7t27GXHC0qFdHboECfVgS32s\n", "WrUKhw4dYpXun5OTY7Bcg8bW1hZvvPEGhg0bxrz/AgIC8L///Q+DBg0yuO/169d1lkHk5uZCoVAw\n", "dvXeIDIyEuXl5VrPo42NDQYNGgQbGxtBziOVSjF//nw4Ojpi7969SEhIAEVRmDZtmlneh+rfCXwE\n", "CVpQ6Im6oBAQEAC5XK5XAEhLS2NeS29vbyQlJWHfvn1Gz62r04ZcLkdVVZVBJxUdtMrlu9rKygqB\n", "gYGsS9+srKy07qurq9NZ+qX+3VRYWAgbGxuD4ag94SJImNKOlEAgEAgES4UIEgSLQKFQQCKR9KpD\n", "Ijk5GefPnweg6lbQ1xd3hYWFsLa21rqYDQ4ORnt7u1nFErobhVAOiZ5UVFSwDrQ0lYCAAMaiTVGU\n", "oO0DzQndGUTdeaBesiEk48ePx5QpU1ht+9hjj2Hz5s1G3RQ9+eijj/D4449r3U9PvtgIIkJBf6/o\n", "Cg+8dOkSFi1ahJ9//hn79u3DoUOHcPToUWRmZuLixYvIzc3F9evXIZVKUVdXh7a2NrS1taG2thZl\n", "ZWWQSCQ4c+YMY+8/ffo0Vq9erSEWTJs2DQUFBazaZ+pCn3DQ2NjIlA+Ul5fD1dWV87HT0tKQlJQE\n", "f39/+Pv7awkKdAtifWP38fHB888/DwA4c+YMTp06xUoY8fb2hpeXl4YgUVNTA4VCYVCQoIU7Lg4J\n", "QHenDTaCDBckEgnCwsJ0Chr6iI2NRXFxMfM66kMIsbYvUA8L1eWQ4/tcEwgEAuHOgZRsECyCsrIy\n", "tLe395pDwhLto4WFhQgNDdVahVMPZBO6HR6NEDXJHh4esLGxMckhYYoFvL9TWFgIR0dHjeeJS8kG\n", "F3bs2CHo8XTh7++P8vJyrfvb2tqQkJCgVdZjTujvFYlEghEjRjD319fXIycnBxs2bMCDDz7I6Zj2\n", "9vZMG1ZANbG/55570NbWht27d2PkyJF4+umnAQDTp0/HrVu3MHDgQN5/Q1paGubNm4fr168DUAmA\n", "NTU1iI+PZ1poSiQSJCUlcbLx+/j44NSpU3q/A9QFiYSEBJ3HKCoqgpeXl87JvSF6BluyCb+l/34+\n", "gkR+fr7W/WlpaZgxYwYuXLgAT09PDB48WKfDQ993U0hICPOccemwQRMbGwulUomcnByMGTOG076W\n", "TM/yEoVCgcrKSnh7e0MkEqGyshJRUVGs3DQEAoFAuLMhDgmCRdAXLT8tDX0Xs/RqvzmDLYUo2aAo\n", "ium00ROpVMo6BJFesXVzcwMAjB079q64aKVff3UnApeSDUBl4T979izy8vLMMkalUgmJRMJMCg3h\n", "7++PxsZGpm2pQqEAAKxcuRJZWVlmGZ8+xGIxPD09me8ZGrqkJCkpyeRzxMXFYdeuXczt9evX4++/\n", "/wYAODo6miRGALeFg+zsbGRnZ+PixYs4f/48Ojo6cPXqVSgUCjQ3N/N2eonFYp2in6enJ+zt7Q26\n", "O4qKinhlivQUJGiRQZ/w2tbWBqlUitjYWM6OMV0OCUD1vK5fvx6A6v1gyOGh7iahxajk5GTmcT6C\n", "RHR0NCiKMlq2IbSbw9z0LC+prKxEeHg4KisrkZOTg6CgIMyaNatf5F8QCAQCwbwQQYJgEUgkElhZ\n", "WXFeYeOLvos7kUgEd3d3s/VJN3RcfRez7u7ucHV1NWvrz+rqaohEIkYE4Iufn5/ekg22ggQ98fry\n", "yy8BqELsuF60rlq1Cu+//z6io6Px+++/c9q3r9A1qaMtzlxKNhYuXIj3339f0LEBQH5+PmJiYvDQ\n", "Qw+x6uRBl+hERETAzs4Oly5dEnxMXNDV4jczMxNisZiTM8tQlsuiRYuYXBqFQoGHH36YKTEQCnXh\n", "QCQSMaKVOkLa+CmKMtj6E+AvSAwdOhT5+flMK1VjggQtyj7zzDNITU3llKsTHBwMqVSKjo4Orccy\n", "MjIwePBgo2KCuigkkUiwevVqvPzyy7h27RrkcjmKi4s5u/wcHR0RERHBtOI1RFpaGkJDQ5nblirW\n", "6nMgtra2ora2FmKxGImJiTh79mzvD45AIBAIFgcRJAgWQUFBAcLCwgQLl2NDz9rp4OBglJWVwcvL\n", "CzExMYL2STfWf12hUKCoqEjnBTFFUWZv/VlTUwNPT09WgYiG8PPz07JSd3R0oLa2lnObyLi4OAC6\n", "6/6NkZOTg3379iE3N9esYaBCokuQEolEcHJyYl2yQVEUkpOTsX//fsaR0JOMjAxWDoeeBAcHo76+\n", "HleuXGH1WiYmJmLt2rVYtmwZPv74Y5MdAjR8xcJdu3bhrbfe0rgvMzMTiYmJrPMxlixZYtR9sGjR\n", "Iub/a2trMXfuXI18AHry3Z8wlyARHR2Nzs5ORrSpqKiAq6srHBwcdG5Pv2/vu+8+TJ06lVOuCe00\n", "u3nzptZjGRkZnFwytCj07rvvIjQ0FI8++ijOnDmjs0sSG9gGW/r4+GDUqFFMm9Rvvvmm3zoMRo8e\n", "jQsXLvTLzwOBQCAQhIUIEgSLoLc7bADaFuiSkhIMGTIE9fX1qKioEDTF3Fg6ellZGTo6OvRezAYH\n", "B5tVkKiurhakPaaukg1aeOEaahkYGAgbGxtegkRYWBjTOtTb25vz/r1NV1cXSktLdb7+zs7OnBwS\n", "ycnJkEqlelcfn3jiCV4OCnt7e/z73/8GYLjGn8bJyQkffvgh3njjDaxatcrk/BNjop4xoqOjtd6D\n", "06dPx5IlS1gfw9bWVitDoCe5ubkAbndLuXr1KtauXQulUokxY8bgzTffZH0+Y/SWjd+QINHa2gqp\n", "VMpbkABud9qorKw0+D5JSEjAwYMHMWDAAM7nogWJnk6zxsZGZGdn8yrbcXR0xI4dO3DlyhVMnDgR\n", "APDCCy9wFrHZChJKpRLp6emYO3cuAPASFnsDNu/L0aNHo7W1lfm8EAgEAuHuhQgSBIugoKCgz/Ij\n", "6NWumpoa1NfXaz1uqv2ZTTo63WFBnyBBt/40F0IFeepySLAJqtOFtbU1QkNDeQsS7e3tAEzLxegt\n", "SktLIZfLdU7qXFxcOAkSSUlJ8PLyQlpamtZjBw4cgEQiwfDhw3mNc8WKFRgyZAhGjhzJa39TMEfL\n", "w/Xr1+Phhx9mvb2Pj4/RyebVq1cRHByMAwcOMCU3KSkp2LNnD4KCgpi2lUJhrEuGEAQEBKCsrEzn\n", "Y7S7gY8g4evrCw8PD+Tk5AAwLkiIxWLMmDGDUxcLGroLSs/v0TNnzkChUPDOEdm8eTOUSiW6uroA\n", "ABcvXuT8vqQzMYy9tyQSCSorK7F48WKIRCKLFSQA1fuSDun08PDQel/GxcWBoihStkEgEAgEIkgQ\n", "+p7u7m5etbd3EoWFhRCJRHozNGiHhLnKD2pqagR1SKiPk15R5ipIACqBho8goT456g8OCfpv1OeQ\n", "4NJlw9raGrNnz8Yvv/yicf+nn36K5ORkzJ07F48++iivcTo4OODatWtYuHAhr/35YiktD318fFBZ\n", "WWnwc3j16lXExMRg8ODB2LlzJ3P/6tWrMWzYMJw+fVqn8GnKmNSdXmzbbnKBFiR0lQHpalfLFoqi\n", "NIIt2WbNKJVKbNiwAceOHWN9Ljs7O/j7+2sJEpmZmXB3d8egQYM4jR0Q7n0ZExMDADh58qTB7dLT\n", "0yESiTBx4kQEBgYKnk8iJD4+Pvjuu+8AAF9++aXW+9LFxQVDhgzBuXPn+mqIBAKBQLAQiCBB6HNK\n", "S0vR3d3d54KEkPZn9Tp3Dw8PnRMY9eMWFhYiODiYqQ3uSUhICFpaWlBbW8tpHGyprq4WzCHR2dmJ\n", "hoYG5r6KigqIRCJewkB4eDhvhwSNo6Mj5/17m8uXL8PGxoZpsagO15INAJg7dy5yc3NRUFAApVKJ\n", "F198EatWrcJTTz2Fn376Cfb29kINvd/Q3d2N+fPn4+DBg7yP4ePjg7a2No1MiJ5kZ2czE8zFixdj\n", "2bJlAICWlhZ8//33kMvlOHr0KO8x6ENflwwhCAgIQGdnJ6qrq7UeKy4uhoODAy/BEdDstGHMIUFD\n", "URR2796NjIwMTufSlcWTkZGBsWPHmpyfwxeZTMa8R5YtW2awFCk9PR0jRoyAm5sbQkNDLdohAYD5\n", "vVL/PlZn1KhRxCFBIBAIBCJIEPoeeoXEElp+6mrr9s4777Dev2ed+9ixY7FgwQJUVFQgLCwM/v7+\n", "cHJyAkVR2L59O7OfsXZxfFp/cgn/E6pkg55MqOdIVFRUwNvbm5fNOiIiAkVFRZDL5Zz2U78A5hJ8\n", "19vQ75fXX38dCoUC48eP15qMcC3ZAICpU6fivffeg6enJ1JTU/HGG29g27Zt+OCDD3i9Dn2NEGKh\n", "tbU1MjIymGyRnTt3Ij8/n9M46BVefRNGuVyOKVOmYNKkScx9H330EZOVkJeXBzc3N/z555+cztvX\n", "0EKZrhyJoqIihIWF8f6cRUdHIy8vD3K53KAgoVQq8cQTTzAuAl9fX63yMGP0bP2pUCiQmZnJu1xD\n", "iPclXYoEqPIsDJUipaenY8KECcw5+AoS5uoipes8gKp1rC5Gjx6Ny5cv6+x8QiAQCIS7ByJIEPoM\n", "ejL25JNPAgAeeeQRQTpamEJP+7O7uzt+++031vv3rHPPysrC3r178eOPP6KoqAjZ2dm4du0aQkND\n", "8fzzzzMWaGOCBH3RyyZHgk/4n1AlG/QqqfpEoaKignOgJU1ERAQ6Ozv11q/rw9fXF+np6SgoKOB1\n", "3t6Cfr+0tLRALpfrnIxwLdkAVK6Q9evXw8vLCw8++CBOnjyJDRs2WLQ4Y4y0tDT4+Pgwf0NMTAzn\n", "rISoqCgUFBSgrq4Oq1evxunTpznt7+vrCxsbG71OJSsrK3z55ZeYPn06c5+TkxN+/PFHpnNEQ0OD\n", "VjkNW5RKJeRyud4OKubCmCDBp1yDJjo6Gu3t7SgqKkJVVZVep0VtbS1SUlIYsZNNnkdPegoSubm5\n", "aGho4C1IAKZleHAp+SgtLUVpaalJgoSpwbBcof8GfeLM6NGj0dXVhStXrphtDAQCgUCwfKz7egCE\n", "uxf1lSEAzGTs1KlTfTgqFfQF1KJFi/DNN9/g9ddfN7qyrO/i0tPTE/feey9zXLFYjM8++wxTpkzB\n", "F198gRUrVqCwsNBg2r9YLIaTkxMrh0TP51UqlRp8Xru7u1FfX29WhwRfOzct0hQWFiIoKIj1fhRF\n", "Yfz48bzO2VsYm4zQr4ezs7POVoVsoSgK48aN472/pSAWi6FUKrF69Wp8++23eOihhzhnJURGRuLK\n", "lSvIysoCAM4T0ZiYGHR0dHAWdoYOHYqPP/4Yy5cvB6AS7ObMmQMPDw+4ubnBzc0NTk5OqK2tRUVF\n", "hca/lpYWdHd3Qy6XM04hZ2dnfPXVV5g/fz6ncfDF29sbNjY2egWJBx54gPexafdIeno6FAqFXocE\n", "Pfmm3U98HRK3bt2CXC6HlZUVMjIyIBKJmPBFPtAitrHJt6mcOHECAJjvtdDQUFRVVaG5uRnOzs6s\n", "jsH1t8FUamtrYW9vr7dsbvjw4bC2tsbZs2cxevRos4yBQCAQCJYPESQIfQLbyVhfs2TJEuzcuRPH\n", "jh3Dfffdx+sYdnZ2Wvfdd999WL58OTZu3IiwsDC0tLQYdEhQFKW1uqcLPs8rndEgxHPu6uoKe3t7\n", "jYmCVCrF4MGDeR0vJCQEIpEIhYWFjKhjDnRNJsw9wWALn5KNO5GTJ0+iqqoKS5Yswa1bt5Cens75\n", "GJGRkfj555+RmZkJLy8vziv7pjhMli1bhqNHj2LPnj1QKBQ4cOAA72M1Nzdj6dKliI2NNZi9c+zY\n", "MVAUxbSk5ItIJMKAAQO0BAm5XI6SkhKTHBIDBw6Eq6srk6uhT5CgAxxDQ0OZ7a5evcrpXMHBweju\n", "7kZ5eTkCAwORkZGB4cOHs57QG4LP9wRd8tGzlayuko/09HQMHTqUcbLRz0NJSQmTWWKIvvjNramp\n", "0VuuAahaCQ8bNqzXcyQs5budQCAQCCpIyQaBYIDExERERkbiq6++Mrot13rif//732hra2Ps3S+/\n", "/LJB+6yuQDZToO27tAX4pZdeMtm+S1EU02mDxhSHhK2tLYKDg3kFW7JBl4U5JyenV2zNbN8vfEo2\n", "7kRSU1MxcOBAjB49GhMmTEBmZiY6Ozs5HSMqKgqNjY3Yv38/xo4dK3gJy7Fjx3Djxg2dj1EUhU8+\n", "+YS1c0ddyBw5ciRGjRqFhIQEJmunubkZixYtMlh/P2/ePDz77LMc/gL9BAQEaAkSN2/eRFdXl0mC\n", "BN1p48iRIwD0d+O5fv063NzcmGwfuuMJF+gsHlrYzczMxNixY/kOXRDUSz6cnJwgEol0/t6o50cA\n", "twUJSw62ZCN0jB49utc6bfR2yQqBQCAQ2EEECUKfIGRHC3NCURSWLl2K1NRUVqvUaWlpSEhIAKBy\n", "CxiqJ166dCm6uroYG/alS5cM9q+nW38agsvzStt3q6qqAKjaFRo6P1v8/PyYiYJSqTRJkABuB1ua\n", "g56ZH/QEped9QjwvukhLS4OnpydsbGz01p/z6bJxp6FQKLB3717Mnz+faXvY1tbGeWWVdhNcvnzZ\n", "LBPRhQsXIiUlRe/jzs7OSE9PR2trK6RSKfLy8pCVlYU//vgDqampOHr0KHJzc1FXV4fGxkZmvwsX\n", "LuDs2bPIysrC+fPnmRaVFy5cwAsvvKD3fL6+vhqTWFPQJUiY0vJTnejoaEbENFSyoR5Wm5ycjE8+\n", "+YTTedQFierqauTn55uUHyEE6rlFWVlZsLKy0voOqKysRH5+vsZr6efnBzs7O9aCRF/85tbW1ho9\n", "9qhRo3Dt2jWDnWuEQtf3vbm+2wkEAoHAHkEFiZKSEly6dEnIQxLuYEwJA+tNFi9ejNbWVqSmphrd\n", "1sfHBxs2bAAAHD16VKv3Og2f/vUhISGsQi137NjB/L+9vb3O55XP+dmi7pBobGxEe3u7yYKEORwS\n", "+p4DXW4EIZ4XXdC5CP/617+QnZ2t8/1CSjaAs2fPoqysDA8++CAAYMSIEXBxceFctjFo0CDs3r0b\n", "APf8CJqlS5di5cqVWvfLZDLIZDJW9nlbW1vY29tj0KBBSEhIwLRp0zB//nxMmjQJgwcPhru7u97P\n", "urOzM/73v/8xLYL/85//4Ndff9W5bXl5OQYMGMDhr9OPPkFCJBIxE32+0DkSzs7OelvSFhcXM64A\n", "QJXL8dBDD3E6j7OzMzw9PVFaWso7R8RciMVixMTE4P/9v/+H//znPxrOl575EYCqjCYkJIQpZWFD\n", "Wloahg8fztw292+usZINQOWQUCgUuHDhgtnGQY/FXL95BAKBQDANXoLE8ePHMXnyZDz++OPMfS+9\n", "9BLCwsIQFxeHuLg41NfXCzVGwh1Kz44W+ibvfU1wcDAmT56Mr7/+mtX2e/fuxfDhwxEXFyf4OBoa\n", "Gox+ttLS0uDs7Iz58+cjPDy8159XdYcELUzw7bIB3BYklEqlIOOzJM6fP4+6ujrMnTtX70qis7Mz\n", "Ojo60NXV1cujsxxSU1Ph7e2Ne+65B4Cqhee4ceNw/PhxTsextbXF9OnT8eGHH2LUqFG8xtLR0aGz\n", "XWhOTg4AsBIk5s2bZzDEFrid7aKrU8yIESM02gY//vjjWp1ompub0dTUJLggof45LCoqQlBQECOO\n", "8EEmk+HLL78EALS1tem10b/11lvYtGkT7/PQ0Fk8GRkZ8PPz0+ka6Es2btyIiooK7Nmzh7kvPT0d\n", "4eHhGDhwoMa2XDtt+Pj4YN26dcztAwcOmPW3gU3JxtChQ+Hg4NDrORIEAoFAsBx4CRJ79uxBXV0d\n", "Fi1aBEBl9X7zzTcRGhqKdevWoa6uDu+++66gAyXcudCdJyyZJUuW4OjRo7h8+bLB1ZTOzk789ttv\n", "Rm2gfOyz9PaXL1/We9yuri58/vnnWLx4McaOHYuSkhKdE3lz2nfVHRJ0WJupDonW1laNXAoh0Pcc\n", "uLi4aN03cOBAs7xHDx8+DBcXF6bMRxd04N7d6pJQKpVITU1FcnKyRqebiRMn4tSpU+ju7uZ0PF9f\n", "X6xduxZOTk68xpOUlITjx49j27ZtGvdnZ2fDzs6OVflCSEiIUdfP9OnTIZPJ9B7vqaeewty5cwGo\n", "Jn6PPfYYU/4F3P7s/fXXXzh8+LDRMRkjICAAbW1tqKurY+4zteUnoLLR5+bmAoDe1rcAEB8fj/j4\n", "eJPOBWgKEklJSRbXCnfw4MGYO3cutm3bxrR37ZkfQRMWFsY5Q+LixYvM/3PN4OAKm5INa2trjBw5\n", "0uyChL7v+5CQEIu//iAQCIQ7HV6CxKlTp/Djjz8yYXx0ANOBAwfw3nvv4ddff2VlbycQ+gv0xeD4\n", "8eMNhmEdOXIEjY2NrNrxcSlZkclkWLNmDQDV6qq+8+/fv8ohfmYAACAASURBVB9SqRSrV69GREQE\n", "Wlpa9E7k6fPT9nGh7Lt+fn6QyWRQKBTMuU0VJACYpWxj6dKlAFQXq/RrkJmZybwuvr6+sLGxgaur\n", "q1kcGocPH8bkyZNhY2OjdxtaILlbBYkrV66guLiYKdegmTBhApqbmzUmWL3B2rVrsXnzZjz33HN4\n", "6aWXmPfF1atXMWTIEFhbG29eFRERgeLiYmbCqQuKouDt7Q2RSPfPNEVR2LVrFwIDAwGonItbtmxh\n", "Hi8vLweg+k5g6+4yREBAAABolG2YKkiYYqNXKBTYsmUL54lscHAwioqKcObMGYsp1+jJv//9b+Tn\n", "52P//v2oq6vDlStXdAoStEOCy3fThQsXMHLkSADmFyTYlGwAqrKN3nBIpKWlMc5FuhXp5s2bzX5e\n", "AoFAIBiGlyBRX1/PJH0DKiEiKSmJqQMdOnQoKdkg3FEsXrwYSqUSTU1NBsOw9u3bh/DwcFa2bS4l\n", "K8nJyUwSeV1dnd7z79y5E0lJSRg2bBgT4KdvIk+f393dHU899ZRgpR2+vr7o6upCXV0dKioq4ODg\n", "oNN1wJawsDBQFCW4INHR0YGtW7dizpw5yM/PZ16DoUOHMq9LTk4O9u3bhyNHjmDnzp2Cnr+5uRkZ\n", "GRmYOnWqwe1oh4Qld9qoqakxWx12amoq3NzcMHnyZI37R40aBQcHB85lG6ZCURS2bNmCrVu3YsuW\n", "LfjXv/4FhUKBq1evsvrcA6oQyI6ODkY04Iunpye+/fZbRrR47bXX8PfffwMAHBwcMGPGDNx///3I\n", "zs426TyAtiChVCoFcUjwRSQSYevWrZxzRGh3SltbW5932NBHYmIiJkyYgK1bt+LgwYNQKpV6BYnm\n", "5mbWnz2FQoFLly5hxowZAMwrSHR3d6OhoYGV+2D06NEoKirScN+YAx8fHzzxxBOwtrbG1atXERIS\n", "QhbPCAQCwQLgJUhYWVkxKzvXrl1DQUGB1uRI36oOgdDfYLuKJ5fLkZaWhnnz5nGyARsrWWF7folE\n", "gr/++gurVq0CoJr0UBQFiUSi99gNDQ2QyWTMipkQ0G6IyspKpsOGKbZoe3t7BAQECC5IfPLJJygt\n", "LcXbb7+t8zWg75s1axZWrVqFZ599FllZWYJNvI8fP46uri5MmzbN4HaWXLLRG230UlNTMWfOHK2c\n", "AltbW4wdO5bzhFQonnvuOXzyySeorKyEUqnEtGnTMGfOHFb70pN4Y+/ptrY2jBkzBr/99pvebcaP\n", "H49XX30VgGrC+cgjj6CsrAxjxozBwYMHkZiYiNzcXJMzSPz8/CASiZisiurqajQ1NZkkSLAtHfvr\n", "r7+wbt06LSeAr68vp/ebTCbTEBafeeYZi237+OSTTyIrKwvLli2DSCTC4sWLtcbKtfVnUVERmpub\n", "MXHiRNjb2wteBqcOLS6wFSQA9Er7z0OHDmH8+PEIDQ3F8uXL8cMPP2h0tCEQCARC78NLNYiKisLH\n", "H3+M5uZm/N///R9EIhEWLFjAPH7mzBl4eXkJNkgCoT+QmZkJmUzWZ23Edu7cCbFYzHwW2Uzk6XC+\n", "wYMHCzYOWpCoqKhARUWFSYGWNEJ32qivr8frr7+Of/zjHxgyZIjR7Z977jlmlVKoiffhw4cRFBTE\n", "OFn0YcklG+Zuo5eZmYlr167pLYGaOHEiTpw4oZGd0JusWrUK//vf/2BlZYVXXnlF43fQEKGhoaAo\n", "Sm8727a2NkRFReHkyZPIzs42+t7ftGkTs+pdVVWFhx9+mBEgYmNj0dnZafLnx9raGv7+/oxDQqiW\n", "n2xK144fP46ffvpJS9j08fHhtMqfnJysEUh6+vRpi237SHdL6urqgkKh0PnZ4ipI0J0s4uLi4Ovr\n", "a1aHBC3csinZiIiIgKurK44fP27Wjhft7e04cuQIU278+OOPo729Hd9//73ZzkkgEAgE4/ASJDZu\n", "3Ih169bB1dUVe/fuxaOPPsrUsW7duhXz58/HfffdJ+hACYS+gu0q3r59++Dn54fExMReOb+VlRU8\n", "PT1RU1ODW7duISUlBcuWLdNomxcZGWnQIUFfnA8aNEiw8fr6+gJQOSSkUqlJ+RE0QgkSdGnB22+/\n", "jfb2drzyyius9nvsscfQ3t6Orq4uwSbehw8fxtSpU426Ryy1ZMOcbfRo58X9998PiqLw9ttv6xSA\n", "JkyYgPr6ely9etWk85kCH/ePnZ0dEhIS9AophYWFkEgkcHR0hL+/PxNQqQ+RSIRvvvkGQUFBAICM\n", "jAw899xzAG53/RCqbENoQYJN6dr169cRFhamtS8Xh0R/avvIdqweHh5wc3NjLUhcvHgRAQEB8PLy\n", "6jVBgo1Dorq6GgCwfft2szmtAFU4aFtbGyPeBQQEYObMmfjiiy8EPxeBQCAQ2MNLkJg+fTr++OMP\n", "rFq1Clu3bsVnn30GQFVTmpubi6lTp2LZsmWCDpRA6EvUV/GcnJxAURTeeOMN5nGlUol9+/YhOTnZ\n", "LOVKPVcRg4ODcevWLQQFBTF2+bq6Oq3gv4iICIOCRF5eHgYOHMhMeoXA2dkZTk5OjENCSEGCb7Ck\n", "emlBdHQ03nnnHaxatYqVe8McE5lbt27h2rVrRss1AMsu2TAXtPOiqakJSqVS70p2QkICbG1tez1H\n", "QggyMzPx5JNP6nyMbvUZFRUFf39/VlkTYrEYP/30ExOQ+v7772PXrl3w8vKCn5+fIKJNT0HC29vb\n", "pHwYdQyVrhUXFzNuAHW4OiTuREJDQ1FcXMxq2wsXLjChjpYkSCQnJ6OxsRHt7e1mcVrR/P777xg4\n", "cKBG1ss//vEPnDt3DpcuXRL8fAQCgUBgB++Z09SpU/Hf//4XGzduZFZkKYrC7t27kZKSgtjYWMEG\n", "SSD0NeqrePn5+YiOjsYzzzyDzs5OAKpOANevXzeb/bfnKmJJSQkjSkilUiZE9tlnn9XYLzIy0uBE\n", "Pj8/X9ByDRr6YldIQaKxsZFZSeOKemmBTCaDUqnEqVOnTB4XX/766y9QFMXKSebg4ACRSGRxgoS5\n", "WsdyEYAcHByQkJDQLwUJQxQUFMDd3R1eXl4YMGCAUYcEzZgxY/D+++8zt1etWoX8/Hy89957mD17\n", "NudxKJVKje+OnoKELteCORDCIWHOVsdCw2WsdKcNYyiVSly8eJHJCzK3IFFbWwtA5eIwRG86Vw4d\n", "OoQZM2ZouJpmzZoFf39/fP7554Kei0AgEAjsMd6fjCcrV67Ep59+aq7DEwh9An0x+NVXXyExMZFJ\n", "2d+zZw/c3NwwadKkXjl/TU0NI4aoQ1/E0dupt/7U5QbIy8vDxIkTBR+nn58fbt26haqqKsEECUBl\n", "Zff29ua0r74L3hs3bmg8V/qgJwc9J4WmTGQOHz6MuLg4VvtTFAVnZ2eLK9kAwIS4nj59GnK5HGPG\n", "jBGkdSwXJkyYgE8//RRKpdKk8FRLQiKRIDIyEhRFwd/fH7m5uaz3Xb16NU6dOoXvvvsOXV1duPfe\n", "exEREQGFQgG5XA6FQgGlUglra2vmn42NDaysrNDS0oL6+no0NDSgvr4ejY2N8PPzw6+//oqRI0dq\n", "CRK90WGjtbUVFRUVOh0Ss2fP1jlx1wf9fqUn8KGhob3+fmUL27GGhoZi//79Ro9XVlaG6upqDYeE\n", "OUMta2pq4OLiohVG21eUlJQgLy9Pw9kIqLJRli1bhh07duD555+Ho6OjxQlUBAKBcKdjNkFi//79\n", "RJAg3LHEx8dj3bp1eP311/HJJ5+gvr4e7u7uqK+vF6R1plCot/7sKUjI5XJIJBKsXLlS8PP6+vri\n", "6tWrUCqVgoRaqncl6ItWfeqTg8rKSgwcOJD3REahUODw4cNYvnw5632cnZ0tziEB3HbuuLi4oLm5\n", "GSkpKSa//8ViMQICAlgLQBMnTsQbb7yBzMxMJCUlmXTu3qa5uRl2dnZMmQVNQUEB01qbTYaEOhRF\n", "Yfv27fjuu+8AAOXl5Sa1Fy0vL2faDgcEBKCxsRGNjY0oLi7Gvffey/u4bKHFRF0OidGjRzMdGthA\n", "v1+5lBP0FWzHGhYWhtLSUsjlclhZWek9Hh1oSTsk/Pz8GLeYOYQ8NmIvYB7BVxeHDh2CtbW1Tlfa\n", "3Llz8eabb2LYsGFwcHBASEgI0tLSLOq3nEAgEO5kWJVsiEQiWFlZsf4nEokstpUWgSAUJ0+eBKAK\n", "5Oru7kZ1dXWvJbaztfQaav1ZUlKCzs5OQQMtafz8/HDt2jXm/03FyckJ/v7+vIIthbBqq5fMxMXF\n", "YfLkybwvVtPT01FVVcUqP4KGnvBbIi0tLczYhFpxnTx5MiiKgq+vr97OC4AqG+TFF18EAMycOdNs\n", "YXjm4MqVK3BxcWEmiuoUFhYygsTKlSs55z80NDQAAK/3qK2tLby9vREZGcl8dm/cuIFFixYxtyUS\n", "CaRSaa84JAICAvDLL79g2LBhgh3TWKtlS8LYWENDQ9HV1WVUdLp48SIj9gEq0bizs5Mp9xOa2tpa\n", "Vh02gNsZSfTfOWTIEMGdK4cOHUJSUhLc3Ny0Hlu3bh0AVfclc2ZYEAgEAkE3rBwS1tbWWitPpaWl\n", "uHHjBoKDgzFgwABQFIXy8nKUlJTAy8sLQ4cONcuACQRLoKamBqWlpVr39yyZMCdsLL2GWn/m5eUB\n", "ELblJ42vry/TdlAIQQIwrdMG/VxdunQJnZ2dvEsLxGIxoqKiWKfaqyOTyZCcnIycnBwAqlaNv/zy\n", "C6tJo6WWbACaIoQQNent7e3YvXs3Vq5ciS1btgDQvzqcnJyMM2fOAFBNwumJRF/mg7CFFsmKioqQ\n", "kJCg8VhJSQnz+WE7qVOHXm0+ceIEAgMDIRKJsH37dowdO5YpK1MoFOju7tb45+TkpNGlp7y8HPHx\n", "8aioqMCRI0cYl0J6ejoA0ztssMHV1RVz5swx+3n6K+qtP+luZ7qgAy1pN4R6NyRjOQ984PI7qO4G\n", "mT59OhwdHQV1J3R0dODIkSOMeNlznIYyLPqLcEUgEAj9GVYOCbFYjGPHjjH/3nnnHYSHh+PatWso\n", "Li7GyZMnceLECRQVFSE3NxeDBw/G5s2bzT12AuGuhk27PEB/68/8/Hw4OjoyK2ZCoi5CCHVhaYog\n", "QT9X999/PxITE/U+V2wICwtjnWqvDh2s2djYCADIyspivQpnqSUbADSs1kI4JL799ltUVVVh/fr1\n", "BleHeyMMj24Taw5cXV3h5eXFtM9Ux97e3qTuFfRq+YABA+Dg4AA7Ozvs2rULBw4cAEVRoCgKVlZW\n", "sLOzg5OTE9zc3CAWizXECHr/n3/+mSkpodsj0iGivSFIGKK7uxs7duzo07avfQ0tbBkTSdUDLQFN\n", "QcIc8JnMi8VibNq0Cenp6YzQKAQnT55ES0sL0+6TQCAQCJYFK0Fi69atGrdfeOEFfPHFFzqt3lFR\n", "Ufj666/xyiuvCDJAAsESsaTEdmOWXn0T+by8PERFRZmlTSl9sSsWiwULNTNFkKBpaGjAgAEDTDpG\n", "aGgoysvL0d7eznofUyfP/UGQ8PDwMHlyo1AosH37dsyePZspWegL1NvExsbGmq0URIj3tC6cnJww\n", "efJkjXa+MTExvCbu48aNwwcffKBx37Fjx+Do6CiY+4kvVlZWWL9+/R3XZYULDg4O8PPzMyhIVFdX\n", "4+bNm0ygJWB+QYJLyYY6c+bMQWRkJLZt2ybYWA4dOgR/f3+dZT+W9FtOIBAIdyusZiJLlizRuF1Q\n", "UGAw2TokJISXpZlA6E/Qda/+/v4G69z7Gtoh0bP1p7lafgK3HRJcO2IYIiIiArW1tUw7OT5UVVWZ\n", "PKawsDAolUqdJTvmwsXFxaJLNuzs7DB48GCTHRK///47cnNztdrX6sKcEwn1NrHmrCkPDw/X6ZDo\n", "yZw5c/DDDz+wPu7cuXNx5MgRjftiY2ORnZ3NeYyAqn3oE088wdxuaGhAcHBwr3Q1efHFF3Hw4EGd\n", "j1EUBR8fH7O2r+wPhIaGGnRtXbx4EQA0HBJubm6ws7MzW6cNvuUOVlZWePbZZ7F3715BxLqamhoc\n", "OHAA06dP1/t+pX/L7ezsYGdnZ7G/5QQCgXCnwmtptLGxUedqH01JSYnFruYRCELBtmSir1Fv/alO\n", "Xl6eWQItZTIZnnrqKQBAcXGxYKvLdOtPNhM4fVRVVZn8GqnXbLPF1MmzpTsk/Pz84OfnZ/LEcPv2\n", "7Rg1ahTGjx/Pant1UZCiKAQEBJg8keiNUhAaXYLEU089xXx+aC5fvowrV66YdK6YmBhUVFSgurqa\n", "874URWHHjh0aHS1qamqgUChMGpMxlEolPvjgAyYgVxe+vr79JsjUXISGhhr8Prp48SKcnZ2Z71AA\n", "TGisJZVs0CxZsgRisRjvvfce7/PTLqfo6GgUFBTg1KlTet8n9G/5o48+ivDwcIv9LScQCIQ7FV6C\n", "xLhx4zB//nycO3dO67GjR49i3rx5uOeee0weHIHQH7D0xHb11p80dXV1kMlkZnFIJCcnM50DOjs7\n", "BVtdVm/9yQelUonq6mqTHRIBAQGwtrbmnCORlpYGZ2dn2Nvbc3bUWLIgUVFRAT8/P/j6+vJeba2p\n", "qcGxY8dw5MgRbNiwgfXKu7ooOGnSJIwYMaJfTSSio6Ph5eWFzs5O5r7Tp09r3Aa4t/7URWxsLADw\n", "zltobGzUECBkMhk2bdpk0piMUVNTg+bmZkYE1AVxSBgXJC5cuIARI0ZoleeZS5Boa2tDW1sbr5IN\n", "QFWGsnbtWqSkpCA/P5+XEEi7nGgRoqCgwOjvUFRUlEktcgkEAoHAD16CxFtvvQWJRIKEhAT4+Phg\n", "5MiRiI6Ohru7O+677z4UFxfj7bffNmlgv//+O6ZMmYJRo0YhKioKQ4cO1QjKfOWVVxAcHIyRI0dq\n", "/NPVYxoAdu3aheHDh2P48OEYOnQotm3bpmVhJxDuRHS1/szPzwcgfIcNc64u08F7fFeK6+vr0d3d\n", "bbIgYWVlheDgYM5laY6Ojmhvb8drr73G2VFjySUbUqkU/v7+vBwS6lkNM2fOhK2tLWt3hDpisRiJ\n", "iYk4f/485311Hau3asoXLlyI7OxsJmdFqVSioKCAERFpuAoSN27c0Mo4iYyMhK2tLe+yjeTkZK3n\n", "d+vWrVqlIUKi3kFIH8QhcTvXpqOjQ+fjPQMtacwlSNBldaZ8XhYsWICOjg6MGjWKc44L39+hoKAg\n", "1NfXM8HDBAKBQOgdeAkSw4cPx4kTJ3DPPfeguroaly9fRl5eHhobGzF58mScOnWKWY3hwxdffIGV\n", "K1fiww8/xLlz51BQUIDHHnsMP/30E7MNRVF4/fXXcfHiRY1/f//9t9bxduzYgTVr1mDXrl24fPky\n", "fv31V2zfvh3PP/887zESCP0FXa0/6ZafPSc+lgo9cW1sbMQHH3zAqwykqqoKgDC5Fnw6bZw8eRLd\n", "3d2YPXs25wt1S3ZI0IIEPTHkYuNXz2poa2tDZ2cnFixYwGsc8fHxTOaDqaSlpTGhmg4ODr1WUy6T\n", "ydDU1KQV6MlFkFAqlRgyZAg++eQTjfttbGzwzTffYPr06ZzHpW+CB6hEFXOtKtOfMbrdqC7MWXbQ\n", "XzCUa9PU1ISCggKNQEsacz139KTfFEHiiSeegFKpRHNzs1lzXNQJDg4GANy8edOs5yEQCASCJrzj\n", "9UeMGIHjx4+jsrISGRkZyMzMRFVVFf7++2/ExMTwHtCtW7fw9NNP491330V0dDRz//r16/Hxxx9r\n", "bMvG4dDU1IRNmzZh2bJliI+PB6BaTVi/fj3ee+89Er5JuCvo2fozPz8fQUFBcHJyEvQ85lpdpieu\n", "XV1daGtr43VxSgsYQggSxkLkdHH06FH4+/vzyu2gBQlLdHXRJRt+fn6Qy+WsnTBCu2noCRddLmQK\n", "Pj4+ePzxxwEAY8aM6bWa8oKCAgAwSZBobGxEa2urzm4yDz/8sOAiZHV1NRYtWoTu7m5BjwuoJoYu\n", "Li5wd3fXu82MGTOwZs0awc/dnzCUa3P58mUA6FWHBP355VuyYep3A9/foaCgIADo1cBiAoFAIJgg\n", "SNB4e3sjMTERCQkJGl/0ubm5vI739ddfo6OjA7NmzdK438HBAdOmTeN8vN9//x1NTU1apRz33nsv\n", "5HI5UlNTeY2TQOhP9GwvaK5AS0D47iNCTVzN4ZDgIhAcPXoUkydP5tWZwMXFBd3d3Xot2X1Fd3c3\n", "ZDIZ45AAzNdG0BghISHw8PAQRJAAbmeVNDQ0CHI8fSgUCsYiXlBQAIqitBwB/v7+kMlk6OrqMno8\n", "Wrgwtb2tOvomeHSpyYkTJzRKKoWipqYGXl5eBreZNGkS1q1bJ/i5+xMBAQGwsrLSKUicOHECNjY2\n", "Ggs8NH5+fqioqBBc6BSiZMNU0tLSGBHG09OT1e+Qv78/rKyscOPGjd4YIoFAIBD+f6zNdeD77ruP\n", "l43z5MmT8Pb2xvnz5/H666+jrKwMNjY2SE5OxgsvvAA7Oztm299//x179uxBVVUVFAoFJk+ejBde\n", "eEGjN/qlS5cA3A7Eo6Fvm5pcTiD0ByIjI/Htt99CqVSCoijk5+djypQpZjkXHTQohG1XSKqqqkBR\n", "FO9VO3VCQ0PR2NiIuro6VsdraGjA+fPn8eSTT/I6n7OzMwCgubkZ9vb2vI5hDqqqqqBUKhmHBKBy\n", "TLBxydGT3J4r/3zdNBRFIS4uTjBBgnYU0UKWuXj00UdRU1ODw4cPo6ioCMHBwVqv8bx58zBu3DhY\n", "WVkZPR79u+vv7y/oONPS0jBv3jyNXIfNmzcjOTkZXV1deOeddxAUFISIiAh0d3cz/7q6ujRud3d3\n", "Qy6Xw9HRES4uLhr/wsPD4ejoyJzzsccew4QJEwT9O+5ErK2tMXDgQI1uJDKZDMnJybh06RKUSiUm\n", "TpyItLQ0DaePr68vOjs70dDQYNCFwpWamhpQFMX7mEJ8N/j4+ODll19GcnIyjh8/zuo7iX4eiSBB\n", "IBAIvQtvQeLatWtITU1FWVmZViK4UqlEfX09r+PeuHEDDQ0NWLVqFX755RdEREQgMzMTs2fPxunT\n", "p3Ho0CEAqoA4kUiE77//Hl5eXigpKcGiRYsQHx+PM2fOYODAgQBuX0y6urpqnIe+be6LTQLBEqBb\n", "f1ZWVkIsFqOwsFCrtaDQCCVE6Ls49fDw4HSOqqoqeHl5sZrUGYNewb5+/TorQSI9PZ0RTfmgLkgY\n", "WzHmA1/xiH5N+Dok6EluVlYWHB0dMWzYMJPcNPHx8fj+++95769OYWEhPDw8GNGFj7OFDcHBwThz\n", "5gwA4I033sCGDRu0tuHSyceQINHe3o4XX3wRCxYsQEJCAqdx6hMat23bxjgUTC2d8PX1xcmTJ5n2\n", "lDExMSaVgN4N0MJDRUUFPv/8c5w7dw5paWlMmRsNXeZ26tQp5j71z6zQgoSHh4dWVw8u0N8NOTk5\n", "aGhowNixYzl/N+Tm5sLV1RVDhw5lvU9QUBARJAgEAqGX4SVIHDp0CHPmzIFcLte7Dd+Lt/b2dnR0\n", "dGDz5s3MRcnYsWOxZs0avPbaazhx4gTGjx+PjRs3auwXEhKCXbt2ISYmBlu2bNEK9OLLunXrtH6o\n", "H3nkETzyyCOCHJ9A6A3ounGJRILGxkZ0dXWZpeWnuei5OtvS0oLGxkY0NTXBxcWF1TGqqqoEKdcA\n", "bgsSxcXFTDaNIY4ePYrAwECD4XyGoP9GoTtt0JMZuiQmJCREaxXVEOqChKOjI5ydnTm1/vTx8cGf\n", "f/4JZ2dnbN26Ff/85z85/w3qxMXF4Z133jH5tW5paYFUKsWMGTNw6NAhNDU1aYnaQhEeHo7S0lJ0\n", "dnbC1tbWZAdPeXk53NzcdObD2NnZ4fPPP4eXlxdnQYKmpzDy9NNP4+TJk/j55595HU+dyspKPPjg\n", "g8jMzNRwShiiq6sLP/30ExISErSckHcDuoSHKVOm6MxBoMvc6NdQXZAQsoSvtrbWZEGaFsD27t2L\n", "Bx98EN988w3nHJe8vDwMHjyY0/UoESQIBMLdzPfff6+1sMPXZMAFXoLEiy++iEmTJmHjxo0IDg7W\n", "KKOgGTNmDK8B0RfeI0aM0Lifvn327Fm9beGio6Ph4uKCjIwM5j56NbFnGyf6trGL1vfff19nOjWB\n", "0J9Qb/1Jf7H0J0Gi5+psQ0MDhg0bhueee461+CikIOHh4QFXV1fWobim5EcAmg4JIek5mZFKpVqr\n", "qIaoqKgARVHMRIFP6086HHT48OGc9tMFLQ5duHAB999/P+/j0PkRSUlJOHToEKqqqswqSCgUCpSW\n", "lgoSOOno6Ihx48bpfIyiKMTExPBu/anvmF9//TXGjh2LmpoaWFtbw8bGBtbW1sy/nrdFIhFaWlrQ\n", "1NTE/Nu/fz+Ki4tx5coV/POf/0RKSgqrzwtFUVi8eDE+++yzu06Q0Jevw/b1NVfui7roYSqjRo0C\n", "oMpX4fr65ubmYsiQIZz2CQ4OZv39RyAQCHcauhbdL1y4wGrxzRR4CRISiQS3bt0yeIE2f/58XgOK\n", "jo7G5cuXtVrH0TZr+n462b0nIpFIY1861Ki4uFjjglfIi2ACwdJRb/1ZU1MDZ2dnQUPvegv6Ilcs\n", "FmPr1q1Ys2YNHnroIUawNHQRLKQgQQcPsum0UVtbi8uXL5sUvGcOQcJYWCibCYVUKoWXlxdsbGwA\n", "8EvtLyoqAqCd88OHsLAwuLq6CiZIjB07FoDqvWOuyS7tBCwqKjIoSKxduxajRo3C0qVLDR5vzZo1\n", "BksnYmJikJWVxW+wenBwcMAzzzxj0jFWrFiBMWPGoKWlBV999RXGjRuHyspKTJgwwWCOhLW1NcRi\n", "Mec2wHcynp6eCA0Nxfnz5zXu75nB4O7uDltbW7MIEkJk9QCqwE57e3sUFBRgxowZrPdTKpXIzc3l\n", "fC0aFBSEW7duobu7G9bWZotZIxAIBIIavAr8BgwYYHS1aOfOnbwGlJycDOB2qyqaq1evArjtvBgw\n", "YIBWTXlRUREaGhowevRo5r4ZM2bAxcUFf/31l8a2f//9N6ysrPDggw/yGieB0N+gW3/m5+dj0KBB\n", "ZquJ7y1Wr16NpKQkzJw5EzExMYiNjUVSUpLeiYlMZ+3+JwAAIABJREFUJhNMkABUF/dsHBLHjx+H\n", "UqnknR8BmK9kw1SkUqlGVgGd2s+FoqIiODk5Mau1piASiRAXF6c1EeOKRCKBm5sbs7paXV1t8tj0\n", "ERAQABsbG3zxxReIjo7WOznMzMzUcP/xJTY2Frm5uaw6dvQm0dHR+Pzzz5nba9aswRtvvMEqpNTH\n", "x6fPurv0Jfq6nwwePBgHDx402u2Ioij4+vpy/swaQ4iSDRqRSITIyEimJS5bpFIpmpqaODsBg4KC\n", "IJfLWbfZJRAIBILp8BIkFi5caDRcaObMmbwG9NBDD+Gee+7Bm2++yVxgSCQSfPTRR5g1a5bGSskL\n", "L7yA9vZ2ACoL9+rVq+Hu7o5NmzYx2zg7O+Ott97C7t27mQub69ev4/3338czzzyj88ecQLgToVt/\n", "mrPlZ28iEonQ3t6Ozs5OVFRUQCqVMsFtuhDSIQGAtUPi6NGjCAsLY3rc88EcDgl9kxkuSfY9nWp8\n", "HBKFhYVMSZEQCNFpo7CwEJGRkUzJnznDj62srJCQkIArV66gsLBQ73Pv7+/Pq3NVT2JiYtDV1cV0\n", "EbEkHnnkEaxduxYA0NnZifb2dqa1qCF8fX3vWoeEvjbLdJlbdnY2srOzcerUKZ0ZDHw+s8YQsmQD\n", "AKKiojgLEnTrea4lG/T3NMmRIBAIhN6DlyAxfvx4bNu2DWvWrMGPP/6IY8eOIT09nfl3/PhxnD59\n", "mteAKIrCb7/9hilTpiAhIQHR0dF44IEH8OSTT2Lv3r3Mdt999x0aGhowatQoxMbGIjY2Fl5eXjh9\n", "+jRjgaX55z//iY8//hiPP/44hg8fjlmzZuGZZ57B1q1beY2RQOiP0A4JOuirv1NTU6NzFYsuOVBH\n", "qVQKLkiEhoaitLTUYLgvcDs/whRsbW1hbW0teIZEWlqaRt7PkCFDOCXZC+WQELIcIj4+HtevX0dt\n", "bS3vYxQWFiIiIgK2trZwc3MzezemEydOYObMmQgPD9drE/f39ze6aqtUKlFXVwelUql3G7prhZA5\n", "EkLy7rvvIjExkbmdkpKiVcLZk7vVIQHAqPBgrEOLuQQJoUo2AP6ChI2NDecg4btZkKipqdH67SQQ\n", "CITegFeB3LRp0wAAWVlZ+O9//6tzG1NWu1xcXPDBBx/ggw8+0LvNokWLsGjRItbHXLZsGZYtW8Z7\n", "TARCf4du/dnS0nJHOCS4QHcW4ZrSboiwsDB0dXWhrKxMr/uhqqoKV69exfPPP2/SuSiKgouLi+Al\n", "Gz4+PtixYwdT5vbQQw9xeo4qKiowceJE5ravry+qqqogl8tZt1ctKirinTmkCzqE+OLFi7jvvvt4\n", "HUMikTDhyd7e3r3SHrqgoABRUVF6Hx8wYAB+++03g8eor6+Hp6cnfvzxRyxYsEDnNl5eXti7dy+T\n", "j2Fp2Nra4scff8SwYcNQX1+Pc+fO4c0338SLL76odx9fX1+mrPNuha8jQejnTqlUClqyAajE9Bs3\n", "bqCtrQ0ODg6s9snLy0NkZCTnHAhXV1e4u7vfVYKEqd2WCAQCwVR4CRJOTk7YsGGDwVWY7du38x4U\n", "gUAQHvXAvDvBIUGXHPRcNdZVckBPKIV2SAAqR4Y+QeLYsWMAYLJDAlCVbQjtkACA/Px8AMDEiRM5\n", "hR0qlUpIpVKtkg2FQoHq6mpWmRBdXV0oLS0V1CERFRUFZ2dnXLhwgZcg0dLSgvLycubz4uXl1WuC\n", "hL5yI0DlkKioqDAo9qi3YTWEofNYAoGBgXjxxRexYcMGAMD//d//ISEhAVOnTtW5/dSpU8nkiSe+\n", "vr74+++/BTteU1MTuru7BS/ZAFTOpdjYWFb78OmwQRMUFKSzbeqdiqndlggEAsFUeAkSzs7OePnl\n", "lw1u8+mnn/IaEIFAEB6ZTIbly5czt5988kns37+/31/Ep6WlYd68eTh79iysra0xcuRInSUH5hAk\n", "6PyF4uJiDZcATU1NDQ4ePIhBgwYJ0tHEnIKEn58fpk6dinfeeQcKhQIikfFqvoaGBrS3t2uVbACq\n", "NoJsBIkbN25ALpcLKkiIRCKMGDGCd7Al3fWDLv3rDYdEZ2cnioqKDGYa+fv7Q6FQoKqqSmeHKQBM\n", "xkR/7KDTE3WrvVKpxCOPPIILFy7oFP8eeOABPPDAA705vDsGumRDqVQKkuNCW/6FLtkAVKIdW0Ei\n", "Ly+Ptys2KCjornFICNFtiUAgEEyFV4YEvepniJycHD6HJhAIZiA5OVkj1+X06dMWv0rKBrp++oEH\n", "HsDIkSP1BrfRgXdCChL29vYYMGCAVqcNmUyGpKQkxMbG4ptvvkF9fb0ggXvmKNkAwHRdSUxMRGNj\n", "I+OYMAadFdHTIaH+mDGEbPmpTnx8PO9gS7rlJ+2QMEWQYFuTTYejBgcH693mnnvuwcmTJ+Hh4aF3\n", "G1qQMOaQ6A8MGzYMH374IdPqsaamBgsWLEBHR0cfj+zOws/PD+3t7WhsbGS9j6H3NZ3dIuRE1svL\n", "C+7u7qxzJBoaGlBeXm6SQ+JuESQIBALBEuAlSKjXn3d3d6O0tFQr3E1IdZxAIPDH2ArInUBUVJTB\n", "wD96Qin0ao+uThu0/VUqlUIul6OyslIQ8cecDolBgwZh9OjRoCiKddmGrvIAWpBgG5JXVFQEa2tr\n", "kzqQ6CIuLg4SiQQNDQ2c9y0sLISrqyvTYcPb25tz2091UcpYO1pAVUJVUVFhcJXf09MT48aNg52d\n", "nd5tysvL4eHhYbTOvqqqCsuXL7fohYPw8HCsXbsW3377LeMcOXPmDJ599tm+HdgdBpfPLJv3Nf2b\n", "IuR3LUVRnIIt8/LyAHDvsEFzNwkSQnRbIhAIBFPhJUgAQF1dHVasWAFPT0+EhYUhLCwMHh4eWLly\n", "Jerr64UcI4FAIBgkKCgIt27d0tvxoqqqCp6enpwDzowRGhqq4ZAwp/hjDkFCoVBAIpFg0KBBcHV1\n", "RXR0NOsOSbQLQl2QcHBwgKurKydBIiQkRPDXJT4+HgBw6dIlzvtKJBJEREQw9nU+Dgl1UcpYO1oa\n", "NiUuxpBKpazKNZycnJCSksK7GxZbOjo6OIs5PfHw8EBqaiojxOzYsQPfffedxjadnZ04dOgQysrK\n", "TDrX3QgXQYLN+9ocJRsAt04btCDBN7w5KCgIDQ0NvATN/khaWhpGjBjB3A4ODubUbYlAIBBMhddV\n", "YGNjI8aNG8d86dMW0rq6Onz++ec4efIksrKy4OLiItxICQQCL7iEP/ZXgoKC0NXVhYqKCgwcOFDr\n", "caFbftKEhYXh8OHDgh9XFy4uLrh586agxywrK0Nraytz4Z6YmMjJIeHk5ARnZ2eN+7m0/iwsLBS8\n", "XANQTUQcHBxw/vx5nfkexsakHgDr7e2N5uZmtLe3w97e3uj+fVmTbWNjg6FDhxrdztHREeHh4WZv\n", "/fnVV19hw4YNqK+vZ5VLoo+4uDh8/PHHWLFiBQBgxYoVsLa2hpubGwCgvb0dycnJ2LhxI6sgUysr\n", "K8THxxssf7lbYCtIsH1f19TUwMbGRut7wVSioqLwxx9/sNo2NzcXQUFBcHJy4nUuunTq5s2bzHvs\n", "TsbHxwfr16/H0qVLER8fD7FY3O/zpQgEQv+ClyDx1ltvobW1Fd988w0efPBB5iKtra0Nqamp2Lx5\n", "M95880289dZbgg6WQCDwgw5/pFfzQ0ND76gVEPoC8saNG3oFCXNcYIWGhqKiogKtra1wdHQ0q/hj\n", "DocEnRdBh8YlJCQgJSUFzc3NRicUUqlUZ1YBHZLHhqKiIkyYMIHjqI1jbW2NESNGIDMzk7MIIJFI\n", "MG7cOOY2LWRVVVUhMDBQ8LFy4a233oJYLMaTTz6p8/F3332X9bFiYmLMLkgMGjQITU1NOHfuHMaM\n", "GcNp371798Le3h4zZ84EACxfvhwZGRlISUlBa2srFi5cqLXPtm3bsG3bNlbHDwwMRGZmps7vi7sJ\n", "Dw8P2NjYsP7MGoNu+SlEQKY6UVFRqKqqQl1dnVEhyZQOGwCYErLS0lLExMTwPk5/4uzZs4iMjMTD\n", "Dz+MV199FZ2dnbC1te3rYREIhLsEXksWqamp2LdvHx577DGNFSMHBwcsXrwY+/btw88//yzYIAkE\n", "gmnQ4Y/Z2dnIzs7WG/7YX1G/gNSFOR0SADRWDtPS0uDv7w+KouDn54ekpCRBxB9zCRI2NjZMC9PE\n", "xEQoFApWHSoqKip0ChJsHRJKpRLFxcVmcUjIZDJcv34d+/btY5XhQNPa2oqysjIthwQA1mUb5qzJ\n", "Tk9Px6FDh0w6Bk1sbCyuXr0qyLH0MW7cOHh6eiItLY3zvh999BH27NnD3KYoCjt27NCwlpvCzZs3\n", "kZycjNbWVkGO11+hKAo+Pj5GBQm27+uamhqzZIjRoqlEIjG6bV5enkmtrf39/WFlZXXX5EgAwLlz\n", "5zB69GhMnjwZra2tOHv2bF8PiUAg3EXwLtkYOXKk3sfj4uLMkgZPIBBM404p0eiJm5sb3Nzc9F5A\n", "VlVVGWypyBd6In/9+nVER0cDUHXfaG5uxtNPP42XXnpJsOfcHF028vPzER4ezmQ4REdHw9nZGVlZ\n", "WUZLHaRSqc72k76+vkw5nyFoZ4k5BInk5GRGFKHr3efNm4dTp04Z3I8OKKVbfgJgwi255EikpaVh\n", "0qRJyM3NBaDqGCGEKOXv749r166ZfBxAJUhUVlaaTawDVE6V2bNnIy0tDW+++SanfWtra7XKTxwc\n", "HHD48GGkpKSgpaVF47Fdu3ahqakJ3t7eiIqKwqhRo/Qee/fu3SgtLcW5c+fwxBNP4Pvvvxd8Rb8/\n", "wVZEpJ12Z86cQXd3NyIjI7Xe1+YqS6JFwoKCAoNuG7qFrikOCSsrKwQEBNw1gkRXVxcuXbqEhQsX\n", "YuTIkXBzc8PRo0c1nGIEAoFgTngnibW1telN8m5paYFSqeQ9KAKBQOBKUFCQXoeETCYzy6RrwIAB\n", "sLW11ei0sWvXLrS1tWHjxo2CXpibwyFRUFCgEfxmZWWF0aNHs8qRkEqlOvMKfH19WU1uzNXy05QM\n", "B3r1VV2Q4OqQAFSOpDVr1uDpp5+GtbX1/8femYdFVfZv/J4Z9n3fZdhUQBDEHbHEzDdTC5e00gq1\n", "+mnZorlQb2XRa1lv5ZJLVpaWWmQhaqUVpoaKiqCCgCiyLzrsyD7MnN8fc53TDHNmOGcWRN7nc11e\n", "NXOWeWY4HOa5n/t7fxEfH28QR5KnpyeOHz/Ouk0ul0Mul3MOCKWt6FevXkVsbKzeY+vJ/v37ERMT\n", "g7i4OOzZswfXr19nVrm5UF9fz7rS7uLigtWrV6s97+3tjZ9//hmWlpaYOXMmFi9erPHcc+bMQXR0\n", "NFpaWpCUlITQ0FC8/fbbnMc20OBaZkU77RwcHNDU1IQHH3xQ7bqmSzYMjY2NDby8vHoNtiwsLIRM\n", "JtPLIQH8b3XauHr1Kjo6OjB69GiYmJjgvvvuw19//YU333zzbg+NQCD8j6BTyUZUVBTWrl3LKjrI\n", "5XIkJCRoXZ0gEAgEQyMWi1m/QFIUZbRVYKFQCD8/PyabQyaTYcuWLZg3b57Ba9NpQcKQYi/d8lMZ\n", "Otiyt9fRVrJRW1uL7u5urcfTggRd9tIfKCwshK2trcoky9raGpaWlry7RdCBnePGjcPp06cNMj4v\n", "Ly9UV1ez/mzy8vJgbm6OCxcucDrX4MGDkZqaynQkMSQ1NTVYuHAhUlNTMXXqVFhaWuLQoUO8zsF3\n", "pf25557DsWPHcPDgQUaMKC0tRWxsrFpWRnh4OPbv38+4ItatW4cDBw7wGp8u9NeFGj65L+3t7Whq\n", "aoKNjQ3S09PVthurZAPg1mmDdiXp45AANP89GYhkZGRAKBQy5VCxsbE4e/YsOjo67vLICATC/wo6\n", "CRJr167Ftm3b4Ofnh5dffhkfffQRPvroI7z00kvw8/PDjh07kJCQYOixEggEgkY0rWi1tLSgs7PT\n", "aLb0gIAAxiFx6NAhFBcXY8WKFQZ/HVtbW1AUZbCa9/b2dpSWlqoJEmPHjsWtW7e0dvTo7OxEfX29\n", "xpINWgTSxs2bN+Hl5QUrKyvd3oAG9Mlw6Nnyk0aX1p+FhYUICgpCTEwM0tLSDDIZ9fT0hFQqZW0h\n", "W1VVBblcztmJYWJiggceeAB2dnZ6j6snv/32GwBg+vTpsLKywtSpU3mVmrS3t6O9vV3via2FhQVO\n", "njzJiF/KzJw5Exs2bGAeP/PMM5yyU/iQlpaGb775BoBiojx69Ohey4buBnwECbq16syZM3HlyhU1\n", "15YxO8lwFSScnJz0vt9rc9wNNC5evIhhw4YxXUliY2PR2dnJueMSgUAg6ItOgsT999+PL774Ardv\n", "38bWrVuRkJCAhIQEbNu2DbW1tdi1axcmTpxo6LESCASCRjR9gaQnksYK8fT392ccEhs3bkRMTIxR\n", "HGJ01wtDlW0UFhaCoig1G/3YsWMBQOuXUXryoskhobyPJm7evGmU/AhAUeseHR0NU1NTWFpacg4W\n", "7dnyk0YfQWLixImoqanhFMbXG/Tn3bOLC6AQJJT3uZscOXIEY8aMYVpKJiUlMRNzLjQ0NACA3oKE\n", "q6srTE1NmUl0T1avXo2nn34agEIEefTRR1k/W135/vvv8emnnwJQuEdFIhFiYmKwZMkS5j32B2hB\n", "gotoVlFRAQB47LHHIJfL1cIPjVWyAfwjSGgbJx1oqW8miK+vLyorK3t1eg0EMjIyMHr0aObx8OHD\n", "4eTkhBMnTvA6T11dHatYSiAQCL2hc2PwJUuWoKioCBs3bsTSpUuxdOlSbN68GUVFRXjmmWcMOUYC\n", "gUDoFbFYjKamJjQ1Nak8T08kje2QuHjxIk6fPm0UdwRgeEGCbvnZ0yHh4eEBPz8/nD9/XuOx9KRN\n", "k0MC6F2QoEsajAFd6z5r1iyEh4dz7ipDOyR6wleQkMlkuHnzJoKCgjB+/HgIhUKkpaXxeg9sDBs2\n", "DEeOHGG6yihTXV0NZ2dnmJub6/06+tDZ2Ynff/8dM2fOZJ7jOyYLCwskJiYyQbG6IhQK4enpqVGQ\n", "EAgE+OKLLxAdHQ1Asfr/6KOPor29Xa/XpcnLy2NyVoYNG4azZ89ix44dOHDgQL+qz3d3d0d7ezun\n", "ewv9WU6ZMgX29vY4e/Yss00mk6GxsdGoJRutra1aRSN9W37S+Pr6Qi6XM0LfQKW9vR05OTkqgoRQ\n", "KMSkSZPw119/cTqHRCJBdHQ0wsPDeXU1IhAIBBqdBQlAUc/6yiuvYPv27di+fTteeukl1i+oBAKB\n", "YGzoSVrPso2+ECRaWlqwatUq+Pv749FHHzXK69ja2gKAwTptXL9+HY6OjkwXCWXGjh2r1SFBTwjY\n", "VuNpQaK3YEtjOiRohgwZonEy2pP29nZUVFQYxCFRWVmJrq4uBAYGws7ODhEREQbJkbCzs8OMGTNg\n", "b2+vtq2qqoq3O+LGjRuYNWuW1vIcvpw6dQotLS0qggRfnJyc8NZbbzFdbPTB29tb66TS3NwcBw8e\n", "ZO4fGRkZWLx4sUFKbHJzc1VEFZFIhKVLl2L+/PkGEagMBf29jUsYbUVFBRwcHGBra4tx48ap5Eg0\n", "NDSAoiijOiQAaCzbkMvluHbtmsEECUD978lA48qVK5DJZCqCBKAo2zh//jynEsG4uDikp6czHY3S\n", "09Mxa9YsYw2ZQCAMQHQSJGQyGcrKylBWVqYSetPa2oqsrCyDDY5AIBC4IhaLAah/gaRXatgm3voi\n", "kUjw7rvvAlBMxCiKMppl1RgOiaFDh7Jam8eNG4esrCx0dXWxHnvr1i2IRCLWz9Tc3BwODg5aHRJN\n", "TU2oq6szuiDh5+eHqqoqje9DGbaWnzR8BYnCwkKVc8XExBgs2FITVVVV8PLy4nWMhYUFUlJScPny\n", "ZYONg3ZwhIeHq20rLCw0WAYKV7y9vXsVpdzc3HD48GGmhv6HH37A+vXr9Xrdmpoa1NbWsro8xo8f\n", "j6tXr6K5uVmv1zAUXF1NgEJsowN7o6OjkZ6eDrlcDkBRrgEYr720v78/RCKRRkGioqICbW1tenfY\n", "AP53BImMjAyYmZmp/b7GxsZCKpX2mnnSW1cjAoFA4IJOgsS+ffvg5+cHf39/FXW8sbERo0aNwoIF\n", "C/4n6u4IBEL/wcPDAyYmJmo5EjU1NXBwcICpqanBXzMuLg7Z2dnM45KSEqOtDBlLkGBj3Lhx6Ojo\n", "UHlvylRXV8Pd3R1CIfufEA8PD62rrcZq+dkTsVgMiqI4OQDYWn7SuLi48BYk6A4sADBx4kQUFhZy\n", "WoHWFZlMxohyXPHx8YG9vb1aFwp9ePbZZ7Ft2zY1oau8vByDBw9mAi/7Ci8vL04umYiICOzdu5d5\n", "/NZbb+Hnn3/W+XXpEE+21rgTJkzA/fffz7tzi7HgI0hUVFQwgsT48eNRX1/PCAT0BNRYJRtmZmbw\n", "8/PTKEgYqsMGoHCkOTo6/k8IEhERETAzM1N5PjQ0FG5ubrxzJAgEAkEXdBIkkpOTER0djRs3bqj0\n", "L/f29salS5eQm5vLBDkRCARCXyASieDj48NasmGMco2+XhkyZMkGRVEoKChQC7SkiYyMhImJCY4f\n", "P866XVPLT5reUvtpQYJt8m9IaEGAS1p+YWEhbGxsmMmZMq6urmhoaIBUKuX0uoWFhRCLxcyX/AkT\n", "JgCAQVwS33zzDbZv3672fEpKCr744gte5xIIBAgLC8PVq1f1HhdNREQEZsyYofb8oEGDMHz4cKSk\n", "pPR6jsuXL/NuE6qJ1atX49dff+W0b1xcHN5//33m8dNPP41Lly7p9Lq5ubkwMTFhbf87dOhQnDhx\n", "ot+0vHV0dISJiQlnh4SPjw8ARWmXQCBgFqbo+56xHBKA9k4bmZmZMDMz4y3MaeJ/odNGz0BLGoFA\n", "gNjY2F5zJPTpakQgEAg0JroclJubiz/++IO1vjMiIgJJSUmYPXs21qxZo/cACQQCgStsveONJUj0\n", "NbSdnM0hwXciUFNTg8bGRlaHhEQiQVxcHAQCAd59910cOnQIKSkpKqGQ1dXVvQoSvTkkHBwcjLaS\n", "SjNo0CAIBAJW4agnmlp+Av/kj9TX17MKFj2hO2zQeHl5ISAgAGlpaZg7dy73N8DCiRMnUFRUhBde\n", "eEGv89CEhYX1WSvKuLg4bN68GVKpVKtj6YcffsCBAwc05rHwud7pyTNXEhISkJeXh71796KtrQ2P\n", "PPII3n33XZiYmEAoFEIkEkEoFEIqlTLtSel/DQ0NqKqqQmVlJUpKSiCXy2Fvb49ly5axukb6C0Kh\n", "EG5ubpwdEv/6178AKDJNwsLCcPbsWSxatMjoDglAIUgcO3ZM5Tn6nnXlyhXI5XJMnDhR7Z6lC5pa\n", "SQ8UmpubUVBQgLVr17Juj42NxYsvvog7d+4wgjgbKSkpCA4ORmNjIyiKQnh4OKeuRgQCgUCjkyBx\n", "584drWFTQ4cOZWoJCQQCoa/w9fVlVt9pampqjNLyk14Z6pn4bqyVIVNTU5ibm6sIEvQXcXrC7efn\n", "x+mLuKYOG8A/AWUAIJVKmYAy5UlrdXU1IiMjNZ7fw8MDubm5Grf3RaAloMiz8PT05OyQYAu0BP4R\n", "JGpqajgLEjExMSrPTZw40SAOCS8vL6SmpmLr1q04d+4c8vPzkZGRobF8pjfCw8Oxa9cudHV1qdm2\n", "DU1cXBwSExNx6tQpTJkyReN+dXV1rJNaXa93PggEAnz55ZcoLCzEuXPnUFFRgSVLluh1zh07diAg\n", "IACrVq0y0CgNT2+uJgDo7u7GrVu3VESe6Oho5rqur6+HlZUVLCwsjDbOIUOGYPv27eju7oaJieIr\n", "rPI9CwDrPUsXfH19cerUKb3O0Z/JysoCRVEa21THxsZCJpPh119/xeOPP67xPN3d3WhqasJbb72F\n", "xMREvP7660Zrs00gEAYmOnfZ0BZM1drayoQcEQgEQl/R1w6JlJQUREdHw9PTE56enoiOjjbqypCt\n", "ra1KyYau6ebXr1+HQCBQK5ngWoZiiJKNvhAkAMWktTeHRF1dHQoKCjSWkCgLEr1BURTT8lOZmJgY\n", "XL58We8gw4CAAFRXV2PlypUoLCzExIkT9WpTGR4eju7ubo02eK5IJBJMnjyZyU5gIzIyEr6+vr2W\n", "bdTX17OKen2V5m9hYYGDBw9i0KBBOp/DxcUFYWFhzOO1a9eqrOx3d3cjIyOj3+RI9Jb7AigyJuRy\n", "uUoZyvjx45Gbm4vGxkbU1dUZ3aY/ZMgQSKVSRmQ0ZuncQHdIZGRkwNramjVzQyKRID4+HkKhEM8+\n", "+6zWVp579uyBubk5Vq5cCQcHhwFf5kIgEAyPTg6JkSNHYu3atfjss8/Utsnlcqxdu1aj4kogEAjG\n", "wtfXF1VVVSqWcGMKEm5ubjhz5kyf1E4DimBL2iHR2xdxbWMpKCiAn5+fTiuZcrkct27d0tri2cPD\n", "A7W1tRqt+YWFhRg3bhzv19YFsVis8Quy8op7dXU1fvzxR7z66qtqq3t8BIlbt26hra1NTZCYOHEi\n", "5HI5zp07h6lTp+r4boD4+HiMHTsWQ4cONchK9KhRo5CVlaUxT4Qrv/76K06ePKm1m41AIEBcXBx+\n", "/vlnfPbZZxpLGOrr69UEL12vd5lMhsceewzPP/88HnroIc7vx8PDAxcuXMDRo0fR1dUFmUwGuVzO\n", "/NfU1BSWlpYq/2xtbeHt7Q1PT0+Ym5sDANatW4fExETI5XI8/vjjuHDhAoYMGYLW1laMHTsWX3/9\n", "NeLj4zmPy1jY29szwa6aqKioAAA1hwQAnD9/vs8ECUAhqvZFKG5zczOamppYW+3e62RkZCAqKgoi\n", "kUhtm7LrpLW1VaPrhKIofP3115g7dy7s7e213m8JBAJBEzoJEgkJCZg0aRJSU1Mxffp0DBo0CJ2d\n", "nSgvL8fhw4dRWVlJknkJBEKfIxaLIZfLUVlZyQRtSSQSo2dI9FV4l7IgoQ+aAi01laF4eXkx77Gu\n", "rg7d3d29OiQAxQS+ZyvKzs5OVFRU9KlD4uzZs6zbelq9b968yfql297eHqamppwEiZ4tP2mGDBkC\n", "V1dXpKWl6SVImJmZISIiQufje2JlZYURI0ZSEHhDAAAgAElEQVTofZ4jR45g3LhxvVq1FyxYADs7\n", "O3R0dMDS0pJ1n7q6OtbuFLogEolw4sQJjB07lpcgAShEiUWLFvF+zWvXriElJQXLly/HunXrkJOT\n", "g4MHD6KpqQmPPPIIzp8/D3t7e4SEhODcuXN3VZCgRbns7Gx0dHQgOjpaYxkM3a1E2SERFBQEFxcX\n", "nD17FvX19VrzI6RSKbq6umBpaYnq6mq4uLgwwg1XfHx8YG5ujkuXLmHatGlwcHCATCZT288QpXN0\n", "68/S0lIMHz5cr3P1Ry5evMjqMOIj/v39998oLCzEV199BUC7AEwgEAia0KlkY+LEidi1axdKSkrw\n", "6aefYsWKFUhISMC2bdtQU1ODXbt2YeLEiYYeK4FAIGhF+QskoFjZaW9vHxChloBqyYY+6ebaWn4q\n", "l6HQrVSVe9TTtm5tggTtnmCzgBcXF4OiqD4TJMRiMSoqKtRaUfOxegsEAs6tP2lBomfOkkAgQExM\n", "jEFyJPojp0+f5iS0jBkzBu+9955GMQJgL9nQ53r39vbm1PrTUJw6dQpvvvkmzMzMIBQK8e233zLl\n", "GwUFBViwYAFkMhnGjx+vIojdDWhRrrW1FTKZTGsZTEVFBczNzVU+b4FAwLwPbQ4JiqKwfPlyTJky\n", "BZcuXYKPjw8uX77Ma6wSiQQxMTGQyWRYv349xo8fj7i4ONTW1iIoKMjgpXP03xN9yjbq6uqM0nVJ\n", "X2pra1FcXMzaYYMPu3btQlBQEO677z4ARJAgEAi6oXOGRHx8PG7evImNGzdi6dKlWLp0KTZv3oyi\n", "oiI888wzhhwjgUAgcIKu+aa/QNITyIEiSPR0SKSkpMDW1hbm5uZwcHAAACQmJmo9h1Qqxc2bNzUK\n", "EnQZSk5ODq5evYrExETs37+fsWvT7gltJRu0Q4ItR6KvWn7S+Pn5QSaT6T0h5SNI+Pj4sE64Y2Ji\n", "mAyEgURbWxtqamoMJjItXLiQaZWqTEpKCiNK2NjYcJ549rUgkZubi8GDBzMhoTY2Njh06BDjHvj1\n", "11/x5ptvYvz48bh69apBWvnqAt/8hcrKSnh7e6uV2kRHR+PcuXOQSCQaBYlPPvkEX3zxBZ5//nkm\n", "PLZnAHFv0OJJd3c32tracO7cOfz6669ITk7GjRs3kJOTg5ycHJw5c8YgoYoeHh4QiURac1E0IZFI\n", "EB0djfDwcISHh2vNYLgb0O082cqrNYl/UqlUxQHT1NSEn376CYsXL2auCVqQoCjKOAMnEAgDEp0F\n", "CUBh433llVewfft2bN++HS+99JLWL6kEAoFgTKytreHi4vI/I0h0dnbizp07+PTTT3Ht2jUMGTIE\n", "mzdv1nqOkpISdHd3axQkaJydneHs7Izly5fDxsYGGzZsAPCP60HbvZ6eDLA5JLKzs2FmZqZWymEs\n", "6C/WPSdefFfcXV1dOQUQ9mz5SSORSLB79250dnZi+PDh/WqCcv78edx///06T4zp3zd6RVlfNmzY\n", "wOq2cHNzQ1xcHAAwpTVcJp5eXl59Kkjk5eUhNDRU5bmAgAAcOHCAqdffsGEDurq6IJfLceHChT4b\n", "mz5UVFSolGvQjB8/Hnfu3EFubi5ryUZycjLWrFmDN954A4sWLYKdnR1cXFx4CRKaxBMnJyemow19\n", "zzIEEomEcfomJiby/n3tqwBWvtBCyZIlSyAQCPD000+zvq+egc1DhgxBbW0tPv30UwCKn8dXX32F\n", "zs5OPP3008xxYrEYra2tpNMegUDghV6CREdHB44fP469e/cCUPQ07urqMsjACAQCQRd8fX0Zyygt\n", "SAyUFmQ9u2z8+OOPMDc3x8KFC+Hu7o5169bhyJEjWic42lp+anrNlStX4ssvv0RlZSWqq6vh6Oio\n", "NVDRzMwMTk5OKg4J+ovw+vXrIZPJEBMT0ycT8p5lPMrQX7pFIhGsrKy0rri7urpydkiwCRJxcXHI\n", "yckBoLBLc5mg9JXd28TEBH///bdOK8HAP4KEWCzmtH9WVhaOHDmi02vRk9LW1lbOx/S1Q4JNkACA\n", "yZMnY+PGjczjd955B3Z2dnetbIOvKFdZWakSaEkzevRoCIVCyOVyteMuXLiAhQsXYt68eXjvvfeY\n", "5wMDA3k7JNgwVqtaWlCQyWQqoY5cMGbnD32h31dLSwsoitL4vpSdcjk5OSgoKEBCQgJWr16N0NBQ\n", "hIeH4/XXX2fydWjoewAp2yAQCHzQWZDYv38/Bg0ahAcffBAvvPACAMUfHm9vb3z33XcGGyCBQCDw\n", "Qbn1Jz2B1Jb8fy/R0yGRlJSEhx9+GHZ2dgCA+fPnIzQ0FOvWrdN4jqysLFhaWrKudGripZdegrW1\n", "NT788EMUFRVx+jzd3d1VHBJ8atUNiaWlJdzd3VknCG5ubkhNTYVcLsf69eu1rrhzESQoimIVJPhO\n", "UPra7h0aGgoTExMkJibqNJGYPHkySkpKOLfJ3Lt3L1577TXerwP8I0jwmdh5e3ujurqaNfzQ0DQ0\n", "NKC6uppVkACA5cuXY/r06QAUP2dvb28EBwcbfVyaUF4JFwqF8Pb21ijKsTkkJBIJpkyZAqFQ8XVy\n", "x44dKtfqsmXLEB4ejt27dzP7AArHSFFREedx6pMhwpf+LCjogy7vS9l1sn79ejg4OCA/Px/V1dWQ\n", "SqVoaGhQuY8TQYJAIOiCToLEiRMn8PTTT8PCwgIzZsyAiYmiWUd0dDTeeustvPjii/jjjz8MOlAC\n", "gUDggrJDQiKRwM7OjneSe39FWZC4efMmMjIy8PjjjzPbRSIR3nnnHRw7dgxHjx5V+ZJJT3I//PBD\n", "SKVSTJgwgfMk187ODs899xy2bt2Kb775BqWlpb1Okj08PBiHxN3+gq8taC0vLw8URTHtCzXBRZCo\n", "ra1Fc3Oz3vkYfW33trS0xL59+3Dp0iUMHToUb7zxBpqbmzkfb2JiArFYzNo+kA1/f3+UlpZCLper\n", "bZNIJEhNTUVnZyfrsaWlpRAIBLyum1mzZuHcuXMa24wakvz8fADQ2CVEIBDgq6++YiZ5+fn5aG9v\n", "N/q4NKG8Ej5p0iRERUWxinIURbE6JJRzHQCFQ0j5WvXy8sKSJUvUHFW6OCR6lhEYKrzS0PSleNKX\n", "NDQ0sP4tVb6Pu7q6wtLSkggSBAKBFzoJEh999BHi4+NRVFSEw4cPMzcoKysrvPzyy/jmm2/w8ccf\n", "G3SgBAKBwAVfX1+UlZWBoijU1NQMmPwIQLVkIykpCdbW1sxqK83EiRNhZWWFuLg4ldV1euLQ1taG\n", "7u5u3pPckydPgqIopnVfb8e7u7urlGywTT77Cj8/P1ZBBFBkWggEgl7bTNIZEtreh6aWn3wmKHdL\n", "vJk3bx6uX7+ONWvWYNOmTXjkkUeM9lr+/v7o6upCVVWV2rbTp0/jwQcfZG1v29zcjIaGBgwdOpRT\n", "ngeNh4cHRo0apbJCbyz8/f2xY8cO1ra6yuPZuXMn83j58uV6dXIwBM7OzoiKisLVq1dZtzc0NKCj\n", "o0PFIcHlWj1y5Aief/55tX0iIiIQEBCg1v1GGz3LCAwVXtkTQwgKdOtUWgQbNmzYXRdPDPG+ehP1\n", "BAIB6bRBIBB4o9Nf54yMDHz66acqdWPKzJo1i6lTJhAIhL5ELBajra0NdXV1A06QUHZIJCUlYebM\n", "mbC2tlbZZ/bs2Whra0NXVxezuj5jxgwUFxernY/rJLeurg7l5eW8jre3t2c6cwBgXXHvqxVDbV+Q\n", "s7OzERgYqPY59sTV1RUymQyNjY0a96FXfNm6TdCru/T1GB4eftcnKD2xsbFBYmIiCgoK8Mknnxjt\n", "deiWqGzXJB2GR3eNUYb+GY4cORJ1dXX9Msnf09MTS5cu1ZqxAgBz5szBU089BUDxuxEfH39XRTsA\n", "CAsLQ3FxMasYRP8us2VI6MLcuXORlpbGOGz5YMjwSk0ouzFEIhHc3d15/b7a2Nigvb0dL7/8MgBg\n", "5cqV/SLLaM+ePRAIBLC1teXtMuEqaBBBgkAg8EUnQYKiKKZmmfWkQiGvwCkCgUAwFMq94weiINHW\n", "1obc3FxkZ2erlGsAmlcsL168yNrxwhjQpSH79+9HYWEhxo4di8mTJ8PKygojRoy4K3ZrPz8/lJWV\n", "sWYI5OTkYPjw4b2eg76OtJVtFBYWwsPDAzY2Nmrb6NXdzMxMAMCKFStYJyj9we49aNAgjBw5kvP+\n", "jz76KPbs2cN5f/r9aRIkHBwcWMs/6Gs7KioKUqmUdeJ8L/HZZ58xuRsnTpzAli1bOB0nlUpZPzt9\n", "CQsLAwDWcFM6FFTZIdEfrlVjoezGWLx4MczMzHj9LTl06BDu3LmDl156Cd7e3kb5eenCn3/+CaFQ\n", "iPT0dJ1cJlzKZsRisUZHGoFAILChkyDh5OSkNcX9+PHjAyZEjkAg3FvQoVq0INEfVqUMha2tLQBg\n", "165dsLe3x0MPPcTpOCsrK2ZVWhmuEwc+Ew+6NOTOnTugKAoXLlxAbm4uUlNTkZWVZXS7NRt+fn6Q\n", "SqWorq5WeZ6iKFy5coWTIEH/TetNkOgtP2LQoEHw8/PDtWvXNO6TkpKCiIgIAIp8hv5aKw8oSnGO\n", "Hj3KSxywtraGm5sb6yStrq5O4zVZWloKMzMzpryGTwlLQkICvv32W8779wX29vbYvXs38zghIQHL\n", "ly/Hli1b8Pvvv6O4uJhVRNu+fTtCQ0MNHtIZEhICgUDAWrZRUVEBoVCo1u5X2wS1q6sLzc3N/dLJ\n", "whVnZ2fMnj0b5eXlvLrQ7NmzBxMmTEBgYCD8/f37zQR9165dmD59OoYNG6aTaMSlbIY4JAgEAl90\n", "EiTmzp2LefPmITk5WcUJUVNTg61bt+Lxxx/HvHnzDDZIAoFA4IqrqyssLCxQWlo6IB0SALB7927E\n", "xcWpBYxpEg4iIiJw7tw5vQLhuKyMaXJoODo6MivBfWG37omm5Pfbt2+jtraWl0NCW3ZBYWEha7lG\n", "T4KDg7UKEm5ublizZg0AxaS1L8UbZQoKCjBixAgmqJGN27dvQyqVMs4krqxcuRKjR49We76+vh5O\n", "Tk6sx5SUlEAsFnP6WfTk5MmTOHnyJK8x8qW5uRlr1qzh1T1i8uTJmDJlCgCgs7MT27ZtwyuvvIKH\n", "HnoIAQEBsLS0hI2NDfPP1NQUq1atQkdHB2xsbGBtbc388/T01Eu4srKyQlBQEKsgUVlZCXd3d7VS\n", "XW0T1L///hv29vYaJ6ft7e0qOTP9lfvvvx+Wlpb47bffOO1fVVWFP//8E8888wwAhSDaHxwSly5d\n", "QlZWFp599lm9z6XtPi4Wi1FfX3/PO5gIBELfoZMg8frrr8POzg5z586Fg4MDJBIJrKys4OHhgZdf\n", "fhk+Pj5Yu3atocdKIBAIvSIQCJhgy4EkSEgkEua+2tDQgAsXLrB2udAkHOgbCKfP8ZryhvoKWpDo\n", "KZZkZ2cDUOQ59IazszMEAoHeDgmgd0EC+Mc2X19fzyv4T5m6ujq9gjAdHBxw+fJlrZlQ9GST/oy5\n", "snbtWjz88MNqz/cmSPj5+TETIb6tP+myA104fvy4isOis7NTbTKdl5eH//73v2hqauJ17g8//FDj\n", "NqlUitbWVuZfd3c3cz10dHSgra2N+Xfr1i0sWLAAOTk5vF5fmbCwMNbj2Vp+KsM2QaV/Ppp+nvPn\n", "z8eiRYt0HmtfYWlpidjYWBw9epTT/vv27YOpqSkee+wxAOg3Doldu3bB09MT06ZNM+rrGLr1p773\n", "MQKB0P/RSZCws7PD6dOnsXz5ctjZ2YGiKHR0dMDR0RGvvPIK0tLSeg0IIxAIBGPh6+uLa9euoaWl\n", "ZcAIEnFxccjNzWUe5+fns3a56E040NehoO34/lpTbmNjA2dnZ7UvyNnZ2bCyskJAQECv5xCJRHBy\n", "ctIoSDQ0NKCuro6TIBESEoKbN2+iq6tL4z65ubkwMTEBRVG8nADAPzke4eHhKp1W+OLm5gYbGxum\n", "ewgbdHcIvg4JTYwePRoPPvgg67bS0lKIxWKjCxK7d+/Gf/7zH2RlZaG8vBzz58/HlClT8MMPPzDl\n", "B7NmzcLChQtVyhFyc3MhEAgQHBzMeVwAEBkZCXt7eyQkJCAtLQ27du3C2rVrMWvWLERGRiIsLAxh\n", "YWFwc3ODUChEaGgoRCIR3NzcmJ8xPQlsb2/HnDlzeIsiNGFhYRodEnwDLevr6yESiZhSs57o0vrz\n", "bvHwww8jLS2t13a4FEVhz549iIuLY4JZ/fz8UFVVpbGVbV/Q3t6OvXv3Ij4+XqcgUT4YSpAw1H2M\n", "QCD0f3TugWVnZ4ctW7agtrYWt27dwq1bt1BTU4ONGzeyBnoRCARCX+Hr68uEBw4EQUKXVpB3ozQC\n", "4FbacTdga/2Zk5OD8PBwzu0gXV1dNQoS9MSKq0NCJpNpnejn5eVhzJgxAMA7kJTO8aiurmY6rfBp\n", "8UojEAgQFBTUqyBha2sLe3t73udnIyEhAa+99hrrNtohYW1tDTMzM4MJEhRFqXzGN27cwEcffYSR\n", "I0fC19cXp06dwrfffotff/2VaXu4fPlypKamIjk5mTkuLy+PKbPgg1AoxNixY5GTk4OYmBgsXrwY\n", "GzZsQHJyMi5duoScnBxkZ2fD0dERCxYsQG5uLmJiYhAbG4vs7GxkZ2cjPz8fI0aMYMa/aNEi1uwG\n", "iqIwe/Zs/Pnnn6xjCQsLw61bt9REsN4cEmzQbhdNrSIDAwNRUlJi8CwMYzBt2jR0d3fj+PHjWve7\n", "dOkScnNzmXINQCHIUhR1V1u7/vzzz2hqasLixYuN/lpeXl4wMTHRW5Aw1H2MQCD0f/Ruyi0QCODm\n", "5qbSb5lAIBDuJmKxmLFTDwRB4l5C39IQY8EWtJadnc0pP4JGmyBBT9q5ZkgA0Fi20dnZicLCQkye\n", "PBkAeNXZ6yJeaSMoKAg3btzQuL20tBS+vr68//43NTUhKSmJ85haW1tRW1sLsVgMgUAAFxcXXu/H\n", "y8sLjY2NaGtrU9t28+ZNeHp6IjU1FQCwfv161NbW4sSJE9i+fTsKCgrw1FNPqbzHhx9+GDNnzsSK\n", "FSuYc+bl5SE0NJTzmJSZMGEC/v77b43X16VLl1BQUIAnn3wSgLqTwdLSEj/99BOzKn/w4EF8/PHH\n", "aueRSCQ4ePAgpk6dyvo6dKcNZTcWoLtDQlO5BqD4Xenq6tKrlKavCAgIwNChQ7XmSNTV1eHzzz+H\n", "h4eHistHW1eZvmLXrl2YNGkSJ8FUX0QiEXx8fPQSJAx9HyMQCP0bnQSJ6upqfPvttzh06BDz3Pnz\n", "5xEbG4vIyEhs3LjRYAMkEAgEvijbxweCINFfSyG0cbccGpro6ZCQSqXIy8vjlB9B05sg4ezsDEdH\n", "R07ncXR01ChIFBQUQC6XIzY2FgA/QcLQDB48WKtD4r333lP5LsCV2tpaPP7447h06RKn/enJDf17\n", "4OzszKuUhV7dr6qqUtt27tw5AGAcBgBgZmaGSZMmYdmyZRrdHxs3boREIsEHH3wAQDGJpzuA8GXZ\n", "smX44IMPNE7g9+/fD1dXVyYAMzo6GgEBASouiICAAHz33XfM44SEBLUgT+U8EDZnwuDBg2Fqaqoi\n", "drS1taGhoUFnh4QmaPGur8s2qqqqsHLlSt7ZLA8//DCOHj2q5jxRLi346quvIBAIUF9fz2z38fGB\n", "UCi8KzkSdXV1yMjIwMmTJw0SZskV0mmDQCDwQSdB4quvvsKzzz7LKMVNTU145JFHcOrUKZSVleG1\n", "115DUlKSQQdKIBAIXFEO2BsIggTQf0sh7hX8/PxQWloKuVwOALh+/Tq6uroM6pDguvpI5wxoEiTo\n", "QMsRI0bA3t6eV8mGocWroKAglJeXo6Ojg3W7g4MDJ1dIT3x9fSEUClVWjbu7u5GZmYk7d+6o7U9P\n", "5ujfbWdnZ14rpVFRUfjjjz/g6emptu38+fMYPHgw788nMDAQq1evxkcffYRLly6hvLxcZ4eEq6sr\n", "XnzxRYhEItbtZ86cwfz585n6/yeffBKHDx9Wc6bMmDEDb775JgBFS9bHH39cRYRRFiTYciZMTU0R\n", "HBysIkjQDga+Dglra2utvxN+fn4QCAR9Lkjs3LkTGzduhFQq5XXctGnTUFlZqRb6qVxaQFEUqqur\n", "VUoLTE1NMWjQoD4VJJRFksmTJ0MkEiEmJqbPXl9fQeJeFOEJBILu6CRIHD16FHv27MHOnTsBKBKF\n", "a2pq8Pnnn6O+vh6ff/45tm/fbtCBEggEAldoh4S1tTXveu7+Sn8thbhXEIvF6OzsZELR6EkFH4eE\n", "i4sL66p8XV0d8vPzedmhQ0JCNAoSubm58PT0hKOjIzw8PHg7JFJSUjB27FjmcUREhM7i1WOPPYba\n", "2lpYWFjodLwmTE1N4ePjoyJI3L59G6NGjUJaWpra/qWlpTAxMYGXlxcA/oKEg4MDHnzwQdbA7fPn\n", "z2PcuHE6vAtF1zEPDw/s2LEDSUlJjKvF0Jw5cwbvv/8+p33feecdpmTg9u3bmDdvHjP5VhYklFfx\n", "lelZDkILEnwdElu3blXpTNIT2oWiSYQxFiUlJRg1ahTvvw333XcfrKysVLptcC0t6OvWn8oiSUtL\n", "C2QyGVPu0xcYwiFx4MABRoAzMTEhIjyBMIDRSZAoKyvDE088wTxOTk6Gj48PnnvuOQDA4sWL75nk\n", "ZAKBMLCQSCRYuHAhAEVbvIGWzN3fSiHuFejVNnrykJ2dDR8fH62W8p7QDgnasq28Cnnx4kWcOnWK\n", "87VGOyTYggeVswjc3d15CxJubm7YtWsX8/jVV1/VWbyytbXl9Rnxwd/fX2WSRk+Q2V6vpKQEvr6+\n", "zOSVb4aEJjo6OnD58mUVAYcPVlZWOH78OLZv34558+bxdhGw0dbWhp9++knlOaFQqLFbRU9EIhH2\n", "79+PQYMGAVCIGXTL4IKCAkZY6E2QoK/NiooKAPwFCS789ddffd76MzMzE6NGjeJ9nLm5OR544AGt\n", "ORKa6MvWn/0hf0EsFqO6ulprJ6HeuHr1Krq7u7FgwQIAimuFiPAEwsBEJ0GCtrwCCstfWloa5syZ\n", "w1gHTUxMVPYhEAiEviIuLo6pCZfJZCSZmwBAvRVddnY2L3cEoBAkOjo60NraCkB1FVIul6OiooLz\n", "tRYcHIw7d+6wZhooZxG4u7vz7rIB/PM+bWxs1CzmhqKwsBBTpkzRGnqpjZ6CBD1ZYhPc6JafNHwz\n", "JDRx6dIlSKVSnQUJQFHWYshWiklJSXjsscfU8h960tTUpNFl4+LiggMHDsDU1BSAIu/ixx9/xLVr\n", "1xAdHQ1AsyARHh6OxsZG5tqsrKyEg4PDgGjn3tLSgvz8fJ0ECUCRI3HmzBmm3MXJyYnV4dGztKCv\n", "HRJ3G7FYDIqiUF5ervM5kpKSMHjwYLz44ovo7u5WC1olEAgDB50ECUdHR+bG8O2330IqlWL27NnM\n", "9tra2gFjkyYQCPcO/WFliNA/sbe3h4ODg4pDgk9+BPBPHklNTY3e15qmTht0hw3aIaFLyQbwT4lD\n", "bGysUQWJ48ePw9zcXKfj+ToklGvK+ZZsAMCXX36JzZs3qzzX3t6OcePG8b4WjMkzzzyDmJgYPPfc\n", "c8jPz9coHCQmJmLmzJkazzN27Fhs2rSJebxkyRJs2rQJ69atA6DdIQGAKdvQpeUnRVGs7p+7zeXL\n", "lyGXyxEaGorFixfjxIkTvI6fNm0aZDIZkpOTQVEU1q1bh4qKCojFYq35Pv7+/rh9+zba29sN+XZY\n", "6Q/5Cz0FYL50dXXh4MGDmD9/PiIiIiAUCplW3gQCYeChkyDx5JNPYurUqZg7dy5Wr16N4OBgTJw4\n", "EYCiXvGll15CZGSkQQdKIBAIBII+0HXNDQ0NKC8v10uQ0Bd/f3+YmZmpCRI3btyATCYziEPCx8cH\n", "kZGRegsSiYmJiI+PV3u+rKwMQqGQyXXgy6RJk7Bo0SLGUVlfXw+BQMC0rlSmpKREzSHR2tqKzs5O\n", "zq93+vRptcDtyZMnIz09HWZmZjq9B2MgFArx1Vdfoby8HKNGjcK//vUv1v3CwsJw8+ZN1lamNMuW\n", "LWNK2FpaWrB69Wr4+vrizJkzeOihh1iPEYvFsLa2Zq4bXVp+trW1wdTUFAcOHNC6H0VRkEgkeln7\n", "+ZCZmQlzc3OMGjUKx48fx+HDhzkfK5FI8MQTT8DExAQvvvgifH198d577+HDDz9ESUmJ1nyfniVj\n", "xiYlJQWenp4QCAR3JQSZLhfSVZD4448/0NjYiPnz58PKygqhoaFEkCAQBjA6CRKvvfYaYmNj8dtv\n", "vyEwMBD79u0DoEjI9vT0RFJSEubOnWvQgRIIBEJv9IeVIUL/hW79Sa/86iNI6HutmZiYYPDgwcjP\n", "z1d5nnYfhoSEAFAIEnV1dbxbFNIlDmFhYbh165Ze5Q2tra34+++/1Z4vKyuDt7e3zuUK9913HzZs\n", "2AChUPFVpK6uDg4ODmoW+Pb2dty+fVvl83ZxcWGO4Yq3tzcT0NjfGTp0KNatW4e2tjY89thjrPsM\n", "GzYMFEWpXUPKCAQCfP7554zrIT8/H8899xzGjx+vMRtEKBRi2LBhejkk6uvrIZPJes29uHTpEtzd\n", "3XHlyhVe59eVUaNG4f3334epqSmmTJmC1NRUzsfSJVrd3d1ob29nnBFr1qwBoD3fx9/fH0DfCRLW\n", "1tZoa2vD8uXL70oIsoWFBTw8PHQWJH744QeEhoYy121UVBSysrIMOUQCgdCP0OlbhIWFBfbu3at+\n", "MpIdQSAQ7jIpKSmYNWsWYwX39/cnydwEAApB4s8//0R2djZMTU0xdOhQXsfTk2DaIbF+/XpMnjwZ\n", "NjY2sLW15X2tsbX+zMvLg7u7OzOx8fDwAEVRqKmpYW1ZqYnS0lIMHjyYycnIycnRuQNEUFAQSktL\n", "0dXVpeIkKCsrYzraGAJ3d3emO4QyZWVlAKBWsgEoSkS5OjS8vb1RVVUFuVzOiCD9mVWrVsHR0ZEJ\n", "9esJXdZz9epVjBw5UuN5rK2tkZycjFGjRqG5uRlJSUmIjIzEjBkz0N7ejo6ODnR0dKCzsxNCoRAm\n", "JiZwcnJCeno60tLSUFxcjOHDh+PixSdFpgcAACAASURBVIsQiUQQiUTw8PDQOsHVVn6jTEBAAADg\n", "5s2bGD16tNZ9DcGECRMwYcIEAMCUKVPw9ddf49atW/Dw8NB6nKYSra6uLtTV1fUqQnp5ecHU1LTP\n", "ciT279+P5uZmrFix4q6J8bp22mhvb8ehQ4cYoQcARo4ciaSkJEilUiYXhUAgDBwMl8LUg7179zI2\n", "QQKBQOgr6PaY2gLyCP+biMVilJSU4MqVKwgJCeH9xdbc3Bx2dnaora1FZ2cnXnnlFQwfPhxHjx6F\n", "ubk572stODgYu3fvVnlOOdASUEzSAeDWrVu8BYkpU6Zg8ODBMDc311uQkMvlKCkpwZAhQ1Rew5CC\n", "RHx8PGtpCD2p6VmyAfB3SHR3d6O2thZubm4oKytDa2srgoODmVDu/oSpqSmWLl2qcbuNjQ38/f05\n", "hf0NHjwYM2bMwP79+wEo2pW+/vrrvR533333AQB27dql0rnFxMQEP/zwA+bMmcN6HFdBwsHBAU5O\n", "TnelM9vkyZMBAMePH9co+hgKkUgEX1/fPnFIUBSFbdu2Yfr06Ywz426gqyBx9OhRtLS0YP78+cxz\n", "UVFR6OzsRF5eHiIiIgw5TAKB0A8w2hLB6tWrjXVqAoFA6BXSHpPQEz8/P7S1teGvv/7SOcTQ0dER\n", "ZWVleOedd3Dt2jV8++238PLy0ulaCw4ORmVlJe7cucM8p9zyEwCzcssn2LKrqwvV1dUQi8UwMTFB\n", "SEiIXjkSQUFBABQhlsqUlZWpiAS6kJ6eznTF0URJSQlEIpFKjoEuggTtpKDLNnbu3MlMSu9V6Bad\n", "XCgqKlIRu/Shu7sbzzzzjEYxhKsgAShcEkVFRQYZFx/c3d0xfPhwTmUbhigH7KtOG2fPnsWVK1fw\n", "4osvGv21tKGrIEE7eJTFz8jISAgEApIjQSAMUDg5JHbv3o3m5ma8/PLLAIDY2FitqwkURWlMbyYQ\n", "CAQC4W5AT55v3ryJ//u//+N1rEQiQVxcHKqqqrBjxw50d3fjjTfe0Gu1ju60UVBQgFGjRqGrqws3\n", "btxg/tYCYGzxfASJiooKUBTFuBfCw8P1EiS8vb1hbm6uJkj8+eefenfUevfdd2FhYYGUlBSN+5SU\n", "lKhlVTg4OEAoFPJ2SAAKQWLEiBE4d+4cxo0b1y/dEVyZOnUqJ3cBRVEoKCjAypUrIRKJ8OWXX6K1\n", "tRWPPfYYLC0tYWFhATMzM8jlcshkMjQ1NWHLli0YM2YMLly4gCeeeAJOTk6QyWTIzc1FWloaWltb\n", "MWvWLGRkZMDe3l7l9eiA0p7PsxEYGNgnDonU1FRUVVXh6aefZp6bMmUKkpOTOR2vbzmgv78/Ll++\n", "zG/QOrB9+3YEBQVh6tSpRn8tbYjFYpSXl/MqkWppacGRI0fw9ttvqzxvY2OD4OBgZGVlYfHixcYY\n", "LoFAuItwEiReeeUVtLa2YunSpTAzM8OpU6d6PeZe/gNPIBAIhIGH8gonna3AFTrQThm+LQN7QgsS\n", "+fn5GDVqFG7cuIHu7m4Vh4S5uTkcHBx4ddroWeIQHh6O5ORknbMThEIhAgMDcePGDZXnaeeEPvj7\n", "++Ps2bMAFEKBg4MDrK2tVfYpLS1VW50WCoVwcnLiFdbp4eGBpKQkjBw5EjKZDBkZGXjjjTf0fg93\n", "k+XLl3Par7a2Fg0NDQgJCcGcOXNQU1ODo0ePYuvWraz7UxSFvXv3Mt0vPvvsM8YJ0NbWhgkTJuDy\n", "5cu4ceMGnn76aRw8eFDl2uro6ICbm5taQCkbgYGBOHPmDKf3oQ/ffPMNiouLVQSJtWvXMm1Qe0Pf\n", "ckA/Pz+j5xndvn0bBw4cUAmLvVuIxWJIpVJUV1dzCkWtq6tDcnIy2tvbVco1aKKioohDgkAYoHC6\n", "Wx04cAA//vgjE2bl7u4OuVyu9V9fpvkSCAQCgaANiUSCGTNmMGL5W2+9BYlEwulYTYF2JSUlvFbo\n", "e2JjYwMfHx8m2DIvLw8AVAQJQDGR5uOQoAUJZYdEa2urzon3gGJ1+ZNPPtH5eE34+/ujuLgYFEVh\n", "zJgx+O9//6u2T8+WnzTOzs68Pn+RSIR58+bB09MT+fn5uHPnDsaOHavX+O8V6GuMFsGcnJzQ0NCg\n", "cX+BQIDw8HBcvnwZ5ubmKqUXVlZWSE5OhqOjIwDg8OHDWL9+vcrxL730EqqrqzmNbfjw4fDx8YFM\n", "JuP1nvhy8eJFjBo1SuU5Nzc32NnZ8TqPruWAfn5+qKurUynRMiR1dXXYsmULTExMsGjRIqO8Bh/o\n", "39ne7jsSiQTR0dEIDw/Hyy+/DBsbGzVRElAEW165coV3xyECgdD/4SRITJ06FbNnz2Yea+pdrQyX\n", "fQgEAoFA6AtohwNFUQAUk5NZs2bd5VGpdtrIzc2Fm5sb082Dxt3dnbcg4e7uDgsLCwBQ6bShK56e\n", "niodNgyFv78/7ty5g/r6etTX17NmDrA5JAD+goQy58+fh1AoVJugDlQKCgogFAoZV4uTkxPq6+uZ\n", "3wc26JaLHh4eaq5Xf39/fP/998zz69atw2+//aayD1en7Pz585Gens7JTaErzc3NuH79utZuJMaG\n", "DpjURxhkQ3lCv2HDBtja2kIqlRr0NXSBqyBB35urq6vR0dGBlpYW1ntzVFQU2tvb1ToTEQiEex+d\n", "/FzffPNNr/vs3LlTl1MTCAQCgWBQNDkciouLOU1oDRFopwllQaJnoCWNu7s775INZUeBl5cXHB0d\n", "9RIkerJv3z4sWbJE7/PQk7T8/Hx0dHSoCRKdnZ2oqqpi/fxdXFx0FiTOnTuHYcOGwdbWVqfj+xPl\n", "5eW9dtooKCiAn58fzM3NASjCWaVSKVpbW1n3l0gkOHr0KACguroa0dHRao6if/3rX4wzgqIoLFiw\n", "4K50y+BCVlYWAGgUoGh3rzGhr2FDB1sqT+jlcjkkEkm/EFvt7Ozg4OCgVZDgc28eMWIEAJCyDQJh\n", "AGK0AjO2Lw8EAoFAINyLpKSkIDo6Gp6envD09ER0dLRB6sFDQkKY7Ii8vDzWLgi6lGwoCxICgQBh\n", "YWEGFSTS09ORkZGh93loQYKeZPQUJMrLy0FRlMaSDT4ZEgDwxx9/YP369RgxYsSACcdbuXKlShAq\n", "G2vXrlUJDqU/Z00B5HFxcUzni66uLqSnp7NOchMSEpjnGxsbMWvWLI0ix93k4sWLsLKyYkpWlLlx\n", "4wY8PDwMcj1rw8PDA+bm5gZt/amv2GpsdO20wYadnR0GDx7MiEsEAmHgwCnUcs+ePbxCKimKQltb\n", "m86DAoBjx47h448/RmNjI5qbm2Fqaoq4uDiVOsX8/Hy89tprKC4uhlwuR1RUFD755BOmtZcyX3/9\n", "NTZv3gxA0a4qPj4eq1atIuGbBAKBMMChHQ49a9r5OBz0DbTTRHBwMKRSKQoKCnD9+nW88MILavvo\n", "UrIRFRWl8lx4eDhOnjyp8zjr6uowbdo0fPTRR5g0aRLKysqYjAp9cHJywrJly5jykp6fKz2ZMVTJ\n", "RmZmJj799NN+MVkzFGFhYdi+fbvWfVxcXFRKgUaOHIlffvmF9TrubZKrfIxAIMDu3buRl5eHgoIC\n", "5OTk4Pnnn0dVVRViY2PVuiVooqurC83NzWrlSoYiMzMTI0aMYC0L8ff3R0dHB1JTU42aKSIUCiEW\n", "i/uk9Wd/oTdBgu+9eeTIkcQhQSAMQDgJErqE4+gz0f/qq6/w3nvv4ejRo4x99f3338fu3bsZQaKs\n", "rAwTJ07Es88+i99++w0ymQxPPfUU7r//fmRlZanYMLdt24bVq1cjLS0NI0eORHFxMcaPH4/a2lp8\n", "+OGHOo+TQCAQCPcG+rbsozGUEEFDr9j+8ssvkEqlGks2amtrIZVKYWpqqvV8crkc5eXlamJBeHg4\n", "du7cic7OTsa2zwcHBwdcvnwZubm5mDRpEkpLSzFhwgTe5+mJQCDA9u3bGbGkp0OipKQEAoEAgwYN\n", "UjtWF0HC29sb9fX1aG9v17tlaX8hLCwMEokEEomEc6C4i4sLpk+fbpDXt7Ozw8GDBzFmzBi0tLRg\n", "//79cHBwwP3338/5HHPmzAFFUfjll18MMqaeLF26FB0dHazbTExMEBsbi9TUVPz73/82yuvT+Pv7\n", "G9QhYQix1ZiIxWL8/vvvakKWMvS9+cKFCzAzM0NkZKTGe/PIkSNx+PBhyGQyo2aOEAiEvoWTIGFn\n", "Z4fNmzdrDT/qyauvvqrTgCoqKvDyyy9jz549Kl/MVqxYoVL7t27dOlAUhcTERACK9OxPPvkEgwYN\n", "wqZNm/DWW28BAO7cuYM33ngDixYtYsKM/P39sWLFCrz55ptYunQpYxklEAgEwsDEWA4HffH09ISt\n", "rS1+/vlnANBYsgEANTU1rA5AZW7fvo2uri61Eofw8HDIZDJcu3YNERERvMcpEokQEBCAwsJCAIpF\n", "gSeffJL3eTQhEAgQEhLC6pDw8vJiDdR0cXFBY2Mjuru7YWLC6esM8/lVVVUhMDBQ/4H3A+hrhg5F\n", "1RddJrkhISHYs2cP5syZA0BRvqGpHISNgIAA/PHHH7oPuhd6E0emTJmCVatWobW1lbXDg6Hw8/PD\n", "+fPnDXrOlJQUPProozh37hzs7e0xbNgwo7cX5YJEIsHhw4dRVlaG8PBw+Pn5ISUlRe0adXNzw+nT\n", "p2FlZYXXX38db775psZzRkVFoa2tDdevX0dISIix3wKBQOgrKA54eHhw2U0Fd3d33sdQFEWtX7+e\n", "EgqFVGtrq8Z9uru7KVtbW2rmzJlq24YNG0YNGzaMefzjjz9SAoGA+vnnn1X2u3DhAiUQCKj//ve/\n", "rK+RmZlJAaAyMzN1eh8EAoFAIHBh9OjRFADKxcWFdXtGRgYFgMrKyur1XOnp6RQA6vLlyyrPNzY2\n", "UgCo7777TudxTp8+nZoxYwbV1NREAaD279+v87m48tRTT1ETJkxg3ZacnEwBoCQSCefz5eXlUQCo\n", "HTt2GGqIdx2pVEqZmZlRW7ZsYd1+/PhxaubMmVRLSwvnc96+fZuKjo6mPD09KU9PTyo6Opq6fft2\n", "r8clJCRQACgAlJ2dHVVRUcHp9TZv3kyZm5tTMpmM8xgNCX1dHDt2zKivs2HDBsrBwcHg5y0pKaEA\n", "UD/++KPBz60r48ePZ64F+l90dDTrvpWVlRQA6vDhw1rP2dDQoPd9jEAg8KMv5sScQi0LCgp4Cx03\n", "btzgfQwAnD59Gq6ursjMzMTUqVMxbNgwREZG4p133kFnZycAoKioCC0tLayrGwEBAbh27RrT8ujy\n", "5csAoLYv/Tg7O1uncRIIBAKBYAjolb7Bgwezbnd3dwcATp026Hrtng4Je3t7+Pr66hVsGRQUhMLC\n", "QpSVlQGAQTIkAIWrIzk5mbXLQc+ATmXo1Xo+ZRve3t4AgM8++0yHkfZPTExMEBISgqtXr7Juz8jI\n", "wMmTJ2FlZaXy/H/+8x8cO3aM9RjaUZSTk4OcnBycOXOGk/viP//5DyZOnAhA0Wpzzpw5zHc3bQQG\n", "BjIdVe4GwcHBcHR0xMWLF436On5+fmhsbERjY6NBz1tZWQkA/cY1wDdsk54z0G1pNeHg4ICAgAAS\n", "bEkgDDA4l2zw5cknn8SRI0d4H1dWVoampiYsXboUhw4dQlBQENLT0zFz5kycP38eR48eRU1NjcZx\n", "2dnZQS6Xo76+Hu7u7hr3pR/T2wkEAoFA6GskEgmTn3DlyhVER0er2Zrp/+cSbFlaWsq02+tJeHi4\n", "3oLEjh074Ofnh3PnziEsLEzncylz4cIFzJkzB5WVlWolKSUlJYiJiWE9ThdBwtbWFgkJCYiPj9d5\n", "vP2R+fPnqwkONNeuXUNwcLBatteePXvQ3NyMhx56SON5+ZY2iUQivP/++4wocf78eUybNg1Dhgxh\n", "yn7Z/ktP0BcuXAg/Pz9QFAW5XA6KohAZGYkVK1bonBmwadMmeHh44PHHH9e4j0AgUAuCNQZ0iXBJ\n", "SQkiIyMNdt6KigoA/whu9xqFhYUQCAScSqhJsCWBMPDgJEjQqyFcoShK5xq5jo4OdHZ24t///jej\n", "lI4fPx7Lly9HYmIi0tLSSJANgUAgEAYEcXFxzN/YtrY2pr3imTNnmH3Mzc3h6OjI2SGhyVEQHh6O\n", "ffv26TzWwYMHo6urCzU1NQbtRkBPQoqKilQEiVu3bqG8vFzj+6E7MvARJAQCAT744AM9Rts/ef31\n", "1zVuKygowNChQ9Wed3Jy4pXzwBXa6WJmZoauri6cOHECJ06c4HTsqVOncOrUKZXn9u3bh5aWFrzz\n", "zjs6jeezzz7Do48+qlWQAIDU1FSdzs8HultMcXGxQQWJyspKWFlZsQqRdwO+OSSFhYUYNGgQ021H\n", "G1FRUVi/fj1qamrg6upqsDETCIS7BydBws/PDwKBgFeopa5dNujuGD1v1PTjjIwMzJw5E4DCDtiT\n", "5uZmiEQiJqmb/sLSc1/6cW83s1dffVXtBv/EE0/giSee4PR+CAQCgUBgg097RQ8PD84OCW2CRHl5\n", "ORobG3WauNx33324ffu2wScB9CRt4sSJoCgKEokEcXFxuHnzJiiKwqZNmxAXF6dWMkD/na+trTXo\n", "eAYSFEXh2rVrePjhh9W2GUuQmDhxIlpaWpCcnIz4+HjWUhy+JCYmYuzYsZg2bRqv4+rr61FUVKQS\n", "in43cXV1hZWVlUE7bQAKh4S3t3e/amVPd8/IzMxkHCiawjYLCwt7LdcAFI6y7777Di0tLQgLC0Ng\n", "YCBrUCaBQNCN77//Ht9//73Kc4YuMWODkyBhYWGB+fPn8xIkfvzxR50GFBoaiitXrqj9AaNdEXK5\n", "HIGBgbC1tUVRUZHa8UVFRQgODmZao40YMYJ5XjlZnD62t7TxTZs29YmNj0AgEAgETbi7u3MSJMrK\n", "ynDfffexbqNLLK5evaqxDEIblpaWRmmVaWNjo/I4Li4O6enpzOP8/Hw11wgAmJqaws7Ojnfrz4GO\n", "cteR2tpaNDQ0MO1llXFycmKyBwyJQCCAtbU1nnrqKTzwwAMqpbH0hFnbf4VCIQQCAQQCAfbv3493\n", "330XFEVh4cKFyMzMZAQsLtBZA3SXtbuNQCCAn58f035YGX06AFVWVsLHx0fv8RkSOodk2bJl+P33\n", "39V+f5UpLCzk5LqKi4tDXl4eADCtbtnuDQQCQTfYFt2zsrKMfg/lJEjY29vjm2++4XXi33//XacB\n", "xcXF4fvvv8eVK1dU6lPpsKYxY8ZAKBRi9uzZOHz4MLq6uph2YNXV1bh27RrWrVvHHDdt2jTY2toi\n", "NTUVs2bNYp4/fvw4RCIR06KKQCAQCIS+hI+t2d3dnXPJhqawyeDgYIhEIqSnp+skSNCsWbMGISEh\n", "WLRokc7n6ElYWBgefPBBXq4RQPEZEkHiH1JSUvDvf/8b6enpsLOzY0LJNZVs6JMpwgUvL69eW9Vq\n", "4+2338alS5dw+PBh1NfXY+7cuTh9+jQnaz8AXLx4Eba2thoDY3silUohEokgFHLKfNcJPz8/lWuc\n", "dgTRz2lqj6mNyspKXkJNXzJy5Ejs3LkT7e3trIImRVEoLCzEggULtJ6H772BQCDcO3C64/IVIwBg\n", "9+7dvI8BgLlz5yImJgbvv/8+sxp048YNfPbZZ5g+fTqz8vPuu+9CKBTi7bffBqBYEVi1ahUCAgKw\n", "YsUK5nw2Njb44IMPsHv3bkYpLy4uxqZNm7By5cp+ewMnEAgEwsAnJSUF0dHR8PT0hKenJ6Kjo1lt\n", "zVxKNhobG9Hc3MxasiGRSDBp0iQIBAK88847iI6OhkQi0WnMSUlJKCws1OlYTeTk5ODTTz/lfZyL\n", "iwsRJJSIiIhAWVkZXnnlFQDA6NGjceXKlT7NkDAU+/btg0QiwZ49exAQEAAAyMzMZN4bFzIzMxEV\n", "FcVJYDh79iwsLCxw/fp1ncfMBX9/fxQWFjLXLe0Iqq6uRnV1NZMjwwe6ZKM/MmzYMKZ0iA2JRIKW\n", "lhZOJRsEAmFgwkmQ0JbArIlDhw7xPgZQ2Nl+/fVXTJkyBWPHjkVoaChmzJiB559/HsnJycx+vr6+\n", "+Pvvv5GdnY2QkBAMGzYMcrkcJ0+eVLN/vvDCC9i6dSvi4+MRERGB6dOnY+XKlfjwww91GiOBQCAQ\n", "CIaAa3tFLiUbmlp+Av9Merq7u1XCM/mybds2lJWVGazlZ09o10hPNIXhOTs7kwwJJfz9/bFlyxbs\n", "3r0bycnJMDc3x/DhwxknqTJxcXH4+OOPDT6GdevW6d3FpKmpCatWrcLChQtha2uLn3/+mXFFfPHF\n", "F5wXvXJzcxEeHs5pXw8PD8jlcpSXl+s67F6RSCT45ZdfcO3aNYSHh2P06NGs4p6m9phsUBSFqqqq\n", "fleyQRMaGgpA8bNgg37/vQkSfO8NBALh3oFTyYYuHDx4ENu3b9fpWFtbW2zevBmbN2/Wul9ISAh+\n", "++03TudctGiRQe2lBAKBQCAYit6+ULu7u6Ourg5SqZTJSOqJJkHCkFZn+jzGnPzQYXiXL19GV1cX\n", "xowZozEMz9nZmXcnsIFOfHw8jhw5gueffx7jx4+Hp6cn634jRoxgcrYMSX5+vt4haPb29ti7dy8e\n", "fPBBbNmyBStWrMCOHTuY73HLli1DZGRkr50qvv76a86t62mHgTEFibi4OOb3lHZE6EttbS26urr6\n", "rUPC3t4ePj4+TPZDT2hBgnbBaIO+N+Tl5aGxsRFjx47VeG8gEAj3DpwcEs8++yxmz579z0FCIUQi\n", "kcZ/QqFQZysogUAgEAgEVTw8PABA69/W0tJSmJmZwd3d3WjjoFt00h2sjAHtGpk2bRrGjBmj0TUC\n", "kAwJNgQCAXbu3AkTExMsWbKEVyC5Iaivr2c6oOjDAw88gBkzZuDo0aMAFELL888/D0DRIn727Nm9\n", "/uzHjRvHrND3hrm5Odzd3Y0mSGgSBtla2fNZ9a+oqACAfitIAIqyDW0OCW9vb1hZWfV6HvreQAfn\n", "b9u2jXTYIBAGAJwcEseOHcOdO3eYlRkTExNER0drPUY5IZtAIBAIBILu0CLD7du3NU486EDLnvXy\n", "fMIze+P//u//IBaLOSXi60tHR0evwgfJkGDH1dUVX3/9NaZPn45jx47xbpepD/X19RgyZIhBzhUa\n", "GooffviBebx582ZkZWXh4sWLKC4uxvz583Hs2DGmq4i+DBo0yKgOCTacnZ0hFotRUFCA5uZmjTky\n", "mqA7pfTXkg1AIUhoKuXm2vJTGfr+c+3atX7TQYVAIOgOJ4dEZmYmcnJyGJuos7MzTp48qfWfIdRx\n", "AoFAIBAI/wgS2jptlJaWsuZHAKrhmQAQGBiok9VZJBJh+vTpvI/ThaamJtjb22vdh3ZI9LUL4F7g\n", "4YcfxpkzZ3D//fezbm9qasJHH33E2kJdHwzlkACAIUOGoKysDO3t7QAUbeiTk5OZVfHjx49jzZo1\n", "BnktwLiChKYMhKCgIFy4cAFbt24FAJX3x4XKykqIRCK9nVFyuVyv47URGhqKoqIitLW1qW3TRZCw\n", "s7ODl5eXxqBMAoFwb8FJkHB3d1cJsEpMTOz1mPfee0/3UREIBAKBQGCgJyjagi21hU0qh2eKxWLM\n", "mjWr31uduQoS3d3daG5u7qNR3VtER0drtMJ3dnZi7dq1Bm/9aUhBYujQoUxbSJpBgwbhp59+YlwR\n", "GzduxHfffad27IYNG7Bjxw5erxcYGGjUibm2rjrDhw//f/bOPK6Ja3//TxKWsIMgmwJhiwFEBFyx\n", "dUHt6hLUaq3ttdYu2t5utra39X7t3tvNpbXetrbW1lZbbavRWqqlLm1RFBCsRFlcQCUswRBClC0k\n", "+f3Bb+YSyDKTTBD1vF8vX0oyc3IiQ5jznOfzfADAbFmHNaqrqxEaGmq29IMpTU1NCAwMxL59++we\n", "wxqWOm0YjUacOXPGrg4bCQkJKC0t5WqKBALhGsJIkBgxYoTJ14888ojNc7Zt22bfjAgEAoFAIJjg\n", "5uaGAQMGWBUkrDkkKAIDA5GQkOD01oZcwFSQAEDKNuwgICAAADht/anT6aDVajkTJNLT03Hu3Lle\n", "ORC33nor1q1bR3/9yCOPoLCw0OSYrVu3shJbjEYj3n//feTk5Dg2aStY66pD/eyyFSQUCoXD5RpH\n", "jx5FU1MTlixZgg0bNjg0ljksddpQqVTQaDR2CRISiYQ4JAiEGwRGRXdUfRob5HI563MIBAKBQCCY\n", "JzQ01GLJRltbG+rr620KEkCXDf63337jenq9oEQCe1vyMREkqIwJlUrFKKWf8D9cXV3h4+MDtVrN\n", "2ZguLi64dOkS484WthAKhRa/r4899hiKiorw+eefo729HVlZWfjtt9/g6uoKjUaDsrIyTJgwAXv3\n", "7gWfzwePx6P/bmtrw9mzZ3HmzBlUVFTgzJkzuHjxIjIzM7Fr1y54eHhwMn9LmPuZ8Pf3h5+fn10O\n", "CUcDLY8cOYKgoCCEhobi4MGDdHgoV/j6+iIiIqKXIMG05ac5JBIJPv/8c3R2dnKWIUIgEK4NjH6C\n", "6+vrHbKCEQgEAoFAcIyQkBCLDgmq9SVTQeKTTz6BXq93yu92pVIJqVRKL6xEIhFkMhmrEhGDwYDm\n", "5mb4+/tbPY44JBxjwIABnDokeDxen4Ur8ng8rFu3DnK5HHl5eaiuru7lpPj444/pbAYm5OTk4Omn\n", "n3aKS4AJIpGIbgvKFIVCgcmTJzv0ukeOHEFGRgbi4uKwY8cOh8ayRFJSUq/Wn44IEgkJCejo6EBl\n", "ZSXi4+M5mSOBQLg2MCrZALqsbCEhIYiIiGD0p2fKN4FAIBAIBPuxJkhQiximgoROp2O98GGKVCpF\n", "Xl4eamtrUVtbi7y8PGRlZbEaQ6vVwmg0Mi7ZuHz5st3zvZkJCAjgVJDoa9zd3fHTTz8hPDzcoXF8\n", "fHzg5uYGAPj888/x9ddfczE91kRFRfV5yUZnZyeOHTuGjIwMjBkzBlVVVVbDc+3FXOvPs2fPIjQ0\n", "FN7e3qzHk0gkAEDKNgiEGwBGDonjx4/jtddeQ2FhIZYtW4ZHH30UQqHQ6jlUkjeBQCAQCATHCQ0N\n", "xd9//232uQsXLjDenaZ2EysqxOHdgAAAIABJREFUKjgvc1CpVGYXVJWVlVCpVIzLNzQaDQDYFCQ8\n", "PT0hFAqJQ8JOuHZIOIOdO3fiww8/xKFDh8w+HxYWhn379uH111+HTqeDl5cXysvLUVJSgmXLlsHN\n", "zQ1GoxFGoxEGgwFGoxECgQDR0dGIj49HfHw8goODsXnzZjz44IMAujIp0tLSkJyc3HdvFF0OCTYZ\n", "FleuXIFGo3GoZEMul+PKlSvIyMigu4AcO3YMM2fOtHtMcyQmJmL16tVoaWmhg1bt6bBBER4eDh8f\n", "H5SVlWH69OlcTpXAIY6W7hFuDhgJEqmpqZDJZCguLsZrr72Gd955B8uXL8fSpUstChN33HEHpxMl\n", "EAgEAuFmxpZDIjw8nN7ltUZERATc3d1RUVHRb39XMxUkgK4cCSJI2Mdjjz3G6JphSnZ2NtatW4c9\n", "e/ZwVg6k1+vxxx9/WBW0hg4diu3bt9Nf33///XB3d8fbb7/N+HUWLlyI3NxcfPHFF9DpdLjnnntQ\n", "UFAAHx8fh98DU6iSDaPRCB6PZ/N4KuPNEYfExYsXERQUhBEjRsDDwwODBg1CXl4e54IE1WmjtLQU\n", "6enpALoEiYSEBLvG4/F4kEgk12WnjZthkc5F6R7h5oFVXQUlTPzyyy/4448/EB0djQ8++MBsX+FN\n", "mzZxNkkCgUAgEG52QkJC0NjYiI6Ojl7PVVRUMLatCwQCxMXFOaXTRmBgIL3L2p3o6GhWN99sBInA\n", "wEAiSNjJ3LlzIZVKORuvvLwcubm5nGaTiMViAGB1vb722mv46KOPWL/WRx99RO/el5eX4+GHH4bR\n", "aGQ9jr1ERUWhpaWFcQkSJUg44pCYMWMGlEolHeQ5ZsyYXqUVXGCu04YjDgng+uu0oVQqkZGRgeTk\n", "ZCQnJyMjIwNKpfJaT8spcFG6R7h5sCvogRImsrOzkZubC5FIhHfffRdXr17len4EAoFAIBDQVbIB\n", "wOQGlrrBlclkKCkpYXyDKxaLcebMGafMUyaTmYTMxcTEYOfOnazGYCtIkAyJ/oFKpeKs5ScFtWAt\n", "Ly9nfE5sbCzS0tJYv5aHhwcmTJhACyrbt2/H+vXrWY9jL5SYxzRHorq6GoBjggQAEzfGpk2bsHv3\n", "bofGM4ePjw8iIyNpQUKtVkOlUnEiSPSlaOQIN8si3VbpHoHQE4eSJylhYt++fcjLy4NIJGJljyMQ\n", "CAQCgcCMkJAQADAp26BucDs6OtDW1sb4Bjc+Pt4pDgkACA4Oxq233oohQ4YgISEBU6ZMYW3TJQ6J\n", "65PGxkbOBQlPT09ERkY67XrtSUJCgsn1umzZMhQWFvbJa1OCBNPAWYVCgQEDBnDaptTHx4dRuYg9\n", "dO+0ce7cOQD2ddigSEhIgFqtvi5cBmSRTiBYhpNWGBcvXsTFixehUqnwf//3fzAYDFwMSyAQCAQC\n", "4f9DCRJUAr4jN7hisRgXLlxAW1sb5/M0Go3IycnBnXfeiREjRlgM4rSGRqOBQCCg7fPWIBkS9lNV\n", "VYUvvvgCer2ek/GcIUgAXdcrG4eEI0RERECtVmPZsmUAAJ1Oh/vvv99seTLXBAQEwNvbm7FDQqFQ\n", "OOSOaGxsRGtrq93ns6V7pw2q5WdsbKzd45FOG/0LlUpFZ70EBAT0ep5t6R7h5sEhQWLXrl1IS0tD\n", "VlYWTpw4AbFYjK+//pq0/CQQCAQCgWOoXVtLwZZsEIvFMBqN9C4ll5SXl+PSpUu47bbbkJKSgpMn\n", "T7Je8Go0Gvj5+THaqbXkkKBujgmWKS4uxiOPPIKmpibG56hUKovXjbMEiSFDhjB2SHz77bd46qmn\n", "7H6tiIgIuLm54V//+hdGjhwJoOuafumll+wekyk8Hg8ikYhVyYYjgsRbb72FlJQUs8/pdDpWYxmN\n", "Rps/54mJiaisrMTVq1dx9uxZBAUFwd/fn9XrdCc2NhYCgeC6ECS4ytfpj/TMxkhISMCZM2fg7++P\n", "gQMHAugSo9iW7hFuHuxSDnoKEQkJCdiyZQtKS0tx//33cz1HAoFAIBBuelxdXREYGEgLEoGBgfD2\n", "9u51HJMbXHuCApmSk5MDNzc3jB8/HikpKWhtbaV3Q5lCCRJM6JkhcTMFxzkKJR6waf15xx13IC4u\n", "zmzdvrMEif/7v//DH3/8wejYnJwc5Ofn2/1as2bNgkajwcCBA7F582a6m9xHH32E33//3e5xmcJG\n", "kFAoFA512Dhy5AgtunTnP//5D+uWpx988AG9+LREUlISAKC0tNThQEsAcHNzQ1xc3HXTaUMmk9Ed\n", "RoAukflGWKT3zMYoKyuDj48P6urqUFJSAoFAgCeeeIJ02CBYhJUg0VOIGDp0KL7//nvI5XLMnz/f\n", "aTVnBAKBQCAQuoItqZINuVyO6upqBAUFISwsDGFhYcjIyGB0gxscHAxfX1+nBFvm5OQgIyMDXl5e\n", "9O4r27INtoJEa2srbT2/WYLjuMAeQYKy3Ju7dr799lu8+OKL3EyuGyEhIYyFjtOnT9MdHeyh+72s\n", "RCLBe++9R3+9aNEiVm4Se6BafzLBEYdEW1sbjh8/joyMDLNzKC8vZxUW6+XlBbVabdUl0b3TBheC\n", "BHB9ddoIDg7GQw89BIFAgIULF8JoNF737ghLpYPu7u64cuUKQkJCEBsb67QQZcKNASNBoqcQMWzY\n", "MPzwww84efIk5s6da1aIuO222zifLIFAIBAINzMDBgzAxYsX0dTUhKysLMTHx6OqqgolJSUoKSnB\n", "4cOHGe1C8Xg8pwRb6nQ6HDp0CFOnTgUADBw4EOHh4Thx4gSrcdgIEkFBQQD+V6JBguOYY48gQdXt\n", "Hz582OxzMTEx3EzODgwGA0pLSx0SJHryxBNPYPLkyQC6BIAnn3ySs7HNERUVhaqqKpudI3Q6Herr\n", "6+0WJI4fPw6dTmdWkBgzZgwA4NixY4zHo8oRampqLB7j7e2NqKgonDp1CmfOnDHpxmMv15MgAQC7\n", "d+/GxIkTsWTJEjQ0NODIkSPXekpOx5khyoQbA0aCBCVEpKamYufOnThx4gRmz55t9ZySkhJOJkgg\n", "EAgEws0OVYZQWFiI7OxsxMTEQKlUYseOHfDy8kJgYCDrnTaxWMz5TeKxY8eg1WppQQIAUlJSnO6Q\n", "AEAEBzuwR5BobW3FvHnz8OCDD9r1ms7M9rh06RKuXr3KqSDB5/OxadMm+nr89ttv8eOPP3I2fk9E\n", "IhGuXLli83tSV1cHo9Fod8nG4cOH4e3tbbY0QyQSITg4GHl5eYzHowSJyspKq8clJSXh6NGjUCqV\n", "nDgkEhIScOHCBVy9etXhsZyNVqvFwYMHMWPGDIwaNQphYWHXfckGk2wMZ/yuIdxYuLA5uLi4mLHt\n", "kZRvEAgEAoHADVQZAkVHRwcSEhIcSqgXi8U4cOAAF9OjycnJQUBAANLS0ujHUlJS8M0337AaR6PR\n", "IDo6mtGx1E3v5cuXkZKSgqioKNTW1poccyMExzkDDw8PCIVCVoLE4sWLMWzYMNb3eUqlElKplHaw\n", "iEQiyGQyxnXlS5cuRVhYGFauXGnxGKqlpKOCxLx58+Dl5YUvv/wSQFfQ5ccff4wHHngAALBkyRL4\n", "+fnB1dUVRqMRBoOB1d8uLi6YOHGiWdGte+tPa9dsdXU1ANjtkDhy5AhGjx4NF5feSwEej4exY8fi\n", "6NGjNse5evUq8vPz6SyKqqoqjB8/3uLxSUlJWLVqFQDHWn5SUI6diooKpKamOjyeM/ntt9/Q0dGB\n", "6dOng8/nY+bMmdi5cydWrVp1Xa+bZDIZJk+eDLlcjoEDByI+Pt5EaImPj0dlZSV0Oh1cXV2v4UwJ\n", "/RVGgkRQUBAKCgps2se6M2rUKLsnRSAQCAQCoQtLZQhNTU10izV7EIvFqK+vR3NzM3x9fR2cZRe/\n", "/fYbJk+eDIFAQD82fPhwvPPOO7h8+TJdXmGLpqYmux0S6enpOHr0KAICAqBWq5GYmHjd70I6k+ee\n", "e45VgOHzzz9v9vHq6mq8+OKLeO2118wuNHuKarW1tcjKyjJb+mGO+vp6m11hTp8+DU9PT0RGRjIa\n", "0xIuLi69XmvBggWQyWT46aefoFKpHC5NHjp0KPLy8noF00ZFRQHoWth3F/Z6olAoAMBuh8SgQYPo\n", "cFtzjBkzBm+//Tb0er3Jz3NPdu7ciQceeACVlZUIDg62GciZmJgIg8EAgFtBoqysrN8LErt378bQ\n", "oUNpsVUqleLTTz/FyZMnLXY7uR4IDg7G448/jieffBJ///03wsLCTJ4Xi8Xo7OxEVVUVJ2U6hBsP\n", "RiUbAoEAUVFREIlEjP+Y6z9LIBAIBAKhf0AtRrgKG2tqakJ+fn6vhZo9wZZsSjb8/PzA5/Nx4cIF\n", "ZGdnY/369Xj//fchl8sBAMuXL+9X6e79rR3pm2++iYkTJ9p1bkdHB/3v6upqbN26lQ4X7Q4X2R5i\n", "sRjl5eVWj1m0aBEOHTrkcPv5iIgIXLp0yeQxHo+HTz/9FKGhoQ6NTSGXy7F48eJem31BQUHw9PS0\n", "ubBXKBQQCoV232+vX78eTz/9tMXnx44di5CQEDpE1xKbN2/G+PHjIRKJEB0dbbVkQ6lUYvXq1QC6\n", "/j+nTZvmcAccPz8/hIWF9ftOG3q9Hr/88gtmzJhBPzZp0iT4+fndEIKpXC6HRCLpJUYA3P+uIdx4\n", "MHJIMG0/1B1bvzQIBAKBQCDYhqrR5boMgdqpqqioMGlFZy8HDx6EwWAwyY+gXsfDwwN///03HQ5o\n", "C41GA39/f5vHUWUAAPDqq6+io6MDU6ZMwbJly8Dn8xEQEGBzQdVXOFqy0N948sknUVpaSrfCpMo+\n", "nNH2EwCGDBmCixcvorW1FR4eHmaPGTBgACevHxERgerqahgMBhNxIygoCAcPHsQ333wDnU4HHo8H\n", "Pp8PPp9P/9vS39S/jUYj3n77bTQ3N2P79u0YO3YsnnnmGfo1eDweo04bVIcNZ1n9J0yYYHMBqVAo\n", "sH//fmzYsAEAsHHjRqtColQqpTPmjEYj3QGHqUvGEtdDsGVeXh5UKpWJIOHm5oa7774bMpkMr776\n", "6rWbHAfI5XIMHTrU7HODBg2CUChERUUF7rrrrj6eGeF6gJEg4e7u7ux5EAgEAoFAsIBMJkNWVha9\n", "+xgdHe3wrpqfnx+Cg4M5CxvLyclBXFxcr4AzgUCA5ORkxp02DAYDtFotI4dE9zKAlpYWAF1iBrWI\n", "7N4m9VrjaMlCf+DixYsoKCjAtGnTEBcXhw0bNqClpQWenp5WBQkuRLXuu6zDhg1z8J1YJyIiAjqd\n", "DkqlspcjQiKR4K233nJo/CFDhtCZbMuXL0d6ejpuvfVW+nmq04Y1FAqF3eUaXLF161a4ublhzpw5\n", "ALryISxhyyXjiLgqkUiQm5tr8XUBXPMMmd27dyMkJITO2qCQSqXYunUrKisrGefm9DeMRiPkcnkv\n", "MZqCz+cjPj6eOCQIFnHM00YgEAgEAsHpBAcH4/Dhw6zbe9qCq/RzlUqFvXv3WrwhZdNpQ6vVwmg0\n", "2hQkLC1wqqur6UVISEgI6uvrGb2uM+nP7UhLS0tx8OBBRsf++eefmDNnDgwGA6ZMmYKOjg5aUGls\n", "bIRQKLToXvjggw/A4/HoULu0tDRWotqQIUMAoE/S+iMiIgCgV9kGV0ilUrz44osAgM7OTsydO9dE\n", "rBGJRIwECXsDLQ8ePIimpia7zqUwGo3YvHkzZs6cybi8ylkkJCSgoqICer2efozqTJScnIzk5GRk\n", "ZGQ4XB7iCLt378a0adN6lRPdeeedcHd3h0wmu0Yzc5y6ujo0NjZadEgApPUnwTpEkCAQCAQC4TrB\n", "nvae1nBUkKBu+hMTE1FZWYkDBw6YvelPSUlBaWmpSeaAJTQaDQBwssjpTw4JNsHgfcnGjRuxZMkS\n", "RsfW19fDx8cHHh4eSExMRFhYmEnJhqVyCYPBgJdeegkxMTHIyckBAKxevZqVqBYYGIiAgACLJcFH\n", "jhyBVCp1eKENdAVF8ng8p4pZb775JjIzMwF0LejmzZsHnU4HgJkgQZVssCU/Px+ZmZn098EWCoXC\n", "bJjo33//Dblcjn/84x+MxmHSHtJeJBIJ2tvbTf7PKEdSbW0tamtr6fKQa0FFRQXKy8tNyjUovL29\n", "MXXq1Os6R4LK67EmSIjFYuKQIFiECBIEAoFAINykUDeJ9i6WqZt+SoQoLy83e9OfkpICnU7HKHiO\n", "qSDBZIFzrQUJKsCypaUFzc3NvZ7vD+1IBwwYwLjtp1KppEUEHo+HKVOmMBIkNm7ciD///BMbNmyg\n", "O0fU1NSwmiePx0NxcTGWL19u9vmCggLs27cPPj4+rMY1R1BQENra2jBt2jSHx7KEi4sLvvvuO1pU\n", "+Ouvv2jXRFRUFJqbmy2KK0aj0e6SjZdffhlJSUmYNWuWzWObmpowefJkpKenIzs72+Q5kUiEzz77\n", "zCTEVqVS4Z577kFhYaHZ8WQyGTIyMhAWFoawsDBkZGRwshDv3mmDmkd/ciT9/PPPEAqFmDJlitnn\n", "pVIpcnNzUVZWds0dU/Ygl8vh4eFhteQkPj4eFy9eRFtbm8Vj+lvgL6HvIIIEgUAgEAg3KfHx8dBo\n", "NGhoaGB9Lpubfqrmn0mOBBuHhK0FzrUq2ehuF5dIJIiNjYWfnx9SUlLoBf2QIUP6xa7ogAEDoFar\n", "GYlS3QUJAJgyZQqKi4tx+fJlLF26FOvXrzc5XqVSQS6XY/ny5XjooYeQmZkJHx8f+Pj4sBYkgK6F\n", "upubm9nnTp06BYlEYrVFJVN4PJ7F1+GS4OBg/Pjjj3QZy5o1a7B9+3ZaaLPkklCpVGhvb2ftkNi/\n", "fz/279+PN998k9H/k7+/P44dO4bx48dj2rRpeOutt+jrxN/fH48++ihcXP4XR+fl5YUff/wRJ0+e\n", "NDues0rPBg8eDE9PTxMhpL84klQqFX766SdMmTIFnp6eZo8ZO3YsjEYjxowZ0y/KS9hSUlKCxMRE\n", "q9eUWCyG0Wg067bpb+U1hL6HCBIEAoFAINykUEGBzq7t9fX1RUxMDKMcCTaChK0FTmhoKNRqNdrb\n", "2+2fvB10t4tfvnwZOp0OgwcPxokTJ3D69GkkJCRg1KhR/aLDxoABA6DX66HVam0e21OQmDx5MoYM\n", "GYJLly4hISEB48ePp4+jFhgjR47E1atX8cILL9DnhYeH2yVIWOP06dNITEzkdExHuHz5MoqLi7Fg\n", "wQKrgt+YMWOwdu1a+uuHHnqILm2yJEgoFAoAYCVIGI1GrFixAqNGjcLMmTMZn+fn5weZTIZXXnkF\n", "//73vzFnzhyL14pQKER4eLjNchMuS8+USiXGjRuHjo4OvPvuu8jIyEBJSQn9OdKdvnQkUT8DSUlJ\n", "yMvLw+nTpy0ush9++GEAXZ9917q8xB6sddig6N7VqSf9qbyGcG0gggSBQCAQCDcpsbGx4PF4dgkS\n", "bGvCmQZb2pMhYWmBExISAgB9uttmK2wzMDAQs2bNwi+//ILOzs4+m5clAgICAIBR2UZ9fb2JIDFo\n", "0CCUlpYiNTXV5LjuC4y2tjZ0dnbioYceop/nWpAwGAz9TpBYuXIl0tLS6A4K1li6dCnuv/9+AMDV\n", "q1fxyCOPQCgUWmz9SQkSbEo2du/ejWPHjuHtt99m3SqUz+fjlVdewa5du5CTk4MZM2agtbXV7LEi\n", "kcjm++US6lrr7OxEa2sr8vLykJmZiaioKAwfPpxuHzxixIg+dSRR86IcWufPnze7yO5v5SVsMRgM\n", "OHXqlE1BIjg4GL6+vr1+11zv75/ADUSQIBAIBALhJsXDwwORkZF2OyRkMhnS09MBdO20W6sJHz58\n", "OE6cOGHTSq3RaCAQCCzam9lAtWzsL8GWFNOnT0djY6NJG9BrBZX7wESQmDFjhsU6eAomCwx7BQmF\n", "QoHRo0ejoKCAfsxgMOCxxx5DU1MTJk2axHpMS6xfv57Ou2BLe3s7vv/+ezzyyCMAbHfr4PF4+Oyz\n", "z+jSpvLycri6ulpc2FdXV4PP5/dqSWqNr7/+GpmZmZg8eTLjc3oyY8YM5OfnIzg42KJYEh0dbdMh\n", "wRWWrjUPDw/k5OSguLgYBQUF4PP5WLx4cZ85km6mRXZVVRVaWlpsChI8Ho/T1p8kb+LGgggSBAKB\n", "QCDcxDhykxgcHIyPP/4YALBjxw6rNeEpKSlobGykd3ctodFo4Ofnx3oX1xzXQpBg4hwZOXIkQkJC\n", "8PPPP/fZvCwRHh6O+++/H15eXjaPXblyJebOnWv2uRdeeAF//vkn49e0R5AYMGAACgoK6FR/AGhp\n", "aYFcLsdXX32FjIwM1mNaQiAQ4O+//7bLxbJnzx6o1Wo8++yzEAqFqK6utnmOp6cnfvrpJ9oZpNVq\n", "sX//frPHKhQKhISEmOQ32GL79u3YunUr4+MtIZFIsG3bNjpIsifR0dF96pAwh5+fH91+Ni4uDhMn\n", "Tuy3bTWd2X2kL2DSYYPCXFcntu+f5E3cmBBBgkAgEAiEmxhHW39SC0tbdvmUlBQAsFm2QQkSXDBw\n", "4ECnt280h0wmg7e3Nzw8PMyGbfL5fEybNg27d+/u03kBvXcWw8LC8M0332DIkCF2j1lVVYX3338f\n", "ZWVljBYYlCDBNnjQnKPH29sbubm5jNtPMiUiIgIGg8EuMWvz5s0YOXIkEhISEBERYdMhQREXF4fN\n", "mzfTX8vlcrMijz0dNlxcXOgSJmciEolQU1PTJ7ktTBezUqkUBw4cMJsr4ax5hYWF2ZwXBRXO6+rq\n", "Cg8PD866j/QFcrkcfn5+jPJMLLX+lMlkiIiIAI/Hg4uLCwICAiy+f5I3cWPCXFolEAgEAoFwwyEW\n", "i/HFF1+goaEBAwcOZH2+QqGAm5sbgoKCrB4XFRUFPz8/nDhxAnfffbfF45qamjgTJFxcXBAUFNTn\n", "JRsDBgxAZ2cnVqxYgaVLl5pdhEyfPh0bN25ERUUFHS7qTJRKJaRSKW0lF4lEkMlknNjY77rrLgD/\n", "K/+QyWSYMWMGjh07Bn9/fyQmJposMMLDw+lWqGy/12KxGOXl5SaPcdFZoycREREAusot2Cz+Gxoa\n", "kJ2djTVr1tDjMBUkgK6yiJdffhlvv/02AGDu3LmYO3cujEYj/efXX3+Fq6srli9fDjc3N/oPn8+H\n", "Xq+HwWCAXq+HXq+Hp6cnFi9ebNfPtj1MmzYN+fn5TvmemEMmkyErK4t2ZURHR/dazM6cORNPPfUU\n", "fv31V9x7771On1N7ezsMBgPc3d0REBAAHo9ndl4UVDjvvHnzcPbsWRw+fNjpc+QKuVyO5ORkRo62\n", "+Ph41NXVobm5Gb6+vvTjwcHBCA8PR2pqKiZOnIjnnnvObEaJrVKY68FRQjAPESQIBAKBQLhJUSqV\n", "+Oyzz9DR0YGhQ4ciNjaW9SJVoVAgPDzc5g0pj8dDSkoK8vPzrd48cumQALrKNvraIVFaWoq2tjaM\n", "Hz/e4vucMmUK3N3d8fPPP+O5555z+pyonUWK2tpaZGVlMV78NDQ0oKSkBBkZGRAKhSbPpaWlobS0\n", "lA4QDA4Oxvbt2xEVFYXPP/8cc+bMMTk+PDwcQJe7xh5BYv369cjOzqaFEGfQXZAYO3Ys4/O+//57\n", "AKAXvhEREawdSK+//jp2794NuVyO+vp6rFu3zuxxH3zwAaPxtmzZgqNHjzIqy3GUkJCQPnFiUFCL\n", "ecr1Y+7nLTIyEunp6di5c6dTBQlqDq+99hpOnz6Nw4cPIzo62uK8ejJ8+HDs27cPRqORk5K1vkAu\n", "l2PcuHGMjqWE17Nnz5rkszQ0NCA/Px9ffvkl5syZg1deeQVffPEF3njjDafMmdD/ICUbBAKBQCDc\n", "pEilUpSWlgLoEifssb/W1NTQC0xrKJVKVFRU4JdffrFa+8u1IBESEtLnDonjx48DQK/uE93x8vLC\n", "lClT+iRHwtbOYllZGc6dO2d1jNzcXEyePNlsy0dKcOi+6FKr1QC6nDE96S5IsIUqLWHjOrAHf39/\n", "eHl5sX6dxMREvPrqq7Rj6LnnnsNHH33EagyBQIB3332X1TnWkMvlWLx4MesSmesJW61EpVIpsrOz\n", "nVJK0j3XID4+HuvWrcPrr7+OESNGsGpxmpCQAI1G0+9CeC2h0+lQVlbGKD8CsNz687fffoPRaMQd\n", "d9wBb29vPPDAA/jiiy+g0+lMjgsMDDQb5Hq95G0QLEMECQKBQCAQbkK4SoJXKBSM6oelUinq6uqg\n", "1+ut1v46wyFxLQQJsVgMHx8fq8dNnz4dubm5jDpcUDgjXf7BBx+kSwQsoVQqwefz6bKM7kilUpw/\n", "f95EgKHek7njqfp6ewSJJUuWoKSkBI899hjrc9nA4/EQERFhM4S1J5MnT8aKFSvor5OTkzFixAjW\n", "rz98+HAAXS6IY8eO4bfffjNbFhUYGIht27ZBJpNh586d2LVrF/bs2YMXX3wRAODu7g4A2LZtG6ci\n", "x/WGVCrFlStXcODAAaeMTeUaUELcrl27WI9DBYWWlZVxOj9ncebMGeh0OsaChL+/PwYOHNgrR+LX\n", "X39FamoqLTY89thjqKurM5uxExYWBjc3N3h5eYHP519XeRsEyxBBgkAgEAgEgt3U1NTYFCTYiB/O\n", "cEj0dclGUVER3Q7VGtOmTYNer8evv/5q81hH0uVthf8NGDDApiiiVCoRFBRkMRuAsqZTUAuzgICA\n", "Xsd6eHggICDALkHC1dWV8QLIHGwEnfz8fKxatcru13KE0NBQOhti1KhRSEtLM+twcHNzw+TJkzFz\n", "5kxIpVLMmDED0dHR+Pjjj3HffffRJSQA8PLLLyM7O9vpc1+9ejXeeecdTsZqb2/nJIwyKSkJcXFx\n", "nC9eLX22VVVVsRYOY2Nj4eLi4nRBgitRk+qwkZSUxPic+Ph4E4eEXq/H3r17Tcqvhg0bhrFjx+LT\n", "Tz81OffQoUPIzs7Gpk2bsG7dOhgMBuzYsaPP2rkSnAcRJAgEAoFAuAnhqt0clSHBFRqNhs4i4IK+\n", "dkjo9XqcOHHCpEbaEoMGDUJ6ejqjsg1H0+VlMhlGjx4NAL12FpkKEmyyAajxLIlL9rb+tBd7BB0f\n", "H59rVsvP5/MxePBguqSw9joPAAAgAElEQVSqtLSUFnm60/PnVavVYvbs2RCJRNiwYQOkUilef/11\n", "AIDRaMR9993nUFcdJpw8edIuh4A5EhMTbbp3mMDj8SCVSrFr1y7o9XoOZsY9rq6uiIuLo7/nXMN1\n", "y0y5XI7Q0FCbgcbd6dlpo7CwECqVCnfeeafJcUuWLMHvv/+Os2fPAuj6XF22bBlGjx6N+fPnY/z4\n", "8QCA4uJiu+dP6D8QQYJAIBAIhJsUqt0ctdCMiYlhtYOo1Wqh1WptOiTYiB/OKNnQarVoaWnhbExr\n", "lJeXo6WlhZFDAugq28jOzkZtba3FY7gorwkODsZXX30FoMvGf/jwYXpnkakgwWYnUq1Ww9/f36Kj\n", "oq8FCWe3C/zzzz/x2GOP4erVqyaP63Q6/POf/0Rubi7jsaiFo0KhwKZNmzB06FDcfvvtGDNmDEaP\n", "Ho2wsDCz7WQB4KmnnkJ1dTV++uknOsRyxYoVmDVrFoCun6+ZM2c6tQWmSCQye73aQ2JiIk6ePMnJ\n", "WFKpFEqlEseOHeNkPIA7YZdCIpE4zSHB9c+AXC5n7VaKj49HeXk57fbJzs6Gv78/LZZS3HPPPQgI\n", "CMCHH34IlUqFzZs3o7i4GGvWrKG7lvj6+hJB4gaBCBIEAoFAINykUAn1p06dwvjx4xEdHc1q0Ukt\n", "KJlkSFDih0AggJeXl9nFlMFggFar5bxkA0CflW0wCbSkUCqV2LFjB7RaLYYOHerwjqUtqNaIra2t\n", "6OzspB93hiDR2NhotlyDIiwsrM8ECUcFHSaL940bN+LQoUPw9PQ0edzFxQVfffUVq0UwtXBsb29H\n", "W1sbTp06BVdXV+Tk5ODo0aMoKSlBSUmJiahEsXz5cmzbto0O/wS63BZff/01vXgsKyvD/fffD4PB\n", "wHhObIiOjkZdXZ3Z1o1sOHjwIKKjozkTJMaMGYOQkBB89913nOawyGQyxMTEAIBFoYgpCQkJThEk\n", "uMoM6o49goRYLEZTUxP9mr/++ituv/12uLiYNn7UarUQCoVYv349kpKS8Nhjj0EqldIdb/h8PlJT\n", "U1FUVGTX3An9CyJIEAgEAoFwkxMYGIj58+fj0KFDrAMtATAq2aDEjxEjRuDOO+80u5jSarUwGo2c\n", "OyQA9FnZxvHjxxEbG8uo7EQqldKLrcbGRos7loGBgWbLJdjuwnZfkDQ3N9P/ZiJIZGRkYMKECYxf\n", "S61Wmw20pOhrh4S9rFy5EqNGjbLaoaKxsRE//PADFi5c2KvEgwrHrK6uZvR6lhaOnp6e9ALfWueG\n", "xMREs+1Qvb29sWvXLvp7smfPHvznP/9hNCe2UI6BCxcu2D1GQ0MDMjMzcfHiRdTU1ODy5csOz0ul\n", "UsFoNOKTTz7hpGSBIjg4GPfddx9CQ0MtCkVMkUgkuHTpEq5cueLwvJxJa2srzp49a5dDAugKxFQq\n", "lSgsLOxVrgF0fTbW1tbCaDSivr4eOp2uV8eb1NRU4pC4QSCCBIFAIBAIBEilUhgMBrPJ5pagFpRs\n", "MiREIpHFxQW1E+0MQYIrh4StQDimgZZsdiz1ej0EAgGEQiH9fqKjo1nvwlIOCcB013/IkCGYPHly\n", "rzZ73XnrrbdYdbaw5ZCgBIm+aEXpiK3+lltuQUVFBe18MceXX34JvV6Phx9+2OzzERERTm9TyoSY\n", "mBh8//33tGiycuVK7N+/n/PXoQJOu19vbKFKXB5//HEA4MQlQZVs2Or0Yw91dXUYPHiww+0nqU4b\n", "5eXlXEyLhuvSktLSUhiNRtaCRFxcHICu1p/79u2j2312x9JnY01NjclnY2pqKs6dO+fU8iNC30AE\n", "CQKBQCAQCAgNDcW4cePw008/MT5HoVDAz8+PrlVnwqBBgyzuFjtDkAgMDIRAIHDYIcEkEM5gMKC4\n", "uJhRoKUlzAXuffzxxygqKsLvv/8OuVyO0aNHIy0tjfUubFVVFXx9fQGYOiRuv/127NmzB66urnbP\n", "uydMHBIdHR2sWp46AlUyJBQKAXRdh0wEnczMTISEhGDr1q1mn9fr9Vi/fj3uvfdei98PNoKEvQvH\n", "0tJSRi6CqVOn4rXXXgPQdb3Onz+fdWtTWwwaNAguLi4OCxKRkZHIzMyEUCh0WJBwRslCd2pra+l2\n", "to5ACRLOCLacPn06gK7ONzweDyKRyO7SEqrDRmJiIqvzvLy8MHjwYJw5cwa//vor0tPTWYXldof6\n", "nP3777/tOp/QfyCCBIFAIBAIBADA7NmzkZOTY7JYtYZCoWCUH9GdQYMGQaFQmN0Zd4YgwefzERwc\n", "7LAgwSQQ7syZM7hy5Qojh4SlhadarabnqlKpUFRUhJdffhlPPPEExo0bh8DAQNx22204dOgQ6wyA\n", "yspKDBs2DACzXARHYOKQANBnZRtUyRC1ey+RSBgJOi4uLpg3bx6+//57s2LRnj17UFVVhaeeesri\n", "GGwdEpR4Yi28sid33XUX4xalK1asoG3yDQ0NmDdvnlV3DFsEAgFycnIwe/Zsu8fIzc3FLbfcAhcX\n", "F9xxxx3g8/v3koUrQcLX1xfh4eGc5UhQjq7CwkK8+uqreOqpp3DmzBkMGTIEd911l12lJSqVCgUF\n", "BRCJRPDx8WF9fnx8PEpLS7Fv3z6z5RpMRTmJRAKhUEhyJG4A+vdPN4FAIBAIhD5j1qxZ6OjowJ49\n", "exgdX1NTw1qQGDx4MFpbW9HU1NTrOWcIEkBXsKUjJRtMd1cpWz9Th0TPhefIkSMRHx+PW265BcOG\n", "DUNycjLGjh2Lzs5OPPvss/R5kyZNgkqloncpmVJZWYmUlBQAYCw6UccWFxejvb2d8TlMHBJA3wkS\n", "QJeb4fz58wgNDcXx48cZl4ssWLAAtbW1OHToUK/n5HI5br31Vqsi1ODBg1FXV4eOjg5Gr0eJJ9bC\n", "K3vS0NCAgQMHMhqfz+fjm2++QWRkJADg8OHDePHFFxmdy5SJEyfavfN99epVFBUV4dZbbwUA7Ny5\n", "06rgwwSuSxZ6wpUgAXATbNnd0TV06FDccsstSEhIwHvvvYfAwECIxWLWDpbuY37++efQaDR2ZXCI\n", "xWJkZ2ejsbHRrCABMBPlXFxckJycTHIkbgBcbB9CIBAIBALhZiAyMhIjR47Ejh07cN9999k8XqFQ\n", "mKT5M4ESMBQKRa8ddEqk4FqQCA0NteqQoEQFRxcmRUVFEIlEVhfi3aEWnt1fX61WIzIyEiUlJSbH\n", "PvDAAzh8+DCArm4Bbm5uOHjwIO14sIVWq4VKpaIFiZ4OCaVSCY1GQ4fOdSc/Px9Tp07F+fPnaYeB\n", "LWw5JKgsjL4UJC5cuID29nbce++9WLt2Lc6fP4/Y2Fib540cORJxcXHYsmULJk+ebPLcihUrbC7m\n", "b7vtNuzatatX4KUtmF6Pra2tuHr1KmNBghr7hx9+wC233AKdToc1a9YgIyMDc+bMMXu8VqtFVVUV\n", "KisrceHCBVy5cgWdnZ3o7OyETqdDZ2cngoOD8c9//pMui7GXY8eOobOzE7fccotD4/REJpMhKysL\n", "paWlUKvVGDVqlN0lC93R6/Wor6/nTJCQSCQ4ePCgQ2NQjq7uCAQCuLu7A+gSYvbt2+fQmO3t7cjK\n", "yqI/l5igVCqxd+9etLW1gcfj4fnnn4dMJusluJn7bDRHampqr/dJuP4gggSBQCAQCASa2bNn4/XX\n", "X0dLS0uvFoY9USgUyMzMZDV+d0GiZyCaRqOBQCCw+bpsCQ0NNRsSp1QqIZVKafeDSCQye3NM7a7W\n", "1taaPN5zd/X48eOMyjV60n0Mg8EAb2/vXin7lBsjMDAQHh4eGDt2LA4ePIinn36a0WtQ7zExMREu\n", "Li69HBJPPfUU6urqzLoAqF1QpvZuvV4PjUZjVZhxd3dHUFBQnwoS1K7zggULsHbtWrojii14PB6e\n", "ffZZi50PerYs7ElkZCTtRnAGVHYEG0ECAEaNGoW1a9fiiSeeAADcd999WLZsGdzd3eHm5gZ3d3cY\n", "jUZcunSJcc5CcXExvv32W9biS3cCAgKwdOlS1vkEtqAWuQcPHkRmZibWrVtndzeM7jQ0NMBgMHAq\n", "SGzYsAGdnZ02ry1zWHJ01dbW0p8hMTExqKyshMFgYFQOY8slxlQ8k0qldPcVo9FIl75ZEjVsjZuW\n", "loaNGzeira3NYSGMcO0gJRsEAoFAIBBoZs2ahZaWFuzdu9fqcQaDAbW1taxLNiirvrkgPY1GAz8/\n", "P4cWM+YICQkx65BgkgtBsWnTJvB4PHh7e8PFxQU+Pj7YsWMH/bzBYEBRUZFDgZYUTN7/pEmT8Oef\n", "fzLOkaAWE9HR0fD19e3lkJBIJBZt4kqlEl5eXozDSymnizWHBNB1LfQUeZxJWVkZPD09kZaWhoiI\n", "CKudM3ry+OOP44UXXnDi7OynoaEBAHtBAgCWLl1Ku6Go1opnz57F6dOnUVxcjBMnTrAKfdy6dSu+\n", "+eYbnDhxAvfdd59d7StTU1Px3//+12ShfPnyZU5adALAiBEjAHRlvnABdQ1zWbKh0+kcCgW1RXR0\n", "NNrb2/usHTLgnGDR1NRU6PV61uVrhP4FESQIBAKBQCDQxMfHIzk5GVu3brV6k9jQ0IDOzk5WLT8B\n", "wM3NDQMHDrQqSHANVbLRPTOA7c3xzp074ebmhoKCAnzzzTfQarUmyf/nz59Hc3OzXQ6J7jCtdZ80\n", "aRLUajXjhPnKykq4u7sjNDQUfn5+vQSJhIQE1NfXQ61W9zpXqVSy2kmmxrBVukK1/uwrysrKMGTI\n", "EPD5fKSnp7MSJHryyy+/9BuruCOCBI/Hw2effYa5c+dCJBIhLCwMAwYMgJeXF1xcXMDn8xEZGYkJ\n", "EyZg4cKFePXVV/HVV19h165d+OWXX7Bv3z7s378fa9eupcd8/PHHUVpaiu+++87sz5g9DB8+HB9+\n", "+CEnY/n4+CAsLAwVFRWcjMe1IOFopw0mnyExMTEAuj63uBrzWpCcnAyBQECCLa9zSMkGgUAgEAgE\n", "GqVSCbVajR07duDIkSMWyxiohSRbhwR1Tl8KEiEhIWhtbcWVK1fsSoXv6OjAunXrcP/990MikWDI\n", "kCFYu3YtVq5ciSlTpoDH47EOtLQGVetO7ZBGR0f3qnUfPXo0hEIhDh48iNTUVJtjVlZWIioqCnw+\n", "H35+fr1KNrovgjIyMkyeq6+vZyVIUK08mTgkTp06xXhcRykrK6PfZ3p6OlatWgWj0cjakaPX6/Hk\n", "k09i3LhxGDt2LKNz/vvf/8LPzw8LFixgPW9bCIVCZGRkICgoyK7zvb29sW3bNrPPMf3/yczMRElJ\n", "CTZu3IirV6/i7bffBtB13fUszbKHYcOGOdz6szvx8fGcCxL2hnj2JDw8HD4+PigrK8OMGTPsGkMm\n", "k+GOO+5AcXExBgwYAIlEYvIZQokLlZWVjLM6duzYAYlEAq1Wi+DgYMTExLDK4GBa+sYGDw8PSCQS\n", "Emx5nUMcEgQCgUAgEGikUimqq6thNBqtljFQgsL1IEhQAYrd7cmWdvxEIlGvm+MffvgBNTU1dKcL\n", "Ho+H119/HUePHqVLW4qKihAREWHXLnVPmHRZcHd3R0ZGBuPwu6qqKjqQ0lzJhlgsBo/HM1u2cSM5\n", "JLoLEk1NTYx3iCnWr1+PJ554ApWVlXjyyScZn/fzzz/jxx9/ZPVaTJkwYQIOHz7MefYKwKx8iOLD\n", "Dz+kQ27lcjkEAgFrh8TBgwdNSqEouBYkxGIxpyUbQUFBcHV15WQ8Ho8HiURit0MC6PoMocJWjxw5\n", "0uszxMvLC8HBwayu/x07dkCj0eCHH36AXC5n1P2lJ/a0tLVFWloaESSuc4ggQSAQCAQCAQC7MgaF\n", "QgE+n29XKNy1EiR6tv6UyWS0u4ByTkyaNMnkGKPRiNWrV+P2229HUlIS/fjUqVMxbtw4rFy5Ekaj\n", "0e5AS2sEBgZa3TmkciQ6OzttjlVZWUkLMOYcEh4eHhCJRGYXQRKJhLETAGDnkKitrWWcg+EIKpUK\n", "DQ0NJoIEANZlGzt37sRnn32GUaNGYdSoUYzPi4iIwKVLl1i91vWGl5cXvv/+e7i5uQHocpIcOHCA\n", "1Rgff/yx2dKMYcOG4eLFi2bbBduDWCxGRUUF49av1uCy5SeFtUwXplAiqaVOSFSwpTVUKhVUKhXO\n", "nz+P5cuXY8mSJZg1a5bdjgZ7WtraIjU1FSdPnmT0OUjonxBBgkAgEAgEAmtqamoQGhpqVwr84MGD\n", "+7xkA0CvALfg4GA899xzALpu3l988UV88MEHJmUEf/75J4qKirBs2TKTcymXRGFhIbZs2YLCwkLO\n", "BQlbTJo0Cc3NzThx4oTNY205JAAgKyvLrOPl/fffx0svvcR4Xmq1Gq6urjZDMMPDw9HZ2Ul3iXAm\n", "VJcVSpAIDg5GREQECgsLWY1DlVywcUcAN4cgAXRlPbz//vv019nZ2YyDE41GI3Jzc82WEFDtbbly\n", "ScTHx0Or1fYSKe3BGYJEQkICysrKHBJMbIXsRkdHW3RIKJVKZGRkIDk5GcnJyUhNTUVgYCDee+89\n", "u+fTHVtiKxtSU1PR2tpqtpOSo1CCDMG5EEGCQCAQCAQCAHbBZQqFwq5yDaDLIaFUKtHe3m7yuEaj\n", "gb+/v11jWiMgIACurq5mF0YFBQWIjY1FXFwcXn31VcTExGDRokWor6+HSqXCmjVrkJSUhKlTp/Y6\n", "NykpCb6+vli4cCE0Gg22bNnCWScAJowcORKenp42yzbUajU0Gg0tSJhzSADAqlWr8Mwzzzg8r8bG\n", "RgQEBNi0+1OBqH1RtlFWVgYej4f4+Hj6MXuCLe+77z589tlnmDdvHqvzIiIizF7zXFBfX29XNwtn\n", "8eSTT2LatGkAuvJXFixYwGj3+syZM1Aqlbj11lt7PTdkyBC4ublxJkiIxWL6NR2lrq7OKQ6JpqYm\n", "s4IJk0Wy0Wi0KUhYc0j07EDU3NwMX19fuzJ4nM3w4cMBgNOyjZ6CTEZGRp9+tt9s9DtBoqqqCt7e\n", "3khNTe31Jzc3lz7u1VdfRVRUVK9jJk+ebHbcL7/8EikpKUhJSUFSUhLef/99TmxaBAKBQCDcSFA1\n", "vpSNNikpyWyNr0KhYN1hg4ISMnqGmznLIcHj8RAaGmr25r6goAAjR44E0BUOuGrVKhQUFEAsFiMx\n", "MRG7du3C4sWLzS6us7Ky0NzcTJcclJWVWWwb6gzc3Nwwbtw4m4IEtejoXrJhziHBFWq12mZ+BND3\n", "goRIJIKHhwf92IgRI1BUVMTqftDd3R2PPvoo67yAwYMHAwCqq6tZnceE2bNn4/HHH+d8XHvh8XjY\n", "tGkTHbJ54MAB2olkjdzcXPB4PLPlQa6urpgzZw68vb05mWNsbCx4PB4nwZbOKtkAYFK2wWaRfPHi\n", "RTQ2Ntp0SCgUil4imaXSvcbGxn7pFvD390dMTAynggSbltAEx+l3ggTQpfgXFxf3+tPdwsXj8fDG\n", "G2/0Omb//v29xlu/fj3++c9/4ssvv8Tff/+NPXv2YNWqVfjXv/7Vl2+LQCAQCIR+D1XjK5fL4e3t\n", "jQceeMBsjW9NTY1DDgkAvco2nCVIAF1lGz0dEp2dnSguLjbJAnjzzTcBAM3NzfTN/vbt23uNx7Zt\n", "qLOYNGkS/vrrL+h0OovHUPO0VbJhjra2NlRVVVkdvydqtdpmfgTQ9T3h8Xh9JkhQizwKe4Mt7SEi\n", "IgIAnFK20dDQwEmYKpcEBQVBJpPRws1HH32EL774wuo5f/31F1JSUix+BmzZsgUPPvggJ/Nzd3dH\n", "VFSUw4IEFf7LtSARFxcHFxcXk0wXNotkqg2mLYeE0WjEhQsXOJ37tSA1NZUzQaK/fLbfTPRLQYIp\n", "TBRtrVaLl19+GYsWLaJrO6Ojo/Hss89i9erVNsNcCAQCgUC4GRk4cCDS0tIsWtq5cEh0FyQMBgO0\n", "Wq3TBInQ0NBegsSpU6fQ2tpKOyQs3YheuHCh396ITpw4EVeuXLHqkqisrISnpye9Y02VbPS8jzIa\n", "jSgtLTX5vpw4cQLR0dGsAvaokg1buLi4ICQk5JoKEgBY50jYQ1RUFL7++muLAYOO0B8FCQAYN24c\n", "Pv30U/rrxx9/HH/99ZfF43Nzc82WazgLKtjSEZqamtDe3s65IOHq6orY2Fj6547tIrmoqAghISFW\n", "50UJlD0FOTale/0FSpBwpvudjShLYMd1LUgwYe/evdBqtb1KOTIzM6HX6/HTTz9do5kRCAQCgdC/\n", "sVRj397eDpVKZbdDwt/fHx4eHiYLX61WC6PR6FSHRM+Sjfz8fPD5fLrTBhv6w027UqnEsmXLwOPx\n", "MGfOHIsWbirQkio78fX1RWdnJ1pbW02O4/F4GD9+PDZu3GjyGgBYt/1kUrIB9E3rz/b2dpw/f76X\n", "IDFw4EBERkayzpGwB6FQiH/84x8WF4j2BhjqdDqo1ep+KUgAwEMPPYSnn34aQNdcZ8+ebXZH3mg0\n", "4t1338WiRYv6bG5ctP6kys64FiSA/wVb2gOVH2Etx2Xw4MEQCARmN2dlMhlGjx4NoEvA5KI9pzNJ\n", "TU1FU1OTQy4JKpsjMDDQbFZGc3Mz6eThJPqlIFFfX4+FCxdizJgxEIvFmDlzptlSjL1792Lq1KkY\n", "Pnw4hg0bhqeffrrX7geVPB0bG2vyOPU1lz2NCQQCgUC4kUhPT8f58+ehVqtNHqcWkPYKEjwer1fr\n", "T6qEoC8dEgUFBUhKSqK7QbAVGai8jbCwMISFhfX5TbtUKsXRo0dhNBqh1WotWrgrKyvp3VDgf//H\n", "5oIte7YbVCqV4PF4rEQWpg4JoG8EiXPnzkGv1/cSJAD7gi255tSpU0hISEBOTg7rc6nd8f4qSLzz\n", "zjuIj4+nQ2EbGhowY8aMXiGcPB4Ps2bNsioOGo1GVFRUcJbDER8fj7Nnz0Kv19s9hjMFCYlEQpds\n", "BAYG0jkk3bH02WQr0BLocihFRUWZFSSCg4OxatUqAF2tbrloz+kslEolXnnlFQDAlClTWAdQ9szm\n", "SEpKwrlz5xAUFER/to8YMQJ+fn6455570NHRQbpvcAz7Xl1ORiAQwGAw4NFHH8W4cePQ3t6Ot99+\n", "G7fddhs2bNiAxYsXAwA8PT3B5/Px3XffISgoCFVVVbj33nuRnp6O/Px8+iapoaEBQNduQHeor6nn\n", "CQQCgUAgmEJZ2ouKikychpSQYG/JBoBegkRTUxMA5woS9fX1MBqN9K5h90BLCplMhqysLPomPTo6\n", "2qLIQOVtUDemfWlntmXh7j6XyspKZGZm0l9T90AajQahoaEm5yckJJiUMCiVSgQGBrJq78rWIeFs\n", "QYASWCwJElTQua2uIM5i+/bt8PPzw4QJE1ifS7VM7a+CREFBAZqamvDjjz9i1KhROHv2LE6ePIlJ\n", "kyZBIpHAxcUFAoGA/rv7v11cXMDj8XDlyhVoNBpoNBpkZ2cjMDAQ48ePx4YNGxz6vBCLxWhvb8el\n", "S5fMCpFMcLYgcenSJVy4cAGDBw+Gt7c3BAIBAgMDceXKFej1euzYscPsnOrq6mwKEoD11p8FBQUQ\n", "CoVm27D2J6RSKf2ZpVaraWH28OHDjM/Py8ujv66trYW/vz9qampo0TYwMBBHjhzBhAkTEBUVRX9W\n", "iEQiyGSyfivWXC/0O0EiIiLCRJl3d3fHa6+9hr179+L555/HAw88ADc3NyxfvtzkPJFIhC+//BJD\n", "hw7Fm2++iU8++aSvp04gEAgEwg2FWCyGt7c3CgsLTQQJRx0S1LndA/6c7ZAICQlBR0cHmpqaEBAQ\n", "gNbWVpSUlGDJkiUmx9kjMvTXumqga1eZKtmgoP6PzQVbSiQSfPvttzAYDODz+VAqlaxvttk6JH7+\n", "+WdW47OlrKwMAQEBZhftI0aMgEajwblz5xAXF+fUeRw4cABFRUV4/vnn6ceMRiO2bdsGqVQKd3d3\n", "1mPqdDokJCT0Epb6C6mpqVi9ejX8/f3x888/Y/To0WhubkZhYaHd2R11dXXYvn07DAYDtm/fbreQ\n", "1L31pyOChK+vLzw9Pe063xJKpZJ2KIwYMQJubm6ora3Fvn37kJaWhpycHMyfPx8qlQohISEm5zIJ\n", "tKSIiYmxKAjm5+cjNTWVdUeZvoSNMMvmfKFQiObmZpPzMzIyEBkZaSLg1NbWshI/CObplyUb5hg9\n", "ejQ0Gg1OnTpl8ZjExET4+PjgyJEj9GNUgFNPWyL1tS1F+ZlnnsGMGTNM/nz33Xf2vg0CgUAgEK4b\n", "+Hy+2WBLhUIBT09Ph8SDwYMH93nJBgC6bKO4uBh6vb6XQ4IiMDCwXwsNTMtLGhoa0NLSYnKstZKN\n", "hIQEtLa20mIRW0Gira0Nra2tjB0SYWFhqK+vd2ptNhVoaW7hSrmA+qJs4+jRo3jnnXdMHjt58iTK\n", "y8vh6+sLkUiElpYWVmOmpqbi9OnTJoJTf2L48OFQq9W4ePEiJBIJtm/fDqFQyMnYP/74o0loJlsi\n", "IyPh6urqULClMzpsAF279iUlJQC6XDA1NTWIjIzE1KlTERgYCKlUCk9PT7NiXlFREQICAhAVFWXz\n", "daw5JPLz8006EN1MmPusUKlUvXJ3gBur+8Z3333Xa937zDPPOP11+51Dorm5GW5ubr0+rAQCAQDQ\n", "vb7r6urMqsF8Pp8+BgBdi3b+/HmkpKTQj1M/fN0fM8fatWsZKYwEAoFAINyIpKenY9euXSaPUR02\n", "HLG4UyUblFW+rwSJ+vp6JCQkoKCgAO7u7khOTnbK6/UF3ctLmpub0d7ejh9//NHkmO6lJxTdSzZ6\n", "QpU1lJaWIioqCiEhIax236m8ETYOCYPBAKVS6VAJkDXKysosfp+DgoLoYMt58+Y55fUpIiIioFKp\n", "0NLSQu+ob9++HQEBAbjrrruwbt061NTUON2p0ZdQ9+HFxcWIiorC7bffDqVSiYaGBuj1enR2dqK8\n", "vBxZWVn45JNPkJaWRj+u1+thMBjg5eUFPz8/+Pn5ITs7Gw8//DA9/rPPPouxY8di+PDhrOfm4uKC\n", "2NhYhwUJrt0plnbtqeyCwMBACIVC3H777di9ezdefPFFk+OKi4ttBlpSxMTEoKmpqVer3sbGRpw7\n", "d67fCxKUMEuVzkBq0+wAACAASURBVFAMGDCAsbvN3Pn9uaOIM5k/fz7mz59v8lhRUREt3DqLfueQ\n", "eOqpp7BmzZpejxcWFsLLywtJSUkAun6B9bx4zp07B41GY7Lbceedd8LHxwe///67ybH79++HQCDA\n", "7NmznfAuCAQCgUC4MTAXbFlTU+NQuQbQJUi0t7ejsbERQNfiWCAQcG59pqBszZRDoqCgAMOHD+/X\n", "dmRbUOUlJSUl+OGHH9DZ2Ylz586ZHEMtbMwJEuYcElFRUZg2bRo8PDwAAGvWrMHq1asZz4m6Tthk\n", "SABwWrCl0Wg02/KzOyNGjEBeXp7TdzkjIiIAgA5lpMo1Zs2aRTtYuruGbgTCw8MRFBREh8wDgI+P\n", "D2JiYhAfH4+EhARaGJs/fz5GjRqFsWPH4tZbb8XEiRORmZmJ0aNHQyKR0OGCAHDPPfcA6OqgMm/e\n", "PGi1WrvmZ6vThq3wQmc5JJgwffp05OXl9QpwZBJoSUF9LvQMtiwoKACAfi9IAL3DhX19fVmFTm7d\n", "uhWurq4QCoVWw4n7Q2elG5V+J0jweDx88sknJh8On3zyCQ4fPoyVK1eaOCdeeukltLW1Aei6kVm6\n", "dCn8/f3x8ssv08d4e3vjP//5D7766iu6pqqyshJr167FsmXL7K4ZIxAIBALhZqB7sCWFQqHgRJAA\n", "/rc402g08PPzc1qwoI+PDzw8POjWn+YCLa9XAgMDcfvttyM0NLTXjXRlZSX8/Pzg7+9PP+bi4gJP\n", "T0+zDgk+n4+ff/7ZroBFALTAxMYhAThPkKipqYFWq7UoSCiVShQWFuLw4cNITk5mndDPBqpLAlUO\n", "o9PpsGjRIjz00EP0zwNbQaK1tdXEGWwvzuoawOPxkJqaarUdY0FBAcRiMSN3FBWEOX78eHrRXVFR\n", "gaVLl9rVNjU+Pt6sQ6Jn5wVL14UzBAmmC9+7774bAJCdnU0/plKpcOHCBYcFifz8fAQEBPTqUtgf\n", "6S7MlpSU4PTp0+jo6MBDDz2Ey5cv27yuN2/eDB6Ph9zcXJSUlFjtKHKtOyvdqPS7ko3nnnsO/v7+\n", "mDNnDng8HpqamhAeHo4tW7aYWEi2bt2Kbdu2YcSIEbTV85ZbbsGxY8d6Wd0ef/xxeHh44MEHHwSP\n", "x4NOp8OyZct6BWMSCAQCgUAwhQq2PH78OB1sWVNT4/DOWfcFWEpKCi1IOAsej4eQkBDU1dWhqakJ\n", "FRUV+Pe//+201+tr+Hw+Zs6ciZ07d+KDDz6ghZ2egZYUfn5+Zh0SjsLWITFw4EAIBAKnCRLWOmwA\n", "XbX6Fy9eBNC1uHRmSF1PQcLNzQ0rVqygn/fx8WH9/7Bw4UI0NTXht99+s2tOSqUSUqmUdtI4o2vA\n", "6tWr4ePjY/H5wsJCxuKgu7s7Fi1ahLCwMGzbtg1paWnQarXYsmULJk+ejEWLFrGam1gsRmVlJTo6\n", "OuDm5kY/bq7zgrnroq6uzikOCSbdfoKDgzF27Fjs3r0bDz74IADQwg9TQSIoKAje3t69ciTy8/Mx\n", "cuTIa9Z5xh66izVr1qzBwoULERsbCy8vL4vXdU1NDd599108/fTTjMoSrmVnpRuZfidIDB061GzJ\n", "Rk/uvfde3HvvvYzHXbRoEesPKQKBQCAQbnb4fD5SU1Pp0D+j0ciJQyI0NBQ8Ho/eEXa2IEG9Zl1d\n", "HZ3uf6M4JCiysrLw2Wef4eTJk3RGVmVlpdndVl9fX7MOie50dnbi6tWr8PX1ZbwwYeuQEAgECA0N\n", "daog4erqalaUcTShny1CoRADBw6kXUE9CQ8PZ+2QaGhocCjDgOnC2xGGDh1q8bmOjg6cOHGiV926\n", "NTZs2GDyb+rcJ554AqNHj0ZiYiLjscRiMQwGAyorKzFkyBAAzK+LlpYWNDc3O0WQYLrwnT59Ot54\n", "4w20tbVBKBSiqKgI3t7ejHNIeDweoqOjTRwSRqMRBQUFeOSRRxx/I9cIKuy0ubkZzc3NFq/rFStW\n", "wNPT00QYZAIRIril35VsEAgEAoFA6F+kp6fTgkRTUxNaW1sdFiRcXV0REhLS54JEfX09CgoK4Ovr\n", "S7f9u1GYNGkS/Pz8THZSKysrLTokLAkSra2tOHLkCIqKiuDv72+yYLWFWq2Gl5eXyW6zLcLDw50q\n", "SMTHx8PFpX/swa1ZswZ33XWX2eeooFc2XL582WbHOEvYWnj3BXK5HO3t7XQ2BFvuvfdePProowC6\n", "rts5c+awypOIj48HALuCLaksO2dmSNjq9jNjxgy0tLTgwIEDALpK61JTU8HnM1/ixcTEmDgkLl26\n", "hPr6+utWsGVyXatUKhw4cABff/01Xn/9daf/7iFYhwgSBAKBQCAQrJKeno5z585BrVbTC0cuOiJ0\n", "X4D1hSBBlWwUFBQgPT2d1U379YCbmxvuvvtuWpAwGAy4cOEC65KNs2fPYty4cXQZABv7fmNjI2N3\n", "BIWzBQlL5RrXIqRuwYIFSEtLw7p160x2+oGuNpZbtmxhNV5DQ4PdgkR/QCKRYP/+/Q51tFu7di3d\n", "RaW0tBSLFy9mnCcRHh4OT09PE0GC6XXRF4KELRISEhAbG0u3/2QTaEnR0yGRn58P4MZzkKnVauTl\n", "5dHZIHfeeSeEQiFmzpx5rad203Nj/SYmEAgEAoHAOd2DLSkBwVGHBNBVU99dkOgevOgMqJKNgoKC\n", "6yI93h6ysrJw8uRJnD9/HrW1tejo6GBdshEfHw8+n48//vgDADtBQq1WM86PoLhWggTwv5A6d3d3\n", "uLu790lIncFgwHvvvYeTJ0+aPB4QEMCq64vBYMDly5cRFBRk1zz6UpB56623zGa2eHp6IjMzk+7q\n", "wgSdToe8vDxcvnwZAODh4YEdO3bQguYPP/zAqPwb6CpZMNdpY9OmTeDxeLSzZvTo0b2uC3sFiTNn\n", "znDmQOHxeJg+fTp2794NjUaDM2fOsBYkYmJiUFVVRYejFhQUICIighOh5b///S+mTp3q8DhssHRd\n", "G41GujMJ9dnY2tpKd2whXDuIIEEgEAgEAsEqYrEYXl5eOH78OC0gcHGzei0cErW1taiurr7hdv8o\n", "7rjjDri7u0Mmk5lt+UlhzSEhFAoRHR2NP/74A0Kh0GogYU/sdUhUV1dzXiag1WpRXV1tVZCgavUX\n", "LFiAmJgYqwn7XHH06FFUV1dj7ty5Do3T1NQEvV7vkENCJpPReSMAMGzYMKcIMtXV1ZDJZJyMdeXK\n", "FWRkZOD333+nH4uLi8PmzZvpr1944QVaULOFuU4bv/zyC1xcXLBjxw4AXYJKz+uitrYW7u7urIXU\n", "J554gtNcuxkzZqCmpgbr1q0DwDzQkiI6OhodHR20KJifn8+ZYNvS0oLff/8dOp2Ok/GYYq4bRkFB\n", "gdnfMX1ZokQwDxEkCAQCgUAgWEUgENDBljU1NQgKCoK7u7vD4/a1IPH/2Lvv+Cjq/H/gry3pYRMI\n", "pGwK6QkJARJKYJEiKIL4xdCUIip2OeUUONH7+kW5E2yHigU9G6KeqIAE8TiKdCIh1IQEkpBCSd1k\n", "syGdTXb398f+Zi6bbTO7k0bez8eDh4/szs7MbhJkXvP+vN/tm//droGEp6cnpk2bhp07d7Jl2PY0\n", "tYyNjUVrayt8fX15ddrnWyGhVCrxzTffQKVSCT52kyk9txZIMCIjI9mRsJ2puLgY48ePh5eXF+64\n", "4w6H9lVXVwd/f3/4+fnZvQ9fX1889thjcHJygkQiwbPPPtspgUxiYiJyc3PR3Nzs8L769++PQYMG\n", "mYQIs2bNYpsTarVaPPjgg5wqb6Kjo432pdPp8Nlnn2HevHmYOXMmZDIZ+7PUHjPyk8/vh06nw6lT\n", "p5CcnMz5NbZER0dDIpHgtddeAwA8+eSTvH6HwsPDARh+NrVaLa+pJ7YwS2k6qwLKko6jQNPS0tjl\n", "OaTnoUCCEEIIITYxjS2FmLDBCAwMhEqlQktLC2prazs1kFAqlVizZg0Aw+SQBQsWCHbh29Mw3eRP\n", "nTrFjvXryNbYzyFDhgDgt1wD4F8hkZKSgsLCQgCGC7yTJ09i9uzZvI7ZkVKphEKhwLx58wAAzz33\n", "nM3vdVBQEGpqatDU1OTQsW1hRowmJyeb9DDJz89HYmIicnJyOO0rNDQU5eXlmDBhgkPndPjwYYwb\n", "Nw7x8fHs2EihJSYmQqvVIjs7m33s3LlzmDVrll1BUMcQgbF27Vp2iUBlZSXmz58PjUZjcT96vR4h\n", "ISEoLS1FdnY2Ll++jM8//xxXrlyBQqHAkSNHMHz4cKuBBB95eXmoq6tDUlIS5++zLfPnz4dWq2WX\n", "XKSnp/P6HWICy6KiIuTm5qKhoUGwCong4GAA//2572rtm4J2R88Ywk3PaDlMCCGEkB5t1KhR2Lhx\n", "Iy5duiRIQ0vgv30oSkpKUF9f36mBREpKCnsxpNPp2AtfIccb9hT33XcfRCIRNm/ebHGSCJcKCQAI\n", "CQnhdWw+FRJcpzzwvVjoOMoyIyPD5vc6KCgIAFBaWspOXugMTNBjbsygu7s7Lly4gGvXriE+Pr7T\n", "zqE9nU6Ho0ePYvny5bh27RrOnTvXKccZOnQoJBIJzp8/z959P3HiBPbt28d7iQ9gCCTMXdBLJBL8\n", "8MMPGDlyJK5fv44//vgDSUlJ8PDwgEajwa1bt6DRaNDU1ISGhgY0NDSwDTCZu/mM559/HoChR4VM\n", "JjM5Vnl5Oe+Rq+np6RCJREhLS8P8+fNRW1vr0AQYIUbXuru7w8/PD8XFxdDr9RCJRGzfIHtdu3YN\n", "QUFB3R5IdJSamorZs2ez1WNhYWGd3jOG2EYVEoQQQgixifkH6okTJwStkAAMnfEBdFog0RPGG3Yl\n", "vV4PT09PNDY24vLly2aXQXh5eaGhoQFardbsPkaNGoWFCxfis88+43Vse3pIdNTc3IwZM2YgISGB\n", "9zIOe7/X7cOxzuTr6wu9Xo+JEyeaPOfv7w+xWMx79KcjMjMzoVarceeddyIpKQlZWVmdst7fzc0N\n", "sbGxuHDhAvvYmTNnMHz4cF4jYhlM3wdz0zQGDhyIHTt2sPvNyclBRkYGLly4gMuXL6OwsBDl5eWo\n", "r6/nNI2jubkZlZWVRpMoAPsqJE6dOoW4uDjMnDkTjY2NnRYA8cWM/szIyMCQIUPMBjBc6XQ6TJ8+\n", "HcuWLUO/fv3Qv39/3LhxQ8CztZ+5pRyd3TOG2EaBBCGEEEJsio6Ohru7O7RareCBxKVLlwB0XiDR\n", "16SkpLDLMVpaWswug2A+6/r6erP7GD58OH744QdeDRP1ej3UajXnQMJSCXVtbS1Onz6N8vJywZZx\n", "2ML8LHZlGNCRVCqFn59fl57D4cOH4erqiuTkZCQmJkKj0bABodASExONloScPn3a7l4F0dHRqK2t\n", "ZSdtdDRq1Ch8/fXXcHV1ZR9zcXFBv3794OPjg8DAQMTGxmL06NG488474eTkhISEBAwfPhxSqRRP\n", "P/00Vq1aZdQQlqmYYNgTSKSnpyM5ORkjR46Eu7s7jh07xuv1HQm1DIEZ/ZmRkeFw/4hffvkFubm5\n", "bOPO4ODgHlMhwWi/lIN0PwokCCGEEGKVUqnEhAkT2Dun3333nSD9F2QyGTw9PTs9kOhLa4e5Vggw\n", "d0CtLdvgq76+HlqtlldTy47d8EePHm12agHXahZ7v9ceHh7o379/p1dI2MJnBOqqVaugUCgcOh7T\n", "P8LV1RXDhw+HSCTqtLv2b775Jvbs2QPA0JAzLy8Po0aNsmtfw4YNw4IFC9DS0mJxm8WLF6O+vh4a\n", "jQY6nQ4tLS2oq6tDdXU1SkpKcPnyZWRkZODQoUNISEhAdHQ0qqqq8Pjjj+Ozzz7Du+++i+3bt7OV\n", "Fv/+97/Z8n6NRoPq6mpegYRer8e4ceMwc+ZMODs7Y9y4cQ4HEoD5iRJ8lyGEh4cjNzcXWVlZDvWP\n", "0Ov1WLduHaZOnYqxY8ey5/fmm2/avU9y+6MeEoQQQgixquOa/KKiIsH6LwQGBnZJhQStHTbGfNbW\n", "GlvypVarAYDXkg2mhLp92JCQkIDa2lq7zyM1NRXTpk1DZmYmfHx8EBMTw+l7HRQU1O2BRPvJM7ZU\n", "VFQ41H9Aq9Xi2LFjWLVqFQCgX79+iI6Oxrlz5/Doo4/avV9LmD4dgKGhpV6vt/tufFRUFLZu3Wpz\n", "O1ufj1KpREpKCi5fvswGMQ8++CD7fFJSEt5//3386U9/AgA89thjGDFiBJycnADwG38sEonw6aef\n", "sl9PnDgR77//PrRaLSQSCef9dNTxd8iekDUsLIytNnEkkNizZw8uXLiAw4cPG+2bEGuoQoIQQggh\n", "FnV2/4WgoKBO7yEB9J21w1wrBDqjQqKmpgYAeFVIMJgSaiGqWXx9fbF69WoAhoaWXL/XvS2QqKqq\n", "4rWkpqPz58+jrq4Od955J/tYx2UVneXMmTNwd3fnNJK1MzFha/txpK+++qrRNs8++yzb8LK2thYP\n", "PvgguwSB75KN9iZOnIja2lqjySOOsHcZglKpxHvvvcd+/fzzz9tVAafX6/HGG29AoVBg0qRJvF9P\n", "+i4KJAghhBDSbQIDA9HY2Aiga3pI9IW1w1xKuHtKhYQ5zPkzSzfGjBnDu5olOzsbgYGBCA8P5/wa\n", "PmFAZ1m7di0OHTrEaVtHA4nDhw/D3d3d6I54UlISzp8/z46Q5EqlUvEKKP/85z/jwoULDlV4OIpr\n", "2CoSifDGG2+wX58+fRpvvfUWAMcCieTkZMydO5dTY83OlJKSYjSxhO/YUMaRI0eQnp6OV199FSKR\n", "iPfrT5w4gczMTN6vI70fBRKEEEIIsaiz+y8wzQQlEgnc3d0d3h/hVg3CBBI9pUKiPeb8d+zYAQD4\n", "8MMPeVezZGdnY+jQobxe0xMqJAYNGsT58xMikBg/frzRlIvExEQ0NjbiypUrnPahVCqhUCg4T0RZ\n", "t24dHn74YTg5OTk8XrWyslKQHgxcTJo0CSKRiF1asXv3bojFYs6fv16vx7Zt24w+Gzc3N2zfvh0j\n", "RozolHPmQsgKOIVCga1bt2L69OlGjxcUFGDq1Kk2f6YmTJjQrZ8F6T4USBBCCCHEKiGaplnCBBJe\n", "Xl523VUjllmrBnF3d4dEIhE0kFCr1RCJRIJVujB37vPy8ni/NicnB/Hx8bxeExQUhMrKSmg0Gt7H\n", "62p6vR7V1dV2BxKtra04fvy40XINwBBIAOC8bINZ8sB1Ikprayv27t0rSFXA1q1bcc899/Cu5mDw\n", "CVu9vLwQGxtr1ERUr9dznh5RUlKCBx54AH/88Ydd59obuLi4YMGCBSZ/jzs7O+PQoUMoKCiw+Nru\n", "rhIh3YsCCUIIIYRY1Zn9F9oHEqTriEQiyGQywZdseHt7QywW5p+Xnp6eCAwM5B1INDY2oqioyK4K\n", "Cb1ej/Lycl6v6w7Nzc3Q6/V2BxJnz55FQ0ODSSDh4+ODwYMHc5q0Yc/d9cTERFRVVXGeJGJNdHQ0\n", "WlpaHKpq4RO2jhkzBk1NTZg/fz4Aw0X0gw8+yCnAOnXqFADDMo2epCsmEMnlcojFYty4ccPiNsxS\n", "qd27dwtyTNK7UCBBCCGEEE46o/8CE0h4eHgIul9im0wmE3zJhqP9IzqKiYnhHUhcvnwZer2edyDB\n", "/Cx2Zx+JlpYWTJ06Ffv27bO6nbu7O5qbm40mQvBx5MgReHp6YuTIkSbPJSYmdtroT6YCo/3EDXtF\n", "R0cDAPLz8+3eB5+wdcyYMcjMzMTHH3/MLi87ffo020DVmvT0dISEhJjtOfH7778jIyPD7vfgqM6s\n", "gAMMk04CAwOtVpMwv+MxMTGCHZf0HhRIEEIIIaRbKJVKLFu2DIDhosLW+nMiLC8vL8ErJBztH9GR\n", "PYEE06BvyJAhvF7HXCR3Zx8JFxcXpKens5NnrBGJRHZXoxw+fBh33HEHO76yPaaxpa0yenvurgcH\n", "B9t1vuaEhoZCKpU6FEgwuIStY8aMQVtbG4qKihAaGsp+9h988AFSU1OtvvbUqVMYO3as2ef++te/\n", "YuPGjfaduACEqIA7cuQIUlJS2AbFHYWEhFgNJPLz8yGVSs3+PJHbHwUShBBCCOkWKSkpOHPmDABA\n", "o9HYXH9OhNVbKiSuXLkCrVbL+TXZ2dkICwuDp6cnr2N5eXnBw8OjWwMJkUgEuVzeqVUaGo0GJ06c\n", "MFmuwUhKSkJNTQ2n/gipqalGd/3j4+Ot3l0XiURYu3Yttm7dyv/EO5BKpYiIiBAkkOBi2LBhcHZ2\n", "RkZGBm7evIl77rmHfW7p0qUoLi42+7rW1lacOXPG4nKNiRMn4ujRo93eR8GRCrjz589j//79FhsT\n", "BwcHW12yMXnyZHz55ZeQSCRsc1zSd1AgQQghhJAuJ2R3d2IfLy8vwZtadkaFxK1btzg3DwTsa2gJ\n", "GC6We8Kkjc4eP/r777+jqanJYiDBp7Glj48P9Ho9li5dCgB48cUXbd5dX7NmDRYsWMDzrM2Ljo7m\n", "PBHEUc7OzkhMTER6ejoqKysxc+ZMPPDAAwCA2tpai/0ksrKy0NLSYrFCYuLEiSgtLTX792FvUVxc\n", "jNDQUIuNiW1VSAwZMgSPPPIIFi9ejHnz5nXWaZIeigIJQgghhJA+SOglG51VIQHwm7Rhz8hPRlBQ\n", "ULf2kADAqULik08+Mdv/wRpmRCczCWH58uVml0gFBATAz8+PUx+Jo0ePoqKiAk8//TRCQkJQVFTE\n", "65wcdd9997HTWLrCmDFjsH//frS1tUEul+OLL75AREQEAEM/CV9fXwwePBjx8fFITk7G1KlT8dxz\n", "zyEgIADPPPMMYmJiEBISArlcjuDgYISFheGFF14AYKgS+Pjjj7vsvQipuLgYYWFhFp9fvnw5Dhw4\n", "YHM/MTExyM7OFvLUSC8g7e4TIIQQQkjfw6w/7zjRQMju7sQ6mUzGqVdBe0z1irnvUWdUSISEhMDF\n", "xQV5eXmYPn26ze1v3ryJGzdu2B1IBAYGWh1P2BUCAwNx+vRpq9tcu3aNd3ULM6KTkZ6ejtmzZyMt\n", "Lc1oO5FIxLmx5datWxEeHo4xY8YgPDwchYWFvM7JUU899VSXHi85ORkfffQRAENwI5PJsG3bNowd\n", "OxYajQY3b960+H2xNb3l+vXreP755+Hj44OFCxcKfu6d6erVq5g0aZLF55mGsbYMHToUVVVVUCqV\n", "gk1yIj0fVUgQQgghpFt0dnd3Yh2fCgnm7npCQgISEhLMNiDtjAoJiUSCqKgozhUSly5dAgC7lmwA\n", "6FFLNqz1FKiursbAgQM575PvEimmsaU1t27dwo4dO9iKi/Dw8C6vkOhKSqUSGzZsYL/+05/+BKVS\n", "icTERPzwww8YPXo0IiMj4e/vb7Z/ibOzM7y8vODv74/g4GDI5XL4+vpiwIABRs1FH3vsMZw9e7ZL\n", "3pMQ9Hq9zQoJa27cuIFXX30VSqUSCQkJAICLFy8KeYqkh6NAghBCCCHdQoju7sR+fJpaMnfXy8vL\n", "UV5ebtKAtK2tDXV1dYJXSAD8Jm1kZ2dDLBYjNjbWrmMFBQWhrKyMVxNNS1QqlV39UBYvXoysrCyr\n", "21RVVWHQoEG89qvT6Thvm5SUhLKyMlRUVFjcZt++fVCr1ezd/Ns9kEhJSTEKac6dO8f+DsydOxcZ\n", "GRm4cuUKysvLUV9fD61Wi/r6ejQ2NkKr1eLWrVuora1FeXk5rl+/jtLSUlRWVkKlUuH48eO44447\n", "ABhGv95///1WP/uepLq6Go2NjXZPyDh79izWrVsHnU6HiIgIuLi40LKNPoYCCUIIIYR0K0e6uxP7\n", "ca2Q4HJ3vba2FgAEr5AA+AUSOTk5iIqKgqurq13HCgoKQltbm0PjZ7lUk1gzaNAgREZGWmwQCPAP\n", "JGQyGZqbm00et7REiktjy61bt2Lo0KHs8pjw8HCoVCpBG6VyceHCBeTm5nbqMexpwisWi1FYWIjN\n", "mzejra3N6v6Tk5Px+++/Q6FQAABKS0sxe/ZstLS0OHzunc3b2xvnz5/HlClTrG736KOPmp2ukp+f\n", "D5lMBj8/P0ilUgwZMoQCiT6GAglCCCGEkD5IJpNBo9EIctGjVqsBoNMqJEpLS9HQ0GBz2+zsbLuX\n", "awD/XevuSGNLW9UkQuASSLSv0HjhhRfQ1NSEoUOHcloiFRYWhn79+pn0l2A0Njbi119/Nep1EB4e\n", "DgAWx192lqVLl+L99983+9y+ffuwf//+Lj2f9nbu3Ik1a9YYLcmwxMXFBb/88guCgoIAGHp8PPPM\n", "M90+DtQWJycnjBgxwmYYmZGRgVOnTpk8npeXh+joaDaAmzRpkt2BIumdKJAghBBCCOmDvLy8AMDm\n", "HW2mAWlH7e+u19TUAOi8CgnAcCfVFkcmbABgLwbt7SPRVeNsOwYS7cOHjhUaERER2LRpEz755BN2\n", "eZS1JVJKpRLjx4/HrVu3sGHDBrMVHr/++iuampqMxncygURXL9uwNvrzk08+wfr16x0+BpffAXNO\n", "nTqFsWPHWq12ac/Pzw+//vor3NzcAABbtmyxGLb0NiEhIbhx44bJ4/n5+YiOjma//uCDD9jGoaRv\n", "oECCEEIIIaQPYgIJLss2mAakzJ1ed3d3o7vrTIVEdwYS1dXVqKysdCiQGDhwIJydnbu9seWTTz6J\n", "LVu2WHy+srISy5YtM7s8ZObMmUYVGkVFRfDz82MnUthaIsVUeDDVMx0rPFQqFbZs2YLk5GQ2hAAM\n", "n52np2eXBxJRUVEWfzZmzJiBtLQ0Qcbb8m3C29TUhGPHjlmdPtHe0aNHsXHjRiQmJhp97//yl79g\n", "7969Dp9/dwsODsb169dNHs/Ly2N/x0nfRIEEIYQQQkgfJJPJANiukAD+24A0MDAQ4eHhaGpqMnod\n", "UyHRGUs2vL294evra7OPRE5ODgD7J2wAhnX/gYGBdgcS9t5J7+j06dNIT0+3+Lybmxvc3d3NLg/J\n", "zMw02V4sFnOq0LBW4ZGbmwuFQoGhQ4di3759qKysNKqc6K5JG9HR0UZLevR6PX766Se0trZi+vTp\n", "aGtrw8GDBx0+Dt8mvPv27UNTUxPn5TppaWl4/fXXodfrMX/+fPzf//0fAEMz0gULFnDuo9LVVq9e\n", "jU2bNtnc8yjr1AAAIABJREFULiQkxCSQUKvVqKqqMqqQIH0PBRKEEEIIIX0QnwoJRm1tLZYsWQJ3\n", "d3fs2LGDfVytVsPJyQnu7u6CnyfArbFlTk4OnJycEBUV5dCxgoKCHOohkZqaCn9/f/brxMRE3uNs\n", "mdGf1lgKD1pbW3kdi4uKigpMmjQJJ0+eZKc/XL161eRiu7sCCQAoKCgAYPj8FyxYgD/++ANhYWGI\n", "iYnBf/7zH8GOx7UJ744dO5CQkMD55zE2Nha1tbVsyPP6668jJSUFgCE0nDVrFts8tifZuXMnCgsL\n", "bW4XEhICpVJp1FzV2dkZ33//PSZMmGC0bWNjIyorKwU/V9IzUSBBCCGEENIH8amQAACtVova2loE\n", "BQVhxowZRoFETU0NBgwYwHmtPF9cAons7GzExsZyaiBojSMVEoBh2YpWq8V9990HAHj77bd5j7MN\n", "DAxEWVmZXccXi03/ec+1QsNShYefnx+qq6tNHu/YG6M7A4n8/Hy0tbXhlVdewT333MMulZg+fTr2\n", "7t3bpc0hNRoNdu/ejTlz5nB+DbNsgfk5F4vF+O6775CQkADA8P4WLFggyEhaoeh0Oly7dg1hYWE2\n", "tw0JCQFg3J/Fw8MDixcvZpvJMu655x6sWLFC2JMlPRYFEoQQQgghfRDfCgmmT4SPjw/mzp2LM2fO\n", "sHfo1Wp1p/SPYMTExCA/P9/qRaWjEzYYQUFBDgUS+/btQ1VVFVtyb0+wYK1CYvfu3RgzZgw8PT3N\n", "hgdJSUm8eh10ZK5XwuHDh+Hn52fzteHh4bh69WqXXjQPGDAADz/8MAYOHIivv/4aeXl5eOutt9jn\n", "Z8yYgRs3buDSpUtddk5SqRR79uzBY489xvk1kZGREIvFRsGbp6cndu3axYZJ+/btw+rVqwU/X3uV\n", "lZVBo9GY/TnsaNSoUcjIyEBwcLDNbYcOHUqjP/sQCiQIIYQQQvogJycnuLm5ca6QYO6EDxgwADNn\n", "zoSzszN++eUXAP+tkOgsMTExaGhosHhxr9frkZOT41BDSwYTSNh7R/3bb7/FsGHDMGbMGPj4+NgV\n", "SMjlclRWVppdflFUVISLFy/C2dmZDQ8kEgk8PDygUCjw73//m1evg47M9UqIjY3l1BsjPDwcra2t\n", "Di15sQfTZPP111/H4sWLMWLECPa5SZMm4fvvv+d0ISwUsViM8ePHs1UBXLi4uCA0NNSkEigsLAzb\n", "t2+HVCoFAGzYsMFqw9OuxIx45VIh0a9fP4wePZrTSM+hQ4ciNzfX7M9/S0sLUlJScOHCBf4nTHok\n", "aXefACGEEEII6R4ymYxzIME0rvTx8YFMJsO0adOwY8cOrFixoksqJABDOXvH8m7A0OOgpqZGsAqJ\n", "lpYWqNVq3iFLbW0tfv31V7zxxhsADMGCvRUSer0eFRUVJhfSzMhPkUjEhgcDBw7E008/jXXr1rHb\n", "8WmiaU7H16empmL27NlGF6EdKy/aj/7kczFuCROCcXkvH3zwAVQqFf7+978bPe7q6orFixc7fC5d\n", "wdLSpMmTJ+Ojjz7Cs88+CwB46qmnsGPHDshkMvTr1w8ymQwymQw+Pj7w9fWFr68vBg0aBF9fX0il\n", "UqjVavZPTU0NdDod7r33Xod7vjA/C1wqJMxZt24dFAoF7rzzTqPHhw4dCo1GgytXriAuLs7ouW++\n", "+Qa7du1CSEgIPvzwQ7uOS3oWCiQIIYQQQvooLy8vzks2Ol4czp07F0uXLkVZWRlqamo43SW1V1hY\n", "GKRSKfLy8jBlyhST55nybiEqJJjAo6SkhHcgsW3bNrS2tmLRokUA7A8kFAoFMjIyzFY2MIEEQ6/X\n", "4+bNm5DL5byPwwcTflgLCQYPHgyRSISioiJMnjzZ7mMplUqkpKSwS4JCQ0ORmppqsdJDr9dj165d\n", "WLZsWaf+HHKh1+vt7qXy4osvWqzMeeaZZ5CVlYVPP/2U7VHhiIkTJ+L33393qOfK1atX4evrCw8P\n", "D96v1el0WLduHdavX282kAAMv9ftA4m2tja88847AMBOVSG9Hy3ZIIQQQgjpo+ypkGAu0mfNmgWp\n", "VIqdO3d2eoWEk5MTIiIiLDa2zMjIgKurqyAXo0FBQQBgVx+Jb7/9FnfffTcbDtgbSHh7e2P06NFw\n", "cXExea66utookGhsbERbW1unfv7tWZsy4erqisDAQIcbW5obZ2ptfKZIJMIff/xhUh3RHV566SU8\n", "/vjjdr327rvvxrRp0yw+v3HjRs5jRG05duwYVq1a5dA+nnrqKV7ByD//+U/87//+LwCgtLQUzc3N\n", "Zkd+Dhw4EP7+/iZ9JH766ScUFxfjyJEj+Oqrrxw6d9JzUIUEIYQQQkgfxbdCwsPDg71IHjBgAO68\n", "807s2LGj03tIAObL2Zk76RcuXEBbWxsmTJhg9U46F/7+/hCLxbwDiaKiIpw4cQLff/89+5hcLsfB\n", "gwftPhdzqqqqMHjwYPZrZhRkVwUStkRERDgUSFgaZ8pM9LAUhkilUnh6elrc79q1a6HX6/H666/b\n", "fW626PV6/Pjjj4KFBh05OTnhl19+QXNzM+rq6lBfX8/+9+bNm1CpVFAqleyfyspKtLW1YcCAAejf\n", "vz8GDBgAV1dXvPXWW9BoNPjwww8xevRoPPTQQ3adj7+/v9GIW1tyc3Oxd+9erFu3jv1dNhdIAMDM\n", "mTPRr18/o8c2bNiAGTNmsBNUyO2BAglCCCGEkD6Kb4VEx9Bh3rx5eOaZZyAWizv9gjgmJgbbt283\n", "eoy5k85g7qSnpaXZfRypVIqAgABejRlVKhU+//xzeHp6IiUlhX1cLpejvLwcOp3O7DhOe1RVVWHU\n", "qFHs18z0k54SSISHh3fpRAuuqqur8dtvv+G1117rtPG0p0+fRklJCa9xn/Zwc3ODm5sbp8kn5gQF\n", "BeGpp54CADz55JOIj49HYmKikKdoVkhICK5fvw69Xo/8/Hw4OTlZ7D/x5Zdfmjy2c+dOtLS0dPJZ\n", "kq5GSzYIIYQQQvooLy8vXlM22t+dViqV+OKLL6DX66HVavHRRx9BqVR21qkiJiYGV69eZS9IbN1J\n", "dwTX0Z9KpRIKhQIJCQn4xz/+ATc3NzQ2NrLPy+VytLa22nU+7777LjZs2GDy+OHDh/Hyyy+zX/fE\n", "QMKRCgkfHx9OEz34mj59Oq5evYr8/Hy792HLL7/8gkGDBmHChAl27+Pjjz/Gf/7zH8HOqa6uDmvW\n", "rMGKFSsAGH5vNm/ejPvuuw+AYWrFnDlzHP6d4SIkJARNTU2oqalBXl4eIiIi2OkhXAwePJhtcEtu\n", "HxRIEEIIIYT0UXyWbHSskEhJScGZM2fYrwsKCjqtVB0wBBJ6vR4FBQWddgxGYGAgp0Cifa8DrVaL\n", "qqoqo8+A6SVhTx+JM2fOYM+ePSaP+/v7Gy1J6YmBRFVVFerr6+3eR/tlN1KpFAqFwmSiB1+TJ0+G\n", "i4uLoBf77en1euzYsQP3338/JBKJ3fvZsmULtm3bJsg57d27FxEREXj33Xfh7u4OvV4PLy8vZGRk\n", "4J577kFycjIAQ3PKhQsXQqvVct53SUkJ5s+fz+v3kZkYc+PGDeTn5zsULowdOxYbN260+/Wk56BA\n", "ghBCCCGkj+KzZKN9hURnVidY0n70J2DoYaHT6Uy2c/ROOsCtQoLLZxAQEAAAKC8v530OgYGBuHbt\n", "Gnbt2oUnn3wSb7/9ttntemIgAfx3JKQ9fH19ERwcDIlEAolEgmPHjjnUFwQAPDw8MHHiROzdu9eh\n", "/ViSk5ODgoICh5drWBr9aY933nkHYWFhuHLlCt544w2IRCJIpVIEBwejtLQU27dvZz/XAwcOsA0n\n", "ucjLyzNZQmULMwr2+vXrePnll7Fy5Uqr25eVlaGsrAxZWVkmz+l0OrOPk96HAglCCCGEkD6Kb1NL\n", "Ry/0HTFw4EB4eXnh/PnzAIDXX38dlZWViIiIQEBAAAICAgS5kw4YAgk+PSQsYRr+2VMhERQUhMLC\n", "QqSkpOD48eMWxzOq1Wp4eHg4NL5RSEwg4ciyjba2NuTk5GD69Om4deuWQ+FGezNmzMCRI0fQ1NQk\n", "yP7aKywsRHh4uNmxtHwIFUjo9XqcP38e999/Pzs5hhEaGoqrV68iKCgI27ZtY5dNvP322/jtt984\n", "7b+4uBgikYgNGbjw9fWFs7Mzrl+/jkmTJtlc2jJhwgQsXrwYw4cPx759+4yeGzJkSI/sVUL4o0CC\n", "EEIIIaSPkslkqK+vN1tp0FH7JRudtc7fEqVSifHjx6OpqQnvvfcewsPD8be//Q1vvvkmCgoKcPHi\n", "RVy8eBFpaWkO30kHDGHAzZs3rS474PIZODk5wdfX165AYsmSJfj888+Rn5+P3NxctgdAR2q1Gt7e\n", "3rz331kGDRoEDw8PhwKJgoICtLS0YOHChQAg2IXnjBkz0NrayoZaQrr//vtRUFBgdlQrH7GxsVCp\n", "VKiurnZoP9euXUNtba3ZZpVMIAEAEydOxD/+8Q/2uUceeYTTcqXi4mIEBQXB2dmZ8zmJxWLs378f\n", "c+fO5bT90KFDceTIEURGRuKuu+4yei4uLg6XLl2CXq/nfHzSM1EgQQghhBDSR3l5eUGv16OhocHm\n", "th0rJFJTU6FQKASvTjCH6dXQ2tqK5uZmFBcXIyAgAKtXrwZgCAeEDEICAwMBwGaVRGpqKkJCQiAS\n", "iSx+BnK53K5AYtCgQXjyyScRFRVldbva2toes1wDAEQikcONLTMzMwEA99xzD7y9vZGTkyPIucXE\n", "xKC6uhrjx48XZH8dCTG9o+PSJHsVFRXB2dnZbCARFhZmtNxo+fLl7HSYmpoaLFq0CG1tbVb3X1xc\n", "bHFChjWTJk1ilzLZMnToUADA6tWrTfpyxMXFoa6uzq7fLdKzUCBBCCGEENJHyWQyALDZR0Kj0aCh\n", "ocGoqaWvry/S0tIEr07oyFKvBsBw8dQZmBJ3W3eKfX19ERkZibvvvtviZ2BvIMGVWq3uUYEE4Pik\n", "jaysLMjlcgwcOJC9Ey4EkUjU4z6rjqKioiASiRwOJKZMmYKGhgZ22VB7oaGhqKioQHNzMwDD5/LV\n", "V1+xyy+OHz+OtWvXWt1/cXExwsLC7Dq33bt3G1VlWHLfffdhxowZWLJkiclzQ4YMASBc9QzpPhRI\n", "EEIIIYT0UV5eXgBsBxLMhb+5KgShqxN6AmY6Rm5urtXtmpqacOLECcycOdPiZ0CBBH9ZWVkYNmwY\n", "ACA+Pl6wConOUl5ejoqKCkH25ebmhq+//tqh0aEMJycns1UbKSkpKC0thaurK/vYgAEDsHXrVrYS\n", "Yd26dTh48KDFfTsSSOzcuRM///yzze3GjRuHPXv2mF0GExYWBldXV4thJek9KJAghBBCCOmjmEDC\n", "VmNLJpBoXyHRVbqjX8WUKVMgFovx17/+FQqFAkql0uy2x44dg0ajwbRp0yzuj0sgoVKp7J5O0lMD\n", "ieLiYk69ScxpH0jExcXh8uXLvEZSciFk74H169dj6tSpgu3v0UcftblUxxEymQxyudwkrFAoFPj7\n", "3/8OwPD5PPTQQ6isrDS7j927d+PRRx/lfeyMjAxs3ryZbX5qL4lEApVKhSeffNKh/ZDuJ+3uEyCE\n", "EEIIId2D65IN5mK5uyohUlNTMXv2bHbaQlhYWKf3qwCA+vp6nDx5ErNnz0ZaWprJtvv370dQUBC7\n", "7t8cuVyOiooKaLVak3XwSqUSKSkp7F3e0NBQpKam8lr60lMDCY1Gg7KyMpMJD7ao1Wpcv34dw4cP\n", "B2CokGhpacHVq1cRERHh8LkVFxdj1KhRSE1NFaQKATBM2IiMjBRkX0Joa2uDSCQy+XnjYvXq1Th8\n", "+DAOHDiAiooKLFiwAAsXLkRLS4vJn+bmZqOv9Xo9O6pVKpVCIpHA19cXr7zyCgYOHAjgv+Gmp6en\n", "w+/T3d3d4X2Q7keBBCGEEEJIH8W3QqK7AgmmX0VnByOW+lUUFxebHXt64MABTJs2zWozw4CAAGi1\n", "WlRVVZms528ffgCG0n9L4YclPTWQAAyNFfkGEhcvXgQAowoJAMjJyREkkAgICIBarcaVK1cEDSRm\n", "zpwpyL6EcOjQIcyZMweXL19GcHAwr9eKxWJ89913GD58OCorK3HkyBEcOXLEofM5evQoDh8+jH79\n", "+rHBhLneFqRvoiUbhBBCCCF9lIeHB0QiEecKie6+8O1J/SrKysqQnZ2Nu+++2+p2TD+Kjss2bIUf\n", "XNXW1vaosZ8A2CU29vSRyMrKgrOzM1t1IpfL4eXlJVjzQldXVwQHB+PKlSuC7E+r1aK4uFjQComK\n", "igq88sornMZvmnPhwgWIRCJ2Wow5r776Kv7yl7+Yfc7Pzw/ff/89xGJhLhXPnj2LefPmQaPRICkp\n", "CR9++CFeeeUVQfYNCLv8hnQ9qpAghBBCCOmjxGIxZDKZzQoJlUoFLy8vSKW39z8dmX4V5eXlRo+b\n", "61dx4MABiEQi3HXXXVb32T6QSEpKEvR8mVL57g6KOnJ1dUVgYKDdgURcXBycnJwAGCZAxMXFCdrY\n", "MioqSrBA4saNG2htbRWkeoOh1Wrx1ltvQaFQ8K4wAYDz589j+PDhVgOF8vJythrFnLvuugsnT57E\n", "mTNn4Orqyv5xc3PDoUOHUFNTg+eee4593MXFBWKxGFqtlv1TWlqKWbNmQa1WY//+/Xj88cexZcsW\n", "PP/887zfkznXr19HcnIytm7dismTJwuyT9L1bu//qxBCCCGEEKtkMhmnKRvd0dCyO7TvV1FTUwOp\n", "VIpffvnFZLsDBw4gMTGRLUG3xNfXF2Kx2CTk4BN+WKJWqwF0f+WKOfZO2sjMzGSXazDi4+Nx7tw5\n", "oU4NUVFRvJbFWFNQUAAAglZIyOVyeHp6Ii8vD//zP//D+/Xnz5+3GZSFhoZi9+7dVrcZM2YMxowZ\n", "Y/L4V199hZs3byIxMdHq68PCwrB7927cddddaGlpwffffw+5XI63337b9pvgICAgANXV1bh06RIF\n", "Er0YLdkghBBCCOnDvLy8OC3Z6ClLJTob06/i4sWL+OGHH9DY2GhyJ1mn07H9I2yRSqXw8/MzO2kj\n", "NTWVvfiWSqVQKBS8mnX29EAiNzeX1/ITrVaL7Oxsk0CCmbRh79SOjqKiolBQUCDI/kQiEcaNG4eQ\n", "kBABzuy/+4yOjkZeXh7v1zY0NCA/P99mWBAaGoqqqio0NjbyPgafkZ/jx4/H1q1b2WqNd955Bx98\n", "8AHvY5rj5OSE6OhoXL58WZD9ke5BgQQhhBBCSB/m5eXFqallX6mQYPj4+GD27NlITEzEu+++a/Tc\n", "xYsXoVQqbfaPYFga/enr64sXX3wRgGGkalpaGu8JG0DPCySUSiUOHTqE8+fPIyEhwero1PaKiorQ\n", "1NRktkKiubnZbM8Ne0RFRUEikaC6utrhfU2dOhV//PEHu8REKDExMXYFEllZWdDr9ZyqFwDg2rVr\n", "vI/BJ5AADM1bN23axH794osv4qeffuJ9XHPi4uIE6y9CugcFEoQQQgghfRiXJRt9qUKiPZFIhJde\n", "egn79+/HhQsX2Mf3798PNzc3jB8/ntN+LAUSgOECEgCqq6uh1Wp5nV9PDSRSUlJw48YN6HQ6lJeX\n", "s6NTbcnMzAQAduQnIz4+HgAE6yNx7733oq6ujlf409ViYmKQm5tr8nh5eTl27dpl8XVVVVWQy+Xs\n", "Z2YJ03iUGaXL1c2bN6FWq3kFEgDw9NNPY82aNezXjz76qNHvlL0okOj9KJAghBBCCOnDuFZI9MVA\n", "AgDmzZuH0NBQoyqJAwcOYNKkSXBxceG0D2uBRGZmJtzc3KDT6XgtbwB6ZiDhyPSQrKws+Pn5mQQF\n", "crkcMplMsAtPiURidVRrZ1KpVJy+z7GxsaiqqmK/x4BhfGZiYiJSUlIsXszff//9KC0ttfmzGRAQ\n", "ACcnJ95VJ0woxDeQAIDXX38djz32GABDQ9Z58+ahtraW937ai4uLQ0VFhdHnRHqXHhdIXL16FZ6e\n", "nkhMTDT507H5zOXLl3HvvfdiyJAhiImJwcKFCy3+Zf/1119j+PDhGD58OOLj4/Huu+/SiBhCCCGE\n", "9HlcKyT62pINhlQqxcqVK/HTTz/h6tWraG5uxrFjxzj1j2AEBASY/TeqXq9HZmYmJk2aBACorKzk\n", "dW61tbVwcXGBq6srr9f1VFlZWSbLNQBDpUp8fLygkzaEoNfrkZeXB41GY3NbpVIJhUKBhIQETstY\n", "JkyYgH/9619wdnaGXq/He++9h6lTpyIuLg4bN27E4MGDHTp3iUSCrKwsLF26lNfrtmzZgpCQEIwc\n", "OZL3MUUiETZt2oRRo0YBAAoLC/Hoo486dE0WFxcHV1dXwZbzkK7X4wIJABg9ejTOnz9v8qd9Wdz1\n", "69cxYcIEDBs2DJcvX8alS5cgEokwadIk1NfXG+3vk08+wXPPPYevv/4amZmZ+O2337Bhwwa8/PLL\n", "Xf3WCCGEEEJ6FC5NLftyhQQALF26FN7e3li/fj327NmDW7duce4fARju8FdWVqKtrc3o8fLycqhU\n", "Kjbc4BtIqNXqHlUdAfx3ekhHXKaHZGVlmSzXYHRGab6jNycrKioQGxuLvXv32tw2JSUFJ0+eRHl5\n", "OadlLHK5HIsWLYJOp8ODDz6IlStXYuXKldi/fz+WL18uyPc9NjYW7u7uvF6zYcMGpKamchoBbK4a\n", "xMXFBdu2bWPPf9euXSY9WviIj49HQ0ODzZ4ZpOfqkYEEF6+99hr0ej3+9re/ATCkfBs2bEBxcbFR\n", "59b6+nr89a9/xdKlS9kkLywsDC+++CLee+893uumCCGEEEJuJ05OTlbLppubm9Hc3NxnKyQAoLGx\n", "EW5ubvjiiy+wZMkSODk5YdCgQZxfL5fLodfrTQIHpmfC7RRIAIbpIQqFAm5ubpynh9TV1aG4uNhs\n", "hQRguPAUctLG3//+d7vu8rfHjPyMiIiwup0jy1hSU1Pxn//8B9u3b8fbb79tNQhoamqya2oGH0wl\n", "uzW2qkFCQ0Pxr3/9i10288orr+Do0aN2nY9YLIZEIrHrtaRn6JWBhFarxY4dOzB+/Hg4OzuzjwcE\n", "BCA2Ntaoa+vevXtRX1+PqVOnGu1jypQp7H4IIYQQQvoa5qLh448/RnV1tcUScuaCqS9XSKSkpKCk\n", "pASAIaBpbW3FnDlzOL9eLpcDgMmyjczMTMhkMsTFxcHDw+O2CSSY0anr1q2DTqfD/v37bTaQZEar\n", "Wgok4uLi0NTUZNdUCHO8vLxw6dIlhwIOJpAIDw8X5JzMeeihh5Cbm4u5c+eaPKfT6YyqPLZv3w4v\n", "Ly80NDR02vlwwaUaZMaMGXj11VcBgK0CKS8v747TJd2sRwYSlZWVeOSRRzB27FhER0fj/vvvx8GD\n", "B9nni4qK0NDQYDaNZGYet7a2AgDb8KXjtszXTGdjQgghhJC+hLloYBpaWiohr6mpAYA+WyHhyN1t\n", "hqVAgumZIBKJ4Ofnd9sEEoy77roLOp0OZ8+etbltVlYWpFIphgwZYvZ5oSdtREVF4datW7hx44bd\n", "+ygsLERgYCDc3NysbufIMhaRSITAwECTx8vKyhAdHY3Dhw+zj124cAGhoaHw9PTkdP4nT57E5MmT\n", "TZa7m3Pt2jX2+soaPr8vr732Grv0qbKyEjNmzMCnn36KjIwMNDc3c3oPjJaWFsGqZ0jX6nGBhEQi\n", "gU6nw1NPPYX09HRcvHgRI0aMwLRp0/DVV18BMIyzAQxNmDqSyWTQ6XTs/zwtbct8zTxPCCGEENJX\n", "8LlooAoJxw0aNAgSicRshQRTEeDn54eKigpe++3pgURcXBw8PT1x8uRJm9tmZmZiyJAhRtXP7QUG\n", "BkImkwkaSABAfn6+3fsoKChAZGQkp22ZZSzM8oKIiAiby1isCQgIgLOzMzZt2sQ+dv78eV69FHQ6\n", "HY4ePcqp6uSBBx7Aww8/bNe5WiKRSPDBBx+w3/PMzEwsW7YMycnJ6NevH4YNG4YFCxZg0aJFWLBg\n", "AebPn485c+Zg1qxZmDx5MoYNG4bg4GC4uLjAzc0NcrmcrbQRSse+L0R4PS6QCA4ORm5uLtvA0sXF\n", "BWvXrsWoUaOwatUqTl1sCSGEEEKIMJibPH01kHDk7jZDLBYjICDAqCS9paUFeXl5bBNHeyokamtr\n", "e3QgIZFIMGbMGKSnp1vdTqVS4ezZsxaXawCGSgEhG1uGhoZCKpXiypUrdu+jsLDQZv8Ihq+vL37/\n", "/XdotVoAwNSpU20uY7FGJBJh2bJlSE1NRVlZGfR6PS5cuMArkGB+rm1NqEhPT0dGRgYWL15sc598\n", "f1+eeOIJs9d3Wq0WFy9exE8//YStW7fip59+wvbt27Fz507s3r0bR48excWLF1FSUsK+vrKyErNn\n", "z3Z4lCgAaDQavPTSS3B1dUV8fDxeeuklh/dJzLPdHrWHSE5OxunTp5GTk4OBAwcCgNmZ2XV1dZBI\n", "JGxZoaVtma9tNSR64YUX4O3tbfTYwoULsXDhQvveCCGEEEJIN2MuGjqu2TZ30aBSqSAWi+Hl5dWV\n", "p9ijpKamYvbs2Wwz9LCwMN53t+VyuVGFxKVLl6DVatlAwt/f3+aFe0dqtdrk36k9zdixY/H1119D\n", "r9ezTQwZSqUSKSkpuHr1KioqKlBVVQWlUmnxQj0uLo5tBOooqVSK8PBwhwKJsLAwjBkzhvP2ubm5\n", "AAzTLbgsY7Hl4Ycfxssvv4wvvvgCDz/8MGprazFixAjOr2eqLGwFEhs3bkRkZCTuvfdeTvtNTU3F\n", "tGnT2O/VyJEjzf6+WKrUcnNzQ1hYGPLy8tgAxxwXFxcMGDAA3t7euHz5MgBDSLRkyRLs2rULYrF9\n", "997z8vKwaNEiXLx4EatWrYJKpeJdvdQbbd26FVu3bjV6TIhwx5YeF0jU1dXB2dnZZJ4yU96k0+kQ\n", "ERGBfv36oaioyOT1RUVFiI2NhZOTEwCwKWFRUZHRGCHmtZZGCzE++OADJCUl2f+GCCGEEEJ6oPYX\n", "2ZWVlZDL5WYvGmpqatC/f3+7/3F/O2CaNDqyfCUgIMAokMjMzIRIJMLQoUMB2Fch0dOXbADAuHHj\n", "sH4MJyV0AAAgAElEQVT9ely/fh2DBw82eo7pY8K4du0aZs+ejbS0NLP7io+Px48//gidTifIz2NM\n", "TAxbAWSPn3/+mdf2zHKTJUuWYO3atdBoNBaXqHAhk8mwZMkSfP7552zvDT4VEmKxGIMHD7Y6dbC0\n", "tBTbt2/Hhg0bOH/mvr6+mDNnDhtIfPzxx7yqQby9vXHs2DG4u7ujtLSUnaTB/FcikUAmkxn17ggO\n", "DkZ1dTVaWlrw22+/Yf369WzTTD727NmD+fPnIygoCCdPnnR4EktvYu6m+7lz5zr9M+hx/2dZvnw5\n", "3n//fZPHz5w5Aw8PD8THx0MikWDOnDk4ceKEUYlPeXk5cnNz8cADD7CPzZgxA/369cPvv/9utL+D\n", "Bw9CIpGY7VhLCCGEEHK7Yy6yL168iDFjxmDChAlmLxpUKlWfbWjZkY+Pj91LVzpWSGRlZSEyMhIe\n", "Hh4ADIGEUqnk3JivtbUVjY2NPT6QSE5OBgCT6g97moUykzaYpvWO2rlzJ7Zs2SLIvrjIyclBcHAw\n", "Jk+eDI1Gg+zsbIf3+eyzz6KsrIydQBgQEMDr9aGhoVYrJDZt2gQ3Nzc8+uijvPa7c+dOtmGlpekZ\n", "tpZ3uLm5ITIyEuHh4Rg8eDCCg4Mhl8vh5+dn0kh02LBhiI6OZqtw1qxZg3379vE6Z2Y/TzzxRJdc\n", "iBODHhdIiEQifPrpp0blU59++inS0tKwZs0atnJi7dq1EIvFWLNmDQBDw5FVq1YhPDwcL774Ivta\n", "T09PvPnmm/jmm29w7tw5AIa/6D744AOsWLHC7C8BIYQQQkhf4ePjg/j4eIul6yqVqs/2jxBSx0Ai\n", "MzPTqFLXz88PWq2W8x17tVoNAD0+kBg0aBAiIiI4Nba0RqlUsne87777botjavlgKrC7Sk5ODuLj\n", "4zF8+HCIxWL22sQRw4YNw+OPP44lS5bgxIkTvF9vLZBobm7GP//5Tzz22GNmhwlYcvXqVVy4cAGP\n", "PfYYpFKp1eUOqampGDduHADD90OhUNjV7POhhx5CVlYWnnrqKQCAXq/HokWLbC5H6SgoKAgbN25k\n", "g0LS+Xrcko2VK1fC29sb8+bNg0gkQm1tLeRyOf71r38ZlZCEhITg2LFjWLlyJYYMGQKdToekpCQc\n", "OXLEZNTNsmXL2GRPJBKhtbUVK1aswF/+8peufnuEEEIIIT1OVFQUtm3bZnadf01NDVVICEAul6Oq\n", "qgoajQZOTk7IzMzECy+8wD7v5+cHAKioqGB7oFnTWwIJwNBHomOFBJ8+JoBheQfTd6GmpoYdU2tp\n", "eUdnKy8vh7OzM6+wLjs7G3PnzoWHhwfbR+KJJ55w+Fy+/PJLu1/76quvmvzOM6RSKTZu3AiFQsFr\n", "n7t27YKzszPuvfde+Pv7W6yQAAyVWrt372Z/5o8fP27XcpwHHngAH3/8MSZPnozS0lL89ttvqKmp\n", "wdy5c5GWlmbSDoBx6tQpNDU14c477+R9TCKMHhdIDB061OySDXOGDBmCPXv2cNp26dKlWLp0qSOn\n", "RgghhBByW4qOjkZdXR2qqqpMlm2oVCqEhYV105ndPuRyOQBD4CCRSFBTU2NSIQEYJgUwfSWsYZrN\n", "9ZZAYtu2bbh16xZcXFzYx1NTU3HHHXfgypUr8PX1RWRkJK/mh8zyDkcreMwFcba88soryMvL41z5\n", "0djYiOLiYsTHxwMwNHoUorGlo0JCQiw+5+TkxGmyRkepqamYOnUqZDKZyXQZc5jKIa1WC6VSCX9/\n", "f97HlEgkOHHiBEQiEaZPn45Ro0ahsLAQ586dw/PPP48vvvjC7HkuWrQIU6ZMoUCiG/W4JRuEEEII\n", "IaRrRUVFAQDy8/NNnqupqaElGwJgAomysjK22V/7MZftAwkueluFhEajwfnz540e9/X1RVhYGEaP\n", "Ho1Lly4hLS3NoVGYfOn1eoSGhmLTpk28X1tQUIDIyEjO2zNTINoHEllZWWhtbeV97J5MpVLh2LFj\n", "SElJAQCbFRIAjJYylZSU2H1sJlTy9vbGjh072D4TX375Jb799lujbT/66CPMmTMH9913H7Zv3273\n", "MYnjKJAghBBCCOnjIiIiAMBsHwlqaimM9oFEVlYWvLy8jKZOeHp6wt3dnXcg0dPHfgKGqXaurq4m\n", "yzZu3LiBAwcO4KmnnrIaetlqfmgvkUgEd3d3s0GcTqfDww8/jN27d5t9bWFhIft7wwUzYYOZhjFy\n", "5EjcunULly5dsuPMO19zc7Ndr/vtt9+g1+sxa9YsAIbpMrZGZrYPJG7cuGHXcTsaPnw4Pv30U/br\n", "Z555BtnZ2dDr9Vi1ahWWL1+OFStW4Mcff7S4nIN0DQokCCGEEEL6ODc3N4SEhJhcmOn1eqqQEIiP\n", "jw+cnJzYColhw4YZLRMQiUS8Rn+q1WpIpdJe0XzPyckJo0aNMgkkvv32W7i5uRlNyLMkNTUVCoWC\n", "DWCSk5Ptan7YUVRUlNlAYseOHfjuu++wYsUKaLVao+caGhpQUVHBq0IiJycHoaGhbK+7ESNGQCQS\n", "9YhlG4sWLcKPP/7Ifn369GnI5XK7wpLU1FSMHTuWXXbBtUJi0KBBcHZ2dqhCgrFnzx786U9/wiOP\n", "PILHH38cgCFgmTt3Lp544gls2LABGzduxD/+8Y8+Pc64p6DvACGEEEIIQVRUlEmFRENDA1pbW6lC\n", "QgAikYidtMEEEh3xDST69+/Pu/dBdxk7dqxRvwW9Xo/Nmzdj3rx5nCY4MGNqf/75ZwCGKXxCLO8w\n", "93MPGKYtLFiwAAUFBfjll1+MnissLAQA3hUS7XuDeHp6IiYmpkcEEmfPnkVGRgb79bvvvouBAwci\n", "JiaG136ampqwb98+zJ49m30sICAAlZWVJqFOe6WlpQgMDERQUJAggURDQwM2bdqEkydP4qOPPmJ7\n", "teTn5+Po0aP46quvsHz5coePQ4RBgQQhhBBCCEF0dLTJnWJmBCVVSAgjICAAxcXFyMvLM2poybAn\n", "kOgtxo4di+vXr7Pl+cePH0dhYSHvpvMjR44E8N9QwFFRUVG4evWqSS+HcePGYevWrZg6dSrefvtt\n", "6PV69jnm2HwqJLKzs9n+EYyRI0cKMvrTUWFhYWzT0MLCQuzYsQMrV67kPRZ1//79aG5uZvtHAIaf\n", "ea1WC5VKZfF1ZWVlkMvlggUS8+bNQ1xcHNauXQs3Nzds27YN/fr1A2B4fxqNxuFjEOFQIEEIIYQQ\n", "QhAVFYWCggLodDr2MeYiggIJYcjlchw8eBA6nc5iIGFrvT2jNwYSgGHMIgBs3rwZYWFhmDhxIq/9\n", "DBgwAN7e3igoKBDkvKKioqDValFcXGz2+dWrV+Ps2bM4ePAg+5hEIsEdd9zBaTwrANTX1+P69etm\n", "A4nMzEy0tbXZ/wYEEBoayr7/9957Dz4+PnjkkUd47UOlUuHHH39EXFwc2yQXALt0w9qyDaEDCbFY\n", "jNdeew379u1DWloaIiMjsXnzZvb5P//5zzh06BDKyspQXV2Nuro6tLS0oK2tjdef9iEVsR8FEoQQ\n", "QgghBNHR0WhubkZpaSn7GBNI0JINYcjlclRVVUEkEplcnAL8KiRqa2t7VSDBlOSnp6ejoaEB27Zt\n", "w9KlS+1awx8ZGSloIOHq6spWbnSslLjrrruwevVqBAYGso/df//9OH78OOflMkwvho7f86SkJDQ3\n", "N7MTOLpLaGgorl69iurqamzevBnPPfccO6HCFqVSCYVCgYSEBPz888+4efMmlEol+3xAQACArg0k\n", "AEOVRHx8PO6++26sW7cOc+fOxZ///GcAgEajwdSpUxEYGIhBgwbBy8sLbm5ucHJy4vWH68hXYh0F\n", "EoQQQgghhL2r2X49PS3ZEBYzaSM8PNxsM0o/Pz8olUqjKhVLeluFBGBYBnH8+HFs3rwZTU1NvO/C\n", "MyIjIwVbshEUFITGxkZMnjwZGo0GQ4cOxTfffMM+LxKJ8NZbb7HTMeyRk5MDkUiE2NhYo8cTExMB\n", "oNuXbYSGhqK2thbr168HACxbtozza1NSUnDy5EmUl5dDr9ejtLTUqIcEM87WUuWPVqtFRUUF5HI5\n", "goODUVJSwunn3xaxWIz169dDKpVixIgRAIB33nmHrdQhPYe0u0+AEEIIIYR0v7CwMEgkEuTn52PK\n", "lCkADBUSUqmUnQxA7KdUKvH1118DMDTxUygUSE1NNWrM6O/vj7a2NqjVapshkFqtNrnA7cmUSiUy\n", "MjJw7do1nDlzBjKZzO5xixEREThx4oQg5yUSidhKh6+++gpXrlzBmDFjBNk3IycnB+Hh4XB3dzd6\n", "XCaTITo6GmfPnrU7nBECM1I1MDCQbWjJhUqlYntPtFdcXAyVSgUfHx+4uLhgwIABFiskqqqqoNVq\n", "IZfLodVqodFoUF1dLUjD0lmzZkGtVrO9MJydnbFr1y6sW7cOSqUSGo0GGo0Gt27dgkajQVtbG68m\n", "sUxfCuIYCiQIIYQQQgicnJwQFhZmUiHh4+PTayY59GQpKSnsMoOWlhacPHkSs2fPRlpaGrsNcze5\n", "srKSUyDRmyokUlJScO3aNQCGZRE3b940ef9cRUZGoqSkBM3NzZyXFtjS3NyMN954A4sXL0ZcXJzF\n", "7TQaDUpKShASEgKplNulVMcJG+2NHDmy2ydtDBs2DGfPnkVcXJzdIZE1AQEBFgMJZqmMXC5nezKU\n", "lJQIEkgAMGnM6evri40bNwqybyIMWrJBCCGEEEIAmI5AVKlU1D9CALbuJDPaBxK29KZAguv754qZ\n", "blFUVOToqbE+++wzVFZW4rXXXrO4zdNPP417772Xd4WGuQkbjJEjR+LChQtWx2J2Nnd3dyQlJfEO\n", "I3x8fNjqivbCwsKMArWAgACLSzbaBxJBQUEAIFgfCdI7UCBBCCGEEEIAmI7+ZCokSNewtd6eodVq\n", "UVdX12sCCaFFREQAEG7053fffYcVK1ZgwYIFVkd5Dh48mJ22wXXkZ21tLUpLSy0GEklJSWhqakJe\n", "Xh7/E+8BUlNTkZycDADw9vaGQqHAzp07jbbx9/e3WiEhFovh6+sLX19fSKVSCiT6GAokCCGEEEII\n", "AEOFRFFRETuGkFkHThzD9U5yv3794OrqarNC4ubNmwDQawIJru+fK39/f7i7uws2aWPkyJHw8vLC\n", "66+/bnW7Z599Fp6ennB1dWUblNpiacIGIykpCQC6fdmGvXx9ffHtt98CALZs2YK0tDST5Ra2lmz4\n", "+/tDIpFALBYjMDCQAok+hgIJQgghhBACwFAh0drayq71r6mpoSUbAklNTYVCoUBAQAACAgLM3kkW\n", "iUScRn+q1WoAvSeQALi9f65EIpGgoz/j4uJQW1trs+qhf//+WLlyJcaOHct5XGlOTg7EYjFiYmLM\n", "Pu/l5YXIyEicOHHCruUrPQEzKtjSJBJbSzbahzvBwcG4ceOG8CdJeixqakkIIYQQQgAYj/6MiIig\n", "CgkB+fr6Ii0tjb3otPS53q6BBNf3z1VERIRgSzb4sNZjwpycnBxERkZa7M+gVCqhVquxefNm7N69\n", "G6GhoSbTV3o6pg9EQECA2ef9/f3R2NiI+vp6k8kUHQOJoKAgqpDoY6hCghBCCCGEADDcnXR2dmb7\n", "SFBTS+H5+PhYvRj39/fnHEh4e3sLem5dwdb750rICgk+2o8J5cLahA3AMH1EpVKhtbUV5eXl7PSV\n", "3qSsrAwymczieGAmqDC3bIMCCUKBBCGEEEIIAWAYkRcZGYkrV65Ap9NBrVZThUQXu10rJIQWGRmJ\n", "a9euobW1tbtPxSprEzaEnj7SXTqGCh0xgYS5ZRulpaUIDAxkv2YCCWYEKLn9USBBCCGEEEJYUVFR\n", "yM/Px82bN6HT6ahCootxDSTEYrFJ+XtfEhERAa1Wy/Y76YlqampQUVFhMZC4XZSVlRmFCh35+/sD\n", "MK2QaG1thVKpNKmQaGlpQU1NTeecLOlxKJAghBBCCCGs6OhoXLlyhb0goAqJrsUEEtbuEKvVanh7\n", "e3NurHg7YhpQWlu2oVKpurXS4I8//gBgecKG0NNHuoutCgmZTAY3NzeTQIKpmOgYSACgZRt9SN/9\n", "W4wQQgghhJiIiorCtWvX2EZ1venC6Hbg5+eH1tZWdlmGObW1tX16uQZguHB1dnY2G0golUooFAok\n", "JCQgISEBCoUCSqWyy86NOf5DDz0EAHjyySctHp+ZPuLk5AQ3NzeHpo90l9LSUquBhEgkMjtpg/k7\n", "puOUDQA0aaMPoUCCEEIIIYSwoqOjodPpcObMGQCgJRtdzM/PDwCsLttQq9V9PpCQSCQICwszO2kj\n", "JSUFJ0+eRHl5ebc0imSOf/PmTQBAenq6xeMz00fmzp2LIUOGIC0trVdN2NDr9TYrJADDso2OFRLm\n", "Agk/Pz9IJBKqkOhDKJAghBBCCCEsZvRneno6AKqQ6GoUSHBnbtJGdzeKtPf4w4YNQ1FRUa9r5qhW\n", "q3Hr1i2bgURAQIDZQMLJycno7xiJRAK5XE6BRB9CgQQhhBBCCGEFBATAw8MD6enpcHV1hZubW3ef\n", "Up/CNAC0FUj0xpGfQuuu0Z+dITo6GrW1tb1qugZgvsrBHEtLNuRyuckYVRr92bdQIEEIIYQQQlgi\n", "kQhRUVG4fv06VUd0A5lMBhcXF6qQ4CAiIgJFRUXQarXsY93dKNLe40dHRwMA8vPzO+vUOgUTSFib\n", "sgFYXrJhLsigQKJvoUCCEEIIIYQYYZZtUP+IricSiWyO/qRAwiAyMhIajQalpaVGj6emphqNRB03\n", "blyXNopMTU1lAwY/Pz9OjSqZqSG9LZBgPnumsseSgIAAVFdXQ6PRsI9RIEEACiQIIYQQQkgHzMWU\n", "TCbr5jPpm/z8/EzK29ujKRsGlkZ/tra2or6+Hs888wwA4M033+zSRpG+vr6YNWsWgoODkZOTw6lR\n", "pZubG0JCQnpdIFFWVoaBAwfCxcXF6nYBAQEAYDRtxFIgERwcjJKSkl7XT4PYhwIJQgghhBDCUiqV\n", "+OmnnwAAZ8+e7fKRiQRWKyR0Oh0FEv/f4MGDIRaLTQKJ7du3w8nJCevXr4ePjw8OHjzY5ed2+vRp\n", "JCcn81omEh0d3SsDCVv9I4D/VlC0X7ZhrUKisbERtbW1wp0o6bEokCCEEEIIIayUlBT2Aq+lpaXL\n", "RyYS64FEfX09dDodBRIAnJ2dMXjwYJPRn9u2bcM999yD/v37484778ShQ4e69Lx0Oh3Onj2LUaNG\n", "8Xqd0IGESqXq9CaZXAMJpkKCCSRaWlpQU1NjMZAAYHHZRle8L9J1KJAghBBCCCEAun9kIjGwFkio\n", "1WoAoEDi/+s4aaOkpARpaWl44IEHAABTpkzBqVOn0NDQ0GXnlJ+fj4aGBrsCiStXrkCn0zl0fKVS\n", "CYVCgYSEBCQkJBhVOQl9Mc81kBg0aBDEYjG7FIkJJvgEEtbeF+m9KJAghBBCCCGkB/H390dlZaXZ\n", "NfRMIEFjPw0iIiKMAont27fj/7V35+FRVXcfwL93siBkJQkhwzYJmYSQmAXCGpuySRWwmmCt8FoF\n", "ilThrRtKQawCWkWqVnxFJWIDKkqlkkbEGilQRBaRLYEoeyaAZGDClkWy5/f+kc4tw0ySSSaZTMj3\n", "8zw8j3PumXvPnDlm5v7mnPPz9PTEnXfeCaAuIFFdXY3t27c7rU179+4FACQmJjbpeZGRkSgvL3d4\n", "Q8eUlBTs2rULRqMRRqMRu3btwoQJE1rlZr6goKDRDBsA4ObmhuDgYDUQYd4M01ZAIiQkBBqNxqof\n", "bL0uzt5q/xiQICIiIiIAbZ8ykep0794dlZWVKCoqsjrGGRKW9Ho9Tp48qQZvzMs1/Pz8ANTd5Pfo\n", "0cOp+0js3bsXERERTQ4atUTqz/pmOeXk5LT4zXxNTQ2MRqNdMySAumUb5oCEOV2ored6eHggJCTE\n", "IiDB2Vs3LgYkiIiIiEiVmZmJpKQkaLVaaLVau1IWUsvq3r07ANjMtMGAhCW9Xo+ffvoJ58+fx5kz\n", "Z7Bz5051uQZQl0Z19OjRTt1HYs+ePU1ergHUbdLp4eHRKhtbVlVVWZU5ejNfWFiImpqaJgUkzGO6\n", "oKAAnTt3VgNH12Pqz46DAQkiIiIiUgUHB2PHjh04dOgQDh06ZFfKQmpZ5oCErX0kzJkH6ruR62jC\n", "w8MB1KX+/PTTT9GpUyd1uYbZmDFjcODAAVy6dKnV21NdXY0DBw40KyDh7u6O8PBwhwIS9c1ycnNz\n", "a/Y569PQLAdbQkJCLGZI9OzZE4qi2Kzbu3dvnDlzRn3M2Vs3LgYkiIiIiMhKYGAgv+i3kYYCEpcv\n", "X4afn1+r3GC2R3379gVQF5BYu3YtbrvtNvj6+lrUGTVqFEQEW7dubfX2HD58GGVlZc0KSAAtk2kj\n", "MzNTvX7Xrl2RlJSEAQMGWNVz9Ga+qQGJ65dsNPQ8WzMkli5dqv53p06dOHvrBsGABBERERGRC/H3\n", "94enp2e9AQku1/ivLl26ICQkBF9++SW+/fZbi+UaZjqdDuHh4U5ZtrF3714oimIzAGCPyMhIHD16\n", "1KE2BAcHY+HChQCALVu2YMeOHfjiiy+QlJSEkJAQAEBERITDN/MFBQXQaDRqAK0xISEhOHfuHESk\n", "WQGJjIwM+Pv7Y/r06epMLs7eav8YkCAiIiIiciGKoiA4OJgBiUaY00BeunQJa9euhaIoGDZsmM26\n", "ztpHYu/evYiKioKPj0+znh8ZGYn8/HxUVFQ41I6cnBz4+/sjPj4ewH+XYuXm5qJr166YMmWKwzfz\n", "BQUFCAkJsXu2jlarRVVVFS5dumRXQKKkpATFxcUAgIqKCqSnp2PKlCkYOnQozp4963AfkWtgQIKI\n", "iIiIyMWYU39e7/Lly0z5+R/mNJCVlZUAABHBAw88YLPumDFjcPjwYXXJQGtp7oaWZpGRkaitrUVe\n", "Xp5D7cjOzkZ8fLzVHg2BgYEICwvDqVOnHDo/UJe6097lGkBdQAIAjEajXQEJAOosiYyMDBQWFuKh\n", "hx5CREQEamtrbWbdoPaHAQkiIiIiIhfTtWtXi039zDhDok5T00COHDkSAFp1lkRlZSVycnIwePDg\n", "Zp+jJVJ/AnUBiYSEBJvHdDpdiwQkGgsqXM+8XOT48eMoKSlpUkBi+fLlGDlyJPr37w+9Xq+eh9o/\n", "BiSIiIiIiFyEeRnC9u3bsWXLFiQlJcFkMqnHr1y5woBEM3Tv3h0333xzqwYkcnNzUVlZ6dAMiZCQ\n", "EHh7ezsUkCgtLcWJEyfU5RrXa6uAhHmGxP79+wE0vBlmjx49oCgKzpw5g++//x7btm3Dww8/rB67\n", "6aabcOLECQdaT66CAQkiIiIiIhdhXoZQVlaGqqoq7Nq1C6mpqerxCxcu4KabbmrDFrqG5qSBHD16\n", "NP71r3/ZnEHREvbu3Qs3N7d6AwH2UBTF4Uwbhw4dgog0OkNCRJp9DaDpAYnOnTvDz88P+/btA9Bw\n", "QMLT0xPdu3fHjz/+iLS0NAQHB6v/H2g0Guj1egYkbhAMSBARERERuYD6liEcOXIEubm5SEpKgsFg\n", "wAcffGA1c6IjyszMRFJSErRaLbRabYNpIE0mE7766iucOXMG0dHRrdJ/e/bsQUxMDLp06eLQeRwN\n", "SGRnZ8Pd3R3R0dE2j+t0OpSXlzv0+quqqmAymdCzZ88mPS8kJEQNSJhnTDRU9+DBg3j//fcxffp0\n", "eHp6qsf0ej2XbNwg3Nu6AUREREREVL9Lly5h4MCBqKqqAgCUlJSoMyd27NjRxq1rO+bMEeYZD/XN\n", "jADqZp6Y02maTCaYTKYW77+9e/c6tFzDLDIyElu3bm3287OzsxEdHY1OnTrZPK7T6QAAp06dsjtl\n", "5/XMm4M2ZYYEUBeEOHr0KHx9feHt7W2zjslkQkpKCo4cOYLs7GwAwMSJEy3q6PV6ZGRkNKPl5Go4\n", "Q4KIiIiIyAXUtwwhOjoaHh4eVuX1beDY0QQGBjYYjGjqBpjNUVZWhtzc3BYLSJw7d05NedlUOTk5\n", "DS4buTYg0VwFBQUAmheQaOx55mVL5eXlatljjz1mUSciIgL5+flqhhVqvxiQICIiIiJyEbaWIaxb\n", "tw5+fn5t3TRqwMGDB1FdXe1Qhg0zc6aN5ixJqKmpwcGDB+vdPwIAAgIC4OXl1SYBCXOmjfqeZ2/w\n", "SK/XM/XnDYJLNoiIiIiIXER9yxBCQ0PVafJmDW3gSP9lnnnSmv23detWuLu7IzY21uFzRUREAKhL\n", "/ZmYmNik5x4/fhxlZWUNBiQURXE400ZBQQE8PDya3H/mGRKO9rs59eeJEyfUAA61T5whQURERETk\n", "Yq5fhtCUDRzJmrn/AgICAACJiYkt0n/mNK2LFi0CAIwaNcrhzTL9/f0RHBzcrI0tc3JyAKDRTB8t\n", "EZAwp+a0l8lkwrvvvgsA+Oc//2lzY1F7s6f06tULnTp1YqaNGwADEkRERERELs48c+LQoUM4dOgQ\n", "duzYgeDg4LZuVrth7r+srCwAwMsvv9wi/Xdtmtbq6mqrNK3N1dxMG9nZ2ejVq1ejMxBaIiDR1Awb\n", "KSkpagDhp59+qrev7Am+aTQahIeHM9PGDYABCSIiIiKidqKxDRypYQkJCXBzc2uRX9Zbc7NMRwIS\n", "DS3XMAsNDXUoIHH27Nkm7R/RlL6yN/im1+s5Q+IGwIAEERERERF1CB4eHggLC3P5X9bNAQkRsSi/\n", "ePFig8GOxjJsmOl0OhQVFaGoqKhZ7TMv2WhNjQXfIiIiGJC4ATAgQUREREREHYZer2+RgIS9+x00\n", "R2RkJIqLi3HkyBEA/92rIjY2FrGxsTb3Xzh//jyMRqNdMyQcTf3Z1IBEa/SVXq+HwWBAVVVVs55P\n", "roFZNoiIiIiIqMOIiIjApk2bWuRcmZmZiIyMRHl5OQICAhAWFubwZpkmkwnPP/88ACA5ORmRkZGo\n", "qqrC3r171TpGoxGpqanYsWOHWmbe0LKpAYm4uLgmte/q1au4cuVKk2dIZGZmIjU1FQaDAQAc7iu9\n", "Xo+amhqcOnVKzbpB7Q8DEkRERERE1GHo9XqkpaWhpqYGbm5uDp3L398flZWVmDdvHh555JEW2V9G\n", "UMkAACAASURBVN8jJSUF2dnZAOqWaOzatQvu7ta3beb9F8zXzMnJgbe3N/r27dvoNUJCQuDp6dms\n", "GRLm9KlN3dSyvpS2zWVOj3rixAkGJNoxLtkgIiIiIqIOIyIiApWVlfjxxx8dPtf+/ftRVlaGcePG\n", "tUgwor7NH6urqxt9bnZ2NuLi4qDRNH6Lp9Fo0Lt372YFJM6ePQsAzd5DoqU2Zu3Vqxc8PT1dfj8Q\n", "ahgDEkRERERE1GGYf01viRvZbdu2oUuXLhg4cKDD52qIrZkcXl5eFjf29mbYMGtu6s+CggIAzQ9I\n", "tBQ3Nzf07duXG1u2cy4fkEhLS4NGo8GiRYvauilERERERNTOhYaGtljqz23btiEpKQkeHh4t0LL6\n", "N38cMGAAkpKSoNVqodVqERQUhMLCQpw/fx4AUFZWhiNHjjQ5IGFrNkZjCgoK4OXlBR8fnyY/t6Ux\n", "00b759IBicuXL+OZZ54BACiKYnFs4cKF0Ol0GDBggMW/MWPG2DxXeno64uPjER8fj5iYGLzyyitW\n", "aXSIiIiIiOjG5uHhgdDQUIdnSNTU1GD79u34+c9/3kItq5OZmWkRfEhKSsIXX3yBHTt24NChQzh0\n", "6BAOHz4MDw8P/P73vwcAfP/996itrbUr5aeZIzMkevToYXV/1hZaKmMKtR2X3tTy2WefRXJyMj77\n", "7DOrY4qi4IUXXsADDzzQ6HneeustzJkzB9988w0SExNhMBgwfPhwXLhwAUuWLGmNphMRERERkYtq\n", "iV/WDx06hKKiIowYMaKFWlWnoc0fr/3vN998E5MnT0ZGRgZOnz4NRVFw8803230dnU4Hk8mEsrIy\n", "dO7c2e7nNTXlZ2syp/6srq62ufEnuT6XnSFx8OBBZGRkYOHChfXWsWeGQ0lJCebPn49p06YhMTER\n", "QF2KmSeeeAJ/+ctf1LQzRERERETUMbTEL+vbtm2Dp6cnhgwZ0kKtstTY5o/33nsvbrvtNkyaNAnz\n", "58+HRqPBrbfeCpPJZNf5zak/T58+3aR2FRQUNDnDRmvR6/Worq5u8msg1+GyAYlHH30UL7zwAvz8\n", "/Bw6T1ZWFkpKSqyWcowePRo1NTVYt26dQ+cnIiIiIqL2JSIiAidPnkRNTU2zz7Ft2zYMHToUN910\n", "Uwu2zH6KouDixYuoqqpCWVkZampqsGvXLqSmptr1fHNAoinLNi5evIjTp0+7zAwJc+pPLttov1wy\n", "IPHJJ5+gtLQU06dPb7BeVlYWxo4di4SEBMTFxeGxxx7DuXPnLOqYc/iGh4dblJsfHzx4sAVbTkRE\n", "RERErk6v1zuU+lNEsG3bthbfP6IpLl68qKbgvJbBYFCXezSkV69e0Gg0dgUkTCYTkpKSEBsbC4PB\n", "gE8//dTumRitqXfv3vDw8ODGlu2YywUkrl69irlz5+LNN99ssF6XLl2g0WiwZs0aZGdnY/369di9\n", "ezcSExMt/scsLCwEAPj6+lo83/zYfJyIiIiIiDoG8y/rzb2RPXr0KAoLC9s0IOEoT09P9OjRw66A\n", "REpKCnbt2gWj0QgAyM/Pt3smRmtyd3dHWFiYUwMSFy9etCvgQ/ZxuYDE4sWLkZycjOHDhzdYb86c\n", "Ofjoo48QFBQEoC59T3p6OoxGI/70pz85o6lERERERNQOmVN/Nneq/7Zt2+Dm5tboPUtrqi9FaFhY\n", "WIN7T1zLnkwbFy9etJke1N6ZGK0tIiLCKUs2rp0lEhsbi6SkJJeYJdLeudRWpAaDAcuXL0dOTo7V\n", "MXs2sIyOjoaPjw927typlpkDFsXFxRZ1zY+7devW4Dkff/xx+Pv7W5RNnjwZkydPbrQ9RERERETk\n", "esypP5v7y/rXX3+NgQMHwsfHp4Vb1jSZmZlITU1VN+oPCwvDP/7xD7uf39zUn65Er9cjKyur1a9j\n", "niViZjQakZqaih07drT6tZ1hzZo1WLNmjUXZlStXWv26LhWQ2Lx5M7y8vDBhwgS1rLKyEgCwfPly\n", "ZGZmIioqCmvWrMG5c+cQEhJidQ6NRoPa2lr18YABAwAAeXl5Fnl58/LyAKDRXL1Lly7FwIEDm/+i\n", "iIiIiIjI5TT3l3URwddff41Jkya1QquapqEUofbQ6XTYvn17g3XMMzHMyzXMmjITozXp9Xrk5eWh\n", "pqYGbm5urXKNxmaJuEI/OMrWj+779+9XM1W2FpdasvHggw8iPz8fBw4cUP/985//BADMnDkTBw4c\n", "UKM2PXr0sPqf4uTJkygqKsLgwYPVsnHjxsHHxwebNm2yqLt582a4ubnh7rvvbuVXRURERERErkav\n", "1zdrhkR+fj7Onj3rUvtHNJYitD46nQ5nz55FdXV1g/UyMzPVeyw/Pz8kJSU1aSZGa4qIiEBVVVWL\n", "p/68fq+IioqKFj0/1XGpgIQt5qUatpZsPP300ygvLwcAFBUVYebMmfD398f8+fPVOt7e3li8eDFW\n", "rVqF/fv3A6iLZC1duhSzZ8+2ue6KiIiIiIhubObUn9fOrrbHtm3boCgKkpOTW6llzqPT6VBTU2Mz\n", "W8e1goODMWvWLADAzp07sWPHDgQHBzujiY3S6/UAoN7rOer6vSKGDRuGOXPm4NKlS1Z1XWWWSHvm\n", "sgGJy5cvIywsDMnJyVAUBUuXLkVYWBj++te/AgA+/vhjFBUVYdCgQepgCQoKwu7du9VBaTZr1iws\n", "W7YMU6dORXx8PCZMmIDZs2djyZIlbfHSiIiIiIiojen1elRUVDQp9efFixexceNGxMbGomvXrq3Y\n", "OufQ6XQAYNc+EhkZGfjZz36G6Ojo1m6W3UwmE37zm98AAKZPn27XRpO2smRcW3ZtRhGj0Yjdu3dj\n", "1apVWLx4MYYPHw6tVgutVutSs0TaM5faQ+JaXbt2VTdnsWXSpElNWrc1bdo0TJs2rSWaRkRERERE\n", "7Zw59efx48fRp0+fBuuaTCakpKQgPz8fJpMJ3bp1g8lkcplZAs1lft2NBSRKSkqwceNGLF682BnN\n", "sltKSgq+/fZbAHUz5nft2lXvRpPXvodAXaaVFStWYMaMGWpZz549cebMGavnBgUFYcaMGZg3b16z\n", "9+sg21w2IEFERERERNRazKk/T5w4gTFjxjRY9/oMC+fOnbshMix4eXkhKCio0YDEl19+iYqKCqSm\n", "pjqpZY1r6kaTtrJkDB06FD/99JNFmS3u7v+9bWYgomUxIEFERERERB2OOfVnfZk2rp3WfyNnWNDp\n", "dDZf37UyMjIwYMCAdrv/Xn3Bi2uDEWbXZ20EuFdEa2JAgoiIiIiIOiRbmTaun9rfs2dPVFZWtkHr\n", "nEOn0zU4Q6K8vBxffPEF5s6d68RWNa4l0pEqimKVPCEoKAg6nU7dWyQsLIx7RbQiBiSIiIiIiKhD\n", "ioiIwJYtWyzKbE3tt+VG+dU8NDQUn3/+eb3HN2/ejNLSUkycONGJrbJPZmYmUlNTYTAYcPnyZSiK\n", "goyMDKt69QUvvL29UVJSYlGm1+uxY8cO7hXhJC6bZYOIiIiIiKg16fV6i9Sf9U3t9/X1xaBBg27I\n", "DAs6nQ6nT5+uN/1pRkYG+vXrh/79+zu5ZY0LDg7Gjh07cOjQIbz//vsoKyvD6dOnbdZdsGABACAg\n", "IEB9D3ft2oWkpCSb72tgYCCDEU7AGRJERERERNQhRUREqKk/G8q04eXlhaysLPXxjXSjqtPpUFFR\n", "gSNHjlil9KyursZnn32GGTNmQFGUNmph4wIDA3H33XejZ8+eSE9Px+DBg63q/P3vf0efPn2wZ88e\n", "uLm5qe8hZ0O0Lc6QICIiIiKiDkmv1wOAuo9EYGAgAgICrOqZl2fcaL+am0wmPPfccwCAESNGICkp\n", "CSaTST3+zTff4OLFiy65XON6bm5umDp1Kj7++GNcvXrV4tiVK1ewZs0azJgxA8HBwVbv4Y32vrYn\n", "DEgQEREREVGHZE79ac60UVpaitLSUvj4+NyQyzOul5KSgoMHDwIALly4gF27dqmpPS9evIiPP/4Y\n", "vXr1wqBBg9qymXabOnUqiouLrd6v1atXo6KiAtOnT2+jllF9uGSDiIiIiIg6JE9PT+h0OnWGxFNP\n", "PYXCwkLk5OSga9euAG7cafz17Zdx/PhxDBkyBD/++CPOnz+P4OBgFBYWIjg42PmNbCK9Xo8RI0Yg\n", "PT0d9913HwBARJCWloa77roLWq22jVtI1+MMCSIiIiIi6rB0Oh2+//57ZGVlIS0tDa+++ir0en2H\n", "ncZfWFiIPXv2wGg0ora2FufOnVNnTbQH06ZNw5YtW2AwGAAAO3fuRG5uLh5++OE2bhnZwoAEERER\n", "ERF1OCaTCUlJSdi9ezc2btyIO++8EyNGjOgwN67mVJjXc3NzsyozGAzqxo+u7le/+hW8vb3x/vvv\n", "AwDS0tLQt29fjBkzpo1bRrYwIEFERERERB1OSkoKdu3ahatXr6KmpgZVVVUoLS116WwSLS0zM9Mi\n", "7eXgwYMRFBTU1s1yiJeXFyZNmoT33nsPx44dw9q1a/HQQw9Bo+GtryviHhJERERERNSh1Ld/QkFB\n", "AS5evNhhlmoEBwdbpb1MSkrC+fPnLeqZs4y0ByaTCd9++y3Onj2LuLg4VFRU4I477mjrZlE9GCYi\n", "IiIiIiLqwK7dL+P6WRPtLctISkoKcnNzAQAVFRUAgBkzZrRlk6gBnCFBREREREQdinn/BKPRaFHe\n", "nmYCtBZbsybai/pmvpj3wGhPr6WjYECCiIiIiIg6nMzMTKSmpqrZGMLCwtrVTIDWxpt3cgYGJIiI\n", "iIiIqMNpzzMByDbOfGl/GJAgIiIiIqIOizeqNxbOfGlfGJAgIiIiIiKiGwJnvrQvDEgQERERERHR\n", "DYWBiPaBaT+JiIiIiIiIyOkYkCAiIiIiIiIip2NAgoiIiIiIiIicjgEJIiIiIiIiInI6BiSIiIiI\n", "iIiIyOkYkCAiIiIiIiIip2NAgoiIiIiIiIicjgEJIiIiIiIiInI6BiSIiIiIiIiIyOkYkCAiIiIi\n", "IiIip2NAgoiIiIiIiIicjgEJIiIiIiIiInI6BiSIiIiIiIiIyOkYkCAiIiIiIiIip2NAgoiIiIiI\n", "iIicjgEJIiIiIiIiInI6BiSIiIiIiIiIyOkYkCAiIiIiIiIip2NAgoiIiIiIiIicjgEJIiIiIiIi\n", "InI6BiSIiIiIiIiIyOkYkCAiIiIiIiIip2NAgoiIiIiIiIicjgEJIiIiIiIiInI6BiSIiIiIiIiI\n", "yOkYkCAiIiIiIiIip2NAgoiIiIiIiIicjgEJIiIiIiIiInI6BiSIiIiIiIiIyOkYkCAiIiIiIiIi\n", "p2NAgoiIiIiIiIicjgEJIiIiIiIiInI6BiSIiIiIiIiIyOkYkCAiIiIiIiIip2NAgoiIiIiIiIic\n", "zuUDEmlpadBoNFi0aFFbN4WIiIiIiIiIWohLByQuX76MZ555BgCgKIrV8cOHD2P8+PHo378/+vXr\n", "h8mTJ6OgoMDmudLT0xEfH4/4+HjExMTglVdegYi0avuJiIiIiIiIyDaXDkg8++yzSE5Otnns9OnT\n", "SE5ORlxcHA4fPowffvgBiqJgxIgRKCkpsaj71ltv4fe//z3S09ORk5ODDRs24LXXXsO8efOc8TI6\n", "rDVr1rR1E9o99qFj2H+OYf85jn3oGPaf49iHjmH/OY596Bj2n2PYf67PZQMSBw8eREZGBhYuXGjz\n", "+IIFCyAieP755wEAbm5ueO2112AwGLB06VK1XklJCebPn49p06YhMTERABAWFoYnnngCf/nLX2Aw\n", "GFr9tXRU/APgOPahY9h/jmH/OY596Bj2n+PYh45h/zmOfegY9p9j2H+uz2UDEo8++iheeOEF+Pn5\n", "WR2rqanBunXrcMstt8DT01Mt12q1iIqKwieffKKWZWVloaSkBGPGjLE4x+jRo9XzEBEREREREZFz\n", "uWRA4pNPPkFpaSmmT59u83heXh5KS0sRHh5udaxv3744cuQIqqqqAADZ2dkAYFXX/PjgwYMt2XQi\n", "IiIiIiIisoPLBSSuXr2KuXPn4s0336y3TmFhIQDA19fX6pivry9qa2tx6dKlBuuaH5uPExERERER\n", "EZHzuLd1A663ePFiJCcnY/jw4W3aDq1Wi+DgYMyaNctiWQgA3H777bj99tvbqGXtx5UrV7B///62\n", "bka7xj50DPvPMew/x7EPHcP+cxz70DHsP8exDx3D/nMM+89+WVlZyMrKsiirrKxEt27doNVqW+26\n", "LhWQMBgMWL58OXJycqyOXZuiMygoCABQXFxsVa+4uBhubm4ICAhosK75cbdu3Wy2RavV4mc/+xky\n", "MjKsjn3zzTdqOlJqmHkjUWo+9qFj2H+OYf85jn3oGPaf49iHjmH/OY596Bj2n2PYf46ZOHFixwlI\n", "bN68GV5eXpgwYYJaVllZCQBYvnw5MjMzERUVhY8++gg+Pj7Iy8uzOkdeXh6ioqLg4eEBABgwYIBa\n", "Hh8fb1EPgEXZ9ZYtW8bAAxEREREREXVIrRmMAFwsIPHggw/iwQcftCg7deoUwsLCMHPmTDz33HNq\n", "+cSJE7F+/XpUVlaqSyqMRiOOHDmCBQsWqPXGjRsHHx8fbNq0CampqWr55s2b4ebmhrvvvrve9mi1\n", "2lZ/A4iIiIiIiIg6Ipfb1PJ65qUa1y7ZAIBFixZBo9GoQYrq6mo89dRT6Nu3L5544gm1nre3NxYv\n", "XoxVq1ap64cMBgOWLl2K2bNnIzQ01DkvhIiIiIiIiIhUilx/p+8iLl++jIEDB6K6uhoFBQXw9fWF\n", "v78//vjHP6rpQA8fPownn3wSBoMBtbW1GDhwIF577TX06NHD6nwrV67E66+/DkVRUFVVhWnTpmHO\n", "nDnOfllEREREREREBBcOSBARERERERHRjcvll2yQ67py5Qruu+8+aDQanD59uq2bQx1cWloaNBoN\n", "Fi1a1NZNISJqcfzMdRz70DHsP8exDx3D/nOMq/YfAxLXKC8vx7x58xAVFYX4+HgMHjwYn3/+eVs3\n", "yyVt3LgRgwYNQm5uLhRFsVln4cKF0Ol0GDBggMW/MWPGOLm1ruf06dOYP38+hgwZgsTERMTExCAh\n", "IQFvvvmmVd3Dhw9j/Pjx6N+/P/r164fJkyejoKCgDVrtui5fvqxmxLl+PHIcNiwrKwu33norBg0a\n", "hMjISMTExFhlF+IYtG3q1Kk2x1ZsbCw0Gg0yMzMBcAw25Ntvv8Xtt9+O8PBwhIeH45ZbbsGmTZts\n", "1u3I49Cez1zA/j4KDQ21Go8DBgzAG2+80Zovo03Z04dZWVn41a9+haioKMTFxSEmJgZPPPEECgsL\n", "bdZPT09HfHw84uPjERMTg1deecVqz7Mbhb39d//99yM+Ph4DBw5Ev379cMcdd2D37t1WdTkGW+a7\n", "M8egtfLycrzwwgsYNGgQBg4ciNDQUIwcOdLqs6WjjUF7+2/FihVITExU/waOHTsWX3/9tc26LTb+\n", "hFS/+tWvJDo6Wi5evCgiIp9//rm4u7vLhg0b2rhlrmfkyJGSm5srCxYsEEVR5NSpU1Z1Fi5cKO+/\n", "/34btM71rVy5Ury9veXbb79Vyz777DNxc3OTF198US07deqUBAYGyty5c0VEpLq6WiZPnix6vV6K\n", "i4ud3m5X9b//+7+SkpIiiqLIokWLLI5xHNZvxYoV0qdPH/n+++/VshdffFEiIiLUxxyD9Zs6darN\n", "sfXpp59KUFCQVFRUiAjHYH22b98uHh4e6tgSEVm6dKm4u7vLxo0bLep29HFoz2duU/ooNDTUKe12\n", "JY31odFoFEVR5Nlnn5Xa2loREcnPzxe9Xi9hYWFWfbhs2TLp3Lmz7N27V0RE8vLypHv37vKHP/zB\n", "OS/IyewZgyNGjJCxY8dKUVGRiIhUVFTIfffdJ97e3nLs2DGLuhyDjn935hi07r/KykoZOXKk3H//\n", "/XL16lURESkuLpbExESL79ciHW8M2tN/b7zxhmg0Gvn8889FRKS2tlbmzJkjnTp1UseZWUuOPwYk\n", "/mPr1q2iKIqsXbvWovz222+X8PDwNmqV6zJ/WDf2R3XVqlXOblq7kJWVJc8//7xVeXx8vAwcOFB9\n", "PHXqVAkICFBvbERECgoKxM3NzebzO6KcnBzRarWSnZ1db0CC49DamTNnpHPnzlZ/865evSpfffWV\n", "+phjsH67du2SvLw8q/KxY8fKU089pT7mGLRtxIgR0rVrV4uxJSISGRkpsbGxFmUdfRza85nblD7q\n", "aF/ERRrvQ6PRKIGBgVbPW7FihSiKIunp6WpZcXGx+Pr6yqxZsyzqvvzyy+Lu7m7z70J7Z88YfPzx\n", "x+W7776zKDtw4IAoiiJvvvmmRTnHoGPfnTkGbfffa6+9JoGBgVJWVmZR/sMPP8iRI0csyjraGLSn\n", "/4YMGSLx8fEWZZcuXRJFUWTevHlqWUuPPy7Z+I+1a9cCgNWUqNGjRyMvLw979+5ti2a5rIam+lDj\n", "brvtNjz77LNW5cXFxQgODgYA1NTUYN26dbjlllvg6emp1tFqtYiKisInn3zitPa6skcffRQvvPAC\n", "/Pz82rop7coHH3yAiooKTJgwwaK8c+fO+MUvfgGAY7Axw4YNQ1hYmEXZyZMnsWXLFjz88MNt1Kr2\n", "47vvvoNer7cYWwAQGxuL3NxcnDx5EgDHIdD4Zy77qHGN9WFISAjOnTtnVd6zZ08AdWuvzbKyslBS\n", "UmLzO6P5vbjR2PO97/XXX8fgwYMtyoqLiwEA3bp1a5V2tSct+d2ZY9C25cuX49Zbb8VNN91kUW5e\n", "xtaR2dN/7u7uqKqqsiirrKxUj5m19PhjQOI/srOz4efnh4CAAIvy8PBwAMDBgwfbolntXlZWFsaO\n", "HYuEhATExcXhscces/mB39GVlJRg/vz5KCsrw8svvwwAyMvLQ2lpqToGr9W3b18cOXLE6o9GR/PJ\n", "J5+gtLRUTQVcH45Da9u3b0e3bt2wb98+/OIXv1D3MVm4cCEqKioAcAw2x4oVKzBmzBirPuMYtKYo\n", "CmpqaqzK3dzcAABHjhwBwHFoj+b00dNPP42kpCRERUVhxIgRePfdd2/Ytef2uvYLt9nRo0cBAKNG\n", "jVLLsrOzAcCqv/md0dLhw4fx1FNPYfz48bjnnnusjnMM2mbP5wXHoDWTyYQTJ06gV69eWLJkCYYM\n", "GYJ+/fph7Nix+PLLL20+h2PQ0h//+EcYDAasWLECIoLy8nI8/fTT6NOnD2bNmqXWa+nxx4DEfxQW\n", "FsLX19eq3FxW34ZGVL8uXbpAo9FgzZo1yM7Oxvr167F7924kJibi7Nmzbd08lxEdHY2AgABs2LAB\n", "69atQ3x8PID/jrn6xmVtbS0uXbrk1La6kqtXr2Lu3Lk2NwK9FsehbadPn0ZRUREefvhhvP322/j+\n", "++/xzjvvYNmyZUhJSQHAMdhUVVVVWLVqFWbOnGlRzjFo29ChQ3Hs2DGUlpaqZSKCnJwcAP/9ZZXj\n", "sHFN7aOgoCBERkZi+/btOHz4MB5//HHMnj0bU6ZMcVqb24OqqiqsWLEC999/PxISEtTy+vqb3xnr\n", "rF+/Hr1798bNN9+M2NhYrF69GhqN5S0Hx6Bt9n5ecAxaM2eNSEtLQ35+Pr755hvk5ubilltuwR13\n", "3IG//e1vFvU5Bq2NGzcOGRkZePHFFxEUFITAwEAcO3YMGzduhFarVeu19PhjQIJazZw5c/DRRx8h\n", "KCgIQN1utunp6TAajfjTn/7Uxq1zHT/88APKysrwxBNPYPTo0Xj11VfbukntwuLFi5GcnIzhw4c3\n", "WI/j0Lby8nJUVFTgmWeegV6vBwAMHz4cv//97/HVV1/hm2++aeMWtj//+Mc/4OHhgTvvvNOinGPQ\n", "tkWLFqGyshKPP/44ysrKUF1djZdfflnNCnH9lFtqOXv27MG0adOg0WigKApSU1Mxa9YsrF692mZG\n", "hI7qmWeeQZcuXfD222+3dVPalTvvvBNnzpzB2bNnUVxcjJtvvhm5ubkWdTgGbePnRfOVl5cDqJvp\n", "9Prrr6NTp07w8PDAggULoNPprDKIcQxae/vtt3HXXXfhxRdfxIULF1BUVIQ77rgDgwcPxldffdVq\n", "12VA4j+CgoLUX2OuxbVvLSs6Oho+Pj7YuXNnWzfFpbi7u2PatGl44IEH8PTTT8NgMKgfRvWNSzc3\n", "N6slRh2FwWDA8uXLsWTJEqtj9ky14zgEfHx8AMDiV79rH+/Zs0f9u8cxaJ+0tDTMmDHD6pdAWzgG\n", "geTkZGzduhUmkwmxsbEYOnQofvrpJyxYsAAA0KdPHwDg30I7tEQfDRs2DAA69Ji81quvvopNmzZh\n", "48aN8PLysjhWX3/zO6OlkJAQfPDBB/jpp5/wyCOPNFqfY9A2W58XHIPWzN9rIiIiLALaiqIgLi4O\n", "BoOh0dl0HXkMXr58GbNnz8aECRNw3333QVEUuLu7Y968eejbt6/F8uiWHn8MSPzHgAEDUFRUhMuX\n", "L1uU5+XlAYA6jZ7sV9/6aI1Gg9raWie3xrWUl5fb7IP4+HjU1NRg//790Ov18PHxUcfgtfLy8hAV\n", "FQUPDw9nNNflbN68GV5eXpgwYYKaN9q8OePy5csxYMAATJ48GQDHYX2io6MBwKoPzOv3a2trER4e\n", "zjFop+PHj2P79u2YMWOG1TGOwfoNHz4c69evx4kTJ7Bv3z786U9/wvnz5+Hr64u4uDgA4Di0Q1P6\n", "qLy83Gbg4tr/9zu6l156CevWrcO///1vdO3a1er4gAEDAMCqvzv6d8arV69alXXu3Bl6vd5ic3iO\n", "wfrZ+3nBMWgtIiIC7u7uNsfP9WOLY9DasWPHUFlZaXPzz8jISBQUFODChQsAWn78MSDxH7/+9a8B\n", "AJs2bbIo37x5M8LDw5GYmNgWzWrXevToAaPRaFF28uRJFBUVWe3C3NHcfvvtamaXa+Xn5wOoizxq\n", "NBpMnDgR27dvV3e4BQCj0YgjR46oY7YjevDBB5Gfn48DBw6o//75z38CAGbOnIkDBw5gzZo1ADgO\n", "62PeJ8K8Xt/MPK12yJAhHINN8O677+KXv/ylxRpLM45B286cOWOVwUpE8MUXX2DKlCnqCSCxNQAA\n", "DwxJREFUDbSbmxvHYSOa0kd/+9vfbG4waH4vOvKYBOqWaWzcuBGbNm1Sszdt2LABzz//vFpn3Lhx\n", "8PHxsfmd0c3NDXfffbdT2+wK8vPzERQUZHUjV1NTgx9//FH9RRXgGGyIvZ8XHIPWunTpgrFjx+L4\n", "8eMoKyuzOJabm4uwsDB1HHIMWuvevTuA/96LXCs/Px+dO3dW/ya2+PhrUpLQG9w999wj0dHRcuHC\n", "BRER2bBhg7i7u8uGDRvauGWuy5zLNj8/3+qYoigyZcoUNRfwlStXZOzYsdK1a1c5fvy4s5vqUkaO\n", "HClxcXEW/bZ161bx9vaWYcOGqbmCT506JUFBQTJ37lwREamqqpL/+Z//kYiICCkpKWmTtrsqg8Eg\n", "iqLIwoULLco5Dm2rra2V5ORkiY6OlnPnzomIyLFjx0Sr1codd9yh1uMYbFxFRYV069ZNNm3aZPM4\n", "x6BtH374ofTp00eMRqOI1I2tuXPnSkxMjBQVFVnU5Tis09Bnrr19tHLlSnF3d5f169erZTt37hR/\n", "f3+ZMGFC67+INtZQHz722GMSEBAg7777rnz44Yfqv9/97ncydepUi7pvvfWWdOnSRfbt2yciInl5\n", "eRISEiJ/+MMfnPI62kp9/Wf+DJ4zZ45UVFSISN3fxtmzZ4uiKLJs2TK1Lsdgy3x35hi07r/s7Gzx\n", "8vKSJ598Ui1btmyZaDQaWbt2rVrWkcdgQ/03ceJE8fDwkI0bN6pl6enp6v/b12rJ8ceAxDXKy8tl\n", "3rx50q9fP4mLi5NBgwbJ559/3tbNcklz586V0NBQ8ff3F41GI7169ZLQ0FB1UIqIrFmzRlJSUiQm\n", "JkZuvvlm6d27t0yePFmOHTvWhi13DTt37pQZM2ZITEyMxMXFSXh4uPTv31/mz59v9eX6hx9+kHHj\n", "xklUVJRERkbKpEmT5OzZs23Uctdz6dIlCQ0NlV69eolGoxF/f38JDQ2V9957T0Q4DhtSXFwsjz76\n", "qOh0Ounfv79ERkbKggULpLKy0qIex2DDPv74Y4mMjKz3OMegbfv375fbbrtN+vTpI/Hx8ZKQkCBP\n", "PvmkXLlyxWb9jjwO7fnMFbGvj0wmk7z00ksydOhQiY2NlYiICOnfv788//zzVv/v30ga68OcnBxR\n", "FEU0Go0oimLxT6PRyLRp06zOmZ6eLrGxsRIXFyf9+/eXP//5z85+WU7TWP9VVlbKe++9J7fffrtE\n", "R0dLbGys9OrVS0aNGiWffvqpxbk4BlvuuzPHoPXfwT179sitt94qOp1OwsPDJTk5Wb788kuLOh1x\n", "DNrTf+Xl5fLaa69JQkKCxMTESExMjAwdOlRWrlyp/lh6rZYaf4pIB062SkRERERERERtgntIEBER\n", "EREREZHTMSBBRERERERERE7HgAQREREREREROR0DEkRERERERETkdAxIEBEREREREZHTMSBBRERE\n", "RERERE7HgAQREREREREROR0DEkRERERERETkdAxIEBEREREREZHTMSBBRERERERERE7HgAQREVEr\n", "6tevH4KDg6HRaNCpUydotVosXLiwrZvlEvr164fAwEBoNBosWrSorZvT4qZNmwatVguNRoNRo0a1\n", "dXOIiIhcDgMSRERErejo0aPYs2cPAOCWW26B0Wh0OCAxdepUaDQanD59ugVa2HaOHj2KjIwMAICi\n", "KG3cmpa3cuVKGI1GADfm6yMiInIUAxJEREStTERa/Jw3yg1ua/QNERERtQ8MSBAREbVDIsKbeSIi\n", "ImrXGJAgIiJqIzNmzLDYY2Dfvn0YPXo0QkJC0Lt3b/zud79DSUmJWv/o0aPQarVYu3YtAGDw4MHQ\n", "arXQarVYvXq1Wk9EkJaWhsTERAQEBCAgIABDhgzBihUrGrz+/v37MXbsWPTs2RMajQbdunVTj7u5\n", "uUGr1eLtt99Wnx8aGgpfX1907twZo0ePBgAYjUY8++yzGDx4MHr16oWuXbsiOjoaL774Iqqqqhzq\n", "r02bNkGr1aJz587QaDT4/vvv8cgjj0Cv18PPzw/Jycn47rvvLJ4zcuRIm/tUrFy5ElqtFm5ubggL\n", "C1PLr169Cq1WC39/f2g0GqxatQp/+ctfEBMTA29vbyQmJuKLL74AAPz1r39FQkIC/Pz8kJCQoJbX\n", "57vvvsPo0aPRu3dv+Pn5Yfz48Th06JDNup9++il+9rOfqe9ffHw8lixZgurqarXO888/b/EaDAYD\n", "Jk6ciD59+kCj0UCj4dc8IiJycUJEREStymAwiKIoMmrUKJvHFUWR8PBwuffee+XChQsiIvL555+L\n", "m5ubTJo0yar+lClTRFEUOXXqlM3zPfDAA+Lp6SkfffSR1NTUSGVlpSxfvlw0Go089NBD9V5/woQJ\n", "8uOPP4qIyLJlyyQsLExERIYMGSIeHh5y9uxZq+feeeed8uqrr6qP//73v4u7u7usXr1aLduwYYN4\n", "eXnJvffea/X8f//736IoiixatMjma7Fl6tSpoiiKjBkzRr7++msRETEajRIXFyc+Pj5SWFhoUX/r\n", "1q31XiM0NFR9nddatWqVKIoiiYmJsnr1aqmtrZULFy7IwIEDxd3dXebMmSN//vOfpaqqSq5evSrj\n", "xo0TDw8Pyc/PtzqXoigSGhoqY8aMEYPBICIieXl5kpCQIL6+vnLo0CGL+s8995woiiKvvfaaVFZW\n", "Sm1traxbt066dOki48ePl9raWqvXEBQUJLfddpv88MMPIlLX5xqNxu4+JSIiagsMSBAREbUyewIS\n", "np6eUlBQYFE+bNgw6dSpk1RXV1uUNxSQWLdunSiKIo888ojVsXvuuUcURZHvvvvO6voeHh7qzbKI\n", "yJUrV+TDDz8UEZGVK1eKoijy3HPPWTzv1KlT4uXlJRcvXlTLNm3aJDNnzrS69pw5c0RRFDly5IhF\n", "eXMCEubX/8orr1iUp6WliaIo8sEHH9h9DZ1OZzMgYX7NKSkpFuXvvfeeKIoiCQkJFuWbNm0SRVFk\n", "yZIlVudSFEXc3d3l2LFjFuW7d++2Ghd79+4VRVHkl7/8pdV5zH24du1aq9egKIps27ZNLaupqZG3\n", "3nrL6hxERESuhHP5iIiIXEB4eDi0Wq1FWWhoKCorK1FYWGj3eT788EMAwPjx462ODRs2DACwfv16\n", "q2N9+/ZFaGio+tjPzw+/+c1vAACTJk2Cv78/3nvvPdTU1Kh13n33XUycOBEBAQFq2ZgxYyyWdZhF\n", "RUUBQL1LFJrj5z//ucVjnU4HADh79myLXSMpKcnice/evW2W9+rVCwBw5swZm+cJDQ1FRESERdmQ\n", "IUMQEBCAbdu24fLlywCgLr1p6vvXqVMnJCcnq481Gg1mzZpV/wsjIiJyAe5t3QAiIiICgoODrco6\n", "deoEAKisrLT7PEePHgUA3H///XB3t/yYr66uhre3N0wmk9XzQkJC6j3nTTfdhClTpuCNN97AZ599\n", "hokTJ6Kqqgrp6elYt26d1TXef/99fPjhhzh16hTKysqgKArKysoA1O3R0FKu77Pm9FdjunXrZvHY\n", "09PTZrn52j/99JPN8/To0cNmec+ePXHp0iWcOHECgwcPVt+/+fPnW+x5AQA1NTXw9va2GaDq3r27\n", "Ha+GiIjItXCGBBERkQto6Q0IN2zYAKPRaPGvsLAQxcXFSEtLa/L1H374YQDAO++8AwDIzMxEcHAw\n", "hg8fblHvt7/9LWbMmIEBAwbgwIEDOHfuHIxGI954440WemX2t9ketbW1zbpGS71f5eXlNsvfeecd\n", "q/fPZDKhuLgYWVlZrdYeIiIiZ+KnFxER0Q2kf//+AIDTp0/bPL5t2zacOnWqyeft168fRo4ciS1b\n", "tuD48eN455131CCFWVFREVavXg0vLy+8/vrr8Pf3V49JG6Yo9fDwAACrLB8igvPnzzulDUaj0apM\n", "RGA0GqEoCvR6PYDG3789e/aosyiIiIjaOwYkiIiIWpmiKC16Pi8vLwD/vcHevn07XnrpJQDAAw88\n", "AAD45JNPrJ538OBBjBw5EhcuXGjWdWfOnAkRwezZs7Fv3z7cf//9Fsc9PDyg0WigKIpVACI/P79Z\n", "12wJ5v0drm/Drl27HE5Fai+DwYDjx49blG3ZsgWlpaUYNWoUunbtCqBuqY2iKDbfP5PJhOTkZOTm\n", "5jqlzURERK2NAQkiIqJWZr45b2iWQFOOxcfHAwCys7MhInjnnXdw4MABAMBdd92F3/72t8jMzMSy\n", "ZcvU/RT279+PX//615g+fToSExObdH2z1NRUdO/eHV988QXuu+8+NTBi1qVLF0ycOBGlpaWYM2cO\n", "KioqANTNyvi///u/Bq/TnBkU9p5Lp9Nh0KBB2LBhA/bt2wegLjixZMkSBAYGNut9aWp5165dMX36\n", "dHV2isFgwJNPPglfX1+L5SwJCQlYuHAh9u/fj/nz56t7bhw/fhypqakYNWoUUlNT7b4uERGRS3Nu\n", "Ug8iIqKOJTIyUrp16yYajUY6deokISEhsmDBAhERefrppyUkJEQ0Go14enpKSEiIbN68WU6cOCEh\n", "ISHSuXNn0Wg00q1bN/ntb3+rnrO8vFymTp0q3bt3F61WK2PGjJG8vDyL66anp8vQoUMlICBAevXq\n", "JYmJifLOO+9IbW2tWufa65vbdn2ay+v98Y9/FI1GIzk5OTaPl5aWyty5cyU8PFy6dOkiYWFhcu+9\n", "98ozzzwjiqKIn5+fREVFqX0TEBAgGo1GvL29RavVysmTJ+u9dnZ2tlW//O53vxMRkfHjx1udq6Sk\n", "RH3u2bNn5Z577pHg4GDRarVy1113ycmTJyU0NFTc3d0lJCREXnrpJRER6du3r/j5+YlGoxE/Pz+J\n", "j4+v9xoVFRXy0EMPqe9x586dRavVSk5OjkybNk3t31GjRsm//vUvueWWW6RHjx7i6+sr48ePl0OH\n", "Dtl8rZmZmTJy5EgJDAyUnj17ys033yyLFy+WsrIytc7bb78tISEh4u7urr6GxMTEBt8/IiIiV6KI\n", "MKRORERERERERM7FJRtERERERERE5HQMSBARERERERGR0zEgQUREREREREROx4AEERERERERETkd\n", "AxJERERERERE5HQMSBARERERERGR0zEgQUREREREREROx4AEERERERERETkdAxJERERERERE5HQM\n", "SBARERERERGR0zEgQUREREREREROx4AEERERERERETnd/wM5nsVE3hJsIQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "phase5j\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABCQAAAKrCAYAAAApoFw+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XdUFNfbB/DvLApBBAOogCIdlSLsgKggKAoxViTNhlGJ\n", "xp8xmog9YhQRW1Q0lmiiIrao0ViwxkJssQPW2BsYsYBgRUR53j84Oy/DLrCIFJPnc47nOHfv3Ln3\n", "zp1h59mZuQIRERhjjDHGGGOMMcbKkaKiK8AYY4wxxhhjjLH/Hg5IMMYYY4wxxhhjrNxxQIIxxhhj\n", "jDHGGGPljgMSjDHGGGOMMcYYK3cckGCMMcYYY4wxxli544AEY4wxxhhjjDHGyh0HJBhjjDHGGGOM\n", "MVbuOCDBGGOMMcYYY4yxcleloitQmaWmpiI1NbWiq8EYY4wxxhhjjJU7CwsLWFhYlFn5HJAoRGpq\n", "Klq3bo2LFy9WdFUYY4wxxhhjjLFy17BhQ8THx5dZUIIDEoVITU3FxYsXsXLlSjg5OVV0dd5JQ4YM\n", "wezZsyu6Gu807sPS4f4rHe6/0uM+LB3uv9LjPiwd7r/S4z4sHe6/0uH+K50LFy6gZ8+eSE1N5YBE\n", "RXFycoKHh0dFV+Od9P7773PflRL3Yelw/5UO91/pcR+WDvdf6XEflg73X+lxH5YO91/pcP9VfvxS\n", "S8YYY4wxxhhjjJU7DkgwxhhjjDHGGGOs3HFAgjHGGGOMMcYYY+WOAxKszHTv3r2iq/DO4z4sHe6/\n", "0uH+Kz3uw9Lh/is97sPS4f4rPe7D0uH+Kx3uv8pPICKq6EpURomJifD09ERCQgK/CIUxxhhjjDHG\n", "2H9KeVwT8x0SjDHGGGOMMcYYK3cckGCMMcYYY4wxxli544AEY4wxxhhjjDHGyh0HJBhjjDHGGGOM\n", "MVbu/hUBCSKCj48PFAoFkpOTK7o6jDHGGGOMMcYYK0alDUjs3LkTgYGBaNy4MerXrw8XFxeEh4dr\n", "zLtixQocPXoUgiAUWl5MTAzc3d3h7u4OFxcXTJ8+HTzBCGOMMcYYY4wxVjEqZUBi8eLF+N///oc5\n", "c+bg5MmTuHz5MkJCQrBu3Tq1vE+ePEF4eDg6depUaIBh/vz5GDRoEGJiYnD69Gls3boVM2fOxOjR\n", "o8u6KYwxxhhjjDHGGNOg0gUkbt++jW+++QYzZsyAs7OzlB4WFoZ58+ap5Z84cSLat29f6LyoT548\n", "wZgxYxAaGgpPT08AgK2tLcLCwhAdHY0bN26UTUMYY4wxxhhjjDFWqEoXkFi+fDmys7PRoUMHWbq+\n", "vj7atGkjS7t8+TKWLVuGyZMnF3p3xM6dO/HkyRMEBATI0lu3bo3Xr1/j999/f7sNYIwx9p9kY2MD\n", "FxcXiKIIURTh6OgIhUIBa2trKc3FxQW2trYVXdVCPXr0CBERETh9+nSxebOysiCKIiwsLKBQKODi\n", "4oJRo0ap5YuLi0OHDh3g6uoq9UFISAgSExPV8rZu3RrW1tZQKBRwdHTE559//lbaxRhjjLHKqdIF\n", "JA4dOoRatWohISEBbdq0gYuLC5RKJSIiIpCdnS3LO2TIEISHh8PU1LTQ8k6dOgUAsLe3l6Wrls+c\n", "OfOWW8AYY+y/SBAE7NixA0lJSUhKSsLixYsB5N3Jp0rbvn17BdeyaBkZGYiMjNQqIKGvr4+kpCQM\n", "GDAAALBjxw5MmzZN+pyI0K9fPwwZMgRjxozBuXPnkJSUhDNnziAwMBAtWrTA/PnzZWXGx8cjMjIS\n", "ALBkyRKsWLHiLbaOMcYYY5VNlYquQEHJycl49OgRBgwYgM2bN8PBwQFHjhxBp06dcOzYMezYsQMA\n", "sGXLFiQnJ2PQoEFFlvfgwQMAgJGRkSxdtaz6nDHGGCuNli1b4r333pOWNd25995778Hf378ca/Vm\n", "SvLS58LyRkVFYfny5Th16pTsEUwdHR2EhoYiKysLgwcPRoMGDRAYGPhG22aMMcbYu63S3SHx4sUL\n", "ZGdnIzw8HA4ODgAAb29vDBo0CH/88QcOHTqE7OxsDBs2DD/++CMUikrXBMYYY/9BsbGxqF27dpF5\n", "zMzMsHTpUmzYsAFt2rSBp6cnRFFEkyZNsGbNGlnenj17So8vHDhwAJ9++ilEUYRCoUBYWBiAvL+Z\n", "33zzDWrXrg1XV1d8+OGH2LJli/SoSP5HHu7cuYNevXrBxsYGDRo0gKenp+yxxV9//VV6XHLcuHHS\n", "YyYXL14scV9kZGRg6tSpaNOmjSwYkV+/fv1gaGiIsWPHlrh8xhhjjP07VLo7JAwNDQEASqVSlq5a\n", "PnbsGA4cOAAXFxe190IA6r+s1KxZEwDw+PFjWbpquVatWkXWZ8iQIXj//fdlad27d0f37t2Lawpj\n", "jDGm0aJFi9C5c2d8/fXXAIDz58+jZcuWqFatGoKCggAAK1euxLJlyxAaGopJkyZh5cqVqFWrFiZM\n", "mIBHjx4BAAYOHIjNmzdj//79cHV1xb1799CxY0cAeY+K9OrVCwCQmZkJX19f2NjY4MKFC9DX18eW\n", "LVsQHByMX3/9FV27dkWPHj3QvHlz2NraytZ9E3v27EFWVha8vb0LzaOrqwtRFLF//36kp6cX+fgl\n", "Y4wxxsrW6tWrsXr1allaZmZmmW+30gUknJ2dcfr0aeTm5srSdXR0AAC5ubn4888/cfv2bYiiKH1+\n", "9+5dAED79u2hq6uLkSNHonv37lKe69evw93dXcp//fp1AJClaTJ79uxCZ/BgjDFWtho3biyd38uK\n", "ubk5Tp48WabbKGjevHmyl1u6uLggMDAQP//8sxSQAP4/yP7FF19IAfThw4fj+fPnuHLlCpYvX45h\n", "w4bB1dUVQN4dGEOGDFF7GeSsWbNw8+ZNrFu3Dvr6+gCATp06oVWrVggPD0fXrl1l2yutmzdvSvUp\n", "irm5uZSfAxKMMcZYxdH0o3tiYqI0U2VZqXQBieDgYKxevRqnT5+WvmABwLlz5wAATZs2xYgRI9TW\n", "mzBhAiZMmIAdO3bAyspKSm/Xrh0MDQ2xZ88efPTRR1L63r17oaOjg08++aQMW8MYY6w07t69i3/+\n", "+aeiq/HW6evr49tvv8WRI0eQk5MDhUKB5OTkQh/5yP/30MDAAAYGBti5cydyc3Ph5eVVaF6VXbt2\n", "oVq1amoBdldXV8THxyMlJQX16tV7Cy1jjDHGGNNepQtIfPrpp/D19cXkyZMRGBgIMzMzXLlyBXPn\n", "zkWHDh3QokULjeupftUp+OtO9erVMWXKFIwYMQJ9+/aFh4cHbty4gdmzZ2Po0KGwsbEp6yYxxhh7\n", "Q6pf0N/1beT37NkztGrVCrVq1cKOHTukOx9CQ0Oxb98+jeuoHmfM786dOwAAY2NjWXqNGjXU8qal\n", "pSEnJ0ctIPH06VOYm5sjLS3trQYkVHd/FHd3y927d6FQKCr1VKiMMcYYKzuVLiAhCAK2bduGsWPH\n", "omnTpqhWrRpev36N/v37Izw8XC3/okWLMHnyZGRmZkIQBPj6+qJq1apISkqSvpQNHDgQ+vr66NOn\n", "DwRBQE5ODoYOHarxTgvGGGOVR3k/SlEeDh8+jCtXrmDKlCmy9xiV9HGJOnXqAAAePnwoS9f0vGfN\n", "mjXx8OFDJCUlvUGNSy4gIAD6+vo4fPhwoXlevHiBxMREeHt7w8TEpFzqxRhjjLHKpVJOUWFoaIgf\n", "f/wRN2/exN9//41Lly4hIiICVatWVcv75Zdf4saNG8jIyMDr16+RkpKC69evq/1CFBoaijNnzuD0\n", "6dP4+++/ORjBGGOsQmRnZwPIC8Dnl5qaqpZWFG9vbygUChw/flyWfvbsWbW8bdu2RUZGBm7duiVL\n", "v3r1Knr06IHXr18DgPR3VhUcuXDhAk6fPq11nVSMjY0xevRo7NmzB+fPn9eYZ8mSJXj27BkmTZpU\n", "4vIZY4wx9u9QKQMSjDHG2L9FwTsfmjdvDlNTU8ydOxfPnj0DAMTHx2Pv3r2F3iWhKd3BwQG9e/dG\n", "TEyMFIS4e/cuYmJi1PIOGTIE9vb2GDRokLTNzMxMfP3117C0tJReHG1mZgZ9fX2kpKQAACIjI7Fl\n", "y5Y3auf333+PXr16oVOnTjh06JCU/urVK8TExOC7777DokWLin0UkzHGGGP/XpXukQ3GGGPsXffZ\n", "Z5/h1KlTEAQB48aNw6pVq7Br1y4AeXcPbNu2DcOHD4ejoyPq16+P+vXro23btti9ezc8PDywatUq\n", "zJ8/H1u2bIEgCGjfvj0cHR2xadMm2XZ++uknVK9eHQEBATAzM4OdnR3GjRuHgIAA2d0WNWrUwKFD\n", "h/Ddd9/ByckJJiYm0NHRQffu3TF8+HApX5UqVTB79mxMnjwZ69atg7m5OQYOHKixjVlZWfDx8cHd\n", "u3elOnbs2BHTpk2T8ixevBibNm1CVFQUUlJSoKuri5cvX8LT0xN//fUXGjVqJCuzdevWuHbtGgRB\n", "QL9+/dCsWTOsWLGi1PuDMcYYY5WTQPwThEaqKU4SEhJ42k/GGGPvjMTERDRu3Bi///67bHYpxhhj\n", "jLGSKI9rYn5kgzHGGHtHRURE4MKFC7I01eMbSqWyIqrEGGOMMaY1Dkgwxhhj76hLly4hMjISL1++\n", "BACkpKRg6tSp6NKlC0+lyRhjjLFKjwMSjDHG2DuqW7duePDgAdzd3eHi4gJ/f3907twZy5cvr+iq\n", "McYYY4wVi19qyRhjjL2jOnfujM6dO1d0NRhjjDHG3gjfIcEYY4wxxhhjjLFyxwEJxhhjjDHGGGOM\n", "lTsOSDDGGGOMMcYYY6zccUCCMcYYY4wxxhhj5Y4DEowxxhhjjDHGGCt3HJBgjDHGGGOMMcZYueOA\n", "BGOMMcYYY4wxxsodByQYY4wxxvLZtm0bRFGEu7s7HB0dMXbs2Dcua+jQoXB0dIRCocD+/fvfYi0L\n", "9+uvv0IURSgUCkyYMKFctvlf0Lp1a5ibm0Oh4K/PhenWrRusra2hUCiQnJxc0dVhjL0D+IzKGGOM\n", "vQVZWVkQRREWFhZQKBRwcXHBqFGj1PLFxcWhQ4cOcHV1hSiKcHFxQUhICBITE9Xytm7dWvpy7+jo\n", "iM8//7w8mvKflpqais8++wxfffUVTp8+jTVr1uDw4cNvXF50dDQWL14MABAE4W1Vs0g9evRAUlJS\n", "qbZ58+ZNRERE4NatW2+zau+0+Ph4fPXVV+W2H99Fa9asQWRkZEVXgzH2DuGABGOMMfYW6OvrIykp\n", "CQMGDAAA7NixA9OmTZM+JyL069cPQ4YMwZgxY3Du3DkkJSXhzJkzCAwMRIsWLTB//nxZmfHx8dKX\n", "+yVLlmDFihUlrlefPn0QGhpaipb9txw/fhwvXryAv78/AMDT0xN//PFHqcokordQs/J18+ZNREZG\n", "ckCiACJ6J/dneeL+YYyVRJWKrgBjjDH2b1LYl/GoqCgsX74cp06dgrOzs5Suo6OD0NBQZGVlYfDg\n", "wWjQoAECAwOLLU9bgiDwL7olkJGRAQDQ09OT0qpWrVpR1alwfHHJGGOsLPEdEowxxlgZy8jIwNSp\n", "U9GmTRtZMCK/fv36wdDQsFTvKyhMSS8qDx06BFEUoaenh9DQUMydOxe+vr4wMzPDxx9/jPT0dOza\n", "tQsffPABbGxs0LJlS1y9elWtnJ07d6JZs2ZwdHSEra0tunTpgps3b8rybNiwAW3atIGnpydEUUST\n", "Jk2wZs0aWZ6ePXtKj67s378fH330EVxdXeHg4ICYmBit2pSTk4PIyEg0aNAATk5OsLe3x/Dhw/H8\n", "+XMpT0hICMaPHw8AaN++PURRxLx58wot89SpU+jRoweUSiU8PDygVCoRGRmJly9fasz/4MEDhISE\n", "QBRFmJqaolevXlIAROXHH3+EKIrw9PSEu7s7unbtigMHDsjyJCQkoF27drCxsYG9vT1atmyJP//8\n", "s8j2nz17VrZPVXr27Kn2XoQZM2bgyy+/BJA3LkVRhCiKePToEYC88TRr1iw4OTlJfTls2DBkZWUV\n", "WQdAu/0N5L0Hw8vLS+qHTp06YfPmzQAAHx8fVK1aFcbGxvDw8JDGd0hICGrXro169erh119/lb3z\n", "4fTp02jXrh0aNmwIFxcXbN++XW2bV69exWeffQZra2solUoolUqMGDFCbcwCKLK8gsfP/Pnz4efn\n", "h9q1a0OhUODx48fS9rp06QJra2vUr18fXl5eWL9+vVTO9evXIYoiDA0N0apVK6xZswb+/v6wsrKC\n", "v78/rly5AgD4+++/4eTkBIVCASsrK/Tt2xdA3mNkSqUS1apVg7Ozs5Q/v1mzZsHMzAwKhQJubm5Y\n", "t24dAGDjxo1wcnKCvr4+PvnkEwDAvn37EBwcDA8PD+nf/Pnziz2/TJ48GQ4ODrL3qFy7dg1KpVJt\n", "POavV3HjS5tjhTH2DiCmUUJCAgGghISEiq4KY4yxd8j48eNJEAS6deuWlPbbb7+RIAgUFRVV5Lr+\n", "/v4kCAKlpaVJaUuXLiVBEGj//v1vVJ8+ffpQaGjoG61rY2NDdevWpY0bNxIR0Z07d6hGjRrUokUL\n", "Gj16NBERvXz5knx8fMjf31+27oYNG0hHR4d++uknIiJ69eoVdevWjSwtLenhw4dSvrZt29K8efOk\n", "5XPnzpGpqSlt3rxZVl5sbCwJgkAfffQRPXnyhIiI5syZQzo6OnTlypVi2/Lpp59SvXr16OrVq0RE\n", "dO/ePXJ1dSU/Pz969eqV2nby77/CTJ06lXr06EE5OTlERPTw4UPy8fGhsLAwWb4///yTBEEgd3d3\n", "qa7JyclkbW1NAQEBUr6VK1eSmZkZPXjwgIiIsrOzqUuXLtSnTx8pz4kTJ0hfX5/GjBkjpc2fP5+q\n", "VKlC27Ztk21XEASaMGGCLM3GxkZtPERERJBCoZCl7du3r9BxN2TIEDIwMKATJ04QUV5fOjs7U/v2\n", "7YvorTza7O+DBw+Snp6e1FevX7+msLAw2Rjr0KED2draqpXv7e0t++4WERFBgiDQgAEDpP0cFhZG\n", "RkZGlJmZKeW7efMmmZqaUp8+fej169dS3YyNjWn27NlSPtXxnb+8oUOHqpVHlNfXderUkY6BzMxM\n", "MjExoUePHknb+/zzz6XtxcXFUZUqVWjhwoWycvz9/cnMzIxmzJhBRHnjwtvbm1q0aCHlyc7OJhMT\n", "E+rVq5ds3czMTLK0tKSXL1+q9ZXK1q1bSRAEiouLk6XHxsZS//79peUBAwbQyJEjpeXbt2+Tg4MD\n", "/fjjj7L1VOes/MdQYeNJ03jUZnxpc6wwxkqvPK6JOSBRCA5IMMZY5XDnzh1KSEjQ+O/u3buyvA8e\n", "PCg0b0pKiizvo0eP6M6dO2+9vpoCEj/88AMJgkCLFi0qct1u3bqRIAh08uRJKa20AYnevXu/8Zd0\n", "a2trUiqVsrSOHTuSQqGQBRWmT59OCoVCujDPzc0la2trcnV1la2bkpJCgiDQxIkTpbSrV69KF2Qq\n", "Xbt2Vbu4VfXDhg0bpLR79+6RIAi0ePHiItuhCgjMmTNHlr5hwwYSBIGWL1+uth1tAhJ3795Vuwhd\n", "sGABGRgYaNz+pEmTZOlz5swhQRAoPj6eiIi+/vpratCgAeXm5kp5zp8/T6tXr5aWW7ZsSWZmZrIg\n", "ChGRm5sb2dvby9K0DUioxqymOhccd1evXiWFQkGDBg2Spa9YsYIEQaCDBw9SUbTZ39OnT6caNWpQ\n", "VlaWlJaamkrz58+XltevX0+CINDu3bultAsXLpC7u7vGtiUmJkppx44dI0EQaM+ePVJa79696b33\n", "3qP09HTZ+iNHjqQFCxYUWd7x48fVyiPKO36cnJxkabdu3aLc3Fzq3bs36enpyYKPRERBQUFUo0YN\n", "evr0qZTWsmVLMjU1le3zadOmyY45IqJBgwZRtWrV6PHjx1LaggUL6Ntvv6WivH79murWrUtBQUGy\n", "dF9fXzp27Ji0nJycTM+fP5flGTVqFDk7O8vSNB1DhY2nguNR2/GlzbHCGCu98rgm5kc2GGOMVWo/\n", "//wzPD09Nf5btWqVLO+mTZsKzRsdHS3Le+TIEfz888/l2ZQyd/LkSen2etW/LVu2IC4uTi397t27\n", "WpVZv3592bKJiQlq1qwJY2NjKc3U1BREhHv37gEALl++jOTkZPj6+srWtbS0hJGREeLj46U0fX19\n", "fPvtt2jcuDHc3d0hiiJ2796N69eva6xPw4YNpf/XrFkTAIpti+qllE2bNpWlN2vWTPZ5SdWoUQM/\n", "//wzmjdvDjc3N4iiiClTpiArK0vqi/zc3Nxky15eXgDyxiIABAYG4vLly/Dx8UFsbCzS0tLg7OyM\n", "bt26AQCeP3+OgwcPwsPDAzo6OmptuX79usbb8t+mPXv2gIjQvHlzWbqrqysAyPatJtrsb39/fzx/\n", "/hyenp6YP38+bt++DXNzcwwcOFDKExQUBFNTU9kjO0uXLsUXX3yhcbvFjZs//vgDtra2MDExka03\n", "bdo06UW1hZVnamqqVp6Ki4uLbNnKygqCIOCPP/6AnZ2dtK5Ks2bN8PjxY7WZXezt7WX7vGbNmrJj\n", "DoD0LprVq1dLabGxsYX2iYpCoUDv3r2xfft2qQ2XLl1CZmYmmjRpIuUzNDREVFQUmjVrJo33ZcuW\n", "FXqsvonixpfq0aTijhXG2LuDX2rJGGOsUvvf//6HoKAgjZ/VrVtXtqx6vlmT2rVry5a9vb3VLhDL\n", "iq2tLYDiL5zv3r0LhUIh5S+pxo0bS9M9qoSGhkIQBK3ftZCfIAgwMDDQKg0AXr9+DQBIS0sDkBcg\n", "Onr0qCyvoaEhXr16BQB49uwZWrVqhVq1amHHjh2oVauWVOd9+/ZprFP+bavee6DabmFU9Sl4sam6\n", "GHzw4EGR6xemX79+2LlzJ/bu3Qt3d3cAwLJlyxAaGors7Gy1/EZGRrJlVX3++ecfAHnjd/fu3YiO\n", "jkb//v1BRGjbti2io6Ph6OiIjIwMEJFaO/K3JS0tDY6Ojm/UHm2o+vL777+XzSLz+vVrmJuby97J\n", "UZC2+7tx48Y4fPgwZsyYgREjRmDw4MHw8/PDjBkzpCBO1apV0b17dyxevBiPHz+GgYEB1q5di4SE\n", "BI3b1tfXl/6vadykpaXB3t5e634orjwg77gwNDTUuH5h28u/H/MreMxp2qaHhwcaNWqEpUuXon//\n", "/jh//jxycnK0Os/17dsXU6dOxbJlyzBq1CjExMSgX79+0udEhKCgINy7dw87d+6UzlETJkzAhAkT\n", "ii1fW8WNr2fPngEo/lhhjL07OCDBGGOsUrOwsICFhYVWeWvWrCn9+lkcIyMjtQvEshIQEAB9fX21\n", "Xz3ze/HiBRITE+Ht7a3xgvNNURnMklBcmap90KNHD8ycObPQfIcPH8aVK1cwZcoU6eJUm/JLSlWf\n", "hw8fytLT09MBQLZtbWVlZWHNmjUYOHCgFIwAiq676qWQBbefP7AWEBCAgIAApKenY8WKFZg4cSLa\n", "tGmDGzduwNjYGAqFQq0dJWmLjo6OWh2fPHlS5Dr5qfoyOjoanTp10no9oGT7u3HjxlizZg2ePn2K\n", "3377DREREfjggw9w8+ZNvP/++wDyAhnz5s3DqlWrUK9ePXh5eandcVCSdmnq17JS2PZKMyaBvGl+\n", "hw0bhgsXLhR5x0hBdnZ2aNmyJWJiYjBs2DCsXbsWiYmJ0udXr17FoUOHMGPGDFnAVNtjVXV3R8H8\n", "qhd8qpRkfBV2rFy/fp1nFmLsHcKPbDDGGGNlzNjYGKNHj8aePXtw/vx5jXmWLFmCZ8+eYdKkSW91\n", "22Xxxby4Mhs0aAAbGxvZBY3KL7/8ggULFgCAdBdBwfJSU1Pfar3btm0LAGp3a6iWVZ+XxKtXr5Cb\n", "m6ux7oU5c+aMbPn48eMA8maNAIDZs2dLaaamphgyZAjCw8Nx69YtZGZmolq1avDz80NiYqJ0l0n+\n", "ttjb28PBwaHIepuZmUkXvSoXL15Ua4dqqlPVBWRCQgKuXLmCNm3aQKFQaNy333zzDQ4ePFjotrXd\n", "37/++iu2bNkCAKhevTq++OILzJ49G48fP5bNeCGKItzc3BATE6PVowlFadu2La5fv67WN5GRkWqP\n", "e70Nbdu2xbVr19S2d/ToUdSoUUMaEyXVs2dPVKlSBb/88gvWr1+PkJAQrdft27cvrly5glGjRqFp\n", "06aywGhpj1UzMzMA8qDg/fv31WaZ0XZ8FXWsFAz8McYqNw5IMMYYY2Wg4C+B33//PXr16oVOnTrh\n", "0KFDUvqrV68QExOD7777DosWLUKLFi20Ku9N61HSdTWtX1iZ+dN//PFHHDx4ELGxsVLa0aNHMX78\n", "eOldDs2bN4epqSnmzp0r3YodHx+PvXv3arWN4uqj0rJlS3z66aeYOXOm9Lz7/fv3MX78ePj5+aFH\n", "jx4lLtPQ0BD+/v5Yu3Ytbty4AQBISUnBwoULC11/2bJl0jsekpOTER0djYCAAPj7+wPIm0py6tSp\n", "0vSGL1++xF9//QUPDw/proDp06fj8ePHstvkFy5ciL///htz5swpth2tW7fGX3/9JQVODhw4gLNn\n", "z6rls7GxgSAISElJAQAMHjwYx44dg62tLcLCwjB37lzpopGIsHDhQmzbtg2enp6F9pm2+1t1F0Vm\n", "ZiYAIDc3FwcOHEDdunXVps0NDQ1FQkICTp48WeLAUv5tRkREwNDQEMOGDZMegzh58iR++uknrcst\n", "2IeFHT+q7RkZGcm2t3XrVmzfvh3Tpk1DtWrViiy7sPRatWqhQ4cOmDdvHry9vaVxo41PPvkERkZG\n", "mDVrljR1qIqTkxMcHR2xePFi6RGnc+fOaZyyVVPdHBwcYG1tLU0rSkSYOnUqjIyMZPm0HV/aHCuM\n", "sXdEGb0s853Hs2wwxhgriefPn5NSqSRzc3NSKBTk7OwsmyJPZePGjfThhx+Ss7MzKZVKcnZ2ps8/\n", "/5zOnDmjlrdVq1ZkZWVFCoWCHBwcqGfPniWu15tM+3n27FlSKpWkp6dHJiYm0vSCvr6+ZGJiQnp6\n", "eiSKIl26dInCwsKkOjo7O1NsbKxUzu7du8nX15esra3J09OTAgMD6dChQ7JtHTt2jPz8/MjCwoJa\n", "tmxJX375JXXo0IF0dXVJFEX6+++/6euvv5ZtY+3atXT48GFSKpWkUCjI3NycPvvssyLblJOTQxMm\n", "TCBHR0dZ5QVLAAAgAElEQVRq2LAh2dra0rBhw2SzBvTo0UO2HVEUZTM9FJSamkpdu3YlCwsLatas\n", "GXXu3JnCwsJIEARycXGh5cuXU1hYGDk4OJBCoaDly5dT586dyc3NTZqiMSMjQyrvwIED1KVLF3Jx\n", "cSFRFMnFxYX69OmjNhtMQkICtW3blqytrcnW1pZatGghzdRBRLRq1SpZ33zwwQfSZ48fP6aQkBCq\n", "W7cuNW3alMaOHUvjxo0jQRBIqVTS+vXrpbwRERFkbW1NjRo1oi5dusimjpw7dy45OztTgwYNSBRF\n", "+vzzzyk5ObnIfUCk3f4+ffo09enTRzpGXF1d6ZNPPqGLFy+qlffgwQPS1dWVTYOqEhwcLB2PoijS\n", "wYMHaf369eTs7EwKhYKsrKxkM1BcvXqVPvvsM6pXrx4plUpq2bKlbLxqW97Zs2fJ3d1dOn6USiVt\n", "375drX6q7VlZWZGDgwM1btyY1q1bJ32enp5O7u7uVL16dapevbo0HkeNGiUbpytWrJCVu3nzZhIE\n", "gXbt2lXs/iho4MCBZG1trfGzS5cuUbt27cjc3Jx8fX2pe/fu1Lt3bxIEgURRpD179lDXrl1ldZs7\n", "d660/pEjR8jDw4Ps7OwoICCA9u7dSzY2NmRiYkKiKJZofGl7rDDGSqc8rokFojJ4uPRfIDExEZ6e\n", "nkhISCj0BWmMMcYYY6xiNWjQANu2bSv2cZX/in/++Qfe3t5ITk6u6Kowxt5x5XFNzI9sMMYYY4yx\n", "d1JSUhJq167NwYh8fvvtN/Tp06eiq8EYY1rhgARjjDHGGHtnrFmzBlOnTgUAzJgxA4MGDargGlW8\n", "wYMH4+DBg3jx4gUWLVqE/v37V3SVGGNMKxyQYIwxxhhj74zq1atj1qxZcHNzg4GBAbp27VrRVapw\n", "NWrUQJcuXeDl5YUhQ4bA0tKyoqvEGGNaqVLRFWCMMcYYY0xbHTt2xL179yq6GpVKVFQUoqKiKroa\n", "jDFWYnyHBGOMMcYYY4wxxsodByQYY4wxxhhjjDFW7jggwRhjjDHGGGOMsXLHAQnGGGOMMcYYY4yV\n", "Ow5IMMYYY4wxxhhjrNxxQIIxxhhjjDHGGGPljgMSjDHGGGOMMcYYK3cckGCMMcYYY4wxxli544AE\n", "Y4wxxhj7Vxk6dCgcHR2hUCiwf//+Eq/frVs3WFtbQ6FQIDk5uQxqyP7LRo4cWarx+S54/fo1pkyZ\n", "grt371Z0VcrUkiVLYGRkhAkTJlR0VWTGjx+Phw8fVnQ1tMIBCcYYY+wtyMrKgiiKsLCwgEKhgIuL\n", "C0RRRMOGDVGnTh00b94ccXFxb1T2o0ePEBERgdOnT7/lWv+3xcbGYtmyZWrpKSkpqF27NubPn1/i\n", "MufNmwczMzP8888/b6OKpfauj5037c/o6GgsXrwYACAIQrH5u3btiqZNm0rLa9asQWRkpFq+kydP\n", "wtjYWO1YjoiIeOsXlgXrxP49fvjhhxKNz3dNTk4OOnbsiDt37sDc3BwA0LNnTykIY21tjYCAALX1\n", "zpw5g969e8PV1RWiKMLV1RVt27bF77//rpZ35MiRcHFxgUKhgIWFBTw8PPDixYsyb5vKvXv3EBQU\n", "hJ9//hlPnz4t8X68d+8ehg8fDjc3N4iiCFEUoVQq8cUXX2DTpk1Svt9++w2iKEJXVxeGhoYQRRHu\n", "7u6oX78+WrVqhejoaDx58kSt/Pr166NZs2aV5m9RUTggwRhjjL0F+vr6SEpKwoABAwAAO3bsQFJS\n", "Ei5evIjz589DV1cXH3/8MQ4fPlzisjMyMhAZGfnOXlRWVrGxsYiNjVVLf++992BrawtTU9MSl2lq\n", "agobGxvo6em9hRqW3rs+dkrTn0Skdd66devCxsam2PUNDAxga2uL999/X5YeGRn51gMSmurE/j1K\n", "Mj7fNWPGjEFGRgbmzp0rpa1cuVIKwkycOBF79+6VrbNkyRL4+fkhICAAZ86cQVJSEs6dO4fw8HAM\n", "GzYMPXv2RG5urpT/hx9+wPbt2wEAX331FRITE/Hee++VqJ6xsbGwtbV9ozbOmzcPHTp0wLp160q8\n", "blZWFnx9fXHq1Cns27cPSUlJSEpKwoYNG3Ds2DHMnDlTytulSxckJSWhbt268PLyQlJSEk6fPo3L\n", "ly8jKioKq1evRqNGjZCUlCTbRkhICIKCgtC1a9c3al95qlLRFWCMMcYKk56eDgBvdGFYUWVr+pJp\n", "bGyMwYMHY//+/YiLi4OPj89bK5u9fbVq1cKxY8feaN3u3buje/fub7lGpfeujp3y6s/o6Git8jk5\n", "OSExMVHjZ2+7j7WtE2OVSWZmJubOnYv169erfVbYMbJv3z4MGDAAP/30E3r16iX7zM/PD1u2bIGH\n", "hwfs7Oxkdy5V5HltwoQJUCgUuHnzZonX3bt3L65du4bo6GiYmJhI6XZ2doiKisKsWbPU1tHU1ubN\n", "m+PAgQNo2rQp2rVrh7Nnz6JWrVrS56NGjUKdOnUQFxeHoKCgEtezvPAdEowxxiqd+/fvw8fHB40a\n", "NUKjRo3g4+OD+/fvV/qyi5KTkwMAUCjkf3rv3LmDXr16wcbGBg0aNICnp6fs9tRff/0VHTp0AACM\n", "GzcOoijCw8MDFy5cQOPGjaFQKGBmZia7/XXKlCmwsrKSlnfs2AFnZ2cYGhqib9++UvqxY8cQGBgI\n", "Ozs72NnZoV27dhp/Sd+5cyeaNWsGR0dH2NraokuXLrIvYfmfh96wYQM+//xzuLu7w9bWFpMmTSq2\n", "b2bMmCHdejtr1iz07t0bnp6eMDExQefOnZGSkiLLv2jRIrRo0QJeXl5QKpXw8/PD7t27ZXlat24N\n", "c3NzKBQKnD17Fu3atYOrqysUCgWioqIgiiISEhJw8uRJ6XbZadOm4fjx41AqldDV1UVoaKiszKdP\n", "nyIsLAx2dnZwc3NDo0aN0KtXL+mul/DwcDg4OEChUODAgQPl0rbTp0+jXbt2aNiwIVxcXKRfDAHN\n", "Y0cURVy8eBEA8Mcff8DX1xeenp5QKpUIDAzE0qVLC91Ps2bNgpmZGRQKBdzc3KRfBjdu3AgnJyfo\n", "6+vjk08+AZB3gREcHAwPDw/p3/z582VfqvOPm40bN6JPnz7w8vKCrq4uPvroI4wdO1bqz/x3H5w6\n", "dQo9evSAUqmEh4cHlEolIiMj8fLlS431fvDgAUJCQiCKIkxNTdGrVy9kZGRIn7dt21bqz6Js2rQJ\n", "oihCoVBIz4v/+eefEEURALBw4UKpj+fOnQsnJycoFApYWVlJx11WVhaUSiWqVasGZ2dnXLlyReO2\n", "NNWptMdZz549pfdiHDhwAB9//DGcnJzg4OCAlStX4vnz5xg4cCA8PT1hY2ODyZMnq5Xx+PFjDBo0\n", "CLa2tnBycoKrqysWLFggy5Oeno5vv/0WoijC09MT7u7u6NOnj+xdAocOHYIoitDT00NoaCjmzJkD\n", "Pz8/WFpaIigoCPfu3Su2PdqOgxMnTiAwMFAah76+vpg+fToA4JtvvsH777+PqlWrQhRFnDhxAkDe\n", "WLezs4OxsTGGDh2KkSNHSmNRm74v7lyRX1paWqHlvXjxAkqlEqamprC1tcW+ffsQEBAgjYPNmzdL\n", "2xs6dCjs7e3h5OSEBg0aICoqCq9fv5bK0va84ePjg6pVq8LY2BgeHh7SMRsSEoLatWujXr16WL16\n", "daH7ZePGjXj16hUCAwOL3Ycq3333HQwNDdXOuSqNGjVCQEAAZs6cKTt2K1Jx54uivHr1CgBw48YN\n", "tc86depUorsu9PX1ERUVhfv378vurADyguuiKGLlypVvXNdyQUyjhIQEAkAJCQkVXRXGGPvP8fb2\n", "JgCyfz4+PpW+bCKi8ePHkyAIdPPmTSnt2rVrJIoi1alTh27duiWlZ2RkkK2tLbVq1YqeP39ORERx\n", "cXGkUChozZo1Ur6bN2+SIAi0bNkyte15enpSQECALK1x48YkCAKdPHlSSlu/fj0NHjxYWj527Bjp\n", "6enRyJEjpbThw4eTkZERXb16VUrbsGED6ejo0E8//URERK9evaJu3bqRpaUlPXz4UMq3b98+EgSB\n", "/Pz86O7du1JbBEGg+Pj4YvtN1cbatWvTsWPHpP7x8PCghg0b0qtXr6S8Tk5OtHXrVtm2DQwMKDEx\n", "UVZmREQECYJAISEh9OzZMyIi6tOnD/34449EROTv70+tWrXSWB8bGxsKDQ2Vll++fEne3t4kiiKl\n", "paUREdHDhw+padOmFBwcrNYP+/fvL5e2DRgwQFo/LCyMjIyMKDMzU23bBcfOtWvXSE9PT1bPWbNm\n", "kY2Njcb+UNm6dSsJgkBxcXGy9NjYWOrfv7+0PGDAANnYun37Njk4OEh9X7C/GjduLI272NhY+uij\n", "j2Sf56/n1KlTqUePHpSTk0NEefvBx8eHwsLCZGX/+eefJAgCubu705UrV4iIKDk5maytrdWOmYiI\n", "CFIoFLK0pUuXkiAIsmOWiEgQBJowYUKxadnZ2WRiYkK9evWSpWdmZpKlpSW9fPmSiqKpTqU9zmJj\n", "Y0kQBPr000+lc86IESNIR0eHunXrJu0D1X7et2+ftO7Lly+pSZMm5OrqSg8ePCCivPNItWrVaNq0\n", "aVK+I0eOkJOTk3Sc5OTk0KBBg6hx48b0+vVrWX1sbGyoTp069NtvvxFR3nFhb2+v1meaaDMOHj9+\n", "TMbGxrLxv2HDBhIEQVqePn06KRQKun79uqz87777jmbOnCkta9v32p4rVONTm33Zp08fMjIyov79\n", "+0t92Lp1a9q8ebO0PaVSKe2Xy5cvU926dalbt26ycrQ9b3To0IFsbW3V+tzb27vYa6MePXpoXDd/\n", "m/Pvj3v37pEgCBQYGFhkuaq6r1+/Xkq7ceOGxmNPW0uXLi32nFecN6nD3bt3qXr16mRgYEATJ06k\n", "f/75p9h1rK2tC/179ezZM9LR0SFXV1e1zz7//HMyNzfXum4Flcc1MQckCsEBCcYYqxhpaWlkYWGh\n", "FjSoWbMm7d27lxISEt743969e6lmzZpqZVtYWEhfHEtLFZBwdnYmpVJJDg4OpFAoqGnTpnTixAlZ\n", "3nHjxqkFDoiIAgICyN7eXlpWfeHRFJCYOHEiVa1alTIyMogo74JLqVSSnp4ehYeHS/lCQkJo7969\n", "0nKLFi2oZs2alJ2dLaU9f/6cDA0NqW/fvkRElJubS9bW1mpfclJSUkgQBJo4caKUpvqiGR0dLaXl\n", "5uZS9erVaezYscX2m6qNX375pSxd9QU9JiZGSrt06ZLa+s2aNaOBAwfK0lT74ujRo1JaRkaG1Fct\n", "W7bUOiChujjdsmWLLN+WLVuoR48e0rKqH/JfQJdl2/IHKo4dO0aCINCePXvUtl1w7Kxbt44EQZB9\n", "Ec7OzpbtU01ev35NdevWpaCgIFm6r6+vFGwhyhuHqgtelVGjRpGzs7MsTdVfU6dOldVDVS9N/Xn3\n", "7l3ZxRMR0YIFC8jAwEBj2ZMmTZKlz5kzR+2iT9Wf+ZU2IEFENGjQIKpWrRo9fvxYVtdvv/1WLW9B\n", "mupU2uNM1aZNmzZJaQkJCSQIAg0ZMkSW19DQkL7//ntpOSYmRu2CkIiob9++ZGRkJO3vZ8+eUUpK\n", "iizPhQsXSBAEtXOgtbU1ubm5ydIGDhxIdevWLbYt2oyDEydOkCAI9Ndff8ny5e+ru3fvUpUqVWTn\n", "y1evXpGNjQ3dv39fStO270t6rtBmX/bu3ZsEQZACF0RE9+/fp6dPn0rbKxgkjI6OJkEQ6MCBA1Ka\n", "tueN9evXkyAItHv3bintwoUL5O7uTsXx9/enpk2bavxMU0Di+PHjUuC4KAsXLiRBEGjGjBlSWkmD\n", "AUqlUvbPysqKdHV11dIL7ruivGlQZMeOHVSnTh0SBIEUCgV5enrShAkTZD9m5FdUQIKIyMzMjKpX\n", "r66WPmzYMBIEQe18rK3yuCbmRzYYY4y9E9LS0hAQEABPT883/hcQEIC0tLRyqa/qpZZXrlzB8+fP\n", "ERQUBB8fHyxcuFDKs2vXLlSrVg0eHh6ydV1dXXH9+nW12/k1CQ4OxqtXr7B161YAebfL9ujRA61a\n", "tZLe1J2Tk4PDhw/D398fAPD8+XMcOnQIjRs3hq6urlSWvr4+7OzsEB8fDwC4fPkykpOT4evrK9um\n", "paUljIyMpHz5NWzYUPq/IAgwMTEp0bRvbm5usmUvLy8AwJEjR2TpoaGh0m3aoiji3LlzuH79usYy\n", "XV1dpf+///77ai8k1MYff/wBAGjSpIksvWPHjli1apVWZZRF2/L3d82aNQFAq/5u1qwZqlevDm9v\n", "b/zwww+4cuUKdHV1MXbs2CLXUygU6N27N7Zv3y5t59KlS8jMzJT1jaGhIaKiotCsWTPpLfLLli3T\n", "ah/p6uqiTp06hdahRo0a+Pnnn9G8eXOp7ClTpiArK0vjrf7a9ntZCA0NRVZWluwW99jYWHzxxRel\n", "Kre0x1n9+vWl/xsbG6ulAYCJiQlSU1Ol5V27dgHIe249P1dXVzx58kR63KFatWo4cuQIPvjgAzRq\n", "1AiiKEqP8ly7dq3ItgB57/XRpi3ajAMnJyfUrVsXnTt3xrhx43D27FkAeS9VVDEzM0O7du2wfPly\n", "6fGEXbt2QRRF2fP4muqrqe9Leq7Qdl+amprCzMxMWq5VqxYMDAyk7RWckaVZs2ay+hS2TU3njaCg\n", "IJiamiImJkZKW7p0qVbj9t69eyV+uWR5Ub08UvUvMjISderUUUvv2LFjmdelbdu2uHXrFjZs2ICe\n", "PXvi9u3biIiIgKOjI2bPnl3i8ohI40wf+vr6APJmXKqs+KWWjDHGKhXVW/XzfxEG8i4qinq+XVuh\n", "oaE4c+aMLO1NZ1TQlp6eHsaMGYMNGzZgyJAh6N69O2rUqIG0tDTk5OSoBSSePn0Kc3NzpKWloV69\n", "ekWW7erqCnt7e2zevBk9e/bEpk2bsGjRIhgZGeGrr77C1atXcf36dfj6+krPvGZkZICIcPz4cen5\n", "d5WMjAwpnyp4s2nTJhw9elSWz9DQUHoONj8DAwPZskKhkD3H3KFDB9y5c0daXrJkiaz9RkZGsvVV\n", "L/xSTV2WmpoKX19f+Pn54cCBA6hevToAoFWrVsjOztbYRwXr9CbS0tKki4U3VRZtU33ZBP7/meb8\n", "/V0YS0tLnDx5Ej/88AMmT56M0aNHQxRFTJo0CW3bti1y3b59+2Lq1KlYtmwZRo0ahZiYGPTr10/6\n", "nIik9wDs3LlTeov9hAkTpHcvFGRoaFhsnVX69euHnTt3Yu/evXB3dwcALFu2DKGhoRr7qbh+L0se\n", "Hh5o1KgRli5div79++P8+fPIyclRC5KUVHHHWUnWV13EFCxTEARZmarzQbt27WT5srKyYG5ujszM\n", "TADA4sWL0b9/f6xYsQIhISEAgFu3bsHW1lZt/wiCoLEt+WdTKIw248DAwADHjx/HDz/8gJ9//hlR\n", "UVFwdHTE999/j549e0pl9enTB59++il27dqFDz/8EDExMYW+z6C4vi/puULbfVnYMVLY9lR/0x48\n", "eKC2TnHnjapVq6J79+5YvHgxHj9+DAMDA6xduxYJCQnFtqdKlSoletmktbU1gOIDqarP7ezstC67\n", "OCWpZ1moUqUKgoODERwcjNzcXOzcuRMDBw7E8OHD0aFDBzg6OmpVzrNnz5Ceng5nZ2e1z1RtLM07\n", "L8oaByQYY4xVOps2bcJHH30kvfDJ1tYWGzduRO3atUtd9u7duzWWXR7s7e2RmJiIy5cvw8vLCzVr\n", "1sTDhw/Vpusqqc6dO+OXX37B7du38fDhQ9jb26NatWoYOHAgNm7ciBs3biA4OFjKb2xsDIVCAX9/\n", "f43zu6uofjnr0aOH2suy3tS2bduK/Lzgrziq2VDq1q0LANi6dSvS0tIQHh4uXbADhf869LbUrFkT\n", "RISHDx++8TisbG2rX78+Fi9ejPnz5yMuLg4REREICgrCuXPn1H4tz8/Ozg4tW7ZETEwMhg0bhrVr\n", "18pmnrh69SoOHTqEGTNmyKbUextf/rOysrBmzRoMHDhQuggtruzi+r2s9enTB8OGDcOFCxe0/pW5\n", "MlKdDw4cOFBkAGnp0qVwdXWVghHA27/wK8k4sLCwwKxZszBjxgzs2rULUVFR6NWrF+rUqYPWrVsD\n", "yHuRoOqOgMaNG+PEiRNYu3btG9XtbZwrNCmsDwvbnmqca7rLQxuhoaGYN28eVq1ahXr16sHLy0ur\n", "wL25uTkePnyo9XZq166NJk2aICEhATk5OahatarGfIcPH4aBgYHsBc6lJQhCmf7dKExqaiqOHTsm\n", "+7usUCjQvn17TJ48GT179sTp06e1Dkjs3LkTubm56NSpk9pnz549gyAIb3RnYHmpvKESxhhj/1m1\n", "a9fGX3/9hbNnz+Ls2bP466+/3toXu7IsuzgpKSkQBAEWFhYA8m7ZzMjIwK1bt2T5rl69ih49eki/\n", "WKm+oKm+kF64cEE2G0ZwcDCePn2Kb775Rpray8LCAk2aNMHvv/+OP/74Q/ard7Vq1eDn54dTp06p\n", "fcndtGmT9Ct2/fr1YWNjo3Gaw19++UXt7fpvQ8G7V44fPw4A0lSpql8+C36JLHhHjTaqVq0qtf/5\n", "8+eIi4srNK+q/wpOB7pt2zbZhVdRyrNtKoWNnfj4eCxZsgRA3h08n332GVauXIlXr17h77//Lrbc\n", "vn374sqVKxg1ahSaNm0q+3W2qHaU9sv/q1evkJubW6I+Kq7f34b8vwrfunVL9jhIz549UaVKFfzy\n", "yy9Yv3691uOlslEdAwXPB48ePcLHH38s3SGRnZ39VsewJtqOg7Nnz0qzhejo6KBdu3bS4235x0XV\n", "qlUREhKCuLg4zJs3D127dn3jX5TfxrlCk8KOHdX2Ct7Fplou7o6nwoiiCDc3N8TExJToMSMrK6sS\n", "7++pU6fiyZMnskdE8jtz5gzi4+MxevRotTueSqN3796FPkZWli5duoSBAwdqDDKpxp22gaSnT59i\n", "7NixMDMzw9ChQ9U+T01NhY2NjezxzMqGAxKMMcYqLVNT0zJ7lKIsywbUf82KjY3F0aNHERwcDEtL\n", "SwDAkCFDYG9vj0GDBuHZs2cA8uZw//rrr2FpaQkdHR0Aec846+vrS++UiIyMxJYtW6Symzdvjpo1\n", "a2LTpk2yX1yCg4Nx/PhxuLi4oFq1arL6TJ8+HampqbI53S9duoSwsDB4enoCyPsC/OOPP+LgwYOI\n", "jY2V8h09ehTjx49Xe2ZZU7sp7wXa2nUagPj4eOmLfEZGBiZMmICGDRtKc9N/+OGH0NPTw4wZM6RH\n", "RpYvX44rV66U+FdYOzs73L59GwBw8OBBhIWFFVrvkJAQeHt7Y9y4cdKt6/fv38eYMWPwwQcfqJWt\n", "qS7l1bb8eTWNnbi4OKSkpGDKlCmyx2fi4+NhZGSkcb8W9Mknn8DIyAizZs2STSUL5D237+joiMWL\n", "F0u3i587dw5r1qzRqs5FfW5oaAh/f3+sXbtWusspJSVFejeLpnKWLVsmTa+ZnJyM6OhoBAQESO9U\n", "KY6mMgum2draSn28cOFCLF68WPqsVq1a6NChA+bNmwdvb++38ktlaY8zbdpU2DEwcuRIab9mZWXh\n", "22+/RZUqVaR2qe6yUV34Z2VlISoq6q3UW0XbcZCeno6ZM2fiwoUL0rrx8fGoWrWq2v5XPeoRFRVV\n", "5MW3tv30pueKwvqksH5SbW/8+PHS9q5evYro6Gh069ZN7R1A2rYLyOsT1fTI2gY2OnXqhNTUVClA\n", "pc22/P398csvv2DEiBFYtmyZ7HHAgwcPIigoCKGhoQgPD9e67uWtpHW4e/cuRo4ciRcvXkhply9f\n", "RmRkJDw8PODn51fkNogIBw4cgJ+fH7KysrBjxw6N32nOnTv3Vu8qKRNv482Y/0Y8ywZjjLGSeP78\n", "OSmVSjI3NyeFQiHNsuHu7k7W1tbk4eFBU6ZMkc1qQZT3hvfQ0FCqV68eubu7k4eHB02fPl2t/F9+\n", "+YVsbGzIzc2N2rRpQ+np6bLP+/XrR1ZWVrK0ixcvkiAItGTJEo11PnnyJH344YdkaWlJnp6e5Ofn\n", "p/amdiKi3bt3k6+vL1lbW5OnpycFBgbSoUOHpM8nTZokzSbi4OBAs2fPpps3b5K7uzvp6emRiYkJ\n", "NW/evMj+U72pfMGCBTRgwADy9PQkExMT6ty5s9ob+3fs2EEeHh5kaWlJ/v7+NHz4cPLy8qLq1auT\n", "KIqUmZlJwcHB0r5QKpX01VdfqW3z8uXL1KRJE3JyciI3Nzfavn07HTt2TJqlxMTEhERRlKZnfPLk\n", "CYWFhZGNjQ01atSIPDw8ZH0bHh4u64fvvvuuzNsmiiIdPHiQ1q9fT87OzqRQKMjKyko2i4OmsXPj\n", "xg36+uuvydXVlZRKJTVq1Ig+/PBD2YwkxRk4cCBZW1tr/OzSpUvUrl07Mjc3J19fX+revbs0U4Ao\n", "irRnzx61cePl5SUro7D+TE1Npa5du5KFhQU1a9aMOnfuTGFhYSQIArm4uNDy5cspLCxMWnf58uXU\n", "uXNncnNzk6bhVM20QkTUpk0bWX+uX7+eunbtSlZWVtKxPGfOHNq4cSMplUpSKBRkbm5OH3zwgVRG\n", "XFwc2dvbk7u7OzVv3pyuXbsma8vmzZtJEATatWuXVn2bv05KpZLWr19f6uNs4MCBUptcXFxo1apV\n", "tGrVKtm4GTp0KF26dElWZrNmzaQynjx5QkOGDJGOAaVSSWPGjJGd116+fEmjR48mKysrcnNzo4CA\n", "AGnGB2tra/r222/p7Nmzsm20bt2aiP5/ikJVu/PP/FBQUePA2dmZVqxYQWlpaTRy5Ehyd3cnURTJ\n", "3d2dfH19aceOHRrLFEVR4zTQJe374s4VJSmvSZMmZGJiQnp6eqRUKjXOhKPanq2tLTVs2JAcHR0p\n", "KipKNs1qSc8bREQPHjwgXV1dGjNmTKH7oaAXL16QsbExLV26VJYeEhIitdnKykra5/mdOnWKQkJC\n", "pL+fzs7O1LZtW41/l0aMGCHV3dzcnERRpKysrCLrVnA2jcL+aTPLxokTJ8jGxoYsLS1JoVDQ+++/\n", "T1mL1lcAACAASURBVDY2NtJ5qigZGRk0a9Ysat++vdRWR0dHcnJyohEjRshmj1m7dq30N8nQ0JCU\n", "SiW5ubmRg4MDtWzZkqKjo+nJkycat3P58mVSKBQlOq8XVB7XxAJRJQgpVUKJiYnw9PREQkKC2svG\n", "GGOMMfZ23bx5E3Z2doiNjZXuGPi3+De3jWnnn3/+gbe3N5KTkyu6KqwI/fv3R9OmTdXu+vkva9Cg\n", "AbZt2wYHBwet11mwYAFmzpyJ8+fPQ09Prwxrx4rSrVs3VKlSBStXrnzjMsrjmpgf2WCMMcYYY6wM\n", "/fbbb+jTp09FV4MV4eXLl9i1axe6du1a0VWpNJKSklC7du0SBSMA4KuvvsInn3yCjh074uXLl2VU\n", "O1aU8PBwpKenyx4fq6w4IMEYY4yxSuPffOPmv7ltTN3gwYNx8OBBvHjxAosWLUL//v0rukqsgJSU\n", "FHTs2BFA3rtG2rVrJ5vh5r9ozZo1mDp1KgBgxowZGDRo0BuVM23aNIwYMUJ6PxIrX0qlErt27cJ7\n", "771X0VUpFgckGGOMMVahZsyYgQ4dOkAQBIwbN+5f9Uvyv7ltrGg1atRAly5d4OXlhSFDhkgvs2WV\n", "h66uLk6fPg1nZ2esXr1aevnmf1n16tUxa9YsuLm5wcDAoFR3jLRp0wbGxsZvsXZMW5999lmFTGn6\n", "JvgdEoXgd0gwxhhjjDHGGPuv4ndIMMYYY4wxxhhj7F+JAxKMMcYYY4wxxhgrdxyQYIwxxhhjjDHG\n", "WLnjgARjjDHGGGOMMcbKHQckGGOMMcYYY4wxVu44IMEYY4wxxhhjjLFyxwEJxhhjjDHGGGOMlTsO\n", "SDDGGGOMMcYYY6zccUCCMcYYY4wxxhhj5Y4DEowxxhhjjDHGGCt3HJBgjDHGGGOMMcZYuau0AYmd\n", "O3ciMDAQjRs3Rv369eHi4oLw8HBZngsXLqB9+/ZwcnJCgwYN0L17d9y5c0djeTExMXB3d4e7uztc\n", "XFwwffp0EFF5NIUxxhhjjDHGGGMFVMqAxOLFi/G///0Pc+bMwcmTJ3H58mWEhIRg3bp1Up7k5GT4\n", "+fnBzc0NFy5cwN9//w1BENCyZUs8efJEVt78+fMxaNAgxMTE4PTp09i6dStmzpyJ0aNHl3fTGGOM\n", "McYYY4wxhkoYkLh9+za++eYbzJgxA87OzlJ6WFgY5s2bJy2PHz8eRITIyEgAgI6ODmbOnIkbN25g\n", "9uzZUr4nT55gzJgxCA0NhaenJwDA1tYWYWFhiI6Oxo0bN8qpZYwxxhhjjDH25tLT05Genl7R1WDs\n", "ral0AYnly5cjOzsbHTp0kKXr6+ujTZs2AIDXr1/j999/R/PmzaGrqyvlsbCwQMOGDbF27VopbefO\n", "nXjy5AkCAgJk5bVu3VoqhzHGGGOMMcYqq/v378PHxweNGjVCo0aN4OPjg/v371d0tRgrtUoXkDh0\n", "6BBq1aqFhIQEtGnTBi4uLlAqlYiIiEB2djYA4Pr163j69Cns7e3V1rezs8PFixeRk5MDADh16hQA\n", "qOVVLZ85c6Ysm8MYY4wxxhhjpRIcHIwjR44gNTUVqampOHLkCD766KOKrhZjpValoitQUHJyMh49\n", "eoQBAwZg8+bNcHBwwJEjR9CpUyccO3YMO3bswIMHDwAARkZGausbGRkhNzcXDx8+hJmZWaF5Vcuq\n", "zxljjDHGGGOssklPT8fNmzfV0v+PvTuPjrK+9wf+npmsZGGZZMhOdggkkARZEhABERBQBkQQqke0\n", "lfZar0csvb211v7a22rtqrWLy21rq4IiSlTwAuLCEoMCCQrBEGIWSDJkkkBIQjIkmZnfH3Oex5nM\n", "vmVmMu/XOT01k1m+Scjked7P5/P5NjQ0oLOzE3K5fOQXReQhflchodFocP36dfzkJz9BdnY2AKCk\n", "pAQPPfQQ9u/fjyNHjvh4hUREREREo4NWq8X999+P2267DR0dHb5eDhEFGb+rkIiJiQEAFBYWmtwu\n", "fHz8+HHcdtttAIDu7m6zx3d3d0Mmk2HChAkAgLi4OIv3FT6Oj4+3uZ5HHnkE48aNM7lt48aN2Lhx\n", "o0NfDxERERGRvzp8+DD++c9/AgC2b9+Ohx9+2McrouHkcjnS09OhUqlMbs/IyGB1BHnMjh07sGPH\n", "DpPburq6vP66fhdITJ06FV988QV0Op3J7TKZDACg0+mQlZWFmJgY1NfXmz2+vr4eU6ZMQWhoKACg\n", "qKhIvH3GjBkm9wNgcpslzzzzDIqLi13/goiIiIiI/JRxVQR3b/BfZWVlWLNmDc6cOYPu7m6kp6dj\n", "9+7dvl4WjSKWLrpXVlaKO1V6i9+1bCiVSgDAF198YXL7mTNnAACzZ8+GVCrF2rVrcfToUQwMDIj3\n", "UalUqKmpwfr168Xbbr31VsTExODgwYMmz/fhhx9CJpPhjjvu8NaXQkRERETk14yPpYUB8uR/FAoF\n", "ysvL8R//8R8AgGXLlkGhUPh4VUTu87tAYt26dZg/fz6efPJJtLW1AQDOnz+P5557DitXrsSCBQsA\n", "AD//+c8hlUrxxBNPAACGhoawbds2ZGZmYuvWreLzRUdH46mnnsLLL7+MyspKAIYBMM888wweffRR\n", "pKenj+wXSERERETkJ4xDCONwgvyTVGo4fTt37pyPV0LkGX7XsiGRSLB37148/vjjmDNnDsaMGQOt\n", "VostW7bgJz/5iXi/tLQ0HD58GD/4wQ+Ql5cHnU6H4uJifPLJJ4iOjjZ5zgcffBCRkZHYvHkzJBIJ\n", "BgcH8eijj+KHP/zhSH95RERERER+wziQYIWE/9NoNACA2tpaH6+EyDP8LpAADIMtn332WTz77LM2\n", "75eXl4f333/foee87777cN9993lieUREREREowJbNgKLEEi0traip6dH3BCAKFD5XcsGERERERGN\n", "DFZIBBaNRoPw8HAAhrZ2okDHQIKIiIiIKEhxhkRg0Wg0yM/PB8A5EjQ6MJAgIiIiIgpSrJAILP39\n", "/UhISIBCoeAcCRoVGEgQEREREQUpzpAILBqNBhEREcjNzWWFBI0KDCSIiIiIiIIUKyQCixBITJ48\n", "mRUSNCowkCAiIiIiClKcIRFYhldI6PV6Xy+JyC0MJIiIiIiIghRbNgKLcYVEb28vLl265OslEbmF\n", "gQQRERERUZBiy0Zg6e/vR2RkJCZPngyAO21Q4GMgQUREREQUpBhIBBahQiIzMxMymYxzJCjgMZAg\n", "IiIiIgpSbNkILEIgERYWhoyMDFZIUMBjIEFEREREFKQ41DKwCIEEAG79SaMCAwkiIiIioiDFlo3A\n", "YhxIcOtPGg0YSBARERERBSkGEoFDr9fj+vXrJhUS9fX1rGyhgMZAgoiIiIgoSHGGRODQaDQAgMjI\n", "SACGCgmtVouGhgZfLovILQwkiIiIiIiClHEIMTQ0BJ1O58PVkC1CIGHcsgFw608KbAwkiIiIiIiC\n", "1PCqCJb/+6/hgURiYiKio6M5R4ICGgMJIiIiIqIgNTyAYNuG/xoeSEgkEu60QQGPgQQRERERUZAa\n", "HkAwkPBfwwMJwDDYkhUSFMgYSBARERERBSkGEoFj+FBLwDBHghUSFMgYSBARERERBanhLRucIeG/\n", "+vv7AZhXSLS1teHq1au+WhaRWxhIEBEREREFKVZIBA5LLRvCThts26BAxUCCiIiIiCgIabVaaLVa\n", "k9sYSPgvazMkAAYSFLgYSBARERERBSFL4QMDCf9lKZCIiYlBYmIi50hQwGIgQUREREQUhCzNi+AM\n", "Cf9lKZAAONiSAhsDCSIiIiKiIMQKicBiaaglYGjbOHv2LDo7O32xLCK3MJAgIiIiIgpCDCQCi0aj\n", "QXh4OCQSiXibWq3G/v37cebMGRQUFKC0tBRqtdqHqyRyDgMJIiIiIqIgZKk9g4GE/9JoNGbVEUql\n", "Ek1NTQAAlUqFiooKrFmzxhfLI3IJAwkiIiIioiBkKXzgDAn/NTyQ6OzsRGNjo9n9Ghoa2L5BAYOB\n", "BBERERFREGLLRmCxVCFBFOgYSBARERERBSEGEoFleCAhl8uRnp5udr+MjAzI5fIRXBmR6xhIEBER\n", "EREFIc6QCCz9/f2IjIw0ua2srAylpaUIDQ1FZGQkSktLsXv3bh+tkMh5Ib5eABERERERjTxWSAQW\n", "Sy0bCoUC5eXlUCqVuHz5Mg4fPuyj1RG5hhUSRERERERBiEMtA4utGRLZ2dm4dOnSCK+IyH0MJIiI\n", "iIiIghBbNgKLrUAiJSUFzc3N0Ov1I7wqIvcwkCAiIiIiCkJs2QgstgKJ1NRU9Pf34/LlyyO8KiL3\n", "MJAgIiIiIgpCDCQCi6WhloLU1FQAwMWLF0dySURuYyBBRERERBSELLVscIaE/7LXsgEAzc3NI7kk\n", "IrcxkCAiIiIiCkKskAgstgKJiRMnIiQkhBUSFHAYSBARERERBSEGEoHFViAhk8mQnJzMQIICDgMJ\n", "IiIiIqIgxEAisNgKJIBvdtogCiQMJIiIiIiIghC3/Qws9gKJ1NRUVkhQwGEgQUREREQUhCyFDxxq\n", "6b9s7bIBMJCgwMRAgoiIiIgoCLFlI7A42rKh1+tHcFVE7mEgQUREREQUhNiyETj0er1DLRvXr19H\n", "R0fHCK6MyD0MJIiIiIiIghArJALH4OAg9Hq93UACANs2KKAwkCAiIiIiCkKcIRE4NBoNANht2QDA\n", "nTYooDCQICIiIiIKQmzZCByOBBIKhQKhoaGskKCAwkCCiIiIiCgIGYcPUqnU7DbyH/39/QBgc5cN\n", "qVSKlJQUBhIUUBhIEBEREREFIePwISYmxuw28h+OVEgAYCBBAYeBBBERERFRELIUSHCGhH9yNJBI\n", "TU3lDAkKKAwkiIiIiIiCkHH4wAoJ/8YKCRqtGEgQEREREQUhIXyQyWTibAIGEv7J2QoJnU43Essi\n", "chsDCSIiIiKiICSED+Hh4QgPDwcAaLVaaLVaXy6LLHBkqCVgCCQGBwfR3t4+EssichsDCSIiIiKi\n", "ICS0bISFhYmBBMAqCX/kTMsGALZtUMBgIEFEREREFIQsVUgAHGzpj5xp2QAYSFDgYCBBRERERBSE\n", "jAOJsLAws9vJfwiBhHFwZEl8fDzCwsK40wYFDAYSRERERERBSKiEGF4hwUDC/2g0GoSEhCAkJMTm\n", "/SQSCXfaoIDCQIKIiIiIKAgJwQNnSPg/jUZjt11DkJqaykCCAgYDCSIiIiKiIOTvMyQ6OzvR2dnp\n", "62X4hf7+frs7bAiErT+JAgEDCSIiIiKiIKPT6TA0NATA/1o21Go1SktLUVBQgIKCApSWlkKtVvt0\n", "Tb7mTIUEWzYokNhuQiIiIiIiolHHuAoiLCzMr4ZaKpVKVFRUiB+rVCqsWbMG5eXlPlyVbznbstHS\n", "0gKtVguZTObllRG5hxUSRERERERBxjh08KcKic7OTjQ2Nprd3tDQENTtG84GEkNDQ0FfVUKBgYEE\n", "EREREVGQsRVI+MsMCfqGsy0bANi2QQGBgQQRERERUZAZ3rLhLxUScrkc6enpZrdnZGRALpeP/IL8\n", "RH9/v1MVEgADCQoMDCSIiIiIiILM8AoJf5ohUVZWhuzsbPHjuXPnYvfu3T5cke9pNBqHd9mQy+WI\n", "iIjgThsUEBhIEBEREREFGX+dIQEACoUC3/72t8WPn3rqKSgUCh+uyPecadmQSCTcaYMCBgMJIiIi\n", "IqIgY9yy4W+BBAC0tLQgLy8P48aNw+HDh329HJ9zJpAADG0bDCQoEHDbTyIiIiKiIGMcOgyfIeEP\n", "Qy1bW1uRmpqK7OxsBhJwLZCoq6vz4oqIPIMVEkREREREQcafZ0gAhgqJ5ORk3HTTTfj000/9IiTx\n", "JWcDCbZsUKDwu0CisbER0dHRKCoqMvtfeXm5yX01Gg3+53/+BzfccAOKi4uRnp6OhQsX4uDBg2bP\n", "+49//AMzZszAjBkzMG3aNPz2t7+FXq8fqS+LiIiIiMhv+PMMCcAQSCQlJWHBggXo7+/HyZMnfb0k\n", "n+rv73d4qCVgqJBobW2FVqv14qqI3OeXLRuzZs3Cxx9/bPM+g4ODuPXWW5GamoojR44gMjISPT09\n", "WLRoET7//HMsWbJEvO9f/vIX/PCHP8SRI0cwc+ZMNDQ0oKSkBB0dHXj66ae9/eUQEREREfkVf932\n", "EwB0Oh1UKhWSk5NRVFSE6OhoHDp0CCUlJT5dly+50rKh1WqhUqmQkpLixZURucfvKiQc9dxzz+H0\n", "6dN48cUXxbQwJiYGr7zyCu644w7xfj09PXjsscdw3333YebMmQAM+xhv3boVf/jDH9DQ0OCT9RMR\n", "ERER+YqtCglft0eo1WpotVokJSUhJCQE8+bNC/o5Eq60bADg1p/k9wI2kHj++eexZMkSs1/MvLw8\n", "TJ48Wfx437596Onpwc0332xyv8WLF0Or1eKtt94akfUSEREREfkLf27ZaG1tBQAkJycDAG666SYc\n", "PXoUQ0NDvlyWT7lSIQEAZ8+e9daSiDzCLwOJtrY23HvvvZg7dy5yc3OxevVqfPjhh+Ln1Wo16urq\n", "kJKSgqeffhqzZ8/G5MmTccstt+D//u//TJ7r1KlTAICsrCyT24WPv/zySy9/NURERERE/mX4tp/+\n", "NNSypaUFwDeBxIIFC9DT04MvvvjCl8vyKWcCCbVajVWrVgEAtm7ditLSUqjVam8uj8hlfhdIyGQy\n", "6HQ6bNmyBceOHcPp06dRWFiIpUuX4u9//zsA4MKFCwCAF154AY2NjThy5AjOnDmDefPmYdWqVXj9\n", "9dfF52tvbwcAxMbGmryO8LHweSIiIiKiYGFr209/CCRkMhkUCgUAw3y5iIgIHDp0yKfr8iVnAgml\n", "UomKigoAQHd3NyoqKrBmzRpvLo/IZX4XSKSmpqKmpgbz5s0DYEhsf/7zn+OGG27Atm3bMDAwAI1G\n", "AwAICQnBH//4R4SHhyM0NBQ/+9nPMGnSJPzkJz/x5ZdARERENGI6OzvR2dnp62VQgPH3lo2EhATI\n", "ZDIAhsCkpKTE6hyJ0f47MDQ0hKGhIYd22ejs7ERjY6PZ7Q0NDaP6e0SByy932bBkzpw5OH78OKqr\n", "q8XqhpycHJOkUCKRYPr06Xj33Xdx+fJlTJgwAXFxcQAM6aAx4eP4+Hibr/vII49g3LhxJrdt3LgR\n", "GzdudPtrIiIiInKVWq2GUqkUTz7S09NRVlYmXlUmsmV4y4Y3hloKJ8Byudypx7W0tIjtGoKbbroJ\n", "f/rTn6DT6SCVGq6pBsvvgHAx1pkZEkTO2rFjB3bs2GFyW1dXl9df1+8Cie7uboSFhZn9wgkJqU6n\n", "w5QpU8TWjuGM7wcARUVFAID6+nrMmDFDvF99fT0AmNxmyTPPPIPi4mIXvxoiIiIi7zAuywYAlUqF\n", "NWvWoLy83IerokAxvGXDkzMk3A0KWlpakJSUZHLbggUL8P/+3/9DdXU1CgoKAATP74BxILFnzx7c\n", "dtttGBwcREiI+amcXC5Heno6VCqVye0ZGRlOB0MUXCxddK+srBR3qvQWv2vZePjhh/HHP/7R7PYT\n", "J04gKioK06ZNQ2RkJJYuXYrz58+jv7/f5H5nzpxBRkaGWBlx6623IiYmBgcPHjS534cffgiZTGay\n", "RSgRERFRIGBZNrnLmy0bQlCgUqmgUqmcnmHQ2tpqViExZ84chIaGinMkPPk74O8tH8aBxIsvvgjA\n", "sAmANWVlZSgtLcWECRMAADNnzsTu3bu9v1AiF/hdICGRSPC3v/0N58+fF2/729/+hvLycjzxxBNi\n", "5cSTTz4JrVaLn/70p+L9/vKXv6Curg6//vWvxduio6Px1FNP4eWXX0ZlZSUAwxvVM888g0cffRTp\n", "6ekj84URERH5KX8/GCciz/NWIOGJoMBSy8aYMWMwe/Zsq3MknFmfsA61Wo3S0lIUFBSgoKDAb3ej\n", "MA4khCoHW4P5FQoFysvLsX//fgDAr371q1HXxkKjh9+1bPzgBz/AuHHjsG7dOkgkEnR1dSEpKQmv\n", "vfaaSQnJjBkz8Mknn+DHP/4x0tPTERISgqSkJOzduxfLly83ec4HH3wQkZGR2Lx5MyQSCQYHB/Ho\n", "o4/ihz/84Uh/eURERH4jWPqvRyOWZZO7jOdEDN9lw1MzJFyh0Whw+fJls5YNwNC28dJLL6GjowNy\n", "udykzURg7XfA0vvd4OAgTpw4Id7HX1s+hIrwiIgITJkyBbGxsSgsLLT7uKKiIoSHh+Orr77CsmXL\n", "vL1MIpf4XSCRn59vsWXDkhtuuAEffPCBQ/e97777cN9997mzNCIiolElWPqvR6uysjKsWbMGlZWV\n", "0Gg0mDx5MsuyyWHDKyQ8NUPC3bCstbUVAMwqJNRqNcrKytDR0YGpU6ciJCQEKpUKycnJ0Ol06O7u\n", "xsDAAN566y2Lz2vp/S40NNTsfkIlhz8Fe0KFRGRkJAYGBjBmzBiHHieTyTB58mTU1NR4c3lEbvG7\n", "lg0iIiLyPs4gCHxCWXZ+fj4AYMuWLaxuIYcNDySkUqk4JNHdGRJlZWXiPLeQkBCUlpY6HJa1tLQA\n", "gFmFhFKpxFdffQXA0K6gUqmQmZmJ5uZmnD59Gm+++SYGBwdRV1dn9pzW3u8GBwed+bJ8xrhlY/ny\n", "5XjqqaccfmxeXp74fSPyRwwkiIiIiAKY0EsunMgROWL4tp/G/+9uIKFQKJCRkSEGHB9//LHDYZml\n", "CglrgUJ/f79YzbBs2TIkJSVh165dDq9T2J3PWGpqql9VRwCmgcSsWbOwefNmhx/LQIL8HQMJIiKi\n", "ICSUVQ/HGQSBRa/Xi6XxDCTIGcO3/QS+CSTcnSGh1+tRU1ODFStWYGhoyKkT4paWFkRFRSE2Ntap\n", "15RKpbjjjjvw1ltvQafTmXzO2vtdUVERSktLkZiYCIVCAYlEguLiYqdedyQYBxIAsHXrVtx5550O\n", "PTYvLw/t7e2sfCO/xUCCiIgoSJWVlSE+Ph6A4UTEmbJq8g9XrlzBwMAAoqOj0dzc7OvlUAAZ3rJh\n", "/P/uVkioVCr09PRg/fr1kEgkqKqqcvixra2tSEpKgkQiEW9zNEC944470NzcjOPHj5vdd/fu3Rgz\n", "ZgzCw8ORmJiI0tJS7N27F+Xl5Th9+jTOnj2LJ598Ei+99BLOnDnj3BfsZcMDCa1W63DIM2XKFABg\n", "lQT5LQYSREREQUro8Q4NDRXnEXAGQWARqiNmzpzJCokRMJq2yLXUsiFUSrgbSJw7dw6AYQB9dnY2\n", "Tp065fBjLW35CRgCVKGaQQgUhgeo8+fPh0KhsNi2UVNTg76+Prz22ms4ffq0yfudXC6HXC7Ho48+\n", "iuzsbHz/+9+HXq935kv2KmGXjcjISOzbtw8nTpxw+Pc9NzcXUqmUgy3JbzGQICIiClLHjx9He3s7\n", "vvWtb6G5uVm8CkeBQ+i3nzVrFlpaWsxK1ckz1Go1SktLUVBQgIKCApSWlkKtVvt6WW6x1bLhbiBR\n", "U1ODkJAQZGZmorCw0KkKCWuBhBCanj592ixQEMhkMqxduxa7du0yCxT+9Kc/IS8vD2vXrrXalhYW\n", "FoY///nPOHz4MLZv3+43AZRGoxGHjv7v//4vKioq0NXVhb6+PruPjYiIQEZGBiskyG8xkCAiIgpS\n", "e/fuxfjx43HPPfdAr9ejvr7e10siJxlXSAwODqKjo8PHKxqdhC0jVSoVVCoVKioqsGbNGl8vyy3e\n", "bNmoqalBdnY2QkNDUVhYiFOnTjlccSC0bFgjVDNYs27dOjQ2NqKyslK8rampCWVlZXj44YdNWkEs\n", "WbJkCW6//XZs3rwZ+fn5fhFAaTQaREREQCKRQKPRICYmBsA3gaQ9HGxJ/oyBBBERUZDau3cvli9f\n", "jry8PADA+fPnfbwicpZKpcK4ceOQnZ0NAJwj4QWjdYtcIXQw3u7TU0Mta2pqxNkFRUVF6O7uRkND\n", "g93H6fV6qxUSjrrpppsgl8tN2jb++te/IiYmBvfcc49Dz9HS0oKhoSFcunTJLwIoIZAQ/jszM1Nc\n", "pyMYSJA/YyBBREQUhFQqFSorK7Fy5UokJCQgOjqagUQAUqlUSEpKEk/gOEeCHCWEDkK7BvBNIKHT\n", "6TA0NOTyc587dw6TJ08GABQWFgKAQ3Mkurq6oNFobFZI2BMSEgKlUim2bfT19eGll17Cd77zHURF\n", "Rdl9fGdnp8XKA18GUMMDiaysLADfVEjZk5eXh6amJodaPIhGGgMJIiKiIPT+++9DKpVi+fLlkEgk\n", "yM7OZiARgFpbW8UtC0NCQlgh4QWjdYtcoUJCCCEA03DC1baNvr4+NDU1iRUSiYmJmDhxokOBhBCo\n", "uVMhARjaNurq6nDkyBE8//zzuHr1Kh566CG3ntOXhgcScXFxuHr1Ku666y6HHj9lyhTo9Xpx2CiR\n", "P2EgQUREFIT27NmDkpIS8YQqJycHtbW1Pl4VOUulUiExMREymQyJiYmskPASYYcH4yvsL730kg9X\n", "5D5LgYTxf7saSAjvI0IgAcDhwZaeCiTy8/Mhk8mwcuVK/OhHP8LYsWMxZswYhx7rjwFUf38/IiMj\n", "AXwTTsTGxjr8eKEtjzttkD9iIEFERBRkrl+/jg8++AArV64Ub8vJyWGFRAASAgkASElJYSDhJcIO\n", "D4sWLRJPdo8ePerrZblFaNmwFki4OkdCOOkVWjYAwxwJRyokhFYJ4d+0q9avXw+tVove3l4MDQ3h\n", "ypUrTs2AMN5iVCqVIiEhwWyL0ZFkXCHxne98B0uXLnXq8ePGjUNCQgLnSJBfYiBBREQUZA4fPoxr\n", "166ZBBK5ubloaWlhj3EA0ev14gwJwHBVmS0b3qVSqTB37lwsWrQIO3fu9PVy3CJUQFiaIWH8eWed\n", "O3cOCoUC48ePF28rLCxEc3Oz3V1gWlpaEB8fb7ImZ3liCKnxFqP/9V//ha6uLru7c3iTcSDxyCOP\n", "mLx3O4qDLclfMZAgIiIKMnv37kVKSgoKCgrE23JycgAAdXV1vloWOam7uxt9fX3i1eTk5ORRUyGh\n", "1Wrx6quv4t133/X1Ukw0NjYiPT0dd955Jz7++GO0t7f7ekku89YMCeMdNgRFRUUA7A+2dHeHbojH\n", "AAAAIABJREFUDU+Ty+X4wQ9+AIlEgr/97W8+W4dxICF44YUXsGjRIoefg4EE+SsGEkREREFEr9dj\n", "z549WLlypckVPyGQYNtG4BAm7Bu3bIyWCon33nsP99xzD1avXu1Qqf9I6O3tRWdnJyZNmoQ1a9ZA\n", "IpHg7bff9vWyXGavZcOTgUR2djaioqLszpFobW11a4cNwPMzIOLi4nD//ffjz3/+M/r7+91am6ss\n", "BRIDAwOoqKiAXq936Dny8vJQW1vr1u4pRN7AQILICzo7OwN6b3IiGr1qa2vx9ddfm5X8xsXFYezY\n", "sRxsGUCGBxLJycno6elBd3e3L5flEadPnxb/+8yZMz5cyTeampoAAOnp6YiPj8fixYsDtm1Dr9fb\n", "3PYTcC2Q0Ol0qK2tNZkfAQBSqRQzZswYsQoJ4xkQiYmJKC0tdWsGxNatW9HR0YFXXnnF7bW5or+/\n", "Xwwk3n77bTQ1NSE5ORnXr193+HhzypQpGBwcRH19vTeXSuQ0BhJEHqRWq1FaWoqCggIUFBSgtLQU\n", "arXa18siIgJgCEt37tyJ8PBwLF682ORzEokEubm5rJAIIJYqJACMirYN41DFXwIW40ACAO688058\n", "8sknAfl33nhgpSeHWjY3N6Ovr8+sQgIwzJGwF0i0trZ6JJAwngFx+vRplJeXQ6FQuPx8WVlZWLt2\n", "LX7/+99Dp9O5vT5naTQaREZGYmhoCHfccQc++ugjsZJEGARqD3faIH/FQILIg5RKJSoqKqBSqaBS\n", "qVBRUeHUVGciIm8wDkt/+ctfIjIyEteuXTO7H3faCCwqlQoxMTGIjo4G8M1WiaMhkOjp6RH/218C\n", "icbGRoSEhIgBUCC3bRhXP3hyhoRwsmspkCgqKkJNTY3VwblDQ0Noa2tzu2XDmFwu99hWndu2bUNt\n", "bS22b98+4lWwQsuG8DOJiIhw+vc9KSkJMTExnCNBfoeBBJGHeGKqMxGRNxiHpQMDA+jq6rIYljKQ\n", "CCytra0m2yMKJ3KjYY6EcQhhHE74UlNTE9LS0iCTyQAY2pwCtW3DuPrBky0bNTU1CA8Px6RJk8w+\n", "V1hYCJ1OZ7UF59KlS9DpdH411NJYZmYmYmJicP/99494FawQSGg0GgCGQCIhIQESicThQEIikXCw\n", "JfklBhJERESjmDNhaU5ODtra2vzmijTZplKpTAKJiIgIxMXFsULCSxobG81OtNevX49Dhw6hra3N\n", "R6tyjbUKCXcDiXPnziEnJ0cMbYzl5+dDJpNZHWwptB54skLCk5RKJXp6ejA4ODjiVbCWKiRCQ0Oh\n", "UCgcbtkAuNMG+ScGEkQe4umpzkREI407bQSW4YEEMHq2/vTHCglhy09jQtvGv//974CqhnQkkHBl\n", "hoSlHTYEERERyMvLszpHQvh3648VEr6ugh1eISH8nKqqqvDf//3fDj+PEEg4ujMH0UhgIEHkQcJU\n", "59DQUABAWlqaW1OdiYjc5UxYykAisKhUKrOryaNl609/rJBoamoyq5DQarWIjo7G448/HlDDrB0Z\n", "aulqy4a1QAIwtG3YqpAIDQ1FXFyc06872vX39yMyMtKkZQMwDLQ1brmxZ8qUKejp6XGqqoLI2xhI\n", "EHmQQqHA4cOHERISAgBYsWKFW1OdiYg8QQhLIyMjERoaanULvPHjxyMuLo6BRIAYPkMCYIWEt/T3\n", "96Otrc0s3FMqlbh69SoGBgYCapi1cdhgfELrzlDL7u5utLa22gwkioqK8MUXX1gMbVpaWpCUlASJ\n", "ROLU644EV6tgPbUNvFAhER0djXvvvRcJCQkuPQ932iB/xECCyAJ3/oCcP38e/f39GDt2LC5evOjh\n", "lREROU/YAq+4uBirVq2yuQUeB1sGhmvXrqGnp8cskGCFhHdcuHABAExOSn1dxu8Ob8yQqK2tBQBM\n", "njzZ4ufVajX+/ve/Q6PRID8/36yapKWlxS/bNQRCsJuYmIiQkBDI5XKrVbCe3gZeCCTS0tLw8ssv\n", "IzMz06XnyczMRFhYGOdIkF9hIEFkxBN/QIRSxFtvvVU8gCEi8gdqtdrugWxOTo54YuEoT10FJMep\n", "VCoAsFghoVarXer/9yfGgYQ/VEgIwYOl3SMCkTdmSAhX3a0FEkqlEmfPngUAtLe3m1WTtLa2+nUg\n", "IQS7p0+fxrZt2zAwMICxY8davK8nt4HX6XQYGBgQ2zSMHTx4ELNmzcLg4KBDzxUSEoKMjAyrbTNE\n", "vsBAgoKKvYNmT/wBOXXqFFJTUzFjxgxWSBCR39Dr9WJJtC3OVEh4+iogOU4IJIb/PIUTukDuER8a\n", "GkJ/f7/4sT9USDQ1NUEmkyElJUW8LZCHWXtj28+amhokJycjJibG7HOOVJM48v7kD+RyOTZt2oSe\n", "nh589NFHZp/3dOWM8c4aww0NDeHEiRPi+4Etwvt1U1MTXn31Vb5fk99gIEFBwZGDZk/9AamqqkJR\n", "URHS0tLQ1dXl9Ss7vDJJRI7o7u5GX1+f3SuQubm5uHz5Mi5fvmz3OT15FZCcIwQOllo2AAT0HInh\n", "fzf9IZBobGxEcnKyOCNKIJTxT5gwAQBQXFwcEMOsrVVIuDNDwt5AS3v8vULCWH5+PrKyslBWVub1\n", "1xLCuYiICHR2duL48ePQarUAnAsghfdrjUaDgYEBvl+T32AgQUFhpA6a9Xo9Tp06hcLCQqSmpgKA\n", "16okeGWSiJzh6JZ6ju60Ecj986OBSqVCZGQkYmNjTW4Xfr6BPEdieADR29sLnU7no9UYWNryE/im\n", "jP/EiRMAgO9///sBMczaGzMkzp07Z7Vdw1o1iTCL4cKFC7h69WpAVEgAgEQigVKpxDvvvCOGAwJP\n", "V84IO2tERkbiwIEDmD17tvizEb5f9gJIvl+TP2MgQaOeo2/CnvgD0traivb2drFCAvBeIMErk0Tk\n", "DEcDiezsbADc+tPfqVQqJCYmmu1IMHbsWERFRY2qCgm9Xo9r1675aDUGTU1NFo8RBBkZGSgsLMTR\n", "o0dHblFu8HTLhlqtxrlz52xWSBgPhUxMTERaWhouXryISZMmYdasWQCAp556KmAurqxZswZtbW04\n", "duyY2ed27tyJ0NBQsc3CnW3gjbf6FP5b+DlNmDAB4eHhAd2iRcRAgshIWVkZbrjhBgCG9HvMmDFO\n", "/QE5deoUAMM+28LWVd4YbMmkm4icJZyg2rsCGRMTg4SEBLuDLQO5f340UKlUFn+WEokEycnJo6pC\n", "ArA/2NLb7YuNjY12B1rOnz8/YAIJTw21NK7WHBwcxPPPP281UDAeCnn69Gk0NTUhJSUFFy5cEB9T\n", "XV0dMBdX5s6di4kTJ1ps2/j4448xODiIgwcPYv369QgLC0N8fLxLrzM8kAgJCYFMJgPwze+7vQCS\n", "79fkzxhI0KjnzJuwQqHApk2bEBoaimeeeQZ9fX0O9VELTp06hXHjxmHSpEkIDQ1FUlISB1sGAc7x\n", "oEDQ0tICuVxucsJhjaODLTds2ADAcKAskUhQWloaEP3zo0Fra6vZ/AhBSkrKqKqQAKzPkRiJ9sXr\n", "169DpVLZrJAADIHE+fPncenSJY++vjd4qmVDqNYUvudnz561GyjI5XLI5XJ0dnaatTsAgXNxRSaT\n", "4fbbb8fu3buh1+vF2/V6PX73u99hxYoVmDdvHr73ve+hrq7O5bBqeCAxfLhlUlKSQ7/vxhUqEonE\n", "raoNIk9iIEFBoaysDPHx8ZBKDf/kc3JyrL4Jv/baa1i1ahW2bNmC2NhY7Nixw+HXqaqqQmFhoVhC\n", "m5qa6pUKCSbd/oFzPCiQtLS0ODwwLjc3124gce3aNTz99NPYsGED/v3vf0Ov1+OVV14JiP750UBo\n", "2bDEkSum/sxSIGGtQmIk2hcvXrwIvV7vUIUEAJSXl3v09b3BuPrB1aGWrNY0tG18/fXXqK6uFm87\n", "ePAgvvzyS2zbtg0AcNNNNyE9PR3//Oc/XXoNe4HEq6++imeeecbu8xhXqEyfPh1Lly7l+zX5BQYS\n", "FBQUCgViYmLwwAMPYP78+UhISLD4JlxTU4OTJ0/i7rvvRkREBNauXYvt27ebJN+2nDp1CkVFReLH\n", "qampXquQEJJuYeJ3Xl4ek+4RxjkeFEicmWAvVEjYeu/77W9/i87OTjz11FPiidiXX37pkbWSffYC\n", "idHWsmHptpE6IRZew16FRHJyMjIyMgKibcM4bPDUtp/OGg0XVxYvXoyYmBiT46/f/e53KC4uxsKF\n", "CwEAUqkUmzdvxs6dO9Hb2+v0axjvsmEpkJg0aZJT3y+5XI7c3Fx8/fXXTq+FyBsYSFBQaG1tRX19\n", "PW655RY89NBDOHLkCL766iuz+7322msYO3YsVqxYAQDYtGkT6urqcPLkSbuvcfXqVXz99dcoLCwU\n", "bxMGNnmDQqHAoUOHxKqPBx54gEm3B9lrw+CVIQo0zlRI5OTkoLu7G+3t7Vaf6ze/+Q0eeeQRZGRk\n", "ICEhAXFxcUEbSIx025ZGo8GVK1dstmy0trb6fGcKVzlTITESmpqaIJFIxN2zbLnxxhtx5MiREViV\n", "ezwxQ8ITgcLwQZeB1vYVHh6OFStWiGv+8ssvceDAAWzbts1k4Oy9996La9euYdeuXU6/hvEuG5Mm\n", "TcJNN93k9rqzsrIYSJDfYCBBQUEon5w3bx6USiXi4uLw0ksvmdxHr9fjtddew5133immz4sWLYJC\n", "ocD27dvtvoZwIG6pQsLRCgtn1dfXY2BgABKJhBPxPYRtGDRaORtIAMDx48dNbhdOvB9//HFERUXh\n", "scceA2AYrDZ9+vSgCyR89X4hzCiwNqA0OTkZg4ODVgMlf+dohcRIXWFvbGxEUlKSSSWBNfPnz0dV\n", "VZVPAxRHeGqGhBAoyGQyREVFOR0oDB90WV5eHnAXV5RKJaqqqnDq1Cn86le/QlpaGtatW2dyn/T0\n", "dCxevNiltg3jlo37778fr776qttrzsrKwsWLFx0aXErkbQwkKCgcPXoU2dnZSEhIQHh4ODZv3ox/\n", "/etf4ps8AFRUVKChoQHf+ta3xNtCQkKwYcMGvPHGGxYHLxmrqqpCeHi4yZZXaWlp0Gg06Ojo8PwX\n", "BYg9i6WlpQwkPMTRNozRUGpKwWNoaAhtbW12d9gADCfZDzzwAADg7rvvRmlpKaqrq8UT7ylTpuDl\n", "l1/Gtm3bMHbsWPFxwRhI+KptS9jiz1aFBICAnSPhTIVEWVkZCgoKxI/nzp3r8Svs9rb8NDZ//nzo\n", "dDp89tlnHl2Dp1nb9tOZGRKAIVA4cuQIpFIpHn/8cZcDBWHQZSCaNWsWJBIJ5s+fj507d0IqleLK\n", "lStm97vvvvtw+PBh1NXVOfX8xoGEJbW1tVi6dCnq6+sdfs7MzEzo9XqLlZ5EI42BBAWFo0ePij3O\n", "gKG94fLly3jrrbfE21599VWkpKRgwYIFJo/duHEjWltb7ZZgnjp1Cvn5+QgNDRVvE8o7vTHYEjBM\n", "s54wYYI42Zvc42wbRllZmfgzDgkJCbhSUwoely5dgk6nc6hCQqlUiidTXV1dqKioQElJiXjiLQSs\n", "77zzjsnjpk+fjrq6Oly7ds3zX4Af8mXblkqlAmA9kBB+zoE6R8LRCgnAcEL85JNPih///Oc/9/gV\n", "dke2/BRMmTIFcrnc79s2PFUhARgCssHBQeTn53tugQHknnvugV6vF9/7GhsbLQaTa9euRWxsLP76\n", "17869R4hBBLWdkiSyWT44IMP0NDQ4PBzZmVlAQDbNsgvMJCgUa+npwenTp0yCSRyc3OxaNEivPji\n", "iwAMVwp27tyJTZs2iTMZBHPnzkV6errdtg1hhw1jaWlpAOC1ORLV1dWYOnUqcnJycOHCBZOKD/I+\n", "hUKB4uJiAIYrF4FYakrBQbiibi+QsHaSbenqdGNjo8lB9fTp06HX602mzZN3qFQqhIWFYcKECRY/\n", "r1AoEBISMqoqJKwFEgDENpnk5GTs3bvX4+txpkJCuFLu74MtrQUSxhUSjpbzCyfCmZmZHlpd4HAm\n", "mOzt7UVERASeffZZp1q8NBoNwsPDIZFI0NnZaVZ9IVS+Ce/zjkhJSUFoaKhTVRVE3sJAgka9Y8eO\n", "QafTYd68eSa3b9myBYcPH0ZNTQ3279+Pzs5Ok3YNgUQiwcaNG7Fr1y6rf5wHBgZQXV1tMj8CAOLj\n", "4xEeHu7VQGLatGnIycmBXq/nHxY3udKGUVlZifT0dPT29uLq1ateXiGRa4QTU0dnSLhi6tSpkEql\n", "QdO24cu2LWGHDeOhecZkMhkSExNHVYWErZkM7e3tGD9+PG677Ta8//77Hl3L4OAgmpubHa6QAAyD\n", "LY8dO4bBwUGPrsWTrLVsSCQS8WNHKySEQMLR0CZYKZVKqNVq6HQ6p1q8+vv7ERkZCQD4zne+g3vu\n", "ucfk85GRkRg/frxTAaRMJkN6ejorJMgvMJCgUe/o0aOQy+WYPHmyye1r1qyBXC7Hs88+i3/84x8o\n", "KCjA9OnTLT7Hpk2bcOXKFbz55psWy+zOnj2LwcFBswoJiUSClJQUr7RsDA0N4dy5c2KFBAC2bdjh\n", "yCR8YUCXUCmTm5trtQ2jo6MDFy9exOrVqwF4rzWHyF0tLS0IDQ1FXFyczftZO8mOiYkxu234iXdk\n", "ZCRyc3ODJpAAzLdfjo2NHZG2rdbWVqvtGoLk5OSgqpBQKBRYsWIF6urqPPq3sLm5GTqdzqmT7fnz\n", "56Ovrw9VVVUeW4enWauQMP7YmUBi4sSJGDNmjOcWGCAcDSbdafEy3urT0rafgOH33ZkKCYA7bZD/\n", "YCBBo54wP2L4laSrV68iLCwML7zwAsrKynD16lWrpXMKhQKRkZF44IEHLJbZnTp1SpwyP5y3tv6s\n", "r6/H9evXMW3aNCQkJCA6Ohq1tbUef53RwJlJ+AqFAkePHhUDieXLl1ttwxAONpVKJQBDWS+RP2pp\n", "aUFSUpLVK+rGLG3DV1FR4dDWfME22FLYISAiIgKTJ09GT0+Pwydx7hAqJGxJSUkZVYGEvQqJ+Ph4\n", "LF68GOHh4R5t2xDe152pkCgqKkJkZKRft23YCiRcqZDIyMjw3OICjLe3LnUkkEhKSnL69z0rK4uV\n", "teQXGEjQqDY4OIhjx46ZzI8QKJVKqFQqcUvOCxcuWC2dUyqV6O/vR39/v8Uyu6qqKmRnZ1u8ipia\n", "muqVK+dnz54FAEybNg0SiQQ5OTmskLDC2Un4V65cwdDQEGJjY3Hs2DGr96usrERMTAzmz5+P0NBQ\n", "VkiQ33Jmy09L2/BNmzbNoa35hEDCW1sd+6Pu7m709vZi69atCAsLwxtvvOH113QkkEhOTg74lg3j\n", "VgJHKiSioqKwcOFCj7ZtCFe1hZlQjggLC8PcuXP9erClccuGJyokgjmQcGTrUndavLxVIZGZmYn6\n", "+vqger8m/8RAgka1U6dOoa+vzyyQcKZ0zpH7njp1ymx+hMBehYQjbQSWVFdXY/z48Zg4cSIAMJCw\n", "wpUyyUuXLgEAVqxYgaqqKqvDQoVBpiEhIV5rzSHyhNbWVqfnR1jahs/e1nzTp0/HlStXAvbKvCuE\n", "r3XatGlYtWoVduzY4fXXVKlUdrdwHQ0VEgkJCWJVj60KCbVajfj4eACG9+1Dhw6ht7fXI2tpampC\n", "QkKC2MPvKGGw5Uid7Dl7LGEcNhgHP8A3gYSjQy3r6+uDOpAQ2Ht/FCophGG0M2fOdKiSwpFA4qc/\n", "/SleffVVp9ablZWFvr4+8ZiHyFcYSNCodvToUURERIg7IXiScJDR3t6OyspKs/kRgtTUVLS2tmJo\n", "aMjkdmfaCCwRBloKB2sMJDynra0NgKGyYnBw0GofcGVlpfhvKy0tjYEE+S1nKiTcIbStBVPbhhA4\n", "p6SkYNOmTaisrERNTY3XXm9gYADt7e0OVUj09PSYBbKuhuAjSaiGiI2NFSsPbVVItLe3i1ekV6xY\n", "gYGBAXz44YdOvaa174szW34au/HGG9HR0SFuoestrh5LeGqGxPXr19HS0hKUO2w4S6ikKCsrAwA8\n", "99xzDu3M1d/fbzeQyMjIELfydJRw/0Bs2wiE9zFyHAMJGtWOHj2KOXPmmKX/zpTOWbtvV1cXbrnl\n", "FuTn56O3txevvPKKxYOAtLQ06HQ6s1I6Z9sIhjt79iymTZsmfpyTk4OWlhb09fU5/BzBwJUySeFq\n", "wS233ILIyEhUVFSY3ae7uxvnz58XK2MmTZrk8gwJ/mElbxupQCItLQ2xsbFBFUg0NzdDIpEgKSkJ\n", "K1asQGxsrFerJITA1FYgoVar8atf/QoAMHv2bJSWlqK6utqtEFzg7feroaEh9Pf3AzANJKxVSOj1\n", "epMKiezsbOTm5jrctmHvhN6ZLT+Nn/Pxxx8HYJhD5Or32hGuHkt4aobEhQsXoNfrWSHhBGHIuvC7\n", "bI9GoxErdNLS0uxWRzlK+JkF0mBLdy/mkX9iIEGjll6vFwdaWuLMEKLh9y0qKoJer0dVVZX4RvjV\n", "V19ZPAhITU0FAJO2DXemLQOAVqtFTU0Npk6dKt4m7LRRV1dn9XHBeuIr/PyioqIAAHl5eTbLJNva\n", "2sRttG644QaLcyS++OILAHCrQsKVP6zB+jMk1/X09KCnp2dEAglhuG8wBRIXL17ExIkTERYWhoiI\n", "CKxduxY7duzwWqm+SqUCYDuQUCqVqK6uBmCoHqioqEBJSYlbIfhInQgYBw8xMTGIjY0FYL1Coqen\n", "BwMDAyZXmlesWIH333/foZ+BvRN6VyoklEolPv/8cwCGAdrOfq8d5c6xhHE7hrBLjMC4QsLe91DY\n", "8pOBhOPkcjlkMplTgYRQFbF//348+uijHllHVFQUEhISAiqQcPdiHvknBhI0atXV1UGtVlsNJBwZ\n", "QmTtvh988AHGjx9vdj9LBwFCIOHJcn7jHTYEtrb+DPZEWfj53XrrrQCArVu32iyTvHTpkti7PHfu\n", "XIuBRGVlJSIiIpCXlwfAEEi0trY6te+8M39Yg/1nSK4T5gh46qqaPcEWSDQ3NyMlJUX8eNOmTTh/\n", "/jxOnjzp9nNbCiDtBRLWTlItVRg4GoIDI3ciYLxO4wqJ3t5e6HQ6s/sL74PG7+krV65Ec3MzTp8+\n", "bfO17J3Qa7VaXLx40akKCXcvOIwUofohPDzcbPcd44qJ4e2mwzU0NEAmk4nHOmSfTCZDfHy8w7Mb\n", "rLVpGOvt7cWGDRtQXl7u1FoCaaeNQPndIucxkKBR6+jRo5BIJCgpKbF5P3tDiKzd15Ht8wDDAdXY\n", "sWNNKiTcmbYMQLzyZVwhERcXh3Hjxlnc+pOJsoFwoGtvEnVbW5s4LHTu3Lm4ePGi2XC4yspKFBQU\n", "iFeWJk2aBJ1O5/AQOWf/sPJnSK4S/r2PRIUEYAgkampqRmT7S39w8eJFk5OxRYsWYeLEidi+fbvL\n", "z2krgKytrYVUKhVbFEbCSJ4IWKuQAGBxUKXwfTH+ftx4442IiopyebcNoSqguroaQ0NDTrdsWGIp\n", "THGXO8cSxoHEcMa32fs9rq+vR2pqqlmVBdk2ceJElyokrImMjMSuXbtw5swZp9aRmZkZUBUSNDox\n", "kKBRqbOzEwcPHsT06dMxduxYjz+/swcBlrb+LCsrEwfAAYY/Co7uWy3ssJGQkCDeZm3rTybK3+jo\n", "6ABgP5AQKiQAQyABwKxKoqqqymRYqrAlnDcGW/JnSAJXWnaEkGwkAwmtVouvvvpqRF7P14ZXSISE\n", "hGD9+vV4/fXXoVarXfodtRRArly5EqWlpfjFL34BwLCLg6UqKWt/nyxtS+1oCD6SjFszYmNjTQIJ\n", "S20b7e3tAEwrJMLDw7FkyRKUlZXZ/P7bmhG1bNkyLF68GADw2GOPOVyRZu05jYMWT7beDT+WmDRp\n", "kkPHEkLLxvAZW8NvsxdINDQ0cKClCxISEpyukNDr9VZbaGQyGeLi4pyunMzKygqYQMLdi3nkvxhI\n", "0KhifFXpjTfeQFtbm9fK2p2ZQWFp60+FQoH169cjOjoaBQUFKCkpcWjaMvDNQMvhVRqButPGSM1F\n", "cDSQMK6QSEpKQlpamkkg0d/fj7Nnz5ps9epsaw7/sJIz3GnZaWlpwfjx453ettBV+fn5AIJnp43h\n", "gQRgGGSoUqkwdepUp39e1gLIqqoqVFRUiK0LtqqkLP19qqioEG+TSCRIS0tzOAQfyfer4RUSxkGK\n", "pbYTtVoNiURisg61Wo3Tp0/js88+Q35+vs3vf1lZGRITEyGTycQZUVqtFidPnjTZ2tuZijRLc6ci\n", "IiJw8803Y86cOR5tvVMoFHjwwQchk8mwePFiJCYmOnQs4akKiYaGBs6PcIEzFRLCLhsDAwOQSqV4\n", "5ZVXrD6nK4GEWq322Da53lZWVobo6Gjx+NfRrVPJvzGQoFHF+KqSVqvFpUuXvFbW7swMitTUVLNA\n", "AjAMJ1qyZAkWL16MTz/91OHXrq6uNmnXEFgKJPz5xHek5yJ0dHRAIpHYbaswrpAAYDZH4syZM9Bq\n", "tSYVElFRUZDL5U5VSJSVlUGhUCAkJAQRERGIiIjAW2+9ZXY/uVwuVmAY84efIY0Md1p2RmqHDUFM\n", "TAwyMzODIpDo6enB1atXzfrnf/nLXwIwhAuearHSarVmt1mrkrL092natGnibbfffjvi4uIcDsGB\n", "b7Z0nTBhAqRSKRISErxyIuBKhYQwJFCgVCrFvvhLly7Z/P4rFArk5ORgxYoV4oyoCRMmmN3PmYq0\n", "4d//yspKfPjhhzhz5gw+//xzj7feHT9+HAUFBbjnnnvw2WefOXTlnYGEbzlbIREZGQmNRgPA8s8M\n", "MPy7c/YYSqhuCZQ5EtevX0dvby+efvpphIaG4u6773bqfYz8EwMJGjV8VdbuyAwKSzswXL16FZ9+\n", "+imWLVuGkpISNDQ0OJSWCztsGA+0FOTk5KCtrc3soK2srAxpaWmQSCSQSqVITk72i0R5JOci9Pf3\n", "49q1a8jOzrZZIaHT6aBWq8UKCcAQSJw4cUIsca2srIRMJkNBQYHJY53d+jM+Ph7h4eH49re/jbff\n", "fhsajcbqILzly5cDgNiCNGPGDL/4GZL3OfLeZqvKqKWlZcQGWgqCZbBlc3MzAJhUSLjPveNAAAAg\n", "AElEQVT7t8haiBwaGur0+iz9fZLL5bjrrrtQWVlpN0AV/l299NJLeOGFF/Dcc8+htrYWDz74ILRa\n", "rcUTd3e5UiFhfELi7Pdfp9OhqqoK8+bNE79XUqlnDo+Nv/+pqakOD8N21okTJ3DDDTdg1apVkEgk\n", "eO+99+w+Rvh7Zi+QMN6NY7ienh50dnYykHCBKzMkhHDI2jwJVwKJrKwsAIETSLz99tsICwvDli1b\n", "sHz5cuzatcvXSyIPYCBBNAJSU1PR2dmJvr4+8baPPvoIWq1WDCQAoKKiwu5zCTtsWKuQAMy3/lQo\n", "FEhJScGtt96Ku+++G+Hh4SM6EM2SkQ6QhOecPn061Gq11d0whMnqxhUSJSUl0Gg04glWZWUlpk6d\n", "anZQ4OzWn+fOncPFixexevVqLF++HLNnz8Yf//hHs/v19fXh+eefx7e//W2cO3cOEyZMwNKlS3lV\n", "IMi1t7fj3XfftVtl1NraOqIVEkDwBBJC5ZundxgoKytDSkoKpFKp2HIxY8YMs/u5WiW1YsUKhIaG\n", "oqyszOLnjavXJk+ejC1btmDz5s146KGHIJfLsXnzZrS3t+Pjjz92+rXtMQ7Uhw+1tFYh4c7fs/Pn\n", "z6OnpwczZ84E4N2qQldCJXv6+vpw5swZzJo1C3FxcZg3bx7effddu48TTm4tzZBwtEKCW366LiEh\n", "AdeuXXOoVUIIJIQKCU8GEgqFAlFRUQEzR+Ktt97CLbfcgrFjx2LdunUoLy93eJg4+S8GEjRq+HNr\n", "gnCwaty2sX//fuTm5iIjIwOpqalITk52KJAQdtiwViEBmG/92dnZiWPHjmHt2rW4++67UV9fj1On\n", "Trn89QQiYX7E9OnTodfrrV6ZEG43rpAoKipCWFiY2LYxfKClwNlA4oMPPkBYWBgWLFgAiUSCrVu3\n", "4sMPP8QXX3xhcr+XXnoJHR0d+PGPf4yJEydi/fr12Llzp9394Wl0sPbeFhkZifvvv99uldFIt2wA\n", "ht+ztrY2h68ABiqhQsK4AsUTf4sUCgVuvPFGzJkzR2y52Lt3r8Nzi+yJjY3FzTffbDWQMK5eE8Lc\n", "c+fOiZ8vLi5GdnY2Xn/9dZde3xZr234O/5xgeIWEs9//EydOAIAYSADOzYhylLeOUb744gtotVrM\n", "mjULALB69WocPHgQ165ds/oYvV5vs2XD0aGWwlV1DrV0nnCM4ch7pKOBxPe//33861//cmodEonE\n", "qztteHJGmEqlwtGjR7Fu3ToAwG233YaQkBBWi44CDCRoVFm7di0AYPz48R47iPAEof9fCCT0ej32\n", "7duHZcuWAYC4PakjgcTZs2fNdtgQjB8/HnFxcWZbf+7btw86nQ4rVqzAwoULMWHCBJ+XuY10gCQE\n", "EsJVRmuJutDTafz9DQ8PR1FRESoqKjA4OIgvv/zSYiAhtGw4GhQcOHAA8+bNQ1RUFADgjjvuQGpq\n", "Kp555hnxPhqNBk8//TTuvvtusbRyw4YNaGpqwmeffebQ65D/s3fQVlZWhsmTJwMwnKyWlpbis88+\n", "w7hx48zua1xlpNVqoVKpfBJIAEB5efmIvu5Iu3jxIiZOnGh2lVk4oQ0NDUVERIRLf4vOnz+PvLw8\n", "8f3QmblFjlizZg0OHz5s9u/OWvVaY2OjeF+JRIINGzbg7bfftlnS7wpnKyTUarVZhYTw/Rfex7Oy\n", "sqx+/0+ePInMzEyTdgpPf6+HrysqKgpSqdQjxyjHjx9HeHi4OEx29erV0Gg0OHDggNXHGFcIujND\n", "oqGhAWPGjGG1ngucCSSEoZb2AomcnBzccMMNTq8lKyvL4y0b3pgRtnv3bshkMtx+++0ADMe8S5Ys\n", "8fnxLLmPgQQFPOFA/uzZs3jiiSfw3e9+F+fPn/foQYS7hJMBIZCora1FU1OTGEgAhraA48ePW20l\n", "EAgDLYfvsCGwNNhyz549mDlzJhITExEaGorVq1fjzTff9PkV9rKyMvGA0dWDdkcZV0gA1nfasFQh\n", "AXwz2LKmpgbXr1832WFDkJaWhmvXruHKlSt21zMwMICPP/4YS5cuFW8LDQ3Ff/7nf2L79u1iMPL3\n", "v/8dbW1teOyxx8T73XjjjUhISPDK1UkaWY4etAkhRE5ODs6ePSu+t9nbOUOtVkOr1Y5oIKFWq3Hv\n", "vfcCAO677z6vD6v1pebmZovtGsIJ7b333oukpCSn/xbp9XqcP39erHoz5sjcIkfcfvvt0Ol0Ds0b\n", "sOSuu+5CV1eXzRNfVzhbIdHe3m72vRW+/2fOnEFRURHmzp1r9ft/4sQJk+oIY576Xg9f18svvwyd\n", "TocXX3zR7WOUEydOoLCwUGwHyc7OxtSpU/HOO+9YfYxxiGSvZcNW4NTQ0ID09HSrxyNknXDsY2+w\n", "pV6vF4daDg0NISYmxuM7Jnlj609vzAjbtWsXbr75ZpPZNevWrcPhw4dHfTXeaMdAggLW8AP5WbNm\n", "ITU1FX/4wx88fhDhrvDwcCQkJIjl/Pv27UNYWBgWLlwo3keYU2CvlaK6utpiu4ZgeCAxNDSEffv2\n", "YdWqVeJt69atw/nz53HmzBkXvyLPUCgU4mDI1NRUrwZIHR0dCAsLw6RJkxAaGmo1kLh06RKio6PF\n", "qgVBSUkJ6uvrsW/fPgBAYWGh2WOFShhH2jaOHTuGa9eu4ZZbbjG5/YEHHkBoaCh+//vfo7W1Fb/+\n", "9a+xceNG5ObmiveRyWRi24alyfsUOBw9aNNqtdizZw/Wrl0rvrc5UmUkVAKN5FBL4WsCDFe0vTms\n", "1tcsbflpbP78+aivr8fVq1edet7Ozk5cvXoV2dnZ7i7RqoSEBJSUlJi1bcjlcotf0/Dqtfz8fEyd\n", "OhVvvPGGR9c1fKilrQoJvV5vc4aEXC7HkiVL8Mknn1gM4IWBlq5cVXbHypUrERERIf49ccfx48fN\n", "1n/77bdjz549GBoasvgY46oHdyskOD/CNRMmTIBMJrN7Ii0EQhERESguLkZ3d7fZQG13ZWZmorGx\n", "0eq/F2d5Y0ZYe3s7Dh06JLZrCFavXg2pVOoX1dDkOo8GEo2NjUHXl06+M/xAvq+vD5GRkRgzZoyv\n", "l2aR8daf+/fvx4033mhy0ltcXIywsDCbbRvCDhuWBloKhgcSn376Kbq6urBy5Urxtptvvhljx461\n", "uMXkSDt37hzi4+PFYZ3e0tHRgbi4OHFInK0KieHVEYChQgIA/vKXvyAnJ8fkqp1g0qRJABwLJA4c\n", "OAC5XG5WaTEwMICYmBj8/ve/R15eHpqbm/G9733P7PEbNmwQ+ykpMDlz0Pb555+jvb0dt912m8nt\n", "Qgm4cEI2depUkwMzIZAYqQoJX+125CsXL160OdBSuPLu7LGRMJjYUoWEJ61Zswb79+83mzeQn58P\n", "qVSKiRMn2mx/vOuuu1BWVob+/n6PrcmZbT+7urowNDRkM8heuHAhWlpaLF4Brq2tRW9vr9UKCW+J\n", "jIzEwoULsX//freep7u7G+fOnRPnRwhWr16Nzs5Oq9uJ2wskHJ0hwUDCdcLvl70KCXttGsauXr2K\n", "7373u2ZzqOzJysrC0NCQOBPHW4SvBXB+toQQnK5evdrk9ri4OCxatMgvjmfJdS4FEocOHcKiRYuw\n", "efNm8baf/vSnyMzMRHFxMYqLi9HV1eWpNRKZsXbQq1ar/fagVxh4qNFo8Mknn5i0awCGg4Li4mKb\n", "gcTJkydx/fp1uxUSnZ2dYtvA3r17MXHiRJMDrvDwcNx+++0+77u7du0aLly4gDVr1kCr1eKrr77y\n", "2msJgQRgODmzNUNi+HwOtVqNjRs3QiqVoqmpCZcvX7ZYgi5s4+nI1p8HDhzALbfcYra9nFKpxKVL\n", "l6DX68WD7x/96Edmj587dy5SU1M9fnWS/NO7776LuLg4MRgTCCXgZ8+eRXp6OkpKSkxOzlpbWxES\n", "EuIXrWujkb0KiSlTpiAyMtLqdr7WCKGyMDfGW5RKpdm8ga+++gr//ve/8etf/xrV1dU22x83bNiA\n", "3t5evP/++x5bkzPbfgrvw7b+fc+fPx9SqRSffPKJ2eeEgZaWZgJ527Jly3D48GGT3becVVlZCb1e\n", "b1YhMXv2bCQkJFht23CmZcNaIKHX69HQ0MCBlm5wZOtPZwKJkJAQvPjii+Lwc0cJ7zOeatuQy+UW\n", "5xtduXIFW7ZswezZs52eLbFr1y4sXLjQYjXUunXr8PHHH4utuRR4XAokXn31VVy5cgV33XUXAODM\n", "mTN48sknkZGRgUceeQRXrlzB7373O48ulCjQCRUSR44cQX9/P5YvX252n9LSUouBhNCeIjzmxz/+\n", "sdU38OE7bezduxcrVqwwO/Fdt24dqqurvRoC2CMM37zjjjsAwKstJMaBRFJSklMVEkI1jk6nA2AI\n", "xCyVoEulUqSmptqtkLh8+TJOnDhh1q7hzNVlqVSKDRs2YNeuXR4rs6SR5cxg13fffRerVq2CTCaz\n", "+FxxcXHYuHEjdu/ebTKHpqWlBYmJiWa//97iz7sdeVpPTw+uXr1qs0IiJCQEM2bMcDqQqKurQ0JC\n", "AqKjo91dpk3Z2dnIz883qX7Ytm0bJk2ahIcffthu+2Nubi6Kioo8GowKQaxMJkNERITNCgnh76Ct\n", "bT9jY2Mxc+ZMi1uUnjx5EllZWSYDLUfK8uXLcf36dRw6dMjl5zh+/DiioqIwZcoUk9ulUiluu+02\n", "vP322xZP0pxp2bA2Q0KtVqOvr48VEm5ISEjwaCARFRWFqKgop+cppKWlQSqVuh1ICFUPhw4dQn19\n", "vThgXqiy+utf/4p33nkHx48fd2q2xOXLl/HRRx+ZtWsIlEoldDqdzbkp5N9cOkIpLy/Hzp07xZMj\n", "YYuZ9957D3/4wx+wZ88els6QVwXiQa8QSOzbtw9JSUniRGxjJSUlaGpqgkqlMrldOCEWqh5OnDhh\n", "9Q3cOJBobGxEdXW1SbuGYOnSpYiOjvbp76qwjdysWbOQlpaG06dPe+21HA0khldIOFuC7sjWnx9+\n", "+CH0er1ZIOGsDRs2oL293eKBNgWGsrIykyuM6enpZqXxX3/9Nc6ePStOFrfmzjvvFA/cBL7Y8tN4\n", "y8TQ0FDI5fJR2d8rlDfbqpAADG0brlRIeLtdQ7BmzRq88847uHTpEg4cOID3338fv/nNbyyeqFpy\n", "11134b333nOoMswRQhVEbGwsJBKJzQqJ9vZ2ALYrJABg0aJFFudI2Bpo6W2TJ09GWlqaW3MkTpw4\n", "geLiYrOgUq1W48iRI2hsbMTUqVPNrkJ7YoZEQ0MDADCQcIMjLRtCO1RERATefPNNpKam2hw0qlAo\n", "nB4iHBYWhrS0NJd32jCe6TZlyhQsXrwYc+bMQWtrq8lONevXrxePw4zZaunr7OzE9u3bodVqrR73\n", "Tpw4EQsWLMD27dv9tkqabHMpkOjq6jIZsPbee++htLRU7GufNm0aWzbI68rKysST+vj4eL/Z4tMa\n", "YQeGHTt2YNmyZRanUpeUlACASZWEsyfEMTExSEhIQG1tLfbu3YvQ0FCLJ74RERFYtWoVXn/9dZ+9\n", "gdfU1GDixIkYP348CgoKRqxCIjk52ekZEo4Stv605cCBA8jLyzO7sups0DZz5kxkZmbiX//6F/8I\n", "ByiFQoG77roLKSkp2LRpEzQajckVYcDwNzY8PNxugFVYWIisrCy8+eab4m0tLS0jOtASMN0ycevW\n", "rRgcHPTJFWhvcyaQqK2ttbhDhDV1dXVeHWgpUKvVeOedd9Dd3Y1p06ZBqVRizpw54hbajjz+jTfe\n", "gEajQWFhoUd2VBGqIIQgYsyYMWKFj6UKCZlMZvff18KFC9Ha2irO5gAMM5l8MdBSIJFIsHz5crfm\n", "SBw/ftxsfgRguIhRU1MDwBDaDL8KbfwzYiDhO85USERGRqKrqwvNzc3ijiqWuBJIAO7ttGE8062j\n", "owM6nQ7Xr19HRESEWZWVo9V6xiHHtm3bEBMTY/WxarUaFy5cwEcffYT8/PxRvbPTaOVSICGTycTS\n", "5bNnz6K2ttYstRqp8lAKXgqFAvfffz/Cw8Px5Zdf+s0Wn5ao1Wr84he/AABxEKGlN8vk5GSkpqZa\n", "HUTlKGGw5Z49e7BgwQKzExxhTZWVleI2or54Az937hwmT54MwDBEbSQrJK5cuWI2iE2r1aK9vd2k\n", "QsLZkMBehYRer8cHH3xg9eTS+OqyrWFygOFA8/r169i+fbvH9vmmkdfc3IxJkybhZz/7GdRqNf75\n", "z3+afP7dd9/FzTffbLd8XyKRYP369SZtG76okBDI5XLceeed6O7uRnl5uU/W4E3CkGJ739+ZM2dC\n", "r9ejqqrKoee1teWnpymVSnz55ZcADGXR/f396O/vd3gbR6VSicrKSgCGi1We2FHFuEICgEmVhKUK\n", "CWFYsS3z5s2DTCYzmSNRW1uLa9eu+axCAjDMkTh37pzFiw72dHZ2oqGhwSxQsXURo6amBqWlpWLL\n", "NQCLLX+ODLVsaGjAhAkTLB5fkGOECglbW7Abt2xoNBpERETY/P10ZC6FJZmZmS4FEtb+vV24cMHs\n", "Qokzx1PGIcf169fR3d1t9b1FqVSKAdmlS5dG9c5Oo5VLqUFubi7+/Oc/o7e3F0888QSkUinuvPNO\n", "8fOff/65xZIcIk87fvw4Zs6caTaE0N8olUqTk+3z589bfbMsKSkxqZBwpT0lJycHJ0+exEcffWSx\n", "XUNYkzDDQa1W++QNvKamRux9LSgowMWLF71SXaXX680CCQBmVRJCsj+8QsKZkCAtLU38A2rJ559/\n", "jqamJixdutTi542vLtsaJgcYfoYtLS3Q6/Ue2+ebRt7FixeRkpLy/9k78/Cmqvz/v5N032jpvkD3\n", "BUpb2gKlRXYBbQELKLiMKzOgX0V01B+oM+4DyiijjiyiIKLiiCIVUFHLTqEs3VhKF2ihK03TfUvT\n", "Jvf3R59zvWlukps9Lff1PHm63SSnWW7OeZ/35/1BVFQU7rvvPrz33nu0oNDS0oITJ06odNdQx+Cy\n", "jbq6OosJEsBAWKCvry9+/vlni43BVNTU1MDX15c1FJDJ2LFj4eDgwLlso7m5Ga2trSZ3SKhbSDQ2\n", "NnJyXJmio4pcLqdDHpmlGmTRy+aQ4LIRQXIkmIKEJQMtCbNnz4ZIJNLLJUHGz+aQYEMikWDatGk4\n", "c+aM0vNz4MABlWO5OiT4QEvD8PX1RU9PDzo7O9UewyZIaMIQh0R5ebnJgyHJfIq4mpKSklTmU7qc\n", "W263zk7DFb0EiZdeegnPPfcc3Nzc8OOPP+LBBx+krcfvvfceFi9ejNmzZxt1oDw8bJw7d47zh7Gl\n", "0PVkmZqairy8PKUawQceeAAA6IAgTQtisViM7OxslJWVQSaT4auvvlL5cLKGE7hCoVBxSADQOR2a\n", "C11dXejt7dUqSJBazsECly4iAWn9ObiLB7EfEiHirbfe0jhp0BYmZw3PIY9xYHZqeOWVV3Dz5k18\n", "++23AIBff/0Vcrkc8+fP53RbzLKN7u5utLa2WlSQEAqFyMjIMLkgoWsLOWOgreUnQddgSxJIbK4M\n", "CWuC6YBg7rxrckhoCrRkMmPGDKUciby8PERERLB2AzAXI0aMQGpqql45EhcuXIC7u7tKJxZ1mxhu\n", "bm50DhWTtrY2lfcOl1DLiooKvlzDQMhcQ1OOBFOQIGUQmnjqqaewYcMGncYhFouxY8cOdHZ26lzy\n", "oOumGZlPFRQUwNbWFo888ojVupt5zIdeggSpeXvyySfx3nvvYdu2bQAGdiGvXr2KOXPm4PHHHzfq\n", "QHl4BtPc3Izr169j0qRJlh6KUUlLS0Nvby9t762srMSrr76KRx99FOXl5Zx2zZklAwUFBVa5a15T\n", "U4Oenh7aIRETEwORSGSSsg0y2WJmSACqggSxOarLkNAmEgADDgkAKjkSxH5IdvjOnTtnlc8Lj3mh\n", "KEpJkIiPj8eCBQuwfv16NDY24vvvv0dycrLWnAICs2yDCFaWFCQAICMjA1evXtU7MG0wTPGBWWds\n", "7rIlbS0/mSQnJ9OlDdogOQembvlpaDi0KcKlB7f8JBBxoqurC3K5nP49V4cEoJojYclASybz5s3D\n", "4cOHlbrjcOH8+fOYMGECq32fzdV36tQpVvGG7fpcHRK8IGEYZK6hqcRCV4dEUlISZsyYodM4mI7Z\n", "hoYGnd2WzHBmbZtmhODgYMycOZNVrNbl3DIUQ+55VNE76GHOnDnYvHkzXnrpJfrNIRAIsHPnTnzx\n", "xReIi4sz2iB5eNg4f/48AO52RUuh68ly/PjxcHBwQHZ2NsRiMR599FGMHDkSH3/8sdF2zdWNKSAg\n", "wGwncBK4RQQJe3t7REdHmyTYklgQiSDh6uoKZ2dnFRcD2aUwJNSS7JgyRSFTuBn4D+HhAckyYS5s\n", "n3zySZSUlCAqKgo//fQTxGKxTotsUrbx9ddfA7C8IDFnzhzY2toa7JJgEx8yMjLoOmNzly2RUhsu\n", "JCcno6SkRKM1m0BafjIX5KZCl3I0bdd3cXGBUCg0qAUosySD+f+r67QhFos5OyRIjsTRo0fpQEtr\n", "ECTuuusudHR0sLb81sSFCxfUBnKyufpiYmJYPzPY5hXaMiT6+/tRVVXFCxIGQhwSmgQJZpcNLoKE\n", "rhhjfuLj44O5c+ciJiZG66YZk4yMDBw/fpz1vMgUOXx9fTWem9jOQ7t27eI0dh7rwGTJkytXrjTV\n", "TfPwABgQJNzd3c2SRG4oukz6WltbYWtri3feeQcRERE4efIkPvroI6MHRzHH5OfnBzs7OwiFQtaA\n", "K1NQWloKe3t7usQBMF2w5WBBQiAQsLb+bGhowIgRI+Do6Kj3fTk4OMDX11dr609jwHwOBQIBgoKC\n", "rLrTzO0GlzIC0qmBaf1/5513AAycCyiKQnV1tU6LbFK2sWXLFgAwe5eNwbi6umLatGkGCxLMkDMi\n", "PhQVFakcZ66ypZqaGk4lG8DAriVFUSgsLNR6bHl5udk+13QpR9N2/YMHD0KhUODq1at6j0ddyQbz\n", "e+YxjY2NnMfLzJEoLS1Fd3e3xTpsMElKSoKXlxf27dvH+XVbX1+P2tparRsyg8UG8pnBfDzZ5uva\n", "HBI1NTWQy+W8IGEgHh4esLW15VyysW7dOpw7d85cw9OJoqIiJCcn67Qhkp6eDplMhuzsbJW/+fj4\n", "ICAgAHfeeSeuXLmi8dzEPA+dOXMGAoFgWOYWDWdMJkjs37/fVDfNwwPgz/wIrmnglkTXoMKOjg5I\n", "pVJ64sW1HlCXXXPmmC5fvowjR44gPz8fb7zxhk7/m7612yUlJYiMjFTqnx4XF4dLly5pTJzWByJI\n", "MB8DNkHi1q1bBrkjCKNHj1Yq2TCVm4H5HN57773w9PTkazGtAF3KCAa3jjTGblVjYyOkUilaW1sh\n", "EAgwd+5ci3dfycjIwLFjx9DV1aXX9dU9Lrra3I1FR0cH2traODskYmNjYW9vzylHwlwtP5lwKUfT\n", "dv1p06YhODgYP/30k963o84hwVxAk2MUCgUkEglnhwQAzJw5E8eOHbOKQEsC+Xz65JNPOJcdHT58\n", "GAB0FlTIZwbp+gWA9XnXliFBOhrwoZaGIRAItHbFkEqlsLW1hUgkgp2dnVbnVFNTE9auXavU4lYT\n", "xpifKBQKXLx4EePHj+d0PCEiIgJRUVGs4sHNmzdx6tQpPPbYY5zH4enpiXHjxuHee+/Ff//7X7oj\n", "pCmwRG7RcIaTICEUCiESiThfhEKh3pOfGzduwMXFBYmJiSoXZtuwQ4cO4d5770VMTAzi4+MRGxuL\n", "559/Ho2Njay3u2PHDiQkJCAhIQGxsbH497//bfRFD4/5oCgK586dG3L5EeYIKtTVgkvGNGXKFLz1\n", "1ltYt24dsrOztZ5sDa3dLikpoQMtCXFxcWhpaUF9fT3n2+GCRCKBk5MTnJyc6N8FBgayOiSM0bGF\n", "rfXnyy+/DIBbMKmueHp6YsmSJSgqKqJbEfJYDradfHUOh5qaGohEIqN2CiLdV4CBc6U1dF/JyMhA\n", "b28vvZAyFkxBk2COsiU2Z4smbG1tER8fz0mQMFfLT2MjEAiwcOFC7N+/X+/5lbZQS+Yxzc3NUCgU\n", "OomwM2bMQH19Pb788ktERkZixIgReo3TmGRmZkIikaC/v1/r+YJ87j711FMQCoW4//779Zpv29ra\n", "0t+zvYe0OSRIq1iSmcSjP6T1pzp0LdOQy+V47733dAoIJ/NGJycniEQinecn169fR1dXFxISEjhf\n", "h5CRkYFffvlF5Zzxv//9D46Ojrjnnnt0vs3Vq1fj2rVreoXFasOSuUXDGU6ChI2NDaZOnap0ISeh\n", "4OBgpKamIi0tjVbYvLy8MG3aNL0HNXHiRBQUFKhcpkyZAmBgFzM9PR1jx47F1atXcfHiRfzyyy84\n", "ePAgUlJSVFKYN23ahGeeeQY7duxAUVERDh48iA8++ABr167Ve4w8lqWmpgYNDQ1Wnx9hCQyx4K5d\n", "uxZTp05Feno6YmNjNZ5sdVl0sVFaWkrnRxBIpw1jl21IJBKVBUpAQABrhoSxHBKDBYlt27Zh7Nix\n", "KC0t1csarY158+ZBJBLxNkULo6uoWF1dDX9/f3pRYOhulbV2X4mKikJkZKTer091j0tiYiLS0tLo\n", "921kZKRZypYGO1u4kJycrFWQaG5uRktLy5AoRWRj4cKFqK6uZi2l4YIuDgnyucT1PCoWi/H6668D\n", "AI4cOYLm5maLLyR0fb+Sz93Ozk4oFAq9xUamyMB2/+oyJMhi7B//+AeEQiFmzpxp8cdwqMPFIaGL\n", "IOHp6QmBQKDT80Lmje+88w4oisLhw4d1mp+QUjR9BYm6ujqVc8bu3btxzz33wMXFRefbnDx5MiZM\n", "mICPPvpI5+tqw9C5Lw87nAQJT09PHDt2jL5s2LAB4eHhKC4uRkVFBU6dOoWTJ0/i+vXruHr1KmJi\n", "YvDqq6+adOAjR47EW2+9Rdv1g4ODsWbNGty4cQM//PADfVxHRwdeeeUVPP7443R4UWhoKJ5//nls\n", "3LiRtp3xDC1IoOVQc0how5jWfn0suEKhEN3d3ejr60NDQ4Pak62hi56Ojg7U1qFqg8QAACAASURB\n", "VNaqCBKhoaFwcnIyiSBB8iMIpGSDqcobyyERHByMqqoq+rZJffWaNWvg7e1tkt1bd3d3TJ06FQcP\n", "HjT6bfOYDrZODYYGDVor6nbCuJKVlQUfHx/Y2NjQj8vPP/+MnJwcXLlyBQkJCUhKSjJL2RJxIumS\n", "z0GCLTWVrQz1lp/Tp0/HiBEj9C7bGOyQIE49NocEWXBxLdnIzMxUqr9vamoaUgsJY4qNzDIMtlwT\n", "dQ4JYwkiPH/i5+en0SHR09NDCxLPPfec1s1UkUgELy8vvYSi1NRUvXJgioqK4O/vr9e5d+rUqXB1\n", "dVUSqy9fvoyLFy/SLe91RSAQ4Nlnn8Xvv/9uUKbNYKxV8B8OcBIk3nvvPaWfX375ZXz++ecqdmtg\n", "YBdk165dOteh64K6Ny9JEm9tbaV/d+jQIXR0dGD27NlKx86aNQtyuRx79+412Th5TMe5c+cQGBgI\n", "f39/Sw/F6FhyMdLU1KTiGgCMf7ItLS0FAJVziFAoRGxsrNE7bagTJLq7u5V25IzpkOjp6aFrgzds\n", "2IBRo0bp/eHKlfnz5+Pw4cPo7u5Wewxf96iKMR8TXUVFNkHCEJeTNXdfycjIQE1NDU6cOKHX4+3j\n", "44OgoCAsXbpU5XHx9PTEokWLcOjQIdaad2NTU1MDX19fpYWbNpKTk6FQKDQGW5K676HqkLC1tcXd\n", "d9+td44YU5B4++23aVv0p59+Sv+enLNJiS6X94a1LiQs9X5ligwXLlxQEQnZBAlrfQyHOlwcEiRo\n", "+/Lly5w2UrXdpjpiY2MB6O5SLSws1Dk/gmBnZ4c5c+YoCRLffvstPDw8cNddd+l1mwCwdOlS+Pr6\n", "4v333+dfn0MAToLEI488ovRzWVkZ6wmUEBISYpDzoKGhAY8++igmT56MqKgo3HPPPSp1pzY2NirX\n", "I4ucmTNn0r8jH/yD+3mTn0kdHM/Q4vz588POHUEwNPXcHHh6erLWjnKdRKkTJIA/gy2NCZsgQQRM\n", "kiPR19eHpqYmo2VIAAOtP2/cuIFvv/0WL774olLdrinIyMiAVCrFkSNHVP7G1z2qYqrH5IMPPgAw\n", "8DklEAg0iopsggRB36BBa3VYxMTEQCgUYsGCBXo93r29vbh06RLS0tJYH5eFCxeira0NJ0+eNOaw\n", "WdGl5SchNjYWdnZ2Gss2ysvL4evra5aWn6Zi4cKFyM/Pp8tadIEpEJeUlNC26IqKCvr3TIeEra2t\n", "VeRAGAJ5vxIxPDw8nPX9akzxgilI1NfXq+wiawu15DEefn5+aGhoUOscY5ZscC3f8PHx0euzzNXV\n", "FaGhoTqvjYqKivQq1yCkp6cjNzcXEokEFEVh9+7duPfee5VKh3Slra0Ntra2+OKLLzBu3DijfL5b\n", "s+A/1NGry0Z7ezurSkq4ceMGp17bbIhEIigUCqxYsQK5ubm4dOkSxo8fj7lz52L79u1qr9fX14fP\n", "PvsMDz/8sJJKRxT0wS0Tyc/qQjB5rBeFQoELFy4M+/wIQ1PP9b1PtpOtu7u7yljCw8MhEAjg7e0N\n", "Nzc3CAQC7N69m9P9lJSUICAggLWVaVxcHIqLiyGXy/X6H9hQ55AAQDtCGhsbQVGUURwSpJVpVVUV\n", "PvjgA7i7u2P58uUG3642oqOjER4ezlq2YS11jx0dHUZ9bg3BVI/J//73P3h5eWHz5s2gKAo//vgj\n", "q6hIWnrqurDVhrWKmkuXLoVCoUBHR4dej/fly5fR19dHl18OZvz48QgKCsKBAweMNWS16NLyk2Bn\n", "Z4f4+Hjk5+erPcYSHTaMzd133w0bGxu9XBKDM8DYYDokvL29OXXasuaFBHm/XrlyBdOmTUNQUJDa\n", "9+vu3bshFArh4uJikNjIFCQcHBxU3jNsDglrfgyHMr6+vpBKpUpiHBOmCNHb22tSQQLQfVNIIpGg\n", "pqZGb4cEMCBIUBSFQ4cOITc3Fzdu3MCDDz6o9+0BA5/vNTU1oCgKt27dUvm80dcZmZWVRYsvnp6e\n", "ViP4D3X0EiSmTJmCxYsX022TmBw9ehSLFi3CHXfcodeARo0ahZKSEjrA0t7eHm+++SYmTJiAF198\n", "Ua1S++qrr8LJyQmbN2/W6355hg5lZWVob28ftg4JSzN4d9XDwwM3b95EYWEhfQL/5ptvsHv3bnz+\n", "+ee4evUqDh06BIqiUFxczOk+SktLWd0RwECwpVQqxfXr1432P7EJEqTchzgkSBmYMRwSnp6ecHBw\n", "wIkTJ7B9+3asWrUKzs7OBt+uNgQCAebPn4+ff/5ZabfFWqy2ZGE8ZswY9PT0mO1+2TDVY9LR0YEv\n", "vvgCK1asoD/HysrKWI9tb29HV1eXzgtbrlhC1FSHMR7vvLw8iEQitTtx5PV/4MABk3fR0uRs0URy\n", "cjLOnj2r9n8eqh02mLi7u2P69Ol6CRLqFmVsx4jFYp2ENmt1DhE8PT2xfPlyHD9+XKltNJOcnBwo\n", "FAocPXrUILGROZdOSUlRea6YLmSmeEEeQ2BgY8/aHsOhCJlzqCuxaGtro0OPuTokVq5ciRdeeEGv\n", "8egqSJAwSkMcEv7+/khKSsK+ffuwfft2BAYGYurUqXrfnqbPm5KSEoOckT4+PvjnP/8JADh9+rTV\n", "CP5DHb0EifXr16O8vBwpKSnw8fFBYmIixo4dC3d3d8yePRsVFRV49913jTrQlJQUtLW1sbaxef/9\n", "95GdnY3ff/9dZdJPFiGDP+TIz7r0r+axDkgolbpdMh7DGLy7WlVVhYiICEyaNAmxsbEYO3YsHnnk\n", "Edx77714/PHH4enpicmTJyM4OBi//PILp/soKSlRCbQkxMXFATBepw2KolgFCUdHR3h4eNCCBJkM\n", "GOqQEIvFmDJlCvr6+vDhhx9CKpVi2bJlBt2mLsyfPx81NTVWWY729ddfQyqVory8HMePH7f0cEzC\n", "l19+ie7ubjz11FO0i0idIKFPp4bbmfz8fIwdO5aup2ZjwYIFqKioMGqQGRv6OFvEYjH++OMPlJSU\n", "qLUQDweHBADcc889OHLkCCeBgQkXhwQ5hjgkuGKtziEmixcvhpOTE7755hvWv+/YsQMzZszAhAkT\n", "DBIbmSLDzJkzcebMGSXHsEAgoF0SzGN9fHxw6tQpAMAbb7xhlY/hUIPMOQZn45GSwv379yM/Px9p\n", "aWno7OzkJEjMmDEDGRkZeo0nLi4O9fX1nIXioqIiODo6GiSkisViiMVi7Nu3D1988QUUCoVJNksk\n", "EgkyMjIMdkaWlZXBw8NjyIvH1oRegkRCQgJOnjyJO+64AxKJBEVFRSgpKUF7eztmzpyJnJwcelGh\n", "K+3t7ZBKpSq/J+qgQqFQ+v26deuwd+9eHD16FB4eHirXS0xMBACl+kPmz9oUveeeew4LFy5Uunz7\n", "7bfc/yEevdBkpTp//jyio6Ph7u5u5lHdXpDdVRcXF9jZ2dGdN8RiMRQKBaqrq2mrrEAgQHp6OqcE\n", "fblcjrKyMrUOCV9fX3h7exst2LK9vR39/f0qggQwkCMx2CFh6OSKlAGQsgSKosxSrkGYNm0aXFxc\n", "lMo2PD09WSfu5rbaMs/Dlu5wpM5+HBISovdjolAo8Mknn2DRokUICgqCvb09QkJCeEECxrF75+Xl\n", "ISkpSeMxs2bNgpOTk96hilzo6OhAW1ubzs6WzMxM+j3AZiFubm5Gc3PzsBAkFixYgL6+Pvz22286\n", "XY8pYHh5eUEoHJimhoWFqRyjq0OCYE3OocG4uLhg0aJF2LVrl8pnaUVFBY4cOYInnnjC4Pthigwk\n", "9H1wS14iSAx2JpM5Oi9EGAciSAx2SJC5hFQqRW9vL86cOYO6ujo4ODiYNJxa102hwsJCxMfH0+s0\n", "fWCWVygUCtTX1xtUPqnu88be3l5lPQjo7owsKytDVFQUp3Kxoca3336rsu597rnnTH6/egkSwECt\n", "5vHjx9HQ0IDTp0/T6urhw4cxbtw4vQf07LPP4j//+Y/K7y9cuABnZ2c6ARYYKNP4/fffkZ2dTYca\n", "HTx4EG+99RZ9zN133w1XV1dkZ2cr3d7hw4chEomwZMkSjeP58MMPsX//fqWLqZPyb2e4hMydO3eO\n", "L9cwI+o6b1RVVSmdwNPT01FRUaF28cW8Xm9vr1qHBDBQtmEshwTpdMEmSAQEBND/W0NDAzw8PHRK\n", "zR+MNZRG2NnZYd68eUqCRG1tLcRiMZydnelzZXJystmttkwRQl9BQpeJmLZjs7Ky6EXPyJEjAQCr\n", "Vq3Sa1wAkJ2djdLSUjz77LP076KiotS+J4ioNxy7BbFB7N4ODg6ws7PTye4tk8lw8eJFrc44BwcH\n", "zJ0716Q5EvoISVzODaTDxnDYdQsJCUF8fDy+//57nc59xP1AhIhVq1YhMDAQc+bMUTlGLBYPS5fr\n", "ww8/jNLSUpWy6J07d8LV1VXrvJULTJEhMDAQkydPVnmu2BwSAOguTpqcSjzccXd3h52dnZJDQt35\n", "ws3NDfv37zdpOHVkZCTs7Ow4z8EMDbQ01byJrUTr/PnzRjlnDIfSOnU88MADKuveDz/80OT3q7cg\n", "QfD29sbkyZORkpKipDjra5cUCATYsmUL3YsbALZs2YKcnBy89tprSr14t27dioceegj79u3D119/\n", "ja+//hoHDhxQmui6uLhg/fr12LlzJx0kVVlZiQ8//BB///vfNXYL4TE/2kLmZDIZCgsLh32g5VBk\n", "5syZsLe3x6+//qrxuJKSEgDQKEjExcUZzSGhTZBgOiSMkR9hDWRkZCA3NxclJSXo7OzEggULYGNj\n", "g/LychQWFsLOzg4PPvigWXe45HK50qSDbZdCE7p0xOB6LBEs3n33XZSWlmLSpElK7QW5Qm7n448/\n", "RkJCglKGkiZBoqamBn5+fibvvmItEMv8mjVrIBKJcPz4cc6vwStXrkAmk3Eq1VuwYIGKBd2YEEHC\n", "2NkfZN4zHBwSYrEYzc3N+OGHH3RaOBGxwcnJCRKJBMuWLcPMmTNx/vx5+hhmqOVw3KWfPXs2/P39\n", "8dVXX9G/k8vl2LlzJx544AE4OTkZfB9MkaG9vR21tbX49ddflZ4r0uFgsCBB8n94QcI4CAQCzm06\n", "29raUFhYqLXcoLGxEe+99x7rZpI2bG1tMWbMGE6CRG9vL4qLiw0KtDQVbCVaMTExrOdXXd2ixCHB\n", "Y0QoE+Hv76/X9S5dukQ999xzVHx8PJWQkEAFBwdTqamp1O7du+ljioqKKIFAQAmFQkogEChdhEIh\n", "9fjjj6vc7o4dO6i4uDgqPj6eGjNmDLVhwwaN48jLy6MAUHl5eXr9Hzy6I5FIKH9/fwqA0sXf35+S\n", "SCQURVHU+fPnKQBUbm6uhUd7e5GamqryvKSlpakcN2/ePGrOnDkab2vjxo2Uo6MjJZfL1R6zbds2\n", "SiAQUNXV1QaP/eDBgxQAqra2VuVvr776KjV69GiKoijq/vvvp2bMmGHw/XF9rExFQ0MDNWHCBAoA\n", "NWLECMrDw4NycnKiCgsL6WPuueceKiUlxWxjoiiKqqqqUnpMkpKSdLq+Lo8r12OXLVtGjR49mpJK\n", "pRRFUdQPP/yg0/mloaGBSk1Npfz9/SkfHx8KALVx40alYz7++GPKzs6O6u/vV7n+8uXLqYkTJ3K6\n", "r+HE8ePHKQBKr0ltfPbZZ5RQKKQ6Ozu1Hnvr1i1KIBBQO3fuNGSYatmxYwcFgH7dcEXb6/KNN96g\n", "fHx8jD1ci6DvedDPz48CQLm6ulI+Pj5Uf38/9emnn1JCoZASCoX0uaOvr48CQH322Wdm+G/Mzwsv\n", "vEB5eXlRMpmMoiiK+u233ygA1NmzZ41y+xkZGfTzMnHiRNbnKiwsjAJAeXp6Kl23rKyMAkAdO3bM\n", "KGPhoaiJEydSf/3rX5V+x/YesrW11ThHJly/fp0CQP3xxx96jecvf/kLNXnyZK3HFRQUUAConJwc\n", "ve6HYM55U0NDA5WWlkZ5eHhQAKjk5GSqoaGB8/Wbm5spANT//vc/k4zPGjHHmvjPGF0dKS4uxt69\n", "e1FbW6tSX0ZRFFpbW/W63XHjxrGWbDCJj49XyZLQxuOPP47HH39crzHxWBamOn/06FGNKes8piEr\n", "KwuLFi2i3UehoaGsVuv09HS89NJL6OzshIuLC+ttlZaWIioqirbkDkYsFuO///0vKIpCYmIiIiMj\n", "kZWVpfdOGHFIsKnfAQEBqK+vh0KhMJpDgutjZSoyMzNpq29bWxuAATcK8z2zbNkyPPjgg7hx44bZ\n", "XGLqcny4oM3SyXxuuR575coV7NmzB1u3bqWtyZmZmYiMjMSGDRuwd+9ereMiji4m3333HZ5//nn6\n", "56ioKMhkMlRXV6s81vp2ahjqJCcnQyQS4ezZs5zP5fn5+YiJieHUrcbX1xeTJk3C/v378eijjxo6\n", "XBVKS0vh7e2tc3kX89zQ0dGBzs5OpRLT4RJoqcv7dTDEISGTyXDfffdBJBJh2rRpUCgUcHFxQWdn\n", "J9rb22kr93B0SAADZRsffPABDh06hAULFmDHjh2IjY01mjuUOW+vrq5W+XtlZSX9GT54js87JIyP\n", "r6+vSqhlVlYWkpKSUF9fD19fXwQFBaGqqoqTk4LkUhjS+jMrKwsKhULtXA0YyI8QCAR65wYSzDlv\n", "Is6JiooKREVFYfny5TqdR4iTbbiWbFgKvUo2fv31VyQkJOD111/Htm3bsHPnTqXLl19+qWLx4uHR\n", "hroQmubmZrz//vtIS0vD66+/DoFAgFmzZhm9bo5HPVzTye+++27IZDIcOXJE7W2VlJSoDbQEBhZ5\n", "xCookUj0SkBmIpFI4Orqyrp4CAgIQF9fHyQSCRoaGgzusAFYNsld3UKgra1NqRZzwYIFcHBwwJ49\n", "e8wyLkA1M6K1tRUtLS0mua/+/n6tx7z55psYPXo0HnvsMfp3IpEIL730Evbt24fS0lKN11f3WA/O\n", "ViG2TrayDWsRJJqamjBjxgwUFBSY5f6cnZ0RFxeH3NxcztfJy8vTqbPSwoUL8dtvv9ElWcaAlAL9\n", "97//RUtLi17t4si5oaysDPHx8XjhhRfoBd9wrkvmglwuR1dXF4CBjYgFCxYAAKKjo+Ht7U0vjDo6\n", "OujHfbgKEgkJCYiLi8Pnn3+O8vJy7Nu3D0888YTRQvSYc3R1t8lnSJgPPz8/FaHBx8cHAQEBuOee\n", "e3Dp0iWcOHFCRRwC2MsNnJ2d4eTkZJAg0dnZyfoZx6SoqAjh4eFwdXXV634Ilpg3hYWFYerUqSph\n", "rtrgBQnToJcg8Y9//AMzZszAoUOHcPXqVVRUVKhcrDXBmMe6GRxCk5qaihdeeAHvvvsuzpw5g56e\n", "HvT39xu8SOXRD23p5JGRkYiIiNCYI1FaWqo2P8IU4UYSiUTtmAMCAgAAdXV1Rs+QsPYk94yMDHz3\n", "3Xdmu091ydZcUCdWCgQCjBw5Uim88tatW6xCh0KhgLu7O5qamnDixAl8//33+Oc//0nXSRMefvhh\n", "+Pr64v333+c0Nm2MHj0adnZ2agUJY+cQ6ENeXh6OHz/OyX1gLCZPnoyzZ89yOravrw9FRUWcBQmx\n", "WIw9e/agq6vLqMFvxBHT3d1t0OeQp6cn/P39sXPnTly5cgXr169HU1MTysrKhoVDQt371c/PT+M5\n", "sbOzk/5eKBTSQZYCgQBTp06lhcb29nb6+RyOoZbAwGu4vb0d+/fvR1JSEmQyGebNm2e022eKDOq6\n", "35DzgUwmU+r4wTskjA+bQ6K1tRV5eXlIT0+Hp6cnuru70dLSgujoaLi5uQEYcJWrcxL4+Pjofd6L\n", "j48HoL3TRmFhoVHzI8w9b8rIyMDhw4dpkY0LZWVl8PPzM1iE4VFGL0GivLwce/fuxdy5cxEdHY2Q\n", "kBCVy+LFi409Vp7bgMEq6enTp/Hyyy/TCfhMzNm5gIc7mtp/VlRU4NatWxoDLY1NU1MTa6AlMJAu\n", "Dgy8llpaWozikLAkurRWXLZsGfLz8+lkf1PDJj7o0mkjKysLKSkpAAZSyUNDQ1FXV4fAwEA6vDIx\n", "MREzZsxAVFQUJk6cSAubERERdIvAuLg4zJs3D/b29rjrrrtU7sfBwQHPPfccdu3ahStXrqg9x3B9\n", "rEUiESIiIlQECdI60hocEhcuXICbm5tZF8MpKSm4evUqXVakieLiYvT29nIWJDIzM1FUVARgwGFn\n", "DAHbFGJpYmIiVq9ejTfeeAPR0dFoaWnBrl27hoX7j7m54OfnBwcHB/T392t0zzJbfvr4+CgJZNOm\n", "TaMXwj09PUZr02ytZGZm4ubNmwD+FGpWrFhhtNsnz4OdnR39XLm4uEAkEtHdb5hiLXNnnjwPxgjX\n", "5BmAhFoy503Hjh2DQqHAnXfeCeDPdqsbN27E008/DQB466231L4HfHx8OJV3sBEQEAAPDw+NggRF\n", "UQZ32LA08+fPh1QqxdGjRzlfhw+0NA16CRIBAQG0OqeOrVu36jUgHh5AVSU1pBUjj3lJT09HVVUV\n", "iouL6d8RqzNZUL777rusk25dFtRckUgkagUJX19fCAQCFBYWAsCw6LLB1uqKbQclIyMDTk5OZivb\n", "YBMfdMmR8PHxoVPnv/jiC1RUVCAsLIxOG6+vr0dhYSG6u7tx/PhxnDt3jhY2y8vLERUVhebmZtTX\n", "19N93ZcuXcp6X0uWLEF/fz9SUlI07rBzbWPJ1mlDn9aRpuLChQtITk42a0/1lJQUUBSl1D1BHfn5\n", "+RAIBJx24qyh9a4u5OTkAAA9tvLy8mHh/mNuLly+fBk5OTkoKSnBP/7xD7XteEl+BDBwzmcybdo0\n", "pcVadXU17O3t1WYVDWXM8RomAoOdnR39XK1atQojR46k7fLMeRdTSOJLNoyPn58fZDKZUv7e4cOH\n", "ERYWRs+JiCDh4OBAly9p6iTk6+urt7hJciE0CRLV1dVoaWmxyg4bXImOjkZYWJhOZRtkPsFjXPQS\n", "JJYtW6Y1bCQ9PV2vAfHwDMYUi1Qe0zF9+nQ4Ojrihx9+oCdPxOpMAiYvXryodtLNXFB7eHgAGGjz\n", "qy+aBAkbGxv4+vrSLYGHukMC4F6L6eTkhAULFpitbMOQkg0CaWE2ZswYNDU10Tt1TFxdXemFNRE2\n", "m5qalHZfmffPNsF/5JFHoFAo0NXVpbG1GnmsfXx8sHz5crWP9VAQJCorK+Hh4YG+vj6z3Gd0dDRG\n", "jBjBqWwjLy8P0dHRFl18muJzqKmpid4FZ2Kt4ok+kPdgUlISXnnlFbz//vuIiopiFfqY79ExY8Yo\n", "3U58fDxsbP7MYa+rq4OPj49ZRbThBBEYmKKDl5cXvegd/Dc2hwQvSBgPMvdgOhqys7Mxe/Zs+mem\n", "IEG+J3MqNp544gk88sgjeo9JmyBBXGhD2SEhEAiQkZGBgwcPsrp6B0NRFMrKyvj8CBOglyAxdepU\n", "/Pvf/8YzzzyDPXv24NixYzhx4gR9OX78OOfaUB4eLnDd9eWxPO3t7XBwcMC6desQFxeHiRMnql2M\n", "sk26Bwe/3XHHHXjzzTc5BRWyoUmQAAYcX0SQGA4OCQKXWsxly5bh4sWLKCkpMelYenp6UF9fDwAI\n", "Dw+nf6+LQwL4U5AgpTZsaEoE54Kuu5Otra2oqqpCWlqa2tuMjIzEjRs3lHYZiSBBckwsRUNDA6qr\n", "qzF37ly0tbWhqqrKLPcrFAoxadIkTsGWugRaqhMOgoKCDBaw9+3bBwcHBzg4OPCfQ3rw+++/AwDt\n", "VBos9DEdEv7+/krXFYlESufn+vr6YVuuYY5NGDZBwsnJCd3d3fTCTJ1DoqenBwKBgHeuGhHy2iaC\n", "RG1tLUpKSuhyDUBZkCDPhyZBIjMzE/fdd5/eY4qLi0NZWRlrmVVTUxNOnz6NkSNHWoWobgjz589H\n", "dXU1Ll++rPXYhoYGdHR08A4JE6DXzG3u3LnIzc3F5s2bcf/992PWrFmYMWMGfZk5c6bebT95eNiw\n", "ZOcCHt3IzMxES0sLZDIZ6uvrceHCBb3qGD09PeHl5YWPPvoIxcXF+PTTT/UajzZBIjAwkE7iH64B\n", "aeq4++674eLigp07d5p0R5a5wJ80aRJdG66PQ8LNzQ0uLi46TdpNOcEn5T6JiYlqj4mKigJFUbh+\n", "/Tr9u5qaGhVbtCUgYhwpX9FVJDIEEmypaWeqv79fp0BLQFnA9vX1hUgkUhLC9KW0tBRSqRS7d+82\n", "yufQ7eT+4yL0Md0ibGXBwcHB9PdisXhYn69NvQlDHA+DBQm5XE67pJgZEoMFCUdHR96dYkSIQ4Jk\n", "o5BOZTNnzqSPIYKEvb09/b2mkg1DiYuLg1wux9WrV+nfkfLbuLg4fPjhh+jv7zfpGMzB9OnT4ezs\n", "jIMHD2o9lnTY4AUJ42Oj/RBVnJ2d8eKLL2qcRHzwwQd6D4qHRx3DbZI23FA36RQIBCrnC66T7qSk\n", "JDzxxBN47bXXMG/ePHh4eHB+HSgUCo2hlsCfO9ReXl6wtbXldLvDBeJm+eCDD7Br1y6EhIQgKyvL\n", "6GIfU3gICwtDaGgoLl++jBs3bmjtc86ktrZWyR2hS+9yrseSRSJxdBDUvV4LCwvh4OCgsZUtmbyU\n", "l5dj7NixAKyn5eddd92F69evY9SoURCJRGYVJFJSUvD222+jsrISYWFhrMeUlJSgp6cHSUlJnG+X\n", "CNhkobt3716sXLkSTz/9NO644w69x/vpp58iMjISmZmZRluM6fIaHo709PRALBZjwYIFuHjxosZj\n", "IyMj6cwNiUSCCRMmmGOIFmHwa9jYcx9mqCWBhFR2d3fDzs5OY4YEX65hXNzc3ODg4EBv3mRnZyMh\n", "IUFJdBs7diyys7MREhLCySFhKOPGjQMw0GmD5ESQ8luCVCrFokWL6PflUMTe3h533nknfv75Z7z8\n", "8ssajy0rK4NAIFD7ecWjP3oJEi4uLnj99dc1HqPvbiYPD8/ww9vbG8HBwbRNXddJ93PPPYcvvvgC\n", "CQkJGDFiBOeFc2trKxQKBSdBYjjkR+hKZmYmPaEhwZCmmFwwF7lhYWEICwvD5cuXIZPJUFdXx3lh\n", "TrpqEHSZtOtyLFkkXr16FS0tLZgwYYLa12tBQQHi4uKU6tsH4+vrC1dXtEtGngAAIABJREFUV6Uc\n", "CWsRJJiTq+DgYLMKEpMmTQIAnD17Vu0ELy8vD4BmB4o6yHP817/+FTt27MBTTz2F/Px8vYTHpqYm\n", "/PDDD/jXv/5l1J1hUy88rQV1Ql9raytSU1NVuq18/vnn+H//7/8p/Y4p+rW0tAxrhwTBVK8HdSUb\n", "wIBI5O7urjFDgu+wYVwEAgHd+pOiKBw+fBjLli1TOsbd3Z3OlOCSIdHY2Ih9+/ZhyZIler2O3Nzc\n", "EBwcTOdIaHM5DeVz1/z587Fy5Uqt/0dZWRmCg4Ph4OBgxtHdHuhVsnHs2DGtx1y5ckWfm+bh4RnC\n", "qLMgR0REKHU90NXqvGLFCigUCnR3d2sMGRwM+bDmIkgM5Q9TfTBnNwKmQyI0NFQpQV+XBXBtbS1r\n", "5oIuvcu5HEsWiSdPngQArFmzRu3rtaCgQOtiWSAQqARb1tTUYNSoUZzGbC7CwsKUykpMjbe3N8LD\n", "wzVmTuXl5SEqKkprZy9NCIVCbNmyBcXFxfjoo4/UdnnQxJdffgkAeOyxx/QehyZ0eQ0PVdjKELZu\n", "3aqUHUGQSCQqzxEJOQaAtrY2vmxTTyiK0ihIkC4amjIkeIeE8SGtP8vKylBbW6uUHzEYLiUbDQ0N\n", "WLlypUqgsi7ExcVpdS4NB9LT06FQKHDo0CGNx/EdNkyHXoIEU6Xu7+/HzZs3cfPmTcjlcvr3I0eO\n", "NHx0PDw8Qw5Nta/6TLoNWThrEyTEYjE2btwIADh//rza9o48hqFJkNAlR2JwyYapiY2NRUhICE6f\n", "Ps36d6lUiqtXr3JqezZYkKiurrYKhwSTsLAws3d3SElJURts2dTUhNzcXJ3yI9SRmJiIJ554AmvW\n", "rEFsbKzGdq6DoSgK27Ztw+LFizWKmzyaYcuCuvfee1mFBbYyLqYo1d3dfVs4JEyBXC6nSyjVlWwA\n", "6gUJvmTDNPj5+aGhoQGHDx+GjY0Npk6dqvZYLiUb5H1lyJyG2WljOGfeBAQEICkpSWv7T77DhunQ\n", "O468paUFf/vb3zBy5Ejaguvh4YGVK1fygZY8PLcx1hRAqk2QyMzMpAObenp6ODsvhgPmnFwQF4SN\n", "jQ2CgoKU7PlcHRIKhUKlZMMcpKWlqRUkrly5gv7+fk7lBExBoqurCy0tLRYXJH755RfEx8fTdvlN\n", "mzbh6NGjZh1DSkoKCgoKlBY8zOC08+fP4/Tp00YRCi9evAiFQoGGhgadnFbHjx9HaWkpVq5cafAY\n", "eJSFaU9PTyWBkhAYGKhyHnJ1dVX6mXdI6AfzvabJIaEt1JLHuJCSjezsbEyePFmlzXFOTg6effZZ\n", "UBQFqVQKoVCIrq4u1vbXwMB7SyAQGCxI1NXVobm5GQDw9ttvQyAQDMtOQxkZGfjll1/UhrArFApc\n", "u3aNd0iYCL0Eifb2dkyZMgXbt29HZ2cn3N3d4e7ujs7OTnz22WeYMmUKqwWPh4fn9sFYFmRDFs5E\n", "kGBzbJmzZMFaIW4Wd3d3AAOLQ2NPLiiKol0Qo0ePho2NjV4OCYlEgv7+frMLEqmpqcjPz6ctskwK\n", "CgogFAoRHx+v9XYiIyNx69YttLe30+1LLS1I5ObmoqGhgd551pSDYSomT54MmUxGdysB/gxOI3kD\n", "N2/eNFgobGpqQnV1tcrvubzft23bhujoaEyfPt2gMfCwQ85DzEXu1q1bVY5junAB4OWXX+YdbXqg\n", "TpAgjz+bQ4LPkDA9fn5+qKurw9GjR1nLNS5evIgtW7ZAIBCgt7eXbo2rziUhEong5eWlV5czQlxc\n", "HADg1KlTuHXrFh577DEkJyejvLzc4htOxkQsFiMrKwttbW2IjY1ldc9VV1ejt7eXFyRMhF6CxPr1\n", "69Hd3Y2vvvoK3d3ddD1mV1cXdu3ahc7OTqxbt87YY+Xh4blNYZaBuLq6QiAQYMeOHVqvJ5FI4O7u\n", "rleI3cmTJ/Hrr79q7CY01CFulm+//RbAQBixsScXzc3NaG9vBwDaGaGPIEEW8ZZwSPT19dHhikwK\n", "CwsRFRXFaXLO7LRBwl0tLUhcuHABEyZMsGj7voSEBNjZ2dE5EtYkFDY1NaGsrAx79+7FihUr+DaH\n", "JoKch2bMmEH/js018dprryn9fOnSpdvG0WZMmOKCPiUbvEPCNPj6+qK+vh6tra10eCUTqVRKhylK\n", "pVL680Nb2Ya+op1YLMbf/vY3AMDDDz+MyMhIyGQyZGVlISgoaMiXaTDJzMxUCu9kc88RhyNfsmEa\n", "9BIk9u7di3379uGhhx5SShp1dHTEX/7yF+zbtw8//PCD0QbJw8Nze8MsAzl37hxsbW059YyWSCRq\n", "yzU0OS8qKysxffp0pKen48CBA4YO3+ohLRVNEWg4OD8CGGgdTYQPriUbRJBgC7U0JfHx8XByclJq\n", "dUbgEmhJIJOYsrIyWpAwt7jChKIoWpCwJPb29khKStIYbGkMdHFaMUtGJk6ciL6+PqSnp5t0fDxQ\n", "ciENLs9oamrCrVu3VK5zOznajAXXkg0+Q8J8iMVifPzxxwAGQpBfeuklFSGBKUj09vaaXJDIzMyk\n", "833a29vR2dkJX19fi35umQKuInhZWRlsbW0RHBxsxtHdPuhdsqFpEpaUlMSXbPDw8BgdT09PxMTE\n", "YOnSpdi8eTMUCoXG4yUSidb2jmwBnHv37qWdEbeDuOrt7Q1XV1eTCxLM7AjyfV1dHWs5xGBqa2sh\n", "FArN3p7VxsYGkyZNUsmRkMvlKCoq4ixIuLu7w8fHh3ZIeHp6WnRSX11djcbGRhVBIjExERs2bDDr\n", "WFJSUujWl56enkoLIYIxsk3I+93FxQVCoVBt/TOzZKS9vR0URWH58uUG3TePdsi8USgUsrqOeIeK\n", "cTBGhgRfsmFcMjMz6R14iqKQm5urskPf29vL6pDQ1GnjkUceQUZGhs7jUbdIZ+t+c7tQXl6OsLAw\n", "i5Q23g7oHWqpLkQFGAjsGs42Zx4eHsvy9NNPo6KiQmuLJk0OCUB9AGd2djZ9zJEjR4b9+UwgECA8\n", "PBzXrl0z+m0zHRBMGzbze7aJz2Dq6urg5+dnkclAWloazpw5o/Q6uH79Orq6ujh12CCQYMuamhqr\n", "KNcAoNLBQiQSoby83GzjEIvF+OWXX3Dz5k3ExsYiKCgIN27cQGBgIGunHkMg7/dNmzZBoVDg+++/\n", "VylRsqaSkdsNUtpFyvKYDOeEf3PDLNlgChK2trawsbHhSzbMDNdzjlQqpZ8TqVSKkSNHwsHBQaND\n", "4rHHHsPDDz9s9DEPJ7ieW8rKyvj8CBOilyCRlJSENWvWsE7SFQoF1q5da3EbKA8Pz/AlJSUFycnJ\n", "+OSTTzQep02QIDADOFtaWpTyAmpra826QLMUERERZivZGPw9lxwJc7f8ZJKamopbt24pTRoLCgoA\n", "gLNDAvhTkKiursaoUaOMPUydKC8vR0BAgEoJTFhYGOcyGmOQmZlJv78aGhpQW1uL4OBg1NTUmKxT\n", "z7Rp0wBAKUiTx/IQhwSzvSeTn376if7exsbGYgn/3d3dWLdundIifSjBHDfTBQEMuCTIhqO6UEu+\n", "ZMMyDC7ZcHBwgJeXl0ZBQl9uNwGQ6ZYlId/r169XOoYXJEyLXoLEmjVrsGnTJoSEhODZZ5/Fhg0b\n", "sGHDBqxatQohISHYsmUL1q5da+yx8vDw8AAY2NF/5pln8Ouvv2rc1ecqSDA5duyYith65MgRvcY5\n", "lDCHQ4KtZGPwMeqora01e34EYfLkyQCglCNRUFCAoKAgnV5fTEHC0g6JNWvWsApt5hQk1O0MymQy\n", "unzDFJPf4OBguLu706ISk9ttIm5NMB0SbPj6+tIdk4KCgiyW8P/TTz/h1Vdf5RSsbI2oK9kABgQJ\n", "3iFhXriecx566CG6YQBxS3h7e2ss2TAEdSWtwxGmW7a4uBj+/v745ptv6L/LZDLcuHGDD7Q0IXoJ\n", "EtOnT8e2bdvQ0NCATz75BGvXrsXatWuxadMmSCQSbN++HVOnTjX2WHl4eHholi1bhpEjR2LLli1q\n", "j9FHkDh8+LDK724XQaK6ulppJ8wYEPeDi4uL0uRqKDkkvLy8EBUVpZQjUVBQoFO5BjAQbNnW1oar\n", "V69aXJAAwFoHHh4ejqqqKqO/DqwJgUCA8ePHswoSwMBEPDU1FUKhEC4uLsN6Im4tyOVydHV1AVDv\n", "kGD+jRxrCciO9LFjxyw2BkPgKkhYQ4bEpUuXcP/99xvUunIowGXxP3HiRCxcuBAURXF2SEgkEnz/\n", "/ffo7OzUeUzqSlqHM56envD398fTTz+NXbt20SUzlZWVkMvlvEPChOidIbF8+XJUVFTgP//5D558\n", "8kk8+eST+Oijj1BRUYFHH33UmGPk4eHhUcHR0RF//etfsWPHDlRVVanUd/f396OlpUVvQUIkEtE7\n", "dUePHtUaoDnUiYiIgEKh4JTnwBW5XI6bN28CGNh5Z9aF6+OQsGS6N8mRAAZCx3TpsEEgkxmZTGYV\n", "ggQbYWFhUCgUqKqqMvl9WdKNkJiYqFaQ8PHxwddffw2FQoHPPvvstpiIWxrmgkmdQ4L5N0sGp5Pz\n", "la6fLdaCurafgPU5JC5evIjvvvtu2DsydFn89/f3Q6FQcBIkrl27hqVLl3Jur82GqZxq1syKFSsA\n", "ANu2bQPwZ8tPXpAwHXoLEsBA+7XVq1dj8+bN2Lx5M1atWgU/Pz9jjY2Hh4dHI/fddx9aW1sRHx+P\n", "uLg4pKWl0S2uWlpaAOg2aaytrUVJSQkAYNKkSZg5cyaAgV2Gy5cvG3n01kV4eDgAGLVso7a2Fn19\n", "fQCUHRHAgOVaJBIB0O6QkEqlaG5utrggUVRUhK6uLtTX16OxsVFnQYI8xgAsKkj09/er/VtYWBhE\n", "IhHdZtXUWMoWnJiYiIqKCrS1tbH+nbS7mzNnjsnHwqMsMGgSJIhDQiqV0ucWc3P9+nWkp6dj06ZN\n", "Frl/Q9HkkHB0dGQVJCyVIVFZWQlPT0988cUXOHr0qFnu05JwWfyTrlRcSjZIV6rh7jAxNt7e3njo\n", "oYewadMm9PX1oaysDE5OThYrG70d0EuQkMvlqKqqQlVVlVK7tq6uLuTn5xttcDw8PDyaePbZZwEA\n", "bW1tqK+vx5kzZ+hWWWTXQBdBglmaMXv2bMyaNYv1b8ORoKAg2Nvbaw22bGpq4txtQF3LT2AglI70\n", "866oqNDYyaSurg4ALCpIpKamQi6X4/z58/TOui4lG2KxGLNnz6ZFGLY+8+bilVdeQWpqKuvfgoOD\n", "0dPTg+nTp5tlLJayBRMxSV2w5ZkzZxAVFXXb7QxaCqYgoalkgylWWMol8fbbb+ONN96wyH0bA0My\n", "JPr7+9Hf32+2ko2KigqEh4dj165d2Lp1q1nu01r59ttvsX//fvq54OKQIOdSS33WDGVWr16N2tpa\n", "7N27F+Xl5YiMjORbD5sQvQSJb775BiEhIQgNDVUK+WptbcWECRPw0EMPadyB4eHh4TEUba2y9BEk\n", "mPkRt5sgIRQKERoaqtYhIRaLkZaWhri4OBU3ijrUtfwc/Lv29nba0cIG2a235O7E2LFj4ebmhtOn\n", "T6OwsBDu7u6s5QbqyMzMxJkzZyCXywEMZFAM7jNvLi5cuKD2sRQKhbC1tTXziMxvC46Ojoa9vb1a\n", "QSI3N5cOM+UxPSTQEuDmkBh8HXOSkJCAiRMnWuS+jYEhJRukA4e5HBIVFRUIDQ3F4sWL8fPPP9P3\n", "fzuybds27NmzR8khQQQJdYK+s7MznJyceEFCD+Li4jB79mz8+9//xpUrV/hyDROjlyDx448/Ii0t\n", "DeXl5bSlGRjYvSooKMCVK1ewceNGow2Sh4eHR1d0FSQoiqIFCUdHR6SmpiI2Nhbe3t4AgOPHjw97\n", "oVVT60+yoK6vr1dxo6hDk0Ni8O805UgQQcKSDgmhUIjJkyfj9OnTdKAl190Srn3mzYFCoUBeXt5t\n", "35rb1tYWcXFxrDkSPT09KCwsVOsi4TE++jgkLCVIEORyObKysnDp0iWLjkNXDAm1JH8zZ8lGWFgY\n", "lixZgq6uLvzxxx9muV9rhLT9ZDokvL29IZfL0draqvZ6Pj4+vCChB2KxGLW1tcjPz8epU6dw+vRp\n", "/nE0IXoJEleuXMFXX33FOsFMSEjAd999hy+//NLgwfHw8PCoQ10gnp+fHzw9PSGRSCAQCODh4cHp\n", "9srKylBTUwMAuOOOO2Bvbw+hUEiLru3t7cO+JC08PJxVkNB3Qc3VIUFuSx11dXVwdnbWuFAxB2lp\n", "acjJycH58+d17rBhLVy7dg3t7e23vSABqA+2zMvLQ39/P++QMCP6OCQsGWwJDIiUq1evHnKlBIaU\n", "bJjTISGTyVBdXY2wsDDExMRg7Nix2Lt3r9rjc3JysHDhwmHroiCtPolDgpRsANBYtuHr68tnSOhB\n", "ZmYmnSkGDGyMWMrVeDuglyDR0dHBOrkkREdHo7m5We9B8fDw8HCBGYjn5+cHBwcHNDU1oaGhAVVV\n", "VXB3d6dr9rUxuFyDcDuVbYSHh6OiooIuKzAUpshAxCNmBgXzc0SbQyIwMNCi9ZtisRh79uxBa2sr\n", "qqqqcPDgQc67JZbsJjEYUqKgKZBz586dCA4O1pjrMRxITExEcXGx0gINGMiPcHZ2xrhx4yw0stsP\n", "rg4JS5dsZGdnY/Xq1aAoCgKBAIsXL8a+ffuGVBcmZskGmyBBFvRsoZbkb+bIkBAKhcjJycH8+fMB\n", "AIsXL8b+/ftZw0z7+vrwt7/9DQcOHMCePXtMPjZLMNghQUo2AM2CxNKlS5GWlmaWMQ4XrMnVeLug\n", "d5cNoqCy0dXVNaROzjw8PEMTZiDe5cuXUVJSgt7eXoSHh2Pjxo1ob2/nlHUA8IIEMFCyIZPJVDos\n", "6LugJiKDn58fOjs7VTIo3N3d6WM1OSQs3fITGNgtKS4upn++du2aTrslluomMZjq6mo4OztrfN5c\n", "XFxQVVU17DcWEhMT0d/fr9JBJzc3FxMnToSNjY2FRnb7wdUhYelQy+PHj2Pv3r20OLpkyRLU19fT\n", "XVmGAkwBzpozJGxsbJCamkp371uyZAlaW1tx/PhxlWO//vprlJaWYuzYsQY7Vj799FM88MADeOaZ\n", "Z/DGG29g06ZNqK+vN+g2jQERJJgOCVJSqqnTxt///ncsX77cLGPk4dEXvQSJ5ORkrFmzhvVvCoUC\n", "a9as4e2gPDw8ZoME4gUHB8PPzw9dXV3o7u6GXC7nlHUgl8vplmLu7u5Ku8cRERF0i8ZTp04p7S4N\n", "NzS1/szKyqInhiKRSOuCuqenB7du3QIwIFywZVC89tpr9PHaHBKWDLQ0xm6JpbpJDEYmkyEmJkaj\n", "24SUY2p6ToYDcXFxEAgESmUbFEXhzJkzfH6EmdG17SdgGYfE9evXldr3pqWlwc/PT2MpgbVhzgyJ\n", "+vp6hISEsJ4/dSUhIQHnzp1T2iQgPPzwwzh8+DDeeecd5Obmqg2r5UJ/fz8aGhpw8uRJfPbZZ3j+\n", "+ecxceJEXLx40ZDhG8xgQcLe3h4jR44EoNkhwaM71uRqvF3QS5BYu3YtNm/ejDFjxuDFF1/ERx99\n", "hA0bNmDVqlUIDQ3F1q1bsXbtWmOPlYeHh0cjTU1NrG4IbQvHwsJCusvDzJkzlco8BAIBPQHq6enB\n", "2bNnjTxq6yEkJARCoZA1R8LHxwf+/v5wcnKCXC5Hdna2xgU1cwIaGBjIOiGtqamBs7MzAO0ZEpZ2\n", "SBgLc3eTGMzLL7+MCxcuaDzmdhEknJ2dER0drSRIVFdXo76+ns+PMDNMccGa234OFiSEQiEyMzPx\n", "448/DpkSJ2NkSHAt2Thw4ABu3ryptZ00FwQCASZOnAihUHXpYmNjgxkzZmDBggWIjY1FWVkZ59sd\n", "/Lw9/fTTOHLkCIqKilBbW4ubN2/C19cX6enptBhgCdauXYtZs2YphVra2trC3d2dFyRMgLW4Gm8X\n", "9BIkpk6diu3bt+PGjRvYuHEjnn/+eaxduxabNm1CY2Mjtm/fjqlTpxp7rDw8PDwmgVmuceedd6r8\n", "/XYp27Czs8Po0aNZHRIdHR0oKirCsmXLAADl5eUab4u5mB09erTa48jfbt68yZpdQVGUxUs2brfd\n", "End3d4wcOdIoiwhrJzExUWk3lbQy5wUJ8zJUHRLAQCnBjRs3WANSrRFNbT8dHR1ZBYnBGRJcHRKl\n", "paUICQlRKoPkyvr16/HJJ5/odB0bGxtcunQJS5cu5XydtWvXYtWqVWr/7u/vT5fqODg46DQeY7J6\n", "9WpMmTJFqWQDALy9vTWWbJDuJJo6cfCoYi2uxtsFvTMkHnvsMVy/fh3/+c9/8OSTT+LJJ5/ERx99\n", "hIqKCjz66KPGHCMPDw8PJ/RdOKrLjyAw2xsPZ0ECUN9p4+zZs1AoFHQtKjN9mg2m42HcuHFqnxfS\n", "27uvr08luwIAmpub0dvba3GHxO22WxIWFjbsHRLAgCBRVFREi2G5ubkICwuzioknRVFobW01Wsis\n", "NaNP209zOyTa2trQ1NSk0mFu+vTp+O677+hzmbXDxSFBURRsbGxoN4K+JRu5ublISUnRa5w//PCD\n", "2jIJmUwGiqKwbds2dHV1Kf1Nl/Dj77//Hhs2bGD9fGLi4uKi9/9hbJihlsBAa3NNDom6ujrMnTt3\n", "2HcJMxWenp5wdXUdMg6ooYpBiU0BAQFYvXq1scbCw6MXFEWhra0NYrEYYrEYjY2NEIvF6Ovrw4QJ\n", "E5CUlKSyC2AIcrmcLg1oaGiAWCwGRVEYPXo0Ro8ejYCAADoMrb+/HyUlJSgsLERhYSEuXboEhUKB\n", "kSNHwtPTk/4aExODefPmsVoReXQjKysLixYtohfEoaGhGheOvb29OHnyJICB0gK2SeXo0aMRERGB\n", "a9eu4cyZM+ju7jZLyrgliIiIYC1LycnJgYeHB1JTU+Hl5YXS0lKNtzO45WdWVhbCw8PR09MDuVyO\n", "cePGYd++fVi/fj19XGVlpYqbgogUlhYkyG4JKf0Zis4IMqHiMmEPCwuziiA3U5OYmIiuri5cu3YN\n", "0dHRyM3NtVh+RF9fHwoKCnD69Gn6UltbC0dHR8TGxmLcuHGIi4vDuHHjMGrUKNja2sLOzo7+KhKJ\n", "IJfLIZfL0d/fr/F7V1dXhIaGsnYhampqwoEDB5CVlYUjR47Azc0NKSkp9GXChAl0qRVFUejp6UF7\n", "ezstHGoLA6UoCn19fUqfy/q0/Wxra9P6mBIxh2u3JU0QoXawQ8LW1lanHXlLo02QUCgUkMlksLe3\n", "h729PXp6enDlyhU8+uij9HPLRZCQyWTIz8/Hfffdp9c4KyoqcO+996r8/pNPPsHGjRuxbt06rFy5\n", "EuHh4Xo5MC5fvozHH38c999/P/7+97/rdN1bt25hx44deOWVV3S+X0MZ7JDQJkiQDKyqqirTD24Y\n", "0dPTgz179mDLli04e/YsRowYgfDwcISHhyMiIoL+fvz48UoB3Tz6YZAgIZVKkZOTg/r6evzlL39B\n", "e3s7HBwcjLr4s1b6+vpw69Yt1NfXo6amBjdv3sSNGzfoS1VVFZycnDBq1CiMHj0ao0aNwqhRo+Dm\n", "5oa2tja0traipaUFra2t6O7uxujRoxEdHY2YmBhER0fD19eXnjT29fWhra0N7e3tkMlkcHZ2hrOz\n", "M1xcXLQ+1nV1dTh58iROnDiBEydOoLKyEh4eHvDy8qIvnp6eEAqF6O/v13oBBibiPj4+8Pb2pr/a\n", "2tqqHCsSiTBixAi4u7vD3d0dI0aMgLOzM9rb29HU1ITm5mb6wvazTCajF+xk8e7m5gaxWIzq6mpU\n", "VVWhuroaNTU1Guv6HBwcMGnSJNxxxx1IS0uDs7Mzenp60N3dTX8lartCoYBCoQBFUejt7aVFDiI8\n", "NDQ0QCKRaOwiIxQKERgYCHd3d5SVlam0lFPHli1b8OSTT6r9O0VR2L9/P+rq6uDn5wc/Pz+63aW9\n", "vT06OjrQ2NgIiUSCxsZGtLS0wM3NDb6+vvDz84Ovry8cHR1pAaempoa+tLa2wsfHB4GBgQgKCkJg\n", "YCBcXFxYxwDotgOhLz09Pejv76cn3FzFGl0Xjrm5ubQNdfbs2Wr/t1mzZuHatWvo6+tDTk4O5syZ\n", "o8N/ww2FQgGJRILa2lrU1taio6ODfg95eHjA3d0dbm5ukEql6OzsREdHB30RCARwdXWFq6sr3Nzc\n", "4OrqCltbW/pc09zcjJaWFrS1tcHJyUnlvUUElvDwcHzzzTd0WztCTk4O0tLSIBQKERMTo+SQIO8X\n", "8v6Ry+VKJR2hoaGQyWTo7OzEpk2bsGbNGtx///3w8fFRav156NAhSCQSpUtRUREAYMWKFWhvb4dE\n", "IoGzszPGjh2L2NhY+hIVFYWRI0ea7PNHoVDQLWWbm5vp4NSuri50dXWhvb0d9fX19HNXV1eH+vp6\n", "jBgxAjExMRgzZgzGjBmDmJgYREZGws/Pj17UqUMul0MgEBhNqGxqakJQUBD27duHu+++W+OxX375\n", "pcpiZTgyfvx4AEBBQQFCQkKQn5+Phx56yCi3rVAo6NcGuXR0dNACel1dndKlvLycPhcx6enpwYUL\n", "F7Rmf+iKvb09oqOjMWbMGIwdOxYuLi44ePAgTpw4oeTK6OjowI8//ogff/wRwMBnnL+/P30OYn4e\n", "Ojg4YNy4cUhISMD48eMRHx+Pnp4eXL58GVeuXMGVK1dQXFyMzs5O+Pv7IzQ0FGFhYUrlDlwdEtu3\n", "b8epU6eQmJiIpKQkxMXFQSKRoKSkBFevXkVJSQnKy8tBURQiIiLoOVZMTAwiIiLg4eEBFxcXuLq6\n", "wsXFBba2thofr/DwcOzfvx9jx45Ve0xbWxsuXLiAc+fO4fz58zh//jxaW1sxduxYxMfHIyEhAQkJ\n", "CYiJiUFzczMqKytRWVlJzx0dHBzoMY4ZMwbh4eEq46IoCjKZDHZ2dnp9Fmsq2SCfA93d3bC3t0dA\n", "QACuX7+Onp4e7Nq1iz4uMjISqampGDduHC2UBQcHK52rLl68CKlUivDwcBw9elTJaagNMj8e7EYB\n", "Bhx3lZWVWLFiBWbNmoXGxkasXbsWhYWFqK2thb+/P4KCgtDZ2YnN13p6AAAgAElEQVRx48bhjjvu\n", "oOfgZBHf2tqKRYsWISwsDJ9//rnOj+Mff/yBV199FZMnT2YN2ezr60NlZSXKyspw7do12NjYICgo\n", "iL74+PjodF7v7e3Fd999h5kzZ0IqlUIoFNLikLe3t1IHqME4OjrC29sb1dXVOv2PQ43e3l40Njai\n", "r6+PXiM5Ojrq/NyWlZVh69at2LlzJ50tBgy8t/Pz81WcJj/++KNOHbd42BFQenpQdu/ejdWrV6Op\n", "qQkuLi5ob29HdnY2HnjgAWzcuBEPP/ywscdqVvLz85GcnIy8vDwkJSXh0KFD+Pjjj+mJg0QiMal9\n", "Z8SIEXBwcEBbW5vGxbatrS39xnNxcaG/d3JyQnl5OWstOI91MnPmTI3lALt371Y7UbaxsaEFI024\n", "ublBLperWBzZIAvavr4+9Pf3018FAgEcHR2VLg4ODvTuGzlu8PfkZ6FQSAtU5Cs5hzQ1NdGXwa97\n", "kUiktBvI/Gpra0svhMl9MXcDB38F/hRXiAAFDCzCHnnkEdbH47vvvsP9998PAIiNjUVgYCC9IO3u\n", "7oZQKKR3lMhFKBSir6+PvshkMvp5EggESovN5uZm1NXVWbSLB/ngpigKQqEQIpGIPqfU1dUhICAA\n", "ERERKC4uRnt7O7y9vemFlrrzoY2NDaRSKbZs2YLnn38ejY2NeOihh9Df34/ffvsNBw8exIIFC4z2\n", "P9jb22PEiBEYMWIE3NzcIBAIlIQSdd+T69rb28PBwQH29vaws7NDa2srbt26hYaGBqNb552dneHr\n", "6wtfX194enqiq6sLLS0t9IXsGjs7O9OLJjLJoihK6X+wsbHB//3f/+Gxxx5Te39FRUUYP348YmNj\n", "4eTkRL93yEUulyu9Vvv6+mjrNrnY2toq/cy89PX10UIvEXv7+vrov4tEIvrr4OdBLpdDKBSqvK9F\n", "IpHSe4icU8htaRuXQCCgx0IuPT099H3Z2tqisLAQfn5+8PHxwYULF5CQkABHR0f09/fDzc0Nb731\n", "FqZMmaLxufzXv/6FAwcOKIkPnZ2dBs0TXFxcMH78eDQ0NODatWsWsQx7e3tDKpWarTyCbI6oW0T0\n", "9PTAz8/PJPkR9vb29PuMiLtEqJBKpZBKpejp6YFUKqUFWIqi6M0MuVyOuro6o47J1tYWAQEBkMlk\n", "SvcPDJyvmWN1dXWFnZ2dyvuqv7+ffu13dXUpvS6vXbum5Pj49ddfkZ6ejpqaGgQGBuLUqVN48803\n", "kZOTwyqWMXF2dkZ4eDhcXV3pjZ/i4mLExMQgJycH6enptEDX0dFBv4+ZFxsbG/q9d/78ecyePRsB\n", "AQGQSqW0+NvV1YWCggK9zsc+Pj7w8/NDTU0NOjs7cdddd8HOzg69vb2QyWTo7e2lL+RnmUwGW1tb\n", "ODk5wdnZGU5OTnBycsKZM2fQ29tLb2QQYf769euoqKjQOCezsbGBn58f/VlFLl5eXli+fDktlBLE\n", "YjF8fX3x008/obKyEmvWrMGSJUvQ19dHh2/eddddtGOJ+Vh1dXWhvr4ednZ29AYk+Xwnrx+yieHq\n", "6gqFQqHyeidfmd/LZDI4OTmpvGfI3Ic8p0KhEAqFQkmU/f/snXd4U+X7/98nbbronpTuTVltoWIp\n", "tIps8MsGRTbiB2SpRQUUREEEZC8FREBkCRWq7FFlVShCgS5oS/fee7c5vz/6O8eMk+QkTdLBeV1X\n", "riZnPkmTc57n/bzv+6b+Ml3TdHV1YWxsTN/DjY2N6WTa4v2pkpIS2hnNdE0gCAJdunSBvr4+eDwe\n", "3e+iri/Cr6llTE4ST09PNDY2Ij09XWJC8tmzZ+jTp4/8L18HRnxMrA6UEiT+/vtvDBs2DLa2tvDz\n", "88O9e/dQUlKCmpoaHDp0CKtXr0ZoaCiGDx+ujjZrBPEP/9dff5U6UBGHz+fD3t4eNTU1yM/PV3NL\n", "2cPj8eDm5oaqqioUFRWhsbGxrZvUaoyNjeHo6AhbW1tYW1uLPBoaGvDPP//g3r17MjP4s0VHRwc2\n", "NjawtraW+Au0XMSoR3p6OoqLi+Hh4QE/Pz/4+vrCz8+P7ugKu0Lmz5+PzMxM6OrqorS0VKoVcty4\n", "cfjzzz9b/T44mOHxeMjIyJAaGpCfn0+XveRgj6+vL548eYIhQ4ZAW1sb165dw6ZNm7BhwwaUlpYi\n", "JycHrq6ucjuXPB6PdnRJq6bSnrCwsICtrS2Kioro8qfqRk9PD6WlpVITr507dw6TJk3SSFs6E0FB\n", "Qbhz547U9dHR0fDx8WnVOaiEsq+//joCAwMRGBiI3r1706EGNTU1eP78OWJiYhAbG4uSkhJaNGpo\n", "aKDFTmHRR9pfLS0tFBYWIj4+HklJSRIDJzc3N0yYMAETJkxAQEAASJLEixcvEBkZST8KCgokBjI8\n", "Ho8+pqyupYuLC6ysrJCeni7RR+rTpw/tipLGw4cP8dNPP+HJkyeIiYmRKuLq6OjAw8MDPB5PIbei\n", "KjEyMoKlpaVK+iCqhs/no6CgQMRufvv2bbz55ptISkqCu7s7vby+vh4PHz7E2rVrce/ePRAE0S5L\n", "YLOdnGnPuLi4SOTvyczMhKOjI65du4Z///0Xa9as4XIaqBldXV1MnToVH374IQICAkAQBC1KvHz5\n", "EsnJyUhOTsb69evluh07OpoQJJQK2fj+++8xZ84c/Pjjj+Dz+bC1tQXQYvVatmwZ7OzssHXr1g4t\n", "SIjTrVs3AKDfr62tLbp160b/dXJygrOzM5ydnWFra0t3Iurr65GdnU2HF1RXV9MhDJQFW1dXFykp\n", "KUhISMCLFy+QkJCAhIQECAQCkZk+ExMT6Ojo0IpnVVUV/RB+Tal3Ojo66N+/P4KDgxEcHIwBAwbQ\n", "VkiSJFFZWYmioiLa2i5t1kv4QVnKqTwNlDJJzdCJz5aVl5fTISplZWWorq6GsbExbROnHkyv+Xw+\n", "PXCnHtSsLBUGI8vaCYAOgcjJyUFERAQeP34MoMXCRqnc+vr69EwcNWNN2eGsrKxo0YGabWWLuOVd\n", "GBMTE9qqPmzYMBw+fBj19fW4f/++VPvf33//DaBloBMSEkKHDOXl5aGyshIWFhawsrKiH2ZmZqio\n", "qEBeXh49w5uXlwcejwcHBwcR+6CJiQny8/Npu3l2djZyc3Pp2VFq9pFyIgiHvFBqufhMpfCMpfCy\n", "pqYm+jtRXl4uojZTCj71faAcGsIdb+G/ws+p/xmbzrjw/4UgCGhra2PWrFky8xTY2Nhg5syZ+PXX\n", "X0WWa2lp0TPWVFukQbWP+n4Iz7AZGxvT/w87OzvY2dnBxMQEFRUVIiFeVGic8AwelXBJOISjsrIS\n", "9fX1dMUEMzMzmJubw8TEBDU1NfRvivqN1dbW0rPuUVFRcHFxobfNy8tjnH2wsrKiQ6kMDAzo2RBq\n", "dsTY2BghISEoLi7G7du36YzpwcHBWLVqFZ4+fQp/f3+cPn0aV69ehampKaysrERCyvbs2YMXL14g\n", "KipKxOJaVFSE+Ph4xMfHIy4uDqmpqXRoG/WXcm6It4vpOQB6FrKuro7u7PF4PDrsiXpYWFjQoXPU\n", "rJmhoSG6du0KOzs72NraiogCZWVlePHiBW0lT0tLQ35+Pv0QtoVqa2vDzMyMfgAtlnnhEB1hlw01\n", "+0SSJOrq6pCWlobu3bszfv9iYmKkfjeZ4PP5IAiCzj+gKLq6urTzgnIuiXeihf8PAoFArlBO/V6F\n", "nS2KwOPxYGBgQOcxYDOoYkq2KoywFVpPT49OgkbN7lGDduHnVlZW6NatG/2wsLCQeX8xMDBAv379\n", "0K9fP/ZvlgWNjY14+fIlnj9/jsLCQgwcOBA9e/aUaAsVGjVv3jy5x6yurkZMTAyePXuG2NhYOgdG\n", "z5494e3tLdJ5r66uRlpaGlJTU1FYWIgRI0bIPX7//v3Rv39/AC2/2efPn+PJkyeIj4+HpaUlHRrl\n", "4uJCX2+bm5uRkZFB/w7T0tIkflfUc+ovkyNAW1ubdlAJz7hSbriioiKMGTMGU6dOxWuvvQYvLy/w\n", "eDxUVVXRn0l0dDRevnwJS0tLuLi4wNnZGS4uLnBycqKFJyrk5Pnz58jNzYWenp6IK1FXV5d2rlCz\n", "zcIzzgRB0L8rbW1tur9DXbMMDQ0xe/Zsidh34ZANYXR1dREUFISAgACkpaXRfdXY2Fj6ERMTg+zs\n", "bLm/KW1tbRgbG0NbW5u+tlAP6r4uC4IgYGBgAFtbW/j6+tLhQb6+vrCzs0NJSQkyMzMRExODefPm\n", "YeDAgbC1taUnjHJycmSG3QIt93XKMUf1Q2pqaliJWvr6+vD09KQfHh4eACASJpuVlYX8/HyUl5dL\n", "fNapqakQCAQi9zvhvBGyHIni74G6T1VWVqKurg7W1ta0O62xsRFVVVWsJyf5fD7tiKX6zTU1NfRv\n", "hq1AQhAEjI2NYWhoKJHbhXKZlJeXsxYQqX4DFUKuq6tLj4mo8RKVqJV6UOcSfwAtLpqZM2di7ty5\n", "EiG/fD4f7u7uImIdh4oglcDCwoIsLy+nX3ft2lVkfXNzM+no6KjModsNjx8/JgGQjx8/JkmSJGtr\n", "a8nCwkKyubm5jVsmG4FAQLe1rq6urZvDwYLjx4+TAEgA5OrVqxm3iYiIoLd59913NdxC9dHc3EyW\n", "l5eT2dnZZFVVFSkQCNq6SXLJzs4mc3JyyLKyMrKhoYEkSZIEQK5atYokyZb3VFtbS5aVlZElJSVk\n", "VVUVWV9f3yHeG0XXrl3JtWvX0q/fffddMiAggBQIBGR1dTUZHx9PAiBv3rzJ6nhHjx4lCYIgc3Jy\n", "SJIkyfr6elJPT4/cvn273H3HjBlDvv3220q9D2URCARkQ0MDWVFRQTY1Nan9fPX19WRubi5ZWVnJ\n", "6nvS1NQkst0XX3xBXx8uX74sdb9p06bR261Zs4Zsamoia2tryYqKCrK4uJgsKysjq6urycbGRrK5\n", "uZn09vYmf/rpJ5Ik//tMampqyIqKCrKkpIQsKCggc3JyyIyMDDI5OZnMyMggCwsLyerqaqn3yubm\n", "Zvr4TO+VOk91dTVZVlZGFhcXkxUVFWRtba3E/0Jam7Kzs8n09HQyOTmZTEpKIrOzs8nS0lLG36FA\n", "ICBDQ0NJAKShoSEZEhJCNjY2kgKBgHRxcSEBkJaWljL/H6dOnaI/1x07dsjclqPj0NjYSJaVlZGF\n", "hYVkVVUVuWzZMvLGjRtStxcIBGTfvn01fr0SPr+03xVbYmNjSQDk/fv3Gdd//PHHZI8ePWQeo6Gh\n", "gSwtLSWzsrLIhIQEMioqitTR0SHXr19P1tbWym1fU1MTmZCQQIaFhZHp6elkQkICmZ6eThYWFpI1\n", "NTUKvb/p06eTbm5uZFZWlkj70tLSyNjYWDIpKYnMyMgg8/PzydLSUrKmpkbmNb+xsZGsqKggc3Nz\n", "yfT0dDI+Pp60sbEhR4wYQebk5JAFBQUKjxMaGhrIoqIicsCAAfR1pLa2VmSb6OhoEgAZGRlJLl68\n", "mN5u9OjR5OHDh0kA5KNHj8isrCyyuLiYrKurE/mczp49Sy5btozx/HV1dWRBQQGZnJxMPn36lIyJ\n", "iSGTkpLIrKwssqioiKyurpZ7H2xubiYrKyvJnJwcMi0tjUxJSSGTkpLIhIQEMj4+nnzx4gWZk5PD\n", "+h4n3K6XL1+S0dHRZHx8PJmUlESmpqaSWVlZZH5+PllfX8/qWBytQ3xMrA6UckiQ/382Txo8Ho9V\n", "jHpHQk9Pr03rD7OFIIgO01aOFsRLSq5fv15imxs3btDP1ZFMsa3g8Xj0rGFHgXJLUVCZ3nft2oXv\n", "vvsOPB6vw/8G3dzcRPLPREREYOrUqfTMlIeHB/h8PhISElhlNz9//jwCAgJoN52Ojg4CAgJw584d\n", "fPLJJzL3zcnJoWdDNQVBEHR+AU2go6OjUDiQ+KyScGJQWdbwtLQ0kX0ox5C072pDQwNdTUVVn4mw\n", "I4UJRc6jijYVFhbiu+++AwBUVVXh0qVLWLFiBe2KA+SXl2RbIYKjY6GtrQ0TExMALb+FvXv3olev\n", "XlK3JwgCCxcuxIIFC5Ceng4nJydNNZU+f2sTTktzSFDU1NTIrbDB5/Npx66XlxcIgoCbmxsKCgpY\n", "3Re1tLRod0FrWbhwIU6cOIFRo0bh6dOndO4YZf832tratDuRYs+ePbhy5QosLCyUSqrM5/NpVxVF\n", "fX29yGcl7JAQdu6YmprC29sbQMt9RJrLc/LkyYwVS4AW9wvlrFUWHo9H5zhSFapoF0fHQanU3ebm\n", "5nj48KHU9eHh4bC0tFS6URwcrxLdunWDl5cXgJbY2KqqKoltOqsg0RkQribRWXB3d6dL3GVmZiIz\n", "M1MkqZ+2tjbc3d1FKm1Io7q6GteuXZPIQh0UFIS7d+/KtXlmZ2e3ecnP9o6wICEeeyxMSUkJ4z7S\n", "cHNzk3m8zsD48eNFsqYnJCTQ31VqgEAluZOGsGDRkcRVDvZQyeyYqj4IM23aNBgaGuLQoUMaaplq\n", "ocQGaYJEbW0tq5LXBw8eRHBwMP1a+J6iSQYOHIgNGzbgwIEDaiurPmXKFBw+fLjVFZ6EqxqJX2+E\n", "BQnh/w01aAcgs/QnB0d7R6lf5+TJkzF16lScO3dOxAlRWFiIvXv34t133+1QNZk5ONoaKm9EU1MT\n", "7t27J7KuoqICDx48AAB4eXnBwcFB4+3jkI61tbXGZtI1hbBDIiIiAgAQGBgoso2Xlxc9ey6La9eu\n", "oa6uTkKQCA4ORnFxMZ4/fy5134aGBhQUFHCChBzYOiSEc0vIG1gBQL9+/XDt2rVOKboBLWVQhV0j\n", "FKmpqSguLhYRF2S5JIQdEpwg0TmhBtPCFSmYMDQ0xMyZM3Ho0KEOmThcnkOitrZWrkMCaCmnTSUC\n", "BIDRo0dr3OkGtLhGvvjiCwwYMEDj51YUWYKEjY0NFi1aBHNzcxGHhK6uLj0BXFhYqJmGcnCoAaUE\n", "iVWrVsHY2BiTJ0+GqakpCgoKYGBggK5du2LZsmWwt7fHihUrVN1WDo5Oi3AiS/HSn7dv36aTtw0d\n", "OlSj7eKQj6OjIy5fvoxp06Ypld07NzcXcXFx7Spjtru7O4qKilBeXo6IiAh4eHjAxsZGZJvu3buz\n", "ckicP38evXr1kkgCFRAQAC0tLdy9e1fqvrm5uQDACRJycHBwoMM4ZAkS1Do+n8/qM/3iiy/QrVs3\n", "vPfee+0yo766UUaQ4EI2OifJycng8/msJgQWLlwIHx+fDjljLc8hwSZkQyAQ4OHDhwgICKCXLVy4\n", "EGvXrmXVhtzcXMycObNDCqHFxcUYPXo0li1bht27d+PKlStyq85QCDssxK+3np6e2LdvHywtLUVK\n", "ouvo6MDY2Bh8Pl/u9+3JkyftstoLBwegpCBhbGyMe/fuYcmSJTA2Nqaze5uZmeGjjz7C3bt3O30J\n", "FA4OVfLmm2/Sz8UFCS5co/0zdOhQHDp0iM7orgiHDx/GgAED0NDQwFj/ui2gZgGTk5MREREhEq5B\n", "4eXlhYyMDKkdV6Alg//Fixcl3BFAy0xi3759ZZZTpKobiOft4BBFeKAkrcNJkiS9ztHRUSIPBROG\n", "hoY4efIknj59ynow0ZGwsLCAs7OzxHIXFxeJmG6mKjMUXMhG5yc5ORnOzs6sfje9e/fG1atX6Zw5\n", "HQkqJ0trHBIJCQkoLy8XESQUITExEcePH1eqik5bU11dDT6fj5s3b+Kzzz7D6NGj4enpiTVr1sjd\n", "V5ZDQhhhQUJXVxcEQcDS0lKuIDF+/PgOG0rE0flROqDK2NgYu3fvpmus5+XlobCwEDt27FBpUhMO\n", "jo5IWloahg4ditjYWFbbW1paok+fPgBa6v0KlwGkBAktLS0R4YKjc/Dnn39ixIgRWL9+PQIDA9uF\n", "zZcSJJ49e4Znz55JFSSAls4jE8XFxfjzzz9RVlbGKEgALWEbd+7ckTp7lJOTA4BzSLCBCtugSsSK\n", "U1JSQg+c2YRrUPj7++PAgQOYMmWKxDqSJBESEoLr16+jtLRUZvhNeyUsLAyBgYF0Oe/AwECcP38e\n", "gHIOCU6Q6JykpKTIDdfoLBgYGLQqh8SDBw9AEAT8/f2VOj+Vt4ZJLGzvODo64o8//kB8fDxqamqQ\n", "np6O+fPn48cff5RbxlJZQQJo6UPKC9lwcHBoN5MeHBzitDrDC0EQsLa2hrW1dauz+3JwdBb09PQQ\n", "Hh6uUBInKmyDJEl61jgrK4u2xb/++ut0xm+O9gFJkti2bZvUQbk8cnNz8fDhQ4wdOxZTpkxBdnY2\n", "/vjjDxW3UnHMzc1hamqKEydOQCAQyBQkxPNIFBQUIDAwEL1798asWbOgq6sr1eEQFBSErKwspKen\n", "M67Pzs6Gnp4ezMzMWvmOOj/CIgOTSyIsLIx+ziahpTDz5s1D3759JZZ/9dVX2LFjB7Kzs7Fp0yaM\n", "GTNGoeO2B6ytrREREYGYmBjExMQgIiIC1tbWAETFBVkOCS5ko/OzZs2aTukSYsLAwEAkT4EwbBwS\n", "Dx48QM+ePSXEuaioKFZJclNTU9GtW7cOXakKaJlEcnR0xOeff47NmzfLDdsQFiTEQzYyMzNx69Yt\n", "AKJiBbWPlZWVXIeEo6MjMjMzFXkLHBwaQylBIjc3F8eOHRPpOEdGRmLw4MHw9fXFjh07VNZADo6O\n", "iLW1NbS1tWnLORuY8kjcvHmTXsaFa7Q/CgoK8OmnnyIuLg5JSUkyqw8xcenSJfB4PIwePRo+Pj4I\n", "CgrCnj171NRa9hAEAScnJ4SHh8Pc3JwWH4QxNzeHlZWVRB6J8ePH4/79+8jNzUVNTQ3q6+sxceJE\n", "xvMMGjQIAKTmkaAqbHBit3zkJbaMiYlh3FZZdu7ciW+//RZbtmzB3Llz4ebmhvT09A6ba8LCwgIW\n", "FhYiy5QJ2eAEic5Jv379FA5BSEtLw7Jly0RmtDsCshwSbHJI+Pr6Yt68eRLLJ06ciIMHD8o9f0pK\n", "ikIurvaOh4cH5s+fL1dgEc4hIe6QCAsLw6hRowBAIocEAFYhG5xDgqM9o5QgcejQIcyfPx+XL18G\n", "AJSXl2Ps2LG4ffs2MjIysHz5cvz2228qbSgHR0ehpKQEJSUl6Natm0KCRHBwMF2WihIkhPNHcAkt\n", "2x+UM8LT0xMbN27EkiVLFNr/zz//xMCBA+mB0JIlS3Dnzh1ER0ervK1soRwOlPOBJEmpHZ3u3buL\n", "OCTkVS0Qx8LCAj179pSaR4Ir+ckeeaU/qaop4tsqSmxsLD788EN88sknWLFiBT799FMALYlQBQKB\n", "VLdLR0TRkA19fX2l8shwdE4aGhqwZ88ehIaGtnVTFKK1IRvU9UEctqU/O5sgwRZ5ZT8pQUNY9FU0\n", "ZCMrKwsCgUBVTebgUBlKCRJXrlzBL7/8ggMHDgAATpw4gcLCQuzfvx8lJSXYv38/fvjhB5U2lIOj\n", "o3DkyBE4OzvD2toaWVlZrPczMTFBv379ALR0+vPz82mHhJGREV5//XW1tJdDeRITE0EQBNzc3ODh\n", "4cE6mzbQMtN048YNjB07ll42YcIEdOvWDfv27ZPYPjo6mpXts7VQDgdqFqa0tFRqDggvLy9WlTZk\n", "ERwcLNUhkZ6eLjFrzcGMPIeEsFW3NZ39AwcOYP/+/Xj//fexceNGejlVRUVY+OjosHVIUOtqa2tF\n", "nCgcrzaenp4YMmQIfvzxx7ZuikLIEyTYlP1kws3NjZUgkZqa+soLEuJOM3mCBJuQDQcHBzQ2NiI/\n", "P19VTebgUBlKCRIZGRmYNm0a/frcuXOwt7fHBx98AKAl3lSR2HkOjs7EzZs3MXDgQDg7OyvkkABE\n", "wzZ2796NgoICAC1VOPh8vkrbydF6EhMT4eTkBD09PXh6eqKsrIx1qbfGxkasXr1aJJyBz+dj4cKF\n", "OH78uEhiwuLiYowfPx6nT59GXV0dKioq8O2336o8AaaiDgfKIUHNuMirWsBEUFAQEhISRBIiUi6N\n", "Bw8e4Pr16wgMDKR/CxzMyMshIdwJbY1DYsuWLfj999+xf/9+kVAae3t76OrqdipBgq1DQnhdW7mb\n", "kpOTsXLlynZVPriz8Pfff2P58uVKfbbz58/HP//8o5Hfxe+//65wn4MJfX39VoVsSIMSJOR9jmfO\n", "nMGMGTOUOkd75uTJk3TYBROyQjbq6+tp8UH4vi8esiHrs/Xy8sKECRPaReJsDg5xlBIkhO0+5eXl\n", "uHv3LiZNmkR3TrS1tTlLEEenQZHSU/X19bh9+zaGDh0Ke3t7hTsHgwcPpp/v3LmTfs7lj2ifJCYm\n", "wtPTEwDov2xrp5uYmODLL7+UmAn64IMPsGHDBlqAampqwjvvvIPKykqEhYVBX18fiYmJ+Prrr7Fp\n", "0yYVvhvF8fLyQk1Njcj3PCwsjJ4tt7a2FqlaIE5BQQG2bdsGABg4cCAtPFAujebmZlRXV+P+/ftS\n", "XRocLVhbW9NWaiZBory8HEBLKc/WuE709PQwceJEidAEHo8HV1fXTitISHNIkCRJf7aAZJJXTfG/\n", "//0PmzdvRm5ubpucvzPz999/49SpU0rlshk7diwMDQ1x4sQJNbTsP0pLSzF58mTY29tLdZyxRZpD\n", "giRJuQ6JP//8E3FxcYzr3NzcUFFRIVe0DwoK6pQVTYyNjXH16lU8ffqUcX1rQzbq6+tRVVUl9fzd\n", "u3fHuXPn4OjoqPR74OBQF0oJEmZmZvQF59ixY2hsbBSZ5SsqKlJaQeXgaA/ExcWhX79+sLGxgZGR\n", "EeuZkfv376O2thbDhg3D8uXLcfHiRYXOO2jQILqjL9wh4PJHtE+EBQlqEK5sxQ2Krl274uOPP6bL\n", "J69YsQK3bt3C2bNn4eTkBKClFOOqVauwbt06REVFtep8wijqcOjevTsA0UGYtbU1bG1t8cYbbyA+\n", "Pl6kaoE448ePx+PHjwG0dKjv37+PkSNHMoo60lwaHC0QBEH/71JTU0UmBZqbm+kQHFdXV7UlCR09\n", "erTUiiodETYhG3V1dSKfdVsJEtRApCOWXm3vJCcnKz1ANjAwwKRJk3DixAm1uleEXcn//vtvq44l\n", "TZCgBsnSckiQJIkFCxbg5MmTjOupz/BVdVCPGDECNjY2OEHmr7EAACAASURBVHr0KON6tiEbwg4H\n", "4ZANAKwdmhwc7Q2lBIn33nsPw4cPx+TJk/HZZ5+he/fuCAoKAtBiC126dCl8fX1V2lAODk1y6NAh\n", "ZGRkYMmSJdi9ezfd4ayqqsKBAweklsS6ceMGrKys0KdPH9jb2yvcienSpYtEJm87Ozt64MfRvvjk\n", "k08wZcoUAC02VwcHB9YOCTYcP34c27dvx44dO/Dmm2+KrFuzZg169eqFWbNmya1vrghhYWEIDAyE\n", "ra0tbG1tZTocnJ2dwefzRfJIJCYm4u7du1i4cKHMmXhp4SFPnjzhOlVKQrltGhoaRGbKhR0sqqiw\n", "IY2tW7dixYoVaju+pmETsiEsVJiamrZakFQWSnDiQjZUT0pKSqtm7GfMmIGUlBS1fjeoQb63tzce\n", "PXrUqmNJEySofo+0CceMjAzk5eVJrUbi5uaGSZMmiQy8XyX4fD5mzJiBEydOMFYjkhWy0atXL3pi\n", "qqmpSWIfS0tLAJwgwdFxUSod9PLly/H8+XOcO3cObm5uOH78OICWH4mtrS0AqN2exsGhLgQCAUJD\n", "Q/Huu+9izZo1Iuvy8vKwcOFC6OrqYs6cORL73rx5E0OGDKGrZSjDW2+9hXv37tGvhw0bxpU9bANq\n", "amrQ2NgIExMTqdvMnz9f5PXs2bNpx4Qsfv75Z9TX12PRokVStyktLcWiRYswZ84cxuodOjo6OHbs\n", "GPr164e1a9eqLHzD2toaERERtBtBlqigra0NDw8PkVnho0ePwtTUFOPHj1fq/GZmZrC1tUV8fLzI\n", "cll5KDhaEE9sSVUoEQ7hUKcg0dlg45AQXm5ra4vExEQIBIJW3QMURSAQICkpCdu2bePcdGogOTkZ\n", "o0ePVnr/wYMHIzs7GzY2NipslSjJyckwNzfHsGHDcPXq1VYdS5ogQS2TJkhERkYCgNQE3EZGRnIr\n", "jhw+fBiFhYWdStgUZvbs2di2bRuuXLmCcePGiayTFbKxcOFC+jmTQ4ISJORV2sjJyUFZWRl69Oih\n", "3Bvg4FATSt0x9fT0cPz4cdTU1CAuLg5+fn4A/ssdIRAIRJJecnB0JP79919kZWVh8uTJEuvc3d0x\n", "atQo7NmzR2ImiiRJvPbaa/SMubII55EAuPwRbcWgQYNgamqq0D7r16/HzJkz5W63a9cuPHjwQOY2\n", "ZmZmuHnzJn788UepglTv3r2xbt06bNmyBf/8849CbZWHhYUFKwFAuNJGU1MTfvnlF0yfPl1uzXVp\n", "4SHe3t74+++/Wbs0OP5DWqUNTpBQDjaChLBzwsnJSSKniibg8XhIT09nFMk5WkdlZSUKCwtb5ZDQ\n", "0tJSqxgBtFS3cXNzg7+/PxITE0XymiiKPIeEtJCNqKgoODg4SA3RY8Mff/yB27dvK71/e6d3797o\n", "27cvY9iGLEGCgiRJkbxm4oKEPIfE6tWrMW/ePEWbzcGhdtQm4VOuCQ6OjsatW7dgbW2NQYMGMa5f\n", "smQJoqKi6NkACoIgsHfvXjqfikAgwJQpU3D58mWFzh8QECAymBsyZIiC74BDFVCzF7LK/SlDWloa\n", "YmJiRMp9SqN///5yB/affvopvv32W43OyArj5eVFOySuX7+OnJwc1h0eaeEhlEsjJiYGMTExMvNQ\n", "cPyHcILUlJQUxufqLKcnEAjw8uXLTmMb5vP59Gwwm5CN7t27IyYmhnaKahIrKyuYm5tr/LydHSoU\n", "or0nWUxOToa7uzv8/f0BoFW5hQwMDBjDUuWFbGRmZrZa8ExJSen0JT/nzp2LiooKiYTpsnJISFtO\n", "7aOrqwsjIyNWpT8zMjKUaTYHh1pRWw/2s88+U9ehOTjUyooVKxAbGwstLS3G9SNHjoSrqyv27t0r\n", "8zg8Hg+3bt3CkydPFDq/np4e7TAaM2aM3JmVixcvIigoiIsdVjFU2TFpszUXLlzAH3/8ofBxL1y4\n", "AD6fj+HDh7eqfRTa2tpYtWqV1LhdddO9e3dkZmaiuroahw8fho+PD+2ak4c84YGtS4OjBWkOifDw\n", "cMZtVI1AIECPHj1w9uxZtZ1D01AuCTYhG5aWlujVq5dEBRJN0dTUhOfPn9P5JDhaj7OzM37//XeV\n", "WNxJklRbQsdRo0Zh7Nix8PT0hLGxcavyVSgbspGdnQ17e3uZxy4pKZF6TyVJEqmpqZ3exbV48WKE\n", "h4dL9DFl5ZBIT09Hfn6+xHLhfSwtLeWGbDg6OiIvL0+q4MHB0VawumsePXoUFRUVWLZsGYAWS7ms\n", "mHaSJFFSUqKaFnJwqIjk5GTcvHkTM2fOlGo5pKAyFjPB4/GwePFirFy5Etu2bZMpGNjZ2SErK0vh\n", "th48eBBLlixBr1695G773Xff4f79+xAIBFJFFA7FcXV1hZOTE8LDw/F///d/Euv37dsHPT09kTjQ\n", "pqYmREREwN3dnY7fF+fPP//E4MGDRRLmdWS8vLwAABEREfjzzz+xdetWhXOecKKDapAmSGRmZtLP\n", "mcJkVIW2tjacnZ07XenPgoICqQ4J4eVt/ZuOjY2Fn58f/vnnHwwYMKBN29JZMDU1Faki1xp2796N\n", "L774Avn5+XQVJVWxcuVK+nleXl6rKt0pG7Ixbdo0uRMoly5dwqxZs1BZWSnxGRQWFqK6urrTOySk\n", "3R9lhWzMmDEDrq6u2LJli9R9rKysWDkkSJJEdnZ2pxd+ODoWrBwSH330EUJCQmhF7fbt27h165bU\n", "x+3bt0WywHJwtAeuX7+OpUuXqmTQPnfuXGhra+PUqVMAgNzcXPzyyy+orq4W2c7Ozk6peGJtbW30\n", "7dtXRP2WRnV1Nd5//31OjFAxBEFgyJAhuHnzJuP6pKQkiQSWJEliyJAhuHDhAuM+5eXluHXrFqtw\n", "jY4CJUisWrUKBEFg+vTpbdyiVxcjIyNa3BEO06A6qTY2NujSpYta2+Du7t7pBAmgxQnB5EITdkgI\n", "55zQJJMnT8bOnTvh5eUFgiC40p/tlLFjx6KmpkYpZ50itEaMoPavqamR+L7LC9lYsGCB3GTGVOiL\n", "8PWJglrW2QUJabAp+ynufhLex9LSUq4g4ejoCEBUpObgaA+wEiTOnj2LM2fO0IMjGxsbOnmltAcX\n", "78vR3nj06BF69eqFpqYmxg4BSZKs3QxmZmb4999/adfQpUuXMG/ePJHsxwBgb2+v1gRnVVVViI2N\n", "lZrVmkM5EhISMHbsWLi7uyMuLg55eXki6+vr65GWlgYPDw+R5Xw+Hy4uLlLtsjdu3EBTU5NaBImf\n", "f/5Z7R1dcQoKCjBmzBjweDxERUXB0NBQIi6WQ7NQnfns7GzU19ejtraWHkhoYkasswkSlMjQ1NTE\n", "GAoh7pA4e/YsY0JkdUGSJK5du4bGxkbo6+vD2dmZEyRUAEmSePbsmUqP6eLigkGDBrX7HGsGBgYg\n", "SVJill6eIMEGd3d3AGAMXaHKQL8KM/e1tbWIjIwUmcSSFbJBCRKtDdlwcHAAwAkSHO0PVoLE8OHD\n", "RSxrI0eOlLsPm204ODTJo0eP4O/vj9DQUIwfP16irGB0dDQcHBxESm7KomfPnnQiwRs3bqB///4S\n", "VRmUDdlgy+PHjyEQCDhBQsUkJSXhwoULGDFiBD788EMJoSklJQUCgYCxxKenpyeSkpIYjztp0iTE\n", "x8fTnQJVcvr0aRw5ckTlx5XF+PHj6XAhoCU+eMKECRptA4coVGeeJElkZGQgPT1dYp06cXd3R3Jy\n", "Mv2d6OgIh2EwhW2UlpaKbFtRUYFz584xJgVUB1lZWaiqqqJzHHh7e3OChArYv38//Pz8EB0drdLj\n", "zpgxA9evX0d+fr7KjhkTE4M7d+6ILCNJUuK+xRYqJEM8bENeDgk2WFlZwdDQkFGQmDRpEg4dOtTm\n", "oU+aICkpCQEBAYiJiaGXyQrZYOOQYBOy0aVLF7z99tuvxGfM0bFQKqklm07vgQMHlDk0B4daqK2t\n", "RVxcHPr164dp06bBzs4O33//vcg2oaGhMDMzU3hwLxAIEB4ezlj/3c7ODgUFBTITCF26dAlLly5V\n", "6JwUkZGR6NKlC8rKyvDFF18odQwOSbKzs6GlpQUfHx/88MMPEgIC5YCQJkhIc0gQBAFvb2/VNxhA\n", "v3798PjxY7Ucm4ni4mJ6RkuY1NRUFBcXa6wdHKKI55HQdMlPd3d31NfXa7z0pbqQV/pTeGBpZGQE\n", "Ly8vtSYvFIcS1jlBQnXcvn0by5Ytw9KlS9GnTx+VHnvKlCnQ0tLC6dOnVXbM/fv3Y8mSJfRrkiTR\n", "vXt3iXwDbJEmSFAiG1Plp5SUFPz2229yRRCCIODm5sb4++Dz+Xj//feVanNHg8mpwCZkQ1yoUDRk\n", "A2hJrM2UF4uDoy1RW5UNdSbO4uBQlGfPnqG5uRn+/v7Q0dHB8uXLceLECbr8EUmSOHv2LMaNGwc+\n", "n6/QscPDw1FcXIxhw4ZJrHv77bcRGRkpM7/D22+/jb1790pNmiaLuLg4+Pv7IzU1FRs3blTqGG1N\n", "ZWUlZs+e3a4S4WZlZaFr165S/2+JiYkwNDRE165dJdZ5eHggJSVF43l0+vXrh6ysLBQUFGj0vBzt\n", "C/HSn1RJVvF16qJ79+4YMmSIxhwC6kaeQ0L492ZsbEyLlMKfuzqJj4+Hvr4+nJycALQIEqmpqZ3m\n", "89c06enpmDx5MoKDg7F161aVH9/c3ByjR4/GiRMnVHbMly9f0qEQQMug387OTmmBWpYgoa+vz5iU\n", "8caNG5g+fTqr8tNubm6dKqxLGUxNTdGlSxcRQUJWyEZ9fT2jQ0I8ZKOkpIQLm+TokLCqsvHLL78o\n", "lDWdJEnGDL0cHG3Fo0ePoKOjQ1et+OCDD7B+/Xrs2LEDO3bsQHx8PBISEhTugJAkSZdvZCq7aGNj\n", "IzfrtI2NDQoLC1ndyMWhKuBQM9XR0dEYOHCgwsdpS8LCwnDs2DH4+vrik08+aevmAGgRJGSVLwsO\n", "DsaWLVsYr4uenp5oampCWlqaSCexvLwcJiYmamkv0CJIAC1hPKNGjVLbeSgsLCzg7OyM3NxckeUu\n", "Li5c1QwNUFFRgVWrVmH9+vUwNzenl4s7JIQ7p5pwSLi6ukpNBNsRERYkmBwSwm4gY2NjWFlZwdTU\n", "VKOChLe3N33/8PPzw4gRI1BWVtbq5IYdiZSUFKxcuRKbN2+Gk5OTUvfT6upqjB8/HkZGRjhz5ozC\n", "kxNsWbp0KaKjoyEQCJRqpzjJyckSoXL+/v747bfflDqerJANad+prKwsdOvWjVVy7eHDh4uEkp0/\n", "fx4jR458pb6vBEHAwcFBqkNCXJDo3bs3HBwc5IZskCSJly9f0smmOTg6CqwEiblz5yp8YEXLvnFw\n", "qJOgoCDs3buXvngbGhpiyZIl2LZtG1avXo3Q0FAYGRkxuhxkQRAEjh49itTUVFYVMcQRCASorKzE\n", "999/r1T2e4IgYGJiAm9vb/D5fDx9+rTDCRKUmCKeOFId1NXV4cGDB+jTp4/IIE4c8XrqJ06cgK2t\n", "Ld566y0AwOuvvy41tKdHjx6YPXu2yDWwrKwMtra2OHbsGKZMmaKidyOKi4sLzMzM8OjRI40IEkCL\n", "mDRhwgQ6LMDFxQXnz5/XyLlfRUpLS7Ft2zYsXrwYmZmZOH36NC5evIjTp0/TZR7bWpDobMgL2RDO\n", "IWFkZASCIODl5aUxQeL58+d0uAYA9O3bF1euXNHIudsTqampOHv2LFavXo233noLixYtwtSpUxU6\n", "xv/+9z8kJSXh/v37ahVVhwwZgiFDhqjkWI2NjUhLS6OrV1D4+/tjy5YtKCgoUDjJPCVIiLtsamtr\n", "pZb8lCfiC7NgwQL6+d27dzFx4kQcOXIEc+bMUaidHR17e3vWIRvh4eEAWkJ8KXg8HrS1W4ZxBQUF\n", "WL16NYCW/q67uzvCwsIY//c1NTVITU1Fz549VfdmODhaCStBwtjYGLt27WIseSWNjz/+WOlGcXCo\n", "Gh8fH/j4+IgsW7p0KbZu3YoTJ04gNDQUY8eOFbkhsGX27NlKtysjIwM1NTUiHUpl0NHRQc+ePfH0\n", "6dNWHactiIqKgomJCUJCQtR+rqKiIgwePBgXL17EmDFjpG6XlZUlIk7t27cPdnZ2tCAhi27duuHo\n", "0aMiy8LCwlBfX69WsYggCI3nkbC2tkZERAQ9S8w5I9TL1atXsWHDBnz44Yfo378/njx5gnfffRfB\n", "wcHYuHEjli9fDkdHRxAEAZIkkZKSQgsSWlpaakmm2tmRF7IhvMzQ0BBASylcaXlkVM3NmzdRVVWl\n", "kXO1Z6hcHq6urujatSs++OAD+Pv7sw5TIkkSAQEBmDJlCnr37q3OpqqUjIwMNDc3i7jxgBZBAlDO\n", "MScvZIOJrKws2NnZKXSehoYGLFiwAAEBAZg1a5ZC+3YGHBwcEBcXR7+WFbJBIeyQEN5+/PjxiI2N\n", "BQAUFhaisLAQEyZMQEREhMQxzp8/jxkzZqCyspK+ZnFwtDWsBAl9fX2FB10rV65UqkEcHJrCysoK\n", "//77Lzw8PJCVlUWHXqiatWvXwtHRkTFZE3UzUkapbm5uFrFH+vn5dVhB4n//+5/c0BZVcPnyZQDM\n", "NdCFOXPmjMhM0NChQ/HDDz8obbE9c+YMgoKC0K1bN4X3VYQ1a9bItRk/fvwYvXv3VsrRIw1OiNAM\n", "Fy5cgJ+fH93xd3R0xO3bt7F69Wp89tlnsLCwwNy5c+Hg4ICMjAwRh4SjoyM9m6ZuKisrkZmZ2Wqh\n", "tT0gzyFBrTc0NKSvDevWrdPYZ62np8eYZPBVo6CgAAYGBjA0NMTBgwfh5+eHd955BxEREayudQRB\n", "KJ1cui2hcjGIOyRa45ijRAdFQzaokFi2bNmyBYmJiYiKilJJ6EpHY+DAgSKTYLJCNpiWU9vLSzAt\n", "fn8WTqipriTbHByKwuoKoIz1UFrZOw6O9kTPnj2ho6OD77//nrFKhiq4c+cObty4wbjujTfewJ07\n", "d6Cjo4MlS5YolOhp+PDhIjkXfH19ERMTo/Fkiq1BIBBg4cKFGDt2rEbOR4UTyBMkevXqJTKzNmTI\n", "EBQXF+PZs2dIT0/Hjh07UF5ezuqcJSUluHHjhsL2YWUIDg6mrftMpKWlwd/fHytWrFB7WzhUS1NT\n", "E65cuYK3335bZDmfz8fmzZsxbtw4bN26FSRJ0qEZJSUl9PdUk+EaBw8eRP/+/RVyVbZX5DkkKHeC\n", "8HZOTk4KzxarkoqKCjx58qTNzt8W5Ofn06K2sbExfvvtNzx79gyrVq1q45Yxk5qaiq+//lpmBS42\n", "WFlZ4f3335dwPxEEgaCgIJmJrqWV5lXGISEe5iiPsLAwrF69GsuXL1d5JZOOwvvvv48ff/yRfq2t\n", "rU0LM8LCg0AgQFVVFQQCgYhDQhlHL9AiTgOiFT44ONoaVoKEMvVq33vvPYX34eBQB5cvX8aOHTva\n", "7Pz29vZSS+AZGhoiKCgIBgYG+PHHH3H79m1Wx2xubkZkZKTIjPu4ceMQFhbWoQYBPB4Pq1atwqBB\n", "gzRyPsrWK1wKkQ0BAQHQ19fHzZs3cf/+fYSEhEjtzAEt+TCuXbsGoKXj1dzcjEmTJinfcBVBZXY3\n", "NTVt45ZwiCMQCHDv3j2pv99//vkHZWVlUsu1LV++HD4+PqisrGQUHzQpSHh4eKC6ulojeWHUjbyk\n", "ltSAT5l+krr45ZdfEBAQ0KHE6daSn58vEi/v7++PTZs2Yfv27SJx9+2FvLw8fPPNN7TNXln69u2L\n", "Q4cOMTpywsLCJMqbU3z55ZcYP3484zppDglpOSSampqwcOFCBAYGsm43lYTzq6++Yr3PqwAlMggL\n", "VXl5eTAyMsLVq1cZHRJUgmlxpCWYtrOzA0EQnCDB0a5gJUhkZGQo9EhPT0dkZKRKGnjgwAHweDx8\n", "8803Kjkex6vH6dOncerUqTY7v52dHbKysmRuY2xsjN69e+P+/fusjhkXF4fq6mqRxIpOTk4YOXKk\n", "2jKDq5tly5Zh9+7daj0HVaJPnkNCHF1dXQQHByM8PByJiYmwsrKCmZmZ1O0vX76MUaNGoa6uDmfO\n", "nMEbb7zBWCJUk5AkiePHj2P69OlYu3Ztm7aFQ5QLFy7g888/R1BQkNR754ULF2BjY0NXUxEnKCgI\n", "J0+ehLGxMWPcvCZKflJQ8eydobSfrJANkiRpQUJ4O02xYsUKxqTj3t7eaGhoUFh47cgIOyQoPvnk\n", "E4wcORLffvutzH3Xr1+PvXv3qrN5Evj4+EBLSwuPHj1S2zlkJZd3cXHBxYsXGQel2tra0NHRYe2Q\n", "0NbWxvfffy/TnSfOjRs38PTpU6WSeXdmqPAiYeGBckWIl/0UDkUKCwtDYGAgtLS00KVLFwQGBkpN\n", "MM3n82Fra0uXvefgaA+wEiScnZ3h4uICZ2dnVg8XFxeRUljKUlpaii+//BIA84X1p59+Qr9+/dCn\n", "Tx/07NkTw4YNkzrDfPjwYTqxYc+ePbFly5YONZPMoTyPHj2iEzy1BXZ2dsjJyZH7fRswYAD++ecf\n", "Vsd88OABtLS0pA5OOiKpqalqzQ5PkiQKCgrg6uqKlJQUqf+P69evY+7cuRIOiCFDhuDu3buIjY2F\n", "p6enzHN5enrS5bd69OiB+fPnq+x9yOP48eP47rvvJJY/fvwYL168wMyZMzXWFg52bN++HampqXB2\n", "dsaBAwcYt6ESsbKJtW5rh4SrqysIgugUgoSskI2SkhL6OiLukFi8eDF27typ1rbdv39fogwgADou\n", "/Pnz52o9f3ti48aNEhNXVBWsv/76S+p+9fX12LFjh1QXo7owMDBAz5491SpIiBMWFkZPjkydOhX6\n", "+vr45ZdfpLZPkRwSijJ06FCJROOvGiRJIikpiZ4oAf5zPTAJErq6ulJDNqgE0z4+Phg/fjwiIiJk\n", "VlcRLznKwdHWsBIk9PT0MGvWLIUeysY2CbNmzRoEBQUxrtu9ezcWLlyIb775BtHR0YiNjaXrb4tn\n", "md+3bx+WLFmCw4cP49mzZ7h48SK2bdvGJd58BaiqqsKLFy/aVJCwt7dHQ0MDioqKRJZnZWVh9OjR\n", "ePHiBQAgMDAQz58/R0lJidxjRkZGolevXh1+dmHv3r10Yk+qQoS6hMLS0lI0Njbi7bffxuTJkxk7\n", "8gDw8OFDXLp0SWLgN3XqVISGhuLly5dyBQkPDw8ALbl0tm/fjunTp6vmTbAgNjZWJC6V4tdff4WN\n", "jY3Kys1xqAaSJBEdHQ1fX18sWLAAp0+fFiklSXHhwgXW8fBtLUjo6enB3t6+0wkS4g6J5ORkxu2A\n", "FnfIrVu31NYukiQRFxfHmBC5W7duMDIyeqUEiT59+sDX11diuY2NjcxB9KVLl1BaWtomQq2/v3+r\n", "BAmBQIDz58+LDGjFaWpqQmFhIe7evYupU6fSLkRjY2NMnToVhw8fZgw/ZBIkZJX95FAcgiDg7+8v\n", "IgoxhWxQ4oSenh5jyIYwNjY2Ev83JoKDg9WeZJuDQxFYCRImJiY4cuQIjh49yvphYmLSqoZFR0fj\n", "3Llz+PrrrxnXnzhxAr1796YTfBEEgVWrVqGhoQGhoaH0dpWVlfjiiy8wd+5cejbZxcUFn3zyCT0r\n", "xdF5efLkCUiSbHOHBACJsI2YmBhcuXKFzpBOxV8+ePBA7jEjIyNFwjUo7t27hzlz5nQI909FRQWW\n", "Ll1Kd8j69u2LwsJCtc1UUZ22yZMn4+jRowqXL6NCYlJTU2nBQRrW1tYwNjZuk+S+/fr1Q1ZWlkQn\n", "tUePHlixYgW0tbXR1NSEY8eOISoqSuPt4xAlNzcXJSUl6NOnD+bOnYumpib8+uuvEtu5u7tLlPZj\n", "Ij09ndEho0lBAmhpb2cQJGSFbAgLEuIhG+ou/VlYWIiSkhLGSiYEQcDb2/uVEiSU5ddff0Xfvn3b\n", "pCKMv78/YmJipIrj8sjNzcXEiRPx8OFDqdtMmjQJI0eOxMSJEzFw4ECR8JX3338fqampjM5iaYIE\n", "033z6dOnuHPnjlLv4VVH3KkgL2SjtrZWYlthzM3NWU1qff/993JDmTg4NAkrQeLIkSMKH/jo0aMK\n", "7yPMsmXLsH79eqnChra2NhobG0WWUYqicHKfq1evorKyUmJW8K233kJzczN+//33VrWTo33z6NEj\n", "6OnptWn5uR49euDq1asSZbni4+NhYGBAZzx2dXWFtbW13DwSjY2NaGpqQkBAgMS60tJS/PLLLxq3\n", "nyrDs2fPALQIEcJ/xR1OqqJr1644efKk3O9CVlaW1GzhRUVFKCsrk+uQIAgCHh4eah2QSIMSXsU/\n", "xwULFtBVWbS0tLBu3TqNx01zSBIdHQ0A6N27N2xsbDBx4kTs379faVHRxMQEd+7cESkJrKurK9O+\n", "qw7eeustxkRrHQ1DQ0P6uXjIRnp6Ov1c3CHh5eWFly9fqi2xZHx8PABIvZ5xgoQo9fX1OHTokMiA\n", "rri4GJcuXWqzMDZ/f380NTXR1wBFoQQx8b6FMD4+PoiKioKJiQlCQ0NFBrEDBw6Ep6cnfv75Z4n9\n", "DAwMRD4rQHrIxg8//ICQkBCl3sOrjr29vYggIStkQ1yQYHJIWFhYqCRknoND07ASJEaOHKnwgf/4\n", "4w+F96H47bffUFVVhffff1/qNqtXr0Zqaip++uknkCSJuro6rFq1Co6Ojli0aBG93dOnTwFIXrCp\n", "18reCDg6Bo8ePYKvr6/GasIzYWhoiBEjRkh0WOPj4+Ht7U2HBhAEgT/++ENuLXQ+n48XL15gzpw5\n", "Eusoyyr1vW/PREVFQU9Pj453trOzg7W1tdpm7U1NTTFt2jTGrNPCyCpfxufzsXPnTvTv31/u+crK\n", "yhg7euqGqj8vS9ghCAIzZsxAaGioRKeTQ7PExMTA0NCQHrwvWLAAz58/x927dwFAYWHC1NRU4t5J\n", "5XTQJKtXr8bmzZs1ek51QCWJAyQdEsKuNyaHRGNjI9LS0tTSrvj4ePD5fKmD0cGDB8uM0e8ILjq2\n", "ZGZmYsGCBTKT9GVmZmLhwoU4ePAgvezMmTMQCASYNm2aJpopQZ8+ffDzzz8rLdy9fPkSBEHIdD8N\n", "Hz4cTk5OuHDhgsS9jyAILF26lPGeqIhDQpqrkEM+Fb7vowAAIABJREFU4g4JppANgiDQtWtX6Ovr\n", "o7q6WmJbYdg6JDg42husBAllkJbdVR41NTVYsWIF9uzZI3O7UaNG4dy5c9iwYQMsLS1hYWGBxMRE\n", "XL9+Hba2tvR2hYWFACRnL6jX1HqOzsnnn3/ebjvFTPG/AQEBrGcymQYY9vb2MDc37xA16KOiotCn\n", "Tx9aLCIIAn379lWbQ0KYly9fSv2MZHWuTE1N8dFHH0nUfGdi9+7dbVLNgvoc5cUmT58+HZWVlbhw\n", "4YKGWsbBRHR0NHr37k0Lk4MHD6aTMANAaGgofHx8UFVVxfqYH330EZqbm+nXsmZQOeRD9RfEHRI5\n", "OTkS21BQLqqEhAS1tCkpKQmenp5SqyrNnj1bZPBNQZIkZsyY0alKs6ekpODgwYMyQx/c3d0xa9Ys\n", "bNy4kR5oP378GMOHD5eozqEpdHV1MW/ePKXdS8nJybC3t6fDPpkYNGgQ0tLSaOFfnCVLlmDXrl0S\n", "y/X19VnnkJDlKuSQjbSQjYaGBlo0fPPNN5Gbm4tu3bqJ/E9aE7IBtORYW7t2rYgbg4OjrWAlSMyf\n", "Px8TJ078byceD1paWlIfPB5PZpIdWWzcuBFBQUFyywf98MMPGDduHDZs2ICioiKUl5fj7bffxmuv\n", "vYZr164pdW6OzoePjw+Cg4PbuhkSkCSJ+Ph4lYeSEAQBX1/fDuOQoMI0KA4ePIjffvtN7edevXo1\n", "o8W0rq4ORUVFKulcjR49WmoOHHVDJQgFWpIhbt68WWJG1MPDA6+//jqOHz/eFk3k+P9Mnz4dn332\n", "Gf2aIAjMnTuXDle8ePEiSJIUCR2Qh4uLi4gIocmSn50RSmwQd0jk5+dLbENhb28PfX19tQkS27dv\n", "x7179xTe7+jRozhx4gROnz6tNveGpqH+D/IG9mvWrEFxcTGd9PfQoUMiOcc6GsnJyWoTGxVxSMhy\n", "FXLIxt7eHgUFBbQoIOx6EHZJUMgL2TA3N0ddXR0r52NycjI2bdokcv/h4GgrWAkSV69eRXh4OJ2z\n", "QVtbG0FBQVIfwcHBSlnkU1NTsX//fsYZbeHOdGlpKUJCQjBmzBhMnz4dBEFAW1sbK1euhKurq4hd\n", "1dLSEoBkR4J6bWVlpXA7OTgU5fjx4yLf6+zsbFRWViosSJAkidzcXJnbdARBoqamBvHx8RKChIOD\n", "g9oqh5w9e5bObUOV/hRHS0sLf/31F4YPH66WNmiKBQsW4MKFCyBJErt27cLVq1cZHTUzZszAlStX\n", "JCrAdGYuXbrUrmJsR44ciQkTJjCua25uxuXLl+nkzYowatQo+rmmE1pSZGRkiAzaOypUOEZlZaVI\n", "X2Ts2LES21DweDw8fvwYCxYsUEubCIKAqampQvvk5ubio48+wjvvvAMjIyOl8oO1R/Lz86GjoyM3\n", "mbqLiwvmzZuHzZs3046jjlw14uXLlxoVJJhySNTU1KCkpIQTJJSke/fuGDJkCO2+EhYZmJwLbAQJ\n", "AKxcEj4+Pti+fTv27NmDc+fOKdx2Dg5VwkqQePz4MWJiYmhroIWFBW7duiXzQf0oFCE8PBxdunTB\n", "mDFj4OfnBz8/P4wZMwYAsH//fvj5+WHatGlISkpCQ0MDvLy8JI7h6emJnJwcuoPt5+cHABKDD+q1\n", "vDrIH3/8McaOHSvyOHXqlMLvjePV5uHDhzh27Bj9umvXroiLi8Mbb7whse26deukKtaZmZno1q0b\n", "rly5IvVcvr6+SElJQXl5OeN6gUDQ5vHDJEnihx9+wNChQzV2zpMnT9LuC1dXV2RmZkrMQPD5fAwe\n", "PLjDl8NydXWFr68vsrOz8ddff0lN2vbOO++AJMkOPUuoCIWFhZgwYQJjFYv2SEREBIqKipQSJD7+\n", "+GNarB83bpzc7YuLi1Uu1Lz++uuMJWg7GpT7QSAQiAzShMNixB0SQEtiybYszZyRkUGXVQZa7ju7\n", "du3CgQMH8O677+LIkSOMJR87Gvn5+bCxsWGVJ+XLL79EWVkZ9u3bp4GWyaesrAzLli1TKp/Z6NGj\n", "lcrxxsTVq1dx6NAh+rW4INHc3IzGxkYJAYdKoM0JEsoRGBiImzdv0pOnwmEYTA4J4bAkaSEbADtB\n", "AgAWLVqEyZMnY968eYyTNBzSUVfC4rbm1KlTEuPejz/+WO3nZWVjEI+vW7dundx91q9fr3Bj5s+f\n", "j/nz54ssS09Ph4uLCz788EN89dVXAEDbDJnshmlpadDX16eV8lGjRsHIyAg3b94UmYUKDw+HlpYW\n", "Jk2aJLNNO3fulJjF5egYfPfddzA3N8fChQvbuimws7MTqXyhra0t1R1RWlqKP/74A1u2bJFYR5UE\n", "lfWdHDlyJB48eMA480OSJObPnw8TExNs375d44nuKLp06aK2mUNpFBQU0OU6XV1dQZIk0tPT5Zbw\n", "7MicOnUKurq6Uq9zVlZWiIiIeGWucceOHQNBEG2WVV8RcnJyaMGSqcSvPNzc3JCRkQEejydTYCso\n", "KMD48ePp+6mzszPCwsJUUpVDXaU/KysrJRwJ6kS89CclMgjnlGASJNqa5cuXo7i4GH/99ReA/8KB\n", "AGDFihVYsmQJnbukI0MJEmxwdHTEBx98gOjoaJAk2Wb3QAoDAwMcPHgQHh4e6NOnj0L7sumLsyU8\n", "PByHDx/GzJkzoaurKyFIUDPz4g4JPp+P+fPnsypJzCEfJofEvn37sHnzZmRkZIgIErIcEmzFZYIg\n", "cOjQIfj5+eHdd9/FvXv3GIUODkn279+PPn36tMuw8NYwbdo0iUS/UVFRdAU3dcHqTuTv7y/y+oMP\n", "PpC7j6riwKmZXOEZXWdnZ0yYMAG///47bty4QS8/cuQI/v33XyxevJh2cxgaGmLjxo04evQonb0/\n", "NTUVO3fuREhISKcoS8bBzJEjR9pN2TN7e3uUl5ezSkwXGBiI1NRUxtCMyMhIODk5yex8WVlZ4fXX\n", "X2dMdkYQBPz9/bFz5058/vnnbe6UYGLVqlWYN2+eyo9bUFBAD7KomPrOPiPw66+/YuzYsTKtzNK+\n", "K50NkiTx008/YdKkSXRW+dzc3Db9DZw/f15qDg9bW1vweDyMHDlSpISnItjb28t1+4wfPx73799H\n", "bm4ucnNzcf/+fakhJIri7u6OpKQklRyLIiMjA8bGxjh79qxKjysLYbFBWIQQDgXVpEBCJT2V526Q\n", "VfrTzc1N4QFwe6WgoEChxJTffPONRL+2rdDR0YGPj4/cJMTqZt68eSgpKaEr5IkLEtRzcUHC2dkZ\n", "P/30E6tEzxzyYRIkKisr6c9fniBB3dsUqbRhYmKCM2fO4OnTp22SiLujsmTJkk4nRrQlrAQJ4Zld\n", "tsTGxiq8jzClpaVwcXFBUFAQCILAzp074eLiQpfRO3nyJDZt2oTPP/8cvXr1Qq9evXDgwAEcPnxY\n", "IgfFokWLsHfvXsyZMwc+Pj4YM2YMQkJC2m31BY7WU1ZWhpcvX7abTgdVtYHNb4lK6Hr//n2R5XFx\n", "cQgNDUVAQIBC537+/DnmzZtH39AWLVqEXbt2YevWrfjyyy/bnSghEAhw8+ZNlR9XeBbN3t4eWlpa\n", "EoLE0aNH8f3336v83G3Bpk2bEBMT0yHcAJrg3r17SEhIoAX1zMxMeHh4tGlSz0OHDkkNASQIAuXl\n", "5QgLC1Pb+YuLixmdhqmpqSoJ3+jfvz8eP34sUo2itZw5cwbAf1UsNIGwIEGJEBkZGSLVxJgcEhkZ\n", "GRg8eLDKy4s/e/YMDQ0Nct0NPXr0QF5eHtauXStRIaQzsWLFCqxcuZL19paWlvjkk0/a3B1B4e/v\n", "3+aChLe3NwYMGECHs0lzSHTknBvtlZKSErpvyJTUsq6ujq6kIpxXgkmQMDExAUEQCpf+9Pf3x8mT\n", "J/Hhhx8q3H4ODlXASpDIz8+XWVWD6aFslQ0KMzMzpKamIjMzE83NzSgtLUVqaiqdsFJXVxchISF4\n", "8uQJYmNjERsbiwcPHmDOnDmMN5m5c+ciOjoaz549Q3x8PJdVtpNDuWHUbTFii7AgQZIkhg0bhkuX\n", "LjFua29vDwcHB1qQoGZ2X3vtNRgZGSkUDlVcXIz/+7//Q2RkpEi827Jly7Bt2zZs3LhR45UgGhsb\n", "8emnn0rNPt+vXz9kZmaqtCRvbW0tKisraYeEtrY25syZIzF7fPHiRYSHh6vsvG3JG2+8gaFDh2LE\n", "iBFt3ZR2wU8//QQ3Nzc6DMLBwQHjxo3DRx99hLy8vDZpU3R0tMxZakNDQ8ZOZ0fhvffeg66uLj2R\n", "oApOnTqFSZMmyc3/pErEQzaAlnBSYRcbkyBhZmaGW7du4dmzZypph0AgwIkTJ3Dq1ClW7gaq1OO3\n", "334r0y0onrywoxEYGIhBgwa1dTOUxt/fH8+fP1eotO+zZ88QGRmp0nb4+voiKysLQIvwIJxAUVrI\n", "BkfrmTVrFi0ECIdLUOKDNEGCKbRCS0sLpqamCgsSADB58mQ4OjoqvJ8sCgsLceDAAa60KIdcWAcP\n", "kiQJGxsbODg4sHp0hrhEjo7LiRMnYGFhwZj4tC0QFiRyc3Nx8+ZNmQlxAgMD8c8//wBomSmNiIjA\n", "zJkz8fDhQ1Y5DyIiIjB8+HBMnjwZ5eXluHDhgkSHOSQkBJs2bcK6deuwadOmVrw7xYiPj8e2bduk\n", "Vnag8hlQopIqoARS4bj4Q4cOSST7y8rKov9XHZ0BAwbgxo0brMIxqMF6Z6WsrAxnz57F/PnzRe5N\n", "u3btAp/Px6JFizTuFCotLUVWVlab2uYtLCwYwxZdXFxo629rMDExwXvvvYeDBw+qJAFYYmIioqKi\n", "JOJb1Q1TyIa464MpZMPIyAiOjo4iiSWV5cGDBwgMDMSMGTMQHByMbdu2yd3H09MTXbp0wapVq9C/\n", "f3/GbdavX4/XXnut3TnlXiX8/f1BkiSePHnCep8dO3aoPNGcsAjBNodEZGQkEhMTVdqOVw17e3tk\n", "ZmYCYA7ZEBYkhBNdShOrzc3NlRIk1MHOnTuxfPlyVFVVoa6ujq7W2NG5c+eOWpy8rzKsq2yMHTsW\n", "PB4PISEhePHiBdLS0mQ+qIyxHBya5smTJzhy5Ai+/vprpWOvVY2BgQHOnj2LN954g+6c9uzZU+r2\n", "gYGBePr0KX3x/vnnn3HgwAHWdkmSJHHjxg1ERETg3LlzdM4EcVasWIHNmzcjMDBQwXekPFFRUSAI\n", "QuoMp5ubG0xMTPD48WOVndPY2Bj79u1D7969ZW73qtZTNzY2RkpKSrvpxKgaExMTXLt2TSI3iaWl\n", "Jfbt24fz589rNCcBAMTExABAm8fxh4WF0WKUjo4OAgMDRUIRWsvixYsxe/ZslcyQnTp1CkZGRhg9\n", "erQKWsYeppCNnJwcWtzi8XhSr809evRAfHx8q85fUlKCt956C/X19bh16xZCQ0NZXaf09fWRkpIi\n", "01UXEBCA+Ph4iRBBDs3h7e0NfX19hcI21FHyU19fXyRXRE1NDS1UScshsXjxYmzdulWl7XjVcHBw\n", "YBQklAnZANqPIFFaWoo9e/Zg0aJF4PF4cHZ2Vll+wbZm165dXNi/imElSPj5+SEsLAwXLlzAX3/9\n", "BVdXV+zYsUMkuYo4qipFxMGhKJcuXYK3t3e7qK4hDGWHi4+Ph66uLlxcXKRuO2fOHOTn59Oz24oK\n", "K76+vrCzs8PBgwcRFBQkc9vPP/9co4l5oqKi4OXlBUNDQ8b1BEHAz89PpQ4JMzMzLFq0SGaCv6am\n", "JuTm5nYah4QiUPH4qk5A2F4gCALBwcGMlSMmT56MSZMmYfHixRqNs4+OjoaOjo5GcyEwYW1tTTuF\n", "bGxsEBERoZIKGxS+vr749ttvW13+kiRJnDp1ChMmTIC+vj6OHTumVDUvZWAK2cjJyaGvy0ZGRlLz\n", "EahCkDA3N8e9e/fw6NEjxlLRsrC2tpaZK2HIkCFwcnJSaViNJsnLy8PKlSvpUIOOiLa2Ni5fvoz3\n", "3nuP9T7JyckqFyTmzJmD06dPA/gvVwTVz5eWQyIrK+uVFPFViYODA4qLi1FTU8MYslFfX0+LD8IO\n", "A2nVMMzNzZXOAXTp0iX07NlTJY62vXv3orGxESEhITAzM0Pfvn2xZcuWTuHGSkxMbPN7d2dDobgK\n", "Spi4dOkSbt++DRcXF2zdupUx/vDIkSMqayQHhyKsXr0aDx48gLY2q6q2Gic+Ph7du3eXKTIYGxtL\n", "HbCzwdDQEJmZmZgzZ47C+6ampmLDhg1qq7EcFRUlt8xkv3791F4hpbq6GhEREXRHKz8/H83Nza9k\n", "54oq2dZZBQl57NixA2VlZSJVm1TBkydPpM5URUdHw9vbu11UOHnx4gWAlqoj7bm2+p49exASEgKg\n", "5bu6a9cuuZUmVAFTyIa8/BEUPXr0QEpKikg8vjL07dtXLY4/Ho+HefPm4bfffuuQiS9fvnyJzZs3\n", "i1Q86Yi8+eabrCuFVFZWIi8vT+WChJubG+2WpIQHqn/PFLLR0NCAgoKCV/KeqUqozy87O5sxZOPw\n", "4cO4ffs2APWHbOjo6CA+Ph7p6elK7U9RWVmJnTt34oMPPkDXrl0BAJ999hmio6Nx/fr1Vh2bQiAQ\n", "oLm5WWRZaWmp2q9jAoEASUlJ7SYkvLOgVKIHSpi4fPky7t27B2dnZ2zevBnV1dWqbh8Hh1JosgSb\n", "osTFxckM11AVymYQv337Nr766isMHjy41TclcZqbm/H06VP4+fnJ3O7rr79WeWZ6cV68eIFBgwbR\n", "s5dUlutXsXNlZGQEW1vbThkLzCZhn4ODA9LT0zFx4kSVnbe0tBR9+/aV6hacN28eNmzYoLLztYaE\n", "hAR6VkyVFTFUCUEQGDZsGB3qNXToUBQXF+Pp06dqP7c0hwQlhsgSJHr27AmSJKUm8ZWFpmYS586d\n", "i5qamg5pp87PzwcAhcp+dnSosM9evXqp7RziggRTyAZVNvlVvGeqEqpkamZmJmPIBkEQ9ASbsENC\n", "miBhYWGhtCBB5ShrbV9g//79qKysFCkg8Oabb8Lf3x9btmxp1bGBFmeOk5MTduzYIbL85MmTKitb\n", "/f/YO++oKM62jV+z9CbSQZoiRUFUigaxYE1iB+yxRWOPRmNiiqbHz2iib2Ly2vKqsZdElASjxoiS\n", "GMSIlaKACNJlA4r0uvv9wZnJ9p3tu/D8zskJOzM78wizszPXc93XLY2ioiI0NTURh4SaUSl5khYm\n", "fvvtN6SkpKB79+7YtGmTusZGIHQo/vrrL6xfvx73799HYGCgrocjlVdffRV//PEHCgsLERwcjL17\n", "96rtxvjhw4eor6+X65CwtrZW62zgb7/9xrQLpKFLZujWn76+voiLi2PcAp0Nf39/gxAk5s2bxzrM\n", "raamBh4eHowNWRayynmUwc7ODp9++ilSU1Nx5coVsfUREREYP368Wo+pDI2NjcjPz2e6sahbhKS5\n", "du0aXnzxRbWlrQ8aNAhWVlZqd7VIQpJDYs+ePczsnCwBPCQkBHl5eUplhXzxxRfo37+/wu9TFE9P\n", "T7z00kvYu3evxo+lKJ9++ikOHDggdT2Xy4WxsTHs7Oy0Nygdk56eDg6Hw3RR0QRsHBJ0mQwRJFTD\n", "w8ODmaSRVLJBI+oIkFWyoawg4enpCTMzM5XdkgkJCZg/fz4jtgDtwsq6deuQmJioUkYYn8/H0qVL\n", "0dbWJtZFrLGxEZcvX2aESk1A3ycRQUK9qKUVRmFhIQoLC1FZWYkPP/xQKxZKAkGQJ0+eYPbs2Xo7\n", "uwcADx48wJYtW3Dv3j0sWbJE18ORyZAhQ5Ceno7p06dj8eLFGD9+vFp+t25ubjh58iTCw8PVMEr2\n", "HDx4EDt37hRaZmdnB1tbW0aQsLe3R2xsrMq17oaKn5+fkA1dX7l69Sp27NjB6sH5xIkTqKqq0mpo\n", "qyAffvghBg4ciHfffVdv62Zzc3PB4/Hw4osvAgAeP36skePY2dnh999/V1tgpqmpKaKiorQuSNAO\n", "CcGcDVkOCTovSJnOY7m5uVIfOtTN6tWrMWTIEL1Kwc/NzcVnn32Gw4cPS92mvLwczs7OHaKz2/Ll\n", "y2WKLzTdu3fHmjVr1N6CMy0tDStWrEBdXZ1EQcLY2FioxIwWJDpj7pI6sbCwwO3btzFy5Eixkg0e\n", "j8eU0YkKFJoo2TAyMkLPnj1VFiSuXLkisRNQbGwsfHx8VHJJHDlyBOfOncPu3bvFgsrnzZsHiqIQ\n", "Hx+v9P7lkZOTAxMTE3h7e2vsGJ0Rla7gP//8M0JDQxETE4O7d+/C398fBw8e7BBfDATD4oMPPsCF\n", "CxeYJGJ9xN3dHTweDxRFwcnJSdfDkUuXLl2wd+9enD17Fnfv3sWXX36p8j5tbW0xffp0mTfwgqgr\n", "KZrL5YpZeimKgo+PD/Lz89VyDENnx44dSEpK0vUwZNLa2oqioiK0trayOh//97//4eWXX1aot3pG\n", "RoZK4ptgBgNFUdiyZQtSU1MRFxen9D41CZ0fERYWBicnJ40JEr1790ZUVBR27dql8HvfeustvPHG\n", "G2LLR48ejb/++kvlfAZ5SCrZEMwsYHs9U5S8vDypHZLUzcsvv4ytW7fqRaYJzVdffQUejyczFJQW\n", "JDoCmZmZOH/+vNztxowZw6rtq6IUFRVh165dqK6ulihIiAogTk5OmDlzpsbO/86IqCBx/fp1uLm5\n", "ITc3VyFBor6+XmbjAVn4+fmpLEgYGRlJPC+MjY2xdetWzJgxQ6n9PnnyBKtXr8Yrr7yCSZMmia13\n", "cnJCVFSURr9v+/Xrp1dd/DoKSikHokJE7969cfToUTx48ABz5sxR9xgJBJncuXMH+/fvx6effgp7\n", "e3tdD0cq9CyCoaWBjx8/HhkZGWKJ9pp2QqWmpsLV1VWh3uzSkHbT6uPjwzgkOjumpqZK545oi9LS\n", "UrS1tWHo0KG4c+eOWKCVIPHx8UhNTcWKFStY77+pqQlRUVFidalsuXTpEoKDg4UEjeHDh2Ps2LFY\n", "v349M/scFxeHb775RqljqJusrCw4ODjA0dER3t7eGivZANpngP/880+Fuk60tLTg0KFDEsXmMWPG\n", "oKmpCdeuXVPnMMWQVLIhKEhoKrNIm4KEIiQmJmLHjh0aPQaXy8WBAwcQGhqKJ0+e4NmzZxK3Ky8v\n", "7zD5EeHh4Qq1/lQ3tODQ0NDACBK02FdfXy8mSIwcORLHjx/X++8NQ0I0QyIuLg5GRkbo0aOHmMAg\n", "S5AAlJ/QUYcgIYuYmBilch74fD5WrFgBExMTfPvtt1K3mzJlCq5cuaKx1qdDhgzB+vXrNbLvzoxC\n", "goSoENGnTx+cOHECGRkZmDVrFrkoEXTCBx98gF69emHp0qW6HopMBJOUDQ17e3uhm24+n4+wsDBM\n", "mzYNp0+fVlqJl0VISAhcXFyUmlEVRZJDAhAWJLZu3apRmx9BdTw8PFBcXIyEhAQkJydLnaGorq7G\n", "ypUrMW7cOIVyGszMzLBw4ULs27ePVRimICUlJXjllVfg6ekpdq598cUXsLe3Z+paT5w4gV9++UWh\n", "/WuK7Oxs9OrVC0C7FVxTDgmg/UbUyckJu3fvZv2eS5cuoaKiArNmzRJbFxQUhIyMDIwcOVKdwxTD\n", "ysqKub+prq7GnTt3sHr1ama9vBnixMREhISEKJSf0dTUhOLiYr0TJPh8PtasWYM1a9ZotETSyckJ\n", "58+fR3x8PAoKCtC1a1eJ2y1fvpx1poy+Ex4ejry8PI09SMlD0BUhySEh2vKToD5aWlpQVlYmVKLV\n", "2NiIuLg4xMTEwMjISOw+S1aGBKC8ILFhwwZkZGQo9d5Dhw5prPTzyZMnSElJwY4dO+Dg4CB1u5iY\n", "GLS2turNdyyBHawECVEhom/fvvjpp5+QlpaG6dOnSxQi6HpUAkGT1NbW4tKlS1i+fLleWU0lQX9J\n", "vPXWWzoeieq0trZi9uzZyMvLw5QpU+Dt7S3X+bF8+XJ88cUXrI9hbGyMpUuX4ujRo6iqqlJ6rG1t\n", "baioqJDokIiMjMSQIUPA5/Oxa9cupKSkKH0cgubhcDhwd3eHra2tTAH8o48+QlVVFXbt2qWwUL5i\n", "xQpUVVXh6NGjrN/T0tKCGTNmwNTUFEePHhUTSvr164eUlBRGlExLS1Mq5FATZGVlCQkSmnRImJqa\n", "4rXXXsPBgwdZd+U6fvw4AgICJIY7UhSFoKAgjU+GUBTFCLI1NTV48OABEhMTmfXyHBJmZma4e/eu\n", "QqGxBQUF4PP5Whckjh8/jv3790tdn5ycjIyMDLS1teH777/X2DgoisLIkSPh6ekJLy8vqX/jMWPG\n", "SO1kY2jQ2UqyAv9yc3ORkJAg0x2mLIIOCfpnWSUbBPWxbds2BAYGCrke8vPzhbo/sS3ZoB/WlRUk\n", "unbtqtTfOi8vD/Pnz8f169dZv0cR4d/NzQ0PHz7E1KlTZW7XrVs3xMTEyC3l+/bbb1FRUcH6+ATN\n", "wkqQoIWIkJAQnDlzBnfv3sWUKVNkvic9PV0tAyQQZHHlyhU0Nzdj7Nixuh6KXCiKgre3N1577TVd\n", "D0VlTExM8Pbbb+PWrVu4f/8+mpubZVrQnz9/jgMHDjCtq9iyaNEiNDc34+DBg0qPtbKyEjweT6JD\n", "Ijo6mgkRKykp6fRp4aNGjcL7778vc5tNmzZpvCWrqqxevRpHjx5VKDuCpkePHpg4cSK+++471kGU\n", "Fy5cQHJyMo4dOyY1H4Z+oKqvr8fDhw/Fwrh0AZ/PR1ZWFtNPnS7Z0GQ51pIlS+Do6Ijc3Fy52zY0\n", "NODMmTN64cCkXRDV1dUoKSkRumGX55CguyopUqpSVlYGY2NjrQsSSUlJ+Pzzz6We+7t27YKvry/e\n", "eecdqQ9EBOXw9fVFly5dZJZtxMXFYfbs2Rr5PAiKEKKChKSSjevXr5MHOjXh4eGBqqoqoWtvWloa\n", "7OzsMHz4cADQWsmGspw/fx4mJiYYNWoUq+2vXr0KDw8PPHr0iPUxrK2tWW13+vRpLF++XOr633//\n", "HXv37mUtjNM8efIEBw4cECrZI6gHhUo27ty5g5iYGHA4HLn/cblcTY2ZQGDgcrkYMGCAwbRqfPz4\n", "MT788ENdD0Ot9O7dGytWrMCePXuk1vmePn24qtjSAAAgAElEQVQaTU1NEm3XsnB1dcWUKVOwc+dO\n", "pbsUmJiYYOPGjTIfACsrK9HU1NTpBQkTExM8ePBA6vrKykps2LABM2fO1OKopPP06VOsX79e7Lzr\n", "0aMHJk+erPR+V65cifT0dFy9epXV9pcvX4aXlxeGDh0qd9v79++Dz+frhUOitLQUtbW1Qg4J2jqs\n", "KXr06IHc3Fz069dP7rZnz55FbW0tq+uGpruY0C6I6upqlJaWCpUQyBMk7O3t4erqqpAgERUVhcbG\n", "Rq0nuc+cOROPHz/GjRs3xNbxeDyUlJRg2bJl2Lx5s1zxUhkaGhoMLmdJXXA4HISFhSE1NVXqNunp\n", "6QgODtZIeLxgboSRkRHMzMyklmzQWT6nTp1S+zg6I3R7zOfPnzPLMjMzMXnyZMb9K+qQkFayQV+b\n", "tC1InDt3DkOHDmUdchoWFgYrKyu8++67Mrdrbm5Wx/AYeDwe3n33XXTp0kXhSYu///4bCxYsULik\n", "kyAfVlc0R0dH5OfnIy8vj/V/sup7CAR18dprr0m8cSJol1WrVsHExETq3+LIkSMYOXKkUg/8r7/+\n", "OnJycnD58mWlxmZnZ4cNGzbInGkk7cva8ff3l2krp62Ygp0ktMmSJUuwZcsW5nVLSwu+/vprmQFX\n", "yjB69Gj06tUL//3vf1ltf+XKFYwcOZLVrCUd5hUUFKTSGNUB3WFDUJAAoNGyDQCsZ3eLi4sxatQo\n", "uf3eZ8+ejWXLlqljaFKhb7Jra2tRUlIiNFPHJtQyMDAQmZmZCh3TyMhI686QYcOGwdXVFSdOnBBb\n", "x+FwkJSUhDfffFNjx9+3bx/8/f2FRMajR49KLAOuqKjA5s2b9brdt6Ls27dPZuvPtLQ0jbmrHBwc\n", "cPDgQWb/lpaWUks2uFwuWltbO72Iry5oQUKwPNXGxgbTp09nXrN1SBgbG8PW1lYlQWLhwoUKBTc2\n", "NDTg8uXLGDduHOv3WFpaYtOmTYiLi8Nff/0lcZvs7Gz4+vri77//Zr1fefz444+4c+cONm/erPD1\n", "NScnBzY2Nh0mSFefYCVIGBkZwdvbG927d2f9n52dnabHTiAQ9ARXV1eUlJTgpZdeEltXXFyMK1eu\n", "KN2BZ8iQIXjvvffQrVs3VYcpkdzcXFy5cgUAOv3Nlb+/P3Jzc6XWJ9PdDDZv3qzNYTFcvnxZyCLs\n", "4uKCJUuWYPv27bh9+zbzd1QViqKwf/9+bN26ldX2H330EetQ3eXLl2PMmDF6ERCXnZ0NExMT9OjR\n", "AwCY2XhNBlsqwptvvomLFy/K3c7R0REXLlzQqEtCcNavuLhY6O/HZkYwMDBQIYeErjAyMsL06dNx\n", "8uRJqdcBTbV2b2lpwVdffYXY2Fihe8jW1lb8/vvvqK2tFdo+NzcX77//focqG+jRo4fU86m5uRlZ\n", "WVkac1dZWFhg3rx5jDAvS5CgRfzO/p2pLujfuaCIMHHiRKFyZLYZEkC7K6uyslLp8dTU1Cg02ZeU\n", "lITGxkaFy6dnz56NsLAwrF27VqxUsK6uDlOmTIGlpSVT9qYItbW1OHbsmJCbobm5GR988AEmTJiA\n", "IUOGAGj/vvvss89YfX/k5OTA399f5yWEHRFW3yrK3JxkZ2cr/B4CgWC4SAtBOnbsGMzMzJhgJkWh\n", "KApffPEFevfurcrwpLJo0SKsXbsWRkZGnV719vf3R0tLi9QZ8mvXriEmJkbpv6Uq8Hg8FBYWMrP4\n", "NOvWrUNdXR2ioqKwePFiprWmqgwaNIi1nTM2NhYRERGstl2/fj2rh2xtkJWVBV9fXybbxcbGBvb2\n", "9loRJKqqqrBjxw65dlw2D79jxoxBYWGhRlvVCbogysrKhB4G2AoSDx8+VNv5qUlmzpyJsrIyqbOW\n", "gvzyyy/Ytm0b633z+XypQseJEydQWFgoZuGmH0ZoRw8N3bWms1y3s7Oz0dLSorVyL0FBQjRDgrgK\n", "1YuZmRlcXFyExDVRAYJtlw2gXZBQxSEhzy0pyrlz5+Dt7a3wfRqHw8F//vMfpKamCrmy+Hw+li5d\n", "isePH+P06dNKtVYuLS3F7Nmz8dtvvzHL9u7di7y8PGzatIlZdu/ePXz88cesyo9oQYKgflgJEiS4\n", "iKCPXL9+XeFAGoL2KS0txdSpU1nXFaqblJQU/Prrr1LX+/j4oGvXrjh48KDUNpKdBfqLVtqNyJo1\n", "a7Bq1SptDomhrKwMLS0tYjX1Hh4eWLBgAWpra7F7926977ajTwh22KChgy01TWlpKVauXImff/5Z\n", "5X1FRUXB2NgYly5dUsPIJCN4/dq5c6fQgxibm+XZs2fjn3/+YXV+8vl8eHp64ocfflBusCoSEREB\n", "b29vob/Nvn37mBbJgty9e5fpaiOL2tpa7Ny5E0FBQThy5IjQuu3bt2PatGn4+OOPMWHCBLGSBPoc\n", "Fc23KS8vB4fDgaOjo0L/PkOFDhPu06ePVo4n6pAQdAUVFxfD1NS00/zutUFERASsrKyY1/IECXkO\n", "CVUECT8/PxQVFcntVEEzf/58bN++XSnnwLBhwxAdHY3333+fEWx3796No0eP4n//+59S7gig/X6m\n", "T58+iIuLA9Dujti4cSPmzp0rdI2ZPHkyoqOj8cYbbwhleEiCCBKaQzO+OwJBwzQ0NGDEiBHYtWuX\n", "rodCEIDP5+Ps2bP4888/mWXffPONSl0yVGXv3r347LPPpK738fGBsbExZs+ercVR6Seenp6wtLRE\n", "SUmJxPWTJ0/GiBEjtDyqduiHZFGHBAB89dVXSExMxOjRozVybE12ndAlkgSJ7t27a8UhERgYiMjI\n", "SOzdu1ds3f79+4XaasrDxsYGkZGRMoVHVREUHezt7RXqskFvIxiEKYunT5+iuLhYZyIuRVFITEzE\n", "l19+CaDdJbt48WKJOT5LlixBS0uL1NyDR48eYc2aNXB3d8cbb7yBwMBAsQcMKysrcLlcNDY2Sgx9\n", "trGxgZeXl1jJS3l5ORwdHTuckPzRRx9J7Mbl6+uL9evXsz6PlOG7775jnDGWlpbMA6mkkg0PDw9i\n", "XVcj8fHxeP3115nXou4xRUo2HBwcVBYkALDugBEeHq5SkPTWrVtx7NgxJots9erVWLVqlcJB6KJM\n", "mTIFCQkJaGpqgqmpKc6dO4eNGzeKbfftt9+itrYWGzZskLqv6upqPHnyhAgSGoIIEgSD5I8//lCq\n", "Xo2gWSiKwldffYV3331XqB5PHTXHTU1NmDx5ssKp3lwuV6al18fHBxUVFaSNE9rrx6uqquS2pv3p\n", "p5/w008/aWlU7dAPyZK6DtjY2GDkyJFqPyaPx8OAAQOwfft2ievLy8sxb9485Ofnq/3Ymqaurg5F\n", "RUUSBQltOCSA9nKp33//XUgAqampwdq1axUua5k+fTouXrzIqsNXYWGhwsGsguJATU2N0PVCGTux\n", "LGgngrZbfgrSs2dPppTn+++/R5cuXSQ+HLi6umLq1KnYsWOHkHBHiwu9e/fGkSNH8PrrryM/Px+n\n", "Tp3CgAEDhPaxaNEi/PHHHygtLcXAgQMljqd3794SBYmOWK7R2tqKCxcuiC1/4YUX8H//938aPfaW\n", "LVsYp5Gsko3u3btj4sSJGh1LZ0SwDEOXJRu0IKHJMjhBevbsicGDBwNoF2bCwsJYZzjJYsqUKaiu\n", "rmYE7v79+zMBooJ4enri888/x86dO6VmZ7S1teGTTz6Reo0iqAYRJAgGyYULF+Dh4aG0lYugOd55\n", "5x1cv36dVf2xIpiZmaGqqgrfffedQu8rLy+Hs7Oz1PV0oJ8hPlRqAjaW8lOnTmHnzp1aGM2/FBQU\n", "wN7eXu0Pf7LgcDhwcXHBmTNnJK6/cuUKDh8+LDU/RZ+hy3ICAgKEltMlG5puowkA06ZNg7W1tVBp\n", "wv79+1FXV6dwadCMGTPg7e2N3NxcmdtVV1fD29tbqFsLGwSzH6qrq4UECXU7GfRBkKBpbm7Gvn37\n", "MH/+fCE7uSCvv/46cnNzxUSk+Ph4vP/++ygqKsKmTZskPgiwRVIoKJfLlXltN1TCw8NRWlqqk+4h\n", "FhYWjAgh+LNoycby5cvxzTffaH18HR1ZGRJNTU1CjhRZ39WqChJOTk6wtbXVmiAhyKZNm3Dp0iWZ\n", "ggtb+vTpAz8/P6ZsQxYrV65ESEgIVq5cKfH7z87ODh9//DF8fX1VHhdBHCJIEAySCxcu4OWXXyZ2\n", "QT1k7NixCAoKwvz583Ht2jW1PtgsXboUf/75J2sbIcDOIQGA1RdWZ2bNmjVM660+ffogPT1dKw+t\n", "NKtWrWLajmqT2NhY/PXXX0yAniCXL19GYGAgXF1dtT4uVaEDAkUFie7du6OxsVHiv1fdWFtbY9as\n", "Wdi/fz/a2trQ2tqKb775BjNmzFA4vd/R0REPHz5EZGSkzO3o3vOpqams983n84XKQaqrq1FTUwOg\n", "/aGAbc7Wf//7X4mdiETJy8uDvb09bG1tWY9RUxw4cABcLldmW9XIyEj0798fO3bsYJaZm5vj9u3b\n", "+PTTT9Ui2K1fvx63bt0SWjZr1izW3W0MifDwcAAQ+/dqA8EyDVldNgiaQfA+RJJDgr7nNTMzk3n/\n", "q2qXDYqikJOTg7ffflvmdnV1dZgwYQLu3bun9LEkIU38VBSKojBu3DicO3dO7v2KsbExNm/ejLCw\n", "MLHfPUHzEEGCYHDk5+cjOzublGvoKRwOB+vWrUN+fj5jwVMX0dHRsLa2FgtFkwafz5frkHB2dsb8\n", "+fMxdepUdQ2zQyD45V1UVITt27ejrKwMQLsgUVlZycoery6sra0ZG6k2mTRpEiiKwi+//CK27vLl\n", "yzrL1FCVrKwsuLq6itWj0xkd2izboFsDx8fH4/Hjx1i7dq1S+2IrUMfExCAjI4P1fhMSEpCZmcm8\n", "FizZsLGxYX1ciqJw5coVuZ028vLy9MIdUVJSgqVLl8LExERmej5FUXj99dfR0NAg9G9TZ8Cso6Oj\n", "mBMlJiYG06ZNU9sx9AVPT084OTnh5s2bzLLc3FwcPHhQ4w9KFhYWEgUJ0ZINgvq5du2aUN6VaIaE\n", "qCAhC3t7e9TV1al0vjg7O8stt718+TJ+/fVXvWhjLY033ngDo0ePZlWmN2bMGOzatQvm5uZaGBlB\n", "ECJIEAyOCxcuwMjICKNGjdL1UAhSmDVrFqysrPDZZ5+p1cViaWmJKVOm4PDhw6xm52tra9HY2ChT\n", "kKAoCgcOHNBaKzV95+7du3B0dBRKtL927RqA9laYwL8p74o81Bkqjo6OGDZsmFjZRmFhIR49emTQ\n", "goRofgTwb0aHNoItgfbZ4JSUFIwaNQrbtm3D8OHDERoaqtFjRkRE4NGjR/jnn3/kbtvQ0IDVq1cj\n", "JCSEWSZYsqFIuUZgYCBaWlrkOrzKy8v1QpBwd3fH6tWrWQWMzps3D0uWLCFdbtQARVEIDw8XEiTO\n", "nz+PJUuWaDzAU1CEoH/m8/liJRv379+X25GAoBiiJU2SSjZo5JUz2NvbAwCePXumptFJ5ty5c/D1\n", "9dXJZAFbfHx8cPjwYZWvTUePHmU63RDUDxEkCAZHYGAgPv74Y72wsxIkY2pqiufPn+ODDz5Q+77n\n", "zp2LR48esbLv83g8vPXWW0RsUAA3NzdUVlYKtf5MTk6Gr68vU/ri4+MDc3PzTiFIAO1lG5cuXRK6\n", "Ab9y5QoAYPjw4ToalWpkZWWJlWsAQNeuXWFra6s1hwRFUYiIiEBJSQkePHigtDuCpqqqCvv27UNb\n", "W5vYups3b4LP5yMiIgIAmBIkWWzZsgUlJSV48803mWU1NTVMyYaiggQAsSwEUX755RccPnyY9X41\n", "yTfffIOhQ4fK3c7U1BTTp0/Xwog6B2FhYUKunLS0NAQFBTFBo5pCkkOiubkZfD6fcUjweDwEBQUp\n", "HDBNkI2npyeuXr3KiA2yQi3ZOCQAqJQjIQ8+n49z585h3LhxGjuGvsDn87F8+XKJYbME9UAECYLB\n", "ERUVJbE1GEG/MDIy0kjGx/DhwxEUFMQEv8nC1tYWW7duRVBQkNrH0VFxdnaGjY2NUJjVtWvXhGrz\n", "jYyMEBgYqDVBgsvlYvjw4bh9+7ZWjidKdHQ0/P39UVhYyCxLSkpCv3794ODgoJMxqQKPx0NOTo5E\n", "hwTQ7pLQlkOCxsPDA0VFRRg/frxK+8nKysKiRYuQlJQktPzevXsYMGAAzp07B29vb7i4uMgVNQsK\n", "CrB582asW7dO6BpSUVHBPBwoErLq7OwMe3t7uYIEIH8GtDPyzjvvMG0Rq6qq8P3332sl60SUyspK\n", "lerz2fDuu+8KBbSmpaUhODhYo8cEgAULFmDOnDkA/hUkaIGCFiRoB4W66vwJ/zJkyBCmXEBW2095\n", "ggT9vaSKIPHw4UMEBwdLzYe4f/8+CgsLO6Qgce/ePcTGxjLX+fLyctTU1JCWnxqECBIEAsGgMDIy\n", "Qnp6OmbPnq3roXRIKIqCv78/45Coq6vD3bt3xcICP/nkE7z66qtaGVN+fj7++OMPtbSPVQZPT09k\n", "ZGQIPRB89913OHnypE7GoyqFhYVobGyUKkh0795d64IE0P5wr+rf+IUXXoCfn5+Yw2DHjh1wd3fH\n", "iy++CIqisHz5crk3lxkZGXBycsL7778vJDwIdj9QxCFBURSCgoJYCRIEcerq6vDHH38AaM9UWLp0\n", "KUpKSrR2fC6Xi8jISAQHByM4OBiRkZEay9GxtrZm3BA8Hg8ZGRlacfpNnToVU6ZMAfCvICHYdQNo\n", "/zsARJDQFLIcEnSpKtuSDVUECQcHB2RkZDAByKKcO3cOFhYWiIqKUvoY+oqlpSXOnDmDEydOAPi3\n", "KxURJDQHESQIBILBQbqraBZBQSI1NRVtbW1igsTEiRPVHloqDfrhmA5c1Aesra0lljwYAvQNpixB\n", "QlslG+qGoijMnTsXp06dYh6cnj17hiNHjmDZsmVMHfHHH3+MefPmydzX+PHjUVhYCGtrayHhQfAh\n", "WNGWn4GBgcjOzlboPYR2AgMDkZOTg9bWVsYZIauDkrqJjo5GSkoKysrKUFZWhpSUFMTExGj8uHl5\n", "eaivr9eKQ0IQuuOGYAkHQAQJTUO7HyRlSNCChDyHhJ2dHQCo5OSxt7eHg4OD1NafV69exciRIztk\n", "AKSfnx/Gjh2Lb7/9Fnw+Hzk5OaAoCj179tT10DosRJAgGBSffPKJUNATgSCL9PR0/Pnnn7oehsHh\n", "5+fHCBLh4eH47bffmPp3XVBQUIAuXbqIdYQgKEdWVhbMzc3h5eUlcT1dsqHNtq7qZM6cOairq2OC\n", "SA8cOIDW1lYsXrxY4X3R4qc0QUKRkg2gPZNCVqnIvn374O/vDx6Pp+BIOz6CoaC0ICErsFidVFZW\n", "SnQN5efna7R8g8fjMUF62s5CogUJWoAgDgntQIsNkrpssBUkTExMYGNjo3KGhJ+fn1RB4syZM/jh\n", "hx9U2r8+88Ybb+DOnTtITk5GTk4OunfvzrrFM0FxiCBB0HtaW1tx/vx5zJkzB59++qlQXSWh89LU\n", "1IRTp06hqqpK6jZ79uzBqlWrtDiqjoG/vz9qa2tRX18Pa2trvPjiixpPd5fF48eP9cIdUVRUhIsX\n", "L+p6GCqTnZ0Nf39/qeUR3bt3R319vcbr5DVFjx49MHToUBw+fBg8Hg87duzAtGnTVJpNNzc3Zz4D\n", "gr8XRR0Stra2MtPeaQeArsqT9Bm69ej9+/dRXl4Oe3v7Dt3VY+/evfD29kZAQAA2btyoFTfIvXv3\n", "8OOPPwL4V4CgH2qJIKEdpJVs0KUzgtvIwt7eXqOChJGREZycnFTavz7z4osvwt/fH9999x1ycnJI\n", "uYaGId94BL2Ez+cjNTUVq1evhru7O8aNG4fbt29jy5YtHbLvOEFxnj59ihkzZuCnn36Sug2Xy9Xa\n", "DJoqaCMkTRFmzJiB6upqub3Ft2/fjoSEBI2Pp6CggGlHqUv27NmDWbNmITg4WG+6IChKZWUl0tPT\n", "pZZrAP+WxugiR0JdzJs3D5cuXcKBAwfw6NEjrFy5Umybu3fv4rfffpP4/oyMDNTW1jKvKYqSKD4o\n", "6pCQR15enl60/NRHXFxcYGdnhwcPHqC8vFyr5RoODg4SRdEePXpoLNjWzc0NxcXFsLS0xIYNG7RS\n", "qvjLL79g9erVAP4t0aC/m+jXpqamGDBgAHGsaQhpJRt06YzgNrJQlyAh2HGrM8HhcLBq1SrExcVh\n", "0KBBWLhwoa6H1KEhggRBb5k9ezZ+/PFHzJkzB7dv30ZmZibeeecdnc7UEvQHNzc3jB49WuaDobZv\n", "WhVFmyFpimBsbMzq5vfkyZPMbJom0ReHRExMDJ4+fYqMjAy9Pq8kIXiupaSk4Nq1a1LPNVr8MWRB\n", "Ytq0abh06RImT56M/fv3M60+Bdm9e7fENqN8Ph+TJk3Ce++9J7RckvigqEOCRvRhg4YIEtKhKAq9\n", "e/dGVlaWTq7t8fHxiIyMFHowP336tMaOFxYWBgC4deuWxo4hioWFBTMTLypI0A6J0NBQ3LhxAx4e\n", "HlobV2dCsGRDsGxOF4KEv78/KisrGScql8vF22+/zbhkOjrz58+Hp6cn+vXrR9oaaxgiSBD0Eoqi\n", "cPHiRRQXF2Pbtm0ICQkhQYYEMebOnYurV69KfXDSd4eErkLS2PLjjz9i6tSpUuvZ+/Tpw7r1Z3V1\n", "tdw2i9I4d+4c3nnnHaXeq05CQ0Ph5eUFExMTrQV6qgvBc43H46G4uFjquWZvbw9ra2uDDbYE2ksj\n", "RowYAQcHByxYsEDi98egQYNw//59sbKvhw8fIj8/Hy+//LLQcknigzKCxP/93/9h8ODBEjM6iCAh\n", "m/j4eOzfvx8TJkyQG0qqbpydnZGcnIyBAwfC0dERzc3NGu3y4erqCg8PD63mZllYWIiFWIoKEgTN\n", "Qpdj8Pl8tLa2MsvpFpSC28jCwcFBZUFi4sSJqK6uRteuXcHn87Fo0SIcOnQINTU1Ku3XULCxscGj\n", "R4/EvgsI6ocIEgS9pXv37sQNQZBJTEwMrKyscOTIEYnry8vL9VaQ0FVImiJcuHABubm5UuvZ+/Tp\n", "gwcPHgjdNIlSX1+Pr776Cj4+Ppg+fbrMbaXh7e2tF7NxFEVh6dKliI2NNaj6aUXPNYqidNb6U5vQ\n", "rokbN24ILT9//jxMTU0xYsQIoeXqKtkYMGAAbt26haSkJKHlz549Q1VVFREkZODk5ARjY2PMnj0b\n", "CxYs0MkY8vPzMX/+fHTt2hXx8fEaPZadnR22bNmitQdAS0tLtLS0oLW1lREkKioqABBBQlsIuh8E\n", "nVSCggRbh4Sq9xKWlpbMNe77779HQkIC9u3bB1dXV5X2a0iQPB/tQH7LBALBYLGyskJsbCwOHz4s\n", "NtvY3NyMZ8+eGZy1Xl9Yv349fvjhB7F2n4L06dMHTU1NePTokdg6OkywZ8+eWL9+PaZNm4Zr167B\n", "2NhYk8PWOOvXr2d6k3dkvL29DdohwQY/Pz/Y2dmJOXcuXLiAYcOGiYlO6irZGDNmDIKDg7Ft2zah\n", "5UVFReBwOESQ0GMaGhpQWFiIoKAgTJgwAT///LNGj9ejRw8A0NrkDC06NDQ0iDkk6PaOgp03COpH\n", "nYKEqg4JmuzsbLz55ptYunQpJk6cqJZ9EgiCEEGCQCAYNHPnzkVOTg5u374ttLy5uRmvvfYa+vTp\n", "o6ORyUYXIWmKQLcckydIAJBYtrFnzx6sXLkSL730ErKzs7Fr1y54eHigsbERH330kdisNEFzKHOu\n", "dQaHBIfDwQsvvCAkSDQ0NCApKQljx44V215dJRsURWHt2rX49ddf8eDBA2Z537590dDQgJCQEIX3\n", "SdAODx8+BJ/PR0BAACZPnoy0tDTk5+dr7HgHDx5EYmKi3IBhdSFNkDA3N2dmir/++mu9yPTpqAiK\n", "DYKtPwXFCW0KEi0tLZg9ezY8PT3FRFQCQV0QQYJAIBg0I0eOxIEDBxAaGiq03NraGnv37sWAAQN0\n", "NDL5xMfHw8HBgQmR7NatG86cOaPrYQEA0+Jq4MCBUrdxdnaGk5MTMjMzhZbX1tZiw4YNWLhwIQ4c\n", "OCA042tmZoY9e/awnlk8evSo1mvFOyKCgXzGxsaIjIyUea55e3vj8ePHEnMOOhIRERG4fv068+9M\n", "SkpCY2OjxJphSQ4JZbtszJo1C66urvjmm2+ElpuampJSRTmEhYUhKipKJ6VtdMeBgIAAvPTSSzAz\n", "M9OoS6Jr164YOXKkxvYviq+vL1atWgVTU1MhQUKwXKOurs6gStYMDcF8CEERQvBntm0/a2pq0NLS\n", "otJ43njjDdy6dQtHjx4lf3eCxjBs7yyBQOj0GBkZYf78+boehlLQiebr169HZWUljh8/rvY2gsqy\n", "aNEiDBkyRG7v7b1798LPz09ombW1NeLj49G7d2+x7SmKwrBhw/DHH3+wGsfff/+t1ZT5jgodyDdh\n", "wgTU1taK5ReI0r17d9TU1KCqqgp2dnbaGaQOmDx5Mrp06YLm5maYmZnByckJq1atknjuqsshAbQL\n", "cytXrsTGjRuxceNGODk5KbWfzkhaWhpaW1vx6NEjrbvJsrOzYW9vzxx31KhRiI+Px5o1a7Q6Dk0R\n", "FBSEb7/9FgCYbhuVlZVCDg0iSGgWaSUbgm4Jtg4JoD2bRpUsrbfeeguxsbEIDw9Xeh8EgjyIIEEg\n", "EAg6IiEhAQ0NDViwYAFaWlqwY8cOnDp1CnPnztX10MDhcBAYGCh3u0mTJklcPmzYMKnviYqKwtq1\n", "a1FfXy/XiqwvLT87ChUVFRIftkWhf+ePHz/u0IJE//790b9/f+Z1eHi41BtvdYVa0ixbtgxlZWVo\n", "a2tTeh+dEXt7e3C5XJ3kA2VnZyMgIIB5HR0djWXLlqGyslIvSu3UCZ0ZUVlZKXQNIIKEZlFXyQZ9\n", "Pj59+lQlQcLX1xe+vr5Kv59AYAMp2SAQCB2GtrY2LF26FAcPHkReXh7u3LmjleNWVlYqZR8+ceIE\n", "Bg0ahO7du8PPzw+jRo3Cnj17NDBC/SIqKgotLS2s2oAWFBTA29tbC6PqHJSUlMDd3V3udvTvPD09\n", "XdNDMhjUWbIBtD8w/Pe//2US6wcMGECqqycAACAASURBVIDt27crvb/OQq9evQBALwSJiRMngs/n\n", "4+zZs1ofi6bhcDgwNzfH06dPScmGFpFWsiFYesG2ZAOA3nTtIhBkQQQJAoHQYeBwOGhpacGyZcuw\n", "bNkyTJ8+XaPH43K5iIyMRHBwMIKDgxEZGQkul8vqvc+ePcOFCxcwY8YMZtmyZcuQnJxssA+BCQkJ\n", "EjtuiBIUFAR7e3tWZRvEIaE+2traUFZWJleQ4HK5iI6OBgCsWrVKofO6IyPqkDA3N2f1YMCG1tZW\n", "3Llzh9XMZ2fn5MmT2LdvHzODry34fL6YIOHq6oqIiAiNt//UFk1NTbh06RL++ecfAO1tH/l8PhEk\n", "tIikko3W1lYhJ5UiJRvq6rRBIGgSIkgQCIQOA0VR2LlzJ/r06YPff/9d4zNo0dHRSElJQVlZGcrK\n", "ypCSkoKYmBhW742Pj0drayumTZvGLJs8eTJcXV1luiQkuTGUdWioAx6Ph3Xr1uH48eOYM2cO/vOf\n", "/8h9D4fDYZUjUVVVherqauKQUBNcLhdtbW1yBQn6vAaA6upqhc5rQ6SgoAAffvghNm/ejD///FPq\n", "dqKChDrzXoqKitDW1kZafrLA1dUVCxcu1PpxuVwunj9/LiRIAO3X7d9++43JXDBkqqqqMGbMGObz\n", "T5fUCZbWdenShZXLiqAckko2BJ0SottIgy6zIYIEwRAgggSBQOhQmJubIy4uDo6Ojhq9aaqsrJTY\n", "FjE/P5+VOHDixAlERUWhW7duzDITExO89tprOHToEGpra4W2l+TGyMzMVNqhoS44HA5OnDiBBQsW\n", "wNTUFJ9//jmr93322Wdyy1Po3y9xSKiHkpISAJD5uVD1vDZEqqursXHjRrz//vvMg5gkRAUIZQMt\n", "JR2fFiKIIKG/ZGdnA4CYIBEdHY2GhgZcunRJF8NSK4JtP4F/hQhBh8Thw4c7RWmhLDQ5CSCpZENU\n", "kGDjzDIzM4OVlRURJAgGAREkCARCh8PLyws3btxgNVuvC7hcLhITEzFz5kyxdYsXL0ZtbS327t0r\n", "dMMjyY0xaNAgpR0a6qRPnz5oamrCli1bGJuoPIKDg8Vu7EXp1asXbt68ieDgYHUMs9PDRpDojAQG\n", "BsLa2hoAMHbsWKnbiQoQ6hIkBIUOLy8vteyToH5ycnLA4XDQs2dPoeUBAQEICAjAyZMnDV60o4UH\n", "2u0hSZDozMgr01SHUCGpZKOxsVHqNrKwt7cnggTBICCCBIFA6JD06NFDow9eDg4OEmfue/ToITdt\n", "PS4uDgAwZcoUsXUWFhawtbXFunXrmBuerKwsibPWNTU1Yst0MZM9ceJETJ48Ga+++qpa92tubo6w\n", "sDC5nTgI7CgpKYGxsbHMxHVVzmtDxcjICAMHDkS3bt1kil+iDgl1lWxQFIWkpCSsWbNGbZkUBPWT\n", "nZ2N7t27iz0Mcrlc1NTU4MSJEzpzqqkLExMTGBsbizkkOvM1WFBkkFamqUqelCjqKtkAiCBBMBxI\n", "208CgUBQkvj4eIwYMQL3798HALzwwgs4c+aM3PedOHECo0ePhqOjo9i66OhoVFVVAQBz0zNu3Dgm\n", "ZEwfWbFiBVasWKHrYRDkUFJSAjc3N3A4suci4uPjERMTg/z8fJSXl8PZ2ZnVeW3IfPLJJ3j69Cko\n", "ipK6jaYcEkB755moqCi17Y+gfkQDLWmio6NRWloK4N9rdkxMDJKTk7U6PvqhWVXh0NLSUmbJRmeB\n", "DvelJwPc3d1RVFQktl1GRgYGDx6M3NxcZpkq54A6HRIODg4G79ohdA6IQ4JAIBCUxNnZGWvXrmVe\n", "b926VW6/74yMDPz5558SyzVk1e9LSjWXNENrSDPZSUlJGDx4sFCvdYLmYNvy09nZmen2smzZMvB4\n", "PNalOIbK0KFDMXnyZJnbaDLUkqD/SBIk5GWuaCNwWJ2z80C7+CBLkHBxccGOHTtUG7QBIOqGuHnz\n", "psSJgerqaiExgkZZt6KkDAlRQYKtk4o4JAiGAhEkCAQCQQUKCwvh7OwMMzMz3L59W+p29E3j4MGD\n", "AQA7d+5kfdPo5OSE69evIzIyEm5ubnBzc0NkZCRSUlIQGRkJW1tbAEBERIRBzWRbWVnh2rVruHnz\n", "psT1K1aswOHDh7U8qo4LW0GCxsHBAQsWLACXy0VSUpLmBmYgaCrUkqD/tLS0IC8vT27uDc3z58/x\n", "8ssvayVwWJVuT5KYPHky/Pz8APwrRND/5/P5qKiogLFxxzZYSxOaeDye2LLw8HC1dvSS5JAgJRuE\n", "jg4RJAgEAkEFCgoK0LNnTwQHB8sUJOibxurqagBAamqq2E2jtPp9Pz8/9OrVi5m1Tk9PR3JyMoKC\n", "gpCcnIyjR48CAP73v//JdWjoEyEhIbCxsZHa/vPkyZMoLi7W8qg6LooKEgAQFhaGnj174sSJExoa\n", "leFgZmYmNDNJBInOQ15eHlpbW8UECWnX7Pr6ety8eVPjgcOa6IqzZ88ezJgxA4B4hkRTUxN4PJ5E\n", "x15nwNnZGQMGDBCaGPj1118ldsdR1q0oKUOChFoSOjpEkCAQCAQVKCwshJeXF0JDQ3Hnzh2J2yhy\n", "0xgfHy/mhBB0PTg4OIjd5AwcOBDAv23pDAVjY2MMHjxYoiDx9OlTPH36FN7e3joYWcdEGUGCoijM\n", "mDEDcXFxpLQGwi4JUrLReZDW8hMQv2YPGDBAYomTIbbOFS3ZoNtRd3RBQprQ5Ovrixs3bghNDDg7\n", "OzPnAO2U8PHxUdqtqK62nwARJAiGAxEkCAQCQQUKCgrg7e2N0NBQZGZmis1kKIpg/b7gDY8sHB0d\n", "0bVrV4MTJID2ML/k5GS0trYyy3JzczF8+HBYWloiIiJCh6PrONTW1qK6ulqpzjMzZ85EVVUVLl68\n", "qIGRGRaCrgjBn7WRFUDQHTk5ObC2toabm5vYOtFr9vnz51nPYKuKprviiAoSdXV1Qss7Mi+++CKA\n", "9t+x6OSA6MQAfQ5kZmZi3LhxsLa2hpOTk1LHVXfbz+fPnwt9vxII+ggRJAgEAkFJeDweioqK4OXl\n", "hZCQELS1tSE9PV1sO2VuGiU5IaRBURQCAgKQk5Oj0Pj1gaioKNTW1jLlLgkJCQgPD0djYyNu3Lgh\n", "0QpLUJySkhIAUEqQ6NOnDwIDA3Hy5El1D8vgEBUk1B0oSNBPsrOz4e/vL7MLC33N1nbr3Pj4eAwa\n", "NIh5HRoaqlKWUHFxMQoKCgCIl2zQgkRHd0hkZWVh8+bNeOutt5Cdnc16csDBwQGrVq1CWloa/v77\n", "b6WOre6SDQB49uyZUmMhELQFESQIBAJBSZ48eYKWlhZ4e3sjODgYRkZGUss2Tp8+DWNjY2aWTbQU\n", "Q1UCAgIM0iERHh4OS0tL3Lp1C3w+H1u3bsWIESOQmpqKoKAgXQ+vw6CKIEFRFGbOnIn4+Hgmfb+z\n", "Ilqyoe5AQYJ+Iq3lpzRoC7+rqysA1Sz88nB2dkZcXBzzeuPGjSplCa1cuRKvv/46AHGHRGNjIzgc\n", "jl4KEqq6lOj3t7W1YeHChfDy8sLnn3+u0OQAAIwZMwbe3t7Ys2ePUuNQZ8kGPW5StkHQd4ggQSAQ\n", "CEpCzyJ5eXnBwsICgYGBUoMty8vL0draikOHDrGebVEEf39/Vg4JfbOWm5iYoLCwEMuXLwdFUUhI\n", "SEBcXBzTOYSgHlQRJABgxowZqK2txblz5ySu17fzSlOIBlmqO1CQoJ8oKkjQFv6MjAyEhIQgMjJS\n", "o4HD9OcbUD1LyNLSEvX19czPwL+CRGhoKFpbW9G/f3+VjqFOVHUpib7f19cXKSkp2L9/v1C7U7YY\n", "GRlh8eLFOHnyJKqqqhR+v7pLNgAiSBD0HyJIEAgEgpIUFhYCABO8GBISIlWQSExMhLm5OcaOHasR\n", "225AQACePn2KiooKiev12Vou+Pvo0qULOBzy1aRuSkpK0LVrV6Vrv/39/RESEiLWbUOfzytNIChI\n", "kFDLzkFVVRW4XK5CggSNg4MDhgwZguvXr2tgZP9CCxIuLi4ql+5ZWFgwTii6zaXgdYOiKJmlK+pG\n", "ntipqktJ9P2PHz+Gm5sbhgwZovSYFy5ciJaWFhw5ckTh90oq2WhqahL6XiSCBKGjQe76CAQF6Cyz\n", "gAR2FBQUwNbWlpnNDw0NRVpaGlpaWsS2TUxMxJAhQ2Bubq6Rsfj7+wOA1JtRYi3v3CjTYUOUmTNn\n", "IiEhQcgV0NnOKy8vLwDtD2WBgYFazQog6AZZHTbYMGjQIOTm5koVi9VBaWkp07VIVYeEhYUFqqur\n", "ERkZiY8//hgAsHbtWq0LjWzETlXbnkp7P5/PV+lez83NDZMmTcKePXvA5/MVeq+kkg26VEbSNrKw\n", "s7MDQAQJgv5DBAkCgQWdbRaQwA665SdNaGgompqakJWVJbRdc3Mz/vjjD4waNUpjY/Hz8wMg2a6r\n", "iV71BMNCVUGCy+Xi5MmTaGpqYizoWVlZyM/PF9u2I59Xq1evxquvvorvvvsOnp6eTFaAiYkJgPYW\n", "vJrKCiDoBlrkpUVfRaE7BWnSJVFSUgI3Nzf07t1bLSUbeXl5SElJYUoOMjMztS406lLsVIcDZOnS\n", "pcjIyMCFCxcUuh5KKtlQ1iFhYWEBCwsLIkgQ9B4iSBAILOhss4AEdtAtP2noulrRso0bN26grq5O\n", "o4KEhYUFvLy8DDLYkqB5VBUkoqOjmfO6qqoKKSkpGDx4MJ48eaKuIRoE3bp1ww8//MCE/tFZAZ6e\n", "ngCAgwcPajQrgKB9srOz4eHhoXSQY/fu3eHi4qJxQcLd3R3+/v4oKSlBbW2t0vvi8/lMqYAg+fn5\n", "2LlzJ/r27avQ/pRxlrIV0aV1NHFzc2PlUtJkR5S+ffvCzMwMU6ZMUWgiS1qGhKBIokhbWVtbWxQV\n", "FSkwcgJB+xBBgkCQA5ldJkijoKBAyCFhY2MDPz8/MUEiMTERXbt2RWhoqEbHI631p7bb0BH0D1UE\n", "CWnXwOfPn8PDw0NseWc8r/755x8AQFlZmY5HQlA3dMtPZaEoChEREUhJSVHjqIShP990WcnDhw+V\n", "3pe3tzfj+BGlvLyc9cOttpyl8fHx8PDwAEVRcHFxgYmJCSMQsn0/PZlgZ2entg5YsbGxaGpqQkND\n", "g0ITWdLafgoKEmxKNujff0VFBXbt2kWcvQS9hggSBAKBoCSFhYVCDgmgvWxDtPVnYmIiRowYASMj\n", "I42OR1brz/j4eLi5uTGvg4KCiLW8k9DW1oYnT56onCEhirOzM37//XdERkbC0tISxsbGam9nawjU\n", "1dWhpqYGABEkOiKKdtiQREREBG7cuIG2tjY1jUqY0tJSdOvWjRmnKk65lStXShTPe/ToAQCsnSKq\n", "OEsVEdEdHBxAURTmzp2LzMxM7Nq1Cz///DNSU1NZHcvZ2ZnpgpKZmamWDliqTGTJa/tpYmLCqqSE\n", "/v23traivr6eOHsJeg0RJAgEOZDZZYIknj9/jufPn0sVJOh08rq6Oly/fl2j5Ro0/v7+yM3NlXjT\n", "6+zsDC8vL8TGxsLX1xf9+vUj1vJOQnl5Odra2pQWJGRdA3v16oXk5GSsXbsWVlZWam9nawiUl5cz\n", "P3e2EpaODo/Hw8OHD1UWJAYNGoTa2lpkZmaqaWTC0A6Jrl27wtnZWeXSPTobxc3NDW5ubozQWFdX\n", "x0qQUIezVND5QFEU3N3dJYqdFy9eRFFREVauXAkHBwfMnz8fQUFBePfdd1kFStbU1ODQoUNYunSp\n", "kGivK+S1/WRTrkGcvQRDgwgSBAILzpw5A3NzcyZUKDw8vNPNAhKEoVt+CpZsAO2tP2tra5GbmwsA\n", "uHr1KlpaWrQiSAQEBKC5uRkFBQVi6xoaGnD79m2MHDkSixcvRlxcHJ49e6bxMRF0D90SUBWHhLQH\n", "FJpevXrh+fPnKtWuGyq0CMHhcIhDooNx7949NDY2qixIhIeHg8PhaCRHor6+HlVVVczn29/fX2VB\n", "gs5GSU9PR3p6OiM01tbWKp2locwYQkNDMXz4cKxYsQI1NTUSSxX27t2Lvn37Ijw8HABgbGyMzZs3\n", "48qVK7hw4YLc4xw5cgQNDQ1YsmSJ2sauykSW4L9RsO0njSL5EQSCoUAECQKBBRUVFWhsbMQ333wD\n", "oL0FVmebBSQIQz/0izokQkJCAIAp27h06ZKQlVaTyGr9efPmTbS0tGDw4MGYN28eWltbceLECY2P\n", "iaB71CFISHtAoaFrtjtjeBotSPTq1YsIEh0Euv5+9OjRAIANGzaoVH9vZWWFvn37akSQKC0tBdAe\n", "uApIzxJiS1tbG6qqqsDj8eDg4CD0AM3WIaEuZ2laWhrCw8OxYcMGNDY2YufOnULry8vL8csvv2Dx\n", "4sVCZQzjx4/HsGHD8M4774DL5Up1BfD5fOzcuROTJk2SmIejCoIiLkVR6NatG6uJLIqimAwPQYcE\n", "7fZgkx9BnL0EQ4MIEgQCC06dOoUuXbpgyZIlCAwMxJUrV3Q9JIKOKSwshImJCVxdXYWWOzo6wsvL\n", "iwm2TExMxKhRo9TSRkweXl5eMDMzkzg7lpycDGtrawQHB8PV1RXjx4/H/v37NT4mgu4pKSmBiYkJ\n", "nJycVN6X6AMKDe0U6qyChLGxMQIDA0nJRgeBrr+n2yXevn1b5fr7QYMGaSTYUlRwpLOE2JQrSOLi\n", "xYuws7OTKK6xFSQAYNeuXczP1tbWCufLPH/+HI8fP0bfvn3h5uaGhQsX4uuvv0Z9fT2zzcGDB2Fk\n", "ZITZs2cLvZeiKLz//vvIyMhAQECA1FDNq1evIiMjAytWrGA9LrYIirgLFy4En89nLQbQLghJggRb\n", "hwQtiNja2gJAp8z3IRgORJAgEFhw6tQpTJw4EWZmZhgxYoRcQUKZNlcEw6KgoACenp5CvcFpQkND\n", "cfv2bVRUVODu3btaKdcA2i3jfn5+UgWJiIgIJlhz4cKFuHnzJtLS0rQyNn2hM342S0pK4ObmJvFc\n", "VRfu7u6gKIopZepMPHnyBC4uLujWrRtxSHQANFV/HxERgaysLLWXytGChKBDora2Vulz0cLCAgCE\n", "HvxpDh48iKNHj7Laz8WLF2Fubg4fHx9ER0crnC+TkZEBAAgODgYArFu3Ds+ePcPevXsBtLsb9u7d\n", "i6lTp8LOzk7s/Z999hmA9jbF0kI1d+7ciYCAAI1+Rzs4OGDp0qUoKytDYmIiq/fQooNgyQadS8VW\n", "kKAFka+//hoA8MsvvxBnL0FvIYIEgSCH7OxsZGRkYOrUqQCA4cOHIzc3F8XFxWLbaqvNFUH3iLb8\n", "FCQkJAR37txhhCttCRKAZLsuj8fDtWvXMHjwYGbZuHHj4Ozs3GlcEp35s6lKy0+2mJiYwM3NrVM6\n", "JMrLy+Hq6go3NzciSBCkMmjQIADA33//rdb9lpaWwsbGBjY2NgD+Ld1TNkeCFiQaGhrE1tnY2LCa\n", "5efz+Th06BAmTZqE4OBgpYSc9PR0GBsbo1evXgAAHx8fzJo1C1u3bkVZWRnOnj2Lhw8fYtGiRWLv\n", "lScqVVZW4v79+4iLi8Py5cs17mAMDw9Hr169cOjQIVbb02UZgg4JWpBgU7IhiK+vLwDh8F0CQd8g\n", "ggSBIIe4uDhYWVnhpZdeAgBERUUBAJKSksS2VaXNFcGwkNTykyY0NBSVlZXYs2cPAgIC1F6bKgtJ\n", "rT+zs7Px9OlTIUHCxMQE8+bNw5EjR4QCszoqnfmzqQ1BAmjPkeisDglakHj27JlQIj7B8NBU/b2v\n", "ry/s7e3VniMh+vn28fGBkZGRzBwJWU4xS0tLAJIFCbbcu3cPGRkZmDdvHtzd3SVO4MgjLS0NvXr1\n", "EnIELF68GEVFRQgMDMSMGTNgbm6O3r17s95nQ0MDxo4di+DgYERERKCtrQ3jxo1TeGyKQlEU5s2b\n", "h9OnT6O6ulru9qIlG8o4JGhcXFwAEEGCoN8QQYJAkMOpU6cwYcIEZtbAyckJffr0ERMkSJuljoU8\n", "a39BQYFEQYLL5eLTTz8F0J4fUVVVpdWZeH9/fxQXF6Ouro5ZlpycDA6Hg4iICKFtFyxYgMrKShw7\n", "dqxDn6Od/bOpLUHCy8urUzokaEGCzpMhN/6GT3x8PLy8vEBRlMSuMspAURQiIiI0LkiYmprCx8dH\n", "okOCjVNMVskGWw4fPgwnJye8+OKL8PDwYMpKFCEtLQ19+/YVWvbee+8BaC/DaGhoQGNjI2JjY8Xe\n", "K01UqqqqQmpqKsrKylBTUwM+n49XX31V4bEpw5w5c9DY2Ii4uDi524qWbAiKQ0SQIHREiCBBIMjg\n", "0aNHuHPnDlOuQcMmR4LAHn2q62dzw9bc3IyysjKJJRvR0dG4efMm87q8vFyrM/F0N4+HDx8yy5KT\n", "k9G3b1/G0kvj6OgIa2trLF++vNOVMRgqynxWiENCswg6JACQso0OgLOzM9zd3TFu3DiJXWWUZdCg\n", "Qbh+/Toz260OSkpKmPwIGklOOYCdU0xWyUZMTAwOHz4sczytra04duwYZs2aBRMTE7i7u+Pp06cK\n", "OS74fD7S09OZ/AhAcWFZtFXxgAEDxL4DZb1f3Xh6emLkyJGsyjYklWyIrmNLly5dYGZmRr7bCXoN\n", "ESQIBBnExcXBwsICY8eOFVo+YsQI5OXlCd18kzZLiqOPdf1sbtiKi4vB5/PFHBL6MBMvqfWnaH4E\n", "TXR0NGpra9HU1NShyxg6wmdT2c9KTU0NampqtOqQUDbd3xDh8/lEkOiA/PPPP7h+/TqmTp2q1mtE\n", "REQEnj9/rnS+gyRKS0vFPt/+/v5ix2D7/WRlZQUPDw+JIbhJSUlyz+/ExEQ8efIEc+fOBQCmZFER\n", "l0RhYSGqq6vFHBKKINqq+Pz587C2tlZ6f+pg3rx5SEpKYtqGS0NSlw3RdWyhKAouLi7EIUHQa/Re\n", "kNizZw84HA5jgZYEn89HZGQkOBxOp5ydIWiOU6dOYezYsWJtroYNGwaKosTKNuLj4xEYGMi89vPz\n", "I22WZKBvdf1sb9jomwlpoZa6xN7eHo6OjszN6D///IOcnBwxQUIfxBNtEh8fj5CQEOZ1YGCgQX02\n", "lf2siLYE1CSenp5obGxERUWFxo+lL1RVVaG5uRmurq5wcHCAsbExaf3ZATh37hwAiE1GqMrAgQNB\n", "UZTa2n/y+XyJgkRAQADy8/OVygfq2rUrioqK8PLLL4utY9P289ChQ+jVqxfCwsIA/CtIKJIjQXd/\n", "EhQklBWW6VbF+iBMx8bGwtLSEkeOHJG5HS068Hg8tLa2qiRIACCCBEHv0WtB4tmzZ9iwYQMAyEzA\n", "PXz4MK5fvy5zm/3796Nfv37o168fgoKC8NVXX3WqWRyCYlRWVuLu3btITU0VK9cA2r/g+vbtK1a2\n", "4ezsDC8vLwQFBcHGxgaLFi0ibZakYMgPxLTwKSpI6MMNDyBs17127RqA9h7knRlnZ2fm+8TMzAyv\n", "vPKKXn02ZZViqPJZ0aYgQX8eOtPEAC0+uLq6gsPhwMXFhTgkOgBnz57FwIEDmfp7ddGlSxcEBQUh\n", "KSlJLd9zFRUVaG5ulliywePxkJeXxyxT9fuppaUFLS0tMgWJmpoanDlzBvPmzWPuyelrj6KChJ2d\n", "ndh1S7QMQ9FsD1XfryrW1taYMmUKfvjhB5nCraDo0NzcLCQsEUGC0BHRa0Hiww8/xNChQ2VuU1NT\n", "gw0bNmDixIlSBYYdO3Zg5cqV2L9/P+7du4ezZ89i27ZtTDgOgUAjaIuOiooCRVEYOHCgxG2HDx8u\n", "Jkikp6fjwoULeO+99+Du7o7S0lJtDJugJtjesBUUFMDFxQXm5uZi2+r6hgdot+vSJRvJyclwd3fX\n", "W/FEm2RmZsLBwQGDBw/GrVu3dD0cAJovW9K2QwJApwq2pAUJ+sGVtP40fJqbm/Hbb79hwoQJat83\n", "l8sFl8vF8ePH1fJ5p+8xJDkkAPHWn6dOnYKJiQksLS1hbGwMW1tb1t9PdFCyNEGisrIShw4dQkND\n", "A2bPns0st7KyQteuXRUq2UhLS0NwcLDYRKNoGYai2R6qvl9VuFwubt26hUePHqF3795S//6CORFN\n", "TU1CgoSiGRIAESQI+o/eChJpaWk4ffo0PvnkE5nbff755xg3bhxCQ0Mlrq+pqcH69euxYMECxj7W\n", "o0cPvPnmm/jPf/6D/Px8dQ+dYMAI2qKrq6vB5/Mxb948iduOGDECBQUFQjOX27Ztg6enJ2bMmIFu\n", "3bqxujHVp0BHbaKvD8Tx8fFMv3ig/QFD9IatsLBQarmGrm94gH8dEnw+H8nJyRg8eLBEBxktntjZ\n", "2QEABgwYYFBlDIpy//59BAUFISwsTG8ECTalGNI+KwCYv52060hJSQns7OyYoDpN4uTkBDMzs07l\n", "kKBv8ukOG25ubqRkw8C5evUqampqMHHiRLXvOzo6GlwuF62trWopU5QmOLq4uMDGxkZMkLh16xZa\n", "Wlrw66+/Yv/+/Xj+/DlTHiEPaYKEoKi6du1adOnSRUysV7T1Z3p6usz8CLoEQ1lUfb+yREdH4/79\n", "+wDa3S3S/v6CLojGxkam24boOrYQQYKg7+itIPHGG2/g888/h62trdRtcnJycPDgQWzatEmqO+LC\n", "hQuoqanBqFGjhJaPHDkSbW1trNrvEDoHitqi6RwJ2iVRUlKCY8eOYc2aNTAxMYGbm5tMh4Q+Bjpq\n", "mzNnzjBqv7GxsU7cBKI4OzszY/D09ISRkREcHR2FtpHW8lMQXd3wAO0OierqahQWFuLmzZsSAy2B\n", "f8WTX3/9FQDw5Zdf6lUZg7rJzMxkBInCwkKdZx0ocs2Jj49HeHg4gPYabx8fH5SVlWHGjBkYNGiQ\n", "1OuItjpsAACHw4GHh0enc0hYWloyYXmurq7EIWHgJCQkwMPDQ6VARUlookyxpKSECS0UhKIoiZ02\n", "9u3bh9DQUAwfPhxz5sxBREQE1q9fL3YP3bt3b7HsNmmChKCo2tzcjOrqarGHbEVafzY2NiI7O1vt\n", "v39do8jfX1B0qK+vF+rKooogQUrVCfqKXgoSJ0+eRG1tLV577TWZ261ZswYbNmyQedN/9+5dAEDP\n", "nj2FltOv2SrDBIIodnZ26N+/s2LY1wAAIABJREFUPxNsuX37dlhaWmLx4sUAINchoW+BjrqgpqYG\n", "zc3NmDhxIlpbW3Hu3Dm9eCCm627feecdFBcX48aNG0LrZTkk9AHarnv8+HE0NzdLFSRowsPDYWxs\n", "jKysLG0MTye0tLQgOzsbgYGBjFtOX1wSbHB2dsby5csBAH///TcePXqEkydP4tSpU7h+/brU64g2\n", "BQmgPUeiMzkk6A4btAOJlGwYNnw+HwkJCZgwYYLMXDJ9obS0FC4uLjAxMRFbFxAQINRt6cmTJzh7\n", "9iwWLlwIoF202LRpE1JTU8UmAng8HmpqaoSWeXl54c6dO8z1E2D/kO3h4cHaIXH//n3weDyhlp+d\n", "DcGyjOrqaqnr2OLi4oKmpiaxfREI+oLeCRL19fV499138d1338ncLiEhAYWFhVi5cqXM7f755x8A\n", "7UFCgtCv6fUEgjIlBCNGjMClS5fw+PFj7NmzB0uXLmX6XNMOCUmKtCEHOqqTxMREGBkZ4aOPPgLQ\n", "/qClD9CCxJw5c+Ds7IxTp04x6/h8PgoLC+U6JHRJz549weFw8MMPP8DS0hL9+vWTub2JiQl69uyJ\n", "Bw8eaGmE2ic3NxctLS0ICgpCz549YWtrq3NBQtFrzq+//opBgwYxrV1HjRoFe3t7se0EryPFxcVa\n", "FSQ8PT07nUOCLtcA2q/75eXlaGtr0+GoCMqSnZ2NvLw8jeRHaKJMUZbgKOqQOHz4MIyNjfHKK68w\n", "y0aMGIHRo0fjgw8+AJfLZa4bFhYWaGhoENqfubk5+vfvr1TrTEVKNuiJwj59+ih8HH1Gkb+/oAui\n", "trZW6jq20BM9pGyDoK/onSDxxRdfYOjQoUI13KI0NTXhrbfewvbt2yX2SSYQlCU+Pp4JsezSpYvM\n", "EgIul4tz586htLQUQUFBqK6uFgpy6tatGxoaGogiLYPExEQMHDgQYWFhcHBwYDpC6Jr8/Hw4Ojqi\n", "a9euiI2NRVxcHCMscblcNDY26rVDwszMDJ6ensjJycELL7wAY2Njue/p3bs3K4eEoWae0HW7QUFB\n", "oCgKoaGhOhckAODNN98EAKbmeuDAgRKvOc3Nzfj9998xfvx4oeXybk6JQ0KzSBIk2traDPIzQmjv\n", "rmFhYYGRI0dqZP90bo+5uTlMTU1VLlOU9fn29/dHRUUFnj59Cj6fj3379iE2NpbJnaF5++238eDB\n", "AwQEBDBlX8bGxmKChCTYPmR7eHjgyZMnaGlpkbvPtLQ09OzZUynhQ9+h//70NUNaa3h1CxJ0SQ8R\n", "JAj6il49zefn52P37t3YsmWL2DrBWeZt27YhKChILBdCdDsATO236EMh/drJyUnmmNasWYNJkyYJ\n", "/Xf8+HF2/yCCweHs7Ix169YBAK5cuSIzkDA6Opp5gKuvrwcAxlINtN+YApCYI6HOmRJDfUDk8Xi4\n", "fPkyRo0aBYqiEBkZqTeCRF5eHnr06AEAmDp1Kh4/fozbt28D+Lelob46JOhsEjpY7+HDh6yySXr1\n", "6iXTIWHomSeZmZlwdHRkPs/6Emy5e/duhIaG4s6dO+BwOFi4cKHEaw4dtCcoSMi7jrS2tqK8vFzr\n", "DomysjJWDx4dAVFBgv6ZlG0YJmfP/j97Zx4dVXn38e/MZJnsCQOTTMi+kQSBBJUlgEAIu8IkIIpL\n", "q1VfrbVqRauttdbaqq3KwVoX3D1vLVIITIEoIiCbhEUSIAtJyL4NmWQSsieTZOb9I+9zmeXOvmbm\n", "+ZzjOXLnZubOcu99nu/z/X1/B5CTk2O3EFiS2/OrX/0KoaGhVocet7S06LT8JKh32igsLERlZSVr\n", "KTTJirh+/TpT9lVdXW2SIAHcmGR7e3vDz8+PVWSJioqCSqUyKfDVWKDlRIZ8/6WlpYiIiMBdd93F\n", "+v2rl2VoCxKWlmwAVJCgGGfHjh06896nn37a7q/rUoLEkSNHEBAQgLVr1yIzMxOZmZnM4OvDDz9E\n", "ZmYm7r77bvzwww+oqKhg9snMzMT27dsBAGvWrEFmZiYjGmRmZgKARi9m9X8bszJv27YN+/bt0/hv\n", "8+bNNn3fFMdhyuR9//79uOmmm/R2biHPY6zkggwS9A1MyU2cx+MBYO/mYIiJPkG8fPky5HI5Iyxm\n", "ZWXhzJkzdrU6myre1NXVISEhAQCwePFiCAQCpmyjoaEBgOsKEiSbhLQJa25uNimbJC0tDU1NTTqD\n", "H+3nnaiZJ2VlZUhPT2f+ffPNN6OhocGpYt7Zs2dx9OhR/O53v0NqaiqWL1+Of//736z7FhQUYOrU\n", "qTr3LPU2s76+vvDy8sInn3wCYHyyrFQqHe6QUCqVHtPymM0hAVBBYiJSU1ODkydP2qVcQ5ubb74Z\n", "MpkMXV1dVj1Pa2ur3vM7OTkZwHgA/Keffoq4uDgsXbpUYx99Y5mhoSF0d3drbDt27BjuvfdejI6O\n", "amwnk+zw8HA8+uijrCILOUZTgi1Jy093RiAQYNq0abh69Srr47Z2SISFhcHLy4sKEhSjbN68WWfe\n", "u23bNru/rksJEg8//DDq6+tRXFzM/PfNN98AGF95Li4uxtdff43vv/8eV65c0djvscceAwB8++23\n", "KC4uZkSD1atXIygoCIcPH9Z4LVK7vmHDBse+SYpTMHXyPjo6ioKCAqxbt87q1zTkkADGb+InT54E\n", "l8sFl8tFTEyMWSslE32CeOTIEfj5+THlWVlZWejt7UVZWZnNX8tc8aa2tpYRJLy8vCAWi7F7924m\n", "PyIgIEDH9uoKWJNNkpqaCkC3b721z+sqkJafBFcItnz99dcxbdo05ry95557cPLkSdYMhgMHDmDN\n", "mjU6QXvqbWaLiooQHByMl19+GcCNwX9UVJSd38kNoqOjAcAjciTGxsbQ3t6uIUiQlUja+nPiQO4P\n", "t9xyC5RKJT766CO7i/tpaWkAYFVuz/DwMNrb2/UKEgEBAYiMjMSpU6ewc+dOPPjggyaXOXM4HB2X\n", "U0VFBb7++mtmEUUdlUqF9vZ25r6pDbkGGcuRaGtrg0wmc1uHhDopKSkaoaPqaHfZ0PeYqXC5XAiF\n", "QipIUFwWlxIk2CAlGMZa1ejbLzAwEK+//jq++OILxnJdV1eHbdu24ZlnntHb253iXpg6eS8sLIRc\n", "LjcqSJhSchEQEIDg4GCDK2VtbW0YGRnB8uXLUVRUZLJF0h0miEeOHMHChQuZmyvp9GCPsg1zxBuF\n", "QoGmpiamZAMYL9uorq5GSUkJ0/JzIiSwmwMRJNyx0wbpsKEuSCQmJiI4ONhpgkRZWRn++9//4vnn\n", "n2cG+GKxGL6+vti5c6fGvlevXsXVq1d18iPUEQgESE9Px/vvv49du3Zh586dzHfp6JINAB6RI9He\n", "3g6lUqnRctHX1xeTJk2iDgkXRtspR+4P169fBzAuUtpb3J82bRo4HI5VggT5jbGVbBCRpaOjA598\n", "8gn6+/tZnR/6xjKZmZn4/vvvNbb19/cjICCA9d7X3d2N4eFhnfajhLCwMPD5fKOCBAm09ARBIjk5\n", "GVevXmWd36iXZZB2q2yPmQNp/UmxDRO1XNpVcVlBoqurC/Hx8Vi0aBE4HA62bduG+Ph4fPrppxr7\n", "ffzxx4iPj8c777wDDoeDhQsXIiEhQcNq9vjjj+Of//wnHnjgAcyaNQtr167FM888w5pVQXE/zJm8\n", "79+/H+Hh4bj11luNPq+6VVokErHWTUZGRhq0LpNB+913342RkRH89NNPJryjiY9CocCJEyc0cmD8\n", "/f2RmZlpc0HCXPGmsbERKpVKY6UnOzsboaGh2L17t0u3/LQmmyQ4OBiRkZGsA2R7pMM7EtJhQ71k\n", "g8vlOjXY8o033kB0dLRGEG5wcDBuv/12nZyigoIC+Pj4sOYmaXPXXXdh3bp1uPfee5kuVOvXr3dY\n", "OVdwcDBCQkI8wiFBBvfqDgmAtv50JdQnDWxOuYqKCtTV1en8nb3FfT8/P8THx1slSJCxBZvgSEQW\n", "hULBbPv1r3/N+jxkLBMQEAAej4esrCxIJBKd/YggwQZxBGmfCwQOh4OoqCijJRslJSXw9/fX67Rw\n", "J5KTk9HX18cqEqi7ILQFCUscEgAVJGzFRC+XdlWMR687ibCwMNabhDaPPPIIHnnkEaP7Pfjgg3jw\n", "wQdtcWgUN2bfvn24/fbbTbI1Eqs0GbSwTcyMDUyJILF27VoEBgbi9OnTWLRokdHXJhNE7eeeKBPE\n", "c+fOob+/X2eClZWVhQMHDjjpqMYh+TLqAyIfHx+sW7cOu3fvBp/PZzqxuCISiQS5ubnM9TM+Pt7k\n", "bBJDnTYkEgluvfVWNDY2gsvlYt68eValwzsSUgak7pAAxss28vPzHXoscrkcDQ0N2LFjB7Zu3aqz\n", "2rV582Zs2LABFRUVjGuloKAAS5YsMTl1XiqVYmxsjKk9Jo6gH3/80bZvRg+e0mlD3yRMJBLRkg0n\n", "I5PJIBaLGTE6Li5OR/SXSqVYvny50yZpaWlpTPcfSyCTe21BwpgIrz1GIGOZ5557Dv/617/0Xies\n", "ESSA8bINUxwS06dPZy0LcTdI++aqqiqdz01ddNB2zlojSOgrEaGYDhH7CFKp1KH3V3fFZR0SFIqt\n", "MHV1t7KyEpWVlWbnRwgEAr0igCkOicDAQEyePBlz5841yx0gkUiYOnjA/FBMZ3LkyBGEhoYyobOE\n", "rKws1NTU2HSAaO7qfm1tLXg8HmM9J2zcuBFXrlzB5cuXXTbQEtDMFCgpKTErxd1Qpw2hUIhZs2bB\n", "19cXSqUS//nPf6xKh3ck5eXlGh02CDfffDPq6+sdYrtUX1Uhzj+2a82aNWsQHBzMuCR6e3tx/Phx\n", "g+Ua6sjlctZBvyPLuaKjoz3CIUEmYdo29YiICOqQcDJsZXqXLl3S2a+5uZnpxqaOI8T99PR0qxwS\n", "LS0t4PP5CA0NtcnxCAQCDUeFNoYECX1uIXWmTp1q0CEhl8tRVFTkEeUawPiiB4fDYQ22tHWGBEAd\n", "ErbAHcqlXRUqSFA8AolEwmQCcDgchIeH60ze9+/fDz6fj5ycHJu9rikOiZiYGI22l8byUghCoRAP\n", "PPAAvLy8cPvtt0MgEEyYCeKRI0ewdOlSnVWQrKwsANBQn20BsaSSVm4xMTF6xZu6ujrExMTAy+uG\n", "gUwmk+Gvf/0rOBwOxsbG8Nlnn7m8Rc+QUKaPtLQ0XL16VSdFHRjP5yksLGQCg0kmz0SgrKxMxx0B\n", "3Ai2dMR7UZ8gDQwMYHR0VKNcg8Dn85GXl4cdO3ZApVLh8OHDGBkZMVmQcAU8ySERFhamM0GgJRvO\n", "Rd+kga0VrVAoxIkTJ4yWX9qDtLQ0NDQ06FjyTYV02NDOdLC0xM7Pz49Zjd++fTvmzp2r8bgxh4Sf\n", "nx+CgoL0Pr8+h4S6WFtSUoIjR464/P3VFvD5fMTExLAKEurOOW2HBM2QoLgjVJCgeARCoRA5OTmY\n", "Pn06Xn31VbS3t+tcmPfv34+cnBz4+/vb7HWJQ0KfyKCeR7BgwQJ0dHTobQPFxr59+7B06VLcc889\n", "KC0tnRA24b6+PhQWFrLWw0dFRSE6OtrmORLENUAEj1tvvVWveFNbW6sRaAmMTybPnj3LfI/V1dUT\n", "qqOJqaSlpWFkZESnTTIw/p47OjqwadMmCAQCFBcXO+EILUO75SchKSkJQUFBds+RMHdV5Z577sHV\n", "q1dx4cIFFBQUYNq0aUhMTDTptVwh78OTHBJsK8JEkDBVXKbYBvW8CNL2WB22MoCkpCSkpqZa7Cqz\n", "hrS0NKhUKtbORqbQ0tKiN7DWlIwrbYggoVKp0N/fr+PeeOaZZ/DWW2+x/i05FwyFPROHhPZ5oS7W\n", "AkB9fb1b3l/Z0Ndpw14lG/39/RYLYBTXuL+6K1SQoHgMJSUlmD17Np577jkkJiZiy5YtzI1RLpfj\n", "1KlTNmn3qY5IJMLAwAB6e3tZH29sbGTs/3PnzgWHwzF5Mt7T04Njx47hjjvuYCb32u1tXZGTJ09i\n", "dHRUb0BfVlaW3WrxOjo6AIDVuktQb/kJeJZFj2QWsNmIiWtl3rx5mD179oRxSIyMjKCqqorVIeHs\n", "YEt9LF26FEKhEJ9++ikOHDhgtjvCksmILYmJiUFnZ6fdBr6ukm5uSJAYGBhgMjwo9kU7ZG7GjBno\n", "7OzU2S8zM9PgeWGJq8warG392dLSwtphA7CsdI84CBUKhYZbgkAC/NjQdy6oExUVBYVCwdyHAc+6\n", "v7JBOm1ooy46DA0NaQg91ggSAKhLwkokEglz7gqFQoffX90VKkhQPAKlUomSkhLMmDEDPj4+ePPN\n", "N/H999/j4MGDAIBvvvkGSqWStS2WNZDBgr4cCXWHRGhoKKZPn27yZPy7777DyMgI7rjjDqa+39UF\n", "CblcjgMHDiAyMhLTpk1j3ScrKws//fQT6wqXtbS2tiIpKQnV1dV6RaK6ujqPSPhmQyQSITg4mDXY\n", "srCwEGlpaQgLC0NmZuaEcUiQDhtsggQwXrZh7+425q6qdHZ2gsvl4sMPP0RbWxsOHjxoloXZmhwR\n", "W0DyV2ztknC1dHN9kzCyjZZtOAbtvAipVIro6GjMnz9fQ3woKChw6nmhTUhIiN7ORqZgyCFBMEdk\n", "IYLE4OAg/Pz8MDo6ylrmwoapggQAo8GWnkRycjKqq6uhVCo1tquXZQwPD2u4e6wp2QCoIGEtQqEQ\n", "jz76KHx8fFBaWur064i7QAUJikdQX1+P/v5+Jixp3bp1WLJkCbZs2YK2tjbs3r0bt956K0QikU1f\n", "lzwf28B0YGAAHR0dGi0kFyxYYLJDYt++fZg5cyYz0cnJycHhw4dd0iasPpH46KOPoFAo0N7ezrpv\n", "VlYWFAqFzVfgR0ZG0N7ejtWrVwO40e9cnevXrzMthwmeZNHjcDh6gy1Pnz7NrI7Nnj0bjY2NGitd\n", "rgrpsMFWsgE4LthSIpEgOjoaHA7HqGtBLBZrlF+Vl5dbZGF29IovgVzTbJ0jwRZU6ExrtyGHBEAF\n", "CUegb4V9dHQU+/fvZxUfnHVesGFppw2VSsVkSNgKPp8PYFyQIKWr2i4JfZgiSJBjVQ+29KT7Kxsp\n", "KSkYGhrSEWm0HRLqggR1SDifyspKpKSkYMqUKc4+FLeBChIUj4BMPmfMmAFgfOL1hz/8AVeuXEFK\n", "Sgr279+Pa9eu2Xy1jQxM2RwSZPVQXZDIyspCeXk5urq6DD7v6OgoCgoKNEpMcnJy0NLSordtozNR\n", "n0iMjo6io6ND70Ri1qxZ8PPzs3mOBJngLVu2DN7e3qxlG6RVprZDwtkWeEfC1vqzt7cXpaWlmD9/\n", "PgAw3VGc4ZIw165fVlbG2mGD4KhgS6FQiNDQUGzYsMHg6qw7WJhJ0J4tHRKu+LkYEyQmQqaPu+NK\n", "4gMblnba6O7uxsDAgN6SDUvQdkiQ/ye89tprKCgoYP1bUwSJ8PBw8Hg8ncm3RCJhAjRDQkLc+v6q\n", "TXJyMgDolG2oiw7aDglLBQmBQAAul0sFCRtQVVWl1+VLsQwqSFA8gpKSEggEAg0HxEsvvQRgPItB\n", "pVKhqanJ5qttgYGBCAoKYl0pa2hoAKArSADAmTNnDD7vjz/+iK6uLg1BYtGiRfDx8XG5sg1zJxLe\n", "3t6YM2eOzQUJIgrFxsYiPT0dFy9e1NmHhDlqCxLOtsA7EuKQUHfanDt3DkqlkhEkkpKSEBgY6FBB\n", "wlK7fnl5ud5yDWB8QBgYGIgTJ07Y8nB1qKysRElJCe69916XniDZAh8fH0RERFjtkNAWn0y1jzuC\n", "4eFhXL9+XaflJwAEBQXBz8+POiQcwERfYSedjQy122SDuAxs6ZBgEyTUW05u376dtQPW2NgYZDKZ\n", "UUGCx+MhMjJSR5AQCoX461//CgA4cOCAW99ftYmLiwOPx9MJttQu2VDPkLC0ZIPH42HKlCkGBQlX\n", "yedxdaqqqpCSkuLsw3ArqCBB8QhIfgS5qDtytY102tCmsbERHA5HY0CRmJjITH4NsW/fPohEImZ1\n", "FwACAgKQlZXlcoKEJWRlZeHUqVM2LQkgk4PIyEjMmjWL1SFRW1uLwMBAvQNZV19tswVpaWno6enR\n", "WN09ffo0QkNDmdBLLpeLjIwMhwZbWmrX19fyExgXORYuXAiFQoG33nrLrpkE+fn5CAgIwMqVKw3u\n", "N9EnWARrOm1oi0/z58/H3/72N9brgbM+FzKoZ5uEkbIcKkg4BolEwqxWhoeHT6gV9vT0dIyNjaG6\n", "utqsvyNjCnsJEosWLcK1a9c0Fkz0tf3s6OiAUqk0KkiQ41Uv2SCcOnUKYWFhekMz3RVvb28kJCQY\n", "dEgoFApwuVzWx8xFKBSyChKuls/jyvT396OpqYk6JGwMFSQoHsHly5eZcg1Ho29g2tjYiMjISHh7\n", "ezPbOBwOsrKyDLoDVCoV/vvf/+KOO+7QuEkB42UbP/zwg0utJJo7wZLJZNi7dy9kMhmmT59usxtj\n", "a2srvLy8MHnyZGRkZKCkpARjY2Ma+5BAS0Oty9wdtk4bhYWFmDdvnsbvbfbs2Q5zSFgqIJIOG/ry\n", "I4jIoVAoMDQ0ZNdMgt27d+P2229nBv2GcIcSoZiYGIsdEtri05kzZ/Dmm29iy5YtmDdvHry9veHn\n", "5+fUz4UIdvomYSKRiJZsOAihUIinnnoKPB5vwjnYLO20QSb1tsy9UhckfH19mRILgj5Bwti5oE5U\n", "VBRrqOXJkyexYMECnTGNJ8DWaUNbkLBFlw1gXLBjEyRcLZ/HlSHiIXVI2BbPO/MpHsfg4CCuXr3K\n", "BFoCjl2FNOSQUF99IGRlZeHs2bMYHR1lfb6KigrU1NSwtihdvnw5ent7cf78eesP3IZIJBLG7h8c\n", "HGw00I9kGMhkMpvdGFtbWyESiZjVffK7UKe2tlYj0NITSUhIgLe3N/MdKJVKnDlzhvn+CLNnz0ZV\n", "VRV6enqccZgmYajDhiNdUjU1NSguLsbGjRtN2t8dSoQsdUjo+14EAgF+97vfobCwEHfccQcyMjKc\n", "+rkYm4RFRERQh4QDIRkGEy1kbsqUKZg0aZLZwZYtLS0QCARMEKUtIILE0NCQzmNjY2MYGhqyWpBg\n", "c0iMjIzgzJkzWLRokSWHPeFJTk7WKdlQFx1GRkbsKki4Yj6PK0O+KypI2BYqSFDcnvLyciiVSh2H\n", "hKNWIQ05JNgEiQULFmBgYIC1pAAYL9fw9/dHdna2zmM333wzQkJCXK5sQygU4pNPPgEAfPnll04J\n", "9JNKpcxq0qxZswBAJ0eitrbWY1t+Ery9vZGUlMSs2FVWVqKrq0vHSkuCLfX9Tm2JpQIi6bBhKEPC\n", "EeTn58PPz4/p8GIqE7lEiDgkbNX1R71uOi0tzeYtRc3l2rVr4HK5mDx5MuvjtGTDsZgSquiKcDgc\n", "i4Itbd1hAwBrkCWBZEkYEiTY8lS0YXNIXLx4Ef39/Vi4cKHZx+wOpKSkoLa2VmMRSv16NzQ0pNEW\n", "1NIMCUC/Q4JiOpWVlRP63uyqUEGC4vaUlJSAw+HoTEoctQpprkNi9uzZ8PHxwffff68zCZfL5cjP\n", "z8eKFStYrd88Hg/Z2dn4/vvvbfcGbMSFCxcAAEuWLHHK67e2tjKJ5JMmTUJ0dLTGZHpsbAwNDQ0e\n", "L0gA4xM+MkAuLCwEh8PBnDlzdPbx9fV1WNmGRCLBrbfeyvw7NTXVqIB4/vx5TJo0iXXVVJ/IERcX\n", "Z/OBxu7du7FmzRrWwby7Eh0djaGhIbOFRFPEp4SEBLS0tLCu5DqKa9euQSgUalja1aGChGNRF5wn\n", "GurXW1Opq6vTK4ZZinrbz56eHmRnZzNhv/39/QD0CxJhYWEmrdxHRUWht7dXw1l36tQp8Pl8jUws\n", "TyI5ORmjo6NM0Dmg6YKQSqXo6+tjfcxc2AQJd8ktchQ00NI+UEGC4vaUlJQgISEBgYGBrI/bW+kU\n", "iUTo7+9Hb28vs02pVKKpqYlVkOjp6YGPjw9eeeUVJlyorKwMWVlZmD59Os6fP4+SkhK9uQrLly/H\n", "mTNnNF7PFSgqKkJiYiJCQ0P17mPPG6O6IAGMuyTUHRKtra1QKBQeX7IBjE/2SclGYWEhZsyYgeDg\n", "YI19vL29MWPGDIcFWwqFQmzduhXAePeaW2+9Va+ASAK6/vGPf6Cvr09vDom6S4r8vrZs2WLT425o\n", "aMD58+exYcMGmz6vq0OubZbkSEgkEqbETiAQ6LjXEhISoFKpNAbwjsbYirxIJIJcLje7ewLFMiaq\n", "QwK40WpZO9OIDXJtO3z4MAoLC20aPqjukOByufjhhx+Y8orAwEB88sknyMjI0Pk7cz574upQL9s4\n", "efIk5syZY9VEeyJDWn+ql22ofxZKpVLDaWZNzkZ4eDh6enp0xFyJRIKkpCTmtSdibpGjqKyspIKE\n", "HaCCBMXtcWagJQBmEqzukpDJZFAoFKyChFgsRl9fH4aGhphwofnz56OwsJBRtmtqavTmKuTk5GB0\n", "dBQHDhwwaXXSUW2eLly4YNIKiPokkcvlQiQS2eTGqC1IZGRkaDgk6urqAOi2/PRE0tLS0NLSgp6e\n", "Hub3x4Yjgy2B8YEAh8PBY489hv379+sNbyUBXUNDQ1AoFHpzSNRdUhUVFZg2bRry8/Ntesz5+fnw\n", "9fXF2rVrbfq8rk50dDQAWFRaIRQKcffdd8Pf35/VvUbOUXLOOgNjkzDymKPs0e7ars/U9zWRHRLp\n", "6ekYGhoySWAj17aRkREMDg7aNHzQ29sbPB5Po+0nKd8IDAzEQw89xJzX6pgjSERFRQEAU7ahUqlw\n", "6tQpj82PAMavlb6+vhqZVoYWlKw5z0lZjbaIJRQKsXz5cgDj39FEzC1yBCqVClVVVbTDhh2gggTF\n", "7SkpKdEItHQ0ZJCkbt8lq4bagoS+DAW2m5O+XIXg4GD4+PjgkUceMdi+yVibJ1sOcJVKJYqLizF7\n", "9myj+6pPEh944AH4+PhYHVSmUCjQ0dGhMWCdNWsWpFIp855ra2sBgNWh4WmQThtnz55FWVmZQUGi\n", "rKzMYdb5qqoqxMTE4J577sH169dx7NgxnX0sySERCASYPHkyHn74YeTn59vsdy+Xy7Fjxw6sXLlS\n", "x2Hi7giFQnh7e5ttRSe+QopJAAAgAElEQVQcPHgQOTk5rJPMqVOnwtvbmzlnnYEpDgkAdi/bsKRd\n", "30QQL8x5X0qlEm1tbRPaIQEY77ThiPBBPz8/DA4OgsfjwcfHhzVPQpu2tjaT8iOAGws0xCFRVVWF\n", "9vZ2j82PAMZLbRMTEzUECX1uEWs7gJHviU0oPXfuHLy8vNDc3KyRWUG5QUdHB65fv04dEnaAChIU\n", "t0Ymk6Gtrc2pDgkyMFV3SBBBIjY21uavl5ubC4VCgf7+foPtm/S1eTI0ELR0IHv16lX09fWZVSMq\n", "EAhwzz33oKGhweqyABK6pe2QAG6EMtbW1kIkEpnUltHdIYLEl19+CQB6e8NnZmZibGwMpaWlDjku\n", "sjKRkZGB2NhYm1tKf/azn0GlUuGrr74y6++0zwtyDk2fPh0//fQTysvLPaqnu0wmw8KFC6FUKvGX\n", "v/zFbFt5d3c3Tp8+rTcElMfjITY21qmChLFJGLnu27v1pznt+iwRL5yFOe+rs7MTIyMjE9YhER0d\n", "jYCAALM7bdgDIkiQ/ydhloYwxyHh6+uLKVOmMA6JU6dOgcvl6r3HeAranTb0LcJ4eXlZVb6qT5AY\n", "HBzEpUuXkJOTg+HhYZe9LjibyspKALTDhj2gggTFrSkpKQEApzokgoKCEBQUpOOQCAwM1MlT0Jeh\n", "EBQUpLONLVfB1BUUfftdvXoVq1at0hkIrl271qqBLBEUSGcGU7ntttswadIk7Nmzx6y/04aIQeqC\n", "BMkVITkSdXV1tFzj/wkMDIRIJMLu3bsxefJkprZUmxkzZoDH47EKRvZYhSW1mxwOB7m5uZBIJDor\n", "OQKBgFXoMyWHRCgUYv369fj4449N6g6hb4JHJlNk0FddXe1RPd3J+x8bG0N/f7/ZtvKjR49idHQU\n", "K1eu1LtPQkKC0wQJlUpldBI2efJkcLlcuzokzF0xN2eS70zMfV/mtJ10RTgcjknBlo4IH/Tz82Mc\n", "b+riRGVlJbZu3crqhjM3v0O908bJkycxc+ZMj3OQaZOSkqLThpyEjHK5XCY3wtoyCiJ0aAsSFy9e\n", "xOjoKDZt2gQArOefpUwER5apVFVVgcPh6B0TUSyHChIUt6akpAR+fn5ITEx06nGIRCINh0RDQwNi\n", "YmJY7Xds7UhJeJW9W5S2t7ezZgIUFxdbNZC9cOGCRd0LvL29sW7dOqsFCTIpUF9B43K5mDlzpoZD\n", "ggZa3phkd3Z2Ynh4GGNjY2hvb2fd18/PD2lpaRqChL1WYcfGxlBdXc3Ububl5UEqleLs2bM6+95/\n", "//0Axgdf5p4vDz/8MEpLS3Hu3Dmj+7JN8G6//XbU1NTo7OspPd1tYSs/ePAgpk2bZvB8dKYg0dfX\n", "h4GBAYOTMB6Ph/DwcJfptOEIu7+zYLu+TzRM7bQhkUiYEMSIiAibjwX0OSQuXLiALVu26ARvDg8P\n", "o6uryyxBYurUqUzJhqfnRxCSk5PR0NCA4eFhZhsZH0ZFRTGh7P7+/la9jre3NwQCgY4gce7cOfj6\n", "+uKOO+4AYBtBYiI5skyFlI1SJ63toYIExa25fPky0tPT9bZmcxSRkZE6Dgm2QEuAvR3p9OnTTWpR\n", "amorQ4FAwPr6qampCAsL09nOlv5tzkC2qKjIpPwINjZs2ICKigqLa9GBcYcEuRGro95po7a2ljok\n", "cGOSTQZGXV1dBsUn7WBLe63C1tfXY2RkhLFKZmVlYcqUKTqDcZVKhQ8//BCrV6/GlStXzG7pm5OT\n", "g5iYGHzyyScG99M3wbtw4cKEH3Q5E5VKhYMHD2LVqlUG9yOChClOFltj6oq8SCSya8mGu7XrIyup\n", "ISEhGB0d1Xlc3/ua6A4JYFyQKC8vN/p7FgqFeOSRRxAYGIjS0lKbhw/y+XxGkNi3bx+efPJJADfa\n", "fmpPxMjE1hKHhFQqRU1NjUfnRxCSk5OhVCoZkVWpVDIdejgcDnM+2KITCVvrz7Nnz2L27NmYPHky\n", "wsLCbCJITBRHljlUVlbSQEs7QQUJilvj7EBLgrZDwpAgQWBrR2pKi1J1hwURF6ZMmYLR0VFmwDc0\n", "NAQ+nw8OhwOBQMCsIh8/fpzJD1DHy8vL1Leqg0qlQlFRkcU9xnNychAYGGiVS6K1tZXp2qFORkYG\n", "Kioq0NXVhWvXrnm8IGHJKmpmZiYuX77M/L7stQpL6muJIMHj8bB+/Xrs3btXYxD/7bffoqSkBM8/\n", "/7xFLX15PB5+8YtfYMeOHaivrzf7uPl8Pqudc6JOEs3FVFFUHxUVFWhsbDRJkOjt7UVnZ6elh2ox\n", "pk6AIyIi7O6QkEgkTIkSj8fDpEmTWFfMXUm80Je5QlZSw8PDIZfLkZKSguDgYHA4HINOAKlUitDQ\n", "UMbiPhFJT09HT08PysrKjO7b2NiI2NhYu3xv6g6Jm266iSlz7O/vh7+/v8491BIxiDgkTp06BQBU\n", "kMCN+xop2zh8+DCzEDQ8PMwsEPj4+Fj9WmyCxLlz5zBnzhwA49lm1rZUnqiOLGPlJVVVVTQ/wk5Q\n", "QYLitpCwPWcGWhLMcUhYi7rD4urVq9i7dy8KCgoQERHBDPhEIhHOnj2Lo0ePorKyUmMVma1khK33\n", "uKkD2draWnR3d1vskODz+Vi7dq1V7RilUqlGfgQhIyMDY2NjOHDgAADQkg0LmD17NoaGhnDmzBm7\n", "vk5VVRV8fX01zpvc3FxUV1drhGq+8cYbmDdvHm677TaLX2vdunXo7+9HRkaGXqupvgleRkYGfvzx\n", "R4eUWLkq6tcQco1YsWKFSX978OBB8Pl8LF682OB+5Fy1pGzD2ppmcxwS9hYkAgMDMTg4iPvuuw+/\n", "//3vMTg4yNi7tZFIJEypYEBAADgcDrZv327X41PHWOYKWUnt7OxESkoKKisr8fbbb0OlUqGgoECv\n", "E8DcDANXQyaT4ZVXXgEALF682Ki13Z7jB3VBQp3+/n4EBATobLdEkIiKikJ7ezsOHz6MhIQE1nuz\n", "pyESiRAQEMAIEu+99x4jPgwMDDDihD0cEnK5HDU1NYwgERcXZ9MMCVdF/T5gSnkJKRulgoR9oIIE\n", "xW2pqanB0NCQyzkkBgYG0NHRYbcBBYGsDovFYiQlJUEulzMDvuvXryMhIQFLlizRWUVmKxkpKChg\n", "JhgkfOrdd9816TguXLgAABYLEsB4XkBxcTHq6uos+nvikNDmpptuApfLZSaLnu6QMHcVVSaT4bnn\n", "ngMA3HHHHVizZg1jM1XHkvwQbSorK5GcnKyxQrds2TIEBQUx39/p06dx8uRJvPDCC1a1R/vVr34F\n", "YLzbgyGrqUQiYZw/ISEhjPDAdg55Uk939fdfWVmJZ555Bm+88YZJZVcHDx7E4sWLjdboknPVHEHC\n", "VjXN165dg6+vL0JCQgzuJxKJ0NzcbNcVwe3bt0Mul+PPf/4z7rvvPgwODuLQoUOs+wqFQggEAqxf\n", "vx6XLl1CUFAQPv/8c7sdmzZsFu61a9eyZq50d3dDLpczCwqGVmylUumEzo8Qi8VM2VtnZ6dRa7sz\n", "BImBgQG9ggSXy8XkyZNNfo2oqCgAQH5+Ps2P+H9IUGJVVRXq6+uxf/9+5jPt6+tj9rOHIEHykubO\n", "nQvANoKEsxxZpojNbPeBtWvXGi0vaWhogEKhoCUbdoIKEhS35fLlywDgMg6Jvr4+9Pb2oqmpCQDs\n", "LkgQ5HI5enp6dLZ3dXUZvHCrCxXqE4zLly9DIBDgs88+M+n1i4qKEBUVZdWEbPXq1fD19bV4lbm1\n", "tZV1Fcbf3x8pKSk4ePAgfHx86EoN2ENV9X3uYrGYGcxcv34d586dQ2dnJxITEyESiZhE7/vuu8/q\n", "4yItP9Xx9fXF2rVrsWvXLsjlcvztb39DWloaE8xlCeZYTUlXDn9/f1y8eFFHeLCkZMSdIO//L3/5\n", "C2JjY/HAAw9olI5pMzAwgOPHjxst1wCA0NBQhIWFmSVI2KqmmazIGxK9ZDIZvvrqK0ilUrsFug0O\n", "DuLvf/87fvaznyE+Ph4pKSlIT0/Xe77W1NSguLgY9957LxITE/HMM8/g/fff1ygntBeWZq6QchRD\n", "E6SJ7JCwxNre1NTkEEHi3Xffxeuvvw7AsENCKBSaldM1depUAOPvnZZr3CAlJQXl5eXYunUrQkJC\n", "mHuJeicpewkSAoGAEXnj4uLQ0NBgdT6PRCJhSoA5HA7Cw8Pt5hQ0R2xmuw+whblrn4PaZaMU20IF\n", "CYrbUlJSAqFQ6BIrk2T1RiqVorGxEYDjBAlbQloq/uY3v8HHH3/MJGUb4sKFCxbnRxCCgoKwYsUK\n", "7Ny506LVRn2CBDAebDk4OIjo6Gid+lhPxNTVfX0D6SlTpuDs2bMoKSnBlStXsHr1anzwwQdWD25I\n", "y091ZDIZioqKUFpaipSUFOzbtw+PPfaYw75HpVKJTz/9FHfffTfrahBlHD8/P3zxxRc4f/48EhMT\n", "9Q4ajx8/juHhYZMECcC8Thu2rGmur683KjSJxWLG0WWvQLePP/4Y7e3tePHFF5ltubm52L9/P0ZG\n", "RnT2z8/Ph5+fH1avXg0AePrpp8Hn8/HGG2/Y9LjMwd/f32DmilAohK+vr1GHxEQVJMylv78fcrkc\n", "0dHRdnl+9bafZ86cwXfffQcAWLVqFX7961/r7G+uGCSTyfDAAw8w/37//fdpCDDGP5fTp0/j9OnT\n", "+Oc//wk/Pz/W7C5bZEgIhUJ0dnYy1wiSH0EE1tjYWAwODurtrmXO68ydOxfJycl45JFHwOfzmUUK\n", "W2Oq2KzvPsAW3K5NZWUlfH197XbueTp09E1xW1wl0BIAMxkmggSHw2FWCeyNPaxzTzzxBPz9/fHm\n", "m28a3I8EWlpTrgGM36yvXLmCc+fOYfr06WatNg4PD0Mul7MKEjKZDIWFhQCA5uZmt2hLZSssXd0n\n", "K2Xk71944QWUlpaioKDA4mPp7+9Hc3OzjkNCLBYzqxYk3HDHjh0Wvw5g3vly5MgRNDQ04OGHH7bq\n", "NT2B+fPnQyQSobGxUe+g8eDBg4iNjTXZEpuQkGBxGZclkFW4/Px8lJWV6b1e2DvQTS6Xo6WlBX/7\n", "298YtwMhNzcXXV1dOHHihM7f7d69G2vWrGFWukNCQvDss89i+/btaG5utvq4DKHvvJo1a5bBzBUu\n", "l4vY2FijDomJWrJh7v3Z3g5L7baf5P9XrVqFRx99VGd/cwUJdVcdMN5SfKJ3XrAFYrEYLS0tUCqV\n", "UKlUkEqlzL1NHVs5JIDx65lKpcLZs2eZ/AgAzO/R2rKNkZER7Nu3D5s2bcK6devQ0NDAZGTYEltc\n", "b729vXW2aZ+DVVVVSE5OdnrXPneFChIUt0Qul6O4uNglyjWAGw6J1tZWNDY2QiQS2UTpNhVzbPim\n", "EBISgqeeegrbt2832NauoaEBnZ2dVjskxGIxqqurAYy3GTNntZEcH9uAVSwWM46V4eFht2hL5ShM\n", "HUgvWrQIWVlZeP311y12SZDvXt0hoW8Q0tDQYPWkT/184fF4CAkJYT1fPvnkE6Snp2PevHlWvZ4n\n", "IJfLNazHBDJolMvlKCgowKpVq0zO/4iPjzfZIWELYVa9Ja4zrhfqtuTp06ejtbUVv/zlLzX2mT17\n", "NmJiYiCRSDS2NzQ04Pz589iwYYPG9ieffBJBQUF46aWX7J5+L5FImPyAiIgIkzNXDKX+Dw4Ooru7\n", "e0I7JMj1hmSSzJ8/X+/92d6ChHrbT315EuqYI0hM1M4L9kbf50I6a6hjS0Gira2N+eztIUgcO3YM\n", "XV1d2LBhAxYvXgxvb2+9+TaOwpAwSu75gYGB4HA4+OKLLzT2oR027AsVJChuBRmw3XTTTaivr8e+\n", "fftcYsU7KCgIgYGBjEPC0eUa9gjZe+qpp+Dt7Y2//OUvegcTRUVFAKwLtLR2EEPqo7UdEnRwZD2m\n", "CF0cDge/+93vcPr0aabNm7lUVlYCcFztpvr58tlnn6G7uxsXL17U2KejowN79+7Fww8/bFWApifB\n", "9jmNjo5i9erVSE9PR01NDY4dO2byNTshIQGNjY2s5QlsSCQSDTfBnDlzTBZmzble2CvQTd2W3N3d\n", "DQDYsmWLxj4cDgdisRgSiURDAMzPz2cyV9QhXTm++OILpKen29UlFhQUhOHhYTz00EMoLS01OXPF\n", "UMieIcF5okCuNySX6csvv9R7f7a3w1JdhPD398fAwIDB/SdyfsdExFZtP4FxQYK4VdQFidDQUISE\n", "hFgtSOTn5yM+Ph4ZGRkIDAzEggUL8P3331v1nGyYe72VSCQQCoXw8vJixi0FBQXMPb+wsBA8Hg/f\n", "fPONxt9VVlbSQEs7QgUJiltBBmxkkFJTU+MyK96k00ZDQwMT1OVobBmyNzIyguDgYLz33nt6yygu\n", "XLjATFadBWm7RwMrbY+pQteaNWtw0003MQFp5lJVVaXz23VEirdAIMD999+PBQsW4Pnnn9dY4f/f\n", "//1fAMD9999vk9dyd/R9X+3t7Th//jxz7aisrDT5mp2QkICxsTFm1dgYQqEQYrGYaYv5+9//3qAw\n", "qx2+ydZBRh9ErPPy8oK/v7/VrjRzBJHc3Fw0Nzfjp59+Yrbt3r0bK1euZLokEcRiMeM+ICVs9rpn\n", "fvXVV+jo6MALL7xg1jlqyCFBru/uMCkmTkLiCGOjsbERERERdnNY6ivZ+Pbbb5mOWQSVSmWWIOGs\n", "zguujr7PhS1E1BYOCXLNa2trw9mzZ5GQkKDTJcXQOWcKY2Nj2Lt3L/Ly8hghesWKFTh69KjJArI5\n", "aIvNaWlpeq+3QqEQwcHB+PnPf64zbhEIBLjpppuwceNGvPfee8w9f2BgAE1NTdQhYUeoIEFxG1x9\n", "xTsyMtJpDgl7QGoeAf1lFLbIj7B2ENPa2gofHx9MmjTJps9LuYExoYvL5eKFF17At99+i2PHjpl9\n", "PuqzStq6FIkNDoeDv//977h48SL+/e9/AxgfiH/yySfIzc01q92dp6P9fc2aNYu1vaep12xLWn9W\n", "VFRg8eLFiI+Px9GjR1n3YUts//LLL1mPSd/1goh1K1euxK233urQ1q8LFy6EQCBgzoXm5mYUFhZi\n", "48aNGvs58p6pUqmwdetWrF+/njXE0hCxsbGQy+Ua7Q8J7uCQIERFRcHb25u1DSrBnh02AF1Bgjgk\n", "fvvb3+pY2Pv6+jA4OGiWGOSIa/ZEhO1zWbp0qc5+thAk+Hw+QkJCIJPJmEBLbaxt/fnjjz9CJpNp\n", "lIgtX74cfX19OHPmjMXPqw+hUIiUlBRkZWVh6tSpWLlypd7rrVQqRXV1NVasWKF33PLEE0/g6tWr\n", "jKODrWyUYlt0I1wpFIpdEIlEaGlpsfuAwhEYG8gKBAKoVCpcuHBBp8bZEiQSCXJzc1FXV4eOjg4E\n", "BgaaPIhpbW2FSCRitYurPy8wPrmggyP7sHTpUvj6+mL16tUICwtDXFwcY500RmVlJdLT03W2k0kf\n", "mTzZS0jKyspCbm4uXnzxRSxduhQlJSUoLy/Htm3b7PJ67or29wWMt2U2Vqeuj5iYGHC5XLOCLSsq\n", "KiAWixEREaFXkCBOOwIJ4HzggQdQWVnJXPtMuV5Mnz4du3btMvn49EEEVOIIILAJIl5eXli3bh32\n", "7t2L1157DXv37oW3t7dV7XCt5eDBg7hy5Qq2b99u9t8S4bihoQHTp0/XeOzatWvw9vbWEZwnIjwe\n", "DwkJCUYdEvYWJEiXjQ0bNiAjIwMAe9tPIgaZI0g46po90WD7XH7xi1/o7GcrZ0x4eDiam5tRVFSE\n", "O++8U+fxuLg4HD582OLn37NnDyIjIzF37lxmW2ZmJgQCAQ4dOoRFixZZ/NxsdHd34/Dhw3j77bdR\n", "XFyMI0eO6N335MmTAGDwGLKyspCRkYF//vOfWLlyJVM2Sks27Ad1SFDcBldf8Y6MjMSlS5egUCgm\n", "vCChD3VLc0tLC9rb2612SACapQEvvfQSBgYGWFdW2ZBKpXrLNeyRrUFhZ+PGjRgeHsbQ0JBZbRBV\n", "KpXRMClbliLp49lnn0VjYyPS09ORl5cHHx8flwnNnWiQ78vaa7a3tzdiYmJMdkgMDQ2hrq4Oqamp\n", "yM7ORmlpKdra2jT20Se2BgcH480338Tp06fNul4kJSWhoaHBrHIPfSxYsADA+OdnbHVZLBajoqIC\n", "hYWF2LFjB5YvX47Q0FCNfRx5z9y6dStuueUWLFy40Oy/JSWObBZy0vLTXXJckpKSjAoS9mw7SBwS\n", "KpUKSUlJWLlyJYBxy7otBAmCI67ZExH1z4XNDWELhwQwLkgcOXIEQ0NDBh0SlgRRq1Qq7NmzB3l5\n", "eRotuHk8HnJycuwSbHngwAGMjIxALBYjOzsbJSUlerNwTpw4geTkZIOuKg6HgyeeeAIFBQWora1F\n", "VVUVJk2aRH+zdoQKEhS3Yu/evfD394evr6/L2QFFIhGuX78OwH4J2Y5C30CWJOUDwA8//AAAVnfY\n", "0H7d++67D8PDw/j2229N+pvW1laj+RF0cGRfrLGGt7e34/r1605fmXj22WcBAD09PRgcHIRCodDp\n", "WEAxH2st3OZ02qiuroZSqURqaipjhz527JhJfxsQEMBMes25XiQlJUGpVFodEHf8+HFs3boVr7zy\n", "CiorK40KIrNmzQKXy8Xy5ctRWFiIyspK1gG6+ufP4XAQExNj03umXC7HiRMncPjwYWzZssUi4SAy\n", "MhJeXl6sn6G7hSomJibqLdlQqVQOKdkAdDs82MohQTEdewsS5eXl8PLyQmZmps7jsbGxGBgYsKh0\n", "6/z582hqakJeXp7OY8uXL8dPP/3EtOm2FXv27MGcOXMQHR2N7OxsADfGoNqcOHECt912m9Hn3Lx5\n", "M0JDQ/H222/j8uXLtFzDzlBBguJWFBcXY2BgADt27HC5FW/1SfFEFyQA3YnE/PnzsXnzZvz85z9H\n", "TEwMHn/8cXC5XGzatMmmqe3x8fHIzMzEnj17TNqflGxQJiakF7szBwOunk8zkbHWpZSQkGCyIFFR\n", "UQEASE1NhUgkQlpamk7Zhq1dAyQvwdCqtyHkcjmqqqpw7733YtGiRXjxxRdNEkQ2b94MpVKJ/v5+\n", "APoDntU//4yMDOTk5Njknqmew7Fq1Sr4+PhYbNPm8XiIjo7W65Bwp+t7UlISamtrMTY2pvNYR0cH\n", "hoaG7Dp+4PP5AKBRRqVSqdDf38+EwRKuXbsGX19fnaBUim1gK8+wVckGaTE7c+ZMVrepNa0/8/Pz\n", "MXnyZNbzffny5VAqlXrL5SxhYGAA3377LbNAEBkZidTUVNbX6OzsRElJiUmCRF9fH/z8/PDBBx9g\n", "z549qKmpcYmufe4KFSQobsXrr7+OOXPmQCwWu9yKNxk0+fv7IywszMlHYz3aE4nTp0/jq6++QnR0\n", "NJqamtDX1welUmmX1Pa8vDwUFBQwta6GMMUhQbEv1kzyqqqqwOFwNBK0Ke6HpS4lcwUJgUDABJFm\n", "Z2ez1hpLJBLMnDkTADBp0iSrnHZTp06Fr6+v2YKE+oR+5syZaGtrwzvvvAMej2f0by0R0AQCAVJS\n", "UswKCDWEeotS4ijatGmTxc+nL2TPHR0SCoWCCYxWp7GxEYB9FzTI5HRwcBDV1dV47rnnIJVKoVKp\n", "WB0S7lQu42rYwyFBris7d+4EMF5ayzbJtlSQ6OjowK5duyAWi+HlpRtTGBMTg9TUVJuWbXz33XcY\n", "HBzUGGcuW7aM9dpOWo+bIkiIxWK0trZCpVJhdHQU7e3tLtO1zx2hggTFbTh9+jROnDiBF154weVu\n", "kDKZjOkXPzw8jAULFriN0qo+kejs7MTo6KjOPrZeSc7Ly0NfX5/RntbDw8Po7OykgoQLQBw1ZPU1\n", "NTXVpEleZWUlYmNjTc4MsQeunk/jySQkJKCzsxPd3d1G962oqEBaWhrz7+zsbNTU1OisvAuFQsyd\n", "OxcikQhXrlyxymnH5XKRmJhotiChPqEfHh7G6OgoHn/8cYuOwVTi4+PNCgjVhz0cRfraELqjQwJg\n", "d9QQQcLeGRLAuCDR2tqKt956CzKZDL/85S+Rmpqqsa+7iUGuhj0ECXJdIR1r2traWCfZYWFhCAwM\n", "NFmQIEJHeno66urqmC4bbKxYsQKHDh2yKJ+Cjfz8fMyYMQPJycnMNn3X9hMnTiAqKorJpdEHdUU6\n", "HipIUNyGN954A2lpaVi/fr2zD0UHsViM4uJiAOP9me3Z690TSE9PR2pqqtGyDZJI704D1okKcdSU\n", "l5cjKirKYFsudYwFWjoK2q7ONSGtP02ZSF+5ckVjUrVkyRJwOBydWuO+vj7s2LED//M//2OT8gVj\n", "QYXaWDsYtlRAS0hIQFNTk00COG0NmyChVCrR1tbmVpPiuLg4cLlc1t9LU1MTfH19MWXKFLu9vrog\n", "Qf6fw+Hg/fff18mDooKEfbG1IGHOdYXD4SAuLo5VBGSDCB3t7e0Axq+1+sa4y5cvR0NDg8VlbOoo\n", "FArs379fJ6+CXNu1yzZOnjyJ2267zeUWLSlUkKC4AXK5HKdOncL+/fvx/PPPa6T6ugKepLQ6ciU5\n", "Ly8P+/btw8jIiN59WltbAYA6JFwIgUCAnJwck8MEKysrnR5oCdCOLK5KfHw8ABgtNVAqlaioqNAQ\n", "JCZNmoTMzEydQevXX3+NgYEB1rZ7lmCuIGELLBHQEhISoFQqmZV4S7HHfSAuLg7Xrl3TKNPr6OjA\n", "2NiYWwnOPj4+iImJYQ22JC0/7TmZIiLE0NAQ8/8DAwOs+1JBwr7YM0PCFPSVSWlj7hh3yZIl8Pb2\n", "xp49e6weAx89ehQ9PT06ggS5tquXbfT19eHChQsmlWtQV6Tjca2ZG4ViBuo1titWrICPjw+WLVvm\n", "7MPyeBy1kpyXl4fOzk6cOHFC7z7EIUEFCddiyZIluHTpktHByNjYGKqrq13CIUGgHVlci8mTJyMw\n", "MNCoINHS0oKBgQEd23l2djaOHj2qYR/+6KOPsGrVKpvV6iclJaGuro61nI0NWwyGLRHQTBV3TEEi\n", "kTDnbXh4uNX3AWKxVhdL3LXLgz4BiwgS9kTdIeHv78/8PxtUkLAvtnZImHtdMVWQMBfStv3ll1/G\n", "jBkzkJWVxZR3yFTW9B4AACAASURBVOVys0SKPXv2ICkpibUF97JlyzSu7YWFhRgbGzNJkACoK9LR\n", "UEGCMmFhC8266667nH1YOnia0uqoleTZs2cjJibGYNlGa2srfH193SJE1J1YsmQJABgUkwCgoaEB\n", "IyMjLuGQoLgmHA7HpGBL9Q4b6mRnZ6OlpQVXr14FAFy8eBHnz5/HI488YrNjTEpKwujoqFnOA4lE\n", "wqyGWzMYNkdAi46OBo/Hs0mOhFAoxNq1axEdHY2ysjKr7wNsIXvuWpKXlJSk1yFhz/wIgL1ko7m5\n", "GcePH9dwp7hjuYyrYY8MCXMm2bGxsaivrzea9SAQCFjPbX1jXLFYjJ6eHgwPD0MqlaKwsBBr165l\n", "FhhNFSlkMhn27NmDvLw8VtdQdnY2pFIpc+0/ceIEJk+erHMP0Ad1RToWKkhQJiQTrQzCE5VWe68k\n", "czgc5OXlYe/evVAqlaz7kJaftF7QtYiNjUV8fLzePuGEyspKAM5t+UlxfUwVJHx8fHTE4YULF8LL\n", "y4sp2/j4448hEomwdu1amx2fJa0/yYQ+PT3dYYNhb29vxMTE2KzTRmFhIRYuXGiT+0BUVBS4XK5G\n", "TTtxSISHh1v9/K4ECUHVngg2NTXZ3SGh3vaTOCR++OEHLFmyBJ2dncx+crkcY2NjVJCwI/Yo2TBn\n", "kh0XF4e+vj50dXUZfM7R0VGoVCr4+fkZHePqG7sXFRUxC4zGRAr1AE25XI5vv/2WNUBz0aJFGtf2\n", "EydOWJQfQV2RjoEKEhSKA6BKq33Iy8uDVCrFd999xypESaVSWq7hoixdutRojkRVVRX4fL7dVwUp\n", "E5uEhASjq/oVFRVISUnRaZsZFBSEOXPm4OjRoxgYGMBXX32FBx98EN7e3jY7vujoaHh7e5udI1Ff\n", "X4+kpCSHDobNaaNqiOHhYRQVFWH+/Pk2OKpxsWTq1Kk6DolJkyZZvWrsaiQlJaG/vx9tbW3MNoVC\n", "AalU6tCSjYCAAHzwwQeMIKze9tNdy2VcCXs4JAimTLJNbf25bds2lJaW4tixYxaPcdkWldhEitzc\n", "XMYdTcZ8JSUlrAGaAQEBmDdvHo4cOYKhoSGcPXvW5HINiuOhggRlQjJRyyCo0mpbkpKS4OXlhTvv\n", "vFPH5geMOySoIOGaLFmyBCUlJUwqNxuXL19GfHy8ywXVUlyL+Ph41NfXY2xsTO8+2oGW6mRnZ+PI\n", "kSP49NNP0d3djYcfftimx+fl5YX4+HiLBAm2+5w9sVXrz6KiIigUCsybN88GRzWOdqcNd80wSExM\n", "BACNso2WlhaoVCqHChJeXl547LHHmM+YChKOxZ6ChCkYEiRIGUVNTQ3++Mc/4qmnnsKcOXOMjnH1\n", "jd3ZBGA2keKnn35CUVGRznZ97uhly5bh2LFjOHv2LIaHh6kg4cLQUR5lwrJ79274+PgwNjFPKIOg\n", "aLJhwwaMjo6iv79fQ0EnUEHCdVm6dCkA9hwJYsn817/+hbq6Oh2hiUJRJyEhAQqFgumqw4Y+QYLU\n", "IXd2duLpp59GSEiIxsTLVpjbaUOlUqG+vp4Jc3QUtnJIFBYWgs/nY9asWTY4qnG0BQmpVOp2+RHA\n", "jVa26r+XpqYmALC7W8zLywteXl4aQZb9/f3w8fGBl5cXs81dy2VcCWd32RAIBPD399c459TD5GfM\n", "mIHZs2dj8uTJePXVV01+XrYSZrbrBJtIYW65xbJly9DV1YU333wTwcHBmDlzpll/T3EcVJCgTFgK\n", "CwuhUChQUFBAyyA8EFNyREiGBMX1iIqKQlJSEmuOBLFkKhQKDA0N6QhNFIo6ZAJXXFzM+nhPTw9a\n", "W1tZBQmxWIzy8nIA4yty3d3ddvmtmStItLe3Y3Bw0OEOiYSEBHR1dRmtGzdGYWEhbrnlFptOoLRT\n", "/93VIREQEIDIyEiN3wsJRHVE+Zqfn59GgGV/f7+OSNfW1oaQkBDGUUGxPc52SHA4HJ1zTj1MXiqV\n", "oqenB0FBQWaJuGwlzAUFBSaJFDfffDNmz56ts53NHS2TyfDb3/4WAFBQUAAul+uSGXOUcaggQZmw\n", "bNu2DYsWLcLSpUtpGQRFh6GhIXR1dVGHhAuzZMkSHUFiogXWUpyLTCbDAw88AAD4+c9/zuqmIeGo\n", "2oKEI39rpHOCobISdciqpDNKNgBYXbZx5swZm+VHEGJjY9Ha2gqFQgHAfR0SwHjZhnrJRmNjIwQC\n", "gV3cO9r4+fkxDokvv/wSBw8e1Hnduro6TJkyxe7H4sk4W5AANEVAfdfLrq4ui66X6uUdpooUe/fu\n", "NTkkXiwW48yZM8y/r1+/Thc2XBgqSFAmJEVFRTh16hSeeuopZx8KxUkYyxEhLeGoIOG6LF26FOXl\n", "5bQcg2IxYrEYZ8+eBTA+4GRz01y5cgUAnNo+NikpCQqFAi0tLSbtTwb+znBIANYJEs3NzWhubra5\n", "IBEXFwelUonm5mYA7uuQAHQdNY5o+Ung8/mMIPHGG2+gtLQUq1evBnDDsv/555+jsbGRltPZEVcT\n", "JByBMZFCKBSaFBJPFzYmHlSQoExI3nnnHcTGxmL9+vXOPhSKE1FXyoODgwEATz75JAAw9eTuuoLm\n", "DixZsgQANLpt6AvFcvXAWorjMXXQWVFRgejoaAQGBmrs58hwZNL68+rVqybtX19fj+DgYISGhtr0\n", "OIwhEAgQFBRkMEeCBNrpo7CwEABsGmgJgMnTaGhoQH9/P3p7e932+q7tkHBEy0+CukPCz88Pd955\n", "Jz766CMANyz7g4ODUCgUtJzOjjg7QwLQzG1xVpi8vjEBDYl3L6ggQZlwXLt2DV9//TWeeOIJjZAl\n", "iuehrpRXV1dj5cqVePrpp9He3o6qqioA1CHhykRGRiIlJUVDkOjt7UVvby8CAwONWjIpFFMw1GHD\n", "VPuvtcTGxoLH45mcI0ECLc0NcbMWDoejN9hSO9BO3+p4YWEhYmNjbS4WkAl5fX2923d5SEpKQmdn\n", "Jzo7OwGMOyScJUgMDAwAoKvOjsZVHBLd3d24fv06AODrr78Gn8+Hj4+PS9+bJ2onPk+GzuYoEwq5\n", "XI6tW7fCy8sLDz30kLMPh+IikBvMF198genTp2PatGlMrfbatWshkUho4KmLop0j8dRTT0Eul+Pi\n", "xYvM6jAdQFDYIINOUp5F0B50VlRUICcnh/U5iKhJJlT2+q35+PggNjbWLEHC0eUaBH2tP8nqOEEq\n", "lSI3Nxc//vijxn6FhYU2L9cAxksJIiIi0NDQwAgS7uqQII6ampoaTJo0yWmChL+/v0bHDYrjcBVB\n", "Ahi/HmVkZOCLL77A6Ogojh8/jmnTprn0vVkikSA3N5e5lsXHx7ukeEIZhzokKBMC9ZWZt99+G0FB\n", "QRgZGXH2YVFcjIiICAiFQnR1daGnpwcAqKXUxVm6dCkqKipQXl6O/Px8fP755/jHP/6BxMREasmk\n", "GEXd4RAYGAgul4vPP/+ceXxkZATV1dV6HRIER/zWzOm00dDQ4DRBgs0hYerq+PDwMIqKiuwiSADj\n", "TpP6+npGhHJXh0RiYiKAcUGiu7sbPT09DsuQ0HZIVFRUQCaT0VVnB+MKJRvqgkR1dTVee+01PPfc\n", "c8jKynL579yUrAmK60AFCcqEQL3VkFKpRFtbG51kUnSQy+Xo7u7W2U4tpa6JTCbD22+/DQCYP38+\n", "7rrrLqxZs4bpmkChGEN90Hnu3Dl4e3tj165dzON1dXUYGRkxKkg4guTkZJMECZVK5VSHREJCAurr\n", "603uCKJOcXExFAqF3QSJuLg4xiHh6+vr8IwNRxEaGgqBQIDq6mo0NTUBgEMdEqTtp7+/Py5fvozn\n", "nnsOwLgASL7b0NBQl7XsuwPabggul+vwMuUpU6aAz+ejrKwMv/rVryASifCHP/zBocdgLXRhY2JA\n", "BQmKy0PrFikU90QsFuOnn34CAPT09GBsbAzt7e0Or5unTHwEAgHS0tLw4IMP4p133mFWeCsqKgDo\n", "tvx0BqT1p1KpNLifXC5Hf3+/UwWJkZERjY4g+lbHY2NjNQb7hYWF4PP5mDVrll2OjYTsSaVSRERE\n", "uPW1IjExEdXV1WhsbATgWEGCnD8bN24EAKbtp1AoxDfffAMA2Lp1K111tiPagoSjyzVkMhkWLFiA\n", "kZERvPzyyzh06BBeffVV+Pv7O/Q4KJ4BFSQoFIrbQC2lEwd9QmNzczMVGikW8+yzz0IulzNlGxUV\n", "FQgKCnKJrIGkpCQMDg7qZF5oQ84L0lXC0cTHxwPQbf0pkUiYbANyPV2xYoXGPoWFhbjlllvsZi2P\n", "i4tDU1MTWlpaXOI7tSdEwGpsbASPx3PY+1Vv+7lx40YkJyczggQwHjwM0MBoe6N9Djm6XIM4k8fG\n", "xhi31AcffODQY6B4DlSQoLg8AoEAU6dO1dlOJ5kUNhyVmk+hUFyPxMRE3HnnnXjrrbcwOjrKdNhw\n", "hZV0Mpk3VrZBBAlnOSTI62rnSAiFQsydOxczZ85EZWUlHn/8cfzjH/9gOkEA9gu0JMTGxmJ0dBQX\n", "Llxw2/wIAskcaWpqwtSpU8Hj8RzyuuoOCQDo7+/XECRIPhNptU2xD15eXuByb0zTHOmQoM5kiqOh\n", "ggRlQiASieDl5YXw8HA6yaQYhAYZTQyom4ViL55//nnU1dXh888/x+XLl12iXAMY/21zOByjgkRD\n", "QwMCAwMxadIkBx2ZJnw+H1OnTtURJJRKJQ4fPozVq1dDIBDgj3/8I0ZHR/Haa68BGHc3NTc3Y968\n", "eXY7NuIaKSsrc3uHRGJiIq5du4YrV644rFwDMC5IEIdEUFCQw47JU1EXIRxdskGhOBLa9pPi8uza\n", "tQv79+/H119/zbRuoxMWijHob8T1oW25KPZg6tSpCAkJweOPP87kkshkMqcLk76+voiJiTHJIREX\n", "F+dUVwdb68+SkhK0tbUxZRrh4eF49tln8dprr+HXv/41zp8/DwB2d0gA48GfnuCQAIDjx49j1apV\n", "DntddUGiqqoK3d3d1CHhJHx8fJjvwpElG6a2VKZQbAUVJCguCbGEKZVKPP7448jLy8OmTZtcwnZL\n", "oVBsA3GzkPOdDnQotkAsFmt022lsbERubi5+/PFHJx7VOKa0/nRmhw1CQkICrl69qrHt0KFD8PPz\n", "w4IFC5htW7ZswQcffIDf/va3EAgEiI2NtatzITAwEAKBAHK53O0dEkSQ6OzsdJpD4r///S8AaJTN\n", "UoeE43CmQ4IuGFAcCRUkKC6FTCaDWCxmatcUCgWUSiXef/99KkZQKG4KFSIotsJY7bOzf2tJSUk4\n", "e/aswX3q6+uxZMkSxxyQHhISEvDdd99pbDt06BAWL16sMTEaGBhAQEAA/vOf/4DL5SIsLMzubpSo\n", "qCjI5XK3d0hMmTIFAQEB6O/vR3R0tMNeV73tZ1BQELhcLtatW8c8TgUJx+FMQYIuGFAcCc2QoLgU\n", "JNVXKpVCKpVCLpdj8uTJCA8Pd/ahUSgUCoViFcQhoVKpWB9XqVSor693WocNQkJCAtra2jAwMAAA\n", "GBwcxMmTJ3W6aojFYiZrQqlUQi6XIzc31y7HJJPJkJWVhcrKSgDAiy++CJlMZpfXcjak5eLw8DAA\n", "4N1333XYe1V3SPj7+0OpVGJkZIR5vKenB35+fvDyomua9sYVMiQEAgEVIyh2hwoSFJdB38pWX18f\n", "TfWlUCgUilFcPSw1KSkJfX19qKioYH28s7MTfX19Ti/Z0G79efLkSQwPD2sIEo5O4icLFmT1vqSk\n", "xG7ih7Mh73V0dBTAePtaR71XPp+PoaEhqFQq+Pn5AQAjTAHjDgnqjnAM6rkRjm77SaE4EipIUCgU\n", "CoVCcRtctfWvTCbDn/70JwDAokWLkJWVpbPq3dDQAMB5LT8JCQkJAG60/jx06BAiIyORnp7ulOPx\n", "pDaEzn6vRIQYGhpiJsHqgkRPTw8NtHQQruCQoFAcARUkKC6Dq69sUSgUCsX1cdXWv2KxGJcuXQIw\n", "PuksLCzUWfUmE1FnCxIRERHg8/kagsTy5cs1spzoPds9IYLE4OAgmpubAUAj4JQ6JBwHFSQongIt\n", "AKO4FDTVl0KhUCi2wJUmxaaGbdbX1yMgIMDpx87lcpnWn1KpFCUlJXjhhRd09nPUPduT2hA6+72q\n", "CxKPPvooBAIBbrvtNuZxKkg4DlqyQfEUqCBBcSloqi+FQqFQPBUSaOkKXaXi4+NRW1uLw4cPAwBy\n", "cnJ09nHkPduTFiyc+V7VSza8vLxw9913azxOSzYcB3VIUDwFKkhQXBIqRFAoFArFXTB11bu+vt7p\n", "5RqEhIQE/PDDDzh06BAyMzMNlr044p7tSQsWznyv6g4JNnp7e92+5aqrQAUJiqdAMyQoFAqFQqFQ\n", "7AwJ24yIiACHw0FMTIzOqndDQ4NLCRK1tbX47rvvsHz5cmcfDoMntSF0xns1JkhQh4TjoCUbFE+B\n", "ChIUCoVCoVAodoasepeWlkIsFiMsLEzDdaBSqVzGISGTybB9+3YMDg6ivb0dBw4c0OkIQnFP+Hw+\n", "AMMOCZoh4RioQ4LiKbi8ILF9+3ZwuVy88sorzj4UCoVCoVAoFKsQCAS4//77cenSJVRWVjLbr1+/\n", "jp6eHpcQJMRiscaxlZeX63QEobgnpjgkqCDhGKggQfEUXFqQ6OrqwosvvggArAFPV65cwZo1a5CW\n", "loZp06Zh8+bNaG1tZX2uzz77DLNmzcKsWbMwffp0vPnmm1CpVHY9fgqFQqFQKBRtVq9ejcDAQPzn\n", "P/9htpEuHLGxsU46qnGMdQShuDemZEjQkg3HQEs2KJ6CSwsSL730EhYtWsT6WGNjIxYtWoSZM2fi\n", "ypUrKC8vB4fDweLFi9Hb26ux73vvvYcnnngCn332GS5duoQDBw7g7bffZm1hRaFQKBQKhWJP+Hw+\n", "1q9fj507dzLbiAjgCg4JiudiSJAYGxtDf38/dUg4COqQoHgKLitIXL58GXv27MGf/vQn1sdffvll\n", "qFQq/PnPfwYA8Hg8vP3226irq8O2bduY/Xp7e/H73/8eDz74IG6++WYA46nWv/nNb7B161ampRKF\n", "QqFQKBSKo9i0aRPKyspQVlYGYDzQ0s/PD1OmTHHqcZGOINpodwShuCfqbT+16evrAwDqkHAQVJCg\n", "eAouK0g8+eSTePXVVxESEqLz2NjYGPLz87FgwQINC5NIJEJqaqrGisPBgwfR29uLZcuWaTxHdnY2\n", "8zwUCoVCoVAojmTlypUIDg7Grl27ANxo+clWoupoSEcQkUgEkUiErKwsnY4gFPeEx+PB29ub1SFB\n", "HMjUIeEYqCBB8RRcUpDYuXMn+vr68NBDD7E+Xltbi76+PiQmJuo8lpCQgIqKCoyMjAAALl68CAA6\n", "+5J/X7582ZaHTqFQKBQKhWIUX19fiMVi7Ny506U6bAA3OoKUlJSgpKQEP/74o0ZHEIp74+fnxypI\n", "9PT0AKCChKOgGRIUT8HlBImBgQE8//zzePfdd/Xu097eDoDdMhYcHAylUonOzk6D+5J/k8cpFAqF\n", "QqFQHMldd92FiooKlJaWor6+3umBltoIBAJapuGB8Pl8gw4JWrLhGKhDguIpuJwg8frrr2PRokWY\n", "P3++sw+FQqFQKBQKxW7k5OQgLCwMO3fudCmHBMWz0eeQoCUbjoXP5zP/TwUJijvj5ewDUKeurg4f\n", "fvghLl26pPOYeovOyZMnA7hhHVOnp6cHPB4PkyZNMrgv+bex8Kinn34aoaGhGts2b96MzZs3G3s7\n", "FAqFQqFQKHrx8fFBbm4uPv30U3R3d1NBguISGCvZoA4Jx7BixQr4+vrCy8sL2dnZzj4cigewY8cO\n", "7NixQ2Pb9evX7f66LiVIHDlyBAEBAVi7di2zTaFQAAA+/PBDSCQSpKam4quvvkJQUBBqa2t1nqO2\n", "thapqanw9vYGAGRmZjLbZ82apbEfAI1tbGzbtg2zZ8+27o1RKBQKhUKhaCGTyVBYWIhr164BAP76\n", "179i6dKlNK+B4lSoQ8I1SEtLQ0tLC7y8vFhD/ikUW8O26F5UVMR0qrQXLlWy8fDDD6O+vh7FxcXM\n", "f9988w0A4Je//CWKi4uxY8cOcLlc5OXl4dSpU4xgAQBSqRQVFRXYtGkTs2316tUICgrC4cOHNV7r\n", "yJEj4PF42LBhg2PeHIVCoVAoFIoaYrEYV/6vvTuPj6LM8zj+rU4CNDcJYFo5EsMdIIFwyjJyiJyj\n", "wIyjrIuCro6yqyMoIjgKeKCMOuKCnA4wwizKysgArshGB5XREeUSVORKwMEoh0KC5IDkt39gami7\n", "gWjSB/B5v1780U9VVz319I8+vnmq6rPP3Mdbt27VkCFDItgj4FQgEey2n7m5uapSpYr7Rz+EXkJC\n", "AmEELnhRFUgEU3qqxumnbEjS5MmT5fF49PDDD0uSTp48qfvuu0+XX365Ro8e7a5XvXp1PfHEE1q4\n", "cKE2btwo6dSpIdOmTdOYMWOYHgkAAMLu8OHDys7ODmjPysrS4cOHw98h4HtnmyHB7AgAFS1qA4lv\n", "v/1WycnJ6t69uxzH0bRp05ScnKw//OEPkqRGjRrpnXfe0ccff6yWLVsqNTVVJSUlWrt2rapXr+63\n", "rVGjRmnGjBkaMWKE0tLSNHDgQI0ZM0ZTp06NxKEBAAAAUYlAAkA4RdU1JE5Xp04dZWVlnXWdli1b\n", "uqd0nMvIkSM1cuTIiugaAABAuSQkJCgpKUk5OTl+7cnJydxqExFVpUoVHT16NKA9NzeXC1oCqHBR\n", "G0gAAABcyJYvX64hQ4a4f4BJTk7Wq6++GuFe4WLn9XrdC62ejhkSAEKBQAIAACAC6tevr7/97W/u\n", "NSOYGYFocLbbfjJDAkBFI5AAAACIIIIIRJOzXUOCW9ICqGhRe1FLAAAAAOF1ptt+csoGgFAgkAAA\n", "AAAgiVM2AIQXgQQAAAAASafussFtPwGEC4EEAAAAAEnMkAAQXgQSAAAAACSdCiQKCwtVUlLitpWU\n", "lOjYsWPMkABQ4QgkAAAAAEg6FUhI8ruw5bFjxySJQAJAhSOQAAAAACDpn4HE6adt5OXlSRKnbACo\n", "cAQSAAAAACQFnyFRGkgwQwJARSOQAAAAACAp+AyJ3NxcScyQAFDxCCQAAAAASDp1208p+CkbzJAA\n", "UNEIJAAAAABIOvsMCQIJABWNQAIAAACApLNf1JJAAkBFI5AAAAAAIOnMgUSlSpVUuXLlSHULwAWK\n", "QAIAAACApOB32cjNzeWClgBCgkACAAAAgKQzz5DgdA0AoUAgAQAAAEBS8Lts5ObmEkgACAkCCQAA\n", "AACSpJiYGMXFxQXMkOCUDQChQCABAAAAwOX1ejllA0BYEEgAAAAAcP0wkOCilgBChUACAAAAgIsZ\n", "EgDChUACAAAAgMvr9Qbc9pNAAkAoEEgAAAAAcAWbIcEpGwBCgUACAAAAgCvYNSSYIQEgFAgkAAAA\n", "ALiqVKniBhJmpmPHjjFDAkBIEEgAAAAAcJ0+Q+K7776TmTFDAkBIEEgAAAAAcJ0eSOTm5koSgQSA\n", "kCCQAAAAAOA6PZDIy8uTJE7ZABASBBIAAAAAXKff9pMZEgBCiUACAAAAgIsZEgDChUACAAAAgCtY\n", "IMEMCQChQCABAAAAwHX6bT9LT9lghgSAUCCQAAAAAOD64QyJuLg4Va5cOcK9AnAhIpAAAAAA4Prh\n", "bT85XQNAqBBIAAAAAHB5vV4VFRWpuLhYeXl5nK4BIGQIJAAAAAC4vF6vJKmwsFB5eXnMkAAQMgQS\n", "AAAAAFylgUR+fr5yc3OZIQEgZAgkAAAAALiqVKki6VQgwQwJAKFEIAEAAADA9cMZEgQSAEKFQAIA\n", "AACA6/RAgotaAgglAgkAAAAArh8GEsyQABAqBBIAAAAAXFzUEkC4EEgAAAAAcJUGEgUFBcyQABBS\n", "BBIAAAAAXKWBxPHjxwkkAIQUgQQAAAAAV+ltPw8fPqySkhJO2QAQMgQSAAAAAFylMyQOHDggScyQ\n", "ABAyBBIAAAAAXB6PR5UqVXIDCWZIAAgVAgkAAAAAfrxer77++mtJzJAAEDoEEgAAAAD8eL1eTtkA\n", "EHIEEgAAAAD8nB5IcMoGgFAhkAAAAADghxkSAMKBQAIAAACAnypVqujQoUOKjY11bwMKABWNQAIA\n", "AACAH6/XKzNTjRo15DhOpLsD4AJFIAEAAADAj9frlcTpGgBCi0ACAAAAgJ/SQIILWgIIJQIJAAAA\n", "AH6YIQEgHAgkAAAAAPhhhgSAcCCQAAAAAOCHGRIAwoFAAgAAAICf0lt9EkgACCUCCQAAAAB+OGUD\n", "QDgQSAAAAADwwykbAMKBQAIAAACAH2ZIAAgHAgkAAAAAfpghASAcCCQAAAAA+CkuLpZEIAEgtAgk\n", "AAAAAEiSDhw4oCuuuEITJ06UJD322GM6cOBAhHsF4EJFIAEAAABAkjR48GC9//77OnLkiCRp+/bt\n", "GjJkSIR7BeBCRSABAAAAQIcPH1Z2dnZAe1ZWlg4fPhz+DgG44EVdILFv3z5NmDBBnTp1UkZGhlJT\n", "U5Wenq7p06cHrFtQUKBHH31UHTp0UPv27ZWUlKQePXooMzMzYN358+crLS1NaWlpSk1N1VNPPSUz\n", "C8chAQAAAACAH4iNdAd+6K233tL06dOVmZmpzp07S5JWrFihoUOHKi8vTxMmTJAknThxQv3791fD\n", "hg317rvvyuv1Ki8vTz179tT69et11VVXudt8/vnnNXbsWL377rvKyMhQVlaWunbtqkOHDmnq1KkR\n", "OU4AAAAgmiQkJCgpKUk5OTl+7cnJyUpISIhQrwBcyKJuhoTP59P999/vhhGSdM0116h169ZatmyZ\n", "2zZ9+nRt3bpVc+fO9bst0aJFi/SLX/zCXa80xBg5cqQyMjIknXpTHT16tH7/+98rKysrTEcGAAAA\n", "RLfly5friiuukM/nk8/n0xVXXKFXX3010t0CcIGKuhkSffv2Vd++fQPac3Nz1bx5c/fx7NmzddVV\n", "V6lKlSp+67Vs2dLv8erVq5WXl6fevXv7tffq1UvFxcVatmyZ7rvvvgo8AgAAAOD8VL9+ff3tb39z\n", "rxnBzAgAVo6PkgAAH6BJREFUoRR1MyR+qHSGQ35+vp588klJp25HtGvXLjVo0EBTp05Vp06d1Lx5\n", "c/Xp00evv/663/M3b94sSUpJSfFrL3388ccfh+EoAAAAgPNHQkICYQSAkIvqQKJVq1aKj4/XqlWr\n", "tGzZMqWlpUk6deFLSZozZ46ys7P17rvvatu2berWrZsGDRqkl156yd3GwYMHJUk1a9b023bp49Ll\n", "AAAAAAAgfKI6kPj000+Vn5+v0aNHq1evXnr66aclnbq7hiTFxsbq2WefVeXKlRUXF6eJEyeqcePG\n", "evDBByPZbQAAAAAAcA5Rdw2JH4qNjdXIkSP1/vvva/z48Ro6dKhq1KghSWratKnfNSQcx1Hbtm21\n", "YsUKffPNN4qPj1fdunUlnboGxelKH9erV++s+7/nnntUu3Ztv7Zhw4Zp2LBh5T42AAAAAAAibcmS\n", "JVqyZIlf25EjR0K+36gLJAoKClSpUiV5PP6TN9LS0lRcXKxNmzZpwIABiomJUUlJScDzY2JiJMld\n", "1q5dO0nSnj173FM+Sh+Xbvdspk2bpvbt2//0AwIAAAAAIIoF+6P7xo0b3TtVhkrUnbLRr18/LV26\n", "NKA9OztbklS3bl15vV5dffXV2rlzp/Lz8/3W27Ztm5KTk92ZEf3791eNGjWUmZnpt96bb76pmJgY\n", "v1uEAgAAAACA8Ii6QMJxHD3xxBPau3ev2/b2229r9uzZ6ty5s372s59JkqZMmaLi4mI99NBD7nrP\n", "P/+8du3a5d6NQ5KqV6+uJ554QgsXLtTGjRslSVlZWZo2bZrGjBmjpKSk8BwYAAAAAABwRd0pG1Om\n", "TNGCBQs0cOBAxcTE6LvvvlOlSpV09913a/z48XIcR9KpUy3Wrl2r8ePHKykpSbGxsbr00kv12muv\n", "qV+/fn7bHDVqlLxer0aMGCHHcXTixAmNGTNGY8eOjcQhAgAAAABw0XPMzCLdiWhUer7Mhg0buIYE\n", "AAAAAOCiEo7fxFF3ygYAAAAAALjwEUgAAAAAAICwI5AAAAAAAABhRyABAAAAAADCjkACAAAAAACE\n", "HYEEAAAAAAAIOwIJAAAAAAAQdgQSAAAAAAAg7AgkAAAAAABA2BFIIGSWLFkS6S6c9xjD8mH8yofx\n", "Kz/GsHwYv/JjDMuH8Ss/xrB8GL/yYfyiH4EEQoY3gPJjDMuH8Ssfxq/8GMPyYfzKjzEsH8av/BjD\n", "8mH8yofxi34EEgAAAAAAIOwIJAAAAAAAQNgRSAAAAAAAgLCLjXQHot1nn30W6S6ct44cOaKNGzdG\n", "uhvnNcawfBi/8mH8yo8xLB/Gr/wYw/Jh/MqPMSwfxq98GL/yCcdvYcfMLOR7OQ/l5OSoV69e2r59\n", "e6S7AgAAAABA2LVo0UJvvfWWfD5fSLZPIHEWOTk5ysnJiXQ3AAAAAAAIO5/PF7IwQiKQAAAAAAAA\n", "EcBFLQEAAAAAQNgRSAAAAAAAgLAjkMBPduTIEd14443yeDzat29fpLuDi9ycOXPk8Xg0efLkSHcF\n", "ACocn7nlxxiWD+NXfoxh+TB+5ROt40cgcZqCggI98MADatGihdLS0tSxY0etXLky0t2KSmvWrFGH\n", "Dh20bds2OY4TdJ1JkyapcePGateund+/3r17h7m30Wffvn2aMGGCOnXqpIyMDKWmpio9PV3Tp08P\n", "WPezzz7TgAED1LJlSzVv3lzDhg3Tl19+GYFeR69vv/1WDz74oCQF1CN1eHarV6/WVVddpQ4dOqhZ\n", "s2ZKTU11x7IUNRjciBEjgtZWmzZt5PF4tHz5cknU4Nn8/e9/V79+/ZSSkqKUlBR169ZNmZmZQde9\n", "mOuwLJ+5UtnHKCkpKaAe27Vrp+eeey6UhxFRZRnD1atX65e//KVatGihtm3bKjU1VaNHj9bBgweD\n", "rj9//nylpaUpLS1Nqampeuqpp3ShXpqtrOM3fPhwpaWlqX379mrevLkGDRqkDz74IGBdarBivjtT\n", "g4EKCgr06KOPqkOHDmrfvr2SkpLUo0ePgM+Wi60Gyzp+8+bNU0ZGhvse2KdPH7399ttB162w+jO4\n", "fvnLX1qrVq3s8OHDZma2cuVKi42NtVWrVkW4Z9GnR48etm3bNps4caI5jmN79+4NWGfSpEn2xz/+\n", "MQK9i34LFiyw6tWr29///ne37S9/+YvFxMTY448/7rbt3bvXEhISbNy4cWZmdvLkSRs2bJg1adLE\n", "cnNzw97vaPUf//EfNnjwYHMcxyZPnuy3jDo8s3nz5lmjRo3sk08+cdsef/xxa9q0qfuYGjyzESNG\n", "BK2tV155xerWrWuFhYVmRg2eybp16ywuLs6tLTOzadOmWWxsrK1Zs8Zv3Yu9DsvymftjxigpKSks\n", "/Y4m5xrDnJwccxzHHnroISspKTEzs+zsbGvSpIklJycHjOGMGTPM6/XaRx99ZGZme/bssUsuucTu\n", "v//+8BxQmJWlBq+88krr06ePHT161MzMCgsL7cYbb7Tq1avbjh07/NalBsv/3ZkaDBy/oqIi69Gj\n", "hw0fPtyOHz9uZma5ubmWkZHh9/3a7OKrwbKM33PPPWcej8dWrlxpZmYlJSU2duxYq1y5sltnpSqy\n", "/ggkvrd27VpzHMeWLl3q196vXz9LSUmJUK+iV+mH9bneVBcuXBjurp0XVq9ebY888khAe1pamrVv\n", "3959PGLECIuPj3d/2JiZffnllxYTExP0+RejLVu2mM/ns82bN58xkKAOA33xxRfm9XoD3vOOHz9u\n", "b7zxhvuYGjyz999/3/bs2RPQ3qdPH7vvvvvcx9RgcFdeeaXVqVPHr7bMzJo1a2Zt2rTxa7vY67As\n", "n7k/Zowuti/iZucew5ycHEtISAh43rx588xxHJs/f77blpubazVr1rRRo0b5rfvkk09abGxs0PeF\n", "811ZavCee+6x9evX+7Vt2rTJHMex6dOn+7VTg+X77kwNBh+/Z555xhISEiw/P9+v/dNPP7Xt27f7\n", "tV1sNViW8evUqZOlpaX5tX3zzTfmOI498MADbltF1x+nbHxv6dKlkhQwJapXr17as2ePPvroo0h0\n", "K2qdbaoPzq1v37566KGHAtpzc3NVv359SVJxcbGWLVumbt26qVKlSu46Pp9PLVq00Msvvxy2/kaz\n", "u+++W48++qhq1aoV6a6cV1588UUVFhZq4MCBfu1er1dXX321JGrwXLp06aLk5GS/tt27d+utt97S\n", "HXfcEaFenT/Wr1+vJk2a+NWWJLVp00bbtm3T7t27JVGH0rk/cxmjczvXGCYmJuqrr74KaL/ssssk\n", "nTr3utTq1auVl5cX9Dtj6WtxoSnL975nn31WHTt29GvLzc2VJNWrVy8k/TqfVOR3Z2owuNmzZ+uq\n", "q65SlSpV/NpLT2O7mJVl/GJjY3XixAm/tqKiIndZqYquPwKJ723evFm1atVSfHy8X3tKSook6eOP\n", "P45Et857q1evVp8+fZSenq62bdvqN7/5TdAP/ItdXl6eJkyYoPz8fD355JOSpD179ujYsWNuDZ7u\n", "8ssv1/bt2wPeNC42L7/8so4dO6Zbb731rOtRh4HWrVunevXqacOGDbr66qvd65hMmjRJhYWFkqjB\n", "n2LevHnq3bt3wJhRg4Ecx1FxcXFAe0xMjCRp+/btkqjDsvgpYzR+/HhdccUVatGiha688krNnTv3\n", "gj33vKxO/8Jd6vPPP5ck9ezZ023bvHmzJAWMN98Z/X322We67777NGDAAF133XUBy6nB4MryeUEN\n", "Bjpw4IB27dqlBg0aaOrUqerUqZOaN2+uPn366PXXXw/6HGrQ329/+1tlZWVp3rx5MjMVFBRo/Pjx\n", "atSokUaNGuWuV9H1RyDxvYMHD6pmzZoB7aVtZ7qgEc6satWq8ng8WrJkiTZv3qwVK1bogw8+UEZG\n", "hvbv3x/p7kWNVq1aKT4+XqtWrdKyZcuUlpYm6Z81d6a6LCkp0TfffBPWvkaT48ePa9y4cUEvBHo6\n", "6jC4ffv26ejRo7rjjjs0c+ZMffLJJ5o1a5ZmzJihwYMHS6IGf6wTJ05o4cKFuvPOO/3aqcHgOnfu\n", "rB07dujYsWNum5lpy5Ytkv75l1Xq8Nx+7BjVrVtXzZo107p16/TZZ5/pnnvu0ZgxY3TzzTeHrc/n\n", "gxMnTmjevHkaPny40tPT3fYzjTffGU9ZsWKFGjZsqNatW6tNmzZavHixPB7/nxzUYHBl/bygBgOV\n", "3jVizpw5ys7O1rvvvqtt27apW7duGjRokF566SW/9anBQP3799ef//xnPf7446pbt64SEhK0Y8cO\n", "rVmzRj6fz12vouuPQAIhM3bsWP3pT39S3bp1JZ26mu38+fOVk5Ojxx57LMK9ix6ffvqp8vPzNXr0\n", "aPXq1UtPP/10pLt0XnjiiSfUvXt3de3a9azrUYfBFRQUqLCwUA8++KCaNGkiSeratav+8z//U2+8\n", "8YbefffdCPfw/PPqq68qLi5O11xzjV87NRjc5MmTVVRUpHvuuUf5+fk6efKknnzySfeuED+ccouK\n", "8+GHH2rkyJHyeDxyHEdDhgzRqFGjtHjx4qB3RLhYPfjgg6patapmzpwZ6a6cV6655hp98cUX2r9/\n", "v3Jzc9W6dWtt27bNbx1qMDg+L366goICSadmOj377LOqXLmy4uLiNHHiRDVu3DjgDmLUYKCZM2fq\n", "2muv1eOPP65Dhw7p6NGjGjRokDp27Kg33ngjZPslkPhe3bp13b/GnI5z3ypWq1atVKNGDb333nuR\n", "7kpUiY2N1ciRI3XTTTdp/PjxysrKcj+MzlSXMTExAacYXSyysrI0e/ZsTZ06NWBZWabaUYdSjRo1\n", "JMnvr36nP/7www/d9z1qsGzmzJmj2267LeAvgcFQg1L37t21du1aHThwQG3atFHnzp313XffaeLE\n", "iZKkRo0aSRLvhWVQEWPUpUsXSbqoa/J0Tz/9tDIzM7VmzRpVq1bNb9mZxpvvjP4SExP14osv6rvv\n", "vtNdd911zvWpweCCfV5Qg4FKv9c0bdrUL9B2HEdt27ZVVlbWOWfTXcw1+O2332rMmDEaOHCgbrzx\n", "RjmOo9jYWD3wwAO6/PLL/U6Pruj6I5D4Xrt27XT06FF9++23fu179uyRJHcaPcruTOdHezwelZSU\n", "hLk30aWgoCDoGKSlpam4uFgbN25UkyZNVKNGDbcGT7dnzx61aNFCcXFx4ehu1HnzzTdVrVo1DRw4\n", "0L1vdOnFGWfPnq127dpp2LBhkqjDM2nVqpUkBYxB6fn7JSUlSklJoQbLaOfOnVq3bp1uu+22gGXU\n", "4Jl17dpVK1as0K5du7RhwwY99thj+vrrr1WzZk21bdtWkqjDMvgxY1RQUBA0uDj9//7FbsqUKVq2\n", "bJn++te/qk6dOgHL27VrJ0kB432xf2c8fvx4QJvX61WTJk38Lg5PDZ5ZWT8vqMFATZs2VWxsbND6\n", "+WFtUYOBduzYoaKioqAX/2zWrJm+/PJLHTp0SFLF1x+BxPd+9atfSZIyMzP92t98802lpKQoIyMj\n", "Et06r1166aXKycnxa9u9e7eOHj0acBXmi02/fv3cO7ucLjs7W9Kp5NHj8Wjo0KFat26de4VbScrJ\n", "ydH27dvdmr0Y/fu//7uys7O1adMm99///u//SpLuvPNObdq0SUuWLJFEHZ5J6XUiSs/XL1U6rbZT\n", "p07U4I8wd+5c/fznP/c7x7IUNRjcF198EXAHKzPTa6+9pptvvtn9AR0TE0MdnsOPGaOXXnop6AUG\n", "S1+Li7kmpVOnaaxZs0aZmZnu3ZtWrVqlRx55xF2nf//+qlGjRtDvjDExMfrFL34R1j5Hg+zsbNWt\n", "Wzfgh1xxcbH+8Y9/uH9RlajBsynr5wU1GKhq1arq06ePdu7cqfz8fL9l27ZtU3JysluH1GCgSy65\n", "RNI/f4ucLjs7W16v131PrPD6+1E3Cb3AXXfdddaqVSs7dOiQmZmtWrXKYmNjbdWqVRHuWfQqvZdt\n", "dnZ2wDLHcezmm2927wV85MgR69Onj9WpU8d27twZ7q5GlR49eljbtm39xm3t2rVWvXp169Kli3uv\n", "4L1791rdunVt3LhxZmZ24sQJ+9d//Vdr2rSp5eXlRaTv0SorK8scx7FJkyb5tVOHwZWUlFj37t2t\n", "VatW9tVXX5mZ2Y4dO8zn89mgQYPc9ajBcyssLLR69epZZmZm0OXUYHCLFi2yRo0aWU5Ojpmdqq1x\n", "48ZZamqqHT161G9d6vCUs33mlnWMFixYYLGxsbZixQq37b333rPatWvbwIEDQ38QEXa2MfzNb35j\n", "8fHxNnfuXFu0aJH77/bbb7cRI0b4rfv8889b1apVbcOGDWZmtmfPHktMTLT7778/LMcRKWcav9LP\n", "4LFjx1phYaGZnXpvHDNmjDmOYzNmzHDXpQYr5rszNRg4fps3b7Zq1arZvffe67bNmDHDPB6PLV26\n", "1G27mGvwbOM3dOhQi4uLszVr1rht8+fPd/9vn64i649A4jQFBQX2wAMPWPPmza1t27bWoUMHW7ly\n", "ZaS7FZXGjRtnSUlJVrt2bfN4PNagQQNLSkpyi9LMbMmSJTZ48GBLTU211q1bW8OGDW3YsGG2Y8eO\n", "CPY8Orz33nt22223WWpqqrVt29ZSUlKsZcuWNmHChIAv159++qn179/fWrRoYc2aNbMbbrjB9u/f\n", "H6GeR59vvvnGkpKSrEGDBubxeKx27dqWlJRkL7zwgplRh2eTm5trd999tzVu3NhatmxpzZo1s4kT\n", "J1pRUZHfetTg2f33f/+3NWvW7IzLqcHgNm7caH379rVGjRpZWlqapaen27333mtHjhwJuv7FXIdl\n", "+cw1K9sYHThwwKZMmWKdO3e2Nm3aWNOmTa1ly5b2yCOPBPzfv5Ccawy3bNlijuOYx+Mxx3H8/nk8\n", "Hhs5cmTANufPn29t2rSxtm3bWsuWLe13v/tduA8rbM41fkVFRfbCCy9Yv379rFWrVtamTRtr0KCB\n", "9ezZ01555RW/bVGDFffdmRoMfB/88MMP7aqrrrLGjRtbSkqKde/e3V5//XW/dS7GGizL+BUUFNgz\n", "zzxj6enplpqaaqmpqda5c2dbsGCB+8fS01VU/TlmF/HNVgEAAAAAQERwDQkAAAAAABB2BBIAAAAA\n", "ACDsCCQAAAAAAEDYEUgAAAAAAICwI5AAAAAAAABhRyABAAAAAADCjkACAAAAAACEHYEEAAAAAAAI\n", "OwIJAAAAAAAQdgQSAAAAAAAg7AgkAAAIoebNm6t+/fryeDyqXLmyfD6fJk2aFOluRYXmzZsrISFB\n", "Ho9HkydPjnR3KtzIkSPl8/nk8XjUs2fPSHcHAICoQyABAEAIff755/rwww8lSd26dVNOTk65A4kR\n", "I0bI4/Fo3759FdDDyPn888/15z//WZLkOE6Ee1PxFixYoJycHEkX5vEBAFBeBBIAAISYmVX4Ni+U\n", "H7ihGBsAAHB+IJAAAOA8ZGb8mAcAAOc1AgkAACLktttu87vGwIYNG9SrVy8lJiaqYcOGuv3225WX\n", "l+eu//nnn8vn82np0qWSpI4dO8rn88nn82nx4sXuemamOXPmKCMjQ/Hx8YqPj1enTp00b968s+5/\n", "48aN6tOnjy677DJ5PB7Vq1fPXR4TEyOfz6eZM2e6z09KSlLNmjXl9XrVq1cvSVJOTo4eeughdezY\n", "UQ0aNFCdOnXUqlUrPf744zpx4kS5xiszM1M+n09er1cej0effPKJ7rrrLjVp0kS1atVS9+7dtX79\n", "er/n9OjRI+h1KhYsWCCfz6eYmBglJye77cePH5fP51Pt2rXl8Xi0cOFC/f73v1dqaqqqV6+ujIwM\n", "vfbaa5KkP/zhD0pPT1etWrWUnp7utp/J+vXr1atXLzVs2FC1atXSgAEDtHXr1qDrvvLKK/qXf/kX\n", "9/VLS0vT1KlTdfLkSXedRx55xO8YsrKyNHToUDVq1Egej0ceD1/zAABRzgAAQEhlZWWZ4zjWs2fP\n", "oMsdx7GUlBS7/vrr7dChQ2ZmtnLlSouJibEbbrghYP2bb77ZHMexvXv3Bt3eTTfdZJUqVbI//elP\n", "VlxcbEVFRTZ79mzzeDz261//+oz7HzhwoP3jH/8wM7MZM2ZYcnKymZl16tTJ4uLibP/+/QHPveaa\n", "a+zpp592H//P//yPxcbG2uLFi922VatWWbVq1ez6668PeP5f//pXcxzHJk+eHPRYghkxYoQ5jmO9\n", "e/e2t99+28zMcnJyrG3btlajRg07ePCg3/pr16494z6SkpLc4zzdwoULzXEcy8jIsMWLF1tJSYkd\n", "OnTI2rdvb7GxsTZ27Fj73e9+ZydOnLDjx49b//79LS4uzrKzswO25TiOJSUlWe/evS0rK8vMzPbs\n", "2WPp6elWs2ZN27p1q9/6Dz/8sDmOY88884wVFRVZSUmJLVu2zKpWrWoDBgywkpKSgGOoW7eu9e3b\n", "1z799FMzOzXmHo+nzGMKAEAkEEgAABBiZQkkKlWqZF9++aVfe5cuXaxy5cp28uRJv/azBRLLli0z\n", "x3HsrrvuClh23XXXmeM4tn79+oD9x8XFuT+WzcyOHDliixYtMjOzBQsWmOM49vDDD/s9b+/evVat\n", "WjU7fPiw25aZmWl33nlnwL7Hjh1rjuPY9u3b/dp/SiBRevxPPfWUX/ucOXPMcRx78cUXy7yPxo0b\n", "Bw0kSo958ODBfu0vvPCCOY5j6enpfu2ZmZnmOI5NnTo1YFuO41hsbKzt2LHDr/2DDz4IqIuPPvrI\n", "HMexn//85wHbKR3DpUuXBhyD4zj2zjvvuG3FxcX2/PPPB2wDAIBowlw+AACiQEpKinw+n19bUlKS\n", "ioqKdPDgwTJvZ9GiRZKkAQMGBCzr0qWLJGnFihUByy6//HIlJSW5j2vVqqV/+7d/kyTdcMMNql27\n", "tl544QUVFxe768ydO1dDhw5VfHy829a7d2+/0zpKtWjRQpLOeIrCT/Gzn/3M73Hjxo0lSfv376+w\n", "fVxxxRV+jxs2bBi0vUGDBpKkL774Iuh2kpKS1LRpU7+2Tp06KT4+Xu+8846+/fZbSXJPvfmxr1/l\n", "ypXVvXt397HH49GoUaPOfGAAAESB2Eh3AAAASPXr1w9oq1y5siSpqKiozNv5/PPPJUnDhw9XbKz/\n", "x/zJkydVvXp1HThwIOB5iYmJZ9xmlSpVdPPNN+u5557TX/7yFw0dOlQnTpzQ/PnztWzZsoB9/PGP\n", "f9SiRYu0d+9e5efny3Ec5efnSzp1jYaK8sMx+ynjdS716tXze1ypUqWg7aX7/u6774Ju59JLLw3a\n", "ftlll+mbb77Rrl271LFjR/f1mzBhgt81LySpuLhY1atXDxpQXXLJJWU4GgAAogszJAAAiAIVfQHC\n", "VatWKScnx+/fwYMHlZubqzlz5vzo/d9xxx2SpFmzZkmSli9frvr166tr165+691yyy267bbb1K5d\n", "O23atElfffWVcnJy9Nxzz1XQkZW9z2VRUlLyk/ZRUa9XQUFB0PZZs2YFvH4HDhxQbm6uVq9eHbL+\n", "AAAQTnx6AQBwAWnZsqUkad++fUGXv/POO9q7d++P3m7z5s3Vo0cPvfXWW9q5c6dmzZrlhhSljh49\n", "qsWLF6tatWp69tlnVbt2bXeZRfAWpXFxcZIUcJcPM9PXX38dlj7k5OQEtJmZcnJy5DiOmjRpIunc\n", "r9+HH37ozqIAAOB8RyABAECIOY5TodurVq2apH/+wF63bp2mTJkiSbrpppskSS+//HLA8z7++GP1\n", "6NFDhw4d+kn7vfPOO2VmGjNmjDZs2KDhw4f7LY+Li5PH45HjOAEBRHZ29k/aZ0Uovb7DD/vw/vvv\n", "l/tWpGWVlZWlnTt3+rW99dZbOnbsmHr27Kk6depIOnWqjeM4QV+/AwcOqHv37tq2bVtY+gwAQKgR\n", "SAAAEGKlP87PNkvgxyxLS0uTJG3evFlmplmzZmnTpk2SpGuvvVa33HKLli9frhkzZrjXU9i4caN+\n", "9atf6dZbb1VGRsaP2n+pIUOG6JJLLtFrr72mG2+80Q1GSlWtWlVDhw7VsWPHNHbsWBUWFko6NSvj\n", "v/7rv866n58yg6Ks22rcuLE6dOigVatWacOGDZJOhRNTp05VQkLCT3pdfmx7nTp1dOutt7qzU7Ky\n", "snTvvfeqZs2afqezpKena9KkSdq4caMmTJjgXnNj586dGjJkiHr27KkhQ4aUeb8AAES18N7UAwCA\n", "i0uzZs2sXr165vF4rHLlypaYmGgTJ040M7Px48dbYmKieTweq1SpkiUmJtqbb75pu3btssTERPN6\n", "vebxeKxevXp2yy23uNssKCiwESNG2CWXXGI+n8969+5te/bs8dvv/PnzrXPnzhYfH28NGjSwjIwM\n", "mzVrlpWUlLjrnL7/0r798DaXP/Tb3/7WPB6PbdmyJejyY8eO2bhx4ywlJcWqVq1qycnJdv3119uD\n", "Dz5ojuNYrVq1rEWLFu7YxMfHm8fjserVq5vP57Pdu3efcd+bN28OGJfbb7/dzMwGDBgQsK28vDz3\n", "ufv377frrrvO6tevbz6fz6699lrbvXu3JSUlWWxsrCUmJtqUKVPMzOzyyy+3WrVqmcfjsVq1alla\n", "WtoZ91FYWGi//vWv3dfY6/Waz+ezLVu22MiRI93x7dmzp/3f//2fdevWzS699FKrWbOmDRgwwLZu\n", "3Rr0WJcvX249evSwhIQEu+yyy6x169b2xBNPWH5+vrvOzJkzLTEx0WJjY91jyMjIOOvrBwBANHHM\n", "iNQBAAAAAEB4ccoGAAAAAAAIOwIJAAAAAAAQdgQSAAAAAAAg7AgkAAAAAABA2BFIAAAAAACAsCOQ\n", "AAAAAAAAYUcgAQAAAAAAwo5AAgAAAAAAhB2BBAAAAAAACDsCCQAAAAAAEHYEEgAAAAAAIOwIJAAA\n", "AAAAQNgRSAAAAAAAgLD7f/IKZ1SVqoqrAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "phase8j\n", "N = 97\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABC0AAAKzCAYAAAA6MPcCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XdUFFf7B/DvLIJBBAVUQJGOSt+hqCgoio3YY2IBCyS+\n", "vgb1VezRRBExdjRRE2NBbFETY8EaC7F3wJZYwJ4IRhSsqKDP7w/Ozo9hF1gEBJPnc47nuHfv3DZ3\n", "lp27d+4ViIjAGGOMMcYYY4wxVskoKroAjDHGGGOMMcYYY5rwoAVjjDHGGGOMMcYqJR60YIwxxhhj\n", "jDHGWKXEgxaMMcYYY4wxxhirlHjQgjHGGGOMMcYYY5USD1owxhhjjDHGGGOsUuJBC8YYY4wxxhhj\n", "jFVKPGjBGGOMMcYYY4yxSokHLRhjjDHGGGOMMVYpVbpBi6ysLISEhEChUOD27dsVXRzGGGOMMcYY\n", "Y4xVkEo1aLFnzx54e3vj4sWLEASh0HiXLl3Chx9+CCcnJzRs2BB9+vTB3bt3NcaNjY2Fh4cHPDw8\n", "4OLigtmzZ4OI1OJlZWVh8ODBaNiwIVxdXdGiRQscP368zOrGGGOMMcYYY4yxkqlUgxbTp0/H1q1b\n", "0b17d40DCwBw+/Zt+Pv7w93dHZcuXcIff/wBQRDQsmVLPHnyRBZ30aJFGDp0KGJjY3Hu3Dls374d\n", "c+fOxfjx42XxXr9+jaCgIFy5cgXnzp3DxYsX0atXLwQGBiIpKanc6ssYY4wxxhhjjLHCVapBi4SE\n", "BLi4uBQZZ/LkySAiREVFAQB0dHQwd+5c3LhxA/Pnz5fiPXnyBBMmTEBYWBi8vLwAALa2toiIiEBM\n", "TAxu3LghxV2zZg1OnjyJWbNm4YMPPgAADBkyBNbW1hgzZkxZV5MxxhhjjDHGGGNaqFSDFkU9EgLk\n", "zYj45Zdf0Lx5c+jp6UnhFhYWaNSoETZs2CCF7d69G0+ePEFgYKAsjdatW0vpqPz0008wMjKCj4+P\n", "WtwDBw4gIyOjNNVijDHGGGOMMcbYW6hUgxbFuX79Op4+fQp7e3u19+zs7HD58mXk5OQAAM6ePQsA\n", "anFVr8+fPy+FnT17Fra2tmpp2tvbg4hkcRljjDHGGGOMMfZuvFeDFvfv3wcAGBkZqb1nZGSEN2/e\n", "4OHDh0XGVb1Wva/6f2FpFozLGGOMMcYYY4yxd6NKRRfgfZeWloa0tLSKLgZjjDHGGGOMMfbOWVhY\n", "wMLCotzSf68GLWrVqgUAePz4sdp7jx8/ho6ODkxMTIqMq3pdu3ZtWbqFpVkwbn5paWnw9vYudLtV\n", "xhhjjDHGGGPsn6xu3bo4c+ZMuQ1cvFeDFvb29jA0NMT169fV3rt+/ToaNWoEXV1dAIAoilK4h4eH\n", "LB4AWZgoijh69KjGNAVBgLu7u8bypKWl4e7du1izZg2cnJzevmL/YiNGjJDt+sJKjtuwdLj9So/b\n", "sHS4/UqH26/0uA1Lh9uv9LgNS4fbr/S4Dd/epUuX0LdvX6SlpfGgBZC3velHH32E+Ph4vHr1StpB\n", "JC0tDZcvX8bkyZOluEFBQTA0NMS+ffvQvXt3KXz//v3Q0dFBjx49pLCePXti165dOH36tGwHkYSE\n", "BAQEBEizNgrj5OQET0/Psqrmv0rNmjW57UqJ27B0uP1Kj9uwdLj9Sofbr/S4DUuH26/0uA1Lh9uv\n", "9LgNK7dKvRAnEamFTZkyBQqFApMmTQIA5ObmYvTo0bCzs0NERIQUr3r16pg+fTri4uKQlJQEALhx\n", "4wbmz5+PkSNHwsbGRorbr18/NG3aFOPGjUN2djYA4Pvvv8etW7cwZ86ccqwhY4wxxhhjjDHGClOp\n", "ZlqMHz8eGzZsQFZWFgRBgJ+fH6pUqYJffvlFGvmysrLCoUOHMGrUKDg5OeHNmzfw9PTEgQMHUL16\n", "dVl64eHh0NfXR2hoKARBQE5ODkaOHIkxY8bI4ikUCuzatQvjxo2DUqmErq4uTE1NsW/fPukxE8YY\n", "Y4wxxhhjjL1blWrQYsaMGZgxY0ax8ZycnLBz506t0gwLC0NYWFix8WrUqIHFixdrlSZjjDHGGGOM\n", "McbKX6V+PIT98/Xp06eii/De4zYsHW6/0uM2LB1uv9Lh9is9bsPS4fYrPW7D0uH2Kz1uw8pNIE0L\n", "RzCtJCUlwcvLC4mJibxwC2OMMcYYY4yxf5V3cU/MMy0YY4wxxhhjjDFWKfGgBWOMMcYYY4wxxiol\n", "HrRgjDHGGGOMMcZYpcSDFowxxhhjjDHGGKuUeNCCMcYYY4wxxhhjlRIPWjDGGGOMMcYYY6xS4kEL\n", "xhhjjDHGGGOMVUo8aMEYY4wxxhhjjLFKiQctWInZ2NjAxcUFoihCFEU4OjpCoVDA2tpaCnNxcYGt\n", "rW1FF7VQjx49QmRkJM6dO1ds3OzsbIiiCAsLCygUCri4uGDcuHFq8eLj49GxY0e4urpKbRASEoKk\n", "pCS1uK1bt4a1tTUUCgUcHR3Rr1+/MqkXY4wxxhhjjP2T8KAFKzFBELBr1y4kJycjOTkZy5YtAwBM\n", "nTpVCtu5c2cFl7JomZmZiIqK0mrQQl9fH8nJyRg8eDAAYNeuXZg5c6b0PhFh4MCBGDFiBCZMmICL\n", "Fy8iOTkZ58+fR5s2bdCiRQssWrRIlmZCQgKioqIAAMuXL8fq1avLsHaMMcYYY4wx9s9QpaILwN4/\n", "LVu2xAcffCC9JiK1OB988AECAgLeYanejqaylzRudHQ0Vq1ahbNnz8LZ2VkK19HRQVhYGLKzszFs\n", "2DA0bNgQbdq0eau8GWOMMcYYY+zfiGdasBKLi4tDnTp1ioxjZmaGFStWYNOmTWjXrh28vLwgiiIa\n", "N26M9evXy+L27dtXelTi0KFD+PjjjyGKIhQKBSIiIgAAL168wP/+9z/UqVMHrq6uaN++PbZt2yY9\n", "lpL/8Yq7d++if//+sLGxQcOGDeHl5YVffvlFev/HH39Ex44dAQCTJk2SHmm5fPlyidsiMzMTM2bM\n", "QLt27WQDFvkNHDgQhoaG+PLLL0ucPmOMMcYYY4z9m/FMC1auli5diq5du2LIkCEAgN9//x0tW7ZE\n", "tWrV0KVLFwDAmjVrsHLlSoSFhWHatGlYs2YNateujSlTpuDRo0cAgPDwcGzduhUHDx6Eq6sr7t27\n", "h06dOgHIeyylf//+AICsrCz4+fnBxsYGly5dgr6+PrZt24Zu3brhxx9/RK9evRAcHIzmzZvD1tZW\n", "duzb2LdvH7Kzs+Hr61toHD09PYiiiIMHD+LBgwcwNTV96/wYY4wxxhhj7N+EBy0qEW9vb6Snp5dr\n", "Hubm5jhz5ky55pHfwoULZQtyuri4oE2bNvjhhx+kQQvg/x+V+PTTT1G7dm0AwOjRo/H8+XOkpKRg\n", "1apVGDVqFFxdXQHkzeQYMWKE2gKW8+bNw82bN/Hzzz9DX18fANC5c2e0atUKEydORK9evWT5ldbN\n", "mzel8hTF3Nxcis+DFowxxhhjjDGmHR60qETS09Px119/VXQxypS+vj6GDx+O48ePIycnBwqFArdv\n", "3y708RLVoAQAGBgYwMDAALt378abN2/g4+NTaFyVPXv2oFq1avD09FSLm5CQgDt37qB+/fplUDPG\n", "GGOMMcYYY+WNBy0qEdWv8e97HirPnj1Dq1atULt2bezatUuaQREWFoYDBw5oPMbQ0FAt7O7duwAA\n", "Y2NjWXiNGjXU4mZkZCAnJ0dt0OLp06cwNzdHRkZGmQ5aqGaRFDdDJj09HQqFolJvA8sYY4wxxhhj\n", "lQ0PWlQi7/KxjXfh2LFjSElJwfTp06UBC6Dkj2bUrVsXAPDw4UNZeFZWllrcWrVq4eHDh0hOTn6L\n", "EpdcYGAg9PX1cezYsULjvHjxAklJSfD19YWJick7KRdjjDHGGGOM/RPw7iGs3Lx8+RIAIAiCLDwt\n", "LU0trCi+vr5QKBQ4deqULPzChQtqcTt06IDMzEzcunVLFp6amorg4GC8fv0aAKCrqwvg/wdQLl26\n", "hHPnzmldJhVjY2OMHz8e+/btw++//64xzvLly/Hs2TNMmzatxOkzxhhjjDHG2L8ZD1qwMlNwBkXz\n", "5s1hamqKBQsW4NmzZwCAhIQE7N+/v9DZFprCHRwcMGDAAMTGxkoDFenp6YiNjVWLO2LECNjb22Po\n", "0KFSnllZWRgyZAgsLS2ho6MDIG/hTH19fdy5cwcAEBUVhW3btr1VPb/66iv0798fnTt3xpEjR6Tw\n", "3NxcxMbG4osvvsDSpUvRokULrevMGGOMMcYYY4wfD2Gl9Mknn+Ds2bMQBAGTJk3C2rVrsWfPHgB5\n", "sxB27NiB0aNHw9HREQ0aNECDBg3QoUMH7N27F56enli7di0WLVqEbdu2QRAEfPjhh3B0dMSWLVtk\n", "+Xz33XeoXr06AgMDYWZmBjs7O0yaNAmBgYGyWRs1atTAkSNH8MUXX8DJyQkmJibQ0dFBnz59MHr0\n", "aClelSpVMH/+fHz99df4+eefYW5ujvDwcI11zM7ORrNmzZCeni6VsVOnTpg5c6YUZ9myZdiyZQui\n", "o6Nx584d6Onp4dWrV/Dy8sLRo0fh5uYmS7N169a4du0aBEHAwIED0bRpU6xevbrU54MxxhhjjDHG\n", "/kkE4p9531pSUhK8vLyQmJiotvAjK39JSUnw9vbGL7/8gu7du1d0cRhjjDHGGGPsX+Vd3BPz4yHs\n", "vRAZGYlLly7JwlSPiiiVyoooEmOMMcYYY4yxcsaDFuy9cOXKFURFReHVq1cAgDt37mDGjBno2bMn\n", "byPKGGOMMcYYY/9QPGjB3gu9e/fG/fv34eHhARcXFwQEBKBr165YtWpVRReNMcYYY4wxxlg54YU4\n", "2Xuha9eu6Nq1a0UXgzHGGGOMMcbYO8QzLRhjjDHGGGOMMVYp8aAFY4wxxhhjjDHGKiUetGCMMcYY\n", "Y4wxxlilxIMWjDHGGGOMMcYYq5R40IIxxhhjjDHGGGOVEg9aMMYYY4wxxhhjrFLiQQvGGGOMMcYY\n", "Y4xVSjxowRhjjDHGGGOMsUqJBy0Y+xfbsWMHRFGEh4cHHB0d8eWXX751WiNHjoSjoyMUCgUOHjxY\n", "hqUs3I8//ghRFKFQKDBlypR3kue/QevWrWFubg6Fgv9EFKZ3796wtraGQqHA7du3K7o4jDHGGGP/\n", "WPyNlJVYdnY2RFGEhYUFFAoFXFxcMG7cOLV48fHx6NixI1xdXSGKIlxcXBASEoKkpCS1uK1bt5Zu\n", "ABwdHdGvX793UZV/tbS0NHzyySf4/PPPce7cOaxfvx7Hjh176/RiYmKwbNkyAIAgCGVVzCIFBwcj\n", "OTm5VHnevHkTkZGRuHXrVlkW7b2WkJCAzz///J2dx/fR+vXrERUVVdHFYIwxxhj7x+NBC1Zi+vr6\n", "SE5OxuDBgwEAu3btwsyZM6X3iQgDBw7EiBEjMGHCBFy8eBHJyck4f/482rRpgxYtWmDRokWyNBMS\n", "EqQbgOXLl2P16tUlLldoaCjCwsJKUbN/l1OnTuHFixcICAgAAHh5eeHXX38tVZpEVAYle7du3ryJ\n", "qKgoHrQogIjey/P5LnH7MMYYY4yVvyoVXQD2/irsC3t0dDRWrVqFs2fPwtnZWQrX0dFBWFgYsrOz\n", "MWzYMDRs2BBt2rQpNj1tCYLAvwyXQGZmJgCgatWqUpiurm5FFafC8Q0oY4wxxhhjlQ/PtGBlKjMz\n", "EzNmzEC7du1kAxb5DRw4EIaGhqVaP6EwJb3xPHLkCERRRNWqVREWFoYFCxbAz88PZmZm+Oijj/Dg\n", "wQPs2bMHbdu2hY2NDVq2bInU1FS1dHbv3o2mTZvC0dERtra26NmzJ27evCmLs2nTJrRr1w5eXl4Q\n", "RRGNGzfG+vXrZXH69u0rPSZz8OBBdO/eHa6urnBwcEBsbKxWdcrJyUFUVBQaNmwIJycn2NvbY/To\n", "0Xj+/LkUJyQkBJMnTwYAfPjhhxBFEQsXLiw0zbNnzyI4OBhKpRKenp5QKpWIiorCq1evNMa/f/8+\n", "QkJCIIoiTE1N0b9/f2mQROWbb76BKIrw8vKCh4cHevXqhUOHDsniJCYmIigoCDY2NrC3t0fLli3x\n", "22+/FVn/CxcuyM6pSt++fdXWaZgzZw7+85//AMjrl6IoQhRFPHr0CEBef5o3bx6cnJykthw1ahSy\n", "s7OLLAOg3fkG8tbl8PHxkdqhc+fO2Lp1KwCgWbNm0NXVhbGxMTw9PaX+HRISgjp16qB+/fr48ccf\n", "ZWtQnDt3DkFBQWjUqBFcXFywc+dOtTxTU1PxySefwNraGkqlEkqlEmPGjFHrswCKTK/g9bNo0SL4\n", "+/ujTp06UCgUePz4sZRfz549YW1tjQYNGsDHxwcbN26U0rl+/TpEUYShoSFatWqF9evXIyAgAFZW\n", "VggICEBKSgoA4I8//oCTkxMUCgWsrKzw2WefAch7ZE2pVKJatWpwdnaW4uc3b948mJmZQaFQwN3d\n", "HT///DMAYPPmzXBycoK+vj569OgBADhw4AC6desGT09P6d+iRYuK/Xz5+uuv4eDgIFvX5dq1a1Aq\n", "lWr9MX+5iutf2lwrjDHGGGP/WMTeWmJiIgGgxMTEMkvz7t27lJiYqPFfenq6LO79+/cLjXvnzh1Z\n", "3EePHtHdu3fLrJxERJMnTyZBEOjWrVtS2E8//USCIFB0dHSRxwYEBJAgCJSRkSGFrVixggRBoIMH\n", "D75VeUJDQyksLOytjrWxsaF69erR5s2biSjvPNSoUYNatGhB48ePJyKiV69eUbNmzSggIEB27KZN\n", "m0hHR4e+++47IiLKzc2l3r17k6WlJT18+FCK16FDB1q4cKH0+uLFi2Rqakpbt26VpRcXF0eCIFD3\n", "7t3pyZMnRET07bffko6ODqWkpBRbl48//pjq169PqampRER07949cnV1JX9/f8rNzVXLJ//5K8yM\n", "GTMoODiYcnJyiIjo4cOH1KxZM4qIiJDF++2330gQBPLw8JDKevv2bbK2tqbAwEAp3po1a8jMzIzu\n", "379PREQvX76knj17UmhoqBTn9OnTpK+vTxMmTJDCFi1aRFWqVKEdO3bI8hUEgaZMmSILs7GxUesP\n", "kZGRpFAoZGEHDhwotN+NGDGCDAwM6PTp00SU15bOzs704YcfFtFaebQ534cPH6aqVatKbfX69WuK\n", "iIiQ9bGOHTuSra2tWvq+vr6yz57IyEgSBIEGDx4sneeIiAgyMjKirKwsKd7NmzfJ1NSUQkND6fXr\n", "11LZjI2Naf78+VI81fWdP72RI0eqpUeU19Z169aVroGsrCwyMTGhR48eSfn169dPyi8+Pp6qVKlC\n", "ixcvlqUTEBBAZmZmNGfOHCLK6xe+vr7UokULKc7Lly/JxMSE+vfvLzs2KyuLLC0t6dWrV2ptpbJ9\n", "+3YSBIHi4+Nl4XFxcTRo0CDp9eDBg2ns2LHS6z///JMcHBzom2++kR2n+szKfw0V1p809Udt+pc2\n", "1wpjjDHGWEUpj3vignjQohTK4wRNnjyZAGj8N3fuXFncpUuXFhq34M3k7t27afLkyWVWTlVZC35h\n", "nzVrFgmCQEuXLi3y2N69e5MgCHTmzBkprLSDFgMGDHjrL/LW1takVCplYZ06dSKFQiEbeJg9ezYp\n", "FArp5v3NmzdkbW1Nrq6usmPv3LlDgiDQ1KlTpbDU1FTppk2lV69eajfAqnbYtGmTFHbv3j0SBIGW\n", "LVtWZD1UgwbffvutLHzTpk0kCAKtWrVKLR9tBi3S09PVblS///57MjAw0Jj/tGnTZOHffvstCYJA\n", "CQkJREQ0ZMgQatiwIb1580aK8/vvv9O6deuk1y1btiQzMzPZQAsRkbu7O9nb28vCtB20UPVZTWUu\n", "2O9SU1NJoVDQ0KFDZeGrV68mQRDo8OHDVBRtzvfs2bOpRo0alJ2dLYWlpaXRokWLpNcbN24kQRBo\n", "7969UtilS5fIw8NDY92SkpKksJMnT5IgCLRv3z4pbMCAAfTBBx/QgwcPZMePHTuWvv/++yLTO3Xq\n", "lFp6RHnXj5OTkyzs1q1b9ObNGxowYABVrVpVNkBJRNSlSxeqUaMGPX36VApr2bIlmZqays75zJkz\n", "ZdccEdHQoUOpWrVq9PjxYyns+++/p+HDh1NRXr9+TfXq1aMuXbrIwv38/OjkyZPS69u3b9Pz589l\n", "ccaNG0fOzs6yME3XUGH9qWB/1LZ/aXOtMMYYY4xVlHcxaMFrWlQy//3vf9GlSxeN79WrV0/2WjV9\n", "WZM6derIXvv6+sLd3b1sClkJnDlzRprWr6LadlAURVn4rl27YG5uXmyaDRo0kL02MTFBrVq1YGxs\n", "LIWZmpqCiHDv3j3Uq1cPV69exe3bt/Hf//5XdqylpSWMjIyQkJAgPQajr6+P4cOH4/jx48jJyZG2\n", "Six4rlQaNWok/b9WrVoAgPT09CLroFpIs0mTJrLwpk2bSu+/zc4sNWrUwLfffoutW7fiyZMn0NHR\n", "wcOHD5GdnY179+7BzMxMFr9gX/Px8QEAHD9+HK1atUKbNm3w3XffoVmzZvjvf/+LTp06wdnZWXqk\n", "6Pnz5zh8+DDat28PHR0dtbosXboUKSkpcHR0LHFdtLVv3z4QEZo3by4Ld3V1BZC3eKyfn1+hx2tz\n", "vgMCAjBhwgR4eXkhPDwcXbt2haWlJcLDw6U4Xbp0gampKWJjY6U1YFasWIFPP/1UY77F9Ztff/0V\n", "tra2MDExkR2XfzHdwtIzNTVVS0/FxcVF9trKykrKz87OTjpWpWnTpti2bRuOHTuGtm3bSuH29vay\n", "c16rVi3ZNQdAehRl3bp1GDRoEAAgLi4OS5Ys0VgHFYVCgQEDBmDWrFlIT0+Hubk5rly5gqysLDRu\n", "3FiKZ2hoiOjoaOzfvx/Pnz+Hjo4O0tPTkZWVVWT6JVFc//rtt9/g5+dX7LXCGGOMMfZPx4MWlYyF\n", "hQUsLCy0ilurVi3ppqQ4RkZGMDIyKk3RtGJrawug+Jvr9PR0KBQKKX5JeXt7S1tdqoSFhUEQBK3X\n", "fshPEAQYGBhoFQYAr1+/BgBkZGQAALZs2YITJ07I4hoaGiI3NxcA8OzZM7Rq1Qq1a9fGrl27ULt2\n", "banMBw4c0Fim/Hmr1mFQ5VsYVXkK3pCqbhjv379f5PGFGThwIHbv3o39+/fDw8MDALBy5UqEhYXh\n", "5cuXavEL9jVVef766y8AeQNue/fuRUxMDAYNGgQiQocOHRATEwNHR0dkZmaCiNTqkb8uGRkZ5Tpo\n", "oWrLr776SnZD//r1a5ibm8vWCClI2/Pt7e2NY8eOYc6cORgzZgyGDRsGf39/zJkzRxro0dXVRZ8+\n", "fbBs2TI8fvwYBgYG2LBhAxITEzXmra+vL/1fU7/JyMiAvb291u1QXHpA3nVhaGio8fjC8st/HvMr\n", "eM1pytPT0xNubm5YsWIFBg0ahN9//x05OTlaDcx+9tlnmDFjBlauXIlx48YhNjYWAwcOlN4nInTp\n", "0gX37t3D7t27pc+oKVOmYMqUKcWmr63i+tezZ88AFH+tMMYYY4z90/GgBStTgYGB0NfXx7FjxwqN\n", "8+LFCyQlJcHX11fjTenbonLY/aG4NFWDRsHBwZg7d26h8Y4dO4aUlBRMnz5duoHVJv2SUpXn4cOH\n", "svAHDx4AgCxvbWVnZ2P9+vUIDw+XBiyAosuuWsiyYP75ZwsFBgYiMDAQDx48wOrVqzF16lS0a9cO\n", "N27cgLGxMRQKhVo9SlIXHR0dtTI+efKkyGPyU7VlTEwMOnfurPVxQMnOt7e3N9avX4+nT5/ip59+\n", "QmRkJNq2bYubN2+iZs2aAPIGOxYuXIi1a9eifv368PHxUZu5UJJ6aWrX8lJYfqXpk0DeFsejRo3C\n", "pUuXipx5UpCdnR1atmyJ2NhYjBo1Chs2bEBSUpL0fmpqKo4cOYI5c+bIBlW1vVZVs0QKxlctSqpS\n", "kv5V2LVy/fp13jGJMcYYY/94vHsIK1PGxsYYP3489u3bh99//11jnOXLl+PZs2eYNm1ameZdHl/e\n", "i0uzYcOGsLGxkd30qCxZsgTff/89AEizEQqml5aWVqbl7tChAwCozfpQvVa9XxK5ubl48+aNxrIX\n", "5vz587LXp06dApC3GwYAzJ8/XwozNTXFiBEjMHHiRNy6dQtZWVmoVq0a/P39kZSUJM1WyV8Xe3t7\n", "ODg4FFluMzMz6cZY5fLly2r1UG3zqrrJTExMREpKCtq1aweFQqHx3P7vf//D4cOHC81b2/P9448/\n", "Ytu2bQCA6tWr49NPP8X8+fPx+PFj2U4eoijC3d0dsbGxiIuL0/oGXZMOHTrg+vXram0TFRWFmJiY\n", "t063qPyuXbumlt+JEydQo0YNqU+UVN++fVGlShUsWbIEGzduREhIiNbHfvbZZ0hJScG4cePQpEkT\n", "2eBpaa9V1aNS+Qdq/v77b7Xdc7TtX0VdKwUHBxljjDHG/ol40IKVWsFfFL/66iv0798fnTt3xpEj\n", "R6Tw3NxcxMbG4osvvsDSpUvRokULrdJ723KU9FhNxxeWZv7wb775BocPH0ZcXJwUduLECUyePFla\n", "W6J58+YwNTXFggULpGnfCQkJ2L9/v1Z5FFcelZYtW+Ljjz/G3Llzcf36dQB5N0yTJ0+Gv78/goOD\n", "S5ymoaEhAgICsGHDBty4cQMAcOfOHSxevLjQ41euXCltO3n79m3ExMQgMDAQAQEBAPK20ZwxY4a0\n", "teOrV69w9OhReHp6SrMLZs+ejcePH8um5C9evBh//PEHvv3222Lr0bp1axw9elQaXDl06BAuXLig\n", "Fs/GxgaCIODOnTsAgGHDhuHkyZOwtbVFREQEFixYIN1YEhEWL16MHTt2wMvLq9A20/Z8q2ZjqNZK\n", "ePPmDQ4dOoR69eqprVkQFhaGxMREnDlzpsSDT/nzjIyMhKGhIUaNGiU9cnHmzBl89913WqdbsA0L\n", "u35U+RkZGcny2759O3bu3ImZM2eiWrVqRaZdWHjt2rXRsWNHLFy4EL6+vlK/0UaPHj1gZGSEefPm\n", "Sdumqjg5OcHR0RHLli2THqe6ePGixu1qNZXNwcEB1tbW0paqRIQZM2bAyMhIFk/b/qXNtcIYY4wx\n", "9o9WTgt8/iu8i5VSK6Pnz5+TUqkkc3NzUigU5OzsLNseUGXz5s3Uvn17cnZ2JqVSSc7OztSvXz86\n", "f/68WtzPf8z7AAAgAElEQVRWrVqRlZUVKRQKcnBwoL59+5a4XG+z5emFCxdIqVRS1apVycTERNpa\n", "0c/Pj0xMTKhq1aokiiJduXKFIiIipDI6OztTXFyclM7evXvJz8+PrK2tycvLi9q0aUNHjhyR5XXy\n", "5Eny9/cnCwsLatmyJf3nP/+hjh07kp6eHomiSH/88QcNGTJElseGDRvo2LFjpFQqSaFQkLm5OX3y\n", "ySdF1iknJ4emTJlCjo6O1KhRI7K1taVRo0bJdkMIDg6W5SOKomwHi4LS0tKoV69eZGFhQU2bNqWu\n", "XbtSREQECYJALi4utGrVKoqIiCAHBwdSKBS0atUq6tq1K7m7u0vbU2ZmZkrpHTp0iHr27EkuLi4k\n", "iiK5uLhQaGio2ra8iYmJ1KFDB7K2tiZbW1tq0aKFtAMJEdHatWtlbdO2bVvpvcePH1NISAjVq1eP\n", "mjRpQl9++SVNmjSJBEEgpVJJGzdulOJGRkaStbU1ubm5Uc+ePWXbZi5YsICcnZ2pYcOGJIoi9evX\n", "j27fvl3kOSDS7nyfO3eOQkNDpWvE1dWVevToQZcvX1ZL7/79+6SnpyfbAlalW7du0vUoiiIdPnyY\n", "Nm7cSM7OzqRQKMjKykq2s0Zqaip98sknVL9+fVIqldSyZUtZf9U2vQsXLpCHh4d0/SiVStq5c6da\n", "+VT5WVlZkYODA3l7e9PPP/8svf/gwQPy8PCg6tWrU/Xq1aX+OG7cOFk/Xb16tSzdrVu3kiAItGfP\n", "nmLPR0Hh4eFkbW2t8b0rV65QUFAQmZubk5+fH/Xp04cGDBhAgiCQKIq0b98+6tWrl6xsCxYskI4/\n", "fvw4eXp6kp2dHQUGBtL+/fvJxsaGTExMSBTFEvUvba8VxhhjjLGK8C7uiQWiclgI4F8iKSkJXl5e\n", "SExMLHQXD8YYKysNGzbEjh07in005t/ir7/+gq+vr7RzEGOMMcYYe7fexT3xe/t4yIkTJ9ChQwfY\n", "29vD3t4ezZs3x759+zTGffHiBaZOnQpvb294enrCxsYGAQEBGuPHxsbCw8MDHh4ecHFxwezZs8tl\n", "gUfGGCuJ5ORk1KlThwcs8vnpp58QGhpa0cVgjDHGGGPl6L0ctDh69ChatGgBpVKJa9eu4dq1a+jZ\n", "syeCgoKwd+9eWdycnBwEBQUhJSUFhw8fRlJSEi5cuICnT59Ki5upLFq0CEOHDkVsbCzOnTuH7du3\n", "Y+7cuRg/fvy7rB5jjAEA1q9fjxkzZgAA5syZg6FDh1ZwiSresGHDcPjwYbx48QJLly7FoEGDKrpI\n", "jDHGGGOsHL2XgxYTJ05E9erVERUVJYUNHz4cdnZ2GDVqlCzuggULcOHCBSxZsgT6+voA8hYWXL16\n", "NXr06CHFe/LkCSZMmICwsDBpATTVQmkxMTHSAoSMMfauVK9eHfPmzYO7uzsMDAzQq1evii5ShatR\n", "owZ69uwJHx8fjBgxApaWlhVdJMYYY4wxVo6qVHQB3sapU6fg6uoKPT09Wbibmxs2bdqEa9euwd7e\n", "HkDebgNt2rTBBx98IIvr5OQke7179248efIEgYGBsvDWrVvj9evX+OWXXzB69OhyqA1jjGnWqVMn\n", "3Lt3r6KLUalER0cjOjq6oovBGGOMMcbekfdypoUgCNLWefnp6OgAAC5fvgwgb6vH1NRUWFpaYubM\n", "mWjcuDEaNmyItm3bYteuXbJjz549CwDSYIeK6vX58+fLvB6MMcYYY4wxxhgr3Hs5aNGkSRNcvXoV\n", "T58+lcKICOfOnQMAPH78GACkFeV/+OEH3Lx5E4cPH8bFixfRvHlzdOrUCevXr5eOv3//PgDAyMhI\n", "lpfqtep9xhhjjDHG/k2ICL1794adnR2SkpIqujiMsX+Z9/LxkClTpqBNmzYYMWIEFixYAF1dXcye\n", "PRt3794FAOlRkBcvXgAAqlSpgnnz5qFq1aoAgMmTJ2PVqlWYOHEievfuXeryjBgxAjVr1pSF9enT\n", "B3369Cl12owxxhhjjFWkK1euYMOGDQDydtorr20NGWOV27p167Bu3TpZWFZWVrnn+14OWvj7++PA\n", "gQOYPn063NzcUKNGDQQFBWHy5MkYM2YMrKysAOQtuAkAjo6OsjUtBEGAu7s74uPj8fDhQ5iYmKBW\n", "rVoA/n+Whorqde3atQstz/z58/nDmzHGGGOM/SPln92c//+MsX8XTT/MJyUlSRtZlJf3ctACAHx9\n", "fREfHy8LGzt2LIyMjODu7g4gb7CiSpUqePPmjdrxqvUvVO+JoggAuH79Ojw8PKR4169fBwBZGGOM\n", "McYYY/8Wr1690vh/xhh7F97LNS3u3LmDM2fOyMKICDt27MCAAQOgq6sLAKhWrRratm2LlJQUZGdn\n", "y+JfvHgRtra20gyLoKAgGBoaYt++fbJ4+/fvh46Ojmx7VMYYY4wxxv4tcnJyNP6fMcbehfdy0OLg\n", "wYPo0aMH0tPTAQC5ubn44osvIAgCpk6dKov79ddf4/Xr1/jqq6+ksEWLFiE1NRUzZsyQwqpXr47p\n", "06cjLi5OWmDoxo0bmD9/PkaOHAkbG5vyrxhjjDHGGGOVDM+0YIxVpPdy0MLFxQVOTk5o0qQJlEol\n", "fHx8kJubi6NHj6rt/uHh4YEDBw7g3LlzsLGxgYODAzZs2IAdO3bgk08+kcUNDw/HwoULERoaCg8P\n", "D3Ts2BEjR47EzJkz32X1GGNMayNHjoSjoyMUCgUOHjxY4uN79+4Na2trKBQKacclxsrK2LFjS9U/\n", "3wevX7/G9OnTpR9S/qmWL18OIyMjTJkypaKLIjN58mQ8fPiwoovxj8czLRhjFem9HLQQRRG7d+/G\n", "rVu3cPbsWSQnJ2POnDmoUaOGxvje3t7Yu3cvbt68idTUVBw6dAgdOnTQGDcsLAznz5/HuXPn8Mcf\n", "f2DMmDHlWZX3UnZ2NkRRhIWFBRQKBVxcXCCKIho1aoS6deuiefPmauuNaOvRo0eIjIyUtq9lZSMu\n", "Lg4rV65UC79z5w7q1KmDRYsWlTjNhQsXwszMDH/99VdZFLHU3ve+87btGRMTg2XLlgHIW2S4OL16\n", "9UKTJk2k1+vXr0dUVJRavDNnzsDY2FjtWo6MjCzzm8+CZWL/HLNmzSpR/3zf5OTkoFOnTrh79y7M\n", "zc0BAH379pUGaqytrREYGKh23Pnz5zFgwAC4urpCFEW4urqiQ4cO+OWXX9Tijh07Fi4uLlAoFLCw\n", "sICnp6e0O9q7cO/ePXTp0gU//PADnj59WuLzeO/ePYwePRru7u4QRRGiKEKpVOLTTz/Fli1bpHg/\n", "/fQTRFGEnp4eDA0NIYoiPDw80KBBA7Rq1QoxMTF48uSJWvoNGjRA06ZNK83fon8qnmnBGKtI7+Wg\n", "BatY+vr6SE5OxuDBgwEAu3btQnJyMi5fvozff/8denp6+Oijj3Ds2LESp52ZmYmoqKj39sazsoqL\n", "i0NcXJxa+AcffABbW1uYmpqWOE1TU1PY2NhIWwlXtPe975SmPYlI67j16tVTe9xN0/EGBgawtbVV\n", "2845KiqqzActNJWJ/XOUpH++byZMmIDMzEwsWLBACluzZo00UDN16lTs379fdszy5cvh7++PwMBA\n", "nD9/HsnJybh48SImTpyIUaNGoW/fvrIFxGfNmoWdO3cCAD7//HMkJSXJdkTTRlxcHGxtbd+qjgsX\n", "LkTHjh3x888/l/jY7Oxs+Pn54ezZszhw4ACSk5ORnJyMTZs24eTJk5g7d64Ut2fPnkhOTka9evXg\n", "4+OD5ORknDt3DlevXkV0dDTWrVsHNzc3JCcny/IICQlBly5d0KtXr7eqH9MOD1owxirSe7t7yD/R\n", "gwcPAOCtbiArIm1NX0SNjY0xbNgwHDx4EPHx8WjWrFmZpc3KXu3atXHy5Mm3OlbTlkeVwfvad95V\n", "e8bExGgVz8nJSVrfp6CybmNty8RYZZKVlYUFCxZg48aNau8Vdo0cOHAAgwcPxnfffYf+/fvL3vP3\n", "98e2bdvg6ekJOzs72QyoivxcmzJlChQKBW7evFniY/fv349r164hJiYGJiYmUridnR2io6Mxb948\n", "tWM01bV58+Y4dOgQmjRpgqCgIFy4cEG2Ff24ceNQt25dxMfHo0uXLiUuJysePx7CGKtIPNOiEvj7\n", "77/RrFkzuLm5wc3NDc2aNcPff/9d6dMujOqPmUIh7153795F//79YWNjg4YNG8LLy0s2FfbHH39E\n", "x44dAQCTJk2CKIrw9PTEpUuX4O3tDYVCATMzM9lU2+nTp8PKykp6vWvXLjg7O8PQ0BCfffaZFH7y\n", "5Em0adMGdnZ2sLOzQ1BQkMZf5Hfv3o2mTZvC0dERtra26Nmzp+yLWv7nszdt2oR+/frBw8MDtra2\n", "mDZtWrFtM2fOHGma77x58zBgwAB4eXnBxMQEXbt2xZ07d2Txly5dihYtWsDHxwdKpRL+/v7Yu3ev\n", "LE7r1q1hbm4OhUKBCxcuICgoCK6urlAoFIiOjoYoikhMTMSZM2ekqbkzZ87EqVOnoFQqoaenh7Cw\n", "MFmaT58+RUREBOzs7ODu7g43Nzf0799fmj0zceJEODg4QKFQ4NChQ++kbufOnUNQUBAaNWoEFxcX\n", "6ZdHQHPfEUURly9fBgD8+uuv8PPzg5eXF5RKJdq0aYMVK1YUep7mzZsHMzMzKBQKuLu7S78wbt68\n", "GU5OTtDX15d2FDpw4AC6desGT09P6d+iRYtkX7zz95vNmzcjNDQUPj4+0NPTQ/fu3fHll19K7Zl/\n", "FsPZs2cRHBwMpVIJT09PKJVKREVFFfor1/379xESEgJRFGFqaor+/fsjMzNTer9Dhw5SexZly5Yt\n", "EEURCoVCen79t99+k7aGXrx4sdTGCxYsgJOTExQKBaysrKTrLjs7G0qlEtWqVYOzszNSUlI05qWp\n", "TKW9zvr27Sut03Ho0CF89NFHcHJygoODA9asWYPnz58jPDwcXl5esLGxwddff62WxuPHjzF06FDY\n", "2trCyckJrq6u+P7772VxHjx4gOHDh0MURXh5ecHDwwOhoaGytQ2OHDkCURRRtWpVhIWF4dtvv4W/\n", "vz8sLS3RpUsX3Lt3r9j6aNsPTp8+jTZt2kj90M/PD7NnzwYA/O9//0PNmjWhq6sLURRx+vRpAHl9\n", "3c7ODsbGxhg5ciTGjh0r9UVt2r64z4r8MjIyCk3vxYsXUCqVMDU1ha2tLQ4cOIDAwECpH2zdulXK\n", "b+TIkbC3t4eTkxMaNmyI6OhovH79WkpL28+NZs2aQVdXF8bGxvD09JSu2ZCQENSpUwf169fHunXr\n", "Cj0vmzdvRm5uLtq0aVPsOVT54osvYGhoqPaZq+Lm5obAwEDMnTtXdu1WpOI+L4qSm5sLIG9h84I6\n", "d+5cotkb+vr6iI6Oxt9//y2boQHkDcCLoog1a9a8dVlZ0XimBWOsQhF7a4mJiQSAEhMTS5WOr68v\n", "AZD9a9asWZmUsTzTnjx5MgmCQDdv3pTCrl27RqIoUt26denWrVtSeGZmJtna2lKrVq3o+fPnREQU\n", "Hx9PCoWC1q9fL8W7efMmCYJAK1euVMvPy8uLAgMDZWHe3t4kCAKdOXNGCtu4cSMNGzZMen3y5Emq\n", "WrUqjR07VgobPXo0GRkZUWpqqhS2adMm0tHRoe+++46IiHJzc6l3795kaWlJDx8+lOIdOHCABEEg\n", "f39/Sk9Pl+oiCAIlJCQU226qOtapU4dOnjwptY+npyc1atSIcnNzpbhOTk60fft2Wd4GBgaUlJQk\n", "SzMyMpIEQaCQkBB69uwZERGFhobSN998Q0REAQEB1KpVK43lsbGxobCwMOn1q1evyNfXl0RRpIyM\n", "DCIievjwITVp0oS6deum1g4HDx58J3UbPHiwdHxERAQZGRlRVlaWWt4F+861a9eoatWqsnLOmzeP\n", "bGxsNLaHyvbt20kQBIqPj5eFx8XF0aBBg6TXgwcPlvWtP//8kxwcHKS2L9he3t7eUr+Li4uj7t27\n", "y97PX84ZM2ZQcHAw5eTkEFHeeWjWrBlFRETI0v7tt99IEATy8PCglJQUIiK6ffs2WVtbq10zkZGR\n", "pFAoZGErVqwgQRBk1ywRkSAINGXKlGLDXr58SSYmJtS/f39ZeFZWFllaWtKrV6+oKJrKVNrrLC4u\n", "jgRBoI8//lj6zBkzZgzp6OhQ7969pXOgOs8HDhyQjn316hU1btyYXF1d6f79+0SU9zlSrVo1mjlz\n", "phTv+PHj5OTkJF0nOTk5NHToUPL29qbXr1/LymNjY0N169aln376iYjyrgt7e3u1NtNEm37w+PFj\n", "MjY2lvX/TZs2kSAI0uvZs2eTQqGg69evy9L/4osvaO7cudJrbdte288KVf/U5lyGhoaSkZERDRo0\n", "SGrD1q1b09atW6X8lEqldF6uXr1K9erVo969e8vS0fZzo2PHjmRra6vW5r6+vsX+bQ8ODtZ4bP46\n", "5z8f9+7dI0EQqE2bNkWmqyr7xo0bpbAbN25ovPa0tWLFimI/84rzNmVIT0+n6tWrk4GBAU2dOpX+\n", "+uuvYo+xtrYu9O/Vs2fPSEdHh1xdXdXe69evH5mbm2tdNlYyP/zwg/Q90s3NraKLwxirRMrqnrgo\n", "PNOigj148EDjlMurV68iISEBSUlJb/0vISFB46+bN27ckB4XKQsffvghRFGEo6MjHB0doaenh61b\n", "t8pmQMybNw83b97E7Nmzoa+vDyDvV5ZWrVph4sSJUjwqYgpst27dcOjQIWRlZQHIW0QyNzcXenp6\n", "2Lx5sxRv8+bN6Natm/R6zJgxMDQ0lG2HGxUVBSLC9OnTpXwjIiLg5OSEzz//HACgo6OD2bNn46+/\n", "/pItVKkqY/fu3WFmZgYA6NSpEwwMDJCQkFBse6mO79q1Kxo3bgwAqFmzJiIjI3HlyhWsWrVKirtl\n", "yxZpBgEAtGzZEm5ubtLz0gXTHDZsGKpVqwYgr81V04+LateC1q5dixMnTiAqKkp6nMjY2Bhffvml\n", "lHZhaZZn3QYNGgQdHR0AeTtePHnyBGfOnCmyPACQlJSEV69ewcHBQQoLDw+XzcTRJCgoCHXr1lUr\n", "z7Jly2THTpgwAZGRkdLrevXqoUePHvjhhx801uPjjz+Gvb09gLxHQhYuXFho+UNDQ/Hdd9+hSpW8\n", "J/mMjY3Rr18/LFmyRGOZe/bsKdWzfv36GDVqFBISEvDbb7/JylGS/qANPT09BAcHY+PGjbKF8tat\n", "W4cePXpAV1e3yOM1lamsrrO+fftKnzm9e/fGmzdvYG5uLp2Djh07onr16rJ1B9asWYPTp08jMjIS\n", "tWrVAgA0btwYffr0wbRp05CdnQ0AcHd3x549e6TrpEqVKhgyZAgSExPVHq0hItSqVUvatapmzZpo\n", "37692noHmmjTD65cuYKsrCxZP+/evbvs87Vfv35QKBRYvny5FPb69WusW7cO/fr1U2u74tpe28+K\n", "/OUp7lwSEZ48eYKoqCjpF/7169cjMDBQlp/qvDg6OmLUqFHYsGEDDh8+rFaH4j43wsLCcPPmTezb\n", "t08Ku3z5Mp4/fw5PT0+1OuR39+5d1KlTp8g4+d26dQsApDYojGpBz7d5HENFNRNK9W/y5Mm4e/eu\n", "Wvj27dvfOg9tmJmZ4eeff0aNGjUwadIk1K9fH97e3oiKipLaoySqVauGWrVqaWybOnXq4N69e9L1\n", "ycoWz7RgjFUkHrSopDIyMhAYGAgvL6+3/hcYGIiMjIxyL6tqIc6UlBQ8f/4cXbp0QbNmzbB48WIp\n", "zp49e1CtWjW1L4Gurq64fv262qMDmnTr1g25ubnSl6zNmzcjODgYrVq1klYgz8nJwbFjxxAQEAAA\n", "eP78OY4cOQJvb2/o6elJaenr68POzk76wnz16lXcvn0bfn5+sjwtLS1hZGSk8SapUaNG0v8FQYCJ\n", "iUmJtrxzd3eXvfbx8QEAHD9+XBYeFhYmTQkXRREXL17E9evXNabp6uoq/b9mzZpqiyhq49dffwUA\n", "adBBpVOnTli7dq1WaZRH3fK3t+qGRZv2btq0KapXrw5fX1/MmjULKSkp0NPTw5dfflnkcQqFAgMG\n", "DMDOnTulfFQ3hvnbxtDQENHR0WjatKm0Ov7KlSu1Okd6enqoW7duoWWoUaMGfvjhBzRv3lxKe/r0\n", "6cjOztb4WIG27V4ewsLCkJ2dLZtOHxcXh08//bRU6Zb2OmvQoIH0f2NjY7UwADAxMUFaWpr0es+e\n", "PQDynqPPz9XVFU+ePJEerahWrRqOHz+Otm3bws3NDaIoSo8NXbt2rci6AHlrDGlTF236gZOTE+rV\n", "q4euXbti0qRJuHDhAgDIBmvNzMwQFBSEVatWSTf1e/bsgSiKsvUBNJVXU9uX9LNC23Npamoqu7Gv\n", "Xbs2DAwMpPwK7jTTtGlTWXkKy1PT50aXLl1gamqK2NhYKWzFihVa9dt79+6VeEHMd0W14KXqX1RU\n", "FOrWrasW3qlTp3IvS4cOHXDr1i1s2rQJffv2xZ9//onIyEg4Ojpi/vz5JU6PiDTuYKIanHz06FGp\n", "y8zU8ZoWjLGKxAtxVjDVjgH5vzADeTcfRT1zry3VFq75ve1uEdqoWrUqJkyYgE2bNmHEiBHo06cP\n", "atSogYyMDOTk5KgNWjx9+hTm5ubIyMhA/fr1i0zb1dUV9vb22Lp1K/r27YstW7Zg6dKlMDIywuef\n", "f47U1FRcv34dfn5+0i90mZmZICKcOnVKeh5fJTMzU4qnGtzZsmULTpw4IYtnaGgoPZebn4GBgey1\n", "QqGQPVfdsWNH3L17V3q9fPlyWf2NjIxkx6sWKVNt25aWlgY/Pz/4+/vj0KFDqF69OgCgVatWePny\n", "pcY2Klimt5GRkSHdULyt8qib6gsp8P/PWOdv78JYWlrizJkzmDVrFr7++muMHz8eoihi2rRphW59\n", "rPLZZ59hxowZWLlyJcaNG4fY2FgMHDhQep+IpHUJdu/eLa3OP2XKFGktiIIMDQ2LLbPKwIEDsXv3\n", "buzfvx8eHh4AgJUrVyIsLExjOxXX7uXJ09MTbm5uWLFiBQYNGoTff/8dOTk5agMpJVXcdVaS41U3\n", "OgXTFARBlqbq8yAoKEgWLzs7G+bm5tJsr2XLlmHQoEFYvXo1QkJCAOT9mm5ra6t2fgRB0FiX/LtE\n", "FEabfmBgYIBTp05h1qxZ+OGHHxAdHQ1HR0d89dVX6Nu3r5RWaGgoPv74Y+zZswft27dHbGxsoesr\n", "FNf2Jf2s0PZcFnaNFJaf6u/Z/fv31Y4p7nNDV1cXffr0wbJly/D48WMYGBhgw4YNSExMLLY+VapU\n", "KdGsJWtrawDFD7aq3rezs9M67eKU9eyqkqpSpQq6deuGbt264c2bN9i9ezfCw8MxevRodOzYEY6O\n", "jlql8+zZMzx48ADOzs5q76nqWJo1OFjheKYFY6wi8aBFJbBlyxZ0795dWqjK1tYWmzdvLtG008Ls\n", "3btXY9rlzd7eHklJSbh69Sp8fHxQq1YtPHz4UG2rspLq2rUrlixZgj///BMPHz6Evb09qlWrhvDw\n", "cGzevBk3btyQPRpibGwMhUKBgIAA2aKfBal+gQsODlZb4Ott7dixo8j3C/4apHpkp169egCA7du3\n", "IyMjAxMnTpRu6oHCf2UqK7Vq1QIR4eHDh2/dBytb3Ro0aIBly5Zh0aJFiI+PR2RkJLp06YKLFy+q\n", "/eqen52dHVq2bInY2FhpCnr+af+pqak4cuQI5syZI9tOsCxuELKzs7F+/XqEh4dLN6rFpV1cu5e3\n", "0NBQjBo1CpcuXdL61+rKSPV5cOjQoSIHmVasWAFXV1dpwAIo+5vDkvQDCwsLzJs3D3PmzMGePXsQ\n", "HR2N/v37o27dumjdujWAvMfyVDMLvL29cfr0aWzYsOGtylYWnxWaFNaGheWn6ueaZotoIywsDAsX\n", "LsTatWtRv359+Pj4aDWwb25ujocPH2qdT506ddC4cWMkJiYiJyen0Memjh07BgMDA9mi06UlCEK5\n", "/t0oTFpaGk6ePCn7u6xQKPDhhx/i66+/Rt++fXHu3DmtBy12796NN2/eoHPnzmrvPXv2DIIgvNUM\n", "Q1Y8HrRgjFUkHo6uBOrUqYOjR4/iwoULuHDhAo4ePVpmXwDLM+2i3LlzB4IgwMLCAkDe9NDMzEy1\n", "Z1hTU1MRHBws/fKl+hKn+tJ66dIl2S4f3bp1w9OnT/G///1P2tbMwsICjRs3xi+//IJff/1V9ut5\n", "tWrV4O/vj7Nnz6p9Ed6yZYv0a3iDBg1gY2OjcYvHJUuWqO0aUBYKzoA5deoUAEjbxKp+QS34RbPg\n", "rBxt6OrqSvV//vw54uPjC42rar+CW6Hu2LFDdnNWlHdZN5XC+k5CQoL0DH/VqlXxySefYM2aNcjN\n", "zcUff/xRbLqfffYZUlJSMG7cODRp0kT2K29R9SjtDUJubi7evHlTojYqrt3LQv5fl2/duiV79KRv\n", "376oUqUKlixZgo0bN2rdXyob1TVQ8PPg0aNH+Oijj6SZFi9fvizTPqyJtv3gwoUL0i4oOjo6CAoK\n", "kh6ly98vdHV1ERISgvj4eCxcuBC9evV661+my+KzQpPCrh1VfgVnw6leFzdzqjCiKMLd3R2xsbEl\n", "eqTJysqqxOd7xowZePLkiexxlPzOnz+PhIQEjB8/Xm3mVGkMGDCg0EfWytOVK1cQHh6ucSBK1e+0\n", "HWx6+vQpvvzyS5iZmWHkyJFq76elpcHGxkb2KCgrO/x4CGOsIvGgRSViampabo9tlGfaBb+MxMXF\n", "4cSJE+jWrRssLS0BACNGjIC9vT2GDh2KZ8+eAcjb437IkCGwtLSUFkozMzODvr6+tMZFVFQUtm3b\n", "JqXdvHlz1KpVC1u2bJH9ctOtWzecOnUKLi4uagvAzZ49G2lpabI9769cuYKIiAh4eXkByPuS/M03\n", "3+Dw4cOIi4uT4p04cQKTJ09We4ZaU71LusBhQkKC9GU/MzMTU6ZMQaNGjaTFM9u3b4+qVatizpw5\n", "0uMpq1atQkpKSol/zbWzs8Off/4JADh8+DAiIiIKLXdISAh8fX0xadIkaZr833//jQkTJqBt27Zq\n", "aYEYl5UAACAASURBVGsqy7uqW/64mvpOfHw87ty5g+nTp8se1UlISICRkZHG81pQjx49YGRkhHnz\n", "5qkt3unk5ARHR0csW7ZMmpp+8eJFrF+/XqsyF/W+oaEhAgICsGHDBmmm1J07d6S1YjSls3LlSmnx\n", "3du3byMmJgaBgYHSGi/FKWpxVRVbW1upjRcvXixbqLR27dro2LEjFi5cCF9f3zL5xbO015k2dSrs\n", "Ghg7dqx0XrOzszF8+HBUqVJFqpdqto5qcCA7OxvR0dFlUm4VbfvBgwcPMHfuXFy6dEk6NiEhAbq6\n", "umrnX/VYSXR0dJE36Nq209t+VhTWJoW1kyq/yZMnS/mlpqYiJiYGvXv3VluTSNt6AXltotoaWtvB\n", "j86dOyMtLU0axNImr4CAACxZsgRjxozBypUrZY8eHj58GF26dEFYWJhsAdXiyv6ulbQM6enpGDt2\n", "LF68eCGFXb16FVFRUfD09IS/v3+ReRARDh06BH9/f2RnZ2PXrl0av89cvHixTGenMDmeacEYq1Al\n", "2muEybyL7V0qo+fPn5NSqSRzc3NSKBTk7OxMSqWSPDw8yNramjw9PWn69On08uVL2XHp6ekUFhZG\n", "9evXJw8PD/L09KTZs2erpb9kyRKysbEhd3d3ateuHT148ED2/sCBA8nKykoWdvnyZRIEgZYvX66x\n", "zGfOnKH27duTpaUleXl5kb+/v9pWlkREe/fuJT8/P7K2tiYvLy9q06YNHTlyRHp/2rRp5ODgQAqF\n", "ghwcHGj+/Pl08+ZN8vDwoKpVq5KJiQk1b968yPZTbRv3/fff0+DBg8nLy4tMTEyoa9eudOfOHVnc\n", "Xbt2kaenJ1laWlJAQACNHj2afHx8qHr16iSKImVlZVG3bt2kc6FUKunzzz9Xy/Pq1avUuHFjcnJy\n", "Ind3d9q5cyedPHmSlEqlVG5RFKWtKZ88eUIRERFkY2NDbm5u5OnpKWvbiRMnytrhiy++KPe6iaJI\n", "hw8fpo0bN5KzszMpFAqysrKi4cOHS2lq6js3btygIUOGkKurKymVSnJzc6P27dvTiRMnijxP+YWH\n", "h5O1tbXG965cuUJBQUFkbm5Ofn5+1KdPHxowYAAJgkCiKNK+ffvU+o2Pj48sjcLaMy0tjXr16kUW\n", "FhbUtGlT6tq1K0VERJAgCOTi4kKrVq2iiIgI6dhVq1ZR165dyd3dXdqCNDMzU8qnXbt2svbcuHEj\n", "9erVi6ysrKRr+dtvv6XNmzeTUqkkhUJB5ubm1LZtWymN+Ph4sre3Jw8PD2revDldu3ZNVpetW7eS\n", "IAi0Z88erdo2f5mUSiVt3Lix1NdZeHi4VCcXFxdau3YtrV27VtZvRo4cSVeuXJGl2bRpUymNJ0+e\n", "0IgRI6RrQKlU0oQJE2Sfa69evaLx48eTlZUVubu7U2BgIMXExJAgCGRtbU3Dhw+nCxcuyPJo3bo1\n", "Ef3/9oyqeu/bt6/Q+hTVD5ydnWn16tWUkZFBY8eOJQ8PDxJFkTw8PMjPz4927dqlMU1RFDVuf13S\n", "ti/us6Ik6TVu3JhMTEyoatWqpFQqaerUqWrlU+Vna2tLjRo1IkdHR4qOjpZtMVvSzw0iovv375Oe\n", "nh5NmDCh0PNQ0IsXL8jY2JhWrFghCw8JCZHqbGVlJZ3z/M6ePUshISHS309nZ2fq0KGDxr9LY8aM\n", "kcpubm5OoihSdnZ2kWVTKpVa/du2bVux9Tx9+jTZ2NiQpaUlKRQKqlnz/9i787C46nt/4O9hZtj3\n", "gQFCQhKzkRAge57g45Jaq6neSqpdtPWq9z5qa/WapHWNz62ttmrV6m0bqzeP0T7VWtt6HVutVmOr\n", "tTRWTZAQE0w0gRgCDMywBgaY5ffH/L4ns5wzc2ZfeL/+CsNADjBzlvf5fD7fYte8efOk/VQgg4OD\n", "rkceecT1xS9+UfpZFy1a5Fq6dKnrlltu8Vp+9vnnn5eOSQUFBa4VK1a4GhoaXAsXLnSdc845rp/+\n", "9Keu0dFR2f/n8OHDroyMjJD26xSabdu2SUueZmZmJnpziCiJxOOaWONyJUFsn6L27duH1atXY+/e\n", "vUGXRiMSOjs7ccYZZ+Dpp5+WKg/SRTr/bKROd3c3NmzYgOPHjyd6UyiA6667DuvXrw+69O9MsmTJ\n", "Erzyyitey8YG88tf/hIPP/wwPvroI2RlZcVw6yiQr3/969DpdHjmmWcSvSlp66abbpKW6AYg27ZG\n", "RDNTPK6J2R5CRERR87vf/Q5XX311ojeDApiamsLrr7+Or33ta4nelKTR2toKo9EYUmABAN/+9rdx\n", "6aWX4uKLL2bJfIJs374dFovFq1WNos93jkUoqzgREUWKoQVRgqRzkVM6/2zk76abbsI777wDm82G\n", "nTt34rrrrkv0JpGPzz77DBdffDEA9+yTTZs2ea3cMxP99re/xf333w8AeOihh3DjjTeG9X0eeOAB\n", "3HLLLdK8JoqvFStW4PXXX0d2dnaiNyWt+YZyDOmIKJ4YWhDF0UMPPYSLLroIGo0G//3f/51Wd6TT\n", "+WejwIqKivDVr34Va9euxZYtW6QBvJQ8MjMz0dbWhmXLluG5556TBobOZPn5+XjkkUfQ0NCAvLy8\n", "iCpPvvCFL6CkpCSKW0dqfeUrX2GbQhwwtCCiROJMiwhwpgURERERpbuvfe1r+N3vfid9bDabVS9X\n", "S0TpjTMtiIiIiIgooVhpQUSJxNCCiIiIiIgU+Q7i9P2YiCiWGFoQEREREZEiVloQUSIxtCAiIiIi\n", "IkWstCCiRGJoQUREREREilhpQUSJxNCCiIiIiIgUMbQgokRiaEFERERERIrYHkJEicTQgoiIiIiI\n", "FLHSgogSiaEFEREREREpYqUFESUSQwsiIiIiIlLESgsiSiSGFkREREREpIiVFkSUSAwtiIiIiIhI\n", "ESstiCiRGFoQEREREZEihhZElEgMLYiIiIiISBHbQ4gokRhaEBERERGRIlZaEFEiMbQgIiIiIiJZ\n", "DocDTqfT6zFWWhBRPDG0ICIiIiIiWXIBBSstiCieGFoQEREREZEsudCClRZEFE8MLYiIiIiISJZc\n", "VQUrLYgonhhaEBERERGRLIYWRJRoDC2IiIiIiEgW20OIKNEYWhARERERkSxWWhBRojG0ICIiIiIi\n", "Way0IKJEY2hBRERERESyWGlBRInG0IKIiIiIiGTJBRSstCCieGJoQUREREREssxms99jIyMjCdgS\n", "IpqpGFoQEREREZGs2267ze+xt99+OwFbQkQzFUMLIiIiIiLyY7FY0NPT4/f4qVOnYLFYErBFRDQT\n", "MbQgIiIiIiIioqTE0IKIiIiIiPwYDAaUl5f7PZ6dnQ2DwZCALSKimYihBRERERERyfrud7/r91ht\n", "bW0CtoSIZiqGFkREREREJCsnJ8fvMY1Gk4AtIaKZKmVDi3fffRcXXnghFixYgAULFuDMM8/E7t27\n", "/Z732muv4bLLLkNtbS0aGhpQV1eHrVu3or+/X/b77tq1C42NjWhsbERdXR0efPBBuFyuWP84RERE\n", "RERJZ3p62u+xqampBGwJqWWxWDgoldJKSoYWLS0tOPvss7FixQp8+umn+PTTT/HVr34VmzZtwhtv\n", "vCE9r7e3F1/84hexbNkyHDp0CPv378ef//xnvPzyy1i/fj1GR0e9vu+OHTtw4403YteuXWhra8PL\n", "L7+Mhx9+GLfffnu8f0QiIiIiooSTCygYWiQns9mMpqYm1NfXo76+Hk1NTTCbzYneLKKIpWRosX37\n", "duTn5+OHP/yh9NjNN9+MM844w6/vrrS0FD/84Q+lMra5c+fitttuQ2dnJ/7whz9IzxsdHcWdd96J\n", "a665BqtXrwYAzJ8/H1u3bsVPf/pTHDt2LA4/GRERERFR8pCrtJB7jBKvubkZe/bsQU9PD3p6erBn\n", "zx5s3rw50ZtFFLGUDC3ee+89LFy4EJmZmV6P19fX48CBA/j0008BAJWVlejt7fX7+urqagDA0NCQ\n", "9Nhrr72G0dFRnHfeeV7P/dznPgeHw4EXXngh2j8GEREREVFSY6VFarBYLOjs7PR7/NixY2wVoZSX\n", "kqGFRqOBw+Hwe1yr1QIAOjo6pMd0Op3f8z7++GMAwMaNG6XHPvzwQwDAggULvJ4rPt6/f3+EW01E\n", "RERElFpYaUFEiZaSocX69etx+PBhjI2NSY+5XC60tbUBAEZGRhS/dnp6Gjt37sSVV16JFStWSI+L\n", "wZyFhYVezxcfKw3uJCIiIiJKV6y0SA0GgwHz5s3ze3z+/PkwGAzx3yCiKErJ0OIHP/gBpqamsGXL\n", "FkxMTMBut+P+++/HyZMnAQDZ2dmKX7t9+3bk5ubisccei9fmEhERERGlJLmAgpUWyclkMqGpqQkl\n", "JSUAgOXLl+PFF19M8FYRRc6/dyIFnHXWWXjrrbdw3333ob6+HkVFRdi0aRO+//3v45ZbbkFNTY3s\n", "1z300EPYvXs33nzzTeTl5Xl9rqysDIB/lYb4uLy8XHF7tmzZguLiYq/HLr/8clx++eUh/2xERERE\n", "RMmCS56mDqPRiJaWFvzyl7/EDTfcgAceeABGozHRm0Vp5LnnnsNzzz3n9ZjnnMhYScnQAgA2bNiA\n", "P/7xj16P3XrrrSgsLERDQ4Pf83/84x/jT3/6E/72t7+hqKjI7/MrV64EABw9ehSNjY3S40ePHgUA\n", "r8d8Pfroo1i1alVYPwcRERERUbJie0jq0ev1AIDx8fEEbwmlG7kb8/v27ZNW34yVlGwP+eyzz/DB\n", "Bx94PeZyufDKK6/gqquukt6owvbt2/H6669j9+7dUmDx8ssvey2ZumnTJhQUFGD37t1eX/vmm29C\n", "q9Xi0ksvjdFPQ0RERESUnJQGcbpcrgRsDakxOTkJgKEFpY+UDC3efvttXHrppdJypna7HXfccQc0\n", "Gg3uuecer+du2bIFjz/+OL7xjW/gxRdfxDPPPINnnnkGf/rTn3Ds2DHpefn5+bjvvvvw9NNPY9++\n", "fQDcSwQ9+uij2LZtm+xgGyIiIiKidKZUVWG320P6PhaLhUtvxonNZgPA0ILSR0q2h9TV1WHp0qVY\n", "v349SkpKoNFocN5556GlpcVr9Y/9+/fjZz/7GTQaDa6//nqv76HRaHDVVVd5PXbDDTcgJycHV199\n", "NTQaDaanp7Ft2zbccsstcfm5iIiIiIiSidLQzenpab/qZjlmsxnNzc3o7OwEAMybNw8mk4mzFmKI\n", "oQWlm5QMLVauXInXXnst6PMaGhrgdDpD+t7XXHMNrrnmmnA3jYiIiIgobShVWkxNTSE3Nzfo1zc3\n", "N2PPnj3Sxz09Pdi8eTNaWlqito3kje0hlG5Ssj2EiIiIiIhiL1BoEYzFYpEqLDwdO3aMrSIxxEoL\n", "SjcMLYiIiIiISFag9hBKTqy0oHTD0IKIiIiIiGRFUmlhMBhkh9nPnz8fBoMh0k0jBay0oHTD0IKI\n", "iIiIiGRFWmlhMpnQ1NQkzb9YuXIlXnzxxahtH/ljaEHphqEFERERERHJ8qyoyMjIkH08EKPRiJaW\n", "Fpx//vkAgEceeYQrh8QY20Mo3TC0ICIiIiIiWeICGPAOLUKdaTEyMgIAGBgYiM6GkSJRaTExMZHg\n", "LSGKDoYWREREREQkS1z4ZmRkQKvVSo+rrbQQ+vv7ATC0iAdWWlC6YWhBRERERESyRGih0+kiCi1E\n", "WMHQIvY404LSjS7RG0BERERERMlJ3LXX6/VeoUUo7SEul4uhRRyx0oLSDUMLIiIiIiKSJS6AMzMz\n", "vR4PpdJiaGgIdrsdAEOLeGClBaUbhhZERERERCRLVFRkZWXB4XD4Pa6GCCpKSkoYWsQBQwtKN5xp\n", "QUREREREskRFRVZWFnQ6nd/jaoghnEuXLpX+TbEzOTmJrKwshhaUNhhaEBERERGRLNHWodfrodfr\n", "pcfDqbRYunQpKy3iwGazoaSkBOPj43C5XIneHKKIMbQgIiIiIiJZIrTIzMyMuNJi8eLFDC3iYHJy\n", "EqWlpXA6nSGv8kKUjBhaEBERERGRLDHHwrfSItTQoqSkBFVVVTh16pS0jCrFhs1mQ2lpKQDOtaD0\n", "wNCCiIiI0orFYoHFYkn0ZhClBafTCcBdaRFJe0h5eTnKysoAgO/PGBPtIQBDC0oPDC2IiIgoLZjN\n", "ZjQ1NaG+vh719fVoamqC2WxO9GYRpSzP1UIyMzO9lj0NtdKirKxMCi3YIhI7drsdDoeDlRaUVrjk\n", "KREREaWF5uZm7NmzR/q4p6cHmzdvRktLSwK3iih1eVZT6PV6ab6F7+eC6e/v96q0YGgRO5OTkwDA\n", "SgtKK6y0ICIiopRnsVjQ2dnp9/ixY8dYik4UJs9qiszMTGRlZcl+Lhjf9hCGFrEjQgtWWlA6YaUF\n", "ERERERH5ERfAgLvSQsy3AEKvtCgrK0N+fj4yMzMZWsSQzWYDwEoLSi+stCAiIqKUZzAYMG/ePL/H\n", "58+fD4PBEP8NIkoDIyMj0r8jmWkhKi00Gg3KysoYWsQQKy0oHTG0ICIiorRgMpmwatUqAEBeXh6a\n", "mprw4osvJniriFJXf3+/9G+9Xh9We4jNZsPY2JjUGsLQIrZEpQVDC0onDC2IiIgoLRiNRvzv//4v\n", "AOBLX/oSWlpaYDQaE7xVRKnLcx6M70wLte0hIvgoLy8HwNAi1kRoUVxcDIChBaUHzrQgIiKitGG1\n", "WgGE1m9PRPI8w4XMzExotVrpY7WVFuJ7MLSID9Eekp+fD71ej4mJiQRvEVHkWGlBREREaUOEFp69\n", "+EQUHvF+AtztIdnZ2dLHoVZasD0kPkSlRVZWFnJzc1lpQWmBlRZERESUNsRF1ujoaIK3hCj1DQ4O\n", "Sv/OzMxERsbp+51qKy3YHhJfotIiOzuboQWlDYYWRERElDZYaUEUPb6VFjrd6UsHtZUWAwMDyMnJ\n", "QV5eHoDToYXL5YJGo4nuBpNUacHQgtIJ20OIiIgobbDSgih6hoeHpX9nZmYiNzdX+jiUSgvRGgK4\n", "Q4vJyUmcOnUqehtKEraHUDpiaEFERERpg5UWRNEzNDQk/Vuv1yMnJ0f6OJRBnKI1BDg924ItIrHB\n", "9hBKRwwtiIiIKG14hhYulyvBW0OU2jzDv8zMzLAHcfpWWgAMLWJFVFro9XqGFpQ2GFoQERFR2rBa\n", "rdDr9XA6nVzqjyhCvqFFuO0hrLSIn8nJSWRnZ0Oj0TC0oLTB0IKIiIjShtVqRU1NDQC2iBBFynM2\n", "jG97SCiDOD1DC4PBID1O0Wez2aSKGIYWlC4YWhAREVHasFqtmDt3LgAO4ySK1NjYmPTvzMzMsGZa\n", "+LaH5ObmIjc3l6FFjExOTiIrKwsAQwtKHwwtiIiIKC24XC5YrVbMmzcPACstiCLlGVro9XrpYhhQ\n", "V2nhcDhgsVi8Ki0AoLy8nKFFjLDSgtIRQwsiIiJKC+Pj45iammKlBVEUOJ1OrwvezMxMZGZmSh+r\n", "qbQYHByEy+XyCy3KysoYWsSIzWZjpQWlHYYWRERElBbEyiGstCCKnO8KPHq9PuTQor+/HwC82kPE\n", "xwwtYkMM4gQYWlD6YGhBREREaUGEFqy0IIrc4OCg18e+lRZq2kNEMMFKi/hhpYWbxWKBxWJJ9GZQ\n", "lDC0ICIiorQgQovq6mpotVpWWhBFIFhoEUqlBUOL+JnplRZmsxlNTU2or69HfX09mpqaYDabE71Z\n", "FCFdojeAiIiIKBpEaGEwGFBQUMBKC6IIiPeT4NseoqbSor+/HxkZGSgpKfF6nKFF7PgO4pyYmIDT\n", "6URGxsy4V93c3Iw9e/ZIH/f09GDz5s1oaWlJ4FZRpGbGq5eIiIjSntVqhUajQVFREQoLC1lpQRSB\n", "aFRaDAwMwGAw+F0wi9DC6XRGZ2NJ4rvkKeAOMmYCi8WCzs5Ov8ePHTvGVpEUx9CCiIiI0oLVakVJ\n", "SQkyMjJYaUEUIRECCuFWWvgO4QTcoYXD4cDw8HB0NpYkvpUWAGZciwilH4YWRERElBasVitKS0sB\n", "gJUWRBEaHByU7tgD4c+08J1nAZxeTYQtItHnOYgzJycHADAxMZHITYobg8EgrR7laf78+TAYDPHf\n", "IIoahhZERESUFjxDC1ZaEEUmWGgxPT3ttSSqnIGBAYYWceY7iBOYWZUWJpMJq1atAuB+zTY1NeHF\n", "F19M8FZRpBhaEBERUVpgpQVR9FitVq+Qwrc9BADsdnvA7xGoPQRgaBELM709xGg04vHHHwfgrrBo\n", "aWmB0WhM8FZRpBhaEBERUVpgpQVR9AwODkKv10sf+1ZaAMFbRJQqLUSpPkOL6JMbxDmTQgvg9OuK\n", "r6/0wdCCiIiI0gIrLYiix2q1eoUWcpUWgYZxulwuxZkWer0eRUVFvKiMgZleaQG4K3wA92oiagbG\n", "UvJjaEFERDRDWSyWtFoGjpUWRNEzODgInU4nfZyZmQmtVuv1nECVFqdOnYLNZpNtDwFOL3tK0eU5\n", "iHOmhxYAYDabE7glFC0MLYiIiGYYs9mMpqYm1NfXo76+Hk1NTWlxYsdKC6LoGRwc9AopRNVFRsbp\n", "y4dAd7FFICFXaQEwtIiVmT6IE/AOLXp7exO4JRQtDC2IiIhmmObmZuzZswc9PT3o6enBnj17sHnz\n", "5kRvVkRsNhvGx8e9QovR0dGgqxsQkTyr1eoVUIjWEM8gI1ClhbhwZKVFfHm2h4glT2diaDF79mwA\n", "DC3SRcqGFh9++CEuueQSLFu2DA0NDWhoaMBPfvITOBwOr+ft3LkTq1evRkNDA+rq6nD++efj7bff\n", "lv2eu3btQmNjIxobG1FXV4cHH3yQJztERJRWLBYLOjs7/R4/duxYSreKDA4OAgBKSkoAuNtDnE7n\n", "jDtZJ4qG6elpjI6OQqPRSI+J0MIzyAgUWrDSIv5cLpfXIM6MjAxkZ2fPuP1gf38/6urqAAB9fX0J\n", "3hqKBl3wpySf48ePY+PGjbjooouwf/9+6HQ6vP/++zjnnHPQ19eHhx9+GADws5/9DFu3bsVLL72E\n", "iy++GC6XC7fddhsuuOACtLS0YPXq1dL33LFjB2655Ra88847WL16NY4dO4YNGzZgYGAADzzwQKJ+\n", "VCIiIlLBarUCgFelBQCMjo4iLy8vYdtFlIqGhoYAeAcUoj3Es9IiUHuImkqLPXv2RLytdJrdbofT\n", "6ZQqLQB3i8hMDC2WLl2KsrIyVlqkiZSstHjllVcwPDyM733ve9KAoLVr1+L888/Hs88+Kz3v2Wef\n", "RX19PS6++GIAgEajwR133IGpqSn84Q9/kJ43OjqKO++8E9dcc40UZMyfPx9bt27FT3/6Uxw7diyO\n", "Px0REVHsGAwGzJs3z+/xefPmScsQpiLf0KKgoAAAONeCKAyicsmz4lgutAjWHpKfn+91Ae2JlRbR\n", "Nzk5CQBSpQUwc0OL8vJyVFRUMLRIEykZWoidpW+6OzU15bU0k06nk32O+Jzw2muvYXR0FOedd57X\n", "cz/3uc/B4XDghRdeiOr2ExERJZLJZEJTUxOysrKkO6nXXXddgrcqMoEqLYgoNCK0ELRarbSvUFtp\n", "MTAwoNgaArhDi8HBQdjt9gi3lgSbzQYArLT4/6FFZWUlQ4s0kZKhxRVXXIG6ujrcfffdGB4eBuCu\n", "vnjrrbdwzz33SM+76667cOzYMezcuRMulws2mw133HEHampqcMMNN0jP+/DDDwEACxYs8Pp/xMf7\n", "9++P9Y9EREQUN0ajES0tLVixYgUuu+wynH/++bjvvvtSej17EVp4zrQAWGlBFA7xfnI6nQBOz7MA\n", "vG/8Bau0CBZauFwuv4CEwsfQwl1tMjIygrKyMlRWVnKmRZpIydAiPz8ff/3rX6HValFWVoaqqipc\n", "ddVVePzxx3H11VdLz9u0aRP+7//+Dz/60Y9QVlYGg8GAw4cP4/XXX0dVVZX0PNFzJ+7KCOJjz2Vz\n", "iJKJxWJJ6cF5RJRYExMTKC8vx4MPPogjR45g586did6ksFmtVhQUFEgVl6y0SH82mw0bN27EqlWr\n", "eDc1ykSQIEIL30pmIdhMC6V5FsDpWRdsEYketod4D4BlpUX6SMlBnEeOHMHnP/95rFu3DgMDAygq\n", "KsJ7772H5uZm/POf/8QTTzwBAHjsscewdetW7Nq1C1dccQUcDgceeughrF27Fr/73e9wwQUXRGV7\n", "tmzZguLiYq/HLr/8clx++eVR+f5EvsxmM5qbm6UVAObNmweTyQSj0ZjYDSOilDI6OorCwkI0Njbi\n", "3//933H33Xfjm9/8pl+InwqsVqvUGgKw0mIm+Mtf/oK33noLAPD888/j5ptvTuwGpRGr1YrMzEyp\n", "dSOcSouBgQEsWrRI8fMMLaKPlRanbzZzpkVsPPfcc3juuee8HhODe2MpJUOLu+66C93d3di5cyeK\n", "iooAAOvWrcNtt92GrVu34itf+QpWr16Nbdu24aKLLsI3vvENAO6d7O23347nn38e//mf/4kTJ04A\n", "OL3T9D2xER8HKm0DgEcffRSrVq2K6s9IFEhzc7PXxO2enh5s3rwZLS0tCdwqIko1IyMjUkBx7733\n", "4vnnn8fdd9+N7du3p9xQTt/QIjs7GzqdjpUWaUy0MAD+MxgoMoODgygpKZEqKcJtD9mwYYPi58X5\n", "NUOL6GGlhX+lxcjICCYmJpCTk5PgLUsPcjfm9+3b57UqZyykZHvI/v37UV5e7lfdsHjxYgDuGRWH\n", "Dx/G1NQUlixZ4vf1ixcvxsmTJ6UX9cqVKwEAR48e9Xqe+LixsTHqPwNRuCwWi1Rh4enYsWNxbxVh\n", "ewqpxddKchodHZUqEjIzM2EwGPDII4+grq4OTU1NMJvNCd5C9XxDC41Gg4KCAlZapLFTp07J/psi\n", "Nzg4iNLSUim08GwP8fx3JIM4i4uLkZGRwdAiilhp4V1pUVlZCQCca5EGUjK0qKysxMDAgN8BSlzI\n", "VVZWSi9SuYu7zs5O5OTkSFUamzZtQkFBAXbv3u31vDfffBNarRaXXnpp9H8IohRmNpvR1NSE+vp6\n", "1NfXp9zFDcUPXyvJa3JyElNTU1KlRXNzM7q7uwG4T/D27NmDzZs3J3ITQ+IbWgDuuRYMLdIXam6V\n", "/gAAIABJREFUQ4vYOXnyJPLz86VKCs9KC8/QQqnSYnp6GoODgwFDC61Wi9LSUoYWUSRCi5lcadHf\n", "34/s7Gzk5eVJ14NsEUl9KRlabNmyBU6nE1u3bpV67Y4ePYoHH3wQ8+fPx5e//GXMnTsXmzdvxgsv\n", "vIA33nhD+tqnnnoK77//Pr7zne9IO938/Hzcd999ePrpp7Fv3z4A7rvWjz76KLZt2ya7nj1RohgM\n", "BtnX5Pz58+NWzi3aU3p6etDT05NyFzcUP3ytJC9xMV9QUJBUFVzhkgstCgoK2B6SxhhaRJ8Imk0m\n", "E/bv3y/1qodaaSH2G4EGcYrPM7SIHtEe4ltpMTExkahNijuxao1Go0FFRQUAhhbpICVnWlxyySX4\n", "61//ivvvvx/Lly9HZmYmHA4HLrnkEtx5553Izc0FAPzmN7/Bjh07cOutt0o71fz8fOzatQtXXXWV\n", "1/e84YYbkJOTg6uvvhoajQbT09PYtm0bbrnllrj/fETBmEwmnHvuuTh06BByc3OxYsUKvPjii3H5\n", "v4Nd3KRaHzzFzkx4rYgT81T8WcTFfCoO3ZTDSouZh6FF9PnOzBJCrbTwnCsQCEMLeeEeW+TaQ3Jy\n", "cmZcpYV43RkMBmi1WoYWaSAlQwsAOOecc3DOOecEfE5WVha2bduGbdu2qfqe11xzDa655ppobB5R\n", "TBmNRtx000244YYbsHHjRrz88suJ3iSiGSUdVvDxrLQQFVw9PT1ez4lnBVekWGkx8zC0iC6loBlw\n", "z4gRPAMMpdDCc65AIAwtvEV6bOEgTu/QQqvVwmg0cqZFGkjJ9hAiOj2vJd4He6X2FIPBAIPBwIGL\n", "cZTsv+tkaGWKlXRoe/GttDCZTGhqakJVVRX0ej3KysriVsEVqenpaYyMjLDSYoYZGxuT/TdFn2d1\n", "hWdoodQeIkILtoeEJtJjCwdxeocWgHvWISstUh9DC6IUJUILMTgvnsTFDeBuuSosLMThw4dRW1vL\n", "gYtxkErDLcVrRZxArV69OmUuhJWkw/wH4HSlhQgtjEYjWlpa0N7ejiuuuAKzZs1KmcoR0XfPSouZ\n", "hZUW0aUUNANAXl6e9G/Pu/iB2kN0Op009F4JQ4vTonFsmZycREZGhteytDM9tKioqGBokQYYWhCl\n", "qM7OTmi1WvT09MDpdMb1/zYajXjrrbcAAD/+8Y/R19eH/Px8fPzxxyl95zlVpNJdfnEhXFdXBwDY\n", "sWNHylwIpztxMS+WPBUMBgNWr16Njo4Oadh1srNarQD8QwtWWqS3WIYWcpVsyV7dFg0mkwmNjY0A\n", "vN9PoVZadHV1obS01KutRA5Di+iy2WxeVRaAO7SYnJyEw+FI0FbFFyst0hNDC6IU1dnZiRUrVsDh\n", "cCTkLrsoxa2qqsKpU6e87rwIqXbnORWk6l1+8RpNh77SdGl7GRkZgUaj8bqDKixbtgxTU1M4evRo\n", "ArYsdIODgwBYaTHTxCK0kKtk++ijj1Kmui1SRqMR99xzDwDgpZdekh73DCoCVVqI398vfvELWK3W\n", "oL+rsrIyjIyMKFZszCTROLYohRYAZsQKIg6HA1ar1S+0SIdzj5mOoQVRChofH4fZbMaZZ54JwL2e\n", "erwp3aUl8uVwOKQBj+ly4mAymbBu3Trp4w0bNqRc28vIyAgKCgpk74SKypiPPvoo3psVFlZazEyx\n", "CC3kKtk2bNiQMtVt0dDV1YXMzEyvC2i1lRbi9zc+Pg673R70dyVmXhw5ciRKW5/aREul+B0vW7Ys\n", "pGPL5OSk300kEVrMhBYRi8UCl8slW2nhcrkSuGUUKYYWRCmoq6sLAKTQIhFzLUSlRX5+ftrceU4F\n", "qfi7NpvNUptBtEOLRJVrG41G/OpXv5I+fuKJJ1Ku7WV0dFRxudOKigqUlJTg4MGDcd6q8IjQoqSk\n", "xOtxUWnBk9X0FO3QQqmSTW7IZ7JXt0Wiq6sLc+bM8Won8AwqPO/ke1ZIhFoJaDabcccddwAANm7c\n", "mNYVLGqJlkqxL7vzzjtDOrYEqrSYCaGF3ADYyspKTExMsOouxTG0IEpB4qRg/fr1yMjISIpKC3F3\n", "QBxo165dm3J3nlOF+F1nZLh34cuXL0/q37UI1bRabdRCi2QYRur5s7S3t8f1/44GUWkhR6PRoK6u\n", "LqUqLXJycpCTk+P1eGFhIVwuF4c0pinPv+v09LTifIVIzbTQq6urC3PnzvUKJDwrLZRCi1A1NzdL\n", "+87+/v60r2BRa3h4WDq+iItwtdK90iLYjQq5pXYrKioAgHMtUhxDC6IU1NnZCb1ej9mzZ6OysjLh\n", "lRbA6bsDzzzzDADgqaeeSrk7z6nCaDTCZDJJA1h/+MMfJvXvWrw+ly1bFrXQIhmGkYoToJKSkpQM\n", "LQJVWgDuv1cqVVr4toYAp0NV3mFLT74VEJGGU0qVbOI45ymZq9si1dnZiblz53qFQEozLTyfE0ol\n", "YKrOZ4qHjz/+WPp3qGF8ulZaqL1RIYa6+raHAOnTnjpTMbQgSkGdnZ2oqamBVqtFdXV1UlRaCAsX\n", "LgQQ+t0BCk1ra6v072Q/wevu7oZOp8Py5cujctKQLCe7vb29yMrKwoYNG7B///64/b/REqjSAnDP\n", "tejo6EiJifNKoYUIZTjXIv3IVdDItXGEymQyIT8/H9nZ2aiqqkJTUxPeffddaenmzMxMNDU1JXV1\n", "W6S6urowb948ryoKNe0hwOlKQK1Wi7y8vLT/XcVCR0cHAHdwHOq5VLqGFmpvVPT390On06G4uFh6\n", "TIQWrLRIbQwtiFJQZ2endDejuro6IZUWSqGFSLcZWsRWa2srCgoKUFRUJPXzJ6vu7m5UVVWhqqoq\n", "re509PX1obKyEg0NDWFXWiRyCUU1lRaTk5MpsYIIKy1mnsnJSb/lvqPRBpSVlYWJiQn86Ec/Qnt7\n", "u7Rkc0tLC775zW9iwYIFaGlpiXl1W6L2DRMTEzCbzX6VFkrtIb4tOaLqsqysDDfeeKPi7yoV5zPF\n", "y6FDh1BTU4N58+axPQSh3ajo7+9HWVmZ14DpoqIiZGVlMbRIcQwtiFKQZ2gxa9ashFRajI2NQavV\n", "+h0ci4uLodVque56jO3btw8rVqxAWVlZSlRaVFdXo6KiIiqhhdLJ7rx58+J6stvb24vKykrU19fj\n", "s88+w9DQkOqvTYaZHCMjIwFDi1RaQYSVFjOPXEARjdDib3/7GxwOBzZv3uy3P5kzZ460vG6sJHrf\n", "cPz4cQDwm2nhWWnhOTtGaaaFzWbzGoYoR1Rl6PV65OTksCrj/+vo6EBtbS3Ky8vZHhKi/v5+r9YQ\n", "wD2jqaKigqFFimNoQZSCkqXSQm65RI1Gg7KyMlZaxFhraytWrVoFg8GQUqHF0NAQJicnI/6eJpMJ\n", "y5cvB3D6wvTKK6+M+PuGore3FxUVFaivrwcAHDhwQPXXJsNMDvEeVlJZWYni4uKUmGsRLLRgpUX6\n", "iVVosXv3bixYsADz58/3+1xZWRkGBgZiOpgz0fsGsTqZ2kGcSsNPJyYm/Abj+hJVGRdddBHWrFkT\n", "dgVLIivWYkGEFkajkZUWCK0qRy60ANzHs3Sq9JyJGFoQpZhTp07BbDZ7VVpYLBbYbLa4bkegC57y\n", "8nKGFjE0MjKCI0eOYOXKlSgtLU2J9pDZs2dLE7yjcdfQaDTi3nvvBQC8++67+OpXv4q77747rr8L\n", "0R6yZMkS6PV61XMtkmUmR7BKi1RaQSRYewgrLdJPrEKLN954A5///OdlP1dWVga73R6z11My7Bu6\n", "urqQkZGB2bNnKw7iFBfBgHylhd1ux9TUlNfzApk/f35Y5wyJrkqJhenpaXzyySdSpUU0ZlpkZWVB\n", "o9GkbGgBnK7K0el0AICVK1fKVuUECi1YaZHaGFrQjJWqyby4C+JZaQEAPT09cd2OsbEx2YnqAEOL\n", "WGtrawOAlKm0OHHihFRpAURvgrdoQVq4cCEeffRR2Gw23H777XF7b4v2kMzMTNTW1qbcCiLBBnEC\n", "wVcQSZb9qFJokZWVBb1ez0qLFKPmdRWL0OL48eM4fPgwzj//fNnPi4uhdG5/7OrqwqxZs6DX68Nu\n", "D5mYmAAA1aFFuG2uia5KiYWjR4/CbrdLocXw8HBI1YlylRYajQa5ubkpHVqIqpyioiIAwF133SVb\n", "lcPQIn0xtKAZJ9WTeXEXxrPSAkDcW0SCVVqk80ldou3btw9ZWVmora2FwWBI6kqL0dFRjI6OxiS0\n", "sFgsKC4uhl6vR1VVFbZv346dO3diyZIlMX9vO51O9PX1ST9TfX296tAiGQbQuVyuoIM4AeUVRJJp\n", "P+p0OjE4OCgbWmg0GhQUFLDSIkWE8rqSWykk0tBi9+7d0Gg02Lhxo+znxYyGWIXysd43qAmDurq6\n", "MHfuXABQHMTpGUbItYeI0CJYe4gwa9YsjIyMhLT6SzJUpcSCWDlk6dKl0kV5KOdTcpUWAFI+tABO\n", "7+sB97BSOUqhBWdapD6GFjTjpHoy39nZKV2kAacrLeI9jDNQaMGZFrHV2tqKhoYG6PV6lJaWJvUJ\n", "mgjTqqurpROJaFZaeJ7Im0wmAO6T2Vi/t61WKxwOh7SUmggt1Pa6m0wmrF69Wvp47dq1cR1AZ7PZ\n", "YLfbVVVa2Gw2HDt2zOvxZNqPjoyMwOl0yoYWgHuuBSstUkMor6tYVFq88cYbWLNmjeJrSYQWsQzl\n", "TSaTdDMiIyMjKsMpQwmDPEMLpUqLYO0h4uI4lEoLIP7nMcmoo6MDRUVFqKioCGs1tkChhQiTUtXg\n", "4KC0YpBcBaDL5cLAwIBipYXZbPZbcYhSB0MLmlHSIZnv7OxETU0NtFotAPdSTjk5OXGvtGB7SOLs\n", "27cPK1euBACpPSSWg+Ei4Rla6PV6GAyGqFZaiIuIeL+3xR0bz9BiZGREmrwfjNFoxA9+8APp4+3b\n", "t8d8CUVP4iJeTaUF4L2CSLLtR0WlkdKFJistUkOoryu5gCKUO/W+nE4ndu/erdgaAkAKSWMZWhiN\n", "RjQ0NECr1cLpdOLPf/5zxPuGUMIgNZUWnhUUcpUWIrQIpdICCC20SIaKtVgQQzg1Go108R1KFZtc\n", "ewiQ3JUWatsMxXnlkiVLZCsthoaGYLfbFUOL6enpmK/+Q7HD0IIoxXiuHAK4y5+rq6uTqtJCtIck\n", "64V0KrPZbDh48CBWrVoFwH2hNjU1lbQnI56hBYCoLXsK+FdaxJNvaNHQ0AAAIc21aG9vR2FhISor\n", "K/Gvf/0r+hsZgLiIDxZaVFVVoaioKKlXEAkWWrDSIj1Fu9Ji//79GBgYUBzCCbirDQoLC2Pe/njg\n", "wAFccMEFAOTvKIcilDDIbreju7s7aKWF50VxtGZaAKFXWphMJixevBiAO1RJhyVTRWgBIKqVFjk5\n", "OUl3nhBqm6H4PZx99tno6Ojwq5oQn1cKLQCwRSSFMbSgGSUdknnf0AJIzLKnwUKL6elpDA8Px3Wb\n", "ZoL29nY4HA6vSgsASVsp1N3djdLSUumOW7RDC1FpofTenjNnTkze2+JnEDMtZs+ejaKiopBDi+XL\n", "l2P9+vVxDy3ERXyw9hC5FUSSbT/KSov0EOrrKtqhxRtvvIHc3Fw0NTUFfF6sZzYNDg7ixIkTuOyy\n", "y5CRkRHSUsqR6u7uhsPhkA0tPCstPAOMQJUWakOL/Px8FBYWhhxaGI1GXH311QDcrTvhLpmaLFwu\n", "Fw4dOiSFFnl5ecjNzQ0ptEilSotQ2ww9Q4uJiQm/ykbxeXFe4EkcqxlapC6GFjTjmEwmLF26FID7\n", "hLyqqiqlknm50CLcyduRCNQeEo++35mqtbUVWq0W9fX1AFIjtBBVFkB0QwvP9hDg9JJoVVVVMBqN\n", "0Gq1MBgMMan46e3tRX5+PvLy8gC49yX19fWqlz0F3HdT6+vrsX79erz//vtx7bVVW2kByK8gYjKZ\n", "MGfOHOljpeXn4oGVFunD8/gMuNuulF5XsQgtzj77bNkLPk+xntkkAsI1a9Zg4cKFES85HEoYJFYn\n", "k2sP8QwqPP8dqNJCbXsIEP55zJEjRwC498ly25JK+vr6MDw8LIUWQOjttsk+iFO0goTTZtjf3y/N\n", "eQH8h3EGqrSI9iBwij+GFjTjGI1GVFdXY+XKlfjyl7+MmpqalEnmT506hf7+/pSotABiN2F9Jtu3\n", "bx+WLl0qnQyKC7VkXUFELrSI1p0O3/YQsSRae3s7Dh48iBdeeAGvvvoqfv7zn0d9aU6x3KmnUFYQ\n", "mZ6exqFDh1BfX49169ZhdHRUmhofDyK0CFZpAbjnWhw6dMhrBZGSkhI4nU6cc845AID77rsvYftR\n", "q9UKvV4vBUi+WGmROoxGI+rr66ULjHvvvVfxdRXN0MJms+Gdd94J2BoilJWVxTSQP3DgAHQ6HZYs\n", "WeJX5RQuEeiKsGHp0qWyYZAILWpqagAot4cECy1CrbQAIgstKisr4XK58Nlnn4X89clEHAN8Q4tQ\n", "Zloka2jh2wpy3nnnhTxfor+/XwrhcnNz/UKLgYEBaDQa2cqs/Px85Ofns9IihTG0oBmnvb0du3fv\n", "xi233IKzzz4bra2tKZPOixMKuUqL7u7uuM6QYGiRGK2trdI8CyD5Ky1OnDgRk0oLh8MBq9UqWwZq\n", "MBhgMBhwySWX4LrrrsPNN9+M2traqC7N6bncqdDQ0ICPP/5Y1f7k8OHDmJ6eRn19PdauXQuNRhPX\n", "FhG1gziB0yuIeN4Ve+mll9Dd3Y2HHnoIGo1G9QDSWLBarSgtLYVGo5H9fLJUWkQ7OEtHVqsVJpMJ\n", "W7duBRD4GBLNJU9bWlpgs9kCDuEU4hFaLF68GJmZmVELLUSgu2TJEgDAV77yFdkwqKurC2VlZVIA\n", "qDSIU217SLwqLUTY5LvKUarp6OiATqfDggULpMeMRqPqcymXy5W07SG+rSBtbW2w2Wx+zwvUZiiW\n", "M83IyJAdxtnf34/S0lJpUL2vyspKhhYpjKEFzTiPPvooZs+ejcsuuwzr1q3D1NRUSCXdiSQuGuQq\n", "LSYmJuI2Q8LhcGB8fFyxPUQccBhaRJfdbsf+/fuleRaA+4JMq9WmVKWF1WqVPdENxdDQEFwul2xo\n", "4Um8twcGBqK6NKdSpYXdbldVMSEqMurr61FYWIilS5fGNbQYGRlBRkaGqosKsYKIZ4vIL37xC5x1\n", "1llYs2YNqqqqEnqH02q1oqSkRPHzia60CHXY3Ez2m9/8Bk6nE1dffTWKi4sDHkOiVWlhsVjwxz/+\n", "UaryCCYeocXy5csBuN97PT09UVvxQLwP3n//fdnPe64cAoRfaRGv9pCRkRH09fXhc5/7HDQajWy7\n", "QSrp6OjAggULvAKiUNpDxN8i2SotlFpBysvLsXbtWukGQG1tbcA2Q8/lTJcuXSobWsi1hgjRrPSk\n", "+GNoQTOK2WzGs88+ixtvvBF6vR4rVqyAXq/He++9l+hNU6WzsxN6vR5VVVVej4vJ2/FqEREnhkqV\n", "Fnq9HsXFxZxpEWUdHR2w2WxelRYajQalpaVJeQfXbrejr6/PL7QAQlvCTY54bQUa/GixWKTqJE/R\n", "WJpTLrQQFxpqQtD29nZUV1dLF9vxHsY5OjqKwsJCxeoET7NmzUJhYaF0x7e9vR1vv/02brzxRgDu\n", "UvJkqLRQkuhKi1CHzc1kTz31FC666CJUVFQEvViLNLTwDJMee+wxOJ1OVReHsRzE6XK5/EILAFGp\n", "tgDc+8SioiK89957spWZvqFFJJUW2dnZyMhQf5kRTsXoJ598AsD9e6qurk6L0MKzNQQIrT1kcnIS\n", "AJKy0kKOTqfDq6++ivb2dmi1Wtx8880B2ww9Q4mlS5fi4MGDXq+XYKFFZWUlZ1qkMIYWlHYCleA+\n", "/vjj0Gq1uPbaawG40+jGxsaUCi1qamr8St/ERWG8hnGqWXkg1OFRFNy+ffsAACtWrPB63GAwJGVo\n", "0dvbC6fTKRtaRHriIH7eYJUWsSLXHlJUVISamhpVcy3a29u97uquX78e7e3tcTupHBkZUTXPAji9\n", "goiotNixYweqqqqkC+85c+YkvNIiUGhRUFCA0dHRuA46FcIZNjdTtbW1Yd++fbjmmmsABA8HIg0t\n", "PMMku92OgYEBVWFSWVkZrFYr7Ha76v9Lrb6+PlgsFim0WLx4MbRabVRCi6mpKYyNjeH8889XfF1G\n", "s9IilCoLwB1a2Gw2DA0Nqf4aMYRz0aJFmDdvXlqEFp6DaIHQ2kNEu0WyVVoEGwZbXl6OyspK9PT0\n", "BPw+nqHEsmXLMDg46BXoqAktWGmRuhhaUNoIVoI7OTmJxx57DFdddZXXCe66detSKrSQ2/GLyot4\n", "VVqIXmKl9hCAoUUstLa2YuHChX5zCEpLS5OyPUS8HmfPni09Fq3QQlzMBAotYrU0p91uR39/v1+l\n", "BeCeaxFuaOFwOKRgKtZEpYVay5Ytw0cffYShoSH8+te/xre+9S3pzmsqVFq4XK6IVpag2Hvqqadg\n", "NBrxxS9+EUDwY4jn31ME+XJzLuREEiaJfU4s9rlieVMRWmRlZWHRokVRCS3E9l544YUA/FtEXC4X\n", "jh8/rhhahFppEcoQTuB0xWgoN1+OHDkCg8GAkpKSlA8txsfH0dXVJVtpMTw8rGpWkqi0SLbQAnAP\n", "g92wYQMAd8Df1NTk1QqiJlDo7++X3n8i3PFsEWFokd4YWlDaCFSCa7FYsHPnTvT19eHmm2/2+rp1\n", "69aho6MjbvMgIqEUWmRnZ8NgMLDSIs3t27fPa56FkKyVFiK08Ky0EKWf0QotAl2sAt7LoGZlZaGw\n", "sDDipTn7+/vhcrlkQws1K4iMjo6is7PTK7RYvnw5cnJy4tYiMjIyElJoISotfv7zn2N6ehrXXXed\n", "9DlRaRHPQcCe1FRaAEhIi0isgrN0MzU1hWeffRZXXnmldHEcSmghLmTiEUzFcknv9vZ25OTk4Iwz\n", "zpAeW758uRRmREKEFrW1taipqfG7WWM2m2Gz2RTbQzyDCs8AY3p62u+9Pz4+HnKlRTgVo0eOHMGi\n", "RYsAIOVDi8OHDwOAbGgBqJsRJiotkrE9xGg0wmQyAQB+/vOfo6WlxasVJFig4HK5vEKJhQsXQqfT\n", "hRxa9Pf3x6RKimKPoQWlBaW7JkeOHMG6detQX1+PrVu3ori42G9g27p16+ByufDBBx/EaWvDpxRa\n", "APFd9lTczWJoET9OpxMffvih1zwLIZlDi6ysLK+Ls6ysLBQXF0elPaSoqMjr5FmO5zKo99xzD8bH\n", "x2VP6EIhtt23PQRwhxYnTpwIODhPXIB4hhY6nQ6rV6+OW2gRaPUfX2azGTt37oTNZsP3v/99FBYW\n", "evWq19TUYHJyMmHvdzWVFgASNoxTBGeeF3H33ntvQrYlGVksFjz33HMYGBiQWkMA9aFFVlYWioqK\n", "vB4LJpIwSVwUxSK0OHDgAJYtW+bVAhqtFUTEMcJgMGDdunV+lRZi/o+a9hCNRuM1D8e32mJiYiLk\n", "SgtRMRpqaLF48WIA7r/dyZMnpWqDVCMuvsUKL0I4oUUyVloAkEIJ8TfzVFVVFbA9ZHR0FFNTU9Lv\n", "Q6/XY+HChdLvzTfUkFNRUQGXy8V5aymKoQWltf7+frz//vtSz+rQ0JBfz+qSJUtQUFCQ9C0iY2Nj\n", "6O/vVwwtwl0uLBzijmWg9pBYT1ifafbu3YuRkRHZSotkbg+ZNWuW37DHaCx7OjAwENKdaoPBgMsu\n", "uwx2ux1vvvlmRP+3OPFSqrQAgH/84x+KXy+GjvneUQtnGGe4y2iGUmnR3NzsdWJosVi89qNz5swB\n", "gITMtXC5XEldaQGcDs7WrFmDiy++GHPnzsWTTz6ZkG1JJp4tnddffz3y8/O9LjiChRYiPM/JyZGC\n", "yFAqLTzL1QsLC/3K1ZWISotYhHSeQziFuro6mM3miI+nYj9RWlqKtWvXYu/evXA4HNLn5UILpUGc\n", "ALyCS9/QIpz2EBFwR1Jp4XK5EjpfJxIdHR2orKxEcXGx1+OiGkHN6y3YIE673R7xyl2REMdOucA/\n", "WKWF+Pk99xGeK4icOnUKNpstaKWF53ZQamFoQWlB6a6J3FrNvj2rGRkZWLt2bdKHFuKEIhkqLdge\n", "Ej/ixP6CCy4AANx1111+k8STtdLixIkTXq0hQjRCC4vFEvIQzvnz52PJkiV49dVXI/q/lU68zGaz\n", "NOT3yiuvVFzasr29HYsWLfK7G7Z+/XocP35c1QlVpMtoqh3Eqab3v6amBgASMtfi+PHjmJ6eTupK\n", "C8FiseCMM87A9773Pfz2t7/FsWPHEro9iebZ0jk5OYmxsTGvMKy8vBzj4+OKd4fF33NkZERaZnh6\n", "elr1RZnRaMSuXbsAuOdp+JarKykuLkZGRkbUQ3mn04mPPvpINrQAIl9BRATbIrQ4deqUV2l9V1cX\n", "8vPzvapRlSotAO/QwnfeQjiDOIHQbr4MDQ1hYGDAK7QAkLItInIrhwDRrbQAkNBqi0BVilVVVejt\n", "7VVsMwwWWsh93hdDi9TG0ILShslkksrqKioqsHbtWtUXNakwjFMciJOh0mJsbAwajSbgnZTy8nKc\n", "OnVKWq+dwiNO7EW7wQcffOBXLSQqLRKxOkIg3d3dMQstBgYGwlo5ZNOmTXj11Vcjmr/Q19eH4uJi\n", "v7tZzc3NePfddwEAw8PDiktb+g7hFNavXw8AqvZFkS6jGeogzkDKy8uRlZUV1zucIrRZt24dAOCe\n", "e+5RDG0SXWkh9PX1obKyEv/xH/+BkpISPPzwwwndnkRSE4YFu1gTz3M6nV5BRSjVFq2trQCAc889\n", "V/XXZGRkwGAwRD206OrqwqlTp/xCi0WLFkGv10ccWlgsFhQWFkqtaBqNxqtFRKwc4lkZpzSIE4h+\n", "pQUQ2nmM58ohgHvgc0ZGRtqFFnl5ecjJyVEVSgertAASG1r09vaiqKhINtCqrKzE9PS0YtWoeL/5\n", "hhbd3d0YGRlRFVqIUJKhRWpiaEFpw2g04qabboJOp0N7ezvee+89r2FWglzP6rp163Dy5Mm4VSqE\n", "o7OzE3q9Xur79FVdXY3e3l6vcs9YGR0dRX5+vl/Zv6dQ7g6QPLUT7g0GA5xOZ8LvJPs6DUcfAAAg\n", "AElEQVTq7u72WjlESER7iLBp0yZ0d3dHdAHQ29vr1xqi9m/lcrkUQ4s5c+agsrIyaItINJbRVFtp\n", "oab3X6PRYM6cOXGttBChjTiRP3TokGJokwyVFtPT07BYLKioqEBubi5uvvlmPPnkkyFVx8w0gY4h\n", "AwMDiiHtiRMnVP8fra2tqKmpCTrQ11cs2h99Vw4R9Ho9Fi9eHJVKC/GeLSwsRG1trVdA6rvcKaA8\n", "iBMIXGkRziBOwB1aqD0PE4MrRWiRmZmJ6urqlAwtHA4HDh8+LBtaAOqXPU32Sgu5Y6cgzm2V5lqI\n", "n9/zZoXnCiJqQousrCyUlJREfP5BicHQgtKK6KEXOy3PlQOqqqoUe1ZDucOZKJ2dnaipqZFteQHc\n", "B3uHwxGXnbGaIX6xnLBO3sSJaDK1iLhcrphWWoTTHgIAZ599NnJyciJqEQl04hVMT08PrFarbGih\n", "0Wiwbt26uAzjDKXSQs1+VKwgEg+hhjZZWVnQ6/UJrbQQ4YQoi/7Od74DnU6Hn/3sZwnbpkRSE4YF\n", "Ci0CDVsMtdJCbk5QMOXl5TEJLYqKimT3mdEYxmmxWLyC3rVr18pWWngKVGnheS4SjUGcQOiVFhUV\n", "FV7nIvPmzUvJtqu2tjbYbDbF0EJtu20qhBZyrSFA8NaN/v5+FBcXe70Oxe/LM7QIdjOjrKwsJV8j\n", "xNCC0szJkyf9llcUKwe0t7cr9qzOmjUL1dXVSR9azJ8/X/Hz4SwXFq6xsbGgoQUrLSKndsK9uEuY\n", "TMM4h4eHMT4+rhhaDAwMRLTsWLjtIdnZ2di4cWNEoUVfX5/fiZfav5VYDlUutADcAer7778fsNUn\n", "0mU0XS5XSIM41exHa2pqEjLTQq3CwsKEVlqIkE6cmJeUlOD666/Hjh070NnZmVSBY7yIMEyn0yEv\n", "L88vDAs08FLuokwItqKQ4HK5wg4tysrKon5sE0M45SoY6+rqcODAgYja2nwH1q5btw779++XLnRD\n", "rbTwDC3kKi3CCS2qq6vR09OjqtXRcwinkGrLnoo2t/PPPx8AsH37dtnqq/Ly8qi1hySyZVe0yMkR\n", "jweqtPA95ufl5WHu3Lk4dOgQBgYGUFhYqLg6mPhdd3V14Ve/+lXIc6Ao8RhaUFpRurNrMBiCnswn\n", "y1wLpdUAAi13CriDFwBxaXER7SGBMLSIDpPJJPXtl5SUyN7lTsZKC/E6VAotIll2zOl0epU6h2rT\n", "pk34xz/+Efadd6VKC8+KhLy8PGi1WjzzzDNez2lvb0deXp5iALl+/XqMjIzg448/DrgNJpMJJSUl\n", "Uol2fX29qpUPAPdJq9PpVL3kqRBoPxrPSotwQpvCwsKEVlrIDaC78sorMTQ0hMbGxrCGqaY6EYYZ\n", "jUZcf/31fmFYTk4O8vLyZPcTntUUvstvqq20OHHiBCwWS9ihRbQrLZTaxgB3y4jFYono9SFXaTE9\n", "PY22tjYMDw9jeHg4YKVFKKFFJIM47Xa7qt9tOoQWos1N3HDYu3evbJtbqO0hyTzTQim0yMnJQVFR\n", "UcBKC7nWDzGMM9hyp+J3PTU1BZvNFvIcKEo8hhaUVpRCCzXEuuWJGmYYaDUAi8WCo0ePBgwtjEYj\n", "dDpdXCot1LSH5ObmIjc3l6FFhIxGI5544gkAwPPPPy97l1uciCZTpUWw0AJA2C0iQ0NDcDqdYVVa\n", "AO7QYnp6Gn/961/D+nqlEy/PioR33nkHAPDyyy97Pae9vR11dXVe/eCe1q5dCwBBl2XV6/UYGxvD\n", "f//3f0Or1eKGG25QtfIBcHq2Q7QGcQLuSouTJ0/GbTk9ERAVFhZCo9EEXa6yoKAgoZUW4kTc82/0\n", "7W9/G4D77xHOMNV0MTExofjaVSqL9w0mPKsr1IYWYghnMoQW09PT6Ojo8JtnIURjBRHfSovGxkbo\n", "9Xq8//77ssudiu0SfCtYdDqd7POAyAZxAsErRl0ul2JocfLkyYDtQ8kilDY3te0hk5OT0Ol0sm3E\n", "yR5aAO5qi0CVFuGGFtGYA0WJx9CC0srJkyelg16o1q1bh9HRUdk7nErVD9EktxrARRddhKamJixf\n", "vhxWqxVPP/204p2WjIwMVFVVxaXSQk17CBCbu1EzkSi7V7oLl5OTg6ysrKQ6+IpheHLvx0hDC/Ga\n", "CrfSYsGCBVi4cGFYLSKTk5MYHBxU7MsV27Vy5Up87Wtfw8MPP+x1Qh/obqrZbMaFF14InU6H2267\n", "LeCdd5PJBLvdjmuvvRa1tbXSED81xMV7qJUWgcyZMwculytuKxiJgOjaa69FRUVF0OUqo1FpEclx\n", "oK+vD6WlpdLdap5Eu7lcroAhuNLF2tjYmNf3CGf1kNbWVhgMBtlhwcFE+9h25MgRTE9PK4YWCxYs\n", "QGZmZkShhW+lRVZWFhobGwOGFqKCQqfT+bWtxKI9RG1oYbFYMDQ0JBtaAIlZfjmW1LaH2Gw2xdap\n", "RIcWU1NT0jBiJWLZUzmBQoujR4/ixIkTASstKPUxtKC0cerUKQwPD4ddaSGWAPNsEQlU/RBNSiew\n", "bW1t2LNnj7QT/+STTwLeiYvXsqdq2kMA9XcH1IhHcJSsurq6kJmZqXhRptFoYDAYkur3093dDaPR\n", "6FdSDEQeWoifM9xKCyD8pU/F+1/NIM5bb70VXV1d+P3vfw8AsNvtOHjwoGJoIYJLu92O8fHxgHfe\n", "f/vb3+Kcc87BrFmzsHz58pBCC3HxHu1KCyD0i4VI39fT09OqwqtIKi2icRyQm4NC7hDQbreHHFr4\n", "BhOe7+NQQouVK1cGXAVLSbSX9BbvX1FR4Uun06G2tjaqlRaAu7Lrvffek44xvvs1EUbIzQnxfExu\n", "EGc47SEVFRXQaDRBz2N8lzsVRGiRzC0iYp9XXFws+3m5Nrfy8nIMDw/7hUO+JicnFUML8fdIVGih\n", "5thZWVkZVmjhdDrx7rvvKoYWkc6BouTA0ILSRqBydDWKiopQW1vrNblfrvohnuW7cqXWge7EVVdX\n", "x22mhZq7tNEILeIVHCWz48ePo6amRrGlAHAP40y29hCl92JOTg4KCgoirrSINLQ4fvw4Ojo6Qvo6\n", "cUKlJrRobGzEBRdcgJ/85CdwuVz45JNPMDk5KRtahHLn3Ww2480338TXv/51AJBCC7UBTKwqLQCo\n", "nmsRrff18PAwioqKgj4vkkqLaBwHfMuieRLtJiomlEJwtaGF2s95CncIJxD91bEOHDiAysrKgPu0\n", "SFYQmZiYwMTEhOxy7x9//DHa29sxZ84cv2OMOAeRC58920M8L6ZdLlfYlRY6nQ4VFRWqQ4uFCxd6\n", "PS5+hmQMLTz3ecuXL4fRaERPTw/OOOOMoCvciRsWwV5vNptNcRClXq+HVqtNWGjhO4xYTlVVlWJ7\n", "yMDAgGJoAbjPSwNVWoiWQvG7rKurUz0HipIDQwtKG+IgF257COA+gP/zn/+UkvB4le8qncAGukiV\n", "E69KC7XtIdEILRIdHCUDEVoEkoyVFoECxEiWPRUnbr53DUNxzjnnICsrC3/4wx9C+r3JDVQM5Lbb\n", "bkNbWxtef/31oCuHqPXCCy8AAC699FIAp4f0qf19xqLSoqCgAMXFxaorLaL1vlYbWoRbaRGt44Bc\n", "pYU4ic7JyYFerw86lyMdiddipJUWaj8nWCwWHD9+PKlCC6XWEEGEFuGsICICbblKC5fLhZdeesmv\n", "NQQIr9JiamoKTqczrEoLwH0eE+zmy5EjRzBr1izk5eX5bdPs2bOTMrTw3Of19vbCarWitrYWn376\n", "adAV7sTFeLBgN1B7iEajQW5ubsJCCzWBv1Klhc1mw9jYmGwoYTAYpPdjoNBCtBS2trZCo9Fgy5Yt\n", "qudAUXJgaEFpI9JKC7PZjL///e9oa2tDfX09vvCFL8R12rzJZEJjYyMA9064qakJq1at8nteoDtx\n", "8ay0UNMeEumycOz7dpNbis7XTAotLBYLCgsLZe/+qTU2NoacnBzce++9Id3p7+3thUajUd07e+65\n", "52LNmjV44IEH8K9//Qvl5eWKJ15ywWV+fr7f+/3555/H5z//eelETZSUq20RicUgTsDdIqKm0iKa\n", "7+t4VFpEQ29vr19oIU6iv/vd7yInJwf/+Mc/ZtxJtKi0iHdo8eGHHwIIbwgnEN3QwmKxoK2tTVVo\n", "MTg4iIMHD4b1fwD+c4Bqa2uRm5uLvr4+2WNMoEoLz9DCs9JCtMyEU2kBuM9j1FRa+LaGCMm4gojS\n", "Pm94eFiaNRKowkrtamyTk5OKlRYAkiK0CHTsrKqqwtDQkF/blfi5fb9WVK+IY9rjjz8e9Dg+a9Ys\n", "1NTU4JNPPgn5Z6DEYmhBaaO7uxtFRUV+ybtazc3NOHbsGAD3OtH79u3zGvYlxKp812g0YsuWLQCA\n", "Dz74AC0tLXjllVekJRQDlQ4Ks2bNwuDgYMzX4Q6lPYSDOCOnptIildpDgMgrLSJpDQHc7/ehoSFM\n", "TU2FdKe/t7cXZWVlsnce5Wg0GnzrW9/C3/72Nzz66KMYHh5WDEg8l0ytqqpCaWkphoaGMDw8LD2n\n", "u7sbf//736XWEAA444wzkJ2drTq0GB0dhU6nC3hyG445c+bEfQDe0NBQTCstlMKkefPmhXQc6Ovr\n", "U7zDuGLFCoyMjMzIfaUIkgK1h8j18nsGE77VA3LHbV+tra3Izc1VvPANRlw8RfI3Exdcy5cvx9Gj\n", "R/GnP/1J8YLLbDbjhz/8IQDg7LPPDrmdSq7Swmw246yzzoLdbgcAvPHGG37fU/zeQwktxEVxuKGF\n", "morRVAstIiXCzGChRaBKCyD00CKas8TUHDvFPtL33ED83L7Hfc9lTIHgc9+EhQsX4tNPPw1p+ynx\n", "GFpQ2ohk5RClFLysrAxr166VDvSrVq2Kafnu3r17sXjxYukk2XMJxUClg4K4SIxli4jL5QqpPcRq\n", "tUonRaFi37f7zklPT09KVVpMTU3BbDbHtNIikr9/JHf6A118KnnyyScBAA6HA1NTU4oBie/7va2t\n", "DRMTE7jrrruk5/z+97+HXq9Hc3Oz9JhWq8WyZctCqrQQS4VGk9pKi2i+r4eHhxUH2nmKpNJChEkZ\n", "GRnSxdsFF1yg+uunpqZgtVoVW4oWL14MADh8+HBY25fK1LSHAP7hgGdo4Rvoqqm0aG1tRWNjo+zS\n", "kGrk5uYiOzs7okpCccEl7kB/+umnihdczc3N0hKtVqs15HYquUoL3wu+EydO+H1PUWkRSnuIuGkS\n", "SXtIoHMYpeVOhWQMLSLd5+Xl5SEnJ0dVpUU0QotYzBJTc+wUn/edayFXaRHJcXzBggWstEhBDC0o\n", "bQS7sxsOvV6PV199VVoa8aGHHopp+e7evXuxevVqv8eDlQ4KIrSJZYvI+Pg4XC6X6tVDAER0MW0y\n", "maQL9uzs7BnX9y2WDk2lSgtxwpHMlRbhkivzDyScEyvxfp89ezZ+8IMfYMeOHfjggw9gsVjwzDPP\n", "4MILL/S7UA9lBRG1lVKhCqXSwmQyYcOGDVJwsmjRorDe16HMtBgdHYXT6Qz5/zAajXjhhRfgdDrx\n", "xBNPYOvWrbjvvvtUD0UUJ/tKr5uFCxdCo9HILred7tS0hwD+d5g9qynmzJnjdQGtNrQItzUEcFdQ\n", "RbLsaSj7hWi0U1mtVmg0Gmm/ofZ7Bqq08Hws2pUWfX19ijc7zGYzRkdHA4YWJ0+ehM1mC+v/jxWT\n", "ySS1ABmNxpDPZdQsexpoECegPrSIxSwx32HEcqqqqqTnelJqDwmXqLQINh9mJq9al4wYWlDaiCS0\n", "CJaCNzQ0AIC0lnks2O12fPjhh7KhhVri54/lyW+wO2Oe1PZhBmI0GrFx40YA7jXkg1WbpBvxmlMz\n", "iHNoaCjsqpZoEkHL7NmzFZ9TUVGB/v7+sC4iIw0tIrnrpebEK5r+67/+C0uXLsW5556LZcuWYe/e\n", "vTh06JDfyevy5cvx0Ucfqfp9ikqLaKupqcHg4KCq8nyj0Ygnn3xSOmm84oorQn5fu1yukGZaAOpX\n", "lvDV1tYGADjrrLPw4x//GAsWLMA3v/lNTE1NBT2xDTY1PycnBzU1NTO60iJQewgQuNKiqqrK6/Uc\n", "7G88Pj6Ojz/+OKLQAkBEoUW8WSwWlJSUhDzcO9AgTs/QwrPSQlwUR1Jp4XK5FENtpeVOBbFvj3er\n", "WjBGoxH33nsvAODvf/97yOcyRqMxLu0hsZolpibwLy0thU6nk620yM3N9QrCIjmOL1y4EKOjo4q/\n", "T65al5wYWlDa6O7ujmjlEN9+cs8UPDs7GxUVFTE9CHZ0dGBiYiLs0MJsNuPCCy+ERqPB9773vZjt\n", "ZIPdGfMUrWFlBw8eREZGBrq6usK6yE1l4jUnlpRUIg7Sg4ODMd+mYNQMxa2oqIDD4QjrJCjS9hDg\n", "9Pu9pKQEgPrWr1DbQyItC9bpdMjIyMCpU6ek9/ORI0f87notX74cY2NjqvZRIyMjMau0ANQve7p3\n", "714A7m0Pp1R3fHwcdrtddaUFgLDmWgDuwY0FBQWYP38+srOz8cwzz6C9vR1nnHFG0BNbNSvOLFmy\n", "ZMaGFllZWYp97krBt2cwMXv2bK/XQLDQYv/+/XA6nQkNLULZL0Sjncp3n6nme7pcroCDOJUqLSId\n", "xCnO45RaRERosWDBAtnPi58r2VpEgNOzRZS2PRA1q7El+yDOYMfOjIwM2RVE+vv7ZassAp23ByJ+\n", "/0pzLbhqXXJiaEFpwel0oqenJ6L2kGDzI2pqamJaaSFO4MM9kRI7WZfLhZGRkZjtZIPdGfMUjUoL\n", "l8uFgwcP4swzz4TNZovLkq7JpKurCxUVFQHvngCnB6wlQ4vI4cOHkZOTE/BiUlzAhdMiEo32EPF+\n", "37t3LzIyMnDttdequusVansIEP6JFaBcnup710uUHatpERkdHY1ZpQWgPrT44IMPsGjRIqxevTqs\n", "oWhiQKnamRYAwp5r0dbWhsbGRulO9cqVK6WlGYOd2IoT8ECvr8WLF8/Y9pBAAVp+fj4yMzMDhhY1\n", "NTVer4FgoUVrayt0Ol3Q1TqCiXRJb7Ff0Gq1yMvLC7hfEM8Vr+NQWwusVqvfwNJg+yWHwyFVQoVT\n", "aRFpaKHU5nrkyBHMmTNHsZJj9uzZyMjISNrQorCwEDqdLuSvVdseEmmlRaxmiakN/OVCi4GBAdnQ\n", "ItS5b4IILeTCcq5al7xmTGjhcrmkQVrJVjJGkRsYGMD09HRUZloozY+oqamJ6Wtn7969WLRokaq7\n", "hr7iuZMNpT2kuLgYOp0uohO7EydOYGxsDF/60pcAKCfj6er48eNBh3ACpystEnlQFSWV999/P6am\n", "pnDmmWcqnmSFG1o4nU5YrdaoDWKdP38+mpqa8Je//CXoc8fHxzE6Ohpye0i4J1ahmD17NgoLC1XN\n", "WYhVpUV1dTU0Go3q/eQHH3yA1atXhz0UTYQW8aq0EEtSA+73mVwrltw+t6+vDwaDIeDU/MWLF+OT\n", "Tz6Bw+EIa/tSVbDls8XywoFCi/nz56O4uFiaj6ImtFi2bFnEq+dE2h5iNBrx1ltvAQC+//3vB9wv\n", "iH3I//zP/wAA/vjHP4a0D5GrTgu2X/IMIuQqLTx/f3KVFuG2h4gVJgJVWgRa9UWv12P27NlJG1r4\n", "hkdqxbPSwmQySce5oqKioCFZsBa58fFxjIyMqDp2VlVVybaHBJpnoXbum5CXl4fKysoZdz6Z6lI2\n", "tPjwww9xySWXYNmyZWhoaEBDQwN+8pOfKB7wf/3rX+Pdd98NOC19165daGxsRGNjI+rq6vDggw8G\n", "HdJCyUEk8pG0hwQzd+7cmIcWkcyziJdQ2kPEsLJIQguxJv1FF10EjUYz4yY+q1nuFEiO0EJU+5w6\n", "dQoOhyNgtU+4ocXw8DAcDkdUB3FecMEFePPNN71O0uUEm00QTKgnVuJr1Nz10mg0qodxxqrSQq/X\n", "o6qqSlWlhd1uR2trK9asWYMFCxZgYGDAa2lXNUIJLSKptBAzEFasWBHy1wLu102w6pwlS5Zgamoq\n", "ptV8yUjNUNhgocWCBQtQXFwsrQSiJrSItDUEiM5Mi6NHj8LhcGDNmjWqnl9bWwsg9GHbgS6WlfZL\n", "nkFEKKFFpJUWGRkZqKqqkg0tLBYLDh06FHSp2mRcQQSILLSI10wL8X+J/d3NN9+sGKipnf0QyrEz\n", "lPaQSCxcuFD2fJKr1iWvlAwtjh8/jo0bN6KgoAD79+/H/v378eSTT+Luu+/Grbfe6vf80dFRbN++\n", "Hf/2b/+mGELs2LEDN954I3bt2oW2tja8/PLLePjhh3H77bfH+sehKBAHt2ivHuJJVFrEIshyOBwR\n", "DeGM5042lPYQIPITu4MHDyInJwdLlixBTU3NjAsturq6VFVaJLo9JNRqn/z8fOTm5oYcWojXUrRD\n", "i9HRUbz77rsBnydOpEJtD4mU2vaSuro6VaFFrAZxAupXEOno6MD4+DjWrFmDhQsXAgi9iipelRYH\n", "DhyA0+n0Ci1C2eeq6eWeqcuejo2NBT2WBAstKv8fe2ce3UZ5r/9Hknc73uTd8e7YSbwRZ18NpCGB\n", "QHECFMISAi2FcuACLfmxdOOUWyD0NoU2QAq0kHAbGihpCJedQNJsxLEd24qX2FlsJ94kb5JlW4q2\n", "3x8672QkjaSZ0Ywsx/M5x+fYWkfWLO/7vM/3+aakICYmhlqU8hQEazKZoFKpBBUtfBkTtLS0ALgs\n", "RniDjHG4ihZ8coDoIi6TS4guWjiXh8hkMkahgy3ObU/pk+OmpiZ88cUXHkslrkTRIjExEcPDww4C\n", "kTNCtTwFLge6e3o/ttkPXK6d7pwWQncMy8vLc3vN2bt3r0PuyOzZs6dU17pAZVKKFp9++im0Wi2e\n", "fPJJqi5s/vz5WLVqFf7xj3+4PP7555/HDTfcgPLycsbXGxkZwbPPPov77ruPmjTm5OTgiSeewNat\n", "W3H+/HnxPoyEIHR1dUEul4s6mcjKyoLBYPDJNeCO06dPY2xszCenBZnYkNrehQsXinKSJQNCtqKF\n", "r3W/TU1NmDVrFuRyuVtl/ErFZrOxdlqEhIQgKipqUtVc8ml7Sj6fkGJceXk54uPjvZaIkIGXP7uH\n", "AOzLS4qLi9Hc3Oy1g4xYLU8Bu7jLxmlRU1MDmUyGOXPmeA1Fc8fw8DAAbqIFH6dFfX09FAoFioqK\n", "HG4n59ygoCBERES4FZPYOC0yMzMRGho65UQLvk4Lch2SyWRQKBQOooUnp8X3338Po9EoiGiRmJgI\n", "s9nMu+QIsIsW0dHRrM8pKSkpkMlknLOd+EyW+TotxsfHERER4dHZ7A1n0YI+ObbZbOjo6PCY2XWl\n", "ihaA52BzoVqeGo1G6v9HzrPOcFmo4HLtTElJQV9fn0Pouj+dFoD9mnv99dcjPz8fycnJuPHGG6dU\n", "17pAZVKKFsQC6GzlvXTpkosa3Nraih07duCFF15wq4Z/8cUXGBkZwcqVKx1uv/baa2GxWPDRRx8J\n", "uPUSYtDV1YXk5GRe4UZsIRNHMUpESAinO2GNDWRi88EHHwAAXn/9dVFOsiMjI4iMjGTdOk0I0WL2\n", "7NkAPF9krkTUajWMRiMr0QKwuy0mymnBx+3DR7QQw2mhUCiwatUqfPXVVx4f19fXB4VCMWEWUW/l\n", "JcXFxTAajV4n/4HgtKiurkZBQQGio6MRHx+P2NhYzse2VquFTCZjJcCEhoYiJCSE1wSzrq4OhYWF\n", "LjX65Jy7du1azJkzx62YxEa0kMvlmDFjxpQL4/S1PISMB2NjY6kxHpNoQVbqSTbS5s2bfe6uRc5B\n", "vlzfWlpaMHPmTNYT/ODgYCQlJXFyWthsNl5OC7oQweS0oK/oOzst+JaGEOiiBZ/MruzsbPT09MBg\n", "MPi0HULja3kI4Hl/Y1MeQjJHPHH27FnYbDaEhYW5FS24wOXamZKSArPZTH23JpMJQ0NDgosW3soS\n", "a2trsWDBAlxzzTU4ePCgoO8twY9JKVrceeedKCoqwnPPPUftbJ9++ikOHDiA559/3uGxjz/+OH75\n", "y196PFDq6uoAuLYgIn83NDQIufkSItDd3S1qaQhwWbQQo+a4pqYG+fn5vEI4nSG1sWJN7r0Fpznj\n", "i2hBOoc4ixZTJWuGTP7YlIcA9kntRDot9u7dS9UaJycnew3v8kW0EFo4WL16Naqrqz2uYvX29iIp\n", "KYm1YOdv2HQQsdlsfnFaeDtGq6urqXOVTCbzaNV1h1arRXR0NOvvIzo6mpfToq6uzmOeRUlJiUdH\n", "JpvyEMBeIjLVnBa+locQB0BMTAyVaWYymVwWtchKPZmAVVVV+dxdS4iW3kS04EJ6ejon0WJ0dBQm\n", "k4nzZNlbECd9cuzstOAbwklwdlpwJScnB4A4i0y+IITTwtN4SqggTiKelpeXuxUtuJbIJScnszpX\n", "p6amUs8BLrsrxXBaAMwOP1KyPWfOHFRUVKC6utpj2ZmEfwjMkZcXoqKi8O2330KhUCAhIQGpqam4\n", "9957sX37dmzatIl63CeffILOzk488sgjHl+PnACcV57I32KUA0gIS1dXl+iihVKpREREhGhOC6FC\n", "OOPi4hAfHy+aaOGtRZ0zvgRx9vb2Ynh42EG00Ov1Pq+QTRaIQMbWaTHRokVSUhJuvPFGZGVlobGx\n", "0WuXDHeixffff4/a2lrG5wwMDGDatGk+1Uszcd1118Fms+Gbb75x+xi2k8+JIikpCYmJiR5Fi9HR\n", "UdhsNlGdFgaDweNEzmw2o66uziF8MD8/n5dowUXonTZtmovTwlvqvdVqRX19vUfRorCwEN3d3YyC\n", "iNFoxNDQEKvSxcLCwiknWrB1WgwMDDgErRPRgkyOY2JiHOzkdLeFWN21fBUtbDabX0QLviV13spD\n", "xHZaDAwMwGg08nLxkccHWomIEKKFp/EP2yBOb6Jya2sroqOjUVBQ4NFpQUrkyHGYmZnJuFDBpVU4\n", "ucaSXAsyfhTDaQEwixatra0YGxtDeXk5KioqYLFYcPToUUHfX4I7k1K0aGtrw7x58xAaGor+/n70\n", "9PTgs88+wzPPPIMHH3wQgH2g8Itf/AKvvvpqwK6KSQiHP0QLmUyGzMxMwZ0WFrLzCcwAACAASURB\n", "VIsFJ0+eFLRziJhlFHycFnzDykjnELpoAYjnIgk0Ojs7ERkZyXqQM5HlIYSqqiosXryY1QCZSbQ4\n", "cuQIFi9ejLlz50KlUrk8p7+/X/BALsA+ESguLvaYa8G2z/xE4q2DCJm0i+m0AOAx16KpqQkGg8FB\n", "tODT9pSraEF3WrBNvT937hxGR0cd2p06Q0I029raXO4jr8lmwF5QUIDOzk7WQXlXAmxE8MTERNhs\n", "NgwNDQGwT/bJqmdkZCQA11wTbx1EhICc4/iKFmq1GsPDw6KLFuSa4IvTgqk8hO6mcO4eIoTTArgc\n", "sr5t2zbI5XJERER4DCMmTJ8+HXK5nPEaMlGYTCbodDreokVkZCTCwsK8Oi28iRZWq9VjuCZgn7QX\n", "FBQgLi6OOu6YICVyy5YtAwAsWLCAcaGCi+BPHkecFuT4Elq0iI+PR1xcHON15+TJkwCAOXPmYObM\n", "mUhKSpJKRAIA8QIARORXv/oVurq68NZbb1EXqgULFuCpp57CE088gVtvvRUnTpxAUVGRS04FAJfJ\n", "ExkAO6/AkL+9HSiPP/44FX5I2LBhAzZs2MDtg0nwpru7W9R2pwQx2p62trZidHR0UokWXCY8JKxM\n", "q9W6HCfeaGxsRGhoKGX1zM3NBWAXLZYuXcrptSYjHR0dyMzMZF3vrFQqJ3Sl1mw2o7a2Frfccgur\n", "xxPRgi5E/Oc//6HuP3z4MEpKShyew6c2my2rV6/G+++/D5vNxvg/7+3t5TzB8DfFxcX4+uuv3d5P\n", "Ju1iOi0Au+DmLqOnuroaMpnMwb2Qn5+PixcvcrKWDw8PcxIt6AN+Ui5A6Onpwbp163DkyBGH55Dy\n", "UTaixenTp10+M5dWf+R1zpw5g9LSUq+PvxJgI4LTbfEJCQkwGo3UOI5ci5yvLXTRgqzUO3ck8LW7\n", "VkhICGJiYniLFlw7hxACxWnhTrQgQZy+QBahuru7kZ2djV/96ldISUnBoUOHEBMT4/GzqNVqVFZW\n", "QiaT4bnnnsNHH32EvXv3TniQInEs8BUtZDKZx7anRIzwVh4C2IUlT487ffo0CgsLERcXxyrTgoiI\n", "7srp+/r6MGvWLK+vA9jP07GxsaI7LQD3HURqa2uRk5ODuLg4AEBFRYUkWtB4//338f777zvcJkT2\n", "iTcmpQWhoaEBiYmJLhcpcsGvq6vDd999h5aWFsyZM4f6+etf/woAuOGGGzBnzhzqH05SpM+dO+fw\n", "euRvT4MVAHjllVewb98+hx9JsPAfRqMR/f39ojstgMttT4WEhHAKkWZOEFO04FoewqYO0x1NTU0o\n", "LCykAlYjIiKQnp4+IU4LbzZyMWDbOYQQHx8v2jay+fyNjY0YHx/HggULvL6eWq3Gn//8Z5jNZoeV\n", "bvpqN9PKt1hOC8BeItLd3Y3GxkbG+7u6ugTJnRGT4uJitLW1uQ2gI2K8WKJFYmIiQkNDPTotqqur\n", "MWvWLIfJKrHqcunWxVYIJa6Kuro67Nu3D/Pnz3e53pP3dt7H6+rqkJqa6tEpERsbi6SkJEbBkIgW\n", "bMtDgKnV9pRteQhw+RpCFyTI9+/NabF3717Mnz8fgL2E0ttKPVt8KX9saWmBQqFwyVPzRnp6OjQa\n", "DYxGI6vHE6eF0C1PxS4PAeyT5127duHzzz/HG2+8gdzcXK+fgwiSFosFer3ebRtOf8PX8UInMTHR\n", "bXkI2R88OS2I0OTNzUWcFrGxsawmo0NDQ4iLi0NbWxvja3MtrUxNTaWcFhqNBsHBwaJcs9yNlWtr\n", "ax3G5BUVFaiqquLsgpuIcaM/2LBhg8u895VXXhH9fQUVLdrb26lVCTFJSUlBf3+/y0WJ1K6lpqbi\n", "66+/RnNzM06ePEn9PPTQQwCAzz//HCdPnqSEheuvvx7Tpk1zqWXev38/FAoF61VDiYmB2Af9JVoI\n", "XR5SU1OD3NxcStEVgvz8fPT09IhikeVaHuJLwjo9hJPg7w4ibG3kYtDZ2ck6hBOwD0qFLg/h8vmr\n", "qqqgUChYCXCVlZXU5Ky3t5caWNJfmynvQkzRYvny5QgLC3MpESH/gwsXLuCdd97x6z7AleLiYlgs\n", "FrddKIjTQqzyELlcjunTp3sUd+khnARPoWjuYFseQiYxRqMRBoMB1dXVrL8/byGchMLCQsb/ORl4\n", "s1klVCqViI+PnzIdREwmE4xGI2fRgh6IRyaAzvuBc2heUlISdu7cCQDYuXOn17wdtiQkJPjktMjL\n", "y+Ocz0PGOs7OEXcMDAwgKCiI8zHvzWlBFyaEDOJUq9W44YYbAACPPfYYNm3ahMrKSqrziyfEyi8R\n", "AqFEC3djKSJasHVauGNoaAgajYYSLch50xODg4NYsWIFbDabi+hvs9k4ZVoA9nkeXbRISEjwqYWu\n", "O5icFjabDbW1tQ6uuYqKCphMJgd3njN0gWIix41XMrxEi4MHD+Kaa65xCL389a9/jdzcXJSXl3tM\n", "mxWCxx9/HFarFU888QTVj/7cuXP4wx/+gJycHKxfv57xecRO6FweEhUVhRdffBHvvvsuFf52/vx5\n", "vPLKK/j5z3/OGAAkETgQm6S/ykP6+/sFrTmura0VtDQEEDf7gU95CMC97pdc/CZatKD3h+/p6XFY\n", "tRFbRSflIWxRKpUYHR1lvQLHBk+f35mqqioUFxd7XWXzNLC8ePEi9TfTRV7M8pDw8HBUVFS4iBb0\n", "UgKdThcwK3dMkOPFXa6F2E4L4HIHESYuXbqEhoYGl3NeamoqwsPDOR3bbEQLd/saE0zlAvX19V7d\n", "loD7zh99fX1ISEhgXKlmYiqFcRJhwZsIHhsbC4VCwei0IBNAT+UhBPJ8cn0UAl9FCz7lZkS0YFsi\n", "QsIfuU76vLU8pZ/nhXRa0M+3er0eZrOZUzlMoCKEaOGpPIQIC94yLQDPogXJ5iksLKSOK09zOpI3\n", "s2zZMsjlctTX1zvcr9PpYDAYODktUlJSHMpDxCgNARzLEgnnz5+HVqt1EC1mz54NpVLJWCLCJFCs\n", "XbuW9bhJgj28RIv//d//xdDQEO644w4A9sHRCy+8gJycHDz++OMYGhrC//zP/wi6oXRuvvlmfPvt\n", "t7hw4QKKi4tRWlqKm266CTfffDO+//57l5PlW2+9hZycHLz66quQyWRYtmwZcnNzHXrzPvzww9i2\n", "bRs2bdqEsrIyrF27Fj//+c+xZcsW0T6HhDD422kBeA6Z44LVahU8hBMQV7TgWh5CJgFcnRYajQaD\n", "g4OMokVbW5tf2p66m/CcOXMGCxYsEFVFHx0dxcDAACenBRkMCeW24LpqVVVVxao0xBP0/cTfTgvA\n", "nmtx8OBB6hgP5JU7JmJjY5GamooTJ04w3i+20wKw51q4c1o0NjbCaDS6OC1kMhlyc3M5OS24ZlrQ\n", "SUxMxPz585Gamkq53H73u985PKa/vx8XL17k5LRwPi/19fVxWmEsKCiYMk4LtvuiXC6HUqlkFC2I\n", "4MEmiJOIC0KePyaDaDEwMMBrouyt5amnIE6+ooW78+3FixdZnW/5dBrxF+S67Iur1tfyEDaiBTn/\n", "zJgxgxItPIVxjo2NwWQyIS0tDQUFBS65FlxyfQjO5SFiiRZMZYkkhJMuWsjlcqxYsYJRtGBa2GGq\n", "OgjUMcNkgpdoceTIEXzwwQdYs2YNAGDHjh0A7C1Gt27div/7v//DRx99JNxWMlBRUYHPP/8cLS0t\n", "aGhoQGNjI/70pz8x7tgPPPAAzp8/j6GhIVgsFly4cAHnzp1zucjdd999aGhoQH19PZqamrB582ZR\n", "P4OEMHR1dSEiIsIvteZEtBCqRKStrQ0jIyOCixYJCQmIjo4WzWnBpTwkODgYcXFxnEUL0jmkqKjI\n", "4fb8/HxotdoJ7ZKh0Whw4sQJUVV0Munj6rQAMCEXxtHRUZw6dYqVaOFuYJmdne3wvToPzmw2GwYG\n", "BkQTLdRqNXbu3IlLly7hqquuwpIlS/DBBx/wnpT4G7LiMzg4iO3btzOKaTqdDiEhIR4txL6SmZmJ\n", "9vZ2xv2wuroacrmcUQjg6qJik2nhbl/Lz89HVVUVVCoVmpubkZ2djXfeecfhMWTFkK1oodfrqYE2\n", "gastmogW/hBlJxritGAjoNFt8XRBgnQPCQ4OdnADuBMtZDKZoKWYnuz6nhgbG0NHRwcv0SImJgYR\n", "ERGcnBZ8JuzeykPI/975sb6Wh/gKacNJrhNlZWWC5Jf4yuDgICIiIjyKCt7wtL8RpwU5t2s0Gnz1\n", "1VcOpR1sRIvW1lakpaUhKiqKldOCLsaUlpa6iBbknBioTgvAcYGvtraWMcfo6quvxvHjxx3+n+5E\n", "NlIFICEsvESL4eFhKvQSsIsVS5YsoVZEi4qK/JIiKiEB2EWLtLQ0UerdnJk+fTpkMplgYZwHDhwA\n", "ALcp+3yRyWSilVFwLQ8B+A3smpqaEBwc7BJSRv72R4mIuwkPE0Kr6GQf45ppAQgnWnBZtaqtrYXV\n", "amXttCADS/pK94IFCxz2E+cJt1arhcViEW3FrLKyklohGRwcxLFjx/Dwww8zDjIDYeXOGXp2g9Fo\n", "ZBTTdDqdqC4LtVqNXbt2oaenh9GFVF1djaKiIsaVWHdJ7kzYbDbodDpWYjV9X3Nul6hUKpGcnIwn\n", "nngC//znPx1cdPX19YiIiGBVTkDvIEKHa5vcwsJCDA8PT/iKnD8C5IjTgo0I7k60oD+XPol2Vx4S\n", "Hx8PhULBe5ud4eu0IG5BPqKFTCbj1EFECKeFt5anQpWHCOGUIG04Dx8+DMBevj7RnUOAy2U6vpCU\n", "lITh4WHGlqXOTouqqiqsXr3awSXBVrQg5zNybfY0pyOvHx8fj7KyMjQ0NDiIrkS04CLepqamQqfT\n", "YWxsDP39/aKJFikpKYiIiHARLZjG5BUVFTAajTh+/LjX12U6xwTimGGywUu0UCgUsFqtAOwTi9bW\n", "VpeBkVw+KRuTSExCuru7/VIaAtgv3GlpaT6LFmRF9Be/+AUUCgVuvPFGwcsLxBAtbDYb5/IQgF/C\n", "elNTEwoKClwGS/4ULQD7hIe8Z0pKCubPn++XAVBHRwfkcjmnrBahy0MA++enCxHx8fGMq1ZVVVWI\n", "iIhwKedxBxlYqlQqtLW1YcuWLXj11VepawtgHyjR8znEsHcT3K2YKJVKHD9+3O2kN1BgW8YyMjIi\n", "ap5FZWUl1ZmDyYVUU1Pj1lmWn5+P9vZ2VqtUer0eVquVlWhB39dUKhVjCOP999+PadOm4dVXX6Vu\n", "q6urQ0lJCatJbm5uLhQKhUseBZ/yEMBV/PAX/gyQ41Kq5M1p4fy7O6eF0JOfhIQEDA0NcV5ZJe1O\n", "SccYrnAVLcRwWrgL4hwbG/PJaeFJZORCQUEBpk2bNiHdxpgQQrQg+y9T7o2z04Ip44JteQjZL9k4\n", "LYhoQZwWQ0NDDvtmb28vQkNDObmhidDb29srqtNCJpM5iOVMIZyEkpISxMXFUYuNgH18wDQemTNn\n", "TsCPGSYjvJSFgoICbNu2DXq9Hr/5zW8gl8tx2223UfdXVVWJWnMsIUGnq6vLb6IFYF/59rU8hKyI\n", "jo6OwmKxiFJeMGPGDMEv1kajEWazmVN5CGC/0HJdjWLqHALYAwSTkpL8NhBJSkrC6tWrMWPGDJw6\n", "dQpVVVXIzc11eZzQKnpnZyfS0tJYB/gBl1dFhFwhTUpKwm9/+1sAwL333ovR0VHG0oITJ06gvLyc\n", "ak/LFqVSCaVSic2bN+P66693ub+5uZn6nXwuf15fQkJCWE16Jws6nU400cKbcNLd3Y36+nqXPAtC\n", "Xl4ezGYzK1GYZFJxGQiTfY2JqKgo/OxnP8Obb75JvTbbziGAfT/JyclxERu4tvrLz8+HTCabsDBO\n", "LsG7vsI2iBNgJ1rQX8edaCH0uYO8HlehuKWlBUlJSbwnsVxEC76TZW9OC/p1gP7Y8fFxn4I4hTrf\n", "Escpl5wcMRkcHPSpNEmtVuPZZ58FAFx77bUugqKzSEHGXPQFIyImuRMirVYr2traKPE0MjISCoWC\n", "U3kIAIcwTnIO5OKGTk1NBWBflBTTaQE4LvD19PRArVYzdkCTy+VYvny5Q67F0NAQhoaGEBUV5SBQ\n", "fPrpp1fMmCGQ4CVabN68GY8//jiio6OxZ88e3HnnncjIyAAAbNmyBevXr8fKlSsF3VAJCXeQ8hB/\n", "kZmZ6ZPTwl/BfkypyL7CN8SPb3mIu1V7f3cQqa6uxsKFC6kJD30lSKFQICUlRXAVvaOjg1NpCGB3\n", "wcXGxgpu6yYX3Oeffx6XLl1y67TwJYRTJpMxHhf33nsv9TsZhIlhsWRjS/Y06Z1o2Nqq+ZR3+YrJ\n", "ZML111+PsrIymM1m/PWvf2UcNHMJECaDaCGzjB599FEYDAa89dZbMBqNaG5uZi1aAK5tT41GI4aH\n", "hzk5LcLDw5GZmTkhooW/Q2e5Oi3I8U8XwOmiBV2M85dowbc7Ft8QTkIgOC3otwkVxElHiPMtl5Iz\n", "sfHVaVFZWQmVSgXALkQ4C4rO5SFkzEVcPWq1GitWrABgL5lhclF1d3djbGyMEi1kMhliY2NZOy0y\n", "MjIQExPjkGvBtUQOuOy0aGlpgcViEVW0oO8jpIOku5LtiooKHD16FN3d3bDZbLjvvvuoPC8mgSKQ\n", "xwyTEV6ixZo1a/Dll1/ioYcewpYtW/Dmm28CsNtqmpubsWrVKtx3332CbqiEBBM2m82v5SGAXbQQ\n", "KohTTMgEgFi1hYBLcBodrqLFwMAA+vr6AkK0MJlMLqvD9JWgO++8E3FxcYKr6J2dnZxCOAlKpVLw\n", "kNKjR49i6dKlyMjIwIoVK7Br1y6H+zUaDc6fP++TaDEwMOASYgg4psaLKVoAwtmSJwr69gcHByMh\n", "IcFl+8V0WrgTTvr7+3HixAnq+1OpVIyr95mZmQgKCmI1ySBuCG9BnFxITU3F3XffjVdeeQUHDx6E\n", "2WzmJFo4tz0lqflcRAvyOr6Wh/gjk8JXRkZGEBQUxCoUllxDbDYbFdAHOIoW9H2BXKvoaDQa0ZwW\n", "XEV5oUQLb4GtVquV92TZW8tTumhBnBZWqxUGg2FCgzjpXCmiBRtB0bk8hDgbyPdIbyWr1WoZXVTk\n", "vEMvW4qNjfXYPWRwcBDTpk1DUFAQZDKZSxgn1zBiwF6GGhwcTL2OmO5KUpZoMplQW1uL+Ph4xrGX\n", "Wq3Gjh07YDQaUVpaitzcXHz88cfYsWMHsrKyJIHCD/AOnli1ahVef/11bN68mVL1ZDIZ3n33Xbzz\n", "zjsoKSkRbCMlJNwxPDyM8fFxv5eHXLx4ERaLhdfzlUol4wRX6PICMdqecglOo5OQkAC1Ws16EE1K\n", "AjyJFv4aiJAWjUx1+EqlEmvXrkVzczPVelcoOjs7OTstyDYJOVkxmUw4fvw4li5dCgC46667sH//\n", "fgeBgbTX9LXdKdMxRc+4GBgYQFRUlGidLyZ7GQh9+++9917Ex8e7bL/YTgtn4ae8vJxxAsO0eh8U\n", "FITs7GxOooXQXaM2bdqErq4u3HTTTQCAxx9/nHWmQ2FhIc6dO0dNEvi0+iOvw9dp4Usmhb/bRer1\n", "ekRFRbGyjScmJsJkMkGn0zm0QnYnWvgz04K8NlusVitOnz7ts2hhNBq9CtQ6nQ5Wq5XX9+et5SmT\n", "04JMnIVwWghBXl4eLly44JCNNFEMDQ35nGnhCWenBTmuxsfHWbuoWltbqfMwIS4uzqvTgv65SBgn\n", "gWuJHNn2lJQUylkittPCYrGgs7OTyrNgOidVVlZSn4v8P9PS0qhrhYT4iJaW+eCDD4r10hISFMQe\n", "6e/yEJPJ5DBw4oJWq4VOp0NERARSUlJEW9FNTk5GZGSkKKIFl0mPWq3GG2+8gfHxcRQXF7MaRDc1\n", "NUGhUGDGjBmM9+fn50Oj0VATFzHx1KIRsNeWAsD+/fsFe0+LxYKLFy/yclrEx8cL6rSoq6vD+Pg4\n", "JVrccsstUCgU2L17N/UYkmPEttMKE0qlktEBEBMTQw24xbB3u9uWybxiolQqsXz5crS2trocI2I6\n", "LQBX4eerr77i5IbIy8tjdc4SS7R4+umnAVyehB0/fpx1pkNBQQEsFgvOnz8PwDenxZkzZ3gJ475m\n", "UjgH7y5evFg0txEXAY1MWjQajdvyEPrEyV/lIbGxsZDL5ZxEiwsXLmB8fNxn0QKAV7GcXAt8dVqw\n", "FS1IwGMgOS2sVivjhN3f+OK0YCMoOjstSLt4LiXCra2tyM3NdXDWsCkPoWd1lJaW4vTp09T28BEt\n", "APhNtKAv8J08eZIxz8Kd6EPasEv4B9FEi3379on10hISFES08LfTAgCnEhFi1bXZbLj//vsxMDCA\n", "+vp6qg5OjBVdMdqe8ikPqayspLaht7eX1SC6qakJ+fn5blfUyUXGH26LmpoazJo1y627JDExEWVl\n", "ZYKKFj09PTCbzYI6LfjaxY8cOYLQ0FDqQh4fH4/rr7/eoUSE5Fn42nb46quvdrlt1apV1O8DAwNS\n", "yDNLSDlTTU2Nw+1itzwlEOGH6+o9WxfV8PAwFAqFw6TVV3zNdCCWamKx7u3thUwm4zzgLiwshNFo\n", "dAizY4MQmRRJSUn44x//SP392WefieY24tKJii5a0K3q9PMy/dzgLFoYDAbo9XrBzx9yuRxKpZKT\n", "aEEyBoQQLbzlWpDv3VenBdvyEDJBDhSnhT/HCp6wWq0+Oy2Iiy00NBRhYWEui13OosXNN9+M8PBw\n", "GAwG1udhertTgjfRwjlgtLS0FBaLBU1NTbBarVCr1bxEi9TUVAwMDEAmk4nqUMnIyEBwcDCOHz+O\n", "zs5Ot3kWEhMPK9FCLpdDoVCw/pHL5aK1yJKQoENWGUjSsD8gq99swjidrbo5OTnYs2cPduzYgfz8\n", "fNFXdIUWLbiWh/AdRHsK4QTEKX1xR3V1tdsWjYSVK1di//79XuuL2UIEMb5OC/r/1tcWhkePHsX8\n", "+fMdBKQ777wTVVVVOHPmDGw2m88hnASyf9FpbGykfu/v75/UDgh/UlhYiMjISFRXVzvcLnbLUya4\n", "ZIWQGnRvx5JWq0VMTIzPQpmQpKamIioqiirt6OvrQ0JCAqeOOmq1Gs888wwAu2AnZstRd9TV1VG/\n", "63Q60d5nZGSE9bWEnh1Bn0DRRStPooWY7ZK5ZjY1NzcjLCyM1/mdQLoxeBMtiNNCjCBOeitgZ6dF\n", "oIgW6enpCAkJmXDRgpTp+DL5Ji62DRs2IC8vz2Wxy2g0IiQkxOGcGB4eTglJzgHiSUlJLudhertT\n", "AhunBf1zFRUVQSaToaGhAYODgzCbzZzdZsDlsjqlUsmq7TRfFAoFcnJy8OGHHwJgDuH0d+mcBDOs\n", "RIugoCAsX77c4YecbLOysrB48WIsWbKE+kITEhKohFoJCTHp6upCQkKCaDXuTMTExCA6OpqVaOFs\n", "1e3o6EBaWhoqKyv9sKXiiRZirtQODAxApVJR1kYm4uLiEB8fL7pocenSJTQ0NLht0UhYuXIlLl68\n", "KFjiP9m3hAji9MUubrPZcOTIEao0hHDTTTchKioKu3btogSo+fPnc95WZ5gmZ01NTdTv/ioPuRJQ\n", "KBQoLy93ES385bSgwyUrJC8vD+Pj4w5hi0wQ0UJIfB2YymQyhxDNvr4+zoP1yspKKsF+cHCQ0/Eq\n", "1MC6rq6OElrEFi3Y7otk+zUajYO4SRct6J/RnWghhs08JiaGdScPwO60KCgo8GkiFhwcjKSkJNZO\n", "CzGCOIHLuQnOTotAKQ8hE9KJFi18KdNxZubMmYzfu8FgoPIsCI8++ig1fqGfhzdv3ozR0VGH7+nS\n", "pUs4f/48o9PCUxCnc3lIVFQU8vLy0NDQQGVf8XVaAOKWhhDy8vJw6tQpREZGUotizkz2oO4rAVai\n", "hVKpxIEDB6ifl19+GXl5eWhqasK5c+dw+PBhHDp0CGfPnkVzczNmzpyJX/7yl2Jvu4QEurq6/Foa\n", "QsjKyvJaHhIINXD5+fno7OwULIRKr9cjLCyM9cohl0E0cQQUFxejt7cXu3fv9rjC6I8OIqdOncKl\n", "S5e8Oi1WrFiBoKAgwUpEOjo6EBsby2tFnJSHkP3MF7t4R0cHuru7XUSLiIgIrFu3Drt27UJVVRUA\n", "CCpaxMbGUvuYVqulJnFSeQg35s2b5yBaWK1W6PV6vzstCGycZWxdVGKIFoDvA1N6BxGuqflClHeQ\n", "7ScT4tmzZ3MeWNfX11PnPDFFCy7lIcHBwYiLi4NGo3EQJOiiBX1/8IfTglyzTp48iU8++YS1K8bX\n", "ziEENm1PBwcHERoaysv54C2IE3DtUBFoTgsgMDqICClaZGVlYXh42MX9YDQaHUSLzs5ObNq0CStX\n", "rnR4nFKpxMMPP4yxsTHKXQDYO81ZrVYX0cJbEKdzeQhgD+Osr6/3SbQgzxFbtFCr1Th58iQA+368\n", "bNkyxuN4sgd1XwmwEi22bNni8PczzzyDt99+28VCBNgv2Dt37sRzzz0nyAZKSHjC3+1OCZmZmayc\n", "FhNNfn4+rFYrFQznK1zsvAQyiA4ODkZ4eLjbSQBxBJCLXFtbm8cVRn+IFjU1NR5DOAlRUVFYtGiR\n", "YKIF33angH1QdOnSJWrw6AtHjhwBYA/jc+bOO+/E6dOnsW3bNmRmZgoysKAHF5LBgFwuxxtvvAFA\n", "Kg/hyvz58x0mvCSTZqJECzbk5OQA8F6DLpZo4evAtLCw0MFpwWew7gtk+4n78K677uK0/WazGSqV\n", "inLLBkp5CHC5DIPU7gPsu4eIIVqQa5bBYIDRaGTtivGnaDEwMID4+HheZVRsnBZyuX0aYTabYbPZ\n", "Ai6IE2Af7ismQooWZCHIeeHMYDA4uI5/+ctfYtOmTYyvkZGRgeuuuw5/+9vfqNuY2p0Cl8tD3JXs\n", "MWV1lJaWOogWfMpDiNNC7OtVZWUltZ0mk8nrcTzZg7onM6xEi40bNzr83dra6jElPjs7W7BJkoSE\n", "JwLZaREINXBCZz9wWRkjkEH0unXrMGvWLMZJAJ8VRn+IFtXV1Zg9ezarVaOVK1fi22+/5d0Kl05b\n", "WxvvnBayb505c8btAIntPnjkyBEUFhYyDvRLS0sRFBSEI0eOUCuOvtTeqUxeCwAAIABJREFUj42N\n", "UZPqpKQkapBjs9mwa9cuDA8PS04LjjiHcfqjvMtXwsPDMX36dK/H9vDwsCiiBYHvwLSgoAB9fX3Q\n", "arWcy0OEumbo9Xpq8ugcxOqN06dPw2g0Yvny5QACpzwEsIsWPT09lAMgNDTUocSCvj+QcwlBo9Eg\n", "JCSEs+juDr6umKGhIfT19fnVacF3vMHGaUFEC/L4QAviBOxjhfPnzzu0z/Y3YogWzvufs9OCqVyE\n", "zv3334+jR49SwbCtra2IiopyEVpjY2NhNpsZF0JIwKiz06K0tBQDAwOoq6vDtGnTOAcmq9Vq/PrX\n", "vwYAfPvtt6Jl+wjhbpPwH7y6h+h0Oo/tg9rb210uGBISYtDV1eXXdqcEtk6LvXv3Ii0tjeo57e8a\n", "uLS0NISFhQk2uec6yKRz1VVXsQrYY0t+fj56enoYW9sJRU1Njdc8C8IPfvADDA8PUzZDPpDJ/4ED\n", "B3Do0CHOF2q1Wo3NmzcDsIf4ZWdno6enBzk5OdRAJC8vj/U+ePToUZfSEMKtt94Ks9kMwD444tpa\n", "0Rl6kB3daWGz2XDp0iX85S9/gdlsllY4OJCXl4eYmBicOHECwOUJaCA7LQB2dm6tVsuplaq/IKuU\n", "ra2tnMtDgMvOtOjoaMhkMl7XDLJqOHfuXKq0ii0khJMc94FSHgLYRQvSAhGAy0TIW3lIYmLihAe3\n", "knI6fzst+OAtiBNwFC3oDr9AEi3y8vJgNBo55Y4IzeDgIIKDgwXpdpScnIywsDCvTguDwYCGhga3\n", "wuXNN9+M+Ph4vPPOOwAudw5xPkbIeZapRESn08FmszE6LQDgq6++4uWyqKyspI71sbExn8cXElcG\n", "vESLpUuXYv369S4BXwDw3XffYd26dVi2bJnPGych4Ym+vj709vZOWHnI8PCw1wFdSEgIRkZG8Oij\n", "j+LUqVN+r4GTy+WCWiP5lIcQZs2aBa1WSw2o6fBZYSQuEq4riWwxGo2sQjgJCxYsQGRkpE8lIsRu\n", "TFY1uF6o6Rd6jUaDzs5OZGRk4Ny5czh16hSKi4tRUVHBah/U6XRQqVSMooUYqxN0cYbutADsLpat\n", "W7cCECf9/0pFLpdj7ty51LV6MjgtAHYuKrHKQ3xlxowZAICGhgZotVrO5SHEmbZ161bYbDZ8+umn\n", "nK8ZJMR07dq1aG9v53RM1tXVITs7G/Hx8Zg2bVrAlYc0NzdTfzs/ly5imUwmB6eA0CG+XK9ZRJC+\n", "4447AAA/+9nPfF45Tk9Ph0aj8ZhZJZTTwl15CN3pQndaBFp5CDCxbU8HBwd5l+k4I5PJkJmZ6XIN\n", "dnZWGAwG9PT04KWXXmJ8ndDQUNx9993YsWMHTCYTWltbGcv+yXHFFMZJbnN2WmRnZyMqKgoqlYrz\n", "OdCf7odAcERLsIeXaPHiiy+ira0NCxcuRFJSEubMmYPZs2cjNjYWK1euxLlz59weJBISvkIu/mVl\n", "ZQCArVu3+r0lXFZWFgDvbU+3b98Oo9GIp59+esJOgEKWUfApDyGQlSViRXRm7969WLx4MWQyGaKi\n", "ojyuMKrVajz22GMA7BN1MayDp06dgslk8hrCSQgJCcGKFSvwzTff8Ho/Xy/U7p5vNpsxMDAApVKJ\n", "pUuX4vjx46y25/vvv4fVanXrtBAaZ9GCPlE7ffo0tcrz85//XGqpzQF6GOdkclq0trZSOQRMBKpo\n", "ER0djdTUVBw6dAgAv1puAFTL5wsXLnB+LhGGb7jhBgDg5Laor6+nMnyio6Oh1Wo5vz9b+JSH0Mvv\n", "nFetnV+L7rYQo/MQPbQ1KCgICQkJbq9ZRJAm57Hjx4/7vHJMFmw8ddqZCKdFcHAwpza/YpOTkwOZ\n", "TBYQooVQZGdnsyoPAS53dGHi/vvvR19fHz7//HOcPn3aJYQTuCxIMDktSNmLs2ghl8spt4XzfYGG\n", "1BVk8sBLtCgrK8OhQ4ewbNky9Pf3o76+Hi0tLdDpdLjmmmtw5MgRlJSUCL2tEhIALl/8SWhfS0uL\n", "321jJCTRk2hhMBjwyiuv4N577+WdTyAEQooWvpSH5OXlISgoyGGljE5SUhL27NkDm82Gbdu2eXSl\n", "VFZWUpb3oaEhUayD1dXVUCgUlDjGhh/84Ac4fPiwQ1BcILFo0SI0NTWxmogcOXIESqWScRAjxuoE\n", "OZ4BV6cFfXBWX18v2UQ5MG/ePFy8eBG9vb2UaBHITgu1Wo13330XIyMjKC4uditIip1p4QsFBQX4\n", "z3/+A4Bfaj7A7hrjjp6eHoSGhmL+/PmYNm0aa9HCZrOhrq6OEi1iYmJEc1pYLBaMjY1xFi3oOIsW\n", "CoXCYbJMFy00Go3gogU9tPWxxx6D2WxmnJiKtXJMRAtPZQ++OC3YBHHS/98mkwljY2MB5bIA7I4C\n", "bzk5AwMDomYY+EO0YCoPATyLFmVlZSgvL8fLL7+Mvr4+xuu9p/IQ4rRw/mxqtZoSifbv389pYcnf\n", "7gepK8jkgZdoAdjr0w8ePIi+vj4cPXoUx44dg0ajwf79+1FcXCzkNkpIUARKaA5ZWfE0oNy5cyfU\n", "ajWefPJJv20XE/n5+Whvb3ewevLFl/KQ4OBg5OfnuxUtAFClDUuWLHH7GH/tAzU1NSgqKuI0AFu5\n", "ciUMBgO++OILztvi64WazfMXLlwIm81GCT6eOHLkCJYsWeLWzir06gR9QEPPtGBCCsliDz2MczKU\n", "h1RWVlItQ/v6+hgFSYvFgpGRkYAVLQoLC6kwcr5Oi5SUFAQFBfF2WqSmpkIul2POnDmsS+h6enqg\n", "0WgooTY6Olo00YIIClzLQ+gw5QPQHQHOTguxWicqlUr86Ec/wvDwMI4dOybKezDBRrTwxWnBJoiT\n", "Xh5y6dIljI+PB1SeBcFdTg5x7paUlKCkpES0wEehRQumMHhnp0VRUREAeFxEUavVGBoaojqFvfTS\n", "Sy6fn41o4eymqKyspBYi+JS6ToT7QeoKEvjwFi0IiYmJWLRoERYuXOjwZXuamEhITHYUCgWmT5/u\n", "toOIxWLBH/7wB6xfv55RufYnM2bMgMVi8drthA2+lIcA9lwLd+UhgF20CA8PR25uLu/3EIrq6mrW\n", "eRaE5ORkBAUF4Z577uE1ANq7dy+USiWCg4N5Xai9XegLCwsRExPjtUTEbDbj+PHjHktDhF6d8FQe\n", "IsGf7OxsKJVKVFdXQ6fTISwszO0EZKJhK0gS8SUQgzgBUOd8mUzGe3VfoVAgPT2dl9Oit7eXcniU\n", "l5ezdlqQEE56eYhYogUJaxfSaQHAYdImdnkInXnz5iEpKQmffvqpy31irRzHxMQgIiLCrWhhsVgw\n", "PDwsqNNi7969uO2226jbnTMtxsbGAlK0yM/PZxQtiHO3p6cHPT09ogU+iuG0GBwcdDg+nZ0W7777\n", "Ln72s595dFpUVlY6dHtUqVQun59cM9yVh8hkMoeSQyEWliT3gwQTPosW7li5cqVYLy0xhQmk0Bx3\n", "HUQGBgawY8cOnDlzBk899ZRft4kJIdue+lIeAthFC29Oi+LiYoeBkDPu9oH09HTB9gGDwYBTp06x\n", "zrMgrF+/HmazGXq9ntcAKCkpCUqlEvfeey+vC7W3C71cLsfChQvx/fffe3ydQ4cOQa/Xs8qzEGp1\n", "wlMQpzNSSBZ7ZDIZlWvh6/EbKJDypkB2WgD2Y8OX2v6MjAxeTouenh6qJHHu3Lk4e/Ys44TDmfr6\n", "esTExFCZTWKKFkR4Yuu0oHdGIjBdJ5hEC5vNJrpoIZfLcf311zOKFoB9sh8dHY2QkBDBVo5lMpnH\n", "DiLDw8OMnR3YwuS0WL9+Pf71r39Rt9P3b+K0CLTyEOCy04Levcyfzl0xRAsADotRTC1Ow8PD3YoW\n", "bD+/TCZDbGysW6dFXFycQ7aJkEjuBwk6vK+mTU1N+Oijj9DV1eWgxgL2CwSbC6SEBB/27t2LyspK\n", "HD9+HBERESgtLZ2Q0JyUlBQH5V6tVqOyshLt7e3QaDSIjo6mBn8TyfTp0xESEiKYaOFLn/uZM2ei\n", "q6vL7eRJpVKxypDYu3cv1q1bR/VeHxoagsFggF6vp5LUfbnQqVQqmEwmTk4LbwMANtuj0+nQ2tqK\n", "Z5991qft9/TchQsXYvv27bDZbC6lH2QfbmxsBAA8+eST2Ldvn19WOJwzLeirpHFxcdRgLCcnRwrJ\n", "4si8efPw9ttvo6ioKKBDOIkg6Rws6CxSBbJooVar8Zvf/AaAfdK4ZMkS7N27l9cxxFe06O3txeLF\n", "iwHYnRYAcPLkSVxzzTUen0fyLMh5ITo6GhcvXuT8/mzgWqpUWVmJhoYGh9uYxFf6Kj9xc+h0OphM\n", "JtE7D61duxY7duxAR0eHy7V/bGwMOp0Or732Gm6//XbBJmKeRAsy8RTSaXHHHXfgu+++o253Fi0C\n", "1WmRl5cHrVbrU8aHL4glWrS3t1MZgs7lIYD93C9Em/m4uDjG7iGDg4MupSFsz+MSElzhJVp8/vnn\n", "+OEPf+iQ4uzMRPfClrhySUpKwgcffICMjAy89tpr2Lhxo1/fn0zsVCoVxsbGqEEpsRkSdDod1q1b\n", "R9UKThQKhQJZWVkO/e35IkR5CGAPT50/f77DfRaLBY2Njbj77ru9vg5xFJBBWVdXFxYvXozMzEzq\n", "op2dnc17slBTU4OgoCAq/dpfEHs2mWiIwaJFi/D888/j/PnzLmU4zvswSbj3xz5MnBYhISGU7Zkw\n", "c+ZMfPLJJwB8E6OmKvPmzcPvf/97NDc3B7zTggiSJIdh7ty5LiIVWRQJRNGisrISJ0+eBGAvsyJu\n", "Kz7HUGZmpldXFBM9PT1UeUhhYSEiIiJQU1PDSrRYs2YN9XeglIe4E4RHR0ddBGG6qE6ET9KFRqxM\n", "C8J1112HoKAgfPrpp3j44Ycd7nvvvfcQGRmJjRs3+iT8O+OphIh0dvC15WlQUBA1prdarVRnG3If\n", "/fGBLFoA9ran5P/hr8m1zWYTXLRISUlBSEiIi9OCXh4yODiIW265BRs2bGB8DS6f35PTgulz0ReW\n", "yGtKiw0SvsLLz/OrX/0KV199Nb744gs0Nzfj3LlzLj/SwFJCTKqqqgDYuzX4GzKx0+v1sFqtOHbs\n", "GNasWYPTp0+7PHaiAwNJyFRnZyd27NjhU8iUyWSC0Wj0adJDbNNMuRZnzpyBwWDg1HmIWAdLS0uR\n", "lZWFoaEhn2tTBwYGcPjwYRQXF7usWnjbFl9Ll2praxEWFkaJO2KwYMECAK6rlBMdckv2y6SkJMhk\n", "MoSEhFArOH19fZJN1AeIY+jgwYMB7bQALguSGzduRGZmJmOJFHFaBFqmhdDHUEZGBi5evAir1cr6\n", "ORaLBRqNhioPUSgUuOqqq7zmWuj1erS1tVF5FkBglYcwwbQ4Rr8+OYsWYjstYmJisGzZMpcSEZvN\n", "hp07d+LWW28VVLAA2DktfG15Ss/AGR4edjju6F1FAr08BHAtk/33v/+NsLAwhIeHU+fGl156SdD3\n", "Hh0dhclkElS0kMvlyMzMdDjfODstkpOT8fe//93j67ANvPRWHuKMlEkhIQa8RIu2tjZ89NFHuO66\n", "61BYWIjs7GyXn/Xr1wu9rRISFCdOnEB6ejrS0tL8+r7uBqUnT56kVjUCCSKwGI1GGI1Gn0KmhBhk\n", "Tps2DdOnT2fMtSBOED7tkgcGBhgvqFwmC/QU8d27d6O7u9urwFNfX489e/bAbDYDuDwAkMlkmDZt\n", "Gue65ZqaGpSVlYna4z4hIQH5+flewzj9idVqhUajAQCHgQ3JtRAjzX0qkZ6ejuTkZGi12oB3WhBI\n", "KRmTtTmQy0OEJDMzEyaTyaF0yhsajQZWq9Wh1ercuXO9dhBRqVSw2Wx+Fy3Y7I/uBOH4+HgXIZNJ\n", "tCDnFrFFCwC48cYb8e2332JsbIy67dixYzhz5owortD09HR0d3czHidkTOKraEEXJjyJFoHstIiJ\n", "iUFCQoJLGGdvby8MBgPeffddNDc3Izs7G1u3bhX0vX39Htzh3PaU7rQwm80wm81eF17YigvuRAum\n", "8hA60mKDhJDwEi3S0tK8rtZs376d1wZJSLChqqqKWjEOBGJjYxkn2xNZwyf0qh+ftHcmZs6cyei0\n", "UKlUE9o1gp4ibjaboVarPQo8PT09WLx4MW655Ra8+eabAC4PAGbOnIkf/ehHnFcXamtrRS0NISxa\n", "tMjFaTGRIbeDg4NUuSH9/0V+1+v1DpMACW7IZDKqHItuHw5ksrKyMDY2xniu0mq1CA4O5uSE8gdC\n", "H0MZGRkAwCnXgli96aJFeXk5WltbPQoQ9fX1CAoKcrD+R0dHY2RkhJPTgy16vR4ymYz1BJcIwvQJ\n", "0o9//GOXx9Hvd3Za+ONavHbtWhgMBofchx07diAzMxNXX3214O+Xnp4Og8HAmDcwMDCAiIgI3scJ\n", "KQ+hOy2mT5+Ov//975ToxJRpEYhOC4C57emHH36IuLg4rFu3Dmlpafjv//5v7N27F0ePHhXsfcUU\n", "LejlIXSnBcn2Gh8fR21trddj2Ju4wLU8REJCDHiJFrfffrvX1cMbbriB1wZJSHjDarXixIkTLpkI\n", "/sDdoHT27Nn45ptv/N5X2p9wDU5zh7sOIiqVipfLAvB9ssBH4Dl8+DCVyv3VV1853JeVlcVZGBod\n", "HUVLS4tfRIuFCxeirq6OGtgQXn75ZQD2AYo/92HnziFMv0tuC/6o1WoqL+WLL77wqUzMX5AgQ6ZW\n", "zcPDw4iJiQnI7Cy2dms2ENGCS9vT3t5eAKDKQwBQXZDIPsBEXV0dZs+e7SBqRUdHw2azOYTiCgUJ\n", "dWb7HRJB+LnnnqNuowszBLoLgC5aREdH+0WwKywsRG5uLlUiYjAYsHv3btxzzz2idFhIT08HAMYS\n", "EV9DJ5nKQ4hbhIjI9PtMJhPGx8cD0mkBuIoWNpsNH3zwASorKynHyIYNG1BWVoannnpKkABLQDzR\n", "Iisry63TwmAwAAAOHDiAuXPnemx7ygZ3QZzuykMkJMSAlwd5+fLl+M1vfoP9+/djxYoVSEpKcjgZ\n", "22y2gLIeS1xZnD59GiMjIxPmtHAXMOQcDjnRljihQ6aEKA8B7KLFG2+8AZPJ5GAtValUuOmmm3i/\n", "Lv17Ia3e9uzZ49O2eoIebHrq1CmH+9LT01FfX8/p9err62G1Wjm3WeXDokWLcOnSJZw8eRKLFi2i\n", "bv/nP/+J5ORknDx5EiEhIX7bh+kTaHqrU/rvarWaUZiS8E5lZSXVBWJsbMyncEh/QUSL9vZ2l2NC\n", "q9UGbGmIkNeB+Ph4RERE8HJa0AW/WbNmISwsDDU1NVixYgXj8+rq6lw6NxFHrU6nE7ysiG/7XbrI\n", "ERkZ6XI/fWJIFy38URoC2Ldv7dq1+Pjjj2Gz2bBv3z5otVrcc889orwfXbRwFv0HBgZ8migTpwX9\n", "Ok0mxUTwds60CNTyEMAuWtAdMA0NDWhra8Of//xn6ja5XI4tW7ZgzZo12LVrF9asWePzdVBMp0V/\n", "fz/0ej2ioqIcWp4SkYIICuPj44zHC1s8lYdITgsJf8FLtLjuuusA2IPcXn/9dcbHBOIKiMSVAQnh\n", "5NKOUki8DUonWqygQ5/IDw4OIiwsjPeqn5DlIWazGWfPnsXMmTMB2AeXZ8+e5e20ABy/lwMHDuDW\n", "W29FR0eHw8TXHXwEHrpQce7cOYyOjlKDgunTp+Ozzz7jtP21tbUIDg5GUVERp+fxobS0FKGhoTh+\n", "/DglWuh0OuzYsQNPPPGEwyqtP2DjtOBS1y9xGSFa8U4ECQkJiIiIYHRaaLXagAvhdEaI/6tMJuPc\n", "9rS3txcJCQkOK+BBQUEoKytzG8ZpsVjQ0NCAH/3oRw6300ULMjkWCr6dqOiuD6ZJGP3/Ts+08Jdo\n", "AdhLRP7yl7/gyJEjePvtt7Fo0SIqhFpoUlJSIJPJGJ0WPT09PgXvMjktnEUL+n2BHMQJ2EWLnp4e\n", "6lpNSkNWrlzp8LirrroK0dHR2LRpExITE33qRAbYJ/YymUzwEGQi4nd0dKCoqMihPIQ4Lch50len\n", "RWxsLLRaLaxWK7VIbTabMTIyIjktJPwGL9EiMjISTz75pEfr1B//+EfeGyUh4YmqqirMnDlzwlfa\n", "AnWwT4c+kX/zzTfx3HPP8VbbhSwPAYDm5mZKtGhsbITNZvNJtCAolUpUVlYiLS0NO3bsYO3IIQKP\n", "SqWCXq/H4sWLPQo8dKeFzWZDY2Mj9V7p6eno6+uD2WxmHapZW1uLkpISh0GgWISEhGDu3Ln4/vvv\n", "8dhjjwEAdu7cifHxcTz44IOiv78z7kQLZ6eFxNRBJpMhKyvLrWgx0ed/f5GZmcm5PISpbKK8vBwH\n", "DhxgfE5bWxvGx8cdQjgBR9FCaEh5CFfoogXT8+nnDyK0+9NpAdivcTKZDGvWrMHo6Chyc3OhVqtF\n", "yWsKDg5GUlKSg2hB2rLX1tZCJpNRbdm5vr+z02J0dJQqhWQSLQI5iBMA8vPzAdgXGYqLi/Hhhx86\n", "lIYQ1q1bR+3zpBuZL840ElYpdHkQvYSOLAYRUclmsyErK4v6zoUQLaxWK/R6PXVeIM4LSbSQ8Be8\n", "RIuoqCj89re/9fiYv/71r7w2SELCGydOnAioEM7JgFKpxPr16/Hss8/iwIEDWLt2LefXEKo8JDk5\n", "GTExMQ5hnCqVCjKZzCEEzhcUCgXuvvtuvP3229i6dSurWmYi8DzyyCP44osvPA5QiDOEjkqlchAt\n", "rFYrent7MX36dFbbXFNTg4ULF7J6rBAsWrSIKp+x2WzYtm0b1q9fL/iKKhvoLgrJaSEsQpeJ+RNJ\n", "tLDnWjiXn3mip6eHUbSYO3cutm/f7uAIIxw+fBgAPJaHCA3f8hBvTovExESXx/b392PGjBk8tpIf\n", "d9xxh0MWyLlz50Qtx3Jue0pCpQl8y8GcnRbt7e148cUXAVwWLejXVjZBnJ2dnfjkk0/wk5/8xO+h\n", "wKTt6dmzZ2G1WtHa2opXXnnF4TFiONPEKqFIS0tDUFAQ2tvbqe+DOC1mzJiB9vZ2qlSfOC/4Qhwb\n", "w8PD1HlBrLIXCQl38JL93Kn1dBobG/m8tISER4xGI+rq6iYkhHOyU1BQgKysLHz55Ze8nq/X6xEc\n", "HOzzQEMmk7mEcapUKuTn5wu6QnPPPfdgcHCQc5mGXq/3WlLS1NTk4jSjOy88haMxYTAY0NjY6JcQ\n", "TsLChQvR3t6Ovr4+7N+/H6dPn8Yjjzzit/enwzbTQoIfQoZD+hN3ogUJ4pwK8HFaMJV3lZeXw2az\n", "OYRxkjbPTzzxBORyOW666SaH40xM0UKs8hD6OWMiMi2E7trFhsTERCpjS6j3t9lsLi1P6ZkG7pwW\n", "3oI4yXWmu7ub9bYIRXJyMiIjI3H27Fm3pSFiIJZooVAokJmZifb2dkqUcB6fEQFJiCBOAA5hnOR3\n", "yWkh4S94iRb02jyz2YyOjg50dHRQLesASXmTEIf6+nqYTCbJacEDmUyG1atX8xYt+K6MMTFr1iwX\n", "p4UQpSF0iouLUV5ejp07d3J6HpsBLl2gINBXQ4loQcIPvaFSqWCxWPwSwkkgWRZff/01tm3bhpKS\n", "Eixfvtxv709HyrQQF+IiUqlUUKlUnFvxThSS08LutOjr66MmkN5w57QoKipCcHAwDh06RN1GVuT1\n", "ej2sViu1Ik8g5/tALQ9hEi3S0tJcHuvvTAt/QUSnQ4cO4bvvvsOSJUug0Wiosg5foI/niTBBRIs9\n", "e/ZQ12v6JHl8fBwmk8mjaEEENWfnlz+QyWTIzc3FmTNnqNIQ53JMMVp/ixlWmZ2d7SBaOLe3jY2N\n", "xYoVK3zOGaE7LQjEaSGJFhL+gneB1dDQEB544AHEx8cjNzcXubm5iIuLw4MPPsiYMCshIQRVVVUI\n", "Dg52sbFKsGP16tVobW1lXInxBkmoFoKZM2eipaUFNpsNNpsNDQ0NKC0tFeS16WzcuBGffvop+vv7\n", "WT+nv7/fwWLMBJNoQb9NqVQiNDSUtdOipqYGCoVCcOHGHWq1GnfccQfkcjl++tOf4uOPP8bGjRsn\n", "LECZLlrQ//dSy1NhUSqVAV8SQicrKwtDQ0Muk+bJEMQpFBkZGbDZbKzPJUxOC7VajauvvhoA8Lvf\n", "/Q5LlixBS0uLS4kb4LgiHxQUhIiIiIByWpCcCoBZtKBPoEZHR2E2mzE0NOQ30UKMSa87iOg0NjYG\n", "s9mMY8eOYdmyZYzXO67vTxfJyMSerKyvWbOG+u7oogVpg+ppgkzKTCfCaQHYj6d9+/ahtbUVt912\n", "G+Nj6M40hUKB5ORkn5xpYooWRNh1Lg8hZGZm4uDBgz6Pr5hEC7I/SIvUEv6Cl2ih0+mwdOlS/O1v\n", "f4Ner0dsbCxiY2Oh1+vx1ltvYenSpdSJSUJCSKqqqnDVVVf5vRbySmHlypVQKBS83BZCOy1GRkbQ\n", "3d2Nvr4+9Pf3izJh37BhA6xWK3bv3s36OWxW5egCRXFxMQD7xIBMrGUymUudsSdqa2tRVFTkMuAQ\n", "CzLYtVqtlG30X//6l1/emwniooiNjXVY+Zo2bRr1P5FEi6kHPR2fzlRyWmRmZgIAqxIRvV6P0dFR\n", "F6cFOd6Jff/YsWNYunQpq2MqOjp6UmVayOVySnwdHR2lVoO9CdFC4o9yLHdlIENDQ3jhhRewePFi\n", "n96f7tagl4eEhIQ4XKeYRAtPTosnnngCgP+dFsSVcvDgQXR3d3tcJKA70zZs2ICEhASfnGn+dFqQ\n", "72PPnj2IjIwUbBGZnG+dRYvg4OCADV6VuPLgJVq8+OKLGBsbw3vvvYexsTEMDAxgYGAAo6Oj2Llz\n", "J/R6PV544QWht1VCQgrh9JGYmBgsWrRowkUL0jWkubmZEgDEEC2SkpJw/fXXcyoRYeO0IKUgiYmJ\n", "DjWxzrkWXEQLf5WGuBvsdnZ2ilZz7Q0yeXIeGMpkMuo2qTxk6kFPxyeYTCaMjo5OGdEiIyMDAFi1\n", "PSUTQbpo4e54Hx4epgQROs4r8mKKFmKUhwCgujSMjo5SrgN/lodMZDlWUlISfvrTn+Lo0aM+vb87\n", "p0VcXJyDI48uYJDvxpPTQqPRAPC/aEGEO7KNFosFt99+u8fnKJVBj+ruAAAgAElEQVRKrFq1Co2N\n", "jZT4xYehoSFRRQu1Wk25Hsj3MT4+jrGxMcEWQkJDQxEeHu5SHhIfHz9hDk2JqQcv0eKjjz7Cv//9\n", "b9x1110OB0R4eDjuvvtu/Pvf/57QVTuJKxOtVouWlhZJtPCRNWvWYP/+/ZzrXoUsD8nJyUFISAgl\n", "WoSHhyM3N1eQ13Zm48aNqKqqwrFjx7xOyo1GI3Q6nccBrkajoSbQxcXFDmILH9Hi0qVLUKlUfg3h\n", "DCTGx8cpZx5TACq5rb+/36HOWuLKJzU1FcHBwQ6iBZlATxXRIiIiAkqlkpXTore3FwAYgzidSU5O\n", "xpdffunVESCWaOFrEGdYWBgUCgXjY0ib6dHRUWqSPBGZFmKWY7krQ8nNzaXe05f3Z3JazJo1C7fd\n", "dhvuv/9+quMMXaAgq/2eVt6JQO1P0cKXcNJly5YBgE+dX8R2WgBAa2srgMtOC+KgDA0NRX9/v4PY\n", "x5e4uDiXIE4pz0LCn/AuD5kzZ47b+8vLy6XyEAnBqa6uBgCpc4iPrF69GjqdDt9//z2n5wnptAgK\n", "CsKMGTPQ0tIClUqFoqIitwNQX1m4cCEUCgWuu+46lJSUYMmSJW5t0WQA42mASxcmSkpKHEQL5zBO\n", "NqJFY2MjLl265DfRwp8112wgkwrA1WlBv81ms3HKJpGY/MjlcmRkZDiIFlqtFgCmTKYFYHdbsHFa\n", "ENGC7rTwdLzPnDnTqyNADNHCZrPxFsHJ5MudywK4LFro9XrqnOHP8hB/IWYZCpPT4tZbb8Wrr76K\n", "d955hwrS5lIeMjY2Br1ej2uuuQY33HCDINspNjk5OUhLS6NEGq4YDAaMjY2JmmkB2LuyAJedFgaD\n", "AaGhoVSp6rvvvuvze8XGxrqUh0iihYQ/CeL7xPHxcbcWsNHRUZd2gBISvlJVVYVp06Y5dK+R4E55\n", "eTmUSiW+/PJLTt0iRkZGBB34kbanOp1OlBBOwh133AGLxQK9Xg+9Xo+enh63PevZDHCdRYuioiLI\n", "ZDLYbDYXp8XFixdhs9k82idra2shl8v9Gi67d+9erFu3jmqTl5OTM2EtMOllH0yihXPbU2/taCWu\n", "LJw7iBDRYqo4LQD2okVPTw9CQ0Nd/jfejndPYqUYosXY2BisVqtPTgtPokVoaChGR0dhMpnQ19cH\n", "uVx+RYpcpAyFiO1Cis500YI4LQC7kBgcHEwFPzI5LdzNDchiwTPPPINVq1YJtq3eIMKds7uDjVAv\n", "k8mwbNkyh647XBA7rDI9PR0KhYISkeiiBfk9PDzc55angKtoIaaDREKCCV5Oi/Lycjz11FOMwoTV\n", "asXTTz+NefPm+bxxEhJ0qqqqMH/+fKpeVYIfCoUCq1at4pxrIWR5CGAXLRobG9HY2CiaaMHVFsrG\n", "SuwsWkRGRlKlLY2NjbBarQCA6dOnY3x83GsQVk1NDWbOnOlxEC40gdQC0127U6bbpFyLqUd2dvaU\n", "Fy0yMzNZl4ekpqa6iKS+HO8xMTHU/1woSAcQMUULQnd3N5RK5RU9bhCjDIVeHuLcFjQ0NJSxW4W3\n", "8hB32UX+wBdXyvLly1FdXc1r4k+yMMSa3AcFBSEjI8PF+UIXLcLCwqjvxhckp4XERMPLafHUU0/h\n", "2muvxccff4ybb74Z06dPB2APivr444/R3d2N7777TtANlZCoqqrCxo0bJ3ozrghWr16N3bt3o7+/\n", "n3Wtr5DlIYA9jJMMYvzV6tMbbELb6KJFUVERAHu2xdmzZzE6Oorz588jLy8P6enpAICuri63F/aB\n", "gQEcP358wvIsAqH9JV208JRp4fxYialBVlYWPvvsM+pvMmieSqIFF6eFc+cQOnyOdzGcFqR8mKsI\n", "TspKAM+iBX2lv7e3d0LyLCY7TOUhdXV1SEpKchAt6AKFN6eFQqHAihUrPO6jYuGLK2X58uUwmUyo\n", "qqpCRUUFp/cVW7QA7OfIo0ePArgsIpnNZuq7EdJpQS95HRwcxFVXXeXz60pIsIWX9FxRUYE333wT\n", "fX192LZtG55++mk8/fTTeO2119Df34+//e1vnGznEhLeOHXqFLq7u6UQToG47rrrYLPZ8PXXX7N+\n", "jpCihVqtxpYtW6i/n376aVEmpFzzGzQaDUJCQtx+TqvVisbGRgD2wDMy6GYK46SLFs6Q9mslJSWo\n", "ra3F4cOHp+yEnIvTYqr+j6YyWVlZ6OvroyZEU9VpMTw87DUrjDgthERM0YLr9cRgMFAOX0+iBf0+\n", "tVp9ReZZiA1TEOe6deuwbds2hIaGUqIG3WnBJGTQmTt3Lg4ePIigoCDs2rVLcAcPG/i4UoqLixEd\n", "Hc2rRMQfokV2djb1fRGnxXPPPYezZ88CEE60iIuLc3FaSOUhEv6Et1/uxz/+Mc6dO4c//elPeOih\n", "h/DQQw/h1Vdfxblz53DvvfcKuY0SUxgyuVuxYgUA4Pe//700cRGAtLQ0lJSU4OOPP2bd5lLI8pDK\n", "yko0NDRQf1dXV2PdunWCvLYzxBZK+st7soUS54m7DIr29nbKnkwXKphECzJ5YBItSPs1UmPb3t4u\n", "2ucPdKTyEAlPkKA5Uh6h1WoRFhbmUAJwpcO27Wlvb6/gq9hiiBZ8y0PoHRA8XYvo93FxE0pchslp\n", "MTw8jLi4OK9OC29tNi9cuIC77rqLCo8MdBQKBZYuXcorjJOIFmKWUZCFGZlM5pA/QsYxQpaHSN1D\n", "JCYS3kGcgH3i89hjjwm1LRISLpDJHaGmpsZtiKIEe9RqNQYGBvDhhx/iP//5D7Kzs7F37163taYW\n", "iwVjY2OCOC285UwIXbJAbKG33347zp8/73Hf6e/vZx3CWVxcTP3O1EEkJCQESUlJuHjxosNr+Pvz\n", "BzpcgzglphZEtOjo6EBBQQG0Wu2UclkAl0WLzs5OzJ492+3jvJWH8IGIFt4ChbnAtzyELlp4clrQ\n", "X3dwcDBgyg8nE85OC6vVCq1Wi9jYWLz++utUWThdtDCZTAgLC/OaH0IEfX+2PfWVZcuW4aWXXoLF\n", "YuHU6WxwcBDR0dFURxsxIKIF6RbiTG5uriBBtPRMC4PBgPHxcclpIeFXeDktLBYLOjs70dnZ6aDe\n", "jY6Oora2VrCNk5ja+NJbW8IzlZWV6O7uhtVqRU9PD44dO+ZxpZ+scgoZxOlvcnJyHNprMqHRaDiF\n", "cBJmzJhBrUbRHzN9+nRWbU+nMpLTQsIT06dPh0wmo8I4h4eHvYoWRqMRf/nLXxivH5ORtLQ0yOVy\n", "j04Li8UCjUYjSnmIxWIRxF5O4Fsewla0oO8fQ0NDktOCB85OCyJcxcbGYs2aNZRoTxctjEaj29IQ\n", "wO4E0mq1SExMhEKhmFSixfLlyzEyMuLgEGWDPzpsEGHXncPlX//6F1544QWf3yc2NhY6nQ4Wi4Vy\n", "XEhOCwl/wku0+Mc//oHs7Gzk5OQ4rIIPDw9j3rx5uOuuu2A2mwXbSAkJCeHgIgaR8pzFixcDsNdJ\n", "+rrazTVnQijS0tLQ09PjsR2zNyuxO9EiKCgIs2bNAgC0trZS1tn09HQX0WKiPn+gQvan4OBgxtUg\n", "ermO5LSYeoSEhCA9PZ0SLdg4Lfr6+vBf//Vfk8Z+7o3g4GCkpqZ6FC3UajWsVqsoTgsAgpaIsAnT\n", "ZIKPaEEmyRLccG55SlbYnSep9O/BZDK5DeEEgI0bN+KBBx6AXC5HcnLypBIt5s+fj5CQEM65Fv4Q\n", "Lch4gi5aPPzww3jggQcEfR9yfdbpdJJoITEh8BIt9uzZgyVLlqCtrQ3XXHMNdXt6ejpOnjyJxsZG\n", "bN26VbCNlJiaSJO7iYeU55AV7ubmZkGyF3xpP8aX1NRUGI1Gh5pMZzQaDavykJCQEMyYMcPhPiJi\n", "WCwWNDc3A2AWLQD751+8eDFkMhmmTZvml88fqNDb4DFZWxUKBSUkSU6LqUlWVhYltBKLuieIo+pK\n", "cjl5a3va29sLAKI4LQBhRYuRkRFERERwstkD7EUL+kTKaDRKTgseOLc8JaKF87FHd1ZcunTJo9Oi\n", "r6+Pcs6lpqaiu7tbyE0WlbCwMMyfPz8gRQviRqOXoHR2dnp1lnKFfPfDw8N+CRiVkHCGl2jR2NiI\n", "9957D7m5uS73lZWVYffu3dixY4fPGychMRGT2ysdtmKQmOU5JGdCpVJBpVLhyJEjovduT0tLA+C5\n", "jtaT08JoNKK1tRUAMGvWLIfAK8B9BxGmiVNSUhL++c9/wmazYfv27X75/IGI1Wp1EC3cQXIt1Gq1\n", "R6eMxJVJVlYWJ6cFGay//fbbom+bv/DW9pSIFpPFacEnH4k4NADPooXzREoSLbjjXB4SHByMVatW\n", "ITk5Ge+99x7ef/99AI7fA73NJhNqtdpBtJhMTgvAXiJy+PBhTtcgsUULtVqNiooKyGQy9PT0YMmS\n", "JVCr1TAYDF4DUblCxMChoSHJaSExIfASLUZGRpCTk+P2/sLCQkqFk5DwhYmY3E4FiBgUHh6O4ODg\n", "CROD+LQf44u38C+bzeYxiLOlpQUWiwUAGIPdmMI409PTodFoqHIROvX19QAwpdtDDw0NUf9TT8c1\n", "uc9gMDhMXCSmBlxFC3rJ0ZVCRkaGR6cFOa8JfX0Uy2nBR7Rg67RwFikk0YI7zkGcRUVF+Oqrr5CR\n", "kYHdu3dj9+7dAOBQDuKpPMRqtUKj0VD75y233II1a9aI+AmEZ9myZejt7aVaibJBbNGCuGGtViss\n", "FguVT0YXLR555BEsXLjQ5/diclpIooWEP+Hd8nRsbMztfaOjo7BarXxfWkLCBX9ObqcCRAx69NFH\n", "ERcXxygGXWnlOUS0cGdJ1el0MJlMbge47jqHEJicFiRhnek96+rqEB8fTz1mKkLPqKB3CXFGCuOc\n", "2mRlZaGrqwtms5lVECdxWjCJhZOVzMxMXLx40e0qb29vLxISEqhAYKEQS7TgE+rMtuWps/AsZVpw\n", "h6nlKYHe8pTeetiT04II1ORcvmnTJjzyyCNCb7aoLFmyBDKZDF988QVrt6mYooUnN6xer6dEC4VC\n", "4XDs8IUuWgwNDSEiImJKtZ6WmHh4iRZz587FU089xXif1WrFU089hXnz5vm0Yd6oq6vDzTffjNmz\n", "Z6O0tBSlpaV4+eWXqVU7QnNzM2644QbMmjULhYWF2LBhg9tJy9///neUlZWhrKwMRUVF+MMf/iBZ\n", "kSWuaAoLC6HRaBwGKHSIIyMyMhIKhWJSl+eEh4cjNjbWrdOiv78fgPtVOXchnIT09HRqMkUvDwGY\n", "a+vr6+tRVlYmWBvByYi3ziEEqe3p1CY7OxsWiwVdXV2cykO0Wq0/Ns8vZGRkwGAwUOcpZ8Rodwpc\n", "7vARCOUhbJ0WUnmI7zgHcdKhixZ0QcNisbgVLYjYPJmdssRJ8v/+3/9DSUkJVYrhCX9kWjBBd1qE\n", "h4c7dHrkCznvEtFCcllI+BtejYOffvppXH311fjmm2+wdu1aZGRkwGg04sKFC9i3bx+6urrw3Xff\n", "Cb2tFJ2dnbjmmmuwdu1aNDQ0ICgoCCdOnEBFRQX6+vrwxz/+kXrc8uXL8ZOf/ASfffYZLBYL7rnn\n", "HlRUVKC2ttbhovnaa69h8+bNOHToEObOnYvz589j8eLF6O/vx5YtW0T7LBISE0lGRgZsNhu6uroY\n", "S76II+OHP/whtFotDh48OAFbKRyewr/IZMDdqpw30UImk6GkpASHDx/GxYsXMTQ05FG0qKurw003\n", "3cT5M1xJ0F0TbMpDnJ8jMTUgLf06OjpYBXFWVFTgrbfeuqJEi8zMTAD2cQ3TOaq3t1cU0SI0NBSh\n", "oaEB57TwJFrQ7/v/7J13fFNl+/8/J7O7dNC0pS0tZSMgKKuKgMh82IICylJEHGz9Oh4XjkdARUBZ\n", "KspwgPgIKiAulD2LDFmlw1Zom3Sku03T5Pz+6O8+z0lykpwk56RJOe/XK6+2ycmdu2flvj/357ou\n", "uVzuMM+CBDfWiTiLi4thMpmg0WgsRAu2oGEymeyGhxiNRnTr1k3wRLHeZNy4cYzLvLa2FgUFBRg/\n", "fjyOHj3Kub3RaERFRYVoogVxw1ovxKSkpECr1TLHIiAgQJCSxQqFAiEhIUx4iJSEU8LbuOW06N+/\n", "PzZt2oS///4bK1euxKJFi/D8889j7dq1KCoqwqZNm0SN0967dy/Ky8vxzDPPMNlye/XqhSFDhuCL\n", "L75gtnv11VdB0zRef/11AI1fXu+99x5ycnKwatUqZrvKykq8+OKLmDVrFu644w4AjRf9okWLsHLl\n", "SuTk5Ij2v0hINCXsgbAjCgsLbapl+COk7CkXZHXWmdMiPDzcbkiHdV6LsLAwBAcH24gWlZWVyMrK\n", "wu233+7y/8Bm+fLlWLx4sUdtNCWS00KCD+Q+lZGRgbq6OqdOixEjRuDll19uVqJFYmIiANhNxllY\n", "WCjahDAsLMyvclqwX1Or1be0m81drJ0WS5cuxdChQwFYOi3Y+9aR06J79+44f/48UlNTATSGmP/4\n", "4492nUO+hjuJye2ViRUSe8nqT506hRdeeAFAo9NCCNECaPxfSCJOyWkh4W3czmkxc+ZMZGVl4f33\n", "38fcuXMxd+5crF69GtnZ2ZgxY4aQfbSBlMliK8FA402WqL4mkwn//e9/cdddd1nY1+Li4tCxY0cm\n", "iRAA7N+/H5WVlRg8eLBFe/feey/TjoREc8R6IFxXV4fc3FxkZ2db2Alzc3OZiYM/w8dpwZWvQ6/X\n", "48aNGwAahQl7g2Br0YKiKM4KIkQA6d69u+v/BIs9e/bg448/dljG1Vf4/fff8dBDD1k8x1e0kJwW\n", "tzZBQUFo2bIlLly4AABORQugMe/MuHHjmk1+rZYtW0KtVtsVmMUKDwGEFy3EDg9hvyZ0jo9bBWun\n", "hV6vZxxOarXaYnxAvg/NZrNdp4U1er0eI0eOxKlTpwTstW9BEnaK6Uiwl6w+MjKSyUcjVHgI0JjX\n", "QgoPkWgq3AoPIcTHx2PBggVC9YU3U6dOxQcffIDXXnsNX375JcLDw7F371788ccfWL9+PQAgOzsb\n", "VVVVjKrLpk2bNti3bx+MRiOUSiXOnTsHADbbkr/JQMlVaJpGbW0tSktLUV5ejvr6ejQ0NMBoNKKh\n", "oQENDQ0IDg5GbGwsNBqN4OWJJG5NDAYDsrKyUFlZiaqqKlRWVto82M8rFAosWrQI8+bNY1YGCC1b\n", "tkSrVq2g0+lw6NAhrF69Gh06dEDHjh2RlJQEmcxt3bNJiI+Px7FjxzhfKyoqQnh4OOcgl1QDAbhD\n", "Q7heYyfjtBYtzp07B6VSic6dO7vUf2uOHDkCoPEeNWDAAI/aEpspU6ZAq9Vi27ZtzHnDNxEn+7Vz\n", "585h//79qKmpQU1NDWpra6FQKBAUFITAwEDmoVAoYDabmQfJdxQcHIyQkBCEhIQwv6tUKmk11sdp\n", "3bq1S6LFfffdh/vuu0/sbrnE6dOnsWfPHgQEBCAsLIx5hISEoKamBhUVFSgvL2ceSqWSWUElD67V\n", "XsD/nBbeDA+RcB3rRJxlZWWMaHH//fdb5K2jKAo0TcNsNvMOxdFoNKAoyu4igq9hLxQjISEBUVFR\n", "jNsiKioKOp0O48aNY0qkz58/Hz///LOo+TwcJUcPDg6GTCYDTdMef88R0aK0tBSdOnXyqC0JCVfx\n", "SLSoq6vD0aNHUVBQgIcffhgVFRUICAgQXdkOCQnBgQMH8OijjyI6OhrR0dEwGo3YsGED4/IgVm+i\n", "NLIJCwuD2WxGaWkpNBqN3W3J3+R1Z5w+fRoLFy6EXq9HaWkp9Hq93QSHXISHhyM2NhaRkZFuTQbd\n", "uRnRNA2TycQM6s1mM2iahlKphEqlglqthkqlYgb15HUyEbD3u8lksnnI5XKL9tRqNTOxsNeOs3YB\n", "MO2xHwBc6qv1T7lczrRF9oVcLrfol6sPrr4SZ5CzPtI0jZYtW+I///kP2rdvb/d45ufno0ePHi5b\n", "6O1ZNIuKipjz/7fffsNvv/3GvBYQEIB27dqhZcuWUCgUkMvlyM7OhkajgUajgdFoZAQ6R79TFAWl\n", "UgmlUgmFQsH8bv1QKBQwmUw27XD9bTaboVAobNorKCjA33//jVGjRjH7n6IoGI1GXLhwAUajEUOG\n", "DLFpm71/HIkWXbp0YX7/8ssvcfr0aeTk5MBgMKBfv35QKBRQq9XIyMhAYGAgZsyYAblcDoPBgNra\n", "WtTV1aGurg4Gg4FJAkxRFHNts39nJwmeN28e4uPjmetKqVSioaEBBoOBaa+urs4mUTGB696hVCoR\n", "EBAAtVrN/JTJZExb9vrK9RMAM6jr378/QkJCoFarcfbsWeZ1vk6LXbt2CZ4MlsTqssWMwMBAyOVy\n", "yGQyyGQy5neTycSIzuRBBoMymYw5RuzfHb0mk8lgNpuZtkj7JpOJ1/vtvQbAoi3SzwcffBALFy50\n", "uD9+/PFHrFixAgaDgclpQB40TcNgMMBgMKC+vh4GgwENDQ02bbCPvfX55c7fOTk5TLjHggULEBwc\n", "zNwbaZpmzn21Ws2UVgwICLDop8FgYO7v1seV/buj12maZs578lAqlViyZAnGjBljd59WV1dj6NCh\n", "NsKwq7z//vtYu3YtQkNDERISgtDQUAQGBqK6uhoff/wxfvjhB6a/AGzOKXIPcHQOWf+dk5ODgoIC\n", "ZGVlgaIozmsAAHPPlcvlUCgUzESJfZxommZE9TNnzlg8b70tAKYtuVzOTAIB/qJFVVUV/vWvf6G6\n", "uhrV1dWoqakBRVE238UURdl8j5hMJgQEBCAwMNBCFDWZTEx75GE0Gi3GNuR3dpv19fUwGo1Mno2g\n", "oCAEBwcjKCgISqUSNTU1qK6uRlVVFdNXmUxmMxYhfSUP8p1H+kr6GxAQgIaGBqYt8mhoaGDaIg+F\n", "QsG0VV9fb+HoUSqVKCsrQ9u2bQEA99xzj8X+Zt9vdu7ciWPHjtn8ryqVCqGhoQgODoZCoUBNTQ2U\n", "SiXeeOMNrF+/HjU1NRbjLvZxYR8TclzY/yf53Wg0MvuQ/b9yjbvYx4Q8lEolczyCg4OZvpJjbDab\n", "ERwczLgWTCYTzp8/j9DQUGasHxAQwJwfhPPnz6Ndu3a4++67meNiMBhsziH2fYw9RrY+LwFg+vTp\n", "mD9/vsN7xblz57Bu3TqUlpaif//+GDBgALNfKIqy+Bzy/c7eH+QYBgQEMPvj+vXryM7ORmVlJYqK\n", "ijBkyBDmfK2vr7e4BshYxGQy2bRLzgvSLjlHampqmPaqqqosrgH29xDpK/s4kuuVnBPkJ/saID/J\n", "eUHaI/02Go0W3xn19fVQKBQ254VSqbQ5frW1tZznsEqlwuLFi23c/BJuQLvJF198QUdHR9MURdGh\n", "oaE0TdP0L7/8QkdHR9Nbt251t1leZGRk0ElJSfTEiRPpsrIymqZp+uTJk3RcXBw9Z84cmqZp+ujR\n", "ozRFUfQrr7xi8/6HHnqIpiiKLiwspGmaph977DGaoig6OzvbYjuj0UhTFEUPHz6csx/p6ek0ADo9\n", "PZ35TADSQ3qI9pg0aZLDa2PNmjVutSuXy+nU1FT6rrvuou+//3560qRJdL9+/ejExERaJpM1+f/t\n", "S48jR444PAZJSUlN3kd/fNTV1dndp3V1dXR0dHST97E5PCiKov/55x+H53CbNm2avJ/+9khKSnK4\n", "T69du9bkfWxOD51OZ3dfm81mmqKoJu9jc3mcOnWK7ty5M71gwQLO/a1SqZq8j7faQy6X0yUlJZzH\n", "o76+nu7fvz/dunXrJu+n9Gh8fP755w6/H5oD1nNiMXDLafH7779j+vTpiIuLw6hRoxiLclpaGl5+\n", "+WU89dRT0Gg0TNIeoXnppZdw8+ZNfPzxx4xNtHfv3njuueewaNEiTJw4EcnJyQC4y3RVVFRALpcz\n", "cWYk8Z71tuRvZzW+Fy5ciBYtWqCqqgpA48pAeHg4EhMTERERgYiICLRo0YJRTcmqsVwuR2VlJQoL\n", "C6HValFYWIjCwkKmHW9CVlbY+UJogcq9yuVyxqXAtSLnDhRFMX0Vqk0AFqupnsZCk31KHjRNu+S8\n", "4eLMmTMOX2eHMUydOhXJycnMahx5WP/91ltv4eTJkzh//jxnmx999BHmzp2LAwcOICcnB1evXsW1\n", "a9dw9epVZGVlubz/ZTKZxXVA07TFSoK7yOVyxlEhk8lsVqHchbSpUqkwZswYpKWlOdz+tddew5Il\n", "S1BRUcGsHLoK+5wh1yH7d3fhskpztenKZ5HznN0W+7182pkxY4bDeu9qtRp79uzB119/bbFKyV5N\n", "rK2ttXg0NDRYrJKT/Wm9kmPvwfe4kdVoIY4PG7JPhc7JQNM0cnNz7SaTNZlMdkMQ7MF2AJHP4Ppd\n", "DKyvEz7bi5HnwpnNnb3yOmzYMMadWl5ejsrKSgQFBSEsLAzh4eEIDw9HWFgY6uvrUVBQgFdffdUm\n", "AadarUaLFi1QWVnJVDTgA/taFerYCHmust0eADjdYdOnT3c4LqMoCp07d8alS5ds+knCF8iKrz2U\n", "SiXjgnO2nwIDA6FSqZjVWXv7gXzvmc1mJpGlPUjIGxk3ONqeOAb5jC9I6BxZUbb3v5HvvFGjRuGO\n", "O+6wCA+xpkWLFigpKbE4VuT72Gw2O+0XuaeT/9Xe9jKZjPl+r6ur43Vc5HI587/ag+2+cNZXhUKB\n", "wMBAmM1mh+5FV6AoignhIO4tZ5hMJpSVlXHmy6irq8Phw4c5Xe/sa8BgMNgdcxEnhkKhQG1trdP/\n", "k7gxnV0DZDxF9p8j2NcAcT3Yg7ih+Z4XCoXC6XXFdkvx6Ss5L4gDxLqt5sRXX32Fr776yuI5T12E\n", "fHBLtFixYgVmzpyJ9evXMzGXQGOyrPnz56NVq1Z49913RRMtLly4gJYtW9rcQIlt/vz58xg8eDBC\n", "Q0ORnZ1t8/7s7Gx07NiRseb36NGDeZ6dGI+811myvFWrVqFnz55MaIF1TWtXcecm6MngQy6X29hx\n", "6f8fNsK2SAGWE3FHvxOhwrpdYu8nX0wNDQ1222H/TdpkP8/uK9t6aTAYLCyuQvSVhAlYT4LsPawH\n", "8Vz7lTys7bhc//vAgQNx6tQp5OTkOMy8zhYt1q9fzxkeZfCAESAAACAASURBVE2bNm2wc+dOu6//\n", "888/iI+Px8CBAzFw4ECL1/Lz8zFq1ChkZmZiy5YtSEtLw8WLFzFkyBB89913SEtLsxAoyIDDHmT/\n", "2Av/YAsT7NAPhULhMDzKbDbDaDTi2rVr6N69O3bu3Il+/fox4pxSqcT48ePRrl07bNy4kWnXnXjo\n", "WbNmYdasWczfu3btwoQJE6DVahEREYELFy7gzjvvxI4dO9CrVy/G0sh+kKpIjli5ciVeeuklqNVq\n", "LFmyBPPmzWOuVWJpZId2qFQql8LOSHgJOxyEWJBd7SsAJvwlMDDQwn4pk8kQHx/v9P19+vRBnz59\n", "ePffE4iQZh1CZjabGbs6EZ6t9ymZDBLByt7f7BAwtgWe2Oq57slc77fXNvA/u75CocA777yDF198\n", "EYDjZKalpaXM+4cNG4Zdu3ZZhEPYs+p6sq/5/P3DDz9g/PjxABoH5dZ5SEwmEwwGA06fPo2BAwfi\n", "s88+w6xZs7B161aMGzfOwm7O3p/sY2vvd/bfACyuqyFDhuDo0aNoaGhg7NFcsEWL2267DQ8//DCv\n", "/VNSUoJ///vfNs9HRkbi4sWLiIqKwvbt2zFlyhQUFhYy4a/kfLA+V7nOK2fn1MKFC3H69GkcPHjQ\n", "ok3SLnufskNHTCaTTdhJfX09IiIi8Omnn+Lhhx+2eZ0LdvgUAF55E/71r3/h0qVLeOONNzB37lwm\n", "JM167ECOm9lsthC92f+TwWBg8ueQMAa2rd36/CfnIrkPs0MRCURoJXb9+vp6xn5O8uxYHycydiB9\n", "tb5XkIkgW7xVKpVMu4GBgZx9JWMc0leu8VCbNm2YsuiXL1/GkSNHMGfOHACNC3+TJk3CunXr8MEH\n", "H+CJJ56w+JyGhgZ06NABw4YNw7PPPguj0YigoCA899xzyMzMxIkTJ3gdF/b3MTkuZB9a/68BAQEW\n", "fWDvP5LPjut/bWhosAgjMBqNTMhgcHCwxXEpKSlB165dbfJccAmjffr0wd69e5m+qtVqps2AgAC7\n", "/z/pKznejzzyCLZs2QIAdifxZIJNrpdu3brhjz/+YEIwrD+LjBlMJhMzVrAe+9TX16O6uhqvv/46\n", "Nm3ahMrKSqxduxbTpk1DUFCQzfak/46uAZPJxJz/JLyE7BN71wAZ45vNZqZN63sQ+7wgYUj2rgGy\n", "r4mAQ84Le31lh4ORvpLzwt68xGAwOAxn80emTJmCKVOmWDx39uxZpgKnWLglWpw+fRo7duywOzkf\n", "P368qGX4YmNjkZmZierqaosTgawOxcbGQiaTYcKECfj+++8tBhIFBQW4evUqXn31VeZ9I0aMQGho\n", "KH799VdmUAQ0xvDL5XLcf//9vPrFjiP1BF9IHEVRFDMoEbLGOREIhEw6yo5PFRKx+urOfu3WrRuT\n", "Zfvy5cuckzeaphnRIikpiZdgQbYtKytDVVUVZ3K0vLw8tG7dmvO9U6ZMQUFBAQ4dOsSU7yTnr8lk\n", "sls+1B7s/SPkfpfJZFCr1UxMbl1dHVq1amWxTVlZGRISEtzKau8I8jn5+fmIiYlBZmYmAGDw4MEO\n", "k2c5Y86cORg2bBhGjRqFmpoaXskJXYEcB6G+bEncMQCfTzpM8qy4+14yeBHyXs52l7kD37Kx7Ndi\n", "Y2MtjpsYOMtnQSATpqCgIE5XDlmtJQP5fv36AWi8L3Jd02zB2hPYbVdXV/MSLYQewOp0OgQEBCAm\n", "JsaheMsFn/M1KioKVVVVTu8x7Pu3PYgrJCIigvc1xs7r4AySBJG4LLZt24Y5c+Zw3nPIde6oHxRF\n", "MQItX9huMHsoFArG7cgHPvuWrKK7MraQy+W8rvHDhw9b/P7kk0/iscceY8ZfZIU7LCzMZhysUChQ\n", "XFxsIXwAjWPvK1eucN4DXDkufKpY8Nl/pK8kQa4z7CXn7NmzJ1QqFXJycgA03rt27dqFqKgoXt/5\n", "jv5/9jVgzyVBRAsinNA0jR49euCnn35Chw4dbD6LiM+OINdfUlISKisrATQWK7B3/vIZ58rlcpev\n", "AWf3AXfOC2fnmqd9dSfpsAQ3bs2wyY3JbqMymcUXtNAsXLgQZrMZixYtYpTE7OxsvPPOO0hJScGE\n", "CRMAAEuXLoVMJsMrr7wCoFH5e+aZZ9CmTRssWrSIaS8kJARvv/02Nm/ezCSGy8nJwapVq7B48WIm\n", "1ERCoqm47bbbmN9JVQprbty4wYQ0sbd3hnXZU2tyc3PtihYDBgzAxo0bGcECaFwBlMvlKCws5N0H\n", "b0Es2FxW7uLiYpdFFj4QGz4pmXru3Dkm47gnhISEoEuXLhgzZozNQMRXuXDhgkUyPQnvwU5myle0\n", "cFTRxduQe5CzyQRJHJyQkAC1Ws0k7xQLtgDhaNzjrmhBJkbW0DTN3ENIuVNXBQu+hIeHu1w9pKSk\n", "hEm+y4ZMeMQayI8bNw7Hjx9n+puRkWGxGCXhOWq12iLcl1QXAbhdMHV1daioqLBJtvzwww/jrbfe\n", "Er/DIrJ7926kpaUx1X3S0tKwd+9ezjKkQsCeXDtzWrDfk5uby1x7nsB2uEslTyW8jVtOi8jISJw6\n", "dQq9e/fmfP23334TZfBPGDt2LA4cOIBly5bhtttug0qlgslkwtixY/Hiiy8yN82kpCQcOnQIS5Ys\n", "QadOnWA2m9GzZ0/88ccfNl+YTz75JAIDAzFz5kwmW/HixYvx7LPPivZ/SEjwhV2xgh0Cwob9vDui\n", "RV5eHmcJq9zcXGbV0prXX3/d5jmZTIaYmBiHFvSmJD4+3mZlxGg0oqysTJT7lkajgVwuZ8qenj9/\n", "3mnImSusXr1asLbEZtasWbjzzjuxcePGpu7KLQd70Ozo2mS/JmaJPlcgq+cURaGoqAhpaWnYvXs3\n", "Z/+KiooQGBiI4OBghIeH+71oATROjMaPH8+s3AYGBiI7Oxtr167FU089hb///ttjEdQRrpQ8JceK\n", "OF+Tk5MtjhXJ2SW0ow1oFEq48rHk5OSgpKRE1H10K0FW5UnlHJVKxVxnXI4NIiT6yv1ESGJiYnD0\n", "6FGLkqcEMc43V5wW1u+pra31+PMl0UKiKXFLtJg4cSIeeOABrFy5EsOGDWOeLyoqwo4dO7B06VI8\n", "8cQTgnWSiwEDBmDAgAFOt+vUqRP27dvHq03rWHQJCV+Bj9PCXdGiVatWoCiK02lhMplw48YNJCUl\n", "udDbxom6r4oWcXFxNk4LMuBwlnTXHeRyOWJjYxnR4ty5c7fcfebcuXOYM2cOamtrXS7HKyEM7oSH\n", "+Mokg6yeA433pOPHj2P8+PE4evSozbadOnXCk08+CQDNRrTgmhgtWrQI8+bNw9q1a5GdnQ2KohyK\n", "OZ4QFhbG5DRxZiNnHyug0QXCPlZktVcM0UJCHNjlXwFL0YLkHnDktKiqqkJiYiKT/6454i1BzB2n\n", "BTluzpJJ8oEtVHAlAZWQEBO3wkNeeOEFhIWFYeLEiWjRogV0Oh2CgoIQGxuL+fPnIyEhAc8995zQ\n", "fZWQuGWJiYlhBqJCOy1IMl0u0SI/Px8NDQ12w0PsERsb67OiBZfTori4GABEc4i1atUKN2/ehE6n\n", "Q0FBgUU4jTtkZmZi8ODBTH4MXycvLw+nT59G69atJdGiiWALcv4UHuJs9dyaoUOH4t133wXgfdHC\n", "UeUvtmjhbmgEOyb+3XffRYsWLXDlyhUmWS4Rc4SGhOQ4c1vwOVZihofYC6VJSUmRXBYecODAAQQG\n", "BiIvLw+ApWgBWIaHcDktOnXqhLy8PBuHYUNDA44fP+6zYwVfhO20sCdadOnSBb/++qvNe4R2Wtir\n", "JuMr1NTUYPTo0RYiqoR/45ZoERYWhiNHjuDpp59GWFgYaJpGXV0dIiIisGDBAhw+fLjZZUqVkGhq\n", "SIiITqfjnHQQ0UImk6Fjx44utZ2YmMgMSNiQ57hEi9raWvz666/Q6/U2r3Xp0sVnv9C4nBbEviqG\n", "0wL4n2hBysp6Gh5y+fJlHDhwAEFBQdDpdLh69aoQ3RQNrVbLlCGURIumISgoiJkoOjoGvhge4i79\n", "+vUTPSeVN5wWXJSVlXG6HuyJOZ7AV7Tgg5jhIQB3joFdu3aJ8lm3CuQ7nqyyc4kWRBx0JQmoyWRC\n", "WloafvzxR4/7eObMGUFyNvg6fMJDgoKCLPJcESFJCKcFGdeFh4f7RNEARxQVFWHPnj1YsWJFU3dF\n", "QiDcLnURFhaGNWvWoLi4GIWFhSgsLERRURHef/99KVOqhIQIOAoRMZlMuHz5MgCgbdu2Lmf7T0pK\n", "4nRa5ObmMq9bc+PGDQwZMgTnzp2zee3dd9/Fp59+6lIfvAVxWrBLK4rttEhISGBEi+DgYKSmpnrU\n", "3vXr1xEcHIy4uDi89957GDVqlEA9FQetVovo6GjExcVJokUTQkQIRyubvhYe4snq+Zo1a5gyr2LB\n", "V7RguzCEWtQRK/GmNXxFCz7HSuxEnCSURowkiLcqZWVlkMvlzDFLSUnBs88+ywhPzsJD7KFWqxEZ\n", "GWnjfHQVs9mMXr16Yf369R614w/wCQ+xfo2MB4V0WvhDPguyGLV79+4m7omEUHhcn5OiKMa67q0v\n", "UAmJWxFHyTizs7MZFd2V0BBCYmKiXdEiIiKCc1VM7BUzsYiLi0NNTY3FALy4uBgKhULwsqGEVq1a\n", "4caNGzh//jy6du3q8QrF9evX0bZtW1AU5VZmf2+j1Wqh0WgQExODiooKQVZ8JFyHhHvo9Xq7A162\n", "aCGW88hVXFk9P3jwIKdrTCzYk29vOi28GQrhitOCHCsyUYqIiLA4VpWVlVCr1W6XFOYL3/KSEs7R\n", "6/Vo0aIFM8ZPTU3FihUrGJFfpVIxq/5cCyak9CYXcXFxHosWxDnZpUsXj9rxB/g4LaxfU6vVKC4u\n", "xtSpUz3+fHIv8IdxH1mMkmg+uCVaFBQUYOvWrfjuu++Y506ePIlBgwbh9ttvx/vvvy9YByUkJBpx\n", "5LRwN58FgYgWbPcB4LjcKREt/M1ZFR8fDwAWA6WioiJER0eLJry2atUKZWVlOHbsmMf5LIBG0aJd\n", "u3YAXMvs31TodDpoNBp06NAB48ePl0SLJoK94mxvQEdEi8jISNEnlnxxZfV8/Pjx+Oqrr7zWt6YK\n", "DwG8FwrhimhBjlX//v0BNH5PKBT/y/leVVXlFxMeif9RVlbmMNyTPZHmclrMnDkTI0aM4HyvEKJF\n", "dnY2AKBNmzYeteMP8HFaHDx4EEuWLGH+VqlUiIqK8vh+rtPpcPfdd4OiKFy7dg1paWk+7ZwkTgvA\n", "cb4hCf/BLdHik08+wezZs5mqHOXl5RgzZgyzwrFkyRLs2LFD0I5KSNzqsFcR/vrrL9A0jeXLlyM/\n", "P99j0SIpKQm1tbU2sdCORAtnNl+DwcDUcfclSAZz9kCpuLhY1DLNrVq1AtA4uBKi3Km1aEEy+/sq\n", "Wq0WMTEx6NOnD7799lufzXfSFBiNRq9dJ+yJvr3BJgkd8UVLvbPVc6PRCL1ezzhEamtrbfLXCE1T\n", "ihbeCoVwJ6dFWVkZ/vWvf8FkMuHbb79lnq+srPQ7oftWxxXRgstpodPp7J7zXDmmXIWUAhY7f40v\n", "wMdpkZGRgb179zJ/CyU+k8pANE2jvr5etMS/QsEW5j0VxiR8A7dEix9//BFbtmzBxo0bAQBffPEF\n", "ioqKsGHDBpSWlmLDhg1Yt26doB2VkLjVCQkJQUpKCoBG0SI/Px/PP/88FixYIIjTAoBNiEheXp5T\n", "pwXXqtmVK1cQEBCAU6dOudwXsSGiBXugRJwWYkFECwAeOy1qa2vxzz//oG3btgCETZInFl9//TVT\n", "0UHCkuTkZNx1111e+Sx2NRCuvBbV1dXM5NoXRQtnWJcuXr9+vUVCOjFwR7RwJe6fD2KHQgQEBECh\n", "ULh0j9HpdOjevTsGDRqEL7/8knm+srJSclr4GUql0iKvVW1tLfbs2cPcQ8hEWiaTWUyqCTqdzu79\n", "hKual6uQkr+HDh3yqB1/gG/JU/Zx4DomruJqFSdfgO20kESL5oFbokVeXh6mTJnC/P3tt98iISEB\n", "jz32GADgkUceQVZWljA9lJCQYCB5Laqrq5m69zU1NYxooVKpmMmsK3CJFjRN83JacK2gkElDYWGh\n", "y30Rm5CQEISGhto4LcSK39fpdJg+fTrz98KFCz2yVKrVamRmZmLcuHEAwOTh8GXRIiYmhgnLkbAk\n", "Pz/fa+KeM6cFe5DnC+VOXcW6ClB4eDiqqqpEdbK4U/LU30o8UhTlchiaTqdDy5YtMXXqVPzxxx+M\n", "SCyFh/gfH374oYVbRq/XY/To0Thz5gyA/02Kg4KCOEMsidOOizvvvBN33323R/3LyckBTdMYPny4\n", "Q+GwOcCn5Km1aKFUKvHQQw9hzZo1ovfPl3j88cexf/9+AJJo0VxwS7RgJ9UpLy/H4cOHcf/99zM3\n", "K4VC4TDxjoSEhHuwk3EeO3YMAPDOO+8gIyMDANCxY0e3rIAxMTFQKpUWCexKS0tRXV3NWTkEaHQP\n", "TJw40SJemRAZGQm5XO6zg3NrS6qY4SHjxo3DyZMnmb9PnjzpkaVSJpMhNTUVkZGRABonl95aqReC\n", "nJwc0S37/gIJ6Rk0aJBXPo9LtBg3bhzmzp2LQ4cO+VzlEFch/WeLFoC4gp47Tovjx4+L1h+xcEW0\n", "qK6uRk1NDWJiYjBhwgQolUomZFgKD/F/uEqeAtyhITRNO3RaTJw4EVu3bvWoPzU1NUxoCFdC8eYE\n", "n/AQLqfFX3/9hevXr7v9ud5M/CsUrVu3xtChQ7Fq1SpBcolJND1uiRYRERG4dOkSAGDr1q0wGo2Y\n", "MGEC83pxcbHLJRclJCScww79uHDhAuLi4mAymZiVRHdCQ4DGibB1BRFS7tSe02L48OHYuXOn3fY0\n", "Go3PihbWltSioiJRnBbesFR27twZR44c8biMqrcYNmwYVq1a1dTd8AnIufHKK6945fPYEwdybebk\n", "5GDbtm0YOHAgLly4wLmtv0CcFkSAJKJFeXm5aJ/pjmjhjzZ2V0QLchxiYmLQokULjBw5kkmOKoWH\n", "+D9EtCAr/WynhTVlZWVoaGgQ9X7yzTff4LfffgPQ/EULvuEh7O1UKhUCAwM9LnnqrcS/QkJRFBYs\n", "WCB6mKCEd3BLtJg6dSqGDh2KiRMn4tlnn0XHjh2ZTNFarRbz5s2TVC0JCRFgOy2Ki4vRv39/i3wW\n", "7NddxVq0IK4Le6KFMzQajU+GhwCWTguapkVPxHkrc+XKFQwbNoxJlhYTE+PTGce9CQmj9FbWe3bI\n", "BzkGxcXFePLJJxEWFmYxAPVH0UKj0eD+++9n8rx4Q7RwteRpWFgYOnfuLFp/xMIV0YKcW+QcmjJl\n", "Ck6fPo3r169L4SHNAHtOCy7RQq/XIyQkRPT7Cckb5c1yx00BX6cFW7RQKpUICAjwWLTwVuJfCQl7\n", "uCVaLFmyBIMGDcK+ffuQmpqKL774AgDQ0NCAuLg47NixAxMnThS0oxISEkD79u2ZLyOz2YwdO3Z4\n", "nISTkJiYaPGFn5ubi4CAALcdCP7itKiurobBYBBFtBDDUvnEE09g9erVHvbMe/z999/4+eefIZfL\n", "AYgrWty8eRO7d+/Ga6+9ZlGS21eJjo7G9OnTLRK1iol1eAgR7Fq3bo0ZM2bg4MGDzOv+mNNi0KBB\n", "+Oabb5hQVV90WsTExOC5554TrT9i4Y5oQb47Ro0ahZCQEGzfvl0KD/EzaJpGeHg4Nm/ezDynUChA\n", "URSv8JA2bdqgsrKSWdjk4tq1ax6PFdRqNWJjYyWnBYBHH30Ujz76KPO3UE4LgtiJf4XiySefZBw4\n", "Es0Dt0SLgIAAfP7556ipqcGlS5fQo0cPAP/LZWE2my0SdUpISAiDUqlEx44dATR+0V+6dMliMOGJ\n", "aJGUlGQTHpKUlMSZWAtoXNG4ceOG3fZSUlKYiaqvwXZaWCfvExqhLZV79uyxSJgINFpwfbUOuXUJ\n", "TTFFizfffBPjx4/HypUrMWHCBPzxxx+ifI5Q9O7dG1u2bMHx48fx5ptviv55JNcM0DixrKqqQn19\n", "PaKjozF37lyLSXdzWEGLiIhAhw4d7N7DhMBV0UKocqfexh3RggjBQUFBGDduHL788kve4SEmk8n9\n", "zkoIRnV1NSoqKhh3BdBouVer1bycFuz32KNXr17Ytm2bW/2jaZr53XrhpTnCx2nRuXNni3AIpVKJ\n", "wMBA1NXVid4/X8FkMmHDhg3Izs7GqVOn8NFHHzV1lyQEwC3Rgg+ff/65WE1LSAjCunXrsHPnTp+u\n", "usAFESYaGhqQlZXFTL5DQkLsJs3kQ2JiIm7evMkMFh1VDgGAxYsXY/bs2XZfX7duHb755hu3+yMm\n", "8fHxqK6uRmVlJVPLW6zwECEtlTU1Nbhx44ZNhZi2bdviww8/FKK7gqPT6RAeHo6AgAAA4ooWL774\n", "Im7evAm9Xo+BAwdi8uTJomcNP3r0KGfeElf466+/sHTpUtEHlTKZjBHntFqtxbnfqVMni/OyOYgW\n", "MTExuHr1Ku655x7RPkOpVDKrn/ZEi4aGBmaC568uA1dzWkRGRlqsCk+dOhVXr15Fbm6uUzHbaDRi\n", "4MCB2LBhg0d9lvAcvV4PoFEAZDN16lTme8iR04IP1omxXWHdunWIi4uD2WzG+PHjm31oOh+nhfVr\n", "KpVKkPAQf6K0tBQ0TSM6OhoHDhzA888/39RdkhAA0USLZ599VqymJSQE4f3338cDDzzgcOLti7Dz\n", "VrCdEV26dIFM5v4lnZiYCJPJxEzynIkW/mzzjYuLA9BYblJspwVBCEslyYHQrl07i+fDwsJEtcB7\n", "gnW5OyJasFfI3EWn0+Gll15iroPExETEx8dDLpfjyy+/hEwmw+TJk0UteXn33Xd7PFDu2bMnGhoa\n", "LEK9xIIcC51OZyPYsY+TP4aHXLp0qUlK2xH3hD23E1vMMBqNuHnzJrZs2eKVvgmFq04La9GrW7du\n", "UCgUoGkaa9asQVpaml3x8pVXXsGJEycYF69E01FWVgYAaNGihcXzmzZtwogRIwDwc1o4wjoxtivk\n", "5OQgODgYMpkML7zwAubPn+9WO/4Cn5Kn1q8plUosW7YMn332mah98yXY47q4uDjo9fpbymnSXOE1\n", "w9m8ebNFfd9Bgwbh3nvvtfsYNGgQSktLReu0hISnlJeXIzMzE5GRkfjzzz+bujsuwRYtvv76a+Z3\n", "T0JDADAuDTIBzMvLcyha+HNCtfj4eACNtbvJxM0fYjRJyTJr0SI8PNxnHUNardZiAtyuXTv069eP\n", "WXn2hKysLLz11lvMwJqNRqPBjh070LFjR9FEC7JyxR5I8sVsNmPPnj0oLi5G165dIZfLcfbsWaG7\n", "aAOZTNbX16N9+/aora1l7ilESFKpVH55bU+aNAnLly/3+ucS0cKe04L9fEhICE6ePImZM2f6Vfy9\n", "q6KFtQg8adIk5jqsqKjA8ePHOUs///zzz1i2bBn+85//oE+fPp53XMIjyL3V2mnBxpFosWTJEowa\n", "NcrhZ8TFxXkkWngrkbEvwCc85OOPP8bRo0ct3pOUlMSZX6u5whbk2eM9Cf9GwWejBQsWoLq6GnPn\n", "zoVKpbJI1mUPMWNIJSQ85dy5cwCAxx57DMuXL0d5eTmTtM3XYYsThw8f5nzeHRITEwE0ihbdu3dH\n", "UVGRU9GCj9OCpmmfux8QpwURLUJCQpjwBV/m+vXrCAsLs5kQuDKh8DY6nc5CtBg2bBiGDRsmSNsk\n", "X4Y9V0D//v0dJoDzFOJ8+fbbb11+b0FBAUaPHo3vvvsOY8aMQefOnb0qWgCN+699+/bM32R1SqPR\n", "+Nw1yweu0sU0TcNkMkGh4DXccQtXRIvIyEgmXOXgwYN4+OGHReuXkHjitHBW+pkIxoWFhZg2bRqG\n", "DRuGJUuWCNJvCc8g4SHWTgs2jsJDcnNz7U6uCXFxcUhPT3erfzk5OejVq5db7/VH+ISHbN++3ULI\n", "d0dU93fYTgsilhYUFCAlJaUpuyXhIbycFjt37sTXX3/NnPgajYZJuGnv0RziYSWaL+np6QgMDGQS\n", "xhIRwx9o3bo1MwBnW+w9FS3Cw8MREhKCvLw8JpmVoxwZzhKqZWRkIDg4GMeOHfOoX2IQGhqK4OBg\n", "JjxE7NAQobh+/TratWtnM6H05fCQ9evX4+233xalba1WC7lc3mQuGXvOFz5kZ2cDAFJTUwE0hoh4\n", "Q7TgKnsKNCYuI6tT/hgaYjKZUFJSYnMt9+3bF08//bSon03EWz6iRUREBKKjo9GlSxdeC0C+QlhY\n", "GGpqani5loqKilweA5rNZkybNg0ymQxbt26FTCZDp06dmsQ5I/E/SMiTtWiRkZHBjBMcOS24QoWs\n", "8cRpkZ2dzTgtDAYDTpw4wQgtzRG+JU/ZocJsoeNWobi4GDKZDBERERaLVBL+DS/RYujQoZgwYQLz\n", "9/Dhw52+h882EhJNxdmzZ9G9e3d06dIFAQEBXpksCAVFUZyDA09FC4qikJiYiH/++Qe5ubkA4JHT\n", "IioqCjU1NT5f9rS4uFi0JJxCs2LFCmzfvt3meV92WqSmpro1qeeDVqtFy5YteVWpoWkaW7ZsETRU\n", "5Pr16wgNDXVLpCcuDTLg7tmzJy5cuOB0VdJTrMueEkpLS2E2m5ltamtrBck74i1I4jXrYxEcHCy6\n", "oEecFg0NDZyrn2zRggi9AwYM8DvRAmgUq51hPVHlU/r51KlTOHToELZt28a8Vy6X4+bNmwL0XsJd\n", "pk6dioaGBovqIQAwZcoURox25LTgI1p07twZffr0cfnep9frUV5ezqyel5aWol+/fjhy5IhL7fgq\n", "xcXFWLFihcV9mI/Twlq0UKlU+P777zFz5kzR+uprDB06FN988w1kMhkiIyOhUqkk0aIZ4FbWPj7J\n", "XDZu3OhO0xISXuHs2bO44447oFAo0L17d7/La0EmF4Tw8HBBVkdJ2dPc3FzIZDK0atXK7rbdu3d3\n", "aLWLiIiAQqHwWdGCZCwvKiryG9EiMjLSpnIIACQnJ/tFTg5CSUkJZx4KVyksLOR93p8+fRozZ84U\n", "VKDs2rUrFi9ejNLSUpcnxllZWYiPj2cG+mPGjMHO2VTYZAAAIABJREFUnTtFFwrYE4iPP/4YM2bM\n", "AGApYKhUKrRq1QpXr14VtS9CYi+hbnh4uNdEC4DbbcF+jmw7YMAAXL9+3W8G0iR80pk4StM0Z04L\n", "Z6Wf+/bti+zsbNx3333Mc/Hx8W5XlZAQDi5RmG/JUz6ixciRI/HLL7+47AgoKChASEgIMw7RaDRQ\n", "KpXNpuzpM888g+eee84itMpdp0VWVhb++9//itZXXyMlJYXJmUNRFN56661bKoyouSJakGdycrL0\n", "ZSPhs6xfvx6RkZEAgIEDBzK2aH/AYDDYDIxvv/12QWLQExMT8eeffyIvLw+tWrVyOIj45ZdfHLYl\n", "k8kQExODwsJCj/slBsRpYTQaGYu+v/LWW281dRdconPnznj66afx8ssve9SOdZJPR3Tv3h0qlQqn\n", "Tp1C7969PfpcwogRIzB06FAEBQXhvffecykMISsry+K8S05O9kqiNPb+Io4qABbiokajgV6vR15e\n", "Hjp16iR6n4TAkWhBwnjEwlq0sE5ayCVasPNaTJ48WdT+CQFxWjgTLcrLy2E0Gm0mqqT0c0lJCQDu\n", "xMfWInlcXBwyMzM96bbgGI3GW9Jubw0f0aK+vh56vV60cPHOnTtbnI8ymQwJCQl+leDWEeRa+fvv\n", "vxlhhq/Tgp2jTaVSITAw8JYqeWrNM88809RdkBAAXqLFli1bXJoQ0TSNmpoatzslISE2AwYMYH5f\n", "tmxZE/bEdUpLS5GSksLExAOeh4YQEhMT8f333yM3N9dhPgu+aDQan3ZanD17FhRFSVnqRSInJwcv\n", "vPACli1bZjEhJ2VPPWX27NkwmUy8tlWr1bj99ttx6tQpjz+XjVwuR3JyMhPuwZfs7OwmEQTYE4jy\n", "8nLGZcQ+HiRkxV9cAEDj8R04cKDNBMnbTguusqdcokVsbCxWrVrlcblcb0FEC2f7kohH9iaqrjjC\n", "4uPjcejQId7bi8njjz+OL774AtXV1Xj77bfx/PPPN3WXmhQu0cI6PIRMusXMkWM9N0lMTGw2Touu\n", "Xbtiz549yMrKwqBBgwDwK3laV1dnsV+USiUCAgJgMpkk0U3Cr+ElWsyaNcvlhv0x87iEhD8QFxeH\n", "EydOWAwKhRItkpKSoNPpkJGRwRmG4CqxsbE+K1oQp4VSqfSLRJw///wzVq5ciV27dnHGDvsiOTk5\n", "2LFjh40TRCjRYsSIES5t37t3b/z8888ef641qampLosWgwcPFuy6dQX2faOqqopTtIiPj0dkZKRf\n", "iRZ9+/bF77//bvO8r4aHAI2V2fwFvk4Lch65srq+f/9+ztw3JDzE2xWoaJpGfn6+hfNj5MiR6Nix\n", "IzZt2uR34aSeMHv2bKhUKqxbt87ieS7RwjpsNS4uDgaDgdexKy4uhslk8ljgSEpK4qxU44/85z//\n", "wRdffGHx3cInPGTZsmXYt28fkwSdOC2AxjLdt4Jo8c4776BLly4YOXJkU3dFQkB4iRZhYWFYvXq1\n", "S7G2CxcudLtTEhISjmnZsqWFi+HAgQOIj4/HmDFjPGqXlD09e/YsBg8ebHc7o9GI6upqhIWFWcRO\n", "WhMbG4sbN2541CexiIuLY5LK+UNOi7Nnz+LEiRN2S7OS+7MvCcb2SpJqNJommRD37t0bH374IfR6\n", "vY2F31UKCgpw7NgxjBgxAqmpqThw4IBL7+cK6Tl9+jTWrFmDzZs380ou6g7syWRtbS1z7rPFxZiY\n", "GI8y+vsS0dHRog/S3RUt/AlXRQtXhODp06dj4cKFePHFFy2ej4uLA0VRKC8vd1hyU2g++OADvPzy\n", "y8jIyGDuXWPHjgUAnD9/XvRwI18iMzMTCQkJNs+r1WqUlZVBp9Ph0UcfBQC89tpr2LFjB3bv3s3c\n", "Z/iW27z33nvRv39/rF27lnffuMSsxMREi1Lw/s62bduYcRnALzxk2rRpFlXb2KJFXV0dcy03Zz74\n", "4ANMnz6dES2uXbuGY8eOubUIL+E78BItAgMDmWRdfLnVrXMSvstTTz2F4cOHY/To0cxztbW10Gq1\n", "XokpF4qePXvixx9/hEKhwNmzZ5GYmCiYaNHQ0OCwcsi5c+fQu3dvnDt3Dt27d7e73SeffOJQ1GhK\n", "4uPjmd/9QbSwV+4UAPbu3YsxY8agsLDQp1wjWq0WgYGBNhO1mJgYnD9/3uv9Ibkszpw5gyFDhnjU\n", "1uHDh/Hggw+ipKQEqamp+OSTT2A2mz063ysrK/H555/j3//+Nzp27OhR/+wRGBiI0NBQVFZWwmg0\n", "cjotNBpNsxEt5s+fj/nz54v6GewqSs1VtAgODgZFUbxEC5Kxnw80TaOsrIxTlBg/fjxqa2u9KsT+\n", "+eefePbZZ/HEE09wrvonJCRwOnqaK3q9ntMR1rVrV5SWlmLcuHHMvbysrAzHjx/H+PHjcfToUZc+\n", "p3Xr1hY5dvhw++2348EHH7QQu3r37o28vDyvu3PEguS+IcjlclAUBZqmHVZbYb9GwkMA3BJ5LWia\n", "tillf+TIEcyePRsPPfQQbyFNwvfgNbq6du2ayw3fSkq0hG9x+PBhu7bbmpoabNiwwWYw/vTTT+P+\n", "++/3Rvc8htgo33rrLQwbNgwffvghkpOTBYnjZCv6zsqdAnBY8hSAzwoWAJja3YBrq4JNRXZ2tt2E\n", "oUFBQTCbzT5X9lSn00Gj0dgMHoUIDykpKcHKlStdSvTarl07LFy4UJAY64yMDERFRSEyMhKpqamo\n", "q6vzeJLfo0cPABC9BDPbbcElWhCnRWlpqaj9EJKCggJBKtK4gzOnBTspubVo8dlnn+Gjjz4Sr3MC\n", "QVEUr9LKZLLA995fW1sLo9HIKVqQCZq3qKqqwuTJk9GlSxcsX76cc5uEhAQUFBTwzqXj79gTlF5+\n", "+WW89NJLnKEYOTk5TD4LviQnJ7sU1mE2m3H16lWmhDBh3Lhx+Pzzz/1esCgrK+PchxRFMW4Le04L\n", "69dUKhXuuOMO/PTTT34x1vGUmpoa1NXVWSxGkUUqXw1XluAHr28Vd6xEU6dOdfk9EhJCUFxcjDVr\n", "1uDSpUs2r128eBFmsxk9e/a0eL5nz564ePGiwy8BX6F///5YsmQJevTogf379+Pxxx9H69atPRYt\n", "dDodBg8ezHzZv/DCC3YnliSswnrA4E/4m9MiNzfXrpDEN0met7FX3SMlJQWJiYk2MdCucP36dSxZ\n", "ssQl8UMmk+H9999Ht27d3P5c9ueTGPwOHTqgR48evEWjy5cvIz093eb5iIgIpKSkeFW0uPfeewFY\n", "ihbR0dHYtGkTfv31V1H7ISQPPfQQ5s6d2ySf7Uy0YO9ba6H3yJEj+PDDD8XrnIDwES34lLhkQ4Qm\n", "b4Z/2GPevHm4efMmtm/fDrVazbnNjBkzUFFRIVr4lq9RVlbmdijdsmXLmLKTziBOC75h6Pn5+aiv\n", "r2eSBjc3Pv30UyQlJXHuD+IU4HJaGAwGrFq1ykJwViqViIqKYipdNXe4KkmRRarm4B68leElWuTl\n", "5bn0yM3NxcmTJ8Xuu4SEDcePHwdN04iKisKWLVtsXk9PT4dCoUDXrl0tnu/RoweMRiOn0OFLmM1m\n", "5OTk2HxRJyUluWyttGbcuHHM/gMaQ0DsDTj4Oi2E5Omnn8aOHTsEay80NJSJ8/R10cJkMuHGjRt2\n", "K7rwjTf3NlqtlnMCM2XKFJw9e9YjJ469fBnegi1atG/fHmfPnuVdDWT16tV47LHHOF/r2bOn6KIF\n", "e5+RSl9kf0ZGRkKpVEKpVPrVaqW1HdibOBMt9Ho957ZAYyWrixcv+kXZbb6ihSvHgQitTS1afPnl\n", "l9i8eTM+/PBDtG/f3u52gYGBdvMKNTdMJhMqKirsHpuoqCjOkNqUlBRERUXh6tWrvEXl5ORkVFVV\n", "8XZ35eTkMJ/VHLl27Rrat2/P5Ay5evUq85ojp0VFRQUWLVpk4dK41cIhyL2UPa6TRIvmAa8RY3Jy\n", "MlJSUpg68s4eKSkpLlvDJCSE4OOPP8ayZcswdepUfP7552hoaLB4/ezZs7jttttsVlG6d+8OiqJE\n", "nyx4ys2bN2EwGGwqeyQlJUGr1aKurs6tdktKSlyyeVZWVkImkzmtYpGdnY2EhAQcP37crX6xOXjw\n", "II4cOeJxO0DjwPquu+5ivvRHjx4tSDULsdBqtTAajXadFqQmu6+JFm+99RaWLl0qSttarRYymazJ\n", "BKeMjAyHkxtHZGVl2Q31IaKFK4mvXYUtJJHznvxsKhHIU+yJFtnZ2dBoNBaJ6YTGmWjBDlvhEi0A\n", "iNo/oWgKp8Xo0aPxwgsv8O+km6Snp2Pq1Kku529rzjgSlGpqalBUVITdu3cjLS0NcXFxiIuLQ1pa\n", "Gnbt2gXAtXOBfLfxXXwhJd+5RJPMzEy/L3tKvl9UKhU+/fRTixxQRITgEi3IGJD9/XErVAthw+W0\n", "aNmyJeRyuSRa+Dm8EnEGBATgwQcfdGkQ9fXXX7vdKQkJdyE3+hkzZuCDDz7AL7/8YlEWMT09HXfc\n", "cYfN+4KDg9GxY0efL2VGSl9ZT3jIF/6NGzcEKVXqjKqqKoSEhDhdiQ0PD8fNmzctYrrd4fDhw7hx\n", "44ZglUiIq4TgbvIwbxETE4MrV65YhLSw8VWnhaMkrZ6i1WqZgYgrmM1mbNu2DV27drUJE+NLaWkp\n", "SkpKbEo08iUrKwsPPvgg52s9e/ZEeXk5p6NKKKxFi+rqamay7cqE01cwm80oLi7mFC0CAwOh0+lE\n", "zc/BFiKIC40NCaez3hZoFJxbtGiBv/76y+NEymLDN6eFtZPREeHh4Zg2bZrd885gMCAzM9OlfrrD\n", "e++9h4aGBr9yF4lNREQESkpKOBcnVqxYgU8++QQ3btzA0aNHmcWNqKgoZpvS0lJ07tyZ12elpKTg\n", "zjvvdJhckk1OTg5iY2M5wx3Gjh2L++67D6tXr+bVli+SkZGB/v37IyIiAhEREYxIAzgODyGiBTv0\n", "UqVSobKyEq+88goeeeQRl65PX+TmzZuorq62u2jQuXNnbNiwweKeIpPJoNFoPB6LSjQtvESL8PBw\n", "fPbZZy41/NNPP7nVIQkJT8jIyMDQoUPRs2dPdOnSBVu2bGFEC4PBgL/++qtJbdmekpWVBYqibFYX\n", "evTogb179yI2NtatdonN01qFJjZPa9RqNa8JW0REBBQKhcfJj958802UlZXhn3/+8agdwLmrhOv/\n", "bWoUCoXDahJqtRphYWEwGAxe7JVnNDQ0wGQy2Y0dd0ZhYaFbrgCZTIaXXnoJU6dOdVu0MJlMWLx4\n", "sYUA2tDQAJ1OZ1dYItTX1yMvL8+uIHHXXXfh6NGjaNWqlVt944O1aEFWptiv3bx5EwMGDMBnn32G\n", "/v37i9YXISgrK4PJZOIULYgLScx8L56UPKUoCp06dcKVK1dE659QhIWFOU126qrTonPnzti6davd\n", "1+Pi4hixXmwUCl5DYkyaNAk9evSwKdHa3KAoym4VGLVabfF9w/W9WV1dzTuENDo6GqdPn+bdt9LS\n", "UrtutcTERL92WlRVVSE/P5+ZlLdp08biGnAUHmJPtKirq8OqVatw9913+71o0bZtW9TV1dldSG/d\n", "ujUef/xxm+cXLFjAWQlHwn/gFR7iqmABAJs3b3b5PRISnqDX61FUVIQOHTqAoijMmDEDhw8fZtRo\n", "hUKB9PR0TJw4kfP99913n1dcCp6QmZmJxMREm4leREQERo4c6VGOCUc2T2uefvppnDlzxmmbRN32\n", "VLS4fPkyAAjmtGhuUBSF8vJyPProo03dFd60aNECGzdudPv99pJ88qF37944deqU25/dsmVLvPfe\n", "exb3i+XLl/MaDObm5sJsNtsdcIeGhiItLc1tMYcP7P2m1Wotrk/yWnh4OLKysgQRCsWGyw5MCAwM\n", "hEKhaFLRgpQZlMlknMfVn0QLR04Lk8lk1/HiLvHx8T63OlpUVISLFy82dTeaFGvRgovq6mrRSvyu\n", "WbMGBw8e5HwtKSnJL+5b9sjIyAAARrRITU21EC1cdVoolUrGLdMcSp66Gwb9f//3fxg5cqTAvZHw\n", "JrxEi+HDh7vc8HfffefyeyQkPMH6Rv/kk08iOzubUaXlcjm6detmdxVo5syZDld8fAGVSoV+/fqJ\n", "0nZMTAyOHj2Kixcv4uLFizh69KggVnFPRYuKigrcuHED9957L7RarccVXpwlD5MQhvz8fDzxxBN2\n", "y9hFR0d7lEfkwQcfdFuk6dOnD86cOSNo2cLU1FSUlpY6XYm2F+LlTaydFtblToHGJLshISF+EQPc\n", "0NCA7t27c7pcKIpCeHi4qKIFWyzmEi2IEBQcHMwZfrB48WKPBDxv4Uy0KC0thdlsFjTEKC4uDvn5\n", "+aLleGloaMAXX3zhUunkhISEW15Ab2rRAoDd0MDExES/Fi3q6urQs2dPxs1qLVo4cloQUYLkc6Mo\n", "CnK5nBFL3Z3w+xI9evTgdFJINH/cT93uBHsrtBISYkFEC3KjDw4OFnW1silYunQptm/fLupnREVF\n", "CTp512g0Lg0IrSFZs4cOHQqg0bbuKa64SnyB559/HitWrGjqbrhEdnY2NmzYwFSnsCYmJsYj0WLS\n", "pEl280I4o3fv3qiqqhJ0dZuIEM6s7C1atMDkyZORmJgoyOfOnj0bkyZNcuk9fEQLoHHC6A+iRZcu\n", "XXDu3Dm7IWtiixZ8nRb2JnBdunThzLXkazgTLYjjxRXRIisri3HScREXFweDweBUDHSX3NxcPPzw\n", "wy45J4QWLX788Ue7roGmZNeuXRg4cCCnYKRWq1FfX+9QTLpw4QLmzZvH+/OMRqMg3+9JSUnQ6XR+\n", "O0FPS0tDeno6U2q2TZs2uHHjBiMSOUrEmZCQgJdeeon5m1SBoigKAQEBzcJpUVJS4jAB9/bt27Fn\n", "zx4v9kjCW/ASLWbPno0JEyb8700yGeRyud2HTCbz6Uz8Es2TTp064dVXX/VqGU5fYvv27Vi2bFlT\n", "d8MGjUbj0f3g8uXLoCgK06ZNwx9//OF23g42YrlKxGL//v1MiTd/wVlJUk9FC0+44447QFGU2yEi\n", "u3fvxrVr1yye4yta9O3bF1999ZXDBKKXLl3C8OHDeQkGmzZtwjfffMOj1/+DfUyag2jhjKYWLchz\n", "Yq46ewNnogU5j1wJD1m+fLnDih3EPSPWeUiuV1dCQxMTE3Hz5k0LC74nvPnmm3j++ed9ruR6VlYW\n", "zp07x+kOIgtCjtwWGo2GySnDh/fee0+QnANEEG4ubpgRI0bgl19+YUqEE6eFyWSyOQfbtGmDN954\n", "g3meXe40MDCwWYgWzkLQ1q5dy1kMIj8/Hzt27BDUYSnhXXiJFvv378dvv/1mkRugf//+dh/33HMP\n", "74RGEhJCceedd+K1116zeb6mpgbp6ekYMGCA09WMkpISj2Ldm5IzZ87g008/9cpnDRs2DLNmzeK1\n", "7dq1az0qVXr58mUkJycjPj4eAwYMcFpm1RWEdpWIRV5ent1yp4Q5c+Zg2rRpXuqRc3Q6HRQKBbNa\n", "ZE1TihahoaHo3LmzW9c6TdOYMWMGdu/ebfF8ZGQkWrRoIUjSwMDAQPz0008WZe64aGhogFwudzlL\n", "PvuY2MtpATQf0eLYsWNYt26daO3fSqJFZWWl3ck6uZ5dLXlqr9wp0OiKqqmp4V2FwlUyMzOhUChc\n", "cj4lJCTAaDRaJLB1F5qmceXKFZw4ccLnEnvq9Xq79++IiAi0bdvWpqy8JyQnJ6OsrMypwPjTTz8h\n", "NjbWroMzNTUVQ4YMEbRvTUmrVq0wePBgRqxgCxH2qq0QFwZ724CAAL91nxBMJhMmT56M7t272xUf\n", "ioqKOJ0YZ86cweTJkwW5biWaBl7KQnp6OgwGA3PBREVF4Y8//nD4nri4OI87JyEhBM899xw++eQT\n", "1NXVORXTNm7ciBUrVkCv1/tc6bPa2lqYzWa7A9+kpCTk5eWBpmnR+15WVoakpCRe23KVJHOFtLQ0\n", "pxUZmjOVlZXQ6/VO93dNTY1PrSyRkqRkdciali1b4tChQ261rdfrsXv3bowePdqhTdQRr7/+ulvv\n", "1el0qKio4AxFsI49dpfk5GQEBwfj4sWLDnNKXb9+HSaTCd26dXOpfZlMBoqiQNO0U6eFM+HEF6iq\n", "qkJAQIDd+3tAQICon69UKqFUKmE0Gm1KnmZmZjITBUeixbvvvgulUokFCxaI2ldPIKWV8/LyOPMC\n", "6XQ6qFQqZjs+OBMtyL4Vi8zMTKSkpLi00JaQkACgcSXf3WTABK1WC71ej44dOyI9Pd2jtoTG0bEZ\n", "NWoURo0aJejnEWE+NzfX4T0tKysLJSUldlfbW7dujZ9//lnQvnkLmqaRnZ2N1q1b2z0nrUULrjBo\n", "Imawr52VK1eiQ4cOAvfYu8jlcmzatAnTp0/He++9hx9++MFmG3tODDIvLSgoEMSxK+F9eDktNBqN\n", "xYD59ddfd/qeN954w/1eSUgIyNSpU1FXVweKotC9e3eH2/bo0QPl5eU+acXfvXs3QkJCUFlZyfl6\n", "UlISDAaDV1TkyspKr4XhjBs3DgsXLvTKZ/kipHSbM9HCmXXb2zir7pGQkOB2zplr167hkUce8Sj+\n", "ecKECbjnnntcft/169cBgLNGfFpamsMJG03T+Pnnn1FaWurwM2QyGbp27YoLFy443I687k4JOyK6\n", "6HQ6C6cFW7R4/fXXce7cOZfb9jZz5szBfffd16R9IIKEtdMiMzPTZhsuzp4963KYjzfR6XSMk7Fv\n", "375IS0uzcUoVFRUhJibGJdHcmWghNpmZmS5XDevatSsKCgrQo0cPjz+f5POYNm0abt686VH+J6HR\n", "6/VuH5uCggLce++9Lt0/iBCWm5vrcLucnBy0bt3aYYidv6LVatG2bVvOyTiBLURY57XIzMzErl27\n", "OJ0WkydPFuSc9QWio6OZfGdsTCYTSktLORckiGjha9WIJPjDS7S48847Lf5+7LHHnL5nx44d7vVI\n", "QsINSkpK8PHHH6OkpMTmtb59+6J9+/bo2LGj04l2z549AQB//vmnKP30hKysLERHRyM0NJTzdTKp\n", "dfaFLwRVVVV2+yEmH330kd8lpPQUIlo4Cw8JCwsTNW7fVXQ6nUPRYt68eW7HcDvLlyEmRLTgqv6x\n", "Zs0arFy50u57tVothg0bhsOHDzv9nK5duzpNDnjx4kXExcW5FeJEzqf6+nrmfwoICLC4rkNDQ/0i\n", "mXFRUZGgZTbdwZ5oQa5f9jZc+HrZ03HjxjH902q1OH78OMaPH2+xjU6nc/k4+KNooVKpEBsba9dF\n", "5gqXL1+GUqlkkun6ktvCk2NTWlqK33//3W4iZi40Gg3UarXdilOE7OxspKSkuNUvX4cklLd2RHz2\n", "2WdYvnw5AMfhIfv27cNDDz3E6bRoTnTo0AE5OTk2ok1paSlomua8D2k0GlAU1SxCHm9VeN1x3VnN\n", "+uuvv1x+j4SEu5w7dw5z5szhXMGkKArr1q3D22+/7bQdjUaDlJQU7N+/X4xuekRWVpbDMolkEsIe\n", "JItFVVUVb6dFXl4eunbtKkiukDNnznAmWGrO5OXlQS6XOw258zWnxZIlS/DCCy+I0rZWq4VMJmuS\n", "ier169eRmJjoVm4VV8qdduvWDVeuXLEbswwAU6ZMwYYNG9C/f3+88sorLvWF7agg5QFdXSX3FZyJ\n", "Fhs3bsTgwYNF7QO5H1qLFuyQLUf3zE6dOqGkpMQn461LSko4J5I5OTkWCwU6nc7lhMZ8Jsbz58/H\n", "U0895VK7fJk8eTJGjBghStt8uHLlCjp06IC2bdsiIiLCp0QLRzktnEGuA1ccmTKZDElJSbycFs5E\n", "C71eb+Fy8hcyMjJAUZTNd0R6ejq2bdsGwLHToq6uDgEBAZxOi+ZAfn4+Tp06hfbt28NkMiE7O9vi\n", "9eLiYgDgdFoolUq0bNlSEi38GF6ihVardVgthOshVQ+R8CbXrl2DQqGw+0U2ePBgjB07lldbM2fO\n", "xFdffWU3DKOpyMzMdDjZiYyMRFBQkOiiBU3TqKys5O20CA4Oxl9//eVW3fQLFy7gm2++YcqqCV1q\n", "zh944IEHcOLECacx1+Hh4T4lWqSlpWHAgAGitK3VahEdHe2xPXjnzp344IMPXHpPRkaG3dKaziCi\n", "RZs2bZxu27VrV9TX1zMrb1x06dIFY8aMgUKhcLgdF1yTS1+uoOMIZ6JFRUWF6JNBe04L9gDZmdMC\n", "gE+7LZzhjmhx1113Mf+7PcrKykTLrfLKK680qWgxfPhwLF68GBRF4Y477hD9PD1x4gS2bNnCa9vt\n", "27dj6dKlnK+dPXsWKpXKrivV3eSzaWlpTt+Tk5Pj9B766quv8h7z+RIZGRlITk62cbilpqYiOzsb\n", "NE1bCBH2RAsup8W3337r06Xd+fDNN99gwIABjBPFuopXREQE3n77bbvf0c0lufStCu/MQzRNIzY2\n", "lrdqJ0StZQkJvmRkZCA1NVWQqjWPPPIIli5diq+++gpz5swRoHfCkJWVhUGDBtl9naIofPnll+jS\n", "pYuo/aivr4dCoeC9ghIREQGlUmkRN8+XHTt2YOvWrZg4cSKARtFCq9XCYDD4hW1dCCIiImxC9LgI\n", "CwtDfX293+0bdxLHOsuXwZdjx47h+++/x7x583i/Z/jw4Q7vMxUVFaAoilPUy8rKQmxsLK/ktL17\n", "98aVK1d4CSRt2rRxmv+CzeHDh/Hbb7/ZPG894ayursbAgQOxdOlSjBw5knf73oSmaaeiBRH0zGaz\n", "IJZ+LshEq6GhAfX19cxYiX3fczQZa9euHeRyOa5cueJWrhUxiYqKQnJyss1gPyUlxSI0qaioCH36\n", "9HGpbT6TqPj4eI8qUInB8uXLkZGRgU2bNnnUzujRo5nfJ0+ezKwUi8WHH34IrVbrsMwswVFIIkk8\n", "a6/kqbuixebNmx2+XlFRgbq6OqdOi8TERK8lJheSjIwMzmSZbdq0QW1tLQoLCy2ECGsnHhEtiGOL\n", "PWfbvHkzaJq2CevyJ4qLixEdHY24uDiEhITYiPWxsbF4/vnn7b7/oYce8ltxXoKn0yI9PR1jxoyB\n", "TCbD4sWLcfXqVfz9998OH+5mdJeQcIeMjAw7zQi+AAAgAElEQVTOxHjukJCQgOXLl/tUwqKamhoU\n", "FBQ4tZWPHTvW5fhcV1Gr1aitrcXDDz/Ma3uZTIaYmBi3EoxdvnzZotQdKUsnJVKy5YEHHkB1dbXf\n", "2EGNRiPCw8OdDlK5EEq06NOnD7Kzs12aKMyePRszZ87kfM1sNiMmJsbu/+QsxItNYGAgOnbsyMtN\n", "4mrVksuXL3Pmy7Dep0FBQbh48aIgFVHEoqKiAkaj0aloQdO0TWUPIbFX9pTtOnU0gVOpVEhNTfVZ\n", "p8Xu3buZVXC5XI60tDQbwcGdnBZ8iI+PR35+PuO48wVKSkrcrn5kj0cffRTPPfecoG1a4yjczBWI\n", "MC60aOGMsLAwVFdX4/7773e4XVJSEqqqqnwqzxMf7I1lyfdGVlYWL6cFKffK3jYwMBC1tbVidNtr\n", "ENGCoih069bN5eP77LPP8hLsJHwTXqJFjx49sHv3bvzwww84cOAA2rRpg/fff99hvV9HZdokJITG\n", "njrtLs888wx69eolWHueUlxcjM6dO/tUuSpXVi80Go1bTgtr0YKUmnMn1KS5o1arERQU5BOrSkVF\n", "RXjxxRcdxiYrlUrIZDK3QglHjhyJKVOmeNJFAI1uBgCC5FsBGgW6lJQUu5N8V0QLZ/z000/497//\n", "DZqmkZqaCr1eD71ez+u9xcXFnFVOrFegKIpCbGysT9tpKysrkZSU5DDnS3h4OACIOoFhT87Y4gjb\n", "redsArd161YsXrxY+M4JQExMDI4ePYrVq1fDZDJh165dFudLfX099Hq9KKuYcXFxMBgMKCsr43z9\n", "4sWLDsej9jh+/LjbDg4SquhLQgof+OQQKSkpsZkMW8NXtPC05DkXMpnMqauWLHD401iBpmkkJydz\n", "OitJOEx2drbDRJx1dXUWTku2K6O5iBZEGD1y5AjefPPNJu6RhDdxySdJxIu9e/fi4MGDSElJwbvv\n", "vsuZHfizzz4TrJMSEo4wGAzIyckRzGnhiyQlJeHSpUvo27dvU3fFLWJjY10WLQwGAzIzMzlFi1sl\n", "r0VDQwPGjh3rc9ZoZ+Tk5ODtt992OomOiYlxS7SYNWsWHnnkEXe7x0Ds7adPn/a4LYIj18M999yD\n", "IUOGCPI5e/fuxX//+19QFMUMaPk6IoqLixEZGWnzPNeE09djgBMSEpCbm+swpMLbogXbacGeQDgT\n", "Lfr06eO0tLG3qKur40wKSkrLnjx50uJ54lZyRbSorq5Gbm4usypsj/j4eADcDjuDwYBevXph48aN\n", "vD+X8O6779rN2eCMhIQE1NXVcVYs48vJkyfx+eefu/1+dyCiBU3Tdku7L1682Gk+ImeixdixY3Hq\n", "1Cm38g6Vl5e7JUKx8UfRgqIo7Nu3D9OmTbN5LSgoCHFxccjKynKYiLNv374YNWoU87e108LT/drU\n", "EKcFwL1wdujQIezbt8/b3ZLwEm4FdxLxYt++fThy5AiSk5OxfPlymwRUEhLewGg04vXXX8fdd9/d\n", "1F0RDJqmcfz4cZftp5cvX8aCBQtcKjPmDTQajcvhIRkZGTCbzRaiRWhoKL777jsMHDhQ4B76Jvn5\n", "+fj+++99LimsM4hA5WwC465oIRQURaF79+6880FcuHABe/fudbiNI9Fi+fLlvMOqgMakeb169eJc\n", "Yb548SK6du3KfKZMJuMdNsVerWLDFXLj66IFH4QWLb766iubwb890YL9u9BWeTEZMWIE5/WblJSE\n", "mJgYG3cSEThcES0OHTqE5ORkp4I2cdFwnYd//vknDAYD0tLSeH/u/2PvvKOiON+3fy1L773X0GyA\n", "LRj4WTBq7EYTG7EkFoKapiZqEhM1sUQToyaxoYkmohIssScmJigqoGIDFEUQEaVK06W75f2Dd/a7\n", "y87uzszOLJDM5xzPkd2dArs78zzXc93XTXD//n3G5ZRsCOi//vorVq5cqfRYdnY2p5Ou6upq2Nra\n", "YsWKFYiMjFT5HJeUlCAhIUGeI6UOU1NTAOpFCwcHB0Zu1cePH8PW1hZJSUmkz6s7Xmvc3NwgFAo7\n", "lGihjfj4eEyfPl2j02L69OlKbi1FgcPU1PRf4bTQFD8QFxcnbw1LxtOnT/HXX3+1uzEyDzV0SqQi\n", "xIs///wTaWlp8PX1xZo1a9g6Nx4eSlhaWmLp0qVaE8jpIhaLMWnSJL2vhCQmJiIgIACRkZHYsGED\n", "rW2fPHmC77//ntMOIsnJyfD396c1kfnmm2/w559/0joOUdvd+n0dM2aMfOXt3w7xPmoKRCN4+vQp\n", "wsPDSQMW2aC+vh6JiYmUVhaJSYi2+nYXF5c27zQVFhZGuTPBnj178P7772t8DZHyLpVKdT43CwsL\n", "XL16VaWFuEwmUxIt7O3t0dDQgDFjxlDab0VFBVxdXVUe74hOCyoEBgaioKCAlZK/Bw8eYObMmRg6\n", "dKiSk0gxmPjfIFqcO3eO9HGBQIA+ffqoOC2I7zGdTAtCjNNWruDj44OioiLSIOq0tDQAwOLFiykf\n", "F2j5DuXl5bWpaNG6/BFoucbExsYy3qc2CKfFlClTUFZWpjK+2bp1K0xMTDB79myN+zExMYGJiQkk\n", "Egmr5+fm5gZDQ0PSFrvl5eWwsbHBX3/9pXU/hoaGGDZsWIf6zmlj0KBB8Pf31+i0aP3Yv81pER4e\n", "jp49e8p/lslkSk4tdYI8wZ07dzB06NAO2Q6XR0fRgqCwsBCFhYWorKzE559/zspgjYenrTE0NERN\n", "TQ22bt2qt2NKpVLMnz8f3t7eSEpKwm+//UZre8JazKVoUVlZifz8fFodKhwcHOSrnVQJCAjA559/\n", "Tmpj/69AvI+E1VUTpqamSE9P5yykVCQSYfLkyZRWAcvLy+Hg4KA0uCKDidPi2bNnOHr0qNr6drrE\n", "xMRg165dlF6bm5urtQzN398fTU1NSu+DtvpwdQQHB8PQ0FDFCVJaWorKykq5aAGAVgBrRUUFXFxc\n", "VDqcdETRgkqmgJGREXx8fHQOqa2rq4Ofnx/++ecf3Lp1C3379pV/R8mcFg8ePMD27dvlj2ubQEml\n", "Urz55pvtyt5M9vft06cPrly5ojTWYypaGBoaas09EAqFcHd3Jy01SE1NBdAismgrM1GkrKwMdXV1\n", "jEULFxcXCIVCnUWL1qJ8r1698PjxY87EXHd3d3h6eiIoKAhjx47FN998I38fGxoasG3bNsyaNUvr\n", "/ZqYAE+aNInV8xMKhfDy8iLNQzp//jyampood0g7efIkLWdbW/Po0SNKbcs1BXG2fkzxHvzKK69g\n", "/vz5Op4lN+Tm5lK6lv/444/yIOzGxkZYW1sjISFB/rw2J4Ym1xZP+0cn0eLYsWPo2bMnxo0bh5s3\n", "byIoKAi//PILZy3FCN566y34+PigR48eSv9CQkJgYGCAo0ePyl/b2NiIlStXonfv3ujZsyd8fX0R\n", "FRWFv//+W2W/u3btQlhYGMLCwtC1a1d88803HS5kiYddYmJikJaWprLSyRU3btxAaWkpli9fjoED\n", "B9L+Lnl4eEAgEHAqWhAhc1RbnjKlZ8+e+PLLLzk9RnunsLAQdnZ2pO0zW2NiYgJjY2NO6vZlMhmc\n", "nZ3Ru3dvreURAPXuHs7OzrRtmnfv3sW4ceNIV+KY0LlzZ8otJnNzc7W2IA0KCkJISIj8fSgoKEBg\n", "YCCjXBJjY2N07txZpdMH8XNoaCjtfQLA9u3bsWDBApX3iOw9mzdvHmmnkfbCihUrWHfZkdHU1AQb\n", "Gxvs2bMHkZGRSE1NRX19PSIiIpCRkUEqWjx8+FCpJZ820cLAwABnz57FhQsXuPklKKI47iHrNtGn\n", "Tx88ffpU6XcrLy+HhYUFrZVtYtVfl/DgtLQ0ufBAZcJHQKy0Mg3GFQqFyM7OxvTp0xlt/+zZMzx+\n", "/FjFadGrVy8ALV37uODmzZvy7gmLFy/GvXv3cPz4cQAt5QdVVVVa3WRU2LFjh0rpC1V8fX1JRQvC\n", "5enh4aHr6bVLqGY1aWp5mpWVpeQiUBQ4oqKiWHlv2YZwiWoq6yDD1NQUNjY2yMnJkT+mrf014TDk\n", "RYuOCSN1obVY0blzZ+zbtw937tzRi6opEAiwcuVK3LhxQ+nfihUr4ODgIO8n//z5cwwfPhy5ubm4\n", "cOECrl+/jqysLNTW1qrUY27ZsgXvvvsudu3ahYyMDJw8eRLffvutxn6/PO2Dffv24erVq5zse8yY\n", "MXBycsLOnTs52X9rTp06BRsbG/zf//0fo+2NjY3h7u6usWuDrohEIhgbG7dZa83z589jwYIFbXJs\n", "ffPw4UNKpSEE1tbWtAbuVLl37x5sbGzg7OyMP//8U+uKZllZGaXa9mXLlikNOKhAlJ6w0fKUDhKJ\n", "BPfv39cqWgQGBiIzMxNdu3aFWCzG1KlTYWBgoOSKoENISIiK0yIrKwsWFhbw8/NjtM9evXqhc+fO\n", "Ku8R2QqVvb293v/WdKiqqtLq6GGD/Px8SCQSuZstODgYaWlpcHFxQb9+/ZRqxQnRonWOD5UJfefO\n", "ndtF29O8vDyUlpaSXueJ7gaK46gnT57Q7hxCpZOFJh49eoSioiIMHToUAL3MEmJiR4TYMiEoKIhx\n", "d4y7d+8CgIpo4efnBzs7O85EC0Veeukl9OvXT+622LhxI8aOHavT34QgOTmZcamij48PqSidnJys\n", "NSC0I6Ou3SlBSUkJ5syZo3SPb+20ePvtt7F582b5zx2hBfqmTZvQ2NjIqBVpUFCQkniqzWlhYmIC\n", "e3t7XrTooNASLVqLFd26dcOvv/6KW7duITo6Wm+t9mJjY9GvXz+Vx+Pi4vDWW2/Jv6Q//PADsrKy\n", "sGPHDpiZmQFoCfKLj49X6vEsEonw6aefYsaMGXKV28/PDwsWLMCGDRvUJizztA8WLlzImZ3W2NgY\n", "M2bMQHx8vF4CjC5fvoxXXnlFp0G4t7c3504Lui6LoqIi9OvXjxVxKS8vD5s2baIcyNWRKSwspNVN\n", "wMbGhhPRIjs7GyKRCHPmzEFNTY28jlwds2fPxocffqh1v0xceaWlpRAIBLRs6GxQWFiI5uZmWl2K\n", "Vq9ejbS0NOzbt492eRRBaGgosrKylFa/J0yYgMOHDyv9/Y4ePQonJydaNcuKk0wHBwetbQTbI9XV\n", "1bCzs9P6ulmzZmHHjh2Mj5ObmwsASu+/q6srkpOT4erqiqqqKvnjhButrKxMqaSho4gWAoEA/v7+\n", "asUqW1tbdOrUSSnXory8nPZ3ko5osX79epVV6IaGBowfPx7Dhg0DQM9p4e/vjw8//JCTlpxUyM7O\n", "BgCVNuYCgQA9e/bUi2gBAIsWLUJqaiouXryIZcuWYenSpazst66ujnGeBJnTorKyEllZWbREi+fP\n", "n6OgoKBDOKbr6urw6NEjjW3thUIh4uLilLr6kLU8VRw/6kPQ1YWamhps3LgRc+bMgampqUbhUSQS\n", "ITc3V2nRJDg4WL7wUVdXh4aGBq3XofZe8sijHkojxtZiRWhoKA4ePIjMzExMnDiRVKx45ZVXWD9Z\n", "gpdeekllhen+/ftISkrCnDlz5I9t374dgwcPlqccE3Tu3FnpwnD69GmIRCIMGjRI6XUvv/wyJBIJ\n", "Dh8+zMFvwcMGNTU1KC8v57Td6ezZs1FdXa2Xz8GJEyd0GlgD6lcp2EIkEtEWLaysrHDx4kXK4UfF\n", "xcXYsWMH6Q2MyHfgKruBKnfv3uW89erGjRtphRtz5bS4ffs27O3tMXLkSDg5OWkVCQcPHqzUdo0q\n", "Dx8+xL59+zBv3jy1eS5lZWVwdHRkdYJ98OBBrSILIbhRdUykpKTgyy+/xPLlyxl1NiAICQmBSCRS\n", "EiK9vb3lq8sENjY2qKiooOWyUhQt6K6StxeoihbXrl2jHLhKRm5uLiwsLOQ10QRWVlbIyclR6l6l\n", "6LRQHH9QFS3u37/POAdFX7QO4ywvL6f9GXJycqJc4lRRUYHk5GSlx4KCgnDw4EG5+4mO06Jfv35Y\n", "v3499ZNlmR49emD9+vWknwmuRAuJRKKSOTdy5Ejs3LkTPXv2RHR0tHzhjgqRkZHYtGkT6XO6iBad\n", "OnWCi4uL0uSUKK+jI1qcPHkSfn5+pK172xvE2EjTWNbJyQkWFhZKAcCtrxONjY1K90ZFp8WjR4+w\n", "b98+0pKvtmLjxo1obm7GkiVLEBAQgG3btql9bXJyMoKCgpTyXoKDg5GbmwupVAqpVIrFixdrvaa4\n", "ubm1+fiRhxmURAtCrOjRoweOHDmCmzdvKjkVyNB3DezOnTvlybpAyw00Ly8Pnp6eWLduHcLDwxEc\n", "HIwhQ4bgjz/+UNr25s2bAFRrG4mfqbbD49E/hC2MS9EiMDAQI0eO1Isya2BgoJNdFgDee+89fP75\n", "5yydkSq1tbWUMhYUsba2hpWVFeX2Y2lpaYiNjSV1UxCp7W3VykwmkyEuLg49e/bE8uXLOT1WUFAQ\n", "5dAxgDvRIjs7G127doWBgQGGDRvGqrPp3r17mDJlCry9veHr64upU6ciPj4eX3zxBenrqeZl0OHh\n", "w4eIi4vTGCLt4+ODJUuWUOpcU11djSFDhiAyMhKffvqpTuc2cOBAlJWVaS0TIu5X6tqtEjx48ABz\n", "5sxBUVGR0t9R3d9UJpNhxIgROHjwIM0z1w9URQsbGxud8l5yc3MREBBAukgjEAhIMy3KysqUVjqp\n", "iL1dunSBRCKROzvaColEgjt37qgNvO3Tpw8yMjLkDkQmosWqVavw008/UXotsTpKtmpOuJi4uPZp\n", "4vfff8eQIUMYreSHhYWpFUrHjh2LefPmsR5q/+eff8LQ0FBpLGNgYIDZs2czyqgqKSlRGxiqi2gx\n", "adIk3Lx5U2ny/fTpU/Tp04dWuSSxwNER2p5SGcsSDihFVxeZ00Lx76Z4/UlPT8fUqVP1/j1RR3V1\n", "NTZt2oR58+bB1dUVHh4eKCoqUvv6iooKAC2uQIKgoCA0NDTg0aNHsLKywrp169CtWzeNxx0+fDgr\n", "naR49A+tpaobN25g3LhxlF6rr1IRoOVL+/PPPyuldBOrUnFxcZg6dSouXLgAAwMDrF69GqNGjcK+\n", "ffswefJkAP/rL25tba20X+LnjqDS/lchLvTa6sx15cSJE3r9TOuCLqu6VFi7di2jHtdeXl6UBw93\n", "7tyBg4MDqc2PjVZzTKmoqMDs2bNx7NgxxMbG4ttvv9X7OWhiz5498lI4Nrl9+zYiIiIAtIhixcXF\n", "kMlkOn8nmpubMXfuXNTU1GDChAno168f+vbti/LycrWrQVyIFmFhYairq9OYWREeHo7w8HBK+9u5\n", "cycaGhqwd+9enR0hZmZmlN5TDw8PGBsbaxUt7t+/j7i4OCxZsoSS00IgEODmzZu4desWJkyYQO/k\n", "9UBVVZVeRIt79+5pvM+QtTxlWh4C/E8obAvWrFmDkpISbN68GQkJCfKxkiLh4eEQi8W4ceMGIiMj\n", "GWVa0MHd3R0NDQ14+vSpirDv6OiI9PR0ThcvyKirq8Pff/9Nek66EBkZycl9vKamBjKZjHGpWmtM\n", "TEzUOoJ0ES3ImD59Ou3QU0K0ePz4MS0HSVuQk5MDe3t7pQk5GS+88IKSY5XMaaF4zWnd8pR4TXtg\n", "8+bNEIvF8nbF7u7uWkULKysrpc51wcHBcHR0RGlpKWVBa+HChbqdOE+bQWk0RdwQ6KjJVAd3bHDk\n", "yBEYGRkp9agnvpSGhobYuHGj/EO+fPly7NmzB0uXLiW9EfN0LHJycuDu7k575Z8uXAsWYrEYIpGI\n", "0uC7rTE1NVUpuaICHdGC6F9P9ne3srKCjY2N3ldPzp49iylTpqC5uRlHjhzB2LFjAbSIuebm5hpr\n", "UfUFnfwLqojFYuTk5GDWrFkAoHGFIjMzEx988AH27t1LKeHd2NiYNKxNU5BW3759Wf8+hoWFAQAy\n", "MjJYEUA//PBDxMbGsjY5UOTs2bNISEjAli1blFbRhEIh/Pz8tIoWxGqVo6Mj5fKQ9lwDLBaLKbVF\n", "trGx0SmgWCgUaiwNUvxMEqLFxo0b8frrr6OyshICgYDSddPR0REXLlxg3BmGDf755x/Y2dnBwMBA\n", "rdATGhoKU1NTXLlyBZGRkYwyLehAlOUUFxfD1tYWDx48wJ07d/DKK6/A0NBQHg5KhdraWvz+++8Y\n", "PHiwTi21FQV0NkULrqipqYGRkRFrwraJiYnabCm2RQsmODk5wcjIqEM4LWxsbDBy5Eitr/P391fK\n", "lNImWijeI4j3XR/5bFRYuHAh+vXrJ7/3eHh4aOzUV1FRoXKNeeGFF/iF5f8QlEQLoVBIy5IFQK+T\n", "r7i4OMTExCiFkhGT2MDAQKWBgkAgQGhoKI4fP46qqirY29vLB8itLVPEz9puxPPnz1e5YUVHRyM6\n", "Opr5L8VDCW1pyx2FixcvYvDgwbh16xY6derU1qfDCV5eXrhx4wal12ZnZ+Oll15S+7ynp6denRYy\n", "mQzR0dEIDAxEYmKiUonA1KlTERUVhS1btrB6zLS0NGzfvh1btmzhvL2sJkpLS2Fubk5p1Xfbtm3I\n", "ycnhdMWVi5Ztzs7OcHV1RUZGBsaPH6/z/oRCISeCBdAiWhw/fpw0+8bf3x/5+fkat6+oqICxsTEs\n", "LS2VJsaaJsntWbTIy8ujtKCiq9PizJkzGp9XvB4RokVQUJDc4m9hYUFZbFPMx2BKfHw8bG1tMXr0\n", "aNrb5ufnY9KkSbC2tlb7NzMyMkLPnj1x+fJl1NfXo7a2lvb3vra2lvLfhbjmlpSUoEuXLjhw4ABW\n", "rVqlVN9PlezsbEyaNAnXr19nTbTQZklXpKCgAEeOHMHMmTM5u06QwUaLWUU0iRZxcXHy9pJMkEgk\n", "qK+v12lBysDAQO9jBaa89957lF7n7+8vF54B1fKQAQMGKH0PyZwW7UW0sLCwQFRUlPxnDw8P/Pnn\n", "n2pfT9YZRPGznJ2djeLiYgwePJj1c+VRJiEhAQkJCUqPqSslZBNKmRZMQv3otrFjSm5uLi5evIiY\n", "mBilxwMDA2FoaEhaE0iokMRzPXr0AACVwR7xM7EKp45Nmzbh+PHjSv94wUI/jB8/Xil8lUtEIpHW\n", "rglM+f333+Ho6MiaAPP1119rvPi3BZ6enpRWPCQSCe7evavSCk6Rb7/9llI/c7ZobGzE2LFj8dVX\n", "X6lkGoSEhHCS4XP9+nUkJCS0Wbo9gaenJyorKzFw4ECNr3v27Bni4+Px9ttvt/vEcjLCwsLUBjUe\n", "P34cR44c0fMZ/Y+//voLwcHBaGxsRFZWltoVf39/f63iAjHwEwgE6NSpE3777Td89913Gq3X7Vm0\n", "AKg54XQVLbSh2KaaEC0U/6/vVecffvgBx44do73d8+fPUVhYiBdeeEHr3yw8PByXL1+Wr3TSES1k\n", "MhkcHBwoi72KTgugRdQNDw9nVH5F2Otb55jRxdXVFQYGBrQnxampqVot6nfu3FEbcskUXVvMtkaT\n", "aDFo0CCdypsGDRqEuXPnAmgJvWYiTgH0HJ76hsn1aOTIkUqZZa2dFkePHlVyQ7Zn0aI1Hh4eKC0t\n", "hUQiIX1eWzvTvXv3qswF1XHz5k29zVP/jURHR6vMe9m+XpFBSbRQrB9qb+zYsQOjR49WSfQ2NzfH\n", "kCFDkJubq/IFvXXrFvz8/OQf/uHDh8PKygp///230uv++ecfCIVCraGjPG3HhAkTMGnSJL0ca8+e\n", "PRgwYACjPAdtnDp1CiNGjGDUApKM+Ph4nDhxgpV9tWb69OmMLk5z587FlStXtL7uwYMHaGpqktd2\n", "kzF06FC52KgPzMzMsH37dtIVUEK0YLutWmFhIby8vGh9Jo4ePYqJEyeyeh5Ay6RQ8TxEIpE8K4gg\n", "Pj4ejY2NlAcN2rh37x4iIyMpd5zRFU2ixYYNGxAfH6+X8yDDysoK9+7dw507dzSKFuvXr9f6HWtt\n", "sR03bhzef/99jfd5d3f3di1aUGHOnDmk18TGxkb8+OOPagfKVFF0Qym6NttKtCgpKYGbm5tSBwYq\n", "FBYWQiqVUhIt+vTpgwcPHsjbd9IRLRobG9Hc3Ex5Em1mZobbt2/jtddeg0wmQ2pqqlLuw/LlyxEX\n", "F0dpX3l5eXB2dlbJMaOLkZERXF1daU+Ks7Oz4eHhodFlkZmZiQULFiitquuKPkULXfHy8pIvmL75\n", "5pt45513GO2nd+/eWnMi9E1zczMWLlyIbt260V6d9vb2ludLAapOi9aPKS4gEK7zthYtrl+/Tnre\n", "/v7+6Nq1q9qgUC8vL7XjvubmZjx58kSjqKHItGnT9DLJ5mEXdmZIbURzczN++eUXuRrbmjVr1kAi\n", "kSipklu2bEFeXh7Wrl0rf8zS0hJfffUVfv75Z1y/fh1Ay8Rp06ZNWLhwIXx9fTn9PXg6BgMGDMDz\n", "589Zd1sUFBQgOzubUj0jVfz9/Tmb7F26dIlRuyhnZ2dKZWYWFhZYvXo1unfvzuT09E5ISAhqamo0\n", "BkgxobCwkHZGRXFxMY4ePcp5X3pLS0ucO3dO3pZUJpNh69atePXVVyllWVDB1dUVV65cUcq8qK2t\n", "RXJyMmpra1k5hiJz587FqVOnVB5vbm7G5cuXWbHsM4WwnqelpSE/P1+taGFsbKzVdaBttYoMNzc3\n", "lJWVkU7sb968ic2bN9PaX1vg5eVF+nf75ZdfEBMTI2+pSEZ9fb3WTg6KokRRUREePHiAadOmQSQS\n", "qTyvjdzcXIwaNYpxBodUKkVpaSlWrVpFW8QkHKZURQugpbUkoL2UVhFiskZnEt2lSxdYWFggPz8f\n", "T548UZq8nTt3TklE1UReXh4CAgIoH1cTTMoPsrOzNYryAOTBkZs2bVLboYMuMpmM1RDjQ4cOUe7+\n", "QhcfHx88fPgQIpEI165do9XqVJFvv/0W33//PctnxxyJRIKXX34ZmzdvxqJFixiVBykKEWRBqIqP\n", "KTotHBwcEBsby3qQNV3eeecdfPDBByqPDx48GBkZGWrjBX744QesWrVK5fHExERYWFjg0aNHlK9B\n", "XDlkebilQ4sWhw8fhp2dHQYNGkT6fFhYGM6dO4eMjAz4+voiICAAiYmJOHXqlEoK+rx587B582a8\n", "9dZbCAsLw8iRI7Fw4UKsW7dOH78KT361fRgAACAASURBVAegS5cucHR0xLlz51jd76lTp2BkZIQh\n", "Q4awts+AgACtgXxMqa2t5TRjwc3NDZ9++imnoW5sQkyE2L4BMhEtrK2t8fz5c1bTwclWRAQCAUaM\n", "GCFvfXrhwgVkZ2dj3rx5rB3X2toa4eHhSg647OxsREVFcSLI+fr6ktalX7t2DY2NjejXrx/rx6SK\n", "lZUV/Pz88Ouvv0Imk2kMhNTG/PnzabdEHj9+PG7dukUqiPTo0QPvvfce50IZGWlpafLJDVN2794t\n", "35c63n33XfTv31/jfoyMjOSlCqWlpcjPz8fevXvlK9F0RAtTU1OcOnWK8TWloqICYrEYISEhOH/+\n", "PK3Wmfn5+RAKhfDy8kLv3r01Cs2+vr5wcnKSO1i4Fi0IUlNTAUAp94hO+Q+bosUvv/yC1atX09qG\n", "CJrWhL+/P6ZMmYK1a9fC3d0dQ4YMwY8//kjbOaPIzp07WXVg2trakn6uRSIRFi1ahDt37jDet6+v\n", "L4qKipCcnAyJRMJYtGhvlJSUICUlBbt378b777/PKF9EUYhQvD+LxWI8fPhQqTxNUeBwcHDA9u3b\n", "2zw3rbCwkNXxnaenJ8RiMS5dukRZkA8JCcGtW7dYu29JpVIkJiZysqDC8z86tGgRHR2ttSapd+/e\n", "OHPmDAoKCpCXl4fz589j2LBhpK+dMWMGMjMzkZGRgezsbCxatIiL0+ZhiRs3buCXX37R2/EMDAww\n", "YMAATkSLfv366WxVVcTf3x8FBQU6DXDUIRKJ2jQYEmjpu75kyRKUlpZyfiyJRIL4+Hi1q10+Pj6w\n", "tLRkXbR4+PAhI9ECUA0VZopEIoGdnR127dql8tyIESNw79495OXloaioCH379sXLL7/MynEJBg8e\n", "jKSkJPmkq6ysDAD0ulJ08eJFmJubt7nzJzQ0FBcuXIBAINA64dHESy+9RHsC4OjoiE6dOqmUKinW\n", "mSsOlPVFeXk5CgsLGee+3LlzB5cvX4aFhYV8IkxGbm4uJZcYERpYU1ODBw8eKD1HR7Tw9PSEpaUl\n", "40kfUcozadIkVFZW0tpPdHQ00tPTYWRkhA0bNpCubBIIBAKEh4fj0aNHsLW1VZpMaUMX0SItLQ2d\n", "O3dWCtG0tramfN1jU7To1KkTrcDJ5uZm5OXlaf0OCwQC7N27FyUlJdiyZQskEgm+/vprpc4Q7ZWq\n", "qiqsX78ehYWFjPfh4+MDmUyGvXv3wsXFpV1052ID4h6mi3Bw/Phx+f8VXRVFRUXw9fWVl2sBoPWd\n", "1AfNzc0oKSlhtdMZ8dl4+vQpZTEkNDQUT58+ZS3vZM+ePZg8ebK8fSsPN3Ro0YLnv82xY8fwySef\n", "6PWYUVFRuHLlCqu5FgEBAZgyZQpr+wNaRAuxWKzToIEMqVSKuro6xone06dPZ0Voqq2txddff417\n", "9+7pvC9t5OTkYPr06WpbcRkYGODdd99lbRAMtKyeFBcX0+7aRFhN2RItCgoKUFdXJ+93r8jgwYNh\n", "ZGSEP/74A9HR0Th//jzrrUgHDRqEqqoq3Lx5E0DLgE8gEOjVhXPhwgVERES0ebhoSEgIjI2Ncfbs\n", "WY2T9KioKHz55Zd6OafDhw/DwMAAxcXFbSJkVlVVAaA28c3Pz8e0adOUXBn5+fno0qULkpKSsHHj\n", "RrXb5ubmUmqFSwgTdnZ2qKqqUnqf6IgWREiqrqLFa6+9BqFQSLlsAmiZ/NPJCyJKROh24WAiWiQk\n", "JGDKlCkYNmwYlixZovQcVaeFRCLBjBkzlLoW6JPc3FxIJBKt5SEETk5OiI2NRVJSEjIzMzlvv84G\n", "bOS4EGXZiYmJ6N+/v06/99OnT1l1H+oCIVro0lnl2rVr8v8rihZkv2Nb37da8/jxY8hkMrVjG4lE\n", "QupWEIvFqKysJHWNOTg4yEtK6DgtAHYcsk+fPsXHH38MDw8PnDhxgndbcAgvWvB0WIqKilirn6dK\n", "VFQUmpubcenSJdb2+f3337PeCYOYQLNdItLQ0ACZTMZ4gnLz5k2tQYHbt2/XeiNRbDXHNenp6QD+\n", "V2NMxldffYXXXnuNtWMKBAIkJSVh+PDhtLZj22lx+/ZtACBdFbS0tMSAAQPkJSJcDKZfeuklmJub\n", "y3MtysrK4ODgwKhjABX27Nmj9F2USqVISUlp0zwLgtDQUIjFYo2tSYGWuvW7d+/q5Zz279+PgQMH\n", "qgRh64vq6mpYWlpSGpjX19dj7969StkzI0eOxK1btxAeHq62k8SzZ89QVlZGS7SQSCSorKxUGkDT\n", "ncAFBwczFmUDAwPx9ddfw9/fH7169aIlWtChvLxc3vbu0aNHiIyMpJy/IJFI4OLiQku0KCsrw5Ej\n", "RzB69Gi8+eabSs/Z2NhQuu4JhUKsW7euzcq9HB0d8d1332n9HpNBBCm2FzZs2EA6dmFDtPD29pYH\n", "aOpSGvLkyRPY2tri9OnTjPfBJoRooUtbcMXrrWJ5CCFaKN6LWzstUlJS2rSbCiEaq3Na9O/fn7T9\n", "a15eHhwdHUkdcQKBQO626N27N6Xz8PLygo2NDTIzM6meulpWrlwJkUiEixcvIjs7u82dyP9meNGC\n", "p8PSFqJFly5dMGfOHFYTuLnA29sbP/30k042cjKIUDmmTgtt7ceeP3+Od999V2vYqZWVFWxsbPRy\n", "87169SqCg4MZBWYxxdDQEFFRUbQ/34RowVZrx+zsbFhbW6u0eSUYOXIk0tLSSMPA2MDExAT9+/fH\n", "jRs3ALQM+LgsDamqqsL+/fvlZVVSqRS7d+9uFy2sR48ejdraWrUhZQT+/v5qxcr6+np88sknjESN\n", "2NhY7N27V/5zQ0MDCgsL8cYbb9DeF1tUV1dr/XsQEN/f1t8NbWJbbm4uANASLerq6lBaWqrkPqA7\n", "gdMll8jf3x+LFi2CsbEx+vXrh/PnzzOq3X7+/LlGEWLs2LFyNwgRUj1u3DhK+x41ahRKS0tpDfDd\n", "3d3R0NBAen2ztrbmtKWtOvLz8/Hqq69Sfq9cXFzw/vvvMx5DVFdXIzU1lfb7KZPJ4ObmxmoXpIKC\n", "Aly9elXlccKJqotoYWJigtu3b2PWrFkYPHgw4/04OjrC2Ni43bQ9nThxIu7cuaOTA0JxXEDmtFD8\n", "bLQWLYYPH44DBw4wPrauEKIFmXsTaBFkyELNiS466pwUwcHB6NOnD+VsOIFAgHfeeYfSdV0Td+/e\n", "xXfffYelS5fC19eX8diYhxq8aMHTYSkuLlY7meIKAwMDbNu2DT179tTrceliaGiImTNnsi7qODg4\n", "4Pbt21pD6dTh5eWl0R3x8OFDSCQSvPDCCzrviy3S09OV+p63Zzw9PXH+/HnWPp/Z2dno2rWr2ond\n", "rFmzUFRUxGndbGJiIvbt2weAe9EiLCwMTU1N8omqoaEhxowZ0y7qqU1NTWFmZqb1dS+88ILaCVRZ\n", "WRnWrl3L6HuTlpam5DAzMzNDbm4upk+fDplMxki4EolEEIlEKCkpweHDh2lvz4ZooQ0mooVYLEZJ\n", "SYnSxJSJaFFaWqqz1bh///6wtLSk9HtXV1dj2LBh8i5qu3fvhqurK6klu7KyUt6SUpEHDx6gsrJS\n", "p3NWB7HCTNZ+d8KECUhMTOTkuJowMDDA8ePHOQu+bs1ff/2F//u//5MvIFClvr4epaWlrGZiqGt5\n", "SjgtdF1xdnFxwY8//qjT9VcgEDDq8MIVFhYWOgdhKo7rtDktWrc3NTMza9NSGVNTU7z88stq72Ue\n", "Hh6MRIsuXbrQblu9evVqjB8/ntY2rZFKpRg/fjwWLlyo0354qMGLFjwdlrZwWrDJX3/9hcTExDZJ\n", "3WeKkZERunTpwjg01NPTU+OKBzHwU2fVprMvNmhubsbNmze1ihYymQxnzpzRGgzMNSYmJujXrx/p\n", "Kt69e/fkpS5UuX37tka3jpWVlU6raVSwtraWD8LCwsJY7bLTmrCwMABARkYGZ8fgGn9/f1RWVpJO\n", "UrUN/DTh5uamMlkUCAQwNDTEkCFDMHv2bNr73L59O/z8/LBnzx5ER0fjyZMntLanI1pYWlpCIBDg\n", "6dOnePLkCXbt2qWUTbR//37S9qANDQ3o3LkzpeMofhf69u2r1OWF7gRu+PDhyMzMpCRUaWL06NG4\n", "c+cO5dyPP//8U35PsrGxgUwmazc12sQiBVGSooi/vz+lFfnz58+TugN0PSd9TYqJsgK6bVB1CT5V\n", "h7GxsUbRgut7A1W0OTw7GoouBTKnhWIo8nvvvadUtmVmZqYiZKhDKpXi7t278uwgNpg8ebJSG/PW\n", "aBItBAKB2uvw4sWLaY9v2KBLly5ISEhQKd2Kj49Xyd3h0R1etODpkDQ1NaGiokLvTgu2qKurQ0xM\n", "DH7++ee2PhW94uXlhYqKCrU3zfv378PQ0FCtdbD1vrgeKN66dQtNTU1a6yQFAgGmT5+uZJ/Xhe3b\n", "t2sMBmRCcHAwwsPDKb9eJpNBLBaTtgFtKz799FN8/PHHnO3f3t4enp6eHV60AFomoK1hW7QgcHR0\n", "pD0pkMlk+Omnn+SCh0AgoB3Su3v3bqUkfU0YGBjISwj27t2LOXPmKIkWzc3NOHTokIrYM2PGDKU0\n", "fk0oTtJmzJih1I6d7gTOwcEBISEhjFbG9+3bJ6/9ppM1Q4jGhNONcKcQE97W50eEJSri5+cnzyJg\n", "G8JpcfbsWcb7+Pzzz7Fhwwa2TgnGxsZwcXGhdC9qbm7GZ599plPL5vYkWqhzWvTo0QNbt25tN6KF\n", "PhY49IliHoSi08LExARdu3ZVamtbVVWlVLZlampKWbQgAmPZbJOrDQ8PDzx9+lSlG1VFRQXs7e07\n", "RPccoCUL6ZtvvsHly5fb+lT+VfCiBU+HRCwWY8WKFbQmYWxy8uRJnDp1ivH2X375JcrLy7F582bO\n", "0sAzMjKwaNGiduXkIMQIMiUdaBk0+/r6UgpanDFjBpYtW8bq+bXGzs4On3zyCaV2lyEhIay1PT1y\n", "5Ajr4XmjR48GAMqrpgKBABkZGZg/fz6r58EUfdWrh4WFISMjA48fP0Z0dLRK68r2DiFakE2iCNGC\n", "yaRSUbS4evWqkiuCyUpmamoqcnJyMGvWLDg4OOD111/Hzp07aV2vjI2Nabm+iA4Tu3fvxquvvqok\n", "3kRGRkImk+k0yFR0U9TV1SkNvPU5gfvss88YTTTy8/Nha2srX80kJrjqvntHjx5FZGQk3Nzc4Obm\n", "hsjISBw5coTSsaZOnYrXX3+d1vmZm5tj165dOHjwIK3tFLl//z4lJx8dqJYf5OTkYPXq1WrFPyp0\n", "BNEiICAAc+fO5SwwmS7tyWkxc+ZMnRerFEULRadFVFQUkpOTSQNpibItOk4LQnRl02mhDWIhsvUY\n", "saKigpHYro2///5bY5em58+fY8CAAVi+fDmuXbsmvz8ptvsmY86cOejevTvmzZtHu2yFRz28aMHT\n", "IbGwsMDy5cvRtWvXNjn+rl278M033zDaNisrCxs2bMBnn33G+uBJkYcPH2L9+vUoLS1lbZ/nz5/H\n", "hAkTGNdEvvjii7h+/bpaJwWdAWVERATGjBnD6Dyo4ufnhzVr1mhsMUkQGhrKmmhRWFhIu90pwYoV\n", "K0jt0ytXrgQAeahlR+LAgQNwdHTUi3BBiBYXLlzAr7/+2m5WC6lib2+P+vp6uUilSEVFBSwsLBiV\n", "HBCihUwmw7Rp0/Dhhx/KnyNcT3QEh59++gm+vr54+eWXAQAxMTG4d+8ezp8/T/vc6Byza9euyMrK\n", "wowZM5SeCwwMhIODA2k6PVUUPyttJVrIZDKUlJSouBAfPnyoVbDMz89XyhPSlgPi7OyMlJQUZGVl\n", "ISsrCykpKZS7Ijx58gQGBvSHoDNmzCBtF1lWVoaFCxeSOowIZDIZysrKdGo3SQZV0YK4P+jiXrO3\n", "t4eBgYG8CwVV9ClatDeCgoLg4ODQLhZwTpw4oXbRhiqK1xKyLCFNvydV0aKxsVGeYcSWaCGTyVBY\n", "WKhxEu/l5QUvLy+VzBYzMzPWg+WBluvJnj171D5fU1MDT09PfP/99+jduzc8PT3x9ttvw9fXF0eP\n", "HlW7nVAoxJYtW3D9+nUcOnSI9fP+r8KLFjw8DBgwYAAuXbpEe/IulUoxZ84cBAQE4KOPPuLo7Fog\n", "Jv9sBoTl5ubi0KFDjJOvrays0KNHD5iYmJA+Hx0djZiYGF1Osc0ICQlBfn6+zvXfxI1dXUswbZw4\n", "cYJ04telSxeYmpoq9XjvKPTu3RtisRjff/895yFi7733HtLT03HhwgUEBwfr1JquLRAIBGpFCV1W\n", "q9zc3NDU1IRz587h7t27Sh1VvLy80NTURDmTQiQS4cCBA5gxY4Z84hoVFYWAgADs3LmT0flRYfDg\n", "wUhNTYWbmxteeeUVpecEAgEiIiKURAuxWEx5VRJgX7TYunUrFixYQGubmpoaNDU1KbVFLC4uhq+v\n", "L/7880+N29IVLQgcHBxou3dqampYnUA3NDRg48aNGu93IpEIYrGY9RVbOqKFp6cn5RwWMoRCIRwd\n", "HWk7LYj3kM2/+ZQpUzqE/X3GjBm4du0aZ65WqojFYlRWVuocJq04/lIsDwFavotkHSyIsq0BAwYo\n", "Ze2oIysrS75vtkSLJ0+ewMfHR6MLLCAgAIWFhSot5leuXInffvuNlfNQJCQkRGPbUycnJ+zbtw/l\n", "5eVISkrCpEmTkJSUBBsbGwwcOFDjviMiInDhwgVMmDCB7dP+z8KLFjw8DIiKikJTU5NSmj4Vdu3a\n", "hdTUVGzbtk3txJ0tiMGnLvWzramtrYW5uTlndYWTJk2ibRluLxADgdu3b+u0n7KyMtTX1zN2Wlhb\n", "W5PaQ42MjBAWFkY5hK6urq5drEwB//ssL1u2jHK+AFNcXV3h7u6Oixcvom/fvpweS9+MHj0aq1ev\n", "ZrTtwIEDkZqaimPHjsHR0VEp9JBwTlG1YB84cAD19fV466235I8JBALExMTg0KFDpBkKrZHJZHjx\n", "xRdx7Ngxyr9DY2Mj9u/fjzfffJPUuh4ZGYlLly7JVwKvXbsGCwsLyg4qtkWLwsJCjat5ZBClB4qi\n", "hbu7O/z8/LSWnLUWLWxtbeHr68vJZK+mpobVNtLEvsiufQS6ZLpoYv78+di/f7/W12VlZVGaMGpj\n", "1KhRtEPIo6OjUV9fr3OwqyJOTk6krpGzZ89S+nv813jy5AlkMpnOooVQKJR/JxWdFhKJBFKpVO5e\n", "IwgNDZWXbX311VeUOl2kp6fDyMgIkZGRrIkWRLtTpgsyXEDVIWtkZISBAwdiw4YNyM3NRUFBAaXr\n", "V9++fRk5ynjI4f+SPB2SlJQU/P333212/JCQENjZ2SE5OZnWdnZ2dli4cCGioqK4OTEFzMzM4OHh\n", "warTora2Vuc2ZmwhlUqxdu1azhKj7969i++//14prE8TnTt3hoGBgc4lIoSowLRtKRE2qLi/t956\n", "C9XV1YiIiKDsVIiKisK7777L6By4gJiEsW3tJqO6uhq3bt1Cv379OD+WPnnppZcwZcoURts6Ojqi\n", "T58+OHz4MCZOnKi02ufl5QV7e3vK5TtdunTBypUrVQavM2fOREpKCqXV4Lq6Oly9epXy9xNoySKq\n", "rq5WKQ0hiIyMhEgkkncBys3NhUwmIw2cJINt0YJYdaRjwScTLQCgX79+Wktv/vjjD7zzzjvyn83N\n", "zfHgwQOMGDGCxllTg22nBbG6rOkzyJVoERAQQKnkgy3R4qeffsLMmTNpbUM4sPThNvj111/x7bff\n", "cn6cjgZRqquraEF0bQKUnRbr16+Hk5OTiiC7efNm2o7Bq1evIiQkBG5ubqyLFkwXZLggJCQEjx49\n", "UhHKHz16hI0bN5K2FhYIBLwQ0Ubwf3WeDsmWLVuwatWqNju+gYEBBgwYgHPnztHa7vXXX9frzdzf\n", "359V0UIkEpFaD+nw/fff47PPPtP5XAwMDLB27VokJSXpvC8yTp8+jSVLllAuhTEzM8OSJUsQGBio\n", "03GvXLkCJycn1pwWv/32G06ePAlra2ts3LiRUn2lVCrFnTt34Ofnx+gcuID43uijXCM1NRUymazD\n", "Oi2OHTsGDw8PpKSkQCqVsrbflJQUPH78GG+88YbS4y4uLqisrFRZ4VNHREQEli5dqvK4o6Ojii1Y\n", "HUQQGh2r/dixY3H+/HkEBQWpPa+ysjJ57XRubi5cXV0pX/MUhYna2lqdRQt/f39IpVIUFBRQ3kaT\n", "aJGRkaHRiRAcHKyXVVCZTMa6aGFoaAgLCwuNv5+NjQ1iYmLapOvY06dPUVhYyIpo0d6pr69vd1lA\n", "EomEVqkXFxA5JLqKFgBInRaNjY0wNTVVyblgkjty9epV9O7dG927d2cte62wsBAWFhawt7fX+trW\n", "ZS9isZiVc2gN8X28deuW0uMHDhzAJ598wskxeZjDixY8HZKioiLa9ki2iYqKQlpaGuc19rrg7+/P\n", "enmIrk6LnJwc0prGGzduYPfu3bRKErhse5qeno7u3bvTyu9Ys2YNBgwYoNNxY2JicODAAcYrYjY2\n", "NkoD95MnT2LEiBG0SnoKCwtRV1fXZkG3ZERHR0Mmk+klkZ6wNita5TsSQUFBkEgk6Nu3L9zd3REb\n", "G4vTp0+ThrbRYf/+/fD29kZERARLZ8ocJqKFoaGhRveMsbGxkiiWm5tLS4Rk22nBJJeoS5cuWL58\n", "uUoZQP/+/SGVSnUKGmWLpqYmSKVSVkULQNVl1prg4GDs2LEDTk5OrB6XCoaGhtizZ49eXJb64saN\n", "G5g0aZJKJ4W6urp2J1p069aN825j2mBTtCDGJYrjz8bGRpiZmalM+BVfU1FRoVUEff78OZ48eYLe\n", "vXvjs88+w9atW3U+X6DFaeHt7a11bDN37lz0799f/nNzczOMjY1ZaymvSKdOnWBoaKjikD1w4ACG\n", "Dx+u8yIdD7vwogVPh6SoqKhNVksUGTt2LOLj47VegGUymUrPaX0RExOD5cuXs7Y/kUiks2ihrmf6\n", "kSNHsHTpUlqTdW9vbxWFnC3S09Px4osvcrJvTXh5eek0sFV0Wjx8+BBZWVmknSQ0QeRGcJHW3RH4\n", "9ttvkZGR0ebBbUzp3LkzioqKcOHCBUydOhV///03hg8fjsDAQGRkZDDe7/Tp07Fp0ya9WGO15Vow\n", "ES3ocu/ePbWuDDLYbnnq6ekJExMTWsJzz549sWLFCpXHAwMD4ezszKg7C5tuHQDy1eDWjh1dIVra\n", "tgV79uzB9OnT1T5vYWGBadOmwdPTU+dj1dXVyUuYqPLBBx/gvffe0/nYijx58gQHDhxQcbe0R9HC\n", "1dWVswUOqowePRopKSkwNTXVeV/GxsYAVEULMqeF4mtWrlypdTxgZGSE4uJitWV0TKHaFc3e3l6p\n", "w0pFRQVkMhnrIifQ8nf8+OOP0alTJ/ljBQUFuHLlCiZOnMj68Xh0gxcteDocMpkMxcXFbe608PHx\n", "wYQJE7QGap4+fRo+Pj4oLCzU05n9j4iICIwcOZK1/S1evBgbNmzQaR9eXl6orq5WEXLotDslmDp1\n", "Ks6dO6c1YI4u1dXVyM3NbRPRQlfeeOMNbNmyBUCLy8LQ0FCpU4JUKtXaLu/27duwtLRsV4FZ+sTV\n", "1RWhoaFtfRo6IRQK0bdvX6xfvx55eXnIzMzEBx98oNMkPyIiAuPGjVP7vLbJ7YkTJzBt2jStduV9\n", "+/bBy8tLo9WfqLPmSrSQyWQ6Oy0UOwkxmcQZGBjAz8+PFbecQCDA7Nmz1bab3r59u1IbW4Lhw4cz\n", "zkHRdj5si19r1qzB5MmTWd0nVWpra5GQkKAX5+Wvv/6KTp060bLMZ2dn0+44og1i7NP6+9weRQsv\n", "Ly/KQcFcYW9vj8jISFb2Rfzt6YoWpqamlMpkFHMz2MLBwYFSVpeHhwdKSkrk9xMii4Yrh9TKlSuV\n", "OoEcOnQIJiYmGDVqFCfH42EOL1rwdDhqamrQ0NDQ5k4LKshkMixbtgydOnVSO1jsSHTt2hXh4eE6\n", "7UNdpwEmosWkSZPQq1cvLF68mNVOF0QYJl3R4vnz50hMTERubi5r50KXbt26Yfjw4QBaJokDBgxQ\n", "Srn+6KOPtJawZGdno3Pnzh3WacCjjEAgQEhICBYuXMiZEPXVV19pdSX8+OOPuHfvnlahd8CAAait\n", "rcUff/yh9jWE04Lt1bfq6mr4+flh//79cHV1RefOnSlvy3Z5CAAkJiaS5n8wYfXq1Zg7dy7pc0lJ\n", "SaQuHFNT0zZzL9Bl3LhxGu9PmZmZGtsb6kJ4eDjEYjFu3LjByf4VIcoLiMkcFdjOEAE0ixbtJbCb\n", "QFtb2jNnzugcoq1PCLcGWaZF6/IQxffHzMyMlrAmkUhQXl7OSqbEjz/+SKl7lbu7O8RisbyFNlcB\n", "uuo4cOAARowYwZeGtEN40YKnw0HYxtraaaFIZWUl6Y3gxIkTuHr1KlauXMlPAP8/hGjRegDBRLQw\n", "MDDAunXrcOXKFVYHi+np6bC2tqZlDSfOZ8aMGTh+/Dij427YsAGff/45o21b09TUhJSUFJXVgrCw\n", "MOTk5GhcxRYIBDqLUzz/LWxsbPDw4UN5u1AyLl++jGHDhmndl6enp3x/6pg4cSJycnJoZc5QwdbW\n", "Fs+fP0dWVhZycnIwZswYyttqEi2YtpoMDQ2lVQOfmJjIqC1w63anBG1ZcsE2X3zxBRYtWsTJvkND\n", "Q2FiYoIrV66oPCeTybBgwQJcu3aNlWMRuSvaHHOK6FO0mD17NqsOTzbw8vJCUVGR2uvTP//8g9DQ\n", "UPz00096PjNmEKKFokBhZGQEe3t7nZ0Wih2Zzp8/DxcXF1phwLpCjO2Jsb4+RYuCggKkp6djwoQJ\n", "nB+Lhz68aMHT4bC0tMQHH3zAWqKxrohEIgQFBamEFUmlUixbtgxRUVFK1jN988MPP+DUqVNtdvzW\n", "EDckRafFs2fPUFFRweg9HTRoEO7fv8+4RSgZo0ePRlxcHG37slAoRNeuXRnnbPz222+suTRMTExQ\n", "VFSk0hqP6M6gSeTZtWsXNm/ezMp58Pw38PLyglgsVjuRKisrQ1lZGeWyG20ro5aWlrRFRSoIBAJE\n", "REQwCqxUJ1pYWFjorUXerFmzjdVVfAAAIABJREFUcPr0adrb6VO0OHr0KIKDg/XezaGyspKziY+x\n", "sTF69uyJy5cvqzxXVFSETZs2KdXp6wIhWtAp99CnaPHOO+9w0iZXF4jrk7q/2YoVK/D2229j9uzZ\n", "mD17NidlPgsXLkRiYiIr+yIyLRTZsWMHjh8/rjGI08zMTOP37tmzZ7C2tsbhw4cBQN7po3XYKpeQ\n", "iRZGRkawtrbm5HhisRgHDhxATk4OfHx8cOnSJdo5YDz6gRcteDocvr6+2LRpE1xdXdv6VAC09Icf\n", "P3481qxZo7R6feTIEWRkZODLL79sw7MD4uPj5TcgXfnss880WrapYGJiguTkZKWbApGOz1SI8vX1\n", "1emcWhMSEsK4NjokJISRzfT58+e4fv26zg6HR48e4bPPPkNZWRmsra1VbvSdOnWCubk5a6t+PDyA\n", "+rIvAuI7wZZowSWRkZFIT0+n3W1FXctTfdX3i0Qi1NXVqbQ7bc3evXsxceJEeUlddXU1qqur9SZa\n", "lJSU4P79+6wEEipy8eJFbNu2Te3zFRUVnK7WhoeHk4oWxGefrXandEULLlrMAupFi/aIt7c3PDw8\n", "1E6+TU1NERcXh127dmHfvn34v//7P9bdBfv27cO9e/dY2RfhMCMr2yCuW4RQSiZaqCunvXHjBiQS\n", "iTyYkhAtiAwhprTO+NGEi4sLbG1t5a9vamqCl5cXZ25loVCImJgYHDlyBAKBAH369Gl35U08LfCi\n", "BQ8PC3z++eeora3Fpk2bALS4LJYvX44hQ4ZobLGnDwICAmi1zNNEXFwcK2UY/fv3Vxo8Ojg44Isv\n", "vkBwcLDO+25rQkJCcPv2bY02eTJu376NhoYGnUWLiooKrF69Wu3k0dDQEN27d5fndvDwsIE20SIz\n", "MxPm5uaU28h6eHi0qWjR2NiImzdv0tpOk9OCKVVVVRg3bhzpZLg1xcXFAKBVtLCzs8PBgwflq775\n", "+fkAyFv82tjYaO3kQhdiAs32JOSff/7BqlWr1D7PtWjRp08f5Ofno7KyUunxW7duwdLSklLnBCqY\n", "m5vD0tKScnlIfX09xGIx66KFm5sbTp482SFCi0NDQ/H48WOtHbFmzJiB1NRUVFdXq3XOMEEikaCi\n", "ooKVdqfA/5wWEolEJQBZk2jh5uaG3r17q7gxCK5evQpzc3PWRYt9+/bBxsaGUjaGUChEdXU1oqOj\n", "AQALFixgbQxLhkAgQLdu3TpUpsl/FV604OFhAU9PT7zzzjtYv349KioqIBAIsHbtWqxbt66tTw3+\n", "/v6spM8DLauHXIQTeXt7Y9myZToPqq5evYr9+/ezdFbMCAkJQWNjI+2bbHp6OoRCIXr06KHT8YnQ\n", "TU12zt69e5M6LYqKipCWlsZqqCnPfwN7e3uYmZmpFRoyMzPRrVs3CIVCSvsLDg7WuNr1ySef4Jtv\n", "vmF0rtogvoOvvvoqre24EC0sLS1x4sQJSq1qS0pKAGgXLUaOHInx48dj/vz5qKmp0Sha2NnZQSgU\n", "0hZhNfH06VNO2hdaW1urdYXIZDJUVlbCwcGB9eMSjBo1CiUlJSrHyMrKQrdu3VgtEYqKilIKWNYE\n", "8b1k2/Jubm6OkSNHKglBYrEYiYmJbd5elCrV1dVYsGCBUne3Hj164Nq1a5gwYQJrJWgVFRWQSqWs\n", "iRaKWT6tBQjiZ0IUVHTCjB49Gunp6aTlJUDLGKpnz57y67S5uTmMjY11Fi0ePnwIDw8P1juSsEVI\n", "SAhtkZpH//CiBU+HIzk5mbMEcF34+OOPIZPJsG7dOggEAowaNUrnCSgb+Pv7o7i4WOf6YbFYjMbG\n", "xnZtm0tISEBsbKxOrd0uXryIpUuXMp64d+3aFQBw584dWttduXIFXbt21dlKTpSDvPLKK2p/h379\n", "+sHb21tl1WPnzp0YOnSo3mvNeTo+AoEAfn5+aieNW7ZswYEDByjvb/HixUhKSlL7/NmzZ3H37l3a\n", "50kFY2NjbN++HSdPnqS1nZGRkXwyUFtbKw+00+U7bWxsDG9vb0rCMyFaUOms9d1336G+vh6ffPIJ\n", "XnnlFaSkpJC2j505cyZqamooi01UqKmp4aRVrY2NDerq6kgFlmfPnkEsFnPqtLCysiItW83KymKt\n", "NITgxIkTmDVrFqXXGhgYwMPDQy/3bpFIhMmTJ7PmUOCapKQkuUNWETs7O8TFxbH2OSVcMWw7LQDI\n", "yygGDhyIpUuXyp0WhGhBJ58jPT0dvXv3lv8sEAhgZ2fHimjBltOIC0JCQpCdnY1ly5a19anwaIAX\n", "LXg6HB9++GG7DAl0cnLCwoULsXnzZlqtyLgmICAAwP8swEwhboxsDHzOnj2LadOm6byf1nz66acQ\n", "CoVYsWIFY9HhwoULiIuLY2xddnV1xdKlSynb4AmuXLnCSscORSeMut9h/PjxOHPmjNKqh0wmQ3x8\n", "PCZMmABzc3Odz4Pnv8etW7ewfPly0ucsLCxYHbRWVVVxMvEliI2NlYfW0oEQKBTvAboKkVRL/EpK\n", "SmBhYUHJDefu7o7Vq1dj+/btyM7ORmRkpN46XHGRrwD8T7Al64z0/PlzjB8/Xn4/1BdisRh37txh\n", "XbRorxDjBH3luNCltVD/119/ITg4mLNW0ARsixaKTguiJK+kpARNTU0qTguqokV1dTXu37+vJFoA\n", "LRN6pt2PCAoLC2lf//Xp+CQcNVw6sXh0hxcteDocRUVFlFaS2oKFCxfijz/+0Fs/aSoQ4Za6logQ\n", "gxE2ykNKS0uxd+9e+eBy586djNr0tcbBwQFLly7Ftm3bYGdnh759+2LOnDm0rM1FRUU6tdMVCARY\n", "tWoV7UFqUlKS2gkfHUxMTDB48GDaq8SpqanIz8/nREzi+W+gz7bO1dXVnIoWTCEma4puL10ncP7+\n", "/pREi9DQUCxcuJDyfufNm4fevXsjNjaW1fIPbXAlWhDlEmRuH0dHRxw8eJDVLlNUkMlkOHz48L+2\n", "G8HixYuVOu3oO3yWDvPmzcOAAQOUHjtz5gyGDBnC+bG5dFoQraEbGxthamqqseWpTCZDfX096fe9\n", "uLgYwcHBKqLFmTNn8NFHH+l0vg8fPqQlDG3duhWenp4AWtyrGzZs0On42hg0aBD27t2Ld955h9Pj\n", "8OgGL1rwdCiIlnq6TCq5xMbGBlFRUW19Gkq4urpix44d6N69u077YdNpoRja19zcjDlz5iAlJUXn\n", "/QItTpw//vgDH3/8MXx8fFBQUEDL2txWopiDg4P8Jq0rZ86cwciRI2lts2fPHnh7e6N///6snAMP\n", "j65IpVLSDh4ymQzV1dXykLj2BDFZU6wzZ8NpkZeXp3XlcfDgwbS6VQmFQvz444/49ttvWS3/0Mbh\n", "w4exY8cO1veryWmhLzIzM5VypIyMjDBy5EjWO1xpat/ZmtOnT2PYsGFqwxd14bvvvsP169flP7dn\n", "0cLOzk4pKPj+/ft48OCBWtFCJpNh7ty5+P3333U+9qBBg3Dy5EnWXIyKogWRH0KIFq3fZ8VMi5s3\n", "b8LCwoI0v6Fr1664e/cu64HoYrEYRUVFtJwWlpaW8rLm/Px8zrMwDAwMMGXKlHabucHTAi9a8HQo\n", "SktLIZPJ2q3Toj0iEAgQExOjszXbxcUFe/bsYeWGRogWjx8/RkFBAaRSKeN2p60xMDDAsGHD8PHH\n", "H2Pfvn04ffo0re2Li4vbrSjGJg0NDfLBZmNjIw4cOICpU6eyGhbHwwMA69atw9SpU2ltI5PJYG9v\n", "jy1btqg8V1tbC4lE0q6dFtoeo4O/vz/q6up0yupRR1hYmMaV5qqqKnh5edG+jmrCwsKCk/fOz88P\n", "a9asgZOTE+v7poqnpyfy8/Nx5coVTo+zdetW+Pj4ULLQ5+Xl4dy5c0olBWxhYmKiNCluz6KFl5cX\n", "iouL5S6DM2fOQCgUql1oEggE+P3333Hx4kWdj+3m5kZ7IUETiu9la9GCEHqJz4ai04JoM0wn54IK\n", "MpkMx44dI+0uV1NTg06dOtEqzSLGYLm5uWhsbGxX7mWetoMfnfJ0KIqKigDgPzGpbG/Y2dlh2rRp\n", "rAwI3d3dIRAI8OjRI7ntmS3RQh0lJSWUgvvYcFqUlJRg27Zt8gFce+TQoUPo1asXampqcPLkSdTU\n", "1PClITw6cfHiRdjb2ysl8QMtOTF022YKBAI4OzvLr/mKEJ1x/iuiRVRUFK5du9YmzhJzc3M8fvwY\n", "T5480fux6eLs7IxPPvmEtHtKcXExcnNzOT8He3t7BAQEcB5E6ezsjMbGRrkDUhNcleMAHUu08PT0\n", "hEQiQWlpKYAW0SIiIkLu0CHD19dXXn7RnlB0WhCtjqmIFkQ2Bd2wbW2tSgUCAZYsWUIqMjs6OuLW\n", "rVsYNGgQ5eMRY3yiaxIvWvAAvGjB08EgLs68aNGxMTIygqurq1y0MDIyYq00Qh0ff/wxZs6cqfE1\n", "xIBG189XYWEh5s2bh3v37lF6/YABA7B7926djkkXom71+vXr6N+/P/bs2SPvzc7DwwRbW1tUV1cr\n", "WbCBFst8aGgo7f15enqStk50dnZGamoq+vTpw/hcuYIL0cLW1hY9e/bUulJ+9OhR1ltNmpqawsTE\n", "RG1XmI7C5s2bMXToUL0cq0+fPnLR4v3338fff//N+jGcnZ0BgJL7Rp+ihZubG2bOnMnZ8XRBsSwV\n", "AH744QfSSbYiRIlpe0PxWlBSUgKZTIampiYYGxvLnSR0RIuGhgZSgRgA1q5dK//bqePLL79ERUUF\n", "Tpw4AalUSv8XagWxcMSLFjyK8KIFT4fC1dUVb775Jp/wS5M7d+5g8eLFrFsCdcHLy0suWvj5+XFe\n", "U00cTxNSqRS//PILrRUBMgIDAwGA0speRUUFzp8/L7dt6ougoCBYWFjg2rVrcHZ25l0WPDrTelIA\n", "tJQXPHr0iFXRwtTUFBEREe1yYkSW+aOPVeeGhgaMGzdOY5tYptjY2LAmWjQ2NiIiIgL//PMPK/uj\n", "SkVFhd7GDeHh4bhx4waqq6uxefNm1oUkgJ5oUV1dzdl3xdTUVEm06N69O3766ad22RqdWBgh3g93\n", "d3et1yVfX19WRIsvvvgCx44d03k/BIpOixEjRgBouQZER0fLHydEC8X3R115yLlz5+Dp6YkHDx6o\n", "HMvKygpVVVUaS5EOHDgAb29vlJeXs1IaZW1tDUtLS2RmZgLgRQueFnjRgqdDERERgZ9//pmvu6eJ\n", "WCzGxo0b8dZbbzFOiU9PT8f69etZO6dNmzZh0aJFuH//Pu32oEwg6lk12RyNjIwwZcoUndvi2dvb\n", "w8HBgZLTIj09HQBYaXdKB6FQiJ49e+Lq1at6PS7PvxcbGxtYWVkpiRZZWVkAwEi08PDw4GTCxyVc\n", "OC2oUFJSAgCc5D3Z2NjQLu9RR01NDS5dukTbnk6Vw4cPk9bVV1RU6G3i06dPHzQ3NyMhIQEymQzd\n", "unVj/RhEFwqiK4Um9Om0aM/Y29vD0dERIpGI8ja+vr7yVqK6EBcXR/q5ZIqi06JPnz4QCAQwNTVV\n", "6uAklUohFAq1Oi2ePn2KLVu2wN7enjQw1t7eHs3Nzaivr1d7PqWlpXjttdfg6OioIs7U1tYycl94\n", "eXkhPz8fAC9a8LTAz/x4eP4DhISEIDExEYcOHcLMmTMZ3UDOnz+PlStXsnZOERER6Ny5MyZNmoRZ\n", "s2axtl91eHl5QSqVygf3XBMYGEjJaXHlyhXY29szEm4qKytRWVnJ5PQAAL169cK1a9cYb8/D0xov\n", "Ly8loSEzMxPGxsYICgqivS9PT08UFRWxYjfWF2QCBRurzr/88gvmzZun9nniukaW56ArbDotCPGD\n", "q0n0Rx99hIMHD6o8XllZqbeJT1hYGMzMzHD48GEIBAJ06dKF9WPY29vDwMCgzctDvvjiC0ycOJGT\n", "fbONQCBAeXk5ZsyYQXkbIuxUm0tTE1KpFOXl5ay1OwWUnRaKHZYU/y+TyWBra6skWhgZGcHFxUXu\n", "bE1NTUX37t1x/vx5xMXFkbatJrJ0qqqqSM+lubkZlZWV8PDwwKhRo3D8+HGl5ydOnIjx48fT/h2z\n", "srKQl5eHhoYG1rqu8HRseNGCh+c/wmuvvYa9e/di7969iI2NpT0REIlEnFg+p0yZwuiGRhcy6zqX\n", "BAUFUXJaXLlyBeHh4aSDBXWUl5cjMjISISEhCAkJQWRkJKPOAv7+/rh//z6rK0A8/21al2FlZ2ej\n", "a9eujFrJeXt7w9nZWWWV/8SJE5g/f77O58oFXDktioqKkJiYqPZ5XrRoQd256tNpYWpqiurqaoSE\n", "hCAgIICTCZdQKESPHj0ouU63b9+OVatWsX4OADB+/HhERETIf87Pz1dqgdreEAgEEIlE6NSpE5KT\n", "k7W+vlevXjh9+jRcXV0ZH7OqqgoSiYQz0UKxxWnrdqd2dnZKooVAIEBpaSkmTZqEFStWoF+/fnBz\n", "c0NGRobacRgReKxOtCDcPm5ubhgzZgyys7PlLX8B4OHDh4wyywhhRd+lszztF74hLU+HIjk5Gf7+\n", "/pyHNv5bmTx5MpqamjBjxgyYmJjghx9+oDxZrq2thZWVFcdnyB1URIvff/8dRUVFiImJ0fl4gYGB\n", "OHXqlMbXyGQypKenY+7cubT2PXbsWKSlpcl/Likpwbhx45CSkkJrP9OnT0dlZSW6du1KazseHnV4\n", "eXkhJydH/vOWLVvUDna1MXr0aIwePVrl8UuXLuHIkSPYtGkT4/PkCq5EC39/f1RVVaG6upq0a0pJ\n", "SQlMTEw46ahy9OhR1iYOXIsW1tbWePbsmcrj+hQtgJayiaysLISEhHB2DKqlfUTGkj7Ytm0bjh8/\n", "rnQNaG+cO3cOOTk5lAK3bW1tdQ5wJSb1bIoWiuUhBw8ehFAoxEcffYQ1a9Yovc7W1pa0xO7x48fY\n", "tGkTli1bhqVLl2oUlbU5LQjB1NXVFYGBgUhISJCLPDKZDIWFhfDx8aH3C/LwkMA7LXg6FKNHj0ZC\n", "QkJbn0aH5s0330RcXBySk5NJB3fqqK2tZdVpUVRUhNjYWHnNItfY2Nhg6NChGn+HgwcPYteuXawc\n", "b+jQofjoo480ZoiUlJSgpqaGVp5FZWUlaTDYgwcPaJeKWFtbY/ny5UqrNjw8urB161alFUwDAwPW\n", "J4vV1dVt0v6TClyJFkTODtEiujXFxcVwdXWl5diiiqWlJSOnDBlt5bTo0aMHgoODOTmmOrgWLdoj\n", "tbW17bLdqSJnzpyBr68v523WCbgQLRTv2Tt27EBSUhKuX7+ukhXTujyEwNfXFw8ePMDy5cu1frft\n", "7e1hZWWlNoeGaCHr6uoKCwsLTJ48WT7Oqq6uRm1tLby9vWn9fjw8ZPBOC54Og0gkgkgk4tudskBM\n", "TAzefPNNWpNVkUjEqtNCKpVix44dqK2txb59+1jbrzoEAgFOnz6t8TVFRUWsBdm9+OKLePHFFzW+\n", "xt3dHc+ePeODZXn+NWhry8kG6twG7QEunRZAi2hBtCtWJDQ0lDVhgUtqamogFAo5m9ja2NiQrixr\n", "u/azjUwmw7Fjx1idqLZHTp48iefPn2PcuHEAgLq6unYtWiQkJOCHH37AzJkzORH4yODaaWFkZCQX\n", "M1uPJdSJFgAoX0Pt7e01LnC99NJLOH78OJycnFSeKywsBABGToukpCQMGjQIsbGx2L59O+3tef59\n", "8CNlng5DcXExAG7S0f+L0F1dZ9tpQdRe79+/n7V96kpxcbHeRTFTU1Na74WDgwNpwrefnx/fCpjn\n", "X0nrVnvtWbTgquWpra0t7O3tlWrFFYmOjmY1KJkrJk+ejBs3bnA2YbS2tmYtf0MXBAIBIiIiOO+M\n", "pRi8SEZ9fT3eeOMNzrpE/fzzz0oTyvYuWhCZD2FhYZS3SUxMxBdffMH4mJGRkYiPj2d1/KQ4ZlC8\n", "LrQWLYhMC03tSnXF2dkZo0ePJm1bT4gWTJwWxOfo7t27up0gz78GXrTg6TAUFRUBAO+0aCOmTZtG\n", "K3VbG+1xVZBNpwWXHD16FJGRkfL2ZT169MCRI0fa+Kx4eJRZs2aNzvXgo0aNwltvvaX0WFVVVbsV\n", "LbhseRoQEKC2PIRLDh06hD59+tDapqCgAHFxcSqP29racloyMXjw4A7TzUJXvvnmG63jocrKSiQk\n", "JKCiooKTc2jd8rS9ixZjxoxBbGwsZs6cSXmbjIwMncpGfXx8MHXqVFaFOkXRws7OTq1oQZRhtQ7o\n", "5Jp169Zh3rx5aGxslAcq04X4bHeUlro83MOLFjwdBt5pwT6HDh3CihUrKL12/Pjx/4+99w5vo0rb\n", "/++RJcu9W+52bMe9kYQ3xUACJFmWFgLLLm3ZUBeWDvvyJYQFQlhgqQuEukCWkLC0AL4gC3khhLAk\n", "tCUJSRwndoqLbMtNjotc1X5/6HcmKjOjkTSSZqT5XBcXscpobI2OzrnP/dwPLrroIkFfPyIiwqM8\n", "B18ZHx9nVe3Hx8cxNDQkqCj2n//8Bw0NDYz3mUwmzrwLLjQaDXbu3Ik5c+YAAF577TWvJgUyMkIz\n", "NTWF4uJivPfee/jvf//r8/Hi4uJcwnPF7LTwp2jx+uuvY82aNYIcyxMMBgN++uknjxY+77zzDm68\n", "8UZs2rTJj2fmykUXXYR7773X4TaDwYDe3l6/7jYHg+TkZOj1ephMJtbH+DtDRGqiRVJSEl555RWP\n", "XA8zZsxAV1cX59850NiXhyQkJOD48eMA4CKMkPedrUTEX5hMJmzYsAEXXHAB2tvbvSqBJWGeTOVw\n", "MuGJLFrISIauri4kJiaK+gtRauzduxdvvPGGoMfU6/W8AyENBgO+/fZbQV+fi3fffRcVFRWMyj0R\n", "xYQULTZu3Mi6yNi2bRtSUlIY66/5QgKwDAaD18eQkREStVqNwcFBHDt2DPv27UNtba1Px8vNzXX5\n", "jLz88stYsWKFT8f1F/4ULWpqahg7ZxmNRmzbto1euAhNYmIiAHhUdkF29m+++WaPA4KF5sMPP0Rm\n", "ZmbAd5v9TUZGBqxWK6eLItCixf/8z//QYnqoUFBQALPZ7NN3tdDYOy3I5xPwn2hx5ZVX4g9/+APj\n", "fY888oiL03PZsmUwGAz4+uuvvX5NpVKJ5uZmPP30014fQya0kEULGckwY8YMXH755cE+jZAiPz8f\n", "3d3dgkzm+vr6UF9fj5qaGtTU1KC+vh59fX2cz/E0z8FXSNtTUmpkT1JSEtauXSto+8+SkhK0tLQw\n", "7vB9++23UKvVXoskVquV3oGWRQsZMZGXl4empiYcO3bMZ9EiJycHnZ2dDp+hJUuWoLq62tfT9AtM\n", "AkVMTIxfX1On02Hx4sX48ccf/XJ8b0SLyy+/HG+88Qamp6dx55130rc/8MADAW9VOzAwgISEhJDr\n", "kkTcdVzfs0S08JczyVm0eOaZZ3D77bf75bWCBcmQam9v9+r5zz77LL744gsBz8jRaVFWVobHHnsM\n", "LS0tjJkWgO+ihclkYpw3AbbuJbt27XK4rbq6GoWFhfjkk098et3S0tKQ+9zKeI8sWshIhksuuQQv\n", "vfRSsE8jpMjPz4fFYqFdBlysX7+eMxBp+fLl+P7776HT6aDT6fD999/TieJigYgWznZzAEhLS8Mt\n", "t9wiaMJ3aWkpxsbGaEeEPd9++y1OPfVUr+tc+/v76cni2NiYT+cZCDxx4MhIm7y8PHz++ecAIIjT\n", "YmJiwm8uAqFxFi2io6MF7w7kXOqg0+kAnAg3FhqyW+uJaDFnzhxcc801+Pvf/44NGzZg3759AIAv\n", "vvgCjY2NfjlPwJZ3smXLFoyPj9O3DQwMCN52Vwx4IlrY78YLibNoEYqQEEmmVuN8eOqpp7Bjxw4B\n", "z8jRaZGbm4uVK1eipKTEpYSFfHZ9fY9SUlIwODjocrvVakVPTw9dykGgKArLli3Dpk2bQq4sSyZ4\n", "yKKFjEwYQ76MScIzG1arFddeey2r1U+v1zN+obe2topqocolWviD0tJSAEBLS4vD7VNTU/jxxx9x\n", "6qmnen1s+99BzE4Lbxw4MtImLy8Per0eSqUS5eXlPh2LlEOw7fKJDWfRQuhyxqNHj6KoqMjBjk1E\n", "Z3+JFt44LQgrVqzADz/8QItXQ0NDfitVAIDGxkacffbZDuPjwMBASHZW4itaREVFISoqyi/nsHTp\n", "Utxyyy1+ObZYiI6ORkZGhldOC6vVir6+PsFb39o7Leydss6uWaHKQ9hEi+PHj2N6eppx7Dn77LPR\n", "39+PRx55xKfXlpEhyKKFjEwYw3cRPzU1BbPZLGjLrmAQGxuL5OTkgIkWRUVFUCgUOHz4sMPtu3bt\n", "wuTkJE477TSvj20vNInZaSEFB46MsJBxpby8HGq12qdj5ebmIioqiq7b7+jowD333MPoXhIDzmOk\n", "0KJFUVERzjzzTNx2220YHR0FYHNaKJVKv7kJiGhBdu09gaIoh84j/hYtEhISAAAjIyP0baHqtIiN\n", "jUVWVhbngvT888/HRx995LdzWLJkCe644w765yNHjohaRPeW9evX47LLLvP4ecePH4fRaBRctLB3\n", "Wti3vbX/d0REBF2a5i/Rgri8nJ0WALB48WLcfffduPbaa316bRkZgixayEgCi8WCH374wWEiIuM7\n", "cXFxSE5Oduu0IJOQ+Ph4xvtTU1Ppuk97CgsLRbfDlZeXxyhabNq0iba0C4VarUZBQYGL0+Lbb79F\n", "bGwsZs2a5fWxtVot1Go1UlJSRDtJlIoDR0ZY8vLyQFEUvvnmG5+PlZubi/HxcZxxxhkAbE6DJ554\n", "QrTXvL+dFhRF4YUXXsDx48dx//33A7AtHDIzMwUvQyGkpKSgpaXFo/a1f/vb3xi7x/hbtGByhej1\n", "+pAULQCby4arfeeMGTNw9tlnB+RcjEYjSkpK8OGHHwbk9QLJWWedhZKSEo+f19vbCwB+FS2MRiPO\n", "PfdczJkzx8FpoVKpaIeNr6JFcnIyDAaDi5ODiMdMooVSqcQTTzzhNweYTPghixYykqC/vx8LFizw\n", "KYlYhpmNGzfi4osv5nwM2dHjclo0NDQ4tN2sq6tzSZQWAwsXLmRsD/rss8/inXfeEfz17rnnHixe\n", "vNjhtomJCZx11llQKpWBu2e/AAAgAElEQVReH1er1SI3Nxfx8fGidlrIhB+/+93vMDExgZSUFJ+P\n", "RVGUQ+4L2e0Ta8tTpVLpsKDwhzutoKAAq1evxtq1a7F7927odDq/LgwUCgVKSkp4B4paLBbcd999\n", "2L17t8PtR48exdTUlM/uGy6IaGG/waHRaOhSPRn/Qb6H5A5vJ/CXaGFfHjI9PY3PPvsMu3fvdnBa\n", "REZG0qKFEJkWAFyyhbicFjIyQuP9jFlGJoCQeubs7Owgn0nocc4557h9DNnV5JqAx8bGYnx8HCtW\n", "rMD69evx8MMPM4oDwWbt2rWMt3d1dflUrsHGDTfc4HLb6tWrfT5uR0cH8vPz0dvbK9pdZ+LAIRMb\n", "ghgdODLC4a/6eeDEpNmfu/W+EhsbSy8e/LWAu+OOO7BhwwbccMMNuPTSSxlboQaL4eFhWCwWl884\n", "+ZvU1dX57bWJG9DeabFp0ya/vV6409bWhh9//BG/+93vZNGCgUA4LdjKQ1QqFS0Q+uq0OOecczA9\n", "Pe0glgDAKaecgg0bNsjvuUxAkJ0WMpKAiBbetoeU8Q2yu8m1UPj4449hMBjwl7/8BREREbw6kogF\n", "q9WK7u5uSYliWq0WeXl5iIuLE7XToqGhAfX19YiOjgZg6yogRgeOjDQ4fvw4EhMTEREREexTYcV+\n", "Au+vybxKpcKrr76KXbt2oba2VhAhVChI6ZezaFFRUQGLxYK5c+f67bVVKhViYmLkUtL/n+eeew7v\n", "v/++347/zTff4NJLL4XRaKTF81BcwLa2tuLmm2+mRQi+zJo1C88//zydtSIUfII41Wq1YOUhSqXS\n", "RbAAbBsQv//97306towMX2TRQkYSdHd3Q6FQCK5Wy/AjLS0NN910EwoLC1kfs379eixcuBAzZ85E\n", "ZmamZNL+Adske3p6WlKiGBEtYmNjReu0AGzW7J07d2LhwoUAgJdfflmUDhwZ8fLXv/6VDnM8fvy4\n", "aEtDCGyihdBtfxcsWIDm5mYsXbpUsGOysXLlSjz11FO8Hkt+R6byIG9bPHvCpZdeypixFIo88cQT\n", "qKysZL1//fr12L59u99en+zkT01NhbTTYnx8HC+99JJLqLY7SktLceuttwp+3Ts7LXbu3ImPPvqI\n", "tTzEV9FCRkYMyKKFjCTo6upCZmamqHfXpMrBgwdxyy23cC58q6qq8OKLL7LWImu1Wnz11Ve46qqr\n", "ANgcMWIVLSwWC3Q6HSYmJujb/OnkmZqawhtvvIHm5mYAwKFDhxxe2xtMJhO6u7uRn5+PuLg4UYsW\n", "BLLz2d/fH+QzkZEakZGR9OdHiqKFP9v+ehMO6A179uzBDz/8wOuxbE6LQPHGG2/gggsuAACYzWaH\n", "hVyooVar0dbWBqvVyni/v4NPxSJaCC0IOlNQUAAAjMHSwcDZaVFfX48LL7zQxWlh//7IyEgdSYoW\n", "V111FQoKCjBr1iyH/2pqaqBQKNDQ0AAA2LJlCy6++GKUl5ejtrYWVVVVuPPOO1knzevWrUNdXR3q\n", "6upQVVWFJ598kvWLQCawdHV1SWoXXEoMDAzgxRdfdNtBhIsNGzYgOjqaDvTMzs4WbXlIW1sbsrOz\n", "sXPnTvo2f2amRERE4E9/+hO2bt0Kq9WKJUuW4MEHH/TpmN3d3bBYLLTTQszlIQQyoZRFCxlPyc3N\n", "xfDwMAwGAy6//HL85S9/CfYpcWKf/RMbGxsSbX8TExMdciK4CLZoYc9PP/0EtVqNAwcOBPtU/IJG\n", "o8HExATrd0AgRYvIyEjU1dXRYaiBwJ+CoD1xcXFITU1Fe3u74Mf2Bj6ZFmq1GhRFITIyUhCnxSmn\n", "nIJ//vOfDrc9+eSTfnXyyMjYI0nRgqIoPPzww9izZ4/Df6tXr0ZqairOOecc9PT04JxzzkFlZSUO\n", "HjyIffv24bPPPsPmzZsxb948uhsC4cUXX8Qtt9yCdevWYe/evdi8eTOefvpprFy5Mki/pYw9M2fO\n", "xJIlS4J9GiFJfn4+AHgtWlitVqxfvx4XXXQRHYImZqcFEb/s254WFxfjoYce8ksCtlKpRHFxMVpa\n", "WtDW1oauri6ceuqpPh2TnDvJtJCC02JgYACALFrIeA4JmSRhuRdddFGQz4gb+51mhUIREm1/k5KS\n", "MDQ0xOuxs2fPxlNPPUXn2AQTMu6IQUDxB6TUjmmhbrFYMDw8HDDRYt68efjll18C2uIykILgjBkz\n", "PBYt/vnPf+Lbb78V/FycW54y/ZuUhkRFRQkiWnR0dLiMZY8++ih+/PFHn48tI8MHSYoWN9xwA2PK\n", "/6uvvoqrrrqK/jCnpKRgzZo1dC1ZQUEB7rnnHrS1tTmkSY+OjmLVqlW4+uqrMWfOHAC2cJk777wT\n", "zzzzDFpbWwPwW8lwce+99+LRRx8N9mmEJNnZ2VAoFA6LeHumpqawceNG1t2LH374AS0tLXRpCDmm\n", "WJ0WarUaGRkZDr9vWVkZHnjgAcagKSEoKSnB4cOH6cnLKaec4tPxyLmT8hCxOy3MZjPd9UEWLWQ8\n", "hYgWnZ2dQT4TftiLFnzbhIodT5wWVVVV+POf/+znM2Knq6sLLS0tAMTl+vAHJOeLKSDSYDDAYrEI\n", "Klo4l2EQ0SIYJTh6vT6ggmBBQYHH5SGrV6/Gli1bBD8X55anTP8m741QokVKSgodyg7YcjKGhoYC\n", "KlLJhDeSFC3mz5/vEgh49OhRbNu2DTfeeCMAW8/gnp4el+eSXVb7HYMtW7ZgdHQUixcvdnjsmWee\n", "CbPZjA8//FDoX0FGRjSoVCpkZ2ezOi0OHz6MK6+8kq4pt0ev1+PVV19FXl4ezjjjDPr2nJwc6PV6\n", "0YY/5eXlsYo0/qC0tBQtLS3YsWMHqqqqfJ5Ad3R0ICEhAQkJCaIP4gRsOQSk1E4WLWQ8hZRtSVG0\n", "SE9PZwyFlFrbX09Ei2DzwAMPYMWKFQBsTovExES/CdLBhstpQea5QogWbGUY2dnZuPbaa2mXZSjj\n", "qdPCarWit7fXLwHyfMpDiNMpKipKkEwLZ9GCrLH84VCVkWFCkqIFE6+99hoWL16M4uJi+jalUuny\n", "OLLwsl9g/fLLLwDg8Fz7n/ft2yf4+crIiIm8vDxW0eLQoUMAgPLycvo2+wnMW2+9BYvFQttwgRPi\n", "oFjdFoEWLUpKStDW1oZt27YxusQ8hXQOASAJpwXZ9UpMTJRFCxmPiYqKQnp6Ovr6+vDss89iz549\n", "wT4lTpyDOEnbX2LXnjFjhuTa/kpJtEhISKDPdWBgAGlpaUE+I/+RmpqKiIgI2slmT1JSEtatW4ea\n", "mhqfX4etDKOoqAivv/46cnJyMD097VCewISQgZmpqakBFQRXrFiB5557jvfjR0ZGMDU15RfRgk/L\n", "UzLeqNVqQTaQkpOTGUUL2WkhEyhCQrQwGo1488038ac//cnt41577TVceeWVOOmkk+jbySTauY8y\n", "+VmeZMuEOvn5+ayL+ObmZqSkpDhM/OwnMFarFV1dXQ51pGRnVCqixTvvvOPXhVBpaSnMZjOOHj0q\n", "mGhBskik4LQgglZFRYU8nsp4RWdnJ/785z/jz3/+M3766adgnw4nzqIFaftbVVUFwObilFrb39/8\n", "5jf45ptveIWTf/jhh/jPf/4TgLNiJjExke5WNDAwIClHi6dERERgcnLSoTyTkJCQgKuvvtrnRSXf\n", "MozHHnuM7rLhjL8CMxsaGlBRUQHA5j6or6/3myBYW1uLX//614z3jYyMuGwekJIdMTgt/FEeotPp\n", "AMhOC5nAERKixccffwyVSoVly5ZxPu6+++5DTEwMXnrppQCdmYyMNLjttttw//33M9536NAhlJeX\n", "09kwfCYwxGkh1jDO6upqh04hd9xxBzZv3uy316upqcE111yDU089FQsXLvT5eB0dHQ5Oi6mpKZhM\n", "Jp+P6y/IdSGLFjLeEhkZidHRUVgsFtG3PLW3ytt3EiGfAyl2ssjOzsa8efPo7wEuHnnkEbzzzjsB\n", "OCtm7J0WCoWCdSEdKjC5ioPB2NgYa7tTfwVmajQa3HrrrQBsmxE7d+4MuCA4Pj6Ok08+GRkZGQ7r\n", "C3+KFhEREfRnkc1pQfJ0/CVa9PT0QKlUhrQoKCMuxDHS+cirr76K66+/HgoFuwbz1FNPYevWrfjq\n", "q69cBlWyg0yUeQL5OT09nfP177jjDpeawcsuuwyXXXYZ799BRiaY1NfXs97X3NyM6upqj46XkJCA\n", "mJgY0Totrr/+elx//fUAbDsTpDbXX6SlpeGNN94Q7HharZbuoEDGs7GxsYC2mvME4rQoKytzCEGW\n", "kfEEYoEXu2ixfPlyPPHEE0hMTKRLUa1WK3p6epCdnY2mpiZYrVZeAoAU0ev1QV3IJCYmwmAwwGw2\n", "4x//+EfQziNUIGUYZGedUFhYiISEBHz33XcoLS1lFS3cbXQIkfEE2BbRwfhcPfTQQ+jo6MBdd92F\n", "yspK+nZ/ihaATcidmppidVrYixZCZFqsXLkS/+///T/651NPPRUvvfQS59pLJjR55513XIRpvt2l\n", "fEHyosXhw4exY8cObNy4kfUxjz76KD799FN8/fXXjJP6WbNmAQCOHTuGuro6+vZjx44BgMNtTDz7\n", "7LOYPXu2N6cvIyNqrFYrDh06hIsvvpi+jWsCQyYfFEWJuu2pPaQuk7hDxM7ExAQGBgYcnBaAuEUL\n", "vV6PxMREZGVlYXR0FJOTk3S9rYwMX6QiWtTU1ECn00GtVtO15+S6X7x4MTZs2IDOzk76MxxqBFu0\n", "IKW9o6Ojfm33KXa+//577Nq1C7fccovPx2poaMCFF16IPXv2YGJigi7DGB0dxSmnnIJNmzZxOi38\n", "CREtxsbG/N7i9fHHH0dVVRXOO+88AMDu3bvx9NNPY82aNVi1apXDY8vLy/HQQw/5bbwiooU7p4VQ\n", "mRYpKSkOP5NSH5nwg2ljfvfu3XQHTn8heXnsH//4B84//3zWmr377rsPX3zxBbZu3UpP6Ddv3ow1\n", "a9bQjzn77LMRHx+PrVu3Ojz3q6++QkREBH7zm9/47xeQkREx09PTuP322x2CawHQwXKAbVeLqY40\n", "JydHtE4Le4iwIhXRgnRQsM+0ACDqXAsShkdca3KJyAmEDKYLZTZv3kxvDohdtABsYqJ9WB4RR888\n", "80wA0isROX78OK699lrs3buX83FTU1MYGxsLqmiRl5eHRYsWuQ2FDBUef/xxl+9oAPjiiy8EaxVP\n", "clnI9/62bdug0WjotppTU1MwGAyMooW/AzPb29vp4/t7o+Sdd97Bv//9bwCAyWTCddddh8rKStx9\n", "990uj62ursYDDzzgN+cHGV/YnBbkvRCqPERGJthIWrSYnp7G+vXrWQM477jjDrzyyiu44oor8PHH\n", "H2Pjxo3YuHEjPv30U7S2ttKPi4uLw2OPPYY333wTu3fvBmCzrT377LO46667GAdbGZlQYnp6Gg88\n", "8AB+/vlnh9vVajUefvhh/M///I/D7RqNBl9//TUAm5OJqY40Oztb1E6LiYkJjI6O0ufoz/IQISG7\n", "Ss5OC7GLFqmpqbJoYYe/gulCFXtnjhREC2eIaDFv3jzExMRITrQAgHXr1uHw4cOcjyECXDBFi/nz\n", "52P79u1uS3tDBZPJhMbGRpfbh4aGBHcdTExMAAC9CLYXLbicFmSjg4RDlpWVCRaY2dHRQYsp/p5z\n", "zJgxgy51+eyzz7B37168/vrrQWmpS8I4ZdFCJlyQdHnIhx9+iOTkZCxevNjlvn379uH5558HRVG4\n", "4YYbHO6jKIru4U246aabEB0djauuugoURcFoNOKuu+5iVE9lZEINlUqFJ598EikpKTj55JN5PYcs\n", "ktmSo3NycvDjjz8Kdo5CU1ZWhhUrViA9PR1qtdrF+ihWSNeT3NxcAI7lIWJFr9fLTgsnSDAdQafT\n", "4cILL8TOnTuDeFbihVzvZ555pmjLoLgg9e1ZWVmorKyUnGhBSi7ctT0Vg2hB0Ov1KCgowPvvv49z\n", "zjkn2KfjNzIyMqDX62EymRxCOf0hWpC69cnJSSQmJkKpVEKhUGBqagoxMTGsQhFxaixatAj/+c9/\n", "cM011wgSmGk0GtHV1YX58+fjX//6l99Fi4KCAnz55ZcAgGXLluHAgQMO7eADCRFK2MpD7EULIb5z\n", "W1tbce2112Lt2rWoqqrCc889h9NOO00uj5cJGJJ2Wlx22WVobm5mvK+2thYWiwVmsxkWi8XhP7PZ\n", "jHXr1rk85+qrr8a+ffuwd+9eNDU1yYKFTNhAURTy8/PpXXw+jI6OAnBMx7cnOzsb3d3dvFrkBYPc\n", "3Fx0dHSgrq4Oq1atkkwonlarhUajoXeepVIeIjstTsC3haDMCUj51nXXXYeIiIggn43n9PT0QK1W\n", "IzExEVVVVZITLSIiIhAXF+dWtEhOTsbKlStF4VAdGBjA2NgY63dUqJCXlwer1YonnngCFouFvt0f\n", "ogV5/4njArC5LaampvDhhx/ilVde4Xw+6T5BMuN8pbu7GxaLBSUlJUhLSwuY04LMa4IlWADunRbk\n", "uhcq00KhUODrr79GV1cXLBYL/vd//1fUG1MyoYekRQsZGRnhyM/Pp3fxCQ0NDdizZw/j48kimW1C\n", "mJOTg4mJiYAkCntDXl4etFotFi1ahAceeCDYp8Mb+3angLScFjExMYiJiQl70ULGc+Lj45GQkEBn\n", "urhDbFkhPT09yMjIAEVRqKyspDuISInExES3okVubi4ee+wxVgdeILBarejv76eFQdIhLlRZsmQJ\n", "Vq5cib/85S8466yz6JBsfzstCES04AMpkxJKtCAbLQUFBcjNzQ2IaEHCsIONO6cFmRsI2fIUsOXb\n", "EGdPMD/nMuGHLFrIyMgAsC3inZ0Wd9xxB9577z3GxxPRIj4+nvF+sjMq1jBOIlpIDa1W6yBaSMVp\n", "QRYO6enpYS9a+DuYLlTJzc11K1qINSukt7eXnuBXVVXBYDBIbvxJSkoSrQjtTGZmJp577jkA4ihV\n", "8ScRERF47LHH8MUXX+DAgQP46aefAAgvWphMJloct18En3XWWSgoKHD7fKPRiIGBASQnJzvkyvlC\n", "e3s7ANv3eSA6lpHf8+DBg359HT4EOtMiLi4OSqUSg4ODtPjE1gRBRsYfyKKFTNgitp24YOPstBgf\n", "H0d7ezur/dGd04IEW4o1jDMvLw+dnZ2S2+3UarV05xDAttsSGRkpWqeFxWLB4OAgvXDQaDRhL1oA\n", "NhfT3Llz6Z9nzZolWDBdqGKxWPDLL79wPoZkheh0Ouh0Onz//fe48MILA3SG7PT09DiIFoD0Oojw\n", "cVqIAYqikJCQQO/mSyWvyFeWLFmCw4cP44ILLgAA3HzzzYJe+/bvvX15yLvvvotLLrnE7fOJeDh/\n", "/ny0tbXBbDb7fE4dHR1ISUlBXFwccnJyeDuxvKW2thaPPPIIqqur/fo6fCCiBZvTgpSQRkVF8XbC\n", "cEFRFJKTkzE4OEi7eWTRQiaQyKKFTNgh1p24YJOfnw+dTkd/uZGU+LKyMsbHuxMtyJeZmEWLyclJ\n", "rF271qMsj2BitVpdykMA246KWJ0WQ0NDsFgsAXVaSEGQ1Gg0eOONN+if77nnHkGC6UKZN998E489\n", "9hjr/WLOCiHlIYBtrI2NjZWcaPHoo4/i1ltv5XzMzz//jO3btwfmhDhITEzE0aNHkZSUFJTODsHC\n", "vnvHddddh6VLlwp2bHvRgmnn3nlMc4aE0dbX18NkMgkiMHR0dNDuh0A4LZRKJVatWiUKIYxc12az\n", "mRaA7J0WpFOLUJkWgE0AtHdakDFNRiYQyKKFTNgh1p24YHP66afjzTffpJ0Hhw4dAuC9aKFWq5GW\n", "liba8pDCwkJkZmbi9ttvx3fffRfs0+HF8PAwDAaDi2gRFxcnWqeFczcBf4oWUhMkibNJrVZj3759\n", "QT4b8TNv3jy6taHUsC8PUSgUqKiokJxosWjRIsyZM4fzMS+99BLuvffeAJ0ROwkJCTCZTGHT9jQQ\n", "2JcGOS+CTSYT+vv7oVCwLyvIQpd8hoXItWhvb6edhzk5Oejr63NYuIcyxGkBnHBY2P/u9k4LIUWL\n", "48ePQ6fTITk52aEVtYyMv5F0y1MZGU9xtxMX6rWvXBQVFaGoqIj++dChQ0hPT2fdUTAYDFAoFJxf\n", "WoHY+fCWWbNmYdu2baisrKTzN8QOWeTal4cA4nZakMAye6eFv0QiqbUR7ezshEKhwMKFC2XRQgBI\n", "VgixLhOCnRVisVgcRAvAViLS1NQUtHPyF0J9j/raOjUxMRFXXnkl/vnPf/p8LjI22MpDent76e8f\n", "e6eHM0S0mDt3LiiKQmtrK8444wyfzqmjowOLFy8GcCJHS6fT8crYkDr2DiKj0YioqCiH8hDitBBS\n", "tFi3bh3i4uLQ3t6OmJgYQY4pI8MX2WkhIyPDyKFDhzjbeY2OjiIuLo6zVShpeypWiKAiFdGClLEw\n", "OS3EKloEymkh5tIANrRaLbKysjB79mxZtBCIhoYG1NbWAgBiYmJQX18f9KyQ48ePw2g0OlipiWgh\n", "tUwdd+j1eo+t8/blXEK5pUj+hhTb44oVNqfFRRddhJtuugmAe9EiNTWVzp/w1WlByiWJQJGbmwtA\n", "vCWpQmPvtCAOC6byEJJpIcRYU15ejtzcXJxyyiluS8VkZIRGFi1kwgo5tZ8/5513Hq6//nrW+w0G\n", "A2tpCEHMTgvgRGcTqYRJabVaREREuJyvmMtDiNPCXrQYGhpy2BEKVzo7O5Gbm4va2lp0dHRIpjOD\n", "mNFoNPjrX/8KAPjVr36FnTt3Bj0rhNTyOzstDAaDZPJ0AOC7777Dgw8+yPkYT5wWTALFueeeK0j5\n", "ZnFxsfydLjBsmRZqtRqDg4MA3IsW5DNQVFTks2hx/PhxGAwGh/IQIHxEC2enhf3/gRPlIWq1Glar\n", "Vf7OlZE8smghE3Y0NDSgvr6etrZlZWUFfSdOLLz77rvYtGkTAOCKK67AlVdeyfpYg8HA2u6UIKRo\n", "4Y9wxa6uLkRFRdE7EmJHq9UiJyfHZfdQzOUher0e8fHx9K4QqTEXus89myCZlZUl2sVLZ2cn8vLy\n", "aGfA/v37g3xGoQEpDxkfHw/ymdggtnhn0QKQVgeRX375BY8++ijnjq0nogVTvtSePXtcHueNW+q5\n", "557DunXrPHqODDdDQ0OIiYlBZGSkQ3lIsEQLIvgR0SIpKQnR0dF+7yAiFjxxWgDM4akyMlJCFi1k\n", "wg6NRoOdO3fi5JNPBgBUVFQEfSdOLLz77ru8J3p8nBbZ2dno7e2FyWTy+pz8Ga64atUqSX2Ra7Va\n", "l9IQQPxOC5JnAZwQLfwRkPn2229DqVQiJiYGmZmZUKvVmJiYEO3fRqvVIjc3F2VlZVCpVHKJiEAQ\n", "B9Xx48eDfCY2mJL28/LyJNdBJCkpCSaTyWHBao/VanVob8wFWzmXEG0wCbW1tZzdLGQ8Y3h4GImJ\n", "iS4ZCWq1mv6seSJatLa2+nQ+7e3tAECXh1AUJXp3p5AwBXGytTwFhBEttm3bhksuuQSvvfYa3WFO\n", "RiZQyKKFTNjS1dUFlUqFvXv3hlxdsbfk5eXxtivzLQ8hIXTe4s9uLy0tLQ7BjWKHqd0pIH6nhf0i\n", "hogW/si1IC6hHTt2oLGxEf/973/R3t6OP/7xjxgYGBBVtoXVaqVFC5VKhcrKSlm0EAjitBCLaNHb\n", "24vY2FiH8VKhUKCyslJSYZyJiYkAwFrGND09jeuuuw51dXVevwZTe1JvyjfNZjMaGxthsVi8PhcZ\n", "R4aHh5GUlMQoWsyePRtGo5EzB8tetCgsLERfX59P31sdHR2IjIx02HQKJ9HC/rPi7LSgKIru5EJE\n", "C9LO3hd0Oh3ef/99/PGPf8SPP/7o8/FkZDxBFi1kwhKz2YyOjg6cfvrp0Ov19E5YuJOfnw+tVouf\n", "fvoJH330Eedj+TotAHgdxunvcMWSkhLMnz/f5+MECq1W69I5BJCm00Jo0cJgMOCJJ57ANddcg1mz\n", "ZiE1NRU1NTV45pln8K9//QvFxcWiaoM6PDyMsbExWoSqra2VRQuBIOONWDJC7Bdr9lRVVUnKaUFE\n", "C/tsA3vUajVeeeUVXm1p2cq56urqUF9fT/+9SktLvSrfPH78OKxWq8PYI+MbQ0NDSExMRHR0tEt5\n", "yNTUFJRKpduWp/ZOCwA+uS2IiG//muEkWjiXh1gsFtqpZP83UavVAIRxWtiH7EolC0wmdJBFC5mw\n", "pLu7G0ajERdccAEASHaxIHTOQ35+PkZGRrB27Vo88MADnI/l67QAwicYy59YLBY6A8EZKTkt4uLi\n", "oFarBRctXnjhBQwPD+O+++5zuH39+vUAgJGREcGdOr5A6q5J4n1tbS32798v7wwLgE6nQ0REBL1w\n", "DTY9PT0OpSEE0kFEKu95cnIyAND5Bb7S0NCABQsWAAASEhJQX1+Pf//739i5cycaGxuRlJSEP/zh\n", "D16Vb65duxYA3H5HyfCHzWlRWFjotsXo2NgYRkdHXUQLX3It2tvbXV43nEQL5yBO+9IQe9FCyPIQ\n", "e9GCSYiVkfEnsmghE5YQdf/0009HfHy85EQLf+U8kAXxl19+yWnzBE60POUiLS0NKpXKa6eF3O3l\n", "BH19fZienpZ8pgVFUYK3PR0ZGcGTTz6J6667zsGJIuY2qES0sHdajI2N+VznLWMTLWbOnAmz2SwK\n", "Ma+3t5dxgl9ZWYmxsTHJdBAhY/GRI0cEOZ5Go8Hnn38OAHj66acdOr2kpqaiuLjY688DWaAxlZvI\n", "eAdxWjiLFg899BA2btzI+VznDjoZGRmIjo72SbTo6OhwcR7m5uaiq6tLFGKlv3F2WtiHcNqHdQsp\n", "WhDhEpCdFjKBRxYtZMISspApLCxETU2N5EQLf+U8kAlAb28vysrKOB/Lx2mhUCiQlZXl085HQ0MD\n", "vbCLiYlBfX19WHZ70Wq1AMBYHiIlpwUAQUULvV6Pxx9/HAaDAatWrRLkmIFAq9VCoVDQk3jSQURq\n", "Y5HYMJvN6OnpQWVlJQBx5FpwlYcA0ukgEhsbi1dffZW1pK6zsxM7duzwaMFIxoHi4mKX+woLCxlF\n", "Rz7cfffduOGGG13ach4AACAASURBVHiVqsjwgzgtnMtDAGDdunW0a4YJ5w46FEWhsLDQ5/IQJqfF\n", "1NSUYG4gMcPltGASLYTItLB3WtgLGDIygUAWLWTCktbWVmg0GsTExEiultyfu8dZWVlYs2YNALh1\n", "WvBpeQr4btfUaDT0ZOj000932I0LJ0hgH5vTYmJiQtDkfSGwWq3Q6/UudeUajcZn0YK4jaqrq/HY\n", "Y48hJSXFYecJELdTp7OzE5mZmfTEMyMjA+np6ZIai8RIf38/LBYLLVqIIdeCTbTIz89HXFycZEQL\n", "APjjH//IKmh/9NFHWLp0KSiK4n084hBkGtN9WdSmpaXhlVdecRkTZLyHzWkB2MYzrvfK2WkB+Nb2\n", "dGpqCjqdzkXEJyWp4dD2lMtpoVQq6X8L6bRISkqi/+3J51xGRghk0UImLGlra0NhYSEA2w7nwYMH\n", "HQb8cCUiIgLnnHMOAH6iBZ964ezsbK/LQwhkwR4OuyfOkMX5bbfdBgBYtmyZSykQeR/Gx8cDfn5c\n", "jIyMwGQy+cVpQdxGPT09sFqt6OnpYXQbNTQ0oL6+HllZWYiIiEBWVpYonDrO7WspipKcgCpGyFgj\n", "FqeF2WxGf38/Y6YFRVGS6yDCBZOryh1kLCMBvfYUFhaio6NDdGJsuMKWaWG1WjE0NMQ5H+jp6YFS\n", "qXTYqfdFtCCiBJtoEQ65FnxFCyGDOJVKJW6//XbcddddPh8rEAid+yYTXGTRQibk4DNItba20juw\n", "tbW1MBqNaG5uDsDZ+Y6/d48PHToEAIKUhwC+Oy1MJhNaWlqQkJDgU+tUqUIW5yMjIwDAWAoUGxsL\n", "AKIrERkYGAAAF6eFr6KFJ24jjUaDnTt3Yv/+/TjrrLNQWVkpCqdOZ2cnHcJJkEUL3yHtTknpRbBF\n", "i4GBAVgsFtbQusrKSuzduzckJtbeiBb9/f2gKIrxeYWFhTCZTCG/ay6FhRURJpi6hzz++OP4+9//\n", "Tn8PMdHT0wONRuMQEFlUVITW1lav8idIDoxzeUhmZiYoigoL0YKrPMRfTgsAePbZZ/H0008Lcix/\n", "4a/cN5ngIosWMiGDJ4OUvdOiuroagLRqyRsaGugdBpVKJWjOQ0VFBVavXo2EhATWxxBVPxBOi2PH\n", "jmF6ehoLFy6kd9XDBb6Lc/I+iC2Mk5yjPzMt+JKamoo5c+aIxorP1AmmtrYWR48eFZ34JCW6u7tB\n", "URRKS0sBBF+0cK7lt6evrw9ff/01fvnlF8lMrHt6evDggw8yjuneOi3S0tIcavAJRJwP1XBaKS2s\n", "JiYmYDKZGJ0WZCffnWjh/BkoKirC5OSkVy3n29vbAcBF+FWpVMjIyAgL0YLLaWEvaAiZaSEV/JX7\n", "JhNcZNFCJmTgO0iRnRsyIUpMTMSMGTMkJVpoNBqcccYZAGyLMSFzHmbPno0HH3yQ8zFkcczXaTE0\n", "NOR16QKxTp955pmYmJiQF3QMSNFpMTg46LXt21u3UVVVFXp6eoJeZmS1WqHVahmdFlarVTTCihTR\n", "6XTQaDSIjo5GbGxs0DMtiDuMqTxk+fLl9OJLKhPr6elprFmzBnv27HG5z1vRgqk0BAh90UJKCyvy\n", "OWLKtPBWtCAbR96UiHR0dNCfc2dIB5FQh8tpYX+fkOUhUkDMXcNkfEMWLWRCAk8GKa1WC7PZTH9h\n", "AtK0Zbe0tECtVqOnp8clydvfjI6OAuAvWgDe15g2NTUhKSkJJ510EgB4tSsjVfguzqXotCAhnd7S\n", "0NBAlzBlZGTwchuJpVvDyMgIDAaDi2hRWVkJhUIhubFITHR3d9Ot+JKTk0XjtHAWLaQ6sc7NzUV0\n", "dDRjOaW35SFsgntUVBSysrJCUrSQ2vs/PDwMAIzdQ8iiOCYmhvX5QosW7e3tLqUhBF9LUqUCX6cF\n", "RVGIjIwMG9FCJnSRRQuZsINMFOwXg1IULZqbm2m3hS+9zr2B7OjzLQ8B4HWJyMGDB1FRUUFPeMIt\n", "16KhoYFuMZiYmMi4OBez0yI2Npa2pxLIzqovJSIajQY33XQTIiMj0djYyMttVFpaCqVSGXTRgrSv\n", "dS4PiYqKQllZWUDHIinU03uCTqejxxyxiBbEUh8KKBQKlJaWMooW9fX1mDdvnkfH6+vr4/zc+tL2\n", "VEY4+DgtXnjhBdbnM4kWsbGxyMjI8NppwdT+G7CJFqGegwJwOy2cu+YwdXwJVcTcNUzGN2TRQiYk\n", "8GSQIrs29ip9bW0turu7aTu72BkYGMDg4CDd6ePo0aMBfX2yOObT8pQsIHxxWlRWVtI7leHktABs\n", "i/ONGzcCANatW8e4OBez04JpkkBEC1/rt0kuhHP5CRuRkZEoKSkRVLTwZtFPJtTOTgsgcAKqlOrp\n", "PUFsTove3l7G0hCxT6y5ruuysjJG0WLt2rW4+uqrPXodPqJFKDotxP7+O2PvtGATLdhysEh3J6Zc\n", "FxLG6SnuRItwd1owiRbhlGnR0NCAOXPmABA+900meMiihUzI0NDQQE8OlUol6yDV1taG7Oxs+osW\n", "sC0UAGD//v2BOVkfIRPGhQsXIiYmJmiiBR+nRXx8POLj471yWlgsFhw8eBCVlZVITk6GSqUKO6cF\n", "cCIpvaamhvF+MTstmAQFIZwWgGvbUD5UVVWhsbHRp9cFfFv0d3Z2QqFQ0Itre4ho4e/AWSnV03uC\n", "vdMiKSkp6JkWbIs14EQ73piYGM7vrEDC57pmEy28ob+/nzXTAghd0QI48f6TENK6urqgv/9s2Dst\n", "nMtDYmNjkZKS4rDT7/zc6elpxs9BYWGhx04Lq9WKjo4OzvKQwcHBgJfNBhou0cJ+fguEl9MCsG32\n", "vPbaawBspXlC5r7JBA9ZtJAJGTQaDWJjY5GYmAiLxYKtW7cyDlKtra0OeRYAMHPmTERFRUmmRKS5\n", "uZlOyC8qKhK1aAF4v/PR0dGBiYkJVFZWgqIoZGRkhJ3TAjghWjDtzAO2yYtSqZSM0yIxMREqlcpn\n", "0YKpbag7qqurBXFa+LLo12q1yMzMdLD3EmprazE0NORXe7PU6un5YrFY0NPTIyqnBZdoQdrx3n//\n", "/aAoCtu3bw/6xJrPdV1WVoaenh66DbO3WCwWzkwLwFbG2d3dHZK7xBqNBl988QUdSPz3v/896O8/\n", "G8PDw1AoFIiLi3NZAJ9zzjnQ6/WsjjeuDjpFRUUeixb9/f2YnJzkdFoA3pekSgVPykPUanVYiRbA\n", "iSDw3t5eWCyWIJ+NjBDIooVMyHDs2DEcO3YMt956KywWC6sA0dbW5mLLjIiIQHV1taREi/z8fERH\n", "R4e0aEE6h1RUVACwTXrC1WnBlpQO2IK24uLiJOO0oCgKaWlpQREtqqqq0N/f79Nr+7ro5zpv4vqS\n", "ylgkJvr7+2E2m0WVacFWHmLP/PnzYTQacfjw4QCdFTN8r+uFCxfizTffdGhTOjY2hqamJofdXncc\n", "P34cZrPZbXmI1Wqlu6yEGgcPHqT/HWxXEBdDQ0NITEwERVGMu/YXXnghPvjgA8bnuhMturq6PFpQ\n", "ExGfTbQgY2uol4hwOS2cM3TCzWkBnHByGo1GyZR+y3AjixYyIcNXX30FhUKBW2+9FSqVCrt27WJ8\n", "HJPTApBWGGdLSwvdOaG4uDgoogVFUayLaGeys7O92vVoampCbGwsXQIQzk4LtgkaITY2VnSiBVc3\n", "gfT0dJ+EA4vFgq6uLq/KQ4DgdhDhKmvJy8tDfHw8fvjhB7+9vtTq6fmi0+kAQDJOC0J1dTUACFK2\n", "FAjy8vKwYsUKhxaXu3btQlVVlUehmaTsxF15CBC6bU/t33MxixbDw8NISkoCAERHR2NqasqhhG3L\n", "li30588Zd6IFAI+uGyJgcZWHAKEvWnA5LZjKQ0LRrcSFvVAR6tdCuCCLFjIhw9atWzF37lxoNBpU\n", "V1czihZTU1Po7u5mnLDX1taisbGRtmqKmebmZgfRoq2tLaDnPTo6iri4OFAUxevxOTk56Ojo8Nh6\n", "3tTUhIqKCigUtqEqXJ0W7e3tbkWLuLg4v5aHeBM4yea0AHwXLfr6+mA0Gj12WsycORMqlcon0cLX\n", "RT+b06Kvrw+nnHIKJicn8dRTT/k1HLOhoQELFiygf05NTRVtPT1fiDAqlkwLo9EIvV7vVrRIS0tD\n", "ZmZm0DOVfLmuydiQkpLC+/XI55/LaZGXl4eIiIiQFS0OHDiAGTNmIC4uTtSiBXFaACd28cnOvdls\n", "xuTkpIOIZU9vby9iYmIYnZneiFIdHR2Ijo5mvSZJjlaodxDhclo4byiFo9NiYGCA/huFeqlQuCCL\n", "FjIhgcViwVdffYUlS5YAAObMmcMoWnR0dMBqtbI6LSYnJ3HkyBG/n68vmEwmHDlyBKWlpQBsooXR\n", "aKTbKAYCg8HAuzSkr68P7733HrRarceBhSSEk5CZmRm2Tgu2XSWCv5wW3gZOWq1WDAwM+M1pwdWB\n", "gwuVSoWysjKfnRZ8g3+ZIF1PnCF5AkajEZOTk34Nx9RoNHjvvfcA2MoTJiYmWBcdUkGn09HZN4DN\n", "aTE5ORm0yTr5nLgrDwFsIbvBFi2AE+GQZBd3wYIFvK5rvV4PiqKQnJzM+7XI34dLtFAqlcjLy/Nr\n", "29Ngtv1tbGxEdXV10AU2d9g7LZxFi7179wJgd68RtxHTJkdOTg5UKpVHuRbEeci1aRIOHUQ8cVqE\n", "a6ZFWVkZFApFyF8L4YIsWsiEBL/88gv0ej2WLl0KwCZaHDhwwGWQJhMfpt0k0plB7CUibW1tMBqN\n", "Dk4LILBtTw0GA692p4BtIUZ2UTwJLLRarbTTgpCRkYHe3l6/d1YQEyQpPVhOC28DJw0GA4xGI6vT\n", "QqPR+CRaEJHO0/IQwFYi4qtokZycDKPRiJiYGCQnJ/NOJx8eHsbo6KiL2BKMcMyWlhYAwIMPPojx\n", "8XFs2bLFL68TKLq7u5Genk5P5skCOlglIly2eGeqq6tFUR5CwkHJtfzJJ58wXtfffPMN/va3v9E/\n", "6/V6JCUlOeRcuKOvrw9KpZJeDLPhrw4iYmj7e+DAAcmIFsRpQXbxyfyKdOlgExG4SqQiIiIwY8YM\n", "j0SL9vZ2tyJ+OIgWXE6LmJgYh8eGq9MiMzMTGRkZIX8thAuyaCETEmzduhUxMTGYP38+AJtoYTKZ\n", "XASI1tZWKBQKxoVOWloasrOzRS9akFZzRLQoKCiAQqEIuGjBx2nhy0Ksu7sbIyMjLk6Lqakpumd8\n", "OKDX6zExMRGUTAtf3j9ST+qv8pDOzk5ERkayHp8LskD0RfzaunUrBgcHcf3116O/v593vbC3DhF/\n", "0NzcDJVKhSVLluCkk07Cpk2bgn1KPqHT6RzayEpJtKipqcGxY8dE0QHIYrHQZXhsf7s9e/ZgzZo1\n", "dCo/V34NG6TdqbsyQ3+JFsFu+zs8PAytVouqqipR5K9wMTQ05OK0IGJFXV0dKioqcOONNzI+112u\n", "i6cdRPiI+OEuWjAFcYZjpkVaWlpYXAvhgixayIQEW7duxaJFi+hBvKamBkql0qVEpK2tDbm5uYyt\n", "BgFphHE2NzcjOjqaXvRERkYiPz9flKKFL5BUdXvRgtisw6lExF1SOsHfmRaeQkQNrvIQvV7vdSsy\n", "kgvBN1fFnqqqKgwODvqUj/Luu++ivLwc5557LgD+NbNEtHAWToMRjtnc3Izi4mIolUpcfPHF+PTT\n", "T+mFiBTp7u52EC3IIitYO9g9PT2gKIozaJJQXV1Nu8uCzcDAAEwmEwB20aKsrAwTExO048kb0aKv\n", "r4+XO2nGjBmCixZiaPtL3mupOS2cy0Pi4uLQ1NSEkpISxuf29PRwlkgVFRXxfn/1ej1aW1tlpwW4\n", "y0Nkp4WjaCFnWoQGsmghI3kmJyfx7bff0nkWgG2AZgrjZOscQqitrcWePXuCVt/Kh5aWFpSWltLh\n", "lEDgO4jwFS18WYg1NTVBrVY7vF9ktyacwjhJUnownBa+vH98nBZms9nr3UWuDhzu8LWDyOTkJD7+\n", "+GNceuml9DnwzZTRarWgKMphcU0geQJkgl9eXu42T8CXenwylgDAxRdfjLGxMfzf//2fV8cSAzqd\n", "jg7hBILvtOjt7UVqaiqrSG5PVVUVKIoSRa6F/WKPbSFNnH7E+ZeXl4d58+Z59Dp8RYvCwkIMDAyI\n", "rjuSrzQ2NkKhUKC8vFz0ooW908K5PMQd7pwWhYWFOHr0KGdbSlLKU11djcHBQaxfv56zlCc3Nxfd\n", "3d1ei+JiwN3Y7kl5SLhmWshOi9BCFi1kJM93332HyclJB9ECsJWI/Pzzzw63tbW1MS7CANuX4kcf\n", "fQStVovq6uqg1Lfywb5zCEGsogVwYiFGURQSEhJ4BxY2NTWhrKzMoUY6XJ0WUVFRbndr/eW0IO+f\n", "UqkEYLvW+AbzAdxOCwBel4iwdeDgQ3FxMdRqtdeixeeff47R0VFccskl9DnwTarv7OxEVlYW40KW\n", "5Ak0NjZCpVLh5ptvZl3UCVGPbz+WlJWVobq6WtIlImIsD+FTGgLYFhnFxcWiyLWw35Vk+9sVFBRA\n", "rVbTosXq1avx3HPPefQ6pDzEHf5oe8omyCYkJHAKskKGdh44cAAzZ85EVFSU6EULJqcFH1eW2WxG\n", "f38/6+egr68Pr7/+OgwGA+e8i5TykO/+I0eOcJby5OTkwGQy+VSCGCz4ju2y04IdEgROyr5l0SI0\n", "kEULGcmzdetWus2pPUxhnG1tbaxOi+XLl9OdQ3p6egJe38qX5uZmeneUQESLQAVUkpanfCALsRkz\n", "ZuAPf/gD78DCpqYmh9IQwDahjIqKCiunBZ+kdMAmWvhjJ1Kj0WDHjh10GjlpK+yOgYEBREdHu0ye\n", "CMEULSIiIlBeXu61aPHOO+/gpJNOQnl5OeLi4pCUlOSR08LdefPZHfK1Hn9ychJtbW0OAujFF1+M\n", "Tz75RJK1zxaLxcVpER0dDbVaLQnRArCVCYjFaaFQKKBQKFj/dhEREZg5cyYtWniDJ04LAIJ3ELHv\n", "lBIdHY20tDQcPnwYH3zwAQBHgcIfoZ2NjY2060vMooXZbMbo6Chr9xAu+vv7YbFYWD8Hy5cvpwOB\n", "e3t7Gccxb0p5cnJyAPAXk8UE37Gdy2nh3Akq3DItRkdH6SDwnJwc6PX6sBJtQhVZtJCRPFu3bsXi\n", "xYsdyiUA1zDOiYkJ9PT0MO6uiKG+lQ8jIyPQ6XSMTovR0VFOe6WQeJNpkZ2djZGREd6Pd253CoBu\n", "ZxhuTgt3pSGA/1qeArbPx9jYGIqKivDNN9/wEsfc1bgT0YJp4u9uN9NisbC2DeWLtx1ERkdHsXnz\n", "Zlx66aX0bbm5uR45LfiILdnZ2ax1uEKMV0TktBdAf/vb32J0dBRffvklr2OICb1eD5PJ5FJ2E8zF\n", "YG9vL692p4SamhrROC0yMzPd/u3Kyspw6NAhr1+Hr2iRmZkJtVoteK4FEdSTk5Nx6623QqfT4dJL\n", "L8Wll16K0tJSB4Hi3HPPFTy0k3QOAWzXqViDOMn3Nlv3EC64wmj9Oe8iooXUdtg9+ZtwOS2YRItw\n", "WrTbl6eSa0HOtZA+smghI2kGBwfx888/u5SGALZ8CvswTpINwJVpIXbIjgSTaAEEru2pJy1PCRqN\n", "hvfOVH9/PwYGBlxEC8A2+QlHp4U7/BnESRYLV111Fbq7u3ldZ8SayUZycjIiIiIcnBZ8dzP7+/th\n", "NBp96sBBRAtP3UkkrPKSSy6hb8vLy+PttOArtvi7Dte5CxFgC72tqKiQZIkImZDaOy0ABLUrgzdO\n", "i56enoCJz2x0dXUhOzvb7d/u9ttvx8qVK2G1WtHT0+OwaHKHyWTC4OAgr/IQhULhlzBOwLZD3d/f\n", "j9LSUiiVSrz11ltISUnB4cOHHQSKPXv2uDzXl8W1Xq9HT08P7bRITk6GwWCgA1DFBBGu2LqHcOFJ\n", "Bx02vMlW0mg0UCgUPjmBxA6X08J5UyncMi1k0SI0kUULGUnz9ddfw2q1MooWUVFRqKqqokULMuFh\n", "+vILRnK/NzAtNIDgiBaeOi08ES1IqnpFRYXLfWJyWghZ38xGe3s7b6fF2NiYX4LHyGfn97//PRQK\n", "BbZv3+72Oe6cFgqFAqmpqQ6iBV9brBBtQ6urqzE0NOTxRObdd9/FggULHMYLT5wWfMpDAG7RQojx\n", "qqWlBYmJiS6Lxosvvhgff/wxdDodr+OIBXK+zk4LKYkWNTU1ACBIiYgvY1N3dzdycnLc7v4vXLgQ\n", "S5YswcjICLKysvDRRx95dH5Wq5WX0wLwTwcRwHbdWK1WWkgcGhpizJsxm82Cvi5xedk7LQCIsp03\n", "OSe27iFckO9qJseRJ+MYKeVRq9VQq9Wc2Vh9fX047bTTAABr1qwRbT4ZE578TTwJ4gw3pwWZV9iL\n", "FlJz3ci4IosWMpJFr9dj8+bNKC0tZV3UzZkzhxYt2traoFQq6QHMGfKlmJCQAIqieAdGBpKWlhZk\n", "ZmYiISHB4fb4+Hikp6eLXrTg65A4ePAglEolZs6c6XKfGJwW/qhvZmJychK9vb1u27sBJ3ZW/NGy\n", "srW1FYmJiZgxYwZmzZqFb775xu1z3DktAFuJCJlceGKLJa4GX8tDAM86iBw9ehSff/65Q2kIOQ8+\n", "TouRkRGMjo7yOm+u8hDANl4tWLCA/nn+/PkejVckhNM+K6Wvrw+ffPIJRkZGRB1GzAT5WzmLBMES\n", "LSYmJjAyMuJRecjMmTMRGRnpU4mIEGOTvdOCT2mNu9BdtvMEwFu0KCws9ItoQT637oREJiHDl02N\n", "xsZGKJVKuk1osNvzckHOiYgWJN+Ir2iRnJxMP8cZMu+KiYmBUqlknXeRUh6NRoPrr7+eMxuLiN8W\n", "iwUGg0G0+WRskL8JEYdUKhWds2IPV3mIsxM23DItiNMiNTUVCQkJiImJkUWLEEAWLWQkh/2kbMOG\n", "DRgeHmadlM2ZMweNjY2YnJxEa2sr8vPzHbpR2EO+FF977TVYrVZs3LiR94QqUDB1DiEEqoOI0WjE\n", "1NSUx6JFRkYG+vr6eNnxSc93+50E++ME22nhawgiX8juPV+nBQC/5FqQVsEURWHRokW8ci3cOS0A\n", "R9HCEzo7OxEZGelWFOGisLAQ0dHRvEQLMuaQnJwNGzY4jDm5ubno6+tzOynku0ACbE6LkZER1vdT\n", "o9Hgww8/pH9+6623PBqvmMaS5cuXY+/evQBspXdSmuzrdDqkpaW5jBnByrQgwqonTguVSoWKigqf\n", "nBZCjE3EacFX8AmkaCF02LSza4ttp7uurg719fX0wt1TkdCZAwcOoKysjL5exSxaEKcFOUeKohAV\n", "FcW7PITrM0DmXStXroRKpcK3337Lek1MTk6is7MTdXV1rMeTSj4ZF+RvUlJSgpNOOglGo5Eel+2J\n", "iIigs9ycnRZMosXk5GTAwtqDzcDAABISEqBWq0FRlNz2NESQRQsZyWE/KTObzejt7WWdlJFFxv79\n", "+zk7h9hz6qmnAgAd4CkmmDqHEAIlWpBFlDdOC6PRyMv+ytQ5hJCZmYm+vr6g9V8P5KSoo6MDAD/R\n", "grwf/si1IKIFACxatAhardZtkr+nTovU1FRGFxTTbqZWq0VOTo5L+K4nKBQKVFRU8BItyJhDrt2f\n", "f/7ZYcwhzgl3kyJPylr41OGS6wMA70wNQktLi8NYIvXJfnd3t0ueBRA8p4W3tfy+hHEK8R6SjIfs\n", "7Gxe4ZBr167F66+/DsAz0YJ87vlkWgC2cWB0dBSDg4O8X4MPnZ2diI+Pd3Avkp3urKwsZGVlob6+\n", "Hv/+97+xc+dOvP/++wCAF1980adNDfvOIYC4RQtnpwXAv9ygt7eX12dg9uzZmJiY4BxDjxw5AqvV\n", "yrpxE0pYrVa0trbisssuQ2VlJTZs2MD4OOK2cHZaODtb1Go1rFarR7kzUsZ5/pGTkyNnWoQAsmgh\n", "Iyk8nZTV1tYiIiICu3btQmtrK+MOijNZWVlITU0VnWhhsVjQ0tISdKeFL6IFwNwtwh69Xo/GxkbG\n", "PAvA5rQwGo2iTVoXErIo5bPIDYTTAgBOO+00UBTFWSJitVq9cloUFhZCqVTSz6uqqmLczfS1cwiB\n", "TwcRPmMOeX/cCQednZ2gKIpxce0MeQzXJN5b0YLkHYTS5F+n07nkWQDBEy2I08KT8hDAlnHQ2NgY\n", "tB1Rkg1CnBbuFtEffPAB/vGPfwDw3GkRFRXF+3vEX21PmcYSstO9f/9+7N+/36EUob6+HhRF+TQ/\n", "sFqtDp1DgBOihRi/14aHhxEdHe3gYoqOjuZdHsJHtCgvLwcAzm40bJle9kgln8wdfX19MBgMKCkp\n", "wZVXXomGhgaMjo66PI68J85OC2fHmSc5JKEAk2ghOy2kjyxayIQ00dHRdBgnX6cFRVGora0VnWjR\n", "1dWF8fFxTtGip6fHbx0kCN6KFmTyzpZHQSz41dXV6O3txXvvvccocJAJULByLQI5KWpvb0dGRgY9\n", "4eDCX04Ls9ns8NlJTk5GbW0tp2gxPj6OyclJt04LjUZDixY7duzABx98gJdffhlNTU2IiorC1Vdf\n", "zbibybdtqDuqqqrQ2Njoc7cGci7uwji1Wi0yMzMZ6+Od4SNatLe3Iy4uDmlpaR6JFkyTf6lP9nU6\n", "neicFhERER7/7WpqajA6OuogSPFFiPfQvgsLn78duYbUarVL+B8XpN2pfaYKF2T8ETrXgisYNzU1\n", "1eXvFhcXh+LiYp/mB729vdDr9Q6iRWJiIiiKEq3Twt5lAUCw8hDCjBkzEBkZ6Va0SEpKcuvOIU4Z\n", "IgQtWLBAdPlk7jh8+DAAoKSkBFdccQUmJycdygEJbE4L5+8YMocIl1wLWbQITWTRQkZSeDMpmzNn\n", "Dr755hsMDAzwcloAEKVo4W6XgXQQOXbsmF/Pg4gW3rQ8BdidFsSCT2zVhw8fZiz7IeJHMHMt3n77\n", "bahUKjofpa6uzi+Too6ODl4hnID/nBbd3d0wGo0Ogh/JtWCDb407cVr09PTg5ptvxty5c3HNNddA\n", "o9Fg1qxZ2L17N+Pz+Hbg4KKvrw9vvvkmDAYDZ+gknzEnLi4OSUlJvJwWfB0isbGxSExMdFseUlBQ\n", "gLy8PN7dKwVqNwAAIABJREFUS4ATrZOdg27JZJ8sMsrKyiQz2e/u7mZ0WiQlJQWlleSxY8eQlpbG\n", "mqHEBlnIeptrQd5DIgYkJSV59B6SiT0pDxkaGuIsxSPfR3V1dbwFCMBWHsK3NAQAUlJSEB8fL7ho\n", "4Y0A6uv8gLi77MtDFAoFEhISRClaDA8P0wIAgW95CF/RIiIiAiUlJZwtSonT1N11Rpwyr7zyCgDg\n", "/fffF10+mTuIaFFUVIS8vDycfvrpjCUistOCGWfRIjs7G11dXWGT6RGqyKKFjOTgmzZNmDNnDv0F\n", "wMdpAdgmJYcPH8b4+Lgg5ywELS0tUKlUrL9DoNqeeuu0SEpKglKpZFwYelL2QyZAwRQt3nzzTSgU\n", "CmzZsgUAcP/99/tlUtTR0cErzwLwn9OCLBKcRYvW1lbW3WD7Huls9PX14bnnnoPJZEJJSQn27duH\n", "v/71r3ROxezZs7Fnzx6X51ksFnR1dflcHrJ8+XJ6V6+3t5czsLChoYHO0CA17s5jDh/h4OjRox4t\n", "1NztDpHrg2/3EkJzczPy8/NddsbJZJ8syO666y5JTPatViun0wIIXFYAcYy98MIL0Ov1HnfvyMvL\n", "Q0JCgte5FhqNBtu2bYPVakVFRQUmJiZoQZMP3d3diIqKQnJyMpKTk+kODGwQWz/TLjAXxGnBF4qi\n", "/NL21FvRYu/evV4vgBobG6FWq+nvbEKwQmPdweS04FMeMjk5iaGhId65LuXl5W6dFmyZXkyQxwY7\n", "uNsbjhw5gtzcXHqMvvLKK/H111+7fMewiRbOTgtPOr6EAkxOi6mpKcEzcWQCiyxayEgOMrH+9a9/\n", "jXnz5nG2vurr68Orr75K/3z77bfzmkDW1tbSdadiobm5GcXFxVAqlYz3Z2RkIDY2NmBOC09FC4VC\n", "gfT0dJ/LOuLi4hATExO08pDOzk48+eSTuOOOO7B48WLExcX5pRUf4J1oIbTTgvxu9m6DhQsXAgCr\n", "24KP02L58uX0jj8559WrV9P3z5o1C4cOHXIRYQYGBjA9Pe2T08LTbByNRoNFixZh7ty5LjXuhNzc\n", "XFbhgCxkd+zYge3bt/NeyLoLD2tvb/datOCqC09PT0dKSooo6+uZ0Ov1MBqNrJkWQOCyAohjbHx8\n", "HCaTyePuHRRFobq62qcOImSRduutt2Jqagpffvkl7+eSdqcURfH625HriGuHnAlPRQtA+LanRqMR\n", "Op3OYwG0trYWAwMDXn8HHThwABUVFS4uHLGKFmxOC3flIZ7mupSVlbGKFlar1e245YwYNji85fDh\n", "w3Q7XAD4zW9+A7VajbffftvhcWzlIbLTwlW0ALiDrWXEjyxayEiWsbExt1+Gy5cvd5j8Oaf+s1FZ\n", "WQmFQiGqEhF3uwwURaGoqEi0TgvgRNtTZzwt+8nMzAzaROS+++5DXFwcVq1aRf/N/SEUWa1Wj0QL\n", "tVoNhULhF9EiMzPTYVc+LS0NVVVVrKKFO6cFH9Fg9uzZsFqtLq3ePGkbKiRtbW0oKSlhFWK4nBZk\n", "IWsymTA2NsZ7IUssrWyQ8hAuwYQJ584hTKSkpEhmV4qER/pbtCABplz3C9GBxZcOIsCJiflpp52G\n", "yspKfPLJJx49l0zw+YRDFhYWQqVSeSxaeFoeQl5LSNFCp9PBarV65bQAvO8w1tjY6JBnQRCraMGW\n", "aeFuAexpB53y8nJ0dXUxBk4ODAzg+PHjHokW6enpoChKkqLFkSNHHMr3EhISsHz5cmzYsMHB4cPX\n", "aRFOooXZbMbg4CCjaCHnWkgbWbSQkSyDg4P0hJQJXyaQMTExtGVdDOj1ejQ1Nbn9wg5EB5HR0VFQ\n", "FIXo6GiPn6vRaFh3mEnZj1qtRlRUFGfZT2ZmZsCdFnq9Hlu3bsVbb72Fhx9+mG6R5y/Ror+/H5OT\n", "k7wzLSiKQlxcnF/KQ5hKkrhyLfR6PSIjIz2ypTtTVVUFlUrlkmtBhAFfykO8ycZpa2vjzMRhEw58\n", "GYe4ykMMBgMGBwdpp8XQ0BAvwcpsNuPIkSNux5Lk5GTJiBb24ZHOCNFKkjhlampqUFNT4+KUsRcz\n", "hMjOqKmpwcGDB71uT2j/91i2bBk2b94Ms9nM67nEaQHwK61RKpXYsGEDli5d6tE5euu0aGtr8zk4\n", "l+BJC2Ln84iNjfVqfkAcnPZ5FgQ+LWaDAZPTgk95iDeiBXAic8cePp1DnFEqlUhPT5ecaGG1Wl2c\n", "FoCtROTAgQPYvn07Pd6wOS2cXTyhFMTpTjwmOTz2ogURtGXRQtrIooWMZDl+/DhSUlL8dnwxhHHa\n", "d9TQarX46KOPOG3lgRAtDAYDYmNj6ewBT+ASLUjZT35+PlasWMFZ9pORkRGwiYj9guXcc89FdHQ0\n", "zj//fPp+f4kWJC+Cr9MCsIU3+sNpwSRanH766Thy5Aij3ZJYM9kC0/iIBpGRkaipqWEULVQqlce7\n", "tM4QkSw2NhYRERGcItnU1BS6u7s5RYu8vDxaaBKK7Oxs6HQ6xiBE++uDCDh83BYdHR2YmppyO/mX\n", "otOCaXEkhNOCOGV0Oh10Oh3tlHEWM04//XTGybSnHViqq6thNBrx008/eXW+3d3dUKvVSE5OxrJl\n", "y9Df348ff/yR93PJriTfv90ll1zissDiYmpqCsPDwx6JFn19fXj55ZcxNTXFGZzrCd6KFgqFAjU1\n", "NV7ND/bv34+RkRFGpwWfFrPBYHh42KvuIUeOHAFFUW67SBHImMRUItLS0gKKolzCg92RmZlJjw9S\n", "gbQ7df5d6+rqoFQqcf7559PiKfmOtXdaMM3NQiHTwp14TGByeqpUKmg0Glm0kDiSFi22bNmCJUuW\n", "4OSTT0ZpaSmqqqpw3333OTzmtddew5w5c1BbW4uqqiosXbqUdXdw3bp1qKurQ11dHaqqqvDkk0/K\n", "SbMiZnBwkFO08LX9GxEtgnkNOHfUOHr0KKetvLi4GG1tbX5NyjcYDF6VhgA2sYHLIWG1WtHd3e12\n", "AhxIp4X9gmV6ehoTExP47W9/S99fVFSE9vZ23juZfPFGtPCH0+LYsWOMogXJtdi8ebPLQq2zs9Nl\n", "kusMEQ2ysrJYwy1nzZrlEsap1WrpUExfICLZmjVrYLVasX37dtZFFHkv3DktANedHF/GoZycHBiN\n", "RsadZXJOpHsI4L7lKnBix5JPeYgYd32Z6O7uRmpqKj0xtyc+Ph4RERFe/y5sTpnm5mace+65DmJG\n", "Y2MjYmJiMHfuXM7rmou+vj7cfffdAIDzzz/fq8V5d3c3nUsxd+5caDQa3iUi9k4L8hkW+jogbY49\n", "ES2WL19OX7vugnP50tnZibi4OLdjFROebmqQBdcZZ5wBAHjwwQdd3lcxl4d40j2E/K6rV68GRVE4\n", "7bTTeF3DCQkJyMrKYiw1IuHBnjo8g1lK6i327U7t+e1vf0uXGBLxlGxSWSwW+v1g+m4MhfIQNvHY\n", "GTK+OItl7jKiZMSPZEWL119/HTfccAOef/55/Pzzz2hpacEVV1yBDz74gH7M888/jxtvvBEPPfQQ\n", "9u3bh8bGRsyaNQtnnXUWdu3a5XC8F198EbfccgvWrVuHvXv3YvPmzXj66aexcuXKQP9qMjywWCy8\n", "nBZ8FkZs1NbWYnBwMGiDnDe28uLiYphMJr86RAwGg8ftTglcTgvAtqMzNjbm1vofKKcFn/egsLAQ\n", "09PTgl8nHR0diI6O9miHVminBXEYMIkWFEUhKioKd955J73rceDAAdTX1+Ptt9/G0aNHORdcRDTY\n", "v38/a7jl7Nmz0djY6GBp9aRtKB/q6upgsVjQ3t7O+hhyDbhzWpDzc6ahoQHp6elQqVQejUNcdbgd\n", "HR1QKBTIzs5GTk4OKIri5bRobm6GWq12K4ZJzWnBlGcB2K5Tf9ju9Xo9Y0ve+Ph4fPbZZ5zXNRfL\n", "ly/Hf//7XwA2scCbxTkRLQCbTfy8887jJVqMjo7CYDDQ151KpUJcXJzgC2myqODrlnI3Druzi7NB\n", "Wid70qqVUFtbi6amJoccAS7Igot8pnbv3u3yvopRtLBarYxOC67yEPK7GgwGWCwWj65htg4inoZw\n", "EqQoWhw5cgSAbUOEwPYZsL/+yIZFKIoWnsyH2TK13HXjkhE/khQtOjs7cdttt+Gpp55CZWUlffud\n", "d96JF154gf757bffRk1NDc477zwAtsnLvffei+npaWzatIl+3OjoKFatWoWrr74ac+bMAWBbiNx5\n", "55145pln/NYZQMZ7hoeHYbVaOTMtAH4LIzZ8DdsKNH19fbTItnTpUkHss0z44rTQaDQYGhpinejx\n", "tetmZmaiv79fcHeDN5CJhdAlIiSE05MJtdBOi/b2dlitVkbRYvny5ZicnMT4+Di967FgwQJ8//33\n", "mJycxPT0NK/JampqKqswM3v2bJhMJodQQm9aFHLBp1VwW1sbFAoF5+uS+5iEA41Gg4yMDFx++eUe\n", "jUNk4ckkiLW3tyMnJwdKpRKRkZHIyMjgJVq0tLSgpKTErVNFapkWTHkWBF8Wg2xOmYqKCs5dX67r\n", "mg2hgjyd/x7Lli3DwYMH6R1cNsiE3v65/hB8yPeSr+10h4eHsXTpUrd2cTZ8GUtqa2thNBp5BZDy\n", "fV/FKFqQsZxv9xBfr+GysjJWp0W4iBaHDx92aHfKhf38gHz3O+dZAKGVaeGOgYEBUBTlsqkpixbS\n", "R5KixVtvvYWpqSmce+65DrdHR0fjV7/6Ff2zUql0CbIiiyX7tpFbtmzB6OgoFi9e7PDYM888E2az\n", "2eP+4zL+h0yi+GZaeDOBLCgoQHx8fMBFC7JrlJKS4pIADbDbypcvX05b6QcHBwWxzzLhq2gBgHVi\n", "SRZdfJwWZrPZq901T+Bj7Sf3Cy1atLe38w7hJAjttCCCrbNowTYxZUp993TBZU9tbS0UCoXDjjbZ\n", "HRWKvLw8qFQqt6JFTk6OSxs5e2JjY5GcnMzotBgbG0NTUxNOPfVUj8ahjIwMKBQKVqeF/fXBt4MI\n", "38m/lMpDuJwWgE2A8eV3IY69iIgIxMbGor6+Htu3b6eFbXs8za/wB86ixZIlSxAVFYVPP/3U7fMA\n", "R9HCHzkLZPzn67RgG4fHx8exZ88et3ZxNnwRLWpqagAIu6mRlJSE8fFx3u6NQDA8PAwAXnUP8Yby\n", "8nK0tLQ4bEiYTCYcPXrUJ9FCSqXezp1DAPbPgL1wyiVakO8uqTotPCmzHBgYQEpKisvfQRYtpI8k\n", "RYsdO3YgPT0du3btwq9+9StUVVXhpJP+P/bOPLqN8l7/jxYvsh0vki1b3hIvOCGOE2cxSZyFAElO\n", "ICwOtL2X0ntb2tLm0rRQettTmrY/ukBp4d6SQmmhXErpAi0EXCAhkKSQPXYcO4sdHIfEm2zZ8irb\n", "khct8/tD551omZFmRjNanPmck3NiWbK2mXfe93mf7/OtxGOPPealIv7whz9Ee3s7/vCHP4CiKExN\n", "TeHRRx9FYWEhHnzwQfp+Z86cAXB1x41Afo6VnfZrCbIDKGUQp0KhCGsYp2/IkMFgQFdXF/Lz84OW\n", "t4i1Q8eFUDMtAHbRwmg0QqlUBlyAAFcD98KRa1FbW4uCggIoFArG7yAxMRF5eXmSOS34ILbTor29\n", "HSqVinM5hhCbdSCSkpKwYMECWoyjKEr08hCVSoV58+YFFS0ClYYQ2ISDM2fOwOVyYcWKFbxem1qt\n", "Rk5ODqvTwvP4KCgoEF20mJiYiKoFFBsmkymg0yJU0UKv1+Po0aNQq9V49NFHaadMKOWHTISaw0Tw\n", "FS2Sk5OxcePGoCUiTE6LUD87JgYGBpCSksIrn8D3s66qqmIUPfhc80IZS9LT01FYWMhpfsD1exWj\n", "043YkNfCNdMi1GN4wYIFmJqaojN7APf4a7fbBYsWNptN9IBqKWHqHAJcPQfi4+PpDmurV6+mf8+0\n", "KUtQKpWIj4+PWdEC8BaPAaCyspJxvCVB4L7k5ubCbDbHxDVNhpmYFC26urpgsViwfft2PP/882hp\n", "acHvfvc7PPfcc6ipqaHvd+utt+Ktt97C448/jszMTOh0OrS1teHDDz/0WhSR+krSwpBAfia/l4ke\n", "wiFaAOHtIOIbMtTf34+SkhJ0d3cLro+WgvHxcUmdFgaDgfGi6wkRP8Jh+9Tr9aioqMBNN93E+h0U\n", "FxeLXkYmVLQQ22lRUFDg932wTUyZjotQd56XLVtGOy0GBwcxMzMjqtMCCN51h6toUVBQwOi0OH36\n", "NBISEhjbHAYjNzeX1WnBV7SwWq0wGo1BQzgBcbpuhIPBwUH09PRI6rQA3POA6elpr5LUUMoP2SAT\n", "czLpXrx4MS8hxGazYXR01E/EufPOO3HkyJGAJSK9vb1IT0/3sqVLVR7C93Py/azff//9oNeJQDgc\n", "DvT29oY0lvCZH9TW1tILzLS0NEaBi0uL2XDD5rTQaDSs3UM8F5cpKSm8xDwiTHiWiHAND2aCbHDE\n", "SokIRVH49NNPGUULcg7cddddWLJkCY4dO8Z4zWU7L6Ryx4QL8v7Je965cyfjOMImWpCsnlg5FmT8\n", "iUnRYmpqCtPT09i5cydtoVq9ejV27NiBDz74AEeOHAEAPP/887jrrrvw+OOPY3BwEBaLBbfffjuq\n", "qqrwwQcfiPZ6Hn74Ydx5551e/1577TXR/r6MP+EULVpbWyWvA2RzSthsNgwNDQUtbxFrh44LoTgt\n", "yM5YIKcFl0kkES3C4bSgKAp1dXVYt24d62dZVFQkqtNicnISZrOZt2ghRXmIZxiYJ0y7zCdOnBB1\n", "5xlwixZnz56Fw+HgXD7EF7FECzanRUNDA5YsWcJY7hUMJkur0+mE0Wj0Kg9hE0w8IQtWrk4LAFGb\n", "a+HpTLPb7XjuuedYx5VAWQFcQxwDdfMRUn7IBpmYE6HuoYce4rXAZyrxMJvNePHFF+FyuXDDDTew\n", "Zj94tjslSFUeIlTcIZ91qNe8vr4+uFyusIkWer0er7/+OgDgxRdfZBS4ZoPTArh6DKempuLhhx/m\n", "JeYVFhYiMTHRK4zz4sWL0Gg0gr4rImbGykLVbDZjfHw8YGvXefPm0WGTTCWLgUSLWM+0cDgcGBsb\n", "A3A1sNSXYKKFVCUiQgOBY5HXXnvNb9378MMPS/68wmXqCEI6F1RWVnrdTn4+deoUFi1ahEceeQRb\n", "t27FfffdB8B9In//+9/H3//+d3zlK1+hJ3jk4CYnAoH8HKzu8plnnsGyZctCfFcyfBgZGaFVfClZ\n", "vHgxHA4HWltbsWTJEkmfK1Rqa2uxbds2NDc3Y3x8HKtXrw55wchEKKJFYmIi0tLSWMWG7u5uTgvS\n", "pKQkzJkzJywTEWI3vuGGG1jvU1xcLKoQSsamaCgPYTvuycSUXKTJQoHptlBYtmwZpqam0Nrayjmo\n", "lS8lJSV4+eWXQVGUX4kL6aDC1WnBdM41NDTQrQ75kpubi+PHj3vd1tvbC6fT6ee0GB8fZ0z6J/DZ\n", "sSSiRbQ6LYgzjdDW1oZt27bh2LFjfvdlclqYzWbU1NR4dYapra1lXVyR7jJ8c2aEUlBQgOuuuw7n\n", "z5/n9Tgm0aKmpgYNDQ0A3ItQkv3g+1l5tjslSFUeIoZjkFzzzp8/D6vVilWrVnG+5okxlixevBi9\n", "vb2siyRfiPDF5riKRtEilEwLq9VKbzBwRalUoqyszE+0KCsrE9TmOtacFmztTj0xGAwwmUygKIpR\n", "CGcTxxMSEmLaaQG4r0ckn4TNNTY4OIhFixb53S6VaMH3WjIbuPfee3Hvvfd63dbY2Eg3s5CKmHRa\n", "EHumy+Xyup3UOblcLrS1tWFmZoZxR6msrIy+0ADA0qVLAfgH6ZGfo32xei0yPDwMrVYreg29L2Tg\n", "k7pERKfTMU6G+TglyCLy2WefBUVRePvttyUZNENpeQoEbnvKJxgtJycnLE6Luro6AAgqWvT394sm\n", "GAhdIAVyWgjZBbhy5Qpj5xBPmHaZxdx5JmJ0Y2MjjEYj4uLiRD+uS0pKMDk5CZPJ5Pc7stDg6rQY\n", "GBjwmhiOj4+jtbWVd54FgclpwbTrT8S+QCUiZ86cgVar5eRQi2anBd8MH6aFt285XrAQRyEtiENl\n", "0aJFIYsWfD4rJqeFVOUhXEM4A0GueTt37oRarea1o09Ei1BcWySIlet3FMwpFinRItC1YXR0FEql\n", "0m+jQqPRwG63s3bwmpmZwczMjKC5woIFC7zKQ9ra2gTlWQBusSUhISFmRAumdqe+GAwG2Gw2jI+P\n", "Mzot2ESLWC8PAUAfp/n5+bydFhkZGUhMTBRdtOB7LZERTkyKFiS34uzZs163k7Z4N9xwA62uMl2s\n", "Ozo6oNFoaOX41ltvxZw5c3DgwAGv+x08eBAqlQr33HOP2G9BJkSIaCE1qampKCoqCkuuBTnOMjMz\n", "Q7LWk0VeILt7KITitADYRQuKojg7LQB3iUg4JiL19fUoLi4OuJNGJhhM440Qurq6oFAo/BYQwWBy\n", "WvgGvHJtCzg2Nobh4eGgooXUpKWloaSkBE1NTeju7kZeXp6gHbdAECsu0znjuXsSDHLsek6Kzpw5\n", "A4qiQhItBgcHvWy9TKJFoJar5BjYtWsXxsfHOR0DpL4+GkULvpASB7LRISS4mHTzkVoo96SiosKr\n", "3S8Xent7kZycLGixyOa0iKbyECYMBgNmZmZ4Wd+7u7uRlJTkV/bAh+uuuw4JCQmc5wddXV1IS0vz\n", "y08jpKSkQKlUhk204HJtsFgsSE1N9RtzSQtNtkUw6SQlVLTwdVoIFS0UCkVMtT3l0u6UlLyYTKZr\n", "TrQgm82rVq0K6LRgmq8pFArWjCihhDMEXyZGRYvPfOYzWLt2LZ544gl6p/XSpUt49tlnsXXrVqxf\n", "vx5z587Ftm3bsHv3buzfv59+7B//+EecOnUK3/jGN+gTOyUlBb/4xS/wyiuv0HWk7e3teOaZZ/DI\n", "I49wmqzKhJdwiRZAeMI4x8fH8fTTT+MLX/gCWltbQwp1IwvoaBYtmBwSFosFVquVl9MiHBORuro6\n", "rFy5MuB9yMJerFyLrq4u5OTkICEhgdfjiNPCs72b0F0AtnankYCEcYbSojAQ5D2yiRZKpZKTmMYk\n", "HDQ0NECj0eD6668X9NrIItLTBdLZ2Yn09HSvxU9ubi6USiWjaEGOgcnJSdjtdk7HQEJCApKSkqJS\n", "tOCbZ5CRkQGKohhb8nJFSDBuqFRUVKC/v59XGDjpHELEFa6flcvlgslkYsy0mJqaEnWxI1Z5CIGc\n", "B3y+XzKWhCJCqdVqlJeXc54fdHd3BzyGlEol0tLSwlaSxeXaMDo6yijsSClazJ8/H319fbBYLBgb\n", "G4PJZBIUwkmIJdGCqd2pL2RT1mQyMQoUbK25Z0OmBRECVq1aBZPJ5LdJY7fbYbFYWDeZ8vLyGLtx\n", "ycQGMSlaKBQK7NmzBxs3bsTKlSuxcOFC3H777fja176Gt956i77f3/72Nzz55JP43ve+h0WLFmHR\n", "okV44YUX8PLLL+OXv/yl19988MEH8dxzz+FLX/oSlixZgq1bt+KRRx7xu59MdDAyMkLvBEoNm2gh\n", "ZujOU089hdHRUTz++OMhW+tTUlKQnZ0tiWjhcDgwNTUVkmiRnZ3NuMvLN2QxOztb8vIQu92OxsbG\n", "gKUhgHsSkZiYKJpo0dbWFrTtKxMpKSl0e2cgtF2AaBMtmpqa6BbAYqPRaJCXl8cqWuTn53MK0SSv\n", "zTMQs6GhAZWVlYI7HTDV4XZ1dfmVDqnVahgMBj/RIpRjQKvVRm2mBQmCJbvTgZxpZNFF3ouQEEfi\n", "tAgnpDyRj9vCt90p4B2aq9FokJyc7PdZDQ4Owm63+z3W97MLFavVCqvVKkp5CIGIFr65ZIEQSwDl\n", "s6nR1dUV9PomhbPFEzJv4TousGXkkHa1bB1EQnVaAG6HRVtbGwBu4cFsxJJowdbu1JNgTgu2zY7Z\n", "kGlBjk0yJ/MtESG/DyRaiOm0CGcIvkyMihaAeyDctWsXOjo6cOHCBVy8eBGPPfaY18QyISEBjzzy\n", "CJqamtDc3Izm5macPHkSX/rSlxjV9fvvvx/nzp3D2bNnceHCBXz3u98N51uS4UG4nRZ9fX30Qluo\n", "3Z6JoaEhNDc34+mnn8a3v/1t0XbygnVDEArJS5CiPIRvMFo4JiLnzp3D9PR0UKeFUqkUpYMIObZ2\n", "796NCxcu8D62kpOTAUCUDiLt7e3QaDS8g9SkYOnSpRgfH0d9fb3onUMIbOdMe3s7Z7ddcnIyMjIy\n", "/JwWQktDgKtOC8/dIbZdfy4dRPig1Wqj0mkBXM0z+OxnP4uFCxcGdKYxtW8lC3ky6c/NzQ1YjtfZ\n", "2Rl2p0VpaSkSEhJ45VowiRae7UJ/9atfwWaz0Rlgno8DwOi0AMTLWSCuESmcFnxFCzHGksWLF6O5\n", "uZk128GTYE4LIHCnm1Dwnbds2bKF02uOhNOCuCpaW1vpbItrQbQg7U6DOS3mzJmDpKQkQU6LWBct\n", "BgcHkZaWRjsXfUULMr6ES7QAgO3btwO4KhbxCQSW4UfMihYy1zbhFi0A4OjRowDECd3xnEDccMMN\n", "sNvt+MpXviLaa44F0cKzhAFwT+iUSiVnh0F2djYGBwfhcDgEv5Zg1NfXQ61W+3UqYqK4uDhk0YIc\n", "WzMzM5iamuJ9bJHvhVgmQ9kFIIv1cNbws0HCkqempiRxWgDs5wzXdqcET+HAYrGgra0tJNEiPT0d\n", "Go3Ga6LFtoAuKCjwc1qEcgxkZGRErWhBmJiYoO3SbDCJFnq9HkePHqUnmlVVVawLaavViqGhobA7\n", "LdRqNa6//vqQnRYEnU6Hbdu2gaIoHDx40Ot35PhiyrQAxHNaEBE20qJFd3e3aE6Lqakp1lBA3+cM\n", "JpRIJVr4zlsaGhoYBXHfcYHNaSGlaJGSkoL8/HzaaZGTk8OaA8KFWBEtSLvTYE4LhUIBg8GAvr4+\n", "Xk6L2SBaDA0N0W7k9PR0v1wLknkRTLTwnX8KhaIo/Pa3v8W6devw4YcfAgB+9rOfzerOIZFEFi1k\n", "YpJwiRZmsxlf+tKXALidOFVVVay7sXxKRTwnEJOTk3A4HPjiF78o1suOetHCbrf7Tcy6u7thMBg4\n", "2+gES6oTAAAgAElEQVRzcnJAURSvem++1NXVYcmSJbQVNhDFxcV0SYUQxAh0It+Lp9OitrbWqw3V\n", "woULOe0CtLe3B0wwDxeknRgJgnv++ecFO5sCIZZokZ+fTwsHTU1NABBSGzASyBqsPARgFi0A9zGg\n", "0+kQFxfHK+Q3mstDCENDQ0HbTbK5BS5fvozx8XGUlZV5dSvwhSn4NFxUVFRwdlpQFMXYAcSTvLw8\n", "LFy40CvrC3CLHUql0s9ZJXZ5SDQ4LZxOJ3p7e0UTLQAwttr1xGazYWhoKCKiBdu1JSkpCZWVlTAY\n", "DEhMTMScOXP8xgU2pwW5JrItgsl3IbTTGAnjDCWEk0A6jfl2HIw2iPAVTLQArrY9ZXJaBBItZkOm\n", "RWZmJhQKBUpLS/3EQiJasJWf5ebmwmaz8RI4A3Hw4EHU19dj586dWLduHQwGA/bt2yfK35bxRxYt\n", "ZGKScGVaEHEBcF+E2XYn+BCOtOGSkhL09/eLUibgCfl7obQ8JZNi38+Rr12X/B0pcy3q6+uD5lkQ\n", "SHmIWAq+EEh5iGc4lV6vx09+8hMA7rbQX/jCFzgtGNrb26Miz4Kcg2TCefHiRUnaiZWUlGBoaMhr\n", "wTA1NQWTySTYadHQ0ICkpCS6Rlsoubm5tH2fhNMxLaCJYOJ7DGZlZSExMRFf//rXeYX8RnN5CGFw\n", "cDCoY4TsFPsuvEnw9r333ovLly+zuraIaBFupwXgzrVobm7mNK6Mj4/DarWyOi0ImzZtwv79+73+\n", "Zk9PD7Kzs/1EY7HLQ8i4H0xo4gNf0aK/vx9OpzNk0cJsNuOuu+6CUqnEQw89FLCcj4iJXMpDwiUU\n", "pqWl4cCBAzh//jx++tOfYnJy0k+gD+a0kCLTAnCXgxDRIpQQTsAtWjidzqjv5kBcA1w2C4howeS0\n", "IN+NL7Mh08JzvL/uuusYnRZqtZrVmcOUERUKjz/+OJYvX47NmzdDoVBgy5YtsmghIbJoIRNzTE5O\n", "YmpqSnKnBZu4wNRuMdpCd0pKSgCI182CIJbTAvAXLfi0OwWuJmhLZfu0WCxobW0NmmdBKC4uxuTk\n", "pGARRYxAJyanBeDO5khNTcWaNWtw5syZoH+HoqioEC3C2U6MnDOebguyWBXqtGhoaMCyZcv88gP4\n", "4um06OzsBMC8+CkoKMDk5KSf0NDV1YWenh5s2rSJ1zgVC+UhbO3tPFGpVEhNTfVbDJ4+fRoFBQVY\n", "s2YN7HY7a8vizs5OKJVK3i2IxaCiogITExP09x4IImxxES06Ozu9dinZyko0Gg3i4+NFLQ/JyMjg\n", "FGzLFY1GA5VKxVm0IKJiqJkWnoLqxMREwHI+MpZEwmkR7Nqi0+lQU1MDh8OBQ4cOed0nlEyLxMRE\n", "wQHECxYswKeffoq2tjZRnBaAdHMFsfj000+DtjslBBItZnt5CBnv2ZwWxInBhJiixfHjx/Hxxx9j\n", "586d9PNt2bIFLS0tjI5HmdCRRQuZmINMosOVaeFLZmYmqqqqYDAYkJKSArVajd27d3N+fDjShpkW\n", "YGIgpmjhu7jnm+ZOnBZStXZtaGgARVGcnRZkdyQUoai2thY5OTlQqVS8bPwEtiDOc+fOoaKiApWV\n", "lZxEC7PZDJvNFnHRIpwwnTNkEcvXaTE4OIipqamQQzgJnm3aAu36kwWR74SJWNerq6t5PW+0Oy0o\n", "iqJrnIORkZHBKFosX76cXhSRTgW+dHV1ITc3V9SFNlcqKioAcOsgwlW0uPHGGxEXF0fXYAPuSTyT\n", "KKNQKETd/Re73Sngfo2pqamcRQtyfoTitOArqHZ3d9OlXoGQqnsICZ5NSEhAYmKi37WltLQUc+fO\n", "9SsbCtY9JJBoEYojc8GCBZiZmYHNZrtmRItLly4FDeEkBCoPYStnnQ2iha/Tore318tZGkzEJmNj\n", "KKIF6b7z+OOPo7y8HHfddRf9u40bN0KpVOKDDz4Q/Pdl2JFFC5mYI1yiBZu4UFpaivr6epw/fx5/\n", "+tOf4HA46Do6ruzYsQOA+z0IWZwGIysrC8nJyVEpWmRkZECtVns5LSiK4uW0MJvNuOmmm6BQKPDo\n", "o49y6rLBt0VtXV0dUlNTOU+YyAI/lFwLvV6P/Px83HPPPbxs/ATfIE7C+fPnsXjxYlRWVuLSpUtB\n", "y4aipd1pONuJabVapKen+4kWSqWS1+KG3Le5uRmXL18WRbTIzc2lw8O6uroQFxfHGD5Jzh/fDiJH\n", "jx7FggULeFvySaZFtNaCW61WTE9Pc3pfvotBiqLQ2NiI5cuXIz8/HxqNhjXXIhLtTgl5eXlIS0vj\n", "lGtBRItgYcYpKSlYvXq11wI1UICnmAtps9ksartTAh/Rwmg0IjExMawbH93d3cjOzmbdBSdIFcRJ\n", "OshUVFRg27ZtftcWhUKBjRs34sCBA/RtLpcL4+PjgstDhIoWZrMZ3//+9+mff/zjH4dUlks2OGJB\n", "tOCSZwG4z/GRkRFGR0Eg0WI2ZFqQaz8ReDyv2cFEi4SEBGi1Wr+yEi54Buhff/312Lt3Lx588EEv\n", "97VWq8XKlSvlEhGJkEULmZiD7PiEI9PCs7+9r7ig0+mwZcsWxMXF4eOPP+b8NymKwtNPP41169bh\n", "4sWLghanwVAoFJKEcZI6VS72RTYUCoVf29PR0VHYbDbOi0Niy6UoCuPj4wFtuUJb1NbX16Oqqoqx\n", "HIiJlJQU6PX6kJwWNpsNZ86cwYYNGwQtyjUaDRQKhZcoMT09jdbWVlq0oCgq6AIoWkQLIPA5KDal\n", "paV+okV+fj6vHXYiHPzzn/8EEFoIJyEvLw82mw0WiwWdnZ3Iz89nPC5JJoGv0+Lo0aNYu3Yt7+fV\n", "arX0wiUaISIkF9HC1y3Q0dGBkZERLFu2DEqlEtddd11Ap0UkQjgB93jJNYyzt7cX6enpnMbnTZs2\n", "4aOPPqJzPAIFeDK5VILBJhKbzWZJkvX5ihb5+fkhdUbiK6hyPYbS09MxPT0t2Y64zWZj/fw3bdqE\n", "Cxcu0LvQY2NjoChKcHmIUNGipqYGp0+fpn9uamoKKcdIo9EgLS0NJpOJ1+P4bnSEAtd2pwQiWvtu\n", "UADsokWsZ1q4XC4MDw/T4z0ReDwFiECiBZkLjo2N4ZlnnuHdUt4zQJ8ECv/lL3/xu9+WLVuwf/9+\n", "2O12zn9bhhuyaCETc4SzPMSzvz2TuJCUlIQbbrjBrw40EG+//Taamprw85//HJmZmZJlYUghWkxM\n", "TCA5OZnzQp4NX9GCLLK4OC342nKFtKilKAp1dXWc8ywIJIxTKA0NDXA4HLxt/ASFQoHk5GSviUxr\n", "ayucTicqKiqwcOFCqNXqoCUiLS0tSEtLY9xhCzfBzkEx8T1n+HYOAa46Ld5++22kpKSEHCIHXLW0\n", "9vb2snYOAdzZDXl5eV6ixcjICJqbmwWJFkQYjkSJCJcFA3G4CSkPIYsiIiqVlZWxihaRdFoAV8M4\n", "gxHILeHLpk2bMDY2hvr6eszMzMBsNrM+lk95SDCR2GQyhdS+kg2+okWoeRbAVUGVLCBLS0tZBVWu\n", "TkIiEEjhtgDcQgTb53/zzTcDAO22sFgsAMB4HYiLi4NSqRRdtJAqx4hP21OhGx2hwLXdKYG4qZhE\n", "CzbRMtbLQywWC5xOJz3e63Q6pKWleeVaBBItyFzQ4XDAZrPxainPdlx2dHT4HZdbtmzB2NgY6urq\n", "OL4zGa7IooVMzEEm0OFwWhBIWBUTN954Iw4dOsQp3d3pdOLHP/4xNm3ahPXr14v9Mr2QSrQIpTSE\n", "oNfrvTItiJ1djBZ0ngidABmNRvT19XHOsyAUFxeHJFqcOHECKSkpWLRokeC/kZyc7OW0OHfuHAD3\n", "wichIQELFy7E2bNnGR9LJmu//vWvYbVawzJZ40qgc1AsxBAtkpKSoNVq0dLSguXLl4cs8AHe4WGd\n", "nZ0Bd2w9g0AB0I4koU4LILyiBZ8FAxEtuJaH+IoWeXl5tHV8/vz5jOUhTqcTRqMxYk4LwJ1r0dra\n", "GnTnjo9osWLFCqSnp2P//v30Yi6Q04LrIppNJCbfa3NzM958803Rxxa+mRZiXGuIoNrc3IzCwkLc\n", "ddddrIJqV1cXL9FCqg4iY2NjrGJ0VlYWli5dSosW5DtnclooFAokJiZKUh4iBcFEC0+RVMhGR6gQ\n", "EZVPpgUARhccUzgnEPuiha+zTqFQ+HUQYRMtwhnqvXz5cuh0OrlERAJk0UIm5hgeHkZqaqrgVGqx\n", "ufHGGzEwMIBPPvkk6H1ff/11tLS04Gc/+5nkr6ukpASdnZ2iWtQmJiZEmYhkZ2f7OS1I+GQwwpFz\n", "QBRyIaJFKJkWx48fx8qVK0PqNpGSkuK1+3Lu3DnMnTuXnqgGCuMkkzWbzQaHwxGWyVo0UVJSAqPR\n", "SNf9ChEtgKvWXTHyLAB/p0WgBXRBQYGXaHH06FHk5ORwaqPnCxEtwtWCEeC3YCCTTa5OC8+FNwnh\n", "JJSVlaGnp8cv76W3txdOpzPiTgu73c7qBCHwES1UKhVuvvlm7N+/ny4HCNVpwbYwOHfuHNauXcu5\n", "04YQUlNTOZcx8Q19DoZOp8PixYvR0tLC+HuS2cS1PASQxmlBSr0COV02bdqEAwcOgKKogE4LIPAi\n", "WKhoIdX1nU208BVJq6qqGDcepFjcej7/fffdBwB44IEHOIl5Op0OarWat2gRrZkWXJx1TOO9bwcR\n", "Lt2khMDnuFSpVNi8ebMsWkiALFrIxBwjIyNhdVkEo7q6GiqVKmCJyNDQEPr6+vDYY4/hjjvu4F12\n", "IISSkhI4nU6624AYiOm08LwwG41GGAwGzot1z5wDtVqNjIwMRluukAnQ0NAQDh06hIKCAk4iiifF\n", "xcVei14+UBSFEydOYPXq1bwf60lKSorXwouEcBIqKytx7tw5OJ1Or8eFcyciWikpKaHbvU5NTcFk\n", "MvESLcgElLg13nnnHVF2kxMSEqDT6dDR0YHe3t6AC2gm0WLNmjWC6vfD7bTgewwODg4iMTGRU4aD\n", "58KbhHAuW7aM/j0J3PUNaCPjZ6SdFgCC5lrwES0AYPPmzTh58iRaW1sBBHZahCJcTUxMMAbfiTm2\n", "cHVauFwu9PT0iO7qKy8vZxUthoeHYbPZODktyNxGCtHCarWCoqiAosXGjRvR19eHlpaWgE4LwJ2d\n", "EEi0EFoGJEWOkcFgYBQtfEXShoaGsLoLyfOTz7quro6TmKdUKpGTk0MLS56wZTCRTAsuruBwIcRZ\n", "5zl383Ra2Gw22Gw2RtFCDDGstraWvmZkZGQEPC5vvfVWnD59OmqcqrMFWbSQiTmGh4cj1u6UiZSU\n", "FFRVVTGKFp4DMuk7/vDDD4fldUnR9lSq8hA+nUPI40nOwZNPPgmLxYKZmRnG++7atQuA20oYFxfH\n", "eqHx/K5efPFFWK1W3hecoqIiUBSFzs5OXo8D3N/TwMCA4DwLgm+mxblz57xEiyVLlmByclJQevZs\n", "x/OcIYtVPqIFmYAS0erSpUui7Sbn5eWhvr4eFEUFdVoYjUZQFIXp6WnU19cLKg0BgDlz5kClUkVt\n", "29OhoSFkZmZyEmTIwpt0YBkaGvJyWpBacl83AzmXIylaZGRkIC8vL2CuBUVRvEWLTZs2wel04q9/\n", "/SsSEhJYNwO4loewLQxWrFghWQ4NgatoYTab4XA4RMm08KS8vBzd3d2Mr4GIiGI4LUIJhyQL3EBi\n", "wtq1a5GQkID9+/dzclpIUR4iRY4Rk9OCTSRlQkwnJ/kOQ90oMBgMjMdJIKcFRVFRFRAZqrOutLSU\n", "bnsarFzQUwwD3Nd2PmKYXq/HV7/6VahUKpw+fTrgcbl582YA8GorLRM6smghE3NEm2gBsOdaeA7I\n", "ZALwox/9KCyvqbCwEGq1OipFi+zsbFgsFnpxJ9Suq9Pp8MADDyAxMRF//OMfGe/z5ptvIj09HTt2\n", "7EB6ejrrhcbzu5qZmcHw8DDvBSex4AvJtTh+/DgAYNWqVbwf64mn02JwcBAmk4neqQXcogUAvxKR\n", "cLYXjVZyc3ORkJCATz/9lJ5MchUtpHaq5OXl4cSJEwACL34KCgowMzODgYEBNDY2Ynp6WrBooVAo\n", "kJGRETbRgu8xODg4yPnYzMjIgN1uh81m8wvhBNyukszMTL9ci66uLqSnp0sSHsmHRYsWBXRajIyM\n", "YHp6mpdoUVxcjOLiYhw8eBDZ2dms4k96ejrGxsb83FlMkIWBRqOhReI9e/bQgqAnYo4tXEULIiCI\n", "7bRYuHAhADCWifIJmk5KSoJarfZbjIoRDkk+n0DHskajwdq1a3HgwAGMjo4iMTGRtU2rFOUhnoiZ\n", "Y5STk0OfI8HIyspCVVUVLeJVVVWJ0rHK9zvcvHkz5xwWJkjbU18CiRYAe8eXcCPEWZecnEy/D+Cq\n", "2Hz58uWgooWnGLZ+/XpUVFTwFsP27NmDdevWBe2slp2djWXLluGf//znNeNUDQeyaCETc0SraNHX\n", "1+e1Sxdpu71arcbcuXNFFS3Gx8dFc1oAoNtG8XVaeJKamop7770XL730kt+kenJyEi+99BK+/OUv\n", "o6qqCgMDA4xp22J9V/n5+VCr1YJEixMnTuD6668PufTJM4iTLHI8nRY6nQ4FBQWMuRa1tbX0pEDq\n", "9qLRiFKpRHFxMS5fvoyOjg4olUrRFzdCyc3NpSeowUQLwH1OHT16FMnJyaisrBT8vFqtNqyZFr//\n", "/e/pxXNycnLAY5BP/bKn7f706dO09dyT+fPnMzotIplnQaioqAjotOjt7QXAnkvBhNlspsdDk8nE\n", "uhDmU7JAFgY33ngjNmzYQIvEUrcu5ipaSBX6fP3110OhUDCWiHR1dSEuLo4OfQ2EQqFAenq632ct\n", "RjgkF9ECcDtwDh06hIGBgYAdpIKVh0RbECcAL4cnm0haWlqK+vp6/O1vfwMAvPzyy6I4hXy/w8bG\n", "Rsb5CFcxz2AwMArKbOUhZLEfrbkWwRgaGvL7XEhw6aeffkqLFllZWQH/jk6nwy233IKjR4/C5XJx\n", "fv7JyUn861//wtatW4Pe12w2o7+/H7t37w5bB5prAVm0kIk5oi3TAgDWrFkTNNciEojdQUTM8hDA\n", "PbBTFBVyMNoDDzyArq4u7N+/3+v2119/HSMjI/iv//ov2gURSlBmMFQqFebNmyfoOY4fPx5yaQjg\n", "HcR57tw5JCQk+LVRYwvjtNlssFqtePbZZyVvLxqtkHOmo6MD+fn5rBNAX6R2qpC8gczMzIAZDuQ8\n", "IqLFqlWrQgot1mq1YS0P+etf/4o5c+bQO5GBjkGmSSwbnl0ZfPMsCGVlZYxOi0iWhhAWLVqEK1eu\n", "+AWFEoSIFjU1NfQizm63sy6EheQsWK1Wr+9N6tbFqampmJiYCOoGMRqNSEhIED2sLykpCUVFRYyi\n", "BelWwrWTkG/wqViiOhEtgrWy3rhxI6xWK/bt28eaZwGwl4dQFCVaaLdYENHCt0SktraW/m58xTSy\n", "ICabK6HA9h1mZmaiqqpKkJiXk5PD+P2zOS2IYyZanBZ8r5mkHNCTzMxMpKam4tKlS7y6Sa1fvx4j\n", "IyOsOTRMHDp0CJOTk7jtttuC3rempgY9PT2gKCpsHWiuBWTRQibmiEanRWpqKpYtW+YlWkSD3T7a\n", "RYv+/n6MjIxwDilj44YbbsDixYvx4osv0rdRFIXnnnsOW7ZsQWlpKW3nY3JBiPldCWl7OjY2hubm\n", "5pBDOAF/p8XChQv9Fq1sosXbb7+N+Ph4/Nu//ds1UxLii6doEcwC6ouUu8lkMcoWlkjIyspCfHw8\n", "urq6cOzYMcGlIYRwlodYLBb8/ve/x/bt27Fo0aKgzyvEaTEyMuLXOYRAnBaeZX7R5LQAwDrJJqIF\n", "WZwFg89CWEgbTrbNBalaF5MFMpuoQ7h06RIMBoOgYNpgsIVxcm13SmByWogBV6fF0qVLodVqcerU\n", "qYACKVt5iM1mg8vlignRQq/Xo6ysDFu2bPET08iOvZQ75HFxcXj//fcFiXlCnRbRIloA7mtmVVUV\n", "/fOCBQsCOut8xw7S9pQ4LTQaDadg5pUrVyIuLg6HDx/m/Fr37t2LuXPn4vrrrw94v0i7rGczsmgh\n", "E3NEo2gBuEtEPv74Y68J7zPPPAPAPaGKhN2+pKQEV65cES0tWqzdE0+nhRh2XYVCgQceeADvvvsu\n", "TCYTAHcKd2NjI3bs2AHAPWlJTExkFRSYarGFfFdFRUVoa2vjdXGqr6+Hy+WSxGnhWRpCqKysRH9/\n", "v98Ebvfu3di8eXNUTTbDTWlpKdrb23H58mXe7U6l2k02m830WHLx4sWAVlNS0rJ//34MDQ1hzZo1\n", "IT13OMtDXnjhBUxNTeGhhx6CwWCgz2U2+DgtyAL6/PnzGBgYYBQtysrKMDY2RrsPSKhuNDgtSPnB\n", "yZMnGX/f29uLzMxM1vyBUPAUfLgyOjoaVkckWYizlYiQPIGXXnoJvb29kti12UQLru1OCb7Bp2KJ\n", "6uSzCTa+Dw4O0qLOhQsXWD8rtvIQ0oYzmq4jmZmZUCqVftc8h8OBuro6bNiwwe+zTE1NRXx8vChO\n", "i2DfoRAxz2AwMJY3xEqmBeC+Zn7rW98C4Haqbt++PaCzjkmkLi0tpZ0WXEVsjUaDqqoqzqIFRVHY\n", "s2cPtm7dKongKcMNWbSQiSmcTicsFkvUiha9vb1ezoZf/epXyM/PR0tLS0Ts9iUlJbBarV51nKEg\n", "ltMiISEBaWlpMJvNvELKAvGFL3wBarUar7zyCgDgt7/9LYqLi7FlyxYA7sVcUVERa+kGWXDOnz8f\n", "n/vc5wR9V2azGfv27UNLSwuvOsYTJ04gPT2dbrsYCsRp4XQ60dzczChakDDOs2fP0reZTCYcP34c\n", "99xzT8ivIZYpKSnBzMwMmpqaeIsWBLF3k2tqaui2lFNTU0Gtpjk5Odi3bx+USmXIwa7hKg+Znp7G\n", "M888g//4j/9Abm4uJ9GCzySVuAUOHjwIAKxOC+BqB5HR0VFMTExE3GlhNptxyy23QKlUYufOnYzj\n", "Ct/OIXwWwkLKQ8JdxhlMtCB5ApOTk5iZmZHErl1eXg6j0ejXhlIMp4XnjrRSqRQkqlssFiQnJwdt\n", "LV5TU0OL7tPT06yfFVt5SDSKFiqVCnq93k+0OHfuHKxWK+OGgUKhQFZWliiiBeD+DknJSU5OTsib\n", "WGwt2WMt02Lv3r1Yvnw5iouLvdp1+8ImUns6LfiUfa1fvx6HDx/mtKnX1taGK1eucCoNiQaX9WxF\n", "Fi1kYgpyIY+2TAvA3SpMqVTSJSKHDx/G7t278Ytf/AIFBQURGazEbnsqlmgBXG172t3dDZVKxdnW\n", "zEZ6ejo+97nP4YUXXsCFCxfwj3/8Aw8++KBXHXGw0g2KonD58mXGhT4Xampq0NnZybuO8fjx41i9\n", "ejXnmudAEKfFlStXMDk56dU5hFBUVIQ5c+Z4lYj885//hFKpxB133BHya4hlyDljt9sFixZiwsdq\n", "SnaTm5qa4HA4oNFoWFsSciVc5SF//vOf0dfXh+9+97sA3BPy8fFxxqA6wG1Bn5qa4jxJTUhIgEaj\n", "wUcffQS9Xs+4wC8pKYFSqaRzLUjb20g7LciC2+l0wmq1Mo4rfEULgHs5U2pqKhQKBWenhd1uh9Vq\n", "DZiHIDaBRItw2bXLy8sBuN0JBKfTiZ6eHl7HEJNoodfr8eSTTwJwL0qFiOpjY2NBS0P4fFZs5SHR\n", "KFoAzG1Pjx8/jvj4eEYRE3CXiIjlyNHr9bjvvvug1+vR3Nwc8iYWm2ghZqZFKC12ueBwOLBv3z7c\n", "dtttKCwspMdcJti6RZWWlqKnpwddXV28RYu+vj5O8+O9e/ciMTERN910E6e/LXXw8LWKLFrIxBRk\n", "8hyNTov09HRUVlbiww8/xMDAAB555BGsWLECn//85yP2mkj4pBiihcPhwOTkpGiiRXZ2Nl0ekpub\n", "G3T3JxhmsxmNjY3o7OzE0qVLYbfbcfvtt3vdJ5ho0d/fj/HxcZSVlfF+fqETY5fLhRMnTohSGgJc\n", "bXlKXBRMAoxSqcSSJUu8RIvdu3fjpptuuuZ3AubNm0fbP6NBtOCD524y4A5DDHU3WWqnxdDQEAYG\n", "BvDUU0+hpqaGdjuQCTmb24KErvE5XjMyMjAyMoLly5czWnwTEhIwb9482mnR2dkJABF1WnAdV4SI\n", "FlzLmZRKJdLS0jg7LSKxuRDMaREOFixYAKVS6VUi0tfXB6fTKUqmBRmvp6enYbPZeL++sbGxoCGc\n", "fIil8hCAXbRYvny5VxtNT/R6vWhOCwDo6OhAcXGxKNdZtjbFYpSHiNFilwsnT57EyMgItm7dioKC\n", "AlbRgqIo1vIQEjReV1fHS7Sorq6GQqHgVCKyZ88e3HTTTZzyMgDpg4evVWTRQiamiGbRwmw2w2Qy\n", "4c0330RZWRlOnz6NH/3oR6LsngslOTkZOTk5rKIFHxWd7HiK6bQg5SFitJ+rqamhWwLOzMyAoih8\n", "+ctf9roPKQ9hswOSHVYxyjS40traCovFIkoIJ+D+zp1OJxoaGqDX61nb7HmGcQ4PD+Ojjz7C3Xff\n", "LcpriFXMZjM2bNhAn7Pf+c53It6mjKvVVKrdZK1Wi8nJSVHqoD3HG89JMQnA/OpXv0rfl6towWeS\n", "ShZRbLuqgHcHka6uLsTHx3NqVRlphIgWBC7lTETw4QK5X7SIFuGya2s0GhQXF3s5LYS4dXy7hxCa\n", "mproRaqQc5qL04LPZxVL5SEAs2hx7NixgBsGYpaHAG7RQiwxPC4ujvH4FSOIU4wWu1zYu3cvsrKy\n", "UFVVhcLCQtbykImJCczMzLA6LQB+5YKAu4tOZWVlUNFifHwchw8f5lQa4otUwcPXKrJoIRNTRLNo\n", "UVNTA5PJBJfLRe+S/PKXv4zwq2LuICJERSep7GKLFkajMeQ8C64LtuLiYkxOTrJmfLS1tUGpVNIO\n", "FT4InRgfP34cSqUSN9xwA+/nZIJ8PydOnGAsDSFUVlbi4sWLsFqteOedd+ByuVBTUyPKa4hVPG34\n", "ANDY2BgVbcoiaTUlY20oYZxM483WrVvpSTH5248//jj9mGCiBTmvuUwIyfMTl9Ubb7zBOt4RAV9N\n", "6q8AACAASURBVAVwOy0KCgoiKjxzGVdcLhdMJpNg0YILbAtpJiIhWpBxj81pUVtbS4tVWq1WsnNo\n", "4cKFXk4LIZlNxGnhK643NTXR70Eq0QLgPt7EenmI0WhEV1dXUNFCTOFaTNECYC4RCea0CJZpEc7u\n", "F3v27MGWLVugVCpRWFgIk8mEmZkZxtcEMIvUWVlZ9HHNt5Xx+vXrceTIkYD3OXjwIOx2uyDRQkZc\n", "ZNFCJqaIxGSIC9Hc4ohJtBCiokshWpBMCzGcFlwgYgRbicjFixdRVFQkOIGfTPaSk5M5haUNDQ3h\n", "o48+QkVFhWgTvOTkZADAqVOnAmZzVFZWgqIoNDc346233qInqdcq0XwOc7GaSrWbTMbaUEpEmMYb\n", "zxBYgudnnZaWhsTERLqVpy98nBbk+e12OwD3ec423pWVleHy5cuw2+3o6uqKeAgn4L2IJDkRP//5\n", "z+nfDw4OwuFwSCpa+Ha0CAS5Tocz00KlUiElJYVVtNDr9fi///s/AMDrr78umV3bt4NIV1cXUlJS\n", "eJVlZGRkwOFweJWATE5OorW1FRs3bgQgTLSwWCycRAuu1vZA5SEKhYK+FkULRLQgYtCJEycAIKBo\n", "IWZ5iMPhgNFolFy0YHNaCMm0kJLu7m6cO3cOW7duBeAW9iiKQk9Pj999A4nUCoWC/kyFiBZXrlyh\n", "u9gxsWfPHsyfP1/QZpaMuMiihUxMMTw8jPj4eM51ZTJX254ShC7OiGgh1uLaM9MiVKcF1wVbUVER\n", "AHbRoq2tTVCeBYFM9v7whz/A5XLh1VdfZZzsee48//3vf0dfX59ouzlEVGIL4SSUl5dDqVRi3759\n", "+PDDD6/5riGxQDCrqRSODOK0ECpasI03REBgQ6FQIDc3N6DTIiEhIejCiO94N3/+fDgcDnR0dERN\n", "u1PPReQnn3yCoqIi/O53v6N/T4QdqUULrk6LSAVmp6amBsy0IN+3lIuP8vJy9PT00J8BaXfKp00i\n", "EXs8RaLm5mY4nU7ccsstAKR1WhCCjTeBykNSUlKirjVkTk4OJicnaSfIsWPHUFxcHDAEPCsrC8PD\n", "w7T7LhSMRiOcTmfEnBZcRYtwlVO9//77UKlU2Lx5M4CrJVRMuRZsGUZkLkXccbt27eI1l1q7di0A\n", "sLotBgcH8d5779HCikxkkUULmZhieHgYWq026i6G0dziqKSkBGazmb5QC0UKpwUJ9wxVtAC4LdhS\n", "UlKQlZUV0GkhRp7FrbfeCoVCwXoh9Nx5djqd6O/vF60MwXMRx+a0MJvNuPnmm6FUKvHTn/4U09PT\n", "WLdunSjPH6tE8znMFSnCv8QoD2GCKXjX97MO1PaUJMmLfS0gomVbW1vUOC0IOp0OOTk5+MEPfoA3\n", "33yT3tEPh2jBtzyEOB/CSTDRQkgOCl98O4jwbXcKMIsWTU1NUKlUqK6uhlqtDotoEYxA5SHRVhoC\n", "gBYnSInI8ePHgwZgZ2Vl0SGQoULEU7J5IgYGg8FvDGQTLZRKJeLj4zk5LV577TX676ampkpSTrVn\n", "zx5UV1fT4iY5T5hyLdjKQ8hciryntrY2XnMpvV6PBQsW+OVaEDFk4cKF6Ovrw759+yKebyUjixYy\n", "MQYRLaKRaG1xRFo4koW6TqdjXMgEW5xJIVoQxCgP4bpgY+sgYrfbceXKlZCcFoT09HRUVFQwihZS\n", "lyGQ70ehUGDhwoWM9yEXeofDAZfLBQB46KGHQn7uWCdaz2G+iBn+FWp5CJsYtHTp0qCfdTDRgsvi\n", "k68YlZeXB41Gg/Pnz8NkMkWF08KX//zP/0RBQQGdAdLb2wuFQiFpYCjf8pCMjIywby5wcVqo1WpR\n", "F+6++HYQIU4LPjCJFmfOnMGCBQuQlJQErVYrWLQIV/eQaBYtTCYTbDYbmpqaOIkWAERZsJLrvphj\n", "isFg8Ms+YSsPAdxCU7BMC8B9vFEUhbi4OHz9618XvZxqamoKBw4c8HIwJCcnQ6vVMjotiLPO02Ut\n", "1lyKKdeCzJFIadCFCxeiIt/qWkcd6RcgI8MHMhmKRsiimU9AXDggosXly5exZMkSOJ1OKJVKOpTJ\n", "6XSiqqoq6OKMODXEbHlKEMNpQQj2uRcXF6O9vd3v9vb2djgcDtE6h6xduxYHDhwQ5W9xxWw249//\n", "/d8BuHdVbrnlFtTW1npNNoJd6KPluI0E0XoOR5K4uDikpKSElGlRW1tLTwJTU1OxaNEivP3229Dr\n", "9QE/a4PBgE8++YTxb/I5Vmtra7Ft2zb6vC8qKmId75RKJcrKynDw4EEAkW13ykZ8fDweffRRfOMb\n", "38D/+3//D729vcjOzoZaLd2Ujq/TIpx5FgQuooXUTs3ExESUlJR4iRZ33XUXr79BPjvPz7upqQlL\n", "ly4FgJBEC7GdFk6nE3a73WuhHO2iRV9fH06dOgWHwxFUtCDXTjFyLTo6OmAwGFjbqwqBT3kI4C4R\n", "4eK0eOutt1BeXg6VSsVYAhQqhw8fhs1m8yu7KCwsZC0PyczMlOTcXb9+PV588UX6OeQ5UvQiOy1k\n", "YopodloQoq3FUWZmJubMmUOHcf7mN7/BmTNncPDgQWzfvh3Z2dmcVHTitBArT4Q8n0qlCmtLQTan\n", "BamJFMNpAQDr1q1DW1ubX6cSKcsQampq0NDQAMAtRknVpmy2E23ncKTRarUhiRZ6vR4ffPABAODp\n", "p5/2Gm8CfdZiOC3I8/MpmykrK6N33qLRaQEA999/PwwGA5544glcuXJFklBJT0imBVu7aE9GR0cj\n", "srnApTxEytIQAgnjnJqagtlsDtlp4XQ6ce7cOVRWVgJwnzN8RQuKoiQRLQD/jISxsbGoFC1SU1OR\n", "mJiIvr4+HD9+HHPmzMGiRYsCPoY4LcQSLcTMswD4BXEC7CU9ntjtdrzzzjvYtm0bMjMz6bIqMdmz\n", "Zw8KCgrocioCW9tTJrFArLkUKY3du3cvfV45HA7Oj5cJH7JoIRNTxIJoEW0oFArMnTsXLS0tuHLl\n", "Cnbu3IlvfvObqK6uxoIFC+hchWBMTEwgKSmJsRadL2azmVbYKYrCunXrwlYvWFxcjJ6eHr8L98WL\n", "F5GUlIS8vDxRnocEPB09etTvd7W1tfRkSafTiVKGwNUqORuyG2TCi1arDTnTgkz6ifOLCwaDAcPD\n", "w4x25qGhId4LUK5i1Pz58+nnFNMFJiYJCQl48MEH8eqrr+Kvf/0rLl68yKl1tVAyMjLgdDphtVqD\n", "3jdSjkguTotwjHHl5eW4cOEC3ZGA7zGk0WiQkJBAixZtbW2w2Wy000KIaDExMQGKokQVLTQaDQB/\n", "0SJanRYKhQIGg4EWLVatWhV0PpOamoq4uDjRykPCIVoEclpwES0+/vhjjI6O4u6775ZEtBgcHMQ7\n", "77yDrVu3+jknCgoKWJ0WTOeuGCWdiYmJiI+Px4MPPoiKigqsXbuW8T3Lc6TII4sWMjGFLFrwg4QJ\n", "ffrpp3jttdewdOlS6HQ6uha6sLAQTqeTdTfTk4mJCdFKQ4hVHABcLldYHQFFRUWgKAqdnZ1et5PO\n", "IWLZD/Pz8zFv3jxG0UKv12Pjxo3Izs7GJ598Iln7PTZmS3aDTHjIyMgIyWkBXK0JJzuXXCATchKc\n", "5wnbJFYMiNsqKytLVCu32LzzzjsA3LuC09PTko6jTCULbFzrosXChQvR29uLc+fOARDm1klPT6dF\n", "izNnzgBASE4L8rlI4bTwLR+IVtECcJeI9Pb2cgrhBNxCh1htT9vb26PCaREs0+Ktt97CvHnzUFlZ\n", "CZ1OJ5poQeaj5eXl6OjowMcff+wnBrGVh7CJ1GKET9fU1GBmZgZWqxUmkwmtra1ITU3FypUr5TlS\n", "lCGLFjIxRTRnWkQjnsnKMzMztD2UiA+BWkz5MjExIcpEROogymCQdne+uRZtbW2i5VkQ1q1bxxjG\n", "6XK58Oabb+Kzn/0sr0VcIPg4KKToMiEzewm1PAS4KlrwOc7IhJxJVJXK6m82m/HUU08BcNvzpXQv\n", "hMLQ0BDjuC3VOEquu1xFi2jMtAhneQgAuiRKSNC0p2jR1NSEwsJCesMm2kSLWHFaAG7R4vDhwxge\n", "HsaaNWs4PSYrKytk0cJut8NoNIouWiQlJUGp9F7KBRItgmVaOJ1OvP3227j77ruhUChEdVqQ+SgZ\n", "T1tbW/1E1sLCQoyNjcFisXjdHkxwFFrSyTYfTUpKwp49e+Q5UpQhixYyMQNFUbLTggdsg/HIyAg9\n", "4SG2Va6iRbhb2ElBfn4+1Gq1X67FxYsXRcuzIKxbtw5NTU1+7Wbr6upgNBrx2c9+VtTn4+ugkLMb\n", "ZLggRnmI2WyGQqHgdbwR0YK09CTYbDZMTk5KcuzW1NTg/PnzANwLDTkXxg0RLbh0EInWTItwOS3m\n", "z58PpVKJ999/X7BbxzP41DOEEwhNtBC7ewgQW6JFeno6Ojo6oFAosHLlSk6PycrKClm4NBqNcLlc\n", "oosWgLdIoVQqA5a8BCsPOXnyJPr7+3H33XcDAB1MGSpcN6vIRppvrkW4BEdf5DlSdCGLFjIxg9Vq\n", "hd1ul0ULEUlNTUV6enpYRYtIZyqoVCrMmzfPS7QYHx+HyWSSxGlByl88eeONN5CTk8N5p4crsoNC\n", "RgrEcFoMDAxAq9Xy6nCh0+kQFxfn57Qgk1yxJ7GRdoHxIdzjaCyVh7CFhYZLtEhMTERpaamgdqcE\n", "4rSgKApnzpzxEy1GR0c5ZVERrvXyEFKa8MYbbwBgb9fKhBjlIWRckVq0CDa+BhMt3nrrLeTk5GD1\n", "6tUA3GPs5OQkbDabOC82CGwbaVKdu5Gej8rwQxYtZGIGMmmWRQtucB2M2WoIfRkfHxfNaRHpTIWi\n", "oiIv0ULsziGE+fPnIzMz0yvXgpSG3H333aKEmjIh7w7IiIlYmRZ8BTSlUomcnJywiRaxRjjHUa7l\n", "IS6XCxaLJWKihcvlYlxg2e12WCyWsB0zpEREaGcsIlr09PRgcHCQzrMA3OM7RVGcXC8EYre/VstD\n", "SGkC6YJms9k4O6jEKA8hooUU3Yg8nTyBQjjJfdkyLSiKwttvv42amhq65IScL6GWiHCdjxoMBqhU\n", "Ki+nBRFNpJrTRHo+KsMd6Zp6y8iIDJksyZkW3KmtrcW2bdvo/IaioiK/wZiraCFWpgVw1RFAFh/h\n", "XmAXFxejrq6O/lkq0UKhUGDt2rVeuRanTp1Cd3e36KUhMjJSodVqMTo6CpfL5Vc/zRUhogXA3PaU\n", "TKDFHjfIxNr3+aJ11y2c42h8fDySkpKCLpQtFgsoiopYpgXgXjQnJyd7/Y6IbuH4Hs1mM06dOgUA\n", "OHToEKqrq1FbW8vr+M/IyMClS5fQ1NQEAH5OC4Df7jNxWogpJjCVhzgcDkxOTkaVaBHMQRXsMxRL\n", "tDAYDJIE+yYkJND/D+a0SEhIoIUbX86ePYv29nYvMYd8NoODgyELLrW1tdi4cSPOnz+PrKwsXHfd\n", "dX7zUbVajby8PK85qdQidaTnozLckZ0WMjGD7LTgD5dyAT6ihdiZFpFyBBQXF+PKlSu0jfjixYvI\n", "zs4Wtd6XsG7dOpw8eRIzMzMA3KUh2dnZdG9wGZloR6vVgqIov3A0wD2h5FI6IYVoIcUkNhZ33cI1\n", "jnrmLLBBRI1IOS0AMOZaSCV0MVFTU0O3O7VarYJyUYjT4syZM9BqtV5tUz1FC66MjY0hKSmJV3lW\n", "MJjKQ8iCOJpEi1DR6/UYGhriVY7jixTtTglJSUn0/z0FDCbYykOGhobwl7/8Benp6diwYQN9u1hO\n", "C8D9OT700ENQKBRobGxkLV/1bXsaLjFBdqhGP7JoIRMzyKKFcAINxpEULSJFcXExxsbG6GNKis4h\n", "hHXr1mFqagqnT58GRVGSl4bIyIgNGXM9S0RIjXhFRQUqKiqCdtkYGBgQ1CmHSbQYGhpCXFycJOOR\n", "nAvDTkZGRlDRIpKOyECiRbhKisTKRSGiRVNTEyorK71acQsVLcQsDQGYy0NI6HQ0iRah5hZkZWWB\n", "oqiQcm06OjpQVFQk+PGB8BQtAnUOAfxFC89xfNeuXVCr1V5uKnK+iJXp09LSgpKSkoAddXznpFKK\n", "1DKxhSxayMQMw8PDUCgUkuyGX8sUFhZiZGTEr8OFL2KWh0Qa0vaU5FpI0TmEUFlZiaSkJBw9ehSn\n", "Tp1CZ2enXBoiE1OQBainaEFqxE0mE0wmU9DdZLGdFpmZmV4LObGRd938ycjICFoeEu2iRax8p0S0\n", "aGxs9CoNAYSLFmLPnWJFtABCc1ARsTWUEhEpnRae4i0Xp4VnpoXnOO5wODA4OOg1jiclJSExMVG0\n", "tqcXLlzAwoULA96nsLDQK9Mi1s5dGemQRQuZmGFkZARpaWnyDrXIsLWY8mU2OS3IjgcpEWlra5NM\n", "tIiLi8Pq1atx8OBBvPrqq8jKysL69esleS4ZGSnwdVrw3U12uVwYGBgQLFqYzWY4HA76tqGhIXnX\n", "LQJwKQ8hv49kpgVbeYhCoZBcTBGrG0F6ejpcLhc6Ozv9RIv4+HikpKRE3GmhVquhVqtjQrQIxUFF\n", "RAuhbU/tdjuMRmNUiBYJCQn098VlHFcoFMjMzBRNtGhpaaFDatkoKCiA0Wiky3GGhoagVqtFP35l\n", "Yg9ZtJCJGYaHh+XSEAkgokWwEpHZJFpkZGQgPT0d7e3tMJlMmJiYkKw8xGw24+LFi/jwww/x+9//\n", "HkqlMuraJ8rIBIKMu1zaXTIxOjoKh8MhWLSgKMprwTA4OCjvukUALuUhxIkRCUckWSizOS0yMjLC\n", "sukhRi6Kp+jj2TmEoNVqeV1HLBaLJIu+xMREr0wLIlpE6wJTiIOKjFtCnRZGoxEul0sy0cJTIOJb\n", "HsIFnU4nimhhsVhgNBqDihaFhYWw2+3o7+8HcHW8l9JZJxMbyKKFTMwgixbSQFpMBRItnE4nbDbb\n", "rBEtgKthnFJ1DiGQUDaKouB0OtHf3887lE1GJpIkJycjLi7OqwMDn91kMtkXmmkBAL29vfRtpDxE\n", "JrxwLQ+JlCMyPj4eCQkJrKJFuIQuMXJRiCMkISGBUVDX6XQRd1oA7g4iseC0CIXU1FTExcUJFi1I\n", "97ZwOC24tDwl3xfXcVwsp8WFCxcAgFN5CHDV/RvOc1cmupFFC5mYQRYtpIGpxZQv5OIxG0WLixcv\n", "QqVS0TkXYiJWKJuMTCQhtnrPTIva2lqvxdTixYtZd5OJS0KI0yI3NxcAvHIt5ElsZOBaHhLJtuSp\n", "qams5SHhPmaE5qKYzWZs374dgLu0av369X6lCdEiWvju3M9G0UKhUCArK0tweQiZA4TaMpQJs9mM\n", "vXv30j+3trYGfJ2+mRa1tbWoqKgA4BYnmFxBmZmZosxXLly4AKVSiQULFgS8H+mUQ+ak8ngvQ5BF\n", "C5mYIdKTodkMWwcRkiy9atUqAMBjjz0m+MIdbRQVFdFOi6KioqA7FDIy1zJardZLtNDr9Vi9ejWy\n", "s7MBAD/5yU9YRYlQRAu9Xg+lUuklWshOi8jAtTwkGkWLWMpBqampQVNTEwB3HgJTyK0Q0UKKkh2m\n", "8pC4uLig2Qqxhl6vF+y06OjoQG5uriSfSU1NjdecbHx8PKCT0zPTAnC/r89//vNISkpidQWJ5bRo\n", "aWlBcXExNBpNwPtlZGQgOTmZnpPK470MQRYtZGIG2WkhHWyiBUmWJrWFra2ts6a0obi4GF1dXWhp\n", "aZEsz0KsUDYZmUij1Wq9FqxOpxN79uzBF7/4RcTHx8NoNLI+1mw2Q6VSCQpnVKlU0Ov1stMiCkhP\n", "T8fk5KRXqY4vIyMjEQnhJAQSLWLhmOHqzosWpwVTechsclkQsrKyQhItpCgNEeLkJM4YiqLo2w4d\n", "OoR169YhJyeH8TFiZVpwCeEE3M4Wzw4isXLuykiPLFrIxAyyaCEdBQUFfqLFbC9tKC4uhtPpxJEj\n", "RyTLswDECWWTkYk0vuUh9fX1GBgYwJ133om8vLyA3YcGBgaQlZUFpVLYlMOz7enk5CSsVqu88xZm\n", "zGYznnzySQDAsmXLUF1dzei6i7QjMprKQ6SEr2ghZRDntSJahFIeIlWeBV8SExNBURTsdjsAwOFw\n", "4OjRo9iwYQPrY4jTwlPoEAKXdqcEzzmp7LSQIciihUzMIIsW0lFYWOjVYupagGRY2Gw2yZwWgDih\n", "bDIykca3POS9996DTqfDqlWrkJ+fH9RpEcox7ylakIWaPIkNLzU1Nbh48SIAoL+/n7FkAYhe0SJW\n", "ykO4uvN0Op3X+RgIiqIkzbTwLQ+ZjaJFqOUhUogWQpyciYmJAEDnWjQ2NmJiYgI33ngj6/NkZmZi\n", "enoaVqtV8Gvl2jmE4On+lZ0WMgRZtJCJCex2OyYmJuRMC4nwbTEFzP7ShsLCQrqFlpROC4LQUDYZ\n", "mWjAtzzk3XffxW233QaVShUR0UI+l8IHH9ddNGZaOJ1OjIyMxMwxw8Wdp9PpMDk56SUYsGG1WkFR\n", "lFweEgJCy0NmZmbQ09MjmdOitraWDq4E3MdFICcnES3Id/bxxx8jKSkJK1asYH0MEftCcdiSziF8\n", "RIvu7m7Y7XaMjY3FzLkrIy3XjGhBURSqq6uhVCoDdkmQiU7IZFl2WkgDSbX2PTfI5CkuLg4ajWbW\n", "lDaYzWZs2LCBFi2+973vzZqAURkZKfB0WnR2duL8+fO44447ALitvMFECyHtTgmeogWprY6FXfNr\n", "kWjMtBgdHYXL5YqZhQ8Xdx55L1wWkuTzkMtDhJOVlYWhoSHeblSj0QiXyyWZaKHX6/GNb3yD/vnW\n", "W28NKBCTMFDynR06dAhr1qxBXFwc62PIWBtKrkVLSwuUSiVnV2tBQQHMZjN6enq8XoPMtU1Mixb7\n", "9u3Dxo0bsWLFCpSVlaG8vBw7d+5kvO+f//xnnDx5kl6kMPHyyy9jyZIlWLJkCcrLy/HUU0+FXMMl\n", "Iw5ksiyLFtLAJlro9Xr861//gkKhwA9/+MNZU9pAAkZdLhcAoKGhYdYEjMrISAHJtKAoCu+99x7U\n", "ajU2b94MALTTgpxPvgwMDITstOjr64PL5ZKdFhGAq+uOoqioLA+J1ZKiQO48IaJFuLqHzEbRQq/X\n", "g6Io3m4D4lAqKiqS4FW58RQcAokPgLfTwuFw4MiRIwHzLICrx1ooosWFCxc4dQ4hkDnpmTNnvF6D\n", "zLVNzIoWL730Er7+9a/jN7/5DRoaGtDW1ob77rsPb7zxht99x8fHsXPnTtxxxx2sIsRvf/tb7Nix\n", "Ay+//DLOnj2L9957D//zP/+D73//+1K/FRkOyKKFtKSlpWHOnDmMLqSzZ89iZmYGt9xySwRemfjM\n", "9oBRGRkp0Gq1mJ6exuTkJN59913ceOON9CIoPz8fMzMzrJNaMcpDHA4HBgcHMTg4CLVaLcmusQw7\n", "xHWnVquRlJTE6LqzWq1wOBxRK1rMpoVPtDgtrqXyEACsJSJDQ0OM30VHRwcUCoVXCYfYeLZrD9a6\n", "3TPToqmpCePj4wHzLADxnBZcS0OAq6IFaf0ba4KjjDTEpGhhNBrxrW99C08//bRXEu23v/1tPPfc\n", "c373/9nPfobbbrsNy5YtY/x74+Pj+MEPfoD7778fy5cvB+BWRb/97W/jf//3f9He3i7NG5HhjFwe\n", "Ii2kxRSTaFFXV4f4+HhUVlZG4JXJyMhEA2Ts7e7uxkcffYTbb7+d/h2ZkDOViDgcDgwNDYUkWuTm\n", "5gIATCYTnSQfyDUpIz6kZOHGG2/E+vXrGV13o6OjABB1ogVZbF2rooXFYgEgl4eEAptoYTabUV1d\n", "jYqKClRUVPh11eno6EBubi5dliEFQp0Whw4dgkajQVVVVcDHJCUlQaPRhFW0yM/PB3BVtJhN566M\n", "cGJStHj11VcxPT2NrVu3et2u0Whouyqhra0Nf/rTn/DEE0+wuiz27duH8fFxv53km2++GU6nE7t3\n", "7xb3Dcjwhjgt5CBO6WATLU6ePIlly5ZJetENJ7M9YFRGRgqIaPH3v/8dMzMzdJ4FcHWCySRaDA0N\n", "gaKokDMtALdoISfJR5bS0lI6X8QXsrkQ6UyL6elpujsCMDudFmlpaVCpVBF3Wlwr5SFk/PLNviKl\n", "piaTCSaTya+rTnt7u+TtTvk4LTwzLT7++GOsWbMm6GMAt9NBqBPVYrGgp6eHc7tTwH1c6fV6NDU1\n", "QaFQRHRMkYkeYlK0OHr0KLKysnD69Gls3rwZ5eXlqKysxGOPPeZ1oQKAhx9+GDt37gx4sSI1UyUl\n", "JV63k5/PnTsn8juQ4cvw8DA0Gg2tEsuITyDRYtWqVRF4RdLBJZ1dRkbmKkQwfvXVV3H99dd7XS/1\n", "ej3i4uLQ3d3t9ziyMxmK0yInJweAt9NCJjLMnTuXNcyciBaRdloA7sUzYWhoCHPmzOG0OIsVFAoF\n", "tFotL9FCCjHhWikPSUtLQ1xcnJfTgkupqVTtTj0RUh5itVpx5MiRoKUhhMzMTMFOC76dQwiFhYUw\n", "Go3QarVQqVSCnltmdhGTokVXVxcsFgu2b9+O559/Hi0tLfjd736H5557DjU1NfT93n33XXR1dWHH\n", "jh0B/x4ZhHxVaPKz0N7MMuJhNBolCZGSuQqTaGE2m3HlyhWsXLkyQq9KGriks8vIyFyFOC0uX77s\n", "VRoCAEqlEnl5eYxOC7IzGcr5FR8fD51OJzstooDCwkKMjIx4iQKEaBItPEtEBgcHZ+Uxw0e00Gg0\n", "QUsHhOBZHkJR1KwVLRQKhaC2p+EQLYSUh9TV1WFsbCxoCCdBp9MJFi34dg4hkFyL2XjuyggjJkWL\n", "qakpTE9PY+fOnSgtLQUArF69Gjt27MAHH3yAo0ePYnp6Gt/5znewa9cuKJUx+TZlcLVe8Pnnn8fg\n", "4KBfvaCMeBQWFmJoaAhWq5W+ra6uDgBmndOCECidXUZGxo3ZbPYqB9m7d6/fOEw6iDA9FghNtACu\n", "tj2VnRaRZe7cuQD8O00BVzMtIl0eAniLFkNDQ7PymNHpdJxFC6k2fTzLQ6anp2G322elaAG4S0Q8\n", "xz22UlObzYbExESYTCYYjcawOi24ihYffPABEhMTg+ZZEII5LdiCSAG3aMGncwiBZCXNICDrawAA\n", "IABJREFUxnNXRhjqSL8AIZAB0TcYkPxcV1eHw4cPo7y8nLHjgW+2BTkhfMObyM/BanEffvhhv4v0\n", "vffei3vvvTfYW5EJAqkXJJB6wWPHjkXwVc1OiKrd3d2NBQsWAHCfS9nZ2fREVUZG5tqjpqYGJ0+e\n", "pH9uaWnxG4cDiRYJCQlISUkJ6TUQ0WK2LkBjBc/22L5275GRESQlJUW0DINNtJiN4jRX0cJisUjW\n", "bcezPIS4b2araKHX6/2cFrW1taiqqkJ3dzdycnKg1Wpx5coV5OTk0ALBr3/9a9x5552SuTlXrVqF\n", "hIQETE9PB3VOkEyLkydPYsOGDZyzyjIzM9HS0uJ3u9lsRk1NDV0mM2/ePNTW1nq91wsXLvAuDQGu\n", "jjWz9XiKZV577TW89tprXrcR0VpKYlK0WLhwIc6ePevXE57UPLlcLnz00UcwGo1YunQp/fu+vj4A\n", "wG233Yb4+Hh873vfw7333kvf58qVK1iyZAl9/ytXrgCA121MPPPMM6ydSWSEE6xecDZOQiKJ52SU\n", "iBYkz0JO6peRuTbhOg7n5+fj1KlTfvcbGBiAXq8PeQwxGAz49NNPZ63VP1bIzc2FSqVCZ2en3+9G\n", "RkYiHpbNVh5CwmJnEzqdDq2trUHvNzY2JploQcpDSGkIMHsXmVlZWejp6fG6Ta/X0xk/b7zxBnQ6\n", "HRYvXozz589jYmICgHvRLuVmW05ODjo6OjA2NoaysrKA9yUihcvl4pxnAbAHcfpuLJpMJr/32tLS\n", "gi9+8YucnwtwiyEvvPACAODw4cOorq72E0NkIgfTxnxjYyPdgVMqYrJuguRWnD171uv25uZmAMDK\n", "lSuxf/9+fPLJJ2hqaqL/bd++HQDw/vvvo6mpif7Ab731VsyZMwcHDhzw+nsHDx6ESqXCPffcI/Vb\n", "kpGJOHl5eVAoFLTt1+l0or6+ftaWhsjIyIhHQUEBjEajn5PRbDaLMtE0GAxob2/HxMSE7LSIIGq1\n", "Gnl5eYzlIdEqWsxWdw6f8hApRQuKojAzM3NNiBa+TguHw4Fjx45h06ZN9PfBVEbhGc4pBTk5OUEF\n", "C7PZjLVr19I//+Mf/+Bcbk3KQzzHdy5BpKOjo+jp6eHttKipqUFbWxsAYHJy0q8ri8y1SUyKFp/5\n", "zGewdu1aPPHEE+jv7wcAXLp0Cc8++yy2bt2K9evXMz6OnGy+k6qUlBT84he/wCuvvILGxkYA7pPu\n", "mWeewSOPPCJ5PZoMM3JryvASFxeH3NxcejL6ySefYHx8fNaFcMrIyHCH6zicn5+P6elpv4m52WwO\n", "qd0pgZSHkNckEznYOk2Njo5GXLTQaDRQqVRyeYgHUooWJKdgampq1osWer3eb5Hf2NiIiYkJXq6F\n", "SOHriiBlflzQ6XSYmZmh3SNc+eSTTwCAV7tTLmKIzLVJTJaHKBQK7NmzBz/84Q+xcuVKJCUlwel0\n", "4mtf+xp27tzpd/8//OEPeOKJJzA6OgqFQoG1a9ciLi4OTU1NdDjRgw8+CI1Ggy996UtQKBSw2+14\n", "5JFH8N3vfjfcb0/Gg9raWmzbtg3t7e0A3BNluTWldHhORuvq6qBUKrFixYoIvyoZGZlIwmUcJvb7\n", "7u5ur11ts9lMB2aHQm5uLv3/2bhrHkvMnTuXtTwkkiGcgHt+mJqaSosWFEXN2pIinU6HkZERuFyu\n", "gIHzY2NjXi2KxYTkNlwLokVWVhaGhobgdDrpcvRDhw4hKSmJnicRkZcIrIRIb7aFWm5NxtzBwUH6\n", "+2V7r4mJifTfI51DSMmxjEwoxKRoAbgHxV27dmHXrl1B7/vAAw/ggQceCHq/+++/H/fff78YL09G\n", "JEhrSqKuzsaJRzRRWFiI7u5uAO48i0WLFs3aCYiMjAw3uIzDJOndN0tqYGAA1dXVIb8Gg8FA/18W\n", "LSJLYWEhjhw54nf7yMiIZItjPqSmptIL6PHxcTgcjll5zOh0OlAUhdHRUbolMRNSdw8B3Bb+a0G0\n", "oCgKw8PDtHvs0KFDqK6u9gqfnY2bbZ6iRVFREX07ea/19fWIi4tDRkYG2tvb8dxzz2HHjh1oaGjA\n", "vHnz6OOEC9Eq/MhEnpgsD5G59pBbU4YHT6cFCeGUkZGRAQKPw3q9Hmq12q+DiJiZFp6vQyZyzJ07\n", "Fz09PXA4HF63R0OmBQAvp8Vs3vAg7ymYZV7q7iGAt9Mi1E5B0QoRKkiJiNPpxJEjR/xKQ4jIe/78\n", "eZw/fx7Hjh2LeIBkqOXWRLTwPdb0ej2OHDmCuLg4PProozAajfjv//5vfPOb30RxcTFeeeUV9Pb2\n", "orq6mnN+BuAWQ6qrq2EwGGAwGFBdXR3zwo9M6MiihYyMDA1xWlgsFrS0tMiihYyMDCdUKhVyc3O9\n", "RIvp6WlYLBbRMi0AQKlUSrZrLMONwsJCOJ1O9Pb2et0eDZkWgLdoQUIRr2XRQuogTuCqaKHRaKBW\n", "x6yJOyBEeCBhnGfOnMHY2BhrnkW0bbaFIgSQ98EUMtrV1YXJyUmsWLECCoUCv/rVr5Cbm4v29nZM\n", "T09jamqKd5BmNAo/MpFndo4sMjIygigsLMT09DT27NkDiqLkEE4ZGRnOFBQU0OVlwNXJfaiTTbPZ\n", "jJqaGrpt6po1a+T2dxFk7ty5ANyLFdIqG4iOTAv8//buPD6q8t4f+OecTBKykEA2MhiSQAKEBJJA\n", "2CmXXVlcAtYq5SKgFwWuu6UgaFlarCjUUpFFuGCFXiqKRYg1ctGCoCjIDkkAyYQ1NCwhi1nJfH9/\n", "5DfHDDOBQCaZk5nP+/XKH/OcM+c855lvZs5851lQPTzh5p4Wrjo8BLh10kJEGiVpYRke4qpDQ4Cf\n", "e1pY3td27tyJZs2aoWfPns6sVp3VZ7i1j48PfH197SYtbp5s89q1azYLHgB1nz+jJj0lfcj52NOC\n", "iDSWG9CPPvoIAQEBnDyJiOosIiLCqqeFo5IWllnvRQRms5nL3zmZZf6SmpNxlpeXo7S0VHc9Ldx9\n", "eEhJSQnMZnOjDQ9x5aRFYGAgPD09tWEOO3fuRJ8+feDt7e3kmt2Zu+0BYln29GYZGRnw8/PT3heI\n", "GgqTFkSksSQtPv/8c/Tq1euWM5ITEdV0c9LCcnNfn6QFl7/Tn+bNm6Nly5ZWy57m5+cDgO6SFleu\n", "XEGzZs3g6+vr5Fo5nre3N/z8/G75f2Bph4aeiNMdkhaKoiA0NBSXL1+G2Wy2O5+FK7tV0iIuLk67\n", "X6zv/BlEteHwECLStGzZEr6+vigpKeF8FkR0R9q0aYPz589DRKAoipa0cMScFqQvNy97ev36dQD6\n", "S1pcvXrVJYeGWAQFBd0yaVFQUAAAHB7iIJakxdGjR5Gfn+92SQt7sZaZmakNDbFwxRVUyPn4MyoR\n", "Aaj+VbRfv34oLy8HUD1E5E5meyYi9xYREYHS0lJcu3YNQPV7ir+/v9aF/G7wVzt9qrnSFPBzTws9\n", "zGlxc08LV46T4ODgOvW04PAQx7AkLXbs2AEvLy+3mvcrODjYpqeFiCAjIwOdOnWyKudEmtQQmLQg\n", "IgA/jxuvqqoCAGRlZXHcOBHVWUREBABoQ0QuX77skBtVLn+nPzf3tNDr8JA7nfivqXF20sIyn4O7\n", "JC3CwsKQl5eHnTt3olevXvVKyDY19oaHXLp0CQUFBTY9LSz0toIKNW1MWhARx40TUb3dnLTIy8tz\n", "yNAQ/mqnP5aeFpZVAvQ2PKS4uBhVVVUuPzzE2UkLVVXh5eWlDQ9pqPPoRWhoKPLy8vD111+71dAQ\n", "wH7SIiMjAwBseloQNQQmLYiIiKjewsPD4eHhoS17mpeX59DkAn+104+oqCgUFxdryYr8/Hx4eXnp\n", "4pdnyxfn4uJiDg9p4KQFUD1ExF16WoSGhiIrKwtXr17FwIEDnV2dRmVJWtRczjQjIwNeXl5o166d\n", "E2tG7oJJCyLiuHEiqjcPDw+0bt3aqqcFe0S4JstKU5YhIvn5+WjRogUURXFmtQD8/AW9sLDQ7YeH\n", "FBQUwMfHB56eng1Wh2bNmrlN0iIsLAwiAoPBgD59+ji7Oo0qJCQEN27cQFFRkVaWmZmJjh07wmDg\n", "ug7U8Ji0ICIAHDdORPVXc9lTR81pQfpjSVpYJuPMz8/XxdAQwDZp4erDQywT39pTWFjY4EM2mjVr\n", "5harh+Tl5WHx4sUAqpc/HTp0qFtNVm5J/tUcImJvEk6ihsLUGBEB+HncuOVXG1f+dYqIGoZl2VPA\n", "cXNakP60atUKXl5eWk+L69ev6y5pcenSJZSWlrr0Z1lwcDBKSkpQVlamLT9aU2MkLXx8fFBaWori\n", "4mKXTlqkpqbixIkTAIDKykrs2bMHo0ePxjfffOPkmjUOS/LvypUr2nCQzMxMDBo0yJnVIjfCnhZE\n", "ZIXjxonobkVERODcuXP46aefUFJSwp4WLkpVVbRp00bXPS1MJhMA107AW66ttiEijdXT4urVqxAR\n", "l01acLJy66QFUN0meXl57GlBjYZJCyIiInIIy/AQS7dpJi1cV1RUlFXSokWLFk6uUbWbkxauPjwE\n", "cH7S4vLlywDgskkLso21zMxMAKh1uVMiR2PSgoiIiByiTZs2KCkpwcmTJwEwaeHKIiMjrSbi1EtP\n", "C39/fwBAdnY2APa0aIzhIa6etOBk5dXJKX9/f62nRUZGBlRVRfv27Z1cM3IXTFoQERGRQ0RERAAA\n", "Dhw4AACc08KF1expoac5LTw8PODv78/hIahePSQwMLBB69CsWTOtZ5WrJi0ATlYOVMdbzaRFbGws\n", "vL29nVwrcheciJOIiIgcwpK02L9/PwDX7prv7iIjI5Gbm4vy8nJd9bQAqoeImEwmGAyGBu9p4EyB\n", "gYFQVZXDQxoBJyuvfj+3JC0yMzM5NIQaFXtaEBERkUOEh4dDVVUcOHAALVu2hJeXl7OrRA3Esuzp\n", "mTNnUFhYqJs5LYDqpEVeXh6Cg4OhKIqzq9NgVFVFUFCQ04eHlJSUAHDtpIWFO09WXjNpweVOqbEx\n", "aUFEREQOYTAY0Lp1a5hMJs5n4eKioqIAAEeOHAEA3fW0ANzj13BnJy1qLrXqDkkLdxYSEoKrV6+i\n", "sLAQ58+fZ08LalRMWhAREZHDWIaIcD4L19amTRsAwOHDhwHoM2nhDsOTgoOD7SYtRKRRkxaqqsLX\n", "17dBz0XOZZnTIisrCwDY04IaFZMWRERE5DCWpAV7Wri2Zs2aoVWrVrpOWrhDT4vakhYlJSWoqqpq\n", "lOEhQPWqLa48FId+Hh6SkZEBAIiLi3NyjcidMGlBREREDmP5Bd6VJ0CkapGRkVrSQm9zWgDunbQo\n", "LCwEgEZZPQTg0BB3UDNpERUVBT8/P2dXidwIkxZERETkEHl5efjkk08AAB9//DH69u2rLYdIrqfm\n", "sqd67GnhDsNDfH197f6PWZIWjTU8hEkL1xcSEoKqqip89913nM+CGh2TFkREROQQqampOHPmDACg\n", "uLgYe/bswejRo51cK2oolhVEVFXV1ZdWd+hpkZeXh759+2L9+vXIzs62SRA2VtLCMjxET68/NQxL\n", "EnDv3r1MWlCjY9KCiIiI6u3q1avIycmxKTeZTLWubkBNm2UFkRYtWkBV9XNLaamLKyctUlNTsWfP\n", "HhQVFUFEbBKE7GlBjmb5fyovL+cknNTo9PMJQ0RERERNhqWnhV7ms7D0PliyZAkA4M0333TJ4Ul1\n", "SRAyaUGOVnO4FXtaUGNj0oKIiIjqLTg4GNHR0Tblbdu2delfvN2ZJWmhly+slt4HBQUFAICsrCy3\n", "HZ5kaQMmLcgR8vLy8PDDD2uPn3/+eZdMCJJ+MWlBREREDrF582b07dsXRqMRRqMRffv2xT/+8Q9n\n", "V4saQF5eHqZMmQIAyMzMdPqkq+40PKm2BGFkZKSWICwsLESzZs3g5eXVoHXhnBbuITU1Fd999532\n", "eN++fW6bECTnMDi7AkREROQawsLC8M0332hfEtnDwnWlpqZi3759AICKigptToVvvvnGyTVzD5s3\n", "b8bo0aNhMplgNpuRl5eHoUOHatsLCwsbZdlh9rRwfbdLCPJ9nhoDe1oQERGRQwUHB/NG1oXpsVeD\n", "uw1PsiQIjx49iuPHj2Pq1KlYsWIFioqKADBpQUSuhUkLIiIiImry3HF4kiVB+Morr6CoqAhLly4F\n", "0HhJC8vwED2tHkOO5W4JQdInvsMQERERUZ3p9UtMzd4HR48exTfffIOwsDCn1acxRUREYPLkyVi0\n", "aBGKiopQUFDQ4EmLmvOavPnmm06f14QajjsmBElfOKcFEREREd2RmnMqANUJC718iXHXX39nzpyJ\n", "VatW4Z133kFhYSECAwMb9Hypqak4cuQIgOrVSjivievifEXkbExaEBEREdEd4ZcY/bH0tli8eDGM\n", "RiMSEhIa7FycnNE98XUlZ+HwECIiIiK6K5x0VV8mT56M/Px8HD9+HGlpaRyyQUQugUkLIiIiIiIX\n", "MHXqVIgIAKCkpEQbsuFoep3XhIhcE5MWRERERERNXGMvRcvJGYmosXBOCyIiIiIiuiOc14SIGgt7\n", "WhARERERNXHOGrLBeU2IqKGxpwURERERkQvQ81K0RER3i0kLIiIiIiIXwCEbROSKmLQgIiIiInIh\n", "TFYQkSvhnBZEREREREREpEtMWhARERERERGRLjFpQURERERERES6xKQFEREREREREekSkxZERERE\n", "REREpEtMWhARERERERGRLjXppEV6ejqGDh2K7t27o0OHDkhISMDs2bOt9snMzMTIkSPRqVMndOzY\n", "EWPHjsXFixftHm/NmjVISkpCUlISEhIS8NZbb0FEGuNSiIiIiIiIiOgmTTZpsXr1ajz99NP4y1/+\n", "gh9++AEnT57EuHHj8NFHH2n7nD17Fv3790diYiIyMzORkZEBRVEwYMAAFBUVWR3v3XffxTPPPIM1\n", "a9bg8OHDSEtLw+LFizFz5szGvjS3smHDBmdXocljG9YP26/+2Ib1w/arH7Zf/bEN64ftV39sw/ph\n", "+9Uf21DfmmTS4vz583juueewaNEixMfHa+Uvvvgili5dqj2eM2cORATz588HAHh4eGDx4sUwmUz4\n", "85//rO1XVFSEWbNmYdKkSUhJSQEAtG3bFi+++CL+9Kc/wWQyNdKVuR++QdQf27B+2H71xzasH7Zf\n", "/bD96o9tWD9sv/pjG9YP26/+2Ib61iSTFh988AHKy8sxatQoq3IfHx/ce++9AICqqips2rQJ/fr1\n", "g5eXl7aP0WhEXFwcPvzwQ60sPT0dRUVFGDJkiNXxBg8erB2HiIiIiIiIiBpXk0xa7N69G6Ghodi/\n", "fz/uvfdeJCQkIDk5GXPnzkV5eTkAIDs7G8XFxYiJibF5frt27ZCVlYXKykoAwKFDhwDAZl/L4yNH\n", "jjTk5RARERERERGRHQZnV+BunD17FgUFBZgyZQo+/fRTxMbGYs+ePXjggQfw/fff4/PPP8fly5cB\n", "AAEBATbPDwgIgNlsxrVr19CqVata97U8tmwnIiIiIiIiosbTJJMWZWVlKC8vx+zZsxEbGwsA6NOn\n", "D5555hnMnz8fu3btgoeHR4PXw2g0IiwsDNOmTbMaggIAw4cPx/Dhwxu8Dk3d9evXceDAAWdXo0lj\n", "G9YP26/+2Ib1w/arH7Zf/bEN64ftV39sw/ph+9Uf27Bu0tPTkZ6eblVWUVGB0NBQGI3GBjtvk0xa\n", "NG/eHACQnJxsVW55vG/fPjzwwAMAgMLCQpvnFxYWwsPDA0FBQQCAkJAQu/taHoeGhtqth9FoxC9+\n", "8Qt88sknNtt27dpls/wq2WeZ/JTuHtuwfth+9cc2rB+2X/2w/eqPbVg/bL/6YxvWD9uv/tiGd2/M\n", "mDFMWtwsPj4ehw8fhtlstiq39K4wm82IiYlB8+bNkZ2dbfP87OxsxMXFwdPTEwDQtWtXrTwpKclq\n", "PwBWZTdbunQpkxNERERERETklhoyYQE00aRFamoqNmzYgMOHD6Nz585a+bFjxwAAPXv2hKqqGDNm\n", "DLZs2YKKigpt+EZubi6ysrIwZ84c7XkjRoxA8+bNsX37dowePVor//LLL+Hh4YGHH3641roYjcYG\n", "f5GIiIiIiIiI3JEiIuLsStwpEcGAAQNw9epVfPXVV2jVqhVOnTqFAQMGICUlBVu3bgVQPWFnSkoK\n", "nnzySbzxxhu4ceMGJkyYgH379uHAgQPw9/fXjrls2TJMnz4du3btQrdu3WAymdC3b188/vjjWLhw\n", "obMulYiIiIiIiMhtNcmkBQAUFRXh1VdfxaeffgpfX19UVVVh7NixmD17tjbsAwAyMzPx8ssvw2Qy\n", "wWw2o1u3bli8eDFat25tc8y1a9fi7bffhqIoqKysxKRJkzB9+vTGvCwiIiIiIiIi+v+abNKCiIiI\n", "iIiIiFyb6uwKkGu7fv06xo0bB1VVcfbsWWdXh9zcypUroaoq5s2b5+yqEBE1CH7u1g/br37YfvXH\n", "Nqwftl/96bENmbS4C2VlZZg5cybi4uKQlJSEHj16aPNo0M+2bduG7t2749ixY1AUxe4+c+fORVRU\n", "FLp27Wr1N2TIkEaurf6cPXsWs2bNQs+ePZGSkoKEhAQkJyfjnXfesdk3MzMTI0eORKdOndCxY0eM\n", "HTsWFy9edEKt9Ss/P19b6efmeGQc3lp6ejqGDh2K7t27o0OHDkhISLBZNYkxaN/EiRPtxlaXLl2g\n", "qio2b94MgDF4K9999x2GDx+OmJgYxMTEoF+/fti+fbvdfd09DuvyuQvUvZ2io6NtYrJr165YsmRJ\n", "Q16G09Sl/dLT0/HLX/4ScXFxSExMREJCAl588UVcvnzZ7v5r1qxBUlISkpKSkJCQgLfeeguu2sm5\n", "ru03fvx4JCUloVu3bujYsSPuv/9+fP/99zb7ulv8AQ1z78wYtFVWVobf//736N69O7p164bo6GgM\n", "HDjQ5rOFMVh7G65atQopKSna++CwYcOwc+dOu/s6JAaF7tgvf/lLiY+Pl6tXr4qIyNatW8VgMEha\n", "WpqTa6YvAwcOlGPHjsmcOXNEURQ5c+aMzT5z586Vv/71r06onf6tXbtW/P395bvvvtPKPv30U/Hw\n", "8JAFCxZoZWfOnJHg4GCZMWOGiIjcuHFDxo4dK7GxsVJYWNjo9dar//7v/5bU1FRRFEXmzZtntY1x\n", "WLtVq1ZJZGSkHD9+XCtbsGCBtG/fXnvMGKzdxIkT7cbWxx9/LCEhIVJeXi4ijMHa7N69Wzw9PbXY\n", "EhH585//LAaDQbZt22a1L+Owbp+7d9JO0dHRjVJvvbhd++Xm5oqiKPLaa6+J2WwWEZGcnByJjY2V\n", "tm3b2rTf0qVLxcfHR3744QcREcnOzpZWrVrJb3/728a5oEZWl/gbMGCADBs2TAoKCkREpLy8XMaN\n", "Gyf+/v5y8uRJq33dLf5EHH/vzBi0bb+KigoZOHCgjB8/XkpKSkREpLCwUFJSUqzur0UYg7W14ZIl\n", "S0RVVdm6dauIiJjNZpk+fbp4e3trsWbhqBhk0uIO7dixQxRFkY0bN1qVDx8+XGJiYpxUK32yfKDf\n", "7o33/fffb+yqNQnp6ekyf/58m/KkpCTp1q2b9njixIkSFBSkffkREbl48aJ4eHjYfb47Onz4sBiN\n", "Rjl06FCtSQvGoa1z586Jj4+PzftdSUmJfPHFF9pjxmDt9uzZI9nZ2Tblw4YNk9/85jfaY8agfQMG\n", "DJCWLVtaxZaISIcOHaRLly5WZYzDun3u3kk7udsN++3aLzc3V4KDg22et2rVKlEURdasWaOVFRYW\n", "SkBAgEybNs1q3zfeeEMMBoPd94Wmri7x98ILL8jevXutyg4ePCiKosg777xjVe5u8Sfi2HtnxqD9\n", "9lu8eLEEBwdLaWmpVXlGRoZkZWVZlTEG7bdhz549JSkpyars2rVroiiKzJw5UytzZAxyeMgd2rhx\n", "IwDYdMEaPHgwsrOz8cMPPzijWrp0qy5FdHv33XcfXnvtNZvywsJChIWFAQCqqqqwadMm9OvXD15e\n", "Xto+RqMRcXFx+PDDDxutvnr23HPP4fe//z0CAwOdXZUm5YMPPkB5eTlGjRplVe7j44N7770XAGPw\n", "dnr37o22bdtalZ0+fRpfffUVpkyZ4qRaNR179+5FbGysVWwBQJcuXXDs2DGcPn0aAOPQ4nafu2yn\n", "W7td+4WHh+PSpUs25ffccw+A6nHgFunp6SgqKrJ7v2h5HVxNXe773n77bfTo0cOqrLCwEAAQGhra\n", "IPVqShx578wYtG/FihUYOnQomjVrZlVuGS7n7urShgaDAZWVlVZlFRUV2jYLR8YgkxZ36NChQwgM\n", "DERQUJBVeUxMDADgyJEjzqhWk5aeno5hw4YhOTkZiYmJeP755+3eFLi7oqIizJo1C6WlpXjjjTcA\n", "ANnZ2SguLtbir6Z27dohKyvL5k3F3Xz44YcoLi7Gk08+ecv9GIe2du/ejdDQUOzfvx/33nuvNq/K\n", "3LlzUV5eDoAxeDdWrVqFIUOG2LQZY9CWoiioqqqyKffw8AAAZGVlAWAc1tXdtNMrr7yCvn37Ii4u\n", "DgMGDMB7773nsuPh66LmDbnFiRMnAACDBg3Syg4dOgQANm3N+0VrmZmZ+M1vfoORI0fikUcesdnO\n", "+LOvLp8XjEFbeXl5+PHHHxEREYGFCxeiZ8+e6NixI4YNG4bPP//c7nMYg7ZeffVVmEwmrFq1CiKC\n", "srIyvPLKK4iMjMS0adO0/RwZg0xa3KHLly8jICDAptxSVttETGSfr68vVFXFhg0bcOjQIWzZsgXf\n", "f/89UlJScOHCBWdXTzfi4+MRFBSEtLQ0bNq0CUlJSQB+jrfaYtJsNuPatWuNWlc9KSkpwYwZM+xO\n", "XloT49C+s2fPoqCgAFOmTMGyZctw/PhxLF++HEuXLkVqaioAxuCdqqysxPvvv4+pU6dalTMG7evV\n", "qxdOnjyJ4uJirUxEcPjwYQA//0LLOKybO22nkJAQdOjQAbt370ZmZiZeeOEFvPTSS5gwYUKj1Vnv\n", "KisrsWrVKowfPx7JyclaeW1tzfvFalu2bEGbNm3QuXNndOnSBevXr4eqWn8tYfyaxwsSAAATVElE\n", "QVTZV9fPC8agLctKGCtXrkROTg527dqFY8eOoV+/frj//vvx97//3Wp/xqB9I0aMwCeffIIFCxYg\n", "JCQEwcHBOHnyJLZt2waj0ajt58gYZNKCnGr69On429/+hpCQEADVs/SuWbMGubm5+MMf/uDk2ulH\n", "RkYGSktL8eKLL2Lw4MFYtGiRs6vUJPzxj39E//790adPn1vuxzi0r6ysDOXl5Zg9ezZiY2MBAH36\n", "9MEzzzyDL774Art27XJyDZuef/zjH/D09MSDDz5oVc4YtG/evHmoqKjACy+8gNLSUty4cQNvvPGG\n", "ttLFzd17ybH27duHSZMmQVVVKIqC0aNHY9q0aVi/fr3d1R7c0ezZs+Hr64tly5Y5uypNyoMPPohz\n", "587hwoULKCwsROfOnXHs2DGrfRh/9vHz4u6VlZUBqO4x9fbbb8Pb2xuenp6YM2cOoqKibFZGYwza\n", "t2zZMjz00ENYsGABrly5goKCAtx///3o0aMHvvjiiwY5J5MWdygkJET7ZacmjsdznPj4eDRv3hzf\n", "fvuts6uiKwaDAZMmTcLjjz+OV155BSaTSfvAqi0mPTw8bIYyuQuTyYQVK1Zg4cKFNtvq0q2PcQg0\n", "b94cAKx+Paz5eN++fdp7HmOwblauXInJkyfb/KJoD2MQ6N+/P3bs2IG8vDx06dIFvXr1wk8//YQ5\n", "c+YAACIjIwGA74V15Ih26t27NwC4dVxaLFq0CNu3b8e2bdvg5+dnta22tub9orXw8HB88MEH+Omn\n", "n/Dss8/edn/Gn332Pi8Yg7Ys9zXt27e3SnorioLExESYTKbb9spz9xjMz8/HSy+9hFGjRmHcuHFQ\n", "FAUGgwEzZ85Eu3btrIZjOzIGmbS4Q127dkVBQQHy8/OtyrOzswFA67ZPdVPbeG1VVWE2mxu5NvpS\n", "VlZmtw2SkpJQVVWFAwcOIDY2Fs2bN9fir6bs7GzExcXB09OzMaqrO19++SX8/PwwatQobV1ty4SS\n", "K1asQNeuXTF27FgAjMPaxMfHA4BNG1jmEzCbzYiJiWEM1tGpU6ewe/duTJ482WYbY7B2ffr0wZYt\n", "W/Djjz9i//79+MMf/oB///vfCAgIQGJiIgAwDuvoTtqprKzMbnKj5v+/O3v99dexadMm/Otf/0LL\n", "li1ttnft2hUAbNra3e8XS0pKbMp8fHwQGxtrNZk94692df28YAzaat++PQwGg934uTm2GIP2nTx5\n", "EhUVFXYnLe3QoQMuXryIK1euAHBsDDJpcYd+9atfAQC2b99uVf7ll18iJiYGKSkpzqhWk9W6dWvk\n", "5uZalZ0+fRoFBQU2s0u7m+HDh2ur1dSUk5MDoDp7qaoqxowZg927d2uz9gJAbm4usrKytHh1R//1\n", "X/+FnJwcHDx4UPv75z//CQCYOnUqDh48iA0bNgBgHNbGMm+FZf4AC0sX3p49ezIG78B7772HBx54\n", "wGq8pwVj0L5z587ZrMolIvjss88wYcIE7Qu2h4cH47AO7qSd/v73v9udGNHyerhzXM6ePRvbtm3D\n", "9u3btVWp0tLSMH/+fG2fESNGoHnz5nbvFz08PPDwww83ap31ICcnByEhITZf9qqqqnD+/HntV1mA\n", "8Xcrdf28YAza8vX1xbBhw3Dq1CmUlpZabTt27Bjatm2rxSFj0L5WrVoB+Pn7SE05OTnw8fHR3hcd\n", "GoN1XhyVNI888ojEx8fLlStXREQkLS1NDAaDpKWlOblm+mRZ5zcnJ8dmm6IoMmHCBG2t5OvXr8uw\n", "YcOkZcuWcurUqcauqq4MHDhQEhMTrdptx44d4u/vL71799bWUT5z5oyEhITIjBkzRESksrJSfv3r\n", "X0v79u2lqKjIKXXXK5PJJIqiyNy5c63KGYf2mc1m6d+/v8THx8ulS5dEROTkyZNiNBrl/vvv1/Zj\n", "DN5eeXm5hIaGyvbt2+1uZwzat27dOomMjJTc3FwRqY6tGTNmSEJCghQUFFjtyzj82a0+d+vaTmvX\n", "rhWDwSBbtmzRyr799ltp0aKFjBo1quEvwolu1X7PP/+8BAUFyXvvvSfr1q3T/p566imZOHGi1b7v\n", "vvuu+Pr6yv79+0VEJDs7W8LDw+W3v/1to1yHs9TWfpbP4OnTp0t5ebmIVL83vvTSS6IoiixdulTb\n", "153jT8Rx986MQdv2O3TokPj5+cnLL7+slS1dulRUVZWNGzdqZYzB2ttwzJgx4unpKdu2bdPK1qxZ\n", "o/1/1+SoGGTS4i6UlZXJzJkzpWPHjpKYmCjdu3eXrVu3OrtaujNjxgyJjo6WFi1aiKqqEhERIdHR\n", "0VrQiohs2LBBUlNTJSEhQTp37ixt2rSRsWPHysmTJ51Yc3349ttvZfLkyZKQkCCJiYkSExMjnTp1\n", "klmzZtncgGdkZMiIESMkLi5OOnToII899phcuHDBSTXXn2vXrkl0dLRERESIqqrSokULiY6OltWr\n", "V4sI4/BWCgsL5bnnnpOoqCjp1KmTdOjQQebMmSMVFRVW+zEGb+1///d/pUOHDrVuZwzad+DAAbnv\n", "vvskMjJSkpKSJDk5WV5++WW5fv263f3dPQ7r8rkrUrd2ysvLk9dff1169eolXbp0kfbt20unTp1k\n", "/vz5Nv//ruJ27Xf48GFRFEVUVRVFUaz+VFWVSZMm2RxzzZo10qVLF0lMTJROnTrJm2++2diX1Whu\n", "134VFRWyevVqGT58uMTHx0uXLl0kIiJCBg0aJB9//LHVsdwx/kQa5t6ZMWj7Hrhv3z4ZOnSoREVF\n", "SUxMjPTv318+//xzq30Yg7W3YVlZmSxevFiSk5MlISFBEhISpFevXrJ27VrtR9WaHBGDioibLzRL\n", "RERERERERLrEOS2IiIiIiIiISJeYtCAiIiIiIiIiXWLSgoiIiIiIiIh0iUkLIiIiIiIiItIlJi2I\n", "iIiIiIiISJeYtCAiIiIiIiIiXWLSgoiIiIiIiIh0iUkLIiIiIiIiItIlJi2IiIiIiIiISJeYtCAi\n", "IiIiIiIiXWLSgoiIyMk6duyIsLAwqKoKb29vGI1GzJ0719nV0oWOHTsiODgYqqpi3rx5zq6Ow02a\n", "NAlGoxGqqmLQoEHOrg4REZHuMGlBRETkZCdOnMC+ffsAAP369UNubm69kxYTJ06Eqqo4e/asA2ro\n", "PCdOnMAnn3wCAFAUxcm1cby1a9ciNzcXgGteHxERUX0xaUFERKQDIuLwY7rKl+CGaBsiIiJqGpi0\n", "ICIiclEiwi/8RERE1KQxaUFERKRjkydPtprzYP/+/Rg8eDDCw8PRpk0bPPXUUygqKtL2P3HiBIxG\n", "IzZu3AgA6NGjB4xGI4xGI9avX6/tJyJYuXIlUlJSEBQUhKCgIPTs2ROrVq265fkPHDiAYcOG4Z57\n", "7oGqqggNDdW2e3h4wGg0YtmyZdrzo6OjERAQAB8fHwwePBgAkJubi9deew09evRAREQEWrZsifj4\n", "eCxYsACVlZX1aq/t27fDaDTCx8cHqqri+PHjePbZZxEbG4vAwED0798fe/futXrOwIED7c6bsXbt\n", "WhiNRnh4eKBt27ZaeUlJCYxGI1q0aAFVVfH+++/jT3/6ExISEuDv74+UlBR89tlnAID/+Z//QXJy\n", "MgIDA5GcnKyV12bv3r0YPHgw2rRpg8DAQIwcORJHjx61u+/HH3+MX/ziF9rrl5SUhIULF+LGjRva\n", "PvPnz7e6BpPJhDFjxiAyMhKqqkJVeStIREQ6J0REROR0JpNJFEWRQYMG2d2uKIrExMTIo48+Kleu\n", "XBERka1bt4qHh4c89thjNvtPmDBBFEWRM2fO2D3e448/Ll5eXvK3v/1NqqqqpKKiQlasWCGqqsrT\n", "Tz9d6/lHjRol58+fFxGRpUuXStu2bUVEpGfPnuLp6SkXLlywee6DDz4oixYt0h5/9NFHYjAYZP36\n", "9VpZWlqa+Pn5yaOPPmrz/H/961+iKIrMmzfP7rXYM3HiRFEURYYMGSI7d+4UEZHc3FxJTEyU5s2b\n", "y+XLl63237FjR63niI6O1q6zpvfff18URZGUlBRZv369mM1muXLlinTr1k0MBoNMnz5d3nzzTams\n", "rJSSkhIZMWKEeHp6Sk5Ojs2xFEWR6OhoGTJkiJhMJhERyc7OluTkZAkICJCjR49a7f+73/1OFEWR\n", "xYsXS0VFhZjNZtm0aZP4+vrKyJEjxWw221xDSEiI3HfffZKRkSEi1W2uqmqd25SIiMgZmLQgIiLS\n", "gbokLby8vOTixYtW5b179xZvb2+5ceOGVfmtkhabNm0SRVHk2Weftdn2yCOPiKIosnfvXpvze3p6\n", "al+oRUSuX78u69atExGRtWvXiqIo8rvf/c7qeWfOnBE/Pz+5evWqVrZ9+3aZOnWqzbmnT58uiqJI\n", "VlaWVfndJC0s1//WW29Zla9cuVIURZEPPvigzueIioqym7SwXHNqaqpV+erVq0VRFElOTrYq3759\n", "uyiKIgsXLrQ5lqIoYjAY5OTJk1bl33//vU1c/PDDD6IoijzwwAM2x7G04caNG22uQVEU+frrr7Wy\n", "qqoqeffdd22OQUREpCfsE0hERNRExMTEwGg0WpVFR0ejoqICly9frvNx1q1bBwAYOXKkzbbevXsD\n", "ALZs2WKzrV27doiOjtYeBwYG4j//8z8BAI899hhatGiB1atXo6qqStvnvffew5gxYxAUFKSVDRky\n", "xGoIiUVcXBwA1Doc4m78x3/8h9XjqKgoAMCFCxccdo6+fftaPW7Tpo3d8oiICADAuXPn7B4nOjoa\n", "7du3tyrr2bMngoKC8PXXXyM/Px8AtGE+d/r6eXt7o3///tpjVVUxbdq02i+MiIhIBwzOrgARERHV\n", "TVhYmE2Zt7c3AKCioqLOxzlx4gQAYPz48TAYrG8Fbty4AX9/f+Tl5dk8Lzw8vNZjNmvWDBMmTMCS\n", "JUvw6aefYsyYMaisrMSaNWuwadMmm3P89a9/xbp163DmzBmUlpZCURSUlpYCqJ4zwlFubrO7aa/b\n", "CQ0NtXrs5eVlt9xy7p9++snucVq3bm23/J577sG1a9fw448/okePHtrrN2vWLKs5OACgqqoK/v7+\n", "dpNYrVq1qsPVEBER6Qt7WhARETURjp40MS0tDbm5uVZ/ly9fRmFhIVauXHnH558yZQoAYPny5QCA\n", "zZs3IywsDH369LHa74knnsDkyZPRtWtXHDx4EJcuXUJubi6WLFnioCure53rwmw239U5HPV6lZWV\n", "2S1fvny5zeuXl5eHwsJCpKenN1h9iIiIGhM/vYiIiNxMp06dAABnz561u/3rr7/GmTNn7vi4HTt2\n", "xMCBA/HVV1/h1KlTWL58uZbIsCgoKMD69evh5+eHt99+Gy1atNC2iROXZ/X09AQAm9VLRAT//ve/\n", "G6UOubm5NmUigtzcXCiKgtjYWAC3f/327dun9cYgIiJq6pi0ICIi0gFFURx6PD8/PwA/fwnfvXs3\n", "Xn/9dQDA448/DgD48MMPbZ535MgRDBw4EFeuXLmr806dOhUigpdeegn79+/H+PHjrbZ7enpCVVUo\n", "imKTpMjJybmrczqCZb6Jm+uwZ8+eei/DWlcmkwmnTp2yKvvqq69QXFyMQYMGoWXLlgCqh/UoimL3\n", "9cvLy0P//v1x7NixRqkzERFRQ2PSgoiISAcsX+Bv1dvgTrYlJSUBAA4dOgQRwfLly3Hw4EEAwEMP\n", "PYQnnngCmzdvxtKlS7X5HQ4cOIBf/epXePLJJ5GSknJH57cYPXo0WrVqhc8++wzjxo3TkicWvr6+\n", "GDNmDIqLizF9+nSUl5cDqO7d8Ze//OWW57mbnhh1PVZUVBS6d++OtLQ07N+/H0B1AmPhwoUIDg6+\n", "q9flTstbtmyJJ598UuvlYjKZ8PLLLyMgIMBq6ExycjLmzp2LAwcOYNasWdocIKdOncLo0aMxaNAg\n", "jB49us7nJSIi0rXGXayEiIiIbtahQwcJDQ0VVVXF29tbwsPDZc6cOSIi8sorr0h4eLioqipeXl4S\n", "Hh4uX375pfz4448SHh4uPj4+oqqqhIaGyhNPPKEds6ysTCZOnCitWrUSo9EoQ4YMkezsbKvzrlmz\n", "Rnr16iVBQUESEREhKSkpsnz5cjGbzdo+Nc9vqdvNS3ze7NVXXxVVVeXw4cN2txcXF8uMGTMkJiZG\n", "fH19pW3btvLoo4/K7NmzRVEUCQwMlLi4OK1tgoKCRFVV8ff3F6PRKKdPn6713IcOHbJpl6eeekpE\n", "REaOHGlzrKKiIu25Fy5ckEceeUTCwsLEaDTKQw89JKdPn5bo6GgxGAwSHh4ur7/+uoiItGvXTgID\n", "A0VVVQkMDJSkpKRaz1FeXi5PP/209hr7+PiI0WiUw4cPy6RJk7T2HTRokPzf//2f9OvXT1q3bi0B\n", "AQEycuRIOXr0qN1r3bx5swwcOFCCg4Plnnvukc6dO8sf//hHKS0t1fZZtmyZhIeHi8Fg0K4hJSXl\n", "lq8fERGRnigiTLsTERERERERkf5weAgRERERERER6RKTFkRERERERESkS0xaEBEREREREZEuMWlB\n", "RERERERERLrEpAURERERERER6RKTFkRERERERESkS0xaEBEREREREZEuMWlBRERERERERLrEpAUR\n", "ERERERER6RKTFkRERERERESkS0xaEBEREREREZEuMWlBRERERERERLr0/wCe2uVOjbIirgAAAABJ\n", "RU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "\n", "def fig_dims(width, factor):\n", " #WIDTH = 350.0 # the number latex spits out\n", " #FACTOR = 0.45 # the fraction of the width you'd like the figure to occupy\n", " fig_width_pt = width * factor\n", "\n", " inches_per_pt = 1.0 / 72.27\n", " golden_ratio = (np.sqrt(5) - 1.0) / 2.0 # because it looks good\n", "\n", " fig_width_in = fig_width_pt * inches_per_pt # figure width in inches\n", " fig_height_in = fig_width_in * golden_ratio # figure height in inches\n", " fig_dims = [fig_width_in, fig_height_in] # fig dims as a list\n", " return fig_dims\n", "\n", "\n", "\n", "def task_variability(taskname):\n", " \n", " #tdata = db_taps[taskname]\n", " tdata = taps_filtered[taskname] \n", " #plt.suptitle(short_name[taskname])\n", " ISI = sms_params[taskname]['ISI']\n", " if ISI == '(varies)': ISI = 650\n", " \n", " avgdevs = tdata.mean(level='beat')[5:]\n", " SD_devs = tdata.std(level='beat')[5:]\n", " avgtargs = task_frames[taskname].xs('target',level='stamp').mean(level='beat')\n", " figsize = fig_dims(2000, 0.45) \n", " ax = avgtargs.plot(y = 'tinterval', linewidth=2, color='black', figsize=figsize) \n", " #ax.plot(avgdevs)\n", " \n", " adjust_avgdevs = avgdevs + ISI\n", " #adjust_avgdevs.plot(y = 'dev', linewidth=2) \n", " #upper_sd = adjust_avgdevs + (SD_devs)\n", " #lower_sd = adjust_avgdevs - (SD_devs)\n", "\n", " #plt.fill_between(x='task_ms', y1=upper_sd.dev, y2=lower_sd.dev, color='grey', alpha='0.5')\n", " #upper_sd.plot(y = 'dev', linewidth=1)\n", " #lower_sd.plot(y = 'dev', linewidth=1)\n", "\n", " #upper_sd = ISI + SD_devs\n", " #lower_sd = ISI - SD_devs\n", " \n", " avg_tap = avgtargs.tinterval + avgdevs.dev\n", " upper_sd = avg_tap + SD_devs.dev\n", " lower_sd = avg_tap - SD_devs.dev\n", " \n", " \n", " #upper_sd.plot(y = 'dev', linewidth=3, color='black', linestyle=\"--\")\n", " #lower_sd.plot(y = 'dev', linewidth=3, color='black', linestyle=\"--\")\n", " \n", " #ax.plot(upper_sd.dev, linewidth=3, color='black', linestyle=\"--\")\n", " #ax.plot(lower_sd.dev, linewidth=3, color='black', linestyle=\"--\")\n", " \n", " avg_tap.plot(linewidth=1, color='black', linestyle=\"--\", dashes=(5,3))\n", " upper_sd.plot(linewidth=1, color='black', linestyle=\"-\", marker=\"o\", markersize=4)\n", " lower_sd.plot(linewidth=1, color='black', linestyle=\"-\", marker=\"o\", markersize=4)\n", " \n", " ax.set_ylabel(\"Milliseconds\")\n", " ax.set_xlabel(\"Interval number\")\n", " \n", " ax.grid(b=False, which='major', axis='both')\n", " \n", " # set number of labeled \"ticks\" on each axis (overriding auto setting)\n", " ax.xaxis.set_major_locator(mpl.ticker.MaxNLocator(15))\n", " ax.yaxis.set_major_locator(mpl.ticker.MaxNLocator(10))\n", " # (it will sometimes decide to show fewer than this, hence \"max\")\n", " \n", " # Or to be precise:\n", " ax.xaxis.set_major_locator(mpl.ticker.MaxNLocator(15))\n", "\n", " \n", " #ax.xaxis.tick_bottom()\n", " #ax.yaxis.tick_left()\n", " #ax.spines[\"right\"].set_color(\"none\")\n", " #ax.spines[\"top\"].set_color(\"none\")\n", " \n", " ax.legend([\"Target IOI\",\n", " \"IOI + mean of absolute asynchrony values\",\n", " u\"Between-participants variability in mean asynchrony (IOI ± 1 SD)\"], loc=\"best\") \n", " ax.get_legend().set_title(\"\")\n", " ax.get_legend().draw_frame(False)\n", " plt.savefig(\"c:/_Sync/1020a_postfilt_varlines_\" + short_name[t] + '.png',\n", " format='png',\n", " )\n", " plt.show()\n", "\n", "\n", "#don't adjust MPL defaults to pandas's preferred defaults\n", "pd.options.display.mpl_style = None \n", "mpl.rcdefaults()\n", "\n", "from matplotlib import rcParams\n", "#rcParams['axes.titlesize'] = 22\n", "rcParams['font.size'] = 14\n", "rcParams['xtick.labelsize'] = 12\n", "rcParams['ytick.labelsize'] = 12\n", "rcParams['legend.fontsize'] = 12\n", "rcParams['font.family'] = 'serif'\n", "rcParams['figure.facecolor'] = '1.0' # 0 black --> 1 white; grays\n", "\n", "\n", "for t in sms_tasknames:\n", " print(short_name[t])\n", " print(\"N = \", len(db_taps[t].index.get_level_values('pid').unique()))\n", " task_variability(t) #long_name['iso5t1'])\n", " #break\n", " \n", " \n", "# iso5t1 and iso8t1: Need to remove the extra intervals at the \n", "# end of the task from the first few subs! (after beat 130-ish?)\n", "\n", "# (Probably easiest and less confusing for future readers if they're just\n", "# chopped out of the CSV file at the start.)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "RcParams({'agg.path.chunksize': 0,\n", " 'animation.avconv_args': '',\n", " 'animation.avconv_path': 'avconv',\n", " 'animation.bitrate': -1,\n", " 'animation.codec': 'mpeg4',\n", " 'animation.convert_args': '',\n", " 'animation.convert_path': 'convert',\n", " 'animation.ffmpeg_args': '',\n", " 'animation.ffmpeg_path': 'ffmpeg',\n", " 'animation.frame_format': 'png',\n", " 'animation.mencoder_args': '',\n", " 'animation.mencoder_path': 'mencoder',\n", " 'animation.writer': 'ffmpeg',\n", " 'axes.axisbelow': False,\n", " 'axes.color_cycle': ['b', 'g', 'r', 'c', 'm', 'y', 'k'],\n", " 'axes.edgecolor': 'k',\n", " 'axes.facecolor': 'w',\n", " 'axes.formatter.limits': [-7, 7],\n", " 'axes.formatter.use_locale': False,\n", " 'axes.formatter.use_mathtext': False,\n", " 'axes.grid': False,\n", " 'axes.hold': True,\n", " 'axes.labelcolor': 'k',\n", " 'axes.labelsize': 'medium',\n", " 'axes.labelweight': 'normal',\n", " 'axes.linewidth': 1.0,\n", " 'axes.titlesize': 'large',\n", " 'axes.unicode_minus': True,\n", " 'axes.xmargin': 0,\n", " 'axes.ymargin': 0,\n", " 'axes3d.grid': True,\n", " 'backend': 'Agg',\n", " 'backend.qt4': 'PyQt4',\n", " 'backend_fallback': True,\n", " 'contour.negative_linestyle': 'dashed',\n", " 'datapath': 'C:\\\\Applications\\\\_Data analysis\\\\Anaconda\\\\lib\\\\site-packages\\\\matplotlib\\\\mpl-data',\n", " 'docstring.hardcopy': False,\n", " 'examples.directory': '',\n", " 'figure.autolayout': False,\n", " 'figure.dpi': 80,\n", " 'figure.edgecolor': 'w',\n", " 'figure.facecolor': '0.75',\n", " 'figure.figsize': [8.0, 6.0],\n", " 'figure.frameon': True,\n", " 'figure.max_open_warning': 20,\n", " 'figure.subplot.bottom': 0.1,\n", " 'figure.subplot.hspace': 0.2,\n", " 'figure.subplot.left': 0.125,\n", " 'figure.subplot.right': 0.9,\n", " 'figure.subplot.top': 0.9,\n", " 'figure.subplot.wspace': 0.2,\n", " 'font.cursive': ['Apple Chancery',\n", " 'Textile',\n", " 'Zapf Chancery',\n", " 'Sand',\n", " 'cursive'],\n", " 'font.family': 'sans-serif',\n", " 'font.fantasy': ['Comic Sans MS',\n", " 'Chicago',\n", " 'Charcoal',\n", " 'ImpactWestern',\n", " 'fantasy'],\n", " 'font.monospace': ['Bitstream Vera Sans Mono',\n", " 'DejaVu Sans Mono',\n", " 'Andale Mono',\n", " 'Nimbus Mono L',\n", " 'Courier New',\n", " 'Courier',\n", " 'Fixed',\n", " 'Terminal',\n", " 'monospace'],\n", " 'font.sans-serif': ['Bitstream Vera Sans',\n", " 'DejaVu Sans',\n", " 'Lucida Grande',\n", " 'Verdana',\n", " 'Geneva',\n", " 'Lucid',\n", " 'Arial',\n", " 'Helvetica',\n", " 'Avant Garde',\n", " 'sans-serif'],\n", " 'font.serif': ['Bitstream Vera Serif',\n", " 'DejaVu Serif',\n", " 'New Century Schoolbook',\n", " 'Century Schoolbook L',\n", " 'Utopia',\n", " 'ITC Bookman',\n", " 'Bookman',\n", " 'Nimbus Roman No9 L',\n", " 'Times New Roman',\n", " 'Times',\n", " 'Palatino',\n", " 'Charter',\n", " 'serif'],\n", " 'font.size': 12,\n", " 'font.stretch': 'normal',\n", " 'font.style': 'normal',\n", " 'font.variant': 'normal',\n", " 'font.weight': 'normal',\n", " 'grid.alpha': 1.0,\n", " 'grid.color': 'k',\n", " 'grid.linestyle': ':',\n", " 'grid.linewidth': 0.5,\n", " 'image.aspect': 'equal',\n", " 'image.cmap': 'jet',\n", " 'image.interpolation': 'bilinear',\n", " 'image.lut': 256,\n", " 'image.origin': 'upper',\n", " 'image.resample': False,\n", " 'interactive': False,\n", " 'keymap.all_axes': 'a',\n", " 'keymap.back': ['left', 'c', 'backspace'],\n", " 'keymap.forward': ['right', 'v'],\n", " 'keymap.fullscreen': ('f', 'ctrl+f'),\n", " 'keymap.grid': 'g',\n", " 'keymap.home': ['h', 'r', 'home'],\n", " 'keymap.pan': 'p',\n", " 'keymap.quit': ('ctrl+w', 'cmd+w'),\n", " 'keymap.save': ('s', 'ctrl+s'),\n", " 'keymap.xscale': ['k', 'L'],\n", " 'keymap.yscale': 'l',\n", " 'keymap.zoom': 'o',\n", " 'legend.borderaxespad': 0.5,\n", " 'legend.borderpad': 0.4,\n", " 'legend.columnspacing': 2.0,\n", " 'legend.fancybox': False,\n", " 'legend.fontsize': 'large',\n", " 'legend.frameon': True,\n", " 'legend.handleheight': 0.7,\n", " 'legend.handlelength': 2.0,\n", " 'legend.handletextpad': 0.8,\n", " 'legend.isaxes': True,\n", " 'legend.labelspacing': 0.5,\n", " 'legend.loc': 'upper right',\n", " 'legend.markerscale': 1.0,\n", " 'legend.numpoints': 2,\n", " 'legend.scatterpoints': 3,\n", " 'legend.shadow': False,\n", " 'lines.antialiased': True,\n", " 'lines.color': 'b',\n", " 'lines.dash_capstyle': 'butt',\n", " 'lines.dash_joinstyle': 'round',\n", " 'lines.linestyle': '-',\n", " 'lines.linewidth': 1.0,\n", " 'lines.marker': 'None',\n", " 'lines.markeredgewidth': 0.5,\n", " 'lines.markersize': 6,\n", " 'lines.solid_capstyle': 'projecting',\n", " 'lines.solid_joinstyle': 'round',\n", " 'mathtext.bf': 'serif:bold',\n", " 'mathtext.cal': 'cursive',\n", " 'mathtext.default': 'it',\n", " 'mathtext.fallback_to_cm': True,\n", " 'mathtext.fontset': 'cm',\n", " 'mathtext.it': 'serif:italic',\n", " 'mathtext.rm': 'serif',\n", " 'mathtext.sf': 'sans\\\\-serif',\n", " 'mathtext.tt': 'monospace',\n", " 'patch.antialiased': True,\n", " 'patch.edgecolor': 'k',\n", " 'patch.facecolor': 'b',\n", " 'patch.linewidth': 1.0,\n", " 'path.effects': [],\n", " 'path.simplify': True,\n", " 'path.simplify_threshold': 0.1111111111111111,\n", " 'path.sketch': None,\n", " 'path.snap': True,\n", " 'pdf.compression': 6,\n", " 'pdf.fonttype': 3,\n", " 'pdf.inheritcolor': False,\n", " 'pdf.use14corefonts': False,\n", " 'pgf.debug': False,\n", " 'pgf.preamble': [''],\n", " 'pgf.rcfonts': True,\n", " 'pgf.texsystem': 'xelatex',\n", " 'plugins.directory': '.matplotlib_plugins',\n", " 'polaraxes.grid': True,\n", " 'ps.distiller.res': 6000,\n", " 'ps.fonttype': 3,\n", " 'ps.papersize': 'letter',\n", " 'ps.useafm': False,\n", " 'ps.usedistiller': False,\n", " 'savefig.bbox': None,\n", " 'savefig.directory': '~',\n", " 'savefig.dpi': 100,\n", " 'savefig.edgecolor': 'w',\n", " 'savefig.extension': 'png',\n", " 'savefig.facecolor': 'w',\n", " 'savefig.format': 'png',\n", " 'savefig.frameon': True,\n", " 'savefig.jpeg_quality': 95,\n", " 'savefig.orientation': 'portrait',\n", " 'savefig.pad_inches': 0.1,\n", " 'svg.embed_char_paths': True,\n", " 'svg.fonttype': 'path',\n", " 'svg.image_inline': True,\n", " 'svg.image_noscale': False,\n", " 'text.antialiased': True,\n", " 'text.color': 'k',\n", " 'text.dvipnghack': None,\n", " 'text.hinting': True,\n", " 'text.hinting_factor': 8,\n", " 'text.latex.preamble': [''],\n", " 'text.latex.preview': False,\n", " 'text.latex.unicode': False,\n", " 'text.usetex': False,\n", " 'timezone': 'UTC',\n", " 'tk.pythoninspect': False,\n", " 'tk.window_focus': False,\n", " 'toolbar': 'toolbar2',\n", " 'verbose.fileo': 'sys.stdout',\n", " 'verbose.level': 'silent',\n", " 'webagg.open_in_browser': True,\n", " 'webagg.port': 8988,\n", " 'webagg.port_retries': 50,\n", " 'xtick.color': 'k',\n", " 'xtick.direction': 'in',\n", " 'xtick.labelsize': 'medium',\n", " 'xtick.major.pad': 4,\n", " 'xtick.major.size': 4,\n", " 'xtick.major.width': 0.5,\n", " 'xtick.minor.pad': 4,\n", " 'xtick.minor.size': 2,\n", " 'xtick.minor.width': 0.5,\n", " 'ytick.color': 'k',\n", " 'ytick.direction': 'in',\n", " 'ytick.labelsize': 'medium',\n", " 'ytick.major.pad': 4,\n", " 'ytick.major.size': 4,\n", " 'ytick.major.width': 0.5,\n", " 'ytick.minor.pad': 4,\n", " 'ytick.minor.size': 2,\n", " 'ytick.minor.width': 0.5})" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mpl.rcdefaults()\n", "rcParams #.keys()\n", "#avgdevs = db_taps[long_name['phase8t']].mean(level='beat').dev" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAqYAAAIsCAYAAAAgUGshAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAPYQAAD2EBqD+naQAAIABJREFUeJzsnXuYVNWZ7t9qmlsLCIIBBBsaTZCLBAmojGSMk0hGYsoh\n", "mcQwZo5CTsaZACdoBHU0B9CjAtFMDODROJiLMQ1PNMGJGm2VGOVEJkqbCCpyt7k0tt10c2uQvuzz\n", "x2JRtWvVvfbe66va7+95eIqursvav9pV9fa3bhHHcRwQQgghhBBimTLbDSCEEEIIIQRgMCWEEEII\n", "IUJgMCWEEEIIISJgMCWEEEIIISJgMCWEEEIIISJgMCWEEEIIISJgMCWEEEIIISJgMCWEEEIIISJg\n", "MCWEEEIIISLIKZi2tLTguuuuQ1lZGerq6vxqEyGEEEIICSFZB9OamhpMnDgRmzdvRiQSSXm7Rx99\n", "FJ/5zGcwbtw4jBkzBldeeSX++Mc/etJYQgghhBBSumQdTO+77z48/fTTmD59OhzHSXqbH//4x/jX\n", "f/1XLF68GG+//TY2b96Miy66CF/84hexceNGzxpNCCGEEEJKj6yD6bp16zBmzJi0t3niiSdw4YUX\n", "4uqrrwYARCIR3H777Th58iSefPLJwlpKCCGEEEJKmqyDabrue015eTna2tpc1508efL07wghhBBC\n", "CEmFp7Py77zzTuzatQuPPvooHMfBiRMncPvtt6OyshLf+c53vHwqQgghhBBSYngaTK+66ir85je/\n", "wT333IMBAwagf//+2Lp1K2pqajB48GAvn4oQQgghhJQYngbThx56CNdccw3uueceNDY24tChQ7j6\n", "6qsxadIkvPDCC14+FSGEEEIIKTEiTqop9ilYtGgR7rrrLuzevRuVlZWnr29ubsbgwYMxbdo0/OY3\n", "v3Hd56KLLsJHH32EvXv3pnzc+vp61NfX59h8QgghhBASFIMHD/a1F9yzGUlbt27FyZMnMXLkSON3\n", "n/rUp/DXv/4VjY2NGDBggPH7+vp6jB49Gi0tLV41hxBCCCGEeMw555yDN99807dw6lkwHThwIABg\n", "9+7dxu92796Nnj174swzz0x63/r6erS0tOCXv/wlRo0a5VWTip6vfvWreOqpp2w3QxR0YkInbsLi\n", "47333sM3v/nNrD43i91JLseaLRKd+HGcuSDFiW0P8UhxIgX92tTX18sLpokjAIYPH47p06fjqaee\n", "wosvvogrr7wSAPDTn/4Ub7zxBm655RZ07do17WOOGjUKEyZMyLdJJUe3bt3oIwE6MaETN2Hzkc3n\n", "Zqk48fI7QrITW9+F0pxIyATSnISBrIPpbbfdhjVr1qClpQWRSARTpkxBeXk5nnrqqdMv2q9+9Sus\n", "XLkSCxYsOL2eaa9evfDYY4/h+uuv9+cISphkwyLCDp2Y0Ikb+jChExM6MaETEzoJnqyD6ZIlS7Bk\n", "yZK0t+nevTtuvvlm3HzzzQU3jBBCCCGEhAtPl4sihBBCCCEkXxhMBXP11VfbboI46MSETtzQhwmd\n", "mNCJCZ2Y0EnwMJgK5plnnrHdBHHQiQmduKEPEzoxoRMTOjGhk+BhMBXMokWLbDdBHHRiQidu6MOE\n", "TkzoxIROTOgkeBhMBcMlKkzoxIRO3NCHCZ2Y0IkJnZjQSfAwmBJCCCGEEBEwmBJCCCGEEBEwmApm\n", "1apVtpsgDjoxoRM39GFCJyZ0YkInJnQSPAymgqmtrbXdBHHQiQmduKEPEzoxoRMTOjGhk+BhMBXM\n", "ypUrbTdBHHRiQidu6MOETkzoxIROTOgkeBhMCSGEEEKICBhMCSGEEEKICBhMCSGEEEKICBhMBRON\n", "Rm03QRx0YkInbujDhE5M6MSETkzoJHgYTAUzZ84c200QB52Y0Ikb+jChExM6MaETEzoJHgZTwUyd\n", "OtV2E8RBJyZ04oY+TOjEhE5M6MSEToKHwZQQQgghhIiAwZQQQgghhIiAwVQwa9eutd0EcdCJCZ24\n", "oQ8TOjGhExM6MaGT4GEwFUx1dbXtJoiDTkzoxA19mNCJCZ2Y0IkJnQQPg6lg1qxZY7sJ4qATEzpx\n", "Qx8mdGJCJyZ0YkInwcNgSgghhBBCRMBgSgghhBBCRMBgSgghhBBCRMBgKpiZM2faboI46MSETtzQ\n", "hwmdmNCJCZ2Y0EnwMJgKhjtOmNCJCZ24oQ8TOjGhExM6MaGT4GEwFcyMGTNsN0EcdGJCJ27ow4RO\n", "TOjEhE5M6CR4GEwJIYQQQogIGEwJIYQQQogIGEwFs379ettNEAedmNCJG/owoRMT8U46O4FFi4CW\n", "lsCeUrwTC9BJ8DCYCmbZsmW2myAOOjGhEzf0YUInJuKd1NcDixcDr7wS2FOKd2IBOgkeBlPBrF69\n", "2nYTxEEnJnTihj5M6MREvJP2dnV57FhgTyneiQXoJHgYTAVTUVFhuwnioBMTOnFDHyZ0YiLeSUeH\n", "ugwwmIp3YgE6CR4GU0IIIUQaFoIpIRJgMCWEEEKkwWBKQgqDqWDmz59vuwnioBMTOnFDHyZ0YiLe\n", "iYVgKt6JBegkeBhMBVNZWWm7CeKgExM6cUMfJnRiIt6JDqatrYE9pXgnFqCT4GEwFczcuXNtN0Ec\n", "dGJCJ27ow4ROTMQ7sVAxFe/EAnQSPAymhBBCiDQsLBdFiAQYTAkhhBBpcPITCSkMpoLZsmWL7SaI\n", "g05M6MQNfZjQiYl4JxaCqXgnFqCT4GEwFcyCBQtsN0EcdGJCJ27ow4ROTMQ7sRBMxTuxAJ0ED4Op\n", "YFasWGG7CeKgExM6cUMfJnRiIt6JhWAq3okF6CR4GEwFw2UqTOjEhE7c0IcJnZiId2IhmIp3YgE6\n", "CR4GU0IIIUQanPxEQgqDKSGEECINvVxUgAvsEyIBBlPBLF261HYTxEEnJnTihj5M6MREvJP4iqnj\n", "BPKU4p1YgE6Ch8FUMK38S9mATkzoxA19mNCJiXgnOpg6DnDiRCBPKd6JBegkeBhMBbN48WLbTRAH\n", "nZjQiRv6MKETE/FOdDAFAhtnKt6JBegkeBhMCSGEEGlYCKaESIDBlBBCCJEGgykJKQymgmlsbLTd\n", "BHHQiQmduKEPEzoxEe/EQjAV78QCdBI8DKaCmTVrlu0miINOTOjEDX2Y0ImJeCd6uSggsGAq3okF\n", "6CR4GEwFs2jRIttNEAedmNCJG/owoRMT8U4sVEzFO7EAnQQPg6lgJkyYYLsJ4qATEzpxQx8mdGIi\n", "3kl8MA1oySLxTixAJ8GTUzBtaWnBddddh7KyMtTV1fnVJkIIISTcdHQAkYj6Pyc/kRCRdTCtqanB\n", "xIkTsXnzZkT0myUJJ06cwN13342JEydiwoQJGD58OD73uc/hpZde8qTBhBBCSMnT0QF07w507cpg\n", "SkJF1sH0vvvuw9NPP43p06fDSbE9WltbG6666ips27YNr732Gmpra7Fp0yYcPXoUf/7znz1rdFhY\n", "tWqV7SaIg05M6MQNfZjQiYl4Jx0dQJcuwBlnBBZMxTuxAJ0ET9bBdN26dRgzZkza2yxfvhybNm3C\n", "T37yE/Ts2RMA0Lt3bzz++OP46le/WlhLQ0htba3tJoiDTkzoxA19mNCJiXgnFoKpeCcWoJPgKc/2\n", "hum67zUPP/wwvvCFL6BHjx6u60eNGpV7ywhWrlxpuwnioBMTOnFDHyZ0YiLeSXt74MFUvBML0Enw\n", "eDYrv6GhAdu3b8fQoUOxdOlSXHzxxRg5ciSuvPJK/P73v/fqaQghhJDSx0LFlBAJeBZM9Sz9Rx55\n", "BLt378Zrr72GzZs347LLLsPVV1+N1atXe/VUhBBCSGnDYEpCimfB9MSJEwCA8vJy/Md//Ae6d++O\n", "rl27YuHChRg2bBjuuOMOr56KEEIIKW0YTElI8SyY9u7dGwDwyU9+0jXGNBKJYNy4cdi1axcOHjyY\n", "9jGmTZuGaDTq+jd58mSsXbvWdbuamhpEo1Hj/rNnzzZm0NXW1iIajRr73S5cuBBLly51XVdXV4do\n", "NIotW7a4rl++fDnmz5/vuq61tRXRaBTr1693XV9dXY2ZM2cabbv22mtzPo743xXzccRT6HFEo9GS\n", "OA7Au9dj0qRJJXEcXr0e8fcp5uOIJ9lx1NfXAwB27dqV8Tj0Z6vE48jl9Th+/Lhnx5F4LBLeH88/\n", "/3zsh44OoLwcOOMMXPunPwXyekSjUTHvDwDGbW18XlVWVhZ0HBLOq3xfj+rq6tPvlaqqKowfPx7z\n", "5s0zHsdznBxZuHChE4lEnA8++MB1/bFjx5yuXbs6n/nMZ4z7fOUrX3EikYjz0UcfJX3MjRs3OgCc\n", "jRs35tqckuaFF16w3QRx0IkJnbgJi49cPjeL3Ykf3xESnbiO8/bbHaeqynG++U3H+exnA3l+KU4k\n", "ZQIpTqQQxGvjWcW0oqICV155JbZt24bjx4+7frd582ZUVVVhwIABXj1dKJg6dartJoiDTkzoxA19\n", "mNCJiXgnFrryxTuxAJ0ET97B1EmyyP69996Ljo4OfP/73z993cqVK7F9+3YsWbIk36cihBBCwoWF\n", "5aIIkUDW65jedtttWLNmDVpaWhCJRDBlyhSUl5fjqaeewoQJEwAAn/70p/HKK6/g9ttvx/Dhw1Fe\n", "Xo5zzjkHzz77LP7+7//et4MghBBCSgpOfiIhJeuK6ZIlS7Br1y40Nzejo6MDe/bswa5du06HUs3E\n", "iRPx4osvYvfu3di+fTteffVVhtI8SRyUTOgkGXTihj5M6MREvBMLwVS8EwvQSfB4NsaUeE91dbXt\n", "JoiDTkzoxA19mNCJiXgncbPygwqm4p1YgE6Ch8FUMGvWrLHdBHHQiQmduKEPEzoxEe8kvmJ68qQa\n", "c+oz4p1YgE6Ch8GUEEIIkUZ8MAU4zpSEBgZTQgghRBoMpiSkMJgSQggh0ohfLgoAWlvttoeQgGAw\n", "FUyyLcTCDp2Y0Ikb+jChExPxTnTFtKJC/RxAxVS8EwvQSfAwmAqGO06Y0IkJnbihDxM6MRHvxEJX\n", "vngnFqCT4GEwFcyMGTNsN0EcdGJCJ27ow4ROTMQ7iV8uCggkmIp3YgE6CR4GU0IIIUQanPxEQgqD\n", "KSGEECINBlMSUhhMBbN+/XrbTRAHnZjQiRv6MKETE/FO9Kz8nj2BSCSQYCreiQXoJHgYTAWzbNky\n", "200QB52Y0Ikb+jChExPxTnTFNBJRM/MDCKbinViAToKHwVQwq1evtt0EcdCJCZ24oQ8TOjER70QH\n", "U0B15wcQTMU7sQCdBA+DqWAq9Pp15DR0YkInbujDhE5MxDtJDKYBLLAv3okF6CR4GEwJIYQQaejl\n", "ooDAuvIJkQCDKSGEECINC135hEiAwVQw8+fPt90EcdCJCZ24oQ8TOjER78RCMBXvxAJ0EjwMpoKp\n", "rKy03QRx0IkJnbihDxM6MRHvRC8XBQQWTMU7sQCdBA+DqWDmzp1ruwnioBMTOnFDHyZ0YiLeiYWK\n", "qXgnFqCT4GEwJYQQQqTBMaYkpDCYEkIIIdJgMCUhhcFUMFu2bLHdBHHQiQmduKEPEzoxEe8kfrmo\n", "gIKpeCcWoJPgYTAVzIIFC2w3QRx0YkInbujDhE5MxDuxsMC+eCcWoJPgYTAVzIoVK2w3QRx0YkIn\n", "bujDhE5MxDux0JUv3okF6CR4GEwFw2UqTOjEhE7c0IcJnZiIdxK/XJTe+clxfH1K8U4sQCfBw2BK\n", "CCGESCOxYuo4wIkTdttESAAwmBJCCCHSSAymAGfmk1DAYCqYpUuX2m6COOjEhE7c0IcJnZiId2Ih\n", "mIp3YgE6CR4GU8G0BjALs9igExM6cUMfJnRiIt5J4nJRgO/BVLwTC9BJ8DCYCmbx4sW2myAOOjGh\n", "Ezf0YUInJuKdWKiYindiAToJHgZTQgghRBocY0pCCoMpIYQQIo345aJ0MGW3MgkBDKaCaWxstN0E\n", "cdCJCZ24oQ8TOjER78RCxVS8EwvQSfAwmApm1qxZtpsgDjoxoRM39GFCJybincQH04oKdelzMBXv\n", "xAJ0EjwMpoJZtGiR7SaIg05M6MQNfZjQiYloJ46j/ulg2rWr+udzMBXtxBJ0EjwMpoKZMGGC7SaI\n", "g05M6MQNfZjQiYloJx0d6lIvFwWo7nyfg6loJ4AaY/vQQ2r8bUCId1KCMJgSQgghkujsVJe6YgoE\n", "EkzFc889wOzZwKZNtltCfITBlBBCCJGErpgymMbYtg24/371f65OUNIwmApm1apVtpsgDjoxoRM3\n", "9GFCJyainVgKpmKdOA7w3e8CPXuqn48fD+ypxTopYRhMBVNbW2u7CeKgExM6cUMfJnRiItqJpa58\n", "sU6eeQb4/e8BvW99gMFUrJMShsFUMCtXrrTdBHHQiQmduKEPEzoxEe0kVcXU5y5skU5OnADmzQO+\n", "+EVgxgx1XYBd+SKdlDjlmW9CCCGEkMDQFdOAZ+WL5MEHgT17gOeei63nGmDFlAQPK6aEEEKIJJJ1\n", "5ffqBRw9aqc9Nvnzn4ErrgBGjlRBvbyck59KHAZTQgghRBLJuvLDGkyPHQN69479XFHBimmJw2Aq\n", "mGg0arsJ4qATEzpxQx8mdGIi2omliqlIJ62tsS58QM3MDzCYinRS4jCYCmbOnDm2myAOOjGhEzf0\n", "YUInJqKdWKqYinRy7JgaX6upqAi0K1+kkxKHwVQwU6dOtd0EcdCJCZ24oQ8TOjER7cRSMBXpxHLF\n", "VKSTEofBlBBCCJFEsq783r1V9VD/LiwkVkx79uTkpxKHwZQQQgiRhK6Yxi8X1auX2gEpbKEssWLK\n", "yU8lD4OpYNauXWu7CeKgExM6cUMfJnRiItpJqslPgK/d+SKdtLaaFdMAg6lIJyUOg6lgqqurbTdB\n", "HHRiQidu6MOETkxEO7EUTMU56exUITSxYhpg1VickxDAYCqYNWvW2G6COOjEhE7c0IcJnZiIdpJq\n", "8hPgazAV5+Tjj9WlxclP4pyEAAZTQgghRBKWgqk4dADl5KdQwWBKCCGESCJZMNW7Hx05Enx7bHHi\n", "hLrk5KdQkVMwbWlpwXXXXYeysjLU1dWlva3jOPibv/mbrG5LCCGEkFNYGmMqjlQVUwbTkibrYFpT\n", "U4OJEydi8+bNiEQiGW//+OOPY8OGDVndliRn5syZtpsgDjoxoRM39GFCJyainehgGr9clA5nPgZT\n", "cU5SVUwD7MoX5yQEZB1M77vvPjz99NOYPn06HMdJe9sjR47gjjvuwJe//OWMtyWp4Y4TJnRiQidu\n", "6MOETkxEO0nWlV9eDvTo4WswFeckWTDlzk8lT9bBdN26dRgzZkxWt7377rsxbdo0TJgwIe+GEWDG\n", "jBm2myAOOjGhEzf0YUInJqKdJOvKB3zfllScEwGTn8Q5CQFZB9Nsu+S3bt2Kn//857j33ntZLSWE\n", "EEJyJVnFFPA9mIojVVf+iRNqFyxSkng+K3/evHm444470L9/f68fmhBCCCl9UgXT3r3DNSs/VcUU\n", "iIVWUnJ4Gkx/97vfoa6uDnPmzPHyYUPL+vXrbTdBHHRiQidu6MOETkxEO7HUlS/OyYkTamxt166x\n", "63T1NKDufHFOQoBnwfTjjz/G9773PTz44IMoK+PyqF6wbNky200QB52Y0Ikb+jChExPRTix15Ytz\n", "krgdKRCrmAY0AUqckxDgWYJ84IEHMGbMGHz+8583fsexpvmxevVq200QB52Y0Ikb+jChExPRTpIt\n", "FwX4HkzFOTlxwt2NDwReMRXnJAR4Fkz/8Ic/YMuWLbjoootO/3vkkUcAANOmTcNFF12E6urqtI8x\n", "bdo0RKNR17/Jkydj7dq1rtvV1NQgGo0a9589ezZWrVrluq62thbRaBSNjY2u6xcuXIilS5e6rqur\n", "q0M0GsWWLVtc1y9fvhzz5893Xdfa2opoNGqU+aurq5Oue3bttdfmfBwVcX8pFvNxxFPocVRUVJTE\n", "cQDevR41NTUlcRxevR7x75tiPo54kh1HfX09AGDXrl0ZjwOA2OPI5fU4fvy4Z8dRkVCJk/D+eP75\n", "59V/ErryTx9HXDD14/WoqKgQ8/4AgLWbNrkqprW1tYjeeScaAVfF1M/3+ezZsws6DgnnVb6vR3V1\n", "9eksVlVVhfHjx2PevHnG43iOkyMLFy50IpGI88EHH2S87aJFi7K67caNGx0AzsaNG3NtDiGEhJIw\n", "fW6G5VhPH+eiRY4DOM7Jk+4b/Nu/Oc748XYaFyCnPXz9644zbpz7l5s2KTevv26ncSEniPdi3hVT\n", "J4vueX2bbG5LCCGEEKSflR+25aISx5gG3JVPgifrYHrbbbehqqoKDz74ICKRCKZMmYKqqirU1tYa\n", "t3300UeN244YMQKHDh3ytPGlTrLuuLBDJyZ04oY+TOjERLQT3ZWfOJHY5zGm4pwcP26OMQ148pM4\n", "JyGgPPNNFEuWLMGSJUuyuu23v/1tfPvb3867UURRWVlpuwnioBMTOnFDHyZ0YiLaSUeHWS0FfA+m\n", "4pycOAH07eu+LuCKqTgnIYDrOglm7ty5tpsgDjoxoRM39GFCJyainXR2pg6mx47FKqoeI85Jsq78\n", "gCum4pyEAAZTQgghRBIdHeZSUYAKpo4TWCizTrLlorp2VUMcOMa0ZGEwJYQQQiSRrmIKhGdb0mQL\n", "7Eci6rqwhPMQwmAqmMR1ywidJINO3NCHCZ2YiHaSaoxp797q0qdxpuKcJKuYAqo7P6BgKs5JCGAw\n", "FcyCBQtsN0EcdGJCJ27ow4ROTEQ7STf5CfAtmIpzkmyMKaCuC6grX5yTEMBgKpgVK1bYboI46MSE\n", "TtzQhwmdmIh2kqkr36dgKs5Jsq58INCKqTgnIYDBVDBcpsKETkzoxA19mNCJiWgnliqm4pyk68rn\n", "clElC4MpIYQQIonOztSz8oHwTH7q6Ejdlc/JTyULgykhhBAiCUtd+SKxPPmJBA+DqWCWLl1quwni\n", "oBMTOnFDHyZ0YiLaSaqu/PJyoEcP34KpSCeWJz+JdFLiMJgKppULCBvQiQmduKEPEzoxEe0kVcUU\n", "8HVbUpFOLE9+EumkxGEwFczixYttN0EcdGJCJ27ow4ROTEQ7SVUxBXwNpiKdWJ78JNJJicNgSggh\n", "hEjCUjAVCSc/hQ4GU0IIIUQSmbrywzIrH+DkpxDCYCqYxsZG200QB52Y0Ikb+jChExPRTjo6ki8X\n", "BahtSX2qmIp0Ynnyk0gnJQ6DqWBmzZpluwnioBMTOnFDHyZ0YiLaiaXJTyKdWK6YinRS4jCYCmbR\n", "okW2myAOOjGhEzf0YUInJqKdWBpjKtJJz57mdQFWTEU6KXEYTAUzYcIE200QB52Y0Ikb+jChExPR\n", "TixVTMU56dYNKEsSU3TF1HF8b4I4JyGAwZQQQgiRRKaKaVgmPyWrlurrHQc4eTLY9pBAYDAlhBBC\n", "JMHlohQ9eiS/Xk+I4uL3JQmDqWBWrVpluwnioBMTOnFDHyZ0YiLaSbqufB9n5Ytzkq5iCgQyAUqc\n", "kxDAYCqY2tpa200QB52Y0Ikb+jChExPRTjo7Uy8X1asXcOyYuo3HiHMioGIqzkkIYDAVzMqVK203\n", "QRx0YkInbujDhE5MRDvJ1JXvOL5UC8U5SRVMA6yYinMSAhhMCSGEEElkmpUPhGOcqYCufBI8DKaE\n", "EEKIJDJVTIFwzMwX0JVPgofBlBBCCJFENsE0DBVTAV35JHgYTAUTjUZtN0EcdGJCJ27ow4ROTEQ7\n", "yTQrH/AlmIpzkqorP8CKqTgnIYDBVDBz5syx3QRx0IkJnbihDxM6MRHtxFLFVJwTARVTcU5CAIOp\n", "YKZOnWq7CeKgExM6cUMfJnRiItpJpuWiAF+CqTgnqYJp9+5AJBJIMBXnJAQwmBJCCCGSSNeVf8YZ\n", "6jLMk58iEVU15eSnkoTBlBBCCJFEuq78rl1VxTAMk59SjTHVv+Pkp5KEwVQwa9eutd0EcdCJCZ24\n", "oQ8TOjER7SRdxRRQ3fk+BFMxTvSuVqkqpoCaABVAxVSMkxDBYCqY6upq200QB52Y0Ikb+jChExPR\n", "Ttrb0wfT3r19CaZinHz8sboUUDEV4yREMJgKZs2aNbabIA46MaETN/RhQicmop1YqpiKcXLihLpM\n", "VzENKJiKcRIiGEwJIYQQSVgKpmLIJpgG1JVPgofBlBBCCJFER0fq5aIAFUxLeVa+DqYCuvJJ8DCY\n", "EkIIIZIIe8VUB05WTEMJg6lgZs6cabsJ4qATEzpxQx8mdGIi2km65aIA3yY/iXEiqGIqxkmIYDAV\n", "DHecMKETEzpxQx8mdGIi2kmmYOpTxVSMk2wqpgEFUzFOQgSDqWBmzJhhuwnioBMTOnFDHyZ0YiLa\n", "iaWufDFOBE1+EuMkRDCYEkIIIZLIpmLKyU+c/FSiMJgSQgghkuDkJ3XZtWvq23DyU8nCYCqY9evX\n", "226COOjEhE7c0IcJnZiIdtLZmXm5qGPHYlt3eoQYJ7piGomkvk1AFVMxTkIEg6lgli1bZrsJ4qAT\n", "EzpxQx8mdGIi2kk2s/Idx/NgJsZJNsdVURFIMBXjJEQwmApm9erVtpsgDjoxoRM39GFCJyainWTT\n", "lQ943p0vxomumKajZ89AuvLFOAkRDKaCqaiosN0EcdCJCZ24oQ8TOjER7SSbyU+A58FUjJNsKqE9\n", "eypPbW2+NkWMkxDBYEoIIYRIIlMwPfNMddncHEx7giabiqkOjJwAVXIwmBJCCCGScJz0wXTIEHW5\n", "d28w7QmabLvyAS4ZVYIwmApm/vz5tpsgDjoxoRM39GFCJybinaSblX/22UD37kBdnadPKcZJtpOf\n", "4m978iTw8sueN0WMkxDBYCqYyspK200QB52Y0Ikb+jChExPxTtJVTMvKgKFDgT17PH1KMU5yqZjq\n", "rvyf/hT4whc8H94gxkmIYDAVzNy5c203QRx0YkInbujDhE5MxDtJF0wBoLLS82Aqxkm2k5/ib1tT\n", "oy6PHfO0KWKchAgGU0IIIUQamYLpued63pUvhlwnP7W3x7rxs7kvEQ2DKSGEECINCxVTMeRaMX3j\n", "DeDQoezvS0TDYCqYLVu22G6COOjEhE7c0IcJnZiId5JNxXT/flUt9AgxTnKtmOpu/GzvmwNinIQI\n", "BlPBLFiwwHYTxEEnJnTihj5M6MREvJNsgmlnpwqnHiHGSa7LRb34IjBmTPb3zQExTkJEzsG0paUF\n", "1113HcoQZLLNAAAgAElEQVTKylBXquNbhLBixQrbTRAHnZjQiRv6MKETE/FO0i0XBaiufMDTcaZi\n", "nGQTLnv0UJcHDgAbNgDRqPrZ4658MU5CRE7BtKamBhMnTsTmzZsRiUSS3ub555/HP/7jP+KCCy7A\n", "uHHjMGbMGNx000346KOPPGlwmOAyFSZ0YkInbujDhE5MxDvJpmIKeDrOVISTtrbshieUlalw+txz\n", "aqcsHUw9rpiKcBIycgqm9913H55++mlMnz4djuMYvz9w4ACmTZuG0aNH47333sPbb7+N5557Ds88\n", "8wwuueQSHDlyxLOGE0IIISVLpmDap4/amrTUei5z2WK0Z0/gj38EzjsPGD1aXcdZ+UVPTsF03bp1\n", "GKPHcaTgrLPOwl133XW6ojps2DDceuut2L17N5588sn8W0oIIYSEhUzBFFBV01KbmZ9LMK2oUNXV\n", "qVNjXfuclV/05BRMU3XfawYNGoQDBw4Y1w85ta9vS0tLLk8XepYuXWq7CeKgExM6cUMfJnRiIt5J\n", "NsHU4yWjRDg5eTL72+oJUFOnAl27qu59jyumIpyEDM9n5ZcnGbD9/vvvAwCuuOIKr5+upGnN5S/H\n", "kEAnJnTihj5M6MREvJNsK6YeduWLcJJrMO3SBbjiCiASUVVTj4OpCCchw/flotra2vDoo4/in//5\n", "nzF+/Hi/n66kWLx4se0miINOTOjEDX2Y0ImJeCcWKqYinOQSTCsqgEsuUWNtARVMPe7KF+EkZGRY\n", "j6Jw7rjjDlRUVOChhx7y+6kIIYSQ0iDTclGAqpg2NalxmXrB+WInl2C6YAHQr1/s5549OfmpBPC1\n", "Ynr//ffjpZdeQk1NDc4444yMt582bRqi0ajr3+TJk7F27VrX7WpqahDVS0PEMXv2bKxatcp1XW1t\n", "LaLRKBobG13XL1y40Bg7UldXh2g0auz0sHz5csyfP991XWtrK6LRKNavX++6vrq6GjNnzjTadu21\n", "1/I4eBw8Dh6HZ8dRX18PANi1a1dRH0cur8fx48dL4jhSvR7PP/987Ie4imnK43j4YfVDXNVUwnEU\n", "9HrEBdPE2xrH8ZWvAFdcETuOuK5868dximJ+Paqrq09nsaqqKowfPx7z5s0zHsdznDxYuHChE4lE\n", "nA8++CDlbe655x7n0ksvdVpaWjI+3saNGx0AzsaNG/NpTsny0Ucf2W6COOjEhE7chMVHLp+bxe7E\n", "j+8IiU5OHyfgOH/5S+Y77NjhOIDj1NR48vwinLz2mrMRyO/1HjvWcf7X//K0OSKcCCKIvOZLxfSO\n", "O+5ATU0NXnrpJZx5auzHM888g7vuusuPpytZZs2aZbsJ4qATEzpxQx8mdGIi3kk2Y0xPrXjj1ThT\n", "EU5y6cpPxIfJTyKchIyCxpg6SRbZnzdvHh5//HEsWbIEv/3tb09f/9prr+FkISdcCFm0aJHtJoiD\n", "TkzoxA19mNCJiXgn2QTT7t2BQYM8m5kvwomwYCrCScjIKZjedtttWLNmDVpaWhCJRDBlyhSUl5fj\n", "qaeewoQJE/D222/jxz/+MSKRCG688UbXfSORCK6//npPG1/qTJgwwXYTxEEnJnTihj5M6MREvJNs\n", "ging6SL7IpwUEkx79vR8Vr4IJyEjp2C6ZMkSLFmyJOXvx40bh87OzoIbRQghhISabIOpx0tGWUdY\n", "xZQEj+/rmBJCCCEkR7JZLgrwfJF96zCYhh4GU8EkLjFB6CQZdOKGPkzoxES8k1wrpknmfOSKCCfC\n", "uvJFOAkZDKaCqa2ttd0EcdCJCZ24oQ8TOjER7ySXMaatrcDBgwU/pQgnbW3539eHiqkIJyGDwVQw\n", "K1eutN0EcdCJCZ24oQ8TOjER7ySXiingyThTEU5Onsx+GEMiPmxJKsJJyGAwJYQQQqSRS8UUKJ1x\n", "pidPAl275ndfbklaEjCYEkIIIdLINpgOHKiCXKnMzC8kmHLyU0nAYEoIIYRII9tgWlYGDB3Kiing\n", "S1c+CR4GU8FEo1HbTRAHnZjQiRv6MKETE/FOchlnec45wIEDBT+lCCeFjDH1oStfhJOQwWAqmDlz\n", "5thugjjoxIRO3NCHCZ2YiHeSbcUUACoqPKkUinDiRVe+B0tnaUQ4CRkMpoKZOnWq7SaIg05M6MQN\n", "fZjQiYl4J7kEU4+6sEU4aWsrbFZ+Z2dhS04lIMJJyGAwJYQQQqRRlsPXsw8Ly1uj0Fn5ACdAFTkM\n", "poQQQogkIhH1L1tKaZmkQrvygdJxEVIYTAWzdu1a200QB52Y0Ikb+jChExPRTnLpxgc868oX4cSL\n", "YOph9ViEk5DBYCqY6upq200QB52Y0Ikb+jChExPRTnINph5VTEU4EdaVL8JJyGAwFcyaNWtsN0Ec\n", "dGJCJ27ow4ROTEQ7yWV8KeDZGFMRToR15YtwEjIYTAkhhBBJWOrKF0Eh65j60JVPgofBlBBCCJFE\n", "PhXTUpnwU+gC+0DpuAgpDKaEEEKIJHINpqVUMW1rE9WVT4KHwVQwM2fOtN0EcdCJCZ24oQ8TOjER\n", "7SSfyU8ff6wWly8AEU6EzcoX4SRkMJgKhjtOmNCJCZ24oQ8TOjER7SSfrnxAhdMCEOFE2Kx8EU5C\n", "BoOpYGbMmGG7CeKgExM6cUMfJnRiItpJPpOfgIIrhSKcCJuVL8JJyGAwJYQQQiSRT1c+UBrjTAsJ\n", "pl26qPuWgocQw2BKCCGkNHjhBeCNN2y3onDy7covhUk/hczKB1TVtBQ8hBgGU8GsX7/edhPEQScm\n", "dOKGPkxC4+T73weWLcvqpqKdWOrKF+FEWDAV4SRkMJgKZlmWH7Bhgk5M6MQNfZiExklzM7BvX1Y3\n", "Fe3EUsVUhJNClosCPNsFSyPCScgo4M8S4jerV6+23QRx0IkJnbihD5PQOGlpURW3LBDtJN9gWmAg\n", "E+GkkDGmgOcVUxFOQgaDqWAqKipsN0EcdGJCJ27owyQUThxHBdOWFrWeZ4ZwJ9qJpa58EU6EBVMR\n", "TkIGu/IJIYQUP62tQHu7+vfRR7ZbUxj5zsovhUk/hQZTj7vySfAwmBJCCCl+Wlpi/89ynKlYLFVM\n", "reM44iqmJHgYTAUzf/58200QB52Y0Ikb+jAJhZP4YLp/f8abi3ZiaYypdScdHSqcCpqVb91JCGEw\n", "FUxlZaXtJoiDTkzoxA19mITCSXNz7P9ZVExFO8k1mHbtqqqsBQYy6070xLVCgqnHXfnWnYQQBlPB\n", "zJ0713YTxEEnJnTihj5MQuFEV0y7dcsqmIp2kmtXPqAqhQUGMutO2trUpaCufOtOQgiDKSGEkOJH\n", "B9ORI4t/jGmuFVOgNCb96IppocG02D2EHAZTQgghxU9LC9C9O3DeecUfTPOpmPbsWfyTfrwIpqXg\n", "IeQwmApmy5YttpsgDjoxoRM39GESCictLUDfvsCQIVkFU9FOLHXlW3fiVcXUw2Bq3UkIYTAVzIIF\n", "C2w3QRx0YkInbujDJBROmpuBfv2yDqaineTblV9gILPuxIvJTx535Vt3EkIYTAWzYsUK200QB52Y\n", "0Ikb+jAJhZP4imlzc8ZwItqJpYqpdScCu/KtOwkhDKaC4TIVJnRiQidu6MMkFE7igymQsWoq2oml\n", "yU/WnQjsyrfuJIQwmBJCCCl+EoNpFovsi8VSV751BHblk+BhMCWEEFL85FgxFY2lrnzreLGOac+e\n", "wMcfqx2kSFHCYCqYpUuX2m6COOjEhE7c0IdJKJzoYNq7t/qXIZiKdmKpK9+6E6+68gEVTj3AupMQ\n", "wmAqmNbWVttNEAedmNCJG/owCYUTPSsfyGpmvmgnltYxte7Ey2DqUfXYupMQwmAqmMWLF9tugjjo\n", "xIRO3NCHSck76ewEDh1SFVMgq2Aq2omlrnzrTrwYY9qzp7r0aLxtYE4cB1izpvjHCXsAgykhhJDi\n", "5uhRFU51MD3nnOIeY8otSfN/DF0xLbaAt2MH8I1vAC+/bLsl1mEwJYQQUty0tKjLHCqmouGWpPk/\n", "hsdd+YGxbZu65NABBlPJNDY22m6COOjEhE7c0IdJyTtJFkz371dV1BSIdpJPxdSDrnzrTgR25Qfm\n", "ZMcOdenRpK1ihsFUMLNmzbLdBHHQiQmduKEPk5J3kiyYtrUBaUKFaCeWKqbWnbS1qVCez/FrPO7K\n", "D8yJDqbFXvX2AAZTwSxatMh2E8RBJyZ04oY+TEreSXOzuoyflQ+k7c4X7cRSxdS6k5MngW7dCnsM\n", "XTH1qCs/MCfbt6tLVkwZTCUzYcIE200QB52Y0Ikb+jApeSe6Ynrmmeoyi92fRDvJt2La3q7+5Yl1\n", "J14EU48rpoE5YcX0NAymhBBCipuWFqCiIhZqBg5UVcdinQCVbzAFijvYCAymgdDZCezcqf7PiimD\n", "KSGEkCJH7/qkKS8HBg0q3mCab1c+UHyz0eMR2JUfCPv2xQJpMQVqn2AwFcyqVatsN0EcdGJCJ27o\n", "w6TknSQGUyDjklGineS7jilQUCCz7sSLYNq9u7r0KOAF4kR343fpwoopGExFU1tba7sJ4qATEzpx\n", "Qx8mJe8kfjtSTYZgKtqJpa586068CKaRiAqnHgXTQJzs2KHaXVXFiikYTEWzcuVK200QB52Y0Ikb\n", "+jApeSfJKqYZdn8S7cRSV751J21thS2ur/FwF6xAnOzYAZx7rpq8x4ppbsG0paUF1113HcrKylBX\n", "V+dXmwghhJDsyaMrXzSc/FQYPXoUl4ft24HzzvO00lvMZB1Ma2pqMHHiRGzevBmRSCTl7d577z1M\n", "mzYNo0aNwsiRIzFjxgzsT7NkByGEEFIQqYLpwYPFNQlGk08w5eSnGMUWTHfsUMG02NrtE1kH0/vu\n", "uw9PP/00pk+fDsdxkt6mrq4On/3sZzFu3Di89957ePfddxGJRHD55ZfjyJEjnjWaEEIIOU2qYAqk\n", "XctULJYmP1nHq2DqYVe+7ziOCqbnn6+CKbvysw+m69atw5gxY9LeZuHChXAcB3fddRcAoEuXLnjg\n", "gQewa9cu/OhHPyqspSEkGo3aboI46MSETtzQh0lJOXnsMeD++93XpQumKbrzRTux1JVv3YnAiqnv\n", "TpqagEOH2JUfR9bBNF33PQB0dHTgqaeewmWXXYZucSfW4MGDccEFF2DNmjX5tzKkzJkzx3YTxEEn\n", "JnTihj5MSsrJ734HPPJI7OeODvXFnmxWPpCyYiraiZeTn264AfjP/8zqIaw7ERhMfXeil4rSXfms\n", "mHo3K3/nzp04evQozjvvPON3I0aMwJYtW9DW1ubV04WCqVOn2m6COOjEhE7c0IdJSTk5elR9mR87\n", "pn4+fFhdJlZM+/QBevVKWTEV7aSQimliMP2v/wLmzgXefz/jQ1h3IrAr33cn8cGUFVMAHgbTjz76\n", "CADQp08f43d9+vRBZ2cnDh486NXTEUIICSPHjqlxee+9p35uaVGXicEUKL6Z+Z2d6jKfimlZmQp1\n", "8cGms1P5OXECmDlTVZclI7Bi6jvbtwNnn63+kGLFFADXMSWEEFJM6Erppk3qshSDaT4VU0AFm/hK\n", "4eHDKsR/97vAhg3Af/xH4W30E6/WMU30IBk9Ix9gxfQUngXTAQMGAAAO626VOA4fPowuXbrgrLPO\n", "8urpQsHatWttN0EcdGJCJ27ow6SknBw9qi4LDKYineiKZr7BNLELW/dSXn01cNNNwJ13Alu2pLy7\n", "dSdeduV7FPB8dxIfTFkxBeBhMD3vvPPQu3dv7Ny50/jdzp07ccEFF6Brhr+Epk2bhmg06vo3efJk\n", "48SoqalJOlNu9uzZxr62tbW1iEajaGxsdF2/cOFCLF261HVdXV0dotEotiS8cZcvX4758+e7rmtt\n", "bUU0GsX69etd11dXV2PmzJlG26699tqcj6O6urokjiOeQo+jurq6JI4D8O71uD9hhnKxHodXr0f8\n", "+6aYjyOeZMdRX18PANi1a1fG43j88cfFHkcur8fx48cR3bsX6wFg82Z1ZXMzqgHM/P73zeN44w2s\n", "3bo16XHEnydBH0eq8+r5F15Q/0noys/69ejZE7PXro0dR3OzOo4PP0R0yxY0Dh0KfPvbKY+jurra\n", "7vsjIZgm3jbr16NHD9QdOuTJcdx00025H0ccGc+r7dvVUlEAFr7+OpaeGhapsfl6VFdXn85iVVVV\n", "GD9+PObNm2c8juc4ObJw4UInEok4H3zwgfG7G264wTnrrLOcjz/++PR1+/fvd7p06eLcddddKR9z\n", "48aNDgBn48aNuTaHEEJCSZg+N13H2quX4/Tu7TiDBqlfrlrlOIDjtLWZd/zxjx2nWzfH6ewMtsF5\n", "svGPf1THed99+T3ABRc4zk03xX6uqVFudu5UP//f/+s4kYjjtLcX3lg/GDfOcebMKfzcnj1bPZZ0\n", "jhxRr88vfqF+vvdexxkwwG6bMhDE507eFVMnySL7ixcvRllZGf73//7fAID29nbccsstGDFiRNK/\n", "OgghhJCscRw1xvTii4EDB4DGRtWV37s3UF5u3n7IEFWFS6iwieL112PjZr3oyo/vwj5VMYUeRjdw\n", "oHKor0/F8ePAlVfGhksEhcCufF/RPcwcY+oi62B62223oaqqCg8++CAikQimTJmCqqoq1NbWnr5N\n", "ZWUlXn31Vbz99tsYNWoUxowZg87OTrzyyivo1auXLwdACCEkJJw4oYLVpZeqnzdvTr64vibDIvvW\n", "aW8HLr8cePxx9XMhs/IBc9JPc7N6rN691c+n5oJkDOpbtwIvvQTcfXd+7ciXsM3K10tFnerKL5p2\n", "+0ySPzGTs2TJEixZsiTj7UaNGoXnnnuuoEYRQgghBvpLe/x4FWA2bcoumO7fr+4jjcZGNRNdB2c/\n", "Jj/17RsLutkG07o6dfnUU6qqN2JEfu3JFS+DaTHMyt++Xa21e/bZ6ucePdQfKx0d+Z8DJQCXixJM\n", "ssHKYYdOTOjEDX2YlIyT1lZ12bcvMGpU5mA6aJAKZUkqpiKcfPih+7LQ5aKSdeXHr4bTv7+6bGpK\n", "evfTTurq1NCI/v2BH/4wv7bkg1fLRSV6eOcd4NRW6bni63myZw9QWQnonTW7d1eXIZ+Zz2AqGOu7\n", "cAiETkzoxA19mJSME10FO+MMYOxY1ZXf3Jw6mJaXq3GVSYKpCCcNDerywAF1qSumXnXlHzzo3qpV\n", "h9QUFdPTTurqgHPPBebMAR57LLgxun515T/2GLBoUV4bDPh6nhw8GKtiA7FtZRlMiVRmzJhhuwni\n", "oBMTOnFDHyYl40SHrl69gAsvjAXT+PCVSIq1TEU40cHUy4pp4hjT+IppeblylSJonnZSV6cqed/5\n", "jvp55cr82pMrXk5+amuLBdE338xu0lcSfD1PDh50vz66YhrycaYMpoQQQoqD+IrphRcCR46o7vxU\n", "FVNA9u5PqYJpvhXTZF35iaF9wIDsxphWVqrbfutbwIoVsWEUfuJlxRRQLjo6AD1JO2GNUOs0NcWG\n", "VwCsmJ6CwZQQQkhxkNiVD6htN0shmDqOmvgCeNuVn7jj4oABKceYnkYHUwC4+Wb1OD//eX5tyhbH\n", "UVVOr4Pp1q2x3cKkLRvGimlSGEwFk7h7A6GTZNCJG/owKRkn8V35554LnHmm+jmPYCrCia6Unjih\n", "ArYfXfmJFdP+/VMGtPXr16twuH9/LJhWVQHTpgG//nV+bcqWtjZ16VVXPqBcvPlm7Po8gqmv5wkr\n", "pklhMBXMsmXLbDdBHHRiQidu6MOkZJzo7uSePdVMZl01TRdMzzlHBYCEKpQIJw0NQJ8+6v8ffujN\n", "Oqbxx5k4+QlI25W/bNkyFUo7O2PBFACGD/e/G/zkSXXpdcX0zTfVcleRSF7H4Nt50tGhVpRgxdSA\n", "wVQwq1evtt0EcdCJCZ24oQ+TknFy/DhQURELbtkE0/i1TOMQ4aShQY2VBVQw1ZN1ku1ilQ3xFdO2\n", "NtWFnawrP0UwXb16dWwN0/hg2r9/5u7/QvEzmF5ySdpKcTp8O09aWtTwhfjXhxVTAAymoqmoqLDd\n", "BHHQiQmduKEPk5JxcuKE6sbX6FCXaVY+YHTni3DS0ACMG6f+70XFNH7yU0uLukxWMU0RMisqKmLB\n", "9NxzY7/QwTTJVuSeobvyvVrHFFCT4956C5g0KbtJX0nw7Tw5eFBdxnfls2IKgMGUEEJIsXD8uJr4\n", "pJkwQV0OHJj6PikqptZxHBVGR45UVcIDB7xbx9RxYsEnsWLav78ae6onWiVSV6fCrN7GVN/n5Eng\n", "2LH82pUNflRMa2uVj4kTVTCVNCs/2esTX+kNMQymhBBCioPWVncwnTxZhY9Ro1Lfp08fdR9pM/OP\n", "HlUBZOBA4BOfcFdMC5n85Dgq5Ok1O5NVTNOt6Rk/I1+TYccoT/AjmK5fr8aWXnSR2vZT0qx87ZKT\n", "nwwYTAUzf/58200QB52Y0Ikb+jApGSfHj7u78gEVOtIRiSSdmW/diV4q6hOfUOE0foxpIV35gAq8\n", "qSqmeqehJCFt/vz56YOpfkw/8DKYag+vvab+aOnVK++KqW/nSbLXh135ABhMRVOZ+OFA6CQJdOKG\n", "PkxKxkliV362JAmm1p3EB9NBg9zBNN+Kqa64HT+evmIKJK1+VlZWllbFdN8+1Y0P5F0x9e08aWpS\n", "7dQhGogFU1ZMiVTmzp1ruwnioBMTOnFDHyYl48TDYGrdSWLF9MABbyY/AbFg2r27O/gAaSumc+fO\n", "La1gCsSCaZ6Tn3w7Tw4edHfjA6q6360bK6a2G0AIIYRkRbKu/GyQuPvThx+qANq/v9mVX8gYUyDW\n", "ld+vnwo78ejrkoW0Q4fUQv+JwbR3b7WEVbEE065dY+E+PpgeO+begMAmTU3mMAtAhWpWTAkhhJAi\n", "oJCK6f79/i53lCsNDSosdekSC6aFTn5K7MpPtoxWly7q+mTBNNkapoAKsn6vZerlzk+RiHLRpQvw\n", "6U+r684+W11KmQCVrGIKqCo3K6ZEKlu2bLHdBHHQiQmduKEPk5JxkjgrP1vOOUdVoeKClXUnDQ2q\n", "Gx9QY0z1tqSAN135ifuwx5OiW3vL//t/6j/JxlX6HUx1xdSLdUwBFUzHjlUbMgBphzCkw7fzJNXr\n", "w4opg6lkFixYYLsJ4qATEzpxQx8mJeMkcYH9bEmyyL51J/HBVK/DqmeNF7KOKaA8paqYAikX2V/w\n", "0EOqyjh4sHmfoIKpFxVTQIV03Y0PxCqmOc7M9+08aWpixTQFee57RoJgxYoVtpsgDjoxoRM39GFS\n", "Mk4K6coHVDA91bVr3UlDQyyQJgbTQseY6orpeeclv12K7TlXTJmiqrbJnr/YgumSJbFufCDviqlv\n", "5wkrpilhxVQw1pczEQidmNCJG/owKRkn+XblDxqkxh3G7f5k3cmHH5oVUz1T34t1TDNVTJMEtMpD\n", "h5J34wPFF0y/+c3YlrWA6tLv0SPniqmvy0UlC6asmDKYEkIIEcADDwC7d6e/TVtbfl35Xbuq8Ld3\n", "b15N84X4imm/fqqNhVZMEyc/5TjGNOlSUZpiC6aJRCJydn9qb1crICTryu/Rg8HUdgMIIYSEnLY2\n", "4JZbgJUrM982n4opAAwbljn4BkV7uwp5umIaiaiQWmgw7d5dPZbuys9xjKmIYOrV5Kdk5LmWqefo\n", "zQ9SVUzZlU+ksnTpUttNEAedmPjqZNu22BdGkcBzxES8E/1F/eKLmW+bbzCtqgJ27Tr9o1UnTU1q\n", "6SodTAF3MM23K18vk9TcrMJNqmDav7+6TXt77LqODizdsyd9MG1pcd/HS9raVChNXHfVS/LYltSX\n", "80RvR8qKaVIYTAXT2tpquwnioBMT35y0twPjxwM//7k/j+8TPEdMxDvRwfSvf1VjL9ORT1c+YART\n", "q07id33SDBwYC335VkwBFWz0WNp0XflALCABQH09Wh0nfTAFYq+V15w86W+1FMirK9+X80R75+Sn\n", "pDCYCmbx4sW2myAOT53s3QssXhxb1LpI8e08aWhQk03ee8+fx/cJvm9MxDuJDzsvv5z+toVUTPfu\n", "Pd0DYNWJDt/xwXTQoNj/C6ka9uwZC6bpuvIBd0irq8NiIHMw9as7/+RJ/8aXavLoyvflPNEOOfkp\n", "KQymJJw4DvCtbwGLFgF/+Yvt1sikvl5d7txptx2kuDhyJPdtH3UwPfvszN35hQRTx4ntbmQTXTHV\n", "k58S/18IuVRM40Nmql2fNF4GU/35+9ZbseuCCKZnn51zV74vsGKaFgZTEk6eeAKoqVFdZq+8Yrs1\n", "MtHBNK77k5CMfOMbwK235nYfHUy/+lUVTNNtHVpIVz4g43xuaFDLF8WHbK+CaQEVU5x5JtCnT/L7\n", "eBlMjxwBHnvMXR0PqmLa1GS/l6ypKbZ8VSKsmDKYSqZRwuxBYXjipLERuOkm9QX6uc8VfTD17TyJ\n", "r5hK2mM8A3zfmATq5IMPcg9/zc1qfOE116hF8NNtA5lvxbSyUk0qOtU2q+dJ/K5PmiCDad++arhA\n", "vINNm9A4fHjqx9WP5UUw1Z8t8Y8VVDDt6FCTuLLEl/Pk4MHkE58AVkzBYCqaWbNm2W6CODxxcvPN\n", "6sPpRz9SwfTVV9XPRYpv54n+8jh6VMYSK1nC941JoE5aWtyTarJBLwb/t3+rwkm67vx8g2nXrsDQ\n", "oaeDqdXzJFkwjR9jWgg9eqiQ16tX6slEXbqobmT9vnYcYN06zDp6NPXjdusG9O7tTTDVwTnoYKq3\n", "Jc3h88yX8yTVrk8AK6ZgMBXNokWLbDdBHAU7eeEF4PHH1WLeAweqYHroUFGPM/XtPKmvj31RFNE4\n", "U75vTAJ1UkgwragALrssdTDt0qWw8BI3M9/qeRK/65PGy4opkLpaqolfy3TrVmD/fiyaNy/9fbxa\n", "y9RmxRRIHUzb24F77nFVVH05T5qaWDFNA4OpYCZMmGC7CeIo2MnSpeqL74Yb1M+TJqkP8iLuzvft\n", "PDlwAJg4Uf2/iIIp3zcmgTlpawOOHcs9vMRvn3nller92NZm3q5nz8JmrMcFU6vnSfyuTxqvg2mq\n", "ipwmfob6yy8D5eWYoD8XU+FVME1WMW1rC65immoC1GuvAXfeCaxbd/oqX84TVkzTwmBKwkVDA/CZ\n", "zz6Qh44AACAASURBVMS+3Lp3V0G1iIOpb9TXAyNHqg/QIgqmxCKHDqnLgwdzG5ecGEyPHgU2bDBv\n", "l2yySC4krGVqjWRd+f36AeXlhT+2dpSpYtq/fyyYrlsHXHJJ5ollfldM/V7HVIfBVBXTZ59VlzmM\n", "Qc2LpqbUwZQL7DOYkpBx6JAa+B9PCYwz9YX6emDwYGDECAZTkh06mHZ0qJnX2RIfTC+6SP0/WXd+\n", "RUVh7auqUtWydGMpgyBZMI1EMlc5syHXimlnJ/CHPwCf/3zmx/Y6mMYHxCC68svL1bmVKpg+84y6\n", "9GsTAU26yU/ckpTBVDKrVq2y3QRxFOykpUUtiRLP5z4HHD5ctONMfTlPHEd15RdhMOX7xiQwJ/GV\n", "plwCTHww7dJFhaRkC+3r0JUvesmo3bvtnSfHjqmNKxKDKZA6rORCrmNM335bBaW/+7vMTvzoyteV\n", "9SCCKZB6LdMdO4D331f/jzuPfTlPMlVM29tDXShhMBVMbW2t7SaIoyAnHR2qUpIYTPU40z/8obDG\n", "WcKX8+TgQfVFoYOpX92fTzwBvPuupw/J941JYE7ig2kuE6DigymgtsLdts28nYfB1Np5kmzXJ40X\n", "FVPdlZ9txfTll9V9Lr00sxMvK6bnnKPGlerqdVDBNNXuT88+q55/xAhXxdTz86StTfUmpJv8BIS6\n", "aspgKpiVK1faboI4CnJy+LC6TAym3boV9ThTX84T3dWmg+mePae3cvSMhgY1Ce2xxzx9WL5vTAJz\n", "4lUwPeccVdVKPOcKDaaDB6uu0l277J0netcnv4JpthXT/v3V6/XCC8CUKUD37pmd6GBa6LrG+/cD\n", "F16o/q+DbpAV02TB9JlnVO/Zuee6gqnn54l+7HSTn4BQjzNlMCXhQX9pJo4xBYArrlAzMtvbg22T\n", "VBKDaWen91s5Vlcr3xK2CCTekE9Xvq6aJQZTQA0niafQYFpWBgwbZncCVLLtSDV6FYxCyHbyk146\n", "ad267MaXAiqYnjyphiPky5Ej6vUeO1b9HHQwHTDA/Mw5cgT44x+BL31JfT/4OflJH2+6rnyAFVNC\n", "QoGemJFYMQWKfpyp5yQGU8D7caa/+IW6ZDAtHVpa1CLs5eXZV0x1CEgWTPVYRE2hwRSwPzO/oUFN\n", "dErWlXv11YU/fi6TnwA1xOnv/i67x/ZiW1L92aIrprp6GcRyUUDyrvyXXlLB+EtfUuehn5Of9Psi\n", "3eQngBVTQkJBumA6caKa8Vuk3fmeU1+vKgc9eqiurS5dvA2mmzcDtbWxLltSGrS0qPPmrLOyD6Y6\n", "BGQTTAudlQ/YD6YHD6rPIC+WhkpGLpOfAKBPHyDbtTq9DKa2KqbJJj89+yxwwQXAeeep89fPYMqK\n", "aUYYTAUTjUZtN0EcBTnRwTRZV363buqD0uOJOEHgy3mil4oC1BfosGHeBtPHH1cfzDNmeB5M+b4x\n", "CcyJDqb9+xcWTM86S70nfayYWjtPDh1K/sexV+Qy+QkALr/8dEjO6MTLYHr++ao6GB9M/V7HFFDH\n", "feRILPh1dgLPPaeqpYA6D+O68j0/T/T7gmNMU8JgKpg5c+bYboJd6uqAn/3MdVVBTvSHTaovhfPP\n", "B7Zvz//xLeHLeRIfTAH1Ze5VMO3oAH75SxVKhwzxPJiG/n2ThMCc6HWCzzor+/CSLJhGIqpqmhhM\n", "C11gH1Dn8uHDmHP99YU/Vj4cPqyqlH6RbcW0b1817OLv//70VRnPEy+C6f79qvLdp497ln+QFVMg\n", "9rxvvaU+7+KDaVzF1PP3TlOT2sgg1bGyYspgKpmpU6faboJdHnoI+Na3XBOSCnJy6JD6a1T/RZpI\n", "kQZTX86TxGDq5Vqm69apL6f/8T/Ul0Rrq/rnEaF/3yQhMCdedeUDyYOpV135AKYOH174Y+WD3xXT\n", "YcNU4My0xWlZmRpSc+ONp6/KeJ7o8cOFVkzPOSc2ztbG5CcgttHCPfeokDxlirq+b18VCk9VLD1/\n", "76TbjhRgxRQMpkQyGzaobha97l+hZPpCOP989aFZyIzTUiFZMPVqXN4vfqG2Op00KfPe1aS4yDeY\n", "lpcDZ5zhvj4+mOrlibzqygfsjTP1u2I6ZYp6PyX6TEZlpRo/ni2JYTIf9u+PfbbYDKYvvKC2p66p\n", "AR55JDaMQP+B5NU40/ffB+69N3YOp9v1CYhVTBlMCRFGezvwxhvq//v2efOY+kszFeefry6LsGrq\n", "OcmCaUtL4R/WR44Av/kNcP316kuOwbS0iB9jmktXfr9+6nyIJz6Y6vVMvQimZ52lKn+2gqnfFVMg\n", "da+QFxQaTHXFVD+WniEfdFf+rbeq86C2FvjGN2K/9zqY/va3wB13AA8/rH5Ot+sTEHvt2JVPJLJ2\n", "7VrbTbDHpk2x7t247ryCnGRTMQWKLpgWfJ784hdqW0LN0aOqapwYTIHCu/PXrVOvq/4i8CGYhvp9\n", "k4LAnORbMU02HjI+mB4/ri69CKaRCFBVhbXr1hX+WPngd8W0ALI6T7wIpskqpkEtF9Wrl1oecP58\n", "4E9/Aj71KffvdfHi1JyEgt87+vhuuUV9t7BimhEGU8FUV1fbboI9NmxQ3Xtdu7oqpgU5yRRMBwxQ\n", "vy+yYFrweXLrrcAPfhD7Wc+aHTQodp1XwXT//tgsf8CXYBrq900KAnPS0qLeQzqYZrND0MGDqYNp\n", "c7MKpV4GUwCoqkK1rTWLg6iY5klW54kXXfm6YjpgQPBd+ZGI2n562bLkz5dQMS34vdPUpNZsHTxY\n", "jatvaGDFNAMMpoJZs2aN7SbY4/XXgYsuUh9gccG0ICeZuvIjkaKcAFXweXL4sPqg1iEifnF9Tb9+\n", "6su00GDa0KDCaNmpj54ePVQFw8NgGur3TQoCcdLeroZq6K78jo7YNsDpSFcxBdT56EMwXWMrHAqu\n", "mGZ1nhQSTI8dU8efaoxpEMtFZSIhmBb83mlqUmN5f/5z4L//W/UGpquYcvITgykRyoYNwKWXquWE\n", "vBpjmk2logiDaUG0t6uu9X37gB071HXJgmkk4s3M/IYGc4/wZAte58KxY2r4AbGLDqG6Kx/Irjs/\n", "UzDdty8WTL2YlQ+oyXc7d2Y/3MBLBFdMsyKx+/1rXwMeeCC7++rPlvgxpkePqlAaVMU0Ez16qHZ4\n", "tS1pU5M6zssuAxYsUNelq5hGIiqcsmJKiCCamoBt2xhMg+DIkdj///AHdVlfrypTiVUdacG0rQ1Y\n", "vlxVI669trB2kcKJ38DCy2C6f7/3FdPp01UPQdDDPj7+WAUwoRXTrNDB1HGAuXOBJ58Enn46+W0P\n", "HoxNXAPMP3p15bChQVXYJQTTSMTbbUl1MAWARYuAWbMybwHbvTsrpoSIYsMGdTl5stGVXxDZBtO9\n", "e2NfhKWOrnKVlcW2Y9WTExJnSXuxyL5XwfT559W4re9+V41T27Ahu/GM+XD//cBnP+vPY5cSusKk\n", "u/KBwoJpnz6qQrp/f2wipBcL7ANqjc+rrwYee8ybx8uWdNsiFwv9+6vjuP9+tczSxIlqPdRk779L\n", "LwUWL479rCezxVdMgVhglRBMAXUOe10xBVTgXLUKGD8+/X169GDFlMhk5syZtptghw0bVHgZPlxV\n", "TONm5RfkJNMYUyA2M193axcBBTnRwfSzn42NM01cKkozYoTajStuw4Oc+eijwoPphx+qUDF4sNq1\n", "ZdkyFYBOfbl5/r559VV1Tra1efu4ARLIZ0l8MNUV02zGIqYKpvG7P+nqkVdd+QBmHjmilgoKchKU\n", "fr8JrZhmdZ7okLVggZo4eeed6jU8cMB9u48+Uj1fa9a4x6/H98ZIDaZxFdOC3juOk3kWfjJYMSVS\n", "Ce0ONnp8aSSigunhw6fHEObt5ORJ9UbPVKn45CfVZRF15xd0nugvymhUfTls3Zo+mLa3q4pyvnhR\n", "Md2xQ3X7LV8OfPrTqnIKnF7yyvP3zbvvquMuonMikUA+S+KDaa9eavWFTBXTtjb13k61faYOproH\n", "w6uKKYCpN9ygVp746U89e8yMCK+YZnWe6AXqp09XC8ePGaN+3rzZfbu//lVd7tih3kOA2RujH0uH\n", "WoHBtODdBjs6cg+mrJgSqcyYMcN2E4Kno0PNXJw8Wf08ZIi6PNWdn7eTbL8QPvEJ9aVaRCGkoPNE\n", "e5k2Te0A88or6YMpkH93fnu7qqDpJaI0uQbTujp1ee656nL4cPWabdoEwOP3TWtr7Hj1l2sREshn\n", "iQ6mffrEdgjKFEz1fTIFU92Vn8suRRmY8c1vquV7fvnL4EKA8IppVufJpEnAj34EPP64GgJUVaWq\n", "oInB9C9/URXuXr1iY1Djl4oC1B8xZWXyKqZxXfkFvXd0jwErpjnBYErs0tys/urWAem999SEnEsv\n", "VT8nBNO8ia/mpKNIl4zKG/1FOWSIGiv2hz+kDqbDhik/+QZTvcNLsorp4cPZh4M9e9QXu/4jo6wM\n", "GDvWvUmAV7z/fqwbsoiDaSC0tKhtMPWSP2edlbkrX08wybZi6jWzZqnwnGryjtcIr5hmRffuamy3\n", "3vK0Sxdg9OjkwXTcOOCqqwC9SH3iZ0tZmXrtpQVTryY/5RtMe/RgMCXEGk8/rbZrmzRJVbw2bFAf\n", "VpMmqd97FUxz+UIIWzCNRNSXzBVXAC+/rL6okwXTbt1UlTLfYNrQoC6TBVMgFlwzUVcXq5Zqxo3z\n", "J5jqMPrpTzOYZiJxDHc2uz9lCqZ6jLlfwXTkSLWMT1CToIRXTPNm7NjkwXT8eOCaa9T20vv2mRVT\n", "QIU2PY9AwjqmgP1gyuWiiFTWr19vuwn+s3u3+hDo2VNVSVesUCFD/zXes6f6/algmreTEg6mBZ0n\n", "hw+r/aLLytQ2fTocJgumQGFLRmUKptl25+/Zo5aIimfcOFVtb2vz9n3z7rvA0KHq3CziYBrIZ0li\n", "MM2mKz+biunRo9n/0ZIDp53MmgXU1Kjzym8OH1ahw8+97Asg7/Nk7FjgnXeAzk718/HjwJYtKphO\n", "m6bGG//XfyXvjenfX17FNK4rv6D3DiumeeFLMP3LX/6Ca665BqNHj8a4ceMwbtw4LFu2DB0dHX48\n", "nX30IuUes2zZMs8fUxy7d6uqxeuvA//4j2rAvO7G18TtmZ23E92Vn20wrasrmr9YCzpPDh+OObns\n", "MvUFAuQeTBsaMle1vQqmySqmF16oJtK8/76375t33lHdlKNGqW79Iv0MC+Sz5NAhs2LqRVc+4Eto\n", "PO3ka19T5/3vfuf5cxgcOiS6Wpr3eTJ2rNro4oMP1M/vvKPeK+PHq9f28suB1avV53Cyiqm0YNqv\n", "n/ps7Ogo7L3T1KSKK7muv8uKqbfU1dXhiiuuQO/evfH222/j7bffxqpVq7Bo0SIs0LselBpLlwKf\n", "/7znD7t69WrPH1McH3ygJq9UVAA/+xnwzDNq+ZF44hbZz9tJLhXTT35SjSssdM3OgCjoPInfHrFX\n", "r9gQilyD6Xe+A2SaJNDQoF5nXQ3XeFEx1TPzN23y9n3z7rtq1vHo0eqLYtcu7x47QAL5LMm3K79L\n", "F3XuJUOHGD3hzUNOO+ndW42fDuL9Hv+HoEDyPk/GjlWXujv/L39RvTD6ffkP/6CWXQPMz5YBA9QS\n", "cICcYKrP40OHCnvvxK9hmgusmHrLs88+i0OHDuGWW25B+anqy6RJk3DllVfiiSee8PrpYmzbFlsg\n", "PGjeeceXL6wKD9fsE8vu3SqYAmqs45e+FBtXqokLpnk7OXRIBSJdEUyHXstUd+c7jtrdxIfuRC8o\n", "6DxJ3Lf7iivUl0OqD9OqKvVhm7gH+htvAH/+s3uXl0SSLRUFqNelR4/sgmlrq3odEium/fqpLve3\n", "3/bufXPihFrqZvRo9Q8o2u78QD5L8u3K79fP3MxBo0NMvnuzp8HlpKoqmD86hFdM8z5PhgxRgTs+\n", "mI4cGVt3NhqN3TZZxVSvjSwlmOoKfnNzYe+dQoIpK6be0eXUch5tCYtRnzx5El39HNj86KPAt77l\n", "3+OnY//+WEWOZE97u6p+DRuW/nZebEuay/7UgwerrhcdTH/4Q9XdV4oV7MRgevPNaixYWYqPBr1k\n", "VPyXeFNTbOiDXrswGckW1wdUKMl2ySi9hmpixRTwfgLU1q1qzNzo0erLtE8fucH0ww/VJgk+BLis\n", "aWlxv8d0xTTdjlypFtfXnHFGMBXGoIKp8Ipp3kQi7glQeuKTprISmDBB/T/ZGFONwGBaEPkGUy4X\n", "5S3/9E//hDFjxmDRokU4dCqsPfvss3jllVdw9913e/10MYYPV1+ONsaA6Z1J0lWLiMn+/er10hXT\n", "VAwZosYgFfLaZrPrkyZ+yainngLmz1fX6zGSpURiMO3fH/jiF1PfPtlapvE75/z3f6e+b0ODuYap\n", "JttgmriGaTwXXnh6LVNPeOcddTlqlDonRo9WE6wk8tZbwPr1sTbbIFlXfkeHWV2PJ1MwBcwKmx8M\n", "H656b/xGeMW0IHQw7exUf6Ambrv51a+q8yPxc1hiMNVtLHRbUlZM88LzYNqrVy+sW7cOXbp0wYAB\n", "AzB48GBcf/31ePjhh3HDDTd4/XQxhg9XFTg9iDooHCe21IXHVdP5OhCVKvqLIJuKaUcH0NCQv5Nc\n", "KqaACqYvvAB885vA17+uqnFCu/ILOk8Sg2kmzj5bVbHig+lbb6kuu898JnMwTVYx1Y+bTTDVk2CG\n", "DjV/N24csGcP5s+dm/lxsuHdd1V1Rwen0aPlVkz1zjmJ20KeIpDPkmRd+UD67nyLwdTlpKpKtcXv\n", "ni/hFdOCzpOxY9VM/PffVyspJAbT+fOBN980h21IDKZxFdOCnLBimheeB9Nt27Zh4sSJ6N69Oxob\n", "G1FfX4/nnnsOt99+O2688Uavny6GDjdB/NUbz5EjajYi4PmHWmWy7spSIttgqr+Y9u3L30k+wXTH\n", "DhW2fvYzFaiyCU4PPKCWn9HLpgRAQedJrhWcSMScAKUX0r7sMrUObSq8CKZ1dcDAgcmX2xk3DgBQ\n", "6dXuQHrik2bUKFUxDfC1zRr9B7meRJKA758lnZ0qdCVWTAGxwdTlpKpKXfrdnS+8YlrQeTJ2rOo1\n", "fPJJ9fOnP+3+fdeuwHnnmffT25Lq20hA717W3FyYE1ZM88LzYHrnnXdi3759ePTRR3HmqSBw8cUX\n", "49Zbb8Wjjz6KF198MeV9p02bhmg06vo3efJkrNW7RpyipqYG0fjB1AAwbBhmA1j1s5+5rq6trUU0\n", "GkVjQrVr4cKFWLp0qeu6uro6RKNRbNmyxXX98uXLjb+aWltbEY1GsT5+iZGWFlRXV2PmzJnGsV17\n", "7bXZHQeA2bNnY9WqVZgbV/nx/TgS1mrz8jjicR3HBx+ooFJRkf449FJc+/dj7ty5+R1HQjUn43F8\n", "4QvA3/4tsHYtZn/ve1h1+LCrYpry9Vi5Ekt/+lPg+983j8On1+PchG7tnF6PxkZEn302t/Pq7LNd\n", "wXT5yy9j/vHjwCWXqOEPTU3Jj6OhAdV79yY/jj//GWsTZkUnPY49ezDbcZKfV7fdhsbycsz95Cez\n", "O45Mr8e776L1k5+MHcfo0eqP0D17gnl/xJHsOOpPhdFdu3bFKqUffpj0vPrWt77l7/t85UrVe3Tq\n", "PVZbW4voggVoBFzjXo3jaG5GXXl5+tcjLpgeP37cs+OI/3zF8OHq++M//9N125w+d5csQfSSS9Kf\n", "V6cqpqne588//7xxDJmOI5FCzqu5c+fm/3ml/4h74glU9+2Lmbfdlt1xvP8+Th9FQsU08baBfQ+W\n", "lQFnnonqV15BbW1tdseR7PVoasLsV17J/fWIq5ja/D6vrq4+ncWqqqowfvx4zJs3z3gcz3E85oIL\n", "LnAGDRpkXP/cc885kUjE+cEPfmD8buPGjQ4AZ+PGjYU9+YABjnP33YU9Rq68/LLjqI9kx3nppWCf\n", "u9iZNctxJk3KfLuODscpL3echx7K/7kmTHCcG2/M//5z5zrOmDGZbzdypOMMGaLOhyeeyP/5gqJX\n", "L8d54IHc7nPTTY7zqU+p/x875jhlZY7zk584zvbt6rife868z7Fj6nePP578Me+913HOOivzc195\n", "peN85Supfz9unOP8y79kfpxMnDjhOF26OM7DD8eu27VLHcPvf1/443uA63Pz619Xbfuf/9NOY3bv\n", "Vs9fUxO77sgRdV11der7VVY6zr//e/rHfvBBZyPgzXdEKjo7HaeiwnF++MP87n/smHovXX11+tv1\n", "7es4S5em/LVn34W2GDhQveZXXZX9ffbvj32HtrU5jiPEQ1WV49x2W/73P3FCHdPPf577fe+7z3H6\n", "98//uX0kiNfG84rpoEGD0NjYiGO6e/sUu0912w4aNMjrp4wxbFhsgd+g0ONLAc7Mz5X4paLSUVam\n", "xvoVMjM/1678RAYMyDzG1HHUrPGbbgL++Z/VKhFvvJH/c/pNR4caC5arlxEj1GvX0aEmG3V2Ahdd\n", "pK4fMCD5OFPdTZ+uK//gwdiyMalItoZpPF5NgNq2TR2fXiYKUM9bUSFznGmGMaa+oyeJxHfln3GG\n", "6poV2pXvIhJRn0X5duX/7nfqvZRuxzjHET/GtGD0eqaJ40vTobu6IxG1pq0U4nZ/yot8d30COMbU\n", "6wecN28eOjs7cdNNN6H91JfMzp078YMf/ABVVVX4yle+4vVTxghqZmU8+/bFFof2OJgmlu5LDr24\n", "fjacWjIqbyeJS9nkytlnq2CabumbQ4dUV++55wI/+Ulsn2if/2DJ28nRo+oy1zFvI0aosWT796vx\n", "pV26qC+kSAS4+OLk40xT7fqk0bP10y135DjJd32KZ9w4bPnrX1XA3bdPtSWfJV90+IwPpmVlapyp\n", "F8H0xhtjY/G8IMMYU98/S5LtrBaJpN/9qb1djdHXY1FT4VMwNZwU8v2h1+jeuTP16iHHjqk/4gSP\n", "MS34PNHd+bkE027d1Hdot26p17O1Qb9+QHNz/k4KCaZcYN9brrnmGqxbtw579uzB2LFjMW7cOHz5\n", "y1/GNddcgw0bNvi70LONYLp/f6yS4nEAKdmdsgD14V1Xl3nik+ZUMM3LieOY2yXmyoABqs3p/oLW\n", "a2wOHao+WB55RAWGdGt7ekDe54lexifXL8r4iSJvvaXCWo8e6rpLL1UL7ScG+GwqpvG3S0Zzs1pg\n", "P13FdNw4LGhtVevQDh0KTJ4MfO97mY8pkXffVZOsEr9UvJqZ/+tfqx3jvOLAAXXMKYKp758lySqm\n", "QPpF9vV9MlVM0/0hUgCGk3zXMm1qAn7/e+Cqq9QfbKl6dvJ9vwVIweeJrpgmTnzKRP/+cmbka04F\n", "07ydFFox7ejI3INUomSxDU7uXH755bj88sv9eOj0DBumwk5nZ+oFwjs7gWefBa6+2pu/zvbvV3/R\n", "+7DUyIoVKzx9PFHU16u9zXOpmL73Hlb8/ve5P9fx4+oNXmjFFFBV01RfpPoLSS9lpNf81IHVJ/I+\n", "T/L9otSv2c6dKphedFHsd5dcot4L27YBn/pU7HpdMY2fgRtPNsE03RqmmiuuwIpbb1XhtbISePhh\n", "tXxNrrzzjrtaqhk1SnXbOk7+nx/6D5w331TL61xwQX6Pozl+XFUeL7lEVbCTtM33z5JkFVMg/bak\n", "upKdTTBdsQKYM6ewNiZgOKmqUitw5PraPvmkus+//7sKqNu3J//jKZdtkS1R8Hnyta+pz/X49342\n", "DBgQ68GRQt++wJ49WPHrX+d3/0IrpoCamZ/NboUlhucVU6sMH67+Yk03zuo3v1Hbo23c6M1z6mB6\n", "5plcLioVjgOsW+euounKdrbB9JxzgP3783PixReCDlTpgtPeveoLTe9s0qvX6Q83P8n7PMk3mPbs\n", "qV6PrVvVTkvxwfTii9VlYnd+Q4Nykaoqkk0w1R7THW/37qhcsgT4znfUH58TJuRXBXv33eTBdPRo\n", "FcIKGcvZ3Bx7L3ixTbMe+zx+vPoiS7Kgve+fJS0t6rxIXMbLi2AKqMq3xxhOhg9X3e257p71q1+p\n", "VTwuvlgVRHbsSH67IqiYFnye9O2r3nu5/tHWv7+cpaI0pyqmeTtpalLnQz49dfp9FNIlo0ovmALp\n", "u/N/9St16dV6dT4G05Jh3Trg859Xlxo9SS2XrvyWFtWVmyupuhlzIb5imoq9e1X3b/wH7Lnn+l4x\n", "zZtCvihHjACef16Ng4oPpn37qj2yEydApVvDFFDvn65dM1dMu3ZVjrNl+HBVnc9lvFZ7u6r4jhpl\n", "/k6H1UK683Xw+dSngF/+Mv245VweT3efejUB6s03VQUxG1LtrNa/f+qgl0swDYJ81jKtqwNefRX4\n", "p39Sf3QNG5Z6AlQRVEytIbgrP2+amtRjpOq9TYeumIZ0nGlpBVMdclLNzG9pAZ57Tv1fdwsWgt71\n", "icE0PXpNtWeeiV23e7f6MNITxzIxZIi63LdPdV3+n/8DZLvFrRdfCHqCRqaKaeKOREOH+l4xzRvt\n", "Jd9g+tZb6v+J48kuvTT3YBqJqKp0porp0KG5fdDrsJHLah1796ruyPPPN3+nqyeFvKa6gjh3rnof\n", "/OlP+T8WYAbTFONMc+bRR1X3dDakCqZeVUyDIJ9gunq1ChHTp6uf9cYcySiCiqk1BgyQF0z1rPx8\n", "/3DMd3F9wN2VH0JKK5j26aM+5FJVTH/7W9XVP3CgN8tKHTyoHk8H00L31U0gccHgouX119VlYjDN\n", "tloKnA6mS//lX9TMz+9/H1i2LLtdeLwIpl27qg+qTBXTxGAaQMU07/NEf1Fm+8dBPHr87PDhZrC4\n", "5BI14ev48dh1mYIpkHn3p0wz8k/h8pFP2NAL/etjjKd7d9XOQl5THST/4R/U8RTand/UpM5PPVY1\n", "STDN6xzZt089VjYTMFJNLswUTLt0ye/88wDDSd++6jsklwm0Tzyhhob17q1+Pu+81BXTIgim1r5z\n", "/u3fgB/+0M5zp6JfP6C9HUuzLYAkUkgw1V35rJiWCOlm5v/qV8DnPqfGnSWrmDpOboFVr2E6ZIgv\n", "FdPWfLqtpdHZqYLppZeqD+ytW9X1uSwVBZwOpq3/v70zD4+qSNv+3WGTTfYlENkDgSCbiCOKamWM\n", "rQAAIABJREFU20BEwIiijsCL4zKKCqKOE0HjKLjgwOgoCgyy+eIyiPOqOLgA4qgfuIwsAoOAoOwS\n", "hLAFCIQl9f3xUN19uk6v6eWk+/5dF1fo06f71Ln7nKr7PFX11BdfSFTipZdksHwokW9/EzPCRaeM\n", "8keCIqYRXydFRWIKIskdqE2bdze+pmdPMTPekcBoGNNgOUzPYtEjI0POLxyzsXWrRHD9HetshoiI\n", "0ca0QQNg6FBg3jx5wI2UffuAxo2lIa1c2daYRnSN7Nol96/d0IC//Q340588r/2lY9Oz8u2iTps2\n", "yYNDglIEGZq4XMFn5islE9YmTZJZ+GvXym+oadNG6jm78z18WHK7OilXpw8Ja3PatweuvTYxx/bH\n", "2Qet4ki78xkxjZjUMaZ79sgYx8GDpcGxM6AffiifD/XJTTdOMerKHzduXFS/L+bYPd2tXy8G6PHH\n", "5WbTUdNQk+trqlcHxo7FuH/+E1i0CND5cNetC/7Zw4el0dFRjUgJ1tXsz5ju3RvTCibi66Qsyb4D\n", "GdNOneSe8I6QxzFiatGjYkX5TLgR04wMcyKPJiOj7Ma0enX5/qFDxbj5WYoy5O9LT5drvFEjWyMZ\n", "0TWiz9HuXD/8UB4O9cN5oDGmZ87YR01Xr7a/fuKErSbBkuz/+c9ioh55RB6+Jk+WSXaa1q1lApXO\n", "QuFNOUiuX+7anFhytido3B13RPZ5RkwjJvmMqb/Vn955R55UBw3ypJXyZc0aqdwffljGMAZDV8qN\n", "G0ulnMpjTPfvl267xYut27/+WnS//HLgqqukQSstld8onK58AHjySeDGG+U3ysiQLrEffgj+ucOH\n", "Zd9IBqF7EyhieuyYNM52XflA2YxMrCgqirxbsV07qTx79TLfc7mksdZplZQquzE9c0Y0jGSGbLj5\n", "Kbdsse/G1zRtWrau/AMHPA1Wx44yNvTNNyP/vv37pQ4CxJhGY4zpiROea93u2t25U36TGTPktT9j\n", "qvNarl5t3a6UbAs332WsadkycHT9/feB3/1OfsNPPwVGjLDWK3pcsl13vq6HSPlAD1FixDTuJJ8x\n", "bdFCTI9vV8o//iFdL3XrSuN24ICZN23zZhkf9/TT8mT82GOBBz7v3i2NaeXKnPy0fr2MKfSdxfv1\n", "19L41KghZmXpUunCO3kyvIipLy6XNHqhREzLuuqTJlDEVDfeepKWRhtVJ87ML4sxrV9fDNAVV9i/\n", "f+21Mglk40Y5zqlTnswGgb7Tn7579ogRiiTZejCz4cvWrZ6xqXZEoyvfe7Wj3/1OciuHMl7ajsLC\n", "6BtT76WWfc9VKTGmNWvKIhKnTvk3pm3byn6+S/Pu2CGfCWeFoHigrxW73+LYMbmee/eWiLcd+oHG\n", "zpiWg4gp8UJfz5HOHWHENGKS05ieOGGtnH/+WWYJDx4sr3WkzjdqumkTkJkp3c7PPw889xzw8sv+\n", "j6Vn5ANS4ZSURPUJpzDY2uxOYvNm+fvBB1KBa77+WsYcAkD//tL9NX26vI7AmFo0CdWYlnXVJ02g\n", "iKn3qk/e6NcxHGca8XVSFmMKBG5kf/tbyWv54YfBlyPVtG0r+9pppe/VECKmhh6xiJju3Rv5uFDf\n", "Bis7W9Kg2XX/hkJhoSd3buPGtsY07GtEm9G0NKtJBeThoaRExpgWFMg978+YpqUBF1xgGlMdQU2g\n", "MbXVpEULOTe7cbWrV4thveAC/19arZq0CXYz88tBxLRctTmx5mzEtDCSDD6lpdaekXBhuqgkwy5l\n", "1Ny58oSrB1frxs33gvNerebhh4E77wT+8hf/F4evMQWiGjW9I9KxLYlg82aJihYXS/QHkAZz82ZP\n", "cuxmzWT84ezZ8jrcrnz4aNKxI7BhQ/BZw4cPxz5iqo2pb8RUJ9mPYcQ04uukrMY0EFWrSmRpwYLQ\n", "jek118js8vnzzfe0WQ0hYmro0aKFXIuhrCxz9Kj8xoGMqX7Y0OvT+2PPHvtuQF9jGizNXTAOHAga\n", "MbVo8t13wU2wNqbZ2WbEVP8W/fsDl14q4ywDPfxdeKG9Ma1f31N/JgDb+0ZHyu0i7CtXSu+YXg/e\n", "H3oClC/lIGJartqcWFO5MlCtGu6YNi38zx4+LOa0rBFTduUnCb5J9s+cAWbNkrGluvulSRMZ9+jd\n", "EBw8KA1GZqZnW16eVPJvvGF/rBgb07Fjx4b3gaNHgauv9p9HL5b89JOsfNKjhzwIAJ40UTpiCkhj\n", "phuxCCppiybZ2XLjBjvfaBrTI0fsK4tdu6QSqlrVfC/GKaPCvk40sTSmgDwIfvWVPDwAwY1prVpi\n", "Zt97z3xvxw7pEg7hdzT0CCdllN4nWFc+EPw3HThQJsn44htJ0cY0nOEG3pSWWo3pnj3GECS3JkoB\n", "/foBN98ceJjSrl3yUNW+vX9jet55ssrPl19KGQIZ0507rYZ59WqJliZoRj7g577R7YfdtbJypQxL\n", "CpZvs3XrchsxjbguSVZq18bYSy4J/3NlWY4UYMQ00QWIOtrw6Er+o4/k/97rLFesKI2Ld8RUd0V7\n", "G9N27aRxef55Mbi+7N7taaRiYEy7desW3gcWLZLJR77LQcaDzZtFu1tukUUMDh+Wbvz0dGtkVM9g\n", "jXB8qUUTPbEiWHd+tMaY6jGSdivZ2M3I18Q4ZZRbk5MnrblDvZk5U9bx9ibWxnTAADEsc+ZIl673\n", "uEp/XH+9rKTjG5n+f/9P8nSGYGSM+yZQFMyXQDlMNd6LPfjj6FFZOcnO4PiOMfWtsyLB25jaLEvq\n", "1mTrVjn+l1/6f+AG5NyaNrUfT7tjhyef66BBngcOf/fYhRfKX++oqTamCcS2fq1ZU8yE3e+2YkXg\n", "bnxNOY6Yht3mJDt16qCbNonhUFZjqh9+GDFNIvQEKAB45RWZ0KQrR43v7H07YwoAo0fL2NN//cu6\n", "/cwZiUzEMGIaNroLPVpLEoaKUlIRZ2ZKJObUKemO1eNLvc3ERRfJzRpBN75Bw4bSOAYzptEaY1q/\n", "vvy1684PZEzjtSzpyJGS/cB34sb27RLZ+vvfrdtjHcFJTwe6d5eVvxo0CC0rwnXXyfXkfb/9+KMM\n", "Cbj33sjK0bixGKlQI6ZVqwZe9rRWLel9CWRMly+XOsJ3fCZgPynCu86KBD3GVJfb3wQobQ6vvlrG\n", "iPpLfv/LL3I92xnTnTvlmna5pAG96y7Z7u8ea95c7h197EOHxIQ7beKTxm6ynJ74FIoxbd1adPUd\n", "xlEOIqbEh9q1I5uVX1Zj6nJJncWIaRLRvLlULBs2AEuWWKOlmmbNzIhpo0ZmrsuLLgIuuwyYMMHa\n", "9bV3rzQ8vsY0yqs/hUxpqWe51Xgb04ICqbjbtJGG7LLLJBqzfLm1Gx+QIRQvv2z/m0RCx47BU0ZF\n", "qytfR0ztJggkMGLqZssW0dx3JaFnnpGHBV9jFuuIKeAZ1x2sG1/TsKGkoPLuzv/b38RcDhkSWRnS\n", "0qROCMWYbtkSPOm7yxU8ZZQexuJrTE+ckHHYvg2WrrMiRRtSHTn1Z0xXrJBjvfaaRGP8LTm6a5cn\n", "Ynr0qDUCq42pZsQIiZx26GD/XS6XdZzpmjXy18nG1PdaCWXik0anjPLtzi8HEVPiQ506kbXpZTWm\n", "gHTnM2KaROgk+5MnS0N3003mPr4RUz0j347Ro2VW/9Klnm26wdHGVDfwUYyYzpo1K/Sdv/9eGqNq\n", "1aK3Vnao6G4rrd8ttwCffSbdyr7GFBCD0bt3RIcyNAllZn4000UB/iOmvhOfNDFOsu/WRJcrP9/T\n", "pf/zz2JCWreWxlY/XJWWynhZpxlTQBZPWLJEGvJff5WhAKNG+U9474PtfRNqyqhgM/I1wVJGff21\n", "GLLDh8WIanSEMpoR0xo1PGPStEH1eTh1a7JihUSx09PlgWX6dKnbfPHuytevNb4LHaSnA//3f4Gv\n", "JW1Mdf7SKlVkqFQC8Vu/tmsnZfS+X0Od+ATIvQZYu/PPnBGD7/CIaVhtTirQqBFmrV0b/uf275e2\n", "OJJhABpGTJMMvXrHnDnA8OH2DVqzZlLZ6hnd3jPyfbnmGjFA3usI+xrTSpXkQoyiMV21alXoO3/0\n", "kZivPn2iGzE9dSr47OPNm6UR1g36oEESGa1SJeoruxiadOwoDxXejcgbb0gu2tJS+VdUFJ2u/Jo1\n", "pXHyjZiWlIgpDNSVD8Qsyb5bk8JCMf0FBbJkIiA6NGgAjBsnUW1tXo8dE5MQ6whOly6iSzjG9Prr\n", "Zbzsxx8DU6bImPDhw0P+uO19E2rKqK1by25M9TK8evEB7/vHXyRFP0wHmpDkD/3ABMh1brMs6apV\n", "q6RcK1d6hjXdd5/cnyNGmOXfvVt+N12/eZ9riEvDWrjwQrk+t2+XiGnHjvK7JhC/9euQIfIA8f77\n", "nm2hTnwC5DeoV88aMT1yRP46PGIaVpuTCrRpg1W7d9vflytXyjAjO8qSw1TDiGmS0by5PGmUlAD3\n", "3ON/Hz0GTCnP5B07XC5gzBhpKJctk227d4v58m5wo7z605QpU0Lf+aOPgJwcMUHRNKazZ0sjEij5\n", "9+bNclz9dNiggYxh+81vQo5yhYqhSXa2/I66gjh0SIYJPPEEcNtt8jpaBszlEhPga0z1Q0qgrnwg\n", "ZuNMp0yZIudYWCipue67T3LwfvWVmPTHHvN0s2pzprtmYx3BcbkkS0N+fuifadZMonpvvCHG9M47\n", "Q5s4dRbb+0Yb00DGTylPV34wAi1LummTGJtBg+S1nTH1PZ/mzSWyajexLhjextTlkjrJx5hOmTJF\n", "ynXkiGgLSP2VlycNrHcvwN698sDetKlpTE+flus93IUOvCdAOWDiExCgfm3fXoYjeacJWrkytG58\n", "je8EKN0uODxiGlabkwpkZmLKqVP2vWR/+INkuLCbcBoNY8qIaZKhZ3wPGuQ/T553kv3CQqk4/BlT\n", "QJLzd+8OPPSQJ6LQuLFU7ppErf60d69U+P37S5miaUw3bJBGNpCp0hOfvHnjDVkGNtborjXdnT95\n", "sjyQTJokhig3V7ZHK1Jhl8vUX3J9TRyS7OPoUYky1q8vq5YB8qDSpIlMTvFNmRQvYwpIrstQukC9\n", "uf56eRA8dEjuubLSooWcc6CJDHv2SEMQTsTUzuh+840YxIED5bX3ONNAXflAZONMfb/LT5J9rFgh\n", "f70Nlp6Frcd9AtZVzKpWFROtt+3eLfVfuMa0USP5zNdfy5hwBxjTgAwfLpkLNm6U3oUNG8Izpq1b\n", "W42pvt8cHjElPuheVD05WnPmjFwbW7YAzz5rfo4R0zKRnMa0XTuZtGSXQ1Cju6K2b/c/I9+btDSZ\n", "hLFihUwu8c5hqkmUMdVpgK65RhqlwkLpgo8Getybvy4LwD7aXLdueN23kVK7thi/devEnL34ojzJ\n", "jholM7t111S0GgS71Z+CGdM4JNl3m+X69eXfY49JBC4/Xyq42rVlIH8ijGkk3HCD/L3pprItXasJ\n", "JWWU1iZUY3rypP1EuK+/ll6G884TY+dtTPfvF9PqO7SkLLlMfRtAf8uSLl8u96n3sVu3lgwD3mvZ\n", "axOqr2fvYQv64SrcrnxAoqZz54puTjemgwbJfTR9engTnzRt2li78stJxJT4oMcL+xrTHTvkIbZX\n", "L2DiRE+uZg0jpmUiOY1p9eqSyzNQTrbq1eXC2bHDc9Hp2ZT+6NULuPFG4NFH5TNOMaYffSSVfsOG\n", "0igp5X+FonDRxnTTJvv3vVNFJQo9AWraNOmq1A8k11wjuV179fI/fjhc/EVMzz3XzOjgzXnnxTZi\n", "qg2Szhzw0EMyIeUPf/Ds4z3O0unGNCsL+OtfgfHjo/N9oSTZ1zlMQzHC2rTZded7p0lr0sTsyq9T\n", "x9rTAsiDXI0akU2A8u7KBzxJ9n3RE5+8qVBBVmPzNqa7dsn4T/1g6W1MdSaTcCOmgNRR2jB36hT+\n", "5+NJlSoyFOh//1eGxIQ68UnTpo387ro9YMS0fFKtmtzrvsZUG9GZM6W+GD7cOtwtWhFTGtMUpFkz\n", "aQg2bZLKt1q14J+ZMEGMyZdfxtyY5upu6ECcOiXmq39/ea3TxUSrOz+YMS0okMhcMFMfJWw16dhR\n", "shI8/zzw+99bozm9ekly9rJWEhp/EVN/0VJNRkbMIqa5ubmeMmmTUrmyRH28J5i0bOkxX043poDk\n", "2QwleumD7TVSr548jAYzpg0bikEMhr/Vnw4dAtav9yzD26SJGTG1Gy/rcoWfMko3WnbG1Cdimnvt\n", "tXKP+OZzBiR66duV36SJJ+9s06aec9i5U+q5SK4bfezWrR1x3QWtX+++W4Z+TJwY+sQnzeWXy98P\n", "P5S/5eF+Q4htToqRe/y4vTGtVk3avWnTJGPP1KmSAeWSS+RBL5KHN2+qVGFXfkrSvLknYhpqxK9V\n", "K+DBB+X/MTamI0PJ9fnVV1Lp9esnr0M1pkeO+F8lSHP0qIyJq1DBf1d+KMMgooitJtnZYhD27ZNJ\n", "arHEX8TUX6ooTQyT7I8cOdLale8Pu4hpoChvOcX2GnG5gqeMCnVGPiDmr0IFM2KqV13TadLS080x\n", "pv4eksJNGeVvhr8eY+o1/nVk//5yv/tGTAExphs2eIyuThWl8e3Kj7TB1V3hDunGD1q/ZmYCv/2t\n", "6BxONz4gD8cXXwzMmyevDx8Wo6+XxXYoIbU5KcbIiy6yN6ZZWfKbXnUV8D//A9x/v0zUrFFD5lf8\n", "6U9lOzAjpimKjpgGShVlR34+cP75ZvShVq2oJtjPyckJvtM770hDpIct6O63YMb0xhsluhgI3Uj2\n", "6OE/YuqbKirG2GqilyYdMsQzJihW6Iip96QXvUpOIGKYZD8nJ0fKVLNm4CwILVvKg9iZM9JQVquW\n", "8JQ9scDvfRMsZVSoM/IBMaWNG5vG9Ouv5eFA9yDYdeX7M6bhRkz9GdNGjaRB0ymKAORUriyNqF36\n", "ti5d5JrQC1X4Pmg1bSr1yenTZg7TcKhdW4bX6IfoBBNS/arTlIVrTAFZBW/RImkT9GIWISypm0hC\n", "0iTFyLnySmnnvOv8jRsle4Pm5ZdllcmtW+U3v+kmSSFZFhgxTVF0kv1wx0ieey6wdq2kRPIm3mNM\n", "d+0CZs2S9Ei6261yZWmogiXZ37BBxiAGaqj1eLKcHGkw7Z7eNm8Wgx/ltFBh0amTjAd76qnYH6t+\n", "fWmgvVfCCbUrP4ZJ9lFYGDhaCsjDw+nTUt54rPrkNIIZ03AipoB9yqivv5ZImTYgvhHTQMZUR0xD\n", "zWXqO3xDY5dkf8UKaUjthil07Cj1hx5n6vug1bSpjJ/79dfIcph68/HHwB13RP75eDNwoGS5uP76\n", "8D97000y1OqDD7gcaXkmM1MyM+j7SSlpP72NaZ060g5HY6ltTfv2sQ+0OJTUNqbNmskFd/RodLqi\n", "421Mx4+Xhub++63bg6WMOn3ak+pm8mT/+23fLpGhK66QfX2X2AMSP/EJEDP+2muhR7vKgu/qT6dP\n", "S0QsmDGNcZJ97NsX3JhqfbZsSc3lEQMlsS8pEcMejjH1XZb0zBlZRcl7tbMmTayrP/kbY6rLV1QU\n", "eq+Ljpj6/o7amHo/nC5fbt+ND0jkXK92BJhd+d65TMvSlV8eqVRJHngjGaPetKmkSps3LzXvt2RB\n", "t2+613DfPhmSk5UV2+M+84zkcU5BUtuYej/dRMuYnjwZtXEh8+fP9//mjh0yIzAvz3wSD2ZMCwok\n", "AtKli0Rcjx6132/7djFcOjm7XXd+OONzo0BATeKBnvWuo1Vr1oiWwUxxDJPsz58/X8qjy+YPfb1v\n", "3ZrUEVO/10irVjLO0u7e0JHKcB5ufFd/WrVK7iU98QnwmDrdnR9ojKn+fUIdZ6qvwTSfatzXmJaU\n", "YP733/s3poDUBatXy3Vx5IjZlQ/IQ2hhYdIY07jUJTffDHz6qdxz5eB+S3j96kDmr1snPSB6nOnG\n", "jfLXO2JKokpqG1PdJRWtMZI6P2CUoqZz5871/+azz4oRthusHsyY6i76556ThnTOHPv9tm+XxrJB\n", "AzmW7wSo0tK4R0wDahIPfCOmkydLQ33llYE/F8Mk+3Pnzg2tK/+cc8QoJbkx9XuN6LXZ7SbyhZPD\n", "VOPblT9zpuh7ySWebenp8levMBesKx8IfZypv1Wi6tSRSJ82posXY+6ZM/Yz8jV6Zr5dTt769eX7\n", "/vMfeV2WrnwHEZe65MYbpZ5cuLBcREwTXr86kLnvvivtoDamGzZIT2KcMtGkIqltTBs2lLGRzZp5\n", "ltMsC7riiZIxnadndPqybZssFfrII/ZjxoIZU22OevaUROYvv2y/5Oj27aKNyyWNum/EtKBAIlBx\n", "vEH9ahIvtPkrLJQxo//4h6w1HmwSUQyT7M+bNy80YwqI8UpyY+r3GmndWn4nHfHw5uef5b1gQzK8\n", "adpUut2PHZN7/s03ZbKM97WgI6a7d0sk8vRp/8a0QQNJyB+qMbVL7g/I/dqokUTq+vQBcnMxr3Pn\n", "wLPhu3SR8i1d6jk3TVqanMc338jrJImYxqUuadxYUkedPl0u7reE168OZN68eRJ88TamrVuHlz6M\n", "hEVqG1OXS4xXtCJ+UTamfnnmGRmndt999u+HEjHVuQgfeEAM56JF5n46YgpI1gJfYxrnVFGOoFIl\n", "0W7fPlkVpkIFWfIzFM47D5g/XxZECJaqK1xCGWMKeCYAJbEx9UulStKg2BnT9evl4cs38X0gtHn7\n", "5Rfg9ddlGI/3ggaAaFy1qjzE+ZtFr9G5TEPtytfLm9qRni6TbgoLZYzjypWBJyh27ix/dd5N31R4\n", "TZt6xqCGY96JdOcD5SJiSvzga0zZjR9TUtuYAsDgwZ6Ko6zEw5iuXy+rkYwZ4z8nXuPGYjz0hAtf\n", "vCcw9OwpqVAmTbLuc+qURHm8jalvF+jmzRJNiVOqKMfQoIFoM3UqMGyY/8ksvtx/v3SvDhgg5mTw\n", "4OjM0j99WhKBBxtjCniS7KeiMQXEfNp15a9b50k7FireSfanTpUZ3L6GTq/+tHu3x0gGul7CSRnl\n", "rysfkCEmixfLuNebbw5uuBs1EjP72WfygOPbg9S0qdQJjRolNgNHeWTQINE/Fe+3ZCEzU4atlZaa\n", "qaJI1KExHTcu9IhXMGJtTJWSpSZbtPAfLQXsZ+V6s2OHdXztyJESMfVOa7NrlxxPG9N27ST64h2l\n", "WbNGypJqXRr160u3bUEBMGpU6J+76y7pMl6/HnjiCclBO3162ctz8KD8VqFGTPfskWsjFRvKrCwz\n", "YqoU8N//Rm5M33pLvtPfPalzmQaLmAKhJ9lXKnDEtEcP6cYPJ29mly4SybdbLEJvS5Ju/LjSoIHM\n", "rh4yJNElIZGSmSmTmjdtkvaTxjSm0JhGE93QR8mY3n777dYNH30kUZAXXggctQi2+pNvype+feXv\n", "smWebbpx9I6YAp7ujJIS6SIcODD4iUQRQ5NEUL++mIzevcNbPxsQo9C+vUS8hw2TSWzHjpWpOLff\n", "fbenXMHQs8737k1aYxrwGsnKkmvbeyjFnj1i8s4/P7wDVasmE43mzJHvveIK+/10LtNQjGmoEdMj\n", "R2ToQIiEdN/oMah2XfVJaEzjWpcMH+6YFa8C4Yj61WHcfvvtnuFqeqhLrFNFpTg0ptGkYkXpXo/S\n", "6k+WVThOngT++EdZIi/YesbamPqLmPoa08aNZQKTnTHVkVV9Y+pu0H/9SyKod94Z2slECUesTKK7\n", "zB94oGzf8+STYoheeaVMX5OjDVUoXfnewy6S1JgGvEbatZNoo/cSg+vWyd9wI6aAGLYzZyRa6i86\n", "qbvy9++X3oVAy1K2aCERcO8FHOwItoCGDyHdN9o4BYqYJsmMfMAhdYnDoCYmOTk58kBfoYK0ewCN\n", "aYyhMY02vkn2p0+XCGcEDB482PNi8mTpBn7xxeDdc/XqyU1kFzEtLhZD6dvAXHqpaUwbNpSJG4A0\n", "phkZnglQM2fK+FSd4zROWDRJFFlZEl0r69KKLVsCd98NTJxYpoeZwdpQhBIxbdLEs1RekhrTgNeI\n", "Thnl3Z3/3/9K9DOSBRoyMuSzt97qf5/0dOnKP3BAxpcGun91yqhg3flhGtOQ7ptAxlSPnU2iiKkj\n", "6hKHQU1MBg8eLHVmixbAV1/J/ZGkdadToDGNNr7G9G9/kyT2ZWHvXhkLO3x4aN2NaWkyztTOmOp0\n", "Rb4NzKWXyphRHanxHoeq0ROgtm+XVDRxjpY6hrw8mVTim9g8EvLzZexSoIeX48elu9/fUpX79klZ\n", "6tQJfrwKFTzDM1JxlnC9ehJZ9jam69bJkIxIfs8775R7PJCWevWnnTuDryCkf5tg3flhGtOQaNNG\n", "ZudfdJH5nu7eT6KIKSFhkZkpk58YLY05NKbRxtuY7tolRu7nn6W7L1L+8Q8Z0xnOWvD+Ukbp5Pq+\n", "DUyvXnLT6VyF3qmiNDqX6WuvSQQ1WtkMyhsuV/C8paGSni6z9V98UR5AfCkqElNQo4Z0A9evD/iO\n", "AyssFMMTqrHSkcFUfepv1840ppF04wOSQH348MD76GjjunXBjWnjxvI7hxIxDSe1VSikpUlKqKuv\n", "Nt9r1UoesAcMiO4xCSkv6HkWnPgUc2hMo03t2h5j+tln8vfkyYhW/Fmmu9a3bxczEUpXrcafMdXl\n", "8O2uy8yUSJL3MX2Nadu2MjZv9mxJdWSX3D/GLPMebpAsPPKImIy//tV87/XX5XqaNUsWQrj8cpl0\n", "5vWgs2zNmvCuDT3ONEmNadBrJCvLM1a6tBT44YfIjWko6NWfQjGmOpm994pSdvz6a2gR8rOU+b5x\n", "uYA77vAM7UkCkrIuKSPUxMStiZ5nQWMac2hMo413xHTJEs+EFLt15oMwceJE+Y/vZKVQCBQxbdzY\n", "nNXvckl3/tKl0ljv2GFvTI8fl/IkqBvfrUkyUa+epOz6+9+tKYCU8uTHvOMO4N575d/x454lNAFM\n", "/Prr8IxpkkdMg14jOmVUaanoWFwcW2OqI6ZHjwY3poBEyIOtEPbrr6F911mS8r4pI9TEhJqYuDWh\n", "MY0bNKbRRhtTpcSYDhsmA6e9ZwGHyNtvvy3/2bUr/NVWAkVM/ZncXr1kPexdu2TogF3BjKm1AAAg\n", "AElEQVRXPiCNeI8e4ZUnSrg1STYeeECM0uTJnm2ffy6rjIwY4dmmDZSeSQ7g7fbtQ5uRr+nQQa7J\n", "UBcGKGcEvUbatRMz+ssvHh3DTRUVDnr1JyA0zUM1pmH8fkl735QBamJCTUzcmlx2mcz16NkzsQVK\n", "AWhMo402puvXizHs21e6TiMwptWqVZP/7NoVecTUd8KM3aQmzaWXykSc99+X177GtHlzz1Ko4STu\n", "jiJuTZKNhg1lOctJkySyBkhS7g4drPkxGzWSSJmXMa128GB4EdMBAyRimKSTn4JeI3rywo8/yoz8\n", "unU9KdZigV79CUhYxDRp75syQE1MqImJW5OqVWVhFK58FnNoTKONNqaffSaTGC65xLrObricPi2p\n", "ZiKJmJaUmPkQA0VMu3SR1DdvvSWvfY1pxYrS9XnPPeGVhYTGn/4kv9eMGWJMPvjAfAhwuWQGuZcx\n", "RWFheMbU5Uq9ZWS9adFCIsYbN3omPsX6QSsSY+ovCwMQdsSUEELKCzSm0UYb008/FVNarZqMzYxg\n", "jCkAMaWlpeEbU70sqXd3vlKBI6aVKgEXXwwsXy4Tm2rXNvc599yERUuTnmbNgP/5H+D55yXpftWq\n", "MhTEl44dZcKOZt++8IxpqlOxojwsamMay258jZ4AFaoxPXFCEu37I8yIKSGElBdoTKNNrVoyC//f\n", "/5YlKwFpBLduBU6dCuur8vLyPLPoI+nKB6zG9OBBGVsX6LsuvVT+Nm/uSAOal5eX6CLEltGj5WHk\n", "r3+VpO12E5Q6dhRTdfIkUFyMvOLi8MaYJjkhXSNZWdKN/+OPsZ34pNER01DHmAL+u/OPHZN/YURM\n", "k/6+iQBqYkJNTKhJ/KExjTZ63F5xsdWYnjkT2hrYXjRr1szTOEXSlQ9YjWkoJtfbmDqQZsme4Dsr\n", "C7j+eolu33ef/T4dO8oQj82bgf370QxgxNSLkK6Rdu1kFZfTp+NjTMONmAL+jalOrh9GxDTp75sI\n", "oCYm1MSEmsQfGtNoo41prVrABRfI/3Vi3kDd+aWl1qTfAO6//34xkzVqhD9RpWZN6Qr2Nqb+kut7\n", "85vfWFcHchj3339/oosQe/RqYdnZ9u/r7evWAYWFuB+gMfUipGskK8uTCzYexlTnDQ7ld2rUSPKZ\n", "BjOmYURMU+K+CRNqYkJNTKhJ/KExjTbaQF55pWdllqZNgXPOCTwBavZsaSB9V//RqaLC7VZ3ucyU\n", "UTt3yjhSPf7Ujho1gMceA266KbzjkejRvLnkLfVH3boSgfvhBxlfCrArP1z0zPyMDPux1NHmuuuA\n", "//3fwPeepmJF+X2jGDElhJDyQpTWVSRudCOnu/EBiX60aRPYmM6cKRGcH36Q1EGaSJLra3yN6Y4d\n", "0hAHW7oynKVPSWLo2FEiptpgMWIaHt45eeNBjRrA738f+v6BUkb9+qvcw0ma7osQktowYhptmjeX\n", "iStDh1q3B5qZv2GDJLYHJP/pWTZu3BhZcn1NerqYl9JSeV0Wk+sQNvoMd0hZtDEtLMTGypUl+wMB\n", "EOI1UquWDGnp1i32BYqEYMa0QQNPj0wI8L4xoSYm1MSEmsQfGtNo43JJPkrf7sFAuUxfe026Z9u2\n", "tRjTRx55JLLk+pq77wZWrABefFFeB0oVVU545JFHEl0EZ5CdDfz0E7BzJx5JS3NkBoVEEfI18sUX\n", "wKOPxrQsERPMmIYyJMAL3jcm1MSEmphQk/hDYxovMjPFGJ44Yd1++jTwxhsSYe3SxWJMJ7/0UmTJ\n", "9TVXXw3k5QFjxgDffZcUEdPJ3kt2pjIdO8rM/aVLMbl160SXxlGEfI20bCld7E4kI0OWTLUjAmPK\n", "+8aEmphQExNqEn9oTONF27ZiJLZssW5fuFDGgd5+uyw/6WVMm1WqJN3wZTGTzzwj3ZW33CINXTmP\n", "mDJ1x1k6dJC/K1agmc6RSQAkyTWSkSGrgPmu3AZEZEyTQpMoQ01MqIkJNYk/NKbxIjNT/vqOM33t\n", "NaBzZ6BrVzEbe/fKEpOAJ+9opBFTQJZFnTsX2L9forPlPGJKzlKzpiyteeYMJz4lI/qet4uaRmBM\n", "CSGkvEBjGi8aNRIz4T3OdN8+YMECT2ogHQXbsEH+6jFmZTWTrVrJ+usVKnhmcZPyj85nylRRyYfO\n", "e2o3zpTGlBCSxNCYxguXy5wA9dZb8nfIEPmbmSnm8Wx3/oQ5c2QMnN2ylOFy883AoUNAOR+POGHC\n", "hEQXwTmcTXU0QT/IEABJco3o4Rm+xvTECeneD9OYJoUmUYaamFATE2oSf2hM40lmpqcr/9tvgWef\n", "BQYO9HTFVq4s+5w1psX790eWXN8fTp3oEQbFxcWJLoJzOGtMiytVSnBBnEVSXCNVqkg+Y19jqpPr\n", "h2lMk0KTKENNTKiJCTWJPzEzpgsXLkTv3r3RvXt3tG3bFtnZ2cjPz4/V4coHbdtKxPT992VlqHbt\n", "gL//3bqP1wSocRkZHBPqw7hx4xJdBOdw1piOu/32BBfEWSTNNWKXMipCY5o0mkQRamJCTUyoSfyJ\n", "iTGdOXMmhg8fjpdffhkrVqzApk2bMHToUPzzn/+MxeHKD5mZwO7dwKBBQG4usGSJuayg98z8siTX\n", "J8lPx46SCuzKKxNdEhILomhMCSGkvBD1JUl37dqFUaNGYc6cOeigJ/MAeOihh9C9e/doH6580bWr\n", "dMvn5QHPPWe/NGiHDmJeDx2SRunqq+NfTlI+qFhRriOSnGRkAF99Zd32669ShzRoIDmOCSEkyYh6\n", "xPT1119HSUkJ+vfvb9letWpV5OTkRPtw5YuOHWUm/oQJ/ter12Z+7VoU7t7NiKkPhTqVFnFDTawk\n", "jR7+Iqb16slDSRgkjSZRhJqYUBMTahJ/om5Mly1bhgYNGmDlypXIyclBdnY2unTpgrFjx6KkpCTa\n", "hyt/+Hbd+9K2rZjWzz7DHUpxjKkPd+jUWsQNNbGSNHo0bSr5h48f92yLMFVU0mgSRaiJCTUxoSbx\n", "J+pd+Tt27MDhw4dxzz334IMPPkCbNm3wzTff4Nprr8V//vMffPLJJ9E+ZHJRtarkHV20CGMBRkx9\n", "GDt2bKKL4DioiZWk0cM7yX6bNvL/CI1p0mgSRaiJCTUxoSbxJ+oR0xMnTqCkpAT5+floc7Yyvfji\n", "izFy5EgsWrQIS5cujfYhk48OHYDly9ENYMTUh27duiW6CI6DmlhJGj20MfXuzo/QmCaNJlGEmphQ\n", "ExNqEn+ibkxr1qwJAOjSpYtlu369fPnyaB8y+ejQASgtjV5yfUJI+cNu9Seu+kQISXKibkz1TPzS\n", "0lLL9goVKthu96Zfv37Izc21/Lv44osxf/58y36LFy9Gbm6u8fkRI0Zg1qxZlm2rVq1Cbm6uMYD5\n", "ySefNFZ02LFjB3Jzc7Fx40bL9ldeeQV5eXmWbcXFxcjNzcWyZcss2+fOnYvbbfJK/u53vwv9PJYv\n", "xyxAoqVnk+uXy/NIlt+D58HzSMR5VK8O1KkD7NrlOQ8vY1pwdlb+1q1bnX0eXpT19zh+/HhSnIe/\n", "32PhwoVGucrjeUTj9wBg7Fsez6M8/x5z5851e7GWLVuiS5cuePDBB43viToqyrzzzjvK5XKpN998\n", "07J9/PjxyuVyqS+//NL4zMqVKxUAtXLlymgXp3yyYoVSgJrZoUOiS+I4Zs6cmegiOA5qYiWp9Dj/\n", "fKVGjJD/l5QoBSg1e7ZSKrx6s7xrEos2womaJLotdIomidbBG6do4hTi8dtEPWJ644034tJLL8X4\n", "8ePx69lk0Js3b8Yrr7yC/v3747LLLov2IZOPrCwAwKoA0eVUZdWqVYkuguOgJlaSSo+MDGDLFmDO\n", "HODCC2Vb+/Zhf01SaRIlqIkJNTGhJvEn6sbU5XLho48+Qu/evXHRRRehQ4cOGDBgAO6++2689957\n", "0T5cclK9OtCtG6bce2+iS+I4pkyZkugiOA5qYiWp9MjIAD75BLjtNhna8+9/A7/5Tdhfk1SaRAlq\n", "YkJNTKhJ/Il6uihAJkBNmjQJkyZNisXXpwbLl7vHlxJCUpRbb5VJkHfdFVGklBBCyhsxMaYkCvhb\n", "GYoQkjpceqn8I4SQFIHuhxBCCCGEOAIaUwfjL4VGKkNNTKiJFephQk1MqIkJNTGhJvGHxtTBjBw5\n", "MtFFcBzUxISaWKEeJtTEhJqYUBMTahJ/aEwdTE5OTqKL4DioiQk1sUI9TKiJCTUxoSYm1CT+0JgS\n", "QgghhBBHQGNKCCGEEEIcAY2pg/Fdw5ZQEzuoiRXqYUJNTKiJCTUxoSbxh8bUwcydOzfRRXAc1MSE\n", "mlihHibUxISamFATE2oSf2hMHcy8efMSXQTHQU1MqIkV6mFCTUyoiQk1MaEm8YfGlBBCCCGEOAIa\n", "U0IIIYQQ4ghoTAkhhBBCiCOgMXUwt99+e6KL4DioiQk1sUI9TKiJCTUxoSYm1CT+0Jg6GK44YUJN\n", "TKiJFephQk1MqIkJNTGhJvGHxtTBDB48ONFFcBzUxISaWKEeJtTEhJqYUBMTahJ/aEwJIYQQQogj\n", "oDElhBBCCCGOgMbUwSxbtizRRXAc1MSEmlihHibUxISamFATE2oSf2hMHczEiRMTXQTHQU1MqIkV\n", "6mFCTUyoiQk1MaEm8YfG1MG8/fbbiS6C46AmJtTECvUwoSYm1MSEmphQk/hDY+pgqlWrlugiOA5q\n", "YkJNrFAPE2piQk1MqIkJNYk/NKaEEEIIIcQR0JgSQgghhBBHQGPqYPLy8hJdBMdBTUyoiRXqYUJN\n", "TKiJCTUxoSbxh8bUwTRr1izRRXAc1MSEmlihHibUxISamFATE2oSf2hMHcz999+f6CI4DmpiQk2s\n", "UA8TamJCTUyoiQk1iT80poQQQgghxBHQmBJCCCGEEEdAY+pgNm7cmOgiOA5qYkJNrFAPE2piQk1M\n", "qIkJNYk/NKYO5pFHHkl0ERwHNTGhJlaohwk1MaEmJtTEhJrEHxpTBzN58uREF8FxUBMTamKFephQ\n", "ExNqYkJNTKhJ/KExdTBMU2FCTUyoiRXqYUJNTKiJCTUxoSbxh8aUEEIIIYQ4AhpTQgghhBDiCGhM\n", "HcyECRMSXQTHQU1MqIkV6mFCTUyoiQk1MaEm8YfG1MEUFxcnugiOg5qYUBMr1MOEmphQExNqYkJN\n", "4g+NqYMZN25coovgOKiJCTWxQj1MqIkJNTGhJibUJP7QmBJCCCGEEEdAY0oIIYQQQhwBjamDKSws\n", "THQRHAc1MaEmVqiHCTUxoSYm1MSEmsQfGlMHc8cddyS6CI6DmphQEyvUw4SamFATE2piQk3iD42p\n", "gxk7dmyii+A4qIkJNbFCPUyoiQk1MaEmJtQk/tCYOphu3bolugiOg5qYUBMr1MOEmphQExNqYkJN\n", "4g+NKSGEEEIIcQQ0poQQQgghxBHQmDqYWbNmJboIjoOamFATK9TDhJqYUBMTamJCTeIPjamDWbVq\n", "VaKL4DioiQk1sUI9TKiJCTUxoSYm1CT+0Jg6mClTpiS6CI6DmphQEyvUw4SamFATE2piQk3iD40p\n", "IYQQQghxBDSmhBBCCCHEEdCYEkIIIYQQR0Bj6mByc3MTXQTHQU1MqIkV6mFCTUyoiQk1MaEm8YfG\n", "1MGMHDky0UVwHNTEhJpYoR4m1MSEmphQExNqEn9oTB1MTk5OoovgOKiJCTWxQj1MqIkJNTGhJibU\n", "JP7E3Ji++uqrSEtLw7hx42J9KEIIIYQQUo6JqTE9ePAg8vPzAQAulyuWhyKEEEIIIeWcmBrTP//5\n", "z+jVq1csD5HUzJ8/P9FFcBzUxISaWKEeJtTEhJqYUBMTahJ/YmZM165di/feew9jx46N1SGSngkT\n", "JiS6CI6DmphQEyvUw4SamFATE2piQk3iT8yM6ahRo/D000+jVq1asTpE0tOgQYNEF8FxUBMTamKF\n", "ephQExNqYkJNTKhJ/ImJMZ03bx6OHj2KO++8MxZfTwghhBBCkpCK0f7C4uJijB49GnPnzo32VxNC\n", "CCGEkCQm6hHT5557Dr169cLFF18c7a8mhBBCCCFJTFQjplu3bsW0adOwZs0a4z2lVNDPb9iwIZrF\n", "Kfd89913WLVqVaKL4SioiQk1sZIqeuj6MpR6s7xrEs65hooTNYnFeYaDUzRJtA7eOEUTpxCP38Sl\n", "QnGMITJz5kw888wzqFOnjnvbyZMnsWHDBjRq1AiNGzdGVlaW0c1fUFCA7t27Y/fu3dEqCiGEEEII\n", "iTJNmjTBihUrkJ6eHpPvj6oxtWP79u1o2bIlxo4diyeeeMLvfgUFBSgoKIhlUQghhBBCSBlIT0+P\n", "mSkFYjD5yRfte4P531ifKCGEEEIIcTYxi5gePHgQ3bp1w+nTp7F7926ce+65qF27Nh5//HGmkSKE\n", "EEIIIQYx78onhBBCCCEkFGK28hMhZeXVV19FWloaxo0bl+iiEOIYDh06hKFDhyItLQ07duxIdHEc\n", "ATUxCUcTpRR69uyZ9PrxOjFxoiYJNaYnTpzAmDFjkJWVhc6dO+PCCy/EggULElmkuLBlyxaMGTMG\n", "nTp1wvnnn4/27dujX79+WLZsmbHvhg0b0K9fP7Rv3x7t2rXD4MGDUyJ7wcGDB5Gfnw8AcLlcxvup\n", "pMvChQvRu3dvdO/eHW3btkV2drZbG00q6bF69Wpcd9116NChAzp16oROnTph4sSJOHPmjGW/ZNRk\n", "8eLF6N69O9atW2d7X2jCOffZs2ejc+fO6Ny5M7Kzs/HXv/41pPR+TiEUTRYuXIgbb7wRWVlZ6NSp\n", "E7Kzs/HQQw9h3759tvungibevPHGG/j2228D7psqmpw4cQJPP/00unfvjm7duqFFixa44oorsGTJ\n", "EmPfVNFkxowZuOCCC9z3Tp8+ffDll1/a7hsVTVQCufHGG1WHDh3U/v37lVJKLViwQFWsWFF9+OGH\n", "iSxWzLn66qvVBRdcoAoKCpRSSp06dUrde++9Ki0tTX3wwQfu/bZv367q1aunRo8erZRS6vTp02rw\n", "4MGqTZs2qqioKCFljxcjRoxQAwcOVC6XS40bN87yXirpMmPGDNWsWTP1ww8/uLc9++yzKjMz0/06\n", "lfTYvn27ql27tho6dKg6deqUUkqp7777TlWtWlX98Y9/tOyXjJpcccUVat26derJJ59ULpdLbd++\n", "3dgnnHOfPHmyqlq1qlqxYoVSSqktW7aoRo0aqUceeST2JxMlgmlSUFCgXC6X+vOf/6xKS0uVUkpt\n", "27ZNtWnTRrVs2TIlNfGmqKhIZWRkqNzcXL/7poomJ0+eVFdccYUaNmyYKi4uVkqJPhdccIF69tln\n", "LfumiiaTJk1SaWlpasGCBUoppUpLS1VeXp6qUqWK+9w10dIkYcb0iy++UC6XS73zzjuW7X379lWt\n", "W7dOUKniQ9++fdX8+fMt244fP64qVaqkLrvsMve22267TdWtW1eVlJS4t+3evVtVqFBBPfXUU3Er\n", "b7xZs2aNSk9PV6tXr7Y1pqmiy86dO1XVqlWNe6S4uFgtWrTI/TpV9FBKqalTpyqXy6W+//57y/bc\n", "3FzVqFEj9+tk1UQbq0ANSajnXlRUpM4991x13333WT7/l7/8RVWsWFFt2bIlRmcRXYJpUlBQoOrV\n", "q2d8bsaMGcrlcqnZs2e7t6WKJt7k5eWpu+++W40dO9Z231TS5IUXXlD16tVTx48ft2xfv3692rhx\n", "o/t1KmnSo0cP1blzZ8u2AwcOKJfLpcaMGePeFk1NEtaV/8477wAAfvvb31q2X3XVVdiyZQtWrFiR\n", "iGLFhQULFuC6666zbDvnnHNQp04dHDp0CABw5swZvPvuu7jkkktQuXJl937p6enIysrCvHnz4lrm\n", "eDJq1Cg8/fTTqFWrlvFeKuny+uuvo6SkBP3797dsr1q1KnJycgCklh4AUKFCBQDAqVOnLNtPnjyJ\n", "SpUqAUhuTYJ1y4Zz7gsXLsSRI0ds62D9PeWBYJo0btwYe/bsMbY3bdoUANx1LpA6mmg2bdqEOXPm\n", "YPz48X67W1NJk2nTpqF3794455xzLNv1kBhNKmlSsWJF2/pWv6eJpiYJM6arV69GrVq1ULduXcv2\n", "1q1bAwDWrl2biGLFBe8fU3PgwAEUFhbiqquuAiDjUI8ePerWw5tWrVph48aNxsWSDMybNw9Hjx71\n", "m1IslXRZtmwZGjRogJUrVyInJwfZ2dno0qULxo4di5KSEgCppQcADBkyBNnZ2Rg7diwOHz4MAPjo\n", "o4/wxRdf4OmnnwaQepp4E865r169GgCMfZOxDrarc3/88UcAwJVXXunelkqaAMCDDz6I/Px81KtX\n", "z+8+qaLJ3r178dNPPyEjIwMTJkxAjx490K5dO/Tp0weffPKJZd9U0QQAHn/8cWzduhUzZsyAUgon\n", "TpzAo48+imbNmuG+++5z7xdNTRJmTPft24dzzz3X2K63+RuUnqxMmzYNDRo0wKOPPgrAc/7+NCot\n", "LcWBAwfiWsZYU1xcjNGjR+OVV17xu08q6bJjxw4cPnwY99xzD6ZOnYoffvgBf//73zF58mQMHDgQ\n", "QGrpAQA1atTAv//9b1SoUAH169dHeno6fv/732PatGm47bbbAKSeJt6Ec+7+9k2FOvjUqVOYMWMG\n", "hg0bhi5duri3p5ImCxYswI4dOzBy5MiA+6WKJnpG+quvvopt27Zh6dKlWLduHS655BIMGDAAb7/9\n", "tnvfVNEEAK655hq89957ePbZZ1G/fn3Uq1cPmzZtwuLFiy2LIkVTE6aLcgCrVq3C888/j3nz5qFh\n", "w4aJLk7CeO6559CrVy9cfPHFiS6KIzhx4gRKSkqQn5+PNm3aAAAuvvhijBw5EosWLcLSpUsTXML4\n", "s3nzZnTv3h1VqlRBYWEhCgoK8PHHH+PRRx/F8OHDE108Uk7Iz89HtWrVMHXq1EQXJSGUlJTg4Ycf\n", "xqRJk5CWRhsASH0LSHT9xRdfRJUqVVCpUiU8+eSTaN68uZEJJVWYOnUqrrvuOjz77LMoLCzE4cOH\n", "MWDAAFx44YVYtGhRTI6ZsCuyfv36KCoqMrbrbQ0aNIh3kRLChg0bcP311+PNN9/E5Zdf7t5ev359\n", "APCrUYUKFYxhEOWZrVu3Ytq0aZgwYYLxnvfYp1TSpWbNmgBgieh4v16+fLn7PkkFPQDpVvrll18w\n", "Y8YM9xjkHj16YPTo0ZgxYwY+/fTTlNPEm3DuD3/7Jnsd/Pzzz2PJkiVYvHgxqlevbnkvVTR54YUX\n", "kJ2dbYwHBMzlw1NFE13fZmZmWsaYulwudOrUCVu3bnX3NqSKJgcPHsQf//hH9O/fH0OHDoXL5ULF\n", "ihUxZswYtGrVyjLkLpqaJMyYdu3aFYcPH8bBgwct27ds2QIA6Ny5cyKKFVdWr16Nfv36Yfbs2ejX\n", "r5/lvdatW6NmzZpuPbzZsmULsrKy3JM9koHPPvsM1atXR//+/dG1a1d07drVPeln2rRp6Nq1KwYP\n", "How2bdqkjC4dOnQAAJSWllq26wlApaWlKXedrF27Fg0aNEDt2rUt29u2bQsAWLNmTcpp4k045961\n", "a1f3dt/9gOSsg8ePH493330Xn3/+OerUqWO8nyqafP7559i4caO7ru3atSteffVVAEC/fv3QtWtX\n", "zJ07F0DqaJKZmYmKFSsa9S1grXOB1NFk06ZNOHnypGXil6Zt27bYvXs3CgsLAURXk4QZ05tvvhkA\n", "jKS1n332GVq3bo0LLrggEcWKG//5z38wcOBAvPnmm5an1u7duwOQG+GGG27AsmXL3DPgAKCgoAAb\n", "N25065cs/OEPf8C2bdvw/fffu/99/PHHAIB7770X33//PebOnYu0tLSU0UWPI12zZo1l+7p16wBI\n", "pDCV9ABkhnVhYSGOHTtm2b5t2zb3+6mmiTfh1BvXXHMNatasaVsHV6hQAYMGDYpbueNBfn4+Fi9e\n", "jCVLlrij7R9++CGeeuop9z6posmnn36KDRs2WOrbe+65BwDwySef4Pvvv8fgwYMBpI4m1apVQ58+\n", "fbB582YcP37c8t66devQsmVLd1QwVTRp1KgRAE/96s22bdtQtWpV970UVU1CTiwVA2666SbVoUMH\n", "VVhYqJRS6sMPP0yJBPtffvmlqlmzpho1apR64403LP9cLpd7v+3bt6v69eu7E2WfOnVKDRkyRGVm\n", "ZqojR44kqvhxY+vWrcrlcqmxY8datqeKLqWlpapXr16qQ4cOas+ePUoppTZt2qTS09PVgAED3Pul\n", "ih5KKTV//nyVlpam7rrrLneC/Z9//lm1bNlStWrVSh07dkwplfya6LyD27ZtM94L59ynTJmiqlWr\n", "plauXKmUkoTYjRs3LldJwjWBNHnggQdU3bp11fTp0y317d13361uu+02y76pokk4+6aKJqtXr1bV\n", "q1dXDz/8sHvb5MmTVVpampFPOlU0ueGGG1SlSpXU4sWL3dtmz56tXC6XysvLs+wbLU0SakxPnDih\n", "xowZo9q1a6c6deqkunfv7l5dIJnp1q2bSktLUy6Xy/iXlpZm2Xf9+vXqmmuuUVlZWapt27bqlltu\n", "Ub/88kuCSh4fDhw4oFq0aKEyMjJUWlqaql27tmrRooWaOXOme59U0aWoqEiNGjVKNW/eXLVv3161\n", "bdtWPfnkk+rkyZOW/VJFD6VkcY6+ffuqdu3aqfPPP1916NBBPfjgg2rv3r2W/ZJRk9GjR6sWLVqo\n", "2rVrq7S0NJWRkaFatGjhbgg04Zz77Nmz1fnnn686deqk2rdvryZOnBiPU4kawTRZs2aNu261q29v\n", "v/124zuTXRNvpk+fbuzbsmVLdejQIct+qaLJ8uXLVe/evVXz5s1V69atVa9evdQnn3xi+52poMmJ\n", "EyfUCy+8oLp06aKys7NVdna2uuiii9Rrr73mTtDvTTQ0cSlVjhZ2JYQQQgghSQvzRBBCCCGEEEdA\n", "Y0oIIYQQQhwBjSkhhBBCCHEENKaEEEIIIcQR0JgSQgghhBBHQGNKCCGEEEIcAY0pIYQQQghxBDSm\n", "hBBCCCHEEdCYEkIIIYQQR0BjSgghhBBCHAGNKSGEAJgxYwbS09NRuXJlpKWxarftXSEAAATGSURB\n", "VCSEkETA2pcQQgDcddddKCgoQM+ePeFyuRJdHHzxxRdIS0vDuHHjEl0UQgiJGzSmhBDiYJxgkgkh\n", "JF7QmBJCiINRSiW6CIQQEjdoTAkhxIY9e/Zg2LBhaNmyJWrWrInu3bvj/fffN/ZbtWoVbrjhBjRs\n", "2BD16tVDq1atMHLkSOzdu9ey35EjR/Dcc8/hkksuwXnnnYe6deuiTZs2yMvLw9GjRy379u3bF4MG\n", "DQIAPP/880hPT0d6ejquvfba2J0wIYQ4ABpTQgjxQSmFoUOH4q677sLWrVuxe/dutG/fHoMGDcKc\n", "OXPc+y1cuBA9e/ZElSpVsGnTJuzfvx/vvfceFi9ejAsvvNBiTn/88Ufk5+fj+uuvx/bt23HgwAG8\n", "/vrreOutt5CTk2OJjC5cuBDvvfceACAvLw8FBQUoKCjAggUL4icCIYQkABpTQgixYciQIbjssssA\n", "ADVr1sT06dNRt25dPPDAAzh27BiOHz+O2267DXXq1MFrr72G2rVrAwC6dOmCl156CTt37rRMXKpe\n", "vTpyc3Pxpz/9yT3rv2fPnnj88cfx7bffYvHixZbjswufEJKK0JgSQogNffv2tbyuWrUqLr/8chQV\n", "FWHRokVYvHgx9u7diyuuuALnnHOOZd/f/OY3AIB//etf7m3t27fH/PnzjeNkZWUBAP773/9G+xQI\n", "IaTcUTHRBSCEEKfhcrnQpEkTY3tGRgYA4KeffnLPll+wYAHS09ONfatXr46ioiKUlpa6I6T/93//\n", "h5kzZ+Knn37CkSNHkJaWhpMnTwIAiouLY3U6hBBSbmDElBBCQuTEiRMArCmchg0b5h4D6v3vyJEj\n", "OHz4sNuUPvHEE7j55ptRp04dLFu2DL/++isKCgrcY0kJIYTQmBJCiIFSCrt37za2622ZmZnuLvgd\n", "O3bYfsdPP/2Eb7/91v168uTJcLlcePnll9G4cWPLsQghhAg0poQQYsOiRYssr4uKivD555+jVq1a\n", "6NOnD3JyctC4cWN8/vnnKCwstOyrlMItt9yCt956y72tSpUqtsfZtm2b7fbq1asDAE6dOgUAOH36\n", "NEaOHImdO3dGekqEEOJ4aEwJIcSGqVOnYunSpVBKoaioCPfddx+OHz+OSZMmoXr16qhSpYo7ddSt\n", "t97qjqYePHgQ99xzDwoLC/HYY4+5v2/YsGFQSuHBBx9EUVERAGDt2rV46qmnAJiR08zMTJxzzjlY\n", "s2YNAGDJkiWYOXMmatSoEfNzJ4SQREFjSgghAGbMmIH09HR88803cLlcmDdvHl566SW0aNECGRkZ\n", "+PHHH/Huu+/i1ltvdX+mT58++Pbbb1GzZk1069YNTZo0QY8ePVCxYkV89dVXlklR48ePx/jx47Fq\n", "1Sqkp6ejRYsWyM/Px4gRIwBIIv0mTZq4k+3Xrl0bM2bMwIYNG9CwYUM88MADmDVrFurUqRNfYQgh\n", "JI64FAc4EUIIIYQQB8CIKSGEEEIIcQQ0poQQQgghxBHQmBJCCCGEEEdAY0oIIYQQQhwBjSkhhBBC\n", "CHEENKaEEEIIIcQR0JgSQgghhBBHQGNKCCGEEEIcAY0pIYQQQghxBDSmhBBCCCHEEdCYEkIIIYQQ\n", "R0BjSgghhBBCHAGNKSGEEEIIcQT/H2zvpbEUYd8HAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_settings():\n", " #don't adjust MPL defaults to pandas's preferred defaults\n", " pd.options.display.mpl_style = None \n", " mpl.rcdefaults()\n", "\n", " from matplotlib import rcParams\n", " #rcParams['axes.titlesize'] = 22\n", " rcParams['font.size'] = 14\n", " rcParams['xtick.labelsize'] = 12\n", " rcParams['ytick.labelsize'] = 12\n", " rcParams['legend.fontsize'] = 12\n", " rcParams['font.family'] = 'serif'\n", " rcParams['figure.facecolor'] = '1.0' # 0 black --> 1 white; grays\n", "\n", "\n", "plot_settings()\n", "\n", "phase5t = db_taps[long_name['phase5t']]\n", "phase8t = db_taps[long_name['phase5t']]\n", "\n", "\n", "avgdevs = {5: phase5t.mean(level='beat')[5:],\n", " 8: phase8t.mean(level='beat')[5:], }\n", "\n", "sd_devs = {5: phase5t.std(level='beat')[5:],\n", " 8: phase8t.std(level='beat')[5:], }\n", "\n", "\n", "sd_devs[5].dev_perc.plot(color='red')\n", "\n", "\n", "for shift_beat in [97, 114, 131, 150]:\n", " plt.axvline(x=shift_beat, color='black', ymin=0, ymax=1.0, linewidth=1)\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import re\n", "\n", "def col_find(df, regex): \n", " cols = list(enumerate(df.columns))\n", " matches = [#'%d. %s' % \n", " (i, c) \n", " for (i, c) in cols\n", " #if filt in c\n", " if re.findall(regex, c)\n", " ]\n", " #print('\\n'.join(matches))\n", " return matches\n", "\n", "#filt = r\"(^J)(.*)(d$)\"\n", "#cf = col_find(dfo, filt)\n", "#import itertools\n", "#list(itertools.combinations(cf, 2))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0U/edN/639tW2bMu7jXcbHBwIi00IAZpA4iSQAE1S\n", "MjRLnyTttDnzm187aZ9MZ7pk2jSdTpd5ZkmbTjp92k5KmoWlEHaXkBgMZg3YjsF4A7zvlqxd9z5/\n", "2BYW2PKVfK+lr/15nZNzLCFdv7kRH19/7neR8TzPgxBCiGTk4Q5ACCGzHRVaQgiRGBVaQgiRGBVa\n", "QgiRGBVaQgiRGBVaQgiRmFKqA3d0dKC8vBwKhQJr1qxBSkrKpK89ceIEOjs7AQDz5s3D0qVLgz4G\n", "IYREKskKbVVVFbZt2wYA2LVrFzZt2jTpa1euXOn7+tChQyEdgxBCIpVkrQO9Xu/7Wq1WT/n65uZm\n", "/OxnP0NeXl7IxyCEkEgkWaEdP+FMpVJN+fqsrCy89NJLOH36dMjHIISQSCRZ68Dr9fq+lslkgt6j\n", "1WoRFRUV0jEOHToEhUIRZEpCCAnMZDL57huFSrJCa7fbAYxclY59DQDV1dWQy+UoKiryPdfX14e4\n", "uDjf66c6xkQUCgWWLFkiWn5CCAGAc+fOTfsYkhXa0tJSbN++HTzPY926db7nKysrIZPJ/Art8ePH\n", "4XQ6AQDLli2b8hizSUVFBVatWhXuGCFhNTuruQF2s7OaWyySFdrU1FQ89dRTtz3/4osv3vbcxo0b\n", "gzoGIYSwRDZblkksLy+n1gEhRHTnzp3D/fffP61j0MwwQgiRGBXaMKuoqAh3hJCxmp3V3AC72VnN\n", "LRYqtIQQIjHq0RJCSADUoyWEEAZQoQ0zlntXrGZnNTfAbnZWc4uFCi0hhEiMerSEEBIA9WgJIYQB\n", "VGjDjOXeFavZWc0NsJud1dxioUJLCCESox4tIYQEQD1aQghhABXaMGO5d8VqdlZzA+xmZzW3WKjQ\n", "EkKIxKhHSwghAVCPlhBCGECFNsxY7l2xmp3V3AC72VnNLRYqtIQQIjHq0RJCSADUoyWEEAZQoQ0z\n", "lntXrGZnNTfAbnZWc4uFCi0hhEiMerSEEBIA9WgJIYQBVGjDjOXeFavZWc0NsJud1dxioUJLCCES\n", "ox4tIYQEQD1aQghhABXaMGO5d8VqdlZzA+xmZzW3WKjQEkKIxKhHSwghAVCPlhBCGECFNsxY7l2x\n", "mp3V3AC72VnNLRYqtIQQIjHq0RJCSADUoyWEEAZQoQ0zlntXrGZnNTfAbnZWc4tFKdWBOzo6UF5e\n", "DoVCgTVr1iAlJWXS19bU1ODy5cvgOA4rVqxAeno6AGDPnj3wer0AgNzcXBQXF0sVlxBCJCNZoa2q\n", "qsK2bdsAALt27cKmTZsmfW1vby+2bNkCANi3b5+v0Gq1Wqxfv16qiBFh1apV4Y4QMlazs5obYDc7\n", "q7nFIlmh1ev1vq/VanXA165evXrC571eL3bs2AGe55GdnU03uwghTJKsRzt+MINKpRL0nsOHD6Ok\n", "pMT3uKysDFu2bMHnP/95dHZ2ip4xErDcu2I1O6u5AXazs5pbLJIV2rHeKgDIZLIpX3/s2DHk5+fD\n", "bDZP+OdCivX4/5kVFRX0WOLHly5diqg89DhyH1+6dCmi8gT7eLokG0e7c+dObN68GTzPY+/evdi4\n", "cSMAoLq6GnK5HEVFRb7XfvLJJ0hISMD8+fP9jtHS0oLMzEwAwN69e7Fhw4ZJvx+NoyWESEGMcbSS\n", "9WhLS0uxfft28DyPdevW+Z6vrKyETCbzFdquri4cP34c8+fPR11dHSwWC55++mkAI4W2qqoKALB4\n", "8WKpohJCiKRoZliYVVRUMHtHltXsrOYG2M3Oam6AZoYRMqsMOT2wu71Tv5Awh65oCQkzL8fj9I0h\n", "/OpkK8wGFf5mZToyY3XhjkVG0RUtIbNA25AT/3SkCW1DTlxst+K3Z9rh5WbF9Q8ZRYU2zMQcQjLT\n", "WM0eabm9HA/PuMJqc03ePoi07EKxmlssVGgJCbOUaA3+ZmU65DLApFXi+eWpUMinHntO2EE9WkIi\n", "gNvDocfmhkohg9kQeMo6mVkRPY6WECKcSilHSrQm3DGIRKh1EGYs965Yzc5qboDd7KzmFgsVWkII\n", "kRj1aAkhJAAaR0sIIQygQhtmLPeuWM3Oam6A3eys5hYLFVpCCJEY9WgJISQA6tESQggDqNCGGcu9\n", "K1azs5obYDc7q7nFQoWWEEIkRj1aQggJIGw92jNnzkzrmxJCyFwScFGZN998EwkJCeA4Dg0NDUhP\n", "T8f169dhNBqxbNmymco4q7G8lxKr2VnNDbCbndXcYglYaJctW4alS5di9+7deP7552E2m9Hd3Y2j\n", "R4/OVD5CCGFewNbB0qVLAQBerxdmsxkAkJCQAK1WK32yOYLln/KsZmc1N8BudlZzi0VQj9bj8fg9\n", "djgckoQhhJDZSFChjYuLw8mTJ+FwOHDy5EnExsZKnWvOYHl8IavZx+fuHXah2+oCx8jgm9lwzuci\n", "QYV23bp1iI6OxsGDBxEdHY3169dLnYsQydV2WvHSrst48YPPcLJlkJliS9hD42jJnGR1efCNPfVo\n", "7h9pg6kUMvzm8QVIjqLtZIi/GRtHe2uP9i9/+cu0vikh4SYDIJfd3GmWpkgSKQn6fO3bt8/vsdVq\n", "lSTMXMRy74rV7BUVFTColfj6vfOQHqNBvF6F763PQZIx8nefZfmcz2WCdsHlOE7qHITMuMIEPX6x\n", "oQBenkecXhXuOGQWC1ho+/v74fF4MDw8jJ6eHvA8D6/XS1e0ImJ5fCGr2cfnjtEJutaIGLPhnM9F\n", "AT9ltbW1cLvd6OzsRHV19cgblEps3LhxRsIRQshsELBHe88992Dt2rUoKyvD2rVrsXbtWqxatQpR\n", "UVEzlW/WY7l3xWp2VnMD7GZnNbdYBN0MKyoqkjoHIYTMWkGPo21paUFGRgbk8sgaEEPjaMlM6ra6\n", "cL7NgiGnByXpMZgXG9r6Hz3DLjT3O6BVypEXr4NWpRA5KZkuMcbRCroT8NOf/hRPPPEEampqYDKZ\n", "cP78eWzatGla35gQVnE8jx3VXfiguhsAsKe2Bz/bkA+zIbjhYQN2N/614hqqrlsAAN9cMw/r8+NF\n", "z0vCT9BlaWFhITIzMwEAK1eulDTQXMNy74rV7NPN7fJw+LTdio0LzHhmSTI+lxsLm8sb9HH6bB5f\n", "kQVGCrbbG3go5Vw956wTdEXr9Y58iBQK+rWGEK1KgS8tS8H/PduO+h47TFolVmaagj6OUaNAokGF\n", "rmE3AGBxahRUCulbct1WF2o6h8HxPO5IMiCJph1LTlChtVqtOHToEHJzc6XOM+ewPL6Q1exi5OZ4\n", "oL7HDgAYcHhwscOCggR9UMdINKrxWlkuTt8YgkmrxF2pU4/mmW52h9uL/3u2HYfr+wAAJRlReGVt\n", "FowaaccTs/pZEYugs7tlyxZ0dnYiOzsbn376qaCZYh0dHSgvL4dCocCaNWuQkpIy6Wtrampw+fJl\n", "cByHFStWID09PehjkPBr7LPjWr8DCQYVCsx6qJSRdcNUTNEaJWQAxu4kB9ufHZMZq0NmrE60XFMZ\n", "dntx+vqQ7/G5ViuGXV7JC+1cJ+hfgl6vR3Z2NgBg0aJF2LJli+/P7Hb7hO+pqqrCtm3bsHXrVpw6\n", "dSrg8Xt7e7FlyxY8/vjjuHjxYkjHYBXLvavx2Zv77fjmh/X40dFmfGNvPWq6hsOYLDAxznluvA7f\n", "XZeNFfOi8dcr0rAo2ShCsqlNN7tRrcS6/Djf48/lxs5IkWX5cy6GaZ/hw4cP49FHH73teb3+5q9R\n", "anXgn/arV6+e8PlgjkHCq9vqgsU50svnAdR2DWOxgF+FWaVWynFPlgn3ZAXfmw0njVKOJ+9MxOIU\n", "IzgA+fF6GNR070Vq0y60k7URxg/PVamELdhx+PBhlJSUTOsYrGG5dzU+u9mghl4lh8098nmYH2S/\n", "ciaF85y3DTng4YAkoxqaEForYmQ36VQomRcz7eMEg+XPuRgk+51hbKQCAMjGrfs5mWPHjiE/P9+3\n", "CWQoxxi/pfHYryr0WLrHao0WcdlFGHZ5IbP24DurEjHIa2A2qOBsv4qKpuGIyhvOx5WVlUBCDl6v\n", "6IDDw+HLyxJRFANoomPRPuQC3Hbo7D1Yuqg4IvLSY//H0zXtHRZ27do14eSFnTt3YvPmzeB5Hnv3\n", "7vUtRFNdXQ25XO43rfeTTz5BQkIC5s+fL+gYE2F1ZhjL+91X1HfgtY/b4eWBpelR+ObqTCaWGwzH\n", "Obe7vfjG3no09N68p/EPn8vCny524uroc99YlYGy+eZJjjCC1c8Lq7mBGZwZForS0lJs374dPM9j\n", "3bp1vucrKyshk8l8hbarqwvHjx/H/PnzUVdXB4vFgqeffjrgMUhkONJkhXf0x/TZGxZ0WV1MFNpw\n", "UMhlMGlv/nPTqeRQyGW+IgsAB+v7sL4gHgr51L+9CTHs8uJKtw3Dbi9y43RIiabxsuEi2RXtTGP1\n", "ipZl737aibdOtwEA9Co5/v2xQmSYQpvzHwmGHB5c6bbB4fEiz6wXdf+wnmEXTrQMorJlEBanF48X\n", "J6Cl34Hyhn50WFwAgBeWp+LJRUmifc8DdT34ecV1AEBevA7/tD4HZgZ2kYg0EXFFq9Wy+w+LTM/9\n", "ebHQqeS4MejE53JjmS6yAHDgSi/eqhr5wbEwSY/v3J+D2CCv0D1eDm6Oh+6WxWGcHg5vVN7AopQo\n", "xOmVGHR4cWPIgSeKE+HleSQa1ChKCjxEzOH2osPigkohQ2q0JuB9Cy/H48jVft/jq7129Ds8VGjD\n", "JOjbng6Hw+9xWVmZaGHmIpbHF352vgobixLw1bvTMT/REO44gk10zu1uL/4yrjBVd9ow5PTc9rpA\n", "Wgcd+PFHLfjG3nqcujYIL3fzl8U4vQpPLU7G+TYLqq4PIVanxDfXZGFtbiweK0rAyiwTTAF2e3C4\n", "vdjzWQ++vKMOX9lRhwttlklfC4y0Ku7JujmyIDVajRht+IZxsfw5F4OgK9o33ngDixcvxsqVK9Hd\n", "3Y36+nrcd999UmcjZMZolXLcmx2Dxr6Rnmm+WYeoIAfyv3+pGx83DQAAXj3ShDc2FyJrdNaXTqXA\n", "48WJWJERDaVChnkmLTge+LTdivL6PixJi8LqHBNitBNfQXcNu/Ffo1fbLi+Pt6ra8LMNhoDLKt6f\n", "F4vUaA0sTi8KE/RINFKPNlwEfZJSU1N9q3ZlZGTM2lla4cDqnVhg+tmHXV7YXF5EaRQzug7rRLll\n", "MhkemW9GbrwedrcXhQmGoG/s9dtdvq89HA+31//2h0GtQOG4K/+aDiv+6UgTAOB4yyDi9SqsnGQC\n", "hEou8xunbDaooJziplm0VoXSGR4vOxmWP+diEFRob13kW6mkedFkejotTvxn5Q1caLPiwYI4bLsr\n", "GSZdeEcsmHQqrJhGYXpqUTIudQzD4vRi213JSJ3iLv/YTLoxvTb3pK9Nidbghw/m4r9Pt8GkU+FL\n", "y1KgnIGVvog4BP2f8nj8e1Uul2uSV5Jgsdy7mk72ix1WnLw2BIeHw+7aHt9KWGKbaFCNVOe8MNGA\n", "NzYV4q3HF+DJ4sQpp7ZmxmqRGzfSWjDplLhjivUSFiYb8WyWC/94fxZzNx5Z/pyLQdClaXFxMd5/\n", "/33k5OSgoaEBCxculDoXmeXEGSka2OXuYfzPuQ5Ea5XYuihp2sWpy+qCDEBCgDv3waztmhKtwT89\n", "kIMemxsxWuWUV8AAYBkcgFzALEkSWQSPo3U4HGhra0NKSgp0uplb1k0oGkcbPl1WF+p7bNAq5ShM\n", "0AtaDarT4sKbp27gXKsFDxbE46nFSaK2DrqsLnxtZx2GRn89L82IwnfW5UAd4q/bZ24M4YflI/3U\n", "76zLxtK0aNGyksg2o+NotVotcnJypvXNyOwzYHfjZx+34HybFQDwYkkqHi9OnHJtiqQoNV5enYlh\n", "txfRGgU0SnFvhrm9nK/IAkC7xQ2Xlwup0PYOu/CTj1p8N6J+8lELfrm5EHF6GpNKhBH0qdu5c6fU\n", "OeYslntXFRUVGHR4fEUWAA7X98HunnpheADQqxVIMKhFL7LAyF3555enAgAUMuCF5SkwqpW+3MGQ\n", "yWR+d/hVCpmgRY6kwOrnhdXcYhF0RXvrUoj79+/HQw89JEkgwpYojRJ5cTpcHR1/endmDLSq8N8N\n", "1ygVeLTIjGXpUVDKZUiPCb0/G6dX4R/uy8K/fHwNchnw8up5iA3zCAnCFkGFVq1Wo6urC4mJiQAA\n", "p9Mpaai5hOXxhWPZ/+H+LNR22aBXyrEgyRAxN2t0KgVy429fFzeUc35HshE/fTgPbo6DOYwtA1Y/\n", "L6zmFougQjs8PIxf/OIXvptNdXV1EbGQDIkMaTFapE3jipEFbUNO/LLyBmq7hrH5jgRsuiNhRraA\n", "GXJ4cKJ5AGfbLFibE4ul6VHQhthq4Xk+bC2PuU7Q73g6nQ6vv/46nnjiCTzxxBMoLi6WOtecwXLv\n", "itXsoeQ+fX0Ip64PISVKg0GHB9cHHFO/aZqcHg5nW4fw84rrONY4gFePNOF8U1fQx/FyPKquD+Lb\n", "Bxrwu7Nt6LbO/Dh4Vj8rYhH0I/nWoQ133nmnJGEIiVQcz2N1tglGtQIfNQ6gz+7Gl/WqoMbNBquh\n", "14bmfv+CbnUJu9E4XlOfHd891AiOB862WhCtUWLzwkSxYhIBBF3RGo3+M1ZomJd4WO5dsZo9lNwl\n", "GdEoTjZg3+VeDDo8+KRpEBfarbgx4IAlyFW+hLI4vYjRKn0LhmeaNLgjIz7o49jcHMYtJDaydc4M\n", "Y/WzIhbBt4ebm5tRVVUFj8eDxsZGKTMREnHSYrS3Xb32WF348o46/FvFdfQNT75OQaiyYnWobBnA\n", "I/Pj8fyyFPzvtVlIjQ6+F54eo8E9mSNrOBjVCqzLjxU7KpmCoEJ78uRJtLW14caNG1AqlbR6l4hY\n", "7l1Jnd3L8XC4vVO/UKBOixMNvTacq7kc0vsLE/R4ZEE8lHIZFqUY4eFHVuk61jSAhj6baDnHJEWp\n", "8b/XZmHFvBiszolFnlkf0jmP06vwt6sy8B+PFeLfHytAQcLMrx3M8udcDIJ6tG1tbdiyZQt27doF\n", "ADAY2FnkmbCpfciJP17oQEOvHU8tTsKKeTFQTWO1qsZeO145cBUDdg9WpBuRme1G/ATLIHYPu9A2\n", "6IRRo0R2nNZvqFqsToUvl6Rh66IktPQ78I8Hb/5mF8rW4UKYDWqYDdMfTmbSqcK+OtpcJqjQKhTh\n", "W5l9tpO6d2V1etDQZ4eX45Ebr0eMVrwhSVJmP1zfh4NX+gAAr/2lGf+xqRB5E4yJFeqT5n4M2Ed6\n", "qSdvWLG533Fboe2xuvDjo8241DkMlVyG1x/KxZ0pUX6v0akU0KkUkMtkeHSBGefbLdgwuo7tTGC1\n", "18lqbrEI+ldnt9vhdo/0oNxu920zxUhkcns57K7txu/OdgAANt+RgOeWpdy2n1Uk6hu3NivHAy4P\n", "h2GXF0o5/KbsdlicaOqzw6hRIj9eN+kC4uOLqgwju9DeqsPqwqXOYQCAm+NRfrX/tkI7JsGgxl/f\n", "nQ6H2wu9WhExkzRIZBL0+84DDzyAt99+G3V1dfjzn/+M9evXS51rzpCydzXk9GB3bY/v8Z9ruzHk\n", "EO8OuZTZNyww++62P7rADC/H4+t7ruD7h5rQMjrkqcfqwg/Lm/C9w034u731qLw2OOnxSjNi8IVF\n", "iShKMuAbK5N968COZ9QooFHIsDrbhGeWJGPFvNtX6OoYcuI3VW149XAjPusahlGj9BXZLqsTtZ1W\n", "tA1NPcbW7eVwsd2K9y914nybBS6PsIsXVnudrOYWi6Ar2ri4ODz33HMSRyFi06sUuCPRgOMtIwVo\n", "fqJe8qvZbqsLV3tt0CoVyDfrQp49lWfW498fK4TD44VMBnxt52W4vDya+x34zelWfG9dDnrtblwZ\n", "t2D44St9+Fxu3ITHSzCq8fzyNLi9HM6dOQ2VMsX3Z24vh367B7E6Jf7lkXz84Vw7fn+uA7lxOswz\n", "+c96+3NtD96vHpk0cLbVgv/cNLLFetugA9873IiWASdMOiX++aE8ZE9QzMfU99jxrX31vmFXP30k\n", "b9KrZ8I+wf8Kamtr0dDQgMLCQhQUFEiZaU6RsnelUynwlRVpWJoeBbeXR0lGNKIl7NEOOjz414pr\n", "OH1jZIfWr5SmYcvChJCnfSZFjdwEaum3wzVu/y2LwwuO5xGjVcKsV6FntM2wPGPqNWJVCjlKS0t9\n", "j50eLw5e6cNbVW1IiVLja3en42zrSP6GPjuqO4Z9hZbnebQM3CzsDg8H++iVaPOAAy0DI2uADNg9\n", "+KxrOGCh7Rl2+Y1t7bYKGx7Gaq+T1dxiEdQ6OHz4MKxWKx588EEMDAzgo48+kjgWEUtylAYbFiRg\n", "88JEydcjGLR7fEUWAA5e6fWt4TodyVEavHR3OgBAr5LjhdJUqBRyJEdp8KOHcvH/3ZOB76/Lxn25\n", "wY8PvTbgxH+cuAGHh0NTvwMHrvT6dq4F4LcSmUwmwxN3JkGlGPnBUVYQh5TR3Raib7lyj5viDn96\n", "jMa31Y1WKce82Nm9VsRcJ+jyZmBgwNeXLSkpwQcffCBpqLmkoqKC2Z/2t2Y3ahTIjtOiqW+kR1mS\n", "ET3hTadgaZRylBXG+5Y8HD9xICtW51cYg81967U2z49s0+2+zOHOFCMyTf6TFBalGPHGpkI4PBxS\n", "otTosblxod2COL0KP3wgB4fq+7A0LQpFyYGHQObE6/GLjfnotLiQYFAjJ17Y34GFz0tLvx376nqh\n", "VsjxYGEc0mO0TOSWkqBCq1JN/NN5aGgI0dG0pQcZEadX4Tv3Z6OmYxg6lRwLk42i3Y3XKOWSXJFn\n", "mLT4+qoM/Ob0SOsg36zH/roe5Jn1yDfrces9KplMhszRwt7Sb8fLH9bD4vRCLgN+8nA+/vH+bHi8\n", "HLwCdoga+yExaHej2+qCSaec1ljhYFzuHsbumm4kGNUoK4hHioD9yoQYsLvxg/ImXBtto1ztteG7\n", "67JFOTbLBBVam82Gnp4emM1m9PT0+HYWPXr0KB577DFJA852LP+Unyh7eox2Wotsz4TxuTVKOdYX\n", "xKMkIxpujsPvz3ag3eJCvEENnh8ZxjWZTqvLt2U4xwN1XVbEaJV4q6oVgw4PXixNQ/EUO9s299vx\n", "+l+a0W5x4cWSVDxQEBdwxwkxPi/tQ058+0CDL/ug3YO/XZUhyhKKDg+HG4M316tu7nfA4eGY/pyL\n", "QVCh7ejowFtvvYW0tDS0trYiKysL7733Hurq6qjQEuYp5TLEjxbUr96djs13JMLDc0g2ahCjm/yf\n", "iFmvhlYph2P0src42Yhfn7rh61P/48EGvLllPpIDrPD13qddaBodrvbvJ25gQaIBeWZpJz84PJyv\n", "yAJAY58dHo739Z6nw6RT4ot3JeP350bGbn/xruTb+tdzkaAzsHr1aixbtuy258+cOSN6oLmG5d5V\n", "MNn7bG7UdFphd3MoSjKE9ao3UO4ojRJRCcIKQ068Dj/bkI+mPjsSjWqkxWjQZ785Ttnu5uD2Bm4h\n", "BHsRKcbnJcGgwsYFZuz5rAcKGbDtrmTRWhZapQJbFiZiSVoUFHIZsmK1UMhlTH/OxSDoEzVRkR17\n", "/siRI1i3bp2oocjswvE8dtV0451POwEA2XFavF6Wh7gJ1hoIlofj0T7khN3DoaKpH+0WF75wZ5Lk\n", "V4Vj8kd7uWO+UpqG7xxsgNPL46W705FoDLxOwRN3JqK53z7aOkhDhkn6H0BGjRLPLU3Buvw4aBQ3\n", "e85i0asVKEoK3DKZa2Q8L6BrH8CuXbsiYlub8vJy31Y7JLLYXF58fe8V32gEAPivz8+f1j/wln4H\n", "DlzuQVKUGr862Qq5TIbnl6fig0td4MDjPx+bj3hDeBZRaRt0wMMBiVEqQdvOWBweuLwcTDoVFHKa\n", "yhtpzp07d9vmB8EK/3alZNbTqxV4IP/mgtXL0qJg0oZeBK1OD37+SQsUchn++3Q7uNHlCt+71IkV\n", "mTHot3ng9IZvPY7UGC3mxWoF7+0VpVUi3qCmIjuLUaENM5bngAeT/YGCOPzzQ3l4dX02vn7vvIA3\n", "mabi8vLosLjg9HCI0twsZtEaJRxuDs8tS0GcfvLjz5VzHklYzS0Wuh1IZkSURom70sSZyx+jVeLF\n", "kjT8x4nreH55Ko5c7YNSLsP/WpYKtVKO9GhNyDvFEiIFKrRhxvKdWLGz3xh04FLHMAyjkx0mu1mm\n", "kMuwJtuEnDgteB64LzcWaqVc8J3zYHLzPI+GXjt6bG6kRKlFv3EULFY/L6zmFsu0Cy3tE0/E0Gtz\n", "4fuHG30zip5anITnlqZM+vlSKeXImYHFtq902/B3H9bD5eURpVHgp4/kB1wshpCJCLoE6OqafC/5\n", "6d6Nm+tY7l2Jmd3q9PqKLACcujbkmwggtsrKSnRZXbjW78CwK/CeZE39Dt/KYRanF61DzoCvF8Ll\n", "4XDmxhDeqmrFyZZB2IPYF43VzwurucUiqND+7ne/w+DgxIsq37oVeag4joPXK95GfIQtMVollo7r\n", "4ZYVxkm2dq4mOQcv7bqMFz74DG+fb4c1wHbhKVE3x8HKZYBZhCFjV3ps+IcDDXj3Yhe+e7gRdV3D\n", "0z4miWyCWgdpaWmorKyExWLB8uXLkZWVNeV7Ojo6UF5eDoVCgTVr1iAlJWXS1x44cACNjY3YtGkT\n", "UlNTfc/v2bPHV3xzc3NRXFwsJC5TWO5diZndpFPh6/fOQ0OvDVqVAgUSTjgov+bA4OhOE+9f6sba\n", "3Fi4+h2o7rAiN16PhckGX5EvTNDjnx/OQ3OfHQUJeuSL0K7ot7sxfvB6r034rhesfl5YzS0WQYX2\n", "8ccfh1qtBsdxOHPmDI4dO4Znn3024Huqqqqwbds2AFNPaigrK0Ntbe1tz2u1Wto2Zw5JNKqnnEkl\n", "hvFrxcplgN3F4ZX9VzE2W/b1slwsTR9ZlU6rUuCu1CjclSre7gfzTFrE6pTot3tgVI8sLUlmN0GF\n", "dmhoCGazGX19fbhx4wZMJtOU79Hrb/7kV6tD+8fj9XqxY8cO8DyP7OzsWTnzi+U54KxmXxrnQU9e\n", "LJr6HHjNWsxOAAAgAElEQVR6STJsbi/GL0nQOuRE8qADVdeHoFfJkR2nw4DDA7Ne+LqxgWTGjqyR\n", "0G11Id6gwjyT8GOyes5ZzS0WQYX2nXfegdlshtlsxoYNGwQVzvEzeydbz3YqZWVlvq/3798f0jEI\n", "uZW14xr+bvU9cHs56FQKXB9w+K4w1QoZcuN1+PHRFlzuseH55an49oEGDDm90Crl+OmGfBSY9Rhy\n", "uFHRPIjzbRZ8LicWy9KjoVYKn//DwnKSRDyCCq3BYMAXvvCFoIZyjb+xJcYQMCHFevxPzbG7nPRY\n", "2sdjpP5+nzbcwHWbDPHRBixINKD67KmArz958iTU5nTI9TFIMqrReOkMeJ7HqlWrsGrVKr/XZ5i0\n", "eKU0Fv0uGTKTYmFQy3GlxwZgZOPGodElBR0ebqRXa9bjdFMP/vX4yFKAxxoH8OqaZHg7G8L+/yNS\n", "H489Fyl5Qsk/HYIWlXG5XEH/+r9z505s3rwZPM9j79692LhxIwCguroacrkcRUVFfq+vra2FyWTy\n", "uxnW0tKCzMxMAMDevXuxYcOGSb8fLSoze/XaXPj2/gbfuq1fWpqCp+5KDvieK93D+Oa+q7C7OaRF\n", "q/HDB3MF79Bgc3nx1uk27P2sB39dmoZfV7X6NlL8ycN5WJwahX11PbjSbYNMBnzcNIBvrs7EisyY\n", "af09SWQSY1EZQVe0arUazc3N6OrqwpIlS3Dt2jXk5OQEfE9paSm2b98Onuf9llGsrKyETCbzK7RH\n", "jhxBY2MjtFotsrKysHr1agAjhbaqqgoAsHjx4qD/cixguXc1U9mHHF7ckWzE6pxYyGXAsMsLp8cb\n", "cCeCSx3DsI9uDNk65MKNQaev0E6VW69W4JklyViVFQONUo5/figPdd3DyIvXY37iyL2H5Cg13rnQ\n", "CQ48XixJRdYM3dBi9fPCam6xCCq0J0+eBMdx6OjoQElJCU6dOjVloU1NTcVTTz112/Mvvvjibc9N\n", "tp7tWMElc5tBJUefzYW9n/UAADbdYYb8tm0V/aVG+49/NQW5iI1Jp8KStJvtqkXjRh302934+SfX\n", "0DW6Rfhvz7TjjU3i7Z3X0m9HY58dMVolChMMvt1yCbsEde/b2tqwcuVKyOUjLzcYAu/wSYRj+af8\n", "TGXneODktSHf448bB2CZYkbXwiQj/v5zmdiyMAGvl+Uhd9z4VzFyc+MmrXk5HtNa1HmctkEnXtnf\n", "gNePtuCV/Q2ouu4/UYjVzwurucUiqNAqFPQTlYSPWinHopSbMxCXp0fDoA780dUq5cg0aVFWEI+i\n", "JD2UAdZ6HbB7cPLaII419qPDMvUU21idCt9am4kYrRJRGgW+fV8WzAE2cQxGn92NXpvb97jq+lCA\n", "VxNWCCq0drsdbvfI/3y32w2OC9+iyrMNy3PAZyp7p9WFwgQDnlmSjC8tS8E9WTEB+7NejsexpgF8\n", "dedlfHlHHQ5e6YN73ELg43N7OR5/ru3Gdw814rW/NOMnx1owYHdPdFg/i1Oj8KvNhXhzy3wsSROv\n", "bRCvVyFx3DTfu+f532Bj9fPCam6xCGpcPfDAA3j77bfR0dEBr9frN76VECk53F7IALzzaSdkAHgA\n", "zyxJxorMySfNDDo8+K+qVt+v82+easWKeTG+WWfjR9DY3V4ca+r3Pa7uGIbF6YVJN/VwwniRrmLH\n", "S4nW4EcPjUz5jdYqUZgwM3ufEWkJKrRxcXF47rnnJI4yN7HcuwqUnef5KcdPu70czrdZcLi+D8XJ\n", "RqzONvkKnJfjUXV9EH8414EMkxZ/d28GfvbJdSToVbgna/Ii6+F49NvcSDaq0T+6I22SUQ316Fba\n", "1wYcqJWno/58Oz6XG4ckoxqrs2Px9vmRMbELkwx+uzYIcW3AAbvbO+X25ELNM2kxb5JNGln9vLCa\n", "WywhfSoOHDhAV7VkQtcHHPjjhQ4Mu7x4ekmK3w6xt2roteO7hxrB8SOD/nVKOdbmxkKlkKOl345X\n", "jzSB44GrvXbE61T478cXQK2UB1wPobbTilf2X8ULy9OQYFRDJgOeWpQEk06FAYcbr5U3+cbj1nXZ\n", "8O37svBYkRmFCXo4PRwKE/SCrmbH1HRa8ff7G+DwcPhcrglfXZEe1PvJ3BCw0L722mtYsGABBgcH\n", "ceXKFSxcuBAXL15Ednb2TOWb9VgeX3hrdofbizcqb+BsqwUAUNdtwxubCie9UWR1eX0TAYCR5QNV\n", "CjnuzTbBzfF+f9ZrdyN93FUez/Pot3ugUsgQpbn5MT7fZoFCJsM7n3bCbFDhb1am+xYId7g5tAzc\n", "3Im3vtcGh4dDrE6FFfNCm2zw55pu37q5RxsG8FhRoqSFltXPC6u5xRLwZtgXv/hFbNmyBXq9Hj/8\n", "4Q+xbds2vPbaa4iOFq/5T2YP9+imiWMG7R7fotkTyTBpfcshRmkUSI/R4l8rrqHP7kZatAaPFycC\n", "AKI1Cnx+YYLvfV6OR+W1QXxtZx1e/rAeDb0235/dmRyFLyxKwpocE8oK4/3WtDVplfjCoiTf462L\n", "khCtmd6v+hnjir9KIYNeRfudktsF/JSNTX9VqVS+IV5KpdJvZS4yPSz/lL81e5RWiRdKUvGD8pFf\n", "+V8sSQ24G22SUY1X1mbi1PVB2Nwcfne2HXE6FVQKGYwaJbbdlYwHC+KgVcqRFKXxva/d4sQPjjTB\n", "ywN9dg9+dbIVPyrLhUohR3WHFX8Y7bfG6pQoebTA9z6tSoEnihOxPD0acpkM2XHaaW/xvb4gDl6O\n", "R0OfHZsXJiIzVtoZYqx+XljNLRZBP84dDoffY6vVKkkYwr4V82Lwqy3z4eV4pArYjTbdpIWb4/Hb\n", "M224I8mALy1LgUk78qu3Qa2AQX37EoI8D78JAp7RHoOX4/Fp+83PZr/dA6vTC4xbStaoUWJh8s0x\n", "uR0WJz5uHMCgw4N1+XFB7weWZNTg2WWpU7+QzGmCfs9ZvHgx3nnnHZw7dw7bt2+ftesOhAPL4wsn\n", "yq6Qy5AVq0NuvF7wVjTZcTp8f30Ovr8+R9CGiynRGnxrbSa0SjkSDCp8dUU6VAo5FHIZHi0y+163\n", "ND0K8RPspDuW2+Pl8IdzHXjrdBveu9SF7xxsQM+w67bXRxJWPy+s5haLoCvaoqIiZGdno7W1FZs2\n", "bYJOR7uAEnHJZTJMsXyBj1Iuw5rsWCxMMkIpl/ltS75iXgz+z8Z82Nwc5sVqEXtLoW3qs8MVl43m\n", "fjsSDCrU99zs73YNu30L0RAiJkHLJAZy5MiRSReFmUm0TCKZSkOvDX+3tx42NwejWoFfbMxHfY8d\n", "PznWAgDYsMCM55en0iIuxM+MLZMYCPVrZw+O5+HheKgVs/POeUu/A7bRK1ary4vmfgfuzTYhI0YD\n", "p5dHZqyWiiyRxOz8F8WQSOldtQ058dNj1/Dy3nqcuTEETsAvOpGSXaiEcWsIyACY9SpolHIUJhpw\n", "Z4oROqUclS2DeP0vTThQ14OmXhuqrg+iqc8evtC3YO2cj2E1t1imP1+QzAo7q7tw5GofAOB7hxrx\n", "xuZCZMay04v3cDzOtQ7hw896UJRkxLq8OMQb/PuzBQkG/PNDubjYOoBF6bG3bWl+tdeG7x9uBA/g\n", "aOMAvlKahl+faoVONbJXWJ4IW42TuYkKbZhFyvjCLuvNu+1ujofTM/UVbaRkB4DGvpvTeSuvDSFa\n", "o8BD881+r9Eo5bgrLRp3TbLa1pDT6zdsbGB0s0abm8O1fkdEFNpIOufBYDW3WKh1MEM6LE5UXR9E\n", "becw3J7Iu7O9dVGyrz/55J2JfjsUsGDY6T+dt13AurK3yjRpkWUamRgRrVEgTq+Ec3RmW4KB1i8g\n", "oZv2Fa0YO9zOdt3DLrxW3ozLPTbIAHxvXTZWjq5AFSlzwBckGfDGpkI4PRwSjGpBN4UiJTsAZJg0\n", "WJIahXNtFhjVCqwKsMLXZLlTojX4YVkuuofdiNYoMGD34PnlKShIMKAwITJ2FYmkcx4MVnOLZdqF\n", "drrDHuaCbqsbl0fHa/IADl/t8xXaSJISrZn6RRHKbFDjW2sz0W11wahRCN7x9laJRg0SjSPnIcME\n", "FKdETfEOQqY27UJrNBqnftEcF6NVIFqjwJBzZJ+rxeP+8bL8Uz7SssfpVX6TFyYTabmDwWp2VnOL\n", "RVCh/eijj257Tq/XY8mSJVAq6X7aVNJitPjJw3k432ZFgkGFO+kqaUZxPD8y84yQMAl4M+zVV19F\n", "W1sb2tvbceedd/r9l5CQgHfffXemcjIvJ16PzxcnYnVOrN/W1yyPL5zJ7MMuL85cH8LRhj5cG3BM\n", "/QYAgw43dlZ34VsfXsWByz0YHt05l875zGM1t1gCXo5+73vfAwDodDrExcX5/VlcXBwuXrwoXTJC\n", "xjnePICffnwNAJBkVOFfHslHclTgnvJnXTb88mQrAOBihxXJURosTqXfJsjMm9bwrmkuk0DAdu9q\n", "JrOfaBnwfd1pdaPf5rntNcMuL+p7bGjpt4PjeVhGe+JjrKNXtHTOZx6rucUiqNDefffdEz6/YsUK\n", "UcMQMpnSjJtbzaREqaFV+fdch11e/OnTTry06zK+uvMyzt6woChR7xsPnB+vQ26Qa80SIhZBhTYp\n", "KWnC55OTk0UNMxex3Luayew2txdfLk3DM0uS8WBhPIYc/ler3VYX3vm0E8DIdNzfn2tHglGNnzyc\n", "h//cVIhXH8jxDV+jcz7zWM0tlqCGDHg8Hng8Hmi10m7XQcitYnUq/PijkeUMtUo5/m3cFjXAyPRa\n", "g1rhu+GVHq2BUi4bHRc743EJ8RNwPdrq6mpUV1fD7XajuLgYNTU1MBgMSE1NRUlJyUzmnBKtRzu7\n", "DTk9uNhmwbVBJ5amRU04U6uuaxjbL3QgwajG5jsSkRbD7gQMEjkkX4/2s88+w9atW8FxHH784x/j\n", "29/+NgBgx44dEVdoyewWrVFiVXZswNfMTzTg1QdyZygRIcIF7NGOTUaQy+Uwm2+uhCSX01o0YmG5\n", "d8VqdlZzA+xmZzW3WAJe0UZFReGjjz6C1WpFTEwMjh49isTERN/W44SEqqXfjp5hNxKMaswzUc+f\n", "zG5T7hnW3t4OjUaDuLg4NDY2wmq14s4775ypfIJRj5YdDb12fGtfPSxOL6I0Cvz0kfygt/kmZKbM\n", "yJ5hKSkpvq9zcnKm9c0IAYBrA3bfZAKL04uWAYfgQjtg9+B82xBaB50oyYhGQYQsX0hIIIKbrW63\n", "G11dXeA4DhaLRcpMcwrLvatQs8ffssJWvE74otrHmwfw+tEW/P5cB7617yqu9Qtb92C8uXjOw43V\n", "3GIRVGgbGxuxe/duHDp0CACwZ88eSUOR2a0gQY8fleVi211JeL0sF4UJwreIqe0a9n1tc3MYct4+\n", "FZeQSCOo0J45cwaPP/44jEYj5HI5rUErIpbngIeaXatUYFl6NJ5dmoql6dFQK4WPYrkvNxby0dm3\n", "BWYdkozBb7kzF895uLGaWyyCZobNxEwwjuPA8zyNaJjFeJ5HQ68dvTY3UqM1yAhhtMHi1Cj826MF\n", "sDi9SDdpkRBCoSVkpgm6lLDb/fe193im/nWto6MDb7/9Nt555x20t7cHfO2BAwfwq1/9Cp2dnSEf\n", "g1Us966CzX6524b/f88VfOdQI17+sB7XBuxTv+kWCrkMBQkGLE2PDulqFphb5zxSsJpbLIIK7eLF\n", "i/E///M/aGtrwwcffIDly5dP+Z6qqips27YNW7duxalTpwK+tqysDGvXrp3WMUjku9xtg2t0V9l+\n", "uwetg8HvVEsIiwS1DgoLC5GRkYHOzk6kp6dDpZr6LrFef/MGh1od2pWHGMeIdCz3roLNnmG6ufaA\n", "QgboVAo4PRw0QfRoxTCXznmkYDW3WASv3qXX65GdnS34wOPnQQgpzFIdY7azOj24MeiESiFDZqwO\n", "Snnk7o21INGAHzyQg+pOKxIMavz842v4X8tTsDY3buo3E8IwQYV23759KC4uhtfrxYkTJ1BSUoK8\n", "vLyA7/F6b64XKgtxY7xgjzF+7/ixnlCkPx57LpT366JicM4Rh/cudUEuA15emYx1C1Imfb1CofAt\n", "4i5G/kuXLuGrX/1qUO9Pnr8EH37W69vtYE9tD+7NjkXlieMzdv5vPfdSfz8xH9/6dwh3HqGPf/nL\n", "X6K4uDhi8gT7eLqmnIILALt27cKjjz6KP//5z9i0aRPeffddPPnkkwHfs3PnTmzevBk8z2Pv3r3Y\n", "uHEjgJGlF+VyOYqKivxeX1tbC5PJhNTU1CmPMRFWp+CO/+EQrGsDDrzw/me+x9lxWvxiQwH06ttH\n", "bthcHpxtteD0dQtKMqKxND0KOtX0RniEkr3T4sTf7rmCvtGtaJ5ekoynl6RM8S5xTeechxur2VnN\n", "DczQFFxgZLUuuVzuG+al0Uy9zmdpaSm2b98Onuexbt063/OVlZWQyWR+hfbIkSNobGyEVqtFVlYW\n", "Vq9eHfAYs8l0PnxapRwmrRIDjpGilWXSTjom9XK3HT8obwYAHLjSi588nDftjQrHsjs8XlzusqF7\n", "2I2sWC3yzJNPQEiK0uD1sjycvj6IOL0Kd6VGTytDKFj9Bw+wm53V3GIRVGhdLhesVquv0ArZlDE1\n", "NRVPPfXUbc+/+OKLtz03WRGd7BhkRKJRjR+V5WJnTTdidUo8XBg/aY92wO6+5bF4M6pqOobx9wca\n", "AAB6lRy/2FgQcO2C7DgdLSJD5hRBt3tTU1Oxa9curFixAtXV1WhsbJQ615wx3fGFeWY9vrkmEy+U\n", "pCE1ZvIJADnxOsTpRn6umvUqUQrdWPa6bpvvOZubQ4/NPdlbIgLLYzpZzc5qbrEIuqJduXIlVq5c\n", "CQCYP3/+lDfCSOTJjNXhZxvy0WfzIN6gQmq0eNu83JFkgAwADyBKo0CSkUaIEDKeoJthLGD1Zths\n", "4PZyuNJjQ6/NjYwYLbUFyKwixs2wkEaKHzhwYFrflMwuKoUcdyQZsTo7loosIRMQVGgPHTqEd999\n", "F6+//jq2b9+O8+fPS51rzmC5d8VqdlZzA+xmZzW3WAQVWqvViieffBJ33HEHnnrqKeTn50udixBC\n", "Zg1BhXZsVhbHcQBu7o5Lpo/l8YWsZmc1N8BudlZzi0VQoR1bFlGhUGBoaAhud2QP3yGEkEgiqNB+\n", "/vOfBwA88MADKC8vv236LAkdy70rVrOzmhtgNzurucUieAouMDL1dvPmzZIGIoSQ2SakcbQff/yx\n", "bz2CSEHjaAkhUpixRWUqKirQ3t7u28/rs88+i7hCSwghkUpQj7a3txdPPPEEtmzZgi1btuD555+X\n", "OtecwXLvitXsrOYG2M3Oam6xhDQzzGw2i52DEEJmrYA92traWgDAqVOnkJGR4VuU+8SJE3jhhRdm\n", "JqFA1KMlhEhB8rUOxi73S0tL/XY+IIQQIlzAQvtXf/VXKCoq8o2bbWhogEKhwDPPPDMj4eYClntX\n", "rGZnNTfAbnZWc4slYKE1Go0AgMOHD8NqteLBBx/E0NAQTpw4MSPhCCFkNhB0M2xgYAAlJSVQq9VY\n", "vnw5ent7pc41Z7A8B5zV7KzmBtjNzmpusQgqtCrVxCvmDw0NiRqGEEJmI0GF1mazoaenBwDQ09Pj\n", "25zx6NGj0iWbI1juXbGandXcALvZWc0tFkEzwzo6OvDWW28hLS0Nra2tyMrKwnvvvYe6ujo89thj\n", "UmckhBCmCVrr4MyZM1i2bJng58OBxtESQqQwY3uGTVZMI6XIEkJIJAtpCi4RD8u9K1azs5obYDc7\n", "q7nFQoWWEEIkFtJ6tJGIerSEECnMWI+WEEJI6KjQhhnLvSuh2W0uL3qsLjg9XokTCSMkt4fjcebG\n", "EP7pSCPev9iJ3mHXDCSbGqufF1Zzi4X2DSeS6rS48OapGzjfZkVZQRy+sCgJJt3EMw0jSVOfHf94\n", "sAEcD1Q0D8KoUaCskNZhJqGhK9owY3kOuJDsl7ut6LW5oZTL8EF1N6722GcgWWBCcludXnDj7l60\n", "WyLjipbVzwurucVChZZIxur0oM/mgVGtxGNFZixOMYKVO6/pJg0WpYysXmdQK3BPZkyYExGWUaEN\n", "M5Z7V1Nlr+u24Y2TrTh9Ywi/P9eB9flxyDfrZijd5ISc8wSDGq+szcL/ebQA//5YAQoSDDOQbGqs\n", "fl5YzS0W6tESyVicHr/HKqWcif7smHiDCvEGdvKSyEVXtGHGcu9qquy58XokR40UqrRoNfLiw381\n", "C8zucx6pWM0tFrqiJZKZZ9LiJw/nY8DuQaxOiaQoTbgjERIWdEUbZiz3roRkT47SYH6iIaKK7Gw/\n", "55GI1dxioUJLCCESo7UOCCEkADHWOpCsR9vR0YHy8nIoFAqsWbMGKSkpQb92z5498HpHpm3m5uai\n", "uLhYqriEECIZyVoHVVVV2LZtG7Zu3YpTp06F9FqtVotNmzZh06ZNs7bIsty7YjU7q7kBdrOzmlss\n", "kl3R6vV639dqtTqk13q9XuzYsQM8zyM7O5taA4QQJklWaMe3fifbrnyq15aVlfm+3r9/v4jpIgfL\n", "4wtZzc5qboDd7KzmFotkrYOx3ioAyGSyab92qmIN+P96UlFRQY/pMT2mx6I8ni7JRh3s3LkTmzdv\n", "Bs/z2Lt3LzZu3AgAqK6uhlwuR1FR0ZSvbWlpQWZmJgBg79692LBhw6Tfj9VRBxUVFcz+tGc1O6u5\n", "AXazs5obiPBRB6Wlpdi+fTt4nse6det8z1dWVkImk/kV2sle29LSgqqqKgDA4sWLpYpKCCGSonG0\n", "hBASAO0ZRgghDKBCG2ZiNtxnGqvZWc0NsJud1dxioUJLCCESox4tIYQEQD1aQghhABXaaeoZdqGy\n", "ZRCnrg2i3+4O+v0s965Yzc5qboDd7KzmFgvtsDANwy4v/quqFUcbBgAAT96ZiGeWpECtpJ9fhJCb\n", "qCJMQ7fVhWONA77HR+r7YHV5A7zjdqzOlgHYzc5qboDd7KzmFgsV2hD12dz4qLEfdyTd3Ia6dF4M\n", "DGo6pYQQf1QVQtQz7MIfL3TijiQjnlmSjL9ekYYv3pUMjVIR1HFY7l2xmp3V3AC72VnNLRbq0YYo\n", "SqOESavEO592QgbgS8tSkGAMvO4uIWRuonG009DYa8ep64NIMKiwJC0KcXr2Cq3F6UFt5zD67B7M\n", "T9AjO04X7kiERJSIXr1rLsiJ1yEnfnqFycPxqO8eRo/NjfQY7YwXuuPNA/j5J9cBALE6JX6xMR+p\n", "0doZzUDIbEc92jA709SFr++txw/Km/Hyh/Vo6bfP6Pc/22rxfd1v92DA7hH8Xlb7bqzmBtjNzmpu\n", "sVChDbOGfhe40eaNxelFh8U1o99/TXas7+t5Jg3M+ql3siCEBIdaB2FWlGICLvQAALRKORIMM1vo\n", "lmVE4ecb8jHk9CDTpEVilEbwe1kdG8lqboDd7KzmFgsV2jArSjLgXx7OQ9ewC5mxOuTE66d+k4i0\n", "SgUWJhtn9HtO5MagA4fr++DycCgrNCMzlvrEZPag1kGYnT55AotSo7A+Px4F5pktstMlVt/N5vLi\n", "P45fx/YLnfiguhuv/aUJAyGsGyEUy/1CVrOzmlssVGhJ2Dk8HJr7Hb7HNwadcHq4MCYiRFxUaMOM\n", "5d6VWNljtEpsW5Lse/xXi5MQo5Ouq0XnfOaxmlss1KMlYaeQy7A+Lw758XpwPI+sWB20QU5lJiSS\n", "0RVtmLHcuxIzu1alwPxEA4qSjNCrpS2ydM5nHqu5xUKFlhBCJEZrHRBCSAC0ZxghhDCACm2Ysdy7\n", "YjU7q7kBdrOzmlssVGgJIURi1KMlhJAAqEdLCCEMoEIbZiz3rljNzmpugN3srOYWCxVaQgiRGPVo\n", "CSEkAOrREkIIA6jQhhnLvStWs7OaG2A3O6u5xUKFlhBCJEY9WkIICYB6tIQQwgAqtGHGcu+K1eys\n", "5gbYzc5qbrFItsNCR0cHysvLoVAosGbNGqSkpAT92mCOQQghkUqyK9qqqips27YNW7duxalTp0J6\n", "bTDHYBXLeymxmp3V3AC72VnNLRbJCq1ef3PrbLVaHdJrgzkGIYREKskK7fjBDCqVKqTXBnMMVrHc\n", "u2I1O6u5AXazs5pbLJL1aL1er+9rmUwW0muDOYbJZMK5c+eCjRl2er2eydwAu9lZzQ2wm53V3MBI\n", "bZkuyQqt3W4HMHJVOvY1AFRXV0Mul6OoqGjK1072/ESWLl0qWnZCCBGTZIW2tLQU27dvB8/zWLdu\n", "ne/5yspKyGQyv0I72Wsne54QQlgya2aGEUJIpKIJC4QQIjEqtIQQIjEqtGRaOI7zGx3CClZzEzZJ\n", "djNMDKxO4xUj9549e3yFIDc3F8XFxZLnDjb7gQMH0NjYiE2bNiE1NTWkY0RSbhbOeU1NDS5fvgyO\n", "47BixQqkp6cHfYxIys3COT9x4gQ6OzsBAPPmzfONcArqnPMRbPfu3b6vd+7cGdJrgzmGWMTIfejQ\n", "IfGDCRDs+aqpqeFbW1undQwxiJGbhXN+7Ngx39cffvhhSMcQixi5WTjn4x08eDCkY0T0FS2r03jF\n", "yO31erFjxw7wPI/s7OwZW2tXjPMV6ed8Miyc89WrV0/7GGIRIzcL5xwAmpub8cEHH2Dz5s0hHSOi\n", "Cy3P6DReMXKXlZX5vt6/f7+I6QIT43xF+jmfDEvn/PDhwygpKZnWMaZLjNysnPOsrCy89NJL2L17\n", "N3JycoI+RkTfDJvpabxiESP3eDO5zoMY5yvSz7kQkXzOjx07hvz8fJjN5pCPIQYxco8XyeccALRa\n", "LaKiokI6RkQX2kDTeGtrawW9NphpvGIRI3dLS4vva4fDIWVcQXkmyh7sMaQkRm4Wzvknn3yCpKQk\n", "ZGVlCTqGlMTIzcI57+vr8309/io2mHMe0a0DVqfxipG7paUFVVVVAIDFixfPSO5gsx85cgSNjY3Q\n", "arXIysry9eEi/ZxPljvSz3lXVxeOHz+O+fPno66uDhaLBU8//XTAY0R67kg/5wBw/PhxOJ1OAMCy\n", "ZcumPMZEaAouIYRILKJbB4QQMhtQoSWEEIlRoSWEEIlRoSWEEIlRoSWEEIlRoSWEEIlRoSWEEIlR\n", "oTzqtusAAAY4SURBVJ1DrFYrfv3rXwueKSWmH/zgB9i1axd27drlG6B+q1dffTXk47e0tOC1114L\n", "+f2z1fHjx9Hf3z/l686ePYs333xzBhLNTRE9M4yIy2g0YtWqVWH53vPnz8emTZsCvubFF18M+fiZ\n", "mZlYsGBByO+frdxuNzwez5SvW7p0qd90WCIuKrSz0JkzZ/Dxxx8jOTkZer0ebrcbJpMJ69evBwCc\n", "OnUK9fX1AID4+Hhf8eU4Dh988AGUSiV4nofRaMQDDzzgO+6JEyfQ1tYGtVoNjuOgVqvx8MMPAwAu\n", "X76MCxcuQKfTweFwYNmyZb5VjgDg6tWr2LVrFzweD5KSknDvvfcCADo7O1FZWQlgZO54SkoK1q5d\n", "K+jvWVtbiwsXLkCr1cLtdsNms/n+rK+vD4cOHYJOp4PX60VqaipWrFgBl8uFt99+G8PDw9i6dSui\n", "o6Px/vvvo7W1Fc8++ywSExNDPq+TfU9g5LeJ8vJy2O12GAwGuFwuyOVy37J79fX1uHTpEpRKJTiO\n", "Q1tbG772ta9NeQ5sNht27NgBo9EIhUKBy5cv4+WXX/adn3PnzqG1tRUGgwFyuRwPP/wwlMqRf/ZH\n", "jhxBX18flEolFAoFOI4TdN5JCASveEuY8vrrr/Pd3d2+x6dOneJramr4mpoa/vDhw77n33333UmP\n", "8ac//cnv8R/+8AfeYrHwPM/zXq+Xv3btGs/zPD88PMz/4Q9/8Hvte++9x7tcrgmPu2/fPn5gYOC2\n", "53t7e/mjR48G/ouNstls/Pbt232PPR4P/8orr/ge//a3v/X7/sePH+ebmpp4nud5juP83rt///4J\n", "80xksvM61fcc88orr/CdnZ1+z9ntdv69997ze+748eOC8jQ2NvotRt3c3Oz350ePHvXLO6ampoav\n", "rKz0Pe7u7uZ//OMfC/qeJHh0RTtLpaWl+S1Ht3jxYhw8eBC5ubl+27coFArf106nE4cOHYLX64Vc\n", "LkdDQ4PfMR9//HGcPHkSDocDDofDtwhIZ2cnhoaGsGvXLt9rHQ4H+vv7J7xCTE1NRW9vL2JiYkL+\n", "+7W2tqKgoMDv77Fw4ULf446ODnz44Ye+xxzHQalUIisrCzKZDGazGT09PYiLi4PFYhGcZbLzWlRU\n", "FPB7jlmyZMlt56Strc3v6h8AVq5cKShPdnY2vF4vDh486Fu2LzMz0+81/ATLmdTX1+PBBx/0PTab\n", "zb7tZYj4qNDOUq2trejp6fEVhU8//RQFBQUBNyTct28f7r//fkRHRwMAhoeHfX/m8Xhw9epVv1/r\n", "//jHPyIrKwvp6elISkry68GO/zW0ubkZaWlpvvVGGxoafC2HUKWlpeH06dO+Ffk9Hg8uXryIbdu2\n", "AQDy8/PxyCOP+K1xOr5XuXr1auzduxfp6elYvny54O9763m9cOECCgsLBX3PyaSkpODs2bN+uwtc\n", "v34dCQkJ0Gq1Ad/76aefYtGiRcjLywMw0t5paWnxFVulUjnh//P8/HxcuHDB19ro7u7G9evXp8xK\n", "QkOrd81S77zzDpRKpW9B4vj4eKxcuRK///3vAQDPPfccenp68Jvf/Ab33nsvVq9ejZqaGtTW1kKl\n", "UsHj8aC+vh533XUXysrK4HA48MYbbyAnJwcymQxOpxNLlizx/QO/fv06Tp8+7ev/Wa1WbNy4EVFR\n", "Uejr68PBgwehUqnAcRyKior8rj7H9PX14eLFi4J7tNXV1bhw4QKMRiNsNhuGhoaQlZWFsrIyDA8P\n", "4/Dhw5DLRwbWDA8Po7S01O/Kcffu3RgYGMCzzz47rfM6ljfQ92xsbMTFixdx6dIlFBcXQ6PR4KGH\n", "HvIdt7a2FtXV1VCr1fB4PIiLi8N99903ZZ4dO3b4vt+YRx991PecxWLBnj17YDQaAYzcEB077uHD\n", "h9Hf3w+tVguHw4Guri6sWLHCbylAIg4qtLPUe++9hyeeeCLcMYLS1NSE7u5uv61OIg2L55WEH42j\n", "nYXOnDmDuro67N69G0NDQ+GOE1BHRwd27dqF3bt3o7KycsY25wsFS+eVRBa6oiURaWw41EQfT6PR\n", "KMkuAuH4nlM5cODAhFu8yOVyrF+/HjqdbsYzkeBRoSWEEIlR64AQQiRGhZYQQiRGhZYQQiRGhZYQ\n", "QiT2/wArNLDKJ3QsuQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.618713\n" ] } ], "source": [ "def inverse_scatter(dfo, ilocx, ilocy, *args, **kwargs): \n", " inversed = lambda df: 1.0/df\n", " df_temp = pd.concat([inversed(dfo.T.iloc[ilocx]),\n", " inversed(dfo.T.iloc[ilocy])],\n", " axis=1)\n", " df_temp.plot(x=0,y=1, kind='scatter', **kwargs)\n", " plt.show()\n", " print('r = %f' % df_temp.corr().iloc[0,1])\n", "\n", "def inverse_correl(dfo, ilocx, ilocy, **kwargs):\n", " inversed = lambda df: 1.0/df\n", " df_temp = pd.concat([inversed(dfo.T.iloc[ilocx]),\n", " inversed(dfo.T.iloc[ilocy])],\n", " axis=1)\n", " print('r = %f' % df_temp.corr().iloc[0,1])\n", " \n", " \n", "inverse_scatter(dfo, 73, 79, figsize=(5,5))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVIAAAFHCAYAAADzzsTHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8E/eZP/CPNLosy/d93zb3EUhMCIWUcIUANZR2Q2ib\n", "dhvabvPbzXZz9EibNL3SK9v0SLdNu7ttN63TEO4jhuASiMFgjnAY8IWxMb7k+9Atzfz+MBY+pZFG\n", "Y0nj5/168Xp55JH0fTzi0cwz30PGcRwHQgghXpP7uwGEEBLsKJESQohAlEgJIUQgSqSEECIQJVJC\n", "CBGIEikhhAikEOuF29raUFpaCoZhsGLFCiQlJU26789+9jPk5eUBADo7O/HUU0+J1SxCCPE5mVj9\n", "SPfv349NmzYBAPbu3YuioqJJ9zWbzdBoNACAkpISrFu3TowmEUKIKES7tNdqtc6fVSqVy32Hk6he\n", "r0d8fLxYTSKEEFGIlkhHnugqlUpez7l+/TpmzZolVpMIIUQUotVIHQ6H82eZTMbrOSMv8Sdz9OhR\n", "MAwjqG2EEDJWZGQkFi1a5NVzRUukJpMJwNCZ6fDPAFBZWQm5XD7uzJNlWcjl7k+QGYbBfffd59vG\n", "EkKmvYsXL3r9XNEu7QsLC1FcXIzi4mIUFhY6Hy8vL8fp06fH7X/79m3k5uaK1ZygUVZW5u8miIri\n", "C15Sjk0o0c5Ik5OTsW3btnGP79ixY8L9MzMzxWoKIYSISrTuT2IpLS2lS3tCiM9dvHgRjzzyiFfP\n", "pZFNhBAiECXSACP1OhTFF7ykHJtQlEgJIUQgqpESQgioRkoIIX5FiTTASL0ORfEFLynHJhQlUkII\n", "EYhqpIQQAqqREkKIX1EiDTBSr0NRfMFLyrEJRYmUEEIEohopIYSAaqSEEOJXlEgDjNTrUBRf8JJy\n", "bEJRIiWEEIGoRkoIIaAaKSGE+BUl0gAj9ToUxRe8pBybUJRICSFEIKqREkIIqEZKCCF+RYk0wEi9\n", "DkXxBS8pxyYUJVJCCBGIaqSEEAKqkRJCiF9RIg0wUq9DUXzBS8qxCUWJlBBCBKIaKSGEgGqkhBDi\n", "V5RIA4zU61AUX/CScmxCUSIlhBCBRKuRtrW1obS0FAzDYMWKFUhKSnK5f319PS5cuAC1Wo1169ZB\n", "pVJNuB/VSAkhYhBSI1X4uC1OFRUV2L59OwBg7969KCoqmnTf3t5etLa24lOf+pRYzSGEENGIdmmv\n", "1WqdP092djns0qVLCA0Nxe7du1FTUyNWk4KC1OtQFF/wknJsQomWSEdWDJRKpct99Xo9ent7sWXL\n", "FtTW1oJlWbGaRQghPidaInU4HM6fZTKZ2/2XL18OAEhJSUF3d7fLfUd+M5aVlUlqm+IL7m0px7ds\n", "2bKAao8Y294S7WbTnj17sHnzZnAch4MHD2Ljxo0AgMrKSsjlcsyaNcu576VLl6DT6ZCbm4vjx49j\n", "2bJlk57F0s0mQogYArJDfmFhIYqLi1FcXIzCwkLn4+Xl5Th9+vSofRcsWIBLly5hz549UCqVbksB\n", "UuaLb8dARvEFLynHJpRod+2Tk5Oxbdu2cY/v2LFjwv23bt0qVlMIIURUNNaeEEIQoJf2hBAyXVAi\n", "DTBSr0NRfMFLyrEJJVqNlBAinNnuwA29ES19FuTGhiA/VsurOyGZWpRIA8yyZcv83QRRUXyeud5u\n", "wDfeuwkAUDEy/HJTPnJitG6eJQ6pHzsh6NKekABW321y/mx1cOg02PzYGjIZSqQBRup1KIrPMzPj\n", "Q8HcvZKP0CiQGOZ63goxSf3YCUGX9oQEsBlxoXh9Yz66TDakhKuRERXi7yaRCVA/UkIIAfUjJYQQ\n", "v6JEGmCkXoei+IKXlGMTihIpIYQIRDVSQggB1UgJIcSvKJEGGKnXoSi+4CXl2ISiREoIIQJRjZQQ\n", "QkA1UkII8StKpAFG6nUoii94STk2oSiREkKIQFQjJYQQUI2UEEL8ihJpgJF6HYriC15Sjk0oSqSE\n", "ECIQ1UgJIQRUIyWEEL+iRBpgpF6HoviCl5RjE4oSKSGECEQ1UkIIgR9qpA0NDV69GSGESJHL5Zh3\n", "7doFmWxoUW2WZQEAHMehtrYW3/rWt8Rv3TRUVlaGZcuW+bsZoqH4gpeUYxPKZSLV6XRYu3YtTp06\n", "BaVSiQULFuDixYuIjIycqvYRQkjAc5lI165dCwBobW3F1q1bAQBLlizBnj173L5wW1sbSktLwTAM\n", "VqxYgaSkpEn3PXDgABwOBwAgJycHc+fO5R2A1Ej9G5/im1pWO4sLzQP44GY3FqaEYWlGJMI1Lv/b\n", "TyrQYgskvP6iw5f3w4Yv812pqKjA9u3bAQB79+5FUVHRpPtqNBqsXr2aT1MIIR6o7TTi5ffrAQDH\n", "63sRoVHiwYwIP7dKenjdbGJZFp2dnQCAzs5O2Gw2t8/RarXOn1Uqlct9HQ4Hdu/ejV27duHixYt8\n", "miRZUu+rR/FNrX6LY9R2p8Hq9WsFWmyBhNcZ6ebNm1FSUoLBwUGEhoY6L/NdGdmrSqlUutx33bp1\n", "zp/fe+89Pk0ihPCQEaVBRqQajb0WRGgUmJ0Q6u8mSRKvRKpQKLBhwwaPXni45gmMLw244i7pAqPv\n", "Hg5/S0plm+IL7u1Ai6/+yjl8dW4KVBHpiAxR4Pb1j9DicHj1esuWLfN7PFNx/LzhVYf8K1euYN68\n", "eS732bNnDzZv3gyO43Dw4EFs3LgRAFBZWQm5XI5Zs2Y5921sbERGRgYA4ODBgy6TNnXIJ4SIQfQO\n", "+SdOnBi1fevWLbfPKSwsRHFxMYqLi1FYWOh8vLy8HKdPnx61b2NjI3bu3ImdO3eioKCAT5MkS+p1\n", "KIqPH5bjUNthwNnbfWjqNfvkNYWS+rETgtelfU9Pz6htPpfqycnJ2LZt27jHd+zYMe6x5cuX82kG\n", "IdNGld6A5w7Vwc5yiNEq8bPHcpEaofF3s8gkvBoiarFYfN0OcpfU++pRfPxcaR2EnR2qunUZbWjt\n", "9///OakfOyFcnpEePHgQJpMJVVVVo7o8zZ8/X/SGETKdZUWHOH9WMjJEhbi/CUv8x2UiHb7pc/Lk\n", "Sbr8niJSH89M8fEzN1GHH67NQWOvCbPjdciJCXH/JJFJ/dgJwatGSkmUkKmlVTG4Py0c96eF+7sp\n", "hAeaj5QQQiCs+xOvM9L//d//xcqVK9He3o66ujqkp6fTKT4hhNzF6659bGwsMjIyoNfr8cQTT0Cv\n", "14vdrmlL6n31KL7gJeXYhOJ1Rjo825NCMbS7XE5LPRESLDoNVphtLKK0SoSqGH83R5J4JdLBwUHc\n", "vn0bMTExADwbO088I/WSCcU3teq7Tfh2yU10Gm3YPDsOn1mYiDCaj9TneJ1aPvTQQ6isrMT999+P\n", "jz76CK2trWK3ixDiA0equ9BpHOoDvudaBxoDZLip1PBKpJmZmVi/fj0AYOHChfjKV74iaqOmM6nX\n", "oSi+qRWmvncpLwOgYrwvywVabIFEcLHz2LFjvmgHIUQEj+RGY2VOFDIiNfj6wxnIiqLx+mLwrlgy\n", "wuDgoC/aQe6Seh2K4ptaSeFqPLs8HVYHi1CVsP/uY2Oz2FnUd5tgtrFIj9IgRjt9h7EKTqSEkMCm\n", "ZORQCrikn8zpxl68erwRAPCxzAj827J0RHh5IyvYUT+mACP1OhTFF7xGxmZ1sNhT2eHc/rChD10G\n", "92u5SRUlUkKIx1SMHHMSdM7tWK0SOvX07aM6Pc/DA1ig1dh8jeLzTr/ZDrOdRYRGAbXCP+c/Y2Pb\n", "PCcOKREqdBnt+FhWJOJ1rlcLljLBiZQ65xMirqY+M37+QSPqu034p/kJKJodB53a/+dAcToVHpsZ\n", "5+9mBATBX23ezpZCJiblGhtA8Xnjg5s9uNFhhMXB4S8X29DQ459O9VI/dkLwSqTvvvuuc8G6mpoa\n", "XLlyxfk7nU432dMIIT7AjLnqm04XgWabAy39FnQZrf5uiku8z0gffPBBAEB+fj6qq6tFa9B0RzXE\n", "4CZGfCuyI7EwWYcwNYOnHkhGZpR/Zsuf6mNnsDrwzhU9vvDOdTyzrwa3uk1T+v6e4FVoUavVo2qh\n", "w7NAEULElxKhwUuPZMF092aTGH1CA9HtXjPe+qgNAKA32LDvegf+fVm6n1s1MV5HxOFwjNoenlaP\n", "+J7U61AUn3dC1QrEhqr8mkSn+tgp5DKMrGIE8hSAvI5KXFwcKioqYLFYcP78eURHR4vdLkLINJcZ\n", "qcHzK9KRFKZCYVo41hfE+LtJk+K9ZlNNTQ1qamqQnZ2NWbNmid2uSdGaTYRMHyzHYdDigIqRQaMU\n", "94xU9DWbgKGbTPn5+V69CSFEmnrNNtgdHKJClGDkvu9OIJfJEB4E4/d5XdpLva4VSKT+t6b4gtfY\n", "2Oq6jPiP/bX40q4qnLzVCzsbVAsS+xSvRDp2sbtz586J0hhCSHC402fGm2ebcaffgkGrAz/5oAEt\n", "/RZ/N8tveCVSq9UKq/Veh9jm5mbRGjTdUT/L4Cbl+IZjq+4w4Hfld8Dv7sr0wKv4kJmZiTfffBMr\n", "V64EMP4MlRAyfdzQG3GxZRBfLkxBl9GGPrMd/7o0Dcnhan83zW94nZFeuXLFmUR53uQnXpJyjQ2g\n", "+ILZcGzJ4SrYWQ5/qGjGnIRQvLouBx/LioRChJtNE2nqNeNwVSdO1vegO0CGjvI6I12zZg0yMzOd\n", "2waDQaz2EEIC3OwEHV5ZnYWaTiMWJochJ0Yryh37iXQarHjp6E009w8l0M/el4jP3pc0Je/tCu9+\n", "pJ5qa2tDaWkpGIbBihUrkJTkOliTyYTXX38dTz75JJKTkyfdj/qREjJ91XeZ8JU9Vc7tGXFa/Oyx\n", "XKgVwvuYCulHynu8mc1mg16vB8uyGBgYcLt/RUUFtm/fjscffxxnz551u/+JEyewdu1avs0hhExD\n", "UVoFFiTdm3FubUGMT5KoULwSaX19Pfbt24ejR48CAA4cOOD2OVqt1vmzSuV65uyenh5otVpoNLRU\n", "rJRrbADFF8wCIbaoECWeW5GO763Jxs/W5+Lj2VH+bhIAnon0/Pnz2Lp1K3Q6HeRyOa85SEdWDJRK\n", "18u0lpWVedRtZOQBLSsrk9T21atXA6o9FB/FF2jbNZfOYUl6BOYnh+FiRblPX99bvGqk+/fvx6ZN\n", "m7B3714UFRU5t10pKSnBunXrAADHjh3DqlWrJt33j3/8I2JjY6HX65GZmYk1a9ZMui/VSAkhYhB9\n", "rL3JNHpCVbvdzvs5HMeNen5lZSXkcvmoiU+eeuopAMD169cRGRnJp0mE+E2/2YaTt3px4c4AVuZG\n", "4f60cGj8XKdjOQ7y6TR1foDhdWm/YMECvPXWW2hpacGuXbtw//33u31OYWEhiouLUVxcjMLCQufj\n", "5eXlzmVLRuru7kZZWRkqKys9aL70+OIyI5BJIb7KNgN+deoOTjX24fulDajrvHeiMNXxdQxa8ecL\n", "Lfjme3Uob+yDzSHeXMFSOHZi4XVGWlBQgLS0NLS3tyM1NdVtzRMAkpOTsW3btnGP79ixY8L9o6Oj\n", "8aUvfYlPcwjxq27T6CuyAYv7KzSxnLndh79+1A4AuNw6iF99ogD5sVo3zyK+xrv7k0wmA8uy42bL\n", "J74l5bHagDTim50QiqiQoXOQ7OiQUWsoTXV87YP3RvawHGCyivf/UwrHTiy8zkgrKytx/fp15Ofn\n", "4+DBg5gzZw5mzJghdtsICUhZ0SH4xcZ89JnsiA1VIk7nunufmFZkR+G96i4MWBx4MCMCqZHUhdAf\n", "eI+1//SnP40FCxZg69atuHz5stjtmrakXocKxPi8GdyXHK7GzITQcUl0quPLi9Xi15/IxxtFBfja\n", "sjTEaN2X3bwViMcuUPA6Ix3ZuR5w3y+UkGBxvX0Qb19uR1yoCp+cGx+UMxglh9NZqL/xOiPt7+93\n", "rhzKsizMZjMA4PDhw+K1bJqSeh0qkOJr6bfgWyU3ceZ2Pw7c6MRfP2oDK3DqiUCKz9ekHJtQvM5I\n", "e3p68I1vfANz585FZWUlcnJysHPnTlRVVWH9+vVit5EQUVjtLIy2e92FmnrNsLMcVAz1xySe4d39\n", "6Zlnnhn3eElJic8bNN2VlXk2XDbYBFJ8cToVPj0vHu9c0UMpl+HJRUlQCVw3PpDi8zUpxyYUr0Q6\n", "PNRzoscvXbqEBQsW+LRRhEyFUBWDx+cnYEV2FFSMDGl0x5t4SdjXL4CGhgYfNIMMk/o3/lTHx3Ec\n", "GntMqO00YnCCjvM6tQJ5sVpkRIX4ZIillI+flGMTKvAXjCZEgI9aBvCdo/WwOTh8cm4cPrMwCaEq\n", "/4yLv9NnRqfBhhitks5+JUbwGSnxLan31ZvK+OwOFm9dbIPNMXQnftfVDrQPiLvGz2TxNfaY8OzB\n", "WrxwuA7PHqzFrW7TuH1sdhaVbYP4oL4H9RP83t+k/tkUgs5IiWQxchlSI9WobB9aY0yrlEOt8P7y\n", "/WaXETf0RsSFKjErIRRhav7/fRp6zOi5O0a/12xHQ48JWdEho/a5pjfg64frwAHQqRj8YmMeMqJC\n", "Jng1EmgokQYYqdehpjI+mUyGx+cnQM3I0T5oxT/NT0BKhHeX1E29ZrxwuA4DlqGx7N94OAMrc6PH\n", "7TdZfGPLCRGa8f/1qvQGDPdiHbQ60D5oDahEKvXPphCUSImkJYdr8PTSNHAcB5mAm0k9JpsziQLA\n", "1bbBCRPpZFr6zfhSYQpudhmRHR2CUOXoxMpyHPLj7o0g1CrliAv13xh+4hleNVJXEzlT1yffknod\n", "yl/xCUmiABCvUyElfCixyQAszYiYcL/J4us22vGn8y24oTfiLxdaYWfvjaDSD1rxX+V38F5VJ767\n", "KgtffzgDr23IG3fp729S/2wKweuM9O2338ZnPvOZCX83cr17QqQqMUyNH6zNwe1eMyI1CuTGaGGz\n", "s+gy2aBiZJDLZGgftCI0MXPC5z+SG42PmgdQ323C4wsSRiXJM4192He9EwBw4lYffrUpHzkxNKdo\n", "MOGVSDs6OvD2228jKSkJDz30EBQKqgiIRep1KH/G12O0od9iR7hagSgvZklKidA4a6wWuwMl1V34\n", "3ZlmbJwZi26jDScb+qBRyPHjsEjMShi9QGRapAbfX5cDs41FhEYBteLexWCvefQVn9ku3iz3Qkj9\n", "sykEr4z4+OOPIykpCW1tbThw4ABUKhUee+wxsdtGiM+09Jvx6vFGVHcYMSdBixcezkRimPczPTX3\n", "WfBGeTMAIFyjwN67Z5RmO4tDVZ3jEikAhKsVmGhyqY9lReJIdRc6jDaszIlCBvUxDTq8aqQJCQkA\n", "gMTERKSlpaGtrU3URk1nUq9D+Su+mg4jqjuMAIDKdiNqOo2CXk8mk0F+t+zKyGVQyu/VYFMjNOgy\n", "WNFl4NdnNSs6BK9vysebW2bg6QdTvTpbngpS/2wKweuMdPfu3YiKikJHRwcWLVqEL37xi2K3ixCf\n", "0oy5Sx6iEDYWJS1Sg29+PBNvnm1GbYcBL6/KwsGqTmREKDEzXot/fvcG1IwcL63KwpzE8WenY8Xp\n", "VIgT1CLiT7zWtX/11VfxxS9+EfHx8VPRJpdoXXvijV6THYeqOvDhrT58PCcKjxZEI1wj7MyP5Tj0\n", "m+1QMXJo7/YT7Ry04vM7r8N6dzRVWqQar2/IR9gE/UZJYBF9XfvPf/7zAZFECfFWZIgCTyxIxObZ\n", "8QhRygV3hwIAuUyGyJDRyZjF0KU+7iZShVwGWm5e+nhd3yQlJcFms0Gv14NlWQwMDIjdrmlL6nUo\n", "f8Z3p8+Cfdc7sO96B9oGLG73d7AcmvssaOm3wMHymzn/1rWP8PKqLMSFKpEWocZ/fCwdOg+GkgYy\n", "qX82heB1hOvr63Hx4kWYzWY88cQTOHDgAJ544gmx20aIz/SabPjesXo09g4l0OoOI772sfRJJ3Jm\n", "OQ7ljX344T9uQSaT4duPZOLB9Ai3Z7I2mw2FKeH4zScKwMhlCKdL+mmB1xnp+fPnsXXrVuh0Osjl\n", "cuh07ovnxDtS76s3FfEZrQ50GKww2+4N6TTaWGcSBYBr7QaYbZP31+w22vCfH96GgwPsLIdffNiE\n", "bqPN7XsPxxelVUouiUr9sykEr0Sq0VC/NhIc9AMWvHbyNp569wb+UNGCnrvJT8ZxeCQ3yrnfJ2bF\n", "upyXVCGXQTfi96EqBgyt5UQmwSuRmkyj50Z0NfaeCCP1OpTY8V3TG/BhQy9MNhZHa7rQ1De04m1z\n", "vxUcB3x+URL++f5k6FTM0E2hSUSGKPHiI1mYEafFrHgtXlyZiUiNEj0mG660DqCmwwCbY/wZrZSP\n", "n5RjE4rXtceCBQvw1ltvob+/H7t27cIDDzwgdrsIESQtUo3HZsSipLoLLf0WZEWF4PjNHuc0dd98\n", "OMPtaxTEafHT9bmQAVArGfSbbXjzbDNK63ogA/Diykwsz46a9PlmmwPN/RYo5DKkRmhcJm4S3Hj1\n", "IwUAo9GI9vZ2pKamQqn038gL6kdKXNEPWPBmRQtmxofiDxXNGL7Z/u2VmVAxcpTUdGJeUhg+nh3l\n", "8Qii+m4TvrK7CgAglwH5sVr8fEPehDesLHYWh2504HdnW8DIgO88koUHM9zfrCL+I3o/UgDQarXI\n", "ysoCMHTzafHixV69ISFiig8b6nJ0uXUAI3sstQ5Y8E/zE7Fkkunv+AhVyrF+RgySw9Uw21hkRKlH\n", "DQ0dqctow+/PtgAY6lL6ZkUL5iTpEC6RrlBkNJdH9fe//z3i4uLAsixu3ryJ1NRUNDU1QafTUSIV\n", "idTXDp+K+LQqBlnRIciJDsHNbhO0SjnuSwkT/LoJYWpEahT4Y8VQgkyPVGN2gg6xIyZgHo5PxcgQ\n", "EaJA793lRRJ0SqiC/NJe6p9NIVwm0sWLF2PRokXYt28fvvjFLyI2NhYdHR04fvz4VLWPEK8khqnx\n", "ypostA/YEKFRID1KeM8Ti82Bc039zu3bvRYMWByIDR2/b2yoCj9cm4O/XGhFqIrBEwsTx433J9Lh\n", "MpEuWrQIAOBwOBAbGwsAiIuL49Udqq2tDaWlpWAYBitWrEBSUtKk+54+fRrt7e0AgPT0dOf7TkdS\n", "/8afyvjidWrE67yfKm8stZLB6vxo1N6dPm9ekg6RY/qKjowvL1aLV9ZkQy6RuqjUP5tC8CrYjO3u\n", "ZDab3T6noqIC27dvBwDs3bsXRUVFk+67dOlS589Hjx7l0yQiUYMWO662GdDUa8a8JB1mxE9wuudH\n", "q3KjkREVApPNgZxordsbVlJJosQ1Xv1Io6OjcebMGZjNZpw5cwZRUZN3+Rim1d5bKkGlcr+IV0ND\n", "A1577TXk5ubyaZJkSb2vnrv4LjYP4OX36/HHcy144XCdx+u7N/Waca6pH/Vd7p9ntDowaPGsT7RO\n", "rcDC5DAszYhEQtj4z7WUj5+UYxOKVyJdtWoVwsPDceTIEYSHh2P16tVunzOyVxWf7lKZmZl4+umn\n", "ce7cObf7jjygZWVlktq+evVqQLVnquO70dbn/NlsZ9HU3sX79W/3mPDsoVq8eOQm/v1ADWo6DBPu\n", "f/r0adR1GvH8oVp87UAtzt5sn7L4aDuwt73Fux/pZC5dujThSqIlJSVYt24dAODYsWNYtWoVr9c7\n", "fPgw1q9fP+nvqR+ptF1pHcDXD9fBwQHJ4Sr8aF0ukidan2MCpxt68d1jt5zb/74sDetnxI7bb9Bi\n", "x/OH6nDz7tmuTsXg91tmIE5Hyx9PZ1PSj3QyDQ0NEybS4WGlHMeNGmJaWVkJuVyOWbNmOR/r7u5G\n", "dHS0c38yfc1O0OGXm/LRa7YjJVzNO4kCQLRWCbkMzv6jSZOsycRygGnEAnMWBwsHfe6IAKL1Di4s\n", "LERxcTE4jht1NlpeXg6ZTDYqkZ46dQoWy9DMPNO9f2pZmbT76rmLj5HLkB/n3Q2m3Fgtfro+D5Vt\n", "g8iL1WJG/MRLGodrFHjmoVR899gt2Bwcvr4iA3GhvjkblfLxk3JsQomWSJOTk7Ft27Zxj+/YsWPc\n", "Yxs3bhSrGSTAMIx4fSkVchnmJekwL8n9NI8LU8Lx5idngGWBeJ2KxsETQWi8WoCR8je+g+WgSJ2N\n", "F0tuYma8FusKYkaNCppqCT7sYzqMz/Gz2ln0m+0IUcoRGkRDRqX82RQqeI4iCXq3uk34ztGbYDng\n", "3J1+hGsU2DSL39qZfWY76rtNUMhkyI4JcTmXaCAbtNix91oHGnvNmJuoQ0GcFvmxWprMJMgJW5OW\n", "+JwvumIEKoPVMXoikX736yYBgMnqwN8+asPXD9fh2UO1OFzVCTvPNZR6TDZ0GaxTdhPT3fGr7zah\n", "usMIhVyG35y+g/84WItLLYNT0jahpPzZFEpwIp3ojj0hE0mN0OD+lKH6pU7F4OM57gd2AENno/uu\n", "dzi3d1d2YGCCjvQcx+FSywBeO9mI3ZV61HYYUHarF0druvFRy4DfeoTc6TPj4p1+NPaYwGFontPS\n", "uh4AgM3B4W+X2ngvrkcCk1eX9lar1TlaKTMz05ftmfakXIeKCVXiuYczoR+0IlTFIDWC30QiIUo5\n", "cmNCUNM51I1uVkIoQhTjzwFqOo349pGbzjXldzyQjNO3evFgViSq9AaEKOWYGS/uemNjj9/tHhNe\n", "OFyHbpMdWqUcP38sDxlRIQhRymG6u2ZUWmRwTPos5c+mUF4l0pKSEmzatMnXbSHTQFSIElEhnk2o\n", "HBGixNc/nonyhj6oFDIUpkVMOJNSj9HmTKLAUE1289x4/PiDRthZDidv9eKV1dlImKR/qRhu91nQ\n", "fXcqPaONxc0uEx7OicL3Vmdj11U9kiPU+ATPOjEJXJMmUpZl0dXVNeHvaF178Ui9r5638aVFaJA2\n", "3/UZbGyoCjPjtbihN0LFyPCxrEicbuh11lPru81oG7CKmkjHxhcdooAMcC5xEqdTQq2QY35yGOYn\n", "C58jdSpJ/bMpxKSJlOM4/PnPf56wg/zwlHdkehuw2NE2YEWIQo7USP+vNJsTE4KvFKagsdeMqBAl\n", "8mI06DbacaR2qB6pZqZ+nfm8WC1+/GguLrUOYGZcKGYG2GxWxDcm/VQxDIPMzEw8/PDD437X29sr\n", "ZpumtWD5xu+32PHn8604cKMTGoUcP1ybg7k8OsKLGZ9MJsPMBB1mJtxrx7JMOUKUcjT2mrEkLQJZ\n", "0SETPtcSNOHLAAAgAElEQVRmZ9FusIKRyZDkwbDUscbGp2TkWJgShoU+mKHf34Lls+kPLr+eR84T\n", "OtKSJUtEaQwJHm39Vhy40QlgaJamv19ux5zE0CnpD2myOlDTaYTR5kB2dIjLS/WIECVW5ka7fD2b\n", "ncWxum68XtYEFSPD99fkYEEQJD6W49BrskPJyBAWRB37pchl96fk5OQJH09MTBSlMSR4+upplHKo\n", "mXtJMy1SzSuJ+iK+kw29eP5wHV5+/xZ+dLwB3QaboNfTG2x4vawJHACLg8Nvz9yBwep+ntLmPjM+\n", "vNWDyy0DMNkcAKbu+DlYDmUNvfiXPVV44VAt6ruMor9nsHw2/cGrfqRtbW2+bgcJMio58NUHU7Ew\n", "OQyr86KxPCty3D52lkOnwYoBs2eTJ0/G5mDRZbDiSPW9m6A39EZ0m4QlUoV8qIvVsAgNA8bNl0L7\n", "gAXfOVqP75c24PnDdTh7u9/l/r7W3GfBj/7RgB6THTe7zfifc63UF9WPeCXSa9eujdo+ffq0KI0h\n", "wVOHutNvxX+daYadZVHbacTFMaNzLHYHSqq78KVdVfhmSR0ae4aWp/EmPgfLobyxD88dqsW7V/Wj\n", "JiVJClMhXDO+K9SdPjOOVnfiwPUOtA+4HkGVEKbGD9bmIC8mBPclh+HppWluF6rrMtpwp+/e6354\n", "a+i+wVQdPw4cRo4vsLPs5Dv7SLB8Nv2BV2GltrYWs2fPvvckBdVjprtIjQJ2lsPVNgMA4HNjVum8\n", "3WvBr041AQBqOk3Ye02PZ5ale/VeDT0mvHKsHiw3dAb6r0tT8eXCZMhlMixKDR+1wJ2d5XCqoRfF\n", "l9qRFK5CZlQI/vpRG/7toTQomMnPG+Yk6vDahjzI5TKoXOw3LCpEiVitEjo1g0Wp4VjI40abLyWH\n", "q/HcinT8+tQdRGoUeOqBlKDo1C9VXmVEdgq+/aarYOmrlx0Tgp+sz8W5pj7kxGgxP3FMIhkzHHP4\n", "qtOb+Mx2dtQY/Sttg2jsNuPppalIH9PtqrHHhFePN4Dlhsa1R6gV6DBYYbaz0LlJkJ4sl5wUrsar\n", "j2ajvLEff7+ix/W2QSSFq9FYeX5Kjp+SkePjOdGYnxQGJSPzeJCDN4Lls+kPLhPpwYMHYTKZUFVV\n", "BZvtXh0qISFB9IaRwGWyOVDdYUSfyYY1eTET9iFNj9Lg/y1Nxf+ca0FSmApb5ng/eic1QoN1+dEo\n", "qelGmJrBg+kReCg9Anmx47syWe3cqKQ7YHVgXUGMKLNFmWwc/ud8KwDgRocRh6s6sYjHUuW+opDL\n", "EE/LowQEl4l0w4YNAIADBw7Q5MtTJBi+8S82D+CVu2sjRYco8NqGPKSMGTevVjB4tCAGD2ZEQM3I\n", "nR3hvYkvQqPAU4UpKJodD61KjsQx3Z3aB6zoMFgRFaJAWqQaW+fG492rekRqFPjErFjkTdE0dRyk\n", "vcJDMHw2/YXXpf2jjz4qdjtIEDl/594d6m6THV1G27hECgxdfvJdwqOhxwSDxYHEcDViJlgrPlyt\n", "QPgEfSVb+i34zpGbaOqzIFzN4Cfrc7F9YSLW5cdAo5SPOmOz2Fl0GW1QMjKfLC2SEaXBlwtT8H8X\n", "W5EWqZlwoT0yPfC6a083l6ZOMPTVW5wa7vw5OkQxYeKbzETxVbYN4l/3VuNrB2vx2slGdHnQL7Sx\n", "x4Smu3fP+y0O3NAbEapikB6lcSZRjuNwo92A3ZV6fOGd6/jqnmpUdxjcvjbLcajuMOB4XTeq9IZx\n", "3YtClAw2zYrFH7bOxI/W5iA9UhMUx89bUo5NKJcZ0m6348SJE9BqtViyZAnef/99GI1GrFmzBlrt\n", "xAuLEem7LyUMP12fi16TDVnRIROejXriaE03LHdnbTp/ZwCtAxbEhPJLzmPHzsdO8LyqDgM+ahnE\n", "ny4M1TP7zHb86VwLfrAu1+Wd7tpOI752oBZ2loNCLsN/bsjDjDFj5T056ybS5fKMdPfu3Zg/fz5i\n", "Y2Pxk5/8BLNnz8a6detw4MCBqWrftBMMdagQJYMFyWF4OCcaGVETj12fzETxZUbfS8RKRubRjaG8\n", "GC2+tzobq/Oi8PzydMyeYFKQtgErOAzdnBkWqlbAXW+h1n6Lc+YoO8uh1U1/VCA4jp+3pBybUC7P\n", "SNVqNWJjYxEbG4uUlBSkpKQAADRTeGcy2DhYjvrzeWh5ViQ4jkN9twlr82OQGcX/86VSyLEkIwJL\n", "MiIm3Sc5XI2/XmzFU/cn42BVJ2K1SnxmYaLbG1BJ4Woo5TLY7p6RJk3hPKYkuLhMpCaTCRzHwWQy\n", "oa6uDhaLBWq12rkGPbmnpd+Mv1/Wo6Xfgs8sTMS8JJ1Xd4ql3ldvovhiQ1X45FzxutTlx2rx7PIM\n", "tA5Y8OzH0pEUrkK01v3leF6sFv+5MQ8tfRYkhauRF+u+nCXl4yfl2IRymUhXrlyJd955BwzD4Jln\n", "nsGuXbsATD4r1HT27tUOvHd3DHiV/iZ+u3kG0gJgjk4p4DgOPUYbOgxWdJnsyI4OGdcFypWJptcb\n", "+/oOlhs38kkuk6EgLhQFcTSHKHFNxvlrRTAvlZaW4r777vN3M0ZhOQ4vvleHCyPGm/+2qAC5PM5g\n", "glGnwQqZDIjhcVYnlM3BoqyhD29dbEVSuBoFcVqcvd2H767ORqwPbvLc6TPjbx+1o33QgicXJWFe\n", "kmfT5zV0m/BedRe0KjlW58UgWcBcpsS/Ll68iEceecSr59JyzD4gl8nwxMIkaO4uyLZ1bhwSw6R3\n", "J5fjOJy/048v767C03uqUdnGfxnhXrMNbQMW53RzfN3QG/Dj4w1o6rOgoqkfnQYbBiwO9JiEzyjF\n", "chz+erENx+q6cbXNgG8fqUdzn5n387uNVrz8fj32XOvAXz9qxx8qmmGxexYfkQZeHUQtFgsOHTrk\n", "3H7sscegVtM370hzk3T47eYCWOwsEsPUXg9JDOQ6VKfBhh+U3oLx7uqXPz/ZiF9uLEBEiOuPUVOv\n", "Ga8eb0B9twkb8iPxufvTeC350dpvwQ29ESMvmcx2B5LDVT5ZMoRlOegHrSNemx21eJ47ZjuH1oF7\n", "z6/vMuFG7U0smJkvuG2BKJA/m/7G64z0wIEDWLNmDbZs2YI1a9Zg//79YrcrKKVGaJAToxVlXHeg\n", "GHkDTQYZ+NxPK2voRV2XCSwH7K/uxa1uE2x2FuWNvfjOkZt490o7uo3jO+EPWByobBvEowUxAIAY\n", "rRKPFsTiXx5MQ4IPxpgrGDk+t/jelcRnFiZ69LpRIQp8am68c/vx+QmwDvQJbhcJPry+1pVKJXS6\n", "oUK9TqeDUin+TDPTVSB/48fpVHjpkUz89MRtKOUyvLAindeZoXrMGvSMXIab3SZ89/1b4ACcbepH\n", "tHb8kiBxoUpYHRya+y343H2JmJuo8/nKm/OTwvBfmwtgsXNIDFNB68GX4KDFgQGLHU8uSgIjAxwc\n", "hwceuN+n7QskgfzZ9DdeidThGF33oWn0pq+FKeF4o6gAchkQyXPqtgfTI3CtbRA39EZsnRuP7OgQ\n", "XNcbRl2yj7zEvtNnRm2nEWEqBv/+UCpaBqzQqhjkTrJwnVDejswasDhQUtPt3J4Rp8Wa/Bhe85kS\n", "aeF1xHU6HWpqagAANTU1zrNT4nvBMJ45WqvknUSBoY7tz6/IwBtFBUi3NkGrYpAeqcGchKFuRREa\n", "Be5PGxq/rx8cmoTk1eON+NaRelxsGcSi1HDMjA+FUhFYCSoqRDFqtv61+TG4dOG8H1skrmD4bPoL\n", "rzPSNWvW4PTp07h8+TJSU1OxZs0at89pa2tDaWkpGIbBihUrkJSUNOm+165dQ3V1NViWxZIlS5Ca\n", "mso/AhIUNEoGGiUDs8kEAIjXqfDiykx0GGwI1zBIDh86K+wx2dHcf+/s9MNbPVg/I2ZKpsHzVJRW\n", "iReWp+NmtxlapRx5sVpcrLC6fyKRHN63Pj3thF9RUYHt27cDAPbu3YuioqJJ9+3q6sKWLVsAAIcP\n", "H57WiVTqdaiR8cWEqhAzpi9odIgS6RFq3L47o9PD2VEBmUSHxYepET9icICUj5+UYxPK4z4kjY2N\n", "SEtLg1zu+jJr5OxQKpXrO6HLly/3tBlEouJ0KryyJhs3u0zQqRgUTDAJSaC73WPC1XYDItQKzE4I\n", "RZQH0wyS4MSr6PTzn/8cjY2NOHz4MJqbm3l1fxo5YIrvXf73338fDzzwAK99pUrKdSg7y+FS9S0M\n", "WFx3pk+J0GB5dhTuSw0Puq5kl2oa8O2jN/HLsiZ8r/QWjtR0uX9SkJDyZ1MoXom0oKAAGRkZAPhf\n", "4o+808/n0uzEiRPIy8tDbKz7WcZHHtCysjJJbV+9ejWg2uOrbaudxfs1Xfh+xQBeOFSLxh4Tr+df\n", "uXIF5eXlfm8/3+3OfiPaBu71ia1o6seVq5UB0z7adr3tLV5j7YdrnEeOHMHatWvd1jwBYM+ePdi8\n", "eTM4jsPBgwedaz5VVlZCLpdj1qxZzn0//PBDxMXFYcaMGW4bHIhj7Yl7dV1GfHVPtXN7dW40nn84\n", "Y9L92wYs2H+9E7e6jPjU/AQsSA6DPIBrpcO6jTb8oLQele1GAMBzy9OxJj/Gz60ifAgZa8+rRjo4\n", "OIijR48iJyeH9wsXFhaiuLgYHMdh1apVzsfLy8shk8mciVSv1+PUqVOYMWMGqqqqMDAwgM9+9rMe\n", "hkEC3piva3bsA2O8X9uNd6/qAQBX2gx4o6gAmSL1I/WlaK0SX384C7d6TM47+UT6eCXSLVu2oL29\n", "HVlZWbh8+TKvDvnJycnYtm3buMd37Ngxajs+Ph7f+MY3eDZX+srKpDmeOS1Sg397KA1/qGhGok6F\n", "f5rvev7RO733Jg+xsRxM9uAYBDJ8/BIkOGmNVD+bvsArkWq1WmRlZQEA5s+fj5kzZ4raKCIt9d0m\n", "dBttmJ8Uiu8vjURGaorbiU6KZsfhbFM/jDYWq/OiaXo6EtC8mo90//792LRpkxjtcYtqpMGlusOA\n", "5w/VwWxnEatV4qfrc5HKc8LrO31mmGws4nVKRGg860LUPmCBwcoiJlSJCB/MFEWkT/Qa6Vg01n76\n", "6TXZcal1AK39FixODedd+7uhN8J897K802jDnX4L70Sa6uUY+PpuE771Xh26TXYsy4zA00vTPFoy\n", "mhBPuez+9Morr6ClpQWvvfYadu7c6fx39erVqWrftOOLrhhiONvUi4vNA2jqteA7R2+iqZffBMgp\n", "4fdqhYwMYKzu15MXquxWL7rvTvxc1tCH2z38J2sW/N4Bevx8QcqxCeXyjPTll18GAOTk5Izq7rR3\n", "715xW0UCDiOT4VLzAJQKGbYvSMSAmd8M9bMSdHhldTZqO41YmKyD6U41gGSv22GxO6BWDHXStzvY\n", "cessAUCM9t7HWgYgRBlYk50Q6eF1ab9kyZJR25GRkaI0hgTmeGb9oBW/OX3HOTP+wapOfG9VNjiO\n", "czvYIlTF4MGMCDw4vFxy0mKv2tBltGH/9Q5cuDOAz92XiPLbfWjsMWP7wkQsTBndx/SBtAh8ep4V\n", "V9sGsXnO0LR9UyUQj5+vSDk2oXgl0sTExFHbDz/8sBhtIQGK4zjY2Xv3JO0ODv+o78atbjM+c18i\n", "0iPFT1RXWwdQfKkdqRFqlDX2oeTuiq0vHa3HG5sLkBl1rw1xOhWeeiAFNgcLJc0NSqYAfcoCTCDW\n", "oeJ0Knzr45nQKOQIVzPYPCcO71zpwAf1vXjj9B2YPVjQztv4+i1D7xGqYtBrujcE08ZysNgmvvnp\n", "jyQaiMfPV6Qcm1CUSKeJXpMN19oGUd9tAuthjze5TIYlGRH449aZ+PmGPPzpfCsM1qHEph+0wcaK\n", "v6L3gmQdksJUqO82YXlWFLR3656fmBWL5AjqY0r8i9a1nwb6THb8prwJJ+p7oZDL8IO12bgvJdyr\n", "17LYWRyq6sTvzjSDkQEvrcrCgxlTUzPvGLRi0OpAdIgCBqsDZjuHeJ0SOrVv+ok6WA6dBisYuQyx\n", "odIbmURcm/J+pCS4tA9acKK+F8DQVHa7r3Z4nUjVCjkemxGDBUlhYOTe9/X0RpxOhbi7P0e4WerE\n", "5mBxuXUQ5Y29mJOow+LUcIS5SLgOlsOphl789EQjNAo5XlmdjdmJtKQO4Ycu7QOMGHWoECXjvBQG\n", "gNxYYTeH1AoG2TEhyIgKASP3bEamqaqz1XaZ8GLJTRy40YVXjzfiervr/qvtgxa8erwBVgeHfosD\n", "vzrdBIOVXxevkaRcR5RybELRGek0kBapwauP5uLwjU6kRKjHLXsMAHWdRtR3mxAbqsTM+FCEKL2f\n", "ULltwIJ/1PWgw2DF+hkxyIud+lnu+0y2SVcpnYhcJoNCLoPDMfQslVweFNP2kcBAiTTAiNVXb2Z8\n", "KGZOsmxHY48Jzx+uc95AemV19r1+nx7iOA47r+hx4EYnAODDW734TVEBEu+uazRVfRHTI0OQEq5C\n", "c78VoSpm0tiHJehU+O6abPzywyZoVXI8syzNqy8TKfe1lHJsQlEiJegy2pxJFACutQ96nUjtLIfa\n", "TqNzu9/igNE69XMzpESo8aN1udAPWhGlVSLdzfh+mUyGRSnh+PUn8sHIZT67gUWmB6qRBhh/1KHi\n", "dSpE353WTgbgvpQwr19LycixbUEChkun6/KjEae7d2NoKuNLCldjfnKY2yQ6UkSIsF4AUq4jSjk2\n", "oehrV2RdRitYFogJVQZszS01QoOfrs/F7T4LokIUyI8RNqv7/WkR+E1RAcw2FmmRGpd3ywmRAupH\n", "KqIbegNeOVYPk43FCysysCQ9wuO73MGK5TiwLDfhpCKEBCIh/UjpUy4So9WBX5Y1odtoh8nG4of/\n", "aED7oMXfzfKIwerAyfoevHG6Ceeb+mDjudzHnT4zfvpBI75+uA5XWwdFbiUh/keJVCQyGaAY8deV\n", "ywAZ3J+NBlId6obegB/8owH7rnfixSP1qO0yun2Og+Xwlwut+MfNHlxtN+DFIzfR0ndvPtBAik8M\n", "Uo5PyrEJRYlUJCFKBv/2UBrSI9SI0Srx8qosJAbZgmgj+15yGJol3x2W49A+4nlmOwurI6iqR4R4\n", "jO4CTKK+y4RdlXpoVXJ8YlacV0Mh8+NC8Z8b8+HgOES5GdI4LJD66hXEaaFTMRi0OpCgc9+FCBi6\n", "a//5xcl46chNWBwcPrswcdSKmoEUnxikHJ+UYxOKEukEugxWvHT0JvSGoenaWvos+M4jWdB40UE7\n", "PIgXXsuJ0eL1jfnoNtkQq1VCrZSj32JHuJu78HLAudwyy3GwOjjw/B4hJCjRpf0ErA4OHYZ7c142\n", "9VlgsU/N5Wmg1aHSozSYEafFheZ+7Hj3Br55uA63XazXxHEc3r7Uhr9cHPr31kfto0oEgRafr0k5\n", "PinHJhQl0glEaRV4clESgKEO6p9flIQwjfdjz4Pd7V4z3ihvhtHGorbLhH3XOibdVyaTITfuXj9U\n", "rVI+asIUQqQoeK87RaRRMCiaHYfFqWFgZDKkR2mmrDN9MNSh3P0lNsyMRaiSQXO/BY/NiEXKiPpy\n", "MMQnhJTjk3JsQlEinYRWxSA/bupnLQpE6ZEa/L+lqfjf861IjVBj0+w4l/sn6NR4fEGiy30IkRK6\n", "5gowgViH0igZPFoQgz9smYEfrc3xaOz6WIEYny9JOT4pxyYUnZESXpSMHLG64OoHS8hUobH2hBAC\n", "GmtPCCF+FTCJlGVZOBz810eXKqnXoSi+4CXl2IQSrUba1taG0tJSMAyDFStWICkpadJ9S0pKUF9f\n", "j6KiIiQnJ4vVJEJ8guM4yAJ0blniH6LVSPfv349NmzYBAPbu3YuioiKX+1+/fh2RkZFuEynVSIm/\n", "NPWa8c6VdvSZ7di+MBEF1D1OUgJyXXut9t7oFpWK7vaS4GZ1sPjD2WacaeoHAFxvN+C3m2cgnnoy\n", "EIhYIx15oqtU0owVfEm9DhWs8dkdHNpGzBnQb3HA6hg/0XWwxseHlGMTSrREOvLGka/rSSMPaFlZ\n", "mU+3L9c24lJdE6x3Z4P39eu727569eqUvh/Fx29bq2Lwz4uTwdz9KH9hURJitUrJxEfbwohWI92z\n", "Zw82b94MjuNw8OBBbNy4EQBQWVkJuVyOWbNmjdo/EGqkN/QGfPvITQxaHPjqg6lYWxANjWL6TlZC\n", "RnOwHO70mWFzcEgJVyNERZ8NKQnIGmlhYSGKi4vBcRxWrVrlfLy8vBwymWxUIj127Bjq6+uh0WiQ\n", "mZmJ5cuXi9WsSdkdLP7nXAsGLENn0m+U38H8JB0yo0OmvC0kMDFyGTKi6PNAxhMtkSYnJ2Pbtm3j\n", "Ht+xY8e4x0YmWn+RyWQIHXGGoZTLoPDDip9lZWVTMsuOzcGiz2yHmpEjbAonn56q+PxFyvFJOTah\n", "aKz9XYxchi8sTobJ5kCnwYYvL0lBcoTa380ShcnmwJGaLvz5QhvSI9R4bkUG0gRMRELIdEdj7ccw\n", "2xywsxx0bpbTCGbVegP+dX+Nc/uTc+Lw5SWpfmwRIf4XkDXSYOXNukzBLri+SgkJPAEz1p4M8UVX\n", "DHfSozT4ypIUaJVyFMRpsX5mjOjvOWwq4vMnKccn5diEojPSaShEyWDjzFh8LCsSmim+2USIFFGN\n", "lBBCQPOREkKIX1EiDTBSr0NRfMFLyrEJRYmUEEIEohopIYSAaqSEEOJXlEgDjNTrUBcuXcWV1gGc\n", "ud2H9gGr+ycEGSkfPynHJhR1ICRTqlkeg98cqgMAzEkIxbcfyUK0lib+JsGNzkgDjJRn17E7WPyj\n", "cdC5XdluQI/J5scW+Z6Uj5+UYxOKEimZMgpGjsLUcOd2UpgK4RKeHIZMH5RIA4zU61AFqn689EgW\n", "nlmWhu+vzUacxBaPk/Lxk3JsQtHpAJlSxh49ls3O93czCPEp6kc6DdjsLFoHrJDLgeRwNeQ+XoyQ\n", "ECmg+UjJpGwOFsduduP1D5ugkMvw0qosFKZH+LtZhEgK1UgDjK/rUJ0GG35Z1gQOgI3l8F9n7qDf\n", "bPfpe3hC6nU2Kccn5diEokQ6Bsdx6DHaMGjxX7LxJSUjQ9iIO+NRGoVfFvUjRMqoRjqCg+Vw5nYf\n", "flt+B1EhCjy7PANZEliOuUpvwO/PNkOrlGNHYQoyaUlhQsahGqmPtPRb8IPSW3BwQIfBhj9WNON7\n", "a3LABPkZ3Iz4UPx0fS7kMlnQx0JIIKJL+xE4DmBHnJ9bHCzYKT5hF6sOpWTkAZFEpV5nk3J8Uo5N\n", "KEqkIySFq/Ds8nQoGRlitEp86YFUKBn6ExFCXKMa6Rh2lkOXwQoFI0OMVlqjbgghk6MaqQ8p5DIk\n", "hKn93QxCSBCh69YAI/U6FMUXvKQcm1CUSAkhRCCqkRJCCGjNJkII8StKpAFG6nUoii94STk2oUS7\n", "a9/W1obS0lIwDIMVK1YgKSnJJ/sSQkigEe2MtKKiAtu3b8fjjz+Os2fP+mxfqZP6ujgUX/CScmxC\n", "iZZItVqt82eVynXHdk/2JYSQQCNaIh3ZGUCpdL3crif7Sp3U61AUX/CScmxCiVYjdTgczp9lbpa2\n", "8GTfyMhIXLx4UVjjAphWq6X4gpiU45NybMBQbvGWaInUZDIBGDrbHP4ZACorKyGXyzFr1iy3+05k\n", "0aJFIrSWEEK8J1oiLSwsRHFxMTiOw6pVq5yPl5eXQyaTjUqkk+1LCCHBIOhGNhFCSKChDvmEECIQ\n", "JVJCCBGIEmmAY1l2VK8GQkjgCbiJnaU+tNSTNpeUlKC+vh5FRUVITk6ewlZ6z5P4rl27hurqarAs\n", "iyVLliA1NXUKW+odT+I7ffo02tvbAQDp6ekB3+PE0/9PJpMJr7/+Op588smg+Hx6Et+BAwecJzA5\n", "OTmYO3eu6xfnAsy+ffucP+/Zs8dn+wYKT9t87do1rrm5Wcwm+ZQn8Z04ccL586FDh0Rrky95+5k7\n", "cuSIGM3xKU9je++997gLFy4EzefTk/iOHj3q0WsH3Bmp1IeWBmObPeFJfMuXLxe7OT7n6fFraGjA\n", "rl27sHnzZjGb5ROexNbT0wOtVguNRiN2s3zGk/gcDgd2794NjuOQlZXldg7kgKuRchIfWhqMbfaE\n", "N/G9//77eOCBB8Rqkk95Gl9mZiaefvppnDt3Tsxm+YQnsZWVlQXdJCaexLdu3Tps2bIFn/zkJ53l\n", "GVcC7oxUrKGlgSIY2+wJT+M7ceIE8vLyEBsbK2azfMab46fRaBAWFiZWk3zGk9ja29uxf/9+6PV6\n", "ZGZmBkWN1Nv/e3y+MAMukYo1tDRQeBJfMPIkvg8//BAJCQnIzMyc6mZ6zZP4uru7ER0d7dw/0HkS\n", "21NPPQUAuH79uqAx6lPJk/gaGxuRkZEBADCbzW5fO+ASqdSHlnoS37Fjx1BfXw+NRoPMzMygqCny\n", "jU+v1+PUqVOYMWMGqqqqMDAwgM9+9rP+ajZvnhy/U6dOwWKxAAAWL1485W31lCexAUNfFGVlZUFz\n", "RupJfI2NjaioqAAALFiwwO1r0xBRQggRKOBuNhFCSLChREoIIQJRIiWEEIEokRJCiECUSAkhRCBK\n", "pIQQIhAlUiIqh8MBlmX93QxCREWJVIJeeeUVn73WO++8g71792Lv3r3Yt28f+vv7R/3+4MGDEz6v\n", "paUF7777Ln7xi1+gq6vL6/e/cOECfv/733v9fKma7O8+1pEjR7Br1y6RW0MCbmQTEW7Hjh0+ey2Z\n", "TIaioqJJfz/Z0Nzk5GRs3boVH3zwgaD3X7RoERobGwW9hhTxHRK9du1a7N69W+TWEEqkEtLW1oYz\n", "Z87g5s2bePbZZ52PG41G7N69GzqdDgzDoLq6Gs8995zz90ePHsXg4CAYhoHNZsPGjRuhVqsBAGq1\n", "Grt27QLDMDAajdiwYQPCw8Nht9vx3nvvoaqqCnv37gUA5OXlYfbs2YLjOHbsGLq7u6FQKMAwzKjS\n", "QHV1NS5duoSQkBCYzWYsXrwY2dnZaG1txZ/+9Cfk5eVhy5YtaG9vx9tvv424uDg8/vjjUCgm/6iX\n", "lJSguroaUVFRCA8Ph9FoxLx58zBnzhyX7wkMTZN39OhRzJs3Dw0NDVCpVIiPj3fOjHTq1Cl0dHSA\n", "YWuBZaUAAAP6SURBVBjncNGtW7e6/Rs0NDTg1KlT0Ol0kMvl6OzsxBe+8AUAwMmTJ0f93aOiorBi\n", "xQoAgN1ux549eyCXy8FxXFBMdi4JHs1eSoLCO++8M2q7vr5+1MTCDQ0Nzp9PnTrFVVdXO7cHBga4\n", "Xbt2Tfi6Fotl3O/GvtdYx48f5/R6Pe+2X7t2jSsvL3dud3R0cD/+8Y85juM4g8HA/d///d+o/Xfu\n", "3MlZrVaO4ziuvb2dO3bsmPN3xcXFvN/3+eef5xwOh3P773//O2c0Gt2+53Cbf/3rX3MWi2XUftXV\n", "1dzZs2ed2yzLcqdOneLVnkOHDnGNjY3O7ZHHjOMm/7sfOHCA6+jocG6fPXuW27lzJ6/3JN6jM9Jp\n", "ICsrCw6HA0eOHHFOJTY8s01zczOWLl3q3Fen0036OlMxEXVtbS3Wrl3r3I6NjXUuQdLe3o7+/n7n\n", "mRgwNDNPT08P4uPjER8fj46ODgBDZ+eenI3NnTsXcvm9Wwb5+floaWmBXC53+Z7DVq5cOe7vU1NT\n", "g9WrVzu3ZTLZqL+1K+vXr8e5c+dw/fp12O12xMfHO4+ZK4ODg6OmJFywYAFu377N6z2J9yiRTgOX\n", "L1/G/PnzkZubC2BoLaHhacJSU1NRU1OD/Px8AEP/EYexLItbt24hJycHANDb2yv6jOh5eXm4dOkS\n", "lixZAgDo6OhAU1MTACA1NRUJCQmjarZjewQsWrQI58+fR1NTEzZu3Mj7fSsrK8GyrDOZ1tXVYcOG\n", "DWAYxu17chw34fyW2dnZuHr16qiZn0b+rV356KOPcP/99zu3//a3v/Ga/Do0NBSdnZ3OZHrx4sWg\n", "mMIv2NHsTxLywQcfoLe3F1evXnWeYa1btw4HDx4cdbYFAJs2bXI+NlwjlcvlsNls2LRpk7NG+sEH\n", "H6C9vR1qtRo2mw2bN28eVW88efIkuru7IZfLYbfbsXTpUiQmJjrrtfX19UhISEBYWBjWrVvH66z2\n", "/fffR09PDzQaDcxmM/R6PZYsWYLFixejqakJ586dc7ZhcHAQGzduHDVx8n//938jMTERjz32GO+/\n", "3ZtvvgmdTgeNRgObzYb58+djxowZAODyPSsqKnDp0iUAQHx8PFJSUkYlwOPHj4/6+xQUFGDevHlu\n", "2/O73/0OSUlJ4DgOLMuOqrsCQwn58uXLUKvVzuUw5s2bB7vdjnfffRdKpRJyuRw6nQ7nzp3DE088\n", "EVTzvgYbSqSEANi5cyc+9alP+bsZJEhRP1Iy7ZWUlKCqqgqHDx/2d1NIkKIzUjKlGhoanJfCY2Vm\n", "ZvKajTwY3tOVwcFBlJaWTli71Ol0QbPaA7mHEikhhAhEl/aEECIQJVJCCBGIEikhhAhEiZQQQgT6\n", "//g+6W/qfBgyAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.765077\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVEAAAFHCAYAAAAY+X/EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VPd56P/P7KtWtCOQhJDYzL4aO+DY2MYYXEycXC9N\n", "k17HuUnza90mTpomN3GctjeOE2dpetOkvWn6y4YTVhtsY5ZrY7MZsAxG7CAkQGjfR5p9zv1DYpAA\n", "SaNZNDNHz/v14vXSGZ2Z+T6c0TPnPOe7aBRFURBCCBEWbbwbIIQQyUySqBBCRECSqBBCRECSqBBC\n", "RECSqBBCRECSqBBCREAfqxeur69nz5496HQ6li9fTn5+/qD7btu2Db/fD0BpaSkzZ86MVbOEECKq\n", "YpZEDx8+zFNPPQXA1q1bWbt27aD7ms1m7r///lg1RQghYiZmSdRqtQZ/NhqNQ+7r9/vZvHkziqJQ\n", "UlLCvHnzYtUsIYSIqpgl0f4DoQwGw5D7rly5Mvjzm2++GasmCSFE1MUsiV6vcQJoNJqQnzdcwt25\n", "cyc6nS7sdgkhxO2kp6czf/78ET8vZknU6XQCvWek138GqKysRKvVMn369OBjNTU1FBUVAeByuYZ8\n", "XZ1OJ5f7Qoioq6ioCOt5MevitHjxYtavX8/69etZvHhx8PGDBw9y4MCBAfvW1NSwYcMGNmzYwJQp\n", "U2LVpKSwb9++eDchZtQcG0h8Y1XMzkQLCgp44oknbnn8mWeeueWxZcuWxaoZQggRU5pkmwpvz549\n", "cjkvhIi6iooK7rvvvhE/T0YsCSFEBCSJJhg1153UHBtIfGOVJFEhhIiA1ESFEAKpiQohRFxIEk0w\n", "aq47qTk2kPjGKkmiQggRAamJCiEEUhMVQoi4kCSaYNRcd1JzbJCY8bX2eDlY08HBmnZaur0RvVYi\n", "xpcIYjZ2XggRXy6vn99+WMfrp1sAWFmeyReXFGIxylSS0SRnognm7rvvjncTYkbNsUHixedw+3nn\n", "Yntw+52qdro8/iGeMbREiy9RSBIVQqVsRh2LJ6QGtxdNSMUuZ6FRJ0k0wai57qTm2CDx4rMYdTy9\n", "sID/eW8x3/h4MZ9fPB5rBEk00eJLFFITFULFsu1Gsu1DLxQpIiP9RIUQAuknKoQQcSFJNMGoue6k\n", "5thA4hurJIkKIUQEpCYqhBBITVQIIeJCkmiCUXPdSc2xgcQ3VkkSFUKICEhNVAghkJqoEELEhSTR\n", "BKPmupOaYwOJb6ySJCqEEBGQmqgQQiA1USGEiAtJoglGzXUnNccGEt9YJUlUCCEiIDVRIYRAaqJC\n", "CBEXkkQTjJrrTmqODSS+sUqSqBBCREBqokIIgdREhUhqLd0emhwekuycRiBJNOGoue6k5tgg/Pgq\n", "6x18cctZntl0mvevdCZsIlX78QuXJFEh4qjT5ePldy/T7vLR4w3wv/5vNU0Ob7ybJUZAkmiCufvu\n", "u+PdhJhRc2wQXnwaDei0muC2VtP7WCJS+/ELlyRRIeIoxaTnuWUTKUg1kW0z8PyKErLtxng3S4yA\n", "JNEEo+a6k5pjg/Djm5pj46dryvnXP5vC3PGpUW5V9MTj+Hl8Adp6vHj9gVF/71Dp490AIQSkWeRP\n", "8WbN3R7WH6vn0OVOVkzO5NE7ckhPwP8nORNNMGquO6k5NpD4ou1UQzfbTrfQ1O1l/fEGzjV3j+r7\n", "h0qSqBAiIfkCypDbiUKSaIJRc91QzbGBxBdt03NtzMm3A7CsJJ3yLOuovn+oEq/AIIQQQF6KiW/d\n", "V4LD4yfFpMNuSsx0FbMz0fr6en7/+9/zyiuvUFdXN+z+TqeT733ve1y7di1WTUoKaq6rqTk2kPhi\n", "IcWsJz/VlLAJFGKYRA8fPsxTTz3F448/zvvvvz/s/nv37uXBBx+MVXOEECImYpZErdYb9QujcejO\n", "w21tbVitVsxmc6yakzTUXFdTc2wg8Y1VMUui/SdRMBgMQ+67b98+1V8KCSEi5/YFOFjTwQ/31rDn\n", "fCsOty/eTYpdEvX7/cGfNcMMBm5oaOC1115j3759VFZWDvva/b8R9+3bp6ptNcd39913J1R7JL7k\n", "i6/iUgPP76pi5/lWvr+3hg+qm6P+9zdSMZuUecuWLTz66KMoisL27dtZs2YNAJWVlWi1WqZPn37L\n", "c06dOkV6ejoFBQWDvq5MyizE2LW/up0Xdl8Kbn/5YxNZOWVcVF474SZlXrx4MevXr2f9+vUsXrw4\n", "+PjBgwc5cODALfu3trayb19oZ6JqFum3YiJTc2wwNuNz+/z4R7ETfHGGmfGpvfdY0sx6yrPj33c0\n", "Zv0GCgoKeOKJJ255/Jlnnrnt/pmZmXz+85+PVXOEEFF2os7BfxyuJc2s55nF45mYHvsbw+PTzLz4\n", "0GSaur2kW/QUpsX/ZrSssSSEGLG6Tjdf2HIGp7d3dqWFhSk8f/8kjLrkHQSZcJfzQgj18gWUYAIF\n", "aHX6RvWyPpFIEk0waq6rqTk2GFvx5diN/NWd4wEw6TT8j0XjsRh08WpaXCXuWCohRMIy6bWsnDKO\n", "eQWp6HUaClJN8W5S3EhNVAghkJqoEELEhSTRBKPmupqaYwOJb6ySJCqEEBGQmqgQQiA1USGEiAtJ\n", "oglGzXUnNccGEt9YJUlUCCEiIDVRIYRglGui1dXV4TxNCCFUZ8hhn5s2bQrOSh8I9E42oCgK58+f\n", "5xvf+EbsWzcG7dun3qVS1BwbSHxj1ZBJ1G638+CDD7J//34MBgNz5syhoqKC9PT00WqfEEIktCEv\n", "568vYVxXV8eiRYswGo0sWbIEh8MxKo0bi9T8Ta/m2EDiG6tCqonevNDc9Ut7IYQY60JKooFAgObm\n", "ZgCam5vxer0xbdRYpua+eGqODSS+sSqk+UQfffRRduzYgcPhwGaz8dhjj8W6XUKIBNXo8PDB1U66\n", "3D4WT0ynKCP+6xzFk/QTFUKEzB9Q+LdDV3ntVO+VaX6KkZdXl5FlM8a5ZZEb1X6iH330UThPE0KE\n", "ocPlpaXHQyKc77h9AU7U37ixXNfloccztu+RhJRE9+7dO2D70qVLMWmMUHfdSc2xQWziO9/cw9++\n", "dp4vbjnLocudBOKYSPft24fVqGPt9OzgYx+flE6GdWyvMhRS9G1tbQO2b75bL8RY0u70cbqxG5fP\n", "z5Rs25DrC3V7/Jxu7KbN6aVsnJXiTEvI7+P2+vnX/Veo7XQD8E97LvEfj02L+3pG95RmMDHdjNsf\n", "oDjDQopJkuiIud3uaLdD9FFzXzy1xPbGmWb+64M6AMrGWfjHB0vJtBpuG9+hyx18/50aANIten68\n", "uozxaaHdiFH6/l0Xz7NQuHH8LAYdM/LscW1LIhkyiW7fvh2n08mZM2cGdGuaPXt2zBsmRCJyef28\n", "V90e3D7f4qTT5SPTarjt/hW1ncGf250+2pw+xqeF9l5mg44vLS3kH/dcwuH283cfm0iO7fbvI+Jn\n", "yCS6evVqAN59912WLVs2Kg0a69Q8PjlesQUUBW2USlBmg457SzO42OIEYHqOlTRz75/R7eK7c2I6\n", "u873lsPyU4xkjTAJTsm28c2PF3Pocie/rajDrNeyaEJqXEpqav5sRiKky3lJoCJZnWns5jcVdaSZ\n", "9Dw5N48J6ZH3aXywfBwlGRacPj9lWVYyBjkLBVgwIYUfPjyZTpeP4gwLeSkjq2e2u7x87+0a6h0e\n", "AL73djX//olp5NiTv0uRWoztinACUvM3/WjH1ujw8M23LtLl9gO9N3n+54oSjLrI5iJPNetZMCH1\n", "lsdvF59Zr2NWfkrY76VFg15346xTp9WgjdN9XTV/NiMR0qfp17/+NTU1NRw+fJg//OEPqu+qItTB\n", "4w8EEyhAvcODzx//vpYjkWrW87XlRUxIM5GfYuT5FSWq6NiuJiEl0aysLIqKimhsbOTJJ5+ksbEx\n", "1u0as9T8BTXasWXbDHxuYQEAeq2Gzy0swGrUxez9ohFfl8tHu3Pg3BRTc2z8+JFy/uWR8ojOaiN1\n", "u/jaXV4cHl8cWpM4Qrqcvz5rk17fu7tWK0szicRn0utYMz2L+YUp6LWaqNRDB+P0+rFnj8ft82PS\n", "h5eoLzT38NLeGnq8fv727onMH58SvIGUmmB9MQOKwtGrnfzr/qukmnV8+WNFTBoXeh9YNQkpGzoc\n", "Di5fvsy4ceMA6WwfS2quO8UjNotBR+k4K0UZlqjdob9Zk8PDv+y/wj8e7uJXh+to6xn5LGdOr59/\n", "2X+F6jYXjQ4vL+yqoqHvZlKi6H/86rs8vLDrEvUOD+eanfz80BW8/rE5/DOkJHrXXXdRWVnJwoUL\n", "+fDDD6mrq4t1u4RIGqcautlzoY0ut5+tp5o419wz4tcIKODpV6/1BZS4d64fij+g4O/XPo8vsdsb\n", "SyEl0eLiYlatWgXA3Llz+cIXvhDTRo1lUhNNPjenjnByic2o42/uKiTdosek0/APHy8m1x7f4Z03\n", "63/88lKMPLesCINWQ7pZzxfvLAy7jJHsIi607N69mxUrVkSjLUIkpWm5NpYWpXH0aif3lmZQlm0N\n", "63Wm59r5+dop+AOQZTOgi1dfphAYdFruKc1gZp4NnVYzpnsMRJxEZb2l6JKaaPLJtRv56vIiuj1+\n", "Uow6LBH0AIh2Mmrr8XKgpoOq1h7umZTJHXm2sO9p3Hz89FoNuSMcPKBGiXXLT4gI+AIKF1t66HT7\n", "mZBmGvHooEjYjDpsMew+Fa6Dlzv46f4rAOw418rPHiln0rjwzpTF7UlfpQSj1rohxD6249e6ePa1\n", "c3xzx0W+s6uKhq7RnW0sEY/dpVZn8GevX6HL4x9i76ElYnyJQJKoUI29Ve0E+m7qVLX2dhVKZp1u\n", "X1jdpfpbPikDY9+w0Rm5Vgrk8jvq5HI+wai1bgixj216rpUd51oAsBq0wdmVRks047vQ3MNL79TQ\n", "3dfxfkFhSli1zBm5Nn72Z+V0uf3kp5rIjqDmqubPZiQi/pRJx3uRKO4sSuNbRh21HW7mjU9h4ghW\n", "oTzX1ENVq5O8FCNTc6yYQ+iu4w8onG3q5kKLk6J0M1NzbJj0kV/cOb1+frrvCtXtLgBe2F3F//nE\n", "NPLCmNFeo9FQkik10FiKOImGszqeGJya52yMdWxpZgMfK8kY8fOqWpw89/p5XL7eETffW1nK/MJb\n", "Z2m62YWWHr6y/TzX+8h/Z3k+S8vyRvz+N1MU8AZudDb1B5Rb+qLGg5o/m5EI6Wtz48aNHDhwAIBz\n", "584NWO3TbpdlAkRyaOnxcrapm2udA284Nfd4ggkU4GJLaCOOmhxe+k8K1dgT/k2b/qxGHc/eVUiG\n", "RY9Zr+Ub95bI/KEJLOQz0TvvvBOA8vJyNmzYwKxZs2LWqLFMzd/08YytyeHhpb01HK9zkGbW8+JD\n", "pZT2dfXJsxtJNenodPvRamBabmgnBuPTTNiNOhwePwadhqn56VFr77TrHe+V3o73sRr3PxJq/mxG\n", "IqQkajKZBtQ+r8/mJESyuNzu4nhd78CQDpeP9690BpPoxAwLP1xdxtUON+OsBsqyQqshlmRa+NHq\n", "Muq63GTbjJRGeRajcWN4FFAyCely3u8feJlyfWo8EX1q7osXz9hsRh39z+VuXvCtOMPC3cXpTMux\n", "oR/BcMviTAt3FqUzOcvK/v37o9TaxKTmz2YkQkqi2dnZHD58GLfbzdGjR8nMzIx1u4SIqtJMC99e\n", "UcLCwhSeXljAvPHxm9xYqItGUUKbc+bcuXOcO3eOSZMmMX369GH3r6+vZ8+ePeh0OpYvX05+fv6g\n", "+x44cICGhgYAJk6cyPz58wfdd8+ePcybNy+UJguRMOq73HxY24VfUZg3PpWCMLor3Y6iKDR0eQig\n", "kGs3JfSkJYmuoqIirN5GIRc3y8vLKS8vD/mFDx8+zFNPPQXA1q1bWbt27aD7Ll26NPjzzp07Q34P\n", "IZKB0+vn39+vZV91BwBzCux8674SUqIwW/0HtV28sKsKvwL/8PFi7ipOS4ibUGNJSJfz4dRCrNYb\n", "xXmjcfgCeXV1NS+//DKTJ08e8XupiZrrTmqODQaPr8fj56O6G7OdnazvxumN/L5Cu9PLj9+7jNuv\n", "4Aso/GBvDc3dsRvqqvbjF66QkujNC9MdOXJk2Of0rxIYDIOvy31dcXExX/rSl0J6bSHiwR9QqKx3\n", "8KfjDVRc7cTlC61faKpJz5rp2cHtVdPGkWKKfMYnnVaDzXDjdSwGLTo5CR11IV1PeDwePB5P8Iyy\n", "traWhQsXDvmc/nf0Qx0aajabSUkZvuDff+TE9W9HtWyrOb677747odoz0u3zzT089/r54CQn3181\n", "me6q4yHFt27BEmbl2ejo7CJN6cbSl/wiaU9rj5cnZmfj8Cm8V9XOZxfkc+6jD/D7/XL8Ivj7G6mQ\n", "biwdOnSIo0ePcu+99wbf+POf//yQz9myZQuPPvooiqKwfft21qxZA0BlZSVarXbAzanW1tbgHf/X\n", "X3+dhx9+eNDXlRtLIl72XWrnu3suBbf/7mMTeGhKVlzaUt3aO1S10+3HpNPw0qoypuXa4tIWtQj3\n", "xlJIl/MfffRRMIGGeDOfxYsXs379etavX8/ixYuDjx88eDA4hPS6/fv3s3HjRjZu3MiMGTNCbbsq\n", "qbnulOyxFaabSO27DDfpNEzKHNi5fjTju9rpptPde7Xn9itc7pusJJaS/fjFSkiX8w888ADFxcXB\n", "7e7u7mGfU1BQwBNPPHHL488888wtj10/SxVitNV1uGno9pBpMQw761NxRt8IJYeHLKshOOIpHrKs\n", "BrQagqWF3BQZ3RQvIfcTTRRyOS+i4WJLDwdqOtBrNVxpd3PocgcvrZrM5CGGfDY6PHS5fWRYDGRa\n", "h79ZGku+gMKZxm5ON3ZTOs7C9FxbSNP3icHFvJ+o1+ulra2NrKwsuru7Q7oBJEQiqu1w8fdvXAhe\n", "Dn/ijmysRi3nm3sGTaKX2118662L1HV5mJlr42sfLyZ3hDMrXet04fIq5NgN2CPsI6rXargjz84d\n", "eTKLWryFVBOtqqri1VdfDXaE37ZtW0wbNZapue6UKLE53P5gAgWobnORbTOSPURSrKx3UNflAeBE\n", "QzeXWpy37DNUfKcbuvmrLWf5wpYz/Kaini63L4II4iNRjl+iCSmJHj16lMceewy73Y5Wq5U5REVS\n", "y7IZmZXf+xnWAMtK0vnUrBym5Qx+dzv1pjNHi2FkM9hvONFAT18H+60nm26Z01Qkr5CuKczm0JdZ\n", "EJFR85yNiRLbOJuBv19exOV2FzaTjtJMCwbd0ElxRq6Nz87P5/0rHTxUPo7yLCuX25w0dnvJthko\n", "yrAMGV//5ZsNWk1UlhEZbYly/BJNSEnU6Rx46eLzJd+liBDtTi8dLh8pJj3Z9qEv32+WYTXw5Nw8\n", "PjkrB4NOy6W+fppdbj82o44fPjz5lrv1dZ1u6rrcpJsNrJ42jh6Pn5p2F0/NzWNiupyYqEVISXTO\n", "nDn87ne/o7Ozk02bNrFo0aJYt2vMUvM6NuHG5g8onG/uocHhYXyqacg76INp6Oqd2f5EvYPJ4yx8\n", "894SxqeNfCal62esl9tddPXVVbs9fmraXNSdrgjGV9fp5ptvXeRqhxujTsMPVpXx7N0T8AWUYc96\n", "E5WaP5uRCCmJTpkyhQkTJtDQ0EBhYWFIY+GFiJazTd3BBeHMei0/XlM24j6aF1p6OFHv6PvZyZmm\n", "7rCS6HXjrAY0EFxALstmoLPf72s73Vzt6K17evwKFde6mJZrwyCD21Un5H4WGo2GQCCA3++XJBpD\n", "av6mDze2y+3u4IJwLl+Aui7PgCTa0uPB5Q2QaTFgMd6+r+TNNUhLhDXJ8iwrLz40mcp6B9NzbZRn\n", "WTHn34gv3axHr9Xg6+sNX5QenflD40nNn81IhJREKysrOXXqFOXl5Wzfvp077riDqVOnxrptQgBQ\n", "mGYKjs4x6DSgQFWrk0mZFqpbnTy/q4q6Lg+PzczhiTm5t52nszzbyjOLCthzoY07i1KZHuE4c6Ne\n", "y9zxKcwdZIb8SeMsfH/VZI5c6aB0nJXZ+dKvWq1CHjv/qU99ijlz5vDYY49x/PjxWLdrzFJzX7xw\n", "Y5uSbeXl1WX81ZLxfG5hAf/74FX+4c0LNDncvHWuJdh/c+OJRmrabh1D7g8opJr0PDYzhx+tLuMv\n", "5uWTbon+1VT/+LQaDTPz7Pz3heNZPimDFHPyL+6o5s9mJEI6sv0nWIbQ5gcVIloMOi1Ts23855Fr\n", "nKi/MW9DtyeA7abL9/41x2udbv54vIG6LjdPzcmjOMNMilkf8tSMQoQipDPRzs7O4AqfgUAAl6v3\n", "2/6NN96IXcvGKDXXnSKJTafV8Ei/iY0XFqaQbtFz7+QMlpWkUZBq4ivLJlKc0TuzkqIovHK8njfP\n", "tnDsmoNv7azirfOt7DnfitcXm9Vq1XzsQP3xhSukM9G2tja+/vWvM3PmTCorKyktLWXDhg2cOXOG\n", "VatWxbqNQgBw58Q0fvpIGT2eAEUZZtItBtItBr52TzFuXwC7URc8ywwoUNfpCT7X5Qvg8QX44buX\n", "Kc60hLy2vBDDCbmL07PPPnvL4zt27Ih6g8Y6NffFizQ2o17LtJxbhxwbdVqMN/W91Gk1/PncPM40\n", "XsTtV1g5ZRwnG7pR6K2RxoKajx2oP75whXQ5v3LlykEfP3bsWFQbJES0zC5I4d8encrLD5fh8wf4\n", "8FoXn5mfxwQZLSSiKOL5RIdbDjnaZD5REY7WHi9uX4AMqz7seTddPj8t3V4MWi05Mgmy6sR8PlEh\n", "klmkkyi7fX7eON3ML96/RopJxz89WDrkrE9i7EjOQbwqlix98Vw+P4dqOvj5gascrOnA6R1++eBk\n", "ie12rnV6+MX71wDocvv59ZFrt9RWkzm+UKg9vnBJEhVhOdvUw7d3VbH1VBPP76ribFNPvJsUU3qt\n", "BoP2Rv/SVLMe6W4qQJJowkmWu59tPQOnQ2xzeod9zmjFFugr83e4vJxp7Ka6zRl8LFzj00w8f38J\n", "xRlmFhSm8Bfz89HelEWT5diFS+3xhUtqoiIsxRlmMix62pw+0s16SjIswz8pxtqdXnadb+XI1U4e\n", "KBtHo8PDf31Qh0Gr4Tv3l9Du8lHX6eGu4rQRzwKl1WhYNCGNGbk29FoNJlkUTvQJ6Ux0qEmY58yZ\n", "E7XGiOSpOxVnWnh5dRkvrZrMj1aXUZw5fBKNdWyV9d38x+FrHLvm4KW9NcEhoN6AwoaPGtl5rpXf\n", "fVjP19+8SF2Yy3PYjPpBE2iyHLtwqT2+cIWURF955ZVBf9d/PXoxthSmmZlTkEJhiP0uDQYDl1qd\n", "VNR2Uttx60QhkWp3Dfyy9/Qb3pmfaqKj7/cdLh8Oz/A3woQIRUiX801NTbzyyivk5+dz1113oddL\n", "FSBW1Fx3yii9g2dfO4fLFyDHZuDFVZMpTItex/eZeTayrQaaerxMy7EyvzCFS20uClJNzCmws+Ns\n", "CwBz8u3YjdG/HaDmYwfqjy9cIWXDxx9/nPz8fOrr69m2bRtGo5GHH3441m0TKnO6oQdX39lhY7eX\n", "qx3uESVRh9uHTqvBYrj95XRRhoV/fHASF1qcdLp8+BX4n/eVALD9VBNPLyrA4wvQ7vJR3+UhPzU6\n", "Cdzt9WPUa2V2qDEqpCSam5sLQF5eHhMmTJD5RGNIzeOT0w03LqG1GsgYwRybH9U5+NcDV7AYtDx7\n", "1wQm3ebGkKIobK5sYuf5VgDmF9j50tJCCtLMKMD/OXwtuO/HSzPCD6SP2+fn3UvtbD3ZxKw8OwvT\n", "PcybOini101Uav5sRiKkT/HmzZvJyMigqamJ+fPn8/TTT8e6XUKFbM4mvn1fCWebuplfmEppiDMp\n", "NTo8fHvnxeC67T/Zd4Xvr5p8yxmpL6BQ23fD6LGZOTR0efj2rkusuyObBYUpPDRlHJUNDj5xRw6T\n", "bnMj7FKrk6sdLsZZDZRlWYddUO5ii5Mf7L0MwPlmJ3mLcpgHXGl3cbXDRYbFwOQsK3qtnKGqWUhJ\n", "9Pz58zz99NPk5OTEuj1jnpq/6RfMngnA3SXpI3qezx/A3e8mUbfXT4fLe0sSNei0fHpeHi++U4NO\n", "o+G96nYA/mX/VX68poy/XlqIy9c7kfPNl96X25x89fXzdLr9aDXw0qrJzBpmSQ+nd+C8pM6AjtoO\n", "F3//xgWae7xoNfD9hyYzu0AdS4Oo+bMZiZCq65/97GclgYq4STXreXphAVoNWAxa/mx6NoONMp1b\n", "kMKPHi7DqB+YJL1+Bb1Oi910+5ntGxweOvuWQA4ocLKh+5Z9blaSYeHu4jQAcmwGlhSlUd/lobnH\n", "G3ydY9e6RhKqSEIhJdH8/Hy8Xi+NjY0EAgG6uuSDEStq7osXbmx2k550s54n5+SxdkY2F1p6SDPf\n", "/uaSRqOhMN3M8kkZjE/tnWnpoSmZFGcMfRMpy2bEYrjx51AeQqkh02bg2bsn8st1U/nxmnJqT1WQ\n", "aTVg7reSaHm2eiYpUfNnMxIhXc5XVVVRUVGBy+XiySefZNu2bTz55JOxbptQiZZuD/4AGE3h3w2/\n", "qzidCy09uPwKkzLMpJqHnpVpYrqZl1eX0+P1k2Ex3LIW081KMi388OEyqtuc5NiMTMkJrV6bZtaT\n", "1neD7Kyi9L3OZM429ZCfamK6zPSkeiEl0aNHj/KpT32KrVu3otVqsdtvnV1cRIca6k71XW7ONfVg\n", "NmhJM+t5flcV3W4/X142CV9ACetGi8WoY+YIlx3OtBrIJPQp8MqyrBEtG3L92JVn21R1BnqdGj6b\n", "sRBSEjWbZSZwEZo2p5fvv13NycbeWZ0+cUc2NqOO1h4f33+nhrIsa1Q72PfX4/FxvK6bM03dzC1I\n", "YUaubdg77EJEKqRPmNPpHLA91Fh6EZlkrzt1ufzBBArwQW1XcAVOnUZzy8xH0XS6sYfnd1Wx/lgD\n", "X3/zAhdanMM/KYqS/dgNR+3xhSukM9E5c+bwu9/9js7OTjZt2sSiRYti3S6RpFJMOqblWDndl0jv\n", "Kk7jUksP2TYDz8zPIm+Ey2p0unzsrWrjYE0H907OYGlRGlbj7T+2DY4bq3sGlN4lQRLR1Q4XHS4f\n", "OXYj2TZZZiTZhbza54QJE2hoaKCwsBCDIbKlFsTgkr3ulGE18PV7ijnX3INZr2VKtg2dFnx+hXTL\n", "7bsXDeXclI6xAAAgAElEQVR0Yzc/O3AVgKO1Xby0ajJzBul3WZZlxWLQ4vQGGGc1MD7NFHE8I3H9\n", "2F1td9Hg8JBlM1B00xSBF5p7+N7bl3h4WjYn6x1MzbExI9eOLgk65Cf7ZzNWQh53Z7VaKSnpHYd8\n", "9OhRFixYELNGieSWn2oiPzWyBOYLKNR3udFrNeSlGKnv6j3LdLgHn32pLMvKT9aU09ztQQP8bP8V\n", "7si188j0bMbZbv/F7/T6udbZ+z4T0s0Dyg1tPV4+vNZFc7eHBYVpTBo3MCF2e/wcvdrJR3VdLJ6Y\n", "xpz8FK51ufna6xdod/mwGXX84OHJTO43RPXo1U5WTc3mV0eu4fUraDXwo9VlTM+Vm7XJasgk+stf\n", "/pLs7GwCgQAXL16ksLCQK1euYLfbJYnGiJrHJ4ca24XmHi62OnG4/Ww60cB/m53LK8cbSTXrmJQ5\n", "9E2pkkwL3R4/X3vjAhoNnKjvZmKGmfsmZ96yr8vr57VTzfzqyDX0fRM3L5rQ23ne6w+w41wLvz5a\n", "B8CGE0389JEyCvpNWnK6sZt//r/VAGw/3cIL9+Th1ZmDU/J1e/xUtzoHJNG8VBNX2114/b0z7QcU\n", "qO10J0USVfNnMxJDJtEFCxYwf/58Xn31VZ5++mmysrJoamri7bffHq32iQTkcPu42HfTZlKmhZQR\n", "TCQynAvNPXx5+3lcvgAmnYa/XFjAK8cb+e4DJaSbDWTbjVxs6WFLZRMpJh2rp2Ux/qa7/QFF4ck5\n", "ucHuVB3O298Iber28qsjvZOS+AIKvzpyjRm5dmxGHfVdHj6qcwT37XD56HL5IfXG85u7b9RcFaDT\n", "HWB8lgFN3zb0duLvb06+HbNOg0GnCZ6Jjo/wrF3E15Cf/vnz5wPg9/vJysoCIDs7W7o8xVCif9N7\n", "fAG2nmziNxX1ADw+O5en5uaGtFxGKLFd6XAFp8tz+xV6PH5SzTryUkykmPQ0d3v45lsXae1b46mu\n", "y8M37i3G2NeVye3zs+NsC7svtAG9I4+eWzbxtu9l1GlJMeno6isR5NqMwdnwu9w+5o1PoaK2CwWY\n", "mm0l66aSQFmWJfj8XLuB6ePHkWs38uJDk/morotpuTamZg/sd5puMbB4Yho/Xl1GbaebvBRTSKOj\n", "EkGifzbjJaRTiJu7NLlc0Z+VXCSHTrePzZVNwe2tJ5tYPS2LHHvkaw75AwpmvRatpvcyV6uBbJuB\n", "ry0vIsXU+1F1+wLBBAq9Mya5fYFgEu3xBDh27cYZ5Pnm3k7/XW4fLd1erEYdOfbes8PcFCP//GAp\n", "v6moI91s4Ik5ucHXGZ9m5oOrnXxuUQH+gML88SmMu+mssnSclZ+uKafV6SXLZqSg74xy7vgU5o4f\n", "fGCARqNRbYf8sSikfqKZmZkcOnQIl8vFoUOHyMiIfC5GcXuJ3hfPYtAxtd+QyCnZlgFjzocyXGxd\n", "bh8bPmrgC0sKeWpOLl9ZNpG5+SkDFpXLtBp4ck7v/LZaDfzF/Hzs/YZ02k06Vk0dF9xeMTmDUw3d\n", "bPyokQOXO/ibV89yseVGP9apOTb+6cFSvnZPERP6LXOSZtbz6B05LJqQyr2TMykbJOEVppuZlZ9C\n", "Qaop4Y9dpNQeX7hCOhNdsWIFp06d4q233qKsrIwlS5bEul0iQdmMOv6/pYUcvtJJQIElE9KCZ4mR\n", "Mum1GHRafn7wKjpN75ni/NXlA/axGHR8clYuSyamYdBqmJhhHtBtyqDT8siMbKbn2vD4FS63OXnx\n", "nRoApmRbmVOQwu7zrQMS82ADAOwmPfYoxSbUS6MokS3IfezYsVFd8XPPnj3Mmzdv1N5PxI4/oODx\n", "BwbMC3q1w8Wrp5pweQOsuyOHkhBWER1MS7eHL2w5G1ygzqDV8NisHOzG3kQsRH8VFRXcd999I35e\n", "xF+z1dXVsmyyGLFGh4cNHzVQWd/N5xYV8OG1LjRoeKA8ky/dOSEq75Fq1rPujuxgN6X7yzIx67Us\n", "G+Gk0EIMRa5VEkwi9cW71ulmS2UjTd0e/tvsPKbdNK1bu9NLjzdAmlk/7FRzMDC2I1c6ePVUM/eW\n", "ZvCfR69xvrm3y1RlvYPvPjgpKiUCg07LmmlZzMi1oSgwIc1EutUQs/H7iXTsYkHt8YVLkqi4rYCi\n", "8PsP69nVt+jb8bpufr52SnAk0pV2F9/dXUVNu5uHp47jM/PzSbeEPhy4w9XbrSjTauDQ5Y7g45fa\n", "nLi9AVKi1HXSbtIPu8yHEJGI2Txh9fX1/P73v+eVV16hrq5uyH1PnjzJ5s2b2bhxI1evXo1Vk5JC\n", "onzT+wIKV9pvdGXr9vgHrHN0sKadmvbeReFeP9PCpdbhZ0zqH9tdxWnkpRioqO3iz2ZkBx//87l5\n", "pFmS87s9UY5drKg9vnDF7NN6+PBhnnrqKQC2bt3K2rVrB923paWFdevWAfDGG29QWFgYq2bFjMcX\n", "oL7Lg04LBammpF+D3KjT8hfz8nl+VxXegMKnZuWQbb/RT9J8m0XiRqIow8KPVpfT7fGTYtSxZEIq\n", "aDQUp5tlDlCRVGL2abVab3QhMRqHnu5r2bJlsWrGqPD6A+w+38ozm07z+c1nqKgNfw2qROqLN68w\n", "hZ8/OoV//bMpPD47d0Ddc9GEVFZMziA/xchf3Tn+tksQ3+zm2LJsRooyLGTajEzLtTMtx4YlhNpq\n", "okqkYxcLao8vXBEn0cHuzPfvORXq1Hm7du0Kaa7S/gdz3759cd8+eamWfzlwBYXeVSV/fvAqXW5f\n", "WK934sSJuMdzfVur0XDl5Ac0nq0I9pe8/vu8FBN/e/dE/m6WgfHOy1j7kt9gr+f1B9DnlbHp2FUO\n", "XWzAF1DiHp9sy/bN2+GIuJ/oYHbs2MHKlSsB2L17NytWrBhy/71791JUVERxcfGQ+yViP9FGh4cv\n", "bjkTHIM9M9fGP68sveWSdyw71eDg77adR4G+6d/KmZ4rwx5F4gi3n+iQZ6Lnzp3j97//PX/4wx+4\n", "fPly8PGXX3552Be+vqSIoigDlheprKzk1KlTA/Z97733yM3NHTaBJqocu5F/emAS03KsLCxM4a/v\n", "miAJ9CYNDk9wZqOAAo0Od1zbI0S0DHlj6fjx48GbQ9u2bcNoNJKXl0dpaemwL7x48WLWr1+PoigD\n", "zkIPHjyIRqNh+vTpADQ2NrJ//36mTp3KmTNn6Orq4tOf/nQkMcXFtFw7P3i4DC2gj+DGyL596uyL\n", "V5hmxqzX4vIFMOu1MVusLp7UeuyuU3t84RoyifavZa5Zs4Y//elPPPDAAyG9cEFBAU888cQtjz/z\n", "zDMDtnNycvj6178e0msmOqPcVR6gudtDp8tPukVPWZaV5z+WjVtvJdduHDB2fSiNDjetPT4yLAZy\n", "R7g+kxCjYcgkqtVqaW9vJz29d5jcunXrWL9+PSaTTCIbK2r5pq/tcPHCriqq291MybbyjY8XM7+0\n", "AJfPT32nhyvtLsanmYYcPXS1w8W33rpIbaeH/BQj//hgKRPTE/cMVi3HbjBqjy9cQ546rVq1itOn\n", "Twe39Xo969atG7bzvBBnm3qo7uuMPynTQmW9g7cvtnGstovPbz7DF7YM3xXsYouT2s7etZXqujxc\n", "aO4Zcn8h4mHIJKrX67nzzjsHPGaz2Xj22Wdj2qixLNLuFoniepenaTlWPP4AP3j3Mt97u5oNJxq5\n", "Z1I6Xr/CLw/V0u25/dId0Lv8cn+ppsS+WaeWYzcYtccXrrCKePX19dFuh1CZadlWnl5YwMLC1AFr\n", "FVXWdwcnP86yGdAPsVTwlGwbX102kcUTUvnyxyYwJUe6RInEE1I/0ZMnTzJjxozg9ubNm4PDNEdb\n", "IvYTFYNzeX387sMG/vRRIwB3FqUyMd1Mbbubzy4sSOgapxhbYjqf6Pnz5wckUb0+OSeIEKPPbNDz\n", "2MwcZubZ8QUUyrOspFv0aDUadEOchSaqDpePmjYXZr2GkgwLGk1kXdpE8gvr6AcCgeF3EmFRY93p\n", "+gqXytVKsu1GDDptUiZQh9vHfx6p5bnXz/PXr57jrfOtfHfPJbadasLh9qny2PWn9vjCNeQp5fbt\n", "23E6nZw5cwav98Ya27m5srSCGHtaery8ebZ3flUFeP1MM3kpRn524CoFadLtb6waMomuXr0a6B2t\n", "tGbNmlFp0FiX6H3xzjV1c7Khm/wUE3fk2Ua0kFuixzYci0FHplUfXLJ5QpqZ+q7eblw9Hj8fS/L4\n", "hpPsxy9WQvoLeOihh2LdDpEEqludfPWNCzi9AQxaDX9/TxHLJsV++WxfQKHiaifbzzQzI9fOirJM\n", "xllDn0U/WnLsRv7Xg5PZdaGFVJMeFHinqo2ycRYmhzgCS6hPSElUbiSNnkQen9zm9GHSa/nLBQW0\n", "Ob14AwpOr3/Aap1DCTe2qpYevr2rioAChy53kmrS8dDUrBG/TjRMGmfhf4zrnTS8udvDoomppJv1\n", "jLMZE/rYRYPa4wvXkNmxs7OT1NRUOjs72b17NwBms5kHHnhAEusYlJdi5MnZufznkWu4+pYK+acH\n", "J7FoQlpM39fhCRDo1xGv3uGJ6fuFKstmJMsm4/nHuiHvzr/99ttA7w2m1atXs27dOpYuXcqWLVtG\n", "pXFjUSJ/0+enmsixG4MJFOBc0/BrK10XbmwT003MLehdbM5u1HFXcWyTdrgS+dhFg9rjC9eQp5PX\n", "++FbrdbgEh/p6ekhz1Qv1GdiuplMi55Wpw+tBmblx34UUZbNyN/fU0Sjw4PdpFPlNHoieYXUT9Tv\n", "9w/YdrtlQt1YSfS+eIXpZl5aNZnv3F/CT9aUMz3XHvJzI4kt02pgao4t5AQaUBQutvRwrLZr1CaA\n", "TvRjFym1xxeuIc9EPR4PGzZsGDD13cWLF6Wf6Bg3McPCxIzhF6aLp8r6bv7hzQt4AwpTsqx8a0UJ\n", "OXapX4roG/EaS4FAAK02fsPcZOy8CMX/PnCFV081B7d/sGoys/vqqkLcTkzWWLrtE+KYQIUIVem4\n", "G2fKRp2GVLP0JhGxEVJGdLvdbN68OfhPaqKxo+a602jGtmRiGl9dNpHHZubw/VWTKc6I/c0oNR87\n", "UH984Qrp63nbtm2sXLkSu92Ow+Hgtdde45Of/GSs2yYShD+gcKGlh4YuDwWpJiZnJf7onHSLgfvL\n", "x8W7GWIMCCmJGgwG7Pbeu7B2u126OMVQIvbFO9fcw5e3ncOvgFmv5Uery4ZMpF0uH9VtTvQ6LSUZ\n", "5uDy0YkYWzRJfGNTWF2cZCq8seVqhwt/3+1Hly9AXdfg5Rynx8+Rq50cr3PwUZ2DD6524g+M6N6l\n", "EEklpCRqt9s5d+4cAOfOnQuelYroS8S6U0GqievTfxq0GnKH6CrU1O1h68kmflNRz6+OXOOjegcO\n", "d++sR4kYWzRJfGNTSJfzDzzwAAcOHOD48eMUFhaGvPa8UIcp2TZeXl1GXaeHwrSha6Iev8KZphur\n", "clbUOnhy7mi0Uoj4CLnfx9KlS2PZDtEnFnUnl8/P8WsOjtc5mJVvZ06BHbM+9JUz9VoNJp0Wf0DB\n", "6Q3g9gUGnbkpy2ZgarY1mEiXFqeR0jfnqNprahLf2DTiznM1NTVMmDBB+osmkbNNPXxrZxUAG080\n", "jrjjeXWrk+deP0+Pt7cW/t37J7Gk6PaTgKRbDPzDx4s509SNWa9lao4NrSb5lgIRIlQhZcIf/vCH\n", "1NTU8MYbb1BbW8trr70W63aNWbGoO7X1eAduO72D7Hl7LT3eYAIFON3UPeT++akmPl6ayZ1F6WRY\n", "bvTkUHtNTeIbm0JKolOmTKGoqAiQy/pkVJxhIb1vxE6aWU/RCMe959iNZFh6n68B5uTL8Ekhrgvp\n", "cv56FyedLvQ6mghPLOpOxZkWXl5dRnO3lyybgQkjXOt9QrqZH6yazOUON5kWPWVhdrZXe01N4hub\n", "QkqiDoeDnTt3UlpaGuv2iBiZkG4ekDx9/gA93gA2oy6k5YuTYeYmIeIhpMv5devWUVZWxuTJkzl+\n", "/Lh0to+h0ag7tXR7+I/D1/ib186y/lg9na6R1UjDpfaamsQ3NoV0Jmq1WikpKQFg9uzZTJs2LaaN\n", "ErF1sqGbLSebAPhNRT1Ts20smDD0UF5/QKGuy40GyEsxhXT2KsRYEFY/pR07dkS7HaLPaNSd3P6B\n", "wzA9w1xZ+AMK+6vb+dzG03xu42nev9xBYGTT0ALqr6lJfGNTWElULueT24xcK9Nyem8OLS1Ko3yY\n", "G0WtTi8/eu8yAQX8Cvxk/5URd5MSQq2GTKIvvPAC165d4+WXX2bDhg3BfydOnBit9o05o1F3Kkg1\n", "88L9k/j1J6fxlY9NHHbZX71WExx1BJBq1KHXjPz7V+01NYlvbBqyJvr8888DUFpaytq1a4OPb926\n", "NbatElF1rrmbs4095KeamJ5jw2rUkW4xkG4JbUrDDIuBb91Xwr8dvIpWC19cUkiaJX4zxdd2uDh8\n", "pRODTsOCwlTyUkzDP0mIGAnpL2HJkiUDttPT02PSGBH9utOlVifPbb8QXCv+hfsncedthmy6vH56\n", "vAFSTDoMulvPMsuzrby4qhSNRoPxNr8PRTRi63T5eGlvDacbe8fmLytJ57llE4NzlsaT2muGao8v\n", "XCH9NeTl5Q3Yvueee2LRFhEDrT3eYAKF3gmWb9bQ5eYH717mC1vO8MfjDXT1TV13M5NeF3YCjZYe\n", "r5+z/WaJqmxwDBiSKsRok1lEEky06065KUbGWXsv27UamFtw61ywH9R28d6ldtqdPn5TUc/FFmdU\n", "23BdNGJLM+tZMz0ruL12ejYppoFnoV5/gHanF69/dJOr2muGao8vXLIEosoVppl5adVkrna4yLAY\n", "bjsXqO+mmecTeSZ6i0HHn8/JZ+nENHRaDZMyLQPKDy3dXv54vIGDlztYUZbB2hk5pMlKnyKG5NOV\n", "YGJRd7p5yOfNFoxP5Y5cG6cbu1k9LWvAcsPRFK3Y0ix65o5Pve3vTjU62HqqdyDB7z9sYFq2jUUT\n", "bz9tX7SpvWao9vjCJUlUUJBm4jv3T8Lp9ZNq1g864XIy8N40kMAXxqAAIUZCaqIJJl51p1SzntwU\n", "U0wT6GjENj3Xxqz83rrvXUVplI0bveWd1V4zVHt84ZIzUaEqeSkmvnVfCd0ePykm3YBBAkLEgkZR\n", "kut6Z8+ePcybNy/ezRBCqExFRQX33XffiJ8nl/NCCBGBhEmigUAgOIP+WKbmupOaYwOJb6yKWcGo\n", "vr6ePXv2oNPpWL58Ofn5+YPuu2PHDqqqqli7di0FBQWxapIQQkRdzGqir732Go888gjQO2FJ/wlM\n", "bufUqVOkp6cPm0SlJiqEiIWEq4larTe6lhiNQ0+1JoQQySpmSbT/Ca7BENqUa0LddSc1xwYS31gV\n", "syTa/yaRRhPd9Xj6H8x9+/apavvEiRMJ1R7Zlu2xtB2OmNVEt2zZwqOPPoqiKGzfvp01a9YAUFlZ\n", "iVarZfr06QP2l5qoECKewq2Jxuzu/OLFi1m/fj2KorBixYrg4wcPHkSj0QxIort376aqqgqz2Uxx\n", "cTHLli2LVbOEECKqZMRSgtm3b59qZ8tRc2wg8SW7hLs7L4QQY4GciQohBHImKoQQcSFJNMFE2t0i\n", "kak5NpD4xipJokIIEQGpiQohBFITFUKIuJAkmmDUXHdSc2wg8Y1VkkSFECICUhMVQgikJiqEEHEh\n", "STTBqLnupObYQOIbqySJCiFEBKQmKoQQSE1UCCHiQpJoglFz3UnNsYHEN1ZJEhVCiAhITVQIIZCa\n", "qBBCxIUk0QSj5rqTmmMDiW+skiQqhBARkJroIM41dXO2qYf8VBPTc6xYjTFbXVoIkQASbt35ZFbV\n", "6uS51y/g8gUAeOH+SdxZlBbnVgkhEpFczvdT1+nm6NVOqludPDk3j3Rz73fM+eaeUWuDmutOao4N\n", "JL6xSs5E+7T1eDl6tZPfflhPu9OHWa/lvy/M5xeHaplTYI9384QQCUqSaJ8uj58Ol492pw8geCn/\n", "kzXllGVZR60dd99996i912hTc2wg8Y1VkkT7pJn0ZNkMaDUQ6LvVNjHdzNQcW3wbJoRIaFIT7ZNm\n", "0TN3fCrfWVHCk3Ny+e4Dk5gWhwSq5rqTmmMDiW+skjPRfnLtRnLtRpYUpce7KUKIJCH9RIUQAhk7\n", "L4QQcSFJNIYCikKb04vD4wv5OWquO6k5NpD4xiqpicaIL6Cwv7qdXx6qJcum5yvLiijKsMS7WUKI\n", "KJMz0Rip7XDxvberae7xcqbJyf//QR2hlJ/V3BdPzbGBxDdWSRKNkYByo78pgNevkFR38IQQIZEk\n", "GiPjU0387V0TMGg15NgNfGZ+PlqNZtjnqbnupObYQOIbq6QmGiNGvZb7yzOZX5iCQacl02qId5OE\n", "EDEg/USFEALpJyqEEHEhSTTBqLnupObYQOIbqySJCiFEBKQmKoQQSE1UCCHiQpJoglFz3UnNsYHE\n", "N1ZJEhVCiAhITVQIIZCaqBBCxIUk0QSj5rqTmmMDiW+sitnY+fr6evbs2YNOp2P58uXk5+dHZV8h\n", "hEgkMTsTPXz4ME899RSPP/4477//ftT2VTs1z9mo5thA4hurYpZErVZr8Gej0Ri1fYUQIpHELIn2\n", "v+lvMAw9DdxI9lU7Nded1BwbSHxjVcxqon6/P/izZpjJiEeyb3p6OhUVFZE1LoFZrVbVxqfm2EDi\n", "S3bp6elhPS9mSdTpdAK9Z5nXfwaorKxEq9Uyffr0Yfe9nfnz58egtUIIEZ6YJdHFixezfv16FEVh\n", "xYoVwccPHjyIRqMZkEQH21cIIRJd0o1YEkKIRCKd7YUQIgKSRIUQIgKSRBNcIBAY0HtBCJFYEm7J\n", "ZLUPFx1Jm3fs2EFVVRVr166loKBgFFsZvpHEd/LkSc6ePUsgEGDJkiUUFhaOYktHbiSxHThwgIaG\n", "BgAmTpyYFL1KRvr35HQ6+clPfsJnPvOZpPh8jiS+bdu2BU9eSktLmTlz5uAvrCSYV199Nfjzli1b\n", "orZvohhpm0+ePKnU1tbGsklRNZL49u7dG/z59ddfj1mboiXcz9tbb70Vi+ZE3Ujje/PNN5UPPvgg\n", "aT6fI4lv586dIb9uwp2Jqn24aDK2eSRGEt+yZcti3ZyoGumxq66uZtOmTTz66KOxbFbUjCS+trY2\n", "rFYrZrM51s2KmpHE5/f72bx5M4qiUFJSMuQcxglXE1VUPlw0Gds8EuHEt2vXLhYtWhSrJkXNSGMr\n", "Li7mS1/6EkeOHIlls6JmJPHt27cv6SYkGUl8K1euZN26dXziE58IlmUGk3BnorEaLpookrHNIzHS\n", "+Pbu3UtZWRlZWVmxbFZUhHPszGYzKSkpsWpSVI0kvoaGBl577TUaGxspLi5OippouH97wyXchEui\n", "sRoumihGEl8yGkl87733Hrm5uRQXF492M8MykthaW1vJzMwM7p8MRhLf5z73OQBOnToV9pjz0TaS\n", "+GpqaigqKgLA5XIN+boJl0TVPlx0JPHt3r2bqqoqzGYzxcXFSVFDDDW+xsZG9u/fz9SpUzlz5gxd\n", "XV18+tOfjlezQzKSY7d//37cbjcACxYsGPW2hmMk8UHvF8W+ffuS5kx0JPHV1NRw+PBhAObMmTPk\n", "68qwTyGEiEDC3VgSQohkIklUCCEiIElUCCEiIElUCCEiIElUCCEiIElUCCEiIElUxJTf7ycQCMS7\n", "GULEjCRRFXrhhRei9lp/+tOf2Lp1K1u3buXVV1+ls7NzwO+3b99+2+ddu3aNjRs38uMf/5iWlpaw\n", "3/+DDz7gl7/8ZdjPV6vB/t9v9tZbb7Fp06YYt2ZsS7gRSyJyzzzzTNReS6PRsHbt2kF/P9hw24KC\n", "Ah577DHeeeediN5//vz51NTURPQaahTqMOcHH3yQzZs3x7g1Y5skURWpr6/n0KFDXLx4ka985SvB\n", "x3t6eti8eTN2ux2dTsfZs2d57rnngr/fuXMnDocDnU6H1+tlzZo1mEwmAEwmE5s2bUKn09HT08Pq\n", "1atJTU3F5/Px5ptvcubMGbZu3QpAWVkZM2bMiDiO3bt309rail6vR6fTDSgHnD17lmPHjmGxWHC5\n", "XCxYsIBJkyZRV1fHf/3Xf1FWVsa6detoaGjglVdeITs7m8cffxy9fvCP+o4dOzh79iwZGRmkpqbS\n", "09PDrFmzuOOOO4Z8T+id7m7nzp3MmjWL6upqjEYjOTk5wRmO9u/fT1NTEzqdLjgM9LHHHhv2/6C6\n", "upr9+/djt9vRarU0Nzfzl3/5lwC8++67A/7fMzIyWL58OQA+n48tW7ag1WpRFCUpJipPeiHPPCqS\n", "xp/+9KcB21VVVQMmBq6urg7+vH//fuXs2bPB7a6uLmXTpk23fV23233L725+r5u9/fbbSmNjY8ht\n", "P3nypHLw4MHgdlNTk/Liiy8qiqIo3d3dym9/+9sB+2/YsEHxeDyKoihKQ0ODsnv37uDv1q9fH/L7\n", "fvWrX1X8fn9w+49//KPS09Mz7Hteb/PPfvYzxe12D9jv7Nmzyvvvvx/cDgQCyv79+0Nqz+uvv67U\n", "1NQEt/sfM0UZ/P9927ZtSlNTU3D7/fffVzZs2BDSe4rwyJnoGFBSUoLf7+ett94KTgd2fYaa2tpa\n", "li5dGtzXbrcP+jqjMYn0+fPnefDBB4PbWVlZwWVDGhoa6OzsDJ6BQe8MO21tbeTk5JCTk0NTUxPQ\n", "e1Y+krOwmTNnotXeuEVQXl7OtWvX0Gq1Q77ndffee+8t/z/nzp3j/vvvD25rNJoB/9dDWbVqFUeO\n", "HOHUqVP4fD5ycnKCx2woDodjwLSCc+bM4fLlyyG9pwiPJNEx4Pjx48yePZvJkycDvev/XJ/qq7Cw\n", "kHPnzlFeXg70/hFeFwgEuHTpEqWlpQC0t7fHfCbzsrIyjh07xpIlSwBoamriypUrABQWFpKbmzug\n", "Rnvznf/58+dz9OhRrly5wpo1a0J+38rKSgKBQDCRXrhwgdWrV6PT6YZ9T0VRbjs/5aRJkzhx4sSA\n", "WZz6/18P5cMPP2ThwoXB7T/84Q8hTVxts9lobm4OJtKKioqkmYovWcksTiryzjvv0N7ezokTJ4Jn\n", "Vux4itwAAAF8SURBVCtXrmT79u0DzrIAHnnkkeBj12uiWq0Wr9fLI488EqyJvvPOOzQ0NGAymfB6\n", "vTz66KMD6ovvvvsura2taLVafD4fS5cuJS8vL1ifraqqIjc3l5SUFFauXBnS2eyuXbtoa2vDbDbj\n", "crlobGxkyZIlLFiwgCtXrnDkyJFgGxwOB2vWrBkw8fGvfvUr8vLyePjhh0P+v/v3f/937HY7ZrMZ\n", "r9fL7NmzmTp1KsCQ73n48GGOHTsGQE5ODuPHjx+Q/N5+++0B/z9Tpkxh1qxZw7bnF7/4Bfn5+SiK\n", "QiAQGFBnhd5kfPz4cUwmU3AJi1mzZuHz+di4cSMGgwGtVovdbufIkSM8+eSTSTNva7KRJCoEsGHD\n", "Bj75yU/GuxkiCUk/UTHm7dixgzNnzvDGG2/EuykiCcmZqBhV1dXVwcvfmxUXFw87i3iyvOdQHA4H\n", "e/bsuW2t0m63J80qDaKXJFEhhIiAXM4LIUQEJIkKIUQEJIkKIUQEJIkKIUQE/h8CDlZX7byKCQAA\n", "AABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.821947\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VOd5+P3v7ItG+74ikBCbDdjYFsYYHBsbjMEBx1ls\n", "urvOm6WJm61xliZNmrWJm7RpmyZNm/6atDi2ARkIBgzBiwCbzWDEDkIChPZdmkWznPcPwSCBNBrN\n", "ppmj+3NdvqwznJnz3JrRrUf3eRaNoigKQgghIk470Q0QQgi1kgQrhBBRIglWCCGiRBKsEEJEiSRY\n", "IYSIEkmwQggRJfpYX7CpqYndu3ej0+lYunQp+fn5Ac+vra3l8OHDmEwmVqxYgdFojFFLhRAiPDFP\n", "sAcOHGDdunUAVFVVsWbNmlHP7erqorGxkQ9/+MOxap4QQkRMzEsEVqvV//VYvdGjR4+SlJTExo0b\n", "OXv2bLSbJoQQERXzBDt04pjBYAh4bktLC11dXTzxxBOcO3cOn88X7eYJIUTExLxE4PV6/V9rNJox\n", "z1+yZAkAhYWFdHR0kJWVNeJ5O3fuRKfTRaaRQghxTVpaGgsWLAjpuTFPsA6HAxjsyV7/GqCmpgat\n", "Vsvs2bP9j1VUVFBbW0t5eTmdnZ3MmTNn1NfV6XTceeed0Wu4EGJSOnLkSMjPjXmJoLKykvXr17N+\n", "/XoqKyv9j+/fv599+/YNO3f+/PkcPXqUTZs2YTAYxiwpqFl1dfVENyGq1ByfmmMD9ccXjpj3YAsK\n", "CnjqqaduefzZZ58d8fwnn3wy2k0SQoio0KhlucLdu3dLiUAIEXFHjhzhoYceCum5MpNLCCGiRBJs\n", "glB7nUvN8ak5NlB/fOGQBCuEEFEiNVghhAhAarBCCBGHJMEmCLXXudQcn5pjA/XHFw5JsEIIESVS\n", "gxVCiACkBiuEEHFIEmyCUHudS83xqTk2UH984ZAEK4QQUSI1WCGECEBqsEIIEYckwSYItde51Byf\n", "mmMD9ccXDkmwQggRJVKDFUKIAKQGK4QQcUgSbIJQe51LzfGpOTZQf3zhkAQrhBBRIjVYIYQIQGqw\n", "QggRhyTBJgi117nUHJ+aYwP1xxcOSbBCCBElUoMVQogApAYrhBBxSBJsglB7nUvN8ak5NlB/fOGQ\n", "BCuEEFEiNVghhAhAarBCCBGHJMEmCLXXudQcn5pjA/XHFw5JsEIIESUxr8E2NTWxe/dudDodS5cu\n", "JT8/f9Rzt2zZgtfrBaCsrIzbb7991HOlBiuEiIZwarD6CLdlTAcOHGDdunUAVFVVsWbNmlHPNZvN\n", "PPzww7FqmhBCRFTMSwRWq9X/tdFoDHiu1+tl48aNbNiwgSNHjkS7aXFN7XUuNcen5thgYuK70G7n\n", "D+c7eL+xF6fHG/PrByvmPdihFQmDwRDw3BUrVvi/fu2116LWJiFE4qjvdPDF35+nf2AwsX5vRRl3\n", "FaVMcKtGFvMe7PWaKoBGown6eWMlYxj+m7S6ulpVxxJf4h4vXrw4rtqT6PG19rv9yRXgZHM/7777\n", "btQ/n6GI+U2uTZs2sXbtWhRFYevWraxevRqAmpoatFots2fP9p9bX1/PlClTANi6dSurVq0a9XXl\n", "JpcQk8OlLgef23KOXpcXDfD9R8u4szB6PdiEuslVWVnJ+vXrURSFZcuW+R/fv38/Go3mlgR74MAB\n", "AObPnx/rpsaV6upqFi9ePNHNiBo1x6fm2CD28ZWkWfjxY9O51OUk02qgIss69pMmSMwTbEFBAU89\n", "9dQtjz/77LO3PLZkyZJYNEkIkWCmZliYmmGZ6GaMSdYiEEKIAGQtAiGEiEOSYBNEJO5oxjM1x6fm\n", "2ED98YVDEqwQQkSJ1GCFECIAqcEKIUQckgSbINRe51JzfGqODdQfXzgkwQohRJRIDVYIIQKQGqwQ\n", "QsQhSbAJQu11LjXHF4+xKYrCuTY7b1/s5HybnXD+kI3H+OJFzNciEEJMvHNtdj639Rxur4JJp+Ef\n", "V1cwPY4XTUlU0oNNEGpejQnUHV88xnal24XbO9hrdXkVGrpdIb/WzfH1D3h5v7GX9xp66HZ4wmpn\n", "opMerBCTUF6yEa0GfApoNZCbHHj7pmB5fAqvnW7jlweuAvD4rCz+4u4CrEZdRF4/0UgPNkGovc6l\n", "5viiHVso9dOK7CReWDWdLy4p4R9XTQ9rTdWh8fU6PWw60eo/3nKqjW7X5O3FSg9WiATV1ONi86k2\n", "6jsdfGRuLnPzbUFvw6TXapiTa2NOri2ibbIatczJTeKN2i4AyjMtWAyTtx8n42CFSCCKolDX6WTA\n", "4+Ptui5eer8FAKNOw7+tnUFJ2sQvQt3U6+Lg5R5cHoWFU1IoSjVPdJPCklBbxgghQlfT3M/zr51n\n", "Vo6V+0vT+ZM78zjTaufdyz043L6Jbh4AeckmVs/OnuhmxIXJ23dPMGquUYK644tkbLvOdeD1KSwp\n", "TWf9sSb+50gTZoOWT91bQH6EblSNl5rfu3BJghUigZRlWshLNnKmzU6HffDm0Zu1XUxJs5BiHntr\n", "exFbUiJIEPE4ljKS1BxfJGO7rzQNs147bNyqBkiawGFQan7vwiUJVogEkmk18EhFJk29LrqcHs62\n", "2fno3Fympk/8zS1xKykRJAi117nUHF80YstLNvHZ+4r5x1XTeaAsHYN+4n6U1fzehUt6sEIkKJ1W\n", "g0U7OWdIJQoZByuEEAHIerBCCBGHJMEmCLXXudQcn5pjA/XHFw5JsEIIESVSgxVCiABiXoOtq6sL\n", "6WJCCDGZBBymtWHDBv/yZz7f4EISiqJw7tw5vvrVr0a/dcKvurpa1TNm1ByfmmMD9ccXjoAJ1maz\n", "sXz5cvbu3YvBYGD+/PkcOXKEtLS0WLVPCCESVsASwfLlywFobGzknnvuwWg0snDhQvr6+kK+YFNT\n", "E//7v//Liy++SGNj45jnOxwOvv/973P16tWQr6kGau8hqDk+NccG8RPflW4nb9V2cvRqLw63d6Kb\n", "AwQ5k+vmVdKvlwtCceDAAdatWwdAVVUVa9asCXj+m2++6U/0QggxkqZeF1/fcYGrPQMAfO3BUpZO\n", "S5/gVgV5k8vn89HW1gZAW1sbbrc75AtarTf2/jEaA69f2dnZidVqxWxO7BXRI0HtYw3VHJ+aY4P4\n", "iK/d7vYnV4Dquq4JbM0NQfVg165dy/bt2+nr6yMpKYknn3wy5AsOHRVmMARev7K6uprHHnuM06dP\n", "h3w9IYT6ZVgMZFkNtNkHO3+VxSkT3KJBQSVYvV7PqlWrInJBr/dGbWSsDdqam5vZvHkzLS0tlJaW\n", "UlBQEPD8oXczr/9WVcuxxJe4x4sXL46r9kQrPmtmPicdVk619PPIVBuW3gbuuWtBTNpzseYwX6qc\n", "QodiIdWsR9N+ierqUxH9fIYipIkG77//PnPnzg3pgps2bWLt2rUoisLWrVtZvXo1ADU1NWi1WmbP\n", "nn3Lc06ePElaWlrABCsTDYSYWJtPtvIv+64AoNXAzz44g+lhbAceL6I+0eDNN98cdnzx4sWQLgZQ\n", "WVnJ+vXrWb9+PZWVlf7H9+/fz759+245v6Ojg+rqampqakK+phrEQ50rmtQcn5pjgxvxNfbe2GXB\n", "p4B9ID7u5E+koEoEnZ2dw46D3Xt9JAUFBTz11FO3PP7ss8+OeH5GRgYf//jHQ76eECI2PjAtnR1n\n", "Ougb8LKwOIXiBN+uOxJCWnDb5XKNfZKIqHgZaxgtao5PzbHBjfgqspP42Qcr6B/wkm0zkm6RTRgD\n", "JtitW7ficDg4ffr0sKFZ8+bNi3rDhBCJp1B6rcMETLDXRw689dZbLFmyJCYNEiNT+3xvNcen5thA\n", "/fGFI6gSgSRXMZl5vD50Wk1Y9x5G43R7OdfuoM/loTTdQn6KKeLXEBNHNj1MEGrvIcRjfIqicLSx\n", "j/853EhBiomn5+dRmDr+BBgotv313Xz/jXoAKrIs/N3D08hKCjzDMd7E43sXL4JKsL/+9a958MEH\n", "aW5u5vz585SUlMg3VajelW4Xf7vjAgNehRPN/Ri0Gv76/pKIXmPnuQ7/12fbHLTb3TFJsE6Plwtt\n", "DvrdXkrTzeTYpOccDUGNg83KymLKlCm0tLTw9NNP09LSEu12iZsk0ljKDrubUy39XO5yBv2ceIxv\n", "wOtjwHtjHk5zrwuvb/wbgASK7Z4hUzqzrAZSzbH5o3J/XTef23qOr++o5Yd76mm3h76+SDy+d/Ei\n", "qHfz+upZev3g6VqtbOUlRtbeP8ALb1/i0JVerAYtP3i0nJk5SRPdrJDkJZv42LxcXjzWjMWgZd2d\n", "+ei0ka3DPliWTq7NSKfTw5zcJPKSo9+T9PoUtp1p9x8fb+6nw+4m0yrDqiItqATb19fHpUuXyMzM\n", "BMKbaCBCkyglmSvdLg5d6QXA7vax50JnUAk2HuNLMur46LxcPlCWjlGnCXkIUqDYUi0GFpXGdgF7\n", "nVbDgsJkjjUOruucZTWQYtKF/Hrx+N7Fi6AS7H333UdNTQ0rV67kvffeC2qhbDE5JZl06DRw/S/r\n", "ohBuCsWTJKOOqRmWiW5GxD1SkUl+iokOu5s7CpLJjWDP2e31cbnbic8HhakmLIbQk3eiC+pv/dLS\n", "UlauXAnAHXfcwSc+8YmoNkrcKlHqXFPTLXxneRn3l6bxzN0FLJqSGtTzYh2f16dQ1+ngQrsdZ5RX\n", "vx8aW/+AF5dn4ufoZ1gNLJ2WztrbcigN8xfI0PgURWFvXTef2nSGT1WdYdvpNlye0BfoT3RhV9R3\n", "7drFsmXLItEWoQI6rYYFRSksKIqP9ThHoigK++u7+c4fLuJT4BOVBTw2KxuTPnr3FhRF4XBDL798\n", "t4GsJAOfqCykJF19PeMep4f/OniV6/cC/+PAVRZNSZu043vD/kSFsz+XCJ7a61yxjK93wMuvDjb4\n", "k8AvD1yl3T4Q+ElhWLx4MQ09Lr75ei11nU4OXenl14caQxqREI+GvndGvZa8lBvDzLKsBoy6yXvP\n", "RiYaiEnHqNWQazP6txhJNevpsLvx+qA4LTpz6T1eBfeQIV89Tg8+RUGHupKPxaDjM4uKeen9Zhxu\n", "H0/NzyUzwSZORJKMt0oQiVKDDVUs4zMbdHx6UTEPlaVTWZzCH92Zx1e31/KlbefGNXY3WNXV1eSl\n", "GPnkvYXA4I2zZ+4pwKBTx4/fze9dcZqZLyyZwtcfmkpZZuIvuB0O6cGKScHrU3C4vVgMOnRaDSVp\n", "Zr78gVJ2nWvjJ29fwe1TcHp81HU6otKLNet1rJyRxd1FKRi0mojetRfxSxJsgpAabOg67G6qTrSy\n", "t76Lh8oyeGxWJqnmwUH1Rp0O97VaqEGrwRRCr7LL4abd7ibZpBtxyun12Ex6LUUqXM5P7Z/NcISd\n", "YGXSgYh3p1v6efFYMwD/fbiR6VlW7i4eTLCZVj2fWFhIa98A+SkmDOO8IdN2beba4Su9zMyy8PGF\n", "RQx4fRSmmKSXKsKvwYa6GZgYH6nBhs7lHT4Oc+g41GmZVjKtBrqdXkw6LeXj3KTvYoeDw1d60Wrg\n", "oemZfHnbeZ5/7QLf2FlL07U9quS9m7yC6sG+8sorFBQUsGjRIs6ePYvT6fTvKmuz2aLaQCHCNTM7\n", "iVk5Vk612LmjwMb07BtTdy0GHUunpbN0WnpIr229NkspO8nI+Xa7v9xwsdNJY89ATNYWEPEr6B7s\n", "vffeC0BFRQVnzpyJWoPEyNRe54pmfPkpJr718DT+88lZfP3BqeTaIjdsqCzTwpeWlpCXbKB8yB1z\n", "o07jXxlL3rvJK6gerMlkGlZrvb6qlhCJQqfVUN/l5M0OJ3cW2piVkxSR+wdmg46Hp2fywLR0HG4v\n", "KWYddZ1O7ilOYWqG+m5oifEJqgfr9Q6fO319+UIRO2qvc0U7vmNX+/j2rov8z5FGvrTtPLUdDuwD\n", "HvbXd/GrAw0caejB7Q39c23QaUkxG/hAWQZ/flcBc3Jt/gQu793kFVSCzc7O5sCBA7hcLg4dOkRG\n", "Rka02yVERNV2OPxfu70KXQ4Pp1rsfPP1i7z0fgtfee0C59rsE9hCoUZBJdj77ruPtLQ0Xn/9daxW\n", "Kx/4wAei3S5xE7XXuaId34KiZAzXFssuSDGSn2yitf/GKv4K0OnwROXa8t5NXkEXUysqKqioqIhm\n", "W4SImlk5SfzT4xV0OT0UpJgoSDFhd3tJMuroH/CSaTVQnBb7O/7dDjd/uNDJwcs9PDIjk4UlKZj1\n", "k3f9VLUJqgcrNZaJp/b3IJz4epxuXj/bzj9XX+K9hl48I6xSpdVoKM+ycldRCgXXls4rz7Ly09XT\n", "+eGj5fz4sXJK0qKzfGCg2Gqa+/n5Ow0caujle3+o43ybY9Rz45XaP5vhCCrB3rzJ4cGDB6PSGCFC\n", "cayxjx+9dYmtp9v5yvbzXGgPvpY6Jd3CHYXJIW8Hc53Xp9BuH6BvYHxlhpvLEn2uiV+MW0ROUAl2\n", "YGCAgYEb62U2NDRErUFiZGqvc4UTX0O3y/+1T4EeZ2yTlNPjZefZdj656Qzf2FF7y4pcgWK7LS+J\n", "DOtgpW5GlpXSBBzapfbPZjiCqsGWlpbyy1/+kgcffBC4tUcrxES6szCZF481Y3f7KE0zxXwfsMud\n", "Tn5SfRmALoeH359qZdXsbK72uMiwGJiWaUE7ypjb0nQLP1lVQY/LQ6bVQNZNa6c63F5cHh8pZv2o\n", "ryHiV1AJ9v333/cnV0VRxyrsiaa6ulq1PYW6TgenGjoozEyhIts67ps8FdmDN7C6nR5ybcaYL7Jy\n", "8+jZ8iwrz287T0u/G4NWwzeW5lFZljfq8/NTTORza5uvdDn51/1XuNLt4pMLC7mnOAV9HK4hq+bP\n", "ZriCSrCPPPIIpaWl/uP+/v5otUdMMle6nPzNtvN0OTxAC3//yDQqS4LbKHGoKRO4v1VJmpn/r7KA\n", "/zrUSEGyEbNeR8u1IWBun8KptgEqy26cX9vhoPpiF1lJBu4uSiF7lKm7VSdbOdzQy6pZWbx3tZft\n", "Z9tZMyeb+QXJ0ptNEEGXCIa65557Qr5gU1MTu3fvRqfTsXTpUvLz80c9d9++fTQ3Dy4zV1JSwoIF\n", "C0K+bqJTaw+hrd99LbkOeu9qb0gJNlKa+wY42dyHTqNhVk7SqMlvKItBx+Ozsrm/NB2jQUNbnxuD\n", "TuPfImZG3o14mntdfOW18/6bWx+dl8MzdxeO+LqOAR8ZFj0WvZaXjw+W5Q5d6eVfPjiDaZnxs2Gi\n", "Wj+bkRD0OFi3201nZydZWVn09/eTnJwc0gUPHDjAunXrAKiqqmLNmjWjnrto0SL/1zt37gzpeiK+\n", "ZSYZSDHp6Ll293xefmifq0A8PoXjjX28e7mbmdlJLChKJtl060e/z+XhX/dd5p1LPQA8Mj2Dv1pU\n", "hNkwdsnCoNeSkzyYjFNNen60cjrHm3opSjWTnWSgqddFXrKJvgHvsJEDx5v6cXt9I24f86Hbc2iz\n", "D9Daf+MGs8en0B/lbcZF5ARV0KmtreXVV1/1J7ktW7aEfEGrdciKQ8axewd1dXW88MILlJeXh3xN\n", "NVDrWMPiNDM/emw6z1Xm8A8ry5lfEPnlLy+02fnK9vNsrGnle3vqqGkaucTVP+Dl0JVe//GByz0h\n", "JTONRsPs3CSWlWew7Uwbn6o6w2c3n6W23UGW1ciiKYM9Wg2wZk72qHtzTcu08OUHprBqVhYWw+A5\n", "i6akUhhnW2Cr9bMZCUEl2EOHDvHkk09is9nQarVhrQE79CaZwWAY8/zS0lI+/elPBzX2dugbXV1d\n", "rarj48ePx1V7Ink8NcPCperN9NUew3KttxjJ1+9yekgx67mzMJmCFBONPS72799/y/kNdedZOi3N\n", "/9j9U2zYjPqQr3/8UgsHLw8m7C6Hh7fOt5Jq0fPZRcV87b5svr00l0XXyiGjvV6G1cjc/GS+uSiD\n", "by/J5q8XF5NhNcTV+zcZjkOlUYIYFrB582Yef/xx/5/0149DsX37dlasWAHArl27WLZsWVDP27Zt\n", "GytXrhz133fv3s2dd94ZUpuEujV0O9lb1807l7opy7SwrDyDGTlJI57b3j/AmTY7Oo2Gimwr6Zax\n", "OwGjOdXSz19vPsv1H7AvLinhkYrMgM/pcrhp7hvAatCFvfni1R4XLo+PHJuRJKNMvw3VkSNHQt65\n", "JagarMMxfPqexxP6ohjXX0tRlGGvW1NTg1arZfbs2f7HOjo6/Ct3yfCwxNDQ7cTp8ZGXbIrID3VT\n", "r4sBr0J2ksHfux2vbqeHXx28CgxOTZ2VkzRqgs1MMrIoKfwFuU809/HG+U4+c18Rb9Z2MS/fxoLC\n", "lIDP6bS7+Zf9l3n7YjdWg5bvP1rOrFHaOZZTLf18dfsF+ge8PHl7Nk/Pz8M2Qt1ZRFdQ3/H58+fz\n", "29/+lp6eHjZs2BDWKILKykrWr1+PoijDeq/79+8frF0NSbB79+7F5RqcpXPXXXeFfE01SISxhjVN\n", "fXx1+wWcHh9P3p7NU/PzRryZNJKR4jvV3MdXd9TSP+Dlzxfks2ZONpYQknb/wPCRqh0O9yhnRkZD\n", "t5Ovbr+Aw+0jxaTjyduy+Oj8vDEX+G7ocfH2xW4A7G4f28+0h5xgX3q/mf6BwfrxK8dbeWBaOhXZ\n", "0UmwifDZnChBfcdnzJhBcXExzc3NFBUVBVU7HU1BQQFPPfXULY8/++yztzy2evXqkK8jYsunKPzf\n", "0SacnsFk9srxVj5QlhF0gr2Z16fw34cb/Uni14cbqSxJYVrm+DYlBChNN3NHQTLvXe0ly2q4pSfZ\n", "0jfAxU4HVr2O8ixLyD3lDvsAPmVwvVmHe/D70OPy8u6VXp6cm4d+jB1rrQYteq3Gv1hNYRgz0nKG\n", "9ML1Wg1GffxNUJgMgv70azQafD4fXq83rAQrQhPvPQStRnNtg7/BmzpGnQbzOH6ob45Pq4GMIfVP\n", "g1YT8iymbJuR5x+YQrvdTbJJN2ymV6fdzQtv1fPe1T4AvrSkhIfHqJOO5ERTH3//h4u4vQp/s3QK\n", "X3+wlDdqOzlwuYc/uTM/qLaXZlj4zvJpVJ1oZXqWlQ+EuBEjwAfnZNE/4OVSl5M/vjOfkjDruYHE\n", "+2dzIgWVYGtqajh58iQVFRVs3bqV2267jZkzZ0a7bSLBPHl7Nl6fQkOPkz+6Iz+sNQE0Gg3r7szD\n", "6fXR3DvAX9xdQHEYr5duNZBuvbVj0OFw+5MrwO9Pt/NAWfqoQ6dG0uPy8MLbl+iwD96b+O4f6vjw\n", "3Bz6XF7+cVUF07OCmxSg1Wi4szCFO8eo1Y6lrX+Atn43a2/LpijVhEnWl50wQa9F8PTTTwOD9djf\n", "/e53kmBjLBHqXAUpZj53fwlen4JOO76pnCPFV5Rq5msfKMXjU4Ia7B+KZJOOnCSDf2rrgqLkcSVX\n", "GBzPOrS8qtXAgEfhaGMf+y910V13grvvvjuCrR5de7+bH715ifeu9qLXavjuijLuKIj85I2hEuGz\n", "OVGCSrBDJwdAcONXxeQ13uQaiF6nJZodsBybie+uKOfo1V5SzTrm5o9/jHeySc8Xl0zh+3vqGPD6\n", "eGpeHuuPNgGD9VhiuGxAU5+L964Olmk8PoWdZ9qjnmDF6IJKsD09Pfh8PrRaLT6fD6dzcL3Lscam\n", "ishRew8hmPi6HR4GvD7SLPpx9zIDmZJuZkr6+GqUlzqddDrc5NiM5KeYmJWTxD8/XoHL42NvXTe9\n", "A16mZ1l4pCKTkrSR1xqIhmSTDrNe67/ZOD17/DcFx0vtn81wBJVgOzs7ef7557n99tupqamhrKyM\n", "l19+mdOnT0uCFTFR3+nge3vqaOwZ4Jm781lekRm1ssFYzrXZ+Ztt5+kf8FKYYuQ7y8soTDWTdu2m\n", "3GOzslhcmobZoCXFHNuxpyVpFn64spw/nO+gJM3MotK0sZ8koiboYVrPPffcLY9v37494g0SI1N7\n", "nWus+DYcb+Fix+BfTv+6v4FZOUlUZIc2RjRcp1r6/cPHGnoGuNztGrbljGnIwi8Q+/duVk5SyONn\n", "Q6H2z2Y4gvo76/rU1pEeP3r0aEQbpEbdTg8ddrfMRguD9qa67liD9qMpd8gShloNpMa4lyoSR9if\n", "jLq6OubPnx+JtqjSuTY7399Th33Ay+fuL+Hu4pSQFktWew9hrPieuC2Hi+0OGnpcg0O2rm2xXdtu\n", "51KXi6wkA1lWA8ea+nC4fSwoSqY4zI0MRzM7N4mvfGAKJ5r7WViSSvkYa7NO9vduMpNfvVHkcHv5\n", "5+rLXLm2Kd+3d1/kVx+aRX6cLTeXCErSzHxnRRkuj480iwG9VkN9p4O/332RmTlJZFj0dLu87Dzb\n", "AcDUDDM/eLQ8rMVaRqPXaChJMzM9y0p+simioyaEusj8uSjzDSkLKAqEWiSIxNJp8SyY+JJNerKS\n", "jOivJbQOh5vHZ2dzptWOUa8dts7rxQ4n9oGR13I9327nzdpOapr6cLrHt3CR0+3l1ZOtfHLTGZ59\n", "5RQHLneP+Rx57yYvSbBRZDHo+Mx9xWQnGbAatHztwdJh9bvJxu31canLQW27nV5X6CuyXWc16PjV\n", "watc6XbxZm0XDwxZy/Wh8vQRa6Pn2+x8fss5vvuHOr687TwHrvTS67y1LVd7XOyv76KmqQ+X58Zi\n", "Me12N/91qBEArwL/ebCRvgjEItRJSgRRNjMniZ99cAZeRSHTagh5szo11Llqmvp45XgrLq+PNbOz\n", "uKMwxb+kYdncu3nvai/pFj2lQW5gaNHr8Fzb9+pKt4t+l5cfrSzH7VOYlmEZcXm+q70u/xhRt0+h\n", "vtNJiknP/CGD8Vv6Bvi7nReo6xos7Xxz2VTuuzbcyajTkmrW030tKRckG8dcSEUN710gao8vHJJg\n", "YyBjhDnwk02nw83/O9zEyZbBP+MvdTn5h0fLScqw0NDt5Gs7LnC1ZwCrQcuPHpvO9KyRB8gPnYab\n", "l2zkucXF/PPeyyQZdTw4PWPM4Um5NiM6zWDvUwPYjLpbJlq19Q/4kyvAngud/gSbbTPy3eVl/O97\n", "jaSY9Xx0bi7GONxKW8SHoBKsx+NBrx/5VBlBEBsJP9ZQUegcsg5rj9ODcq0ifbnbxdWewY397G4f\n", "NU19tyRYj0/h0OUeNta0MDMnidWzssi2GXl4egZ3FCSj12qC2gG2PNPKD1eWc7KlH6teN9jbvWkU\n", "QKpZT5q6vmliAAAgAElEQVRZT9e1XurNU00rsq383cPTgh4qlvDv3RjUHl84gkqwL774In/0R380\n", "4r/dvKW3ECNJtxp59p5CvrenDo9P4ZMLiyhKGRxGlWbWo9XAtWVQKRhhlMXFDgd/t6sWnwJHG/tI\n", "s+hZXJqKUacddVTGgMdHv9uLzaDDcO3PeJ1WQ3aSkeJUDwatluJU0y1r1hammvnBynJONveTaTUw\n", "M9tKU48Lg05D5rV1VidyHK5IHEHtyfWTn/yE/Px88vPzue+++0btzU4k2ZMr/nl9Cld7XHh9Cvkp\n", "JkzXkt7QbbVn5SRxZ+Gt22q/39jLF39/3n+8ckYmxxoHV4z6+kPTbllLoL3fzYvHmqiu6+aBsjQ+\n", "cnsu6VYDfS4P3/1DHYcbBhdEqSxO4SsfKMU6yk4JTo+X18928G/7r5BmMfDtR6aNWr4YD0VRuNDu\n", "oLV/gLxkE1Mzgqs7i9iL+p5cH/vYx8jPz6epqYktW7ZgNBp57LHHQrqgmLx0Ws2IG/nptRruKEzm\n", "jsLRV30qTjVz/9RU3r7YTbJJx7RMC4ev9jAtzcrhK923JNjTrf28erINgA3HW5mXZ2PhlDQcbh8n\n", "mm8M56pp7sfu9o6aYK92D/CzfVeAwREE/33oKt9+pCzssa9n2+x8Yes5BrwKVoOWf1w1PaTdGkR8\n", "C6o6n5ubC0BeXh7FxcU0NTVFtVHiVmoZa9jj9NA1wp5YY8WXbjXw2UUl/NuaGXxneRn767t5uDyT\n", "Kz1O6jqdtPQNDDv/+rYr/uNrhylmHatnZfkfXz0rK+C2Njrt4HTY68wGHePNrSPFVt/pZODaCAi7\n", "20dDj+uWcxKFWj6b0RBUD3bjxo2kp6fT2trKggULeOaZZ6LdLqFCZ1r7+Yc36nF5fXzh/hLuGOfK\n", "/akWPakWPU63l5UzM/n73XXA4KSCmTlJrJx5I3HOzEninuJkDl7uZdGUVGZc+7PepNfxkXm5LChK\n", "RoOGFJOWf6q+RKpFz+pZ2bfUf4tSzXz9wan84t0GspMM/Mmd+RGpv+YlD1/PIDsCO9mK+BNUgj13\n", "7hzPPPMMOTk50W6PGEWi36Xtc3l44a1LXL42bfhbuy7yyw/NIufanf/xxGc26LDetFRhz02TBXJt\n", "Rr78QCn9A15sRp1/TGxtu539l3rIShq8efWlbefpcgw+t63fzd8snTJsrVmdVsN9pancnpeEQacd\n", "tZQQyEixzcpO4sePlVPf6aQs0xKRuu5ESfTPZjQFlWD/7M/+TJKrCKi+08nBK92kmPTcUZB8y5Ap\n", "heF/tnt9Sliri03NsPDAtDTeqO0iP9nIvVNSbzkn2aQf9ud/Y4+L51+74B9+te6OPKwGLV2OGzEM\n", "eBVuXmZWo9GQGuE1DQx6LXPzk5mbL7sNqFlQNdj8/HzcbjctLS34fD56e3uj3S5xk3iuc7X1D/CN\n", "nRfYda6Txh4Xx5v6hq3BAIPJ7nP3l5Bq1mMxaPnqg1OHJeHxxpdhNfCZ+4r5jw/N4oVV05kSxOyv\n", "vgGvP7kCnGju4yO3D3YctBr44zvz/DPLIime37tIUHt84QiqB1tbW8uRI0dwOp08/fTTbNmyxb8J\n", "ohD9A16STXruLkrmxWPNpFr0FKSYmHnTrKrb82z8fO0MfApkJYU+bfi6m3uoY8myGlhQlMzhK73o\n", "NPD0vFzyU0z8fE0FZsPw7byFiISgPp2HDh3iIx/5CFVVVWi1Wmy28W8MJ8ITz3WudIuBx2Zl8pO3\n", "LwPQYffw/w5d5Tsrym8ZzpQ1ys2cWMSXbjXw+ftLuNTpxGLQ8h8HrtLcO8CfLsjnbGs/qRY9j87I\n", "CmpG2Hhcj63P5aHd7sas15GbrJ6bWvH82ZxoQZUIzOboLFws1CHFrKc804ruWi7NsOiZmW0lHic7\n", "ZScZWVCUwtZT7Zxo7qfN7uYn1ZfItBn57XvN7KntjMp1u51ufn2okWc3nOYzr57hfJs9KtcR8SWo\n", "BOtwOIYdezyyPFusxXuda1qGhb99aCoPTEtjzZxsTrTY2XyylR7nrWNeh2rudVHf6eDw+zUxaumg\n", "Ae+NJQh9Cv6Feq90RX48anV1NVe6XGw5NTjxocvp4fen2yJ+nYkS75/NiRRUiWD+/Pn89re/paen\n", "hw0bNnDPPfdEu10iwei0Gu6dkopRr+Wr2y8Ag2sG5CebqCy59Q4/DG6n85XXztPj8vL4jDQqXJ5x\n", "1VTD8fT8XM622mmzu3lqfi4HLvdgMWh5dEZmVK5n0muHrbeQKSusTQpB7ypbXFxMc3MzRUVFGAzy\n", "4Yi1RKhzaTQa/1qr1/UEWIx6Y00LPa7BXQc2n+li2YwcZubEJsFOy7TyT49XMOD1oddpuKc4BatB\n", "N+JU3vG60uXkSreLdIuesiwrixcvxu318fUHS1l/tJlpmRYeKs+IQBTxIRE+mxMl6E+z1Wpl6tSp\n", "wOBNr7vuuitqjRKJqyzDQnmGhfMdDvKTjcwMsLX20F6cVgNGXWyLtulDrp9pjcxNp4ZuJ8+/dp6W\n", "fjdaDfzw0XLmFSRj0GlZPDWdu4tSMOi1t4ygcLq9vHu5hz0XOri7KJX7p6WREqPevIiegO/gL37x\n", "C7Kzs/H5fFy4cIGioiIuX76MzWaTBBtjibLmZn6KiW8vn0aH3UOaWUdOgKFPj83MotPhoa7TwYdm\n", "pgU1ljXeNfUO0NI/WHf2KXDkai+uK6f8ZTXTzbMYrjnbZue7f6gDYF/94Eyz0Uor8SZRPpsTIWCC\n", "veuuu1iwYAGvvvoqzzzzDFlZWbS2trJnz55YtU8koKwk46jDsYbKTzHx+ftLcHt9HDtyCJ02Lwat\n", "C57L48WnDO6tFqwMqwGzXusvlVRkWXE3BL7RB9DrGr5B4/XpuyKxBUywCxYsAMDr9ZKVNbiQRnZ2\n", "dljDtpqamti9ezc6nY6lS5eSn58/6rknTpzgzJkz+Hw+Fi5cSFFRUcjXTXRq7SHotBp0Wh2VlZUT\n", "3ZRhajsc/Ou+yzjdPj51bxFz8oIb+z01w8KPHyvnVIudghQjs3NtJJXeN/bz0s1MSTNR3+Ui06pn\n", "RnbirE2g1s9mJAS9ZcxQTqcz5AseOHCAdevWAVBVVcWaNWtGPbe9vZ0nnngCgG3btk3qBCtixz7g\n", "5advX+J06+BY1W+8XsvP1870L0wzlorsJCoC1J5HUpBq5rsrymm3u0kz60fdpUEklqDGwWZkZPDO\n", "O+/gdDp55513SE9PD/mCVuuN38xGY+AP7JIlS0K+jtqofaxhqPH5FIXLXU7qOhy4PN6xnxAEr0+h\n", "b+DGa9kHvHh9oS9ME2xsOTYjs3KSEi65qv2zGY6gEuyyZctISUlhx44dpKSk8PDDD4d8waErKAU7\n", "3Ov1118Pauzt0De6urpaVcfHjx+Pq/bEQ3zvvPMOh6/08omNp/n4xtNser8R17XaZzjtSTbr+Yv5\n", "GRh1GrQa+PySKVw5VzPq+Ze7nfxiXz0/31vH5S5nXHw/5Tiyx6EKak+uQI4ePTqunWW3b9/OihUr\n", "ANi1axfLli0LeP6bb77JlClTxtxcUfbkmnzsA17+estZ6jpvlKz+68OzKEoNfyyroig09Q7gVRRy\n", "bcZha8QO1Tfg4Zs7azneNLgNTUWWle89WkaKSY+iKLI5ogqEsydX2Bu619XVjev869NuFUUZNgW3\n", "pqaGkydPDjv37bffJjc3V3aujaKGbifv1HdzuqUft9c39hPiiE4LmUk3/gqyGXUYtWF/pIHBSRP5\n", "KSaKUs2jJlcAp9s3LMFf6nLicns50tDDV7df4FcHGmjuTdztYER4IvNpHIfKykrWr1/P+vXrh905\n", "3r9/P/v27fMft7S0sHfvXk6fPk1VVRW/+c1vYt3UuBKJP1du1tjj4us7LvCN12v56y1nOd7UF/Fr\n", "BCuU+Ex6HZ9cWMji0lTm5dv47ooycmK8SlWqWc+6O24ML1t3Rx49Li9f31HL4YZeXnq/hW0nm2Pa\n", "pliLxmdTLWI+VaSgoICnnnrqlsefffbZYcc5OTk8//zzsWrWpNTcN0BDz+BmgT4F3rnUw53j3Cdr\n", "opWkWfj6Q1Px+RT0AXqaAAMeH+fbHfS6PExJN5MXgfVfDbrB9Qtm5yThUxRK0y3UdTqH7d7Q1Cdj\n", "WicrmYuXIKIx1jDdosdq0GJ3D5YGZuVM3NjLcOLTajRog5hme7ihh797/SIKUJ5p4VsPT4vI2q8W\n", "g27Y4uKFKSaWlWew63wHVoOWD96WG/Y14pmMgx2dJNhJbEq6hR89Np0TTf3kpxiZnTu+sZvhauh2\n", "0j/gI8dmIC0Ce155fQr1nQ4GvApFqSb/RofXvX6u4/qqhJxvd9DW74744towuPvtJxYWsua2bKwG\n", "bURuuonEFPMarAhNtOpc07OsrLktm8qS1JgtFQhwrq2fz24+y1+9eoafVl/mvVPnw37Ng5d7+FTV\n", "GT67+Sz/d7SJ/oHh42LvKLixwWCqWU+KOfL7b12XYtZTkWWlKNWs+hql2uMLR9g/UeMZoiXEdXsu\n", "dPnn3++r7+ah4uywXs/l9vKbI43+9VZfOd7K8opMkow3FpBZMjWNdIuB5j4XM7KTMI5RsxUiXGF/\n", "wmQIVWzEU52r3e7mxaNNfG37BfbXd4c0vCtvyJ/mWg3kZYW3Pqpep6Uk/caf4skmHWb98I93qsXA\n", "lHQzu8518Pmt53j+tfM0dIc+7TtY8fTeRYPa4wtHwB7s2bNnOXjwIBqNhsWLF1NSUgLACy+8wBe+\n", "8IWYNFDEn0NXevivQ43A4I2jf3q8ghnjnHt/75RUupxuTjT3s3ZODlMzwluqUKfV8Md35pFuMdBu\n", "d/Oh23JG3CX2fLudCx2DSfVyt4vzbQ4KpUYqoiRggj127Jh/YZYtW7ZgNBrJy8ujrKwsJo0TN1RX\n", "x8+am829A/6vfcrgUnudDjepZn1QW3F7fQoGnYaPzs3FqNei0WgiEl9BipmPVxYGPCfZOLzuajNF\n", "rw57XTy9d9Gg9vjCEbBEMHStgNWrV/PWW2/R1dUV9UaJ+NFud3O+zU5L343ZSIumpJJ8LTHNz7dx\n", "trWfT246zd667jEXRXEMeNl8spVPV53hH96sp2lIso6FGTlJPHdfMXcW2Pj8/cXDhlcJEWkB1yLY\n", "vHkzS5YsIS0tDRhctnD9+vWYTCY+8pGPxKyRwZC1CCKvudfF9/fUcbLFTn6ykb9fXkbJtT2rGrqd\n", "9Lq8vN/Uy68ODJYLtBr4xRMzA+5MUNPUx+e3nvMff2JhIU/clhPdQEYg6wSIYEVtLYKVK1dy6tQp\n", "/7Fer+eJJ56gsbExpIuJxFLb4eBky+CaqI29A9QMmUpbmGpmepaV9670+h9TlMH/Arm5h+tyT8z6\n", "B5JcRSwETLB6vZ5777132GNJSUk899xzUW2UuNVEjDW03rRVSqp5eMlep9XwzD2F5NqMGHUaPr+k\n", "hMIx1jKdmmFh7ZxsNAyu4r946uBfR0Pj6+h3c6HdTlt/ZMsH7f0DnGru50oMRg4MpfZxomqPLxwh\n", "jYNtamoiLy++9k+KleZeF+fbHVgNOiqyrSQZo3+TZKJUZFn5wv0lbD/bTmVxyogzvcqzrPzz4xW4\n", "fQoZVgN6beCeYYpZz58tyGfNnGwsBu0tM7iael189w91nGm1U5xq4luPTIvITKiWvgF+sKeOmuZ+\n", "bEYdP1xZzvSsxNmWRSSmoBLsiRMnmDNnjv943759/q1cJpMOu5vv7anj1LU/mz+zqIjVs8MbIB+s\n", "ibhLazHqWD4jk2XTM9AFSJxDt78O9nUtN/1iuh7f+XYHZ65t1XK528XpFntEEuzlLic1zYNrtvYN\n", "eHnnUnfMEqza77CrPb5wBDXR4Ny5c8OO9frJuYRBl8PtT64wOLc90dZQDUWg5BppVsPwj6TNGJnZ\n", "VjaTjqFh5Md4WUMxOYX06fX51J9URpJi1lOceqPGeO+U1ICLMUeS2utc1+OryLLymUVFzM5J4i/v\n", "KWBWbnC7uY5lWoaFbz8yjcWlqXxyYWFMl2WcLO+duFXArujWrVtxOBycPn0at/vG3u65uepefm00\n", "WUlGvvXwNE612rEZtczKicwPv7jBZtKzenY2K2ZkRvSXl0Gn5Z7iVO4pTo3YawoxlqD25NqyZQur\n", "V6+ORXtCJuNghRDREPU9uR599NGQXlwIISazoBLsZL2pFU/UXudSc3xqjg3UH184AiZYj8fD7t27\n", "2b9/P4qisHPnTqqqqrDb7YGeJoQQgjES7MaNG5k3bx5ZWVn88Ic/ZM6cOaxYsYItW7bEqn3iGrWP\n", "NVRzfGqODdQfXzgC/u1vMpnIysoiKyuLwsJCCgsHl4Izm2X9TCGEGEvAHqzD4UBRFOx2O+fPn8fl\n", "Glyy7vr/Reyovc4VanyKolDb4eDY1V5a+mK79GGw5L2bvAL2YB988EFeeukldDodzz33HBs2bABg\n", "0aJFMWmcEGM50dzPl187j9urMDPHytcfnEpOFHaKFSIUQY2DTQQyDnZy+rf9V6g60eo//tHKcuYN\n", "2T1WiHCFMw5Wxl+JuNHY48KnKOTYjEHP4pqWceN+gFGnIdksH2kRP4L6FLtcLjZu3Oj/T2qwsRfP\n", "dS77gHfMrWLGsvd8Mx/fcIpnXjnFngudQS+iU1mSyhfuL2HNnGx+8Gg5U9Pj7wZsPL93kaD2+MIR\n", "1K/7LVu2sGLFCmw2G319fWzevJkPf/jD0W6biHNOt5c9FzrZdKKVOblJPDU/lxxb4AW3R9Ln8vBf\n", "R9txeQeT9D++fYnb8pIoSBk7WaZbDCyfkTnuawoRC0H1YA0GAzbb4MImNptt2GaIIjbicazhhQ4H\n", "/7b/CskmHadb7Ry43BPS6+i0mmG7vVoMOvTa2KxSFgvx+N5FktrjC0dQn2Kv1zvseLIuVzgZeH0K\n", "PU4PA56x32OfT+HZykL0Wi3FqWYyxrnw9nUWg47nFpcwNz+J8kwLf//INBkJIFQhqARrs9k4e/Ys\n", "AGfPnvX3ZmPB5/PdkuAno1jUuezXttT+zKtn+Ke9l2juDVxrTzbp+c+DV3nvai9v1HbyVm0XvhAH\n", "pVw9dYTvLi/jhVXTuS1PXctAqr1Gqfb4whFUDfaRRx5h3759HDt2jKKiIh555JGQL9jU1MTu3bvR\n", "6XQsXbqU/Pz8Uc/dvn07tbW1rFmzhoKCgpCvKYJzocPBz99pAAZ3kZ2da+OxmaPXVBXAMWRX2MZe\n", "F16fglY3/h0QFEXBpFfv/mZicgp6TEukJhccOHCAdevWAVBVVcWaNWtGPXfFihWcPHkyItdNdLGo\n", "c918594xELhMkGMz8rF5ubx4rBmDTsOfLsgPeZFsNdfx1BwbqD++cIx70GB9fT3FxcVoQ7wJYbXe\n", "2GjOaJQ6WzyZlmHh0YoMXjvbwdR0M5UlgbdVSTLq+Oi8XJZMTcOo1w7bTkcIEWQN9sc//jH19fVs\n", "27aNhoYGNm/eHPIFh04ck9EIwYtFnSvNYuDjC4v49Ydn84OV5RSnjT1MKsmoozzLSkmaGY0m9M0R\n", "1VzHU3NsoP74whFUgp0xYwZTpkwBwi8VDL1hFc4P5EiGvtHV1dWqOj5+/HhMrpdk1FGYauLE4XdV\n", "GZ8cy3Eox6EKai2C67XSHTt2sHz58jFrp4Fs2rSJtWvXoigKW7du9e/1VVNTg1arZfbs2cPOP3ny\n", "JGlpaWPe5JK1CIQQ0RD1tQj6+vrYuXMnZWVlIV1kqMrKStavX4+iKCxbtsz/+P79+9FoNMMS7K5d\n", "u6itrcVsNlNaWsqSJUvCvr4QQsRKUD1Yu91Oc3MzU6dO5dixY1y4cIEnnngiFu0Lmtp7sNXV1aq+\n", "W6vm+NQcG6g/vqj3YK1WK1OnTgVg3rx5zJo1K6SLCSHEZBLSWKvt27dHuh1iDGruIYC641NzbKD+\n", "+MIRUoKVtQiEEGJsARPst771La5evcoLL7zAyy+/7P/v+PHjsWqfuCYSQ0bimZrjU3NsoP74whGw\n", "BvvNb34TgLKysmHDsqqqqqLbKiGEUIGgSgQLFy4cdpyWlhaVxojRqb3Opeb41BwbqD++cASVYPPy\n", "8oYdP/DAA9FoixBCqIp6lo1XObXXudQcn5pjA/XHFw5JsEIIESVBzeRKBGqfySWEmBjhzOSSHqwQ\n", "QkSJJNgEofY6l5rjU3NsoP74wiEJVgghokRqsEGqbbdzrLGP7CQjt+clkWqR3RiEmAyivprWZNfQ\n", "7eRvtp2nxzW4G8Nn7yti1azsCW6VECLeSYkgCN1Ojz+5Ahxr7It5G9Re51JzfGqODdQfXzgkwQYh\n", "O8lIeaYFAA3wYFnGxDZICJEQpAYbpKZeF/WdTpJNeqZnWjDoE/93U5/LQ0OPC5NeS0maGW2EN6EU\n", "Qg2kBhsDeckm8pJNE92MiOlzefjNkSY2nWhFr9Xw7YencVdxykQ3a0yNPS52nmunrc/N6tlZVGQn\n", "TXSThBhV4nfDJolI17la+t1sOtEKgMen8Nv3mnB7J24h9WDi8ykKvzvWzP++18yOcx18ZfsFmnpd\n", "MWhdeNReo1R7fOGQBDtBuh1uuh3uCbu+Wa/Farjx9pekm9Br47tE4PEp1HY4/Me9Li9Ot+yuIeKX\n", "JNgJcKKpj89uPstnN5/lRFNwIxIiveZmQYqJ7z9azuLSVD50WzYfm5eHZgJrsMHEZ9RpeWp+Htd/\n", "D6yelUVWUvyPR1b7eqlqjy8ccpMrxjrtbv7q1TO09g/2XrOTDPzsgzPIsMZ/oogHXp9CXacTl8dL\n", "UaqJFLN830R0yWIvMdDpcNPePxD26/hQ8Phu/E5z+xSC+R2n9jpXsPHptBrKMi3MzrUlTHKV927y\n", "kgQbhNMt/Xz21bN8ctMZDl7uDiohjibTauTLD0zBZtRhM+p4/oEpZCYZI9haIUS8kBLBGPpcHj6/\n", "9Rx1nU5g8ObQf3xoJrlhDtlqvdYbzpbkKkRck3GwMRSp30eSWIVQPykRjMFm0vO5+0vIsRlIMen4\n", "22VTybHFPjmqvc6l5vjUHBuoP75wSA82CLNykvjZB2fg8ylkWA0TOpxJCJE4pAYrhBAByDAtIYSI\n", "Q5JgE4Ta61xqjk/NsYH64wtHzGuwTU1N7N69G51Ox9KlS8nPz4/IuUIIEW9i3oM9cOAA69at42Mf\n", "+xjvvvtuxM5VO7XP91ZzfGqODdQfXzhinmCtVqv/a6Mx8HCn8ZwrhBDxJuYJduigBYMh8Fzy8Zyr\n", "dmqvc6k5PjXHBuqPLxwxT7Be743NA8caTzqec2H4G11dXa2q4+PHj8dVeyQ+OZ5Mx6GK+TjYTZs2\n", "sXbtWhRFYevWraxevRqAmpoatFots2fPHvPckcg4WCFENCTUWgSVlZWsX78eRVFYtmyZ//H9+/ej\n", "0WiGJdjRzhVCiEQgM7kSRHV1tarv1qo5PjXHBuqPT2ZyCSFEHJIerBBCBCA9WCGEiEOSYBNEJIaM\n", "xDM1x6fm2ED98YVDEqwQQkSJ1GCFECIAqcEKIUQckgSbINRe51JzfGqODdQfXzgkwQohRJRIDVYI\n", "IQKQGqwQQsQhSbAJQu11LjXHp+bYQP3xhUMSrBBCRInUYIUQIgCpwQohRBySBJsg1F7nUnN8ao4N\n", "1B9fOCTBCiFElEgNVgghApAarBBCxCFJsAlC7XUuNcen5thA/fGFQxKsEEJEidRghRAiAKnBCiFE\n", "HJIEmyDUXudSc3xqjg3UH184JMEKIUSUSA1WCCECkBqsEELEIUmwCULtdS41x6fm2ED98YVDEqwQ\n", "QkSJ1GCFECIAqcEKIUQcSogE6/P58Hq9E92MCaX2Opea41NzbKD++MKhj/UFm5qa2L17NzqdjqVL\n", "l5Kfnx/w/O3bt1NbW8uaNWsoKCiIUSuFECJ8Ma/Bbt68mccffxyAqqoq1qxZM+ZzTp48SVpaWsAE\n", "KzVYIUQ0JFQN1mq1+r82Go2xvrwQQsRMzBPs0A6zwWCI9eUTltrrXGqOT82xgfrjC0fUarBtbW28\n", "9NJLwx5btWrVsJtVGo0mYtdLS0vjyJEjEXu9eGO1WiW+BKXm2ED98aWlpYX83Kgl2KysLD71qU/d\n", "8vjhw4eBwZ6sw+EY9m81NTVotVpmz5497ustWLAgtIYKIUSUxHwUQWVlJevXr0dRFJYtWzbs3/bv\n", "349GoxmWYHft2kVtbS1ms5nS0lKWLFkS6yYLIURIVDOTSwgh4k1CTDQQQohEJAlWCCGiRBJsgpLp\n", "w0LEv5jf5ArVeKbYjnc6bjwYT5sTcfrweOI7ceIEZ86cwefzsXDhQoqKimLY0vEbT2z79u2jubkZ\n", "gJKSkoQY/TLenyeHw8FPf/pT/vRP/zQhPp/jiW/Lli3+jk1ZWRm333574BdXEsSrr77q/3rTpk0R\n", "OzdejLfNJ06cUBoaGqLZpIgaT3xvvvmm/+vf//73UWtTpIT6eduxY0c0mhNx443vtddeUw4fPpww\n", "n8/xxLdz585xvXbC9GDHM8U2EafjJmKbx2M88SXaULzxvnd1dXVs2LCBtWvXRrNZETOe+Do7O7Fa\n", "rZjN5mg3K2LGE5/X62Xjxo0oisLUqVPHXP8kYWqwyjim2I7n3HiRiG0ej1Die/3117nnnnui1aSI\n", "GW9spaWlfPrTn+bgwYPRbFbEjCe+6upqFi9eHO0mRdR44luxYgVPPPEEH/rQh/ylnkASpgc7nim2\n", "0ZqOG02J2ObxGG98b775JtOnTycrKyuazYqIUN47s9lMcnJytJoUUeOJr7m5mc2bN9PS0kJpaWlC\n", "1GBD/dkL5pdpwiTY69NqlZum2I40vXa0c+PZeOJLROOJ7+233yY3N5fS0tJYNzMk44mto6ODjIwM\n", "//mJYDzx/eVf/iVwY4nRRDCe+Orr65kyZQoATqdzzNdOmAQ72hTbkabXBpqOG6/GE18iTh8ONr6W\n", "lhb27t3LzJkzOX36NL29vfzxH//xRDU7KON57/bu3YvL5QLgrrvuinlbQzGe+GDwl0h1dXXC9GDH\n", "E199fT0HDhwAYP78+WO+tkyVFUKIKEmYm1xCCJFoJMEKIUSUSIIVQogokQQrhBBRIglWCCGiRBKs\n", "EHSNF34AAAWOSURBVEJEiSRYMSG8Xi8+n2+imyFEVEmCnUS+9a1vRey1XnrpJaqqqqiqquLVV1+l\n", "p6dn2L9v3bp1xOddvXqVV155hZ/85Ce0t7eHfP3Dhw/zi1/8IuTnq9Vo3/eb7dixgw0bNkS5NSJh\n", "ZnKJ8D377LMRey2NRsOaNWtG/ffRpigXFBTw5JNP8sYbb4R1/QULFlBfXx/Wa6hRsFPDly9fzsaN\n", "G6PcGiEJdhJoamrinXfe4cKFC3zhC1/wP26329m4cSM2mw2dTseZM2f44he/6P/3nTt30tfXh06n\n", "w+12s3r1akwmEwAmk4kNGzag0+mw2+2sWrWKlJQUPB4Pr732GqdPn6aqqgqA6dOnM2fOnLDj2LVr\n", "Fx0dHej1enQ63bASw5kzZzh69CgWiwWn08ldd93FtGnTaGxs5L//+7+ZPn06TzzxBM3Nzbz44otk\n", "Z2fzsY99DL1+9B+B7du3c+bMGdLT00lJScFutzN37lxuu+22gNeEwSUJd+7cydy5c6mrq8NoNJKT\n", "k+NfaWrv3r20trai0+n8U2effPLJMb8HdXV17N27F5vNhlarpa2tjT//8z8H4K233hr2fU9PT2fp\n", "0qUAeDweNm3ahFarRVGUhFiEXhXGtXqsSGgvvfTSsOPa2tphiz7X1dX5v967d69y5swZ/3Fvb6+y\n", "YcOGEV/X5XLd8m83X+tme/bsUVpaWoJu+4kTJ5T9+/f7j1tbW5Uf/OAHiqIoSn9/v/Kb3/xm2Pkv\n", "v/yyMjAwoCiKojQ3Nyu7du3y/9v69euDvu6XvvQlxev1+o9/97vfKXa7fcxrXm/zz372M8Xlcg07\n", "78yZM8q7777rP/b5fMrevXuDas/vf/97pb6+3n889D1TlNG/71u2bFFaW1v9x++++67y8ssvB3VN\n", "ETrpwU5iU6dOxev1smPHDv+SbddXCmpoaGDRokX+c20226ivE4sFws+dO8fy5cv9x1lZWf6tZJqb\n", "m+np6fH33GBwpaPOzk5ycnLIycmhtbUVGOzNj6f3dvvtt6PV3rhVUVFRwdWrV9FqtQGved2DDz54\n", "y/fn7NmzPPzww/5jjUYz7HsdyMqVKzl48CAnT57E4/GQk5Pjf88C6evrG7b04/z587l06VJQ1xSh\n", "kwQ7iR07dox58+ZRXl4ODO4XdX05tqKiIs6ePUtFRQUw+AN6nc/n4+LFi5SVlQHQ1dUV9RXsp0+f\n", "ztGjR1m4cCEAra2tXL58GYCioiJyc3OH1YRvHqGwYMECDh06xOXLl1m9enXQ162pqcHn8/mT7Pnz\n", "51m1ahU6nW7MayqKMuL6otOmTeP48ePDVtMa+r0O5L333uPuu+/2H//f//1fUIuSJyUl0dbW5k+y\n", "R44cSZjlEhOZrKY1Cbzxxht0dXVx/Phxf49sxYoVbN26dVjvDODxxx/3P3a9BqvVanG73Tz++OP+\n", "Guwbb7xBc3MzJpMJt9vN2rVrh9Uz33rrLTo6OtBqtXg8HhYtWkReXp6/HlxbW0tubi7JycmsWLEi\n", "qF7w66+/TmdnJ2azGafTSUtLCwsXLuSuu+7i8uXLHDx40N+Gvr4+Vq9ePWxR6//8z/8kLy+Pxx57\n", "LOjv3S9/+UtsNhtmsxm32828efOYOXMmQMBrHjhwgKNHjwKQk5NDYWHhsMS4Z8+eYd+fGTNmMHfu\n", "3DHb8+///u/k5+ejKAo+n29YXRcGE/WxY8cwmUz+bU3mzp2Lx+PhlVdewWAwoNVqsdlsHDx4kKef\n", "fjph1t1NRJJghQjg5Zdf5sMf/vBEN0MkKBkHK8Qotm/fzunTp9m2bdtEN0UkKOnBirhQV1fn/5P6\n", "ZqWlpUGtHp8I1wykr6+P3bt3j1gbtdlsCbM7h7hBEqwQQkSJlAiEECJKJMEKIUSUSIIVQogokQQr\n", "hBBR8v8DnG1a5C5VNx8AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.726245\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VOd58P/v7KPRviMBkpAQmwETgy2MHXASNtvggOMk\n", "Tmjqpo2TJnnfpG/SLM3WxGnTbI79S9rESZs2rduQGrPYCIMx2NhILMLG2AhZLBISq/Zds8+c3x+C\n", "QQJpNDOaI80c3Z/rsi+d4cyZ59YZPXPmPs9zPzpFURSEEEJElX6iGyCEEFoknasQQqhAOlchhFCB\n", "dK5CCKEC6VyFEEIF0rkKIYQKjGoduKmpif3792MwGFixYgV5eXlB93c4HDz99NM89thj5OfnA7Bz\n", "5058Ph8AJSUlLFiwQK3mCiFEVKnWuVZVVbFp0yYAduzYwYYNG4Lu//rrr7NmzZohj1mtVlatWqVW\n", "E4UQQjWqda42my3ws9lsDrpvZ2cnNpsNq9U65HGfz8e2bdtQFIUZM2Zwxx13qNJWIYSINtU618ET\n", "v0wmU9B9KyoqePDBB6mtrR3y+Nq1awM/7969O7oNFEIIFanWuV7PlQLodLqg+zY3N/Piiy/S0tJC\n", "UVFRIOc62Ggd9N69ezEYDJE1VgghRpCWlsbixYvDfp5qnavD4QAGrmCv/wxQXV2NXq9n3rx5gcc+\n", "85nPAFBTU0NaWlrg8cbGRgoLCwFwOp1BX89gMEjaQAgRdcePH4/oeaoNxSorK2Pz5s1s3ryZsrKy\n", "wOOHDx/m0KFDt+zf0dFBRUUF1dXVgccaGxvZsmULW7ZsYfbs2Wo1NS5UVFRMdBNUo+XYQOKbrFS7\n", "cs3Pz+cTn/jELY8//vjjw+6fkZHBZz/72SGPLV++XJW2CSGE2nRaKTm4f/9+SQsIIaLu+PHjfOhD\n", "Hwr7eTJDSwghVCCda5zQcl5Ly7GBxDdZSecqhBAqkJyrEEIEITlXIYSIIdK5xgkt57W0HBtIfJOV\n", "dK5CCKECybkKIUQQknMVQogYIp1rnNByXkvLsYHEN1lJ5yqEECqQnKsQQgQhOVchhIgh0rnGCS3n\n", "tbQcG0h8k5V0rkIIoQLJuQohRBCScxVCiBginWuc0HJeS8uxgcQ3WUnnKoQQKpCcqxBCBCE5VyGE\n", "iCHSucYJLee1tBwbSHyTlVGtAzc1NbF//34MBgMrVqwgLy8v6P4Oh4Onn36axx57jPz8/IiOIYQQ\n", "sUK1K9eqqio2bdrEo48+ytGjR0fd//XXX2fNmjVjOoaW3XvvvRPdBNVoOTaQ+CYr1TpXm80W+Nls\n", "Ngfdt7OzE5vNhtVqjfgYQggRS1TrXAcPQjCZTEH3raioGPbTL5xjaJ2W81pajg0kvslKtc7V5/MF\n", "ftbpdEH3bW5u5sUXX6SiooLq6uqIjgFDT3JFRYWmtk+ePBlT7ZFt2Z5M25FQbZzr9u3b2bhxI4qi\n", "UF5ezvr16wGorq5Gr9czb968W55TU1NDWlpa4IbWSMcYjoxzFUKoIdJxrqqNFigrK2Pz5s0oisLK\n", "lSsDjx8+fBidTndL59rR0UFFRQVFRUWBznWkYwghRKyTGVpxoqJi+Ly0Fmg5NpD44p3M0BJCiBgi\n", "V65CCBGEXLkKIUQMkc41Tox1WEgs03JsIPFNVqqNFhBCCLU0djrosHvJSTIxNdU6+hMmgORchRBx\n", "pa7dztd2naPP7SPDZuSn98+kID1BtdeTnKsQYlKoa3fQ5x6Yvdlh93Kh2zXBLRqedK5xQst5LS3H\n", "BhJftGUl3qgzogPSrbGZ3YzNVgkhxAjm5iTy/ZUzqG7u546pyczKso3+pAkgOVchhAhCcq5CCBFD\n", "pHONE1rO22k5NlAnvqs9Lv50oonfHb3E+Q5H1I8fDq2fv0hJzlWIOOP1+Xn2+FX2nesE4I36Lp5+\n", "aBZZibJaRyyRK9c4oeWqQ1qODaIfn8vn52zbjavVln4PDo8/qq8RDq2fv0hJ5ypEnEk0G/n47bmB\n", "7YfmZpFhm9zLIDk9Pg7UdfL3e+vY9V4bPU7vRDdJOtd4oeW8lpZjA3XiWz4jjV99eBZPPljKny/O\n", "I9FsiPprhCoWzt+ZNjs/eq2Bwxd6+P8qL1LT0j/RTZKcqxDxyGzUMzs7caKbETN6Xb4h290OuXIV\n", "IdJyXkvLsYHENx5mZFgpSrMAkGUzMTtn4icWyJWrECLu5adY+Ye1M+mwe0i1GslLsUx0k+TKNV7E\n", "Ql5LLVqODSS+8ZKTZGZOTmJMdKwgnasQQqhCagsIIUQQUltACCFiiGo3tJqamti/fz8Gg4EVK1aQ\n", "l5c34r6HDh2iubkZgIKCAhYvXgzAzp078fkGhliUlJSwYMECtZob87S8NryWYwOJb7JSrXOtqqpi\n", "06ZNAOzYsYMNGzaMuO+yZcsCP+/duzfws9VqZdWqVWo1UQghVKNa52qz3RhnZjaPXlCioaGBrVu3\n", "snHjxsBjPp+Pbdu2oSgKM2bMmNQ5VS1fGWg5NpD4JivVOtfB98lMptHnPRcVFfHFL36RF154geLi\n", "YgDWrl0b+Pfdu3dHv5FCCKES1TrX67lSAJ1OF9JzrFYrycnJw/5bKB304NzP9bF3Wtn+zW9+w4IF\n", "C2KmPdHcHjxOMhbaI/FJfDdvR0K1oVjbt29n48aNKIpCeXk569evB6C6uhq9Xs+8efMC+3Z0dJCR\n", "kQHArl27ePDBBwFobGyksLAQgPLyctatWzfi62l9KJaWbxpoOTaQ+OJdpEOxVLtyLSsrY/PmzSiK\n", "wsqVKwOPHz58GJ1ON6RzraysxOUaWB53yZIlgccbGxupqqoCYNGiRWo1NS5o+c2r5dhA4pusZBKB\n", "EEIEIZMINC5W5m+rQcuxgcQ3WUnnKoQQKpC0gBAiqs612dlxqpUMm4m1szPJj5EqVZGKuRtaQojJ\n", "p6XPzbf21NF1bQ2r1n43X11eiFEf2nBMLZG0QJzQcl5Ly7HB5IrP6fEHOlaA8x1OPL6JW5l2Iknn\n", "KoSImsxEEx+Znw2AXgeb3pdLgmniFk+cSJJzFUJEVa/Ly6UuF2aDjsKMhLhPCUjOVYhJxutXuNzt\n", "xK/A1BQLZmNsfBFNthiZmytdS2ycDTEqLefttBwbqBOfX1E41NDF57bV8tfbatlf1zFhuU2tn79I\n", "SecqRBzqdnr5zZHL+BVQgH8+dIkOu2eimyUGkc41Tmh5/raWYwN14jPpdWTabnz1Tk8wYjJMzJ+z\n", "1s9fpCJKjPT19ZGUlBTttgghQpRkMfK3ywv5w1tX8fj8fHpJPhm20ctyivET9KOupqZm2P/++Mc/\n", "jlf7xDVazmtpOTZQL76ijAS+t3IGT6wuYWaWbfQnqETr5y9SQTvXQ4cOodfrOX/+PEePHsXtdnPk\n", "yJFA7VUhxMTS63QY4nyok1YFHed6/ev/n/70Jx599NHA4//7v//Lxz/+8XFpYKhknKsQQg2qlBy8\n", "nle9eYHBUBYcFEKIySyk24t2ux2/f2AMnc/no7e3V9VGiVtpOa+l5dhA4pusQhotcP/99/Pf//3f\n", "mM1mXC5XYI0rIYQQw5PaAkIIEcS4LvPS1NQUydOEEGLSCKlzPXXq1JDtQ4cOqdIYMTIt57W0HBtI\n", "fJNVSJ3r2bNnh2wbjVLxRgghgokoLXB95IAYP1qev63l2EDim6yCXoKWl5fjcDiora3F47lRcSc3\n", "N3fUAzc1NbF//34MBgMrVqwgLy9vxH0PHTpEc3MzAAUFBSxevDjsYwghRCwJ2rmuW7cOgJ07d7J+\n", "/fqwDlxVVcWmTZsA2LFjBxs2bBhx32XLlgV+3rt3b0TH0LqKigrNXiFoOTaQ+CarkNIC999/f9gH\n", "ttluFJIIZUZXQ0MDTz75JDNnzoz4GEIIEStC6lwjuYE1ePisyTR6KbSioiK++MUvcuzYsYiPoWVa\n", "vjLQcmwg8U1WIXWuL730EhcvXqShoYE//vGPnDt3btTn+Hy+wM86XWhVe6xWK8nJyREfY/CQkIqK\n", "CtmWbdmW7ahsRyKkGVo7duzgoYce4sUXX2TDhg0899xzfOxjHwv6nO3bt7Nx40YURaG8vDyQs62u\n", "rkav1zNv3rzAvh0dHYEyhrt27QpMrx3pGMPR+gytigrt5rW0HBtMrvha+tx4/QrZiaYJWxkh2lRd\n", "/VWv16PX67FarQBYLJZRn1NWVsbmzZtRFIWVK1cGHj98+DA6nW5I51pZWYnL5QJgyZIlox5DCBF7\n", "TjX18Z299Tg8Pv7m3gI+NDNdMx1sJELqXN1uN319fYHONZRyBPn5+XziE5+45fHHH3/8lsdGuiId\n", "6RiTkZavfLQcG0yO+FweH785cpl+90Aq76mDF5ifm8i0NOsEt27ihPSxkp+fz44dO1i6dCnV1dXU\n", "19er3S4hVKUoCs29Lpp6Xfi1UbtoQun1OmymG92J2aBDP3kvWoEQO9dly5bxZ3/2Z1itVubMmcMX\n", "vvAFtdslbjLW5Hosm4jYjl/u5fGttXzm+fc4eqE7pG9jkYrFc+fw+Kht6ee95j4cbt/oTwiioqIC\n", "k0HP5++exvzcRKanWfjB6mLykkdPH2pZ2GOsjEbjkKFZJ06cYNGiRVFtlBBq6nR4ePKNCzi9A9O4\n", "f3KgkX/9yFyykybHWGqPz8+e0+385shlAB6/K58N87IxGcd2qTkjI4F/XFuC16+QbJH6I2O+cG9o\n", "aIhCM8RotJy3G+/Y9OiwDOpIrEY9at53iWZ8rf1u9p1tZ2dNK5e6nREdo9vp5dnjN8qG/vfbTXQ5\n", "vRG3aXB8CSaDdKzXyG9BTDqpCUa++YFCnjp4EZ9f4W/eP50M2/hdtXp8fnpcXhJMBmwmQ8jP8/r8\n", "/OlEMzvfawOgOCOBf7q/hPSE8CbYWI16CtOsnGrpB2B6qhWLaZInSFUgv9E4EYt5u2iZiNhmZyfy\n", "83UzeWp9KbflJqn6WoPj63N5ef5kC5/fdpqfvNbA1R5XyMdxePwcv3xj/br6Dkfg7nw4kixGvrK8\n", "gI8tzOEj87P5xn2FpIzhalPL782xkM5VTFpJZiNJ4/wVtq7dwX+8eZUup5fDF3qoutgT8nMTLQbW\n", "zc0KbK8oTiPVGln7p6dZ+cxdU/nc0mlMn8TDpdQkaYE4ITnX+DU4vptHJXj9oY9S0Ot0rJ2dyczM\n", "BNw+PyUZtpjIb2r9/EVq4s+MEJNIcaaNRxbk8MKpVmZn21hakBLW8xPNBm7PTx59RzHhxpwWkGFY\n", "40PLeS0txwZD40uxGvnzO6bw7x+byw9WFTM1Nf6/kmv9/EUqpM61srKS2tpaAM6dOzdk9deioiJV\n", "GiaEVllNBnKTLCRHmC8V8SGkzvXChQtkZ2cDUFxczMGDB1VtlLiVlvNaWo4NohOf1+fH7YvNteu0\n", "fv4iFdJHZ2JiIpmZmcBAhSyDIfSxeUKIsWnsdPC7o5fpc/v4bNlU1YeOieiIKOeqn+wVGSaAlvNa\n", "Wo4Nxhaf0+PjXw5d4tilXt5rsfOdl+tp6XVHsXVjp/XzF6mQekmdTkdHRwcwUNh68AoBQojR+fwK\n", "xy/38os3LvBSbRtdDs/oT2JgqFan48bUVLvbh1eqeMWFkFYi8Pl8vPLKK4GarmvXro1oXS01aX0l\n", "AhE7+t0+OuwerCY92YnBp832OL30uX3YPT7+747T+K79tX3zvkI+ODMjpNd761IPf/9KPW6fwpfu\n", "mcaa0swxF1kRoVN1JQKDwcDatWvDPrgQaqvvcNDQ4SDTZmJ2jg2rUd37AT1OD88eb+KFmjYybUZ+\n", "tHYmMzISAv/e5fTg9Slk2Ew097p58uAF3r3ax9KCFNbPy2bHqVYALnUPTHv1+PzUdTjod/mYnmYl\n", "Z5jKXHdMTea3D8/F51eYkmyOWsfa6fDg9PhJTzBiDaPGgQhNSGfp7NmzardDjELLea1IY7vQ6eRr\n", "u87y4wONfO2lc7x7tS/KLbvVxW4XL9QMFE5pt3vZXdsODHSS59rsfOXFs3xuWy0VDV3UtPQH2nTk\n", "Qg85SQMFVhJMesquTR5481IvX37hDH+3p46fvNZAe/+t+VSdTsfUVAsF6VbMYXSsHXY3bcMcD6Dx\n", "2u/u01tq2PxOM32uyKtiafm9ORYhnal33nlnyPb58+dVaYwQ4Wizu+l13cj/h9u5+hWFunYH717t\n", "G7ZTG45Zr2fwOsQpVgM7qlv416rL/ObIJS71uOh1+fjRqw3ob1qweGqKlScfLOVXD81idnYiALtP\n", "t3E9L3eyuZ/W/tBysaOpburjCztO8/ntp3nz0q31C145286FLhd+BTafaKahM7LyhWJkIXWubvfQ\n", "N97Nna1Qn5bHEkYaW3aimbRBA/Fvzwt9iJLPr1Db0s+Bug6+/0o9P3/jAu320Tu2onQr37ivkKJ0\n", "KytnpjN/ShK/PnKZS90ubr57UZhm5cPzsslNMrPpfVOYl5vIgrwkCtIH0gi9Ti+Fg4qmJFsMWAyh\n", "LUMfTLfTw89eb6TD7qXb6eUfX22gtW/o37D1pitgw82fBGHQ8ntzLELKuS5btoyXX36ZNWvWqN0e\n", "IUI2Pc3KTx+YSWOXk4wEE7OybSE9z+tXeON8J0++foEEk55PL8nj345dobnXRaYteG1Uk1HPB2dm\n", "UFaQisWoZ++ZgbTAO1f6+NzSqXQ6PHQ7ffzNvdMpTE/gs2X5/Nn7ckm0GDHe1IF5/Ap2j5+/WJxH\n", "h8NDYZo1OoVYFB26QS+lC/zvhg+UZHCm1U5dh4NHF+UyIz3+p+HGmpCuXJ999ll6enrYsmULW7Zs\n", "4eTJk2q3S9xEy3mtscRWlJHAiuJ0FuQlDVldIJjmXjc/PdCIx6/Q4/Kx+3Q7ZdNTSLKEflMn0WzA\n", "qNcxf0oSeclmPH6FQw1d/HB1Cb/7yBzuKUrDoNdhMug5+dbRWzpWgPQEI2UFKTx/spnKhm7SE0xk\n", "JIZX+Ho4qQlGvr6ikNwkMxk2I9/9UNEtoxqmplr41geL+JcNs3lgdtaYbmhp+b05FiF9TN5///0s\n", "WbIksP3SSy+p1iAh1KbXgVGvw31tXJTZoOfjt+dSkJYwyjNvVZBm5WcPltLr8pKRYCJ9lCvfwXQ6\n", "HUumpfAvG+agALlJZvS6sacFAOblJvHLD89CUSBjhDZZTQYZJaCikMa5RqKpqYn9+/djMBhYsWIF\n", "eXl5I+576tQpTp8+jd/vZ+nSpUybNg2AnTt3BiYslJSUsGDBghGPIeNcRagUReGty738svIiyRYD\n", "X3l/ASWZw6cULnU7udLjIiPBRHFmQtQ6PxE/VB3nGomqqio2bdoEwI4dO9iwYcOI+7a3t/Pwww8D\n", "A1fF1ztXq9XKqlWr1GqimKSuXzH+6qFZGAw6kszD/xlc6nby9V3naLN7MOl1/OzBUublJo5za0W8\n", "CilJ1dPTw/PPP89//ud/4vV62b59+6jPsdluXAmYzcFnsSxfvnzYx30+H9u2bWPr1q0cP348lKZq\n", "lpbzWhMVW2qCacSOFeBKj4u2ayMIPH6F6qbeEfcNRsvnDrQfX6RCunLds2cPGzduZNeuXSFPex2c\n", "bTCZQstDvfLKK9x1112B7cGzwnbv3h3SMYQIh19RqG934PT6yUwwkjeoeHV6ggmTXofn2lIshenh\n", "52TF5BVST2m1Wod0kKGUHBxc3EUXQp7q9ddfp7S0lKysrGH/PZQOuqKiIjDm7vqnqVa2tRzfvffe\n", "OyGvr9PpSC5eyD+91kinw8PHF+ayelYmU1MtVFRUYDZb+NmDc6lu6iPXCobOC1CwYNTjN3Q4ON/c\n", "QZpJ4X0zp01YfOO1rfX4IhXSDa3nn3+eRx55JJA7HS2HCrB9+3Y2btyIoiiUl5ezfv16AKqrq9Hr\n", "9cybNy+w78GDB8nOzmbOnDlDjtHY2EhhYSEA5eXlrFu3bsTXkxtaIlyKovD3e+s5MmgF1n9aW8Li\n", "aeGtazVYXbudr5afxe7xk2Ix8LMHS4fUHhDxR9UbWjk5OVRUVOD1ejly5AgFBQWjPqesrIzNmzej\n", "KAorV64MPH748GF0Ol2gc21paaGyspI5c+ZQW1tLb28vn/rUp4CBzrWqqgqQtboGX7VqzUTFptPp\n", "sJpu3HbQ626duRSu8x1O7J6BFQN6XD4udju5XPOWZs8daPu9ORYhda7Lly+npqaGrq4upkyZEtK6\n", "Wfn5+XziE5+45fHHH398yHZOTg7f/OY3R3xdMXn5/ApNvQPVo6YkW8Y0RXMwu9vH2XY7drePjy7I\n", "odPuobnPw2NL8kKe5TWS7EGTAHRAps1E5xjbK+KTauNcx5ukBbTFryhUNnTzo1cHigR9+4MzWFaU\n", "GpVxpntOt/GLgxcBmJdj4+8+UITVqCfFagzp/kAwTq+P6qZ+alvs3DYlkfk5iVJ7Nc6pmhZoa2tj\n", "9+7dJCQk4Ha7Wbt2LRkZoRX6FSISHXYPT1dcCBSXfqriAnNy5pAVpDh1c5+bs639mAx6ZmcnkpZw\n", "69vb6/Oz50xHYLumxU6f20dusiUq7bYaDSyZlsKSMeRthTaE9JG6Z88eNm3axCOPPMLHP/5x9u7d\n", "q3a7xE20PJZwuNiMeh1J5hujUlIshmHn51/X7fTy1MELPLG/ge/ureeFmlZ8/lu/lBkNepZOv9Hx\n", "5SWbSVF5iWstnzvQfnyRCuldZbPZAosSGgwGrFapoCPUlZZg4jsfKuLXhy4D8IVl00hLGHk4Xq/L\n", "y/HLNwb5H6jr5OHbskkepuNcMzuT6WlWepxebpuSNKSoSUuvi8YuF4lmAzMzE4YtTu3zKzR2ObG7\n", "fUxNsYRVT0BMHiF1rk7n0EK6drsdGJjiOnjQv1CPlu/GjhRbaVYiP36gBADLKMu3JJkNzJ+SSHVT\n", "PwD3FKWSYB7+OekJJu4pSrvl8fZ+Nz8+0Eh1cz864GsrCilMt1CcYRtyM+2dq7185+V6vH6FewpT\n", "+fK904N2/Fo+d6D9+CIVUufq9/v5/e9/z/ve9z7eeecdUlNTqamp4cSJE9K5ClWN1qlel5Zg4usr\n", "Cqlt6cds1DMnOzFoGmE4bf0eqpsHOmcF2H+uA49f4a+W5DE390Yh7h2nWvFeSzlUNnbz6KLcoJ2r\n", "mJxCyrna7XbuvvturFYrZWVlzJkzB40MMogbWs5rjSU2n1/hao+L5j4XU5It3FeSwbLCtBHL7AWT\n", "bDUOWdmgKCOBqz2uW5ZAmZV1Y7iWzaTHNkrZPi2fO9B+fJEK6cr1k5/8JElJty6hUVBQwKVLlwJV\n", "rIQYT75rKwr89EAjFqOeJ1YXszAvOeLj5adY+PEDMzl6oRsd0NDppLXfw9TUofcY1szKxGrUc6nb\n", "FcjfXm9PtMbiivg35nGuoUyFHQ8yznXyudrj4i+31ASGaxWkWXl6fSlJwyyVcqHLSafdQ06SmaxE\n", "E50OL2aDbtiv835F4UyrnYZOB/kpFuZkJwZdddXh9nGwoYu9Zzq4uzCVlTPTSR0lTdDv9vFeSz+d\n", "Dg+lmTaKZIpszIq5eq5CqM2g12Ex6gPTTW0m/bCTDOra7Xxt1zn63D6mJJn5P/dM44f7zpNpM/G9\n", "lTMovqlQtl6nY05OInNyQqvdeqbNzs/fuADAu0195KWYuSM/mT63b2DRwWHyxkcudPOTA40ApCUY\n", "eWpd6S1XyCK+ydSROKHlvFakseUkmfn+qmIK0qzMybbx5XunYxtmhMDp1oGJAgBNfW7OtNpx+RSu\n", "9Lr5r+NXx3z/oN/jG7Jt1Ot4quIin9tWy78fu8rbNWduec7xyzeKxXQ5vHQ6vGNqw0TS8ntzLKRz\n", "FXGrpdfF/nMdzM1OYFVpxog3sW6e758w6AaUUT/2P4EZ6QnMvlaTID/ZTLfDy2t1nfS6fGw/1UqX\n", "7tb7FXcX3BgKlpc8kKoQ2iJpgTih5bGEkcZ2qqWfl69NZX35bCcGvY6ZmQnMyh76db4g1cqX75lO\n", "TUs/d05LJsVqIC3BSE6iiT+7Y8qY6wnkpVj4/soZdDi8pFoMnLw2nOu6hMRb0wtLpifz8wdn0uP0\n", "UpSewJRr0299fgW720eCOfiMtFii5ffmWEjnKuLWzd/mu5xe/m5PHb/68GzyU27UCjjTbud3VZfJ\n", "tJl4vb6TH60t4ZmNczAbdMPe/IpEZqKZzGszveYDSwtSOH65l5UzM4YM3brOajTcMrKh2+lhZ00b\n", "+891cndhCo8syI1oSJmIDWP+TiTDsMaHlvNakcZ225Qk7ilKxWrUc19xGld7XPS6fNjdQ3Og3U4f\n", "Do+fS90u3D4Fu9tPhs0UtY71ZrnJFr6xopB//+g8Prd0KjXHj4b0vDOtdv7reBOXe1w8f7KVd6/2\n", "8ZvDl3jq4AXOdzhUaWs03Hz+uhweTlzp5b2WPlxe3wjP0r6QOteDBw+O+G9LliyJWmOECEdukpmv\n", "LS/kH9cU0+Xw8vKZDu4rTiM7aWjlrAVTEsm5ltOcn2tjRqb6w56MhoGv9N5hiseMxO0bum9rv5vt\n", "p1rZfbqdJ/bV0+nwRLWNauhzefm3qit8/aVzfPnFsxyo75roJk2YkD66X331VVpaWnj/+99PTk6O\n", "2m0Sw9ByXmsssdnMBubmJvHZsqk4PH6mpVlIvalYS2F6Ar9YV0qn00uKxUhuUvDViMeq1+lly8lm\n", "tlW3MjvbxlfeH9oFSGmWjbumJVN1qZd5OTb8g/IeV3vduLx+tZo8JoPPX4fDy96zN0o6bj3Zwr1F\n", "aSSOUOdBy0LqXDdu3MjcuXOprKzkwIEDzJ8/f8gaWEIMdqnbSVu/h6xEE9PGYeymUa9j5jB5zcEc\n", "Xj/PHLlEh93L55dO5c7pqarNpqrrcPCnd1oAONnUz5ELPXxkwei/h5wkM1+/r4gel5dEk4Fjl3rQ\n", "MVDn4C8W5w1bnzbW2Ex6cpNMNPcNXGXPy00c89I58Sqks7Vw4UIA7rvvPrq7u/n1r38tnes4i5d1\n", "iho7HXz9pXN0OrykWY389IGZQWcfeXx+3jrfSqtbz4yMBObkhF9wZTQ+v8J/vHmFU80D1dye2N/A\n", "bx+eE5i2Gm03Dz7wetwhPzfFagzUl72vOJ0ZGQn4FYWCVCvWEIvYjLfB782sRDM/XF3CG+e7SLEa\n", "uLtAvQ+xWBdS51pRUUFRURGHDh0iKSmJL33pS2q3S8Sp8x3OwID4LqeX852OQOd6udtJdVM/CSY9\n", "t+UmkZneznotAAAgAElEQVRo4kybnb8/cAWFgQUCf7FuFvNyQ5sZFQ67+8ZXaq9fGbaQdrSUZCTw\n", "53dMYfupVubm2JidEtnXebNRT+koV+SxqCgjQabzEmLnun//fj7wgQ/wkY98BIMhNj89tS4erloB\n", "0m1D31Lp1+bYd9g9/HB/A/XX7np/dGEOf7kkn5Y+N9e7Ob8CLX2uqHeuBr2Ov7orn+/urafH6eX/\n", "LJtOXkp0lnUZTpLFyIdmprN4ajLJFgPT0rTd0cTLe3O8hZxzvZ4aECKY2dk2nlhVzPHLvSzKT2LO\n", "tZlLfW5foGMFqLrQwycX5TIt1YrVqMfp9WM16lXL0c7OTuTXG2bj8SkYdNDU6yLDZiJZheFYl7qc\n", "fGtPHU19bpItBn72QCnF4zBCQcSWsHKuYuLES87VajSwtDCVpYWpQx5PtRoDd8IB1s7OwGYyUJpl\n", "4+/vzcZlspGbZKYkU72vwVmJZho6HXxnTx0t/R4+UJLGX5dNi/oyLQ2dTpr6BvKsvS4fJy91UJw5\n", "NaqvEUvi5b053kLqXHt6eti7dy/9/f1s2rSJnTt3snHjxqDPaWpqYv/+/RgMBlasWEFeXt6I+546\n", "dYrTp0/j9/tZunRpYGJCOMcQsS3VauTL9xZwrt2OxWhgVlZCYNqpo6l+3P44K8530dI/cCf7tbou\n", "1s7KinrnevNd/TSrpNImo5A61z179rBx40Z27dqF0Rja16iqqio2bdoEjF7ztb29nYcffhiAl156\n", "KdC5hnMMrdPClUF2kvmWAf4wNLYep5fjl3uoa3dwV0Eqt+UmDltGMFKpN3V8FuPYj93r8nKl24XZ\n", "qKcw3Upplo0fri7myIVubs9LZsl0bS+zrYX3phpC6imtVism041P91BuatlsN77emc3BB20vX758\n", "zMcQ2nDiSi8/em2gzum26lZ++eFZY04VtPe7qWzspr7dwapZGTw0L4vqpn4enp895lxon8vLf711\n", "lRdq2jDqdTyxupgl01K4c3oKZQWpox9AaFZIo3vd7qHj9Pz+0YeWDK6RObhjDuaVV14ZsuBhJMfQ\n", "qslSW2DwelUev0JXFOqcVjZ288+HLvHS6Xa+8dI5NszL5qn1payelTni2NHWfjdHLnTz9pVeel0j\n", "t6Glz8MLNW3AwBCvYxe72fVeK1/fdY4Xa1rpdXk1fe5A2+/NsQjpyjUnJ4eKigq8Xi9HjhyhoKBg\n", "1Of4fDcKNoRS0u3111+ntLSUrKysiI8xOLF+/YRrZfvkyZMx1Z6btysrK7HlFuC1ppJuNdJRfwq3\n", "2zVkf4s1gWmz5mM06Dj37lv4fL5bjrek9H08924zbp/C9FRzoLrVWNpX135jlILbp9Dp8NJQ/eaI\n", "+/c4vTz9RiPHLvcB8LmyfApdF3E6nbfsX7xwCTbTjdUQijNtPDl4VYJkc0ycH9ke23YkQl5Dq6am\n", "hvr6eubPn09RUdGo+2/fvp2NGzeiKArl5eWsX78egOrqavR6/ZAZXgcPHiQ7O5s5c+aEdIzhyBpa\n", "E+tyt5O/2z0w/Mik1/HTB2dy26DlqD0+PwfqO3nq4EVsJj0/XF08ZLnq6xRF4XyHk26nh7wUS6DO\n", "6VicbOrjm7vP4fEp3J6XxDfuKyQrceQ008UuJ3/1/HuB7cI0K0+NsDYXwHvN/Ww71UJukpnijAR+\n", "fG35FoC/+0AhHyjJGHMMYuKovobWvHnzAh1iY2MjhYWFQfcvKytj8+bNKIrCypUrA48fPnwYnU4X\n", "OFZLSwuVlZXMmTOH2tpaent7+dSnPhX0GCL2XO11B4YfefwKJ670Delcm/vcPPnGBfwK9Lh8/PrI\n", "ZX7+wEwsNy1LrdPpruVBozcudH5uIv/84dn0uXzkpZiDdqwAiWYDMzKsnO8YSFEsmZY8ZPWCm83N\n", "TeTbuTMAuNztoijNQkOXi2mplricYSWiI+iV69atWwNfx6/nWRVF4ezZs3zrW98anxaGSOtXrrE+\n", "lrCu3c6XXjyD51rZvB+smsHdhTeWMrnS4+Lxre8F/v32vCR+tLYEk0E/rrE197po6fOQmmCkIEht\n", "gUvdTk429WEzGbgtN3HUDnmwtn53oLZCdpI55s/dWGk9PlWuXJOSklizZg2VlZWYTCYWLVrE8ePH\n", "SUtLC/Y0MQkVZyTw8wdm8vaVPmZkWFkwZehX/rxkMz9YVcyvKi+SYjXw+bunYTKMb7Wkqz0uvv9K\n", "Pec7nSSaDfz0gZkjXllOS7VGPFssK3H0q2OhfUHf3WvWrAHg6tWr3HXXXZjNZpYuXUpfX9+4NE7c\n", "EOtXBjqdjrwUC7OzbRh0usAV6uB/XzIthV99eDY/vr+U4kGFPcYrtotdTs5fG43Q7/bxztWB2WJe\n", "n7p1UmP93I2V1uOLVEg515vv1IcyFEtMLi6vj80nmtl+qhWAB+dk8tmyqbfkKlOsIaf5oy7FakSv\n", "GygQAwMrGRxq6OK5ky3MzbaxcX4OOSoX0h6JoijUdzjodHjJTzGTn6J+HVyhrpC+l/n9ftraBsby\n", "tbW14fHE/nITWhPrYwl7XT5eGVSBft/ZDnpdoa2fNF6xlWQm8A+ri1kzK4Ovvr+AKclmnth/nprm\n", "frZWt3LwvDpLkoQSX23LQM76W3vq+OZLdVzudo76nFgR6+/NiRJyVaw9e/bQ19dHYmIijzzyiNrt\n", "EnHG5fXz6SV59Lt9vFDTxuxsW8wt7WEy6FkyPZUl0wdmTr17tY/BZV1b+kIvah1tJ672BlIpTX1u\n", "rvS6mToOqzgI9YTUuRqNRtatWzfsv126dElWgB0HsZzXaul18Y+vNnCu3YHZoOM7H5rBjPSEkDvX\n", "e++9F4/Xj8PrJ9FsGLfK9dPTLHygJI3X6rpItRpZVarOeNRQzl3hoJELJr2O9AlMn4Qrlt+bE2nM\n", "Z/DNN9+UznWSu9zj5ty1WVBun8K7V/tYGsa8+tY+N3880cRbl3t5YE4m6+Zkqbbs9WDpCSa+ePd0\n", "Pr4wF5vZEJUJC5FamJfE36+cQV27g8VTk6X+qwZMzpXDxpHPr9DU66J1jF85JyKv5fb6OXm1l1fP\n", "dXCu3T7ifqlWAybDjavN4ozwvs5WNbSxq7adpl43/37sKmfbRn6taEuxGinOtKnasYZy7pIsRu4p\n", "SuPPF+dx25SkqFYCU5vkXIcXP9894pDPr1DR0MVPX2/EYtDzxOpi5k+5dcpnrDrV0s83XjoHDKzq\n", "+dT6WcwYZm2koowEfnL/TCoauijJSGDJtPBK7LlvGrblUXF9q+F0OTx0O70kW4xkRLm2q5i8pHNV\n", "UUufm58caMTrV/D4fPyy8iK/WDfyHPVgJiKvdba1P/Cz3eOnpd89bOeq1+mYPyUp4g+Ou4oy2X++\n", "lzNtDj5QksbMjPGbMtrc6+ZnbzTy7tU+ZmYm8O0PzmBqanSvYu+9914cbh+VjV28VtfJssJUlhen\n", "q7LEzESQnOvwtHF2Y5ReB0a9Du+1KzGLQR9XX/dmZyeiAxQgyWwgV6UxoFNTrfzDmhL63X5SrYZx\n", "ybded67dzrtX+6797KC2tT/qnSvA6TY7P319oFrWsUu9ZCeZuWu61HvVMsm5qig32cIPVs0gP8VC\n", "SUYCX753OrYIhydNRF5rXm4iv1hXyrc/WMTPH5xJUbo6N1kqKipISzAxNdUyrh0rgMU49E8gwRj9\n", "P4mKiopbasL2OEMbAxwPJOc6vDG/k2WkQHDvm5rCLx+ahV7HuHccY2Uy6LkthnPEV3pcdDo8ZCWa\n", "I76qnpVt4/G78tl/rpO7C1Oivqz3dSWZNgrTLDR2uchNMjFLqmVpXsj1XAdrampiypQparQnYlqv\n", "iiWGauhw8M3d5+hweJmaYuYf1pREPOheURQcHj8JJn1IRdkj1drnpsM+UJFrIod9ifBEWhUrpO9A\n", "p06dGrJ96NChsF9IiGg602an49oSMJd73IHaq5HQ6XTYzAZVO1YYWKBxdk6idKyTREid69mzZ4ds\n", "h7oCrIgeLee1Iont5uWrU2J4+WotnzvQfnyRiqiXlKpYIlra+z0k50xDUZSwrhzn5iTyt8sLOHap\n", "h/cXpUkOU8ScoJ1reXk5DoeD2traIZWwcnNzVW+YGEqLYwmrm/p4Yt953D4/37T0cFdBSshD1ZIt\n", "RlbPymT1rEyVWzl2Wjx3g2k9vkgF7VyvF2vZuXNn0MUBhQhXr8vLUwcv0OUcyJv+46vn+bdH5pIr\n", "+UihESHlXO+//3612yFGobW8lg6GVL8y6HVB0wIen5/6djtnWvtp749+aUCPiqsRaO3c3Uzr8UUq\n", "5JKDQkRTksXIV5cX8JMDjbi8fv52ecGIqwD4lYFKW8+928KJK73cMTWZL90zjbwoVOt3en0caujm\n", "hZpWFuYl8eF52besf3WmtZ+zbQ7yUszMzUkMuhKsENcF7TV7enpISUmhp6eHffv2AWC1Wlm9erV0\n", "uONMi3mt2dmJPL1+Fj6/QnqQgik9Ti9n2+y8fWVgzau3LvfyXos9Kp1rfbuDHx9oBOC9FjvTUq2s\n", "GZTHrW938NXys7iuFZf5xzUl3Dk9vMI0Wjx3g2k9vkgFTQu89tprwMCNrXXr1vHwww+zbNkytm/f\n", "HvWG+P1+fD7tTAmczOweH+12d0hftVOsxqAdK4DZoMdqGvpW1evgyIVu6oOUQgyFwzO0jR32oUsY\n", "tdvdgY4VCFp6UYjBgnau1ydv2Ww2zOaBr0ppaWmYTKOXZWtqauJ//ud/+NOf/sTVq1eD7rtnzx6e\n", "eeYZmpubhzy+c+dOduzYwY4dOzh58uSor6ll8ZLXutLj4ievNfD5bad5/mQLfTfNqR/OaLHZzAZu\n", "z0vmwTmZZNlMPDQ3i5NNfXxvbz1/s/PsmOq/FqVbWXrtSjTLZrqlyPeUZEtgTK1eR0SVv+Ll3EVK\n", "6/FFKqTv9jdfUbpcrlGfU1VVxaZNmwDYsWMHGzZsGHHftWvXUlNTc8vjVquVVatWhdJEESOOXujm\n", "8IUeAP7jzavclpvIwrzkMR93RkYCX1g6jT+/w8fZNjvf2VsPgNPr50KXk9IIx7lmJpr5yvICOuxe\n", "Ei23Vv6anmbl5w/M5FK3i0ybiZkynlaEKGjn6na72bJlCxbLjeExdXV1IY1ztdluvAmvX/WGy+fz\n", "sW3bNhRFYcaMGZO6dkC85LVuzgSEUvc61NhMRj3pRj1JFkNgiWwdjHk57LQEE2kJI38bK0hPoGAM\n", "FcHi5dxFSuvxRSpo5/qxj33slsdmzJhBSUnJqAceXA8mlDTCcNauXRv4effu3REdQ4yvuwtTqGjs\n", "5Gyrgw23ZYe95EsoSrNs/OzBUs622ZmZmcAcuZoUMSjsW/56fWj1LgenEqJRECOUDrqioiLwKXo9\n", "D6SV7d/85jcsWLAgZtoTbPuHq0o4f/EKnv52UqxTR91/cM4ulOObDHq6z50gz2Bg4fy7JzzeaMcX\n", "b9tajy9SIZUcVBSFuro63O6BwdvHjh3jscceC/qc7du3s3HjRhRFoby8PDDDq7q6Gr1ez7x584bs\n", "X1NTQ1paGvn5+YHHGhsbKSwsBG6MWBiJ1ksODv7g0BotxwYSX7yLtORgSFeu27dvZ8aMGSQkDOSd\n", "Qrl6LSsrY/PmzSiKwsqVKwOPHz58GJ1ON6Rz3bdvH/X19VitVoqKili+fDkw0LlWVVUBsGjRotCj\n", "0iAtv3m1HBtIfJNVSFeu8VBbQOtXriJ6fH4Fl9cf8ZI7I7G7fRj0YDHKDC4tUbVYdm9v75DtlpaW\n", "sF9IjI2WxxKOZ2xNvS6errjAV8rP8uq5Djze6NQUePtyL18pP8v39p6nsdMx5N+0fO5A+/FFKqS0\n", "wPnz53nmmWfIzByYFlhbW8t3v/tdVRsm1Nfv9nGooYuKhi7uKUrjnqI0EqN8NRdrXq/v4uUzHQD8\n", "5EAj0z5sYVb22NbNutLt5Ht76wIzuX539DLfX1WMySDrf05mIXWuq1ev5s477wxsHzhwQK32iBGo\n", "kdc63drPz94YWO758IUeshJN3DE1vHnz0TCeObsux43prQrg8oa9hNwtfApDpsh2O334/Qpc+5zS\n", "ek5S6/FFKqSP1sEdK8B9992nRlvEOLt5eWctLfc8kg/OzOCv7sxjaoqFB+dkUpA+9nG4uUlm/u+y\n", "aegAm0nPXy+dikUqZ016EX1vaWpqinY7xCjUyGuVZCaQlzwwuykv2UxJZuSzkMZivHJ2b1/u4avl\n", "Z/nDm1f51B1T+MsleaRax17dzWzUs2ZWJr//6FyeeXjOLfUHtJ6T1Hp8kYronXXkyJGgtQJEfJie\n", "ZuWnD5TS4fCQkWAiN3ls00hHY3f7uNjtxKjXUZBmHdecZI/Ty9MVF3Feu4H15MEL/Psjc0mO0gQy\n", "s1HPtAiX9o62frePXpeXRJOB5Ch8eIjIBP3Nt7a2kp6eTmdn55DH+/v7VW2UuJVaea3cZLPqnSoM\n", "FKV+oaaV/3jzKnodfPO+IlYUp6HT6cYlZ6fXg23QV3WrUT9kJQQ1jWdOsr3fzb9WXeFAfSe35yXz\n", "/94/XfWlvCXnOryglw5btmyhs7OTZ599llOnTgX+u7k0oBCj6bB7+cObA6Un/Qr84a0r9LrGL8eb\n", "ZB5Y+WBOto2idCs/WFV8y4oDWnC23cGrdZ34FXj7Si+nmuVCaKIEvXL9whe+AMDMmTOH3MTq6upS\n", "tVHiVvE+xdBi0JFlM9F6rRj11BQLZsPAleN4xTYzy8ZPHpiJX1FINI/f1+XxPHeGmy7GjeNwdR7v\n", "7021hPQOG1ydCgY6WyHCkZlo5ok1xTz3bjNJZiMb52djnYA76lpf/2pWViKP3p7LK2c7uGtaCvNy\n", "xjaGV0QupOmvN3O73RHXaFWLTH8VYoDH66fP48Nm0stU3ChQdfrrzfbs2RPJ04QIUHMp68nOZNST\n", "nmCSjnWCRdS5+v3yhzHetDKWsNvp4fl3m/narnPsrGml1+VVJTa728dbl3rYd7aD8x2O0Z+gIq2c\n", "u5FoPb5IBc25PvnkkxQUFNzyeG1trYxzFRGpbbHzu6orANS09JOfqs4woTcv9fAPrzYAkGo18tT6\n", "0pgZhyomh6Cda0lJybCd6I4dO1RrkBieVu7G9ruHDr+yu328X4XY3r5yo5Jbt9NLh90zYZ2rVs7d\n", "SLQeX6SCpgXuvvvuYR9PS0tTpTFC+2Zl2yhIG7hanZWVwMzMsa9/1dTr4lK3c0j5wLum31giO9tm\n", "IssWWzdghfZFNFogFo3naAFFUaKyLlg4tDSWsK3fTbfTS5rVSGaieUyxvXu1l+/urcfp8fOle6az\n", "ujQDk1GP0+vjTKuDbqeHwnQrBWkTUzcBtHXuhqP1+FRd5kUM8Pj8HLvYw8732liYl8TqWZlk2iJb\n", "2XYyy0o0k5VoxuX1DVTvN0R2V9vp8fHMkcs4PANXrL+svMjCvCSmp1mxGg0szEsa5QhCqEc61zDU\n", "tTv4wb7zKMBbl3vJtJlYPStzXF5ba1cGDZ0Ofn34Et1OL59fOj+iY+j1OlIsN97CFqN+XGYkhUtr\n", "5+5mWo8vUlIqPQz9bh+Dcyit/Z4R9xUj8/j8/PbIZU5c6eN8h5Pv7a3nao8r7OOYDXo+f/dU3pef\n", "THFGAk+sLiYvRd0iJUKESjrXMBSmW3lf/sBXzVSrkaUF41e1X0tjCX1+hR6XN7Dt8vrx+iNL/Rem\n", "J/DDNcX8Yl0pi/KTo9XEqNLSuRuO1uOLlKQFwpCVaOYb9xXR1u8myWIkX66SImI1Gfjrsml8d28d\n", "Do+fz92Zw5SkyO/mmw16NL70l4hDMTNawO/3oyhKxDc3pLZA/GnudeH1K+QkmjEZ5UuUiE0xN1qg\n", "qamJ/fv3YzAYWLFiBXl5eSPuu2fPHurr69mwYQP5+fkRHUPEn1yVizgLMZFUu1yoqqpi06ZNPPro\n", "oxw9ejTovmvXrh120cNwjqF1sZrXaut3U9nQRWVDF+0R3uCL1diiReKbnFS7crXZbsy8ibQ8YTSO\n", "IdRjd/t49ngTZ9vsdNg93F2YyufKpk5InVYhYo1qnevgVK7JFNlA+2gcQyticSxhn9tHYbqVLoeX\n", "O6Ym0+P00uf2hd25xmJs0STxTU6qpQV8vhsFOiKdKhruMQZ/PamoqJBtlbcvtnXxu6OXOXyhm+fe\n", "baEw3Uritdv2sdA+2ZbtaG1HQrXRAtu3b2fjxo0oikJ5eTnr168HoLq6Gr1ez7x584bsX1NTQ1pa\n", "2pAbWiMdYzhaHy1QURF787ffutTD3+2pC2x/clEuf7EkP8gzhheLsUWTxBffYm60QFlZGZs3b0ZR\n", "FFauXBl4/PDhw+h0uiGd6759+6ivr8dqtVJUVMTy5cuDHkPEhulpVubl2KhpsWMz6VlWmDr6k4SY\n", "JGJmnOtYaf3KdTzY3V5OXOnjVHM/d0xNZmFeEiZD8MxRW7+b5j43KRYj09PGVi/V7fOjB4yjvKYQ\n", "4ynmrlxF/Hmvxc73950H4PmTLTy1vpR5ucErS12vcDVWp5r6+O3Ry6RYjDxelk9h+sSVCBQiGuQS\n", "IU6MNbkeirZB41QVoMPhHXnnKHrnbCPffrmO2lY7VZd6+JfDl3B5faM/MU6Mx7mbSFqPL1LSuYqA\n", "ksyEwN3+TJspsGKA2vw6faAmK0CXw4ssDivineRcxRCNnQ7a7R5yk8xMHac1p9xeP3vPdvDLyouY\n", "DTqeWF3MHVPHr+KYEMFIzlVERWF6wrjnO81GPatLM1g4JQmjQUdesszGE/FP0gJxQst5rYqKCsxG\n", "PQXpVvJTLOO+PpnatHzuQPvxRUo6VyGEUIHkXEXEfH6FM612mvpcTE2xUJpl09xVpxCScxXj7nRr\n", "P18pP4tfAZNBx9PrZ1GaZRv9iUJMApIWiBOxmNe63OPi+tJXHp9CU2/4iwxCbMYWTRLf5CSdq4jY\n", "1BQL11eyNht0TJGVBYQIkJyriJjPr3CmzU5Tr+RchXZJzlWMO4Nex9ycRObmJE50U4SIOZIWiBNa\n", "zmtpOTaQ+CYr6VyFEEIFknMVQoggJOcqJgW318+lbhd6HUxNtYxazFuIiSLvzDih5bxWqLF5fH72\n", "n+vgr7fX8tfba6ls6MYfB1+8tHzuQPvxRUo6VxE3Ou1e/uXwJQD8Cjxz5BJd41TQW4hwSecaJ7S8\n", "umaosZmMOjJtpsB2VqIJsyH2x9Vq+dyB9uOLlORcRdxITzDxvZUz+M+3rmLS6/jU4jySLPIWFrFJ\n", "rlzjhJbzWuHEVpJp4/urivnOh2ZQFCeLGGr53IH244uUfOyLiLT1u/H6FDITTeN+x14vU2xFHFBt\n", "nGtTUxP79+/HYDCwYsUK8vLywt53586d+HwDq4CWlJSwYMGCEY8h41zHz+mWfr77Sj29Ti9fumc6\n", "K2dmYDLKlyChTTE3zrWqqopNmzYBsGPHDjZs2BD2vlarlVWrVqnVRBEBj8/Pvx67HLhL/3TFRebl\n", "Jo77ultCxDrVLjdsthtFk83m4AvOjbSvz+dj27ZtbN26lePHj0e/kXEkVvJaep0Oq8EQ2DbodRjG\n", "+DU9VmJTi8Q3Oal25To422AymYLsOfK+a9euDfy8e/fuKLZORMqg1/GZsnz63F46HF6+cPc08lOl\n", "jqsQN1PtyvV6rhQYtcZnKPuO1kHD0E/QiooKTW3HUnxF6Qn8RYmfryw0UzY9Bb1ON6bj3XvvvRP+\n", "+1VzW+KL/+1IqHZDa/v27WzcuBFFUSgvL2f9+vUAVFdXo9frmTdv3qj7NjY2UlhYCEB5eTnr1q0b\n", "8fXkhpYQQg0xd0OrrKyMzZs3oygKK1euDDx++PBhdDrdkM51pH0bGxupqqoCYNGiRWo1NS5UVFRo\n", "diaMlmMDiW+yUq1zzc/P5xOf+MQtjz/++OMh77t8+XJV2hYJl9dPn8tLotmA1WQY/QlCiElN6rmG\n", "oMvh4bl3m9l7poPF01L4qzvzyUkKPgJCCKENkaYFZOR3CGpa+nn+ZCs9Lh+v1XVS3dQ30U2KiqZe\n", "F8cv91DX7kAjn7Ej6nF5KX+vlW/tPse+s+3Y3b7RnyTEGEjnOooep5eWXveQxyaihuhY71ze7GqP\n", "i2/vqeObu+v48ounea+lP6rHD0e0YxvOe839/LLyEm9e7uWnr1/gTJtd9de8bjzim0hajy9S0rmO\n", "osvppb7DwftnpGHS61iUl8Sc7Phf7fRKj4uL3S4A3D6FNy/1TnCL1NXjGnql2ueSOrBCXVK4ZRRJ\n", "ZgO1rXbSE0w8sjCH7EQTeSljGzR/scvJey39JFkM3JabRKp19NMQ7buxqVYjJr0Oj3/gKrwo3RrV\n", "44djPO40z86yMSXZRFOvh6I0C8WZttGfFCVav5Ou9fgiJZ3rKDJsAzVE37nSh82kZ0FeEgZ95NM9\n", "W/rcfOflOq5eSzV89q58HlmYG63mhqw4M4GfPDCTqovdFGcksGhq8ri3Idra+z2ca7dj0OkozbYN\n", "+dAqSLfyswdm0eX0kJFgIltuSAqVSVogBNNSrTw4N4sPzMwgK3Fsf5Q9Tm+gYwU4fKEbn3/0HG60\n", "81p6nY75U5L4yzuncl9JBikTWHQ6GrHZ3T5+f+wK391bz7dermPbyRY8Xv+QfXKTzczOThz3jlXr\n", "OUmtxxcp6VzHWXqCkdnZN76SrirNGNOVsBjQ4/Lyal1HYPvls+30yogAMYEkLTDOMhPNfPuDRdR3\n", "OLCZDMzKCi33p+W8VjRiSzQZuD0vmbevDNyYu3NaConm2Lh20PK5A+3HFynpXCfAlGQLU5KlklQ0\n", "JVuN/L/3T6e6qR+jXsdtuYlYjDKTTkyc2PhoF6PScl4rWrFNSbawsjSD+0rSY+qGlZbPHWg/vkhJ\n", "5yqEECqQ2gJCCBGE1BYQQogYIp1rnNByXkvLsYHEN1lJ5yqEECqQnKsQQgQhOVchhIgh0rnGCS3n\n", "tbQcG0h8k5V0rkIIoQLJuQohRBCScxVCiBginWuc0HJeS8uxgcQ3WalWFaupqYn9+/djMBhYsWIF\n", "eXl5Ye8bzjGEECKWqHblWlVVxaZNm3j00Uc5evRoRPuGcwyt03LNTC3HBhLfZKVa52qz3SgCbTYH\n", "L4RMzysAAAi1SURBVP820r7hHEMIIWKJap3r4EEIJpMpon3DOYbWaTmvpeXYQOKbrFTLufp8N9Yv\n", "0umCrxE10r7hHCMtLY3jx4+H28y4YbPZNBuflmMDiS/epaWlRfQ81TpXh8MBDFx9Xv8ZoLq6Gr1e\n", "z7x580bdd6THh7N48eKotV0IIcZKtc61rKyMzZs3oygKK1euDDx++PBhdDrdkM51pH1HelwIIWKd\n", "ZmZoCSFELJFJBEIIoQLpXIUQQgXSucYpv98/ZDSFECK2qHZDK9qiMZ02loXT5j179lBfX8+GDRvI\n", "z88fx1ZGLpz4Tp06xenTp/H7/SxdupRp06aNY0vDF05shw4dorm5GYCCgoK4GOUS7t+Tw+Hg6aef\n", "5rHHHouL92c48e3cuTNwUVNSUsKCBQtGPrASJ1544YXAz9u3b4/avrEi3DafOnVKuXz5sppNiqpw\n", "4nv99dcDP+/atUu1NkVLpO+3l19+WY3mRF248e3evVt566234ub9GU58e/fuDfm4cXPlGo3ptLEs\n", "HtscjnDiW758udrNiapwz11DQwNbt25l48aNajYrasKJr7OzE5vNhtVqVbtZURNOfD6fj23btqEo\n", "CjNmzAhaQzpucq5KFKbTxrJ4bHM4IonvlVde4a677lKrSVETbmxFRUV88Ytf5NixY2o2K2rCia+i\n", "oiLuCrmEE9/atWt5+OGH+chHPhJI74wkbq5cozGdNpbFY5vDEW58r7/+OqWlpWRlZanZrKiI5NxZ\n", "rVaSk5PValJUhRNfc3MzL774Ii0tLRQVFcVFzjXSv73ROuK46VyjMZ02loUTXzwKJ76DBw+Sm5tL\n", "UVHReDczIuHE1tHRQUZGRmD/eBBOfJ/5zGcAqKmpiXhO/ngLJ77GxkYKCwsBcDqdQY8bN51rNKbT\n", "xrJw4tu3bx/19fVYrVaKioriIkcZanwtLS1UVlYyZ84camtr6e3t5VOf+tRENTsk4Zy7yspKXC4X\n", "AEuWLBn3tkYinPhg4AOkoqIibq5cw4mvsbGRqqoqABYtWhT0uDL9VQghVBA3N7SEECKeSOcqhBAq\n", "kM5VCCFUIJ2rEEKoQDpXIYRQgXSuQgihAulcxYTw+Xz4/f6JboYQqpHOdRL5wQ9+ELVjPffcc+zY\n", "sYMdO3bwwgsv0NPTM+Tfy8vLh33elStXeP7553nqqadob2+P+PXfeustfvvb30b8fK0a6fd+s5df\n", "fpmtW7eq3JrJLW5maImxe/zxx6N2LJ1Ox4YNG0b895GmHefn5/PII49w4MCBMb3+4sWLaWxsHNMx\n", "tCjU6d5r1qxh27ZtKrdmcpPOdRJoamriyJEj1NXV8dWvfjXwuN1uZ9u2bSQlJWEwGDh9+jR/+7d/\n", "G/j3vXv30tfXh8FgwOPxsH79eiwWCwAWi4WtW7diMBiw2+2sW7eOlJQUvF4vu3fvpra2lh07dgBQ\n", "WlrKbbfdNuY49u3bR0dHB0ajEYPBMCStcPr0aU6cOEFCQgJOp5MlS5ZQXFzM1atX+cMf/kBpaSkP\n", "P/wwzc3N/OlPfyI7O5tHH30Uo3HkP4E9e/Zw+vRp0tPTSUlJwW63s3DhQubPnx/0NWGgrODevXtZ\n", "uHAhDQ0NmM1mcnJyAhWjKisraW1txWAwBKbDPvLII6P+DhoaGqisrCQpKQm9Xk9bWxuf/vSnAXjj\n", "jTeG/N7T09NZsWIFAF6vl+3bt6PX61EUJS4KyMe9kCu/irj33HPPDdmur68fUrC5oaEh8HNlZaVy\n", "+vTpwHZvb6+ydevWYY/rcrlu+bebX+tmr732mtLS0hJy20+dOqUcPnw4sN3a2qr8+Mc/VhRFUfr7\n", "+5Vnn312yP5btmxR3G63oiiK0tzcrOzbty/wb5s3bw75db/2ta8pPp8vsP2///u/it1uH/U1r7f5\n", "V7/6leJyuYbsd/r0aeXo0aOBbb/fr1RWVobUnl27dimNjY2B7cHnTFFG/r3v3LlTaW1tDWwfPXpU\n", "2bJlS0ivKSIjV66T2IwZM/D5fLz88suBsmvXK/5cvnyZZcuWBfZNSkoa8TjjUdz77NmzrFmzJrCd\n", "lZUVWP6lubmZnp6ewBUbDFQs6uzsJCcnh5ycHFpbW4GBq/hwrtoWLFiAXn/j1sSsWbO4cuUKer0+\n", "6Gte98EPfvCW38+ZM2dYtWpVYFun0w35XQfzwAMPcOzYMWpqavB6veTk5ATOWTB9fX1DyjcuWrSI\n", "CxcuhPSaIjLSuU5i77zzDrfffjszZ84EBtZ3ul5Sbdq0aZw5c4ZZs2YBA3+c1/n9fs6fP09JSQkA\n", "XV1dqleeLy0t5cSJEyxduhSA1tZWLl68CMC0adPIzc0dkgO+eSTC4sWLefPNN7l48SLr168P+XWr\n", "q6vx+/2BDvbcuXOsW7cOg8Ew6msqijJsfdDi4mJOnjw5pCrW4N91MG+//TZ33nlnYPuPf/xjSAXF\n", "ExMTaWtrC3Swx48fj5uSh/FKqmJNAgcOHKCrq4uTJ08GrsTWrl1LeXn5kKsygIceeijw2PWcq16v\n", "x+Px8NBDDwVyrgcOHKC5uRmLxYLH42Hjxo1D8pdvvPEGHR0d6PV6vF4vy5YtY8qUKYH8b319Pbm5\n", "uSQnJ7N27dqQrn5feeUVOjs7sVqtOJ1OWlpaWLp0KUuWLOHixYscO3Ys0Ia+vj7Wr18/pCD173//\n", "e6ZMmcKDDz4Y8u/ud7/7HUlJSVitVjweD7fffjtz5swBCPqaVVVVnDhxAoCcnBymTp06pFN87bXX\n", "hvx+Zs+ezcKFC0dtzzPPPENeXh6KouD3+4fkcWGgk37nnXewWCyBpUgWLlyI1+vl+eefx2Qyodfr\n", "SUpK4tixY3zyk5+Mm7q58UY6VyGC2LJlCx/96EcnuhkiDsk4VyFGsGfPHmpra3nppZcmuikiDsmV\n", "q4gJDQ0Nga/RNysqKhq16nu8vGYwfX197N+/f9hcaFJSUtysqiEGSOcqhBAqkLSAEEKoQDpXIYRQ\n", "gXSuQgihAulchRBCBf8/XK6qwtPHi9gAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.718186\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVIAAAFHCAYAAADzzsTHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8U/eZ6P+P9sXyvi8YG2xDCFsCCYQSSBNSnAUKCZkm\n", "oZ2085v0dtpO53a77fQ37TSdLml7c9veTtu0M502k7akEAIJEAhLEhKz7zsG44XN+25rl879wyBs\n", "sGXZkrB8/LxfL14vHXF09H2QeHTOc76LRlEUBSGEEMOmHekGCCHEaCeJVAghwiSJVAghwiSJVAgh\n", "wiSJVAghwiSJVAghwqSP1oHr6urYsWMHOp2OhQsXkp2dHXT/yspKDh06hMlkorS0FKPRGK2mCSFE\n", "REUtke7fv5+VK1cCsH79epYtWzbgvm1tbdTW1vLUU09FqzlCCBE1Ubu0t1qtgceDnV0ePXqUuLg4\n", "3njjDc6dOxetJgkhRFRELZH2HjBlMBiC7tvQ0EBbWxtPPPEE58+fx+/3R6tZQggRcVG7tPf5fIHH\n", "Go1m0P0XLFgAQG5uLi0tLaSlpfW739atW9HpdJFppBBCXJOUlMSsWbOG9dqoJVKHwwH0nJlefwxw\n", "8uRJtFotU6ZMCTxXUlJCZWUlRUVFtLa2cueddw54XJ1Ox9133x2tZgshxqjDhw8P+7VRu7SfM2cO\n", "q1atYtWqVcyZMyfw/J49e9i9e3effWfOnMnRo0dZt24dBoNh0FKAmpWVlY10E6JKzfGpOTZQf3zh\n", "iNoZaU5ODs8888wtzz///PP97r9ixYpoNUUIIaJKM9qm0duxY4dc2gshIu7w4cM89NBDw3qtjGwS\n", "QogwSSKNMWqvQ6k5PjXHBuqPLxySSIUQIkxSIxVCCKRGKoQQI0oSaYxRex1KzfGpOTZQf3zhkEQq\n", "hBBhkhqpEEIgNVIhhBhRkkhjjNrrUGqOT82xgfrjC4ckUiGECJPUSIUQAqmRCiHEiJJEGmPUXodS\n", "c3xqjg3UH184JJEKIUSYpEYqhBBIjVQIIUaUJNIYo/Y6lJrjU3NsoP74wiGJVAghwiQ1UiGEQGqk\n", "QggxoiSRxhi116HUHJ+aYwP1xxcOSaRCCBEmqZEKIQRSIxVCiBEliTTGqL0Opeb41BwbqD++cEgi\n", "FUKIMEmNVAghkBqpEEKMKEmkMUbtdSg1x6fm2ED98YVDEqkQQoRJaqRCCIHUSIUQYkRJIo0xaq9D\n", "qTk+NccG6o8vHJJIhRAiTFIjFUIIpEYqhBAjShJpjFF7HUrN8ak5NlB/fOHQR+vAdXV17NixA51O\n", "x8KFC8nOzh5w3w0bNuDz+QCYOHEi06ZNi1azhBAi4qKWSPfv38/KlSsBWL9+PcuWLRtwX7PZzMMP\n", "Pxytpowq8+fPH+kmRJWa41NzbKD++MIRtURqtVoDj41GY9B9fT4fb7zxBoqiUFhYKDeThBCjStQS\n", "ae/OAAaDIei+paWlgcebN28e9NhlZWWBX8frdRu1bP/mN79h2rRpMdMeiS/07d41xFhoj8Q39O3h\n", "ilr3py1btgQS5Pbt21m0aFFIrxtsX7V3f+r9I6FGao5PzbGB+uOLye5PDocD6Dkzvf4Y4OTJk5w+\n", "fbrPvjU1NYHHTqczWk0aFdT8RQV1x6fm2OD2x+f2+tl3sZ2XPqhh+/lmOp3e2/r+QxG1S/s5c+aw\n", "atUqFEXpc4a5Z88eNBoNU6ZMCTxXU1PD/v37AZg5c2a0miSEGEXON9v5ztZKFOCdcy187+EJzB2f\n", "ONLN6lfUEmlOTg7PPPPMLc8///zztzy3YMGCaDVj1FH75ZOa41NzbHD74+tweuldd2yye27bew+V\n", "dMgXQsSk/CQzeYkmAOJNOu7IsA7yipEjY+2FEDGrrtNFY5eHZKuevERzVN8rnJtNUbu0F0KIcGXF\n", "m8iKN410MwYll/YxRu3jmdUcn5pjA/XHFw5JpEIIESapkQohBDHaIV8IIcYKSaQxRu11KDXHp+bY\n", "QP3xhUMSqRBChElqpEIIgdRIhRBiREkijTFqr0OpOT41xwbqjy8ckkiFECJMUiMVQgikRiqEECNK\n", "EmmMUXsdSs3xqTk2UH984ZBEKoQQYZIaqRBCIDVSIYQYUZJIY4za61Bqjk/NsYH64wuHJFIhhAiT\n", "1EiFEAKpkQohxIiSRBpj1F6HUnN8ao4N1B9fOCSRCiFEmKRGKoQQjECNtKura1hvJoQQahQ0kZ4+\n", "fbrfP3/5y19uV/vGHLXXodQcn5pjA/XHF46giXT37t1otVqqqqrYt28fbrebvXv3kpKScrvaJ4QQ\n", "MS9ojbSrqwubzcZrr73G008/HXj+r3/9K5/4xCduSwNvJjVSIUQ0RK1GarPZADAajX2ev3lbCCHG\n", "spBuNtntdvx+PwA+n4/Ozs6oNmosU3sdSs3xqTk2UH984dCHstMjjzzCn/70J4xGIy6Xi8ceeyza\n", "7RJCiFFD+pEKIQQj0I+0rq5uWG8mhBBqFFIiPXXqVJ/t3bt3R6UxQv11KDXHp+bYQP3xhSOkRHr+\n", "/Pk+23p9SKVVIYSIuAvNdjaXN3Pwcgfdbt9INwcI8WbTza7fwReRN3/+/JFuQlSpOT41xwaxEd/F\n", "Vidf31RB17UE+p2HCplfmDTCrRokkW7cuBGHw8HZs2fxeDyB5zMzMwc9cF1dHTt27ECn07Fw4UKy\n", "s7OD7u9wOPj5z3/Oc889R05OTojNF0KMJc0OTyCJApys74r9RPr4448DsGHDBpYsWTKkA+/fv5+V\n", "K1cCsH79epYtWxZ0/507d7J48eIhvYcalZWVxcQvf7SoOT41xwaxEV+mzUBGnIGGbg8aYHZewoi2\n", "57qQ+5EOldVqDTwebCRUa2srVqsVs9k85PcRQgzM4fFxvLaLc412ZuTYmJJpQ6/VjHSzhi0nwcyP\n", "HimiptVJslVPSap18BfdBiEl0uHcXOrdPdVgMATdt6ysjMcee4yzZ88O+X3UZqR/8aNNzfHFYmyn\n", "67v59tZKAP58FH6+pITJGXHDOlasxDcuycy4pNg66QopQ7799ttMmzYNn8/H7t27uffeeykqKgr6\n", "Gp/vRh1Down+C1hfX89bb71FQ0MDBQUFg9ZIe19iXO+SIduyrcbtI+VVHGjRcrnTy5NTM3BeOoPH\n", "4w759TVNN4Zz+xW41NhG07kjMRNfrG0PV0gjm9avX8/SpUt56623WLZsGatXr+Zv/uZvgr5m3bp1\n", "LF++HEVR2LhxY6DGevLkSbRaLVOmTLnlNadPnyYpKSloIlX7yKZYqENFk5rji0Zsrxy8yp+P1gNg\n", "1Gn41bJJjE+2hPz6c03dfG1jBU6vnxSLnp88VkR+Uuiv703Nnx2EN7IppDNSrVaLVqsN1DBNJtOg\n", "r5kzZw6rVq1CURQWLVoUeH7Pnj1oNJpbEmlLSwtlZWUhnZEKMVZcbHMFHrt9Cg7P0LoelqTF8Yul\n", "JTTbPWTajDF3SawWISVSt9tNV1dXIJGGMjw/JyeHZ5555pbnn3/++X73T0lJ4bOf/WwozVE1Nf/i\n", "g7rji0Zsy6amc+ByB06vn0VFKWQnDH4Sc7PCFAuFKcM7C+1NzZ9duEJKpDk5Oaxfv54VK1Zw8uRJ\n", "Kisro90uIQQwLcvGr5ZNwu7xkRVvItEsowpjUUhDROfNm8cnP/lJzGYzkydP5vOf/3y02zVmqX08\n", "s5rji1Zs45LMTEqPG/EkqubPLlxDnv1Jr9f36e959OjRiDZICCFGm2FNo9dbdXV1BJohrlN7HUrN\n", "8ak5NlB/fOEIO5EKIcRYJ4k0xqi9DqXm+NQcG6g/vnBIIhVCiDBJIo0xaq9DqTk+NccG6o8vHJJI\n", "hRAiTGEn0pkzZ0aiHeIatdeh1ByfmmMD9ccXjpAS6a5duwJT3FVUVPRZRbSgoCAqDRNCiNEipER6\n", "8eJF0tPTAZgwYQIffvhhVBs1lqm9DqXm+NQcG6g/vnCElEjj4uJITU3teYFWi06ni2qjhBBiNBlW\n", "jVSrlXtU0aL2OpSa41NzbKD++MIRUkbUaDS0tLQAPfOG9p79XgghxrqQZsj3+Xxs27YtMCdpaWnp\n", "sNZxigS1z5AvhBgZUZ8hX6fTUVpaOqw3EEIItQvp0v78+fPRboe4Ru11KDXHp+bYQP3xhSOkRHrs\n", "2LE+21VVVVFpjBBCjEYhJVK3291n++bEKiJH7X311ByfmmMD9ccXjpCXGnnnnXei3RYhRIR5fH7O\n", "N9k5VddFh9Mz0s1RrZAS6auvvkpHRwdr1qxhzZo1nDhxItrtGrPUXodSc3yxGNuei+3845vlfHnj\n", "eV45VEeXyzvsY8VifLEipLv2jzzyCLNnzw5sv/3221FrkBAiMhweH6uO1uO/1sFxw5kmlk5Jw2aS\n", "lUgjLaQz0t5JFODRRx+NSmOE+utQao4v1mIz6rRM7LWefZJFj8Uw/OHdsRZfLJGfJiFUSqfVsPKu\n", "LLLijbQ6PDwyOY0MmzHs47q9fiqaHXS6vIxPNpMVb4pAa0e3kM5IOzo6eP3113nllVfwer2sW7cu\n", "2u0as9Reh1JzfLEYW3aCiU/enc0/fiSfolRrWMe6Ht+hK518ecM5vr21ku9tr6Kxyz3IK9UvpES6\n", "ZcsWPv7xj5OYmDhiQ0OFELFhR0UL18eVVzQ7aOyW3gAhJVKz2YzBYAhsyzR60aP2OpSa41NzbHAj\n", "vpk5tsBzCSYdiWbJByGdXt7cId/v90elMUKI2Hd/QRJJZj2N3R5mZNvITTSPdJNGXEhnpBkZGZSV\n", "leH1etm7dy/5+fnRbteYFYt1tkiKlfg6XV5O13dxvtGO2xuZE4NIx9bm9NDY5cbji40Tl+vxJVoM\n", "zC9MZvnUDCaEWXdVi5DOSBcsWMDp06dpa2sjKytL1mkSo5rd7eO1o/WsOdGABvj6wvE8VJSMRqMZ\n", "6aYFVLU4+OG7VdR3efjsnFwWFSdj1ssldKwKaT7SWCLzkYpwXW538ndrzgS28xJN/GJpCfEx1FH9\n", "xfeqefdCa2D718snhX3XXQQX9flIm5qa2Lx5MxaLBbfbTWlpKSkpKcN6QyFGmkWvJSPOQMO1u80T\n", "UsyY9LG1fI6219mx5tofEbtC7v60cuVKVqxYwSc+8Qm2bt0a7XaNWbFSQ4yWWIgvNc7Ivy2eyMen\n", "pPPJu7L4u3tyMOrCT6SRjO0TMzIoSbOQYNLxlfvzyY+BGzr9xdfl8oY1fl8tQjojtVqtgQXvdDod\n", "ZvPIf6hChKMwxcIX5uWNdDMGND7Zwo9Ki3D7/CRZDOi0sXdOeqahm599eBGAL9+fzx0ZcSPcopET\n", "0s+w0+nss2232wHYv39/5Fs0xo2VvohqFOnY4s16UuOMMZNEe8fX6vDwg3erqG51Ut3q5IfvVtPq\n", "GLsd80NKpH6/n9///vccPnyYP/zhD5jNZk6fPs3Ro0ej3T4hxpTL7U4qmuwxf7ns8yu4vDfuU7u8\n", "fvz+UXXfOqJCSqR2u5377rsPs9nMnDlzmDx5MqPsZv+oEQs1xGhSc3zhxnaqrovPryvn8+vL+cPB\n", "WjpiLJn2ji/VauBrC/Ix6TSYdBq+tjCfFKshyKvVLaQa6bPPPovNZrvl+fz8fC5fvkxeXuzWmoQY\n", "LVafqMd5bXDAhjNNfKwkhYT02OmS1ZtGo+HecQn8x4o7AMi0GWOqH+7tFtKn1F8SBYiPj2fHjh39\n", "JtK6ujp27NiBTqdj4cKFZGdnD3j83bt3U19fD/Qk51mzZoXSLFVScw0R1B1fuLHlxpuBDgAMOg3m\n", "GOuSdXN8Go1GptC7Jmo/d/v372flypUArF+/nmXLlg2477x58wKPpWuVuJnH5+dkXTeHr3RwR0Yc\n", "M3PisRrVN8pnyZQ0PH4/NW1OnpmZRX6S9I4ZLaL2k2e13hiFYTQOPplsdXU1L730EkVFRdFq0qig\n", "5hoiDC++imYH/7ylgr8eb+C726s43dAdhZaFL9zPLjvBxBfmjeNHpUXclRMfc5fKav9uhiNqibT3\n", "zajeU/ANpKCggC984QscOHBg0H17f6BlZWWq2j5x4kRMtScW4rvc2EbvG8IXmzoj2r7du3dT0+rg\n", "3YoWPiiv5eCxE2EdL9ztPbt3jej7j+Xt4Qp7rP1Al+1btmyhtLQUgO3bt7No0aKQjvf2228HXRNK\n", "xtqPPRfbnHzz7Qqa7B6sBi0/fayY4rTIjTuv7XDxtY3nabT39IP8xsLxPFQ88BDoVruHg5c7uNzh\n", "Yt74RCalj92O6GoS9bH2w+FwOICeM9PrjwFOnjyJVqtlypQpgedaWloCY/elW5W4WX6SmZ8+VkR9\n", "p5sUq4GCXgu6RUKLwxNIogD7LrUHTaQfVrfx77svA/DmqUb+79JJ5CdLPXMsCzuRDtT1ac6cOaxa\n", "tQpFUfqcje7ZsweNRtMnke7atQuXywXcumLpWFNWVqbqO9vDjS830Ry1CYRTrQay443UdvZMYD5v\n", "fFLQ/c/2qtHaPX46r/X3jNZn5/UrVLc4cHr9jEs0k2gZmS5Rav9uhiOkT+TDDz/k/vvv7/fvBkp8\n", "OTk5PPPMM7c8//zzz9/y3JIlS0JphhBRkRVv4vuLJ1LZ4iDRrGdSevCywaLiFN670IpPgTszrWTa\n", "jHh8fmxp2bi8PkzX5g0932Rnd00b2fEmZufFk2Id3gqe+y+2870dVfgVWFycwmfn5sbUlH8ixET6\n", "7rvv0tDQwP33309GRka02zSmqf0XP1bjG5dkZlyI3Y1mZMfzy49PotPlJTfRjFGv4S9H69lcbmdW\n", "3SWem52D2+fnG29X0OX2AfDZe3NYMT1zyO3y+Py8dqw+cLPtnfMtLJ+aMSKJNFY/u1gQ0l375cuX\n", "s3TpUk6fPs3q1as5ffp0tNslRMzSaTUUpVm5KzeBDJuR800O/nykjha7l20VrZyo7aLT5QskUYBT\n", "9cPrsqXXavrcWEsw6bAaY6ujvggxkU6fPh2DwcADDzzA4sWLefPNN6PdrjErEl0xYpka4/PdNFmH\n", "16+QEWdgenbPiECtBkonpQY9RqfLS7PdfcuxNBoNT03P4DOzs1lyRyo/eqRoxEYTqfGzi5SQrg/K\n", "ysooKChg9+7d2Gw2vvSlL0W7XULELPu1M83ro6uK0qwsLk5hW0ULU7NsTM+2kRpn5BsLx3Op3YnN\n", "qAu6SFxVi4OfvF9Ns93LP9yXx/yCRAy9JprOijfxzMys6AYlwhJSP9IXXniBj370o3zkIx8Z8TXt\n", "pR+pGKoWuwdQhn2zp7ezDd38YtclNMA/zR8X6EPa7fbR6fQSZ9QRbw69funzK7ywvZK9F3vG2Gs1\n", "8NsnJjM+ObJdvMTgwulHGnKNdMGCBSOeRIUYqhN1XXxxfc/UdEevdg7+giBaHR6+/24VF5odVDQ7\n", "+OG71bRdm8w4zqgjK8E0pCR6nb/XasuK0vNHjC4h10jF7aH2OtTtjK/V4eHF96ppsntosXv54bvV\n", "NHe7h308n1/B4bmR9Rwef5+a5nBi02k1fOaebHITjJj1Wr66IJ/cxNicUUnt381whJRIOzo6eP31\n", "13nllVfwer2sW7cu2u0SIuakWg18dUE+Bq0Gg07DVxZEZjLjialWfrakhN+vuIMHi1L61EfF6BDS\n", "dciWLVtYvnw5mzZtQq+XjsDRpPa+erczvmSLgW88MJ4fvVeDX1H4+sLx2D0+jC7vsPphajQa5uYn\n", "8p/XJzOO7zuZ8fXYqlscnKzvItliYGpmHIkWA1c7XGw600Rjt5snp2XcMj4/yRL7s8ur/bsZjpC+\n", "TWazuc8MTlIrFaPFhBQLP320ZzXOn7xfQ2Wrk0VFKXx2Tg5JFgMur482hxezXhfS0EutRkN2wsCX\n", "3rUdLr65uYIWR8+w0c/fl8vSKemsOlrHO+daADh0pZNfLZskkyKrSEjXEG5337qSv3d1XESU2utQ\n", "tzO+y+1O/nVbJV966xxl1e0kXEuU2ytaqG510uXy8tqxBj6z5gz/vKWCS23OQY4YXFlZGR1ObyCJ\n", "Ahy83InPr1DdeuPYnS4fTs/o+z+k9u9mOEJKpBkZGZSVleH1etm7dy/5+fnRbpcQYdtR0cqJum66\n", "3D7+dKSOu3LiA39n1mupbnXy5yN1eP0KFc0O3r3QMuCxPD4/h690sPZ4PcdrO2m193/TKjXOQEna\n", "ja5LDxf31Dw/eVcWumtVgOV3ppNuC78rlogdIV3aL1iwgNOnT9PW1kZWVhYFBQVRbtbYpfY6VLTj\n", "a3V4aHd4sZl0t/QjSrEaKEq18OS0DApTLFxodvT5e32Q9ePPN9lZc7yB8clm/rStisJkM19ZkE9e\n", "rxmprsf2Lw8VUt3ixGbSUXQtqc7OS+DXyyfj8vrJTTQRNwqXSlH7dzMcIVfcp0yZEpj6rqamhvHj\n", "x0etUUIMR32Xm5/urOF4bRfjk0z8rwcKOHylk6pWJ8/MzGR+QSILC5MwG3qSWGGymc/NzeW1Y/UU\n", "pVp4YELygMducXiZlm3jjwdrAThZ3837F1r55N23LuqYFW+6pf6p02oojPA8qiJ2BE2ka9euDdyV\n", "vF4XVRSF8+fP861vfSv6rRuD1D7nYzTju9Bs53htFwA1bS6qWhx8f/FEnF4/iWY9xptW5bQYdSyd\n", "ks4DE5Ix67VBF9TLTzRR2+Hq89xNw+LlsxvDgiZSm83G4sWL2bVrFwaDgZkzZ3L48GGSkoJPfCvE\n", "SLDo+ybCOEPPcM34AfaHnsv5gfqCdrt91HW6MOm0jEsyo9WAw+Pj9RONTEy18GDRwGewYmwJaaz9\n", "66+/zooVKwLb69atY/ny5VFt2EBkrL0YSKfTyzvnmnnvQiv35CXw8anpJA+zf6bd7WP18Xr+crQe\n", "o07D9xdPZGZOPG6vn3anF7NBS7xJj9vrp8vtxWLQYTEEr3u6fX6cHj9xRh26IPVYMTKivmbTzcvC\n", "SvcnEYsutbvYdLaZ/CQzR6528tGiZJweP9vON9PU7eXxO1IpCXGhuvouN385Wg+A26fwyqFa7syM\n", "w6jXBu64tzu9rDlez9ZzLczKi+czs3PIGOBufF2ni1cO1XKqvpsnpqazuDgVyyi84dRbTauDNccb\n", "AHhqesaYnmglpO5Pfr+fpqYmAJqamvB4PIO8QgyX2vvqRTO+c012rnS42HOxnTONdtodXl47Vs+f\n", "jtSz5Vwz39pygfpO1+AHAow6DeZeNdXseNMtZ5HnGu2sPt5Am9PLjopWDlY3DXi8/Zc62FHRSl2n\n", "m1/vucKFFseA+8aq3p9dh8vLj9+vYev5Fraeb+HF96rpcHqDvFrdQjojXb58OVu2bKGrq4u4uLg+\n", "l/lCxIrxvZYKMWg1JFr0VPZKWB0uX59JR4LJTTTzw9KJ/PfhWjJtRp6ekYn25iuzm6piviBFMqfH\n", "12fb4xvdV3Vurz+wWCBAbacb1yiPKRy67373u98dbCetVktJSQlTp05l0qRJaLU3fqkvX75MQkJC\n", "NNvYR1VVFdnZt3Y5UQu1D3YYbnxnGrr548FaalqdZMYbiDPeeg6QbNUzMzueOzKsPD0ziwmpFlIs\n", "ej6oakMBHp+cyp1ZNrQabrmD358Mm5EHJ6bwkYIkEvqZHs/h9uP2+alpdXJ3bjxPTM/CNsAY/gSz\n", "nmNXO2l3+nhscioPTEwOdMMaLXp/dka9liSzPjCP6j/cl8fUzLhRXfutra1lwoQJw3pt2DOQHDx4\n", "cMAlmYWIhMvtTv55cwX2a2eTTq+fv7sn55b9zHodd+XGc1fujfv094xL5FfLJtPq8GB3+9hwuonm\n", "bjefuy+PtLjBRxcNlBgqWxx8ddN57syM4+kZmdw7LiHo2PlxSWZ+8lgxDk9PV6zR2CG/N71Ww0NF\n", "KZRcW08qL8k0pmetGruRx6ixWCP1+RWqWuyUN3bT7fbd8vd2tz+QRAEqmu2E0NkE6PkPrygKP3y3\n", "mu+/W82Rq51kJ5gpb7QPPwigocuN0+vn0JVO/ny0njONdvbs2RP0NckWAzkJJiwGLcdru/jt3sts\n", "P99Mu2N03HO4+bMz6bUUpVkpSrNi1o/uH4ZwSSIVI27fpXb+YV05//jmOf56rD6wJtJ1mfFGHpzY\n", "02dTr9Xw5NSMW3qSBHPkamdgRc/qVicmvSbsS9BMmxGroee/j1YDxWlWfL5bfwT6U9ns4J83V7D2\n", "ZCM/2XmRQ1fCm7lfjDyZXDTGqH3kyM3x2d0+/vtQXWCU0GvH6llUnEJ+r0vfRLOez83NZcmUNKwG\n", "7ZC72WTF37iE12ogL9HE5PSBF6MLRWGKhZceL+Zyu4v0OAPFaVYMWaF9dh0uL55ew6Jqwpx16nZR\n", "+3czHJJIxYgy6jSMSzIF7q4nmvV9uh1dl2QxDHvy4+lZNv7n/HGcqOtiQWESM7NtWPq5WTVUE1Ot\n", "TAyyOuhAchJMTEixUNniwKTTMGfc7btZK6JDEmmMUft45pvj0+u0fHpWNikWA60OD09NzxywU3tj\n", "txtFgfQ4w5Au7RMtBh6dnMajk9PCbn8woX52WfEmXni4kNpONwlmPYXJ5kFfEwvU/t0MR9iJVO7Y\n", "i3DlJpr5h/uCf4+OXe3kezuq8PgUvvVgAXPGJQwpmZY3dPPWmUYybSY+VpxCVpBZ7oeivtPF1Q43\n", "CWYdRmPox8yMN5EpM+SrxrBuNtXV1QUez549O2KNEeqvQw0nvnanh5c+vNgzs7zXz4/eq6axO/Q7\n", "3Vc7nPzzlgu4fQoaTU+f1Eio73TxwvYqvrG5gi+9dQ5L/h0ROW6sUvt3MxwhJdJTp0712d69e3dU\n", "GiNEfzQaDYZed9n1Wg1DOBnF4fEzOy8ej0/h1cN1/J8PL3K8Nvw75Vc73VRcmxza41PYXdMW9jHF\n", "6BRSIj1//nyfbVlJNHrGYj/SwSSY9Hx94XjGJZnIjjfyrw8Vkh5CZ/rr0m1G7s6NZ3dNOwAun8L6\n", "U41DbsfNEs16jLobGT3Xent7E5Y3dvPa0Tp2VbfReRvGuav9uxmOYWVEmf1J3G6TM+L42ZISFL9C\n", "4hDv3ieY9BSlWTHqNLivDYjvPS5/uAqTzfz00SJq2pwkWwxYHANPWhJpVS0Ovr6pAqe35//itz46\n", "ngcmpty29xd9BU2kGzduxOFwcPbs2T4zPmVmZka9YWNVrNehPD4/LXYPBp12wAmRgxlOfD6/Qrfb\n", "h8WgHfZxbaHpAAAgAElEQVQwxIkpFn5YOpG1JxooSLFQOil1WMfprcXh5Y+H6jhytROtBv7tYxPD\n", "Pmao2h3eQBIFONfk4IEov32sfzdHUtBE+vjjjwOwYcMGlixZclsaJGKX0+tj27kWXt57hVSrgX99\n", "uHBI/SgVRemZ6q7dRXa8iZJ066AjjDpdXjadaWJzeTOz8+J5ZkYWacNYgVOj0TA9O57p2X3ny3d4\n", "fNRcWyp5fJJ5SHOENna5OXK1p9bqV2DT2SbuuU19QrMSjIxLNHGp3YVOg/RFHWEh/bw/8sgj0W6H\n", "uCaW61BX2138cvdlPH6Fui43a47XhzzmHeB8s4OvbDzPi+/X8OWN5yhvHPzu+fkmO/91sJbaTjcb\n", "zjRzoq4rnBD68Pj8vHOumS+9dY4vvXWOTWeb8HhDL1vZTDpSrDfORYqThzdgYDiy4k382+KJ/GDx\n", "RP7v0hKmZtmi/p6x/N0caSHVSOXmkgDQajRoNT1nXxNSLEzNiufb71QyM8fGg0Upg17q13e68Fyr\n", "UfoVuNrhYkpm8ATguWmST2eIc16WN3azp6ad3AQTs/MSSO6nbe1OL68evtGV778P17FwQnLIa853\n", "u308NS3j2k0nLTbn7auRQs8Iqex4I5euLfSXnTA6l3lWg6AZ0uv1snPnTqxWK3PnzmXbtm3Y7XY+\n", "9rGPYbWGN1ZZ9C+W61C5iSa++dECfrv3Co/fkcovd11CAfZf7iDZauChouA3O7LiTYEbPjpNT0f8\n", "wRSlWlhYmMTOqjYmpVuZkRVsKbsel9qcfOPtG9PufeG+PD5+Z/ot+5n1WvITzZy61q80P8mMKYR5\n", "SqFn4pHeN3u+9/AE7p5SHNJrI+nI1U6+vbUSj0/hb6Zn8MzMrKgl01j+bo60oIn0jTfe4MEHH6S1\n", "tZUf//jHfOpTnyI1NZU333yTT3ziE7erjSJGGHRaFhQmMSPbxvkmO73PFRu73AO+7rqiVAv/5/Fi\n", "rnS4yIo3BeayDCY1zsg/zR/Hp2dnE2fSkWQe/PK5w+XtM+3emYbufhOpzaTnKwvyeftsE34FHrsj\n", "td8JnPvT4vD0udlT0exg7vjEwLbD48Oo00Z1omOPz8+rh+oCZ+2rjzfwUFEKhSljd+2kkRL0W2My\n", "mUhLSyMtLY3c3Fxyc3MBMJsHP5Ooq6tjx44d6HQ6Fi5cGHRW+1OnTlFeXo7f72fu3LljethprI9n\n", "1mo0JJj0pFgMTM2M42R9N4lmfUg3WTQaDQ3lR/joEOOzmfQDzjzfn0ybkTszrZyqt6PVwKLigc+U\n", "xyWZ+R9zh/59y443kmo10Gz3oNPA9GwbZWVlzJ57Hx9UtvHGyUamZMTx9MwMMmzRGQqq02rISTQF\n", "zqitBi0mXfQSd6x/N0dS0G+nw+FAURQcDgcVFRW4XC5MJhMu1+ALiO3fv5+VK1cCsH79epYtWzbg\n", "vs3NzTzxxBMAvP3222M6kY4G+y918L3tlZROSuXRyamUpFnJj6EVJNPijPzLg4U02T3oNJqonKHl\n", "Jpr5yaNFXGl3kWzVU5RqZc+Fnv6d//uDi0DPLPoFKWamZ8XRZPeSFW8kL4RyRqi0Gg0r78rCpNdS\n", "3+ni2buyyIng8UXogibSBx98kNWrV6PT6finf/on1q5dC8C8efMGPXDvGqrRGLx4v2DBglDaOibE\n", "+i++0+PjT4dr8Smw6Wwzm8428x9PTg759b3j8/oVHG4f1giv817b4eKt043Udrp4anpm1C6vxyWZ\n", "GderY//8+fM5ctMkzS12D9/eWkl9l4d0q4EXHy3q85pw5SSY+NJHxuFXlFsW54u0WP9ujqSgiTQj\n", "I6NPLfTZZ58N+cC9u8UYDKF1C9m2bRv33ntvyO8hbj+DTsvEVAsWo44Op5dmu6ff+UMH02p3s/Zk\n", "I7uq23mwKJmlU9JJDLE+2ZvPr1DRbKep20NOgomseCOrj9ez6WwzAEeudvHrZZNCurEVCQUpZh4q\n", "SmZHRSsZcQamZMbxl6P1ADTaPTR2uelwebnc5iIvycTk9MgsGBftJCqCi1q/pt7LLoQy3dnOnTsp\n", "Li4mLW3wOSN712qu921Ty/ZvfvMbpk2bFjPtuXn70MGDzB03gfWnW5iSEcdDhfFUnjxM5n33DSk+\n", "bd5UVh9vAODVw3VMSrNyb37i0NtTVc93d9bh9Ss8OTWdOIOWi71mnHd4/FxtaCI3MS/q/z7XHz+c\n", "lsozM+7AatRy+kpLoC06Dfj8Pr668QJ+pWe2/hcWZuGpuxAzn28o8cVKe6KxPVwaJYQe1YqicOHC\n", "BdzunjuzBw4c4Lnnngv6mnXr1rF8+XIURWHjxo2BkVEnT55Eq9UyZcqUwL4ffvgh6enpTJ48+CXi\n", "jh07uPvuuwfdb7SK9YJ+dauDL6wrDyyV8czMTD4z+9YVPQdyPb73L7Tww/dqAs9/56EC5hcmB32t\n", "0+PD7VOIN+kCP84bTjfyy92XAfj0rGxWH6/n07Oz+Y/9V/H4FD4+JY3nZmUP6WbVcPX32XW7fRyv\n", "7aKyxcH0bBuNXW5efP9G3KNpjHysfzfDdfjwYR566KFhvTakb9e6desoLCzEYukp2vde134gc+bM\n", "YdWqVSiKwqJFiwLP79mzB41GE0ikDQ0N7Nq1i8mTJ3P27Fk6Ozv51Kc+NZxYRlRdp4uDlzvw+hXu\n", "yUsY9qVkrH9RnR5/n/WGrrQPfuOxt+vxTc6IY2qmlZP1dmbnxlOSHhf0dZfbnfxmz2Uutbv49Kxs\n", "7i9MwqDTkt+r3qjVgN3jZ83xBlbOzKIwxUxDp5vVxxsoLUnBqyhcanORbNH3rLEU4eWD+/vs4ow6\n", "7hufyH3Xukada+wO9KU16TS3reQQCbH+3RxJIZ2RxtJY+1g8I3V6fPx050U+rO6Zj3JqZhzffXhC\n", "yH0SR5N2p4f/OnCVzeUtWAxaflg6kTsHGZ004LEcHjrdPuJN+kHro7/ac4k3T/WMHNIAv142iYlp\n", "VlxeP2cburnS4aIoxcL7Va28W9HKveMSSbboWHWsp3zwP+eP478P19Ji96IBXnykiLtyB+/cH2mK\n", "olDR7KC+y02WzcjEVMuQZvoX0RPOGWlIP8mdnX3vRDY0NAzrzdTK7vFzsv7GGPAzDd04PKEtzXuz\n", "WB/PnGg28Pf35PKrZZP49bJJQ06iveNLtBjISzSHdJPJ7r7R+V0BvNd+/016LTNy4nl0cholGXF8\n", "ZlYOv1o2iWdnZrLl3I36ZJfLS4vdG3j9kasdQ2p3KEL57DQaDcVpVuYXJFGUZh1VSTTWv5sjKaRT\n", "pqqqKl5++WVSU3umHjt79izf/va3o9qw0STepGPplDReOdQzbnvJlHRVno1eF2/WEz9IfF6/woVm\n", "O2VVbZSkW7k7NyGsoYtPTs3g2NVOGrs9PDcre8D+mM0OD3891sD5JjvPzcpm/alGqludFKZYsBq0\n", "gRFPd2REf5IPMXaEdGl/4MAB7rnnnsD2+++/zwMPPBDNdg0oFi/toeeM50KLA59fYWKqdVhdeUaS\n", "x+fHfq1PZ7i1w+pWB6uO1OP2+5meZeN3+67w3YcnMCc/cfAXB9Fid+PyKqRY9Zj0/Sfl147W8V8H\n", "a4GemumLj0zEYtBTkGzmUpuTC80O0uMM3JEZh8UgE3yIG6J+s6l3EgVGLInGMptJz4zs219zC4XH\n", "5+fwlU62V7QwLcvGgsKkPmvEtzk8vH6igQ8q25hfmMhT0zL7nS2pv+N2u33E9Uq+HU4vL75XTWVL\n", "TxekK+0uHixK4WrH0G5K9SfF2jOwo6bVwWtH6/H6FZ65K4sJvUYuNdtvLLnhV0Cv1TIpvWdwSFGa\n", "laIQxvcLMVRhryIqIisadagLzQ7+dVslOyvb+Pfdlzla23dOzzMN3aw+3kBdl5vXTzRyJoR5Qlvs\n", "Hv7zwFX+8c1zvHKoljZHzwoKbp+f+q4bqyk0dntItui5M7Pnrny48XW5vLz0QQ07LrSys6qNf9te\n", "RavjxvstnpRC0rWrgdKSlIiOIhqM2muIao8vHMNKpHv37o10O0QUdbp89OqxRN1NZ4def9/qzs1z\n", "gPbnTEM36042Ut/V073obKMdgCSLgc/ee6Nf6adnZfNwccqg3ZtC5bolUbv7tLco1covP17Cb5+Y\n", "zPNzciNaYrnY5uAPB6/yp8O1Q+72JdQt6LessbGR5ORkWltb+zzf3R2ZdcHFraLRVy8/ycykNCvl\n", "TXbiTTpm5/WdqWlSmpV78uI5cLmTu3PjmRxC0vPelGyvJ2O9VsODRSmUXLuczkvsO8fnUOLz+Pz4\n", "FaVPPTTJbOD5e3P56c4aFOBzc3NJtvT9GmfGR362pTaHhx/sqKbq2rIkZxvt/P8PFvSps6q9n6Xa\n", "4wtH0ES6Zs0annrqKV599dU+N3jq6+uj3jAROZnxRr7zcCGNXW4SzPpb7nhnxJv4xgMFdLl92Iy6\n", "kHocTM6wcnduPIevdDI3P4FJvWqPJr12SGs59ae61cFv916hy+3jc3NyufPaUho6rYaFE5KYkGpG\n", "UXomm450x/r+OL1+anoNPa1otuP0+uWGlQAGSaSf//znASgqKupzg6mtrS2qjRrLojUMLz3OGHQt\n", "+ASzfkhdtjLjTXzroz3JN96kIz7IEEzl2ogil89PR201s6ZNGXBf6Bng8O+7LnG8rufK51+2VvLb\n", "JyaTcW0JEINOy4SU4IlaURQqWxw02T1kx5v6jIAajiSznk/MyGTVtQlInpmRScJNMat9CKXa4wtH\n", "SP9zSktL+2wXFRVFpTFidAk1+R6r7eJf3rmA26ewZFISk1zeoGPfvX6FNueNAQ0Oj++WOu5gypvs\n", "fG3jedw+hSSznp8+VsT4MOZMNRt0PDUtg3vyEtBpNBSkmKM6+70YXUK6Jrp5PtGSkpKoNEaorw7l\n", "8yv85Ugd7ms11Q3lbdQPsiyJzaTn8/flYtRp0ABf+sg40kPojtXbhSZH4D3bnF6uRKD7lc2kZ2qW\n", "bcA+qGr77G6m9vjCMazi0pYtWyLdDqFSOq2GvF6X1Wa9NqT5S+/Kied3T97Bf664g4eLUjAMcc7T\n", "7IQbN5x0Gki13L6lksXYM6y+IX5/6Gt/i6FRYx1qxbQM9Bq42uFmSbEtpBmPNBoNOQnDv/s+IcXM\n", "vzxUQEWTgzsz4xiXNPxjuX1+jCHc0FLjZ9eb2uMLR9BE+tJLL5Gfn3/L82fPng26BpMQveUkmPj8\n", "vHEoisLhw4eBzKi/54VmBz/YUY3NpOO1Y/X878eKmZ49tPH1jV1u1p1q5GRdF8vuTOcjBUkhL9cs\n", "xpagiXTixIn9Jsz169dHrUFjnRp+8R1uHzVtThRFYXyyBY2mZ6b62g4nh7xZdFW2cndO/KATn4Sj\n", "1eFFoWcwAvRM/zdUBy938PqJnpnOXny/hl8sNQad7EQNn10wao8vHEG/yfddWz7iZklJSVFpjBj9\n", "PD4/m8ubeXnfFQC+97EJrD/ZwKV2F49NTuPo1U5eP9HACw8Xct/46H2PilItJFn0tDm8ZMQZKBjG\n", "HfsWh7fPtsMjJS3Rv6DXKZmZ/V+CyaQl0TPaxzO3O728eqRnLob8JDMfVLZx+GoXjd0eXjlUy/2F\n", "PcnzUq/O7b0pikJ5YzfrTzVy8HIHdre33/1cHh9298BzvhakWPjZ48W89FgxP32seFhj7ueNTyTt\n", "Wm+B+QWJFCQFT8aj/bMbjNrjC8fomutNxDyzXkthspmT9d3otOD1952QWVF69pmR0/9MWVUtDr62\n", "8Tyua12X/u1jt06/V9ni4N93XcLu8fPFeXlMzer/cjs30UxuGDP3FaZY+NnSEuxuHylWw6ibGlHc\n", "PvLNiDGjvQ5lM+n58v35bDvfgqIofKQgifJGO/Vdbv727ixmZNu4b3wihSn9n901O7yBJAo9N416\n", "J1K728fPP7wYmCTlO1srebnXqKdIyxzCcUf7ZzcYtccXDkmkIuLGJZn5u3tuzAD1syUluLx+kq16\n", "zANMyHxddryRFKueFrsXnYZb7rT7/Ard7r6jnnxDHPU0EEVR6HL7MOm1IXV3EuI6+bbEmFisQ/kV\n", "hbMN3Ww43cjRq504vUNbjyrFaiA7wYRZrxs0vrxEMz99tJjvfWwCv1hawh0ZfWeiijfr+eK8PEw6\n", "DVoNfHXBeNIjcDbq8fn5oKqN//nWOX74bjVX2vuv4QYTi59dJKk9vnDIGakYkMfnp6LZQUOXm+oW\n", "B6uO1eNX4MdRXoFzXJI56M2hu3IT+N2Td+BXFDJsRvQRGPN+sc3Jj96rxq/ApXYX2fFG/sfcvLCP\n", "K8YGSaQxJpbqUEevdvLtrZX4FRiXZGL51AzWnmjgUrtz2Ik0UvFlhzHqqT9ev9Jn8usO19BXgY2l\n", "zy4a1B5fOOTSXgzog8q2QHK51OYizqBFr9VQPMhco91uH8drOzlypYN2Z//dl2LNuEQzK+/KAiDF\n", "oueJqekj3CIxmkgijTG3qw7l8flpdXhwBal3Tut1o8dm1DE1M46fLylhUsbAidTj87PxTBNf21TB\n", "NzZf4M9H6nB4brxHrNbZrEYdfzM9gz88dQf/vmzSsCamjtXYIkXt8YVDLu3HoHanh/WnmthS3szs\n", "vHg+dXd2v92H5uYn8q+LCqnvdDM92xbSCpydLh/rTjUEtt863cgTU9NHxUzyFoOO3MTYb6eIPZJI\n", "Y8ztqENVNDn487XRR++ca+HunHgyilJu2S/BrOcjBUMbxmk1aLkz08aHVT2rKJSkW7Hox8a6RmqO\n", "DdQfXzgkkY5BnptXDY1QP0zomUn++XtzmJltw+1TmJufQKJFvmZC3aRGGmNuRx2qONXKoqIUNPR0\n", "eJ82wBDL4cqKN7FkSjpPTsu4Ze5RNdfZ1BwbqD++cMipwhiUGmfgi/Py+NtZWVgNoa0aKoQYmEZR\n", "lMhd190GO3bs6LM0tBBCRMLhw4d56KGHhvVaubQXQogwSSKNMbFah6rtcPHa0Tp+t+8KVS2OYR8n\n", "VuOLBDXHBuqPLxxSHBOD8vr8/PfhWnZUtALwQWUrP19aQlpcdKau8/kVvH4/pkFmihIiVkgijTGx\n", "2FfP6fNzvunGWWhDtwfnMJfdGCy+y+1O/niwlvouN5+Znc1dOfFoNOFPSnI7xOJnF0lqjy8ccmkv\n", "BhVn0PH0jBvLziy9I41ka+TXiVcUhT8fqeODqjbKG+18e2slV9pdEX8fISJNEmmMicU6lEajYUFh\n", "Er/8eAkvPVbM387KJs44vMvuYPH5FWjuvrHap8en4PYNrVOJ169w9Gon/7n/CmVVbX0mgY62WPzs\n", "Iknt8YVDLu1FSLRaDSlWAyadNmr9TnVaDc/NyubcOxewe/w8NyuL7Pih1WErmux8c3NFYNaq7y+e\n", "wL3jwli4SYgQxEwi9fv9KIqCTje2bzDEYh3K5fXzbkULv9t/lUybgW9+tGBYyxvD4PHdmWXjN8sn\n", "4/b5ybAZhzzZSZvD22de0bpO93CaOSyx+NlFktrjC0fULu3r6ur485//zGuvvUZtbW3Qfbds2cLL\n", "L79MfX19tJojwnC53cnPyi7R7fZR2eLktaPR/ZyyE0yMT7YMa8aovCQTGXE99VuLQcvkIFP+CREp\n", "UUuk+/fvZ+XKlTz99NPs27cv6L6lpaU88MAD0WrKqKL2OlS048tLNPPjR4v48SMT+cWSEkrS4gZ/\n", "UYTIZzd2RS2RWq03zgSMxuj0NxS3x7hEM1+eP444o44JKeY+d/BjUW6imbtyEygYYMlnISItaom0\n", "9xB+gyGyXWV6/zKWlZWpajsW49u/dzcPl6TyH09O5nN36Lhy5rCq4ovU9vz582OqPRLf8L6fwxG1\n", "SUu2bNlCaWkpANu3b2fRokVB9z99+jRJSUnk5OQE3U8mLRFCRENMTlricPSMhFEUJfAY4OTJk5w+\n", "fTpabzvqReLXMZapOT41xwbqjy8cUev+NGfOHFatWoWiKH3ORvfs2YNGo2HKlCmB57Zv305lZSVm\n", "s5mCggIWLFgQrWaF7HK7k4omBwkmHZMy4obdAV0IoX4yH2k/6jtdfHNzBVc6evogfm1BPh8rSY3q\n", "ewohRlZMXtqPZq0ObyCJApRdW8hNCCH6I4m0H8kWQ5+hifOGuJJmONReh1JzfGqODdQfXzhiZoho\n", "LMmMN/L9xROpaLITb9JzR+bt69QthBh9pEYqhBBIjVQIIUaUJNIYo/Y6lJrjU3NsoP74wiGJVAgh\n", "wiQ1UiGEQGqkQggxoiSRxhi116HUHJ+aYwP1xxcOSaRCCBEmqZEKIQRSIxVCiBEliTTGqL0Opeb4\n", "1BwbqD++cEgiFUKIMEmNVAghCK9GKrM/jQFtDg9XOlxYDTrGJ5vRajQj3SQhVEUu7aOsudtNq8MT\n", "8v6RrkO1OTz8as9lvrzhPF98s5xjtV0RPf5Q7du3n7oOF7UdLnz+wS+GOpwealodNHW5B913pKm9\n", "hqj2+MIhiTRKFEXh4OUO/mFdOV9cX86Z+pFJYPVdbnZW9szw7/EprD/ZMCLtuM6VPJ6/X3uG/+/1\n", "M+y92I4/SGWpxe7hl7su8/zas3xl0zlqWh0D7ivESJJEGiWNXR6+t72KNqeXxm4PL314iU6nd9DX\n", "zZ8/P6LtsBp0mPU3PuaJqZaIHn8oWuwefn2wAbdPwetX+OnOGprtA5+tV7U42HltmZe6Tg97atpv\n", "V1OHJdKfXaxRe3zhkBqpyo1LMvOjRyay6UwTeYlmFhWnjFhbdBoNVoOOFnp+UCwGHbog9Vqzoe/v\n", "fKJZvq4iNskZaZSk2wx8Z1EhSWY9GTYDX71/HPEhJIJo1KHuzLTxvx4o4Nm7ssiwGQd/QZQkWvR8\n", "cXYqJWkWJqRY+M6iQlKshgH3n5hi4av35zMhxcLHp6QxOy/hNrZ26NReQ1R7fOGQn/ibXGpzcrnd\n", "SZLFQFGqBYNueL81Go2G2XkJ/Gb5JLRaDcmWgRPGWOKsvcBPHp0DgNWoC7qv2aBj8aRUFkxIwqTX\n", "Sm8DEbOkH2kv5Q3d/ODdauq63Gg18IPFE5kV42dBQojIkLH2EdDu9HCstou6a91s/ArsvRjbNzeE\n", "ELFBEuk1Xp8CGrD2usExOeP2L8Os9jqUmuNTc2yg/vjCITXSa5KtBsYlmvn07Gyau71MTLVwd278\n", "SDdLCDEKSI20F59fobbDBUBWggm9Vm5uCDFWyFj7CNFpNeQlmUe6GUKIUUZqpDFG7XUoNcen5thA\n", "/fGFQxKpEEKESWqkQgiB9CMVQogRJYk0xqi9DqXm+NQcG6g/vnBIIhVCiDBJjVQIIZAaqRBCjChJ\n", "pDFG7XUoNcen5thA/fGFI2ojm+rq6tixYwc6nY6FCxeSnZ0dkX2FECLWRO2MdP/+/axcuZKnn36a\n", "ffv2RWxftVP7ujhqjk/NsYH64wtH1BKp1WoNPDYagy9vMZR9hRAi1kQtkfbuDGAwBF9mYyj7qp3a\n", "61Bqjk/NsYH64wtH1GqkPp8v8FgzyFo7Q9k3KSmJw4cPh9e4GGa1WiW+UUrNsYH640tKShr2a6OW\n", "SB0OB9Bztnn9McDJkyfRarVMmTJl0H37M2vWrCi0Vgghhi9qiXTOnDmsWrUKRVFYtGhR4Pk9e/ag\n", "0Wj6JNKB9hVCiNFg1I1sEkKIWCMd8oUQIkySSIUQIkySSGOc3+/v06tBCBF7Ym7xO7UPLR1Km7ds\n", "2UJlZSXLli0jJyfnNrZy+IYS36lTpygvL8fv9zN37lzy8vJuY0uHbiix7d69m/r6egDy8/NHRW+T\n", "of5/cjgc/PznP+e5554bFd/PocS3YcOGwAnMxIkTmTZtWvCDKzHmzTffDDxet25dxPaNFUNt86lT\n", "p5QrV65Es0kRNZT4du7cGXi8adOmqLUpUob7fXvnnXei0ZyIG2p8mzdvVg4dOjRqvp9DiW/r1q1D\n", "OnbMnZGqfWjpaGzzUAwlvgULFkS7ORE11M+uurqatWvXsnz58mg2K2KGEl9raytWqxWzefQsXz6U\n", "+Hw+H2+88QaKolBYWDjoHMgxVyNVVD60dDS2eSiGE9+2bdu49957o9WkiBlqbAUFBXzhC1/gwIED\n", "0WxWxAwlvrKyslE3iclQ4istLeWJJ57gySefDJRogom5M9JoDS2NFaOxzUMx1Ph27txJcXExaWlp\n", "0WxWRAznszObzcTHx0erSRE1lPjq6+t56623aGhooKCgYFTUSIf7fy+UH82YS6TRGloaK4YS32g0\n", "lPg+/PBDMjMzKSgouN3NHJahxNbS0kJKSkpg/9FgKPH9/d//PQCnT58Oa4z67TSU+Gpqahg/fjwA\n", "Tqdz0GPHXCJV+9DSocS3fft2KisrMZvNFBQUjIqaYqjxNTQ0sGvXLiZPnszZs2fp7OzkU5/61Eg1\n", "OyRD+ex27dqFy+UCYPbs2be9rcMxlPig58eirKxs1JyRDiW+mpoa9u/fD8DMmTMHPbYMERVCiDDF\n", "3M0mIYQYbSSRCiFEmCSRCiFEmCSRCiFEmCSRCiFEmCSRCiFEmCSRiqjy+Xz4/f6RboYQUSWJVIVe\n", "eOGFiB1r9erVrF+/nvXr1/Pmm2/S0dHR5+83btzY7+uuXr3K66+/zs9+9jOam5uH/f6HDh3it7/9\n", "7bBfr1YD/bvf7J133mHt2rVRbo2IuZFNInzPP/98xI6l0WhYtmzZgH8/0NDcnJwcVqxYwfvvvx/W\n", "+8+aNYuampqwjqFGoQ6JXrx4MW+88UaUWyMkkapIXV0de/fu5cKFC3z1q18NPG+323njjTew2Wzo\n", "dDrKy8v52te+Fvj7rVu30tXVhU6nw+PxsGTJEkwmEwAmk4m1a9ei0+mw2+08/vjjJCQk4PV62bx5\n", "M2fPnmX9+vUAFBcXc+edd4Ydx/bt22lpaUGv16PT6fqUBsrLyzl69CgWiwWn08ns2bOZMGECtbW1\n", "/PGPf6S4uJgnnniC+vp6XnvtNdLT03n66afR6wf+qm/ZsoXy8nKSk5NJSEjAbrczffp0pk6dGvQ9\n", "oWeqvK1btzJ9+nSqq6sxGo1kZGQEZkbatWsXjY2N6HS6wJDRFStWDPpvUF1dza5du7DZbGi1Wpqa\n", "mrADm64AAAPfSURBVPjMZz4DwAcffNDn3z05OZmFCxcC4PV6WbduHVqtFkVRRsVk56owpNlLxaiw\n", "evXqPtuVlZV9Jheurq4OPN61a5dSXl4e2O7s7FTWrl3b73FdLtctf3fze93svffeUxoaGkJu+6lT\n", "p5Q9e/YEthsbG5UXX3xRURRF6e7uVl599dU++69Zs0Zxu92KoihKfX29sn379sDfrVq1KuT3/frX\n", "v674fL7A9l//+lfFbrcP+p7X2/zLX/5ScblcffYrLy9X9u3bF9j2+/3Krl27QmrPpk2blJqamsB2\n", "789MUQb+d9+wYYPS2NgY2N63b5+yZs2akN5TDJ+ckY4BhYWF+Hw+3nnnncBUYtdntrly5Qrz5s0L\n", "7Guz2QY8zu2YiPr8+fMsXrw4sJ2WlhZYgqS+vp6Ojo7AmRj0zMzT2tpKRkYGGRkZNDY2Aj1n50M5\n", "G5s2bRpa7Y1bBiUlJVy9ehWtVhv0Pa978MEHb/n3OXfuHA8//HBgW6PR9Pm3DubRRx/lwIEDnD59\n", "Gq/XS0ZGRuAzC6arq6vPlIQzZ87k4sWLIb2nGD5JpGPAsWPHmDFjBkVFRUDPekLXpwnLy8vj3Llz\n", "lJSUAD3/Ea/z+/1UVVUxceJEANra2qI+I3pxcTFHjx5l7ty5ADQ2NnLp0iUA8vLyyMzM7FOzvblH\n", "wKxZszh48CCXLl1iyZIlIb/vyZMn8fv9gWRaUVHB448/jk6nG/Q9FUXpd37LCRMmcOLEiT6zP/X+\n", "tw7myJEj3HPPPYHtv/zlLyFNfh0XF0dTU1MgmR4+fHjUTOM3msnsTyry/vvv09bWxokTJwJnWKWl\n", "pWzcuLHP2RbA0qVLA89dr5FqtVo8Hg9Lly4N1Ejff/996uvrMZlMeDweli9f3qfe+MEHH9DS0oJW\n", "q8Xr9TJv3jyysrIC9drKykoyMzOJj4+ntLQ0pLPabdu20draitlsxul00tDQwNy5c5k9ezaXLl3i\n", "wIEDgTZ0dXWxZMmSPpMn//73vycrK4vHHnss5H+73/3ud9hsNsxmMx6PhxkzZjB58mSAoO+5f/9+\n", "jh49CkBGRga5ubl9EuB7773X599n0qRJTJ8+fdD2vPzyy2RnZ6MoCn6/v0/dFXoS8rFjxzCZTIHl\n", "MKZPn47X6+X111/HYDCg1Wqx2WwcOHCAZ599dtTM+zoaSSIVAlizZg1PPfXUSDdDjFLSj1SMeVu2\n", "bOHs2bO8/fbbI90UMUrJGam4raqrqwOXwjcrKCgIaTby0fCewXR1dbFjx45+a5c2m23UrPYgbpBE\n", "KoQQYZJLeyGECJMkUiGECJMkUiGECJMkUiGECNP/A77I6GjjAB3EAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.770297\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVEAAAFHCAYAAAAY+X/EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4lOd56P/v7ItG+4Y20A4WYLDBgDGB1AZDbMBA7MZL\n", "tv5a59eTnNPlJOlJc5KmTpPGSe04S08a96Rtujg4XjHGBrPYLGLHeAEDYhESIKF9Hc0+854/RgwS\n", "2kYajTR65/5cF9elkd4ZPbdmuOed+32e+9EoiqIghBBiTLSTPQAhhJjKJIkKIUQEJIkKIUQEJIkK\n", "IUQEJIkKIUQEJIkKIUQE9NF64IaGBvbs2YNOp2PFihXk5OQMeeybb76J3+8HoKSkhLlz50ZrWEII\n", "Ma6ilkSPHTvGE088AcCWLVvYsGHDkMeazWZWrVoVraEIIUTURC2JWq3W0NdGo3HYY/1+P6+99hqK\n", "olBUVMSdd94ZrWEJIcS4iloS7bsQymAwDHvsmjVrQl9v3749WkMSQohxF7UkeqPGCaDRaMK+30gJ\n", "d+fOneh0ujGPSwghBpOSksKCBQtGfb+oJVGn0wkEz0hvfA1w+vRptFotFRUVoe/V1tYyY8YMAFwu\n", "17CPq9Pp5OO+EGLcnTx5ckz3i9oUp8WLF7N582Y2b97M4sWLQ98/fPgwhw4d6ndsbW0tL7/8Mi+/\n", "/DIzZ86M1pCmhMrKyskeQtSoOTaQ+OJV1M5Ec3NzeeyxxwZ8/8knnxzwveXLl0drGEIIEVWaqdYK\n", "b8+ePfJxXggx7k6ePMl999036vvJiiUhhIiAJNEYo+a6k5pjA4kvXkkSFUKICEhNVAghkJqoEEJM\n", "CkmiMUbNdSc1xwYSX7ySJCqEEBGQmqgQQiA1USGEmBSSRGOMmutOao4NJL54JUlUCCEiIDVRIYRA\n", "aqJCCDEpJInGGDXXndQcG0h88UqSqBBCREBqokKImBRQFC62OGi0e8hNMlGSbh35ThEYa000ap3t\n", "hRAiElXNDr6+7QK+gIJZr+W5dWVRT6RjIR/nY4ya605qjg0kvvF2tcOFLxD8oOzyBajvck/o7w+X\n", "JFEhREzKTTJxY7N1vVZDts04qeMZitREhRAxyesPUNXsoL7LzfQUM+WZVrQazch3HCOpiQohVMWg\n", "0zJnmo0502yTPZRhycf5GKPmupqaYwOJL15JEhVCiAhITVQIIZC180IIMSkkicYYNded1BwbSHzx\n", "SpKoEEJEQGqiQgiB1ESFEGJSSBKNMWquO6k5NpD44pUkUSGEiIDURIUQAqmJCiHEpJAkGmPUXHdS\n", "c2wg8cUr6eIkhJgyXF4/x6528d6ldhbmJ/Gp4hSSTJObxiSJxphly5ZN9hCiRs2xgcQ3Ec63OPjB\n", "uzUAHKztJCPBwOLpyZM6Jvk4L4SYMrrd/n63252+SRrJTZJEY4ya605qjg0kvolQlGpmRooJgDSL\n", "nllZk79xnXycF0JMGbnJZn64ppRWh5cUs56cJNNkD0nmiQohBMg8USGEmBSSRGNMLNSdokXNsYHE\n", "F68kiQohRASkJiqEEEhNVAghJoUk0Rij5rqTmmMDiS9eSRIVQogIRC2JNjQ08MILL/Diiy9y/fr1\n", "EY93Op386Ec/or6+PlpDmhJiYX1ytKg5NpD44lXUkuixY8d44oknePTRRzl69OiIx+/bt4/Vq1dH\n", "azhCCBEVUUuiVuvNNa1Go3HYY9vb27FarZjN5mgNZ8pQc91JzbGBxBevopZE+86cMhgMwx5bWVkp\n", "HxWEEFNS1JKo33+zZZVGoxn22MbGRrZu3UplZSWnT58e8bH7viNWVlaq6raa41u2bFlMjUfik/gG\n", "+/83WlGbbP/666+zceNGFEVh27ZtrFu3DoDTp0+j1WqpqKgYcJ8zZ86QkpJCbm7ukI8rk+2FENEQ\n", "c5PtFy9ezObNm9m8eTOLFy8Off/w4cMcOnRowPFtbW1UVoZ3Jqpmkb4rxjI1xwYSX7yKWj/R3Nxc\n", "HnvssQHff/LJJwc9Pi0tja985SvRGo4QQkSFrJ0XQghi8OO8EELEA0miMUbNdSc1xwYSX7ySJCqE\n", "EBGQmqgQQiA1USGEmBSSRGOMmutOao4NJL54JUlUCCEiIDVRIYRggmuiJ06cGMvdhBBCdYZd9vn8\n", "88+TmZlJIBDg0qVL5Ofnc/XqVWw2GwsXLpyoMcaVykr1tgVUc2wg8cWrYZPowoULWbBgAW+88QZ/\n", "/Md/TEZGBs3Nzbz33nsTNT4hhIhpw36cX7BgARDsDZqRkQFAZmamdKCPIjW/06s5NpD44lVYNVGf\n", "z9fvtsvlispghBBiqgkriaalpXHkyBFcLhdHjhwhNTU12uOKW2qei6fm2EDii1dhJdGVK1eSlJTE\n", "O++8Q1JSEqtWrYr2uIQQYkqQeaJCCEGU54neWhN99913R/2LhBBCjcJKom+//Xa/23a7PSqDEequ\n", "O6k5NojN+Oq73Gw908zWM83Ud0Z2QTgW44sFYe2xFAgEoj0OIcQ46/H4+dXhqxy72g3AHbmJfPe+\n", "QmymqG2tFpeG/Wu2t7fj8/no6emhpaUFRVHw+/1yJhpFap6Lp+bYIPbic3r8fNLoCN0+29SD0xvA\n", "Zhrb48VafLFi2CR65swZvF4vjY2Noa2M9Xp9aA95IUTsSjTreagig9992AjA+ooMksy6SR6V+gyb\n", "RO+55x4AsrKyqKiomJABxTs1r09Wc2wQe/GZ9Fo+OzeL+bmJKAqUpJsx6ceeRGMtvlgRVnFEEqgQ\n", "k8Pu9nG+xYnb56c03UqmzTiq+yea9MzPTYzS6ASEmUT7qq2tpaCgAK1W+jlHg5rf6dUcG4x/fAFF\n", "YXtVK//3WD0AiwoS+asVhSSZJ+fCkNqfv7EKKxM+88wz1NbW8vbbb1NXV8fWrVujPS4h4p7D6+ed\n", "822h28eudtPp8g1zDzEZwkqiM2fOZMaMGQAsXbo0qgOKd2qei6fm2GD847PodSwquPlRvCTNgs00\n", "eReG1P78jVVYnwv8fj8AOp1c2RNioui0Gj47J5tZmQk4vQHmTEsg1WKY7GGJW4SVRO12Ozt37qSk\n", "pCTa44l7aq47qTk2iE586QkGlhfHRtc0tT9/YxVWEt20aRONjY0UFRXx0UcfyQomIYToFVZN1Gq1\n", "UlRUBMC8efPYtGlT6GdOpzM6I4tTaq47qTk2iJ/4ut0+3r/WxaGaDpq63ZM8qskX8TylXbt2jcc4\n", "hBBTgKIovFPVyl/vuMTf7r7MTyuv0umM7xkDESdR+Wg/vtRcd1JzbBAf8Tm9AXZeuDnt6mSdTLuS\n", "GfNCiLCZDVqWTE8O3S6d5GlXsUCSaIxRc11NzbFBfMSn1WjYODuDv7mviG+umM7/vq+QNGt8T7uS\n", "xoJCiFFJtRpZVjS6NfxqJmeiMUbNdTU1xwYSX7yKOImazebxGIcQQkxJo06iLlf/fVrWrFkzboMR\n", "6q6rqTk2kPjiVVhJ9Fe/+hWHDh0CoLm5WXb7FEKIXmEl0dzc3FD3poKCAtra2ka4hxgrNded1Bwb\n", "SHzxKqwkemsDZr1eLuoLIQSEmUR9vv4rEjweT1QGI9Rdd1JzbCDxxauwTinnzp3LK6+8QnFxMZcu\n", "XWLOnDnRHpcQccPrC3Cl04U/oFCQYsZiiO8VQFONRlEUJZwDXS4X9fX15OTkYLFYoj2uIe3Zs4c7\n", "77xz0n6/EOMpoCi8d6mdn+ytRQGeXJTL+opMTHqZwj3RTp48yX333Tfq+4X9TJnNZoqLiyc1gQqh\n", "Np1OH/96vJ4bZzL/eryedqd3UsckRiesJPr6669Hexyil5rrTmqODcYWn0mvJS/ZBIDVoOXRedl4\n", "/QEC4X1AnFBqf/7GKqwkemu7u+3bt0dlMEKoVY/Hz/t1Xey91M7VjpsLVqxGHf9jaQEbKzL5i2XT\n", "2X6+lf/+xnkO1XTiD8ReIhUDhXVhyWg00tTURFZWFgBu98jdrBsaGtizZw86nY4VK1aQk5Mz5LGH\n", "Dh2isbERgOnTp7NgwYJwhqVKap6Lp+bYYPj4DtV08A/7rwCQm2Tkx58pJTsxeAZakGLmSwtz+Ppb\n", "F2hzBGfC/P17Nfzm4VnkJsXOsupb4/MHFFp6POi1GtIT4rchSVhJtKenh+eeey50QefcuXNs2LBh\n", "2PscO3aMJ554AoAtW7YMe3zfbZh37twZzpCEmFIO1HSEvq7v8tDu9IWSKIBGAzrNzeO1GtCgIVb5\n", "Agr7L7fz3P4rJJh0PLWymJlZCZM9rEkR1sd5i8XCj370Ix555BEeeeQR5s6dO+J9rFZr6GujceR3\n", "qZqaGp599llKS0vDGZJqqbnupObYYPj4lhWmhL7OTTKSeksPTotBx58vm870FBPpVgPfW1nEtMTY\n", "OrvrG19Dt5uf7K3F7Vdoc/j4P4ev4fb5J3F0kyesM9FbL/vffvvtI96n78wpg2Hkpq2FhYV87Wtf\n", "44033qC4uDicYQkxZdxTmEKa1YDd7ack3UK2bWCCLMuw8tO15fgVJeb3l9egQafRhC6AGXQaNJrY\n", "PXOOprDORG02W7/b4SQ5v//mu1K4f1yz2UxiYuKIx/V9R6ysrFTVbTXHt2zZspgaz0TGl2DUsTA/\n", "Cf31T6g9fWLIx/v4xBE+ef9oTMQzXHw5SUa+u7KIzAQDxWlmvnp3PkadNqbGO5bbYxH2ZPuamhqa\n", "mpq48847uXLlyoiJ9PXXX2fjxo0oisK2bdtYt24dAKdPn0ar1VJRURE6tq2tjbS0NADeeustHnzw\n", "wSEfVybbCxEbFEWhw+lDr9OQaJr6/TSiOtn+yJEj1NfXc+3aNfR6PUePHh3xPosXL2bz5s1s3ryZ\n", "xYsXh75/+PDhUFu9Gw4ePMgrr7zCK6+8wuzZs0cZgrpE+q4YyyYrtomac3kjPq8/QJvDi8Orrhrh\n", "rc+fRqMh1WpQRQKNRFjR19fXs2nTJrZs2QJAQsLIV+Fyc3N57LHHBnz/ySefHPC9G2epQoy3quYe\n", "/uP96ySZ9Tw+fxoFKdGdMtTj8bPtbAuvnm5iVqaVP12ST26SaeQ7iikrrCSq00lDhImi5rmUEx1b\n", "k93Dt3dcotsdPCPscfv5zsoijLrorEtftmwZp67b+Zfj9QAcudLF/NxONs3Jisrvm2hqfm1GIqxX\n", "k9PpxOsNruf1er0DVjAJEYs8/kAogQI02D34/NH9aH9r6cDnl/8rahdWEr3//vt54YUXOHfuHFu3\n", "bmXVqlXRHlfckpro+MlMMPDHd+UCoNdq+JO7crEao/epqrKykuI0C4/MzUKngVlZVpb2mR861an5\n", "tRmJsD7Op6Wl8eUvfznKQxFifJn0OtZXZLAwPxG9VhP1eihAolnPF+6cxvqKDCwGHUnm+L7oEg/C\n", "nuJ05swZLl26xMyZMykvL4/2uIYkU5yEENEQ1SlOu3btwm63s3r1ajo6Oti7d++of5EQInx2t48P\n", "6rs5eqWTlh7ZjieWhZVEOzo6WLRoEUajkUWLFtHa2hrtccUtNded1BwbjF98/oDC21Wt/K+3L/Ld\n", "ndX80+FrdLt9I98xytT+/I1VWEl0qLXvXV1d4zoYIQQ4PH62n7t5onKgppNO1+QnUTG4sJKow+Gg\n", "paUFgJaWllBzkffeey96I4tTap6Lp+bYYPzisxi0LCy42UOiNN1CQgxsXqf252+swrp02NDQwG9+\n", "8xvy8vKoq6ujsLCQl19+mXPnzvHQQw9Fe4xCxBW9Tsvnbs9mdlYCTl+AeTm2Aa3zROwIK4kuX76c\n", "hQsXDvj+iRMnBjlaRKKyslK17/hqjg3GN76MBCOfLkkbl8caL2p//sYqrI/zgyXQG9/fvXv3uA5I\n", "CCGmkohnAtvt9vEYh+il5nd6NcR2rdNFY7eHdKuBwrT+24erIb7hqD2+sZLlFEKE6UqHk796+yJt\n", "Dh9Wg5Z/eLCMsgzryHcUqhaddjZizNQ8F2+qx3a1wx3ajdPhDXCx1RH6WX2Xm0NV12jsHnkn3Klq\n", "qj9/0SJnokIAF1sc1Ha4yEowMDMzAaN+4PlFmkWPBrixTjqrd5vgmnYn39oePEPNS+rkB6tLyEvu\n", "v07/epeb41e78CsKiwqSBvw8mvwBBa8/gDkGpkmpkSTRGKPmutNkxNZs9/BJYw8BRWF2dkK/bYpv\n", "uNzm5BtvXcDhDbat+/EDpdyRO3Cvr9IMK09/ppQPr3czKzOBiuxgc/ILLY7QGWpdl4fL7a5+SdLh\n", "9fPrI9c4fCW4OKWypoO/XVlM4gQ0J2nodvP7jxqpanbwuXnZLJ2ejGGQN4hwqPm1GYmIn8V43eFP\n", "xD6n18+/nahn98V2ABYXJPGFO6dhNerI75Pkmu2eUAIFON/cM2gSNei03JGXyB15/X+WcksyTDL1\n", "P+Nzevx80tgTun2uyYHTF2DkLRmDmuwezjT24O99I5g2yBvBUPZXd/BW7+qnv3+3hl8+VE55Znzu\n", "Dx8tYb0lNTU1DfmzsXQ9EUNTc91pomNzePwcu3pzafLJum4O1nbyZ2+c50LLzXpmls2IrbfPqAaY\n", "lTW6JDMrK4FvLJ/OshlJfOfeQspvudiUZNKzYXZm6PZDszMHJNqhuH1+/v396/z9ezX8eG8tvzh4\n", "dVTr6Nud3tDXCuD2jb0ptZpfm5EI60z03//93/nKV75CcnLygJ/dup2yEJPN7vbh9SvYTDpWlaXx\n", "6ulmABZPT+J8swN7b3K9cWW9MM3CMw+WcrXTTYbVQHnm6K64J5r03F+eTpbjKvOLSwb83KDXsmF2\n", "JnOn2VCA4jRL2PXJHk+A49duvhF8UNeNw+MPe3O4lWVpvHepnTanjzXlaUyfgJ6q8SasZyIvL4/D\n", "hw/T3d3NXXfdRWFhYZSHFb/UXHeaiNgutzl5dn8tbQ4fX707n0fmZnFHbiJOX4AP6rqprAl+tM1J\n", "NPa7X3G6leL0oZOny+vnTFMPl9tczMqyMiszAZ22fylr/vz5Q97fZtIzr7dE4A8onGm0U9PuoiDZ\n", "zKwsK4Yh9n2yGXXcX5bGSx8HPw3eV5qGbRS7a5akW/nFQzNxev2kWw2juu+t1PzajERYf9GHH34Y\n", "o9FIIBDgxIkT7Nu3jy996UvRHpsQo+IPKPzb8XrOtzgB+OG7l3l+020smp6M1x/AYtDi8PqZM802\n", "oK45krNNDr61/RIAOg38fP3Ya4sXWhx8fdsF/EqwfPDs2jLmTBv8E51Rr+WRudnMy7HhV6A83UrC\n", "KLc4ybIZRz5IjFlYNdEbLe/a2tq4du0aKSnq2Tcm1qi57hTt2DpdXly+mxeIAgoovROSDDotiwqS\n", "+fa9RayvyCTVMrqGHnVdN+d/+hVodXgHHBNufM09Hm7sl6cA10eYW5ps0XNXQTJLpieTljB5jUjU\n", "/NqMRFhnoi+++CIZGRlkZGSwdu1ajEZ5ZxOx58DlDj5VlEJdl5sOl4//tiSf3FFcyR5OaboFg06D\n", "16+QbNZHtJd8bpIJq0GLwxvAoNMwfQLnjIrxF1YSTUhI4HOf+5xMZ5oAaq47RTu2mnYXey62s2Zm\n", "OhaDlpJ0y5jnRN5qZqaVn68rp8XhJSfRyIxUy4Bjwo2vJN3KT9eWcb3bQ5bNSGn6wMeKRWp+bUYi\n", "rFfYE088IQlUxLxVZcHWcVs+aaa61TmutUCNRkNphpUl05MHTaCjVZxu5Z7CFMoyrPJ/a4oLK4ka\n", "jUZqamo4duwYPp+P6urqaI8rbqm57hTt2CqybfzjQzP5+bpy/vJT00mf4EbGfePz+gMcqe3kqV3V\n", "vHa6ifZBaqhTjZpfm5EI6+P8kSNHCAQCNDQ0sGjRIo4ePUpxcXG0xybEqE1PjX590e3zo9dqB0xx\n", "6utSq5Pv7apGAQ7WdpJs1nNfaWw1WRbjI6wz0fr6epYuXYpWGzw8IUGWjUWLmutOaojt4+vdfOOt\n", "izy1u5orHc5+P+sbn93jp+/aoMbuqb/tsRqev2gI60xUp5PuLyL+1He5udrhItmspyTdQkuPl++8\n", "Ux2aRqUo8DcriwadKD89xcTsbCufNDpINOlYVJA00cMXEySsM1Gn04nXG6zpeL1eAoHACPcQY6Xm\n", "utNUiq2x28Pf7LzEd3dW8xdvnuej63Z8AaXfPNQ2p5dA4Ob5Zt/4smwmvnNvEb9YX84v1pdTqoLm\n", "zVPp+ZtIYZ2J3n///bzwwgs0NDTg9/tZs2ZNtMclRMR6PH4utDhweP0Up1lG1f2o0e7hSkdwEnxA\n", "gcrLHfy3u/P40yV5/PpIHWa9lq8sysM0zBr49AQj6Qkyp1rtNMqNTeSniD179nDnnXdO9jDEJOhy\n", "eTnbFGwgMjPDSv4IzTS2n2vhucqrANyWZeV7K4tJC/OK/ZV2F3/+5nl6PH4AvrliOqvK0nH5/DR1\n", "e9HrIDdJJsmrycmTJ8fUlW5M3Qh27NghZ6Niwu252M4/HakDIC/JyE8eKCNziLmgPn+Ady60hW6f\n", "bXLQ7vSGnUSnp5r5yQOlnGqwM81mZE5OcG27Wa9jeqpcIxA3DZtEf/jDH3LbbbfR2dnJ+fPnmTNn\n", "Dh9//DFFRUUTNb64o+a9vSOJzR9QOHC5I3S7rstDp8s3ZBLV67TcPT2ZM73NkHOTjGG3j7uhLMM6\n", "6EZ0zXYPx6910enysXTGzcn3k/Hcdbp8nG92EFAUyjKsYb9JjIWaX5uRGPZV9fnPf54ZM2bw+9//\n", "nh/84AfodDo+97nP8dJLL03U+IQAQKfVcF9pGqd7k2JpuoUUy/BJcXV5GgXJJrrdfiqyE8a0gqnZ\n", "7sHtD5BhNWA26AgoCq+cauT1T1oAeOtsC8+tLydzEmqfXl+AV0418vuPgm3yVpen8adL8kfd5UlE\n", "ZthX4YwZMwAwGAyhaU56vR6rdepfaYxVan6njyQ2t8/P/FwbP1tXRqvDS2m6lYwREleKxcDSwsE7\n", "jrl9AdocXkx6DWnWwR/nQouD//3OJTqcPr545zQ2zclCq4FTDTe3+mjq8dLj9pOZMPHPXbfHzzvn\n", "b5Ysdl1o4/N3TItaElXzazMSYU1xcrlc/W7b7faoDEbEvtYeL2eberja4Rr54HHS7fbx4keNfOW1\n", "czx/tI6iNAs5EXRRcnr9bDvbzB+9fIY/e+M8H9V3U91n++Mbfv9RIx3O4FYc/3GygWtdbswGXb+t\n", "PlaVppKeMDn7PVoNWhb26Yt6R24iVjkLnXBhPfvz58/nxRdfpLy8nKqqqmE7eIvIxHLdqaXHw0/2\n", "1fJhvR2rQcuPHyhl5igaE481tsttLl74oBEIXiA6UN3BY3dMG/Y+dZ0urnd7SLPoKUqz9GvyUdfp\n", "5vmj9UDwTPLV0030ePx8ZXFev3j61lC1GjD0LvNcUZxCfrIJv1+hxenjt+83sLggCU1TNXctuGPU\n", "8Y2V2aDjywtzuSs/CZ+iMHeabdR139GI5dfmZArrL15RUUFRURF1dXVs2LABi2VqtO4S4+tah5sP\n", "64OfQhzeAAcud4wqiY7VrUvUh1uzDsEE+q3tF2m0ezHqNPzDg2Xc1mfzOa0m+O/GPHmTXktzj5fq\n", "Vme/eB6em0mrw0tdl4s/Wpgb2p/IpNdRkW3jxLUufvReDQDbzrTw1KeHT+zRkGUzkiVr8idV2M0W\n", "LRYLpaWlAxLo7t27x31Q8SyW3+kTTLp+CS1vlB+pxxpbUZqFP74rl2SznrvyE1lWNPzOCnWdbhrt\n", "wRV2Hr/C6Yb+5aeCFDPf+nQh2TYjc7ITKM+wcqnVOWAyfl6yme/cV8jP15WzrDBlQPJu6em/k6Zf\n", "r+6Ti1h+bU6miM/9pT4aP4rTLPxgdQk7qlqZlWll0fSBu78C+AIKLT0e9FrNiBd/wpFg1LFpTiYr\n", "S1OxGHQj1v1SLXr0Wg2+3lPNgmQzvoDC5TYnDo+f/BQzy4tTmJdjo9nh4YO6bv5+TQlaLTyzr5bZ\n", "2QksnZFMssWAUafFOMQmcmUZFhJNOrrdfrISDEPupNlk9+D0+slIMMqVcxWanIq4GFIs1510Wg0L\n", "85NYmD90Mw2vP8C+6g6eO3CFBKOOp+4vDn2UjiQ2g04b9hLK4nQrP3mglA/quilJtzAnJ/jR+293\n", "VRNQ4O4ZyfzlsgJSrQZSrQbKMxKoau7hz7eeJ6DAzgttJBh1LC9OHfb3lKRb+dm6ctocXrJsRqpP\n", "naDgnnv6HXOxxcG3d1yiw+XjoYoMvnhnDp1uH12uYOLNmEKbyMXya3Myjc/eCUL0arR7eGZ/Ld6A\n", "QofLx68OX8Pt80/oGHRaDXOm2fjCghyWFqaQYNDy+ummUA30cG0nzT39myR3ufz06SUy4uZxNxSk\n", "mJmXm0hOkonBVlC/ebaFDlfwCv8bZ1q43O7kz7ee5y/ePM/3371MY5i/R8QuSaIxZqq/02s1mn61\n", "Q5Neg7b3yvhkxabRaKjI7nvVXUeCsf9LvyDFRElasKZpNWhHvaUyDB5fuvXmh70Us46PG+x0u4Nv\n", "KueaHFztnDpJdKq/NqNFPs6LcZWTaORvVxbxy4PXSDLr+OqSgkH7bU60B2ZmkGo20GD38AclKQOa\n", "h0xLNPHU/cU02T0km/UUjNDcpC+PPzBk3XRVWTrNPV4utTp5fH42Xv/Ns1WtBmxSI53yIk6issnW\n", "+JrqdSeNRsNdBcn84iErep0Gm/HmS2wyY0uzGpidbWV6qglrn/Z1PR4/1zpcwa2LUy2jWhra4/Hz\n", "7sU2dl5oY8n0JG4zdnHn7Jn9jslJMvEXy6bj9QcwG3S0O7187e58Pr5uZ1V5GiVTZKdPmPqvzWiJ\n", "OImOpXWUUL8Uy8RuEjeSs009/NXbF/EFFKbZjDz9QAmpZgMvfdzI5g8b0WrgO/cWjTh9qq/zzQ5+\n", "eegaAFXNDv7qnsHnieq0GnTaYOJOtRh4aHYmD/VZ9SSmtrCSqM/nQ6+/eei7777LvffeC4DNZhv0\n", "Pg0NDezZswedTseKFSvIyckZ8vE/+eQTqqqqCAQCLFmyhPz8/NHEoCpqfqef6NgutjjYf7mdTJsR\n", "q14bmvLUYPdwvcuDPwCbPwyuhAoo8B8nr3NHno0EY3jnFs5bLpj5tVPnSvtYqPm1GYmwilVvv/12\n", "v9vhzA09duwYTzzxBI8++ihHjx4d9tjW1lY2bdrEww8/zMcffxzOkMQU0Wz3sOt8K6+dbuLKBK63\n", "v97l5lsEdMowAAAgAElEQVTbL/LiR0388uA1atpd5CcHJ9MbdRpSLAbMei0p5psJsyDFNGRtczAl\n", "aRbmZAeb8RQkm6iYJhs4xqOw3nLHsqdS305PRuPw79DLly8f9eOr1VSoO3U4vZxvdqDAsD0s/QGF\n", "l081sqW3bdw9M7p58LYMrnd5KMuwUp5pDV25H289Hj9d7ptnilUtDv7np6ZzptHO3JxEitPMaDQa\n", "/n5NCS+faiTFbGB9RcaoLoJlJ5r47n3FtDt9JJl1VH14fMA8UTWZCq/NyTBsEm1vb8fn89HT00NL\n", "SwuKouD3+8M6E+07Z85gCK8+tmvXLhYtWjTicX2fzBubZ6nl9qlTp2JqPLfefv/DjznYlci288EG\n", "yatLk/l0ag8L5s0dcLzbFwittQeYl5vIt3dUA8FmHj9bX07juZNYU7MIJAfribrOBnramyIe75wF\n", "i7l7RjKHazvRamBDRSZzptmw15ym9bwPTVbw+MaqD1iTYuWOO+4Y0+8799EJ/H4/xcuWcU5RJv35\n", "kduR3R6LYfdYOnjwIF6vl5MnT4b2NdLr9cybN4/ExOHn0fXdQmT37t2sXLly2OP37dvHjBkzKCws\n", "HPY42WNpcrX0ePjKq+ew9+49ZNJp+JdHKoa8qr3tbDO/OHgNs17Lw3Oz+K8PGkI/+/6qYubn2vi3\n", "E9d5/ZNmADbOzuT/uysHkz7yqT9tPV5qO10kGLQUpVnGdaqV1x/gbFMP51sclKZbqchKwKif/Klc\n", "YuyissfSPb0fTbKysqioqBjVAzudTiB4Rnrja4DTp0+j1Wr7Pd6BAwfIzs4eMYGKyZdg0LEwP5G9\n", "1cEz0QX5ScOuB7+vJI0ZKWbcfgWTTsOLHwXXtCeZdOQkGel2+9lxvjV0/DvnW3n49iwyb0mi/t71\n", "+FqtJuwu8mkJBtISojNL4HyLg2++dZEbZyDPri1j7rTBL7IKdQu7Fd5oLV68mM2bN6MoSr+z0MOH\n", "DwdXkPQ+ZlNTEwcPHmTWrFmcO3eO7u5uvvCFL4z696lFrNedLEYdf7Iol7tnJKMoMDvbNmwStRh1\n", "zM0Jfmo5duw4P1s3m1aHh9wkEzNSLfR4/MzLsXHkShcAC/IScXr8nOqyk2bVk5dsxh9QOFjbwU/2\n", "1mLSa3lqVTFzRpmwOl0+mu0erEYduRE0dL6hucdL349wzXZPzD93kVJ7fGMV9jzRzs5OWltbyc3N\n", "xWweeTVHbm4ujz322IDvP/nkk/1uZ2Vl8a1vfSvcYYgYkGUzkWUbfSLyeNyUZ1qBmxcdE4w6vnp3\n", "Pp8qDNZOC1PN/PX2SzQ7vKRZ9fz4M6UYdVqefq8WX0DB4/fz88qrPLeuDFuYDYjbHV7+z+Fr7L/c\n", "QaJJx9OfKR10A7rRKEg2k2DU0ePxYzFomZ5ipqFh5PsJ9Rn2VXjs2DEWLVrEgQMHsNvt5Obm8vbb\n", "b1NeXs6cOXMmaoxxRc3v9EPFNi3RFOrlufdSO82OYHOQNoeP6jYnFVkJ/VrbGXWaIa/qdzi9OLwB\n", "kky6UJK92umisqaDDbMzSTLpuNLuijiJlqRb+OnaMprsHrJsRorSLJSq+LmDgc+fxxegye5Bp9VE\n", "tF3LVDdsEq2vD26h0NjYyMMPPwzAvHnzeOmllySJiqi4dQfPFLOB7EQTT60q4meVV7EYtPzlp6YP\n", "2lO0vtPN0/tqONfk4N6SVL6yKI+0BAMWg47H509j/+UOrnS4mGYzUp5pHdX6+MEUpVkoSps6yzbH\n", "k8cXYMf5Vv7xUPCi4d/dX8y83NE3bVGDsC4n9l2tBKDVylXIaLkx5UKNwoltZqaV795XxOryNL5z\n", "byEzMy29k/Q1PLWqmGceLKN0iLPIj653c64puOHcu5faudC7+VxRmoVpicbQZP8Gu4eq5oEb00VK\n", "zc8d9I+vye7hH3uXvLp8AZ4/WofTO7EtD2PFsGeip06dwuv1cvHiRTZs2ACA1+vF6/UOdzchhtTu\n", "8HK53YlRp6Uk3YLF0P+M0mLQ8amiFD7Vu4b9UmvwKrjd4yfdauDHD5QMWQu9dbWRQRf8yK/XagZM\n", "wUo0SfekSOi0Gsx6LS5fcCFOilk/4t5XajXsPNHB1NTUkJSURFra5GyOJfNEpy6728evj9Sx80Jw\n", "r/Q/uyefB2dlDNsJbOf5Vp7ZfyV0+2/uK2RZ0eAd55t7PPzXyQY+qOvmM7PSWXtbRmj3S4fHT2VN\n", "B+9ebGNpYQqfLkklaRx2xmxzeGnu8ZBo0o/LVf+p5OPr3Tx/pI4Ui56vLM5jRurULm1EZZ7oYGQu\n", "pxirDqcvlECzbAYCATh2tYuCFPOQCSi9z5JSDcN3h8pMMPLf787H4fVjM/U/M7Iaddxfns6qsrQx\n", "t2/scvm41unGrNcwI9VCm8PLP+yr5cPrdpLNep7+TAkl6ZFdsJpKbs9J5Nm1Zei0mpjoGTtZwk6i\n", "Xq+X9vZ2MjIy6OnpGXHFkhgbNc/Fa22sJy/JyPVuD394ezbPH6nDG1DISzLyw9Wl5CYPTKS3ZVn5\n", "3soiTjfaWZCXxMwRrqob9FqSh1k5NNYE2u328a/H63m7qhWdBp5aVYxOq+HD68GpWZ0uHwcutlCS\n", "Pn1Mjz8VDPbaNBukLBLW20d1dTVvvPEGO3fuBODNN9+M6qCmIkVRaO3x0O6UevFQ7C3Xeer+Yr66\n", "JI/Gbg/e3ilLdV2eIfc0shr13FOYwv+/OJ+F+UkYJmlpZbPdy9tVwZVVfgU2f9RIoknHF++cxqd7\n", "N7TLSJCNIuJRWK/IEydO8PDDD2Oz2dBqtUP2EI1XAUXh6NUu/vT1Kv7sjfNUNfeM+bHUehYKwWXE\n", "01MsrJ+dFdoBFG60povtBGQ2aPtt5bHutgx+faSO/zjZQJvTw9/cV8jS4oxJHGH0qfm1GYmwXrnh\n", "rFCKZ012D3+35zJev0In8NyBqzy7tjTs5r7xaF6uje+tLKKm3cUduYkUx/h8y9wkEz/6TAlbz7SQ\n", "bTMSUBRONwbfLD++3sPG2VmkWSe+KbOiKLJFzyQL60y0bwMRCHa6F9GhprmGl1odHKnt5HJb8PXT\n", "N7ZEU/Bj+hN3TKMiO2FKJIKZmQl8c8UMvrggZ8DULINWM6HPndPrZ/eFVv56+0W2fNJMlyv6ZSQ1\n", "vTbHU1inSvPnz+e//uu/6Orq4tVXXw2r52c8ybIZ+e59RTyzrxaLQcdfLCuIi7NQu9uH0xcgyaTH\n", "dEut8kKLg69vu4DLF8Bq0PLTtWUR/a42h5ezTT24fAFuy0qY9OlEt2Ul8MjtWRyq6eQPSlKZmZXA\n", "qSsj32+8nG928JN9wV94st7OtEQjS6YnT9wAREhY/9NnzpxJQUEBjY2N5Ofnh91kOV5oNRoWFyTx\n", "602z0Gk1pEawSVs06k6KonCp1UmD3cM0m5GSdEvEZ371XW5+fuAK51ocbJqTxaY5maE5mQC17a7Q\n", "RGyHN8C1LjfLxxhbQFF440xzaD+ksgwLP7i/hNQhOup3OL1caHHgDSiUZ1jJCLN13mikWQ380cJc\n", "Hp2XjdWgQ6fVhJ67hm43rQ4vqRZD1JL9jX6uN3Q6o//pUGqigwv7dMlqtVJUVBTNsUxpGo0mKv9Z\n", "x8PFFgf/c9uFUE/PZ9eWUZ45+v2A/AElNPfySG0nH/RO73nhgwbm59j6rZ3Ott1McFoNYfcAHYzL\n", "G+BwbWfo9oUWJ91u/6BJ1OsP8NrpZl78KJhwVxSl8OfLCsLu+DQaeq2m3xsHwLUOF9/ZeYn6Lg9p\n", "Vj1Pf6aUwihMQi9Ks1CSZuFSm5OsBAOzsuJnfmqsCXujuqtXr1JTU8Pvfvc7Ll68GO1xxa1o1J2u\n", "dblx+4PTidx+hbquwacTDcXrC7C/up2/eusC/3ainpYeT3Dm+xDcvgBJZj3PrS3jL5dN55kHyyjL\n", "sI45NotBy32lN1fIzc+xkWQefH6i3e1nd++EfoD9lzvo9kzMmu7Kykoutzup7/IAwS5UF1ucI9xr\n", "bHKTTHx/dTG/fKicZ9eWT8hqIamJDi6st2ePx0NeXh5bt27l8ccf56WXXqK0tDTaYxPjZJrNhFYT\n", "3BZYq4HsUfYCvdTm5Ifv1qAApxp7mGYzcvf0ZI5d7eJcUw+b5mRRnB78T+zxBdh5vpVf9nb3+f79\n", "NxsoW5PTaOx2YzPph23kfCuNRsNnZqVTkm7B7QtQmmEdcuWS1ahjyfQktp0Lzumcn5tIwgROCL91\n", "KWk0p25lJhgjOsMX4yOsZ1ir1aLVakNTnUym+FojPJGiUXcqy7Ty7Noyrna4KUgx9TZGDp/D6+/X\n", "xb2lx0tOkonv3luIwxcg2aQP7S/UZPfwy1u6+/x0bRndbj/bGs0cPnamd/J8HplD7MvU0uNBUSAj\n", "wRCq3SaZ9CzMTxpxrCa9ls/OzWJujo1AQGH2NBtJ5om5yLds2TKcXj/fubeQgzUd3FWQxKxR/q1j\n", "mdREBxf2majdbg8l0VH2LBGTTK/VMDvbxuzssS2SmJFiZlFBIseudpNiCU5NAkgw6Um45f1Ur9Ng\n", "MWhxem929/H6A1xocVCSbkWv1bC3uoNPF6cOmkRPXbfz/T2X8foDfOsPCllckDToRbBulw+dVjOg\n", "r2hDt5tfHrrGB3XdfKoohdsnuMelxaBjeXEqy4sHb5Ii1Cesmmhubi5btmxhyZIlnD59murq6miP\n", "K27FYt0pPcHIN5bP4FcbZvKL9eWhj+6DmZZo4u/uL6Ysw8Jd+Yl89e48dl9s56ndl/n396+j02qY\n", "n2NjsJa0XS4fPz1whU6XD4c3wN+/W0OT3TPguA/quvjzN8/zv7Zf4FJr/76gZxp7OFnXjUKwHnqh\n", "Zfz7hg4lFp+78aT2+MYqrDPRpUuXsnTpUgBmzZol9dA4lGIxDNtBqa/bcxJ59sFgd58ej59XTzWF\n", "fvbuxXa+9QczmDnI7AAN9Ou8pNUMbBjS0O3me7suh6ZP/fLgVZ7+TGmoEcaNHqI36KfAJH4xtY26\n", "m4Ner5dloFEUy3UnfyD8Mo7ZoMOg02IxaPutky9Ks3D7tIR+Le5uSDTr+eby6eQlmciyGfjeyqIB\n", "zZT9AQWPPxC67fQF8PcpL1VkJbDutnQyEwx8bl7WqOu/kYjl5248qD2+sRp1U2aAHTt2sGbNmmiM\n", "Z0TSlHnidbq8vHuxnYM1ndxXGqz3DXd1XVEUWh1edBoNqVYD17vcHLnSicsXYFlhyoh7G3W5fPgD\n", "yqDzQH0Bhf3V7Tyz/wqm3qv/t+737vEF6PH4CaDg9SukWvSY9NKyTQwvqk2Zd+7cSUdHB5cuXaKw\n", "sJCamppJS6JqNxn9RP0BhQutDlp7vOQnmwbMOTzb5OCfjtRh1mupau5hWqKJO/KCF2wCitJv501F\n", "UTh2tYt/2BfcI/479xVxW1YCG+dkceTIEQpSlow4nuGupuu1GlYUp3JbVgK63m0/3D4/bp+CzaRD\n", "q9Fg1Gtp6Hbzw3druNLh4tH50/jsnMyoTLjvS829YEH98Y1VWK8qu93OH/7hH7J161bWr1/PK6+8\n", "Eu1xxYRbE4RanW3q4RtvXSCgBK+mP7O2lOkpNxOp3e3n83dMw68oaACNJtikeF91O3svdbC8OIV7\n", "i1OxmfU09na08vgVcPt57sAVfro2uEf8eDWu6btFb32ni/97vJ7qViePz5/GipIUzHoduy+2c7k9\n", "uDHdCx80sCAvMTRfVYjxFFYSvVHcDwSCtahbd/9UG68vwJGrnbx5poXbc2x8ZmY66RM0qXky3unP\n", "NNq5Ue7scPm43u3pl0TLMyxsP9fCqd7Wb90uHy5fgF8cDM4H/bjBTm6ikYUFwQYYfd92tBpN6BvR\n", "iG3PpWCZAeDZA1coTDMzMzNhwAWmidhETe1naWqPb6zCyoY3ziB0Oh1dXV2q3+3zYpuTH+wJrtD5\n", "8LqdTJuR1eXpkz2sqCnusy+QSach45ZapNmgo6p3qtCigmB3+cut/Zcz3miIkW0z8t2VRTyz7wpm\n", "vZa//FQBtgg7Wrl9Ac429VDT7qIsw8KszIRQUnTcsqTT27u89d6SVM41Oahuc/LYvCwKU+ViqIiO\n", "sK7Of/aznwXg/vvvZ8+ePVRUVER1UJPN4Rm4QmeiTMZcvDnZCfz4gVL+YlkBz64tG9AgOcmkY31F\n", "ZujY1043EwAKevdEmp5iCu0Fr9FoWFSQzD9tnMnPHyrvN5VprLGda+7hr96+yK8OX+Mb2y5wsc/c\n", "0NUz08lJDH5KeGRuFjN6k6Veq+HOPBtrytNIMuuHW+o/btQ+j1Lt8Y1V2Ms+Ibjcc+PGjVEdUCyY\n", "kWpmYX4iJ64FV+jcrfI+jWaDjjtyE7ljiNU9ZoOOz83LZmF+Ig5PsKTznyevs74iky8vTGBWZsKA\n", "1UfjWf643nVzwr1fgeYeLzODOZ3CVAvPrSvH5QuQatGHmiUfvdrF80frQ/d7bl3ZmFdsCTGcMX3O\n", "2r9/P8uXLx/vscSMjAQj31wxg9YeLwlGXegixkSI1bpTslnPnXlJdLp8bJydyRtnmqlq7mF9RcaQ\n", "a+BvNdbYitLMGHUaPH6FRJOOvFuej7RBpkJ1u/t/zPf4or9UOVafu/Gi9vjGKqwkWllZyfXr19Hp\n", "gu/yZ8+eVXUSBUi1GCJqrqxWyWY9X16Yw6Y5mVgMuglp7lGeYeVn68pp7vGQk2iiMIz9mJYVJrPz\n", "fCvXuz2sKkvFHwjwwgcNLCpIpCxj9L1UhRhKWP8DWltbeeSRR0K3GxoaojageDcV5uJZDLoBewyF\n", "Y6yxaTQaSjOsobprOGakWvjp2jIc3gCX25x8+51gv4dXTjXxi/XlI074H4up8NxFQu3xjdWYNvHO\n", "yFD31rBCHdITjBSkmDlY0xH6Xo/HT7dbNloU42fYJHrmzBnOnDlDW1sbu3fvDt3+7W9/O0HDiz9q\n", "fqcfz9h8/kDYa/lXlqVxY5rorCxr2DXc0VLzcwfqj2+shv04f+P0ffHixRM1HiFGdL65h98cq8eo\n", "0/LHi3IpGqFGekdeEj9fX47d7acg2STd4MW4GvZM9PHHH6eioiI0L/TSpUvodDq++MUvTsjg4pGa\n", "5+KNR2xtDg/f23WZD6/bOXati2f312L3DP/xXK/VMDMzgQX5SWQlRm+mhZqfO1B/fGM1bBK12YLz\n", "6nbt2oXdbmf16tV0dXVx6NChCRmcELfy+hW6XDeTZrvTh88vOy2IyRPWhaWOjg4WLVqE0Wjkrrvu\n", "orW1NdrjilsTWXea6G1exiO2NKuB/3FPQbCBswa+dnc+yRO0h9JI1F4zVHt8YxXWq89gGHy+ZFdX\n", "F0lJI28eJmJLl8vL3uoODtd2srI0laWFKWOasjQZDDot95WkcluWFa1GQ26SadA9mISYKGGdiToc\n", "DlpaWgBoaWkJncG899570RtZnJqIutOZJgf/eOga79d18+N9VzjfPPg+RE6vn1MNdo5d7QzuNR+h\n", "8YrNoNcyI9VCQYp5QrozhUvtNUO1xzdWYZ2JNjQ08Jvf/Ia8vDzq6uooLCzk5Zdf5ty5czz00EPR\n", "HqMYZ53O/hdi7Ld0Qrphf3UHzx64AsBd+Yl8c8WMsPdZEiJehJVEly9fzsKFCwd8/8SJE+M+oHg3\n", "EXWnWVlWshIMNPV4KUmzDDpFyO3z8+bZltDt49e6aXf6Ikqiaq+pSXzxKawkOlgCHe77IrbNSLXw\n", "zNoyOl0+0qyGQedNmvQ67sxL5HxvH9GcRCO2YfZVEiJejWnZp4ieiao7TUs0MTMzYdiJ5w9VZPKt\n", "T8/gq0vy+f79xRGv9FF7TU3ii0+xMTdExKT0BAP3lqZN9jCEiGlj2jJ5MsmWyUKIaBjrlsnycV4I\n", "ISIQM0k0EAjg9w8+1SaeqLnupObYQOKLV1GriTY0NLBnzx50Oh0rVqwgJydnyGN37NhBdXU1GzZs\n", "IDc3N1pDElNQu8NLp8tHklk/6DYgQky2qNVEt27dyvr16wHYsmULGzZsGPb4M2fOkJKSMmISlZpo\n", "/GjodvOj92o42+SgNN3Cd+4rIneY/a68vgBnm3to6PYwPcVMeWZwaagQ4RhrTTRqZ6JW682tHIxG\n", "6d8oRu98i4OzTcF5qhdbnVQ19QybRM82O/jGWxcBMOg0/GxdOWWj2FJEiLGIWk207wnuUA1MxEBq\n", "rjuNNjaLvv/kfvMITVKudrhCX3v9Ck32yNf7j4aanztQf3xjFbUk2vci0Xh32en7ZFZWVsbs7Xan\n", "l8pz1zh+oQ5f71YWI93/1KlTMTP+yb49M9PKl+ZnUJpu4csLcqjIThj2+OI0C7rel5rVoCUnyRRT\n", "8cjt2L89FlGrib7++uts3LgRRVHYtm0b69atA+D06dNotdpQt/wb1FYT7XT5+MdDV9lX3YFWA3+7\n", "qpgl05Mne1hTSpvDA2iwGrQjnoUC+AMKF1sdNNk95CWZKE6Xj/IifDFXE128eDGbN29GURRWrlwZ\n", "+v7hw4fRaDT9kuju3buprq7GbDZTWFioij3tm+0e9lUHd5kMKPDKx03clZ8UU63bYtkHdV38eG8t\n", "Oq2Gv/6DQuZMs414H13vNiAzM2VfeTFxopZEc3NzeeyxxwZ8/8knnxzwvb5JVi2sRh2JJh3d7mBZ\n", "Y2aWNawEWlmp3r29w42tpcfDD96tCf3t/mFfLT9/qJwUc2zX1tX83IH64xsrWTsfJblJJp7+TAm7\n", "LrSTbTPyqaKUyR7SlHFrfWlqLUwW8UbWzouYdLKui6f31qLXaPj2veF9nBciEjFXExUiEnfmJfFP\n", "G2ai0WhkpZKIaTGzdl4ERTrdIpaNNrb0BOOUSqBqfu5A/fGNlSRRIYSIgNREhRAC6ScqhBCTQpJo\n", "jFFz3UnNsYHEF68kiQohRASkJiqEEEhNVAghJoUk0Rij5rqTmmMDiS9eSRIVQogISE1U5fwBhdMN\n", "dg7UdFCeYWVxQRLJlqmzCkiIiSJr58WgqtucfGv7Rfy9b5XfvreQTxenTu6ghFAR+TgfY8a77tTl\n", "8oUSKMCVdtfQB0eZ2mtqEl98kiSqcnnJJkrSLACY9VoWFSRN8oiEUBepid6isdtNS4+XFIuevGRz\n", "1H7PRGrsdtPQ7SHZrKewN6EKIfqTmug4qOt08d2d1VzrdJNi1vPjB0opUkHSyU40kZ049H7tQoix\n", "k4/zfdS0u7jW6Qagw+XjXHPPhI9BzXUnNccGEl+8kiTaR7K5/4l5mkwFEkKMQGqifbh8ft6/1s2B\n", "yx3cmZfI3dOTSTRLxUOIeCA10XFg1uu4pzCFewplZ04hRHjk43yMUXPdSc2xgcQXrySJCiFEBKQm\n", "KoQQSD9RIYSYFJJEY4ya605qjg0kvnglSVQIISIgNdE+rne5qWruwWzQMTPTSqpMthcibsg80Qh1\n", "OL08vbeGs00OAD5/RzafvzMHrUYzySMTQsQy+Tjfq8vtDyVQgAOXO3F4/RM+DjXXndQcG0h88UqS\n", "aK8kk46502yh258uScFq0E3iiIQQU4HURPto7HZT1eLArNMyM9MqexEJEUekJjoOpO+mEGK05ON8\n", "jFFz3UnNsYHEF68kiQohRASkJiqEEMjaeSGEmBSSRGOMmutOao4NJL54JUlUCCEiIDVRIYRAaqJC\n", "CDEpJInGGDXXndQcG0h88UqSqBBCREBqokIIgdREhRBiUkgSjTFqrjupOTaQ+OJV1Lo4NTQ0sGfP\n", "HnQ6HStWrCAnJ2dcjhVCiFgStTPRY8eO8cQTT/Doo49y9OjRcTtW7ZYtWzbZQ4gaNccGEl+8iloS\n", "tVqtoa+NRuO4HSuEELEkakm070V/g2H4DvGjOVbt1Fx3UnNsIPHFq6jVRP3+m5u8aUbYMXM0x6ak\n", "pHDy5MnIBhfDrFarauNTc2wg8U11KSkpY7pf1JKo0+kEgmeZN74GOH36NFqtloqKihGPHcyCBQui\n", "MFohhBibqCXRxYsXs3nzZhRFYeXKlaHvHz58GI1G0y+JDnWsEELEuim3YkkIIWKJTLYXQogISBIV\n", "QogISBKNcYFAoN/sBSFEbInahaWxUvty0dGMeceOHVRXV7NhwwZyc3MncJRjN5r4PvnkE6qqqggE\n", "AixZsoT8/PwJHOnojSa2Q4cO0djYCMD06dOnxKyS0f5/cjqd/OxnP+NLX/rSlHh9jia+N998M3Ty\n", "UlJSwty5c4d+YCXGvPHGG6GvX3/99XE7NlaMdsyffPKJUldXF80hjavRxLdv377Q12+99VbUxjRe\n", "xvp6e+edd6IxnHE32vi2b9+uvP/++1Pm9Tma+Hbu3Bn248bcmajal4tOxTGPxmjiW758ebSHM65G\n", "+9zV1NTw6quvsnHjxmgOa9yMJr729nasVitmsznawxo3o4nP7/fz2muvoSgKRUVFw/YwjrmaqKLy\n", "5aJTccyjMZb4du3axaJFi6I1pHEz2tgKCwv52te+xvHjx6M5rHEzmvgqKyunXEOS0cS3Zs0aNm3a\n", "xGc/+9lQWWYoMXcmGq3lorFiKo55NEYb3759+ygrKyMjIyOawxoXY3nuzGYziYmJ0RrSuBpNfI2N\n", "jWzdupWmpiYKCwunRE10rP/3Rkq4MZdEo7VcNFaMJr6paDTxHThwgOzsbAoLCyd6mGMymtja2tpI\n", "S0sLHT8VjCa+P/mTPwHgzJkzY15zPtFGE19tbS0zZswAwOVyDfu4MZdE1b5cdDTx7d69m+rqasxm\n", "M4WFhVOihhhufE1NTRw8eJBZs2Zx7tw5uru7+cIXvjBZww7LaJ67gwcP4na7AVi4cOGEj3UsRhMf\n", "BN8oKisrp8yZ6Gjiq62t5dixYwDMnz9/2MeVZZ9CCBGBmLuwJIQQU4kkUSGEiIAkUSGEiIAkUSGE\n", "iIAkUSGEiIAkUSGEiIAkURFVfr+fQCAw2cMQImokiarQU089NW6P9dJLL7Flyxa2bNnCG2+8QVdX\n", "V7+fb9u2bdD71dfX88orr/Dcc8/R2to65t///vvv8/zzz4/5/mo11N/9Vu+88w6vvvpqlEcT32Ju\n", "xZKI3JNPPjluj6XRaNiwYcOQPx9quW1ubi4PP/wwe/fujej3L1iwgNra2ogeQ43CXea8evVqXnvt\n", "tQ+u8mkAAATsSURBVCiPJr5JElWRhoYGjhw5wqVLl/j6178e+r7D4eC1117DZrOh0+moqqriG9/4\n", "RujnO3fuxG63o9Pp8Hq9rFu3DpPJBIDJZOLVV19Fp9PhcDhYu3YtSUlJ+Hw+tm/fzrlz59iyZQsA\n", "ZWVlzJ49O+I4du/eTVtbG3q9Hp1O168cUFVVxYcffojFYsHlcrFw4UKKi4u5fv06v/3tbykrK2PT\n", "pk00Njby4osvkpmZyaOPPopeP/RLfceOHVRVVZGamkpSUhIOh4Pbb7+dOXPmDPs7IdjubufOndx+\n", "++3U1NRgNBrJysoKdTg6ePAgzc3N6HS60DLQhx9+eMS/QU1NDQcPHsRms6HVamlpaeGP/uiPANi/\n", "f3+/v3tqaiorVqwAwOfz8frrr6PValEUZUo0Kp/ywu48KqaMl156qd/t6urqfo2Ba2pqQl8fPHhQ\n", "qaqqCt3u7u5WXn311UEf1+12D/jZrb/rVu+9957S1NQU9tg/+eQT5fDhw6Hbzc3NytNPP60oiqL0\n", "9PQo//mf/9nv+JdfflnxeDyKoihKY2Ojsnv37tDPNm/eHPbv/eY3v6n4/f7Q7d///veKw+EY8Xfe\n", "GPMvf/lLxe129zuuqqpKOXr0aOh2IBBQDh48GNZ43nrrLaW2tjZ0u+9zpihD/93ffPNNpbm5OXT7\n", "6NGjyssvvxzW7xRjI2eicaCoqAi/388777wTagd2o0NNXV0dS5cuDR1rs9mGfJyJaCJ94cIFVq9e\n", "HbqdkZER2jaksbGRrq6u0BkYBDvstLe3k5WVRVZWFs3NzUDwrHw0Z2Fz585Fq715iaC8vJz6+nq0\n", "Wu2wv/OGe++9d8Df5/z586xatSp0W6PR9PtbD+eBBx7g+PHjnDlzBp/PR1ZWVug5G47dbu/XVnD+\n", "/PlcuXIlrN8pxkaSaBz46KOPmDdvHqWlpUBw/58brb7y8/M5f/485eXlQPA/4Q2BQIDLly9TUlIC\n", "QEdHR9Q7mZeVlfHhhx+yZMkSAJqbm7l69SoA+fn5ZGdn96vR3nrlf8GCBZw4cYKrV6+ybt26sH/v\n", "6dOnCQQCoUR68eJF1q5di06nG/F3KooyaH/K4uJiTp061a+LU9+/9XA++OAD7rrrrtDt3/3ud2E1\n", "rk5ISKClpSWUSE+ePDllWvFNVdLFSUX27t1LR0cHp06dCp1ZrVmzhm3btvU7ywJYv3596Hs3aqJa\n", "rRav18v69etDNdG9e/fS2NiIyWTC6/WycePGfvXF/fv309bWhlarxefzsXTpUqZNmxaqz1ZXV5Od\n", "nU1iYiJr1qwJ62x2165dtLe3YzabcblcNDU1sWTJEhYuXMjVq1c5fvx4aAx2u51169b1a3z8L//y\n", "L0ybNo0HH3ww7L/dP//zP2Oz2TCbzXi9XubNm8esWbMAhv2dx44d48MPPwQgKyuLvLy8fsnvvffe\n", "6/f3mTlzJrfffvuI4/n1r39NTk4OiqIQCAT61VkhmIw/+ugjTCZTaAuL22+/HZ/PxyuvvILBYECr\n", "1WKz2Th+/DiPP/74lOnbOtVIEhUCePnll3nkkUcmexhiCpJ5oiLu7dixg3PnzvH2229P9lDEFCRn\n", "omJC1dTUhD7+3qqwsHDELuJT5XcOx263s2fPnkFrlTabbcrs0iCCJIkKIUQE5OO8EEJEQJKoEEJE\n", "QJKoEEJEQJKoEEJE4P8B96dzsBUCHwAAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.759170\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlgVOd56P/v7Iv2HS2gDQHG4GBWG1NwbDDEBhuIk9ql\n", "iZPGzu29btpmu01zk/amSeMsdew0vclNm/xuc1tfHDtsRjYYkDG22ITBm1gESEgs2vdlFs1yfn8I\n", "Bgm0zIzmSDNHz+cvneHMmffRDI/eec676BRFURBCCBFR+slugBBCaJEkVyGEUIEkVyGEUIEkVyGE\n", "UIEkVyGEUIEkVyGEUIFRrQs3NjZSVlaGwWBg1apVZGdnj3q+0+nkxRdf5KmnniInJweA3bt34/P5\n", "ACguLmb+/PlqNVcIISJKteRaUVHBli1bANi5cycbN24c9fxDhw6xdu3aIY9ZrVbWrFmjVhOFEEI1\n", "qiVXu90e+NlsNo96bkdHB3a7HavVOuRxn8/H9u3bURSFwsJCFi5cqEpbhRAi0lRLroMnfplMplHP\n", "LS8v55FHHuHcuXNDHl+3bl3g5z179kS2gUIIoSLVkuuNWimATqcb9dympiZee+01mpubKSgoCNRc\n", "BxsrQe/btw+DwRBeY4UQYgTJycksWrQo5OepllydTicw0IO98TNAZWUler2euXPnBh57+umnAThz\n", "5gzJycmBx+vq6sjPzwfA5XKN+noGg0HKBkKIiDt16lRYz1NtKNayZcvYunUrW7duZdmyZYHHjx49\n", "ypEjR247v729nfLyciorKwOP1dXV8eqrr/Lqq68ye/ZstZoaE8rLyye7CarRcmwg8U1VqvVcc3Jy\n", "ePLJJ297/Jlnnhn2/NTUVL785S8PeWzlypWqtE0IIdSm08qSg2VlZVIWEEJE3KlTp3jwwQdDfp7M\n", "0BJCCBVIco0RWq5raTk2kPimKkmuQgihAqm5CiHEKKTmKoQQUUSSa4zQcl1Ly7GBxDdVSXIVYgrz\n", "a6MqGJWk5irEFNTS20/p2VbOtfSxaV4mS/ISMehHXwNkqgq35qraDC0hRPQqr+1k64dNAHzY0Msv\n", "HptNSbp9jGeJUEhZIEZoua6l5dggOuNr7OkP/OxXwOnxjXL26KIxvmggyVWIKejBmSnEmweW6FxR\n", "kEReknWMZ4hQSc1ViBjU6fRwtrkPt9fP7Iw4shMtIV/jWpcLh8dPRpyJZNvo6yVPZVJzFWKK8PkV\n", "dp5u4f99MFAzvSPTzvfWFIWcIHOlt6oqKQvECC3XtbQcG0Q+PqfXR3ltV+D4bLODHnf4NdPx0vr7\n", "Fy5JrkLEGLvJwCeLb+7Y8YnseBIt8iU02kjNVYgY1OX0UNXqwO31MyvdTlZC6DVXERypuQoxhSTZ\n", "TCydnjTZzRCjkLJAjNByXUvLsYHEN1VJchVCCBVIzVUIIUYh67kKIUQUkeQaI7Rc19JybCDxTVWq\n", "jRZobGykrKwMg8HAqlWryM7OHvV8p9PJiy++yFNPPUVOTk5Y1xBCiGihWs+1oqKCLVu28MQTT3D8\n", "+PExzz906BBr164d1zW0bMWKFZPdBNVoOTaQ+KYq1ZKr3X5zbUiz2TzquR0dHdjtdqzWoXOdQ7mG\n", "EEJEE9WS6+BBCCbT6AtKlJeXD/vXL5RraJ2W61pajg0kvqlKteTq891cSEKnG337iKamJl577TXK\n", "y8uprKwM6xow9E0uLy/X1PHHH38cVe2RYzmeSsfhUG2c644dO9i0aROKolBaWsqGDRsAqKysRK/X\n", "M3fu3Nuec+bMGZKTkwM3tEa6xnBknKsQQg1Rt7bAsmXL2Lp1K4qisHr16sDjR48eRafT3ZZc29vb\n", "KS8vp6CgIJBcR7qGEEJEO5mhFSPKy4evS2uBlmMDiS/WyQwtIYSIItJzFUKIUUjPVQghoogk1xgx\n", "3mEh0UzLsYHEN1VJchVCCBVIzVUIoQldLi9dTi/xFgOp9sjN6Iy6ca5CCDFRmnv7ebH8Mu9d7aEo\n", "1cZ3HywgN8k69hNVJGWBGKHlupaWYwOJbyJUtzl472oPADXtTk439U1yi6TnKkRMqe92c7C6nV63\n", "j4dmpVGYapvsJkUFi3FoP9FuMkxSS26SmqsQMaLf5+enh+o4VNMJQGaciZ8/Oou0OFmOs9ft5c3z\n", "bbx5vp1l05PYNC8jYnVXqbkKoXFuj5/qNmfguLnPg8vrn8QWRY94i5HN8zL51Ox0rCY9+iBW0VOb\n", "1FxjRDTUtdSi5dggcvHFWww8+YmswPGn52WQYpv8dY6j5f3T6XTYzYaoSKwgPVchYoZOp2NlUQoz\n", "Uqx4fAr5KVbs5smvLYrhSc1VCCFGIWsLCCFEFJHkGiOipa6lBi3HBhLfVCXJVQghVCA1VyGEGIXU\n", "XIUQIopIco0RWq5raTk2mHrxaeTL8LjJOFchRERc7XLxykdNdDi8bLl7GnMy41R5HZ9f4Xyrg6be\n", "fnITLcxMs6GLkokDg0nNVQgxbl6fnx8erKW8tguABIuBX26cTVaCJeKvdaapl6+XXsCngMWg42cb\n", "ZlGSbo/469wgNVchxKTx+BXqu/sDxz1uH26fOv22q11ublza7VNo7HGr8jrjpVpybWxs5KWXXuLl\n", "l1+moaFh1HOPHDnCjh072LFjBydPngw8vnv3bnbu3MnOnTv5+OOP1WpqTNBy3U7LscHUiM9mMvBn\n", "S7Ix6ge+nn9+4TQy4tRZ9yA3ycL1l8Fk0JEVH/necSSoVnOtqKhgy5YtAOzcuZONGzeOeO7y5csD\n", "P+/bty/ws9VqZc2aNWo1UYgJkZiUPNlNmBCLchP51abZeHwKOYkWbCqtqTo7I46frS+hoaefvCQL\n", "JenRuaatasnVbr9ZAzGbx15vsra2lm3btrFp06bAYz6fj+3bt6MoCoWFhVO6prpixYrJboJqtBpb\n", "l9PDvgvtHKkzs9rYyv3FKcRpcKGVG++fQa8jP0X9RGfU65ibFc/crLHPnUyqJdfB98lMprG/HhQU\n", "FPDss8+ya9cuioqKAFi3bl3g3/fs2RP5RgqhojPNffxbRT0Ap5v6yEmycHdOwiS3SkwU1WquPp8v\n", "8HOwwySsVisJCcN/+IJJ0INrW+Xl5Zo6/tWvfhVV7Ynk8Y2fo6U9wx0fO3Ys5Oe3dTsYrKWjO2ri\n", "mWrv33iPw6HaUKwdO3awadMmFEWhtLSUDRs2AFBZWYler2fu3LmBc9vb20lNTQXg9ddf55FHHgGg\n", "rq6O/Px8AEpLS1m/fv2Ir6f1oVjl5eWa/focrbF5fH4+bOjlYHUH86fFcW9+EknW4G/SXOl08Xf7\n", "qrnW3c/sDDvf/mQB2YnRefNlPKL1/YuUqNvmZdmyZWzduhVFUVi9enXg8aNHj6LT6YYk18OHD+N2\n", "DwynWLx4ceDxuro6KioqAFiwYIFaTY0JWv7wRmtsNW1OvvNmNX4F9l9o57tmA39UmBL086cnW/nJ\n", "wyV0ubyk2Iya3evq1vevw+mhrsOF2aCjOM2Gxai9OnMwVEuuOTk5PPnkk7c9/swzz9z22I1e7a1W\n", "rlwZ8XYJcUO3y4tBD3Hm4f8bdLm9+Ad9r2vs6R/2vNFkxJvJiNdmUh1Or9vLvx2v58DFdgC+9kcz\n", "WDc7bZJbNTlkEkGMGG/9J5pNdGyKonDyajd/+VoVf/PGRarbHMOeNyPZSmGKFYA4s4EFYd6M0vJ7\n", "B0Pja3d6A4kVYHtlM339vuGepnmytoCYchp7+vn7/TX0X5/m87+OXOW5TxXf9vV1WoKF768tornX\n", "Q5LVyPRk62Q0N6bYTXqmJZho7PEAcGdWHFbj1OzDSXKNEdFal4yEiY7Nr4B30Pd9l9c/5Ov/YJnx\n", "FjLHOQNIy+8dDI0vPc7M9x8q5t1LnSRZjSydnohBH32LqkyEsP6kvPfee5FuhxATJivBzDdX5WPU\n", "60iwGHh2eZ5qs4mmovwUG3+6MJsNczNUWbglVozac/31r39NRkYGfr+f6upq8vLyuHLlCvHx8UPu\n", "6gv1aXm4y0THZtTrWFWUwp1ZcRj0OjJUvouv5fcOtB9fuEZNrosXL2bRokXs2rWLL33pS6Snp9PS\n", "0sLBgwcnqn1CqMKo1zFtCveqhPpGLQssWrQIGJhtlZ6eDkBGRgZWqxT2J5qWewZajg0kvqkqqBta\n", "Xq93yLHL5VKlMUKI2Ofx+Wnp68eo15M5hcb43iqoG1qpqakcO3YMl8vFsWPHSEkJfpaKiAwtj5XU\n", "cmwwteLz+PyUXezgz149y59vP8fppt5JbNnkCiq5rl69msTERN58800SExNljVUhxLAae/p54d3L\n", "+BXo7ffxq6PXcHtkEsGo5s6dO2Q9ADGxtFzX0lJsff1evD6FJNvNBV60FN9wBsen1w3sDnBjgobd\n", "pEcn41xHdmvN9a233lKlMULEskvtTr615yJf2XWe45e78Gtj78+Q5CRa+N6aIvKSLMzNtPNf783D\n", "bJiaM7SCivqNN94YctzbO3XrKJNFy3U7LcTm8fn59bGrVLU4aezt5x8OXKKhe2ClNy3EN5rB8el0\n", "OhblJfLzDbN47lMzKUyNzi1YJkJQZQG/3692O4SIeW7vzZ6q16+g0uanMSHBKjPrR+25dnR00NLS\n", "Ql9fH62trbS0tNDY2Cg910mg5bqdFmIzGfT8l3tySbYZMep1fH3lDLITBoYhaSG+0Wg9vnCN+ufl\n", "zJkzeDwempqaqKysHHiC0Tji+qtCTGVzMuP45cbZeP0KaXYTpilaaxQDRk2u9913HwCZmZkyUmCS\n", "aXn+tpZiSx9mnYJojc/r86PAuP8IRGt8ky2owogkViG0pbrNwa+PXUMB/suyXGam2ye7SZoT8p+s\n", "uro6ucE1CbTcM9BybBB98XU5vTz3Vi0fNPTyYUMvPyi7RKfTE/b1oi2+aBFUcv2nf/on6urqeOON\n", "N7h27Rqvvfaa2u0SIib0uLwcuNDG84fqOFbXRb838h2PXreXD+p7qLjSRVtf6Pt43crr99Ppujl2\n", "vdPlHbJ4uIiMoJLr7NmzA1tcL1++XNUGieFpeaxkLMd2prmPnxy6zJsX2vn7/TVcGGY/rhvxOfp9\n", "NHS7Q+ol+vwKb55v47+/cZHvvFnD/z52jR63d+wnjiLFbuIv75uOXjcwo+qvVswgxRb8luG3iuX3\n", "T01B1Vx9voG5wQaDrNYuxGAtfTcTpcLAjrLD6XJ5+c9TDbx2ppXCVBv/44GCoPbkcvT7KD3bFjg+\n", "dKmTpxZnk2AJfxypXqfjvoJk/u3Td6AwMKtqqm7Foqageq69vb3s27eP4uJitdsjRqDlulYsxzY3\n", "006CZaDTkZtoZsYwCXPFihXUtjvZdaYVBahpd3K4rjOo69tMehbm3tx1tijVRpx5/J0cg17H9GQr\n", "M5KtGMeZWGP5/VNTUH/+Nm/eTFNTE4WFhXz44YdB3dBqbGykrKwMg8HAqlWryM7OHvHcI0eO0NTU\n", "BMCMGTMCi3SHcg0hJkNRmp2fPzqLDoeXjHjTiLsb3NozDHZHVKNBzxOfyGJuph2nV2FBTvy4vsKL\n", "iRPUO2y32yksLATgE5/4BJs3bw78m9PpHPY5FRUVbNmyhSeeeILjx4+Pev3ly5ezadMmNm3aRFvb\n", "za9AoVxD67Rc14qm2NxePw3d7pBuHOUlWZmfHT9iYi0vL6co1cZ/vSeXzHgTq4qSuWdGUtDXz4g3\n", "82BJGuvvSCcv6WbP2OdXuNzhoq7DiUeFG2nBiqb3L5qMewrJ/v37h33cbr85bs5sHns18traWp5/\n", "/nlmzpwZ9jWEGA+nx8fuMy188dUzfGXXeaqHuTkVLrvZwKNzM/iXjbP5/MJpXGxzcrapF48vvKSo\n", "KApH6rr48vazfHnbOd6q6ZA7/lFm3Ml1pBKBMmi5NZNp7K8xBQUFPPvss5w4cSLsa2iZluta0RLb\n", "tS43/1pRj1+BVoeHrR80ReS6N+Iz6HX0uHx8/fWL/MOBS3y19AJVzX38v/cbee5gLacbg1+zo9Pl\n", "5ZdHr+JXBm6k/fPhKxEZphWOaHn/oo1qk59vjDCAgWXIgmG1WklIuFm8D/Uag7+elJeXy7Ech3Tc\n", "2dnB4NKoZdD/jki9XlNPP53OgREF0xLMHLnczb+fbOBgdQd/u7eay52uoK53+VINKbabN7aSrUYa\n", "669N6u9Py8fh0CnK+Fb03blzJxs3brzt8R07drBp0yYURaG0tDSw2EtlZSV6vX7IlNr29nZSU1MB\n", "eP3113nkkUdGvcZwysrKWLhw4XhCiWrl5dqdvx0tsXl8fo7UdfHbE/VkJ5j5i+XTgxouNZbB8V1q\n", "d/LXu8/j9PiZk2EnxWbk6OXuwLm/eHQWszPjgrrupXYn/+dEPW6fn2eWTt4U1mh5/9Ry6tQpHnzw\n", "wZCfp9qii8uWLWPr1q0oisLq1asDjx89ehSdTjckuR4+fBi3e2Bh4cWLF495DSHUYDLoWVmYzILs\n", "BMxGHTZT5Md1F6ba+KdHSqhpczItwYRfgfeu9eDxKawqSiYrIfh7C4WpNv5+TRFw+2gEMflU67lO\n", "NK33XIU2KYpCbYcLp8dPTqKZZBlmFXUmredqtY7/a5MQk6XL6eHYlW7Ot/TxR4UpzJ8WP6G9QJ1O\n", "N6W3QtGykG9ouVyuIcfr1q2LWGPEyMZbXI9mkxnbqWs9PP/OZXafbeNv91ykpn34cdvjoeX3DrQf\n", "X7iCSq6//OUvOXLkCAAtLS2y+6uIGj6/Qq/bG/ZOq1e63DevpYy8NoAQoQoquebk5ARWw5o+fTrt\n", "7e2qNkrcTst3Y8ONrc3h4bcn6vmr3ed59aPmsFaLWjo9MTAVdWaajdyk4WdZjYeW3zvQfnzhCqrm\n", "qtcPzcFGo+zsKCbfmaY+/vBxMwC/PVHPzHQbi3ITQ7rGnMw4/vmxWXS7vGTFm8kaYQqrEKEKqufq\n", "9Q7tEfT3T85MkKlMy3WtcGNzeX1Djt1hzq8vSLFxV3aCaolVy+8daD++cAXVBZ0/fz5/+MMfKCoq\n", "orq6mnnz5qndLiHGdGdmPCXpNi60Olmal8DMNNkHSkSPoMe5ulwu6uvryc7OxmaLvqEjMs51aupw\n", "eOjt95FoNZJklXKViDzVx7larVaKiopCfgEh1JRiN5Fil4H3IvoEVXPdsWOH2u0QY9ByXUvLsYHE\n", "N1UFlVxvXVZwz549qjRGCCG0IqjkajabaW5uDhzfWGRFTBwtjyXUcmwg8U1VQdVc+/r6eOGFFwI3\n", "jM6dOxcVi7UIIUS0CqrnarPZeO655/jMZz7DZz7zGebPn692u8QttFzX0nJsIPFNVUH1XG8dhnDX\n", "XXep0hghtKKuw0m7w0tmvOm2GY5iaggqucbHxw85liFZE0/LdS2txXax1cE337hIX7+PNLuJnzys\n", "7fHXWnv/IiXoP6m1tbVUVFTg9XqpqalRs01iCmrodlPV0kfrJG2yF0kX25z09Q9MzW1zeAL7YoWq\n", "odvNto+b+X/vN3IlzGuIyRNUcj127Bj19fVcvXoVo9HI8ePH1W6XuIWW61rv1zTw1dLzfGXXeb53\n", "4BJNPbE9GiUj7uakBh1g8Ia+RqzL4+Nfj1/j18ev8e8nG3juYC2dLk8EWxk5Wv5sjkdQybW+vp7l\n", "y5cHakdxccFtoCZEMC52+Wh3DCwOVNXi4FJHbPfS7si08z9XF/KZ+Zn8cF0xhs6GkK/h9PipanEE\n", "jmvanbj6w1uYRkyOoGquBkPkN2oTodFyXSs7OR5oCRzHm0P7vHl8fkyGibtpdLXLRV2HiySrkZJ0\n", "Oxbj0Ne2m40sL0hmeUHywAN5oddcE61GHr8rk/99bGC77E3zMkiyRefaCVr+bI5HUO+W0+nE4xn4\n", "SuLxeG6bsSXEeMybFsef35PLiSvdrJ2Vysz04BYG6vf6OXq5i20fNzMvK55N8zLIiA9+99RwNHS7\n", "+R97q2noGagN/8NDRdwzIynir2PQ61g3K41Z6XZ8foXCVGvIu9H2+/woioLFKJ2jyRBUcn3ooYd4\n", "6aWXaGxsxOfzyb5Zk0DLe8NXnjzO5hUr2HRnBjpd8JsD1rQ7+eFbtSjAuRYH2YlmNszNUK+hQEuf\n", "h4aefpKsRuLMBo7XdY2ZXMN97+xmA/OmxY994jCq2xz88uhVPD6FZ+/NY3ameqU8LX82xyOo5Jqa\n", "msoXvvAFlZsiprpQEiuAy+Nn8HqZbY7gbvi0OTx8UN9Dh9PD4txECkLYfTXVbmTTnemYDQZaHf0s\n", "L4h8r3W8etxe/ulQHdXtA7Xrvz9Qwy83zibVrm6vXgwVdBHnzJkzVFdXM3v2bGbNmjXm+Y2NjZSV\n", "lWEwGFi1ahXZ2dkjnnv69Gmqqqrw+/3cc8895OXlAbB79258voEhLcXFxVN6ZpiWewbhxjYjxcrK\n", "wmTeudRJqs3IyqKUoJ73xrlW/uNUIwDb7S28+OgsMoMsJ+QlWYk3G/mP9weef7Sui3/ZOJu8pJG3\n", "mJ/o987rV+h239yloc/tI8xNGoKi5c/meASVXPfv309SUhJr167lgw8+4O233+b+++8f9TkVFRVs\n", "2bIFgJ07d466FkFbWxubN28G4I033ggkV6vVypo1a4JpoohRjn4fxy93cexyF/fmJ7F0eiJ2c3B/\n", "81PtJr5y33T+ZME04swGshLGTpBen5+T13oCx60ODz1ub9DJFeBC2827+A6PPzCmNVokW4185b7p\n", "fP/AJXyKwtdWziBN1rydcEHdYu3s7GTp0qWYzWaWLl1KW1vbmM+x229uuWE2j/7BXbly5bCP+3w+\n", "tm/fzrZt2zh16lQwTdUsrY4lPNfSx3Nv13GwppMfHqyjqjW0MaFJViNFabagEiuA0aDn0TvSA8eL\n", "chNIDTHxPDo3A8P1Csay6Ylkxo3+2hP93ul0OpZOT+RfP30Hv3n8Dv6oMAWDPrSSSyi0+tkcr6C6\n", "CCbT8B++7u5uEhOH321z8O4xIz3/Vvv372fp0qWB48E3zmQNWW3qcnpHPVbD8oIkXthQgsPjpzDF\n", "SoottOR6d04Cv3hsNg6Pj9xEKwlWI5WNvZxu6qU4zc68rDisId7ZjzS9TqfKNuEieEH1XB0OB62t\n", "rQC0trYGEufBgwdHfM6NWikEd6Pi0KFDlJSUkJ6ePuy/B5OgB/8FLS8v19SxVuMrTreTcb3nmBFn\n", "pCjNqvrrW40G3C1XcfT2UtvhotPpCen5Br2OxnOn6K7+kLQ4ExdbHXzj9Qv89kQDr3zURFl1B9/Z\n", "e5FdH12j1+1lxYoVUfP7VuNY6/GFK6gNCn/2s5/R399Pbm4u165do6CgAIPBwLlz5/jud7877HN2\n", "7NjBpk2bUBSF0tJSNmzYAEBlZSV6vZ65c+cGzn333XfJyMhgzpw5Q65RV1dHfn4+AKWlpaxfv37E\n", "NsoGhbGrodtNu8NDqt1EdqL6va1+r5+XPmhk6wdNADw2N50/W5IT8jjSG8ovdfIPZZcA+PKyXP71\n", "+LXAv/1wXTGL84b/didig6obFK5cuZLFixff9vh777034nOWLVvG1q1bURSF1atXBx4/evQoOp0u\n", "kFybm5s5fPgwc+bM4dy5c/T09PC5z30OGEiuFRUVACxYsCD4qDSovFy7YwmrPzoxobH1uL28frY1\n", "cPzGuTbuzk1Ah467suOJC3GG2PRkC0lWI10uLy7P0JtbPW6vpt870PZnczyCSq7DJdYbjx84cGBI\n", "8rwhJyeHJ5988rbHn3nmmSHHmZmZfOtb3xr2+iPd6BIiVDVtTtoc/WQlWMiIM/GJnATevdQJwKwM\n", "O29d7OCdS518b00h9+Ynh3Tt/BQbz6+fSWNPP0kWI2UX27nW3U92gpmZaXbqRllaoK2vn7PNDvyK\n", "wpzMuJBGLYjoNu7Jyr29vZFohxiDlnsGasd2vqWPb7x+EZfXT7LNyE8fnsmXl+awdHoiTo+fLpeX\n", "l66PW61uc3FvfuivMSPZxozkgckIP/7UTNqdXlJsJrISzEwfIT6318f/PdXInqqB0TcrC5P56h/N\n", "CLnnPNm0/NkcD1kiXWjexTYnruuj6DudXq52uclKsLB2VhpL8hI4cGEguRn1Ou7OCW+66WCZCRbm\n", "ZMaNOTys1+3jcG1n4PhoXRe9/eqPlhATQ5JrjBjvnctoNlpsHU4PHc7xrWOanXDzJplex5AB9blJ\n", "Vn70qZn849oifv7oLO7IGv8cfJ9f4dS1bp4/VMcb51o5WXlu2PPiLQZWFt0sQawoSCIhyAkU0UTL\n", "n83xiL13UkwZHzX08OO36wD41icLmD/CIiZOj48LrU4cHh+FqTaybqlbzsm088O1xZxvdTA3M46Z\n", "aUPXEshNspI7yvTVUFW3Ofj23mr8Crx5oZ2v3ps17HkWo4Etd2ezOC8Rvx9mZ9qxx1hJQIxMeq4x\n", "Qst1reFia3f088ODtbT0eWjp8/DcW7W0j7AwS3ltJ994/QJ/t6+GHx+8dNsCLjaTgbQ4Ex819PDT\n", "Q3Ucu9yNzz/mCMSwdbt9DL58e//I/83S7CaW5yezojCZjDFmekUrLX82x2PcyTXUlYyECIYCDB6B\n", "7VeU648O5fMr7Dl3czp2ZZODjluSq8+v8H9O1HOqvpcWh4d/fOsS17rU20pmepKVkuu9Y7tJz5K8\n", "BNVeS0SvoJJrc3PziP8WzuBaETot17WGiy3NbuZv7y8g2Wok2WrkW58sGHbJPIN+YB79DVnxJhKs\n", "t1e73L6by0L5FVCGSdSRkpVg5h8eKuJnG0r450dn0179cVDPq7++SWNbX3TulTUSLX82xyOomuvv\n", "fvc7vvzlL5OUdPvalbduuy1EpCzITeBXm2YDkDbKV+a1s9LIS7LQ6fIxf1r8bTXX6lYHKwtTuNrl\n", "ptPl5dl788hJUGcmmKPfy6lrvbxf382SvCRmptm47B17BEBNm5O/2XORLpeX+Vlx/M0nC2TMa4wL\n", "Krnm5uZy9OhRenp6WLJkCQUFBSo3S9wq2utaF1odVLU4mBZv4o6s0GY5jRbbaEn1hhS7iRWFI6/l\n", "uud8G2UXO1g3Ow2bSU9hqg2TUZ3bDedaHIGpsLvPtvH8IyVBvXcVV7vocg0k4Y+b+rjc6YqZ5Brt\n", "n83JElRyffzxxzGbzfj9ft577z0OHTrEU089pXbbRIyo63Dyzdcv4PAMfPX+uwcLWVEY2iwnNeUm\n", "WnB5/exicpfEAAAgAElEQVQ83YJBBysHJeKmHjetDg9GnY4ZKaHvU3WrG7vY3hDsdtiDly3UQcxN\n", "JBC3C+rPd3d3NwDt7e1cvXqV5OTo+Y8zVURzXavd4Q0kVoAzzX0hPV/t2FYWpbBlQRZL8hL4/tpi\n", "ClIGhl019bj5oKGXH5TV8le7z7P7bCtu7/gWvi5Os5F0veabbjeRn2wNKr4FOfE8vTSHJXmJfHd1\n", "ITND2HpmskXzZ3MyBdVzffnll0lPTyc9PZ3169ePufi1mFqyEkxkxplo7vOg18HiKLg77vT4qGpx\n", "0OH0UJRq46nFOSiKgtvn5+PGXtr6PGQlmKm43B0YuvWbinoW5SZQnGYf4+ojK0y18cKGEtr6PGTE\n", "m8hJtHJ5mPN6XF7ONPfR5vAwJzOOolQbn70ri8/eNfyYWBF7gkqucXFx/PEf/7EMu5pE0VzXykkc\n", "mOV0pctFss102yD9sYwntg6nh0vtTox6HcVp9sDX6VPXevjegYHaZ6rNyPPrS8hNsvJRQy/febMG\n", "GPjq/V+W5fDu9Smoeh0RWbE/L8k6ZE+t4eI7drmLn74zkHYTLQZefHTWqPtwRbNo/mxOpqCS65Yt\n", "WySxilHlJVvJS57Y5NDX7+P/nKhn7/l2AP78nlwem5uBQa/jvavdgfMcHj8dTi9Oj4PKxr4hz483\n", "G5g/LY6WXg9/tiR7whLcBw039/HqdvvodHrJi76NZMU4BFVzNZvN1NbWUlFRgdfrpaamRu12iVto\n", "ua4VbmydTm8gsQLsOt0S2Cxw8ALVTy/N4ftll/jKriqy4s3c6CYkW43kp9j4wdpifvHYLFYVpWBU\n", "Ya+p4eJbUXDzplpekiVmZ2eBtj+b4xFUz/XYsWP4/X4aGxtZunQpx48fp6ioSO22CTEqu1lPYaqV\n", "S+0uAOZPi8d6fYjVwtwEfvLwTLpdHtocXjqu7821+2wr33uoiH6vnxnJVqZf723fOkqgpt1Jfbeb\n", "jDgTM9PsEd/gb2FuAi9sKKHb5WVGsjXoDRZF7AgqudbX17N582Z27twJDNRgxcTScl0r3NhSbCa+\n", "80AhFVe6sZn0LMpNwHw9udpMBhbkDNxYOzJoWb+adifxZgPzZtz8Dq4oCk6PH5tJj06no6bdydd2\n", "n8fh8WPU63j+kZnckRX+ZJnh4rMY9dw5jmtGEy1/NscjqORqMMiYOxGdpg/qfY7kzqw4/mJ5Hqeu\n", "dfNAcSo5iRY8Pj8mg55ut5e9VW2UXWxneX4Sj83NoKHbTardxMbCZDw+hatd7nEl11Bc7XLR3NNP\n", "WpyJ/JTYGY4lbhdUzdXpdOLxDAxX8Xg8+P3+MZ4hbuhweHjvajcfNfQE6oHh0HJdS+3YkmwmHp2b\n", "wd/cX0Cny8vXSs/zL0eu0tzbz/kWB7+pqOdSu4uX3m/iTFMf0+LNPFSSyqsfNfPm+bYh67+GI9j4\n", "6jqcfK30At/aW81f775AdZtjXK87UbT82RyPoHquDz30EC+99BKNjY34fD7WrVundrs0odft5Tcn\n", "6tl/4frd7GW5PHZnRsTrd9GizeGhqqUPRYHZGXbSo+wmzflWB/9y5CoA9d1tLJmegMsztKPg9Pqx\n", "mPT8+8kG/Ap43D5+e6KeO7Lixj17ayyXO1x0Xq8N9/X7uNTuHNeYWzG5gkquqampfOELX1C5KdrT\n", "5fIGEivAa2dbWF2SSuIwqzaNJdrrWi6Pj/881cDr15f/W1OSyrP35g1Z/Lmh282FVgcWk57Z6XEk\n", "2wZ+DxMVm8d3cyWsBIuBDoeXpt5+5mTYOdfiYGaajTkZceh1A1u+9F8/32rSj/kVr7rNwd6qNlJs\n", "Jh6YmcK0QQvDBBtfqt2EjpsLK6YNswpYNIr2z+ZkCWsngr1790rvNQh2s2HI3ey7piVgU2nBkMnW\n", "2+/jUM3AjaMkq5GmHjd9Hl8guXY6Pfz0UC2VTQNfdT+/cBp/cvc09GGOn3b0e3m/vpfKxl4W5Sbw\n", "ieyEMRdjKUq18eDMFMoudrAwN4GPGno5dKmTNSWpLJ2eyJLpieQmWVAUhf+5poh/PnyFRIuBZ+/N\n", "wzJKr7W5t59v760OjEho6HHz1ytmhPwNZVa6nec+VcyHDb3MzYxjTqb0WmPZqMn1H//xH7njjjvo\n", "6uri/PnzzJs3j48++ojCwsKJal9MS7GZ+M6Dhbx3/W72wtyxE8BIon1v+DizgXvzk2jt8zB/Whzn\n", "WhycutrDisJk4swGut2+QGIFOFTTycZ5GcSbjWHFdrbZEZiBtb2yhefXlzBvhG1gbki1m3j23jz+\n", "9O5pxJkNvF/fw6FLney/0M60BBOrS1KBgQXgF+cl8otHZ2MwQPwY+1o5Pb5AYoWBDRH7fX5s+oGE\n", "HGx8JqOehbmJLMxNHPPcaBLtn83JMuqn5k//9E/Jz8/n97//PT/4wQ8wGAz88R//Ma+88sqYF25s\n", "bKSsrAyDwcCqVavIzs4e8dzTp09TVVWF3+/nnnvuIS8vL+RrRKvpSVamx+i0xlDYTAa+uDibs819\n", "fL+sFoCKK92kx5lYlJdIosXAnZl2TjcPJNiVRcnYx1HDHLyViwJBb2IYbzESbxn42C+bnsiPH55J\n", "l9NLcZptyFd5gCRbcF/s0uwm1t+RRunZNnTAE5/IUr0+K6LfqJ+e/PyBDdxNJlNgOJbRaMRuH/vr\n", "SkVFBVu2bAFg586dbNy4ccRz29ra2Lx5MwBvvPFGILmGcg2tm6yeQYfTg6PfR5L1ZlIaSXqcGb8y\n", "dEWsHvdAjy7ZZuJvPllAVYsDq1F/vbY58LU5nNiK02zEmw309vtIs5vITwn9D5jdbOTunPEvMhNv\n", "MfKFRTk8UJyKxagPrLp1g9Z7dVqPL1xB/Wl2uVxDjnt7e8d8zuAEPNYqWitXrhz3NUTkXely8YOy\n", "S1xqd7F6ZipPL80hdYxhScVpNnISzdR395OdYB5yt3taguW23mG4itPsvLhhFm0OD5nxpoju3hqO\n", "RKtxzLKEmFqCKgAuWLCAl19+mVOnTrF161YWLFgw5nOUQbvLmUzBjRPcv38/S5cuHdc1tGoyxhKe\n", "vNITuBl34GI7Ne3OMZ+Tl2Tlxw+X8M+PzuInD5eMOcAfwo9tRoqVu3MTJj2xjkXr40C1Hl+4gkqu\n", "c+fO5bHHHiMxMZGNGzcyb968MZ/j890cMB/MilqHDh2ipKSE9PT0sK8x+E0uLy/X1PHHH388oa93\n", "5MgRdP5+BnM7eoN6fla8mdbz73Phw4oJa68cy7Gax+HQKYO7h2E4cOAAq1evvu3xHTt2sGnTJhRF\n", "obS0lA0bNgBQWVmJXq9n7ty5gXPfffddMjIymDNnTlDXGE5ZWRkLFy4cTyjiFs29/bz0fiMfNvTy\n", "6B3prJ2dJtuPiCnn1KlTYe1yHdY418FGqr8uW7aMrVu3oijKkOR79OhRdDpdILk2Nzdz+PBh5syZ\n", "w7lz5+jp6eFzn/vcqNcQEyMz3sxf3JuH0+cnzmQIetxmU487cKMp2TZx5ZzWvn4utjkxG3SUpNtJ\n", "GOMGnBBqGnfPNVru4mu951peHhtjCWvaHHx7bzXtTi9Lpyfw1ytmjDkNNhKx9bi8/Ozdyxyu6wLg\n", "z5Zk85n5WVEx1ThW3rtwaT2+cHuu2pwuJCbNsSvdtF8fUF9xpYe6DtcYzwhej9tLY4972E0Eu9ze\n", "QGIFeLOqHcc4FsoRYrzke1OMiJWewa0rSNnNY//9Dia2C60Odp5u4cTVbu6dkcTnF2aTFnfzteLN\n", "BkrSbVxoHRjRsDgvEZspOvoON+K71uWipc9Dmt0U1CiKWBErn82JJslVRNSi3AS2LMgauAl2ZwbF\n", "qeOfH9/r9vJRQ29gEZw9VW0syk1gZdHNrVKSbSa+/ckCKhv7sBj1zJsWh9EQHckV4HKHk7/ZU02b\n", "w0OCxcBPHy6hKMSNHEVsGfenTzYunBjjHRYyUdLjzDy1OIefPlLC/UUpgZ0BRjNWbD4/eP3KLY/d\n", "fqsgN8nK2tlp3F+cElXLHZaXl1PX4QpM2e1x+6hpj421WoMRK5/NiTbu5BpOoVdoX7g3ktod/bz6\n", "URN/t6+aY3VdeHx+kmxG7syKY0leInod3DMjkblZsbXVUMot5ZKxZrqJ2BfUaAGv14vReLOC8NZb\n", "b/HAAw+o2rBQaX20wFSx/0IbPz10GQC9Dn6+YRazMwcS6bUuF/0+P2l2E4nW8JNTU28/te1O4swG\n", "ZqbZsKqwyIrH66en30ecWY/FaMDt9fNhQw8nr/ZwV3Y8d+fEYx9jtS0RHVQd5/rGG2/w6KOPBo6D\n", "WVtAiHA0dt+cFeZXBtaJvSES01zbHB5+fLCWyqaBBWa+dX8+D8xMHfd1B+tyenn14yb2X2hnSV4i\n", "Ty3KJiPezNLpSSydnjT2BYQmBFUWkD2zJp8W6lp9/T7ONfdxodWBx3vzMzU4tnvzk0iwDPQk78qO\n", "Z0aE76q3OzyBxAoDN8f84xvqfZuq1j5e+aiZDqeXfRfaOVnXGtHrRxstfDbVMGrPtaOjA6/XS19f\n", "H62trSiKgs/nk56rCJnL42NHZTP/91QjOuC/35/PJ4tTbtuJYGa6nX9+dBY9bh8ZceYhw60iIdFi\n", "IMNuouX6zaVFeQlh74YwklvvtfmkbzIljZpcz5w5g8fjoampicrKyoEnGI2jzvEX6oj1sYTtTi+l\n", "Z1tZNysVl9fPS+83siQvkUSr8bbY1FzlKivBwg8/VcwH9b2k2IzMV2GZwFlpdlbPTOWt6nbuzk1g\n", "UUFaxF8jmsT6Z1MtoybX++67D4DMzMwhC60IMRKfXxl2pIDFAH9y9zT+8FEz8RYDf3r3NMyGyRnG\n", "l59iIz9FvTGmqXEm/mJ5Hk8tmobdbJA1DqaooJccFJMr2utabq+ft2s6+MbrF/jdyXra+m5ZrtAH\n", "vz5+jcbegcVV3qhqDSThaI8tHHazgawECwkWoybjG0zr8YUrpD+pXq8Xr9eL1aqdqXsiMmraHPzw\n", "rVoATjf1kZNoYU3Jza/DfkUZMvDf7VUifiNJiGgyanKtrKyksrISj8fD/PnzOX36NHFxceTk5AzZ\n", "MUCoL1rrWoqi0NLnocs9dJGUtr6hGwZmxZv55sp8fvbuZeLM17erNg6MCojW2CJF4puaRk2uZ8+e\n", "5YknnsDv9/OjH/2Ib3/72wBs375dkusU19DtxuPz0+708Hf7LvHInDQW5cRzsr6XVLuRZTOGjuc0\n", "GfSsKk5h3rQ4DHpdVE1PFUINo9Zcb8zK0uv1Q7Zf0eujZ0GMqSKa6lofN/by5zvO8fS2c1Rc6aE4\n", "zca2yhZyk638fMMsfr5hFoWpt98wMup1ZCVYbkus0RSbGiS+qWnULJmQkMDbb79NaWkpSUlJHDx4\n", "kNOnTwe22RZTj8fn5/+rqMfpGRi8+YePm1mUO7A9dcWVbrITzWRFaIdXIWLZqGWB1atX09DQgMVi\n", "ITU1lZqaGnp7e2Wc6ySIlrqWXqcbsgiJxaDDajIwPcnCN1blh7WtS7TEphaJb2oac7RAdnZ24Oei\n", "oiJVGyOin0Gv44uLs/Erflr7vHx+0TQSLUaW5CWoOnZUBK/D6aHL6SXeYpDa9iQKunjq8Xhobm7G\n", "7/fT09OjZpvEMKKprjU92cp3HyziG6tm8MK7l/nL187ztdILXGp3hnW9aIotHF1OL6cbe7nY5rht\n", "3VmY2Piaevv5x7dq+fL2c/ztnotc7YrcNjsjifX3Ty1BJdeamhp27drFvn37ANi9e7eqjRLRz6DX\n", "caHVQZtjYL+sHrdvQv4jR5sel5d/rbjGV0sv8Bc7q3jvSvektqe6zcFHDQNrf9R1ujk7aJEaMbGC\n", "Sq7vvfcejz/+OPHx8ej1euLjIz8fW4xOrbpWbbuTiitd1HaE3uvMHPSVU6+D9DAXgI7lml1LX39g\n", "+xm/Ar//qAnPLSu1TGR8VuPQm81xZvVvPsfy+6emoGZoTcSMLL/fj6IoMhJhAtW0Ofn66xfo6/cR\n", "ZzbwT4/MpDgt+D2v5mTG8eNPzeRim4M5mXGUZMTW7gCRYDMZSLAY6Lk+iWJWug3TJO7dNSvdxn+7\n", "N5f959u5Jz+JO2JsxwYtCSq5Op1DezVer3fM5zQ2NlJWVobBYGDVqlVDbozdau/evdTU1LBx40Zy\n", "cnICj+/evRufb+BDW1xczPz584NpriapsTd8XaeTvuuLUff1+7jc6QopuVqMeu7OTeDu60OxwhXL\n", "+95nJ1p4bl0xe6vayIw388nilNvOmcj44i1GNt6ZybpZaarssDCcWH7/1BRUcl2wYAH/+Z//SXd3\n", "N9u2bQtqdlZFRQVbtmwBYOfOnWzcuHHEc9etW8eZM2due9xqtbJmzZpgmijCkBFnRgfcuAWTbtf+\n", "neXWvn7KLnZQ1dLH+jvS+UR2Qtj7fd0wKyOOWVHWa5+oxCpGFlRynT17NtOnT6epqYm8vDxMprFr\n", "a3b7zR6Q2Rzef1qfz8f27dtRFIXCwsIpvUeWGj2D2el2fvTwTM419zEnM47ZGePfBjscE9nrOVLX\n", "xW9P1ANwtK6Lf9k4O6Teeji03qvTenzhCnpVLLvdTmFhYdAXHrzvYTDJeDjr1q0L/Lxnz56wriFG\n", "ZjLquTsngbtzxve1PpZc7XQHfvYpBMoiQkRa0BsUzp8/H5/Px5EjR1i6dCkzZ84c9Tk3aqUAughs\n", "oxFMgh5c+7kx9k4rx7/61a+YP39+1LQnkseDx0mq+Xo6nY5Plixg34U2HB4/C3PiyE20aCa+yTrW\n", "enzhCmpr7Z07d/Loo4/y2muvsXHjRl555RU++9nPjvqcHTt2sGnTJhRFobS0NDBltrKyEr1ef9sC\n", "3GfOnCE5OXnIDa26ujry8/MBKC0tZf369SO+nta31tbyTYOJju1Kp4u+fh+Z8WZSwxw+Fgotv3eg\n", "/fhU3Vpbr9ej1+sDQ7IslrEX5li2bBlbt25FURRWr14dePzo0aPodLohyfXAgQPU1NRgtVopKChg\n", "5cqVwEByraioAAZuqk1lWv7wTnRs0yO8o+xYtPzegfbjC1dQybW/v5/e3t5Acg2is0tOTg5PPvnk\n", "bY8/88wztz02OPkOdiPJiujmV5SI76AqRKwLarRzTk4OO3fu5J577qGyspKamhq12yVuEY3ztz1e\n", "P+WXOvnWGxf5j1MNt+2bNRyfX+Fscx8Hq9s539KHX1GiMrZIkvimpqB6rsuXL2f58uUAzJkzZ8yb\n", "WWJqqG538v2ySyjABw29ZMSZWDc7fdTnnG918NXd5/ErcM+MRB6Zk443vZBOpyes5QqFiFYh7/lr\n", "NBoDOxSIiRONdS2Hx8fgAlFzr2fEc2+41uXGr0B+spXcRAvf3TfwLeiRNh/PLMnFPgFz4SdaNL53\n", "kaT1+MIV1iTovXv3RrodIgbNSLayNG9gjGyy1ch9BUljPANykywYdDA3K453LnUGHn/jbBtd7rGn\n", "VcNAaeF0Uy97qlqpbOy9baEUIaJBUF3Qffv20dnZSXV1NQUFBdTW1g4Z4C/UF43DXdLjzHx9VT6t\n", "fR7izQayE8ceRTIr3c4LG2bR6/bi9Ph4u2YgwZak27Cbgvtbf77VwddLL+BXBlbjen59CXdmRe9K\n", "bdH43kWS1uMLV1DJtbe3l89+9rO89tprPProo/zhD39Qu10iRqTYTKSEUCs16HXMyYyjps3JzHQb\n", "05OsmAw6VhQkk2QN7jpNPf3cWJParwwc35kVTuuFUE9QyfXGDCu/f+Drl9RcJ56Wegb9Pj//6+gV\n", "Pm7sw2rUYzHqWFl0+2pSI8lLsmA16nF5/ZgNOvKSontDRC29d8PRenzhCipL3lhi0GAw0N3djccz\n", "9o0LIUaiKAr9voGup8vrp983MFY2WDPT7bywoYSGnn6y4s3MTJO9u0T0CarI9elPfxqAhx56iLKy\n", "stumrgr1aWksocVo4L/dm0eyzYhJr+Mv75nGtBC34y5Os7OiIJmSdHtE1q5Qk5beu+FoPb5wBT39\n", "FQamvW7atEnVBomp4Y7MOH65cTY+v0JdVSVG/ciLqQsRi8IaivXOO+9Euh1iDFqsa6XHmclKsLB0\n", "8aLJboqqtPjeDab1+MIVVM+1vLychoaGwP5WZ8+elXn/Imq0Ozz4/AqpdtO4dxUQIlKC6rm2tbXx\n", "mc98hs2bN7N582a+9KUvqd0ucQst17XGE1tVSx9f2VXF09vOUl7bic8f/I2xiaLl9w60H1+4wioL\n", "pKePPn9ciIng9vj4X0eu0tLnwenx89zBWhp73KM+p7Wvn5be/qBWdhNiPEYtC9zYNLC9vZ0DBw4E\n", "FrI+cuQITz/9tPqtEwFarmuFHZuOIWUAg0438OAIKht7+d6BS3h8fr71yQKWTU+ckJEGWn7vQPvx\n", "hWvUnuuN7v6yZcuG7BAgRKQ19fRTfqmDistddLmCW2PAYjTw7L155CdbSbUZ+e6DhWQnDr8ZZrfb\n", "y/PvXKbL5cXh8fPDt2pp7h17iUQhwjVqcv2TP/kT5s6dGxjXWl1djcFg4POf//yENE7cNFF1La/P\n", "T7fbO6G1yw/OnOdn79bxD2W1fGdfDa+daQn69Wem23l+fQm/3DSHZTMSR1y0WwcYB/Vy9brI7O0W\n", "DK3XJLUeX7hGTa7x8QOLYezfv5/e3l7Wrl1Ld3c3R44cmZDGiYnV1tfPv1XU85e7qnj5w0a6XRMz\n", "E08x23m/vjdwfLC6A4cn+F1ZE61GUu2mUZNlgsXIN1bOIC/JQma8ib9fXUhmfHhbvgsRjKBuaHV2\n", "drJ06VLMZjNLliyhra1N7XaJW0xEXet0Ux87TrdQ393P7042cr7VqfprAhTlZjEvyx44XlGQjN0U\n", "+XVdZ2fG8eKGWfzi0dncnZsY8euPROs1Sa3HF66gxrmOtK11d3c3iYkT9yGNBvXdLuq7+0m2GilK\n", "s2lq7yi3b+hX8f4JWic1yWbim6sKqGrpw2zUc0dmnGrjVROtsuiQmBhB9VwdDgetra0AtLa2Boax\n", "HDx4UL2WRaH6bjff3lvNt/dW81evnedsc9+EvfZE1LXmZcVxR+ZAD3J5fhKz0u1jPCMyysvLyU60\n", "cH9xKsvzk0NawjAWaL0mqfX4whXUn/HGxkZ+85vfkJuby7Vr1ygoKODVV1/l3LlzPPbYY2q3MWrU\n", "d7up7x64w+zxK5y82hPVizSHKjvRwvfWFNHX7yPRYiRBenlChC2o/z0rV65k8eLFtz3+3nvvRawh\n", "fr8fRVECU2yjUYrNiMmgw3P963NR6sQtdTdRda1km2nCNwrUes1O4puagkquwyXW0R6Hgd5uWVkZ\n", "BoOBVatWkZ098qpHe/fupaamho0bNw4ZTxvKNSZCUaqNnz5cwvv1PRSkWLkrWzu9ViFEZIU1/TUY\n", "FRUVbNmyhSeeeILjx4+Peu66deu4//77x3WNiaDT6ZibFceWu6dxX0EyCZaJ+9qs5bqWlmMDiW+q\n", "Ui252u03b4aYzeGNJ4zENYQYL4/PT7vDgyuEsbdCqNb1GrwwxkhDuSbiGlqh5bpWNMfW6/ay60wL\n", "u860Mi8rji8vyw1514Roji8StB5fuFTrufp8N//KhzvNMNRrDP56Ul5eLsdyPO7ji21OfneykU6n\n", "l/LaLt672h1V7ZPjiTkOh05Rae21HTt2sGnTJhRFobS0lA0bNgBQWVmJXq+/bR+uM2fOkJycPOSG\n", "1kjXGE5ZWRkLFy5UI5SoUF6u3b3hozm2U9e6+dae6sDxf70nl03zMkO6RjTHFwlaj+/UqVM8+OCD\n", "IT9PtbLAsmXL2Lp1K4qisHr16sDjR48eHbgxNCi5HjhwgJqaGqxWKwUFBYFdDka6hhATpTjNzsY7\n", "M9h9poU5mXaWTp9aMxJF+FTruU40rfdcxeRxenx0u7zYTAaZPjsFRV3PVQitsJkM2FRYSEZom2o3\n", "tERkjbe4Hs20HBtIfFOVJFchhFCB1FyFEGIU4dZcpecqhBAqkOQaI7Rc19JybCDxTVWSXIUQQgVS\n", "cxVCiFHIOFchRtHr9nL0chcnrnSzoiCZpdMTscrYVaEiKQvECC3XtSYitrPNDn566DJv13Tyg7dq\n", "Od/qUP01b9Dyewfajy9cklzFlNDp8g457rrlWIhIk+QaI7S86tBExFaSbiPVPlAFy000U5iivf3P\n", "JovW4wuX1FzFlFCQYuNn62fR4fSQZjeFvOC1EKGSnmuM0HJda6Jiy0m0cGdW/IQnVi2/d6D9+MIl\n", "yVUIIVQg41yFEGIUsraAEEJEEUmuMULLdS0txwYS31QlyVUIIVQgNVchhBiF1FyFECKKSHKNEVqu\n", "a4USW7vDw/HrC7B0OWNjCquW3zvQfnzhkhlaImY4+n387mQ9e6raAfjsXZl8fmE2ZqP0EUT0US25\n", "NjY2UlZWhsFgYNWqVWRnZ4d87u7du/H5fAAUFxczf/58tZob9bQ8fzvY2HrcXvadbw8cv3m+nU3z\n", "MkgzmtVqWkRo+b0D7ccXLtWSa0VFBVu2bAFg586dbNy4MeRzrVYra9asUauJIsbYzQbuzk3gvas9\n", "ACzOTcAua7KKKKXa9ym73R742WwevWcx0rk+n4/t27ezbds2Tp06FflGxhAt17WCjS3BYuQv75vO\n", "N1fN4Fv35/PFJTnYYiC5avm9A+3HFy7Veq6DR3iZTKawzl23bl3g5z179kSwdSJWTUuwyIpWIiao\n", "1nO9USsF0Ol04z53rAQNQ/+ClpeXa+pYy/GtWLEiqtoj8Ul8w/3/C5Vqkwh27NjBpk2bUBSF0tJS\n", "NmzYAEBlZSV6vZ65c+eOeW5dXR35+fkAlJaWsn79+hFfTyYRCCHUEHUbFC5btoytW7eiKAqrV68O\n", "PH706FF0Ot2Q5DrSuXV1dVRUVACwYMECtZoaE8rLyzV7V1bLsYHEN1WpllxzcnJ48sknb3v8mWee\n", "CfrclStXqtK2UHm8fj5s7OXElW7uzIpjUV4icebov5EihJg8srZAEM409fLV3Re48Yv64bpiFucl\n", "qvJaQojoImsLqKjD6WXwX6Dm3v5Ja4sQIjZIcg3CjGQrmXEDoxXizAZmpdvHeEbkjffOZTTTcmwg\n", "8QrINPAAAAtvSURBVE1VsrZAEKYnW/nJwyU09fWTZjMxI8U6ruu19vVT2+HCbjJQnGbDMklz431+\n", "hR63F6tRjzUGBuMLEUuk5jrBOhwefnKojpPXBqZwfvuBAu4vSpnwdvT1+9hb1cb2ymbuyIzjS0ty\n", "yE6UwflC3Epqriq62uli95kWyi6209o3vnprm8MTSKwAu8+04PNP/N+3mjYnvz5+jZY+D+9c6uT4\n", "la4Jb4MQWibJdQztDg//80ANvzhylR+/XcerHzWPKxkmWAyk2m5WYxbkJGDQjz6DDSJf1/Ld8oXF\n", "7fVH9PqhiGRsvW4vff3Rtc6r1muSWo8vXFJzHUNvv4/Lne7A8fv1Pbi8PuLM4f3qshIsPPepmZy4\n", "0k2q3cjduZMzpKsw1cZjd6bz2ulWitNsLM9PnpR2RFJlYy8vll/BpNfxtZUzKJmEG49C3CA11zF0\n", "u7y88O5lDtcNfG3+b/fm8tjcjDHXS4gFzn4fnS4vNpOeZNvYazdEs9a+fv58+zm63QPrVBSkWHl+\n", "fQkJFuk/iPGJuumvWpFoNfLs8jw+NScNq1FPcZpdE4kVwGY2YNPITDOfH/p9N/sJLo//ttKHEBNJ\n", "aq5BSI8zs3R6EndlJ0zatFct17UiEVtGvIn/viofk0GHzaTnq380nWRrdPTGtfzegfbjC5f0XIUm\n", "6HU6lhck8dvH70Cv05EZH91bvwjtk5qrEEKMQsa5CiFEFJHkGiO0XNfScmwg8U1VklyFEEIFUnMV\n", "QohRSM1VCCGiiCTXGKHlupaWYwOJb6qS5CqEECqQmqsQQoxCaq5CCBFFJLnGCC3XtbQcG0h8U5Vq\n", "aws0NjZSVlaGwWBg1apVZGdnh3xuKNcQQohoolrPtaKigi1btvDEE09w/PjxsM4N5Rpat2LFislu\n", "gmq0HBtIfFOVasnVbr+5CrzZPPoKRSOdG8o1hBAimqiWXAcPQjCZRl9Xc6RzQ7mG1mm5rqXl2EDi\n", "m6pUq7n6fL7Az2Ot3D/SuaFcIzk5mVOnToXazJhht9s1G5+WYwOJL9YlJ4e3v5xqydXpdAIDvc8b\n", "PwNUVlai1+uZO3fumOeO9PhwFi1aFLG2CyHEeKmWXJctW8bWrVtRFIXVq1cHHj969Cg6nW5Ich3p\n", "3JEeF0KIaKeZGVpCCBFNZBKBEEKoQJKrEEKoQJJrjPL7/UNGUwghokvMbK0diem00SyUNu/du5ea\n", "mho2btxITk7OBLYyfKHEd/r0aaqqqvD7/dxzzz3k5eVNYEtDF0psR44coampCYAZM2bExCiXUP8/\n", "OZ1OXnzxRZ566qmY+HyGEt/u3bsDnZri4mLmz58/8oWVGLFr167Azzt27IjYudEi1DafPn1auXbt\n", "mppNiqhQ4jt06FDg59dff121NkVKuJ+3N998U43mRFyo8e3Zs0c5efJkzHw+Q4lv3759QV83Znqu\n", "kZhOG81isc2hCCW+lStXqt2ciAr1vautrWXbtm1s2rRJzWZFTCjxdXR0YLfbsVqtajcrYkKJz+fz\n", "sX37dhRFobCwcNQ1pGOm5qpEYDptNIvFNocinPj279/P0qVL1WpSxIQaW0FBAc8++ywnTpxQs1kR\n", "E0p85eXlMbeQSyjxrVu3js2bN/PpT386UN4ZScz0XCMxnTaaxWKbQxFqfIcOHaKkpIT09HQ1mxUR\n", "4bx3VquVhIQEtZoUUaHE19TUxGuvvUZzczMFBQUxUXMN9//eWIk4ZpJrJKbTRrNQ4otFocT37rvv\n", "kpWVRUFBwUQ3MyyhxNbe3k5qamrg/FgQSnxPP/00AGfOnAl7Tv5ECyW+uro68vPzAXC5XKNeN2aS\n", "aySm00azUOI7cOAANTU1WK1WCgoKYqJGGWx8zc3NHD58mDlz5nDu3Dl6enr43Oc+N1nNDkoo793h\n", "w4dxu90ALF68eMLbGo5Q4oOBPyDl5eUx03MNJb66ujoqKioAWLBgwajXlemvQgihgpi5oSWEELFE\n", "kqsQQqhAkqsQQqhAkqsQQqhAkqsQQqhAkqsQQqhAkquYFD6fD7/fP9nNEEI1klynkO9973sRu9Yr\n", "r7zCzp072blzJ7t27aK7u3vIv5eWlg77vPr6ev7whz/wwgsv0NbWFvbrnzx5kl//+tdhP1+rRvq9\n", "3+rNN99k27ZtKrdmaouZGVpi/J555pmIXUun07Fx48YR/32kacc5OTk8/vjjvP322+N6/UWLFlFX\n", "Vzeua2hRsNO9165dy/bt21VuzdQmyXUKaGxs5NixY1RXV/P1r3898LjD4WD79u3Ex8djMBioqqri\n", "G9/4RuDf9+3bR29vLwaDAY/Hw4YNG7BYLABYLBa2bduGwWDA4XCwfv16EhMT8Xq97Nmzh3PnzrFz\n", "504ASkpKuPPOO8cdx4EDB2hvb8doNGIwGIaUFaqqqvjggw+w2Wy4XC4WL15MUVERDQ0N/Pu//zsl\n", "JSVs3ryZpqYmXn75ZTIyMnjiiScwGkf+L7B3716qqqpISUkhMTERh8PBXXfdxbx580Z9TRhYVnDf\n", "vn3cdddd1NbWYjabyczMDKwYdfjwYVpaWjAYDIHpsI8//viYv4Pa2loOHz5MfHw8er2e1tZWvvjF\n", "LwLwzjvvDPm9p6SksGrVKgC8Xi87duxAr9ejKEpMLCAf84Je+VXEvFdeeWXIcU1NzZAFm2trawM/\n", "Hz58WKmqqgoc9/T0KNu2bRv2um63+7Z/u/W1bnXw4EGlubk56LafPn1aOXr0aOC4paVF+dGPfqQo\n", "iqL09fUp//Ef/zHk/FdffVXp7+9XFEVRmpqalAMHDgT+bevWrUG/7je/+U3F5/MFjn//+98rDodj\n", "zNe80eZf/OIXitvtHnJeVVWVcvz48cCx3+9XDh8+HFR7Xn/9daWuri5wPPg9U5SRf++7d+9WWlpa\n", "AsfHjx9XXn311aBeU4RHeq5TWGFhIT6fjzfffDOw7NqNFX+uXbvG8uXLA+fGx8ePeJ2JWNz7woUL\n", "rF27NnCcnp4e2P6lqamJ7u7uQI8NBlYs6ujoIDMzk8zMTFpaWoCBXnwovbb58+ej19+8NTFr1izq\n", "6+vR6/WjvuYNDzzwwG2/n/Pnz7NmzZrAsU6nG/K7Hs3DDz/MiRMnOHPmDF6vl8zMzMB7Npre3t4h\n", "yzcuWLCAy5f///bupyWVMIrj+JcRUWjaNkqzEPujq3GRgfQKhFJo0aZXFkFbN7oUEUSUlk2UYosI\n", "sbizUqNcuAhGxrsQhzvRVbkg3aHz2Tmb8/DAHB4Pw+/5tVJN8W+kuf5g7XabVCrF7u4uMLvfaR6p\n", "pus6T09P7O/vA7OXc85xHJ6fn9nZ2QFgNBqtPXl+b2+PVqtFJpMBYDgcYlkWALquo2maZwb8+UuE\n", "g4MDbm9vsSyLXC63ct2Hhwccx3EbbLfb5eTkhEAgsLTmdDr9Mh80Ho/T6XQ8qVh/7vUi9/f3HB4e\n", "ur8LhcJKgeIbGxu8vr66Dfbu7s43kYd+JalYP0Cz2WQ0GtHpdNyTWDabpVwue05lAPl83n02n7kq\n", "ioJt2+TzeXfm2mw26ff7hEIhbNvm9PTUM7+8vr7m7e0NRVGYTCYcHR0RiUTc+W+v10PTNDY3N8lm\n", "syudfmu1Gu/v74TDYT4+PhgMBmQyGdLpNJZlYZqmu4bxeEwul/MEUl9dXRGJRDg+Pl557y4vL1FV\n", "lXA4jG3bpFIpkskkwMKaNzc3tFotALa2ttje3vY0xUaj4dmfRCKBYRhL13NxcUE0GmU6neI4jmeO\n", "C7Mm3W63CYVC7lUkhmEwmUwolUoEg0EURUFVVUzT5Pz83De5uX4jzVWIBYrFImdnZ9+9DOFD8p2r\n", "EH9RrVZ5fHykUql891KED8nJVfwXXl5e3L/Rn8VisaWp736puch4PKZer385C1VV1Te3aogZaa5C\n", "CLEGMhYQQog1kOYqhBBrIM1VCCHWQJqrEEKswW+O/aL+Ebv3KwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.707261\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XlgU+eZ6P+vdlmW933BeAXjAIFAgBACaUKCs5AQmmaS\n", "cvOb2+nQzp3+bufOtJ1uM7eT6T7pkrYzbTq9nWlvpyXNAjQQ4iTQQGIDMQmBBghmMTar992y9nP/\n", "MAgbsC3JOrZ09Hz+0pGlo/ex5MevnvMuOkVRFIQQQkSUfrobIIQQWiTJVQghVCDJVQghVCDJVQgh\n", "VCDJVQghVCDJVQghVGBU68QtLS3s2rULg8HAqlWryMvLG/Oxe/fupbW1FYCioiIWLVoU8jmEECKa\n", "qJZc6+vr2bBhAwBbt25l3bp1Yz52+fLlgduvv/56WOcQQohoolpZwGazBW6bzeYJH9/U1MT3v/99\n", "ysvLwz6HEEJEC9WS68iJXyaTacLHFxcX85nPfIYDBw6EfQ4hhIgWqpUFfD5f4LZOpwvqOVarlaSk\n", "pLDO8frrr2MwGEJspRBCjC81NTVwHSgUqiXXoaEhYLj3eeU2wJEjR9Dr9VRVVQXu6+rqIj09PfD4\n", "ic5xIwaDgVtuuSVi7RdCCICDBw+G9TzVkuvSpUvZtGkTiqKwevXqwP379u1Dp9ONSq51dXW4XC4A\n", "Fi9ePOE54lFtbS0rVqyY7maoQsuxgcQXr1RLrvn5+TzxxBPX3b9x48br7lu7dm1I5xBCiGin08qS\n", "g7t27ZKygBAi4g4ePMjdd98d8vNkhpYQQqhAkmuMqK2tne4mqEbLsYHEF68kuQohhAqk5iqEEOOQ\n", "mqsQQkQRSa4xQst1LS3HBhJfvJLkKoQQKpCaqxBxTFGUoNf+iFfh1lxVm6ElhIhe7QNuXjnewfG2\n", "QR6Zm83iwmQMekmykSRlgRih5bqWlmOD6IyvtqmH3x1q5eDFAb72RiNnusZfGGncc0VhfNFAkqsQ\n", "cail3x247VfA4fGN82gRDkmuMULLqw5pOTaIzvjuLk/Dbh5e//j2mSkUpljDPlc0xhcNpOYqRBya\n", "lZXITx6ehcPjJyvRRGqC7PQRadJzjRFarmtpOTaI3vgKUqxUZNomnVijNb7pJslVCCFUIONchRBi\n", "HLK2gBBCRBFJrjFCy3UtLccGEl+8kuQqhBAqkJqrEEKMQ2quQggRRSS5xggt17W0HBtIfPFKkqsQ\n", "QqhAaq5CCDEOqbkKIUQUkeQaI7Rc19JybCDxxStZFUuIEbqHPFzqc5FgMjAzzYpetkARYZKaqxCX\n", "9Q55+en+c7x5ugeTQcc37i1jYUHSdDdLTDOpuQoxSS0DLt483QOAx6ew+UjbNLdIxDJJrjFCy3Wt\n", "aInNZjJgNV79kyjNSIjIeaMlPrVoPb5wSc1ViMtmpFr59n1lbD/WQWGqhdUV6dPdJBHDpOYqhBDj\n", "kJqrEEJEEUmuMULLdS0txwYSX7yS5CqEECqQmqsQQoxDaq5CCBFFJLnGCC3XtbQcG0h88Uq1ca4t\n", "LS3s2rULg8HAqlWryMvLG/OxR48epaGhAb/fz7JlyygsLARg27Zt+Hw+AMrKypg3b55azRVCiIhS\n", "LbnW19ezYcMGALZu3cq6devGfGxnZyfr168HYMeOHYHkarVaueeee9RqYkxZsWLFdDdBNVqODSS+\n", "qeBXFE60O2jqHiI/2cqcLBsm4/R+MVctudpstsBts9k87mNXrlx5w/t9Ph+bN29GURRKSkrkgpUQ\n", "4oZOdQzxue0n8fgVdMDTD1QwP88+rW1SLbmOHIRgMpmCes4bb7zBkiVLAsfV1dWB26+++uqEz6+t\n", "rQ38F71SB9LK8c9+9jPmzZsXNe2J5PHIml00tEfii734mtq68fiHc44CNLb10t94mNtvvz0i5w+H\n", "akOxampqAslx586drF69etzH79mzh5kzZ1JcXHzDn090Dq0PxRr5j0NrtBwbSHxTobFriL/bdgKH\n", "x49Rr+MHD1ZQmZ0YkXOHOxRLtZ7r0NAQMNyDvXIb4MiRI+j1eqqqqgL3vf322+Tk5FyXWJubm5k5\n", "cyYATqdTrabGhOn+8Kop2mM70zXEuR4nmYkmKjJtmAyh1fKiPb7JuhJf24Cb98730efycltRKkVp\n", "1ilrQ2l6Aj9YO4tLfa7A+zTdVEuuS5cuZdOmTSiKMqrHuW/fPnQ6XSC5trW1UVdXR2VlJcePH6e/\n", "v58nn3wSGE6u9fX1ACxYsECtpgoxpubuIT7/ykn6XT50wL/cX87N+bKA9rV8foXn/9TKy8c6ANhx\n", "vJPvP1hBZuL411siqTQ9gdL0yCwTGQmqJdf8/HyeeOKJ6+7fuHHjqOPs7Gy+9KUv3fAcY13oikfR\n", "8NVLLdEcW9uAm37X8HBABTjWNhhyco3m+CKhtraWW5bcxgctA4H7LvW7cbj9EJlv5jFJJhEIMY7M\n", "RDM209U/k9lZ0/91MxrZzAbWVWUFjj9SmkqaLb6Xi5a1BYSYwKkOB83dTrLsJmZl2rCaDNPdpKg0\n", "5PHR2DmE0+unJD2BdFtwo4SiXdRd0BJCK8ozbZRHwQWSaJdgMnBT7vSOLY0mUhaIEVqavz3k8dEx\n", "6MbpGa5laim2G5H44pP0XMWUah90858HLrH/bC+rylJ5cuHYa04IMZZzPU46HR6yEk0UpEzdkK9Q\n", "SHKNEVq52vxh6yA7T3UB8MqHnSyZkaKZ2MYi8UVWY6eDL+w4Rb/LR5bNxLfvL6coNfoSrJQFxLTS\n", "yPVUMYVOdQ4Fhse1Ozyc7R6a4BnTQ5JrjNBKXasyO5FVJalYDDrurUhndqZNM7GNReKLrIxrRiGk\n", "JkTnqAQpC4gplW0387d3FDHg9pFkNpBglmFNIjRzshP5x7tL+NOlfm6dkcysKB3JIeNc41hT1xBn\n", "e5yk20zMzpz+9S+FiEYyzlWE5GyPky/sOEWv04sO+M59ZSwsSJ7uZgmhGdJViRGRrmu1D7jpdXqB\n", "4Tnzf2oZjOj5QyE1ydim9fjCJck1TmUmmkgcUe+sitDal0KIYVJzjWOnOx00dTvJtJmYnW3DapSL\n", "S0JcS2quImRlGTbKMqLzSqsWuLx+jrUNcqZziFlZNiqzEzHqddPdLDFFpCwQI7Rc19JqbA3tg3xx\n", "xymefecCn3/lJCc7HNPdJFVo9f2bLEmuQqikpd8duO1XoHPQPc6jhdZIco0RWp6fHuuxtfa7ONHu\n", "oOOa5FmcloDFMFwGsJsNUbvAyGTF+vunFqm5CjEJzd1DfLXmNG2DHmZn2fjqXcXkJlkAmJVl45mH\n", "ZtE+6CE3yUxxWvTs7yTUJz3XGKHlulYsx3akdZC2QQ8ADe0OznSNXkSkLMOG9+wHmk6ssfz+qUl6\n", "rkJMQpr16p9QksVAaoKJi30usmymoKcTdwy6URju6Qy6/aQlGEmyyp9mrJNxrkJMQs+Qlz+e7uL9\n", "C308OCeL7+5uxuHx8T+Xz+CeinTMEyTYwxf7+cYfm9iwIIctR9u51O9mVUkqf3Vb4XWrP4npEe44\n", "VykLiJg3nf2D1AQj6+dm8w93l/Db91sYcPvwK/DjunOjRgtc4fH52dfcwz++dpq3z3Tz9FvN+BWF\n", "1gE3ly4/fs+ZHpq6onONUhE8Sa4xQst1rXBjG05UvXyl5jS/ff+SKkOd2gfcHG0Z4Hyvc9zHGXQ6\n", "kixXZ7iZDDoMlycMjIzvdOcQ//TGGd4518eB8/3odTrcXj8J1+woa4mhFcq0/NmcDCnsiJh1pmuI\n", "p3Y24lfgvQv9pCWYuL8yM2Lnb+l38c87z3Cqc4gki4Hv3lc+5i6wRoOejUsKcPnO0z3k4a+XFZKf\n", "bL7ucQNuH1f62W81dvOFVTP593cu4PH7eXBOBkdbB3m4KouyjNi9ANbr9HCux4XFqKc4zYrJEDv/\n", "KCJJkmuM0PJYwnBjG3T78Y+oCLQORLbneq7HyanO4a/n/S4f71/sH3eL7eL0BL5xbylev4LdcvVP\n", "a2R8RalW5ucm8qeWQYx6HfnJZn708CwUPyRbjbi8fmwxtoD4yPgGXF5+814LL3/YgQ748l3F3Fma\n", "Nn2Nm0ZhJdeBgQHsdtmfXEyvGakWlhQmUX++nySLgTuKUyN6frvFiA4CPc3cpOt7oteymsZPjNl2\n", "M1/+SAkdg26SrAbyk0dPLIi1xHqtToeXlz/sAIZ/b88damXpjOTryh7xYNzkeuzYsRveX1tby6c+\n", "9SlVGiRurLa2VrO913Bjy0w087mVM2kf9GC36K9LVJNVnpHA19eU8uapbubm2pmfG16H4tr4MhJN\n", "ZCRqZyTAyPhsJj3pCUa6hobXCi7PSMAsZYHr7d27lxUrVnD69Gna2tpYuHAhBw8eJD09faraJ8S4\n", "0mwm0sIcsjTg9mLU6cbsbZoMepbMSGHJjJSQzuv0+jjWMsipziGqchIxW7Q57fVGsuxmvlldRk1D\n", "J6kJRu4qSw9c2Is3445zvfL1/7nnnuPxxx8P3P/73/+eP/uzP5uSBgZLxrmKUBy60Me/7buA3WLg\n", "s7fPoCQ9cheQ3r/Yzxd3nAJAr4Nn1s6iUoXFyLscHnyKQobNhF4XnwlsKqgyzvVKXdVsHl1ruvZY\n", "iFjS2Ongf79xhuYeJ0dbB/m3vedweX0RO39rvytw269Ax+XpsZHU0DbI//xDAxtf/JC6pl58fk3M\n", "BdKUoIohDocDv98PgM/no7+/X9VGaYnT6+PM5V1WJ/MHoOWxhFMRW0u/ixPtg3QMumnsGsLt8wd+\n", "NnDNqIPJKkm/uhpWssWAzRfZ/cmcHh8/2Xue9kEPDo+fb/3xzA0nLEwVLX82JyOo0QL33Xcf//Vf\n", "/4XZbMblcvHAAw+o3S5NcHv9vNbQyb/tu4BRr+Nrq0tYWhRa/U5MXlP3EF959TQdDg+V2TYemJ3B\n", "k7fk8ZuDl7Aa9Wxckh/Rq9mzsxL50UOzaHd4yLObuXD8EJQXROz8OsAwogqg1+kYWRVo7HRwsd9N\n", "dqKJ8kyblAymiawtoKKLfS4+8fyxwFCewhQLP1o7SxblmGLbP+zgx3XnAsdfvnMmL37QxrKZKcxM\n", "tbKoMHnUZo2x4FSHg++82US/28ff3lHEkhnJ6HU6Gjsd/N32kzg8fkx6Hd9/sEKVem88mdI9tFpa\n", "WsjNzQ3nqXHFpB+eEtnnGq7nZSWaMBmkFzHVUq/5Z5aZaOYrdxXj9ilk281Tlli7HR46HB7sZgN5\n", "yZZJnas808YP1s7C61dISzCiu9w7vdjvxuEZLnl4/ArN3U5JrtMkqJrr0aNHRx3v3btXlcZoTZbd\n", "zDfXlLEg386K4hQ+s3zGhIPMx6Llupbasc3NTeTTSwu4Jd/Ol+6cSUVmAgUpVkrSE/D5FerP9bLr\n", "VBfnesZfPyBctbW1dAy6efqtZj6ztYG/efkEpzsnv5+Ww+Njb3MPfzjWwYXLax9kJ5oCmyDqgPyU\n", "ySXxYGj5szkZQfVcT548yU033XT1SUb5Whus2dmJfLu6HJ0OqX1Nk9QEEx+dl836uVmBHt4Vuxu7\n", "+de95wHITzbzL/eXk22PfEI62+Pk3fPDF4J7nF72NvVOauddp8fHv79zgdqmXgDm5iTyT/eUDvdo\n", "H6ygqXuI/GQLleNM1xXqCitLXhk5IIITiUHUWp2dBVMX27WJVVEUapt6AscX+9z0DPnIjvDM7hUr\n", "VnC0dWDUVNrMETO0fH4Fj88f0rcah8fPkdaroxA+bBtkyOMj2WqkMjtxSksBWv5sTsa4yXX79u0M\n", "DQ1x/PhxPJ6rY/VycnImPHFLSwu7du3CYDCwatUq8vLyxnzs0aNHaWhowO/3s2zZMgoLC0M+hxCh\n", "0ul03FWWxqGLAwCUpieQblPnW5nfr/DJJfkcONdHcZqVvMvrFFzsc/Hr9y5yrsfF/7coj1sLk4P6\n", "Z5xkMfBwVSa/fq8FgLVVWSTLhdKoMu678eCDDwKwbds21q5dG9KJ6+vr2bBhAwBbt25l3bp1Yz62\n", "s7OT9evXA7Bjx45Acg3lHFonawuo446SNHLsZgbcPsoybGQmRn6CTG1tLRTO5feHWylNT+DA+X4q\n", "s4Z7ln842sabp4d7z0+90chPH6m8brZY75CHEx0O3D6FiswEsu0WTAY9D1dlMTfXjs+vUJZhm7bF\n", "UbT82ZyMoMe5hspmu1rrmWhG18qVKyd9DiHCkWg2sLAgWfXXKUtPID/ZwuFLAxSlWJidPfzZ7hj0\n", "Bh7jUxg1uQGGSwbbPuzg/x4c7qHeWpjEF+8sJtlqxG4xcnNekuptF+EJKrmGcwFr5PBZkym4hTXe\n", "eOMNlixZMqlzaJWWewZajg2uxvfU6lK6nR5SrMZAD/mxm7M5dKmffpePx+ZnU3DNEC2H28euU92B\n", "4wPn++lzeaOqBKD19y9cQb1DO3bsYN68efh8Pvbu3cuSJUsoLy8f9zk+39W52tdeSLiRPXv2UFFR\n", "QWbm1ZXkQz3HyK8nV4aHyLE2j/ft24c1sxCDPY2sRBONH7yLoiijHm8wGLjtttuior3jHf903Wwu\n", "tLSjOLqwWwpG/XzZ8ttZXpzCC39qA+CmbBt2syGq2h8Px+EIaobW1q1beeihh3j55ZdZt24dzz//\n", "PI899ti4z9myZQuPPPIIiqKwffv2QM32yJEj6PV6qqqqAo99++23ycrKorKyMqhz3Eg0ztCKJC3X\n", "tcaL7cp6DNde5DnTNcTf7zhFr9NLjt3Et6rLmZF6dWm/boeH/Wd7OdPlZFVpKlU5iUH9g77iQq+T\n", "9gEP6TYjRWmTWzFrsu9dl8PDh22DuLx+5mQnTnoCAgx/K2y7vHNDtt0c0u/mWlr+bILKM7T0ej16\n", "vR6rdfjDa7FM/OYuXbqUTZs2oSgKq1evDty/b98+dDpdILm2tbVRV1dHZWUlx48fp7+/nyeffHLc\n", "c4j40Ng5xH++exGATyzOp3TEvlInOxz0Oofrla0DHpq7naOS676zvTxTOzzldUdDBz95eHbQywqe\n", "63Hy5VdP0TboIdFs4On7x94761qDbh/7m3uoP9fH7cWp3Dpj8vXcdJuJ2yO8y8K75/v5+q4zAPzD\n", "XcXcOiN5UglWXC+o5Op2uxkYGAgk12CWI8jPz+eJJ5647v6NGzeOOs7OzuZLX/pSSOeIR1ruGdwo\n", "tl6nh2/98Qxne4eX72vpd/G9B2aRkjD8kU2/ZoHs1ITRH+WRM6DcPoV+l5dgnetx0nZ5mcBBt4+T\n", "HY6gk+uHbYN8d89ZAN5s7OHpB8qj7r3rcrj53lvNOL3DF8++u6eZn6+vDHukRLTFFy2CSq75+fls\n", "3bqVRx99lCNHjtDY2Kh2u0Sc8/gUOoeuJsSuIS+eEZNX5mQn8uWPzOTQxQGWFSVTnjm6V3pnWTo1\n", "J7rw+BSqsm2Br9LdDg97znRzrHWQeyvSqci0cbxtkAG3j8JUKxWZNlITRu+dlWUPPun0Do1O4n3O\n", "4JN6MLodbj5sc+D2+ZmdFV6JQIcOy4itVywGvcweVEHIq2J5vV68Xm+gFxstpOYau24Um8+vsLux\n", "m6f3NAPwhVUzubM0LejZbn5FoanbSb/TS36yJZAgd5/u4qf7LtDj9KLXwTfWlPHu+T52n+6mNCOB\n", "P1+UR2laAn9qGeDdC33clG1nYUHSuIu7nOkaYl9zL+k2I2XpCfzjG410ObzkJZn5RnUZzR+8G5H3\n", "zutX+NW7F3n+8sWtuTk2vra6lJSE0EfSHG8b5Advn8WvwOfumMGcnPCnpWn5swlTuCqW0WgcNTTr\n", "0KFDLFiwIOQXFvFHURR6hrwYDTqSLON/9Ax6HStLUim7XCctSLFcl1gH3T7qz/Vy6OIAtxWlsLAg\n", "CYtxuEem1+kovabGeqnPxYU+F3eWDY8w+OWBi/Q5vWw+0g5A1/l+FuYnMTsrkUWFySwqnLhe2trv\n", "5suvngpsyLdhYS4/eHAW3UMeMmwmcpMsNAf365nQkNtH3eW1BACOtDrod/vCSq6V2Yl8/8EKUJAl\n", "MFUy6d9qU1OTJNcpEOs9A7+icOBcHz+uO0ey1cjnVxYFFi4ZKzaTQU/xOBehPmwb5NtvDqeuVxs6\n", "+cGDFcwdY4dWp8fH/6m/wNuXk1NxmpX/tjD3utptqKsbD7q9dA15mZebSGVWIkNuH1mJJvJHfF2P\n", "1HtnMxu4qzyN31yeULCoIGnCf1LjmcxzR4r1z6Za5F+WiBivX6Hf6SXBpL9uEZKWfjf/vPMMHr9C\n", "+6CHn+47z7fvK5/Utsud1+xN1TtGfdPp9dHU7eR4+9WLXGd7nKwoTiU1wcjDVZls+7CD2Zk2bi8O\n", "baeIDJuZTy7O40y3k+3HO7i3Ip33L/bzYdsgN+XYmZubiNUYmWmpBr2Oh6qymJ1lw+31U5GVSIr0\n", "OqNWfG4oHoOifc3MQbePLUfa+MzWBr7/1llaRmzSB8M9V9+IbqHHpwRGnYQbW0WWjWTLcOLKSzIz\n", "M/XG1wHevzDA9946y51laYH7Hq7KIifJTGqCib+4NZ9fPVbF19eUUZAS2rWElAQjM1Kt/PF0N0Me\n", "P3nJFv7htUZ++34rX6k5zYl2R0TfuxSrkSUzUlhxeU2EaBDtn83pIv/2RESc7nTwi/rhMal7zvQw\n", "P8/O2qqswM9zkyx88c6ZfP+ts9jNBv76tkIsk+zRlaYn8MxDs+hyeMlKNI155Xxfcy9ne5xk2IYT\n", "aVGqhbk59sBCJ60Dblr73WQlmsKaVjqyFuxwj95FtmPQQ3SkQDHVJLnGiGiva127s63LN/rYqNex\n", "siSNm7LtGPSQcXlMpdevkF6xgNdPdFKYYmF2VmJI698WplgpnOCb/MICOzUnOnn/Yj9nuob44dqK\n", "QBI90zXE5185Sb/Lh9Wo53sPlDMrK7S1UGdl2ni4KpM3TnaRm2Qm+fLWPnazgeK0BErLo/u9m6xo\n", "/2xOF0muIiJK022B2mVFho1lRddfaTfodWQnje7HnWgf3lDPr4BeBz9cO4s5EV7oecmMFL5VXUb3\n", "kIfyDNuor/7ne530X97jzOn1c7bHGXJyTbOZ+OSt+Tw2P4dEs4FZmYm0D7rJTDQxc5JTZ0XsmnRy\n", "lZECUyPaxxKmJBj5xOJ81s/NxmbSBz08qHXAxZVOr1+B1n7XDZPrgMvL6c4hvH6FsowEPD6FriEP\n", "aQnGCbdlSTQbWDzGsKpMmwm9jkAbssOsY1qMeoY8fvyKQlGalaK0qwk82t+7ydJ6fOEKKrnW1dWR\n", "kZFBZWUlp06dwm63B3Z/LS4uVrN9IobYzAZsIe6kWpBswWTQ4fEpmA06rCYDrf0ucpKuJkyvX2H7\n", "hx38x7uXAPjSnTP53aEWzva4yE828/V7y0atKxCKiqxEnn6ggob2QcrSbcwOsdcKwxfr6s/18ZPL\n", "w8y+sHLmqHUQRHwKarTA2bNnycoavjhRWlrK22+/rWqjxPW02jOoyLTx9P3lfHJxHv99cT7PvH2W\n", "3x1qxTti0eh+p5eXj3UEji/2uTjb47p8283JjvB3UjXqdczLtfPovJxRkxBCcanPxT/vPEP7oIfT\n", "nUP8bP/5UYtea/W9u0Lr8YUrqJ5rYmIiGRkZwPAKWQbD9GwnIaJD+4Cbd8/30eP0cltRyrgD/Sei\n", "0+lIthj55eVeKcCRlgGcXj/2y2NgE0x65uXZefP08KLR117RT7JM7+fRrwz3Xq9w+/xBLW4ktC2s\n", "ca56vQyPnWrRMpZQURS2HG3nh7Xn+M93L/HVmtOBdUHD1XaukXsr0gPH6+ZmjZrLbzUZ+IvF+fzt\n", "ihn89W2FLMy383d3zOCWfDufvb2QOWF8lY+k3CQzX1g1E7NBR7rNeN0ws2h579Si9fjCFVTPVafT\n", "0dXVRXp6Ol1dXaN2CBDxxe3z80HLQOC43eFh0D25z4Ojt4tPLqngrvI0zAY9ZRkJ160tmpNk5r7K\n", "q7tUzEhNYM2sjKDXIHV7/TR2DeH0+ClKswamvfoVBa9fmdRMMZNBz52laczLGT3MTMS3oFbF8vl8\n", "vPHGG4E1Xaurq8PaV0tNWl8VK5rsOtXFd3cPz+lfUZzC36woivppmHsau/nWH5tQgNuKknns5hxS\n", "LEae/6CVM11OPr4glyUzgtvWWsQXVVfFMhgMVFdXh3xyoU23F6fwo7UVDHn8FKclRH1i9fj8bD7S\n", "Flifdd/ZPubl2ul2eqlp6ALgqZ2N/HTdbEozglsUW4iJBPVd6OTJk2q3Q0wgmupaVqOBOTl2bilM\n", "Jj1x8rvyBhuby+ujc9CNyxtaGcJk0HPTiPVK0xOMFCRbyLWbMRuGe6p+BVzeq1/iugY9vHu+jz9d\n", "6r9uSmuooum9U4PW4wtXUF2Ow4cPU1FRETg+c+YMJSUlqjVKiGt1Ojz89v1LvNXYw4qSVJ5cmBtS\n", "bfORm7LIsZs43+viloIkflR3juVFKXz1rmKe3tPM3eXpFKYMj63td3n56f7zvHWmB4D/f3kha+dk\n", "yh5TIiRB9Vzd7tFXgw8fPqxKY8TYYmUsoc+vcKJ9kP1neznf4xz1s36nl6OtA5zscOAJcRxoQ/sg\n", "2z/spM/lY8fxTj5sD21sa5bdzMM3ZbO6PJ1vv9nMhgW5fNju4FfvXeJrq0v580V5gUWju4e8gcQK\n", "sO1YB4Oe8HuvsfLehUvr8YUrqJ7r8uXLee2111izZo3a7REx7ljbIH//ykl8CmQlmvju/eUUplgZ\n", "dPv4r/db2HK0HR3w5Y8Us7gwiVMjprSmjTNldsT2WcDVTTJdXj8t/S4MOh35KZYJ94KymPSsKk1l\n", "y9F2zl/e/PDbu5v4+j2lFKfrMRn02M16ilIsgc0RF+TbSYjQmqxT5Wy3k02HWnD7FD6+MCewMLmY\n", "OkH1XH/zm9/Q19fHCy+8wAsvvMAHH3ygdrvENWKlrvX+hX6uLIjVPuihpX/4W0+Xw8OWo8PbqSgM\n", "72W17cMO/n7HKb5Sc5pfvXtx3CFds7NtfKQ0FdPl7V8qsxLxeP28cbKLjS8d59Obj/Pu+b4J21eQ\n", "bOEjZWk4PVeztdPjZ8+ZnsAQs3Sbma/dU8pfLyvkC6uKeOzmnEmNIpjq927A7eX7bzWz63Q3bzf1\n", "8PWdZ+ge8kz8xDDFymdzqgXVc73vvvtYvHhx4HjHjh2qNUjEtooRW1BbDDrSL/dGrSY96TYjXY7h\n", "3QJuKUxxYj29AAAgAElEQVTi94fbAo+taeji8QW5Y24EmJVo5m9WFPEXS7zYzUYSzQYu9bn4173n\n", "APD4FZ7df4E5WYnj7gllMuhZkJ/E36yYwTd2ncGvwH+7JY+tR9twev3cUjC8wMuMVGvY6xVMN7dX\n", "oXXwaimvfdAzajqumBpBJdeRiRXg/vvvV6UxYmyxUtean2fnm2tKOd/roio7MbCASVaimW+uKWNH\n", "QyepViNLClP4sM3BrlPDU1pnZdmwTfDV+9qFYYx6HXbz8NqpAOk2EybDxD1MvU7HkhnJPLN2FvvP\n", "9vLy0XbaBjxURXipwyum+r1LTTDyqaUFfPfNZhTg08sKAv/k1BArn82pFvLW2tFKJhHEntZ+F4cu\n", "DeDy+llUkBTyFiswvEX0L965QKLFwCdvzQ95/dSTHQ6OtAyQm2Rhbs74vd5Y4vH5Od/rwq8oFKZY\n", "Jr3rQzwLdxJBUDXXvr4+XnzxRX7961/j9XrZsmVLyC8kJkeLda2cJAtrZmWQ2XMyrMQKw1tEf+f+\n", "cr62ujSshakrMm08Mjeb22amRDSxtg24+eDSAGe7h9i/f3/Ezhssk0FPSXoCZRk21ROrFj+bkRDU\n", "p6mmpoZHHnmEV155JeqmvYrY5792KECITJNYF0ANLf3DSxCe6hzCZtLzj3fImPB4FNSn0mq1YjJd\n", "rdnIkoNTT8t1La3Fdr7XxanOIQAcHj/HezVReRuT1t6/SAmqG3rtJILJ9jRizZDHx6U+N0aDjsIg\n", "xlLGo7YBN5f6XCRbjRSnWeN6NlOyxTBq65iClPG3oRHaFFTPNTs7m9raWrxeL/v376eoqEjtdkUN\n", "p8fHy8c6+Kstx/kfm4/zXhBjKdUQzXWttn4XX995hi/sOMVn/9DAh22DIT1/srH5/EpUDTUqy7Dx\n", "reoy7pudwd/dMYMkR+t0N0lV0fzZnE5B9VxXrlzJsWPH6OnpITc3N672zeoY9PDLAxeB4bGUvzxw\n", "iZty7CHvFRXNhjw+Ekzhx3Ohz03D5a1WXD6Fvc29VI1YKEVNZ3uG+GX9RbqHvHxqaQFzc9V/3RMd\n", "gxy5NEBhioXK7ESSraOHORn0Om4pSA6Mma2tPa56m0T0CfrqVFVVFVVVVWq2JSqZDMNjKQcuzx7K\n", "tgc3ljLS1Khr9To9vHq8k92NPawqSeX+yoygd20dKdlqwKTX4bn8PXhmWmhX/sONzePz8/N3LnDg\n", "XD8A//DaaZ5dX0lu0vVfwy/0Ouke8pKVaBq1+WGozvYM8erxTtJtJvad7UOv17O4cPzfmdZrklqP\n", "L1xBJdeOjg5effVVEhIScLvdVFdXk56ePvETNSAnycI3q8v49bsXSU0wsWFhbtRdnQ5XQ7sjsKNq\n", "Y9cQpRkJLC1KCekcfU4Pep2O7z1QwVtnuilOS+DWMbaxHqml30VdUw89Ti93laVTEsY+XF6/Epjx\n", "BcMXj7y+6y8eNXYN8aUdp+hxepmRYuGpe0opDHP21aDbj8Wo5zcHWwB460wPP35oVthDyYR2BT0U\n", "a8OGDej1enw+Hy+88AKPP/642m2LGnOyE/lmdTl6HdN2oUaNveGHPKPrlE5vaHXLLoeHn+07z54z\n", "PWQnmvhGdRnFQYw19fkVNh1q4dXLC1XvOtnFjx6eTVaI26MkmAx8akkB//v107h8Cv/jtgIy7df3\n", "Io+3DdLjHE7C53pdHG7pJ9lquO7rfDByEk2cHbHaV7/Lx4Br/BWz1HjvoonW4wtXUMnVZrMFNiU0\n", "GAxYrfH3X1qL23/MyrRRmWXjeLuDyiwbszJDWzmpuXuIPZeX5msb9FDX1BtUcnV5/RwfsWRgh8PL\n", "kNsPYcw+XViQxLPrK/H6FXKSzFhvMGA+wzY6iQ55FE50DE34df5G0hPNPFCZycEL/fgVWJhvJ8se\n", "+p5ZPr/Cma4h+l1eClKsZIdxDhHdgkquTufodTkdjuE/jPr6epYsWRL5VonrqNEzyEse/orc6/SS\n", "YjWSZgst2ViMo8sjKdbgLorZzAY+Ni+Hf9kzvA/XfbPTSbeFPzlloq/kN2Un8pnbCjl0sZ85OYm8\n", "ebqLjy/IDfv1lsxI5kcPzWLQ7WNG6tXNDsdyo/fu8KUBvlpzCp8Cc7Jt/MPdJSH33KOF9FpvLKhP\n", "tN/v55e//CULFy7k8OHDpKSkcOzYMQ4dOiTJNcal2UwhJ9UrSjMS+PtVRWw50s7c3ESWzAi+XntH\n", "SSozUi24vH5mpiZgt6g3889uNbK0KJmG9kF+934LVTmJVGSGXuO9wmTQM3uS23nvOtUVWJrxwzYH\n", "rf3umE2u4saCujLjcDi47bbbsFqtLF26lMrKSjSy3kvMiMaxhFajgdUVGXz/wQo+vawwpK+2FuNw\n", "gpqfl8QH76k/9z43ycKnlhbwrw/P5ot3FpNtn7qB/Td67yqzrpZgEkx6kizDvX6/ojDo9uLzx87f\n", "17XxDbi8NLQP0tg1vBB6vAqqu/Dxj38cu/368YNFRUWcP3+ewsLCSTfE7/ejKIpMrY1B1kmMkZ1K\n", "qQkmUlVcei8UK4pTsZr0nO91cVtRCjPTEuh3ennleAe7TnWzvDiFh6uyJiw5RBuH28dzh1t5/k9t\n", "6HXwj3eXcHtx6nQ3a1oElVxvlFgBkpKS2LVr1w2Ta0tLC7t27cJgMLBq1Sry8vLGPH9NTQ2NjY2s\n", "W7eO/Pz8wP3btm3D5xu+EltWVsa8efOCaa4mabmupeXY4MbxpdlM3FORMeq+ho6rQ+OaDzmZnWVj\n", "+czoT0wj4+t0eHj+T8OLoPsV+M3BFhbmJ2lq0k2wVCt01dfXs2HDBgC2bt3KunXrxnxsdXU1x44d\n", "u+5+q9XKPffco1YThYgq1w6Fu3aoXCywGPWkWo2BoW9FqZbA9uXxRrXR8Dbb1ZqS2Rxeod7n87F5\n", "82ZeeuklDh48GKmmxaRorLlGipZjg+Djq8i0sTB/+FvirMwE5qi0M0KkjYwv227mm9Vl3F2exqPz\n", "svnvi/MxamTSTahU67mOvOA1crnCUFRXVwduv/rqqxM+fuRg5itvuFaOr2wKGS3tUet42fLbOdXh\n", "4Fx7D5kWhYXlhVHVPrWPv/KRZfS6vHS3nKfxTwfIj7L2BXNckWnj3pRu/H4/+ckF096eSByHY9Lb\n", "vIz1lb+mpiaQHHfu3Mnq1avHPc+xY8dITU0dVXMdaaJzyDYv2nD4Yj9ffPUUfgXSbUa+90AFhTE4\n", "tdTnVxj0+LAZ9XHbc9MKVbd5CcfQ0PBiwYqiBG4DHDly5Ib11Rtpbm4O3L52IoPQpkOX+gProHY5\n", "vLT2u8d/wghur5+zPU4u9rmmdahgv9PLc4db+OwfGvhF/UU6B4OPQWjHpMsCYw3DWrp0KZs2bUJR\n", "lFE9zn379qHT6UatsLVz504aGxuxWq0UFxezcuVKYDi51tfXA7BgwYLJNjWmTcf8bZfXT0P7IG0D\n", "HorTrJSHOD02WCNjm515tc6YYNIHPRTJ4/Xz+skuflx3DrNBx1P3lrKoYOIFZNTQ0OHg1+8NL+yy\n", "5Wg7ZSkG7q0ae7RMrJO1BW4sqOT69ttvc8cdd9zwZ9duu31Ffn4+TzzxxHX3b9y48br7xvq6fyXJ\n", "iulxrG2QL+44BQwnumfWzgpr9aorfH6FjkE3ep1uzPn48/MS+XZ1GS0DbmZl2IJ+vbZBDz+pOweA\n", "26fw7L4L/PAhG3bz1O/55rlm4W7XDVbqEtoX1Cfvj3/8I21tbdxxxx1kZ2er3SZxA9PRMzjZfnVH\n", "gSGPn7ZBd9jJ1ecfXkT7u7ubsBj1/NM9pcy7vLD1yNhsZiOLgliy8FomvQ6b2cDg5XV30xKMGKdp\n", "BbOKTBvLZ6awt7mXOdk2Fs3MmPhJMUx6rTcWVHJ95JFHmDNnDnV1dezevZu5c+fG5cLZ8aYyOxEd\n", "oAB2s4GcScx9bxtw8503m/D4Fdw+Hz+qPccP11aQFKE1BbKTzHxjTSk/33+BJIuBTy0tmLaZY5mJ\n", "Zj63soiNTi+JZkPUzAoTUyuoT/b8+fMBuPPOO+nt7eWnP/2pJNcpNhV1LUVRaOwaon3QQ16SmTnZ\n", "ifxw7Sw6Bt0UplopnkRJQK8Ho+HqbgUWgw7D5Z5lpGK7KcfO0w+UY9Dppv0KfZLFGPjHofWapNbj\n", "C1dQybW2tpbi4mL27t2L3W7ns5/9rNrtEtPgRIeDz28/icunkGQx8L0HKqjKSSSshVavkWO38NTq\n", "Un5Ye5YEk56/vaNIlSmRlhus5yrEdAgque7atYuPfOQjfPSjH5WFVabJVPQMznQ5Axdf+l0+LvS5\n", "JnUB61oLCpL48UOzMegZtcSg1ns9El98CrrmeqU0ILQrL+lqTVWvg0wVVmRKSZj6q/exqtPh4Xjb\n", "IF6/QmV2IjmyW0FMCaowJYl1+k3F/PvZ2Ta+e385f7W0gO8/UEFFkONa2wfdtE9ioLysLXA9t9fP\n", "c4daeGrnGb75xyb+te4c/S7vxE+cBlp//8IVVHLt6+vjxRdf5Ne//jVer5ctW7ao3S4xDaxGAwvz\n", "k1g/L5ubcu1B7Rv27vk+PvXScf5q83EOXeyfglZer3fIw77mHnae7KSl3zUtbYi0QY+P2qbewHH9\n", "ub7AMDMRG4JKrjU1NTz88MOkpKRgNMrXuukQjXWtjkE3336ziUG3j36Xj3/Z3UyXwxPyeSYb285T\n", "XXzjj00MuP08u/8CT+9p5mzP0MRPnCLhxGc3Gbiz9OparstnpmCP0jVRo/GzGQ2CypRWq3XUylZy\n", "UUsA6HRgHNG7Nep1TPW4fZ9foa6pl/tmZ7D5gzZaBobLE639Lp66t4zEKE1IEzEZ9Tw2P4f5eXZ8\n", "foXZWYmq7jMmIi+onqvbPbqe5vfH3iK+sS4a61oZNjP/cHcJuUlm8pPNfOkjM0kLY8D8ZGIz6HXc\n", "U5FOktkwqu57sc+N2xsdn9Nw40uzmbhtZiorStLC2r57qkTjZzMaBPWvMDs7m9raWrxeL/v376eo\n", "qEjtdokY4PH60aPw17cVkJ5goixDnYVdJrKyNI2mLgcWo57/ePcSOuCTS/JlZIKYVkGv53rs2DEa\n", "GxuZO3cuxcXFKjcrdLKe69T74FI/n3tleGEXvQ6eWTuLymlcPd/p8XGu14VBBzNSrZhkHVURAeGu\n", "5xr0v/aqqqrAlNfm5mZmzpwZ8osJbblS34ThzejaB91URmA2V7isJkPQw8eEUNu4yfWll15Cd/kK\n", "xZU6q6IonDx5kq985Svqt04EROP87aJUK2aDDrdPwWbSU5BsCes80RhbJEl88Wnc5Gq321mzZg11\n", "dXWYTCYWLFjAwYMHSU2N/u1+hfpmZdp4Zu0s2gbd5CVZIjpVVohYN25Ras2aNQBcunSJJUuWYDab\n", "WbZsGQMDA1PSOHFVNPYMdDod5Zk2ls9MnVRijcbYIknii09BVfx11wxelKFYQggxvqCSq9/vp6Oj\n", "A4COjg48ntBn4YjJ0fJYQi3HBhJfvAp6VayamhoGBgZITEzk0UcfVbtdIkYNun28faabPY093FGS\n", "ysqSVJlZJOJS0ONcx3L+/Pkxd4CdSjLONTq8d76PL9ecDhx/q7qMxWHsiSVEtAh3nOukR1m/++67\n", "kz2F0JCBa1ZuGojSZfKEUJtMYYkRsVLXKstIoDBleLxrQbI5qCmxsRJbuCS++CTFMBFRhSlWvnNf\n", "Gd1DXtKsRrKTwptYIESsk+QaI2JpLGG23UK2PfikGkuxhUPii09SFhBCCBVIco0RWq5raTk2kPji\n", "1aTLAtEwDEuIULT2uxh0+8lKNJFklcqYUMekx7lGCxnnKoJxqsPBV2pO0+P0cnd5Gp9eWkBqGLsn\n", "iPgxbeNchYglO0910eMcHnu761Q3Z3u0sVusiD7jfifavXs3ixcv5he/+MV1i2N7PB4qKiqktzhF\n", "tLxm5lTGlmm72kvV6yDBqH7/QsvvHWg/vnAFVXAqKSlh3bp1193/4osvSnIVMeWOklTaB90cb3fw\n", "sXk5FKdbp7tJQqPGTa533nnn+E82ysWAqaLlnsFUxpaTZOF/3DYDj88/ZXtsafm9A+3HF66gPl1p\n", "aWk3vF92JBCxSjYvFGoL6hO2atWqG94/Uc9WRI6WxxJqOTaQ+OKV/PsWQggVjDvOta+vj+TkZPr6\n", "+ti5cycAVquVe++9N+rqrTLOVQihBlXGub755psAbN++nQcffJD169ezfPlytmzZEl4rx+H3+/H5\n", "fBM/UAghYsC4yfVKp9Zms2E2m4Hhi1gm08QzWlpaWvjtb3/Lc889x6VLl8Z9bE1NDc8++yytra1h\n", "n0PrtFzX2rt3L639bk52OOh0aG9/Ni2/d6D9+MIV1Hf7a3uULtfEs1rq6+vZsGEDAFu3br3hONkr\n", "qqurOXbs2KTOIWKXLbeEv9t2gnaHh5tybHzpzhJykszT3SwhJmXcnqvb7eaFF14Y1VM9ffo0OTk5\n", "E57YZru6Av2VXm+oInEOrdDyWMJzTiPtl3usR1sdnOkemuYWRZaW3zvQfnzhGrfn+thjj113X0lJ\n", "CWVlZROeeOR1smDKCGqdQ0S/1ITRH0O72TBNLREickK+5K/XBzd6a2QpQafThfoyYZ1j5BznK3Ug\n", "rRz/7Gc/Y968eVHTnkgeJzraePLmTA63DXHf7EzKMxKiqn2TPR5Zk4yG9kh8oR+HI6glB10uF6+8\n", "8krg+IEHHsBiGX8bjy1btvDII4+gKArbt29n7dq1ABw5cgS9Xk9VVdWoxx87dozU1FTy8/MnPMeN\n", "aH0olpYXx7gSm19R0If5jziaafm9A+3HF+5QrKB6rtu2baO6uhq73c7AwAAvv/wyH/vYx8Z9ztKl\n", "S9m0aROKorB69erA/fv27UOn041Krjt37qSxsRGr1UpxcTErV64c9xzxSMsf3iuxaTGxgrbfO9B+\n", "fOEKKrmaTCbsdjsAdrs9qPpnfn4+TzzxxHX3b9y48br7xkqcY51DCCGiXVAF1GuHYvn9flUaI8am\n", "5bGEWo4NJL54FVRytdvtnDhxAoATJ04EerFCCCFuLOg9tPbu3cuFCxcoLCzktttuU7tdIdP6BS0h\n", "xPRQ9YIWwPLly0M+uRBCxKuQlxxsbm6Wmus00HJdS8uxgcQXr4JKrt/73vdobm5mx44dXLhwgZdf\n", "flntdgkhREwLKrnOnj07sPurlAemh5bHEmo5NpD44lVIq2IZDDLn+2Kfi4t9LtISjJSmJ4Q9tVcI\n", "oW1B9VwHBgZ4/fXXg1qwRcsu9rn4as0pvlJzms++fIJjbYNT9tparmtpOTaQ+OJVUMl1/fr1VFRU\n", "UF5ezuHDh+P2gtalPhcX+twAeHwK753vn+YWCSGiVVBlAZvNRklJCQA333wzc+bMUbVR0cjnV0hL\n", "MHJTjo2jrQ4AStMTpuz1tVzX0nJsIPHFq7B2GaypqeGhhx6KdFuiVr/Ty8sftvPaiS4WFSSxdk4W\n", "ZoOem/NkppoQ4sbC2lo73soCJzoc/Pq9Flr63bxyvBODXseKklSSrFO3A66W61pajg0kvng1bnZ4\n", "6qmn2LhxI5s2baKoqChw//Hjx+NqPyu3b/Q/E5c3vv65CCFCN25y/drXvgZAWVnZqGS6detWdVsV\n", "ZSoybdxRksLbZ3qZk21jbu7UlwO0XNfScmwg8cWroL7XLlu2bNRxamqqKo2JVpmJZv7XiiL+YrEP\n", "u1lPSoLs5yWEGF9QNdfc3NxRx3feeacabYlqSRYjBSmWaUusWq5raTk2kPjiVVgXtIQQQowv6PVc\n", "o10srec64PJysc+N1ahnRqpFptAKEcVUX89VRMaAy8v/PdjC1qPtmA06vrGmjAX5SdPdLCFEhElZ\n", "YIq1DrjZerQdALdP4Xfvt+DzT/zlQct1LS3HBhJfvJLkOsWsRj1W49Vf+4xUKwa9lAWE0BqpuU6D\n", "Iy0D/P5wK/nJZtbdlE1esmW6mySEGIPUXGPI3Fw7N+UkyoUsITRMygLTJNTEquW6lpZjA4kvXkly\n", "FUIIFUjNVQghxhFuzVV6rkIIoQJJrjFCy3UtLccGEl+8kuQqhBAqkJqrEEKMQ2quQggRRSS5xggt\n", "17W0HBtIfPFKkqsQQqhAaq5CCDEOqbkKIUQUkeQaI7Rc19JybCDxxStJrkIIoQKpuQohxDiibj3X\n", "lpYWdu3ahcFgYNWqVeTl5YX82G3btuHz+QAoKytj3rx5ajVXCCEiSrWyQH19PRs2bODxxx/nnXfe\n", "CeuxVquVdevWsW7durhPrFqua2k5NpD44pVqPVebzRa4bTabw3qsz+dj8+bNKIpCSUmJfO0XQsQM\n", "1XquI0u5JpMprMdWV1ezfv16PvrRj9La2jrha478D1pbW6upYy3Ht2LFiqhqj8Qn8d3o7y9Uql3Q\n", "qqmpobq6GoCdO3eyevXqST12onPIBS0hhBqibhLB0NAQMNwrvXIb4MiRIxw7diyoxzY3NwduO51O\n", "tZoaEyb7XzSaaTk2kPjilWo116VLl7Jp0yYURRnV49y3bx86nY6qqqoJH9vc3Ex9fT0ACxYsUKup\n", "QggRcTLOVcQcj88PgMkgc2CE+qJunKsQamhod/Dz/ecx6nV8elkBZRm2iZ8kxDSQf/0xQst1rWBj\n", "63J4+OedjRxpHeTQpQGe3tNMv8urcusmT8vvHWg/vnBJchUxw+tX6Hf5Asc9Ti9evyaqWkKDJLnG\n", "iBUrVkx3E1QTbGwZNhP/a8UM9Dow6nV8dvkMUq3RX9nS8nsH2o8vXNH/yRTiMoNexx0lqVRk2tDp\n", "IC/Jgk6nm+5mCXFD0nONEVqua4USm8mgZ0aqlcIUKwZ9bCRWLb93oP34wiXJVQghVCDjXIUQYhxR\n", "N/1VCCHimSTXGKHlupaWYwOJL15JchVCCBVIzVUIIcYhNVchhIgiklxjRCzUtc71OvmPAxf5P/UX\n", "ONcT/Pq7sRDbZEh88UlmaImIGHB5+eHbZznSMgjA4UsDfLO6jGSLfMREfJKea4yI9vnbTq+f5u6r\n", "vdXmbicujz+o50Z7bJMl8cUnSa4iIlKsRjYsyA0cb1iYS0oMLKoihFokucaIaK9rmQx67qvM4EcP\n", "zeKZtRWsnZOJ2RjcxyvaY5ssiS8+SddCREyCycCc7MTpboYQUUHGuQohxDhknKsQQkQRSa4xQst1\n", "LS3HBhJfvJLkKoQQKpCaqxBCjENqrkIIEUUkucYILde1tBwbSHzxSpKrEEKoQGquQggxDqm5CiFE\n", "FJHkGiO0XNfScmwg8cUrSa5CCKECqbkKIcQ4pOYqhBBRRJJrjNByXUvLsYHEF68kuQohhAqk5iqE\n", "EOOQmqsQQkQRSa4xQst1LS3HBhJfvFJtD62WlhZ27dqFwWBg1apV5OXlhfzYUM4hhBDRRLWea319\n", "PRs2bODxxx/nnXfeCeuxoZxD67S8N7yWYwOJL16pllxtNlvgttlsDuuxoZxDCCGiiWrJdeQgBJPJ\n", "FNZjQzmH1mm5rqXl2EDii1eq1Vx9Pl/gtk6nC+uxoZwjNTWVgwcPhtrMmGGz2TQbn5ZjA4kv1qWm\n", "pob1PNWS69DQEDDc+7xyG+DIkSPo9XqqqqomfOxY99/IokWLItZ2IYSYLNWS69KlS9m0aROKorB6\n", "9erA/fv27UOn041KrmM9dqz7hRAi2mlmhpYQQkQTmUQghBAqkOQqhBAqkOQao/x+/6jRFEKI6KLa\n", "Ba1Ii8R02mgWSptrampobGxk3bp15OfnT2ErwxdKfEePHqWhoQG/38+yZcsoLCycwpaGLpTY9u7d\n", "S2trKwBFRUUxMcol1L+noaEhnnnmGf78z/88Jj6focS3bdu2QKemrKyMefPmjX1iJUb84Q9/CNze\n", "smVLxB4bLUJt89GjR5ULFy6o2aSICiW+PXv2BG6/8sorqrUpUsL9vL322mtqNCfiQo3v1VdfVd57\n", "772Y+XyGEt/rr78e9Hljpucaiem00SwW2xyKUOJbuXKl2s2JqFDfu6amJl566SUeeeQRNZsVMaHE\n", "193djc1mw2q1qt2siAklPp/Px+bNm1EUhZKSknHXkI6ZmqsSgem00SwW2xyKcOJ74403WLJkiVpN\n", "iphQYysuLuYzn/kMBw4cULNZERNKfLW1tTG3kEso8VVXV7N+/Xo++tGPBso7Y4mZnmskptNGs1hs\n", "cyhCjW/Pnj1UVFSQmZmpZrMiIpz3zmq1kpSUpFaTIiqU+FpbW3n55Zdpa2ujuLg4Jmqu4f7tTZSI\n", "Yya5RmI6bTQLJb5YFEp8b7/9Njk5ORQXF091M8MSSmxdXV2kp6cHHh8LQonvL//yLwE4duxY2HPy\n", "p1oo8TU3NzNz5kwAnE7nuOeNmeQaiem00SyU+Hbu3EljYyNWq5Xi4uKYqFEGG19bWxt1dXVUVlZy\n", "/Phx+vv7efLJJ6er2UEJ5b2rq6vD5XIBsHjx4ilvazhCiQ+G/4HU1tbGTM81lPiam5upr68HYMGC\n", "BeOeV6a/CiGECmLmgpYQQsQSSa5CCKECSa5CCKECSa5CCKECSa5CCKECSa5CCKECSa5iWvh8Pvx+\n", "/3Q3QwjVSHKNI0899VTEzvX888+zdetWtm7dyh/+8Af6+vpG/Xz79u03fN7Fixd58cUX+eEPf0hn\n", "Z2fYr//ee+/x85//POzna9VYv/drvfbaa7z00ksqtya+xcwMLTF5GzdujNi5dDod69atG/PnY007\n", "zs/P59FHH2X37t2Tev1FixbR3Nw8qXNoUbDTvdesWcPmzZtVbk18k+QaB1paWti/fz+nT5/mc5/7\n", "XOB+h8PB5s2bsdvtGAwGGhoa+PznPx/4+euvv87AwAAGgwGPx8PatWuxWCwAWCwWXnrpJQwGAw6H\n", "gwcffJDk5GS8Xi+vvvoqx48fZ+vWrQBUVFRw0003TTqOnTt30tXVhdFoxGAwjCorNDQ0cOjQIRIS\n", "EnA6nSxevJjS0lIuXbrEr371KyoqKli/fj2tra0899xzZGVl8fjjj2M0jv0nUFNTQ0NDA2lpaSQn\n", "J+NwOJg/fz5z584d9zVheFnB119/nfnz59PU1ITZbCY7OzuwYlRdXR3t7e0YDIbAdNhHH310wt9B\n", "UyKpRxUAAAPxSURBVFMTdXV12O129Ho9HR0dfOITnwDgrbfeGvV7T0tLY9WqVQB4vV62bNmCXq9H\n", "UZSYWEA+5gW98quIec8///yo48bGxlELNjc1NQVu19XVKQ0NDYHj/v5+5aWXXrrheV0u13U/u/a1\n", "rvXmm28qbW1tQbf96NGjyr59+wLH7e3tyne+8x1FURRlcHBQ+c1vfjPq8S+88ILidrsVRVGU1tZW\n", "ZefOnYGfbdq0KejX/cIXvqD4fL7A8e9//3vF4XBM+JpX2vyTn/xEcblcox7X0NCgvPPOO4Fjv9+v\n", "1NXVBdWeV155RWlubg4cj3zPFGXs3/u2bduU9vb2wPE777yjvPDCC0G9pgiP9FzjWElJCT6fj9de\n", "ey2w7NqVFX8uXLjA8uXLA4+12+1jnmcqFvc+efIka9asCRxnZmYGtn9pbW2lr68v0GOD4RWLuru7\n", "yc7OJjs7m/b2dmC4Fx9Kr23evHno9VcvTcyaNYuLFy+i1+vHfc0r7rrrrut+PydOnOCee+4JHOt0\n", "ulG/6/Hcf//9HDhwgGPHjuH1esnOzg68Z+MZGBgYtXzjggULOHv2bFCvKcIjyTWOHT58mJtvvpny\n", "8nJgeH+nK0uqFRYWcuLECWbNmgUM/3Fe4ff7OXPmDGVlZQD09PSovvJ8RUUFhw4dYtmyZQC0t7dz\n", "7tw5AAoLC8nJyRlVA752JMKiRYt49913OXfuHGvXrg36dY8cOYLf7w8k2FOnTvHggw9iMBgmfE1F\n", "UW64PmhpaSkffPDBqFWxRv6ux/P+++9z6623Bo5/97vfBbWgeGJiIh0dHYEEe/DgwZhZ8jBWyapY\n", "cWD37t309PTwwQcfBHpi1dXVbN++fVSvDOChhx4K3Hel5qrX6/F4PDz00EOBmuvu3btpbW3FYrHg\n", "8Xh45JFHRtUv33rrLbq6utDr9Xi9XpYvX05ubm6g/tvY2EhOTg5JSUlUV1cH1ft944036O7uxmq1\n", "4nQ6aWtrY9myZSxevJhz585x4MCBQBsGBgZYu3btqAWpf/nLX5Kbm8sDDzwQ9O/u3//937Hb7Vit\n", "VjweDzfffDOVlZUA475mfX09hw4dAiA7O5uCgoJRSfHNN98c9fuZPXs28+fPn7A9zz77LHl5eSiK\n", "gt/vH1XHheEkffjwYSwWS2Arkvnz5+P1ennxxRcxmUzo9XrsdjsHDhzg4x//eMysmxtrJLkKMY4X\n", "XniBj33sY9PdDBGDZJyrEGOoqanh+PHj7NixY7qbImKQ9FxFVGhqagp8jb5WcXHxhKu+x8prjmdg\n", "YIBdu3bdsBZqt9tjZlcNMUySqxBCqEDKAkIIoQJJrkIIoQJJrkIIoQJJrkIIoYL/B6/0XF6Oyy78\n", "AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.515730\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8E/edP/6XZnQftnxJvrDlC4y5nEAwVyAHBJOE1JC0\n", "IWGz3XZD+/s233Z3e2zT9tsj3e21bXpst02P7bbdtiFNwpFwhiOEYHMYQqCAsbExPvF965ZG8/tD\n", "IGxsy5KssaTR+/l45BGPGI0+b4/81ug9n0PC8zwPQgghYcVEugGEECJGlFwJIUQAlFwJIUQAlFwJ\n", "IUQAlFwJIUQAlFwJIUQAUqEO3NnZiaNHj4JlWaxZswYZGRmT7nvy5El0dXUBAHJycrB48eKgj0EI\n", "IdFEsORaXV2NrVu3AgB2796NioqKSfddsWKF7+dDhw6FdAxCCIkmgpUF1Gq172e5XD7l/k1NTXj5\n", "5ZdRWFgY8jEIISRaCJZcRw/8kslkU+5vMpnwwgsv4OzZsyEfgxBCooVgZQGO43w/SySSgJ6jVCqh\n", "0+lCOsahQ4fAsmyQrSSEEP/0er3vPlAwBEuuNpsNgPfq8/bPAHD58mUwDIOSkhLfY/39/UhOTvbt\n", "P9UxJsKyLO69996wtZ8QQgDg/PnzIT1PsORaVlaG7du3g+d5rF271vf4qVOnIJFIxiTXqqoqOBwO\n", "AMCSJUumPEY8qqysxKpVqyLdDEGIOTaA4otXgiXXzMxMPPPMM+Me37Zt27jHNm7cGNQxCCEk2knE\n", "MuXg0aNHqSxACAm78+fP4+GHHw76eTRCixBCBEDJNUZUVlZGugmCEXNsAMUXryi5EkKIAKjmSggh\n", "flDNlRBCoggl1xgh5rqWmGMDKL54RcmVEEIEQDVXQgjxg2quhBASRSi5xggx17XEHBtA8cUrSq6E\n", "ECIAqrkSQogfVHMlhJAoQsk1Roi5riXm2ACKL15RciWEEAFQzZUQQvygmishhEQRSq4xQsx1LTHH\n", "BlB88YqSKyGECIBqroQQ4gfVXAkhJIpQco0RYq5riTk2gOKLV5RcCSFEAFRzJYQQP0KtuUoFaAsh\n", "JMp1jThwscMMHsDCdC0yEhSRbpLoUFkgRoi5riXm2IDoi8/q5PDK6Xb86P0WvPx+C355qg0Whzvk\n", "40VbfNGCkishccbq5HCxw+zbvthhhtXliWCLxImSa4xYtWpVpJsgGDHHBkRffDoliw1zUnzb6+ck\n", "Q6dgQz5etMUXLajmSkicUUhZPL3QiMVZOvAAClNUUMpCT65kYnTlGiPEXNcSc2xAdMaXqJJicXYC\n", "lmQnQK+STetY0RhfNKDkSgghAqB+roQQ4gfNLUAIIVGEkmuMEHNdS8yxARRfvKLkSgghAqCaKyGE\n", "+EE1V0IIiSKUXGOEmOtaYo4NCE98nIeHm4vOIapiP3+hEmyEVmdnJ44ePQqWZbFmzRpkZGRMuu+V\n", "K1dQV1cHj8eDZcuWITs7GwCwZ88ecBwHACgoKMCCBQuEai4hUat5wI4/nLuJEacb/3hfFuYaNJFu\n", "EgmAYMm1uroaW7duBQDs3r0bFRUVk+7b19eHzZs3AwD279/vS65KpRLr1q0TqokxRczjt8UcGzC9\n", "+OwuDq+casP5myMAgP/3znW8sqkYBq08XM2bNrGfv1AJllzVarXvZ7nc/xth9erVEz7OcRx27twJ\n", "nueRl5dHN6xI3HF7ePRaXb5ts4ODixPFPWjREyy5ju6EIJMFNnb58OHDWLp0qW+7vLzc9/OBAwem\n", "fH5lZaXvU/R2HUgs26+88goWLFgQNe0J5/boml00tCfa4vt0WRa+dbgRLg+PzyzPQppGJqr4YmE7\n", "FIJ1xTp48KAvOR45cgRr1671u//x48eRm5sLk8k04b9PdQyxd8Ua/cEhNmKODZh+fB6eR/uQA5yH\n", "R3qCHEppdM1gJfbzF3VdsWw2GwDvFeztnwHg8uXLqKmpGbPviRMnYDQaxyXW5uZm3892u12opsYE\n", "Mb95xRwbMP34GIkEs/RKmJJVUZdYAfGfv1AJVhYoKyvD9u3bwfP8mCvOU6dOQSKRoKSkBADQ3d2N\n", "qqoqFBcXo7a2FiMjI3juuecAeJNrdXU1AKC0tFSophISl9qH7DA7ORi18mlPO0jGoxFaMULMX73E\n", "HBsQnfHV9Vjw4oHrsDg5LM9NxOdWzkKKOrQEG43xhVPUlQUIIdHraP0ALE5vH/JTzUNoH4rvspsQ\n", "KLnGCDFfGYg5NiA648tIuNM9kpUA6mks8xKN8UUDWkOLkDCzuThcvGnG1R4LSjN0mJ+ugYyNruuY\n", "VSY9LE4OdT1WPFGSirxkVaSbJDrRdcbJpMQ8fltssV3tsuAbhxux/UIXXjzQgPM3uiLdpHHStHL8\n", "3b0Z+Lf1BbhvViJYRhLyscR2/sKFkishYdZluTOiigcw7Jp8XyJelFxjhJjrWmKLLTtRAbXM+6eV\n", "rJLCkKiNcIuEJbbzFy5UcyUkzDgPj6cXGcF5ePAAarotWJSpi3SzyAyjK9cYIea6lthiS1XLsPtK\n", "D/73fCf+8mEnTNrQ65mx4Pb56xh24E/nO/CzyhZc77NGuFWRR1euJC71WZywODkkKFjo1eGdvi9b\n", "r8QPHy1E65ADyWoZzC21AIxhfY1o4/bw+NP5DhxpGAAAnGwewn99ZA7SomhqxJlGyTVGiLmuNdOx\n", "NfRaUdNtwfYLXdDIWXz5gVwUpaon3Le+14ob/TYYdXLMSVMHPLY/J0mFnKRb3ZsMiyfdr8/iRG2P\n", "FR4eKE5Tx2QyWrVqFaxODo39dwYiDNjcsLmjc+WEmULJVWA9Ficaeq2QsQxmp6qQoKQx3JHEeXjU\n", "9Vjw6zPtcHE8+qwu/OJkK36woRCKuzrSN/bZ8IW99bDfShLf31CAe7MSwtYWh5vDnz/sxL7aPgDA\n", "mnw9/mVVDtTy6JucZSpqOYtnS434zrtN4AFUzEsLeTitWFDNVUAjDjd+ebIN3zx8A189eB17rvaC\n", "84Q2lYPY6pKjzWRsEgnAMhJ4Rp0H160bT3frtTh9iRXwXsWGYrL4zA4OJ24M+rZPNg1hxOkO6TUi\n", "6XZ8y3MT8YuKOfjJxiI8d086NDH4IRFOlFwFNGx3o6p5yLd9uL7fN56bRAYjkWCeQYNPL8uGUsog\n", "RS3D/10xC8oJhn8adXLoFOyt5wElYV67SqtgcX+e3re9wpQInTx2v0zKWAaFqWrMM2qhU8ZuHOFC\n", "s2IJaMjmwjcON+Jqt/eKp2JeGrYtzYy6oZDxyOxwY9DmhkrGIEVzp855o9+GD9tHkKKRYWGGFoM2\n", "N9qG7EhVy1CUpoF0GiOZJiKGmqvYhTorFn28CChRJcOLD5hwucsMBcugxBh9Y8zjlVYhhVYx9u1/\n", "c9iBLx9owKDN+9X802VZeHKBQdBx9ykaOVZqKKGKEf2lCywjQYF1RSlYnZ+E1Gn8EVHNVXgjdrcv\n", "sQLA+faRsBw3WuITitjjCxUlV0JuSdXIUGK40yWrfE5yBFtDYh3VXAkZpcvsRPOADVq5FIUpKsil\n", "dP0R76jmSkgYGLVyGAW+qeR0ezBs995M0yjoT1Cs6GM5Roi5riXm2ICx8Y043HjtYhc+tbMW3znW\n", "hJvDsb+8itjPX6gouRIygxr7bPjzh50wOzmcaxtBdetwpJtEBELJNUbQ3AKxa3R8d9/gCHHAXlQR\n", "+/kLFSVXMqPcHh5Xusw4XN+H2m5LyMOBY1VBigpbFhmhlDIozdBiWU5ipJtEBELJNUaIpa5V12PB\n", "F/bW44fHW/D5vfVo6LOKJrbJjI5Pp5Bi6z1G/O6pufjG2jxkJigi2LLwEPv5CxXdqiQzqmPY6fsq\n", "7Pbw6BpxztgnPM/zkEgiP3G1QsoiTRvfk5rEA0quMUIsda3sRAVkjAQuDw8FK0FmggKF+YHHZna4\n", "cWPADgmA/GRVQNPzdZud2F/bi7oeK55cYMA9mTrfaqdWJ4drvVZYnBzyklWCXEmK5dxNRuzxhSqk\n", "5Go2m6HVinvRNSKM2Wlq/HhjEbrNTmToFChICXzcvsPNYcflbvzlQ+9S1Z8uy8QTJWlTztdwvHEA\n", "r17wPufCzRH8V0Wx73Urmwbxo/dbAACFKSp8+5H8aQ1TJsIbsbtxomkQ1a1DWJOfhGU5iVBNMKtZ\n", "pPl9V9bU1Ez436uvvjpT7SO3iKWuxUgkmJOmwf15SShMVUMikQQc26DNjb9e7PZt//Vv3RhxTD2F\n", "Y8eww/czxwM2l/c5PM/jSEO/798a+mzot4Z/PtVQz92AzYXTLUOovDGAHrMzzK0Kn5l+b9Z0W/DT\n", "ylacbB7G944141qI8+wKzW9yPXnyJBiGwY0bN3DmzBk4nU6cPn0ayck05prMPJWMRcGoGaqKUlRQ\n", "BjA89ZHZKb6lrlfn6ZF166u/RCLB8lF36zN0ciQqo+MKyOX24I2/deEbhxrx7aNN+NXpNpgdsTeR\n", "thCG7GN/D4F8wEaC37LAli1boNVqceHCBXziE58AAJSWluKvf/3rjDSO3CHmulagsSUopfjXB3Jx\n", "vHEAUlaC1XlJAdVciw0a/FfFHFidHhi0MuhVd5YfeagwCRkJCgzb3ShO08Coi46aq9nF4dj1O6sU\n", "VDYNYVsZN26axGgw0+/NOWlqpKpl6LW6kKNXIF/AKSGnw++Zul1XlcvH1qDu3iZkpszSK/F392YE\n", "/bzsROWEj+sUUpQYNVBKGcgjMNfukN2FK50WDNjdmGfUwHRrUUO1jMVKUyLerukFANyXrRuzbArn\n", "4dE6aIfLwyMzQRFXS6rkJqnw8uNFGLS7kaKWwqCNzu5sAX0MWq1WeDweMAwDjuMwMhKeeS5J4Cor\n", "K0V79RqJ2NqH7Hj3+gBsLg/SdXJc6hjBJ+7LmlZvAYebw/U+G+wuD0zJKiTfWqDPX3zvNw7i5yfb\n", "AADJKil+snE2MhIUUEgZPLMoHaUZOrg9Hsw1aqEbddVa3TqEbx+5AY4HtiwyonxOMjITJv4AEVok\n", "zl9GggIZUd5HOKDkumHDBvz5z3+GXC6Hw+HAY489JnS7CBGMxcnh51WtOH/TDMDbpasgRYVj1/ux\n", "9Z7gr4pvO954p+fBmjw9Prsye8rVfs+23ZlboN/mRsugdyKXjAQFUjQyrBq1xtZtVieH35/rAHer\n", "v/BrF7tg1MqhU0jHJOB4wnl41HZbUNdjRV6yCnONgS+DLpSAzkRKSgr+/u//Xui2ED/EetUKjI+t\n", "ddCOEYcbBq1ckG5RdheH6/13ZqNqHbJj6awEWJ0eP8+a+pi7r/T4to/fGMTWe9KRoJT5PXcPFybj\n", "dIs3wZqSlPigfQS/Ot2G75QXTHolKmMlyEyQo2nAG0OiUopusxNWJxeR5BoN7836Piu+sK/eN0Dl\n", "Px4tRGmmLqJtCulMdHZ2Ij09PdxtIQTXei348v7rsDg5lBjU+OpDeTCEeX7VBKUUWxYZ8esz7QCA\n", "8tkpaBmw4R/uywz5mHIpgwXpGjT02QAABo0MWgWLtiE7BqxupGpkE36NLctJwMuPF6F1wI5uixOv\n", "XeyChwfah5x+kiuDf7wvE1qFFIM2N8pmJeBGvy0qb3bNlD6La8wkOB0jDpQiBpLrlStXMG/ePN/2\n", "yZMnsXnzZsEaRcaLl5rrmeZh3/LjNd1WtA7aw55cZSyDR+ekYK5BDbeHR7JaBrWMQbI69NdhJBI8\n", "tcAIU5IKg3Y3VuQmYsTB4cv7GzBodyNdK8d3NhRg1l031pRSFgvStRixu/HTqlYAgJSRQK/y/6c5\n", "S6/Cp8uy0DrogNnhxgqTPmI3taLhvZmVoIBOwWLEwUHOSqKiB0FAybW+vn5McpVK4/cTkggrI+FO\n", "gmMkgE4hTMJQyVmUGMM7yjBNK8eG4lTf9uH6Pgze6pPZaXaiecA+LrnetiBDi68/bEJDnw1LshMC\n", "Grnm7elAf4sAYEpW4cePF6FjxIk0jSx2kuvdPJ7Qa1MkNJG+MhDS6NgWZyXgM8uzUNNlwbqiZOSn\n", "qP08M7olqcbezNIrJ/9z0ymkuD8vCffnJQndrLCLlvdmbpIKuUmRT6q3+U2ue/fuhc1mQ21tLVwu\n", "l+9xo9E45YE7Oztx9OhRsCyLNWvWICNj8ruwV65cQV1dHTweD5YtW4bs7Oygj0HEIUktQ8U8Ayrm\n", "jf+3lgEbui0upGlkEf0jMjvc6LW4oJKxMOomLyXMNWjwlQdzcb59BMtzElGYGj1/+ER4fpPr448/\n", "DgDYs2cPNm7cGNSBq6ursXXrVgDA7t27UVFRMem+fX19vhru/v37fck1mGOIXTTUtYQSSGyN/TZ8\n", "aV89RhwctHIWP3ysKKhJX4LBeXhc7bagpsuM/BQ15hs1UN6aGGTI7sbvz97E/ro+6FVSfK+8AAWT\n", "XF1r5CweLEhG4lAT7jXlCtLWaCDm9+Z0BDQkZcOGDUEfWK2+84abakTX6tWrp30MIm4tg3bfGHKz\n", "k0PLoC2o5zvcHlzttuDD9mH0WVx+963vteKL++rx32c78NWD13G1587EIK2Dduyv6wPgnUjm4K2f\n", "/bFavc+3OTl0jDgwaPP/+kQcAqq5hnIDi+fv9IuQyfx3pL7t8OHDWLp06bSOIVZivjIIJLaUu+qX\n", "Kerg3g+nmofw3WNNAICVuYn45/tzkDhJDbTPOrZbT+ewA7jVZ1IhZSDBnbWwkgNox6pVqzBkd+PV\n", "Dzux+0oPClJU+OqDJmTrIzOiKtzE/N6cjoCuXPfv34/W1lY0NTXh1VdfRUNDw5TP4bg7M9UEMvv7\n", "8ePHUVRUhNTUO3dbgz3G6KnPKisraVtE2/ab9fjGmgz83T3p+F55ARwdDQE/38V5sOvKnakKq5qH\n", "cK21c8z+Z8+e9W1nJSp8iVfBSlCQovIdz5SkxNceNqEoRYVHCvV4sCApoPb/rakLu670gId3asNj\n", "9T04ffp01Px+adv/digk/OjLw0ns3r0bTzzxBN5++21UVFTg9ddfx8c+9jG/z9m1axc2bdoEnuex\n", "d+9eX8328uXLYBgGJSUlvn1PnDiBtLQ0FBcXB3SMiRw9ehT33nvvVKHELDHXtaYTW32vFXU9VqRr\n", "ZZhr1E7Y19PD8zhxYxAtg3bIWQaHrvXiu+VFMOrkGHa4cb5tGNf7bCjLSUSJUQNGIkHLoA2dI06k\n", "qmUT9lhwuDjIpAyYAD/09YWl+Pzeet9j/2dZFjbNN4QUc7QR83sTAM6fP4+HH3446OcF9H2fYRgw\n", "DAOl0vs1RqGYesKEsrIybN++HTzPY+3atb7HT506BYlE4kuu3d3dqKqqQnFxMWprazEyMoLnnnvO\n", "7zFIbBpxuNE66ICClSAnSTnlCgJTabp1k8vq8nYN/ObaPKw0jR+Lf63Hiv94rxkuDw+tnMW/PZLv\n", "u8v/YfsIvnusGQCw83IPfvbEbBSmqpGjVyFHP/kNM0WQM9/nJXs7/e+83I25Bg2t+hoHAkquTqcT\n", "ZrPZl1wDuNhFZmYmnnnmmXGPb9u2bcy2wWDAiy++GNQx4lGsXxlYnBxevdCJHZd6wEiArz1k8vXp\n", "DDW2fpvLl1gB4Gq3ZcLker3PBtetIqrZyfk69gNA88CdOQZcHn7cRMzhcDu+inlpeLgwCUop4+t9\n", "IAax/t4USkCXDpmZmdi9ezeWLVuGy5cvo7GxUeh2EZHps7qw45J3YhMPD/zlwy7fciuhMmrlMGi8\n", "N5QYiXcAwkSyE+9805IyEqSNmgxmSbYOctb71T5HrxB0qWuWkUCvks1YYnVxHjjc0TlLfzwI6Mp1\n", "xYoVWLFiBQCguLgYhYWFgjaKjBfrdS2llIFe5Z1oBADyku+UBUKNLStRie9vKETrkB1JKtmk/V6L\n", "DRr88NFCtA05kJ+iGtOZf65Bg/98Yg6G7C6kJyiQEcaVCDgPD5aRROTcNfZZ8cvTbXC6ebywIhtz\n", "0jSCvVasvzeFEnQfK6lUOqZr1oULF1BaWhrWRhHxMWjl+O76ArxV04MklQzlc1IgZaa+GTSVbL1y\n", "yi5NCimDRZk6LJpgCjqJRIL8FBWA8A1IsDo5nLgxiMP1/ViWk4g8ferUTwqjEYcbPzze7JtW8ZuH\n", "G/HLijnTmpiGBG/asz40NTVRcp0BYrgyKExV4wurx49UEjo2zsOjoc+KHosLWQkK5Ak8qce1Xite\n", "PuGdNPtvnWa8tC5P0Ne7m9vDY3jUon0WBwe3gNOBiOG9KQSaUoeIXm2PBV/cWw+OB7RyFj9+vAim\n", "MCbY28Nla3ssyE9WweMZe8N32B6+ume32Ynz7cOwuTxYkp2AWRNcteuVUnx25Sz825Eb4Hgen1+d\n", "E/SgCzJ9M78iGwnJdDs0RzN/sXEeHpxn6t4p/lzvs/mWRDHfGoIaTreHy/7mzE28eOA6AAlm36rr\n", "ZujkMErt/g8wiovzYNDmgmuCS00X58GrFzrx4xOteOV0O759pBED1vFDaSUSCZbOSsBvnpyL/35y\n", "Lu7PSwIbhhLMZMT83pwOunIlUet6nxX/c7YDEgCfvC/zVm00eLmjru5k7NjeAuHQY3aOGS7bY3Xi\n", "pXX5GLC5kaBkUX/xHFCQNeVxBm1u7LrcjXevD2B5TiKeXmREiubOFafd5cHFW+t+AUDzoAMWF4ck\n", "jL8qZSQSZCVG9wJ+YkfJNUaIua41UWyDdhe++24TWoe8V5mdZgdefmw2EqeYoX8ixQYNfvRYIW4O\n", "O2FKUoZ1Nq2OYQfMTg4JChbDDg6KW7Pgp2jkSLmVxA0rVwZ0rGs9Fmy/2AUA2F3Tg4UZ2jELFGoU\n", "LD4yLxW/POVdnubhwiS/c8TOFDG/N6cj8meGkAm4OR4Dtjsd+gdsbrhCnKRdIWWwMEOHhQJMB3yp\n", "04xfn2nHxxYZ4fHwKDFoMDs1tAm+3XeVP1zc2HgZiQTrilJQkKyCg+NRkKyK2nWzHG4OUoYRtBwR\n", "7aZdc6WeAjNDzHWtiWJLUsnwwopsMBLvAIEXlmePm9k/VG4Pjx6LE4P26U/9xzISWF0e/OFcB/73\n", "fCd4jJ9kKNBzV5Sqxspc77DY0gwt5hrH903VyFksyNBhSXYCkqLkJtXd8V3qMONL+xrwrcONvqXC\n", "41FAH3tVVVVISUlBcXExGhoaoNVqfau/mkwmIdtH4hTLSLA6T4/CW1/hMxMU074KGrC6cLXbArOT\n", "g0rG4OawA0tnJU6ra9aCdC3WFibhg/YRlM9OQWGIV62Adw2uz6/OwTYHB42cnXRKxGjWMezA/zt0\n", "HbZbw5I9PI9vrsuHfJrzSMSigM5eS0uLb8aq/Px87NixAx/96EcFbRgZS6i6VrfZiUGbG3qVNOyr\n", "rAZqsthkLBO25Vxcbg9e/1sXdlz2DsG9J1OH7EQ5rnSZYUpSBjSl5UQMWjk+t3IWrC4PdHIWMun4\n", "JBLMudMppNBF6Vf9yYyOz+3hfYkVAPptbm9vD/FMpRCwgD5ONBoNUlJSvE9gGLBsHP6mRKhtyI6v\n", "HGjA/32rDi8eaEDbkHi/wpmdHI43Dvq2L9wcgV4lA+fh0W12wuYMvS+qUsYiWS2bMLHGG4NWjs8s\n", "9/aMULASfHppFlQimqQmGCG9GxiG3kQzTYiaa0OfzXc3vm3IgYbe4JZOCZeZqCdr5Szuz79z531R\n", "hhYtg3YYtXJ8/PUabL/YBbMj/DNiAeKulwNj41NIGZTPScF/PzkXv35yLkqzxg85jhcBff+QSCTo\n", "7+9HcnIy+vv7x6wQQGKX9q6JpbWK2LvCsDg5WJwcdArW7xWSTMrg6YVGLEjXwuzgoJQykLES/PJU\n", "Gzw88NrFLqzITUSxYeo/CRfnQWO/DWYHh9wkJVLD3G821imlLHKSYu+9FG4BrUTAcRwOHz7sm9O1\n", "vLw8pHW1hCT2lQiEYHa48f6NQRxvHMDqvCSsztfHVL2va8SJV0634YO2YawtSsZz92YEtKbVbb+r\n", "bsdf/+Zd/oWRAL+omDPpSq6jnW4ewreONMLDe6+AX3zQRMNLRUzQlQhYlkV5eXnQByfRTauQ4tHi\n", "VGyYkxLyDZ1IutJlxsnmIQDAvto+LMtJRFkQM/xvKE7FzREHmgcceO7edOSMGsnVPGDDiRuD0CpY\n", "LM9JhHHUVIT7a3t9I7IudpjRa3ZGVXK1uziYnRzUchbqOK13RoOAiqf19fVT70QEJWTdLtKJNdTY\n", "7m72VFF4eB5Xusz4y4edONU8hESlFF9+wISvP2SCjJWgrscKp9uDPosT3zjUiP8934lfnmrHqxe6\n", "xnTwn5+h9f2sU7BTllNmsuY6YHXhd2dv4vk3r+InJ1rQbQ7vPAoTEXtNOVQBXblevHgRRUVFvu0b\n", "N24gL29mp1Ej5G7zjBo8kK/HubYRrC1KRlGa/6/01/ts+NK+Bl+i/LdH8pGhk+Pz++oxcmuKvh9s\n", "KESqRoaOEafveTVdFtjdHLRy75/L2sJk6JVSdI44sSI3EVmJ0bNEdn2vFW/V9AIAjjcOYkWuHgYt\n", "zTEQCQGvoTXaxYsXKbnOMDGP3w41NoNWgX9ZlQOLy3tDSyH1fwXZb3ONuQL1rgYr8SVWALjcacam\n", "+WlYPzsZ71zrBwA8ucAAzaiv18lqGR6ZnRJwOyeKz8PzuHHrplhmoiJsk8ncfQMlkPXupkvM783p\n", "CHiZl3feeQfr168Xuj2EBEUlZ6GaYDntiWQlKGDQyNBtcUHGSjDfqIVazkAjZ2G51c+1xKiBViHF\n", "P96XiYcLkiGXSlCQogp76eRvHWZ89eB1uD08FqZr8OKDprD0OihKVeOxuSk4Wj+AJdk6zEvXTv0k\n", "IoiAkuuf/vQnFBcX44033gAA1NbWoqKiQtCGkbHEvE5RuGLrMTtR32eFnGEwO02FBOXYm0zZiUp8\n", "/9FCdIw4kaySIj/ZmzR/9FghmgfsSNXIfGtN6VUylGaF5ybVRPEdru/3XUX/rdOCzhFnWJJrslqG\n", "Ty3NwrOL0qGRs1AH+MEzHWJ+b05HQMl1w4YNWLJkiW97//79gjWIxB9VRj5OtwzBoJUjP8Rx/sN2\n", "N35W1YLq1hEAwMcXp2PLovRx8xFkJyqRfVeNtCBFHVAXrHAqSlXh8K37xEopA10Y+xirZP77/JKZ\n", "EVA/11hA/VxjU0OvFZ/fWw+72wOVjMHLjxWFNPlJ25Adn3zjqm87K0GB/3xiNnRROvlJv9WJ0y3D\n", "aB6wY01K6eepAAAgAElEQVR+EkommAGLRAdB+7kSIpSWQTvst5Y0sbk8aBtyhJRctXIWxWlq1PZY\n", "AQDLchICrsVGQrJajkeLZ3ZVWDKzAurnOjw8jDfffBN//OMf4Xa7sWvXLqHbRe4i1r6ERq3c1z9V\n", "AiBNE1qdU6+S4SsPmvCva3Lx9Yfz8NRCIyTwLnMdaWI9d7eJPb5QBXTlevDgQWzatAn79u2LumGv\n", "JLbNTlPjpQcy0WGXoDBVjdlT9FX1JyNBgYwEb5/OzhEHfnKiBfV9VmxZZMSqXD3NWjWD7C4OLCOB\n", "LA7ncb0toEypVCohk925oqApB2eeWO/GylgGywqNIT//Rr8NB+r6oJExWDc7BZm3kuux6wM4VO/t\n", "p/r9Y834+UeU00rc0yHWc3fb3fFd7BjBb063Q6+S4lNl2chNip5BFjMppEEEnhDXMiIknPqsTnzz\n", "UCM6zd73Z9OgHS8+kAuFlMXgqPW3eABOjt6zM6Fj2IGvv9Poq6MDbfjWuvy4vIINKGKDwYDKykq4\n", "3W6cPn0aOTk5QreL3EXMda1QY3O4eV9iBbxXsQ63t/PL+tkpSFZ7rx02zk31TcoyZHPhaEM/fn/u\n", "Jq52WabZ8sDcjs/q5NBtdvoGLIjF6PPn9vCjEqt3uXDOI4oOSUEL6Mp19erVqKmpweDgINLT02nd\n", "LDLjeJ5H14gTHnhvgrGMBEkqKZ5eZMBfL3qnDXy2NN03iUp+igo//8gc2JwepGhk0NzqOXC6dRgv\n", "v98CANh5qRs//8gcmKaxhlag+ixO/P5cB95rHMDSWQn4/8qyYNCJb8y/QSvHC8uz8YtTbVBKGXxq\n", "WRaUcdrnNuC7UyUlJSgpKRGyLcQPMdftAontfPsIvnW4ES4Pjy8/YMLqPD1UMhZPLzRieU4ipAyD\n", "3CQlmFHDVNM0cuCu7qMNvVbfzw6Ox5A9/KsP9Fm965IlKqVI1cixatUqnGwe8tWAK5uGsDovSTTJ\n", "dfT5u70Swb1ZOkgZie8GYzwKKLn29vbiwIEDUKlUcDqdKC8vR3JystBtIwQAMGRz42dVrXBw3q+X\n", "P3q/GSUGNRRSBmYHh+xEJRICHCxwf54e+2r74PbwKExRISMhvKsI3By249+PNqGhz4ZcvQLfWpeP\n", "rETluPrbNBeyjWoKKYNZ+vi8iTVawF2xtm7dCoZhwHEc3njjDWzZskXotpFRxDx+e6rYWAZjZqVS\n", "SRlYXR58590m1PZYcV+2Dv+0Kieg1Wvnp2vxn0/MxojDjcwERdin42votaGhz7sWWfOgA9d6rbhx\n", "6Rzm3VuGj5Sk4t3rAyiblYi5BvGMyBLze3M6AkquarXatyghy7JQKulTicwcrUKKL6zJwX9VtcLu\n", "5vHZldlo7LP5RmOdbRtBQ681oOTKSCQhjQAL1N0TpWjkLJwAktQyPL80E08vMkIjp7H/8SCg5Gq3\n", "j11y2Wr1vqmrq6uxdOnS8LeKjBMLVwZdI050jjiQqJQGdZMokNgKU9T4/oZCeHhvAhuwDo75dzkb\n", "Hd+zi1PV+MzyLLx3fRD35+lRnKZGwixvfArp1HPOxqJYeG9GQkDJ1ePx4He/+x3uueceXLx4EYmJ\n", "iaipqcGFCxcouYrYiN2Nc+3DqO22YnluIhaka8fNMnVbx7AD3zx0HU2DDiilDP7j0UIUh/mr7+i7\n", "ziVGDZ5akIbTLcN4uDApYgME7qZVSlExz4DHilPjsm8nuSOgs2+1WrF8+XIolUqUlZWhuLh4RmY4\n", "J3dEop/rpU4zvnesGbuu9ODFAw243meddN/2YQeaBr3rNdndHpxvHwn4dUKJLVktwyfvy8LPNs7G\n", "lkXp4+ZujbTRiVXMfZQB8ccXqoCuXJ999lloteNnNM/JyUFbWxuys7On3RCPxwOe52lobRRpG7qz\n", "uJ2HBwb9dFtKVLBgJcCtG/rIThx/o8jFedA14gTDSJChk097dn8pI4naKQUJCeidOVFiBQCdToej\n", "R49OmFw7Oztx9OhRsCyLNWvWICMjY9LjHzx4EI2NjaioqEBmZqbv8T179oDjvKNZCgoKsGDBgkCa\n", "K0qRqGstytRCKWVgd3uQnagYN8n0aPkpanxvQyFONg1hdpoKpZlj3zMuzoN3Gwbw4xMtkLESvLQu\n", "H4uzEwCIv2ZH8cUnwT72q6ursXXrVgDA7t27/S4LU15ejpqamnGPK5VKrFu3TqgmkinMSdPg5x+Z\n", "jQGbG+k6OdL9dHpnGQlKM3UozdRN+O+9Fhd+Utlya5w/j1+casPPNt6ZzJrz8Oi1uCBlJEgJcdpB\n", "QqKJYBV3tfrODQa5PLSO2hzHYefOndixYwfOnz8frqbFpEjVtXKTVCjN1PlNrIGQMhLfEFQASFCw\n", "kN66w3/23DlUNQ3i+Tdr8H921+Jql3larxVtxF6TFHt8oRIsuY6+4TV6usJglJeXY/PmzXjyySfR\n", "1dU15f6jT3JlZaWoti9duhRV7fG33TJoQ2VtGz6su+H794ZLH+DFlUbMSVPjnkwt/mFBIs5XnwYA\n", "yPRGfO9YExwcj0GbG/95sg0Xr1yNmnhom7ZDMe01tCb7yn/w4EGUl5cDAI4cOYK1a9f6PU5NTQ30\n", "ev2YmutoUx2D1tCKDtd6LPjX/Q2wujwoSlXhGw/nw6i7883F4ebASMZOotwx7MC2HVfhvHU3bK5B\n", "jR9sKIzbCT9IdAl1DS3BrlxtNu8QQJ7nfT8DwOXLlyesr06kubnZ9/PdAxlIdDrTMgyryzvlXH2v\n", "DW1DY8+bQsqO6/+ZrpPjW+vykaaRwZSkxGdXzIq5xNpldqKqaRAftA1jxBH+yWBI7Jn2Da3JumGV\n", "lZVh+/bt4Hl+zBXnqVOnIJFIxsywdeTIETQ2NkKpVMJkMmH16tUAvMm1uroaAFBaWjrdpsa0ysro\n", "HL89ZHfD4uSgU7DQKaTI1t+pzTISBLRkdFVVFVatWoVfVMwBK4m97lWDNhd+dLwZFzu8teJPl2Xi\n", "yQV3VleI1nMXLmKPL1QBvYtPnDiB+++/f8J/W7JkyYSPZ2Zm4plnnhn3+LZt28Y9NtnX/dtJlkSn\n", "zhEHfvx+Cy50mLEyNxEvrMjGvZk6/POqWajttuKBAj0KUu7c2By0udAyaIecZWBKVkJ511BQvSo2\n", "ewkM2d2+xAoAh+sHsGFO6rh5Bkh8CSi5vvvuu+ju7sb9998Pg8EgdJvIBKLxyuBqlwVGnRz/kJkB\n", "SIDWITvuyUxAcZoGSSoZ9Eqpb7is2eHG78/dxIE675ymX1qdg3WzUwBEZ2zB0CmkyE9WobHfW/5a\n", "npMAlexO6SPW45uK2OMLVUDJddOmTZg7dy6qqqrw3nvvYf78+TRxNkGCkoXN5cEfPugAAGycmwKt\n", "nMUX9zXA5vJAKWXw48eLUJiqxoDN7UusAPDGpW6sNOlFcXWXrJbh6w+bcLXbCpWMQYlRM+3RZyT2\n", "BXRDa+HChZDJZHjggQewfv16vPXWW0K3i9xlut1ChGDQyHG6Zci3/V7jIFoGHbDduqFld3vQeuuG\n", "lkrGwDBqcEBxmhryW0tdR2NswcpKVGJtUTJWmvRIuqu8IYb4/BF7fKEK6Mq1srISJpMJJ0+ehFar\n", "xec+9zmh20ViQLJGjiVZOpxsGQYALMnWwaiVg5F45yKQwJuAASBVI8e/ry/AscYBJCikWGlKhDRK\n", "puPvGnGgz+pGkkoa18uSkPAKqJ/rSy+9hAcffBArV66M2olVqJ9rZHSNOHGlywyJBJhn9NZaa3us\n", "uN5rQ36KEnMNmqieeq99yI6vH2pE25ADaWoZvruhALlJwi9YSGJHqP1cA665Lly4MOiDE/Ez6uQw\n", "6saup7YgXYsF6RNP9hNtGvttvtm/eqwu1PfaKLmSsAi45koiS8x1rUjGlqAYe32RKEAfWzGfO0D8\n", "8YUqoHfS8PAwDh06BIvFgq1bt2LPnj3YtGmT0G0jUcrp9qCx3wa7y4PMRDk8vHfRwMQY7Kc6O02N\n", "rzyYixM3BrF0ViKKDcGvaDBoc6F10AGljIEpSRnVZRAycwJe/XXTpk3Yt28fpNLYGj0jFtHUl/Bk\n", "8xC+e6wJALAi13tjqmPYga88ZPI75+tkIhmbSsbiwYJkPFgQ2lLxw3YXfn2mHUcbBsBIgG88nIcV\n", "Jv2YfaLp3AlB7PGFKqCPWKVSOWZmq2i9qUWE53Bz2HG527d9snkIpiQl6vtsqGwa9PNMceq1uHC0\n", "YQCAt4fE65e64eI8EW4ViQYBJVen0zlm2+OhN89Mi5a6lpxlMM94Z+HBZLUUdrfH92+hiJbYQqGW\n", "s0gYNX/CnDT1uLJALMcXCLHHF6qAvuMbDAZUVlbC7Xbj9OnTyMnJEbpdJEpJJBJsnm9AVoICvVYX\n", "Sgwa/PJUG1bmJmJ5TmJQx7K7OTQP2MGkmWBxcmMm044V6ToFvr+hEO9c64NBK8fqPP3UTyJxIeD5\n", "XGtqatDY2Ij58+fDZDIJ3KzgUT/XyHB7eIw43FBJmaCmCeQ8PA7X9+PHJ1oAAH93Tzo+ttAQ0DE8\n", "PI+GXituDjuRrpOjKFU96ZLfhEyXoP1cAaCkpMQ3n0BzczNyc3ODfjEiPlJGMm64ZyBGHG786XyH\n", "b/vVC51YkZuINK18yu5QDb1W/Mveerg4HlJGgpcfL8Jcg8bvcwiZaX7fxTt27PBNQHG7zsrzPOrr\n", "6/HVr35V+NYRH7HNmamUMjAlq9BjcQHwTph9oK4PPRYXPrsyG2mayddduznshOvWqgVuD4+bw46o\n", "Sq42F+eb41YhZUV37u4m9vhC5Te5arVarF+/HlVVVZDJZCgtLcX58+eh11NdiUyPUsbiM8uy8E6y\n", "CsN2N3KTlPht9U24PTweL07xm1wzE+SQMRK4PDxYCZA5zcUTw6nH4sQfznXgdMsQHshPwtZ70iPd\n", "JBIhfpPr+vXrAQAdHR146qmnAADLli3Drl27hG8ZGUOMVwZZiUp88r5MnG4ZxDcP3cDt4r9C6r/X\n", "QWGqGj/eWISbww5k6BQoSg2+479QrnZbcLjeO7Xinqu9WDIrQZTnbjSxxxeqgGqud89NSV2xSDgV\n", "pqjx5AIDPmgfxoY5KSicIlkyEgnmpGkwJy16SgG33X17eJrrf5IYFlDHRI/Hg97eXgBAb28vXC6X\n", "oI0i44m5L2Hth9V4fmkmfvL4bFTMM8Rkl6zb5hrUuN+UCBkrwdrCZMxJVYv63AHifm9OR8CzYh08\n", "eBBmsxkajcZXIiAkXBiJRBSrEhi0Cnx+dS4sTg5aOSuKmEhoAu7nOpm2trZJV4CdSdTPNT7ZXByu\n", "99ngcHtgSlYhRR17k8eQ6CZ4P9fJnDt3LiqSK4lP714fwM8qWwEAa/L1+NyKWTG3NDcRJ5obLUaI\n", "ua4VamwWJ4e3rvT4to83DmLA5g5Xs8JGzOcOEH98oaLkSmKWUspgUcadFQ+yEuTQyOktTaIDfX+K\n", "EdHel9Dm5DBod0MlY6APcjhsqLGxjAQfW2hEYaoaw3Y3ynISkeJn8EGkRPu5my6xxxcqSq5k2obt\n", "Lmy/0IWdl3swS6/ANx7OQ84MrUOVppVj/eyUGXktQoJB36FiRDTXtZoG7NhxuQc8gJZBB95rDG7S\n", "7GiOLRwovvg07eRKPQWI9K7p/lQy+swmZNr9XKPFTPRzdXEefHhzBIeu9WOeUYMH8pOQRP0qYXNx\n", "ONLQjzcudqMoVYXnl2YhIyF6JlMhZDoi1s81njT22/CNQ43w8MD7NwahU7BYW0T1PpWMxaNzUrHa\n", "pIdSxkAhnXpUksXJoaHXCofbg/wUFVKj8EYUIdPhN7m+9957WLJkCX7729+Omxzb5XKhqKgorkZF\n", "mR0cPKOu8ztHnJPvHGbRPmcmy0iCWlr7SH0ffnGqHQBwX5YWX34wDwki7fwf7eduusQeX6gCejfn\n", "5eWhoqJi3ONvvvlmXCXXWXol5hnVuNJlhVbOoizINaOIl9XJYV9tn2/7bLsZgza3aJMriU9+380P\n", "PPCA/ydL4+uPwaCV42sP5aHb7EKCkkV2onLGXltMVwYKKYPF2To0DdgBADl6BbQK8d4EE9O5m4jY\n", "4wtVQNkxKSlpwsfjcUWCVI2c6oPTxDISPDnfgNmpalicHizK0CJZTb9TIi4BXS6sWbNmwsenurIl\n", "4SO2voSpGjkeLEjG43NT0Xz5XKSbIyixnbu7iT2+UIn3uxghhESQ336ubrcbx48fh1qtxrJly3D4\n", "8GFYrVY88sgjUKujZ90igOZzJVNrGbShz+KCQStH1gzWy0lsC7Wfq98r1507d2LRokVITU3FD37w\n", "A8ybNw/l5eXYs2dPyA2djMfjAcdxYT8uIQBwvc+Kf367Hl8+cB1f2FuP5gFbpJtERM5vclUoFEhN\n", "TUVRURGysrKQlZUFpVIJpXLqT/3Ozk785S9/wWuvvYaOjg6/+x48eBC/+tWv0NXVFfIxxE7Mda2Z\n", "iK2x3waz0/vh3W9zo2XQLvhr3ibmcweIP75Q+U2uNpsNPM/DarWioaEBDocDAHz/96e6uhpbt27F\n", "li1bcObMGb/7lpeXT3hzLJhjCK3X4sS1Hiu6zDM3cICEz+jlXyQAkoOcFpGQYPntivXQQw/h9ddf\n", "B8uy+Kd/+ifs2LEDALBixYopDzy6JiuXh9bNJhzHCIeOYQe+8+4NXOu1waiV4d/XFyB3hqbUu03M\n", "fQlnIra5Bg1eWpePy51m3JOlQ9EUy3eHk5jPHSD++ELlN7kaDAY8/fTTvu1nn3024AOPvk8mk4V2\n", "lRCOY4TDjX4brvV6a3RdZhdquq0znlzJ9KhkLJbnJmJ5Lo2qIzNDsCFWo29OSSQSP3uG7xijxzjf\n", "rgOFY1tz1/LIiQo2rMcPZPuVV17BggULBH+9xWXLYXVyaLp2FTbLyIzEN7pmN1O/z5ncpvhifzsU\n", "AU056HA4sG/fPt/2Y489BoXC/5Ryu3btwqZNm8DzPPbu3YuNGzcCAC5fvgyGYVBSUjJm/5qaGuj1\n", "emRmZk55jIkI2RXL5uJQeWMQhxv6UTYrEWsLk4KapCQcZmJyjB6zE/9z7ibOtY1gbVESnl5oDHrJ\n", "llCIfeIPii+2hdoVK6Dk+uabb6K8vBxarRZmsxkHDhzARz/6Ub/PuXnzJo4fPw6e57F27VoYDAYA\n", "wG9/+1tIJBI8//zzvn2PHDmCxsZGKJVKmEwmrF692u8xJjIT/Vw9PA8mxKvwWHDs+gC+d6zJt/3v\n", "6/OxdBZ9jSbxTdD5XGUyGbRa7yqbWq02oPpnZmYmnnnmmXGPb9u2bdxja9euDeoYkSLmxAp4PzzG\n", "bkeoIYSIQEDDX+/u3O/xeARpDJncTPQlnG/UYOksHaSMBOtnJ8/YHXWx95Ok+OJTQFeuWq0W165d\n", "w+zZs3Ht2jXfVSwRF6NOgRcfMMHi5KBTSKGWT72iACFkYgGvoXXy5Em0t7cjOzsby5cvF7pdQaO5\n", "BQghQhB8Da1ABg4QQgjxCnrKwebmZqq5RoCY61pijg2g+OJVQMn1Rz/6EZqbm7F//360t7fj7bff\n", "FrpdhBAS0wJKrnPmzPGt/krlgcgQcydtMccGUHzxKqiuWCxLd48JISQQASVXs9mMQ4cOoaCgQOj2\n", "kEmIua4l5tgAii9eBdRbYPPmzejq6kJeXh4uXrxIN7QIIWQKAfdzHc3pdEZ0ftWJUD9XQogQBFlD\n", "azIHDx4M5WmEEBI3QkquVBaYeWKua4k5NoDii1d+a64vvfQStm3bhu3btyMnJ8f3eG1tLSoqKgRv\n", "HCGExKqAaq67d+8ek0zv3o4GVHMlhAhB0JrrsmXLxmzr9fqgX4gQQuJJQMk1PT19zPZEy2ATYYm5\n", "riXm2ACKL16FdEOLEEKIfyH1c41GVHMlhAhhRvu5EkII8Y+Sa4wQc11LzLEBFF+8CnglAkLildnh\n", "xqDNDbWcRbJ66pWPCQGo5kqIX/1WF35b3Y6jDQPISVTgm+vyMUuvjHSzyAyimishArjRb8PRhgEA\n", "QMuQA9WtwxFuEYkVlFxjhJjrWtEcm5yVjNnWyIP/k4nm+MJB7PGFipIrIX4UpKjxwvIszEpU4LHi\n", "FNyblRDpJpEYQTVXQqbg4XlYnRyUUgZSlq5H4k2oNVfqLUDIFBiJBFoF/amQ4NDHcIwQc11LzLEB\n", "FF+8ouRKCCECoJorIYT4Qf1cCSEkilByjYDmARv2Xu3BiRsDGLC6AnqOmOtaYo4NoPjiFd0CnWFd\n", "Zie+dvA6ui3epPrJJRnYUpo+xbNiw4DNhfoeK3gARalqGodP4hol1xk2Ynf7EisAnG0bxkcXGsEy\n", "Ej/PAlatWiV006bF4eaw/UIXdl/pAQA8VpyCT5VlQSVjp3xutMc2XRRffKKywAxLVssw36jxbZfP\n", "SZkyscaCEQeHI/X9vu0j9f0YcXARbBEhkUXJdYYlq2X48oMmfPuRfLz8WBFWmQJb7DHa61oaGYsl\n", "2Trf9uLsBGjkU1+1AtEf23RRfPGJygIRYNTKYdTKI92MsFLJWTy/NAvLc/XgeR7z0rUBJ1dCxIj6\n", "uRJCiB9RN7dAZ2cnjh49CpZlsWbNGmRkZAS97549e8Bx3rpdQUEBFixYIFRzCSEkrASruVZXV2Pr\n", "1q3YsmULzpw5E9K+SqUSFRUVqKioiPvEKua6lphjAyi+eCXYlatarfb9LJf7ry9Oti/Hcdi5cyd4\n", "nkdeXh597SeExAzBrlxHl3JlMv+dySfbt7y8HJs3b8aTTz6Jrq6uKV9z9CdoZWWlqLbFHN+qVaui\n", "qj0UH8U30d9fsAS7oXXw4EGUl5cDAI4cOYK1a9dOa9+pjkE3tMiw3YUb/XawjAR5ySrqrUDCIuom\n", "brHZbAC8V6W3fwaAy5cvo6amJqB9m5ubfT/b7XahmhoTpvspGs3CEZvNxeG1i9340v4GfH5vPQ7W\n", "9cLtiY6OMGI+d4D44wuVYDXXsrIybN++HTzPj7niPHXqFCQSCUpKSqbct7m5GdXV1QCA0tJSoZpK\n", "RGDI7sbOy92+7TcudeOhwmQkqWh+AxIZ1M+ViMKQzYWvvnMd9b3ebz4rchPx4gO5UAYwtwEh/kRd\n", "P1dCZlKiSoavPGDCiaZBKKQMluUkUmIlEUVzC8QIMde1whVbtl6JZ0rTsXm+AZkJirAcMxzEfO4A\n", "8ccXKkquhBAiAKq5xrGOYQc6hh3Qq6TIS1ZBIon9qQ8JCTequZKgdAw78LV3rqNtyAEZK8EPHy1E\n", "iVEb6WYRIhpUFogR4a5r3Rx2oG3IAQBwcTzOtY2E9fjBEHvNjuKLT5Rc41SiUgrZqBUQ8pKVEWwN\n", "IeJDNdcA2Jwc2oe9X5+zE5WiWJbFw/O42mVBddswCpJVuCdTB52SqkSE3I1qrgKxuTjsvNKNP37Q\n", "CSkjwTfX5qEsJzHSzZo2RiLBvHQt5qVTnZUQIVBZYAq9Fhf++EEnAMDt4fE/527C6pz5hffEXNcS\n", "c2wAxRevKLlOQcEy0CnujPTJ0CkgY2O/LEAIERbVXANQ123Bnz/shF4lxdMLjcjW080fQuIF1VwF\n", "NMegwbcfyadO9oSQgFFZIECRTqxirmuJOTaA4otXlFwJIUQAVHMlMW/A5sKVTguGHG4sMGqQk6SK\n", "dJOIiFDNlcStQ9f68buzNwEA6ToZfvRoEQy66JlykMQnKgvECDHXtaYTG+fhcaZlyLfdOeLCsGPm\n", "+yH7I+ZzB4g/vlBRciUxjWUkKJ+T4tsuMaiRpKZ1s0jkUc2VxDybi0N9rxUWpwf5yUoYqSRAwohq\n", "riRuqWQsFmboIt0MQsagskCMEHNdS8yxARRfvKLkSgghAqCaKyGE+BFqzZWuXAkhRACUXGOEmOta\n", "Yo4NoPjiFSVXQggRANVcCSHED6q5EkJIFKHkGiPEXNcSc2wAxRevKLkSQogAqOZKCCF+UM2VEEKi\n", "CCXXGCHmupaYYwMovnhFyZUQQgRANVdCCPGDaq6EEBJFKLnGCDHXtcQcG0DxxSvBViLo7OzE0aNH\n", "wbIs1qxZg4yMjKD3DeYYhBASTQS7cq2ursbWrVuxZcsWnDlzJqR9gzmG2K1atSrSTRCMmGMDKL54\n", "JVhyVavVvp/lcnlI+wZzDEIIiSaCJdfRnRBkMv9LHU+2bzDHEDsx17XEHBtA8cUrwWquHMf5fpZI\n", "JCHtG8wx9Ho9zp8/H2wzY4ZarRZtfGKODaD4Yp1erw/peYIlV5vNBsB79Xn7ZwC4fPkyGIZBSUnJ\n", "lPtO9vhEFi9eHLa2E0LIdAmWXMvKyrB9+3bwPI+1a9f6Hj916hQkEsmY5DrZvpM9Tggh0U40I7QI\n", "ISSa0CACQggRACVXQggRACXXGOXxeMb0piCERBfBbmiFWziG00azYNp88OBBNDY2oqKiApmZmTPY\n", "ytAFE9+VK1dQV1cHj8eDZcuWITs7ewZbGrxgYjt58iS6uroAADk5OTHRyyXYvyebzYaf/vSn+PjH\n", "Px4T789g4tuzZ4/voqagoAALFiyY/MB8jHjrrbd8P+/atSts+0aLYNt85coVvr29XcgmhVUw8R0/\n", "ftz38759+wRrU7iE+n575513hGhO2AUb34EDB/gPPvggZt6fwcR36NChgI8bM1eu4RhOG81isc3B\n", "CCa+1atXC92csAr23DU1NWHHjh3YtGmTkM0Km2DiGxgYgFqthlKpFLpZYRNMfBzHYefOneB5Hnl5\n", "eX7nkI6ZmisfhuG00SwW2xyMUOI7fPgwli5dKlSTwibY2EwmE1544QWcPXtWyGaFTTDxVVZWxtxE\n", "LsHEV15ejs2bN+PJJ5/0lXcmEzNXruEYThvNYrHNwQg2vuPHj6OoqAipqalCNissQjl3SqUSOp1O\n", "qCaFVTDxdXV14e2330Z3dzdMJlNM1FxD/dubKhHHTHINx3DaaBZMfLEomPhOnDgBo9EIk8k0080M\n", "STCx9ff3Izk52bd/LAgmvueffx4AUFNTE/KY/JkWTHzNzc3Izc0FANjtdr/HjZnkGo7htNEsmPiO\n", "HDmCxsZGKJVKmEymmKhRBhpfd3c3qqqqUFxcjNraWoyMjOC5556LVLMDEsy5q6qqgsPhAAAsWbJk\n", "xnpv308AAAXZSURBVNsaimDiA7wfIJWVlTFz5RpMfM3NzaiurgYAlJaW+j0uDX8lhBABxMwNLUII\n", "iSWUXAkhRACUXAkhRACUXAkhRACUXAkhRACUXAkhRACUXElEcBwHj8cT6WYQIhhKrnHkpZdeCtux\n", "Xn/9dezevRu7d+/GW2+9heHh4TH/vnfv3gmfd/PmTbz55pv4yU9+gr6+vpBf/4MPPsCvf/3rkJ8v\n", "VpP93u/2zjvvYMeOHQK3Jr7FzAgtMn3btm0L27EkEgkqKiom/ffJhh1nZmbiqaeewnvvvTet11+8\n", "eDGam5undQwxCnS49/r167Fz506BWxPfKLnGgc7OTpw+fRrXr1/HF77wBd/jVqsVO3fuhFarBcuy\n", "qKurwxe/+EXfvx86dAhmsxksy8LlcmHjxo1QKBQAAIVCgR07doBlWVitVjz++ONISEiA2+3GgQMH\n", "UFtbi927dwMAioqKMG/evGnHceTIEfT390MqlYJl2TFlhbq6Oly4cAEqlQp2ux1LlixBfn4+Ojo6\n", "8Ic//AFFRUXYvHkzurq68NprryEtLQ1btmyBVDr5n8DBgwdRV1eHpKQkJCQkwGq1YuHChZg/f77f\n", "1wS80woeOnQICxcuRFNTE+RyOQwGg2/GqKqqKvT09IBlWd9w2KeeemrK30FTUxOqqqqg1WrBMAx6\n", "e3vxiU98AgDw/vvvj/m9JyUlYc2aNQAAt9uNXbt2gWEY8DwfExPIx7yAZ34lMe/1118fs93Y2Dhm\n", "wuampibfz1VVVXxdXZ1ve2RkhN+xY8eEx3U4HOP+7e7XutuxY8f47u7ugNt+5coV/tSpU77tnp4e\n", "/vvf/z7P8zxvsVj4P/3pT2P2f+ONN3in08nzPM93dXXxR44c8f3b9u3bA37dL33pSzzHcb7tv/71\n", "r7zVap3yNW+3+ec//znvcDjG7FdXV8efOXPGt+3xePiqqqqA2rNv3z6+ubnZtz36nPH85L/3PXv2\n", "8D09Pb7tM2fO8G+88UZAr0lCQ1eucSwvLw8cx+Gdd97xTbt2e8af9vZ2rFixwrevVqud9DgzMbl3\n", "fX091q9f79tOTU31Lf/S1dWF4eFh3xUb4J2xaGBgAAaDAQaDAT09PQC8V/HBXLUtWLAADHPn1sTs\n", "2bNx8+ZNMAzj9zVve+ihh8b9fq5du4Z169b5tiUSyZjftT+PPvoozp49i5qaGrjdbhgMBt8588ds\n", "No+ZvrG0tBQtLS0BvSYJDSXXOHbx4kUsWrQIhYWFALzrO92eUi07OxvXrl3D7NmzAXj/OG/zeDy4\n", "ceMGCgoKAACDg4OCzzxfVFSECxcuYNmyZQCAnp4etLa2AgCys7NhNBrH1IDv7omwePFinDt3Dq2t\n", "rdi4cWPAr3v58mV4PB5fgm1oaMDjjz8OlmWnfE2e5yecHzQ/Px+XLl0aMyvW6N+1Px9++CHuu+8+\n", "3/arr74a0ITiGo0Gvb29vgR7/vz5mJnyMFbRrFhx4L333sPg4CAuXbrkuxIrLy/H3r17x1yVAcAT\n", "Tzzhe+x2zZVhGLhcLjzxxBO+mut7772Hrq4uKBQKuFwubNq0aUz98v3330d/fz8YhoHb7caKFSuQ\n", "np7uq/82NjbCaDRCp9OhvLw8oKvfw4cPY2BgAEqlEna7Hd3d3Vi2bBmWLFmC1tZWnD171tcGs9mM\n", "jRs3jpmQ+ne/+x3S09Px2GOPBfy7+81vfgOtVgulUgmXy4VFixahuLgYAPy+ZnV1NS5cuAAAMBgM\n", "yMrKGpMUjx07Nub3M2fOHCxcuHDK9vzqV79CRkYGeJ6Hx+MZU8cFvEn64sWLUCgUvqVIFi5cCLfb\n", "jTfffBMymQwMw0Cr1eLs2bN49tlnY2be3FhDyZUQP9544w189KMfjXQzSAyifq6ETOLgwYOora3F\n", "/v37I90UEoPoypVEhaamJt/X6LuZTKYpZ32Pldf0x2w24+jRoxPWQrVabcysqkG8KLkSQogAqCxA\n", "CCECoORKCCECoORKCCECoORKCCEC+P8BQLVNzZZWAwcAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.545702\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt8U/d9+P+XrpZk+X434Au2wZBAIJBwCYFcSEMSSIEk\n", "XVLWde3K9lvy3Zq1zZZmzdJu7dZ2zdqua9duy377rmtpS7gkQCBcmgs2EJNQGJdw9QVz8f1u3aXz\n", "/cMgLLBlSZZs6fj9fDx4PCzp6OjzRvLbH73P56JRFEVBCCFEVGnHuwFCCKFGklyFECIGJLkKIUQM\n", "SHIVQogYkOQqhBAxIMlVCCFiQB+rEzc1NbFv3z50Oh3Lli2joKBg2GMPHDhAc3MzAEVFRcybNw+A\n", "bdu24fV6ASgrK2PWrFmxaq4QQkRVzJJrTU0N69atA2Dr1q2sXr162GMXL17s/3n37t3+n00mEw89\n", "9FCsmiiEEDETs+RqsVj8PxuNxhGPr6+vZ9OmTaxZs8Z/n9frZfPmzSiKQmlpKXfeeWdM2iqEENEW\n", "s+Q6eOKXwWAY8fiSkhKee+453njjDaZOnQrAihUr/I/v3Lkz+o0UQogYiVlyvV4rBdBoNCE9x2Qy\n", "kZKSMuRjIyXo3bt3o9PpQm+gEEKEID093X8dKBwxS652ux0Y6MFe/xngxIkTaLVaZs6c6b+vo6OD\n", "zMxM//HXNTQ0UFxcDIDD4Qj6ejqdTsoGQoioO3LkSETPi1lyXbBgARs2bEBRFJYvX+6//+DBg2g0\n", "moDkWl1djdPpBGD+/Pn++xsaGqipqQFgzpw5sWpqQqiqqmLJkiXj3YyYUHNsIPFNVDFLroWFhTzz\n", "zDO33L9+/fpb7lu1atWQ51i6dGnU2yWEEGNBo5YlB/ft2ydlASFE1B05coQHH3ww7OfJDC0hhIgB\n", "Sa4JoqqqarybEDNqjg0kvolKkqsQQsSA1FyFECIIqbkKIUQckeSaINRc11JzbCDxTVSSXIUQIgak\n", "5iqEEEFIzVUIIeKIJNcEoea6lppjA4lvopLkKoQQMSA1VyGECEJqrkIIEUckuSYINde11BwbSHwT\n", "lSRXIYSIAam5CiFEEFJzFUKIOCLJNUGoua6l5thA4puoJLkKIUQMSM1VCCGCkJqrEELEEUmuCULN\n", "dS01xwYS30QlyVUIIWJAaq5CCBGE1FyFECKOSHJNEGqua6k5NpD4JipJrkIIEQNScxVCiCCk5iqE\n", "EHFEkmuCUHNdS82xgcQ3UUlyFUKIGIhZzbWpqYl9+/ah0+lYtmwZBQUFwx574MABmpubASgqKmLe\n", "vHlhn0NqrkKIWIi05qqPQVsAqKmpYd26dQBs3bqV1atXD3vs4sWL/T/v3r07onMIIUQ8iVlZwGKx\n", "+H82Go0jHl9fX8+rr75KeXl5xOdQMzXXtdQcG0h8E1XMkuvgaoPBYBjx+JKSEp577jkOHz4c8TmE\n", "ECJexCy5er1e/88ajSak55hMJlJSUiI+x+C/oFVVVaq6reb4lixZElftkfgkvqF+/8IVswtaW7Zs\n", "Yc2aNSiKwvbt21m1ahUAJ06cQKvVMnPmTP+xHR0dZGZmArBjxw4ee+yxoOcYilzQEkLEQtxd0Fqw\n", "YAEbNmxAURSWL1/uv//gwYNoNJqA5FpdXY3T6QRg/vz5I55jIqqqqmLJkiXj3YyYUHNsIPFNVDFL\n", "roWFhTzzzDO33L9+/fpb7huuRzrcOYQQIt7J2gJCiITTZXfT6/SSatKTZopZHxGIw7KAEELEwpUe\n", "J//wTj1nWm3Mn5zC80uKyLXG31BNmf6aIEZ75TKeqTk2kPii7VRzP2dabQB8eKmXc222MX39UEly\n", "FUIkFJM+MG0l6eIzjcVnq8Qt1Hw1Vs2xgcQXbTPzknlqdi5T0pL43PwCpudYRn7SOJCaqxAioWRa\n", "DHx+fiFP35GHxaBDpw1tktJYk55rglBz3U7NsYHEFws6rYaUJH3cJlaQ5CqEEDEh41yFECII2UNL\n", "CCHiiCTXBKHmup2aYwOJb6KS5CqEEDEgNVchhAhCaq5CCBFHJLkmCDXXtdQcG0h8E5UkVyGEiAGp\n", "uQohRBBScxVCiDgiyTVBqLmupebYQOKbqCS5CiFEDEjNVQghgpCaqxBCxBFJrglCzXUtNccGEt9E\n", "JclVCCFiQGquQggRhNRchRAijkhyTRBqrmupOTaQ+CYqSa5CCBEDUnMVIora+114fApZyUb0cbwz\n", "qQid1FyFGGdnWvp5busZPv/6x7x7oRO31zfeTRLjSJJrglBzXUsNsbm9Pn76wWU67B7cXoXvvd9A\n", "U68LUEd8wag9vkhJchUiSoy6G2UArUaDRqoCE1rMaq5NTU3s27cPnU7HsmXLKCgoGPbYkydPcubM\n", "GXw+HwsXLmTy5MkAbNu2Da/XC0BZWRmzZs0a9hxScxXjrbbDzqvvN9Bl9/Bn90zh7impaCXDJrxI\n", "a676SF6sr68Pq9Ua9JiamhrWrVsHwNatW1m9evWwx7a3t7N27VoA3nrrLX9yNZlMPPTQQ5E0UYgx\n", "NzXTzHceKcfjU0gz6dFIYp3QgpYFTp06NeS/X/7ylyOe2GKx+H82Go1Bj126dOmQ93u9XjZv3sym\n", "TZs4cuTIiK+pZmqua6kpNmuSnnSzISCxxmN8PkXhao+Tqz1OfKP88hqP8cWDoD3XAwcOsGTJEi5c\n", "uEBLSwtz587lyJEjZGZmjnjiwdUGg8EQUmP27NnD3Xff7b+9YsUK/887d+4M6RxCiOAUReFwYw9/\n", "u68OFPjagyUsLEqTnnaUBe25Pv3001RWVtLb28vnPvc55syZw+c//3l/HTSYwceE8qa99957VFRU\n", "kJ2dPeTjoSTowX9Bq6qqVHVbzfEtWbIkrtqj9vg67G5e3X8Rt1fB7VP43vsX+d9z9aqJLxa3IxHS\n", "Ba3Nmzf7a6IAW7ZsYc2aNUGfc/0YRVHYvn07q1atAuDEiRNotVpmzpzpP3b//v3k5ORQWVkZcI6G\n", "hgaKi4sB2L59OytXrhz29eSClhCh6bK7+eKbZ7l6bahYTrKBf1k9nQxzaN8wJ5qYTiKw2Wz4fAMD\n", "or1eL729vSM+Z8GCBWzYsIENGzawYMEC//0HDx7kwIED/tstLS1UV1dz+vRptm7dys9//nP/Yw0N\n", "DWzcuJGNGzcyffr0kINSo9H+FY1nao4N4i++dLOBlx4ooTzLzNRMMy8/WDqqxBpv8cWLkEYLPPLI\n", "I/zP//wPRqMRp9PJY489NuJzCgsLeeaZZ265f/369QG3c3NzefHFF4c8x3AXuoQQozM9J5nvPVYB\n", "gMWoG+fWqJOsLSCEEEGM6doCTU1NkTxNCCEmjJCS68mTJwNuD66ZirGh5rqWmmMDiW+iCim5njt3\n", "LuC2Xh/RxC4hhJgwIioLXB85IMbOkiVLxrsJMaPm2EDim6iCdkG3b9+O3W7n9OnTuN1u//15eXkx\n", "b5gQQiSyoMn1+qD9bdu2+ScBiPFRVVWl2h6CmmMDiW+iCqks8Mgjj8S6HUIIoSoyzlUIIYKI6TjX\n", "t956i8bGRurr6/nlL3/J+fPnw34hIYSYSEJKri6Xi0mTJnH06FE+/elPT/i1VceDmscSqjk2kPgm\n", "qpCSq1arRavVYjKZAEhKSoppo4QQItGFNBvA5XLR19fnT64qKdMmFDVfjR1NbOfabJxttZGXYmRm\n", "bnJEi5A4PV7cXgVrUmwmx6j5vQP1xxepkD5NhYWFbN26lSeffJITJ05QW1sb63YJMaKGTjsv7DiH\n", "zT0wqeWV5aXcU5Ie8vM9PoVTzX1caLdjc3spzTSzYEoaOq2syC9GL6SywOLFi/n93/99TCYTlZWV\n", "PPvss7Ful7iJmutakcbWbnP7EyvAxy39YT3/TEs/b5/p4LXDVzhQ383vLvdyqdsRUVuCUfN7B+qP\n", "L1JhT3/V6/X+8gDA0aNHo9ogIUKVZzWSmzywyLNWA/MmpYb0PJ+iUNPYzbd+W8/ZNht/smAS9V0O\n", "0kx63F4peYnoGPU415G2zR4rMs51YmrsctDY7SDDbKA8y4xBN3J/4WqPky9s+tifSGfkWsizGrlv\n", "agZzJ6VgNsji0eKGSMe5yvJWIqFNSTcxJd008oGDKIDPd6NP4fEpfGp2LpPTTZj0klhFdES0KpYY\n", "e2qua411bHlWIy/eX4JJryXTouf/LJ5CeXZyzBJrvL53nTY3V3uc2N0j7+YcTLzGN96k5yomHJ1W\n", "w5KSdGbkJqPXQqbFON5NGnMNnXa+sbeOy91Onpqdy+/dkUdKlIai9bu8XO52YNBpKUo3TdjRF9Jz\n", "TRBqHks4HrHptBpyrcYxSazx+N7tOdfBpW4nCvCb/22hoTPyURKD47O7vPzmWDP/542zPLvlNIcb\n", "e6LQ2sQkyVWIKPH6EmekgUkf+Kuvj1LvsrXfzYZjzQB4Ffivj66OuuyQqEadXOfMmRONdogRqLmu\n", "leix2Vxedp5u48s7zvHrY8102d0Bj1+Pr8Pm5kxrP5djMJY2XA+UZ3JPSRr5ViN/sWQKpZnhXRQc\n", "bPD7l6TXkJJ0o3Y9JT0ppBEcahRSkaW6upqsrCwqKys5f/48VquV/Px8AEpKSmLZPiHi3tk2G9+v\n", "agTgVHM/U9KSWHzTTLG2fhffebeBY1f7SEnS8Z1HyinPtoxHcwEoTE3ir5YV4/T4sCbpo1YXzUtJ\n", "4u9XlPObY81kWvSsvi0nar3iRBPSn5SLFy+Sk5MDwNSpU9m/f39MGyVuFY91u2hJ9NhsN33t7XUG\n", "3l6yZAkXOx0cu9rnf/xAQ/eYtW84JoOONLNh1In15vdveo6Fl5eX8tziKUxKi7xHnOhCSq7Jyclk\n", "ZWUNPEGrRaeTsYBCnRRFodvuwRFGnXBqppkZuQO90MJUIzPzkm85JtmoY3AOy0+J/YW0fpeHPqcn\n", "5q8jhhZRMUSrnZg1lPGU6HXJYMY6NpvLS2OXgys9gbVPt9fH+3Vd/NmbZ3hlTy2NXaHVRvNTknhl\n", "+VT+dc10vvtoxS2TGqqqqpiaZeaV5VNZMCWVL9xVyLzJoU3VjdTZVhtf2X6e57ed42RTX0xfS82f\n", "zdEIqeaq0Wjo6OggMzOTjo4OvN6JefVPJL7WPheHLnZzrt1ORZaZnmwPlblWABq7HfzDO/X4FGjq\n", "dbHxeDNfurc4pPNmWgxkWgzDPm7QaVlUnMai4rSoxBFMj9PDd96rp7HLCcA39tbxr2sqyUoevn0i\n", "+kJKro8++ih79uzxr+n6yU9+MtbtEjdJ9LpkMGMZ27GrffzowCUA9mk1/Nk9k5mWk4xWo8Hng8Gj\n", "qfqdvmHOEp5Yxedwe/EoClZj4K+xz6fg9Nxou8PjwxvDNZjV/NkcjZCSq06nY8WKFbFuixAxd3HQ\n", "V323T8HjU9BqBoqhk9KSWH93Ia8dvkKG2cAzc/PGq5kD7fP6uNjlwKfA5LSkgAVl6jrs/Et1I70u\n", "L88umsycwhT/Y+lmA1+6t4hv7K3D41N48b5isqXXOuZCKp6eO3cu1u0QI1BzXWssY1swJRWDbiCZ\n", "TklLYnq2hcYuB239LswGHatmZvP/PzWTf/nkNMqzLLT1u/i4pZ8roxibGkl8PkVhf10Xz245w3Nb\n", "z7Dj4zZc13qjTo+Xnxxs5HhzP/WdDv5mdy1NPc6A5985KZV/W1vJa0/OYGFxmv8PSCyo+bM5GiH1\n", "XI8dO0ZFRYX/dl1dHaWlpTFrlBCxMjMvmX9+fBpddg85ViPbTrXyxqk2ciwGvrmijNJMMwWpAz3E\n", "5j4X3/ptHadbbKSZ9HznkXKmZpnHpJ09Dg+vHb7C9S/zrx2+wpLSdPJTkvAp0Oe68bXf6fHhGeJr\n", "f17K2O9112V34/EpZFoMMU3oiSDk3V8HO3bs2IjPaWpq4he/+AW/+tWvuHr1atBjT548yebNm3n9\n", "9de5dOlSROdQOzXXtcYyNrdXIc2kZ0ZeMt0OD2+cagOg1eZm97n2gGMvdto53WIDoNvh4ciVyObJ\n", "RxKfUaelMPVGcsxJNmK8NtPJbNDx7MJJWAxatBr40r1F5FnHb/GZ6/Gda7PxxTfP8iebT3Ogvjuh\n", "pgPHQkg918WLF/P222/z8MMPh3zimpoa1q1bB4y8oHZ7eztr164F4K233mLy5Mlhn0OIkfQ6PGw+\n", "2cqbp1qZlZ/M03fkowF/7zDtplWhrEn6gMdzkgcS2OVuBxe7HKSb9JRnWbjU46TD5iY/xRi1QfMW\n", "o44/v2cKm060YHd7+b3Z+QGjEWYVpPCztZV4FchJNoz7FFOnx8uPDzRytXegI/at39bxH0/OmNCT\n", "CEJKrj//+c+prKxk48aNAJw+fXrERGex3JjaZzQG/6u6dOnSUZ9D7aqqqlTbex2r2M632/nF75oA\n", "ONDQw/zJqbx4fzEbjjYzLdvCfWUZAceXZ5p5ZXkpu8+1c0dBCrMLrDT1Ovna2xe43ONCA7y8vJR/\n", "rm6ky+4hy2Lgu4+WDznONZL4pqSbeH5J0bCPj8fX/qFUVVVx18JFaJjYZYCbhfTn7pFHHuGpp57y\n", "/5s3b96Izxm8e4zBENqVyj179nD33XdHfI7BhfWqqipV3T5+/HhctScRb/f0BH6tdzic3F+WyQ9W\n", "TePB9C7OHzvsf+zYhcu8cfwKbp/C80uKmGSr5+RHH9DS5+Zyz0DvTAEONXT7e7ztNrd/g8N4iHcs\n", "b3/4wSE+MyuNwlQjKUk6vry4gMtnT8RN+0Z7OxKj3kNrOLt27fIP39q7dy/Lly8Pevx7771HcXFx\n", "wEIw4ZxD9tASI+l2eNhwtIltH7dxW14yzy8pCqhrXtdhc/NXb52j4dog/DW35fDHCyah02po7HLw\n", "/Laz/vUDnl8yhX+vuUK/y4tWAz9YNY3K3Funv04UarygFXd7aNntdmCg93n9Z4ATJ06g1WqZOXOm\n", "/779+/eTl5d3ywpbw51DiEikmfT84bwC1t6ei8WgxTrMyvt9Lq8/sQIcudyL3ePFatQzJd3Edx4p\n", "53RLPzlWI+VZZjLMBk639jO3MGVcV7qKB+lmGU97XUjJtaenh927d9Pf38+6devYtm0ba9asCfqc\n", "BQsWsGHDBhRFCehxHjx4EI1G40+uLS0tVFdXU1lZyenTp+nt7eUzn/lM0HNMRFJzjQ6TQYdphN1d\n", "M0x6lpSkUVU/sHLVo5VZJA96Tnm2JSCJLko2Bp3WenN8HTY3bf0urEn6IXvOiUbNn83RCCm57tq1\n", "izVr1rBjxw70+tA6u4WFhTzzzDO33L9+/fqA27m5ubz44othnUOIWEox6Xl20WQenp6FSaelPNuC\n", "JkpfcVv7XHz3vYF1XdNMer79SBllWRO7t6tWIWVKk8kUcEFJlhwce2ruGcRjbNnJRrKTozNCZXB8\n", "DV031nXtdnioaexJ+OQaj+9fPIhoEoHPF50FLSaKTrubHoesqykG1nUd3AfOkTn/qhVScs3NzaWq\n", "qgqPx8OhQ4coKhp+7J24QVEUDjf28NyWMzy/7SxnW20Rn2u0w0LiWbzG5vREZ2nNwfGVZ5p5eXkp\n", "8yal8Pn5Bdw5KSXIMxNDvL5/4y2kssDSpUs5deoUXV1d5Ofny75ZIWruc/G3e2txegdGu/2w6iL/\n", "+FgFFqOUVeJZv8vLby90sPtsBwuLUnm0MpuMKF0FN+i1LClJ557itKjVcUV8Cnko1syZMwOGT4mR\n", "KUrg+qAeRcFHZMOK1VzXirfYzrbZ+FH1wBoXZ1ptlGSYueemDQfDMVR8akqs8fb+xYuQkmtbWxs7\n", "d+7EbDbjcrlYsWIFmZmZsW5bwstLMfLSAyV8970GzHotz98z5ZaFjcXYuNrjpMsxMEU1d4RFTm7e\n", "P6vPKTtvxDuvT+Hjln5Ot/YzNdPMzLxkTPrx/YYY8lCsdevWodVq8Xq9bNy4kaeffjrWbUt4Wo2G\n", "RcVp/McTM9BqIGsUV5/VNJbQ61Owu71YjDq0Gs2wsV3udvB+XRcA95amMznCRUDqO+28+NZ5Ouwe\n", "SjNMvPLQ1KDjS6dmWpiVb+V4Ux+T05IoyzLzv1f7SDfpKcoIvw1qeu+GEg/xnWuz8ZUd5/zfFL/7\n", "aHnAAuLjIaTkarFY/JsS6nQ6TKaJu9JNuLQaDTnjuBxcvOm0u9l6spXq+m4eKMvgsRlZQx7X5/Tw\n", "T/svcrypH4CPLvfw9eVTh51VFczHzf102AdGa9R1OqjvtAdNrnkpRr72QAmddg86LXzn3QbOt9ux\n", "GLR897FypmVP3Omt8ard5g4owTX1OoHxTa4hjRZwOAJXYbfZBq5619TURL9FYkjj3TOIlo+b+9lw\n", "tJmLXQ7+66OrnG21B8TWbXez+2w7Bxu6udB+Y8rz+TY7dk9kQwBvvhiVGkKCzrAYmJplpqXPzflr\n", "7bC5ffzucm/Yr6+W92448RDfpLQkUpMGygBJOg1TM8dmUfNgQuoG+Hw+XnvtNebOncuxY8dIS0vj\n", "1KlTHD16NGAVKyFG4vQGJsibhzv97kov33v/IhXZZpZXZPLmtcWsn5qde8t6q6GamZfMF++ZwoeX\n", "eri/LIPy7NB/8VJNOrSaGxcm1TBdVY1KMsy8urKCpl4X2cmGxEmuNpvN/9dpwYIFQOBygCL24qGu\n", "FQ2VOclU5lg43WpjToGVaTnJAbFdvLZgyrk2OxlmA994qJSUJD2lmWaM+pG/aPU4PGi1BFw4TDXp\n", "eWxGNo/NyB7yOY1dDlr6XGQlGyjJCPylLMuy8K2Hy3i/rosZucnMLrCGHfNQ7123w83xq/0097m4\n", "o8AadMEXr0+hsduBx6sw6aaNCuNBvHw2izPMFGeMf1K9LqTk+ulPfxqr9dYPVVFREZcuXfLvHCDE\n", "SPJTjHzr4al0ObykJulJM+tpTE2ntc+F1ajj7impvH68BYfHR3u/m9JMM/khLgp95HIP/1zdiMWg\n", "48tLiwKmlV7tcbLjdBvNfS7W3p7LjGvLAjZ02nlhx3m6HB4sBi3fW1lB+aDn6bUa5k1OZd7k1Kj+\n", "Pxys7+afqhoBsBp1/PDxabcssn3dB43d/N3eOrwK/NFdhay+LZukcb4SLkYWUnIdKrECpKSksG/f\n", "PkmuYyAeegahcHt9HG/q40yrjek5FmblWTFc63GeaennF0ebyDAbBr7mm/W09rnY22Gl+sjH3Fua\n", "zufnF/DPn5xGt8NDvtUY8mr7Tb1OXtl9Y8LGP1c38u1HyjEbdCiKwq+PNfPWmYE9sj681MuPV0+n\n", "MDWJi10Ouq5NTba5fdR12AOSazQM9d4db+7z/9zn8tLt8DBliOf2OQc2KrwW1sBGhSVpTEqLn+Sa\n", "KJ/NsSaDLkVUHW/q46s7L6AAGuA714bENPc6eentC/5FpnudHl66v4QzrTb2ne8EYM+5DhYXp0U0\n", "YN/nU3APulzs8Pj8dVKPT6G+88ZF2X6XF5fHR7vNRY7VSIZZT+e10QTZlrEZ2bFsagZ7z3WiAKUZ\n", "JnKtQ88AM+g0FKQYabxWLkk36f0bFYr4Jsk1QcRLXWskl7ud/jloCjeGxLi8ij+xAlzpcQUkw9HK\n", "S0nixftK+Mf3GjAZtPz54ikkX5tmbNBpWTc3n1f21OLxKXxqdi5dDg8v7jyPTxnYTeBil4PSTDMz\n", "ckfutSrKQA3U5vJRkJpEmmn4XyOby8u5hktMK5kcUCudW5jCDx+fRo/Tw5Q0E7nWoXvoSXodf7Jg\n", "MhnmZnocHtbNLYi7oX2J8tkca5JcRdRc6XaQnWzEYtBic/uwGLQUXPtan51s4Pfn5vM/v2tCr9Xw\n", "ufkFmA06KnMs3F+aygeX+ri3JJ3pOZF9JddpNdxbmk5lrgWdVkO2xUBdh41ep5eC1CTunJTCj1dP\n", "x+nxkWHW85Ud5/1jX1/df5Gfra0MeYnB4019vLTrAi6vwkMVmfzxgklDJtiWXic/++AKhy/18ECT\n", "hj+YV+DfwdWg04a8HcyUdBNfXlqMoiiqmjardpJcE0S89wwudzv46s4LPFiewbOLJtNhc1OSYWLa\n", "tavgZoOOJ2blsrg4DYNO459tlW018vy9JfS5vViNumGvhPsUhSs9Tnw+KEg1DrmVtE6r8V/8OtHU\n", "x1/tPI/bq3B7XjJffaCE0mvDc7rs7oBl/8JNV5uOt+C6VgTdc66Dx2dmD5lcT7XY2F8/MMPsrTPt\n", "LCxKY2GQHQtGEq+JNd4/m+NFijciKq72umjqc/GLo83sOtNOXoqRu4vSMA9aASzZqKM820Jxhhmd\n", "9kaiMBt15CQbh02siqJQc7GHP950mvWbPua3Fzpxe4NPKHjnQgfuawnwRHM/Hf1u7NfWDEg3G/jL\n", "+4rJSTaQadHztQdKw1oYe/BwrSSdBvMwV+5vToVD5cZ2m5udp9v4z8OXOdvaH3IbRPwbdXKVkQJj\n", "I97XzEw36TFcS5gnmvtJ0mlD3v1zpNi6HR5+fPASHp+CAvywqpF2mzvocwYPIn9mTh7bTrfxpe3n\n", "eL92IDHfnm/lX1ZP5yerK5kT5pqqj1Zm8cycPO4pSeNbK8qHXW9gRl4y95elk2zUsWpGtr8XP9je\n", "cx18v6qRXx1r4cWdF/xbcyeSeP9sjpeQygL79+/n3nvvHfKx+fPnR7VBIjFNzTLz3cfK+d3lPkoz\n", "TRENth+OQach3azj+uillCQdBu2NfkGXw41OoyFl0AyuRcUDIw5a+t1ogd1nOwD41m/r+ZfV06nI\n", "tkS8RmteShKfm1844nG5ViPP31PEmfqLVJYWDrkx4qmbhmTJClzqEVJy/e1vf0tLSwv33nsvubm5\n", "sW6TGEK817W0Gg235Vm5LS/8pDpSbMlGPV+6t5h/r7mMw+3jTxZMIuva9ihHLvfwg/2NmAxaXlhW\n", "TMW13mGmxcBjM3IA+NGBRv+5FMAZ4RoFkTAbdcyZVjrs44/NyOaDxh58ysAIgpGWQ4xH8f7ZHC8h\n", "Jdc1a9YwY8YMqqureffdd7n99ttl4WwxpkozzfzdJ8rwKYr/YlZzr5Ov76nDcS1Z/mD/0Ds9PDo9\n", "i6q6LjrtHlbOyKJo0EyoPqeH4019NHQ6uKMwhcqc8Hd6bbe5aex0YDJoKcs0+ydNhOLOSan88+PT\n", "6Hf5mJKe5B9NIBJfSJ+C2bNnYzAYuO+++3j44Yd54403Yt0ucRM117VCjU2n1QSMEvApA/Pur3P7\n", "FHxDrHnZ+hanAAAgAElEQVRRlmXhXz45nf94opLPzy8gddCV/aNX+nhlTx3/+eFVXthxjtqO8Gqe\n", "3Q4PPznQyF/uPM8X3zzLwcbuW44JFp9eq2FaTjJzJ6VEbbfZsabmz+ZohJRcq6qquHTpEr/5zW+o\n", "rq7mz//8z2PdLiFGlGs18uL9JSTpNKSZ9HxxyZQh13tt63ex+UQLf7evnt3nOul33ahrXmi/sWmk\n", "y6vQZQ9+oexm7f0u9tcPJFQF2HyidcSRDGJiCKkssG/fPu6//36eeOIJdLr4mdM8kai5rhVpbDqt\n", "hsXFabz25Ey0Wobt+R1v6mPTiVYAfnroMqUZJuZOGliI5c7Jqfz6f1vw+BTyrUYKUsPrPSYbdQHT\n", "Z2/PS75lDO6SJUtwenwcvdLL4Us9zClI4c5JViwq2fJHzZ/N0Qi55jp79uxYt0WIsOm0GnJTgidE\n", "m/umNWS9N0oHt+Ul88PHp9Fld1OYmkRhani7bOSlJPEPK8p5v66T7GQDC6YMPUngXJuNl3fXAvDm\n", "qTa+/UgZd06K7kpbIr6EXHMV40vNda1Yx3ZHgZXSa2NRFxalUZ51YwysVqOhItvCXVPSmBThHl1T\n", "s8z84fxCVs7IGXLef1VVFZ03lRs6bJ6IXiseqfmzORoh9Vx7enrYvXs3/f39rFu3jm3btrFmzZpY\n", "t02IqJicZuIfHimnz+Ul3aQPuKA1VoozTORYDLTa3KQm6ZiaFT+LOovYCHn31zVr1rBjxw70enXU\n", "iRKNmutaYxFbpsUw5DAnRVE43dLPkSt9lGYMTH6IZBPEYK7H948ry2ntc5NpMQy7MHYiUvNnczRC\n", "+hSZTCYMhhsfTLmoJdSitsPOV94671+H4OvLS1kcwXqyoShMNYVd0xWJK6Saq8vlCrjt88lQk7Gm\n", "hrqWoii09rvosAV+nsYztk67x59YgbDHuYZCDe9dMGqPL1IhJdfc3FyqqqrweDwcOnSIoqKiqDfE\n", "5/Ph9cq8arXyKQqHLnbzx5tO89zWswFz6sdTYaqR/GsXoQxaDXMLo7cmQricHi+dNjeeKC4iLsaP\n", "RglxG9dTp05RW1vL7bffTklJyYjHNzU1sW/fPnQ6HcuWLaOgoGDYY3ft2kVtbS2rV6+msPDGghjb\n", "tm3zJ9yysjJmzZo17Dn27dvHnXfeGUooIopaep10ObxkWPTkBJlh1NTr5I9e/9jfSyzJMPFPKyui\n", "Xt+MxOVuB1d7XaSb9EzNMoe8mlc0NfU6+c/DVzjR1M/q23N4rDLbv5OCGF9HjhzhwQcfDPt5IX+y\n", "Z86c6V9PoKGhgeLi4qDH19TUsG7dOgC2bt3K6tWrhz12xYoVnDp16pb7TSYTDz30UKhNFGOsscvB\n", "196+wNVeF2WZZl5eXjJsTVFD4NckrUYT/irVg9R12Gnuc5FrNY56j/pJaaaIh2GNltvr40q3k6NX\n", "e3m3dmBh7f+ouUJljoXZBeEthSjiS9DkumnTJv8iFtfrrIqicO7cOV566aWgJ7ZYbqxdaTRGNmfa\n", "6/WyefNmFEWhtLR0QvdM43GfojOtNq72DtRPL3TYqe1wDJtcc61G/mb5VF7d34BJr+UvlkzBem2G\n", "UrixXWi38+XtZ7G5fZj0Wl5dWeFfDSseDRef16dQVd/Fj6obeWR6dsBjiVQaiMfPZjwImlytVisP\n", "P/ww1dXVGAwG5syZw5EjR0hPH/lq6uBqw+CRBuFYsWKF/+edO3eOePzgN/l6kV0tt48fPx718+t0\n", "OiZVzqW134XW0YOjtZFFixaF/vyccgK47ED6kMdXV1djNBr52Zq5aLUajn9UQ9VZX0Ttv9Tt8M+6\n", "cnh8NHY5aD59JKb//7G4bc0p4Kcf2uhz+UhJ0jE100xdh52VM7LRdDdRVfe/Qz7f61M4efIkfb09\n", "LF68OG7iUfPtSIRUc3399dd58skn/be3bNky4iSCXbt2+ZPj3r17Wb58edDjT506RXp6ekDNdbCR\n", "ziE11/DVdth5Ycc5ep1eUpJ0/OOj5UzNCr0H2ONw886FLg40dPFAeSZLStKD1gk/bunnvz+8QrrZ\n", "wKfn5kc81vNUcx9f2n4OnzJQWfjeygpm5Y/fhahI9ToHdqA912ZHq4G1t+ewYlrWwCaPw/w/Xuxy\n", "8F+Hr9Dr8vL5uwqZEeImhyJyMa253ry+ZShDsex2OzDQg73+M8CJEyfQarUhrQc7uLbrcCTe9hfx\n", "7mKn3b/dda/TS0OnI6zkmmoy8Mnbcnh8ZvaIa6A29zn5610X6Lu2IpXN7eVrD5YOudHgSCqyLfzj\n", "YxWca7VRlmWmMo5LAsGkJOl5YWkx/32kCY/Px/LyTIoyhq8fOz1efnLgEkeu9ALwtbcv8K9rKhNy\n", "ge2JIKTk6vP5aGtrIzs7m7a2NtzukZdlW7BgARs2bEBRlIAe58GDB9FoNAHJde/evdTW1mIymSgp\n", "KWHp0qXAQHKtqakBYM6cOWEFpjaxqGtl3TRj6frq/uEKZXFpt0fxJ1aA5j43bq+CQRd+bAadlln5\n", "1oTprQaLryTTzMsPlqDAiKMU3F6FtkF7h/U5vQFjdMeL1FyHFvKqWLt27aKvr4/k5OSAEsFwCgsL\n", "eeaZZ265f/369bfcN9zX/etJVsTGtJxk/n5FGceb+piVb2VaTux6gNnJBv7orkJeO3wFg1bDH91V\n", "MOxX33A5PV68PqJ2vrGm0WhCGjhhTdLzJwsm8fU9tbh9Cn+6aBLZEf5BFLEX8jjX4Vy6dCkudoCV\n", "mmv8s7u9XO1xotdqmZyeFJXxpPUddn58sJFuh5dnF01mTuH4D1+60uOgw+YhO9lAfkpSVM/tUxQu\n", "dzvx+hTyU42YhtnWW0RPzMe5DufDDz+Mi+Qq4p/ZoAurpjsSl9fHTw9d5tjVfgD+ZnctP1tbSUFq\n", "dBNaOBo67fzVW+fpsHvItxr55oqygD27Rkur0ahq0Rc1C/9qghgXap6/HWlsPp9Cr/PGuqhOj2/c\n", "x4eeb7PTcW1XgqY+Fw2ddlW/d6Duz+ZoSHIV48rp8ZKSnhnRc00GHf/fwslYDFo0wBeXTPGvEzBe\n", "0s2BXwbHY+1YER/knU8QarwaW9s+UC91enQ8l9PHjLzwr/7PKrDys7WVeHwKucnGsLa1joXK3GS+\n", "el8xH17uYWFROtOyLZgL1PfeDabGz2Y0SHIV48Lm8vJP+xs42zYwBvpv9tTxr2umR7S9dF6ULxqN\n", "RrJRx/3lmdxfHllvXKiHlAUShNrqWh6f4p/AANDv8o57vTRW1Pbe3Uzt8UVq1MlVRgqISKSa9PzZ\n", "PVMw6DRoNfCle4si6rUKEa9GPc41Xsg418SjKApNvS68ikKe1TjiVNg+p4c+lxerURfROrBen8Kl\n", "bgc+BQpTk0ga5/qsSAzjNs5ViEhpNJqQx6S29rn42QeXqarvYlFRGn+6aHJYc+oVReFgQzff/G0d\n", "PgX+/J7JPDwtK6K1DYQIRdDk+u677zJ//nz+/d///ZbFsd1uNxUVFdJbHCNqnr996NAhCqbfQZfd\n", "Q67VOGTCPdNq4/26gcWkqxu6ub8sI6zk2u308LMPLnO9rPvjA5eYPzk16jOoAK72OGm3DezyWpia\n", "pOr3DtT92RyNkHqupaWlQ+4k8Prrr0tyFaNmzC3h+W3n6Hd5mZRq5JsPl92yM4D2pg6mThve1Fmj\n", "Vkt2soHmvoHFvdPNBgxhniMUF7vsvLTzAi39bjIter7zSPnITxqktsNOU6+TnGQj5VnmkBbFEfEp\n", "aHK97777gj9ZL1WFsTIePYN+l5cTTX3UdtiZXWBlRm5yTPaXarTr6L+2YtblHheN3c5bkmtlTjKf\n", "nJnNe3VdLClJozIncB1Tj9eH26dgNgw9195i1PH8kin890dXcXh8/OH8QrJicAGtrsNBS//AylUd\n", "Ng+1HXbuD/G9u9Bu48vbz2Fz+zDqNLy6soLpOfG/Xqv0WocWUnbMyMgY8v5QdiQQietEUx8v764F\n", "BnZG/cHj02KynUp+yo0kp9VA+hCzmjItBr5w9ySemZNPslFL0qAFSxq7HPznh1do7nXx+fmF3Dk5\n", "Zcg/AsUZZv76wVIUJfyeb6jSbmr7zbeDudzt9O+w4PIqXOxyJERyFUMLqZq/bNmyIe8fqWcromc8\n", "xhI2dN5Y5NztU+i0j7yObyT0XZf46v3FPD4zm28+XEZZ1tALRifptWRaDAGJFWDD0Waq67s5327n\n", "lT21XOp2DvtaWo0mZokVYHqOhZcfLOGhigxeur+EypzkkN+7XKsR3bWmaWDcp/KGSsa5Dk2+14th\n", "zcpPwaBrwu1VyEkeuDgTC/aeTu6ffRv3l4U/q8nrU+i0ufy33T4Ft3fknTJixWzQcW9pBveWDv1t\n", "L5iKbAuvrpxGXYedKekmKiNcX7fH4aHH4SHZqCPDIuu9jpeg41x7enpITU2lp6eHvXv3AgPbXX/i\n", "E5+Iu3qrjHONPkVRqO2w02HzUJhqHLftp4fT1u+ix+HF7fXx1WtbyHxuXgGrb88Ztvaqdq19Ln5Y\n", "dZGaS71Myzbz0gOlMfujOFHEZJzrO++8wyc/+Um2b9/Ok08+idFopKuriy1btvDUU09F3FiRGDQa\n", "DWVZFsqyxrslt7rU7eDre2q52OXk9jwL31tZgV6rISfZMGETK8C5dhs1lwb22DrbZudkc58k13ES\n", "tOZ6vVNrsVgwGgfqP+np6RFvla0Gbo+P9n4XtkH7QY0FNde1Iont4xYbF7sGaqsnmm1c7XFSlG6K\n", "y8Q6lu9d0k2TIsZipwI1fzZHI6Tv9l5vYCJxOoe/YKBmfU4Pb5xqZcuJVipzk3lu0eRxXfV+Iks2\n", "BiYRs0FmWgFU5Fj4/PwC9pzvYMGUVGbmyWiD8RI0ubpcLjZu3EhS0o0EcuHCBfLy8mLesHh0ocPO\n", "//2oCYCaxh7mTepmze25Y/Laah5LGElsM3KT+cN5BRxo6GZ5RQbT4nh77bF871KT9HzqjjxWzsjG\n", "bNDFdGTEdWr+bI5G0OT6qU996pb7SktLKSsri1mD4tpNl/7G8aJ0wrvS42THx2102t2svT2X8jCT\n", "Y4bZwKfn5vPErJxbhmZNdFqNJqKFbUR0hf1dSnvzPMQJZGqmmd+7IxeDTsPtecksKk4ds9dWU13L\n", "41P4vx9eYePxFvae7+SlXRdo6XON/MQhJEJiVdN7NxS1xxepkP68KYrChQsXcLkGfgEOHz7MZz/7\n", "2Zg2LB6lmPT8/tx8Vs3IwazXkiL7I0XE7fXR0HWjbt/l8ODwyNcAoS4hdUO3bNlCb28vWq3W/2+i\n", "StLryLUaxzyxqqmuZTbo+Myd+VwvB35qdi5ZKh7srqb3bihqjy9SIWUIg8HA3Llz/bcrKytj1iAx\n", "MSwoSuMnq6fj8ipMTksi2Rj/X++FCEdIXdDe3t6A2y0tLTFpjBie2upaeq2GqVkWKnOTOXr40Hg3\n", "J+rabS7qOux02d2qe+9upvb4IhVSz7Wuro6f/vSnZGUNTNU5ffo0L7/8ckwbJkSiutTt4Bt7amno\n", "cnJHgZV1FbLP3EQUUnL9xCc+wV133eW//e6778aqPWIYaq5rqS22U839/gt2x672sea20nFuUWyp\n", "7f2LlpCS6+DECrLUoIgPdreXE039nGntZ1a+lZl5yXGxJ5blpim4pjickitiL6JPYlNTU7Tbgc/n\n", "u2WarbhBzXWtSGM73Wrjr9++wH8faeKvdp7nfLt95CeNgdvyk1k3N4/yLDN/unASSvvF8W5STKn5\n", "szkaEY0nOnTo0JB7ag3W1NTEvn370Ol0LFu2jIKCgmGP3bVrF7W1taxevZrCwsKIziEmnubeGxMP\n", "fAq020JbzPtqj5OdZ9q52utk7W25zIjy/PsMs4E/uLOA35udh8mgo6rqbFTPLxJD0OTa2tpKRkYG\n", "nZ2dAff39/ePeOKamhrWrVsHwNatW4Mm4xUrVnDq1KlRnUPt1FzXijS2siwzZoMWu9tHulnPlLTQ\n", "FtF5/XgL2z5uA+BwYw8/WT2dwiivVavRaPzlADW/d6D++CIVNLlu3LiRp556ip///OcBC1E3NzeP\n", "eGKL5cZc8evLFYYrGucQQ1MUhdOtNo5d6aUo3cTsAmvCzUevyLbwg1XTaLe5ybMamZI+coL0+hTq\n", "O26UD2xuH3aZHSZiIGjN9dlnnyUnJ4fy8nLuu+8+/7+pU6eOeOLBGxxEuv5rNM6hFtGua9V22Hlh\n", "xzn+88OrfH1vHceu9kX1/OEYTWylmWbmT04NKbHCwMaEz8zNR39tetiqGdnkxXivKrXXJNUeX6RC\n", "6qqsWLEi4HZ5+ch7sQ++OBXp3uvhnqOqqsr/FeX6G66W28ePH4/q+S42d+Ly3vjjdbqpG0PLWe6+\n", "++64iDeWt++clMLfLc3G7YXbivOxJunjqn1yO/5uRyLoHlrDcblcI35N37JlC2vWrEFRFLZv386q\n", "VasAOHHiBFqtlpkzZwYcf+rUKdLT0wMuaA13jqHIHlrhudLj5Ks7z3O114Veq+G7j5Zze751vJsl\n", "RNyJyR5aw9m1axePP/540GMWLFjAhg0bUBSF5cuX++8/ePAgGo0mILnu3buX2tpaTCYTJSUlLF26\n", "NOg5xOgVpibx9yvKuNLjIt2sH3Y7ayFEZCLqucbjlXu191wHlzzUpqqqirsWLqa514VOO5D4Iy0l\n", "xSM1v3eg/vhi0nN99dVXKSoquuX+06dPx11yFaPn8Hg52dTPuTYbt+VZmZGX7L/wE0smczK7z7bz\n", "owOXMOo0/O0npnLnpLFbiFyIWAiaXMvKyoZMolu3bo1Zg8TQxqJn8HGLja/uugCAVgPfXzWNGbmx\n", "3+CuoHwGf73xYwBcXoWfHrrMD1YlY1HJMoRq7tWB+uOLVNChWIsWLRry/vT09Jg0RoyvSGc8jZZe\n", "qwnYvTXdrCcOlggQYlSCfoSH2+VVFm4Ze2MxlrAs04xJP/CRSDPpmRzijKfRqjv5O761oozKHAt3\n", "T07luUWTE2JvrFCpfRyo2uOLVGJNyRExVZEzMOOpzeYiP8VIUfrYjCDweDzclmflHx8rR6fRoFdB\n", "t7Wp10lTj4s0s37CT4CZqCS5JoixqmtNzTIzdYyHZV2PTS291as9Tl7efYGLXU6SdBq++9jt492k\n", "mJKa69ASv4sgRJy53OPk4rXFsp1ehY8u9Yxzi8R4kOSaINRc11JDbIqi0Glz0+v0kG7Soxs0gi03\n", "ugtuxR01vH+xIGUBIUbJpyjUNPbwo+pGUk16vrK0iO8+Ws6Bi91UZFlIszcDshbxRBPRDK14pPYZ\n", "WiJ+Xe52sH7TaTy+gV+lOwqsfGtFGUYVXJgTkc/QkndfiFHyKQO91+vcXh8q6bOIUZDkmiDUXNdK\n", "9NjyU4y8sKwYo05DpkXPny4MHKeb6PGNRO3xRUpqrkKMkkGn5b6pGczKs6LTQlay7JohpOYqhBBB\n", "Sc1VCCHiiCTXBKHmupaaYwOJb6KS5CqEEDEgNVcxofgUhdp2O71OL5NSjeSmjM3KX7Fgd3up73Tg\n", "UxRKMswkq2T923gzpntoCZGoTjT18dWdF3D7FKZlm/mb5VPJjfHW2rHg8SnsPtvOjw9eBuAP7szn\n", "ydm5mFSy+I0aSFkgQai5rjWWse2v68J9bSbV2TY7V3ucMX/NWMTX4/Dwy6PN/tu/PNpMt90T9dcJ\n", "hZo/m6MhyVVMKIN3uU3SaUg1JeaXN5Ney9TMG7EUpSdhMsivczyRmquYULrsHj681E1Dp4NFxenM\n", "zIv9HmGxcrnbwb7znbi8Pj4xLXPMFjefaKTmKkQI0s16lldkjXczomJSmok/mCerbcUr+R6RINRc\n", "11JzbCDxTVSSXIUQIgak5iqEEEHI2gJCCBFHJLkmiHitazX3Ojl2pZe6DnvE54jX2KJF4puYZLSA\n", "iFhTr5NXdtdS1+nApNfynUfLmZGbuEObhIgm6bkmiHjcG/5yt5O6TgcADo+PmovdEZ0nHmOLJolv\n", "YpLkKiKWatKj197YQ7o4Q+V7SAsRBkmuCSIe61pTM818+5EyVt+WwwtLi5g7KSWi88RjbNEk8U1M\n", "Mau5NjU1sW/fPnQ6HcuWLaOgYPiZJMMdu23bNrxeLwBlZWXMmjUrVs0VEdBpNcwuSGF2QWRJVQg1\n", "i1lyrampYd26dQBs3bqV1atXh32syWTioYceilUTE4qa61pqjg0kvokqZsnVYrH4fzYag6+XOdyx\n", "Xq+XzZs3oygKpaWlMklACJEwYlZzHTzxy2AwRHTsihUrWLt2LU888QTNzc1DPXXCUHNdS82xgcQ3\n", "UcUsuV6vlQJoNJogR4Z27EgJGgLf5KqqqqjePnLkCB9++GHMzj/S7ePHj4/p60Vyu6amJq7aI7fl\n", "drRuRyJmawts2bKFNWvWoCgK27dvZ9WqVQCcOHECrVbLzJkzRzy2oaGB4uJiALZv387KlSuHfb1Y\n", "ri1wod3Gm6faSDfreXhaJoWpMuRoMEVR+Lilnw8aeyjJMHHnpBTSTCP/MRQiEcTdeq4LFixgw4YN\n", "KIrC8uXL/fcfPHgQjUYTkFyHO7ahocHfG5ozZ06smhpUa5+Ll3ZdoPPaFhpNvU5eWFqMXiej2K6r\n", "63Twl2+dx+Ud+Dv94n3FPFCeOc6tEmJ8xSy5FhYW8swzz9xy//r160M+dunSpTFpWzgcHp8/sQLU\n", "dThwehVGsw9cW7+Lhk4HFqOWskwLRv3Iibqqqipur8p22z3+xApwvt3OA+WhPz+eY4sGiW9iku7X\n", "CDItBp6clQuAVgO/Pzd/VFsYd9nd/GD/Rb666wJffPMchyKcMhpPClKNlF6bnWXQalhUnDbOLRJi\n", "/Ml6riHoc3q42OXEqNdQnG7CMIqSwPk2G89uPeO/PSs/me8+WoFOG/yiX7xr7nVyucdJmklPaaYZ\n", "7QgXMYV6tfe7qOt0kKTTUpZlxjKKzkg8iLuaq5pYk/TMzIvOf5U1SUeGWe8vNdxRkJLwiRUgLyWJ\n", "vJSk8W6GGGe9Dg8/OXSJ/XUD38j+7J7JrKzMHnHEkBpJWWCM5ack8Q8ryvjsvAK+vLSIRytD2yxv\n", "tMNC4pmaY4OJFV+n3eNPrADbTrVhc/vGo1njTnquIWrvd9Fh95CapBt1D21qloWpWZaRDxQiwSQn\n", "aZmUauRyjwuAOYVWTCFcsFUjqbmGoKnXybd+W8+ZVhv5KQa++XCZ7BF/TUOnnTdPtaHVwKqZORSl\n", "yxjgia6xy8GHl3qwJumYU5BCjjX49Pd4JzXXGKrtsHOm1QZAU6+bk802Sa5Aj8PDt9+p50LHwILZ\n", "Z9tsfPPhMlKS4vNjVddhp63fRZ7VSFGGvH+xMiXdxBT5Iys111AkGwKvdqYljf3Vz3is2zk9Pv/X\n", "P4BL3U6cnvDra+HE5vEpXOp2cLnbgW+IL10+RWGoL2Pn2mw8v+0sf/12LV/afm5Ue36FKx7fu2hS\n", "e3yRkuQagmnZFr6ytIjZ+Vb++O5Cbsu3jneT4kK6Wc/n5t9Yp/dz8wtIN8du2qvXp7C/rpMvvP4x\n", "6zedpuZiT0AiPd9m4+u7a/nmb+tp6AxMnvWdduzXLqz0OL1c6nbErJ1CgJQFQmI26vjEtCweLM8c\n", "t2FT8TgDxqDTsmJ6FrflJYNGQ3F6UsC2L6EKNbZ2m5vv72/Epwz0UH9Y3chPcqeTYTbQYXPzyp5a\n", "WvvdALT1ufj7R8pINg58xHOTb9T9tBrIsoxdHTAe37toUnt8kZLkGgY1jEeNNrNBx7ScsdnxVa8F\n", "q1GH41rpISVJ50/mbm/gNOU2mxuXR+F6Tp2ea+HbK8o422ZjZl4yFdlScxWxJWWBBKHmulaosWVa\n", "jLzyUCkzcy3MLkjmr+4r9l88y7QYeHbRZGCgZ/onCyaRZr7RdzDpddw5OZWn5+QzuyBlVLPswqXm\n", "9w7UH1+kpOcqItLv8uD2KaQl6cd09s30nGS+82g5Wo0mIEEadFoeqshkZm4yWg1MTjfJFFwxrmSc\n", "qwhbXYedf9rfQJfdy7OLJnH3lDQpmQjVinScq5QFRFi8PoXXaq5wptVOc5+Lv9tXz9Ue53g3S4i4\n", "I8k1QcRLXcunKDgGbcvj9Sl4R/nlJ15iixWJb2KS5CrCYtBpWX/3JDLNevRaDX9xbxGFshqWELeQ\n", "mquISLvNjdvrI8tiGNMr70KMNVlbQIypLItsQChEMNLlSBBqrmupOTaQ+CYqSa5CCBEDUnMVQogg\n", "ZJyrEELEEUmuCULNdS01xwYS30QlyVUIIWJAaq5CCBGE1FyFECKOSHJNEGqua6k5NpD4JipJrkII\n", "EQNScxVCiCCk5iqEEHFEkmuCUHNdS82xgcQ3UcVsVaympib27duHTqdj2bJlFBQUhH1sOOcQQoh4\n", "ErOea01NDevWrePpp5/mgw8+iOjYcM6hdmreG17NsYHEN1HFLLlaLBb/z0ajMaJjwzmHEELEk5gl\n", "18GDEAyG4AsrD3dsOOdQOzXXtdQcG0h8E1XMaq7eQZvYjbSv/XDHhnOO9PR0jhw5Em4zE4bFYlFt\n", "fGqODSS+RJeenh7R82KWXO12OzDQ+7z+M8CJEyfQarXMnDlzxGOHu38o8+bNi1rbhRBitGKWXBcs\n", "WMCGDRtQFIXly5f77z948CAajSYguQ537HD3CyFEvFPNDC0hhIgnMolACCFiQJKrEELEgCTXBOXz\n", "+QJGUwgh4kvMLmhFWzSm08azcNq8a9cuamtrWb16NYWFhWPYysiFE9/Jkyc5c+YMPp+PhQsXMnny\n", "5DFsafjCie3AgQM0NzcDUFRUlBCjXML9fbLb7fzgBz/gs5/9bEJ8PsOJb9u2bf5OTVlZGbNmzRr+\n", "xEqCeOONN/w/b9myJWrHxotw23zy5Enl8uXLsWxSVIUT33vvvef/eceOHTFrU7RE+nl7++23Y9Gc\n", "qAs3vp07dyofffRRwnw+w4lv9+7dIZ83YXqu0ZhOG88Ssc3hCCe+pUuXxro5URXue1dfX8+mTZtY\n", "s2ZNLJsVNeHE19nZicViwWQyxbpZURNOfF6vl82bN6MoCqWlpUHXkE6YmqsShem08SwR2xyOSOLb\n", "s2ssNgUAAAbiSURBVGcPd999d6yaFDXhxlZSUsJzzz3H4cOHY9msqAknvqqqqoRbyCWc+FasWMHa\n", "tWt54okn/OWd4SRMzzUa02njWSK2ORzhxvfee+9RUVFBdnZ2LJsVFZG8dyaTiZSUlFg1KarCia+5\n", "uZk333yTlpYWSkpKEqLmGunv3kiJOGGSazSm08azcOJLROHEt3//fvLy8igpKRnrZkYknNg6OjrI\n", "zMz0H58IwonvC1/4AgCnTp2KeE7+WAsnvoaGBoqLiwFwOBxBz5swyTUa02njWTjx7d27l9raWkwm\n", "EyUlJQlRoww1vpaWFqqrq6msrOT06dP09vbymc98ZryaHZJw3rvq6mqcTicA8+fPH/O2RiKc+GDg\n", "D0hVVVXC9FzDia+hoYGamhoA5syZE/S8Mv1VCCFiIGEuaAkhRCKR5CqEEDEgyVUIIWJAkqsQQsSA\n", "JFchhIgBSa5CCBEDklzFuPB6vfh8vvFuhhAxI8l1AvnGN74RtXP95je/YevWrWzdupU33niDnp6e\n", "gMe3b98+5POuXLnC66+/zve//33a29sjfv2PPvqIn/3sZxE/X62G+3+/2dtvv82mTZti3JqJLWFm\n", "aInRW79+fdTOpdFoWL169bCPDzftuLCwkCeffJJ33313VK8/b948GhoaRnUONQp1uvfDDz/M5s2b\n", "Y9yaiU2S6wTQ1NTEoUOHuHDhAl/+8pf999tsNjZv3ozVakWn03HmzBm+8pWv+B/fvXs3fX196HQ6\n", "3G43q1atIikpCYCkpCQ2bdqETqfDZrOxcuVKUlNT8Xg87Ny5k9OnT7N161YAKioquO2220Ydx969\n", "e+no6ECv16PT6QLKCmfOnOHo0aOYzWYcDgfz589n6tSpXL16lf/6r/+ioqKCtWvX0tzczK9+9Sty\n", "cnJ4+umn0euH/xXYtWsXZ86cISMjg9TUVGw2G7Nnz+b2228P+powsKzg7t27mT17NvX19RiNRnJz\n", "c/0rRlVXV9Pa2opOp/NPh33yySdH/D+or6+nuroaq9WKVqulra2Nz33ucwC8//77Af/vGRkZLFu2\n", "DACPx8OWLVvQarUoipIQC8gnvJBXfhUJ7ze/+U3A7dra2oAFm+vr6/0/V1dXK2fOnPHf7u3tVTZt\n", "2jTkeZ1O5y2P3fxaN3vnnXeUlpaWkNt+8uRJ5eDBg/7bra2tyre//W1FURSlv79f+fnPfx5w/MaN\n", "GxWXy6UoiqI0Nzcre/fu9T+2YcOGkF/3hRdeULxer//2r3/9a8Vms434mtfb/KMf/UhxOp0Bx505\n", "c0b54IMP/Ld9Pp9SXV0dUnt27NihNDQ0+G8Pfs8UZfj/923btimtra3+2x988IGycePGkF5TREZ6\n", "rhNYaWkpXq+Xt99+27/s2vUVfy5fvszixYv9x1qt1mHPMxaLe587d46HH37Yfzs7O9u//UtzczM9\n", "PT3+HhsMrFjU2dlJbm4uubm5tLa2AgO9+HB6bbNmzUKrvXFpYtq0aVy5cgWtVhv0Na974IEHbvn/\n", "OXv2LA899JD/tkajCfi/DubRRx/l8OHDnDp1Co/HQ25urv89C6avry9g+cY5c+Zw8eLFkF5TREaS\n", "6wR27Ngx7rjjDsrLy4GB/Z2uL6k2efJkzp49y7Rp04CBX87rfD4fdXV1lJWVAdDV1RXzlecrKio4\n", "evQoCxcuBKC1tZXGxkYAJk+eTF5eXkAN+OaRCPPmzePDDz+ksbGRVatWhfy6J06cwOfz+RPs+fPn\n", "WblyJTqdbsTXVBRlyPVBp06dyvHjxwNWxRr8fx3M7373O+666y7/7V/+8pchLSienJxMW1ubP8Ee\n", "OXIkYZY8TFSyKtYE8O6779LV1cXx48f9PbEVK1awffv2gF4ZwOOPP+6/73rNVavV4na7efzxx/01\n", "13fffZfm5maSkpJwu92sWbMmoH75/vvv09HRgVarxePxsHjxYvLz8/3139raWvLy8khJSWHFihUh\n", "9X737NlDZ2cnJpMJh8NBS0sLCxcuZP78+TQ2NnL48GF/G/r6+li1alXAgtSvvfYa+fn5PPbYYyH/\n", "3/3bv/0bVqsVk8mE2+3mjjvuoLKyEiDoa9bU1HD06FEAcnNzmTRpUkBSfOeddwL+f6ZPn87s2bNH\n", "bM9Pf/pTCgoKUBQFn88XUMeFgSR97NgxkpKS/FuRzJ49G4/Hw+uvv47BYECr1WK1Wjl8+DCf/vSn\n", "E2bd3EQjyVWIIDZu3MhTTz013s0QCUjGuQoxjF27dnH69Gneeuut8W6KSEDScxVxob6+3v81+mYl\n", "JSUjrvqeKK8ZTF9fH/v27RuyFmq1WhNmVw0xQJKrEELEgJQFhBAiBiS5CiFEDEhyFUKIGJDkKoQQ\n", "MfD/AI4GSzBjDiYWAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.432605\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd58P3v7KPRaN8XhIQQm81igwFjDHa8gG2wwcbx\n", "QtPUfeKmTZ64fRKnWZo0TZo2SVNnfZs4SfO2fp031MYGYsBgFhtssdrGrLLYhCQ27btmnznPH4Kx\n", "JKTRaDRHmjm6P9fFdekMM2d+t87RPWfu81t0iqIoCCGEiCr9WDdACCG0SJKrEEKoQJKrEEKoQJKr\n", "EEKoQJKrEEKoQJKrEEKowKjWjuvq6ti9ezcGg4GlS5eSl5c36HNPnTrF6dOnCQQCLFy4kMLCQgA2\n", "b96M3+8HoLS0lJkzZ6rVXCGEiCrVkuvhw4dZu3YtAJs2bWLVqlWDPre5uZlHH30UgDfffDOYXK1W\n", "K/fdd59aTRRCCNWollxtNlvwZ7PZHPK5S5YsGfBxv9/Phg0bUBSFkpISbr311qi2UQgh1KJacu09\n", "8MtkMoX1mp07dzJ//vzg9vLly4M/b9u2LXqNE0IIlamWXK/XSgF0Ot2Qz9+7dy9lZWVkZmYO+P9D\n", "JegdO3ZgMBiG10ghhBhCamoqc+fOHfbrVEuuTqcT6LmCvf4zwMmTJ9Hr9cyYMSP42HvvvUdOTg7F\n", "xcV99lFTU8PEiRMBcLlcId/PYDBI2UAIEXVHjhyJ6HWqdcVasGAB69atY926dSxYsCD4+IEDB9i/\n", "f39wu6GhgX379lFZWcmmTZt4+eWXg/9XU1PD+vXrWb9+PVOnTlWrqXGhvLx8rJugGi3HBhLfeKXa\n", "lWt+fj5PPfXUDY8/++yzfbazs7P5+te/PuA+BrvRJYQQsU6nlSkHd+/eLWUBIUTUHTlyhHvuuWfY\n", "r5MRWkIIoQJJrnFCy3UtLccGEt94JclVCCFUIDVXIYQIQWquQggRQyS5xgkt17W0HBtIfOOVJFch\n", "hFCB1FyFECIEqbkKIUQMkeQaJ7Rc19JybCDxjVeSXIUQQgVScxVCiBCk5iqEEDFEkmuc0HJdS8ux\n", "gcQ3XklyFUIIFUjNVQghQpCaqxBCxBBJrnFCy3UtLccGEt94JclVCCFUIDVXIYQIQWquQggRQyS5\n", "xgkt17W0HBtIfOOVJFchhFCB1FyFECIEqbkKIUQMkeQaJ7Rc19JybCDxjVeSXIUQQgVScxVCiBCk\n", "5iqEEDFEkmuc0HJdS8uxgcQ3XklyFUIIFUjNVQghQpCaqxBCxBBJrnFCy3UtLccGEt94JclVCCFU\n", "IDVXIYQIQWquQggRQyS5xgkt17W0HBtIfOOVJFchhFCB1FyFECIEqbkKIUQMkeQaJ7Rc19JybCDx\n", "jVeSXIUQQgVScxVCiBCk5iqEEDFEkmuc0HJdS8uxgcQ3XklyFUIIFahWc62rq2P37t0YDAaWLl1K\n", "Xl7eoM89deoUp0+fJhAIsHDhQgoLC4e9D6m5CiHUEHM118OHD7N27VqefPJJDh06FPK5zc3NPPro\n", "o6xZs4bjx49HtA8hhIglqiVXm80W/NlsNod87pIlS0a8D63Tcl1Ly7GBxDdeqZZce1cbTCZTWK/Z\n", "uXMn8+fPH9E+hAhHh8tHc7cHf0ATPRFFDFItufr9/uDPOp1uyOfv3buXsrIyMjMzI95H70/Q8vJy\n", "TW1rOb7FixeP6vtVtTh5fusZPr+hkncvtOL1BzQV32hvaz2+SKl2Q2vjxo2sXr0aRVHYsmULK1eu\n", "BODkyZPo9XpmzJgRfO57771HVlYW06ZNC2sfA5EbWiIc/oDCd3dVcbC2AwC9Dn7z6DQmpiWMcctE\n", "rIq5G1oLFixg3bp1rFu3jgULFgQfP3DgAPv37w9uNzQ0sG/fPiorK9m0aRMvv/zykPsYj0b6KRrL\n", "Rju23pcTitJ3Ww1aPnag/fgiZVRrx/n5+Tz11FM3PP7ss8/22c7OzubrX//6sPYhRKQMeh3PzMvj\n", "crubFqeXLy6aQEGKZaybJTRI5hYQ41Kby4vXr5CeYMKgH7qeL8avSMsCql25ChHLUq3S+0SoS4a/\n", "xgkt17W0HBtIfOOVJFchhFCB1FyFECKEmOuKJYQQ45kk1zih5bqWlmMDiW+8kuQqhBAqkJqrEEKE\n", "IDVXIYSIIZJc44SW61pajg0kvvFKkqsQQqhAaq5CCBGC1FyFECKGSHKNE1qua2k5NpD4xitJrkII\n", "oQKpuQoxivwBhZN1XeyvaWdKpo3bJiSTbJWZP2PZqM7n2tXVhd1uj+SlQsQ0ty9Ai8OL2aAjIzH6\n", "y7mfb3bw9W3n8F+7pPnWp4pZMikt6u8jxl7IskBFRcWA//74xz+OVvvENVqua411bIqi4Pb6cXr9\n", "bK5o5Jn1FTz3xhnONzuisv/e8XW4/cHECnCx3R2V9xhLY338YlXI5Lp//370ej0XLlzg0KFDeDwe\n", "Dh48SHp6+mi1TwhVNXZ5ePHgJb685SzHrnbx28NXCCjQ2O1l3dH6qL9fQbKFiak9a3ZZjXrmFiRF\n", "/T1EbAhZFnjyySex2+0cPXqUZ555BoA5c+bwyiuvjErjxCcWL1481k1QzVjGdvhiOxtPNQFQ1eJE\n", "r4PAtSvLBFN07vf2ji8v2cI/LyulrtNDqtVIcXr8L+mt5XNzJEIm1+t1VbO5b+2p/7YQ8arN5Q/+\n", "vOd8K1++s4g/fFRHXpKZT8/KUeU9c5Ms5CbJirNaF9ZHs8PhIBAIAOD3++ns7FS1UeJGWq5rjWVs\n", "dxSnkJ3Ys1jhxFQrtxUm8cuHp/JP901iQqo1Ku+h5WMH2o8vUmH1FnjggQf4wx/+gNlsxu1289BD\n", "D6ndLiHC5vUH0Ot0ES2RXZyWwE9XTqHb4yfdZiRZVoUVUSL9XEVc+7ihm98dukyi2cDn5uczMS3+\n", "a5gitoxqP9e6ujpyc3MjeakQUdPY5eFbb52n091TN3X6Anz//klYTYYxblnsUxSFCy1Oujx+8pMt\n", "ZEahT6/XH6C2zYXHr1CYYiHJMr4HR4RVcz116lSf7f3796vSGDE4Lde1Io3NF1Do9nxyQ6rF4cXr\n", "j70vYrF47E7Vd/OlN87w/NZzfH/3BRq7PBHv63p8h2o7+OKm0/ztG2f449G6PsdmPAoruZ49e7bP\n", "ttE4vj+RRGzItJn434smAGDS6/jrhQUkyVDSsOytag1+EFU0OLjSObLBDE6vnz98VBfsxvb6iUaa\n", "Hd6RNjOuRXQmXu85IEaPlvsSRhqbyajn/rJ0ZuYmYtDryE8e2+5NXl+AqlYnbl+AolQrqQk9N8di\n", "8diV9OpfazLoRvQVfvHixfgCCsVpVqpanACkJhixGsf3vFAhf6NbtmzB6XRSWVmJ1/vJp1BOjjr9\n", "/4QYLrNRHzM3scpr2vnhO9UowP1l6Xx+YUHM1h1vL0qBxXChxcmSSWmUpI2s25lRr+Ozc/PISTLT\n", "6vDx8IxMsu3juz98yCO/YsUKADZv3szKlStHpUFiYOXl5TF5BRQNYxlbl9uH2xcgJcGEMYKuXNe5\n", "vH7WH6/nesV3x9kW1szMJslijMljl2Yz8eC0zKjs63p8eckWnpmXH5V9akFY1+0PPPCA2u0QYtTV\n", "trn4h7fO81cbKtl+ugm3L/IbMGajnqlZicHtdJsRm1l6LYxnYX1nkRtYYy/Wrnyiaaxi21zRyMcN\n", "PTNf/WLfJaZkJTIl0xbRvvQ6HU/OzqYwxUKr08s9k9ODX4u1fOzgxvgauz1UNTuxGPWUZdpIHKcf\n", "MmFlzTfffJOZM2fi9/vZv38/8+fPZ/LkyWq3TQhV+fvflx3heJqcJAuPzcwe0T7iXbvLx8/Lazl8\n", "sWeI/BduL2DVTePzdxJWWcDj8VBQUMDRo0d5+umnOXLkiNrt0oyAotDQ5aGpO/J+hBCbfSWjZaxi\n", "e+SmTErTrViNev5mYUHU5hLor3d8Lq+fgDYGRQb1jq/N6Q0mVoBtp5txjNP+rmFduer1evR6PVZr\n", "z8lnsciMPuHwBxT217Tz4701WIx6/um+Em7KkRUcYsXEtAR+9GAZbl+A1AQjJoN6XYfcPj/vVrWx\n", "4VQjN+ck8visnEHvprt9fizG+PwqbbcYKEqxUHttEvC5BclYozR1Y7wJK7l6PB66urqCyVUj0xGo\n", "rqHLww/eqcYXUHD5Avy8/CI/WVmG3Tz8GraW63ZjGdtorF+1ePFiKuq7+PG7tQCcb3YyMc3KiulZ\n", "fZ7X6fax62wLb59vZdHEFB6YmklqQuzf7+h9/DJsZr5z3ySOXe3CbtYzM9eOXhd5L4x4FtaRy8/P\n", "Z9OmTaxZs4aTJ09SVVWldrs0Qafr6f/nuzZsxaTXoWd8nmjjndvXt8Db7rrxq/KZRge/PngZgNON\n", "DorTrNw+MXVU2hdNE1KtqpVY4klY1+uLFi3iz/7sz7BarUybNo0vfOELardLE3LsZr5zbwk5djPF\n", "qVb+7s6iiLvnSM01fpWXlzMxLYG7J/UkyuxEE3cUp9zwPGe/BOzwxMdISK0fv0gN+zuH0Wjs0zXr\n", "6NGjzJkzJ6qN0gqdTsfcwmR++cgUDPqRDTEcC15fgNNNDpq6PUxITaA0IzZGQsUCRVHwBZSw67Tp\n", "1+ZBePqWXGxmA1kDzEI1OSOB6dk2Pm7ouWqdlh1Zt7Bwea91l1Cz1jyejXg+102bNrFq1apotSdi\n", "Mp9r9B270snfv3kOBUg0G/jJirI+Y9K14mKbi/ouD5k2U1hrWl3pcPM/x+qoaXXxmVvzuLUgKWp1\n", "xVaHl1anj2SrISrTAA7mfLODFw9eRkHhrxcUMjnC/r3jQaTzucpHlhjU6cbu4HDObo+fhhF2J4sV\n", "Hl+ADrePgKJQ3erky1vO8s3t5/m7zWc41zT0ctpvVDSy/XQLHzc4+M6OKmrbXCNuk9sX4MTVTo5e\n", "7URBUTWxtju9/ODtao5d7eL41W6+v/sCrc7xPYOVGiS5xomxqGtN6TWc02bSk6PSH/xoxlbX6ean\n", "5bU896fTbP24iaZuD+0uHwAOb4ALrc4h91Hf+cmHjDeg4PGFro2GE9+p+i6+svUcP3inhue3nqO6\n", "Zeh2RMoXUGi7FjNAu9uPfwTz4ErNdWCSXMWgbspO5IWHyvjG3RN5YUWZJpaBPljbzu5zrVzp8PDL\n", "/ZdQFPr03wjnivHTs3OCQzofvTkrKlMdVjZ8csXc7fHT2K3elWSazcRzd0xArwO9Dv528QTSbLJ2\n", "WLTF1x2WcWws+oKajHpm5qk/6GE0Y3NeuwN/W2EyN+cm4vEr/GRFGR9e7mRato3pWUPXHqdnJ/Kr\n", "VVNx+QJk281Djp0PJ77pOYnoAAWwmw1k29VLdnqdjjuKU/nPx6ajAHnJlogWd7xOy32wR0KSqxhX\n", "7ihJ4ePGbnKTLPzXB1cBeGJ2Nn92S+6wRkXlRXli7puzE3lhRRlN3V6KUi2qz1Fr0OsolL6oqhpx\n", "WUC6YY0OLde1RjO2otQEPr+ggHfOtwYf23CyccBO/eFq6vZQ3eKkbZCbQuHEZzLquTnXzl2laUzK\n", "iK8791o+N0cirOS6b98+KisrATh37hx1dXXB/ysuLo5KQwKBAH7/+JzgQYyutAQTU3t9/S/LTCAh\n", "wiVJLrW5+Ps3z/FXGyr5wTvVI1roT2hLWGWB2tpapk2bBsCkSZN4/fXXefzxx0O+pq6ujt27d2Mw\n", "GFi6dCl5eXmDPnf79u1UVVWxatUq8vM/mcl88+bNwYRbWlrKzJkzw2muJmm5rjXasen1sHJ6JhNT\n", "rfgVhTuKUyNe2PB4XReXrk1S8tGVLs63OMnqNyGLlo8daD++SIV1RiUmJpKRkQH0zJBlMAxdmzp8\n", "+DBr164Fhh5osHz5cioqKm543Gq1ct9994XTRCHC1tTt5ds7qkiyGNABRy538rOVUyIammzv95pI\n", "r4CF9kR0Juj1Q7/MZvvka5fZHFn/SL/fz4YNG3j99dfH/RyyWq5rjXZsJr2ORLOBTrefDrefzEQT\n", "RkNkd8tvzrWzdk4OZRkJfGnRwCOdtHzsQPvxRSqsK1edTkdLSwvp6em0tLSEVRvtParWZIqsW8ny\n", "5cuDP2/bti2ifQhtUxSFLo8fq1Ef9hj5nCQL/7JsEr8/fIUUq5G/uC0Pc4Tj69NtJv58bh5PzM7B\n", "aorPOViFOsJKrg8++CA7d+4Mzun6yCOPDPma3glYF4Vx1+Ek6N6rbF7/NNXKtpbiUxSF46cq8bq6\n", "mTdvHosXL45of9bEZBoT8nntRANl6VaWT9AzZ0pxWK9vO3+cPy9O5uabyjDodSOKR6fT8cGhA4P+\n", "/+LFizlw4AB+vz+qv8+klDSmTJtGgskwpscz0uMXT9uRGPHELYPZuHEjq1evRlEUtmzZElya++TJ\n", "k+j1embMmNHn+RUVFaSmpva5oVVTU8PEiRMB2LJlS3Cp74HIxC2xz+nxU9vmorHby/bTTczOT2LZ\n", "1AySI5wtrKK+i7/bfDa4/TcLC1h9c+ys19Tp9nGwpp33L3WwuDiV+ROSI7667XL78Acg5drk2dWt\n", "Tn514BIdLj9fWFjArPykaDZd9BLpxC1hndVnz56lrKxsWDtesGAB69atQ1EU7r333uDjBw4cQKfT\n", "9Umuu3btoqqqCqvVSnFxMUuWLAF6kuvhw4cB6U/b+6o1Hrm8fjadauS/PryKUa/j2fn5/PFoPSXp\n", "Cbiqj0cUm7ffePhOd99ylcPjx+Xzk2w1YRzBCKRIVTY6gqsP7Klq498fmsysvOEnwXNNDl54txaH\n", "189zd0zg5txEfrX/EkevdgHwrR1V/PaxaeQmjc3yS/F+bqolrOR67NixPsn1woULlJSUhHxNfn4+\n", "Tz311A2PP/vsszc81jv59nY9yYr419Tt5b8+7BkR5QsobD/TzKxcOy5v5H2bi9MSeGhaBlsrm8lP\n", "NnPXpLTg/11qd/HLfRe50OLi6VtyuHdyGvVdXro9fvKTLarOOnVd/0EFHe7hx+r0+vnl/oucvzaR\n", "yz/trOLXj07rsy+3LxBc7ULEjrDX0Ort2LFjQyZXEV3xfmVgMuhIshiCV5eZNjPpNgNlmTZySiKL\n", "LSXByOfmF/DYzGwSTHoybJ8kzN3nWvjoSs+Vncsb4JVjDXx0pYtbC5IIBDpYMyub1AR1Jyspy7CR\n", "nmCkxemjINlMSdrwh5sGFHD7PkmcvoBCu8vHX8zL41/frsbtC/C3iyeoNmNZOOL93FRLWMl10aJF\n", "vPXWWyxbtkzt9giN6rlDX8rLR66SajXyyIwssuzmEc/GlGg2DDhxyvWSQaJJT7rNxP97bR6BM00O\n", "Pjc/nxaHT/XkWpyewE9WTKHV5SXTZiYnafgJMNFs4EuLCvnHnVW4fAG+eHshL7xbS5fHzxcXFTI1\n", "00ZBsgXTOOpf6/T6OXali5P1PR+WM3PsMRl/WC16+eWX6ejoYP369axfv54TJ06o3S7Rjxb6Ek7L\n", "TuSfl5Xy1buKmZKdGEysasR2/5R0StOtFCRb6Og1dylAIKBgt4xOt6n8FAutZ48OmlhbHV72nG/l\n", "1WN1nG8eeKLum3LtvPjoNF5cPY2951u51O6mzenjhXdrMRp0Y55YRvvc/Lihm3/cWcWrxxv4xrbz\n", "nBnk9zbWwrpyfeCBB5g3b15w+80331StQULbRmuZ5aLUBH74wGTc/gBXOjwUJFu43OHmphwbt+Qn\n", "kX1tiGpDl4f3LrRxtdPNfWXpTO01QfhoeKeqlRevrfi6/kQjP1tZRkHKjeWDrEQzPn+A/BQLH127\n", "kVWSZh1yukMtauo1161CzwdULAorufZOrNDT71WMLi3XtdSKLeXa1/4ki5GvLi2i2+MnK9FEcfon\n", "o6i2ftzEumP1ALx9rpVfPjJlwOQ2EqHiO3qlM/hzu8t3Q4+H3owGPU/NyWV6diJOb4BbC5NIU7m0\n", "EY7RPjdLMxJINBvo9vhJTzDG7DLeMp+r0LwEk4EZOTdO+q0oCpWN3cHtLo8fh3d0l7NePiWDQ7Ud\n", "KMCMbBtZiaGTZbbdzP1TMobcr6Io1Hd5UJSe14xkMuxYU5ph42cry2h2eMm2mymM8odhtIRVrOno\n", "6OC1117jpZdewufzsXHjRrXbJfrRQs11MOXl5Xh8AS62ubjSEf5ifwFFweHxE+k4GJ1Ox2Mzs7me\n", "d5aUpJKtwl33UMfutsJkfvbwFP5lWSnfuLuYjCi9/5HLnfzV65V87rWPOVDTTkCdsULA2JybE9MS\n", "uLUgOWYTK4R55bp9+3ZWr17N1q1bMRrlYldElzUhkZ1nW/jFvouYDTq+d/8kbilIDvmaFoeXNyoa\n", "OVDbzr2T01k+NYOkCEZ6zS1I5v9ZNRWnJ0BhiiU4Amq0mIx6pmdHt87b5vTy0/JaXNcWTvy3vTX8\n", "Z9b0YJ1ZjI6wrlytVmufsf3hTDmoZSqNGA5JyzXXvMnT+cW+iyiA26/w64OXcXhCd7j/uKGbPx6t\n", "50KLi98dvsLpxsjuGBv0OiZn2JiZZx+wW5jT66e+001nvx4HQ/H4ArQ5vXj9gVE/dga9joReS9ZY\n", "jXoMKt5I1PK5ORIRDSIIBEa3LhUrvP4Ahy92sLmikVl5SSyfmkG6rJo5Yka9jgSTPljvTLUaGWqS\n", "qv61UfcQy1tHot3p449H69j8cRMzsm18eclE8pMtBBSFLrcfi1E34LpbTd0e1h2t49DFDu4vy+CR\n", "mzJJsY7eeZJkMfL3d03kZ+/V4g0o/N3iCWQMUcsV0RfWlWt2djbl5eX4fD4OHjxIUVGR2u2KSeeb\n", "nXxv1wWOXOnivz+8ygeXOkbtvbVcc71w6iO+v6yUsswE5hYk8YXbC4dcLHBGto3J15b6npNnH3Ae\n", "1ZE63+xg46lGfAGF43XdfHCpA7cvwM6zLXzpT6f54Z4arnS4b3jdqfpuNn/cTEOXlz98VMdH1Y1R\n", "b9tQyjJt/PihMn6ysmzAm3nRpOVzcyTCunJdsmQJFRUVtLW1kZubG7V1s+JNt8dP74KAmmvLjyc+\n", "n4+bc+288FDP9H/hzMtakGLl+8tL6XT7SLEaVRltpe93h92o11HT6uSFa5OxXO30UJKWwJ/P7buE\n", "Uf8JZcZq3H8kKyuI6Al7aMeMGTNYsWLFuE2sAEVpVm7J77kKSLEaWVgU+qZLNGmhruX2+alucXK5\n", "3dWnbn09NqvJEPaE19AzUfXEtATVhrGWZiTw57fmkmo1cmdxKrcWJOHtlyi7B5h45qacRGbm9Nyk\n", "WlKSypyJWaq0L1Zo4dxUQ1hXrk1NTWzbto2EhAQ8Hg/Lly8nPT1d7bbFnKxEM1+7q5imbi92i4H8\n", "KK9dr2Uun5+tHzfxm0NXMBt0/HMYPQLGUovDS1WLk3kFSdxXlk6y1UiCyYDdbOCJ2dm8cqyBvCQz\n", "DwzQ5zQv2cJ37ptEt8dPksWAPcL5akV8C+syYfv27axdu5Y1a9bwxBNPsGPHDrXbFbPSbSamZNlG\n", "PbHGe12rscvLbw5dAcDjV/jd4SvB6QZjLbZOt4/fHLzEN7ef57nNZzl8qQPrtfH7douRp+fk8t+f\n", "nsFPV5ZRfK3u21+y1UhesgW7xRhz8UWb1uOLVFjJ1WazBRclNBgMWK2x23FXjD5FUThV18VvD11m\n", "19lm2p031qJNBh020yenW6bNFLOjhlqdPt6pagtuv3Gqqc/X/wRTz7eWdJv0GxWDCyu5ulx9R804\n", "HD19Cq+vEiDUF8t1raoWF3+/7RyvnWjg3/bWDtiLIjfJwveXlXJTTiKLJ6bw7IKCYH011mJLNOsp\n", "SP4kcc7Ks2MdovdCKLEWX7RpPb5IhVUMCgQC/P73v+eWW27h2LFjpKSkUFFRwdGjR5k/f77abRQx\n", "rsPl63OH/ELrwENYb861828PTkav08XsVStAhs3M9+4v5fDFDuwWA7fkJw25TIyiKLQ6fRj1OpKt\n", "UmMVYV65OhwObr/9dqxWKwsWLGDatGljMkppPIvlulZ+spnJGT21R5NBx+1FKYM+12TQ35BY+8fW\n", "6fbR0OXB7Yt8CZg++3P52H2uhZ+X1/L+xXa8/qEHHExItfLYzGyWTckYctioP6BwoLadL2ys5Ctb\n", "zt4wL2ssH7to0Hp8kQrrI/bpp5/Gbr+xI3JRURGXLl2isLAw6g0T8SMnycJ37i3haqeHZIuRkvTI\n", "a/KX21385L1azjQ6ePTmbNbMyo5ozoDeTtV386M9NQC8WdnMTx+ewowojuev63Tz/d3V+AIKLU4f\n", "vz54iR8snzysbmVCe8I6+gMlVoCkpCQ++OCDqDZIDCzW61o5SRbm5CcxKSMB3TDHsfeO7UBNByfq\n", "unH7FdYdq6fq2sJ8I9HQ/cnwbYWeYa3RpECfWaf8/r7bAx07l9fP8atdvHehlYvt4c8EFoti/dwc\n", "K/LRKmJK/7wcjcrsjJxE7NdGKxUkmylKjW43utwkC1+7qxirUU9Woom/CWP47geXOnl+61n+eXc1\n", "39p+nqudNw6jFfFNKu9xQstrw/eO7faJKRy53EFlo4NHb85i0iD9SIdjcoaNnz88hVZnz+TKuUnR\n", "Ta5GvY4lJancnJOIQa8j3WbicruLhi4vGTYjlyuPcvvtt/d5zYHaT7p6Xe300NTtJS/K7RotWj43\n", "R0KSq4gp+ckWvvmpEpxePykWY9QW35uQalV1ORCDXkfWtRtftW0uvvbmOZodXhLNBr51RzGKonCu\n", "2cnldje5SWYWFqWw82wrAGkJRtJHeR5ZoT45onEiXq4MfAGF0w3d1LS5KEq1MjXLNuSNnf6xDbZc\n", "dryobXXRfG3RvG6PnyafmXPNTv7P5jN4/AoGHfz7Q2X86/JS2pw+JmckRH3drtEUL+fmaJPkOo61\n", "Orw0RnmehMqGbp7fepaAAnodvLCijJtUnvJObZfaXVztcJOWYGJSRsKQK9im24zoIDiDWmaiiasd\n", "bjzX+gL7FbjS6ea+sqHXwhLxa8TJVbphjY5o17Uauz28sLeWI1c6SbEa+eEDpZRmjHxO1No2F9cn\n", "jgoocKndPWRyjbWanaIonGlycLHNTYbNyLqjdRy92o1Jr+PHD00ecn7UJIuR79xbgssXwGrSozTV\n", "kFswCZNehzegoNehqUl/Yu34xYqwkut7773HnXfeOeD/9V92W8SH2lYXR64t69zu8nGgpj0qyTXZ\n", "YsRq1OPqOkNmAAAgAElEQVTyBbAYdEOuZhqLzjU7+fKWs3j9Cjrgb24v5OjVbrwBhWNXu0Im1+oW\n", "J1/bdo5Wp4/sRBM/eGAyNRfbuTXTxk9WlnGp3U1ekpkpWdFdN0vEnrCS69tvv01DQwN33nkn2dnZ\n", "ardJDCDaVwaJZkOfr67RWrwu227is3NzcXoDpFiN5CcNvd9Yu+pp6PIEh/P29Iv1YtTr8AUUStJC\n", "91443+yk9Vo/2oZuL9WtTu68Ft/UrESmajCpxtrxixVhJdfVq1czffp09u3bx549e7j55puZMWOG\n", "2m0TKirNSOAf7y1hc0Ujs/OSmFsYnblVyzJtGA162pw9XYtyo/j1t8Plo8PtI8lsVHWV1twkMwkm\n", "PU5vAL0Obs6zYzHqKU5LYGZe6JJAar92pcg8A+OWThnmJAHt7e386le/4hvf+IZabYrI7t27ufXW\n", "W8e6GapRq66lKMqwR1T11u700uXxk2QxRjxhSTix1Xe6eeHdWo5e7WJmrp2vLi26ob9qdauTt8+1\n", "YDcbubMklbwRJPbzzQ4ut7vJtpspy7SFPdFMt8fP+xc7+PByBwsmpDCvMIkPDh3Q9NWd1muuR44c\n", "4Z577hn268L6aygvL6e4uJj9+/djt9t57rnnhv1GIjaNJLFe7XDz473VnKx3MH9CEs/dURS18kJ/\n", "Z5ocHL3aBcCJui5ONzr6JNfmbg/f2VHF1c6eoa5VLU6+cmdRxP1kSzNsEdWgE80G7ipN467StIje\n", "V2hHWMl19+7d3H333Tz22GMYDPHb/zCexeKVwccN3Zysvza378VOzjY5Ikqu4cTWv6+sud+20xcI\n", "JlboScYuX2DA5Ory+rEY9SP6YBmOWDx20aT1+CIVds111qxZardFxBmzQY/NpOf2iT1TDFqjNJpq\n", "INOybKy9JZc951u5sySV6dl9ryrTEkw8clMmfzrVBMATs3KwW/peCDi9fvZWtbK5oolbCpJYdVMW\n", "mYmymoBQR1h/DZJYx14szpk5IyeRL99ZxJlGB2ebnFiGSK6X2l1sPNnAtsom6ntNVBJObKkJJv7s\n", "llx+8fAUPjs374YVXxPNBj5zSx4vrCjjFw9PYWlp6g1XpueanfzkvYucbXby6vEGjl7riqa2WDx2\n", "0aT1+CIVVnLt6Ojgtdde46WXXsLn87Fx40a12yXigsKvDl7iYrub2jYXP95bQ9sA62cBtDm9/Mvu\n", "an598DI/Lb/Iy0fq8PiGnrS6N4NeR5LVOOjNpWSrkZm5dqZlJw64LIvL2/f9OtzRmYxbiIGEvfrr\n", "I488QkpKCkajdC0ZC7FY1woo9Fnexe0PBEdn9efwBjjfa27W43VdOK8lu9GKrSTdyoIJPV3O8pLM\n", "zB2lpb1j8dhFk9bji1RYmdJqtWIyffI1TG5qCYAMm4mv3TWR7++uRqeDry6ZSLpt4BFZKVYjy6ak\n", "89aZFgAemZF5Q01UbZmJZp5fOpFWhxe72UCmSj0bhIAwk6vH4+mzHQgM7+ucGLlY7Euo0+m4rTCZ\n", "3z02DZ1OF7KnQKLZwF/els/SSWmYDDomZ/T0HfX6A5yvvURKRs8NqEiWdLna4WZrZRNXOjysmZkV\n", "cnhqitU46h37Y/HYRZPW44tUWGdZdnY25eXl+Hw+Dh48SFFRkdrtEmOksctDh9tHWoJp0KvQbo+f\n", "s00OnF4/kzJs5IQ5yXNagol5hZ/s80KLk98cvITLp3BPWQfHrnTxVwvyybYPr/P/rrPNbDzViNev\n", "cORyB/+xahoFKdqZGEXEp7CS65IlS6ioqKCtrY3c3FyKi4tVbpbobzSuDC62ufjHHee53OFheraN\n", "b9xdPOCs/W+fb+GX+y4BMCvPzj98qpi0hOFN0OLw+Pnpe7VUNvb0k73S4ebesnRONzrCTq4Oj58j\n", "lzto7Pbyv27LZ8eZFqpanLiitGrsSFyfzjHJYtD8VZ3W44tU2N+PZsyYEZxPoKamhokTJ6rWKDE2\n", "Pm7o5nKH59rPDqqanTckV7fPz1unW4Lbx6920eb0DTu5ev0Kba5PFgrs8vixGHQYwxxmer2939td\n", "TZLFwIeXOnl0ZjaXOlyqjRILV2O3h3/fW8tHVzpJtRr54QOTmZQx8uVqRHwJmVxff/31YF/B63VW\n", "RVE4e/Ys3/zmN9VvnQgajbqWvd/s/7YBVgOwGA0sKErmTFPPFWdhioWkCG5MpSQY+eLthXxv1wV8\n", "AYXP3JqLDoVpw5g1qqnby2MzszHoekoVk9Kt3F+WPuKluEeqttXFR9f60La5fLx7rpFJGdotpUnN\n", "dWAhz0K73c6yZcvYt28fJpOJOXPmcOTIEVJTU0erfWIUzchJ5C/n5XGwtoP7ytIoyxx4bP1D0zIp\n", "SUug0+Pn5pzEiEc53TYhmd8+No2m1lYmZPUkxeHMBTA928aHlzvYU9Wz2N/7Fzv42cNTSIqoNdHT\n", "fzrHTJt0XxyPQh71ZcuWAXD16lXWrFkDwMKFC2UQwRgYjSuD1AQTT87J5bGZ2SHXvUq3mVhcMvIP\n", "WL1OR0GKlYKUvIhen5loprrVFdxu6Pbi8ARgjKdMLU1P4Nv3lLD5457pHG8v1fZyLnLVOrCwPlL7\n", "DyOUrljaNtSCgrHCZjbw+MxsfvxuLQDLpqSTHgNXiSajnsUlqSwqThlyvS2hXWH9FQUCAZqaeibE\n", "aGpqwusdeIijUI+Wx2+PJLY7J6Xy84en8G8PTuZ/3ZaPfYzrrb1dT6xaPnag/fgiFfasWNu3b6er\n", "q4vExMRgiSCaAoEAiqLI6C8xLFajgenZw6sDXGp3cbbJQaK557VjfQNMi7z+AHqdLuxJxrVo2CsR\n", "9Hfp0qUBV4Ctq6tj9+7dGAwGli5dSl7e4HW17du3U1VVxapVq8jPz49oH1pfiUD01eX20enxYzcP\n", "b1RXY5eHr207x6X2nlm5/veiQh6ekaVWM8elk3Vd/P79K6RajTxzWz5FqdaxbtKIRLoSwYiLax98\n", "8MGAjx8+fJi1a9fy5JNPcujQoZD7WL58OXfdddeI9iHGj8YuDy+8W8tfvFLBj/ZUU9/lGfpF17S5\n", "fMHECvBuVRuBkV1fiF7qOt18663znKrvZl9NO789dBmvf3zeo1HtzoXN9kk3HrM5sq460diHVmi5\n", "rjXc2E439vzhKvSsgFBZ3x32a9MSjJSlW0m3GdEBd5emqX7TScvHDvrG5/MrOHpN7djs8OIbbKo0\n", "jVMtufauNvSeUUvNffQ+yOXl5ZraPnHiREy1Zyy3+4/iMhp0Yb/epNexemY295Sm8f37S7hrUuqY\n", "x6Ol7Uy7ib9e0FPaMxt0PDs/nwSTIWbaF+l2JEZcc920aROrVq264fHt27ezfPlyAHbt2sW9994b\n", "cj8VFRWkpqb2qbkOZx9Scx0/Wp1eXj1ez57zbdxRnMJTs3PJSAzvA3znmeZg1y2rUc8vHp5CcboM\n", "TY0mt89PXacHo15HfrJl1NYqU4uqq79GwunsmRhZUZTgzwAnT55Er9cH5ymIZB9ifEtLMPGXc/P5\n", "9KwcEk0GzMMY1XV92C6Ayxegvdf8BiI6LEYDE9PkA0u15LpgwQLWrVuHoih9rjgPHDiATqfrk1x3\n", "7dpFVVUVVquV4uJilixZEnIf41F5uXbHb79/5Cim3FIut7spzUhgapZtyKsdk1FPWgQLIi4uTmXL\n", "x034lZ6RVLlJ6tfytXzsIHbiu9rhpqHLQ7rNxIQY6KEw4uQ6UDcsgPz8fJ566qkbHn/22WdveGyw\n", "xDnYPoS2eJPy+Ic3zwFgMuj4+copTB5kXoORujnXzi8emUqHy0dBiiXsuWiHo9Pto8t9rZvYKE/M\n", "PV5danPxje3nqO/qmebx3x6cTGmGOudQuEZ85OfNmxeNdoghxMKVgVoaPJ9cgXr9Ck3dXiZn9n1O\n", "i8NLZWM3Pr/CtGzbsCfUvs6g1w06IU00NHR5+I8DlzhQ085thUk8d0eRpo8dxMa5WdPmor6rZ+Ro\n", "p9vP2SZn/CdXIUZqSmYCBh34FUiyGMhN7vtV3eML8MqxejaeauSeyWm0On3kJ5uZlpUYc1eGZxod\n", "HKhpB+D9S51UNnaTMwqlh/Eu1WrsOxNZmDc41RTyzNyzZw/z5s3jd7/73Q2TY3u9XsrKyuQO/SiJ\n", "lbqWGrpqPuZnD8+g2eElP8lCcb+bId0eP+9eaGN2nh1Fgf840LMKwtpbcnl6ds6wpilUW/+mGPU6\n", "TR87iI1zsyzTxveXTeLwxQ5m5tqHPSRaDWF97JeUlAzY3eq1116T5DrONXZ7qO/0kGwxUpQW2U0E\n", "j8fN1BCTZCeaDSwpSSXBpOfV4w3Bx7d+3MTK6RmkG2PnynBqdiKPz8xmT1Uri4tTmZ6dSMWlsW6V\n", "9pmNem6bkMJtE1LGuilBIZPrQENS+7zYGFtfybRsrK8MBlLf6eb7b1dzutGBzaTnRw9ODpkkBzNU\n", "bGajnidm53CxzcXJui6O1/WMyJqdZ8dmiq2JftISTPzFvDwen5VNosnQM/1gDB67aNJ6fJEKKzum\n", "paUN+LisSDC+XWp3c/raAoMOb4BDtR0RJddwpNt6VqPNtps5crkTo0HHnDw71hhLrtAzH25qQuyU\n", "KsTYCOsMWLp06YCPD3VlK6JnpEPxBuLy+Tl8sZ3/PHyZwxfbh71qapLFQO+RqJEuZz1YbAFF4WqH\n", "m6sd7uDkKnnJFh6ansmyKRnD7kbV4vCyv6aNd6taaehyD/2CKFHj2MUSrccXKfleP46daXTwrbeq\n", "AHj1eAM/fmgys/PCX4GqNMPGvywr5e3zrUzLsnFrQfRWr1IUhcO17fzz7mrQwbfvKWHBhOSIh1J6\n", "fQFeOV7PxpONACwsSuH5JRO40OJi59kWJmcmsKQklXTb8Ou3nW4fVzrcWIx6ilKtsvqAAIZIrj6f\n", "j71792Kz2Vi4cCE7d+7E4XBw//3395mxSqhPjbpWi8MbcnsoBr2OuYXJzC1MHlE7Boqt2eHl39+t\n", "xXttRqUX3q3lxdVTyYhwMcQuj5/3ri1kCHCotp36rly+uf083oDCjrM9d/ZXTB/e3K6dbh8vH6lj\n", "06lGTHod37t/0g2/D63XJLUeX6RClgU2bNjA7NmzyczM5Ec/+hE33XQTy5cvZ/PmzaPVPqGiiWkJ\n", "pFzrJ5psMdzQBWosGfQ6EnrVUxNM+hHNam83G7iz16KKC4qS8fkDweQNUNNrscNwNXZ52XSq52rY\n", "G1D4/z+qwzdO5y8VfYW8crVYLGRmZpKZmUlBQQEFBQUAWK1jP253vFGjL2FJegI/WVFGY7eHrETz\n", "mI3HHii2tAQT37qnmJ+XXwTgb++YQGpC5B3DTdd6HMzOs+MLKEzLsqHX65iVZ+f41S6sRj13lw58\n", "4zYUq1GHzaQPzmFalGrF2G+Bx1joB6omrccXqZDJ1el0BmekOnfuHG63G4vFgts9ejcDhLompFpj\n", "YpKLgUzNSuTfHyoDelZ6Hal0m4lFxX17uHz9ronUdXpIskQ2k1N+ipV/XT6Z9SfqyU0y8/AwywpC\n", "u0LO59rQ0MA777yDwWDgU5/6FNu3bwdg0aJFFBcXj1YbwyLzuQoh1KDKfK7Z2dk88cQTwe2nn356\n", "+C0TYgAeX4DqVicun8LENGuw9iuEVkhP5zihtb6E5dVtfOlPZ3h+61n+82AtXW7tTlqttWPXn9bj\n", "i1RYyVVRFM6dO0dFRQUVFRW89NJLardLaJjD4+eV4/XBGYzeOtdOi1O7yVWMT2El140bN9LZ2Yle\n", "rw/+E6NLS3djLUY9U3rNqZppM5Fg0u45paVjNxCtxxepsApdJpOJW265Jbg9bdo01RoktM+g17H2\n", "llwKU6y0ubzcV5ZBVoSDA8SNHB4/nR4fiSYDdovUssdKWJcLnZ2dfbYbGhoGeaZQi9bqWrlJFp6Y\n", "ncPnFxRypeLDsW6Oqkbz2DU7vPz64CWeefVjfrSnhvpO9btNau3cjJawPtYuXLjAiy++SEZGBgCV\n", "lZV8+9vfVrVhQojhO9vk4K0zLQAcutjB3fXdqqwTJoYWVnK9//77ue2224Lbe/bsUas9YhBarmtp\n", "OTYY3fj6fxUdjUlktH78IhVWWaB3YgWZalCIWDUly8ZjM7NIsRq5Z3IaM3LGfrmT8SqiW7R1dXXR\n", "bkfMc3v9eMdwQg4t17W0HBuMbnypCSb+Ym4+L66eynN3TCDbrv6NQq0fv0hFlFwPHjwY7XbEtBNX\n", "O/ny1rP8084qalqdY90cIUKyGPVkJJr7zComRl/ImmtjYyNpaWm0trb2eby7u1vVRsWSuk4339pR\n", "hfParEcB5TLfvX8SZsPo9svUcl1Ly7GBxDdehUyu69ev5/HHH+fll1/uMylKfX296g2LFV6/Ekys\n", "AG0uH/6AAnJRIIQIIeTl1xe+8AWysrKYPHkyd911V/DfpEmTRqt9Yy7HbuZLiwoBsBr1fH5BwZh8\n", "3dJyXUsLsXW6fFxqd9HmvHE1By3EF4rW44tUWF2xli9f3md78uTJqjQmFpmNepZNyWBOfhJGvY68\n", "ZOkzOJizTQ4utDjJtpuZlmWLyZVZ1dDU7eE/9l9iX00707JsfP3uYvLlPBn3wkquZnPfO45TpkxR\n", "pTGxymzUj/mE0rFe17rQ4uT5rWeDJZR/XV7KvDDX1or12IZytsnBvpp2ACobHZyq7+qTXOM9vqFo\n", "Pb5IRXRX5vqk2UJc1+Tw9qlNVzY4xrA1o6v/zU3LKN/sFLEporMgEJAF2EZbrNe1cuzm4ITXeh3M\n", "zA2/83qsxzaUKVk2npmXR36yhdU3ZXFTv4778R7fULQeX6RClgVeeOEFioqKbni8srKSVatWqdYo\n", "EX+KUq38+KHJXGpzkW4zUZY5fpZeT7IY+fSsHB6anonNqL9hgUIxPoVMrqWlpQMm0U2bNqnWIDGw\n", "eKhrFaclRLQ8dzzENhSDXkfyINP7aSG+ULQeX6RCfsTefvvtAz6empo64ONCCCF6hEyuOTk5Az4u\n", "E7eMPi3XtbQcG0h845UUh4QQQgU6RVGUoZ8W+3bv3t1niK4QQkTDkSNHuOeee4b9OrlyFUIIFUhy\n", "jRNarmtpOTaQ+MYrSa5CCKECqbkKIUQIkdZcZVFzIWKU2xegts2FP6AwIdVKonl8zDKmFVIWiBNa\n", "rmtpOTaILD5/QGHP+Va+uOk0z71xhjdONeLy+VVo3chp/fhFSpKrEDGow+Xj/ztyNbj90pGrtDl9\n", "Y9giMVySXOOElsdvazk2CB2f1x+gusXJhRYnHt8ns81ZTXqKes0hnJdkxmKMzT9XrR+/SEnNVYgx\n", "ElAU9lW388M91SgK/J87i7i3LB2jXkeCycAXFxWy9eMmXL4AD8/IIi3BNNZNFsMQmx+F4gZarmuN\n", "dWxeX4Dmbg8Ojzo1zcHia3P6+PXBSwQUUID/2H+RFscna3AVplj5/MJC/nZxESXpw59tbLSM9fGL\n", "VapdudbV1bF7924MBgNLly4lLy9v2M/dvHkzfn/PCV9aWsrMmTPVaq4Yp7rcPv5U0cjGk41Mz07k\n", "C7cXjto6aSaDjgybidZrtdQMmwmzQTcq7y3Up1pyPXz4MGvXrgV65n8NNbn2YM+1Wq3cd999ajUx\n", "rmi5rjWWsZ1vdvLSh3UAHLrYwdzCdlbdlB3V9xgsviSLkb9fOpGXPryKP6Dw2Xl5pMbhV38tn5sj\n", "oVpytdk+mYm+/wKH4T7X7/ezYcMGFEWhpKREBgmIqOs/gma0VzAqTk/g2/eWAKDXDe+qtdXp5Wyj\n", "A78CUzITyEgM/XcmRpdqNdfeA79MptCfxoM9d/ny5Tz66KM89thj1NfXR7+RcUTLda2xjG1SupVP\n", "z8rGZNAxMzeRBUXhrVg7HEPFp9fphp1YPb4A64838K0dVXxnZxW/f/+qajXjoWj53BwJ1ZLr9Vop\n", "gG6IEyec5w6VoKHvQS4vL9fU9okTJ2KqPVrZTraa+MytufxgcRqfKVEoSLHGVPsG2644f4Fd51qC\n", "22+fb+Fs7eWYaZ/WtiOh2twCGzduZPXq1SiKwpYtW1i5ciUAJ0+eRK/XM2PGjCGfW1NTw8SJEwHY\n", "smULK1asGPT9ZG4BMZ64fX5+ue8SO872JNj5hUl87e5ikgZZx0tELubmFliwYAHr1q1DURTuvffe\n", "4OMHDhxAp9P1Sa6DPbempobDhw8DMGfOHLWaKkTcsRgNfHZeHrdNSMYfULgpJ1ESa4yRWbHiRHl5\n", "uWbvyo5WbG6fn25PALvZgHkURztp+diB9uOLuStXIWJJU5eHlz+q42BtO/dMTuPTs3ListuTiB8y\n", "QmsMNHd7OHK5g8qGbry+8Pr+aPnKYDRiq2joZtvpZlqdPl470cjpRofq73mdlo8daD++SMmV6yhr\n", "c3r5WflFDl3sQAd8655i7ixJG+tmaZ6/X/Wr/7YQ0SZXrqOsqdvLoYsdQE8H9k2nGvEHhv5DH2m3\n", "kFg2GrHNyE5k/oQk9Dq4uzSVKZm2oV8UJVo+dqD9+CIlV66jLNFsIDXBGJybc1aeHYNexpOrLSfJ\n", "wtfuKqbb4yfJYpRZ/YXqpLfAGKhqdrKvuo3MRBO3TUgmU4YtChGzpLeAyuo63TR2eUmzGSlMsQ79\n", "ghAmZSQwKSN2p5ATQoyc1FzDcLndxde3neMrW8/yd2+coarZOept0HJdS8uxgcQ3XklyDUN1q4sr\n", "HR4AOtx+Tjd1j3GLhBCxTsoCYUix9v01ZdhGv/O5lvsSRiu2qhYn64/XYzboWDMzhwmpIyvfRIuW\n", "jx1oP75ISXINQ1mmje/eN4n91W3Mzk9ienbiWDdJ9NPq9PLdnVVc7ez5hnG53cP37p+ETXoFiDEi\n", "ZYEwWIx6bp+YwleWTuTesvQxmSBDy3WtaMTm8QVo6PIEt690uHGHOfpNbVo+dqD9+CIlyVVoQlqC\n", "ic/NzwdAB/zlbfmkJMgXMzF2pJ+r0Ayn18+ldjd6HRSlWDGN4sxXQrukn6sY9xJMBspGcVirEKHI\n", "R3uc0HJdS8uxgcQ3XklyFUIIFUjNVQghQoi05ipXrkIIoQJJrnFCy3UtLccGEt94JclVCCFUIDVX\n", "IYQIQWquQggRQyS5xgkt17W0HBtIfOOVJFchhFCB1FyFECIEqbkKIUQMkeQaJ7Rc19JybCDxjVeS\n", "XIUQQgVScxVCiBCk5iqEEDFEkmuc0HJdS8uxgcQ3XklyFUIIFUjNVQghQpCaqxBCxBBJrnFCy3Ut\n", "LccGEt94JclVCCFUIDVXIYQIQWquQggRQyS5xgkt17W0HBtIfOOVJFchhFCB1FyFECIEqbkKIUQM\n", "keQaJ7Rc19JybCDxjVeSXIUQQgVScxVCiBCk5iqEEDFEkmuc0HJdS8uxgcQ3XhnV2nFdXR27d+/G\n", "YDCwdOlS8vLyhv3c4exDCCFiiWpXrocPH2bt2rU8+eSTHDp0KKLnDmcfWrd48eKxboJqtBwbSHzj\n", "lWrJ1WazBX82m80RPXc4+xBCiFiiWnLt3QnBZDJF9Nzh7EPrtFzX0nJsIPGNV6rVXP1+f/BnnU4X\n", "0XOHs4/U1FSOHDky3GbGDZvNptn4tBwbSHzxLjU1NaLXqZZcnU4n0HP1ef1ngJMnT6LX65kxY8aQ\n", "zx3s8YHMnTs3am0XQoiRUi25LliwgHXr1qEoCvfee2/w8QMHDqDT6fok18GeO9jjQggR6zQzQksI\n", "IWKJDCIQQggVSHIVQggVSHKNU4FAoE9vCiFEbFHthla0RWM4bSwbTpu3b99OVVUVq1atIj8/fxRb\n", "GbnhxHfq1ClOnz5NIBBg4cKFFBYWjmJLh284se3fv5/6+noAioqK4qKXy3D/npxOJz/72c/47Gc/\n", "Gxfn53Di27x5c/CiprS0lJkzZw6+YyVO/OlPfwr+vHHjxqg9N1YMt82nTp1SLl++rGaTomo48e3d\n", "uzf489atW1VrU7REer699dZbajQn6oYb37Zt25QPP/wwbs7P4cS3Y8eOsPcbN1eu0RhOG8visc3D\n", "MZz4lixZonZzomq4x666uprXX3+d1atXq9msqBlOfK2trdhsNqxWq9rNiprhxOf3+9mwYQOKolBS\n", "UhJyDum4qbkqURhOG8visc3DEUl8O3fuZP78+Wo1KWqGG1txcTFf/OIXef/999VsVtQMJ77y8vK4\n", "m8hlOPEtX76cRx99lMceeyxY3hlM3Fy5RmM4bSyLxzYPx3Dj27t3L2VlZWRmZqrZrKiI5NhZrVaS\n", "kpLUalJUDSe++vp63njjDRoaGiguLo6Lmmukf3tDJeK4Sa7RGE4by4YTXzwaTnzvvfceOTk5FBcX\n", "j3YzIzKc2FpaWkhPTw8+Px4MJ77Pfe5zAFRUVEQ8Jn+0DSe+mpoaJk6cCIDL5Qq537hJrtEYThvL\n", "hhPfrl27qKqqwmq1UlxcHBc1ynDja2hoYN++fUybNo3Kyko6Ozv5zGc+M1bNDstwjt2+fftwu90A\n", "zJs3b9TbGonhxAc9HyDl5eVxc+U6nPhqamo4fPgwAHPmzAm5Xxn+KoQQKoibG1pCCBFPJLkKIYQK\n", "JLkKIYQKJLkKIYQKJLkKIYQKJLkKIYQKJLmKMeH3+wkEAmPdDCFUI8l1HPnud78btX29+uqrbNq0\n", "iU2bNvGnP/2Jjo6OPv+/ZcuWAV935coVXnvtNX7605/S3Nwc8ft/+OGH/OY3v4n49Vo12O+9v7fe\n", "eovXX39d5daMb3EzQkuM3LPPPhu1fel0OlatWjXo/w827Dg/P581a9awZ8+eEb3/3LlzqampGdE+\n", "tCjc4d7Lli1jw4YNKrdmfJPkOg7U1dVx8OBBzp8/z1e+8pXg4w6Hgw0bNmC32zEYDJw+fZrnn38+\n", "+P87duygq6sLg8GA1+tl5cqVWCwWACwWC6+//joGgwGHw8GKFStITk7G5/Oxbds2Kisr2bRpEwBl\n", "ZWXcdNNNI45j165dtLS0YDQaMRgMfcoKp0+f5ujRoyQkJOByuZg3bx6TJk3i6tWr/Pd//zdlZWU8\n", "+uij1NfX8z//8z9kZWXx5JNPYjQO/iewfft2Tp8+TVpaGsnJyTgcDmbNmsXNN98c8j2hZ1rBHTt2\n", "MPlVt3EAAAQTSURBVGvWLKqrqzGbzWRnZwdnjNq3bx+NjY0YDIbgcNg1a9YM+Tuorq5m37592O12\n", "9Ho9TU1NPPPMMwC8++67fX7vaWlpLF26FACfz8fGjRvR6/UoihIXE8jHvbBnfhVx79VXX+2zXVVV\n", "1WfC5urq6uDP+/btU06fPh3c7uzsVF5//fUB9+t2u2/4v/7v1d8777yjNDQ0hN32U6dOKQcOHAhu\n", "NzY2Kj/84Q8VRVGU7u5u5eWXX+7z/PXr1ysej0dRFEWpr69Xdu3aFfy/devWhf2+X/3qVxW/3x/c\n", "fuWVVxSHwzHke15v8y9/+UvF7Xb3ed7p06eVQ4cOBbcDgYCyb9++sNqzdetWpaamJrjd+5gpyuC/\n", "982bNyuNjY3B7UOHDinr168P6z1FZOTKdRwrKSnB7/fz1ltvBadduz7jz+XLl1m0aFHwuXa7fdD9\n", "jMbk3mfPnmXZsmXB7czMzODyL/X19XR0dASv2KBnxqLW1lays7PJzs6msbER6LmKH85V28yZM9Hr\n", "P7k1MWXKFK5cuYJerw/5ntd96lOfuuH3c+bMGe67777gtk6n6/O7DuXBBx/k/fffp6KiAp/PR3Z2\n", "dvCYhdLV1dVn+sY5c+ZQW1sb1nuKyEhyHceOHTvG7NmzmTx5MtCzvtP1KdUKCws5c+YMU6ZMAXr+\n", "OK8LBAJcuHCB0tJSANra2lSfeb6srIyjR4+ycOFCABobG7l48SIAhYWF5OTk9KkB9++JMHfuXD74\n", "4AMuXrzIypUrw37fkydPEggEggn23LlzrFixAoPBMOR7Kooy4PygkyZN4sSJE31mxer9uw7lo48+\n", "4rbbbgtu//GPfwxrQvHExESampqCCfbIkSNxM+VhvJJZscaBPXv20NbWxokTJ4JXYsuXL2fLli19\n", "rsoAHn744eBj12uuer0er9fLww8/HKy57tmzh/r6eiwWC16vl9WrV/epX7777ru0tLSg1+vx+Xws\n", "WrSI3NzcYP23qqqKnJwckpKSWL58eVhXvzt37qS1tRWr1YrL5aKhoYGFCxcyb948Ll68yPvvvx9s\n", "Q1dXFytXruwzIfXvf/97cnNzeeihh8L+3f32t7/FbrdjtVrxer3Mnj2badOmAYR8z8OHD3P06FEA\n", "srOzKSgo6JMU33nnnT6/n6lTpzJr1qwh2/Piiy+Sl5eHoigEAoE+dVzoSdLHjh3DYrEElyKZNWsW\n", "Pp+P1157DZPJhF6vx2638/777/P000/Hzby58UaSqxAhrF+/nscff3ysmyHikPRzFWIQ27dvp7Ky\n", "kjfffHOsmyLikFy5iphQXV0d/BrdX3Fx8ZCzvsfLe4bS1dXF7t27B6yF2u32uFlVQ/SQ5CqEECqQ\n", "soAQQqhAkqsQQqhAkqsQQqhAkqsQQqjg/wJMjP850jfzsgAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.243781\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4U/eZL/Cv9sWyLe87tvEGDmaPDYRCk5AACaRASCYJ\n", "TZNOk86d9t7eudN02qb7NG0ynaZJZ+40zUw7be9MQgqBkJCw2gUCZjGE1RgM2NjgTd4tydrPOfcP\n", "YWF5kY9kHS1H7+d5eB4fIR39Xkt+9dN7fouE4zgOhBBCgkoa7gYQQogYUXIlhBABUHIlhBABUHIl\n", "hBABUHIlhBABUHIlhBAByIU6cVdXF2pqaiCTybBy5UpkZWVNet/jx4/DYDAAAGbMmIFFixb5fQ5C\n", "CIkkgiXXuro6bNmyBQCwa9cubNiwYdL7Llu2zPPzgQMHAjoHIYREEsHKAlqt1vOzUqmc8v4tLS14\n", "/fXXUVxcHPA5CCEkUgiWXEdP/FIoFFPev6CgAF//+tdx+vTpgM9BCCGRQrCyAMMwnp8lEgmvx6jV\n", "asTHxwd0jgMHDkAmk/nZSkII8U2v13uuA/lDsORqtVoBuHufIz8DQH19PaRSKcrLyz239ff3Izk5\n", "2XP/qc4xEZlMhoULFwat/YQQAgBnz54N6HGCJdeqqips3boVHMdh1apVnttPnDgBiUTilVxra2th\n", "t9sBAIsXL57yHLHo2LFjWL58ebibIQgxxwZQfLFKsOSanZ2Np59+etztL7744rjb1q9f79c5CCEk\n", "0knEsuRgTU0NlQUIIUF39uxZPPjgg34/jmZoEUKIACi5Roljx46FuwmCEXNsAMUXqyi5EkKIAKjm\n", "SgghPlDNlRBCIggl1ygh5rqWmGMDKL5YRcmVEEIEQDVXQgjxgWquhBASQSi5Rgkx17XEHBtA8cUq\n", "Sq6EECIAqrkSQogPVHMlhJAIQsk1Soi5riXm2ACKL1ZRciWEEAFQzZUQQnygmishhEQQSq5RQsx1\n", "LTHHBlB8sYqSKyGECIBqroQQ4gPVXAkhJIJQco0SYq5riTk2gOKLVZRcCSFEAFRzJYQQH6jmSggh\n", "EYSSa5QQc11LzLEBFF+souRKCCECoJorIYT4QDVXQgiJIJRco4SY61pijg2g+GIVJVdCCBEA1VwJ\n", "IcQHqrkSQkgEoeQaJcRc1xJzbADFF6souRJCiACo5koIIT5QzZUQQiIIJdcoIea6lphjAyi+WCUX\n", "6sRdXV2oqamBTCbDypUrkZWVNel9L1++jMbGRrAsiyVLliA3NxcAsHv3bjAMAwAoKipCRUWFUM0l\n", "hJCgEiy51tXVYcuWLQCAXbt2YcOGDZPet6+vD5s2bQIA7Nmzx5Nc1Wo1HnroIaGaGFWWL18e7iYI\n", "RsyxARRfrBIsuWq1Ws/PSqXS531XrFgx4e0Mw2Dnzp3gOA6FhYV0wYoQEjUES66jByEoFApejzl4\n", "8CAqKys9x2vWrPH8vHfv3ikff+zYMc+n6EgdSCzHb731FioqKiKmPcE8Hl2zi4T2UHwU39jjQAg2\n", "FGvfvn2e5FhdXY1Vq1b5vP+RI0eQn5+PgoKCCf9/qnOIfSjW6A8OsRFzbEDsxMewHNqGbHAyHLIT\n", "VNAqZeFuWlBE3FAsq9UKwN2DHfkZAOrr69HQ0OB136NHjyIjI2NcYm1tbfX8bLPZhGpqVBDzH6eY\n", "YwNiJ77P2o342w8a8bVdjfjgcjesTibMLQsvwcoCVVVV2Lp1KziO8+pxnjhxAhKJBOXl5QCA7u5u\n", "1NbWYtasWbh69SpMJhOeffZZAO7kWldXBwCYP3++UE0lhEyT1cngP093wsW6vwj/6bMurChMQp5e\n", "HL3XQNAMrSgh5q+WYo4NiI34lixdhp8dakFtyxAAIF4lw282lCEjXhXm1k1foGUBwXquhJDYIZdJ\n", "8cK92YhXyTBgcWHLgkxRJNbpoJ4rISSoOI6DRCIJdzOCJuIuaBFCYpOYEut0UHKNEmKevy3m2ACK\n", "L1ZRciWEEAFQzZUQQnygmishhEQQSq5RQsx1LTHHBlB8sYqSKyGECIBqroQQ4gPVXAkhJIJQco0S\n", "Yq5riTk2gOKLVZRcCSFEAFRzJYQQH6jmSgghEYSSa5QQc11LzLEBFF+souRKCCECoJorIYT4ENKa\n", "65kzZwJ5GCGExAyf27y8/fbbSEtLA8uyaGpqQm5uLm7fvg2dTofFixeHqo0E4t6HKZyx9Q07YXOx\n", "SNbKoVEIs5memF87QPzxBcpncl28eDEWLVqEDz/8EF/5yleQmpqKnp4eHDp0KFTtI0QwTX0W/HB/\n", "M3osTmxZkIHNFRlwuFi0G+3QKGQoSFJDJqVV9UlgfCbXRYsWAQAYhkFqaioAIC0tDWq1WviWES9i\n", "7hmEK7Zdl3vQY3ECAN45Z8DSvES8d9GAYy1DkEmAV1YXYVFuwrSfR8yvHSD++ALFq+bqcrm8jm02\n", "myCNISSU4lV3+xYSAMNOBsfubA3NcO7kS0igeCXX5ORknDx5EjabDSdPnkRSUpLQ7SJjiHks4XRi\n", "c7EcBqxO2JyM3499dFYKluUnIidBhe/cX4AUrQJaxd0/idI0bcDtGk3Mrx0g/vgC5bMsMGLVqlVo\n", "aGjA/v37UVJSgiVLlgjdLkKmZHEw2HetD9svdqMsTYu/qcpBVoKK9+NzEtX47v35cLg46FQySCQS\n", "vLq2GAeu9SEnQYWVM6kTQQJH41xJ1KrvMuPvP77uOX6xMhtPzM0IY4uIGAk6znVszfUvf/mL309E\n", "SLCxY/oFDhfL63HDDgbnO0w43jKILpNdiKYRwi+57tmzx+vYbDYL0hgyOTHXtQKNrTBJgycq0iGV\n", "AMUpGqzg+TX+0+YB/MOeG/hx9U38/FAL+oedAT0/X2J+7QDxxxcoXjVXluXXIyAklOLVcnxxYSbW\n", "l6dCo5AiUa2Y8jEuhsX+6/2e46vdFgzYnEiOm/qxhPjDZ3IdGBiAy+XC8PAwent7wXEcGIahnmsY\n", "iHks4XRi0yhkfs2sksukWJafiAbDMAAgJ0GJBBWvPkbAxPzaAeKPL1A+31UNDQ1wOp0wGAyor693\n", "P0Aux/r160PSOEKE8HBJCnITVTDbGcxOj0OaThnuJhER8plc77vvPgBAeno6ysvLQ9IgMjExz98O\n", "dWx6jRzL8vUhez4xv3aA+OMLFK8LWpRYCSHEP34vOdja2koXuMJAzD0DMccGUHyxildy/eUvf4nW\n", "1lbs2bMH7e3t+Oijj4RuFyGERDVeybWsrAz5+fkAgGXLlgnaIDIxMY8lFHNsAMUXq3glV4ZxL4oh\n", "kwmzmDAhhIgNr+RqNptx4MABFBUVCd0eMgkx17XEHBtA8cUqXqOnN23aBIPBgMLCQly4cIHXBa2u\n", "ri7U1NRAJpNh5cqVyMrKmvS+ly9fRmNjI1iWxZIlS5Cbm+v3OUhscjIsDGYHpBIgK14FiYR2DiCR\n", "gVfPVavVorCwEAAwb948bNq0yfN/Vqt1wsfU1dVhy5YteOqpp3Dq1Cmf5+/r68OmTZuwefNmXLx4\n", "MaBziJ2Y61qBxuZkWPylaQBf2X4FX91xFec6TEFuWXCI+bUDxB9foALa/XW0gwcPTni7Vnt3oWGl\n", "0vcMmBUrVkz7HCT29A478cbRW+AAOBgO/3a8DSaba8rHERIK055UPVmJYPQysQoFv0UxDh48iMrK\n", "ymmdQ6zEXNcKNDaZVAKtQgazw33BNUEtg1wW3rIAw3JgOA5K2d1+i5hfOyD08VkcLpzvMKPeMIyF\n", "OfGYl6mDQj7tfmLQCbZixcgIAwC86mBHjhxBSUmJZyPEQM4xehreyFcVOhbvsVwux09Xz8FvTrRB\n", "K5diyz0JnkVcwtEeXVYhdjXb0G9x4Zl79JD0taCqqipifl9iOb7aY8GPq28CAHZc6sbr60oweOO8\n", "oM8fiGnvRLBr1y5s2LBh3O0ffPABNm7cCI7j8PHHH3sWe6mvr4dUKvWaUnv06FGkpaVh1qxZvM4x\n", "EbHvRCDm+dvTjc3mZCCVSrx6i6HGsBx+WtOM461GAIBaLsVvN5UhO0Et6tcOCP1788C1Pvzy01ue\n", "4x+uKsTyAuHWigh0JwLBeq5VVVXYunUrOI7DqlWrPLefOHECEonEk1y7u7tRW1uLWbNm4erVqzCZ\n", "THj22Wd9noNEHifDYsjmgkYuRZzAS/iNpfZjyUGhuFgWfZa79V6bi4XL/z0TCQ9FKRrolO5yULJW\n", "jhmJ/PdNCyXBeq6hJvaeayQbdjD4+Eovtl00oDhFg2/cl4ecRHW4mxVyFzpM+MGBZthcLF6szMZj\n", "5alQycOf+MWodcCKfosL6TqF4O+1sPVc1erY+yMi3m72W/H70x0AgHMdZnx6cxBPz88Mc6tCb152\n", "PN7aWAYXyyFDp6TEKqD8JA3yI3xzXr+LVDabzet4zZo1QWsMmVwkjyUc+9WHZf37MhTJsfkrJ1GN\n", "/CSNV6lCTPFNJFLiM9ldaB+yYcgq7J5ofPFKrr/5zW9w/PhxAEBPTw/t/kq8FCap8ezCTKhkEsxO\n", "12JlUYR3KYjo9A478ObRW/jy9iv44cFmdBjDv6svr7JAdna2ZzWsvLy8mJ8tFQ6RfLVZp5LjybkZ\n", "WF2aAo1cini1f9WmSI5t2MFgyOaCVimFfpINEAetTgw7GCSo5YgfdTGPYTlc77WAyb4H13stKE7R\n", "BHV6LsNyYDkOijCOkgAi4/W73mvB0ZYhAMCVbgsuG8zITgjvhS5efwVSqfeLJ5eH9mowiXwquRTp\n", "ItuLasDqxB9Pd2DvtX6UpGjw3QcKkDvm4knHkB2vHm5BY48FnytMxN8uyUVqnPv3cK1nGH//8XUw\n", "HKCSSfDG+lIUp2oneiq/3Rq04Y+nOzBkc+Erldkoz9AF5bzRauwHjCrMHzgAz7KAy+U9pdDhcAjS\n", "GDK5SKlrCSESY+s02nG+3YS919zbcF/vs+JM2/i1Cy52mdHYYwEAHL05hBt9d9fauD1kB3On/Gxn\n", "ODT3W/GD/U348wUD+oYD/xtyMCzePtmGY61DuGQYxvf2N8NgCt/X4Ilev2kOQvJbaaoGX1qYiax4\n", "Jb5QnoryjLiQPv9EeHVBKyoq8P7772PmzJloamrCnDlzhG4XIWEzaHXitcMtWDoj0et2tXz8V/qx\n", "t43uMeUkqiCVACwHKGQSmOwMTt024tRtI5I0cjxcmhJQ+1wMh17L3Ys2ww4GTj8vIgqpsXsYWy90\n", "IUmjxOaKtJAMy0tQK/D0/Ew8Vp4GjUIa9lIJwDO5lpSUIC8vDx0dHVi3bh00Go3Q7SJjREJdSyiR\n", "FpvRzuBKtwU6pRyb5qThWMsg5mbqsCA7ftx952Tq8IXyVJxuM2JNaQqKU+/+bZSlxeFX60rQaXJA\n", "r5bj9VGzirpMgfdctUoZXqzMwY8ONsPJcPgfVTlIjQvf2hujXz+DyY6X9zfBZHfPoDDaXPju/fmQ\n", "hyDZyaQSJPhZ7xcS75ao1WrMnDlTyLaQGNFnccBoY6BXy5GkjbwFeRJUMszL0uF0mxHdZjVeuDcb\n", "S/IToZ5g3GpqnBJfrcrBswuzEKeUQSa925OVSyUoz9ChPMN9NTsnUYVeixPxKhmW5SeOO9dkLA4G\n", "Tf1WOBkWhUkaJGkVWJQTj7c3zYKL4ZCVEDljau0uzpNYAaDDZIeT5RAhzQspXsl1ZI4/CR+xzE9v\n", "H7LhH2tu4ma/DbPTtfju/QW4ceF0RMWm1yjw0op8XOsdhlouQ2maZsLEOkIh8/01dOS1+879Beg1\n", "O6BTyXh/VWY5Dgev9+HfTrQDAFYVJ+NrS3OgU8nHXVwLl9HvzbQ4BbYsyMQ757ogl0rw/KIsz2I6\n", "sYZXch27rODevXuxdu1aQRpExK2xx4Kb/e6JKFe6Lbjea0Ek7h2QEa9ERnxwRz+kaBVI8bOnPmxn\n", "sOtyr+e4+kY/nlmQAV2I12/gS6OUYXNFOpblJ0IhkyAvQj4AwoFXIUSpVKK7u9tzbLeHf4BurImk\n", "nt10aJXevRiNQiaa2CYznfjUCinmZt0dZjVDr0JchPUEx8YXp5ShJFWLgiSNV5kk1vD6+BseHsYb\n", "b7zhWRjl6tWrEbFYC4k+s9Li8OVFWahtHcIDxUkoSwvOuE+xUsik2LIgA7PStBh2sqjKS4jIOjUZ\n", "j1dy1Wg0ePXVVz3Hu3btEqxBZGJiqbnqNXI8vSATmyrSPBdhxBLbZKYbX7pOhbWzInNZPUD8r1+g\n", "eJUFxi63NXfuXEEaQ2JHpFzdJkQo017PNVLQeq7EHya7C019VnAcMDNFg8QIGh9JIovg67m2tLSg\n", "u7sbCxcuxK1bt2jMK5kQw3IRfxHD6WLx4eUe/L+zXQCAxyvS8NzCLK9lApv6LGg32pEep0RJqjbi\n", "YyKRh1dZ4OTJk+jo6EBbWxvkcjmtihUGkTj/fjS7i8Xh5gG89Ml1/OmzDr/mzoc6NqPdhV2XezzH\n", "H13uhXHUwPemPgv+/uPreKWmBf9n9zU09gxP6/ki/bWbLrHHFyheybWjowPLli3zrI4VFxf+RRFI\n", "ZGnus+Dnf2nBZcMw3jlnwNmO8YucRAqNUoY5mXffw7PStdCM2pq5y+SA1eke281wQMuAbdw5CJkK\n", "r7KATEYXH8It0q/GWpzeE036hvmvBh/q2Iw2JzbPyUBFZjykEqAyL8FrDdp0nRIKmQROhoMEmPZA\n", "+Eh/7aZL7PEFildytVqtcDrdfyxOp3PcjC1C8pPUuDc3HqfbTEjWylE1g//c+VBqGbBi2wUDmvtt\n", "eLgkGQV61bipqMUpGvxqXQluD9qQGa+isbgkILyS68MPP4x33nkHXV1dYBiG9s0Kg0gfS5gap8S3\n", "Vuajz+KETilDRjz/cZm1tbXILV+IT28OQqeUYWl+IjL9eLw/zrWbUH1jAADw21Pt+N/35YFtM8Lk\n", "YLAgW4dEtQISiQRlaXEoSwus/MVx7rVbe4edyIpXov3qeSxdupTXY7tMdvQOO5GslSM7ITqmjkb6\n", "ezNceCXX5ORkPP/88wI3hUQ7vUYBvcb/2UO6tCz86GAzOozui2BNfVb87+V5gqzJaXYwXscDVicO\n", "Nw9AKZPC6WLxUIBrrI52rdeClz6+DjvDIUElw8tLZ/B6XNuQDd/b14ROkwPJGjleW1uMgmRa3jNa\n", "8X73NjQ0YPfu3bh27ZqQ7SGTEHPPICU925NYAeBK9zDsruCXnliOw/ICPdLvrH26ZEYCDGYHTHYG\n", "arkUjb2WaT8Hx3G41mOB/c4WBEY7A6ucXw/4Zr8VnXfWee23urx2NYhkYn5vTgev5Hrw4EGYzWas\n", "Xr0ag4ODOHz4sMDNIrEkSavA2rJkz/HminTEKYN7EbVtyIZ/OtyC35xow8sPFOCV1TMhk0pwpHkQ\n", "a8tScLHThOUF+mk/z40+K9hR83KkEvBeCWvsRAa9hiY2RDNer97g4CAeeughAEBlZSV27NghaKPI\n", "eGKua52rO4EvL67C/UXJUMokmJk8/V1SjTYXLnaZ0Wm04968eLx3vhuHmgYBAN/Z24R/21CGv16c\n", "jS8uYDFsZ/DztcWYyfMr+IDFiU6TAzqlDDOSvOui7UY7qm8M4GtLc2AwOTAvSwdj6xUgffGU5y1N\n", "1eKHDxaitnUQi3MSMDs9OoY8ivm9OR28kqtCMfEnr9FoREJCQlAbRMSB5ThI/UiQeo0C8wOo107m\n", "1O0h/PMR97Yq9V0JXqvj21wsXCyHwgDqmX0WJ9442oq62yao5VL809pizB61GV5Oggo3ei241mNB\n", "vEqGzxXq0W/nN05WrZBheaEeywun34Mm4cerLGCxWNDb616wt7e317Oz46FDh4RrGfESLT0Ds92F\n", "T6704tt7bmB3Qw9MNteUjxEitgbD3VlV5zvNeGpeBtR3Jgp8aWEmMgPcBrxjyI662+4JEjYXi+ob\n", "fQCA5n4r3j7VhnPtJvxqXQm+uWIGfvLwTJSmxUXNaxcosccXKF49166uLvzud79DTk4O2tvbUVBQ\n", "gO3bt+Pq1av4whe+IHQbSRRp7LHg17W3AQAXOs3IildicV7ox7x+rlCPvY19YDn31iOFyRq8tbEM\n", "DoZDpk4JzaiaLsNyGHa4L2op5b77G3EqGeRSCVx3dlvNTVSjZ9iBl/fdQL/F/UGytiwF37gvj9Yj\n", "iHG8kuuKFSuwePH4mtGZM2eC3iAysWipa40d6mRyeM/Z33bRgDiFHBsr0jwzn4SIbW5WPH79WCmG\n", "bC7kJaqRdqen2m9xos1oR4LKPRbX4mBw4HofPqjvwT0ZcXhuUZbPMboFSWr8bHUR9jT2ojhFi88V\n", "6jHsYDyJFXAPxXIwLDRSWq82lvFKrhMl1pHbq6ursWrVqqA2ikSv4hQN8vUqtA7akZeoQkmqe3ZT\n", "n8WJH+xvRq/FPdPPYLbjBw8Weq1EFUxyqWTcJIBuswO/ONKKi51mJGvleG1NMcwOBr+5s/lfp8mB\n", "8ow4rJudNul5pRIJFuTEY0HO3W221XIXHilLwZ7GPkgAPDk3Peyb8rkYNiTbWZPJTXush9lsDkY7\n", "yBSipWeQk6jGz9cUY8Dqgl4jR/qdHqPdxaLPcne9gXajHQ6Gg1ox/dg4juM1uqB1wIqLne73a7/F\n", "hc/aTShO8b7ab3VOPL7WwbBQTpKsdCo5vrw4Gw8WJ0Mll6AwyftCWShfu2EHgyPNAzhwrR+Lc+Mx\n", "JzMOeYlqpMQFd7PF0aLlvRlq9NFGgi5Np0RpmtaTWAEgWSvH84uzALjHfj6/KBvxqun17oZsTnxQ\n", "343v7L2Bg9f7YB1TkhjBcRya+iywONk7Wz1LPW1K0ihwf1ESAPfmf4tzvUe/2F0MDl7vwzc/vo7/\n", "PN2B3kmWUkzUyFGRpUNpWhwUU9RthXS914I3j91GQ/cw/t/ZLlzvteI/z3RieJLfDREOjVKOEtFe\n", "11LLZdhQnoZFOfGQSyXI06s9vc1AY7tisOCtk+6v9Oc6zMh4VIny9DhIJBKvi0mjp6MmquX4amUO\n", "hmwuzMvS4XDzIMx2Bs8uzES/xQmz3TsJ3eizeoZ0NfZYkKdX4aES/6bIhvK1s4xJolYni8NN/fjS\n", "wsygT8wYEe3vTaFQciUho1HKUBrgYiiA+2t9j9mJNJ0C+UkaGO13LyLplDLYXSy+s+8G4pXuXnL+\n", "na/nN3qtnumoQzZ3ueLR2akAABfD4XSbEafbjACAz89M8nrOsWWCQevUQ8v8NWR1wcGw0Gvk015P\n", "YWaKBrPTtbjSbUFWvBIquRTzsuPHbWlOhEfJNUqIuWfAJ7bmfiu+9cl1mOwM4pQy/PLREsxK1yJD\n", "p4DB7MQz8zPw2uFWz2QBq5PFTx4uhEouQ3bC3av/UgmQOmo66rKCRNS2DuJGrxUb56SNm6VVkKRG\n", "VV4CTt02Ij1Ogco8/yfN+Iqvpd+KVw+1oNPkwFercvBQSdK0Nm/MjFfhR6tmostkh93FYsDqwjfu\n", "y0O8Srg/dTG/N6dj2r/x6U5TJISPWwM2T+IcdjC4NWjF/UXJ+OW6UgxZXZBLgf+o6/Dcv9fihJPh\n", "oJIDcinwtaU56DI5UJCkRtKoOfu5iWr8dHURrE4GiSr5uNELqXFKvLQiH/1W91KKaQFOPpjM9ovd\n", "uHlnp4N/qb2NWWlaFKdOvn6szcmgecAKJ8OhIGnijRWTtQok81zPgAiH13eQ7u7uSf8vkF0Rif/E\n", "vE8Rn9hS4ryTxchiKBl3Lp7lJKrxtaU5AACFVIK/qcqB7k5vrfrGAN460Y6D1/vxq6O3YTB775KQ\n", "oJIjQ6eadFhYokaOwmRNwInVV3z+9E04jsOhpgH83UfX8a1PbuCPn3VExIUqMb83p4NXz/VPf/oT\n", "vvrVryIxcfxMG51OF5SGsCwLjuNoS5kYZ3exaOwZRp/FifwkjedrelmqFv+0thiXDWbMTh+/kLVK\n", "LsXqshTMy3JfMMtOvFsKmJ2uxd7GPpjsDLQKKRLUkfMee2JuOloG3EsNvliZgzz95Atkm+0Mtl+6\n", "29H55EofHp8T/BXESHBIOG7U+miTePfdd5GcnAyTyYR7770XBQUFU564q6sLNTU1kMlkWLlyJbKy\n", "sia97759+9Dc3IwNGzYgOzvbc/vu3bvBMO5P5qKiIlRUVEx6jpqaGixcuHDKdpHIdqbNiJf3NQEA\n", "4lUyvLGuBDOSNHCxHNoGbZCAQ2aCyq+65JDVifOdZnQY7ViUEz+ti2pCMNlGLmgpfE6ZdbpYvFl7\n", "Cwevu3dSyElQ4vV1JUjWCjeGlQBnz54N6Bs6r57r5s2boVQqwbIszpw5gyNHjuC5557z+Zi6ujps\n", "2bIFALBr1y5s2LBh0vuuWbMGDQ0N425Xq9WepQ5JbLhsuDspxWRn0D3sRK5ejdqWQbx6qAUsB3x9\n", "aQ4eKUuFQi5Fp9GOfdf6MGh1YX15KopTxtcrEzUKrBwzCiCSxE9QN52IQi7FlxZmoThFC5OdwcqZ\n", "ekqsEYxXzdVodA9T6e/vR1tbG/T6qZdE02rvvsmVysDeAAzDYOfOndixYwfOnj0b0DnEQsx1rdGx\n", "zcm4W2aKV8mQrlPCaHPhP+racWetFPz2ZDv6rE64WA5//KwDW88bsLexD9/b14Qe88SD/MOJz2tn\n", "cbhwps2IDy/3oLF7eNL7ZcSrsHFOOr606O5Qs3AT83tzOnh9ZL733ntITU1Famoq1q1bxytZjq42\n", "TLYe7FRGb4S4d+/eKe8/ejDzyAsuluNLly5FVHuEOr53yTK8/mgJ2vqGkKGRYIZeDYuDQZpWge47\n", "F6KStQoYOtthcNrR4v6GDAAYsLpgvbM9TKTEw/f49M1e/OxoJwBAJZPgR59Lh62rOWLaF+vHgeBV\n", "c/3DH/6A559/3q9hV/v27fMkRz6LuzQ0NECv13vVXEeb6hxUcxW3W4M2vHuuCzYXgy8uyPIMV/r0\n", "5gB+/hd3ueDxijR8cUFWVF7gefdcF/74Wafn+GdrinBvLi1EHwkErblu2bLF7/GsVqt7czWO4zw/\n", "A0B9fT2kUinKy8unPEdrayvy8/MBADYbv9XciTjN0KvxnfsLxi3SsnRGIv5tg3ud1txEVUCJtdNo\n", "h4NhkRanDGgm041eC/Zf60OaTomVhXq/thUfMTdLB5kEYDj3mgeBLuZNIgev5KpUKtHS0oLu7m4s\n", "XLgQt274WvHrAAAgAElEQVTdwsyZM30+pqqqClu3bgXHcV49zhMnTkAikXgl1+rqajQ3N0OtVqOg\n", "oAArVqwA4E6udXV1AID58+f7HZyYRNP87dYBK0x2Buk6pdfiLZPxJ7axH/IKmRRFE1zEGs3icOFi\n", "5zCu9VowP1uHezJ0nqvyVwxmfHdfEyxOFs/Mz8ATczP8StBdJju+s/cGjHcmOPRZnPjbJble9+ET\n", "3+z0OLz5WCkGLC5kJ6p8DsmKNNH03gwlXsn15MmTYFkWXV1dqKysxKlTp6ZMrtnZ2Xj66afH3f7i\n", "iy+Ou22yr/sjSZZEj2s9w/iHPTdgcbIoSdXghw/OREZ8eHthDYZh/PBgMwDg3fPAr9eXoiw9DhzH\n", "4Z1zBljurB/w7nkDlhfofc6QGsviYDyJFXAv7uJkWL/XCJBNsP4siW683gEdHR1YtmwZpFL33ePi\n", "6E0QatHSMzh1y+hJVtd7rWgbulvO6Tbbcbx1EGfbjTCP2ltL6Ng6THdHELAc0G91XxiTSCRI0929\n", "2KqQSqbc5mWs1DgFVhW7twWXSoAnK9LHJdZIfO1MNhdOtA5hZ303rvdapnWuSIwvEvDqudKsKfEa\n", "srpgsrsQr5IjUcPr7eBTrt57kZSRNVuHrC68cfQ2Pmt3b+73N1XZ2DQnPSRrU5SlaaGWS2FzsUjW\n", "ypGbePcr9+aKdFidLNqNdjy/KAu5if7VSxPUCny1KhuPzEqBWi5FwZ0ZZQzLwWx3QaOUTbrIdjid\n", "bjPitcOtAACtQop/eawUMyJkaJdY8PprslqtcDrdn/ZOpxMsO/Fq7UQ4QtS1ukx2/PLTW7jYaUZF\n", "pg7fWjkDmX5ejDHbXbg5YIMEQGGyBguz4/F3y/NwtduCzxfpPfXQIZvLk1gB4MD1fqwtS4VWKRO8\n", "ZleWFodfP1aKPosTmfFKr+Sak6jGt1bmg+G4gJOgXqOAftS24BYHg/3X+vDBZfe+XKuzgfmlBdMN\n", "I6gujxpLa3G6V8+aEeA8C6q5ToxXcn344YfxzjvvoKurCwzDeI0/JdHrWo/Fs+3JpS4zGnssfiVX\n", "m4vBzvoe/Pe5LgDAXy/OwuNz0vHIrFQ8Msv7vjqVDDOTNWjud48cqcpLhFoRuh5dYbIGhckT98xk\n", "UglkCF4PuqnP6lnEu8vkQLE+HZF2OXbZjER8cqUXLAfkJqrCXhcXI17JNTk5Gc8//7zATREnq4NB\n", "m9HuWX1fHuB2y0L0DMbWF/3tuRltDLZfNHiOt1/qxqqSZKTKx/+hJmsV+MGDBbhsGIZWIUN5Rhyk\n", "d0oC4e71WBwMTHYX4pQyz0pa0+Ea882OkUTesslzs3R4c/2d3XH1Kr+/sYwW7tcvUgX0qo+eIEAm\n", "Z3Mx+LChB/95phNSCfC9BwqxvCAxYtbALUvTYsuCDBxpHsTKmXrMSud/lRwANHIpilO1uGxwf8Us\n", "SdFA4+OCUE6iGjmJkTXEqHfYgd+f7sDhpgHcm5uAr9+Xh4xpjjEtTNbg0Vkp+ORqHwqT1FiaP341\n", "uXBTyKSYlU4XpoXkM7n+7Gc/w+zZszE0NIRr165hzpw5uHjxIgoLC0PVvqjWb3HhD2fcs25YDvjP\n", "0x2Yn6XjvVDHaELUtZI0CnxxQRY23ZMOrVLmc0WmicSr5XhpxQx8enMQUgmwvECPuAB6fsGIrdvk\n", "gJ1hka5T+LVi1rVeC2puuOfQnrxtxP0GMzJ0ydNqi16jwAuVOXhibgY0Cikuf3YKeaPi6zY7YDA5\n", "kKCWRcz6ANNBNdeJ+fxL+OIXv4j8/Hz8+c9/xiuvvAKZTIa/+qu/wrZt20LVvqimlEmQpJGj/86+\n", "S9kJSihkkdFrHSGTSgJK9iNyEtV4en5mEFvkv6vdw/je/iaY7AxeqMzG+tmp0Eyy8PVYsjHfIsYe\n", "BypOKZtwMkKXyY5/rL6JG31WaBVS/OKR4ohbApEEh88i28jUU4VC4RmOJZfLvVa8IpNLjVPildVF\n", "WFGox9qyFPztktxJV7ufiph7BtOJjWE5/OlMh2cLmN/VdaDTaOf9+NI0LTbNSYNeI8fq0mSUC/BV\n", "eXR8bUN23OhzX9SzOFmcaTNN9jD0DTtw7OYADjcNwGDiH1Ooifm9OR28uixj5/WbzeZJ7knGKk7V\n", "4vsPUhlFKFKJe73WEXKpBHIp/wtzSRoFvrw4G0/MTUecQhbwhx9fCSoZpBJ4lk/MnmRcrd3F4t0L\n", "Buxu6AUAVObG49v3Fwi60SAJLl6v1Pz58/Hee++htLQUjY2NMT/PPxzCVddyMixsLhZxSpnn6n6w\n", "nT7zGbR5ZegxO5GnV025VsBoEokEWxZkwuJg0GV24IXKbK+JDBNpH7LB4mSRFucen6qSS6GaYISD\n", "Lz3DDjhcLFK0Cq+E7GRYXO2x4PagDflJasxKi8OJ47We164oRYufrynCkeZBlKZqUZikhtXBQDOm\n", "hGBxMjjeMuQ5Pt1mwrCDicjkSjXXifF6pcrLy1FYWIj29nZs2LABGk30F+HJ1LrNDrxzrgsXOs34\n", "QnkqHi5NEWQ5PyYpF9/8+DpYzj1b6I31pZOOSZ1Inl6N768qhIvhplzV6lrPML6ztwlmB4PlBYn4\n", "n8vy/N4p9UavBS/vb8Kg1YXnFmVi450LgoB7bYGXPr4ODu5e9ZvrS70eK5NKsDAnAWlxSvy0+iZ+\n", "XXsbT85Nx1PzMryGgekUMtxflIT37+yZtbwwEbooXEoxlvH+/qTRaFBcXDwusVZXVwe9UWS8cPQM\n", "znWYsLexDx1GO9462Y6mvunNQZ9Ml03q+ZpscbIwmPzfTUApk/JaLrDmxgDMd3ZMPdYy5LX2AV/v\n", "XTBg8M5Fyj991oW2UTXeLpMDIwsks5z7A2qi125nfTdaBt3Pve1iN24NerdDIZfiybnp+MeHZ+JH\n", "qwrxt0tygzIGVwjUa53YtF8tqr+Kl9XhPRjewUy5rrrf+i1OlKVpkKyVo9/iglou9VpMJdgyR81E\n", "kkrAe1TBaKO/mksl7gVfRuTpVVDKJHAwHDQKKXImqakmjBqhIQEmXEVLr1FgyYzIGyNL+InMj0Iy\n", "TjjqWotz41GYpMbNARseLE7ybHMdLA0GM16paYGDYfGN+/LAsO4Fr/2pufpreYEeQzYXrnYPY+Oc\n", "9IBierwiDX0WJ9qNNnx5UbbX2qulqVq8ub4U3WYHMuKVKErRTvjaPVySjI4hO5oHrNgyPxMFSZE1\n", "ucIfVHOdGCVXMqlcvRqvPVIMi4NBoloe1K+lJrsLrx+9hV6Le0GgX356CxvvSUNmQuDTMPlI0ynx\n", "/OJssBwX8AW63EQ1vv9gARwudtzvRCKRoDhVO+WasDmJavzD5/Nhv3OxMFJm7ZHgiby10MiEwtUz\n", "SNIokJOoFqTeJxmzWAoH9yD7UJjuyAelTMr7dzLZa6e4c45oT6zUa50YJVcSFvEqOb65YgYydUok\n", "aeT463uzcaipHzkC91zDacjqwq1BGwbu9NaJuE07uUb7p260EOPe8LPT4/DrL5TiB5/PRbpOgR8+\n", "WIgSP7ZYGWvYwaDBYMbV7mHYnMzUDwiRY8eOwWB24OeHbuKF96/ghweb0eHHLLJIJ8b3ZjBM+7te\n", "IFvOEjIiSaPA5ZuXA/pq2WG0YcDiQkqcAkkaOXbWd+O/zrrXlv3GfblYW5bq92I0Qrnea8G5DvfI\n", "msYeC652DyNbxL10EoTkqtPpgtEOMoVIq2s5GBYMywU0lGmsQGJr6bfi23tvYMDqQk6CEt97oBDv\n", "3Fm0GwDeOWfAfQV6JGmEG9bF1/Lly3Gmzeh1m8rPvboiWaS9NyMFr+R6+PDhcbdptVosXLgQcjkN\n", "OIg1twatePtkO/osLrxYmY2FOfEhLw9d67Vg4M5A/najA+1DduQlqtA66P66XZisjqgEVpaqxZcX\n", "Z+EvNwawND8Rs2ktVdHz+e77yU9+go6ODnR2dmLu3Lle/9LS0mjpwRCKlLoWw3L4w+lOnG4zobnf\n", "ih8FoX4YSGxJYzZTTNLK8f0HZ2JzRRq2LMjA15fmQivwIiyTcbpYfNZmxNun2lDbMogz5y8hXi3H\n", "X83LwBuPleC5RVl+T7mNZJHy3ow0PrudP/rRjwC4p74mJ3svIJycnIyLFy8K1zIiKBfL4XyHCQev\n", "96M8PQ4rCvVI4vEHz3IcBkdti+1gOLjYwGZu9Q474GI4qNT+D+SfnR6Hb62cgTNtJnyuQI+yNC1U\n", "chm+WpUbUFuC6XqfBS/vawIHYMelHvxgRRYA9/AvnZK+6cWKab3SHBf86ZBkYsGuazX3WfD9/U1g\n", "OeBQ0wB0KhkeLJ56BX6FTIoX7s3G9/Y3weJk8T+W5HhNKeXrisGMHxxohsXJ4v98rgBOhp1wCuhk\n", "dCo5HipJwUMlKX4/t9D6LS6M/suwcOLppU6Eaq4T45Vcly5dOuHtS5YsCWpjSOiY7AxGdzjbh/h/\n", "tb8nU4ffbpoFm5PFgNWJ/zrbhYXZ8ajI1EHBo85pdzL4zcl2GO8scP36p7cwOz3Oa8vraJafpEaq\n", "VoFeixNxShmKUmgVuVjEq6uQkZEx4e2ZmeHd3iOWBLuuladXYfadDQnjlDIsmZHg1+Mz41UYsDrx\n", "7b1N2HaxG9/d14RrPFfNkkolUI9KwjKpZMIZU0abE+faTTjXboJpVCki0uXp1fjnR4vxi7XF+PVj\n", "Jei9Ie7yGdVcJ8a7LDA0NIS+vj5kZ2dDrRZHDyOWpetU+MEDhTAMO5CgknstPsJX76iZRhzcK1zx\n", "oZBJ8bWluXjj6C0Y7S58ZUEqssaUFuwuBtsvdePPF9zrmT41LwPPLMiA2o/NB8Np9E63t1zR88FA\n", "gsdncq2rq0NlZSWOHj0Ks9mM7Oxs7NmzB6WlpZgzZ06o2kggTF0rVadE6jS2kZ6Z7F4qUK9WgOU4\n", "zPAjQRcma/Da2mK4WM5r+b0RRhuDj+5scQIAHzX0YH15asDJ1epkcK7dhHrDMBbmxGNupg7KEA3V\n", "EntNUuzxBcrnu6ujowMAYDAYsHbtWsybNw+bNm1CQ0NDSBpHIltBkgZ/t3wG8pPUWFuWggQ/F3fR\n", "KmUTJlYA0CikXpsF3pMRB+00kuGV7mH8uPom3r/Uje/ta8K1XmEW/iZkBK9369iJAlI/NoAjwRGJ\n", "da2mPgt+fLAZh5oG8NbJdnzWbpz6QROYKDadSo5v3JeH/7UsF/9rWS7+57I8xE1jZa6+MSWMAWvo\n", "Fk+JxNcumMQeX6B8vlsvXboEp9OJGzduYMOGDQAAp9MJp5NW9SHjRxx0GP3fnsWXrAQV1penBeVc\n", "RckaxKtkMNkZJGvlfpUwCAmEhPNzsGpLSwsSEhLGTSoIt5qaGixcuDDczYgp3WY7fvaXFlzptkCr\n", "kOIXjxSjNC1yp3W2DljRZXJAKgHK0rRIUId//CnDcugy2cHBPQJDHiELzZC7zp49G9ACVX5/zyoo\n", "KPD7SYg4petU+P6Dheg2ORCvjuzeIMNyONtuwlsn2wG4t2r50sKsoCw8EyiO41B3ewg/rWkBy3H4\n", "zv0F+FyB3q+VvOwuBuAAVRjjIBPjXTx1Op3o7u4Gy7IwmUxCtolMIFLrWmlxStyTqZtWYg1FbCa7\n", "y7NNNQB8UN+DoRCNnZ0svgGrC7+uvQ0Xy4HlgF99eov3cDbAXfN+eV8TXtpzA1e7h4PVXL9F6nsz\n", "3Hgl1+bmZnz44Yc4cOAAAGD37t2CNipScRyHq93D2HbBgJOtQxh2RM6CzMQ3tVyKsrS7C3EXJmm8\n", "JjKEg1wmQcKotQbiVTLevVaT3YVfHG7Fpa5hNPZY8OPqZvQN8695MyyH9iEb2odsYAJcG4L4xqss\n", "cObMGTz55JPYtWsXpFJpzK7herPfipc+ue7ZYvpHqwpxX4E+JM8t5rGEoYhNrZDhxcoc3JOhg83F\n", "YkWhHvoQrfU6WXwJKjn+4f58vHWiDQzL4WtLc3mvluViOZhHfbgP2xm4WB8PGIXlOJy8NYRXam4C\n", "AF5+oBD3FSQGvK+YmN+b08EruYZiRhbLsuA4DjJZ5NaO+q0uT2IFgKY+a8iSqxh0mey41mOBWiFF\n", "WVocEicZ4yqUrAQVHq9ID+lzTqU4RYtX1xaD4zio/JggoVe7h6r9Y/VNMByHv18xA6lx/BLzgMWJ\n", "N4/dxshb+VdHb2F22qxpTSgh4/H6XmS1Wr2OXTym83V1deGdd97Be++9h87OTp/33bdvH37729/C\n", "YDAEfI5QyIpXIkPnfgPLpRIsyIkP2XNHe11r0OrELw634pW/tOD7+5uxu6EH7J2BKtEe21Smik8p\n", "k/qVWAH33nX35iXgPzbPxu82z8bnCpN4lxTkMgnilXefL14pg0wW+CgFsb9+geLVdZg/fz7++7//\n", "G0ajETt27EBlZeWUj6mrq8OWLVsAALt27fKMk53ImjVrJpz15c85QiEnUY3X1haj3WhHkkaBmcm0\n", "2hFfRjuDesPdiy5HmgexYU4arW86DVKJJKB9uBLVCrz8QAH+7UQbOI7D15bmRcR2OGLD651dVlaG\n", "vLw8GAwG5ObmQqGY+oXQau9ePFAqA/u6EYxzBNvoBTlCKdrrWgkqGcrTtWjodk87XTFT79kpINpj\n", "m0okxlecqsVra4sAwO9e81iRGF8k4N1t0Gq1KCws5H3i0XMT+CRjoc5BIoNeo8C3P1+Axl4L1HIp\n", "ZqVpA76AQoJjukmV+MYrue7ZswcVFRVgGAbHjx9HZWUliouLfT6GYe5eyQx08zp/z3Hs2DHPp+hI\n", "HUgsx2+99RYqKioipj2BHn9+gv8fXbMLd/uEOKb4ov84ELymv+7atQuPPfYYPvroI2zYsAHbtm3D\n", "k08+6fMxH3zwATZu3AiO4/Dxxx9j/fr1AID6+npIpVKUl5d73b+hoQF6vR7Z2dlTnmMiYp/+OvqD\n", "Q2zEHBtA8UU7Qae/SqVSSKVSz5AslWrqInpVVRW2bt0KjuOwatUqz+0nTpyARCLxSq7V1dVobm6G\n", "Wq1GQUEBVqxY4fMcsUjMb14xxwZQfLGKV3J1OBwwm82e5MpnrZfs7Gw8/fTT425/8cUXx902WeKc\n", "7ByEEBLpeI1zzc7Oxq5du7BkyRLU19ejublZ6HaRMcQ8llDMsQEUX6zi1XNdtmwZli1bBgCYNWvW\n", "lBezCCEk1vm9nmukEvsFLUJIeAR6QSugZYH27dsXyMMIISRm8EquBw4cwLZt2/Dqq69i69atOHfu\n", "nNDtImOIua7lT2y9ww4cbx3EyVtDGPBj7dNwEvNrB4g/vkDxSq5msxlPPvkk7rnnHjz99NMoKSkR\n", "ul2EjGNxMPj96Q78+OBN/PBAM967YICd7zp7hIQYr+Q6MjuKZd1v5LG7wYpdl8mOI80DOHVrCIMh\n", "3DV0NDGPJeQbm8nuwuGmAc/xoaYBmB2h2U1gOsT82gHijy9QvLLkyBKDMpkMRqMxpnZ/HbQ68U+H\n", "WnD5zoIjzy7MxJYFmTQvPgzilDLcm5eAk7fcW3hXzUhAHO0dRSIUr57r448/DgB4+OGHUVNTM27q\n", "qpgZ7YwnsQLAp82DsDhDv72LmOtafGPTqeT4+rI8vHx/Ab7/YAGeW5gFdRQkVzG/doD44wsU7+mv\n", "gHva68aNGwVtUKRJUMkwJ0OLeoM7wa4ctVQeCb0MnRIZtGI+iQIBjXP99NNPPfP/I4WQ41xHtidR\n", "KaSYFYbtSQgh4SPowi3Hjh1DZ2enZ3+rK1euRFxyFVJmvAqZ8f6v+E4IiV28kmtfXx+eeOIJz3FX\n", "V5dgDSITC8WybiabC8dbh/BZuxGfK9Tj3rwEqEOwoLLYl6yj+GJTQDO0UlNTg90OEgGudA/j9aO3\n", "cLh5ED+tacH1HsvUDyKETMhnz3Vk08D+/n5UV1d7FrI+fvw4XnjhBeFbRzxC0TMYsHqPGTXaQzMq\n", "Qgy9nk6jHT3DTiRr5cgds8eaGOLzRezxBcpnch3p7ldVVYWqPSSMytK0SNLIMWB1ITdRhYKk0G/E\n", "GI3ahmz43r4mdJocSFDJ8ItHSjAzhXYGjnU+ywLPPPMMysvLPeNam5qaIJPJ8KUvfSkkjSN3hWIs\n", "YUGyBm+sK8Ub60vw6pqikO1yG+3jJFsHbOg0OQC4e/uNvd7llGiPbypijy9QPpOrTqcDABw8eBBm\n", "sxmrV6+G0WjE8ePHQ9I4EnrZiSrck6FDBo2O4G3s0LxULQ3VIzwvaA0ODqKyshJKpRL33nsv+vr6\n", "hG4XGUPMda1oj600VYt/fHgm1pal4Dufz0d5hs7r/6M9vqmIPb5A8fqIVSgUE95uNBqRkJAQ1AYR\n", "Em2UcimWzEjEkhmJ4W4KiSC8eq4WiwW9vb0AgN7eXs8GhYcOHRKuZcSLmOtaYo4NoPhiFa+ea1dX\n", "F373u98hJycH7e3tKCgowPbt23H16lV84QtfELqNhBASdXgl1xUrVmDx4sXjbj9z5kzQG0QmJua6\n", "lphjA2IvPruLRbfZAblUgqyE2L0wyiu5TpRYfd1OCIlNdheL/Y19+L8n2qCWS/HTh2diXnZ8uJsV\n", "FgFNfyWhJ+a6lphjA2Irvm6zA//3RBsAwOZi8fapdljDsP5xJKDkSggJGrlUArX8blrRq+WQSWNz\n", "146A1nONREKu50oI4e9ipwlvn2qHXi3H31TlYkaUT6MWdD1XQgjha25WPF5/tAQyqQQKWex+OY7d\n", "yKOMmOt2Yo4NiM341ApZTCdWgJIrIYQIgmquhBDiQ6A1V+q5EkKIACi5Rgkx1+3EHBtA8cUqSq6E\n", "ECIAqrkSQogPVHMlhJAIQsk1Soi5riXm2ACKL1ZRciWEEAFQzZUHF8vhssGMCx1mlKVpMTdLB41C\n", "JshzEUIiS8StLdDV1YWamhrIZDKsXLkSWVlZft939+7dYBj3cmVFRUWoqKgQqrk+Xe+14Nt7boC9\n", "8zH02poiLMylvcMIIZMTrCxQV1eHLVu24KmnnsKpU6cCuq9arcaGDRuwYcOGsCVWAOi3OD2JFQAM\n", "ZkfI2yDmupaYYwMovlglWM9Vq9V6flYqlQHdl2EY7Ny5ExzHobCwMGxDrfISVUjSyDFgdUEtl6I4\n", "RTv1gwghMU2w5Dq6lDvZ1txT3XfNmjWen/fu3Tvlcx47dsyzn8/Ip2kwjmckafDtSj2GXFIUZCSj\n", "MFkT1PPzORYyvnAfL1++PKLaQ/FRfBP9/flLsAta+/bt8yTH6upqrFq1alr3neocNImAECKEiJtE\n", "YLVaAbh7pSM/A0B9fT0aGhp43be1tdXzs81mE6qpUUHMda1AYrM4GHSbHbA4In9/JjG/doD44wuU\n", "YGWBqqoqbN26FRzHefU4T5w4AYlEgvLy8inv29rairq6OgDA/PnzhWoqiTK9ww784Uwnjt4cxJIZ\n", "CXixMgdpOt91fUJCjca5kqhT2zKIn1Tf9Bx//4ECrJiZFMYWETGLuLIAIaEiic3NRUmEo+QaJcRc\n", "1/I3tllpcXikLAVxShkeKknG7PQ4gVoWHGJ+7QDxxxco2v2VRJ2UOAX+ZkkOvrggE3EqGU1FJhGJ\n", "aq6EEOID1VwJISSCUHKNEmKua4k5NoDii1WUXAkhRABUcw0Ds92FTpMDKpkUeXoVJDSWiJCIFXHr\n", "uZKJmewuvHOuCzvre6CUSfDK6iLMz44Pd7OCpufOcow0Y4rEOioLhFi32YGd9T0AAAfD4d1zXWDY\n", "qb88RENd61y7EV/deRUv7riCM21G3o+Lhtimg+KLTZRcQ0wll0Itv/trz9WrIZNGf1mg3+LEPx1p\n", "xbCDgcXJ4rVDLegdDv2i4oRECioLhFhuoho/X1OEree7kJ2gwsY56bweN511JUNBIgEU0rsfGnKp\n", "BHw/MyI9tumi+GITJdcwmJOpwyuri0R1IStJo8B378/HL47cAsdx+NbKfCRrqe5KYheVBcLE38Qa\n", "DXWt8gwd/uWxUvzLY6WYk6nj/bhoiG06KL7YRD1XElQJanpLEQLQOFdCCPGJ1hYghJAIQsk1Soi5\n", "riXm2ACKL1ZRciWEEAFQzZUQQnygmishhEQQSq5RQsx1LTHHBlB8sYqSKyGECIBqroQQ4gPVXAkh\n", "JIJQco0SYq5riTk2gOKLVZRcCSFEAFRzJYQQH6jmSgghEYSSa5QQc11LzLEBFF+souRKCCECoJor\n", "IYT4QDVXQgiJIJRco4SY61pijg2g+GIVJVdCCBEA1VwJIcQHqrkSQkgEoeQaJcRc1xJzbADFF6sE\n", "22S+q6sLNTU1kMlkWLlyJbKysvy+rz/nIISQSCJYz7Wurg5btmzBU089hVOnTgV0X3/OIXbLly8P\n", "dxMEI+bYAIovVgmWXLVarednpVIZ0H39OQchhEQSwZLr6EEICoUioPv6cw6xE3NdS8yxARRfrBKs\n", "5sowjOdniUQS0H39OYder8fZs2f9bWbU0Gq1oo1PzLEBFF+00+v1AT1OsORqtVoBuHufIz8DQH19\n", "PaRSKcrLy6e872S3T2TRokVBazshhEyXYMm1qqoKW7duBcdxWLVqlef2EydOQCKReCXXye472e2E\n", "EBLpRDNDixBCIglNIiCEEAFQciWEEAFQco1SLMt6jaYghEQWwS5oBVswptNGMn/avG/fPjQ3N2PD\n", "hg3Izs4OYSsD5098ly9fRmNjI1iWxZIlS5CbmxvClvrPn9iOHz8Og8EAAJgxY0ZUjHLx9+/JarXi\n", "zTffxHPPPRcV709/4tu9e7enU1NUVISKiorJT8xFiQ8//NDz8wcffBC0+0YKf9t8+fJlrr29Xcgm\n", "BZU/8R05csTz8yeffCJYm4Il0Pfb/v37hWhO0Pkb3969e7nPPvssat6f/sR34MAB3ueNmp5rMKbT\n", "RrJobLM//IlvxYoVQjcnqPx97VpaWrBjxw5s3LhRyGYFjT/xDQwMQKvVQq1WC92soPEnPoZhsHPn\n", "TnAch8LCQp9rSEdNzZULwnTaSBaNbfZHIPEdPHgQlZWVQjUpaPyNraCgAF//+tdx+vRpIZsVNP7E\n", "d+zYsahbyMWf+NasWYNNmzbh8ccf95R3JhM1PddgTKeNZNHYZn/4G9+RI0dQUlKC1NRUIZsVFIG8\n", "dp211wsAAAaKSURBVGq1GvHx8UI1Kaj8ic9gMOCjjz5Cd3c3CgoKoqLmGujf3lSJOGqSazCm00Yy\n", "f+KLRv7Ed/ToUWRkZKCgoCDUzQyIP7H19/cjOTnZc/9o4E98L7zwAgCgoaEh4Dn5oeZPfK2trcjP\n", "zwcA2Gw2n+eNmuQajOm0kcyf+Kqrq9Hc3Ay1Wo2CgoKoqFHyja+7uxu1tbWYNWsWrl69CpPJhGef\n", "fTZczebFn9eutrYWdrsdALB48eKQtzUQ/sQHuD9Ajh07FjU9V3/ia21tRV1dHQBg/vz5Ps9L018J\n", "IUQAUXNBixBCogklV0IIEQAlV0IIEQAlV0IIEQAlV0IIEQAlV0IIEQAlVxIWDMOAZdlwN4MQwVBy\n", "jSE/+clPgnaubdu2YdeuXdi1axc+/PBDGI1Gr///+OOPJ3xcR0cH3n//fbzxxhvo6+sL+Pk/++wz\n", "vP322wE/Xqwm+72PtX//fuzYsUPg1sS2qJmhRabvxRdfDNq5JBIJNmzYMOn/TzbtODs7G5s3b8bh\n", "w4en9fyLFi1Ca2vrtM4hRnyne69evRo7d+4UuDWxjZJrDOjq6sLJkyfR1NSEb37zm57bLRYLdu7c\n", "CZ1OB5lMhsbGRrz00kue/z9w4ADMZjNkMhmcTifWr18PlUoFAFCpVNixYwdkMhksFgvWrVuHhIQE\n", "uFwu7N27F1evXsWuXbsAACUlJbjnnnumHUd1dTX6+/shl8shk8m8ygqNjY04f/48NBoNbDYbFi9e\n", "jJkzZ6KzsxN//OMfUVJSgk2bNsFgMOC9995DWloannrqKcjlk/8J7Nu3D42NjUhKSkJCQgIsFgvm\n", "zp2LOXPm+HxOwL2s4IEDBzB37ly0tLRAqVQiPT3ds2JUbW0tenp6IJPJPNNhN2/ePOXvoKWlBbW1\n", "tdDpdJBKpejt7cWXv/xlAMCnn37q9XtPSkrCypUrAQAulwsffPABpFIpOI6LigXkox7vlV9J1Nu2\n", "bZvXcXNzs9eCzS0tLZ6fa2trucbGRs+xyWTiduzYMeF57Xb7uP8b+1xjHTp0iOvu7ubd9suXL3Mn\n", "TpzwHPf09HCvvfYax3EcNzw8zP3Xf/2X1/23b9/OORwOjuM4zmAwcNXV1Z7/27p1K+/n/da3vsUx\n", "DOM5/vOf/8xZLJYpn3Okzf/6r//K2e12r/s1NjZyp06d8hyzLMvV1tbyas8nn3zCtba2eo5Hv2Yc\n", "N/nvfffu3VxPT4/n+NSpU9z27dt5PScJDPVcY1hhYSEYhsH+/fs9y66NrPjT3t6OZcuWee6r0+km\n", "PU8oFve+fv06Vq9e7TlOTU31bP9iMBhgNBo9PTbAvWLRwMAA0tPTkZ6ejp6eHgDuXrw/vbaKigpI\n", "pXcvTZSWlqKjowNSqdTnc4544IEHxv1+rl27hoceeshzLJFIvH7XvjzyyCM4ffo0Ghoa4HK5kJ6e\n", "7nnNfDGbzV7LN86fPx+3bt3i9ZwkMJRcY9iFCxcwb948FBcXA3Dv7zSypFpubi6uXbuG0tJSAO4/\n", "zhEsy+LmzZsoKioCAAwODgq+8nxJSQnOnz+PJUuWAAB6enpw+/ZtAEBubi4yMjK8asBjRyIsWrQI\n", "Z86cwe3bt7F+/Xrez1tfXw+WZT0J9saNG1i3bh1kMtmUz8lx3ITrg86cOROXLl3yWhVr9O/al3Pn\n", "zuHee+/1HL/77ru8FhSPi4tDb2+vJ8GePXs2apY8jFa0KlYMOHz4MAYHB3Hp0iVPT2zNmjX4+OOP\n", "vXplAPDYY495bhupuUqlUjidTjz22GOemuvhw4dhMBigUqngdDqxceNGr/rlp59+iv7+fkilUrhc\n", "LixbtgyZmZme+m9zczMyMjIQHx+PNWvW8Or9Hjx4EAMDA1Cr1bDZbOju7saSJUuwePFi3L59G6dP\n", "n/a0wWw2Y/369V4LUv/+979HZmYmHn30Ud6/u3//93+HTqeDWq2G0+nEvHnzMGvWLADw+Zx1dXU4\n", "f/48ACA9PR05OTleSfHQoUNev5+ysjLMnTt3yvb89re/RVZWFjiOA8uyXnVcwJ2kL1y4AJVK5dmK\n", "ZO7cuXC5XHj//fehUCgglUqh0+lw+vRpPPPMM1Gzbm60oeRKiA/bt2/HE088Ee5mkChE41wJmcS+\n", "fftw9epV7NmzJ9xNIVGIeq4kIrS0tHi+Ro9VUFAw5arv0fKcvpjNZtTU1ExYC9XpdFGzqwZxo+RK\n", "CCECoLIAIYQIgJIrIYQIgJIrIYQIgJIrIYQI4P8DW1TZ0yN/rdgAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.398977\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VPd58PHv7Iv2fQftbBbG7MYEEhvbJDYYYzu1TZy4\n", "TdwledMlSds06dvUaZw4qVM7Tdssb9qkp01wvGBsbINZDNjsxtiYTQIkECChXUgazb68f4wZJNAy\n", "M5orzVw9n3M4Z2aYufN7dEePfvPc36IJBAIBhBBCxJR2ohsghBBqJMlVCCEUIMlVCCEUIMlVCCEU\n", "IMlVCCEUIMlVCCEUoFfqwC0tLezYsQOdTsfy5cspKCgY9rn79u2jtbUVgClTpjBv3ryIjyGEEPFE\n", "seR66NAh1q1bB8DGjRtZs2bNsM9dsmRJ6PbWrVujOoYQQsQTxcoCVqs1dNtoNI76/PPnz/PjH/+Y\n", "ysrKqI8hhBDxQrHkOnDil8FgGPX5paWlfOUrX+G9996L+hhCCBEvFCsL+Hy+0G2NRhPWa8xmMykp\n", "KVEdY+vWreh0ughbKYQQI0tPTw9dB4qEYsnV4XAAwd7n1dsAx48fR6vVMnPmzNBjXV1dZGZmhp4/\n", "2jGGotPpmDt3bszaL4QQAEeOHInqdYol10WLFrF+/XoCgQArVqwIPb5//340Gs2g5Lp3715cLhcA\n", "8+fPH/UYk9GePXtYunTpRDdDEWqODSS+yUqx5FpYWMgjjzxyw+NPPPHEDY+tWrUqomMIIUS806hl\n", "ycEdO3ZIWUAIEXNHjhzhjjvuiPh1MkNLCCEUIMk1QezZs2eim6AYNccGEt9kJclVCCEUIDVXIYQY\n", "gdRchRAijkhyTRBqrmupOTaQ+CYrSa5CCKEAqbkKIcQIpOYqhBBxRJJrglBzXUvNsYHEN1lJchVC\n", "CAVIzVUIIUYgNVchhIgjklwThJrrWmqODSS+yUqSqxBCKEBqrkIIMQKpuQohRByR5Jog1FzXUnNs\n", "IPFNVpJchRBCAVJzFUKIEUjNVQgh4ogk1wSh5rqWmmMDiW+ykuQqhBAKkJqrEEKMQGquQggRRyS5\n", "Jgg117XUHBtIfJOVJFchhFCA1FyFEGIEUnMVQog4Isk1Qai5rqXm2EDim6wkuQohhAKk5iqEECOQ\n", "mqsQQsQRSa4JQs11LTXHBhLfZCXJVQghFCA1VyGEGIHUXIUQIo5Ick0Qaq5rqTk2kPgmK71SB25p\n", "aWHHjh3odDqWL19OQUHBsM89ceIEdXV1+P1+Fi9eTHFxMQCbNm3C5/MBUFFRQU1NjVLNFUKImFIs\n", "uR46dIh169YBsHHjRtasWTPsczs7O1m7di0Ab775Zii5ms1m7rzzTqWamFCWLl060U1QjJpjA4lv\n", "slIsuVqt1tBto9E44nOXLVs25OM+n48NGzYQCAQoKyuTC1ZCiIShWHIdOAjBYDCE9Zpt27axcOHC\n", "0P2VK1eGbm/evHnU1+/Zsyf0V/RqHUgt93/2s59RU1MTN+2J5f2BNbt4aI/EJ/Fdfz8aig3F2rJl\n", "Syg5bt++nRUrVoz4/N27dzN16lRKS0uH/P/RjqH2oVgD/3CojZpjA4kv0cXdUCyHwwEEe7BXbwMc\n", "P36ckydPDnruu+++S15e3g2JtbGxMXTb6XQq1dSEoOYPr5pjA4lvslKsLLBo0SLWr19PIBAY1OPc\n", "v38/Go2GmTNnAtDW1sbevXuZPn06tbW19PX18dhjjwHB5Hro0CEA5syZo1RThRAi5mSGVoJQ81cv\n", "NccGEl+ii7YsoFjPVQghxlOfy0uv00eyUUeaZeJTm/RchRAJr6Pfzc8OXOLdcz3MyrXyN58spSDV\n", "FJNjx90FLSGEGC9nOuy8e64HgBNtdo632ia4RZJcE4aa52+rOTaQ+MaDQTc4lZl0E5/aJr4FQggx\n", "RtXZFj4/N5/8FCOrZ2YzMy9popskNVchhDp4/QHsbh8Wg/aGnuxYyGgBIcSkptdqSDXHT0qTskCC\n", "iIe6llLUHBtIfJOVJFchhFCA1FyFEGIEMs5VCCHiiCTXBKHmupaaYwOJb7KS5CqEEAqQmqsQQoxA\n", "aq5CCBFHJLkmCDXXtdQcG0h8k5UkVyGEUIDUXIUQYgTjWnM9fPhwNC8TQohJY8RVDn7xi1+Qk5OD\n", "3++nvr6e4uJiLl68SHJyMvPnzx+vNgrUvU+RmmMDiW+yGjG5zp8/n3nz5vHqq6/yxS9+kezsbNrb\n", "29m5c+d4tU8IIRLSiGWBefPmAeDz+cjOzgYgJycHs9msfMvEIGruGag5NpD4Jquwaq5er3fQfafT\n", "qUhjhBBCLcJKrpmZmRw4cACn08mBAwfIyMhQul3iOmoeS6jm2CC28fn8AS50O2nodOD0+GJ23LFQ\n", "+/mLVljJdcWKFaSmpvLWW2+RmprKnXfeqXS7hBBDOHyplz99pZY/faWWN2s7cHrjI8GKG8k4VyES\n", "hM3l5S83neHClWtluV8/NJOiNNMEtkr9FB3nen3N9e233474jYQQY2PQachJNoTup5h0GHWaCWyR\n", "GElYyfXNN98cdN9msynSGDE8Nde11BwbxC4+k17HlxcXs7w8nXmFyXz/7gpyko0xOfZYqP38RSus\n", "rRL9fr/S7RBChKEk3cy3PlWKPwA6rfRa49mIybW7uxuv10t/fz8dHR0EAgF8Pp/0XCeAmscSqjk2\n", "iH18Go2GeKoGqP38RWvE5Hry5Ek8Hg+tra0cP348+AK9nlWrVo1L44QQIlGNmFxvu+02AHJzc5k5\n", "c+a4NEgMTc3zt9UcG0h8k1VYF7QksQohRGTCuqA1UGNjIyUlJWi1ss72eFJzzyCRY/N4/dS299Ni\n", "czMl3Ux1tpU+l5ddDVc40NjDHVWZLFl060Q3U1GJfP6UFFZyfeaZZ3jooYc4ceIE6enpfPDBB6xZ\n", "s0bptgkR90612/nrN84SAIw6Dc+tqqaj38O/7bsEwOGmPv75nkpuLkiZ2IaKcRdW93PatGlMnToV\n", "gCVLlijaIDE0NY8lnIjYOu0eDl/q5djlPuzu6KeQXrji4OoUR7cvQFu/mx7n4Ek3rV29Y2hp/FPz\n", "Z3Mswuq5+nzBD59Op1O0MUKMhz6Xl58fuMTuhisA/J8lxayakY1Go6GurZ+tZ7ooTDWxrCx91EH6\n", "ZZkWtBrwB8Bq0JKfYqIoFXKTDLT1eyjPtJBrlPn/k1FYydVms7F161YqKiqUbo8YhprrWuMd2xWH\n", "N5RYAV472cHtlRlccXj5281nsXuCk2YcHh+fm1sw4rGm5yTx3Kpq2vvdFKWaKM+0APDje6u44vSS\n", "ZTWQnTTxs6iUpObP5liElVzXrl1La2srZWVlHD16NKwZWy0tLezYsQOdTsfy5cspKBj+Q3rixAnq\n", "6urw+/0sXryY4uLiiI8hRLiSjDqmpJm40OMCYE5BMha9jia3K5RYAera7aMeS6fVMD03iekkDXo8\n", "L8VEXoqyC6q09Lk4eKEXjz/A4impFKfJIvbxJKyaq9VqpaysDICbb76ZtWvXhv7P4XAM+ZpDhw6x\n", "bt06Hn74YQ4ePDji8Ts7O1m7di0PPvggH330UVTHUDs117XGO7ZMq4Hv3FnOny0u4hvLpvAHN+eh\n", "02rISzZy29Q0AHQauG9WTkzeT4n4HB4fPz/QxL/vv8QvDzbxz7sb6b2u1jte1PzZHIuIh2Jdb9u2\n", "baxevfqGx61Wa+i20Tjy16Jly5YN+XgkxxAiEiXpZkrSB/f00i0GvnpbCWtvysVq1FKaYZmg1o3O\n", "4fFzqq0/dP90ux2Hx0eqecy/0iJGxjxYdbgSwcBlYg0Gw5DPud62bdtYuHDhmI6hVmqua8VTbJlW\n", "AzUFyVRkWWO2MMpY43N7/dS193Oi1UafK9g7TTHpuH9Az3rNTTkTlljj6fzFE8XOxtURBhBcaGI0\n", "u3fvpqqqKrQRYjTHGDgN7+pXFbkfP/eTc4uxGdMx67Vou5uw93TGVfsG3j9y7AR+SwZ6awoNnQ6y\n", "TX6s9jbmz5k9ru257bbbeOfcFX60uxGAB2pyeOyWAo4c2k9VagbP3FOJ3x8gcOUy7x/cHzc/P7Xd\n", "j8aYdyLYuHHjkBMKXnnlFe6//34CgQCvv/56aLGX48ePo9VqB02pfffdd8nJyWH69OlhHWMoat+J\n", "INHnb/c4vHx/5zk+aA6uqPaH8wt4sCYXg04bd7E53D5+d7SFFJOe/37/Mh5f8Ffke3eXs7AkLeLj\n", "jSW+PqeXv9h0mksfX3wD+PVDMyiKo4tX8Xb+Yi3anQgU67kuWrSI9evXEwgEWLFiRejx/fv3o9Fo\n", "Qsm1ra2NvXv3Mn36dGpra+nr6+Oxxx4b8Rgi8fS4vKHECrCzvpucJCMLSlLHvS2ddg9Hm/vodniZ\n", "V5RCaebg2mqH3cPvj7bx2Nz8UGIFON/liCq5joXJoKUiyxJKrrlJBsx6mXqeCBRLroWFhTzyyCM3\n", "PP7EE08Mup+bm8s3v/nNiI4xGSV6zyDFqKM628LpjuDokll5Sbx4rJVUk07x2BweH8db+jndYacm\n", "P4n6Tjs/O9AMQI7VwL+sriZvwGQBs15LukWPBsi06OlyeNFrNczKT47q/ccSn1Gn5Y/mFzI13Uyf\n", "y8fKaVlkxdm42UT/bCplzMnVbI6frycifmVYDXzr9jKONPXS7/bT2O3kXJcTj39s+2P2Oj00djvR\n", "67SUZZgxG26cRXiqzc6336oHQKuBv7itJPR/7XYPNpd3UHLNSTbyvbvKeeNUB3+2uBitNjhutTJr\n", "YkYPFKSaRp3MIOJPxN8vnE7noPsrV66MWWPE8NQwlrAw1cT84lQOXexl+9kuFhSnUJVtiTo2u9vH\n", "bz9o5etvnOUvXjvN2/Xd+Ie4hNDSd61e6Q+AdsDF0XlFKWRaB49E6bJ72FzXwdkuB0eae6nOtlKd\n", "bR30ukgode4cHl9o9MBEUsNnUwlh9Vz/4z/+gzlz5rBkyRLa29s5c+YMt99+u9JtEyqUn2LiH+4o\n", "w+b2kmLSk2rWczrKY11xennlRHvo/u+PtrK0NP2GIUmV2RbMei1Or58Mi57qHAvPrqrC7vFTmm4m\n", "wzI4uZ7psPNGbdfHtx3U5CcrPtsqUue6HPxkzwX63D7+z63F3FI0/rVrMbKwkmthYWFoNaySkpJJ\n", "P1tqIqiprpVm0ZNmufbRizY2s15LUaqRpl43ANU5VsyGG7+MVWcn8ZPV1XTYPeQnG2+YPHC96zuo\n", "0fRYu+werji8pJpjX1N2eX38276LnGwLTs/9h60N/PKBGRSkTswfADV9NmMprOR6/cLYer3MAhET\n", "L9Nq4B/vLOft+m6SDDo+UZaOUTd0pass00JZZng10+psKw/W5LLtTBfzilK4KcILWa19Ln646zzH\n", "W+0Up5l48q5ySmI4dMofCM7QusrjDwxZDhETK6yaq9c7uK7jdrsVaYwYnprrWmOJbWqGhT+cX8hn\n", "b86LuufW7/bSbfeEElS6xcAX5hXw8/un8RdLS8gdZdnB69V3OTjeGuxVXupxcaSxM6p2Dcdi0PHl\n", "W4tJMurQauBrn5gScRtjSc2fzbEIqwtaU1PDSy+9RHl5OfX19dx0001Kt0uIcdHY7eDZdy/SZnPz\n", "x4uKuK00DYNOi0mvxaQfOmH1OLy09rtJMmiHHMxv0Q8esZA0RKlirG7KT+YXa6fj9fvJSTJiGKbH\n", "LiZO2DO0nE4nzc3NFBQUYLHE34IWap+hJZTxg53n2FkfXNtVq4Gf3T99xPJBt93Dv++/xDvnrpBk\n", "1PH0pyuZlmMd9Jx+t4+3z3ax7UwXi6ak8pnp2TdcNJtol3tdHGnqA2BuUcqE1WsTgeIztMxmM+Xl\n", "5RG/gRDxKhAI4PZe61v4A4MXCxpKU6+Ld84Fk3G/28fW0x1My5ky6DlJRh2rZuZw97SsYWvAE8nu\n", "9vGz/Zc4cDG4/cy8ohS+fXspySa5lhJLYZ35V155Rel2iFGoua41UbFpNBo+Nzef/GQjeq2Gry4p\n", "pjBt5B6cxaBl4GJZhSP0+K4m1ng7d3a3j2Ot15YrPNHaP+gCWaTiLb54EVZyvX5Zwc2bNyvSGCHG\n", "W0WWledWV/Prh2awcloWZv3I+8SVZlj47l3lzC1M5pGb8/hEWcY4tTR2Usx6Vs3ICt2/d0Y2qWbZ\n", "Hy/WwvoeYDQaaWtrIzc3FwCXyzXKK0SsqXksoVKxtdncODw+sqyGEb/yXj9DayQ6rYaFJWnML04N\n", "e/xrvJ07k17LgzW53FKYgh+ozLJiGuWPykgmIj6vP4DD7cNq1MVs3d1YCyu59vf38+yzz4YuGNXW\n", "1g65zKAQ483rD9Dn9GIxaAetK1DfaedbW+rpdnj5zPQs/nB+IWkxXEx6uMRqd/vw+gNxvyNAqtnA\n", "LUXxdZEtXJ12Dy8fa2V/Yy8rqjJYNSObVHP8xRJWWcBisfCDH/yAhx56iIceeoiamhql2yWuo+a6\n", "1ljWFnjtZDtf2VjH07saae699o1q6+kuuh3B8dlv1nbS3OOkpc/FxStOXF5ltro+1+Xgm5vP8tVX\n", "6zh0sSc0blbN5w7GP75Trf28dKydpl4X//1+C6fD2EhyIoSVXK8fhjB79mxFGiNEJM51Ofj5gSY6\n", "7B72Nfaw7/y17bIzBkyvNeu1OLx+/nRDLV986RSvnuzA6YltgvX4/PzyYBO17XYu97l5cts5LvdK\n", "+UwJLu/ga0BuX3zOTgsruSYnD57+J0Oyxl+81e1iKdrYfNcNm3IO+KX7VEUGn56WRWWWhe/eWcZv\n", "P2gJbZv9q0PNtPQFZxl29rs50WqjsXvoXYwj4RiQsL3+AFd/59V87mD845uZl8SM3ODY4oXFKVRm\n", "W0d5xcQIuzB0/vx52tramDt3LhcuXJAEKyZcWYaFB2ty2XC8jfJMC8vLr125z0sx8ee3leDx+THq\n", "tWTUXpuCatRp0Os0dPS7+efdF/iguQ+zXssPP13JjLykqNpi0Gn5k8XF/MPWBmwuL3+5dAoFKfG1\n", "qLVaFKQG12uwuXykfryyWjwKq+d64MABmpubuXTpEnq9XlbFmgBqrtsdOXaCNpsbuzuyr+opZj2P\n", "zc3nNw/N5PufrrhhtSudVoPZoEOr0fCFeQUsnpJKRVZwKFVRqonmXhcfNAdnKTm9ft6u7xpTHDNy\n", "k/iP+6fxXw/N5PbKjNCU1HDPXUOXgyNNvQlXTpiIz2a62UBxmjluEyuE2XNtbm5m7dq1bNy4EYCk\n", "pOj+ugtxvXabm9cvmzh4+CRLS9N4YmER2RFsY2Ix6LAMsfvA9UrSzfzfO8rw+QOhUQVJRh0VmWbu\n", "rMqi3+NjWgy+XuZEuQVLbVs/f/3GGVy+AEWpRp5aWTniBAUR/8Lquep0MsB4oqm1blfbbmfPhT48\n", "vgA7669Q26bclV+DbvBwrbJMC4/NK+AXB5t4/mgrz7xzgYtXnCMcYWiBQIC69n62n+nieIsNt2/w\n", "BZdwzt0HzX24Pi7SNvW6aUqg3qtaP5tjFVbP1eFw4PF4APB4PDfM2BIiWtePFo1yJ5WoaDUamnuc\n", "/NmtxXTZPWRaDXTZ3aMupn29s50Ovvb6GTy+ABrgJ6uqyE81kWTUjbhaVbfDg8vrJ92iZ8qA99Rr\n", "NaTH8dddEZ6wzuBdd93Fb3/7W1paWvD5fLJv1gRIhL3hL15x0tTrItOipyLLGtbMmem5VlaUp3Kw\n", "qZ9PlKYzPWd8r/yWZlj4+60NXN0n8QcrKyI+RmufO7QF9+2VGexsuMK+xh5uK03js7PzOHnkIItu\n", "XcKRpj4213VQk5/MnMIUvv/2eZp6XXx+bj53VWfx7dtLOdNhZ2FJKuVhLuw9XHs6+t1kWPUUpiq/\n", "gWgifDYnQljJNTMzk8cff1zhpohEdqnHyd+8eZZOuwedBv75nqqwVvDPTjKyIsvOHy2aTrJRN+Tu\n", "rUrq9/gZuAFtl8MT8TEKUo2hPbqmZlj4r/eC23ZvON7O7I9/Bue6HHxnWzCJ72vs5U8WFdHe7+HR\n", "OflMSTdzut1O5XUjHqLR1OPk79+qp6nXTbpFzw8/XRn2DgwitsL+7nHy5Enq6+uZNm0a1dXVSrZJ\n", "DCHeewaX+9x02oOJyReAo5dtYW+PMvfm6Gf8ddk99Lm8pJn1pEexZmpJmgmrQYvd48eo0wz6eh6u\n", "iiwr/7KqiuYeF57r6q0ef4DlS5dy5FLvoCTeaXeztCyNojQTz7xzAbvHz11VmTw+P5/spOgvZJ3v\n", "dob2FLvi8FLX3q94co33z+ZECeuC1rZt27DZbNx9991cuXKFXbt2KdwskWiyLHpMumtlgMos5XtL\n", "TT1OvrWlnideruXpXY209UV+Eag8y8qzq6r5xxVlPLeqmuooRwxUZllZVp5BTUEyi0qCO7HOLUoJ\n", "lTlK0s3Mzg+Oskkx6bhtajoLilLYVd8dmtyw9UwXl3sj7zkPlGoa3PP3+ALUjeP0UI/PH/PZb4kq\n", "rJ7rlStXuPPOOwFYuHAhL7/8sqKNEjeK97pWWaaFZ+6p4lR7cFO+mbnhJ6loYzvZ1k9DV3Bm1ZGm\n", "Ps52OcgdZQvsfrePY5dtXOxxUpOfTHmWhZwkA6UZZjQxuJqWm2zib5ZPpc/tI9moI9WsD8X3d58q\n", "pa3fQ4pJR3GamVKXObTXFoBBq8FqHNvi2lU5Vv7+9lJ2NnRTnmnhwIVe1n/Yyr+tqSbTqsykhqvx\n", "NXY7+eXBS1xxePmTxUXMLkhR5P0SRVjJ1WAY+utWb28vqamyX7oILjw9LTeJabnjNwb6+r2qzPrR\n", "E9MHTX18d8c5Ukw6uuwebC4fv/3gMvfNyg3tnzVWKWY9KR9f7e/od2PKK6XT7iEryUjWgHGwSSY9\n", "q2dm4/H5udTj4uE5eWP+Cm/W66gpSGZLXSevnmin1+XDqNPgVXiAT3BthUu8dyk4KePv32rgF2un\n", "T+rtY8L6JNntdjo6OgDo6OgIbYWxc+dO5VomBonnXutYRRvbrDwrj8zJozzTwp8sKgzrK/2ZTjsp\n", "Jh2PzytgR303T+86z/KKTH5x4BIXohjjOpJLV5z87Ztn+fbudr67vYGWIcoWUzMsfG3ZVH70mUoW\n", "lqSFvUbsSNLNeu6dmU2/24dWA3+5dEpEa9ZGaunSpfj8Aa44ru0S7fT68fnjc0GV8RJWz7WlpYVf\n", "/epXFBUV0dTURGlpKS+++CK1tbXcd999SrdRiCFlWI08Pq+AP5idh9UY3iiDeUWp9Dq8vPBRWygZ\n", "/M+Ry9xdnRUaThUrte12LvYEE+qpNjv1nQ7yhylb6GO415ZGo2FRSRr/74EZ+IGClOA2NkoyG3T8\n", "8aIi/u/WBpxeP//n1mJyJnC773gQVnJdtmwZ8+fPv+Hxw4cPx7xBYmjxXHO1uYJJKtoN7oaL7cIV\n", "J1vqgt+YPj0te8jB/RqNJuzECjArLwmrQcP7H68pAMGJDNU5FopH2T8rUknX1U+tCmyxPRydVkNx\n", "FCMfonH1/N1cmPLxdt8BcpONmMIo06hZWNEPlVivPr59+/aYNkhtbC4vJ1pt1LX337AOpRqcbLXx\n", "V5vO8LXXz1DX3j/6C8LU5/TyzO5GXjrWzkvH2nlmdyN9Tu/oLxyFTquhMjuJv10+lbxkI9lWA9/8\n", "ZCmLStJivvvpjNxkvrigkOk5Vr66pJjqnGA9OvgV2qPYot0TqSDVREm6edInVohgnOtwbDZbLNqh\n", "Sg6Pj+ePtvLCR20AfGPZFFZUZUZVV4vHXmuX3cM/7TgfGt/6g53neW5VdcTjTYeKzenzD6qBXuhx\n", "4fL6idX151n5yfzrfcHx2hlRjI8NR7pFzx/cnMfam3JCF8r63T4213bwyol2ZuUl8cUFheSNMsIh\n", "3sXjZzMeyJ8XBXXZvaHECvC7D1uxRbisXjzz+wODeuPO62Y7jUW6Wc9jcwtC9x+7JZ80S2x7lhkW\n", "g2KJdaCBIxDqO+388lAz7f0edjVc4dDFXsXfX0wMSa4Kshg05Kdc++WtyDQPGmgfiXhczzUrycDf\n", "fHIqRp0Gs17LN5ZPjeqq9FCxGXRaPjM9i39dXc2/rq7m09OzYjJMaiIMjO/6K+hOFZSK4vGzGQ9k\n", "6R0FZVqNPHlnBVvqOkky6lhRmTGmLYzjTfCqdCq/enAGGiA3xleHLQYd08dx3Ox4KM+0smpGNq+f\n", "6qAiy8LiqWkT3SShEEmuCivLtPBntxaP+TjxWtfSaDTDDi8KV7zGFolLPU5OtvZjNeiYlZdExoAe\n", "/NKlS3F6fbx/qY99jVdYVprOmlk5pJh0Ua2HEG/UcP6UMObkGospg0IksuCFvXOc6wpegHtkTh6P\n", "zysY9Ltxut3Ok9vPAbDtTDffX1lBSbp6Zzf6/AG0msmdH8IqYrW1tQ37f9dvuy2Uoea61vWxNXY7\n", "OHbZRpvNPUEtikyfyxtKrAAHL/QOqqXu2bOHnuuGkQ2czZTorj9/J1tt/N3mszy963xUOzuoRVjJ\n", "9b//+7/p6ekZ8v+u33Y7Wn6/H59PPVfSRXTq2vv589dO8/U3zvDk9gZa++I/waaZ9cwtujZI7K6q\n", "zBv29SrNtIR2g82w6Mdl1bCJ0NLn4ltb6vnwso2d9Vf4z0NNNyzDOFmEVRYoKipi//799PX1sWDB\n", "AkpLS0d9TUtLCzt27ECn07F8+XIKCgqGfe6WLVtoaGhgzZo1FBYWhh7ftGlTKOFWVFRQUxP9up+J\n", "Ts11rYGxHbzQi+PjJfjOdDi41OMkL8wtqs902Fn/YStpZh0P3JQ7bjOU0i0GvvaJEuo7HZj1Oiqz\n", "ByfOq/E9/elKOu0eMix6itLGp23jYeD5c/sCoSUUAdr6Pfj8AcZ5DfS4EFZyffDBBzEajfj9fg4f\n", "Pszu3bv5whe+MOJrDh06xLp16wDYuHEja9asGfa5K1eu5OTJkzc8bjabQ0sdislh4BRUnYawt05u\n", "73fz7bfqQ1+3O/s9fPuO0nEbnZGbbCI3eeQLewWpJtWvEpWbZOCLCwr5z/eaMeg0fHFB4bjvLhEv\n", "wvrk9vb2kp2dTVdXF5cuXSI9PX3U11it11YoMhqjG6Lj8/nYsGEDgUCAsrIy5s6dG9Vx1CCe1xYY\n", "yOcP7oTa1OuiKNXEtJykUffSuhpbv9tLTX4SX1tawql2O58szwh7Lym31z+ojtnU68LjCzBwRqvL\n", "6+fQxR5BNd3eAAAgAElEQVQ213YytyiFOyozB13VV0qinLtoDYzPbNCxemY2C0tSMWg1FMV4vYZE\n", "ElZyff7558nOziY7O5t77703rGR5dVlCGH492NEM3Ahx8+bNoz5/4Em+WmRXy/1jx47FVXuGu59V\n", "fQtfe/0M/gBoNfDsvdXMyEsa8fUGg4H9Z1v59dEuko06/mJpCbn2CzgaL6ErWhLW+19uqOPR2Vn8\n", "7qNOtBp45KYMTh49wsKFC0PP1+eV80+7WwE43NRHst7PypkFUcV74MAB9Hp9aN2NePn5x8N9i0FH\n", "08n3ASiOg/bE4n40NIGBWXAYv/71r3n88ccjGlaxZcuWUHLcvn07K1asGPH5J0+eJD09fVDNdaDR\n", "jrFjx45J3bONF7vqu/j+zsbQ/b/71FQ+VZE54mta+lz88cu1oSvsNflJfP/uCkwRfp10uH1c6nWh\n", "1wb3wrraY/b6A5xp7+fCFRe9Li/PH22lz+XjTxYV8UBNboQRBhfA3ne+h6ZeF7dXZjAtR10THcRg\n", "R44ciWpUVFg913Xr1kU8Xs3hCG6/EQgEQrcBjh8/jlarZebMmaMeo7GxkalTpwLgdE7eIR2JpCjV\n", "hFGnwe0LYNBpKAqjxujzg3vAFWWb20c0S6tajDqqhlgwu66tn6+/EexNWw1aHp2Tzxt1HdxSGN1I\n", "l62nu/jN+5eDt8908dP7qimO0QWqKw4PPU4vKSa9ogtcC+WFlVyNRiPnz5+nra2NuXPncuHCBcrL\n", "y0d8zaJFi1i/fj2BQGBQj3P//v1oNJpByXX79u00NDRgNpspLS1l2bJlQDC5Hjp0CIA5c+ZEHJya\n", "JErdrjI7uOHf5V4X+akmqsIYctR89gRf+8RU/uXdC5j0Wr5ya0lEa7SOpr7LEVpQpiY/mSyrnnum\n", "ZUeVwAFqByyt2O/20e8aeQhhuOeutc/Fj3Zf4FiLjcosC39/exmFCVCzTJTP5ngLK7keOHAAv99P\n", "S0sLCxcu5ODBg6Mm18LCQh555JEbHn/iiSdueGy4r/tXk6yIb4FAgJNt/exv7KEsw8L84pQhe5DD\n", "cTnsfGpOBjflJ6PTEPMl+Eozgr1Kq0HLjNwkfrj7QvD+h1r+dXU1UzIiG3O6emYO713sxReAhSUp\n", "MVtT4Uyng2MtwSU8z3Y6ONXenxDJVQwtrOTa3NzM2rVr2bhxIwBJSVJjGm8T1TPod3mxe/ykmnXD\n", "Dms61+Xkb948G9om5W+XT+GOqqyw3+NqbIUKDVOakZPEj++tos/p5b1L15b4s3v8dDu8TMmI7Hi3\n", "FKbw0/umYff4KE41jzriINxzd/0Gi5Zx3LlgLKTXOrSwkqtONznHqU12zb0ufrr3Iida+1k9M5uH\n", "ZueSZr4xkfQ4vaHEmpdsRK/V8t7FHgpTTTEbLO/y+jnWYuNYi42a/GRuyk/CHOYYVoNeS01+sL5q\n", "NmjZXNeJPxAcUxvuBIWBgrsZhN8zD1d1jpUnFhay42w3S6amMVNlK4JNNmH9aXQ4HHg8wdXmPR4P\n", "fv/knM42kSZibYEjTb2839SH0+vnhY/aaOgc+qJiYZqJikwLWg18dnYuP9zdyLffauDvNtfT1DP6\n", "hchwYjvdbudbW+pZ/2Er39pSz+l2e8TxAMwuSOEnq6r5p7vL+d7dFWNe0Ssc4Z67VJOeh2bn8eyq\n", "Kh6bm58wK2aped2LsQir53rXXXfx29/+lpaWFnw+36Dxp2Jycnl9ePwBko168pKN/OOd5bTb3Lx3\n", "qRfvx1ePWmxuLve5R+y9dva7ScktJhAIjDgi5epWMsPdD5deq2FanPcIr1+XQCSmsJJrZmYmjz/+\n", "uMJNESOZiLrWvKJUFpakcrzFxuqZOVRkBZNkY7eTf99/kW67lz9ZVMS84hTyUozkpRjpcV2bJWXU\n", "acgYYWuWEy02/mnHOVy+AN8097KwJHXYBJubbCDVpKPX5SPFpGNqhBehrupzeelxemmzeTDrNVRk\n", "WRXfTC8ea5L9bh8nW2209XuYlm0dU5kjHuOLB1Gt5zpwgoBQr4JUE3/3qVLsHh+pJj0mvRafP8B/\n", "vdfEh83Bq9rf2d7AL9ZOD43znFOYwpN3ltPY7eDmgpRhp6/2ubz8y7sX6Pp4yupTb5/n/z04nbwh\n", "5uf3u7z85vBl1szKIUDwwk+GSU9jt4NOu4e8ZGNYtd3T7f38aPcF3D4/D9bk8r9HWvjykmI+WR7h\n", "FS0VeO9iL9/feR6AZKOO51ZXM2WcFrqZLEZMrk899RQzZsygp6eH06dPc9NNN/HRRx9RVlY2Xu0T\n", "H5uosYRJRh1JA8ac+gMB+gaM6/T4AoP2hUoy6rh1ahq3DrN9ycCv/wN3wdVoQMPQvVaPP8DlPjcf\n", "Xm4Bgl/tZ+Ul8+236ul3+8i06HnyrnIsBh05SYYhv1b3ubw8886F0I6yvz58mXunZ/PmqQ6WlaVH\n", "tSNvuOJxHOix1mu7NtvcPrrtnqiTazzGFw9G/D70uc99jrVr12K1Wvne977HunXreOqpp0hNVe8K\n", "6mJkBp2WLy0sJNmoQwN85dbisC8K1bX3852tDTz77gV6nV6+vmwKhalGsqwG/mFF2bDjRdPMer58\n", "axE6DWiAP7+thEs9Tvo/3km3y+Hl/Ut9fOmlU2w83o7Dc+Og/gCERjQAeH1+tNrgsColE2u8WlyS\n", "GvpTVpBijPn+Z2KUnuvVqacGgyE0HEuv1w9a8UqMj3jqGczMS+bn90/H4/eTk2TEGEbNsvXjRZSv\n", "9nr7XF6+9alSnltdjd/PiFM9NRoNC0vS+OUDM/AHAhSmmAb1vDRcGyP66/cvs3BKKhVZgz+jKUYd\n", "f7m0hO/uOIfHF+CrtxVj1WuZkaf8xa14OndXzSlI4dlVVfQ4vZSkm8e0FGI8xhcPwqq5Xj+v32az\n", "DfNMMVnkRjg+1O0bXE5o7nXj8QdIH2Lc7FB0Wg0lA762zshN4rt3lnOi1UZJupmXjwe3IjJoNTds\n", "wd3S5+L3R9to7nXxDyvKyEsykptinJQ91qsMei0z82Kzi4gYWliXSefMmcPzzz/PkSNHWL9+/aSf\n", "5z8REn0sYXaSgc/PzQeCNdM/WlAQqo1GE5vFoGPx1DS+uLCIGXlJFKaaqMyy8ORd5YMW3AbYWd/N\n", "G7UdfNDcx9++eRab2zeuiTXRz91o1B5ftMLquc6cOZOysjKamppYs2YNFos69/8RyrEYdKy9KZfF\n", "U9Iw6Ab3QsfiisPDxW4nnyhNpyrbOuRxOwaMifUHGLR5oBBKCXuAn8ViobKy8obEun379pg3StxI\n", "DXUtq1FHZbaVqRmWQT3HaGPzBwK8erKdf9x+jqd3NfLDXefpHmJywaers0j/eLuYT0/LilliD5ca\n", "zt1I1B5ftKIa5zqQ1F/FeOvsd6PRaDDrtew9f21X4tMdDvpcvhsWUqnMtvLT+6pxePxkJxlINkX2\n", "sQ8EAvS7fZj1WvS6xFhMRUw8+aQkCDXUtVr6XLx9tot3z3XT2X+thxlJbEeaevmzjXV8ZWMdDV0O\n", "7q6+tsvBzQXJpJqHnjqal2KiNNMScWK1u31sOtXBX7x2mn/ff4k2W3hbffv8AXocHtw+vyrO3UjU\n", "Hl+0xtxzFSIcvc7gIP6PLge/6dw/K4cvLSy84cr+SNr73Tz19vnQqIMf7W7kmc9UMiXdgsvroyo7\n", "KeaLndR32vm3fZcAuNjjYlqOlZXTskd8Tb/bx9bTnbxyvJ1Z+UncXVgc0zaJxCA91wSR6HUtm9sX\n", "SqwA+y/0YP94EsBYYjMatCwoSWVpWUZUyweOxn3ddgU29+gXwxo6HfzsQBMtNjc7znZz0RvfC8WM\n", "VaJ/NpUiyVWMixSTjiUDpsTeUZlJUoRf0XOSjPz97aVkWvTkJBn48uJiLve6QqtwKaEs08IdlcG1\n", "B6akmVhUMvrsRO91S3I6PDI6YTIac3KNdONCEZ1Er2ulmPR85dZivrOijO/dXc6aWTnoP96dNZLY\n", "bilK5bt3lXPrlDR+tLuRv9p0htMD9rSKtUyrga/cWsx/PTiDH91TFdZIg7JMC/fMyPr4tplpyd5R\n", "XpHYEv2zqZQx11yj2XJWTE45yUZyYjCH/XKfm9dOdYTut/S5mZk35sMOK9mkj+hCWLrFwJcWFPFQ\n", "TR5Wg5bj7x+EiiLlGiji0piTa3KyTKEbD2qua0UaW2GqCZNOg+vq9t1xuInfwNXE1HzuQP3xRSus\n", "5Lpr164bHrNarcydOxe9XgYciPFVmWUJbt/d5yI/JTjtdSL5AwF6nF4MWk3EQ72Eeo1Yc33yySdp\n", "bm7m8uXLzJ49e9C/nJwcXnjhhfFq56Sn5rrW4aPHefdcN7882MQHzX2jXqDSaIIbBH6iLIOqbOuE\n", "1v19/gB7z/fw5Vfq+Obms5zvctzwHDWfO1B/fNEa8c/sd77zHSA49TUzM3PQ/2VmZvLRRx8p1zIx\n", "afRbsnlqx3kANhxv4yerquN+n6urmnpcPPX2OfyB4L5e/3W4me+sKEenlQu9k92YvsMEAsoNgRGD\n", "KVXXaux20GZzk5NspDTKfanG6opn4E4H0O1MnKvr/kCAgb8GqUYttW39tNjcFKWaqM6xqr4mqfb4\n", "ohVWcr311luHfHzx4sUxbYwYX/WdDv76jTPY3D6SjDqeuafyhkWmx8OMPCsWgxaHx09+svGGJQPj\n", "WVGqib/6xBR+uu8iGRY9t1dl8fU3zuAPBJdWfG5VFdU5idELF7EVVnLNyxt6nEt+fn5MGyOGp8Q+\n", "RReuOLB9PEuq3+3jQrdzQpJr19lj/GTVzXQ7vOSlGChMTZyN8gx6LXdUZjC3MAW9TsORpj6uloy9\n", "/gAtfW7a6j5Qde9O9tAaWkRlAa/Xi9frxWxOnA+/GF62dfCY0+ykidlHyev1UpppoXRC3n3sDDpt\n", "aGeG4jQTeq0Grz+AUaehMNVES/MEN1BMCE1ghMLp8ePHOX78OB6Ph5qaGk6cOEFSUhKFhYUsXLhw\n", "PNs5qh07djB37tyJbkZCcXv9nGjr51RbPzNykpiVlxTWflhieP5AgDMddlr73BR8vDuCzGJMbEeO\n", "HIlqstSIPddTp07x8MMP4/f7efrpp/nWt74FwIYNG+IuuYrIGfVabilM4ZbClIluimpoNRqm5SQx\n", "Teqsk96I3ZSrEwS0Wi3Z2deWWdNqpXcz3tQ8llDNsYHEN1mN2HNNSUlh165d2Gw20tLS2LlzJ7m5\n", "uaFttkVia+hy0NjtIMtqoDrHilkv51WIWBmx5gpw+fJlTCYTmZmZNDQ0YLPZmD179ni1L2xSc43M\n", "hW4Hf/X6mdDC099fWcH84tGX0xPjLxAISN12AilScwUoKCgI3S4vL4/4DUR8au/3hBIrwIkWmyTX\n", "OHOh28nvPmzB6fXxuVsKqMwe/2FyInphF089Hg9tbW34/X76+vqUbJMYQqzrWjnJRlJM18oAN+VP\n", "3Opmaq/ZRROf3e3juT0XeLu+m32NvXxnWwNd9vD27xpvaj9/0QprnGtDQwNHjhzB6XTy6KOPsmnT\n", "Jh599FGl2yYUNCXdzDP3VNF4xUmWxcC0HOkVxRO3z0/rgM0Qu+yeG7acEfEtrJ7r4cOHefDBB0lO\n", "Tkar1coarhNAiRkwZZkWPlmeQU1B8oSOb1X77J5o4ks16/njRUVcXf/lTxcXkxXjzRdjRe3nL1ph\n", "9VzHY0aW3+8nEAjISIQE4vH5qWu309zrYkq6mapsq6wGFSNajYbbStP5+f3T8QUCFKeZMMgEj4QS\n", "1tlyOAavUen1jr5qUUtLC7/97W95/vnnuXz58ojP3bJlCz//+c9pbW2N+hhqF491rdPtdr7++hme\n", "eecCX3v9DPWd9qiOE4+xxVK08em1GkozLVRkWTHF8TA5tZ+/aIWVXOfMmcP//u//0tzczMsvv8yC\n", "BQtGfc2hQ4dYt24dDz/8MAcPHhzxuStXruSTn/zkmI4hxl9zn4urVUCvPzCoRijEZBdWWWDatGmU\n", "lJTQ2tpKcXExBsPotR+r9doFEqMxugVBYnEMtYjHulZJmjm0SIlZr6UgNfylArvtHmrb+3F6/Eyb\n", "Pfof60QWj+cultQeX7TCXhXLarVSVlYW9oEHzk0IJxkrdQyhnOocK8+tqqLV5qYw1RT2coX+QIBN\n", "p9r53w+CZaBpOVa+e2c5GVY5x2rQ0e+mvtOBSa+lKtsa2qhxsgkrub755pvU1NTg8/nYt28fCxcu\n", "pLKycsTX+HzXBqhHO7sk0mMMXFfyah1ILfd/9rOfUVNTo/j7LbntNpwePyeOfoDL5Qzr9dU5SezZ\n", "s4fLYb6f0+Nnz/kerqprt3OuqZUTrefj5ucdy/sDa5Lx0B4l45s9fzH/uvcSBy4Ez++Xby3ivpk5\n", "7N27N27aG839aIw6/RVg48aNrF69mtdee401a9bwwgsv8NnPfnbE17zyyivcf//9BAIBXn/9dVat\n", "WgUElzHUarXMnDlz0PNPnjxJeno6hYWFox5jKGqf/joeCxJ3291sPNnBgQs93FWVyd1VWSSbY7+b\n", "aSAQ4PdHW/mvw8GLlDflWviHOytIj9OhRmOl9sWkB8Z3odvJl14+Ffq/0gwzz66qTujeq2LTXyG4\n", "CpZWqw0NyTKZRq+tLVq0iPXr1xMIBFixYkXo8f3796PRaAYl1+3bt9PQ0IDZbKa0tJRly5aNeIyJ\n", "4vMHONFqY39jD5VZVhaUpJBqHp+EMB6/nCda7az/MPhV/RcHmynLtDC3KPZTYjUaDZ+ZnkVFlhWn\n", "10d1tlW1iRXUX5McGF+ySceUdBMXrrgAmFeUgnmSDiELK7m63W5sNlsouYazMWFhYSGPPPLIDY8/\n", "8cQTNzw2XOIc7hgTpaHLwTc314e2fv727aUsL8+Y4FbFjt3jG3Tf6fUr9l6pZgMLStSbUCerTKuB\n", "76wo5+hlG0kGLTUFyZN27HNYf1IKCwvZuHEjixcv5vjx4zQ0NCjdrrjU6/SGEitAY7dz3N57PMYS\n", "zspLoiIzuAPs3KIUKjPHZzdYtY+TnGzxlaSbuXdGNp+qzJywrYPiQVg91yVLlrBkyRIApk+fPurF\n", "LLUqSjNRmm7i/BUXZr2WBSXqWkWqKM3MUysr6HN5STPrVf1VXQilhXVBKxGM1wWtlj4XLX1u0sx6\n", "ysapZyeEmDjRXtCKqtK8ZcuWaF6mCvkpJuYUpkhiFUKMKKzkunXrVl544QV+8IMfsH79ej744AOl\n", "2yWuo+a6nZpjA4lvsgorudpsNj772c8ya9YsHnnkEaqqqpRulxBCJLSwkuvV2VF+f3BoztVdYcX4\n", "UfNYSTXHBhLfZBVWcr26xKBOp6O3txePx6Noo4QQItGFlVwfeOABAO666y527Nhxw9RVoTw117XU\n", "HBtIfJNV2NNfITjt9f7771e0QUIIoQZRDcV65513Yt0OMQo117XUHBtIfJNVWD3XPXv2cPny5dD+\n", "VqdOnQotriKEEOJGYfVcOzs7eeihh1i7di1r167li1/8otLtEtdRc11LzbGBxDdZRVUWyM7OjnU7\n", "hBBCVUZcW+DkyZMAHDx4kJKSktBC1vv27eNLX/rS+LQwTGpfLFsIMTEUWVvgand/0aJFg3YIEEII\n", "MbIRk+ujjz7KzJkzQ+Na6+vr0el0fP7znx+Xxolr1FzXUnNsIPFNViMm1+TkZAC2bduGzWbj7rvv\n", "pre3l3379o1L44QQIlGFdUHrypUrLFy4EKPRyIIFC+js7FS6XeI6ah5LqObYQOKbrMJKrgbD0CvS\n", "9/b2xrQxQgihFmElV7vdTkdHBwAdHR2hDQp37typXMvEIGqua6k5NpD4JquwZmi1tLTwq1/9iqKi\n", "IpqamigtLeXFF1+ktraW++67T+k2CiFEwgkruS5btoz58+ff8Pjhw4dj3iAxNDXXtdQcG0h8k1VY\n", "ZYGhEutIjwshxGQX1fRXMf7UXNdSc2wg8U1WklyFEEIBI64tkEhkbQEhhBIUWVtAiMnA5w/Q6/Ti\n", "9vonuilCRSS5Jgg117XGK7ZOu5tzXQ667dc22LS7fbx+qp0/f62On+y9QGufK+bvq+ZzB+qPL1qy\n", "R7aYFJp6nHx3+znOdTu5Kc/K336ylLwUEw1dDv59fxMAzb1uZuQmce+MnAlurVAD6bkmiHgdS+jz\n", "B+hxeHF5fVEfYzxiq22zc67bCcDxVjtnOh0AeHyDSwEOT+xLA/F67mJF7fFFS5KriJrD7WPTqXa+\n", "+mod//LORVoU+EodKxbj4I+6RR+8X5Zp4dPTMgGYmm5i8ZS0cW+bUCdJrgkiHuta9V0O/mN/Ey02\n", "NzsbujlwoSeq44xHbDNyk/jCvHyqsiz86eIipmVbAUi3GPjjRcX8+qGZ/OieKkrSzTF/73g8d7Gk\n", "9viiJTVXETWvf/AoPiW+UsdKhsXAulsKeOCmXMwG3aD/SzLqSDLqhnmlENGRnmuCiMe6VlmmhVUz\n", "gptVTk03sbQ0ParjjGds1yfW8RCP5y6W1B5ftKTnKqKWZtbzRwsKeaAmF4tBS4Zl6HV/hZiMpOea\n", "IOK1rpVk1FGYahpTYo3X2GJF4pucJLkKIYQCZG0BIYQYQbRrCyhWc21paWHHjh3odDqWL19OQUFB\n", "xM/dtGkTPl9wcHpFRQU1NTVKNVcIIWJKsbLAoUOHWLduHQ8//DAHDx6M6rlms5k1a9awZs2aSZ9Y\n", "1VzXUnNsIPFNVor1XK1Wa+i20WiM6rk+n48NGzYQCAQoKyuTr/1CiIShWM91YCl3uK25R3vuypUr\n", "Wbt2LQ888ACtra2jvufAv6B79uxR1X01x7d06dK4ao/EJ/EN9fsXKcUuaG3ZsoWVK1cCsH37dlas\n", "WDGm5452DLmgJYRQQtwtlu1wBFcdCgQCodsAx48f5+TJk2E9t7GxMXTb6XQq1dSEMNa/ovFMzbGB\n", "xDdZKVZzXbRoEevXrycQCAzqce7fvx+NRsPMmTNHfW5jYyOHDh0CYM6cOUo1VQghYk7GuQohxAji\n", "riwghBCTmSTXBKHmupaaYwOJb7KS5CqEEAqQmqsQQoxAaq5CCBFHJLlOgPNdDjYca+Pts1102d1h\n", "vUbNdS01xwYS32QlOxGMs9Y+N9/aUk+H3QPA4/MKePSW/AlulRAi1qTnOs76XN5QYgV4v6kXn3/0\n", "snci7FPU3u/m3XPdvNPQTbstvB45JEZsYyHxTU7Scx1nWVYDcwqS+fCyDYB7pmej02omuFVj5/D4\n", "+M3hy2w70wXA8vJ0/mrpFKyyq6qYpKTnOs4yrAa+sXwqT91dzrP3VrGkNC2s18V7Xavf7WN/Y0/o\n", "/oHGHmxuX1ivjffYxkrim5yk5zoBcpON5CaPvMZtokk26lhens4btZ0ALCvPIFl6rWISk3GuYWjo\n", "dPBGXQe5SQaWlWVQkGpS5H0SXafdw+n2fvwBmJZjJTtJXX9AxOQUd3toqUV7v5uf7G3kjsosmnpc\n", "fNRiI9WkI8kkP7rrZVkN3Do1faKbIURckJrrKBweP58oy+Q/9l/ilRPt/PidC9S228e9HWqua6k5\n", "NpD4JitJrqPIshowajUMHC3VFsEwIyHE5CTJdRRJRh2z8pNIMwfLACadhvIsy7i3Q81jCWMZm8vr\n", "w+3zx+x4saDmcwfqjy9aUjgMQ0WWlR/fW8nlPjfZVgMVWdbRXyTGXW1bPz87cAmjTsufLS6ekD+C\n", "QlwlPdcwTUm3sKgkbcISq5rrWrGIrdPu4TvbGjjVZufoZRs/frcRm8sbg9aNnZrPHag/vmhJchWq\n", "4PX5B01a6HF68YYxrVgIpUhyTRBqrmvFIrbsJCNf+8QUtBowaDV8dUkJ6RZDDFo3dmo+d6D++KIl\n", "NVehCjqthmVl6VRnW9FqNBSkygQGMbGk55og1FzXilVsBp2WknQzRWkmtJr4WQxHzecO1B9ftCS5\n", "CiGEAmRtASGEGIHsoSWEEHFEkmuCUHNdS82xgcQ3WUlyFUIIBUjNVQghRiA1VyGEiCOSXBOEmuta\n", "ao4NJL7JSpKrEEIoQGquQggxAqm5CiFEHJHkmiDUXNdSc2wg8U1WklyFEEIBUnMVQogRSM1VCCHi\n", "iCTXBKHmupaaYwOJb7JSbCeClpYWduzYgU6nY/ny5RQUFET83EiOIYQQ8USxnuuhQ4dYt24dDz/8\n", "MAcPHozquZEcQ+3UvE+RmmMDiW+yUiy5Wq3XtqA2Gkfez2i450ZyDCGEiCeKJdeBgxAMhpF34Rzu\n", "uZEcQ+3UXNdSc2wg8U1WitVcfb5re8hrRtksbrjnRnKM9PR0jhw5EmkzE4bValVtfGqODSS+RJee\n", "nh7V6xRLrg6HAwj2Pq/eBjh+/DharZaZM2eO+tzhHh/KvHnzYtZ2IYQYK8WS66JFi1i/fj2BQIAV\n", "K1aEHt+/fz8ajWZQch3uucM9LoQQ8U41M7SEECKeyCQCIYRQgCRXIYRQgCTXBOX3+weNphBCxBfF\n", "LmjFWiym08azSNq8ZcsWGhoaWLNmDYWFhePYyuhFEt+JEyeoq6vD7/ezePFiiouLx7GlkYsktn37\n", "9tHa2grAlClTEmKUS6S/Tw6Hg+eee44vfOELCfH5jCS+TZs2hTo1FRUV1NTUDH/gQIJ49dVXQ7df\n", "eeWVmD03XkTa5hMnTgSampqUbFJMRRLf7t27Q7ffeOMNxdoUK9F+3t566y0lmhNzkca3efPmwPvv\n", "v58wn89I4tu6dWvYx02YnmssptPGs0RscyQiiW/ZsmVKNyemIj1358+f5+WXX+b+++9XslkxE0l8\n", "3d3dWK1WzGaz0s2KmUji8/l8bNiwgUAgQFlZ2YhrSCdMzTUQg+m08SwR2xyJaOLbtm0bCxcuVKpJ\n", "MRNpbKWlpXzlK1/hvffeU7JZMRNJfHv27Em4hVwiiW/lypWsXbuWBx54IFTeGU7C9FxjMZ02niVi\n", "myMRaXy7d++mqqqK7OxsJZsVE9GcO7PZTEpKilJNiqlI4mttbeW1116jra2N0tLShKi5Rvu7N1oi\n", "TpjkGovptPEskvgSUSTxvfvuu+Tl5VFaWjrezYxKJLF1dXWRmZkZen4iiCS+L33pSwCcPHky6jn5\n", "464zZzwAAAY0SURBVC2S+BobG5k6dSoATqdzxOMmTHKNxXTaeBZJfNu3b6ehoQGz2UxpaWlC1CjD\n", "ja+trY29e/cyffp0amtr6evr47HHHpuoZoclknO3d+9eXC4XAPPnzx/3tkYjkvgg+Adkz549CdNz\n", "jSS+xsZGDh06BMCcOXNGPK5MfxVCCAUkzAUtIYRIJJJchRBCAZJchRBCAZJchRBCAZJchRBCAZJc\n", "hRBCAZJcxYTw+Xz4/f6JboYQipHkOok8+eSTMTvWCy+8wMaNG9m4cSOvvvoqvb29g/7/9ddfH/J1\n", "zc3NvPTSSzz77LN0dnZG/f7vv/8+v/jFL6J+vVoN93O/3ltvvcXLL7+scGsmt4SZoSXG7oknnojZ\n", "sTQaDWvWrBn2/4ebdlxYWMiDDz7Irl27xvT+8+bNo7GxcUzHUKNwp3vffffdbNiwQeHWTG6SXCeB\n", "lpYWDhw4QH19PV//+tdDj9vtdjZs2EBycjI6nY66ujq+8Y1vhP5/69at2Gw2dDodHo+HVatWYTKZ\n", "ADCZTLz88svodDrsdjv33nsvqampeL1eNm/eTG1tLRs3bgSgqqqKWbNmjTmO7du309XVhV6vR6fT\n", "DSor1NXV8eGHH2KxWHA6ncyfP5/y8nIuX77Mb37zG6qqqli7di2tra08//zz5OTk8PDDD6PXD/8r\n", "sGXLFurq6sjIyCA1NRW73c7s2bO56aabRnxPCC4ruHXrVmbPns358+cxGo3k5uaGVozau3cv7e3t\n", "6HS60HTYBx98cNSfwfnz59m7dy/JyclotVo6Ojr4wz/8QwDeeeedQT/3jIwMli9fDoDX6+WVV15B\n", "q9USCAQSYgH5hBf2yq8i4b3wwguD7jc0NAxasPn8+fOh23v37g3U1dWF7vf19QVefvnlIY/rcrlu\n", "+L/r3+t6O3fuDLS1tYXd9hMnTgT2798fut/e3h54+umnA4FAINDf3x/4n//5n0HPf/HFFwNutzsQ\n", "CAQCra2tge3bt4f+b/369WG/71//9V8HfD5f6P7vf//7gN1uH/U9r7b5pz/9acDlcg16Xl1dXeDg\n", "wYOh+36/P7B3796w2vPGG28EGhsbQ/cHnrNAYPif+6ZNmwLt7e2h+wcPHgy8+OKLYb2niI70XCex\n", "srIyfD4fb731VmjZtasr/jQ1NbFkyZLQc5OTk4c9zngs7n3mzBnuvvvu0P3s7OzQ9i+tra309vaG\n", "emwQXLGou7ub3NxccnNzaW9vB4K9+Eh6bTU1NWi11y5NVFdX09zcjFarHfE9r7r99ttv+PmcPn2a\n", "O++8M3Rfo9EM+lmP5DOf+QzvvfceJ0+exOv1kpubGzpnI7HZbIOWb5wzZw4XLlwI6z1FdCS5TmJH\n", "jx7l5ptvprKyEgju73R1SbXi4mJOnz5NdXU1EPzlvMrv93Pu3DkqKioAuHLliuIrz1dVVfHhhx+y\n", "ePFiANrb27l48SIAxcXF5OXlDaoBXz8SYd68eRw+fJiLFy+yatWqsN/3+PHj+P3+UII9e/Ys9957\n", "LzqdbtT3DAQCQ64PWl5ezrFjxwatijXwZz2SDz74gAULFoTu/+53vwtrQfGkpCQ6OjpCCfbIkSMJ\n", "s+RhopJVsSaBXbt2ceXKFY4dOxbqia1cuZLXX399UK8MYPXq1aHHrtZctVotHo+H1atXh2quu3bt\n", "orW1FZPJhMfj4f777x9Uv3znnXfo6upCq9Xi9XpZsmQJ+fn5ofpvQ0MDeXl5pKSksHLlyrB6v9u2\n", "baO7uxuz2YzT6aStrY3Fixczf/58Ll68yHvvvRdqg81mY9WqVYMWpP7P//xP8vPzueeee8L+2f3y\n", "l78kOTkZs9mMx+Ph5ptvZvr06QAjvuehQ4f48MMPAcjNzaWoqGhQUty5c+egn8+0adOYPXv2qO35\n", "+c9/TkFBAYFAAL/fP6iOC8EkffToUUwmU2grktmzZ+P1ennppZcwGAxotVqSk5N57733ePTRRxNm\n", "3dxEI8lViBG8+OKLPPTQQxPdDJGAZJyrEMPYsmULtbW1vPnmmxPdFJGApOcq4sL58+dDX6OvV1pa\n", "Ouqq74nyniOx2Wzs2LFjyFpocnJywuyqIYIkuQohhAKkLCCEEAqQ5CqEEAqQ5CqEEAqQ5CqEEAr4\n", "/62vp5J1KTpjAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.511366\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVEAAAFHCAYAAAAY+X/EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4lfd9///n2UdHR3svtMUeNmAwJuCBATMcTBzH45df\n", "kjrOaJomTeI2dRJnNnbrOHGbtHXSpEmT1LgGAwZsYwzB2AJsDJghlgAhAdp7nT2+fwgOEoijozN0\n", "bknvx3XlunTLZ7xyjnif+7zvz1B5vV4vQgghgqKOdgAhhBjNpIgKIUQIpIgKIUQIpIgKIUQIpIgK\n", "IUQIpIgKIUQItJF64IaGBnbt2oVGo2Hx4sVkZWXd9LZbt27F7XYDUFxczPTp0yMVSwghwipiRfTA\n", "gQM89thjAGzevJk1a9bc9LZGo5F77703UlGEECJiIlZETSaT72e9Xu/3tm63m40bN+L1eiksLOTW\n", "W2+NVCwhhAiriBXR/hOhdDqd39suX77c9/Obb74ZqUhCCBF2ESuiV3ucACqVKuD7DVVwd+zYgUaj\n", "CTqXEEIMJjExkdmzZw/7fhErolarFeg7I736M0BFRQVqtZopU6b4fldTU0N+fj4ANpvN7+NqNBr5\n", "ui+ECLvDhw8Hdb+IDXGaN28e69atY926dcybN8/3+/3797Nv374Bt62pqWH9+vWsX7+eiRMnRirS\n", "iCgvL492BL+UnE/J2UDyhUrp+YIVsTPR7OxsHnnkkRt+/8QTT9zwu0WLFkUqhhBCRJRqtC2Ft2vX\n", "Lvk6L4QIu8OHD3PPPfcM+34yY0kIIUIgRTTMlN73UXI+JWcDyRcqpecLlhRRIYQIgfREhRAC6YkK\n", "IURUSBENM6X3fZScT8nZQPKFSun5giVFVAghQiA9USGEQHqiQggRFVJEw0zpfR8l51NyNoh8vsZu\n", "O+UX2jl4uYtuu2vY9x/vr1+0RGzuvBAicO0WJ//8TjUVjRYAvjgvm09Mz4hyKhEI6YkKoQDVbVa+\n", "sPG077gkJYafryrFqJO1c0eK9ESFGMXiDVqKk2N8xwvyE6SAjhJSRMNM6X0fJedTcjaIbL7kWB3f\n", "vaeAf7gznx8sKWTl5NRhP8Z4fv2iSXqiQihEToKRnARjtGOIYZKeqBBCID1RIYSICimiYab0vo+S\n", "8yk5G0i+UCk9X7CkiAohRAikJyqEEEhPVAghokKKaJgpve+j5HxKzgaSL1RKzxcsKaJCCBEC6YkK\n", "IQTSExVCiKiQIhpmSu/7KDmfkrOB5AuV0vMFS4qoEEKEQHqiQgiB9ESFECIqpIiGmdL7PkrOp+Rs\n", "IPlCpfR8wZIiKoQQIZCeqBBCID1RIYSICimiYab0vo+S8yk5G0i+UCk9X7CkiAohRAikJyqEEEhP\n", "VAgfq9NNY7edbpsr2lHEOCBFNMyU3vdRcr5wZOuwOvnvD+v43PpT/HDXBeq77GFI1kfJrx1IvmiR\n", "IirGlPOtVl472YLL4+VYfQ+HaruiHUmMcVJEw2zhwoXRjuCXkvOFI5taNfBYq1INfsMgKPm1A8kX\n", "LVJExZhSkmLisVsySTRq+VhBIrfkxEU7khjjpIiGmdL7PkrOF45scUYtj87M4D/XTuRbiyeQEWcI\n", "Q7I+w83n9XrptDqxONxhy+CPkt9bUH6+YGmjHUCIcNNp1aRo9VHN4PZ4+eBSJy/uryXFpOXrH5tA\n", "flJMVDOJyJBxokJEwMV2G1/ceAr3lX9dC/ITeHpJIeow9mhFeMk4USEUxOP1+googM3pZnSdrohA\n", "SRENM6X3fZScT8nZYHj5suIN/O0deWhUkByj5a/m5qC5fuhAmI2l1280kZ6oEBFg0KpZVpbMnNw4\n", "dGo1KbG6aEcSERKxnmhDQwO7du1Co9GwePFisrKy/N7earXywgsv8JnPfIbs7Oyb3k56okKISFBc\n", "T/TAgQM89thjPPzww3zwwQdD3n7Pnj0sW7YsUnGEECIiIlZETSaT72e93v9wk/b2dkwmE0ajMVJx\n", "RozS+z5KzqfkbCD5QqX0fMGKWBHt3yXQ6fz3g8rLy8fslDAxtrRbnGw71czz79bwUV03bo9cch/v\n", "IlZE3e5rszRUQ4yNa2xsZMuWLZSXl1NRUTHkY/f/RCsvL1fUseQL/njhwoWKyjNYvvfONfNvey/z\n", "VmUb39l+no+q6hWVT0mv12jLF6yIXVjatGkTDzzwAF6vl23btrF69WoAKioqUKvVTJky5Yb7nDx5\n", "ksTERLmwJBTrtwdqeeVYk+/4X+4rYZbMzx8TFHdhad68eaxbt45169Yxb9483+/379/Pvn37brh9\n", "W1sb5eWBnYkqWaifapGm5HxKzgZX2k4FiRi1ff9spqSbyE4Ifm6+y+3B4faEK96oeP3GooiNE83O\n", "zuaRRx654fdPPPHEoLdPTk7mC1/4QqTiCBEWk9Jj+eXHy+i2u8mI05MWG9wc/Zp2K7/5oJZuu5sv\n", "zs9haoY5zEnFSJG580KMMJvTzXffOs+xhl4AzHoNL66dRLo5uoumjHeK+zovhBicy+Olw3btwmuv\n", "w41LrvKPWlJEw0zpfR8l51NyNghfPrNBy5fn56DXqFABf3tHHmmm0KeFjpfXT2lk7rwQUXBrThy/\n", "+cRkXB4vmWY9Oq2cz4xW0hMVQgikJyqEEFEhRTTMlN73UXI+JWcDyRcqpecLlhRRIYQIgfREhRAC\n", "6YkKIURUSBENM6X3fZScT8nZQPKFSun5giVFVAghQiA9USGEYIR7otXV1cHcTQghxhy/RfTVV19l\n", "48aNbNy4kQ0bNrBhwwbWr1/PSy+9NFL5Rh2l932UnE/J2UDyhUrp+YLld+682Wxm2bJl7N27F51O\n", "x6xZszh8+DCJiYkjlU8IIRQtoJ7ohg0bePDBB33HV7f+iAbpiQohIiGiPdHrN5rzeMK3pYEQQoxm\n", "ARVRj8dDS0sLAC0tLTidzoiGGs2U3vdRcj4lZwPJFyql5wtWQOuJPvDAA2zfvp2enh5iY2MHfLUX\n", "Yrxq7LZz8HI3Fqeb+RMSyEs0RjuSiAIZJypEEJxuD7/ad5k3z7QCkJdg4LmVpSSHYYV6ER0jOk70\n", "2LFjwdxNiDHD5vRwvKHHd3yp047F6fZzj7Gpx+6ipdeBM4xbP482ARXRPXv2DDi+cOFCRMKMBUrv\n", "+yg5n5KzwcB8sQYNa6am+Y6XliaTaIzubjsj/frVdtr40c4LfHHjaTafaKbX4f9DROnvb7ACetfb\n", "29sHHF9/tV6IwbRanJxq7MXh9jA5PZaseEO0IwXE7fFytsVCbZed7DgDZWkmNOqBf/NqlYp7S5Ip\n", "So7B4fZQmByD2TC+tizbfb6dI/V9Z+P/daCOKRmxTM0wRznVyAvqXbfb7eHOMWYsXLgw2hH8Gql8\n", "LreHDccaebWiGYCp6SZ+cG8RCTE37xkq5bU722LhG9vO4vJ4UavgF6vLmJwee0O+GL2GaZnKKRoj\n", "/fpdfzFlqKsrSnl/w81vEd22bRtWq5XTp08PGNY0c+bMiAcTo5vF6WH/xU7f8YkmCz0Ot98iqhQN\n", "3Q7fPvAeL9R32ZmcHhvSYzpcHtqsTgxaNUmj4DUIxJ1FSRy81EVVm5VPzcygMDkm2pGiwm8RXbVq\n", "FQDvvvsuixYtGpFAo115ebmiP3FHKl+sXsOSkmT+eLgBgHl58cQP8XU30tk8Xi8qhm5HZcfr0WlU\n", "ON1edGoVOQmGkPJZnW7eON3Kbw/UkhGn5/tLiiJScEb6by8v0chPlhVjdXlIMGoxDLHts9L/bQQr\n", "oK/zUkDFcGnUKlZPSWVimgmn20tpqom4KF54Oddq4Y+H6tGq1Xxmdib5STcvYqWpJl5YVUpdt4Os\n", "OD0lqaaQnvtyp51ff1ALQF2Xg1eONfIPdxaE9JhKEWfUEhftEFE2vjrhI0Dpn7QjmS/BqGNuXkLA\n", "t49UtnaLkx+9fYGGHgcALb12frq85KYXglQqFaVpsZSmDfwKH2w+lQpUXOshDnXGFiz524uOgN7N\n", "3//+99TU1HDgwAFeeumlMTtUQYxNDreHVuu1nn5TrxOHe+TmmOQnGHly8QRSTDpmZMbyiWnpI/bc\n", "IvICKqKpqank5+fT1NTEo48+SlNTU6RzjVpK/4BRcr5IZYvRqfn+PYVkxulRq+DL83NJjBn+l7Cb\n", "5XN7vLRbnFhvMthep1VzV3Ey/7FmIj9cWhyx6aFKfm9B+fmCFdBf0tVVm7Tavpur1bI1k1CmNosT\n", "FZB0ZfrlpQ4b/1p+kctddj4zO4up6bFkJxhRh2mss8PlYU9VO384VE9ugoGvLsgjd5AiqVGrfJnE\n", "2BJQNezp6eHixYukpKQAMtjeH6X3fZScL9RsR+q6+eprZ/jbLZWcbOwbBL6xooljDb20WVy88N4l\n", "nB4vWnVwf7+D5bvYYeNn716kudfJR3U9vHayOaT/D6FQ8nsLys8XrICK6B133EFFRQVz587lo48+\n", "or6+PtK5hBiWll4HP9l1geZeJ409Dp59p4ZumxOH61rv00vfuM9wcnu9Awad21zjdw75eBVQES0o\n", "KGDFihUA3HLLLXzpS1+KaKjRTOl9HyXnCzVb/2Lm9YLLAw/OSCcnXo9WreKL87LJTQh+6ulg+SYk\n", "GHl8bjZqVd/40rVRvGik5PcWlJ8vWCEPcdq5cydLliwJRxYhgpYaq+epuwp4Znc1arWKJxdPIMmk\n", "I8mk4+ery3C4PCTF6NCHeXhRjL5vIZLFRYkYNOqo9j3lWkV0hLye6ObNm1mzZk248gxJ1hMV/rT0\n", "OlABKbH6aEcZUVanm0OXuzlc28Wc3HhuzYnDqNNEO9aoEux6ojLYXkSV1enmfKsVu6tvJaRQFzVO\n", "HWfF86rTzRZ+tKtvicptp1t5bmUJM7PG+1yikSHn/2Gm9L6PkvJ5vV52nWvjG9vO8o/bz/OrvTV0\n", "213RjnVTSnrtrtdhdV53rLzXUcmvXyikiIqosTjdbDnZ4jsur+mmXYH/+JWm2+ai3eqkfyeuMDnG\n", "N4Eg2aSlIEn2exop8nU+zJQ+Fk5J+YxaDdMzzVS32wDIidcTq1Pu57oSXruqVivP7amm0+bmq3fk\n", "Mm9CAmqVioKkGH6+qpTWXiepsTpyEpRXRJXw+kVCyEVUBt6PXr0ONycae2jsdjApPZbSEFYrqu20\n", "cbKplxithqkZJpJMQ/cmNWoVD8/MoCzNRLfdxW158ePugtBwON0eXnz/Mufb+j50fryrmt98YhK5\n", "VwpmboLR97MYOSF/7AdzNWssU3rfp3++w7VdfPetKn657zJPvn6W6nZrUI/ZZnHy413VPLfnIj/a\n", "dYHNJ1sIdNBHmlnPsrIUHpyewcWKQ0E9/0iJ9nvrBZz9Zgt4vN4Bq8lHO99QlJ4vWAEV0Q0bNrBv\n", "3z4AKisrB+z2aTYrZ3sEMTynmiy+ny1OD+2W4PqR3XYXVW3XCvAHF7uwOiM3c6e+y86Z5l5aeh0R\n", "ew4l0mvUfGl+DikmHQaNiicX55MZJ2fu0Rbwmejtt98OQFlZGWfOnIlYoNFO6X2f/vnm5sZzdRp5\n", "hllHhjm44UUJRi23ZF/7ML23NAmTfvhjFAN57S60Wfm7rZV89bVKfrzrAo3dI1dIlfDeTkyL5d/X\n", "lPG7T07hzqIkdJpr/4SVkM8fpecLVkA9UYPBMKD3eXU1JzG6TcuM5YXVZXRYXeQmGsgOsp+WGKPj\n", "m4vyOddqwaBVMzEltJXg/Tla30PblSv4p5osVLdbyRhnZ2PJAfSbxcgJ6EzU7R64TuLVpfHEjZTe\n", "9+mfT6dRMyk9lvn5CSFfkEg361mQn8jsnHjMQW4DEshrl2Ia+NjmIM54gzWa3lslUnq+YAVURNPS\n", "0jhw4AB2u52DBw+SnJwc6VxCDGpappkvzsthTk4c37m7gOLU8bnDpFCOgOfOV1ZWUllZSVFREVOm\n", "TBny9g0NDezatQuNRsPixYvJysq66W337dtHY2MjABMmTGD27Nk3va3MnReBOt9q4UhdDxlmPdOz\n", "YkkwBtbz7bK56LK7MOs1JI6R7Y3F0CI+d76srIyysrKAH/jAgQM89thjwNCLlCxYsMD3844dOwJ+\n", "DiFu5lKHjSdfP0ePo68V9Y2FeSyflDrk/Zp7HPzb3kt8cKmLyekmvn1nAVnxwS+fJ8a+gL7OB9PL\n", "MJmuXVzQ64duhFdXV/P8889TUlIy7OdSEqX3fZScL5zZOm0uXwEFOH5lpfuhnG218MGlLqDvwtWJ\n", "xt6I5IsEyRcdARXR6zem+/DDD4e8T/8ugU439FeigoICvvKVrwT02GL8aOy2s/1MC1tONlPbaQv4\n", "fulmPUXJff1SFbC4KCmg++mvW5MzUtsbi7EjoK/zDocDh8PhO6Osra1l7ty5fu/T/4p+oFNDjUYj\n", "cXFDL99VXl7uG3N29dNNKcfjMV9sRh4OYyIJBi3dl85gt1qCeryFCxcOOLa73Pz3gcvsvtB3Zjgx\n", "zcTjZWp6WhsDerzvLynk1OUWYvVqbsmOCyiPqqOWR2ek8E51D7dPiMdsbaa8vGLQfCPxfoXy+kU7\n", "z2jLF6yALiy9//77HDx4kLvvvtv3xF/4whf83mfTpk088MADeL1etm3bxurVqwGoqKhArVYPuDjV\n", "1tbmu+L/+uuvs3Llyps+rlxYUpambjvf21HFhXYbahX8eGkRc/MSwvLY7RYnf/PaGZp7+5Z5UwF/\n", "+NQUsuIi26N0e7xYnG5idJqgN7UTo0+wF5YC+q5y7NgxXwENdE70vHnzWLduHevWrWPevHm+3+/f\n", "v983hfSqvXv3smHDBjZs2MDUqVMDza5ISu/7hDtfY4+TC1dWYfJ44d0LHUE/1vXZ4oxaVk++djHo\n", "vokpxBsiP9FDo1YRZ9DeUEDH23sbbkrPF6yA/iKXLl1KQUGB77i3t/fmN74iOzubRx555IbfP/HE\n", "Ezf87upZqhh9EmO0xOo19F65iDMtI3xrKWjVKlZNTmVyeiwuj5eilBhiwzy4vrbTRnOvkxSTjrxB\n", "9osXYigh77E00uTrvPKcbbFwrL5vPOaMrFjiAxyP6fV6Od1k4VBtF/lJRmZmx4X9TLOh206vw01q\n", "rJ6E62ZSXWy38g9vnqfV4iTOoOG5FaUUpcjg/fEq4uNEnU4n7e3tpKam0tvbG9AFIDE+lKaaglqL\n", "9EK7jSffOIvD3fc5/tTdBdwZ4FX0QJxvtfCP289j0ql5ZGYGhSkmChKNvh0/azpstFr6+q3ddjfn\n", "2yxSRMWwBdQTraqq4rXXXvMNhN+6dWtEQ41mSu/7KClfp9XpK6AAp+o7w/r4717oQK2CVZPTeKH8\n", "En+z+Qxvn23D6e5b+yHputlIKUNskqek124wki86AiqiBw8e5MEHH8RsNqNWq2UNUREWmXEG8hL6\n", "rrRr1SpuyQzvWWCqScecnHi2nGjmaq3+1b5LtFy52l+aauIny4p4YGoa319SyKS0yK0+JcaugL7O\n", "G43ScA+U0tdMVFK+rHgDP1lWTG2XnUSjNuSv0s29Di622zDpNRQnxzB/QgJatYqLHTYaevrWHU0w\n", "atFp+q66G7RqbstL4LYAh2Qp6bUbjOSLjoCKqNU6cNsIl0t2ZBxPbE43Tb1OdGpV2OeRZ8UbbvqY\n", "XTYn1e021CoVRckxfhd6brc4+fm7FzlU240K+M7dBSwqSuK+SalMSo/lfw7VYXF6eHxuzrjdm15E\n", "RkBf52fNmsWf//xn6urqePXVV4ecrTSeKb3vM9x8NqebLada+PyGU3x502kqGq7NQT/famFPVTsn\n", "G3txeUIf5NE/m9Xp5uWjjXzr9XN8Y9tZ3qpsxe3nOVosTg7VdgN9exFtO92C58rAk8LkGL53TxHP\n", "LC9hYghf2cfaezvSlJ4vWAGdiU6cOJG8vDwaGxvJzc0NaC68GBsauh389kAd0LcP0+8P1vHP95Vw\n", "scPON7edxeL0oFbBz1aWMi0zfL3yDquLjRXNvuP1x5q4syiJpJtc/Olbtk5Lx5VV72dmmVH3m26s\n", "kZlHIkICHuKkUqnweDy43W4pon4ove8z3HxajQq9RuW7ip4YowUVNPbYsVzZjM7jhao2a8hFtH+2\n", "GJ2awqQYzl/ZAG9SuokYP3vSZ8UbePa+Et6/2ElarI5bc+JDyjJUPiWSfNERUBGtqKjg5MmTlJWV\n", "sW3bNqZNm8akSZMinU0oQE68gR8vLeK3B+pIjNExKS2WAxe7SDfrMWhU2N1eVFduF06JMTqeuruA\n", "dy90YNSqWZCfgFHnf7ZSUXKMb+UmIUZKwHPnH3roIWbNmsWDDz7I0aNHI51r1FJ632e4+VQqFQVJ\n", "MRQkG3G6Pfz2QB3/sqcGs17N39yRx6dvzeRL83N490K7b+rn9fz1Mv1ly0s08tgtmXxieroiFkYe\n", "a+/tSFN6vmAFdCbaf4FlCGx9UDF2eIBEo47j9b14gRidBpcH/n3fZWyuvq/0Zr2GT9+aNWBue12X\n", "jfXH+tYBfeyWTGZkmQNeFlGI0SKgM9Guri7fDp8ejwebrW/VnjfeeCNyyUYppfd9hpvvcqeN5/fU\n", "sOdCOysnpfCxwgSevqeANLOOB6am+W73wLS0G+a9v3q8mddPt3CkvofvvnWey532sGYbaZIvNErP\n", "F6yAzkTb29v59re/zfTp06moqKC4uJj169dz+vRpVqxYEemMIopeP9XCwStDh/77YD3/en8Zk9Jj\n", "AXhwRjq35sSBCoqTY3xz0gE8Xi91XdeKpt3txe6SrbbF2BPwEKevfe1rN/x++/btYQ802vVfNV6J\n", "hpvv6hV46Bt/2V+cQcvM7MEXolGrVDwyK5MTjb3YXB4+MS2NjDj/g9zH2ms30iRfdARURJcvX37T\n", "3x85coRZs2aFNZRQjjVT0/iotpumXgefviVzWGtuzsgy8x8PTMTu8pBh1mMegQWVhRhpIa8nOtR2\n", "yOGm5PVEO20uum0uzIaxtV95m8WJ3eUhyaTFqA3voshCKEXE1xMV/jX1OHih/CIHL3czMc3EP95V\n", "QLYChuWEQ/IQS8QJMZ7JfrBhcq7FwsHLfRdgzjRbONk49BYq0RDJsXoXO6z8/mAd//tRPbVDXIkf\n", "jNLHEUq+0Cg9X7DkTDRM9JqB4x+N42y/8g6rk3/aVe3btO50k4Wn7i4gZohZRkKMdlJEw2RiWiyf\n", "m5PFzrNtzM9PYEpGbLQjDSpSV0dtLg81HTbf8dlWCzaXB5fbS6vFgVqlZkKS/4tSSr9yK/lCo/R8\n", "wZIiGiZxRi0Pzchg1eRUTDrNuFs1KNGo5eGZGbx0pBGAR2Zm0Gl18qfDDdhcXuZPiKfb7mJqGFd6\n", "6q+m3Up5dSdxBg3z8uLJiPDe9EJcFdB3Tn+LMMvwpms0ahVHP3xf0QU0Un0po07Dg9PT+fmqUv51\n", "dRmLCpP41/JLvFfdyYeXu3j5aCPV7Ta/jxFstpZeB0/vqOJ/DtXzq32XWXe0MeD5+sOh9J6e5IuO\n", "gIroyy+/fNP/1n8/ejG+mQ1apmWamZwRi0oFTVf2MoK+YVIJRi3HG7q52GH18yiDc3v6ZkDVddp8\n", "iy1fZXF6qO92+I5PXhngL8RI0PzgBz/4wVA32rVrFzU1NbS2tpKbm4taHb2LJhcuXCArKytqzz+U\n", "CRMmRDuCXyOVT69Vk2rSs7emAy/wuTlZ9DrdPLO7hr+ca2dObtwNQ6duls3j9XLgYie/P1jH25Vt\n", "pJn15MQbfIuZaFTQZnVRdWXt0b+amx2RnrS8t6FRer76+nqKioqGfb+AeqIPP/wwWVlZNDQ0sHXr\n", "VvR6PStXrhz2kwnl67Y5ARVxxtDa5WqVioWFibyYNAm310uP3cWTb5wHoMfh5kKbjeKUwLbqaLU4\n", "aOp1olapmZhu5HRTL6WpMaSY+qaRmg1aPn9bNktKkjFoVRTL3vFiBAV0SpmRkQFAZmYmeXl5NDQ0\n", "RDTUaKb0vs/N8nVYneyv6eDHu6r5+tZK9lZ3hNxX1KpVFCTHUJxiQnPdt5eU2BsH8A+Wze3x0mX1\n", "sP1MCx/VdfPmmVZ6nR7fjp1XJcXouCUnjikZZgwRmlU1Wt9bpVB6vmAFdLqxceNGkpKSaG5uZvbs\n", "2Tz++OORziWuU99l53yrhVi9lrI0E0atmtPNvZxo6KEw2cS0zNiQxmRe6rCxo7KNI/V9G9H9ZNcF\n", "fv2JSUxIDM9ZXVmqiZ8uL+ZIXTfTMswB7fHeZnGysaKJvdWd3JoTR3aCkfcudNBpdRJv6CvCDd12\n", "qttsmA0aSlNjIlZAhbiZgIro2bNnefzxx0lPT490nlEvEmPhWnod/GjnBd9+Q9/4WB5FySaefP2c\n", "b5fNZ5YXMzt36H2FbpbP7vJg7Xcxxu0Flzt8V7j1WjVzcuOZ4yfj9dlONfXyyrEmAGq77Dw+N5uD\n", "l7tYc2Ud05ZeBz/ZdYHKlr7X5am78rmzODlsmYfKpzSSLzoC+jr/2c9+VgpoFLVbXb4CCvCX8+20\n", "WhwDtim+FMQ0y/6y4g3cVZREglGLCnjituyoz/13XHeFPS1Wx7+vmciUjL6xpq0Wp6+AAuyobBvR\n", "fEJAgEU0KysLp9NJU1MTHo+H7u7uSOcatSLR90kwasiOv7YW54L8BHISjCTF9H2R0GlUAX099pcv\n", "J8HI3Lw4nr2vmBfXTuL+KWlDbgwXbtdnm5Qey9T0vv9fc3LjmJYZS27CtVlP8QYtyaZrX6bm5oV/\n", "h09/+ZRG8kVHQF/nq6qqOHz4MDabjUcffZStW7fy6KOPRjqbuCLdbOBHS4upbLYQZ9AwOd1EvFHH\n", "z1aWUt9tJzlG57si3drrwO2FFJNu2IP+k016kk3+F04eSVnxBr5/bxE9DjfxBi3x140YuLpNckVD\n", "L0kxWqYpdKqtGNsCKqIHDx7koYceYvPmzajVaszmyEzdGwuC7fuca7FwudNOullHaaoJnWbgl4QJ\n", "iUYmXLcgcl6iccAiyacae/jBzgtYnR6+uWgCCwsSbyikSu5LDZYtMUbnd23WgqQYCpJGZkiTkl87\n", "kHzRElARNRoDX81cDN/5Vgvf2HYWm8uDWgXPrSxl+jDnmFudbn657zLt1r4pus/uruZ3n5wS1b6m\n", "1enmWH0PJ5t6mZllZnqGGd04W91KjH0B/UVbrQOn6fmbSz/eBdP3aex2+KYperxQ3Tb8aZEqQNfv\n", "rFOjVjHpr5VGAAAgAElEQVTYl/mR7EudbrLwvR1VrDvSyD++eZ7KVovf2yu9Zyb5QqP0fMEKqIjO\n", "mjWLP//5z9TV1fHqq68yd+7cSOcaVzLi9L71R1VAQfLwv54adRq+ekceBUlG0mJ1fH9JEZlDbAzX\n", "n9PtYX9NJ9/Zfp6XjzTQZnEOfachtFiuzWf30jfWtbrdSog70gihKAHvsWSxWGhsbCQ3NxedLnrb\n", "RSh5j6VQnG2xcLnTRrpZT9kgPdFAddtduNxekvrNS/d4vVxos9JhdZGTYCBzkGXizjT18rdbKn07\n", "en5r0QSWlqUM+XwOtwf9TbKeb7XwrdfP0etwkxij5et35HHwchd3lSQPu10hRKRFfI8lk8lEYWEh\n", "0Hehac6cOcN+MnFzpakmSlMDG6bkT1y/HTU7rE46bS6sTg9Pvn4Wu9vLhEQDP1lWfEMh7XW4B2yJ\n", "3HBlVaQOq4uj9d00dtu5NSeeklQTpxp72XmujbRYHQ63hwyzgUVFiTfMmCpOMfGzFSVUNPbQZXfz\n", "7Ds13J6fwJHarpCKqN3lRqtWK3rJQTF++C2iv/71r0lLS8Pj8XD+/Hlyc3O5dOkSZrNZiuhNKGVv\n", "7cYeB8/vqeFIfQ+FyUYemZXJHw7Vc7HDTkuPk5ZeJ102F/lJMeQkGEgx6ZiaEcuJxl7iDRpm5/Tt\n", "J//uhXZ+te8yAHHHmvjpsmL+4c1zvh7ug9PT+Z9D9eQnG5mUduMQI7NBw4vv13J18tNHtd0sLMgd\n", "NHMgr92x+m7+60AdSTFaPn9bzg0jFiJJKe/tzUi+6PBbROfMmcPs2bN57bXXePzxx0lNTaW5uZnd\n", "u3ePVD4RoNpOG0fqejBoVczMiuNci8U3D/5Cm42FBV7UKog3aGixOPnp7moAchMMPLO8mLpuO3kJ\n", "BmbnxOH2wuUuO1MzzRxv6PE9R7fdTbvVOWCtzrouO2umplJ+oYPXKpr5+NQ0JqVfK6axeg0L8hN5\n", "r7oDgPkT4ikL8oy7vsvOd9+qGvD8T99TiDbI1ocQ4eC3iM6ePRsAt9tNamoqAGlpaTLkyY9ofNJ2\n", "WJ08s7vaNwVy5aQU7ilJGnCbrDg9j87KZGFBIv937NoqXJc77bT0OonVa9jeb9rk00v6Wjf3lCTz\n", "blXfmqClKTG0W11My4ilorEXrVrF4qJEDtd289aV+75/qYt//3gZ2VdmFpkNWr40P4e7ipNQq/r2\n", "ohpsBafLnTaSS2fR0usgNXbwC2JOt3dAAW2zuHB7vSO2x43Sz6IkX3QE9Pd3/ZAmm83/Ng9iZPU6\n", "3APmkB+u7ebRWRk8cVs2O8+1cfuEBG7NiWdJaV/xmp0Tz+7zfWeGiTFaEmO0JJt0PLl4Am+daeO2\n", "CfFMvTL7Z3ZOHM+tLKHb7saLl5/sqmbFpFRm58YxPdNMiknHtpMtA7JYr5/zbtaTZr75SIFzLRb+\n", "/o1z9DjcTEo38Z27CgbdIyk9TseX5ufw4vu1GLVqnrgtW1ZtElEXUBFNTk7m/fffZ9asWRw5coSk\n", "pKSh7zRORaPvk2DUcndxEn853w7AfZNSSDbp+eSMDFZOSiVGp/atAl9eXs7tc+bzk2VFtFpcTEoz\n", "kXPlrPHe0hTuLk4ecMGmttPOP++uodni5I6CBJaWpbDtVAtmvYbFRUnkJBh5eFYmp96uwuXxsmJi\n", "CulmPY3ddg5c6qLX6WZBfqLf3uWHl7vocbiBvrGllzrtgxZRo1bDikkpzMmJR6uB7PiR/Uak9J6e\n", "5IuOgIrokiVLOHnyJG+99RalpaXMnz8/0rnEMJgNWr5wWw53lyShU6soTTH5CqFJf+OZWpxRy215\n", "CYM+1vVXvMurO2i+MmZ0b3UnT92VT6ZZz9y8eN9iILfmxPHvayZic3nIiTdg1Kh58fBl3j7bV9R3\n", "nm3juRWlA4Zd9dd/PKta1Xcx6maMWg0TkuTsUyhHwO2kKVOmMGXKlBt+f+TIEdnxs59ofdImx+q4\n", "LXbwwtjf9fm8Xi9Wp2fA2Wp/iVdWiso060EFGXGGG9bs1KhVFPabINBtd3Gi8drspIsddixON0kM\n", "XkRnZcfxNwtyOd7Qw72lyRQHMdlgJCj9LEryRUfIPfnq6mopoqNUt83FG2da2X2+nYUFCaycnErS\n", "dYt93JaXwHfv1vJRXTd6rZoY3dBXwmP1GtZOS/MNjbpvYrLfRUSSYnTcPyWN+6ekhfZ/SIgokLEh\n", "YRbM/OBOm5MtJ5t56s1z/OVcG1anOwLJ+vTPd7rZwu8+rKOqzcofDzdwuqn3htubdGo2n2zm9dOt\n", "bKpo5vl3L9JlH3ihsbHHTn2X3bcnk1ql4t6SZH6+qpR/vq+Yz83JJnaQtoK/bEok+UKj9HzBGqnR\n", "IcKPk40W31nbwdpufrayhBlZcRF/XpvLfd3xjXu121weatqvjcaoabdhd3rgynWfY3XdPP12FXaX\n", "hyfvzGdxYRIatYoYvYZpMrVTjAMRK6INDQ3s2rULjUbD4sWL/e4Vf+LECc6cOYPH42H+/Pnk5g4+\n", "o2U0CKbv02kbeGbXbY/cmWj/fKWpJt+Yz7LUGCYOMuMowajlsVsyefH9WgAevSWDhCuLI/fYXfxy\n", "32Uszr7i+9w7NUxOiyUryOX3lN4zk3yhUXq+YEWsiB44cIDHHnsMgM2bN7NmzZqb3ra1tZW1a9cC\n", "8MYbb4zqIhqMyekm0kw6mi1OipNjBlykiaTMOAPfW1JIl81FvFHr64d2WJ10WF3EGTSkxOq5b2IK\n", "U9Jj8Xi9FCTFoL+y4pRapRrQIzVo1ailQSTGmYj9yZtM16b26fX+l2RbtGhRpGKMuGD6PvlJMfx8\n", "dSm//HgZP15WFNGFlK/PlxSjIz8pxldAm3rsPLO7mi9sPM233zzH5Q4bMToNk9JjmZJhHjBkyqTX\n", "8PWFeUxKMzEh0cgP7y0iwxx8dqX3zCRfaJSeL1ghn4ne7Mp8/xX2Al067+233+a2224b8nb9B+1e\n", "fWOUcnz8+PGg758RZwh7no+q6rnQ5SE7yczUzNgh8x272MJHdX3z5Ws67By82ErNiWruuOOOQW9f\n", "f/ojHi9JprikFLNBG/XXX47lOJTjYAS8nuhwbd++neXLlwOwc+dOlixZ4vf2e/bsIT8/n4KCAr+3\n", "G6vriUZCbaeNr2896+u5fuNjE1g+0f8aoR/VdvMPb57zHX/vnkI+VpgY0ZxCKEGw64n6/TpfWVnJ\n", "//7v//LSSy9x8eJF3++ff/75IR/46pYiXq93wPYiFRUVnDx5csBt33vvPTIyMoYsoGJ4OqyuARet\n", "PqrtGvI+ZWkm/vr2HEpSYnh0VgZTM0Jf41SIscxvET169CiPPfYYjz76KEePHqWhoW/1n+Li4iEf\n", "eN68eaxbt45169Yxb9483+/379/Pvn37fMdNTU3s3buX06dPs3nzZv70pz8F+/9FEZTU90mN1TEh\n", "8VqPcnFREvv37/d7n1i9hjVT0/n5qlI+MztrRLdQVtJrNxjJFxql5wuW355o/17m6tWreeWVV1i6\n", "dGlAD5ydnc0jjzxyw++feOKJAcfp6el8+9vfDugxxfBkxBn40b1F1HTYiDNoKU018eHlwYdP1XXZ\n", "6bK5SI3VkRqrx6gbenB8j91Fc6+TGJ160C1HhBgP/PZEt2zZwqJFi0hM7OuJuVwu1q1bh8Fg4KGH\n", "HhqxkP1Foida22nH6faQYdYTE8DMmrGmqtXCt988T4fNxeR0E0/dXUiGn6XrALpsTv5wqJ5tp1qJ\n", "M2j46fISJqbJV38xekWkJ7pixQpOnTrlO9Zqtaxdu5b6+vrhJ1SoY/XdfHnTab6w8TQbKpqwOCI3\n", "0F2pmnsd3D8llSduyyYpRsfF9qG3bL7c6WDbqVagb3LAlpPNkY4phCL5LaJarZbbb799wO9iY2P5\n", "2te+FtFQI8Xl9vA/h+p90x3/dLiBxh7HEPfyT+l9n+vzNfU4ePH9Wv54uIH/OlBHXoKRBOPQQ9KM\n", "OjX9V81LN4e+A+xoe+2URvJFR1CD7a9eYBrtNGoV6f22ojBq1eg142sHyU6bi9quax8cp5p7yU8c\n", "ur+Zn2jkB/cWMSnNxMpJKSwtHXp7ZSHGooDGiZ44cYKpU6f6jjdu3OibpjnSwt0Tvdxp438PN9DQ\n", "4+Czs7OYmR35hT+UpKXXwXffqqKqre8r/NcX5rFiUmrA93e6PWjVqkHXIhViNInovvNnz54dUES1\n", "2rGz+FNugpEn78zH7fGiG4e7RqbG6nn6ngLOtVoxGzSDLkLiz9XXzO3xhm0feK/Xy4V2G902F9nx\n", "Br/7MwkRbUFVDY/nxiXTRjO1ShW2Aqr0vs9g+bITjCwqSuLWnPiA1v3sr67LzgvvXeTv3zjLR7Xd\n", "hDIB7mq2E429fPW1Mzz5xjl+8pcLNIfYpw6X0fjeKonS8wXL7ynltm3bsFqtnD59GqfT6ft9RkZG\n", "xIOJ0WFzRRNvnOm7Sv/dHef5zwcm+d2ULhB7qtpxuvuK8akmC/XddjkbFYrlt4iuWrUKgK1bt7J6\n", "9eoRCTTaKX3NxJvlq2q1cKy+l5RYLTMyzST42c7jKq/XS333tbNEp9uLfZCFnYebrajfUoA6jQqz\n", "QRnto9H63iqF0vMFK6C/zvvuuy/SOUQU1XXZfIPtAb5yey4fnzr0fkcqlYqHZ2VwrKEHq9PD2mlp\n", "ZMXdeMZ4udPGpopmuuwuHpqRQWmq/0H58yck8HcL4UKbjY8VJVKYNLJbIwsxHAE1AsfShaRIG4m+\n", "j8fr5VRTL6+fauFoXTeOYZz9DZavy+b2FVCAj+qGXqjkqqkZZv5jzURefGAi/98tmTecNTrcHv7r\n", "QB1bT7Wwp6qD72w/f9Me59VsSSYd901K5a8X5DI906yYK/9K7+lJvujwWx27urqIj4+nq6uLnTt3\n", "AmA0Glm6dKkU1ig612Lhm9vO4rqyMVyoezKlxOooS42hsqVvmNOSkuGN+cxJuPmZosPlobbT7jvu\n", "sLmwu8fWhUkxvvk9E929ezfQd4Fp1apVrF27lgULFrBp06YRCTcajUTfp7nX6SugwIAiNZTB8qXF\n", "6vnuPYX8eGkRL6wu5ba8+LDkBDAbtHx2TpZvdtOnb80kxTR4v1XpPTPJFxql5wuW39PJq8NVTCaT\n", "b4uPxMTEgFeqF5GRHW8gVq+h1+FGp1aFZU+mzDhDxFZimj8hgf98YBJOt5ecBAMxAawQJcRoEVBP\n", "1O0euCiH3R74mc94E6m+z8UOKx/VdlPbaaMwOYafryrlB0sK+cXqMsqGsXpSNPpS2iuFvizN5Hcc\n", "qtJ7ZpIvNErPFyy/Z6IOh4P169djMFw7Qzl//ryMEx1h51stPPn6OXocblJNOp5dUULhCO4KKoS4\n", "uWHvseTxeFBHcV/c8bjH0o7KVn727rXtWZ5eUsjCAtn3SIhwish6ooPeQTYWH3H9L8SogKQYGRkh\n", "hFIEVBHtdjsbN270/U96ojcXib7P5HQT319SyCemp/FPy4spSwl+BXkl96WUnA0kX6iUni9YAZ3S\n", "bN26leXLl2M2m+np6WHLli188pOfjHS2Metyh40L7VbiDFomppmGvFpt0mu5oyCRO+QrvBCKE1AR\n", "1el0mM1mAMxmswxx8mOosXCN3Q6+t+O8byHkby6awB35CSM2P1zJY/WUnA0kX6iUni9YAf3LvX6I\n", "01hbCm8ktVocA1aS31vdgcfj5e6SZAzagd0Vt8fL2RYLDd0OshMMlKbEKGYKpBCiT0A9UbPZTGVl\n", "JQCVlZW+s1Jxo6H6PkkxOtL6XSgqTTXxp8P1dPabu35VZbOFv9tayU93V/ONrZWcax16A7lQ80WT\n", "krOB5AuV0vMFK6Az0aVLl7Jv3z6OHj1Kbm5uwHvPixtlxRv48bIiDl7uRq1WcehyF2mxeoy6Gz/P\n", "arvsXFlWE4fbS32XfcgVkIQQI2vY40SjbayME63ttPHO+XY8wF1FSeQOspDxycYevrHtLB4v6NQq\n", "nl1RQkVDD26Pl8XFSeQlGKlqtXKu1UKyScfk9Nhhr0wvhOgT0T2W+qupqSEvL0/Gi4YoJ8HIY7dm\n", "+b3NxLRYfr6qjPpuO1lxBjZXNPLOhU4APrzcxdcXTuDv3zhLl72vZ/3UXQXcWZwU6ehCiH4CqoQ/\n", "+9nPqKmp4Y033qC2tpYtW7ZEOteoFc6+j0atYkpGLPeUJJNu1nGorsf336parbRZnL4CCnC0vntE\n", "84WbkrOB5AuV0vMFK6AiOnHiRPLz8wFYsGBBRAOJwSUYtXxq5rU1Cz45I4MMs54M87WLVPMmJEQj\n", "mhDj2rCGOGk00m8bSqTGwuk0alZOSmVKeixeoDDJiNmg5afLS7jYYSPBqA3oopOSx+opORtIvlAp\n", "PV+wAiqiPT097Nixg+Li4kjnUTyv10uP3Y1eq8KgHdkPlVi9hmmZA4eX5SUayQtxd00hRPAC+jq/\n", "du1aSktLKSkp4ejRo+N2sL3T7eGdqg6+uqWSf/pLDbWdthtuo/S+j5LzKTkbSL5QKT1fsAI6EzWZ\n", "TBQWFgIwc+ZMJk+eHNFQSlXTbuPZ3dV4gbouOzkJer44LzfasQBo7XXQ43CTFKMj3iirPAkxUoIa\n", "p7R9+/Zw5xgVXB4v/QfV9tjcN9wmGn2fix1WvvX6WZ549TQvlF+ktXfw3TRB2X0pJWcDyRcqpecL\n", "VlBFdLx+nc9LNPLYLZkApJl0rJk29N7sI+Hg5W7ffPzy6k6q2m9sMwghIsNvEf3hD39IXV0dzz//\n", "POvXr/f97/jx4yOVT1Fi9RoempHO7z85hX/7+ESKB1nXMxp9n3jDwAtcRu3N31Yl96WUnA0kX6iU\n", "ni9Yfptn3//+9wEoLi5mzZo1vt9v3rw5sqkioLbTxrGGHmK0aqZlmkmN1Qf1ODE6DTkJ0R/q5fZ4\n", "OdnUy/H6HoqSY/jCbdnsPNfO6smplMjeS0KMmIDmzjc0NJCZmek7fuedd7jzzjsjmeumgpk73251\n", "8p3t532rID0wNY0n5uWgVSt/WTmLw43N5SHeqB2Q90xTL1/bWsnV7eefXV7MpPRYTDJ3XoigRHSP\n", "pf4FFIhaAQ1Wr909YBm5g5e7sDpuvCikNJc7bfx41wW+vOk0b5xuweq8lrnV6vQVUIC6bocUUCGi\n", "YFysIpJg1HJH/rUpkcsnpkSs4ISz77PrXDuHartpt7r41b7L1PS7YJSbYPBtWGfUqilNDewrfLjy\n", "uT1eOq1OHO7wXWRUes9M8oVG6fmCNS4GFMYZtXxlQS7LJqag16goSzWhGQVf5Z3XFSh3v87LhMQY\n", "fraylIZuBykmHUUpI9cH7XW4efN0C6+dbGFGViz//61ZZMQZRuz5hVASWU9UwWrarTyzu5qLHXYe\n", "nZXBA9PSFbFe6NH6bp58/Zzv+O8W5nHfpNQoJhIidCO2nqgYOflJMTy7ogS700NCjBbjCM/VvxmX\n", "e+Dnrs01PscNCwHjpCc6ksLd90k06siIM4StgIYjX1FKDMvLkgEoSYlhbl58yI8Jyu+ZSb7QKD1f\n", "sORMVAxbUoyOL83P5eFZmZh0ahJjZAttMX5JT1QIIYjwOFEhhBCDU0wR9Xg8vhX0RzOl932UnE/J\n", "2UDyhUrp+YIVsZ5oQ0MDu3btQqPRsHjxYrKybr6z5fbt26mqqmLNmjVkZ2dHKpIQQoRdxHqiW7Zs\n", "4f777wf6Fizpv4DJYE6ePEliYuKQRVR6okKISFBcT9RkurZMnF4f3IpJQgihdBErov1PcHW68TME\n", "Rul9HyXnU3I2kHyhUnq+YEWsiPa/SKRShXeeev83o7y8XFHHx48fV1Se0ZZPjuU4msfBiFhPdNOm\n", "TTzwwAN4vV62bdvG6tWrAaioqECtVjNlypQBt5eeqBAimhQ3d37evHmsW7cOr9fLkiVLfL/fv38/\n", "KpVqQBHduXMnVVVVGI1GCgoKWLRoUaRiCSFEWMmMpTArLy9X9K6GSs6n5Gwg+UKl9HyKuzovhBDj\n", "gZyJCiEEciYqhBBRIUU0zEIdLhFpSs6n5Gwg+UKl9HzBkiIqhBAhkJ6oEEIgPVEhhIgKKaJhpvS+\n", "j5LzKTkbSL5QKT1fsKSICiFECKQnKoQQSE9UCCGiQopomCm976PkfErOBpIvVErPFywpokIIEQLp\n", "iQohBNITFUKIqJAiGmZK7/soOZ+Ss4HkC5XS8wVLiqgQQoRAeqJCCIH0RIUQIiqkiIaZ0vs+Ss6n\n", "5Gwg+UKl9HzBkiIqhBAhkJ5olDjdHk43W7jQZqUwOYZJaSZ0GvlMEyJaFLfvvPDvbIuFJ18/i8cL\n", "KuDnq0qZmmmOdiwhxDCN6VOfhm47By93Udnci9sT/hPuy502dp1tY39NBx1WFxB436epx8HVSF6g\n", "qdcR9nyDUXJfSsnZQPKFSun5gjVmz0Qbu+18f0cVF9ptqFXwzPISbsmJC9vjt/Y6+OHbVdR02AH4\n", "qzlZPDwrM+D75yYYMWrV2FwejFo1uQnGsGUTQoycsVtEexxcaLcB4PFCeXV7WItop83tK6AA+2o6\n", "WTs9nYULFwZ0/5JUE79YXUpjt4OMOD3FKaawZfMn0HzRoORsIPlCpfR8wRqzRTTBqCVGp8bq9AAw\n", "MS02rI+fGKNlcrqJU00WAO4uSUI/zAtDxSmmESueQojIGLM90fykGP5lRQmfnZPFd+8uYN6E+LA+\n", "frJJxz/eVcDT9xTyzPJi7ilJBpTf91FyPiVnA8kXKqXnC9aYPROFvrPPcJ+B9pcZZyAzzhCxxxdC\n", "KJ+MExVCCGTuvBBCRIUU0TALpe/j8XpptzrpdbjDmGggJfellJwNJF+olJ4vWGO6JzqaON0e3r3Q\n", "wW8P1JEZp+fvFuYxISkm2rGEEEOQnqhCVLVa+PKmM1x9M5aVJfPNRflRzSTEeCI90VHO44X+n2Z2\n", "lydqWYQQgZMiGmbB9n1yEwz89e05aNUqsuL0PDwz8Cmkw6HkvpSSs4HkC5XS8wVLeqIKYdRpWDkx\n", "ldsnJKDXqEky6aIdSQgRAOmJCiEE0hMVQoiokCIaZkrv+yg5n5KzgeQLldLzBUuKqBBChEB6okII\n", "gfREhRAiKqSIhpnS+z5KzqfkbCD5QqX0fMGSIiqEECGQnqgQQiA9USGEiAopomGm9L6PkvMpORtI\n", "vlApPV+wIjZ3vqGhgV27dqHRaFi8eDFZWVlhua0QQihJxHqiW7Zs4f777wdg8+bNrFmzJiy3lZ6o\n", "ECISFNcTNZmu7aeu1+vDdlshhFCSiBXR/ie4Op3/Zd2Gc1ulU3rfR8n5lJwNJF+olJ4vWBHribrd\n", "1zZbU6lUYbttYmIihw8fDi1cBJlMJskXJCVnA8kXKqXnS0xMDOp+ESuiVqsV6DvLvPozQEVFBWq1\n", "milTpgx528HMnj07AmmFECI4ESui8+bNY926dXi9XpYsWeL7/f79+1GpVAOK6M1uK4QQSjfqZiwJ\n", "IYSSyGB7IYQIgRRRIYQIgRTRCPN4PANGHwghxhbFbZms9Omiw3nO7du3U1VVxZo1a8jOzo54tuHm\n", "O3HiBGfOnMHj8TB//nxyc3MVk23fvn00NjYCMGHChBEZlTHcvyer1coLL7zAZz7zmRF5f4eTb+vW\n", "rb4P7+LiYqZPn66ofABVVVUcOnQIg8HA8uXLIz7RZjj5nnvuOUpLSwFoaWnh85///M0f2Kswr732\n", "mu/nTZs2he224TLc5zxx4oS3trY2kpEGGE6+PXv2+H5+/fXXI5bpqmDfr7feeisScW4w3Hxvvvmm\n", "99ChQyP2/g4n344dOyId5wbDydfe3u4tLy+PdKQBhpPParX6fn7zzTf93lZxX+eVPl1U6VNUh5Nv\n", "0aJFkY4zwHBfu+rqap5//nlKSkoiGctnOPna29sxmUwYjcZIx/IZTj63283GjRt59dVXR2yA+3Dy\n", "HTlyhNjYWDZu3EhlZWWkowHDy3f1fW1qaiI9Pd3vbRVXRL0Kny4ajeccjmDyvf3229x2222RiuQz\n", "3GwFBQV85Stf4cMPP4xkLJ/h5CsvL2fhwoWRjjTAcPItX76ctWvX8olPfMLXFom04eRramqio6OD\n", "tWvXcvbsWTweT6TjBfVv4+TJkwPGtA9GcT3RSE0XDZdoPOdwDDffnj17KC0tJTU1NZKxgOBeO6PR\n", "SFxcXKQiDTCcfI2NjWzZsoWmpiYKCgpGpCca7N/eSH3YDzff1W9COTk5tLW1RfxvMJjXz2azDflt\n", "Q3Fnov6mi548eTKg2yolXzQMJ997771HRkYGBQUFisvW1tbm+9k7QvNBhpPv85//PGvWrGHhwoVM\n", "mzZNcflqamp8P9tsNsXlKysro6qqCuhrjSQkJCgqH/SNrFGrhy6RijsTVfp00eHk27lzJ1VVVRiN\n", "RgoKCkakBxlovqamJvbu3cukSZM4ffo03d3dfPrTn1ZENoC9e/dit9sBmDNnTkRzBZMP+gp9eXn5\n", "iJ2JDidfTU0NBw4cAGDWrFkRzzbcfLNmzWLDhg0cP36ctLS0ETlbHu77e/HixYD68TLtUwghQqC4\n", "r/NCCDGaSBEVQogQSBEVQogQSBEVQogQSBEVQogQSBEVQogQSBEVEeV2u0dkSp8Q0SJFdAz64Q9/\n", "GLbHampq4uWXX+a1117jlVdeweVyDfjv27ZtG/R+dXV1bNiwgV/84he0trYG/fyHDh3i17/+ddD3\n", "H6tu9rpf76233uLVV1+NcJrxTYroGPTEE0+E7bF2797Npz71KT7+8Y9z9913s2fPngH//WbTbbOz\n", "s3nwwQdDnm00e/Zs0tLSQnqMsSjQac7Lli1T5BoPY4nipn2K4DU0NPD+++9z/vx5vvnNb/p+b7FY\n", "2LhxI2azGY1Gw5kzZ/jWt77l++87duygp6cHjUaD0+lk9erVGAwGADQaDVarFZPJ5Fv+DcDlcvHm\n", "m29y+vRpNm/eDEBpaSlTp04N+f/Hzp07aWtrQ6vVotFoBrQDzpw5w5EjR4iJicFmszFnzhyKioqo\n", "r6/nD3/4A6Wlpaxdu5bGxkZefvll0tLSePjhh9Fqb/6nvn37ds6cOUNSUhLx8fFYLBZmzJjhmxN/\n", "s28XiccAAAQ8SURBVOeEvuX6duzYwYwZM6iurkav15Oenu5b4Wnv3r00Nzej0Wh801gffPDBIV+D\n", "6upq9u7di9lsRq1W09LSwuc+9zkA3n333QGve1JSEosXLwb63pdNmzahVqvxer0jslD5uDfEOqZi\n", "FHrllVcGHFdVVQ1Y2Li6utr38969e71nzpzxHXd3d3tfffVV33Fra6v36aef9v7xj3/0PvPMM16P\n", "x+P3ua63e/dub1NTU8DZT5w44d2/f7/vuLm52fvss896vV6vt7e31/unP/1pwO3Xr1/vdTgcXq/X\n", "621sbPTu3LnT99/WrVsX8PM++eSTXrfb7Tv+v//7P6/FYhnyOa9m/uUvf+m12+0DbnfmzBnvBx98\n", "4Dv2eDzevXv3BpTn9ddf99bU1PiO+79nXu/NX/etW7d6m5ubfccffPCBd/369QE9pwiOnImOA4WF\n", "hbjdbt566y3fcmD5+fkA1NbWsmDBAt9tzWbzgPtu376dp556CoPBQG1tLW+//TZLly6NWNazZ8+y\n", "bNky33Fqaqpv25LGxka6urp8Z2DQt0JRe3s76enppKen09zcDPSdlQ/nLGz69OkDVuwpKyujrq4O\n", "tVrt9zmvuvvuu29Y6LeyspJ7773Xd6xSqQa81v6sWLGCDz/8kJMnT+JyuUhPT/e9Z/709PQMWFJu\n", "1qxZXLx4MaDnFMGRIjoOHD16lJkzZ/pWpNm3bx81NTXk5+eTm5tLZWUlZWVlQN8/wutd/WqfkpKC\n", "xWKJaNbS0lKOHDnC/PnzAWhububSpUsA5ObmkpGRwZo1a3y3v/7K/+zZszl48CCXLl1i9erVAT9v\n", "RUXFgKXPzp07x6pVq9BoNEM+p9frHbTvWFRUxPHjxwf0hfu/1v589NFHzJ0713f80ksvBbRwdmxs\n", "LC0tLb5Cevjw4RFbSnC8klWcxpB33nmHjo4Ojh8/7juzWr58Odu2bbthXcT777/f97urPVG1Wo3T\n", "6eT+++/3Fc7q6moOHDiAwWDAZrOxevXqAdssvPvuu7S1taFWq3G5XCxYsIDMzExff7aqqoqMjAzi\n", "4uIC3ozs7bffpr29HaPRiM1mo6mpifnz5zNnzhwuXbrEhx9+6Otx9vT0sHr16gELN//ud78jMzOT\n", "lStXBvza/eY3v8FsNmM0GnE6ncycOZNJkyYB+H3OAwcOcOTIEQDS09PJyckZUPx279494PWZOHEi\n", "M2bMGDLPiy++SFZWFl6vF4/HM6DPCn3F+OjRoxgMBrxeL4WFhcyYMQOXy8WGDRvQ6XSo1WrMZjMf\n", "fvghjz766IitGzveSBEVAli/fj2f/OQnox1DjEIyxEmMe9u3b+f06dO88cYb0Y4iRiE5ExUjqrq6\n", "2vf193oFBQURWYU9Gs/pT09PD7t27Rq0V2k2m0dslwYRHlJEhRAiBPJ1XgghQiBFVAghQiBFVAgh\n", "QiBFVAghQvD/AOEGkEPNYjUtAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.784661\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt8lOWd///XnCeTyflEDpCEhIOcRECDilARFQ9QoGo9\n", "tLttrd0etuu325Pbdu1hd7Xd1trd7qndX7vdbbe4ImdU5FBEAygIgoQzhIQQcj4nc565f38EhkxI\n", "JpOZzMyd5PN8PHw09+TO3O/OhCvXfO7roFEURUEIIcSI08Y7gBBCjFXSwAohRJRIAyuEEFEiDawQ\n", "QkSJNLBCCBEl0sAKIUSU6GN9wfr6enbv3o1Op2PJkiXk5uYGPb+yspLDhw9jMplYvnw5RqMxRkmF\n", "ECIyMW9gDx48yFNPPQXApk2bWLVq1aDntre3U1dXx6OPPhqreEIIMWJiXiKwWCz+r4fqjR49epTE\n", "xEQ2bNjA2bNnox1NCCFGVMwb2L4TxwwGQ9BzGxsbaW9vZ82aNZw7dw6fzxfteEIIMWJiXiLwer3+\n", "rzUazZDnL168GID8/HxaW1vJzMwc8LwdO3ag0+lGJqQQQlyVmprK/Pnzw/rZmDewdrsd6O3JXvsa\n", "oKKiAq1Wy4wZM/yPTZ06lcrKSkpLS2lra2PmzJmDPq9Op2PevHnRCy6EGJeOHDkS9s/GvERQVlbG\n", "2rVrWbt2LWVlZf7HDxw4wP79+wPOnTt3LkePHmXjxo0YDIYhSwpqVl5eHu8IQUm+8Kk5G0i+eIp5\n", "DzYvL48nnnjihsefeeaZAc9/5JFHoh1JCCGiQjNWlivcvXu3lAiEECPuyJEj3HPPPWH9rMzkEkKI\n", "KJEGNkbUXmeSfOFTczaQfPEkDawQQkSJ1GCFECIIqcEKIYQKSQMbI2qvM0m+8Kk5G0i+eJIGVggh\n", "okRqsEIIEYTUYIUQQoWkgY0RtdeZJF/41JwNJF88SQMrhBBRIjVYIYQIQmqwQgihQtLAxoja60yS\n", "L3xqzgaSL56kgRVCiCiRGqwQQgQhNVghhFAhaWBjRO11JskXPjVnA8kXT9LACiFElEgNVgghgpAa\n", "rBBCqJA0sDGi9jqT5AufmrOB5IsnaWCFECJKpAYrhBBBSA1WCCFUSBrYGFF7nUnyhU/N2UDyxZM0\n", "sEIIESVSgxVCiCCkBiuEECokDWyMqL3OJPnCp+ZsIPniSRpYIYSIkpjXYOvr69m9ezc6nY4lS5aQ\n", "m5s76Llbt27F6/UCUFJSwuzZswc9V2qwQohoiKQGqx/hLEM6ePAgTz31FACbNm1i1apVg55rNpu5\n", "9957YxVNCCFGVMxLBBaLxf+10WgMeq7X62XDhg2sX7+eI0eORDtaVKm9ziT5wjfcbM3dLsovtvFu\n", "ZRtN3a4opbpOza8dqD9fJGLeg+1bkTAYDEHPXb58uf/rN998M2qZhIgVu9vLfx2uY+e5VgCWTE7l\n", "a4smYTHq4pxMREPMe7DXaqoAGo0m5J8bqjGGwL+E5eXlqjqWfGM336JFi0I+v8fl5UB1h//x96o7\n", "6HZ5VZNP7a9fvI7DFfObXBs3bmT16tUoisK2bdtYsWIFABUVFWi1WmbMmOE/t7q6msLCQgC2bdvG\n", "ww8/POjzyk0uMRrY3V5+/X4tr59uAWBZaTp/eUeB9GBVbFRNNCgrK2Pt2rWsXbuWsrIy/+MHDhxg\n", "//79AedWV1ezbt061q1bx7Rp02IddUSNxF/DaJJ84RtOtgSDjk/dkssP7i3m+8uK+dytuVFvXNX8\n", "2oH680Ui5jXYvLw8nnjiiRsef+aZZ254bPHixbGIJERMZSQauCMxNd4xRAzIWgRCCBHEqCoRCCHE\n", "eCENbIyovc4k+cKn5mwg+eJJGlghhIgSqcEKIUQQUoMVQggVkgY2RtReZ5J84VNzNpB88SQNrBBC\n", "RInUYIUQIgipwQohhApJAxsjaq8zSb7wqTkbwIfnL1N+sY0TDd24PL54x7mB2l+/SMR8LQIhROzU\n", "djj4x4PttNia0AD/sLyEBQXJ8Y41bkgPNkYWLVoU7whBSb7wDZatw+7hw9pOPqrrosflHfCcaGvs\n", "dtNicwOgAEdqu+KSIxg1v7eRkh6sEFFgc3n5/ZE6tpxqBuALt+WxalY2em3oi8yPhAyLAatRR/fV\n", "Bn5WTmJMrz/eSQ82RtReZ5J84RsoW4fDw9arjSvAxhNNdDs9sYwFwKQ0M99blMU3l0zixw+UMDfP\n", "GvMMQ1Hzexsp6cEKEQUJRi2lGQmca7EDMDMnkQTDjf2ZCy02/vfDBkx6DY/fPIHCNPOIZ7FducC9\n", "Y/hjuJrJOFghouRyh4P3qjsx6TXcNjGZnCRTwPdbbW7+35az1F/dWXZWTiJ/d38JiWHucFDVZqfL\n", "4WVCkpEsa/Adm0XoIhkHKz1YIaKkIMXMI3MG75G6vT6ar96AAqjvcuHy+MJqYE819vDtN87j8PiY\n", "nm3he0uLyY5jI9tmc9Pp9JBs0pNmGXrD0rFKarAxovY6k+QLX7jZ0hMM/EVZHgBaDTxTlk9KQnh9\n", "nvKL7TiujnE93WijtsMZcb5w1XU6+cGuSp5Zf5of7KqkrtMZ9Hw1v7eRkh6sEHFi0GtZPi2DWROs\n", "aDUaClJMaIexlX1ffWu3eq2GJFP8dqk922zjVKMNgFONNs4028hNNg3xU2OTNLAxovaxfpIvfJFk\n", "M+l1lGRYIs5w68Rk/t+iiZxvtrFkchqTMxJGJF84zPrAD8YJ+uAflNX83kZKGlghxoC0BAMPTs+M\n", "dwwApmdZ+OyCXPZWtrO4OJXp2eN37K3UYGNE7XUmyRc+NWeD2OdLSTDw+M05/PzhKTwxN4cUc/B+\n", "nNpfv0hID1YIMeI0Gg2WMIebjSUyDlYIIYKQ9WCFEEKFpIGNEbXXmSRf+NScDSRfPEkDK4QQUSI1\n", "WCGECCLmNdiqqqqwLiaEEONJ0AZ2/fr1bNiwgQ0bNvDaa6/x2muvsW7dOv74xz/GKt+YofY6k+QL\n", "n5qzgeSLp6DjYK1WK/fffz/79u3DYDAwd+5cjhw5QmpqaqzyCSHEqBW0B3v//fcDUFdXx2233YbR\n", "aGThwoV0d3eHfcH6+nr+93//l1deeYW6urohz7fb7bz44otcuXIl7GuqgdrnW0u+8C1atAhFUTjX\n", "bOOdyjbONvXgU9GtDTW/dqD+fJEIaSaXpt8KPz5f+Fv/Hjx4kKeeegqATZs2sWrVqqDn792719/Q\n", "C6FW55ttfG3bOVxeBYNWw89XTGFa1vidgy96hXSTy+fz0dzcu79Qc3Mzbrd7iJ8YnMVyfeUgozH4\n", "gsBtbW1YLBbM5pHfRiPW1F5nknzhKy8vp7bLhcvb22t1+5SA9VjjTc2vHag/XyRC6sGuXr2a7du3\n", "093dTWJiIo888kjYF+w7KsxgCL7SeXl5OQ899BCnT58O+3pCxEJukhG9VoPHp6DVwKTU0d8pEJEL\n", "qYHV6/U8/PDDI3JBr/f6/vD9Sw/9NTQ0sGXLFhobGykqKiIvLy/o+eXl5f56zrW/imo5lnxjN9+i\n", "RYt4/+AhfrBkIp0+I/nJRvZeaOY3h5x8YnYOt+QlcWD/vrjmU9PrNdryRSKsiQYfffQRc+bMCeuC\n", "GzduZPXq1SiKwrZt21ixYgUAFRUVaLVaZsyYccPPnDx5ktTU1KANrEw0EGqx/ngDv3q/96asTgP/\n", "smraiCyqLeIj6hMN9u7dG3B88eLFsC4GUFZWxtq1a1m7di1lZWX+xw8cOMD+/ftvOL+1tZXy8nIq\n", "KirCvqYaqL3OJPnC1z9bbZ89qLwK2N3h3xQeCWp+7UD9+SIRUomgra0t4Hioj/bB5OXl8cQTT9zw\n", "+DPPPDPg+enp6XzhC18I+3pCxNp9UzL40/k2bG4fdxWlkD9O96MSYS647XSq5w7paKH2sX6SL3z9\n", "s03PTuRfV02jx+Uj22ogNSG+21ar+bUD9eeLRNAGdtu2bdjtdk6fPh0wNOvmm2+OejAhRrP8FBlF\n", "IIaowT788MM8+uijLFmyhEcffdT/39SpU2OVb8xQe51J8oVPzdlA8sVTSCWCxYsXRzuHGMO8vt6B\n", "Kjpt+LX7kdTS4+Jcix2DVsOULAvJJtmaTkSHrAcroqqqzc5vD13B4fHx+VvzmZoV3+FK3U4P/1Re\n", "w96L7QB8dkEuj83JUU3jL9Qn6sO0/uu//ovq6moOHjzIH//4xzHdpRcjp8fl5RfvXuK9S50cvdLN\n", "8zsu0GILf5r1SOhweP2NK8CbZ1rodnqD/ET8dTk9fHiliw8ud9Juj+/rJ4YnpAY2MzOTwsJCGhsb\n", "efLJJ2lsbIx2rjFH7X+UopHP7fXRYvOQn2ziMwtyWXFTJnZ3eI3ZSOVLNGqZ3qcXfWtBEhZDZDsn\n", "RfO9dXt9bD7RxLffOM93tl/gv4/UYXMN7zUcj797ahFS8ena6ll6fe/pWq1s5SWGlmLW89U7C6hp\n", "d/KfB2vxKdDj9vLULbkkGnVxyZSaYOC5u4v4qK4bk17D7BwrBr16f5+7nF62nWr2H795uoVPzsnB\n", "EqfXTwxPSL9Z3d3dXLp0iYyMDCCyiQbjldrH+kUjn0ajYfYEK38638rV+1y8dryJ5h7XsJ9rJPPl\n", "JZtYPi2Du0vSybQGX9EtFNF8by0GLTfnJfmPZ2QnYjEMr3Edj797ahFSD/bOO++koqKCBx98kA8/\n", "/DCkhbKFADDqtExKM3OuxQ5AkkmHWcU9RjWoaXdgc3vJsRpJTTDwuQW5zMtPwuNVuCU/iWSzjHoY\n", "LUL6TS8qKuLBBx8E4JZbbuGLX/xiVEONRWqvM0Urn06r4dPzJvDI7GzunpzKC8tLyUka/tTRcPLZ\n", "3V4cQ9R8fYrCpTYH55tt9AyzthlJtsGcauzhq5vP8NXNZ/nlvhrabG5ykkzcPzWDh27KJC+Mabfj\n", "9XdPDSL+U7hr1y6WLVs2ElnEGJWXbOYLZfkxvebpxh5+ub8GnUbDX905kdLMgYeHfVjbxfM7KnH7\n", "FJ6cm8Njca5vbj/Tgu3q4jDvVnWwelY2aZb4TrUV4Yv4s1ok+3ONJ2qvM42lfC02Fz/YVcm5Zjun\n", "m2z85O1qOh2eG85zerz89+E63FcLxH882kBjd3zrwwUp13uoeq1mRBr7sfTejjZSzBFjjtcHNtf1\n", "JQK7XV5q2h3kJZsCeoN6rZbcZCOnm2xA7w0lY5zrwx+bnIbD4+Nsk42Pz8yiUHZGGNXkbkOMqL3O\n", "NFrzeX0Kla02Tjf20OnoHYSfYTHwjcWT0GnAoNPw6Jxs/m73RX576EpAnVWn1fBn83J5YFoGtxYk\n", "8cLykrjXOLOsRj49L5e/u7+EBQXJIzLDbLS+t2OB9GCFarm9PpweX9Axs4drO/n+jkq8Cjx0UwZP\n", "L8jDatJzZ1Eq/756OgdrOthQ0Uir3cNb51p58pYJAc+Xn2Lma3dNwqcoaGX4oRhh0sDGiNrrTGrL\n", "V9fp5H+O1HGu2c7jN2dz18I7bjjH4/Wx9mgDVzdz5fVTLayYnoXVpEen1ZCbbKK63UFjd2/PdlqW\n", "hYSrs7Zaely0OzykmPVkJhojalzV9tr1J/niJ+IGViYdiGjYW9nG7vO9O2n8495LTEwxMy07MeAc\n", "vU5LcXoCJxp6ALAadZj7THs16bX82bxc5uQm4fL4mJefRGqCgbpOJ3+/+yLnWuwUp5t5/p7ikNdv\n", "behyUtvpJNmkZ3JGgvR6RVAR12DDXWVmvFF7nUlt+br6LcDS1NY+4HmPzs7mibk5LC1JG7CGem0M\n", "6YoZWf5G9FyLzT/x4WKrg7PNtpAyNXY7+eGuizz35gX+astZKup7R9Co7bXrT/LFT0gN7Guvvebf\n", "kPDs2bN89NFH/u9ZrdboJBPj2rIp6WQn9t7xX3lTJomegYcD5iab+OyCPJ67u4jp/Xq4g+k/1TQx\n", "xKmndZ0uzl9tmD0+hXcvDtzoC3FNyCWC22+/HYCpU6eybt26sLftHq/UXmdSW77i9AR+sXIqdreP\n", "dIthRBeHmZZp4UsL89lzoY3FxalMzw5tjdpksx6zXovD0zsEbMrVyQtqe+36k3zxE1IDazKZAmqt\n", "11bVEiKaMhOHXojlcoeDA9UdmPVabpuYHNI03CSzntWzsnn4pkwMutCrZMXpCfzkgVLeq+lgUqqZ\n", "BflJQ/+QGNdC+u3yegPrYdeWLxShU3udabj5bC4PB6o7+P8O1nKkthO3N7q/EwPla7e7eeFPVfzn\n", "wSv8cv9lfnuoDqcn9PUEhtO4XnNTTiKfXZDHPaXppFzdLXasvbexpvZ8kQjpNywrK4uDBw/idDr5\n", "4IMPSE9Pj3YuoXKnGm18f2clr37UyN+8eYFzId4oGkl2t48LV2uiABUN3djd8sdfqEdIDeydd95J\n", "amoqO3fuxGKxcPfdd0c715ij9jrTcPM191zfukQBWu03zvUfSQPlSzHrWXFTpv949cxskuKwgeFY\n", "e29jTe35IhHyb+PUqVNlu27hV5KRQKJRR4/LS7pFz6TU4U8xjZTFqOPT83K5sygFvVbL5IyEYU0t\n", "behy8vrpFi622lkzO5ubc60yrlWMqJB6sGO5RhIran8Nh5uvNNPCL1ZM4ScPlPDSQ1OYlJrg/15j\n", "t5PXPmrg3w5c5vwIlQ4Gy5eSoOeW/GRm51qHPdJg57lWXjnWwPs1nXzvrQtcanOMaDa1kHzxE1ID\n", "23+Tw0OHDkUljBhdCtMSuCU/+YZZUBsrmvj1wStsOtHEc2+ep77LGZXrd7s8tNhceH3h7Txf0369\n", "QXV7FanfihEXUgPrcrlwua6vk1lbWxu1QGOV2utMI5XP4/X5l/8D6HR6h70L6kD656tpd/D8W5V8\n", "aeMZdp5rxekZfuO4cmaWf/uae0rTyE0Ob3+u8fLeRova80UipBpsUVERv/71r1m6dClwY49WCOgd\n", "NnWhxc4nZmWRaNBx8HInS0vSyEgc+RX5N51oouLqGgQ/f/cSJRkJ/oH/g1EUhU6HB6NeS4JBx8wc\n", "K/+6ahp2t5ecJBMpsteVGGEh9WA/+ugjf+OqKOF9HBvv1FZnaux28u7FNt671EG73R1xvh6Xl999\n", "UMffbL/Aj3ZXMXNCIv+8YipfXJhPijnyBrZ/Pk+/ssBQv5fXprZ+dfNZnt9RyaX23uFdE1PNTM1K\n", "jKhxVdt725/ki5+Qfqvuu+8+ioqK/Mc9PT3RyiNioMvh4Z/31XCwpguAx+Zkc0tiaPP4B9Pp8PDG\n", "mRb/8eunm3lgWgapCSPfe23sdnFXUSonGrqp63LxuQW5TBxi5f+adgcv7KnCp0B9t4sD1R0cu9LN\n", "ocud3FOaTtmkZMz6+O3FJcamkEsEfd12221hX7C+vp7du3ej0+lYsmQJubm5g567f/9+GhoaAJg0\n", "aRLz588P+7rxpqY6U5fL629cAfZWtvPIx2dF9JwJRi1TMhL8q1TNnmD1r70ajtoOB6cbbSQYtNyU\n", "k+h//bw+hf871sCbZ1q4d0o695QYuKs4lYQhFmzxKQrXOr0aINGo45/3XQbgvUud/PzhKcyaEN7C\n", "RWp6bwci+eIn5M9FbrebtrY2MjMz6enpISkpvHnYBw8e5KmnngJg06ZNrFq1atBz77jj+iLLO3bs\n", "COt64kZWo455+Ukcqe1tZBcVpUS8mEqq2cB3lhZxsKYTs17LvIJkTIP0CFtsbt6rbqe208WSyalM\n", "y0rs930XP9p9kYutvXf5/2zeBD41r/cPscvr40RDDx6fwptXe8x3FKUGzaYoCjqNhufvKeKN0y3U\n", "dDjpP7O3yxndiRJifAqpi1FZWcnmzZv9jdzWrVvDvqDFcv1GhNE49F3bqqoqXnrpJUpLS8O+phqo\n", "qc6UbNbztUUT+e7SIr6/rJhH5+Tw/oH9ET9vfoqZ1bOyeWB6JjnWwd/b3edb+ad9l3nteCPffuN8\n", "wHApgC6H19+4Ar0f5ytOApBg0PGJWVn+791Tmkb6ENtaH73SxVc2n+FHu6soyUjgZw+WcHOulfSE\n", "3v5FSXoCRWkJQZ8jGDW9twORfPETUg/2gw8+4LHHHmPTpk1otdqI1oDtezPCYBi6PldUVMRXvvIV\n", "Nm/ezOTJk4OeW15e7v+4ce1NU8vx8ePHVZXn3LFD6IA745DvdGMPKWY9k9MTaOpx0e3yBnw/xazn\n", "pqwETjX1lhuWlqZTcWwnXe2tLFq0iMWTU0nSOHF6fcyZlEOSST/o9cpuv4PfHa7DfXVfmf/7qJF7\n", "StO5cvpDvn1rPgmpmWQmGjj94UEuqOj9kWN1HYdLo4QwLGDLli2sXLnS/5H+2nE4tm/fzvLlywHY\n", "tWsXy5YtC+nn3njjDR588MFBv797927mzZsXViYxNEVRRmx7oI/qujjVaONgTQclGQncU5JOfooJ\n", "a591BBq6nJxrtmM2aJmeZQn43nD4FIWfvl3N7gu9289YDFr+bdU08kLcIqavboeHJpubBIOWCSEs\n", "iyjGhiNHjoS9c0tIv7V2uz3g2OMJv1517bkURQl43oqKCrRaLTNmzPA/1tra6l+5S4aHxYfb6+NQ\n", "TSdbTzUze4KV+6dlkNHnI3lDlxOnV8Go09Dt9JJmMQR8fyAGrYbfHrqCAhyv7yHJpMdTrfDYzTn+\n", "WnBOkimktV2HotVo+NS8CRj1Wpp6XDw1d0JYjWunw81/Ha7j9VMtJJl0/PiB0iHH3QoRUgM7d+5c\n", "/vCHP9DZ2cn69esjGkVQVlbG2rVrURQloPd64MABNBpNQAO7b98+nM7eaZYLFiwI+5pq0Ld8oUaD\n", "5bvQYueHuy6iAIdru8hMNHDf1AwATjX28N3tF+h2eVk1M5PqNicOj5e/ubsoaA/P7vbR989lu91D\n", "eVU7d5ekkZg+cC00ktdvJLbmvtzh5PVTvTfVupxetpxs4uuLCyPOFguSL35CamCnTZvGxIkTaWho\n", "oKCgIKTa6WDy8vJ44oknbnj8mWeeueGxFStWhH0dMTJsLm9AY9jY3Ttl2qco/OFIPd1Xp8FuOtHM\n", "n82bwP8cqediqz1oAzspzcxtE5M4WNNFWoKeSalm3F4Fk37oe642l5dulxerUYel38iHS212rnS5\n", "yLQYKMlIuKGkEclKWSa9Fq0G/1Cv7CA38YS4JuTClkajwefz4fV6I2pgxyu1/4UeLN/ENLN/SFeK\n", "Wc/thSlAb2OVbrn+66PXavwNWv9NBfvLTDTy9cWF1HY4aex28d6lDv5heQm5yYM3yosWLaK5x8Wv\n", "369lf3UHdxWn8vStef5tZarb7Hzz9fO0OzwYdBpeemhKwCaI7fbe9WvDnfhQlJbA95dNZu3Rekoy\n", "Elg25fqi86P1vVULteeLREgNbEVFBSdPnmTq1Kls27aNWbNmMX369GhnEyqQlWjk20sKaepxYzXp\n", "ArbF/uTNOfS4vNR1uXhkdjb7qtr560UT/bXJLoeH6nYHBq2GwnRzwEyptAQDaVcbu6Wloe2QcarR\n", "xtuVvTu57j7fxqKiVH8De6XTSbuj996A26twpsnmb2CP13fzj29XowG+/bFCZoYxoUCn1XB7YQoL\n", "CpIC/pgIEUzIaxE89thjzJ07l0ceeYRjx45FO9eYo/axfsHypVkMTM2yBDSuAAUpZr67tJiXH57C\n", "PaXpfHdpMcunZ2Ix6rC5vPzxWD1/ve0cX91ylr0X2iO6UVleXk7/Nq3vcYbFiL7PYtsTry4A3mJz\n", "8Q+7L9LQ7aK+28ULe6pos7sJl0GnvaFxHc3vrRqoPV8kQurB9p0cAKGNXxXjg06rQafV+b++ps3u\n", "Zv3xJv/xK8cauKMwhaQIFlWZnmXh/qnp7KvqYHFxKtP63MUvzUzgZw+VcrrJRmGqmRlXe6+KAt4+\n", "7bpP6X1MiFgI6be9s7MTn8+HVqvF5/PhcPTOshlqbKq4Tu11pnDy1bQ7aLW5ybIab+jdmg1acpOM\n", "1HX13hQrzUzAFMbaBHa3ly6nl1tuu51Eo44v317An8/PxWrUYe5T69VqNMzIsTIjJ/Djf2aikefu\n", "LuSFP1X1lgiWFA4582u4xuJ7G0tqzxeJkBrYtrY2nnvuOWbPnk1FRQUlJSWsW7eO06dPSwM7Tl1o\n", "sfGtN87T5fSSYzXw4vJSCvqsaJVhMfLD+yaz42wrSSYdSyanYRzmNtmtNjf/c7iO3edbmV+QzJdu\n", "LyDHahxyYZf+5ucn86s1vfcMrtVshYiFkIdpPfvsszc8vn379hEPNFapfazfcPOdbbbR5ewdotXQ\n", "7eZSuyOggYXeO+9fKMsPO9PZZpt/CcT91b1lgZwQb4j1F82Gday9t7Gm9nyRCKlLcW1q60CPHz16\n", "dEQDCfXy+BRaelx0Oz1k9vmYraF388GR1v8+vdy5F6NNxP8qqqqqmDt37khkGdPU/hd6qHwOj5c9\n", "59v4zaEr5KeY+H+LJvHdpUUcr+/mtonJTMm4fsPpcoeD88120hP02NxeLrU7mD0hienZlmE1klOz\n", "LKyemcWu860sKEhiZk5ki4JHy2h/b+NN7fkiIZsQiZDUtDt5ubwGgM5GG1tONvHsokksmZwWcF5D\n", "l5O/fesC9V0unr4tn1+/37tBpkFXzz+tmEppv/n7To8Xp0fBatLdMNMqLcHA527N5dE52SQadCQE\n", "WbPW7fVxucOJT1EoSDENuhatELEU/pLzYljUPtZvqHz9x7AOtlN2q91DbaeLJLOeus7r23W7vQpt\n", "juuLBHU7PVxstfP7I/V8dfPgO8Oa9DoyE40cPngg4PHqNgflF9s42dCN0+Nlf3UHX9p4mi9tPMP2\n", "My24w9hlNlyj/b2NN7Xni4T0YFXG61OobnNgc3spSDEFndrp9vowDPPOfLgmpZr58u35/PZQHblJ\n", "Rtb0WfS6r/QEA7lJRuq7XBSmmdFrNXh8CtmJBvKSem801XU6+ed9NZxo6GHJ5FSmZll46Z1LFKWZ\n", "b9jdYCA17Q6+9cY52uweNMA/LC/hNwdr/Y3+f7xXS9mklIiWFLzS4aC63UGyWc+UDAvGENZJEKI/\n", "aWBjJNQ604dXuvjbty7gVWDJ5FT+8vaJN9xAcnl87L/UwcaKRmZPsPLxGVlkRbj4yFD5zAYdD03P\n", "5I7CVEw67aA3tXKSjPz9/SWcb7GRlqDn5w9PodPhIS/FRP7VZQIP13Zy+Op2NW+dbeVrd01kUqoZ\n", "h9s36Ip2RDsGAAAgAElEQVRXffM1drtos/f2hhXgo7pupmRaqO/uACDDYhj2kLC+Grpc/O2OSmo6\n", "nGiAH947mYVX12AYiNpriJIvfqSBVRFFUVh/vNE/82hvZTuPzcm5oTGrbLXzwp+qgN75+XnJJh6c\n", "njliObw+JWBW1jUGnTakVaQmppqD7vKq6Tc+wOH28fsj9ei1Gl5cXsLNecH3e8tMNGAxaLG5e8sA\n", "M3MSWTYlHaNOi8Pj41PzJkQ0maCpx0VNR295QwHerWoP2sAKMZiQ/swHW2BbRhCEJpQ6k0ajCVjE\n", "2WLQYhlg9pPdHVhfbO4Jf25933wddjcbKnr3yXrrbAu2q0sRjrR5+UksnJhMolHHI7OyqKjv3Qbe\n", "41PYfb5t0HzXFKYl8LOHpvCNxZP4yQMlzMm1MinVzLfvLuL5ZcWUZES2EHZqgp5k0/WbZDfnBl8c\n", "Ru01RMkXPyH1YF955RU+9alPDfi9/lt6i8g8fFMmVpOO2g4nD0zL8H+s7mtSmpk7C1PYV91BSbqZ\n", "2wtTaOhykW01RDRW9FSjjf94r/eu/0f13eRYjUzJtNDl9GAx6EgeZB0Bm8uLy+sj2awPac3V3GQT\n", "XyjL43KnE6fbG9BbnpIZ2uaDpZmWG0YkwMiMlS1IMfOTB0s51Wgj02JQ7fAwoX4h7cn18ssvk5ub\n", "S25uLnfeeSd6vfoqC+NtT64Oh4c2m5u6Licv7qlGo4Hn7ylmfkFy2M+542wLP3vnkv/4e1e34d51\n", "vpXZE6z89V2Tbliz9VK7g38qv0R9l4tnyvK5szBlyBtvLT0unt95kXPNNqB3Z9ipWRYS9Fpum5gy\n", "4msFCBGJSPbkCqlE8Pjjj/P4448zbdo0tm7dyuuvvx7WxcTISTHrsZp0/OydSzg8PuxuHz/dW02r\n", "LfxywU3ZieRevdM/NTOBtAQ9O861YjHoSDTquNRve22AV442cLy+h6YeNz/eU8XlDucN5/RX2+n0\n", "N67Qu17r3SVpLJ+WKY2rGFNCamBzcnIAmDBhAhMnTqS+vj6qocaicOtMXp9Cq81Nt/PGOrhWowm4\n", "W268uq1JuPkmppr56UOl/Ouqafzg3sm4vAqZFgN/Nn8Cjd0utp5qpqZfI+vwXK/T+pTerWSGcrKh\n", "h7uKU/3HD0zLxGoM/qlIzXU6NWcDyRdPIX3W37BhA2lpaTQ1NTF//nyefvrpaOcSgNvjY09lG789\n", "dIXcZNPV4UzXa5TpFgPfu6eIn79zCY1Gw9cXTwp7S5Rrsq0msq/e0zHotHzp9nx+8nY1Lq8CLXaM\n", "Oi3fXVqEy+vj4KXeBVjONNlotbn5i4X5FKQMPfY0w2KgpsPJZ+bnYtBpKJuUHLBYthBjRUgN7Llz\n", "53j66afJzs6Odp4xK5yxftUdDl565xIKvTOk1h9v5Gt3FQacMzPHyi9WTgWFiBazHihfillPfrKp\n", "t3G9qt3uxqf0bsnyD3uqMek0PDA9k8VFqUzLsqDVavioroujV7qZmmlhTq71hs0JF05KIdmsp6nH\n", "zYxsS8AfjeHkUws1ZwPJF08h/Yv8zGc+I41rHCgKATu69m3o+koyRe+mo1Gn8e8WazFoefrWPAw6\n", "LV1XSxZOr8KmE01My7QwK9fKmcYevvXGef+sqheWl7Cg3423JLOeskkyrlSMfSHVYHNzc3G73TQ2\n", "NuLz+ejq6op2rjEnnDrTxBQTX1yYj0GroSDFxGNzcob8GYfHS12nc9g3uwbK1+nw8NN3LnHocief\n", "njeBLy0soCSjt7dZnJ5AfnLvDbEsi4HSq8Or2uyegHUKrnQOfdMr3HxqoeZsIPniKaSuT2VlJUeO\n", "HMHhcPDkk0+ydetWnnzyyWhnG/fMBh0rpmdyZ1EKRp3WvwvrYGwuL1tONvG7w3VkJ/buKFCcHtq4\n", "0gGfz+3lTJMNn9I7Rjbdoue2ScmYDToKUsz8+IFSelxekk16Mq/O8MpPMZFhMdBic2PWa5medeNY\n", "Vbvbi8PjI9mkH3DGmBBjRUg92A8++IBHHnkEq9WKVqvFah3+tsfjXbh1JoNeS47VNGTjClDT4eC3\n", "H9ThU6C+28WGisYhf6bN5qaq1c6MeWU3fC/FpGfFTden4K6akYW1Tz3V4fGx/ngT/3moloutdgD/\n", "SIQXlpfwi5VTmdpv8ZbaDgc/3FnJlzee4a2zLTg9oc0WU3OdTs3ZQPLFU0g9WLN58HnlQj10mt5Z\n", "/tc+oVuG2LuqvsvJi3uqONVoY0pmAt9dWhyweWGCUcenbsnl9sIUdFoNJekJ/kkEXU4PP9tbzZnm\n", "3ob1Qoudnz00hdQEAwUpZgquzkBTFCVgdtWbZ1o4cqUbgF+U11CSkRDSClpCjEYh9WDtdnvAcbC1\n", "CcTAYlFnKkw1880lhWRbDczPT+LhGcEXgDnbbONUY++A/3PNds429QR83+tT6HR6yEo0MivHirXP\n", "zTSX10dD9/U6b0OXK+AmXEO3k98cquVv3jzPB5c78V4tzPa/UecbbGHZftRcp1NzNpB88RRSD3bu\n", "3Ln84Q9/oLOzk/Xr13PbbbdFO5cIg0GvZWlpGgsKkjDptUPuvprQb43Tvttge30K5VXtvLind7vr\n", "7ywt5s6iFP9aA6lmA5+/Lc8/jOwLZfmk9Vn1a8/5Nv7vWG+J4qP6Hv5l1TQmpyfw0PQMjtR2Utvh\n", "5NPzcpmUFn6NWAi1C2ktAgCbzUZDQwMFBQUYDOqbzjje1iIYCZ0ON9vPtrLnQht3FaXy0E2ZpFwd\n", "S9vc4+KZ9afpubqiVrJJx6/WTCejz+6sbo+PSx0OFKAgxYS5zzYtP3+nmu1nW/3HLz88hZkTemv3\n", "7XY3To+PlAR9wM8IoUaRrEUQ8gBKi8VCcXEx0HvTa8GCBWFdUKhHstnAY3NyWHlTZkDvFUCv1ZBs\n", "0vkb2BSzHr0u8I6/Qa8ddGnApSXpvHOxHZvbx8JJyViM13vLfWebXWix8drxRiwGHatnZflrt0KM\n", "BUEb2F/96ldkZWXh8/m4cOECBQUF1NTUYLVapYEdJjXv/W426G7Il5pg4G/vKebf37uMVqPhL8ry\n", "STGH/smlpsPBmlnZaDVQ3e6godtNcXrgOS02F9/fUUnj1fVsr3Q6+f6y4hsae1D366fmbCD54ilo\n", "A7tgwQLmz5/P5s2befrpp8nMzKSpqYk9e/bEKp+Io9JMCy8+UIqG3ptTw9kDLC/ZxC/3XwbAoNPw\n", "yQEmSbg8Cs19JkTUdjpxehSG0Y4LoWpBG9j58+cD4PV6yczsvSOdlZUV0bCt+vp6du/ejU6nY8mS\n", "JeTm5g567okTJzhz5gw+n4+FCxdSUFAQ9nXjTe1/oQfLp9NoeO9SB/99uI6JqSY+tyBvwEXA+5uR\n", "k8iPHyihpt3J1CwLkzNuvJmVZtHzmfm5/PaDOjTAZxfkkWweuCar5tdPzdlA8sVTSDXY/sOyHI4b\n", "1wUN1cGDB3nqqacA2LRpE6tWrRr03JaWFtasWQPAG2+8Maob2NHqUrudv9t9EZ8CVW0OMiwGvnz7\n", "xCF/LsGgY15+MvPyBz/HrNfx8RlZzMtPQqfVMCnVPCI7EgihFiF93ktPT+e9997D4XDw3nvvkZaW\n", "FvYFLZbrN0WMxuAb6C1evDjs66jN4cOH4x0hqMHGIrq8SsDaAm22kR0DnWDUMTUrkZIMS9Dyg5rH\n", "Sqo5G0i+eAqpgV22bBnJycm89dZbJCcnc++994Z9wb6jwkId7rVz586Qxt72faPKy8tVc3yioZs9\n", "HSms+/AyLVdrjmrKB3D8+PEBv1+QYuaTc3pXUks167m9MIWmHpdq8smxHMfiOFwhj4MdzNGjR4e1\n", "s+z27dtZvnw5ALt27WLZsmVBz9+7dy+FhYVDbq6o1nGwVW12vrrpDM6rM5i+tDCf1bNGx9KP16a5\n", "7jzXQn2XC6fHx9ZTzfztPcU3LEEoxFgVk3Gwg6mqqhpWA3tt2q2iKAFTcCsqKtBqtcyYMcP/2Lvv\n", "vktOTs6o3rm22+n1N64A51tsQc4Oj8Pj5XyznR6Xl6L0BHKswUsvQ+lxedlb2cbeyjaWTE7FoNXy\n", "+yPXtwlKGGArcSHEjWL+L6WsrIy1a9eydu1aysqur+B04MAB9u/f7z9ubGxk3759nD59mk2bNvH7\n", "3/8+1lFHRG6SkVvykgAwaDXcNyVjxK/xXnUHf73tHH+7o5IX/nSRlh7XsJ+j78eh0409/KK8hg+v\n", "dPOL8svkJBl5cm4ON2Vb+NaSSZQOMCIg2kbi41q0qDkbSL54ivn+23l5eTzxxBM3PP7MM88EHGdn\n", "Z/Pcc8/FKlbUZCQa+daSSZyqaSQvO4PitJGdqaQoCm+eafEfn2q00WLz+Ke09ri8nG+24fL6mJye\n", "EDDVdTDXZm9d02Jz85kFeTw1jHGwQog4NLDjUUaikUXTozPETKPRsKAgmQ+vLgGYYdH7x5L6FIUd\n", "Z1v49/dqAVhcnMqziyYOuMVM37GIJRkJTEo1candSX6ykSmZvSM/4tm4qnmspJqzgeSLJ2lgx4Bl\n", "U9KZkGSkze5hzgQrZr2WU409JBq0bDvV7D/vnYvtPDV3wpB7eOWnmHlxeSltdg+pCXqyI6zpCjFe\n", "yee9GIlmnSktwcBdxWmsnJFFaoKefztwmWe3nOXldy9xc+713Scmppr4qL6LtgH26+qfL8tqZGqW\n", "RTWNq5rrdGrOBpIvniLuwQ5nBIEYea02N809LqwmPXnJJuq7XLxd2Q7AiUYbi0vS+cs7CmjucWMx\n", "6vj392qZnG4hzSIT/oWItogb2NE8hCqWwqkzuT0+Dl7u5I3TLczNs7JsSnrA3lxN3S7+cW81x+q6\n", "STXr+fEDpViMWkw6jX9oWLfTQ7bFwMaKRpxeBZ0GEow3fnBRex1MzfnUnA0kXzwFbWDPnj3LoUOH\n", "0Gg0LFq0iEmTJgHw0ksv8fWvfz0mAcez8612frTrIgpw6HInGRYDS0uvr/lX3e7gWF3vza12h4f3\n", "azp4Yu4EXniglC0nmyhMNXPf1N5hYWtmZXO2qYfVs7Mpll0EhIiJoDXYY8eO8dRTT/Hkk09y7Ngx\n", "6ut7B5uXlJTEJNxYEk6dqdvlpe80u+Z+41sTjTr6Lo2Sldjbu509wcp3lxbzqXm5pJr16LXw+Nwc\n", "XniglNsmpgy4VfZI18E6nR66nSO3boGa63RqzgaSL56CNrB91wpYsWIF77zzDu3t7VEPJXoVppqZ\n", "ldO742qKWc+CghT/95p7XJh0Gr6ztIj5+Uk8fWse8/KTAn6+w+Hh9x/W8cUNZ/jnfTU09dx4cysa\n", "jl7p4q82n+Wbr5/nXPPIz1wTYrQIuhbBli1bWLx4MampqUDvsoVr167FZDLx2GOPxSxkKNS6FkGk\n", "WnpcNNvcJF29iQVwucPBD3dWUt3uZHZOIs/dXUiW1XTDz35wuZPvbL/gP37uY4UBJYZoaOx28YX1\n", "p7C5fQCUZiTw04dKSTTKiEAxOkWyFkHQHuyDDz7IqVOn/Md6vZ41a9ZQV1cX1sXE8GUkGpmWlehv\n", "XAHONduobncCcLyhx7/1dn++fn87vZGt6xMSn6Lg7rO+odPjw+eL+mWFUKWgDaxer+f2228PeCwx\n", "MZFnn302qqHGopGsMyUaA1f9txgH3gWgNMPC8qnp6DQwvyCJ2ROsA543UL4uh4cLLTbqu5zDymbW\n", "a/ne0iI+tyCX4jQzzy6aRJI58t6rmut0as4Gki+ewvrNr6+vZ8KECSOdRVxV0+6gut1BmlnPlEwL\n", "Rn3g38HpWYl8aWE+71xs5+6SNKZlDbyza7rFwBcXFvDULRNINOqwDjGD65p2u5tfv3+FXedbSTbp\n", "ePGBUv902WC6nB5+90Edb5xpwaDV8P1lxczJHbxRF2KsC2k92BMnTjBz5kz/8YYNG/xbuajFWKnB\n", "Xul08K3Xz/t3Wv37+ydz28SUAc/1+pQBRwREqqK+m7/eds5/vGJGJl+9Y+htYs432/jypjP+47l5\n", "Vl5cXhqVjELEStRqsNecO3cu4FivlxsW0dLU7fY3rgCHajoHPTdaDZdZr6XvU2eHsAIX9K4Ta+mz\n", "VmxxWoI0rmJcC2stAp/ctRi2UOtM6RYDSabrNdVYfcTum68oPYHvLytmZk4iq2dm8rHJqSE9R36K\n", "mReWl/Kxyak8MTeH1bOyopJPbdScDSRfPAXtim7btg273c7p06dxu6/3qnJybtzjXoyMialmfvpg\n", "Kedb7GRYDNyUnRjzDHqthtsLU7m1IBn9MJconJGTyIyc4iglE2J0CakGu3XrVlasWBGLPGEbKzVY\n", "IYS6RL0G+8ADD4T15EIIMZ6F1MDKTa3Iqb3OJPnCp+ZsIPniKWgD6/F42L17NwcOHEBRFHbs2MGm\n", "TZuw2WR+uRBCDCVoDfbVV19l6dKltLW1sX79ej796U+TkZHB5s2b+eQnPxnLnEOSGqwQIhoiqcEG\n", "/exvMpnIzMwkMzOT/Px88vPzATCbR3ZnVCGEGIuClgjsdjuKomCz2Th//jxOZ++89Gv/K0IXyzpT\n", "a4+bY1e6ON9sw+sLbYEXtdfB1JxPzdlA8sVT0B7s0qVLefXVV9HpdDz77LOsX78egDvuuCMm4cTw\n", "tdncvFx+ifdrOtFq4Ef3DT7VVggRXSGNgx0NpAbb60xTD1/dfNZ/XDYxmb+7X3agECJcUR8HO161\n", "9LioaXfQNYJbn0RbolEXsJzh9OyhV8ESQkRHSA2s0+lkw4YN/v/GQw32UruDb7x+jqdfO8W/HbhM\n", "my2y7VZCrTM53F6cHm/Y1ylIMfPjB0r5xKws/vKOAu6/uunhSOWLFzXnU3M2kHzxFNIMgq1bt7J8\n", "+XKsVivd3d1s2bKFRx99NNrZ4upAdTu1nb2bDO4+38a9pemkWQxD/FRkTjV08y8HLmPWa/nK7ROZ\n", "nBHe7q/TsiyDrhErhIidkHqwBoMBq7V3VSer1RqwGeJYZe23S4BJH1k1Zai935t6XDy/8yLnmu0c\n", "r+/h5+9W0+OKrDTRf8uYSPLFm5rzqTkbSL54CqkH6/UGfmQdD8sV3joxmYemZ1BR38OqWVkh9Sa7\n", "nR60Gs2gW7gE4/Up2FzXX+dOp5cIKgWcaezh90fqSTbreWJuDhNTZeyyELEWUrfMarVy9mzvnemz\n", "Z8/6e7Ox4PP5bmjgYyHbauIrd0zk5ZVTeHBaBgmG4I3m8fpuvrb1HN9+8xznB9iqeqg6U2aikb9e\n", "PAmtBow6DX9150RSEsJbA6Kx28V33rrAwcud7Drfyn++X4vLG/yPotrrYGrOp+ZsIPniKaR/wffd\n", "dx/79+/n2LFjFBQUcN9994V9wfr6enbv3o1Op2PJkiXk5uYOeu727duprKxk1apV5OXlhX3NcOm1\n", "GqwhbDfd1O3i+R2V9Fztgf783UvD3qpar9WwuDiVaVkWdBoNE5JC20VgIC6vjy7n9T9KdV0u3F4f\n", "xmGu7SqEiEzMx8Fu2bKFlStXArBp0yZWrVoV9PyTJ0+Smpo6ZAMbz3Gw9V1Onl53yr9ddX6yiX/6\n", "+FSSQ9xkcKQ5PV42nWjmN4euoNdqeH5ZMQsnyWQDIcIRtbUIBlJdXc3EiRPRasPrDVks1+9uG43h\n", "99LUJCvRyDc/Vsg/vl2NQafh2UUT49a4Apj0OlbOyGRBQRJ6rYaCFKm/ChEPIbWSP/vZz6iuruaN\n", "N96gtraWLVu2hH3Bvh3msTIaQafVcFdRKr955CZ+vWY6c/OSbjgn1nWmBIOOkgwLhSFuPKj2Opia\n", "86k5G0i+eAqpgZ02bRqFhYVA5OsQ9L1hpdGM7I6jfd+o8vLymB4f2L+PCx8dIifJNOD3jx8/Htd8\n", "Qx1LPjmW48GPwxVSDfZarfStt97i/vvvD6l2OpiNGzeyevVqFEVh27Zt/r2+Kioq0Gq1zJgxI+D8\n", "0VCDFUKMXVGvwXZ3d7Njxw5KSiJfNKSsrIy1a9eiKArLli3zP37gwAE0Gk1AA7tr1y4qKysxm80U\n", "FRWxePHiiK8vhBCxElIP1maz0dDQQHFxMceOHePChQusWbMmFvlCpvYebHl5uapnrEi+8Kk5G0i+\n", "SEW9B2uxWCgu7t3r/uabb+amm24K62JCCDGehDUOtu9YVrVQew9WCDE6xXw92PGwFoEQQkQqaAP7\n", "wx/+kCtXrvDSSy+xbt06/3/Hjx+PVb4xYySGfEST5AufmrOB5IunoDXY73//+wCUlJQEDMvatGlT\n", "dFMJIcQYEFINtr6+ngkTJviP3377bT72sY9FM9ewSQ1WCBENUa/B9m1cAdU1rkIIoUayfl2MqL3O\n", "JPnCp+ZsIPniSRpYIYSIkpivBxstUoMVQkRDzMfBCiGEGJo0sDGi9jqT5AufmrOB5IsnaWCFECJK\n", "xmUNtqbDwdHaLhIMWm7OTSLLOja2rhFCjLyY7sk12rXa3PxoZyXV7U4APj4jk79YWIA+hG1VhBBi\n", "OMZdiaDH5fU3rgAfXunG4fYG+YmRofY6k+QLn5qzgeSLp3HXwKYm6Lmr+PoW1g9Nz8Bi1MUxkRBi\n", "rBqXNdiWHheVrXaMOi2T0xNo6nHhUaAg2SSNrRAigNRghykj0UhGohFFUXj3Yjsv7KnCp8Bn5+ey\n", "ZnYWJv3YbWQVReF4fQ/bzzRTnJ7A3SVpZCbKTT4homHclQj66nZ6+e0Hdfiu9uF/d7iOFpsnKtdS\n", "S52pus3Bd7afZ9f5Nv7z4BXevtAGqCffYNScT83ZQPLF07huYI16DQXJ13tvaQl6jDp1jiZot7vp\n", "sEfe+Pe4vLi816tCF9vsET+nEGJg47IG29fldgfrK5rodnn45JwcSjMtUUgXmWNXunjpnUtotRq+\n", "/bFCbspODPu5Wm1uXn73Eu/XdGLSaXjhgVJmT7COYFohxhapwUagINXMs4smxjvGoJp7XPxo90W6\n", "nL1Dyf7x7Wp+sWIqKQnhvXXpFgNfu2sSdV1OEo06ClPNIxlXCNHHuC4RRFOrzU2rzeU/DrfOpCjg\n", "9V3/kOHxKShE9qEj3WJgZo6VorQENBpNRPliRc351JwNJF88SQMbBRX13fzlpjN8eeMZjl7piui5\n", "MhMNfGdpERaDliSTjm8snkRqgmGEkgohomnc12BHWrvdzV9tPkt9d2/vNdmk4z/WTI9oKJSiKDT3\n", "uNFokCFVQsSY1GBVRhnk63BpNBpZkEaIUUhKBCMsNcHAtz5WSIbFQGqCnu8tLSIz0aj6OpPkC5+a\n", "s4HkiyfpwUbB7AlW/nXVNBRFIUM+0gsxbkkNVgghgpA9uYQQQoWkgY0RtdeZJF/41JwNJF88xbwG\n", "W19fz+7du9HpdCxZsoTc3NwROVcIIdQm5jXYLVu2sHLlSgA2bdrEqlWrRuRcqcEKIaJhVNVgLZbr\n", "i6kYjcHvsA/nXCGEUJuYN7B9O8wGQ/Apn8M5V+3UXmeSfOFTczaQfPEU8wbW672+weC1hUZG4lwI\n", "fKPKy8tVdXz8+HFV5ZF8cizHoR+HK+Y12I0bN7J69WoURWHbtm2sWLECgIqKCrRaLTNmzBjy3IFI\n", "DVYIEQ2jai2CsrIy1q5di6IoLFu2zP/4gQMH0Gg0AQ3sYOcKIcRoIDO5YqS8vJxFixbFO8agJF/4\n", "1JwNJF+kRtUoAiGEGC+kByuEEEFID1YIIVRIGtgYGYkhH9Ek+cKn5mwg+eJJGlghhIgSqcEKIUQQ\n", "UoMVQggVkgY2RtReZ5J84VNzNpB88SQNrBBCRInUYIUQIgipwQohhApJAxsjaq8zSb7wqTkbSL54\n", "kgZWCCGiRGqwQggRhNRghRBChaSBjRG115kkX/jUnA0kXzxJAyuEEFEiNVghhAhCarBCCKFC0sDG\n", "iNrrTJIvfGrOBpIvnqSBFUKIKJEarBBCBCE1WCGEUCFpYGNE7XUmyRc+NWcDyRdP0sAKIUSUSA1W\n", "CCGCkBqsEEKokDSwMaL2OpPkC5+as4HkiydpYIUQIkqkBiuEEEFIDVYIIVRoVDSwPp8Pr9cb7xgR\n", "UXudSfKFT83ZQPLFkz7WF6yvr2f37t3odDqWLFlCbm5u0PO3b99OZWUlq1atIi8vL0YphRAicjGv\n", "wW7ZsoWVK1cCsGnTJlatWjXkz5w8eZLU1NSgDazUYIUQ0TCqarAWi8X/tdFojPXlhRAiZmLewPbt\n", "MBsMhlhfPm7UXmeSfOFTczaQfPEUtRpsc3Mzr776asBjDz/8cMDNKo1GM2LXS01N5ciRIyP2fCPN\n", "YrFIvgioOZ+as4Hki1RqamrYPxu1BjYzM5Mvf/nLNzx++PBhoLcna7fbA75XUVGBVqtlxowZw77e\n", "/PnzwwsqhBBREvNRBGVlZaxduxZFUVi2bFnA9w4cOIBGowloYHft2kVlZSVms5mioiIWL14c68hC\n", "CBGWMTOTSwgh1GZUTDQQQojRSBpYIYSIEmlg42QsTP8VQgQX85tc4RrOFNvhTseNdb54TP8dTr4T\n", "J05w5swZfD4fCxcupKCgQFX59u/fT0NDAwCTJk2KyQiS4f5O2e12fvGLX/Dnf/7nUX+Ph5Nt69at\n", "/j/sJSUlzJ49O6rZhpsPoLKyksOHD2MymVi+fHnUJyQNJ99Pf/pTpkyZAvQORf385z8f/MmVUWLz\n", "5s3+rzdu3Dhi546U4V7zxIkTSm1tbTQjBRhOvr179/q/fv3116OWqa9w37O33norGnFuMNx8b775\n", "pnL48OGYvMfDybZjx45ox7nBcPK1tbUp5eXl0Y4UYDj57Ha7/+s333xzyOceNSWC4Uyxjcd0XLVP\n", "AR5OvngMhRvu61dVVcVLL71EaWlpNGP5DSdfW1sbFosFs9kc7VjA8LJ5vV42bNjA+vXrYza4fzj5\n", "jh49SmJiIhs2bODs2bPRjgYML9+197SxsZHs7Owhn3vUNLDKMKbYDufckRKPaw5HOPl27tzJbbfd\n", "Fq1IAYabr6ioiK985SscOnQomrH8hpOvvLycRYsWRTuS33CyLV++nDVr1vCJT3zCX2aJtuHka2xs\n", "pL29nTVr1nDu3Dl8Pl+044X1b+PkyZMhTYgaNTXY4UyxjdZ0XLVdcziGm2/v3r1MmTKFzMzMaMby\n", "CygHKMYAAAbtSURBVOf1M5vNJCUlRStSgOHka2hoYMuWLTQ2NlJUVBT1Gmy4v3ux6ggMN9+1T1D5\n", "+fm0trZG/XcwnNfP4XCE9All1PRgr02rVfpNsa2oqODkyZMhnauWfPEwnHzvvvsuOTk5FBUVqTJf\n", "a2ur/2slRvNkhpPv85//PKtWrWLRokXMmjVLVdmqq6v9XzscjqhnG26+qVOnUllZCfSWWlJSUlSV\n", "D3pHAGm1oTWdo6YHO9gU24Gm1wabjquGfPGY/htqvsbGRvbt28f06dM5ffo0XV1dfPrTn1ZNPoB9\n", "+/bhdDoBWLBgQdSzDTcf9P4RKC8vj0kPdjjZqqurOXjwIABz586Naq5w8s2dO5fXXnuN48ePk5WV\n", "FZNe9nDf20uXLoVc+5epskIIESWjpkQghBCjjTSwQggRJdLACiFElEgDK4QQUSINrBBCRIk0sEII\n", "ESXSwIq48Hq9MZkGKUQ8SQM7jvzwhz8csedqbGzklVdeYfPmzbz66qt4PJ6A72/btm3An7ty5Qqv\n", "vfYaL7/8Mi0tLWFf//Dhw/zqV78K++fHqsFe9/7eeust1q9fH+U0QhrYceSZZ54Zsefas2cPn/zk\n", "J/n4xz/O0qVL2bt3b8D3B5uinJeXxyOPPBLxDKz58+eTlZUV0XOMRaFODb///vtVuWbGWDNqpsqK\n", "8NXX1/Pee+9x4cIFvv71r/sft9lsbNiwAavVik6n48yZM3zjG9/wf3/Hjh10d3ej0+lwu92sWLEC\n", "k8kEgE6nw263Y7FY/MvzAXg8Ht58801Onz7Npk2bAJgyZQozZ86M+P/Hrl27aG1tRa/Xo9PpAkoM\n", "Z86c4ejRoyQkJOBwOFiwYAGTJ0+mrq6O3/3ud0yZMoU1a9bQ0NDAK6+8QlZWFo8//jh6/eD/BLZv\n", "386ZM2dIS0sjOTkZm83GnDlz/OsLDHZN6F1OcceOHcyZM4eqqiqMRiPZ2dn+Vbb27dtHU1MTOp3O\n", "P+33kUceGfI1qKqqYt++fVitVrRaLc3NzXz2s58F4J133gl43dPS0liyZAnQ+75s3LgRrVaLoigx\n", "WYReMHoW3BaRe/XVVwOOKysrAxasrqqq8n+9b98+5cyZM/7jrq4uZf369f7jlpYW5fnnn1f+53/+\n", "R3nxxRcVn88X9Fr97dmzR2lsbAw5+4kTJ5QDBw74j5uampQf//jHiqIoSk9Pj/L73/8+4Px169Yp\n", "LpdLURRFaWhoUHbt2uX/3tq1a0O+7je/+U3F6/X6j//v//5PsdlsQ17zWuZf/vKXitPpDDjvzJkz\n", "yvvvv+8/9vl8yr59+0LK8/rrryvV1dX+477vmaIM/rpv3bpVaWpq8h+///77yrp160K6pgif9GDH\n", "seLiYrxeL2+99ZZ/ybbCwkIAamtrueOOO/znWq3WgJ/dvn073/nOdzCZTNTW1rJz507uu+++qGU9\n", "d+4c999/v/84MzPTv5VNQ0MDnZ2d/p4b9K4U1dbWRnZ2NtnZ2TQ1NQG9vfnh9N5mz54dsHLS1KlT\n", "uXLlClqtNug1r1m6dOkNizifPXuWe++913+s0WgCXutgHnzwQQ4dOsTJkyfxeDxkZ2f737Nguru7\n", "A5b9mzt3LpcuXQrpmiJ80sCOY8eOHePmm2/2rwy0f/9+qqurKSwspKCggLNnzzJ16lSg9x9of9fK\n", "BRkZGdhstqhmnTJlCkePHmXhwoUANDU1UVNTA0BBQQE5OTmsWrXKf37/EQrz58/ngw8+oKamhhUr\n", "VoR83YqKioDl6c6fP8/DDz+MTqcb8pqKogxY55w8eTLHjx8PqEP3fa2D+fDDD7n11lv9x3/84x9D\n", "WhQ9MTGR5uZmfyN75MiRmC31OJ7JalrjwNtvv017ezvHjx/398iWL1/Otm3bbljXcuXKlf7HrtVg\n", "tVotbreblStX+hvVqqoqDh48iMlkwuFwsGLFioCtN9555x1aW1vRarV4PB7uuOMOJkyY4K8HV1ZW\n", "kpOTQ1JSUsgb2+3cuZO2tjbMZjMOh4PGxkYWLlzIggULqKmp4dChQ/6aand3NytWrAhYkPs3v/kN\n", "EyZM4KGHHgr5tfv1r3+N1WrFbDbjdru5+eabmT59OkDQax48eJCjR48CkJ2dTX5+fkDDuGfPnoDX\n", "Z9q0acyZM2fIPP/xH/9Bbm4uiqLg8/kC6rrQ21AfO3YMk8mEoigUFxczZ84cPB4Pr732GgaDAa1W\n", "i9Vq5dChQzz55JMxXfd3vJEGVogg1q1bx6OPPhrvGGKUkmFaQgxi+/btnD59mjfeeCPeUcQoJT1Y\n", "oQpVVVX+j9T9FRUVRWX1/XhcM5ju7m527949YG3UarXGbHcOMXKkgRVCiCiREoEQQkSJNLBCCBEl\n", "0sAKIUSUSAMrhBBR8v8D0ORbe7K4vhYAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.842805\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl4E/edP/C37tO2fMknvi8cICSQmBACNOEwAROb8GuT\n", "Zdtst027bbb3sdu0TZvu9kyTpsdus9vtbtu0dRoOO2DCHUKQcTCBkNgYG4PxAT7k25Z1S/P7wyAs\n", "sGVppJG/tj+v58nzeMRo9M7I/mr0me8h4jiOAyGEkJASz3QAQgiZi6hxJYQQAVDjSgghAqDGlRBC\n", "BECNKyGECIAaV0IIEYBUqAN3d3fj2LFjkEgkWLNmDZKSknzub7FY8PLLL+Opp55CcnIyAGDfvn1w\n", "uVwAgOzsbCxevFiouIQQElKCNa61tbXYsWMHAKCyshKlpaU+9z9x4gQ2btzo9ZhSqcT69euFikgI\n", "IYIRrHFVq9Wen+Vyuc99BwcHoVaroVQqvR53uVzYs2cPOI5DZmYm7r33XkGyEkJIqAnWuE4c+CWT\n", "yXzuazAYsHnzZjQ2Nno9Xlxc7Pn5wIEDoQ1ICCECEqxxvVkrBQCRSORz356eHuzduxdGoxEZGRme\n", "mutE0zXQhw8fhkQi4ReWEEKmoNPpsGzZsoCfJ1jjarFYAIxfwd78GQDq6+shFotRWFjoeezTn/40\n", "AKChoQE6nc7zeFtbG9LT0wEAVqvV5+tJJBIqGxBCQu7cuXO8nidYV6yioiKUl5ejvLwcRUVFnsdr\n", "ampw6tSpO/YfGBiAwWBAfX2957G2tjbs3LkTO3fuRH5+vlBRw8JgMMx0BJ9YzsdyNoDyBYv1fHwJ\n", "duWanJyMJ5988o7Hn3766Un3j4mJwWc+8xmvx1avXi1INkIIEZporkw5eOzYMSoLEEJC7ty5c3jk\n", "kUcCfh6N0CKEEAFQ4xomrNeVWM7HcjaA8gWL9Xx8UeNKCCECoJorIYT4QDVXQghhCDWuYcJ6XYnl\n", "fCxnAyhfsFjPxxc1roQQIgCquRJCiA9UcyWEEIZQ4xomrNeVWM7HcjaA8gWL9Xx8UeNKCCECoJor\n", "IYT4QDVXQghhCDWuYcJ6XYnlfCxnAyhfsFjPxxc1roQQIgCquRJCiA9UcyWEEIZQ4xomrNeVWM7H\n", "cjaA8gWL9Xx8UeNKCCECoJorIYT4QDVXQghhCDWuYcJ6XYnlfCxnAyhfsFjPx5dUqAN3d3fj2LFj\n", "kEgkWLNmDZKSknzub7FY8PLLL+Opp55CcnIyr2MQQggrBKu57t27F1u3bgUAVFZWorS01Of+Bw8e\n", "hF6vR2JioqdxDeQYVHMlhAiBuZqrWq32/CyXy33uOzg4CLVaDaVSyfsYhBDCEsEa14kXxDKZzOe+\n", "BoMBq1atCuoYrGO9rsRyPpazAZQvWKzn40uwxtXlcnl+FolEPvft6enB3r17YTAYUF9fz+sYgPeb\n", "ZDAYmNquq6tjKs9sy0fbtD2T23wIVnOtqKhAWVkZOI5DVVUVSkpKAAD19fUQi8UoLCy84zkNDQ3Q\n", "6XSemutUx5gM1VwJIULgW3MVrLdAUVERysvLwXEc1q1b53m8pqYGIpHojsZ1YGAABoMBGRkZnsZ1\n", "qmMQQgjraIRWmBgMk9eVWcFyPpazAZQvWKznY663ACGEzGd05UoIIT7QlSshhDCEGtcwCbZbh9BY\n", "zsdyNoDyBYv1fHwJ1luAEDK5AbMD7UNWqGRiZMWoIJPQNc5cRDVXQsJo2OrErwztONk6DBGA7zyS\n", "gYcyo2c6FvGBaq6EzAJ9Y3acbB0GAHAAdtf3wulyz2woIghqXMOE9boSy/lYzgYElk8jl0CnvFWN\n", "u0uvgVTgssBcOn+zCdVcCQmjxAgFfrwpG+9cHUKsWoYH0qJmOhIRCNVcCSHEB6q5EkIIQ6hxDRPW\n", "60os52M5G0D5bjdoceBgYx/+41QH6rpNcE/z5Zj188cX1VwJISFV2zGClwwdAIA3m/rxq635yI5V\n", "zXCq8KMr1zBhedYfgO18LGcDKN/tWgcsnp8dLg6jNqfP/Vk/f3xR40pICPSbHXj9wx58/8gVnOkY\n", "htM9J+4T87IqQwe5ZHzlkPx4NZIjFTOcaGZQ4xomrNeVWM7HcjZgfAL42vZh/E9tJ061jeC7h1tw\n", "dcLV20wL9/krTNDg14/l4YVHc/DdRzKh1/peXJT195cvqrkSEiSpVIrOEZtn280BY3aXj2fMbSKR\n", "CJkx6ul3nOPoyjVMWK8rsZyP5WwAcN999+GhzGho5BIAwD3JEUiNYuerMOvnj/V8fNGVKyEhkBev\n", "xq8fy4PJ5oJeK0eMenYvBU+CR1euYcJ6XYnlfCxnA27lS41SokCvYa5hnS3nb66hxpUQQgRAcwsQ\n", "QogPNLcAIYQwRLDGtbu7G3/5y1/w2muvoaury+e+p06dQkVFBSoqKnD27FnP4/v27UNlZSUqKytR\n", "V1cnVNSwYL2uxHI+lrMBlC9YrOfjS7DeArW1tdixYwcAoLKyEqWlpVPuu3LlSs/Phw8f9vysVCqx\n", "fv16oSISQohgBGtc1epbnYjlct8jNACgtbUVu3fvRllZmecxl8uFPXv2gOM4ZGZmzuqaKut9+VjO\n", "x3I2gPIFi/V8fAnWuE68TyaTTd81JSMjA8888wzeeOMNZGVlAQCKi4s9/37gwIHQhySEEIEI1ri6\n", "XLeG/4lEIr+eo1QqERERMem/+dNAGwwGz6fgzToOK9u//e1vsXjxYmbyzKZ8E2tyLOShfPMrH1+C\n", "dcWqqKhAWVkZOI5DVVUVSkpKAAD19fUQi8UoLCz07DswMICYmBgAwP79+7F582YAQFtbG9LT0wEA\n", "VVVV2LJly5Svx3pXrIkNP4tYzsdyNoDyBYv1fHy7Ygl25VpUVITy8nJwHId169Z5Hq+pqYFIJPJq\n", "XKurq2GzjU98sXz5cs/jbW1tqK2tBQAsXbpUqKhhwfIvD8B2PpazAZQvWKzn44sGERBCiA80iIBx\n", "rPflYzkfy9kAyhcs1vPxRY0rIYQIgMoChAikrtuENxv7kK5T4pGcGMRPMyM/YRNzN7QImc/aBi14\n", "9sBl2Fzj1y4cgCeXJs5sKBJWVBYIE9brSiznYzkbMHm+Mbvb07ACmNE1tWbj+ZsLqHElRABJkXI8\n", "mB4FAJBJRNiyMG6GE5Fwo5orIQIZNDvQNWqDWi5Buk7p90hFwhaquRLCmGi1DNHTLPlisjnRY7JD\n", "KRUjJUoZpmQkHKgsECas15VYzsdyNoB/vlGrE//3Xhc+V9GEZyqbcLHHFOJk4+bq+WMdNa6EzJDO\n", "URv2XewDAJgdbuyq653hRCSUqHENE9bHT7Ocj+VsAP98CqkYMvGtOmxSpDD9YOfq+WMdr8bVZBLm\n", "6wsh80maTokfbMjCkiQNShbGYXMB9SiYS3w2rg0NDZP+99e//jVc+eYM1utKLOdjORvAP59YJMKy\n", "1Ej8dFMuvvDgAiRFKkKcbNxcPX+s89m4njp1CmKxGFevXsXp06dht9vx7rvveuZeJYQETyKmLlpz\n", "kc9+riaTCVqtFq+99hqeeOIJz+N/+9vf8LGPfSwsAf1F/VwJIUIQZMpBrVYL4M4FBv1ZcJAQQuYz\n", "v25omc1muN1uAONrY42Ojgoaai5iva7Ecj6WswGUL1is5+PLrxFamzZtwp///GfI5XLYbDbPGleE\n", "EEImR3MLEEKID2Fd5qW7u5vP0wghZN7wq3G9cOGC1/apU6cECTOXsV5XYjkfy9kAyhcs1vPx5Vfj\n", "2tzc7LUtldJkWoQQ4guvssDNngPEf6yPn2Y5H8vZAMoXLNbz8eXzErSqqgoWiwWNjY1wOByexxMS\n", "EqY9cHd3N44dOwaJRII1a9YgKSlpyn1PnTqFnp4eAEBaWhqWLVsW8DEIIYQlPhvXLVu2AAD27duH\n", "kpKSgA5cW1uLHTt2AAAqKytRWlo65b4rV670/Hz48GFex2CdwWBg+hOa5XwsZwMoX7BYz8eXX2WB\n", "TZs2BXxgtVrt+dmfEV2tra148cUXkZOTw/sYhBDCCr8aVz43sCZ2n5XJfC91AQAZGRl45plncObM\n", "Gd7HYBnrn8ws52M5G0D5gsV6Pr78alzffPNNdHR0oLW1FX/9619x+fLlaZ/jcrk8P/u7MJtSqURE\n", "RATvY0zs0mEwGGibtmmbtkOyzYdfI7QqKyuxdetW7N27F6WlpXj99dfx0Y9+1OdzKioqUFZWBo7j\n", "UFVV5anZ1tfXQywWo7Cw0LPvwMCAZxrD/fv3e4bXTnWMybA+QstgYLuuxHI+lrMBk+czmuxwuTnE\n", "a+WQzvCUgrPx/LFE0NVfxWIxxGIxlMrx1SkViukn9S0qKkJ5eTk4jsO6des8j9fU1EAkEnk1rtXV\n", "1bDZbACA5cuXT3sMQlj2YdconjvcAqvTja+vTseaLB1kElpRab7x68p1165dKC4uxnvvvYe1a9cy\n", "eeee9StXMj+M2V34atUlXB2wAgDEIuB//18hkgVaZYAIT9C5BZKTk1FZWYkVK1agvr4eLS0tAb8Q\n", "ITcZTXZ0jdjgcs+JOYO8SESAWnbrz0ouEYMWGpif/GpcV65cib//+7+HUqlEQUEBPv/5zwuda84J\n", "tjgutHDlq+s24bN7GvGpXRfxztVBvxrY2XTulDIJvvhgGgr1as8ChIkRwV21jlidqO82obnPDIcr\n", "8NGRs+n8zSUB97GSSqVeXbPOnz+PpUuXhjQUmZtMdid+Xd2BMft4L5Cfvd2G/Hg1kiOVM5wstDJj\n", "VPjxphy43By0iuDm4Ri1OfF/Zzux/2I/xCLg2w9n4KHM6BAlJUIKusre2toaghhzH8t3Q4Hw5JOI\n", "RFBKb/3KySRiSPzoYjcbz51KJgm6YQWAfrMD+y/2AwDcHPDa+R5YHa479xuz463LA9jb0IuOIeu0\n", "+VjCej6+aHorEjYqmQRfWrUALxvaMWZ344sPLkACz6/Mg2YHxCIRolRz+1dYLZNAp5JiyOIEAOTE\n", "qe7oeeDmOFRc6MXrHxoBACmRcrywORdxGhrVOJOof0iYsF5XCle+7Fg1fropF78sycPS5Ijpn4A7\n", "s71/fQT//EYTvrzvEpp6x4SIGRAhz51eK8ePirNRsjAWTy1LxJNLE+9YitvmdOPs9Vvr2l0fsXtK\n", "L0LnCwXW8/FFjSsJO7VcggglvytOo8mO549eRe+YA9dHbPj5iXaM2pwhTsiWnFg1vvBgGnbckzTp\n", "zTGVTIItBXGe7fsXRECnmt3DxeeCuf2diiGs15VYzueVjRuvPd7kdHOY6VXgWDh3D2dHY4FOCavT\n", "hawYFaImfHixkM8X1vPxRVeuZFaJ18rw7MMZUMvE0Cml+OrqNETyvAqeS1RyCZYkaXH/giiqtTIi\n", "6MaVumH5h/W6Esv5JmYTiUQoWhCJ3z2+EL8tK8DiRO0MJhvH8rkDKN9M8atxra6uRmNjIwDg8uXL\n", "Xqu/ZmRkCBKMkKmIRCLEa+WI1VBdkbDLr8a1vb0d8fHxAICsrCycPHlS0FBzEet1JZbzCZXN5eZg\n", "m6TPaKBYPncA5ZspfhWrNBoNYmNjAYzPkCWRSAQNRYjQOoetePX9brQPWfHxe5NwX2rkHV2cCAkG\n", "r5qrWEz3wQLFel2J5XxCZNt3sQ/HLg+iuc+C54+0oP22UU2BYPncAZRvpvh15SoSiTwTWg8MDHit\n", "EEAIiy4ax3CoqR8pUQqszYpGvNb7Dnq/+dZqxi4OsPOYEIUQX/yaz9XlcuHIkSMwmUxQKpUoLi7m\n", "ta6WkGg+1/nN7nTDaLJDKhHBzXH4fEUTzI7xBvMz9ydhVWY0RBgf8SQSidDUa8azBy9j1ObC9sV6\n", "/N3ShJDMBUDmHkFXIpBIJCguLg744IT4MmRxoME4BrvTjQK9hvfUfDanG4ea+vGbmmtQycT47iOZ\n", "nn+L18igkknx6V0XIRaJ8L11mViWGon8eDV+WZKHAYsDEhHg74WrxeGCye6CViaBSj477j2M2pzj\n", "meUSRNAHSNj4VTxtbm4WOsecx3pdKdz5XG4Oe+p78f0jV/Gj42342dutGLI4Jt13umw9Jjt+U3MN\n", "AGBxuPHHs1346BI9gPGRS7+rvQ67i4PV6caL77Rj0OLAqNWBmvZhfH3/ZXyl6jJefb8LZrvvclf3\n", "iA3/ceoant51Eb8+dQ19Jrtf+WZSj8mOn7zVgn/4WwNeeqcdxhuZWcLy+QuGX43rBx984LV99epV\n", "QcKQ2cPNcWjpt+DDLhP6xwL/gzU7XKhuHfJs1/eYYbLxq+VLxd5TGUYppNiUH4uXtuRibXYMFBP+\n", "TSkTo6XfjJ11RlRe6PU8vq+hD8PWqecoGDA7cObaCA43D8DscOPo5QE09pp55Q2nJuMYzlwfAweg\n", "um0Yl2ZB5rnCr8bVbvf+47m9sSXTY70vX6D5Puwy4QtvNOHr+5vxwol29I9NftU5FbVMgjVZtyZ9\n", "vjtJO+VX1umyJUcq8IMNWciKUWF5SgQ+U5SCaLUcixK1yI5V4bl1mUjXKZEVo8KXVy3A80db0dRr\n", "QXasynOMrFgVVLKp/xwu9ZkxetuV7c2bFSy/t7d3L2NxnUSWz18w/CrArFy5EocOHcLGjRuFzkNm\n", "iYNN/XDcmEHlXOcoeky2gEZMScQiPHZXPPLj1bC73MiL0wQ1N+vS5Aj8oiQXErEI8ttakLsStPhF\n", "SS4gAq4NWmF1uvF+5yieWpaIRYlaDJodiNXI0DpgxdKUqf8f+scceDAjCmevjaIoLRIFejXvvOFS\n", "oNegtDAeJ1uHsDZLh4J4zUxHmjf8+hx79dVXMTIygp07d2Lnzp2oq6sTOtecw3pdKdB8uXG3Ghal\n", "VAwNj5s7UUopitKi8FBmNBIipp5sxN9sKpnkjob1Jq1CCq1cilSdEo8vGq/Hchywp96Iw80D+O/T\n", "nXjxZPuUdd/8ODXEIsDt5vC5FSn41H3JiL8xQQrL722sWoYiVT/+sywf/7g8GdFq9oYMs3z+guHX\n", "pcKmTZuwfPlyz/abb74pWCAyO6zNioZMIkLbkBWPZEcjPVo1/ZMYoFVI8Yl7E/FIznhJovJCL0Zv\n", "1HplEhHEUyw7E62W4VP3JcNkc0Ejnz09BQDAMjaKaJrfNez86ufKR3d3N44dOwaJRII1a9YgKSlp\n", "yn0vXLiApqYmuN1urFixAqmpqQCAffv2eQYsZGdnY/HixVMeg/q5sql/zI6rg1YopWJkx6qgkrHV\n", "KNV1mfDSyXZIxSJ8fU0a8ulrM7mNoP1c+aitrcWOHTsAAJWVlSgtLZ1y3/7+fmzbtg3A+FXxzcZV\n", "qVRi/fr1QkUkAhuxOvGf717DyavDAIAvrVqAzRNmzGfB4iQtfrk1DyIRqA8oCSm/aq4jIyPYtWsX\n", "/vjHP8LpdKKiomLa56jVt2pycrnvyXtXr1496eMulwt79uzB7t27ce7cOX+iMov1upIQ+QYtDk/D\n", "Cox3d7LwmIVK6HMXqZQG1bDOx/c2lFjPx5dfv1EHDx5EWVkZ9u/f7/ew14nVBpnMv3rPkSNHcP/9\n", "93u2J44KO3DggF/HIOzQyCVIiZTj+sh4V767k7RefU5DYdTmREu/BRAB2TGqO4awOt0c+sbskIhF\n", "nhtQhISDXy2lUqn0aiD9mXJw4uQuIj/Wpj9x4gRyc3MRFzf510Z/GmiDweDpM3fz05CV7fmW772z\n", "78MdmYCvrU7HReMYlCIXUmRWzw2jQI63atWqSf9dqYnAh854vPZBDwDgycWx+PtlqZBJxTAYDFCo\n", "1BiOzMBLJ9uhkonxLw8m4P6shJCfv6nysbJN+ULz9xEov25o7dq1C9u3b/fUTqeroQJARUUFysrK\n", "wHEcqqqqUFJSAgCor6+HWCxGYWGhZ9+TJ08iPj4eBQUFXsdoa2tDeno6AKCqqgpbtmyZ8vXohhZb\n", "qluH8IOjV8EBWJEWiS+vSkNMiLsBGU12fGpnA2yu8V/hCIUE/7WtwLOG1LVhKz6966JnQcPcOBVe\n", "3JwLJWM31Qjb+N7Q8us7ml6vh8FggNPpxLvvvou0tLRpn1NUVITy8nKUl5ejqKjI83hNTQ1OnTrl\n", "2TYajZ5lZCorK/Hqq696/q2trc3TtzY/Pz+Q/y/msF5XCmU+juNQdbHPM4Lp3fYR9PEYInvTVNlU\n", "MjHy4m/V9gvi1V69EcQYHxp7k1IqhliACbHn03srBNbz8eVXWWD16tVoaGjA0NAQEhMT/Vo3Kzk5\n", "GU8++eQdjz/99NNe23q9Hv/6r/865esSdrncHLpHbeAAJEUoPEMtRSIR7k7S4uz1UQCATin1qoVa\n", "HC4095kxZnchM0bFezasCIUUX30oDTVtIxCLgRVpUV6DGZIiFfj++iz85lQHIhQSPPPAgikHGRAS\n", "aoL1cw03KguEl5vjUNM2jH8/Nv7V/9mPZODBDJ2nge03O/D+9REYxxwoWhCJ7NhbV5hHmvvxwol2\n", "AEB+vBrfX5eJWAFvNo1YnZCKRVDPoo7/hB2C9nPt6+vDgQMHoFKpYLfbUVxcjJiYmIBfjMwdg2YH\n", "fmnowI1yJ1462Y6FCRrPHflYtQxFaVFo6jXj+ogNKpkEyZEKuDkOhy8NeI7T1GvGgMUpaOMaqaT+\n", "qyT8/PqOdPDgQezYsQPbt2/Hxz72MRw+fFjoXHMO63WlQPNJxWJEKG5dCUYopJDdVs88fmUQzx68\n", "gn8/1op/P3oVfWN2iEUirEiL8uyToJVN2/jNtXMXbpRvZvj1ka5Wqz2LEkokEiiVSkFDEfZFKCX4\n", "ykNpntrp/QsioZswft3l5vDWlUHP9uUBC4atTsRp5FiXG4OkCDmGrE7claBBgvbOq9bOESuuDdug\n", "U8kgV9DvG5l9/GpcrVbvlTHN5vEJd2tra706/ZOpsT5nZaD56rpMePbgFTjcHO5fEIFHbxvWKhGL\n", "sDpTh4aeMQBAmk6BqBtXqFFKKVZm6KY8dteIDd8+eAXXR+yQiICfPhr+niJX+s3oGrUjQStHdqxq\n", "ygldgLn33oYb6/n48qtxdbvd+P3vf4977rkHH3zwAaKiotDQ0IDz589T4zpP7W/s88znWtsxiu5R\n", "+x39WNflxCA1SoExmwt58WpP/9PpdI/aPKO6XBxQ2zGCJUkRof0f8OFKvxlfrWqGxeGGTCLCi5tz\n", "UaCnCV1IYPyquZrNZjzwwANQKpUoKipCQUEB5kgng7Bhva40Xb7eMTs6R2ywOcdX8pt49398Ptc7\n", "f5UilVLcvyAKH8mJQUqU/1/to1Qyr2VbFmjD232qc8QGy42VYx0uDh3DVp/7z/b3dqaxno8vv65c\n", "/+7v/g5arfaOx9PS0nDt2jXPLFZkbrrUa8Z3Dl/BsMWJz65IwaP5sXgk58Z8roNWbMiLCel8rlkx\n", "Kvzs0Rx82DWKBTol5MPXAdw5ZSXHceAAn1/Z+YjXyMdXhOUAEcb78BISqKD7ufozFDYcqJ+rMNwc\n", "h+cOtaD22ojnsVfK8pEVy3+JkwGzAx1DVpjsLug1cuTGB36s9kEr/vx+F6xONz5xbxJy4kK35IrL\n", "zaGpdwztQ1akRCpQoNdARoMP5i3m5nMlc4MIgEZxq2GRiLyHlE7kdHMYtjigkIrvmJ3Ks4/Ljea+\n", "Mbxwoh0jNhfi1DJ895EMLEy485vRVMx2F35Z3Y667vGbZc19FvzmsbyQ9ZWViEUoTNCiMIBMhNyO\n", "Po7DhPW60lT5RCIRdtyTiHuStUiJVOC5dZmT1k9tThcONfXjs3sa8Z1DLbjSb4bZfufcrWaHG12j\n", "dozcWFqlz+xAU5/v5Z5vz2Z3uWE03VrratDigMM1c/cAZut7ywrW8/FFV65kWmk6FZ5fnwWHm5ty\n", "Uun2QSt+Wd0BAGgwjmFXnRFahQTbF+mRMKFmqZFLEHPbek6BTlQdpZTiM0Up+OFbV+HmgM+tSEUs\n", "gwvvkfmNGtcwYb0v33T5lDIJfN3vv/260c0BH3SakBWtwqaCW42rRCxCcqQczzyQiuY+M5anRiIn\n", "1ndPgtuziUQiPJAehf/aVgCXm0NylAKyEE/CHYjZ/t7ONNbz8UVlARISC3RK/NOKFCgkImREK5Ef\n", "r0bboBXDVidMNqdnvzG7C785dQ2/P9OJBuMY/vBeJwytw7g8TWngdlKxCOnRKmTFqqGU0oQshD1B\n", "N67UDcs/rNeVgs2nkklQUhCHX23Nw+aCWLx6tgt3J2thd3GevrEA4HC50TvmgNXpxrVhG4w3fv7p\n", "220YmdAIhzIbADicbtS0DeOHb11F1cVeDFsc0z/JT6F8by0OFxp6TPigcxTD1snPR6Dm+u8eq/xq\n", "XE+ePDnlvy1fvjxkYQibxuwuGE32SW9QTSSTipEapYRSJsbmhXFQyyTQyCVeE7NEKaX4pxUpuNnh\n", "4KNL9KhpH4bZ4YJLwJtSzf0WfP9IC060DOFX1ddQ120S7LX4cnMc3ro8iC/va8Y33ryMP57twtg0\n", "55ywy6+a61tvvQWj0YiHHnoIer1e6ExzEut1panyGUdteOX0ddR2jOAjWdH4h+XJiNVMffNIJhVj\n", "VUY02gYtEIlEyNApvfqIikQirEzX4ZWyAvSOOfDnc13oHLbhe+uzED3FTSlf587NcRi1uqCQinwu\n", "3zJqc3rVhSf2NghWqN7bMZsLu+qMnu2qi314fFG81wTgfMzW373Zzq/GtaysDAsXLkR1dTXefvtt\n", "LFq0yGsNLDJ3NRjNMLSOL499qHkAKzN0eEAT5fM5GrnEq4+oyeZE6+D44oSZMUqoZBJkxKiwQKdE\n", "SpQcYoiQEBF4H1WH0413Wofwx/e6sECnwOceSEXqFMNs06OVyIlV4XK/BREKCe5OZq8Pq0IqxkK9\n", "GtdHbACAlEi517I1ZHbxqyywZMkSyGQyrF27Fhs3bsQbb7whdK45h7W6Uku/BVUX+1DTNowRm9NH\n", "P1ff29OxOsavxr5a1Ywv77uEw5f64box4ct4zwElEiMVPlcInipb25AVP3u7Dd0mO85cG8W+hr4p\n", "j5EYocDz67Pwckkufrk1z2tuhGCF6r2VS8V4alkSPrciBR+/NxHfX58dkkUdWfvdux3r+fjy68rV\n", "YDAgIyMDp06dglarxRe/+EWhcxEfHC43Go1mtA9ZkRGjREG8xrO8ij+uD1vxLwcue26YfPWhNOik\n", "k/8qFOpzinEqAAAgAElEQVQ1WJcTg9Mdw3g4Oxr5AQ4zHbI6PUtfA0D5Bz1YnRWNaFXwjYbrxtwC\n", "N01XE47XyhE/ydyxLEmIUKBsEZXe5gK/Gtdjx47hIx/5CB5//HFIJPQ1hY9Q1pUae834+v7mG5OW\n", "AL8oycPCAKbEG7I4ve5Ev399BN96eIXXPq0DFozYXEiKkOMLD6biH+1JiFBIoAiw25NSJka6Tomr\n", "g+MzS+XEqr1mvPLHVOcuNUqJf1iWhD+d60K8RoayxTPTKLFeM6R8M8PvmuuSJUuEzkL81DNq91yx\n", "uTmg12QPqHGN18iQrlOgbWi8trcmK9rr3y/2jOGbbzbD5uJQoFfjOw9nQs/zik+nlOHbj2Tg2OVB\n", "yCUirM2KCUkdccDswKjNiQ150VibrYNCKkasmu2rUjK/+F1zJcEJZV1pgU4BuWS8DKCSiZESFdiU\n", "ePoIBZ7fkIXn12fiFyW5WJYa6ZXvZOsQbDe6RTUazegctgWVN02nwieXJ2PHPUkBZwXuPHedIzZ8\n", "59AVPL27ET8+3g6JSDSjDSvrNUPKNzP8unIdGRnB4cOHMTY2hh07dmDfvn0oKyvz+Zzu7m4cO3YM\n", "EokEa9asQVLSnfNx3nThwgU0NTXB7XZjxYoVnoEJgRxjPsmLU+Plkjz0mOxIipDzmv4vOVKJ5MjJ\n", "76xnRCshE4sQo5Zh1OZEhJKtUlCjcQyX+y0AgLpuE5r7LV7zFxDCAr9Xf33ssccQFRUF6RQ3Pm5X\n", "W1uLHTt24IknnsDp06d97tvf349t27Zh+/bt+PDDD3kdg2VGkw2xefegayS4K8CbRCIRcuLUeDBD\n", "F9S8qhNNrHstS4nAN9ak4f4FkfjKQ2lI4tFNKpRur8mpZN6/toHWcEON9Zoh5ZsZfrWUSqUSMtmt\n", "u7v+3NRSq2/90cvlvv84V69eHfQxWNU5YsNzh6+gfciGeLUMP9yUjYwQztovhK5RO350vA0AsO9i\n", "H372aA6WJodvDStgfJHCY5cHMGx1YlN+HLJib52zgngNPn5vIqpbh/FwTjTy/Jhs281xIV+xgBBf\n", "/PrIt9vtXttut3uKPW+ZuMDBxIbZlyNHjngteMjnGKxpGbCg/caNo16zA80BTlASLhPrXgPmW6OX\n", "NHIJnC43TrUN4VKvGe4wrJ3mdLnxp3Nd+NO5brzR0IdnD11G79it38FotQx/f08iflGSi48uSUDk\n", "NFMWftg1imcPXMavqzvQGaJvDxOxXjOkfDPDrytXvV4Pg8EAp9OJd999F2lpadM+x+W61efQVwfx\n", "m06cOIHc3FzExd1aojnQYxgMBs9XjJtv2ExvR2Td7ZXx5vLS/j5/6X0rMGpzoedaG0wDRp/7i8Vi\n", "LCi8F90mO8TWUTj7r6GoqMiv16urq/Nsp0UroVNJMWRxYsc9Cfjx220YtbkgE4vw8y25WKjXCHr+\n", "bC4OV27UVAFgwOxER5cRTd2tnv2rq6v9Ol76ouX49sErsLk4nOscn0/gCw8uYOb3g7ZnxzYffq+h\n", "1dDQgJaWFixatAgZGRnT7l9RUYGysjJwHIeqqiqUlJQAAOrr6yEWi72Gz548eRLx8fEoKCjw6xiT\n", "YXUNLYvDhXfbh3GiZRD3L4jCQxk6REyYyMSXfrMD/1N7HccuD6JQr8Y312YgOXLqGzdtgxZ8483L\n", "GLI4oZSK8fPNuX59ZZ5Mx5AVvWN2jNpc+OFbrZ7Hv/hgKrYsjOd1zEAcvzKAnxxvAwfgscI4/MPy\n", "ZF5j7Jv7zHimssmzvSxZix9uyqESAfGb4GtoFRYWehrEtrY2pKen+9y/qKgI5eXl4DgO69at8zxe\n", "U1MDkUjkOZbRaER1dTUKCgrQ2NiI0dFRfPzjH/d5jNlEJZPgI9kx+Eh2TMDPvdxnxrHLgwDGx/h/\n", "2GXy2bheG7ZhyDI+OMDqdOPKgJl347pAp8QCnRKXes2QiUVw3BiyOtXY/VBbla7Db0qVsDndSNcp\n", "eU9ekhQhR9ld8ai40AulVIwn70mkhpWEhc8r1927d3u+jt+ss3Ich+bmZjz77LPhSegnVq9cb5pY\n", "svDX2Wsj+NbBK57tf12bjodzpm6kG41j+PK+S7jRDuKnm3JwT4p/N6KmyufmODT1mnGl34zUKCUK\n", "9NNPTt0xZMWQxQm9VhaSLlJ8zt1EJpsT3aN2KKVipOpC/+EQbD6hUb7gCHLlqtVqsXHjRlRXV0Mm\n", "k2Hp0qU4d+4cdDod76DEf3lxanzi3kQcaOrHvSkRWJzoeyannDg1fvZoDuq7x5Abp0aBPvhuWmKR\n", "CAv1Gr9HgF3uM+Obb16Gye5Cuk6BH2zIRpKPq+1w0CqkyAlwnS5CguVXzXXXrl3Yvn27Z/tmLZQl\n", "rF+58uVwuTFmd0Elk0Axw/05J+NwueHiODT3jq/22j5sw+9qOz3//m8bslCU5nuKQkJYJmjN9fY7\n", "9f50xSKhIZOIoVOx16j2muzYd7EPH3absCk/Fm9c6EXLgAWfLUrx7CMCvFYhmIxx1IaOYRsiFBJk\n", "xaohDWB2L0JY5tdfrdvtRl/f+FyZfX19cDhCN4v7fMF6X75A8525NoLXPuhBQ88YXnqnHWuzo+Hm\n", "gPc7R/GlBxegOC8W/74xCzmxUw+Y6DPZ8cPjrfjWwSv44t5LeP/6SEiyhRvlCw7r+fjye1asgwcP\n", "wmQyQaPReJUIyNzWP2bHtWEbNHIJMmNUnnlj+8dufcByAOw3FiFs6jXjcytSsXlh3GSH82Ics+Oi\n", "cXxQhZsDjjYP4L4FVEIgc4Pf/Vyncu3aNSZWgJ2rNdeZNGB24OfvtOG9a6OQiIB/25iN5amRAMZH\n", "nn3rwGUMWpx4IC0Sjy/Wo3PEjoJ4NTJi/Bve2zFkxRf3XkKCVo7sWBWWp0bw6rJGiJAE7+c6lffe\n", "e4+JxpWEntFkx3vXRgEALg6outjraVyzYlT41dY8mOwuxKnliFJJsSTAScsW6JT42aPZeOvyIKrb\n", "hqGVi3F3UkRIljYhZKaxd6dkjgr12vbvXx/FW5cH0Dpgmf4Jfpgsn0YugXrCDFSrMnToGrF5VjFI\n", "iFAgO1aNKBX/z+hBsxO763vRPWpHxYU+XDSO+ZWNJZQvOKzn44s6/81CZ6+N4gfHrgIAdCopXtqS\n", "G/TIqclmOlugU+Knj+bg7ZZBLEnU4viVQfzsRDuWJGnxtYfSEK2SwjjmgEws4t2X9ebIr5vsLuqJ\n", "QuYGalzDJJQjUM5NuKs+ZHGif8zBq3HtH7Pj8KUBXDCOoWRhIZxu7o6uUPnxGuTHa/Bu+zDebhkC\n", "AHzYZUJdtwnDVid+V9sJtUyMH27Mxl3TDHKYTG6cGkULInG6YwRLkrSTDlZgefQOQPmCxXo+vqhx\n", "nYWWp0aiqrEfABCrliFOw69GebpjBP93tgsA8N61EfzqsXzkTbG6q+y2RlckAn5/ZnywgNnhxv++\n", "14mfbsqBVBJYpUmvleOba9IxYnMhQiGZtl8sIbMF1VzDJJR1pXtTIvDzzTn49sMZ+MmmHKTwLAl0\n", "j96a29TN+V6aOidOhR33JCJeI8OjBbHIjlF5XeVGq2QQ8xwAEKGUIiVKMWXDynpNjvIFh/V8fAV9\n", "mUA9BcJPKZNgSVLwKwM8lKlD1cV+mOwu3JOkQeoUiwf2jdlhNNmxPicaWxfGQS2XQC4R4d82ZOF3\n", "tZ3Qa2R4alkSzTZFyAS8+rl2d3cjMTFRiDy8UT9Xfq4PW2GyuxCvkU/aBcposuPHx6/iQo8ZGrkE\n", "P92Ujbz4W3VRq8MFqVgUcDmAkNmCbz9Xv/4iLly44LV96tSpgF+IsCklSon8eM2UfUuvDVlxoWd8\n", "FNWY3YV3272HqCplEmpYCZmEX38Vzc3NXtv+rgBLbmG9rjRVPq1Cgoml1OTI8C8UOVvPHSso38zg\n", "1UrSrFjzg8PlRqRSihc352B/Yz/y4tVYlhI507EImRV81lyrqqpgsVjQ2Njotb5VQkLClMthzxSq\n", "uYaWzenGscsD+M+aa4hVy/C9dZnIig1+8m1CZhtB5hbYsmULAGDfvn0+Fwckc0/niA0vGzoAAF2j\n", "dvzpXBeeW5dFPQII8ZNfNddNmzYJnWPOY72udDPfoNmB7hEbxIBXrVUmFmMmmtXrw1bUNF1D/5jd\n", "r/0dMzB8dra8t6xiPR9fftVc6QYWu9oGLbjQM4YopRR3JWihC2ISlasDFvzgaAu6Ru34xL1J+MH6\n", "TLx4sgN6jQw77k28Y0UKoV3pH1+Pa9Tmwl0JY/jWRzKg107eF7ff7MCbjX040zGCzQvjsDpTB5WM\n", "34qxhISCz7/EkZERREZGYmRkBEePHgUAKJVKbNiwgRrcAAkxfrrHZMe3D16B8cbE1Z8tSsHji/W8\n", "jrVq1Sr80tCO6yPjV4h/ONuFX23Nw2/LCiCXiKCdgQX+ajtGMGobHzV2oceM9iHblI1rXdcoXj3X\n", "DQBo7G1HcoQCi5MCn+uAD9bHxlO+meGzLHD8+HEA4ze2tmzZgm3btmHlypWoqKgIeRC32w2Xa+rh\n", "l+ROI1anp2EFgNPtw3AHMfe58rYFEMUiEfrMDtT3jKF9yMor36CF/5JACdpb3b5EALTyqa9ER2ze\n", "vztmB/0ukZnls3G92ZFArVZDLh//RdfpdJDJpp8opLu7G3/5y1/w2muvoaury+e+Bw8exCuvvIKe\n", "nh6vx/ft24fKykpUVlairq5u2tdkmRB1pRiVFPnxt+7gb8iL4X3DyWAwYPPCOCxPiUC8Roavr06D\n", "G258ee8lPHe4Bd/c34yOABrY5l4zvrLvEv65sgnvXRsBnwUv7kmOwD+tSMGKBRH4/vosZPtYj+vu\n", "JC0SI2Se52X5uRpCKLBeM6R8M8Ov73q3X1HabLYp9ryltrYWO3bsAABUVlaitLR0yn2Li4vR0NBw\n", "x+NKpRLr16/3J+K8FKuR49sPZ+DqgAUauQS5U8xo5a/UKCW+uy4TNud4/9ZdHxrhvDHf6oDFia5R\n", "Gxbopp8kxmx34WVDOzqGx39Pnj/Sgv/ZvhAJEYHN+RqtlmHbIj2yXV24Oz3H577p0Sq8uDkPozYX\n", "otVSRKtoNQMys3w2rna7HTt37oRCceuP4sqVK0hISJj2wGr1rT/0m1e9gXK5XNizZw84jkNmZuas\n", "7scqVF0pMUKBxAAbrcnczKeSSTw3gjInXP3JJCLE+NlgucHBOeFK1c2N/8fX3Xff7dd+8Vo54sNT\n", "ZvXCes2Q8s0Mn43rRz/60Tsey8zMRHZ29rQHnvg10J8ywmSKi4s9Px84cIDXMQh/ixI1+FFxNjqG\n", "rCjQa3x+LZ9IK5fiSw8uwA+OXoXF6cY316QjISL8w2YJmUkB3wIWi/2bpGNiKSEUXXj8aaANBoPn\n", "U/BmHYeV7d/+9rdYvHgxM3kCybc8NRIGgwHVl/w/3nBLHb51XwKSk1MRq5HhVHU173wTa3KsnC/K\n", "N3/y8eXXlIMcx+HKlSuw28e76Zw5cwZPPfWUz+dUVFSgrKwMHMehqqrKM8Krvr4eYrEYhYWFXvs3\n", "NDRAp9MhOTnZ81hbWxvS09MB3OqxMBXWh79ObPhZxHI+lrMBlC9YrOcTdGntiooKZGZmQqUa/1ro\n", "z9VrUVERysvLwXEc1q1b53m8pqYGIpHIq3E9evQoWlpaoFQqkZGR4Zm3oK2tDbW1tQCApUuX+v9/\n", "xSCWf3kAtvOxnA2gfMFiPR9ffl25zoa5BVi/chWKm+NgdbihkonDPoJqJjhdblhdbmjlNIiFhIeg\n", "k2WPjo56bRuNxoBfaL4Toi/fgNmOP57twleqLmFXnREmm5P3sVjua3gzW9eIDS+dbMdX9jbjaHM/\n", "7E42pr5k+dwBlG+m+PXxf/XqVbzyyiuIjY0FADQ2NuK73/2uoMHI9C72mFF+fnzgxe9qO6GVS7Aw\n", "QYOM6PB1oA+nEy2DOHp5EADwsxPtWKAbX0WBEBb51bhu2LAB9913n2f77bffFirPnCVEXcns9B7c\n", "0W924EdvteKFzTmIUgbW/Y3lutfNbLcPcbU7g+g8G0IsnzuA8s0Uv8oCExtWAFi7dq0QWUiACvUa\n", "ZN/o6F+YoIHF4Ub3qN2r0XG6OXSOWNEzOv2oOtatz42BXjP+obF1YRzSo/ktKU5IOPBaWa67uzvU\n", "OeY8IepKKVFK/PvGLPzbhiwkRyiws86IT92X5Jl20Onm8E7LIP5x50V8Zk8jPugcnfJYLNe9bmbL\n", "jFHh5a15+N/tC/HJ+5IRqWTjphbL5w6gfDOFV+P67rvvhjoHucHmdONynxnNfWbYnNPP7BSrkWNp\n", "cgS2LYrHf5Tmozg/FrIbq7H2mux44UQb3Bxgcbjxq1MdQd30CpTV6UL3qC2ombFuF6eRI1WnhMbH\n", "DFmEsMDnR39vby+io6MxODjo9fjY2JigoeYif+pKLjeH41cG8dLJdgDAP69MxaYJjeVUFFIxciaZ\n", "tEUiEkEhFcPsGL+rrpFJIBFP3l0r1HWvMbsLFfVG/Pn9bqREKvDcukyk87zRxnpNjvIFh/V8fPn8\n", "q925cycGBwfx6quv4sKFC57/bp8akITGkMWB/6m97tn+n9pODFn4X2nqI+T4wYYsZEQrsVCvxpdW\n", "LQjb7Pztgxb86Vw33BzQMWzD/sb+sLwuIazw2bh+/vOfR3x8PHJycrB27VrPf1lZWeHKN2f4U1dS\n", "SMVIibw1w1VihBxyaXADA5YkReClklz8ZFMOsn2s3hrqupf4titkxTRX376wXpOjfMFhPR9fft0R\n", "mDg7FQDk5PieW5Pwo1VI8bU16dj1YQ/cHLB9iT7gLlWTHncGRjNlRCvxlVUL8Oq5bmREK7ExPybs\n", "GQiZSX4Nf72d3W7nPUerUObr8FeWudwcRqxOKGViWiyQzFqCDn+93cGDB/k8jcwjTpcbErEI0WoZ\n", "NaxkXuLVuLrdbIzpnk1Yryvxzdc7Zsc7LYM40TII46gNLjeH2o5hfPPNy/hNdQe6R4IfvDBXz124\n", "UL6Z4bMY9+KLLyItLe2OxxsbG32uiUXmB4vDhT+814UjzQMAgFUZUXhyaSK+d7gFLg6o7xlDpFKK\n", "TyxLmuGkhISfz8Y1Ozt70ka0srJSsEBzFet9+fjkM9tdeLd92LN9umMEWwvj4ZpQxe8xBX/lOhfP\n", "XThRvpnhsyzwwAMPTPq4TqcTJAwJjRGrAx1DVgyYQzcyajJahQQPZ0d7ttdkRiM1UoFH88dnT9PK\n", "JShZGC9oBkJY5bNxnWqVV5q4JXCB1pV4dOIAAPSN2fGLkx341K6L+NaBy7g2bPXreXzqXgqpBH+3\n", "NBHPb8jC99dn4lP3JSFOK8c/3p+M35bl4zel+SjQBz8lIOs1OcoXHNbz8cXGzBfEw2Rz4p2rQ3in\n", "ZRCrs6KxOlMHrcL/t6ml34LqtvGv6lcHrTjfaUJqlBJWhwtuDlCHeEx+tFqGB9KivB6LVEgRGUBm\n", "QuYi+gsIE3/rSk29Zrxs6AAAnOs0Qa+VY3lqpN+vI5d6fxlRy8RoHbTgN9UdMNnd+PwDKViSFME7\n", "30xgORtA+YLFej6++I9JJIIYtXvPhBXoLFa5cWr804oUpOmUKLsrHoV6NX5T3YEPu8fQMmDBdw+3\n", "oHsOzO1KCOuocQ0Tf+tKObEqpEaNzy+QEimfdLYrXzRyCcruisfLW3PxmaIURChlMNlv9Uu2Od1w\n", "ue+s57Jc92I5G0D5gsV6Pr6oLMCY1CglfrIpB4MWB6JVUui1iumfdBuRSOSZT0Ajl+DzK1LwncMt\n", "sLvc+PKqNOi1bA1dJmQu4jW3gBDcbjc4joNEwu+GC80t4FvPqA1ONwe9Vj7t/LCEkFv4zi0g2JVr\n", "d3c3jh07BolEgjVr1iApaepROgcPHkRLSwtKS0uRnJzM6xjEt4SIwK+ACSH8CXYJU1tbix07duCJ\n", "J57A6dOnfe5bXFw8ad/ZQI7BupmoKzlcblzoNuFEyyBa+s0+92W57sVyNoDyBYv1fHwJduWqVt+6\n", "EcN3esJQHGM+uzpgwY/eakWv2QGtXIKXtuQiI4bfUiuEkMAIduU6sZQrk/Gb8DkUx2BFOPvyuTkO\n", "73eO4m8fGrE6OxrFeTEw2V0wjtmZyBcolrMBlC9YrOfjS7DG1eW61V9TJOK3VEmgx5j49cJgMMzb\n", "7dYBK75z8ApOXh3C7jojopQyJEXIIbGZmMhH27Q927b5EKy3QEVFBcrKysBxHKqqqlBSUgIAqK+v\n", "h1gsRmFhodf+DQ0N0Ol0Xje0pjrGZFjvLWAwGML2CV3XZcLX9jd7tjflx2Lbonifq6+GM1+gWM4G\n", "UL5gsZ6Pud4CRUVFKC8vB8dxWLdunefxmpoaiEQir8b16NGjaGlpgVKpREZGBlavXu3zGMS35Eg5\n", "lqVG4Oy1USilYmzMi+G9rDUhhB9m+rkGS4grV5ebg9PthkI6fd/bpt4xGK4OISVKgfsXRCJGPbM3\n", "4PrNDvSM2qCRS6hhJSQIzF25znYdw1b835lOGE0OfOq+JCxNjpiy7tsxZMW/vHkZZsf4MNPPrUhB\n", "2SJ9OOPeIVYtQ6x6dt8EJGQ2o6E6k3BzHP58rguG1mFc6jPju4dbcN3HWlCjNqenYQWARuPYHfsE\n", "WxwXGsv5WM4GUL5gsZ6PL2pcJ+F2c+ifMIu/3cXB4Zq6epKglWNJ4vik0BIRsCEvVvCMhBC2Uc11\n", "Che6Tfj2oSswO9z45PIklN4V73OJ6F6THdeGbdAqJMiKUUEi5tf9jBDCFqq5hthdiVr8tqwADheH\n", "eK3MZ8MKAPFaOeJptilCyA1UFvAhKVKBtGjltA2rP1ivK7Gcj+VsAOULFuv5+KLGlRBCBEA1V4a0\n", "D1nQ0m9BpFKK/HgNNCFeTJAQEjiquc5y3aM2fPvgFfSYxnspfHNNOtblxsxwKkIIX1QWCJPp6koD\n", "ZoenYQWAU21DQkfywnLdi+VsAOULFuv5+KLGlREx6vGZq256MF03g2kIIcGimitDOoasuOKpuaqp\n", "5koIA6jmOgcs0CmxQKec6RiEkBCgskCYsF5XYjkfy9kAyhcs1vPxRY0rIYQIgGquhBDiA9Vcid/6\n", "xuwYtDgRpZRCT/MhECIIKguECSt1pa4RG753uAXPVDbhm282o2PICoCdfJNhORtA+YLFej6+qHGd\n", "Z64MWNDcbwEAdI7YJ53YmxASPGpcw4SV1S1v7zurVYxvs5JvMixnAyhfsFjPxxfVXOeZvDg1vvrQ\n", "AhxpHsDKdB0K9ZqZjkTInERXrmHCSl1JI5egOD8OP3s0F48v1iNKNb6IISv5JsNyNoDyBYv1fHzR\n", "lSvjhq1OmO0uRCgk0CpC93bRMjSECEuwfq7d3d04duwYJBIJ1qxZg6SkpID33bdvH1wuFwAgOzsb\n", "ixcvnvIYc7Gfa9eIDT9/px113SaszdLhs0UpiNVQ1ylCwom5fq61tbXYsWMHAKCyshKlpaUB76tU\n", "KrF+/XqhIjLvQo8Jdd0mAMDbLUP4SHY0HqDGlZBZQbCaq1qt9vwsl/tuEKba1+VyYc+ePdi9ezfO\n", "nTsX+pBhxKeuJBV7vz0yiXAlcpbrXixnAyhfsFjPx5dgV64Tqw0ymYzXvsXFxZ6fDxw4EMJ0s8Oi\n", "BA02F8SitmMEG/JikRunmulIhBA/CXYpdLNWCgAike+bJ/7sO10DDXh/AhoMBqa2+eRrPF+Lz61I\n", "xX+U5mORqBt1751mKl+4tletWsVUHso3v/LxJdgNrYqKCpSVlYHjOFRVVaGkpAQAUF9fD7FYjMLC\n", "wmn3bWtrQ3p6OgCgqqoKW7ZsmfL15uINLULIzON7Q0uwK9eioiKUl5ejvLwcRUVFnsdrampw6tQp\n", "v/Zta2vDzp07sXPnTuTn5wsVNSyC/RQUGsv5WM4GUL5gsZ6PL8FqrsnJyXjyySfvePzpp5/2e9/V\n", "q1cLks3hcmPE6oRSKoYmhH1HCSHkpnk3n6vF4cKhS/34y/s9yIxW4kurFiAlipZWIYRMjrl+rqxq\n", "HbDgP2uuAwDOd5lw6NIAVqRFAgCyYlRQyoJfFNBosqNlwAK1TIzcWDVU82ShQbvTjdprIzjQ2Iel\n", "yRFYlxuDaNX0NyIJmYvm3dwC7tu2zQ4XfnK8DV/e14zjVwYR7IX8oMWBF99pw3OHW/D1/Zfxdssg\n", "APbrSqHId7nfgn87ehVnro3id7Wd+KDTFIJk8+PcCYnyzYx517hmRKvwD8uSIJOIkBOrQoJWjm6T\n", "HQCwq94Ik901zRF8GzQ78f6ERuVAUz8crtub9LlpzO7CxI+m3jH7jGUhZKbNu7KARi7B44v1WJcb\n", "A5fbjW8fuuL5t4J4DZTS4D5vIhUSJEfK0Tky3rAsT42ATCIOas7KtkELGo1mRKmkKNSrEakM/Vft\n", "UMypmR6twKIEDep7xqBTSrEsNTIEydif75PyBYf1fHzNu8YVABRSsWftqO+ty8KJliFEKCR4ID0q\n", "6CGmcVo5frAhGx92mRCpkGBRojao43WP2vDsgSvoNTsAAF9YmYqSwnifz7k6YEHniA3xGhmyY9Vh\n", "mwFLr1XgOw9notdsR4RCiuRIRVhelxAWzbuywO3So1X4xLIklC3SIzEiNI1Bmk6JLQvjsDorGjHq\n", "4OZLHbY4PQ0rAJzuGPG5/9UBC75W1Yznj17Fl/c141Kv2a/XCVXdK0YjQ368JqQNK+s1OcoXHNbz\n", "8TXvG1fWxahlyIq5NafAw9nRPvfvGrV56sZON4crA/41roSQ0Jp3/Vxno64RG64OWKBRSJAXp4bK\n", "R3exS31mfGXvJTjc42/rC4/m4O7kiHBFJWTOoX6uc1hSpAJJfn7NzolV4cUtubg6YEFKlAL58bRG\n", "FiEzgcoCYRKuupJYJEKBXoNNBXFYkhQBhZ+9H1iue7GcDaB8wWI9H1/UuBJCiACo5koIIT4wN+Ug\n", "IYTMZ9S4hgnrdSWW87GcDaB8wWI9H1/UuBJCiACo5koIIT5QzZUQQhhCjWuYsF5XYjkfy9kAyhcs\n", "1vPxRY0rIYQIgGquhBDiA9VcCSGEIdS4hgnrdSWW87GcDaB8wWI9H1+CzYrV3d2NY8eOQSKRYM2a\n", "NbodOKgAAAnKSURBVEhKSgp430COQQghLBGs5rp3715s3boVAFBZWYnS0tKA9w3kGFRzJYQIgbma\n", "q1qt9vwsl8t57RvIMQghhCWCNa4TL4hlMt+rlU61byDHYB3rdSWW87GcDaB8wWI9H1+C1VxdLpfn\n", "Z5HI9+qjU+0byDF0Oh3OnTsXaMywUavVlI8nlrMBlC9YrOfT6XS8nidY42qxWACMX33e/BkA6uvr\n", "IRaLUVhYOO2+Uz0+mWXLloUsOyGEBEuwxrWoqAjl5eXgOA7r1q3zPF5TUwORSOTVuE6171SPE0II\n", "6+bMCC1CCGEJDSIghBABUONKCCECoMZ1hrjdbq/eEISQuUWwG1qhForhtKzkO3jwIFpaWlBaWork\n", "5GTBswWa78KFC2hqaoLb7caKFSuQmprKTLZTp06hp6cHAJCWlhaWXiKB/j5ZLBa8/PLLeOqpp8Ly\n", "/gaSb9++fZ4P9ezsbCxevJipfADQ0tKCs2fPQqFQoLi4WPABRIHke+GFF5CbmwsA6Ovrw6c//emp\n", "D8zNEm+88Ybn54qKipDtGyqBvuaFCxe469evCxnJSyD5Tpw44fl5//79gmW6ie/7dejQISHi3CHQ\n", "fAcOHODOnj0btvc3kHyHDx8WOs4dAsk3ODjIGQwGoSN5CSSfxWLx/HzgwAGf+86askAohtMKifWh\n", "uoHkW716tdBxvAR67lpbW/Hiiy8iJydHyFgegeQbHByEWq2GUqkUOpZHIPlcLhf27NmD3bt3h63j\n", "fiD5zp8/D41Ggz179uDSpUtCRwMQWL6b76vRaIRer/e576xpXLkQDKcV0ky8ZiD45Dty5Ajuv/9+\n", "oSJ5BJotIyMDzzzzDM6cOSNkLI9A8hkMBqxatUroSF4CyVdcXIxt27bh8ccf95RXhBZIPqPRiKGh\n", "IWzbtg3Nzc1wu91Cx+P1t9HQ0ODVV38ys6bmGorhtEKaidcMRKD5Tpw4gdzcXMTFxQkZCwC/c6dU\n", "KhERESFUJC+B5Ovp6cHevXthNBqRkZERlpor39+9cF0EBJrv5jenlJQUDAwMCP47yOf8Wa3Wab+d\n", "zJorV1/DaRsaGvzal5V8MyGQfCdPnkRCQgIyMjKYyzYwMOD5mQvT+JdA8n36059GaWkpVq1ahUWL\n", "FjGXr62tzfOz1WplLl9eXh5aWloAjJdYoqKimMoHjPf0EYunbzpnzZVrKIbTspLv6NGjaGlpgVKp\n", "REZGRlhqnP7mMxqNqK6uRkFBARobGzE6OoqPf/zjTGQDgOrqathsNgDA8uXLBc3FJx8w/gFgMBjC\n", "duUaSL62tjbU1tYCAJYuXSp4tkDzLV26FLt27UJdXR3i4+PDcnUd6Pvb3t7uV72fhr8SQogAZk1Z\n", "gBBCZhNqXAkhRADUuBJCiACocSWEEAFQ40oIIQKgxpUQQgRAjSuZES6XKyxDGwmZKdS4ziPPP/98\n", "yI5lNBrx2muv4Y033sDrr78Op9Pp9e9VVVWTPq+zsxO7du3CL37xC/T39/N+/bNnz+K//uu/eD9/\n", "rprqvN/u0KFD2L17t8Bp5jdqXOeRp59+OmTHOn78OD72sY/hsccew8MPP4wTJ054/ftUw46Tk5Ox\n", "ffv2oEdXLVu2DPHx8UEdYy7yd7j3xo0bmZwDYy6ZNcNfCX/d3d149913ceXKFXzta1/zPG42m7Fn\n", "zx5otVpIJBI0NTXh61//uuffDx8+DJPJBIlEAofDgZKSEigUCgCARCKBxWKBWq32TLMHAE6nEwcO\n", "HEBjYyMqKysBALm5ubjrrruC/v84evQoBgYGIJVKIZFIvMoKTU1NOH/+PFQqFaxWK5YvX46srCx0\n", "dXXhD3/4A3Jzc7Ft2zb09PTgtddeQ3x8PJ544glIpVP/CRw8eBBNTU2Ijo5GZGQkzGYzlixZ4pkz\n", "YKrXBManRTx8+DCWLFmC1tZWyOVy6PV6z4xZ1dXV6O3thUQi8Qzn3b59+7TnoLW1FdXV1dBqtRCL\n", "xejr68MnP/lJAMA777zjdd6jo6OxZs0aAOPvS0VFBcRiMTiOC8sE8vPeNPPIkjnk9ddf99puaWnx\n", "mnC6tbXV83N1dTXX1NTk2R4dHeV2797t2e7v7+eee+457k9/+hP34x//mHO73T5f63bHjx/njEaj\n", "39kvXLjA1dTUeLZ7e3u5n/zkJxzHcdzY2Bj36quveu2/c+dOzm63cxzHcT09PdzRo0c9/1ZeXu73\n", "637jG9/gXC6XZ/tvf/sbZzabp33Nm5l//etfczabzWu/pqYm7vTp055tt9vNVVdX+5Vn//79XFtb\n", "m2d74nvGcVOf93379nG9vb2e7dOnT3M7d+706zUJP3TlOo9lZmbC5XLh0KFDnmnX0tPTAQDXr1/H\n", "ypUrPftqtVqv5x48eBDPPvssFAoFrl+/jiNHjmDDhg2CZW1ubsbGjRs923FxcZ7lZ3p6ejAyMuK5\n", "YgPGZ3waHByEXq+HXq9Hb28vgPGr+ECu2hYvXuw1A1JeXh46OzshFot9vuZNDz/88B0TMF+6dAnr\n", "16/3bItEIq9z7cujjz6KM2fOoKGhAU6nE3q93vOe+WIymbym7lu6dCna29v9ek3CDzWu89gHH3yA\n", "u+++2zPDz6lTp9DW1ob09HSkpqbi0qVLyMvLAzD+x3m7myWC2NhYmM1mQbPm5ubi/PnzWLFiBQCg\n", "t7cXHR0dAIDU1FQkJCSgtLTUs//tPRGWLVuG9957Dx0dHSgpKfH7devr672mmLt8+TK2bNkCiUQy\n", "7WtyHDdpXTMrKwt1dXVedeeJ59qX999/H/fdd59n+69//atfE5prNBr09fV5Gthz586FbcrG+Ypm\n", "xZoH3n77bQwNDaGurs5zJVZcXIyqqqo75qXcunWr57GbNVexWAyHw4GtW7d6GtTW1lbU1tZCoVDA\n", "arWipKTEa7mMd955BwMDAxCLxXA6nVi5ciUSExM99d+WlhYkJCQgIiLC70Xojhw5gsHBQSiVSlit\n", "VhiNRqxYsQLLly9HR0cHzpw546mhmkwmlJSUeE2o/fvf/x6JiYnYvHmz3+fuv//7v6HVaqFUKuFw\n", "OHD33XejoKAAAHy+Zm1tLc6fPw8A0Ov1SElJ8WoUjx8/7nV+8vPzsWTJkmnzvPLKK0hKSvr/7d2x\n", "DYMwEIXhJyRE4yFgAW9Dw4qmRjRMQEXnkiEokZ0iUqRECVWMg/J/C/iqJ/t0OivGqBDCUx9Xuof0\n", "siyqqkoxRjVNI2ut9n1X3/cqy1JFUcgYo3me1XXdaXt7/w3hChxwzqlt29xl4IIYxQI+GMdR3nsN\n", "w5C7FFwQN1f8hHVdH8/oV3VdJ9man+PMI9u2aZqmt71QY8xpv2rgOwhXAEiAtgAAJEC4AkAChCsA\n", "JEC4AkACN++AZqboVFvnAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.781268\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVEAAAFHCAYAAAAY+X/EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VfWd//HX3Zfs+0pIQhIQBFHQIEWwihpFEKzWrY7T\n", "ae107LT9ddpOf2PHdlqnq3XsTDut0/l1G6eFKgIqQtiqaAAFQSgQw5YQtux7cvd7z++PwCUJWe6a\n", "exI+z8ejj0fO5dx73703fnLO53zP96tRFEVBCCFESLSxDiCEEBOZFFEhhAiDFFEhhAiDFFEhhAiD\n", "FFEhhAiDFFEhhAiDPlov3NjYyI4dO9DpdCxZsoScnJxR96+trWX//v2YTCYqKiowGo3RiiaEEBET\n", "tSK6d+9eHnvsMQA2bNjAypUrR9y3s7OThoYGHnzwwWjFEUKIqIja6bzVavX/PNZR5cGDB4mLi2Pd\n", "unUcP348WpGEECLiolZEB94IZTAYRt23ubmZzs5O7r//fk6cOIHP54tWLCGEiKionc57vV7/zxqN\n", "Zsz9Fy9eDEBeXh7t7e2kp6cPu9/WrVvR6XSRCSmEEBclJyczb968oJ8XtSJqt9uB/iPSSz8DHDly\n", "BK1Wy8yZM/2PlZWVUVtbS0lJCR0dHcyaNWvE19XpdNxwww3Rii2EuEodOHAgpOdF7XS+vLyc1atX\n", "s3r1asrLy/2P79mzh927dw/ad+7cuRw8eJD169djMBjGPP1Xs6qqqlhHGJXkC52as4Hki5WoHYnm\n", "5ubyyCOPXPH4k08+Oez+DzzwQLSiCCFE1Ggm2lR4O3bskNN5IUTEHThwgNtvvz3o58kdS0IIEQYp\n", "ohGm9r6P5AudmrOB5IsVKaJCCBEG6YkKIQTSExVCiJiQIhphau/7SL7QqTkbSL5YkSIqhBBhkJ6o\n", "EEIgPVEhhIgJKaIRpva+j+QLnZqzgeSLFSmiQggRBumJCiEE0hMVQoiYkCIaYWrv+0i+0Kk5G0i+\n", "WJEiKoQQYZCeqBBCID1RIYSICSmiEab2vo/kC52as4HkixUpokIIEQbpiQohBNITFUKImJAiGmFq\n", "7/tIvtCpORtIvliRIiqEEGGQnqgQQiA9USGEiAkpohGm9r6P5AudmrOB5IsVKaJCCBEG6YkKIQTS\n", "ExVCiJiQIhphau/7SL7QqTkbSL5YkSIqhBBhkJ6oEEIgPVEhhIgJKaIRpva+j+QLnZqzgeSLFSmi\n", "QggRBumJCiEE0hMVQoiYkCIaYWrv+0i+0Kk5G0i+WNFH64UbGxvZsWMHOp2OJUuWkJOTM+K+b7zx\n", "Bl6vF4Bp06Yxe/bsaMUSQoiIilpP9PXXX2fFihUAbNiwgZUrV46477Zt27jjjjsCel3piQohoiHU\n", "nmjUjkStVqv/Z6PROOq+Xq+XdevWoSgKRUVFUiSFEBNG1IrowANcg8Ew6r4VFRX+nzdv3jzma1dV\n", "VbFo0SL/z4Bqtn/5y18ye/Zs1eSRfJHbHtjTU0MeyRf57VBE7XS+srLSXxy3b9/O0qVLA3reWPuq\n", "/XR+YIFXI8kXOjVnA8kXLtUNcbLb7UD/EemlnwGOHDlCdXX1oH3r6+v9PzscjmhFGhdq/iUByReO\n", "YLPVd9j55Z5z/HrvBc51Rf/3Ws2fHag/X6iidjpfXl7O6tWrURRl0JHlnj170Gg0zJw50/9YfX09\n", "e/fuBWDu3LnRiiTEuOmwu3l2Rx1nOp0AnGyz8czSIqwGXYyTiUiLWhHNzc3lkUceueLxJ5988orH\n", "Fi9eHK0Y407tpyySL3TBZHN6fJzrcvq36zscON2+qBZRNX92oP58oZLB9kJEQbJFz6euz/Zvf+qG\n", "bBLNUTtmETEk984LESU2l5fTHXZ0Wg2FKWZMejmVVzPVjRMV4mpnNeqYmRUf6xgiyuR0PsLUfn+w\n", "5AudmrOB5IsVKaJCCBEG6YkKIQQqHGwvhBBXAymiEab2vo/kC52as4HkixUpokIIEQbpiQohBNIT\n", "FUKImJAiGmFq7/tIvtCpORtIvliRIiqEEGGQnqgQQiA9USGEiAkpohGm9r6P5AudmrOB5IsVKaJC\n", "CBEG6YkKIQTSExVCiJiQIhphau/7SL7QqTkbSL5YkSIqhBBhkJ6oEEIgPVEhhIgJKaIRpva+j+QL\n", "nZqzgeSLFSmiQggRBumJCiEE49wT7e3tDeVpQggx6YxaRKurq4f93x//+MfxyjfhqL3vI/lCp+Zs\n", "IPliZdQiunv3brRaLXV1dbz//vu4XC7ee+89UlNTxyufEEKo2qg90d7eXuLj41mzZg0PP/yw//E/\n", "/elPPPTQQ+MScCjpiQohoiEqPdH4+HgAjEbjoMeHbgshxNUqoAtLNpsNn88HgNfrpaenJ6qhJjK1\n", "930kX+jUnA0kX6zoA9np7rvv5n//938xGo04nU6WLVsW7VxCCDEhyDhRIYRgnMeJNjY2hvI0IYSY\n", "dAIqokePHh20vXv37qiEmQzU3veRfKFTczaQfLESUBE9ceLEoG29PqBWqhCTjtvj43BDL5XHWvmo\n", "uQ+vb0J1w0QUhFQNL12pF1datGhRrCOMSvKFbtGiRRxu6OFrb55EAfRaDS8sL2V6RlysowHq/uxA\n", "/flCNWoR3bhxI3a7nZqaGtxut//xrKysMV+4sbGRHTt2oNPpWLJkCTk5OaPub7fb+elPf8oTTzxB\n", "bm5ugPGFGF8Xul1cOvb0+BRa+txMz4hpJBFjo57O33vvvTz44IPMnTuXBx980P+/xYsXj/nCe/fu\n", "5bHHHuPhhx/m/fffH3P/nTt3ctdddwWeXKXU3veRfKGrqqpiaooZg1YDgNWgJSdBPTeeqPmzA/Xn\n", "C1XA40SDZbVa/T+PdYdTR0cHVqsVs9kc9PsIMZ7KMqy8sLyM5j4XuQlGitOsYz9pHHh9CoacUl7a\n", "30BJuoU5OQnEGXWxjnVVCKiIhnIhaeDwU4PBMOq+VVVVLFu2jJqamqDfR23U3veRfKG7lK0sw0pZ\n", "hjqK5yW1bTa+s7MBz8ULXc/eWUx5QVKMUw2m5u82HAFdnd+0aRNnz57l9OnT/PGPf+TkyZNjPsfr\n", "9fp/1mg0o+7b1NTE66+/TlVVFUeOHBnztQeeFlRVVcm2bF/12+0Oj7+AApzpdET9/bsdbtZ+eI6n\n", "N5/gzyfbsbu9qvk8Qt0ORUB3LG3YsIEVK1bw+uuvs3LlSl5++WU++clPjvqc9evXs2rVKhRFYePG\n", "jSxfvhyAI0eOoNVqmTlz5hXPqa6uJjk5edQLS2q/Y6mqqkrVf3ElX+jUnO18l4N/3HSClj4PRp2G\n", "55aVck1mdEcNvFffxbe21fq3n1tWwnU5CSPur+bPD0K/Yymg83StVotWq/X3LE0m05jPKS8vZ/Xq\n", "1SiKwtKlS/2P79mzB41Gc0URbW9vp6qqisLCQrk6L0SQ8pLMfG1+Ml5LEikWPcWplqi/Z5fDM2i7\n", "z+kdYc/JLaAi6nK56O3t9RfRQG63z83N5ZFHHrni8SeffHLY/VNTU/nc5z4XSBxVU/NfWpB84VBz\n", "NoDrS6eM6/vNyLSSYTXQYnNTnGqhcIzCrfbPL1QBFdHc3Fw2bNjAAw88wJEjR6itrR37SUKISW1q\n", "ioXnl5fS5fCQZjWQHqee4V7jKaALSwsXLuRTn/oUZrOZGTNm8NRTT0U714QVbpM62iRf6NScDWKT\n", "LzvBxPSMuIAKqNo/v1AFPYuTXq8fNJ7z4MGDEQ0khBATSUhT4Q10+vTpCMSYPNTe95F8oVNzNpB8\n", "sRJ2ERVCiKuZFNEIU3vfR/KFTs3ZQPLFihRRIYQIgxTRCFN730fyhU7N2UDyxYoUUSGECEPYRXTu\n", "3LmRyDFpqL3vI/lCp+ZsIPliJaAiumvXLv80dSdPnhy02mdhYWFUggkhxEQQUBE9c+YMGRn9ayAU\n", "Fxfz7rvvRjXURKb2vo/kC52as4Hki5WAimhcXBxpaWn9T9Bq0elkxmwhhIAQe6JarVyPGona+z6S\n", "L3RqzgaSL1YCqoYajYb29nagf97PgbPWCyHE1Sygme29Xi/btm3zzylaUVER0rpLkaD2me2FEBNT\n", "VGe21+l0VFRUBP3iQggx2QV0On/ixIlo55g01N73kXyhU3M2kHyxElARPXTo0KDturq6qIQRQoiJ\n", "JqAi6nK5Bm0PLariMrWPhZN8oVNzNpB8sRLw8iBbtmyJdhYhrmp2l5ePmvuoae7D7pYRMBNFQEX0\n", "pZdeoru7m1deeYVXXnmFw4cPRzvXhKX2vo/kC100s7k9PjbWtPLl14/zpdePs+V4G26vL6jXUPNn\n", "B+rPF6qArs7ffffdzJ8/37+9adOmqAUS4mrU4fDwP/sb/NsvHWhkUWHyVbuC5kQS0DhRNZFxomIy\n", "6nZ4+KfKk5xotQNwbXYc372jmHhTbMZjX42iOk5UCHElp8fHyTYbvU4vhSkWshJCP2pMNOv5xq1T\n", "2VTThlYDd09PlwI6QQTUE+3u7mbt2rX8/ve/x+PxsH79+mjnmrDU3veRfKEbmm3v2S6+8sYJntla\n", "y/feqqO1zzXCMwNTkGzh8wvy+Vx5PlOSzWM/YYx8aqP2fKEKqIhWVlZy3333kZSUFLPbPYVQmy3H\n", "2/0/1zTbaOtzxzCNiJWAiqjZbMZgMPi3ZSq8kal9LJzkC93QbDfkJfh/TrHoSTTH9gBDzZ8dqD9f\n", "qAL61ocOtvf5ght6IcRkdNu0FDLiDLT2uZmbm0BOoinWkUQMBHQkmpmZSVVVFR6Ph/fee4+CgoJo\n", "55qw1N73UVu+DrubI429nGqz4fUpqss30NBsyRYDtxSlsOraTIpSLeOWo9vhobnXhdsz+GBGzZ8d\n", "qD9fqAI6El28eDHV1dV0dnaSnZ0t6yqJiOiye/jF7nPsrOtEp4Fn75omraIxnOlw8IO36jjf7eKJ\n", "eTncMyMNi0E+s1iScaIiZo632Pj71475t+flJfD9imloNJoYplK3/9x9lteqW/3bP1tRxvTMuBgm\n", "mjyiOk60tbWVzZs3Y7FYcLlcVFRUkJqaGvSbCTGQ1ajFatBic/eflpalW6WAjkE75PORjyv2Ah7i\n", "9Nhjj/HAAw/w0EMPsXXr1mjnmrDU3vdRU778JDM/vLuEZTPSePKmXJZdk66qfEONlq3H6cHmiv6k\n", "IcuuSWdWZhwJJh1f/Fg+U1MujydV82cH6s8XqoCORK1Wq39xOp1Oh9kc/EBgIYYzIzOOGQNOR4/H\n", "MEsoFEXhwPkefr77HAkmHV+5pSCqF5kKks08e1cxTo+PJIsBvVYORWMtoCNRh8MxaNtmswGwd+/e\n", "yCea4NQ+Fk7yhW64bA3dTr69rZbz3U5qWmz8cs85XEHOvhSseJOetDjjFQVUzZ8dqD9fqAIqoj6f\n", "j1//+tccOHCA3/72t5jNZqqrqzl48GC08wkRtsYeJydbbXTYI39HkVcBt/fytVmb24fPN6Gu1Yow\n", "BVREbTYbN998M2azmfLycmbMmMEEu6g/btTe97na8tW22fjy68d5asMxfryznpYw7m8fLlt2gpGv\n", "Li5Ap4EEk46/uzkPc4yGHF1t361aBNQTffTRR4mPj7/i8YKCAs6dO0d+fn7EgwkRCe+f7abD7gFg\n", "/7keznQ4yIjgHJ0GnZaPT0thdnY8eq2GjHiZ//NqE1ARHa6AAiQkJLBjx45hi2hjYyM7duxAp9Ox\n", "ZMkScnJyRnz93bt309TUBPQX5nnz5gUSS5XU3ve52vKlWw2Dtq3G0I8SR8pm0GlVccvn1fbdqkXU\n", "ZkzYu3cvjz32GAAbNmxg5cqVI+67cOFC/88yfGri+Ki5jz31nRQkm5mfn0SyRX0zfN2Ql8hf3ZDN\n", "wQu9rJiZzrRxvD1TXB0C6omGwmq1+n82Gsc+xTl9+jTPP/88JSUl0Yo0LtTe94lUvtMddr6x6SRr\n", "DjXz451neK++MyKvG+nPLy3OwKduyOFH95SwuDgFoz70X/mr5buNFrXnC1XUiujAC08Dp9EbSWFh\n", "IV/4whfYt2/fmPsO/DKqqqpUtX348GFV5YlWvm6HF8fACTA08G5tB1uOXuDDY7Uxzzd0W3dxOFCw\n", "z9+9e7eqvj/Zju52KMK+d36kU/XKykoqKioA2L59O0uXLg3o9TZt2sQ999wz4r/LvfPq0Nzr4tnt\n", "dRxrtXFTfgIWg46ddf1Ho0tLUvniwnwsYfQfY8nrU/iouY+9Z7uYlmblhtwEEmI8V6iIPtWtsWS3\n", "9y+4pSiK/2eAI0eOoNVqmTlzpv+x9vZ2/734MnRqYsiMN/LPtxdyodtJvEnHVzee9P/b7vpOPn1j\n", "zoQtorXtdv5x00k8F8d7fuv2IhYVJcc4lVCrsE/nRxreVF5ezurVq1m9ejXl5eX+x/fs2cPu3bsH\n", "7btr1y7Wrl3L2rVrmTVrVriRYircU4Noi2S+rAQT1+clkp9kZsmAIrOkOJn4EAuoGj6/LofHX0AB\n", "znT237EXTrYep4ejjb0cb7FdMQ9opKjhsxuN2vOFKqAj0XfffZdbbrll2H8buB79QLm5uTzyyCNX\n", "PP7kk09e8djy5csDiSFUymLQ8dfzc1gwNQmAGRnWiMxx2dDt5L0zXTg8Pj5WmExBAIu39Tg9eBWF\n", "ZPPYffiR5CaayE8yca7LiUmn4foBy4CEos/l5Q8fNrLuSAsa4Bu3TuW2EpkFbbIIqCf6ne98h2uv\n", "vZZbbrmFzMzM8cg1IumJXh2cHi8/eecMO2v7+6xFKWZ+eE8JKZaRi+PJVhs/eacem8vHlxdN4Ya8\n", "hJCn1mvodtLQ4yTZYqAoxRzWFH3nOh38zdqP/NtTk828sKKUeKP0WdUk1J5oQKfzq1atYsWKFVRX\n", "V/Pyyy9TXV0d9BsJEQy720dNs82/fbrDgcM98mmw3e3lP3adpbbdQWOvi3/ZVktTT+i3eOYkmrgh\n", "L5HiVEvYc5yaDdpBg/6L0yyYdFEbGCPGWUDf5Jw5czAYDNx6663cddddvPbaa9HONWGpve8zUfIl\n", "mPR8YnaG//EVM9NJGuUKuaKAa8BEIB6fEvHZlEL97NLjjPxrxTRWzEzn8RuyeWJeDoYoFNGJ8t1O\n", "NgGdT1RVVVFYWMju3buJj4/nS1/6UrRziaucoigsLkzmmsw4HG4fhamWUW/ZtBr7Jyn+l2112N1e\n", "npiXw/8eaODxeblMCaCXGm3FqRb+fuGUWMcQURBwT/TjH/84H/vYx2K+kJj0RCe/1j4XL/+lmb1n\n", "u6koS2XZNekkmALrH55o7ePdui7eqevgQreL+2dl8Pmb+0eQdNjd+HwKqVaDLEMirhDVcaKrVq1i\n", "zpw5Qb+4EKE40tjHhqMtAPzmgwbKMqzckJcY0HO9PlhzqOny9sVjhGPNfXzvz6exe3x8dXEBN01J\n", "vGK9IiFCEXBPVARG7X0ftefbtWsXziHjKAf2OscyNdnM35bnYtJpmJZq5t5rMuhzeXmh6iyNvS66\n", "HB6e3VFHcwgXndT+2Um+2AjoSLS7u5utW7fS19fHY489xhtvvMGqVauinU1chRRF4drsOMrSLRxv\n", "tfOxqUmUpAU+85LFqGPFNRncUpSCWa8l0aynb5gF5OS+OBEpARXRyspKVq1axZtvvoleL2PbRqP2\n", "ORMnSr5/vWsavS4vSSb9qPetn+9y8JeGXkx6LYUpZowX5/bMjDdyrKWP/9x9lswEI19YmM+P367H\n", "7vbytSVTyUoIfvLkifLZqZXa84UqoIpoNpsHzcQU64tLYuLodXpweHwkmfQYgpiGLtliIHmUgfUA\n", "HTY33/vzaU629c/NcNu0FC50O3lgdial6VaerjxFj7P/KLTH4eXfl5fhQyFtwIUlh9tLl8ODxaAj\n", "USYZESEI6Lfa5RrcP/L5orua4USm9r7PeOY73+Xg2e11fO7VGl492jzsafVQweTrc3v9BRSgpsVG\n", "XpKJF6rO0uP0+AsowMk2O3FGLelxRn8B7XF6+OPBJv765Wq+WXmKc12OK94j1GyxIPliI6AimpmZ\n", "SVVVFR6Ph/fee4+CgoJo5xKTwM7aTj5s6KXX5eU3+xqoa7eP/aRhdDs8tPa58A5ZRTPJrOeWoiT/\n", "9oKCRI632kg06Ui26PnEtf2D9XUaeHBO5hVX4+vaHaw51IRXgWOtNt6ti8zE0uLqEtD5y+LFi6mu\n", "rqazs5Ps7GwKCwujHGviUnvfZzzzKYrC7SUp5CWa6HZ6A7qYMzRfXbudH759mtY+N0/dnM/iomT/\n", "3T4JJj1PLcjnztI0fAocbuwh2azn8wvyyYw38bHCJKxGHTqtht9+0EBGnIGZWZfXCxuybDuGoQ+M\n", "kU1tJF9sBNwEmjlzpn8O0Pr6eqZOnRq1UGJyWDg1if987xw7TnaQl2ji7ulpQT3fpyj8fv8F6tr7\n", "T7N//HY909IsFKZcvlqfFmck7eLqnfPz+2dbulRkL3S7eOlAo3/f9ourfl5SlGrhyZtyeeVwMzMy\n", "rCwsTEKIYI1aRF999VV//+hSH1RRFE6cOMHTTz8d/XQTUFVVlar/4o5nvqY+N39p6APgfLeT6qY+\n", "isZYKG5oPt/Qw9dRDmeH3o9enGohzqijz+Ul1aKnIGnwipxxRh0rZ2Vwe0kqZoMW6xjT98l3Gx61\n", "5wvVqEU0Pj6eu+66i127dmEwGJg7dy4HDhwgOVlm+RZjswy5Gh9vCm5Uh1aj4a/n5XKhy0mrrf90\n", "PivBQF27HQ2Ql2QadSKPknQrP11eSpvNTVa8kbykK++hN+i0pFplRiURuoDunV+7di0PPPCAf3v9\n", "+vUxG2wv987HnqIodDo86LWaUe9pt7m87DjVTmVNG/PyE1k5K4PUIevAOzxeTrXZ6XF4mZpiHnb9\n", "9k6HG7dXIcmk5+3aDp5/5wwaDXx9yVRuLU7xL0I3Gofbi8unkGDUyX3zYlhRvXd+6C+dDHG6evkU\n", "hb1nuvmPXWdJNOv4+pKpTEuzXrFfc6+LHSfa6XZ6+OriAopGmJfzg7M9fHdHHdB/+v3sncVkxA8e\n", "CH9plvqWPhe/2HMOhf6p736x5xxzc+L9PdGRnOmw8/Pd52juc/O58lzKpyQFVHijqbHHyaaaNs52\n", "Orh/diazs+PHfpJQpYDOY3w+H62trQC0trbidrujGmoiU/tYuHDzNXS7+O6OOlptbmrbHfzyvXO4\n", "h5m3882aVn67v4FXj7TwDxtPcL7bOezr/flUu//n2nY7J843j/jeBp2GtAFHsulxhjHn5VQUhZc+\n", "bORgQy8Xup08u71uzPGgI4nkd7vxo1bWHGpiV30X36w8xdnO0DINNNl/99Qq4FmcKisr6e3tJS4u\n", "btCpvbi6KCj4BnSA3J7B25ecar08JtTm9mFzDX/2ckNeAlWnuwBItuixaEc+y0k2G/jmbUX8bv8F\n", "tBp4Yl7umHcZKfS3FS7xKlwx3jQW6jsuF02Hx4d9lFn7hbqFve78uXPnRlzxMxqkJxpbHp/Cu3Ud\n", "/Ns7Z4g36fnW0kLcXoXWPjeFqRaKL159P3C+m2e21OL2KSwpSubmqUnsP9/NPTPSmTVgrGa3w83R\n", "JhttNjezsuJGvXrfcnHAfbrVgFarCXgqu+Mtffzz1lq67B4+f3Me90xPw6SP7a3Lhy708M0tp3B5\n", "Fe4sTeXJ8lySwlhcT4Qv1J5o2EV0w4YNrFy5MpyXCIoU0fF3ttNBl8NDZryRzHgjXp9Cm82NTts/\n", "GP7pyloAEkw6Xri3jIIUMz5Fob7Djt3t40K3k1/tvYBBq6HH6eU/V04Perb56qZevrW1Frvbx1eX\n", "FLC4KAV9EH3N1j4XLq+PNKsRUxD38EeLoiic6XRgd/vISTSNuvSJGB9RXahOBE7tfZ9g851stfGD\n", "P9fxl8Zequo6Od/lQKfVkBlvJM1q5NCFXv++PU4vrbb+eRa0Gg1FqVZmZsXj8Pi4bVoK8/MT+ev5\n", "OYNOrwPJZ3d7+fnuc3Q7vbh9Cj9+uz7oRejS44zkJprDKqCR/G41Gg1TUyzMyIyLWAGdbL97E4X8\n", "+ROjOtrUy+2lafy/vefxKtDU6+Kv5uUQd3G9o+tyE/jTX/ovBiWb9WQOuVLu8vo4dKGXnRfvS89O\n", "MLKgILBZ6i/RwqDip9dqrrhlU4hYkSIaYWq/IyPYfIUpZn71/gUuTS6//mgL98xII87Y37ucnR3P\n", "88tKabe7mZpiJn/IabrT4+PEgJmWGntcjNZAGi6fyaDj7xfm82/vnqHH6eVLH5tCdgjzgYZrsn23\n", "403t+UIlRVSMqijFQm6SyV8IE0w6zAOOCk16LbNzRh7jGGfU8dCcTF6oOgvAylkZY84TOpxpaVZ+\n", "dE8JXq9CUgjPFyJapCcaYWrv+4yVr9PhprHHicPd37dMtBj49PxcPnFtBkuKk/l+xTSyEq68q2gk\n", "Wo2G20pS+PcVZfxkWQmfuj7b3woINl+8UR/TAjrRv9tYU3u+UIV9JDqew5tE5NV32Gm3ucmIN6Io\n", "8L0/13G6w8FD12Xx4OxMoP/KOMDdZWkUhLCGu0mv45rMuIjmFkItQhri1NjYSHZ2djTyjEmGOEXO\n", "qTYbX3vzJH0uL6XpVubnxbP60OU7hv7t3lIcHh9PV57yP/bcPSVcl5sQi7h+zb0u2m1uUiyGkNZK\n", "EmI4UR3idPTo0UHbu3fvDvqNhPqcarP7l+xos7nQDrnkrdVo6BoyB2e3c/D2eDvf5eCfNp/kS68f\n", "5+ubjnMmArdLChGOgIroiRMnBm3Lip8jU3vfZ2C+gfehd9g83JifSPmURFKtev5uQR5FqWZK0i2k\n", "Wvu/79xE47B3FNV32Fl7uIltJ9po7Qt+PfeR8g3nVLuds1399+E39rg50WoL6/2CMZG+WzVSe75Q\n", "hVQNZRanyeGaTCv/srSIo019zMtLINGk59G5WZgNWqYkW9Br+weE/9u9ZXTY3aRZDWQPuajU0ufi\n", "m5WnaO7rn5Tmk3My+exNeVHLnDDkolRikHOUChFpo/ZEN27ciN1up6amhhkzZvgfz8rKYvHixeMS\n", "cCjpiUbH2U4HP367jvxkCw63l0evz6E0/cop7oaqa7fzt+tq/Ntl6Vaev7ckavem21xedtV3srO2\n", "k4VTk7ilKHnUOU2FCFRU5hO99957AXjjjTdYvnx5aMmE6nl9Cqc77Nw1PZ21h1vIjjcE3PtMtRq4\n", "eWoSe+rUL3aDAAAgAElEQVT7Z2JaMTN9xAJa226nvt1OWpyBsgwr5hAKrdWo447SNO4oDW69JiGi\n", "JaCe6N133x3tHJOG2vs+w+Vr7HFhNej4+e5zXOh2cuBCL2+f6gjo9ZLMer64MJ/vV0zjheWlLCka\n", "fumYM50Ovv7mCX7wdj1fe/MkRxr7As6nFmrOBpIvVgI6D5ILSZObVtN/mjxwms2eMY5EXR4fhxt7\n", "OdTQw7XZ8czJjqelz80v3juHze3joTlZlAxoB7T0uuhxXp545HBjL/Pzg7uHfiznu5wcaujBpNMw\n", "JyfhihnyA9Vpd9PS5ybOqCN3mOVKhBho1Oro8XjYuXMnVquVBQsWsG3bNmw2G3feeSdW69j9squR\n", "2u8PHi5fdoKRNpuLVbMy2HC0hRSLnmUz0kd9neOtNv7p0vjRQ838bEUZv9vfwP7zPQAcaezj5/dN\n", "Jy2ufwRARryRRJOO7ouFdKTlMEL9/Lrsbn749mmOtfRfrb+7LI0vLMzHGOSsTW19Ln5adZb3z3aT\n", "YNLxo7tL/H8MJuJ3qyZqzxeqUYvounXruO222+jo6OBHP/oRjz/+OGlpabz22ms89NBD45VRRIBP\n", "UXC4fVgM2ivWOtJoNMzMigcFStOtJJh0/smVR9JuG7xETK/Ly4UBS4C029y4BiwbUpBs5rllpdR3\n", "OEiz9vdEI6nP7fMXUIADF3qwu71BF9GzXU7eP9sN9E/t905dx6AjaiGGGvU3zGQykZ6eTmlpKXl5\n", "eeTl5WE2mzGbx771r7GxkT/84Q+sWbOGhoaGUfc9evQo69atY+3atZw7dy64/wcqo8a+T7vNze/3\n", "N/CVjcdZfeD8sKfqWo2Ga3MSWFqaSnlB0oiLv53vcvBRcx/ZCUaSL86DmWDSkWY18Jkbc/1T1H3m\n", "xlxSrIP/RhelWrh1Wgqzc+JHnNcz1M8v0aTj9pIU//Y9M9KIC+GqvdWgHTTNXuaAloAav9uBJF9s\n", "jPpbZrfbURQFu93OyZMncTqdmEwmnM7hFx0baO/evTz22GPA2LPft7W1cf/99wOwadMmuR8/wj5q\n", "7mP1wSYA6todTM9KZF4I/chTbTb+cdNJepxe5ubE8b2KaXQ7PGTEGShIsZCXZOIXq6bj9UF+kgkd\n", "Gj5q7qPP5WVqsjnkHmUg4k16PntTHh+f1j/jfWm6NaiZ7y8pSrXw7aXFvHa0mVnZ8SwoSIpCWjGZ\n", "jFpEb7vtNl5++WV0Oh1f/vKXefXVVwFYuHDhmC88sGdqNI7+H0+sxpxGQ6z6Pmc67LxyuBmXx8dD\n", "c7MHnY4PXQTN6bm87VMU+pxezAbtmCtnfnCu239x6GBDH10Oz6CLQwadluLUy9/7rtOdfHd7HQow\n", "Jyeepz9eeMW680OF8/mlWQ2kWcMregadlpunJlFekHjFGk5q7+lJvtgYtYhmZmYO6n0++uijAb/w\n", "wDH8BkNg05dt27aNm266KeD3uNr5FAWtRkOf08MLVWc52tQ/bOhYi40XVpSRcnHauGsyrZSkWjjZ\n", "bmduTjzTLvb47G4vO062s+5IC7My4/jUDdkjTnPX5/KSk2DiiXn9y3usPdxM/ChT2imKwtbjbdw3\n", "KwOrQUuaxcB7Z7pINOmZmRU3ZjGNtUAXwRMiamOXvN7Lw1mGXsgYzs6dOyktLSU9ffSrwtDfW7n0\n", "V+1Sn0Ut27/85S+ZPXt2VN/PZLHiSZ/G+qPNlKYYWZhnpqHncouluc+N6+LR5qXn/2tFOT1OD0cP\n", "7OPEwSayFi3iVLud/9jV34M+1+WkLMNKetdJvF7v4PczmWiIK+Tnu/v3nZVl5cf3lDAtzTJq3run\n", "p/Oz3WfptHt49Posdtd3caLVzievTeUz5QVoNJqYfH6hbg/s6akhj+SL/HYoApoKT1EUTp06hcvV\n", "P7nEvn37eOKJJ0Z9zvr161m1ahWKorBx40b/HU9HjhxBq9Uyc+ZM/77vvvsuGRkZg24tHYnab/sc\n", "WOCj5USrjS++dsw/rvMfbpmCQaflx2/XowBP3ZzHsunpGIa5eDMw34cXevjGppP+f/v0/BwemXvl\n", "FIdOt5d/2Hhi0DIfv7p/BoWjXMH3+hT+ecsp/5AngCfm5fD7/Q0Up1p4YXkpFsOVR7Lj8fmFSs3Z\n", "QPKFKyq3fV6yfv16ioqKsFj6/6PRasceNlJeXs7q1atRFIWlS5f6H9+zZ0//kJqLRbS5uZldu3Yx\n", "Y8YMampq6Onp4fHHHw/6/4hajMcvydCB8TXNNh6+LpNfrpqOT+m/qDNcAR2aryjFzN1lqWw+3k5+\n", "komPFfb3E4+19PHh+R7yk8zMyY3H7fFx7zXpdDk81HU4ONVqI2GMiT80GjDpL5+BaDUwJam/VXBH\n", "aeqwBXRoPrVRczaQfLES0JGomu6dV/uR6Hhot7n5911n2FPfPyD8iXk5dNrd/NW83KBfq8/lpcPu\n", "xmrQkWo1UN9h54uvHcdxsR3wj0umcrSplzdr2gBYOSudFTMzyE8ae5jb8RYb/7HrLB12NytnZdBu\n", "c7O4KJkpyWbiZdIQoTJRnZS5p6dn0HZzc/MIe4rxGAuXajXwyHXZPH5DNsuvSec3+y7Q4wxsesKh\n", "+eKMOvKTzP4LPZ12j7+AQv9R6aGGy2vL76ztxDrCUeRQJr2GnEQj8/MT2XC0hQ8v9FKYahm1gI72\n", "+bm9Pry+oBdiiBi1j3OUfLER0OFAXV0dL774Imlp/TPn1NTU8Mwzz0Q1mBhdfpKJPWcU1hxsIifR\n", "yLIZkZnVKCvBSEGyiTOdTrQaWFCQRGOPk3MXJ0K+MT+ROGP/397T7XZ21naQZNFzc0HSFVf20+P6\n", "B+S/Vt2KVgOfK88b8TR+LEcae/nvvedJsej5mxvzQlrrSYhoCOh0ft++fdx4443+7bfffptbb701\n", "mrlGNBlP570+hQ8v9PDa0RbKMqxUlKX5B6a7PT5sbi9xJv0Vg8ftbi8ddg9mvTaiQ4YauvuLZpJZ\n", "x7Q0Ky19Lo429aHXapiZGUdGvJGWPhdfef24fzLmT12fzWPXZ6Eb0i/vdrg52+nEpNcyNcU85ljU\n", "kfJ8fn2Nf7zrTVMS+fbSopBeS4iRRPXC0sACCsSsgE5WdR12ntlyCq8C75/tJt6oY9W1mbT0uvjj\n", "wUb2n+uhYnoatxQlse1EB202FytnZVKabg35yG40OYkmcgbMXpSdYLpiRnuby0tznxutBv62PBez\n", "XseP365naWkaN+QloLtY8BPNBmZlh1fgPT5l0A0D7TY3Xp9CFP6vCxG0kP6UNzY2RjrHpPHBBx8E\n", "/Ryby4d3wPnApYk8Djf2X9Bp7HXxu/0NHGnsY82hJrad6OCfNp+kqWfs22+HilRfKtVqYGlJKn9b\n", "nseu+i7WHGpiWrqV/3r/HHXt9rFfIIh8GfEGPl/ef9HMpNPw5E15mGNQQdXe05N8sRFSEX3vvfci\n", "nWPC8ykKhxt72WNPY+vxNrrs7rGfdFF+kombp/YPL7IatNxekgqAyzu409LnvnwDQ7fTO+gC0HhL\n", "MOn5/IJcjrfa+EtDHw09Ln6z7wK3laRiG5AzEsx6HcuuSee/PzGDF++/huvzYrtksxADjXo639LS\n", "QkpKCh0dg2c57+sbflbyq1ltu53/u+kkbp/CG8c6+caSAm4PcAmLVKuBryyawqNzs/xXy6H/fvNr\n", "Mq181Gzj1uJkStMsaDXgU2DVrAzSR5hpaSC724tRp/WfXkdyrF6CSY/DPfA+fEgx6wMa/jSSkfKZ\n", "9Dqmpow+PV+0qX2co+SLjVGL6CuvvMKDDz7ISy+9NOhiTlNTU9SDTTQ9Di/uAcNv6jqCWw892WIg\n", "2TK4d5ibaOK7dxTT5/aRaNJhMej4xaoZuDw+8pJMxI1y77rT4+Pduk7WHm7mmsw4Hr4uc8T74kOl\n", "0Wh47PpsPmrpo9Pu4dPzc7lxSoLq74sXIpJGPZ1/6qmnyMjIoKSkhFtvvdX/v+Li4vHKN2HkJhop\n", "Ses/UjLqNCycGpkp1JIsBnITTbTbPXxwvhtFUZieYR1zhcu6djs/3llPbbudN2ta2XOmfyG54fpS\n", "dreXk6026trteIIch1mSbuU/75vBbx+cycpZGaTHhVeo1dw3U3M2kHyxEtDV+YqKikHbJSUlUQkz\n", "kWUlmPj20iKOnW9hSmYqhRE89azvsPP1N0/S6fBg1Gn4yb2lzMiIG/U5Q/ulXfbh10xyenxsrmnl\n", "xfcvoNXAN28rYlFhUkCTxlxyaQkQIa5GAV1YGjofaFlZWVTCTHRZCSYWz8inKNUaVBEay/luJ52O\n", "/iLo8iqcah376vfUFDN3lPZfoMqMM7C4uH/W96F9qXabm1/tvQD09zT/e+95uh2RvTAUDDX3zdSc\n", "DSRfrIR0A3NlZSUrVqyIdBYxgjSLAZ0G/zCoQFagTLEY+PyCPD45JxOrUUfGCBehjHotyRY97bb+\n", "Ip2dYMSol7k0hQhUSEOcfL7YDa1Ru2j0fUrSrfzk3lI+e2Mu36+YxjWZgS2clmDSMzXFMqiADs2X\n", "ZjXwr3dOY+HURO4oTeWLC6cMO4B/4KJz0TQwn9vjY+/ZLp5/p55tx9voHmMZ52hTe09P8sXGqEei\n", "zz//PAUFBVc8XlNTM+qaSSKydFoNs7LimZU1/DLD4SpJt/LtpcXDtiBa+1y8Xt3Khxd6WDEznVsK\n", "k8dtoPvJdjvPbKlFAbYcb+c7dxT7x9MKoRajFtFp06YNWyw3bNgQtUATXaT7Po09Tpp73aRY9EwJ\n", "YNINu9uL0+Mj0axHq9FQ127n7doOks16Fk5NGjHfSD3cDy/0sOZQ/5C253aeITfRFLViDoM/vy6H\n", "h4FjBZp7XVF730Covacn+WJj1CJ68803D/t4cnJyVMKIwS50O3hmSy1nu5zEG3X86J4SSkdZA/1s\n", "p4Of7T7L+S4nn7kxl2uz4/jnylO0XFwj/lyXk6duzvcPvA9El2PwKbTdNX6tnIJkk39GqQSTjmuz\n", "Rx+RIEQsjNoTzcrKGvZxmYBkZJHs+5zpdHL24hR0vS4v1U2D7xRTFIVepwf3xX7l2sPNHLzQS0uf\n", "mx+9XU9zr9tfQAGqm/s4Ul2D3e1l/7luNhxpoaa5j9Em8roxP5HMi0OYbpqSQGFqdKegG/j55Saa\n", "+d5dJTy/rJSfLi9jWlpgveBoUXtPT/LFhkwvrmJJJj0a8J/SZg5Yt93l8fFOXQdrDjVTmmbhr+bl\n", "4PBcHpqkADotLC1JZfvJdgA+cW0mzo6THG3q4+nKUwAYdBr+fXkZJSMc4U5NsfDC8jJ6XV5SLQaS\n", "LOP7K5OVYCQrIXrr1QsRroDmE1WTyTif6EjcXh+HLvSwq76LWVlxlE9JIsHcX8SOtfTxxdeO+/f9\n", "9Pwcbi5I4pmtp2jpc/PZG3NZdk06To+P0x0OzHotRakWTHotLx9q4v/tu+B/7rN3FVM+RS7YiKtb\n", "VOcTFbFh0GmZPyWJ+RcLXJ/Lg93txWLQ4R4yw1O3w0NhqoV/X1GGy6OQYjVg0muxGHTMHXJP/qzs\n", "OPRaDR6fQopFT06E76kX4moiU4NHWCB9n3NdDjYfa2VnbQdtfYFdcT7c0Ms/bDzBP20+yak2GwXJ\n", "Ju6bmQ7035F0Z1n/jFGpViPZiSZMI6z2WVVVxYyMOH66vIzv3lnMc8tKVbXUhpr7ZmrOBpIvVuRI\n", "dJy129x8d1stpzv7Lxg9MDuTz9yYy7kuB409LtLjDBSnWgYNOWrudfGtbbX0ufp7nj+tOsOP7i7l\n", "r+fnsmJmBhaDNqBp8S7RaTWUZcT2Io0Qk4UU0Qgbayxcr9PrL6AAH5zr5vaSFL6x6STdTi9GnYbn\n", "l5UyPfPycB6fT8E5YEKRPlf/qpcJZv2o0+GFki/W1JxPzdlA8sWKnM6PsySLnpumXJ6Z/faSFM53\n", "Oel29h9lurwKp4Ysr5ERb+SriwvQasCs1/KlhVP8F5iEELElRTQEnQ43va7h7+Meq++TZNbzfxYV\n", "8PXFBXzmxlwONfTi9PgYOP49Z8gEIzqthiXFKfzmgWv41SdmMDeM5THU3pdScz41ZwPJFytyOBME\n", "n6Lwwblufr7rHIlmHf9wy1SK04KfNzTeqGPD0RZOtPUfcV7odvL9imnUttspTrUMO8GIXqshN4xl\n", "N4QQ0SHjRINwvsvJ5179yL8MyHU58Xy/YlrQ658risKv3j/Pq0daAMhOMPD8vWUjTlcnhIg+GSc6\n", "DhRFwTvgb47T48MXwt8gjUbD/ddmUphiodPhZkFBkhRQISYo6YkGISvByNcWT8Wg1ZBs0fPUzfmY\n", "9IOvjgfa98mIN3LX9DQeui57XFexVHtfSs351JwNJF+syJFoEAw6LbdOS2F2dhw6rSaosZlCiMlJ\n", "eqJCCEHoPVE5nRdCiDBIEY2wWPR9HG4ve+q7+Pnus+w+3YndPfJqnWrvS6k5n5qzgeSLFSmik8Cx\n", "Vhvf3lbL69Wt/Mv2Oo612GIdKSQOtxezWcbCiolFLixFWCzuD+6we4Zsu0fYU533L3fZ3Ww+1sY7\n", "dZ3cOm0K0x0eVd7WqsbPbiDJFxvq+00VQStKMZNq0dNu95Bs0VM0jkOmIqGmxcZvPmgA4GSbnaIU\n", "MzfKJNFigpDT+QiLRd9naoqF5+8t5bl7Snjh3lIKU0cuopHKd6ylj9/sO8+W422028JbhXNoD9fu\n", "Hr/F8IKh9p6e5IsNORKd4Lw+hQ67mziTjrxxurf+bKeDb2w6ie1isfu7BXmsujYz5Ncry4ijNN3C\n", "iVY7ZenmUVc0FUJtVFNEfT4fiqKg0wU3P6bajGffx+318e7pTn6+6xypFj1P31ZI8RgrYkYiX4/T\n", "4y+gADXNfaPsPbbcRBPP3jmNboeHJLOeFKth7CfFgNp7epIvNqJ2Ot/Y2Mgf/vAH1qxZQ0NDw6j7\n", "VlZW8uKLL9LU1BStOJPShW4nP367nl6XlzNdTn697wJeX/TvnciKNzI7q3/SaK0G7ri4NEk4Uq0G\n", "ClMtqi2gQowkakV07969PPbYYzz88MO8//77o+5bUVExadayV3vfJxL50uKM/N+PF/LDu0v42X3T\n", "uT439PlNh1Lz56fmbCD5YiVqRdRqvXxaaTTKPebRkJto4hu3TiXeqKMgycTf3JiLbuDszlGUEW/k\n", "hrwEStOt4/aeQqhR1IrowFvyDYbInqIN/ItWVVWlqu3xzGfQaYlrr+XbCxJ4fnkp09KsqsoXyraa\n", "8y1atEhVeSRfdH7/ghW1CUgqKyupqKgAYPv27SxdunTU/aurq0lOTiY3N3fU/WQCEiFENKhuAhK7\n", "vX/pC0VR/D8DHDlyhOrq6mi9bcyF+1ct2iRf6NScDSRfrERtiFN5eTmrV69GUZRBR6F79uxBo9Ew\n", "c+ZM/2Pbt2+ntrYWs9lMYWEhixcvjlYsValts3Gm00l6nIHp6VYMern3QYiJRuYTjZH6DjtfeeME\n", "vS4vGuBH95QwN4JXuYUQwVHd6bwYXXOvm15X/+2OClAd5oB1IURsSBGNsED7PhnxBqyGyx//NRlx\n", "0Yo0iNr7UmrOp+ZsIPliRTW3fV5tCi9OGnKm00G61cD0cSqiQojIkp6oEEIgPVEhhIgJKaIRpva+\n", "j+QLnZqzgeSLFSmiQggRBumJCiEE0hMVQoiYkCIaYWrv+0i+0Kk5G0i+WJEiKoQQYZCeqBBCID1R\n", "IYSICSmiEab2vo/kC52as4HkixUpokIIEQbpiQohBKH3RK+aWZwcHi9nOp0oikJBshmLQRfrSEKI\n", "SeCqOJ33+BR2nOjg7zcc44uvHWdTTStuj8//7219Ls53ObBdnCQ5HOH0fRRFoa3PRYfdHXaOkYyU\n", "r8Pmpr7DTocteu8dCDX3zdScDSRfrFwVR6JdDje/29/g3/7tBw3cUpRCZryR0+12ntl6iqZeN5+4\n", "NoNHr88mwTT+H4tPUdh7ppufvFOP1aDjm7cXjtsco409Tn741mmqm21Mz7Dy9McLyUk0jct7CzHR\n", "XRVHoiadlilJl4tCXqIJk14DwJbjbTT19h99vXqkhfoOR1jvtWjRopCe19Tj4tkddXQ7vTT2uviP\n", "qrMROTIearh8x1tsVDfbADjWYuNYiy3i7xuoUD+/8aDmbCD5YuWqOBKNN+n5yi0FvP5RC16fwn0z\n", "M0gyGy7+2+DeqFGniUXEmLIYtKNuCyFGdtX81zIl2cwXbp7Clz5WwNQUi//xj09LZUlxMvlJJr6+\n", "ePC/hSLUvk9WgpFnbi8i0aQjO8HIlxZNwWqM/MWv4fKVZVj5m/k5FKdaeGJedkyXKlFz30zN2UDy\n", "xcqkPhJt7nVS2+7AatBSmm4d9op8bqKJry+ZitPtI96kQ6MJ7kjU7e2/QGXQhff3SKvRUF6QyIv3\n", "z0Cn1ZBiMYT1esFIMht46Los7puVgVmvDfozEOJqNmnHiXbY3HzvrdP8paEXgH+4ZQoV09MjmuV4\n", "i40X3zuHQafhb8vzKU4L7yhWCBE7cu/8EO12t7+AAmw+1uY/aozI69tcfGd7LUea+vjwQi/PvVNP\n", "j9MTsdcXQkwMk7aIJpj05CQY/ds35ieGfco9kMcH3Y7LRbPT7sHjU1Tf95F8oVNzNpB8sTJpe6KZ\n", "8UaevauYvzT0kWjScW12fERfP81q4P8sKuC5d+rRajR8cWE+yeZJ+3EKIUYwaXui48Ht9dHY40Kj\n", "gZwEEzqtXJARYqKSe+djwKDTMiXZHOsYQogYmrQ90VhRe99H8oVOzdlA8sWKFFEhhAiD9ESFEAIZ\n", "JyqEEDEhRTTC1N73kXyhU3M2kHyxIkVUCCHCID1RIYRAeqJCCBETUkQjTO19H8kXOjVnA8kXK1G7\n", "Y6mxsZEdO3ag0+lYsmQJOTk5EdlXCCHUJGo90ddff50VK1YAsGHDBlauXBmRfaUnKoSIBtX1RK1W\n", "q/9no9E4yp7B7SuEEGoStSI68ADXYBh9qYtg9lU7tfd9JF/o1JwNJF+sRK0n6vVeXu53rDV7gtk3\n", "OTmZAwcOhBcuiqxWq+QLg5rzqTkbSL5wJScnh/S8qBVRu90O9B9lXvoZ4MiRI2i1WmbOnDnmvsOZ\n", "N29eFNIKIURoolZEy8vLWb16NYqisHTpUv/je/bsQaPRDCqiI+0rhBBqN+HuWBJCCDWRwfZCCBEG\n", "KaJCCBEGKaJR5vP5Bo0+EEJMLqpbqE7tt4sG856VlZXU1taycuVKcnNzo54t2HxHjx7l2LFj+Hw+\n", "FixYQH5+vqry7d69m6amJgAKCgrGZWRGsL9Tdrudn/70pzzxxBNR/46DyfbGG2/4/3hPmzaN2bNn\n", "RzVbsPkAamtr2b9/PyaTiYqKiqjfaBNMvueee47S0lIAWltb+exnPzvyCysq89prr/l/Xr9+fcT2\n", "jZRg3/Po0aPK+fPnoxlpkGDy7dy50//zm2++GbVMA4X6nW3ZsiUaca4QbL7Nmzcr+/fvH5fvOJhs\n", "W7dujXacKwSTr6OjQ6mqqop2pEGCyWe32/0/b968edR9VXc6r/bbRdV+i2ow+RYvXhztOFcI9vM7\n", "ffo0zz//PCUlJdGM5RdMvo6ODqxWK2bz+CybHUw2r9fLunXrePXVV8dtgHsw+Q4ePEhcXBzr1q3j\n", "+PHj0Y4GBJfv0nfa3NxMZmbmqPuqrogqKr9dNBbvGYxQ8m3bto2bbropWpEGCTZfYWEhX/jCF9i3\n", "b180Y/kFk6+qqopFixZFO5JfMNkqKiq4//77+cQnPuFviURbMPmam5vp7Ozk/vvv58SJE/h8vmjH\n", "C+m/jerq6kFj2oejup5otG4XjZRYvGcwgs23c+dOSktLSU9Pj2Ysv1A+P7PZTEJCQrQiDRJMvqam\n", "Jl5//XWam5spLCyMek801N+98fpjH2y+S2dCeXl5tLe3R/13MJTPz+FwjHmmoboj0dFuF62urg5o\n", "X7Xki4Vg8r377rtkZWVRWFioynzt7e3+n5VxuickmHyf/exnWblyJYsWLeLaa69VVbb6+nr/zw6H\n", "I+rZgs1XVlZGbW0t0N8WSUpKUlU+6B9Zo9WOXSJVdySq9ttFg8m3fft2amtrMZvNFBYWjksPMtB8\n", "zc3N7Nq1ixkzZlBTU0NPTw+PP/64avIB7Nq1C6fTCcD8+fOjni3YfNBf6KuqqsblSDSYbPX19ezd\n", "uxeAuXPnRjVXKPnmzp3L2rVrOXz4MBkZGeNytBzsd3vmzJmAevFy26cQQoRBdafzQggxkUgRFUKI\n", "MEgRFUKIMEgRFUKIMEgRFUKIMEgRFUKIMEgRFVHl9XrH5ZY+IWJFiugk9J3vfCdir9Xc3MyaNWt4\n", "7bXXePnll/F4PIP+fePGjcM+78KFC6xdu5YXXniBtra2kN9///79/Nd//VfIz5+sRvrch9qyZQuv\n", "vvpqlNNc3aSITkJPPvlkxF7rrbfe4qGHHuK+++7jtttuY+fOnYP+faTbbXNzc3nggQfCvtNo3rx5\n", "ZGRkhPUak1GgtznfddddqpzjYTJR3W2fInSNjY289957nDp1iq9+9av+x202G+vWrSM+Ph6dTsex\n", "Y8f42te+5v/3rVu30tvbi06nw+12s3z5ckwmEwA6nQ673Y7VavVP/Qbg8XjYvHkzNTU1bNiwAYDS\n", "0lJmzZoV9v+P7du3097ejl6vR6fTDWoHHDt2jIMHD2KxWHA4HMyfP5/i4mIaGhr43e9+R2lpKfff\n", "fz9NTU2sWbOGjIwMHn74YfT6kX/VKysrOXbsGCkpKSQmJmKz2ZgzZ47/fviR3hP6p+rbunUrc+bM\n", "4fTp0xiNRjIzM/2zO+3atYuWlhZ0Op3/FtYHHnhgzM/g9OnT7Nq1i/j4eLRaLa2trXz6058G4J13\n", "3hn0uaekpLBkyRKg/3tZv349Wq0WRVHGZaLyq94Y85iKCejll18etF1bWztoUuPTp0/7f961a5dy\n", "7Ngx/3ZPT4/y6quv+rfb2tqUb33rW8r//M//KD/4wQ8Un8836nsN9dZbbynNzc0BZz969KiyZ88e\n", "/3ZLS4vywx/+UFEURenr61NeeumlQfu/8sorisvlUhRFUZqampTt27f7/2316tUBv+/Xv/51xev1\n", "+ss9qdoAAANNSURBVLf/9Kc/KTabbcz3vJT5Zz/7meJ0Ogftd+zYMeX999/3b/t8PmXXrl0B5Xnz\n", "zTeV+vp6//bA70xRRv7c33jjDaWlpcW//f777yuvvPJKQO8pQiNHoleBoqIivF4vW7Zs8U8HNnXq\n", "VADOnz/PwoUL/fvGx8cPem5lZSVPP/00JpOJ8+fPs23bNu68886oZT1x4gR33XWXfzs9Pd2/bElT\n", "UxPd3d3+IzDon6Goo6ODzMxMMjMzaWlpAfqPyoM5Cps9e/agGXvKysq4cOECWq121Pe85Lbbbrti\n", "ot/jx49zxx13+Lc1Gs2gz3o099xzD/v27aO6uhqPx0NmZqb/OxtNb2/voCnl5s6dy5kzZwJ6TxEa\n", "KaJXgUOHDnHdddf5Z6TZvXs39fX1TJ06lfz8fI4fP05ZWRnQ/x/hUJdO7dPS0rDZbFHNWlpaysGD\n", "B1mwYAEALS0tnD17FoD8/HyysrJYuXKlf/+hV/7nzZvHBx98wNmzZ1m+fHnA73vkyJFBU5+dPHmS\n", "e++9F51ON+Z7KooybN+xuLiYw4cPD+oLD/ysR/Phhx9y4403+rf/+Mc/BjRxdlxcHK2trf5CeuDA\n", "gXGbRvBqJbM4TSJvv/02nZ2dHD582H9kVVFRwcaNG6+YF3HFihX+xy71RLVaLW63mxUrVvgL5+nT\n", "p9m7dy8mkwmHw8Hy5csHLbPwzjvv0N7ejlarxePxsHDhQrKzs/392draWrKyskhISAh4MbJt27bR\n", "0dGB2WzG4XDQ3NzMggULmD9/PmfPnmXfvn3+Hmdvby/Lly8fNGnzr3/9a7Kzs1m2bFnAn92vfvUr\n", "4uPjMZvNuN1urrvuOmbMmAEw6nvu3buXgwcPApCZmUleXt6g4vfWW28N+nymT5/OnDlzxszz4osv\n", "kpOTg6Io+Hy+QX1W6C/Ghw4dwmQyoSgKRUVFzJkzB4/Hw9q1azEYDGi1WuLj49m3bx+PPvrouM4b\n", "ezWRIioE8Morr/Dggw/GOoaYgGSIk7jqVVZWUlNTw6ZNm2IdRUxAciQqxtXp06f9p79DFRYWRmUW\n", "9li852h6e3vZsWPHsL3K+Pj4cVulQUSGFFEhhAiDnM4LIUQYpIgKIUQYpIgKIUQYpIgKIUQY/j/p\n", "7ejiR7DhmAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.817396\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVEAAAFHCAYAAAAY+X/EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XeA1fWd7//n6WV6rzAzwAxNilJFAhpFsIBocBM19Ub9\n", "bTa5yWaTTdskm2yyMbuJP91kN7vZa66bzRqMIiKiIkWCDlVAkCJthhlgem+nl/vHwGGGaafO+czw\n", "fvw158wpL84Z3ud73t9P0fj9fj9CCCHCoo13ACGEGMukiAohRASkiAohRASkiAohRASkiAohRASk\n", "iAohRAT0sXrg+vp6du7ciU6nY/ny5eTl5Q1529dffx2v1wvA5MmTmTVrVqxiCSFEVMWsiB48eJDH\n", "HnsMgE2bNrF27dohb2s2m1mxYkWsogghRMzErIhardbAz0ajcdjber1eNm7ciN/vp6SkhFtuuSVW\n", "sYQQIqpiVkT7ToQyGAzD3nbVqlWBn996661YRRJCiKiLWRG92uME0Gg0Qd9vpIK7bds2dDpd2LmE\n", "EGIwqampzJs3L+T7xayI2u12oPeI9OrPACdOnECr1TJjxozAddXV1RQVFQHgcDiGfVydTidf94UQ\n", "UXfkyJGw7hezIU6LFi1i/fr1rF+/nkWLFgWu37dvH3v37u132+rqal5++WVefvllpk6dGqtIo6K8\n", "vDzeEYalcj6Vs4Hki5Tq+cIVsyPR/Px8HnnkkQHXP/HEEwOuW7ZsWaxiCCFETGnG2lJ4O3fulK/z\n", "QoioO3LkCHfeeWfI95MZS0IIEQEpolGmet9H5XwqZwPJFynV84VLiqgQQkRAeqJCCIH0RIUQIi6k\n", "iEaZ6n0flfOpnA0kX6RUzxcuKaJCCBEB6YkKIQTSExVCiLiQIhplqvd9VM6ncjaQfJFSPV+4pIgK\n", "IUQEpCcqhBBIT1QIIeJCimiUqd73UTmfytlA8kVK9XzhkiIqhBARkJ6oEDFS3+XkfIudBIOWsqwE\n", "EoyyN5jKwu2JxmxleyFuZK09bv7xnSrONNkA+Opthdw/PSvOqUQsyNf5KFO976NyPpWzQWj52hzu\n", "QAEF2HGuDbfXF4tYAePp9RtLpIgKEQMpZj2FKabA5SVFKRh08t9tPJKeqBAxcrndwekmGwlGLTOy\n", "E0ixGOIdSQxDeqJCKKYw1UxhqjneMUSMyfeLKFO976NyPpWzgeSLlOr5wiVFVAghIiA9USGEQObO\n", "CyFEXEgRjTLV+z4q51M5G0i+SKmeL1xSRIUQIgLSExVCCKQnKoQQcSFFNMpU7/uonE/lbCD5IqV6\n", "vnBJERVCiAhIT1QIIZCeqBBCxIUU0ShTve+jcj6Vs4Hki5Tq+cIlqzgJEYIWm5t3zrfyUWMP90zN\n", "4JaCZHRaTbxjiTiSnqgQIXjrdDPPlF8CQKuBXz8wldJMa5xTiWiQnqgQo6Cm0xn42eeHHqc3jmmE\n", "CqSIRpnqfR+V86mcDXrzLStJDezaeXN+IoWpphHuNXrGwus3HklPVIgQlGUl8OsHyuhyeslONJJh\n", "lS0/bnTSExVCCKQnKoQQcSFFNMpU7/uonE/lbCD5IqV6vnBJERVCiAhIT1QIIZCeqBBCxIUU0ShT\n", "ve+jcj6Vs4Hki5Tq+cIlRVQIISIQs55ofX09O3fuRKfTsXz5cvLy8oa9vd1u59lnn+Vzn/sc+fn5\n", "Q95OeqJCiFhQrid68OBBHnvsMT71qU9x4MCBEW+/e/duVq5cGas4QggREzErolbrtZVtjEbjsLdt\n", "a2vDarViNptjFWfUqN73UTmfytlA8kVK9XzhilkR7dslMBiGn19cXl7O0qVLYxVFCCFiJmZF1Ou9\n", "tkSYRjP8orUNDQ1s3ryZ8vJyTpw4MeJj9/1EKy8vV+qy5Av/8tKlS5XKI/lurHzhitmJpVdffZUH\n", "H3wQv9/Pli1bWL16NQAnTpxAq9UyY8aMAfc5deoUqampcmJJCDHqlDuxtGjRItavX8/69etZtGhR\n", "4Pp9+/axd+/eAbdvbW2lvDy4I1GVRfqpFmsq51M5G0i+SKmeL1wxW080Pz+fRx55ZMD1TzzxxKC3\n", "T09P58knn4xVHCGEiAmZOy+EECj4dV4IIW4EUkSjTPW+j8r5VM4Gki9SqucLlxRRIYSIgPREhRAC\n", "6YkKIURcSBGNMtX7PirnUzkbSL5IqZ4vXFJEhRAiAtITFUIIRrkneujQoXDuJoQQ486w0z5/+9vf\n", "kpWVhc/no6KigsLCQi5dukRiYiLz588frYxjSnm52sv6qZxP5Wwg+SKler5wDVtE58+fz7x583jt\n", "tdf44he/SGZmJk1NTezatWu08gkhhNKG/To/b948oHdt0MzMTACysrLGxQr0saL6J63K+VTOBpIv\n", "UqrnC1dQPVGPx9PvssPhiEkYIYQYa4Iqounp6ezfvx+Hw8H+/ftJS0uLda4xS/WxcCrnUzkbSL5I\n", "qZ4vXEEV0bvuuovk5GTefvttkpOTWbFiRaxzCSHEmCDjRIUQghiPE72+J/rOO++E/ERCCDEeBVVE\n", "33zzzX6Xu7u7YxJmPFC976NyPpWzQezzVbc52HC8gW1nW2jqdoV8/xv99YuXoPZY8vl8sc4hxA2t\n", "ucfFD7dVUNfVWzw/cVMWTy4qGHG7cRF/wxbRtrY2PB4PPT09NDc34/f78Xq9ciQ6DNXHwqmcT+Vs\n", "ENt83U5voIACHKvrxunxYTbogn6MG/n1i6dhi+ipU6dwu900NDQEtjLW6/WBPeSFENGRbjVwW1EK\n", "e6o7AFgzIyukAiriZ9giettttwGQnZ3NjBkzRiXQWKf6/GCV86mcDWKbL9ms5ytLCrlveiZmvZbJ\n", "GZaQH+NGfv3iKaieqBRQIWIvI8FIRoIx3jGC5vb6ONdso83uoSjVTGHqjTkdPORxotXV1UyYMAGt\n", "Nj7rOcs4USHUcOhyJ3+3tQI/kJ1g4J/vLSU/xRTvWGGL6TjRX/7yl1RXV/Pmm29SU1PD5s2bQ34i\n", "IcT48v6lTq4egTX2uGnsCX1Y1ngQVBGdOnUqRUVFACxZsiSmgcY61cfCqZxP5Wwg+a53U25C4OcE\n", "o4506/DdQdVfv3AF1RP1er0A6HRytlAI0euWgmR+tnISjT1uyjKtTEwN/WTYeBBUEe3u7mbbtm1M\n", "njw51nnGPNXPPqqcT+VsIPmul2DUMX9CStC3V/31C1dQRfShhx6ioaGBkpISjh07JjOYhBDiiqB6\n", "olarlZKSEgDmzJnDQw89FPid3W6PTbIxSvW+j8r5VM4GA/N1OTwcutzJ3ur2sOa6R9tYe/3Gi4jH\n", "KW3fvj0aOYQYU7w+P69/1Mz3tlbwo+0X+NWeS3Q6PCPfUYw7ERdR+Wrfn+p9H5XzqZwN+uezubzs\n", "ON8auHzgUmfci+hYev3Gk/iMmBdijLMYdSyakBy4PDXLSqJJRq/ciKSIRpnqfR+V86mcDfrn02s1\n", "rJudww/uLOFby4v47h3FpFoM8QvH2Hr9xpOgzs4LIQbKsBr4WElqvGOIOJMj0ShTve+jcj6Vs4Hk\n", "i5Tq+cIVcRE1m2/MlVuEEALCKKIOh6Pf5VWrVkUtzHiget9H5XwqZwPJFynV84UrqCL6m9/8hr17\n", "9wLQ1NQku30KIcQVQRXR/Pz8wOpNEyZMoLW1dYR73LhU7/uonE/lbCD5IqV6vnAFVUSvX4BZr5eT\n", "+kIIAUEWUY+n/0wMlyv+84RVpXrfR+V8KmcDyRcp1fOFK6hDylmzZrFhwwYmTZpERUUFN910U6xz\n", "CRG2ph4XzT1ukk06ClJk9IiIraD3WHI4HNTW1pKXl4fFEr/FV2WPJTGchi4nP91ZxZlmGylmPf90\n", "z2QmZVjjHUuMATHdYwl6x4NOmjQprgVUiJFUtTk402wDoMPh4Whdd5wTifEuqCL66quvxjrHuKF6\n", "30flfNHIlmTq36HKTjDQbnfT2OXC7YlsxTGVXzuQfPESVBG9frm7t956KyZhhIjUlAwLP7qrhNuK\n", "UvjyrYXkJJn45hvn+F8bTvHqySbqOx0jP4gQIQjqxJLRaKSxsZHs7GwAnE7niPepr69n586d6HQ6\n", "li9fTl5e3pC33bt3Lw0NDQBMnDiRefPmBRNLSaqPhVM5XzSyGfValhSnsqS4d2GQX+yu5mJ779/r\n", "c+/XkmDUscykH3DEGkk+l8dHm92NUa8lLY4rOan83oL6+cIV1F9ST08PzzzzTOCEzunTp1m7du2w\n", "9zl48CCPPfYYAJs2bRr29n23Yd62bVswkYQIiu6671qdTg/dTm9YRXQwdreXNz5q5v8eqiMvycgP\n", "7iyhOF3OG9xIgvo6b7FYeOqpp3j44Yd5+OGHmTVr1oj3sVqvnRE1Go0j3r6qqoqnn36aKVOmBBNJ\n", "War3fVTOF4tsn5iZzbQsK6kWPZ+5JZfWHlfYiycPlu9Su4P/PFiLx+fnUoeTjScaI40cNpXfW1A/\n", "X7iC+ji+/rT/7NmzR7xP35FTBsPIX3GKi4v58pe/zGuvvcakSZOCiSXEiIrSLXz/zhLqu5zYXV5K\n", "MjKidhQKoNFo+l02Xn/oK8a9oN7xxMTEfpeDKXJerzfw8/V/aEMxm80kJSWNeLu+n2jl5eVKXZZ8\n", "4V9eunRpTB7/7NGDzM5LYlFRKmePHoxqvo6LZ/nKwhzSrXpm5yXysVztuHv9bpR84Qp6sH1VVRWN\n", "jY3ccsstXLx4ccRC+uqrr/Lggw/i9/vZsmULq1evBuDEiRNotVpmzJgRuG1rayvp6ekAvPHGG9x3\n", "331DPq4Mtheq8fr8dDg8mPRaEoyyz9JYFdPB9vv376e2tpbLly+j1+s5cODAiPdZtGgR69evZ/36\n", "9SxatChw/b59+wLL6l21Z88eNmzYwIYNG5g5c2aI/wS1RPqpFmsq5wsnm9fnp9Xmpts18k6bPr+f\n", "II8ZBjVUPp1WQ7rVEPcCqvJ7C+rnC1dQzaHa2loeeughNm3aBEBCQsKI98nPz+eRRx4ZcP0TTzwx\n", "4LqrR6lChMLt9bG7sp3n3q8hN9HE1z82kaK0wefKV7TY+P3hOgw6LZ+9JZeiNDmDLqIjqCNRnU6+\n", "ogRL9bFwKucLNduldge/2F1Nq83DqcYe/nSsYdDbtdnc/Hj7BfZf7OS9C+08/W413c7Q94hX+bUD\n", "yRcvQRVRu92O2+0GwO12D5jBJEQ8+IC+X87dQ/xdurw+WuzuwOXGHjcub/hf64XoK6gievfdd/PC\n", "Cy9w+vRpNm/ezIoVK2Kda8xSve+jcr5Qs01IMfHlWwswaDXkJxl5ZG7uoLdLtxr4q8WFAGg18JeL\n", "Ckm1hD7MSeXXDiRfvAT1l5Sens7nP//5GEcRIjQmvY57p2ayeGIKJr2W1CGmXBp0Wu4qTWd6dgJa\n", "DRSmmtEGOexOiJEEPcTp1KlTVFRUMHXqVMrKymKda0gyxEkIEQsxHeK0fft2uru7WblyJe3t7fz5\n", "z38O+YmEEJHrcXk5WtvF/osdNHbLNj0qCKqItre3s3DhQoxGIwsXLqSlpSXWucYs1fs+KudTORuo\n", "kW/n+Va+9eZ5fritkmffu0h7nxNmKuQbjur5whVUER1q7ntnZ2dUwwghhmZ3e3nrzLUDmEM1XbTb\n", "Qx+qJaIrqCJqs9lobm4GoLm5OTDrY9euXbFLNkapPhZO5XwqZ4P45zPrtSwoTA5cnphiIqnPilTx\n", "zjcS1fOFK6iz8/X19Tz33HMUFBRQU1NDcXExL7/8MqdPn+aBBx6IdUYhBL0L+aydmcWUDAvdLi+z\n", "cxPJSBh5mUkRW0EV0WXLljF//vwB1x86dCjqgca68vJypT9xVc6ncjZQI1+61cCySWmD/k6FfMNR\n", "PV+4gvo6P1gBvXr9jh07ohpICCHGkohXp+3uli1p+1L9k1blfINls7m8VLba8fr8lKRbSDZHb0Hl\n", "UKn82oHki5f4/UUKMQKvz8/bZ1v49/01ADw4M4vPz8vDImt2CoXIXgZRpvpYOJXzXZ+ty+lhw/Fr\n", "exZtOtlE+zCrL9ndXs409XCuqQdnhHvMB5NPNZIvPuRIVERFXaeT0009mPU6pmdbh5zHHgqzXsu0\n", "LCtNPR0AlKRbsOgH/9x3e3y8ebqF3x7oPWr9+tIJTM2ycuBSJ3nJJubmJYW16MhYYrFYsLu9WAxy\n", "pD6axvdfVRyo3veJRb42m5uf7ariTJMNgM/ckss9UzP4qKEHp9fPzJwE8pJNIWczG3Q8saiAmbmJ\n", "ON0+lpakDlmc2xwe/u+h2sDl5w/VcWdpGq8cbwLgr5dO4N5pmeH+EwfNp5IOh4ez2gKe23KOOyan\n", "saosnWRz5B9k0aTy6xeJiItosJvQifGr0+kJFFCAi+12Xv6wkVdP9haw6dlWfrxiUlhHp7lJJh66\n", "KbvfdTUdDjocHrISjGQl9o6TNOp7l8OrbncCUJBioqn72pTIkw3dERfRSFS32TndaCPVomd6dkLU\n", "T5B91NjD84frAKhosVOSZmbBhJSoPocYXFA90cbGoffSDmfVk/FM9b5PLPIlm/XclGMNXF5alMqB\n", "Sx2Byx812uhxeQe7a8jZKltsfG3zWf769XP8cFsldZ29RTPVbOD7d5Zw77QM1szI5CtLCmno6v2d\n", "VgN3TE4P9Z8VVr7B1HU6+c5b53n6vYv8YFsl711ojzjL9Rzu/q+v3a3ewumq/98IV1Afh7///e95\n", "8sknSUkZ+Ml2/XbK4saTZjHwrduLOddsw6TXMjXTyopOJ78/XA/ArUUpJEe41/vVHTVrO5x0OXsL\n", "RkWrnYvtjkCroCjNwl8vnRi4z/fvnMSlDgdJJh2TM6yDPu5o6HB4aLFdOyH2/uUO7pse3aPisqwE\n", "pmSYOd/iYHq2ldLM+P17bzRB/WUXFBSwb98+urq6WLBgAcXFxTGONXap3veJVb7cJBO5Sdf6nqun\n", "ZzI1KwGX10d+kokDlzrQaTXMzEkkO3HwqYpDZXN6fPy5oo3nD9dSkGzmiwvzee5gLRogaZjinGDU\n", "4vX5OVnfg4beQhOJcF+7dKuB4lQTVVdaDbdH4aj4evnJJn66cgqdDg8pZj1pVrX6oaD+/41wBVVE\n", "161bh9FoxOfzcejQIXbv3s3nPve5WGcTY1iy2cD8QgNdTg9P7ari0OUuAO6aksZXb5uAOYQzyBfb\n", "HTz93kUAWm3dTEgxse6mLGblJVGaMfSunUdquvjpO1VA75n+X60pozh99Hf5zE408qO7J1HV2ntU\n", "HKujxHSrgXQFi+d4F1RP9OqSd62trVy+fJnU1NSYhhrLVO/7jHY+m8vLBzVdgcuHarqw9enf1XY6\n", "+e2By/zTn6s4XFk/6GP4rtt8wQ88ubiQW4tSMAwx5AngdJ+TXQ6Pj7YIl42L5LXLTzazpDiVWXlJ\n", "IX2AhEL+9uIjqCPRF198kczMTDIzM7n//vsxGmXlGBGcJJOeu6ak8/a5VgDuLk0n0dj7Z+fx+nj+\n", "UC27K3tPtBy+rOdfs9MHfN2fmGLmiYX5PH+ojrwkIw/OzArquRdOSGbjiUZ8fshNNJKbJH+3IvqC\n", "2mPp+eef5/Of/7wSw5lkj6Wxp9Xm5lyzDZ1GQ2mmlZQrg95tLi9f33KWC62OwG1/t246E1LNAx7D\n", "5fHRZndj1GtJC3KolMfnp6LFRrvdQ2GKiYKUgY8rxFXh7rEU1JHoY489pkQBFWNTutXAookDR3ZY\n", "jTo+c0seP915AZ8fPjknm4whenpGvZacpJEH7Pel12qYGuHJJCFGElRP1Gg0UlVVxcGDB/F4PFRW\n", "VsY615ilet9HtXyLJ6bwm7VT+dWaMm42t2Pts7jIhVY7//znKn5VfolL7Y5hHmV0qPbaXU/yxUdQ\n", "RXT//v3U1tZy+fJl9Ho9Bw4ciHUucYPQazVMyrAyLTsBW0db4Pp2u5tNJxo5UtPFltPN/HrvJezu\n", "kQfsCzHagiqitbW1LFmyBK229+YJCfIVaSiqj4VTOd/VbPVdTp4/VMe5Fjtrb8pmUrqFmg5nTFZm\n", "CiefqiRffATVE9XpZFUYMXrevdAe2NWyosXOFxbkk5VgINmsp7nHxYVWOya9jtIMi6wtKuIuqCNR\n", "u92O2927mIPb7cbnU29eripU7/uonO9qtrY+e6n7gUnpZpYVp9Ll9PLrvZf5u7cr+eYb59hZ0RqX\n", "fKqSfPER1JHo3XffzQsvvEB9fT1er5dVq1bFOpcYB+wuL2ebbfS4vUxKt/SbFjqcFVMy2HW+jVa7\n", "h1Vl6UzNTMCg19Le5WRf9bWFTd443cKdU9Jl/UwRV0GNE1WJjBNVR2O3i48ae+elT89OCCxLd9X2\n", "sy384t3e6ZplmRZ+tGISmUFu8dvY7cLu9pJhNZB4ZX58c4+Lv33jHDWdLgDWzcrm8YX5aGX4nYiC\n", "mI4Tvd7WrVvlaPQGZ3N5+T8Hath9ZVm3u6ak879vKwwcFfr8frafu/Z1+2yznTa7J+giOtgiJZkJ\n", "Rv7h7skcqeki0aRjTl6iFFARd8P2RP/xH/+RjRs38vzzz/Pd736XF154gW9/+9tUVVWNUryxR/W+\n", "T7Tydbu87L947av1/osd/dYM1Wo0LC66NsA+N8kw4kLEwWSbkGrmgZlZ3DklPeiCHKoLrXbKL7Tz\n", "/Pu1HLrcGVir80Z5b2NF9XzhGvav+tOf/jRFRUX86U9/4qc//Sk6nY5PfvKTvPTSS6OVTyiguceF\n", "w+Mjw2oIHGkmGXXcPiktMCf+9slpJF53pvzOyWnkJZnodHiYnpNAzhBL4KmkssXGh/Xd/GZf715N\n", "64818Mv7pjA7LynOyYSqhi2iRUVFABgMhsAwJ71ej9UqC74ORfWxcKHmq2ix8XdbK2i1e3hkbg5/\n", "MTuHBKMOi1HH5+fncWtxChqNhqmZ1gGrE6VYDNx65Wi01eaiqdtFRoKh31dwu9tLu8ODRa9V4rWr\n", "6XTS7ew/qL+5p3e0gAr5hiP54iOonqjD0X/KXXd3d0zCiPhpt7up73JhMWiZmGoOrJWw8UQTrVeW\n", "kFt/tIFbJ6YwLbt3skVGgpElQXyl/qixh5/suIDN7eUby4pYUpSCTquh0+Fm/bEGNh5vojjNzPfv\n", "LBl08ZFYqm6z09DtIivBSEm6hexEIw1dLpJMOrqcXhKNOorSRn8NUjF2BDVOdO7cubz44oscOXKE\n", "9evXM3fu3FjnGrNU7/sMlq/d7ubf91/mq5vP8uVNZzhef+1DMtl87ehSqwGDVsNHDT38Zu9lXj3R\n", "yId1XdR0DD2v3e728us9l2i2ubG5ffzsnQuBvY+q2hy8crwJP3ChzcH2M0Pv5RULF1rt/M2Wc3z/\n", "7Uq+tvks55p6mJJh5abcBL61vIjv31nM0/dPYfKVhZ/H4nurEtXzhSuoI9EZM2ZQUlJCTU0Na9eu\n", "xWKRT+bxpL7Lxa6K3rPsLq+fTSebAj3A+6dlUt/p4mKHg8/ekodRr+XrW87guDIFc92sbI7XdfHt\n", "O4opHGKpOb322td3rVYTOMrVXXdm3aIf3TPtlzscgf2aHB4fVe0OSrMSmJYt+4aJ4AV1JApgsViY\n", "MmXKgAK6Y8eOqIcay1Tv+wyWz2LQYtJdK2AlfbbQKEgx892PF/Mvq8tYPimNLqcnUEChd2V6nx8u\n", "dzgHfT6LQcf/vq2QiSkm0q16/v7OksDiyJPSLfzVrQVkJxr4WHEKt5dmD/oYsZJhNdCnvpM9Qmti\n", "LL63KlE9X7gi3vxa+qPRYXN56XR6sBp0gw4FOt3Yw1tnWshLMnLHlDRyEkNbW3M4RWkWfnbPFDaf\n", "aqIo1cyKsv4bqRl1Woy63s/bnCQTt+QncaS2C71Ww5y8RH5/uI70QRZK9vv91HW5sOh1/OK+UvxA\n", "mkUfOBK1GHWsnp7F7ZPSMOu1EW2b0WH3UN1ux6TTUpxuwTTMtiFXlWZa+ed7p/BRYw+lmVamZssJ\n", "UxG6iIuo6K+8vDzkT9xWm5vfvV/LjnOt3JSTwDeWTyQ/+dpX45oOB9/dWhEYh9nj9vLFBQVRzTcr\n", "N5FZuSN/jc2wGvjm8olcanfi8/upbrXzk5WTA33Dvo7UdPH32ytxe/38aEUJyWY9XU5PvxM1Oq2G\n", "1CsFOJzXDqDb6eH5w7W8ebp30ZJvLZ/IXaUZI97PoNMyOy8p6OFL4eYbLZIvPqSIKuBcsy0wu+d4\n", "Qw8f1vX0K6I2t6/fQPazTTZ8fn/cZutkJhgDA93nFSYPeptup4ff7L+My+tnRWk6m081c7imC5NO\n", "w8/umRJUwQ5Wq90TKKAAL33YyK1FqSTICk9iFATdExXBCeeTtu+JF+g9A95XdqKROyb37rCq08C6\n", "WTlhF9DROhLQazWkXWlL5CUZOXxlx0+n18+bp5ujms1q0JKdcK2dMDXLGtTX+VCpfhQl+eJDjkQV\n", "UJpp4dM357L1TAu3FCQxK6//UVqKWc+XFheyZnoWFoOOorTojqV0e30YdNEtOmaDjq/cNoH/PFBD\n", "ilmPUafB5e1d66YoymNBMxOM/GTlZN6paCXFpGdpSeqADyYhYiXiIiob2PUXTt8n2Wzgkbk5rJ6R\n", "idWgxaQf+DU01WII9A6jla+x28XGE42caujhE7OymZplpc3mIcWiJz858hNXxWkWfrxiEl6fj6I0\n", "M69/1MykNAt3Tkkf9PbDvXadDg8VLXYApmRaSDL1/9MtSbfwxfTw+sTBUr2nJ/niI+IiGs7SUWIg\n", "g05LmmV0uyt7q9vZeKIJ6B14/scP6rnQ5iDNoufn90zpN9QpXAadNuQTONdzerz86VgDLx/vHYz/\n", "2M25PDInB2MMvrILEaqg/go9Hk+/y++8807g58TEwU8Q1NfX88ILL/Diiy9SV1c37OOfPHmSjRs3\n", "smHDBi5fvhxMJGWp/knbN1+r7doK8nqthgttvTOP2uweTjX0ROX5zjT18NzBGraebqbV5go6W18d\n", "Di+vnWoKXN58qolOp2fQ28bSWHpvVaR6vnAFVUTffPPNfpeDGRt68OBBHnvsMT71qU+NuDtoS0sL\n", "Dz30EOvWrePDDz8MJpIYRGO3i7fPtrDxRGNQWwzfPimdNEvvl5HrF1ROH2L/91BcbHfw7TfP89KH\n", "jfz/5ZfYXdke1uNYDVpm5lz7sJ6Zk4BVVrMXigiqiIazp1LflZ6MxuFngixbtizkx1dVvOYHe7w+\n", "XjzawNOpotCEAAAgAElEQVTvXuQ/9tfw4x2V/Y40r+qbb1KGhV+tmcpvH5rG/MIkfnBnMbcVpfDV\n", "2wqZmTNw4LnT4+V4XRd7q9qp7Rx8hlJf3U4PNve1v51TjT28W9nGh3VduAfZuXOo1y7RpOdrSyfw\n", "lSWFfPW2Qr60uLDf/vSjRfW535IvPobtiba1teHxeOjp6aG5uRm/34/X6w3qSLTvriMGQ3BHNdu3\n", "b2fhwoUj3q5vg/rqG6PK5ePHj8fl+ecsWMyxuq7Aa3Sx3YnN5eXUkQPD5jt37CAAJUuX8rESI0kd\n", "1Tg7m0g2Lwo8vjUtC19KHl0ODwcvd7LzfBsTU038bOVkzh57f8h8OYlGZmZbONloR6fp3ULkl+9e\n", "xOnx8cv7S5mVmxjSv3fNjCz27t1LRYuPvCFuv2/fPnw+H7fddtuovv5yeXxcDseweyzt2bMHt9vN\n", "kSNHAvsa6fV65syZQ1LS8CcJ+m4hsmPHDu66665hb797926KioooLi4e9nayx9LgfH4/r59q4t+u\n", "LCZ8x+Q0/veSwsD+ROFyerz8/nA9G66c1Pn45DSaetwcr+/m2dVlzMhJGPb+TT0uLrc78fh8/Nu+\n", "msAR7LeWF3FX6eBn6cNV1Wrng9ou0ix6ZuclRaUlIW4cMdlj6eqneXZ2NjNmzAjpge323uEofr8/\n", "8DPAiRMn0Gq1/R7vvffeIycnZ8QCKoam1WhYUZpBSboFl9fP5HRLWAW01ebC5fWTYTFg0GvpcnrZ\n", "eubabKA9Ve2snZlNTYeDVMvIj5+VYCQrwUhFi532K1shm3QaJkZ5rGh9l5Pvbj1Pi633hNP/mp/H\n", "p+bmRvU5hBhMUD3RUAsowKJFi1i/fj3r169n0aJFgev37dvH3r17A5cbGxvZs2cPp0+fZtOmTfzh\n", "D38I+blUEs++j9WoY3ZeEvMLk0kb4iisvLwcn99PZaudE/XdtPRc65ueb7bxlU1n+cJLp9h6tgWH\n", "x4vV2Lsh3FWzchOZmWPl5/dOCWks6eQMC8+sLuNHd5XwzJoySjMHDp+K5LXrcnoDBRR65+37oryR\n", "reo9PckXH0EfqnR0dNDS0kJ+fj5m88hHEfn5+TzyyCMDrn/iiSf6Xc7OzuY73/lOsDFEhLRaLSfq\n", "u/nu1grcXj/zC5P4xrIi0ix6fn+4juYrJ6N+vfcyM3MS8eOnJN3C5AwLBp2WRROSKQ5z/GhJuiUq\n", "Y08Hk2E1MCs3MbCg9D3TMmQnUDEqhi2iBw8eZOHChbz33nt0d3eTn5/Pm2++SVlZGTfddNNoZRxT\n", "VB8Lt2TJEv5pVxXuK1MwD13uor7LSbpFj7nP4HWtBnRa2F3ZwdlmG9OzrPj8frqcbiD4QtjQ7cTn\n", "653/rxthKmYkr1261cC3b59IVauDBKOOyYMc6UYqmu9t7zKBva9NTpIxKtNuVf/bUz1fuIYtorW1\n", "tQA0NDSwbt06AObMmcNLL70kRXQMm5JpYWdFGwBmvZZEow6NRsOnb8ml2eamqcfF/7eokMIUM5PS\n", "zTT3uPj9kXoMOg3f/3hx0M/zQU0nP9pxAY/Xz3fvKGZJcUpMjw6zE01kR3Gd1Vj6oLaLv99Wicvr\n", "568/NoG7pqRHff0CMTqCetf0+v61VquVN3soqvd9ysvLWT4pjS8tLuCeqRk8dc/kwPqeJr2WT9+c\n", "yw/vLOG2omR0Wg2ZCUa2nu1dps/t9fPSsUbc3pHHDXfY3Txbfgm724fb5+fnf66iqXv4GUtj4bWL\n", "hm6nh3/fV4PT68cP/Ev5JZp6Bo7pDdWN8vqpZtgj0ePHj+N2uzl//jxr164FwO1243ZH/oarwunx\n", "Udliw+buXSQjM4jdK8e6zAQjD97UfyuO+i4nf7+tkgttDkw6Df98bynTcxJINumwGrSBQfMFKaag\n", "VkjSajX92gMmvRatrKwE9E6xTemzAaBZr0Uv/dsxa9hxooOpqqoiOTmZ9PTojvELVrTHie6qaOWp\n", "XdUALJ6QzN8smxiV1ZLGmsOXO/nu1orA5U/fnMtn5+UBcKqhmz9+0EBOkpFP3JRF/hAb0l3vXHMP\n", "z7x3CZfXz9eWTojqQsxjXVWrnX/ff5lul5cvLS7kJnlt4i4m40QHM57Gcrq9Pl47eW2B4P2XOmm1\n", "ucMuovVdTlp63KRZDVFZSm40XGy309jtxqDVoNdq8Ph6P1MLUq7ln5GTyE9WJoS87GFpZgK/vK8U\n", "r98/YOm6G11xuoWfrJyMz+ePaG8pEX9BNzfdbjeNjY34fD66urpGvsMY0LtE27UjgAyrPuwZPpc7\n", "HHz3rfN8fcs5vv76Wapa7SPfKQ769qUutNr5+uvn+N7WCv517yW+e0cRd5em8/l5eaSa+v/HDnfd\n", "WKtRF3QBVb1nFu18Rl1km/Nd70Z7/VQR1F93ZWUlR44cweFw8Oijj/L666/z6KOPxjrbqFgzI5OC\n", "FBMtNje3TkwhOzG8nmhVq4Oazt4TJ212D2ebbWGPpxwtl9qv7bte3e7kYpuDD+u6abG5mJufiM3l\n", "DWqhj6YeFy6Pj8wEw6ALSgsxngV1JHro0CHWrVtHYmIiWq12yDVEx6LMBCMryzJ4dG5uRAPBk839\n", "i0eaon3VvmP1MqwG+h5fTkwzs2pqOjmJJr63tYKn362mYYQz6ueabXz51TN84eWP2HSyGbvbO+zt\n", "g82mIskXGdXzhSuoI9FgZijd6MoyrfzgzhLKL7QxvzCZ6WNgD/OyTCv/dO8UTjb0MC3LyszcBEw6\n", "Lf91uBKA96o6WFKcSs4Q23kAvPBBHS6vj5tyEth6poV5BUlMyVT/3y5EtAR1JNp3AREYuNK96N2Y\n", "7WMlqaxKa2dFWUbEqyfFSt++lEGvZW5+Eo/dnMu8wmTMeh2E0Pps6naRn2Tic/PyMOq1zM1PJJLZ\n", "6qr3zCRfZFTPF66giujcuXP5n//5H2pra3nllVdYsGBBrHONWT090dlWYyR+v5+zTTa2n2vhw7ou\n", "XIMschyO0kwrD8zIxGLQcltxCjflDN66aex28f23K5idm0hNh5OiVDMHLnbyQe34OOkoRLCCHidq\n", "s9loaGigsLAw6EWWY+FGXk+03e7mbJMNH5Bq1vO3b5zDeWUO/LP3l9Lu8GDQaSjLSiDF3P9I+GK7\n", "g26nh+xE44gTChxuL11OLwlG3ZAnlk5eWcTkO7cX8Zv9l3G4fTw6N5cWm4snFhVG5d8rxGiK+ThR\n", "q9VKSUlJyE8gosPp8bL+WAOvXtmd8ytLCnF6/SSZdKyZnskfj9Zz8HLvUeCnb87l0ZtzAzOLzjT1\n", "8O03z2Nz+5idm8C3by8esKdSX2aDbsShN6kWPctKUvjvI/U0dvfOYPvdoVqevq80Gv9cIcaMoDeq\n", "u3TpElVVVfzxj3/k/Pnzsc41ZkW779Nmd1PdZqe5x82Oc62B650eH2WZFh6Zm0u61RAooAA7zrdi\n", "c107S15+oT0wbfPD+h5qOkbeH2kkBSlmHp7Vf+qoBoJaqHkoqvfMJF9kVM8XrqCKqMvloqCggKNH\n", "j/Loo49y5MiRWOcSQG2nk++/XcETr5zmmfKLPL4gP/C78802nlxYwHMHazjdZGNq1rUz4rdOTMFq\n", "6H1rXR4fc/ISuXdqBnqtBp0GEkzRGctZlG7l6x+bQG6SkVSznh/cWUJOmONshRirgjps0Gq1aLXa\n", "wFAnk2lsTGmMh2iOhTvd2MO55t6RER/W9XD/tEy+d0cxPr+fmTmJNHa78Plh+7lWHrs5l49PTiMr\n", "wcj07AT0Oi12l5fXTzfz+0N15CUZ+dbyIpLNOiZFYRKAzeWlw+khN9HIr9aU4fX5Sbcawp7Z1Onw\n", "UDpnAXa3F4ui0yBVH+co+eIjqCLqcrno7u4OFNEQ1ywRYeq7ChJAolHP/AnJgcsmvYY7JqWyq7Kd\n", "zaeaeGrVZMqyrm0cV93u4LmDvWvCXuxwcqyui68tnTjgeZp7XFxsd2A16JicbsGgH/4LSrvdze+P\n", "1PHmRy2UZVn59u1FZFgNdLm8JF1ZmzQUNR0OfvluNWea7DwwI5NH5uaSbFZziJgQ1wvq63x+fj6b\n", "Nm1i8eLFnDhxgsrKyljnGrOi2feZnp3Ap2/OZVK6hccX5lOW1X8Qe6rFwF8tmcBvHpzKrx+Y2q+A\n", "AgOWnjPqtBw+fLjfdW12N8++d5HvvFXB1zaf5cClzhFzVbTYeeOjFvzA2SYbtZ1OfrCtkq++dob9\n", "Fzvw+kL7kD1wqZOTDTY8Pj+vnGiiosUW0v1Hi+o9PckXH0F93C9ZsoQlS5YAMG3aNKZMmRLTUKJX\n", "mtXAZ27JZd2sbCwG7aBHeClm/YDhTFdNTDXx9aUT+K/DdUxINXP/9EyqT1T1u01LjztwUsoPbD7V\n", "xK1FKcNu5aHXXfvd9JwE3jzdwod1vXsb/cOOC/z2oelMTAt+ltv165PK3khiLAn5O5Nerx+w0r24\n", "Jti+j9fnH3HPIehdPSmYRUAGY9bruLssg0UTUzDptSQYdUy4Ll+iSUeqWU+7o3cW2qy8xBFzTU63\n", "8MUF+Ww+1cSCgiROXNkcDsDrB2+I7Z4FhcksKUrhVGMPa2dkMTlDzYVbVO/pSb74CKsabt26lVWr\n", "VkU7yw3B5/fzQU0Xf/qwgZI0C/dMzQhqtacup4cel5ckk56EEIqqTqshfYjtkwFyk0w8dc9k9lR1\n", "kJ1oYEFh8pC3vSrRpOcTs7K5uzQdq1HL/AkpVGyroNPh4a8WF5KXHNoZ+rxkE9++vQib20uySS97\n", "DYkxJagium3bNtrb26moqKC4uJiqqiopokMoLy8f9hO3us3BD7ZV4vH5OVrbjcfn5+OTU5mZmzTg\n", "ti6Pj/MtNtxeP+uPNXC0tos7Jqfx+IJ8MsLcxmSwfJMzrEzOGHnRkB6XB7+/t4jqtZrA3vZTs6z8\n", "Zu1U3F4/GdbwiqDFoOPwgX1KH62M9N7Gm+SLj6D+2ru7u/mLv/gLZs6cySOPPEJpqcxKCZfD4wus\n", "Hg/QYnPz6slmWnoGLjl3tK6Lv3n9HMfruzlS04XPDzvPt3G2uf+CMDaXl4OXOnjpWAOnGnrwxWD0\n", "xJmmHr6x5Tx/s+Ucpxq6B/w+M8FIj9vLT9+p4mfvVFHdpuai1EJEW1BHoldPaPh8vbNepCc6tJE+\n", "afOTTawsS+fts61YDVpuK0qhrss56AIi+6s78MOAHqVOC26Pjy6XlwSjlhP13Xx/W++ICYNWw7+s\n", "KRtyObpwjgQ6HB6e2lVNbWfvTKd/2HmBf1s7lQzrtaPhVpubH22rpPHKrpXNNjc/XTk5pNaD6kcp\n", "ki8yqucLV1DV8OrSdzqdjs7OznG12+doSzHreXJhAR8rSeV0o43fHqih0+llRnYCeddtADcrL5Et\n", "p1to7nGzrCSVE/Xd3FWazsQUM3/4oJ63z7awoDCZRX3Gjrp9flrt0X1/vD4/zj5F3uH24fP7+aih\n", "hzPNNopSzeQkGWi1X1sisaGrd7X7UIroUM9t93ixGnRy1l4oKaiv85/4xCcAuPvuu9m5cyczZsyI\n", "aaixLJixcElmPXa3j//5oJ7OK9tzdLsGHokunJDCP66cxOQMC5++OYffPDiNz92Sx+UOJy8ea6DN\n", "7mHbuVZsHh/GK0erGVYDeUlDzygLZ6xeutXAN5ZNxKTTYNBp+PbtRbTZPHzjjXP8Zt9lvv3WeVp7\n", "PHxpcQEAWg385eICUkKcR399tlabm98fruOvN5/jT8ca6HTE98Nb9XGOki8+gp72Cb3TPR988MGY\n", "BrpRTMmwUJRqorrdycRUE1MyB56hTzDqWDAhZcD1nut6njoNPLumjFa7m/wkE4Wp0d+JYF5BEv9n\n", "3XQAshONHLjY0a+3W9lm5+6ydGbmJqDVaChMMUd85Hi6sYcXjzUA8PyhOqZkWFkwQc1tV8SNK6zm\n", "5rvvvsuyZcuinWVcCLbvU5Bi5ql7ptBm95Bq1g+7NN31SjOsrChNZ+f5Vm7OT+Km3ERyhzn6DCff\n", "9TQaTb/nyE82kWzS0en0YtBqKM20YtbrmJQe/tYg12dzXNcndnqjs/B0uFTv6Um++AiqiJaXl1NX\n", "V4dO19vf+uijj6SIRkFmwsgLJA8mI8HAX91ayGduySUhhC2Jw9Fmd/NBTRd1XS4WTkiiNLN3amlR\n", "moWn7y+lttNJZoIxJgPkp2cnMDXLypkmGzfnJ1IqezcJBQX1v6+lpYWHH344cLm+vj5mgca60RoL\n", "l2DUhXXSJtR8711o51/3XgZgw/FGfrWmjAlX2gVFaRaK0qJXPK/Plpds4h9WTKLb1TsIP9Qea7Sp\n", "Ps5R8sVHWH+VmZmZ0c4hFHWyz5TOHpeXTufoblKYZjUEBvULoaJh91g6deoUAAcOHGDChAnk5/cu\n", "Crx3714ef/zx0Ul4nRt5j6XBuLw+jDGcJvn+pQ5+sK0Snx+mZfduC50V5mwpIVQWkz2Wrh5+L1q0\n", "KOxgIjZsLi+7KlrZeraVhROSuW9a5rBz5MN1c0Ey/7KmjG6nlwkpJimgQlxn2EOYRx99lBkzZgTG\n", "hVZUVKDT6fjsZz87KuHGotEaC3eu2ca/7LnMmSYbfzhSz8lBpmIOJtR8eq2GqVkJzCtMJjvIEQDh\n", "Un0coeSLjOr5wjVsEU1M7N1zfPv27XR3d7Ny5Uo6OzvZu3fvqIQTQ7O7+w/36XJ6h7ilECKWgmqm\n", "tbe3s3DhQoxGIwsWLKClpSXWuZQ23PYoo3X2cVK6mdl5vR9yBclGZuUmBnU/lc+OqpwNJF+kVM8X\n", "rqDOzhsMg/faOjs7SU4eef3J8cLn93OstpsNxxuZnGHhvmkZ5MT4K+5QspNM/N0dxbTZPSSZdCEN\n", "1hdCRE9QR6I2m43m5mYAmpubA0diu3btil0yBVW3Ofj+2xW8f7mTF481sON864DbhNP38fv9VLTY\n", "OHCxI6Ql5NKsBiZlWEIqoCr3pVTOBpIvUqrnC1dQR6L19fU899xzFBQUUFNTQ3FxMS+//DKnT5/m\n", "gQceiHVGZdjdPtx95otfbndG5XHPNdv4xpZzOL1+kk06fnl/KcVRHMQuhIidoIrosmXLmD9//oDr\n", "Dx06FPVAKitINnHnlDR2nm/DYtCyesbASQfh9H0qWuw4vb3FudPppabDGbMiqnJfSuVsIPkipXq+\n", "cAVVRAcroMNdP16lWPT85eJCHpzZu/vmhCitlpSXfK2vqtX0zo0XQowNsiNYiFLMesqyrEMW0HD6\n", "PtOyrfz8nsk8uSifX95XSmkQ+x2FS+W+lMrZQPJFSvV84ZJ9PhRg1uu4pSCZWwpunJEOQowXw86d\n", "V5HMnRdCxEK4c+fl67wQQkRAmSLq8/nwesf+1EXV+z4q51M5G0i+SKmeL1wx64nW19ezc+dOdDod\n", "y5cvJy8vb8jbbt26lcrKStauXRtYbk+MruYeF11OL+lWAylmaZULEayY9UQ3b97MmjVrANi0aRNr\n", "164d9vanTp0iNTV1xCIqPdHou9hm5wfbKqnrcrF4Ygpfva0wrG1Lruf2+jjTZKO208nEVDOlmVZ0\n", "Wtn2WKgpJuuJRsJqvTZMx2iUed0qO3xlDyWA/Rc7WD0jMypF9ExT70wsP71L6j2zupSpWQkRP64Q\n", "KolZT7TvAe5QC5iMR6r3fQbLl2Tqv1eTWR+dP4u6LidX/wo8Pj+N3a6Qs6lE8kVG9XzhilkR7XuS\n", "SBPh/uPX6/tmlJeXK3X5+PHjYd+/1eam/PRlDp2vwXtljv5o5Ev3tLFuVjZTMix8aUE2zvrKqDzf\n", "hBQzhitf3816LfnJpri/P3JZLg93ORwx64m++uqrPPjgg/j9frZs2cLq1asBOHHiBFqtNrBa/lU3\n", "ek+0ze7m2fJL7KvuQKeBn6yczPzCyAbfO9xeulxeEow6rIbhdwb1+/04PT7MI9wuFD6/n/PNNhq6\n", "XeQnm5gcw5lYQkRKuZ7ookWLWL9+PX6/n7vuuitw/b59+9BoNP2K6I4dO6isrMRsNlNcXHxD7mnf\n", "2O1iX3UHAF4/bD7ZFFERbbO5+Z8P6tl5vpUFE5J5YmE+2YlDr32q0WiiWkABtBoNZVkJlEkfVIxj\n", "MSui+fn5PPLIIwOuf+KJJwZc17fIjnXl5eHtrd17tKjFdmXbj7KsyI7azjbbeP2j3jVgd1e2c1tR\n", "KtmJprDzjQaVs4Hki5Tq+cIlAwIVUZhi5uf3TGHn+Vbyk00sLU6N6PHG1FxeIcYwmTs/TrXa3Pzh\n", "gzp2nmtj4YRknlyYH/PdOoUYy5TriYr4SrcaeHJhAY/Oye1tFRij2+8UQvRSZu78eBHpcIloshh6\n", "N7DrW0BVync9lbOB5IuU6vnCJUVUCCEiID1RIYRA1hMVQoi4kCIaZar3fVTOp3I2kHyRUj1fuKSI\n", "CiFEBKQnKoQQSE9UCCHiQopolKne91E5n8rZQPJFSvV84ZIiKoQQEbhheqIXWu1sP9dKkknH7ZPS\n", "yEuWeeRCiGtk7vwwWnpc/ODtChp73ABUtzn4xscmYojSNhhCiBvXDVFF7B5foIACnGux4fT6YvJc\n", "qvd9VM6ncjaQfJFSPV+4bogimmYx8ODMrMDlT83OIUFWNRJCRMG47om29Lip73aSZNSRZtFT3e7E\n", "oNVQnG7BJF/lhRB9SE/0Os09Ln6x+yIf1HZh1mv5+T2TuSk3Md6xhBDjzLg9HKvtdPFBbRcADo+P\n", "nRVto/K8qvd9VM6ncjaQfJFSPV+4xm0RTTTqAnueAxSlmuOYRggxXo3bnqjP7+d4XTdvn21hSqaV\n", "5SVpZCQYRiGhEGIskp7odbQaDXPyk5iTnxTvKEKIcWzcfp2PF9X7PirnUzkbSL5IqZ4vXFJEhRAi\n", "AuO2JyqEEKGQ9USFECIOpIhGmep9H5XzqZwNJF+kVM8XLimiQggRAemJRqCmw8nZ5h6sBh3Tsq2k\n", "mGUcqhBjlYwTHWUtNhc/2XmBylY7AI8vzOcvZufEOZUQYrTJ1/kwddi9gQIK8N6Fdlxen/J9H5Xz\n", "qZwNJF+kVM8XLimiYUo16ynLtAQu3zE5DaNOXk4hbjTSE41AXaeTc802rAYdZdlWkk3SHRFirJKe\n", "aBzkJZtkwzshbnDy/TPKVO/7qJxP5Wwg+SKler5wSREVQogISE9UCCGQufNCCBEXUkSjTPW+j8r5\n", "VM4Gki9SqucLlxRRIYSIgPREhRAC6YkKIURcSBGNMtX7PirnUzkbSL5IqZ4vXFJEhRAiAtITFUII\n", "pCcqhBBxIUU0ylTv+6icT+VsIPkipXq+cMVsFaf6+np27tyJTqdj+fLl5OXlReW2Qgihkpj1RDdv\n", "3syaNWsA2LRpE2vXro3KbaUnKoSIBeV6olarNfCz0WiM2m2FEEIlMSuifQ9wDYbhd8EM5baqU73v\n", "o3I+lbOB5IuU6vnCFbOeqNfrDfys0WiidtvU1FSOHDkSWbgYslqtki9MKmcDyRcp1fOlpqaGdb+Y\n", "FVG7vXcnTL/fH/gZ4MSJE2i1WmbMmDHibQczb968GKQVQojwxKyILlq0iPXr1+P3+7nrrrsC1+/b\n", "tw+NRtOviA51WyGEUN2Ym7EkhBAqkcH2QggRASmiQggRASmiMebz+fqNPhBCjC8xO7EULtWni4by\n", "nFu3bqWyspK1a9eSn58f82yh5jt58iRnzpzB5/OxePFiCgsLlcm2d+9eGhoaAJg4ceKojMoI9e/J\n", "brfz7LPP8rnPfW5U3t9Q8r3++uuBD+/Jkycza9YspfIBVFZWcvjwYUwmE6tWrYr5RJtQ8v3iF7+g\n", "tLQUgObmZh5//PGhH9ivmNdeey3w86uvvhq120ZLqM958uRJf01NTSwj9RNKvt27dwd+fuONN2KW\n", "6apw36+33347FnEGCDXfW2+95T98+PCovb+h5Nu2bVus4wwQSr62tjZ/eXl5rCP1E0o+u90e+Pmt\n", "t94a9rbKfZ1Xfbqo6lNUQ8m3bNmyWMfpJ9TXrqqqiqeffpopU6bEMlZAKPna2tqwWq2YzeZYxwoI\n", "JZ/X62Xjxo288sorozbAPZR8R48eJSEhgY0bN3L27NlYRwNCy3f1fW1sbCQ7O3vY2ypXRP2KTxeN\n", "x3OGIpx827dvZ+HChbGKFBBqtuLiYr785S/z/vvvxzJWQCj5ysvLWbp0aawj9RNKvlWrVvHQQw/x\n", "iU98ItAWibVQ8jU2NtLe3s5DDz3EuXPn8Pl8sY4X1v+NU6dO9RvTPhjleqKxmi4aLfF4zlCEmm/3\n", "7t2UlpaSmZkZy1hAeK+d2WwmKSkpVpH6CSVfQ0MDmzdvprGxkeLi4lHpiYb7tzdaH/ah5rv6Taig\n", "oIDW1taY/w2G8/o5HI4Rv20odyQ63HTRU6dOBXVbVfLFQyj53nvvPXJyciguLlYuW2tra+Bn/yjN\n", "Bwkl3+OPP87atWtZunQpN910k3L5qqurAz87HA7l8pWVlVFZWQn0tkZSUlKUyge9I2u02pFLpHJH\n", "oqpPFw0l344dO6isrMRsNlNcXDwqPchg8zU2NrJnzx6mTZvG6dOn6erq4jOf+YwS2QD27NmD0+kE\n", "YP78+THNFU4+6C305eXlo3YkGkq+6upqDh48CMDcuXNjni3UfHPnzmXDhg0cP36crKysUTlaDvX9\n", "vXjxYlD9eJn2KYQQEVDu67wQQowlUkSFECICUkSFECICUkSFECICUkSFECICUkSFECICUkRFTHm9\n", "3lGZ0idEvEgRHYd+/OMfR+2xGhsbefHFF3nttdd46aWX8Hg8/X6/ZcuWQe9XW1vLhg0beOaZZ2hp\n", "aQn7+Q8fPsxvf/vbsO8/Xg31ul/v7bff5pVXXolxmhubFNFx6IknnojaY+3atYtPfvKTPPDAA3z8\n", "4x9n9+7d/X4/1HTb/Px81q1bF/Fso3nz5pGVlRXRY4xHwU5zXrlypZJrPIwnyk37FOGrr69n//79\n", "VFRU8I1vfCNwvc1mY+PGjSQmJqLT6Thz5gzf/OY3A7/ftm0b3d3d6HQ63G43q1evxmQyAaDT6bDb\n", "7Vit1sDybwAej4e33nqL06dPs2nTJgBKS0uZOXNmxP+OHTt20Nrail6vR6fT9WsHnDlzhqNHj2Kx\n", "WN9G2LAAAASLSURBVHA4HMyfP59JkyZRV1fHf/3Xf1FaWspDDz1EQ0MDL774IllZWXzqU59Crx/6\n", "T33r1q2cOXOGtLQ0kpOTsdlszJ49OzAnfqjnhN7l+rZt28bs2bOpqqrCaDSSnZ0dWOFpz549NDU1\n", "odPpAtNY161bN+JrUFVVxZ49e0hMTESr1dLc3MwXvvAFAN59991+r3taWhrLly8Het+XV199Fa1W\n", "i9/vH5WFym94I6xjKsagl156qd/lysrKfgsbV1VVBX7es2eP/8yZM4HLXV1d/ldeeSVwuaWlxf/D\n", "H/7Q/9///d/+p556yu/z+YZ9ruvt2rXL39jYGHT2kydP+vft2xe43NTU5P/5z3/u9/v9/p6eHv8f\n", "/vCHfrd/+eWX/S6Xy+/3+/0NDQ3+HTt2BH63fv36oJ/3b//2b/1erzdw+U9/+pPfZrON+JxXM//6\n", "17/2O53Ofrc7c+aM/8CBA4HLPp/Pv2fPnqDyvPHGG/7q6urA5b7vmd8/9Ov++uuv+5uamgKXDxw4\n", "4H/55ZeDek4RHjkSvQGUlJTg9Xp5++23A8uBFRUVAVBTU8OSJUsCt01MTOx3361bt/K9730Pk8lE\n", "TU0N27dv5+67745Z1nPnzrFy5crA5czMzMC2JQ0NDXR2dgaOwKB3haK2tjays7PJzs6mqakJ6D0q\n", "D+UobNasWf1W7CkrK6O2thatVjvsc1718Y9/fMBCv2fPnmXFihWByxqNpt9rPZx7772X999/n1On\n", "TuHxeMjOzg68Z8Pp7u7ut6Tc3LlzuXjxYlDPKcIjRfQGcOzYMebMmRNYkWbv3r1UV1dTVFREYWEh\n", "Z8+epaysDOj9T3i9q1/tMzIysNlsMc1aWlrK0aNHWbx4MQBNTU1cunQJgMLCQnJycli7dm3g9tef\n", "+Z83bx6HDh3i0qVLrF69OujnPXHiRL+lz86fP8/999+PTqcb8Tn9fv+gfcdJkyZx/Pjxfn3hvq/1\n", "cD744AMWLFgQuPzHP/4xqIWzExISaG5uDhTSI0eOjNpSgjcqWcVpHPnzn/9Me3s7x48fDxxZrVq1\n", "ii1btgxYF3HNmjWB6672RLVaLW63mzVr1gQKZ1VVFQcPHsRkMuFwOFi9enW/bRbeffddWltb0Wq1\n", "eDwelixZQm5ubqA/W1lZSU5ODklJSUFvRrZ9+3ba2towm804HA4aGxtZvHgx8+fP59KlS7z//vuB\n", "Hmd3dzerV6/ut3Dz7373O3Jzc7nvvvuCfu3+8z//k8TERMxmM263mzlz5jBt2jSAYZ/z4MGDHD16\n", "FIDs7GwKCgr6Fb9du3b1e32mTp3K7NmzR8zzH//xH+Tl5eH3+/H5fP36rNBbjI8dO4bJZMLv91NS\n", "UsLs2bPxeDxs2LABg8GAVqslMTGR999/n0cffXTU1o290UgRFQJ4+eWXefjhh+MdQ4xBMsRJ3PC2\n", "bt3K6dOnefPNN+MdRYxBciQqRlVVVVXg6+/1iouLY7IKezyeczjd3d3s3Llz0F5lYmLiqO3SIKJD\n", "iqgQQkRAvs4LIUQEpIgKIUQEpIgKIUQEpIgKIUQE/h/UQPf6kVDcFQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.757109\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt8lPWd9//XnCeT85kEQkJCCKAgFQRFBLSoWAUD1VbL\n", "Wtut9t5dt91tu/fd1u1pu+3abtvVX9tt7+62225/6+KqnFGQg0gNB6PigYCcEhIOOZ/IaWYyp/uP\n", "gSGBZDKna/JN8nk+Hj4emck117ydGb75zuf6HnQ+n8+HEEKImNKPdgAhhBiPpHEVQggNSOMqhBAa\n", "kMZVCCE0II2rEEJoQBpXIYTQgFGrEzc2NrJ3714MBgPLli0jLy8v6PF2u53nnnuOxx9/nPz8fAC2\n", "bduGx+MBoKSkhDlz5mgVVwghYkqzxrWyspJ169YBsHnzZsrLy4Mev3//fu69995B91mtVu6++26t\n", "IgohhGY0a1xtNlvgZ7PZHPTYjo4ObDYbVqt10P0ej4eNGzfi8/mYNm0aN998syZZhRAi1jRrXAdO\n", "/DKZTEGPraio4P777+fEiROD7l+5cmXg5x07dsQ2oBBCaEizxvVKrRRAp9MFPbapqYmtW7fS3NxM\n", "UVFRoOY60EgN9K5duzAYDJGFFUKIYaSlpTF//vywH6dZ42q32wF/D/bKzwBVVVXo9Xpmz54duO+J\n", "J54A4Pjx46SlpQXur6uro7CwEACHwxH0+QwGg5QNhBAxd+TIkYgep9lQrEWLFrF+/XrWr1/PokWL\n", "AvcfOnSIgwcPXnd8e3s7FRUVVFVVBe6rq6vjpZde4qWXXqKsrEyrqHFRUVEx2hGCUjmfytlA8kVL\n", "9XyR0qznmp+fz6OPPnrd/U8++eSQx2dkZPDFL35x0H1Lly7VJJsQQmhNN16WHNy7d6+UBYQQMXfk\n", "yBE+/vGPh/04maElhBAakMY1TlSvK6mcT+VsIPmipXq+SEnjKoQQGpCaqxBCBCE1VyGEUIg0rnGi\n", "el1J5XwqZwPJFy3V80VKGlchxjmz2Yx3fFT/xhSpuQoxjnU73LxR08GbZztZVpzOsuI0kiyazR0a\n", "lyKtucqrLMQ4drKll18cvADA+w09TEo2M39KyiinmhikLBAnqteVVM6ncjZQO193v2fQ7d5rbqtA\n", "5dcvGtK4CjGOlWbZmJziX6y+MM1CSWbCKCeaOKTmKsQ419zTT6fdTXqCkeyk4LuCxILd5eFESx/t\n", "fS6KMxKYljG2G3SpuQohhpSTZCYnDo3qFe/X9/Dd3TUApFgMPLtqBgVp1hEeNf5IWSBOVK8rqZxP\n", "5Wwg+a71fn134Ocup4e2PlfQ41V//SIljasQIqZunpwc+DkjwUhWYvAtmsYrqbkKIWLK4fZwusVO\n", "h91FYbqVwnSpuQohRNSsRgNz8pJGO8aok7JAnKheV1I5n8rZQPJFS/V8kZLGVQghNCA1VyGECELW\n", "cxVCCIVI4xonqteVVM6ncjaQfNFSPV+kNBst0NjYyN69ezEYDCxbtoy8vLygx9vtdp577jkef/xx\n", "8vPzIzqHEEKoQrOa69atW1m9ejUAmzdvpry8POjxO3fuJCcnh0mTJgUa13DOITVXIYQWlKu52my2\n", "wM9mc/B5zR0dHdhsNqzWwfOPwzmHEEKoRLPGdWCH2GQKPv2toqKCJUuWRHUO1aleV1I5n8rZQPJF\n", "S/V8kdKscfV4ri7Kq9Ppgh7b1NTE1q1bqaiooKqqKqJzwOA3qaKiQqnbR48eVSrPWMsnt+X2aN6O\n", "hGY1102bNrFmzRp8Ph/bt29n1apVAFRVVaHX65k9e/Z1jzl+/DhpaWmBmutw5xiK1FyFEFpQbm2B\n", "RYsWsX79enw+HytWrAjcf+jQIXQ63XWNa3t7OxUVFRQVFQUa1+HOIYQQqpMZWnFSUTF0XVkVKudT\n", "ORtIvmipnk+50QJCCDGRSc9VCCGCkJ6rEEIoRBrXOIl2WIfWVM6ncjaQfNFSPV+kpHEVQggNSM1V\n", "iBhp7e2nz+UlI8FIkkV2UBovlBvnKsREUttu51uvVdPc6+LeGRl84ZZ80hLG9pRtER0pC8SJ6nUl\n", "lfOpnA2gsrKSN2o6aO51AfDaqXbqOh2jnOoq1V8/1fNFSnquQkTJ6/WSahv8T8liiG+/pbHbyRvV\n", "HXTY3dwzI4OSTNvIDxKakpqrEDHQ1O1k/QdNfNTcyydvzGFpcRpWoyEuz+3x+vj5gfPsONkGQHqC\n", "kV88WEZOkizTGQtScxViFOUmW/jS4gKcbi82c3wa1StcHi+nW/sCtzvsbuwuT5BHiHiQmmucqF5X\n", "Ujmfytngaj6DXhf3hhXAajLw6ZtyubIo531lGWTarl5MGyuv33gjPVchxoHFhan88sEynB4vBWlW\n", "GQqmAKm5CiFEELK2gBBCKEQa1zhRva6kcj6Vs4Hki5bq+SIljasQQmhAaq5CCBGE1FyFEEIh0rjG\n", "iep1JZXzqZwNhs+nypfCsfr6jXUyGE6IGDvf6eCFD5rodrr5s4/lMSN78Dz/+i4HZ1rt2MwGZmbZ\n", "SLLKP8PxSGquQsSQ0+3h+3vO8vaFbgBSrUZ+VV5G9uV5/q29/XzntRrOtNsB+KvbJlN+Q86o5RUj\n", "k5qrEApweXw09bgCty853PR7vINuX2lYAd6o7sQ14Pdi/NCscW1sbOT555/nhRdeoKGhIeixBw8e\n", "ZNOmTWzatIl33303cP+2bdvYvHkzmzdv5ujRo1pFjQvV60oq51M5GwzOl2Qx8oVb8jBcnuj/xC35\n", "ZCVeneefajVSmGYJ3L5jWhomjZcnHEuv33iiWbGnsrKSdevWAbB582bKy8uHPXbx4sWBn3ft2hX4\n", "2Wq1cvfdd2sVUUwgHq8PnQ70Ot3IB0dpYUEqv147E7fHx+RUC5YBSw9mJZr53t3FnGrtI9FsYGa2\n", "rLs6XmnWuNpsVz80ZvPI60rW1tayYcMG1qxZE7jP4/GwceNGfD4f06ZNG9M11SVLlox2hKBUzhdt\n", "tjNtffzh7QaMBnh8fj7TMhJilMzv2nwGvY6i9OGfY3Kqlcmp1phmCEbl9xbUzxcpzRrXgdfJTKaR\n", "9xIqKiriqaeeYsuWLRQXFwOwcuXKwO937NgR+5Bi3Ou0u/jHPWdp6O4HoLnHxY8/MZ1kWTVKaEyz\n", "T5jHc3WxXl2IX8WsVivJyclD/i6UBrqioiLwV/BKHUeV27/+9a+ZM2eOMnnine/tt9/G6XRG9PiB\n", "NblwHz9j3kLa+65eYGrrc+Hy+GL6/xdNvnjclnzR346EZkOxNm3axJo1a/D5fGzfvp1Vq1YBUFVV\n", "hV6vZ/bs2YFj29vbycjIAOCVV17h/vvvB6Curo7CwkIAtm/fzgMPPDDs86k+FGtgw68irfJVt/Xx\n", "yolW0hNMrJieQV6KZeQHxTCb2+tj7+l2/uXNc+h08M07i7hjWlpMa68T9b2NFdXzKbfNy6JFi1i/\n", "fj0+n48VK1YE7j906BA6nW5Q43rgwAGcTicACxYsCNxfV1dHZWUlAPPmzdMqalyo/OEBbfI19/Tz\n", "9M5qOuxuABq7+/nqHVMx6MNr2KLJZtTruKsknRnZNnTAlDRrzC9qxfK1s7s81LTbcXl8FKVbY7I9\n", "90T87KlAs8Y1Pz+fRx999Lr7n3zyyevuu9KrvdbSpUtjnkvEj8PlDTSsANVtdvo9XhL08d0KxWTU\n", "B72I1e10o4NRX73f6/Ox90w7Pz9wAYBPlGXy5KLJJI7C1jEiejKJIE5UH8unRb7MRBMPzs4CQK+D\n", "z8zLJcEUfkOh5Wt3tLGHv916iq9uP83Jlt6IzhGrfL1ODxuOtgRuv3qyjU67K8gjQjMRP3sqkEum\n", "QjOJZgOP3TyJ5SXpWAx6CtPjN/woFK29/Xx/z1kuOfy9639+o45nV80gZZTm+luNembn2rjY5S+R\n", "TU4xR/THSKhBGtc4Ub2upFW+FKuJG6zR1Q21yub1MWhqqtPjxRvB9d1Y5TMZ9Tx2cx6lWTZ6+73c\n", "MS2NDJvUXMeqiMoC77zzTqxzCBF3WYkmvrG8ELNBh82k52t3TI3JBaRoTEq2UH5DDus+NompaWr1\n", "9EV4gvZcf/Ob35CdnY3X66W6upopU6Zw/vx5kpKSBl3VFyNTfbiJyvm0yqbX6Vg0NZXfPTQLnU5H\n", "TtLIMwmHovJrB5JvtARtXBcsWMD8+fPZsmULX/jCF8jKyqKlpYV9+/bFK58QmtLrdOQmhz/2VoiR\n", "BC0LzJ8/H/DPtsrK8l/1zc7OxmqVryvhUv0vs8r5VM4Gki9aqueLVEgXtNxu96DbDodDkzBCjCcO\n", "l4d2uxuLQUdmYmQlBzF2hXRBKyMjg8OHD+NwODh8+DDp6ela5xp3VB/Lp3I+lbPB0Pl6+z28fLSZ\n", "z794nC9vOUVNm32IR8bHWHz9xoOQGtcVK1aQkpLCa6+9RkpKiqyxKsQILlxy8McjjfiAlj4XG6qa\n", "RzuSiDPZQ0uIMLjcXnr6PSSaDZiNw/dNzrT28dTmk1z5x7Xmhmz+8rYp8QkpYkrTPbSurbm+/vrr\n", "YT+REGNdR5+L/3i3nqc2n+S3b9cPWsrwWoXpVr6+vJD8FDOLClJYdXkasJg4QmpcX3311UG3e3p6\n", "NAkznqleV1I5nyrZTrT0seFoC619LjYfa+GjZv9aBEPlMxn03FmSzs9Xl/H3dxUxJY47D1xLlddv\n", "OKrni1RIowW8XtmdUgiPd3AFze0NXlHT6XSjtk6BGH1B3/mOjg7cbje9vb20trbi8/nweDzSc42A\n", "6mP5VM6nSrYZ2TYWF6ZyqO4StxQkMzMnEVAn33Ak3+gI2rgeP34cl8tFU1MTVVVV/gcYjcOuvyrE\n", "eJaTZOZrS6fS4/SQZDHIPlwiqKA119tvv53ly5ezcuVKli9fzvLly1myZMmw+1yJ4aleV1I5n0rZ\n", "ki1G8lIsgxrWeORzebzXlSVCpdLrNxTV80UqpD+9A7dkEULE14cN3fy2sp5Mm4k/vyWfAlkta0wI\n", "e5xrXV0dBQUF6PVqbWIg41zFeNTQ5eR/bTyBw+2/qLy4MIVvf7w47H3IROQ0Hef605/+lLq6Ol59\n", "9VUuXrzI1q1bw34iIVTR0edi35k29pxuZ191Ow2XV/5XkcvjCzSsAG19btwyemdMCKlxLSsrC2xx\n", "vXjxYk0DjVeq15VUzhdJNqfbS0OXk7be/ut+9159Ny19bv55fx3P7KvjH/eepWWI47TMF6rcZBNP\n", "LswH/NvAPHFLPhZjeFu/qPzegvr5IhVSzdXj8QBgMMh+PkJ9dpeHVz5q5bdv15ORYOL79xYzPdMW\n", "+H23080H9VeHE55ps9PW6yJbwZWrLEYDq2ZlsbAgBaNex+RRnIwgwhNSz7Wnp4ddu3ZRUlKidZ5x\n", "S/WxfCrnCzfbxUtO/q2yHq8PWvtc/Pd7TYN+Pzs3iZLMq1ttp1mNUQ321/q1s5oMFKYnRNywqvze\n", "gvr5IhXSJ2rt2rU0NTUxbdo0Pvjgg5BmbDU2NrJ3714MBgPLli0jLy9v2GMPHjxIU5P/H8DUqVMD\n", "i3SHcw4hrtDr/Vt5Xxm5lGge3IcozbJh0EFRupVLDjc35SeTnyK7EYjYCqnnarPZmDZtGgA33XQT\n", "a9euDfzObh96ncrKykrWrVvHI488wltvvRX0/IsXL2bNmjWsWbOGtra2iM6hOtXrSqrls/d7aOhy\n", "0mF3ceDAgbAeW5Bq5Zt3FjEpycy8/CQ+NTf3umOKM23cNT2DNTfmUJyRcP1JwhDNa9fjdFPTZqde\n", "w4tqqr2311I9X6SinmKye/duVq9efd39NtvVGpfZPHItq7a2lg0bNrBmzZqIzyHGh0sO/1f5zcda\n", "mJpm4a9vnjbo9629/ZxutWPUQ2lWImkJgz/GJoOepdPSmJeXjNmoI8Gk5rWCbqebPx5pYMuxVhLN\n", "Bv5pZQmzLk+pFWNf1INVhysRDBw+azKNvF1xUVERTz31FG+//XbE51CZ6nUllfLVdTjYdKwFH1DX\n", "6eRo59UxnT1ON/9eeZHv7q7h71+rYVNVMy7P9Z9BnU5HaoIxaMN6odPBrw9d4Nk3z1HT1hdx3khf\n", "u/ouJ1uOtQKXdy74UJsFtVV6b4eier5IaTYT4MoIA/B/0ENhtVoHTa0N9xwDv15UVFTI7TF623jN\n", "APkEk57Dhw9TUVFBd7+HN6o7A7/bfbqdnn5P2M/3ftVxfnnwHJuOtbDjZBvf213DBydr4vr/23Op\n", "Y9D/a1aCLqzHy+343Y5E1DsRbN68mfLy8uvu37RpE2vWrMHn87F9+/bAYi9VVVXo9fpBU2rb29vJ\n", "yMgA4JVXXuH+++8Peo6hqD5Dq6JC7b3ZVcpnd3nYdaqNl4+2UJZt44GpeuaV+sdZdznc/PD1s7x3\n", "eSjVJ2Zm8pe3TsESZFeAoXQ6XPz15pM09/gXvNbr4PcPzyYvggtbkb52Xp+PIxe7ef69RqamWXnk\n", "ptyInl+rfPGier5IZ2hptqzPokWLWL9+PT6fjxUrVgTuP3ToEDqdblDjeuDAAZxOf0F/wYIFI55D\n", "jG8JJgMPzMpmWXE6CSY9bx8+BJcb1xSrka/cMZWqxl5MBh2zcxLDblgBUixGHr85j5/+6Rw+4LM3\n", "55Fui+8qV3qdjgVTUrgpLwmjXhfyNzwxNmjWc4031XuuQj0ut5faTgcer4+CNCuJZjUvfInRNWo9\n", "V6tVZoyI0XO+08Hu0+3odHD39AymhLFilMmopzTLNvKBQkQg7O9TDodj0O2VK1fGLMx4Fm1xXGsq\n", "5xsuW5fTvz7ACx80sf79Jp47cI4ep3vIY7Wk8msHkm+0hNS4/upXv+LgwYMAtLS0yO6vIiivz0eP\n", "0x3x4s6hcri81LZfncRytt0xaAUpIUZTSI1rfn5+YDWsgoIC2tvbNQ01Hql8NRRil6/H6WZTVQt/\n", "s+0U//bWRVqjWG3qiuGypVmNrPvYpMDtdfMmkToKGwJOlPdWK6rni1RIn8RrF8Y2GmXvIDG00619\n", "/OatiwCc72xhZo6NO0syNHkus1HPqtnZzM1LQqfTUZRmxWRQaxF3MXGF9El0uwfXsfr7o++NTDSq\n", "15Vilc/pGVwKsLui/5oeLFui2cDs3CRm5SSSMEpX+yfKe6sV1fNFKqQu6Jw5c3j55ZcpLi6murqa\n", "G2+8UetcYoyanpnA7YWpHKi7xLQMKzflJY12JCFGRcjjXB0OB/X19eTl5ZGQEN0qQlqQca7q6HK4\n", "ueRwk2g2kGEb22tCCKH5OFer1UpxcXHYTyAmnpQoF58WYjwIqea6adMmrXOMe6rXlVTOp3I2kHzR\n", "Uj1fpEJqXK9dVnDHjh2ahBFCiPEipMbVbDbT3Hx1rckri6yI0Kk+lk/lfCpnA8kXLdXzRSqkwlhv\n", "by/PPvts4ILRiRMnlFisRQghVBVSzzUhIYFnnnmGhx9+mIcffpg5c+ZonWvcUb2upHI+lbOB5IuW\n", "6vkiFVLP9dphCHPnztUkjBjbWnr7udjpJMliYFpGAga9rE8qJq6o13NVhYxzHV1tvf08s6+WDxt7\n", "MejgB/eWMH9KymjHEiJqkY5zDXkidm1tLZWVlbjdbmpqakZ+gJhQmnr6+bCxFwCPD3adahvhEVe1\n", "9PRzsqWXph7tplV7vD4+bOjmP96+yJtnO+jt94z8ICGiEFLjevjwYerr67lw4QJGo5G33npL61zj\n", "jup1pWjzJVuM2ExXP04zQ9wiur7LydM7z/ClLaf4P6+c5nyn47pjYvHaVbf18X9ePcMLHzTzj3tr\n", "qWrsifqcV4z391ZrqueLVEiNa319PYsXLw6sjpWYKHuri8EK0qz8+BPT+dTcHL52x1SWFaeF9Ljq\n", "tj7qOv1D+xq6+znVEvkW18F02N0MXF72wiUZTii0FdIFLYNB9haKlupj+WKRryw7kbLs8P7wJl2z\n", "klWy9frPWijZmrudnGm3YzUaKM1KINky+KM9JdXCpCQzjT39WI16bsyNXQdhIry3WlI9X6RCalzt\n", "djsul38LYpfLdd2MLSEica7DzvsXu/nzW/L4oL6HxYWpzAqxnDBQp93Fz948F9hu+y9unczaG3MG\n", "HTM51cqP7ptOY4+T9AQT0zLCX3zI5/Nhd3mxmvToZadWMYKQygL33HMPzz//PCdOnGDr1q3cfffd\n", "Wucad1SvK8U7n9Pt4ffvNLD+w2Y2VrWg18FtU1Ov63GGku2Swx1oWAF2nWrH7rr+glV+qoWbJ6dE\n", "1LD2ON28fLSZr2w/xX++20B7nyvkfKNN8o2OkHquGRkZfO5zn9M4ihhL2npdHKzr5Hynkzunp4fV\n", "42zv6+e9+h4mp1r4y1sn8/t3Gnj7QjdOT2TfiPzjaq2cbfdfDFs0NQWrMbY7Epxs6ePfK+sB/15d\n", "MzJt3D4ttLqymJhCXhfu+PHjVFdXU1ZWxowZM0Y8vrGxkb1792IwGFi2bBl5eXnDHnvs2DFOnjyJ\n", "1+vl1ltvZcqUKQBs27YNj8ffAykpKRnTM8NUryuFm+/16vZAY/Pa6TZ+sbqMqemhbWv92ql2fv9O\n", "AwAZCUbKb8gm3WYkK9EcUbZMm5lvf3wax5t6sZkM3JBrQxfjr+3XbnzYN+D2eHtv4031fJEKqXHd\n", "vXs3qamp3Hvvvbz//vu88cYbLF++POhjKisrWbduHQCbN28OuhZBW1sba9euBeDVV18NNK5Wq1VK\n", "EBrw+XxUNfXy6olWpmUkcGdxOtlJQzdswzndevWqvt3lpSfEcaNen4/3LnYHbrfb3cyfnExZjg1L\n", "FL3NKalWpqSG1rhHojTLxry8JN5v6GF6RgKzc2yaPZcYH0L6NHd2drJw4ULMZjMLFy6krW3kAeI2\n", "29UPn9kc/B/u0qVLh7zf4/GwceNGNmzYwJEjR0KJqiyV6kp1nQ6+ueMMe8908NvKevbVdFBZWRnW\n", "Oe4ry8J4eXrrzfnJ5CaH1jjrdTrun5UVuD03L4mCNCtW4/AjUlR47XKSzDx9VxH//smZ/GBlCZMH\n", "NOQq5AtG8o2OkHquJtPQW3V0dXWRkjL0FMeBs2qHe/y1du/ezcKFCwO3V65cGfhZ1pCNnd5+D/0D\n", "NhI8226nNDW87Vjm5iXxiwdn0NvvYXKKhcwwtnO5dWoqz63yP7Yw3RrRVjBNPf0cudCF0+NjwZRk\n", "TXutV6QlmEhLkG1rRGhC6rn29fXR2toKQGtra6Dh3Ldv37CPuVIrBUKqf+3fv5/S0lKysrKG/H0o\n", "DfTAv4AVFRVK3VYpX36yhVsm+zcONBt03FeWhd1uD+t8hw4eoOGjI8zNSyYz0Rzy8/c43XzU3Etj\n", "eyfG3mZyLpcjgj1+yZIlg2473R5+d/g8z1ac51eHLvDjN+r44KPTwz7+WFMP3911hv97oI6GbmfM\n", "X89r88X6/JJv9G9HIqSFW/7lX/6F/v5+Jk+ezMWLFykqKsJgMHDixAm+/e1vD/mYTZs2sWbNGnw+\n", "H9u3b2fVqlUAVFVVodfrmT17duDYN998k+zsbGbOnDnoHHV1dRQWFgKwfft2HnjggWEzysIt4eno\n", "c1Hf7STRbKAwzRrzC0BD8Xh9bKxqDlwIu7M4jS/dXkDSEMOvgunoc/HXW07S0usfDqUD/vDp2eQl\n", "W6479sIlB3+16WTggtSaG7L4y9sKovsfEROKphsULl26lAULFlx3/zvvvDPsYxYtWsT69evx+Xys\n", "WLEicP+hQ4fQ6XSBxrW5uZkDBw4wc+ZMTpw4QXd3N4899hjgb1yv1ALnzZsX+v+VgioqKpS6Kppu\n", "M5E+4Ot4PPL1ujy8cqI1cHtfTSefnZ83YuN6bbZkq5HVs7P53dv+Rvq+skysBh2V5y9R02ZnTl4S\n", "M7MTMeh12F3eQVf66zoceH2+mE4CUO29vZbkGx0hNa5DNaxX7t+zZ8+gxvOK/Px8Hn300evuf/LJ\n", "JwfdzsnJ4Rvf+MaQ5x/uQpcYmxKMej6Wn0xv/yU+OScHo84/0iBcRr2O+2dmMjPHhtvjoyQzgTOt\n", "dr71Wk3g98+tnsGMLBu5yWbun5nJKyfaMBl0PHLTJM53Oqhps5OaYGRmdiI2s0zvFrEX9f7HPT2x\n", "W11oPFP9L3M88pkMej4zbxKLC1P5weu12F1eUiwGfnJ/adBZU0NlS7IYuSkvOXD7XGdH4Ge31xeY\n", "QZViMfL5BXmsLMvEatRj0uv4u1fO0Hr590/fWcjykoyo/r/kvY2O6vkiFdtpLEKMIDvJTKfDHeix\n", "djk9XLh0/TKD4Zqdm4jJ4P+qn2EzMjnlav01xWqiLDuRwvQE2u3uQMMK8Nb5rqifW4ihSOMaJ9Fe\n", "edTacPl6+z3sq27nZ/vrOFjbicM9eLJAh91Fh9015GOHkzNgJpZex4jDuEJ57cqybfx89Qx+eG8x\n", "P/lEKQVpQw/NyrSZyEm8+ny3TU0NMXV0+UaT5BsdUZcFxPj2UXMvz+yrA+C10+389P5S5ub5h3FV\n", "NfbwzL5aAL6+rJC5+f6v6Z12F6db7eh0UJppIzVh8MesLMfGMytLONXaxw25iZRmRT7byeP10eV0\n", "YzHoKcm0UZIZ/Pi8FAv/dF8JZ9sdpFqNlGXLTCuhDWlc40T1utJw+a7tlV5yuAL3P7OvNjAc6of7\n", "avlVeRk2s4Hn329kyzH/qICH5uTw+PxJWAbMwLIaDcyfkhLyHlvDZXO6vbxR3cHv361nSqqVv7m9\n", "YNge60BT0xKYmhb+yljh5lOF5BsdUZcF4jE+Uoye0kwbaZd7nrlJJorS/Y2Sz+f/7wqvD3xAt9PD\n", "zhNXp0fvPNlGt1Ob/arOdTr42ZvnaO9z82FDD1uPt2jyPEJEIqTGtbm5edjfRTK4diJSva40XL6i\n", "jASefaCUn91fyj8PqGVm2Ex8fXkhaQlGUq1Gnr6zkKxEM4kmPfMulwfSrEbump4edKjTJYebky29\n", "1+2d5fH6qO2wc7q1j3c/ODrkY73XzH8ZOKU3nsbqe6sK1fNFKqSywH/+53/yxS9+kdTU64v/SUlJ\n", "MQ8l1DI51crkIa773JSfzK/LywDIvHyRKtFi5K9um8IDsxycbbfT2ufifKdjyO1fOuwu/u/hC+yr\n", "7iTBpOeZlSXMzvV/nt6+0MU/7K7B44NH52Qy2+UhwTS4kZ6aauXJhfn8/p0G8pLNrLkhO8b/50JE\n", "LqTpr/8s62YAAAAgAElEQVT93/9NRkYG3d3d3HLLLRQVFcUhWnhk+qs2atvtHGvuJSPBxOxcG6nW\n", "0BYu+eO79fzXe02Af5+sXzw4Y9BKUgDHm3r4222nA7c/Pj2dry8voq/fw1e3n6am3R743e8emjVk\n", "PbXf7aXD7sJs1JMui6oIDWg6/fWhhx7CbDbj9Xp555132L9/P48//njYTybGloYuJ9/YcYZ2uxuA\n", "L98+hQdm+XuHXp+PmjY7nQ43+SkW8geMK/X5fHzUfHW9155+D73918/ESjAZMOl1uC5vy1pwufE1\n", "GXRMSjYHGtdkiwGzYegKltmoJ3eINQWucHt9tPb2Y9DryB5mMW4htBBSzbWryz/Qur29nQsXLpCW\n", "JttbhEv1utJQ+Tod7kDDCvD2gAH3x5t6+fLWUzy9s5q/33mG+q6rW1XrdDrW3JjN5eVeWVyYSk7S\n", "9b3KwnQrP7i3hEUFKTx6Uy4fL00H/DO5nliYz/0zM7ltagrfvD035PViB3J5/KMJ/vylj/iLjSc4\n", "3qTNbMKx+N6qRPV8kQqp5/rCCy+QlZVFVlYWDzzwwIiLX4vxIctmoiQjgerLPciPT786TfTtC124\n", "vT4+UZZJTrKZY009mA26wFYt8yen8MsHy+hzeZiSah20Dmprbz9Vjb30e7zMyU3iH+8tue65p6Ra\n", "+ZslUwE4cOAAFOcGfuf2+jjV0kt9Vz9TUi3MyLYNuRBLU08/P/1THV6ffxTDvx66wM/uL8VqkrUE\n", "hPZCalwTExP59Kc/LcOuoqD6WL6h8mUnmfnOimnUdznw+XR48X/Fzko0U5KRwNy8JHpdHv5weT+s\n", "5cVp/O2SqdjMBgx6HdOHmBzg9nj5nw+a2HLcPw62LNvGP95THHQR6ttvv33Q7ZMtvXxt+2m8vsuL\n", "tKwqZcYQF8z0+H9/ZRSB1ahHr4/9Z3gsvrcqUT1fpEIqC6xbt04a1gkqL8VCT7+Xp1+r5luv1fCT\n", "/efo6HPxsfxkHvvYJI4M2A/rQN0luvvdQc4GfS4vjd1OPr8gj8/Nz8Ns0NMb4v5bVzR0OblcpsXt\n", "9dHY0z9s9u/dXUx+ipmy7ASeuq1g2NqtELEW0ifNbDZTW1tLZWUlbrebmpoarXONO6rXlYbL5/H6\n", "Bg3Of6++m7Y+F8mXp47eUXS1/r64MJVkc/AvQwkmPQumpPKHdxr4w7sN3Dhp5CX/rs02JdUa2L/L\n", "YtCRP8wFLZ1Ox4IpKfx8dRk/vq+U4szYzcoKlk81km90hFQWOHz4MF6vl8bGRhYuXMhbb71FcXGx\n", "1tmEAgx6HR/LT+ZoYy/g3wo7yeJvDK0mA4/dPIlbClLw+mBmtm3EhrLH6eHFD5u4Mv7vxQ+auK9s\n", "hAUBrlGaZePZVaU0dfeTn2KhZIRGM8Ua/izv6rY+Grr7yU0yU5KZENPFtcXEENKnrr6+nrVr17J5\n", "82bAX4MV4VG9rhQs330zs5iUbKG9r59bClKZNKCnmGg2sKggBWOIX7ctRj35KZbAmgTZieYRv6pf\n", "m82g11GWnTjkxIRYqG7r46vbT2N3eTEZdPzs/lJm5gz/XGP5vVWB6vkiFVLjajDI1dWJzGrUc8Ok\n", "RBJNKYFeoM/n4736bn5bWU92ooknFk4ODPJ3ebzY3V4STf4LWwPZzAa+fHsBG6uasbu83D8zk4Yu\n", "JxajnkRFdgSo73IG1pt1eXycv+QI2rgKMZSQuht2ux2Xy9/TcLlceL3hb80x0aleVxouX1ufi389\n", "eIG/3HiCP9V0cKC28/JXZiff2VXDmTY7h8518Z/vNuD1+Wju6edXhy7w5S0n2XysmR7n9Re4CtKs\n", "/MWiyczMsfG/Xz3DV7af5pUTrbg8Q3+u4v3a5SSZubzuNjoYcuPDgcbqe6sK1fNFKqSe6z333MPz\n", "zz9PY2MjHo+HlStXap1LKOJMax97zrTz5wvy+OORRjodbiwGHT+4t2TQQikdfS6O1nfT0NPPK5dX\n", "xfrNW/VMz7RxU37ydee95HDzm8MXA1f9Xz7azMenp5NpG/0x1NMzbfzLA6XUdTqYnGKRNV9FREJq\n", "XDMyMvjc5z6ncZTxLZZ1JY/Xx+nWPhq7neSnWCjNskU9VG64fEa9LtCL63T4e6FOj4+adjufmpvD\n", "ix82YzPpKb8hmx+8Xsv9s7IGPb5/mN6o1WSgNMvGiRb/NNmZ2bbrFma5Nlt7n4uDdZ1Ut9m5sySD\n", "OZMSNRkiaNDrmJWbxKzc0BYlUr1mKPlGR0SLZe/cuVN6r6PoVGsfX912Co/PPw//2VX+nU61UJpl\n", "5Zt3FuHy+tDrCPQ0E80G9td08tmbJ+Hx+mjodnLJ6cFq1FOckUBNu507S9Iozhw6V4rVyP9ZXkhF\n", "bScmvZ7bClOwjTBz6vC5S/z8wAUAdp1u5xcPllEcZGNDIUZT0Mb1hz/8IbNmzeLSpUucOnWKG2+8\n", "kQ8//JBp06bFK9+4Ecu92S9ecnLlG7nL46Oxyxl14zpcvuYeNz96o46cJDN/eesUuhxuZuUm4vJ4\n", "Od7cy/HmXnISTdx5eQfVV0608k/3Tkevh1SrkSSLkZp2Oy992ITFqOeTN+YELnxNSbXyyE2TQs52\n", "dsAqWS6Pb8h67miI5XurBck3OoI2rn/2Z39GYWEh//M//8MPfvADDAYDn/70p3nxxRdHPHFjYyN7\n", "9+7FYDCwbNky8vLyhj322LFjnDx5Eq/Xy6233sqUKVPCPsdEkp9iDvQiTQYdeREsahKqSw43bq+P\n", "+i4n/3roAl9YkMeCKSn09bv5509M55LDzdQ0Kx19LqZlWJmeaaMg/erSgB12F9/fXUN9t38W1YVO\n", "J9+/p3jE8bBDWV6Szs6TbTg9Pm7MTSQvJfiFJiFGU9DGtbCwEACTyRQYjmU0GrHZRu4lVVZWsm7d\n", "OgA2b95MeXn5sMe2tbWxdu1aAF599dVA4xrOOVQXy7/MZdmJ/Hz1DHr6PaRYDMN+9Q7HcPkmp1qY\n", "lm7lbIcDi0HH3Dz/xSmb2RjYcQBg2jBfz/vdXpoGTE+t73LidHvDalyvZJudk8jPHyyjx+lhUopZ\n", "mSUEVe91Sb7REVLN1eEYvAVHT8/IS7cNbIBHWkVr6dKlUZ9jIjnf6eCHr9fS0N3PQ3NyyE22kGzR\n", "Zq/JSckW/uGeYhq7+klNMFKUPvIGgAOlJ5h4YmE+v3mrHh3whYX5Ec2YAv901uEacSFUE9I413nz\n", "5vHCCy9w5MgR1q9fz7x580Z8zMANDkym0FaI3717NwsXLozqHKqK5Vi+10630XD5a/bLR5up63CM\n", "8IiRBcs3KdnCvMnJTMtICPvqvNmo5xMzs/jX8jJ+taaMpUVp100siCabCiRfdFTPF6mQGtfZs2fz\n", "4IMPkpKSQnl5OTfeeOOIj/F4rq50FMo/yP3791NaWkpW1tWhPOGeY+CbVFFRodTto0ePxux8iddc\n", "VTcZdErlu/Z2gslA04kjNHx0BJNRH/Pzy225rfXtSIS0h1Ywe/bsYcWKFdfdv2nTJtasWYPP52P7\n", "9u2sWrUKgKqqKvR6PbNnzw4c++abb5Kdnc3MmTNDOsdQJtIeWvVdTn7/dj1n2uw8Oi+XZcXpWIyy\n", "lJ4QWtB0D61ghqu/Llq0iPXr1+Pz+QY1vocOHUKn0wUa1+bmZg4cOMDMmTM5ceIE3d3dPPbYY0HP\n", "MdHlp1j438sLcbq8JFoMSq7Y5PH6ONfh4JLTjdfrY3KqJeheV0KMN1H3XFW5iq96z7WiQu2xfLHO\n", "d/jcJb6/5yxur49Pz82l097P52+ZTIYt/Nr5RHvtYk3yRSfSnqt8lxSD9PZ7aO9z4fFG/je32+Hm\n", "3966iPvyOV78sImcZAsddlfY53K5vSRl5OCNrg8gRNxpM35HXEfFv8w+n4+zHQ66HG5Kb7qF850O\n", "fn7gPOc7HTw+P4+7pmdEVMs1GXRkJ5q4cMm/I2yK1YhBBylhDhdr6nbyX0caOdrkotzXwr2lmSQo\n", "sizhQCq+twNJvtEhjesEdry5l6+/eoZ+j4/bC1PJTjLxQYO/hv5sxXlKsmwRTau1mgw8ddsU/nik\n", "kR6nm7VzcshLtpCdFN5Y5XcudvPa6XYAfnXoItMzbdw4KbTFVIQYbVGXBWTjwtBEO6xDC4fqLgWW\n", "DbxwyYnTPfirtzeK0sDU9AT+/q4ifrhyOgsLUgPrCYSj75qNC4dbYWu0qfjeDiT5RkfUjWskhV6h\n", "hoGzrRq6nKyckcnUNAtGvY7P3jyJA7Wd7DjRSneEC6TodLqwJwwMdOvUVArT/CMM7p2RIStgiTEl\n", "pNECbrcbo/FqBeH111/nrrvu0jRYuFQfLaCiS3YXlee7qG63c3tRGjfkJtLlcHPxkpNfHb7A6Vb/\n", "KlQ/vLeEWwpSYvrcjd1OajscpFgMTM+0YR6mttvR56LP5QmssCVEvGk6zvXVV19l9erVgduhrC0g\n", "1JeaYOLuGZncPeC+tAQT717sDjSs4F8ZK5aae/r5h91nqW63owO+d3cxtxWmDnlsus1EOmN76rOY\n", "mEIqC8ieWdELta7kdHs41drHqZZe7C7PyA+IkYH5Ekz+HVoBcpJM5KXEdtGclt5+qi+vzeoD9lW3\n", "h5xNRZIvOqrni1TQnmtHRwdut5ve3l5aW1vx+Xx4PB7puWrE7fWx+3QHPz9wHoC/WDSZVbOyAvPx\n", "46Wmzc5tU1OwmQ043F58UVzYGkqa1UiKxUCX0//H46a86/fYEmKsC1pzPXDgAC6XiyNHjgTqmUaj\n", "kZtuuonkZLX+QYyHmmtbbz//a+OJQKNjMej43UOzMBn12Ex6LMb4jPE83+ngmX21nG238/DcXB6e\n", "mxPzJQ1r2vo42thLVqKJOZMSSbHKV3+hJk1qrrfffjsAOTk5gxZaEdqwGPVMSbVyvLkXgPtmZrLj\n", "ZBs7T7Uzf3Iyn52fR04IY0U9Xl9UV+kL0qw8s3I6Drf/QpJ1hL2tIlGcaYvJIt9CqCrkJQdFdEKp\n", "KyVZjHxt6VQenJ3FAzOz+Fh+Ms+/30Rbn4tdp9s52hC8HNPX72HniVb+7pXT/M8HTXSGMd302nyp\n", "CUZyky2aNKzhUr0mJ/mio3q+SIX1Xc/tduN2u7Fawx8QLkJTkGblqcUFALx17tKg37lGqH2ebu3j\n", "Xyr89dpjTb0UpFpYXJSmTVAhRFBBG9eqqiqqqqpwuVzMmTOHY8eOkZiYSH5+/qAdA8TIIpk/XZpl\n", "4+7SDPacbufG3ETm5iUGPb73mtEF3U4PXQ43vf3+r/fB9q1SeX63ytlA8kVL9XyRCtq4fvTRRzzy\n", "yCN4vV5+9KMf8fTTTwOwceNGaVzjIMNm4rM3T2L1rCxSE4xMGmE91OKMBGbl2PiouY+8ZDPTMqx8\n", "a1c1p1r6+MTMLD578yTSEuTCkRDxELTmemVWll6vH7T9il4vKxWGK5K60oVLDr79WjVf2nqKZ988\n", "R3O3M+jxk5ItfPfjxfyqvIyf3F/KyZY+TjT34fXB9o9aqW6zD/tYleteKmcDyRct1fNFKmjPNTk5\n", "mTfeeIOenh5SU1PZt28fOTk5gW22hbaON/VS2+lvUN+r76G63U7OCL3XjEQTGYn+3um1IwaMUYwg\n", "EEKEJ2jjumLFChoaGrBYLGRkZFBTU0NPT0/QvazE0CKpK9muuVIf7jjX+ZNTuLMknQ8belg9O4uS\n", "zOEXPlG57qVyNpB80VI9X6RGHC2Ql5cX+Lm4uFjTMBNdU7eTuk4HyWYj0zMTuCHXxrp5uRw+38U9\n", "pRnMyApvVajcZDNfWVKA3e0lyWzAZIhvOafH6aa110WCSS/7Z4kJJ+R/bS6Xi+bmZrxeL93d3Vpm\n", "GncaupxUnLjAxUuOYY9p6e3nH/ee5Vuv1fC3207xzsVu0m1mPjs/j2cfKGXNjTkRrQplNRlITzCN\n", "2LDGuu7V5XDzu3fq+eLGE3xpyynOtPZFfC7Va3KSLzqq54tUSI1rTU0NW7ZsYdeuXQBs27ZN01Dj\n", "yYVLDr7+6hm+X9HCV7ad5mz70BeVWnr6OdV6dTGTvWf8i5nodDolBvKH63yng1c+agOg0+Hm1ROt\n", "o5xIiPgKqXF95513eOihh0hKSkKv15OUJFtthKq23U5jTz/gb2TOtA3dg0u9vJjJFXPzQn+Nu51u\n", "3q/v5r2L3XRFuDxgrOteFqOegdfPMhMjHwKmek1O8kVH9XyRCul7ZjxmZHm9Xnw+37gbiZB6zbjS\n", "9GHGmU5OtfLjT0zng/oespNMzA1xr6h+t5dNVS3813uNADw0J4fP3jxp1Hu7helWvvXxaax/v5Hp\n", "mTbump4xqnmEiLeQGle7ffBXWbd75N5RY2Mje/fuxWAwsGzZskEXxq61c+dOampqKC8vJz8/P3D/\n", "tm3b8Hj8s45KSkqYM2dOKHGVUpqVwPdWTKPibDu3TE1jVs7ws6xKMm2UhLmYSbfTzfHmHpItBrqd\n", "HrYeb6H8huywG9dY7x1vMuhZUpTGLVOSMRn06KPYa031fe0lX3RUzxepkBrXefPm8V//9V90dXWx\n", "YcOGkGZnVVZWsm7dOgA2b95MeXn5sMeuXLmS48ePX3e/1Wrl7rvvHuIRY4fVaGBxURrW9hpuLont\n", "aItuh5u3zndhNuh5eE4Oh893YdbrsJnUmeQRr2UShVBNSI1rWVkZBQUFNDU1MWXKFEymketnNtvV\n", "HpjZHNlK9h6Ph40bN+Lz+Zg2bdqYXq9Vi+zHm3t57vJCLYfPdfGtu4qYnmWLaFSByj0HlbOB5IuW\n", "6vkiFfK/QpvNxrRp00I+8cA1uENpjIeycuXKwM87duyI6Bzj2bV7Wxn0usD2LEKI0RXyBoVz5szB\n", "4/Fw8OBBFi5cyPTp04M+5kqtFPzDiaIVSgM9sHZzZeycKrd//etfM2fOnJiePye/mAybkfY+NwWp\n", "ZhLd3UCaMvlidXvgOEgV8ki+iZUvUiFtrb1582ZWr17N1q1bKS8v58UXX+RTn/pU0Mds2rSJNWvW\n", "4PP52L59e2DKbFVVFXq9/roFuI8fP05aWtqgC1p1dXUUFhYCsH37dh544IFhn0/1bV60Kto3dDnp\n", "tLvJTDSSkxR5r1XliwoqZwPJFy3V82m6tbZer0ev1weGZFksI/8jXrRoEevXr8fn87FixYrA/YcO\n", "HUKn0w1qXPfs2UNNTQ1Wq5WioiKWLl0K+BvXyspKwH9RbSzT6sOTl2IhLwalAJU/3CpnA8kXLdXz\n", "RSqkxrW/v5+enp5A4xpCZ5f8/HweffTR6+5/8sknr7tvYOM70JVGVkTG6/NFNQRKCBG5kMbs5Ofn\n", "s3nzZm699VaqqqqoqanROte4E8/50x6vj7fOXeIbr57hd29fpPnyDLFgYpnvXKeDN6rbee9iN339\n", "npEfMALV555Lvuioni9SIfVcFy9ezOLFiwGYOXPmiBezxOg6227nu7tr8Prg/YYe0qxGPjknN+zz\n", "tPT0U9fpwGYyUJKZgMU48t/ihi4nT+84Q3Ovf3PEb95ZyJ0lMjtLTDxhD4g0Go2BHQpE6OJZV7K7\n", "vAzcy7Che+Se67X5Ovpc/PRPdbxX799x9u/vKmJZcfqI52nvcwUaVoBDdZeiblxVr8lJvuioni9S\n", "EU3l2blzZ6xziBiakmphWbF/SFayxcA9pZlhn6O1zxVoWMG/TYxnhN1nwb/vV86ARVpuK0wN+7mF\n", "GA9Calx37drFiy++yDPPPMP69et57733tM417sSzrpRuM/HUbQX8qryMX6yewYxsGz1ON51217CP\n", "uTZfssVAesLVbyjTMhKCrkd7RV6KhX+6bzpP31nEj++bzqKC6BtX1Wtyki86queLVEjf73t6evjU\n", "pz7F1q1bWb16NS+//LLWuUSU0hKMpF1uHM+09fGz/efo7ffw5SUFzJ+cPOLEjknJFr56RwFHLvaQ\n", "ajVysctJY08/U9NH3g1hapqVqWnar6QmhMpC6rle+Yfo9XoBpOYagdGqKzlcHn554DzVl9eV/d7u\n", "GhqHqMEOlS/RbGTvmXaef7+RyvNdTEqKbI2IaKlek5N80VE9X6RCaiWvLDFoMBjo6urC5Rr+66VQ\n", "i9cHTs/VWqnb62PkyqnfrJxEfnBvCW19LianWELqtQoh/ELquX7yk58E4J577mHv3r3XTV0VIxut\n", "upLNbOCvF08h1WrEZNDxjeVF5A7RAx0qn0GvY2ZOIrcXpVGUMXoNq+o1OckXHdXzRSrk6a/gn/a6\n", "Zs0aTQOJ2LshN4lfrynD4/WRlWjGoJdZW0JoLaSFW671pz/9Sbmpqaov3CKEGJs0XbiloqKChoaG\n", "wP5WH330kXKNq7jK7vLQ5XRjMxlIjmDhbCFE9EKquba1tfHwww+zdu1a1q5dyxe+8AWtc4078aor\n", "ddpd/Mfb9fz5ix/xT6/X0tDlDOlxKte9VM4Gki9aqueLVETdmqysrFjnEDFyps3OluOtALx7sZsT\n", "LT0Y9DoMOshMHJ2hVEJMREEb1yubBra3t7Nnz57AQtYHDx7kiSee0D7dOBKvsXwDL1VNSjbj8ep4\n", "csNHWIx6vrtiGjfkDr1lt8pjDVXOBpIvWqrni1TQssCV7vqiRYsG7RAwEfQ43LxzoYs/ne0I+au1\n", "CqZnJfDITbmkWAysm5fLs2+ew+7y0ml38/9VnKenf+Rt0YUQ0QvauH7mM59h9uzZgXGt1dXVGAwG\n", "PvvZz8Yl3GjaU93O0zur+cHeWn6w9yxtvcFXlvL5fHQ73DjdQ69fGq+6UqrVxJ99bBK/WTuTGycl\n", "DRp2ZdLr0DP0MCyV614qZwPJFy3V80UqaOOalOT/Crl79256enq499576erq4uDBg3EJN1pcHi/7\n", "qjsCt0+32el0DN/jc3m8vFHTyZe3nuKZfXUhLXCiJbNRT2aimfwUC99dMY3sRBMFaRb+ZslUbGbD\n", "qGYTYqIIabRAZ2cnCxcuxGw2c8stt9DW1qZ1rlFlMuhZOi0tcLsozUKadfjydF2Hgx/tq+Vil5OD\n", "dZd45UTrdceMRl1Jp9Mxf0oKv3ywjGcf8K+ONRyV614qZwPJFy3V80UqpNECw21r3dXVRUpKSkwD\n", "qeLu0gwKUq309nuYkW0LeqX92vn63Y7otjap67DT0usiO9FEYQzm86fbRt6WXAgRWyH1XPv6+mht\n", "9ffGWltbAxsU7tu3T7tkoyzFamLh1FTunJ7B5NTgy+cVpFlZ97FJAGTbTKy5Mfu6Y0KtK9W02/nK\n", "ttM8vbOar2w7TXWbPfzwEVC57qVyNpB80VI9X6RC6rk2Njby29/+lsmTJ3Px4kWKiop46aWXOHHi\n", "BA8++KDWGZWXaDbwqbk5rJiegcWoIyuK8aTnOuz0XN7Ur6ffw7lOOyWZshqVEGNNSI3r0qVLWbBg\n", "wXX3v/POOzEL4vV68fl8gSm2Y02CycDk1OGzh1pXyrQNbpijaajDoXLdS+VsIPmipXq+SIXUuA7V\n", "sAa7H/y93b1792IwGFi2bBl5eXnDHrtz505qamooLy8fNJ42nHOMF2XZNn50XwnHm3qZnZvIjKzh\n", "L0IJIdQV0QaFoaisrGTdunU88sgjvPXWW0GPXblyJcuXL4/qHKoLta5kNuq5eXIKf3ZzHjdPTglp\n", "O+tYULnupXI2kHzRUj1fpDT7l2uzXe1xmc2RfbWNxTnGO6/PR3ufS2ZeCaEYzdajG7hM7HBDueJx\n", "DlVoUVdyebxU1F7iN29dIDfRzFeXTo146JbKdS+Vs4Hki5bq+SKlWc/V47k61nOknUZjdY6BXy8q\n", "KirG/e0Pa+r58Ru1tPe5+ailj///3Xql8sltuT1ebkciop0IQrFp0ybWrFmDz+dj+/btrFq1CoCq\n", "qir0ev11+3AdP36ctLS0QRe0hjvHUFTfiaCioiLmf6Fr2vv4i40nA7cXF6bw3RXFEf0x0yJfrKic\n", "DSRftFTPp+lOBJFYtGgR69evx+fzsWLFisD9hw4dQqfTDWpc9+zZQ01NDVarlaKiosAuB8OdQ/hN\n", "TrHy5dsL+PWhC2TaTDx2c17E3xKEELGlWc813lTvuWrF5fHSbndh1utlmqsQGlCu5yriw2TQk5tk\n", "Ge0YQohrxGcQpYi6OK41lfOpnA0kX7RUzxcpaVyFEEIDUnMVQoggIq25Ss9VCCE0II1rnKheV1I5\n", "n8rZQPJFS/V8kZLGVQghNCA1VyGECELGuYpR5/J4ea++mz2n25kzKYk7pqWTliAfMTExSVkgTlSv\n", "K8UiX3WbnW+/VsMbNZ384uAFPmzojkGyifHaaUnyjQ5pXEXMdDs9g3bBbex2jloWIUabNK5xovKq\n", "PxCbfAVpFmZk+deTTbYYuHlybLZdnwivnZYk3+iQgpiImUnJFr67opiW3n5SrEamjLAluRDjmfRc\n", "40T1ulKs8mUnmZmdmxTThnWivHZakXyjQxpXIYTQgIxzFUKIIGRtASGEUIg0rnGiel1J5XwqZwPJ\n", "Fy3V80VKGlchhNCA1FyFECIIqbkKIYRCpHGNE5XqSjXtdg7WdnK6tQ/v5S8uKuW7lsrZQPJFS/V8\n", "kZIZWhNMdVsfX9t+mj6XF5NBx8/uL2VmTuJoxxJi3NGscW1sbGTv3r0YDAaWLVtGXl5e2Mdu27YN\n", "j8cDQElJCXPmzNEqruZUmT9d3+Wkz+UFwOXxca7TwcycRGXyDUXlbCD5oqV6vkhp1rhWVlaybt06\n", "ADZv3kx5eXnYx1qtVu6++26tIk5IOUlmDDrwXL6MOSnZPLqBhBinNKu52my2wM9mc/B/wMMd6/F4\n", "2LhxIxs2bODIkSOxDxlHqtSVpmfa+NkDpfzN7QX89P5SZmX7SwKq5BuKytlA8kVL9XyR0qznOnCE\n", "l8lkiujYlStXBn7esWNHDNNNXAa9jtm5SczOTRrtKEKMa5r1XK/USgF0Ol3Ux47UQMPgv4AVFRVK\n", "3ZZ8kd9esmSJUnkk38TKFynNJhFs2rSJNWvW4PP52L59O6tWrQKgqqoKvV7P7NmzRzy2rq6OwsJC\n", "ALZv384DDzww7PPJJAIhhBaUm0SwaNEi1q9fz/r161m0aFHg/kOHDnHw4MGQjq2rq+Oll17ipZde\n", "oojax48AAAzgSURBVKysTKuocRHtX0GtqZxP5Wwg+aKler5IaVZzzc/P59FHH73u/ieffDLkY5cu\n", "XRrzXD6fj+PNvbx5tpOidCuLClJJt41cchBCiHBMuLUFzrbb+dKWk/RfHov0t0sK+MTMLK3jCSHG\n", "KOXKAqrqdroDDSv4ZywJIUSsTbjGNS/Zwqwc/7hak17HsuKMuDyv6nUllfOpnA0kX7RUzxepCbe2\n", "QHaSmW/dNY36LidJFiPTMqx0Odzo9ZBkVvPlaO7p51yng0SzgekZCZiME+5vohBjzoSruQ7k8/k4\n", "crGbnx84T5LFwFfvmEpJpm3kB8ZRW28/P3y9lqqmXnTAd1ZM4/aitNGOJcSEITXXCDR19/O93TU0\n", "dPdzutXOLw+ex+HyjPzAEZzrsLP1eAtvVLfT1ueK6lwtvS6qmnoB8AE7TrZFnU8Iob0J3bh6AZf3\n", "asfd7vLhjbIf39zTz7d31fDLgxf4p311bD/eAkReV0qxGki1Xi1X3JQ38rRVt9fHJbsLl9sb8vOo\n", "XPdSORtIvmipni9SahYZ4yQ3yczXlxfx0/11WE16vrR4CjazIapz9jg9NHT3B26/e7Gbz3ws9Ebu\n", "WvkpVn5833TeuXCJrEQz8/KTgx7f7XSz9XgLO0+2s2BKMp+ZN4nsJFn5Soh4m9A1VwCP10dLbz8G\n", "vY7sxOgboU67ix+/Uce7F7sB+OodBawsi9842ncvdPHNndWB299cXsid0+MzIkKI8SjSmuuE7rmC\n", "f5WoScmWmJ0vLcHEV++YSk2HHZvRwPSshJidOxTua+oaA8f0CiHiZ0LXXLWSnWRmUUEqc/KSSDD5\n", "ywzxqitNz0zgzmL/aIJZOTbmhFCjBbXrXipnA8kXLdXzRWrC91zHm8xEM1+6vYDHF+STaDKQmiBv\n", "sRCjYcLXXIUQIhgZ5yqEEAqRxjVOVK8rqZxP5Wwg+aKler5ISeMqhBAakJqrEEIEITVXIYRQiDSu\n", "caJ6XUnlfCpnA8kXLdXzRUoaVyGE0IDUXIUQIgipuQohhEKkcY0T1etKKudTORtIvmipni9Smk08\n", "b2xsZO/evRgMBpYtW0ZeXl7Yx4ZzDiGEUIlmNdetW7eyevVqADZv3kx5eXnYx4ZzDqm5CiG0oFzN\n", "1Wa7utGf2Rx8Eerhjg3nHEIIoRLNGteBHWKTyRTRseGcQ3Wq15VUzqdyNpB80VI9X6Q0q7l6PFd3\n", "UdXpdBEdG8450tLSOHLkSLgx48Zms0m+CKmcDSRftFTPl5YW2Vb2mjWudrsd8Pc+r/wMUFVVhV6v\n", "Z/bs2SMeO9z9Q5k/f37MsgshRLQ0a1wXLVrE+vXr8fl8rFixInD/oUOH0Ol0gxrX4Y4d7n4hhFDd\n", "uJmhJYQQKpFJBEIIoQFpXIUQQgPSuI4Sr9c7aDSEEGJ8GTP7LsdiOq0q+Xbu3ElNTQ3l5eXk5+dr\n", "ni3cfMeOHePkyZN4vV5uvfVWpkyZoky2gwcP0tTUBMDUqVPjMkok3M+T3W7nueee4/HHH4/L+xtO\n", "vm3btgX+qJeUlDBnzhyl8gHU1NTw7rvvYrFYWLlypeYTiMLJ95Of/ITS0lIAWltbeeKJJ4Y/sW+M\n", "2LJlS+DnTZs2xezYWAn3OY8dO+a7ePGilpEGCSff/v37Az+/8sormmW6ItL367XXXtMiznXCzbdj\n", "xw7fu+++G7f3N5x8u3bt0jrOdcLJ19HR4auoqNA60iDh5LPb7YGfd+zYEfTYMVMWiMV0Wi2pPlU3\n", "nHxLly7VOs4g4b52tbW1/OxnP2P69OlaxgoIJ19HRwc2mw2r1ap1rIBw8nk8HjZu3MiGDRviNnA/\n", "nHzvv/8+iYmJbNy4kVOnTmkdDQgv35X3tbm5mZycnKDHjpnG1ReD6bRaGo3nDEck+Xbv3s3ChQu1\n", "ihQQbraioiKeeuop3n77bS1jBYSTr6KigiVLlmgdaZBw8q1cuZK1a9fyyU9+MlBe0Vo4+Zqbm+ns\n", "7GTt2rWcPn0ar9erdbyI/m0cP3580Fj9oYyZmmssptNqaTSeMxzh5tu/fz+lpaVkZWVpGQuI7LWz\n", "Wq0kJydrFWmQcPI1NTWxdetWmpubKSoqikvNNdLPXrw6AeHmu/LNafLkybS3t2v+GYzk9XM4HCN+\n", "OxkzPddg02mPHz8e0rGq5BsN4eR78803yc3NpaioSLls7e3tgZ99cZr/Ek6+J554gvLycpYsWcKN\n", "N96oXL66urrAzw6HQ7l8M2bMoKamBvCXWFJTU5XKB/6RPnr9yE3nmOm5xmI6rSr59uzZQ01NDVar\n", "laKiorjUOEPN19zczIEDB5g5cyYnTpygu7ubxx57TIlsAAcOHMDpdAKwYMECTXNFkg/8fwAqKiri\n", "1nMNJ19dXR2VlZUAzJs3T/Ns4eabN28eL7/8MkePHiU7Ozsuvetw399z586FVO+X6a9CCKGBMVMW\n", "EEKIsUQaVyGE0IA0rkIIoQFpXIUQQgPSuAohhAakcRVCCA1I4ypGhcfjicvURiFGizSuE8g//MM/\n", "xOxczc3NvPDCC2zZsoUXX3wRt9s96Pfbt28f8nH19fW8/PLLPPvss7S1tUX8/O+++y6/+c1vIn78\n", "eDXc636t1157jQ0bNmicZmKTxnUCefLJJ2N2rn379vHpT3+aBx98kLvuuov9+/cP+v1w047z8/N5\n", "6KGHop5dNX/+fLKzs6M6x3gU6nTve++9V8k1MMaTMTP9VUSusbGRw4cPU11dzde+9rXA/X19fWzc\n", "uJGkpCQMBgMnT57k7/7u7wK/37VrFz09PRgMBlwuF6tWrcJisQBgMBiw2+3YbLbAMnsAbrebHTt2\n", "cOLECTZv3gxAaWkpN9xwQ9T/H3v27KG9vR2j0YjBYBhUVjh58iTvv/8+CQkJOBwOFixYQHFxMQ0N\n", "DfzhD3+gtLSUtWvX0tTUxAsvvEB2djaPPPIIRuPw/wR27tzJyZMnSU9PJyUlhb6+PubOnRtYM2C4\n", "5wT/soi7du1i7ty51NbWYjabycnJCayYdeDAAVpaWjAYDIHpvA899NCIr0FtbS0HDhwgKSkJvV5P\n", "a2srn//85wH405/+NOh1T09PZ9myZYD/fdm0aRN6vR6fzxeXBeQnvBHWkRXjyIsvvjjodk1NzaAF\n", "p2trawM/HzhwwHfy5MnA7e7ubt+GDRsCt9va2nzf+c53fH/84x99z/y/9u7nJbEoigP4txeh0GtV\n", "PI0EM8japEEF4jLoB5XSpk3/R5v+gWnfJoJWQRG26weGhRFUqFGKFWURmhjoi4wwsfxxZxFd5tWM\n", "OcNYM3g+u6tXzuWKh+vhce63b6xQKBSN9Zbb7WaJRKLktZ+cnLD9/X0+lmWZTU1NMcYYe3x8ZPPz\n", "84r5DoeDPT8/M8YYi8fjbHNzk7+3uLhYctyJiQmWz+f5eGlpiaXT6Q9jvq55enqaPT09Keadn58z\n", "j8fDx4VCge3u7pa0nrW1NRaJRPj4x++MsV/v+8rKCpNlmY89Hg9zOBwlxSR/hk6uFcxgMCCfz2Nj\n", "Y4O3XdPr9QCAWCwGq9XK54qiqPis0+nE5OQkVCoVYrEYXC4X+vv7y7bWi4sLDAwM8HFDQwO/fiYe\n", "j+Ph4YGf2ICXjk/JZBKSJEGSJMiyDODlFP87p7aOjg5FBySj0YibmxsIglA05qve3t53DZhDoRD6\n", "+vr4uKqqSrHXxQwNDcHn8+H09BS5XA6SJPHvrJhUKqVo3dfZ2Ynr6+uSYpI/Q8m1ggUCAZjNZt7h\n", "Z29vD5FIBHq9HjqdDqFQCEajEcDLj/Ot1xJBfX090ul0Wdfa2toKv98Pi8UCAJBlGdFoFACg0+mg\n", "0WgwOjrK5799EqGrqwsHBweIRqOw2Wwlxz0+Pla0mLu8vMTIyAiqq6s/jMkY+2lds6WlBcFgUFF3\n", "/nGvizk6OkJPTw8fLywslNTQvLa2Fre3tzzBHh4eflrLxkpFXbEqwPb2Nu7v7xEMBvlJbHBwEKur\n", "q+/6Utrtdv7aa81VEARks1nY7XaeUMPhMLxeL1QqFTKZDGw2m+K6jJ2dHdzd3UEQBORyOVitVmi1\n", "Wl7/vbq6gkajQV1dXcmX0LlcLiSTSajVamQyGSQSCVgsFnR3dyMajcLn8/EaaiqVgs1mUzTUnpub\n", "g1arxfDwcMl7Nzs7C1EUoVarkc1mYTab0d7eDgBFY3q9Xvj9fgCAJEloampSJEW3263Yn7a2NphM\n", "pg/XMzMzg8bGRjDGUCgUFHVc4CVJBwIBqFQqMMZgMBhgMpmQy+WwvLyMmpoaCIIAURTh8/kwPj7+\n", "aX17Kw0lV0KKcDgcGBsb++plkP8QPYpFyC84nU6cnZ1hfX39q5dC/kN0ciX/hHA4zP9Gv9Xc3FyW\n", "rvlfEbOYVCqFra2tn9ZCRVH8tFs1yN9ByZUQQsqAygKEEFIGlFwJIaQMKLkSQkgZUHIlhJAy+A75\n", "ChRqSqKjxAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.844245\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4VOeZNvB7elWXRr1LIEQ3mGYMNsZGNgbLBMcmbLKb\n", "/cxeyefdeBMnX7zZbBKn2SmOnXizcZJNNptibFNNlUEYYySwhS3ACIEqKqh3zWj6zPn+GDhoVEbT\n", "zswr6fldV67MGc6cuX0kvXPmOW8RcRzHgRBCSFCJwx2AEEJmImpcCSFEANS4EkKIAKhxJYQQAVDj\n", "SgghAqDGlRBCBCAV6sCdnZ04deoUJBIJ1q9fj+Tk5En3PXfuHLq6ugAAGRkZWLZsmc/HIIQQlgjW\n", "uFZUVGDnzp0AgIMHD6K4uHjSfdesWcM/PnHihF/HIIQQlghWFlCr1fxjuVw+5f5NTU14+eWXkZeX\n", "5/cxCCGEFYI1rqMHfslksin3z8rKwjPPPIMLFy74fQxCCGGFYGUBh8PBPxaJRF69RqlUIiIiwq9j\n", "nDhxAhKJxMeUhBDiWXR0NH8fyBeCNa4mkwmA6+rz9mMAqKqqglgsRmFhIf9cf38/YmNj+f2nOsZE\n", "JBIJ7rrrrqDlJ4QQAKisrPTrdYKVBVauXIndu3dj9+7dWLlyJf/8+fPnce7cObd9y8vLsXfvXuzd\n", "uxfz58+f8hjTUVlZWbgjeMRyPpazAZQvUKzn85dgV64pKSnYsWPHuOd37do17rktW7b4dAxCCGGd\n", "aKZMOXjq1CkqCxBCgq6yshIPPPCAz6+jEVqEECIAalxDhPW6Esv5WM4GUL5AsZ7PX9S4EkKIAKjm\n", "SgghHlDNlRBCGEKNa4iwXldiOR/L2QDKFyjW8/mLGldCCBEA1VwJmQU4jvN6jg/izt+aq2AjtAgh\n", "4ac32/F+4wDKmgaxPicG63NioJHTBEehQGWBEGG9rsRyPpazAWznq+kZwWvnbuJiuwGvlrXievdI\n", "uCONw/L5CwQ1roTMYHqrw217ZMw2EQ41riGydu3acEfwiOV8LGcD2M6XH69GaqRrFY+MaAVy41Rh\n", "TjQey+cvEFRzJWQGS4tS4ieP5GPQZEeMSooELS2XFCp05RoirNeVWM7HcjaA/Xy1lyowJ0HNbMPK\n", "+vnzFzWuhBAiAOrnSgghHtDcAoQQwhBqXEOE9boSy/lYzgZQvkCxns9f1LgSQogAqOZKCCEeUM2V\n", "EEIYQo1riLBeV2I5H8vZAMoXKNbz+YsaV0IIEQDVXAkhxAOquRJCCEOocQ0R1utKLOdjORtA+QLF\n", "ej5/0axYhEm9I1Z0G6zQKqSQSunXlEw/VHMlzOkxWPHS6SZc6RqBWibGTx7Jw9wETbhjkVmKaq5k\n", "xrg5ZMGVLtdyJEabE+VNg2FORIjvqHENEdbrSizl0yokEI9aqDRewfaqpSydu4lQvvCgYhZhTk6s\n", "Cj/clIuTtX0o0GmQKqYrVzL9UM2VEEI8oJorIYQwhBrXEGG9rsRyPpazAZQvUKzn8xc1roQQIgCq\n", "uRJCiAdUcyWEEIZQ4xoirNeVWM7HcjaA8gWK9Xz+Eqyfa2dnJ06dOgWJRIL169cjOTl50n2vXr2K\n", "mpoaOJ1OrFq1CmlpaQCAw4cPw+FwAAByc3OxcOFCoeISQkhQCda4VlRUYOfOnQCAgwcPori4eNJ9\n", "+/r6sG3bNgDAsWPH+MZVqVTiwQcfFCpiSK1duzbcETxiOR/L2QBXPqPVgWvdI+gZsSEvToW8eHW4\n", "Y/Gmw/mbiQRrXNXqO79ccrnc477r1q2b8HmHw4H9+/eD4zhkZ2fTDSvCrEvtenyv9AYAQCOX4Jdb\n", "8pERowpzKhJOgjWuozshyGQyr15z8uRJrFixgt8uKiriHx8/fnzK15eVlfGfgrfrOKxs/+Y3v8HC\n", "hQuZyTOd8o2uybGQZ+z2hQsXcNGSwGccsTpwo6sPLVebmMjH+vljPZ+/BOuKVVJSwjeOpaWl2Lhx\n", "o8f9z5w5g8zMTGRlZU3471Mdg/WuWKMbfhaxnI/lbABQXl4OZeZCfKukARyAOLUML2/OQ0qUMtzR\n", "ALB//ljP529XLMGuXE0mEwDXFeztxwBQVVUFsViMwsJC/rmzZ88iMTFxXMPa3NyMzMxMAIDZbBYq\n", "akgI9cvTPmRGQ78JGrkEcxM00Mglfh2H5V9ulrMBwD333AOb3YlXtuRjwGRHYoQcF9v1KG8ewsqM\n", "KGREh7eRZf38sZ7PX4I1ritXrsTu3bvBcZzbFef58+chEon4xrW7uxvl5eUoKCjA9evXodfr8fnP\n", "fx6Aq3GtqKgAACxZskSoqNNW74gVL5y6gRv9rg+er61NR1FBfJhTzU4yqRiFiVrYHE7857mbOF7T\n", "BwAoqenDzzbnI1btXWmMzByCNa4pKSnYsWPHuOd37drltq3T6fD8889PeIzJbnRNR0J89Rkw2fmG\n", "FQDeaxjAQ3PjIBb5Pv8py1/NWM4GuOcz25y40mng/611yAKjzYFYhK9xnU7nbyahQQTTWJRSitTI\n", "Oz0x7smK9qthJcGjUUjw+Pw7N7ceyo9FtJKmTZ6NaG6Baa510IzaXiMiFBIUJGgQSX/IYWeyOtDQ\n", "b4LV7kR2nAoxKioJTGfM3dAioZEerUR6mG+YEHcquQQLkrThjkHCjMoCIcL6+Olg5rM7OfSOWKG3\n", "2INyvNl07oRA+cKDrlxJUFnsDpyo68efPu5AWqQCz63PDHtXJNYMGG1oHTJDKZMgO0YJmYSucWYi\n", "qrmSoKrtGcE/v1PLbz9WGI9n1qSHMRFbhsx2/Oe5VpxpHIRYBPzHA9m4Jys63LGIBzSfK2GSc0Z8\n", "dAdP74gVZxpdq9k6OWDPlW7YHc4wpyJCoMY1RFivKwUrX3q0El9elQqlVIzcWCW2FiZM/aIpzKRz\n", "p5ZJEDWqR0dhggZSgcsCM+n8TSdUcyVBpZJJ8Oi8eKzNioZCKqauYWMkRyrw4sO5eK9+AAkaGZUE\n", "ZrBZX3PtMlhR1zMCuVSMuQkat6sKQgihfq5+GDLb8crZFlS26QEAX7grCTuWJEEiplFOhJDAzOqa\n", "q95s5xtWADjdMACj1SHIe7FeV2I5H8vZAMoXKNbz+WtWN65ahQTzdXdWTFiTGQ21n1P2EULIaLO+\n", "5toxbEFNzwjkEjEKdBqaGo4Q4oZqrn5KjlQgOVIR7hhEQB3DFlS26SERA0tTIpAYQT9vIrxZXRYI\n", "JdbrSiznCySb3mLHK2Ut+GV5K35xthW/q2iHyRbcujrL5w6gfOFCjSuZ0Yw2B6o6R/jtTzsMgt20\n", "JGS0WV9zJTObyebAHy+0453qXgDA55YkYueSJPQYrTBYnEjQymi+VeIR1VwJmYBKJsHOpUlYmR4F\n", "sRjIi1OhedCMbx6vh97iwIr0CHx1bQbiNPKpD0aID6gsECKs15VYzhdotmiVDMvTI3FXaiQilTJ8\n", "cGMAeourNFDRqkfrkCWs+YRG+cKDGlcSViNWB1oGzOg2WEP2njkxKjy1OBFFc2IhEwNqmfd/BkNm\n", "O9qGzBg2B2cicDJzUc2VhI3eYsfuS53Ye6UH0UopflyUi7x49dQvDIDJ6sChaz34c2UnUiIU+Jd7\n", "0jBPp/Fqwuoug5UfLr04WYvn1mUgibp1zXg0nyuZdm4OWrD3Sg8AYNBsx8GrPV69rqHPiB+9dwMv\n", "f9CMlkHz1C8YpXnQjD9c6IDNwaF50IyzNwa9XgmgtmeEHy59ucOAmh6jT+9NZhdqXEOE9bqSUPn0\n", "FjuudY+goc8I25hJoZ3gMHqOnMlGx43O1m+04XsnG3GmcRDv1vbjtfJWn7pWjV15XOrDJD3yMY3w\n", "7e3Z+rMNFtbz+YsaVyKYEasDf7vYiWcP1eKZgzX4qGWY/zerw4nS2j78490pyIlV4Z7MKNyXM/Xc\n", "plaHE70jNn67fdgCqw8z+WfFKPGVe9IQrZRiUbIGjxTEe/3aOQlq7FiSiJRIOT67SIcCnecSRp/R\n", "hisdBjT2m+CcGdU34gOquRLBtAyY8fS+a/x2TqwKr2zJh0omgcFqx1cP1WHYYsf8RA0GTXZ8bV0G\n", "0qI8L2ZotTtx5FoPXv+oHWIR8M37MrE+JwbisZekHtidHIbNNigkYmgUvvVGdDg5jNgcUMskHq96\n", "+402/OJsMypa9ZCJRfhhUS6WpkT49F6EDSHt52owGKDV0rrsxDOlTIxopRSDt+6sZ8cq+a/SWrkU\n", "/3h3Mr5fegNlTUP44vJkxHsxaY5cKsbDBfFYlBwBsci1rIwvDSvgKgXEqv3r1yoRixDpRYPcqbei\n", "otVVn7U5ORy/3kuN6yzjsSxQXV094f/eeOONUOWbMVivKwmRT6eV48dFuSiaE4cdSxLx+buS3SYi\n", "X5Eehd9sK8B/Fc9FcWEClLKJp3scm00lkyAvXo2cODUTy1JPdO60cgmU0jvZcuOE7QXhyWz83WOB\n", "x4/gc+fOYe3atWhoaEB3dzeWLl2KyspKxMbGhiofmUYa+oy42K5HolaORUlaRKlkyItX42vrMibc\n", "XyIWIStGFeKU4xmtDohErkY7WDJilHjp4VycrOtHRrQS92bTWlmzjcea6+2v/2+++Saeeuop/vm3\n", "3noLTz75ZEgCeotqruF1c8iMZw/V8iOfvnJPGh6dN/nKrxzHweHkBF/5dCrVXQb8qvwmpGLg2bUZ\n", "yBe4n+1sMWyxw2xzIkophUIa/m8XgRCkn+vtuqpc7l6fGrtNyLDZzjesgGv2qcm0D1vwi7Mt+H/H\n", "6nGxXY9w3VPtG7Hie6U30NhvQm2vCT97vxl6C428ClTroBn/UdKAf9xTjT2fdsEwS8+pVx8pRqMR\n", "Tqeru4vD4YBer5/iFWQs1utK3uTrN9rQ0GdEzwRDVRM0cuTHub7iiwBsyJ28dFRa14/kSAWWp0Xi\n", "b5UduDnF2H6hzp2DA8y2O924RmwO2B2+N/Qz4WcbTKcbBnCtxwirg8OfKzvRNOB5oAfr589fXvUW\n", "ePjhh/HXv/4VcrkcFosFmzdvFjoXYUyX3oKX3m/C1S4jUiPl+P5DuUiPvtNtKkErx39szEbLoBkR\n", "Ciny4lRoGzKjacCMKKUUefEqKKUS2J1ORCgk+O1HbXBywFOLE8cNLgiVOLUM31ifiRdPN0EiAr56\n", "bwZiaJmfgEnGdN7wsTPHjEH9XIlXzjcP4rsnb/DbX7s3A0Vz4ybdv1NvwfPH69E+7LrKfeHBHKzO\n", "jMKgyYZnDtag59ZAAIkI+P32eVP2bxWKw8mhy2CBCCIkRcghmq0tQRC1DZnxq/JW1PeZ8NTiRGwu\n", "iJ/WC3+GtJ9rZ2cnkpKS/HkpmabUY+6kRyg8/7H0GGx8wwoA55oHsTozCnKJGIlaOd+4xqll444d\n", "DHqLHV16KxRSsdsV9lgSsQgpkeFp2Geq1CglvrMxB2abA5FKKRPd5cLBq//qq1evum2fO3dOkDAz\n", "Get1pany5cer8dW16SjUafDF5ckoTNR43D9GLUWU8s5n95JbHejVcgmeXZuOB3JjcE9mFF54KGfK\n", "FXd9PXd6ix1/+rgD//dgDZ45WIMPmwfxYfMgBky2qV/sh0B+tg19Rrx9uRPvN/RjwMhePn9p5BLE\n", "aeReNays/234y6sr17q6OsyfP//Oi6S0gMFMYnM4IZN5buDUcgkeLojHxvxYr/5g0qKU+Mkjeajr\n", "MSJWLcU83Z3GODNGhW/enwWO4wT5Gt4xbMXha65lXcx2Jw5d64XR6sSSFC2+sCzZ5xFdQmkbMuOb\n", "x+oxfKuXxZdXpeLxBbowpyLB4tf1+u2eA8R7a9euDXeEcXoMVvzuozZ842g9rLo5sNmn/rn68hUv\n", "J1aFTXPjcHd6FLQTDBn1tmH19dwppCLIR91ViVPLoLfaca55yK13AOD6YPFl4pdg5LtNb3HwDSsA\n", "XO4QphcOi797o7Gez18eL0GPHDkCk8mE69evw2a785UlMTFxygN3dnbi1KlTkEgkWL9+PZKTkyfd\n", "9+rVq6ipqYHT6cSqVauQlpbm8zGI7z5sGcLeK90AgGunRvCrx+ZgboLnr/vTQUa0Ej/alIs3L3Ui\n", "QatAlFKK1kELvrg8GapRqw7c6Dfh9Q9vwmx34sur0lCgC+1/e7xGhkKdGtXdRogAbJoz+Q1CMv14\n", "bFwfffRRAMDhw4exZcsWnw5cUVGBnTt3AgAOHjyI4uLiSfft6+vDtm3bAADHjh3jG1dfjsG6srIy\n", "5j6he0fV+DgAJhub30h8PXcikQiLUyKwMFmLAZNrPtkfb8rFnAQVf7U8YLThatcIFia5Bsq8cLIR\n", "rxXPRbwfCxX6+7ON18jxrfuz0DJkgVYuQW6sMEOBWfzdG431fP7yup+rr9TqO8MIpxrRtW7duoCP\n", "QXy3Ljsax2v6MGiyY01GBDI93FWfjsQiEeLUMqzNGj+uv7Jdj1+VtwIAUiIV2JAXC7sz9L0SdREK\n", "6GipmBnJq8bVnxtYo7vPTnWz5LaTJ09ixYoVAR2DVSx+MufGqfGrrXMwYnUgXiN3u7vPEiHO3dkb\n", "A/zj9mEL5unUiPNzAAGLP9vRKF94eHV34tixY2htbUVTUxPeeOMN1NfXT/kah+NOod6bGxdnzpxB\n", "fn4+4uPvzAzv6zFGd+koKyujbS+2kyIUyI1T48rHH066f7fBirPXb6Ky/uakx7tw4QIT/z3ebi/R\n", "3blK12lkiOSM+Oj8Oa9fT9uza9sfXo3QOnjwILZu3YpDhw6huLgYb7/9Nj772c96fM2BAwfw+OOP\n", "g+M4HDlyhK/ZVlVVQSwWo7CwkN/37NmzSEhIQEFBgVfHmAjrI7TKytiuK02Wr0tvwQ9O3UBtrwlK\n", "qRg/fSTP7cZPt96CynY9ugxWbMiN9dhhP9jZAqG32HG924hhsx358SpkjJn6sG3IjB6DDbEaGTKm\n", "+G8S+mdru7W0jUwiCmlNOFRYzyfoCC2xWAyxWAyl0vVLplBMXSNauXIldu/eDY7jsHHjRv758+fP\n", "QyQS8Y1rd3c3ysvLUVBQgOvXr0Ov1+Pzn/+8x2OQ0Lk5ZEFtrwmAq89oResw37jW9xrxxwvt4ACs\n", "yojCLz5owQsP5SBSKUWX3oJT9QO4OWTGlsIEt36uLIhQSHF3euSE/9YyYML/O16PfqMdEQoJfvpI\n", "Xtgmu7Y5nHivfgCvlrVAq5Di+w/lMHcuycS8alytVisMBgPfuHozHUFKSgp27Ngx7vldu3a5bet0\n", "Ojz//PM+HWM6YvmTGZg8X6RSConINYMUAKRFuT5Yh812/PSDZjT1u2Y86tBbsSxVC7PdiUgAR6/3\n", "4c3LXQCAc81D+M/iuX7PHxDqc9c8aEa/0TVNnt7iQGO/yWPjKmS+Tr0VvzjbAg7AkNmO333Yhp9s\n", "zhu3Eq0n0/V3b7rzqnFNSUnBwYMHsX37dlRVVaGxsVHoXIQRObEq/LgoD2caBzA3QY27Ul3DWG0O\n", "J/pHrcI6aLJhSUoEopRScByHhj4j/29GmxNGa/C6eRksdpxvGcKF1mGsTI+E1cFhyGLHvVlRUMmk\n", "iFBIAhrPHqNyv7Hl742uYBCLXGt+2W71ZFDKxJjo7sOgyYZr3SMw252Ym6BBSiT1QAg3yfe+973v\n", "TbVTeno6Fi1aBKlUitjYWCxbtoy5IbA3btxgcpCBzeHEp50GHLvaCTvn6hoU7tn3J1JWVoaMjPHL\n", "sYhFIiRHKrAqMwr58Wp+nSuFVIzECAXONQ8CAP55TRpWZkRBLZdAJBIhRiXFmcZBODlgQ24M7suN\n", "cVtTKpBsn3Ya8INTTWgaMKO8eQiLkiMwaLLjTOMA/vRJB6wODjmxKr9nwI9WSrEgSYtolRRPLkrE\n", "giSNx8Z6snMXDFqFBHMS1LjWPYK0KAX+eU064sbUXTmOw4GqHrxa1oqypiFUdRqwOjOKX7ZGyHzB\n", "wHq+jo4O5OTk+Pw6n1tIqVTq1rBeunQJS5Ys8fmNZ4u6XiOeP1YPDsBbVf34ycO5WJo6ca1vIja7\n", "E3qrA2qZeNIF/DxpGTSh/MYQlDIxVmdGISlIfSolYhHWZkUhZ1sBOA5IjVJAJhHDZnfiUocel9v1\n", "+O6D2VBKxciIVga1m9egyX1me4vNAZVMjHPNwwCAv1R2YkGixqfzPJpcKsbytEgsT/Pv9cEkFomw\n", "Ij0KBY9pIBGLoJlg6j6z3YmzTYP8dn2fCcNm+5QT4hBhBfwb39TURI2rB31GG0ZXqHtGvJ/5aMhs\n", "w4GqHhyv6cNdqRH44vIU6LTe3y0eMNrw/dIbaBl0zfRf22vEV+/NmLBe50/dSyYRI3PMXfa6PiO+\n", "/W4jOABvX+nB9x/MQbQqsD/ysdny4lWIVUvRb7QjOUIOpUzstsQMAIRy/u1Q1AwjPXw4qWQSbMiN\n", "QUOf68bjfJ3a7cOM9Zom6/n8xdZ3+xkoI1qJaKUUg2Y71DIxcnwY4ljfa8Ibl1w3hU7VD2B5aiQe\n", "yPe88q7N4YTh1pWu0ebkG1YAqO4agdnm9OlmiK+GzPYxHybjl4TxxrDFjtoeIyx2J/Li1Ugc9aGS\n", "FaPCdx/IxqcdBpgdHJK0cixIlOFKpwFXu0bw8Nw45MXfOc+NfSacax5CglaG5akR475WzwSb5sYh\n", "O0YFk92B/Hg1rajAAGpcBZYZo8LLj+ajvqMP2YmxyPKhcXWMGY451fDMIbMdB6q68W5tP1akRWLH\n", "Uh22zIvnp9/7zEIdtJNMch2svoYZ0UqkRsrRNmyFVi7xq9uQk+Nw7Hov/nihAwCwOEmNbz+QiyiV\n", "69dVb7bj5bOtaBl09VRQSsX478/Mw/c25mDE5kCUQgrVra/PHcOuFREGza5SwhfuSsLf3RXc2jwL\n", "/TQjFVIsn6RrGQv5PGE9n7+ocQ2B9GglmqtuIGteqk+vy4tXo2hOLE7U9WNRkhaLkrUe96/rMfJX\n", "usdr+7A0NQJfuCsZ92ZHQyYRISdWFdS5THsMVtwYMEEtkyA3TgWVTILUKCVefDgP3QYbYlRSvwYV\n", "mGwOvFd/Z3jq5U4jhsx2vnGdTIRSiogxX58NVgffsAKum2FOjmNmTlcyc1HjGiL+fDLHqmX40qo0\n", "fG5pEjQyybiGYyw7N/ZK14kolRRLVBHj9m3qN6Guz4holQzzEtQ+5xs02fCLshZ8ctM1B+nX12Xg\n", "oVtT5iVFKAK6caaUSrAqI4pfNTQ/XuW2rEyEUorn7k3Hj043wWrn8I31GUjQTvw1OF4tw7K0CHxy\n", "Uw8RgC3z4oPesLJ+1UX5woMaV8ap5RKvF3fLj1PhgbwYvFc/gEXJWsxPnPhKt33YjOeP16P/1l33\n", "b6zLwIM+ziXab7TxDSsAHLnWi/tzY4KyXpJELELx/ATMTVDDbHNiXqJmXA1xXqIWrz02F04n57GG\n", "GqOW4bl7M9AyYIZawGn9CBkr4L8E6ingnUAngfBGnEaOZ1an4U9PFuI/HshG8iQdyQeMdr5hBYCP\n", "bw7j4sWLE+7bMWxBbc8I+sb0cohQSJEUcafBW5YaEdSF6GLVMqzOjEJGjBLXb/aibch1FWu0OdBv\n", "tMHh5BCjknl1cypeI8ddaZEo0Gkg87Pvqyeh+NkGgvKFh1dXruXl5YiLi0NBQQHq6+uh1Wr51V+z\n", "srKEzBc2vSNWfHJTj36TDasyopA9Ta54tArphEuqjBankfE3nQBgbXY0zJ2d4/a70W/C88frMWCy\n", "Y0GiBs/fl8nPPZqgleMHD+XhYpsekUoJFqeMLz0E6lr3CL5xtB52JwedZgDffTAb//NxBxr7TNix\n", "JBEPzYnjO8oTwhqvGteWlhZ+xqqcnBzs27cPTzzxhKDBwu1QdS8/Nv5QdQ9+uXWuT31Mx2KprpQU\n", "ocAPNuWiacCMSIUUc+JVUGavHrdfZZseA7eucKu6RtA8aHab2DkzRonMGOEm2L7UbuB7SHSP2NDQ\n", "Z8LHt0oRvz7fhjkJGiYmMWHpZzsRyhceXjWuGo0GcXGumpxYLIZEMrOvFmwOJz7tMPDbfUY7DBZ7\n", "QI2rP0w2Bz7tMKCmx4jFyVoUJnoehumLtCjllBOpxGnc65waeWhL9KP7BMskonFXqWO7qhHCEr/+\n", "UsVi9sbGB5NMIsZj8+9M2r0yPTLgoYT+1JWudRvxHyca8deLnfjm8XrU3xqBI4SJ8i1O1mLXihQs\n", "S43AtzdkITcutKWRRcla/OChHHxhcRx+/kg+cmOVyIlVQiICdi5NQpaAV82+YL1mSPnCw6tLEZFI\n", "hP7+fsTGxqK/v99thYCZak1mNH65RQ6jzYnMGGXAQzj90WW4M7rKybnu0IdSjEqGJxYlYvtC3YQr\n", "QTg5DnYnJ9iIL41cgpUZUeDar2Feomtij5ceyYPF5kS0SgqFVIIegxU3hyzQKiTIiVVBIqb+q4QN\n", "Xq1E4HA4cPLkSX5O16KiIuZmxWJ9JQJ/1PUa8fWjdTDZnIhRSfGzR/LGzZgfLh3DFuy+3Ikb/WZ8\n", "bkkSVqRHQiIWwWx34Hq3Ee3DFuTGqTAnXu3VEj3+6B2x4sX3mnClawRiEfDDTblMTLZCZhZBVyKQ\n", "SCQoKiry+eAkMPnxary6ZQ76jDYkauWCLKHir3dr+1BS0w8AeKG0Eb8unovcODWudY3gm8cbAABy\n", "iQi/3DpHsFn8uw1WXOkaAeC6sn+3to8aV8IMr77P1dXVCZ1jxvO3rpQdq8LytEjBG9bb+QxWO/qM\n", "VrebRS2DZnzUOoSGPiO/CsXo2b2cHGCxu55vvLUyAQBYHdyks4BZ7U50GSwYNE1d6pjs3EUopFDL\n", "7vwKF4ap5wDrNUPKFx5eXblevnwZ+fn5/PaNGzeQnZ0tWCgSHq2DZrx6tgWtQxb8w7JkPJAfgy69\n", "FV8/Vo9Bkx1yiQg/35yPAp0GjxXG48OWIegtDmydF4/0W8u/FOjU/LIwkQoJkiPG97AYMtlwucOA\n", "X5+7iQilBN9+IBtZfpQ70qOV+OkjeShvHkJqpIKuWglTvF5Da7TLly9T4+qjYPflaxtyrfMUr5FN\n", "OhLLF2vXrsV/nb/Jf81+tbwVeQlq9I5Y+cmprQ4O9X0mFOg0mJOgwa+L58JscyJeI+MHLhQkaPDq\n", "ljkYsTlgc3DoNlihVUj5pVIa+oz4ZVkrjDYndt6VhL9WduLg1R7869rJZ6L3dO7mJLiyhArHceNq\n", "yKz306RQV92EAAAgAElEQVR84eFV47pmzRq8++672LRpk9B5iBea+l2rkw6a7NBpZHjx4byglA3G\n", "9hu12J2wOznsWpGCszcGcb3HyF+JOpwchsx2DJjskEpEfOMqEYuQF6/Gvqpu/HdFOwDg/txo/Mua\n", "dEjEIvyqvBXXe1zra/3hQjuK5yfAaGO/94nJ6kBZ8yBO1fVjdWY07s+NRqSS5kwlk/Oq5vqXv/wF\n", "w8PD2LNnD/bs2YMrV64InWvGCWZdqb7PxF9Ndo/Y0DQQeP/XsrIybC2MR3aMEnKJCE+vSMEHjQP4\n", "4akm/L6iHRvzY/HsPWloGzZjxOrA1S4Dnj1Ui++caMS/Ha/nx/4DwIjVgaO35pAFgNMNgxgyO+Dg\n", "OJhsd5YIsNhdV71b5yVMmS3canqN+NmZFlS2G/Dr8zdR3X1nAUYW8nlC+cLDqyvXhx9+GMuXL+e3\n", "jx07JlggMrWYMfOaBmt9qswYFX66OQ8WOweDxY4vHajh/+2DG4MQA7jUYcD8RC0+adPj9oVul8GG\n", "Tr0VqbdGfKlkYixNiUBHTR8AIC9OBY1cDK1cin9enYbvnGyExe7Ec+sysTIjEhFTzIXAAoPV/ep6\n", "2GyfZE9CXLz6rR7dsALAI488IkiYmSyYdaUCnQbfuj8LlW16rMyIxJz4wLs63c4XdeurLsdx/DpV\n", "gGso6kctQ5BLRJBLxG7vqZSK3aYElEnE2Lk0CQuSNDDbOSxN0fKDMBalROC3nymAw8lBp1VA6kWn\n", "fxZqcrmxKuTEqtDYb0JShAwFo3omsJDPE8oXHl4NIpgOZuIggnBr6jeh8tasV0NmOz64MYh/WJaM\n", "JSkRMNqcqOo0oG3YgvmJGswN4U2lcOkZsWLAaEOUUobECXpBkJnJ30EEXtVch4eHsXfvXvzv//4v\n", "7HY7Dhw44PMbzXas15UmypcVq8K2hTrM02mwKEmLb92fhaWpkRCJRPzQ1G0LdII3rKycuwSNHHMS\n", "NOMaVlbyTYbyhYdXjWtJSQkee+wxREVFMTfslQjrRr8JXz1ch2feqcXXj9ahddA89YsIId41rkql\n", "EjLZnZraTJ9yUAis15Umy1ffZ+QX+OsyBKdngq+m67ljBeULD78GETidzkn2JICrK1Kn3gKFRIzU\n", "KIVgE5eEQuSYO/nR1LeTEK94deWq0+lQVlYGu92ODz/8EBkZk4+mme2MVgf2XunClw/U4EsHruPy\n", "rUm3Q11XMtsc8OVe5UT5+o02XG7X44vLk7E+Jxr/dn8m8hNCPysX6zU5yhcY1vP5y6sr13Xr1qG6\n", "uhqDg4NISkqasetmBUO3wYq/XXQtD2N1cPjfjzswf7Pwd9JtDuet/+fwXkM/jl/vw7K0SDw2P4Ef\n", "euqrboMVe6t6oJaJodPKIRYB9+fGBjN20DQPuJaAiVBIsDQlAgkhXjWCkLG8vjtVWFiIwsJCIbPM\n", "CK7lSMT8SKSkCDkkYpGgdaX6PiNe//AmHE5gx5JE/Kr8JgCgrs+EnFgl7vOiQZwon0YugVomhtHm\n", "RNOAGRtyY/h/cy2tPYz2YQtWZ0b5PL6/fdiMAaMdcRoZkiI8z40w1bnrHbHiuycb0X5rwcVtCxLw\n", "TytTIQ5ROYb1miHlCw+vGtfe3l4cP34cKpUKVqsVRUVFiI1l8wom3FKjlPjRplz8ubIDOo0cO5Yk\n", "CvpHPmy24yenm9F86y7+jVtLway6NbhALZOgS2/BBzcGobc4sCEvxusZqNKjlfjJw3l4r2EAqVEK\n", "rMmM4v/tTOMAfvNhGwDgwNUevPbYXKRHK+HkOIxYHVBJxZBOskJBU78J37y1qmxKpBw/fCgXaQHM\n", "jTBidfANK+Ba2NBid9LKsCSsvO6KtXPnTmzfvh1PPvkkTpw4IXSuaW1BkhYvFuXh6+sz+SGhQtWV\n", "7E4nhix3hmIOWez4wtIkyCRi/LmyEz8/24LrPUb84UI73rzche+caEDfiHXccSbLN1enwZdXp2Fr\n", "YQLiNXe+ald3j/CPjTYn9BY7jFYHDlX34NlDtfj1+ZvoNox/H8B1RX17Vdn2YeuUPRCmOncxKhnW\n", "Zt1p+B8rjA9pw8p6zZDyhYdXjatareYXJZRIJFAq2ZkRn1WhWsspRiXDs/ekQyICxCLXFHzzkzQ4\n", "e2MQADBosqOidYj/6t2pt8FoC7y3x6b8WNz+T1yQqIFOK0d9nxH/db4NN4csOHq9Dxfb9RO+Nkrp\n", "3vAFOrtUpFKKZ1an4cdFufjFo/m4b1T5gpBw8aosYDa7dxw3Gl0zAlVUVGDFihXBTzUDCVVXEolE\n", "WJURhd9vnwdwQHKkAo39JogA3O4rkKhVoLLN1Wthy7z4CVey9TXf0tRI/GrrHBisDqRHKRGvkaNp\n", "wP33ZMQ6fipBJ8fBZHPgC3cloaHPhGVpkciIDqzmCgBxGjniNOG5icV6zZDyhYdXjavT6cQf/vAH\n", "LF26FJcvX0ZUVBSqq6tx6dIlalwZIBGLkBZ159tEVowS/74hC2992oU58WpsyIvBivRIWB1OZMao\n", "oJEH/pVZIhaNu4mVE6vCA3kxOFU/gIxoBe6eYGUAg9WB//m4E3qLHTqtHP9d0eY2sQshM4VXZQGj\n", "0YjVq1dDqVRi5cqVKCgo8KkPJQltXUkmEWNdTgxe3pyPf7knHWlRShToNFiUHDHp9ITByBerluGZ\n", "1Wn44/Z5+Okj+RNO4K2UiDFPp4be4kDbkAUbcmOglHr+NWS9JhfMfDaHEw19RtT0jEx45e+P2XT+\n", "WOLVlevnPvc5aLXacc9nZGTg5s2bSEtLCziI0+kEx3E0tDaIlGG4W65VSPlVCSYil4rx98uSUajT\n", "IFYtw+5LXfjhe014ZnUa8oIwdeJ0xnEczjUP4cXTTXBywN8tTcITi3TU62GaCnjKwYMHD6K4uHjc\n", "852dnTh16hQkEgnWr1+P5OTkSY9RUlKCxsZGFBcXIyUlhX/+8OHDcDhcn965ublYuHDhpMegKQen\n", "l36jFf/3YA0/X2x2jBI/fzR/WkycLRS92Y5nD9fi5pCFf+5/npjH9zgh4eHvlIOC/SZXVFRg586d\n", "ACZvgG8rKipCdXX1uOeVSiUefPBBoSKSMLI7AaP1Tq8FvcUBu3N2l5rkUhHSo5V84xqrlkIxRcmE\n", "sEuwn5xafecrnlzu311ch8OB/fv3Y9++faisrAxWtLBgva4U6nxxahm+ti4DYhEgE4vw7L3piBaw\n", "HiykYOVTSCX4pxUp2DY/AQ/mx+BHm3Ld+hb7a7acP9YIduU6utowerpCXxQVFfGPjx8/PuX+ZWVl\n", "fLeO2z8wVrZvL+rISp6p8n3S0I5+M4fsxBjkxqlQXl4e1Pc7f64cGqUKf9g+HyKRCDevf4ryZgsz\n", "5yOc219anYaLFy+i49pN5DKQh7b9I1jNtaSkhG8cS0tLsXHjRo/Hqa6uRnR0tFvNdbSpjkE11+Bp\n", "6DPia0fqYLI5IZeI8ItH832eO4CQmULQZV78YTK5hjRyHMc/BoCqqqoJ66sTaW5u5h+PHchAhNPU\n", "b+YnnrE6ODQP+H/uO4YtaBkww2QLTrciQqaLgBvXybphrVy5Ert378bu3buxcuVK/vnz58/j3Llz\n", "bvuWlpairKwMpaWl+OCDD/jnm5ubsWfPHuzZswdz584NNGpYBbOuZLTacbFtGKfq+9HUH5yVAUbn\n", "U0jF/NBWEVxDbP1xtcuALx+4jqf3XcOBqh6Y/Oy3yXpNjvIFhvV8/vKq5nr27Fnce++9E/7b2GW3\n", "b0tJScGOHTvGPb9r165xz032dX/dunXexJtxug1WcByg08omXMXgkzY9fnCqCQAQrZTiF1vy3UZo\n", "BapTb8aXVqVhwGRDjEoGtcz3z2CH0zWX7e15DP70SQdWZUQhJy70k20TEg5e/dW899572LdvH7q7\n", "u4XOM2N5WxivbBvGP+27hl37ruHCzeEJR8JdbLszIcqg2Y6+EVtQ892dHoV3rnZj76fdaBsyI9WP\n", "6QDFIrhN0i2TiCCX+DeZDetjzylfYFjP5y+vrlwff/xxzJs3D+Xl5Xj//fexYMECmjhbAP1GG352\n", "poW/2nvpdDN+95mCcd1x7k6PwpHrfQCAeLUM8ZrgjsvPjFHh5UfnwGRzIlol9WsuApFIhJ1Lk2Bx\n", "ONFlsOL/3J2C1CjPE7QQMpN4deW6aNEiyGQy3Hfffdi0aRPeeecdoXNNOx3DFnzUMoTqrhHY7OOn\n", "9POmriQWwe3qTi4RYaJ5tpemavHzzfn49gNZeOmRvKCM4BmbL1YtQ2qUIqBJXtKilfj3Ddn4xaP5\n", "uCs10u+FGlmvyVG+wLCez19eXbmWlZUhKysL586dg1arxVe+8hWhc00rPQYrvl96Aw23pvr73oM5\n", "WD1q1n5vRatk+Lf7s/CzD5rBccBz92YgTj2+E7lSKsGi5PFzPbBIIhZBIqax8WT28aqf6wsvvID7\n", "778f99xzD7MTq4Szn2t1lwH/eriO374vJxrf2pDt9/H0Fjs4jF/WmhASeoLOLfD4449j0aJFPh98\n", "tohSShGpkGDY4upqtDg5IqDjzebJS4RU32tEy6AZCVo5CuLVkNG4fSIgr2uuZHKpUUr85JE8fHlV\n", "Kr67MRtrs8eXBMJVV9Kb7ejSW6bsxM9y3SsY2W70m/Dc0Tq89H4znjtS57YGWKBYPncA5QsXry6R\n", "hoeHceLECYyMjGDnzp04fPgwHn/8caGzTSu5cWrkxrE1H2nHsAU/O9OMa90j2FKYgJ1LkhClEv6q\n", "uMtgRXWXASKIUHhrfa1w6zZY+VFnAFDXZ8TilMC+YRDiiVd/aSUlJXj88cdx9OhRSKX0ldUfoerL\n", "Z7E7cL55GKX1/ViYqEG0SgoHBxy82oNVGZG4K3X80ivBzDdideD1D2+ivGkIAHB/bjT+9Z4MqALo\n", "dRCMbIlaOdQyMYw2J0QA5gRxYm7W+2lSvvDwqqVUKpVuM1uxelOLALW9Jvz4dBMAoKJ1GLtWpKDs\n", "VkMn9rMrlC9GrA583DrMb1e06jFicwTUuAZDVqwKLz+aj5tDFsRrZEFtXAmZiFc1V6vVff15pzPw\n", "pZlnm1DVlQwWu9u2zcEhXiPDF+5KQq6HoafByhehkOCBvFh+e2NeDCIUgTWswcqWG6fG+pwYzE/U\n", "QiYJ3s0s1muGlC88vLpy1el0KCsrg91ux4cffoiMjAyhc81KN/pNqO4aQaxahvmJGkROMnm0J9mx\n", "KuTFqVDfZ0KcWopVGZEomhuHCIUkqA3KZFQyCb6wLBmrMqP4r98KKX3TIbOP1/O5VldXo7GxEQsW\n", "LEBWVpbAsXw33edzbR82418P12HQ5LryfPaedGyeF+/XsXpGrOgbsSFKKUVyJA05JSQQgq+hVVhY\n", "yM8n0NzcjMzMTJ/fjExu0GTnG1YA+KRt2O/GNUEjR0IQlgchhPjP4/fEffv2Yf/+/di/fz/27t2L\n", "vXv3Ys+ePfjb3/4WqnwzxlR1pXiNHNkxd+YI2JAb62Hv4GO57sVyNoDyBYr1fP7yeOWq1WqxadMm\n", "lJeXQyaTYcmSJaisrER0dHSo8s0aOq0c330wB80DJkQopMiLp3lPCZnOvKq57t27F9u3b+e3Dxw4\n", "wNwggulecyWEsEnQNbTGThVHXbEIIcQzrxpXp9OJ3t5eAEBvby9stsBnvp9tWK8rsZyP5WwA5QsU\n", "6/n85fWsWCUlJTAYDNBoNG4lAkKm0tBnxO5LXVBIxHhysQ4ZMVRPJjOf1/1cJ3Pz5s1JV4ANJaq5\n", "smnAaMOzh2rRaXCN8luYqMEPNuVCHebhsIR4S9Caqycff/xxoIcgM5jV4USv8U4ZqUNvhWWCZXAI\n", "mWlotuAQYb2uJFS+WJUM/7QyBYBrjbBdK1N8nvZwtp67YKF84UHzBxJByaRiFM2Jw4JELcRiID1K\n", "GZLZuQgJN2pcQ4T1OSuFzKeUSZAXwBR/s/ncBQPlCw8qCxBCiACocQ0R1utKLOdjORtA+QLFej5/\n", "BVwWYKEb1mzWO2LFsNmOGJUMMWrZ1C8ghIREwP1cWTEb+7m2Dprx3ZONuDlkQaFOjefvz0JSBM3f\n", "Skgwha2fKwmf6z0juDlkAQBUdxvR2GcKcyJCyG0eG9f3338fBoMBr7zyCj+v6+3/vfXWW6isrAxV\n", "zmlPiLqSRuY+yimQRQBZrnuxnA2gfIFiPZ+/vKq5Zmdno7i4eNzze/funXVfxVkyL1GDLy5Pxvnm\n", "ITw4J5ZWNCWEIR4b1/vuu8/zi6XUTdZbQvTli1HJsGNJErYv1AW8+CDLfQ1ZzgZQvkCxns9fXv1F\n", "xsTETPg8rUjAhlCs6koI8Y1Xf5Xr16+f8PmprmzJHazXlVjOx3I2gPIFivV8/qJLHkIIEYDHfq7D\n", "w8OIjIzE8PAwSktLAQBKpRIPPfQQc/XW2djPlRAiPEH6uZ4+fRoAcOTIETz66KPYtm0b1qxZgwMH\n", "DviX0gOn0wmHwxH04xJCSDh4bFxvX9Sq1WrI5XIArptYMtnUwyw7Ozvxt7/9DW+++SY6Ojo87ltS\n", "UoLXX38dXV1dfh+DdazXlcKZr3fEirpeI3purVYwFp27wFC+8PDqu/3YK0qLxTLlayoqKrBz504A\n", "wMGDByfsJ3tbUVERqqurAzoGmZ7ah834QWkTGvpNSI2U4/sP5SI9WhnuWIQEzOOVq9VqxZ49e9yu\n", "VBsaGpCYmDjlgdXqOx3ab1/1+ioYx2AF6335wpWvoc+Ehn7XsN22YStqe43j9qFzFxjKFx4er1w/\n", "+9nPjnsuOzsbubm5Ux549H0yb8oIQh2DsE07Zsju2G1Cpiufb/mLxd713hpdShD5uayHr8coKyvj\n", "PwVv13FY2f7Nb36DhQsXMpOHlXxLV6zGV9em41RDP+5OVqNQpxm3/+iaHCvni/LNnnz+8mrKQYvF\n", "gqNHj/LbmzdvhkLheWq7AwcO4PHHHwfHcThy5Ai2bNkCAKiqqoJYLEZhYaHb/tXV1YiOjkZKSsqU\n", "x5gI612xRjf8LAp3PifHTbq2VrizTYXyBYb1fP52xfKqcd27dy+Kioqg1WphMBhw/PhxPPHEEx5f\n", "097ejjNnzoDjOGzcuBE6nQ4A8Pvf/x4ikQhPP/00v29paSkaGxuhVCqRlZWFdevWeTzGRFhvXAkh\n", "05O/jatXZQGZTAatVgsA0Gq1XtU/U1JSsGPHjnHP79q1a9xzGzdu9OkYhBDCOq8KqGO7YjmdTkHC\n", "zGSs9+VjOR/L2QDKFyjW8/nLq8ZVq9WitrYWAFBbW8tfxRJCCJmY12tonTt3Dm1tbUhLS8Pq1auF\n", "zuUzqrkSQoQgaM0VANasWePzwQkhZLbyecrB5uZmqrn6gfW6Esv5WM4GUL5AsZ7PX141rj//+c/R\n", "3NyMY8eOoa2tDYcOHRI6FyGETGteNa5z585FZmYmACoP+IvlTtIA2/lYzgZQvkCxns9fPs2KJZHQ\n", "uO9QaBkwoXvEhgSNDJkxqnDHIYT4wasrV4PBgBMnTng1YQuZmLd1pRv9Jnz1SB2+VdKArx2pQ+Ot\n", "GaOExnLdi+VsAOULFOv5/OVV47pt2zbk5+cjLy8Ply9fphtaAmoeMENvcX1T0FscaB4ITeNKCAku\n", "r/u5jma1WpmbX9WXfq5OjoPB4oBCKoJCylap40qHAc8dreO3X96ch4XJEWFMRMjsJng/19FKSkqw\n", "detWf14adma7A2caBvHGpU7kxanwf1akICWSnZnv5ySo8dLDuajqHMH8RA3mJGjCHYkQ4ge/ltae\n", "zmWBpn4zXj7bgg69FWebhvBe/UBI3tfbupJCKsZdqZH4wrJkLEuLhEIamtXPWa57sZwNoHyBYj2f\n", "vzxeub7wwgvYtWsXdu/ejYyMDP7569evT9v1rOxO9yrIiJVWnCWEBJ9XNdexiwOyuFigtzVXvcWO\n", "Ny91Yc+VbiRHyPHCQznIou5OhJBJCFpzXbVqldt2dHS0z2/EigiFFH+3NAmb58VDKRUhVs3WjTlC\n", "yMzgVUEvKSnJbfu+++4TIkvIqOQSpEQqQtqwsl5XYjkfy9kAyhco1vP5KzR3SwghZJbxq58ri2by\n", "fK56sx0deitUMjHSo9npNkbIbBDSfq4kdIbNNvzxQgeO1fRBKRXjR0W5WJhEK0EQwjoqC4SIv3Wl\n", "Dr0Vx2r6AABmuxN7Pu0KZiwey3UvlrMBlC9QrOfzFzWujFNJJZBLRPx2BpUFCJkWqObKOI7j8Gmn\n", "AXsudyMjRomthfFIilCEOxYhswbVXGcokUiExckRWJSkhUgkmvoFhBAmUFkgRAKtKwndsLJc92I5\n", "G0D5AsV6Pn9R40oIIQKgmishhHjgb82VrlwJIUQA1LiGCOt1JZbzsZwNoHyBYj2fv6hxJYQQAVDN\n", "lRBCPKCaKyGEMIQa1xBhva7Ecj6WswGUL1Cs5/MXNa6EECIAqrkSQogHVHMlhBCGUOMaIqzXlVjO\n", "x3I2gPIFivV8/qLGlRBCBEA1V0II8YC5+Vw7Oztx6tQpSCQSrF+/HsnJyT7ve/jwYTgcDgBAbm4u\n", "Fi5cKFRcQggJKsHKAhUVFdi5cyeeeuopfPTRR37tq1QqUVxcjOLi4mnfsLJeV2I5H8vZAMoXKNbz\n", "+UuwK1e1Ws0/lsvlfu3rcDiwf/9+cByH7Oxs+tpPCJk2BLtyHV3Klclkfu1bVFSEbdu24TOf+Qy6\n", "uqZe9XT0J2BZWRlT25TP/+21a9cylYfyza58/hLshlZJSQmKiooAAKWlpdi4cWNA+051DLqhRQgR\n", "AnODCEwmEwDXVentxwBQVVWF6upqr/Ztbm7mH5vNZqGihkSgn4JCYzkfy9kAyhco1vP5S7Ca68qV\n", "K7F7925wHOd2xXn+/HmIRCIUFhZOuW9zczMqKioAAEuWLBEqKiGEBB31c52lzDYHFFIxLddNyBSY\n", "6+dK2KQ323Girh+l9f1YkxmFRwviEaP2fMOREOI7Gv4aIqzUlWp7jfjtR21o6DPhL5WdqO4eAcBO\n", "vomwnA2gfIFiPZ+/qHGdZcx2p9u20eYIUxJCZjZqXENk7dq14Y4AAMiLU2NRshYAkB2rRKFOA4Cd\n", "fBNhORtA+QLFej5/Uc11lkmMkOPfN2RhyGRHhFKCOLXn0XOEEP/QlWuIsFRXilHJkBWrcmtYWco3\n", "FsvZAMoXKNbz+YsaV0IIEQD1cyWEEA+YG/5KCCGzGTWuIcJ6XYnlfCxnAyhfoFjP5y9qXAkhRABU\n", "cyWEEA+o5koIIQyhxjVEWK8rBZKvd8SKg1e78Vp5C6q7RoKYymUmn7tQoHzhQSO0SMDeaxjAf1e0\n", "AwBO1g3gPx+bi4wYZZhTERJedOUaIqyPnw4kX12vkX9stjsxYg3uZDAz+dyFAuULD2pcScAeKYiH\n", "TOyadPvutAgkRtB8BYRQ4xoirNeVAsm3OFmL1x6bi5c35+O5ezMRG+TJt2fyuQsFyhceVHMlAROL\n", "RMiJU4U7BiFMoX6uhBDiAfVzJYQQhlDjGiKs15VYzsdyNoDyBYr1fP6ixpUQQgRANVdCCPGAaq6E\n", "EMIQalxDhPW6Esv5WM4GUL5AsZ7PX9S4EkKIAKjmSgghHlDNlRBCGEKNa4iwXldiOR/L2QDKFyjW\n", "8/mLGldCCBEA1VwJIcQDqrkSQghDqHENEdbrSiznYzkbQPkCxXo+f1HjSgghAqCaKyGEeEA1V0II\n", "YQg1riHCel2J5XwsZwMoX6BYz+cvwdbQ6uzsxKlTpyCRSLB+/XokJyf7vK8vxyCEEJYIVnM9dOgQ\n", "tm7dCgA4ePAgiouLfd7Xl2NQzZUQIgTmaq5qtZp/LJd7Xsd+sn19OQYhhLBEsMZ19AWxTOZ5HfvJ\n", "9vXlGKxjva7Ecj6WswGUL1Cs5/OXYDVXh8PBPxaJRH7t68sxoqOjUVlZ6WvMkFGr1ZTPTyxnAyhf\n", "oFjPFx0d7dfrBGtcTSYTANfV5+3HAFBVVQWxWIzCwsIp953s+YksW7YsaNkJISRQgjWuK1euxO7d\n", "u8FxHDZu3Mg/f/78eYhEIrfGdbJ9J3ueEEJYN2NGaBFCCEtoEAEhhAiAGldCCBEANa5h4nQ63XpD\n", "EEJmFsFuaAVbMIbTspKvpKQEjY2NKC4uRkpKiuDZfM139epV1NTUwOl0YtWqVUhLS2Mm27lz59DV\n", "1QUAyMjICEkvEV9/n0wmE1599VX8/d//fUh+vr7kO3z4MP+hnpubi4ULFzKVDwAaGxvxySefQKFQ\n", "oKioSPABRL7k+9nPfob8/HwAQG9vL55++unJD8xNE++88w7/+MCBA0HbN1h8fc+rV69ybW1tQkZy\n", "40u+M2fO8I+PHj0qWKbb/P15vfvuu0LEGcfXfMePH+c++eSTkP18fcl34sQJoeOM40u+gYEBrqys\n", "TOhIbnzJZzKZ+MfHjx/3uO+0KQsEYzitkFgfqutLvnXr1gkdx42v566pqQkvv/wy8vLyhIzF8yXf\n", "wMAA1Go1lEql0LF4vuRzOBzYv38/9u3bF7KO+77ku3TpEjQaDfbv34/a2lqhowHwLd/tn2t3dzd0\n", "Op3HfadN48oFYTitkMLxnr7wJ9/JkyexYsUKoSLxfM2WlZWFZ555BhcuXBAyFs+XfGVlZVi7dq3Q\n", "kdz4kq+oqAjbtm3DZz7zGb68IjRf8nV3d2NwcBDbtm1DXV0dnE6n0PH8+tuorq5266s/kWlTcw3G\n", "cFohheM9feFrvjNnziA/Px/x8fFCxgLg37lTKpWIiIgQKpIbX/J1dXXh0KFD6O7uRlZWVkhqrv7+\n", "7oXqIsDXfLe/OaWmpqK/v1/w30F/zp/ZbJ7y28m0uXL1NJy2urraq31ZyRcOvuQ7e/YsEhMTkZWV\n", "xVy2/v5+/jEXovEvvuR7+umnUVxcjLVr12LBggXM5WtubuYfm81m5vLNmTMHjY2NAFwllqioKKby\n", "Aa6ePmLx1E3ntLlyDcZwWlbylZaWorGxEUqlEllZWSGpcXqbr7u7G+Xl5SgoKMD169eh1+vx+c9/\n", "nolsAFBeXg6LxQIAWL58uaC5/MkHuD4AysrKQnbl6ku+5uZmVFRUAACWLFkieDZf8y1ZsgR79+7F\n", "lTXE4OwAAAXdSURBVCtXkJCQEJKra19/vi0tLV7V+2n4KyGECGDalAUIIWQ6ocaVEEIEQI0rIYQI\n", "gBpXQggRADWuhBAiAGpcCSFEANS4krBwOBwhGdpISLhQ4zqLvPDCC0E7Vnd3N95880288847ePvt\n", "t2G3293+/ciRIxO+rr29HXv37sUrr7yCvr4+v9//k08+wW9/+1u/Xz9TTXbex3r33Xexb98+gdPM\n", "btS4ziK7du0K2rFOnz6NJ598Eo899hg2bNiAM2fOuP37ZMOOU1JSsH379oBHVy1btgwJCQkBHWMm\n", "8na496ZNm5icA2MmmTbDX4n/Ojs78eGHH6KhoQHPPfcc/7zRaMT+/fuh1WohkUhQU1ODr3/96/y/\n", "nzhxAgaDARKJBDabDVu2bIFCoQAASCQSmEwmqNVqfpo9ALDb7Th+/DiuX7+OgwcPAgDy8/Mxf/78\n", "gP87SktL0d/fD6lUColE4lZWqKmpwaVLl6BSqWA2m7F8+XLk5OSgo6MDf/rTn5Cfn49t27ahq6sL\n", "b775JhISEvDUU09BKp38T6CkpAQ1NTWIiYlBZGQkjEYjFi1axM8ZMNl7Aq5pEU+cOIFFixahqakJ\n", "crkcOp2OnzGrvLwcPT09kEgk/HDe7du3T3kOmpqaUF5eDq1WC7FYjN7eXnzxi18EAHzwwQdu5z0m\n", "Jgbr168H4Pq5HDhwAGKxGBzHhWQC+VlvinlkyQzy9ttvu203Nja6TTjd1NTEPy4vL+dqamr4bb1e\n", "z+3bt4/f7uvr477zne9wf/7zn7kXX3yRczqdHt9rrNOnT3Pd3d1eZ7969Sp3/vx5frunp4d76aWX\n", "OI7juJGREe4vf/mL2/579uzhrFYrx3Ec19XVxZWWlvL/tnv3bq/f9xvf+AbncDj47bfeeoszGo1T\n", "vuftzK+99hpnsVjc9qupqeE++ugjftvpdHLl5eVe5Tl69CjX3NzMb4/+mXHc5Of98OHDXE9PD7/9\n", "0UcfcXv27PHqPYl/6Mp1FsvOzobD4cC7777LT7uWmZkJAGhra8OaNWv4fbVardtrS0pK8K1vfQsK\n", "hQJtbW04efIkHnroIcGy1tXVYdOmTfx2fHw8v/xMV1cXhoeH+Ss2wDXj08DAAHQ6HXQ6HXp6egC4\n", "ruJ9uWpbuHCh2wxIc+bMQXt7O8Riscf3vG3Dhg3jJmCura3Fgw8+yG+LRCK3c+3JI488ggsXLqC6\n", "uhp2ux06nY7/mXliMBjcpu5bsmQJWlpavHpP4h9qXGexy5cvY/HixfwMP+fOnUNzczMyMzORlpaG\n", "2tpazJkzB4Drj3Os2yWCuLg4GI1GQbPm5+fj0qVLWLVqFQCgp6cHra2tAIC0tDQkJiaiuLiY339s\n", "T4Rly5bh448/RmtrK7Zs2eL1+1ZVVblNMVdfX49HH30UEolkyvfkOG7CumZOTg6uXLniVncefa49\n", "uXjxIu6++25++4033vBqQnONRoPe3l6+ga2srAzZlI2zFc2KNQu8//77GBwcxJUrV/grsaKiIhw5\n", "cmTcvJRbt27ln7tdcxWLxbDZbNi6dSvfoDY1NaGiogIKhQJmsxlbtmxxWy7jgw8+QH9/P8RiMex2\n", "O9asWYOkpCS+/tvY2IjExERERER4vQjdyZMnMTAwAKVSCbPZjO7ubqxatQrLly9Ha2srLly4wNdQ\n", "DQYDtmzZ4jah9h/+8AckJSVh8+bNXp+73/3ud9BqtVAqlbDZbFi8eDEKCgoAwON7VlRU4NKlSwAA\n", "nU6H1NRUt0bx9OnTbudn7ty5WLRo0ZR5Xn/9dSQnJ4PjODidTrc6LuBqpC9fvgyFQgGO45CdnY1F\n", "ixbBbrdj7969kMlkEIvF0Gq1uHDhAj73uc+FbN7e2YYaV0I82LNnD5544olwxyDTEHXFImQSJSUl\n", "uH79Oo4dOxbuKGQaoitXwoSmpib+a/RYWVlZgsyaH4739MRgMODUqVMT1kK1Wm3IVtUgwUGNKyGE\n", "CIDKAoQQIgBqXAkhRADUuBJCiACocSWEEAH8f1vnBR/fLGHBAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.448423\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4VOedL/Dv9C6N2qiiLiGKABsMGGOwCQYBBsvEjgvX\n", "m5tce+/ezaZtko2TTbHTHdub7Hp3U7xOt3FMNVW0GIxEERiDEUISQhW1UZdG02fO/WPQIAlpdKac\n", "mVfS7/M8eTJnOHPm6yPpnTO/8xYRx3EcCCGEhJQ40gEIIWQ6osaVEEIEQI0rIYQIgBpXQggRADWu\n", "hBAiAGpcCSFEAFKhDtze3o4TJ05AIpFg9erVSE5OnnDfM2fOoKOjAwCQnp6OxYsX+30MQghhiWCN\n", "a3l5ObZt2wYA2Lt3L4qLiyfcd8WKFd7HR48eDegYhBDCEsHKAmq12vtYLpdPun9DQwNef/115Obm\n", "BnwMQghhhWCN68iBXzKZbNL9MzMz8YUvfAEXLlwI+BiEEMIKwcoCLpfL+1gkEvF6jVKphE6nC+gY\n", "R48ehUQi8TMlIYT4ptfrvfeB/CFY42qxWAB4rj6HHwNARUUFxGIx5s6d632up6cHsbGx3v0nO8Z4\n", "JBIJ7r333pDlJ4QQALh06VJArxOsLLBs2TJs374d27dvx7Jly7zPnz17FmfOnBm1b1lZGXbu3Imd\n", "O3di3rx5kx5jKiotLY10BJ9YzsdyNoDyBYv1fIES7Mo1JSUFzzzzzF3Pv/DCC3c9t3nzZr+OQQgh\n", "rBNNlykHT5w4QWUBQkjIXbp0CZ/61Kf8fh2N0CKEEAFQ4xomrNeVWM7HcjaA8gWL9XyBosaVEEIE\n", "QDVXQgjxgWquhBDCEGpcw4T1uhLL+VjOBlC+YLGeL1DUuBJCiACo5koIIT5QzZUQQhhCjWuYsF5X\n", "Yjkfy9kAyhcs1vMFihpXQggRANVcCSHEB6q5EkIIQ6hxDRPW60os52M5G0D5gsV6vkBR40oIIQKg\n", "mishhPhANVdCCGEINa5hwnpdieV8LGcDKF+wWM8XKGpcCSFEAFRzJYQQH6jmSgghDKHGNUxYryux\n", "nI/lbADlCxbr+QJFjSshhAiAaq6EEOJDoDVXqQBZCCEh1NxnxSdtJmjkYhQm6xCnlkU6EuGBygJh\n", "wnpdieV8LGcDhM3XPWTH94/V4d/LmvGTDxrx/rVO+Ptlcyafv0iixpUQhg3aXLjVb/NuX7w1AJvT\n", "HcFEhC9qXMNk5cqVkY7gE8v5WM4GCJsvRiXDfWk67/aGgjgoZRK/jjGTz18kUc2VEIZFq6T4ysp0\n", "1PVYoJSKkRuvjnQkwhNduYYJ63UllvOxnA0QPl+CVo5l6dFYmKKDRu7fVStA5y9SqHElhBABUD9X\n", "QgjxgeYWIIQQhlDjGias15VYzsdyNoDyBYv1fIGixpUQQgRANVdCCPGBaq6EEMIQalzDhPW6Esv5\n", "hMrGcRwcruCHkrJ87gDKFymCjdBqb2/HiRMnIJFIsHr1aiQnJ0+477Vr11BdXQ23243ly5cjLS0N\n", "ALB//364XC4AQE5ODgoLC4WKS2aYtgEb3r3SgYZeC/7XPcm4N1UHiVgU6VhkGhGs5rpv3z5s2bIF\n", "ALB3714UFxdPuO+HH36IVatWAQAOHTqEjRs3AgCOHTuGRx55hNf7Uc2V+OPN8y3YcdUIAJCKRfiv\n", "4tnIilVFOBVhEXPzuarVd8ZAy+Vyn/sON6xjuVwu7N69GxzHISsrixpPEjLGIbv3sdPNwU4zTZEQ\n", "E6xxHXlBLJPxm9z32LFjWLp0qXe7qKjI+/jw4cOTvr60tNQ7w85wHYeV7V/96lcoLCxkJs9Uyjey\n", "Jheq46/PVOPirUEM2V0onpeAIWMTSmu6mcnH+vmbSfkCJVhZoKSkxNs4Hj9+HGvXrvW5/6lTp5CR\n", "kYHMzMxx/32yY7BeFhjZ8LOI5XxCZWsdsMHmdCNBI4NWEfh1BsvnDqB8wWKuK5bFYgHguYIdfgwA\n", "FRUVqKysHLXv6dOnkZiYeFfD2tjY6H1stVqFihoWLP/yAGznEypbSpQCWbGqoBpWgO1zB1C+SBGs\n", "LLBs2TJs374dHMeNuuI8e/YsRCIR5s6dCwAwGo0oKytDQUEBqqqqMDg4iOeeew6Ap3EtLy8HACxa\n", "tEioqIRMax2DNvRZnYhRyWDQ+r7/QUKHRmiFCetffVjOx3I2gO18zX1WfOdILdoGHUiLVuAH67KR\n", "Fq2MdKxRWD5/AINlAUJI5NV2m9E26AAA3Oq34Wa3ZZJXkFChxjVMWP5kBtjOx3I2gO18ujH15LHb\n", "LGD5/AWDvTNNpqyaziGcbepHSpQCS1KjEKPm1wWPCGd2ghpfWTkLpfV9eCgnBrMTaA2ucKEr1zBh\n", "ffx0sPma+6z4l0O1ePvjDrx6qgmn6ntDlGz6nzsh6RRSxPXfxE825GJdflxAa3AJjeXzFwxqXIlP\n", "DpcbV9tNOFzVhevGIbjc49//HLQ5YXbcGeVU2TEUrohkEg6HI9IRZiTqLUB8qmg34WsHboADIBEB\n", "v9ySj9kJmrv26xqy48d/q8e1DjPEIuBH67KxZFZ0+AMTEmLMzS1Apoe2QRuGP31dHGA02cdtXOM1\n", "cnzr4Sw091mhU0iQHUe1PTKzUVkgTFivK02Ub1a0ErLbU/GpZGKkRCkmPIZBK8fitCjkJ2ggDeH0\n", "fVPt3LX2W/GHi614o6wZdT2R7/o01c7fdEFXrsSn/AQ1frklH0aTHUk6OXJCdEXaPWSH3cUhTi2D\n", "XBrZz/heswNiMRCtDL53g93lxu8utuLD+n4AwLnGfvz7Y/mI19DIqJmGaq5EUC39Vlw3mqGSiTHH\n", "oEGsWobaLjO+e7QOvRYH/mF5KjbMjoNCGr672E29VtT1mBGnlsPpduP1002QikX45kOZmGO4u+Th\n", "j0GbE1/ZV4Pmfpv3ud89OYe5UVGEPxqhRQRX12NBaUMfajon7jUwUo/ZgR+faMDPTzXi5eP12F/Z\n", "CbfbjT9dakO32QE3B/z32Ra0jGiIhNY6YMO3DtfiJx804mxTP370twYYTQ60Dtjx85ONGLA6gzq+\n", "Vi7BtnuSMFwU+cwCA+JU1N93JqLGNUxYrytNlq+ux4KvHbiBHxyvx1f230BN5+RdrQZtTtSOqDme\n", "aeqH1clBJbvzaycWAeJJ6rOhPHc9Zgc6zZ6uSSIRRn1IuNwc3AF8kRuZTyQS4cFMPf6zeDZ+uTkP\n", "Ty9MhCrCfUun+u/eVEWNK+GlbcCGIbtnPTOnm0N97+RTQEYrpViUrPVur82NhVouwbZFSViYrEWS\n", "Vo5/XZOFWWH8yhynliHh9sixv9X24qsPpkMjlyBaKcXXV6dDH4KrTJlUjLx4NeYmaoOezpBMXVRz\n", "JbzUdJrx1f01cNy+0nttUy4WJOsmfZ3RZMeNLjOUUjHyE9Tese0Whwt2pxtRSilEoruvXKs7h3C1\n", "3YTUKCUKkzQhbaSa+qyo67YgWinF7HglhpwcRADddCLjon6uRFC58Sq89mgeGnstSIlSoGCcvq7j\n", "MWjl484hqpJJoJKN/3W5vseCbxyshfX2ulbfWZOJVdkxgYcfI12vRLr+ztWyeuLeZYQEjMoCYcJ6\n", "XWmyfGKRCHMMGhTNjseCZJ2g3af6LA5vwwoA19r6BXuvUJjqP9tIYz1foKhxJcxJ1CmQrPNc7UpE\n", "wKJEWvKaTD1UcyVMaum34taADTFKGXLiVJCEcMQXIf6gmiuZVlKjlUj10Yug22yHWCRCDPUhJYyi\n", "skCYsF5XYjnf2Gwf3RrAF/ZU48vv1+B6hylCqe5g+dwBlC9SqHElU4rRZMcPT9Sjx+JEu8mO1043\n", "YdAW3KgqQoRAjWuYsL5OEMv5xmYbeZOA40ZvRwLL5w6gfJFCjSsJucZeC47d6MHFWwMwhfiqMkEj\n", "w3fWZEKnkCBOLcPXV6UjikZBEQZR4xomrNeVQpWvdcCGbx6uxaunGvHtkps41xR8H9WxY/eXpEXh\n", "N1sL8F/FszE3UevjleExU362QmE9X6CocSUh1Wt2oMd852r1QvNAUMfjOO6u4bEikQjxGjliaXVZ\n", "wjD6PhUmLNWVbvVb0WlyIE4jRbre00E/VPniNDKkRsnRMmAHADyQqQ84445PjOi1OLBt0aKA8xhN\n", "NtR2WaAYM7dBKLH0sx0P5YuMgH7TTCYTtNrIfx0j/mvqteCbh2+i2+yAVi7Bq5tyQ7a6AAAk6RT4\n", "4boc1PdaEKWQIj/B/2M7XG78T3krzjR6SgrXOobwq+ICGHT+TazSb3HiF6eb8VHLIADg+aUpeLLQ\n", "MO5EMeF0vWMIuyqMSNLJsakgHsk+ls4hU5fPskBlZeW4/3vnnXfClW/aYKWu1NRnRfft+UxNdhdu\n", "dnvmWw1lvjS9Eg9mxWBhim7CyVl8cbg4tA/avduDNhdsLrePV4yv3+r0Nqw6hQRqmRgn63pR2WGC\n", "I4DjTcSfc9fab8W3SmrxYX0f3vvEiPc+MYYsx0RY+d2bCOv5AuWzcT1z5gzEYjHq6+tx/vx52O12\n", "nDt3DrGxseHKR0IsRi3DyOu2eA17dUu1XIL/vSQZkttBnymMCyinTilBbpyn7PFkoQFvXWjDTz9o\n", "xFf338B14+STfQvB4nTD7LjTsDf2WuAMYUNP2OFzboHhr//vvvsunn76ae/zf/3rX/HUU0+FJSBf\n", "NLcAPw6nG1faTbjUMoj5iRosStFCLWev9O5yc7jVb4XDxSElSgF1gLP5t/bbcM04BDGAV041ep//\n", "+2UpeKIwMURp+TPZnPjDxTbsu94FqViEH6zLxpK0qLDnIPwJMrfAcF1VLh9d6xq7TaYOmVSMJWlR\n", "IfmDtrvcsDrd0MolEIe4jikRi5ARE/xsWCnRCqREK1DXbYFSKvZOZZgbp0anyY6r7SY43RwKk7Rh\n", "qX1qFVJ8dkky1ubFQikVIz1mei5c2NJvhcnugkEjR8wM7dXBqyuW2WyG2+35pXS5XBgcHBQ01HTE\n", "el3J33wdgzb84nQTvvR+NQ5WdcHicPF6XduADe9ebsdbF1rQ2GuZ/AUBZBtPdpwKrz+ah28+lIHX\n", "N+UiL06Fv1xqx89ONuK1D5vw6il+ixM29Vlw8dbAqOz+5tMppCgwaJAZq0JTnxWHq7twrrE/6MUR\n", "JxLu372aziF88f0afPH9Grx+uhHdQ3af+7P+txEoXt8HN2zYgL/85S+Qy+Ww2WzYtGmT0LkI4842\n", "9eNEbS8A4I2yW8iOVWHeJB367S43fn+xDSfrPK/7sK4PP16fA+OQHVq5BNlxakgFnFowL16NvHhP\n", "74U+iwMXW+70wb3WMYQhuwtRyon/JOp7LPj6wRsYtLlu97TIQ87tmq7J5sS1jiG0DtgwL1GDfB4r\n", "NbQN2PDi4Vpvv+AvPZCGR+ckBPOfyISTdX0w3V5vrbx5ELf6bYibgUvo8Gpc4+Li8Hd/93dCZ5nW\n", "WO/LNzZf+6ANPWYHYlSycb8uW+yjb8I4XJOP8Lc53ajpMnu32wbtuNQ6iP88cwtiEfCj9TnjliuE\n", "OHcauQTr8+Pwl4/bAQBrcmOgU/iu6zb2WTFo8zQaJrsLTX0W5MSpsHLlSnxY14sf/a0BAKCUivEf\n", "W/KRGeu7rNFvdY4ecHFrQJDGNdy/e8lRdxpSsQiT1stZ/9sIVEB3Mtrb25GUlBTqLIQRt/qt+NeS\n", "m2gbtCNBLcNPNuTcVf98ICsax2t70Nxvw6Y5ccjiUR/VyCV4emEi/u10EwBg85x4lDV4+rK6OeDY\n", "jR5Bbu4M2V1o6rVAJBIhM0YJpUwCmUSM4nnxmJeogcPNIT9OPekiiPFjaodxI7arOu98aFidbvRa\n", "nMicJFecWoasGKV3Jd01OdOjF8796dEYtLpQ2TGELfPikT3Jh8x0xatxvXbtGubNm+fdPnPmDLZu\n", "3SpYqOmotLSU6U/okfnqui1ou93PtNPsQG235a7GNV2vwmub8mB2uKFXSaHhcTdfLBLh4Rw9MmOU\n", "cLg5RCkk+PK+Gu+/zzWM/1U6mHNnd7qxv7ITv7vYBgD4pxVp2FgQD6lYhCilDIvT+N9syY9X42cb\n", "clDRPoR5iRrMvv3Vv6ysDEuzFmB3hRFuDkjSypHIY8BDglaO7z+SjYYeC3QKibdkEWrh/t2L18jx\n", "7D38L75Y/9sIFK/G9caNG6MaV6mUva47JHTG1h2jJ6hDxqhl8HdNVoVUgoIRjejPN+bibFM/UqIU\n", "WJIa+qvWPosTf7791R8A/nKpHQ9kRiNO7X8NUC4V497UKNw7JifHcZifpMW/b85Hn9WJtGgFUnj2\n", "PEiJ4r8vmVoCaiWHew4Q/lj/ZB6Zb3aCGt9+OBNljX1YNisKcya4ogyF/ITJb/4Ec+4UUjHSoxW4\n", "2eP56p0Ro4RSEtr5iobzzRbwPAVjKv3uTSc+G9cDBw7AYrGgqqoKDofD+3xi4uSdr9vb23HixAlI\n", "JBKsXr0aycnJE+577do1VFdXw+12Y/ny5UhLS/P7GCR4TjeHm91mmGwuzDGo8VCOv9elkWNzutA+\n", "aIdULBq19la0SopvrcnCoSpPp/2i2XHQ0PyvJAx8/pY9+uijAID9+/dj8+bNfh24vLwc27ZtAwDs\n", "3bsXxcXFE+7b3d3treEeOnTI27j6cwzWsV5XOnPmDOTp8/GdIzfh5oACgxrf/VQWEhjoQjPZubM6\n", "XTh0vQu/Pt8KpVSMH67LxsIUnfff0/VK/MPyNN7v53C5UWUcwnXjEHLj1Zhr0EDpY44E1n+2lC8y\n", "eH0/2rBhg98HVqvvFOcnG9G1atWqoI9BgqNSqXDiRg/ct3tUVRnNMA767vzNAqPJjo9bBuHkgFl6\n", "BaxON94sb4XJ5kT7gA09Zv//G250mfGNQ7X4nwttePHwTVSP6AlACF+8GtdAbmCNnLJAJuN3R/bY\n", "sWNYunRpUMdgFeufzPfccw/mJN6pGWrkEp8d6sNponPXNWTHTz+ox/eP1eN3F1qxaXY8VDIxYtVS\n", "XLw1gP+9oxJfer8GN7v9axy7zQ7vhwwAGCcZYcT6z5byRQavxvXQoUNobm5GQ0MD3nnnHdTW1k76\n", "GpfrznBIPvNnnjp1Cnl5eYiPjw/4GCOH0ZWWltK2n9up7h68+FAGPrs4Gd95MBEtVZeZyjd2u+aW\n", "Edc6PA2nmwM+aR/ExtlxeGZREn76QSPcHGAccmD75Q5cvnyZ9/FnRSu9AwqUUjEyY1RM/PfSduS2\n", "A+FzVqxhe/fuxZYtW7Bv3z4UFxfjvffew2c+8xmfr9mzZw8ef/xxcByHAwcOeGu2FRUVEIvFmDt3\n", "rnff06dPIyEhAQUFBbyOMR7WZ8UqLWW7rhTOfBzHobbbgrYBG9QyMfqsTswxaEbdiOKTrbnPii/t\n", "q8HQ7aGW/3dZKornJaCxz4J/3FPtvfpcnx+Lr63K8CtjY68FHSY7EjRyZE3SCZ5+tsFhPZ8gs2IN\n", "E4vFEIvFUCo9v/wKxeT98pYtW4bt27eD4zisXbvW+/zZs2chEom8javRaERZWRkKCgpQVVWFwcFB\n", "PPfccz6PMZN0DNrQNeSAXiWdsPGZamq6zPjnAzfgcHFQy8TYdk8SfnyiAT/ekIMYFf/yj14pxT/e\n", "n4rKjiHEqWUwO1ywOlyYFa3Eiw9l4n8utCBZp8CTC/yfWjAjRhWSWbnIzMWrcbXb7TCZTN7GlcfF\n", "LlJSUvDMM8/c9fwLL7wwattgMODFF1/06xhTUSCfzK0DNnz/6E009tkQrZTilY25gg0lDOeVQ1Of\n", "1TsXgdnhhs3pRm2PBUM217iN60TZLE433ihthlohgdnuhkwiwobbXa1WZeuxKFULhUQc0GoI/mD5\n", "qgugfJHCq+aakpKCvXv3Yvny5aioqEBdXZ3QuQg8X00b+2wAPJN8VHZEZvb8UEvSyr2rIUhEgFom\n", "wQMZ0ROOBJtItFKKJxYkosfshNXpxpOFBu8xxCIR9EpZSBtWjuNgtrvg5nFxQQiv3+YVK1ZgxYoV\n", "AICCggLk5uYKGmo6CqSuNPZufZyAkw6Pl8/l5iARYArAggQNXt2Uh8Y+C5J1CogArMrWQzdB4zrR\n", "uVNIxdg6PwGLUnQQi4CsWBVkIR59Ncxkc6KkuhvHanuwPD0aj81N8C7tzXrNkPJFht99baRS6aiu\n", "WZcvX8aiIJY+JhPLjVPjpbVZOFXfi3tSdJiXFJ7hlZ0mOw5UdeF6xxCK5yXgvllRIW20ZFIxFiRr\n", "sSA5+BWEtQppSI4zmepOM35b3goAqO+xIj9eHfCy4WRmCLojY0NDAzWuPATyyayQirEiU48VYfgj\n", "HpnvXFM/tl/uAAB80m7Cf2zJ5zX5M1/9VidqOofg4oC8ONWkEymzcFUzvDzMsJGLDLKQzxfKFxls\n", "9BInTDGa7nSad3OjG5JgOZxu7LpqxLtXPI33wzl6fHHFrEnnUr0r46ANH7eZYHe6cW+qTvCeFLnx\n", "aixK1uJymwm5sSrMNQgzPWCgOk12fNw6iEGbC0vSdNTTgQHCFKjIXYLtkCy0kflW58Qg6nYn+hUZ\n", "0Zjlo+FyuTm43Pxv8JgcLhy70ePdPnmzD70Wh49X3H3ubE4Xfv9RG17/sAlvnLmFV041ot8izPpT\n", "wxK1cnx7TSbe/HQBflSUM6oxj/TP1s1x2FPRidc+bMJvzrfge0fr0DViVFmk802G9XyBoitXcpfc\n", "ODXeeGw2huwuxGtk0E/Q97Sux4LflbeCA4fP35eCnLjJr+bUMjGWpkXhcE03AGBuogaHqnrwUE4M\n", "Zifwuxo02934pM3k3a42mmF2uhDtx69zv8UBq9ONaKXU56QsI+lVE5+LSLI53fi47c6ioW2Ddpjs\n", "LsSzOQPijCF56aWXXgrmAFVVVXeNrIqE+vp6pqckTE9Pj3QEn8bm0ymkiFXLJmx4BqxOfP9oHa4Z\n", "h9A6YMflVhMeytZP2lBJxWLkxqmQH69GbpwaCRoZ3vvEiIoOEx7OjoFCeveXqbHZZBIxXG4OH7d6\n", "Gtii/Fg8kKmHnOdNt+Y+K146Xo8/XGyDmwNy41Xjvi9fkf7ZyiRiSETAuSbPgosPZETj4RzP0t1A\n", "5PNNhvV8bW1tyM7O9vt1dOVKAuJwudEz4qt4r8UBB8/yQIJWjsIkLd44cx1Dtxc6tDrcvMsLUrEI\n", "j86JR4FBA6ebQ06sitcyM8NO1fWittuzNPa7VzpwX5oOhcm6SV4VPk6XG26A94cFADyUE4NZeiWs\n", "TjeyYpR+9xkmoRd0zZV6CvDDel3J33x6lQz/eH8axCJABOCfVsxCrB9fmaOUEvzzgxmQS0RQycT4\n", "2qp0xEzQj3e8bFqFFItSdFiSFjXh6yYik4zuuyvmMSmQL6H82Tb2WvD9Y3X4+oEbuNZhmvwFt6lk\n", "EsxP0mJJWtRdvS+m2+/eVMHr462srAxxcXEoKChAbW0ttFqtd/XXzMxMIfORIHUM2lHdOQSZRIwC\n", "g9qvsfu+SMQiPJilR3aspySUEqXgPeDA4nDhaE03DlzvwueXJGNhio5XvXakxl4LuoYcMGjlmKX3\n", "r6fAg1kxqGgfwo0uM55ckDjpxCzhYnW48EZZMz5p94zE++6ROvx6awEMWprLeCriNSvW9u3bsW7d\n", "OsTFxcHtdmPXrl148sknw5GPN9ZnxRKSw+XGrX4bOI5DWrQS8tu1tgGrEz/9oAEftXhudjy1IBGf\n", "XZIMqQCjrvxR0zmEf3r/zqqvmwri8OWV/OtuN7vN+MbBWpjsLuhVUvx8Yy4y/ex65JnkxY0opTTi\n", "52OYyebEV/bfQFOfZ70vEYDff2YuLWAYYYHOisWrLKDRaBAXF+d5gVgMiUTYiTAIfy43h1N1ffiH\n", "3VX4hz3VOFHbA4fLU8cctDm9DSsAnKrvhdnumuhQfuscsuNWvxWWII8p8fNreX2PFabb79lncaL5\n", "dmPkD7VMgli1jJmGFfCUOv7f8lTIJSKIAHzpgVlIEHDIMxFWQDVXsZi6x/pLqLpSn8WB35xvwfDX\n", "j1+da0Hf7RtNOoUU96beuVGzKksPlWz8n52/+W52m/HFvdX4/I7reOdKO0w2/v1MM2KU+OKKNGjl\n", "EhQkqLFlXrzP/cdmi9PcaXBEgF+1XiGE8md7b6oOv/30HLz5xBw8khcLWRC9GIaxXtNkPV+geNVc\n", "RSIRenp6EBsbi56enlErBJDIkkvESNDI0G/1NG4GrQwyqedqLEopxVdXzkJ1p9lbcw3VHAEn63qx\n", "tdAAm9ONIbsLzX02zEn0/DpZHS4M2FzQyMTjrrSqkEpQNDsO92dEQyEVQ+fn6Kw5CWr8cF02Ko1D\n", "WJisRX48W6OlgiESiagMME3wqrm6XC4cO3bMO6drUVFRQOtqCWkm11wbei145+N2uDhg2z1Jgs35\n", "OtKxG914/cMmuDkgP16NLz+QhrwEDfosDrx9uR0lVd1YlKLDP96fhmRqLMgUJuhKBBKJBEVFRX4f\n", "nIRHZowK316TBY7jeK015g+nm0NFuwmXWgZQkKDBwhQdNHIJzjcNeJdRqekyw3Z78usbXRYcqOyC\n", "TilFh8mO1gEbdAqJ33MHEDLV8fqOeOPGDaFzTHvhqCsF07BOlK+2y4wXD9fi3StGvHS8HteNnm5C\n", "88asFDvcaV0hFeH/LE3FE/MTsCYnBj/+WwO+c+RmQDedJss2ksPlxrUOE07e7PV7tddgsV4zpHyR\n", "wety4sqVK8jLy/Nu19fXIysrS7BQhB29ltHLTLcPeiYEeSg7BjqFBK0DdixPj/L2NTU73Pjt+RZ8\n", "bkkyfn+xDQBQaTTjcHUX/n5ZmmA5rxvN+MbBG+Dgmb/gF5vzmem/SmYm3mtojXTlyhVqXP3E+pyV\n", "E+VL0ysRr5ahy+yASib2Tq4So5ZhbV7cXfu39HuWpRlbyB/ZQNucLtT3WOFwc8jQKxCl9H23n8+5\n", "q+0ye9/T7HCjw2QPW+M6VX+2rGA9X6B4L/Ny5MgRrF+/Xug8hDGzopV4dVMuOgbtiFXLkDlJgzUv\n", "UQO5RITLLYP4zAID9l/vQrpeiY0Fnu5Wbo7DyZt9eP10EwDg8XkJ+OziZKj9mBtgPDnxKojgadSV\n", "UjEMk0zATYjQeNVc//znP2NgYAA7duzAjh07cPXqVaFzTTus15V85UuNVuLetKhJG1YAmJ2gxr9v\n", "yceTCxPze7pCAAAgAElEQVRRlBeL76zJxGcWGCC/PZ7fZHdh++2JsgFgz7VOv+dzHc/cBA1efzQP\n", "Lz6UgX97NA/ZceErCUzlny0LWM8XKF5Xrhs2bMCSJUu824cOHRIsEAmPtgEbGvusiFJIkOvnuH5f\n", "RCIRcuLUyAFwqKoLvyxtBuBpdF9emw2tUoK8eBVaBzzlg2SdfMKBDf6QScWYnyT8WlqE8MWrn+tU\n", "MJP7ufrLaLLhu0fqUN9rhQjAS49k4/6M6JC+h8vN4WsHb4xaDvxXj89GTpwabQM2nKrvhcnmwiN5\n", "sbQkCWGaoP1cyfTSaXKgvtfTNYqDZ7RVqBtXiViEFRnR3sY1NUqOqNt9XZOjFHh6YVJI348Q1vD6\n", "PjYwMICdO3fij3/8I5xOJ/bs2SN0rmmHpbpStErqXSMLABYma3Hu3LmAj2dzumBz3j0ken1eLF5+\n", "JAvfWJWOH6zLQUKAU+exdO7GQ/mCw3q+QPG6ci0pKcHjjz+OgwcPMjfslfgvLVqJVzbmoqJ9CAka\n", "GeYnafDJxcAW+KvtMuO/z96Cy83hH1ekYfaIJbijVTLcnyH8suAsszhckEnETM2+RcKDV0upVCoh\n", "k93pi0hTDvqPtb58OXHqURNU+8pnNNlwsq4P7YM2rM+P9/Z1HbA68crJRjTeHn31g+P1eOOx2YgN\n", "8TR5rJ27scbL53RzON/Ujz9fakeGXoHPLk5GisDLf09kKp6/6SCgQQRud+jWsSfs23utCzuvGgF4\n", "lsL+z+J8pEQp4XRzGBwx1aDJ7vJrme3prKnXgh+eqIeb86ySG6eR4++XpUY6FgkjXjVXg8GA0tJS\n", "OJ1OnDt3jvnVGlkkRF3J4nDhbGM/fnehBZdaBryTZPtj0OqE0WTHxY8vj/vvLjeHG113xuqb7C6Y\n", "by8qGKOS4ssr0yEViyAWAf/8YHrIr1oB9mty4+Wzu7hRo9Im68srpKl4/qYDXleuq1atQmVlJfr6\n", "+pCUlETrZjHiunEI3z9WBwD46xUjfrE5D3MT+ff1vNVnxasfNqKu24LiOTEosDnvmr1KIhbhyUID\n", "rrab4OaAh3P03jWdRCIRlqVH4c1PzwEHDsk6/uto8dVjdkCTlAnTONlYlhatwBOFBuy8akS0Uoqt\n", "8w2RjkTCjPq5TmFHqru9w0gB4Htrs7Ayk/8NpLc/bscfP2rzbr/+aB4Kx+mI73JzaOi1wOxwY1a0\n", "Avowzfzf1GfFS8fqcKvfhkdyY/H80hS/V3oFgCG7Cx2DdsilIqSFse45ZHehe8gBpUxMiwxOYYL2\n", "c+3q6sLhw4ehUqlgt9tRVFSE2NhYv9+MhFZOnApqmRhmhxuxKinSo/2blHrsogQTXXNaHC4opGLE\n", "qKRha1gB4HxTP27dngjmWG0P1uTGYLGfjeuQ3YV3Pm7HjqtGKKVi/KQoJ2wjuTRyCTRBzplApi5e\n", "NdeSkhJs27YNTzzxBJ566ikcPXpU6FzTjhB1pdx4zzj+nxXl4PVH85Du50inBzP1uDdFC51CgucW\n", "xo87i1SfxYHfnm/B53dcx9cO3FmZNBzGNkyKANaTahuwYcftm3FWpxvvXG6HO8Rf1livGVK+yOB1\n", "5apWq72LEkokEiiVkelSQu6WEaMKePhoarQS3/1UFixON+qrrkEjn3XXPg29VpTU9AAAWgbsKKvv\n", "Q/o94RldtSRNhw2z41DRbsJj8xKQE8AUgnKpGHKJCPbbKyUkahUQh3i1BkLGw6txtVpHX62YzZ67\n", "x+Xl5Vi6dGnoU01D4erL1zpgg9HkmR4wXT/5h6BGIYVGAcQvvmfcf5dJRGP2D9/XXINWgS+uSIPF\n", "6YZGLgmoUZwVrcAP1+fgLx+1ISVagScKE0Kek/V+mpQvMng1rm63G2+99RbuueceXLlyBdHR0ais\n", "rMTly5epcY2AXrMD5bcGUN9jwYNZesw1aCASiXCrz4pvldSiw+SAVi7Bq5tyRw0UCER2rApfeiAN\n", "eyo6MdegwbJZUSH6r+BHKhFDF8SKtSKRCPek6FCYqIFELAr5GmOETITXb63ZbMb9998PpVKJZcuW\n", "oaCgANOkk0HYhLKudLapH69/2ITdFZ148VAtGm5PwtLYZ0WHydOf0mR3oaaL/1pSE+VTySTYVBCP\n", "X27Jx5dWzkKiLvwruYbi3EklYsEaVtZrhpQvMnhduT777LPQau++w5qeno5bt24hLS34tZHcbjc4\n", "jpvxQ2tdbg7tgzZwwIT9RkcuwGdz3RklpVdJvbPxA0BCiGbjF4lE0E2hPqaEsCDofq579+5FcXHx\n", "Xc+3t7fjxIkTkEgkWL16NZKTkyc8RklJCerq6lBcXIyUlBTv8/v374fL5ZltKScnB4WFhRMeYzr0\n", "c+U4Dmcb+/GjvzXAzXH41sOZWJmpv6uB/aTNhG8droXDzWGOQY1/XZMFg1YOh9ONy22DKG8eQGGS\n", "FovToqgrECFBYm4+1/Lycmzbtg3AxA3wsKKiIlRWVt71vFKpxCOPPCJUxEn1mO1wuDjEqmWQBVH3\n", "46vX4sC/lzXDeXvc5C9ON2FuouauK9D5SRr8x2OzYbI5kRyl8HZQl0nFuG9WNO6bFdq5WQkh/hOs\n", "xVCr79xIkcsD+3rqcrmwe/du7Nq1C5cuXQpVNF5qu8z44vs1+PzO6zhR2wuHM7jJavjUlaRiMXQj\n", "7sZrFZJxp6oTi0TIiVNhYYouZCN/WK57sZwNoHzBYj1foAS7ch1ZbRg5XaE/ioqKvI8PHz486f6l\n", "paXebh3DP7BAtl1uDv9T3oLOIc/NoV+cbkKC2AJLR0PAxx9e1NHX/mKxGC8+tAi/OueZH/W5+XrE\n", "3B4RFcx/T6jy+bN98dJluHUJ0EZFI12vxOUL5wTNT9u0LeR2IASruZaUlHgbx+PHj2Pt2rU+j1NZ\n", "WQm9Xj+q5jrSZMcIZc3V5ebw8vE6nGsaAACIRcBvt85Bekx4Bk/YXZ6bewrp1KyXchyH4zd68OqH\n", "nnkPnlpowLOLkqCSTc3/HjKzBVpzFawsYLFYAHj+0IYfA0BFRcW49dXxNDY2eh+PHcggJIlYhM8v\n", "SUF+vArxahn+dU0WUv0ctx8MuUQ8ZRtWABi0u/D25Xbv9l+vGNFrCWylg5FsTjcq2k0ore9FcxiH\n", "4RISiKDLAhN1w1q2bBm2b98OjuNGXXGePXsWIpEIc+fO9T53/Phx1NXVQalUIjMzE6tWrQLgaVzL\n", "y8sBAIsWLQo2ql8yY1X42YZcOFwcolXSoIdMjixZTMTqdKHX7IRCKkKsOryzKPHJx5dCIkJ2rAqt\n", "A55J1hO1MiilgZ+/4WxX2gbxnSOeKRYNGhl+vjEPKWH80JtIKM+dEChfZPBqXE+fPo0HH3xw3H9b\n", "smTJuM+npKTgmWeeuev5F1544a7nJvq6P9zIRko45w81213Ye60Tf7rUhni1DD9Yn4NsH2Ppm/qs\n", "6B5yIEErC+s0enwopBI8vzQVGTFKmGxubCyIC8mHxfnmAe9j45ADnUN2JhpXQsbDq+b68ssvY/78\n", "+XjwwQdhMLA56e9U7+da3TmEL75f491elxeLr6/OGHffum4LvnHoBgZtLsSqpHhlYx4yxqkHO90c\n", "arvM6BpyIE2vQGaAE7wEq9fsQG23GRKRCHnxauiUgX1ona7vxQ9PNAAAdAoJfrk5H7N4zJ9ASDAE\n", "7ef6+OOPY86cOSgrK8PJkycxf/78UV/rSfAkItGo0VUq+cTl8LoeCwZtnsEVPRYnGvss4zau141D\n", "+MbBG3BzQLRSitcfzUW6PrwNrNnuwh8+asXhas/MWv/rniQ8sygxoH7Di1Oj8NOiHHSbHciNU1PD\n", "SpjG6zd8wYIFkMlkeOihh7B+/Xq8//77Queadibry5ehV+JfHspAklaO+9J0eGzOxLM3xalHfybG\n", "TjCB9fUOk3cdp36rE+2D9nH345MvUAM2J47cnrIQAA5Vd8Fkd/l1jOFsarkEi9OisC4/DtlxkbkK\n", "Hw/r/TQpX2TwunItLS1FZmYmzpw5A61Wiy996UtC55pxZFIxHs6JwZJUHRRSMZQ+ui0VGDR46ZEs\n", "VLQP4Z4ULfLix5/5auSMWEqpGPEhmmtg2KDNiZZ+GxRSMdL1ynHnQdDIJJifqMEn7UMAgHtSdFDL\n", "hB/tRkik8a65Pvzww3jggQeYnVhlqtdchWB1ulBlNKN90I7sWCXyEzQhO7bJ5sQfP2rD+5VdkIpF\n", "ePmRbNw3wXSErQM2XGkdhFQiwoIkbURm1iIkUILXXBcsWOD3wUlkKaUSLErRCXJso8mB9yu7AHhu\n", "nL39cTsWpWjHraWmRCmQEkUNKplZeNdcSXBYryv5m08pE0M7YsatzBjluPMghMJ0O3fhRvkig1fj\n", "OjAwgJ07d+KPf/wjnE4n9uzZI3SuaaVtwAYuPhO3+v0fVdTQa8GllgG0+Plam9OF9kEb+iwOv9+T\n", "j5QoBX5SlIOHsvV4emEinlqYSLP8EzICr7JASUkJHn/8cRw8eBBSKU2a7I/mPiu+dbgWxiEHopW9\n", "eGVjrs/BASPVdpnx9YM3YHa4EaeW4ecbc3l1PzLZnNhd0Yl3LrcjLVqB730qe9J5EQIZIVNg0ODb\n", "a7L8fp2/WB+9Q/mCw3q+QPG6clUqlaNmtmL1phaLGnotMN6eXavf6kStH0uv1HabYXZ4pjrsNjt4\n", "L2vd2GfFXz5uh5sDmvpsKKnp8j84ISQovBpXu310/0i3O7i5TWeSmDF9UGPV/KdfHDlJtghAjIrf\n", "twbJmK/nCunkP2aW614sZwMoX7BYzxcoXn+tBoMBpaWlcDqdOHfuHNLT04XONW3kxavxg3XZKKvr\n", "xpL0GMwx8O8ONcegxktrs3DdOIR7UqMm7M86VmaMEl98IA3vfNyB7FgV1ubGBpS9z+LArX4bVDIx\n", "MmNU4/ZjJYSMj/d8rpWVlairq8P8+fORmZkpcCz/UT/X0VxuDgNWJxQyMdQBzKPab3Xiv88244Ob\n", "fZCIgO98KgsPZOoFSEoI2wRfQ2vu3Lne+QQaGxuRkTH+pCKEDRKxCDF+lCDG6jTZ8cHNPgCAiwP2\n", "XutEZowSqQLMwNVncWDA6oJOKbmrjELIVOWzGLdr1y7s3r0bu3fvxs6dO7Fz507s2LEDb7/9drjy\n", "TRus15XG5lPJxKNWjk2JUqDb7F+3rkGbE91DdrjcE3856hi040d/a8Dzu67ju0duonXANmk21lC+\n", "4LCeL1A+r1y1Wi3Wr1+PsrIyyGQyLFq0CJcuXYJeT18Pp7vUaCW+96ksHK7uQqxaBrEI0Pkxv21j\n", "rwWvnmqE0eTA3y9Lxeps/bijt2q7zfikzQQAqOmyoMo4RKO5yLTg88p1/fr1AIC2tjYsXboUcrkc\n", "y5cvh8lkCku46YT1vnzj5ZuXqMEThQYUJmmwJicWWTz75wLAO5fbUdNlQZ/ViVdPNaJ5gkEQ8jEN\n", "rnKcng1T8dyxhPJFBq9LkbEjb6gr1swgl4qRn6AJaMIX14hfEQ7ARLdNCxLU+D/3peBvN3uwIiMa\n", "cxNDN7kMIZHEq5+r2+1GV5enI3pXVxccDmGGVE5nrNeVQp3v2XuSkK5XQCkV4ysPzJpwKRqdUorP\n", "LDDgF4/m47l7k6Ef54bWTDt3oUb5IoP3rFglJSUwmUzQaDR44oknhM5FprjsWBVe25QHu4tDjErq\n", "c+UBkUgEtZxG/ZHphXc/14ncunVrwhVgw4n6ud7R3GdF+6AdsWopsmNVNKEKIUEQvJ/rRC5evMhE\n", "40o8mvqs+JdDN9BjdkIuEeG1TXko8GNUGCEkNGi9jTAJV12ptd+GHrMTAGB3cajq5DdRDMt1L5az\n", "AZQvWKznCxQ1rtNMrFoKyYgqQFo09RklJBKCrrnu3bsXxcXFocoTMKq5erjcHK4bh3C13YScWBXm\n", "J2mglgde/bE6Xeg1O6GQihCrDu0Ch4RMBRGruRK2SMQizE/SYn6SNuhjWewu7Lvehd9fbEW8WoaX\n", "12WPWlGWEDIxKguECet1pfHyNfdb8daFVrg5wDjkwI5PjBFINjXPHUsoX2QE3bhST4HpSyIWYWQn\n", "rkCmLiRkpgq65sqK6VJzHbK7cK6xH2WNfViREY37M/SjZqcKJ4fLjdKGfvz+YitSoxT4wv1pSOOx\n", "hhch0wnVXKeJ6k4zXjnVCAAobejHzzbIcG9qVFDHNNmcqO22wO5yIydWhTgNvxtTMokYq7P1uDdF\n", "B4VUBCVduRLCm8/G9eTJk1iyZAnefPPNuybHdjgcyMvLmxZXi+FQWlrKa/afAZtz9LbVOcGe/Lg5\n", "DkdrevDr8y0AgAezovGVlel3TR84UT6xSIRonmt3CYXvuYsUyhcc1vMFitdfTVZW1rjdrXbu3EmN\n", "a4jlxKqQrJOjbdCORK0M2UHenR+yu3Cw6s7qr6fr+/G5xU6/5mYlhPjP51/YQw895PvFUvoD5Yvv\n", "J/MsvRKvbMxFj9mBWLUMSbrgBgGoZBLcm6ZDc79nhv+sWCU0iru/3rN85cByNoDyBYv1fIHi1TrG\n", "xMSM+zytSCCMJJ0i6EZ1mFQswmcKEzEnQQOzw41FKVpap4qQMODVFWv16tXjPj/ZlS25I5J9+RK0\n", "cqzJjcWjc+InnFeV5b6GLGcDKF+wWM8XKBpEQAghAvDZz9XpdOLUqVNQq9VYvnw5jh07BrPZjHXr\n", "1kGtZmsY5HTp5zrVtQ3Y0D5oQ7RKhmw/1twihFWB9nP1eeW6e/duLFy4EPHx8XjllVcwb948FBUV\n", "Yf/+/QEHnYjb7YbL5Qr5cUn4tA5Y8e2SWnzz8E18ZV8NqoxDkY5ESMT4bFwVCgXi4+ORl5eH1NRU\n", "pKamQqlUQqmcfJROe3s73n77bbz77rtoa2vzuW9JSQl+/etfo6OjI+BjsI71ulIo8rX029AyYAcA\n", "WJ1ufNI2GPQxgZlx7oRE+SLDZ+NqsVjAcRzMZjNqa2ths3m68wz/vy/l5eXYtm0bnn76aZw/f97n\n", "vkVFRePeHPPnGP7otzhR02VGywTLPZPARCvHziVLQ2XJzOWzK9aaNWvw3nvvQSKR4Mtf/jJ27doF\n", "AFixYsWkBx5Zk5XLA5sHNBTHGKvX7MB/nm3G6fp+aOUS/GxDTkBLR/uL9b58ociXE6fGKxtzUd48\n", "gLx4NQpDMO0hMDPOnZAoX2T4bFwNBgOeeuop7/azzz7L+8Aj75PJZIH1qwzFMcZq7rfhdH0/AMBk\n", "d+HYjZ6wNK4zgUQswoJkHRYk6yIdhZCIE2yI1cibU4GuPurvMUaOUR6u44zdTiq4F2IR4L7dbg93\n", "1p9of77bFy5+BJlOj9ysDGjl0rv+/Ve/+hUKCwsDPr7Q2yznG1mTYyEP5ZtZ+QLFa8pBm82GgwcP\n", "erc3bdoEhcL3CKI9e/bg8ccfB8dxOHDgADZv3gwAqKiogFgsxty5c0ftX1lZCb1ej5SUlEmPMR6+\n", "XbFcbg4Xbw1gd4URsxM02DwnHgna4EoOVqcLH9T24vcX25AWrcBXH0zHrDFT87E+OQXL+VjOBlC+\n", "YLGeL9CuWLwa1507d6KoqAharRYmkwmHDx/Gk08+6fM1ra2tOHXqFDiOw9q1a2EwGAAAb775JkQi\n", "EZ5//nnvvsePH0ddXR2USiUyMzOxatUqn8cYj7/9XN0cB3GAV9Rj3egy4wt7q73bj82NxxdWzArJ\n", "sQkhkSXofK4ymQxarefmhFar5VX/TElJwTPPPHPX8y+88MJdz61du9avY4RCqBpWYHRtGAAc7mkx\n", "/zghJAi8hr+O7dzvdrsFCTNVzdIr8X+XpUAmESFDr8Dj8xLu2of1vnws52M5G0D5gsV6vkDxunLV\n", "arWoqalBfn4+ampqvFexxEMlk2DznASszIyBQiaCXkmzThEy0/FeQ+vMmTNoaWlBWloa7r//fqFz\n", "+Y3mFiCECEHwNbT4DBwghBDi4feUg42NjVRzDQDrdSWW87GcDaB8wWI9X6B4Na6vvfYaGhsbcejQ\n", "IbS0tGDfvn1C5yKEkCmNV+M6e/Zs7+qvVB4IDMudpAG287GcDaB8wWI9X6D86oolkdC69YQQwgev\n", "xtVkMuHo0aPIyckROs+0xXpdieV8LGcDKF+wWM8XKF69BbZu3YqOjg5kZWXhypUrdEOLEEImwbuf\n", "60h2uz1k86uGCvVzJYQIQZA1tCZSUlISyMsIIWTGCKhxpbKA/1ivK7Gcj+VsAOULFuv5AuWz5vry\n", "yy/jhRdewPbt25Genu59vqqqCsXFxYKHI4SQqYpXzXXv3r2jGtOx2yygmishRAiC1lyXL18+aluv\n", "1/v9RoQQMpPwalyTkpJGbY+3DDbxjfW6Esv5WM4GUL5gsZ4vUAHd0CKEEOJbQP1cWUQ1V0KIEMLa\n", "z5UQQohv1LiGCet1JZbzsZwNoHzBYj1foHivREDYZHO60DXkgEwihkHL1pBkQmYyqrlOYRaHC/sq\n", "u/DWhVZEKST4cVEOZidoIh2LkGmFaq4zUOuADW9daAUADNhc+Muldrinx2clIVMeNa5hIkRdSSoW\n", "QSK6sx2llEIsEk38Ah9YrnuxnA2gfMFiPV+gqHGdwtKilfj+I9lI1yuxdJYOTy9MjHQkQshtVHOd\n", "Bkx2J+QSMeQS+qwkJNQCrblSb4FpQCunHyMhrKFLnTBhva7Ecj6WswGUL1is5wsUNa6EECIAqrkS\n", "QogP1M+VEEIYQo1rmARTV2rosWB/ZSdKG/rQb3WGMNUdLNe9WM4GUL5gsZ4vUHSbmXFtAza8eLgW\n", "PRZPo/r/lqfi8fmGCKcazepw4UaXGQM2F7JiVUiJUkQ6EiERRzVXxlUbh/DFfTXe7aWzovCj9TkR\n", "THS30/W9+OGJBgDArGgFflKUg0QdNbBkeqCa6zQVp5EhP17l3X4kLzaCacZ38maf93Fzvw3dZkcE\n", "0xDCBmpcwyTQulK8Ro7vfCoLP1iXjX97NA/L0qNCnMwjmLrXfbN03sexKin0KlkoInmxXpOjfMFh\n", "PV+gqOY6BSTpFEhi+Gv2Axl6xKpl6LM4kR+vpporIaCaKyGE+MTc3ALt7e04ceIEJBIJVq9ejeTk\n", "ZL/33b9/P1wuFwAgJycHhYWFQsUlhJCQEqzmWl5ejm3btuHpp5/G+fPnA9pXqVSiuLgYxcXFU75h\n", "Zb2uxHI+lrMBlC9YrOcLlGBXrmq12vtYLve9ttNE+7pcLuzevRscxyErK4u+9hNCpgzBrlxHlnJl\n", "Mt93jyfat6ioCFu3bsWnP/1pdHR0TPqeIz8BS0tLmdqmfIFvr1y5kqk8lG9m5QuUYDe0SkpKUFRU\n", "BAA4fvw41q5dG9S+kx2Dbmjd0dJvRfugHbFqGbJiVZO/gBAyIeYGEVgsFgCeq9LhxwBQUVGByspK\n", "Xvs2NjZ6H1utVqGihkWwn4J8NfdZ8fWDtfhWyU18ZX8NbnSaeb0uXPkCwXI2gPIFi/V8gRKs5rps\n", "2TJs374dHMeNuuI8e/YsRCIR5s6dO+m+jY2NKC8vBwAsWrRIqKjTyq1+q3eElMXhRnWXGXkJ6kle\n", "RQgJNernOs1UGYfwlf01cN/+qf6kKAdL0oQZ1UXITMBcP1cSGbnxavxsQy4+bh3E7Hg15ho0kY5E\n", "yIxEcwuESbjqSlKxCItSdPjckhSsyNRDLZfweh3LdS+WswGUL1is5wsUNa6EECKAGV9z7bM40NBr\n", "hUwiQnasCioZvys9QsjMQDXXAJhsTvz+QisO1/QAAL68chY2zo6DSCSKcDJCyFQ3o8sCfVant2EF\n", "gN1XjTDZXYK8F+t1JZbzsZwNoHzBYj1foGZ046qSiZEadWcug7kGDZTSGX1KCCEhMuNrro29VpQ2\n", "9EErF2N5enRI1n4asrvQNmCDXCLGLL2CygyETGFUcw1QRowSGTFJITvekN2Fd6+0469XjJBJRPjh\n", "umzcm0qd+AmZaeg7cIh1muz46xUjAMDh4vCnj9rgcLmZryuxnI/lbADlCxbr+QJFjWuIyaUiqGV3\n", "TmtqtBISMZUFCJlpZnzNVQjXOkx45+N2GLQKPFFoQGo0LdhHyFRFNVeGzEvU4ofrcyCmG1mEzFhU\n", "FhDI2IaV9boSy/lYzgZQvmCxni9Q1LgSQogAqOZKQq590IarbSZABCxI0iFR53uBSkJYRjVXwoQh\n", "mxP/feYWzjUPAAAezNTja6vToaYJccgMQ2WBMGG9rhSqfEMONz5uHfRuX2odhDnI+RpmyrkTCuWL\n", "DGpcSUjpFBKsz4/zbhfNjoVOQVetZOahmisJuV6LA7VdFogA5MaroFfJIh2JkIBRzZUwI0Ylw32z\n", "qEElMxuVBcKE9boSy/lYzgZQvmCxni9Q1LgSQogAqOZKCCE+BFpzpStXQggRADWuYcJ6XYnlfCxn\n", "AyhfsFjPFyhqXAkhRABUcyWEEB+o5koIIQyhxjVMWK8rsZyP5WwA5QsW6/kCRY0rIYQIgGquhBDi\n", "A9VcCSGEIdS4hgnrdSWW87GcDaB8wWI9X6CocSWEEAFQzZUQQnygmishhDCEGtcwYb2uxHI+lrMB\n", "lC9YrOcLlGArEbS3t+PEiROQSCRYvXo1kpOT/d7Xn2MQQghLBKu57tu3D1u2bAEA7N27F8XFxX7v\n", "688xqOZKCBECczVXtVrtfSyXywPa159jEEIISwRrXEdeEMtkvherm2hff47BOtbrSiznYzkbQPmC\n", "xXq+QAlWc3W5XN7HIpEooH39OYZer8elS5f8jRk2arWa8gWI5WwA5QsW6/n0en1ArxOscbVYLAA8\n", "V5/DjwGgoqICYrEYc+fOnXTfiZ4fz+LFi0OWnRBCgiVY47ps2TJs374dHMdh7dq13ufPnj0LkUg0\n", "qnGdaN+JnieEENZNmxFahBDCEhpEQAghAqDGlRBCBECNa4S43e5RvSEIIdOLYDe0Qi0Uw2lZyVdS\n", "UoK6ujoUFxcjJSVF8Gz+5rt27Rqqq6vhdruxfPlypKWlMZPtzJkz6OjoAACkp6eHpZeIv79PFosF\n", "v/zlL/HZz342LD9ff/Lt37/f+6Gek5ODwsJCpvIBQF1dHT766CMoFAoUFRUJPoDIn3yvvvoq8vLy\n", "ANl9VdYAAAhESURBVABdXV14/vnnJz4wN0W8//773sd79uwJ2b6h4u97Xrt2jWtpaREy0ij+5Dt1\n", "6pT38cGDBwXLNCzQn9eRI0eEiHMXf/MdPnyY++ijj8L28/Un39GjR4WOcxd/8vX29nKlpaVCRxrF\n", "n3wWi8X7+PDhwz73nTJlgVAMpxUS60N1/cm3atUqoeOM4u+5a2howOuvv47c3FwhY3n5k6+3txdq\n", "tRpKpVLoWF7+5HO5XNi9ezd27doVto77/uS7fPkyNBoNdu/ejZqaGqGjAfAv3/DP1Wg0wmAw+Nx3\n", "yjSuXAiG0wopEu/pj0DyHTt2DEuXLhUqkpe/2TIzM/GFL3wBFy5cEDKWlz/5SktLsXLlSqEjjeJP\n", "vqKiImzduhWf/vSnveUVofmTz2g0oq+vD1u3bsWNGzfgdruFjhfQ30ZlZeWovvrjmTI111AMpxVS\n", "JN7TH/7mO3XqFPLy8hAfHy9kLACBnTulUgmdTidUpFH8ydfR0YF9+/bBaDQiMzMzLDXXQH/3wnUR\n", "4G++4W9Oqamp6OnpEfx3MJDzZ7VaJ/12MmWuXH0Np62srOS1Lyv5IsGffKdPn0ZiYiIyMzOZy9bT\n", "0+N9zIVp/Is/+Z5//nkUFxdj5cqVmD9/PnP5GhsbvY+tVitz+fLz81FXVwfAU2KJjo5mKh/g6ekj\n", "Fk/edE6ZK9dQDKdlJd/x48dRV1cHpVKJzMzMsNQ4+eYzGo0oKytDQUEBqqqqMDg4iOeee46JbABQ\n", "VlYGm80GAFiyZImguQLJB3g+AEpLS8N25epPvsbGRpSXlwMAFi1aJHg2f/MtWrQIO3fuxNWrV5GQ\n", "kBCWq2t/f75NTU286v00/JUQQgQwZcoChBAylVDjSgghAqDGlRBCBECNKyGECIAaV0IIEQA1roQQ\n", "IgBqXElEuFyusAxtJCRSqHGdQV5++eWQHctoNOLdd9/F+++/j/feew9Op3PUvx84cGDc17W2tmLn\n", "zp34xS9+ge7u7oDf/6OPPsJvfvObgF8/XU103sc6cuQIdu3aJXCamY0a1xnkhRdeCNmxPvjgAzz1\n", "1FN47LHHsGbNGpw6dWrUv0807DglJQVPPPFE0KOrFi9ejISEhKCOMR3xHe69fv16JufAmE6mzPBX\n", "Erj29nacO3cON2/exNe+9jXv82azGbt374ZWq4VEIkF1dTW+/vWve//96NGjMJlMkEgkcDgc2Lx5\n", "MxQKBQBAIpHAYrFArVZ7p9kDAKfTicOHD6Oqqgp79+4FAOTl5WHevHlB/3ccP34cPT09kEqlkEgk\n", "o8oK1dXVuHz5MlQqFaxWK5YsWYLs7Gy0tbXhD3/4A/Ly8rB161Z0dHTg3XffRUJCAp5++mlIpRP/\n", "CZSUlKC6uhoxMTGIioqC2WzGggULvHMGTPSegGdaxKNHj2LBggVoaGiAXC6HwWDwzphVVlaGzs5O\n", "SCQS73DeJ554YtJz0NDQgLKyMmi1WojFYnR1deFzn/scAODDDz8cdd5jYmKwevVqAJ6fy549eyAW\n", "i8FxXFgmkJ/xJplHlkwj77333qjturq6URNONzQ0eB+XlZVx1dXV3u3BwUFu165d3u3u7m7ue9/7\n", "HvenP/2J++lPf8q53W6f7zXWBx98wBmNRt7Zr127xp09e9a73dnZyf3sZz/jOI7jhoaGuD//+c+j\n", "9t+xYwdnt9s5juO4jo4O7vjx495/2759O+/3/cY3vsG5XC7v9l//+lfObDZP+p7Dmd944w3OZrON\n", "2q+6upo7f/68d9vtdnNlZWW88hw8eJBrbGz0bo/8mXHcxOd9//79XGdnp3f7/Pnz3I4dO3i9JwkM\n", "XbnOYFlZWXC5XDhy5Ih32rWMjAwAQEtLC1asWOHdV6vVjnptSUkJvv3tb0OhUKClpQXHjh3DunXr\n", "BMt648YNrF+/3rsdHx/vXX6mo6MDAwMD3is2wDPjU29vLwwGAwwGAzo7OwF4ruL9uWorLCwcNQNS\n", "fn4+WltbIRaLfb7nsDVr1tw1AXNNTQ0eeeQR77ZIJBp1rn3ZuHEjLly4gMrKSjidThgMBu/PzBeT\n", "yTRq6r5FixahqamJ13uSwFDjOoNduXIFCxcu9M7wc+bMGTQ2NiIjIwNpaWmoqalBfn4+AM8f51jD\n", "JYK4uDiYzWZBs+bl5eHy5ctYvnw5AKCzsxPNzc0AgLS0NCQmJqK4uNi7/9ieCIsXL8bFixfR3NyM\n", "zZs3837fioqKUVPM1dbW4tFHH4VEIpn0PTmOG7eumZ2djatXr46qO4881758/PHHuO+++7zb77zz\n", "Dq8JzTUaDbq6urwN7KVLl8I2ZeNMRbNizQAnT55EX18frl696r0SKyoqwoEDB+6al3LLli3e54Zr\n", "rmKxGA6HA1u2bPE2qA0NDSgvL4dCoYDVasXmzZtHLZfx4YcfoqenB2KxGE6nEytWrEBSUpK3/ltX\n", "V4fExETodDrei9AdO3YMvb29UCqVsFqtMBqNWL58OZYsWYLm5mZcuHDBW0M1mUzYvHnzqAm133rr\n", "LSQlJWHTpk28z91vf/tbaLVaKJVKOBwOLFy4EAUFBQDg8z3Ly8tx+fJlAIDBYEBqauqoRvGDDz4Y\n", "dX5mz56NBQsWTJrn17/+NZKTk8FxHNxu96g6LuBppK9cuQKFQgGO45CVlYUFCxbA6XRi586dkMlk\n", "EIvF0Gq1uHDhAp599tmwzds701DjSogPO3bswJNPPhnpGGQKoq5YhEygpKQEVVVVOHToUKSjkCmI\n", "rlwJExoaGrxfo8fKzMwUZNb8SLynLyaTCSdOnBi3FqrVasO2qgYJDWpcCSFEAFQWIIQQAVDjSggh\n", "AqDGlRBCBECNKyGECOD/AzDfu9hpAWaWAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.595536\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4U+edL/CvdLRZlrzvNt5tjFliVgMhkAWCSQIBQpqF\n", "djrtDe3cptvcae6k6TRpOpnumbbp7STptDNt0wlpWcNqFocQbAwmOBDAsY1tvON9lbVL5/4hEBa2\n", "dh3ptf37PA/P4yMfHX05kl+d8zvveV8Rz/M8CCGEBJQ41AEIIWQ6osaVEEIEQI0rIYQIgBpXQggR\n", "ADWuhBAiAGpcCSFEABKhNtzV1YWysjJwHIc1a9YgOTnZ6bpnz55Fd3c3ACA9PR2LFy8GABw8eBAW\n", "iwUAkJOTg/nz5wsVlxBCAkqwxrWqqgrbt28HAOzfvx+bN292uu7KlSvtPx8/ftz+s0KhwLp164SK\n", "SAghghGscVUqlfafZTKZ2/Wbm5uxZ88ebNmyxf6YxWLB3r17wfM8srKysGjRIkGyEkJIoAnWuI6/\n", "8UsqlbpdPzMzE88//zzef/99ZGdnAwBKSkrsvz969GjgQxJCiEAEa1xv10oBQCQSefQchUIBtVo9\n", "6e/cNdDHjx8Hx3GeBySEEA9ERUXZrwN5Q7DGVafTAbAdwd7+GQCuXr0KsViMwsJC+2MDAwOIiYmx\n", "r39bS0sLMjIyAAB6vd7l63EcR2UDQkjAVVdX+/Q8wbpiFRcXY+fOndi5cyeKi4vtj1dWVuLs2bMO\n", "61ZUVGD37t3YvXs35s6da3+8paUFu3btwq5duzB79myhogZFeXl5qCO4xHI+lrMBlM9frOfzlWBH\n", "rikpKXjmmWcmPL5jx44Jj23cuHHSbaxevTrguQghJBhE02XIwbKyMioLEEICrrq6Gg899JDXz6M7\n", "tAghRADUuAYJ63UllvOxnA2gfP5iPZ+vqHElhBABUM2VEEJcoJorIYQwhBrXIGG9rsRyPpazAZTP\n", "X6zn8xU1roQQIgCquRJCiAtUcyWEEIZQ4xokrNeVWM7HcjaA8vmL9Xy+osaVEEIEQDVXQghxgWqu\n", "hBDCEGpcg4T1uhLL+VjOBlA+f7Gez1fUuBJCiACo5koIIS5QzZUQQhhCjWuQsF5XYjkfy9kAyucv\n", "1vP5ihpXQggRANVcCSHEBaq5EkIIQ6hxDRLW60os52M5G0D5/MV6Pl9R40oIIQKgmishhLhANVdC\n", "CGEINa5BwnpdieV8LGcDKJ+/WM/nK2pcCSFEAFRzJYQQF6jmSgghDKHGNUhYryuxnI/lbADl8xfr\n", "+XxFjSshhAhAsJprV1cXysrKwHEc1qxZg+TkZKfrnj17Ft3d3QCA9PR0LF682OttUM2VECIEX2uu\n", "EgGyAACqqqqwfft2AMD+/fuxefNmp+uuXLnS/vPx48d92gYhhLBEsLKAUqm0/yyTydyu39zcjNdf\n", "fx25ubk+b4NlrNeVWM7HcjaA8vmL9Xy+EqxxHV9tkEqlbtfPzMzE888/jwsXLvi8DUIIYYVgjavF\n", "YrH/LBKJPHqOQqGAWq32eRvjvwHLy8uZWqZ8vi+vWrWKqTyUb2bl85VgF7T27duHLVu2gOd5HDp0\n", "CBs3bgQAXL16FWKxGIWFhfZ1BwYGEBMTAwA4fPgwHn30UZfbmAxd0CKECIG5mwiKi4uxc+dO7Ny5\n", "E8XFxfbHKysrcfbsWYd1KyoqsHv3buzevRtz5851u42pyN9vQaGxnI/lbADl8xfr+XwlWG+BlJQU\n", "PPPMMxMe37Fjx4THnB2ROtsGIYSwjsYWICTI9GYL+sdMkHJiJKimdi+YmYC5fq6EkIn0JgsO1/bh\n", "7fOdUMs5vLY+B3MSwkMdiwiAbn8NEtbrSiznYzkb4F2+m6NGvH2+EwAwarDgvy90wmIV9uRxOu2/\n", "qYQaV0KCSCIWQSq+060wQiGBhz0VyRRDNVdCgsjK87jYPoL/rOpEfLgU/7A8DbOiFKGORVygmish\n", "U4BYJMLSWZEoTAyHRCyCXMKFOhIRCJUFgoT1uhLL+VjOBviWL1wmCVrDOh3331RAjSshhAiAaq6E\n", "EOICc7e/EkLITEaNa5CwXldiOR/L2QDK5y/W8/mKGldCCBEA1VwJIcQFqrkSQghDqHENEtbrSizn\n", "YzkbQPn8xXo+X1HjSgghAqCaKyGEuEA1V0IIYQg1rkHCel2J5XwsZwMon79Yz+cralwJIUQAVHMl\n", "hBAXqOZKCCEMocY1SFivK7Gcj+VsAOXzF+v5fEWNKyGECIBqroQQ4gLVXAkhhCHUuAYJ63UllvOx\n", "nA2gfP5iPZ+vqHElhBABUM2VEC9oDGZoDBao5BxUcpqZfibwteZKnw5CPNSrMeLNc+042zKM4vRI\n", "PL8iFQkqeahjEUZRWSBIWK8rsZyPlWx1vVqUNw/DygOVLcOo7dECYCefM5QvNKhxJcRD4rv+Wjix\n", "KDRByJQgWM21q6sLZWVl4DgOa9asQXJystN1r127hrq6OlitVixfvhxpaWkAgIMHD8JisQAAcnJy\n", "MH/+fKfboJorEdqA1oS/Xu7G6aZBrMqKwjNFSYhVSkMdiwgsqDVXjUYDlUrlcp2qqips374dALB/\n", "/35s3rzZ6br9/f3YunUrAODIkSP2xlWhUGDdunW+RCQk4GKUUvyvpSl46p5EhMs4yCV04kecc/np\n", "qKmpmfTfu+++63bDSqXS/rNMJnO57urVqyd93GKxYO/evdizZw+qq6vdvibLWK8rsZyPpWwyiRgx\n", "SqlDwyp0PpPZis4RA3o0Rp+ez9L+mwzr+Xzl8sj17NmzWLVqFRobG9HT04OFCxeiuroaMTExbjc8\n", "vtoglXp26nTixAksW7bMvlxSUmL/+ejRox5tg5DpxGi24sT1AfzmbBuUUg6vrc9GYaLrs0bCBpdH\n", "rk8//TQKCgowOjqKL33pSygqKsKXv/xlex3UlfHriETuC/+nT59GXl4e4uLiJv29Jw30+G/A8vJy\n", "ppYpn+/Lq1atYipPMPN1aYx4o6INVh7QGC1461wHjBYrM/lY33+BWvaFRxe09u7da6+JAsC+ffuw\n", "ZcsWl8+5vQ7P8zh06BA2btwIALh69SrEYjEKCwvt6545cwbx8fEoKChw2EZLSwsyMjIAAIcOHcJj\n", "jz3m9PXoghaZjjqGDfjq3s9gtNj+TJemqfHqumxIOKr3BougA7dotVpYrVYAtiPS0dFRt88pLi7G\n", "zp07sXPnThQXF9sfr6ysxNmzZ+3LPT09qKioQG1tLfbv34933nnH/ruWlhbs2rULu3btwuzZsz3+\n", "T7HI329BobGcj+VsgLD5UiJk+MG6bMyKkmNBsgpfKU71umGdyfsvlDzqLbBhwwb85S9/gUwmg8Fg\n", "wKOPPur2OSkpKXjmmWcmPL5jxw6H5YSEBLz44ouTbsPZhS5CZgqRSIQlaRH49cZ8SMQiKKRcqCMR\n", "D9HYAoQQ4kJQx3Pt6ury5WmEEDJjeNS4Xrt2zWF5fM2UeIb1uhLL+VjOBlA+f7Gez1ceNa7Xr193\n", "WJZIaDAtQghxxaeywO2eA8Rzq1atCnUEl1jOx3I2gPL5i/V8vnJ5CHro0CHodDrU1tbCZDLZH09M\n", "TBQ8GCGETGUuj1wfe+wxPPnkkygqKsKTTz5p/0ddpLzHel2J5XwsZwMon79Yz+crj8oCGzZsEDoH\n", "IYRMK9TPlRBCXBC0n+uRI0fQ1taG5uZmvPvuu2hoaPD6hQghZCbxqHE1Go1ITU3FpUuX8Oyzz075\n", "sVVDgfW6Esv5WM4GUD5/sZ7PVx41rmKxGGKxGAqFAgAgl9OMl4QQ4opHdwMYjUZoNBp74zpNyrRB\n", "xXpfvlDk6xsz4mrXGPRmK+YnhSM1UjHpev5m0xjNkIiEG/SE3lv/sJ7PVx41rikpKdi/fz+2bduG\n", "q1evoqmpSehchHFmK4+mfi1GDRbMipQjQe3d2YzZymPXpz3Yd60XAJAbE4Z/K8lBdIAn/PukYwT/\n", "UdmBCDmHr987C1kxYQHdPiHOeFQWWLlyJT7/+c9DoVCgoKAAX/va14TONe2wXlfyNt8nHSP45oF6\n", "fLe0Ea+dakbvmHfzO+lMFnzcPmJfbhjQYcw4+QwXvu67myMGvHy8CS1DelzpHsOble0wWibeXTik\n", "M2FYZ/bpNfzJFyyULzS8vv1VIpHYywMAcOnSpYAGIlPDyYZBWG9Vh2p7tF5Pnhcu47A+P9a+vCI9\n", "EhGKwI5ZYeF5+wj+gG2aFKvVsaR1uXMU33i/Ht86WI/PesYC+vpkZvN7rojm5uYAxJj+WK8reZtv\n", "bmK4/edwGYcIuXcNo1gkwiMFsfjJhhz88OFsfP3eNKeNq6/7LlElwz/elw6xCFBKxfjaijSHumvf\n", "mBE/LLuBbo0RnSMG/OzDFozovT+CnW7vbbCxns9XNLwV8cl9WVEIl3G4OWJEcboas6Imvxjlikou\n", "waLUCAHS2Ug5MR7KjcaCZBU4MZCocqwL8zxgGXcka7HysNLFWhIgNMtZkLBeV/I2X3SYFA/lxuDz\n", "i5KQFxfu/gl+8GffSTkxUiLkExpWAIgLl+KlBzKhlIoRIefwndXpiArz/oIa6+/tJ9fq0DliwKjB\n", "97qykFjff76iI1cyY4lEIiydFYH/fGIORCIgLlwW0O0P68zo0hgQJuWQ7sORfSB0jxrxXrMIn1TW\n", "oHhWBL5xbxoSJvmiIYFHjWuQsF5XYjmfkNlEIhHiVf41qpPlG9KZ8Oa5dpxqHIJCIsaPSnIwL0nl\n", "1+v4oq53DJ/ctF2oO982gvW9OuYaV5Y/e/6gsgCZsqw871AzZUnniBGnGocAAHqzFQdqekOSgxOL\n", "HJYlnMjJmiTQ/G5ci4qKApFj2mO9rsRyvsmytQzq8NrJG/j+8UbU907sQjWiN6Gudwytg3rB7yic\n", "LJ9SJoZ0XEMWqrLAnIRwbCqIRoJKis8tSEBBvDIkOVxh+bPnD4/KAhUVFYiNjUVBQQEaGhqgUqmQ\n", "lJQEAMjMzBQyHyETaI0W/Lq8DVe7bY1q04AOv91cgNhbd3eN6E34fVUnSusHIONE+FFJDhYkq4Oa\n", "MSNKgR+tz8G+az3Iig7DuvyYoL7+bTFKKVaED+Hzj89FuIyDlKOT1WDxaE+3trYiPj4eAJCdnY0z\n", "Z84IGmo6Yr2uxHK+u7OZLFb0jd2ZdmhYZ4Zp3J1XN0eNKK0fAAAYLbbbbIOZD7DVcu9JUeMH63Lw\n", "xSUpk/ZWCJbFC4sQFSZltmFl+bPnD4/2dnh4OGJjbXfTiMVicJwwA2AQcpvFymNYZ4LBPPGW2AiF\n", "BF9dnorbZ93Pr5yF2HFdqMIkHOQCnJKbb2UymWmCTuKeT19lYjGb34AsY72uFOx8owYzmgd06Bo1\n", "TPidzmTB4do+fOP9evzidCsuXW9x+L1IJMLy9Ej8ftscvL21AOvyYiCV3PlMpkcr8G8luVieHoGn\n", "7knAxsI4v/MO60z4n0+68PX36/G7qg70jxtLgd5b/7Cez1ce1VxFIhEGBgYQExODgYEBWCyTD7BB\n", "iCdG9Cb8uboLB2r6oJZz+HFJDvLj79yIcGNAh/93th0A0KUxIjsqDuMvm+pMFnx6U4Nr3Rrck6xG\n", "asTEU+4FySosSA5c16f6Pi3+55MuAMD7NX1YkKTCfdmB7RdLphePGtdHHnkEJ06csI/p+vjjjwud\n", "a9phva4UzHwdw0YcqOkDAIwaLHi/phcvrLnTuJrv6l5lFjl+TGt7tfj+cduwl3+93IPXH8sTvA+p\n", "6a5MxnHL9N5OZDRbYTBboZJzEIlcd/9iff/5yqPGleM4lJSUCJ2FzBByqRhiEeyjat19Z1RmdBi2\n", "zI3H/mu9mBUlx5rsKIff94+7mMUDGNSZ4Im+MSP6xkyIUEiQMsnRriv5cUqsyoxEefMw5iepUJgg\n", "7C2/U9nNEQP+fPEm6vq0eGpBIu7PiYJcMvOu03hUPL1+/brQOaY91utKvuTrHzOibUgPjYt71jUG\n", "M+p6x3BjQGvv8J8RpcAP1mWjIF6JDbNjUTJu6EHAdsHqi4uT8d+fK8QvHs1D2zXHOduyYhRQyWx/\n", "rFFhEo8uWHWNGvDqyRv45oF6fPtAPZr6tV79X+PCbSNs/fFzhXhlbRaSxzXO0/G99ev1modQ1jiI\n", "9mEDXj/TihsDetfrM77/fOXRkevly5eRl5dnX75x4waysrIEC0XY1zKow8vHm3Bz1Ih1eTF4blkK\n", "ou8a9ERrtOBvn/bgvcvdEIuAV9ZmYUVGFDix7YLU4lQ1JGLRpKeNShkH5a0G9O6bAHJilfjVxjz0\n", "jpmQoJJ5NCJXy6Aedb22BnVIb8almxpkx3rXoV4tl0Dt4dCKgzoTLFYesUqp29Pi6UZz16Dnkw1Q\n", "PhN4PIfWeJcvX3bbuHZ1daGsrAwcx2HNmjVITk52uu61a9dQV1cHq9WK5cuXIy0tzettsI71upK3\n", "+cqbh3Fz1Pa5OHF9AGtzYxCdamtcdSYLtEYLRg0WvHe5G4CtBPDn6i4sTFHbx1T1tN/lZNnSo8OQ\n", "Hu35lC1queNpaVx44KaTuTtfXe8Y/q2sGWMmC76zOh3F6ZEQh7CBDfZn78GcaHzYOIibo0Y8XhiH\n", "TDfvE+t/G77yeJqXY8eOebXhqqoqbN++HU8//TTOnz/vct3+/n5s3boV27Ztw6effurTNkhw3d1Y\n", "ySW2xqNr1ICfn27BV/bWonVYj4hx66VHygXryN6rMeJc6zAud45OOl1MbqwSL6/NwvL0CPzv5alI\n", "VslR3T4yaVcwf+hMFrxR3oYujRGjBgteK2tG96h3szRMdRnRYfj3jXn4ryfn4O+XpAR8hompwqNP\n", "+jvvvIORkRHs2rULu3btwpUrV9w+R6m8c8olk7nusrJ69Wq/t8E61utK3uYrnhWBRwpikRmtwP+5\n", "Lx05sbajk0udoyhvHsaowYJ//6gV33swC/dnR2HL3Hh8cUnKhIFEApFtWGfGr8pb8fLxJrxwpAEn\n", "r/dPWEcmEWNVZhR++HAO5iSE49sH6/FiaSNePtbodwM73d7bQIhVypAWqUC4zP2FLNb3n688+krZ\n", "sGEDlixZYl8+cuSI2+eMr5NJpZ6dgp04cQLLli3zeRvl5eX2U4zbbxgry7e/kFjJ42m+FSvvRV3v\n", "GD7tGESaWoolWfFQSDhcv3wBa1RqfGXZPChlHMrLyyEWi2GNycdtWpMVPM/jpQezcPHiRTR92owU\n", "AfIP6U240D5qf92jdQPIRD9GB/snXb+8ecjetap5yICbI0Y0XL4QsDzfXDUL//ZBM7RGC76zOgOJ\n", "alnI319a9m/ZFyJeoCGDSktL7d23Tp48ibVr17pc//Tp08jIyHAYCMabbZSVlWHRokX+BycO6nvH\n", "8O2D1+19T3+6IRcLU50PgnJzxIBfl7fhSrcGjxbE4dmiRJ9G9/dG/5gR/3y0Aa1DtiPQpxYk4stL\n", "k51eSPqgYQA/+dB215eME+GNx2cjO8BTbg/duqAVMwMvaE031dXVeOihh7x+nmDFEJ1OB8B29Hn7\n", "ZwC4evUqxGIxCgsL7Y+dOXMGiYmJE0bYcrYNEjz9WpNDp/6OEYPLxjU5Qo5/eSgTWpMVajmHMKnw\n", "/Rtjw2V4ZW02rnRpEC7jMC9J5bJBW5KmxksPZqJ5QIdlsyKQFR344QCF/kIh7POo5joyMoLdu3fj\n", "T3/6E8xmM/bt2+f2OcXFxdi5cyd27tyJ4uJi++OVlZU4e/asfbmnpwcVFRWora3F/v378c4777jd\n", "xlTEel3JWb6UCDkib12QkHIi5Ma6P8JTySVIUMkC1rDenU1vsqCxX4sbAzr7aFizohR4pCAOa7Kj\n", "7UMPOhOhkOL+7Gj8/ZIUFCa6boh9yccayhcaHh25lpaWYsuWLTh8+DAkEs8OdlNSUvDMM89MeHzH\n", "jh0OywkJCXjxxRe92gYJnozoMPzi0VzcHDUiTim1X7gKFaPZiqP1/XizsgNiEfDiA5lYnRUV0q5O\n", "hEzGo5ZSoVA4XFCiIQe9x3pfPlf5MqLDkOFFn9JAG59tQGfC7851ALD1nf3P8x0oSlaF9DR8Kr+3\n", "LGA9n688KgvcfROB1Toz77iY6QxmK/rHjNCZQjcqmowTOZz2J6vlkDE6CDSZ2Tz6VCYkJKC8vBxm\n", "sxnnzp1Denq60LmmHdbrSp70Jf3zxZv4h311+FV5G3o0wesYPz5bjFKGVx/OxqrMSKzNjcE3702z\n", "3yYbaJMN1O0uH4soX2h4VBZYvXo1ampqMDQ0hKSkJJo3awaq79Ni1xXbdCmnGgexPD0CCarQzAuV\n", "E6vEy2uzBdv+qMGMsoYBlDUM4t6MSJTMjkNU2My8y4j4zuNPTGFhoUP3KeId1utK7vJZ7+oOHcwp\n", "rYO97+r7tPiPSltdt65Xi4xoBVZkRDldf6q/t6HGej5fedS49vX14ejRowgLC4PRaERJSQliYkJz\n", "1EJCIy9OiQ2zY3Di+iAWpaj8Hpz65ogBQ3ozYsMkSFCHbvK+yehMjtcUxozurzGMGsy42jWGzhED\n", "5iWFY3Y8jfc603lUcy0tLcX27duxbds2PPXUUzh+/LjQuaYdoepKgzoTrnRp0Niv9eto0l2+GKUU\n", "Xy1Ow38/OQcvPpCJJLUcHcN67LzUhXc/6ULHsOOYnWNGxxlZx2sZ1OE7h67jWwfq8d3SxgnP9TZb\n", "oOXGhmFOgm1ci4woOQoSXA9NePbsWXzSMYpXTjTh7fMdeOFwA5oH2LnphfWaJuv5fOXRkatSqbRP\n", "SshxHBSKwN/RQrw3rDfjPyrbcbppCJwIePXhbCybFSnY640fY3XMYMYb5W345KYGAHChfQQ/XJcN\n", "hVSMypZh/OWTLmREK/D3i5ORGun4eanv06FXa5s9oG3YgBsDugnrhFKSWo5X1mZjSGdGpIJDbLjr\n", "QYOkUimu9t4ZfFtvtmJQZ0amwDkJ2zw6ctXrHY8stFrbB6mqqirwiaYpIepKPRojTjcNAQAsPLDn\n", "Ss+E2qinxufTmy2obBnGbypacebGELTGiTMN6MxWNIw7Omvs10FntqJ1SI8fnWpG86Aep5uGUFo3\n", "MOG5UQrHq/vuBqAORU0uRilFdmyY24YVAJYuXYriWRG4PeBXSoQMiWp2RnFjvabJej5feXTkarVa\n", "8Yc//AELFy7E5cuXERkZiZqaGly6dMlhFCsSXEqpGOEyzj5+6ez48IDcqVTfq8MrJ2wTAB78rB8/\n", "3ZCDhakRDutEyiV4cn4C/uvjmwCAJxckIFIhwYDWhPHViaFJ5rcqiA/H/7lvFs63jmB1dhTy472b\n", "EYBF85JUeGNTPgZ1ZqRFyr2eo4tMPx4duWq1WqxYsQIKhQLFxcUoKCiYMPUGcU2IulJqpAI/2ZCD\n", "Rwti8dyyFDw2J87nbY3Pd3eDOKibeOQqlYjxQE40fvhwFv714Ww8VhAHuUSMtEg5PrcgAQAQq5Rg\n", "6/wEDOtMDp8XndkKhUSMB3OjMTtO6XYMAqFqcu1DetT3ajGi92yCQ2fKy8vBiUXIjw9HcXokUyUO\n", "gP2aJuv5fOXRkeuzzz4LlWri1eH09HS0t7fbp2UhwuB53ungIrPjfbsybbJYMaQ3Qy4RI+Ku0/LM\n", "aAXilFL0aU2IUkiQNclwfMN6M94614GKlmEAwHcfyMADOTFQySV4tigJ6/NjoTdb8UZ5K/q0Znxt\n", "RSqWzYqElefxP5904WidbUDr7Jgw/HhDzoT5tzzB8zyudGmw/1ovsmPC8HB+LBJUnp2OX+vW4LtH\n", "G6E3W7E+PwbPLUu1D1BDSCB49GmarGEFALVajbKyMmpcPeBLXUlvsuBsyzCO1/dj6axIPJQbE5DO\n", "7HqTBaX1/fjjxzeRGiHHP9+f4ZAvPToMv3gsF70aE2LDpUib5Eisf8xkb1gBYN/VXqzKjIKUE0Mp\n", "46CQinGsrh8LUyOglnP4rEeLvjET7klR4fLNOwNbNw3ooDVaXDauzvZdy5AeL5U2wmjhUd48DLFI\n", "hGcXJnm0D/Ze6YXebOvNcKx+AI8WxPncuLJeM6R8oUFf1Qy73qezD+pc3alBklqGezOdd2b3VOuQ\n", "3t5J/nq/Dgdq+vD1e2c5rJMSoUBKhPPTW5WcQ4xSggGtrWQwP0nlMD/WlZsavHW+A/dmROJiuwGf\n", "3bqafn92FL597yycaxvBmRtDWJCs8rlR0xqtMFrulBtaBj3v/pQWdacmKuVECJPS+AQksOgTFSS+\n", "1JXunmhvstpnIIhEwMWLF716ToLKNkD1i/dn4NV1Wdg8N97+O43BjN+cbYfOZEWSWo66vjvdlD7t\n", "0uDjjlGcuD6AHctSsWNZClRuegs4H2tWhjVZti8bhUSMjYXxk64HAH1jRvRr74yHsGF2LJ6cn4Cl\n", "aWq8tj4H6R5Mz+1tPlZQvtCgI1eGZcYoMDteibpeLeKUUsxLcl9bbRvSo1tjRKxSOmmtFADSoxR4\n", "fkUq/nixC7Mi5dg4Jw6t11q8ynatS4PvltpqlvdlRiI6TAqljEO4jAMnFkF560jwWvcYVmdF4cNb\n", "Xcbuz4rGx+2jGDVY8POPWvD7J+Z49brjRYVJ8fzKNDwxPwFhUrHTYRGrO0bwk1MtEIuA7z2UhflJ\n", "KiSp5dhRnOqynk2IP/yeQ2v//v3YvHlzoPL4bLrOoWU74rJdWEp0c5to66AOLxxpwKDODIVEjNcf\n", "zUOek25OJosVwzrbBS21D6flP/7gBk7dajAB4AuLkiARi7B1XgLkEjEa+7V4o6INWqMV/3jfLPst\n", "pZWtwzhQ0wfAdjr+hyfmIMlFt6XeMSPGDBZEK6U+lQ/6xoz46t5ajBpsZwGJKhl+83g+TcNCPMbc\n", "HFokMOLCZYjzoCM7YLvb6XbpQG+2omFA67RxlXJixHl4ZX0y6ePmnZJyInBiEf7nky48lBuDBJUM\n", "ObFK/GRDLixW3uG0XyXncKFtBDqTFf+0Ot1lZ/uOYR12XupGefMwFqao8fWVaR516ndl/EHqzRED\n", "KpqHoDdbsSY7GrP8KA0Qcje/a67UU8AzwagrxSil9ruEACBJ5XlHdm/zrcuLxecXJmFZWgR2LEvF\n", "4c/6kBkdBoXkzkcqTMpNqKfOjg/Hrzfl482ts7FsVoTTU/KWQT1+W9mBliEDvrw0Bde6x9A86HoM\n", "gsnEhcsvCBrzAAAgAElEQVTw/QezEKuUIj5cin9ek4GoMCn0Jgt+X9WB31V14s/VXXit7AYGtb71\n", "d2W9Zkj5QsOjI9czZ87gvvvum/R3S5YsCWgg4rvc2DD87JFcfHpTg/x4pdsBR7wxZjTDaOYRGSaB\n", "WCRCgkqGv1ucjB6NAcfrB/BATjTW58ciwoNTd3en5EaLFW+fa8fHHbYuW61DemydGw+Fj1f0i1LV\n", "+O3m2RCJYO/ypTdbUTtuPICWIb29axYhgeBR4/rBBx+gp6cH9913HxISEoTONC0Foy+flBNjQbIa\n", "C5KdT33tjKt8LYM6/PtHrejTmvDV4lSszIyC5NYhcoJKjs8vSvY582QsVh6D+js9I3QmK+Ymhns0\n", "86wzMXfNCKuWS/C5BQn47a0uaVvmxSOK+rmGBOv5fOXRp2nLli2YM2cOKioq8OGHH2LevHk0cLYX\n", "2of16Ll1BT+UE/35gud5vFPdZe+n+qNTzXh7a4Gg/48wKYevFKfi5WONMFh4PL8iDfOT1ZBLJh65\n", "do4Y8HH7CEQAlqRFINnDe/o5sQgP58ciL04Js5VHZrQCYQJNF0NmJo/OsxYsWACpVIr7778f69ev\n", "x/vvvy90rmmj9dbYpS8ebcS3D15HQ7/W/ZNCwFndi4ftNP02Kw8EYhICg9kCvYuJDhemqPH2EwX4\n", "/bY5SDV0TNqwagxm/Kq8Ff/vbDt+c7Ydb55rh9bo+eSJYVIOhYkqLEhWI0Lhe+8B1muGlC80PDpy\n", "LS8vR2ZmJs6ePQuVSoVvfvObQueaNlqH9Bi4dQV/zGhBU78OubHsjQLl7MKSWCTC3y1KRmO/DoM6\n", "M762Is3vEZ8a+7X47dl2GCxWfH3lLMxJmLz/7u07xFq1mkl/rzVZUdM9Zl++1j0Grcki2ISFhHjD\n", "o8a1rKwMDzzwAJ544glwHH1wvREdJoUItiNAAIgLZ6d/5ZDOjPNtw2jo0+K+7AWw8vykQxbmxinx\n", "m8dnw2SxIkYpdbjN1Vsagxmvf9SKhn7braqvHG/Cf2yZ7bK7mbOaXKSCw6bCeOy+NXHipsL4CYPQ\n", "BAPrNUPKFxoe11wXLFggdJZpKT9OiR+V5OCTzlHMTVQ5PUoLhY/bh/H6R60AgCO1/Xjj8XzkODmq\n", "vvuCkK/MVh4aw51T9zGTxefpaeQSDk/fk4ilaREQiYCc2DDIJikfEBIKHtdciW+kEjEWp0XgHlEn\n", "VmREuh27NJjG9xs1WXmM6j2vV/oqKkyKb9w7C1JOBLEI+Kf70t3eJOGqJhehkGBhqhpFKWq3MxoI\n", "hfWaIeULDY8a15GREezevRt/+tOfYDabsW/fPqFzTTsGgyHUESZYmREJOWcrA+TGKpASEZypSZak\n", "qfGfTxTgD9vmYHV2NDgx3dtPph+PvupLS0uxZcsWHD58GBIJ3THrCxbrSnMSwvHG47MxojcjOULu\n", "8UDT/hKJRC6HM7ybJ/tOa7Tg0y4NGvt1uCfZVn4JVqPN4ns7HuULDY9aSoVCAan0Ts2NLmpNDyKR\n", "yOnIWVPNte4xvHzcNu8XJwJ+vWn2tJibi0xdHpUFjEajw7LVSrcJesubulL/mBF9Y0b3KwYQy3Uv\n", "T7K1Dd2pH1t4YGCSiRGFwvK+AyhfqHjUuCYkJKC8vBxmsxnnzp1Denp6wINYrVZYLMJfUGHd5c5R\n", "/O99dfiHvbWo7hgJdRzBWXkeQzoTdC5uKPBEYWI4ZLfqx7FKKdJo9lUSYh6P51pTU4OmpibMmzcP\n", "mZmZbtfv6upCWVkZOI7DmjVrkJzs/P7z0tJSNDU1YfPmzUhJSbE/fvDgQXuDm5OTg/nz5zvdxnQY\n", "z7Vr1ICPmoZgsFhxoKYPPM/jra0FHg85ONUYzVZ82DSIP128eWsA7zSk+TjsH8/zuDGgw4DWjOQI\n", "GXMzsJKpS/DxXAsLC+3jCbS0tCAjI8Pl+lVVVdi+fTsA9wNql5SUoKamZsLjCoUC69at8zTilDas\n", "N+Od6ps4cX0QYVIxnluagvcudSOU19GtPI+Gfh0GxkxIiZT7NRXKZFqG9PjFrX62vWMmHK7tw1eX\n", "+zaEpUgkQnasEtmx7tcd0ZvQozEhTCqmRpgIxmXjumfPHvttkbfrrDzP4/r163jppZdcblipvHMx\n", "QSbz7cjLYrFg79694HkeWVlZU/rItLy83OVV0c4RA05cHwRgGwXqYvsoXlmX5ffg0P7kq+0Zw3cO\n", "N8Bs5RETJsHPH80L6IDSd988oDVNXst3t++8MaQz4XfnO3GyYQDhMg4/2ZDj09TkQuUTAuULDZeN\n", "q0qlwvr161FRUQGpVIqioiJUV1cjKsr9DKTjqw3jexp4o6SkxP7z0aNH3a4//k26XSRnZfnKlSsu\n", "f68bGYRULILpVoOTHiXFWHs9EL9w0vUvXLgAuSIMC+bPg8ZgxuXmbvAA7slMhFou8TvfuXPn0MCl\n", "wHwrz4DOjOud/ZgVlRqw/RMWEYUvLU7Gn6pvIlElxQNpd75IhHo/ovOKcLJhAIBtrIdDn/Vhdnx4\n", "yD8fgVhWq9WYO28+JJyYiTzTadkXHtVcd+/ejW3bttmX9+3bhy1btrh8Tmlpqb1xPHnyJNauXety\n", "/ZqaGkRFRTnUXMdzt42pXnO18jwudY5i16c9yIoJw6bCOCQ5mTNrRG9CWcMgztwYwoO50ZCKxXj9\n", "jO30+tmiRDxTlAi5xP/uchfaRvC9Y40AbFO5/HpjPnLjAtu9SW+2YEhrm8srOkC32LrS1K/F8/vr\n", "cHtG7r9fnIxnFyYJ/rpCax/S40/VNzEwZsKXlqZgXpIq1JGmDUFrrnePmORJVyydzjYwB8/z9p8B\n", "4OrVqxCLxR6NBzu+tqvXez/Fx1QiFomwKDUCC1PUbmcj/axHizfP2QZ5vto9hq8Wp9p/t/tKDx4p\n", "iEOCyv/GdV5SOH5UkoPWIT3mJIQjx4/Bqp1RSDgkRQSv33RGdBh++HAOdn3ajdxYJR7KjQ7aawvF\n", "YuXxhwudqGgZBgB871gj3txS4PfoZcQ/HjWuVqsVfX19iIuLQ19fH0wm930Ii4uLsXPnTvA873DE\n", "WVlZCZFI5NC4njx5Ek1NTVAoFMjMzMTq1asB2BrXqqoqAEBRUZFX/zHWeFpX8mSaZ81dY5byuHPy\n", "kR+nRJgPg5dMli9MymFJWgSWpEV4vb1ACmRNjhOLsHRWBBalqgN2B1eoa4ZmixW9Y3f+JnUmK0yW\n", "O5+JUOdzh/V8vvJ4VKzS0lJoNBqEh4c7lAicSUlJwTPPPDPh8R07dkx4zNnp/u1GljiaHadEaoQM\n", "HSNG5MaGYWGKGl9Zlgorz2NlZiTC5RxGDWaESTn7dCzE0XQaz0Au5fC/lqbg+8cbYbTw+PKSZCSq\n", "2BnacqbyuJ+rM+3t7UzMADvVa67e6tUYMaw3IypM4tAPVmMw41j9AI7U9mFRqhqfW5CI+CCNGTCe\n", "xcqjZUgPndGC1Ei520kJiX94nkfHiAFmC49EtYyp0demOsH7uTrz8ccfM9G4zjTxKtmkjWZDvw5v\n", "n7fVY9uGDZiTEI4Hc2OCHQ+XOkfx/eNNMFt53J8dhedXzEJkGA36IxSRSIQ06rPLFBpZOEiCdf+0\n", "8a7poZ31Hb1bIPPxPI+9V3vs3bg+bBpCt8b3sRJYv/ec8vmH9Xy+osZ1msmODcN9mZEAgKwYBYpS\n", "/OuSozVaYLJ4N1CPSCRymCdMKRVDKaOPGplZ/K65uru1NVhmWs3VlVGDGUM6M1RyDtE+1jqtPI+P\n", "20fwXxduIkklxXPFqV6ddvZojPigYQAdIwY8UhDH1PQ2hHgjZDVXwh61XOL3lCftw3r84MQNmK08\n", "mgZ0UMkl+M4a1+NJjJegkuHpoqnfOZ8QX9G5WpCwXle6O5/JwttrpgAwqDPB6t9Jjs+m2r5jDeUL\n", "Db8bV+opMD2lqOX40mLbMJFqOYcvLEqedNptQsjk/K65soJqrpMzmC3oGDaCEwNpkQq3necHdSYY\n", "zVZEhUlh5Xn0jZkg40RIdDLOASHTHdVcyQRGsxVH6vrxZmUHOBHwytosLM9wPqJZ86AOr5XdQOeI\n", "EX+/JBkbC+ICOsQgITOJy7LAhx9+CI1Gg1/+8pfYu3evw7+//vWvqK6uDlbOKS8UdaU+rQlvVdpu\n", "KLDwwNvnOzGqN0+6bnV1NQ7U9KJ1yACzlcfvqzrRMhScwXI6hvW43DmK9uHJX8/ffTekM+FalwZN\n", "/boJY8gGAus1Q8oXGh4duWZlZU3a3Wr37t10Ks4wGSdCpEKCoVsNaoJKCik3eVmA53nIxI7ftWKB\n", "778f0JpQ0z2Gm6MGXO/T4pNODX72SG5AZ6Qd1pvx1rkOfNA4CE4E/PDhHCydFdqBaMjM4LJxvf/+\n", "+10/WUJVBU8FctSfEb0Jn97UoH3YgEWpauQ7GUk/LlyG19Zn478/vgmVjMMXFiVB4eSe88WLFyNh\n", "SI/GAR3ahvT44uJkZPhREjCYbSN3ORtXVmu04I8fd6K03jZwdcnsWCSpZWjs101oXP3Zdz0aIz5o\n", "tM3wYOGB3Ve6sThNHdCLc6yP6ET5QsOj1jE6evIxLz2ZkYAE3vm2Efz8tG1w7Pcud+PXm/KRET35\n", "0V5+fDheW58Dscj9cIazohR4dV029GYrIhUSn0eOqu/V4s3KdohEwNdWpE06wPaowYwT1wfsy+da\n", "hrE6OwoxysB+YSulYiilYvttwHlxSur1QILCo65Ya9asmfRxd0e25I5A1pU+6x6z/6w1WTHspI56\n", "GycWuW1Yb+dTyjjEKKU+N6xDOhNeK7uBaz1juNo9hh+fap40X7iMQ1GK2r48P1mFlemRKIif2BD7\n", "s+9SIxX46YZclOTH4stLkrGxMM7nbTnDes2Q8oUGnddPQauyonGkrh9WHsiMkiMxBEMKOmOy8hi9\n", "NZj3whQ1FqeqMGowIVLh+FFTySX41qpZuHJTA04swrwkFRIE+n/MTgjHbLr9lgSZy36uIyMjiIiI\n", "wMjICE6ePAnANt31ww8/zFy9dSb1czVbeTT2azFisCAtQo5kgafzGNabMaA1QSnj3DbkVp5H+Y0h\n", "fNA4CJWMw/HrA4hTSvHa+hxkCzBNDCFC87Wfq8uywKlTpwAAhw4dwmOPPYatW7di5cqV2Ldvn28p\n", "SUBIxCLMjg/H0rQIwRvWfq0Jb5S34qt7a/GPB+pxY0Dncn2xSIR7M6OwqTAOx2/VVPu0Jhyu7RM0\n", "JyGscdm43j6oVSqVkMlsRyxRUVE+T5U9k3lTV9KbLOgbM0JvsrhfOUCc5Wsd1OFMs23iuz6tCWdv\n", "TYLnCicWQS2XYHzVNkLh+5kO6zU5yucf1vP5yqMLWhaL4x+5wWAQJAwB+seMePt8B766txZvnutA\n", "/5jvg0wHgkLq+BGJ9nA2gcwoBV58IBPpUQrcnx2FdXnBnw2BkFByWXP929/+BpFIBLlcjk2bNgEA\n", "Ghsb0dbWxlxPgelSc61oHsKrJ2/Yl19Zm4V7M0PX5c1gtqKieQj7rvVifqIKW+bFezUnl8ZohpwT\n", "Q8rRAGxkahJkbIHPfe5zEx7LyspCTk6O1y9EPHTXV10g7tbsGNbjUG0fRvQWbJkX7zBLgDtyiRgP\n", "5sZgVVYUZD40kCoZWxc+CQkWr/9axGI6AvGFp3Wl/AQl7s+OgpQTYU121KT9Pr1htFjxhwud2HOl\n", "FyeuD+BfShvRO0mpwV0+XxrWQGG9Jkf5/MN6Pl95dFjB8zwaGxthNNr+KC9cuIAvfvGLggabqeLD\n", "Zfj2qnQ8t9QClZyDUubfFMlGsxWtQ3dq5AM6Mwxm7+bEIoR4z6PDkX379mF0dBRisdj+j3jHm/un\n", "lTIOCWqZ3w0rYOus/3eLknD7hqtnixIRq5zY24Pl+7tZzgZQPn+xns9XHh25SqVSLFy40L5cUFAg\n", "WCASeCsyIvHbzbNhsvCYFaVAmJPBWwghgePRIejo6KjDck9PjyBhprNQ1pWknBg5sUoUJIQj3MnR\n", "cCDyjRktaB7UoXs0sF31WK/JUT7/sJ7PVx4dud64cQNvvfUWYmNjAQC1tbX4/ve/L2gwMrWMGsx4\n", "p7oL+6/1IkLO4ccbcpE3yWhYhMwUHs2hdeHCBSxdutS+/OGHH1I/V+Lgs54xfOtAvX15XV40XliT\n", "GbpAhASIIGML3Da+YQVoqEEykZwTYfwohSqZBJc6R6E1uh4OkZDpyqfL/l1dXYHOAavVOuE22+mE\n", "9bqSv/kyosPwytos5MWF4b6sKIRJxfi/RxpQ06MNeTahUT7/sJ7PVz7dPnPu3LlJ59Qar6urC2Vl\n", "ZeA4DmvWrEFycrLTdUtLS9HU1ITNmzcjJSXFp22Q0OLEIqzIiIJKxuE/qzpx5sYQAODmyMSLW10j\n", "Bhyt70fniAGb58ZjbqIq2HEJEZzLxrW3txfR0dEYHBx0eHxsbMzJM+6oqqrC9u3bAQD79+932RiX\n", "lJSgpqbGr22wjvW+fIHKFxkmRc+tO8DknAj5k9xh9n5NL/Zc7QUAVLWN4LebZyMt0vl8XTNl3wmF\n", "8oWGy8Z1165dePLJJ/HOO+84XCzq7u52u2Gl8s4f1e3hCr0ViG240zakx4W2EShlYixKjRBsNPyZ\n", "Ij1KgV88moeuUSNilFJk3zXZoJXnHcaE1Zms0JvojjEy/bisuX7ta19DfHw8cnNzcf/999v/ZWdn\n", "u93w+E4Ivo7/GohtuDKgNeHVE01463wH/v1MG9691AWzRZg/dNbrSoHMlxapwJK0iAkNK2AbTPtz\n", "9yRCeuvqV0l+jNvZDWbSvhMC5QsNj2quJSUlDsu5ublunzP+4pS7yfECtY3y8nL7KcbtN8zVsjIx\n", "A63Dd2qCV25qoDNboebEHj3fm+UrV64EdHtTOV9Riho/XB0HowWYm5EEtUIS8v8/LdOyq2VfeNTP\n", "9W5Go9Htafq+ffuwZcsW8DyPQ4cOYePGjQCAq1evQiwWo7Cw0GH9mpoaREVFOVzQcraNyfjSz1Vj\n", "MOO3le0oa7DVlJ9fkYqNhfE09TIhxE6Q8VydKS0ttQ+e7UxxcTF27twJnuexdu1a++OVlZUQiUQO\n", "jevJkyfR1NQEhUKBzMxMrF692uU2AkUll+Ary1KxNjcGMk6EnFia054QEhg+HbmyeOVeiDu0OkcM\n", "MFt4xKukfg92Mr5kwSKW87GcDaB8/mI9nyBHrq+//jrS09MnPF5bW8tc4xpo17o0+N6xRmhNVnx5\n", "STIenxvvsoFt6Neiun0EiWo57klWI8rDuaYIIdOTyxYgJydn0kZ0//79ggVigdlixX9f7IT2Vheh\n", "//r4JorTI5E1ydVvAGgf1uOfjzRg1GC7APeNlWnYWBjvsA7L38wA2/lYzgZQPn+xns9XLrtirVix\n", "YtLHo6JCN2FeMIjFIocBpWWcCFLOeS12RG+2N6wAcKVLI2g+Qgj7XDauiYmJkz4+3QduEYtE+MKi\n", "ZKzKjEJ+nBL/+nA2UiPkTtdPUMkw+9bweiIAD+VOnEaa9b58LOdjORtA+fzFej5fUWHQibRIBV56\n", "MBMWqxVyieuLWXHhMnzvoUy0DRmglnPIiZ28fDBVtQ7pMTBmQrxKilQXt6kSQu7wqbcAi2g8V2E0\n", "9evwwpHrGDVYEKOU4GcbcpEePb2+PAhxRdDxXMnM1TigtdeTB7RmtAzpQ5yIkKmBGtcgYb2u5Czf\n", "3TPFRocFfowHd8Zn05osGNCaYLGyc8I1Vd9bVrCez1dUcyUuFcQr8YO1WbjSpcHitAjkh3BerI5h\n", "PX5b2Y6mfh2eKUrEw/mxNJMtYRbVXMmU8Zfqm/hz9Z1ZMH69KR9zEsJDmIjMBFRzJdOe0eJ4HMBS\n", "aYCQu1HjGiSs15VYznc729q8aGTHKMCJgO0Lk5AZzUa3MJb3HUD5QoVqrmTKSI8Kw08eyYXBZEVU\n", "mMRt/2NCQolqroQQ4gLVXAkhhCHUuAYJ63UllvOxnA2gfP5iPZ+vqHElhBABUM11imsZ1GFAa0K8\n", "SoY0GlRlyukfM6FjRI9wGYfM6DBwYppmiDVBnUOLsKGhT4sXjjRgzGhBrFKKnz6Sg/QoGlRlqhjU\n", "mvDL8hZUtY2CEwGvrc/B4rSIUMciAUJlgSARoq7UNKDDmNE2qEq/1oTWIYObZzjHct2L5WyA7/m6\n", "NUZUtY0CACw8cOizvkDGspuu+4911LhOYXHjBlURAYimebumlHAZB6X0zp/g7PjQjdtAAo9qrlOY\n", "1mjGpU4NrnWPYVGqGguSVJBK6PtyKqntGUNZwwBSI+VYlRmFuHBZqCORu1DNdQZSyiRYmRmFlZnT\n", "e06z6awgIRwFNPjMtESHOUHCel2J5XwsZwMon79Yz+cralwJIUQAVHMlhBAXaGwBQghhCDWuQRLs\n", "ulKvxojLnaNo6tfB6sHJCct1L5azAZTPX6zn8xX1FpiG+saM+NGpG7jWrYWUE+HHJblYkKwKdSxC\n", "ZhQ6cg2SVatWBe21OkeMuNatBQCYLDxONw24fU4w83mL5WwA5fMX6/l8RY3rNKSWc5BxdwYAyY6h\n", "O38ICTZqXIMkmHWlzGgFfrohF1vmxuMfV83CyoxIt89hue7FcjaA8vmL9Xy+Eqzm2tXVhbKyMnAc\n", "hzVr1iA5OdnrdQ8ePAiLxTYwSU5ODubPny9U3GlFJBJhbpIKc5OozkpIqAjWz/XAgQPYtGkTAGD/\n", "/v3YvHmz1+ueOHEC69at8+j1qJ8rIUQIzI0toFTeqfPJZK4Ho3C2rsViwd69e8HzPLKysqjxJIRM\n", "GYLVXMcfEEulUhdrOl+3pKQEW7duxRNPPIHu7u7Ahwwi1utKLOdjORtA+fzFej5fCda43q6VArYa\n", "oL/rumugAcc3qby8PKTL1dXVuHDhgn35ypUrTOW7e9ldvsrKSqby0jItB3PZF4LVXPft24ctW7aA\n", "53kcOnQIGzduBABcvXoVYrEYhYWFbtdtaWlBRkYGAODQoUN47LHHnL4eSzXX+l4tDn7Wi/hwGdbl\n", "xyBZLQ91JJ9d7xtDRfMwkiPkWJqmRoySxhslMwtzNdfi4mLs3LkTPM9j7dq19scrKyshEokcGldn\n", "67a0tKCqqgoAUFRUJFTUgOoaNeC7pQ0YNdiOxgd1Znzz3jS3R+8s6hjW45+PNEJzayqZryxLwbYF\n", "iSFORcjUIFjjmpKSgmeeeWbC4zt27PB43dWrVwuSTUg6k9XesAJAY78WZiuP85UVPt+J0qsxonXI\n", "NkNoTmwYpFzgqznl5eUT8o0aLPaGFQCudmuwDcFvXCfLxhLK5x/W8/mKbiIIsPhwKR6dEwsAEIuA\n", "Z4uS/GoM+7Um/PR0C75b2ohvHajHx+2jgYrqVny4DPfcGpNALAIeKYgL2msTMtXReK4CGNGb0T6s\n", "h1zCITNa4ddc9HW9Y/jG+/X25eJZEfjX9TmBiOmRvjEj2m4dNWfHKiHx4/9C3BszWtDQr4XJwiM7\n", "JgwxSvcXcomwmKu5zmQRCgkKFYG5O0ol46CWc/ZSw/wgj24VFy6jSfOCxGLlcay+H2+d6wAAPJQb\n", "jedXpEElpz/TqYjKAkHia7eO1EgFfvZILv5uUTJeWJOOtbnRAU5m42+3EyGxnA0IXL4xkwUHavrs\n", "y2UNgxjWm/3e7kzZf6yZkV+Jw3ozejRGhMvESIlQhDqOWzmxSuTE0shW012YRIx7klXoHDEAALJi\n", "FFDKuBCnIr6acTXXQa0J/1HZjtM3hqCWc/hxSQ7y46fn1MbDOhPONA/h05saPJQbg0WpakF6GpDA\n", "6dEYcalzFFqTFUvS1EiLZP/Lf7qjmquH2ocNOH1jCICtq9GJ6wPTtnG93KXBGxXtAIDTTUP49aZ8\n", "FCQI+3/tGNajc8SA6DApsmPDIJ6C/XtDKUElw8P5saGOQQJgxh3GhEnFGH/BOylId08Fu65ksfLQ\n", "jOtvywMYNdjqd0M6E1oGdRjQmgKaz3bTQQO+d6wJ3zpYj7qeMb+3CbBfk6N8/mE9n69mXOOaFROG\n", "H6zNRlGyCk/dk4D7sqJCHSmgdCYLTlzvx/89ch1DOjPW58cAAPLiwpAepUC3xogffdCMHXtq8S+l\n", "jegY1gfstTtGDOgZszXYJguPT7s0Ads2IVPNjCsLcGIRlmdEYumsCL/6n3orWHegXO/T4uenWwEA\n", "V7rG8NIDGdgwOxbx4TLEq2SoaB7CpZu2Rq9hQIfPerRIjVQEJF9MmBRSsQgmq62Mnxkd5vc2Afbn\n", "WKJ8/mE9n69mXON6WzAb1mAaG3e7KgBoTVYUJt7pG6uQOJ6shEkDd/KSHRuGnz+ai09vapAVE4Z5\n", "NBMCmcFmXFkgVIJVV8qOCcOcBFu3rSS1FHMTHS9g5ccr8ZVlKciKUeDZokTMuXWBKxD5xCIRChNV\n", "eLooCcXpkQgPUDci1mtylM8/rOfz1Yw9cp0qDGYrtCYLVDLOo25UiWo5Xn4oGwM6EyLkHBLvumCn\n", "lkvwxPwEPFIQhzCpeEqO1kXIVDDj+rlOJb1jRvzlYheq2kfwcH4Mts5LQKSCvg8JCSZf+7lSWYBh\n", "17rGcLS+H/1aE3Ze6sb1Xm2oIxFCPESNa5D4UlcyW62OywKeZLBc92I5G0D5/MV6Pl9R48qwuYkq\n", "LExRQQTbCEl5sYHp2kQIER7VXBk3qjdjzGSBWi4J2NV3QojnaGyBaUqtkEBNF7EImXKoLBAkrNeV\n", "WM7HcjaA8vmL9Xy+osaVEEIEQDVXQghxgfq5EkIIQ6hxDRLW60os52M5G0D5/MV6Pl9R40oIIQKg\n", "mishhLhANVdCCGEINa5BwnpdieV8LGcDKJ+/WM/nK2pcCSFEAFRzJYQQF6jmSgghDKHGNUhYryux\n", "nI/lbADl8xfr+Xwl2HBLXV1dKCsrA8dxWLNmDZKTk71e15ttEEIISwSruR44cACbNm0CAOzfvx+b\n", "N2/2el1vtkE1V0KIEJiruSqVSvvPMpnMp3W92QYhhLBEsMZ1/AGxVCr1aV1vtsE61utKLOdjORtA\n", "+fzFej5fCVZztVgs9p9FIpFP63qzjaioKFRXV3sbM2iUSiXl8xHL2QDK5y/W80VFRfn0PMEaV51O\n", "B5wJIoMAAAkqSURBVMB29Hn7ZwC4evUqxGIxCgsL3a7r7PHJLF68OGDZCSHEX4I1rsXFxdi5cyd4\n", "nsfatWvtj1dWVkIkEjk0rs7WdfY4IYSwbtrcoUUIISyhmwgIIUQA1LgSQogAqHENEavV6tAbghAy\n", "vQh2QSvQAnE7LSv5SktL0dTUhM2bNyMlJUXwbN7mu3btGurq6mC1WrF8+XKkpaUxk+3s2bPo7u4G\n", "AKSnpwell4i3nyedTodf/epX+OIXvxiU99ebfAcPHrR/qefk5GD+/PlM5QOApqYmXLx4EXK5HCUl\n", "JYLfQORNvp///OfIy8sDAPT19eG5555zvmF+inj//fftP+/bty9g6waKt6957do1vqOjQ8hIDrzJ\n", "d/r0afvPhw8fFizTbb6+X8eOHRMizgTe5jt69Ch/8eLFoL2/3uQ7fvy40HEm8Cbf4OAgX15eLnQk\n", "B97k0+l09p+PHj3qct0pUxYIxO20QmL9Vl1v8q1evVroOA683XfNzc14/fXXkZubK2QsO2/yDQ4O\n", "QqlUQqFQCB3Lzpt8FosFe/fuxZ49e4LWcd+bfJcuXUJ4eDj27t2L+vp6oaMB8C7f7fe1p6cHCQkJ\n", "LtedMo0rH4DbaYUUitf0hi/5Tpw4gWXLlgkVyc7bbJmZmXj++edx4cIFIWPZeZOvvLwcq1atEjqS\n", "A2/ylZSUYOvWrXjiiSfs5RWheZOvp6cHQ0ND2Lp1K65fvw6r1Sp0PJ/+Nmpqahz66k9mytRcA3E7\n", "rZBC8Zre8Dbf6dOnkZeXh7i4OCFjAfBt3ykUCqjVaqEiOfAmX3d3Nw4cOICenh5kZmYGpebq62cv\n", "WAcB3ua7feaUmpqKgYEBwT+Dvuw/vV7v9uxkyhy5urqdtqamxqN1WckXCt7kO3PmDBITE5GZmclc\n", "toGBAfvPfJDuf/Em33PPPYfNmzdj1apVmDdvHnP5Wlpa7D/r9Xrm8uXn56OpqQmArcQSGRnJVD7A\n", "1tNHLHbfdE6ZI9dA3E7LSr6TJ0+iqakJCoUCmZmZQalxepqvp6cHFRUVKCgoQG1tLUZHR/GFL3yB\n", "iWwAUFFRAYPBAABYsmSJoLl8yQfYvgDKy8uDduTqTb6WlhZUVVUBAIqKigTP5m2+oqIi7N69G1eu\n", "XEF8fHxQjq69fX9bW1s9qvfT7a+EECKAKVMWIISQqYQaV0IIEQA1roQQIgBqXAkhRADUuBJCiACo\n", "cSWEEAFQ40pCwmKxBOXWRkJChRrXGeTVV18N2LZ6enrw3nvv4f3338ff/vY3mM1mh98fOnRo0ud1\n", "dnZi9+7d+OUvf4n+/n6fX//ixYt4++23fX7+dOVsv9/t2LFj2LNnj8BpZjZqXGeQHTt2BGxbp06d\n", "wlNPPYXHH38cDz74IE6fPu3we2e3HaekpGDbtm1+3121ePFixMfH+7WN6cjT273Xr1/P5BgY08mU\n", "uf2V+K6rqwvnzp1DY2Mj/umf/sn+uFarxd69e6FSqcBxHOrq6vCd73zH/vvjx49Do9GA4ziYTCZs\n", "3LgRcrkcAMBxHHQ6HZRKpX2YPQAwm804evQoamtrsX//fgBAXl4e5s6d6/f/4+TJkxgYGIBEIgHH\n", "cQ5lhbq6Oly6dAlhYWHQ6/VYsmQJsrOzcfPmTfzxj39EXl4etm7diu7ubrz33nuIj4/H008/DYnE\n", "+Z9AaWkp6urqEB0djYiICGi1WixYsMA+ZoCz1wRswyIeP34cCxYsQHNzM2QyGRISEuwjZlVUVKC3\n", "txccx9lv5922bZvbfdDc3IyKigqoVCqIxWL09fXhS1/6EgDgo48+ctjv0dHRWLNmDQDb+7Jv3z6I\n", "xWLwPB+UAeRnPDfjyJJp5G9/+5vDclNTk8OA083NzfafKyoq+Lq6Ovvy6Ogov2fPHvtyf38///LL\n", "L/N//vOf+R//+Me81Wp1+Vp3O3XqFN/T0+Nx9mvXrvGVlZX25d7eXv4nP/kJz/M8PzY2xr/zzjsO\n", "6+/atYs3Go08z/N8d3c3f/LkSfvvdu7c6fHrvvDCC7zFYrEv//Wvf+W1Wq3b17yd+Te/+Q1vMBgc\n", "1qurq+PPnz9vX7ZarXxFRYVHeQ4fPsy3tLTYl8e/ZzzvfL8fPHiQ7+3ttS+fP3+e37Vrl0evSXxD\n", "R64zWFZWFiwWC44dO2Yfdi0jIwMA0NHRgZUrV9rXValUDs8tLS3FSy+9BLlcjo6ODpw4cQIPP/yw\n", "YFmvX7+O9evX25fj4uLs0890d3djZGTEfsQG2EZ8GhwcREJCAhISEtDb2wvAdhTvzVHb/PnzHUZA\n", "ys/PR2dnJ8RiscvXvO3BBx+cMABzfX091q1bZ18WiUQO+9qVRx55BBcuXEBNTQ3MZjMSEhLs75kr\n", "Go3GYei+oqIitLa2evSaxDfUuM5gly9fxj333GMf4efs2bNoaWlBRkYG0tLSUF9fj/z8fAC2P867\n", "3S4RxMbGQqvVCpo1Ly8Ply5dwvLlywEAvb29aGtrAwCkpaUhMTERmzdvtq9/d0+ExYsX4+OPP0Zb\n", "Wxs2btzo8etevXrVYYi5hoYGPPbYY+A4zu1r8jw/aV0zOzsbV65ccag7j9/XrnzyySdYunSpffnd\n", "d9/1aEDz8PBw9PX12RvY6urqoA3ZOFPRqFgzwIcffoihoSFcuXLFfiRWUlKCQ4cOTRiXctOmTfbH\n", "btdcxWIxTCYTNm3aZG9Qm5ubUVVVBblcDr1ej40bNzpMl/HRRx9hYGAAYrEYZrMZK1euRFJSkr3+\n", "29TUhMTERKjVao8noTtx4gQGBwehUCig1+vR09OD5cuXY8mSJWhra8OFCxfsNVSNRoONGzc6DKj9\n", "hz/8AUlJSXj00Uc93ne/+93voFKpoFAoYDKZcM8996CgoAAAXL5mVVUVLl26BABISEhAamqqQ6N4\n", "6tQph/0ze/ZsLFiwwG2et956C8nJyeB5Hlar1aGOC9ga6cuXL0Mul4PneWRlZWHBggUwm83YvXs3\n", "pFIpxGIxVCoVLly4gGeffTZo4/bONNS4EuLCrl278OSTT4Y6BpmCqCsWIU6UlpaitrYWR44cCXUU\n", "MgXRkSthQnNzs/00+m6ZmZmCjJofitd0RaPRoKysbNJaqEqlCtqsGiQwqHElhBABUFmAEEIEQI0r\n", "IYQIgBpXQggRADWuhBAigP8PeXbuFFLp0GYAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.498796\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4XHedL/739KKRRr1bXbYs19iOWxw7xY7lXmKTBgth\n", "4/u7myywEFhKgBAWSAIEspe7e7NAgBBAATc5bnJR3CS5t1hWJEtWsdV7md7O7w/ZY43KaObMnJmv\n", "pM/refI8OqMzZ945Gn/nzOd8i4jjOA6EEEL8ShzsAIQQMhFR40oIIQKgxpUQQgRAjSshhAiAGldC\n", "CBEANa6EECIAqVAHbmlpQVFRESQSCVasWIGEhIRR97158yYqKyvhcDiwePFiJCcnAwD2798Pu90O\n", "AMjMzMSsWbOEiksIIX4lWON64cIFvPDCCwCAgoICbN68edR9Ozs7sXXrVgDAoUOHnI2rUqnEqlWr\n", "hIpICCGCEaxxVavVzp/lcrnbfZcvXz7i43a7HXv27AHHcUhPT8e8efP8mpEQQoQiWOM6eOCXTCbz\n", "6DnHjh3DwoULndt5eXnOnw8fPuy/cIQQIjDBGtf7tVIAEIlEY+5/6tQpZGdnIzo6esTfj9VAHz16\n", "FBKJxLuQhBAyhvDwcMyfP9/r5wnWuBqNRgADV7D3fwaAsrIyiMVi5ObmOh87c+YM4uLikJaW5nKM\n", "+vp6pKamAgBMJpPb15NIJFQ2IIT43ZUrV3g9T7CuWIsWLUJ+fj7y8/OxaNEi5+Nnz55FaWmpc7ut\n", "rQ0lJSWoqKhAQUEBPvzwQ+fv6uvrsXPnTuzcuRPTpk0TKmpAFBcXBzuCWyznYzkbQPl8xXo+vgS7\n", "ck1MTMRzzz037PEdO3a4bMfGxuI73/nOiMcY7UYXIYSwTjRRphwsKiqisgAhxO+uXLmCJ5980uvn\n", "0QgtQggRADWuAcJ6XYnlfCxnAyifr1jPxxc1roQQIgCquRJCiBtUcyWEEIZQ4xogrNeVWM7HcjaA\n", "8vmK9Xx8UeNKCCECoJorIYS4QTVXQghhCDWuAcJ6XYnlfCxnAyifr1jPxxc1roQQIgCquRJCiBtU\n", "cyWEEIZQ4xogrNeVWM7HcjaA8vmK9Xx8UeNKCCECoJorIYS4QTVXQghhCDWuAcJ6XYnlfCxnAyif\n", "r1jPxxc1roQQIgCquRJCiBtUcyWEEIZQ4xogrNeVWM7HcjaA8vmK9Xx8UeNKCCECoJorIYS4QTVX\n", "QghhCDWuAcJ6XYnlfCxnAyifr1jPxxc1roQQIgCquRJCiBtUcyWEEIZQ4xogrNeVWM7HcjaA8vmK\n", "9Xx8UeNKCCECoJorIYS4QTVXQghhCDWuAcJ6XYnlfCxnAyifr1jPxxc1roQQIgCquRJCiBtUcyWE\n", "EIZQ4xogrNeVWM7HcjaA8vmK9Xx8UeNKCCECoJorIYS4QTVXQghhCDWuAcJ6XYnlfCxnAyifr1jP\n", "xxc1roQQIgCquRJCiBtUcyWEEIZQ4xogrNeVWM7HcjaA8vmK9Xx8UeNKCCECEKzm2tLSgqKiIkgk\n", "EqxYsQIJCQmj7nvz5k1UVlbC4XBg8eLFSE5O9voYVHMlhAiBuZrrhQsX8MILL+DZZ5/F+fPn3e7b\n", "2dmJrVu3Ytu2bfj00095HYMQQlgiWOOqVqudP8vlcrf7Ll++3OdjsI71uhLL+VjOBlA+X7Gejy/B\n", "GtfB1QaZTObRc44dO4aFCxf6dAwyPvSZbejUW2B3TIiegIQMI1jjarfbnT+LRKIx9z916hSys7MR\n", "HR3N+xiDPwGLi4uZ2qZ8D7Zru4z494NV+F97KnDidjesdofb/ZctWxb080P5Jm8+vgS7obV3715s\n", "2bIFHMfhwIED2LBhAwCgrKwMYrEYubm5zn3PnDmDmJgY5OTkeHSMkdANrfGB4zj8R1Ediut6AAAi\n", "AO9tzUF6pCq4wQgZBXM3tBYtWoT8/Hzk5+dj0aJFzsfPnj2L0tJS53ZbWxtKSkpQUVGBgoICfPjh\n", "h2MeYzzy9VNQaAHN5+XnOZ0731C+4JAKdeDExEQ899xzwx7fsWOHy3ZsbCy+853veHUMMn6JRCJ8\n", "fn4C7vSa0K634uXFyUgOUwQ7FiF+R3MLkKDoNVlhsXOIUMkgFY9dTyckWPiWBQS7ciXEHa2Sen+Q\n", "iY2GvwYI63UllvOxnA2gfL5iPR9f1LgSQogAqOZKCCFuMNcVixBCJjNqXAOE9boSy/lYzgZQPl+x\n", "no8valwJIUQAVHMlhBA3qOZKCCEMocY1QFivK7Gcj+VsAOXzFev5+KLGlRBCBEA1V0IIcYNqroQQ\n", "whBqXAOE9boSy/lYzgZQPl+xno8valwJIUQAVHMl486dHhOKqruglIqxIiMCiTTZNhFQQOdz1el0\n", "0Gg0fJ5KiEeMFjt6TDYoZWJEqB7M/dpjtOInx2tQ12MGAFS06/Hdx9KglEmCFZWQEbktC5SXl4/4\n", "39/+9rdA5ZswWK8rsZSv12TFB1ea8aV/lOPbB6twvabJ+Tuj1YE7vWbndlW7EXqLHVa7IxhRAbB1\n", "7kZC+YLDbeNaWloKsViM2tpanD9/HhaLBefOnUNkZGSg8pFJqL7bhD1l7eAA1PWYcbnd5vxdhEqK\n", "z82Oc25vmx2L311owGuFt3G70xCEtISMzG1Z4Nlnn4VGo8G1a9fw4osvAgDmzp2Lv//97wEJN5Es\n", "W7Ys2BHcYinf0DW1tOoHNVWlTILts2OxcEoYOI5DQXk7ztT2AgDeOlGPd9ZnI0wZ2NWLWDp3I6F8\n", "weH2yvV+XVUul7s8PnSbEH9Kj1ThlSVJiNPIsTw9HEtTw11+H6qQYma8BvFhClxu6Hc+3muyweoI\n", "XnmAkME86oplMBjguPemtdvt6O/vH+MZZCjW60os5VPJJFg/PQa/2TQV31qRgtufXhxxv0iVDF9b\n", "NgViESARAV99ZIrLza9AYencjYTyBYdH35/WrFmDv/zlL5DL5TCbzVi3bp3QuQhj7A4ODo6DTBKY\n", "rtESsQjhYzSUErEIj6ZHICtKDRGAhDAFxCJappuwgfq5kjE19prw5yvNaO6z4MUFCZibGAoRNWJk\n", "kgjo3AItLS18nkbGqY+ut+LE7R5UtBvw/aM1aBjUFYoMZ7U7UN1hwGdteujMtrGfILCGXhOuN/Wj\n", "sdcU7CiTikeN682bN122S0tLBQkzkbFeVxotn93BoUNncW5b7RwsAe5TOp7OHcdxKK7rxSsFlfja\n", "x7fwj0/bYLTYg5atrtuIbxyowrcOVePVg1Wo7zYGLctoWP/78uVR41pVVeWyLZUGtqsLCR6JWITP\n", "z0+AWjbwVnnhoTjEh9Jw09HoLXb85Uoz7tfaPrreik6jNWh5aruM6DEOXD13GWyo66ar10Dh1Uo6\n", "qLuL11jvy+cu34w4Df57yzSYbRziNHKo5YEdasrSuWvoNaFDb0V0iAzJWiUA13xyqRipEUrcvVc6\n", "iVbLoJQGb36koTcFw1XsXRix9Pf1J7dn+sCBAzAajaioqIDV+uDTNy4uzs2zyESUGKYMdoSgq+sy\n", "4tuHq9FttCFcKcXP12YhLVLlso9cIsZLC5OQFKZEn9mGjbnRiA4JXr/wnBg1fvhkOq429WF+Uhim\n", "RauDlmWycdu4rl+/HgCwf/9+bNiwISCBJqri4mKmP6H55NOZbTDbHNCqZMNGVfkTK+eurseE7ntf\n", "sXtMNtR0GZEWqRqWLzFMgX9emBismC5UMgnEzeX4yiNLgx1lVKz8ff3N436uhAx2p8eEd07Xo6HX\n", "jBcXJGBVdiQU0ok9M1XkkK/UkerAD1jgg8p4wUH9XAkv/1V6F/vKO5zb/3fTVEyNCQliIuGZbHZc\n", "a9LhSmM/HkoMxUOJGrdTHTb3mVHfY0KoQoKsKDUUQay9Ev4Enc/10KFDmDVrFux2O0pLS7Fw4UJk\n", "ZWV5/WJk4nAM+UieEJ/QY1BKJVicosXiFO2Y+7bpLHjjeC1quga6Pr2+Mh2PpIWP8SwykXj0UWqx\n", "WJCUlIRr167h+eefx5UrV4TONeGw3pfPk3x6ix0t/Wb037tRkxmphFIqxv9enISUcOFuePE9d2ar\n", "HfahnwICGClfh97ibFgB4MTtbsFzjGYivPfGI4+uXMViMcRiMZTKgX9ACgX1c5xsOg1W/OFiE4qq\n", "uzA3IRT/9ugUvL02G2abA+EqKe85B2x2B0QiESR+vCFmd3C41NCHP19uRpJWgS/OT0CSNrC9HbRK\n", "KcKVUvSYBm6APZQYGtDXJ8HnUeNqsVig0+mcjesEKdMGFOt3Q8fKV91hwLGqLgDAlaZ+3GjRYVV2\n", "lE+veatdj99faIJMIsJLC5OQPqRbk6fZhrrba8Ibx2thc3Co6jQiVCHFVx6Z4lNWd0bKl6RV4q21\n", "WShr0SFaLcOM+ODVo8f7e2+88qhxTUxMREFBAbZt24aysjLU1NQInYswZuiVpa9dr7oMVrxxvBbt\n", "+oH+093Gery9NguhCt87uVtsHGyDygGdBoubvYWTEalCxigfGGTi8+i73NKlS/H5z38eSqUSOTk5\n", "ePnll4XONeGwXlcaK192tBrPzolDpEqKVdmRmBHn2wKVNgeHXtODSU26jTaXBtGbbEMlaRV4bs7A\n", "QJdQhQTPzonnH9QD4/1vG2ys5+PL68sEqVTqMrfAtWvXMHfuXL+GIu6ZrHZUthvQbbQhPVKJ1Ajh\n", "r460Sim+8FA8Ns+IQYhcDIVUAo4buELkU2+NVMvw1Uem4J3TdyAWAa8sSUa4n5ZnCZFL8MycODyZ\n", "FQmFVIS4CTAXgsXugMTPtWkiLJ/7uRYUFGDz5s3+ysPbZOrnWlrXgx8drwUARKqleGdddsBv2DT3\n", "mfHR9VbUdRuxbVYsFiSFQeXlnANWuwNNfWaIRSIkhimo4RjFp839+P2FJkSqpfjnh5MwRcCeGWS4\n", "gM7nSoLrUkOf8+cugw0d+sDPunS4sgOHKzvxWZsBP/ukDmWtOq+PIZOIIYII1R0GXG/uh96Lqfls\n", "dgf6TLaAdLUKpqY+E75/pAYV7QaU1vfh/YuNE/7/eaKgxjVA/FlXmp8c5vw5QiVFdIjvwzC9zdem\n", "e9Cg2zngbo8ZVi/neW3uM+N7hdV482Q9vnP4Ns7f6fUoW5fBivcvNuGrH1fir1dbXGq3wSBkzdBm\n", "B0y2B+e102CDzcvhrKzXNFnPxxc1ruPQvKRQ/HxtFr77eCreXpMV8JIAAGyYHg3NvTLAYxkRUMpE\n", "Xtdeu4xWtA266j43SuM61Gdteuwua0dTnwV/udqCW+0Gr153PIkLlWHHvUlglFIxdjycOOHncJgo\n", "2JvccYLyZ18+lUyCuX7ulO5tvhnxGry1JhMt/RZIxUB2tGf9OI1WO253GWGzc4hSSxGnkaH13lXw\n", "ktSRh5UOzWa2uV65BXplhKGE7KepkEqwYXo0Fk4Jg1Qs4vVByno/Utbz8UWNK+FtakyIV5O1ODgO\n", "x6u78JuSBgDAupwo/HR1Jmq7TdAqpR7PNTo9NgQz40JQ1qrHwuRQZE/wOUqVMklAeoQQ//K5LEDd\n", "sDzDel0pEPn0Fjt232h3bh+s6IRELMKKjAjMTQwdtbfB0GwJYQq8vjIDf9w+Hf/+WBpiNd5PRt2m\n", "s6C2y4h+P9Rr6W/rG9bz8eXRlWtJSQmioqKQk5OD6upqaDQaxMcPdMxOS0vzSxCHwwGO4yCRUD1p\n", "olJKxJgRp0ZT38ASKFO0CqjcTNnnjlYlhZbnkiW1XUZ8r7AanQYbPjc7FisyIqCQipFE3cGIH3nU\n", "zzU/Px9PPfUUoqKi4HA4sHv3bmzfvt3tc1paWlBUVASJRIIVK1YgISFh1H0LCwtRU1ODzZs3IzHx\n", "wQzu+/fvh90+0D0nMzMTs2bNGvUYk6mf63jW0m/GhTt90FvseCRdi5TwwH/d/eOlJuRfa8WUcAUe\n", "z4jAh1daIBYBrz2RjkfStBCJqIElDwg6n2tISAiiogYm6RCLxR5dXV64cAEvvPACgLEHGuTl5aG8\n", "vHzY40qlEqtWrfIkIhkn4kMV2DgjJqgZIu5d8T6SGo6PrreCw0B3sv8624AZ8SGIUI2PFQYI23jV\n", "XMXisZ+mVj+4ySCX81ugzW63Y8+ePdi9e/e4n0OW9boSy/n8nW1pajg25UZDJRVBO2jIbaRaChmP\n", "sgDL5w6gfMHi0ZWrSCRCV1cXIiMj0dXV5fyq7s7gaoNMxu9KIC8vz/nz4cOHeR2DsM1ktcPOcQiR\n", "B67jSqxGjpeXJMNic2DBlDD87nwT5BIx/nlhIjR+mJWLEMDDK9e1a9fiwoUL2LVrF0pLS7Fp06Yx\n", "nzO4AfZHDcuTBnrwJ2BxcTFT25Mt3/Wycly9dn3U35eUlOBaTTO+V3gbX99fhbPVrTh//vyI+y9b\n", "tsznPFeuXMHly5ddXv/i+bPIjg7Bm2uysD3RgMbyyx4fz9/5hNwORr6r16/j+s0KZvPx+ffhLcEW\n", "KNy7dy+2bNkCjuNw4MAB59LcZWVlEIvFyM3Nddm/vLwc4eHhLje06uvrkZqaCgA4cOCAc6nvkUy2\n", "G1ptOgt6TbZ7w1/5lV2EYHNwuHC3F3+90oK0SBU+/1A8EsKGz0plttrxvSO3caNFD2Bg9NFvn85B\n", "vAAzWNV3G1Fwsx1SsQgbc2OcE58YrXaYbQ6EKaUQ000sv2npN+MvV1pQ2W7A52bHYvm93hjjlaAT\n", "t1RVVXl94EWLFiE/Px/5+flYtGiR8/GzZ8+itLTUZd/jx4+juLgYx48fx+nTp52P19fXY+fOndi5\n", "cyemTZvmdQaW+LOudLfHhG8fqsIrBZX4wZEaZ9cmX/iSr9dkRY9xYJRVfbcJPz5ei6pOI45VdaHw\n", "VueIz7FzgG7QRC0WuwOjDbTyJVuPyYqfflKHgxWd2FfegV+fuQOdxYa7PSa8fqwGrxRU4sTtbq/n\n", "RfBXvkAIdL4ztT04WtWF+h4TfnH6DmoHrSU2EtbPH18eFZiuX7+O7Oxs53ZtbS3S09PdPicxMRHP\n", "PffcsMd37Ngx7LGVK1eOeIzly5d7Em/SudVhQGPfwOz6t7uMuN1pQOIIV4eBUN6qw9sn6+HggG+t\n", "SIFMLHZZGbZzlBm71HIJXn00Bb84fQd3e0z4+qMpiNV4X5tv7bfgzr3lqzOjVMPmN7DYODQO+vBp\n", "6DXDbuewt6wd15oGZvL6+cl6pEUokRk1sUd6BUq/2XVgRrCHJweLx6u/Dnb9+vVR9iSj8ef4ac2Q\n", "kUxDt/ngk6/HZMVbJ+vR3G9Bq86Cn3xSh3CVBJvvdbXSKqXYNCN6+POMVvztagv+T0kD8qZG4XdP\n", "T8cTmREuDWOvyYbzd3txuqYbWXMeHvH12/UW/OSTWrx25Da+9vEtXGnsH7ZPhFKKLy940Mf6S/MT\n", "oFFIYbI9uGrmAJ+m8WNhbLzRaseN5n5cvNuLDr3rv9dA53s8MxKx92ZqW5cTNebQXRbOnxA8unJd\n", "unQpjhw5gtWrVwudh3hgemwIXl6ShJK6XjyeGeHV+H5/4jjXRsl+b1WCL85PwLqcKCil4hFXAfis\n", "TY8/XW4GMHAVnhahdJkA2sFx2F/ejj9faQEAzIxT44crMxA+pP9pu86CynszYnEAjld3YVGK6+Qv\n", "MqkYa3OiMTNeA5FIhJTwgVFY22bHoaxFjza9BV9+ODGgE1DXdBpxprYbUSEyLJqiRQyP4btDnbjd\n", "jXeL7wIAFqdo8eryFJduZoGUHqnCuxunwmh1IFItQ4gfPvzHI4+uXD/88EP09fU56583btwQOteE\n", "48+6UphSis0zYvH22iyszYn2y5uXT74IlQzfWpGKMIUEGrkE3308DdEhcoTIByYaGW15FYPF9Wui\n", "ccgsV0arHadqepzbZa0G9JmGd/8LU0oRqnjw/z4rfuR1vVQyCabFhGBqtBrKe9P1ZUSq8NO8TPxk\n", "dQYilBJ0GfhPOO7NuWvpN+O7hdX467VW/J+SBuwrbx/7SWMwWu3Y/1mHc/vcnV50Gx/8/wSjphkd\n", "IseUcKVH781JXXNds2YNFixY4Nw+dOiQYIGI51i4wz03MRTvbc0BByDGw14LObFqpEcoUdttwsw4\n", "NbKjXL82qmQSLM8Ix4f3rlynx6gQphz+jzRZq8Tba7NwuaEPcaEKzE0Y3rjWdBlxpLITWqUUj2dG\n", "OHsumG12/O1aC4qquwEA06LV+I/Vw6+O/U1vsaPb+KAmWdaqh9Xu4LUO2X0KqRgPJYbidufAjaPE\n", "MLlfSkXEN4J1xQq0ydYVa7zr0FvQb7ZDq5QiUj28Qesx2lDZrofJ5sC0GDWvLlrtegu+tu8WOu5d\n", "la7KisTXl6dAKhahx2jFKwWVzqW9RQD+9LncEbuN+VOv0YZ3i++gpL4XIgCvPZGG5RkRPh+3Q2/B\n", "taZ+9JvtmJ8cGpQ5GyYqQecWIMTfokPkcDe/drhKOqx+6i2j1eFsWAGgqtMAi80BqVwCjUKKTbkx\n", "+P3FJgDA2pwohI1Ro+w329BnskEjl0DL8wpXq5LiXx+Zgk25MVDJxMiI9E8jGB0ix8rsKL8ci/iH\n", "R99F+vr6sGvXLnzwwQew2WzYu3ev0LmY0NJvxp0eE0xWzxfOGw3rdaWx8hks9qAtjMf33EWpZdiU\n", "O9BbQQTg2TlxUN/7uiwVi7A2Jwq/WJeFN/My8cX5CW7rgx16C945fQcv7vwMPzpWg+ZB3bu8zRel\n", "lmFuUiimxYZAFoDO9eP9vTdeeXTlWlhYiC1btuDgwYOQSifHxe7NVh1eK7wNg9WBlx5OxIbcaN5z\n", "j45nZpsdJ2t6sLesHTPiQvDMnDhek1MHQ4hcgi/MS8CKjAjIJWKkR7j2CNAopJiT4NlyObc6DCit\n", "H1jj62abATdb9YKXEMj45tHHplKpdBnbP9EntLbZHfjTpWYYrAN3sX9/sQkt/ZYxnuWet335Al0K\n", "Hy3f7U4j3jl9BzVdRuz/rAMX7o6+iKCD49BrtLpc6dsdHNp0FnQZ+J8/X/pBhimlmBmvwdQYtU9X\n", "ifIhs2UpJA+2We+nSfmCw6PL0KGDCBxeLu073ojFIuecnwAgk4h4TUXHh85sw+naHpyq6cby9Ags\n", "zwhHaBBnahq6GGDvCF2iAMBqc+B0XQ8+uNSMKeEKvLwkGXGhCpyp7cavz9yFRi7B66vSMU3APrn9\n", "JhukEpEg3zCyY9T4p3nxOFbVhcUpWuTGBadvMRk/PPooj42NRXFxMWw2G86dO4eUlBShcwWVWCTC\n", "F+YlYGlKGLKiVPjxqgwkaX37CuhpXami3YB3i+/iapMO/1ly19lJXmij5UuLUOHJrIG72fGhMixL\n", "G/kmU32PCT8/WY8WnQUXG/qxv7wDLf1mvH2yHibbwI2l/3e2AWab9/Xrsc4dx3G41NCHr+2/he8V\n", "Vo85lp0PrVKG5+bG4zebpuGlhYmIGtTtjPWaIeULDo8uiZYvX47y8nL09PQgPj7eb+tmsWxKuBKv\n", "PZkOu4ODMoC1Vr3FtfHRmX1fQM8XEWoZXl6SjOfmxEMtF486A5ed4zC4kKG32iHCwAeV416JQyoR\n", "CdI3t6nPgteP1cBq59DQC/z2fCN+/FSGT31HRyIRi8bsUUDIfR6/+3Jzc7F+/fpJ0bDeJ5OI/daw\n", "elpXyoxSIfneVXJSmBypEUrUdhmHjRf3N3f5QhVSpEQo3U5tmKxV4ovz4yEWAfEaObbMjEVCmAI/\n", "fDIdUWoZ0iKU+JfFybwavLHOnYPjYLM/aNr1FruzQQ8E1muGlC84PBpE0NHRgcOHD0OlUsFisSAv\n", "Lw+RkZGByOexiTSIoE1nQbfRCoVUjPfONuBKkw5JYXL8+KnMgI6Bv+9ujwkt/WZEqWVIj1SNOvm5\n", "2WZHl8EGhVSESPVAQ8xxHHpMNkjFIsFqx1abA0W3u/Fu8R2EyCX4j6cykBs38lBYQrwl6HyuhYWF\n", "eOGFF7Bt2zY888wzOHr0qNcvNNl5U1eK1cgxLSYELf0WXLk3LV5jnwWftuiEijdqvjs9RnzzYBVe\n", "O1KDr318C7c6Rq8BK6QSJIQpnA0rMLAKRYRK5lPDOta5k0nFeDIrAn/cnov3tuQEvGFlvWZI+YLD\n", "o8ZVrVY7FyWUSCRQKgN/9TQZqYZ0HQoNwnjx251G51h4s51DVYf/bxb5g0wiRkKYwi8zTBHiDx41\n", "riaTyWXbYBi4erlw4YL/E01QfOpK2dFqfO2RZEyLUePzD8VhVrxw3X9GytfQa0KP0YbBvdASwwLf\n", "eLFek6N8vmE9H18efVdzOBx4//338dBDD+H69evQarUoLy/HtWvXsHDhQqEzTlpquQTrpsdgZXYk\n", "FNLAX7XqzHbsK2/Hy0uS0dBrRnqkEtNjg9u/U2+2wXRv3St/9wYgxJ88encaDAYsWbIESqUSixYt\n", "Qk5OTsBHEI13vtSVAtGwDs1nsNgRIpfg0bQI/FdpA07VdCNaLfNLB/3GXhM+uNyM355vQH332GWG\n", "+9kaek34cVEt/vfeSuz/rANGi+9zPvgD6zVDyhccHl25Pv/889Boht8kSElJQUNDA5KTk/0ejARP\n", "p96CP1xqxqmabixK0eJX67Mhl/pnBiej1Y7/PtuIiw19AIALd/vwi3XZiPBglqmi6m5cvXeD771z\n", "jZgeE4LpNFKKMMqjK9eRGlYACA0NxaVLl/waaKJiva40OF9luwHHqrpgsXM4U9uDToMV2dFqSPww\n", "BNhkdbiMoGroNQ8bYjtaNseQWbkcYOPb03j627KI9Xx8UdGKDDekDfXnoKoQuQRbZsY4tzfmRg+b\n", "FGU0K7MjMTVaDblEhH+aF4/0MRa+IySYqHENENbrSoPzTYtWY21OFEIVEqzMikCOH29imWwOVLTr\n", "8eUFCfjS/AQ091mGraE1WrYp4Ur8LC8Tf9iei+2zH8zNGmzj6W/LItbz8UUDpScxs82BW+0GdBms\n", "CEtIdz7e0m9BU58Zq7IjYbTah30d94VaJkZsiBx/uDSw+uvMODU0cs/fhmFKKcL8loYQ4VDjGiAs\n", "1pU+be7Ha0dqAAwsq/Kr6Cgka5Uoqe/FtSYdrt27efR4RuSoK7l6ornPjLJWHaRiEWbEabB9dhxm\n", "xmtgtjkwPTYEWpX7tyGL524wyucb1vPxNekbV6PFjsY+M6QSEaZolX65aRNI7ToL6rtNUMslyIxS\n", "QeHFhNDqkugoAAAgAElEQVT377wDAwsCtuusSNYqkRn5YASeTCJCKI+ZoFr6zSit74VWIcHRW124\n", "2jzwWk9lR+IrjyTjkbRwr49JyHjic811PHfDMlnvdZIvqMS/7KlwO8u+r4SoK3UZrPj5qXp878ht\n", "/Nv+Wzh/x7v8s+Mf9AIJVUgQHTLQHWpBchi+vSIF22fF4udrspAR6d1wZ8u9lRzeO9eIxj4Lrg+a\n", "E+FSYx/0Fu8mWw90Tc7Bcaho0+N4VRdutupgG6MswnrNkPIFh0eXJGfOnMGjjz464u8WLFjg10CB\n", "1GmwOmt/dg54/2IzZsVroAnizP/e6DRYcb35QcN1oKIDy9LDPZ4zdW6iBj9fm4VOgxURIpNzxi2t\n", "SoYns6Pg/TxAA0zWgZtWwEC3riUpWpTcW39qdfbAjTKWVXUY8OqBKlgdHMQi4J112ZgRT7NsEe94\n", "1Ip88sknaGtrw6OPPorY2FihMwWMXCKGVilFr2lgYpLEUDnkAq3GKURdSSOXIEIldU6s8lBCqFeT\n", "UStlEsxN9GyBPm+EyMVYlR2JDy634GJDH15ekoTHMyOglkuQHa32ethqoGtybToLrPeuVh0c0NRv\n", "dtu4sl4zpHzB4VHjumXLFkyfPh0lJSU4efIkZs6cidzcXKGzCS5GI8dPV2fir1ebEaaU4pnZcZCP\n", "o/HqCWEKvLUmCxfv9iI6RO6XhrJDb4HZ5kCkD0NdJWIxQhUSfPnhRIDj0NpvwcPJYUjSjo/Z1BJC\n", "FVBKxTDZHJCKRUgeJ7kJWzxqSWbPng2ZTIbHHnsMq1evxr59+4TOFTBTY9T40aoMvLo8FckCTkTt\n", "SV3JaLWjsdfs1aoD6ZEqfG5OPJ7IikSkeuwhpO7y3e404Cv7buHFnZ/ho2utPi0xszglHIlhctgc\n", "HBwAjFb+i1oGuiaXGaXCr9Zn4/tPpOHXG7IxNVrtdn/Wa4aULzg8unItLi5GWloaSktLodFo8NWv\n", "flXoXAE12sz6gaS32LH7Rhv+crUFkWopfro6E5lR7v9R+5NarcbH5R3oNFgBAPnXW7E4VYvpsfzq\n", "z7EaOQputmPXjTYAwCfV3fjNpqmI96FLV6CIRCJkRauRNUajSog7Hl25FhUVoaamBk8//TTWrl2L\n", "kBCaLMNbY9WVGnpN+MvVFgBAl8GGPWVtgYjlNG/ePJcbTSIMdMPig+M4mCx2VLTpnY/1mmzDFl/0\n", "FOs1OcrnG9bz8eVxzXX27NlCZ5nUpCIRxKKBGygAEOrFqCV3zDY7DBYHQpVSSMfow7tmWjSa+syo\n", "7zbhC/MSkMqjTNKpt2BfeQcq2vRYMy0K5W16ODhgRXq42wUOCZloPK65Et+MVVdKiVDiO4+lIVmr\n", "wMIpYZiXFIqmPrNPr9nab8avz9zFv+6rxK4b7muoxcXFSNIq8J3H0/CfG6diRUY4r8moP23R4aPr\n", "rbjWrMPOG234WV4WfrkuCy8vSYaW57LUrNfkKJ9vWM/Hl0f/evr6+rBr1y588MEHsNls2Lt3r9C5\n", "Jh2ZRIyFyaF4KjsSdgeH7x+twbvFd3y6qXSlsR+f3O5Gu96KP1xsxu3OsSemlkvE0CikvOvQfaYH\n", "X/3ruk2wORyYnRCKCB9uthEyHnm8+uumTZug1WohlY6PDvas8aSuZLA5sPNGGy439gMAylv1MPhw\n", "l906ZGSRu5FG/qp7PZSkca6ztTA51C8TbLNek6N8vmE9H18etZRKpRIy2YMrD4mE7RE241WYQoqN\n", "uTH4670bWxtzYxDmw2im+UmhyIlVo7LNgLU5UciMEn7+05RwFX65Lhs6sx0RKtmYk7IQMlF5dOVq\n", "sbj2u3Q4+F9NTVae1JXkUjG2zozB22uy8NaaTDwzJw5KH9asStIq8R+rMvCnZ3Lx0sIkhA9aSsVk\n", "s6O5z4yue12vRstnttph93LKQZ3Fjl032vD7i40erZE1FtZrcpTPN6zn48ujy4rY2FgUFxfDZrPh\n", "3LlzSElJETrXuNNvHphVSikTIzGMf1/OUIUUDyUNjLRycBxutRvQrrcgMUyBdB5fsbUqGbRDHtNb\n", "7Ci42YYPr7QgTiPHj1ZlDHueg+NwtbEff7jUhMQwBb44P8GjkUq9Rht+caoeOrMd3UYbaruMeDMv\n", "i9fMWoSMZx6945cvX47y8nL09PQgPj4eaWlpAscaX/pMVvzxUjMOVnRCI5fgzbxMTBsyez+futKt\n", "9gcTiITIJfjV+mxeDexQd3tM+ODyQOmhud+Cgpvt+Pqjrvkaesz44dEaWB0cqjqMkEvEeGlh4pgL\n", "CVpsdqzKjkRVhxFTtApUtOthsfv2TYf1mhzl8w3r+fjyuK9Nbm4u1q9fj7S0NNTX1wuZadxp7LXg\n", "YEUngIGvxPvK2/1y3Nouo/OmlN4yMDTWH4bOWauWDX8bWB0OlxtiHXor3r/QiKY+k9tjtxuseO9c\n", "I45VdeEPl5qxPD3CpRxByGThtnHdvXs39uzZgz179mDXrl3YtWsXdu7cib/+9a+ByjcuKKQiDB7M\n", "FBc6vLM8n7pSkvZBeUEqFiFGM3YjZXNwuNrUj9+db8SZ2u4RR0WlhivxreUpiNXI8HByKNZNjx6W\n", "LyFUgS/MiwcwsKjgsjQtTtX0oGaM7ly9JhsGl2h1ZrvPE5CzXpOjfL5hPR9fbssCGo0Gq1evRklJ\n", "CWQyGebOnYsrV64gPJxmkR8sNUKFN57KQP61VmREqvDU1Ci/HDcnJgS/XJeFhl4z0iOUyPZgrHt1\n", "hwHfPVztbOB+sjoDC6e4Vl3lUjGezI7Ew1PCoJCKoZJJUDfkOGq5BNtmxmJmXAg+bdbhT5ebYbZz\n", "CBlj5NiUcCXiNXK06CxQy8SYHkdDpcnkJOI4bsxbwbt27cK2bduc23v37sWWLVsEDeatoqIizJs3\n", "L6gZrHYHr1FN/nTuTi9+eLTGuf3ykmRsnhHj5hnu9ZlsOHG7G6X1PXgiKxLL0sIRMsaqq019ZrT2\n", "WxCpliKVlr8m49yVK1fw5JPeTx3v0Q2toaN1qCvWyILdsAJAslaBOI0MrTorVDIxcuN8m9kpTCnF\n", "phkx2JAb7fFE3IlhCp96TBAyEXjUGjgcDnR0dAAAOjo6YLVaBQ01EQWqrpSsVeLtNdl4a00W/nPD\n", "VEyN9uxr+Vj5vFnhwN9Yr8lRPt+wno8vj2fFKiwshE6nQ0hIiEuJwF8cDgc4jqPRX36QqFUgUcv2\n", "lWN9twm3Ow3QKqXIiQ0Zs9QwmdgdHBwcx8Q3IcKfRzVXdxoaGkZcAbalpQVFRUWQSCRYsWIFEhIS\n", "Rj1GYWEhampqsHnzZiQmJvI6Bgs114mo12iDwWZHmELqtwawuc+Mbx2sQpt+4BvQtx9LxZNZkX45\n", "9nhX323EHy42od9sx45FSZgeSzcEg41vzdXnj8ZLly6N+PiFCxfwwgsv4Nlnn8X58+fdHiMvLw+P\n", "PfaYT8cg/tfYa8IPj93Gl/5ejt9faESP0T/loC6j1dmwAgM34cjAUu//VdqAs3f6UNaqx/eP3Eab\n", "zvMlfwhbBPveoVY/uJEil/ObJNkfx2AF63WlkfJdbuzHZ20GcAAOVnR6NGWhJ6LUMiQM6gu8NHXo\n", "AN2xs7HEX/lsDg5dxgdTTOrMdrczmXlqspw/1gg24HtwtWHwjFpCHqO4uNg5lO7+H4yV7Rs3bvj9\n", "+MqQUNij0lDRrkd2mATS3kYsXDDPL/lKS0vhCEl1Ob8GvQ5AmM/540MV+PoCLVqMIsRHhmFqtCro\n", "fx8WtqVSKf6/Rbn40fEaWO0cdiyIRfS9eXBZyDeZt/nwueZaUFCAzZs3D3u8sLAQeXl5AIDjx49j\n", "5cqVbo9TXl6O8PBwl5qrN8eYjDXXq039+PahagCAWAT8en02psdp/Hb81n4z/nipGZ8267AhNxob\n", "pkdDo6AJWITk4Dg09Zlhd3CID1VAIaWbWsEmaD9XPozGga+QHMc5fwaAsrIyiMVi5Obm8j4GGdA+\n", "qB7n4IDOQV8p/SEuVIGvPzoFBosDGoWE7l4HgFgk8mj2McI+wf61LFq0CPn5+cjPz8eiRYucj589\n", "exalpaUu+x4/fhzFxcU4fvw4Tp8+PeYxxiMh6koZkSrnpCsRKimm+ND9arR8CqkEEWqZYA2r3cGh\n", "vFWPg5914EaLDtYRZtBivSZXXFwMjuNQ22XE9aZ+5m5CjYfzNxH5fOU6UjcsAEhMTMRzzz037PEd\n", "O3YMe2y0r/ujHYMMyIpW490NU9FpsCJOI0cyj9Vag62qw4BvHLgFBzewnPc767MxM95/pQ0AsNgc\n", "6DRYIZeKESXQWl6ftenx7UPVMNs5TI1W4QdPpiMulO2+xkRYPl+OLFiwwB85Jjyh5qxMi1RhfnKY\n", "zw1rsObUbNNbnJPMcABa+h9c9VlsDtxo1sEan4uaLn5lIbPNjkOVHXhxZzn+taAS1R0GP6R2tWzZ\n", "MpTU9cJsH/gfudVhRHMfO1evrM+Xyno+vqiINgnVdRlx7k4vbnf6v6HxVlKYAqp7pQ25RIQp4Q+u\n", "9spadXj1YBXePFmPbx6oQh2PJWMaes3477ONAzVpgxV/vtIMH+/hjigt8sGHm0wsQqiSRpxNdm7L\n", "AidPnsSCBQvwu9/9Dqmprt1yrFYrsrOzJ90der4GdxMLptouI755sAr9ZjsUEhHeWT8VU2PUQcuX\n", "GaXGr9Zno7XfgliN3GURxc/aHjT+Oosd7Xor0rycZUsiFkEsgvPqWCUT8142fDTFxcV4eP5ivLo8\n", "Bbc7jViWFu6XFSP8hZX33mhYz8eXRzXX9PT0Ebtb7dq1ixpXRnXoLWjpt0CjkLg0SA29JvSbBybQ\n", "Nts51HUbMTXGt5mzfJUZpUZm1PAMubEPHtPIJYgN8b5emqxV4rUn0vC7802I1cjxwtx4n7KOJlwl\n", "xWo/zeNLJga3jetIQ1JdniylPo+eCuQnc4fegl+cqsfVJh0UEhHeWpOFGfduEkWHyF2u5OI08oDn\n", "89SMOA3eWZeNDoMFqREqXnPDSsUiLEsLx+x4DeT3Jgb3NxbP3WCULzg8ah0jIiJGfJxWJGBTU58F\n", "V5t0AAauTj+53eVsXLOj1fjlumxUthuQEaVCDsMTg8ilYsxK8L3ngEgkgpbW8SIB5tENrRUrVoz4\n", "+FhXtuQBIfvyNfaa8PfrLci/2oKGXtO9Dv8DdcXPzY5FZpQaZ+t70W20QioWYWa8Bk/PisVDiaHO\n", "EUB88nEch+Y+M5r7zHAIcJPoPtb7QVI+37Cejy/6Xh8AbToLJDFpaOk3I97PfR/1Fjv+b2kDLjf2\n", "AwDON/Tix6sy8LPVmajpNOLsnV7849M2AAMN7ZcWJELq44KBANBttOBqow7vnLkDcMBrT6RhSarW\n", "7zeLCBmv3F652mw2FBUV4ezZs+A4DkePHkVBQQEMhuB34RkvmvrMeK2wGq+facc3D1Shnkd3IneM\n", "VjtuDeq7ebvDCJONw5zEUCxMCcO1Zp3zd6dre2AYYTVYwPu6V02nCf9zvhFWOwerg8MvT99Bp16Y\n", "FSpYr8lRPt+wno8vt43rnj17MGfOHERHR+Ptt9/GjBkzkJeXh/379wcq37hX02lEfY8ZANCmt+JW\n", "u38/mLRKKbbPjnVub5sdh7B7fSxDFVLMSwp1/m55ejjUfprwutdkc/ZPBQa6OPm6hDYhE4nbsoBC\n", "oUB0dDSio6ORlJSEpKQkAIBSOf6GWQaLRuHamIUp/VuJkUnE2DA9BjPjNHBwQEakEkqpxPlaX1+W\n", "gsp2PWQSMXJi1aOWBLzta5isVWD7rDgcquiAA8ArS5IRIdDQUtb7QVI+37Cejy+3/9KNRqNzRqrq\n", "6mqYzWYoFAqYzeZA5Rv3psWo8e3HUvFJdSeWpkZgepz/786HyCWjjsePC5UjLtT/E41PjQmBSirB\n", "1GgVwpRSGkdPyBBu53Nta2vDiRMnIJFI8MQTT6CwsBAAsHTpUqSlpQUqo0cm43yuhBDhCTKfa2xs\n", "LJ555hnn9vPPP+99MhJ0ZpsDtV1GWB0cUsMVCFNSn09ChEYTtwRIsPrycRyH0zXd+OrHt/DqgSp8\n", "eKUF+hF6DLDc15DlbADl8xXr+fjyqHHlOA7V1dUoLy9HeXk5PvjgA6FzET/RW+z46NNW5/a+8g50\n", "+2kVV0LI6DxqXPfu3Yv+/n6IxWLnf8Q7wbobqpCIMXXQpCixITKoRliXieW7tSxnAyifr1jPx5dH\n", "/YJkMhkeeugh53ZOTo5ggYh/yaRi/NP8BKRGKNFntmFVdhSiQgKzTLnF5kCP0QaFVAytigYDksnF\n", "o0vQ/v5+l+22tjZBwkxkwawrJYQp8OzcePyvRcmjzjPq73wGix17b7bjxV3l+PbhKtR3m3gfi/Wa\n", "HOXzDev5+PLocqK2thbvvfceoqIG5qusqKjAD37wA0GDkfGtvseE9y82AQBqukw4VNGBf1ky8npr\n", "hExEHjWuTz31FB5++GHn9smTJ4XKM2GxXlfyd76hA8GkEv5DYyfbufM3yhccHpUFBjesAE01SMaW\n", "Gq7EV5YmI1wpxewEDdbQLP1kkuF127+lpcXfOSYck9UOm93h3Ga9ruTvfEqZBGtyovH/tk7DGyvT\n", "fVqddrKdO3+jfMHBq3E9d+6cv3NMGBzH4WpjH75xoAo/LqrF3R7+N3LGO6lYhCi1HCEK6ilAJh+3\n", "7/r29nZERESgu7vb5XG9Xi9oqPGsqc+MHxytgcXOobrTCKlYjO8/mcZ8XYnlfCxnAyifr1jPx5fb\n", "xnXnzp3Yvn07PvzwQ5dJUVpbW908a3Kz2jlY7A/mwukxWmF3cBD7cEOHEDL+uC0LvPzyy4iJiUFW\n", "VhYee+wx538ZGRmByjfuxIfKsWNhIgBALRPjyw8nQiYRM19XYjnfaNla+s1o6jPB7hBu/S5PsHzu\n", "AMoXLB4Vw/Ly8ly2s7KyBAkzEShlEmzMjcbiFC2kYhESwgI3z6mD43Cr3YA7PSbEh8oxPSYEshGG\n", "uk4EVxv78PqxWljtDnz78TQ8mhZOKyEQpridz3U0FosFcnlghlB6iuZzBao6DPi3j2/B6uAgAvDL\n", "ddl+WZqaNX0mG776cSWa+iwAAJlYhPe3T/f74o+EAPznc+V1WXN/0mzCljadBdZ7X5E5AA29E7On\n", "glgMqGUPls9R0vpdhEG8GleHwzH2TsRFIOpKCaFyqO8tGigRAakRnvctZbnuNTSbRi7FN5anICdG\n", "jbQIJd5YlYGYAE1GMxKWzx1A+YLFbc31nXfeQUpKyrDHKyoqsHnzZsFCEX4yotR4Z302mvrMiNXI\n", "kTVoqsGJJitKjbfXZsHBcQiRUz9awh63NdeCgoIRG9HRHg8mqrkSQoQgSM11yZIlIz4eHh7u9QsR\n", "Qshk4rZxjYuLG/FxmrjFe6zXlVjOx3I2gPL5ivV8fE3MTpCEEBJkvPq5sohqroQQIQS0nyshhBD3\n", "qHENENbrSiznYzkbQPl8xXo+vqhxJYQQAVDNlRBC3OBbc6WhLWTSaNNZ0K6zQKuSIlnLf9kZQjxB\n", "ZYEAYb2uxHI+f2Rr7jPj9aM1+PqBKnzt41u43WnwQ7IBLJ87gPIFCzWuZFK402PC7S4jAKDfbMf1\n", "Jl2QE5GJjhrXAGF9nSCW8/kjW5hCivuTEi5L0yI5XIEmP03JyPK5AyhfsFDNlUwKWdEqvPFUBu72\n", "mFDdacD3j9QgRC7BW2syMS0mJNjxyAREV64BwnpdieV8nmYzWu3o1FtgsQ2fb1gmEWNxiha5cSE4\n", "cbsHAKC32HHws86A5QsWyhccgl25trS0oKioCBKJBCtWrEBCQoLX++7fvx92ux0AkJmZiVmzZgkV\n", "l4xzrf1m/PZ8E64192P99Gg8PTMGYUrZsP2UUjEkIuD+Ar3xoWwtV0QmDsH6uX788cfYuHEjgLHn\n", "fx1t32PHjmHVqlUevR71c53cCis78Kszd53bb63JxLyksGH72R0cLjf2YeenbciMUmHLjBjE0dpb\n", "xA3m+rmq1Q9mwR9rMcPR9rXb7dizZw84jkN6ejo1nmRUQ1fXHm21bYlYhIVTtJifFMbEuluNvSbU\n", "dpkQppQgO1oN1aC1wcj4JljNdfAFsUw2/OuZJ/vm5eVh69atePrpp9Ha2ur/kAHEel2J5XyeZHso\n", "MRTzEkMhk4iwaUY0sqJUbvf3Z8PK99y16Sx4/VgNflxUi28erMb5O71+yzQYy39bgP18fAnWuN6v\n", "lQKASOT+jezJvmM10IDrH6m4uJip7Rs3bjCVZ7zlG2v79qcX8WyqDX/cnosvL0hE2eXzTOUbaft2\n", "Yxvu9JidjxVVdzGVj7Z9a/QFq7nu3bsXW7ZsAcdxOHDgADZs2AAAKCsrg1gsRm5u7pj71tfXIzU1\n", "FQBw4MABrF+/ftTXo5orGW+a+8x49UAVOgxWAMDXHpmCddOjg5yKDMVczXXRokXIz88Hx3FYuXKl\n", "8/GzZ89CJBK5NK6j7VtfX48LFy4AAObOnStUVEKCIiFMgZ+tycStdgO0Sily46i/7URCs2IFSHFx\n", "MdMjUfyVz2p3oN9sh1omhtJPN2cmy7kTCuXzDXNXrmTy0Zlt+Li8A/vK2zErXoOXFiYinro5kUmK\n", "rlzHgXa9BXd7TAiRS5ARqYJMwubAumtN/fj3Q9XO7X9bNgVrc6iGSMY3unKdoLoMVvzyVD2uNukg\n", "FgGvr8zAklRtsGONyDHkc9pqnxCf24TwwuYl0ATEt1tHu96Cq/emx3NwwKGKDn/GcvK12wkAZEaq\n", "sWlGNMQiYEacGg9PCfVDMvb7QVI+37Cejy+6cmWcRi5BqEKCfvNAX+CZ8ZogJxqdViXFlxckYtvM\n", "WKjkEoQp6O1FJi+quY4D1R0GlNb3Ii5UjgXJYYhSjz2gghDiH1Rz9UKH3oLmfgtC5RKkRijHHEEW\n", "bFnRamRFq8fekRDCjElXc+3QW/DWyXq8eqAKX9lXifJWfUBel/W6Esv5WM4GUD5fsZ6Pr0nXuDb1\n", "mfFp88ANIrOdwyc13UFORAiZiCZdWUCjkEImETm7CaWFB2aJ5UCNQDHZ7Lhwpw/Hq7uwIDkMKzLC\n", "oR1h0uihWB4hw3I2gPL5ivV8fE26xjU9Qok38zJxvKobmVEqPJLGZp9Rvqo7jPjJJ3UAgHN3+hAT\n", "Ime2XywhE9mkKwuIRCLMTgjFN5anYNOMGESqA7PMR6DqSv1mm8t2l9Hq0fNYrnuxnA2gfL5iPR9f\n", "k65xnejSIlTIiByYKDpSJcWMWJppiZBgoH6uE1C7zoJOgxVapRQJYTRxCiG+oH6uxClGI0eMhlY1\n", "JSSYqCwQIKzXlVjOx3I2gPL5ivV8fFHjSgghAqCaKyGEuMG35kpXroQQIgBqXAOE9boSy/lYzgZQ\n", "Pl+xno8valwJIUQAVHMlhBA3qOZKCCEMocY1QFivK7Gcj+VsAOXzFev5+KLGlRBCBEA1V0IIcYNq\n", "roQQwhBqXAOE9boSy/lYzgZQPl+xno8valwJIUQAVHMlhBA3qOZKCCEMocY1QFivK7Gcj+VsAOXz\n", "Fev5+KLGlRBCBEA1V0IIcYNqroQQwhBqXAOE9boSy/lYzgZQPl+xno8valwJIUQAVHMlhBA3qOZK\n", "CCEMocY1QFivK7Gcj+VsAOXzFev5+KLGlRBCBEA1V0IIcYNqroQQwhBqXAOE9boSy/lYzgZQPl+x\n", "no8valwJIUQAVHMlhBA3qOZKCCEMocY1QFivK7Gcj+VsAOXzFev5+JIKdeCWlhYUFRVBIpFgxYoV\n", "SEhI8Hpfb45BCCEsEazm+vHHH2Pjxo0AgIKCAmzevNnrfb05BtVcCSFCYK7mqlarnT/L5XJe+3pz\n", "DEIIYYlgjevgC2KZTMZrX2+OwTrW60os52M5G0D5fMV6Pr4Eq7na7XbnzyKRiNe+3hwjPDwcV65c\n", "8TZmwKjVasrHE8vZAMrnK9bzhYeH83qeYI2r0WgEMHD1ef9nACgrK4NYLEZubu6Y+472+Ejmz5/v\n", "t+yEEOIrwRrXRYsWIT8/HxzHYeXKlc7Hz549C5FI5NK4jrbvaI8TQgjrJswILUIIYQkNIiCEEAFQ\n", "40oIIQKgxjVIHA6HS28IQsjEItgNLX/zx3BaVvIVFhaipqYGmzdvRmJiouDZvM138+ZNVFZWwuFw\n", "YPHixUhOTmYmW2lpKVpbWwEAKSkpAekl4u37yWg04t1338UXv/jFgPx9vcm3f/9+54d6ZmYmZs2a\n", "xVQ+AKipqcHly5ehUCiQl5cn+AAib/L94he/QHZ2NgCgo6MDL7300ugH5saJffv2OX/eu3ev3/b1\n", "F29f8+bNm1xjY6OQkVx4k+/UqVPOnw8ePChYpvv4/r2OHDkiRJxhvM13+PBh7vLlywH7+3qT7+jR\n", "o0LHGcabfN3d3VxxcbHQkVx4k89oNDp/Pnz4sNt9x01ZwB/DaYXE+lBdb/ItX75c6DguvD13dXV1\n", "eOedd5CVlSVkLCdv8nV3d0OtVkOpVAody8mbfHa7HXv27MHu3bsD1nHfm3zXrl1DSEgI9uzZg1u3\n", "bgkdDYB3+e7/Xdva2hAbG+t233HTuHJ+GE4rpGC8pjf45Dt27BgWLlwoVCQnb7OlpaXhlVdewcWL\n", "F4WM5eRNvuLiYixbtkzoSC68yZeXl4etW7fi6aefdpZXhOZNvra2NvT09GDr1q2oqqqCw+EQOh6v\n", "fxvl5eUuffVHMm5qrv4YTiukYLymN7zNd+rUKWRnZyM6OlrIWAD4nTulUonQ0FChIrnwJl9rays+\n", "/vhjtLW1IS0tLSA1V77vvUBdBHib7/43p6SkJHR1dQn+HuRz/kwm05jfTsbNlau74bTl5eUe7ctK\n", "vmDwJt+ZM2cQFxeHtLQ05rJ1dXU5f+YCNP7Fm3wvvfQSNm/ejGXLlmHmzJnM5auvr3f+bDKZmMs3\n", "depU1NTUABgosWi1WqbyAQM9fcTisZvOcXPl6o/htKzkO378OGpqaqBUKpGWlhaQGqen+dra2lBS\n", "UoKcnBxUVFSgv78fX/jCF5jIBgAlJSUwm80AgAULFgiai08+YOADoLi4OGBXrt7kq6+vx4ULFwAA\n", "c7dyreQAAAXySURBVOfOFTybt/nmzp2LXbt24caNG4iJiQnI1bW3f987d+54VO+n4a+EECKAcVMW\n", "IISQ8YQaV0IIEQA1roQQIgBqXAkhRADUuBJCiACocSWEEAFQ40qCwm63B2RoIyHBQo3rJPLGG2/4\n", "7VhtbW346KOPsG/fPvzjH/+AzWZz+f2BAwdGfF5TUxN27dqFX//61+js7OT9+pcvX8b//M//8H7+\n", "RDXaeR/qyJEj2L17t8BpJjdqXCeRHTt2+O1YJ06cwDPPPINNmzbhiSeewKlTp1x+P9qw48TERGzb\n", "ts3n0VXz589HTEyMT8eYiDwd7r169Wom58CYSMbN8FfCX0tLC86dO4fbt2/j1VdfdT5uMBiwZ88e\n", "aDQaSCQSVFZW4pvf/Kbz90ePHoVOp4NEIoHVasWGDRugUCgAABKJBEajEWq12jnNHgDYbDYcPnwY\n", "FRUVKCgoAABkZ2djxowZPv9/HD9+HF1dXZBKpZBIJC5lhcrKSly7dg0qlQomkwkLFixARkYGmpub\n", "8ac//QnZ2dnYunUrWltb8dFHHyEmJgbPPvsspNLR/wkUFhaisrISERERCAsLg8FgwOzZs51zBoz2\n", "msDAtIhHjx7F7NmzUVdXB7lcjtjYWOeMWSUlJWhvb4dEInEO5922bduY56Curg4lJSXQaDQQi8Xo\n", "6OjAiy++CAA4ffq0y3mPiIjAihUrAAz8Xfbu3QuxWAyO4wIygfykN8Y8smQC+cc//uGyXVNT4zLh\n", "dF1dnfPnkpISrrKy0rnd39/P7d6927nd2dnJ/fCHP+T+/Oc/c2+++SbncDjcvtZQJ06c4Nra2jzO\n", "fvPmTe7s2bPO7fb2du6tt97iOI7j9Ho99+GHH7rsv3PnTs5isXAcx3Gtra3c8ePHnb/Lz8/3+HW/\n", "9a1vcXa73bn997//nTMYDGO+5v3Mv/nNbziz2eyyX2VlJXf+/HnntsPh4EpKSjzKc/DgQa6+vt65\n", "PfhvxnGjn/f9+/dz7e3tzu3z589zO3fu9Og1CT905TqJpaenw26348iRI85p11JTUwEAjY2NWLp0\n", "qXNfjUbj8tzCwkJ873vfg0KhQGNjI44dO4annnpKsKxVVVVYvXq1czs6Otq5/Exrayv6+vqcV2zA\n", "wIxP3d3diI2NRWxsLNrb2wEMXMV7c9U2a9YslxmQpk6diqamJojFYreved8TTzwxbALmW7duYdWq\n", "Vc5tkUjkcq7dWbt2LS5evIjy8nLYbDbExsY6/2bu6HQ6l6n75s6dizt37nj0moQfalwnsevXr2PO\n", "nDnOGX5KS0tRX1+P1NRUJCcn49atW5g6dSqAgX+cQ90vEURFRcFgMAiaNTs7G9euXcPixYsBAO3t\n", "7bh79y4AIDk5GXFxcdi8ebNz/6E9EebPn49Lly7h7t272LBhg8evW1ZW5jLFXHV1NdavXw+JRDLm\n", "a3IcN2JdMyMjAzdu3HCpOw8+1+5cvXoVDz/8sHP7b3/7m0cTmoeEhKCjo8PZwF65ciVgUzZOVjQr\n", "1iRw8uRJ9PT04MaNG84rsby8PBw4cGDYvJQbN250Pna/5ioWi2G1WrFx40Zng1pXV4cLFy5AoVDA\n", "ZDJhw4YNLstlnD59Gl1dXRCLxbDZbFi6dCni4+Od9d+amhrExcUhNDTU40Xojh07hu7ubiiVSphM\n", "JrS1tWHx4sVYsGAB7t69i4sXLzprqDqdDhs2bHCZUPv9999HfHw81q1b5/G5++1vfwuNRgOlUgmr\n", "1Yo5c+YgJycHANy+5oULF3Dt2jUAQGxsLJKSklwaxRMnTricn2nTpmH27Nlj5nnvvfeQkJAAjuPg\n", "cDhc6rjAQCN9/fp1KBQKcByH9PR0zJ49GzabDbt27YJMJoNYLIZGo8HFixfx/PPPB2ze3smGGldC\n", "3Ni5cye2b98e7BhkHKKuWISMorCwEBUVFTh06FCwo5BxiK5cCRPq6uqcX6OHSktLE2TW/GC8pjs6\n", "nQ5FRUUj1kI1Gk3AVtUg/kGNKyGECIDKAoQQIgBqXAkhRADUuBJCiACocSWEEAH8/09sYrWcVNJH\n", "AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.306525\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd8U/e9P/6X9vTeA28bx2AgQIAQChmsJkAcAlk0N+23\n", "SX/tzW1/3bsZbdL0thm97W3TtOm3t7dJSdkEEgjYIWwwBAjD2OBtvLclax+d7x/CwlOWjnSkj+33\n", "8/HI42Ep0tEL2X776H0+Q8LzPA9CCCEBJQ11AEIImYyouBJCiAiouBJCiAiouBJCiAiouBJCiAio\n", "uBJCiAjkYh24paUFJSUlkMlkWLZsGZKSksZ87IkTJ9Da2goASEtLw7x583w+BiGEsES04lpaWopN\n", "mzYBAHbt2oWioqIxH7t48WL31wcOHBB0DEIIYYlobQGtVuv+WqlUjvv42tpavPbaa8jJyRF8DEII\n", "YYVoxXXwxC+FQjHu4zMyMvDss8/izJkzgo9BCCGsEK0twHGc+2uJROLVc9RqNcLCwgQd48CBA5DJ\n", "ZD6mJIQQzyIjI93XgXwhWnE1m80AXGefA18DwOXLlyGVSlFQUOC+r6urC9HR0e7Hj3eM0chkMsyd\n", "Ozdg+QkhBADOnTsn6HmitQUWLlyIzZs3Y/PmzVi4cKH7/pMnT+LEiRNDHnv8+HFs27YN27Ztw4wZ\n", "M8Y9xkR07NixUEfwiOV8LGcDKJ+/WM8nlGhnrsnJyXj88cdH3P/MM8+MuG/t2rU+HYMQQlgnmSxL\n", "DpaUlFBbgBAScOfOncN9993n8/NohhYhhIiAimuQsN5XYjkfy9kAyucv1vMJRcWVEEJEQD1XQgjx\n", "gHquhBDCECquQcJ6X4nlfCxnAyifv1jPJxQVV0IIEQH1XAkhxAPquRJCCEOouAYJ630llvOxnA2g\n", "fP5iPZ9QVFwJIUQE1HMlhBAPqOdKCCEMoeIaJKz3lVjOx3I2gPL5i/V8QlFxJYQQEVDPlRBCPKCe\n", "KyGEMISKa5Cw3ldiOR/L2QDK5y/W8wlFxZUQQkRAPVdCCPGAeq6EEMIQKq5BwnpfieV8LGcDKJ+/\n", "WM8nFBVXQggRAfVcCSHEA+q5EkIIQ6i4BgnrfSWW87GcDaB8/mI9n1BUXAkhRATUcyWEEA+o50oI\n", "IQyh4hokrPeVWM7HcjaA8vmL9XxCUXElhBARUM+VEEI8oJ4rIYQwhIprkLDeV2I5H8vZAMrnL9bz\n", "CUXFlRBCREA9V0II8YB6roQQwhAqrkHCel+J5XwsZwMon79YzyeUXKwDt7S0oKSkBDKZDMuWLUNS\n", "UtKYj71y5QoqKirgdDqxaNEipKamAgD27NkDjuMAANnZ2SgsLBQrLiGEBJRoxbW0tBSbNm0CAOza\n", "tQtFRUVjPrazsxPr168HAHz44Yfu4qpWq7FixQqxIgbVkiVLQh3BI5bzsZwNoHz+Yj2fUKIVV61W\n", "6/5aqVR6fOzSpUtHvZ/jOOzYsQM8zyMzM5MuWBFCJgzRiuvgQQgKhcKr5xw8eBALFixw3169erX7\n", "63379o37/GPHjrn/Cg70cVi5/eabb6KwsJCZPBMp3+CeHAt5KN/UyieUaEOx9u/f7y6OxcXFWL58\n", "ucfHHz58GOnp6cjIyBj1/493DNaHYg0u/CxiOR/L2YCR+Tgnjxu9FjicPJLDVdAoZCFMN/HeP9Yw\n", "NxTLbDYDcJ3BDnwNAJcvX0ZZWdmQxx49ehQJCQkjCmtdXZ37a4vFIlbUoGD5hwdgOx/L2YCR+Uob\n", "evHVHeX42s4K7CnrgNXBhSiZy0R7/yYL0doCCxcuxObNm8Hz/JAzzpMnT0IikaCgoAAA0NbWhuPH\n", "jyM/Px/l5eUwGAx48sknAbiKa2lpKQBgzpw5YkUlJGCMVgf+eqYZ3M3Pg2+facJdGRFIiQjt2SsJ\n", "PpqhFSSsf/RhOR/L2YCh+awODj8vrsGZGwYAQIRajj8WTUec3vNF3WDlYxHr+YS2BUQ7cyVkKlLJ\n", "ZfjqolREfdaKPqsDX7g9KaSFlYQOnbkSIhKe5yGRSEIdg/iJuQtahEx1VFinNiquQcL6/GmW87Gc\n", "DaB8/mI9n1BUXAkhRATUcyWEEA+o50oIIQyh4hokrPeVWM7HcjaA8vmL9XxCUXElhBARUM+VEEI8\n", "oJ4rIYQwhIprkLDeV2I5H8vZAMrnL9bzCUXFlRBCREA9V0II8YB6roQQwhAqrkHCel+J5XwsZwMo\n", "n79YzycUFVdCCBEB9VwJIcSDoPZcz549K+RphBAyZXjc5uWtt95CXFwcnE4nqqqqkJqaioaGBuj1\n", "esyfPz9YGScF1vcJEpKvs98Oi8OJaK1c1O2jJ+N7F0yULzQ8Ftf58+dj3rx52L17N7785S8jNjYW\n", "7e3tOHToULDyEUZVd5rxs4+q0G6y44k5Cdg4KwE6ZeAKbLvRhhaDDWFqGRQKRcCOS0iweCyu8+bN\n", "AwBwHIfY2FgAQFxcHNRqtfjJJhnW/zL7mm93WTvaTXYAwD8vtGJRWgTy43UBydJmtOKlj2tR3maC\n", "Wi7Ff94/MyDHFctk+94GG+v5hPKq5+pwOIbctlgsooQhE8fgs1QJALkscPtF3ei1obzNBACwOJw4\n", "WdcTsGMTEixeFdfo6GicOnUKFosFp06dQlRUlNi5Jh3Wx/L5mu+B/BgsTo9ASrgKP7g7HemRwj7N\n", "GKwO9JjtQ+4LV8kwuFbHqdne6G+yfW+DjfV8QnlsCwxYvnw5ysrK8NFHHyE3NxeLFi0SOxdhXEqE\n", "Gj++NwNWuxN6lUzQTqeVHSa8dqQe/TYO31gyDfNSwiCRSJAZrcErn8/Boapu5MVqkch1ivAvIERc\n", "NM6VhITFzuEH+ypx9ebHf6VMgr88fBuSwlUhTkbIUKKOcx3ec/344499fiFCBphsHK629eOu9Eg8\n", "MScBUgngcPKYFH/lCbnJq+L64YcfDrltNBpFCTOZsd5XCma+Y7U9+MG+Krx9pgkn63uxriAWP7w7\n", "Awl6ZcizCUH5/MN6PqG8Kq5Op1PsHGSKcPI8Dl7vct+u6bJgaWYUPpcZCZmU7QtXhPjC4wWt7u5u\n", "OBwO9Pf3o6OjAzzPg+M4OnMVgPWxfMHKJ5VIcGd6BD5rdv0MJYUpEa9TeCys9N75h/KFhsfiWlZW\n", "BrvdjtbWVly+fNn1BLkca9euDUo4Mjndlx2FpDAl+iwcbkvQIT6MLmKRycdjW+Cuu+7C3XffjdWr\n", "V+Puu+/G3XffjSVLliAsLCxY+SYN1vtKwcwXoVHgzvRIrJoegzQvxsfSe+cfyhcaXvVcCwoKxM5B\n", "CCGTis/jXOvq6jBt2jRIpWyts03jXAkhYhB1nOurr76Kuro6fPjhh2hsbMT777/v8wsRQshU4lVx\n", "nT59OtLT0wEAixcvFjXQZMV6X4nlfCxnAyifv1jPJ5RXxZXjOACATCbegsiEEDKZeFVcjUYjDhw4\n", "gOzsbLHzTFqsj+VjOR/L2QDK5y/W8wnl1apY69evR2trKzIzM/HZZ595NWOrpaUFJSUlkMlkWLZs\n", "GZKSksZ87JUrV1BRUQGn04lFixYhNTXV52MQcbUarLBxPOJ0CqhF3NKFkMnCqzNXrVaLzMxMAMDs\n", "2bOxfv169/8zm82jPqe0tBSbNm3CY489htOnT3s8fmdnJ9avX48NGzbg4sWLgo7BOtb7Sp7yXW3r\n", "x9d2VuDL265i55V2mO1cEJNN7PeOBZQvNPweT3Xw4MFR79dqte6vlcrRF+QYsHTpUr+PQcTh5Hn8\n", "41wzjDZXQf3b2WY09VlDnIoQ9nnVFvBkrBbB4OGz3m4wd/DgQSxYsMCvY7CK9b7SWPmkEgki1bfe\n", "e4VUAoUsuGOcWXvvLHZuSGvE13xVnSYcru5GrE6JO9MiEDfGamCBwtr7Nxzr+YTyu7iOZWCEAQCv\n", "Vqk/fPgwcnNz3RshCjnG4C16Bz5q0G3/bz9+ewKMVjva+h348h1JSI1QMZUvWLe1ETGo5KNxuKob\n", "C1N0mKHtx7yZ+T4dL2f2HfjRvir0WFxrJLcabHhmYQoT/z66PfZtIfzeiWDXrl0oKioacf/OnTvx\n", "0EMPged57N27173Yy+XLlyGVSodMqT169Cji4uKQn5/v1TFGw/oMLdb3Zh8vn51zws7x0AZw+2xv\n", "sfLenWnoxU8+qnbf/sXKLCxMi/ApX1WnCV/bWeG+XZCgw6v350Au4qcBVt6/sbCeT+gMLdHOXBcu\n", "XIjNmzeD53ksX77cff/JkychkUjcxbWtrQ3Hjx9Hfn4+ysvLYTAY8OSTT3o8Bgkezsmjx2yHUi5F\n", "mEq0H5cJwWx3erztjVidEp/LjMDRml5IADw8M07UwkpCR7Qz12Bj/cx1IrI6nDhU1Y23SxuRFKbE\n", "d5dlID1K2C6vk0FznxWvHKpFebsJubEa/OTeTCQL2POry2RHfY8FGoUUWdGaoPewiW9CduaqVk/d\n", "X7bJrqHHgteP1gMA+qxmbL/Uim8vTQ9xqtBJClfhxRVZ6LU4EK6WI1or7CJrtFYh+Llk4vD5T6bF\n", "Yhlye/Xq1QELM5mxPpZvtHzDP9I4Q7SDIEvvXZRWgYxozZDiOJCvy2RHY68VJltwxwGPh6X3bzSs\n", "5xPKq+L6xz/+ESdOnAAAtLe30+6vU0RapAr/sTgVarkUGVFqbJgVH+pIzKrvtuC7H1zHl7aW4W+f\n", "NqHP4hj/SWRS86rnOryvum3bNmzYsEHUYL6inqs47JwTPWYHlHIJItS+f5S1c0509Nshl0kQpwvN\n", "RJCOfhsq2k2QSID8OB2itQp0meww2zlEahTQBWAExP9+2ox3zre4b7/6QA5mJU3dHTt4nofDyU+K\n", "frKoPdfhC2PL5VP7qvFUopBJBQ9yt3OuC2JvHK2HTinDL1Zm4bYEfYATemaycXi7tAkfV3UDANYV\n", "xOLBgjg8d6AKjX02rLstFk/OS0KE2r+faa1i2O+IbOruZNtmtGH7pVZcbTNhw6x43JkWMSmKrK+8\n", "+hc7HEM/4thsNlHCTGas95XGysfzPK61m1BS2YXLLUbYOe+HH7UabHjtSD04HuizcnjzVCOsDt/7\n", "kULeu4vNRjx/oApnb/ThSE2P+/5PqrpR3WlCY5/rZ/j9qx2o6x59fQxf8t2VEYl7sqOQHK7EN+5K\n", "RWaUBsDQWYahEuyfveO1Pdh5pQPl7Sa8XFKLmi7P7y/rvxtCefXnurCwENu2bUNWVhaqqqowc+ZM\n", "sXMRRlR1mfGdvddg5XhIAPzmgVzMSvLu7FMqlUAuk8DOuQqMWi6F1IuZdv6q77HgJ/srYeV48ADm\n", "p4ThVEMfAOCujAhww+pdIM6qksJV+M7SNFgcTuhvthnONxmw7WIbsmM0eCA/BglTZJfbTpPd/TUP\n", "YeOBJwOvimtubi6mTZuGpqYmrFmzBhqNRuxckw7LM1CAsfO1GW2w3qxGPID6HrPXxTUpTIkXV2Th\n", "v080IFwlx9fuTBVUyHx978x2zp35VH0f/v3OFNyXGw2ZBMiP18Hh5HFfdhTK203YOCsemX6O3R3I\n", "p5RJobz576vtMuOn+6tgd/I4c6MPCpkET84NzZKZwf7Zuyc7Cgeud6HH7MA92ZFIG+f9Zf13Qyiv\n", "G01qtRpZWVliZiEMStQroVVIYbI7IZUAmdHj/2E1WB3o7LdDrZBifmo4frduOuRSSdCmziaFKbE6\n", "Lxr7r3VBJZMgK1oz4uLS15ekoqbTApODQ5/FEfA1as12J+yDxq7d6LF4ePTkkh2jxe/X5aHf5kSs\n", "To5wARdCJwOvTiN27twpdo5Jj/W+0lj5smK0eG1NLn56bwbeWJuH6XE6j8cxWBz4+6fN+MqOcjy7\n", "qwLX2k0IV8v9Kqy+vnfhagW+vCAZv38wD38oykdh4sgz7c+a+vHtvdfxk/3VePlQLTr6hV9HGC1f\n", "crgK9+VEAXC1Q9bNiBN8fH+F4mcvIUyFrBiNV4WV9d8Nobw6cx2+rOC+ffvw+c9/XpRAhD3ZMVpk\n", "x2jHfyCAG31WvF/WAQAwWDnsLmvH95YFf1ZXhFrhcejYR9c63JMkrraZ0NFvR2wAh4pFaOT46qJU\n", "PDQjHlqFFKmRNJNxqvHqzFWpVKKtrc1922qlxZJ9xXpfKVD5VDIppIOuWcXr/P9IKMZ7N3tQmyBM\n", "JUOYSviZ9Vj5ItRy5MVpQ15Yp8rPHmu8OnPt7+/HG2+84R6kX15ezsRiLYQ96VFqvLA8C+9eaEFm\n", "tBor82JCHWlUd2dFIVIjR5vRhvmp4UiJoDNLElhenblqNBq88sor2LhxIzZu3IjCwkKxc006rPeV\n", "ApVPJpVgUXoEXluTi28uSUOSgFWjhhPjvYvSKnBPdjQenZ3odctjLFPleysW1vMJ5dWZ6/CpX7Nm\n", "zRIlDJk8lFNwRg4hg/m9nisraG2BiaHfxqG60wQbxyMrWoMoWnqPME709Vxra2vR1taGuXPnor6+\n", "nsa8Moxz8pBJ2Zvbzjl5HLzeiT+ebAQArMyNxlcXpUDP4A4HlR0mNBmsSNArkROjZfL9JGzz6rPb\n", "qVOn0NTUhBs3bkAul+P06dNi55p0gtFXMtk47C/vwHc/uI5/fdaKHrN9/CfdFIx8/XYOu660u28f\n", "uN6FXi+W5gt2T66yw4Rv772Ol0pq8a0913G9w+Tx8az3DClfaHhVXJuamrB48WL36lg6neeB5CQ0\n", "rneY8PqxBlxp7cdfzzShrLU/1JGG0MikQwb0Z0SqQrLh4XiaDVZYHK6x3Q4nj4beqTO7igSOV5/H\n", "ZDL2fgEmmmCM5eu3D11xymD1fgWqYORTyKX4wu2JKIjXwWB1IC9Oi5ouC1RxUo9FdrRsPM/DbHdC\n", "o5B6te26LxL0SsilEjicPKQSIHmcBVdYH6dJ+ULDq+JqNptht7s+Ytrt9hEztggbsqI1uC1ei6tt\n", "JiSFKVGQwN4njIQwFW5PBp47UIW3zzQDAH54dzruzYn2+hjdJjv2XG3Hibo+3JsdhdX5MQj3o29r\n", "45yQ4NbqWDmxWry+Jhc3ei1IClMhL86/oVpkavLqJ3LlypV499130dLSAo7jpsS+We1GG0439KLL\n", "5MCSjEhkxfi3Elgw9mZPDFPh+fuy0GW2I1wtR7wPi1z7ms9gceBCswG1XRbMSw3DbfE6tBptqO+2\n", "IEwlR06MBgr56F2nTrMdtT1WzEnWY05SGGycE1YHB5V89LPX4dnK2/vxzvlWAEB1lxlZMRrMTw33\n", "OvtgFW39ePPUDchlEnxtUSqyY7SQSiTIj9chP967P07B+N76g/KFhlfFNTo6Gl/84hdFjsKW3WXt\n", "2HLRNeX3g/IO/G5d3oRYjzNap0B0AKacjud8kwEvfVwLAHjvYit+uzYXbxxtQGWnGRIAL67IwqL0\n", "iFGfG6NVYOG0MKRGqPE/n7rOXp08sCovxqur8sPXBx3oj/qq02TDC8U17vVHXz1ch1/fn4swP3cl\n", "IATwYffXsrIy7NmzB9euXRMzDxPsnBOXW25dDOo2O9Dv546erP9l9jVf9aDV5e0cj06TA5Wdrvt4\n", "AB9XdY353MQwFb40P9m9wAsA/P3T5jFHDgzPlh+vQ87NTxKFiXpkR2s8rvjf1GfFsZoenG80DPk+\n", "OjjAaL31mr0WDg4BW9xOtu9tsLGeTyiviuvBgwdhNBqxatUq9PT04JNPPhE5VmgpZFI8NDMOA+dQ\n", "d6VHICZEm+ux6o7UcChunmVmRasRq5UPWfxkvAW1o7UKJIffek/TItVQjdFGGC45XIWXVmXjz+vz\n", "8dS8RLxyqBa/PdaA5r6RCwp19NvwUnENfl5Sgx/sq8TRmm73/4vVKfCtz6VBKgHkUgm+sWQaIjV0\n", "1koCw6ufpJ6eHqxYsQIAsGDBAmzfvl3UUCxYnBaB/1qXB7PdibQotd8b2LHeV/I1320JOvzuwTyY\n", "bRyquy243mHGSyuzUNZmQrxegVmjrKE6WKRGgZ/el4k9ZR1QyCR4ID92zF1YR8sWrVWgx2zHDz6s\n", "BMcD5e0mhKlkWJkbjZQItbu90G12oHLQWXZJZTdW5sVAKpFAJpVgaVYU8mK1kEhcW7UIGXkw2b63\n", "wcZ6PqG8qhgKxeg9vL6+PoSHC7uQwDqFXOr1BY2pSCqRIClchV9/UosTda79qeYk6/Gz+zIRNsqV\n", "e57nRxSu9CgN/uOuaYIzWDl+yH5Yjb1W/OfhOmyak4jFGZEAgAi1DElhSjQbXIthL06PGLKPl1wq\n", "CfmSgGRy8upzmMlkQkeHqz/W0dHh7m8dOnRIvGSTDOt/mYXkM9s4XBrUm77S2g+zbeTFpcpOE14s\n", "rsYvP64RtNPqQLZukx37yjvwhxMNuNxiREqYEmtviwXgWpP19pQw1HRZ8M75FlhujvmN16vwi1XZ\n", "+N6ydPx8ZZZ7d4BAmozf22BiPZ9QXp25trS04O2330ZKSgoaGxuRkZGBrVu3ory8HA8++KDYGQmj\n", "wlVyPFgQh3fOtwAA1t4Wi3D10I/2XSY7XjxYjVaj64p8e78dL63KHrMF4Mmp+l68cawBAPBhRSd+\n", "/+B0fGl+EpbnRONcUx/+drYZDieP9Cj1kI0Q0yLVSKOzUxJkXhXXpUuXYv78+SPuP3v2bMADTVbe\n", "9pXquy3YeqkVTiewcVY8MrzYEDAQhPS9FHLXhb/CRD148MiO0UKtkKHVYEWflUOMVgE750Sn6dYV\n", "+VaDDTaH06fiOpBt+AgFo9XhmjiRIAcPHtVdFoQpZVgwLRwmOzdqe0IMrPcMKV9oeNUWGK2wDtxf\n", "XFwc0EBTmcHqwKtHavHRtS4crOzCLw/Votfi/eIroRCmkuP2lDDMTQlHhFqO2m4zvrXnOp7dVYE3\n", "jtRBBuCri1IAAFIJ8P8tSkGEwCvyy7KioJC5+qW3xWuRNGjccVOfFU19VlxsMeKF4hpUdfrefiAk\n", "kPz+0240GgORY9Lz5i+zzeFEU9+tXUhbDDbYHOOPu7RzTsikkiEXasTI540LTUZ0mOyYFqHCnJRw\n", "/PKTOixKC8d/rc2FRiFDaqTa55wD2WYk6PD7B6fDaHUgKUyFuJsz0HrMdpjsziEF1c4Ffop2VacJ\n", "zQYb4nUK5MRq3f8O1s+6KF9o0HLxDInUKPD0ghT37acXJHscd8nzPM419uG7H1zHq4fr0dgb+o0j\n", "I28OWVuRF4O/lDbicms/3j7TjAvNRmREayC/OUSqutOM0/W9Pl3gkkgkyIrWYFZSmLuwXmw24Bu7\n", "r8Hh5JF9c2LBfTlRfm/dMlxVp2sZwp8X1+Bbe67jWrvnZQgJoeIaJN6sWSmTSnBPdhT+WDQdfyya\n", "jlV50UMuzAzX0GPFzw5U42qbCcWVXdh6sVXUfN6I1ynw0Iw4qOUSOHnXx/f5qWFD1pa93mHCN/dc\n", "w88OVOPbe6+jpstzgR0rW2e/DS9/XIsWow1/Pt2IuclheGt9Pp69MxXRAd7hoLnP6p52a3fyqO+5\n", "tQwh6+uRUr7QoOLKGJVcipxYLXJitWMuZDLAxjlhHzTQs73fBqcfu/Y4nDwq2vtx9kYfWg3CzoL7\n", "bBxO1vfCYHHgO5+bhhitAia7E/NSbo2Hru02u9cDMFg53BC4XioP1+4GgGttgkNV3YhQy33a2aDL\n", "ZEdHv83j9FkAiLu5DCEASICAbLxIJjea6xckYvSVksJVeGx2At77rBVahRRP3J4ouO+6ZMkSnGno\n", "xc8OVMPJA9NjtXhuRSbifJz2mxmlRqRGjtIbBiSFKXGsthcA8IuSGry5Ph+pEWrEDzqmVALEjnKW\n", "abZzqOo0w+pwomDuwlFfK1anxI/uycDLH9dCIgG+f3e6T2esV1qNeKmkFjbOiR/cnY47UsPHnKGV\n", "E+NahrC224KUCBXyBy1DyHrPkPKFht/FNdALFRPv6ZQyPDo7AfdmR0EplyA53L+xnCWV3RhYt6Si\n", "w4Q2g83n4poQpsLz92XCaOPw+xM33PdbOd59cW56nBb/+fkcVHaaMD1Oh5zYof1RnufxcVU3/uvm\n", "mNZ7siLxH3dNG3Vo1bzUcLz1cD4kcBVbbxksDrx+tN69ItZLJbX4y8P5Y658JpP6tgxhsFkdTtR0\n", "uT4RpEepEaWhjR9Dzau2QFtb25j/T8iuiFORWH0lnVKGjGiN34X19OnTmDFocW2dUoZwgespxOiU\n", "SI/S4Km5SVDfXIxl0+2JSAxzFT+1wjWbauOsBMxK0o/oK5vsHHYP2mvrUHUPus1j77UVp1P6VFgB\n", "ABJAglsnBpJht33BQs/wWG0PvvH+NXz/w0r8+XQjDINW+2Ihnyes5xPKq9+ev//97/jKV76CiIiR\n", "63Pq9Z4X6PCW0+kEz/O0pUyI2O12fC4zEnqVDE19NhQm6lDbbYbRxiEvVtjup4VJerz50HTYOB4J\n", "eqXX+2Wp5TIUJupR2+3qxSaFKaBTBPbyQJhKju8sTcMrh2phczjxvWXpiNNPzLM9i53D9ku3ToBK\n", "Krvx2OyEoE2iIKOT8ON18gH885//RHR0NAwGA+644w5kZGSMe+CWlhaUlJRAJpNh2bJlSEpKGvOx\n", "+/fvR3V1NYqKipCcnOy+f8+ePeA41xzx7OxsFBYWjnmMkpISzJ07d9xcZHxVHf34xvvXYXfykEmA\n", "19fm4bYgfxxuM9rw6Y0+9FocmJ0chgS9MuAjAADXGFknD1GOHSxOnscfTtzAnquu9T/itAr8dl2e\n", "e7ga8c+5c+cEfUL36k/bhg0boFQq4XQ6cfbsWRw+fBhPPfWUx+eUlpZi06ZNAIBdu3ahqKhozMeu\n", "Xr0aZWVlI+5Xq9XupQ6Jd2wOJ841GnC4uhuzk/VYnB7p88f7xj4b7Debrxzvmv0U7OIar1ciP16H\n", "n5fU4P+ebcbtyXp8d2l6wAtG5CToTUolEjw6Ox5pkWr0mO1YmhVFhZUBXn3W6utzLSnX1dWFGzdu\n", "IDIyctznaLW3LlIolcK+0RzHYceOHdi+fTvOnTsn6BisCFZfqbLThOcPVqOkqhuvH23AlVbvZtAN\n", "zpcYpnRPM5V5sfupP6o6TXi/rB0n63rQN2yq7+n6XvfEiPNNRtT1sLnFNQs9w3i9Cg/OiMNT85OR\n", "OWw9ChbyecJ6PqG8OqV57733EBsbi9jYWKxZs8arYjm42zDWerDjGbwR4r59+8Z9/OAFIAa+Yazc\n", "vnTpUlCFPNcNAAAgAElEQVReT55WiMF9nrabq1H5ki83VosXlyag3exEZnwkcmO1ouTVJaTjl6d7\n", "3Nu7fO2OeDw02zVD7cSJEwgLz3D/OyQAOLMRQLio7x/dptuj3RbCq57r3/72N3zxi1/0adjV/v37\n", "3cWxuLgYy5cv9/j4srIyREZGDum5DjbeMajn6tLUZ8ULB6pQ22NFmEqGX9+fE/CpoIFypdWIb+25\n", "7r59T1YkfnRvpvt2l8mOjyo6caHZgDW3xWLhtAgovdwKhpBAEbXnumnTJp/Hs5rNNzer43n31wBw\n", "+fJlSKVSFBQUjHuMuro6pKenAwAsFjY/Eo7H6nDifKMBpxt6MSc5DPNTwwWtZeqt5HAVXlqdjXaj\n", "HZEaOVIi2F3HNF6nRGaUGjU3RwUsyxq6kHW0VoHHb0/Eo3MSBE+OsDg4tBpskEulSA5X0rhsEjRe\n", "FVelUona2lq0tbVh7ty5qK+vR1ZWlsfnLFy4EJs3bwbP80POOE+ePAmJRDKkuBYXF6O6uhpqtRoZ\n", "GRlYunQpAFdxLS0tBQDMmTPH538cC653mPDcwWoAwAflnfjl6mzMTxV3a5x4vQrxet/6pIFeU9Pm\n", "cKK22wKH04m0SPWQKanNfVaUNvTBxrmGQHX02xGmkiE3dvQz7BPHjwvKZnFw2FfeiTdPNUIpk+AX\n", "K7Nwe0rg33vW1yOlfKHhVXE9deoUnE4nWlpasGDBApw+fXrc4pqcnIzHH398xP3PPPPMiPvG+rg/\n", "UGQnsm7z0Is0XSa212cNBJ7ncbi6G785Ug8AeHR2PJ6YkwiNQgaLncPbZ5pwtKYHAJAXq8HLq7IR\n", "IcJV+w6jHW+eagQA2Dgeb51uwhtrddAoaCw1EZ9XDaympiYsXrwYUqnr4Todm1MAWZQRpUG8zlU4\n", "ItTyEVM9x1PTZcax2h5ca+93L1IihkCeORhsHN690OK+/a/P2twzrMwOJ8pab+27Vdlpdq82Fehs\n", "cpkE2kGTD2K0cvfiK4HE8lmX3eFEWPZsbL/UhkvNBthEWOfWXyy/f/7w6syVZk0JNy1Sjd88kIv2\n", "fhuitQqk+tADreky4zt7r8No4yCTAK+tyUNBwsg/bE6eR+vN3U3j9UpBs6k8sXNOmGwctEqZxyUQ\n", "B6hkrnVXBxb+TtAroJa7MoWp5Fg/Mw5/KW0CAKwriPV72/KxJIap8NKqbPyltBFRGjn+z/xkr/JP\n", "JhUdJnz/g0rwcI24eH1tLmYkBGZWJfHMq59qs9kMu931cdZut8PpZO+vH8uSwlWoungGs3z8C93c\n", "Z4XR5pqhxvGuMaHDiyvP8zjT0Iefl9SA54Ef35OBxRm3to+u6TKjx2xHYpjK4zJ5Y/W9Ovvt2HKx\n", "FSfrenFfbhSKZsSPWwxVchmeXpCC9Cg1jFYn7s+PQbTWNXxPLpXg/vxY5MfpwDmdyIzRQjPOBT5/\n", "enIzE/V49YFcSCWSgP/RGcByz7DNaHMPzePh2iCSNSy/f/7wqriuXLkS7777LlpaWsBx3JDxp0Q8\n", "cXrXYP6BNVtH28G02+zAG0fr3Y959Ugd/hJ/G+J0SlS09+N7H1TC4nAiJVyJl1dlI9nH0QNlbUbs\n", "vLmIyrvnW1EQr8Md00auMTFccrgKT80bfVidTilDYVLwzp6m2tnqYGmRamgUUpjtTmgVUkyLoHVo\n", "g8Wr4hodHY0vfvGLIkeZ3IT8Zc6J0eC1B3JR221GcrgK+XEjWwIyqQRapQxdN3uaOqUMsptnrZ81\n", "Gd2LUjf22XCjzzpmcR0r30DRlkpcW2dzPNBisCIxTAWHk0eXyQ65VCLq3HzWz2pYzpcTq8Uba/LQ\n", "1m9Dgl45YvYWC1h+//whqNk1eIIAEY9EMv4aohFqOX50TwZ+d6wBTp7H1++a5i500yJvnaXIJECk\n", "2vcCWJCgw6wkPWYm6HCirhe7yzoQq1Xg5dVZuN5hxu+ONyBCLccLK7LGHEpFQisrRoOsGPaK6mQn\n", "e+GFF14Y63++/PLL6OjowKlTp7Blyxa0trbi3XffhUQiGXO77VCpqanxuPJWqB07dgxpaWmiHDtG\n", "q8A92VFYmRczpK8aqZEjL1aLpDAlnpqfhOlxujEH44+VT6+SY1FaBCwOp3vVJZPdicwoDf77eAPs\n", "Ttft5j4r7s2OhlQiAefk0WKwoc/igF4l83vg/vBs/TYOlR0mdJld42Pl0tB+7BfzexsIlM8/zc3N\n", "4w49HY3HM9cvfOELSE9Px7/+9S+89NJLkMlkePTRR7FlyxbBQYk4Rhu7GaaSY2lWFJYOm/nkq3C1\n", "HFHDdqGNUMsx+LKm8mZf08nzOFnXi5c/roFEIsHP7svAorSIgM2Msjpca5e+c9411OtbS6ZhZV6M\n", "aBerCBHK45/8gamnCoXCPRxLLpcPWfGKeIf1vtJ4+XJjtfjRPelYMC0c/7E4FYVJevz03kxEa+XI\n", "jdXg/9yRDJlUgi6THa8drQfHuzY8fONoA7rM/l2hHpyt2+TAPweNoX3nfMuQVfc9ud5hQkllFy42\n", "G2BzBG7Ey0T/3oYa6/mE8qrnOnxev9Ho3TJ2ZPLQKGS4Jzsa92RHu+9bnBGBggQdFDKJe9V7mVQC\n", "nVKK/ptDyMLVsoAO3FcrpEgJV6Hh5lKEGVEaqLxYzKW60zVmeOAC36/vz8Gc5LCA5SJkOK+aVXPm\n", "zMF7772Hc+fOYfPmzRN2nn8oBXrNShvnhMHiQKvBimvtJnT02/w6npB8XSY7zHZuSPGM0ijws/sy\n", "8fDMODx7ZyrWFcShZ5T9r1oMVjT2WmFzcLjW3o9PqrpR3jb6LLTB2SI1Cjy3PBMPzYjDY7MT8O93\n", "png1nbW93+YurIBr3dtAYX09UsoXGl6duRYUFCAzMxONjY0oKiqCRkNXHkOpqc+Kv51twswEPbZf\n", "akOL0YacGA1+dl+mx4kCgVTVacJPPqpCl8mBJ+YkYOOsBPdqX9PjdChr7ccfTrp2f43XKfDamlz3\n", "zqoXmgx47kA1bJwTP1+ZhZ8X18DGeb+lTHqUBl+7M9WnvPF6JXRKGfptHKQSIC+WpnATcXl9mVWj\n", "0SAnJ2dEYS0uLg54qMkokH2lQ1VdOFrjWmS6xeg6Y63sNKO6yzzOM8fma76dl9vRZXKdkf7zQisa\n", "Bu0SwPM8Ttf3um+39dvdC2IbrQ784cQNWBxOOHngWrsJNu7WljIDOw/4k200mdEavPZADn56bwZe\n", "X5OL2+IDd92A9Z4h5QsNvyd1U/81+Iw2Dk4e0AzbETXQ68Q6nDy6zXYoZRJEDBsjG6a+9VpSCaAY\n", "1BqQSCRYkReDc02un43cGI177K1MKoFedSu3XimDQiqB3clDKgGSw8Xb+ykrRossRhcOJ5PP1J0X\n", "GGSB7CutzI1Bgl6BsrZ+PDU38ebmfWmY7sMg/rpuM0oqu/DpjT7027gR+ewOJ0oqu/DMtqv4zt7r\n", "I86K1+TH4q70CEyLUOFH92QgLWrozK/F6RF49YEcvLAiEz+9LxOxOlfR1Chk+PpdaZiZoENmtBp5\n", "sRq8vjYXP7w7HW+sycP0UWahsd6To3z+YT2fULSx+QSUGa3Bb9fmweJwIlrjWq3fl5X6m/qs+NG+\n", "KnTcXFv2+8vSoZcP/VG40WfF60fqwQOo77HiH58247nlme7xqikRavzo3gzYHM4hC2EP0ChkmJU0\n", "+tX4rGgNXlmdDY4HtIP6tIRMJlRcgyTQfaUYnfCPz90mu7uwAsCZhl786N5FHp8z2iQApUzqnjzg\n", "K5UPC1az3pOjfP5hPZ9Q1BaYgmJ0CiSF3SrOC9IiYBw2ED81QoXvLUtHmEqGrGg1npybSPtPEeID\n", "v4sr/cJ5J5h9pWaDFRebDUOu4A82sIj0D+5Ox7N3puKDqx1480QdegbNpFLIpLgnOwpvrc/Hrx/I\n", "DelqSqz35Ciff1jPJ5TfbQEhW84S8TT2WvCTj6rQ1GfzuLX2tEg1Pq7swrsXWgEAl1uBldMtiBy0\n", "l5VMKkGsTomOfhuu9BgRrpJj2ihryhJCRvK7uOr1tGWEN4T2lTgnD4uDg1bh3epS9T0W9/YqBiuH\n", "8jbTqMUVAMKG7Sgw2jTSNqMVL39ci6ttJmgVUvz6/hzkBfniE+s9OcrnH9bzCeVVcf3kk09G3KfV\n", "ajF37lzI5XRNTCxdJjt2XG7D6fo+rMyLxufzYqAfZ4uVcLUcEsC9tUecfuw1XBenR6C2y4zydhMe\n", "LoxHRvTIs9IbPVZcbXNNFTXZnThV3xf04krIROSx5/riiy+iqakJzc3NmDVr1pD/4uLiaOlBHwjp\n", "K11pNWLLxTbU9Vjwl9ImXOscfwZWXowWv1iVhfunx+CHd6d7nEqaGKbCN5ak4Y21uYjurYZa7rqC\n", "32u2o+R6J/58uhESiWuSwICUEGwTwnpPjvL5h/V8Qnk8DXr++ecBuKa+RkdHD/l/0dHRuHjxonjJ\n", "gqSq04TdVzoQppbh/umxISkeYxm+5bTVwY37HIVcigXTIrBg2D5X7UYbOJ5HnG7o7rByqQRypRxW\n", "661pp2dv9OE/D9cDcA3Ten55Jo5U96AgQYe5tJIUIV7x6zM9z49cwWgi6ei3uRcfAVy7rf7wngzB\n", "Yzc9EdJXmpGgQ060BpVdZtyRGjZm73Q8V1qNeO5ANcx2J767LA1LM6NGLAM4OF9V161RBnU9VugU\n", "MvzgngxBrx0IrPfkKJ9/WM8nlFfF9c477xz1/kWLPA88Z53F4XQXVgCo67HA5nCKUly9ca29H8fr\n", "epEcrsIdqWFIiVDjpdXZMNo4RKjl425pPRqTjcN/n7gBg9V11vvrT+qQH6dDsofVs+5Kj8DusnbY\n", "OR45MRokhIk335+QycqrKpKQkDDq/YmJiQENE2wxWgUem+36t0klwJO3JwV88ZMB4/WVGnos+MG+\n", "Kmy+0IrXjtTjk+oeAEC0VoG0SLWgwgq4/l3qQaMAFFLJqN/0wfkKEnT4/brp+PX9OXh+eaZ7qcDh\n", "DBYHzjcacL7RgD6Ld7sBCMF6T47y+Yf1fEJ5/Rvb29uLzs5OJCcnQ62eHGMdNQoZHpkVj8XpEZDL\n", "JEiPVIdsUoTByrlX7weAstZ+rJ/p/3HVChm+vjgVrx+th9HmxDfuSh33TFQikYy7W6jV4cT2y234\n", "581xshsL4/Fv8xKhkovzx4mQiUbCe2iclpaWYsGCBTh69CiMRiOSk5NRVVWFvLw8zJwZgN/8ACop\n", "KcHcuXNDHUOwzn4bXjlUi4st/ZBKgJdWZmH+sItS/jDZODicPMIFngEP19Fvw1e2l8N48w+CSibB\n", "2xtuQ4vBhtMNfciL1WBeSviIsbSETDTnzp0TNFnK409+U1MTAKC1tRUbNmwAAMyePRtbtmxhrrhO\n", "dDE6JX5wdwZu9FqhU8mQ7cd0UyfP41KzER9d60ROrBbLMqMQoxt7vKsQWoUMMxJ0ON3QBwAoSNDD\n", "aHXgh/sqcXPta7ywPBOLMyID+rqETBRe9VyHTxSQhnif+InIm75SnF6J21PCkBer9Wur6NpuC368\n", "vwrFld3406lGHK/rCUi+wbRKGf79zlR8465U/MfiVHxzyTR0mR3uwgoAN3pHX9vAV6z35Ciff1jP\n", "J5THM9dLly7BbrejsrISRUVFAAC73Q673b+tkom4+q0c7IM2+qvrFr79iydJ4SqsCY9z3+YBpIQr\n", "0dhng1ouxWwaE0umMI8919HU1tYiPDx8xKSCUJvoPddA6uy34TeH63GuyYAVOVG4KzMSEWo5sqI1\n", "Xu2U6o/mPitaDDZEauQhXUnLk34bh85+O9QKKeL1NMyMeCZKz3U0GRkZPr8ICa4YnRLfW5aO9n4b\n", "DlzrwgsHawAAX78rFQ/kx/q0a4GvksJVQduBVgiD1YF3zrVg55V2RGrk+OWqbOT4sD2OGEw2DkqZ\n", "BPIQja8m4vD6u2m329HW1gan0wmDwSBmpkkp2H2lGJ0CYSo59pZ3uO/bdrENRuvoU2hZ7nsFMltD\n", "jwU7r7QDAHrMDuy52jHOM8YnNB/n5HGirgff2nsNv/qkDo0B6lEPx/L3FmA/n1BeFdfq6mrs3r0b\n", "Bw4cAADs2bNH1FBTmd3hxGdNBmz5rAUXmgywO5zjP2kMWoUU0watlXBbvA5qxdQ+O1LKpUMWoonW\n", "hG6oWH2PBT8vrkFNlwVHanrwfln7qI+zOpxo6LGguW/ktuOEXV79ZJ09exaPPPIIdu3aBalUSmu4\n", "CuDt/OmKDhO+/2EleAASAK+tycXMRGHvd5RWgedXZOFIdTd0ShnuTI8Yc2ovy/O7A5ktPVKNn9yb\n", "gXfPtyIrWoOVeTF+H1NoPhvnxKDrjugyj5zlZnFw2FfRiTdPNkKjkOKlVdko9PHngeXvLcB+PqG8\n", "Kq7BmJHldDrB8zxksqk9w6ej3+Zei5UH0N5vG/EYzsnjeocJLQYbksOVyI3VjjmzLC1SjS/MTRIv\n", "8ASjkEnxucwozE8Nh1Im9WvIm79SI9R4fHYCNn/Wigi1HI/MGjnNvM1gx5snGwG4Vkn7y+lG/OaB\n", "HJoJNwF49RnRbB46lMfhGH8eeUtLC95991289957aG5u9vjY/fv3409/+hNaW1sFH4N13vaVpkWq\n", "3esbaBVSpI2yrcq1DhO+tecafnmoFt/eex3XvVjnNVD5QkGMbBqFLGCFVWg+nVKGx2Yn4K8bbsMf\n", "iqYjd5QLazKpa/bbgEiNHHIfx5mz/L0F2M8nlFdnrnPmzME777yDvr4+bN++HQsWLBj3OaWlpdi0\n", "aRMAYNeuXe5xsqNZvXo1ysrK/DrGZJEdo8Uba3PRZrQhXqdExijDmRp7re7B+jaOR0ufFXkhvuJN\n", "hNEoZZjmYbGglAg1frEqG38+3YgorRxPL0gJ6dk28Z5XxXX69OmYNm0aWltbkZqaCoVi/KmUWu2t\n", "X3alUthYwkAcgxW+9JUyojTIiBp7jGhyuBJSCeDkAYVMgsQALAnIct+L5WyA+PnmJIfhtTW5kEsl\n", "UAgYrjXV379Q8fpSqVarRWZmptcHHjw3wZtiLNYxJqPpcTq8sSYPLUYrksNVIR+nScQn9uQPEnhe\n", "FdcPP/wQhYWF4DgOJ06cwIIFC5CTk+PxORx3azyl0GX8fD3GsWPH3H8FB/o4rNx+8803UVhYGJDj\n", "yaQSdF4/DwWA6dns5Qv07cE9ORbyUL6plU8or6a/7tq1C+vWrcP777+PoqIibNmyBY888ojH5+zc\n", "uRMPPfQQeJ7H3r17sXbtWgDA5cuXIZVKUVBQMOTxZWVliIyMRHJy8rjHGA3r018HF34WsZyP5WwA\n", "5fMX6/lEnf4qlUohlUrdQ7JUqvGnNy5cuBCbN28Gz/NYvny5+/6TJ09CIpEMKa7FxcWorq6GWq1G\n", "RkYGli5d6vEYExHLPzwA2/lYzgZQPn+xnk8or4qrzWaD0Wh0F1dv1npJTk7G448/PuL+Z555ZsR9\n", "YxXOsY5BCCGs8+rSY3JyMnbt2oVFixbh8uXLqK6uFjvXpMP6WD6W87GcDaB8/mI9n1BenbkuXrwY\n", "ixcvBgDk5+ePezGLEEKmOp/Xc2UV6xe0CCETk9ALWoKWSNq/f7+QpxFCyJThVXE9cOAAtmzZglde\n", "eQWbN2/G+fPnxc416bDUV6rsMOFITTcq2vvB3VyWiaV8w7GcDaB8/mI9n1BeFVej0YhHHnkEM2bM\n", "wOOPP47c3FyxcxGRVHaa8O291/FSSS2++f41XOswhToSIZOSV8V1YHaU0+lauHn4brBkqKY+Kz6p\n", "7kZpQy/6LK7NHFkZy9fcZ4Xl5gLcHO9amR9gJ99oWM4GUD5/sZ5PKK+q5MASgzKZDH19fbT7qwed\n", "JhteKq5BZZdrGcCvLEjGhlHW6QyVBL0SCqkEdicPCYBkhve7ImQi8+rM9eGHHwYArFy5EiUlJSOm\n", "rpJbes2cu7ACwOGaHtg4JzN9pZxYLV5bk4vvL0vDa2tyMT3OtegLK/lGw3I2gPL5i/V8Qnk9/RVw\n", "TXt96KGHRA000UWq5ciN0bgXsL47K3LMrVVCQSqRID9eh/x4XaijEDKpCRrneuTIEff8f1awNM61\n", "qc+K6x0maBVSTI/TIVxNPWpCJipRF245duwYmpub3ftbXb16lbniypLkcBX1MgmZ4rz6vNrZ2YmN\n", "Gzdi/fr1WL9+Pb785S+LnWtC4Xkel1qMeOVQLd670IJ248hNBVnvK7Gcj+VsAOXzF+v5hBL0eTU2\n", "NjbQOSa0uh4LfrSvEjaOx6Gb9z02JzGkmQghoeWxuA5sGtjV1YXi4mL3QtYnTpzA008/LX66CcJk\n", "42DjbrWua7otIx7D+lg+lvONls3q4FDbbQHn5JEWqYZeFbq+NsvvHUD5QsVjW2DgdH3hwoVDdggg\n", "QyWFq7A4PQIAoJRJ8EA+ndmLiXPy+LiyG1/ffQ3f3HMd2y+3w2Lnxn8iIUHksbg+8cQTKCgocI9r\n", "raqqgkwmw7/9278FJdxEEaVR4P+/axp+uzYX/100HYWJI4c5sd5XYjnf8GwGqwPvnG9x3958oQXd\n", "ZkewY7mx/N4BlC9UPBZXvV4PADh48CCMRiNWrVqFvr4+nDhxIijhJpIorQIFCXpkRGkEb8hIvKOW\n", "S5EVfWvr8eRwFdQKdsYSEwJ4Oc5169at2Lhxo/v29u3b3bO2WMHSOFcivsZeC4oru2CyO3H/9Bik\n", "R2nGfxIhAog6zlWhUIx6f19fH8LDw31+UUL8lRKhxlPz6DoAYZdXn6VMJhM6OjoAAB0dHe4NCg8d\n", "OuTpaWQQ1vtKLOdjORtA+fzFej6hvDpzbWlpwdtvv42UlBQ0NjYiIyMDW7duRXl5OR588EGxMxJC\n", "yITjVc/17NmzmD9/vtf3hwL1XMlkwPM8mvuscPI3l4eU04W6UBO15zpWAWWlsBIyWZxvMuC5A9Ww\n", "czy+uWQaludGQ8HQqmrEe/RdCxLW+0os52M5GxC4fEarA2+ebISN48ED+K/jDWjv939h+qny/rGG\n", "iishjJBLJYhQy9y3NQoZ5DRmesIStJ4ri6jnSiaD2m4z3jrVCIOVw9cWpWBGoj7UkaY8UXuuhJDg\n", "yIjS4Ocrs+B08lApZOM/gTCL2gJBwnpfieV8LGcDAp9PIZMGtLBOtfePFVRcCSFEBNRzJYQQD4T2\n", "XOnMlRBCREDFNUhY7yuxnI/lbADl8xfr+YSi4koIISKgnishhHhAPVdCCGEIFdcgYb2vxHI+lrMB\n", "lM9frOcTioorIYSIYEr2XCva+3GmoQ+pkWrcnqRHhGb0bWwIIYS5tQVaWlpQUlICmUyGZcuWISkp\n", "yefH7tmzBxzn2o8+OzsbhYWFfueq7Tbjex9UwuJwAgC+uzQNK/Ni/D4uIYQMJlpboLS0FJs2bcJj\n", "jz2G06dPC3qsWq1GUVERioqKAlJYAaDX4nAXVsB1FhsMrPeVWM7HcjaA8vmL9XxCiXbmqtVq3V8r\n", "lUpBj+U4Djt27ADP88jMzAzIUKtEvRLZ0RpUdZkhkwBLMqL8PiYhhAwnWnEd3Moda2vu8R67evVq\n", "99f79u0b9zWPHTuGJUuWuL8GMOrt51dkovxGB3QKCWYl6cd9fCBu+5IvFLdZzrdkyRKm8lC+qZVP\n", "KNEuaO3fv99dHIuLi7F8+XK/HjveMWgSASFEDMxNIjCbzQBcZ6UDXwPA5cuXUVZW5tVj6+rq3F9b\n", "LBaxogYF632lsfIZrQ60GW2wOrggJ7plor53rKB8oSFaW2DhwoXYvHkzeJ4fcsZ58uRJSCQSFBQU\n", "jPvYuro6lJaWAgDmzJkjVlQyhuY+K353vAFXWvux5rZYPDo7ARFq2ryCEG9MyXGuxDt7r7bjd8dv\n", "uG//6vPZmJsSHsJEhAQfc20BMvFJIPF4mxAyNiquQcJ6X2m0fHNTwrBoWjh0Shkem52A7Bh1CJJN\n", "zPeOJZQvNKiBRsaUFK7CD+/JgMnOIUwlh0pOf4sJ8Rb1XAkhxAPquRJCCEOouAYJ630llvOxnA2g\n", "fP5iPZ9QVFwJIUQE1HOdAAxWB1oMNqjlUkyLDM0Ve0KmKubWcyWBYbA48H/PNuGD8k6o5VL8cnU2\n", "ZibqQx1rhG6zHTaHE1EaBZQ0qoAQagsEi9C+UrPBig/KOwEAFocTWy+2BjKWmz99r9ouM76z9zq+\n", "tPUqdpe1w2wP7DoErPfkKJ9/WM8nFBVXxqnkUihlt2ZGpTLYFthxuQ03eq1wOHn8pbQJDT0Te5Ed\n", "QgKB2gJBInRdyLRINV5alY0tF1uRFqnGmttiA5zMxZ91K4dPLpBIAjtN1p9swUD5/MN6PqGouDJO\n", "IpFgTnIYZifpA160AmVdQRxqui240WvBl+YlI53Bs2tCgo3aAkHib19J7MLqT75pkWq8uCILfyzK\n", "x/Lc6IBf0GK9J0f5/MN6PqHozJUEhE4pg04pC3UMQphB41wJIcQDWluAEEIYQsU1SFjvK7Gcj+Vs\n", "AOXzF+v5hKLiSgghIqCeKyGEeEA9V0IIYQgV1yBhva/Ecj6WswGUz1+s5xOKiishhIiAeq6EEOIB\n", "9VwJIYQhVFyDhPW+Esv5WM4GUD5/sZ5PKCquhBAiAuq5EkKIB9RzJYQQhlBxDRLW+0os52M5G0D5\n", "/MV6PqGouBJCiAio50oIIR5Qz5UQQhhCxTVIWO8rsZyP5WwA5fMX6/mEouJKCCEioJ4rIYR4QD1X\n", "QghhCBXXIGG9r8RyPpazAZTPX6znE0ou1oFbWlpQUlICmUyGZcuWISkpyefH+nIMQghhiWg91/ff\n", "fx/r1q0DAOzatQtFRUU+P9aXY1DPlRAiBuZ6rlqt1v21UqkU9FhfjkEIISwRrbgOPiFWKBSCHuvL\n", "MVjHel+J5XwsZwMon79YzyeUaD1XjuPcX0skEkGP9eUYkZGROHfunK8xg0ar1VI+gVjOBlA+f7Ge\n", "LzIyUtDzRCuuZrMZgOvsc+BrALh8+TKkUikKCgrGfexY949m3rx5ActOCCH+Eq24Lly4EJs3bwbP\n", "81i+fLn7/pMnT0IikQwprmM9dqz7CSGEdZNmhhYhhLCEJhEQQogIqLgSQogIqLiGiNPpHDIaghAy\n", "ue4gnNgAAAjOSURBVIh2QSvQAjGdlpV8+/fvR3V1NYqKipCcnCx6Nl/zXblyBRUVFXA6nVi0aBFS\n", "U1OZyXbixAm0trYCANLS0oIySsTXnyez2Yzf/va3eOqpp4Ly/fUl3549e9x/1LOzs1FYWMhUPgCo\n", "rq7Gp59+CpVKhdWrV4s+gciXfL/5zW+Qm5sLAOjo6MDTTz899oH5CWL37t3ur3fu3BmwxwaKr695\n", "5coVvrGxUcxIQ/iS7/Dhw+6vP/jgA9EyDRD6/froo4/EiDOCr/n27dvHf/rpp0H7/vqS78CBA2LH\n", "GcGXfN3d3fyxY8fEjjSEL/nMZrP763379nl87IRpCwRiOq2YWJ+q60u+pUuXih1nCF/fu9raWrz2\n", "2mvIyckRM5abL/m6u7uh1WqhVqvFjuXmSz6O47Bjxw5s3749aAP3fcl34cIF6HQ67NixA9euXRM7\n", "GgDf8g18X9va2hAfH+/xsROmuPIBmE4rplC8pi+E5Dt48CAWLFggViQ3X7NlZGTg2WefxZkzZ8SM\n", "5eZLvmPHjmHJkiViRxrCl3yrV6/G+vXr8fDDD7vbK2LzJV9bWxt6enqwfv16XL9+HU6nU+x4gn43\n", "ysrKhozVH82E6bkGYjqtmELxmr7wNd/hw4eRm5uL2NhYMWMBEPbeqdVqhIWFiRVpCF/ytba24v33\n", "30dbWxsyMjKC0nMV+rMXrJMAX/MNfHJKSUlBV1eX6D+DQt4/i8Uy7qeTCXPm6mk6bVlZmVePZSVf\n", "KPiS7+jRo0hISEBGRgZz2bq6utxf80Ga/+JLvqeffhpFRUVYsmQJZs6cyVy+uro699cWi4W5fHl5\n", "eaiurgbgarFEREQwlQ9wjfSRSscvnRPmzDUQ02lZyVdcXIzq6mqo1WpkZGQEpcfpbb62tjYcP34c\n", "+fn5KC8vh8FgwJNPPslENgA4fvw4rFYrAGD+/Pmi5hKSD3D9ATh27FjQzlx9yVdXV4fS0lIAwJw5\n", "c0TP5mu+OXPmYNu2bbh06RLi4uKCcnbt6/e3vr7eq34/TX8lhBARTJi2ACGETCRUXAkhRARUXAkh\n", "RARUXAkhRARUXAkhRARUXAkhRARUXElIcBwXlKmNhIQKFdcp5MUXXwzYsdra2vDee+9h9+7d2LJl\n", "CxwOx5D/v3fv3lGf19TUhG3btuGNN95AZ2en4Nf/9NNP8dZbbwl+/mQ11vs+3EcffYTt27eLnGZq\n", "o+I6hTzzzDMBO9ahQ4fw6KOP4sEHH8S9996Lw4cPD/n/Y007Tk5OxoYNG/yeXTVv3jzExcX5dYzJ\n", "yNvp3qtWrWJyDYzJZMJMfyXCtbS04NSpU6iqqsJ3vvMd9/0mkwk7duyAXq+HTCZDRUUFvvvd77r/\n", "/4EDB2A0GiGTyWC327F27VqoVCoAgEwmg9lshlardS+zBwAOhwP79u1DeXk5du3aBQDIzc3FjBkz\n", "/P53FBcXo6urC3K5HDKZbEhboaKiAhcuXIBGo4HFYsH8+fORlZWF5uZm/M///A9yc3Oxfv16tLa2\n", "4r333kNcXBwee+wxyOVj/wrs378fFRUViIqKQnh4OEwmE2bNmuVeM2Cs1wRcyyIeOHAAs2bNQm1t\n", "LZRKJeLj490rZh0/fhzt7e2QyWTu6bwbNmwY9z2ora3F8ePHodfrIZVK0dHRgS996UsAgCNHjgx5\n", "36OiorBs2TIAru/Lzp07IZVKwfN8UBaQn/LGWUeWTCJbtmwZcru6unrIgtO1tbXur48fP85XVFS4\n", "bxsMBn779u3u252dnfxzzz3H/+///i//yiuv8E6n0+NrDXfo0CG+ra3N6+xXrlzhT5486b7d3t7O\n", "/+pXv+J5nuf7+/v5f/zjH0Mev3XrVt5ms/E8z/Otra18cXGx+/9t3rzZ69f93ve+x3Mc5779r3/9\n", "izeZTOO+5kDm3//+97zVah3yuIqKCv706dPu206nkz9+/LhXeT744AO+rq7OfXvw94znx37f9+zZ\n", "w7e3t7tvnz59mt+6datXr0mEoTPXKSwzMxMcx+Gjjz5yL7uWnp4OAGhsbMTixYvdj9Xr9UOeu3//\n", "fvz4xz+GSqVCY2MjDh48iJUrV4qW9fr161i1apX7dmxsrHv7mdbWVvT19bnP2ADXik/d3d2Ij49H\n", "fHw82tvbAbjO4n05ayssLByyAlJeXh6ampoglUo9vuaAe++9d8QCzNeuXcOKFSvctyUSyZD32pP7\n", "778fZ86cQVlZGRwOB+Lj493fM0+MRuOQpfvmzJmD+vp6r16TCEPFdQr77LPPMHv2bPcKPydOnEBd\n", "XR3S09ORmpqKa9euIS8vD4Drl3O4gRZBTEwMTCaTqFlzc3Nx4cIFLFq0CADQ3t6OhoYGAEBqaioS\n", "EhJQVFTkfvzwkQjz5s3D2bNn0dDQgLVr13r9upcvXx6yxFxlZSXWrFkDmUw27mvyPD9qXzMrKwuX\n", "Ll0a0nce/F57cv78edxxxx3u2//85z+9WtBcp9Oho6PDXWDPnTsXtCUbpypaFWsK+OSTT9DT04NL\n", "ly65z8RWr16NvXv3jliXct26de77BnquUqkUdrsd69atcxfU2tpalJaWQqVSwWKxYO3atUO2yzhy\n", "5Ai6uroglUrhcDiwePFiJCYmuvu/1dXVSEhIQFhYmNeb0B08eBDd3d1Qq9WwWCxoa2vDokWLMH/+\n", "fDQ0NODMmTPuHqrRaMTatWuHLKj917/+FYmJiXjggQe8fu/+/Oc/Q6/XQ61Ww263Y/bs2cjPzwcA\n", "j69ZWlqKCxcuAADi4+ORkpIypCgeOnRoyPszffp0zJo1a9w8f/rTn5CUlASe5+F0Oof0cQFXkf7s\n", "s8+gUqnA8zwyMzMxa9YsOBwObNu2DQqFAlKpFHq9HmfOnMETTzwRtHV7pxoqroR4sHXrVmzcuDHU\n", "McgEREOxCBnD/v37UV5ejg8//DDUUcgERGeuhAm1tbXuj9HDZWRkiLJqfihe0xOj0YiSkpJRe6F6\n", "vT5ou2qQwKDiSgghIqC2ACGEiICKKyGEiICKKyGEiICKKyGEiOD/Ad/XGqYyzi94AAAAAElFTkSu\n", "QmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.363971\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VPW9N/DP7Gv2yR7IHkIwgGxB5AFUxLiAiNCq1La3\n", "1Xvbx/ZudrH2Xqu3tbbXWm17W7Wtj21vvXhlVZSdAsoaEEFCIEBCFhKSyZ7MPnPmPH8MDBmSzJw5\n", "M2fyS/J9v16+XpnJzJmPk/DNme/5LTKe53kQQgiJKvloByCEkPGIiishhEiAiishhEiAiishhEiA\n", "iishhEiAiishhEhAKdWB29rasHfvXigUCixevBiZmZkjPvbw4cNob28HAEyePBmzZ88O+xiEEMIS\n", "yYprVVUV1q5dCwDYsmULVq5cOeJjFyxY4P96165doo5BCCEskawtoNfr/V+r1eqQj29oaMArr7yC\n", "oqIi0ccghBBWSFZcB0/8UqlUIR+fl5eHp556CsePHxd9DEIIYYVkbQGO4/xfy2QyQc/RarWIi4sT\n", "dYxdu3ZBoVCEmZIQQoJLTEz0XwcKh2TF1W63A/CdfV7/GgCqq6shl8tRVlbmv6+7uxvJycn+x4c6\n", "xnAUCgVmzZoVtfyEEAIAJ0+eFPU8ydoCFRUVWLduHdatW4eKigr//UeOHMHhw4cDHnvo0CFs2LAB\n", "GzZswLRp00IeYyw6ePDgaEcIiuV8LGcDKF+kWM8nlmRnrllZWXj00UeH3P/kk08OuW/58uVhHYMQ\n", "QlgnGy9LDu7du5faAoSQqDt58iTuuuuusJ9HM7QIIUQCVFxjhPW+Esv5WM4GUL5IsZ5PLCquhBAi\n", "Aeq5EkJIENRzJYQQhlBxjRHW+0os52M5G0D5IsV6PrGouBJCiASo50oIIUFQz5UQQhhCxTVGWO8r\n", "sZyP5WwA5YsU6/nEouJKCCESoJ4rIYQEQT1XQghhCBXXGGG9r8RyPpazAZQvUqznE4uKKyGESIB6\n", "roQQEgT1XAkhhCFUXGOE9b4Sy/lYzgZQvkixnk8sKq6EECIB6rkSQkgQ1HMlhBCGUHGNEdb7Sizn\n", "YzkbQPkixXo+sai4EkKIBKjnSgghQVDPlRBCGELFNUZY7yuxnI/lbADlixTr+cSi4koIIRKgnish\n", "hARBPVdCCGEIFdcYYb2vxHI+lrMBlC9SrOcTi4orIYRIgHquhBASBPVcCSGEIVRcY4T1vhLL+VjO\n", "BlC+SLGeTywqroQQIgHquRJCSBDUcyWEEIZQcY0R1vtKLOdjORtA+SLFej6xlFIduK2tDXv37oVC\n", "ocDixYuRmZk54mPPnj2L2tpaeL1ezJ8/Hzk5OQCArVu3guM4AEBhYSHKy8uliksIIVElWXGtqqrC\n", "2rVrAQBbtmzBypUrR3xsV1cXVq1aBQDYtm2bv7hqtVrcfffdUkWMqYULF452hKBYzsdyNoDyRYr1\n", "fGJJVlz1er3/a7VaHfSxixYtGvZ+juOwadMm8DyP/Px8umBFCBkzJCuugwchqFQqQc/ZvXs35s2b\n", "579dWVnp/3r79u0hn3/w4EH/X8HrfRxWbr/++usoLy9nJs9Yyje4J8dCHso3sfKJJdlQrB07dviL\n", "4549e7B06dKgjz9w4AByc3ORl5c37PdDHYP1oViDCz+LWM7HcjaA8kWK9XzMDcWy2+0AfGew178G\n", "gOrqatTU1AQ89pNPPkF6evqQwtrY2Oj/2uFwSBU1Jlj+5QHYzsdyNoDyRYr1fGJJ1haoqKjAunXr\n", "wPN8wBnnkSNHIJPJUFZWBgAwm804dOgQSktLcf78eQwMDODxxx8H4CuuVVVVAICZM2dKFZUQQqKO\n", "ZmjFCOsffVjOx3I2gPJFivV8YtsCkp25EjLR9NjcsHu8SNQqoVcrRjsOGWV05kpIFDT1OvDC7no0\n", "9zmxcloqvnRrBuK1dO4yHjB3QYuQiWR/XQ+a+5wAgC1nO9DQYw/xDDLeUXGNEdbnT7Ocj+VsAHD0\n", "6FHoVYH/lJQK2SilGYr194/1fGLR5xZCIuTxeHB7XiIudNpR22HF6ulpyE/SjXYsMsqo50pIlLg4\n", "LxxuL4waBeQyds5cSWRotAAho0ytkEOtoE4b8aHfhBhhva/Ecj6WswGUL1Ks5xOLiishhEiAeq6E\n", "EBIEjXMlhBCGUHGNEdb7SiznYzkbQPkixXo+sai4EkKIBKjnSgghQVDPlRBCGELFNUZY7yuxnI/l\n", "bADlixTr+cSi4koIIRKgnishhAQR057riRMnxDyNEEImjKALt7z55ptITU2F1+tFXV0dcnJy0Nzc\n", "DKPRiDlz5sQq47jA+j5BLOdjORtA+SLFej6xghbXOXPmYPbs2Xj//ffx9a9/HSaTCR0dHdi3b1+s\n", "8hFCyJgUtC0we/ZsAADHcTCZTACA1NRUaLVa6ZONM6z/ZWY5H8vZAMoXKdbziSWo5+rxeAJuOxwO\n", "ScIQQsh4Iai4Jicn4+jRo3A4HDh69CiSkpKkzjXusD6Wj+V8LGcD2MjH8zyaex2o77LB7uICvsdC\n", "vmBYzyeWoOK6dOlSxMfHY+fOnYiPj8fdd98tdS5CSBhOtgzgG5vP4xuba7HprBl2Nxf6SURSNM6V\n", "kDHO6ebw9EeXcKHT5r/vDw9PRW4SXRuJBknHud7cc/3b3/4W9gsRQqShUMiRZlT7b+tVcqgZ2tp7\n", "ohJUXLdt2xZw22KxSBJmPGO9r8RyPpazAaOfTymX4WtzM3FXURJmZhnxYmUhMuM1/u+Pdr5QWM8n\n", "lqDdX71er9Q5CCERyEnQ4nuLc+HlAYWczlpZELS49vT0wOPxwGq1orOzEzzPg+M4OnMVgfWxfCzn\n", "YzkbwE4+mUyG4boBrOQbCev5xApaXGtqauB2u9He3o7q6mrfE5RKLF++PCbhCCFkrArac7399tux\n", "ZMkSVFZWYsmSJViyZAkWLlyIuLi4WOUbN1jvK7Gcj+VsAOWLFOv5xBJ0QausrEzqHIQQMq6EPc61\n", "sbERkyZNglzO1jrbNM51dHl5HqevWrDpjBkFyTrcPzUFaUZN6CeOArubw3mzFV02DwqStShI0Y92\n", "JMIwseNcBY0W+MUvfoE1a9bg7NmzSExMxGeffYaVK1eG/WJk/GrqceDfdtTB7eVxrLkfaqUMa2/N\n", "HO1YwzrVasGPdtcDAOI0Crz6QAkm04B7EmWCTj+nTJmC3NxcAMCCBQskDTResd5XijSfze2F23vj\n", "Q1BzrzPSSH7Rfu/OtN0Y7TI3Jx6NvXacah3AgNMT5FkjG+8/W6mxnk8sQcWV43zzlBUKhaRhyNiV\n", "Fa/GnYW+BX10KjmWl5lEH4vz8jjdOoBfHWzCtvOd0CWmRismAGBWtu+C7IxMI2Qy4Md7G/C9bZfw\n", "/tkOuDka002iQ1BbwGKxYNeuXSgsLJQ6z7jF+li+SPMl6lT45m05WHVLKvQqBXISxX/Mvtxtxw92\n", "1MHj5QF04XuLJ0eU7WbTM4z45QPF4Lw8ntl+yX//B+c6cV+pCcn68K4njPefrdRYzyeWoOK6atUq\n", "tLe3Iz8/H6dPnxY0Y6utrQ179+6FQqHA4sWLkZk5cv/t7NmzqK2thdfrxfz585GTkxP2McjoS9Aq\n", "kaAV9CsV1ICTu1ZYfZp6o7t+sFopxy0ZRgw4PJiaZkB1uxUAUJ5hhF4V2wu1l7psONbUj4w4NW7N\n", "ikOyXhXT1yfSEfSbpNfrkZ+fDwCYMWMGVq1a5f+e3W4f9jlVVVVYu3YtHnnkERw7dizo8bu6urBq\n", "1SqsXr0an3/+uahjsI71vhJL+bIT1Jhi8l3B1yrlKE+JvGAPJ06rxNOLcvGtBTn454WT8PfzsqBV\n", "hd/6EvvetfQ58P1tl/DnT6/i5/sbsa+uR9RxQmHpZzsc1vOJFfFv7e7du7FixYoh9+v1N4a3qNXq\n", "Id8fbNGiRcPeH84xyPiRZtTguaX5uDrgQrxWgfYLnwMF6ZK8VnaCBtkJ0e3pCjXg5DDgvLHu6pm2\n", "ATxcnjYqWUj0RVxcR2oRDB4+q1IJ+6ize/duzJs3L6JjsIr1vhJr+VKNaqReW0Yvr6Ii6sfnvDwa\n", "exywujhkJ2gi+jgu9r1LNahwS7qvLSGXAZUl4i8CBsPaz/ZmrOcTS5rPW7gxwgDwLSgRyoEDB1Bc\n", "XOzfCFHMMQZv0Xv9o8Z4vO3leXxa14YuhxdFGUkoMuklfT2zxYlLLR3Qyb24tXiy4OfLZDJMnjYb\n", "p1oHoPC6kaGwYdbUolF//wDgaF07XvykDR4vj4pJ8Vg12QtrV3vM8zxzxzw09zrA2S2QddQBubOY\n", "eH/oduBtMSLeiWDLli3DTijYvHkzHnroIfA8jw8//NC/2Et1dTXkcnnAlNpPPvkEqampKC0tFXSM\n", "4bA+Qyuae7OfN1vxrx9ehMfLQ6uU45cPFKPIFNkso5HytfY78fyuOjT0OpGoVeLn9xUhP1kX9Fg8\n", "z8Pi5GB3c3hmRx2u9PnGvK4uT8MT87IgF/CHUki2SLywpx6HGvr8t3+9ogSlaQZRx5IiXzRRvshI\n", "OkNLjIqKCqxbtw48z2Pp0qX++48cOQKZTOYvrmazGYcOHUJpaSnOnz+PgYEBPP7440GPMdFd6XP6\n", "r6Y7PF609jsjLq4jaeyxo+HahIBehwdn261Bi6ub8+KTy734y8k2fHF6mr+wAr59npweL+xuDp9f\n", "tWDAxeGWdGPIYi2FEpPeX1x1KjkMahrDTaJLsuKalZWFRx99dMj9Tz75ZMDttLQ0PPPMM2EdYyyK\n", "5l/mzHg15DLAy/tWoU+Pi/xi30j54jSBvyIpIXqTjb0O/Hx/I3gAn7VaMCc7DidaBgAA95WmQKdS\n", "YP+lbjg4Hlf6nJAB0CnlyIgfeR0CKc5q7i5OhlYpx5U+B5YWpWBSBONyWT7rAijfaIm4uGq1NCc7\n", "1qakGvDKA8Vo7XciJ0GLIgkXHik26fHcXXnYV9eD6ZlxyAsxB9/D8bjeZ9pf34N/WTgJD96SCp1S\n", "jsIUPbw8D5lchtcPXQEAyGXATysLgxZXKZgMajx0y8hX5q0uDhanB0a1AgaNZOcgZBwLe8S0wxE4\n", "oLuysjJqYcazaI7lU8plmJZuxN3FKZiaZojKth4j5dMo5VAr5DBbXXjnszb8oaoFvXb3iMeZlKjF\n", "2lszAACpehWmpBpQMSkB0zPjYFArIJfJ4OJutPm9PNDvCL4NdKzHQXZZXfjdkSv4u/Xn8PLHTWi3\n", "uII+nvVxmqORz8V50e/wwCvgkg7r759Ygorr7373Oxw+fBgA0NHRQbu/TiCcl8f6M2bUdtjR6/Dg\n", "YEMfOq0jF1eDWoEvTE/D22vK8OsHp6AgZWg/tTRVD921mVAJWmXIs+FYu9Bpw+6L3fB4eRxu7MO5\n", "azO4iDBX+534xYEm/OMHtdhZ2wWnJ/gfz/FK0OedrKws/2pYkyZNGvOzpUYD632lm/O1DzhhdXmR\n", "ZlRhapoBp6/6VpKK1yhCXvzRqRTIThj5MSWpBry2vASdNjfSjWpMDtHvjPV7d/Owv1CDG8baz1Zq\n", "n1zuxf5632yzVw82Iy9Zh6lBRmKw/v6JJai43rwwtlJJPajxrL7Ljh/suIQeuweLCxLx5VkZMOlV\n", "aLe4cEdhUsC2zWLlJ+tGZZSAEFNMejw0LRV/q+vBvEnxKEsXN0RrorK6A89UPRN0pTFBbQGPJ3Cd\n", "S5creA+KDMV6X2lwvv313eix+37mB+p70WXzYMW0VDxZkS3ZkC+h2cTotbvDWqs1Sa/C1+Zm4o2H\n", "puDbC3KQagg+GmMs/Wxj4c7CJGTH+96zh6alIjdE24f1908sQaeg5eXl2LBhAwoKClBXV4dbbrlF\n", "6lxkFA2eCioD/P1RllldHK72O6FSyDApUQu5TAYvz+NEcz9+dagZ8RoFvrM4F4UCR1ZolApolDT2\n", "VYzcJB1eeaAEdrcXSTol9BN0DLHgGVoOhwOtra3IzMyETsfexznWZ2iNJWaLC5urzTjbbsXD5WlY\n", "MDkBKiW7Bdbu5rD+czP++lkblHIZXri7AHMnxaO134knN56D+9rohFvSDXjp3sIxVzSbeu04ecWC\n", "OI0cM7LiYApxJk2iS/IZWlqtFgUFBWG/ABl70oxq/MP8HLg5L1QKdovqdR0WN/76WRsAwOPl8acT\n", "rSjPMIDneXCD1oV1cTwim+wde51WF57bVY/Wfl8rbs21KcRC1togo0vQv5zNmzdLnWPcY72vNFw+\n", "VgprqPdOrZTBOOijZ2a8BkqFHOlxGnx/SS7UChmSdEo8tSBH1HqtkeaLhMXJ+QsrAHzW6ptCHI6x\n", "+Ls3Hgg6c715WcHt27fj3nvvlSQQIeHKiNPgp5WF+OvJNqQYVPjC9DQor02sWJSfhLI0A5RyGVLG\n", "4MfpJL0K8ycn4GiTbx2EB6aaJPkDQaJPUM9169atqKioQFqab7rgSCthjSbquY4Ozsvj6oATPH/t\n", "jDEKs8XE8vJ82CtujRaLywOVXCao/9tpdeFytx1apQJFJh10VFxjStKeq9VqxauvvuovXufPn2eu\n", "uJLY43kex5r68OO9l8ED+P6SPCzKTwxrOq7F6YHHyyNRF/li6LEorG7OC6uLg0GlEHWRz8vzOHGl\n", "H78/1opUgwrfvC0bkxODXyA2GdR0EWsMEvTbodPp8NJLL2HNmjVYs2YNysvLpc417rDeVxKTr8fu\n", "wa8ONYPjfWsEvPpJE7ptI0+NvdmlLhu++9El/OP7F3DiSj9G+hAVLJvVxaGp1wFziPn/0dBjd+NP\n", "J67iqS21eOtEq///NZz3rqXPied3X0ZTrwOftgzgz5+2CZp/H4nx+Ls3FggqrjefEk+fPl2SMGRs\n", "USpkiB+0YlS8ViG4LeBwc/ivQ82o67ajzeLC87vr0TYQXoG0OD34n8/a8MSGc/jWllpc6rSF9fxw\n", "1XbYsP6MGR1WNzZVd+CcOfw1BzxePmBn2wGnZ8yNYCDCCCquRqMx4DYNyQof6/OnxeTrtXvwj7fn\n", "YHqmEdPSDfjRXQVIErgXlZcHnINWx/J4byxVKDTblT4n1p8x+7I4PNh81hxW/nB5uMCE14tkOO9d\n", "Vrwa35ifDRmAOI0CX5uTFZVVzYIZj797Y4Hgca4NDQ0wm82YNWsWmpqaqMBOcBc6rPjetktwcTyW\n", "T03B6vJ0/4aCQujVCnxrQQ6e330ZNjeH7y7KRXoYzwcAlULmXzQcAJKi0LcNpiRVh/mT4nG0uR9z\n", "c+JEbQujUSpwf6kJFZPioVLIkRbm/zMZOwSduR49ehStra24cuUKlEolrYolAmt9JbfHC7PFhb5r\n", "awiEm+9IUx9sbi88Xh6bz3aiuc8R+kk3mZZuxCv3F+FHd+X756IPZ6RsuUk6/Ptd+ShI1uGOwkTc\n", "NyUl7AzhSDNq8N0lufjTF8rwzJI8/x+DcN87jVKO7ARtzAora797N2M9n1iCzlxbW1uxatUqbNmy\n", "BQBgMNAqQWOZ3c1h2/ku/OlEK7ITNPjBHXlhHyNr0MpYchkCBvEL1Wl14VcHm3Gm3QqFDHixshCz\n", "suMFP18pl2FqmgH/97ZsgEdMxn/GaZRDtr4hZDiCfksUChpXFymW+kpNvQ68eawFAFDf7cAHNZ34\n", "dpj55mTH46nbcnChw4o7ipIFL4gymNniwplrC1FzPLDrQvewxXW4967L6sLZdiu6bG702D1493Q7\n", "VpSZ8OS8rJivHcDSz3Y4lG90CCqudrsdbrdv2Inb7R4yY4uMLTdfPpGLmOWapFdhVnYcVAoZ7G4O\n", "fQ5PwGpaoXRaXVDJZdCr5LC5fb9PU1KFFWiXx4t3T7fj/ZpOAL4FWZYUJGJfXQ8emZE+pLjyPI8B\n", "JweVQkYD8EnMCPpntWzZMrzzzjs4f/48PvjgA9x9991S5xp3YtVXauix42hjHy512UYcN5qbpMW3\n", "b89BvEaBaWkGrJiaGna+DosL/76rDq8dbMaP9zZg2/nOIY/ptrlxtt2Cxh57wP1n2yz4xqbz+NHu\n", "evzbXfn44ow0PL1oMhYXJA37Wjdns7o4HG7su3G8dismJWpRMSnBv0tCdZsF/7HnMt4+3opTrQP4\n", "9vu1+NGuejT1BmaJBtZ7hpRvdAg6c01OTsZXv/pViaOQSDV02/H0Rxcx4OSgVsjwiweKUZo6tD+u\n", "USpw7xQTFkxOgEYph1GjRGOYrzXg9AQsKFLV3I8vzkj3L/bSZXPj1Y8bUXVlABqFDD+7twjTMoyw\n", "unwTD/qdvtXqn99dj7dWT0V6nPDdDYwaBe4oTMJ7n/uGXlVMjsfUNAMqS3xbdzf3OvDsjjo4ri1w\n", "0ufwQCGX4dRVCzZ+bsaKaak4225FdrwGiTolFDIZMuM10DC8rCIZewR35mtqalBXV4cpU6agpKRE\n", "ykzjUiz6Si39TgxcK1oujsflbvuwxRXAkIVMws2XpFNheqYRn1/bW6tySoq/sPY5PLjcbUfVlQEA\n", "vvGsOy90Y1qGETLIoFbcaEwImbJ6czaVQo6Hy9NQnmGEx8ujxKQPGAZmc3P+wgoA7RYX4rVKoM+J\n", "KWl6fG/bJagUMqwuT8dbO1vA8cA/3T4Jy4qTQ05pdbi5IRfOWO8ZUr7RIehP9e7du2GxWHDPPfeg\n", "t7cX+/fvlzgWEcNkUGFQ3UJmGGeD4UrSq/Ddxbl44e4CvHxfEZZc+0jfaXXh5f0NuNhpg2pQmLxk\n", "31YferUC/7xwMvKTtMgwqvGju/PDOmv1v75OhYrJCbg9L3HI+NqMODXuLk4G4BsLe++UFDR025Gs\n", "UyLVoMaAk8Oc7Hh8cLYD1+cF/NfhZnQGmbo74PRgc7UZT394EX89eRU9Iab5ujgvHO6Juesp8RF0\n", "5trb2+vvs86bNw8bN26UNNR4dPDgQcn/Qhel6PHKA8W40GFHbrIWpWnCr+CLyZekU6I8wwCDWuFf\n", "vPlSl++M9XKPA0/Oy0ZNuwXFJj0W5SfeyGnS4xcPFIMTuGDLzdmcHi9qzFZc6rRhSqoeU9MMAWvP\n", "JmhV+PuKbCyfaoJOJUeGUY3XHyqFSiED5+WRm6iBzc0hUadE27U1CRK0yoA/Bje72GnD60d9Iywu\n", "dtlRkKzDgrzEYfM1dNvx5rEW9Ds9+Ob8HNySYRz2mLESi9+9SLCeTyxBxVWlGv4fQH9/P+LjhY9L\n", "JNJSyGUoSzeiLF36f8wtfU68dbwFjT0OPD4rE7fnJUClkEN77WN1h9WNP1a14PmlBZgzKfB3pNvm\n", "BsfzMIUxumCw2g4rvr/tEgDfGNtfPlA85P85QatEgtb36+3mvHB6vHBxQHaCFi8sK0RTrwNxGgXW\n", "f26Gw83ha3Ozg648ZXcHjpCxuocfMeNwc/ivw834vM03xOzfdtbhzVWlos7OydgmqLjabDZ0dnbC\n", "ZDKhs7PTfxV63759ePDBByUNOF6w/pc53HzbaztxsMF3xf6lfQ347copKDLpUWzS4//elo0dtd2Y\n", "kxM3ZPvsc2YrfrL3MmxuL767eDLmT04I2Xe9OdvgFbC8vO/i2Ug8Xh776nrwysdNkMmAZ+/Mw8K8\n", "RP8kiKlLDeB5hJzfX5Sixy0ZBlS3WZGbqMHUQZ8KBufz8Lz/Yh3gK8phbhwQdePtd2+sEFRc29ra\n", "8Mc//hHZ2dloaWlBXl4e1q9fj/Pnz1NxnaCuXzjLilcDkPkXMTGoFVg5LQ3LilOgVckDCqfNxeFX\n", "B5vRYfUVwxf3NuCPq6ciMz68s7rcJB20SjkcHi+MagVyEkbeurnb5sZvDjWDB8DzwG8PX8Et6Ub/\n", "mFy5TDZ04O8w0uPU+Pc789Hn8CBOq0CKfvizXKNaiW/Oz8Zzu+rh4nj808JJSDNIu+YBYZOg4rpo\n", "0SLMmTNnyP0nTpyIeqDxarT6Sk6PF3Y3hziNMujZWbj5VpSZkJekRX23HSpF4AgAACNupzz4YTKZ\n", "779Qbs5WbNLjteUl6LC6kBGnRm7SyItNqxQyJOlU/t5qsl4FlchVqJL0qmFX/bo5363Z8Xjz4VJw\n", "XiDDqB71nXNZ72mynk8sQcV1uMJ6/f49e/Zg6dKlUQ1FoqN9wIm/fHoVn7dZsaLMhPtKTf5B9mK0\n", "DThhtriRpFMi3ajGx5d7cfba9NULHXb8tLLQN+RpBHq1Av+4cBJe2tcIu5vD04smh70S1nUmowpp\n", "RhWMIeb5J+lUeG5pPt6qaoFSIcfX5mYhLkjGaMmKH/lsmkwMEf+WWSyWaOQY90bjL/NnrQPYfakH\n", "APCHqlaUpOoxIzNu2MeGytfS58APd9ahtd+FOI0CL97juyh0XVOvQ9CupFNSDfjVimJwXgieLntz\n", "ts+vDuC1g81QK2R4elEuik3BR0UUmfT4SWURgNC9VTFYP+uifKODpqSMYw7PTYs7c+KXvG/ocfhn\n", "ZA04OdR32/Hl2Rn+7z8+KwOJAs8IE7SqsNYhGKzD4sLzuy/jSp8T9d0O/OJAIyxOT8jnKeQyyRel\n", "JmQwKq4xMhrzp+fkxKE4xdePrCxJRkHKyL3JUPkSdYGF02RQYVlxCn7zYAl+taIED5SaJOstDs7m\n", "5Xm4uRtnyE7OC+8ob5PC+tx4yjc6aGHKcSwnQYsXKwthc3uRqFWOeJEJAOQhlsYqTtHjx8sKcLix\n", "DzMyjShLM0CnUmDKCNNrpZJqVOOZJXl4aX8DlHIZ/nnh5KB9XkJGi4wfaekkgbZs2cLENtt79+71\n", "b/1NhOmxuXGwoRe1HTbcVZSM6ZlGpj86W10czpmt6LC4kJesg0mvCmtrGULEOHny5JBNWoWI+E++\n", "LAZ7xRNpHL/Sj98cvgIA2HupG7950DcRgFWfXunHT/7WAMC3ud9ry9lfQMjDeaFUUPdtIhL0Uzeb\n", "R95VU0xFn4hY7CsNvtrP8YBl0Myiq/1OnLlqQYuIvbGi7fp7d7rtxsiUASeH7hCLp8TKcD9bzsvj\n", "eHM/vrftEn5zqBltA85RSObD4u/eYKznE0tQcf3zn/+Mvr6+Yb9387bbYnm9XnAcrSIUS7fnJfrX\n", "ApiaqkN2gm+mVFOvHd/96CKe/ugi/vXDi2jojv4C02LMnxTvn0yVbmS7JdDU68Bzu+pQ3W7F1nOd\n", "2F7bNdqRSIwJagtkZ2fjyJEjGBgYwNy5c5GXlxfyOW1tbdi7dy8UCgUWL16MzMzMER+7Y8cO1NfX\n", "Y+XKlcgc73fGAAAgAElEQVTKyvLfv3XrVn/BLSwsRHl5uZC4TGJxLN/UNAN+82AJBpwc0uPUSL22\n", "cMnlbgfM16ao9tg9qOu2Iy955JEGI7na78QHNR24OuDEmunpmCZyQZnr792MzDj8cnkx+uweTE7U\n", "BmySOJqG+9k6PF4MHvnWPuAa8phYYfF3bzDW84klqLiuXr0aarUaXq8XJ06cwIEDB/CVr3wl6HOq\n", "qqqwdu1aAKEvelVWVqKmpmbI/VqtlraUkdhwU0dvHnaVpBPXmn/vczM+urb9y6lWC367cgqyg6wD\n", "EIpaKRddoGMtO16N+6em4KNzXdfWW0gd7UgkxgS1Bfr7+wEA3d3duHLlChITE0M8A9Drb1wYUavF\n", "fXzjOA6bNm3Cxo0bcfLkSVHHiITTw8HiCj1AXQjW+0qD800x6fH80nzcOyUF/3Zn3oi7GQynx+7G\n", "pmoz/ljV4t+v6ovT07FmejrOm23otIZ/BjeW3rvr4rUqfG1OFt54aAp+u7IEpWmjtx39WHz/xgNB\n", "pyTvvvsuTCYTTCYTHnjgAUHFcvAIr5HWgw2lsrLS//X27dtDPn7wAhDXf2Bib5+qb8W68xZ02Tj8\n", "fUUWcPUCXC6n6OOdOXMmojxS3x6cT6tSQHb1HBYbNJhVMHnE5yuVSsyfPz/g+3z2NLxxtAV6lRxf\n", "nZOJFL0K5zqs/u1g7itNwTfnZ+P40SNM/f/Tbbod7LYYgsa5vv322/jqV78a1rCrHTt2+IujkMVd\n", "ampqkJiYGNBzHSzUMaI5ztXL8/jJ3gYcbOgFAKjkMryxqhSTEmkxjuu6bG4caexFc68TSwqTMPXa\n", "mdmW6g787qhveFeqQYUf3pGHf/3oon8WVbJeiVcfKEZjrxOcl0dJqt7f6yWERWLHuQpqC6xduzbs\n", "8ax2u+8jIc/z/q8BoLq6etj+6nAaG2/sSepwxG5IEM8jYL6628uDG+05lozZX9eNXx+6gs1nO/DM\n", "9kto6vH9fGZkGf09WpNBhUS9CosHbfFyZ2ESDjf24bld9Xhhz2W8fuQKmnvt8EY2l4UQ5ghqC6jV\n", "ajQ0NMBsNmPWrFloampCQUFB0OdUVFRg3bp14Hk+4IzzyJEjkMlkKCsr89+3Z88e1NfXQ6vVIi8v\n", "D4sWLQLgK65VVVUAgJkzZ4b9PyeWQi7D1+Zm4Yc762BxcvjG/Gxkxkd2diXFmpUOD4eadivqr+3y\n", "OjXNIHqGVbj5ajts/q/tbq+/N52frMNry0vQ7/TApFchxaDGkxXZWFyYBIVMhkkJGjz90SX/cw81\n", "9KEgWYeiFD0qJscP+0ec9fU+KV9kWM8nlqDievToUXi9XrS1tWHevHk4duxYyOKalZWFRx99dMj9\n", "Tz755JD7Rvq4f73IjobSNANef6gUbo6HyaBick/782YbntleB8C3l9Rry6N/4eRChxWfXO5FVrwG\n", "8yYnIOXaalaVU0w42NAHj5fHrVlxSDfeGBaVGa9BJm7cNhnU/v2pnB4vbsuNx4fnfOM+b8kwoqHH\n", "gW3nu/DbtClIErBhISFjgaDi2trailWrVmHLli0AAINh9K58xlJaFAepR/sv84DDg6v9N2b9eHkE\n", "3Ro6lOHyXelz4Pvb62B1+cYaPzGPwxempwMAZmQa8ZsHS2BxcshO0CBF4FYmGqUcj83MwIzMOLT2\n", "O2F1cXjvczMKk7VQjtB6Yv2shvJFhvV8YgkqrgqF+NXrSfQ19zrwyseNuKMwGRqFDE6OR5xGgewI\n", "B9X32Nw40dKP1n4nbpucAAD+wgoA567tOgD4WieFKSOvQ2B1cajrssHN8ShI1gVsj2IyqLG4QI3a\n", "DiveONKCGZlGfHN+dkx2CCAkVgR91rXb7XC7fWdFbrcbXu8ob2c5BkVzLN/ui92oMdvwP6fa8KVZ\n", "mfjhnbn45QPFQ3ZaDcexY8fwSUMvXj7QhHc+a8f3tl2CXCbDrVm+nQvkMt8wKiE4L4+dF7rwnY8u\n", "4Qc76vDW8dZhF7SekmrAz+4rxE8rC1EQpFCzPg6S8kWG9XxiCTpVWLZsGd555x20tbWB47iA8adE\n", "Wh4vD7uLg16t8F+suv7hucfuwVvHW/Gr5SVBN+kTQq1WB5yZ2txeODxePHVbNqwuDiqFXHDxtro4\n", "vH+2w39718VuPDozY9j9rjTK0J+K4hOTBL0uISwRVFyTk5Px1a9+VeIo45uYvlKX1YX1n5txrLkf\n", "95Qk476pJsRrlLi7OBln2iy43OPA2pnpyE0KPv621+6GQi5DXJDN/G699VZwV/qxr74HXh6YmqaH\n", "1eXBszvqkKJX4d/vyhc8EkGnlGN6phFXB7oBAPnJWujVgR+S2gecaOp1IE6jRGGKDqphluXrtLqw\n", "5WwHTl9V4kFNFxbmJ0IroBjHGss9QzfnRWLRTHx0rhN5SVpMSTNAydiavSy/f5EQ1eQaPEGASOds\n", "uxWbrp0B/r8TV1Fs0mN2TjxyErX4j2UFcLi9SNAphy1M151s6cdrnzRDq5Lju4uDb+Z3a1Ycfr3C\n", "t5BLglaJp7bUggfQ0u/Enz5txT/My0ZWgibkmGeVUo7HZ2WgLM0Au8eLuTnxAaMAOiwu/HjvZVzo\n", "tEMG4D+WFaDiWo93sE9bBvDe577lLv/zQBOy4jUoGyNrC7DiQqcNT394ETx8rZ1fPlCCsvSJcUF6\n", "tAXtub744ovYtGkT3n77bfzgBz/AO++8g+9///toaGiIUbzxQ0xfyckF9rZdg24bNUqYjOqghbV9\n", "wInnd19Gm8WFhh4HXvukCTbX8Ms6Hjx4EAq5DCWpBszOiYdSLsPNNfSXnzTinNk67PMH47w8XByP\n", "GZlGPFiWOmRmm9nqwoXOa5NM4Fuoezi99sDRD3Y3m71+lnuG7QMuXJ+e4eV97z1rWH7/IhG0uH7p\n", "S1/CqlWroNfr8ZOf/ARr167Fiy++iPj4+Fjlm9BKUw3+DQbn5sRhUpgrSnl5BMwsc3t5eCFsJlR2\n", "ggbfW5yLRK0SBck63JoVh7NmG44394d4TR6HGnrxxIZz+PqGczja1Ddk9lWCVok4zY2P9+UZw5+N\n", "VkxKQNq1IV7zJycgL0T7gwyVk6CBRuH7K6lVypHDyDKNE0HQtkBubi4A38Ir14djKZXKgBWviDBi\n", "+ko9dg8KTXrclpuAhh4HGnsdyAljfYM0oxo/uCMPP9/fAK1KgX+6fRKM6uF/5DfnUynkWFyQhMmJ\n", "WmyuNuP3x1rg5RHyolaXzY1XDzb71xL41cFmlKbpkaK/MWY4J0GLn99bhJMtA8iIU2N65vDFdVKi\n", "Fq+tKIbF6UWSXoUERodqsdwzLDbp8eqKEpgtLqQb1UGHz40Wlt+/SAj6bb15Xr/FYhnhkSSarC4O\n", "OwatYD/z2rAooRRyGRbkJeCPq8ugkMM/Syqc5xek6HBvqQkpBhUKUvSYmR08g0ouQ5xa4R8fG6dR\n", "QDnMzrJFJn3Q/bqaeu34f8db0Wfn8MS8LFGLdRPfHndFKXoUMVhUxztB41xnzpyJd999FydPnsS6\n", "detiOs9/vBDTVypI1mJKqu8fRapehfKM8C9EyGUypMepQxbWkfLJZTLckmHE1+ZmY0lBEuKDjDgA\n", "gESdb2TBtDQDyjMM+MEdeWGfcbo4L9481oLDjf04a7bihzvrRnUPqlBY7xlSvtEh6Le+rKwM+fn5\n", "aGlpwcqVK6HT0VlELKTHafD80nx02TxI0CqQHiesX3ah04amHgfSjSpMSTVAHeN1EYpT9fjZfYWQ\n", "yWRQi9j5lPPy6LLemHRgc3vh4WjVLDK2CFrPNRgha7XGQjTXcx3L6rps+JetF+Hw+K6sv3xfEWaE\n", "2U5gwcmWfjy3qx4ujsc35mfjvtIUJse4kvFP7HquEV8hoP7r6LO4PFAr5FAr5OiwuP2FFQAu9ziG\n", "FFe7m4PFycGgVkCvZrNg3ZoVhzdXTYXH60V6nJoKKxlz2FtHb5wS2lfqsLhwoL4H++t6YA7RZ+S8\n", "PI429eFfPriIn+y5jCu9DqTHqWG4VjDlMqAoJbCF021z4/dVLXhi4zn88pMmmC3OkPncnBd9djfc\n", "XOzGmcpkMmQnaJCbpMOJa1vCsIr1niHlGx1sjm2ZoOxuDm+fuIo91wbVL8xLwNOLcv3F8mZX+hx4\n", "YXc9OB5o7HUgTqvEdxfn4pX7i3Cl34lUg3rIjKwLnTZ8dG0t1Y8v92JhXiLSjCP3crusbvzv6XYc\n", "aerD0uIkrJyWxuyQKEJYQv9KYkTIWD6ri8Ox5j7/7armflhd3IjF1ePlMfg6T7/DAy/PoyBFP+Iq\n", "UyNNXB0pX43ZgvdrOsADeOezdkxNNWDeMFNVpcT6OEjKFxnW84lFbQGGxGkUuLPwxgpQSwqSEBek\n", "J5oVr8HX5/o2dIzXKPClWRmQh5j3X2zSY/lUE/QqORYXJKIsfeTxjw4PB7lMhi/NysA352cjUaeE\n", "m/YSI0SQiM9cw924cKISsk+QRqnAYzMzMDsnHl4eKDXpoQtSXHUqBVZOM+H2vASoFXJBOyck61V4\n", "Yl4WHpmZ7rugpVKMmK+m3YoX9lwG4Js6+a3bclASZOC/VFjfY4nyRYb1fGJFXFzFDFEgI0vSqzA/\n", "jI/dGqUCOQnhXUnXqRTQqUI/51LnjU0IHR4v4rQKpEZx6xtCxrOI2wJGIy0BJwTrf5mHyzc13Yjr\n", "S39GYxsZscbie8cSyjc6BJ257t+/f8h9er0es2bNglJJ18RCcXm8sLg4GNRyQSvvs2JqmgGvLi9B\n", "l9WF7AQtJke42wEhE0nQM9cXXngBra2tuHr1KqZPnx7wX2pqKt57771Y5Ryzeu1u/OnTVnxj83n8\n", "1+Er6LCwt54mMPxYQ6VchqlpBizMT4pof65gXB4vTlzpx++PteBoYx/s7qHrzbI+DpLyRYb1fGIF\n", "Pe380Y9+BADQ6XRITk4O+F5ycjI+//xz6ZKNE7UdNmw449tNYOeFbszNiae+5SAXOm14dkcdAGDD\n", "GTN+fm8Rbg2x8hYhY0FEn+kjXJZgQrh55JJHgqFMA04P6rrs4HmgMEWHeBGD/KPd9xpwenDObIXF\n", "yaHYpB+yG8F1PTftNtBlcw95DOs9OcoXGdbziSXoX+Ftt9027P3z58+PapjxqMSkw11FSdhX14M5\n", "2XGYFuX9i9weLzZXd+Cvn7UBANaUp+HLszNGvbd7oL4Hvz50BQCQFa/Gf95bhLRhVvWanKhFkk6J\n", "HrsHcRoFCmjdVjJOCBotkJ6ePuz9GRkZUQ0zHqUY1Pj2gkn4+eIUPHNHnuBlA4Xqc3rwfs2Nbazf\n", "r+lAn2P4fbKCiWbfi+d5HLzc67/d2u9Cr8Mz7GNzk3R45f5i/PzeQrz6QAkKUoYWV9Z7cpQvMqzn\n", "EyusoVgej2fIrgQkNL1agYG2JhhDLDQt6tgqRcDZ8NQ0PXSq0Z14J5PJcEfhjR59bqImYPfXm+Uk\n", "anFrdjwm0x5ZZBwJup5rdXU1qqur4Xa7UV5ejrNnz8JgMCArKwvz5s2LZc6QJvJ6rlf7nThxpR8c\n", "D8ybFI8sBjahs7o4XOiwYsDJoTBFj+yE0c9EiBiSrOd67tw5PPLII/B6vfjZz36GZ599FgCwadMm\n", "5orrRJYZr8HystTRjhHAoFbg1mzaJZhMXEE/P16fICCXy2EymW48aZgN50hwrPeVWM7HcjaA8kWK\n", "9XxiBT1zjYuLw/79+2GxWJCQkIB9+/YhLS3Nv832eNA24ERthw1qhRxT0/RIDNIbJIQQoULuoXX1\n", "6lVoNBokJyejvr4eFosF06dPj1U+wcT0XHvtbvx4bwPOtPm2qnl0Zjq+PCsTCjmt9DVeeXk+5LKM\n", "hAwm2R5amZmZ/q8LCgrCfgGWWZycv7ACwCeXe7H6ljTE0Ur7447Dw+FoUz+2ne/E7Ox4LCtJDjqC\n", "gZBICW6eut1umM1meL1eDAwMSJkpZuI0SszIvLGq1+KCJMk27GO9r8Ryvmhkq+u046d/a8CpVgve\n", "Ot6K01ejt7Emy+8dQPlGi6BTtPr6epw8eRIOhwOPPfYYtm7discee0zqbJJL0CnxnUWTcaHT13Mt\n", "TTVQS2CcsroCJ1b0DDPNlpBoEnTmeuLECaxevRpGoxFyuXxcreGaHqfB/8lPQsXkBCTopGsHsD5/\n", "muV80ciWl6zFLdcmW6Tolbg1K3qLw7D83gGUb7QIqiZarfQzZ7xeL3ieH1cjEcLV2GPHhU4bErRK\n", "TE01UO83itKMGvzwrnx029yI0yiQEeVpyITcTNCZq91uD7jt8Qw/T3ywtrY2vPPOO3j33Xdx9erV\n", "oI/dsWMH3njjDbS3t4s+ButC9ZVa+534/vZLePlAE/5tZz0ON/YFfXy0sdz3ila2FL0KxSZ91Asr\n", "y+8dQPlGi6DiOnPmTPz1r39Fa2srNm7ciLlz54Z8TlVVFdauXYtHHnkEx44dC/rYyspKLFmyJKJj\n", "jHW9dje6bTf+aA3eYpsQMvYI+tw5ZcoUTJo0Ce3t7cjJyYFKFXoIi15/Y5dQtVrc4tDROAYrQvWV\n", "UvQq5CRocKXPCcA3ciFaum1unDdb4eS8KE01IHOYtQdY7nuxnA2gfJFiPZ9Ygpt6er0e+fn5gg88\n", "eG6CkGIs1THGivQ4DX68rACXexyI1yhQHKUtrDkvjy1nO/DuaV/LpSxNj+fvLqCZaIwacHpwqdMG\n", "t5dHYbIOKYaxfVIxkQkqrtu2bUN5eTk4jsPhw4cxb948FBUVBX0Ox90Y+iITOSMm3GMM3v/8eh8n\n", "VrePHTsGrTEe06aWQimXDfn+66+/jvLy8pjnmzF3Pg413FhbtcZsg8XJofrTY0zkE3J7cE+OhTxS\n", "5dNodWhQ5+APVa2+702Ow78szkOcRslEPtbfPylvixFy+isAbNmyBStWrMAHH3yAlStX4r333sMX\n", "vvCFoM/ZvHkzHnroIfA8jw8//BDLly8H4FvGUC6Xo6ysLODxNTU1SExMRFZWVshjDGc0lxz0eHkc\n", "a+rDf59sQ16SFl+enYGs+MARFoMLfyxxXh7rTrXhLyd9OxXcmmXEs3fmI+GmkQijlU8IlrMB0cvX\n", "7/TgH9+/gNZ+p/++t9dMRXZCZKN1Jsr7JxXJpr8CvlWw5HK5f0iWRhP6amtFRQXWrVsHnuexdOlS\n", "//1HjhyBTCYLKK579uxBfX09tFot8vLysGjRoqDHYE1jjwM/3nsZXh6o77Yj1aDG1+dlBTxG6C+P\n", "w8PhVIsFn7UO4NasOMzMMkKrEj88TSGXYflUE0pMejg5L0pSDUMKazj5RgPL2YDo5dMp5ZidHecv\n", "rkXJOugj+NlfN1HeP9YIKq4ulwsWi8VfXIVsTJiVlYVHH310yP1PPvnkkPtGKpwjHYM1bs4bsBFh\n", "t1387J9asw3P7a4HAGw+24GX7yvCjAgHvCfoVJg3OSGiYxDpqRRyPDIjHWXpBjjcXszMMiJJT73x\n", "sUrQUKysrCxs2bIF8+fPR3V1Nerr66XONabkJGiwuty3WHWiVomHpg1duFroWL4ee+AY4kgKdThY\n", "HmvIcjYguvlSjWrcVZSM+6eaIm4HXDeR3j+WCDpzXbBgARYsWAAAKC0tDXkxa6IxapRYe2smKktM\n", "0KrkSDOKv8Kbl6RFok6JXrsHiVol8pNoN1RCxiJBF7TGgvG0h9aVPgc6rW6YDCrkROnshRAijtgL\n", "WqL2a9mxY4eYpxGBchK0mJkVR4WVkDFMUHHdtWsX3nvvPbz00ktYt24dPvvsM6lzjTus95VYzsdy\n", "NoDyRYr1fGIJKq4WiwVf+MIXMG3aNDz66KMoLi6WOhchhIxpgorr9dlRXq8XwI1dYYlwrI/lYzkf\n", "y9kAyhcp1vOJJai4Xl9iUKFQoL+/H243reJOCCHBCCquDz/8MABg2bJl2Lt375CpqyQ01vtKLOdj\n", "ORtA+SLFej6xBE9/BXzTXh966CFJAxFCyHggapzrxx9/7J//z4rxNM6VEMIOSRduOXjwIK5everf\n", "3+rcuXPMFVdCCGGJoJ5rV1cX1qxZg1WrVmHVqlX4+te/LnWucYf1vhLL+VjOBlC+SLGeTyxRM7RM\n", "JlO0cxBCyLgStOdaU1MDwLfK/qRJk/wLWR8+fBhPPPFEbBIKRD1XQogUJFlb4PrpekVFRcAOAYQQ\n", "QoILWlwfe+wxlJWV+ce11tXVQaFQ4Mtf/nJMwo0nrPeVWM7HcjaA8kWK9XxiBS2uRqMRALB7925Y\n", "LBbcc8896O/vx+HDh2MSjhBCxipBF7R6e3sxb948qNVqzJ07F11dXVLnGndYnz/Ncj6WswGUL1Ks\n", "5xNLUHFVqYbfx6e/vz+qYQghZLwQVFxtNhs6OzsBAJ2dnf4NCvft2yddsnGG9b4Sy/lYzgZQvkix\n", "nk8sQTO02tra8Mc//hHZ2dloaWlBXl4e1q9fj/Pnz+PBBx+UOiMhhIw5gtYWOHHiBObMmSP4/tFA\n", "41wJIVKQdA+tkQooK4WVEEJYI2r6Kwkf630llvOxnA2gfJFiPZ9YVFwJIUQCotZzZRH1XAkhUpC0\n", "50rIWOD2eNHv8IDzjovzBTLGUXGNEdb7StHK1+fw4HK3HR0WV1SOBwjLZra48NsjV/Dt92uxqdoM\n", "i9MTtdcPZaL8bKXCej6xaI9sEjWdVhd+fegKjjb1ISNOhZ8sK8LkJG1MXvv01QFsq/VNy/5DVSuK\n", "TXrMzIqLyWsTMhw6c42RWM+f9vI8+uweOD2coMdHI19DjwNHm/oAAG0Dbhy/Ep3p0UKyOT3egNtu\n", "zjvCI6OP9bnxlG90UHEdhxweDrsudOPbH9TipX2NaO13xuR1tcrAX6cErSImrwsAM7PiUJSiAwDc\n", "WZiEwhR9zF6bkOFQcY2RWPaVGnsc+OUnTWgbcOFwYx/2XuoO+Zxo5CtM0eFf/88kFKfosLo8LWof\n", "y4Vky0nQ4qeVhXh7TRm+tSAHyfrhFxuSAus9Q8o3OqjnOg55brpabnMJaw1ESqdSoHKKCXcUJEGt\n", "lEMmk8Xkda9L1KmQqIvpSxIyIhrnOg5ZnB787+fteO+0GZnxajx/dwHykqjqECKG2HGudOY6Dhk1\n", "Sjw2MwP3TjFBq5TH9CMyIcSHeq4xEuu+kk6lQFa8RnBhZbnvxXI2gPJFivV8YlFxJYQQCVDPlRBC\n", "gmCu59rW1oa9e/dCoVBg8eLFyMzMDPuxW7duBcf5rnQXFhaivLxcqriEEBJVkrUFqqqqsHbtWjzy\n", "yCM4duyYqMdqtVqsXLkSK1euHPOFlfW+Esv5WM4GUL5IsZ5PLMnOXPX6GzNk1Gq1qMdyHIdNmzaB\n", "53nk5+fTx35CyJgh2Znr4FbuSFtzh3psZWUlVq1ahYcffhjt7e0hX3PwX8CDBw8ydZvyib+9cOFC\n", "pvJQvomVTyzJLmjt2LEDlZWVAIA9e/Zg6dKlET021DHoghYhRArMLZZtt9sB+M5Kr38NANXV1aip\n", "qRH02MbGRv/XDodDqqgxEelfQamxnI/lbADlixTr+cSSrOdaUVGBdevWgef5gDPOI0eOQCaToays\n", "LORjGxsbUVVVBQCYOXOmVFEJISTqaJwrIYQEwVxbgBBCJjIqrjHCel+J5XwsZwMoX6RYzycWFVdC\n", "CJEA9VwJISQI6rkSQghDqLjGSCR9pfouGzaeMWN/fQ967O4oprqB5b4Xy9kAyhcp1vOJRTsRMK61\n", "34lntteh1+EBAPxDRTYeLk8b5VSEkFDozDVGxO7NPuDw+AsrAHzWOhCtSAEi2Tve6uLw6ZV+/O1S\n", "N5p6oj+TjvV97SlfZFjPJxaduTLOZFBhapoe58w2AMA9JcmjnGioI429+M8DTQCANIMKL99fjMx4\n", "zSinImR00ZlrjIjtK6UY1Hj2znz85J4CvLa8BBWTEqKczCeSvteRxn7/12arO+p9YdZ7cpQvMqzn\n", "E4vOXMeAdKMa6cbga+KOpoX5CfikoRcAkBWvpt1mCQGNc5XExU4btp/vhMmgxp1FSciIG98fkW0u\n", "Dy502tHv8CA/RYdJCdrRjkRI1DC3hxbLLnRacbrVgqx4DcozjYjXRO9taBtw4gfbL6Hf6dv7q8vm\n", "xrcW5EAmk0XtNVijVysxMytutGMQwpQJ13Nt7LHjex9dwh+qWvHCnsuoauqL6vFtbq+/sAK+s1iP\n", "l2e+r8RyPpazAZQvUqznE2vCFddehwc2t9d/u6bdGtXjpxpUuHeK74q+XAY8MiMdKsWEe5sJmfAm\n", "XM+1fcCFH+68hKZeJ+Qy4MV7CjE7Jz6qWfocHlzpdUCjkiMvSQelPPYtAZuLg1Ylh3wctyMIiQXq\n", "uQqUHqfGfywrxJU+B+K1ShSl6EM/KUwJWiUSMoxRP64QVheH3Re7sKO2G/MmxePBaalIoav3hMTc\n", "hPy8mhWvwbxJCShNNcTsrDJWfaULnTb87kgL6rvtePd0O862WQQ9j+W+F8vZAMoXKdbziTUhi+t4\n", "5hzUTwYAq5sb4ZGEEClRcY2RWM2fLkzRYU6Ob1hUbqIG5QLbEyzP72Y5G0D5IsV6PrEmXM91vEs1\n", "qvH9xXnodbgRp1EgWc/uzC5CxjM6c42RWPaVEnRK5CbpwiqsLPe9WM4GUL5IsZ5PLCquhBAigQk3\n", "zpUQQsJBe2gRQghDqLjGCOt9JZbzsZwNoHyRYj2fWFRcCSFEAtRzJYSQIKjnSgghDKHiGiOs95VY\n", "zsdyNoDyRYr1fGJRcSWEEAlQz5UQQoKgnishhDCEimuMsN5XYjkfy9kAyhcp1vOJRcWVEEIkQD1X\n", "QggJgnquhBDCECquMcJ6X4nlfCxnAyhfpFjPJ5ZkOxG0tbVh7969UCgUWLx4MTIzM8N+bDjHIIQQ\n", "lkjWc/3ggw+wYsUKAMCWLVuwcuXKsB8bzjGo50oIkQJzPVe9Xu//Wq0Ovt3ISI8N5xiEEMISyYrr\n", "4BNilUol6rHhHIN1rPeVWM7HcjaA8kWK9XxiSdZz5TjO/7VMJhP12HCOkZiYiJMnT4YbM2b0ej3l\n", "E4nlbADlixTr+RITE0U9T7LiarfbAfjOPq9/DQDV1dWQy+UoKysL+diR7h/O7Nmzo5adEEIiJVlx\n", "rdW/4m8AAAkOSURBVKiowLp168DzPJYuXeq//8iRI5DJZAHFdaTHjnQ/IYSwbtzM0CKEEJbQJAJC\n", "CJEAFVdCCJEAFddR4vV6A0ZDEELGF8kuaEVbNKbTspJvx44dqK+vx8qVK5GVlSV5tnDznT17FrW1\n", "tfB6vZg/fz5ycnKYyXb48GG0t7cDACZPnhyTUSLh/j7Z7Xa89tpr+MpXvhKTn284+bZu3er/o15Y\n", "WIjy8nKm8gFAfX09Pv30U2g0GlRWVko+gSicfC+//DKKi4sBAJ2dnXjiiSdGPjA/Rrz//vv+rzdv\n", "3hy1x0ZLuK959uxZvqWlRcpIAcLJd+DAAf/XH330kWSZrhP789q5c6cUcYYIN9/27dv5Tz/9NGY/\n", "33Dy7dq1S+o4Q4STr6enhz948KDUkQKEk89ut/u/3r59e9DHjpm2QDSm00qJ9am64eRbtGiR1HEC\n", "hPveNTQ04JVXXkFRUZGUsfzCydfT0wO9Xg+tVit1LL9w8nEch02bNmHjxo0xG7gfTr5Tp07BYDBg\n", "06ZNuHDhgtTRAISX7/rP1Ww2Iy0tLehjx0xx5aMwnVZKo/Ga4RCTb/fu3Zg3b55UkfzCzZaXl4en\n", "nnoKx48flzKWXzj5Dh48iIULF0odKUA4+SorK7Fq1So8/PDD/vaK1MLJZzab0dvbi1WrVuHixYvw\n", "er1SxxP1b6OmpiZgrP5wxkzPNRrTaaU0Gq8ZjnDzHThwAMXFxTCZTFLGAiDuvdNqtYiLi5MqUoBw\n", "8rW3t+ODDz6A2WxGXl5eTHquYn/3YnUSEG6+65+csrOz0d3dLfnvoJj3z+FwhPx0MmbOXINNp62p\n", "qRH0WFbyjYZw8n3yySdIT09HXl4ec9m6u7v9X/Mxmv8STr4nnngCK1euxMKFC3HLLbcwl6+xsdH/\n", "tcPhYC5fSUkJ6uvrAfhaLAkJCUzlA3wjfeTy0KVzzJy5RmM6LSv59uzZg/r6emi1WuTl5cWkxyk0\n", "n9lsxqFDh1BaWorz589jYGAAjz/+OBPZAODQoUNwOp0AgDlz5kiaS0w+wPcH4ODBgzE7cw0nX2Nj\n", "I6qqqgAAM2fOlDxbuPlmzpyJDRs24MyZM0hNTY3J2XW4P9+mpiZB/X6a/koIIRIYM20BQggZS6i4\n", "EkKIBKi4EkKIBKi4EkKIBKi4EkKIBKi4EkKIBKi4klHBcVxMpjYSMlqouE4gL7zwQtSOZTab8e67\n", "7+L999/He++9B4/HE/D9Dz/8cNjntba2YsOGDXj11VfR1dUl+vU//fRTvPnmm6KfP16N9L7fbOfO\n", "ndi4caPEaSY2Kq4TyJNPPhm1Y+3btw9f/OIX8eCDD+LOO+/EgQMHAr4/0rTjrKwsrF69OuLZVbNn\n", "z0ZqampExxiPhE73vueee5hcA2M8GTPTX4l4bW1tOHr0KOrq6vD000/777fZbNi0aROMRiMUCgVq\n", "a2vxne98x//9Xbt2wWKxQKFQwO12Y/ny5dBoNAAAhUIBu90OvV7vX2YPADweD7Zv347z589jy5Yt\n", "AIDi4mJMmzYt4v+PPXv2oLu7G0qlEgqFIqCtUFtbi1OnTkGn08HhcGDOnDkoKCjA1atX8ac//QnF\n", "xcVYtWoV2tvb8e677yI1NRWPPPIIlMqR/wns2LEDtbW1SEpKQnx8PGw2G6ZPn+5fM2Ck1wR8yyLu\n", "2rUL06dPR0NDA9RqNdLS0vwrZh06dAgdHR1QKBT+6byrV68O+R40NDTg0KFDMBqNkMvl6OzsxN/9\n", "3d8BAD7++OOA9z0pKQmLFy8G4Pu5bN68GXK5HDzPx2QB+QkvxDqyZBx57733Am7X19cHLDjd0NDg\n", "//rQoUN8bW2t//bAwAC/ceNG/+2uri7+ueee4//yl7/wL730Eu/1eoO+1s327dvHm81mwdnPnj3L\n", "HzlyxH+7o6OD/9nPfsbzPM9brVb+v//7vwMev379et7lcvE8z/Pt7e38nj17/N9bt26d4Nf97ne/\n", "y3Mc57/9v//7v7zNZgv5mtcz/+Y3v+GdTmfA42pra/ljx475b3u9Xv7QoUOC8nz00Ud8Y2Oj//bg\n", "nxnPj/y+b926le/o6PDfPnbsGL9+/XpBr0nEoTPXCSw/Px8cx2Hnzp3+Zddyc3MBAC0tLViwYIH/\n", "sUajMeC5O3bswLPPPguNRoOWlhbs3r0by5YtkyzrxYsXcc899/hvm0wm//Yz7e3t6O/v95+xAb4V\n", "n3p6epCWloa0tDR0dHQA8J3Fh3PWVl5eHrACUklJCVpbWyGXy4O+5nV33nnnkAWYL1y4gLvvvtt/\n", "WyaTBbzXwdx33304fvw4ampq4PF4kJaW5v+ZBWOxWAKW7ps5cyaampoEvSYRh4rrBHb69GnMmDHD\n", "v8LP4cOH0djYiNzcXOTk5ODChQsoKSkB4PvHebPrLYKUlBTYbDZJsxYXF+PUqVOYP38+AKCjowPN\n", "zc0AgJycHKSnp2PlypX+x988EmH27Nk4ceIEmpubsXz5csGvW11dHbDE3KVLl/DAAw9AoVCEfE2e\n", "54ftaxYUFODMmTMBfefB73Uwn332GebOneu//T//8z+CFjQ3GAzo7Oz0F9iTJ0/GbMnGiYpWxZoA\n", "9u/fj97eXpw5c8Z/JlZZWYkPP/xwyLqUK1as8N93vecql8vhdruxYsUKf0FtaGhAVVUVNBoNHA4H\n", "li9fHrBdxscff4zu7m7I5XJ4PB4sWLAAGRkZ/v5vfX090tPTERcXJ3gTut27d6OnpwdarRYOhwNm\n", "sxnz58/HnDlz0NzcjOPHj/t7qBaLBcuXLw9YUPutt95CRkYG7r//fsHv3e9//3sYjUZotVq43W7M\n", "mDEDpaWlABD0NauqqnDq1CkAQFpaGrKzswOK4r59+wLenylTpmD69Okh87zxxhvIzMwEz/Pwer0B\n", "fVzAV6RPnz4NjUYDnueRn5+P6dOnw+PxYMOGDVCpVJDL5TAajTh+/Dgee+yxmK3bO9FQcSUkiPXr\n", "12PNmjWjHYOMQTQUi5AR7NixA+fPn8e2bdtGOwoZg+jMlTChoaHB/zH6Znl5eZKsmj8arxmMxWLB\n", "3r17h+2FGo3GmO2qQaKDiishhEiA2gKEECIBKq6EECIBKq6EECIBKq6EECKB/w/f9ioqrLTQiwAA\n", "AABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.495897\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4W+WZN/6vdLRZkmV53/ctcchCNockTVgSYpI4JCkw\n", "QNq3w0vDr9PODH2nLUNXoAuUFoa2tJ228/ZtZwoYCEmcBcjmQsDO4iQmixNiO3G8xPsiW9a+nd8f\n", "SmTLi3y0Wjq+P9fFhY98rPPckXz70X2eRcCyLAtCCCEBJ5zpBhBCCF9RgiWEkCChBEsIIUFCCZYQ\n", "QoKEEiwhhAQJJVhCCAkSUagv2N3djaqqKjAMg7Vr1yI1NdXj+c3NzTh37hykUinKysogkUhC1FJC\n", "CPFPyBNsbW0tduzYAQCorKzE1q1bpzx3aGgIXV1dePjhh0PVPEIICZiQlwjkcrnr6+l6o+fPn4dC\n", "ocCePXvQ2NgY7KYRQkhAhTzBjp04JhaLPZ7b29uLoaEhbN++HU1NTXA4HMFuHiGEBEzISwR2u931\n", "tUAgmPb8NWvWAADS09MxODiIhISESc87cuQIGIYJTCMJIeQWtVqNJUuW+PSzIU+wRqMRgLMne/tr\n", "AKivr4dQKERJSYnrsaKiIjQ3N6OgoAAajQbz5s2b8nkZhsHixYuD13BCyKxUV1fn88+GvERQWlqK\n", "iooKVFRUoLS01PX4yZMnceLECbdzFy1ahPPnz2Pv3r0Qi8XTlhT4rLq6eqabEFR8jo/PsQH8j88f\n", "Ie/BpqWl4bHHHpvw+M6dOyc9/6GHHgp2kwghJCgEfFmusKqqikoEhJCAq6urw3333efTz9JMLkII\n", "CRJKsBGC73UuPsfH59gA/sfnD0qwhBASJFSDJYQQD6gGSwghYYgSbITge52Lz/HxOTaA//H5gxIs\n", "IYQECdVgCSHEA6rBEkJIGKIEGyH4Xufic3x8jg3gf3z+oARLCCFBQjVYQgjxgGqwhBAShijBRgi+\n", "17n4HB+fYwP4H58/KMESQkiQUA2WEEI8oBosIYSEIUqwEYLvdS4+x8fn2AD+x+cPSrCEEBIkVIMl\n", "hBAPqAZLCCFhiBJshOB7nYvP8fE5NoD/8fmDEiwhhAQJ1WAJIcQDqsESQkgYogQbIfhe5+JzfHyO\n", "DeB/fP6gBEsIIUFCNVhCCPGAarCEEBKGKMFGCL7XufgcH59jA/gfnz8owRJCSJCEvAbb3d2Nqqoq\n", "MAyDtWvXIjU1dcpzDxw4ALvdDgDIz8/H/PnzpzyXarCEkGDwpwYrCnBbplVbW4sdO3YAACorK7F1\n", "69Ypz5XJZFi/fn2omkYIIQEV8hKBXC53fS2RSDyea7fbsWfPHuzevRt1dXXBblpY43udi8/x8Tk2\n", "YPL4Bg1W1HVocblbB6PVPgOtCg8h78GOrUiIxWKP55aVlbm+/vDDD4PWJkJI4IyYbfjjqZv4qHkI\n", "APB/VmfigTkJM9yqmRHyHuztmioACAQCzj83XTIG3P+SVldX8+qY4ovc49WrV4dVe4Idn8ZgcyVX\n", "AKi80ocLlz8Pm/b6cuyrkN/k2rt3L7Zt2waWZXHw4EGUl5cDAOrr6yEUClFSUuI6t7W1FdnZ2QCA\n", "gwcPYvPmzVM+L93kIiQ89Ost+NbBJnSNWAAAW0oS8E8rMsAIuXeowklE3eQqLS1FRUUFWJbFunXr\n", "XI+fPHkSAoFgQoKtra0FACxatCjUTQ0r1dXVWL169Uw3I2j4HB+fYwMmxpegkOAn9+fjZNsQVFIR\n", "lmSoIja5+ivkCTYtLQ2PPfbYhMd37tw54bE1a9aEokmEkADLipUhKzZlppsx42gtAkII8YDWIiCE\n", "kDBECTZCBOKOZjjjc3x8jg3gf3z+oARLCCFBQjVYQgjxgGqwhBAShijBRgi+17n4HB+fYwP4H58/\n", "KMESQkiQUA2WEEI8oBosIYSEIUqwEYLvdS4+x+dtbD0jZlzoHEGLxhikFgUWn187f4V8LQJCyNS6\n", "R8x47kgzbmhMkImE+OWmAhQnKma6WcRH1IONEHxejQngd3zexHZz2IwbGhMAwGRz4OzNEQCAwWLH\n", "tX4DWjVG2B3hdduEz6+dv6gHS0gYiZEyYASA/VYOzYiRwmi1Y+/lXvz3uW6IhAI8ty4XpVkxM9tQ\n", "wgn1YCME3+tcfI7Pm9jy4uV48YEClJck4DtrsrAoTYkBvRX/fa4bAGBzsPh/ZzthsITPPld8fu38\n", "RT1YQsIIIxTgzrRo3JkW7XrMbGURLWUwYnYm1dRoKcSMAB3DZtS2D4MRCrA0Q4U0lXSmmk2mQONg\n", "CZlhFpsDPToLGKEAqdGSSfeqa+jV483z3YiNEuPhBUmIkYnw42PNuNClBwCUZqrw3XtyIJcwIW49\n", "/0XUljGEkFFWmwNHmgbxek07JIwAL9yfh8XpqgnnFScp8ML6PFfy7dVZ8HmvwfX9K716GK12mGwO\n", "MAIBYqLoVzscUA02QvC9zsXn+DzF1qu34PWadrAAzHYWfzjVAb3FNum5Y3u2MTIGW+cluo4fXZiE\n", "5kEjvlHZgKcPNKKhTx+w9k+Hz6+dv+jPHCEzSCQUIEoshMHqAACoZSIwHLazl4oYPLIgCUszVBAA\n", "iJeL8fXKBphszud57dN2vLK5AEoJ/YrPJPrXjxB8H2vI5/g8xZYcLcXPNuTjD6c7oJIyeKo0HTIx\n", "tzqqSibGojQxAOcEBfuY2ykOlgVCdHeFz6+dvyjBEjLD5qUo8cqmAggFAogZ36p2SUoJfnBvDl7+\n", "uBUysRDfXJ0JpZR+vWca1WAjBN/rXHyOj0tsUhHjc3IFAKFAgBVZMfivh+bid1uLUZKs9Pm5vMXn\n", "185f9CeOEJ4QCARIVEhmuhlkDBoHSwghHtB6sIQQEoYowUYIvte5+Bwfn2MD+B+fPyjBEkJIkFAN\n", "lhBCPAh5DbalpcWnixFCyGzicZjW7t27XfOfHQ7nFDyWZdHU1ITvfe97wW8dcamurub1jBk+x8fn\n", "2AD+x+cPjwlWqVRiw4YNqKmpgVgsxqJFi1BXVwe1Wh2q9hFCSMTyWCLYsGEDAKCrqwvLly+HRCLB\n", "ihUroNPpfL5gd3c33nzzTbz99tvo6uqa9nyj0YiXXnoJnZ2dPl+TD/jeQ+BzfHyMrWfEgvOdI2ge\n", "NGLVqlUz3ZywxWkm1/gFgG+XC3xRW1uLHTt2AAAqKyuxdetWj+cfP37clegJITNv7M63UkaAlzcW\n", "oiSZdr6dDKebXA6HA/39/QCA/v5+WK1Wny8ol8tdX0sknqf1aTQayOVyyGQyn6/HF3wfa8jn+PgW\n", "W+eYnW/NdhbV1/tnuEXhi1MPdtu2bTh06BB0Oh0UCgUeeughny84dlSYWCz2eG51dTU2bdqEq1ev\n", "+nw9QkhgqWQiiIUCWG9tH54Z4/n3eDbjlGBFIhE2b94ckAva7aO7YU6299BYPT092L9/P3p7e5GT\n", "k4O0tDSP54+9m3m718CXY4ovco9Xr14d0uvZHSzO3OjF1X4zStJiMD9FiXOnTwbs+fPio/DDtak4\n", "22nAnBQVlmWqwurfOxjHvvJposHFixexYMECny64d+9ebNu2DSzL4uDBgygvLwcA1NfXQygUoqSk\n", "ZMLPXLlyBWq12mOCpYkGhDhd7dPjm/sbcauDiZ8/kD/pPl+Em6BPNDh+/Ljb8Y0bN3y6GACUlpai\n", "oqICFRUVKC0tdT1+8uRJnDhxYsL5g4ODqK6uRn19vc/X5AO+1fHG43N8oY5t0GB1JVcA6NRagno9\n", "Pr92/uJUItBoNG7H03209yQtLQ2PPfbYhMd37tw56flxcXF46qmnfL4eIbNNhkqK2CgRNEYbZCIh\n", "ChOiZrpJs5ZPC26bzeZAt4NMg49jKcfic3yhji0rNgqvbCpE94gF8XIx8uKDm2D5/Nr5y2OCPXjw\n", "IIxGI65eveo2NGvhwoVBbxghxHeZahky1TS8caZ5TLC3Rw588sknWLNmTUgaRCbH9/nefI6Pz7EB\n", "/I/PH5xuclFyJcR3iqQM1Hfr0DFsmummkBCjTQ8jBN97CHyN7+awCb8+r0enVgN1lAi/eKAAOXHO\n", "mqjJasf5Th0uduuwKE2JBalKyETMDLfYe3x97QKBUw/2L3/5C1pbW1FbW4u33nqLhmUQwlHLoMk1\n", "TGrIaEPTgMH1vat9BvzoaDPeu9SLHxxuRmOfYaqnIT7o1Jrwea8e/frgDlPzhFOCTUhIQHZ2Nnp7\n", "e/H444+jt7c32O0i4/D9j9pMxKcz29AxbILG6PvaGtNRydx7pOqo0Wmlgwb362qMtqC1I5jC8b15\n", "Y9CIb+5vwtP7G/HckWZ0j8zMyCdOJYLbq2eJRM7ThULayotENo3Bij+f6cSRpkHkxsnww3tzkRGE\n", "u+5FiXJ8Z1UK6nrMWJIejbmJo4sd5cZFQSVloDXboZaJkE13/QPmYpcOQybnH6ymASNaNCakREtD\n", "3g5OCVan06GtrQ3x8fEA/JtoQHzD9zpXqONrHjTiSNMgAODGoAm1N7VBSbAyEYP1c1Oxfu7E7+XG\n", "ReG18iL0661IVIqREROZCTYc35vxcvcFaKKlM1Pb5pRgV61ahfr6emzcuBGfffYZp4WyCQlnYsa9\n", "kxAlmplPZZEyXtVic2DAYIWEESBe4XmZ0XAwP0WBf16Zgc86R7CuIA4F8fLpfygIOL2rcnJysHHj\n", "RgDAnXfeia997WtBbRSZKBzrXIEU6vjy4+X42op0pEZLsKEoDovTo4N2rWDEZrY50DNiDmr9ePRa\n", "drzf0I8ndl3Bv+xrxLV+95tx4fjejIkSY0tJIp5bl4dVOWpIZ+gPqN9XPXbsWCDaQUjAaIxWHLjS\n", "h5c/bsHZm1rYHBMXjFNIGDxYkojXHyzGv6zMRPIM1Od8ZbTYse9KH/7x3Sv49sEmtAwag3q9m8Nm\n", "/OfJDjhYoN9gxRufdcGHRfhmJb8TrD/7cxHuwrHOFUiBjO+zjhG8fuImqq5p8IPD19E8MPnwJ0Yo\n", "gEomgiTIvZtAv3Ztwyb839pO2FmgfdiMvZf7Avr84zECAYRjKipRIsbtPgzf35v+oOEAhHc6taND\n", "chwsMGIeXeS9T2/B1V692zmRRjjuJnOwP/5mqGX43j05SFZKsDBViccWJQf1enxCCTZChGOdK5AC\n", "Gd/yTBXkYudbe06SHBkxUnSPmNE8YMBzR5rxr/sb8c0DjWgO8kfr2wL92mWpZfjWF7IQJxdhYaoS\n", "5XMTAvr844mEAnwhV43fPliEH9+fh6xY99W5+P7e9AdNlSW8U5SowOsPFkNrsiEpWoJWjQkvHG3G\n", "owuTcW3AmVSHjDbUd+mQFxd5a6VKRUKsK4zD8iwVpIwQcknwhyAJBALERNHeW96iBBsh+F7nCnR8\n", "t4c+DRmt+FV1G8x2FlKxeyKKVwQmYWiMVtgdLOLk4gkf3wHusQ0YrPikWYPGfgPuL4rHwlTlpM8H\n", "OOvHsWGS8Pj+3vSH3wmWJh2QcMYIBZCLGQBWfHxdg6eWp6G+R4fF6Srckazw+/kb+vT4SdUN6C0O\n", "fHtNFlZkxYAR+vY7cap1GP95qgMAcLx5CK8/WIR8juM3+3QWDJtsiI0SRcQ41dnC7xqsr5uBEe/w\n", "vc4VrPiipSI8szYbxQlyWB0OzEtR4Pn1+dhSkuj3R16T1Y7Xa26iV2eF3mLHz/7egh7dxIVFuMbW\n", "NjS6nKHNwUI35uacJ+1DJjzzQRO+XtmA54/dQFeIb+Dx/b3pD04J9r333nNtSNjY2IiLFy+6vqdU\n", "KoPTMkICpCBBjl9sKsB/bC7E3KTAvl/Hdlb9/Sx3d14sZLdGBCxMVSJdxW1s7tU+AzpurdjV0GfA\n", "9YHQ3Lwj0+Pcg73rrrsAAEVFRWhoaAhag8jk+F7nCnZ8UWIGCklgbznIxAz+eWUG0lVSqGUi/PC+\n", "XKRET/x4zjW2uckKvP5gEV7bXIhn785GgpLbR32lxP3XWBHiefd8f2/6g9M7TiqVutVab6+qRUi4\n", "ax8yoXnQiBiZCMWJckSJA5t8ihIV+NWWQtgcLOKixH7fk8iO9X5UQ0mSAjuXp+FE6zDWFcShKGFm\n", "5t2TiTj1YO1291rQ7eULSejwvc4VjPi6tGZ898Nr+NnfW/DMB9dwpl3L+ec+vj6IU63DGOKwRmuM\n", "TIx4uWTK5Brs1y4mSoyHFyTjlU2F2DQ3AYoQDNsai+/vTX9wSrCJiYmora2F2WzG2bNnERcXF+x2\n", "EeK3AYMVvfrRxVBOtg1P+zMagxUvftSCFz9qxY+ONuPg530RM+/e19ELJHg4JdhVq1ZBrVbj6NGj\n", "kMvluOeee4LdLjIO3+tcwYgvTi5GnHy0nLU8UzXtz2jNNjSM2brl05YhGK3+fWKj12724lxMLSoq\n", "QlFRUTDbQkhApamkePmBAlwfcNZg5yRNP+5VJRPhjmQ56nucSfbu3FhEiSfvh/TqLKjr0MJgcWBZ\n", "pioi1nUlocWpB0s1lpnH99cgWPFlx0bh3oI4LMlQcapNxkaJ8czdOfjBfTn46YY8LMmIxtGmQVzs\n", "GoHFNtqTtdkdqDjfjf/4tB1/ON2BF442T9hj6zZ67WYvTj3Y8ZscnjlzBsuWLQtKgwiZaSnRUqRE\n", "S3Gt34CnDzTCanfWYH+5sQAL05wLc5tsDlzsGl2qs23YDIPFjrgxW5XYHSzVRWc5Tj1Yi8UCi2V0\n", "hkpHR0fQGkQmx/c6VzjG16uzuJIr4D7TSiFh8OC8RNfxfQWxUEc5+yt6ix2HGvrxnfebsPtSD+Yv\n", "KQ1do2dAOL524YJTDzYnJwd/+tOfcO+99wKY2KMlJFQG9Fb06y2IljFIUwW35pmqkkIhYaC32MEI\n", "gPz40TGqAoEA6wrikBsrg8XOIjcuCkqp89epqd+A//i0HQBQ36NHukqGFdkxQW0rCU+cEuzFixdd\n", "yTVShqzwTXV1Na96Cu1DJvTrLUhQSJCplnGKr1dnwS8+bsHFbj1UUgYvbyzgvBiKL3LjovDq5kJ0\n", "DpuQqJRM2DhPLmEwP3XiXl56i/u48b5hHQD+Jliu780bg0a8fb4bIkaIRxYkIzuW/zcFOSXY+++/\n", "Hzk5Oa5jvV4frPaQWaBFY8Qz71/DkMkGlZTBLzYVcvq5tiETLnY733tasx217dqgJlgAyIuLcq0Z\n", "a7DY0NBnxLDJitw4+ZQJIj8+CsWJcjT0GZCmkiDT/0W70D5kwrmbI5BLhLgzLRqJHKfRhguN0Yof\n", "H2t2rZnQMWzGT8vyoAzw9OVww7lEMNby5ct9vmB3dzeqqqrAMAzWrl2L1NTUKc89ceIEenp6AABZ\n", "WVlYsmSJz9eNdHzqvbZoTBgyOWdIac12tAwacS+H+JQSBgIAtz9DJYU4yZy9OYKf/r0FAJAoF+OV\n", "zYVIVUnRNmRC94gZ8XIx8uKikBItxfPrcqEx2qCSifxu56DBiheONaNtyLlKVvncBPzTXRkQhckN\n", "NC7vTYvN4Tbpo2vEDIuNBSLr74TXOP/5sFqt0Gg0SEhIgF6vR3S0b9sc19bWYseOHQCAyspKbN26\n", "dcpzV65c6fr6yJEjPl2PhJ/4KPe3Xbyc27KB+XFReG5dLj5oGMCCVCXuTPN+ZayWQSOu31qbYG6S\n", "wqtppafbR2eC9RmsGDBYYbU78O0PrmHIaIOEEeCVzYWYk6hAvEISsHVZ9Ra7K7kCwPmuEZisdlfN\n", "NxLEycV4ankafneyAwIAO5enI0YWOe33FadRBM3Nzdi3b58ryR04cMDnC8rlox/pJJLp34AtLS14\n", "9dVXUVBQ4PM1+YBPYw0LE+X42YY8PDQ/CT+5Pw/FSXJO8YlFQqzMUeOnG/LxyIJkxMm9S2CdWjOe\n", "PXQNL3/ciu8duo5THKbOjlWaOVpHTZSLES8Xo0Nrdq1XYLGzuNY/cQdbf147u4NFn87iNgutfG5C\n", "SLaJ4YrTa8cIUVYcj99vLcZ/bivG2lz1rBjCxulPyNmzZ/HII4+gsrISQqHQrzVgx94kE4un77nk\n", "5OTgG9/4Bvbt24e8vDyfr0vCh0zEYFlmDJZlhvbGz6DBikHD6OItZ9q1uK+A+7oaSzOi8YuNBRgy\n", "2pAXF4VUlRRasw2MALg9miuN4xquXPXqLPjhkWasL4zDV5akQiERYk2OesqtZMKZVMSgYJat9MUp\n", "wcpkgbvbN3ZlLq5Lu8lkMk4libF3M2//VeXLMcU3eqw12dB8swtCmwmsKgV1nSPIUggQY+nH0oXz\n", "p/x5RVImUqMl6Bpx3mi5M1nqdm1v298G4K6Vq/DLTYX4rF2D7Bgx5t6ajjv2/JLFpTjf0AzzUB9K\n", "S0u9ul7hwmVghAJ80DDgPI6PwvrC+Bl/vcYer169OqzaE4xjXwlYDuOu3nnnHfzDP/yDq2a6Z88e\n", "bN++3acL7t27F9u2bQPLsjh48CDKy8sBAPX19RAKhSgpKXGdOzg46Fq56/3338emTZumfN6qqios\n", "XrzYpzaR8GG1O6A12xAlYtw+BmtNNpisDljsDrz2aRsu9ejxnbVZePWTNjhuvYN/uiEPy8f0ipsH\n", "jDjdPowkpQR3pikRJ5egfciEGxojVNLgrA87Xn23Di/+vQV2lsW/352NxenTLzgz3rkOLV77tA1R\n", "IgbP3J2NwlnWC5xpdXV1Pm+NxakHu2jRIrzxxhvQarXYvXu3X6MISktLUVFRAZZlsW7dOtfjJ0+e\n", "hEAgcEuwNTU1MJudxf2lS5f6fE0+4Ns42PGqq6uxaNkKHPi8H3vq+zA3SY5/WpGBVJUU7UMmvPxx\n", "K9qGjHhiaRou9TiHavWMWFzJFQA6tZYxX5vx7x9ew/Ct0QpPLkvDPyxMRqZaFrJFWYZMVvzieCv6\n", "b61R8LO/t+AP2+cg0cubX0vSVfjtg8VghAJEh+GNLb6/N/3B6dUqLi5GZmYmenp6kJGRwal2OpW0\n", "tDQ89thjEx7fuXPnhMdu925J5LA7WNjsjglbZHPRPGjEX852AQBOtWlxZ9owtt2RhCNNA2jsN0AA\n", "5xoAYyUpxOjVWyETCTE3abRnN2K2uZIrAFzoHMEjC5LCYhdku4NF25ARZhuL9Bgpp6SpDpMtuol3\n", "OP85FAgEcDgcsNvtfiVY4ptI6CF0ak34W1032jQmfGlxKpZnqjjfKV69ejUudI64PWa/lUuZW0mR\n", "BdCvt+KB4nic69BCAOAnG/IwaLAhTi5GbtzoVNZEhQQLUpW42KWDAMDGuQkBTa5cFnJRy8R4Zm02\n", "XvqoBTYHi2fvzkaiQoLTbcN4/mgz7CywbV4ivrw4JaKGXI0XCe/NmcLpVa2vr8eVK1dQVFSEgwcP\n", "4o477sCcOXOC3TYSYQ583o+qaxoAwI+PNeN324qRF8e9XpgbJ8MjC5Kwt74PxYly3JXtrFeuK4zD\n", "lR49bmhMyIiRYl1hHJ5wpEIhYSBmhMidZCBAnFyMf1+bjdYhExQSIQq8aIcnvToLKi/3oaFXj4cW\n", "JGNZpmrCgP8+nQV6ix3xCjHuSFHitw8WwwEW8XIJLHYH3vis2zXqYO/lPjxQHB/RCZZMjfNaBI8/\n", "/jgAZz32nXfeoQQbYpFQ5xocM1PHzsI5U4ej2/F9eXEKtpQkIkokRPStgegZMTI8tz4PJpsdKqkI\n", "YobbZsiJSknAp5R+ekOD9y45Fzu6fKwZv32w2G3oUfOAAd8/fB0DBhvuK4jFU6XpuFx32vXaiYQC\n", "5MTKXLsmREsZyKZY0DtSRMJ7c6ZwSrBjJwcA3Mavktln+/xknO0YwYjZjofmJyEjxvsxoVIRgyTl\n", "xPqtQsKEfDO/yXSPjP4RcbCYsJ3M8RtDGLg11rbqmgYbiuLdvi8UCPDYohTEyETo01mwfX4SUqID\n", "O3aWhA9OCVar1cLhcEAoFMLhcMBkcq6L+cEHH2Djxo1BbSBxioQeQnGiHL/fWgyTzYEEhcSrhOgp\n", "PruDhc3hgFTEQGO0YthoQ7SUCdhUVG/cXxSLv18fxIjZjnvy1chQuydH9bjpnzKREIvGxZamkuKr\n", "y9OD3tZQiYT35kzhlGA1Gg2effZZzJ8/H/X19cjPz8euXbtw9epVSrDETXKAe2M3h03469kudI9Y\n", "8LUV6fjruS5c7NIhWy3Fc+vzkBET2iXvChMU+O2DxTBY7UhQSCbMp1+VE4NOrRlXevX44h1JrpW4\n", "yOzEeZjW008/PeHxQ4cOBbxBZHJ8r3NNFV/F+R58cmMIAHCha8S1TUvrkBmXu/UhT7CAcyHuqSQp\n", "pfj6XRmw2EaHqs3W145wXOylrKxsysfPnz8f0AaR2cXBsrA72EmHUNkdLAb0o5MHxt/cUkpnviY7\n", "GYFA4NM4YMI/fo8NaWlpwaJFiwLRFuIBH3sIrRoT/vtcJwwWO55YNvE9xAgF+PKSVDQPNmPbHUlI\n", "UYqxc3kaPr6uQWmWyjXvP1RaBo0YNFqRrJQg3YueMx9fu7H4Hp8/aPAdmREmqx2/PdGOC7c+8jcf\n", "bsbvtxUjYdyNq3nJSrxYVoAfHmnGgMGKFKUEz9ydjTtSfF/RzReN/Xp85/1rMFodSFKI8dIDBSGb\n", "cksiV2QPwJtFwnE9WLuDRV2HFi8cbUbFZ93oH/NxfjpWB4u+MeNmtWYbLHbHpOfqLHYM3JrP362z\n", "4MOGAbRqjB6ff8hoxaUuHZr6DLBO8bzTMdvssN9a7OBqr8E1JKtXb8XNYZOnH3UTjq9dIPE9Pn9Q\n", "giUT9OstaBsywTBu877xWjQm/OBwM2pah/GXc1349NbNKC6ipSJ8rTTNNQvqq4uTkDDFAtrxcjGi\n", "x9Rbs9QyvFnXPeUGnCMmG/6rthPfer8J/7K/AafbtZzbBTj/cJxqHca3Dl7Da5+2oVNrRmr0aNuE\n", "AiB2zNoALMvixqARl3t00Biskz0lmaWoRBAhQlHn0lvsON02jLrOEeTHRcFic2DT3IQpp3HqLXbY\n", "xixndVNrnvS8qSzLjMEfts+B3cEiVSWBRDT53/tMtQw/Xp+Hus4RKMQMalqHkagQT7m2QJ/eiqNN\n", "gwCckwHevdCDovgo6G59vJ9uWmrrkAnPH2uGgwUa+w2Ik4vx6MJkPLcuF1f79FiSrnKbvXWpW4fv\n", "HroOq53FyuwYPL0qE7FjtsHhe42S7/H5gxIscbnco8PPP24F4OylfXV5Om4OmzEnafK3SXqMFKWZ\n", "Kpxu1yKuNJFjAAAgAElEQVRKLMQ6L3YHAJw3sbI41jGLEuUYMFrx7oUeSBkhHl+UMuW5CokQapnI\n", "tbFiYYIcvzjeiovdemycE48nlqZ53A/KYnO4LYPYr7dALmGwKkeNVTnqCecf/Lwf1luLC5xoHcY/\n", "LEh2S7Bk9uJUIrDZbFN+j0YQhEYo6lw9I6M1VAfrvBElZqZeMSpeLsa/fSELv9lShN8+WOzXXf3p\n", "4jPbHBACWJKhwleWpk6YQTVWcrQUL5blY9u8ROxcnobC+CjXdt8fXB2Ytn6aHiPF1nmJAJxrBWyd\n", "l+Tx/LGreEkZARQS918rvtco+R6fPzj1YN9++2186UtfmvR747f0JpFrTpICcrEQBqsDSUox5iUr\n", "kR3reSZSrFzMqbdmsTtgs7M+b9Z3qVuHH1e1AAB2XezFr7cUeVzZPztWhi8vTkGUmEHF+W7X40vT\n", "ozFisqGmZQj58VGTrgMQLRXhK0tSsbE4HjKxcNq1AtYVxIERCtCqMeKB4gRkTfNvRmYPTgm2r68P\n", "b7/9NlJTU7Fq1SqIRFRZCLVQ1LkKE+T49ZYiDBisSFCIkaUOTKJoGzLiD6c60K+34qnSdCxJj55Q\n", "P50uvlbNaK/T5mAxZJz6ZlKfzoK3L/SgrmMEm+cmYG1eLAaNNvTrLFiUHo0fHb0BwLl2wgvr8hCn\n", "mPgHQiFhoIiLQqvGiJc+ugG7A3j8zpRJp74mKiV4ZEHylO0JxWvXqTVDY7AiXiEO+eIxVIOdGqdM\n", "+eijjyI1NRXd3d04cOAAJBKJx/2xSOTKjo2attfqDbuDxV/PduHsTedi2s8dbcYft8/xeorrwrRo\n", "SJhuWOwsUpQSj7u3XugawYHP+wEAfzzdgYL4KPzLygyYbQ48++F113kNfQZoTNZJEyzg3BXhl8db\n", "0djvHBLWojHilU2FYbe7QKvGiH//8BoGDTakKCX4WVk+jdENE5xqsMnJzr/OKSkpyMzMRHd39zQ/\n", "QQItUutcLMu6bd1itbOw2ScOr5ouvjmJcvxmSxFeKsvHSw/kQ2O04bVP21B5uRcDBqtrvCowcQlB\n", "i90BgUAAmZjBypzRTREzYqSeb3bZHejVjfaUe0YssEzS9ukE+7W7NmB0bUferbPgxqDnMcKBFqnv\n", "zVDg1IPds2cPYmNj0dfXhyVLluDJJ58MdrsIT4gYIZ5clobvH26G3mLH11akI1XFbZnBPp0FF7pG\n", "YLaxWJSmRF68s+Z6Y9CIZz+85kp2RqsDDb0GrMyJwRdy1bgzPRp5cVFoHjTi7jw18uNHa7UbiuKR\n", "GSOF3uJAcZJ8wsyxsdQyMZ4qTccvj7eCBfC1FRmIjQq/8tj4JRI9/dEgocVp2+6XXnoJTz75JJKS\n", "PN9NnUm0bXd46xkxw+pgkaAQQyaa/kaX1ebA707exAcNAwCAooQo/HRDPnRmO1o0RtcNLwBYm6dG\n", "y6AJrUMm/HJjARamRUNjtEJvsSNGJvJrJ1arzYF2rQlggfQYGaRTjNWdSbfHL5+5qcVdWTFYlqkK\n", "+nbks0nQt+3+x3/8x7BOrmTmsCyL6wNGdGrNSI6WoCBePulmgN6uE2u0OVA3ZhPExn7nx+CfVDXj\n", "znQVSpIVuNKjh4QR4I5kJU60DAMADFbn7LPYKLHbbCtfiUVCr/YVmwkKCYN7C+Jwr5fjkEnwcfpz\n", "nJqaCqvVit7eXjgcDoyMjEz/QySgwrHOZXc4p4j+pqYdP/17C/7PgSY09Rt8eq7x8SkkDDbPSXAd\n", "35sfC4PVjg6tBQc/70durAz/vDIDv9hYgKqmflgdLOYkyd3GpIaLcHztAonv8fmDUw+2ubkZdXV1\n", "MJlMePzxx3HgwAHXJohkdtIYrdh3uQ/Hm4ewMFWJ9Bgpqq5p0D5swpwALCPICAXYOCced6Ypobfa\n", "kamOgs3BIjVagq4RC96/OoB/+0ImSpKV+P59edCa7YiLEs3INjKETIVTgj179iweeeQRVFZWQigU\n", "QqkM7VJxJPzGGjb0GfDW+R4AQIfWjP+9LA1CgQZpPo7BHB+fyWpHbbsWhxoHsDxDhZzYKMQrJfjp\n", "hnw09huglDCYk+T86J4cLUVytH/xcNEzYkZdxwhMNgeWZ6o4rwkbbq9doPE9Pn9wSrAyGY2pI+4s\n", "NvehUDFSBq9uLkRxYmAWwW7qN7rWRTjfqUNKtBSrc53rALx/tR+tGhO+vDgFG4riQ3JDx2yz46/n\n", "ulB1TQMAONY0iJ+V5YfdmFgSXjjVYI1G93F1ntYmIMERbnWu4kQ5FqU6P8ksTFVicXo05iUrXcsP\n", "3ma02tGvt8Bs87z04flrzjGtey71omPYBP24pRJvz9w63DiA+m49Rsx2/P5kh9sMr2AyWh241K1z\n", "HTcNGCeMt51KuL12gcb3+PzBqQe7aNEivPHGG9Bqtdi9ezeWL18e7HaRMJccLcX378vFiNmGaIkI\n", "MZOMD+3TWfD/znSi9qYW9+bH4vFFKZOuW2Cw2PFOownnOp1Dsk60DuHp1VmYkyTH1V4DEuVi3HEr\n", "mTvGjSrkMMowIKKlIjxYkoj/qu0EADxQHAcVjTcl0+C8q2xmZiZ6enqQkZEBsZg+FoVaONa5YmQi\n", "t0HtQ0YrOrVmyCUMstUyXOnVo+q68yP1viv9WJKhwoqsmAnPY7Da0Tgw2hO92meAVCTEc/flYsBg\n", "Q4yMcQ3zKitOwMUuPTqGTfjyktSATuv1xHnTLQHFiXLY7Czy4qOg4LhwTTi+doHE9/j8wflPsFwu\n", "R25uLgDnTa+lS5cGrVEk8gwZrfjtiZv45MYQJIwAL5blY3zncqrOZoxUhG3zEvE/dc4p2NvuSESM\n", "jIFUxEwYFZClluH79+bgSq8eWpMNvToLckI0NEshYbAgNQR30whveEywf/zjH5GYmAiHw4Hr168j\n", "IyMD7e3tUCqVlGBDLNz3nu8eseCTW1vGWOws9l3ux/9XmoYv5MSgtl2Le/JjUTzF8oJikRAlYg1+\n", "uakALAvkx0VB6mG218fXNfjLuS4AQIJcjNfKC72eyBBK4f7a+Yvv8fnDY4JdunQplixZgn379uHJ\n", "J59EQkIC+vr68NFHH4WqfSRCyMVCSBkBzLfWB8iPj0JStBT/tiYbeosd0RIGUR4+UhuGB7F6fsm0\n", "17E7WLQPmyAUOBcF7zdYMWK2h2SYFiHe8phglyxZAgCw2+1ISHDOqklMTPRr2FZ3dzeqqqrAMAzW\n", "rl2L1NTUKc+9fPkyGhoa4HA4sGLFCmRkZPh83UgX7j2ErNgovPhAAd7/vB/ZsTLcd2vapkLCcKpV\n", "comvS2vGkaYBCAUC/NOKDPz5TCeKEuWIC/PtWcL9tfMX3+PzB6ca7PhhWSaT70NjamtrsWPHDgBA\n", "ZWUltm7dOuW5AwMD2L59OwDggw8+mNUJNhLMT1FifkpwJqHYHSzeqOvG0WvOzQxrb2rx4oY8JEVL\n", "wj7BktmL0zjYuLg4nDp1CiaTCadOnUJsbKzPF5TLR+twEonnaY1r1qzx+Tp8w/exhtPFZ7E7cH3M\n", "OqdDRhtUMjGSlFPXXu0OFn16i8fdD0Jhtr92sxmnBLtu3TqoVCocPnwYKpUK69ev9/mCY8ctch3u\n", "dfToUU5jb8e+0NXV1bw6vnTpUli1J9TxXaw7i+1zYnB7HsPmIjX62q9Nef6Zc+dw5PNu7Hzvc3xz\n", "fyPqbvSgpqZmwvl9egs+vq7B+/UdON/UGjb/HnQcXse+4rQerCfnz5/3amfZQ4cOoaysDABw7Ngx\n", "rFu3zuP5x48fR3Z29rSbK9J6sPxntTvQOmSCxeZAZowM0R4G+rcNmfDU7s9d228vSlXiZ2X5EDOj\n", "fQqzzY7Xa27iSJOz7LA0IxrfvSfHr/VjCf/4sx6s36sHt7S0eHX+7Wm3LMu6TcGtr6/HlStX3M79\n", "9NNPkZycTDvXBlmf3oIrPTp0TLOd9UwTM0IUxMtRkqz0mFwBYPyKtALBxMf0FgfO3NS6jus6RiZM\n", "0Q0mq82BzzpG8EZdF87e1MI0zXRiEnlCvjx7aWkpKioqUFFRgdLSUtfjJ0+exIkTJ1zHvb29qKmp\n", "wdWrV1FZWYm//e1voW5qWAlWnatnxIwXjjbjmwea8K/7G3F9wLf1XP0V6PjSVFJ8754cxMhEyFJL\n", "8VRpOkSM+9tdKWGwbswi1ffkx0IVhN7rVLE19Bvw7IfX8D913fjeoeto6JuZf3t/Beu9yQch/yyU\n", "lpaGxx57bMLjO3fudDtOSkrCs88+G6pmzVqtQybXrqkjZjvOd+rc9rAKFz0jZgwabIiVizhtS80I\n", "BVidq8a8ZAVEQuGkayVIREI8vCAJC9OUcLBAUbwcco7TXwNhwGDF2PrcgH5mb8aRwKNiU4QI1ljD\n", "aIkIAsD1i56knJkhT57iuzlswg8PX0eH1oIkhRgvluUji8MaBEKBYNoFuNVRYizPnLg+QiBNFVuW\n", "WoZoKYMRsx1ysRDZsZG5LCiNg50aJVieGjHboDXZoJAwHtcsLYiPwvPr8/D364NYkKLEgiCNY/VH\n", "84ARHVoLAKBXb0VTv9EtwbIsiz69FQIAicrI2dEgNy4Kr5UXoldnRaJCHLKFa0johN8WmWRS3tS5\n", "+vUWvPZpG57Y9Tl+dLQZnVrzlOeKRULclR2D79+bi/KSRMTM0ALSnuIbvyzg2BW8WJbFmZta7Nz9\n", "OZ7acxWfdWjH//iM8xRbljoKSzNUEZ1cqQY7Nb8TrDdDtEhoXOs3ovrWLqtXew2oH7NQtD80Riu6\n", "teaQ3+0uSojCd+/JxuqcGHzrC1murWIA51oEP/+oFUarA3qLHa980gbNDE8sIOQ2v0sENIQqNLyp\n", "c4kZ9wFJUpH/H1RuDBrx42PN6Bqx4CtLUvFgSWJAbwitXr0ajf16fNYxgjSVFAtSlYiROXvTcokI\n", "9+TH4Z78idtSCwGIxsQrZgSYZNfwGcX3GiXf4/OHx9+8xsZGvPnmm3jrrbfQ1tbmevzVV18NesOI\n", "7woT5XhiaSrSVBI8WJKIecn+75NVebkPHVoLHCzwl7NdaBsK7JjZNo0Jz7x/DX8+04WfVLXgVCu3\n", "j/rxCgl+eF8u0lQSZMZI8e9357gSMyEzzWMP9sKFC66FWQ4cOACJRIKUlBTk5+eHpHFkVHU19zU3\n", "VVIRHlmQjE1zEhAlFkLMCMGyLFg476z7ImpML1gA5zCoQGrr6YdhzB5Xl3v02FAcz+ln56co8Zst\n", "xYAAQRnH6i9vXrtIxPf4/OHx3Th2rYDy8nK8++67uP/++4PeKOI7B8tiQG8FIwTi5M476m0aE974\n", "rAtGqwP/a0kqCqdY+NqTzXMT0KIxon3YjK8sSUW2mvuQoptDJrxX3wutyYbHFqVMen2FwIrcWBlu\n", "aJxrva7JU3vVPtofi4Qjj+9KoVCIoaEhqNXON/v27dtRUVEBqTR8V4/nKy49BLuDxcnWYbzySSvk\n", "YgY/WpeL7FgZflPTjou3bnQ1DRjwu61zEO/lEn8ZahmeW58Hs82BaKmIcw/WYnfgT6c7cKrd+ZG/\n", "vkeP320tRuK48al3FufihTQz2ofMUMmYsJzs4Cu+9+74Hp8/PNZgN27ciM8//9x1LBKJsH37dnR1\n", "dQW9YcR7PToLXvyoBQarA/0GK35T0w69xY5evcV1zpDRBouN23bT40WJnWNqvSkPWGwOdIyMDhPz\n", "dP2UaCmWZapQnKiYsP03IZHIY4IViUS466673B5TKBR4+umng9ooMtF0Yw2tdgeMVjvGllhFQgEU\n", "YiGeWp7uurP+TysykBDCBaqVUhH+99I01/WfWJI6ae/5dnw2B4s+3cyv4RpIfB8nyvf4/OFT4aq7\n", "uxspKSmBbkvE6Bg2YcBgRZxcjIyYmZ/eaLU5cPTaIN76rBs7l6fj7QvdUIoZ/MuqTERJRLgrOwZ/\n", "3D4HdgeQHiOBOADDtryxIisG/7ltDmwOFhkqKWTiyYd3WWwO/P26Br8/eROJCjG+f28u8uIjdwA+\n", "IZzWg718+TLmzZvnOt6zZ49rK5dwEar1YNs0JjzzYRMGDTaoo0T4xQMFIds2eirtQyZ89b3PwQKI\n", "k4tQPicBZXPiES+PnGmjgHOs7df2XHWti7AyOwbPrcuFwMeRD4QEQtDXg21qanI7Folm7x3bGxoj\n", "Bg3OPcqGjDY0j9nGZKYwQoFrcsGgwYbLvfqwHK7kLV+HlBESLnz6rOhw+HaThA/U45a9iw3R3H1P\n", "da7UaAmeX5+HzBgp5icr8FRputvK/ZGguroaGTFSPHN3NlRSBvnxUfhfi1N40Xvle42S7/H5w2M3\n", "5+DBgzAajbh69Sqs1tGbDsnJyUFvWLgqTpTj+XW5OHtTi8XpKrd58TNFIBBgaYYKv95SBJFQMGWN\n", "M9yJGSHuzovFolQlJCIhbd1CIh6nGuyBAwdQXl4eivb4jPbkIoQEQ9BrsA888IBPT04IIbMZpwQ7\n", "m29qhQu+17n4HB+fYwP4H58/PCZYm82GqqoqnDx5EizL4siRI6isrITBEJmbsxFCSCh5TLB79uzB\n", "woULkZCQgJdffhnz5s1DWVkZDhw4EKr2kVv4Pt+bz/HxOTaA//H5w+Nnf6lUioSEBCQkJCA9PR3p\n", "6ekAAJls5mcvEUJIuPPYgzUajWBZFgaDAdeuXYPZ7Fy04/b/Sejwvc4V6Pg0BituDBoxMGahm5lC\n", "r93s5bEHe++99+Ldd98FwzB4+umnsXv3bgDAypUrQ9I4QnzRM2LGyx+3or5Hjyy1FM+vzwuLNSPI\n", "7MNpHGwkoHGw5LYTLUN4/tgN1/F31mZhfSG33REIGS/o42AJ8ceI2RbS5QfHz2RTROjMNhL5OCVY\n", "s9mMPXv2uP6jGmzoRWqd61q/Ad862IR/3teAsze1mOoDUyDjK0qIwjfuSkdRghxfWZKCuUn+b/ro\n", "j0h97bjie3z+4DSD4MCBAygrK4NSqYROp8P+/fvx8MMPB7ttZIZozTacah3Gha4RrMmNxeK0aJ/W\n", "kDVa7fhNTTtaNM4daJ8/2oz/+uJcpKqCu+WQUirCg/OSUFYcD6mIeq9k5nD6rRGLxVAqlQAApVLp\n", "thkiCY1QjjW83K3HK5+04WiTBj860oymAd+WZGRZwOoY7bHaHeyUPdhgxBcuyZXv40T5Hp8/OCVY\n", "u93udjyblyvkG5PNjrM3tfifc104d1MLi82BXt3o0CYWzh6tL+QSBv+6MgPqKBGkjADfvScHydG0\n", "YSaZPTglWKVSicbGRgBAY2OjqzcbCg6HY0KCn40CUedq6NPjxb/fwJ9Od6BT66yjN/YZ8L1D1/HG\n", "Z9347qHraOw34I4UBaKlzt5fllqKLC+26B5vbrIS/7l1Dv7vQyVYlaOecsNEPtfx+BwbwP/4/MGp\n", "Bnv//ffjxIkTuHDhAjIyMnD//ff7fMHu7m5UVVWBYRisXbsWqampU5576NAhNDc3Y+vWrUhLS/P5\n", "mgToHjHjux9eh87i/GOlNdnwb2uyMGBwv7s/YLBibV4sflVehGGTDYkKsd+9zngFlZTI7MR5maxA\n", "TS6ora3Fjh07AACVlZXYunXrlOeWlZXhypUrAblupPO3zmW0OlzJFQBah0yw2h3IVkdBKWGgs9gR\n", "LWVcvdVMtQyZfl3RO3yu4/E5NoD/8fnD63UIW1tbkZmZCaHQtyG0cvnoDgASSWRtyhfJkpQSbJuX\n", "iL2X+8AIgC/dmQKpiEFefBReKy9En96KJIUEWbE044mQQOGUJV955RW0trbigw8+QEdHB/bv3+/z\n", "BcfeRabRCNz5W+dSSBh8aXEKXt9ShN9vm4OlGSrX97Jjo7A0QzWjyZXPdTw+xwbwPz5/cEqwxcXF\n", "yM7OBuB/qWDsDatAb2g39oWurq7m1fGlS5f8fr4LZ06hOEmB3LgonDxRw7v46JiOg3XsK05rEdyu\n", "lR4+fBgbNmyYtnbqyd69e7Ft2zawLIuDBw+69vqqr6+HUChESUmJ2/lXrlyBWq2e9iYXrUVACAkG\n", "f9Yi4FSD1el0OHLkCPLz8326yFilpaWoqKgAy7JYt26d6/GTJ09CIBC4Jdhjx46hubkZMpkMOTk5\n", "WLNmjd/XJ4SQUOHUgzUYDOjp6UFubi4uXLiA69evY/v27aFoH2d878FWV1fz+m4tn+Pjc2wA/+ML\n", "eg9WLpcjNzcXALBw4ULMnTvXp4sRQshs4tNYq0OHDgW6HWQafO4hAPyOj8+xAfyPzx8+JVhai4AQ\n", "QqbnMcG+8MIL6OzsxKuvvopdu3a5/rt06VKo2kduCcSQkXDG5/j4HBvA//j84bEG+9xzzwEA8vPz\n", "3YZlVVZWBrdVhBDCA5xKBCtWrHA7VqvVQWkMmRrf61x8jo/PsQH8j88fnBJsSkqK2/Hdd98djLYQ\n", "Qgiv0KaHEYLvdS4+x8fn2AD+x+cPSrCEEBIknGZyRQK+z+QihMwMf2ZyUQ+WEEKChBJshOB7nYvP\n", "8fE5NoD/8fmDEiwhhAQJ1WA5stgcaOw3YNhkQ1asDJkxtLUKIbNB0FfTIsD5rhH84HAzACBZKcbL\n", "GwuRpvJvt1VCCL9RiYCj023Drq97dFb06SwhvT7f61x8jo/PsQH8j88flGA5WpAa7fo6WsogXk4b\n", "NhJCPKMaLEd6ix2f9+oxoLeiMCEKefHy6X9oBo2YbBix2KGUMFDJqBJEiK+oBhsCCgnjttV1OOvV\n", "mfGbmnbUto9gcXo0/s/qTCRHR369uFdnwaVuHSx2FgtTlVQDJ2GPSgQRwps6V2OfAbXtIwCAuo4R\n", "XO0zBKtZATNdfGabA2/UdePlj1vx2qdt+MXHLdCabCFqnX/4XqPke3z+oAQ7hoMf1RKIGPeXVSwU\n", "zFBLAsdoteNch9Z1fKXXAL3FPoMtImR6lGBvaejV44eHr+Plj1rQPmSa6eZM4M2am3MS5XhkQRKS\n", "lRJ88Y5EzElSBLFlgTFdfEqpCA8Ux7uO7yuIRbSUCXazAoLv66XyPT5/UA0Wztre9w5fx4jZ2SMa\n", "sdjwo3V5kDCR+fdHHSXGV5ak4qH5SVBIGIgjNI6xREIBHpyXiJJkBWx2FgXxciil9PYl4S3yf/MC\n", "wGJ3uJIrAPTqrLDaJ9/Y0WybmY+l3ta5xIwQ6ihxxCRXLvFFS0VYnK7C8qwYxCkiZ5gc32uUfI/P\n", "H5Hx2xdkiQoxvro8DYCzp/TksjQoJO69o2GjFe9c6MG337+GvfW90EXIDRZCyMyhcbC3GK12dGrN\n", "EAkFyFTLIBS43xg61TaMHx1pdh2/WJYfMcO2CCG+o3GwARAlZpDvYfKAYdwdayPdwSaETINKBBwV\n", "J8qRGytzfV2QENqZXHyvc/E5Pj7HBvA/Pn9QD5aj9BgZflaWD63JDnWUCHG0FgEhZBpUgyWEEA9o\n", "Ty5CCAlDlGAjBN/rXHyOj8+xAfyPzx8hr8F2d3ejqqoKDMNg7dq1SE1NDci5hBASbkLeg62trcWO\n", "HTvw6KOP4vTp0wE7l+/4Pt+bz/HxOTaA//H5I+QJVi4fHd4kkUgCdi4hhISbkCfYsYMWxGLPQ528\n", "OZfv+F7n4nN8fI4N4H98/gh5grXbR2dACQSe1yn15lzA/YWurq7m1fGlS5fCqj0UHx3PpmNfhXwc\n", "7N69e7Ft2zawLIuDBw+ivLwcAFBfXw+hUIiSkpJpz50MjYMlhARDRK1FUFpaioqKCrAsi3Xr1rke\n", "P3nyJAQCgVuCnepcQgiJBDSTK0JUV1fz+m4tn+Pjc2wA/+OjmVyEEBKGqAdLCCEeUA+WEELCECXY\n", "CBGIISPhjM/x8Tk2gP/x+YMSLCGEBAnVYAkhxAOqwRJCSBiiBBsh+F7n4nN8fI4N4H98/qAESwgh\n", "QUI1WEII8YBqsIQQEoYowUYIvte5+Bwfn2MD+B+fPyjBEkJIkFANlhBCPKAaLCGEhCFKsBGC73Uu\n", "PsfH59gA/sfnD0qwhBASJFSDJYQQD6gGSwghYYgSbITge52Lz/HxOTaA//H5gxIsIYQECdVgCSHE\n", "A6rBEkJIGKIEGyH4Xufic3x8jg3gf3z+oARLCCFBQjVYQgjxgGqwhBAShijBRgi+17n4HB+fYwP4\n", "H58/KMESQkiQUA2WEEI8oBosIYSEoYhIsA6HA3a7faabMaP4Xufic3x8jg3gf3z+EIX6gt3d3aiq\n", "qgLDMFi7di1SU1M9nn/o0CE0Nzdj69atSEtLC1ErCSHEfyGvwe7fvx9btmwBAFRWVmLr1q3T/syV\n", "K1egVqs9JliqwRJCgiGiarByudz1tUQiCfXlCSEkZEKeYMd2mMVicagvH7H4Xufic3x8jg3gf3z+\n", "CFoNtr+/H++++67bY5s3b3a7WSUQCAJ2PbVajbq6uoA9X7iRy+UUX4Tic2wA/+NTq9U+/2zQEmxC\n", "QgK+/vWvT3j83LlzAJw9WaPR6Pa9+vp6CIVClJSUeH29JUuW+NZQQggJkpCPIigtLUVFRQVYlsW6\n", "devcvnfy5EkIBAK3BHvs2DE0NzdDJpMhJycHa9asCXWTCSHEJ7yZyUUIIeEmIiYaEEJIJKIESwgh\n", "QUIJNkLR9GFCwl/Ib3L5ypsptt5Oxw0H3rQ5EqcPexPf5cuX0dDQAIfDgRUrViAjIyOELfWeN7Gd\n", "OHECPT09AICsrKyIGP3i7e+T0WjEr371K3zlK1+JiPenN/EdOHDA1bHJz8/H/PnzPT85GyH27dvn\n", "+nrv3r0BOzdceNvmy5cvsx0dHcFsUkB5E9/x48ddX7///vtBa1Og+Pp+O3z4cDCaE3Dexvfhhx+y\n", "586di5j3pzfxHTlyxKvnjpgerDdTbCNxOm4kttkb3sQXaUPxvH3tWlpasHv3bmzbti2YzQoYb+LT\n", "aDSQy+WQyWTBblbAeBOf3W7Hnj17wLIscnNzp13/JGJqsKwXU2y9OTdcRGKbveFLfEePHsXy5cuD\n", "1aSA8Ta2nJwcfOMb38CZM2eC2ayA8Sa+6upqrF69OthNCihv4isrK8P27dvxxS9+0VXq8SRierDe\n", "TLEN1nTcYIrENnvD2/iOHz+OwsJCJCQkBLNZAeHLayeTyRAdHR2sJgWUN/H19PRg//796O3tRU5O\n", "TrgR0gkAAAaNSURBVETUYH393ePyxzRiEuztabXsuCm2k02vnerccOZNfJHIm/g+/fRTJCcnIycn\n", "J9TN9Ik3sQ0ODiIuLs51fiTwJr6vfvWrAEaXGI0E3sTX2tqK7OxsAIDJZJr2uSMmwU41xXay6bWe\n", "puOGK2/ii8Tpw1zj6+3tRU1NDebMmYOrV69iZGQEX/7yl2eq2Zx489rV1NTAbDYDAJYuXRrytvrC\n", "m/gA5x+R6urqiOnBehNfa2sramtrAQCLFi2a9rlpqiwhhARJxNzkIoSQSEMJlhBCgoQSLCGEBAkl\n", "WEIICRJKsIQQEiSUYAkhJEgowRJCSJBQgp1FXnjhhYA917vvvovKykpUVlZi37590Gq1bt8/ePDg\n", "pD9ns9mwf/9+VFZWYteuXWhsbPTp+ufOncMf//hHn36Wz6b6dx/v8OHD2L17d5BbQyJmJhfx386d\n", "OwP2XAKBAFu3bp3y+1NNUT5z5gzWrFnjmkb55ptvoqioyOvrL1myBK2trV7/HN9xnRq+YcMG7Nmz\n", "J8itIZRgZ4Hu7m6cOnUK169fx7e+9S3X4waDAXv27IFSqQTDMGhoaMC3v/1t1/ePHDkCnU4HhmFg\n", "tVpRXl4OqVQKAJBKpdi9ezcYhoHBYMDmzZuhUqlgs9nw4Ycf4urVq6isrAQAFBYWYt68eQCAu+66\n", "y61t3iyucezYMQwODkIkEoFhGDgcDtf3GhoacP78eURFRcFkMmHp0qXIy8tDV1cX/vrXv6KwsBDb\n", "t29HT08P3n77bSQmJuLRRx+FSDT1r8ChQ4fQ0NCA2NhYqFQqGAwGLFiwAHfccYfHawLOJQmPHDmC\n", "BQsWoKWlBRKJBElJSa6VpmpqatDX1weGYVxTZx966KFp/w1aWlpQU1MDpVIJoVCI/v5+PPHEEwCA\n", "Tz75xO3fPTY2FmvXrgXg/OSwd+9eCIVCsCwbEYvQ84JXq8eSiPbuu++6HTc3N7st+tzS0uL6uqam\n", "hm1oaHAdj4yMsLt37570ec1m84Tvjb/WZPbv38+2trZyavvly5fZkydPuo77+vrYn//85yzLsqxe\n", "r2f/9re/uZ2/a9cu1mKxsCzLsj09PeyxY8dc36uoqOB0TZZl2e985zus3W53Hb/zzjuswWCY9pq3\n", "2/z666+zZrPZ7byGhgb29OnTrmOHw8HW1NRwas/777/v9m829jVj2an/3Q8cOMD29fW5jk+fPs3u\n", "2rWL0zWJ76gHO4vl5ubCbrfj8OHDriXbbq8U1NHRgZUrV7rOVSqVUz6PtwuE22w27NmzB2vWrEFK\n", "Sgqnn2lqasKGDRtcxwkJCa6tZHp6eqDVal09N8C50pFGo0FSUhKSkpLQ19cHwNmb96b3Nn/+fAiF\n", "o7cqioqK0NnZCaFQ6PGat917770T/n0aGxuxfv1617FAIHD7t/Zk48aNOHPmDK5cuQKbzYakpCTX\n", "a+aJTqdzW/px0aJFaGtr43RN4jtKsLPYhQsXsHDhQhQUFABw7hd1ezm2jIwMNDY2uuqjOp3O9XMO\n", "hwM3btxAfn4+AGBoaIjzCvZ6vR579uxBeXm5V8vZFRYW4vz581ixYgUAoK+vD+3t7QCAjIwMJCcn\n", "u9WEx5YPAGfN9uzZs2hvb0d5eTnn69bX18PhcLiS7LVr17B582YwDDPtNVmWnbQEkpeXh0uXLrmt\n", "pjX239qTzz77DMuWLXMdv/XWW5wWJVcoFOjv73cl2bq6uohZLjGS0Wpas8DHH3+MoaEhXLp0ydUj\n", "Kysrw8GDB916ZwCwZcsW12O3a7BCoRBWqxVbtmxx1WA//vhj9PT0QCqVwmq1Ytu2bW71zE8++QSD\n", "g4MQCoWw2WxYuXIlUlJS8Otf/xqpqamuXt34urAnR48ehUajgUwmg8lkQm9vL1asWIGlS5eivb0d\n", "Z86ccbVBp9OhvLzcbVHrP//5z0hJScGmTZs4/9v96U9/glKphEwmg9VqxcKFCzFnzhwA8HjN2tpa\n", "nD9/HgCQlJSE9PR0t8T40Ucfuf37FBcXY8GCBdO25w9/+ANSU1PBsiwcDodbXRdwJuoLFy5AKpW6\n", "tjVZsGABbDYb3nvvPYjFYgiFQiiVSpw5cwaPP/54xKy7G4kowRLiwa5du/Dwww/PdDNIhKJxsIRM\n", "4dChQ7h69So++OCDmW4KiVDUgyVhoaWlxfWRerycnBxOq8dHwjU90el0qKqqmrQ2qlQqI2Z3DjKK\n", "EiwhhAQJlQgIISRIKMESQkiQUIIlhJAgoQRLCCFB8v8DuY2VDnd9pmQAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.767854\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VOd56PHfrBqN9n1BSEJiMwaMDbYwscELGGyDgxw3\n", "sUNTN71x2sZtb9tsbtokTZM0aW5zr3Nzk7i5N0vrJCTBgAzCYJbYxAKBsDEOQkYGCQkEaN81o1nP\n", "/UMwkpA0mhnNkWaOnu/n44/njM6ceR+d4dWZ57zv8+oURVEQQggRVvqZboAQQmiRdK5CCKEC6VyF\n", "EEIF0rkKIYQKpHMVQggVSOcqhBAqMKp14ObmZo4cOYLBYGDdunXk5OT43d9ut/Piiy/y7LPPkpub\n", "C8DevXvxeDwAFBcXs2zZMrWaK4QQYaVa51pVVcW2bdsAKCsrY+vWrX73P3r0KBs3bhz1nMViYcOG\n", "DWo1UQghVKNa52q1Wn2PzWaz3327urqwWq1YLJZRz3s8Hnbt2oWiKMybN4+77rpLlbYKIUS4qda5\n", "jpz4ZTKZ/O5bUVHB448/zvnz50c9v2nTJt/j/fv3h7eBQgihItU615u5UgCdTud335aWFvbs2UNr\n", "ayuFhYW+nOtIk3XQBw8exGAwhNZYIYSYQHJyMitXrgz6dap1rna7HRi6gr35GKC6uhq9Xs+SJUt8\n", "z33qU58CoKamhuTkZN/zjY2NFBQUADA4OOj3/QwGg6QNhBBhd/r06ZBep9pQrJKSErZv38727dsp\n", "KSnxPV9ZWcnx48fH7N/Z2UlFRQXV1dW+5xobG9mxYwc7duxg0aJFajU1KlRUVMx0E1Sj5dhA4put\n", "VLtyzc3N5Zlnnhnz/HPPPTfu/qmpqXz6058e9dzatWtVaZsQQqhNp5WSg0eOHJG0gBAi7E6fPs3D\n", "Dz8c9OtkhpYQQqhAOtcooeW8lpZjA4lvtpLOVQghVCA5VyGE8ENyrkIIEUGkc40SWs5raTk2kPhm\n", "K+lchRBCBZJzFUIIPyTnKoQQEUQ61yih5byWlmMDiW+2ks5VCCFUIDlXIYTwQ3KuQggRQaRzjRJa\n", "zmtpOTaQ+GYr6VyFEEIFknMVQgg/JOcqhBARRDrXKKHlvJaWYwOJb7aSzlUIIVQgOVchhPBDcq5C\n", "CBFBpHONElrOa2k5NpD4ZiujWgdubm7myJEjGAwG1q1bR05Ojt/97XY7L774Is8++yy5ubkhHUMI\n", "ISKFaleuVVVVbNu2jaeffpqTJ09Ouv/Ro0fZuHHjlI6hZffdd99MN0E1Wo4NJL7ZSrXO1Wq1+h6b\n", "zWa/+3Z1dWG1WrFYLCEfQwghIolqnevIQQgmk8nvvhUVFeP+9QvmGFqn5byWlmMDiW+2Uq1z9Xg8\n", "vsc6nc7vvi0tLezZs4eKigqqq6tDOgaMPskVFRWa2j579mxEtUe2ZXs2bYdCtXGuu3fvprS0FEVR\n", "KC8vZ8uWLQBUV1ej1+tZsmTJmNfU1NSQnJzsu6E10THGI+NchRBqCHWcq2qjBUpKSti+fTuKorB+\n", "/Xrf85WVleh0ujGda2dnJxUVFRQWFvo614mOIYQQkU5maEWJiorx89JaoOXYQOKLdjJDSwghIohc\n", "uQohhB9y5SqEEBFEOtcoMdVhIZFMy7GBxDdbqTZaQAgxe/UMumgfcBFnNpCdEDPTzZkRknMVQoRV\n", "l83FD080cbS+m2SLkW89WkxxmnXyF0YoybkKISLClZ5BjtZ3A9A96ObIxa4ZbtHMkM41Smg5r6Xl\n", "2GD2xWcx6hk5WT0jbnbWBZHOVQgRVvNSY/nyw4UsyYzjI0sz+FBh8kw3aUZIzlUIoQqXx4vJEP3X\n", "b5JzFUJEFC10rFMxu6OPIlrO22k5Npi++Bo67Ry60MGpK730O9zT8p6g/fMXKhnnKoQGXOsd5Iv7\n", "L9JlH+pUv7Aun/UL0ma4VbObXLlGCS1XHdJybDA98XXa3L6OFeDtpj7V3/MmrZ+/UEnnKoQGpMeZ\n", "yE0cXmfuPhXv0DvcXt691seOP7Twh+t9uDxe1d4rmklaIEpouWamlmOD6YkvOyGGbzxSTEOXnUSL\n", "kYXp6s2Iqm0b4IuvXQRAr4OvrcumZL4se38r6VyF0Ii8ZAt5yZbJd5yi1n6X77FXgS6HXLmOR9IC\n", "UULLV3Zajg20F19BigWLcajriDcbWJidMsMtikxy5SqECMqCdCsvbllI24CTrAQzhSmxM92kiCRX\n", "rlFCy2MJtRwbaDO+orRYSvKTKEyJ1WR84SCdqxBCqEBqCwghhB9SW0AIISKIaje0mpubOXLkCAaD\n", "gXXr1pGTM/E4uOPHj9PS0gJAfn4+K1euBGDv3r14PB4AiouLWbZsmVrNjXhaHguq5dhA4putVOtc\n", "q6qq2LZtGwBlZWVs3bp1wn3XrFnje3zw4EHfY4vFwoYNG9RqohBCqEa1ztVqHZ4hYjab/ew5pKGh\n", "gZ07d1JaWup7zuPxsGvXLhRFYd68ebM6p6rlKwMtxwYS32ylWuc68j6ZyTT5Mg+FhYU8//zzvPrq\n", "qxQVFQGwadMm38/3798f/kYKIYRKVOtcb+ZKAXQ6nZ89h1ksFhISEsb9WSAd9Mjcz82xd1rZ/tGP\n", "fsSyZcsipj3h3B45TjIS2iPxSXy3bodCtaFYu3fvprS0FEVRKC8vZ8uWLQBUV1ej1+tZsmSJb9/O\n", "zk5SU1MB2LdvH48//jgAjY2NFBQUAFBeXs7mzZsnfD+tD8XS8k0DLccGEl+0C3UolmpXriUlJWzf\n", "vh1FUVi/fr3v+crKSnQ63ajO9dixYzgcDgBWrVrle76xsZGqqioAVqxYoVZTo4KWP7xajg0kvtlK\n", "JhEIIYQfMolA47Q8f1vLsYHEN1tJ5yqEECqQtIAQUeBCu43zrQNkxpu5PSuO+BipFjpdIu6GlhAi\n", "PC53DfKF1y4y4Bwa3vgPDxbwYHHqDLdKTEbSAlFCy3ktLccGU4+vy+7ydawANS0DU21SWGn9/IVK\n", "OlchIlxmvNm3sqsOKMlPmtkGiYBIzlWIKNDUM0hTt4OkWCPz02IxGeS6aLpIzlUIDctLspCXNHpl\n", "V5fHS5fdjdmgIzl28unhYnrJn78ooeW8lpZjA3Xic7i9HPqgk/+2o4a/L7/ApU572N8jUFo/f6GS\n", "zlWIKHS1Z5AXj13B4VFo6nHw8ulmNJLh0wzpXKOEludvazk2UCc+nU7HyFpzRn3g1efCTevnL1Qh\n", "da79/f3hbocQIgh5STF84YECki1GFqbHsu3O7JlukriF3xtaNTU14z5fUVHBpz/9aVUaJMan5bJu\n", "Wo4N1InPZNDzQFEKd+bGYzboZ3TGltbPX6j8XrkeP34cvV7PpUuXOHnyJE6nkxMnTvhqrwohZo5B\n", "ryPVapapsBHK7zjX/v5+4uPj+fWvf83TTz/te/43v/kNH/vYx6algYGSca5CCDWoUnIwPj4eGLvA\n", "YCALDgohxGwW0A0tm82G1+sFhtbG6uvrU7VRYiwtjyXUcmwg8c1WASVrHn30UX7xi19gNptxOBy+\n", "Na6EEEKMT2oLCCGEH9O6zEtzc3MoLxNCiFkjoM713Llzo7aPHz+uSmPExLSc19JybCDxzVYBda4X\n", "LlwYtW00yrg6IYTwJ6S0wM2RA2L6aHkGjJZjA4lvtvJ7CVpeXo7dbuf8+fO4XC7f81lZWZMeuLm5\n", "mSNHjmAwGFi3bh05OTkT7nv8+HFaWloAyM/PZ+XKlUEfQwghIonfznXz5s0A7N27ly1btgR14Kqq\n", "KrZt2wZAWVkZW7dunXDfNWvW+B4fPHgwpGNonZbnb2s5NpD4ZquA0gKPPvpo0Ae2Wq2+x4HM6Gpo\n", "aOC73/0u8+fPD/kYQggRKQLqXEO5gTVy+KzJNPkSFIWFhTz//POcOnUq5GNomZavDLQcG0h8s1VA\n", "netrr73GlStXaGho4Fe/+hUXL16c9DUez/BSwIEW8bVYLCQkJIR8jJFDQioqKmRbtmVbtsOyHYqA\n", "ZmiVlZXxxBNPsGfPHrZu3cpvf/tbPvrRj/p9ze7duyktLUVRFMrLy3052+rqavR6PUuWLPHt29nZ\n", "6StjuG/fPt/02omOMR6tz9CqqNBuXkvLscHMxOf0eLG5PCSYjRj06q5QoPXzp+rqr3q9Hr1ej8Uy\n", "tPpkTEzMpK8pKSlh+/btKIrC+vXrfc9XVlai0+lGda7Hjh3D4XAAsGrVqkmPIYSYWEufg/86fZ33\n", "rvfzxG0ZPLY4TWq+zoCAfuNOp5P+/n5f5xpIOYLc3FyeeeaZMc8/99xzY56b6Ip0omPMRlq+MtBy\n", "bDD98b17rY9DF7oA+H+nrrEow8oduQmTvCp0Wj9/oQoo55qbm0tZWRmrV6+murqa+vp6tdslBC63\n", "lx67G49XE7WFpo3TM/r35Zbf34wIqHNds2YNf/zHf4zFYmHx4sV85jOfUbtd4hZTTa5HsvFia+13\n", "8n8qm/jrPbXsqm6l3+GegZaFx3Sfu5VzEliYHgvApoWpFKXGqvp+kfrZbOlzcLlrELvTM/nOKgg6\n", "EWM0GkcNzTpz5gwrVqwIa6OEOHOtj/21HQD836prLEi3skLFr7ZaMifJwjc2FWNzekm2GLGaDTPd\n", "pGlX2zbAlw7U0efwsO3ObJ5alkncNP8eQqotMFJDQ0MYmiEmo+W81nixOdyj61e4PNFbz2Kyc9fU\n", "M0jFpW6qm/vHxB2qZIuJ3MSYaelYI/Gzuf1MM32OoSvWX77bzLVex7S3QW4hioh055wE5qfFcrHD\n", "zsPzUyhOs07+ommgKApehbANb7re6+AfD9Rxvc8JwL9sKGJ1QVJYjj2bpcQOz+g06MBkUHc42nim\n", "fOUqpkek5rXCYbzY8pIs/OumYn7+0SU8f28eqdaZn6F3udvOt95o4CsH66htGwj4df7OXduAy9ex\n", "AlRe7plSG2dCJH42n1qWwdp5yRSlxvLVDUXMTbJMexvkylVErORYE8nq3osJ2KDLww+PX+X0taHF\n", "OS+02/lB6SIy4qZW8yLVaiQxxkDvja+wK3Ljp9xWMZR3fuGBAlxehVjTzOScpXONEpGY1wqXaIjN\n", "5VFoHRi+wuwZdOPyBDbEyV98eUkWvvPYAi6020izGrktK/o610g9f0aDHuMM3suTtIAQAUiwGHnu\n", "nlxupu7+fPUc0sKUqihKi2XjojRWzU2a9jvaQj1T7lxlGNb0iMS8VrhES2z3zE3ipScX81LpYh5f\n", "nEaMMbB/PtESX6i0Hl+oAvp0HDt2jPPnzwNw8eLFUau/FhYWqtIwISKNQa+jICWWorRYYmby+6aI\n", "CgF1rpcvXyYjIwOAoqIi3nrrLVUbJcaK1LxWOGg5NpD4ZquAbmjFxcWRlpYGDFXIMhjkr7YQ00VR\n", "FM61DPBGfRdFKbHcW5AUEUPThH8h5Vz1erkPNt20nNfScmww9fgauuy8sP8ie2va+d6xK1Q2RtZY\n", "WK2fv1AFdOWq0+l8Ba07OztHrRAgRKTpsrmoaRmg3+lhSVYcc5OnfwB5OPU5PKMqXdV32mawNSJQ\n", "AXWujz32GIcOHfLVdP3whz+sdrvELbSc1wo0NpfHS5/Dg9Wkx+JnYPj+2g5+/s51AOYkmvkfjy8g\n", "fYqD/adiqucuJyGGpVlxVLcMYDLoeKA4NUwtCw8tfzanIqDO1WAwsGnTJrXbIqLQ5e5BWvudpMeZ\n", "KExRbzpVr8PNnnNt7Hm/nTuy4/lv9+SSnTB2RQyXx8uJEVNIr/Y66R10q9K52l0ervU6MOh1zE2y\n", "hK3egNurYHd6sJoNeLwK713vZ3lOPOuKUliQHsttmXFjXqMoCm6vgskgKbtIEdCZuHDhgtrtEJOI\n", "xLzWpU47f7f3A750oI6/3fMBdR2hfV0NJLa6Djv/dbqZbrubo5e6OXNjGuqtTAY9GxcOX9ktzbKS\n", "HBv+mz+Dbg+vnW/nL3fX8he7znPics+EK3TUnK8NuOB3h83FT09d5b/v/YDfvNdCXYed/3G0kV+d\n", "aeEHlU1UNvaOWayzuc/B/z7WxGfLL1DZ2DPtxcUj8bMZCQLqXN97771R25cuXVKlMSK6XO4e9JV1\n", "s7m8NHYNqvZeXm/g1fUfKE7lO4/N5583zOOLDxQGfWe9z+GmsctOW79zwn06bW5+fPLaUNuUoZqz\n", "V3vGlrWrbu7n7YFEvvm7Sxxv7J50VYCalgFeOdtGU4+Dn79znV6Hm5Gv6HeOLRp+6EIn+863c77N\n", "xtcO19Og4nkQgQuoc3U6R3/Ibu1shfoiMa+VZjUx8hoqPS60K8RAYitOi2XLbekYdLA8O4675iRO\n", "uG+c2cCK3ATWFCSTNU7qwJ9uu4v/OHGV53ae56/31FLfaR93P7NBR3LscFYtI87EWw3dONzDN3uv\n", "9jj4w/V+fvFuMxUNPfzL4UvUtfu/ur+1nqvZoOPjK7LQAZlxJp5YMjTe3ONV6Bt04/YqtPW7fPt7\n", "laGr6ukUiZ/NSBBQznXNmjW8/vrrbNy4Ue32iCiyKN3Ktx+dz9nmfpZkxbEwQ72aq8mxJj51dy4f\n", "XZ6J1WQgwaJOzaHGrkEOXugEhq5Of3exk6J75ozZLz3OzFfWz+NX77ZgMepZnGll3/vtPLYonZsL\n", "rXq8Xjpsozu+m1f6E1mSFceiDCu1bTbuyUtgTpKFxZlxPLIwDYtRR6rVTK/Dzb732zl0oZN75iay\n", "+bY0jjV20+fw8PjiNPJmoLyeGCugT+jLL7/M4sWL2bFjBwDnz59n69atqjZMjBaJa8ObjHrunJPA\n", "nXOmtvxKoLHFmg3EqlzYxGLUowPfV/EUP/naeSmxrJwTz5G6Lt5q6OZvPpRHfMxw+zLizazKS+B3\n", "dV0MOD0syrCSn+z/Sjo3MYavP1JEv8NDosVI4o0/IiPL5l1os/Gzt4dGQzT1tHF7Vhw/2LoIu8tL\n", "Rpxp2pfRjsTPZiQI6Cw8+uijrFq1yrf92muvqdYgIWbSvNRYXniwgB1/aGVRRhz3FU68KoDVbGD9\n", "gjTmp1sx6nXMS40dNWIg1jSUnvjnB/Pw6I3MTbYEVP91qI7txJ2685Ylbwbd3nFHToiZpVMmusU5\n", "Rc3NzRw5cgSDwcC6devIycmZcN9z585RW1uL1+tl9erV5OXlAbB3717fhIXi4mKWLVs24TGOHDnC\n", "XXfdFd4gxKw16PJgNurR69RdHqSpZ5ABp4fMeLPfq+SR2vqdfP/4FU5c7mVheixfemgeuYnSuarl\n", "9OnTPPzww0G/TrXvD1VVVWzbtg2AsrIyv2mEjo4OnnzySWDoqvhm52qxWNiwYYNaTRRiQv4mKYRL\n", "bdsAX3ztIjaXl9VzE/nv9+cHVCM2I97M59YW0OtwE282qDLUTExdQKMFent7eeWVV/jP//xP3G43\n", "u3fvnvQ1VuvwzQ2z2f9XobVr1477vMfjYdeuXezcuZPTp08H0lTN0vJYQi3HBhPHd+RCFzbX0Ff8\n", "E1d6udoT+BCqRIuRvCRLRHSsWj9/oQroyvXAgQOUlpayb98+jMbALnZHZhtMpsA+AIcOHeKee+7x\n", "bY+cFbZ///6AjiHErQacHq73OjAb9GQlmHB4FOJMhrDNqApVTuLoFUqtM7TWk1BHQD2lxWIZ1UEG\n", "UnJwZHGXW2eUjOfo0aMsWLCA9PT0cX8eSAc98q7lzb+mWtmOhvji03OwpuWQZDFy8Q+nUBQloNff\n", "d999qrVv5T338srZVn75bjNbl6Tj8AxNJ91QlMBicy8rl9+u+u9novgK0rJ5dmU2tW021hfG0Xmp\n", "BtJXTdv5Ujs+LW2HIqAbWq+88gpPPfWUL3c6WQ4VYPfu3ZSWlqIoCuXl5WzZsgWA6upq9Ho9S5Ys\n", "8e371ltvkZGRweLFi0cdo7GxkYKCAgDKy8vZvHnzhO8nN7RmVnOfg2/+roHaNhuZcSa+uamYAhVr\n", "DQSqscvOczvPY9DBJ+7K8RV0AfjOY/NZkTu1YWRC+0K9oRVQzjUzM5OKigrcbjcnTpwgPz9/0teU\n", "lJSwfft2tm/fTklJie/5yspKjh8/7ttubW31LSNTVlbGyy+/7PtZY2MjO3bsYMeOHSxatCiYuDQn\n", "0vNalzrt1LYNzT5qHXBxrmUg4NeqGZvZoMdq0mPQ63DcMoTp1iFNaon0czdVWo8vVAGlBdauXUtN\n", "TQ3d3d1kZ2cHtG5Wbm4uzzzzzJjnn3vuuVHbmZmZvPDCCxO+r4gOt65amhziDCq7y4PN6SE+xhCW\n", "dapyEmP41qZifvFuM4UpFopTY6nrtPNAUTLzUyeeUdbc56B9wEVyrFFmPImQqDbOdbpJWmBm2V0e\n", "jjd08/qFTlbnJ/FQceqoufeBaBtw8p9vX+fklV4enp/Cx+7ICnjs52S8ioJep6PL5sLm8pBkMU44\n", "k+lqzyD/9HodV3udJFmM/Nuj8ylKm/kUh5gZqo5zbW9vZ//+/cTGxuJ0Otm0aROpqZFVsFfMrFiT\n", "gYcXpPHQ/NSAbmCOp6ZlwDevf1d1G3fmJlCSPzRD6kr3IG0DLjLiTCGtLHBzMkCK1UQK/jvsxq5B\n", "rvYOFSvqGXRT226TzlUELaCc64EDB9i2bRtPPfUUH/vYxzh48KDa7RK3iJa8Vigd683Ybi0reHOz\n", "odPO35df4IX9F/n78gtcmqBSVbgk3pLSSLNOba5NtJy7UGk9vlAF9KmxWq2+RQkNBgMWi+SgRPgt\n", "yYpn9dxE3r7ax4PFKSxMH7pavNRpp2fQjVGv48HiFDpsLtKtJtUqYy1It/K1DUVUNHRzZ278uJX/\n", "R7rW67ix2oFpRpeTEZEloE/n4ODomSM229Bd4aqqqlGD/oV6tFx16GZsWQlmvvBAAQNOD/ExRt9N\n", "spvFrv/s7lz21LRRdq6NdfOS+Yt78wKaLhqsGKOeewuSuLdg4qItN9V32HjhQB3ddjeLM6x8YV0B\n", "ebekLbR87kD78YUqoLSA1+vlJz/5CadPn+ZnP/sZFouFmpoazpw5o3b7xCwTH2MkKyFm1OiDRZlW\n", "/nVTMQNOD819Q7nQo5e6aVA5PRCIM9f66bYPrQ5wvs3GH5r7GXTJ6sgiwM7VZrNx7733YrFYKCkp\n", "YfHixROuFyTUoeW81mSxWYwGVuUlkhU/+io1xuj/4+vxKvTYXaNWBwi3lFvysTanhy776KVYtHzu\n", "QPvxhSqgtMDHP/5x4uPjxzyfn59PU1OTr4qVEGpaOSeRDy9J5w/N/Xx4SQbFfu7g250eDl7oYOfZ\n", "NhZlWvmzVbnkqFCWb2lWPB9fkUVtm4075yRQ3dLPwwtkJI0IwzjXQKbCTgcZ5zo7eLwKDrcX6420\n", "QfuAk36Hh+RY46gKUeea+/m78uFVi/9i9RyeXJoJgMPtQafTYQ7TMtTNvYOcvtZPc5+Dh+enkmo1\n", "ceZaH5c6B1mZl8BtmXGq1oV1ebzUd9jpcbiZm2RR5Y/IbBZx9VyFUINBr8NsGOqoLncP8pWDdVzr\n", "dXJ3XgJ/e18+GfFDd+tdtwzrst8o7XehzcYPK5vQ6eAz9+YxP33q635lJ1p4LHH4Jtaxhm6+fqQB\n", "gN+818L3nlgYlveZyB+u9/OPr9fhVaAwOYavbywOemFGEX7h+dMtVKflvFagsXXb3fzmvRY+t+8i\n", "+2vbOXO1j2s3Bvufauqjvmv4Bte81Fg+vGSowlpBcgz3z0um2+7i60cuca51gOqWAb71RgM9g2OX\n", "qp6Ioii4AqhHMHJpa5dX4UpbV8DvEYrfX+oeHhPc7aBlxGqw00HLn82pkCtXETXeb+3nJ6euAUNV\n", "/P/u/tEFhGJH1CJIshj55KpcSpdmYjXpSY410TbgxObykBFnotvups/hwe0NrHjLtV4Hv36vmcau\n", "QT5xVw53zUmY8Kv+nbkJ/OpMMy6PwpxEM8lGdUcPLM2KY39tB8BQrCqN/xXBkbMQJbQ8ljDQ2Ppv\n", "LEudGW8iMcZIZpyJp+/I4p2rvTy+OJ0Ft9zgspoNvtwsQGKMgb+9L59TTb3kJ1soSLGQ6qd2waDb\n", "Q22bjb5BD+9d7+dA7dDU3K8erOcHpYsonKCk4m2ZVv73EwvptrvJSYxRfX2rkvwkvrJ+Htd7HazI\n", "TSA/ZXon+Wj5szkV0rmKqLE4M46Pr8jE5lJoG3CiAJ9clcO2FVnEBFDFv67DztePXPItm/3tTcV+\n", "p+vWtAzwwv46FmdYR02Jdd24qTYRnU5HcZp6OdZbJVqM3FeYPG3vJwIz5ZyrDMOaHlrOawUa29xk\n", "CyaDnrJzbRxr6OErB+u53D0YUMcK0GlzM/I2V7vNf26yrmMoh1vXaeeeuYm+iQ1PLs1gThBXo1o4\n", "d102F3UdNlr6nWN+Fmh8lzrt7Klpo+JSt2/ihZYFdOX61ltvcf/994/7s1WrVoW1QUL40zjiZpHD\n", "o2Bz+s+Z2l0eLEY9Op2OuckxpMQa6bK7sZr0FKX6r3S1ODMOvQ5cHoWdZ1v5zmPFGPV6MuPNY+rX\n", "allbv5N//30j717rD3mVieu9Dv5h/0U6b3Sqf7l6DqU3hsZpVUCd6+9+9ztaW1u5//77yczU9i8k\n", "Umk5rxVMbJtvy6CysQeHR+H+wqRRi/yNZHN6+F1dJ2/Wd7O2MJn75iVRkBLLdzcvoKXPSVqcacKc\n", "6U23Zcbxv7YspMPmYk5iDPMm6YwnEu3nrqHLzrvX+oGhVSZOX+0b1bkGEl/PoNvXsQK83dQnnStA\n", "aWkpt912G8eOHePNN99k6dKlo9bAEmK6LMuO4/tbF2FzeslJNE+4tPTFDhtv1HVx15xEKi/34PIq\n", "PLIwlbwki29lgfYBJ70ODykWIynjFIAx6nWTVsSaDW5dlTbYIugA6XEmFmVYfUsBPbJQ+7PYAvot\n", "LV++HIAHHniAnp4efvjDH0rnOs1Grvwa7VweLxc77HTbXcxNttBY/Q4f+tCHAnqtTqeb9IoTwO72\n", "sjo/if9bNTR0652rfeQlxYwqvv3VQ/U09ThYnhPP59cVkBWvTrnAaD93xWmxfGFdPvvOd3DXnATu\n", "yBm9qGMg8aXHmfnHhwpp6BokwWygOF37xccD6lwrKiooLCzk+PHjxMfH8zd/8zdqt0vMgEG3h4vt\n", "dvodHgpS1JtGeba5ny8dGJpRlBVv4u9Xhv+maFFqLFe6R5fK7HUMfy2taRmgqccBDM1wquuwqda5\n", "RjuLycDco7voAAAgAElEQVT6BWk8UJSCcQpThrMTYsieRTPHAupcjxw5woMPPshHPvIRDIbZk8iP\n", "JNNx5XPqSq9v2ub8tFi+9kgRGSoUfz7V1OubUdTS7wJr+L8iZsSZuTsvkQO1HVzudpAZZ2LhiCmo\n", "t96Qig3DYogT8Xfu2gac2JweUq0mEiZY0ytSTNSxRvNVuZoCzrneTA0I7Tp0Y/0qgIsddjoGXKp0\n", "rksy49hJGzA0oyh1isuojMfl8RJvNvD1R4rpGXSTHGscddV0e3Ycn7grm5OXe3lkYSoLM6ZvXOpN\n", "lzrt/NOBOtpsLh6en8Kn75kzbu5XRKeArvGlY5150zFWclVeou9xcqyRJJWmUd41J5Fvbizibz40\n", "l//x+AKu174X1uP3O9y8craVP991nh8cbyLRYhzzdTQl1sQn7srhu5vn88SSDFWHVk107n5f30Xb\n", "jbG2Ry520XhLGiNaaGEcrxoC+tfT29vLwYMHGRgYYNu2bezdu5fS0lK/r2lububIkSMYDAbWrVtH\n", "Tk7OhPueO3eO2tpavF4vq1ev9k1MCOYYYurWzUsmzWqi0+ZiaXa8ajnXOLOBu+cOL6HScj68A8rr\n", "Owf52dvXAahq6uXOxh4+smz8YT8xKqYDJpN0y113yyTFv0V0CahzPXDgAKWlpezbtw+jMbCrmaqq\n", "KrZt2wZMXvO1o6ODJ598EoDXXnvN17kGcwytm468VlKsiQ/NwDTKkbFdbLdxuXuQjHgzi9KtmEPo\n", "cBRuXUV24pLFLo+XtgEnJr3eV64w3CY6d2sKkrjS7eD91gGeXJoZ8jjamSY51/EF1FNaLBZMpuFc\n", "UCA3tazW4RyW2ez/Q7t27dopH0NEv0uddj637wK2G7VX/+2x+dyZmzDJq8YqSo3l6Tuy2FndysJ0\n", "64QLDTrdXg5f7OR/H7tCnNnANzYWT+u41sz4GJ5fk4fT7cViMtBpc1F1pRe7y8PtWXHMSZJVlqNZ\n", "QJcFTufo+cTeAMq0jVzgYGTH7M+hQ4dGrSYbyjG0Sst5rZuxDZUEHP5sXWgbGLXfgNPD+dYBLrTb\n", "/BZOSYgxsu3OLH72R0v4lw1FvkkDt2ruc/K9iit4FehzePjxiauT1mtt6XOwt6aN7WeaR03FDSS+\n", "8eh1OiwmA15FYXd1G18/col///1lvnmkgc5Jah9ECi1/NqcioCvXzMxMKioqcLvdnDhxgvz8/Elf\n", "4/EM17D0V3nopqNHj7JgwQLS09NDPsbIwcw3T7hWts+ePRtR7amsrMSSkUdcUhoZ8SbOvXNyyse3\n", "Zs8jzmxgwOlBB8yNGz7nb7/7HtWuFH71h6G6pX9VkkX24DXuuXsVDreH8x/UMdjXTUnJ0B/nUycq\n", "J32/uOwCjHqdb9WCWJPOV6N13P3jE3izL8VXO/X12na+u2UhaVbz1M9vTS0nrwxfTFzstNNwrYXU\n", "+XlhOV+yPbXtUAS8hlZNTQ319fUsXbqUwsLCSfffvXs3paWlKIpCeXk5W7ZsAaC6uhq9Xj9qhtdb\n", "b71FRkYGixcvDugY45E1tKbXhfahcnx9Dg8lcxP5u/vySY2b+reLug4bV3ocZNwYl2q6MbayudfB\n", "n+6o8Y2PzYgz8YOti+h3evjxyWs09Qzy7Moc1hQk+V4zGa+i8HZTLy+duEqyxcjffGguhX7ynv0O\n", "N3+79wKXR9zV/+lTt5GXPPWv74qi8MrZVt+MslVzEvjig4WqjdgQgVN9Da0lS5b4OsTGxkYKCgr8\n", "7l9SUsL27dtRFIX169f7nq+srESn0/mO1drayrFjx1i8eDHnz5+nr6+PT3ziE36PIWbem3Xd9N0o\n", "Xn3ySi+XewbD0rkWp1nHrYUaY9STk2Dm6o1lXQpTLMQY9fzqTDMnLvcA8K03Gvjh1kUUBVhLVa/T\n", "cc/cJG7LiMNo0BE7SenCOLOBJ5dm8GLFFQA2LEgNaZ79eHQ6HY8uSqM4LZZBt5cFaVbpWKOc37O3\n", "c+dO39fxm3lWRVG4cOECX/rSl/weODc3l2eeeWbM888999yo7czMTF544YWgjjEbRdr89OwR1aj0\n", "urEznoIRSGwpVhNfXV/EqzVtxBj0PLIolViTwdfBA3iVsQsTBiIhwE5Mp9PxYHEKBSkWnG4vhamx\n", "xAcwqyrQcxcfY+SuOYmT7hdpIu2zGSn8fjLi4+PZuHEjx44dw2QysWLFCk6fPk1yslQ9n+3uzU+i\n", "x+6mpmWAJ27PmJZhRHExBvS6oSvlt6/28tUNRTy1LJN3r/XRaXPzJ3dlT3jzKlxiTQZuz4pX9T2E\n", "NgSUc33llVd46qmnfNs3c6GRRHKuM0NRlIBuNk6Fy+3lUtcg13oH+dc3Gn3P//cPzeXx29JpH3Di\n", "cHtJtZom/WovRLBUzbne+o8nkKFYYnZQs2Nt7LJztL4bs0FHn9ND4o2v4EWpsaydl0xmvAmX20u6\n", "CvUPhJiqgG6rer1e2tvbAWhvb8flio7xd1qi5bGE48XWMeDkKwfr+cW7zfz07es09zlpH3DyZ6ty\n", "eKA4mf985zr/9Ho9b9R34Q4hzzqdtHzuQPvxhSrgqlgHDhygv7+fuLi4USkCIVr7nQzcKJsXrjvc\n", "dpeX633Dk1cauwYx6GLJiDPz6/dafBNcf1jZxJ1zElSp3iXEVAT0L8FoNLJ58+Zxf9bU1CQrwE6D\n", "SL0be6nTzj8eqKPd5uL+wiQ+s2YuaUGWzRsvtuRYI48tSuO1GwP2H12USr/DzT1zEzlS10l/59Ao\n", "gcx4M2a9ujnfqYrUcxcuWo8vVFO+zHj77belc53Fjjf2+Jaofquhh8dvSw+6cx1PfIyRT67K5cHi\n", "FMxGPUWpFl8FqxceKOQX7zajKAqfuCuHpAnW0bqpqWeQV8+10e/08NSyzHHH0QoRblLjLEoEmtdq\n", "6XPwdlMvH7QN4JmGXGTKFMvm9TvdnKmuGfdnSbFG7shN4LbMuFGlAeelxvJPDxXy5YfnTToEzOH2\n", "8FJlE6/WtHPkYhf/9Ho9HQPTe89A6zlJrccXKpkCoiGt/Q6+dvgSFzvs6HXwrU3zuXNO8FWlgnF3\n", "XiJPLcvkbHM/W2/PCOqq8My1Pn5Y2UScyUBSrj2osbKBjlJweBSaeodzt502F45JirNMRFEUuuxu\n", "jHodiTJ7SkxCPiFRIpC8VnOfi4sddmBottLvL3Wp3rlmxJv5dMkcHG5PUIWnm/scfOVgPYM3qlv9\n", "4PgVvrmpeNJjtPY7OX21F5vLy915icydZF5/gtnAJ1fl8K03GvAq8Ccrs0kNYcqqV1GoutLLixWX\n", "STAb+eIDBcxPD+wPidZzklqPL1TSuWpIksVArEmP/UbZvsUZ01ebNNiK/h6vgnPEFWS/08tkF5Qu\n", "j5dfvtvsq0q1P7md7zy2wO+6UzqdjjUFSfxw6yJcXoW5SRYsIUw0uN7r4F8OX8LtVei0uflBZRPf\n", "fnTyPwZi9pKca5QIJK9VkBLLdx6bz7Mrc/jSQ4Wszo/ceeqZ8Wb+7v589LqhRQqfv3cO1knqEwy6\n", "vPzher9vu7HbwYDL4+cVQ0wGPUVpVhZlxE36Hv6MXNHA41UgwJS21nOSWo8vVFO+cpWRApFlUUYc\n", "i6bxijVUJoOeh4pTWJYdT1tLM8tyJk9fxMUY+PDt6fyw8ioPFqewKi9h2oZhZSfE8A8PFvLd318m\n", "IcbA82vyiJGptsKPgOu5jtTc3Ex2drYa7QmZ1BaYHQacHhq77PzXO9c5fa2f2zOtfOGBQtUWUxzJ\n", "41XotLkw6HWkyhLYs0aotQUCSgucO3du1Pbx48eDfiMhwiHObKDL7ub0taH0wLlWG++3DkzyqvAw\n", "6HVkxJulYxUBCahzvXDhwqjtQFeAFeGj5bxWsLGZb1lpINKXpNbyuQPtxxeqkD6VUhVLBMrtVbA5\n", "J7/pFIyF6bE3arfG8NHlmdO6YqsQgfKbcy0vL8dut3P+/PlR61tlZWVNuBz2TJGca+S53uvg5dPX\n", "qe8c5OMrsrg3iPWtJuO50WlbzQYMEV5bQEQ3Veq53izWsnfvXr+LAwoxnkMXOjl8sQuAf32jgf/z\n", "4UUBD7yfjEGvC3h5FiFmQkCXEY8++qja7RCTiMa8Vpd9eA6/V2HUpIGR/MWmKAotfQ5a+hw4XB76\n", "He6wt1Nt0XjugqH1+EIVcMlBIYK1+bZ0jjf20GV3U3p7BnODXN9KURSqmnr5xuFL/OmqHN5u6qNt\n", "wMWn7snl7rzECdMBgy4PFzvs9Ds8FKZayE5Qf5hWMK50D/JmfRcmvY7756UwJymy2ifCw2/Otbe3\n", "l8TERHp7ezl8+DAAFouFRx55JOI6XMm5Rqa2fid2t5c0qynoFWI7Bpz8xe5achLMpFlNHGscWkLb\n", "qNfxUuli8lPG76zfrOv0rbW1KMPKV9fPi5ilYHoH3XzpQB0ftNuAocI3//hQ4ZRmjgl1qTLO9Y03\n", "3gCGbmxt3ryZJ598kjVr1rB79+7QWumH1+vF4wnvXWUx8zLizWTEmbjaM8iFdhsO98QjTW4tkWjQ\n", "64gx6jAb9dhcw69zexXcE4xYURSFAzdqDwDUttnotEXOskR2l4f6Trtv+2KHzVe8RmiL38715kWt\n", "1WrFbB76y5+cnIzJNPkg6ubmZn75y1/y61//muvXr/vd98CBA7z00ku0tLSMen7v3r2UlZVRVlbG\n", "2bNnJ31PLYvWvJbL7eVAbQd/9eoHPF9Wyxt1XWM60ZMnT3K2uZ9/OHCR//lWI1d7BgFIjjXxTw/N\n", "w+7y8PD8FBJjhq7u/rwkl9wJZmTpdDruyU/ybadbTTNeHnDkuUuONfLR5Zm+7Y8uzyIhJrqvWqP1\n", "s6m2gD51t15ROhyOSV9TVVXFtm3bACgrK2Pr1q0T7rtp0yZqasYWTLZYLGzYsCGQJooI1TXo5ien\n", "rvm2f3rqGnfPTSDNOvw1PSYtl388UOe7gvN44XNr89HpdCzOjOPfHpsPwIrcBFweL2lxJix+qlE9\n", "VJxKZryZbrubZdlxEZVzjTEaeGpZJivnJKDX65iXEhu24WkisvjtXJ1OJzt27CAmZvjDWVdXR1ZW\n", "1qQHtlqHh9zcvOoNlsfjYdeuXSiKwrx582Z1TjVaa2aajTpyE2No6Bq6Gs1NjCHmls4kKTWdQXe7\n", "b/t6rwOPV8FoGLphFW823vh/YO+ZHGvkvsLkMLQ+PG49d/ExxoAK1USLaP1sqs1v5/rRj350zHPz\n", "5s2juLh40gOPvE8WSBphPJs2bfI93r9/f0jHEDMr2WLiSw8VsutsK0a9nq1L04mPGf2xy4w388wd\n", "WWx/r4UYg44/WZmDUa7mRJQLOhml1wf2oR+ZSgh0SQ5/AumgKyoqfH9Fb+aBtLL9ox/9iGXLlkVM\n", "e4LZLkyJ5YH4oZtM+clzx/z83apKlicms3RdBjkZ6cxJiomo9k91e2ROMhLaI/EFvx2KgEoOKopC\n", "XV0dTufQWkSnTp3i2Wef9fua3bt3U1paiqIolJeX+2Z4VVdXo9frWbJkyaj9a2pqSE5OJjc31/dc\n", "Y2MjBQUFwPCIhYlofSjWyD8cWqPl2EDii3aqTH+9affu3cybN4/Y2KEF5AK5ei0pKWH79u0oisL6\n", "9et9z1dWVqLT6UZ1rocPH6a+vh6LxUJhYaGvbkFjYyNVVVUArFixIvCoNEjLH14txwYS32wV0JVr\n", "NNQW0PqVqxBiZqhaLLuvr2/Udmtra9BvJKZmpscSXu1x8LO3r/GjyiYaRgyCH6mpZ5Afn2zi+8eu\n", "TLjPeGY6NrVJfLNTQGmBS5cu8dJLL5GWlgbA+fPn+fKXv6xqw8T0GHR5ONcywKUuO7dlxLE4M27M\n", "nP1Bl4f/ONnEicu9AJy80sP/3LxwVEV+u8vD/zl2xbdCwLvX+vifmxeQHCtV+8XsFFDn+sgjj3D3\n", "3Xf7tt9880212iMmoFZeq6bVxj8cqAPAoIMXn1g4ZoFDh9vLpc5B3/b1XueYaayDLi+Xu4cnl1zr\n", "dQQ8rVPrOTuJb3YKKC0wsmMFeOCBB9Roi5gB13qHO02Pwrjz8BMsRv74zuEFKZ9ZkUVy7Oi/y4kW\n", "I3+yMse3/Ym7ssfsMxUOt4duu2vM1FkhIlVIn/5IXP1V69Qa7rIgzYrZoMPpUUiyGMeds6/X6Xig\n", "OIXCVAser0J+soXYW5aVNuh1PFicQlFarG8ff1NUR5ostuu9Dn566hrvtw3wkaWZbFqYRmwUVZHS\n", "+lAlrccXqpA61xMnTvitFSCix8IMK997YiHtAy5yEs3kJ8fS0ufAqwzNnLqZf40x6sekC24VY9Sz\n", "MEwrDYxUebmHo5e6AfjRiassSLeyNDs+7O8TLg63B48XKSM4y/ntXNva2khJSaGrq2vU8wMD07OU\n", "sRim1pWBTqejOM1K8dC9Ss5c6+OfD9Xj9Ch88YEC7itMVn2Nqslic7hG527dEZwaaOyy88PKq3TZ\n", "Xfzl6jmsyE3Q/FWd1uMLld+c644dO+jq6uLll1/m3Llzvv9uLQ0otKHX4eZ7FVewuby4vQrfebOR\n", "tgHnTDeL++YlMy/Fgg4ovT2DotTYmW7SuNweLz8+eZV3r/XR0DXIVw7Wc6138gpyQpv8Xrl+5jOf\n", "AWD+/PmjbmJ1d3er2igx1nTktQw6sBiH/96ajXr0YagLMZnJYpubbOHfHpuP3eUl2WKM2HyrR1Ho\n", "cwzX1HB4FDxe7ecktR5fqAIaLTCyOhUMdbZCe+LMRj67Np8FabHkJ1v42oZ5ZAZa509lybEmchJj\n", "IrZjhaFarZ8umYPVpEcH/PWaPLITIuP3J6ZfQNNfb+V0OkOu0aoWmf4aPjanB6+ijCkNKALT0ufA\n", "7VXIiDNjNkrpxGin6vTXWx04cCCUl4koYTUbpGOdgqyEGOYkWaRjneVCOvveCRaHE+qJ5vnbjV2D\n", "/Nc719l5tpXmvrE3eCI5tvZ+J2839XKupR+HO7QFNCM5vnDQenyh8nt58t3vfpf8/Pwxz58/f17G\n", "uYqAdNpc/POhOq72Do06uNhu4+/uz4+Kq7puu4sXj12m6spQ4aIvrMtn/YK0GW6ViBZ+O9fi4uJx\n", "O9GysjLVGiTGF613Y+0uj69jBTjfZsPh8Y7qXCM1tk6b29exAuypaWddUUrQCwpGanzhovX4QuX3\n", "U3LvvfeO+3xycuQs/iYiW3KsiS23pfu2n1qeSdw03PEfdHnotLlweUJPYcXHGMiMG67qtSI3QVZq\n", "FQHze+U60SqvUrhl+kXrWMI4s4E/WZnD2qJkTAYdRSmxY8bOhju2670O/l/VVc61DlB6eyaPL04L\n", "6QZdZryZb2ws5lRTL8mxRu7MDW3F1mg9d4HSenyhklvCQeobdPPe9X6u9AxyZ24CizP9z7cXkGQx\n", "csc0LiV9qqmXtxp6APjJqWvclmlleYjvX5gaS2GEzggTkU061yC9c7WPf32jAYBfGZr53ocXTct0\n", "TC1fGUw1tvdbByh/v405iRbWL0jB7Rk9dHumyxRq+dyB9uMLlXSuQbrQbvM9dngUeuzuGWyNaOoZ\n", "5IX9F7HfKO4y6PbyyMJU3rzUxQdtNj68JIOitPBX6hJiMpKdD1JJfiLGG1Wi8pJipm16o5bHEk4l\n", "NpvT6+tYAeo6bMxJjOEbjxTz848u4U9X5ZBkmdlrCC2fO9B+fKGSK9cg3Z4Vz/eeWEj3oJs5iTHk\n", "jFNcWkyfrAQzDxWn8Lu6Lkx6HR9ZlolOpyPRYiRxhjtVMbuFVFtADV6vF0VRMBhCG6YjtQVmr267\n", "i2u9DmJNBgpSLNNSyUvMHqHWFlDtT3tzczNHjhzBYDCwbt06cnJyJtz3wIED1NfXs3XrVnJzc0M6\n", "hpi9kmNNssqsiDiq5VyrqqrYtm0bTz/9NCdPnvS776ZNm8YdOxvMMbRuKnmtbruL96738X7rAIMh\n", "zo9Xk9ZzdhLf7KTalavVOnyHNtTyhOE4xmzX73Dzk1PXeP2DTgA+tzafRxbK/Hgh1KbalevIVK7J\n", "FNpXtnAcQytCHUvYaXP7OlaAndWt2JzDV699DjcnGnvYU9M2apjZdNL6OEmJb3ZS7crV4xn+B6wL\n", "8QZDsMcYOQ3v5leV2b69+M57yIwz0TrgGtrOiCPGqKeiogKDwcBg5iK+9UYjMDRV9XtbFpKfYomY\n", "9su2bEfCdihUGy2we/duSktLURSF8vJytmzZAkB1dTV6vZ4lS5aM2r+mpobk5ORRN7QmOsZ4tD5a\n", "YCrztxs67bxZ30WSxciagiSyEoaHj33/2GX2vt/h2/73x+eHPFU0VFqfmy7xRbeIGy1QUlLC9u3b\n", "URSF9evX+56vrKxEp9ON6lwPHz5MfX09FouFwsJC1q5d6/cYIjiFqbH86QRTdO8tSKb8/Q4UYE6i\n", "OWLWzBIi2kXMONep0vqVazjUd9pp6LSTZjWxKNOKxWjA5fFysd1Oj8PN3KSh5UmEEMMi7spVRJbL\n", "XYN8ft8F39LP39hYxD1zkzAZ9NyWpV5lr4ZOO69f6CDOZOCh+SnkJkrnLWYHqS0QJaY6lrB9wOnr\n", "WAGqm/un2qRJddicfPVQPTvPtvFfp5v56alrOMcpXq31cZIS3+wknesskRFvHlXAZDpuWg26vFzv\n", "G17i5WLHIA63LG4pZgfJuc4iDZ12GrsHSY01sTDDSozKiwTanR5efreZV862AvDZ+/PZsDBV5v6L\n", "qCI5VzGp6a6qH2s28MyKLNYUJGEy6CgcZ4kXIbRK0gJRIlrzWgkxRpZmx7PoxuSF8URrbIGS+GYn\n", "6VyFEEIFknMVY7g8Xuo77PQ7PeSnWMiIk4kFYvaSnKsIm7eb+vjnQ/UowIqceF54sJBU6+wunCNE\n", "sCQtECWmM69V/n47N7/OnLneT9uA0+/+U6X1nJ3ENztJ5yrGWJY9PGMrIcZAvDm0pXeEmM0k5yrG\n", "6LC5eLupl5Y+J2sKkpifLktTi9lLcq4ibNKsJjbKagVCTImkBaKElvNaWo4NJL7ZSjpXIYRQgeRc\n", "hRDCD8m5Cs3zeBU6bC4MekizysQGEdkkLRAltJzXCiQ2j1fhrUvdfOqV9/mrsg+obR2YhpaFh5bP\n", "HWg/vlBJ5yqiQnOfg2+/2cCg20uHzcUPKptwuDyTv1CIGSKda5TQ8uqagcSm0+kwjChXaDLoIEqq\n", "F2r53IH24wuVdK4iKmQnmPny+nmkW03MS7Hwl/fmEWOUmWMicknnGiW0nNcKJDa9TkfJ3ER+ULqI\n", "f9+8gPlp0TNrTMvnDrQfX6hktICIGB6vwoDLg9VkwKgf+51fp9OREivVuUR0UG2ca3NzM0eOHMFg\n", "MLBu3TpycnKC3nfv3r14PEM3LYqLi1m2bNmEx5BxrtGtZ9DNq+fa+F1dF2sKEnlqWZaUORQRIeLG\n", "uVZVVbFt2zYAysrK2Lp1a9D7WiwWNmzYoFYTRQSpbR3gF+82A/DK2TZuz4rnQ4XJM9wqIUKnWs7V\n", "ah3OiZnN/gd8T7Svx+Nh165d7Ny5k9OnT4e/kVFEy3mtiooKXN7RX6C0tAS3ls8daD++UKl25Toy\n", "22Ay+f96N9G+mzZt8j3ev39/GFsnIs3CdCt35yVwqqmPpVlWbsuMm/xFQkQw1a5cb+ZKYehGxFT3\n", "nayDhtF/QSsqKjS1reX47rvvPmrPVPHUXA8//aPb+Or6Iur+cCpi2heO+CKpPRJfaP/+gqXaDa3d\n", "u3dTWlqKoiiUl5ezZcsWAKqrq9Hr9SxZsmTSfRsbGykoKACgvLyczZs3T/h+ckNLCKGGiLuhVVJS\n", "wvbt21EUhfXr1/uer6ysRKfTjepcJ9q3sbGRqqoqAFasWKFWU6NCRUWFZmfCaDk2kPhmK9U619zc\n", "XJ555pkxzz/33HMB77t27VpV2hYqRVHwKmAYZwymEEKMJPVcA3Sle5BfvHudbrubT67KZbHccBFi\n", "Voi4tICWOD1efnzyKiev9AJw4UAdPypdRFZCzAy3bFht2wDvXu1jbrKF5dnxDLg8DDg9pFvNJMXK\n", "aRZiukltgQC4PQqtA07fdr/TQ79zesvd+btzeanTzuf3XeSnb1/na4cvceJKD5/fd5G/3F3L945d\n", "ptPmmsaWBm+qd2UjncQ3O0nnGgCr2cBHlmZiupFr/ciyTJzuyMmmdNvdDI4YdH++dcBXja+ioYfL\n", "3YMz0zAhZjHpXG+41jvIycs9nG8dwOUZOzvI6/Xy8Tuz+ZO7sqlrHyDGNL2/On93Y7MTzOQlDaUo\n", "DDq4c04ibTeutHVA7DS3NVhav9Ms8c1OkoxjqMr9l1+v50qPA70OvrGxmFV5iaP2WTU3iTfquqjr\n", "GOTjd+ZQmGKZodaOlZMYwzc2FnO110GyxUhqjIEXHiyg0+amMMVCUWrsTDdRiFknsi9ppklrv5Mr\n", "PQ4AvAocb+ges096nJk/Wp7FCw8WsiI3Af0ks87CbbK8Vm5iDHfnJbIg3Uqnw8P/eusKPzpxlZdO\n", "XKV9QHKuM0nim52kcwWSLSbizMNV7ZdkRfcwq3ev9mJzDaU2LnUN0tQjOVchppukBYD8FAvfeWw+\n", "1c39ZCfEsDQCO9dg8lo5icNDxPQ6SLRE9mnWes5O4pudIvtf3TRakG5lQXr0LB3iz/KceD57fz7n\n", "WgZYW5RMcRQtiSKEVkhaIEoEk9dKspjYuCiNv1+bz6q8xHGXTIkkWs/ZSXyzk3SuQgihAqktIIQQ\n", "foRaW0CuXIUQQgXSuUYJLee1tBwbSHyzlXSuQgihAsm5CiGEH5JzFUKICCKda5TQcl5Ly7GBxDdb\n", "SecqhBAqkJyrEEL4ITlXIYSIINK5Rgkt57W0HBtIfLOValWxmpubOXLkCAaDgXXr1pGTkxP0vsEc\n", "QwghIolqV65VVVVs27aNp59+mpMnT4a0bzDH0Dot18zUcmwg8c1WqnWuVutwDVGz2RzSvsEcQwgh\n", "IolqnevIQQgmkymkfYM5htZpOa+l5dhA4putVMu5ejwe32PdJIv5TbRvMMdITk7m9OnTwTYzalit\n", "Vs3Gp+XYQOKLdsnJySG9TrXO1W63A0NXnzcfA1RXV6PX61myZMmk+070/HhWrlwZtrYLIcRUqda5\n", "ln7k4/IAAAhaSURBVJSUsH37dhRFYf369b7nKysr0el0ozrXifad6HkhhIh0mpmhJYQQkUQmEQgh\n", "hAqkcxVCCBVI5xqlvF7vqNEUQojIotoNrXALx3TaSBZMmw8cOEB9fT1bt24lNzd3GlsZumDiO3fu\n", "HLW1tXi9XlavXk1eXt40tjR4wcR2/PhxWlpaAMjPz4+KUS7B/nuy2+28+OKLPPvss1Hx+Qwmvr17\n", "9/ouaoqLi1m2bNnEB1aixKuvvup7vHv37rDtGymCbfO5c+eUq1evqtmksAomvqNHj/oe79u3T7U2\n", "hUuon7fXX39djeaEXbDx7d+/X3nnnXei5vMZTHwHDx4M+LhRc+Uajum0kSwa2xyMYOJbu3at2s0J\n", "q2DPXUNDAzt37qS0tFTNZoVNMPF1dXVhtVqxWCxqNytsgonP4/Gwa9cuFEVh3rx5fmtIR03OVQnD\n", "dNpIFo1tDkYo8R06dIh77rlHrSaFTbCxFRYW8vzzz3Pq1Ck1mxU2wcRXUVERdYVcgolv06ZNPPnk\n", "k3zkIx/xpXcmEjVXruGYThvJorHNwQg2vqNHj7JgwQLS09PVbFZYhHLuLBYLCQkJajUprIKJr6Wl\n", "hT179tDa2kphYWFU5FxD/bc3WUccNZ1rOKbTRrJg4otGwcT31ltvkZWVRWFh4XQ3MyTBxNbZ2Ulq\n", "aqpv/2gQTHyf+tSnAKipqQl5Tv50Cya+xsZGCgoKABgcHPR73KjpXMMxnTaSBRPf4cOHqa+vx2Kx\n", "UFhYGBU5ykDja21t5dixYyxevJjz58/T19fHJz7xiZlqdkCCOXfHjh3D4XAAsGrVqmlvayiCiQ+G\n", "/oBUVFREzZVrMPE1NjZSVVUFwIoVK/weV6a/CiGECqLmhpYQQkQT6VyFEEIF0rkKIYQKpHMVQggV\n", "SOcqhBAqkM5VCCFUIJ2rEEKoQDrXWeRrX/ta2I7129/+lrKyMsrKynj11Vfp7e0d9fPy8vJxX+d2\n", "u9mzZw9lZWXs2LGDDz74IKT3f+edd/iP//iPkF6rZRP93m/1+uuvs3PnTpVbM7tFzQwtMXXPPfdc\n", "2I6l0+nYunXrhD+faNrxqVOnWLt2rW9q5C9/+UsWLlwY9PuvXLmSxsbGoF+ndYFO9964cSO7du1S\n", "uTWzm3Sus0BzczMnTpygrq6Oz372s77nbTYbu3btIj4+HoPBQG1tLZ/73Od8Pz948CD9/f0YDAZc\n", "LhdbtmwhJiYGgJiYGHbu3InBYMBms7F582YSExNxu93s37+f8+fPU1ZWBsCCBQu4/fbbAbj33ntH\n", "tS2YQhmHDx+ms7MTo9GIwWDA6/X6flZbW8uZM2eIjY1lcHCQVatWUVRUxPXr1/n5z3/OggULePLJ\n", "J2lpaeHXv/41GRkZPP300xiNE/8TOHDgALW1taSkpJCYmIjNZmP58uUsXbrU73vCUFnBgwcPsnz5\n", "choaGjCbzWRmZvoqRh07doy2tjYMBoNvOuxTTz016e+goaGBY8eOER8fj16vp729nU9+8pMA/P73\n", "vx/1e09JSWHdunXA0DeG3bt3o9frURQlKgrIR72AK7+KqPfb3/521HZ9ff2ogs0NDQ2+x8eOHVNq\n", "a2t92319fcrOnTvHPa7D4Rjzs1vfazx79uxRGhsbA2r7uXPnlMrKSt92W1ub8u1vf1tRFEUZGBhQ\n", "Xn755VH779ixQ3E6nYqiKEpLS4ty+PBh38+2b98e0HsqiqJ8/vOfVzwej2/7N7/5jWKz2SZ9z5tt\n", "/v73v684HI5R+9XW1ionT570bXu9XuXYsWMBtWffvn2jfmcjz5miTPx737t3r9LW1ubbPnnypLJj\n", "x46A3lOERq5cZ7F58+bh8Xh4/fXXfWXXblb8uXr1KmvWrPHtGx8fP+Fxgi3u7Xa72bVrF2vXriU7\n", "Ozug11y4cIGNGzf6ttPT033Lv7S0tNDb2+u7YoOhikVdXV1kZmaSmZlJW1sbMHQVH8xV27Jly9Dr\n", "h29NLFy4kGvXrqHX6/2+500PPfTQmN/PBx98wIYNG3zbOp1u1O/an8cee4xTp05RU1OD2+0mMzPT\n", "d8786e/vH1W+ccWKFVy+fDmg9xShkc51Fnvvvfe44447mD9/PjC0vtPNkmp5eXl88MEHvnxof3+/\n", "73Ver5dLly5RXFwMQHd3d8CV5wcGBti1axdbtmwJqiTdggULOHPmDKtXrwagra2NK1euAJCXl0dW\n", "VtaoHPDIlAEM5Wjffvttrly5wpYtWwJ+3+rqarxer6+DvXjxIps3b8ZgMEz6noqijJv2KCoq4uzZ\n", "s6OqYo38Xfvz7rvvcvfdd/u2f/WrXwVUUDwuLo729nZfB3v69OmoKXkYraQq1izw5ptv0t3dzdmz\n", "Z31XYps2baK8vHzUVRnAE0884XvuZs5Vr9fjcrl44oknfDnXN998k5aWFmJiYnC5XJSWlo7KX/7+\n", "97+ns7MTvV6P2+1mzZo1ZGdn873vfY+cnBzf1dyteWB/Dh06RFdXFxaLhcHBQVpbW1m9ejWrVq3i\n", "ypUrnDp1yteG/v5+tmzZMqog9U9+8hOys7N5/PHHA/7d/fjHPyY+Ph6LxYLL5eKOO+5g8eLFAH7f\n", "s6qqijNnzgCQmZnJnDlzRnWKb7zxxqjfz6JFi1i+fPmk7XnppZfIyclBURS8Xu+oPC4MddLvvfce\n", "MTExvqVIli9fjtvt5pVXXsFkMqHX64mPj+fUqVN8/OMfj5q6udFGOlch/NixYwd/9Ed/NNPNEFFI\n", "xrkKMYEDBw5w/vx5XnvttZluiohCcuUqIkJDQ4Pva/StCgsLJ636Hi3v6U9/fz9HjhwZNxcaHx8f\n", "NatqiCHSuQohhAokLSCEECqQzlUIIVQgnasQQqhAOlchhFDB/we011fvPmmn0wAAAABJRU5ErkJg\n", "gg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.735698\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVIAAAFHCAYAAADzzsTHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VOd58P/v7KPRaN+FEEJIYjFgbHZsgxdsMIsNjh0v\n", "xHE2522Svk3bOMn7uk2TdInrJH7jNL+2Sdq0yeUkJMYstsHGYIqxJVYbQ1gsEAiJTfs+i2Y9vz8E\n", "AwItZzQazejo/lxXrmjEGc1za8a3zrnP89yPTlEUBSGEEEOmj/UAhBBitJNEKoQQEZJEKoQQEZJE\n", "KoQQEZJEKoQQEZJEKoQQETJG6wfX19eza9cuDAYDS5YsIS8vb8Djq6ur+eijj7BYLCxfvhyz2Ryt\n", "oQkhxLCKWiI9ePAg69atA2DLli2sWbOm32Pb29upq6vjsccei9ZwhBAiaqJ2aW+z2UJfD3Z2eeTI\n", "ERITE9m0aROnT5+O1pCEECIqopZIr18wZTKZBjy2sbGR9vZ2HnnkEaqqqggGg9EalhBCDLuoXdoH\n", "AoHQ1zqdbtDjFy9eDMC4ceNobW0lMzOzz+N27NiBwWAYnkEKIcQVqampzJ49e0jPjVoidbvdQM+Z\n", "6dWvAY4fP45er2fatGmh75WVlVFdXU1JSQltbW3ccsst/f5cg8HA7bffHq1hCyHGqMOHDw/5uVG7\n", "tJ8/fz7r169n/fr1zJ8/P/T9ffv2sXfv3l7Hzpo1iyNHjrB582ZMJtOgpQAtKy8vj/UQokrL8Wk5\n", "NtB+fJGI2hlpfn4+Tz755E3ff/bZZ/s8/tFHH43WUIQQIqp0o62N3q5du+TSXggx7A4fPsx99903\n", "pOfKyiYhhIiQJNI4o/U6lJbj03JsoP34IiGJVAghIiQ1UiGEQGqkQggRU5JI44zW61Bajk/LsYH2\n", "44uEJFIhhIiQ1EiFEAKpkQohRExJIo0zWq9DaTk+LccG2o8vEpJIhRAiQlIjFUIIpEYqhBAxJYk0\n", "zmi9DqXl+LQcG2g/vkhIIhVCiAhJjVQIIZAaqRBCxJQk0jij9TqUluPTcmyg/fgiIYlUCCEiJDVS\n", "IYRAaqRCCBFTkkjjjNbrUFqOT8uxgfbji4QkUiGEiJDUSIUQAqmRCiFETEkijTNar0NpOT4txwba\n", "jy8SkkiFECJCUiMVQgikRiqEEDEliTTOaL0OpeX4tBwbaD++SEgiFUKICEmNVAghkBqpEELElCTS\n", "OKP1OpSW49NybKD9+CIhiVQIISIkNVIhhEBqpEIIEVOSSOOM1utQWo5Py7GB9uOLhDFaP7i+vp5d\n", "u3ZhMBhYsmQJeXl5/R775ptvEggEAJg0aRIzZsyI1rCEEGLYRS2RHjx4kHXr1gGwZcsW1qxZ0++x\n", "VquV+++/P1pDGVXuvPPOWA8hqrQcn5ZjA+3HF4moJVKbzRb62mw2D3hsIBBg06ZNKIrCxIkT5WaS\n", "EGJUiVqN9PrJACaTacBjly9fziOPPMKnPvUpGhoaojWkUUHrdSgtx6fl2ED78UUiaon0as0TQKfT\n", "qX7eYEkXer+h5eXlmnp87NixuBqPxCePB3tcUVERV+OJ5PFQRW0e6ebNm1m7di2KorB161ZWr14N\n", "wPHjx9Hr9UybNi10bG1tLRMmTABg69atrFq1qt+fK/NIhYgf59u6+aTRSZLFwLQcO6kJUasWRl0k\n", "80ijFvX8+fNZv349iqKwdOnS0Pf37duHTqe7KZEePHgQgFmzZkVrSEKIYdTo8PCdHWep6/IC8Oy8\n", "fB6bmRPjUcVG1BJpfn4+Tz755E3ff/bZZ2/63uLFi6M1jFGnvLxc03dHtRyflmODm+Pr7A6EkijA\n", "/vMdPDI9G4NefSlPK2RCvhBiSNITTEzJvjY754GyjDGZREHW2gshIlDf5eFcqxub2UBZho0EsyHW\n", "QxqyuKyRCiG0LzfJQm6SJdbDiDm5tI8zwzEVI55pOT4txwbajy8SkkiFECJCUiMVQgikH6kQQsSU\n", "JNI4o/U6lJbj03JsoP34IiGJVAghIiQ1UiGEQGqkQggRU5JI44zW61Bajk/LsYH244uEJFIhhIiQ\n", "1EiFEAKpkQohRExJIo0zWq9DaTk+LccG2o8vEpJIhRAiQlIjFUIIpEYqhBAxJYk0zmi9DqXl+LQc\n", "G2g/vkhIIhVCiAhJjVQIIZAaqRBCxJQk0jij9TqUluPTcmyg/fgiIYlUCCEiJDVSIYQgBjVSh8Mx\n", "pBcTQggtGjCRnjx5ss///f73vx+p8Y05Wq9DaTk+LccG2o8vEgMm0r1796LX6zl37hwHDhzA6/Wy\n", "f/9+0tPTR2p8QggR9waskTocDux2O3/4wx944oknQt//4x//yOOPPz4iA7yR1EiFENEQtRqp3W4H\n", "wGw29/r+jY+FEGIsU3WzyeVyEQwGAQgEAnR1dUV1UGOZ1utQWo5Py7GB9uOLhFHNQQ8++CC//e1v\n", "MZvNeDweVq5cGe1xCSHEqCHzSIUQghjMI62vrx/SiwkhhBapSqQnTpzo9Xjv3r1RGYzQfh1Ky/Fp\n", "OTbQfnyRUJVIq6qqej02GlWVVoUQo9z5djf7azuoanZhNltiPZy4NaSMePUOvhh+d955Z6yHEFVa\n", "jk9rsZ1v7+a5bWdod/sx6XX8eOW0WA8pbg2YSLdu3Yrb7aayshKfzxf6fk5OzqA/uL6+nl27dmEw\n", "GFiyZAl5eXkDHu92u3n55Zd55plnyM/PVzl8IUS0XO700O72A+ALKlQ2OZmakxjjUcWnARPpqlWr\n", "AHjzzTdZvXp1WD/44MGDrFu3DoAtW7awZs2aAY/fs2cPy5YtC+s1tKi8vFxzZzbX03J8Wostw2bC\n", "pNfhC/ZM7Mk0y5Vof1TPIw2XzWYLfT3YSqi2tjZsNhtWqzXs1xFitDrb4uJCu4dsu5myLBtGvS7W\n", "Q+plUkYCP1pZSmWTkwmpVpSmc0BurIcVl1Ql0qHcXLp+eqrJZBrw2PLyclauXEllZWXYr6M1Wjqj\n", "6YuW4wsntrMtLv56axVuXxC9Dn68spTpufYoji58ep2OaTmJTLt6OV9wa2wHFMdUZci33nqLGTNm\n", "EAgE2Lt3L/PmzaOkpGTA5wQCgdDXOt3Af2kbGhp44403aGxspKioaNAa6fWXUFenZMhjeTyaHuvH\n", "T8ft67lUDipwrtXN9Fz7oM+vqKggMW8iZ51Gki0GMgLtuFrqYh6PVh4PlaqVTVu2bOGhhx7ijTfe\n", "YM2aNbz66qt8+tOfHvA5mzdvZu3atSiKwtatW0M11uPHj6PX65k27eY7gCdPniQ1NXXARKr1lU1a\n", "q7PdSMvxhRPbmRYXf/XGaTwBBR09Z6Qz8gY/I212evnG1irqurwAPDo9my/Nz0c/yMnKcNDyeweR\n", "rWxSdUaq1+vR6/WhGqbFMvh8svnz57N+/XoURWHp0qWh7+/btw+dTndTIm1tbaW8vFzVGakQo92k\n", "9AReWlXKxY6eGunkLNvgTwIcnkAoiQIcqevC6w9iNRmiNVShgqpE6vV6cTgcoUSqZnl+fn4+Tz75\n", "5E3ff/bZZ/s8Pj09nS9/+ctqhqNpWv6LD9qOL5zYdDodZVmJlGWFN50ozWbijgkpVNR2ALB6auaI\n", "JVEtv3eRUpVI8/Pz2bJlC48++ijHjx+nuro62uMSQvQhxWrkzxcVsHJqJlajnkkZCbEekkDlEtFF\n", "ixbxmc98BqvVypQpU/jqV78a7XGNWVpfz6zl+EYqtoxEM3MKkpmeaydhBC/ptfzeRSrs7k9Go7HX\n", "fM8jR44M64CEEGK0GVIbvevV1NQMwzDEVVqvQ2k5Pi3HBtqPLxIRJ1IhhBjrJJHGGa3XobQcn5Zj\n", "A+3HFwlJpEIIESFJpHFG63UoLcen5dhA+/FFQhKpEEJEKOJEOmvWrOEYh7hC63UoLcen5dhA+/FF\n", "QlUiraioCLW4O3PmTK9dRIuKiqIyMCGEGC1UJdLz58+TlZUFQHFxMR988EFUBzWWab0OpeX4tBwb\n", "aD++SKhKpImJiWRkZPQ8Qa/HYJBOM0IIcdWQaqR6vdyjihat16G0HJ+WYwPtxxcJVRlRp9PR2toK\n", "9PQNvb77vRBCjHWqOuQHAgF27twZ6km6fPnyIe3jNBy03iFfCBEbUe+QbzAYWL58+ZBeQAghtE7V\n", "pX1VVVW0xyGu0HodSsvxaTk20H58kVCVSI8ePdrr8blz56IyGCGEGI1UJVKv19vr8Y2JVQwfrc/V\n", "03J8Wo4NtB9fJFRvNfLOO+9EeyxCCBG2ZqeX823ddHn8MRuDqkT6yiuv0NnZyYYNG9iwYQPHjh2L\n", "9rjGLK3XobQcn5Zjg/iMr7bNzV+9eZovbfyEf9t3kTa3LybjUHXX/sEHH2TOnDmhx2+99VbUBiSE\n", "EGp9cK6dBkdP8tx1po0HSjNIG2ca8XGoOiO9PokCrFixIiqDEdqvQ2k5Pi3HBvEZX7K197mgxaiL\n", "yThiM6teCDEsGrq8tLp8pNmM5CZZYj2cEbegMJlzrRmcbHTyyPRsJmUkxGQcqs5IOzs7ee211/jN\n", "b36D3+9n8+bN0R7XmBWPdajhpOX4Rjq2ix3dfPvtKr7+5mm+ua2K8+3dUX29eHzvsu0W/nzReH6y\n", "qoxlZRlYjLFpqKQqkW7fvp2HH36YlJSUmC0NFUL0drbFzeXOnqmJDQ4fZ1tcMR5RbBj0Omzm2Hak\n", "U5VIrVYrJtO1Aq600YueeKxDDSctxzfSsSVbjAM+Hm5afu8ipeo3f+OE/GAwGJXBCCHUm5xl49tL\n", "JlBe087CCSlMyU6M9ZDGLFVnpNnZ2ZSXl+P3+9m/fz+FhYXRHteYFY91qOE0muNrc/uobXPT5up7\n", "rqKa2Dz+AIHgoA3XVLGZDdxXms537y/mgbIMEqN8eTua37toU3VGunjxYk6ePEl7ezu5ubmyT5MY\n", "c+q7PPzwvVqONziZnGXj+XuKyEtWf5dcURSO1jn4z4OXybKb+MKcfManWqM3YDGiVBdVpk2bxrRp\n", "06I5FoH261CjNb6qZhfHG5wAnGpyUdnkvCmRDhTb5U4Pf/vOWbwBhdPNYNTp+L/3FqHXxWbe41CM\n", "1vduJKhKpM3Nzbz99tskJCTg9XpZvnw56enp0R6bEHHDYuxdBbOGOc3GF1DwBq5d0re4fASCCnrD\n", "6Emkon+qpz+tW7eORx99lMcff5wdO3ZEe1xjltbrUKM1vslZNj4/J4+J6Vaevj2Xqdm2m44ZKLac\n", "JDNfnJsPQIJJzxfm5mMyjK69z0brezcSVJ2R2my20IZ3BoMBq1VqO2JsSbGaeOLWHB6elkWCSY8u\n", "zEvyBJOBh6dlsrAwBZNB12999WSDk9eONZCXZGHV1Myw6rAidlQl0u7u3ismXK6eib8HDx5k3rx5\n", "wz+qMUzrdajRHJ9ON/DE78Fis5oMFKb1//xLHd08v/0MLl/P9MJuf5D/fcf4oQ02CkbzexdtqhJp\n", "MBjkV7/6FbfddhtHjx4lJSWFkydPcuTIEUmkQgyTbn+QjEQTD01Ixe0LcLGjm0BQwaCXOmq8U1Wk\n", "cblcLFy4EKvVyvz585kyZQoqNh8VQ6D1OpSW44s0tkybiRWTM9h0vJF95zt4/NbcuEqiWn7vIqXq\n", "jPSpp57Cbrff9P3CwkIuXrxIQUHBsA9MiLGmze3nlwcuowCNDh9/PFLPjFx7XCVT0TdVibSvJAqQ\n", "lJTErl27+kyk9fX17Nq1C4PBwJIlS8jLy+v35+/du5eGhgagJznPnj1bzbA0Set1KC3HF2lsep0O\n", "nQ6uXuyZjPF1V1/L712kotbl4ODBg6xbtw6ALVu2sGbNmn6PXbRoUehrmVolYsnjD3KqyUmLy8eE\n", "tASK00euv+W4FAt/c+9E/nXfBTJsJj4/J1/ORkeJqP3Js9muzbMzm82DHl9TU8NLL71ESUlJtIY0\n", "Kmi9DhXv8R2rd/DctjO8sLu2p8dnm1v1cyONzaDXcUdRCv+2ZgovPljCxBFM4mrE+3sXS1FLpNff\n", "jLq+BV9/ioqK+NrXvsahQ4eiNSQhBnWiwRH6ussToNE5PJupVbe6+fBiJxcGab6s1+lIt5mwR7kl\n", "nhheUUukgUAg9LXayctWq5WkpKRBj7v+L2N5ebmmHkt8sX1cnHTtP4kkiwF9d6fq59955519/vuH\n", "1fX85RuneX77Wb65rYqPz1wc0vh8/iD7z9Tz1vFLnLnSxHkkfz/9xaelx0OlUyKcx9Rf/XPz5s2s\n", "XbsWRVHYunUrq1evBuD48ePo9fpeDVBaW1tDa/e3bdvGypUr+329Xbt2cfvtt0cyZCH65fEHOd3k\n", "osXlozDNOiw10m2fNPPTiguhx9+7fyKLJqSG/XOO1nXxrW1nUOhZZvry6rK4u/wfzQ4fPsx99903\n", "pOdGfP3Q39Sn+fPns379ehRFYenSpaHv79u3D51O1yuRVlRU4PF4gJt3LB1rysvLNX13NN7jsxj1\n", "zMjre5bKYPqLLTfp2j0CvQ7SE8LbLtgXCNLg8FLZ6OTqWY/bF6TR4R3RRBrv710sqUqkH3zwAXfd\n", "dVef/9Zf4svPz+fJJ5+86fvPPvvsTd+7erYqRDxwePxUNrlweAKUZCZQkBJZb4lpOYn8wwPFVDW7\n", "mJlnpyTz5oYnVymK0qsU5gsE2XWmjZ98cJ4/X1SADlAAm0lPtn3wm7hiZKi6tP/+97/P9OnTueuu\n", "u8jOzh6JcfVLLu1FtL1V2czL5T2X4gUpFv75wZIRSVqfNDr5/cf1ZNhMPDYzm3EpVi53dvOFDZ8Q\n", "VKAozcpD0zKxmQxMSLMyKaP/hCzCF/VL+7Vr1zJ16lQqKip47733mD59ujR5FpqkKArvV7eFHl/s\n", "8NDm9kU9kdZ1enh++1mc3p6btG5/gG8tKcKo12MzGXB4A9S0dbOrqpUfPFhCgkk2oIwnqu7az5w5\n", "E5PJxN13382yZct4/fXXoz2uMWs47iDGs3iPT6fTsbg4LfS4IMVCmsqaZiSxeQPBUBIFuNThxR8M\n", "km038w/LiinLtDErz85f3FkYsyQaTnyBoEJwDPXjUHVGWl5eTlFREXv37sVut/MXf/EX0R6XEDGz\n", "eGIq2XZzqEY6Epf1WYlmnpqVw++PNGDS6/jc7DwsV7rw35Jj56WVJej0OsyjoBl0ZaOT//rwMskW\n", "I5+dnUthqvZnFqiukd5zzz3ccccdMd/TXmqksVff5WH7qRYaurw8fEuWbAM8TJzeAHWdHkwGHeNT\n", "raH9nLyBICa9Luxm0rHQ6PDylc2VdHl6zq5nj0vie/dPDP1RiGcjUiOdOXPmkF5AaM+GPzXy5ifN\n", "AOy/0Mm/rikjP1l2TYhUotnQ646+zx9k3/kOXjvWyNRsG5+akRP3d+p9AQWH51qJosnpwxdQ0PpC\n", "LdU1UjEy4r2G6A8EOdd6bf250xvAfaWjuxrxHl8khju26jY3//Q/NVQ2udh8opmKmvZh/fnhUhNf\n", "ZqKJ/7VgHABGvY4vz8sfE8tdVSXSzs5OXnvtNX7zm9/g9/vZvHlztMcl4pTRoOfJWbkYr3QlWjkl\n", "I+7Pkkarbl+Q6+tuLa7hWfcfTRajnpVTMvjFI1P4xSNTmDM+OdZDGhGq/lRs376dtWvXsm3bNoxG\n", "7f91iaXRsHLk9nFJ/OuaMrr9CvnJZpLCOOMYzvh8/iBVLS7au/1MSLUy7rqJ8x5/gC5PgESzYUTu\n", "cvv8QezFt7LxWCOlmQlMzU6MeJfQwjQr90xKZffZdtISjNw7KbZboKt97yxGw5hbuqrqvwCr1dqr\n", "g1OsbziJ2DLodUxMj/1k8I/ruvjOO9UoQH6ymRceLCEvyUKry8fvj9Sz+2wbCwpT+NycPLIS+z9r\n", "9gWCqpOeLxDEF1Bu2gSvssnFt946A4AO+H+rS7klZ2hLTa9KSzDxtYUFPH5rLokmAzlJcuYfr1R9\n", "erxeb6/HwaD6mpgIj5ZriDC88e2t6Qhd+l7u9NLk6Pmcnmp28cbJZro8AXZWtfJJo7PP5/sCQcrP\n", "tfHctip+sf8ijQ5vn8dddbG9m3/adY6/3lrFoQudveZJNjmvPVcBmoep/V6y1URxekJcJFGtfzYj\n", "oSqRZmdnU15ejt/vZ//+/RQWFkZ7XEIMauZ1zUWSLIbQxPkbZ/T1N8HvXKubf9hVwyeNLjYebxrw\n", "Zk5Ht59XDtex93wn1a1uvrezmovtPY12fIEg41OtWK9sDWIz6SlIkf3oxxJVl/aLFy/m5MmTtLe3\n", "k5ubS1FRUZSHNXaNhhppJIYaX7cvgONqzfPKZfW88cn847Jimpw+pmTZGJ/aUyOdnGnj/tJ09lS3\n", "MX98MlOz+y5DdPt738xp6ucs0uMPsutMC23d/tD3fEEFtz/Ahj818MG5dh4oS+fHq0podfnJtZsp\n", "0mCNUOufzUiovkswbdq00Pr62tpaJkyYELVBCXG9VpeP335cx+6z7SwoTOaLc/PJTDRjtxiZNz7l\n", "puMzEs18bWEBz8zOI9FsINHcd01/fIqVe4pT2V3dTmqCkftK0vo8zukNsPl4E4/NzOFMsxuHN8Dn\n", "ZufS7QvyHwcvAz010h8sn8SCwpvHI7RvwES6cePG0GqKq3VRRVGoqqri+eefj/7oxiCt93wcSnyn\n", "mpxs/aQFgF1n2lhYmMLi4oFrhjaz4aYbQjdKs5n46qICHr81B5vZQG5S35fjdrOBhRNS+fWHdaye\n", "lklekpn545M5WufodVxzRxcUaHe6j9Y/m5EYMJHa7XaWLVtGRUUFJpOJWbNmcfjwYVJTw+/uLYRa\n", "Xn+Qdrcfs0lHqtXEjSXO4WyFkWI1kWIduCmJ2ajniVtzuC3fTiAIk7NspNnMlGUmUpyeQHWrm9KM\n", "BHItgQF/jtAuVWvtX3vtNR599NHQ46vbiMSCrLXXNrc3wJuVzbxxsonb85N4/NYcrEY9v/6wjj3n\n", "2pk/Ppln54+Lm0UAzU4vnd0BUq1G0hPVdYlSFIXatm5cvgB5SRbSbOF1zBfREfW19jc2S5DpT2K4\n", "+IMKpxqdVLe6KUpPwGrQceB8B8vKMjhyuYudVa2suSWLry4s4LNXap6DXbIPtwvt3Ww83ojXH+Sx\n", "mTm9JptnJprJDLNny5/qHDz/zll8AYVFE1L4+p3jVbfqi7YzzS6O1HWRYzczM9dOSpyMK96pmv4U\n", "DAZpbu5pUtHc3IzPF/9L1UYrrc/VuzG+qmYX39hWxc/2XuS5rVV0eAIsKEzhlcP1HKt38vsjDZxo\n", "cJJgNpBlN494EnV6A/y0/DxvVbbw7pk2/v7datrdfX/+1b53Wyub8QV6LgT31nZQ3zXw/NWRcrGj\n", "m2+9dYZfHrjMP+yqoaK2o9e/a/2zGQnV3Z+2b9+Ow+EgMTGx12W+EJFodHgJXikuKUC720fyDUtO\n", "O66bdjTSvIEgFzs9occNDh8ef2RXZMVpCeyhZ86q1agn0RQfPUY73H4c1zWXPl7vYMWUzBiOaPRQ\n", "lUiNRiOrVq3q898uXrzY706iInzxelf0dJOTU00u8pIt5NpN1Dt8JFsMTMqwYdCr75N5Y3wFKRYS\n", "THrcviAWg47CVCtJFiNTs2180ugix27ilhz1184ubwCdjmFbX59sMfLFOfn8+P3zKMAX5+b3exmu\n", "9r1bWpqOXq/jfLubBydnUpgWH3NOs+xmJqUncLbVjQ64e1Lv6WDx+tmMBxF3IPnwww8lkWpcdaub\n", "57adodsf5NEZ2Xx4sZOatm4MOnjhwRJm5ScN+WdPyrDxk9VlNHR5yEo0MykjAZ1Ox3fvK6bF7SPZ\n", "aiRH5Y2lykYn/1JxAb0Ovn5nIaUD7NYJPY1Nmhw+zAY92f0swTToddxdnMbEjAQUpSfxm42RnUFm\n", "2c08fmtORD8jGrLtZv5u6UQudHSTZDFSkhEfCX40iI9rChESj3WoVpeP7iuXszaTnpq2bgACCmH3\n", "yLwan8Pj53Knh3a3j+L0BBZOSKUk0xa6sWkz63H7Ahyrc3Cm2aVqjH//7jnOtLg53ezmhd01dPRT\n", "ywRw+wJsOdHMF177hK9sqaSyn/X4ACajnpIMG6WZtgHPdOPxvQtXXrKFeeNT+uxepYX4okUSqRhU\n", "XpKZjCtTdAx6XWhNOUBZVvhdoFqcXn5WcYHPvXqS7+yo5nKH56ZjTjY6eW7bGX64p5bntlX1aibd\n", "l4Ci4PJdq++5vAECA0zsu9zp4VeHelYldXkC/OajOgLBsbNZmxhe0lw0zsRjHWpcipUXV5RwqaOb\n", "TJuJ2/KT+OhSFwUpFmblh9cq7s477+TA+Q52V/ecyZ5qcnG0vov8G5p8nGq6dhbq8gVpdnoH7HGZ\n", "YTPx3OIJ/GB3DTod/NVdhaQl9P/xNup1GPU6/FeSZ6rVGFatty/x+N4NJ63HFwlJpEKVwlQrhanX\n", "GidHsuGdydA7YVn66AU6LTsRHT138pMshkEn4Ot1OhZOSOE/H52CDh05SeYBN4sbn2rle0sn8p+H\n", "LpNrN/PUbblDCUUIQBJp3NH6euby8nJunbuAz8/J4+1TLcwel8SMvJvPaqflJPKT1aU0O32MT7Uy\n", "YZA7206vH7NBr3oTPr1Ox7zCFG7JtWMyDM82x2PhvdNyfJGIOJHKHXsRriSLkU/PzGHF5ExsJj2t\n", "bj87T7cQVHp6jOYlWzAZ9ExT0WE+EFQ4eKGD//6wjvxkC1+al09BivodTfvrDDXcmp1eOrr9pFlN\n", "qpeSitFD1Vr7G9XX15ObG5tLIVlrry1uX4CX3j/P++d6aqZzC5L4v/cUqd55sqbVzVc2V4ZuLK2Y\n", "nMFf3hU/jccbHV66PH7+48AlDl92MCXbxvP3FPXbaUrETiRr7VVdz5w4caLX47179w7pxYS4kdMb\n", "4OPLXaHHR+scuLzqVw75gkqvu/Pt3fGzfPlYnYM/21TJ/379NLPGJVOQYqGy0cWZloFnIIjRR1Ui\n", "raqq6vVYdhKNHq3P1bsxviSLkQcnZ4QePzg5gySr+svtcckWPnt7z9VRssXAU7Pyhmegg3D7Ahyt\n", "6+KDc21c7OiZV3t9bE6vn5/tvYDDG8AfVPjNh5e5u7hnpVC8LAkNl9Y/m5EYUkaU7k9iuFiMeh6b\n", "mcNt+UkoQElGQljLO21mAyumZDCnIBmrUUfRCO1ueuhCJ//4PzVAzzzbF1eU9Pp3va73fFuTQU+y\n", "xcBf3FHsXkVQAAAgAElEQVRAWdbQZzyI+DRgIt26dStut5vKyspeHZ9ycuJveZtWxPNd0cCVfYps\n", "JgP6AaYWDaSv+FKsRmYPsbN8h9vPfx2qY0dVK0kWAy8sLxnSIoFw7b2uM1Jdl5dmp69XbAkmA1+/\n", "czw/+eA8Tm+Qr98xnltyI9/rPpbi+bMZawMm0quNSt58801Wr149IgMS8anN7WPLiSYqajq4Z1Iq\n", "q6ZmDtpZfqgURaGuy4OiwMUOD9tPtzA9x849k1JJt/WeT3qxo5sdVa0AZCWaOd/ejcPjZ3yadcC9\n", "7CM1tyCZ/znbBkC6zUh6H82ZJ2XY+OGKUvyKclNHK6Etqv48Pvjgg9Eeh7giXutQnzQ4WX+kgfPt\n", "3fzmo3pONw3thoma+D662MWXN1ZSUdvBd3dWU1HTwS8OXOLDi103HWs16dHreibt31eSxo/21PJ/\n", "tp/lpffP0+aK3o2nBRNS+MHySXx7yQRefLCE/GRLn7HZzAbNJNF4/WzGA9Vt9MTY5gn0rot3+6Oz\n", "P1Fnt5//b98FvAEFrz/I9cvf+2qAXJSWwPeWFnPwQgcfXuwM7ed0+FIXTc6e7lEnG52cqHdQkmlj\n", "ek4iVhU12G5fgKoWN13dforSE8hP7j1dKdFsYM515QhFUUjKGU+Tw0tWnGyDIkbOgBnS7/ezZ88e\n", "bDYbCxYsYOfOnbhcLh544AFstpEp6o818VqHmpKVyJQsG5VNLm7Ns1MW7v4aVwwWn0Gvw35lknyn\n", "JxB6zZ6dPG+uoxr0OhZMSGFOQRKv/qmRjy/37OyZYjVitxioanbxzW1VoYT84oMl3DZu8LZ/By50\n", "8k9XbiZNTLfyjw9M6jdBKorCwQud/GBvOwZdB3+3dGJErQXjVbx+NuPBgIl006ZN3HvvvbS1tfHi\n", "iy/y9NNPk5GRweuvv87jjz8+UmMUcSAv2cLfP1BMlydAssVIygANQSKRaDbwv+YX8OuPLnOiwcFn\n", "ZuXS6Q1wS07igCuWjAY9yyZnkJFoosnhZeGEFPKTLZxrdd9wVusBBk9yu860hr4+19pNi8vXbyJt\n", "dvl4YXcNbl/PWfuP36/lZw9Nlk3txpABa6QWi4XMzExKS0sZN24c48aNw2q1YrUOvgSvvr6e3/3u\n", "d/zhD3+grq5uwGNPnDjBpk2beO2117h48WJ4EWhMPNehUhNMjE+1RpREB4uvxenDatKTmWgiK9HM\n", "C+/VYtLrVC37zLCZWFaWwWduz2NSRs8VU0GKhVRrz3itRj3FKpsVzxt/7ew33WYkxdp/zDrodTfe\n", "qNcPeVZDPIvnz2asDfhfhNvtRlEU3G43Z86cwePxYLFY8Hhu7h95o4MHD7Ju3ToAtmzZwpo1a/o9\n", "tqWlhUceeQSAt956S9bvj1FnW1x8551qcpNMrJ2eTW1bNzNy7bxzuoWyLFtYa+ivmpCWwI9XlVLf\n", "5SHTZqI4Q11JavHEVDJtZtq6fUzNTiQvuf8lnZmJPZ3lX3q/FoNexzcXT4jaGXtDl4eO7gAZNiMZ\n", "UZyVIMIz4Lt977338uqrr2IwGPj617/Oxo0bAVi0aNGgP/j6GqrZPPAbvnjxYjVjHRO0XocaKL7d\n", "Z1v59K3ZNDq8uH1Bdle3caG954+20zv0m1s3tgBUI9lqYsGEFNXHz8i189PVZej0uqjdpa9pc/P8\n", "22dpdvmYkm3jb+4pImcE1+xr/bMZiQHf8ezs7F610Keeekr1D76+F4rJpK5WtHPnTubNm6f6NcTo\n", "pCgKx+odbPukmYnpCdxXkk6W3UxRmo0f7qkFQK+Dv7pzPO3dAaxGPfYwN7NTFAWnL4DVoMeoYhK8\n", "0xvgfJsbvV5HUZoVizH8rlDR3gP+eJ2D5itTuiobXZxr6x7RRCr6F7V5TYHAtTOIgRrsXrVnzx5K\n", "S0vJzBx8+9fr+yJerdto5fG///u/M2PGjLgZz4cfH8Vhy+G8Q2Fmnh1f3Wk8bndE8c2/fzV/90Ez\n", "3oDC7up2fD4fT88dj++6pcdBBfxBQtuBLJyQwl/fVcixD/cP+nrWxCRabAVsONZIabqFBwr03FZW\n", "NMDxdqrI5b8/6qnl/9ncbB6ekY9BrwsrvutriNF4P1JvSNR2s2FEPw/Rji8eHg+VqjZ6iqJw9uxZ\n", "vN6eeXyHDh3imWeeGfA5mzdvZu3atSiKwtatW0Mro44fP45er2fatGmhYz/44AOysrKYMmXKoAPW\n", "ehu9eGue+/GlLr799hmg5yzxJ6tKmaqiT2h/ysvLSS+dxV++ea0Rzn2T0vj2PUVUNbt4blsVbl+Q\n", "JIuBz83J42cV124+/senpgza4Bngk0YnX3/jdOjxny0YxyPTs/s9vqHLw+dePRnqIpWeYOTf1k7p\n", "c7XSYLFF871rd/t4t6qNQxc7WFaWwaIJKarmxA6XePtsDrdI2uipOiPdvHkzEydOJCGh50Os1w9+\n", "qTR//nzWr1+PoigsXbo09P19+/ah0+lCibSxsZGKigqmTJlCZWUlXV1dPP3000OJRRPi7YPa4Lg2\n", "CT6oQKvbH/bPaHX5ONXsQlEUpt42D71Ox6IJKeyt7cBi0LFias9VSGmmjZdXl9Hk9JJtN7P7uilI\n", "BSmW0PzSqxwePxU1HVTUtnNXUSqLilJJNBvw+nsvHmgfYDdR6GmcUpBiofZKPXZJcSp1nR4aujwU\n", "pSWQoLL5c7Tfu9QEE4/OzOZTM7JUXeUNt3j7bMYTVWek8bTWXutnpPHm+rPEtAQjP1pRQqGKs8Kr\n", "PP4AvzxwmTc/aQZgWWk6X1lYgMcfpK7LS6JZT2Gqtc/E0Oz0crTOgcMT4PZxSYy/4YbRhxc6ef6d\n", "s6HH//xgCbePS6LN5eOXBy+x60wbOXYzn7kth3mFKaQNUMOsbXPzVmULmYkmFAX+80pJ4dl5+ayZ\n", "loUpwr3sRfyLemPnrq7ea5wbGxuH9GJicPE2V+/qWeILyyfx45WlYSVR6NnqePeV5h4A71W34fAG\n", "SLOZmJaTyIS0hH7PrjITzdxXks7Dt2TdlER7fva1s2OjXof/yjJWk7FnD6bP3p7LHUUp/EvFRRye\n", "ge/6T0hL4CsLC7inOI31RxtC3//tx/W0e9SdhcfbezfctB5fJFRd2p87d46f//znZGT0NOCtrKzk\n", "O9/5TlQHJuLHxPSEAbdCvqrZ6eVUk4tgUGFydiLZdjOJZgMLJ6Sw80qHptnj7MO2T1JJpo28JDNB\n", "BZ6YlcPBi520dfuZN76nG/1/HOw5q5xXkDTghPrrWUx6ilKtnGh0AlCUasU6ilvfiZGh6tL+0KFD\n", "zJ07N/T4vffe4+67747muPoll/bxyeMP8PP9l9hW2QLAnUU9d9ntFiNNTi+fNDpRFJiabSPbHv6U\n", "Hac3wJ/qHNS2uZmZl8TUbBs6nY6GLi8NXR7+z/azoT3qv7WkkAWFKZxuduPxByjJsIXVSORCezc7\n", "q1oJKgrLyjL6PBsW2hP1m03XJ1EgZklUXPNJo5PX/tRITpKZ1VMzB1x5Az1NmSubnFQ1uylKszI1\n", "OxHLMNb9nN4AFTXXmh3vq+3AOT+A3WIkK9FM1sTBE1lQUfik0cnRyw4mpicwM+/a2euf6hx8d2c1\n", "ACZDPf/yUBmTMmzkJJm53OkJJVGA8+3dLC3N4HYVzUn6Mj7Vyhfm5g/puWJsGtJ/SfX19cM9DnGF\n", "mjpUXaeH57ef5YOadl471sgfjjYw2IVFVbOLb2yt4t/2XeRbb52h8sql63BJNBtYXJwaenznxNQ+\n", "dwL9+Fw9L+w+x0vv13K+vXdP0+oWN9/adoZff1THd3dWc6zOce3fWq8d6wsotF03eyA/2UzplTX0\n", "FoOOBYXqVyQNJ63XELUeXySGNCF///79A66dF9HV7Q/2WjJ5vq0bf1DBZOh/Skyz09urC9L105qG\n", "g8Vo4KlZucwel0RQgclZtptqoW1uHy8fbKauq2c60uUOD3+/bFLouFa3D991g6xtd4eWac7Kt/P7\n", "j3X4ggrZiSbykq6d4eYkWfju/ROp6/SSbDX2Wc9t7PJwstGFXgdTcxKj2j1fjD0DJtKmpibS0tJo\n", "a2vr9X2nc3jPZsQ1aubqZSWaWHNLFltONGHU63jqttxB9wIal2LFbjbg8AYwG3RMiELdL91mYuGE\n", "1H7/3esP0uS8diZ5ucuLNxAkkZ5Emp9sITvRRKPTx/gUC7ePu9aBaWp2Ij99qIw2t4+8ZAvjbmhg\n", "km239Ft7dXj8/Nv+S6F9lu4vTefPFxWEtcmeGlqfZ6n1+CIxYCLdsGEDjz32GK+88kqvGzwNDQ0D\n", "PEtEm91i5Onbc7mvJA2LQU9h2uBJcWJ6Av9vVSn1XV4yE01MUtlObjilJ5h4dl4+/77/Ejrgi3Pz\n", "ezX4KEix8uKKElrdfvbVdrCnug2rUc/4VCt6nY6SzKE1E3d5gxy62Bl6vP98B5+fkzfsiVSMXQMm\n", "0q9+9asAlJSU9LrB1N7eHtVBjWVql+ElWYxMzgqvMlOUnkDRINOYFEXhfHs33f4g+UkWklROG+rs\n", "9uPyBUiyGPud3mQy6in01/Ovayaj10FhihWDvnc5Itlq5Md7zoemHx2rc/CPyyapHkdf7BYDdxen\n", "haZg3TspjSTL8CdRrS+h1Hp8kVD16Vy+fHmvxyUlJf0cKUa7I5cd/O2Os/gCCiunZPCFufkkDdIW\n", "7nKnhx/tqeGTRhfLyzJ4ZnZev93h3Y5OZg9wZunxBznXdu3GUm17N92BoIqe9v2zmQ18YU4edxSl\n", "oNfpmJxpG1J3JyH6o+qu/Y39RMvKyqIyGBHbOlRQUVh/tB7fle4d2ypbaOhjw7kbfXypixMNLoIK\n", "vHWqhbMtrn6PHSy+FGtP2eKqz9yWS+ow9PfMSDSzaEIqCwpTorYFiNbP1rQeXySG9Andvn07Dz30\n", "0HCPRcSYXqdjYpqVI1c2kEsw6bGaBv9be+NsgRsv18NhMuhZMTmTW3LsKIpCUVqCrHMXcW9In9Bg\n", "MDj4QWJIYj1Xb+30bJ64NYc7inr2bVezvcesPDv3laSRYTPx2dtzB7wppCa+BLOBKdmJTM2xD9p5\n", "qbbNzdunWthX20FHd/T2sVcj1u9dtGk9vkgMeEb60ksvUVhYeNP3KysrZR6pRuUmWcJe1ZOdZOEv\n", "7xyPyxfEbjYMOhVrMN2+AEcuO/j4che35Scxa5wdax81zfouD8+/fZamK13j/3xRAQ9Ny4rotYUY\n", "igET6aRJk/pMmFu2bInagMa6kapDNTu9OL0B0hNMEd0Rv8piNNx0A8cXCFLV7KK+y0tBipXSzARV\n", "8Z1qcvF3V5aDbj7RxI9XljAz7+bbTe1ufyiJAhy60BnTRKr1GqLW44vEgP8FLVy4sM/vp6b2P+la\n", "xL/aNjff2XGW+i4fS4pT+cqCgrC7watxqqmnl2lQ6amjvry6jFIVc0Fbb2jE3OrqmcRf1exi/ZF6\n", "Es0GPj0zp2c+bHoCZ68sH723JG3YYxBCjQGvwXJycvr8vjQtiZ6RqEPtre2g/soyzT3V7dS0ugd5\n", "xtBc7PCElqX6AgoNDu+g8fn8QVKtRj4/O4/Pzc4jK9FEUZqVZqeXv33nLOU1HbxzupWf779IksXA\n", "d5ZO5Hv3T+THK0titsb+Kq3XELUeXySitvmdiD6X18+BC53sP9/JgsJk5o9Pwaai1+eNvTktKu7M\n", "D0VhqhW9rmeLEqtRT26SmcHa3Rytd/A328+iADl2E9+7v5ii9AQud3pov65RyeVOL16/Qn6yhfxB\n", "Ol8JEW2SSONMOHWoU01uXtjds33x7rNtvPhgCbepaB03pyCZh6dlcqzeydpbspikomnzUEzOsvGT\n", "1WU0OryMS7ZQkmGjZJD4Dl7o5GrbkgaHL9ScJd1m5Atz8/nVocvodT3LS+1RWJ0UCa3XELUeXyQk\n", "kY5iHTdsgaF2+k+23RzaNyma680Neh1TsxOZmp2o+jnTcxLZcqIJ6NluOP3KPktWo4GHpmZy+7gk\n", "jHpdv/s8CRELMtM5zoRThypOs5Kd2JNoshNNFGeob+qh1+kwGfRUNjrZV9vOhfbusMc6FIPFN7sg\n", "mR8sn8Rf3jmeH64o6dWQJcFsoDTTxsT0BAx6Ha0uL5uPN/KD/znHhxc7CQQH3ewhqrReQ9R6fJGQ\n", "M9JRrDAtgR+tLKXF5SPDZhq0S/6NTtQ7+PbbZwgqkGEz8aOVJaom4Eeqxeml0ekj2WK4qR1eotnA\n", "nILkfp7Z26GLXfz7/ksAvH+unZ89PFnVrAAhhpsk0jgTbh0qL9kSdgK96vDlrtBd9RaXj4Yr8z2j\n", "afKsebywu4Y/1Tuxmw28uKJkyMnvcqcn9HVQYdCdQqNN6zVErccXCbm0H6MURel1k8lq1EdlLumN\n", "LnR086f6nhZ5Dm+AfbUdgzyjf3dMSMF2ZcbBjJxEClLk7r2IDTkjjTPD1fNRUZQBb8b8qc7BW5XN\n", "/NmCcXj9QWblJ6nacjlSAbcjNCUKIDdp6Ft+lGUl8rOHJ9Pl8ZNjN5MR4+1DtN6vU+vxRUISqcYo\n", "isKxegd/PNpIYaqFh27JIi+p95laIKjwuyP1HLns4PBlB2aDjrnj1dUlI9ZRx/fvL2H7qRam5yYy\n", "pyCSTqPIVskiLkgijTOR/sW/0OHhb7afxRNQOHQRdOj48oJxvY4x6HWMT7nWLk+v0w3r1swDmTt7\n", "NgDzY7wKKRq0fram9fgiIYlUY7p9QTyBa9OALnT0Pa3pUzOyMeh6Vgg9PitnRO7WC6FVcrMpzkQ6\n", "Vy8vyczKqRlAzx7vj83M7vO4/GQLX100nn9YVsyMXHtErxkOLc9F1HJsoP34IiFnpBqTZDXyhTn5\n", "rJicGdqBcyCyOkiIyOkURYntcpAw7dq1q9fW0EIIMRwOHz7MfffdN6TnyqW9EEJESBJpnImkDtXo\n", "8LLnbBt7zrbR6PAM/oQY0HKdTcuxgfbji4TUSDXC5Qvwq0OX2H22HYAlxan81Z2FqvqTCiEiI4k0\n", "zgx1rp7TG+DA+c7Q44MXOnF6A3GXSPuLr77Lw3vVbXS4/dxflkHxCKyyGm5an2ep9fgiIZf2GmE3\n", "G7jnuj2L7p2UFneNj/sTCCr87uN6/utQHRuPN/G328/S5PTGelhCqCaJNM4MVoe62NHN7jOtHLrQ\n", "Qdd1jZ0TTAaevi2Pv3+gmO/fX8xnbs+LatPmoeorPo8/yOlmV+hxs8uH2xscyWENC63XELUeXyTk\n", "0n4UaXJ4+bsd1Vzs6LmR9L8XFbD6uu2H022mQTeA8/gDN22bHGs2s4HHZ+bw4nu1KMDKqRmk2+Sj\n", "KUaPuPm0BoNBFEXBYIiv/8hH2kB1qPZufyiJQk8z45VTM9GrmFTf6vKyrbKFA+c7WT45nXsmpZMY\n", "g/ppf/HdVZRKwcMWPAGFwlQrdkvcfDRV03oNUevxRSJqn9b6+np27dqFwWBgyZIl5OXl9Xvs9u3b\n", "qa6uZs2aNeTn50drSKNeWoKRCakWatt7kundxWmqkijAiQYnrxzu2cPzdLOL8SlWbs2PrPPScDIZ\n", "9ZRlqd/bSYh4ErUa6cGDB1m3bh1PPPEEBw4cGPDY5cuXc/fdd0drKKPKQHWozEQz37u/mL+5p4gX\n", "lk9iSXGq6p/bdUP3eLcvNjVILdfZtBwbaD++SETtjNRmu7Z9hNkc24a7WjIuxXrTPkdqzMi1My7Z\n", "zKVOL7Py7BRnSLcnIYZL1BLp9Uv4Tabob2GhFdGqQ41PtfKjlaV0egKkJRhJS4jNe6LlOpuWYwPt\n", "xxeJqF3aBwLXLiWHu8PQ9ZcY5eXl8ljl48xEM5dPfsSJjw4My8+Tx/JYa4+HKmrdnzZv3szatWtR\n", "FIWtW7eyevVqAI4fP45er2fatGm9jj958iSpqamD3mzSeven8nJt74uj5fi0HBtoP75Iuj9F7dJ+\n", "/vz5rF+/HkVRWLp0aej7+/btQ6fT9Uqk7777LtXV1VitVoqKili8eHG0hhWW2jY3LS4f2XazdJAX\n", "QvRL+pH242yLi+e2ncHpDZCeYOSHK0ooTBt967+FEOpIP9IoONvixuntqfO2uv2cb+977yMhhJBE\n", "2o/MxGt3tXUwYne5h6PwHc+0HJ+WYwPtxxeJ0bcOb4RMzU7k+/cXc6LBwe3jkijLtA3+JCHEmCQ1\n", "UiGEQGqkQggRU5JI44zW61Bajk/LsYH244uEJFIhhIiQ1EiFEAKpkQohRExJIo0zWq9DaTk+LccG\n", "2o8vEpJIhRAiQlIjFUIIpEYqhBAxJYk0zmi9DqXl+LQcG2g/vkhIIhVCiAhJjVQIIYjTDvliZLS7\n", "fTg8AZKsRlKs8nYKEQtj8tLeFwgSCMbniXg4dajLnR6+s6OaL7z2CT96r4ZGhzeKIxucw+On0eGh\n", "1eWjvwsdLdfZtBwbaD++SIypUxhFUTha5+C/P7xMjt3MZ2fnjeq9mE42ODnV5ALg4MUuzjS7yLab\n", "YzKW001OzrV28+qfGnD6Avz1XYXMLUge9h1khYhHY+qM9FKnh++8c5ZPGl28V93Obw/X93vmFCvh\n", "7NJoNfZ++8zG2Lydnd1+3jndwpufNHOhw0Ory8/33z1HfdfNZ8ha3oVSy7GB9uOLxJhKpL6Agidw\n", "LXE2Ob1xe4mvxrScRB6dkUVBioXPz8ljcoy6+AcVhUCw5/+virO/T0JE1ZhKpLl2M8/MzgV6zuY+\n", "NzsPoyG+fgXh1KHSbSa+OHccP32ojE/PzCEpRjebUhNM3DMplRVTMsi0mbCZ9Dx/T1GfZQYt19m0\n", "HBtoP75IjKkaaYLZwCPTs7ljQiomg45xfdRHFUWhtq0bly9AXrJlxDa9GyqDXkeSJfZv4635yeQn\n", "e7k1z47FaCAz0YRe6qNijJB5pDf4+FInf7ujGl9A4Y6iFL62sIDMxNjcwBFCjBxZaz+M3jjZjO9K\n", "HbWipoOaNtnPXggxMEmkN7h+OpTVqGekS6har0NpOT4txwbajy8SsS+uxZk7J6bgCwZpcHiZV5BM\n", "bozmZQohRg+pkfbhUns3Tl+AZKuR3CRLVF9LCBEfZK39MBuXOnpXOwkhRp7USOOM1utQWo5Py7GB\n", "9uOLhCRSIYSIkNRIhRACmUcqhBAxJYk0zmi9DqXl+LQcG2g/vkhIIhVCiAhJjVQIIZAaqRBCxJQk\n", "0jij9TqUluPTcmyg/fgiEbWVTfX19ezatQuDwcCSJUvIy8sblmOFECLeRO2M9ODBg6xbt44nnniC\n", "AwcODNuxWqf1fXG0HJ+WYwPtxxeJqCVSm+3a/kFm88AdlMI5Vggh4k3UEun1kwFMpoG36wjnWK3T\n", "eh1Ky/FpOTbQfnyRiFqNNBAIhL4ebG/zcI5NTU3l8OHDkQ0ujtlsNolvlNJybKD9+FJTU4f83Kgl\n", "UrfbDfScbV79GuD48ePo9XqmTZs26LF9mT17dhRGK4QQQxe1RDp//nzWr1+PoigsXbo09P19+/ah\n", "0+l6JdL+jhVCiNFg1K1sEkKIeCMT8oUQIkKSSIUQIkKSSONcMBjsNatBCBF/4m7zO60vLQ1nzNu3\n", "b6e6upo1a9aQn58/gqMcunDiO3HiBKdOnSIYDLJgwQIKCgpGcKThCye2vXv30tDQAEBhYeGomG0S\n", "7n9Pbrebl19+mWeeeWZUfD7Die/NN98MncBMmjSJGTNmDPzDlTjz+uuvh77evHnzsB0bL8Id84kT\n", "J5RLly5Fc0jDKpz49uzZE/p627ZtURvTcBnq5+2dd96JxnCGXbjxvf3228pHH300aj6f4cS3Y8eO\n", "sH523J2Ran1p6WgcczjCiW/x4sXRHs6wCve9q6mpYePGjaxduzaawxo24cTX1taGzWbDah09W5eH\n", "E18gEGDTpk0oisLEiRMH7YEcdzVSReNLS0fjmMMxlPh27tzJvHnzojWkYRNubEVFRXzta1/j0KFD\n", "0RzWsAknvvLy8lHXxCSc+JYvX84jjzzCpz71qVCJZiBxd0YaraWl8WI0jjkc4ca3Z88eSktLyczM\n", "jOawhsVQ3jur1UpSUlK0hjSswomvoaGBN954g8bGRoqKikZFjXSo/+2p+aMZd4k0WktL40U48Y1G\n", "4cT3wQcfkJOTQ1FR0UgPc0jCia21tZX09PTQ8aNBOPF96UtfAuDkyZMRrVEfSeHEV1tby4QJEwDo\n", "7u4e9GfHXSLV+tLScOJ79913qa6uxmq1UlRUNCpqimrja2xspKKigilTplBZWUlXVxdPP/10rIat\n", "SjjvXUVFBR6PB4A5c+aM+FiHIpz4oOePRXl5+ag5Iw0nvtraWg4ePAjArFmzBv3ZskRUCCEiFHc3\n", "m4QQYrSRRCqEEBGSRCqEEBGSRCqEEBGSRCqEEBGSRCqEEBGSRCqEEBGSRKpB3//+94ftZ7366qts\n", "2bKFLVu28Prrr9PZ2dnr37du3drn8/x+P2+88QZbtmxhw4YNnD59ekiv/9FHH/GLX/xiSM/Vsv5+\n", "7zd655132LhxY5RHI+JuZZOI3LPPPjtsP0un07FmzZp+/72/pbmHDh1i8eLFoeWDv/vd7ygrKwv7\n", "9WfPnk1tbW3Yz9M6tUuily1bxqZNm6I8GiGJVEPq6+vZv38/Z8+e5Rvf+Ebo+y6Xi02bNmG32zEY\n", "DJw6dYrnnnsu9O87duzA4XBgMBjw+XysXr0ai8UCgMViYePGjRgMBlwuF6tWrSI5ORm/38/bb79N\n", "ZWUlW7ZsAaC0tJRbbrkFgIULF/YaWzhNIt59911aW1sxGo0YDAaCwWDo306dOsWRI0dISEigu7ub\n", "OXPmUFxcTF1dHb/+9a8pLS3lkUceoaGhgT/84Q9kZWXxxBNPYDT2/1Hfvn07p06dIi0tjeTkZFwu\n", "FzNnzmT69OkDvib0tMrbsWMHM2fOpKamBrPZTHZ2dqgzUkVFBU1NTRgMhtCS0UcffXTQ30FNTQ0V\n", "FRXY7Xb0ej3Nzc18/vOfB+D999/v9XtPS0tjyZIlQM+VwObNm9Hr9SiKMiqanWtCWN1Lxajw6quv\n", "9npcXV3dq7lwTU1N6OuKigrl1KlTocddXV3Kxo0b+/y5Ho/npn+78bX68sYbbyi1tbWqxn7ixAll\n", "3wa8CGYAAAOOSURBVL59ocdNTU3KP//zPyuKoihOp1N55ZVXeh2/YcMGxev1KoqiKA0NDcq7774b\n", "+rf169erek1FUZRvfvObSiAQCD3+4x//qLhcrkFf8+qYf/aznykej6fXcadOnVIOHDgQehwMBpWK\n", "igpV49m2bVuv39n175mi9P97f/PNN5WmpqbQ4wMHDigbNmxQ9Zpi6OSMdAyYOHEigUCAd955J9RK\n", "7Gpnm0uXLrFo0aLQsXa7vd+fE24jar/fz6ZNm1i8eDG5ubmqnlNVVcWyZctCjzMzM0NbkDQ0NNDZ\n", "2Rk6E4OezjxtbW1kZ2eTnZ1NU1MT0HN2Hs7Z2IwZM9Drr90yKCsr4/Lly+j1+gFf86p77733pt/P\n", "6dOnuf/++0OPdTpdr9/1QFasWMGhQ4c4efIkfr+f7Ozs0Hs2EIfD0asl4axZszh//ryq1xRDJ4l0\n", "DDh69Ci33norJSUlQM9+QlfbhBUUFHD69OlQ/dLhcISeFwwGOXfuHJMmTQKgvb1ddUd0p9PJpk2b\n", "WL16dVht1kpLSzly5AgLFiwAoKmpiQsXLgBQUFBATk5Or5rt9Zf90FNT/fDDD7lw4QKrV69W/brH\n", "jx8nGAyGkumZM2dYtWoVBoNh0NdUFKXP0kVxcTHHjh3r1f3p+t/1QD7++GPmzp0bevz73/9eVfPr\n", "xMREmpubQ8n08OHDo6aN32gm3Z805L333qO9vZ1jx46FzrCWL1/O1q1be51tATz00EOh712tker1\n", "enw+Hw899FCoRvree+/R0NCAxWLB5/Oxdu3aXvXG999/n9bWVvR6PX6/n0WLFpGbm8tPf/pT8vLy\n", "QmdpN9ZtB7Jz507a2tqwWq10d3fT2NjIggULmDNnDhcuXODQoUOhMTgcDlavXt2refKvfvUrcnNz\n", "Wblyperf3S9/+UvsdjtWqxWfz8ett97KlClTAAZ8zYMHD3LkyBEAsrOzGTduXK8EuHv37l6/n8mT\n", "JzNz5sxBx/Pzn/+cvLw8FEUhGAz2qrtCT0I+evQoFosltB3GzJkz8fv9vPbaa5hMJvR6PXa7nUOH\n", "DvHUU0+Nmr6vo5EkUiGADRs28Nhjj8V6GGKUknmkYszbvn07lZWVvPXWW7Eeihil5IxUjKiamprQ\n", "pfCNioqKVHUjHw2vORCHw8GuXbv6rF3a7fZRs9uDuEYSqRBCREgu7YUQIkKSSIUQIkKSSIUQIkKS\n", "SIUQIkL/PywkngKybcc4AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.794601\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVEAAAFHCAYAAAAY+X/EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XeYlOd1+P3v9LK9V7bTqwEBQhIoSAhUkJBs2SquseX3\n", "/UXJL4ljO/brKG6y5RorcuLYjhw7iWVkoYKQBIiiShFFCIm6wMIusMv2NrvTZ573j4FhF7ZM3Z19\n", "5nyuS9e1s0y5z87ozPOc577PrVEURUEIIUREtOM9ACGEmMgkiQohRBQkiQohRBQkiQohRBQkiQoh\n", "RBQkiQohRBT08Xri5uZmduzYgU6nY/ny5RQVFQ1731deeQWfzwdAdXU1s2fPjtewhBAipuKWRPft\n", "28fDDz8MwIYNG1i7du2w9zWbzaxcuTJeQxFCiLiJWxK1Wq3Bn41G44j39fl8vPjiiyiKQmVlJfPn\n", "z4/XsIQQIqbilkQHLoQyGAwj3nf16tXBnzdv3hyvIQkhRMzFLYlernECaDSakB83WsLdunUrOp0u\n", "4nEJIcRQMjMzWbBgQdiPi1sSdTgcQOCI9PLPAEeOHEGr1TJjxozg7xoaGigvLwfA6XSO+Lw6nU5O\n", "94UQMXfw4MGIHhe3KU6LFy9m3bp1rFu3jsWLFwd/v2fPHnbv3j3ovg0NDaxfv57169czderUeA1p\n", "Qti5c+d4DyFu1BwbSHzJKm5HosXFxTz44IPX/P6RRx655nfLli2L1zCEECKuNBOtFd6OHTvkdF4I\n", "EXMHDx7klltuCftxsmJJCCGiIEk0wai57qTm2EDiS1aSRIUQIgpSExVCCKQmKoQQ40KSaIJRc91J\n", "zbGBxJesJIkKIUQUpCYqhBBITVQIIcaFJNEEo+a6k5pjA4kvWUkSFUKIKEhNVAghkJqoEEKMC0mi\n", "CUbNdSc1xwYSX7KSJCqEEFGQmqgQImJtfW6ael2kmfVUZpnD2k8t0URaE41bZ3shhLq19rl5/I2z\n", "nGi1Y9Rp+PEdNcwsSB3vYY05OZ1PMGquO6k5Nki++C72ujjRagfA7VN492z3eAxr3EkSFUJEJM2k\n", "x6C7cvpemW0Zx9GMH6mJCiEioigKR1r6eedMF9XZFhaXZ5BlMYz3sCImNVEhxJjSaDTMLkxldmHy\n", "1UEHktP5BKPmupqaYwOJL1lJEhVCiChITVQIIZC180IIMS4kiSYYNded1BwbSHzJSpKoEEJEQWqi\n", "QgiB1ESFEGJcSBJNMGquO6k5NpD4kpUkUSGEiILURIUQAqmJCiHEuJAkmmDUXHdSc2wg8SUr6eIk\n", "hBiS2+vnWGs/dR0OpuRZMZqTs1/oaCSJJpgbb7xxvIcQN2qODdQXX21bP1/fdBoArQb+5a6p4zyi\n", "xCSn80KIIbX0eYI/+xVot3tGuHfykiSaYNRcd1JzbKC++MqzzJj1gRSRYtSR6neM84gSk5zOCyGG\n", "NDnXypNrJtPa76Eg1Uhz7SGoLh7vYSUcmScqhBDIPFEhhBgXkkQTjNrqagOpOTaQ+JKVJFEhhIiC\n", "1ESFEAKpiQohxLiQJJpg1Fx3UnNsIPElK0miQggRhbgl0ebmZp555hmeffZZLl68OOr9HQ4HTzzx\n", "BE1NTfEa0oSgtvXXA6k5NpD4klXckui+fft4+OGHeeCBB9i7d++o93/77bdZtWpVvIYjhBBxEbck\n", "arVagz8bjcYR79vV1YXVasVsNsdrOBOGmutOao4NJL5kFbckOnDmlMFgGPG+O3fulFMFIcSEFLck\n", "6vP5gj9rNJoR79vS0sLGjRvZuXMnR44cGfW5B34j7ty5U1W31RzfjTfemFDjkfgkvqH+/wtX3Cbb\n", "v/TSS9x7770oisKrr77KmjVrADhy5AharZYZM2Zc85hjx46RmZlJcfHwnWJksr0QIh4SbrL94sWL\n", "WbduHevWrWPx4sXB3+/Zs4fdu3dfc//Ozk527gztSFTNov1WTGRqjg0kvmQVt36ixcXFPPjgg9f8\n", "/pFHHhny/tnZ2Xz5y1+O13CEECIuZO28EEKQgKfzQgiRDCSJJhg1153UHBtIfMlKkqgQQkRBaqJC\n", "CIHURIUQYlxIEk0waq47qTk2kPiSlSRRIYSIgtREhRCCMa6JHjhwIJKHCSGE6oy47PM3v/kNeXl5\n", "+P1+6urqKC0t5fz586SmprJw4cKxGmNS2blTvW0B1RwbSHzJasQkunDhQhYsWMDLL7/MF7/4RXJz\n", "c2lra+PNN98cq/EJIURCG/F0fsGCBUCgN2hubi4AeXl50oE+jtT8Ta/m2EDiS1Yh1US9Xu+g206n\n", "My6DEUKIiSakJJqdnc17772H0+nkvffeIysrK97jSlpqnoun5thA4ktWISXRW2+9lfT0dF5//XXS\n", "09NZuXJlvMclhBATgswTFUII4jxP9Oqa6BtvvBH2CwkhhBqFlEQ3bdo06HZfX19cBiPUXXdSc2wg\n", "8Y0Hu9vHB4023j3bRVOva1zGENIeS36/P97jEEKIsO2q7+an75wDoDzTxA9X15CXahzTMYyYRLu6\n", "uvB6vfT399Pe3o6iKPh8PjkSjSM1z8VTc2wg8Y2HN+u6gj83dLvodHgSK4keO3YMj8dDS0tLcCtj\n", "vV4f3ENeCCHG09KKDA402gAoSjOSaTGM+RhGTKI33HADAPn5+cyYMWNMBpTs1Lw+Wc2xgcQ3HpZX\n", "ZZGfasTm9DElz0rBGB+FQog1UUmgQiSODruHi70uUow6KrLMaDSa8R7SuEkz6Vk0KWNcxxD2PNGG\n", "hgYmTZqEVjs+/ZxlnqhIZh12Dz9/p4EDF2wYdBqeWF3NnKK08R6WKsR1nujPfvYzGhoa2LRpE42N\n", "jWzcuDHsFxJCRK+518WBC4EaoMen8PrJjnEekQgpiU6dOpXy8nIAli5dGtcBJbtEnIsXK2qODcYm\n", "vhSTDpPuyul7VbYl7q95mdrfv0iFVBP1+XwA6HS6uA5GCDGy8kwzT9xew9aTnVRkm1lWmTneQ0p6\n", "ISXRvr4+tm7dSnV1dbzHk/QS7epnLKk5Nhib+DQaDbMKU5lVmBr317qa2t+/SIWURO+77z5aWlqo\n", "rKzkww8/lBVMQghxSUg1UavVSmVlJQBz587lvvvuC/6bw+GIz8iSlJrrTmqODcYnvoYuBx9dtNFi\n", "i/+6cbW/f5GKep7Stm3bYjEOIUSYTrXb+duNJ/nqa6f51ut1XBynBhzJLuokKqf2saXmupOaY4Ox\n", "j+9Qkw27J/D/37luF+d74rttj9rfv0iNz4x5IUTUitNNwZ+1GsgwhXSJQ8SYJNEEo+a6k5pjg7GP\n", "b3ZhKl9bXsad03J4fFU11bnWuL6e2t+/SMlXlxATVLpZz8rJOaycnDPeQ0lqciSaYNRcd1JzbCDx\n", "Jauok6jZbI7FOIQQYkIKO4k6nYOvAK5evTpmgxHqrjupOTaQ+JJVSEn0V7/6Fbt37wagra1NdvsU\n", "QohLQkqixcXFwe5NkyZNorOzM66DSmZqrjupOTaQ+JJVSEn06gbMer1c1BdCCAgxiXq93kG33W53\n", "XAYj1F13UnNsIPElq5AOKWfPns3zzz9PVVUVdXV1zJo1K97jEkJMUE6vj067F6NOQ27K2G8cN9ZC\n", "3mPJ6XTS1NREUVERFsvYddO+muyxJETicrh9bDzezn/tbyLLoufxVdXUxHklVazEdY8lCMwHraqq\n", "GtcEKoRIbBd6XfxufxMK0Onwsu5Qy3gPKe5CSqIvvfRSvMchLlFz3UnNsUHs4rO7ffj8YW3COyZC\n", "iU+nDTRDuSzVpP4thUJKole3u9u8eXNcBiNEIupxeDnUZONoSx8Ojy9ur+Px+nmrrouvvHqKJ3ee\n", "o3kMGi3HWlmmhW+tqKA43cTC0jTun50/3kOKu5AuLBmNRlpbW8nPD/xBXK7R39zm5mZ27NiBTqdj\n", "+fLlFBUVDXvf3bt309ISOOwvKytjwYIFoQxLldQ8F28ixtbv9vE/By/yyvF2AP5maSl3Ts9Fq9Fc\n", "c99o4zvb5eSJN+tRgDOdDorTTTw4rzCq54ylUOLTazXcWJHJ3OI0jFoNZoP6j0RDSqL9/f384he/\n", "CF7QOXHiBGvXrh3xMfv27ePhhx8GYMOGDSPef+A2zFu3bg1lSEKMiW6HN5hAAZ4/3MryqizSzbGf\n", "K+30+hh4Et9p98T8NcaCRqMhPYl6m4Z0Om+xWHjiiSe4//77uf/++5k9e/aoj7Far1yRMxpHn+ZQ\n", "X1/Pz3/+c2pqakIZkmqpuW44EWOzGrRMyrjS/HhGQQpmw9D/20Qbn8Wg5eaqwBbI2VY9C0vTo3q+\n", "WJuI799YCOnr4urL/nPmzBn1MQNnThkMhlHvX1FRwaOPPsrLL79MVVVVKMMSIu6yrAa+vbKSd8/2\n", "YDVoub48A6MuPh0knV6Ffrefz84vxOHxc6Sln8VlGXF5LRE7IX0aUlMH73EdSpLz+a4U4DVD1I+G\n", "YjabSUtLG/V+A78Rd+7cqarbao7vxhtvTKjxhHr73JH3efhjhdw7K5/TH+6PW3xlmWZyLRr+52Az\n", "b9V1saI6KyHin+jvX7j//4Ur5Mn29fX1tLa2Mn/+fM6dOzdqIn3ppZe49957URSFV199lTVr1gBw\n", "5MgRtFotM2bMCN63s7OT7OxsAF577TXuvPPOYZ9XJtsLNet3++i0e7AYtEmx2ieRxHWy/XvvvUdT\n", "UxMXLlxAr9ezd+/eUR+zePFi1q1bx7p161i8eHHw93v27Am21bts165dPP/88zz//PPMnDkzzBDU\n", "JdpvxUQWr9gSZU5lLOJLMeqYlGlOyASq5s9mNEKqiTY1NXHfffexYcMGAFJSUkZ9THFxMQ8++OA1\n", "v3/kkUeu+d3lo1QhwtHY4+K5j1potbl4eH4RswpTR3/QBOLx+Tna0s+HTTam5acwpygVSxJMGZpo\n", "QkqiOp28cWNlIs6lDFUsY/MrCn861My2U4Hetsfa6vjV2qmUZIzfdjWxfu9Ot9v5xubTXD7Q/vHt\n", "NXysZPRrBvGi5s9mNEI6nXc4HHg8gTlrHo/nmhVMQow1n1+hqffKog+Hx4/Llxin9bHS6fAysFLR\n", "0ictKBNRSEn0tttu45lnnuHEiRNs3LiRlStXxntcSUvNdadYxmbQafnsgiKMusDMjwfmFlCQOr51\n", "xFi/d5MyTGRbAieLFoOW6pzxbf6j5s9mNEI6nc/Ozubzn/98nIciRHjmFaXyH/dOw+XzU5RmIsWo\n", "rrJTWZaFn901mRabmxyrgYps6aCWiEKe4nTs2DHq6uqYOnUqU6ZMife4hiVTnIQQ8RDXKU7btm2j\n", "r6+PVatW0d3dzVtvvRX2CwmR7Dr6PRxt7qOhyzHeQxExFFIS7e7uZtGiRRiNRhYtWkRHR0e8x5W0\n", "1Fx3UnNsMHJ8Hf1ufvp2A3//6in+ekMtR5v7xnBksaH29y9SISXR4da+9/b2xnQwQqhVU6+bg002\n", "AFw+he2nZdtxtQgpidrtdtrbA+3A2tvbg81F3nzzzfiNLEmpeS6emmODkeNLMekw6K70kCjPGr/5\n", "rJFS+/sXqZCuzjc3N/P0009TUlJCY2MjFRUVrF+/nhMnTnDPPffEe4xCTHgVWWZ+uKqarac6qM6x\n", "clNF1ngPScRISEl02bJlLFy48JrfHzhwIOYDSnY7d+5U7Te+mmODkePTajTMLU5jbvH4rTiKltrf\n", "v0iFdDo/VAK9/Pvt27fHdEBCCDGRRN3Dv69v4l1lTGRq/qZXY2zNNhd9Lh85KQZVxjeQ2uOLVPJs\n", "hCJEjJ3tdPDNzafpdHi5rjSNv7+pLCFb2In4is8+ByJiap6Lp7bY9p7rodPhBWD/BRtHzrVF9XwO\n", "t4/GHift/YnZaERt71+syJGoEBHKtl6ZP12ZbcZitfDOmS7KMs2D1rn7/Ap1HXZ6XT5KM0wUppmu\n", "ea4+l5c/f9TCnz9sJddq4PFV1VSNc8MRERpJoglGzXWnoWLzKwp1HQ467R6K0k2UZU6c+ZMLStL5\n", "zPxCPmqycc/MfP5521kUIN2k41/umkLZpbmgh5v7+Obm0/gUqMwy873bqkg16TlwoZdDTTYWl2WQ\n", "ZtLx5w9bAWi3e3jleBt/e2PZOEZ3LTV/NqMRdRINdRM6IYZS22rnq6+dwuNXyLLo+emdkydMIs1J\n", "MfCZ+UX45hXyzAfNwT3je10+WvvdlGSYaLe7eedMN5dbnZ7tctJsc+PpcfGDN+oBeO1EBz++oxoN\n", "BJ8jbcC+7S19buo7HaQadVTnWjDr1dWtaqILqSba2to67L9F0vVEDE/NdaehYjvW2o/nUufhLoeX\n", "iwMaLU8UOq2GGQVXtsyxGrTkWA3sbujhrzecJNt6JSGa9VoyLHo67Z5Bz+HzKfzjzeVMyjBxU2UG\n", "q6fmAIE190+8cZbHtp7h7189xZ6GnrEJaghq/mxGI6Qj0f/+7//my1/+MhkZ1+6BffV2ykKEY+Dy\n", "R4NWM6jOGC6/oqAdpzOjWYUpfGd5EU6NkfIsM6lGHT99uwGn109dh4NHFhXj8vpZWJpORZYFvz9w\n", "2t/r8pGfYqAgzcSCUhPXTUrHpNcG97bvsHs51moPvs6W2g5ursqSM8AEElISLSkpYc+ePdhsNq67\n", "7joqKiriPKzkpea601CxzSxI4Yerq2nocjIjPyXYvd3l9XO63Y7N7aM800xR+rUXYy7rd/vYebab\n", "7ac7WVqewYqaLDLMkSfjobT3uznVbseg1TI5z3LN85v1OpZOLgze7uh3YzFocXr97GroocXm5sd3\n", "1gRP06tyLPxizRS6HB5yU4wUX4pv4Gk8QLpZR7ZVT6c9MAtgYWn6uCVQNX82oxFSU2a3243RaMTv\n", "93PgwAGOHz/O5z73ubEY3zWkKXNy2F3fzXe2nwWgKtvC92+rIm+Y7T8ONdn4+qbTwdvfu62KJWXX\n", "njVFyuby8uS753i3PnAq/Zn5hTw4rxC9duRkdrylj6d2X8Cg1fB/b5hETa41otev73Tw4cU+sq16\n", "ZhWkkhXF0boYXlybMl9uedfZ2cmFCxfIzMwM+4VEaNRcdwonth2nu4I/n+l00NbvGfa+fS7foNs2\n", "lzf8wY3A5vIFEyjAtlOd9A/xGlfHN70glZ/fOZkf31EzKIG297vZcbqTV461cb7bOerrV2RbuGdm\n", "HjdVZo1rAlXzZzMaIZ3OP/vss+Tm5pKbm8tdd92F0SirMkR8zS9J4936bgAyzHoyzMNfka7KsVCT\n", "Y+F0h4OiNCPT8lKGvW8kUgw6ZhVYOdISqE0unpSONcT9361X7fvk8yu8cLiVF44EJuaXZZr4yR01\n", "ZFvl/6mJKqQkmpKSwqc+9SkpZo8BNdedwontxsoMsix62u0eZhWkjLiffHG6ie/dVkWXw0uGWUd+\n", "6vD100hkWPR8bXkFR1v6MeoCV+IN+mtP4kKJz+X1836jLXj7XLeLPref7MjO9MeUmj+b0QgpiT78\n", "8MOSQMWYyjAbWFoRetkoN8UY13XrRemmES9uhcpi0HLntBz+fU8jADeUZ5BpljUvE1lINVGj0Uh9\n", "fT379u3D6/Vy5syZeI8raam57jRRYmvtc7PtZAevHGvjQs/oNcvLQolPo9Fw6+QcfnpHDY+vquLR\n", "paWkT5AkOlHev7EW0rv33nvv4ff7aW5uZtGiRezdu5eqqqp4j02IMefx+nnmg2Y21wY2Y6zJsfCD\n", "VdUxvaCTYtRN6ObMYrCQjkSbmppYunQpWm3g7ikpsS3ciysmQt2pscfJ/7x/kf/c20hDV+hHahMh\n", "NofXz6GmKzXL0x0O7B7fCI+4YiLEFw21xxepkJKoTidrdUWAw+PjV+818scPmll/uJXv7zhDl2P4\n", "6UeRaOt3c7y1n8YwTqVjJcWo467pucHbt9RkkTFBTrfF+AgpiTocDjyewP8oHo8Hv98f10Els0Sv\n", "Ozk9fs52OIK3L/S4cHlD+zyEEluLzcX3tp3lbzee5O9eOcWZAa81FnRaDbdPDdQsf7CqmkcWlZBq\n", "Ci2JJvp7Fy21xxepkD4dt912G8888wzNzc34fD5Wr14d73GJBJVu1vPQxwp4atcFAB6cVxjTq8sN\n", "3U5q2wPzMXucXg412eLaV7PZ5qKtz0OWVU/ppWlUqSa91CxFyEL69GdnZ/P5z38+zkMRkPh1J51W\n", "w6012dTkWPEpCuWZZswhTjwPJbZUo35QS7i81Pit0LnQ4+SfXq+jqddNuknHP91SSW6KIZhMw5Xo\n", "71201B5fpCLaHmTLli2xHoeYQMwGHdPyU5hZkBryqW6oanIsfPvWSm6oyODR60uZXRi/I8JzXU6a\n", "egNbcfS6fHzYZOObm06HtBRTiMtG/D/gBz/4AdOnT6enp4eTJ08ya9YsPvroIyorK8dqfElHzXt7\n", "hxKbUa9laUVmWBPtI3X1/Mw0k56Wfg9NvS4mhdkYusfp5UhDMwW52VRkWUZtThIJh8dHbZudHqeX\n", "ymwzZZlju32Imj+b0RgxiX7605+mvLycP//5zzz++OPodDo+9alP8dxzz43V+ESScnp8ODx+0sz6\n", "uCQkgMm5Vr53WxU767spTjOx/0Iv+gh6mva5vPx+fxObajvQatr451sq4/IlsP98L49f6oafn2Lg\n", "p3dOjskqKhGdEZNoeXk5AAaDITjNSa/XY7VOgIW+E1SiftMrioLD48di0Ea8BDjU2JptLv5rfxNH\n", "mvtZOzOPO6fnkmKM/TQ7k17LkrIM5halcrS5D60GPj2/MNjT9Goenx+n14/VoEM3ILG39XvYdGly\n", "vl+BZz9sYeGk9GBj5VjZc+5KJ6nWfg8dl/alGiuJ+tkcbyEVtJzOwTWivr6+uAxGJKZep4fNtZ28\n", "WdfF9eUZ3D41h/xhenvGwoELvbx1JtDB6en9TUzLtzKnKH61UYtBx8JJGSycNHwP0tY+N+sONfNB\n", "Ux93TM1h5eQssi51XrIYtMEu9QDVOVYMcTh6XjQpPdgiMNdqiGoXABE7ISXRefPm8eyzzzJlyhRq\n", "a2uZN29evMeVtBKx7lTb5uB3+5uAQG/PvBQDS8szyLSE9z9xqLG5fYP7hHv9o/YNj7tDTTZeOxE4\n", "2nx6f1Pgb1CRiUmvpTDNxBO317DxSAtFGRZW1MRn+47FkzL40e3V9Di9VGVbgt3wx0oifjYTQUhJ\n", "dMaMGVRWVtLY2MjatWuxWGQ/7GTi9A5e9thp93C2y8nHwkyioZqSa6Uq20J9l4NllVlYEmB3y6uX\n", "fjbZ3MFtniFQX705rZMFH1sQtzFYjTrml6TH7flFZEIu2lgsFmpqaq5JoNu3b4/5oJJZIn7TT861\n", "Mj0/UAevyragQESnq6HGdqbTQU2OhYfmFdLj9FLfNbarlobyseI0yi9dsV9Slk6/y4tJP/hvsGBB\n", "/BJoIkjEz2YiiHqSn9RH1a8wzcRXl5VxvNXO+W4nGWb9sBdfYqE03cSv32vE61ewGLR8ck4eAG6f\n", "H7fXH5yb2uPwcLSlnx6Xlxn5KZRnXRlTW58bm8tHtlUfdtlhKOVZFv5pRQWnO+202NwsLssYl270\n", "fW4vLo+fdLMeQ4wvXInISGeFBJOodadJmRYKUk04fX5SjbqItiYONbZpeVa+fWsljb0uKrLM5KUY\n", "uNDj5Ol9TZzvcfL5BUUsKcvgjbou/uO9QHPj/BQDP79rMgVpJs51O3js9TNctLlZUJLG399UFpML\n", "YeXZFsqzh//yiPd7d6HHyZM7z3G208ln5heyakoOlhBXi8VCon42x5t8lYmQGfVa0k36uO/tbjXp\n", "WTQpneJ0E49tPcMP3qhnw5E2djf0cL7bxQ/eqOdct5O9V0356XEGNo/7sKmPi7bASqT3G22c7Rz/\n", "ckAsbD3ZyUcX+7G5fPxqT3htCEX8SBJNMGr+pg8ntk67h5+/cw6PT0Gr0dAxoN2eXwlcsV85JSf4\n", "u8k5luCUn7SrViKN1dFavN8731WzFPyj73YeU2r+bEZDTudFQtJpNVgMWnqccLbTwZrpuRxr6afL\n", "4eXhjxUyKcNMWaaZn91ZQ5/bR1W2JbjH0pzCVB6eV8CBRht3TM2hJieyhiKJZtXUHD682EdDl4OH\n", "P1Y4qAYsxk/USVQ2sIstNdedQo3N5w+sjvrWigp+v7+JbqeP6hwL/7Z2Ki6vnxyrIXh0OXASfp/L\n", "S1OvG6New6fnF/HAvAJMYzg9arj4ehwe9l/opa7DwdKKTGYWpERUEinLNPPD1dU4vX4yzXqMQ+w4\n", "Gk9q/mxGI+okesstt8RiHEIAgQS6q76bH73VgF6r4dsrK5mWlzLqss9+t49nP2zhuY9a0Ws1fGdl\n", "JYtGWIE0lg402vjJ2+cA2HisnafumUJ1TmRLp9PNemSmaGIJKYl6vV70+it3feONN1ixYgUAqamp\n", "Qz6mubmZHTt2oNPpWL58OUVFRcM+/9GjR6mtrcXv97NkyRJKS0vDiUFV1PxNH0ps7f1ufvx2A16/\n", "gtev8Mtd53nq7qkhPe65j1qBQL30TIcDh8ePFphWkEJeHLdTvmy4+OoHXNjy+BV6L10Am2jU/NmM\n", "RkjnA5s2bRp0O5S5ofv27ePhhx/mgQceYO/evSPet6Ojg/vuu49PfOITfPTRR6EMSaiUVqvBPOA0\n", "1aLXcXlef1Ovi3fPdnGoyYbdPXgFkUmvJfXS0ep1pekcb7Xzgzfq+f4b9fzhwEUcIW42Fw/Xl2dg\n", "1AWCqMkZ++WaIr5CSqKR7Kk0sNOT0TjyUcCyZcvCfn61UvM+NqPF5vH66XV4+cZfVFCRZWZyjoV/\n", "WFZGqklPe7+b7247w/d31PP1TafZVd896LGFaSZ+dHs1//eGUu6ZmcvBxt7gv+1u6KHfHf8kOlx8\n", "0/NTeOqeqfzkjhq+fWslBWkTM4mq+bMZjRFP57u6uvB6vfT399Pe3o6iKPh8vpCORJUB0y8MhtBW\n", "jGzbto1FixaNer+BBe7Lb6xabh8+fDihxhOP21qtlopZ8+mye/H0ttPf1sgNN9zAu/Xd/PitBiwG\n", "LV9eXML1ZRkc+2AfzScU8qZ+jLMD5kW+UdfFrZOz2bVrFwDXL72B9xtt/P7ARRaUpLG4LIN3zgYS\n", "7Y1lqcGj1ESI/1SCvR9yO7pShUZRhp9stmvXLjweDwcPHmT+/PlAoJ/o3LlzSUsbuTXZli1bghva\n", "bd++nVuyZJBOAAAgAElEQVRvvXXE+7/99tuUl5dTUVEx4v127NgRHIuYmOo7HXxj82k6HV5K0o18\n", "f1U1mRY9f7fxFOcGbM3xX5+YTuml9eotfW6+/tqp4CT6v15ayt0z8oL37XV6+ZuXa4P/vmZ6LnMK\n", "UzHoNUzNTSEnJbyln70uLydb7bh9fmpyrXFt/ScSw8GDByO6UD7ikegNN9wAQH5+PjNmzAjriR2O\n", "QDFdUZTgzwBHjhxBq9UOer53332XgoKCUROoUIdTHXY6HYGLK429buq7nCxOTac6xxJMonlWA2bD\n", "lWpTQWog2Z5ss5Nm0jG9ICX4b4qioCgKd07L4en9FwE42W7nMwsKyTSHv27eryhsOt7Ofx0IPNfC\n", "0jT+8eYK2X9eDCnkVnjhWrx4MevWrUNRlEFHoXv27EGj0QSfs7W1lV27djFt2jROnDiBzWbjM5/5\n", "TNivpxZqnot3ObarG4Kkm3R0Obw8NK+AabkWMiwGitJM10xrKssMTLAfyOHx8WZdFy8cbmVaXgpP\n", "rK6ird/L7MLUiBIogN3tY9vpzuDtAxds9Dq9oyZRNb93oP74IhXyV2tPTw8dHR0UFxdjNo++AqS4\n", "uJgHH3zwmt8/8sgjg27n5+fzjW98I9RhCBWYnmfl68vL2H/Bxo0VGTg9fr70/HEyzTr+/qYyvrej\n", "nn63jy8sLGLtzLwRl22e7XTw5M7zAJzvcTE5z8LamflRjc9i0HF9WQbnuwNTpqbkWoI1VSGuNmJN\n", "dN++fSxatIh3332Xvr4+iouLqaurY8qUKcyaNWssxxkkNVF1udjr4i/XH8OnwNyiVDQaONR05cLl\n", "f9w7dcSJ6YeabHx90+ng7c/OL+TT84vw+hX6XT6sRm3YLeN8foXGHifdDi8dDi9T86xJMy3J4/XT\n", "6/Zi1euwJNkXR6Q10RE/XU1NgS0hWlpauP3225k7dy733Xcfx44di2yUQgxBe2kiqNPrJ33APvYG\n", "rWbUBFiRZeb2qdkAFKcbWVaZRY/Tw7pDzfzNxlp+u7eJjn53yGPx+hXeOtPF/9lQy+Nv1lOYZkya\n", "BGpzeVn3YQv/74u1/Oydc7TYXOM9pAkhpK/ogauVALRaaf4UL2qeizdUbIVpRr59ayV5KQZcHj+f\n", "mJ3P0vIMqnMsfGdlFalGLWc67LQPkwgzLQa+vLiU331iOj+/azJlWWZOttn534PNNNvcvHysjWMt\n", "/SGPsdnm4qdvN+DxKXQ7vPz77gs4Q5yoP9Hfu9PtDv74QTM9Ti/v1nfzQaNt0L9P9PjiZcSa6OHD\n", "h/F4PJw+fZq1a9cC4PF48Hg8Iz1MJCGHx0dTrwudVsOkDPOgLYVHotFoWDQpg3+7x4pepyHNpOef\n", "VlTg9St0O718e9tZatvslGea+PbKKkozrq3Hpxh1gy5Cea5qGefyhd4yTkugg5T/0mNMeg3J0mPH\n", "z1UbBI5xq72JasQk+thjj13zu8bGRlatWhW3ASW7iXj10+n18erxdv5zXxM6DTx2SyVLKzKvud9I\n", "sWUN2P5Xr9Oi18HpC73UttkBaOh2UdtmHzKJ9rt99Lq8pBh0pJv1TMm1ckN5BrsaephVYGXmgOlQ\n", "oylKN/GdWyt5atcF0s06/ur60pA7QU3E926g6mwL98zI5bUTHcwssF6zKd5Ejy9ewp74JnM5xdU6\n", "7V6e3heon/sU+M99TcwuTL2mOfJAHXYPHf0e0s06CodZBnn1hY2hOjl12T38/kATr5/sZHq+la8t\n", "r6Akw8RXlpXxJaePVKOODIset9dPW78bvVYz4rJLjUbDdZMy+OVaK3qNJrifUzLItBj4y+uK+cTs\n", "fKwG3Yjvn7gi5OKmx+OhtbUVv9+PzWYb/QEiIhOx7mTQaciwXPkfrjDNiEF37Tnw5dha+1z8cMdZ\n", "/vrlWv5248lht++Ykmvl0etLmZZn5YvXFTM979qr9Kc77Gw52YkCHGu1c6gp8NlMM+kpyTCRYdHj\n", "8vrZcrKDv1x/nP/nxRMcbRl92XKm2RB2Ap2I793VLAYdBWmmIROoGuKLh5CS6JkzZ3j55ZfZunUr\n", "AK+88kpcByUSm8fnp8vuweUNNKbJSzHyg1XVLClL59aabP7q+lLMV83t9Pj8pKUFTg8bulwcvnSx\n", "p8vh5f0BzUIGSjPpuWdmHj+/azKfmltAxhC7duqvqr0OlbybbS7+bfcFFMDu8fPbvY14fOE31RFi\n", "KCF91R44cIBPfvKTbNiwAa1WO2wPURG9RK879To9bDjazusnO1hYks6nFxSSl2Jkcq6V766sGnKn\n", "g2MtfTy9r4l0cwpZXY5rTstzrCOvLBppmlNNrpXPzS/ktRMdzCtOZV7xtZ9NvVaDUafBfeliUbw2\n", "20v09y5aao8vUiEl0VBWKInkcOrSNBiAzSc7+FhJKjdXB+ZpDpVAW2wuvvX6mWArOrdP4VsrKvmn\n", "FRVsOtHO/NJ05haN3MxmJGkmPZ+cW8Ad03KxGrVDXgQqTjfx3ZVV/GZvI9kWA19aVBLy7AEhRhNS\n", "Eh3YQAQCne5FfCT6+mTvVdOH3AOmD/W7fZzvdmLQaSjLNGPQafH4lUG9PDvsgelxy6qyuKkyMyZ7\n", "dBl0WrKswx+tajQaFpSm82R+CjotMdl3qa3PzfuNvfQ6vSwuy6Q8y5zw71201B5fpEKqic6bN48/\n", "/vGPNDU18cILL3DdddfFe1wiQU3OsXJLTRYaYHZBCrMLA6fPDo+P5w+38n83nuTRDbXsqu9BURTy\n", "Uoz8nyUlQKBe+eVFJRh1Gnx+JeoE6lcUTrXb2Xe+h8ae0fdgtxp1MUmgfkXhhSOt/Mu753l6/0X+\n", "eWvdsIsBhPqNuHZ+ILvdTktLC6WlpSE3WY4HWTsfufPdTrocHvJTjcNOKwpFn8uLzeUjxRiYlwnQ\n", "2OPiC+uvLAcuSTfx1N1TSDPrcXp9NPcGphd1Oz38dm8TBalGPregKNgv9LL6Tgc9Ti9F6UYUJTBl\n", "Ki/FMGRd9GhLH1977TRev0J+ioEf31FDyRDzSGPN4fHxlVdPUddx5QztPz8+TbYwnuDi0k90IKvV\n", "SmVlZdgvIBJDXYedx7bWgaLBbNDw/duqI044qSb9NdN/THoNuVYD7ZdO18uzzBj1gSNNs15HRbaF\n", "xh4n39xch8uncKLNjk6r4R9vLg8ekR5v7ecfN53G6fVTnW3muknpPPdRK1+5qYy/qM66JpF+0NgX\n", "LC+09nu4aHOPSRK1GHSsnZHHz98N7OB5U0UGWUPMHBDJIaQkumnTJmbPno3P52P37t0sWrSImpqa\n", "eI8tKcWr7nSx18Vd0/Jo7XNTlWOhx+nFYnCTYTbE5CJLboqR76+q4sUjbaSbdNw1PfeaU+eLre2D\n", "lmC29bvx+RX0l6YlvXeuB+elaVN1nU5uqMjEr8C/vHuOWYWp1zQCqc65cuRn1GnIsozd5PDlVZmU\n", "ZppwevxUZllIN+tVXzNUe3yRCulT53a7KSkpYePGjTz00EM899xzkkQnmC6Hlz+8H+jUbtZreWRR\n", "Md/ZdpYvLSrm5qosjProm8pU51j52vLyQb/z+hVcXj8pRh2a/i4+v6CIP7x/EYtBy+cXFqMfcHQ5\n", "sOGyfkAHJ5NeyxDTP5lTlMr3b6uiocvB7KI0qrLH7nTabNAxs0Cm+okQk6hWq0Wr1QanOplMydEa\n", "bDyM9k2vKAp9bh9mnRZDGImvfsAmb06vnx6nl26nl5+/c46qbAs1ucP37IxUi83Nnw5d5Hirnftn\n", "57Ns1kxmKApLL20hXHzVqffcohT+4aYyTnXYWTwpnddPdlCZbebR6ycNuVQzxahjcVkGi8syYj72\n", "SKj9KE3t8UUq5CPRvr6+YBIN8VqUiDGX18cbp7tYf7iVaXlWPrugKOQLRMsqM9lc24HXr1CVbQ5O\n", "O1Iu/Retph4ndo+fvFQDGZe25dhV383m2sA2Gz995xyTMs1My0+hYogjxlPtdv5993lyrQa+uKiE\n", "onQTcwpT8SpDr5kXIlGEdChTXFzMhg0bWLJkCUeOHOHMmTPxHlfSGml98plOJ7/YeZ4LPS62n+5i\n", "V31PyM87qzCVp+6ewo9ur+YrN5Vz4EIvRp2GR68voSwzujOL2rZ+Hn35JH+1oZZfv9dItyNwcanH\n", "NXg+cVtn15CP73Z4eHzHWSwGHeXZFn65+zxbajsmXAJV+9pytccXqZCORJcuXcrSpUsBmDZtmtRD\n", "x8nV671trtAXPei0mkGn7D+9czJun0KWRR/29hlX23SiI3hku+N0F3dNyyXTYuAvqrLYcaqT1n4P\n", "q6dkk+qzD/l4nz9QophfksZ/XuoGdeCCjbwUAwtK04d8jBCJIuzLmXq9/ppO9yJ2Rqo7lWdZWDM9\n", "l1eOt1OcbuQvqrMifp2rd9yMRmHalT3ZdRqCzUcqsi08efcUHB4/WZZrp0VdlmU18Pc3lnG2a/DK\n", "OJsrtI7yiULtNUO1xxepiLLhli1bWL16dazHIkaRYdbzl9cVc++sPCwGLTlW4+gPGkF7v5v3L9ho\n", "6XOztCKDmksbwrm8PvwKI+6yOdCK6ixsTh+nO+x8Yk4+FVlXLhjlpow+Rq1Gw/XlGeSnGdh2spPm\n", "PjfF6cZBU5iESFQhJdGtW7fS3d1NXV0dFRUV1NfXSxKNk9Hm4l3eCqOj382R5j5SjTrKs8xhL6G8\n", "0O1ky8kOnvsosC3wy8faeOruKbh8Cv+26zxOr59Hry9lZuHo03gK0kx8eUkJPr8y4pzTkWLTaTVM\n", "yU3hp3dNpsvuIctqoCA1ui+Jsab2eZRqjy9SISXRvr4+PvnJT7Jx40buvvtunn/++XiPS4ygvd/N\n", "T95u4FBTHyadhh/dXsPMwlRa+tzUtdsx6rVMybMO2jlzILvbxwtHWmm2XVnvbXP5cHn9/GLnOWrb\n", "AqfV/7ztDL++dxp5ISazWEzaL0g1xjR5Ojw+PrrYR22bnblFqcwoSBmyBnyitZ8XjrSSl2JkzfRc\n", "ipJkh08RvZCS6OWjHL8/cGEjGWqivU4vh5ps1Hc5WViazvR8a0w6Do0mlG/6i73u4N7sLp/CjtOd\n", "lGSY+Jd3Gvjg0u+/tKiY+2fnDzlmr1/hRGs/K2qyOdhoQyEwR9Nq1GFzXbl45fD4g8sq/YoSdQ/O\n", "8TiKOd7Sz2NbA7NJ/nQIfrFmCtPzB++5dLHXxTe31AUvjvW7ffzdjZPCfr/VfpSm9vgiFdJl2cut\n", "73Q6Hb29vUmx2+f7F3p5/I16/vhBM1/fdIqzXaN3CRorKSbdoA7uFdkWep2+YAIF2H6qE4dn6O7t\n", "6WY9n19YzJunO/niomL+8eZyvrqsnMI0E3+ztBSTToNWA1+5qQy9VsN/H2jiG5tPs6ehZ8J1hG8Z\n", "0F3Jr0Cn/drPrtPrDybQGfkpTM61sruhh6Ze2XddjC6kQ8qPf/zjANx2221s2rSJGTNmxHVQiaBu\n", "wL4/7kt7kI+FUOpOlVlmnlhdw/ZTnVTlmLmhIhOtBibnWDh1qbPQ9eUZmA3Df0deNymdkgwTfj8U\n", "pRmDq5/ml6Tx249Px68oFKSZ2HSinWcOtQDw0cU+nrpnKlMiXN0U65qaz69wqMnGG3WdTMtL4cbK\n", "zGsagdTkWLEYtDg8frIteiZlXHuanpdiYO3MPN443cmSsnSe2nUeCOx++b3bqkIuZ6i9Zqj2+CIV\n", "8rJPCCz3vPfee+M6oESxuCyDl4604fErlGWaKEpPnIscGo2GOUWpzCkafNHnWysqOd7aj9mgZXp+\n", "yoin31qNZsjthzUazaB6YItt8JGc3Z04047qOux86/U6/ApsO9WF1ajjlprsQfeZnGvlyTVT6LB7\n", "KEwzDhlzqknPp+cXcue0nOA8VQh8kXbYPSEnUZGcIipuvvPOOyxbtizWY0koMwtSeOqeKXQ7vBSn\n", "myiKov9mOKL5pi/OMFE8xJFWNP6iOostJzuwuXwsLc9gUmbkreZifRRjcwWmYl3W2DP06XdltoXK\n", "UZqTpJv0pJv0LJqUzr7zgY3zcq0GMsLYNljtR2lqjy9SIX1Cdu7cycWLF9HpAvMGjx8/rvokqtVo\n", "qM6JfVOOiaYm18ov75lKv9tHXoohppP0ozUpw8S0fCsnWu1YDVoWl4W3uqmhy0F9l5Msi54peVbM\n", "eh03V2WSl2Kk2+lhen6KXKUXowopiXZ0dHD//fcHbzc3N8dtQMkuEetOV/fxjFSsY8tPM/HYLZW0\n", "2tykmfSUZYV+lHyhx8nXN52m61Kt+3u3VbGkLIN0s4HryyPrCpWI710sqT2+SEW0aDo3NzfW4xAi\n", "InkpRmYWpoaVQAHa+z3BBArwQaMt1kMTSWLEI9FjxwJ75nR2drJ9+3aKi4sB2L17N1/60pfiP7ok\n", "pOZv+kSKLedSvbPHGUikc4fYrz5ciRRfPKg9vkiNmEQvH74vXrx4rMYjwmBzejlwoZcTbXauL89g\n", "dmGq7KceokmZZn5yRw1nOx1kWw1MzZP6t4jMiKfzDz30EDNmzAjOC62rq0On0/HZz352TAaXjMLp\n", "2fhRcx9PvNXAS0fb+Obm09R1DN1qLlEkWj/KymwLK2qymVecFnKzlZEkWnyxpvb4IjViEk1NDZzi\n", "bNu2jb6+PlatWkVvby+7d+8ek8GJkQ3ca92nEDw1FUKMnZAuLHV3d7No0SKMRiPXXXcdHR0d8R5X\n", "0gqn7jS3OA3zpZVGkzJMY7JdcDTUXlOT+JJTSFOcDIah5wb29vaSni6dx8fL1LwUnrp7Ct1OL4Vp\n", "RgrTTChKYE/3Q002yjLNzClMJS2MCeNCiPCEdCRqt9tpb28HoL29PbhR3Ztvvhm/kSWpcOtOFdkW\n", "5hWnBTesO9vl5GuvneL3By7y3e1n+aApcabuXI6t1ebieGs/zTZ1NfhQe81Q7fFFKqRDlObmZp5+\n", "+mlKSkpobGykoqKC9evXc+LECe655554j1GEodvuwe27shayrtPBsqrItxGJtcYeJ49tPcOFHhf5\n", "KQZ+uLom7DmeQiSSkJLosmXLWLhw4TW/P3DgQMwHlOyirTsVpZsoSTfS2OtGr9WwoCRxyi033ngj\n", "757t4sKlNe6t/R5OtdtVk0TVXjNUe3yRCimJDpVAR/q9GD9F6SZ+sLqGxl4XmWY9VaM03hhraVd1\n", "20+Xeq2Y4KLbK1fEXCzqTsXpJq4rTWdyrjWhJt/v3LmTKbkWvnFzOUvL0/nKTZOYlq+eSe5qrxmq\n", "Pb5IyWGAGFNWo54VNdmsuKrvpxATlUa5fKl9gtixYwfz588f72EIIVTm4MGD3HLLLWE/Tk7nhRAi\n", "CgmTRP1+Pz5f4mw9MV7UXHdSc2wg8SWruNVEm5ub2bFjBzqdjuXLl1NUVDTsfbds2cKZM2dYu3Zt\n", "sN2emJg67R40Gq7ZME4ItYpbTXTjxo3cfffdAGzYsIG1a9eOeP9jx46RmZk5ahKVmmjiOtRk4ydv\n", "NaDVwjdvrmBmYfQ9OgEURaGuI7BpXHG6Kap9noQYTqQ10bgdiVqtV6auGI2yW6Latfe7eXzHWXpd\n", "gZLMj99q4Kl7psRkT6YTbXa++topPD6FLIuen94xWTUT9MXEF7ea6MAD3OEamIhrTeS608BTGj8K\n", "V5/iRBrbidZ+PJeWsnY5vDQl6Jr7ifzehULt8UUqbkl04EUizQj7n0di4Ju5c+fOsG6/f/gY75+6\n", "QGufO6LHx/v24cOHE2o8od7OTTHy/62oIMOsJ8ui5+vLK8iyGGLy/LlGf/C2XqtB5+4f93jltjpv\n", "RyJuNdGXXnqJe++9F0VRePXVV1mzZg0AR44cQavVBrvlXzYWNdEep5ff729iU20HWRY9P1xdLdsi\n", "x1h7vxsNkJMSXQnH4/Oj1WjQaTU4PD6OtvRT3+VgRn4K0/JT0Mb4i1mIhKuJLl68mHXr1qEoCrfe\n", "emvw93v27EGj0QxKotu3b+fMmTOYzWYqKiritqf9uS4nm2oDDaW7HF5eP9nJX10vSTSWcqNMngBH\n", "m/v43f4mMi16vrCwmEmZZhaWprOwNHGaqQhxWdySaHFxMQ8++OA1v3/kkUeu+d3AJBtPZr0WDVdq\n", "d9mWxFv1unOnevf2DiW2ZpuLb71eh90TOIX3+BT++dZKDLqEmdI8LDW/d6D++CKV+J/MGKrINvOt\n", "FRVMzrFwx9Qcbk6gPpsiwOtTggkUoK3fg9c/oVYmiySTlGvnXR4fBr1W6moJyOn18drxdn6ztwmj\n", "TsP3bqtifgL1RBXqlXA10URmisH2uCI+zHodd07LZUFJOnqdhpJ003gPSYgRJdXp/EQQ7XSLRBZq\n", "bGaDjopsC6UZ5phPj4snNb93oP74IiVJVAghopCUNVEhhLia9BMVQohxIEk0wai57qTm2EDiS1aS\n", "RIUQIgpSExVCCKQmKoQQ40KSaIJRc91JzbGBxJesJIkKIUQUpCY6gTk8Po639tNh91CVbZHeqEJE\n", "QdbOJ6EPGm18Z/tZAFKNOp68ewplsombEGNKTucTTDh1pyMtV7bJ6HP76Oj3xGNIMaP2mprEl5wk\n", "iU5g80vSuNyeI9uqJy9VNgQUYqxJTXQIzTYXPr9CfqoxoTuqe7x+TnbY6bR7KM+0yDbCQkRBaqIx\n", "8tFFG49tPYPT4+fvbprErTXZCZtIDXotMwtSx3sYQiS1xMwO48Th8fEf7zXi8PhRgCffPU/Lpa2V\n", "x4qa605qjg0kvmQlSXQArQbSjFe63pv0WvQTqCmwEGLsSU30KvWdDv59z3l6XT7+akkpc4vT4vZa\n", "QojEITXRGKnItvD4qmp8frAaZS8mIcTI5HR+CCa9btwSqJrrTmqODSS+ZCVJVAghoiA1USGEQPqJ\n", "CiHEuJAkmmDUXHdSc2wg8SUrSaJCCBEFqYlexedXONNhp8flozTDRGGaKW6vJYRIHDJPNEY+utjH\n", "N7ecxq9ATY6F76ysIj/VON7DEkIkKDmdv8pbZ7rwXzo2P93hoNkma+djRc2xgcSXrCSJXmV63pUt\n", "NiwGLRlmWbUkhBie1ESv0uPw8EGTjQs9bq4rTWNqfkrcXksIkTikJhojGRYDN1dnj/cwhBAThJzO\n", "Jxg1153UHBtIfMlKkqgQQkRBaqJCCIGsnRdCiHEhSTTBqLnupObYQOJLVpJEhRAiClITFUIIpCYq\n", "hBDjQpJoglFz3UnNsYHEl6wkiQohRBSkJiqEEEhNVAghxoUk0QSj5rqTmmMDiS9Zxa2LU3NzMzt2\n", "7ECn07F8+XKKiopicl8hhEgkcTsS3bdvHw8//DAPPPAAe/fujdl91e7GG28c7yHEjZpjA4kvWcUt\n", "iVqtVzrEG40j71EUzn2FECKRxC2JDrzobzAYYnZftVNz3UnNsYHEl6ziVhP1+XzBnzUaTczum5mZ\n", "ycGDB6MbXAKzWq2qjU/NsYHEN9FlZmZG9Li4JVGHwwEEjjIv/wxw5MgRtFotM2bMGPW+Q1mwYEEc\n", "RiuEEJGJWxJdvHgx69atQ1EUbr311uDv9+zZg0ajGZREh7uvEEIkugm3YkkIIRKJTLYXQogoSBIV\n", "QogoSBJNcH6/f9DsBSFEYonbhaVIqX25aDhj3rJlC2fOnGHt2rUUFxeP4SgjF058R48epba2Fr/f\n", "z5IlSygtLR3DkYYvnNh2795NS0sLAGVlZRNiVkm4/z85HA6efPJJPve5z02Iz2c48b3yyivBg5fq\n", "6mpmz549/BMrCebll18O/vzSSy/F7L6JItwxHz16VGlsbIznkGIqnPjefvvt4M+vvfZa3MYUK5F+\n", "3l5//fV4DCfmwo1v8+bNyvvvvz9hPp/hxLd169aQnzfhjkTVvlx0Io45HOHEt2zZsngPJ6bCfe/q\n", "6+t54YUXuPfee+M5rJgJJ76uri6sVitmsznew4qZcOLz+Xy8+OKLKIpCZWXliD2ME64mqqh8uehE\n", "HHM4Iolv27ZtLFq0KF5DiplwY6uoqODRRx9l//798RxWzIQT386dOydcQ5Jw4lu9ejX33XcfH//4\n", "x4NlmeEk3JFovJaLJoqJOOZwhBvf22+/zeTJk8nNzY3nsGIikvfObDaTlpYWryHFVDjxtbS0sHHj\n", "RlpbW6moqJgQNdFI/98bLeEmXBKN13LRRBFOfBNROPG9++67FBQUUFFRMdbDjEg4sXV2dpKdnR28\n", "/0QQTnxf+tKXADh27FjEa87HWjjxNTQ0UF5eDoDT6RzxeRMuiap9uWg48W3fvp0zZ85gNpupqKiY\n", "EDXEUONrbW1l165dTJs2jRMnTmCz2fjMZz4zXsMOSTjv3a5du3C5XAAsXLhwzMcaiXDig8AXxc6d\n", "OyfMkWg48TU0NLBv3z4A5s2bN+LzyrJPIYSIQsJdWBJCiIlEkqgQQkRBkqgQQkRBkqgQQkRBkqgQ\n", "QkRBkqgQQkRBkqgQQkRBkqgKffe7343Zcz333HNs2LCBDRs28PLLL9Pb2zvo31999dUhH+f1etm4\n", "cSMbNmxg/fr1nDx5MqLXf//99/nNb34T0WPVbLi/+9Vef/11XnjhhTiPJrkl3IolEb1HHnkkZs+l\n", "0WhYu3btsP8+3HLb/fv3s2zZsuCSwGeeeYYpU6aE/foLFiygoaEh7MepXajLnFetWsWLL74Y59Ek\n", "N0miKtLc3Mx7771HXV0d//AP/xD8vd1u58UXXyQ1NRWdTkdtbS1f/epXg/++detW+vr60Ol0eDwe\n", "1qxZg8lkAsBkMvHCCy+g0+mw2+3cddddpKen4/V62bx5MydOnGDDhg0ATJ48mZkzZwJw/fXXDxpb\n", "OA0ftm/fTmdnJ3q9Hp1Oh9/vD/5bbW0thw4dwmKx4HQ6WbhwIVVVVVy8eJE//OEPTJ48mfvuu4+W\n", "lhaeffZZ8vLyeOCBB9Drh/+ob9myhdraWrKyskhPT8dutzNnzhxmzZo14mtCoN3d1q1bmTNnDvX1\n", "9RiNRvLz84Mdjnbt2kVbWxs6nS64DPQTn/jEqH+D+vp6du3aRWpqKlqtlvb2dr7whS8A8M477wz6\n", "u2dlZbF8+XIgcAbw0ksvodVqURRlQjQqn/BC7jwqJoznnntu0O0zZ84MagxcX18f/HnXrl1KbW1t\n", "8EqUI3gAAAO3SURBVLbNZlNeeOGFIZ/X5XJd829Xv9ZQNm7cqDQ0NIQ09qNHjyp79uwJ3m5ra1N+\n", "9KMfKYqiKP39/cr//u//Drr/+vXrFbfbrSiKorS0tCjbt28P/tu6detCek1FUZSvfe1ris/nC97+\n", "85//rNjt9lFf8/KYf/nLXyoul2vQ/Wpra5W9e/cGb/v9fmXXrl0hjee1114b9Dcb+J4pyvB/91de\n", "eUVpa2sL3t67d6+yfv36kF5TREaORJNAZWUlPp+P119/PdgO7HKHmsbGRpYuXRq8b2pq6rDPE24T\n", "aa/Xy4svvsiyZcsoLCwM6TGnTp1i1apVwdu5ubnBbUNaWlro7e0NHoFBoMNOV1cX+fn55Ofn09bW\n", "BgSOysM5Cps9ezZa7ZVLBFOmTKGpqQmtVjvia162YsWKa/4+J0+eZOXKlcHbGo1m0N96JHfccQf7\n", "9+/n2LFjeL1e8vPzg+/ZSPr6+ga1FZw3bx7nzp0L6TVFZCSJJoEPP/yQuXPnUlNTAwT2/7nc6qu0\n", "tJSTJ08G65V9fX3Bx/n9fs6ePUt1dTUA3d3dIXcy7+/v58UXX2TNmjVhtUqbPHkyhw4dYsmSJQC0\n", "tbVx/vx5AEpLSykoKBhUox14qg+BGuqBAwc4f/48a9asCfl1jxw5gt/vDybS06dPc9ddd6HT6UZ9\n", "TUVRhixXVFVVcfjw4UFdnAb+rUfywQcfcN111wVv/+lPfwqpcXVKSgrt7e3BRHrw4MEJ04pvopIu\n", "Tiry1ltv0d3dzeHDh4NHVqtXr+bVV18ddJQFcPfddwd/d7kmqtVq8Xg83H333cGa6FtvvUVLSwsm\n", "kwmPx8O99947qL74zjvv0NnZiVarxev1snTpUgoLC/nXf/1XioqKgkdnV9dpR7Jt2za6urowm804\n", "nU5aW1tZsmQJCxcu5Pz58+zfvz84hr6+PtasWTOo8fHvfvc7CgsLufPOO0P+2/32t78lNTUVs9mM\n", "x+Nh7ty5TJs2DWDE19y3bx+HDh0CID8/n5KSkkHJ78033xz095k6dSpz5swZdTy//vWvKSoqQlEU\n", "/H7/oDorBJLxhx9+iMlkCm5hMWfOHLxeL88//zwGgwGtVktqair79+/noYcemjB9WycaSaJCAOvX\n", "r+f+++8f72GICUjmiYqkt2XLFk6cOMGmTZvGeyhiApIjUTGm6uvrg6e/V6uoqBi1i/hEec2R9PX1\n", "sWPHjiFrlampqRNmlwYRIElUCCGiIKfzQggRBUmiQggRBUmiQggRBUmiQggRhf8fPkM/IB4EPD4A\n", "AAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.764939\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlgU9eZ8P+vVkuyvG/YGLxhFhMSkpBASQpZINAEEkiT\n", "NhnapjNtOn3f/Dp75522aWc63TKdaZuZTqftvDPvzHQjTcoSICEQaEJiIBhCSGLMamOD8b5b1i7d\n", "3x8GYYMXSda1pevn85ckX12dx5IfH517znN0iqIoCCGEiCn9VDdACCG0SJKrEEKoQJKrEEKoQJKr\n", "EEKoQJKrEEKoQJKrEEKowKjWiVtaWti/fz8Gg4GVK1eSn58/5vEul4vnn3+ep556ioKCAgB27txJ\n", "IBAAoKysjEWLFqnVXCGEiCnVkmtVVRWbNm0CYPv27WzYsGHM4w8cOMCaNWuGPWaxWFi9erVaTRRC\n", "CNWollxtNlvottlsHvPY7u5ubDYbFotl2OOBQICtW7eiKAolJSXcdtttqrRVCCFiTbXkOnThl8lk\n", "GvPYyspKHnroIU6fPj3s8bVr14Zu7969O7YNFEIIFamWXK+OlQLodLoxj21tbWXHjh20tbVRXFwc\n", "GnMdarwEvXfvXgwGQ3SNFUKIUaSnp3P77bdH/DzVkqvL5QIGe7BXbwNUV1ej1+upqKgIPfb5z38e\n", "gJqaGtLT00OPNzQ0UFRUBIDb7R7z9QwGgwwbCCFi7vjx41E9T7WpWEuXLmXz5s1s3ryZpUuXhh4/\n", "fPgwhw4duuH4rq4uKisrqa6uDj3W0NDASy+9xEsvvcS8efPUampCqKysnOomqEbLsYHEN12p1nMt\n", "KCjgySefvOHxp59+esTjMzMz+cIXvjDssRUrVqjSNiGEUJtOKyUH9+/fL8MCQoiYO378OPfff3/E\n", "z5MVWkIIoQJJrglCy+NaWo4NJL7pSpKrEEKoQMZchRBiDDLmKoQQcUSSa4LQ8riWlmMDiW+6kuQq\n", "hBAqkDFXIeKI2xfggxYHp9uc3JxvZ2FeMiaD9IGmUrRjrqqt0BJCRO5U2wDP7qkDQPce/Gh9ORV5\n", "9ilulYiG/EtMEFoe19JybBBZfG0OX+i2AnS5/Cq0KLa0/v5FS5KrEHGkNMuK1TT4Z5luMTIrLWmK\n", "WySiJWOuQsSZC10uOp0+8uxmZqVbxn/CFa0OL5d63KQmGSjNsmHUj11HWYRHxlyF0IiSTCslmdaI\n", "ntPu8PLtfRc40+FEr4NvryljSWGqSi0U4ZBhgQSh5XEtLccGkxNfm8PLmQ4nAEEF9p/vUv01r9L6\n", "+xctSa5CaECqxUiy+do2RwvzkqewNQJkzFUIzTjbMcCxxn4KUswsLkgl3SqjfrEgY65CTHNzs5OZ\n", "my091nghwwIJQsvjWlqODSS+6UqSqxBCqEDGXIUQYgxSz1UIIeKIJNcEoeVxLS3HBhLfdKXabIGW\n", "lhb279+PwWBg5cqV5Ofnj3m8y+Xi+eef56mnnqKgoCCqcwghRLxQredaVVXFpk2beOKJJzhy5Mi4\n", "xx84cIA1a9ZM6Bxadvfdd091E1Sj5dhA4puuVEuuNpstdNtsNo95bHd3NzabDYtleJGKSM4hhBDx\n", "RLXkOnQSgslkGvPYysrKEf/7RXIOrdPyuJaWYwOJb7pSLbkGAoHQbZ1u7NJnra2t7Nixg8rKSqqr\n", "q6M6Bwx/kysrKzV1/8MPP4yr9sh9uT+d7kdDtXmu27ZtY+PGjSiKwq5du1i/fj0A1dXV6PV6Kioq\n", "bnhOTU0N6enpoQtao51jJDLPVQihhrirLbB06VI2b96MoiisWrUq9Pjhw4fR6XQ3JNeuri4qKysp\n", "Li4OJdfRziGEEPFOVmgliMrKkceltUDLsYHEl+hkhZYQQsQR6bkKIcQYpOcqhBBxRJJrgpjotJB4\n", "puXYQOKbriS5CiGECmTMVQgRMY8/wIA3QLLZSJJR2320uJvnKoTQpo4BL798t4XDF3u5tyyDJ27J\n", "I8M2vZenj0Tb/3I0RMvjWlqODbQX36m2AXaf7aTH7WfbyXbea2if6ibFJem5CjHFLnS5ONfhJNNm\n", "YkFuMslmw1Q3aUyB4PD7QU0MLMaeJNcEoeUVMFqODcaOr7HHzZdfOUefZ7BI0VfuLeLesszJalpU\n", "FuQls7wojSMXe1lRms7iouypblJckuQqxBTqcvlDiRXgRJMj7pNrnt3MX62YzYA3QEqSEVuc97Sn\n", "ioy5JgitjdsNpeXYYOz4cpJN5NmvXQxaNjttMpo0YfYkI3kpSdjMBs2/f9GSnqsQUyg/NYnvrZ1D\n", "fbebNKuRudm28Z8kEoLMcxVCiDFIbQEhhIgjklwThJbHtbQcG0h805UkVyGEUIGMuQohxBhkzFUI\n", "IeKIJNcEoeVxLS3HBhLfdCXzXIXQmAFvgA+a+znf4eLWmSksyE3GoNdNahta+z009XlJtRgoybSi\n", "103u68cDGXMVQmOOXOzl63vrADDqdfzz+nLKc5In7fXb+j383b4LnO90YdLreO7BOSyaYZ+01481\n", "GXMVQgBwsccduu0PKnS7/ZP6+s39Xs53ugDwBRUO1vdM6uvHC9WGBVpaWti/fz8Gg4GVK1eSn58/\n", "6rGHDh2itbUVgNmzZ3P77bcDsHPnTgKBwaIWZWVlLFq0SK3mxj0t7w2v5dhg8uO7aYYds0GHN6CQ\n", "m2xiZmqSqq93fXwpFmPo9QHKMq2qvn68Ui25VlVVsWnTJgC2b9/Ohg0bRj12+fLlodt79+4N3bZY\n", "LKxevVqtJgqhSfNzbPzzw3PpdvnJTzEzM80yqa9fkmHhHx6cw+GGXkoyLCwpTJ3U148XqiVXm+1a\n", "AQqz2Tzu8fX19WzZsoWNGzeGHgsEAmzduhVFUSgpKZnWY6pa7tlpOTaYeHxn2gc41NBLYWoSSwpT\n", "x91SRafTUZY1eQVgro9Pp9OxMM/OwrzEHWeNBdWS69DrZCbT+PvrFBcX88wzz/Dyyy9TWloKwNq1\n", "a0M/3717d+wbKUScu9jt5q9fPY/LN1j+/0vLC1lfkTPFrRLhUC25Xh0rhcH/ZOGwWCykpKSM+LNw\n", "EvTQsZ+rc++0cv+nP/0pixYtipv2xPL+0HmS8dCeeIovY87iUGIFON0+wHpyNBNfotyPhmpTsbZt\n", "28bGjRtRFIVdu3axfv16AKqrq9Hr9VRUVISO7erqIjNzsPr6K6+8wkMPPQRAQ0MDRUVFAOzatYt1\n", "69aN+npan4ql5Ys+Wo4NRo9vwBugptVB+4CPeTm2Eb/Ktw94+fb+C5xqc2LQwXfWlnHbzPgaw9T6\n", "+xd3W2svXbqUzZs3oygKq1atCj1++PBhdDrdsOR68OBBPB4PAEuWLAk93tDQQFVVFQCLFy9Wq6kJ\n", "QcsfXi3HBqPHd6yxj+/8vh4Au9nA8w/PZXb68ItPOclmvnZfCY29blKSjJRO0ZX3LqePLqePlCQj\n", "eSnDr6Fo/f2LlmrJtaCggCeffPKGx59++ukbHrvaq73eihUrYt4uIeLFBy2O0G2HN0C303dDcgXI\n", "tZvJtY9/UVgtbQ4v3z/QwAfNDrJtJr67toziaTq9KhKyiCBBaHn9tpZjg9HjWzYrlatXI2ZEkEBd\n", "vgC/P9/F116rZUdNO31uX4xaOrL6bhcfNA/+I+hw+nivqX/Yz7X+/kVLagsIMUUW56fwo/Xl9Lj9\n", "zE63kB/mZP+zHU6ee7MBgKONfeTazapubJhsGr67a4ZV0kY45LeUILQ8rqXl2GD0+ExGPRVRzAUd\n", "GLIVN0CvS93lrXOyrfzNPUW8crqD22emckv+8DZr/f2LVlTJ9dixY8MuPAkhJk9xppXSTCt1XS5y\n", "bCbm56q7YCDJaOC+OZmsLM2Y9OpaiWzM5Przn/+cnJwcgsEgtbW1FBYWcunSJex2uyTXSabl6S5a\n", "jg1iH19BahLfXlNKp9NHmsXIjBR1awdcNVpi1fr7F60xk+uSJUu4/fbbefnll/nc5z5HdnY27e3t\n", "vPHGG5PVPiHECLKTzWQnT90MAjG+MWcLXK1OFQgEyM7OBiAnJweLZXILQQhtj2tpOTaQ+KarsKZi\n", "+f3DB8zdbvcoRwoh1BBUFHpdfjz+wPgHi7gQVnLNzMzknXfewe12884775CRkaF2u8R1tDyXUMux\n", "wcTj8/gD7DnTyZd2nOH7bzbQ1BdfnRutv3/RCiu5rlq1itTUVPbs2UNqaqrUWBViEl3ocvOjyku0\n", "9Ht5u76XN2unZ2X/RBP2VKyKioph9QDE5NLyuJaWY4OJx+cPDq+t5PTF19CA1t+/aEU15vr73/9e\n", "lcYIIW5UlGHhsUW56ICZqWZWl2cO+3mbw8t/HWvi2ddqOX65j6A29hxNeGEl11dffXXYfYfDMcqR\n", "Qi1aHtfScmww8fhSkox8+rYZ/NcnKvjBurkUZQwvmvL7811sPtFKVWMfz+6po6HbNaHXi5TW379o\n", "hTUsEAwGxz9ICKEaq8mA9bo1/ldd7vWEbvuDCk6f/L3GgzGTa3d3N36/n4GBATo6OlAUhUAgID3X\n", "KaDlcS0txwbqx/fg/Gzeru/B6QuysjRd9d1er6f19y9aYybXmpoafD4fra2tVFdXDz7BaBy1/qoQ\n", "YvItyEvmx4/Mw+ULkGdPIk2qVsWFMd+Fu+66C4Dc3FyZKTDFtLx+W8uxweTEN2uEItuTRevvX7TC\n", "+hcniVUIkUg6BrxU1vfQ3OflvjkZzMtJnvQ2RLxBYUNDA7NmzUKvj69NDLS+QaEQIny/Ot7ML463\n", "AJBsNvDjR+ZSmBZd7z7aDQrDypD/9E//RENDA6+++iqXL19mx44dEb+QEFrU3Odh79lO3qztpmPA\n", "q9rrdDl91LQOcLE7vpa+xqtTbc7Q7QFvAKd38hdehJVc582bF9rievny5ao2SIxMy3MJ1YjN7Qvg\n", "8Khbob/X5eMf3qznn966yHffqGfziVZ8/hunQU00vs4BLz94q4E/23mWL+04w6nWgQmdL9bi8bP5\n", "yMJsrpafXTYrlZwp2OAxrDHXQGAw6xsMI8+zEyKeXOx286+HLtHp9PHHy2aypDAVvS72FfQHfEFq\n", "hvSQjjb28ZnbZpBmjO2Q2eU+L0cbBzcFdPmC7KvtYkHe5I8hJpLbZ6byr4/Mw+kLMDPNQobVNOlt\n", "COtT4HA42Lt3L2VlZWq3R4xCy1djYxlbIKjwX8eaONHs4FKvh2++foGmIZPsYyk1ycCKkvTQ/QfK\n", "M0lOurG/MtH4ks0GjEN2AZiVNrnzWMcTj59Ng17HnGwbN+enkGWb/MQKYfZcH330UVpbWykpKeH9\n", "998Pa8VWS0sL+/fvx2AwsHLlSvLz80c99tChQ7S2tgIwe/bsUJHuSM4hBICiKDiGjK/5gsoNhU9i\n", "xZ5k5IvLZnL/nAzMBj1zs23DkmCslGRa+M6aMl4900F5to2PFqeP/yQx5cLqudpsNkpKSgC45ZZb\n", "ePTRR0M/c7lGXsdcVVXFpk2beOKJJzhy5MiY51++fDkbN25k48aNdHZ2RnUOrYvHca1YiWVsRoOe\n", "P7qjgJQkAzrgmY8UMiNVvfG27GQzS2amUp5tw2YeedhsovHpdTpunZnC1+4r4RM355F1ZXsXf1Ch\n", "fcBLr9s3ofNPlJY/mxMx4aUcr7/+Og8//PANj9ts13akNJvH/3DX19ezZcsWNm7cGPU5hABYkJvM\n", "zzbOxxdUyLaZMMdoDNTjD1Lf7cIfVJidbiElyUibw8vmEy2819TP+gXZrJ2XTfIoSTaWvP4gv6/t\n", "5qfvNJKTbOJr95VQkmkd/4li0kz4UzfaEMHQ6bMm0/hjHsXFxTzzzDMcPXo06nNoWTyOa8WKGrHl\n", "2M0UpCbFLLEGFYUDdd186eWz/PnOc7z4fisXu11UXugZ7L0WpvLzI03UdjhveK4a8TX2uvnh2xdx\n", "+YJc7PHwq/daiHDKesxo+bM5EaqtBLg6wwBAF+aVWovFQkpKStTnGPr1pLKyUu7L/Zjd//DUOX5z\n", "oiV0v9cT4B8ONPCzI5f5n3eb6XMHqMhNxhNQJqU9XV1dDPuLCAZ5//334+b3pbX70Yh4hdb1tm/f\n", "zoYNG254fNu2bWzcuBFFUdi1a1eo2Et1dTV6vX7Yktquri4yMwcLAL/yyis89NBDY55jJFpfoVVZ\n", "qd3124kQmzcQ5B/eqOft+l4AvrC0gH8/0hT6eX6KmY0Lc1hRmkHmdVen1YjP5w/yZl03PztymVy7\n", "mf+zsojiKRoWSIT3byKiXaGlWvmcpUuXsnnzZhRFYdWqVaHHDx8+jE6nG5ZcDx48iMczOF1myZIl\n", "455DiMlmNuj53B0FFGdacXgDLJmZyrlSJ2/UDe5ntWZuFvfPySDFMjnDVyajnvvmZHLrzBTMRj2p\n", "I0wBE1NLtZ7rZNN6z1XEn84BL7WdLkwGHeXZNuyS4DRpynquFsvUlToTIhyXe93UtDmxmfRU5CaT\n", "EaNJ5VnJ5tC0KCGuF/EFLbd7eOGItWvXxqwxYnQTHVyPZ2rG1un08vf7LvCPBxr45r4L7Drdodpr\n", "jUbL7x1oP75ohZVc/+3f/o1Dhw4B0N7eLru/ioTR5w5wYUglqcMNvbjjbGtqoU1hJdeCgoJQNaxZ\n", "s2bR1dWlaqPEjbR8NVbN2NKtRhbNsIfuryrPxDLKRn9jaXN4eeFEC/94oJ6a1sj2kNPyewfajy9a\n", "YY25Xl8Y22iUgXuRGDKsJv56ZRHnO51YjHrm5tjGf9II9pzt5JdXii+/faGXn2yYN6Vbq4j4F1bP\n", "1e8fXhfT61WvKLAYmZbHtdSOLS/FzF3F6dxemEpKlFf0zw9ZeeX2ByMqvqzl9w60H1+0wvqkLVq0\n", "iN/97neUlpZSW1vLTTfdpHa7hIgrGxbmcqyxH19QYWVJOnkpMktAjC3sea5ut5umpiby8/OxWuOv\n", "QITMcxVqCioKDd3uweLLqUmkT0HxZTE1VJ/narFYKC0tjfgFhNACvU4nVadERMIac922bZva7RDj\n", "0PK4lpZjA4lvugoruV5fVnD37t2qNEYIIbQirORqNptpa2sL3b9aZEVMHi3PJdRybCDxTVdhjbkO\n", "DAzwox/9KHTB6PTp03FRrEUIIeJVWD1Xq9XK9773PR5//HEef/xxFi1apHa7xHW0PK6l5dhA4puu\n", "wuq5Xj8N4eabb1alMUKMp2PAS6/bT7rVNGVbJgsRjgnXc40XMs9V+y71uPnG3lou93lZkGvjK/cW\n", "MyMlaaqbJTQu2nmuYZccrK+vp6qqCr/fT11dXcQvJMREnW4b4HLf4NLrU21O6jpH3tZ9JO0DXlr7\n", "PQSCmuhLJKRLPW7eqO3i2KU+HB7/+E9IcGEl13feeYempiYaGxsxGo0cOXJE7XaJ62h5XCvc2JKT\n", "hlezsoW5hXV1i4Mvbj3NH/3uFAfreyY9wWr5vYPw4mvt9/D1vbV8740Gvrqnlsr6nklo2dQKK7k2\n", "NTWxfPnyUHWs5ORkVRslxEgqcpP53B0FVOQm8yd3FVKePX6FK4fHz78cvES/J4AvoPDcmw20OaTw\n", "0GTrdvlp6rv2e3/7Qu8UtmZyhHVBy2CIvP6liC0tzyUMNzaPP8jifDsrStLITw2v3J9ep8Okv7YJ\n", "tVGvQx/eTu8xo+X3DsKLL9NqZGaqOTSs89GSdLWbNeXCSq4ulwufzweAz+e7YcWWmJ7c/gAfNDs4\n", "frmfW/JTWFxgxxpFIepwNPcNfq282OMh2Wzg+w/OCavnajMb+POPzuYHb13E6QvwZ3fPIk8ugk26\n", "3JQkvrWmjPMdLlKSDMzP1f6337CS6wMPPMCvf/1rWlpaCAQCsm/WFIjHveHPtbt4ds/gxc2t1e38\n", "w4NzuLUgJeLzhBPbxR43F3sGVwY6vYNJPZzkCjAn28Y/PjSHQBDSrJNb6P1ch5NdJ1vIS7Vx35wM\n", "Tc5uCPezWZhmoTBt+hQYD+uTlpmZyWc/+1mVmyISTZfLN+x+t9M3ypETl2YxMj/Hxr1lGTi8AYoz\n", "IvsjjXTb69pOJ5d7PeTazZRn2zBEMZbQ2u/hq6/V0uv2A710OH18aXkhOt0kj0uIKRH2J66mpoba\n", "2lrmzZvH3Llzxz2+paWF/fv3YzAYWLlyJfn5+aMee/LkSc6cOUMwGGTZsmUUFhYCsHPnTgKBwYrv\n", "ZWVl03plWLz1WgGKMyxkWI10u/ykJhmiLskXTmxlWVY+cXMuf7+/HgCrSc/z6+eqUgawrtPJX+w6\n", "h8sXxKCDH6wrpyLPPv4Tr+P0Ba8k1kHnO5z4ggpmg7aSazx+NuNBWMn19ddfJy0tjTVr1nDixAne\n", "fPNN7rnnnjGfU1VVxaZNmwDYvn37mLUIOjs7efTRRwF49dVXQ8nVYrGwevXqcJoopkBRhpUfrCun\n", "w+EjK9kU9p5SA94AJ1sdtPZ7mZ+bHNbXe5NBz8XeawWDXL4gHQM+VZJrc78Xl2/wukJAgYZud1TJ\n", "NTvZxNq5mbx2tgu9Dj55Sx5mQ8S72YsEFVZy7enpCSW5O++8ky1btoz7HJvt2h+M2Tz2lhgrVqwY\n", "8fFAIMDWrVtRFIWSkpJpvQIrHsdcIbpxtOOX+/jWlR6ozaTnG3dlcducwnGftzAvGb0OggqkJhnI\n", "S1Fn+Wuu3YzJoMMXUNABhVFuRJiSZORzd85kaZ6BvKxMijVabDteP5tTLazkajKN/CHu6+sjNTV1\n", "xJ8NXVU72vOv9/rrr3PnnXeG7g+9cCY1ZLWjpm0gdNvpC9If5lBtRW4yP1xXTqfTx6w0C7PT1UlW\n", "c7Ks/PChci72uslPSWJehDvG+gJBznU4Q+3Ud11izrzx/3kIbQnrO4rT6aSjowOAjo6OUOJ84403\n", "Rn3O1bFSIKwB/AMHDlBeXk52dvaIPw8nQQ9dKVJZWamp+1qK787CtNBc0zy7ifKCnBuOP3z4MO+d\n", "u0RNq4OOAS+VlZUcOXyIijw7Hy3JoLHmXdXap9PpaD/7HtbWU9w0w47JoA/9vN3hZe/ZTn57vJH3\n", "65pGfH5N6wB/vvMc39pfz5dfPc/M+bfG1e8/1vfvvvvuuGqPGvejEVbhlh/+8Id4vV5mzpzJ5cuX\n", "KS4uxmAwcPr0ab7+9a+P+Jxt27axceNGFEVh165drF+/HoDq6mr0ej0VFRWhY99++21ycnKYP3/+\n", "sHM0NDRQVFQEwK5du1i3bt2obZTCLYnDFwhS2+mix+WnMD1pxGGFuk4nf/3qefo8AcqzrHx9VcmU\n", "T2PyBxV+eriRnacGOxqz05L4/kPlZF5XnetXx1v4xfHm0P3vri1jSeHI3/BE/FN1g8IVK1awZMmS\n", "Gx4/duzYqM9ZunQpmzdvRlEUVq1aFXr88OHD6HS6UHJta2vj4MGDzJ8/n9OnT9Pf38+nP/1pYDC5\n", "VlVVAbB48eLwo9IgLY1rmQz6YZPIR4rt/WYHfZ7Bbz/nOl00dLunPLm6fQFONPeH7l/s9eD0Bm5I\n", "rvNzrw0j2Ex69O5+4Fpy7RjwcrbDiV6nY162jYwEL52opc9mLIWVXEdKrFcf37dv37DkeVVBQQFP\n", "PvnkDY8//fTTw+7n5ubyN3/zNyOef7QLXUL7spOvJRwdgxeHRtLc56HP4yfLZiI7eewLpxOVbDbw\n", "8IJsfnL4MgArS9JHXJRw04xkvv/gHNoHvMzJtNLV08O7jX3kpyaRbjHyn1VN7K/tBuDRm3L4wyUF\n", "JBllFoHWTHi5isPhiEU7xDi03DMYKbabZ9j50vJC3m92cF9ZBuVZN168utDl4iu7z9Pl8jMvx8az\n", "9xWrurRVp9OxujyL0kwrnoBCSaZ1xKRvMRpYfGWlWk2rg2+81YYv0MrMVDPP3l/Cm3XdoWN/X9vN\n", "4zfnkmRU9x+DmrT82ZyIyV0LKESY0qwm1lfksL4iZ9RjPmh20OUanKR/pt1Jfbdb9boBNrOBRfnh\n", "L/F9t7EfX2DwssblPi+dTh93FKbyzqU+AJbNSiVZpXoMYmrJd5EEMdErl/Hs+th8gfAKA2XahvcN\n", "7EPquyqKwun2AV493cGJpn7c/sD1T58UQxc5mPQ6Mq0mnrlrFl+9t5hn7y/mM7flY0nw5Krlz+ZE\n", "SM9VxI0el589Zzs51NDDqvJM7ivLJHmMgtiLZtj54rKZvNvYxwNzsyjLvpbIajtd/NWuc9jNBman\n", "W/jM7fncNCPyVVaNPW563X5y7GZy7ZF/db+lwM6X75pBsxNun5lCWZYVnU5HXhTnEolFkmuC0PK4\n", "1tXYTrU5+M+jTVduOylMtXDrzNG/gqdbTTx6Uy6P3pR7w886BnxU5CVzU56dD1ocfNDsYFZ6EmmW\n", "8K/Mn+908n9ePU+/J0BZppW/XR35dLCUJCOrF4xeV0MLtPzZnIgJJ1ep8CNiZcA7fDjA6Yv+q3x+\n", "qplls9P42TuDV/Y/aHZQmmVl2ey0sM/xfpOD/ivTwWq7XDT0TP10MJE4whpzbWtrG/Vn0UyuFZHT\n", "8rjW1djm59goTBtMXvNzbZSNMEMABsdTW/u9tPV7GW0NTFGGlXTL8L5Df4Sb4uXZh08HS42wbOFV\n", "kbx3HQNeWhJsI0UtfzYnIqxPy//8z//whS98gbS0G//r2+2Rj2MJ7VEUhbPtziu9OzMLcpIxRTh3\n", "szDdwvcfnEOv20+G1XTD5PyrjjX28639FwB49v5i7pw1cm90fm4yc7KsnO90kZ9iZn5OZNXvF82w\n", "82d3z+KDZgf3lmUwZ5RkHyun2gb42711DHgD/MWK2awoScckVbQSVljLX3/zm9+QmZlJf38/d9xx\n", "B8XFxZPQtMjI8tep4Q8qnO904vD4+dvXL4QqSf3jQ+XcnB/7f7ydTi//a9sZeq5MwUqzGPnpxnmj\n", "LiDoGPDS7fKTZjGQa4/fr/QeX4C/fOU8ZzucAOh18B+PLZhWlfvjlarLXx977DHMZjPBYJBjx45x\n", "4MABnnrqqYhfTGjPyRYH/2f3eT5164zQfE6FwT3qJ5pcXd4Al/s8GA06ZqVZMOh16HW6YcWmzQYd\n", "hjHG/bOTzcMSry8QxOUPkmwyRLW7gGp0kGS81p6rsYrEFdZ3jr6+wQnPXV1dNDY2kp6u/Z0b4028\n", "jmudaOonqIDZqMdmGvw4GXREVMR6pNjcvgDba9r539vP8L+2nqbq0uBWzBlWE1+7r4SidAuz0pN4\n", "9r7isNfqoZ/gAAAgAElEQVTmtw94+ek7jfzJy2fZWt2GI8Ix2GiF894lGQ38748UMjfbygy7mb9b\n", "VUJ+SmJM14rXz+ZUC6vn+sILL5CdnU12djbr1q0bt/i1mD7mXhnH/O37rXzqtvzBLZTTkpiTFVkN\n", "1Ot1OH3817HBylIBBf7f0WYW5duxm40suFLXFSDFMvJH+HKvm6Z+L+kWI2VZVvQ6HR80O9h1qhOA\n", "/1vVRHm2LbRMdTSdTh8Xu91YTXpKM62YVawBUJZl47kH5xAIKKRZw58y5gsEOdfpos/lZ1Z6EjNl\n", "KCEuhJVck5OT+eQnPynTrqZQvM4lvCXfznfXltHc52Feji2UbCMxUmxmg57UJEOoMlZ+innYFimj\n", "JVWApj4PX9tTS1OfF6Nex3fWlHLrzFTcvuFTvbzjrATrdfv5yaFLVNYP9pq/em8R95Rlhh3XVZG8\n", "d3Zz5DMSTjT18+yeOhSgMC2J764tm9QpY/H62ZxqYb2TmzZtksQqRmQzG1SpVZprN/OdtXP49XvN\n", "pFmMfCKC/aea+zw09XmBwQtub13oId1q4pYCO48uzMGeZMBmNjAnc+zedeeAL5RYYXD78LuK4+8K\n", "fmV9L1evSjf2emhzeGU+bhwI61NiNpupr6+nqqoKv99PXV2d2u0S19HyuNZosc3LsfHN1aX85Yoi\n", "ZkXwVTfDahx20WtGShKVF7qxGPW0ODz84ngLlRd68IzTc7UnGcgcUlLw6q4EkVL7vbt5yLJeu9lA\n", "RgRDCrGg5c/mRITVc33nnXcIBoO0tLRw5513cuTIEUpLS9VumxBRfWMqybTyrQfKONTQQ67dzHtN\n", "/awoSedsh5NDDYMXZ6tbBzjZOkB+6ug9vFy7me99bA5vX+ghy2YcdT6t2x+godtNIKgwO92CPcrF\n", "BtG6c1Yq33qglDaHl4q85LB34RXqCutT0NTUxKOPPsr27duBwTFYMbm0PK4V69h0Oh03zUjGH1R4\n", "+WQbi/Ls3FGYRl2Xc9hxSYbxE3dJpnXMmQ+BoMIb57v5UeUlADbdOoNP3pw7rNKV2u9disXI0giW\n", "9caalj+bExFWcjUYErskmtAOpzdA54AXb1Ahx24edUmqyaDnjlmpLClMCfV+jXobn7p1BvvOd7F0\n", "VhoVeZF1Euo6Xew+00Gaxcj9czLJT02i3+PnV++1hI7ZfKKFB8ozyU/wMoJi4sJKri6XC59vcP9j\n", "n89HMBhevU0RO1rcp2jgyiKB/p5uFpcWjDupv7rFweVeDz99pxGnL8jH5mbxR3fmj1npauiwQprV\n", "xB/cOoNHKnKwmfURjZ+2O7x8dc95upyDc2Ob+jz8xYoiLMbBKVrtA4N/HwWpSVhMw8+rxfduKK3H\n", "F62wkusDDzzAr3/9a1paWggEAqxdu1btdgmNc/kCbKtu4xfHW9Dr4BumZJYXjbw4xXNlTPO/320m\n", "xWzAeWVK1e6znXxsflZEZQSNet2I+14N1dLv4XKvhzSLkZJMKwa9Dpc/GEqsMFgly+sPYjMb+OKy\n", "mczJtuL0BXlwXtakX1AS8Sms5JqZmclnP/tZlZsixjIZPQN/UKGu08mAN0BhuoWcCDf8a3d4qWkb\n", "wB9UWJiXPOZ0oI4BH784Pvh1OqjAfx9r5pZ8O8nXzfNUFIU3a3to7vfQ7fIxe8jFGqNeF/ON/Vr7\n", "vXxjTy31PR6Meh3PfayMm/NTyLKZeGRhNi+f7EAHPHHLDGxXCnnPTLPw1O0Fo55T6706rccXragu\n", "a7722mvSe9Wgdxv7+NvX6wgqg4sD/uaeYrKSw+uFefwBfnW8hd1nB1dA3Vpg59n7Skad7G8x6kmz\n", "GOl1D/YGZ6Ymjfg1fcAX4KUP2/AHFR5blEtrv4c1czNp7vOybkEW3kAAf1DBGKM6Ac39Hup7PMDg\n", "P5tDDb3cnJ9CstnAZ27N557SDMwGPcUZckVejG3M5Pqd73yHBQsW0Nvby9mzZ7npppv44IMPKCkp\n", "maz2iSsmY1xr95kOrpYRfb/ZQfuAN+zk6vQFqWrsC90/0eTA4Q2Mmlxz7Ga+s6aU377fht0Ejy/O\n", "H3GRgMWgZ36Ojb3nuthW3cYfLsknO9nML95t5p8PNuLyBfjhunIq8iIrEuP2B6hpHaC208WC3GQW\n", "5CZj0OtIsxhJMujwXClCM3TX2RSLkYWWyIvRaH1MUuvxRWvM5PqpT32KoqIifvvb3/Ltb38bg8HA\n", "Jz/5SV588cVxT9zS0sL+/fsxGAysXLmS/PzRt7o4efIkZ86cIRgMsmzZMgoLCyM+h5i4ijx7aB6o\n", "3WzAnhT+FW+7ycDq8kxeeL8VgHvLMkgdY4kqDNYl+PqqEo4fP05h2sj/sI0GPZ+6bQalWVb63H4K\n", "0y1c7HFz7HJ/6JimPi8VeWE3FRjcRuZvdtcCg+X9nl8/l/m5yZRkWvn+Q+UcvdRHUYaFWwukXrGI\n", "zpif/qKiIgBMJlNoOpbRaMRmG78oR1VVFZs2bQJg+/btbNiwYdRjOzs7efTRRwF49dVXQ8k1knNo\n", "Xbg9g0BQod/rx2LQR7yr6P1zMkmzGGnp87C8OD2iWqImo56PL8pl0YxkAspgj2+szQWHGq8O74yU\n", "pGH7ZPkCSqh3adTrQrsXRKK5zxO6HVQGC7RcdbUnGyta79VpPb5ohTXm6na7h913OBzjPmdoAh6v\n", "itaKFSsmfA4x+FX3jfPd/PpEC6WZVv54aSEzI0g8WTYTa+ZmRf36aRYjd4yyiimW5mRZ+eH6uTT1\n", "eZiRYo6qAldZpjWUoNMsxoh+T0KEI6xLrYsXL+aFF17g+PHjbN68mcWLF4/7nKEbHJhM4Y3bvf76\n", "69x5550TOodWhbN+u6HbzY8qL9Hm8PHOxT72ne+ahJZNXKRr03U6HeXZNlaWZjAvJzmqotdzc2w8\n", "//BcvvVAKT94aA7FGept4aL1tfdajy9aYfVcKyoqKCkp4fLly2zYsAGrdfwPYiBwbefOcNaHHzhw\n", "gPLycrKzs6M+x9CB9atvuFbuf/jhh+Mer88ZPm7Z77r21Xeq2x9v9w8ePBhX7ZH78X0/GmHtoTWW\n", "ffv2sWrVqhse37ZtGxs3bkRRFHbt2sX69esBqK6uRq/XU1FRETr27bffJicnh/nz54d1jpHIHlrg\n", "8Pj53YdtvPB+K/kpZv5udSlFKvbIhJgOVN1Dayyjjb8uXbqUzZs3oyjKsOR7+PBhdDpdKLm2tbVx\n", "8OBB5s+fz+nTp+nv7+fTn/70mOcQI7MnGfnkLXmsmZuFxagPe/uTeOAPKnQ5fZgMuhFXODX1eeh0\n", "+siymSgYo5KVEPFiwj3XeLmKr/Weq5bnEh599z16Umfz44ONpFuNfOP+EuZkX7tI1dDt5iu7z9Ph\n", "9JFjM/G9j81hdgJN4tfyewfajy/anmt8lVQX05IhNYd/OnARtz9IS7+X/6y6TCB47X9+XZeTDqeP\n", "0kwr+WlJNHS7prC1QoRHkmuC0HLPIDs7m6HXK41DVmo1dLvxBRQ23TqDkkwLet3gTrOXely4/YER\n", "zhZ/tPzegfbji9bklkwXYgQFaUl89d5ifnK4kUyrkT+6Y7D8YJ/Hz/ffrKcsy0ZQUdh/vhuA021O\n", "Hr85l7QkI2vnZam6I6sQ0Zrwp1I2LpwcWp5L+M6hg9xdks5PN87n+w+Whyr/e/1BLvd5aOn30OLw\n", "ho53+4PogJ8cbgzVUY1nWn7vQPvxRWvCyTWagV4hrqfX6Ui3GrnU6+HF91uouthLkkHH5+4o4EyH\n", "k48Wp4e2ZXmgPJNTbU6SzQZMYWzVIsRUCGu2gN/vx2i8NoLw+9//nvvuu0/VhkVK67MFpoPzHU7+\n", "dMdZfFcuZn37gVJuKbBzsduNXjc4FtvnDnC8qZf3mwZ4+s4CFkRaDcsX4GKPGx0wO8NCknHqt2MJ\n", "Kgp6+QYYt1Sd5/rqq6/y8MMPh+6HU1tAiEh1uXyhxApQ3+3iztlplOcML6JSkZfMHyxWIt7m2hcI\n", "sudsFz853AjAn941izXzsmJWCzZSHQNedp/p5MMWBxsqcrhjVmpUW3eL+BTWOyl7Zk29yRrXUhSF\n", "lj4PTX0e/MEJTYEO29XYClKTyLqy8MGk13HTjJQRjzfodVEloR6Xn/882hS6//+ONdHjUn/MdrT3\n", "7sjFXn55vIUTTQ7+fv8F6roSc4qZjLmObMyea3d3N36/n4GBATo6OlAUhUAgID1XDXuvqZ+/3VuH\n", "L6jw1/cUsbIkI6rCKNEoTLPw/Qfn0NzvIdNqojQrtkt3k4x6ClLN1HUNVnmbmZoU821iItE25GJc\n", "UAGnVzoxWjJmcq2pqcHn89Ha2kp1dfXgE4zGMdf4C3VMxlzCPo+ffznYGKrC/08HLlKRO/ZeWLEw\n", "NLZZ6RZmpUe++kpRlHFnrqRajHzl3mK2nWxHB2xcmEPKKFtzx9Jo791HS9J55VQHfZ4AS2elMjs9\n", "MZf1yjzXkY35ybrrrrsAyM3NHVZoRWiTQQd287WenNWkxxDnF1pa+j3sOtXBhS4Xj92cx+J8+5hJ\n", "tijDyp/dPXsSWzi6OVk2fvzIPBzeADnJJtJl11hNCes7kSTWqTcZ41rJZiN/8dHZLMyzUZpp5e8f\n", "KCXHPnKR8l63j9+f7+K/jjVR0+pgIiUqJhLbnjOdvPhBG0cb+3l2Ty0NPe7xnzTJxoovPzWJ8mxb\n", "QidWGXMdWUTfifx+P36/H4slcYpmiMiUZtn43to5BBVCW0eP5OilPr5/4CIAWz5s418emUdp5uSX\n", "N2wcsl2LL6Dg9sm4pYgPYybX6upqqqur8fl8LFq0iJMnT5KcnExBQcGwHQOE+iY6ruX0BjDoCWte\n", "Zzh7b9UOubLtDSihLbKjMZHYNizM4cjFPtz+IKvLM8mPw3KEWh+T1Hp80RozuZ46dYonnniCYDDI\n", "c889x1e/+lUAtm7dKsk1gZxo6uffDjeSZjHwzPJZMdnSZHlROjtOduALKpRmWilImfgeZx5/gH5P\n", "gGSzAWuYmysuzLPzkw3zcPmC5KWYSBtnx1khJsuYY65XV2Xp9fph26/o9TLRebJFO67V3OfhG3vr\n", "qO92837zAD87fBlvYOJfnRfmJfPPD8/luY+V8XerS8ibwIyCyspKupw+/m9VE3+89TT/eqiR9gHv\n", "+E+8Yla6hbk5NtIs8TluqfUxSa3HF60x/82npKTw5ptv4nA4SEtL44033iA3Nze0zbaIf4Gggsd/\n", "LZn2e/wEgwpM8C3U63TDClpP1NkOJztqOgB4/VwXS2enklMiO/6KxDVmcl21ahXNzc0kJSWRmZlJ\n", "XV0dDodD5rlOgWjHtfLsZv707ln8c+UlrCY9X1xWGNaY6mS6++67OdzQM+wxRUPXpbQ+Jqn1+KI1\n", "7gBVfn5+6HZpaamqjRGxZzLqWT0nk1vy7Rj1urC+viuKwsUeNy5fkPzUpEkZx5ybbWN1eSYH6rpZ\n", "OiuVBXmx6xVPtl63D39AIcNmkoIs01jYg6c+n4+2tjaCwSD9/f1qtkmMYCLjWiajnplplrDHRT9o\n", "dvDM9jP8yY6z/PuRyxOaCRCOyspKspLNPPORQv7f4xX8xYoicu2Tc9Xf7Q9wqcdNy5ApXRNxvsPJ\n", "X+48xxe3neFQfS+BoKL5MUmtxxetsJJrXV0dL7/8Mnv37gVg586dqjZKTK0t1W14ryyBff1cFy39\n", "sUk847GZDeTazSSPMb82ljz+AK+e7uRzvzvFH287TXXLxGpmeANBfnakkYu9Hnrdfr7z+ws0T9Lv\n", "TsSfsJLrsWPHeOyxx7Db7ej1euz2yGpoiolTc1yrpd/DmbYBOq5coR86Vcti1Ic9LSpaUzVm19Lv\n", "5WfvXAbA5Qvy70cmNpNCBwxdqKZcua/1MUmtxxetsAbTJmNFVjAYRFEUmYkwyeq7XXx1dy0dTh/l\n", "WVaevb+Eh+ZnodfBxR43G2/KZXYUhVQSgVGvI8mgCxWqybAaJ1RLwWTQ88VlM/nW/nr63H7+/KOz\n", "KYjDRQ1icoSVXF2u4XUm/f7xx+BaWlrYv38/BoOBlStXDrswdr3XXnuNuro6NmzYQEFBQejxnTt3\n", "EggM7vBZVlbGokWLwmmuJqm1N/zJlgE6nIOl7851uqjvdvGRonQ+u6RgnGfGzlTte1+QmsS31pTx\n", "70cuk2kz8bk7CyZcXrE8e3D+byCokGE1YdDrpiy+yaL1+KIVVnJdvHgxv/rVr+jr62PLli1hrc6q\n", "qqpi06ZNAGzfvp0NGzaMeuzatWupqam54XGLxcLq1avDaaKIUoZ1+EfAPkoJvjaHl/eb+vEEFG4t\n", "sDMzLfF7szqdjsUFKfxwXXnUBbhHkpHARVhE7ISVXOfNm8esWbNobW2lsLAQk2n8D4/Ndm0qjdkc\n", "3WTwQCDA1q1bURSFkpKSab1Hllo9g4V5yfzvj8zk6KU+VpVnUj5CgWqPP8gvjzez52wXAPNybHzr\n", "gdKYVXKa6l6P2vN+pzo+tWk9vmiFPYHRZrNRUlIS9omHlqALJxmPZO3ataHbu3fvjuocYmxpVhMb\n", "FuayYWHuqMe4/AHea7o2/e5MuxOnL0j65BfBEiJhhPU96NVXX+XSpUvU19fzm9/8hvPnz4/7nKtj\n", "pcC4FeLDEU6CHjrfrrKyUlP3f/rTn07Z69vNRtaUpYV+9kB5Ji3152N2/qu34+n3Hcv7El/i349G\n", "WFtrb9++nYcffpgdO3awYcMGXnzxRT7xiU+M+Zxt27axceNGFEVh165doSWz1dXV6PX6Gwpw19TU\n", "kJ6ePuyCVkNDA0VFRQDs2rWLdevWjfp6Wt9au7Jyai8aODx+zne68AcUSrOsZNpiN6441bGpTeJL\n", "bKpura3X69Hr9aEpWUlJ408vWbp0KZs3b0ZRFFatWhV6/PDhw+h0umHJdd++fdTV1WGxWCguLmbF\n", "ihXAYHKtqqoCBi+qTWdT/eG1JxlZXDDybqwTNdWxqU3im57CSq5erxeHwxFKruFs6VFQUMCTTz55\n", "w+NPP/30DY8NTb5DXU2yQgiRaMIacy0oKGD79u0sW7aM6upq6urq1G6XuM5Ex39G0+vy8WZtF794\n", "t5nTbQOqvEaPy8eJpn5Otjpw+QI3/Fyt2OKFxDc9hdVzXb58OcuXLwdg/vz5zJkzR9VGiclTdamP\n", "f3xrcC+s333Yxr88MjcmOxVcVd/t4ky7k+OX+3mjtpsv3VXIQ/OzpVqU0LyIa8kZjcbQDgVi8qg1\n", "rnWmwxm67fYH6YthBaxTbQN8Zfd5nL4gdxSmsro8ky0ftnNPaQYpQxYraH3MTuKbnqJakvLaa6/F\n", "uh1iiny0OB3DlU5kWaaVGaNspR2N18504ryyG+vRxj5um5nCugVZWGK0EkqIeBZWF3Tv3r309PRQ\n", "W1tLcXEx9fX1wyb4C/WpNd3lphl2/uWRefS5/cxMSyJ3AnthXW9o0RKjXke7w8uAN8D1l0NjEZui\n", "KDGZT60GrU9V0np80QoruTocDj7xiU+wY8cOHn74YX73u9+p3S4xSQx6HeUx3AtrqHvLMnB6A5zt\n", "cHLnrFS2nWzH6Q2wYWEOWcbY9JAVReHDFge/fb+NWelJPFKRE5fba4vpJ6zvZ1d7BMHg4Fc8GXOd\n", "fInYM8i1m/nELYMlC//n3WZa+r3ckp+C7bpi2BOJ7VKvh6+9VsvRxj62Vrezo6Z9os2OuUR87yKh\n", "9fiiFVaWvFpi0GAw0NfXh8/nU7VRQjuSzUY2LMyhKMOCQa9jcb49psW33b5gqB4rwKUeqfwv4kNY\n", "PdePf/zjADzwwAPs37//hqWrQn2JPJcwPzWJB+dns2Zu1oj7eE0ktvxUMw8tyAIgyaDjE7eMXoBm\n", "qiTyexcOrccXrbCXv8LgsteNGzeq2iAhIpGSZOSPlhTwsXnZWI16Zml01wSReKKaE/PWW2/Fuh1i\n", "HFoe15pobClJRuZm2+I2sWr5vQPtxxetsHqulZWVNDc3h/a3OnXqlKz7F3EtEFTw+IM3XDwTYrKE\n", "lVw7Ozt5/PHHQ/dbWlpUa5AYmZbnEsY6tnaHl5c+aOWDlgE2LMxhZWm66jvYjkXL7x1oP75oRTUs\n", "kJ2dHet2CDGmQFDB6b2x6MtIjjX2sb2mg7ouFz98+yJ1na7xnyREjI3Zc726aWBXVxf79u0LFbI+\n", "dOgQn//859VvnQjRcs9gvNha+z288H4rJ1sH+PiiXO4pTSfJOHpPtM8zvD6C2x+MSTujpeX3DrQf\n", "X7TG7LlenWKxdOnSYTsECBGuXrefD5r7OdU2gHuEcoPhOHKpj1dOd1Lf7eYHb12kdpye6LLZ6eSn\n", "DK4AW1mSTkmmbPYlJt+YyfUP/uAPqKioCM1rra2txWAw8JnPfGZSGieuScS5hAPeAL863sxfvXKe\n", "P91xlv213QRHKLQ+XmzXV+ry+Mcu1l6UYeEH68r5vx+fz5/cNSumW9JEIxHfu0hoPb5ojZlc7XY7\n", "AK+//joOh4M1a9bQ19fHoUOHJqVxInb8QYWjl3r59v4LbK1uo8vpVf01e1w+Xq7pCN1/6YM2BsIc\n", "Nx3qoyXpzEgZTJCr5mRSnDn+lKvsZDNFGVZSLLJUW0yNsD55PT09rF69GoA77riDLVu2qNoocaOJ\n", "jmvVdTr5+t46ggq8daEHu9nAA3OzYtS6kVlNBmammrncN5jI5+XYSDLe+P98vNiKMqz8cN1cnN4g\n", "GTbjsFqwiUDrY5Jajy9aYX1KR9vWuq+vj9TU1Jg2KBE09blxeILk2E1kWKf2K2e4BrwBgkO+TV/u\n", "U38NfqbNxN+tLuXNuh6STXruKk7HHGUt1+xkMyTHuIFCqCisT7rT6aSjY/DrXUdHR2iDwjfeeEO9\n", "lsWpcx1OvvTyWf6/l8/wg7ca6BxQ/+s1THxcqzDNws0zBrNTstnAXUVpsWjWuIoyrDx1ez6P3Zw3\n", "ailArY/ZSXzTU1g915aWFv7jP/6DmTNncvnyZYqLi3nppZc4ffo0jzzyiNptjCuV9T30ewbHDasu\n", "9XOxx0NWcuyq96slx27mK/cW0+rwkZJkiNulokJoRVjJdcWKFSxZsuSGx48dOxazhgSDQRRFCS2x\n", "jVe5ydeGAfQ6SDZPzpYlsRjXyko2x+U/Aq2P2Ul801NYyXWkxDrW4zDY292/fz8Gg4GVK1eSn58/\n", "6rGvvfYadXV1bNiwYdh82kjOMVmWzk7jMy4/J1sHeLgiR+ZQCiFGpFq3q6qqik2bNvHEE09w5MiR\n", "MY9du3Yt99xzz4TOMVmyk8186rZ8vru2jI8UpWGapM32tDyupeXYQOKbrlTLDDbbtX2ZzObovorG\n", "4hxqidfN8MQ1geDYiw2EUJNqEwaVIStxRpvKNRnn0Aotj2vFOrbmPg9bPmzjUq+bP1g8g5vz7VP6\n", "z1DL7x1oP75oqdZzDQSurcSJ9oMd6TmGfj2prKyU+9P0/vaTbew41cF7TQ6+tqeWSz2euGqf3E+8\n", "+9HQKcoIi71jYNu2bWzcuBFFUdi1axfr168HoLq6Gr1ef8M+XDU1NaSnpw+7oDXaOUayf/9+brvt\n", "NjVCiQuVldqtmRnL2BRF4et76qhq7As99pMN81TbPjwcWn7vQPvxHT9+nPvvvz/i56k2LLB06VI2\n", "b96MoiisWrUq9Pjhw4fR6XTDkuu+ffuoq6vDYrFQXFwc2uVgtHMIMRqdTscTi/P4oMWB2x/kkYps\n", "ZqTE13i9mB5U67lONq33XEVkGnvduH1BZqSYsSdYLQIRX+Ku5yrEVCpMkxVoYmpNziRNMWETHVyP\n", "Z1qODSS+6UqSqxBCqEDGXIUQYgzRjrlKz1UIIVQgyTVBaHlcS8uxgcQ3XUlyFUIIFciYqxBCjEHm\n", "uU5z5zqcnGobYEaKmYV5dpLN8V10XAitk2GBBDHWuFZDt4svv3KOfz3UyLN76jh+uW/UY+OR1sfs\n", "JL7pSZKrBnQ5/Th9wdD9U23OKWyNEAIkuSaMsaoO5dnNzLAPFifR6+COwsTa7lzLFZVA4puuZMxV\n", "AwrSkvjux8po7PWQbjFSliX7egkx1aTnmiDGG9cqTLOwbHYa83OTJ21fr1jR+pidxDc9JdZfoRBC\n", "JAiZ5yqEEGOQ2gJCCBFHJLkmCC2Pa2k5NpD4pitJrkIIoQIZcxVCiDHImKsQQsQRSa4JQsvjWuHG\n", "1u/2U9Pq4FyHE18gOP4T4oSW3zvQfnzRkhVaIiEMeAP86r0Wtp1sR6+Dr9xbzMrSjKlulhCjUi25\n", "trS0sH//fgwGAytXriQ/Pz/iY3fu3EkgEACgrKyMRYsWqdXcuKfl9dvhxNbp9LHtZDsAQQV+c6KF\n", "OwpTsSVAaUUtv3eg/fiipVpyraqqYtOmTQBs376dDRs2RHysxWJh9erVajVRJBCrUU+G1Ui3yw9A\n", "aaYVs1FGtUT8Uu3TabPZQrfNZnNUxwYCAbZu3cqWLVs4fvx47BuZQLQ8rhVObDl2M99dW8a6BVl8\n", "6tYZfOa2fIx63SS0buK0/N6B9uOLlmo916EzvEwmU1THrl27NnR79+7dMWydSERlWTb+5K7ZU90M\n", "IcKiWs/16lgpgE43dg8jnGPHS9Aw/D9oZWWlpu5rOb677747rtoj8Ul8I/39RUq1RQTbtm1j48aN\n", "KIrCrl27WL9+PQDV1dXo9XoqKirGPbahoYGioiIAdu3axbp160Z9PVlEIIRQQ9xtULh06VI2b96M\n", "oiisWrUq9Pjhw4fR6XTDkutoxzY0NFBVVQXA4sWL1WpqQqisrNTsVVktxwYS33SlWnItKCjgySef\n", "vOHxp59+OuxjV6xYoUrbotHt8lHTOoDHH2RBbjL5qUlT3SQhRByTRQRhCAQVtp9sZ/OJVgDm59j4\n", "+wdKSbeOPw4cK1ruGWg5NpD4piuZKBgGlz/Awfre0P3T7U76PYExniGEmO4kuYbBZjJwX9m1pZa3\n", "FthJTZrcTv9Er1zGMy3HBhLfdCXDAlf0uHy0Obwkmw3MTLMM+5lep2PdgizKs214/AHm5iSTZpVf\n", "nRBidFLPFehy+viXg5c41NCLzaTnuY/NYX5ucoxbOHk6B7zsOdvFydYBHq7I5vbC1IRZzSREvJF6\n", "rmfdxlQAAArjSURBVBPQ2OvhUMPgmKrTF2Tf+a4bjvH4g1S3ODhY30Njr3uymxiRdy728d/vNnO0\n", "sY+/fb2Ouk7nVDdJiGlHkitgM+sxDOnYFYwwzeq9y/38xa5zfHPfBb72Wi3NfZ5JbGFk41qtDg85\n", "ySYqcpOxmQw4vfFd+1TrY3YS3/QkA4dASYaVb60pY3t1O/NybXy0OP2GYw5fvDZboLnfS8eAL27n\n", "ut5dnE5QgbouF59dkk9B2tiFc4QQsSfJFTDodSwpTGVJYeqox9ySb2f3mU4AUpMMZNgm91cXyVzC\n", "pn4vL37QBsC7jf2UZ88l1x6f/whA+/MkJb7pSZJrmJbOTuO7a0rpdPopz7ZReN2MgnjS1u8N3VYA\n", "h8zJFWLSyZhrmJLNBpbMSmPNvCxKs6yT/vqRjGstKUwlzTL4f7Mi18bs9PjttYL2x+wkvulJeq4a\n", "VJpl5Z8fLqfPHSA72UR2soy5CjHZZJ6rEEKMQea5CiFEHJHkmiC0PK6l5dhA4puuJLkKIYQKZMxV\n", "CCHGIGOuQggRRyS5Jggtj2tpOTaQ+KYrSa5CCKECGXMVQogxyJirEELEEUmuCULL41pajg0kvulK\n", "tdoCLS0t7N+/H4PBwMqVK8nPz4/42EjOIYQQ8US1nmtVVRWbNm3iiSee4MiRI1EdG8k5tE7LNTO1\n", "HBtIfNOVasnVZrOFbpvNY1dlGu3YSM4hhBDxRLXkOnQSgslkiurYSM6hdVoe19JybCDxTVeqjbkG\n", "Ateq3+t0Y2/rPNqxkZwjPT2d48ePR9rMhGGz2TQbn5ZjA4kv0aWn37inXjhUS64ulwsY7H1evQ1Q\n", "XV2NXq+noqJi3GNHe3wkt99+e8zaLoQQE6Vacl26dCmbN29GURRWrVoVevzw4cPodLphyXW0Y0d7\n", "XAgh4p1mVmgJIUQ8kUUEQgihAkmuQgihAkmuCSoYDA6bTSGEiC8Js7V2LJbTxrNI2vzaa69RV1fH\n", "hg0bKCgomMRWRi+S+E6ePMmZM2cIBoMsW7aMwsLCSWxp5CKJ7dChQ7S2tgIwe/bshJjlEunfk8vl\n", "4vnnn+epp55KiM9nJPHt3Lkz1KkpKytj0aJFo59YSRAvv/xy6Pa2bdtidmy8iLTNJ0+eVC5fvqxm\n", "k2IqkvgOHDgQuv3KK6+o1qZYifbztmfPHjWaE3ORxrd7927l3XffTZjPZyTx7d27N+zzJkzPNRbL\n", "aeNZIrY5EpHEt2LFCrWbE1ORvnf19fVs2bKFjRs3qtmsmIkkvu7ubmw2GxaLRe1mxUwk8QUCAbZu\n", "3YqiKJSUlIxZQzphxlyVGCynjWeJ2OZIRBPf66+/zp133qlWk2Im0tiKi4t55plnOHr0qJrNiplI\n", "4qusrEy4Qi6RxLd27VoeffRRPv7xj4eGd0aTMD3XWCynjWeJ2OZIRBrfgQMHKC8vJzs7W81mxUQ0\n", "753FYiElJUWtJsVUJPG1trayY8cO2traKC4uTogx12j/9sZLxAmTXGOxnDaeRRJfIookvrfffpu8\n", "vDyKi4snu5lRiSS2rq4uMjMzQ8cngkji+/znPw9ATU1N1GvyJ1sk8TU0NFBUVASA2+0e87wJk1xj\n", "sZw2nkUS3759+6irq8NisVBcXJwQY5ThxtfW1sbBgweZP38+p0+fpr+/n09/+tNT1eywRPLeHTx4\n", "EI/HA8CSJUsmva3RiCQ+GPwHUllZmTA910jia2hooKqqCoDFixePeV5Z/iqEECpImAtaQgiRSCS5\n", "CiGECiS5CiGECiS5CiGECiS5CiGECiS5CiGECiS5CiGECiS5TiPf/OY3Y3auF198ke3bt7N9+3Ze\n", "fvll+vr6hv18165dIz7P7/ezY8cOtm/fzksvvcTZs2ejev13332Xn//851E9V8tG+71fb8+ePWzZ\n", "skXl1kxvCbNCS0zc008/HbNz6XQ6NmzYMOrPR1t2fPToUVasWBFaGvnrX/+auXPnRvz6t99+Ow0N\n", "DRE/T+vCXe69Zs0atm7dqnJrpjdJrtNAS0sL77zzDrW1tfzlX/5l6HGn08nWrVux2+0YDAbOnDnD\n", "X/3VX4V+vnfvXhwOBwaDAZ/Px/r160lKSgIgKSmJLVu2YDAYcDqdrFu3jtTUVPx+P7t37+b06dNs\n", "374dgPLychYuXAjARz7ykWFti6RQxr59++jq6sJoNGIwGAgGg6GfnTlzhhMnTmC1WnG73SxZsoTS\n", "0lKam5v57//+b8rLy3n00UdpbW3lhRdeICcnhyeeeAKjcfQ/gddee40zZ86QkZFBamoqTqeTm2++\n", "mZtuumnM14TBsoJ79+7l5ptvpr6+HrPZTG5ubqhi1MGDB2lvb8dgMISWwz722GPj/g7q6+s5ePAg\n", "drsdvV5PR0cHf/iHfwjAW2+9Nez3npGRwcqVK4HBbwzbtm1Dr9ejKEpCFJBPeGFXfhUJ78UXXxx2\n", "v66ubljB5vr6+tDtgwcPKmfOnAnd7+/vV7Zs2TLieT0ezw0/u/61RrJjxw6loaEhrLafPHlSOXz4\n", "cOh+e3u78txzzymKoigDAwPKL3/5y2HHv/TSS4rX61UURVFaW1uVffv2hX62efPmsF5TURTly1/+\n", "shIIBEL3f/vb3ypOp3Pc17za5h//+MeKx+MZdtyZM2eUI0eOhO4Hg0Hl4MGDYbXnlVdeGfY7G/qe\n", "Kcrov/edO3cq7e3toftHjhxRXnrppbBeU0RHeq7TWElJCYFAgD179oTKrl2t+HP58mWWL18eOtZu\n", "t496nkiLe/v9frZu3cqKFSuYMWNGWM85d+4ca9asCd3Pzs4Obf/S2tpKX19fqMcGgxWLuru7yc3N\n", "JTc3l/b2dmCwFx9Jr23RokXo9dcuTcydO5empib0ev2Yr3nVfffdd8Pv5+zZs6xevTp0X6fTDftd\n", "j+XBBx/k6NGj1NTU4Pf7yc3NDb1nY3E4HMPKNy5evJiLFy+G9ZoiOpJcp7H333+fW265hTlz5gCD\n", "+ztdLalWWFjI2bNnQ+OhDocj9LxgMMiFCxcoKysDoKenJ+zK8wMDA2zdupX169dHVJKuvLycEydO\n", "sGzZMgDa29u5dOkSAIWFheTl5Q0bAx46ZAD/f3v377IqFIcB/MEIhZxDaYmWmmwpiP6CoBQaWvqv\n", "2iJobakxIohIGjP6gQ0NDYFTEdXgECh6h7iH68t7q0XeK/f72XQ5hzM8nB7i67OjXS6XsCwLqqp+\n", "vO5ut4PneSxgD4cDarUaYrHY2zV93/+29shkMjBNMzAV68+zfmW9XqNYLLLnXq/30UDxRCKBy+XC\n", "Ana1WkVm5GFU0VSs/4Cu67jf7zBNk93EKpUKhsNh4FYGAJqmsXe/O1eO4+A4DjRNY52rrus4nU7g\n", "eR6O46Berwf6y/l8juv1Co7j4LouyuUyJElCq9WCLMvsNve1B35lMpngdrtBEAQ8Hg+cz2eUSiUU\n", "CgVYlgXDMNgebNuGqqqBgdTdbheSJKFarX58dp1OB6IoQhAEOI6DfD6PXC4HAC/XXCwW2Gw2AIBk\n", "MolUKhUIxdlsFjifbDYLRVHe7qfdbkOWZfi+D8/zAj0u8Azp7XYLnufZp0gURYHruhgMBojH4+A4\n", "DqIowjAMNJvNyMzNjRoKV0Je6Pf7aDQaP70NEkH0P1dC/mI8HmO/32M0Gv30VkgE0c2V/BOOxyP7\n", "Gf1VOp1+O/U9Kmu+Yts2ptPpt12oKIqR+aoGeaJwJYSQEFAtQAghIaBwJYSQEFC4EkJICChcCSEk\n", "BL8A6TLIsU8Y5u8AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.767359\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XlgVPd56P3vrJoZjfZdCCEhxGowtjFgjMGOsSE22EDi\n", "1A43aZMbkvbNvUlz0zZumryumzRt2sRJk75t2jRtb9MEx5jFgAGzeEMCI2xszC5ASIhF+zoz0qzn\n", "/UMwSGibGc2RZs48n780w5kzv0dnePSb5/wWnaIoCkIIIaJKP9ENEEIILZLkKoQQKpDkKoQQKpDk\n", "KoQQKpDkKoQQKpDkKoQQKjCqdeKGhgYOHjyIwWBg+fLlFBQUDHvs4cOHaWxsBKC4uJj77rsv7HMI\n", "IUQsUS25VlVVsWHDBgC2b9/O2rVrhz12yZIlwZ/37dsX0TmEECKWqFYWsNlswZ/NZvOox9fW1vLj\n", "H/+YadOmRXwOIYSIFaol1/4Tv0wm06jHl5SU8NWvfpVjx45FfA4hhIgVqpUF/H5/8GedThfSaywW\n", "CykpKRGdY9++fRgMhjBbKYQQI0tPTw/eBwqHasm1p6cH6Ot93voZ4NSpU+j1embPnh18rq2tjczM\n", "zODxo51jKAaDgXvvvTdq7RdCCIDjx49H9DrVkuuiRYvYtGkTiqKwYsWK4PNHjhxBp9MNSK6VlZW4\n", "3W4AFixYMOo5ElFFRQVLly6d6GaoQsuxgcSXqFRLroWFhTz33HODnt+4ceOg59asWRPWOYQQItbp\n", "tLLk4MGDB6UsIISIuuPHj/Poo4+G/TqZoSWEECqQ5BonKioqJroJqtFybCDxJSpJrkIIoQKpuQoh\n", "xAik5iqEEDFEkmuc0HJdS8uxgcSXqCS5CiGECqTmKoQQI4i05qraDC0hRPh6vX5ONjg53+xkbr6d\n", "2XnJmAzyBTMeyVWLE1qua2k5NggvvrPNLv7ijUv81/EGvrXnIhdaXCq2LDq0fv0iJclViBjS1O0J\n", "/hxQoK3HN4GtEWMhyTVOaHnVIS3HBuHFNzXLitXU998y3WKkKC1JrWZFjdavX6Sk5ipEDCnPtvHT\n", "NdNpdXnJs5uZnG6Z6CaJCEnPNU5oua6l5dgg/PhKM60sKEqNm8Sq9esXKUmuQgihAhnnKoQQI5C1\n", "BYQQIoZIco0TWq5raTk2kPgSlSRXIYRQgdRchRBiBFJzFUKIGCLJNU5oua6l5dhA4ktUklyFEEIF\n", "UnMVQogRSM1VCCFiiCTXOKHlupaWYwOJL1HJqlhCjFGby4vL4yfNaiQlSf5LiT5ScxViDK529PJX\n", "B2qo7XDzyNR0vry4iCybaaKbJaJIaq5CTIAPrnVT2+EG4K2aDmpaeya4RSJWSHKNE1qua8VzbDbT\n", "wP9CSUbdoGPiOb5QaD2+SEmBSIgxuLswhdWzsvjouoPVs7Ipy7JNdJNEjJCaqxBj5PMH6PEFSDYb\n", "0OsG91xFfIu05io9VyHGyGjQk2KQCpsYSD4RcULLdS0txwYSX6KS5CqEECqQmqsQQoxAxrkKIUQM\n", "keQaJ7Rc19JybCDxJSrVRgs0NDRw8OBBDAYDy5cvp6CgYNhjT58+zfnz5wkEAixevJiioiIAdu7c\n", "id/vB6CsrIy5c+eq1VwhhIgq1ZJrVVUVGzZsAGD79u2sXbt22GNbW1tZv349ALt37w4mV4vFwmOP\n", "PaZWE+PK0qVLJ7oJqtFybKDN+C61umh2esm3mzUZXzSollxtttszVcxm84jHLlu2bMjn/X4/W7du\n", "RVEUSktL5YaVEDHgQrOTb75+kd6bEyd+/OQ0psrMtEFUq7n2H4RgMoW2StD+/ftZuHBh8PGqVatY\n", "v349n/rUp2hsbIx6G+OJlutaWo4NtBdfXYebXl8AAKfHT3VD+wS3KDapllxv1UoBdCFMCXznnXco\n", "Ly8nOzt7yH8PJUH3/xBXVFRo6vHJkydjqj3yOHEf59lv/1/U6yAjSR9T7VPjcSRUG+e6bds21q1b\n", "h6Io7Nq1izVr1gBw6tQp9Ho9s2fPDh576NAhcnJymDlz5oBz1NXVMWXKFAB27drF6tWrh30/Gecq\n", "bvEFFC639eDy+JmcZiEzObHWV/X6A1Q3u2hxeZmclhT1r+weX4AzTU5qWnsoz7ExM8eGScPTf2Nu\n", "bYFFixaxadMmFEVhxYoVweePHDmCTqcLJtempiYqKyuZOXMm586do7u7m8997nNAX3KtqqoCYP78\n", "+Wo1VWjMB1e7eGF/DQEFFk9O5RvLismwJk6CPdvk5E9fv4gC2M0GXlpTTkmGNWrnNxv1zC9MYX5h\n", "StTOqUWqJdfCwkKee+65Qc9v3LhxwOPc3Fyef/75Ic8x3I2uRFRRUaHZu7LRjE1RFLafbiZw8/vY\n", "e/VdNDu8E5pcx/vanWtycuvrqMPjp9HhiWpyvZOWP5tjod2+vEhIOp2OOXnJwccpSQaSzYn1MS/P\n", "uR2/1aQnN3nk0TpCHbK2gNCcFqeHI3Wd3Oj28PDUdKb3SzaJwOMLcL7ZSZPTy5R0C9OyZZjUWMRc\n", "zVWIiZKdbGbN7JyJbsaEMRv1zC2QeuhES6zvS3FsrMNCJpo/oBAY5ktSvMc2GokvMUnPVajuXJOT\n", "fz92HbvZwB/cX0hxumWimyRU1t3ro8XlxWYykJeSmDVfSa5xIl7vxjY7PPzFG5fodvdNKnF6/bz4\n", "2FQsJkPwmHiNLVSJFl9Hj5d/PXqdAxfbyLAa+cGqsoTcuFHKAkJV3oCCw317tl6L04s3oIl7qGIY\n", "Vzp6OXCxDYD2Hh9vXkzM6bGSXONEvNa1sm0m/uiBSQCY9Dq+smgSKUkDvzDFa2yhSrT4LEY9/Se8\n", "ZyXYDLlbpCwgVGU26lk1I4v5BSkY9DompSVNdJOEykozrXz7EyVs/riJWbk2lpakTXSTJoSMc9Ug\n", "RVG43N5LV4+PgrQk8uyJeUNBTCy3z4/ZoA9p4aZYJuNcRdCZJiff2n0Rj19hWpaVF1aUkpciPUYx\n", "vpKMhtEP0jCpucaJcOp2R+o68fj7vpBcbO3hepdHrWZFRaLVJLVG6/FFSpKrBpVm3B5HajLoSLPI\n", "FxQhxpvUXDWos8fL+1e7uNTWy5IpaczJS477upcQE0VqriIozWri0fIswv84iFh0rbOX2vZeUi1G\n", "yrOtWBK8lhkvpCwQJ7Rc19JybDC2+Bq63XznjUu8eOAy39x1geNXu6PYsujQ+vWLlCRXIWJYi9PL\n", "tX43JCvrOiawNSIcklzjhJbnp8dzbAFFobHbTbNz+BEZY4kvw2okvd8NyXticGuVeL5+apKaqxAR\n", "8gcUjtR18sO3azEb9bz42FTuyrdH9T0mpVn44RPTqG52kWEzMis3sRb+jmfSc40TWq5rxWtsTQ4P\n", "f/NWLW6/Qrfbzz9U1NPt9g06bqzxlWZaWTkji4WT0watyxAL4vX6qU2Sq4hLHb1eOnq8E9oGvQ4M\n", "+ttD3MwGHfohRrzZku30eP2D/yGKer1+Onu9wy5ILsafJNc4oeW6VrixnWpw8LXXqvnaa9WcanCo\n", "1KrR5aUk8eJjpeSnmCnNsPDHDxWTbB7Ys2xyeDjck8U3dl5g7/lWelVIstc6e/n+wcv8r+3VHLjQ\n", "hscXiPp7jETLn82xiL3vGEKMoM3l5W/eqqXZ2ddr/cGbtfzj2hlk2tRf1q7J4eb4tW56vAHuL0ql\n", "KN3CPZNS+dlT0zHodKQMMRPu/atd7DjTAsBLh64wOT2JOXnRrcvuOd9K1c0hWj969wolmVamy6aE\n", "E056rnEiFutaXl+AD69385sPG/jgahe9vsh6ZeHFpuDvt9i2T1EYj0mGXl+A/z7eyEuH6vnn967x\n", "/Tdrab9Zlki3moZMrACdvQNrsG7vwF5lq9PL1Y5enJ7Ie7Q9d5zTP86LkcfiZzMWSHIVETvf4uL5\n", "3Rf5vx/c4M/3XqK62aX6e2bazHzr4SmkJBlISTLw/MNTyEpWf0nFHl+AEzduD+CvaevBFUJCXDIl\n", "jXx7X6/6kanplGRag/92ua2Hr+84zxdfPct/vn+drt7ha8gOt4+69h6aHYOHfK2elU1hqhm9Dj5/\n", "bz5TZI+ymCBlgTgRi3WtVpeX/n2kW1/VwxVubPdMSuVf1s8E+rbRHg/JZgNPz8nhF+9dA+Dx8syQ\n", "FsSZkmHlpTXTcXkCZNiMA+7277/QStPN39lrZ1pYVprB3ILB5Y3OXh//cew6u8+3kmUz8YNVZZT2\n", "S9KlmVZeWj0dty9Aps047kv9xeJnMxZElFwdDgd2e3TrRiL+FKdbSEky0O32YzPpKckYvx7TeCXV\n", "Wwx6HSunZzEty4rXrzA104o9xGFR2clmGGJ46p3DqszGoRfXudLRy+7zrUDfH7T9F1r58qKiAceM\n", "R81ZhGfET8eZM2eGfL6iooIvf/nLqjRIDK2ioiLmegilmVZ+srqcRqeXHJtpwFfecMRibENJNhuY\n", "VxD+DKnh4nt4agZXOnq50NLDs3fnUpIx9O8vyaBDB8FvCenW2Eqk8XL9xtuIyfXw4cMsXbqUS5cu\n", "0dTUxD333MPx48fJzMwcr/aJGFecYaV4mKQQbf6AwsVWF00OD4WpSXG/XXNBahL/56Fi3P4AySbD\n", "sMtClmZYef6RKfzuRBMzcqwsK00f55aKSIy4nuutr/8vv/wyzz77bPD53/3ud/ze7/3euDQwVLKe\n", "q/adbXLyzV0X8AUUrCY9L60uj/sEG44eb9+eVN5AgGP1XbxT08GCohQenJIeHK3Q6/VjMugHTG4Q\n", "Y6PKeq636qpm88D61p2PhRgPV9p78d0cZtTjDXCj26NKcvX6A5xscPD+1W7m5CVzT2EKNvPEr6Fq\n", "NfW14Uyji+8drAXg3csdZFhN3FeUyntXOvnthw2UZlr5H/fkU5Aq+6ZNpJCGYrlcLgKBvrF0fr+f\n", "7u7YW1NS67Q4ljCgKDQ7PZw4fymk4yelJXGrP2bS68hNDr/26PT4aeh20907eA2AWy60uPjzPZd4\n", "9WQTLx64zNkmZ9jv01+0r12Xe+AQsI6evmFa3z94mYutPey/0Ma+6taovudItPjZjIaQbnd+8pOf\n", "5L//+78xm8243W6efPJJtdslNO7WilI/ereOZLOB/zfTyYyckVd8mpFj48ery7ne5aY43cK0MGch\n", "tTg9/LLqGu/UdHBPYQpfXzqZ/CF2xe3o8Q0YYtY0wnKCd/L6A9S29+L2BZicblFl/7LSTCvF6Ulc\n", "6XCTaTUyI9eGy+On/9yBVtfwfzzE+AjpymdlZfH5z39e7baIEWjtbmyjw8Nfv3kZvwIub4CfV17l\n", "75+cFvzqOxSTQc9d+faIl/W70NLDW5f6Fpv+4Fo3pxudQybXyekWsm0mWlxebCY95WGUHo5c6eSv\n", "D9aiAE/OzOKL9xdG/doVpibx1yvLaHV5SbeaKExNorvXx9NzsnntdAvpFiNPzc6O6nuORGufzWiJ\n", "6M9qQ0MD+fn50W6LSCgKep0O/837qXodRPMWTJvLg9evkGkzYTL0Vb8MdxTBjMPc9JmcbuHvn5xG\n", "k8NLps3IlBBHQ/R6/bz8UWOw1/v6uVbWzslRZZnAvJQk8vr9YUixGPmD+wpZPTMbq8lArl3ui0y0\n", "kGqup0+fHvD48OHDqjRGDE9rda38lCS+u6KUDKuRSalm/veDk7GM0GsNx4UWF//7tWq++OpZDl5s\n", "x3tzlajpWTY+PTeXLJuJldMzmTPCwtOT0izcMykl5MQKfT3rsqzbx2dYjVhNBtWu3fUuN4cut/Ph\n", "tS6cHj/JZgNTMqzjnli19tmMlpD+pF64cIE5c+bcfpFRZs2KsdHrdCyanMo/rZvB1bo6yqO0ipM/\n", "oPBvVdeCU3F/cugKs3JtTMmw0uDwcKbRweLiVNp7vLiivDSfQa9jwz35FKQk0d7jZdWMLHLtZqqj\n", "+i59WpweXjxQw+W2XgC++VAxK2dkqfBOIlIRZclbIwfE+NFiXUun05FlM5M1qzzk1zR0uzlc14nD\n", "7Wf51PQhe5ZJ/b7/63UEB+efbXJypsnFmaa+BWZWzcimOMqLnOSnJPHZewaWzNS4dm0uXzCxArx5\n", "qY3Hp2cOOxFBTVr8bEbDiMl1165d9PT0cO7cObze24ty5OXljXrihoYGDh48iMFgYPny5RQUFAx7\n", "7OnTpzl//jyBQIDFixdTVFQU9jmE9nn9Af7rgxscuNgO9CWUl1aXk2m7/TXYoNfxhfsLaevx0uby\n", "8f88UMSkm+M9J/dLpAYdZI5xGmltWw9vVLeSbDbwibIMCtPGb22FdIuBwlQz12/uDPtgSfqEJFYx\n", "vBGT6+rVqwHYuXMna9asCevEVVVVbNiwAYDt27ezdu3aYY9tbW1l/fr1AOzevTuYXMM5h9Zpef52\n", "qLH1+gKc67es4fUuDy5vgDsnY5dmWvnbJ6bh9SmkW43BpDM718b3V06lprWHufn2AfXRcLW5PLyw\n", "v4Yb3X3J7XJbD3/28JQhV6SKxrVrdni43uUmJclIaaaF3JQkvvd4GdUtLlKSDMycwI0LtfzZHIuQ\n", "x7mGy2a7XUMbbUbXsmXLxnwOoX12s4Fn5ubyk4p6oG8d04xhep92sxHu+MjYzEYWTk5j4eS0Mbel\n", "x6sEEyvApbYe3H4FNfYPbL45bO1MkwuTQcffrJrGvAI7k9MtA3rjIraE9FGI5AZW/yULTKbQvn7t\n", "37+fhQsXjukcWqXlnkGosel0Oh4py2BKpgWvX6Ekw0ryBE1LzbQa+cy8XF75uAmA5+7Oxz5MW8Z6\n", "7W50u4N1Yq9f4e1LbcwriJ0lP7X82RyLkIZi7d69m/r6empra/ntb3/LxYsXR32N3397il4otaB3\n", "3nmH8vJysrNvD34O9xz9h4RUVFTIYw0+tpgMzM61o3Q0cLH+Bm0u74S054OqI9xr6+Ina8r5+dPT\n", "yXLVc7iyUpX3S0kyYjbc/vyXZdl47733YuJ6JMrjSIy4KtYt27dv56mnnmLHjh2sXbuWV155hc98\n", "5jMjvmbbtm2sW7cORVHYtWtXsGZ76tQp9Ho9s2fPDh576NAhcnJymDlzZkjnGIrWV8WqqNBuXSvc\n", "2Bq73fzdO1c42eCgPMvKXzxaSqFKi5Rc7ezlfJMLm1nP7Dz7kNNZ/QGF611uAopCQUoSZuPAPstY\n", "r52iKJxpdPLu5Q5KMywsKk4jI4YWx47Vz6bb58fjU4bd3yxUqqyKdYter0ev12Ox9NV3kpJG/yAv\n", "WrSITZs2oSgKK1asCD5/5MgRdDpdMLk2NTVRWVnJzJkzOXfuHN3d3Xzuc58b8Rwi9vgDCuebXVxs\n", "dVGcbmFmrg1LmNuN9Hj9fHTdwelGB/cUpjAv347JOPjL1YUWFydvbql9obWHc01OVZJri9PDX+6v\n", "4UqHG4D/eX8hv3f3wJEyiqJQVd/JXx24TECBry+dzGPlmcFZYdGg0+mYk29nToTTfhNRfWcvvzhy\n", "lRvdHr54fyEPFKeN+zKMISVXj8eDw+EIJtdQdtssLCzkueeeG/T8xo0bBzzOzc3l+eefD+sciSgW\n", "ewb9XWp18SevXwguCfj3T0zj7sLQVu2/FdvZJicv7K8BYPPHTby0pnzIbajvnMllNamzz2ZXrz+Y\n", "WAEqaztYf1fOgMTZ1evnn49cw3/zv8TPK+u5d1LKgDULYv3ajVUsxrf540aO3dxu/PsHL/PP62YO\n", "2HdsPIT0qSwsLGT79u0sXryYU6dOUVNTo3a7RJxpcXmDiRXgaqd7hKOH1uq6PZZaAdpdQ294OD3H\n", "xpcWFjL15rqlQw1Dqm528trpZo7Vd1Lf0cvbl9o4eqVz0FbXI0m3GpmZe3vEyoppg3ukJoOOTNvt\n", "PkqqxTjsmgX99e+gNHS7eb++i+pm57hvi61Vjn7LMgYUBnw2x0tIPdclS5awZMkSAGbOnMm0adNU\n", "bZQYLFbrWrcUpiQFNys06XVhjSG9FdvUTCt2swGHx0+m1TjsMKPUJCPPzM1lzaxsLEb9oJudl9t6\n", "+JPXL9J7c3rrVx+YxL8evY43oPCFBQU8N//2DKobXW4utLiwmvTMzEkeUJ/LtJn49iMlXGzpwWrS\n", "Mz1n8BRdm9nAHz9UzL8fu06vN8CXFhYO2jzxzmt3qdXFr4/fwGTQ88zcXH5aUc/F1h70OvjBqjLu\n", "nZQa8u8uFsTiZ/O5+fmcbnTS3uPjiwsKKEob/4XDw670Go3GAUOzPvroI+bPnx/VRon4U5Jp5cer\n", "y7nR5SY72RzRAP2yLBs/XVNOq8tLrt3MpJsznnp9fqqbXbS5vBRnWJmaaUWn0w1YnjCg9K2yBdDm\n", "8gYTK0Btey9pFiMtLi+HLnewbk4OFpOBNpeXH7xVy/mbExO+tLCQz8wbWFPNT0kiPyWJrl4fpxud\n", "dPb4mHlzrYJg7BlWXlgxFWDUul57j5e/OnA5OEa2odtNUVoSF1t7CCjwbk1H3CXXWFSebeMf187A\n", "41PISjaGXf+PhjEPea6trZXkOg5irWcwlJIM67A7mI6kf2xDbXh4qsHJt/f27VaQkmTgJ6unU3xz\n", "G++GLjevnWmmpq2H37s7j/mFKeSnmIPrsep1MCMnmT03t6Z+uCwjWLPt6vUFEyvAO5faeWpW9pCr\n", "c717uZ2fVV4FIMdm4sdrygfUVYdKqh5/ALNBPyA+r0+hpV+5o9nhZXa/ssasCZxpFalY/WzmjPP2\n", "63eS5a3EmCiKovqc9o9v3N5WqNvtp9npCSbXPdWtbDnVDPQl4f9v3QxKMqz83RPTqO/sW6k/zWLk\n", "258owWrs++p/S6rFSHm2lQstPQA8VJo+7LKHR690AfDw1HTKsmycujlaYajFtpsdHrafbubjBgdP\n", "z85maWl6sOeUYTPyR4uL+FllPXodfGXxJIrTkki3mijLtJCcZORkg4NilXYxEONHrl6ciLW6VovT\n", "w97zrZxudPL0nBwWFKWGdCNnKKPFNq8ghZdP9M2ESkkyDOiRXO+6fePMG1Do9faVA4rSLRT1q9nm\n", "DzFUK9Nm4i8+UUp1862a6/DLHn6iLINGh4eUJCO/Onb9ZrvsfOcTJaTfMQX3+PVuNp/sa+/fvXMF\n", "O24WlxcCfWu+Plaeyew8G3p0TEpL6lsHNjuZNy+28Z19FwB4clYW/3NBIXY15tNGWax9NmNF7F85\n", "EZOOXOnkv443APDh9W5+/vSMqK3Jeqe78pP58ZPTaHV5mZJhDfZaAdbOyaGqvoseb4BPzsgMe7xr\n", "YWpSSK9ZPCWNorQkPm5w8oUFBRy40MbHNxx0u/2Dkuudoxx6fQPvVCcZ9UzNHPi7cnn8vHyiMfj4\n", "9bOtrJ+TGxfJVQxNrlyciLWeQUPX7UVLAkrfrqqh8gcULrW6aO/1UZSaNGpsFqOBuQVDj5mdk2fn\n", "n9bOoMcbIM9uHvNsnGEpcKi2k5dPNKLX9U0oONXQTUrS4DLC4ilp7DrbQpPTy5Ipacwtzhn19Gaj\n", "nunZNmrb+9ZozbaZsKg0fjfaYu2zGSskuYqIPFyWzt7qVrrdfhZNTmVyGENdTjU4+NaeiwQUmJRq\n", "5gerplEwhhlWk8ZhHdUWlzfYswwocOBiG3+5YuqgXiv03dh7aU05Tk+ATJsppNqpUa/jf9ybz+R0\n", "C529Xh4rz5rwGzJibMacXGWkwPiItbpWeXYyP3tqOk6Pnxy7ecDSf3fe5FIUhSaHF50Ocu1m3qvv\n", "DG4Dfa3LQ/W1ZgpSi4Z8H7cvQH1nX29ucpqFpCGmw46HJKOeNIsxOAlhcpqFnOTh5/fn2m//sQj1\n", "2uWnJA2aXhsPYu2zGStCSq6VlZVkZWUxc+ZMLl68iN1uD+7+WlJSomb7RAy7s8dY197Lbz+8Qa8v\n", "wOfuLWBato0mh5szjU5eOtR3d/yFFaXMzbOz5WTfHX6LUY99mBzlCyi8ebEtuH7rN5ZO5rHpWRHf\n", "OBuLXLuZv145lS0nm0i3mnhqdg7GKK4fILQnpFWxNm3axOOPP05WVhaBQIAtW7bwzDPPjEf7Qqb1\n", "VbFindPj5ztvXOJ0oxOAnGQTP3qynKP1nfzfDxqCNdlsm4mXVpdzub2Xa129zM23MyNn6LGdLU4P\n", "X3r1LK6bIwCSzQZ+uX4m2bJttBhHqq6KlZycTFZW386Ser0eg2FiFigWscvrD9DkuH2Tq83lpcfr\n", "50aXB1O/tUjNRh1Ws54HpqQBt3cEUBSFiy0urnV7yLebKc+2YTboyU8xU3NzI758u2nQcn5CxKqI\n", "Pql6vXzAx9tYF+5VW6rFyJcXTeLWN/Y/eqCIDJuJG91uPndPPpNSkyhOt/Cth0tIswysA1RUVHCx\n", "tYdv7LrAD96s5Rs7q6lucZFqMfL8wyU8Oi2DR6dl8K1HSkiNw4H1sX7txkrr8UUqpE+qTqejra2N\n", "zMxM2traBuwQIASAXqfjwZJ0frF+JoGAQmFaEhajga8+UMSFlh6+8dBk8uxm8oaY0QR9W5l4bq7b\n", "51fgWqebWbnJlGRa+dbDJRG3q9XpoaPXR2qSkRwpJ4hxFFJyfeKJJ9i/f39wTdenn35a7XaJO8TD\n", "3VijXjdobYG8lKRhE+otS5cupbrZiUmvwxtQ0OugMHXoRHilvYfrXR6ykk2UZVmDi7UMpaHbzV+/\n", "2bcwy6RUM3/1eNmoG/opisKpRieHLncwNdPC4uK0IYdbhSMert1YaD2+SIWUXA0GA6tWrVK7LSKB\n", "Tcu28dKacq51uilITWL6ELO96tr7lhLs7PVh0uv40eryERc6udTaE1yY5VqXh3PNrlGT6+W2Xp7f\n", "cxHvzV70N5fpWDk9awyRiUQVUvH0woULardDjELLda2Kigr0Oh0zcpL5xLRMZuUmD7nKVI/Hz1cW\n", "FbJxYSGT0y1caHENcbbbbHcswpJyc3dWt8+P2zd0aavL7QsmVuhbG3astHztQPvxRSqk5HrixIkB\n", "jy9fvqxKY4QYTn1HLzvPtrC3ug2zQc+q6ZmUZIxcbpieY+PrD05mdl4yGxcWMivXRnWziz97/SLf\n", "2n2Ri0Mk58LUJGbc7DWbDToeKklXJR6hfSHvodXfiRMnKC0tVaVBYmjjVddq6vbQ6w+QYzNhNY/P\n", "kLulS5fS3evjWpebJKOO4nQrDrePdy538OH1btbOzuHgxXb2X2wH4HyTk8/fV0DhKLXcZLOBJ2dl\n", "s3J6JkaRQmrnAAAgAElEQVSDno4eL987eJnGm0PG/uatWl5aM33A9NRcu5nvrijlRpebFIuR0oyx\n", "T63Vek1S6/FFKuRtXt544w1WrlypdnvEBKpudvHtvRfpcvt57u48npk39lWZ6jt6cXr85KeYh70x\n", "5HD7+M8PbrDzbAtGvY4XH5tKr8/PPx7uW5za6fZDvyqB26+QZNSTPErbPL4AnW4fVqMeu0GPL6Dg\n", "6LfATLfbjy8QGPS6XLuZ3CiNLKhr7+HolU7SrSbunZQyaAsYoV0hlQV+/etf09XVxebNm9m8eTMn\n", "T55Uu13iDuNR13rl40a6bm7stulEI9e6wt9ksL8zjQ6+uv08X9tRzT9U1A+74eDZKw3sPNsC9E15\n", "3XKykWbn7WPPNbtYOzsHy80JBE/NzubuAvuAbV7u5HD7eOXjRja+epYXD9RwrbOXTJuJ//NQMQZd\n", "38iGP146mcwxjgQYSZPDzV/svcS/HbvBj969wvbTzaq910SSmuvQQuqWfPKTn2TBggXBx7t371at\n", "QWLi9N/FVK8D8xjnzu893xbcy6qyrpNPz80lwzY4mZkIBDcmBChItTA7Nzm4UEphahLNTi8/e2o6\n", "AUUhLyWJ5FFKFjVtvcH1Zk/ccFJZ28ln7s5jyZQ0/u3Ts9DpdOTZzaruouD0BGjq90fixA0Hbp+f\n", "pAnYz0mMv5CSa//ECn3jXsX4Go+61tOzc+no8XGlw83v35dP8SjDlkYzOf12TdSk1w1bw51fXswP\n", "0rLYdrqZPLuZT87IwmTQsX5ONn4FOnt9fHyjm0/OzBpzwjfodeOyRCH07XTwwJQ0jtR1AvD07GxN\n", "JlapuQ4t/uYSCtVMSkvizx4uwesPjPiVO1QPT83A4w9wsaWHp2bnUDLCzaGZucn8+R1jVu+fnMaW\n", "U02kJRn54v2FYSXWqZkWPn9vPq+ebGJ6to0HS9JGf1GUpVmMfG1J0c1ND/VMi2BHXBG/QkquXV1d\n", "7Nu3D6fTyYYNG9i5cyfr1q1Tu22in/FaM9Oo12HUR6d3lWM3s+GeglGPGy62adm2iKe+2pOMPDEz\n", "myVT0rCZDEPuoTUespLNnP2wivs03LuT9VyHFlJXYO/evTz99NOkpaVhNEpnV8S+FqeHn1bU84fb\n", "zvPtNy5R39E70U0SCSak5GqxWDCZbt+IkCUHx5+WewZqxHaprYf3rvTVOq92uvnwevcor1CPlq8d\n", "aD++SEU0iSAwxNjARNDZ48PtC5BmNU7YdiOxqNnhwenxk2kzxcySgNY76rP2cZoQIcQtIWWI3Nxc\n", "Kioq8Pl8vPfeexQXF6vdrphzpaOX5/dc4AuvnmHrqaawdjuNhlgdS1jb1sMf76jmy1vP8bPKelqH\n", "Gcs6EjVi66vXTmF6to1Pzc1hXoE96u8Rqli9dtGi9fgiFVJyXbZsGZmZmVgsFvLz8xNyO5U951q4\n", "1NaL16/wH+/foK597At6aEFlXSfNNxPqu5c7uKLi7+VyWw+HLrdzttGB1z/8t6euXi+VtR2caXLy\n", "xQUFfHFBocyMEuMu5O9ws2fPZvbs2Wq2JaYZ79h9YaR1RNWgVl2r2+3jWH0XJxscPDAljXsKUjCF\n", "UfJItwz8uh1JuSSU2Grbe/h55RUeKs2grr0Xb0BhXkEKbS4vTo+fdIuRlJsliY+uO/j7d68AsPts\n", "Cz97ajrlw+zTNR60XpPUenyRCim5trS0sGfPHqxWKx6Ph1WrVpGZmal222LKyumZnG92Utvey4Z7\n", "8pgShQU9YsHZJieH6zrJTjbxq2PXb64iFfpX6IWT01h/l5uTDQ7WzclhqkpjORu7PSybmsk/Helb\n", "byDZbOCHnyzjx+9e4XJ7Lw8Up/GpeTlMzbBS33l72q5fgU637Jwhxl9IyXXv3r1s2LABvV6P3+9n\n", "8+bNPPvss2q3LaYUpVt44bGpuH1+Ui2mcd/eeaSxhP6Awokb3bxR3cbMHBvLp6aTaQvta7AeaHZ6\n", "OH6tm1UzsoZd53Q4OXYzX1k0CY8/EPHso1DGSealmHn/alfwsdcf4GSDk8vtfUOsjlzppDzbSl1b\n", "LwuKUvjdiUZ6fQFKMywUpU3MGNdbtD4OVOvxRSqk5Gqz2YKbEhoMBiwWbfTawpVsNow6p30iXG7r\n", "4S/2XsKvwFuX2rGa9KyakR3Sa0/ccHC2qW9d01dPNrFwcmrY76/T6VSf1lmSYWVBUSqvnelb4MVi\n", "1A8aAWA06Dlc18nqWdn87OnpdPb4yE8Zft8uLbnR5cbl9ZOTbCLVot5iNCJ0ISXX3t6BA7Bdrr7/\n", "jFVVVSxcuDD6rRKDjNQzcHj89Fs8n6udoa9mdWft2GwY3x45hF6zu6cwhR8/WU6ry8PkdCupSQae\n", "mpXNhze6WTw5jY9vdPNIWQY63c29vDJUbniI1O7VXWhx8vyeS3S7/Tw6LYOvLJo05n2/wiG91qGF\n", "lFwDgQC/+tWvuOeeezhx4gRpaWmcOXOGjz76SJJrDJiUlsS8/GQ+bnBiM+lZGsbq+SvKM/noejeX\n", "23v57Pw8pmTE7vx3s1HP3DuGVP3hA0U0dLm53tVXDpg+gTeuJsob1W1036wrH7zYzpMzs8c1uYqh\n", "hZRcXS5X8K/TokWLgL5dMsX4GamulZNs5vlHSmhyeLCbjRSHcbNtcrqF760s65scYTFinoDJEWOp\n", "2Rn1OorSLRSNcQUvNaldk+y/sLdeR3Dd22hyuH109vqwmQ1k3JG4peY6tJCS62c/+1ns9sF3kIuL\n", "i7l69SpFRUVjbkggEEBRFJlaG6HsZHPEYzljZVZVKJodHt693E5tey+rpmcxJ3/iJgfEioenptPu\n", "8lHd7OTT8/IoyYzut482l5dfVl3j4MV2pmZa+c6jJRSN07KN8Syk/1VDJVaAlJQUDh48OGRybWho\n", "4ODBgxgMBpYvX05BwfCrI+3du5eamhrWrl1LYWFh8PmdO3fi9/d93SkrK2Pu3LmhNFeTtNwzCCe2\n", "gxfb+Pf3bwDwTk0HP396ekyXMkD9a5drT+IriyfhDyhD7po7VjVtPRy8uX9ZTVsPx691D0iuWv5s\n", "joVqXZaqqio2bNgAwPbt21m7du2wx65atYozZ84Met5isfDYY4+p1UQRh2r6bXXd6wvg8iTmOhdD\n", "USOxQt9C5/1ZTbKuRihU+y3ZbLbgz2ZzZF9X/X4/W7duZcuWLRw/fjxaTYtLWp6/HU5sT87MxnRz\n", "RMPiyankp8T+tNZ4v3bTsm18ZVEhhalJPDEji7sLUgb8e7zHpxbVeq79b3j1X64wHKtWrQr+vGfP\n", "njG3ScS+JoebJoeXNIuRyUPcpJpbYOcfn56By+OnIDVpyD25RHQlmw2snZPL49OzsBj1mMa41U6i\n", "UO23dKtWCkRlE7hQEnT/v6AVFRWaeqzl+JYuXUpFRQUfXajju2/U8H92XeDrO6o5XtMw6Hi9Tkdp\n", "ppX2ix9x5vjRmGh/qPGNdPyRI0dipr1Dtu9wJSeOvRdMrOHGF++PI6FTxjimarh66rZt21i3bh2K\n", "orBr1y7WrFkDwKlTp9Dr9YMWgTlz5gzp6ekDbmjV1dUxZcoUAHbt2sXq1auHbcfBgwcTcrUuLamq\n", "7+Q7b9QEH29cWMgz8/IA6PH6cXr82M0GLFHY3ysWtLk8vHWpg7NNTlbNyOKewhTV6qYicsePH+fR\n", "Rx8N+3VjLgsMNwxr0aJFbNq0CUVRWLFiRfD5I0eOoNPpBiTXAwcOUFNTg8VioaSkhGXLlgF9ybWq\n", "qgqA+fPnj7Wpca2iIrSxhA3dbq52uklNMlKWZY2L/6y3YktLMqLXQeDmn/uCm/XUVqeH/zp+g4ra\n", "TpaWpPP5e/PJiqMlBIe7dlX1XfzL0Wt9x9R28POnZ1CebRt0XKwL9bOZaEJKrocOHeKhhx4a8t/u\n", "3Hb7lsLCQp577rlBz2/cuHHQc/2Tb3+3kqwITVO3mxf21XC5vRe9Dn6wqox7J4W/VkCv109AAds4\n", "r6MwNcvK9x6fyjs1HdyVlxycjXWuycWe820A7DnfysLJqTwYR8l1ONe7bk9TDijgkNW7NCWk5Prm\n", "m2/S1NTEQw89RG5urtptEkMIqdfq8AZXiQoocOhyR9jJ9VKri388XE+PV+F/LSnirnEYpH8rNpNB\n", "z/2T07h/8sBtsO8cbBVvkwOHu3ZLS9LZebYVp8fPvAI7k9Pjc4EZ6bUOLaTkum7dOmbNmkVlZSVv\n", "v/02d911V0IvnB2r0i0GbCY9Lm9fOpqVG948e6fHx08OXaG6pW8s6Qv7a/jFupnk2Ce2lzgz18Yj\n", "U9OprOvkwZI0ZuTG31fnoUzPSeZnT03H4faTazfFValDjC6k0QLz5s3DZDLx8MMPs3LlSl577TW1\n", "2yXuEMqdy+IMK3/3xDS+sKCA73yihEXFA3utrU4PZxudXO0ceptpvwKOfoPye7wB/OPQTRwttpxk\n", "M19fWsy/PzObrz9YTE6cJaGR4pucbmFWXnJcJ9ax3lXXqpB6rhUVFZSUlHD48GHsdjtf+9rX1G6X\n", "iND0nOQhV4Zqdnj44du1fNzgDK7if+dxqUlGvvZgEX+5/zIef4A/WR47icxmNox7DViIsQgpuR48\n", "eJBHHnmET33qU7KwygQZa13ramcvHzc4AXB6/FTWdQ6ZhO+dlMq/fmomAaVvtaXxGG2g9ZqdxJeY\n", "Qq65zps3T+22CBUlmw0DhjkVpg5/8yQ/AVbuF+Ov2eHhSkcvyWYDZVlWzc/0CrnmKibWWOtak9Is\n", "vPTkNB4qSeMriyZxf1HK6C8aJ1qv2Ul80Ory8sN36vjzvZf4+o5qjtV3jfqaeBdSz7Wrq4t9+/bh\n", "dDrZsGEDO3fuZN26dWq3TUTJx9e7+cXRa6RZjPzh4kkxv0RfrAgoCpdae2hzeSlMTRpyrQMRmhan\n", "h49vOABQgN3nW1kSxo4Z8SiknuvevXt5+umnSUtLw2iMn4WVtSScupbT4+folU5+d6KBE9e7+WnF\n", "FS629vDBtW7+5b1reP2xtUxfrNbszjW5+OMd1Xx3Xw1/uvsC9R1Dj7IYTazGFy2hxGc3G0hNun2/\n", "Zl4CLHIeUqa0WCwDFk6Rm1qx7VSDg+/u65ujb9Lr+IMFBfyy6joAHb0+/AEFjUzPV9XpRgfem0Xq\n", "NpeP611u6b1GaFKahR8+MY2jV7rItZu4d1LslKXUElLP1ePxDHgcCMRWzycRhFO3u9xvQWlvQCHN\n", "YkRH395Kf7hoUswtfBKrNcmSfnuRmfQ6MiNc3jBW44uWUOMry7Lx2XvyWVGeRaYtNob4qSmknmtu\n", "bi4VFRX4fD7ee+89iouL1W6XGIN5BXZMeh3egEK2zcTMnGR+9elZGPU68kcYJXCL2+enuqUHh9tH\n", "SYaVghBeo0Vz8pL5waoyatt7mJNrpyxLatUidCEvOXjmzBlqamq46667KCkpUblZ4ZMlB28LKAo1\n", "rT209fTdiAl3M7m3L7Xxg7fqACjPsvLiY1PJnuApsEJMFNWXHJw9e3ZwPYH+66yK2KPX6Zg2hqXr\n", "9l9oC/58obWHFpdXkqsQYRoxuW7ZsiW4i8CtOquiKFy4cIFvf/vb6rdOBI3nmpkLilI5drUbgCyb\n", "kTSVt97W+nqgEl9iGvF/jd1uZ+XKlVRWVmIymZg/fz7Hjx8nPV3b49MS3SfKMsizm2nr8XFXfnLC\n", "1lyFGIuQaq6vvvoqn/70p4OPb23hEkuk5iqEUEOkNdeQhmLducGgDMUSQoiRhZRcA4EALS0tALS0\n", "tOD1elVtlBhMy2MltRwbSHyJKuRVsfbu3YvD4SA5OXlAiUCIeNTj9XO60cmFFhdz8uzMzkvGGAeb\n", "OYr4Meatta9evTrsDrDjSWquIhzHr3Xx/J5LAOh18NM105kZ5rY4IjGoWnMdyfvvvz/WUwgx7hq6\n", "b0/pDih9S+IJEU3aXq1WQ7Rc15qI2KZlWbEY+z7+6RYjRWnqDTfT8rUD7ccXKVk/UCSk6TnJ/HTN\n", "dFpdHvJSkiiW1a5ElElyjRNangEzUbFNzbIydRwWY9HytQPtxxcpKQsIIYQKJLnGCS3XtbQcG0h8\n", "iWrMyTUWhmGJ8dHm8tLi9DDG0XtCJIQxj3ONFTLOVV1nGx18/81aen0B/uzhKSwsSh00LVoILZqw\n", "ca5C+xxuHy8dqqfZ6aXb7ef7By7T6PCM/kIhEtiIowXefvttFixYwC9/+ctBi2N7vV7Ky8ultzhO\n", "JnrNzP6dVJ1ORzT7rBMdm9okvsQU0lCs0tJS1q5dO+j5V199VZJrArAnGfnGQ8X8zVt9ZYE/XVZM\n", "ruxMIMSIRkyuDz/88MgvNsow2fEy0T2DWbnJ/Oyp6QQUJeo7d050bGqT+BJTSNkxIyNjyOdlR4LE\n", "km6NbGtpIRJRSDe0li9fPuTzo/VsRfRoeSyhlmMDiS9RyWgBIYRQwYjjXLu6ukhNTaWrq4sDBw4A\n", "YLFYePzxx2Ou3irjXIUQalBlnOtbb70FwK5du1i9ejXr169nyZIlbNu2LbJWjiAQCOD3+6N+XiGE\n", "mAgjJtdbnVqbzYbZ3HeHOD09HZNp9BsbDQ0N/OY3v+Hll1/mxo0bIx67d+9efvGLX9DY2BjxObRO\n", "y3Wt8Yit1emlyeEhMAETErV87UD78UUqpJrrnT1Kt9s96muqqqrYsGEDzz77LEePHh3x2FWrVg15\n", "cyyccwgxnNONDv5o2zm+9OpZDtd24g9oYsa3iHEjJlePx8PmzZsH9FQvXbpEXl7eqCe22WzBn2/1\n", "esMVjXNohZbHEqoZm8Pj4x8q6uno9dHrC/A3b9XSNM5Td7V87UD78UVqxLtSn/nMZwY9V1paSllZ\n", "2agn7n+fLJQyglrnEIlNjw5Tv11dDXodst6MGA9h3/LX60MbvdW/lBDp6knhnqP/HOdbdSCtPP7n\n", "f/5n5s6dGzPtiebj/jU7Nc7/xw8V88O3+6bufmNpMXl2s6bim+jHWo8vUiEtOeh2u3n99deDj598\n", "8kmSkkbe0G3btm2sW7cORVHYtWsXa9asAeDUqVPo9Xpmz5494PgzZ86Qnp5OYWHhqOcYitaHYml5\n", "cYzxiK3b7cMfUCZklpmWrx1oP75Ih2KF1HPduXMnq1atwm6343A42LFjB88888yIr1m0aBGbNm1C\n", "URRWrFgRfP7IkSPodLoByfXAgQPU1NRgsVgoKSlh2bJlI54jEWn5wzsesaUkTdy4bC1fO9B+fJEK\n", "6RNnMpmw2+0A2O32kOqfhYWFPPfcc4Oe37hx46Dnhkucw51DCCFiXURDsQKBgCqNEcPT8lhCLccG\n", "El+iCim52u12qqurAaiurg72YoUQQgwt5D20Dh8+zLVr1ygqKuKBBx5Qu11h0/oNLSHExFD1hhbA\n", "kiVLwj65EEIkqrCXHKyrq5Oa6wTQcl1Ly7GBxJeoQkquP/rRj6irq2P37t1cu3aNHTt2qN0uIYSI\n", "ayEl1xkzZgR3f5XywMTQ8lhCLccGEl+iCqnmemsolsFgULUx8eJ6lxunx09Oskn2lRJCDCmknqvD\n", "4WDfvn0hLdiidRdbXHzttfN8dft5fvzuFVqd47PCkpbrWlqODSS+RBVSz3X9+vU0NjZSWlrKiRMn\n", "EvqG1qHaDrrcfT35o/VdXOlwk5Wc2MshCiEGCym52mw2SktLAbj77ruZNWuWqo2KZdOyrBj1OnwB\n", "Bb0ObObx2eNRy3UtLccGEl+iiigz7N27N9rtiHnXOnv5pyP1HLrcwXcfLWHR5BReWFHK1EzrRDdN\n", "CBGDIkquiVYW8PoD/Pv719l+uoW3azr4yaF6/veDxTwwJR2TYXx6rlqua2k5NpD4EtWIZYEXX3yR\n", "jRs3smnTJoqLi4PPnzt3jrVr16reuFjh9SvUd9zeN6yj14fHl1h/YIQQ4Rkxub7wwgsAlJWVDUim\n", "27dvV7dVMcZmNvD79xXwvYOXCSjw2fl5ZNnGdwiWlutaWo4NJL5EFdINrcWLFw94nJ6erkpjYtmi\n", "4jT+ae0MvAGFojQLVrOM+RVCDC+kgmF+fv6Ax0Ntg611Rr2OqVk2ZuQkkzwBiVXLdS0txwYSX6Ia\n", "n7sxQgiRYEJezzXWjXU9116vn/YeHxaTngyZ0iqEuEn19Vy1zOH2seVUM5s+aqAoLYnvPlrKlAwZ\n", "vyqEiJyUBYC6jl5+82EDAQWudLh5o7p1ops0iJbrWlqODSS+RCXJFTDodAMeJxllJIAQYmwkuQIl\n", "GRa+/uBkcpJNLJqcyoppGRPdpEG0PJZQy7GBxJeopOYKWEwGVs3I4sGSNCxGPRaT9FyFEGMjPdeb\n", "DHod6VZTzCZWLde1tBwbSHyJSpKrEEKoQMa5CiHECCId5yo9VyGEUIEk1zih5bqWlmMDiS9RSXIV\n", "QggVSM1VCCFGIDVXIYSIIZJc44SW61pajg0kvkQlyVUIIVQgNVchhBiB1FyFECKGSHKNE1qua2k5\n", "NpD4EpUkVyGEUIHUXIUQYgQxt4dWQ0MDBw8exGAwsHz5cgoKCsI+dufOnfj9fgDKysqYO3euWs0V\n", "QoioUq0sUFVVxYYNG3j22Wc5evRoRMdaLBbWrl3L2rVrEz6xarmupeXYQOJLVKr1XG02W/Bns9kc\n", "0bF+v5+tW7eiKAqlpaXytV8IETdUS679S7kmkymiY1etWhX8ec+ePVFsXfzR8j5FWo4NJL5EpVpZ\n", "4FatFEB3x+6qkRw7WoKGgV9PKioq5LE8lsfyOCqPI6HaaIFt27axbt06FEVh165drFmzBoBTp06h\n", "1+uZPXv2qMfW1dUxZcoUAHbt2sXq1auHfT+tjxaoqKjQbA9By7GBxBfvYm60wKJFi9i0aROKorBi\n", "xYrg80eOHEGn0w1IrsMdW1dXR1VVFQDz589Xq6lCCBF1Ms5VCCFGEHM9VyGirabVxb4LbaRZjDw8\n", "NYOC1KSJbpIQw5Lpr3FirMX1WBZKbM1OD995o4atp5r5j/dv8JsPG/AF4uNLl5avHWg/vkhJchVx\n", "occboMXlDT6+0OrC4wtMYIuEGJkk1zih5buxocSWZTOxZlY2ADrg9+blYTMbVG5ZdGj52oH244uU\n", "1FxFXEg2G/j9+wp4pCwDs0FHaYZ1opskxIik5xontFzXCjW2VIuRu/LtTM9JxmSMn4+ulq8daD++\n", "SMXPJ1QIIeKIjHMVQogRyB5aQggRQyS5xgkt17W0HBtIfIlKkqsQQqhAaq5CCDECqbkKIUQMkeQa\n", "J7Rc1xottjaXl0OXO9h/oY3rXe5xalX0aPnagfbji5TM0BIxzR9Q2HqqiVc+bgJgeraV7z1eRoZt\n", "9J0phJhI0nONE1qevz1SbD1eP0eudAYfV7f04PD4hz0+Fmn52oH244uUJFcR02xmA49Nyww+vr8o\n", "hVSLfOESsU+Sa5zQcl1rpNj0Oh1PzMrmB6vK+MvHSvn60mLS4iy5avnagfbji1R8fUpFQkpNMrKg\n", "KHWimyFEWGScqxBCjEDGuQohRAyR5BontFzX0nJsIPElKkmuQgihAqm5CiHECKTmKoQQMUSSa5zQ\n", "cl1Ly7GBxJeoJLkKIYQKpOYqhBAjkJqrEELEEEmucULLdS0txwYSX6KS5CqEECqQmqsQQoxAaq5C\n", "CBFDJLnGCS3XtbQcG0h8iUqSqxBCqEBqrkIIMQKpuQohRAyR5BontFzX0nJsIPElKtX20GpoaODg\n", "wYMYDAaWL19OQUFB2MeGcw4hhIglqvVcq6qq2LBhA88++yxHjx6N6NhwzqF1Wt4bXsuxgcSXqFRL\n", "rjabLfiz2WyO6NhwziGEELFEteTafxCCyWSK6NhwzqF1Wq5raTk2kPgSlWo1V7/fH/xZp9NFdGw4\n", "50hPT+f48ePhNjNu2Gw2zcan5dhA4ot36enpEb1OteTa09MD9PU+b/0McOrUKfR6PbNnzx712OGe\n", "H8p9990XtbYLIcRYqZZcFy1axKZNm1AUhRUrVgSfP3LkCDqdbkByHe7Y4Z4XQohYp5kZWkIIEUtk\n", "EoEQQqhAkqsQQqhAkmucCgQCA0ZTCCFii2o3tKItGtNpY1k4bd67dy81NTWsXbuWwsLCcWxl5MKJ\n", "7/Tp05w/f55AIMDixYspKioax5aGL5zYDh8+TGNjIwDFxcVxMcol3P9PPT09/PSnP+X3f//34+Lz\n", "GU58O3fuDHZqysrKmDt37vAnVuLEa6+9Fvx527ZtUTs2VoTb5tOnTyvXrl1Ts0lRFU5877zzTvDn\n", "119/XbU2RUukn7c33nhDjeZEXbjx7dmzR/nggw/i5vMZTnz79u0L+bxx03ONxnTaWBaPbQ5HOPEt\n", "W7ZM7eZEVbjXrra2li1btrBu3To1mxU14cTX3t6OzWbDYrGo3ayoCSc+v9/P1q1bURSF0tLSEdeQ\n", "jpuaqxKF6bSxLB7bHI5I4tu/fz8LFy5Uq0lRE25sJSUlfPWrX+XYsWNqNitqwomvoqIi7hZyCSe+\n", "VatWsX79ej71qU8FyzvDiZueazSm08ayeGxzOMKN75133qG8vJzs7Gw1mxUVkVw7i8VCSkqKWk2K\n", "qnDia2xsZMeOHTQ1NVFSUhIXNddI/++NlojjJrlGYzptLAsnvngUTnyHDh0iLy+PkpKS8W5mRMKJ\n", "ra2tjczMzODx8SCc+L70pS8BcObMmYjn5I+3cOKrq6tjypQpAPT29o543rhJrtGYThvLwonvwIED\n", "1NTUYLFYKCkpiYsaZajxNTU1UVlZycyZMzl37hzd3d187nOfm6hmhySca1dZWYnb7QZgwYIF497W\n", "SIQTH/T9AamoqIibnms48dXV1VFVVQXA/PnzRzyvTH8VQggVxM0NLSGEiCeSXIUQQgWSXIUQQgWS\n", "XIUQQgWSXIUQQgWSXIUQQgWSXIUQQgWSXBPIiy++GLVzvfLKK2zfvp3t27fz2muv0dXVNeDfd+3a\n", "NeTrfD4fO3bsYPv27WzevJnq6uqI3v+DDz7gX/7lXyJ6rZYN93u/0xtvvMGWLVtUbk1ii5sZWmLs\n", "Nm7cGLVz6XQ61q5dO+y/Dzft+NixYyxbtiw4NfI3v/kN06dPD/v977vvPurq6sJ+ndaFOt175cqV\n", "bP1u0ZcAAAUSSURBVN26VeXWJDZJrgmgoaGB9957j0uXLvHNb34z+LzL5WLr1q3Y7XYMBgPnz5/n\n", "T/7kT4L/vm/fPhwOBwaDAa/Xy5o1a0hKSgIgKSmJLVu2YDAYcLlcrF69mtTUVHw+H3v27OHcuXNs\n", "374dgPLycubMmQPAAw88MKBt4SyUceDAAdra2jAajRgMBgKBQPDfzp8/z0cffYTVaqW3t5cFCxYw\n", "depUbty4wX/+539SXl7O+vXraWxs5OWXXyYnJ4dnn30Wo3H4/wJ79+7l/PnzZGRkkJqaisvlYt68\n", "edx1110jvif0LSu4b98+5s2bR21tLWazmdzc3OCKUZWVlTQ3N2MwGILTYT/96U+P+juora2lsrIS\n", "u92OXq+npaWFL3zhCwC8++67A37vGRkZLF++HOj7xrBt2zb0ej2KosTFAvJxL+SVX0Xce+WVVwY8\n", "rqmpGbBgc21tbfDnyspK5fz588HH3d3dypYtW4Y8r9vtHvRvd77XUHbs2KHU1dWF1PbTp08rR44c\n", "CT5ubm5W/vZv/1ZRFEVxOp3Kr3/96wHHb968WfF4PIqiKEpjY6Ny4MCB4L9t2rQppPdUFEX50z/9\n", "U8Xv9wcf/+53v1NcLteo73mrzT//+c8Vt9s94Ljz588rR48eDT4OBAJKZWVlSO15/fXXB/zO+l8z\n", "RRn+975z506lubk5+Pjo0aPK5s2bQ3pPERnpuSaw0tJS/H4/b7zxRnDZtVsr/ly7do0lS5YEj7Xb\n", "7cOeJ9zFvX0+H1u3bmXZsmXk5+eH9JoLFy6wcuXK4OPs7Ozg9i+NjY10dXUFe2zQt2JRe3s7ubm5\n", "5Obm0tzcDPT14sPptc2dOxe9/vatienTp3P9+nX0ev2I73nLJz7xiUG/n+rqah577LHgY51ON+B3\n", "PZInnniCY8eOcebMGXw+H7m5ucFrNhKHwzFg+cb58+dz5cqVkN5TREaSawI7ceIEd999N9OmTQP6\n", "9ne6taRaUVER1dXVwXqow+EIvi4QCHD58mXKysoA6OjoCHnleafTydatW1mzZk1YS9KVl5fz0Ucf\n", "sXjxYgCam5upr68HoKioiLy8vAE14P4lA+ir0b7//vvU19ezZs2akN/31KlTBAKBYIK9ePEiq1ev\n", "xmAwjPqeiqIMWfaYOnUqJ0+eHLAqVv/f9Ug+/PBD7r///uDj3/72tyEtKJ6cnExLS0swwR4/fjxu\n", "ljyMV7IqVgJ4++236ejo4OTJk8Ge2KpVq9i1a9eAXhnAU089FXzuVs1Vr9fj9Xp56qmngjXXt99+\n", "m8bGRpKSkvB6vaxbt25A/fLdd9+lra0NvV6Pz+djyZIl5Ofn8w//8A8UFBQEe3N31oFHsn//ftrb\n", "27FYLPT29tLU1MTixYtZsGAB9fX1HDt2LNgGh8PBmjVrBixI/atf/Yr8/HyefPLJkH93//qv/4rd\n", "bsdiseD1ern77ruZOXMmwIjvWVVVxUcffQRAbm4ukyZNGpAU33rrrQG/nxkzZjBv3rxR2/OLX/yC\n", "goICFEUhEAgMqONCX5I+ceIESUlJwa1I5s2bh8/n49VXX8VkMqHX67Hb7Rw7dozPfvazcbNubryR\n", "5CrECDZv3swzzzwz0c0QcUjGuQoxjL1793Lu3Dl279490U0RcUh6riIm1NbWBr9G36mkpGTUVd/j\n", "5T1H4nA4OHjw4JC1ULvdHje7aog+klyFEEIFUhYQQggVSHIVQggVSHIVQggVSHIVQggV/P+LKH7a\n", "k6TZyAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.471036\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4U+eZ+P2vdlmW933BC8ZsAUICCYQQyEICSSAFmrZJ\n", "mbbTmWa2Ttvpvs2W7p2Zdqazts3M+7bTaWmTsCSsgTgNiYFgEgJhCYsBm9X7Lln7+f1hEDbYsiTr\n", "yNLx/bmuXvURR0fPbSm3H93nWXSKoigIIYSIKf14N0AIIbRIkqsQQqhAkqsQQqhAkqsQQqhAkqsQ\n", "QqhAkqsQQqjAqNaFm5qaqKmpwWAwsHTpUoqKikY8d9++fTQ3NwNQVlbGvHnzIr6GEEIkEtWSa11d\n", "HevWrQNg8+bNrF69esRzFy1aFPx5165dUV1DCCESiWplAZvNFvzZbDaPen5DQwM/+tGPmDJlStTX\n", "EEKIRKFach088ctkMo16fkVFBZ/+9Kc5ePBg1NcQQohEoVpZwO/3B3/W6XRhPcdqtZKWlhbVNXbt\n", "2oXBYIiwlUIIEVpmZmbwPlAkVEuu/f39wEDv8/rPAMeOHUOv1zNz5szgYx0dHWRnZwfPH+0awzEY\n", "DNx5550xa78QQgAcOnQoquepllwXLFjA+vXrURSFZcuWBR/fv38/Op1uSHLdu3cvbrcbgPnz5496\n", "jYmotraWxYsXj3czVKHl2EDim6hUS67FxcU8/fTTtzz+zDPP3PLYqlWrIrqGEEIkOp1WlhysqamR\n", "soAQIuYOHTrEQw89FPHzZIaWEEKoQJJrkqitrR3vJqhGy7GBxDdRSXIVQggVSM1VCCFCkJqrEEIk\n", "EEmuSULLdS0txwYS30QlyVUIIVQgNVchhAhBaq5CCJFAJLkmCS3XtbQcG0h8E5UkVyGEUIHUXIUQ\n", "IgSpuQohRAKR5JoktFzX0nJsIPFNVJJchRBCBVJzFUKIEKTmKoQQCUSSa5LQcl1Ly7GBxDdRSXIV\n", "QggVSM1VCCFCkJqrEEIkEEmuSULLdS0txwYS30QlyVUIIVQgNVchhAgh2pqrUYW2CCHEuOr3+jnT\n", "5qTP46cyK4WidEvc2yBlgSSh5bqWlmMDiW887G/s5kvb6vn73ef5ds152hyeuLdBkqsQQnNePdMR\n", "/Lm+vZ92pzfubZDkmiQWL1483k1QjZZjA4lvPNxdlh78Oc9mIsMa/wqo1FyFEJrzwOQs8u1muvp9\n", "3FaQSmGa1FzFCBKxrhUrWo4NJL7xkJFiYlF5Jo9Nz6U8K2Vc2iDJVQghVCDjXIUQIgRZW0AIIRKI\n", "JNckkYh1rVjRcmwg8U1UklyFEEIFUnMVQogQpOYqhBAJRJJrktByXUvLsYHEN1GpNkOrqamJmpoa\n", "DAYDS5cupaioaMRzjx8/zqlTpwgEAixcuJDS0lIAtmzZgt/vB6CqqorZs2er1VwhEpaiKLzf4uDN\n", "hi4qslK4e1I6WSmm8W6WGIVqybWuro5169YBsHnzZlavXj3iue3t7axduxaA7du3B5Or1Wrl4Ycf\n", "VquJSSUR52/HipZjg7HH19Dp4qvb63H7B26P/NXiSTw2PTcWTYsJrb9/0VItudpstuDPZrM55LlL\n", "liwZ9nG/38/GjRtRFIXKykq5YSUmpF63L5hYAc62O8exNSJcqtVcBw9CMJnC+wqze/du7r777uDx\n", "ihUrWLt2LR/84Adpbm6OeRuTiZbrWlqODcYeX2GahRn5A50Vk17H0slZsWhWzGj9/YuWaj3X67VS\n", "AJ1ON+r5e/bsobq6mtzc4b/uhJOga2trg19Rrr/hWjk+evRoQrVHjuN3nG8384fTzPROTaUkL5vK\n", "7JSEat9EOI6GauNcN23axJo1a1AUha1bt7Jq1SoAjh07hl6vZ+bMmcFz33zzTfLy8pg+ffqQazQ2\n", "NlJeXg7A1q1bWbly5YivJ+NchRBqSLg9tBYsWMD69etRFIVly5YFH9+/fz86nS6YXFtaWti7dy/T\n", "p0/n5MmT9Pb28rGPfQwYSK51dXUAzJ07V62mCpFQelw+HB4/aRYDdossuZysZIZWkhhc8tAaLccG\n", "kcXX1OvmR29c4MjVPpZWZvKnC0rItYe+ITzetP7+yQwtITTgeLODI1f7ANhzvovTMjIgaUlyTRJa\n", "7hloOTaILD6TXhfyOBFp/f2LlhR0RNLwBRROtzpp7nNTmm5hSq4trJEoyWRmQSorp+dw4GIPy6qz\n", "qc5NHe8miShJzzVJaHksYbixnWp18IWtp/n+7xv5/NYznG3vV7llsRHJe5ebaubPFpbyH6un8Qd3\n", "FJKZkvj9Hy1/NsdCkqtIGpe63ASu3X71+BWaet0hz7/Q5eKtC92caXMSSKL7tmajnswUEyaD/OeZ\n", "zBL/z6IAtF3XCje20kwLeh0EFDAbdCG3S77Q1c+XttXT1e/DpNfxj49XM7NgfL5ia/m9A+3HFy1J\n", "riJpTMtL5ccrp9Lc56Yk3UJVzshbJl/p9tDV7wPAG1A42eoYt+QqJib53pEktFzXCjc2o17HzIJU\n", "HqjKZmpeasibWTmppiF32sszrWNuZ7Ti/d65vH7evdzLtvfbONXqQO2h7Fr+bI6F9FyFJlXlpPBP\n", "j1dzstVBWaY14l6rP6Dg8PqxGfUYE7T26Q8oGIYZqnW82cHXd54FwGLQ8S9PTKUqx3bLeUJdklyT\n", "hJbrWmrEptfpmFGQyowoSgG9bh9bTrSx60wHd09K58Nz8slNjW6WlKIoFM24k3cu9VCcbqEo/Uad\n", "2BdQONvupNvlozTDSnH6yDXkwZweP2+e7+KV0+3cU57Bw9U5Q0YVDF6S0O1XaHN6qcqJqvlh0fJn\n", "cywkuYpx0+vycaHbhUmvpzLLismYGD3E061OfvHOVQA2H29lVkEqSyZHl1zfb3Hw5e31eP0KJelm\n", "vrtiSjCJvne1j2/srCegwKQMC99dURXyJl2wfW1OfvTmBQCONTsoybCwqDwz+O8zC+zBG38ZViNF\n", "YVxTxJ4k1yShtfnbDo+f/3u3iU3HW9EBX72/nAenZI93swDw+ANDjt03HUfinUu9eK8tdH25x8OV\n", "Hncwue5t7AoOLbvY7aa51xNWcnV6/EOOe11Dj2fkp/KTJ6bS7vRSkm6hTOV6s9Y+m7GSGF0FMeF0\n", "Or1sOt4KgAKsP9xMn8c3vo26ZkqujXvLMwCYlmfjtgJ71NeqyL6R2Ex6HZnWG/2ZmXk36qA2kz7s\n", "CQOV2SlMu/bcojTzLfVkg17HtLxUFpVnUp418ogKoS5ZFUuMizaHh8++dJo2pxeAB6uy+OKSsoQZ\n", "ON/r8tHt9mE3G8gMsRmgL6Bwps1Ju8NDSYaVyuyhyazX5ePdK72c6+hnfmk6MwtS0V8b5dDj9nHs\n", "ah9Xet3MKbIzNYKpru0OD539PjKsRvISfNWsZJdw67kKEUpuqpnvrKhix8l2MqwGHpqSnTCJFSDN\n", "aiTNOvp/HidbHHxp2xkCCqRZDPx4ZfWQ3mKa1ciSyVksGWZrlnSLkUUVmbc8Ho6cVDM5Ud5kE/GR\n", "OJ9mEZIWxxJOzk7h04tKmeq7OOQuejJ5v8URrJv2uv009XpuOUeL791gWo8vWpJcxbjzeG5NSMli\n", "8Cwxq1FPbmp4m3EK7ZOaqxBj4PL5OdXipLnPQ0VWClPzZLC+1kjNVYg48AcUFEUJztqyGg3cXpw2\n", "zq0SiUjKAklCy3WtZImtsdPFt2vO842dZznZ4gj7eckSX7S0Hl+0JLkKEQaX18+/77vIvsZuDl/t\n", "469fOUtrX/LWioX6JLkmCS3PgEmG2LwBhfZrY3JhYGSANxDe7YpkiG8stB5ftCS5CtV1Or28famH\n", "o1d7cdw0dTNZpFmM/OmCkuAyhp++p5Rcm4wMECOT5JokkrWu1ef28d8Hr/CNnWf54rZ6dp1ux39T\n", "jy9ZYrtrUjo/XTudn6+dziPTsjGHudBMssQXLa3HFy1JrkJV3S4fu890BI9fOtGGw5ucvVe9Tsek\n", "TCsV2SlYjYbxbo5IcDIUK0kka13LZjZQmWXlfKcLgNuL7KTc1OMLN7Z+78AMKJNeR0mGJapttS90\n", "uuhyecm3m8NagSoWwo2vpc/DO5d66PP4WVCWofpqVrGSrJ9NtUWVXPv6+rDbo18pSEwcWSkm/vqh\n", "St6+1EOKSc+dJelRrSHg9vnZ+n4bz9VdwWTQ8a2HJzOvND2ia9S3Ofny9nocHj+lGRa+/chkSjIS\n", "I4H5AwrPv9fMyyfaANh2so0fPV6dtOsHnG51cLTJQXG6mVkF9rDWadCakJ/yEydODPu/3/zmN/Fq\n", "n7gmmetakzKtrJmVz4ppueQPs4JTOLG19nl5ru4KAF6/wnN1V+iPsLxwrMkRvKF2qdvNxe7QW3PH\n", "SjjxuX0B3rvaFzy+0uPB4Y1+Hdl4ujm+hs5+vry9np8duMzf7T7P25d7gIGVvA5f6eV0mxNfmCMt\n", "klnI5Lpv3z70ej3nz5/nwIEDeDwe3nrrLbKzE2NRYzFxGA06bKYbH9f8VBPGYfaPCqUg7UZi1+sY\n", "srbqeLOZDay+LS94/MDkTLLCXN810XT1++gf9IfhZIuT7n4vP37zAl/ZXs9nXzrFoWsJV8tCvntP\n", "PfUUdrudw4cP88lPfhKAuXPn8rvf/S4ujRM3aLmuFU5shWkWvreiiv//7atkWo18fF5RxOWFWQWp\n", "fHVpOceb+1hUkRlya+5YCve9e6Aqi7JMK25fgMrsFNIsyZFcb46vMM1MSbqZyz0e9DpYWJZBc5+H\n", "g5d6gYHtZ7acaOPuSRnj0dy4CfnuXa+rms1Dv8rdfCxEPMwssPODR6eg0xFccDoSaVYjD1Vn81B1\n", "bL55tTs81Lf3YzLomJprwz7GZJhiMjCrMPp7GW6fnw6nD4tRT/Y4jsEtTLPwneVVXOp2k5lipCrH\n", "RlOvG7vZQN+1ssyM/Mg3jkw2YX0anE4ngUAAvV6P3++nt7dX7XaJm2h5n6LhYrteg2zs7CffbqY6\n", "N4WidOuwW0mPhz63j58duMzr57oA+KP5RXxoTsGw7VPrvWvu9XC+s58MiwGbycDr57tYf7iJwjQz\n", "f7ds8i27IqhluPhKMqxDbhaWZlj5waNVvHG+i6I0MwvLtN1rhTCT66OPPsr//d//YTabcbvdPP74\n", "42q3S0xwx5r6+OYrZ4GBdVL/clEpOalmzAY9Xn+Ayz1uUKAkwzIuOxh0u3zBxAqw41Q7j03PJT1O\n", "ddx2h4fv/f48Z9r6+bOFJTg8fn79bhMwcDPs5ROtfG5xmSqvrSgK9e39NPd6KEo3YzKF10uempfK\n", "1Dzt91ivC+uTkJOTw8c//nG12yJC0GqvFYbG1uf20e3yUd/uDD7m8gXo7Pfh8QUw6HTsOdfFP+5p\n", "BOBLS8t5sCor7j3aVLOBaXk2TrUOtHNeSRoppuGTvBrvXbvTx/stTiqyrBy52kf1TfXjFJN6kxxO\n", "tzn5wtYzeP0KVqOef141W7XXSmZR/ZltamqisLAw1m0RE1yH08tzdZepqe/k84snodcN3Pywmw1U\n", "56Zgtxhpc3j4r7cucX0gz3/uv8QdRXZy47xJX2aKia/dX857V/uwGPXMLrSr1oN2ePy0O7xYTfrg\n", "ULZ0q4FcmwmHx0+OzcSbDV18/M5Cdp5uZ1Kmlcem56jSFoCLXe7gduEu38C3iKocWST8ZmEl1+PH\n", "j3PbbbcFj/ft28fatWtVa5S41USouZ7r6KemvhOAF4628NcPVeLy+ilKszDt2g0Qs0FPrs1Er3vg\n", "xkiuzYjJOD512JvriiMZy3vX6/bxf4ea2HS8lcwUI99bXsWUXNvA6IlHq3jvah+lGRZMeh2Xulx8\n", "/f4KKrNTsJnV67kWpZnRMbAlukEHKQGXaq+VzMJKrmfOnBmSXI3G5BgiIpKL2XAjSV7qduP0+Hlk\n", "6tAeWLrVyNceqOCX71xFURT+cH4xGVbtrk51scvFpuOtwMD40S3vt/H5+wZqqRVZKVRc22n2zpJ0\n", "AooS1SiKSE3Ns/GjldVc6nZRlmml78L7UFWk+usmm6iyZCCQHDNHtESrvVa4EVtVjo0/X1jClvfb\n", "uL3IztwRtk+pzE7hb5dVAtENyYq3sbx3ZqM+WB4ByA4xsSBevwuTQc+sQvuNYWMFd8XldZNNyOS6\n", "detW+vv7OXnyJF7vjYWCCwoKRr1wU1MTNTU1GAwGli5dSlHRyH/Zjh8/zqlTpwgEAixcuJDS0tKI\n", "ryGSX6rZwAduy2PZlGysJv2QGqaiKDR2unB6/RTYLeRMkF1WyzOtfPPBCn79bjOV2dZbevIicYVM\n", "ritXrgRgy5YtrFq1KqIL19XVsW7dOgA2b97M6tWrRzy3vb09WMPdvn17MLlGcg2tmwg1VxjofQ23\n", "yMe7V3r5213n8PgVHp2Ww4dm51OaIKtGdfV7Od3qxKcoTM21kXvTYitjee9MBj33VWYxvzQds0Gf\n", "MON8B9PyZ3Mswh7nGimb7cbdw9FmdC1ZsmTM1xDa5Q8o/PZwM55rd6h3nGpnwaT0kMnV7fPj9Su4\n", "fAG6+n2kW43DLhozVl5/gI3HWvntkWYA7qvM4POLy8Y8W+tmag6tEuoI6xMQzQ0sRbmx6k24g4x3\n", "797N3XffPaZraJWWewajxWbQ6yhKM3P46sCx1agPuWjLhS4X/7nvEvNK03itvoOzHS6K0818+5Eq\n", "JsW4t+vw+Kmpv7EYeO35bj51l39IctXyewfajy9aYQ3M2759OxcvXqShoYHf/OY31NfXj/ocv//G\n", "cnDhLGq8Z88eqquryc3Njfoag5c+q62tlWMNHT9ckcKKqdncUZzGZxaVYvP3Dnu+P6Dwi4NXOHSl\n", "F7cvwNmOgWFCV3o8HL7YEfbrhXtsMxlYWH5jKufc4jRSzYZx/33JcWyPo6FTBncPR7B582aeeOIJ\n", "Xn75ZVavXs3zzz/Phz/84ZDP2bRpE2vWrEFRFLZu3Rqs2R47dgy9Xs/MmTOD57755pvk5eUxffr0\n", "sK4xnJqaGu68887RQklatbWJWdc61+6kuc9Dvt3M5OyUqHYHCDc2t9dPn9ePxaAP9gwvdbvo7PdR\n", "kGoiP82Czx/g6zvPcuRqH8/cXRxcAxbg6w+Uc2dxGhkpsf0W1Obw8H6LA69fYWZB6i07HCTqexcr\n", "Wo/v0KFDPPTQQxE/L6zv+3q9Hr1ej9U68JXKYhl9e4wFCxawfv16FEVh2bJlwcf379+PTqcLJteW\n", "lhb27t3L9OnTOXnyJL29vXzsYx8LeQ2RGM62D0yD7PcGsBh0/Ghltapzxy0mA5ZBtcez7U6+sr2e\n", "Xref8kwLf7tsMpMyrfzRXcX89StneftSL3+6oIR9jV1My0vlzfNdNPd6eGpubGcX5qaaua9S7gmI\n", "ocJKrh6Ph76+vmByDaOzS3FxMU8//fQtjz/zzDNDjvPz8/na174W0TUmokTsGVzqdgcXRXb7FS52\n", "u6NKrtHGdrTJEZyp1djl5mhTHzk2EzPyU/mvNdPx+hUCgQB1F3sGEmufh6ZeD6tvy8MaxxtEifje\n", "xZLW44tWWDXX4uJiNm/ezMKFCzl27Bjnzp1Tu10iCeTbzVy/r6QDCuI8vz9/0FhXHQM3ly52u4Jt\n", "K8mwYLcYcfn8NPd5ALi/KiuuiVVMXGHVXAfz+Xz4fL5gLzZRSM01/nwBhVMtDs539lOelcL0PFtU\n", "i5dEG1uPy8euMx283+xgRkEqNWc6+PLSMibftIjI1R43Z9qcpJj0TM9LjetmefVtTraeaKYgPYUH\n", "qrLituNsPCXiZzOWVK25DnmC0ThkaNbhw4eZO3duxC8skp9Rr+O2Qju3jWH1/LFItxq5tzydNoeH\n", "1+s7+OgdhZRl3bpAdFG6haL0+Ce15l43X995lm6XD+ii1eHlM4tKgzf9elw+3r3SS2Oni/mlaczI\n", "T43qhqBITGP+E97Q0CDJNQ603DMYS2xF6QM3sDy+QFgD96/2uGl1eMm2GSlVeVttpzdwLbEOqG9z\n", "4g0owQVqDl3u4Xu/H1iX9vn3mvnXJ6YxOU77esWSlj+bYyHLW4mkZzboMYdRjrjY5eIbO+tp7vOS\n", "YTXyw8emMFmFrVC8/gBn2py0Orx87f5yfrL3Im5fgI/cXjCknWev7b+17o5C/AGFVoeH4gwzVqPU\n", "hLVAkmuS0HJdK16xNXa6aO4bWICo2+Wjvs2pSnI90ezgqzvqCSgD23f//YOTSEuxUp41tKd8d1kG\n", "Br2Obe+30eoYaNffL6tkUUVmzNukJi1/Nsci/psPCTECp8fH/sZufn7gMm9f6sHru3Vpy5Y+D798\n", "5wp/v/ssR670hjUs8LrMm5bri9UOqf1eP27fjdmER5scwSUCu1w+uvr6mZJ7682+2wpSmZGfGkys\n", "AAcu9sSkTWL8Sc81SWi5Z3A9tpOtTv5u98Awvw1HW/jxqmpuKxh6s2zX6XZ+/e7AIikHL/XyH6un\n", "BReMHk11ro1vPTyZty50c3uxPSbbOx9r6uM/918ixaTn04smMTk7hWl5N0YrpJj0VBQMv5W3Xqej\n", "JMNCptVI17Xa7B0jrGGbyLT82RwLSa4iYbQ7b/TgFKBz0PF1F7pubCni9SvBSQzhsBj1LCzPGLIW\n", "wFi09Hn4213n6PMM9Fp/UnuB76+YwuzCVH74aBWtDi+V2Skht7guzbDyw8emcLa9n6wUI9NjkPBF\n", "YhhzWUBGCsTHWBeRSGTXY5ucnYL92t5P2TYjZcOsYPWBmXlYjQMf2weqMilKi3zigtcfwOsf+24a\n", "/oCC03ujHNDr9uMPKFhNBu4oSeeRqTlU59pGfe8qs1NYVp3NvNJ0UlXc+ypaXn+Ady718K+1F3j1\n", "TDs9bt+Qf9fyZ3Mswuq57t27l5ycHKZPn059fT12uz24+2tFRYWa7RMTSFWOjX9eVU2H00ee3RQc\n", "KqUoCuc6+ul2+ShOt/DvH5hGv9dPYZqFjBG2Penq99Lm8GK3GIYM3K9vc/KzA5fRAX+6sGRMu5bm\n", "ppr4wn1l/PjNC5j0Ov5yUWlcJyjEy7n2fr75ylkCCmw92Z6UN93GQ1ifhAsXLgRXrJo8eTIbNmzg\n", "Qx/6kKoNE0OpWdfqdflwePykWY3j0nMaHFt5VgrlWUP//USzg6/sqMfrVyjLtPDt5VWUZY389bnN\n", "4eEntRc5cLGHrBQj318xhck5KXT2e/l2zXmu9g5Mhf3+7xv48cqppEeZEE0GPQ9UZTGzIBWDTkfh\n", "CL3oZK9Jdrl9wRt0QPD3d12yx6eWsMoCqamp5OQM7N2j1+sxGBLvq4uIztUeN8/WnOcTz5/gP/df\n", "omOYOud4q7vUg/faLgQXutxc7XaHPP9Cpyt4172z38e+xm5gYLru4EH93S4/3mE22/QHFDqdXlyD\n", "vvKPxGTQU5phpSjdotnZVZMyrJRlDvT+bSY9c4rGZ0Zesomq5qrXywiueFOrrnW0qY/3rvahALvP\n", "dHCmzanK64QSTk3yOpNBN2Ip4Dqb2cDgNJebOnB+doqJzy2ehF4Heh189t5JZN20tmu/18/W91v5\n", "9OZTfO+1Bq70hE7k4Uj2mmRxuoXvLK/inx6fwk+emEp17tBSSrLHp5awvg/pdDo6OjrIzs6mo6Nj\n", "yA4BIrndvOFdqO1TxsudxWl888EKznX0c0dxGjoGRhJkjTBOdXJ2Ct98qIKXjrUyu8jO/NJ0YCDW\n", "+yqzmJJjQ8fAmgM3b0d9vsPFf+y/DECb08uMgk6evrb+qz+g4AsEsEzAGVSFaRZNLjqjprCS62OP\n", "Pcbu3buDa7p+4AMfULtd4iZq1bVmF9p5pDqbty/38Oi0XKbkxn9u+2ixpVuNLJ2cRWV2Cl/bfoY2\n", "p487itP48tKyW3ZaBTAb9SypzOLe8sxh/3iE2kfLf9OkBPe1iQxXetz86tBVLnS5+MS8IuaVpIe9\n", "E6vWa5Jajy9aYSVXg8HAihUr1G6LGAf5djOfubcUhydAmsUQ1ZKB8bKvoYs250DN9N0rvTR0uoZN\n", "rtdFsw11RZaVp27P5/n3WijPtPLglIG7ay8db6GmvhOAv999nv9YPW3E8asBRSEQUDAm8O9SqC+s\n", "d//MmTNqt0OMQs26lsVoINtmGrfEGk5svW7fLSWLFGPs25tmMfLRuYX84kMz+eFjUyjLHEigg6eo\n", "+gLKiONkL3a5+P5rDXxlez3HmvqAW+Prdft472ovx5r6cHiSv8QmNdfhhfXpPHLkyJDj8+fPq9IY\n", "IUbS5/HT0OniAzNzmV1o51N3FQeX7os1q8lAYbqFzEE3uz4yp4A0y0Ct9cNz8oddH9YfUPj/Dl5h\n", "z/kujjU7+OYrZ2+5Ieb2+XnxvRa+tK2eL2w9w46TbTGZ0CAST9h7aA125MgRKisrVWmQGJ6W61rh\n", "xGY3G+h0eTnW7CHfbqLV4eFSj5tqFTdEHGxafir/sXoabl+A3FTzsOOBff7AkB5uvzeA168Mia+r\n", "38cLR1uCxy8cbeGBKVnk2Ma2RU5z78B+ZjmpJtLCWNc2lrT82RyLsHquixYt4pVXXlG7LUKMKM1i\n", "5A/nFbF8ajZ3lqQPJJIYrWoVrsI0C+VZKSNOtLCYDPzxoB71H99VTIF9aBtTTAaqBtVqq3NtpIxx\n", "9EF9m5PPvHSaP9l4kucOXKa73zf6k4Tqwkquv/rVr+jp6eGFF17ghRde4OjRo2q3S9xEy3WtcGK7\n", "3O2i3xtgbrGdAruJ5dNymBGnXmsk5hbb+dna6fx87XSemJmL1WQYEl+61chX7y/nE/MK+dRdxfzF\n", "PaXYxjgr7pXT7cFVtXae7ghu0hgvWv5sjkVY3x8effRR5s+fHzzevn27ag0SE8PFLhe9bv8tPbvh\n", "NHb285Xt9XT2+8hOGdhBoDzMZQbjTafTUTLK9jGlmVbW3VEUs9cc3IPX6wZW/xLjL6zkOjixwsC4\n", "VxFfWqprnWp18NXt9Ti9AW4vsvOV++8Oef65jn46r33V7ej3cb7DlbDJdThqv3f3V2XR4vByps3J\n", "R24voCIrvjsza+mzGUvaW8JHJLw3znXhvLYO65GrfVzudpMXYrzqzVNUb95RYKIrTLPwmUWlePwT\n", "c/ZYogrr+0NPTw8vvvgiv/zlL/H5fGzatEntdombaKmuVZpxYxiTQQdeZ2/I86fl2fjbhyp5fHoO\n", "f7escsiUe1OhAAAgAElEQVRK/8kgHu+dTqcbt8Sqpc9mLIXVBdi5cydr1qxh27ZtGI3SaxBjc3dZ\n", "Bn+2MMDJFgfLp+bgv3oaKB7x/BSTgcWVmSyujP8aomfaHOw42U5uqpkHp2TJ/HoRtrAypdVqxWS6\n", "8dVMlhyMPy3VtXJsJtbOyr/xQOn8kU8egzNtTurbneSnmpmRb8Nmjqxj0NTr5us7ztLjHphF1eH0\n", "8ulFpREvLTjW9y6gKBxr6qOmvpOqnBQWV2SQPcZxsbGkpc9mLEU1iSAwzBqYQiSShs5+vrztTLC2\n", "++zDk7knwr2znJ5AMLECnGl34gsomFSaGTaShg4XX99xFu+1FauNeh2PTc+NaxtE5MKquebn51Nb\n", "W4vP5+Ott96irKxM7XaJm4x3XavT6WVfYxdvnOuk+aaV6Mcq0ti8/sCQrayH0+HwBhMrwMlWR8Tt\n", "yrObWD51YOdWvQ6eur0gqvUXxvre9bp9wcQKA8k2kYz3ZzNRhdVzXbJkCSdOnKCrq4vCwkLZN2uC\n", "8foDvHC0mRePtgJwV2kaX72/IurtUSLVe21DvDSLkcbOfn5+4DK9bj9/uqCE2wqHXxU/P81Mts1I\n", "h9OHXgdziyLfsjrNYuRTd5WwYmoOFpM+7C28Y604w8LsglSONjuwGHQsnSz7VyUDnaLctIBlkqqp\n", "qeHOO+8c72ZoUpfLy19uPkVL341587/48EyKh1m8JNZONPfxozcuAPCFJWX87nAzb13bwiXVbOBn\n", "a6aTP8LeVRe6XFzscpGdYmRKri1mq351OL34FYUcm+mWxbbV0tbnoanPg91soCLEVt0i9g4dOsRD\n", "Dz0U8fPC6nq0tbWxY8cOUlJS8Hg8rFixguzs7IhfTCSnVJOBpZVZwQVH7p6URlocNjLs7Pfy3dca\n", "gouhfO+1BpZPzeatiz1MzbUxJScFX4i+QVmmddjtucfiVIuDb9Wcx+Hx86Ul5dxTnhHVurGRyrWb\n", "ybUnzk0sMbqw/pTv3LmTdevW8eSTT/KRj3yEXbt2qd0ucZPxrGuZDHqenJPPsw9X8jcPVfDZRZNi\n", "uoX0SLEFAkpwY0IAr19hXmk6j1RnMTnbSt3FHjYcbabdEdsa8EhcXj//uu8irdfqud997TzNfaO/\n", "ttZrklqPL1phJVebzRbclNBgMGC1xnd6nRh/WSkm7inP5L7KLPLjNNYzJ9XMV+4vJ8WkJ8Wk5yv3\n", "lzMzP5WFZRnsPN1Bm9PLlvfbeb8l8ptV0TIMKgPodToSb8cxkSjCSq4u19C7k07nwA6hdXV1sW+R\n", "GFYijiVs6fNwvqOfXtfYlrgLFdu8kjSe++AMnvvgDOaVpKHT6W4ZZ+oLxOe2gdVk4DP3TqI0w0JW\n", "ipG/WVZJwQj13sES8b2LJa3HF62wvtsFAgH+53/+hzvuuIMjR46QkZHBiRMnOHz4MHffHXrRDRFf\n", "DR39nG3vJ8tmZHpe6piXsxvJufZ+vrGzno5+Hw9NyeJPFpTcsgZALOh0OvJvqjVOzbNxX2UGtee7\n", "ubM0jRn58Vt6sDrXxj+vnIpPCZCdYop4QoGYOMLquTqdTu655x6sVisLFixg+vTpaGSQQdIIp651\n", "qdvFV3bU88M9jXxtx1nevtSjWnt+f66DjmsrVdXUd3KhM/qxl5HW7PJSzXx+cRm/+MhMvnF/BQVx\n", "npKakWIkx2YOO7FqvSap9fiiFVbP9aMf/Sh2+63jCcvKyrh06RKlpaVjbkggEEBRFJlaOwYdTi9d\n", "g1ahf/dKL0smZ0V8ne5+HwGUkD3R7EH/pgOspviuIWq3GLHHeTsTISIR1qdzuMQKkJaWRk1NzbDJ\n", "tampiZqaGgwGA0uXLqWoaOTFgXfu3Mm5c+dYvXo1xcU3FvDYsmULfv/ATJyqqipmz54dTnM1KZy6\n", "Vm6qmfxUEy3Xhi7dVZoe8eucanXwg9834vEH+MKSMuaVDH+NeysyuNLj5v0WJ0/OzmPyGAbYa71m\n", "J/FNTKr96a+rq2PdunUAbN68mdWrV4947ooVKzhx4sQtj1utVh5++GG1mqg5xekWvvdoFY2dLjKs\n", "JqbmRZbw+tw+fvTGBS5f27H0W6+e57m1M4YdpJ9vt/AX94S3hmi/139thXz5ViImDtW+y9lsN9bc\n", "NJujG/zs9/vZuHEjGzZs4NChQ7FqWlIKt65VlpnCfZVZzCmyY40wmSkK+AfV0gMBBYWRa+vhrCF6\n", "rKmPL249wzd3nuV8R/+w52i9ZifxTUyq9VwH3/AavFxhJFasWBH8eceOHWNukwgtzWrkC/eV8a1X\n", "z+P2Bfja/RXkjWFWUEuvh7/ZdQ6HZ6C08697L/C9FVNIMd2akN0+Py19XkwGnayZKjRBtZ7r9Vop\n", "EJPhKuEk6MF/QWtrazV1HK/4biuw85+rp/Hsogx0TaeCc+ejud6V5mb6vTc+Bz1uP/5rY1IHnz9/\n", "wT28ePgKf/zi+/zZxpMcb+5j3759CfX7H8vx4sWLE6o9El90//1FaswLt4xUT920aRNr1qxBURS2\n", "bt3KqlWrADh27Bh6vZ6ZM2cOOf/EiRNkZmYOuaHV2NhIeXk5AFu3bmXlypUjtkMWbhl/Lq+fhk4X\n", "voBCRZYVi1HPa2c7+fEbFzAbdHzrkcncMcwNsoaOfv5k48ng8ZyiVH6wYgrGGC20IsRYqLpwSygj\n", "DcNasGAB69evR1EUli1bFnx8//796HS6Icn11Vdf5dy5c1itVioqKliyZAkwkFyvzwKbO3fuWJua\n", "1Gpra+N6V9bt8+PxKdgthrC+efgDCq/Wd/Cvey8BsO6OQj4yJ58Hq7K4rSAVg05H0QiraHV2tGMy\n", "6ILrCGRZTejjsBhKvMT7vYs3rccXrbCS65tvvsl999037L/dvO32dcXFxTz99NO3PP7MM8/c8tjg\n", "5DvY9SQr4udKj4tel5//PXSVKz0e/uiuIu4pz8Q4SrLrcfn4zbvNweP1h5tYPjWbwjQLpRmh16Lw\n", "tF/hW49M57/rrpCXauLj84ritpSfEGoJK7m+9tprtLS0cN9995Gfnz/6E0TMjaVn0OPycrHbjUmv\n", "pzLLisk4/Nft91sc/PzAZfJSTRy8NLAj63dfa+C/1kyncpQ1RK0mPZU5KbQ5B8bYlmZYsI7wOjdb\n", "sGBgCvXMlakY9bqYrbs6mis9Ljr7feTZTKouRqP1Xp3W44tWWMl1zZo1zJgxg7179/L6668za9as\n", "W2qmIjE5PH5+daiJl060oQO+/kAF91cNP2vrxfda8AUUXL4b26MElPAWRkkxGfiLhSXU5Npw+wI8\n", "MjWHzAjXGhhuFIFaznf087Ud9XT2+yjLtPDsw5MpGaWHLUQkwuoizJkzB5PJxP3338/y5ct56aWX\n", "1G6XuEm0dy7bnV5eOtEGgAKsP9KE0zP8/lMFaWbOtvczvzSdrJSBv7t/NL+I0jB3HCjJsPLxeUU8\n", "s6CE8qzwE9VY78pG42SLg85rU4UvdLlpHMPaCKMZj/jiSevxRSusnmttbS0VFRXs27cPu93OZz/7\n", "WbXbJWIkxaQP7iUFMCXbhnmEr+urZuTi8PjZe76Lv11WSabVSE6qKeLJCMkg2za0Vx3O4t9ef4BW\n", "hxej/taVuoS4WVhDsZ599lkeeOAB7r333oRdWEWGYo3sXHs/O061k5li4MGq7BHv2sPA5I+B7aO1\n", "PQyq1+Vjb2MX71zuZWllFvMnpYX8I+L1B3itvpN/rr1AisnAtx+ZzKwRNkcU2hLtUKywkut7773H\n", "nDlzompYvEhyFWq61O3ij194PzgZuDonhR+trMYaxzqxGB/RJtewa65ifGm5rpUMsRl0OsyGG8PD\n", "Us2GsMfiJkN8Y6H1+KIVVnLt6enhxRdf5Je//CU+n49Nmzap3S4RR15/gD63b9wXQG93eDjb7qQt\n", "ThsOwsBkiQudLq70hL6hVZhm5tlHJjMp08KsglT+/J5SzBovnYixCeuG1s6dO1mzZg3btm3DaJQF\n", "iseDWmMJr/a4+d93rnKmvZ+nbs9nSWXWiDe81LJ48WKu9rj57mvnOd3WT1mGhWcfUX9olNvnZ8uJ\n", "Nn5edwWrUc93lk9mTlHasOfqdDruLEnnJ6umYtTrIioHaH0cqNbji1ZY/xVZrdYhC6ck6k0tEbnX\n", "z3VSc7aTC10u/mHPBRo6h18WUG1n252cbht47Qvdbk62OlV/zaZeDz+vuwKAyxfgv+uu4PEHQj7H\n", "bjFKnVWEJazk6vEM/ZoWCIT+AIrYU6uu1eseunOrxx//0kBtbe0tGymmqrSx4mBGvW7ILLIcm2nI\n", "1tmxovWapNbji1ZYyTU/P5/a2lp8Ph9vvfUWZWVlardLxMnD1Tnkpw58K/nAzFzKMmP7Vby1z8OF\n", "TldwTdeRTM218ZlFpcwsSOVP7i5mRr4t5PmxUJJh5duPTGZqro17ytL5o7uKMWhowRgxvsJecvDE\n", "iROcO3eOWbNmUVFRoXKzIidDsaLX5vDQ7w2QbTPFtMd4tt3JN3aepbPfx6oZuTxcnc2kTGvI1/D5\n", "A3FfatDt82PU6yWximGpvuTgzJkzg+sJDF5nVSS/3FR1Zhttfb8tOMV0y/ttZNtMHLnax9pZeSNO\n", "UlArsfa4fPiV4Xe0lb29hBpCJtcNGzYE1/K8XmdVFIUzZ87wjW98Q/3WiaBkWTNzcM9zcCLT68Cg\n", "gxfea2bZlCxyBiV0tWM73erkh6834PIF+Px9ZcwrSYvJ7hjhSpb3Llpajy9aIZOr3W5n+fLl7N27\n", "F5PJxNy5czl06BCZmZnxap9IEv0eP3vOdbLzTAcLJqWzYloOD1dnc7XXzfkOF/dXZfH7sx1My7PF\n", "dfUrh8fPv9Re4GL3wI62z+4+x3NPzpB9uoTqQibX5cuXA3D16lWefPJJABYuXCiTCMZBovcMTrc5\n", "+XHtRQBONDuYlGllcUUmX1xSTnOvm4MXe1g2JZt7KzJvGRmgZmwKypAlEwPKwC638ZTo791YaT2+\n", "aIVVc735K5QMxRI3c3qHjgbocQ3UWo16HSUZ1nFbK9VuNvJXiyfx7KvncfkCfGVpOQVpsqKVUF9Y\n", "dw8CgQBtbQNrgra1teH1elVtlLhVoo8lnJxtY1bBwPCpojQzsyNYMUrt2GZe29H2vz84g3vKM+K+\n", "hUyiv3djpfX4ohX2TgQ7d+6kr6+P1NTUYIlAiOsK0sz89UOT6ez3kmYxJtx6pzkqjYgQYiRj3lr7\n", "0qVLI+4AG08yzlUMdqXHTa/bR26qmRxbZNvNCDHYuG2t/fbbbydEchXiurPtTr624yzdLh9ziux8\n", "dWk5eQnWkxbaJ2umJQkt17ViHVvdxR66r91Qe+9qH41d6u2PFQ4tv3eg/fiiJclVaE5e6o0ygI74\n", "LAIjxM1kcdYkkchjCT2+AC5/ALvZENWd+FjHdmdJGn98VzFHrvTy+IxcpmSnxPT6kUrk9y4WtB5f\n", "tCS5ijFp6h1YbPtEi4O1s/J5uDo7rjOwhpNtM/OR2wv48Jz8uE5zFWIwKQskiUStax240MOr9Z1c\n", "6fHw7/sucbY98sW21YotURJror53saL1+KI15uQqIwUmtptnZnkD47sPlxCJYszJdf78+bFoR9Jw\n", "ePwcuNDNpmMtnG51xO11E7WudW9FJmWZA4ugPD49h8qsyKe5JmpssSLxTUxSc43QO5d6+M5rDQBY\n", "jXr+9YmpVIzzDZPxVJZp5R8fq8bp9ZOZEtvFtsPV3e/jSo8bq0lPeZY17tNbhRhOyOT6+uuvM3/+\n", "fJ577rlbFsf2er1UV1dPuFlRpwZtnOfyBejo91ERh9dN5DUzs2wmsoh+FtRYYut2+fjZgcu8Wt+B\n", "Sa/jO8uruKNk+B1cx0siv3exoPX4ohVWz7WyspLVq1ff8viLL7444ZLrXZPS2XCshYAChXYzhTLz\n", "Z1w193p4tb4DGKj3vni0hbnF9oS5mSUmrpDJ9f777w/9ZOPEqyrMKrTzk1VT6XT5mJRhoTgjPosu\n", "a7lnMJbYUkx6Ukx6+r0Dy2BOzrEmXGLV8nsH2o8vWmFlx6ysrGEfn4g7Ehj1Oqblp453M8Q1kzKt\n", "fH9FFS+daGNShoWHq7PHu0lCAGGOFli6dOmwj4/WsxWxo+WxhGONbWaBna8/UMEf3FlEQQJu36Ll\n", "9w60H1+0ZBKBEEKoIOR6rj6fjz179mCz2Vi4cCG7d+/G6XTyyCOPYLPZ4tnOUU309Vy7XT7aHB5S\n", "zQbZfE+IGIp2PdeQPdeNGzdy++23k5ubyw9/+ENuu+02VqxYwZYtW6Ju6EgCgQB+v3/0E8UtOpxe\n", "/m3vRf580yk++/JpzrY7R3+SEEJVIZOrxWIhNzeX6upqSkpKKCkpwWq1YrWOPgunqamJX//61/z2\n", "t7/l6tWrIc/duXMnP/3pT2lubo76GloXqq51scvFG+e7AOjq97HnXGe8mhUTWq/ZSXwTU8jk2t/f\n", "j6IoOJ1O6uvrcbsH9n6//v+h1NXVsW7dOp566ikOHDgQ8twVK1YMe3MskmvEQ5vDQ3OvG3+CzZ+3\n", "mvQMHnyUK/tFCTHuQg7FevDBB3n++ecxGAx87nOfY8OGDQAsWrRo1AsPrsmazdH9xx6La8TK+y0O\n", "/m73OZweP19cUs6SykwM+viNpww1lnBydgp//VAFG461MjM/lXvKMuLWrljQ+jhJiW9iCplc8/Pz\n", "+chHPhI8/uhHPxr2hQffJzOZopsaGYtrxILL6+ff912kq39g65Afvt7A1NwZlGREvkiJGkwGPfdV\n", "ZnFPWQZGgwwAESIRqDbFavDNqWhnzER6jcFznK/XgWJxrNOBeVAv1aDX0drawvmjF1R5veGO/+u/\n", "/ovZs2eP6XpGo5G77l6AQa9Tvb2RHA+u2SVCeyQ+ie/m42iEtbW22+1m27ZtwePHH38ciyX0cJ9N\n", "mzaxZs0aFEVh69atrFq1CoBjx46h1+uZOXPmkPNPnDhBZmYmxcXFo15jOGoPxTrb7uQf9zTS5/Hz\n", "uXsnMb80Pa7TLMe6OIbXF+Cti91sPt7KrAI7q2bmJkxtVusLf0h8yS3aoVhhJdcXX3yRFStWYLfb\n", "6evrY8eOHXzoQx8K+ZwrV66wZ88eFEVh2bJl5OfnA/Dcc8+h0+n41Kc+FTz31Vdf5dy5c1itVioq\n", "KliyZEnIawwnHuNce90+/AGFzJTxK1FE62SLg8+9fJrrb/ZfLZ7EY9Nzx7VNQiSDaJNrWGUBk8mE\n", "3W4HwG63h1X/LC4u5umnn77l8WeeeeaWx5YtWxbRNcZLmiV5F6rp9wYY/Fe01eEZt7YIMRGEdffj\n", "5sH9gUBAlcaIkY11LGFZpoWF10YRZFqNLK5InEV3tD5OUuKbmMLqitntdk6fPs3UqVM5ffp0sBcr\n", "kkdOqpkv3DeJNkchqWYDRekyRVYINYVVcwXYt28fly9fprS0lHvuuUftdkVsoq8tIIRQh6o1Vwhv\n", "4oAQQogBEY84b2xslJrrONByXUvLsYHEN1GFlVz/6Z/+icbGRrZv387ly5d5+eWX1W6XEEIktbCS\n", "67Rp04K7v0p5YHxoeZC2lmMDiW+iimgolsEQ/z3phRAiGYWVXPv6+ti1axdVVVVqt0eMQMt1LS3H\n", "BhLfRBXWaIG1a9fS3NxMZWUlR44ckRtaQggxirDHuQ7m8XjGfX3Vm8k4VyGEGlTZQ2skO3fujOZp\n", "QggxYUSVXKUsEH9armtpOTaQ+CaqkDXXZ599lmeeeYb169dTVlYWfPzkyZOsXr1a9cYJIUSyCqvm\n", "unnz5iHJ9ObjRCA1VyGEGlStuS5cuHDIcWZm4ixXJ4QQiSis5FpYWDjkeLhtsIW6tFzX0nJsIPFN\n", "VLJVqBBCqCCqca6JSGquQgg1xHWcqxBCiNAkuSYJLde1tBwbSHwTlSRXoUlOj5+ufi8BbVS9RBKS\n", "mqvQnAud/fxk70Waej08s6CEe8szMBmkHyGiIzVXIa757ZEWjjY5aHV4+cHvG7jU7R7vJokJSJJr\n", "ktByXSvWsbl8/uDPAYVxLw1o+b0D7ccXLUmuQnPW3VFIfqoJgw7+4p4SSjMs490kMQFJzVVoUofT\n", "i8cfICfFhMkofQgRvWhrrmHtRCBEssm2mca7CWKCkz/pSULLdS0txwYS30QlyVUIIVQgNVchhAhB\n", "xrkKIUQCkeR6zeVuF/sauzjR3IfHl3h7hGm5rqXl2EDim6hktABwtcfNN185y5UeDzrg28snc/ek\n", "jPFulrjG4wvQ0OnCGwhQlmElzSofW5H4pOcKtDo8XOnxAKAA+xu7x7dBw1i8ePF4N0E1o8VW29DF\n", "Z146xee3nOH/3m3C4fGHPD/RaPm9A+3HFy1JrkBWiok0iyF4PKfIPo6tEYP1eXz85nAz1++6bjre\n", "SqfTO65tEiIcklyBSZlW/uGxKfzV4kl8d/lk7ipNH+8m3ULLda1QsVkMeqbkpASP82wmrKbk+thq\n", "+b0D7ccXLSleXVOVY6MqxzbezRA3MRn0fGJeEaUZFnrdfpZPyyE31TzezRJiVDLOVQghQki4tQWa\n", "mpqoqanBYDCwdOlSioqKIj53y5Yt+P0DNy+qqqqYPXu2Ws0VQoiYUq14VVdXx7p163jqqac4cOBA\n", "VOdarVZWr17N6tWrJ3xi1XJdS8uxgcQ3UanWc7XZbtQvzebQNbKRzvX7/WzcuBFFUaisrJSv/UKI\n", "pKFach1cyjWZQi//NtK5K1asCP68Y8eOGLYu+Wh5LKGWYwOJb6JSrSxwvVYKoNPpxnzuaAkahn49\n", "qa2tndDHh083Unf6UnBM6Hi3R47lOJmPo6HaaIFNmzaxZs0aFEVh69atrFq1CoBjx46h1+uZOXPm\n", "qOc2NjZSXl4OwNatW1m5cuWIr6f10QK1tbVh9xAaOvr5+s562p0+7ihO40tLysizJ+7wpUhiS0YS\n", "X3JLuNECCxYsYP369SiKwrJly4KP79+/H51ONyS5jnRuY2MjdXV1AMydO1etpmrO25d7aHf6AHj3\n", "Si8NXa6ETq5CaJGMc9WgmvoOfvh6Y/D4X1ZNZWZB6ji2SIjklXA9VzF+5han8fE7C3n3ci8rZ+Qy\n", "Occ63k0SYsJJrknaE1gkxfUcm4k/uLOIf3i8mgemZGM1GkZ/0jga642DRCfxTUySXDXMoA89SkMI\n", "oR6puWpUU6+bPref3FQTmSmyzbQQ0ZKaqwg62+7kazvO0u3ysag8g8/cO4kcmyRYIeJJygJJIpK6\n", "1hvnu+h2DQzF2tfYzcUul1rNigmt1+wkvolJkqsG5Q7qpeqAlCRbXFoILZCyQAS6+r24fAEyU4xx\n", "vwMfyQyYhWUZtDm8HG92sGZWHpOzU0Z/0jjS8uwekPgmKkmuYbrQ6eJbNee43O1m3R2FrJ2Vj82c\n", "mEOc8uxmPnlXMf6AIiMGhBgn8n0xTDtOtXGhy41fgf891ERDZ39cXz+aulayJFat1+wkvolJkmuY\n", "TIahv6pkSVxCiPEhZYEwLZ+azZk2Jw2dLtbdUUBFVnynlGq5rqXl2EDim6gkuYapJMPK3zxUidsf\n", "IN1ilJ6rECIkKQtEwGY2kJViGpfEquW6lpZjA4lvopLkKoQQKpC1BYQYgT+gUN/upMPppTjdQnlW\n", "Yo8XFuqQtQWEiLGTLQ6+tO0MfgUyrUb+aeUUyjIlwYrwSFkgSWi5rpWosZ1oceC/9r2uy+Xjao8n\n", "quskanyxovX4oiXJVYgRVA6aNmw26GRlMRERqbkKMQKX18+JFieXu11U59qYlmcbdZt4oT1ScxUi\n", "xqwmA3eWpHFnSdp4N0UkISkLJAkt17W0HBtIfBOVJFchhFCB1FyFECKEaGuu0nMVQggVSHJNElqu\n", "a2k5NpD4JipJrkIIoQKpuQohRAhScxVCiAQiyTVJaLmupeXYQOKbqCS5CiGECqTmKoQQIUjNVQgh\n", "Eogk1ySh5bqWlmMDiW+ikuQqhBAqkJqrEEKEIDVXIYRIIJJck4SW61pajg0kvolKtZ0ImpqaqKmp\n", "wWAwsHTpUoqKiiI+N5JrCCFEIlGt51pXV8e6det46qmnOHDgQFTnRnINrVu8ePF4N0E1Wo4NJL6J\n", "SrXkarPZgj+bzeaozo3kGkIIkUhUS66DByGYTKG3JB7p3EiuoXVarmtpOTaQ+CYq1Wqufr8/+PNo\n", "2xGPdG4k18jMzOTQoUORNjNp2Gw2zcan5dhA4kt2mZmZUT1PteTa398PDPQ+r/8McOzYMfR6PTNn\n", "zhz13JEeH868efNi1nYhhBgr1ZLrggULWL9+PYqisGzZsuDj+/fvR6fTDUmuI5070uNCCJHoNDND\n", "SwghEolMIhBCCBVIchVCCBVIck1SgUBgyGgKIURiUe2GVqzFYjptIoukzTt37uTcuXOsXr2a4uLi\n", "OLYyepHEd/z4cU6dOkUgEGDhwoWUlpbGsaWRiyS2ffv20dzcDEBZWVlSjHKJ9L+n/v5+/uVf/oVP\n", "fOITSfH5jCS+LVu2BDs1VVVVzJ49e+QLK0nipZdeCv68adOmmJ2bKCJt8/Hjx5XLly+r2aSYiiS+\n", "PXv2BH/etm2bam2KlWg/b6+88ooazYm5SOPbsWOH8s477yTN5zOS+Hbt2hX2dZOm5xqL6bSJLBnb\n", "HIlI4luyZInazYmpSN+7hoYGNmzYwJo1a9RsVsxEEl9nZyc2mw2r1ap2s2Imkvj8fj8bN25EURQq\n", "KytDriGdNDVXJQbTaRNZMrY5EtHEt3v3bu6++261mhQzkcZWUVHBpz/9aQ4ePKhms2Imkvhqa2uT\n", "biGXSOJbsWIFa9eu5YMf/GCwvDOSpOm5xmI6bSJLxjZHItL49uzZQ3V1Nbm5uWo2Kyaiee+sVitp\n", "aWlqNSmmIomvubmZl19+mZaWFioqKpKi5hrtf3ujJeKkSa6xmE6byCKJLxlFEt+bb75JQUEBFRUV\n", "8W5mVCKJraOjg+zs7OD5ySCS+D71qU8BcOLEiajn5MdbJPE1NjZSXl4OgMvlCnndpEmusZhOm8gi\n", "ie/VV1/l3LlzWK1WKioqkqJGGW58LS0t7N27l+nTp3Py5El6e3v52Mc+Nl7NDksk793evXtxu90A\n", "zE0p7PcAAAX/SURBVJ8/P+5tjUYk8cHAH5Da2tqk6blGEl9jYyN1dXUAzJ07N+R1ZfqrEEKoIGlu\n", "aAkhRDKR5CqEECqQ5CqEECqQ5CqEECqQ5CqEECqQ5CqEECqQ5CqEECqQ5DqBPPvsszG71vPPP8/m\n", "zZvZvHkzL730Ej09PUP+fevWrcM+z+fz8fLLL7N582ZeeOEFTp8+HdXrv/POO/zsZz+L6rlaNtLv\n", "/WavvPIKGzZsULk1E1vSzNASY/fMM8/E7Fo6nY7Vq1eP+O8jTTs+ePAgS5YsCU6N/PWvf83UqVMj\n", "fv158+bR2NgY8fO0Ltzp3suXL2fjxo0qt2Zik+Q6ATQ1NfHWW29x9uxZvvjFLwYfdzqdbNy4Ebvd\n", "jsFg4NSpU3zpS18K/vuuXbvo6+vDYDDg9XpZtWoVFosFAIvFwoYNGzAYDDidTlauXEl6ejo+n48d\n", "O3Zw8uRJNm/eDEB1dTW33XYbAPfcc8+QtkWyUMarr75KR0cHRqMRg8FAIBAI/tupU6c4fPgwKSkp\n", "uFwu5s+fz+TJk7l69Sq/+MUvqK6uZu3atTQ3N/Pb3/6WvLw8nnrqKYzGkf8T2LlzJ6dOnSIrK4v0\n", "9HScTidz5sxh1qxZIV8TBpYV3LVrF3PmzKGhoQGz2Ux+fn5wxai9e/fS2tqKwWAITod98sknR/0d\n", "NDQ0sHfvXux2O3q9nra2Nj75yU8C8MYbbwz5vWdlZbF06VJg4BvDpk2b0Ov1KIqSFAvIJ72wV34V\n", "Se/5558fcnzu3LkhCzY3NDQEf967d69y6tSp4HFvb6+yYcOGYa/rdrtv+bebX2s4L7/8stLY2BhW\n", "248fP67s378/eNza2qr84Ac/UBRFURwOh/KrX/1qyPkvvPCC4vF4FEVRlObmZuXVV18N/tv69evD\n", "ek1FUZQvf/nLit/vDx7/7ne/U5xO56iveb3N//Zv/6a43e4h5506dUo5cOBA8DgQCCh79+4Nqz3b\n", "tm0b8jsb/J4pysi/9y1btiitra3B4wMHDigvvPBCWK8poiM91wmssrISv9/PK6+8Elx27fqKP5cv\n", "X2bRokXBc+12+4jXiXRxb5/Px8aNG1myZAmFhYVhPefMmTMsX748eJybmxvc/qW5uZmenp5gjw0G\n", "Vizq7OwkPz+f/Px8WltbgYFefCS9ttmzZ6PX37g1MXXqVK5cuYJerw/5mtc9+OCDt/x+Tp8+zcMP\n", "Pxw81ul0Q37XoTz22GMcPHiQEydO4PP5yM/PD75nofT19Q1ZvnHu3LlcuHAhrNcU0ZHkOoEdOXKE\n", "22+/nSlTpgAD+ztdX1KttLSU06dPB+uhfX19wecFAgHOnz9PVVUVAF1dXWGvPO9wONi4cSOrVq2K\n", "aEm66upqDh8+zMKFCwFobW3l4sWLAJSWllJQUDCkBjy4ZAADNdq3336bixcvsmrVqrBf99ixYwQC\n", "gWCCra+vZ+XKlRgMhlFfU1GUYcsekydP5ujRo0NWxRr8uw7l3Xff5a677goe/+Y3vwlrQfHU1FTa\n", "2tqCCfbQoUNJs+RhspJVsSaA119/na6uLo4ePRrsia1YsYKtW7cO6ZUBPPHEE8HHrtdc9Xo9Xq+X\n", "J554Ilhzff3112lubsZiseD1elmzZs2Q+uUbb7xBR0cHer0en8/HokWLKCws5Cc/+QlFRUXB3tzN\n", "deBQdu/eTWdnJ1arFZfLRUtLCwsXLmT+/PlcvHiRgwcPBtvQ19fHqlWrhixI/T//8z8UFhby+OOP\n", "h/27+/nPf47dbsdqteL1ern99tuZPn06QMjXrKur4/DhwwDk5+dTUlIyJCn+/ve/H/L7mTZtGnPm\n", "zBm1PT/96U8pKipCURQCgcCQOi4MJOkjR45gsViCW5HMmTMHn8/Hiy++iMlkQq/XY7fbOXjwIB/9\n", "6EeTZt3cZCPJVYgQXnjhBT70oQ+NdzNEEpJxrkKMYOfOnZw8eZLt27ePd1NEEpKeq0gIDQ0Nwa/R\n", "N6uoqBh11fdkec1Q+vr6qKmpGbYWarfbk2ZXDTFAkqsQQqhAygJCCKECSa5CCKECSa5CCKECSa5C\n", "CKGC/wfpHZRspN8m8gAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.615309\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VPd56P/P7KPRaN+F0IIkwBgwNhgwxmDHYPCCDV76\n", "s0Nyc9PEN23cpIuTNMlNmjjN4qZxGsdpm6R12lynJgkG5IABs9jYSICFjcEsZhUSAqF912j28/tD\n", "MEggjWZGOtLM0fN+vXi95ozOnPk+nNGjM8/5LjpFURSEEEKMKv14N0AIIbRIkqsQQqhAkqsQQqhA\n", "kqsQQqhAkqsQQqhAkqsQQqjAqNaB6+vr2b17NwaDgaVLl5KTkzPkvvv27aOhoQGA/Px85s6dC8Dm\n", "zZvx+XwAFBcXM2vWLLWaK4QQo0q15FpZWcnatWsBKCsrY/Xq1UPuu2jRosDjHTt2BB5brVaWL1+u\n", "VhOFEEI1qiVXm80WeGw2m4fdv7q6mg0bNrBmzZrAcz6fj40bN6IoCkVFRdx2222qtFUIIUabasm1\n", "/8Avk8k07P6FhYU888wzvP7660yZMgWAlStXBn6+bdu20W+kEEKoRLXkerVWCqDT6UJ6jdVqJSEh\n", "YdCfDZegd+zYgcFgCL2BQggRguTk5MB9oHCollx7e3uBvivYq48Bjh07hl6vZ8aMGYHnWltbSU1N\n", "Dex/VU1NDQUFBQA4nc6g72cwGKRsIIQYdYcOHYrodaol1wULFrBu3ToURWHZsmWB5/fv349OpxuQ\n", "XCsqKnC5XADMmzcv8HxNTQ2VlZUAzJkzR62mxoTy8nIWL1483s1QhZZjA4lvolItuebm5vLUU0/d\n", "8PzTTz99w3OrVq0a9BhLliwZ9XYJIcRY0GllysHdu3dLWUAIMeoOHTrEvffeG/brZISWEEKoQJJr\n", "jCgvLx/vJqhGy7GBxDdRSXIVQggVSM1VCCGCkJqrEEJEEUmuMULLdS0txwYS30QlyVUIIVQgNVch\n", "hAhCaq5CCBFFJLnGCC3XtbQcG0h8E5UkVyGEUIHUXIUQIgipuQohRBSR5BojtFzX0nJsIPFNVJJc\n", "hRBCBVJzFUKIIKTmKoQQUUSSa4zQcl1Ly7GBxDdRSXIVQggVSM1VCCGCkJqrEEJEEUmuMULLdS0t\n", "xwYS30QlyVUIIVQgNVchhAhCaq5CCBFFJLnGCC3XtbQcG0h8E5UkVyGEUIHUXIUQIgipuQohRBSR\n", "5BojtFzX0nJsIPFNVJJchRBCBarVXOvr69m9ezcGg4GlS5eSk5Mz5L779u2joaEBgPz8fObOnRv2\n", "MaTmKoRQQ6Q1V6MKbQGgsrKStWvXAlBWVsbq1auH3HfRokWBxzt27IjoGEIIEU1UKwvYbLbAY7PZ\n", "POz+1dXVvPDCC5SUlER8DC3Tcl1Ly7GBxDdRqZZc+1cbTCbTsPsXFhbyzDPPcPDgwYiPIYQQ0UK1\n", "5Orz+QKPdTpdSK+xWq0kJCREfIz+f0HLy8s1ta3l+BYvXhxV7ZH4JL7Bfv/CpdoNrU2bNrFmzRoU\n", "RWHLli2sWrUKgGPHjqHX65kxY0Zg39bWVlJTUwF44403ePDBB4MeYzByQ0sIoYaou6G1YMEC1q1b\n", "h6IoLFu2LPD8/v370el0A5JrRUUFLpcLgHnz5g17jImovLycxYsXj3czVKHl2EDim6hUS665ubk8\n", "9dRTNzz/9NNP3/DcUFekQx1DCCGincwtIIQYdT6/QqfLi9WoJ85kGO/mjEjUlQWEEBNTr8fHjtMt\n", "/P5IIyVpcfzlHXnkJlrGu1ljToa/xoiR3rmMZlqODSZefNWtTv51/yVaHB7eq+3knaq2cWrZ+JLk\n", "KoQYVb7rKo1Or3+cWjK+JLnGCC3fjdVybDDx4itMsfLULVnodVCUYuXekpRxatn4kpqrEGJU2S1G\n", "npqTxf3T0rCa9CTHTczRlXLlGiO0XLfTcmwwMeOzmgxkJ1ombGIFSa5CCKEK6ecqhBBByBpaQggR\n", "RSS5xggt1+20HBtIfBOVJFchhFCB1FyFECIIqbkKIUQUkeQaI7Rc19JybCDxTVSSXIUQQgVScxVC\n", "iCCk5iqEEFFEkmuM0HJdS8uxgcQ3UUlyFUIIFUjNVQghgpCaqxBCRBFJrjFCy3UtLccGEt9EJclV\n", "CCFUIDVXIYQIQmquQggRRSS5xggt17W0HBtIfBOVJFchhFCB1FyF0ACPz4/L58duNo53UzQn0pqr\n", "nAkhYlxdh5P//uAy51udrL01mzsLkzAZ5EvpeJMzECO0XNfScmygfnxvnmllT1U7Ne1OfvR2NdVt\n", "TlXf73paP3+RkuQqRIzr6PUGHiv0lQjE+FOtLFBfX8/u3bsxGAwsXbqUnJycIfc9fvw4p06dwu/3\n", "s3DhQvLy8gDYvHkzPp8PgOLiYmbNmqVWc6Pe4sWLx7sJqtFybKB+fKtmpHOgtoNWh5cnZmWSn2xV\n", "9f2up/XzF6mIkmt3dzd2uz3oPpWVlaxduxaAsrIyVq9ePeS+LS0tPProowBs3bo1kFytVivLly+P\n", "pIlCTBjFaTZeemQaTo+fNJsJm9kw3k0SDFMWOHHixKD/Xn311WEPbLPZAo/NZnPQfZcsWTLo8z6f\n", "j40bN7JhwwYOHTo07HtqmZbrWlqODcYmvox4M5OTreOSWKP1/PV6fLT3ehivDlFBr1z37dvH4sWL\n", "OXfuHI2Njdx6660cOnSI1NTUYQ/cPyCTyRRSY3bu3Mn8+fMD2ytXrgw83rZtW0jHEEKI2nYnL1XU\n", "Ut/l5nPzc1lUMPY9KIK+25NPPsn06dPp6uris5/9LHPmzOHP//zPA3XQYPrvo9Ppht3/nXfeobS0\n", "lPT09EF/HkqC7v8XtLy8XFPbWo5v8eLFUdUeiS/243v1wzoOX+6mvtvNj96u5khV3Yh//8IV0iCC\n", "jRs3BmqiAJs2bWLNmjVBX3N1H0VR2LJlC6tWrQLg2LFj6PV6ZsyYEdh37969ZGRkMH369AHHqKmp\n", "oaCgAIAtW7bw0EMPDfl+MohACHHV93adp7y6PbD9b6unUZJuC/KKoak6cYvD4cDv7+ve4fP56Orq\n", "GvY1CxYsYN26daxbt44FCxYEnt+/fz/79u0LbDc2NlJRUcHJkycpKyvjlVdeCfyspqaG9evXs379\n", "eqZNmxZyUFo00r+i0UzLsYHENx7W3ppFus2EXgdfWJBLXpJlzNsQUm+B+++/n9/97neYzWZcLhcP\n", "PvjgsK/Jzc3lqaeeuuH5p59+esB2ZmYmX//61wc9xlA3uoQQIpjiNBu/WD0Vl1ch1WbCYhz7Lv0y\n", "t4AQQgQxpvO51tfXR/IyIYSYMEJKrsePHx+w3b9mKsZGNNa1RouWYwOJb6IKKbmeOXNmwLbRKJNp\n", "CSFEMBGVBa72HBBjR8vjt7UcG0h8E1XQS9AtW7bQ29vLyZMn8Xg8geezsrJUb5gQQsSyoMn1aqf9\n", "zZs3BwYBiPFRXl6u2SsELccGEt9EFVJZ4P7771e7HUIIoSnSz1UIIYJQtZ/r1q1bqa2tpbq6mldf\n", "fZWzZ8+G/UZCCDGRhJRc3W43kyZN4vDhw3zyk5+c8HOrjgct9yXUcmwg8U1UISVXvV6PXq/Hau1b\n", "PsJiGftJEIQQIpaENBrA7XbT3d0dSK4aKdPGlGi9G1vV0ktDt4tMu5nitMimdIvW2EaLxDcxhZRc\n", "c3NzKSsr4/HHH+fYsWNUVVWp3S4RA861OHh2yxkcHj8Wg44XHiplakb8eDdrSB1OD+Xn2/mwrptP\n", "FKcwLy8R8yCzJbX3emjq8RBvNpCbKN/SRGRCKgssWrSIT33qU1itVqZPn84Xv/hFtdslrhONda2L\n", "7S4cnr7Rei6fQm2HK6LjjFVsx+p7eLHiIu+eb+e5Xec52+K4YZ8Wh4efldfyTNkpvvT6Kc4037hP\n", "uNSKz+ePjm+Q0fjZjAZhD381Go2B8gDA4cOHR7VBInZk2M3or6zgowOy7MEXohxvzT3XRhkqQKfr\n", "xuWKLrY72VfTAUCXy8fb59rGqnkhc7h9vHm6ha9tPcOGow10OL3j3SQxiBHPwFJdXc2cOXNGoy0i\n", "iGisa03NsPGTB0upau2lMCWOaRnRXXOdlR1PktVIh9NLcWocBcnWG/aJMxvQ6+DqRWH2KPzBGO34\n", "Tjc7eOHdCwAcre8hJ9HCooLkUX2PcETjZzMayPRWImJGvY6Z2XZmZtvHuykhmZJm42erSulwesmI\n", "N5MxSOIsSrHynWVT2HS8kZsz47mjIGkcWhqcwz3wirvLOfyCoWLsjf3aByIiWq5rjWVsk5KszMiy\n", "D5pYAUwGPXcUJPH8/SV8Zl7ukPuFI9z4vD4/nU7vkDXVotRr3xJyEszclDW+NxG1/NkcCblyFWIQ\n", "+hCWg1dDS4+HP37UwHu1HSwrSeXhGekkWk30eny093qxGvXkJFr47rIi2nq9JFoNZNqlR0M0kuQa\n", "I7Rc19JybBBefCcae9h0vAmA/3eonukZNqZlxvOHIw2s/6iRSUkWvrOsiIKUONLio+MGotbPX6Sk\n", "LCBEFHF5B05E7/Yr1LQ5+eNHjSjAxQ4XO8+0jk/jRFhGnFylp8DY0HJdS43Ymnvc1He68PjGftWM\n", "LqeXd6ra+M3BSxyt76ay8mDIr705K56bM/vqqXcUJFGaZsOoH1iiiDNF1zWRlj+bIxFSWaCiooK0\n", "tDSmT5/O2bNnsdvtZGdnA1BYWKhm+4QI26mmHr69o4pOp5cvLZrM8tLUQUdiqeXI5W5+8FY1AK8d\n", "beJ7SyaF/NqcRAvfXT6FbrePRIuRBKuRRKuBv1k8md8fbqAkPY57ilNVarkYTSF94i5cuEBGRgYA\n", "U6ZMYe/evao2StxIy3Wt0YzN51d4+WAd7b1e/Aq8WFFLXWdkI8ciVdPuDDz2+hWwhtdVLSnOxKQk\n", "KwnWvmsfi9HAiqlpvPTIVP7+7oKoG5Kr5c/mSISUXOPj40lLS+t7gV6PwWBQtVFCjET/r81GvQ6D\n", "fmzv/N82KQGLoe8985IsTBqFZGjQ60iKM2Exyu9erIiot4BeH101n4lAy+sUjWZsBr2OP5+XS6fT\n", "S4vDy18unHTDlV6rww3oSLWZRvx+7b0e3j7XxoeXurhvWhrz8xKZnmHjxUem0d7rIc6o5z/fu0hm\n", "goVVMzKi7qpzNGj5szkSISVXnU5Ha2srqamptLa24vPJiBARvQpS4njmjslUtzmJNxvw+P0Y9H1X\n", "fIfrunj+7WrQwTfvKWJ2zshGl310uZt/P3AJgAO1nfxs1VRmZMUzJTWOy516nik7RfeVEVXdbh9/\n", "e1f+uPWhFWMrpOT6wAMPsHPnzsCcro888oja7RLX0fKVwWjHdqG9l7/fdpauKxOz/HBlMfPyEmnp\n", "cfPDt6tp7+2b6OSf9lTzi9XTSImL/Aq2qd9kMADd7muTqLi8/kBiBahpc+LzK+gN2kquWv5sjkRI\n", "ydVgMLBy5Uq12yLEqGjq9gQSK8Cx+m7m5SWq8l635tpJthppd3qZnmmjIDku8LMMu5nHZmWw4WgT\n", "Rr2OT9+Wg8mgTklNURSO1nfzxsfNTEmz8YnilFEZujuanF4frQ4PFqOBtFEoyUS7kJLrmTNnKC0t\n", "VbstIggt17WCxdbm8GA06EiwhH57IMNuJsFiCCTYWVcmlkmLN/PNewp5/u1qdDodf3934YiuWuHK\n", "ZDAPT6XT6SU93kR6v1FT8WYDa+dkc0sKZKWnkT/ILFytDg9Or5+UOCNxpshvVlW3OfnG9nN4fApv\n", "V7Wj08Gfzc6K+HjhCOWz2evxsfnjZn5zsI6UOBP/uGIKJRGuXBErQvrEHjlyZEByPX/+PEVFRao1\n", "SghFUXj/Yic/K68l3mzga0sLKEkP7ZcxP9nKTx4spabNSZrNxNR+UyHOyU3g39ZMY7RuaAHkJlqG\n", "vFFltxjxNlZTNDXvhp/VtPXy3Z1VXOp088SsTJ6ckxXWH5H+HB4fHt+1iV5q2npxe32Yo6R3wcUO\n", "F/9ZWQf0TUj++8MNfOtebeeQkNfQ6u/IkSPDJtf6+np2796NwWBg6dKl5OTkDLnv8ePHOXXqFH6/\n", "n4ULF5KXlxf2MbROq1etMHhs9V1uvrvrPB6fQlOPh5cqavmnB0qwmgx4fX6Mw3y9LkqNoyg1btCf\n", "pdrG9uvyUOdux+lWLnX2/W6tP9rIHQVJEU/fmJtgYWF+IgcudGIx6Jg/OYmvbT3H/dPSWDIleURX\n", "xcMJ5bNp0DNgnlybWfs9jkJKrosWLeLNN99kxYoVIR+4srKStWvXAlBWVsbq1auH3LelpYVHH30U\n", "gK1btwaSazjHENqiAP5+U+75lL4ke76tk7ZeL26vn2WlqSP+Wj9SLq+PSx1uDHrIS7KG1af2+gRz\n", "/TDXcKTYTPzt4nwud7npcXt5Ye8FWh1eTjT2MCnJMu5z7k5OsvKNewr5zcE6chMtPDFrbEoW4ymk\n", "Px+vvPIKnZ2drF+/nvXr13P06NFhX2OzXfsqZjYHv1JYsmTJiI+hdVoevz1YbFl2M9+4pxCrUU9K\n", "nJFnFuXxg7fO8/3d1fy/Dy5jMug5Vt899o3tx+31s+1UC3+x6SR/sfEk79V2DLoy8lDn7p7iFO4q\n", "TCInwczfLp5MUeqNNdlwpNhMzMiKp7bDRavjWq+FXo+68yuE8tk0GfQsKUrmpUem8Z1lRUwepP6s\n", "NSFdud5///3MmzcvsL1169ZhX9P/Q2YyhXZ1sXPnTubPnz+iYwhtMOh13FmYzPTMeAw6ONfaS1Vr\n", "37DSLpeP9l4P1jGcL2AwzQ43v7zSx9WnwK/fq2Nmtp3EEOumuYlWvnZ3AS6vgt1iGLX+r3MnJZKd\n", "0Eh9l4f5kxNGnLRHi06nI9E6cWY5DenT2T+xQl+/1+H0H2igC+FD884771BaWkp6enrEx+j/F7S8\n", "vFxT21qOb/HixYP+fP++CjLtZtLizei9bvp/AjLiTeTbfIMeb6y2mxrqBySLjHgj5itf7UOJr7y8\n", "HIvRQKLVyL6KilFrX0GKlb+7NZ4fLknnK0sKSI83j8v509J2JHTKYN9jRsGmTZtYs2YNiqKwZcsW\n", "Vq1aBcCxY8fQ6/XMmDEjsO/evXvJyMhg+vTpIR1jMLt37+a2225TIxQRBS53OtlX08mx+m4KUqy0\n", "ODz8+bxcUsa5v+TpJge//aAOm9nAp2/LGbS7lYhthw4d4t577w37dSFduXZ2dvLaa6/x29/+Fq/X\n", "y6ZNm4Z9zYIFC1i3bh3r1q1jwYIFgef379/Pvn37AtuNjY1UVFRw8uRJysrKeOWVV4Y9xkQ00r+i\n", "0SyU2OLNRg5d6qS+283Wky0Y9Dps5rHvZtTc46ahyxVY32pqho3v3VfMN+8pHDKxavncgfbji1RI\n", "BZDt27ezZs0a3njjDYzGEOtJubk89dRTNzz/9NNPD9jOzMzk61//eljHEBNPotXIXy2azPGGbox6\n", "PTdnxWMZ45rrsfpuvrOzCpfXz9fuLuDOgmQM4zDrlogNIWVKq9U64IaSTDk49iZaP9fB5CRayBmn\n", "WaW63V5+XlEbGPX1/Ns1vPy4LaT2aPncgfbji1RIf/qvH0Tg94/90hlCm3x+ZdDuS9FGjw5zvwlX\n", "jHodcsEqggkpuWZmZlJeXo7X6+XAgQPk5+er3S5xHS3WtU429vCt7Wf54VtV1PabvT8a2cwG/mZx\n", "PsWpceQkmHlueRFZCaFdRWvx3PWn9fgiFVJZYMmSJZw4cYL29nays7Nl3SwxYg1dbv7vm+cCX7Od\n", "Xvj2siLMKs0aNRpK0m3884Ml+PyQFHftV6eu08m7Ve04vX4+UZIqPQYEEMZKBDNmzBjQfUqMLa3V\n", "tTx+/4BpARu63Xh8CuPQASAs9usGCDg9Pn79Xh37ajoAqKhu58cPlg4Ylqu1c3c9rccXqZCSa3Nz\n", "M9u2bSMuLg63283KlStJTZUVKEXk0uNNfH5+Lv9ZWYdRr+Pz83OJjyCztvd66HH7SbIabkh8Y8Hp\n", "9XOm2RHYru1w4fT4YfA5YzTBryicbemloctFTqJF81MHRirkrlhr165Fr9fj8/lYv349Tz75pNpt\n", "E/2Ul2trPler0cCqm9KZNymB9rZW5uQl4vUrnG7q4XKXm7wkC1PTbUFH5l3qcPKjt6s53dzLJ4pT\n", "eHrBpMAkzA1dLlxehQy7SdUZoRIsRp6ck8VLFRcBeHxWJslxA3+ttHbuzjQ5+LstZ/D4FaxGPf9w\n", "VwbzinPHu1lRJ6TkarPZAosSGgwGrFapKYnQVbX2svlEEwkWIyumpjEpqe9GUJzJwJQ0G+UfH0Jf\n", "ksfHjd08u+UMfgVMBh0/WzWV0iBzuB6u6+Z0cy8Ab51r4xMlKaTZkjjV2MM3r9RzP3VrNo/Nyozo\n", "qjgUBr2OZSWplKTa8CoKhSlWVZN5NKjtcOG5MojC6fXT7Iz+3h7jIaS7B07nwDu5Dkff16DKysrR\n", "b5EYVKxe+bQ4PPzDm+d442QLvz/SwMsHL+H2DezKdzW2Sx2uwHyfHp/C5U5X0GNbjAOvas0GPYqi\n", "8D+H6wP13N99WE/dMMcZqTiTgZuy4pmVbR90sutYPXdDyUkwB7qhGXRQmJE8vg2KUiFdufr9fl5+\n", "+WVuvfVWjhw5QlJSEidOnODw4cMDZrES4npOj5/Gfov4nW914vL4B+0VkGk3Y9D1zTBlCWFpl9k5\n", "CTwwLY0P67p4cHo6JWlx6HS6AeszGfUD+6eKkZuaYeMnD5ZyqcPF5GRL0G8XE1lIydXhcAT++l4d\n", "4x8LHb+1JFbrdqk2I0/dksW6Iw3ogE/dlo3dMvBr89XY/IrC0wsm4XD7sJkMXGhzcOukhCGPnWk3\n", "88wdefR6/cSbDYFhqI/PyqTT6aOuy8X/nptDXtLolLF6PT7qOl2Y9Hryki0hTxE4GufO5fXR5vBi\n", "NelJvm6CcNeVm2rtTi8FKVYmj1K8QzEZ9MzMtgcm4I7Vz6baQkqun/zkJ7Hbb5zJPD8/n4sXLwZW\n", "DhDienEmA0/MzmRhQRImvY6CZCs6nQ5FUXD7/Fj6rfGUZjPxg7eq6XL50Ovgxw/0rdvW7fKy93w7\n", "755vZ0lRMkumpARqqCajHtN1cwxMSrLyjXsKcPr8VLc62XS8keI0GzMyI5+PwOnxUXa8if96/zJG\n", "vY7nlk/h9snqrCh7vW6Xlw3Hmlh3uJ68JAv/cO8U8lOuJdAPL3XxDzurAMiym/jxA6XjNkxYXBNS\n", "ch0ssQIkJCSwe/duSa5jIJavDOwWIzdlXvuoNXa7ee2jBk40Onh8diZ3LlyEoiikxJn4l4dKudDe\n", "t7BgaUY8ACebHPxLeS0AH1zqItNuZu6VpbLbHB4+rOuiodvN7XmJgUUMjQY9tS29fOWNM4E67j8/\n", "UMItuX1Xwj6/wtkWB43dbnITLRQP052oqcfDf71/GQCvX+Hlg3XMzI4P6ebVSM9dTbuT//mwHoAL\n", "7S62n27m/yy49ju3/0JH4HFDt4emHveYJtdY/myqaeJMCy6ixr6adspONAPwo7eq+dc1U2nq9vDL\n", "A5dItRn5m8X5FKTEoSgKTo8Pz3U3wPoPPthT1ca/X1kN4LWjjfz84alMuvK1uLnHTb9luGjovjZH\n", "xqmmHp7dcgafAjaTnp8+VMqUIAnWbNBhNxvodve9d7bdNKI1r8JhuK78YLluRdc5uXa2nWoBIMlq\n", "HLVVbcXIRO9YQzGAlsZv91/fSQE6HS6+t+s8l7vcHG9w8F/v19HU4+Y379fx7JYzNPd4uGdKMnod\n", "PHlLJnlJFnquJLmP+q2j1eXy0dkv8eYlWUm4Ut+1GvUUplzr2V/d5uTqStQOj5/LXQMnJ7peVoKF\n", "H6wsZu6kBO4tSeFzCyZhCnGo7kjPXWGKlS8tyiPdZuL2yYksK0kZ8PP5k5P44cpivrIknx8/UDJq\n", "NeZQaemzOZrkylVErK7DSbfbT6bddMNNlmDuKU5hx+kWWnu93FuSgsHvCyQ66LtB89Hlbv5wpBGA\n", "M/su8vz9xayemcGL5bX8/kgjD0xL43/Py2HF1DT2VXegADMybWTEX2tHUWocP32olPouN+nxpgFf\n", "/ScnWdHRl9xNeh0Z8YMvgNnr8dHU7cFk0HFTZjzfX1E8pvO3ev0KH1zq4tClLj55axa3TUok97qv\n", "/PFmA/Pyxqb+K0InyTVGRFtd60yzg69vO0uXy8fC/ET++s580uJDS7BFqXH8/JFpONw+0mwmzEY9\n", "X75Txy/21ZJoNfLZebl83OgY8BqXt+/m1NVFCreeamHJlGTmTkrgxUem0u3ykZ9kIf26JFmQEkdB\n", "yo1jUadn2PjJgyVc7nKTn2ylJP3GfXo9Pv50opmXD9YRZ9LzgxXFES1RPZJzV9PWyz/uPo9fgYqa\n", "Dj59Wzafvi0n4uOpIdo+m9FCkquIyJ5zbYHa54ELnTw60xlycoW+blT9rShNZe6kBEwGHenxZqwm\n", "PTkJZi53ubklx86ZZscNq6oa9TpMBj3Tr9z4CofJqGdWTgKzguSphi43Lx+sA/qWp/7NwTr+6YGS\n", "QDmgocvFySZH31Vtho0U2+gv/+7y+gfUjZv79RkW0W3ENVfpKTA2oq2ulZ1wLZHodYxoPavy8nJM\n", "Rj05ideuPPOT4/jBimI+d3sOaTYTv/uwgU5XXxkh227mCwsmDXuHf6SMhoEDENJspkBJoMPp5ad7\n", "L/CDt6r57s7zvHas6YYbb/3jC8XlThevfljPv++/SFVL37DevCQLq27qWxE5yWrkoZvSgx1iXETb\n", "ZzNahHTlunfvXu66665Bf3b9sttiYrijIIl2p5fj9d08cnMmU1JHfxoom1nPpmNNtPb23QDberKF\n", "f109DaNej91iCKn2qShKSMuyD2ZSooXv31fMfx6sIzPexP+amxMYONDt8vJh3bWbaXvPt/P/zc4K\n", "+SbX9bx+hd8dqmfn2VYA3j3fxs8fmUZGvJnPzsth1U3pxJn0IU/QLcZfSMn1rbfeorGxkbvuuovM\n", "zEy12yQGEW11rfR4M5++LWdEyeuqoWJLtZn5+j2F/OjtagC+fk8haUPceLqex+fnYG0nr59oYla2\n", "nZXT0m6oxw5Hp9MxZ1ICL2SVYNTrByTzBIuR2/MSOHixC4C7p6QMefUeyrlze/2cablWZ25xePum\n", "LqSvn/ByMIgdAAAgAElEQVR4TKcYqmj7bEaLkM7YmjVruOmmm6ioqGDPnj3MnDlTJs4WACNOrMOZ\n", "k5vAv62eBhByYoW+mbie23UeBfiwrhu7xUB+spXSdNuAOQt63T4ud7kxG3RMSrIMGs/1/UqhbzXa\n", "Ly/O53RTDyaDnmkZthH1e7WZDTw1J4vn365BAR6+KV36q8a4kL7DzJ49G5PJxN13382KFSt4/fXX\n", "1W6XuI6W61rDxZYWbw4rsQI43H76z35R0+bkn9+5wFtXvnZDX2+Ajccb+YtNJ/mLTSc5XNcV1ntk\n", "2c3cVZTCwvykASsPXC/Uc7e4IJmXHpnGTx8q5dNzs1WbJnG0afmzORIhXbmWl5dTWFjIvn37sNvt\n", "fPnLX1a7XUKMyORkC/PzEqi82EWS1UhRahxnW3pRgB/vqWbupASK0+L47Qd9w0rdPoXfvH+ZF7Lt\n", "47aOl8moZ2qGzDClFSEl1927d3PPPffw2GOPYTDExl9TrdFyXSuc2FodHj5u7MHl9XNTZvyQY+jT\n", "4808u7SAug4XJ5t6+M3BOj51Ww7/tr9vqOyus208t7yIOJOe3iu1zSy7+YahpqNBy+cOtB9fpEKu\n", "uc6ePVvttggRlNevsOFYI+s/6hu5dVOmjeeWTxlydFhKnImUOBPJcUaS40z4/AOnyexy+fjBimJ+\n", "+8Fl0m0m1t6WPaajr4S2hVxzFeNLy3WtUGPrdfvYV31tBqiPGx2BiVSCmZRk5d6SVGZkxZOb2Fe7\n", "TbYaKU23MTPbzvP3l/C1uwtUG5Ov5XMH2o8vUiFduXZ2drJjxw56enpYu3YtmzdvZs2aNWq3TYgB\n", "bGYDy0pTAnXS+XkJN4zaCiYvycrz95fQ3OMhJc4YmD1LrlaFGkJe/XXNmjW88cYbGI3R299Oy7Rc\n", "1wo1NoNex0M3pTMtIx6X18/UdBuJ1vA+j9kJFrLHuCP+9fE1d7s51exAr4NpGfEx3+VKy5/NkQjp\n", "k2m1WjGZrn0A5KaWGC9JVhPz8mI3GfW4ffy68hJ7qtoBWD0jg8/Nzxm0L62IbSHVXN3ugXNd+v2D\n", "j6EW6hnLupbH579hhVY1ab1m1z++q0vWXLXnfFtIdeNopvXzF6mQkmtmZibl5eV4vV4OHDhAfn7+\n", "qDfE7/fj88X2h0wLzrf28u03z/HVN87wcWPPeDdHc+LNBhbkJwW278hPwh4jgwVEeHRKiMu4njhx\n", "gqqqKmbOnElhYeGw+9fX17N7924MBgNLly4lJ2foud22b99OVVUVq1evJjc3N/D85s2bAwm3uLiY\n", "WbNmDXmM3bt3c9ttt4USihiCw+3j69vOUtXay8ppaaTGmVhWmkKmPbomC6lu7WXdkXpQ4Mk52RSp\n", "MGmMmhq7XHzc5MCgg+mZ8WHPeSDG1qFDh7j33nvDfl3IdwNmzJgRmE+gpqaGgoKCoPtXVlaydu1a\n", "AMrKyli9evWQ+65cuZITJ07c8LzVamX58uWhNlGMkNev0OXy8vT8SWw42kizw4PFqOfB6WlYQ1iI\n", "byi9Hh+17U50Oh35ydaIV2AF6HR5eX5PdWDS7Op2Jz++v5SkuOi90drp9NLr8ZFoNRJnMpCZYCFT\n", "ZrfSvKCfyA0bNgQmsrhaZ1UUhTNnzvDNb34z6IFttmvD+MzmyP4y+3w+Nm7ciKIoFBUVTegr07FY\n", "Gz7RauQrSwv445FG6q8s5ver9y5xS449sKpquDxeP9tPtQQWEfzbxZO5b2ragO5P4cTm9vpp7L42\n", "YXRDlxt3FN8DuNjh5Md7qjnT3MuamZk8eUtW2D0cot1YfDZjUdCzbLfbWbFiBRUVFZhMJubMmcOh\n", "Q4dITk4e9sD9qw39exqEY+XKlYHH27ZtG3b//if5apFdK9tHjx5V7fiN3W6q6xox+53MnlaM3XLt\n", "ylJH32TYkR5/6pz5gdn8Af7r/cvMz0/k40OVER1v4aI7+cKCSfx07wUU4C8W5pESZxr38zPYttFo\n", "5KJtCieb+ia+fu1oI/MnJzInN+GG/Q8ePIjX6+WOO+6ImvbL9si6mYVUc33ttdd4/PHHA9ubNm0a\n", "dhDB9u3bA8lx165dLFu2LOj+J06cIDk5eUDNtb/hjiE118hcaOvlWzvOUd/lYe2cLDLtZpKsRl47\n", "2kh9l5vPz8/lrqLkiCeBbnd6+OqWM9S0uwCYkRnP91dMGdH8pG6vn4sdThT6Fho0j6DMoLay442B\n", "+QwAfvJgCbNzEgbs83FDD3ur2ylIsTI/L5GUGO/3qjWq1lyvn+MylK5Yvb19f60VRQk8Bjh27Bh6\n", "vT6k+WD713adTmcoTRVhOtbQQ32Xh4x4E06vn38pr0Wvg08Up/DXiyczOdkamH0/EslWE//33iI2\n", "Hm3EoNexZmbGiCd+Nhv1TFF5iZfRsmByEofrujjR6ODRmzNuWJqmuq2Xv992Fqe373fqr++czINR\n", "uJSLCF9In3K/309zczPp6ek0Nzfj8Qy/SNqCBQtYt24diqIMuOLcv38/Op1uQHLdtWsXVVVVWK1W\n", "CgsLWbJkCdCXXCsr+74+zpkzJ6zAtEatutbV4aNpNhMXrlxd+pW+WaNWzcgYUWK9qjAljr9bMvQN\n", "UC3X7HISLTyS7eTLd04nwWK44RtAp9MXSKwAZ1sc1x8i6mn5/I1EyLNibd++ne7ubuLj4weUCIaS\n", "m5vLU089dcPzTz/99A3PDfV1/2qSFeq5OTuez92ey0d1XSwrSeGDS534FZidYydTugiNip6OtiGH\n", "uOYmmrkp08bHjQ6Meh13T0kZ49YJtYTcz3UoFy9ejIoVYKXmOjI+v4JfUTjf2ku320d+sjXs/ped\n", "Ti8dTi92iyHozPxqa+/1sPd8O8fqu1lWmsqc3ISIa8ZjobHbzaVOFwkWA1NS40bl24IYPar3cx3K\n", "+++/HxXJVYyMQa/DgI6pGfERvb6p282LFReorO1iSmoc3763MDDr1Fj78FIXL+27CMA759t58eGp\n", "TIswrrGQaTeTaZdvCVoTvX/OxQDRPn77XEsvlbV9a1BVtfZytD70obOjHdvl7mtzYfiVvkmxx1O0\n", "n7uR0np8kZLkKkbF9aOu4kzj99G6PS8xsLjftAwbk5NkNJQYe9oaKqJh0X43tiQ9ji8syGXbqVbm\n", "T05gZlY8LT1u3j3fzvlWJ8unpjIzK37QpatHO7bSdBs/f3gqnS4vmXYzGeN8Yy7az91IaT2+SEly\n", "FaMiwWLk0ZmZrJiWRpzRgEGvY9OxxsCw17fOtfKLR6ZROEaTrExOHp96rxBXSVkgRsRCXUun02E3\n", "GwPzBlS1XBs84vYpQ85bGguxjYTENzGNOLlKTwExlPumpWE29CXauXkJ5MhMUGICGXE/12gh/Vyj\n", "j6Io1LQ56Xb7yE2wkBofed/XTpcXh9tHnFFP0jj2oRUTz7j1cxViKDqdblRqrBc7nPzznhrOtvRy\n", "39RU7ilOYWa2XTrbi6gWNLnu2bOHefPm8R//8R83TI7t8XgoLS2Vq8UxouXx28PFVl7dzsdNfWPu\n", "3zjZQma8mWSrifyU0G5aKYpCXacLnx+yE8wjnkXrcqcLn6KQFW/GFMKxtHzuQPvxRSqkK9eioqJB\n", "VxJ47bXXJLkK1Rmuv0LVQWuvB7vFENKy1O9f7OK7u6rw+hS+fOdk7itNDSkpDuZIXRff3lGFy+vn\n", "rxdPZnlJ5McS2hb0U3H33Xdjt9uH/LnRKFWFsRLqlcGFdid7z7dx9HI3Tm9sLPg4XGx3FiYzLy+B\n", "JKuRNTdnEGfS88qhen629wJtjuAztHU5vfz7gYt4fAoK8NK+Wpoc7qCvGYrD7ePfD1zC6fWjAC+W\n", "19LYM/yxtH5Vp/X4IhVSdkxJGXymnlBWJBBjp67TxTe3naWxpy/hPLd8CncUJA3zquiXm2jhW58o\n", "ornHTXWbk43HmjhxZWXa+i530MmljQYdKVYjFzv6plOMNxsw6UO70ux0ejlwoYNj9T0smZLMjEwb\n", "idZra4lZTfoBy9UI0V9In7KlS5cO+vzdd989mm0RQYTSl7C5xx1IrACVtR1qNmnUhBKbzWwgPyWO\n", "uk5XILFajXriLcE/wnEmA19ePJnb8xK4OTOe768oJiPESVI+qu/mJ+9eYPvpFr715jkutLv44h15\n", "3JabQElaHP94XzHZIXQv03o/UK3HFyn5Xq8hqTYTyXFG2nu9ANyamzDMK2LPvSWpGPU6atqdrJyW\n", "Rn7y8L0RClLi+N59xfgVJaypB+u7XIHHfgU6XF6mZybxvRVT8PkV4oZYEbfb7cXrU0iyGgcd7ism\n", "hqD9XDs7O0lMTKSzs5Ndu3YBfctd33fffVFXb5V+rn3Ot/ZS1dJLis3I9Ix4bObIl8SOZk6Pjy6X\n", "j3izQbUYzzQ7+NrWs/S4fRQmW3juvmJyEoNfqVa19vLTd2tod3r5q0WTmT85UbqMxThV+rm+/fbb\n", "PPLII2zZsoXHH38cs9lMe3s7mzZt4oknnoi4sUI9RalxFI3R+P3x0uLw8MoHl3m7qo2F+Yl87vZJ\n", "qsyHWppu48WHp9LR6yXTbiJrmBKAx+fnVwcucrq5b9jvP+46z68fmz5u89qK8RX0O9LVi1qbzYbZ\n", "3PfhTU5OjnipbC3x+oZfpHE0abmuFW5sp5scbD3VQq/Hz9vn2vm4MfS5Y8OVn2xlVo592MQKoABu\n", "77Uvgj5Fwa9o+9yB9uOLVEgFKJ9vYJcel8s1xJ7a19Tt5uWDl/jq1rPsPd+GZ4yTrACi9Fu22aDn\n", "CwsnkRJnxKTX8eySArITZIWBiSpoWcDtdrN+/Xoslmt/tc+dO0dWVpbqDYtWB2o7+MORRgBONPTw\n", "80fGZgkRLfclDDe2qek2HpiWxp6qNhbkJzIjM3qWcJmeGc+/rZmO1+cnLd6MUa/T9LkDbX82RyJo\n", "cv2zP/uzG54rKiqiuLhYtQZFu+Z+XZ0UoNcjV65jLc1m4gsLJ7H2tmziTQYau93sP9FESpyRmdn2\n", "cV0c8Wr7hAh73J4+xA7YWrWkKJlka9/fpDsLksZsUmYt17UiiS3OZCAj3kyH08vXt5/lF/su8o+7\n", "q3nrbJsKLRwZLZ870H58kQqpP5WiKJw7dw63u2+o38GDB/nMZz6jasOiVXGajZ8/MpUet490m5mk\n", "uOjqkjbRdLq8tDq8ge33L3by6MwM6V8qxl1Il6GbNm2iq6sLvV4f+DeRZSdYKE6zjWli1XJdaySx\n", "pdtM3JRpC2yvmJoadYlVy+cOtB9fpELKDiaTiVtvvTWwPX36dNUaJEQ40uLNfPOeQqrbnNjNBorT\n", "td3HV8SOkC5Bu7q6Bmw3Njaq0hgxNC3XtcKJrdfto7nHjavfjF9ZCRYW5Cdxc7YdqzH6RqRp+dyB\n", "9uOLVEhXrufPn+eXv/wlaWlpAJw8eZJvf/vbqjZMiOs1XuljfLC2i3tLUvjkrdnj3jNAiKGElFzv\n", "u+8+br/99sD2nj171GqPGIKW61qhxna8oYe3z7UD8PqJZublJbIgP/qnVNTyuQPtxxepkJJr/8QK\n", "MtWgGB/XzzE0litr9rh9nG5y0OXyMiUtjjyZL0AMI6Lb/vX19aPdDvx+/w3DbMU1Wq5rhRrbzdl2\n", "FhUkYTHoeGBaGlPTbcO/aJTsq27n77ed5ftvVfMPO6po6Ap9CLiWzx1oP75IRdSX6MCBA4OuqdVf\n", "fX09u3fvxmAwsHTpUnJycobcd/v27VRVVbF69Wpyc3MjOobQviy7ma8uLaDH7SPBYhhyPtWR8vkV\n", "Tjb1cLLRQVGqlRlZ8bx7vj3w84sdLtp6vSFN5iImrqDJtampiZSUFNraBo566ekZfhaiyspK1q5d\n", "C0BZWVnQZLxy5UpOnDgxomNonZbrWuHEFm82EK/yHLVnWxw8u+UM/it1hx8/UMKdBUm8V9sJQE6C\n", "OawbaVo+d6D9+CIVNLmuX7+eJ554gldeeWXARNQNDQ3DHthmu/aV7ep0heEajWNMRG6vn9PNDlp7\n", "PRQkWylIkb6f4Wju8QQSK8DlLheLi5JJjzfR6fJRkm4jS2a7EsMImly/+MUvAlBSUjLgJlZ7e/sQ\n", "r7im/82HSOd/HY1jaEU4a8N/VN/NN7efAyAlzsgLD5VG9Q2YaFv3flKShUSLgU6XD7NBx5TUOBIs\n", "RuZNjqxnQrTFN9q0Hl+kQqq5rly5csB2SUnJsK/pf3Mq0uGI4R6j/0m+WmTXyvbRo0dD3v/QpWuD\n", "Ptp6vTR1e6g++n5UxRPN24UpcXzzjlRa3TqKslKYkhoXVe2T7bHfjkTQNbSG4na7h/2avmnTJtas\n", "WYOiKGzZsoVVq1YBcOzYMfR6PTNmzBiw/4kTJ0hOTh5wQ2uoYwxG1tC6Zn9NB9/ZWQVAgsXAvzw0\n", "lfyU6L1yFSKaqbKG1lC2b9/Oww8/HHSfBQsWsG7dOhRFYdmyZYHn9+/fj06nG5Bcd+3aRVVVFVar\n", "lcLCQpYsWRL0GCK4Obl2/umBElp6PExJjZPEKsQ4iOjKNRrv3Gv9yjWW61qtDg96PSRbB6+bx3Js\n", "oZD4YpsqV64vvPAC+fn5Nzx/8uTJqEuuYng1bb1caHeSGmdiaroNk1HdqSMVReHgxU5++u4FrCY9\n", "37incEyWxBEiGgRNrsXFxYMm0bKyMtUaJAY30iuD2nYnX916lvZeLzrghyuLmZuXODqNG0JDt5vv\n", "7TqP26dAL/ysvJYXHizFdl0/VS1f9YDEN1EFvXS54447Bn0+OTlZlcYI9TR2u2nv7ZuxXwGOXO4K\n", "/oJRoCh9//pvCzFRBE2uQ63yKhO3jL2Rjt9OjzcNGNk0I8s+0iYNKyvBzLfuLcJuNpARb+KvF0++\n", "4aoVtD82XeKbmGQBqAmiICWOnzxYwvlWJ2k2E9Mz1Z/0RK/TsSA/kV89Nh2DTkfqGK+K2t7rodXh\n", "JcHat5ihEGMpot4C0UjrvQVEeJq63byw9wKHLnWRk2Dme/dNkWHAIiKR9haY2CsNCs2qausNjFS7\n", "3OXmcF33OLdITDSSXGNErNS1FEW5YVLr4agRW9x1a2klWcdvba1YOXeR0np8kZKaqxg1F9qc/O7D\n", "y7i8fj59Ww4lYziZ9fVK0+N4dkk+b3zczNy8BGbnJIxbW8TEJDVXMSp63D6+9eY5jjf0zfWbEW/i\n", "pUemkmob3xtJbp8fs0G+oInISc1VjCuPz09jtzuw3erw9A0eGGeSWMV4kU9ejIj2ulai1cj/WTAJ\n", "/ZWZIf/yjjzSQpytP9pjGymJb2KSmqsYFXqdjjsLk/nlo9Px+xVykyyqz10gRDSTmqsQQgQhNVch\n", "hIgiklxjhJbrWlqODSS+iUqSqxBCqEBqriIkPr/CpQ4XfkUhJ9GCRW5WjTuH20dTjxuzQU9OomW8\n", "m6NZY7qGlphYFEWhsraD7+06j0+BLy3KY+XUNOkNMI563D7Wf9TAq4cbiDcb+OHKYm7KlFUeoon8\n", "dsSI8axrdbl8/PLAJa6OCfjX/RdpdnhG7fhar9mpEd/lThevHm4A+hLtqx/Whz2nw2jR+vmLlCRX\n", "MSyTQUd6/LUBAYlWIyaDbhxbJEwGHUb9tXOQHm9Cp5NzEk2k5ipCUtPWy2/fv0y3x8fnbp/EtIzx\n", "m5RFgF9ROHSxi//+4DKTEs38r7k5TEqSJdTVIDVXoaqClDi+tawIRQGDXq6Qxptep2Pe5ERm5cRj\n", "1OvlnEQhKQvEiGioa+l1OlV+iaMhNjWpGZ/FaBj3xKr18xcpSa5CCKECqbkKIUQQMreAEEJEEUmu\n", "MULNulZDl4vzrb10uryqvUcwWq/ZSXwTk/QWmODOtTj4xvZztPd6ua80lc/PzyU5xEmuhRBDkyvX\n", "GLF48WJVjrvzTCvtvX1XrDvOtFLb7lLlfYJRK7ZoIfFNTJJcJ7g027WrVL0OrDJfgBCjQn6TYoRa\n", "da0lRcmsuimdaRk2/u8nCilMHftRPlqv2Ul8E5NqNdf6+np2796NwWBg6dKl5OTkhL3v5s2b8fl8\n", "ABQXFzNr1iy1mjthZSVY+KtFebh9fixGw3g3RwjNUC25VlZWsnbtWgDKyspYvXp12PtarVaWL1+u\n", "VhNjipp1LZ1ON66JVes1O4lvYlItudps1yb2MJvNEe3r8/nYuHEjiqJQVFQkgwSEEDFDtZpr/4Ff\n", "JlPwrj1D7bty5UoeffRRHnvsMRoaGka/kTFEy3UtLccGEt9EpVpyvVorBYadZzKUfYdL0DDwJJeX\n", "l2tq++jRo1HVHtmW7Ym0HQnV5hbYtGkTa9asQVEUtmzZwqpVqwA4duwYer2eGTNmDLtvTU0NBQUF\n", "AGzZsoWHHnpoyPdTe26BLqeXE409NPV4uCnTRnGazGcK4PL6OdXUQ4vDQ0FKHFNS48a7SUKMqqib\n", "z3XBggWsW7cORVFYtmxZ4Pn9+/ej0+kGJNeh9q2pqaGyshKAOXPmqNXUkFTWdvJP79QAkGAx8LNV\n", "U5mcLJMTH63v5pvbzwF9/y//sqqU/GRJsEKollxzc3N56qmnbnj+6aefDnnfJUuWqNK2wXT0emns\n", "cRNv0pM7yIzuH9V3Bx53uXy09XqZnDxmzaO8vDwq78oeu+7/panbE3ZyjdbYRovENzHJIAKgzeHh\n", "pX21PFN2ir96/TSnm3pu2OfOwiSuVoMnJZrJtMv4e4CZ2fbA4wSLgQx78J4hQkwUMp8rcPRyN8++\n", "cSaw/fCMdP5q0eQB+3i8fs60OOhweslPtsp6RVe4vH5ONzlocXjIT7FKzVWjmnvcNPd4SLQayU20\n", "jHdzxlTU1VxjSZxJj14H/it/ZnISbvzwmIx6ZmTZb3h+orMY9czKkf8XLWvocvODt89zstFBstXI\n", "8/cXM0Vu6A5LygJAUWoczy2fwpxcO0/eksVdRWNYTA3RSLuFRDMtxwaxH19Ney8nGx0AtDu9HL7c\n", "PeDnsR6fWuTKlb7VTBfkJ3H75ET0QfrktvS48Sl9M0mN96JwQowVu3lgmkiPl/sNoZCaa4g+buzh\n", "uZ1VODx+/m5JPncVJsdMgq3tcPJRXTfxZj0zs+2kx8tNJxE6t9dP5cVOdpxu4dbcBO4pTplQE6pL\n", "zVVFTo+PX+yrpfXKpNLPv11N6eM3RdVNrTaHh8YeN3azYUC7Wh0evrezipork2A/NiuDz98+KWb+\n", "MIjxZzbqWVyYzOLC6CuXRTOpuYZAB5gN15KRQa9jmBG9oy5YXau5x81P3q3hS6+f5st/Os2Z5mtd\n", "ybpdvkBiBfjgYhcur1/VtoYr1Jqdoii0OTzjttZXpLRek9R6fJGS5BoCi8nAM3dMpjDFSka8ie/c\n", "WzRoj4LxcrHDxcGLXUBfR/6PGx2Un2/nv96vo7XXw8qpqYF975+WRpwp9k67X1E4cKGDvyw7ybOb\n", "z3C22THeTRIiKKm5hqHL5cXrU0ixRVe96Uyzgy+9fgq/AgYdPLukgB9fGapr1Ov4yYMldLl8WIx6\n", "StNtxJtjb1Lsuk4Xn3/tY7xX+svNzIrnR/cXywTfQnVScx0DCZbo/O+62pVs88fN3Jpjp6nHHfiZ\n", "16/Q4/axID9pHFs4coqi4O93HeD1K6CJywKhVbH3/XCCClbXMl7pSvb9FcU8NjuLObkJWK7UiLPt\n", "5qgfURNKzS47wcI37inEatSTEW/imUV5WEyxcdWq9Zqk1uOLVHReiokRmZ5h48WHp9HW6yEn0RL1\n", "ybU/RVEGndPXoNexuDCZmzLjMep1pEZZaUaI60nNVUSFHrePiup23jrbyp2FySwtTiExSsswYmKR\n", "mquIaaebHPzk3QsAHKrrJivBzPzJsV0nFhOb1FxjhJbrWuXl5XS7B/Zd7XL6htg79mj53IH244uU\n", "JFcRFYrTbBQm99WGcxLMTM2QWZdEbJOaq4gaTd1u2no9JMWZyJJJt0WUkJqriHkZdrOsZCA0Q8oC\n", "MULLdS0txwYS30QlyVUIIVQgNVchhAgi0pqrXLkKIYQKJLnGCC3XtbQcG0h8E5UkVyGEUIHUXIUQ\n", "IgipuQohRBSR5BojtFzX0nJsIPFNVJJchRBCBVJzFUKIIKTmKoQQUUSSa4zQcl1Ly7GBxDdRqTYr\n", "Vn19Pbt378ZgMLB06VJycnLC3jecYwghRDRR7cq1srKStWvX8uSTT/Lee+9FtG84x9C6xYsXj3cT\n", "VKPl2EDim6hUS64227WZ5M3m4HN0DrVvOMcQQohoolpy7d8JwWQKvgzyUPuGcwyt03JdS8uxgcQ3\n", "UalWc/X5ri0wN9g69KHsG84xkpOTOXToULjNjBk2m02z8Wk5NpD4Yl1ycnJEr1Mtufb29gJ9V59X\n", "HwMcO3YMvV7PjBkzht13qOcHM3fu3FFruxBCjJRqyXXBggWsW7cORVFYtmxZ4Pn9+/ej0+kGJNeh\n", "9h3qeSGEiHaaGaElhBDRRAYRCCGECiS5CiGECiS5xii/3z+gN4UQIrqodkNrtI3GcNpoFk6bt2/f\n", "TlVVFatXryY3N3cMWxm5cOI7fvw4p06dwu/3s3DhQvLy8sawpeELJ7Z9+/bR0NAAQH5+fkz0cgn3\n", "96m3t5ef/exnfOYzn4mJz2c48W3evDlwUVNcXMysWbOGPrASI15//fXA402bNo3avtEi3DYfP35c\n", "uXTpkppNGlXhxPfOO+8EHr/xxhuqtWm0RPp5e/PNN9VozqgLN75t27YpH3zwQcx8PsOJb8eOHSEf\n", "N2auXEdjOG00i8U2hyOc+JYsWaJ2c0ZVuOeuurqaDRs2sGbNGjWbNWrCia+trQ2bzYbValW7WaMm\n", "nPh8Ph8bN25EURSKioqCziEdMzVXZRSG00azWGxzOCKJb+fOncyfP1+tJo2acGMrLCzkmWee4eDB\n", "g2o2a9SEE195eXnMTeQSTnwrV67k0Ucf5bHHHguUd4YSM1euozGcNprFYpvDEW5877zzDqWlpaSn\n", "p6vZrFERybmzWq0kJCSo1aRRFU58DQ0N/OlPf6KxsZHCwsKYqLlG+rs3XCKOmeQ6GsNpo1k48cWi\n", "cOLbu3cvWVlZFBYWjnUzIxJObK2traSmpgb2jwXhxPf5z38egBMnTkQ8Jn+shRNfTU0NBQUFADid\n", "zjSHALUAAAY+SURBVKDHjZnkOhrDaaNZOPHt2rWLqqoqrFYrhYWFMVGjDDW+xsZGKioqmD59OidP\n", "nqSrq4tPf/rT49XskIRz7ioqKnC5XADMmzdvzNsaiXDig74/IOXl5TFz5RpOfDU1NVRWVgIwZ86c\n", "oMeV4a9CCKGCmLmhJYQQsUSSqxBCqECSqxBCqECSqxBCqECSqxBCqECSqxBCqECSqxBCqECS6wTy\n", "3HPPjdqx/vjHP1JWVkZZWRmvv/46nZ2dA36+ZcuWQV/n9Xr505/+RFlZGevXr+f06dMRvf8HH3zA\n", "r371q4heq2VD/b9f780332TDhg0qt2Zii5kRWmLknn766VE7lk6nY/Xq1UP+fKhhxwcPHmTJkiWB\n", "oZH/8z//w9SpU8N+/7lz51JTUxP267Qu1OHeK1asYOPGjSq3ZmKT5DoB1NfXc+DAAc6dO8ezzz4b\n", "eN7hcLBx40bsdjsGg4FTp07xla98JfDzHTt20N3djcFgwOPxsGrVKiwWCwAWi4UNGzZgMBhwOBw8\n", "9NBDJCYm4vV62bZtGydPnqSsrAyA0tJSbr75ZgDuuOOOAW0LZ6KMXbt20draitFoxGAw4Pf7Az87\n", "deoUhw8fJi4uDqfTybx585gyZQqXL1/mv//7vyktLeXRRx+loaGB3//+92RkZPDkk09iNA79K7B9\n", "+3ZOnTpFSkoKiYmJOBwOZs+ezcyZM4O+J/RNK7hjxw5mz55NdXU1ZrOZzMzMwIxRFRUVNDU1YTAY\n", "AsNhH3/88WH/D6qrq6moqMBut6PX62lubuazn/0sAO++++6A//eUlBSWLl0K9H1j2LRpE3q9HkVR\n", "YmIC+ZgX8syvIub98Y9/HLBdVVU1YMLm6urqwOOKigrl1KlTge2uri5lw4YNgx7X5XLd8LPr32sw\n", "f/rTn5SampqQ2n78+HFl//79ge2mpibl+eefVxRFUXp6epRXXnllwP7r169X3G63oiiK0tDQoOza\n", "tSvws3Xr1oX0noqiKF/96lcVn88X2P7DH/6gOByOYd/zaptfeuklxeVyDdjv1KlTynvvvRfY9vv9\n", "SkVFRUjteeONNwb8n/U/Z4oy9P/75s2blaampsD2e++9p6xfvz6k9xSRkSvXCayoqAifz8ebb74Z\n", "mHbt6ow/ly5dYtGiRYF97Xb7kMcJd3Jvr9fLxo0bWbJkCdnZ2SG95syZM6xYsSKwnZ6eHlj+paGh\n", "gc7OzsAVG/TNWNTW1kZmZiaZmZk0NTUBfVfx4Vy1zZo1C73+2q2JqVOnUldXh16vD/qeV33iE5+4\n", "4f/n9OnTLF++PLCt0+kG/F8H88ADD3Dw4EFOnDiB1+slMzMzcM6C6e7uHjB945w5c7hw4UJI7yki\n", "I8l1Ajty5Ai33HILJSUlQN/6TlenVMvLy+P06dOBemh3d3fgdX6/n/Pnz1NcXAxAe3t7yDPP9/T0\n", "sHHjRlatWhXWlHSlpaUcPnyYhQsXAtDU1ERtbS0AeXl5ZGVlDagB9y8ZQF+N9v3336e2tpZVq1aF\n", "/L7Hjh3D7/cHEuzZs2d56KGHMBgMw76noiiDlj2mTJnC0aNHB8yK1f//OpgPP/yQ22+/PbD96quv\n", "hjSheHx8PM3NzYEEe+jQoZiZ8jBWyaxYE8CePXtob2/n6NGjgSuxlStXsmXLlgFXZQAPP/xw4Lmr\n", "NVe9Xo/H4+Hhhx8O1Fz37NlDQ0MDFosFj8fDmjVrBtQv3333XVpbW9Hr9Xi9XhYtWkR2djYvvvgi\n", "OTk5gau56+vAwezcuZO2tjasVitOp5PGxkYWLlzIvHnzqK2t5eDBg4E2dHd3s2rVqgETUr/88stk\n", "Z2fz4IMPhvx/9+tf/xq73Y7VasXj8XDLLbcwffp0gKDvWVlZyeHDhwHIzMxk0qRJA5Li22+/PeD/\n", "Z9q0acyePXvY9vzyl78kJycHRVHw+/0D6rjQl6SPHDmCxWIJLEUye/ZsvF4vr732GiaTCb1ej91u\n", "5+DBg3zyk5+MmXlzY40kVyGCWL9+PU888cR4N0PEIOnnKsQQtm/fzsmTJ9m6det4N0XEILlyFVGh\n", "uro68DX6eoWFhcPO+h4r7xlMd3c3u3fvHrQWarfbY2ZVDdFHkqsQQqhAygJCCKECSa5CCKECSa5C\n", "CKECSa5CCKGC/x/X05ua4YWmIQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.558016\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4U/eZL/Cv9tXyLu/7gtkMJAQDIZCyNE4CCRDShtCZ\n", "TmaaztN0pnNvm/am6Zp2bprcO22Tprc3md5Om6YNbdicsDmAGxJsFgOOCcbYYLxgDN43ydqPzv1D\n", "ICwv8pGso+Xo/TwPz+MjS8e/10e8/uk9v0XEsiwLQgghASUOdQMIIUSIKLkSQggPKLkSQggPKLkS\n", "QggPKLkSQggPKLkSQggPpHyduLu7G1VVVZBIJFizZg3S0tKmfe6lS5fQ3NwMp9OJ5cuXIzMzEwCw\n", "f/9+MAwDACgoKMDChQv5ai4hhAQUb8m1trYWO3bsAABUVFRg8+bN0z53YGAAW7duBQAcOnTInVyV\n", "SiU2bNjAVxMJIYQ3vCVXtVrt/loul3t97urVq6d8nGEY7N27FyzLIi8vD/fcc09A20gIIXzhLbmO\n", "n/glk8k4vebo0aNYtmyZ+7i8vNz99eHDhwPXOEII4RlvyfVOrRQARCLRjM//+OOPUVRUhKSkpCm/\n", "P1OCPnLkCCQSiW+NJISQGcTFxeHee+/1+XW8JVez2QzA1YO98zUANDQ0QCwWY968ee7HTpw4gZSU\n", "FOTm5nqco6OjAzk5OQAAi8Xi9edJJBIqGxBCAq6urs6v1/E2FKusrAw7d+7Ezp07UVZW5n781KlT\n", "OHnypPu4t7cXNTU1aGpqQkVFBd555x339zo6OrBr1y7s2rULc+bM4aupEaG6ujrUTeCNkGMDKL5o\n", "xVvPNT09Hdu3b5/0+LPPPutxrNfr8cILL0x5juludBFCSLgTCWXJwaqqKioLEEICrq6uDuvWrfP5\n", "dTRDixBCeEDJNUIIua4l5NgAii9aUXIlhBAeUM2VEEK8oJorIYSEEUquEULIdS0hxwZQfNGKkish\n", "hPCAaq6EEOIF1VwJISSMUHKNEEKuawk5NoDii1aUXAkhhAdUcyWEEC+o5koIIWGEkmuEEHJdS8ix\n", "ARRftKLkSgghPKCaKyGEeEE1V0IICSOUXCOEkOtaQo4NoPiiFSVXQgjhAdVcCSHEC6q5EkJIGKHk\n", "GiGEXNcScmwAxRetKLkSQggPqOZKCCFeUM2VEELCCCXXCCHkupaQYwMovmhFyZUQQnhANVdCCPGC\n", "aq6EEBJGKLlGCCHXtYQcG0DxRStKroQQwgOquRJCiBdUcyWEkDBCyTVCCLmuJeTYAIovWlFyJYQQ\n", "HlDNlRBCvKCaKyGEhBFKrhFCyHUtIccGUHzRipIrIYTwgGquhBDiBdVcCSEkjFByjRBCrmsJOTaA\n", "4otWlFwJIYQHVHMlhBAvqOZKCCFhhJJrhBByXUvIsQEUX7Si5EoIITzgreba3d2NqqoqSCQSrFmz\n", "BmlpadM+99KlS2hubobT6cTy5cuRmZnp8zmo5koI4UPY1Vxra2uxY8cOPPXUUzhz5ozX5w4MDGDr\n", "1q3Ytm0bPvvsM7/OQQgh4YS35KpWq91fy+Vyr89dvXr1rM8hdEKuawk5NoDii1a8Jdfx1QaZTMbp\n", "NUePHsWyZctmdQ5CAsXOOEPdBBLBeEuuDMO4vxaJRDM+/+OPP0ZRURGSkpL8Psf4v6DV1dWCOhZy\n", "fKtWrQqr9ozZGOy90IVvHbiKdz/txpDZLqj4An0s9Pj8xdsNrX379mHLli1gWRYHDhzApk2bAAAN\n", "DQ0Qi8WYN2+e+7knTpxAcnIySkpKOJ1jKnRDiwRK/U0DvnOoxX38o/V5uD83LoQtIqEUdje0ysrK\n", "sHPnTuzcuRNlZWXux0+dOoWTJ0+6j3t7e1FTU4OmpiZUVFTgnXfemfEc0Wi2f0XDWbjFZrYzHsdG\n", "KzPNM7kJt/gCTejx+UvK14nT09Oxffv2SY8/++yzHsd6vR4vvPCCT+cghE/5CSosSFGjoceEDJ0c\n", "81I0oW4SiUC0tgAhUxg02TFstiNGIUWyNrpHqkQ7f8sCvPVcCYlkCWoZEtQ0QoX4j6a/Rggh17WE\n", "HBtA8UUrSq6EEMIDqrkSQogXYTcUixBCohkl1wgh5LqWkGMDKL5oRcmVEEJ4QDVXQgjxgmquhBAS\n", "Rii5Rggh17WEHBtA8UUrSq6EEMIDqrkSQogXVHMlhJAwQsk1Qgi5riXk2ACKL1pRciWEEB5QzZUQ\n", "jgZNdlzuHYONcaIkWYM0nSLUTSJBENT1XI1GI7RarT8vJSQiORgndn3Wgz0NfQCAhala/Gh9HnRK\n", "KewOJ8wOJzRyCSTimTfSJNHBa1mgsbFxyn/vvvtusNpHbhNyXSsSYjPZnTjZMeI+vththMHqQK/R\n", "hl+fuoFvfNCMiku9GLNN3m8rEuKbDaHH5y+vyfXkyZMQi8Voa2vDmTNnYLPZcPr0aSQkJASrfYTM\n", "2rUBE946fQPvfdaDHoPVr3Oo5RKsLbz7vl+WFQOdQor6mwYcbh7AzVEb3jpzE9f6TYFqNolwXssC\n", "Tz31FLRaLerr6/HMM88AABYvXoy//vWvQWkcuWvVqlWhbgJv+Iyt12jDi5XXMGR2AABujdrwr/dn\n", "Qizy7eO7VCzC5vnJmJusht3JojhJjRilFBaH0+N5VmbyLQwhXztA+PH5y2tyvVNXlcs9N2ibeExI\n", "uDLZGHdiBYAr/WOwO5xQyCQ+nytWKcWy7FiPx+5Jj0F+ggqtg2asK4xHQaJq1m0mwsBpKJbJZILT\n", "6foLzTAMDAYDr40ikwm5rsVnbIkaGcqLXR/nRQC+UJriV2KdTmacEj97uAC/f3Iuvr4ic8pNDYV8\n", "7QDhx+cvTqMFHn74YfzpT3+CXC6H1WrFo48+yne7CAmIGIUU/3RfBjYUJUIhFSEvIfA9y3iVDPEq\n", "2imWeKJxrkSQnCyLhm4jatpHUJiowrIsHWIpARI/BHWca3d3N1JTU/15KSFB0TpgxguHr8HhdPUd\n", "Xngwx+NufzgbMNlgsDCIVUn97hEPmuwYszGIU0kRo/DrvzmZJU4110uXLnkcnzx5kpfGkOkJua7F\n", "R2yjVoc7sQJAx7Al4D+DK1/i6xqx4MXD1/DVvU3496p29BhsPv+8zmELvnPoKv5p92W8UdOJAZPd\n", "53P4QsjvzdnglFyvXr3qcSyV0l9CEt4ydEoU3K6vKiQiLM+KneEV4aGxdwxtQ64/BBe7jbg24Pu4\n", "2fM3DLg+7BrPe7x1GG2D5oC2kXDjV5a8M3KABI+QxxLyEVtKjBw/3pCHboMNOqWUlxtZXPkSn3rC\n", "SAaFjNvaSt0GK8x2J5I1Mqjlnq9RSPidkivk9+ZseE2uBw4cgNlsRlNTE+z2ux8tUlJSeG8YIbOV\n", "EqNASkxkLa4yP0WDv7snFac6RrC+KAHFSeoZX3O134TvHm7BqJXBo3MTsW2BHpvmJqH+lgGb5iYh\n", "P3Hmc5DA85pcN27cCADYv38/Nm3aFJQGkalVV1cLtocQjrHZGSdkksCsyOlLfHEqGb60JBVPLtRD\n", "yXE87oHL/Ri1utY0OHh5ABsKE/C1FZmw2Bmo5RKfZ6P5KhyvXzjgPM6VkGhgZ5w4c30Euy/2Ya5e\n", "jS0L9NBrgzsjUSQScU6sAJCkuTuiQCwCFFIJpGIRtDRKIKQ4/fbpBlboCblnEE6xtQ2a8dOqdrBw\n", "3VzSa+XYskA/q3MGIr6BMTt6jFZo5BLkxHvWj9cXJWDQ5MC1ARO2L05Bbrxy1j/PF+F0/cIJp6x5\n", "6NAhLFy4EAzD4OTJk1i2bBkKCwv5bhshQWe2OzF+Vk3/GL/DmLjoH7Phf398HZ/eNEAlE+OV8kLM\n", "TdG4v58Wo8A37s+Ew8kGrJRBZo/TlbDZbMjIyEB9fT2efvpp1NXV8d0uMoFQxxKa7QwuXLw08xOD\n", "JDtOiTX5cQCAOKUUawvjZ33O2V67m6NWfHrTtZ6H2e7ER61Dk54jEolClliF+t6cLU49V7FYDLFY\n", "DKXS9XFDoYisO7AkPH12y4DfnOpCjFyG2AwzcgM0XKrHYMXHrcPoG7Ph88WJKOJwx/2OeLUM/7oy\n", "C9sXpUAjl4TFaAON3FVDvTMpIjsu9G0iM+OUXG02G4xGozu5CmQ5gogitLpWt8GK73/Y6l4P9Ten\n", "buCnD+VDIfV+I2fAZMfpjmHcGLViTV48SvSaSc/Z09CLikv9AFyD6H/1WLFP+13plFLolIG7zzDb\n", "a5cbr8L/fKgAlVcGUJykxorsuAC1LDCE9t4MFE7voPT0dFRUVGDbtm1oaGhAa2sr3+0iAsc4WVjH\n", "LTQ9amXAcJibcvzaIN46cxMAcLhpAG88PgdZcXdv4NgZJ5r77s5qGrE4YLZH9qQXiViEJRkxWJIR\n", "E+qmEB9wKtKsXLkSX/rSl6BUKlFSUoLnnnuO73aRCYRW19Jr5fhvq7IgAqCUivG15RlQy2ceftQ0\n", "LnGa7E4YrJ57VskkYnyhNAV39gncUJSAZE1oV8MS2rWbSOjx+cvnzz5SqdRjaFZ9fT0WL14c0EYR\n", "//UYrOgatUKncE35DNfdSGUSMdYXJWBhmhYDfb1YlM6tV/ZoSSJa+k3oMdqxMFWDlCnGoC7L0uGN\n", "x+fA6nAiM1aBmAB+xCeEq1m/69rb2ym5BgGXulav0YZ/r2pHc78JUrEIL5cXYDHHpBUKMokYmbFK\n", "ZMZmc3r+qMWBIZMD92XqcG+mDoUJSiRO0SuVScQ+3cTiymxjcNNghUwsQmackvPMJ6HXJMMxvj6j\n", "DdXtw7g1asO6onjMSZ5cm+cb/UkXkG6DDc23dx91OFl83DoU1snVV5/dMuJnxzsAAPsv9+Pl8gLI\n", "ZZKgrFdqtjPYe6kXb5/vhlQswo/W56EsOzJW2opGlVcG8E5dNwDgaMsg3ni8GJmxwZ1cQSOOIwSX\n", "upZOKYFSeveScln0Ixxwrdl1jtxdk5VhgUs9Y9jb0OdxYwxw/WGp7RzBT461Ym9DLwYDsJ5p/5gd\n", "b5/vdp//9+duwWRjZniVi9BrkuEYX1Pv3dr8mI3hfK0CiZKrgOTGq/DqI4XYvjgF31mTjRU5wupZ\n", "LUmPcf/xyNApYHey2NvQi1GLw+N51wZM+OGRVlS3j+DN01043zU6658tl4igHXfDLTVGDhnPS/kR\n", "/22en+S+qbkiJzbo60MAVBaIGFzrWnP1GsydYuxnOJsuth6DFaNWBolqGRLUMpToNfjFxiJc7DZi\n", "0OTArs96sTBFA9WENU+NVgbjNiHArVHfV/OfKCVGgZfLC/BOXTfiVVI8tSiF84yocKxJBlI4xndP\n", "hg6/fnwOTHYGmbFKxIVg/zRKriQstQ+Z8eLha+g32VGapsV31mRDr1WgMEkNtVyCUx0j+Mel6ViR\n", "o5u0+lN2nBILUjRo6BmDVi4JWA++RK/BTx/K530JPzJ7ErEIhSEui826LEAjBYIjHOtagTJVbPVd\n", "RvTfrpV+dsuItsG79dZ0nQJPLNRjW6keGVPcpEjWyvHi2ly8tqkYv3q8OKAjB6ZKrAMmG4bN09d1\n", "hXztAOHH5y9OPdeamhokJiaipKQELS0t0Gq17t1fc3NzA9IQp9MJlmUhkXBfx5IIV5za862p4TDB\n", "YLwkjRxJGn7rbCzL4uyNUfzHJ9ehlIrx4udyp5yOyweznYHRykAjl3CafEGCT/LjH//4xzM9qaam\n", "BqWlpVCr1YiLi0NlZSXmz5/v9TXd3d14//330djYiMTERMTETD8kqLKyEkePHkVWVpbH8/bv34/L\n", "ly+7t5nxtr1MW1sb0tLSZgolYmVncxsLGommik2nkCJGLoGTBf5haRqWpGshFYfX/dceow3PH7iK\n", "MZsTRhuD5j4THiyIg3xCLTbQ127IZMcfzt/CL6s70T5kRole43GzLdiE/N4EgFu3biE/P9/n13Hq\n", "uWo0GiQmJgJwrZDFpXdZW1uLHTt2AAAqKiqwefPmaZ9bXl6OxsbGSY8rlUps2LCBSxOJwCSoZdi+\n", "JBVfWJQStrPMAHis/epkWc8HeHKl34T9l10L01S3j2BVbhxSChP4/8HEJ351BcQcehBq9d06l1zu\n", "38czhmGwd+9e7NmzJ+rXkBVyXctbbOGcWFO0cnx/XR5iFBIka2T47w9kT7m1SqCv3cTfSKjvrwn5\n", "vTkbnHquIpEIg4ODSEhIwODgIBhm5gG545cllMn8GwZRXl7u/vrw4cN+nYMQvohEIpRl6fDW1hKI\n", "RSIkqIMz3KcoWY3H5yXh6NVB3Jepw/wIG3oXLTgl10ceeQRHjx51r+n6+OOPz/ia8QlYFIA/rVwS\n", "9PhdKO/8NRXKcTjGp9TqYIzJwsmOYZQmK5DKDmJp6YIpn3/u3Dk4nU4sW7Zs0vdXrVoVFvH4e5yk\n", "kXv9fiDiO3nyJJxOJ1atWoV4lQzL1UNYtSIWRXlZUMskqK6uhkgkwv333x/0+CP9+nE59oeI5Wnl\n", "63379mHLli1gWRYHDhxwb83d0NAAsViMefPmeTy/sbERcXFxSE9Pdz/W0dGBnJwcAMCBAwfcW31P\n", "paqqCvfccw8PkUSXYbMdVocTCSoZZFLv5Z/6mwZ851CL+/hn5QW4N1M36Xltg2YcuTIArUKCtQUJ\n", "Pi1cTYDWAROa+0zIjFUgL1EFrXxyn4hlWTT0jKGyeQD5CUqsyY/nfbREtKirq8O6det8fh2nnuvV\n", "q1dRVFTk04nLysqwc+dOsCyL9evXux8/deoURCKRR3I9duwYWltboVQqkZubi9WrVwNwJdfa2loA\n", "NJ42GHvDtw2a8ZNjreg12vGVZel4eE6i1y2eRyZMOx2ecAwAA2M2/OhIK7qNrllS7YMWfPvBHI87\n", "6uG+7z3jZGdV+51NfDdGLPjFJx1YW5SIP9f3oDBRhcfnJSN5wnTOjmELvnu4BTbG1VdiWWBb6fSj\n", "awIp3K9fqHBKrhcuXPBIrm1tbcjLy/P6mvT0dGzfvn3S488+++ykx8Yn3/HuJFkSHO991oOu21NF\n", "/+/pLixI1XodgJ+foEJajBy3DDYkqWUoSpy8B5bF4XQnVgBoGTDD6nBOGq7Elz6jDYNmO2KVUqT6\n", "sR9WQ7cRf6y7hRStHE8tSply0gKfhs0OrMpPwG/PdIFhgbouAxLUMmydsN33mJVxJ1YAaBsyB7Wd\n", "ZDLOe2iNd+HChRmTKwmsYPQM5OMWIhFh5rvQWXFKvPpIIQZMdiSoZFN+3E9QybBtoR67L/YCALYv\n", "Tpk0JtPf2AxWB87fGEVjjwnLc3RYmKr1mO9/c9SCl462oW3IAr1GhpfLC5Edzz05do1Y8L0Pr7m3\n", "iWGcwPNrsn2e/jpTfEMmO7qNNmjlEhisDtgYFrnxrvnwyRoZpCLXKmB347JOOkeaToFlWTGo7TRA\n", "LhHhoeIkn9o4G9RrnRqn5Lpy5Up8+OGHeOihh/huDwmhJxbqcWPYii6DFf+0NB05HHppqTEKrz1C\n", "lVyC7YtTsDInFnKJCDnxqoDc4ASAS91jePkj1/quH1zuw2ubij1mSLUOWtA25Jo22ztmR3P/mE/J\n", "1cawHvtv3TJYwThZiAO4GtagyY7XqjvROmhCeXEi/nh7DdINRQn42vIMpMQocF+WDp91G3H6+ig0\n", "cgk2FE0e05qgluGbD+Tg1qgVGrkEOT7EyYf2QTPahsxIUMlQnKyGykt5Sag4Jdd33nkHJSUl2LVr\n", "FwCgqanJ66QAEnjBqGtlx6nwk8/nw+ZkoVNIAzbGNEYhxYJU7bTf9ze2bsPdT1RO1vUReryJPWSd\n", "j4tq67VybF+cgp31PZBLRPjyvWkePeNeow1X+02QiUWYo9cgdprtZLzF1zVixenrI3ggLw6ftA27\n", "Hz96dRBfXJQCrUKKnHgVvvlANnqNdqjl4mkXfU64vXpYsE2M78aIBd851OKuwb+0IV9wy19ywend\n", "9vDDD2Pp0qXu40OHDvHWIBJaGoUUkTJqcn6qBmqZGCa7Exk6ObLiPHvQc5LU+M6abPytZQjLc2JR\n", "lKTGhVsGdI/akJugRHGS2msvWiOX4AulKVid55rSmhl79/wGiwNv1HTiTKdrrdgdS1KxY0kqpD7+\n", "QVLLJZCKRegz2pAbr0L77Z52aowMmnFLKcapZCFZNs8f/WN2j5ubn3YZojK58jYUK9hoKFZ06hgy\n", "Y9jsgF4rn3GI1/ihY3KJCK8/VoyCRP9WzOoaseCZXZfdx2kxcrzx+BzofNwMkXGyuHDLgA8a+7C2\n", "IAEDJjvGbAweyItDTvzkG4SR4MaIBd86cBVDtz9J/GRDPpZHcHLldSgWIeEqJ16FnHhuz20bvHsH\n", "3caw6BuzoyDRv58bo5BiYaoWF7uNAFyr3atlU4+AGLU4IBWLply9SiIW4Z4MHe7JmDw+OFJlxirx\n", "6sOFaB+2IEElRXFyZGw3FGicxsOMjo5i9+7dePvtt+FwOLBv3z6+20UmiOT520Nm+6StWMYLVmzF\n", "yWr31h8xCglSY/wfZK9TSvH86my88GAOfrQ+D0+WpkA6YXiZk2Vx+voIvvFBM75X2YJ2gQ6Pmur6\n", "5Sao8GB+PErTYqCURt/NLIBjz7WyshJbtmzBwYMHIZVSZ5dww7IszncZ8ItPrkMpE+OFB3MD0oux\n", "OBjU3TDg9PVR3JMRg/uydJzWey1J1uC1TcXoN9mRoVMgd5Yfu9N0Cq+liJsjVvzkWBscThY3R234\n", "r7M38aP1+WG9GA0JHE49V6VS6TG3nxa0Dr5IHEvYY7ThpaOt6DfZcWPEiterr0+5C6evsd0YtuKX\n", "1Z2ovDKAlz9qR3PfGKfXScQilOg1WJUbh7wE/uuZDMuCGbeZ15iNcS1LOI7DyYZkZ9JAisT3ZjBw\n", "Sq4TJxE4nc5pnil8BosDJ9qG8O6n3bjcy+0/dbRiWXhsFOhgWbCzWPB01OLAgct9+P25m9iyIBkL\n", "UlzjGgZN05ccQiktRoF/W5UFsQiIU0rx1bIMj6Fc3QbXH5z/fuAK/tYyCLsjev9fCRGn5KrX61Fd\n", "XQ2Hw4HTp08LfuVxb853jeKnVe34w/lb+M7Bq2gdDE4dLRJrrvrbe1mpZGIkqKT4t/uzoJli0REu\n", "sdkcTpzvGsWvam7g7A0D/nDuFlbkxCJOJUXhFNNuw4FcKsaGogS8siYR/2fLHMxJ9hzkdrx1CB9e\n", "GUTboAWvHu+I2CmrkfjeDAZOBdTVq1ejsbERw8PDSE1NDdi+WZHoav/d/wBWhsWIOTx7TeFAIhZh\n", "RU4s/t8TcyEWAYmzWKWpZcCMzmHPaZ8JKhl+ubEo6PP9fSGTiGHsvo7kwskdkvEL37AArA5BjIok\n", "t3FePWPevHnYuHFjVCdWACjLjnUPFM+MVczqjrMvIrWuJRaJkKyVe02sXGIz2hxQycRIuj0DKTde\n", "ibl6NTJilRi1OtA/ZoOdCc+P1dPFt6EwwR3PoyWJPk3NDSeR+t7kG6eea39/Pw4fPgyVSgWbzYby\n", "8nIkJETnnj3zUzR4/bFijFgcyJjhbjEJnJw4Jf7yaQ/WFsZDK5fg3swYpMcq0TFkxqvHO3Bz1Iqv\n", "LEvHhqIEKCJk6E9+ohqvP14Ms92JBJV0yi1iSOTi1HOtrKzEjh07sG3bNnzxi1/EkSNH+G5X2JKI\n", "RShKUmNppi6oiVXIdS0uscWrZNhamgylVAyrw4nuURucLIu9DX1oGTDDZHfiVzU3cH148opRoeYt\n", "vmSNHNlxyohOrEJ+b84GpyuqVqvdmxJKJBIolZH58YUEnsXBoLnXhAGTHbnxSuT7OZ10JoMmO/69\n", "qt09+kCvlWFh2vSLwRASapx6rhaLxePYZDIBgHuXAMK/cK1rXbxlxLcPteCV4x14/mALOvy4480l\n", "NrlU5K5PAq5hTnKJGFsXJKMoUQWNXIJv3J+J7LjwK9OE67ULFKHH5y9OPVen04nf/e53WLJkCS5c\n", "uIDY2Fg0Njaivr7eveEciU6NPXfH+prsDEw2ZtbbokwlQS3HS5/Px876HqhkYnyhNAVquQQ5chV+\n", "9kghbA4nYpVSj3GkhIQSp3eiyWTCihUroFQqUVZWhpKSEghkMa2IEa51rTsfzcUi4LkVmXjvs178\n", "8Mg1XO03cT7HxNgsdmbK91dBohrfX5eHb63OQVbc3dKUTiFFkkY+Y2J1siyaesfwYfMALnYbgza6\n", "IFyvXaAIPT5/ceq5Pv3009BqJ9e3srOzcePGDWRmZga8YSQyLEzR4hcbi2BnnPj9uVto6nMl1bbB\n", "VryxuRiJau5D1cx2BsevDeGDy/1Ykh6DrQuSA7qD6dV+E7554CocThYiAP/xaCEWpsUE7PyEjMep\n", "5zpVYgWAmJgYnDt3LqANIlML17qWTCrGglQt8hJUGDDZ3Y8PWxywM9w+3dyJrWXAjF9Wd+LagBm7\n", "L/ai/qYhoG3tM9rguH1HjAVwc9Tm/QUBwve1c7IsWgfMuHDTgD5jcGIaL1zfm6FGBSoSELFKKb62\n", "PNO9pN9zKzKR6OOWI5YJc+tHLYFd0CRNp4Dq9pqrUrEoYgftT9TQbcS/vt+Mbx9qwcsftaFvLPgJ\n", "lkxGyTVChHtdSyRyTXV9a2sJ3tpagg1FCZxvLt2JLS9e6d4OJF0nx9KswC4gXZCoxi82FuGH6/Pw\n", "2qYizAnSIs7erl2PwYrWAbPHVFhffXRtCPbbPfJLPSbcClKP/I5wf2+GSuSOXCZhRyIWzWprkiSN\n", "HN98IBtD99qhVUimrLda7AzahiywM07kxKum3RRwOgWJar+3dgm01gEzvlvZgiGzAw/kxeLrK7L8\n", "2mCwYNzCNQqJCDGKyJihJnSUXCOEkOta42OLVUqnTZgsy+Kja0P4ZXUnAGDT3CT8433pnBbKnupc\n", "1wbM6B+zI1Unn/XC2d5Md+0+aRty7zN1om0Em0qS/Uqu9+fEQSISoX3IgtX5ccgNcrlDyO/N2aDk\n", "KlDDFjssdtfYz0jYM75rxIKr/Sao5RKUJKuhU05OMkYbg10Xe93H+y/3Y+uC5EnJlWVZdA5bYXEw\n", "SItRIGaKZN3cZ8K3Dl6FnWERo5DgPx4tCsoC2uONr0mLACin2YNrJvFqGR4uSQpQq0igzLrmSsOw\n", "gsOXulbnsAXfPXQN//BeI/78aTcM1uAsizhiceD6kAWD40YNcFHffA0/qWrDyx914PsftuLo1aEp\n", "n6eUiFHIymIGAAAgAElEQVQyrk6arpO7b1CNd7HbiOcqmvAv71/Bf527CcMU9cy2QbN7NIPByuDm\n", "qP9rEozZGHx2y4C6rlEMmyfHPt21W54di20L9Zin1+DFtbkoCHJyDxSquU6NU8/1xIkTeOCBB6b8\n", "3tKlSwPaIDJ7x1uHcO32It7vfdaLZVk6lPI8nrPPaMNr1ddx9oYBefFK/HB9Hud1Vu1iBdoGR93H\n", "H7cO4bF5SZNuiMmkYvz9vWkoSFTDaGPwYH4cEiaMo2VZFn+90Avb7cR5sGkAD89JmtR7Hb/ojkQE\n", "JGl8/zgOuLZpOdTUj9/W3gQAbJybiK/clzHlTq8TJWvl+GpZBuyMk2aWCRCn5Pq3v/0Nvb29eOCB\n", "B6DX6/luE5mCL3UtxYT/qBIR/xviXRsw4+wN17jUtiELLnaPcU6u+Rl6FCYa0TLg+oPwuYL4aZNN\n", "aowCTyyc/j0oEomQHafA2RuuY6VUPGXvtiRZjVcfKUTHkAXFSSoU+nmTy2h1oOJSn/v44OUBPLkw\n", "xSO5znTtIj2xUs11apyS65YtWzB37lzU1NTg+PHjWLBgAebNm8d324ifVuXForF3DFf6THiyVI/8\n", "IHzcVExIYGof6oeJajm+vzYXVwfMUMskKNFPnehMNgY2pxOxCilEXv5gPD4/GSKRCDdGLHhyYYrH\n", "VNk7lDIJlqTHYEn67Hr0KpkYC1O1+Ns1VymjKEkFlTyykyUJDBHr4yIBIyMj+M1vfoPvfve7fLXJ\n", "L1VVVbjnnntC3QzeVFdX+9RDsNgZmB1O6BRSvxZRMdsZ2BxO6JTeE9kdRqsDR64OorJ5AMuydNiy\n", "QM95EsFMsTFOFs19Y/htbRf6xxz4alkGVubEhs0W1d0GK87fMMDKOLEsS4fMCT12X69dpBF6fHV1\n", "dVi3bp3Pr+PUc62urkZubi5OnjwJrVaLb3zjGz7/IBJcSpkESj9HCXQOW/DGyU50j9rwj/el4/7c\n", "2Bk/umoVUmyZn4yHihOhkokhDmAp4vqwGX+50INLPa51C/7n39rw1taSWY2pDaTUGAUenRt+Sx2S\n", "0OL0+aWqqgqtra144okn8Mgjj0Cj0cz8IhJQwewZvPdZD+pvGtFttOGV4+3oHLHM/CK46p0aucTn\n", "xDpTbENjdo91CpwsEKbbZU1JyL06QPjx+YtTct2yZQtWr14NiST8x0uS2TPb72aucEhkMUopVubG\n", "IlEtg0QE/HNZOvrGrEEbYkaIPzgl19LSUr7bQWYwm7GEzX1j+PHRa3i9uhNdM/RCh812bJybiGSN\n", "DGIR8NVl6ciM5fcj70yxFSapUZKswbfXZONH6/Nx5voofnCkzWOh7nAm9HGgQo/PX5xqrqOjozhy\n", "5AjGxsawY8cO7N+/H1u2bOG7bSQAeg02vFh5DQara4WpEYsdL34uF9Ipaqh2xom9DX3Y19CLR0qS\n", "kJ+gRFl2bMhneIlErk0hT3eM4IdHW92P94ZgeT1CuOK8++vjjz+O2NhYSKU0YzYU/K1rWRmnO7EC\n", "rjVM76ygNNGYjUFVyyCsDIt9l/rw8xOdHiUCvnCNLStOiXSda9KARi5BiT4yav9Cr0kKPT5/ccqU\n", "SqUSMtndYTVUe40cSRoZvrQkFX/6tBsSEfAPS9Om7YlqZBKszInF+439AIAl6Vpo/VgUhS8ZsQr8\n", "rLwQvUYb4tUyZE8xfpWQcMEpudpsnh+/nM4IulUrEP6OJVTJJHhioR4rcmIhk4iQ5WXWlEwqxlOL\n", "UlCapoWdYTEvRTPloieBYHc4YXE4oVVIUFNTwzm2NJ3CY+oqn0w2By71mNA+ZMb8FC1K9Gq/hpgJ\n", "fRyo0OPzF6f/OXq9HtXV1XA4HDh9+jSys7P5bhcJII1cgqIkNSwOBgMmO1RS8bRJM1EjxwN5gdm3\n", "asBkx8n2YbQPW7C2IB7zU1zbBd0ateKP5137bX2hVI9kbYz78X6THQkqKeeps3y61GPC9z68BgCQ\n", "iUV47bFiFCWFx1qwJPxxSq6rV69GY2MjhoeHkZqaitzcXJ6bRSaabc/AaHVgT0Mf9lzsRWGiCt9c\n", "nT1pJlGgnWgbwm9OdQEAjl4ZxBuPFyMnXoWa9mFU3Z4u+svqTrz+WDE6hy14sbIFPUY74lVSvPpw\n", "IXJnOW3XZGMwanVALZNA50cPvH3I7P56cXoMbo1acX3YgqIktU8lCaH36oQen784v+PmzZvnXk+g\n", "o6MDOTk5vDWKBF7roBl//rQbANDQM4bq9mE8tSiV1595rf9ucrI47t5YM9o898ayOZxoH7Ohx+ha\n", "rm/I7EDLgHlWyXXIbMfb526h8soA5uk1eH5NDtJ9LCfMT9FCJhZBq5CgJFmFf/9bOwAgNUaG//VI\n", "EVJjaFYWmZ7X5Lpnzx73vPI7dVaWZXH16lW8+OKL/LeOuM2+ruVZKxSD/3n5G4oT8Lfb+zstStMi\n", "NcZVbvhcQTyOtw7h5qgNj81NAjN0E7EJGR6vjVf5X+u1Opxo7jUhSSPDs8sy8G59Nz7tMvicXEv0\n", "arz2WDFsjBM763vcj3cb7Bg2OzgnV6HXJIUen7+8voO1Wi0eeugh1NTUQCaTYfHixairq0NcXFyw\n", "2kcCpCBRhWeWpmH3xV4UJ6lxfy7/13BBqhZvbJ4Do5VBuk7u3hMrJ16Fn28sgsXuRJxKhk9rT2Fp\n", "cSF+uC4Pp66PYGlmzKyGWTV0G93jYTVyCb5QqodM4vsfE/Ht8bUA8GC+FbWdrjVns2IVSFDTkETi\n", "HadVsXbv3o1t27a5j/ft2xd2kwiEvipWINgdToxYHVBJxdAohJsc/lTXjT/W3XIf/8vKTJRl6ZAy\n", "i4/xJhuD5r4xGKwMChJVYXHDjQQHr6tiTVxyjoZiRSaZVIwkaWBGAoSz+SkaiACwAGIUEixM1cwq\n", "sQKAWi7BkozAbvVNhI3TDC2n04n+ftfA8v7+ftjtvu2RRGZPyPO3Ax3bghQNfr6xCN9bm4v//WgR\n", "8hJCO3xKyNcOEH58/uK8E0FlZSWMRiM0Go1HiSBQnE4nWJal2V9k1mRSMRakaqf8nsHiQOvt/cUK\n", "ElXQCrg8QkLL550IJrpx48aUO8B2d3ejqqoKEokEa9asQVpa2rTnqKysRGtrKzZv3oz09HS/zkE1\n", "1/BmsjEQiRDSRWCsDgbvftqDnRdcd/7//p5UfKE0BXIpbcvijcPJ4uItI05dH8FcvRpLM3S8zdwL\n", "R/7WXGf9rjp37tyUj9fW1mLHjh146qmncObMGa/nKC8vx4MPPjirc5Dw1dQ7hucPXsV3Drbgar8p\n", "ZO0YsTDYN24zwb0NfRilNWFndG3AhO9WtqDiUh9+9lEHGiJkqcdQ4+1Ptlp9t84ll/t3EyUQ5xCK\n", "SK1rDZpseOlYG1oGzGjuN+GVj9oxavFMaMGKTS0TY07y3YkJJXp1UHrSkXrt7hi2ODB+IbWuUc81\n", "gSM9Pr7w1rcfX20Yv6IWn+cYP5j5zgUXyvHFixdD+vPrGq9gWBQDuVKF4iQVrlw4y+n1cxYvg9l+\n", "d0bWmJ2Bw8mG7Pf531YtxZnOUdhtNpToWGhur/oV6usbzsdZsQpk6OToGrVBJROjNFUbVu0LxrE/\n", "Zl1zraiowObNmyc9XllZifLycgDAsWPHsH79eq/naWxsRFxcnEfN1ZdzUM2VP3bGibfP38J7n/UC\n", "AJZlxeB/rMnlVHdzsixOto/g5Y/aIRIBP1qfh2VZsXw3mQTYrVEreo02xKqkyA2TjSGDhddxrv4w\n", "m113ZFmWdX8NAA0NDRCLxe51Cvw5BwmuMTuD461D7uPaTgMMNoZTchWLRFiRE4v/t60EIojcU2BJ\n", "ZAnmUo9CwVvNtaysDDt37sTOnTtRVlbmfvzUqVM4efKkx3OPHTuG6upqHDt2DJ988smM54hGoaxr\n", "aWQSPDBuuux9mTE+LaItEYuQrlMiTaeYNCEF4D82o9WBT7tGUds5gsGx4I/RFmJNcsBkQ/ugGUMm\n", "uyDjC4RZ91ynGoYFAOnp6di+ffukx5999tlJj033cX+6c5DgkknE+EJpChamaeFgWMxJ1vi1hF8o\n", "ME4WB5sG8LuzNwEAn8uPw7/enzWr8a2W23XjaB0j2zViwU+r2tE6aMZcvRrPzM0KdZPC0qzfHUuX\n", "Lg1EO8gMQr3qULxahpU5/Cz24i02o9WB1kHX3en8BKXPCW3MxuBQU7/7+KPWYfz9vel+J8a2QTN+\n", "VdMJo5XB11dmYnF6zIyvCfW1C7TmPpN7IsblXhOMC/UhblF4otHTJGzZHE5UXOrD8wev4vmDV1HT\n", "PozLPWNoHTDBMc0mixOppGLck3E3ARYnqaCR+/e2tzoY/PpkJy71jKFj2IIfHmlFt8Hq17kimUom\n", "nnBMsyqn4vXP9/Hjx7F06VL89re/nbQ4tt1uR1FREd2hDxIhr5k5XWwjVgd2X3SNUFicpsXlXhN+\n", "fqITYhHwg3V5nJZNlEnFeHpxKhakamF1OLEoTYs4lX9DAxknMGa7u2iRjXGC4ZDkhXbt5uq1eObe\n", "NFR3DGNtQQIw1AVk0qI2E3H6bJSXlzflcKvdu3dTchWA/jEbzHYnEtQy97jPcKCSilGcpEb9LSNK\n", "07T4Y51rJwUnC7xT140l6TFQc2hvslaOdYUJs26PWi7B11dk4AdHWmFxOPHNB7Kh10bf6Ic4lRTb\n", "l6Ri64JkKGQSVFdfCXWTwpLX5DrVlFSPF0ujs6AfCnz1fNoGzfh+5TX0mezYNDcJX743Leg3q6aL\n", "TauQ4t9WZeFkxwgyYxWIVUoxcnt2V3acAnI/FsCerYVpMXjriRI4GBZ6rRwyycwlBiH1WsdT3C4H\n", "CDW+2eL0vyg+Pn7Kx2lHgsh35OoA+kyu4Un7L/fjwfx4LEybekWpUMiIVeLJUtfC1C9r5Nh9sQcJ\n", "Khk2zk2GlENi40OKlsZ7kplxeneuWbNmysdn6tmSwOFrLKFu3F1zERCS3uD42GwOJ4bNdtiZu7VN\n", "lmVxbcCEUYsDzyxNxz8vz0RGbOQkOKGPAxV6fP6iz/VRrjRNiwdy49A5YsGD+fF+7TUVKP1jNuys\n", "78bp66NYX5iAtYXxaOo1IU4lxU+q2mBnWGTHKfDTzxcEbLaQnXGif8wOmUTk3uOLkEDw2nN1OByo\n", "qqrCqVOnwLIsjhw5goqKCphMoVs2LlrxWXMdMNuRHafEgcv96DbYePk53tyJ7XLPGPZfHkDfmB07\n", "L/TgfJcBb5+/hZMdI7Azrrvy14etuDkamOFPdocTx1oG8cyuRnxtXzMu9/KzlJ7Qa5JCj89fXpPr\n", "3r17sWjRIiQlJeHVV1/F/PnzUV5ejv379werfYRnufEqNPWO4ZO2YRhtDFJCOPffPmFYk8XuhMHq\n", "8FiPQCYRIW4W226Pd8tgw2snOuFkgRGLA/95psujHEHIbHhNrgqFAklJSSgqKkJGRgYyMjKgVCqh\n", "VNLOl8HGV12rRK/BLzYW48XP5eIXG4tQkBj8/abuxDYvRYMl6a6baQ/kxkElE8PKsLjcO4Z/uz8L\n", "2xen4H89XIj8hMCsyiQWA1Lx3TKIWiaGeIq1D2ZL6DVJocfnL69dALPZ7F6RqqWlBVarFQqFAlZr\n", "9M1KESqpWIR5KRrMS9GEuilIjVHge2vzMGZjEKOQwOJwIi1GAblUjOKkwO93la5T4Efr8/Cb0zcQ\n", "r5Ti2WUZkIhDV3MmwuJ1Pdfe3l589NFHkEgkWLt2LSorKwEAK1euRG5ubrDayAmt50r8NWp1QCoS\n", "cZqQQKIPL+u56vV6fPGLX3QfP/300763jBCejdkY9BltUEjFfo0i0EXp6laEX7RwS4QQcl1rNrGN\n", "2Rj89UIPvrq3Cc9V8HfHfzaEfO0A4cfnL07JlWVZtLS0oLGxEY2NjXj77bf5bhchnNwcteIvt7fK\n", "HrMx2FnfHeIWEeLCKbnu27cPBoMBYrHY/Y8El5DHEs4mNrlE5HHHPzkMJwII+doBwo/PX5yKTTKZ\n", "DEuWLHEfl5SU8NYgQnyRFafETzbk4+26W8jQKbB1QegXbrbfXopQSeucRjVOXVCDweBx3Nvby0tj\n", "yPSEXNeaTWxikQhLs3T4j0cL8e01OSFfc+D6kBkvHWvDtw5cRf1N1/8bIV87QPjx+YtTz7WtrQ1v\n", "vvkmEhMTAQBNTU34wQ9+wGvDCPGFQhr6XqKDceK3tTdR2zkKAPjhkVa8uXVOiFtFQoVTcv385z+P\n", "++67z318/PhxvtpDpiHkupZQYmNYFsO315sFAIvDCQcjnPimI/T4/MWpLDA+sQK01CAhU1FIJXh2\n", "WTqUUtd/q6+tyIA+xr8tZUjk8+u2f3c3DXcJNiHXtYQUW2laDN7aWoLfbZuLh+ckQimVCCq+qQg9\n", "Pn/5lVxPnz4d6HaEvYExGz5o7MMvT1zHxW4jvMwaJlEuTadAVpwSyjCoA5PQ8Vpz7evrQ3x8PIaG\n", "hjweHxsLv1kwfKvpGMGvT94AAFS1DOKNx+cgL0CrM3Eh5LqWkGMDKL5o5TW57tq1C08++STeeecd\n", "j0VRenp6eG9YuGkdMLu/tjEsjFYmhK0hhIQ7r2WB5557DsnJySgsLMSDDz7o/pefnx+s9oWNdUUJ\n", "7v2lFqVpkaYL7kwgIde1hBib1cFg2GwH42QFGd94Qo/PX5yGYpWXl3scFxYW8tKYcLYgRYM3Hp8D\n", "o5VBmk4e9fstMU4WLQMmDJsdyIpTIF1HC6jf0WOw4r/O3cKlHiO2zE9Gro52SY5GnJKrXO6ZSIqL\n", "i3lpTDgTiURBrbFOFG51rYvdRrxwuAVOFsjQyfFyeaHfmwaGW2yzVds5io+uue5TvHXmJn7+aFGI\n", "W8QvoV2/QPFrtMCdRbNJ9Dp9fQR3trzqGrWhxxj8jQ3DlZXxHEnicNK+XNHIr+TqpDdL0IVbXask\n", "+e5eW0qpGHFK/xecDrfYZqssW4fCRBVEADbNTQJGhD0uXGjXL1C8/o/4+c9/juzs7EmPNzU1YfPm\n", "zbw1ioS/ezN0eGlDHrpGrShN1SI3hCWTcJMVq8TL5QUw252IVUpRV3sKQPSV0qKd1+RaUFAwZRKt\n", "qKjgrUFkauFW14pRSrEiJzA3asIttkCIU8kQd/vvjRDjG0/o8fnLa1lgxYoVUz4eF0d3PwkhxBuv\n", "yTUlJWXKx2nhluATcl1LyLEBFF+0ov1aCCGEByJWICuQVFVVeUzRJYSQQKirq8O6det8fh31XAkh\n", "hAeUXCOEkOtaQo4NoPiiFSVXQgjhAdVcCSHEC39rrv7PWSSEEB+Y7QwGTHYoJGIka4W/qhyVBSKE\n", "kOtaQo4NoPgAYMzGYM/FXvzjrst4rqIZV/qEv5sJJVdCCO+6Rq34Y51rAZsRiwN/uSD83UwouUYI\n", "Ic/fFnJsAFC6dDl6jFZY7MLcGojL9ZOJRRCL7h7HKoW/5TglV0J41DViwQ+PXsMz713GH+u6MWqx\n", "h7pJIZEdp8QP1uUhJ06JFTmxeGJhcqibxDtKrhFCyHU7Icd2qmMUjT0mOJwsdl/sReugBYBrmxyn\n", "MAbqcLp+ErEI9+fG4ZePFeF7a3ORGSv8bYF4Gy3Q3d2NqqoqSCQSrFmzBmlpaT4/d//+/WAY10ep\n", "goICLFy4kK/mEsILyYTui1gEtPSb8PtzNyGTiPAP96ZH1Vq4Wnn0DFDiLdLa2lrs2LEDgGv9V2+L\n", "a0/3XKVSiQ0bNvDVxIgi5LqkkGMry45F/U0DLveasGVBMlK1cnzrYIt7W5z+MTteebgQWkXkJh0h\n", "X7/Z4O2KqtV3twGZuMEh1+cyDIO9e/eCZVnk5eXRJAEScdJ1CvyPz+XCbGegU0gxZHZgyHy37tpv\n", "ssPG+FceGDLZ0TlihVomRl6CCpLxd4xIyPFWcx0/8Usm835ncLrnlpeXY+vWrXjiiSfQ0yP8oRve\n", "CLkuKeTYAKDuzCkkquWQScSIV0nxLyuzIIKrRPDc8kzEqXzv4wyb7fj1yU48f/Aq/uX9ZpzvGg18\n", "wzkS+vXzF2891zu1UsC1LfVsnztTggZcF/nOR5Q7F1woxxcvXgyr9tCx/8frCuKRLDZDJAJKc+Mg\n", "Fol8Pl/z9R6caB8BADhZYO/FXiiHOlBaWhry+IR47A/e1hbYt28ftmzZApZlceDAAWzatAkA0NDQ\n", "ALFYjHnz5s343I6ODuTk5AAADhw4gI0bN07782htARJNukYs+Jf3r2DM5uqYbF+cgmeWpoe4VcIU\n", "dmsLlJWVYefOnWBZFuvXr3c/furUKYhEIo/kOt1zOzo6UFtbCwBYvHgxX00lJOJkxCrxysMFOHZ1\n", "EGk6BR7IpX3twg2tihUhxpc8puNkWYhnKMGEIy6xRTKKL7KFXc+VBI+dceLcDQP2XerF/BQNHpmT\n", "FBWrDhESzii53jZicaDPaINaLkG6ThHq5kzirWfQNmjGS8da4WSB+ptGJKpl2Dg3cqYXCrnXA1B8\n", "0YqSK4Ahsx3/99QNHG8dRoxCgp+VF6A4WRPqZnFmsjvhHFfc6THYQtcYQggAWlsAAHBj2IrjrcMA\n", "AIOVwdGrgyFu0WTexhJmxyqxPEsHANApJFiTHx+sZgWE0MdJUnzRiXquAFQyMcQiuHt/KRFWr0zQ\n", "yPDN1dnoH7OHbVmDkGhDowUAOJwszt0YxZ6LvZiTrMZjc5Ohj4msBEsI4QeNFpgFqViE5dmxuC9T\n", "53V+9q1RKxxOFilaOeRSqqgQQqZHGWIcb4m1/qYB/7y3CV/ZfRlHrg7C7nAGsWXCrmsJOTaA4otW\n", "lFw5MNsZvHm6CxaHEyyAN2o60TNGd+QJIdOjsgAHErEIscq7vyqlTAxpkJd382UsocnGoKHHiI4h\n", "CxakaFGiV8+4eE4oCX2cJMUXnSi5ciCXiPHcigy8eboLoxYH/nl5BlJjwveO/MVuI35wpBUAIJOI\n", "8PqmYhQmqWd4FSEkkKgswFFOvAovfT4fP99YhNK0mKD/fF/qWm2DZvfXdobFoDm8N8UTes2O4otO\n", "1HP1gVwiBiShbsXMStO0kIlFsDtZJKplNO6VkBCgca4C5GRZXBswY9BkR7pOgaw44e+0SQhfaJwr\n", "cROLRCiiGishIUU11wgh5LqWkGMDKL5oRcmVEEJ4QDVXQgjxwt+aK/VcCSGEB5RcI4SQ61pCjg2g\n", "+KIVJVdCCOEB1VwJIcQLqrkSQkgYoeQaIYRc1xJybADFF60ouRJCCA+o5koIIV5QzZUQQsIIJdcI\n", "IeS6lpBjAyi+aEXJlRBCeEA1V0II8YJqroQQEkYouUYIIde1hBwbQPFFK0quhBDCA6q5EkKIF1Rz\n", "JYSQMELJNUIIua4l5NgAii9aUXIlhBAeUM2VEEK8oJorIYSEEUquEULIdS0hxwZQfNGKkishhPCA\n", "aq6EEOIF1VwJISSMUHKNEEKuawk5NoDii1aUXAkhhAdUcyWEEC+o5koIIWGEkmuEEHJdS8ixARRf\n", "tJLydeLu7m5UVVVBIpFgzZo1SEtL8/m5vpyDEELCCW8919raWuzYsQNPPfUUzpw549dzfTmH0K1a\n", "tSrUTeCNkGMDKL5oxVtyVavV7q/lcrlfz/XlHIQQEk54S67jByHIZDK/nuvLOYROyHUtIccGUHzR\n", "ireaK8Mw7q9FIpFfz/XlHHFxcairq/O1mRFDrVYLNj4hxwZQfJEuLi7Or9fxllzNZjMAV+/zztcA\n", "0NDQALFYjHnz5s343Oken8q9994bsLYTQshs8ZZcy8rKsHPnTrAsi/Xr17sfP3XqFEQikUdyne65\n", "0z1OCCHhTjAztAghJJzQJAJCCOEBJVdCCOEBJdcI5XQ6PUZTEELCC283tAItENNpw5kvba6srERr\n", "ays2b96M9PT0ILbSf77Ed+nSJTQ3N8PpdGL58uXIzMwMYkt950tsJ0+eRE9PDwAgOzs7Ika5+Pr/\n", "yWw247XXXsOXv/zliHh/+hLf/v373Z2agoICLFy4cPoTsxHi/fffd3+9b9++gD03XPja5kuXLrFd\n", "XV18NimgfInv448/dn998OBB3toUKP6+3z788EM+mhNwvsZ3+PBh9vz58xHz/vQlviNHjnA+b8T0\n", "XAMxnTacRWKbfeFLfKtXr+a7OQHl67Vrb2/Hnj17sGXLFj6bFTC+xDc0NAS1Wg2lUsl3swLGl/gY\n", "hsHevXvBsizy8vK8riEdMTVXNgDTacNZJLbZF/7Ed/ToUSxbtoyvJgWMr7Hl5ubi61//Os6ePctn\n", "swLGl/iqq6sjbiEXX+IrLy/H1q1b8cQTT7jLO9OJmJ5rIKbThrNIbLMvfI3v448/RlFREZKSkvhs\n", "VkD4c+2USiViYmL4alJA+RJfT08PPvjgA/T29iI3Nzciaq7+/t+bKRFHTHINxHTacOZLfJHIl/hO\n", "nDiBlJQU5ObmBruZfvEltsHBQSQkJLifHwl8ie8rX/kKAKCxsdHvOfnB5kt8HR0dyMnJAQBYLBav\n", "542Y5BqI6bThzJf4jh07htbWViiVSuTm5kZEjZJrfL29vaipqUFJSQmamppgMBjwd3/3d6FqNie+\n", "XLuamhpYrVYAwNKlS4PeVn/4Eh/g+gNSXV0dMT1XX+Lr6OhAbW0tAGDx4sVez0vTXwkhhAcRc0OL\n", "EEIiCSVXQgjhASVXQgjhASVXQgjhASVXQgjhASVXQgjhASVXQgjhASXXKPLSSy8F7FzvvfceKioq\n", "UFFRgffffx+jo6Me3z9w4MCUr3M4HPjggw9QUVGBXbt24cqVK379/PPnz+Ott97y67VCNt3vfaIP\n", "P/wQe/bs4bk10S1iZmiR2Xv22WcDdi6RSITNmzdP+/3pph2fPXsWq1evdk+N/POf/4zi4mKff/69\n", "996Ljo4On18ndFynez/00EPYu3cvz62JbpRco0B3dzdOnz6Na9eu4Vvf+pb7cZPJhL1790Kr1UIi\n", "kaC5uRnPP/+8+/tHjhyB0WiERCKB3W7Hpk2boFAoAAAKhQJ79uyBRCKByWTCxo0bodPp4HA4cPjw\n", "YTQ1NaGiogIAUFRUhPnz5wMAVqxY4dE2XxbKOHbsGAYHByGVSiGRSOB0Ot3fa25uRn19PVQqFSwW\n", "CyhEjtgAAARySURBVJYuXYr8/HzcunULf/jDH1BUVIStW7eip6cHf/nLX5CcnIynnnoKUun0/wUq\n", "KyvR3NyM+Ph46HQ6mEwmlJaWYsGCBV5/JuBaVvDIkSMoLS1Fe3s75HI59Hq9e8Wompoa9PX1QSKR\n", "uKfDbtu2bcbfQXt7O2pqaqDVaiEWi9Hf349nnnkGAPDJJ594/N7j4+OxZs0aAK5PDPv27YNYLAbL\n", "shGxgHzE47zyK4l47733nsdxa2urx4LN7e3t7q9ramrY5uZm97HBYGD37Nkz5XmtVuuk7038WVP5\n", "4IMP2I6ODk5tv3TpEnvq1Cn3cV9fH/vKK6+wLMuyY2Nj7DvvvOPx/F27drE2m41lWZbt6elhjx07\n", "5v7ezp07Of1MlmXZb3/72yzDMO7jv/71r6zJZJrxZ95p8xtvvMFarVaP5zU3N7NnzpxxHzudTram\n", "poZTew4ePOjxOxt/zVh2+t/7/v372b6+PvfxmTNn2F27dnH6mcQ/1HONYnl5eWAYBh9++KF72bU7\n", "K/50dXVh5cqV7udqtdppz+Pr4t4OhwN79+7F6tWrkZqayuk1V69exUMPPeQ+TkpKcm//0tPTg9HR\n", "UXePDXCtWDQ0NAS9Xg+9Xo++vj4Arl68L722hQsXQiy+e2uiuLgYN2/ehFgs9voz71i7du2k38+V\n", "K1ewYcMG97FIJPL4XXvzyCOP4OzZs2hsbITD4YBer3dfM2+MRqPH8o2LFy/G9evXOf1M4h9KrlHs\n", "woULWLRoEQoLCwG49ne6s6RaZmYmrly54q6HGo1G9+ucTifa2tpQUFAAABgeHua88vzY2Bj27t2L\n", "TZs2+bQkXVFREerr67F8+XIAQF9fHzo7OwEAmZmZSElJ8agBjy8ZAK4a7blz59DZ2YlNmzZx/rkN\n", "DQ1wOp3uBNvS0oKNGzdCIpHM+DNZlp2y7JGfn4+LFy96rIo1/nftzaeffor77rvPffzuu+9yWlBc\n", "o9Ggv7/fnWDr6uoiZsnDSEWrYkWB48ePY3h4GBcvXnT3xMrLy3HgwAGPXhkAPPbYY+7H7tRcxWIx\n", "7HY7HnvsMXfN9fjx4+jp6YFCoYDdbseWLVs86peffPIJBgcHIRaL4XA4sHLlSqSmpuL1119HWlqa\n", "uzc3sQ7szdGjRzE0NASlUgmLxYLe3l4sX74cS5cuRWdnJ86ePetug9FoxKZNmzwWpP7d736H1NRU\n", "PProo5x/d//5n/8JrVYLpVIJu92ORYsWoaSkBAC8/sza2lrU19cDAPR6PTIyMjyS4kcffeTx+5kz\n", "Zw5KS0tnbM+bb76JtLQ0sCwLp9PpUccFXEn6woULUCgU7q1ISktL4XA4sHv3bshkMojFYmi1Wpw9\n", "exZPP/10xKybG2kouRLixa5du/Dkk0+GuhkkAtE4V0KmUVlZiaamJhw6dCjUTSERiHquJCy0t7e7\n", "P0ZPlJubO+Oq75HyM70xGo2oqqqashaq1WojZlcN4kLJlRBCeEBlAUII4QElV0II4QElV0II4QEl\n", "V0II4cH/B7plOivRVeoZAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.281440\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VOd58P/v7ItG+y4EWkBsZjNgwBiDa2ObxIABO6ld\n", "4iZp425p0zZJG79Z6yTN0sZNnLxvm/R13qa/1MGxw2KDAbPExojFAmP2zSAkQPsujTSa9fz+EIwl\n", "tJ0ZzUgzR/fnurguzXDmzHNrRvc8c59n0SmKoiCEECKi9GPdACGE0CJJrkIIEQWSXIUQIgokuQoh\n", "RBRIchVCiCiQ5CqEEFFgjNaJa2tr2b9/PwaDgRUrVpCbmzvosYcPH6aurg6ASZMmsWDBgpDPIYQQ\n", "sSRqybWsrIyNGzcCsG3bNtatWzfosUuXLg3+vGfPnrDOIYQQsSRqZQG73R782Ww2D3t8RUUFL7zw\n", "AlOmTAn7HEIIESuillx7T/wymUzDHl9YWMjnP/95jh07FvY5hBAiVkStLOD3+4M/63Q6VY+xWq0k\n", "JiaGdY49e/ZgMBhCbKUQQgwtJSUleB0oFFFLri6XC+jpfd7+GeDs2bPo9XpmzpwZvK+5uZm0tLTg\n", "8cOdYyAGg4H58+dHrP1CCAFw4sSJsB4XteS6ePFiNm3ahKIorFy5Mnj/kSNH0Ol0fZLroUOHcLvd\n", "ACxcuHDYc4xHpaWlLFu2bKybERVajg0kvvEqask1Ly+Pp59+ut/9zz77bL/71qxZE9I5hBAi1um0\n", "suTg/v37pSwghIi4EydO8NBDD4X8OJmhJYQQUSDJNU6UlpaOdROiRsuxgcQ3XklyFUKIKJCaqxBC\n", "DEFqrkIIEUMkucYJLde1tBwbSHzjlSRXIYSIAqm5CiHEEKTmKoQQMUSSa5zQcl1Ly7GBxDdeSXIV\n", "QogokJqrEEIMQWquQggRQyS5xgkt17W0HBtIfOOVJFchhIgCqbkKIcQQpOYqhBAxRJJrnNByXUvL\n", "sYHEN15JchVCiCiQmqsQQgxBaq5CCBFDJLnGCS3XtbQcG0h845UkVyGEiAKpuQohxBCk5iqEEDFE\n", "kmuc0HJdS8uxgcQ3XklyFUKIKJCaqxBCDEFqrkIIEUMkucYJLde1tBwbSHzjlSRXIYSIAqm5CiHE\n", "EKTmKoQQMUSSa5zQcl1Ly7GBxDdeSXIVQogokJqrEEIMQWquQggRQyS5xgkt17W0HBtIfOOVMVon\n", "rq2tZf/+/RgMBlasWEFubu6gx547d45Lly4RCARYsmQJ+fn5AGzfvh2/3w/A5MmTmT17drSaK4QQ\n", "ERW15FpWVsbGjRsB2LZtG+vWrRv02KamJjZs2ADAzp07g8nVarXy8MMPR6uJcWXZsmVj3YSo0XJs\n", "IPGNV1FLrna7Pfiz2Wwe8tjly5cPeL/f72fLli0oikJRUZFcsBJCxI2o1Vx7D0IwmUyqHrN3714W\n", "LVoUvL1q1So2bNjAE088QV1dXcTbGE+0XNfScmwg8Y1XUUuut2ulADqdbtjjDxw4QElJCRkZGQP+\n", "v5oE3ftFLi0t1dTtM2fOxFR75HZs3z55/jKnrlzH5fHHRHvi/XY4ojbOdevWraxfvx5FUdixYwdr\n", "1qwB4OzZs+j1embOnBk89uDBg2RmZjJ9+vQ+56isrKSgoACAHTt2sHr16kGfT8a5CtGjqq2bH71b\n", "yYX6Lh6bnsEz83NIsan79ij6C3eca9RqrosXL2bTpk0oisLKlSuD9x85cgSdThdMrvX19Rw6dIjp\n", "06dz8eJFOjo6eOaZZ4Ce5FpWVgbAvHnzotVUITTl/aoOztV1AbD9QiNLC5JZkC/JdbRFLbnm5eXx\n", "9NNP97v/2Wef7XM7KyuL5557bsBzDHahazwqLS3V7FVZLccGox+fSd+3DGfQD1+WGwmtv37hkkkE\n", "QmjM3RMSeaA4hTS7kU8vyGFKum2smzQuydoCQmhQt9ePyxfAYTZgMkgfaiRiruYqhBg7VpMBq8kw\n", "1s0Y1+QjLU6MdFhILNNybCDxjVeSXIUQIgqk5iqEEEOQ9VyFECKGSHKNE1qua2k5NpD4xitJrkII\n", "EQVScxVCiCFIzVUIIWKIJNc4oeW6lpZjA4lvvJLkKoQQUSA1VyGEGILUXIUQIoZIco0TWq5raTk2\n", "kPjGK0muQggRBVJzFUKIIYxqzfX48ePhPEwIIcaNIRfL/sUvfkFmZiaBQICrV6+Sn5/PjRs3cDgc\n", "LFy4cLTaKND2PkWxFps/oNDh8WE16COy4HSsxRdpWo8vXEMm14ULF7JgwQJef/11/vRP/5SMjAwa\n", "Ghp4++23R6t9Qowql9fP/ivNvHKqjpJ0O88uziMvyTrkY5o6PTg9flJtJpKssrmH6DHkO2HBggUA\n", "+P1+MjIyAMjMzMRqHfrNJiJPyz2DWIrtWnM3Pz10E4B6ZxvTMu08NS9n0ONvtHbzzT1XqWr3cF9B\n", "Mn99Xz7pdnOfY2IpvmjQenzhUlVz9fl8fW53d3dHpTFCjDX/Hdd3Xb7AkMe/f7ODqnYPAIcq2yhv\n", "ckWtbSK+qEquaWlpHD16lO7ubo4ePUpqamq02yXuEMtjCUc64CSWYitMtfKJ2VnogEkpFh6cnDbk\n", "8Q5L3z8hq7H/n1QsxRcNWo8vXKoKRCtXruT8+fO89dZblJSUsGTJkmi3S8SBTo+fg+UtvF3ewrLC\n", "FB6YnEqiJb5rjokWI5+an8PqGRnYTHpSbKYhj5+Xl8iGWZmcrHby2Ix0pqTbR6mlItbJOFcRtver\n", "2vlfu64Gb//zo8XcMzF5DFs0NvwBBbcvgN0sW1lrUVTHud5Zc/39738f8hMJ7el0+/vc7rjjdjyr\n", "aXdzuqaDG63DX18w6HWSWEU/qpLrzp07+9x2Op1RaYwYXCzWtSan2ylIsQAwIclMSUZ4X4ljLbab\n", "bd08t+sKX37zCn+//TLlTV0jOl+sxRdpWo8vXKoKZIHA0FdMxfg0IdnC91ZNocXlI8VmIMthGesm\n", "RcT1lm5qOnpGALS7/VxqdFEstVQRoiGTa0tLCz6fj87OThobG1EUBb/fLz3XMRCrYwkzHWYyHebh\n", "DxxCrMWWfMdEgAz7yC7SxVp8kab1+MI15Lvm/PnzeL1e6urqOHv2bM8DjEbWrFkzKo0TYiyUZNj5\n", "ziPFHKlsY26egxlZCWPdJBGHhkyu9913HwBZWVnMnDlzVBokBqbl+duxFpvZqGfxpGQWT4rMyIdY\n", "iy/StB5fuFRd0JLEKoQQoQl5ycHKykq5wDUGtNwz0HJsIPGNV6qS649+9CMqKyvZuXMnVVVVvPHG\n", "G9FulxBCxDVVyXXatGkUFBQAsHTp0qg2SAxMy2MJtRwbSHzjlark6vf3zLwxGGQWihBCqKEquTqd\n", "Tvbs2cPkyZOj3R4xCC3XtbQcG0h845Wq0dEbNmygrq6OoqIiTp06peqCVm1tLfv378dgMLBixQpy\n", "c3MHPfbcuXNcunSJQCDAkiVLyM/PD/kcQtzJ6w/Q4fZjNemxR2C7FiFCoarnarfbKSoqAmDu3Lls\n", "2LAh+H8u18CLA5eVlbFx40aeeuop3nvvvSHP39TUxIYNG3jyySc5ffp0WOfQOi3XtaIRW6fHz7Zz\n", "Dfzl1ov84O0KqtvHboF3Lb92oP34whXW7q+97d27d8D77faP5mKbzUNPj1y+fPmIzyFEb9eaXfzf\n", "smpaXD6OXm/nSGXbWDdJjDMjXtl4sBJB72ViTaahFxy+be/evSxatGhE59AqLde1ohFb4I5lij3+\n", "sVu2WMuvHQwcX3mzi2vNLtLsJqZn2rGNw7LMiHuug7k9wgBAp9MNe/yBAwcoKSkJboQYzjl6fz0p\n", "LS2V2+P4tq/pJhtmpmLU65ieaWdmkj+m2hfJ201dXjafrOLFd69xvs455u250drNV3Ze4YfvVPKV\n", "nVf4oKqDw4cPx8zvK5zb4RjxTgTbtm1j3bp1/e7funUr69evR1EUduzYEVzs5ezZs+j1+j5Tag8e\n", "PEhmZibTp09XdY6BaH0ngtJS7c7fjlZs3V4/bd0+bCbDmG55He3XbuvZev7jaBXQs4fXzx6fSkGq\n", "LWrPd6c74ztZ3cE/7rwSvL3urkz+6t78UWtPpIW7E0HU3nGLFy9m06ZNKIrCypUrg/cfOXIEnU4X\n", "TK719fUcOnSI6dOnc/HiRTo6OnjmmWeGPIeIPV5/AJMhal+EwmI1GbCOg6+jV3ot5t3tC+Ac4x0h\n", "MhJMpNmMNLt6djCZPyFxTNszVqLWcx1tWu+5xqrGTg9vnG/kdI2TdbMyWTopGfMAO6CK6DlV3cFX\n", "d1/FG1CYm+vguQcKSE8Y2wvAlS0uKlq6SbOZKMm0YTXG74fcmPVcrVbrSE8h4tixG+28cqoOgPO/\n", "7+TFtVNl/dNRNjvXwU8fn0anx0dekmXMEytAQaptVEsTsSjkLkZ3d9/xgqtWrYpYY8TgRlpcj5am\n", "rr6bV7q8oX8ljdXYIiXa8el1Oian25iTm0jGKCVWrz9Aq8uL1x/Q/OsXLlXJ9d///d85fPgwAA0N\n", "DbL7qwhaWpBEmq3nC9CSSckUpMg3Ga1r6vLyUlk1f/P6Zf7nRC321MyxblJMUlUWyMvLC66GNXHi\n", "xHE/W2osxOpIgeJ0Oy+unYrT4yfDbibZFnqlKVZjU6vd7UOvA4d54NiHis/jD9DtC+AwG9APMtyw\n", "wemhqs2Nw2KgKM2GQT/8sMRouljfydZzDQBsOlXHXY8Uj2l7YpWqvwS9vm8H12gcu2EtIvZkJ1rI\n", "HutGjJGT1R28WHoDm0nPF++fxJQQthevbnfz/45VcaWpm6fnZrNickq/Cz+NnR6+/3YFZ+s6Mejg\n", "e6umcPcgV98v1Hdy8For+ckWlkxKIs0enRKB19934pA3MHYTNGKZqrKAz9e3rubxeKLSGDE4Lde1\n", "1MbW6vLyQVU7p2s66PQMXttt6vSw78MmfnemjsqWgde+iIT6Dg/f2ltOVbubK00ufnzw+oDtGiy+\n", "t6828+61Nqrb3bxw8DoVzf3XP6jt8HC2rhMAh8XI7682D3iuyhYXX9l5hd+dqecnpTc4UN46gsiG\n", "Nj0rgbvzHEBPKSjB0xK154pnqrqgs2fP5ne/+x3FxcVcvXqVWbNmRbtdQvTR5fHz6xO1bL/QCMCz\n", "i/JYPysL4wBfkbdfaOQ3J3tGMGw728C/rS4hK9ES8TYFFAVvr2m1br/Sb9rtULo8fXuAvgF6gIkW\n", "A9kOM5+Yk8WN1m4mp9to7/b1mxThdPvp9n10vsuNXXeeKmJyEi187cEinB4/iRYDp44dhalFUXu+\n", "eKWq51pSUsLq1atJSUlh9erVsmHhGIj3uuRQ1MTW5vax41ZiBdh2roGObl+/47z+ACeqOoK36zu9\n", "OD3R2fMt02HmuQcKMOl1JJgNfOG+iSRa+vdXBovv4ZI0chN7vro/MSuTgtT+FwMLUm185YECXiqr\n", "5vXzjfzbwRscu9F/EZrsRDNzcnqGwBn1Oh4pSR9JaMNKshrJS7KQaDFq+r05EqqLp1arleJiKVyL\n", "0CmKQnOXF71eR6otvAV47EY9JRk2Ljf2fM2fle3Abu7fNzAZ9KydmcHFA9cBWJSfSJo9OtcIDHod\n", "9xWm8MtP2NHrdGQ5QqtxFqbZ+Lc1JXR7FVJtRuzmgQfa+wMK9xUmMyHJggJca+lfPshIMPOVPyjs\n", "ufBl7rnwJcaWqnfd7Tn+YuzE69oCAUWh7EY7L7x7HZtJz9ceLGRaZt9JBmpiS7aZeO4PCim73o7Z\n", "qOOe/CQsg8z6ub8ohZxECy5fgMJUKylhJnQ1DHodOcOUHIaKL13FRadUm5FWl4/9V1qwm/R8c+XA\n", "nZzMBDOZYzCBIF7fm9Gmqixw57KCu3btikpjhPbUd3j4zv5rtHX7qO3w8GLpDbqGuBg1lPxkKxtm\n", "Z7F6RibZQyQ0i9HArBwH9+QnjUmyibTWbj/v3yp1dHkDHK6M3sUqETmqkqvZbKa+vj542+12R61B\n", "YmBa6RkMdLlHK7ENZqTx2c16DL2u2+UlRf7i3Eho/fULl6qyQGdnJz/+8Y+DC6NcvHgxJhZrEbEv\n", "K9HMNx4s4l/frcRuMvB3yyYOWlsUAytKtfGdRyez9WwD07Ps3F+YMtZNEiqoSq42m43vf//7wdvb\n", "tm2LWoPEwOK1rqXX6Vg8KYlfbJiOUa8bsP4Zr7GpNdL4DHodC/OTWDAhUdWi8aNN669fuFQl1zuX\n", "25ozZ05UGiO0SafTjdqCIloWi4lVDG7E67nGClnPVXtq2t20u31k2E0xsYyeGJ+ivp5rRUUF9fX1\n", "zJ8/n+vXr8uYVxFV15pdPLfrCi0uHzOy7Hz1D4rITozNBNvt9XOtpRt/QKEg1TrgRAIx/qgaLXD0\n", "6FGqq6u5efMmRqNRVsUaA7G2tkBbt5ffX2nmv45Xc77OyUi+AA0U28nqDlpubRNyob6LiiiuETAS\n", "/oDCvivN/O0bl/nijg959XRdvzVtY+21izStxxcuVcm1urqapUuXBlfHSkiQlebHu2M32vnBO5Vs\n", "OlnHP+68MuCsoZFIt/e98OWI0REGHW4fm26tYwDw2ul6WgeYlivGH1XfXwyG2HxjjyexdjX2avNH\n", "PUmPX6FtBAlloNhm5zr488UTeP9mO6umpTM5IzLTOTvcPsqbXejQUZxmxTHCr/BWo56SDDsNnT3z\n", "/fOTLVjv2EMs1l67SNN6fOFS9c5yuVx4vV4AvF5vvxlbYvxZWpDCG+ca8QYUitNs5EW4HppqM/HE\n", "7CyemJ0V8mP9AYXTNU7eKW9hWqadpQXJpNhMdPv8bDnbwMsf1ALw6fk5fHJONqYRbKhoNRn4s0V5\n", "TMu04/IGWDklLez1E4S2qEqujzzyCC+//DK1tbX4/X7ZN2sMxNpYwruyE3hx7VTa3T2b4g02HbWu\n", "w83Fhi7MBj3Ts+wDJp7BYqvrcHO5seex0zITSLEZqb01gkCv0zEhyYJtgHJBebOLr+6+gl+BXZea\n", "sBr1PDgljY5uP5vPfDTTcPPZBh6dlk6GcWQfDHnJVp6elzPo/0f6tXP7Apys7uBwZRvz8hwsmphM\n", "whiWTWLtvRkrVCXXtLQ0PvOZz0S5KSKe6HW6YVfdb+v28cK71zlZ4wTgk3Oy+MzCvAHXYO33WJeP\n", "H717nVO3HvvM/BzuL0zhQn0nv3q/hhaXj0/OyeKpudn9vtq3d/votcwqN9t6pmtbTT0ra52p7Vl8\n", "elqmHZsp/kpeHzZ28Y095UDPh8f3Hi1m4cTkMW6VuJPqgtP58+e5evUq06ZNY+rUqdFskxhAPPYM\n", "nG5fMLECHLzWyifnZPdb6Hmg2NrdvmBiBThwtYXiNCvHbrYHRxG8erqeZYUpTM/qe778FCtTby1P\n", "aDPpWTQxCYBEi5Ev3j+JQxVt6HU6lhaG3uNz+wJUNLvw+HuGXd0Zy0Ai/drdWd++cwfe0RaP783R\n", "oCq57t27l+TkZB599FFOnjzJO++8wwMPPBDlpol457AYmT8hMbh49YriVNXrCiRaDMzKtnO2rmdF\n", "/WVFKTjMxj7JUK8Dk6F/LzjbYeabK4upaXejoHD0ehtNXV7uznMwIdnKJ+eGt0OtoigcvNbKvxyo\n", "BODxmRl8ZmHeqH8lL0i1kptopqbDQ5LFQEmm+n27xOhRlVxbW1t5+OGHAVi0aBGbN2+OaqNEf/FY\n", "10q2Gvn7ZZO41NCJ2ahnWqZ9wJLAQLGl2Ez84wOFXKrvwmzUMyPLjtcf4P6iFNq7fdR0eNh4dw4F\n", "qQOPIshymKl3evjijivB+36wajLz85NCiqGm3c3VZhc2o57CVCuvnPpo2NXr5xt5fGbmsMk10q9d\n", "frKVH3xsCg2dXtLsRvKTx3Y783h8b44GVcnVZBr46md7eztJSaG9WcX4kp1oDntmVU6iJbgQdXOX\n", "l/93vIYTVR2snZnBny2ewIRhkkqry9vndmOXd5AjB9bc5eUH71Rwob6n9/z1BwspybBxvbVnTG9W\n", "ggmrKfyRBiORm2QhN8aWHhR9qUquXV1dNDY2kpGRQWNjY3A2zttvv83jjz8e1QaKHvHQM2js9HC+\n", "rhN/QGFGdsKwK/Tfpia28mYX+6/07DL63+/XkmgxDptcJ6VaSbebaOrykmgxMDn9o16uy+vndI2T\n", "Sw1dzM11cFeOo1+vutXlCyZWgN+dqee5BwooSLHS7vbxcEm6qgVp4uG1GwmtxxcuVcm1traWl156\n", "iQkTJlBVVUVhYSGvvfYaFy9elOQqAHD7/Lz8QS1vXmwCYEF+Il99oJBEFRd81DDfkfhsKsamTkqx\n", "8aPHptDg9JJmNzGp1waAF+o6g1fcf3MSfrxmKjOy+s48TLIamJRi4Xprz2iDpQXJ5CVbeWqIYVdC\n", "3Kbqnb98+XIWLlzY7/7jx49HvEFiYKNV16rvcPNBjRO3L8CCCYnD9g5v6/IGOHq9PXj7g6qOnq2X\n", "VSRXNbFNzrDz54vz2H6hiTm5Cf0S4WAmJFsHjKGu0xP8OaD0lADulJFg5p8eLuZifRcJZj0zshyq\n", "nvNOd8Z3rdnF787UYzLo2DAri0kpY1szHSmpuQ5MVXIdKLHevn/fvn2sXLkyoo0SY8PjD/Cr92vY\n", "d+vr97RMO999pJhkFTOOHCYDD01J5dXTPYP07y9KIdESuavoCWYDDxanYjbo+f2VFl48dIMv3j8p\n", "7LrjlHQ7NpMelzdAms3IxOSBz5OfbI3oBaNWl5fv7r/GjVtjb6+3dPPtR4txmGUlLa0Z8SvqdDqH\n", "P0iM2Gj0DLo8/j5jSy83dNHlDZCsYlq/yajnydlZzMlx4FMUpqbbVc/bVxvblWYXPzt8M3j7VE2H\n", "6uTqDygYepUWSjLs/GTNVJq6vGQ7zEyMUO+x3unmcGUbbS4fy4tTSbOZSJkyjw8buyhMteL2B6jt\n", "+KjXXN3uxuNTIDZXU1RFeq0Dk49LEeSwGFk7M5NfHqsG4NGpaaoGyd+WYjOxaFL0Zgrp71iJ32zQ\n", "Ud3upr3bR0aCKXhxqbHTw5HKNmo6PDxQnIJfUfjv4zWkJ5h5el52sCdalGajKE3dgjDNXV4+qO6g\n", "zulh8cQkJqf3H1saUBR+e6qe7RcaAdhzuZk/XpDDCwdvoNfBNx4qYlF+En+6KI+fH61CB/zJPXkk\n", "R6guLWKLvKpxYjTqWka9jsempzM9047v1oIsozFAXm1sUzNtPHN3NtsvNnF3XiITkqz83fbLtLp8\n", "TM2w8fWHishJtLDrUhO/PtGzOMtbl5vYcFcmJ6p7euQeX4Dn/qCwTy9Wjd9faeY/y3o+dLacqefF\n", "tVP71XI9vgAX6juDtxu6vDR09tRyAwr89lQd90xM4uPT0pmd40APTEyxhtyWWCM114FJchV9OCxG\n", "5uYljnUz+uj2+TlX66TD7WdaVgIPlfSsPLXncjOtt6bCXm50UdnSTbbDzPm6jxJch9vfZzvvWqcH\n", "XyCAQR/ah8bpXuWSdrefDnfPgthefwAdYDTosZoMbJiVFZzB9eDkVGraP9qGviTDjkmvQ2foWaZQ\n", "aJsk1zih5Z7BcLF92NDFzTYP/7esCo9fYe2MDD6zMJd0e9+3r8NsQKfTse6uTD6o7iCgwJKJSeTe\n", "msRgMuj47MJcLMbQe+Mfm57BezfaUYDZ2QlkJZi4UOfkP9+rxm7W8+yiCRSm2bi/KIX8ZAvdvgAF\n", "qVaaOr3YzQbS7Sb+YHLqkJsM+gMKN9q68fkV8pIscbMFuZbfmyMx4uQqO1KKaPP6AxysaMVza6mr\n", "Ny408rHpPV+tP39vPieq2nm4JD24SteC/CR+9vg0ujx+JiZbsZr0/Hy9DZNBT/4gowKGszA/kRfX\n", "TqXT42diihW/Al/fUx7swXZ7b/DdVZOxmQxM7zVMLNVmGnb1sPZuL01dXqrbPXx3/zX8Cvzx/Bye\n", "mJ0Vl6t2iR6q5u7V19cP+n/h7IooQqflfYqGiy0n0UJGr21frEY9FqOeZJuJx+/K5PlHJrOsKAXL\n", "rYkFRr2Okgw7c/MSSUswYTcbKE63MzHFGnZnwGTQMz0rgQX5SWQ5zPgCCp2ej/bKaun24QsMvI/Y\n", "UPG1urz8x9Eqfn2ill+fqA0ulfj/nailsTO06bpjRcvvzZFQlVz/+7//m7a2tgH/z+EIb2D1nQKB\n", "AH6/f/gDhaZVt3fz/s12yptcwWnWeclWnpydxerp6SyckMj3Vk0e88VKMhJMfOG+iejoKTf81b35\n", "Ye36eqPNzf4rLTjdfjISPvoASbQYsBjGZt0CERk6RcW2nb/5zW9IS0ujo6ODe+65h8LCwmFPXFtb\n", "y/79+zEYDKxYsYLc3NxBj929ezfl5eWsW7eOvLy84P3bt28PJtzJkycze/bsQc+xf/9+5s+fP2y7\n", "ROyqauvmf+26Sq3Tg8Wg418fK2F6VgINzp5xoZkOM4qixEwpyuPrGbNq0ENekiWsdl1p7OKvX79E\n", "QIHPLszlZpubDrePjfNymKZyFpqIrhMnToT1DV3VR+2TTz6J2WwmEAhw/PhxDhw4wKc//ekhH1NW\n", "VsbGjRsB2LZtG+vWrRv02FWrVnH+/Pl+91ut1uBSh0L7qtrd1N5KpG6/wuWGLjo9fr6z/xrQM050\n", "gYolA7s8PQuuVLe7mZZpZ2pmdJKU2ajvs15BOArTbHxrZTGvna6jtdvHnyzMJc1uipkPEBE+Vd87\n", "2tt75ow3Nzdz8+ZNUlJShn2M3f5REd9sDm/6id/vZ8uWLWzevJkTJ06EdQ6t0HJd63ZsqTYTvde+\n", "Lkyz8cMDlXR5A3R5A/zwQCVNnR5aXV7KbrRRdqONFlf/uuSZ2k7+1+6r/OzwTb785hXKm1z9jhlN\n", "Q712Rr2OewuS+ZePT+Evl+STnmCOu8Sq5ffmSKjqub7yyitkZGSQkZHB6tWrVSXL3tWGwdaDHU7v\n", "jRB37doV1jlE/ChOs/Evj5VwoqqdKel2sh0mTL0G2Jv0up5ZUCfr2XauAejZDeBP7snrc1X9w8aP\n", "kmm3L0CTy0sxkdmaO1qMUl/VHFWvaEJCAn/4h3/IypUrVfdCe1+cisQnsZoE3fsTtLS0VFO3tRzf\n", "smXLKC0t5cjhQ8zOcfDpBXlQdY7ysyf42oOFTEiyMCHJwt8uzkSn07HnclPwPG9dbsbp9vc535zc\n", "BG7n5DSdrzjlAAAgAElEQVSbkRyHOSbii5Xft8QX3t9fqFRd0PJ4PCF/td+6dSvr169HURR27NjB\n", "mjVrADh79ix6vZ6ZM2f2Of78+fOkpKT0uaBVWVlJQUEBADt27GD16tWDPp9c0NKu9lsb8iVZjXR5\n", "/LzwbiUHK3pGrywtSOYfVhT0mabrDyhcaeyi2eVlQrK1z5J+XR4/XV5/z9V4o4Gbbd1cqO8kwWRg\n", "ZnYCKSpWABPjS1QvaJnNZioqKqivr2f+/Plcv36d4uLiIR+zePFiNm3ahKIofZYkPHLkCDqdrk9y\n", "3bdvH+Xl5VitVgoLC1m+fDnQk1zLysoAmDdvXsjBaUlpqXbnb5eWlnLPknupd3oxGXT9djDovXiM\n", "3Wzgz5bks7QwBUWB2TkJ/dY/MOh1A15pr+vo5nRtJw1ODxOSrJRk2Hh+bzmVtxbDfmZ+Ds/MH3xU\n", "y0ji0+prB9qPL1yqkuvRo0cJBALU1tayaNEi3nvvvWGTa15eHk8//XS/+5999tl+9w22HuztJCu0\n", "zZqQxOvnG3mprBq7Sc8/r5rMXdmDj5/OdpjJnpIW8vNUtLj5aekN3H4FvQ6+/UhxMLECHK1s4xOz\n", "s7DKrCgRAapqrtXV1SxduhS9vufwhAQZfzfatNwzyCgo4aVbK051eQP81/FqfP6AqscGFIXyJhdn\n", "apw0DbMBYbPLi/vWFKiAArUdHubkfJTEV5akRSWxhvLaBRSFyw2dlFa0crWpa/gHxAAtvzdHQlXP\n", "1WCQT3Itc/v8dHkDOMwGTGNw1dqo12Ey6PDeSnypVhN6lcvwnap28rW3ruILKCyemMQX759Eqn3g\n", "uunEZGvwefQ6KEy1snhFAVebu7AaDUzNGPsRBZcbuvjSjg/xBhTsJj0vrC4ZcO1YEftUJVeXy4XX\n", "29Mr8Hq9BALqehUickZS13J5/dR2eDDqdeQn951JVO/08OsTNRy/2cGqaemsvyuDJOvoXtSpunSa\n", "bz8ynZfKqslMMPHHC3L7LYw9mO0XGoJz+t+70U6d00Oq3YTbF+DYjXb2fNjE/AmJPFCcxl3ZCfzo\n", "4yXcbO8mN9HC9KwEjHpd2Ft/qxXKa1fZ0o33Vjxd3gA17e6YT65Scx2YquT6yCOP8PLLL1NbW4vf\n", "7+8z/lTEtm6vn+3nG3npWDUmg47nHy5mYa9ZTmdrnbx1uRmAlz+oZVZ2AgvyRze5er0eFk9IYubq\n", "hFu9WPW956kZdkpvjRywmfTBZfquNHXx7Vszu45ebyfDbmJZUSozshOYkR27Za28ZAs6QKGnR5/p\n", "iOP9X8Y5Vck1LS2Nz3zmM1FuihhKuD2Dhk4vL93atsXrV3iprJq7shOCg+5vfxW/bbCVnaLBH1Bo\n", "6PQwbd4igLCW11tZkobFqOd6azcPl6QHh1053X0XAWrs8o28wfR8WOn1OswhfACE8tpNz7Tzo8em\n", "UNXuoTDVypQY77WC1FwHE9Z6rrt375bea5wwGXQkmA3B5fGyHCaMveqZc3IdzMl1cKbGyUNT0oZd\n", "ezRSfAGFA+UtvPDudWwmPd9+pHjIEQKDyUgws35WVr/7C1OtTM2wcbnRRYrVyNzcka/edqqmg18c\n", "rSLZauQvlkygIDXyNVqTQc/s3ERmR35EmBhlQybXf/7nf2bGjBm0tbVx+fJlZs2axenTpykqKhqt\n", "9olbwq1r5SRa+N6jxfzX8RpS7UY+dXdun6/duUkWvvlQEV1eP0kW46itfl/X4eFfD1QSUHq2Yvk/\n", "h2/ywuqSiC0OnZ1o4VsPF9PU6SXJaiQvzC24XV4/Lm8Al9fPN94qp9vXc73h50ereP6RYlU9WK3X\n", "JLUeX7iGTK6f+tSnKCgo4Le//S3f/e53MRgM/OEf/iGvvvrqaLVPRMCMbAff/9gU9LqBpyInWY0h\n", "7fIaCXpdT03x9u4CVqNe3bjAEGQmmMlMCL9mWdfh4aWyKs7UOvnCfRODiRWgtduHxxcIqTwgxpch\n", "3xm3p56aTKbgcCyj0dhnxSsxOkbaMzDodTG12lJOopnnHy4mL8nC1Awbf700H0uMDd7/oKqdA9da\n", "aXb5uFDfyafm56Cj54PgY9PS6ehWV8fVeq9ObXz1Tg/Hb7Zzob4Tr0/7I45UdVe6u7v73HY6nYMc\n", "KYQ6Op2OBflJ/HTtVAx6SDDH3l6Zvl7Lbtxoc5Ng1vPM/Bz8Cmw928CSSclj2Lr40tzp5YdvV3Cm\n", "rhMd8M2VRdxXOPzSpfFM1XeaefPm8corr3DixAk2bdo07uf5j4WRrtATCY2dHuqdHgKDrPVT2eLi\n", "SGUbHzZ2oWI9IKCnJPFB2VHVbXD7/LR0eUMa1eDy+jlf5+RUdQdtKnubAHfnJTEru2eFrYwEE+vu\n", "yuJMrZNjN9r58opJZKkcJjUar53L2/N78Y/iaI/b1MTX0OnhzK0tzxVg16WmoR+gAaq6CzNnzqSo\n", "qIiqqirWrVuHzTb2M1lEfwFF4XSNkzcvNlKSYefByalkjKDm2NuZWifP7y3H41f4ygMF3FuQ3Geg\n", "f0WLiy/t+JAOtx+TQccLt7ZoiaTaDjf/dayGM7VO1s3K5LHpGf0WbblTQFHYf6WZnx66CcDaGRl8\n", "9p68YR8HMCHZwj89XEyX10+yxYjNbOA7j05GCSgxVcKoauvm349Wca3JxafuzuGhktSwtg+PpkSr\n", "gWSrMfjhFonRG7FOdTXeZrMxZcqUfol13759EW+U6E9NXauipZuv7b7KgfJWXiqr5uC11og8d4fb\n", "x09Kr9Pu9tPtC/C9tyuov7Udy23V7e7gNtNev8LVEFb/V1uze/9mO2+Xt9DY5eWlsmpVc++dbj+/\n", "O/PR7sVvXGik1aW+95pkNZKTaMF2KxmbDfqQE2u0a677rjRz7EY7jV1efnLoBteau4d/UASpiS8v\n", "ycoPPzaFP70nl+ceKOChMBbeiTcjLnRJ/TV2dLr9wamTADfbIvNHptOBWf/R57BRr0NP34tj6fae\n", "8bO3v65PSO4Z+hRQFLz+QER6Uu4wJjxYTXqmZSZQ3d7zYZCfbMFu0tYV/m5v34tDfpUlmdFWnG6j\n", "OH38fOvV1rtMw9TUtfKSLCzKTwR6rmhHqnfgMBv5+/snUZhqJcdh5p9WFpF1x3z8Kel2fvRYCX+1\n", "JJ8ffnwK07Ps1Ha4ebH0Bl/acYVDFa3BZOgPKHzY0Mnxm+3UtLs5dOiQqnYsnpjEtAw7OmDNjAyK\n", "04b/QzUb9Hx2YS5/sWQCz8zP4Z8eLh50YZdoiXbNddW0dCalWNDr4FN351CQMrrbjsfC9YBYFHuX\n", "aEXY0hNMfHF5AXUdHhLMhhHvTNrb1Ew7L6wuwa8opAywsItBr2NmdgIze83b3/dhffDCxXf2X+N/\n", "r5vGlHQ75+qcfGXnFfwKTEy28Ndz81W1YUKyle8+WkyXL0ByCBMechItbBhgFpdWFKTa+NfHSnD7\n", "AqTajDFXbx2vJLnGCbV1uzS7ibQo9cwSLaG9XRo7P1pfNaCA+9bYxiPX27j9Df9GmxtdwkTV50y2\n", "mYi3AVCjMc41dQy3p9H6ON5wSVlARM3qGRkk35r5tXpGOhOTe3rSU3utX2A16km2hZa0O9w+WgfY\n", "UluIWDLi5BpLs360LNS6VmOnh4oWV3Bzv7EwJcPO/358Kv+5YTp/sjAvOMV2QX4S33yoiM8uzOVf\n", "Pj6F+g9Pqz7nlcaexaT/+vVLHL/Zrno87VjSek1S6/GFa8RlgXB2RRTRVdni4pt7yqnp8HBfQTJ/\n", "vTSf9AiNdw1VdmL/BVOSLEaWFX00O6f0srpeqMvr56eHblDR0s1DU1K53NBJtsPMxFG+gCOEGiPu\n", "uToc2h8MHAtCqWsdv9lBTUfP0KNDlW1caxndcY+hUhubooDHr/Dk7CxqOzz86v1a/vXdSmra3cM/\n", "eAxpvSap9fjCparn+s477/S7z263M3/+fIxGuSYWaxItfa8WW42xX1rv9vo5frODI9dbWTghiUWT\n", "kvvNorKbDXzhvnxO1Tg5d2sq5cX6Li7Ud5Ib5pKCQkTLkH91zz//PNXV1dTU1DBnzpw+/zIzM2Xp\n", "wVEUSl3r7rxEnpiVSXGajb9fNpHJMT5wu7S0lMuNLr69/xp7P2zh++9UcrG+c8BjZ2Y7KLxjkepY\n", "//AY7LXr9vo5Wd3B7680U96sfkZbrJGa68CG7HZ+61vfAnqmvqal9R2QnpaWxunT6i9EiNFjMxu4\n", "tyCZWTkO8pIsEVuAOprauvvWXVuGmKI6M9vOpxfk8PurLSydlMKMrAQ6un2Yjbq4GuN5qsbJN/aU\n", "Az3fNn68empExyaLsTWi7/TxcKVWK0Kpa52s6ghuzmcz6Xlx7dR+vb1YsmzZMm60dpPjMFPr9JBq\n", "MzJliN52stXE0/NyeHxmJhaDnrKb7fzyWDW5iWb+Ykl+zF3gGuy1O1P70dTxDrefxi5PXCZXqbkO\n", "TFVyvffeewe8f8mSJRFtjIiM872+Uru8AVq6fBSmqn+80+3jYn0XHR4fJel28kchWU1MsfLDj0+h\n", "qctLqs3IhOShn1Ov0+GwGKlodvGd/dcIKHCzzU3a6Tq+tLwg6u2NhHl5ibx6umdRmRSbcUS7JojY\n", "o6pYlZ2dPeD9OTk5EW2MGFwoda178pO4vQdhtsNEdmJos3dKr7Xy1beu8v23K/n6nqvUdUT3avzt\n", "2HKTLGQmmOhw+2m4Y9WtwfgCCr3Xb+lwj9243sEM9trNznHwwuoSvv5gIf/ysSkx1+NWS2quA1Nd\n", "Fmhra6OpqYm8vDys1vh8E4wXs3IS+MmaqbS4vExMsZKXFNrr9W6vpQqr2z20uHwDjleNtOutLr66\n", "6yr1nV4KUyz80yOTh91YcEKyhc/dk8cvj1WTbDOy8e74+cC3GPXMzpGhjFo1ZHItKytj0aJFHDx4\n", "EKfTSV5eHjt37mTq1KnMmjVrtNooGL6uVd7s4lqzi3S7iWmZ9hEtVL2iOJXjVR0ATEgyk2aP7nC7\n", "27Fdauii/tZ6BBWtbsqbXcMmV5vJwNq7MlhWlILZoIvY4uCRpPWapNbjC9eQfzXV1dUA1NXV8eST\n", "TwIwd+5cXn31VUmuMeRGazf/8OaHwcWqv/1wMUsK1C1v4nT7OF/fSb3Ty/QsO1PS7SwrSgl+PZ+c\n", "YSPLMTpjSJPuWBjGoXLVK6vRQF5S/IwSEOODqprrnRMF9PrYHleoRUPVtRo7vcHECnC6Vv0C5sdu\n", "tvP1t8r56aEb/OObV7je2k2C2cD8/CRWTE4lf5gLS5FwO7YZ2Ql84b58FuUn8ZUVBUzNiN0RDqHQ\n", "ek1S6/GFa8ie65kzZ/B6vVy5coV169YB4PV68XplRaJYkukwkWozBseGzstTX8c72ysROz09m9xN\n", "GqMLK0kWI6tnZLJ6RuaYPL8QkaRTQhysWlFRQVJSUr9JBWNt//79zJ8/f6ybMWYqWlxcb+km1WZi\n", "aqYdi8pZS8dvtvO13VdRgLwkM99fNSUmp5LWdrjp9PhJt5tIGcO1S8PR5fXj8vpJshgxGeRbX7w5\n", "ceJEWAtUhXylorCwMOQnEdFXmGoLa6LA3FwHP147lTZXT481FhNreZOL53ZfodXl496CZL4whqt8\n", "haq63c3Pj97kQn0X6+/KZO3MDBwhLjou4pPqj1Gv10t9fT2BQICOjo5otkkMIFp1LZNBz8ysBO4t\n", "SBl24H60DBdbaUVrcMfWI5VtVLbG9ipYvb13vY2j19tp6/bxq/druBrBNQQu1nfy44PX+e2pOuo7\n", "1I0LjgapuQ5MVXItLy/n9ddfZ8+ePQBs3749qo2KZR5fgHO1Tg5ea+F6jC/lpxUZCR+VAXQQV7u3\n", "+vtuzEqkZozfbOvmuV1X2HWpiV8eq2bHxcbInFhDnG4fzV1e/Cp2CY4GVe/S48eP8+STT+JwONDr\n", "9eN6DdfTtU6+uONDvrO/gn/c+WHEtq8ejpbHEg4X26KJSTw1N5tZ2Ql87cFCJqvY9TVW3FuQxKzs\n", "BEx6HZ+YnUVxWmS+HXR5AnT12lL7w8auMVvrIxbfm5Ut3Xx19xX+cutF3r7agvfOT7lRoKr4Mxoz\n", "sgKBAIqiYDDE9njFD6o6uP0Wbnb5aHB6RmW40mjwBRTKm7ro9ATIT7HEzFz3jAQzf3JPHv6AgkEf\n", "X9sKTUi28vzDxXT5/CRbjFgjtEJZdqKZFcUpHChvxaCDJ2ZnyZZLvbxyqpaLDT0lmH89UElxmpXi\n", "dPswj4osVT1Xl6tvncjnG37+dm1tLS+//DKvvPIKNTU1Qx67e/dufv7zn1NXVxf2OUbLrF7TFR1m\n", "Q9R2Wr3TaNS1TlS184U3LvOVXVf4l3cqaeoanSF3amOLt8R626njR8l2WCKWWAGSrUb+6t58/m11\n", "Cf9n3XTuzkuM2LlDFYs1V1+vUoACjH6/VWXPdd68efzP//wP7e3tbN68mUWLFg37mLKyMjZu3AjA\n", "tm3bguNkB7Jq1SrOnz8/onOMlnl5Dn74sck0dXkpSrNREMNL+YVq58XG4CIop2qcNDg9pI/Sh4cI\n", "XarNNKZbaseyp+flcKXRRX2nh79YPIGJyaM/CkZVcp02bRoTJ06krq6O/Px8TKbhX1C7/aMuuNkc\n", "3tfLSJwj0mwmA3dPSBr15x2NutbMbAeHK9uBnl65wzI6JZpYrNlFksQ3+orTbPzbmhK8PoVU+9iM\n", "L1Y94M5ut1NUVKT6xL2L62qScbTOIdR7aEoayVYjNe1u7itM1kwtWYxPY92rV5Vcd+7cyezZs/H7\n", "/Rw+fJhFixYxZcqUIR/j93801z3cQnuo5ygtLQ1+it6uA2nl9n/8x38we/bsqD/fo71u141SfL1r\n", "drHy+5b4JL7et8Ohavrrtm3bWLt2LW+88Qbr1q3j1Vdf5ZOf/OSQj9m6dSvr169HURR27NjBmjVr\n", "ADh79ix6vZ6ZM2f2Of78+fOkpKSQl5c37DkGovXpr70/OLRGy7GBxBfvojr9Va/Xo9frg0OyLJbh\n", "i8OLFy9m06ZNKIrCypUrg/cfOXIEnU7XJ7nu27eP8vJyrFYrhYWFLF++fMhzjEdafvNqOTaQ+MYr\n", "VcnV4/HgdDqDyVXNYOW8vDyefvrpfvc/++yz/e4bLHEOdg4hhIh1qi6h5eXlsW3bNpYsWcLZs2cp\n", "Ly+PdrvEHWJxLGGkaDk2kPjGK1U916VLl7J06VIApk+fPuzFLCGEGO9CXs81Vmn9gpYQYmyEe0Er\n", "rJG1u3fvDudhQggxbqhKrnv27OHVV1/l+9//Pps2beKDDz6IdrvEHbRc11IbW1u3j9M1HVys78Tj\n", "G4vZ4uHR8msH2o8vXKqSq9Pp5JOf/CR33XUXTz/9NCUlJdFulxB9ON0+/utYNV9+8wpfeOMy715r\n", "HesmCTEkVcn19uyoQKCnt3DnbrDjgT+g8GFjF+/fbKfOOfqrvmt5LKGa2JpdPnZeagrefvV0HV0e\n", "/xCPiB1afu1A+/GFS1WWvL3EoMFgoL29fVzu/nq6xslXd1/Br8DUDBvfXFlMliM2FpMZD+wmPZl2\n", "Ew23lkGcFsImjEKMBVXvzieeeAKARx55hP379/ebujoevFPegv/WuIrLjS5qR3nPIi3XtdTElpFg\n", "5rurJvPJOVk8uyiPjXfnxM36rlp+7UD78YVL9fRX6Jn2un79+qg2KFZNy7Sz69bXUptJT7I1tndM\n", "0KKiNBufWzRhrJshhCphFU/ffffd4Pz/8WJpQTJWo56bbW4WTUwa9UWytVzX0nJsIPGNV6qSa2lp\n", "KTU1NcH9rS5cuDDukmuKzcSDU9LGuhlCiDihKrk2NTXxiU98Ini7trY2ag0SA4vEsm6XGzu5UNdF\n", "bpKZu7IdJJhjo7Sh9SXrJL7xKayyQEZGRqTbIaLsWrOLL++4QvetwfffWlnEfYUpY9wqIbRryOR6\n", "e9PA5uZm9u3bF1zI+vDhw3zuc5+LfutE0Eh7Bs1d3mBiBbjU0BkzyVWLvZ7GTg+dHj9pNpMm4+tN\n", "6/GFa8ihWLeHWCxevLjPDgEi/uQkmslK6NlTSK+DBWOwyeJ4cb2lmy/t+JBnN1/kp4du0DxKW5SL\n", "2DJkcv2jP/ojZs6cGRzXevXqVQwGA3/8x388Ko0THxnpWMIJyVa+/7EpfPvhYl5cM5W7chwRatnI\n", "aW2c5JHrrdTcGgd94ForpyvrxrhF0aW11y9ShkyuDkfPH+DevXtxOp08+uijtLe3c/jw4VFpnIis\n", "iSlWlhQkMy0rAWOcDMCPR0mWvtU2mUk2Pql61VtbW1m0aBFms5l77rmHpqam4R8kIkrLdS2txbYw\n", "P4l1MzMoTrPx98smcndh9lg3Kaq09vpFiqrRAibTwPt/t7e3k5QktTshest0mPnzJfl4/AFsptgY\n", "7iZGn6qea1dXF42NjQA0NjYGNyh8++23o9cy0YeW61pajM2g1wUTqxbj603r8YVLVc+1traWl156\n", "iQkTJlBVVUVhYSGvvfYaFy9e5PHHH492G4UQIu6oSq7Lly9n4cKF/e4/fvx4xBskBqblupaWYwNt\n", "xOf1BWh3+7CbDf1KHVqILxpUJdeBEutQ9wshtKOj28eWcw1sP9/A7BwHf75kAjmJlrFuVsyTMSJx\n", "Qst1LS3HBvEf35UmFy9/UEu728+hyjY+qOro8//xHl+0SHIVQgwpgNLntl9RBjlS9CbJNU5oua6l\n", "5dgg/uObkmZn3V2ZmPQ65uU5mH/H1Ol4jy9axt9Og0KIkCTbjHx2YS5PzM7EbjKQaJG0oYb0XOOE\n", "lutaWo4NtBGfzWQg22EZMLFqIb5okOQqhBBRoFMUbVSn9+/fz/z588e6GUIIjTlx4gQPPfRQyI+T\n", "nqsQQkSBJNc4oeW6lpZjA4lvvJLkKoQQUSA1VyGEGILUXIUQIoZIco0TWq5raTk2kPjGK0muQggR\n", "BVJzVamt28el+k7c/gBTM+xky5JrQowL4dZcozZJuLa2lv3792MwGFixYgW5ubkhH7t9+3b8fj8A\n", "kydPZvbs2dFq7pACisKOCw389/u1AMzNdfC1BwtJsQ28t5gQQkStLFBWVsbGjRt56qmneO+998I6\n", "1mq1sm7dOtatWzdmiRWgy+vn7autwdunapx0uP2j2gYt17W0HBtIfONV1JKr3W4P/mw2m8M61u/3\n", "s2XLFjZv3syJEyci30iVbEYD9xclB2/PzLKTaJFdPYUQg4taWaB3KXewrbmHO3bVqlXBn3ft2hXB\n", "1oXGoNexdmYmUzMScPv8TMtMGPWSgJbXzNRybCDxjVdR67nerpUC6HS6ER87XIKGvl9PSktLI3r7\n", "3Pvv4b9xhgcmp5GbZIn4+eW23JbbsXs7HFEbLbB161bWr1+Poijs2LGDNWvWAHD27Fn0ej0zZ84c\n", "9tjKykoKCgoA2LFjB6tXrx70+bQ+Q6u0tDSuewhefwAAk6H/53m8xzYciS++xdxogcWLF7Np0yYU\n", "RWHlypXB+48cOYJOp+uTXAc7trKykrKyMgDmzZsXraaKKPuwsYtfvHcTvU7Hny+ewOR0+/APEiLO\n", "yThXEVUtXV6+8MZl6pweAIrSrPzosRLZKkTEDVlbQMQkX0ChrdsXvN3q8uH1a+LzXIghSXKNEyMt\n", "ro+VNLuJv1s2Eb0ODDr4m6UTSbH17bXGa2xqSXzjk3w3E1Fl0Ou4vyiFkoyeOmtekgX9MKNHhNAC\n", "qbkKIcQQpOYqhBAxRJJrnNByXUvLsYHEN15JchVCiCiQmustbp+fFpcPq1EvSwkKIYJiboZWPHG6\n", "fWw528BvTtYyMdnC1x8qpiDVOtbNEr24fX4CCthMshqZiA9SFgAqW7v5nw9qCShQ2epmz+WmsW5S\n", "P1quaw0XW0WLi2+8Vc4Xd3zI6ZqOUWpV5Gj5tQPtxxcuSa6A4Y5xl2aj/Fpihdvn598P3+RkjZOr\n", "TS6+saec2g73WDdLiGFJFgEKU638zX35pNtN3JOfxMopqWPdpH60vOrQULH5A9Dea9eHbm8AfyC+\n", "LhNo+bUD7ccXLqm5AlaTgY9Py2BZYQpWo17qejHEbjbwl0sm8I095bh9Af522USyHEPvbCFELJCe\n", "6y0GvY5UmylmE6uW61rDxTY3L5FfbJjOLz8xg4enpA24Jmws0/JrB9qPL1zScxVxITdJtjIX8UXG\n", "uQohxBBkbQEhhIghklzjhJbrWlqODSS+8UqSqxBCRIHUXIUQYghScxVCiBgiyTVOaLmupeXYQOIb\n", "ryS5CiFEFEjNVQghhiA1VyGEiCGSXOOElutaWo4NJL7xSpKrEEJEgdRchRBiCFJzFUKIGCLJNU5o\n", "ua6l5dhA4huvJLkKIUQUSM1VCCGGIDVXIYSIIZJc44SW61pajg0kvvFKkqsQQkSB1FyFEGIIUnMV\n", "QogYIsk1Tmi5rqXl2EDiG6+M0TpxbW0t+/fvx2AwsGLFCnJzc0M+NpRzCCFELIlaz7WsrIyNGzfy\n", "1FNP8d5774V1bCjn0Lply5aNdROiRsuxgcQ3XkUtudrt9uDPZrM5rGNDOYcQQsSSqCXX3oMQTCZT\n", "WMeGcg6t03JdS8uxgcQ3XkWt5ur3+4M/63S6sI4N5RwpKSmcOHEi1GbGDbvdrtn4tBwbSHzxLiUl\n", "JazHRS25ulwuoKf3eftngLNnz6LX65k5c+awxw52/0AWLFgQsbYLIcRIRS25Ll68mE2bNqEoCitX\n", "rgzef+TIEXQ6XZ/kOtixg90vhBCxTjMztIQQIpbIJAIhhIgCSa5CCBEFklzjVCAQ6DOaQggRW6J2\n", "QSvSIjGdNpaF0ubdu3dTXl7OunXryMvLG8VWhi+U+M6dO8elS5cIBAIsWbKE/Pz8UWxp6EKJ7fDh\n", "w9TV1QEwadKkuBjlEurfk8vl4ic/+Qmf/vSn4+L9GUp827dvD3ZqJk+ezOzZswc/sRInXn/99eDP\n", "W7dujdixsSLUNp87d06pqqqKZpMiKpT4Dhw4EPz5zTffjFqbIiXc99tbb70VjeZEXKjx7dq1S3n/\n", "/ffj5v0ZSnx79uxRfd646blGYjptLIvHNocilPiWL18e7eZEVKivXUVFBZs3b2b9+vXRbFbEhBJf\n", "S1XywwoAAAc1SURBVEsLdrsdq9Ua7WZFTCjx+f1+tmzZgqIoFBUVDbmGdNzUXJUITKeNZfHY5lCE\n", "E9/evXtZtGhRtJoUMaHGVlhYyOc//3mOHTsWzWZFTCjxlZaWxt1CLqHEt2rVKjZs2MATTzwRLO8M\n", "Jm56rpGYThvL4rHNoQg1vgMHDlBSUkJGRkY0mxUR4bx2VquVxMTEaDUpokKJr66ujjfeeIP6+noK\n", "CwvjouYa7t/ecIk4bpJrJKbTxrJQ4otHocR38OBBsrOzKSwsHO1mhiWU2Jqbm0lLSwseHw9Cie9z\n", "n/scAOfPnw97Tv5oCyW+yspKCgoKAOju7h7yvHGTXCMxnTaWhRLfvn37KC8vx2q1UlhYGBc1SrXx\n", "1dfXc+jQIaZPn87Fixfp6OjgmWeeGatmqxLKa3fo0CHcbjcACxcuHPW2hiOU+KDnA6S0tDRueq6h\n", "xFdZWUlZWRkA8+bNG/K8Mv1VCCGiIG4uaAkhRDyR5CqEEFEgyVUIIaJAkqsQQkSBJFchhIgCSa5C\n", "CBEFklyFECIKJLmOI88//3zEzvXqq6+ybds2tm3bxuuvv057e3uf/9+xY8eAj/P5fLzxxhts27aN\n", "1157jcuXL4f1/O+//z6/+MUvwnqslg32e7/TW2+9xebNm6PcmvEtbmZoiZF79tlnI3YunU7HunXr\n", "Bv3/waYdHzt2jOXLlwenRr788stMnTo15OdfsGABlZWVIT9O69RO93700UfZsmVLlFszvklyHQdq\n", "a2s5evQoV69e5Utf+lLw/q6uLrZs2YLD4cBgMHDp0iW+/OUvB/9/z549OJ1ODAYDXq+XNWvWYLFY\n", "ALBYLGzevBmDwUBXVxerV68mKSkJn8/Hrl27uHjxItu2bQOgpKSEu+66C4B77723T9tCWShj3759\n", "NDc3YzQaMRgMBAKB4P9dunSJkydPYrPZ6O7uZuHChRQXF1NTU8OvfvUrSkpK2LBhA3V1dbzyyitk\n", "Zmby1FNPYTQO/iewe/duLl26RGpqKklJSXR1dTFnzhxmzZo15HNCz7KCe/bsYc6cOVRUVGA2m8nK\n", "ygquGHXo0CEaGhowGAzB6bBPPvnksL+DiooKDh06hMPhQK/X09jYyGc/+1kA3n333T6/99TUVFas\n", "WAH0fGPYunUrer0eRVHiYgH5uKd65VcR91599dU+t8vLy/ss2FxRURH8+dChQ8qlS5eCtzs6OpTN\n", "mzcPeF63293v/+58roG88cYbSmVlpaq2nzt3Tjly5EjwdkNDg/KDH/xAURRF6ezsVH7961/3Of61\n", "115TPB6PoiiKUldXp+zbty/4f5s2bVL1nIqiKP/wD/+g+P3+4O3f/va3SldX17DPebvNP/vZzxS3\n", "293nuEuXLinvvfde8HYgEFAOHTqkqj1vvvlmn99Z79dMUQb/vW/fvl1paGgI3n7vvfeU1157TdVz\n", "ivBIz3UcKyoqwu/389ZbbwWXXbu94k9VVRVLly4NHutwOAY9T6iLe/t8PrZs2cLy5cvJyclR9ZgP\n", "P/yQRx99NHg7IyMjuP1LXV0d7e3twR4b9KxY1NLSQlZWFllZWTQ0NAA9vfhQem2zZ89Gr//o0sTU\n", "qVOprq5Gr9cP+Zy3Pfjgg/1+P5cvX+bhhx8O3tbpdH1+10P5+Mc/zrFjxzh//jw+n4+srKzgazYU\n", "p9PZZ/nGefPmcf36dVXPKcIjyXUcO3XqFHPnzmXKlClAz/5Ot5dUy8/P5/Lly8F6qNPpDD4uEAhw\n", "7do1Jk+eDEBra6vqlec7OzvZsmULa9asCWlJupKSEk6ePMmSJUsAaGho4MaNGwDk5+eTnZ3dpwbc\n", "u2QAPTXa48ePc+PGDdasWaP6ec+ePUsgEAgm2CtXrrB69WoMBsOwz6koyoBlj+LiYs6cOdNnVaze\n", "v+uhfPDBB9xzzz3B27/5zW9ULSiekJBAY2NjMMGeOHEibpY8jFeyKtY48M4779Da2sqZM2eCPbFV\n", "q1axY8eOPr0ygLVr1wbvu11z1ev1eL1e1q5dG6y5vvPOO9TV1WGxWPB6vaxfv75P/fLdd9+lubkZ\n", "vV6Pz+dj6dKl5OTk8OKLL5Kbmxvszd1ZBx7K3r17aWlpwWq10t3dTX19PUuWLGHhwoXcuHGDY8eO\n", "BdvgdDpZs2ZNnwWpf/nLX5KTk8Njjz2m+nf3n//5nzgcDqxWK16vl7lz5zJ9+nSAIZ+zrKyMkydP\n", "ApCVlcWECRP6JMW33367z+9n2rRpzJkzZ9j2/PznPyc3NxdFUQgEAn3quNCTpE+dOoXFYgluRTJn\n", "zhx8Ph+/+93vMJlM6PV6HA4Hx44d44/+6I/iZt3ceCPJVYghvPbaa3ziE58Y62aIOCTjXIUYxO7d\n", "u7l48SI7d+4c66aIOCQ9VxETKioqgl+j71RYWDjsqu/x8pxDcTqd7N+/f8BaqMPhiJtdNUQPSa5C\n", "CBEFUhYQQogokOQqhBBRIMlVCCGiQJKrEEJEwf8PvjtZF01S0JwAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.376552\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VPd56P/P7KPRaN8XQAsSGJvFZjVxwHGwjW2wAduJ\n", "HZomvYnT3pvfbXPbtEmztWmTJk2TOE5y26RNb1cHx4TFBps9XtgFxsYGzCaBAKF9H82MZju/PwQD\n", "Aml0ZjRHmjl63q8Xr5dmdObM99EMz3znOd/FoCiKghBCiLgyjncDhBBCjyS5CiGEBiS5CiGEBiS5\n", "CiGEBiS5CiGEBiS5CiGEBsxanbipqYk9e/ZgMplYunQpRUVFwx574MABmpubAZg8eTJz586N+hxC\n", "CJFINEuuNTU1rF27FoDNmzezatWqYY9dvHhx+OedO3fGdA4hhEgkmpUFHA5H+Ger1Tri8RcvXuRH\n", "P/oRU6dOjfkcQgiRKDRLrjdP/LJYLCMeX1ZWxhe/+EWOHDkS8zmEECJRaFYWCAaD4Z8NBoOqx9jt\n", "dtLS0mI6x86dOzGZTFG2UgghIsvMzAxfB4qGZsnV4/EAA73P6z8DnDhxAqPRyIwZM8L3dXR0kJ2d\n", "HT5+pHMMxWQycc8998St/UIIAXDs2LGYHqdZcl24cCHr1q1DURSWLVsWvv/gwYMYDIZByXX//v30\n", "9/cDMG/evBHPMRHt27eP++67b7yboQk9xwYS30SlWXItLi7m2Wefve3+55577rb7Vq5cGdU5hBAi\n", "0Rn0suTgnj17pCwghIi7Y8eO8fGPfzzqx8kMLSGE0IAk1ySxb9++8W6CZvQcG0h8E5UkVyGE0IDU\n", "XIUQIgKpuQohRAKR5Jok9FzX0nNsIPFNVJJchRBCA1JzFUKICKTmKoQQCUSSa5LQc11Lz7GBxDdR\n", "SXIVQggNSM1VCCEikJqrEEIkEEmuSULPdS09xwYS30QlyVUIITQgNVchhIhAaq5CCJFAJLkmCT3X\n", "tfQcG0h8E5UkVyGE0IDUXIUQIgKpuQohRAKR5Jok9FzX0nNsIPFNVJJchRBCA1JzFUKICKTmKoQQ\n", "CUSSa5LQc11Lz7GBxDdRSXIVQggNSM1VCCEikJqrEEIkEEmuSULPdS09xwYS30QlyVUIITQgNVch\n", "hIhAaq5CCJFAJLkmCT3XtfQcG0h8E5UkVyGE0IDUXIUQIgKpuQohRAKR5Jok9FzX0nNsIPFNVGat\n", "TtzU1MSePXswmUwsXbqUoqKiYY89efIkZ86cIRQKsWjRIkpLSwHYsmULwWAQgMrKSmbOnKlVc4UQ\n", "Iq40S641NTWsXbsWgM2bN7Nq1aphj21vb2fNmjUAvP766+HkarfbefDBB7VqYlK57777xrsJmtFz\n", "bCDxTVSaJVeHwxH+2Wq1Rjx2yZIlQ94fDAbZuHEjiqJQXl4uF6yEEElDs5rrzYMQLBaLqsfs2rWL\n", "BQsWhG8vX76cNWvW8OSTT9Lc3Bz3NiYTPde19BwbSHwTlWbJ9XqtFMBgMIx4/FtvvUVVVRW5ublD\n", "/l5Ngr75Rd63b5+ubn/wwQcJ1R65Lbcn0u1YaDbOddOmTaxevRpFUdi6dSsrV64E4MSJExiNRmbM\n", "mBE+du/eveTl5TF9+vRB56ivr2fKlCkAbN26lRUrVgz7fDLOVQihhVjHuWpWc124cCHr1q1DURSW\n", "LVsWvv/gwYMYDIZwcm1paWH//v1Mnz6d06dP09vby6c//WlgILnW1NQAMGfOHK2aKoQQcScztJLE\n", "vn37dHtVVs+xgcSX7BKu5yqE0C9/MITbF8RhNY13UxKWJNckoeeegZ5jA/3F1+72s/79Zg5c7OZj\n", "U7NYPXfheDcpIcn0VyFEVE639LHxRCtNLh/r3mvmbKt7vJuUkCS5JonRDgtJZHqODfQXnz8YGnS7\n", "29U3Ti1JbJJchRBRmZ6fypwiJwCLJmeQZ+4f5xYlJhktIISIWrc3QJ8vSJrVRJpd35duZLSAEGLM\n", "ZNjNZOg8qY6WlAWShN7qdjfTc2wg8U1UklyFEEIDUnMVQogIZA8tIYRIIJJck4Se61p6jg0kvolK\n", "kqsQQmhAaq5CCBGB1FyFECKBSHJNEnqua+k5NpD4JipJrkIIoQGpuQohRARjWnM9evRoLA8TQogJ\n", "I+LKC7/85S/Jy8sjFApRW1tLaWkply9fxul0Mm/evLFqo0Df+xTpOTaQ+CaqiMl13rx5zJ07l1de\n", "eYXPfe5z5Obm0trayhtvvDFW7RNCiKQUsSwwd+5cAILBILm5uQDk5eVht9u1b5kYRM89Az3HBhLf\n", "RKWq5hoIBAbd9nq9mjRGCCH0QlVyzc7O5tChQ3i9Xg4dOkRWVpbW7RK30PNYQj3HBiPH1x8I0dLr\n", "o9sTiHhcotL76xcrVcl12bJlpKens2PHDtLT03nwwQe1bpcQE0KfL8imEy38wW9P8dVt57jU5Rnv\n", "Jok4kXGuQoyjU80uvrTlXPj2UzPz+MLC0nFskbiVpuNcb625/u53v4v6iYQQtzMYDINumwwyaVIv\n", "VL2Sr7/++qDbLpdLk8aI4em5rqXn2CByfGVZdv7XvSVk2M3MLnLy8LTsMWxZfOj99YuVqu0bQ6GQ\n", "1u0QYkJKsZhYcUceHy3PxG4ykmqTHVX1IuIr2dnZSSAQoK+vj7a2NhRFIRgMSs91HOh5LKGeY4OR\n", "4zMbDeQ4rGPUmvjT++sXq4jJ9dSpU/j9fpqbmzlx4sTAA8xmVq5cOSaNE0KIZBUxuX7kIx8BID8/\n", "nxkzZoxJg8TQ9Dx/W8+xgcQ3Uam6oCWJVQghohP1ONf6+nomTZqE0ZhYQ0ZknKv+ef1BTjT3ca7N\n", "zZ0FqcwocGI2GkZ+oIY6PX7q2j1YTAYqcxykWk3j2h4Rf7GOc1V1afKHP/whTz/9NCdPniQzM5N3\n", "332XVatWRf1kQozG6VY3X9teC4DRAM+vrOaO/NRxa0+fL8j/O3KVHWc7APjDhcWsujMf0zgnfJEY\n", "VHU/p02bxpQpUwBYvHixpg0SQ9PzWEK1sTX3+sI/hxRod/u1apIq3d5AOLEaDfDKqTZc/cHbjtPi\n", "tWt1+Tjd0kdTb3/czx0tPb83R0NVzzUYHHjDmEzylUeMn4qcFOxmI95AiAy7mdIM27i2x2Excn9F\n", "JjMKUunxBpmcacdu0b5c1tjTz1/vquNCp5c8h4W/e6SSKVkpmj+viI6q5Opyudi5cyeVlZVat0cM\n", "Q89XY9XGVpXr4CePV9Pe56MgzcbkzPFdVzgzxcLHp2bzzZ11ANjNRp7PrKIyxzHouHi/dhc6PFzo\n", "HFj2s9Xt53SLe1yTq57fm6OhKrmuWbOG5uZmysvLOX78uKoZW01NTezZsweTycTSpUspKioa9tiT\n", "J09y5swZQqEQixYtorS0NOpziImhIjuFiuzE6aVd6rqxtrE3EKKtz09ljrbP6bQN/gZpMxvp8wXl\n", "YlqCUfUdxuFwUF5eDsDs2bNZs2ZN+Hcez9BLpNXU1LB27VqeeeYZDh8+HPH87e3trFmzhqeeeor3\n", "338/pnPonZ7rWskc2x35qVy/fpVmM1GYdvtMq3jHV5Xr4C+WTmFeaRrPzC7gjdpO3q7rjOtzRCOZ\n", "Xz8tjXoi865du3j88cdvu9/huPHVyGqNPLVvyZIlQ94fzTmEGA935Kfyk5XVtLn9lKbbxuTreYrF\n", "RFmWHbc/xM5z7XS4A3gDQZZPy7ltlS0xfkadXIcrEdw8fNZisag6165du1iwYMGozqFXeq5rJXNs\n", "JqOB6SMMB4tHfK7+AO1uPw6LiTynlXS7iW6Pnw73wHKg95VljltiTebXT0uaLcFzfYQB3L5m5VDe\n", "eustqqqqwhshxnKOm6fhXf+qIrfV37ba7GSXz6DPFyTU00xfW1NCtc9mT6Gk6k6MRgOXPjyOz+dL\n", "qPZFHU9KKo6SKrq8ARwBF+7m+vCU85uP7/YG+NXhS+w41012ipnvLq+k6fS7/MncKXTiwGk1Yey6\n", "wr59ZxIqPj3djsWodyLYvHnzkBMKNm3axOrVq1EUha1bt4YXezlx4gRGo3HQlNq9e/eSl5fH9OnT\n", "VZ1jKHqfoTUW87ePXunhmztqCSqwoDSNP1syhSyH9t8Y1MQWDCm8faGLH7x5EbPRwLcfquCeknTN\n", "2xYPw8VXc7mbb+6oQwEKnBb+/tEqitNvH152osnFn269sVvB6jvz+J/3Js5uBXpfW0DTGVqxWLhw\n", "IevWrUNRFJYtWxa+/+DBgxgMhnBybWlpYf/+/UyfPp3Tp0/T29vLpz/96YjnENrY+mErwWsftTVX\n", "eml2+eKSXGvb3Wz4oAWnzcTjM/IozYh+CFVbn48fvl1PUIFgUOGFfZf56ePTyEjR5i1c2+7mak8/\n", "ealWqnIdmsy6Ony5h+s9m2aXn1aXb8jkajUZMUD42CyNYhbxpdmrVFxczLPPPnvb/c8999yg2/n5\n", "+Xz1q1+N6hwT0Vj0DKblpXKgvgcYGCAfj6E9bX0+vr6jNlwbbOr18/UHpmAz3zi3mtiMRgN2sxH/\n", "tVJRqtUEhhCnmvto6/NRkmG7bXxprOra3fzp1nN4/CFMBvjRiipmFDhjPt9w8c0qdLLlVBswMNIg\n", "e5gPsvIsO197oIyXjjdTnZvC/ZWJtfuynnutozHq5Gq3j+9AbhE/D1Zlk2o10dDdzwNTs5gUh0H6\n", "/QElnFgBrnR78QUUol1wPy/Vyt88WMHPDlzBajLwx/dN4nKXjy+/do6QMvBh8PzKaspvGgPb7Q3Q\n", "3ufHaTOR71Q/2qSx14fHP3ChNqhAfad3xOTqC4ZQFGXQh8ZI5pWm83fLK2nr81OVmzLs39tiNrK0\n", "IouFk9KxmIyydkGSiHquntfrHXR7+fLlcWuMGN5YjCXMTbXy+IyBet60vPgsiJLjMPPpewqBgfn3\n", "n5lbdNsgeLWx3Vno5Ecrqvj7R6cyNcfBuTY3oWvfld3+EM2uG2sPdLj9/HT/Jf5o02n++NUzXOhQ\n", "v2V1vtOKxTSQwAxA6QgfMnUdHr6xvZY/f+08H7b03fb74eJLtZqYV5rO8mk5qnrddospIROrjHMd\n", "mqr+wz/+4z8yZ84cFi9eTGtrK+fOneOBBx7Qum1CB+wWE2vuymfBpHTMRgOTM+2jGjJ0c6miIudG\n", "L9VuNpKXeuNrdX2nl70XugHocAfYe6FrUK82ksqcFH78WBWXur0UpdmYljd84nP7gjy/t54zrQPJ\n", "+1s76/in1dPITR3bcdkhReGDRhevnmqjMieFB6uyyYuity7iT1VyLS4uDq+GNWnSpAk/W2o8JHNd\n", "K9VqitgTjjW2GXmp/GhFFa0uH5My7YN6fym3LKCS7VBfhzAaDEzLT2WaiuUM/UGFHu+NIYN9viCB\n", "0OABOJHi6+0P4PWHSLebsZljX/SlvtPL13bU4g8q7L3Yhdlk4BOzCmI+XzSS+b2pJVXvuFsXxjab\n", "5WqlGH8Ws5GZhUPXQiuyU/jLj01h04lW7ipwsnBShiZtyEgx8/8tLuWvd18gGFL4Px+dpLrXeqXb\n", "y/N7L3G+3cPTM/NZdWcezhh3f3X7g/iDN5J6fac3wtFiLKj6qAwEAoNu+3y+YY4UWtFzXUuL2Kxm\n", "Ix+rzOZHK6r4wqKSQV+RQ6Mb2n2beaXp/MuTd/AvT97B/RVZt+2OMFx8ey908UFTHx5/iP881kRd\n", "R+wJsTjNxkemDHyA2M1GHp2u8eoxN9Hze3M0VH1Mzpw5k9/+9rdUVFRQW1vLXXfdpXW7hLiN2xek\n", "pz9AisVEhl1dD89iutF/6HT72XW+g6NXenikOofFZRlRXd0fjsFgGHJ86siPG3x7NNeqshwW/vi+\n", "SXxydgEOi4nJWTKKZ7ypnqHl9Xq5evUqRUVFpKQkzpJv1+l9htZE1+Xx85/Hmnj9dBt35Dv48yVl\n", "FEe5WPbeC5387Z6L4ds/XlHFXcOUFcZCQ7eXn+67zNlrZYEn7syTZQPjxO0LcLbNg8sXpCLbTnF6\n", "7B82ms/QstvtVFRURP0EQsRDbbuHrR8ODLg/2ezm2NUeijPyojpHp2dweavPd/uWLGOpJMPON5eV\n", "4/UP7KxgGcUFLTHYgfpufvDWJQDKs+1856HKMR89oerV3LRpk9btECPQc11LTWzGW74zx7Lr66wi\n", "J7nXZkHNyHdQNkaLbkeKz2kzk+u0JnViTcT35u/O31jf9kKHlw7P2O+3pqrneuuygtu2beORRx7R\n", "pEFCDGVqTgqfmVvIlg/bmF2Uxt3F0S/aUpaVwvMrq+juD5KTYiEndWIvY6lni6ZkcLShF4D8VIvq\n", "Gn08qXpGq9VKS0sL+fn5APT3j/+OkxONnscSqoktzWbmE7MKeGRaLikWIymW2GqTBWk2CtLUHx9S\n", "FLo8fswmI+kxDpPS82sHiRnf/RVZFDitdHsDTM93UJg29ptZqnq39PX18fzzz4cvGJ0+fXrIZQbF\n", "xKQoypgs1GwxGcl2jN3X52BIYf/FLn5+4ApZDjNfvb9M9SyviSwYUni/0cW2M21My0vl/soscsZg\n", "6cqbpdvNLJyszdhmtVS9U1NSUvje977H008/zdNPP83MmTO1bpe4RSLWtfp8QbafaeMvt51ny6lW\n", "er2BkR80BC1j6w+EaHf78Pqjv3jV0N3P371xkS5vgAsdXn5V00AwFP0YWa1fuxaXj/985yrf2lnL\n", "sYbeuI/jHcmt8V3o8PC17ed5s66LXx5u4FB915i2J1Go6rneOgxh1qxZmjRGJJczrX38eO9lAI5d\n", "dVGYZmW+RjOhYtHp8fOb483sOd/JgknpfHZeEXlRzPlXGJykYkmsY+F35zv473ebAXjnSi8/X1VN\n", "eXZ8ll+MRZ8vyE2TxbjSPTHLiKp6rk7n4LGAMiRr7CViXct1y1Cm3v7YhjYNF5s/GKKh20tTb2z/\n", "Oc+2utl4opVub4Bd5zo41Xz7ilWRFKfb+PKSKdjNRorTrHx+QUlMq1Jp/drdnLz8IQW3f+h97bRy\n", "a3wlGTbmFA/kjBTLwHKJE5HqCv3FixdpaWnhnnvu4dKlS5JgBZXZDiZn2rjU1U9xupWqCKtHRcsf\n", "DLHnfCfP772EzWzkOw9VMKs4iitRwK0dzWi/LltMRj5WmcXsIicWk4HMlMQcXfDo9Fz2XuzC4w+x\n", "tDwzptli8ZSbauUrS8todvXjtJmZHId1gZORqp7roUOHuHr1KleuXMFsNsuqWOMgEWuuJRk2vrd8\n", "Kj97opofPDqVSVFs3xJSlHAddKjYWlw+nt97CQXwBkL846GG8KB/fzBEfaeH+k4P/uDwvbTq3IGl\n", "98xGA4smpTMjP/rZWCajgTyndVSJVevXbkZBKj9/Yho/e6KaLy4uJWuMPwSGii8n1cKMAueETayg\n", "sud69epV1qxZw+bNmwFITY3PQsoi+eU5rVHPfGnu7eel4y2cae3jqZn5pDtuT3omowGb2Yg3MJA8\n", "nVYjJsNA3XPvhS5+8FY9AH++dAr3V2QN+XU9J9XK/7q3lGdm5+PyBen2+slO0edMqHjsGiHiS9W7\n", "zGSS+c7jLRFrrrE6UN/Na6fbON/u4ftv1uMsrbrtmMI0G3/7UAXl2XZmFabyxcWTsFtMdHn8/N+D\n", "VwgpA1/7f37gCp3u4WffhBSF3xxv4U9ePcf/fuUs+y91axla+DnPt7k5crmbhm6vrl67oeg9vlip\n", "6rl6PB78/oE3sN/vv23GlhDRuHWOf39g6PfT7OI0fryiGpNhYEcDuDbWNcUcvniWk2LGbB7+IlN7\n", "n5+d5zqAgd1T17/fzKJJ6eHzRaOtz8f5dg82s5HqXMewi6x82NLHX7x2Hn9IodBp5XuPVFISw463\n", "0fAHQ/QHQqRaTWMy5liMTFVyfeihh3jxxRdpamoiGAzKvlnjIBH3hr/c5aW3P0Ch00Z2FFNJP1aZ\n", "xe5zHbS5/Sybmk2oqxGGuVh1awJLt5v5y4+V8+9HrxJU4HPzi8i0D37udref41d76fYGuKvQSX6q\n", "hZa+gc7BtLxUrDGUBbq9AV7Yd5nDlwd2x117dyEfLUunIuf2ElmnO8Azcwo4WN/N+XYPZ6+2U5JR\n", "EvVzqtXY08+/v9NIbbuHZ+cUsKQsc0xLH4n43kwEqpJrdnY2n/3sZzVuikgmZ1r6+Mq287j9IWYX\n", "OfnK/VNUr8Bfnp3CC49X4/YHyXZYOH7kEFCt+rkrclL4qwcHRqsMVWvd+mErL14b91ngtPDXD1bw\n", "u9pOslLMLCnPxBhDz67bEwgnVoD9F7vw+gM8YjLitJrD22KfaHLxw7fr8fhDPDOngKJ0C05HCvsv\n", "djEp08bkzPjP8NpzvoM3agcWKvnBm/VMesJOdRxHbojYqB6KderUKWpra5k2bRrV1er/I4j4SLSe\n", "wVsXusLjKY83urjS3R/Vpnw3XwSLJbbhxpv6gyHeudIbvt3s8mM0GPjCwtH1HJ02E2VZdi5e2z5l\n", "Xkkahek2vvTqOexmI99cVk5Ftp1/PtwQ/ruse6+ZHzwyla9uP09IgewUM//wWFXcLz7dPL5YYWCb\n", "77GUaO/NRKHqu8OuXbtwuVw8/PDDdHV18eabb2rcLJHoSm9aqNpkAGeCLPJsMRlZeUdu+PbckrSo\n", "NiccTm9/kCdn5vGFhcX8j3lFVOQ4+OXhBly+IG1uPz/ZdwlfQCHtpm3DrSYDvf2B8HjbDk9g0Pbf\n", "8fJwdTZ513rOq+/MY4qMHEgIqt51XV1dPPjggwAsWLCADRs2aNoocbtEq2stmpzBHy4Mcaa1j4er\n", "c0a1oEm8Y7uvPJPCdBuNPf0UOK1xWd1//fvN7DzXQXmWnfsrsyhKtw7qmRgwYDIO9JADoQY6PX4+\n", "v6CYtpuSqd1sDJcP4qkix8ELT1Tj8YfIdlgIhkLsONPOyeY+lpRnMLs4bdB2N/GWaO/NRKEquVos\n", "Q78henp6SE+Pfl1NkfyyHRaenJmv6XMoioI3EIp6ecG2Pj9/u+cCXZ4ABuD7j0zl7hJ1s7uCIYXj\n", "jb1sP9M+aEWn4LXZXRc6vVw42sgvV0/jW8vK+dHbl7BbjPyfj07CYTUxxZrC3zxUTiA0MLpg3XvN\n", "/NGiEnq8AYrSbIN6/Gr5AyG6vAFsZiPpw6xLenNJZt+FXn60d2AV/p3n2nlhZbWqbcJFfKlKrm63\n", "m7a2NnJzc2lra+P6tltvvPEGTzzxhKYNFAP03DMYKra2Ph+bTrRy7GovK+7I5YGKLFJU9kBbXD66\n", "rg33UoDjjb2qk+uFDg9f315LUIE367pIsRh5dHoun5hVwLk2N029Pr6wsITiDBvlOQ7+cfV0jEYG\n", "jViwmU3YgJBioTjdxi8ONWAxGvjqx6ZgjbIH6fEHef10O//xTiOlGTa++rGyEWc9Nd60FkNIge7+\n", "2FYrU0vP783RUJVcm5qa+NWvfkVJSQkNDQ2UlZWxfv16Tp8+LclVaOJ4o4v1H7QA8MK+y0zKsDGr\n", "SF2CzE214LAYwxeW7oii1+a6ZUWny90DF7DKs1P44WNV+IIKWSnm8NfsSF/z02xmnltQzMPVOdgt\n", "Rspj2JG1vtPLLw83AHC+3cOWD1v54r2TIj5mTnEaqVYTfb4gZZm2qKYli/hRlVyXLFnCvHnzbrv/\n", "6NGjcW+QGJqe61rXY/MHQpxudXO1x0vvLStueYeZaDCUKVkDibCuw0NeqoXpUSTX0gwbs4ucHG90\n", "DazoVH5jRadY1hfITLFw4p3DzIrxtbt1TITptntuV5Xr4IXHq+n2BMh3WijQeBV+Pb83R0NVch0q\n", "sV6/f/fu3SxbtiyujRLxdbbVzW+ON5PtMLPqzjzNZwup5QuEaHL5cBZOBuB0m5svv3YOBXhuQTEl\n", "6VYaenwsnJRORZQXzKbmOpiaG/1Yz9xUK395fxlNCbKi05QsO1+8t4T/PNbE5Aw7j900EiKSyZl2\n", "yNS4cSKiUY9Rcblc8WiHGEGsPYMWl4+vbT9Pz7WxkJ2eAF+9fwpmDa8eq+ELhNh5rp2f7r+CzWTg\n", "b1Oy6PD4w8tT/9vRRv7u4QoyHRayUsZ2g7nsVMuQM84ud3n57QfN9PaH+NScAtXJezS9OrvFxKPT\n", "c/lIWSZ2sxFnjPt4aUl6rUPT3/JAYhBvIBROrDCwsLI/AVbUb+nz8bP9VwDoDyr84nADU7LsWEwD\n", "X3utJgPpdjNlWSnjsnPnrfoDQX5x6ArbznSw72IX39hRS1tf/MesDsViMpKbak3IxCqGJ8k1ScS6\n", "Jmiew8Kn5hQAA4P9PzO3MOadU+PJbDSQYrnx9suwmylJt/GTldX81bJyfryiioqcxJnC6QsqXO25\n", "kUw7PQF8QXUfUom4Fm886T2+WMlHoc6lWE08PauAxVMysJiM415DvK4wzcZ3Hq7kF4caSLMZ+aNF\n", "JdgtJqpyHVTFUCvVmtNq4n/ML+K7v7tISIE/mFcUl5lfQr8MijK6rSI3b96cENts79mzJ7z1txgf\n", "Pf0Bzre5CYUUKnMcZKmYjdTvD2I0GlTPIGrr83GyuQ+vP8RdhaljenEuEFK43OUlEFIoTbepHncr\n", "ktuxY8du26RVjVF/9MrakQIGFkx59WQr/3msCYBHpmXzhYWlI049tUVRogiEFNa/38Kmk63AwDYu\n", "33m4csz2tjIbDaOa5ismFlXdhZaWlmF/F0tGF9FL9LqWyxfktdPt4ds7znbQ61U3M+jm2Hq8Aeo7\n", "PbQPcbHI4wtSc9Oyf2fbPLftQJuIRvvaKYrCqeY+/rWmgd3n2sOzzxJFor83x4uq5Pof//EfdHcP\n", "vT3GrdtuxyoUChEMJv5/FDE0h8UY3k4Z4I58B44ovza39/n4yb5LPLfhNF9+7RyXujyDn8NqYvm0\n", "nPDtj0zJIGMCXEG/2OnlK6+f4zfvt/CDty5x+LL2W9WI0VP1ziwpKeHgwYP09vYyf/58ysrKRnxM\n", "U1MTe/bswWQysXTpUoqKioY9dvv27dTV1bFq1SqKi4vD92/ZsiWccCsrK5k5c6aa5upSoo8ltJlN\n", "fHZuEfcUp+ELKtxdkjbsIiO3uh7bhU4v+y4OJI6GHh9Hr/QyOTMFXyDEyZY+zrT0UZXr4IePTcXt\n", "C1GZm0JaAgzTGsloX7seb4D+m0Ym1LZ5ollbXHOJ/t4cL6remU899RRWq5VQKMTRo0d56623+Mxn\n", "PhPxMTW0Xqt+AAAgAElEQVQ1NaxduxYY+aLX8uXLOXXq1G332+328FKHIvEVpNl4cBRTLW23bE1y\n", "fW3UM61uvvL6eWBgOuiPVlSxaEpGzM+TbIrSrVTlpnCuzYPFaOC+8okTezJTVRbo6Rmoc3V0dHDl\n", "yhUyM0eeV+dw3BhOY7VGt/XydcFgkI0bN7JhwwaOHTsW0zn0Qs91reuxTc1O4U8+MomK7BTW3JXH\n", "nGsLtdw8WF8B6to91FzuxuMfXRmprt1NzaVuLnV5R3WekYz2tct32vjWx8v5+0em8tMnqrmrMD6l\n", "uHjR83tzNFT1XF966SVyc3PJzc1lxYoVqpLlzSO8hlsPdiQ3b4S4bdu2mM4hxldtu5vNJ1px2kw8\n", "dkcupRGGTqVYB475WGUWdosxvNfV5Cx7eJWrVKsJX0jhGzvq+N7ySuaWxrae8JnWPr689Rz9QYUM\n", "u5kfPjaVKVmJOxKgIM2m+QIsIr5UJdfU1FQ++clPRjXs6uaLU/EYrqUmQd+8Os/1T1O93E7G+NLy\n", "S/jB0T5a3QM7r17p8vCNZRXYzKZBx993332Dbjusg39fmePgWx/JwWNyEFAMXO7y8j8XlXCl0xVO\n", "rmraYzQamXLnPbT2+anvcIfrmN3eAGeudnD55AVN/h63xpcor4/EF93/v2ipmkTg8/mi/mq/adMm\n", "Vq9ejaIobN26lZUrVwJw4sQJjEYjM2bMGHT8qVOnyMzMHHRBq76+nilTpgCwdetWVqxYMezzySSC\n", "xNPQ3c8frL9RSy9Ot/Gzx6tjvgh1+FI339xZB0CKxch3H66M6ivy5S4vX339PK1uP1+8t5T/e3Bg\n", "bQOjAX6ysjqqpQnFxKHpJAKr1crFixdpaWnhnnvu4dKlS1RUVER8zMKFC1m3bh2KogxakvDgwYMY\n", "DIZByXX37t3U1dVht9spKytjyZIlwEByrampAWDOnDlRB6cn471mZrc3wNnWPvwhhapcB3kqdnrN\n", "dpj5vbsL+e93mzAAn5lbhNN2+/AstbHVdtwYmuXxh2jq7Wdqbgp2s7ohX/Wd3nAves/5Dr7+QBlN\n", "vf3MKHBqOuV2vF87rek9vlipSq6HDh0iFArR1NTEggULOHz48IjJtbi4mGefffa2+5977rnb7htu\n", "PdjrSVaML38wxOaTrbz47sDsq4+WZ/Cl+yaTZjPjDQQ50+qmvc9PWVYKFTk36pYpFhNPzcxnwaR0\n", "zEYDU7LsoyoR3ZmfioGBi1rpNhMtLj+Xu/pVJ8bMlBtv99OtbpxWE5+cXRhze4SIRFVyvXr1KmvW\n", "rGHz5s3AQA1WjK1oegb9gSBWkzFuU5P7/EF2nbsx+2rvhW4+Nz9Ims3MB419fH1HLTCwuMnzK6sG\n", "XRhyWE0jft1WG9uMglT+4v4pNPb0YzUb+fW7TcwrVbf1C0B1roPvPlzB0Su9zCx0RrX9y2jovVen\n", "9/hipSq5mkyyQEUy8AdDHL7cw0vvNVOV6+CTs/MpjMMV5lSziYWTM9hyqg2AWUVOnNdmX51qvrFY\n", "ussXpK3PH9NVd1d/gKs9PmxmA5My7eGRAuHfewN82NqHoig4bSb+7chVPjuvmElRrPJlNRuZPymD\n", "+ZNknKjQnqrk6vF48PsHalV+v59QSP1+RiI+1NS1LnZ6+c6eC4QUONvmpsBp4Zk5o//aazEbeXZ2\n", "AbMLnfiDCjMKUsOzrwYuKDUDA1/V1dRib/XO+yc56s5gw4lWLEYDf/NQxW1DrH5X18nPDwxcgJqS\n", "aeOnT0ynOM2KxZz4SxLrvSap9/hipSq5PvTQQ7z44os0NTURDAYHjT8ViaM/EOLmTQbar128iYfc\n", "VCtLKm5PnDMLnfx4RRXtbj9TMu1MvmWH02BIwRcMRVygO5SSwYaaVpxWE0XpVjadbGFWkTO8DGEw\n", "pPBmbWf4+PqufvzBUFIkVjFxqUqu2dnZfPazn9W4KSISNT2DSZl2lldns/1sB5l2Mw9X54z4mNGy\n", "mo3DDodq7OnnxXebqO3w8Kk5BSyanDHkuq0l+bncU+xhTnEap1r6mFXkxOsPYTEZudLt5fClbj5W\n", "mYXRaOBCh4fsFPOgi1PR8AaCXOnqBwNMzrBjHYMEHU2vTlEUajs8tLp8FKbZkmKJQ+m1Di2md+j2\n", "7dul95qAMuxmnltYwpq78kmxGMd9Rs+ucx3sPNcBwHd/d5GfPzFtyE39ijPsrLozn2/tGhjDeuhS\n", "D2VZKUzPc/Djty9Rmmkn1WLECPzPRSXcke/AYBiY/ZVhN5OrshThD4bYfa6Tn+6/DMCffnQyD1Zl\n", "YzImzprEZ1vd/Nlr5/AFFVKtJn60oirqnW9FYoiYXL/73e9yxx130N3dzdmzZ7nrrrt4//33KS8v\n", "H6v2iWvU1rXSbGbSEmQZvk7PjbJESIH+4NC1+n379qGU3Dnovm5PAE8gRGNvP7OL08LDwI43uviH\n", "x6byy0P1nGv3MCnDxrcfqog4rfa6Lk+Afz7cEL79LzUNzC9NIydCcvb4g7h9QdJt5pjLENHUJC92\n", "esN7c/X5glzt9iZ8cpWa69Aivlt+7/d+jzVr1uBwOPjOd77D2rVr+e53v0t6emzzucXE8tgduWRe\n", "u/D1xIxcJmUM35Muz06hOH0gyeU6LFTmppBpM/PJWQV03ZSkFaDD7edc+8CEgsvd/bzX0Muv323i\n", "fJs7YnusZiOFaTcSaVGaFWuE7WWaevv5h7fq+cONp/n18WbVi3+PRlH6jb+R0YDqXrlIPBG7ONen\n", "nloslvBwLLPZPGjFKzE2krFnMDXHwc9XTcPjD5Kbah12y5frsX3/kam0u/1kp1jCSebB6hxq293s\n", "u9hNtzfA/NI0clMHrzPhCYT493ca2XCihRcerx62F5thN/O1j5Xx0vFmTAYDn5idH3Eq7rGG3vD6\n", "si++28SswlTuLom+YxHNazc9z8ELK6s42+Zham5KQm7WeKtkfG+OBVXfH73ewUuyuVyuYY4UYrB8\n", "p/qeV2Ga7bZxualWE7OK0vjp49X0+oLkpVqwGA388UdK2XO+k9lFTj5s6QOgtz9Ib3/kZQjLslP4\n", "6sfKVLUndMuyG6FRbeU5sqbeft6+0EW3J8CyquykuJglhqeqiDRnzhxeeukljh07xrp16yb8PP/x\n", "oOc1M9XEVpRuozrXQVaKBafNzIo78viHR6cyp8jJgfqB3uWMfAd5qfHbrPCeknTmFDuxGA2sujOP\n", "qTmx9SLVxBcIKbz4bhO/qrnK+g9a+Mb22kHr2CYyPb83R0NVz3XGjBmUl5fT0NDAqlWrSEmRT1Qx\n", "/swmI3cWOvnJympcviCTM23kploJKQp17R46PX6K020xb79dnG7jmx8vx+0fuKAVaazuaPkCIc60\n", "3qgZt7r9uP0yWSeZqVpyMJLdu3cPu/DKWJIlB8V1J5td/MVr5/GHFAqcFr7/yNSYE+xY2nO+g79/\n", "sx6Ax6bn8Ln5xTgTZOTHRKbpkoORSP1VjCV/MITRYIg4NvXdBhf+awXSZpefxl5fUiTXj5ZlUvqE\n", "DV9QYXKmXRJrkpP5g0lirOparv4Ax6/28s6VnkHjVLWkNrYTTQM90u/suRBx36spWTcuillMBrJi\n", "nM0VL2rjs5qNTMtLZWahk4wk2NX2Oqm5Di15XkGhuWBI4fUz7fyq5ioAj07L4bmFJcMOoRpLTb39\n", "fGNHbbgO6Q8p/NWy8iGn03Z5AnxhYQktLh+TM210eXx0eawxT5kVIhbybksSYzGWsLc/wCsnW8O3\n", "t51p55OzCzRPrmpiCwSVQRd42t1+AiGFW68xKYrCoUvdvNPQi9Nqoqc/yO/fU4jbr/DR8qx4N10V\n", "vY8D1Xt8sZKygAhLsRiZVXRjEZaq3BRSrKN/i3R7Ahxr6OHdht6YZznlOi380cKB/dWsJgNfWFA8\n", "5NV7g8HAkzPzMRkM9PQHWTQ5nfouL+1u7WdXCXGzUfdc47XavYhsLOZv28wmPju3iFmFTvqDCvNL\n", "08i0j27cqMcf5NfvNbHpWo947d2FPDu7YNBqVGpis5sHtt2eWzqwZUxx+vBTaecUp/GjFVWcau7j\n", "XLubdxp6+VQc1rWNld7n3us9vliNOrnGMkRBJK6CNBuPTI/falo9/QG2nm4L395yqpUV03PIMUc/\n", "Z95mNqna5cBoMDA9P5Vch4UZBal8+p6iiMlYCC2M+juf06l+a2MRu2TtGTgsJu4suLFX1V2FTlJu\n", "qeFqFVuu08r0/NRxT6zJ+tqppff4YqWq5/rmm2/edp/D4eCee+7BbJZrYmJ4aTYzX7pvMscaejAa\n", "DNxTkoZDw5lOsQgpym17dgkxWhF7rt/+9re5evUqjY2NzJo1a9C/vLw8Xn755bFq54SXzGMJi9Nt\n", "rLgjj0en5w65YaLWsXW6fRyo7+Kt2k6aevsH/e5Us4tv7Kjlx3vraegefuzsaCTza6eG3uOLVcRu\n", "51/91V8BkJKSQnZ29qDfZWdn8/7772vXMiHiwB8Msf6DFn77wcAFtdlFTr7x8XIy7Gau9vTzte03\n", "xs72+0P8xf1lCbUzgUheo6q5jnJZAhEFLetaTb39nGntG/UqTJe7vBy53EPdtYWs1dIyNo8/xP5r\n", "a7LCwE4Grv6BYVn+YGjQ2NmrvT4CGuxsrPeapN7ji5Wq5HrvvfcOef+iRYvi2hgx9i52evjTLef4\n", "36+c5a931dHY0z/yg4ZwqdPDl187x9d31PKlLWc529oX55bGxmE1cX/FjckD80rTwtvg5KdaWXv3\n", "wBAti8nAZ+cWYTMnVj1YJC9VV6MKCgqGvL+wcPzGDk40Wo0lPNnUR9u1LbjPtnm42OkZtNWIWld6\n", "+un0DPQIvYEQ59o8VOeljvCoAVqOkzQbDay+K487ClLxB0NMy0sl/dq8/RSriadm5nNf2cCutJG2\n", "oRkNvY8D1Xt8sYrqUn8gECAQCGC3J/4KQ0KdWxc1iXUlpmyHBaPhxmr9RemJs/dTZoqFRZMzhvxd\n", "qtVEZYyLYAsRScT1XE+cOMGJEyfw+/3MnDmTkydPkpqaSnFxMQsWLBjLdo5I1nONTbfHz+9qO6m5\n", "3MND1dncOzkDewxDpYIhhVMtfbzf6KIqN4WZhU5NF5cWYqxosp7rhx9+yDPPPEMoFOL73/8+X/va\n", "1wDYuHFjwiVXEZuMFAur78pn9V35ozqPyWhgZqGTmYUyqUQIGOGC1vUJAkajkdzc3BsPMsp6L2NN\n", "z2MJ9RwbSHwTVcSea1paGm+++SYul4uMjAzeeOMN8vPzw9tsi8R0fQ+pbm+A4nRbTBeohBCjM+Ie\n", "Wo2NjdhsNrKzs6mrq8PlcjFr1qyxap9qUnO94YMmF195/TyBkMLkTBvfebhyyJlRQoiRabaHVlFR\n", "UfjnioqKqJ9AjL3Dl7oJXLtsf6mrn8YenyRXMe5q290cutRDgdPCPSVpZDsSZ0SJFlQXT/1+Py0t\n", "LYRCIXp7e7VskxhCNHWtypwby/LZTIaE395E7zU7iQ8aur185fXz/Mc7jfzgrUvsPt85Bi0bX6qS\n", "a11dHa+88go7d+4EYMuWLZo2SozO3JJ0vvFAGb93dyE/eLSKsiwZlyzGV29/kJ7+YPj2+4363zVa\n", "VXI9evQoTz31FE6nE6PRKGu4joNoZsCk280sqcji9+cWcUdBasLvFqH32T0SH+Q5reEthAwMbH6p\n", "d6q+L47FjKxQKISiKDISIQH0B0LUtrtx+YJMyUqhwKnv2pjQXo7DwleWTuFSl/farLiRd5RIdqp6\n", "rh7P4FWOAoGRN3tramrixRdf5KWXXqKxsTHisdu3b+cXv/gFzc3NMZ9D78aybldzuZsvbTnHN3bU\n", "8b3fXaB9lKtljURqkslNbXx5TitzS9OZnp865JboeqMqwjlz5vDf//3fXL16lQ0bNjB//vwRH1NT\n", "U8PatWt55plnOHz4cMRjly9fzv333z+qc4j42X6mI/zzqRZ3eGEXIYR6qsoC06ZNY9KkSTQ3N1Na\n", "WorFMvKOoA7HjcUwrNbYvlbG4xx6MZZ1u7uL0zhypQeAzBQz6TEu5qLWaGNrcflufN3MThm0s2wi\n", "kJrrxKT6f43D4aC8vFz1iW+em6AmGWt1DhG9j1dlkee00Nbn556StISe4dXh9vODt+p5v9GFAfjm\n", "x8u5rzxzvJulO60uH619PtLtZkozZPSJGqqS6+uvv87MmTMJBoMcOHCABQsWMHXq1IiPCQZvDLuI\n", "9Wp1tOe4eV3J63Ugvdz+p3/6J2bOnDmq8xmNRhYvXjzi8VkpFsyNpyg2GinPvlfz+G6u2UX7+Pxp\n", "d4eH9SjAa6fb+EhZBvv379esvWMZXyLcburt59u76qjt8JJmM/GDR6fS+OEx3cSn5nYsRpz+CrB5\n", "82Yef/xxXn31VVatWsXLL7/MJz7xiYiP2bRpE6tXr0ZRFLZu3crKlSuBgWUMjUYjM2bMGHT8qVOn\n", "yMzMpLi4eMRzDEXv019HuyBxMKTwfpOLN2s7qc518JGyDDJTEuPbwGhia+zp509ePUuXd+Ai6+fm\n", "F/PJ2UMv7j5ekn0x6ZpL3XxjZ1349h8uLOHJmTdWUUv2+Eai2fRXGFgFy2g0hodk2Wwjf01cuHAh\n", "69atQ1EUli1bFr7/4MGDGAyGQcl19+7d1NXVYbfbKSsrY8mSJRHPMZ48/iCnW9109Pkpz06hYoyG\n", "lIz2zVvX4eFr284TVGDbmXZsZgPLqhJjrOFoYitKt/H9R6Zy5Eo3ualW7i5OvDHYyZ540mxmDAx8\n", "MwAocA7+UE72+LSiKrn6fD5cLlc4uarZmLC4uJhnn332tvufe+652+4bLnEOd47xdPyqi2/tGvgU\n", "T7OZeH5FNZOTYAZUb3+A4E0v2+Xu2PbKSkQVOWP3ITcRTc1J4a8frOCN2g5ZszcKqi6rFhcXs3nz\n", "ZhYtWsSJEyeoq6sb+UE69UHTjWl7vf1B2t3ajgG9brRjJUvTbUzLHRh9YTcbuXeYbU/Gg4wDTWwW\n", "s5F7p2TwtQfKWTkjj4xbyknJHp9WVPVcFy9eHL4QMn369BEvZunZ3SVprP+gBRjYfyovSWYv5afZ\n", "+Naycpp6faTbTUzJkp6eEFpSdUErGYzVBS1fIMTZNjcdHj9TMu2SpITQuVgvaMU02nr79u2xPEwX\n", "rGYjdxU6WVKeJYlVCDEsVcl1586dvPzyy3zve99j3bp1vPvuu1q3S9xCz3UtPccGEt9EpSq5ulwu\n", "PvGJT3DnnXfy7LPPUlVVpXW7hBAiqalKrtdnR4VCIeDGrrBi7Oh5LKGeYwOJb6JSlVyvLzFoMpno\n", "6enB75dVkoQQIhJVyfXJJ58E4KGHHmLPnj23TV0V2tNzXUvPsYHEN1Gpnv4KA9NeV69erWmDhBBC\n", "D2IaivX222/Hux1iBHqua+k5NpD4JipVPdd9+/bR2NgY3t/qww8/DC+uIoQQ4naqeq7t7e08/fTT\n", "rFmzhjVr1vC5z31O63aJW+i5rqXn2EDim6hiKgvk5ubGux1CCKErEdcWOHXqFACHDx9m0qRJ4YWs\n", "Dxw4wOc///mxaaFKel8sWwgxPjRZW+B6d3/hwoWDdggQQggRWcTk+qlPfYoZM2aEx7XW1tZiMpn4\n", "/d///TFpnLhBz3UtPccGEt9EFTG5Op0DK47v2rULl8vFww8/TE9PDwcOHBiTxgkhRLJSdUGrq6uL\n", "BQsWYLVamT9/Pu3t7Vq3S9xCz2MJ9RwbSHwTlarkarEMvUtoT09PXBsjhBB6oSq5ut1u2traAGhr\n", "awtvUPjGG29o1zIxiJ7rWnqODSS+iUrVDK2mpiZ+9atfUVJSQkNDA2VlZaxfv57Tp0/zxBNPaN1G\n", "IYRIOqqS65IlS5g3b95t9x89ejTuDRJD03NdS8+xgcQ3UakqCwyVWCPdL4QQE11M01/F2NNzXUvP\n", "sYHEN1FJchVCCA1EXFsgmcjaAkIILWiytoAQQojYSHJNEiPVtfyBEG19Plz9gTFqUfzovWZ3a3wX\n", "Ojz88K16Xth3iUtd3nFqVfzo/fWLleyRrQN9viBbTrXy8vstVOak8KX7JlGSYR/vZokhdHn8fGfP\n", "BS539wNwqdPL3zxUQapN/ivqjfRck0SksYQXOjz8v6ONuHxBjje6ePtC1xi2bPT0Pk7y5vj6gyGa\n", "en3h2w09/fQHk/uyh95fv1hJctWBW/9rhkLq/7O29flY924Tf72rlqNXeghG8VgRvWy7hc/Nv7E2\n", "8v+YX0yGXXqteiTJNUlEqmuVZ9n5/XsKsZuN3FmQyv2VWerPe7GLf3unkQP1PXxzRy0XOz3xaG5U\n", "9F6zuzk+i9nII9Nz+PkT1fzjqmncX5GFyWgYx9aNnt5fv1jJR6YOOG1mnp5VwMPVOdjNRtKi6Ak1\n", "XKv9AQQV6POFtGiiuEmKxUR1Xup4N0NoTHquSWKkupbNbCTPaY0qsQJ8fGo2DsvA22DBpDRK0m0x\n", "tzFWeq/ZSXwTk/RcJ7jp+an87Ilp9PmCFDitZDmGXrtXCBEd6bkmCS3rWpMy7UzPTx23xKr3mp3E\n", "NzFJchVCCA3I2gJCCBFBrGsLaFZzbWpqYs+ePZhMJpYuXUpRUVHUx27ZsoVgMAhAZWUlM2fO1Kq5\n", "QggRV5qVBWpqali7di3PPPMMhw8fjulYu93OqlWrWLVq1YRPrHqua+k5NpD4JirNeq4OhyP8s9Vq\n", "jenYYDDIxo0bURSF8vJy+dovhEgamiXXm0u5w23NPdKxy5cvD/+8bdu2OLYu+eh5LKGeYwOJb6LS\n", "rCxwvVYKYDBEnt6n5tiREjQM/nqyb98+uS235bbcjsvtWGg2WmDTpk2sXr0aRVHYunUrK1euBODE\n", "iRMYjUZmzJgx4rH19fVMmTIFgK1bt7JixYphn0/vowX27dun2x6CnmMDiS/ZJdxogYULF7Ju3ToU\n", "RWHZsmXh+w8ePIjBYBiUXIc7tr6+npqaGgDmzJmjVVOFECLuZJyrEEJEIHtoCSFEApHkmiRGW1xP\n", "ZHqODSS+iUqSqxBCaEBqrkIIEYHUXIUQIoFIcr3mcpeXvRc6OdHkoj+QeFud6LmupefYQOKbqGQn\n", "AuBqTz9/ue08LX1+AP7mwQoWTckY51YJIZKZ9FwZ2F76emIFOHy5exxbMzQ9z4AZKTaPP8iJJhfH\n", "GnrodPsjHpuI9Pzagf7ji5X0XIFsh4UMu5lubwCAOcVp49wicZ2iKOw538FP918B4ONTs/jivaU4\n", "bfLWFYlNeq5AaYadv390Kl9eMpm/W17JvNL08W7SbfRc14oUW58vyOaTbeHbe8530uUJjEWz4kbP\n", "rx3oP75Yycf/NRXZKVRkp4x3M8Qt7BYTMwtTudTlBaAk3YrDKn0CkfhknKtKrv4AH7b00eb2My3X\n", "QUWOY+QHibhocfk4eqWHPl+QhZPTmZwpH4Ji7CTcqlh6c6rZxYXOfgIhhbcvdGE1GynNsI93syaE\n", "fKeVR6fnjnczhIiKfL9SIaQofNDs5l+PXOU/3mnkeKOL3v7gyA+MIz3XtfQcG0h8E5UkVxXc/iAH\n", "628MzzrZ3Icp8uYKQogJTpKrCilmE/dOvjGpoCo3hbzUyJsuxpuexxLqOTaQ+CYqqbmqYDIaWHNX\n", "LtPzHXj9Ie4oSCXLMfKeXuOlx+vn0KUeTjb3saQ8k9nFaZiN0tUWYixJz1WlLIeVj5Rl8vGqbIrT\n", "bWP+/NHUtY43uvjh25fYdqadr++opbbdrWHLRk/vNTuJb2KS5KpDjT394Z9DCvR4k2vQvRB6IMk1\n", "SURT15pTkobDMvDSlmfZE37ImN5rdhLfxCQ1Vx2qzk3lp49Po9sbIN9poSBt7MsYQkx00nNNEtHW\n", "tSZn2ZlZ5EyKxKr3mp3ENzFJchVCCA3I2gJCCBGB7KElhBAJRJJrktBzXUvPsYHEN1FJchVCCA1I\n", "zVUIISKQmqsQQiQQSa5JQs91LT3HBhLfRCXJVQghNCA1VyGEiEBqrkIIkUAkuSYJPde19BwbSHwT\n", "lSRXIYTQgNRchRAiAqm5CiFEApHkmiT0XNfSc2wg8U1Umu1E0NTUxJ49ezCZTCxdupSioqKoj43m\n", "HEIIkUg067nW1NSwdu1annnmGQ4fPhzTsdGcQ+/0vE+RnmMDiW+i0iy5OhyO8M9WqzWmY6M5hxBC\n", "JBLNkuvNgxAsFktMx0ZzDr3Tc11Lz7GBxDdRaVZzDQaD4Z8NBkNMx0ZzjszMTI4dOxZtM5OGw+HQ\n", "bXx6jg0kvmSXmZkZ0+M0S64ejwcY6H1e/xngxIkTGI1GZsyYMeKxw90/lLlz58at7UIIMVqaJdeF\n", "Cxeybt06FEVh2bJl4fsPHjyIwWAYlFyHO3a4+4UQItHpZoaWEEIkEplEIIQQGpDkKoQQGpDkmqRC\n", "odCg0RRCiMSi2QWteIvHdNpEFk2bt2/fTl1dHatWraK4uHgMWxm7aOI7efIkZ86cIRQKsWjRIkpL\n", "S8ewpdGLJrYDBw7Q3NwMwOTJk5NilEu0/588Hg8/+clP+MxnPpMU789o4tuyZUu4U1NZWcnMmTOH\n", "P7GSJF555ZXwz5s2bYrbsYki2jafPHlSaWho0LJJcRVNfG+99Vb459dee02zNsVLrO+3HTt2aNGc\n", "uIs2vm3btinvvPNO0rw/o4lv586dqs+bND3XeEynTWTJ2OZoRBPfkiVLtG5OXEX72l28eJENGzaw\n", "evVqLZsVN9HE19nZicPhwG63a92suIkmvmAwyMaNG1EUhfLy8ohrSCdNzVWJw3TaRJaMbY5GLPHt\n", "2rWLBQsWaNWkuIk2trKyMr74xS9y5MgRLZsVN9HEt2/fvqRbyCWa+JYvX86aNWt48sknw+Wd4SRN\n", "zzUe02kTWTK2ORrRxvfWW29RVVVFbm6uls2Ki1heO7vdTlpamlZNiqto4mtububVV1+lpaWFsrKy\n", "pKi5xvp/b6REnDTJNR7TaRNZNPElo2ji27t3LwUFBZSVlY11M2MSTWwdHR1kZ2eHj08G0cT3+c9/\n", "HoBTp07FPCd/rEUTX319PVOmTAHA6/VGPG/SJNd4TKdNZNHEt3v3burq6rDb7ZSVlSVFjVJtfC0t\n", "LUpMxtEAAAYfSURBVOzfv5/p06dz+vRpent7+fSnPz1ezVYlmtdu//799Pf3AzBv3rwxb2ssookP\n", "Bj5A9u3blzQ912jiq6+vp6amBoA5c+ZEPK9MfxVCCA0kzQUtIYRIJpJchRBCA5JchRBCA5JchRBC\n", "A5JchRBCA5JchRBCA5JchRBCA5JcJ5Bvf/vbcTvXyy+/zObNm9m8eTOvvPIKPT09g36/devWIR8X\n", "CAR49dVX2bx5M+vXr+fs2bMxPf8777zDL3/5y5geq2fD/d1vtWPHDjZs2KBxaya2pJmhJUbvueee\n", "i9u5DAYDq1atGvb3w007PnLkCEuWLAlPjXzxxReprq6O+vnnzp1LfX191I/TO7XTvR9++GE2btyo\n", "cWsmNkmuE0BTUxOHDh2itraWP/uzPwvf73a72bhxI06nE5PJxJkzZ/jyl78c/v3OnTtxuVyYTCb8\n", "fj8rV67EZrMBYLPZ2LBhAyaTCbfbzYoVK0hPTycQCLBt2zZOnz7N5s2bAaiqquLOO+8E4N577x3U\n", "tmgWyti9ezcdHR2YzWZMJhOhUCj8uzNnzvDee++RkpKC1+tl3rx5VFRU0NjYyL//+79TVVXFmjVr\n", "aG5u5qWXXiIvL49nnnkGs3n4/wLbt2/nzJkzZGVlkZ6ejtvtZtasWdx1110RnxMGlhXcuXMns2bN\n", "4uLFi1itVvLz88MrRu3fv5/W1lZMJlN4OuxTTz014t/g4sWL7N+/H6fTidFopK2tjT/4gz8A4O23\n", "3x70d8/KymLp0qXAwDeGTZs2YTQaURQlKRaQT3qqV34VSe/ll18edLuurm7Qgs0XL14M/7x//37l\n", "zJkz4du9vb3Khg0bhjxvf3//bb+79bmG8uqrryr19fWq2n7y5Enl4MGD4dutra3K97//fUVRFKWv\n", "r0/5r//6r0HHr1+/XvH5fIqiKEpzc7Oye/fu8O/WrVun6jkVRVH+/M//XAkGg+Hbv/nNbxS32z3i\n", "c15v889+9jOlv79/0HFnzpxRDh8+HL4dCoWU/fv3q2rPa6+9NuhvdvNrpijD/923bNmitLa2hm8f\n", "PnxYWb9+varnFLGRnusEVl5eTjAYZMeOHeFl166v+NPQ0MDixYvDxzqdzmHPE+3i3oFAgI0bN7Jk\n", "yRIKCwtVPebcuXM8/PDD4du5ubnh7V+am5vp6ekJ99hgYMWizs5O8vPzyc/Pp7W1FRjoxUfTa5s5\n", "cyZG441LE9XV1Vy9ehWj0RjxOa974IEHbvv7nD17lgcffDB822AwDPpbR/Loo49y5MgRTp06RSAQ\n", "ID8/P/yaReJyuQYt3zhnzhwuXbqk6jlFbCS5TmDHjx9n9uzZTJ06FRjY3+n6kmqlpaWcPXs2XA91\n", "uVzhx4VCIS5cuEBlZSUAXV1dqlee7+vrY+PGjaxcuTKqJemqqqp47733WLRoEQCtra1cvnwZgNLS\n", "UgoKCgbVgG8uGcBAjfbo0aNcvnyZlStXqn7eEydOEAqFwgn2/PnzrFixApPJNOJzKooyZNmjoqKC\n", "Dz74YNCqWDf/rSN59913mT9/fvj2r3/9a1ULiqemptLW1hZOsMeOHUuaJQ+TlayKNQG8+eabdHV1\n", "8cEHH4R7YsuXL2fr1q2DemUAjz/+ePi+6zVXo9GI3+/n8ccfD9dc33zzTZqbm7HZbPj9flavXj2o\n", "fvn222/T0dGB0WgkEAiwePFiCgsLeeGFFygqKgr35m6tA0eya9cuOjs7sdvteL1eWlpaWLRoEfPm\n", "zePy5cscOXIk3AaXy8XKlSsHLUj9r//6rxQWFvLYY4+p/tv98z//M06nE7vdjt/vZ/bs2UyfPh0g\n", "4nPW1NTw3nvvAZCfn09JScmgpPjGG28M+vtMmzaNWbNmjdieX/ziFxQVFaEoCqFQaFAdFwaS9PHj\n", "x7HZbOGtSGbNmkUgEOC3v/0tFosFo9GI0+nkyJEjfOpTn0qadXOTjSRXISJYv349Tz/99Hg3QyQh\n", "GecqxDC2b9/O6dOnef3118e7KSIJSc9VJISLFy+Gv0bfqqysbMRV35PlOSNxuVzs2bNnyFqo0+lM\n", "ml01xABJrkIIoQEpCwghhAYkuQohhAYkuQohhAYkuQohhAb+fyd29+71E/SYAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.538143\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlYVGeaNvC76tROAcW+yo4ixqjRiDFG7Y5GTMSg7XSS\n", "Nv1lejrpmUmmu2emt3zpfZv0dE+609M9k+6ZL72lE5IYBRWjcUliLEBxiYZFEEEQkH0vaq863x/I\n", "kWIpauEUL/D8rivXxSlOnbo9RV5ennoXCc/zPAghhMw46WwHIISQ+YoaWEIIEQk1sIQQIhJqYAkh\n", "RCTUwBJCiEiogSWEEJHIxLpwe3s7Tp06BY7jsGnTJsTFxbk932Qy4eWXX8ZTTz2F+Ph4AMDhw4fh\n", "cDgAAOnp6Vi+fLlYcQkhZMaJ1sCWl5dj7969AICioiLk5+e7Pf/06dPYtm2by2MqlQpbt24VKyIh\n", "hIhKtAZWo9EIXysUCrfn9vX1QaPRQKVSuTzucDhw4MAB8DyP1NRU3HPPPaJkJYQQMYjWwI6dICaX\n", "y92eq9fr8cgjj6Cmpsbl8dzcXOHro0ePzmxAQggRmWgN7GjtFAAkEonbczs6OnDo0CF0dnYiJSVF\n", "qMGONV0jffz4cXAc51tYQgiZgk6nw+rVq316rmgNrMlkAjDSkx39GgAqKyshlUqRnZ0tPPb0008D\n", "AKqrq6HT6YTHm5qakJycDAAwm81uX4/jOCohEEJm3KVLl3x+rmjDtHJyclBQUICCggLk5OQIj5eV\n", "laG0tHTC+b29vdDr9aisrBQea2pqwr59+7Bv3z4sWbJErKgBodfrZzuCWyznYzkbQPn8xXo+f4jW\n", "g42Pj8cTTzwx4fFnnnlm0vPDw8PxpS99yeWxjRs3ipKNEEICQTJflis8deoUlQgIITPu0qVLePDB\n", "B316Ls3kIoQQkVADGyCs15lYzsdyNoDy+Yv1fP6gBpYQQkRCNVhCCHGDarCEEMIgamADhPU6E8v5\n", "WM4GUD5/sZ7PH9TAEkKISKgGSwghblANlhBCGEQNbICwXmdiOR/L2QDK5y/W8/mDGlhCCBEJ1WAJ\n", "IcQNqsESQgiDqIENENbrTCznYzkbQPn8xXo+f1ADSwghIqEaLCGEuEE1WEIIYRA1sAHCep2J5Xws\n", "ZwMon79Yz+cPamAJIUQkVIMlhBA3qAZLCCEMogY2QFivM7Gcj+VsAOXzF+v5/CET68Lt7e04deoU\n", "OI7Dpk2bEBcX5/Z8k8mEl19+GU899RTi4+N9ugYhhLBEtBrsoUOHsHPnTgBAUVER8vPz3Z5/7Ngx\n", "REdHIzY2VmhgvbkG1WAJIWJgsgar0WiErxUKhdtz+/r6oNFooFKpfL4GIYSwRrQGdmzHWC6Xuz1X\n", "r9djw4YNfl2DdazXmVjOx3I2gPL5i/V8/hCtgXU4HMLXEonE7bkdHR04dOgQ9Ho9KisrfboG4PpG\n", "6fV6po4rKiqYyjPX8tExHc/msa9Eq8EWFhZi165d4HkexcXFyMvLAwBUVlZCKpUiOzt7wnOqq6uh\n", "0+mEGuxU15gM1WAJIWLwpwYr2iiCnJwcFBQUgOd5bNmyRXi8rKwMEolkQgPb29sLvV6PlJQUoYGd\n", "6hqEEDIX0EyuANHrJ68zs4LlfCxnAyifv1jPx+QoAkIIWeioB0sIIW5QD5YQQhhEDWyAzMSQDzGx\n", "nI/lbADl8xfr+fwh2igCQghxp23QApPNCY0uYrajiIZqsISQgKvtGsYLx+oxZHFg+5Jw/N29CQhV\n", "sdnfoxosIWROKb7ajSHLyEzNo7W9aB0wz3IicVADGyCs15lYzsdyNoDy+SJae2fxJk4CqOTcLKYR\n", "D5t9ckLIvLY1Mxz9Jjsaek14dHEIknWq6Z80B1ENlhAya2wOJ+Qc239IUw2WEDInsd64+mt+/+sY\n", "wmIdbCyW87GcDZi/+W4NWnCqrhcljf3oNdpmONUdrN8/f1ANlhAyQZ/Rhp++fwN13SYAwOMrYvC3\n", "a+Ig9WBdZnIH1WAJIRPc7DPj6f1XheNknQov78xEkGLh9cmoBksImVSfyYaPGvqwv6ITDT1Gj58X\n", "qpJhVbxWOH4wMwyaeTqUSkzUwAYI63UmlvOxnA1gO98H9X34yfuN+P25Vjx/rB63Bi0ePS9ULcO/\n", "bkzG97ek4t9y0/FwVqRH2zb5guX756+F198nZAG52DIkfN1vsmPIbAdClB49N0arQIyWdnP2B/Vg\n", "A4TlFdsBtvOxnA1gO1/uknDh66XRGkQEsbc7M8v3z1/UgyVkHlu7KBQv5y2GwWpHcpgakUHUIw0k\n", "6sEGCOt1JpbzsZwNYDufUiZFb93HWLsolNk/91m+f/6iBpYQQkRC42AJIcQNGgdLCCEMEq2BbW9v\n", "x+uvv44333wTbW1tbs8tLS1FYWEhCgsLcfHiReHxw4cPo6ioCEVFRaioqBArakCwXmdiOR/L2QDK\n", "5y/W8/lDtFEE5eXl2Lt3LwCgqKgI+fn5U567fv164evjx48LX6tUKmzdulWsiIQQIirRGliNRiN8\n", "rVBM/+llY2Mj9u/fj127dgmPORwOHDhwADzPIzU1dU7XWFkf68dyPpazAZTPX6zn84doDezYz87k\n", "8ukHN6ekpOC5557DwYMHkZaWBgDIzc0Vvn/06NGZD0kIISISrYF1OBzC157OYVapVAgODp70e540\n", "0nq9XvhtOFrXYeX4lVdewfLly5nJM5fyja3RsZCH8i2sfP4QbZhWYWEhdu3aBZ7nUVxcjLy8PABA\n", "ZWUlpFIpsrOzhXN7e3sRHj4ype/IkSN45JFHAABNTU1ITk4GABQXF2PHjh1Tvh7rw7TGNv4sYjkf\n", "y9kAyucv1vP5M0xLtB5sTk4OCgoKwPM8tmzZIjxeVlYGiUTi0sCWlJTAYhlZ5WfNmjXC401NTSgv\n", "LwcArFy5UqyoAcHyDxDAdj6WswGUz1+s5/MHTTQghBA3aKLBHMD6WD+W87GcDaB8/mI9nz+ogSWE\n", "EJFQiYAQ4rHuYSsq2g0w2Zy4O06LxFDVbEcSHZMfchFC5heHk8c7n3TiQFUXACA1TIUXt2cgXMPe\n", "It6soBJBgLBeZ2I5H8vZgIWTz2Rz4ELrnS1obvSZMWx1uHmGZ1i/f/6gBpYQ4hGNgsP2JRHC8frk\n", "UISq6I9gd6gGSwjxmMFiR123ERYHj4yIhbEFDdVgCSGiMlodGLLaESTnsCohZLbjzBlUIggQ1utM\n", "LOdjORsw//P1DFvxX2Ut+Lu3r+I/PrqJDoN1hpKNYP3++YMaWEKIW9e6TThR1wubk0dp0wCudgzP\n", "dqQ5gxrYAGF9vjXL+VjOBsz/fOMXw5N6tjiex1i/f/7wqYE1GAwznYMQwqglkRrkL4tCiJLD1sxw\n", "ZMcEzXakOcNtA1tdXT3pf2+88Uag8s0brNeZWM7HcjZg/ucL08jxxXvj8PvdWfin9YkzPnKA9fvn\n", "D7cNbGlpKaRSKW7cuIFz587BarXi7NmzwtqthJCFQSnjEBGkgFrOzXaUOcXtOFiDwQCtVos333wT\n", "jz/+uPD4W2+9hcceeywgAT1F42AJIWIQbblCrVYLYOKmhZ5sYkgIIQudRx9yGY1GOJ1OACN7bQ0N\n", "DU3zDDIe63UmlvOxnA2gfP5iPZ8/PJrJtX37dvz1r3+FQqGAxWIR9swihBAyNVqLgBBC3Aj4ljHt\n", "7e0+vRghhCwkHjWwVVVVLselpaWihJnPWK8zsZyP5WwA5fMX6/n84VEDW1dX53Isk9EiXIQQMh2f\n", "SgSjIwqI51ifb81yPpazAZTPX6zn84fbrmhxcTFMJhNqampgs9mEx2NiYqa9cHt7O06dOgWO47Bp\n", "0ybExcVNeW5paSk6OjoAAElJSVi9erXX1yCEENa4bWB37NgBADh8+DDy8vK8unB5eTn27t0LACgq\n", "KkJ+fv6U565fv174+vjx4z5dg3V6vZ7p39Qs52M5G0D5/MV6Pn94VCLYvn271xfWaDTC157M/Gps\n", "bMRLL72EjIwMn69BCCEs8aiB9eVDrbHDa+Xy6bf1TUlJwXPPPYfz58/7fA2Wsf4bmuV8LGcDKJ+/\n", "WM/nD48a2HfffRfNzc1obGzEG2+8gevXr0/7HIfjzna+kvEr9k5BpVIhODjY52uMHe6h1+vpmI7p\n", "mI5n5NhXHs3kKioqws6dO3Ho0CHk5+fj7bffxmc/+1m3zyksLMSuXbvA8zyKi4uFGm5lZSWkUimy\n", "s7OFc3t7e4UlEI8cOSJMxZ3qGpNhfSaXXs92nYnlfCxnA9jLZ3M4MWxzIEjGQS6TMpdvPNbzib6r\n", "rFQqhVQqhUqlAgAolcppn5OTk4OCggLwPI8tW7YIj5eVlUEikbg0sCUlJbBYLACANWvWTHsNQsjk\n", "Bkx2HKjsxKn6XtyXpMPjK6JnO9KC5lEP9p133kFubi4uXLiAzZs3M/mJPus9WEICofzmAL5zvEE4\n", "/t6DqdiQqpvFRHOf6GsRxMfHo6ioCOvWrUNlZSUaGhqmfxIhAeLkeQya7bDYHdOfPM/Zx/WXbDQp\n", "aFZ51MCuX78eTz75JFQqFbKysvDss8+KnWvemYmCuZhYzucum9nuwIlrvfjywVr8/MMm3Bo0BzDZ\n", "iEDeu7ZBC5r7zTBP8cskM0KD+5NDAQAr47RYGh3E9HsLsP2z5y+vx1/JZDKXYVuXL1/GypUrZzQU\n", "IZ5q6jXjpTM3AQBtQ1akhqvx5D3zc8ZfRbsB33mvHiabE/+4LgHbsyKgkrnukRWlVeBfNybhGYsD\n", "WgWHEJUM04/5IWLxaS2CsRobG2cgxvzH8qekANv53GWzOV3/JDbaAl8mCMS9szqc+N9zrTDZRv7k\n", "f+VsKzqHbJOeG6yUIT5EiRCVzO98/SYbypsHcPbmAHqHJ389f7H8s+cvWhaLzGnJYSr8zfJo7Kvo\n", "RHyIAg8tjpi1LA4nD07q2Zhvb3ESCcLUd/53VXISyDhxXmuU1e7EOxWdePuTTgDA1sxwPHtfIoIU\n", "tLOsp/zuwRLPsF5nYjmfu2zBShmeXBWLP302G7/csRgpYeoAJhtxqeoaCi634xtH6nCyrgdmEXrR\n", "nFSCL66Nx9pFIciIUOPH29IRHzL9cEnA9/fWYHXgeF2vcPz+9V4YLHafruUOyz97/qIeLJnz1AoO\n", "6lnsVXVJgvHHC20AgMqOYcQEK7E8Vjvjr5OkU+P7W1LhcPJQycX/9wYppFibGCI0sqsSgqGh3qtX\n", "qIENENbrTCznYzkbAFjG/W9ktIpXB5ZzUnjbtvp6/5QyDk+tjsOaxBA4eB7LYoIQrJz5JoP199cf\n", "1MAS4qcVcVpEB8nROWzD8pggpIQHvkwhliitApu1tJKdr/yuwdIQLc+wXmdiOR/L2QCgpfoSXspb\n", "jP/OX4JvP5iKGMYaJNbvH+v5/OFRA1tSUoKamhoAwPXr1112lU1JSRElGCFzBc/ziNEqkBGpQbhm\n", "bi+rSWaWRw3szZs3ERUVBQBIS0vDmTNnRA01H7FeZ2I5H8vZAMrnL9bz+cOjGmxQUBAiIkbGF0ql\n", "UnAcfZJIyCiz3YGPWw240DKAVfEhWJ0YDHUAPuUn7POpBiuV0vBZb7FeZ2I5H8vZAODSjS58/0QD\n", "Dl/twY9O3UBNl3G2I7lg/f6xns8fHrWUEokEvb0jY+F6e3tddhogZKEbtLj+/9Bn9H9K6bVuI47W\n", "dONSyyBMszD9l8wMj9aDdTgcOHHiBAwGA1QqFXJzc33ap0tMtB4s8UW/2QYpJMK8fW8ZLHZ0Gmx4\n", "4b3r6DXaoVPJ8POHM/waqnWj14SvHroGs31k3YGfPJSGtUmhPl+P+Ef0HQ04jkNubq5PL0AIqy62\n", "DOLX+mbIOAm+uSkZWdFBXj2/ot2A/9Q3I0ghxQ+2pMFidyIiSI7EUJVwTvewdaThVXOI1k6c2upw\n", "8uB5HjLuzh+TPUab0LgCQG23kckG1mJ3wObgoRVh8sF84VGJoK6uTuwc8x7rdSaW84mRranPhH/7\n", "oBHtBitaBiz4xekmDHo4z97mcKLTYMUPTjSgqd+M6k4jXtbfRHqE2qVxvTVgxrffq8c/HazFN9+9\n", "juZ+17Vqm/pM+NHJBnzr6HVc7RwWHo/RKoSFXaQS4O44/6bdinH/WvrN+PGpG/jnw3Uoa+qHwznt\n", "H8JTYvlnz18e/eq5cuUKMjMzheMbN24gNTVVtFCEiG3Y6oB9TKNgu92TnE51hwH/e+4WHswMg2VM\n", "L9Nkc8IxbvOA+l4TbvSONKq3Bq242jkMh5OHTi2DSibFb0tbcKXNAAD4znv1eGlHJlLC1FikU+EX\n", "D2egecCCcI0cmZEal+u2D1lw/FoPOgxW7MyOwpIo73reM+HNKx0obx4CAPzo5A28sjtrVhbaYZ1H\n", "PVir1epyfOXKFVHCzGesj/VjOZ8Y2TQKDn+7Og4auRTBSg7/uC4BoSr3kwQ6DVZ8570GVHUOY98n\n", "nXhmbQJkUglUMin+ecMihKpd+yvacQujGG0OfOlADX5xugk9Rht6x3wYZrA4cK3LCOvtVjopTI1V\n", "8cFICVNBNm4JxH2fdOKvH3fgRF0f/u/RetwatLjNPdP3j+d5l96+gwfsDt97sCz/7PnLox7s+vXr\n", "8d5772Hbtm1i5yEkIJJ1KlhtTnx9YxKClRzSIjTTPsfu5DF8eyGXtiErzjb14/e7l0DBSRETPLG+\n", "ujgqCP/6wCJ8UN+HexJC8HHrSG/1fMsQmgcs+OLaePz0VCNsTh6Pr4zBmRt9WJcUCgUnRVWHAb8p\n", "aYFSJsGX1y9Cxu1erN3hREOvSXgNg9UR8FEGEokEe1fF4mqnEQNmO754bzwSQj1bOnGh8agH+9pr\n", "r2FwcBD79u3Dvn37UFFRIXaueYf1OhPL+cTIJpFIsDg6CBtSw7AiPsSjVaKiNHJ8+f5FAAA5J8Fn\n", "7o7BIp0adVfOT3p+kIJD7pJI/Gx7BpJ1SpTdHBC+p5ZJcXesFl/flISnVsfhUusQ1iXpoFVy6B62\n", "4gcnbqCh14SrnUa89NFNYR1WGSfFEytiMLrW9sNLIhA9zdoHYty/JVFB+O/8Jfjj3yxF/rJIvyZW\n", "sPyz5y+PerDbt2/HmjVrhON3331XtECEsEouk+KhzHDcHasFJ4XHC15LJBJkRgXh8RUxON8yiO2L\n", "I5ARqUGQgsPqhBBEaExYFa9FargaUokEDp536ZWOrxevTgzBf+UvgdnOIzFUKcoSgp6IYmxRGxZ5\n", "NA7WF+3t7Th16hQ4jsOmTZsQFzf1RnRVVVWora2F0+nEunXrkJiYCAA4fPiwMKkhPT0dy5cvn/Ia\n", "NA6WsI7neZjtzml7ew4njzON/fj3Dxohk0rw/a1pWJMYIny/a9iK3mEbQlQyxHnYyBPfiT4O1hfl\n", "5eXYu3cvAKCoqAj5+flTntvT04Pdu3cDGOkdjzawKpUKW7duFSsiIQElkUg8+lOak0rwQIoOmXuW\n", "gpNIEBN8p6fYNmjBT9+/gWvdJoRrZPhZrn+TGoi4PKrBDg4O4p133sGf//xn2O12FBYWTvscjebO\n", "hwYKhfs/JTZu3Djp4w6HAwcOHMD+/ftx6dIlT6Iyi/U6E8v5WM4GiJOPk0qQEKpCbIgSEsmdUQRN\n", "fWZc6x75kKvXaEdlx/BUlxA130xiPZ8/POrBHjt2DLt27cKRI0c8niI7tvIgl3u2RuaJEyewdu1a\n", "4Xjs7LGjR496dA1C5iKb3YmWQQs4KRCqkCF0inVltUrXHnC4mmZRscyjHqxKpXJpJD1ZrnDsgjBj\n", "fwNP5fTp08jMzERkZOSk3/ekkR77m1Cv1zN1TPl8P96wYYNwzPM8bvaZUX6tBZc+qWIuny/Pdzh5\n", "HLvajo9vDeFXZ5rxtXevQ3+9E+fOlU84PzNSjW9/OgX3Jmrx9D1RWBYTJHo+1u9fII595dGHXO+8\n", "8w727Nkj1FKnq6kCQGFhIXbt2gWe51FcXIy8vDwAQGVlJaRSKbKzs4Vzz5w5g6ioKGRlZblco6mp\n", "CcnJyQCA4uJi7NixY8rXow+5FoZLLYP47okG2Bw8Hl8Rg8dWxCBoju902m2w4j9Lm2F18LjUOjI7\n", "Ss5J8L+fWerxSAUiHn8+5PKoBxsdHQ29Xg+73Y6zZ88iKSlp2ufk5OSgoKAABQUFyMnJER4vKytD\n", "aWmpcNzZ2SlsSVNUVITXXntN+F5TU5Mw9nbJkiXe/LuYMxO/DcXEcr7RbDaHE3++1Abb7VlDb17p\n", "QJfB6u6pAeHvvZNzUkQGyV12o7U7eJehWf5g+b0F2M/nD48KOBs3bkR1dTX6+/sRGxvr0T5c8fHx\n", "eOKJJyY8/swzz7gcR0dH4/nnn5/ydQkZxUklSAhR4WrnyILWGrkUCtn05afJ9BptuDVogUYuRcrt\n", "8afT4XkefSY7ZJwEITM49jRULcPOpVFo6DXht6UtMNoc+PL6RYijcaZznmjjYAONSgQLQ+uABe9U\n", "dKLLYMUTq2KwLMb7lab6jDa8XNKMsqYByKUS/DQ3HSvjg90+x8nzKG8eWd4wWMHhW5uTkR45/fRa\n", "b/A8j06DFQ5+ZNaYXEY7h7BA9HGw3d3dOHr0KNRqNaxWK3JzcxEeHu7TCxLij4RQJb66YRF4nvfo\n", "w9PJtBusKGsambYarOTQabDi49YhxIUoEDvJmgIA0D5kxY9P3oDNyaPHaMN/lbXgxe3pUMpmrv4r\n", "kUgmXdOAzF0e/Yo8duwY9u7diz179uCxxx7D8ePHxc4177BeZ2I532TZfG1cASBIzkElk0IC4HOr\n", "YvGbkmZ86+h1fPvY1CtT8TwPx5g/9uxOHuCnzscSyjd7PGpgNRqNsNEhx3FQqVTTPIMQdiWFqfCz\n", "7enYtSwKXcNWWG5/aNY8YEGnwYJbgxa0DJhdPmSKDVbi+U+lQCWTIlIjx3PrE6G8PSsrKDYZtV3D\n", "6Df5vxcXmV88KhGYza4rsRuNIx8ylJeXu0wMIFNjfc1LlvPNdDa7k4eCk2JLZjhax/RYo4LkGLY6\n", "8cw7V+HgeXxjUzI2p4WBk0qE6avZ0UGQSSUIvz0R4GrnMH5Y0gujrRv3J4fiy/cvEr7HCpbfW4D9\n", "fP7wqIF1Op149dVXsWrVKly5cgWhoaGorq7G5cuXqYElc8755gH88OQNOHng79bE4fnNyajvMeGB\n", "1FD89P0m2G73XH955ibuigkS6qKcVDJhacDj13pgtI0skl3SNIDdy6OZa2DJ7PGoRGA0GnHfffdB\n", "pVIhJycHWVlZHm2vQe5gvc7EYr4hsx1GqwMlJSUzdk2bw4m3rnRi9K//P1xoQ2qYGs/kJCAxVIXg\n", "MVNRgxQcOKn7Wm/imIWmOQmg8WNdVLGw+N6OxXo+f3jUg/3c5z4HrXbicJikpCS0tLQIq18RMlMu\n", "3xrCb0qaoZZL8cUV6TN2XTknxeJINapvbzIYouSgVoz0M7RKGb62MQmvnG2Bxc7jufsSERk0zUJF\n", "qWEYNFpwY8CGndlRSAmjzyfIHX6Pg/Vk2mwg0DjY+aNjyIIvHaiB6faf3llRGvxsewY0PkyJNdsc\n", "qO8xwcnziNEqEB2sRMeQBR809KHLYEXukghkRrpuGmh1OME7eeFDrPH6TDYMmOwIVnKImKQBru0a\n", "xrmbg0gMVeKehBDoaEGWOY3J9WAJ8ZWThzAdFgCMNiecPvYD9I39qO0yYtg6spfVzuxIfCo9DI+v\n", "iJ3yOQpOCkzRlncYrPjF6SZ80mZAkk6JH2xJQ6LuTq+1bdCMv15qw5W2YZjtTvzLhkXYnjX5AkZk\n", "/qOpIgHCep2JpXzRWgW+uSkZMqkEGrkUT68Mh9aHqak2hxPvXeuBVinDyeu9aOg14WV9Mxp6TC7n\n", "8TwP2/g9t6dQ32PEJ7e32r7Zb0FVx7Bw75r7zfjDhTaY7DyeWRuPYCUnTOudTSy9t5NhPZ8/qAdL\n", "mMNJJXggVYesKA2kUgkaKi8BGTFeX0fOSbE6IQR9JrvL42b7nca0bdCCN690oLHPhCdXxeGehGC3\n", "H2yN35EgSMFBoVDA5nDi1fJWlN4cBABc7zZi17IoLI9zPwWXzG/Ugw0Q1sf6sZaPk0oQG6JEtFaB\n", "devW+XydrYsjkJMUgtjbw6s2pemQOmaLlSM13Tha24OrnUZ8/0QDbvabp7oUAGBxpAb/dF8iMiPV\n", "eHJVLLQKDlXSRFS0GYAx7bLR5sSqhGAMmW2o6Rz2ucQxE1h7b8djPZ8/qAdL5rUIjRwRGjl+mZcJ\n", "o9WJMLUMwao7P/adY5Y7tDt5WOzuSwVdBiu6hq14KDMcyTo1vnn0OgDgLUkHfvxQOs63DMHm4PHU\n", "PXH4w4U2VHcMQyaV4OW8TCyOCnJ7bTL/+N2DpSFanmG9zsRyvpnIFhmkQFKYyqVxBYDdd0VDe3t0\n", "wqPZkUgInXqxlX6zDT99/wbe+qQTvz93C5UdBuF7Th4wWOz47oOpeDE3HUujNKi+vV+W3cmjw4d1\n", "a212Jxp7TWjqM/m1NizL7y3Afj5/eNSDPXPmDB544IFJv7dmzZoZDURIIGVFB+G/8pfAbHciMkiO\n", "YDcfplntPG4NjTSUdiePUJUMarkUJpsTERo5Ooat+MOHbQCAb25KhlbBwWB1QC2Xer0zgd3J41R9\n", "H3515iYkEuD/fioFD6TqPFq3lrDDowb2/fffR2dnJx544AFER0eLnWleYr3OxHI+sbPFedj4KTkJ\n", "9q6MwZ8uto8cy0b+9O812qHgJHjhWL1w7vUeI156JAOtgxbEhSiRHuHd2rG9Rht+W9oMHgDPA6+U\n", "tWB5rNanabgsv7cA+/n84VEDu2vXLixduhQlJSX48MMPcdddd7nsqUXIQlDXY8LFVgP+dk0cJAAi\n", "guRIDdcgNXxkNEKYWo52gxVSCbB2UQhSIzRIHdOw9ptseL++Dx+3DmHbkgisTQyBYopFteWcBOG3\n", "rwcAy2I06DfZYLA6kBCinHYKL2GDRzXYu+++G3K5HJs3b8a2bdtw8OBBsXPNO6zXmVjOx0o2s92J\n", "inYD/nShDX+80IZ+48geWnq9HmEaGb71qWR8a3MSfv5wBpbHTpxafqXNgN+dbcW55kH86OQNXB83\n", "HnesMLUc39uSinsTg/HwknDkJOnwbFEtvrT/KvSN/V6NSmDl/k2F9Xz+8KgHq9frkZKSgtLSUmi1\n", "WnzlK18AJYThAAAgAElEQVQROxchomnqM+HWoAWRQQqkR3i2HxcAZEaosTxWi4p2A9LD1ciKHumd\n", "ymQylN8cxE/ebwQApIer8aOH0hA1buWt7mHX9WINVtfxueNlRGrwo4fS0WO04kv7a4QFan5T0oy7\n", "YoImnaZL2OJRA3vq1Cl86lOfwmc+8xlwHHurBc0FrNeZWMnXb7Kh32xHiFIm1BtnMltTnwlfK67D\n", "oMUBuVSC/9iRiaXRng2figlW4jsPpmDAZEeI6k6+devW4fvH79Rf63tN6DbaJjSwq+K10Klk6Dfb\n", "sTRag+QwNabDSSVQcFKEqWUw2kbKBTq1DHLO8wFArLy3U2E9nz88rsHefffdYmchC1zHkBW/+Ghk\n", "nn9auBrffTAFCaEzuzrVrUELBi0OcBLggVQdBkw2OJy8xzXNMLUcYeqJHzStSQxB2e1ZXOFqGXSq\n", "if9rpUVo8PLOxRg02xEZJJ92pa5ROrUc3/50Kv6nvBVSAM/kJCBkkusT9nhcgyX+Yb3OxEK+62Pm\n", "+Tf0moR5/DOZLUKjgIKT4Es5CWjqN+OXZ5rxYUOfx2sRTEav12Njmg4/3JqGr96/CC9uz5hyZEJ8\n", "iBJZ0UEeN66jMiI1+Ldt6fjJtnSvRySw8N66w3o+f3j0a3BwcBDHjx/H8PAw9u7di8OHD2PXrl1u\n", "n9Pe3o5Tp06B4zhs2rQJcXFxU55bVVWF2tpaOJ1OrFu3Tpi84M01yNynHPeJukY+8zO5MyLV+M3O\n", "Jfjrx22ov/0h088/bEJauNplCq23QlVy3JccOlMxJyXzoixA2ODxrrKPPvooQkNDIZN59qdJeXk5\n", "9u7di8cffxznzp1ze25PTw92796NPXv24JNPPvHpGqxjvc400/k6hiw43dCHksZ+9Bk92wwwK0qD\n", "v89JQFq4Gp9bGYP4ECWGLPYZzSaVSJASrsLYz+BHxpr6PlNqob23M431fP7wqLVUqVSQy+/UnTz5\n", "oEujufNnjEIxzarwGzf6fQ3CjkGzHb8804yPbw0BAPYsj8LfrYmftgemVcrwmeXRWJ8cir9cbMOX\n", "DtTg/uRQPHtf4oQPjPwhkUjw5D1xaOw1o2vYin+8L3HGa73eqOs2or7HiGitAkujgyas2EXmLo96\n", "sFar6zxqp3P6etXYHsHYxtmdEydOuGyi6Ms1WMV6nWkm8xmsDqFxBQD9jQEMWz2vcVZ3DuNUfR8A\n", "oOzmABp7DKhqN6B5mpWuvJEWrsYv8zLx6t9kY2tm+ITyxKjarmH85WIb3r/ei37T5MOq/Ll3N3pN\n", "+PqROvzyTDOeP1qPinbD9E/y0kL62WONRz3Y6Oho6PV62O12nD17FklJSdM+x+FwCF9LPBhnePr0\n", "aWRmZiIy8s7q795eQ6/XC39ujL5prBxXVFQwlUfMfFoFh3vig3Dp1shiJ5vTw3D9agVMxmGPnq/g\n", "7rzXn7krGn+81InrPSYEKTj8/OEMZEZqJjz/YkU17MoQxEVFYpFOifPnL0ChDUX2kgwoOKlP/x5N\n", "bAp+VHJn19h/vDcau1YkzOj9V6XcLWyNAwDXuoxYuyh01n8e6Nj12Fce78lVXV2NhoYG3HXXXUhJ\n", "SZn2/MLCQuzatQs8z6O4uBh5eXkAgMrKSkilUpeptmfOnEFUVBSysrI8usZkaE8utnQarKjtMkLO\n", "SZAVpYFukqFNU+kZtuHtTzpQdnMAT6yIwa/0zcL3vrAmDk+sdN3uxWCx48+X2nCwqhsKToKfPJSG\n", "XpMdr11qR1q4Cl9cG4/4EO9LAJXtBvxrcZ1wvG1xOL62Mdnr67jT0m/Gvx6pQ7/JDqkE+PftGVgR\n", "T4t0syQge3JlZ2cLjWJTUxOSk93/oOXk5KCgoAA8z2PLli3C42VlZZBIJMK1Ojs7UVJSgqysLNTU\n", "1GBoaAif//zn3V6DsC9aq0C0j3XTiCA5nl4bj8+tjEXbkAVSCYRZTHHBE6/ZYbDiYFU3AMDq4PHG\n", "lQ7wPNA6aEHroAXJYWr8n9Xej0CJ0SqwJFKD2m4jpBLgU+lhPv173EnUqfCLhzPQ3G9BRJAcGRG+\n", "j2Qg7HHbg92/f7/wp/lo3ZXnedTV1eGFF14ITEIPsd6DHVu+YBGr+exOHqXXO3D2lhnLYrS4P0U3\n", "YZfWlgEzni2sFbaCeTgrAjWdRjT0jgzD2rUsCv94n2/rFncMWdAyYEGwkkN6hGbSCQms3rtRlM8/\n", "ovVgtVottm3bhpKSEsjlcqxcuRKXLl2CTqfz6cUI8ZZMKoGsuwHf3Lx+ynMSQ1X4t9x0vHWlA7HB\n", "CiyJ0sDu4NHQa0J0kBy5SyJ8fv2YYCVigr1by5WQUR7VYN955x3s2bNHOB6tjbKE9R4sER/P8/ig\n", "vg8/+7AJK+O0WB6nxar4YNw1ycpWvjBY7LjZbwYnlSAlTD3lyAMyv4hegx3/Cb4nw7QIEUOXwYp+\n", "sx2hKtmEGq9EIhGW8bvcZsDltpFVr8x2B1Qy/8aWmmwOvFPRiTcudwAAvvZAErYuDqcdBohbHv0K\n", "djqd6O4e+RChu7sbNptnM3PIHayP9WM532i21gEzXjh2Hc8V1eL5o9fRMjBxXOzK+GDsXBqJ1HAV\n", "Hl8Rg6LqLlzrMvqdod9kR8HtxhUAXv+4HUNmu0s+VlG+2ePxalrHjh2DwWBAUFCQS7mAkEC53mNC\n", "U78FANAyYEFdtxGJ42Zg8TywMU2H2GAFDl3tRvuQFduX+N8hUMqkiAtR4NbgyKSblHAVlQjItDxq\n", "YGUyGXbs2DHp91paWmhnWQ+w/CkpwHa+0Wyju7+OCh533NRnwreP1aNz2IaV8VrcmxiCj270I8WD\n", "dVenE66R4wdb03C0pgcauRRbMiOguj2lleV7B1C+2eT3opIXLlygBpYExJIoDb56/yJ82NCHjak6\n", "LBm3UPb5lkF03t414PItA3ZkRSJ/WRQW6e70cpv7zSiq6oLJ5sCe5TFI82LcaUqY2ufhXmRhor9x\n", "AoT1OpOY+QZMdnzcOoiKNgOGrY7pnzDOaDatUoZHlkbi3x/OQF521IQttkPHLUIdESR3aVxNNgf+\n", "u6wFh6924+T1Pnz/RD16jVbwPI8hsx1WH9eEXcjv7UxgPZ8/aFl0IqphqwN/udSGw1dHPiT9h3UJ\n", "eDQ7yq9dUcd/cm+xO2CwOHB3nBaPrYjG5VsG7FwaifRx67ta7E60DFiE465hG8x2Jz6o78NfP25H\n", "SpgKT69NQLyH23gTMh1qYAOE9TqTWPkGzHahcQWAwsoufDo9zKu1Cdxla+g14lBVF/SNA1iXFIq/\n", "XR2HJ1fFQjnJsKwQlQxfuDcO//5BE3gAX1gTjyGLA//+4chxy4AFiaEq/N298d78ExfseztTWM/n\n", "D2pgiag0cinSwtXCtNVlMUFQz9BOBb1GKy61DOHd2l4AwPG6XqxdFIKNaZOvGSCVSPBAig7Ju1Rw\n", "OHksClWhsd/ssvj2kMX9Tq+EeINqsAHCep1JrHwjG/al4Jm18fjy+kR8YU3cpL1LX7INW52wOl0n\n", "IjqmmZgo56RIj9BgcVQQ1AoOi0KVeHxFDAAgSiNHXnaUV9nc5WMF5Zs9fvdgaQQBmc4incrlw6aZ\n", "olPLECSX4r6kUFxoGcTqhGAsGzOywGCxo99sR5CcQ5hm8pKEVinDEytisG3xyKLb3m5GSIg7Hq8H\n", "O1Z7eztiY2OnPzGAaC2ChanXaEPrgBlyToIYrVJoSHuNNvxveStOXe9Dkk6J729JE6WRJ/OfP2sR\n", "eFQiqKqqcjkuLS316cUImWnhGjmWxwUjK1rr0ku90WvCqesj287c7LfgfPPgbEUkC5hHDWxdXZ3L\n", "sac7y5I7WK8zsZzPl2xyznUol0Yh3scNLN87gPLNJp9+6mg1LcICs80x5eSAjAgNnr0vAYmhSjy8\n", "JAL3JIQEOB0h09Rgi4uLYTKZUFNT47JfVkxMzJRbbc8WqsEuLBXtBvyurAUhKhn+YV0CkidZb8DJ\n", "8xi2OqCWSafdMpyQqYi2HuzoAi+HDx92u+EgIYHUPmTBd96rF3Zj/e+yVvx4WxoU4xpRqUQyYTot\n", "IYHk0a/17du3i51j3mO9zsRyvvHZ7E4e5jFbXQ+Y7bA7ph8M43COrDlgd059rsXuwK1BC3qMni9x\n", "yPK9AyjfbPJ4uUJCWBETpMBX7l+E/yxphlImxT+sS4BGMfXkhY4hK9qGLKhoN+D9631YlxSCPctj\n", "EBHkOjbWaHXgYFUX/nSxDZEaOX60LQ3pERp0GiwoaRxAn8mOzelhSAunnV+JZ9zWYAcHBxESEoLB\n", "wUGcPHkSAKBSqfDQQw8x1+hSDXZhsdqd6DBYIZNKEOdmcZYeow0/OdWAdUk6vHr+lvD4dx9MxQOp\n", "rpt31nYN48sHrwnHn04Pw7c2J+O/y1pwsHpkPYVwjQz/uXOJz1uSk7lHtHGwH3zwAYCRD7t27NiB\n", "3bt3Y/369SgsLPTpxdxxOp1wOLxfyo4sTAqZFIt0qmkbuj6jDVFBCgQrXXu4ZvvEnzWZVIKxi3wF\n", "KTjYHE5Udw4Lj/Ua7TD6sOQiWZjcNrCjnVuNRgOFYuQHWafTQS6ffiWk9vZ2vP7663jzzTfR1tbm\n", "9txjx47hd7/7HTo6OlweP3z4MIqKilBUVISKioppX5NlrNeZWM43WbZhqwNHa7rxjSN12F/RiQHT\n", "5DVTlVwKu5NHU58ZK+NGdpddEqXBspiJO80m6VR4fnMK4kMUuDcxGLvuioJCxmHP8miMtrsPZoQh\n", "Yty0W5bvHUD5ZpNHf+eP71laLJYpzryjvLwce/fuBQAUFRUhPz9/ynNzc3NRXV094XGVSoWtW7d6\n", "EpEsMHXdRvxK3wwAqOwYRkKoEuuSQiecZ7I5oW8cAABsStPhq/cvwv3JodBNsjaBnJNiU5oO9yQG\n", "QyGVCFvC3J+sw693KmGxO5EUpkKwiq3yGGGX258Uq9WKffv2Qam8U+Oqr69HTEzMtBfWaDTC16O9\n", "X285HA4cOHAAPM8jNTV1TtdYWV/zkuV8k2UzjPszfXSH1/HUcinUcilMNidON/QjKkgxaeM6SiKR\n", "IGTc0C6FTIqscdvTTJePJZRv9rhtYD/72c9OeCw1NRXp6enTXnjsZ2eelBQmk5ubK3x99OhRn65B\n", "5qf0cDUWR6pxrduEhBDFlA1gYqgKL+amo6iqC4mhSjy0OCLASclC5vXfOlKpZzNixpYVJBLftwcZ\n", "5Ukjrdfrhd+Go3UdVo5feeUVLF++nJk8cynf2Brd6PfrPzmPp7PioI1MQohKhror59HE85M+PztG\n", "C8utOjgcDsQGxwckH+v3j/J5d+wrj5Yr5Hke9fX1sFpH9oQ/f/48nnrqKbfPKSwsxK5du8DzPIqL\n", "i4WZYJWVlZBKpcjOznY5v7q6GjqdDvHxd7braGpqQnJyMoA7IxmmwvowrbGNP4tYzsdyNoDy+Yv1\n", "fKJNlR1VWFiI1NRUqNUjA6w96cXm5OSgoKAAPM9jy5YtwuNlZWWQSCQuDezJkyfR0NAAlUqFlJQU\n", "YZ2DpqYmlJeXAwBWrlzp+b+KQSz/AAFs52M5G0D5/MV6Pn941IOdC2sRsN6DJYTMTaIvuD00NORy\n", "3NnZ6dOLLWSsj/ULZL6mPjN+d7YFr5bfQsuAedrzZ/veVXUY8IvTTXjrSge6DNYJ35/tfNOhfLPH\n", "oxLBjRs38Lvf/Q4RESOfwNbU1OC73/2uqMHI/NRvsuGn799AY99Iw1rXPYzvbUmDRsGhZ9iGy21D\n", "GDI7sCpBO+kShIF2s8+M/3u0Hmb7yOIydqcTe1fFzXIqMld41MA+9NBDuPfee4XjDz/8UKw88xbr\n", "daZA5bPYnWjuv9Nrbewzw2x3QqPgcLC6C29eGZnNFxeswH88kokorWJW753R5hAaVwC43mOacA69\n", "t/5hPZ8/PCoRjG1cAWDz5s1iZCELgE4tx5P33Nkw88l7YhGqkmHAZINUAoSpR37ntw1ZJ0wmmA2x\n", "wQpsSBmZISaXSvCoD9t6k4XLp2Xe29vbZzrHvMd6nSlQ+ZQyKfKXRePlvEz85tHF2JoZjuZ+M753\n", "ogEf1PfhsRUxiNWOrAUw2tjO5r3TqeX48vpF+FVeJn6bvwR3x01cw4DeW/+wns8fPk2qPnv2rNu1\n", "BQhxJ0jBIfv2Yit2hxP/W96Kq51GAMCr5bfwb9vTkRCihE7t2wzA6fA8jw6DFTwPxAQrIHUzEcZs\n", "c0All066OAwh03HbwHZ1dSEsLAx9fX0ujw8PD0/xDDIV1utMs5WPB4StX4CR3QrCVHJEBt1Zv2Km\n", "s11qHcIPT96Ag+fx7U+nYF1S6KSN7PUeI35b0gyLg8eX1ycKvxTGo/fWP6zn84fbEsG+ffvQ19eH\n", "1157DVVVVcJ/45cVJMRXck6KL+UkQKeSgZMA//JAEuKCxVvMus9kw0sf3YTZ7oTNwePnHzahZ3ji\n", "UocGix0vnb6J6k4j6ntM+MGJG+genjhEixB33Dawzz77LKKiopCRkYHNmzcL/6WlpQUq37zBep1p\n", "NvNlRQfhlV1L8MfPZuPBjDDIZa4/ljOZjZNIoBxzfZVM6rLI9ij77R1pRxltDjim2MuL3lv/sJ7P\n", "Hx59yDV2VSsAyMjIECUMWbgighSIDVZCLvL22iEqGZ7/VArSwtVICVPhe1tSERE0scesU8nxlQ2L\n", "oOBGdjn4+sZkl7IFIZ7waKrseFar1ec1XsVCU2WJN4atdvA8oHWzrTfP82gfsoIHEKNVgJusq0vm\n", "PdGnyo537Ngxn16MEFYEKWRuG1dgZJnNuBAl4kOU1LgSn/jUwDqdzulPIi5YrzOJmY/neVR3GPD/\n", "yltxsq5nyv2zpuJvtrZBC843D6K2a3jKOqo/FvJ7OxNYz+cPt7/CX3rpJSQlJU14vKamhsbBEo/d\n", "6DPjm+9eh9Ux0rh9Y1MStmYGZmeB9iELvnu8Hjf7LZBKgBdzM7AqITggr02I2wY2PT190oa0qKhI\n", "tEDzFetj/cTMN2i2C40rANT3mLA10/Pn+5OtY8iKm/0jm3Q6eaC0qX/GG9iF/N7OBNbz+cNtieC+\n", "++6b9HGdTidKGMK2IYsd/V7+eQ8A8cEKZESMrIwll0pwf0rgfn5C1TKoxgzLWhKlcXM2ITPLbQM7\n", "1e6xtNiL91ivM02X71rXMP7lcB2+cugaLt8acnvueNHBSnx/Syp+tj0D//noYiyLmXqHVl+yuZMS\n", "psYvHsnAF++Nw/ceTMHaRRO39vbXXH9vZxvr+fxBG7yTaQ1Z7PiPj27i5u1lBn948gb+Z3cWorST\n", "D9XrMdrwcesgeow23JsYgrQIDWKClYgJVk56vtiWRAVhSZR3jTohM4Ea2ABhvc7kLh8PwDamhmp3\n", "OOHE1J/GH6/twR8vtgEA9ld24dd5ixEXMrFxbew14WB1F5ScFDuyI5EYqvI6Gwson39Yz+cPcafN\n", "kHkhRCnDvzywCMFKDiqZFC98OgVRU8xq4nkeH7fdKSH0m+yTruvaZ7Lhx6du4EhNDw5UdeE3Jc0w\n", "MrD+KyEziRrYAGG9zjRdvrvjgvG73Vn4f3uWImeK1aeAkcH5eUsjMfrdVfFaRGgmLjtotTtxa9Ai\n", "HN/st8DimHx89Vy/d7ON8s0eKhEQj03Vax0vZ1EoXt65GMNWB5J1KoRP0sDq1HI8tToOf7gwUkp4\n", "anUcQqaZWUXIXOPTWgRicDqd4HkeHMf59Hxai2DuMVoduNlvBieVIEmnclnlihBW+LMWgWhdhvb2\n", "dpw6dQocx2HTpk2Ii5t6J85jx46hoaEB+fn5iI+P9+kaZO7RKDhkRdOn+2T+Eq3LUF5ejr179+Lx\n", "xx/HuXPn3J6bm5s76dhab67BOtbrTGLn6zRY8XHrEK53G71eD2Ch3zt/Ub7ZI1oPVqO5M2PG16UN\n", "Z+IaZPZ1Gaz4yfs3UNNphEwqwYu56VgRT+sBkPlPtB7s2NKuXO7b5nUzcQ1WsD7Wb8OGDXA4eVS1\n", "G3CwqguXbw3BYp+ZVdPah6youb2pod3J48OGvmmeMTEbyyiff1jP5w/RerAOx50xjRI3u3bO5DX0\n", "er3wZo3+2UHHnh8rYtPxvdPtGP0L/geb4rA+M9bv6werRsbPmm832BkRGpw9exZ2u52pfz8d0/FU\n", "x74SbRRBYWEhdu3aBZ7nUVxcjLy8PABAZWUlpFIpsrOzXc6vrq6GTqdz+ZBrqmtMhvVRBGMbfxbp\n", "9Xog8S786OQN4bGvPZCEbUtmZlnBqx3DKGnqR5JOhXsTQxA2ydAtd9lYv3eUz3es52NyFEFOTg4K\n", "CgrA8zy2bNkiPF5WVgaJROLSwJ48eRINDQ1QqVRISUnBxo0b3V6DiCMhRAmtgoPB6oCCkyAlbPKp\n", "q75YGhOEpV4u8kLIXMfMOFh/sd6DnQsa+0zoNlgxaHEgMVSJzEiNz+UdQuYLJnuwZG652WfG14rr\n", "MGQZqXv/ZFsaGnpNOH6tF2FqGTanhyF2llbDImSuoqkzAcL6WL8b7d1C4woAl28Z8KszN1FY1YU/\n", "XGhDweUOUfaz8gTr947y+Yf1fP6gBpYAAIJlPEJVd/6guSs2CDd6zcJxXbcRtikWYyGETI5qsETQ\n", "2GtCU78Z4Wo5FumU+NOFNrxb2wMJgBc+nYJNaWGzHZGQgKMaLJkRKeFqpISrheMv3BuPBzPCoZRJ\n", "kRo+cyMKCFkoqEQQIKzXmSbLF6qSYXmcFoujNJBzs/ejMhfvHUso3+yhBpYQQkRCNVgyqVuDFrQN\n", "WqBTy5EWrqLxsGTBohosmVG3Bs144Vg9bg1aoeAk+MXDmTQLixAfUIkgQFivM43N1zpoxa1BKwDA\n", "6nDdxHA2zKV7xyLKN3uogSUT6FQyyKR3SgLJOhpBQIgvqAZLJnDyPKo6hnGpZRBpEWqsjA9GMG1I\n", "SBYoqsGSGSWVSLA8VovlsdrZjkLInEYlggBhvc7Ecj6WswGUz1+s5/MHNbCEECISqsESQogb/tRg\n", "qQfLOIPFjo4hC4atjulPJoQwhRrYAPGlztRpsOKlj27ib9+uxsv6m+gatoqQbATLdTCWswGUz1+s\n", "5/MHNbAMq+kcRknTABw8cLqhH7VdxtmORAjxAjWwAeLLrplSqev8f6mIywGwvKsny9kAyucv1vP5\n", "gxpYhi2N0uCRrAjoVDI8mh2JrChaD4CQuYQa2ADxpc4UEaTAP6xLwCu7l+DptfEI18hFSDaC5ToY\n", "y9kAyucv1vP5g2ZyMU4p46CUcbMdY0Y5nDyGbQ5o5JzLmgeEzDeijYNtb2/HqVOnwHEcNm3ahLi4\n", "OK/PPXz4MByOkeFJ6enpWL58+ZTXoHGwc8OA2Y6iqi58UN+H9ckh2LM8RtSeOSH+YnItgvLycuzd\n", "uxcAUFRUhPz8fK/PValU2Lp1q1gRySyo7RzG6x+3AwDeqejCshgt7k/RzXIqQsQhWg1Wo9EIXysU\n", "Cp/OdTgcOHDgAPbv349Lly7NfMgAYr3OFKh8NqfrH0xWD7YCp3vnH8o3e0TrwY6tPMjl7v8EnOrc\n", "3Nxc4eujR4/OYDoyWzIj1ViTGIwLLUO4KyYIS6NpZASZv0TrwY7WTgFMu5+TJ+dO10gDrr8J9Xo9\n", "U8eUb+Q4WqvE85tT8PPNUfg/GUBssHLa52/YsGHW7w/lW7j5/CHah1yFhYXYtWsXeJ5HcXEx8vLy\n", "AACVlZWQSqXIzs6e9tympiYkJycDAIqLi7Fjx44pX48+5CKEiIHJxV5ycnJQUFCAgoIC5OTkCI+X\n", "lZWhtLTUo3Obmpqwb98+7Nu3D0uWLBErakDMxG9DMbGcj+VsAOXzF+v5/CFaDTY+Ph5PPPHEhMef\n", "eeYZj8/duHGjKNnmA4eTB0djSAlhGq0HO8d0D1txpKYbV24Z8OiyKNyXFAqFjCbkESIWJsfBEu/0\n", "GW1oG7JAo+CQrFMJH/bZ7E60DlogkQAJoSpcaBnE6x93AACqOobx652LkcXgJ/G3Bsy40Dqy3fe9\n", "iSGIC1HOciJCAo+6PgHirs7UZ7Th1yXN+OfDdfinolpUtA8DAOxOHh809OHvD9Tg7w/UoPzmALqH\n", "bcLzeABG28wsxD2TdTCDxY5fl7Tgt6Uj//1XWYtfC4azXqOjfP5hPZ8/qIFlQNuQFaVNAwAAq4PH\n", "kZpuACMN729LW8ADcPLAy/pmrF0UgjD1yB8eOYtCkBymmq3YUzLZnLjaOSwcV3UMw0Q7MpAFiEoE\n", "AeJuzUuNQgoFJ4HVMVIOT9ap8HHrIOScFHfFaHCh1QAAiNDIEBeixK93Lsaw1YEIjRw69czM45/J\n", "NTlDVBweXRaJt650AgAezY5EsMr3HzXW1wulfP5hPZ8/qIFlQLJOhRe3Z+DI1W4k6VSwOpz41tF6\n", "SCXA9x5MhYLj4ASPL6yJR7BShmAl22+bUsbhb5ZH4574EEgkQHqEGspJPogzWR1o7DdDAiA5TAW1\n", "fH6tGkYIlQgCxF2dSSKRYHmsFs9/KgWr4oPxxuWRD7GcPFDePIjvbknFD7amITVcPSv5fBGikmNV\n", "QjBWxgdP+gvBZnfi3dpufPXQNXzl0DUcq+2BbYp1CViv0VE+/7Cezx/UwDImSMlBq7jTk1sWEwRO\n", "KoF0munGc02/2Y4/X2wXjl+71I4Bs30WExEy82gcLIOudxtR0W5AbLACy2K1CGG8JOCLQYsd3z5W\n", "L2zkuCw6CD/alsZ8+YMsPDQOdp7JiNQgI1Iz/YlzWIhShm9uSsa7Nd3gpBJsWxxBjSuZd6hEECCs\n", "15lmI98inQp/vy4RT69NwCLd1MPN6N75h/LNHmpgCSFEJFSDJYQQN5hcrpAQQhY6amADhPU6E8v5\n", "WM4GUD5/sZ7PH9TAEkKISKgGSwghblANlhBCGEQNbICwXmdiOR/L2QDK5y/W8/mDGlhCCBEJ1WAJ\n", "IcQNqsESQgiDqIENENbrTCznYzkbQPn8xXo+f4i2fFF7eztOnToFjuOwadMmxMXFeX2uN9cghBDW\n", "iFaDPXToEHbu3AkAKCoqQn5+vtfnenMNqsESQsTAZA1Wo7mznqlCofDpXG+uQQghrBGtgR3bMZbL\n", "3bMgVBwAAAmYSURBVO98OtW53lyDdazXmVjOx3I2gPL5i/V8/hCtButwOISvJdPsJzXVud5cQ6fT\n", "4dKlS97GDBiNRkP5fMRyNoDy+Yv1fDqdzufnitbAmkwmACO90NGvAaCyshJSqRTZ2dnTnjvV45NZ\n", "vXr1jGUnhJCZIFoDm5OTg4KCAvA8jy1btgiPl5WVQSKRuDSwU5071eOEEDIXzJuZXIQQwhqaaEAI\n", "ISKhBpYQQkSyYBpYp9PpMiqBuEf3ixD/ifYhl5i8nUJ77NgxNDQ0ID8/H/Hx8bOeaTamAHvzmoG4\n", "X/7kq6qqQm1tLZxOJ9atW4fExERmspWWlqKjowMAkJSUFJDRLd7+PJlMJrz88st46qmnAvL+epPv\n", "8OHDwi/29PR0LF++nKl8ANDQ0ICLFy9CqVQiNzfX/SQofg46ePCg8HVhYaFHz6mqquJbW1vFiuRV\n", "Jl/y+8vb1xT7fo3nTb7Tp08LXx85ckS0TKN8fb/ee+89MeJM4G2+o0eP8hcvXgzY++tNvuPHj4sd\n", "ZwJv8vX19fF6vd7ja8/JEgGLU2hnYmqwmFi8Z2N5k2/jxo1ix3Hh7b1rbGzESy+9hIyMDDFjCbzJ\n", "19fXB41GA5VKJXYsgTf5HA4HDhw4gP379wds8oE3+S5fvoygoCAcOHAA165dm/bac7KB5RmcQutN\n", "ptnIz+I9G8uXfCdOnMDatWvFiiTwNltKSgqee+45nD9/XsxYAm/y6fV6bNiwQexILrzJl5ubi927\n", "d+Mzn/mMUGoRmzf5Ojs70d/fj927d6Ourg5Op9Pt+UzXYLu7u/H222+7PLZjxw6vptAGykxMDRYT\n", "i/dsLG/znT59GpmZmYiMjBQzFgDf7p1KpUJwcLBYkVx4k6+jowOHDh1CZ2cnUlJSAlKD9fVnL1Ad\n", "AW/zjf4FlZCQgN7eXrc/g0w3sJGRkXj22WcnPH7x4kUAk0+hnWwqbiDMxNRgVvLNBm/ynTlzBjEx\n", "MUhJSWEuW29vL8LDw4XzWcv39NNPAwCqq6v9mmMvVr6mpiYkJycDAMxmM3P5Fi9ejIaGBmRkZKCv\n", "rw/Lli1ze22mG9ipuJtCO9lU3JMnT6KhoQEqlQopKSmi1PBmYmqwmLzJF4j75Wu+zs5OlJSUICsr\n", "CzU1NRgaGsLnP/95JrIBQElJCSwWCwBgzZo1oubyJR8w8ktAr9cHrAfrTb6mpiaUl5cDAFauXCl6\n", "Nm/zrVy5Eu+88w4qKioQFRU1bS+bpsoSQohI5uSHXIQQMhdQA0sIISKhBpYQQkRCDSwhhIiEGlhC\n", "CBEJNbCEECISamAJIUQk1MAuID/84Q9n7FqdnZ148803cfDgQbz99tuw2+0u3y8uLp70eXa7HYcO\n", "HUJRURH27dvn0YIZk7l48SJ+//vf+/Tc+Wyq+z7ee++9h/3794uchszJmVzEN88888yMXeuDDz7A\n", "Y489BolEgu7ubpw+fRoPPvig8P2ppgCfP38eGzduFKZpvv7661i8eLHXr7969Wo0NTX5Fn4e83Tq\n", "9bZt23DgwAGR0xBqYBeA9vZ2nD17FvX19fja174mPG40GnHgwAFotVpwHIfa2lp8/etfF75//Phx\n", "GAwGcBwHm82GvLw8KJVKAADHcTCZTNBoNMISeMBID/Xo0aOoqalBUVERACAzM1OYs33fffe5ZPNm\n", "8Y+TJ0+it7cXMpkMHMe5rGRUW1uLy5cvQ61Ww2w2Y82aNUhLS0NbWxv+9Kc/ITMzE7t370ZHRwfe\n", "fPNNREVF4fHHH4dMNvX/AseOHUNtbS3CwsIQEhICo9GIu+++G3fddZfb1wRGliw8fvw47r77bjQ2\n", "NkKhUCA6OlpYyaqkpARdXV3gOE6YWrtnz55p70FjYyNKSkqg1WohlUrR3d2NL3zhCwCAjz76yOW+\n", "h4WFYdOmTQBG3pfCwkJIpVLwPB+QRd4J5uaC28Q3b7/9tstxQ0ODy6LQjY2NwtclJSV8bW2tcDw0\n", "NMTv379fOO7p6eG/973v8X/5y1/4F198kXc6nW5fazKHDh3im5qaPMpeVVXFl5WVCcddXV38z372\n", "M57neX54eJh/7bXXXM7ft28fb7VaeZ7n+Y6ODv7kyZPC9woKCjx6TZ7n+W984xu8w+EQjt966y3e\n", "aDRO+5qjmX/zm9/wFovF5bza2lr+3LlzwrHT6eRLSko8ynPkyBGXezb2PeP5qe/74cOH+a6uLuH4\n", "3Llz/L59+zx6TeI76sEuYKmpqXA4HHjvvfeEJdtGVzJqbW3F+vXrhXO1Wq3Lc48dO4YXXngBSqUS\n", "ra2tOHHiBB566CGPXtdut+PAgQPYuHEjYmNjPXpOXV0dtm3bJhxHRkYKW8V0dHRgcHBQ6LkBIysx\n", "9fX1ITo6GtHR0ejq6gIw0pv3pve2fPlySKV3PqpYvHgxbt26BalU6vY1R33605+esIjztWvXsHXr\n", "VuFYIpG43Gt3Hn74YZw/fx7V1dWw2+2Ijo4W3jN3DAaDy7J6K1euxM2bNz16TeI7amAXsCtXrmDF\n", "ihXCyvulpaXCcnGJiYm4du2aUB81GAwTnj9aLoiIiIDRaPToNYeHh3HgwAHk5eV5tVxeZmYmLl++\n", "jHXr1gEAurq60NzcDABITExETEwM8vPzhfPHL4S8evVqXLhwAc3NzcjLy/P4dSsrK+F0OoVG9vr1\n", "69ixYwc4jpv2NXmen7QEkpaWhoqKCpfVtsbea3c+/vhj3HvvvcLxG2+84dGi40FBQeju7hYa2UuX\n", "LgVsOcWFjFbTWgA+/PBD9Pf3o6KiQuiR5ebmori42KV3BgA7d+4UHhutwUqlUthsNuzcuVNoVBsb\n", "G1FeXg6lUgmz2Yy8vDyXrTc++ugj9Pb2QiqVwm63Y/369YiNjcWvf/1rxMXFCb268XVhd06cOIG+\n", "vj6oVCqYzWZ0dnZi3bp1WLNmDZqbm3H+/HmhpmowGJCXl+ey6PWrr76K2NhYPPLIIx7fu//5n/+B\n", "VquFSqWCzWbDihUrkJWVBQBuX7O8vByXL18GAERHRyMhIeH/t3fHKAzCUBjHPwRxyQXcdHLLbVw8\n", "mXfQWVzEAzi5OXoIRzEdCgVLa5emtvT/u0AeGT6SR3jZBWPf97v9ybJM1tqX9ZRlqTiO5ZzTtm27\n", "vq50DepxHBVFkZxzStNU1lqt66q6rhWGoYIgkDFGwzCoKIqPzdX9RwQscKCqKuV5fnYZ+FG8gwWe\n", "aNtW0zSpaZqzS8GP4gSLrzDP8+1KfS9JEi/T7c9Y88iyLOq67mFv1Bjzsd8v8D4ELAB4QosAADwh\n", "YAHAEwIWADwhYAHAkwsjm4CJaMrVFgAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.851002\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVIAAAFHCAYAAADzzsTHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4VOeZ9/Hv9KIR6l2oIUQxYGwwYIKB4AI2JYBx3OJN\n", "2fjdrLMp76bbsXedTd4ku3Fibza7SXazm8Sb4NgYMMY2BhMbWzRhCN00CUkI1Ls0fea8fwgGCVRG\n", "UzRH6P5cV65LZ5jyyxn51jn3ec7zaBRFURBCCBEybawDCCHEaCeFVAghwiSFVAghwiSFVAghwiSF\n", "VAghwiSFVAghwqSP1hvX1dWxc+dOdDodixYtIisra9DnV1RUcPDgQUwmE8uWLcNoNEYrmhBCRFTU\n", "CmlZWRmPPvooAJs3b2b16tUDPretrY3a2loeeOCBaMURQoioidqpvdVqDfw81NHl4cOHiYuLY+PG\n", "jZw5cyZakYQQIiqiVkh73zBlMBgGfW5DQwNtbW2sXbuWs2fP4vf7oxVLCCEiLmqn9j6fL/CzRqMZ\n", "8vkLFy4EICcnh5aWFlJTU/t93vbt29HpdJEJKYQQlyUmJjJr1qyQXhu1QupwOICeI9MrPwMcP34c\n", "rVbL1KlTA4+VlJRQUVFBcXExra2t3HTTTQO+r06n49Zbb41WbCHEGHXo0KGQXxu1U/u5c+eyfv16\n", "1q9fz9y5cwOP7927lz179vR57syZMzl8+DCbNm3CYDAM2QpQs9LS0lhHGJTkC52as4Hki6WoHZFm\n", "Z2fz8MMPX/f4448/3u/z161bF60oQggRVZrRNo3ezp075dReCBFxhw4d4s477wzptXJnkxBChEkK\n", "aYSpvQ8k+UKn5mwg+WJJCqkQQoRJeqRCCIH0SIUQIqakkEaY2vtAki90as4Gki+WpJAKIUSYpEcq\n", "hBBIj1QIIWJKCmmEqb0PJPlCp+ZsIPliSQqpEEKESXqkQgiB9EiFECKmpJBGmNr7QJIvdGrOBpIv\n", "lqSQCiFEmKRHKoQQSI9UCCFiSgpphKm9DyT5QqfmbCD5YkkKqRBChEl6pEIIgfRIhRAipqSQRpja\n", "+0CSL3RqzgaSL5akkAohRJikRyqEEEiPVAghYkoKaYSpvQ8k+UKn5mwg+WJJCqkQQoRJeqRCCIH0\n", "SIUQIqakkEaY2vtAki90as4Gki+WpJAKIUSYpEcqhBBIj1QIIWJKCmmEqb0PJPlCp+ZsIPliSQqp\n", "EEKESXqkQgiB9EiFECKmpJBGmNr7QJIvdGrOBpIvlvTReuO6ujp27tyJTqdj0aJFZGVlDfjc119/\n", "HZ/PB8CECROYPn16tGIJIUTERa1HumXLFlatWgXA5s2bWb169YDP3bFjB3fffXdQ7ys9UiFENITT\n", "I43aEanVag38bDQaB32uz+dj48aNKIpCYWGhFEohxKgStR5p7wNdg8Ew6HOXLVvG2rVruf/++6mv\n", "r49WpBGh9j6Q5AudmrOB5IulqBXSKz1PAI1GE/Trhiq60PcLKS0tVdX2sWPHVJVH8sm2bAe/Haqo\n", "9Ug3bdrEmjVrUBSFrVu3snLlSgCOHz+OVqtl6tSpgedWVVWRn58PwNatW1mxYsWA7ys9UiFGD6fX\n", "x6kGO7UdLopSLJSkWod1YDWSVNkjnTt3LuvXr0dRFO66667A43v37kWj0VxXSMvKygCYOXNmtCIJ\n", "IUbYybpuvr2tHACTTsPzq0qYkGId4lWjT9QKaXZ2Ng8//PB1jz/++OPXPbZw4cJoxRhxpaWlLFiw\n", "INYxBiT5QqfmbKDOfOUtjsDPLp9CU7eHCSkxDBQlMiBfCBE1U9Lj0F4+k08w68mKH3wEz2gl99oL\n", "IaLG51c422ynpdtDdoKJgiRLrCMNSJU9UiGE0Gk1TE6Lg7RYJ4kuObWPsEgMpYgmyRc6NWcDyRdL\n", "UkiFECJM0iMVQghkPlIhhIgpKaQRpvY+kOQLnZqzgeSLJSmkQggRJumRCiEE0iMVQoiYkkIaYWrv\n", "A0m+0Kk5G0i+WJJCKoQQYZIeqRBCID1SIYSIKSmkEab2PpDkC52as4HkiyUppEIIESbpkQohBNIj\n", "FUKImJJCGmFq7wNJvtCpORtIvliSQiqEEGGSHqkQQiA9UiGEiCkppBGm9j6Q5AudmrOB5IslKaRC\n", "CBEm6ZEKIQQx6JF2dXWF9GFCCHEjGrSQnjx5st///fGPfxypfKOO2vtAki90as4Gki+WBi2ke/bs\n", "QavVcv78efbv34/b7Wbfvn0kJyePVD4hhFC9QXukXV1d2Gw2XnrpJR566KHA43/605948MEHRyTg\n", "taRHKoSIhqj1SG02GwBGo7HP49duCyHEWBbUxSa73Y7f7wfA5/PR2dkZ1VCjmdr7QJIvdGrOBpIv\n", "lvTBPOnee+/lf//3fzEajbhcLpYvXx7tXEIIMWrIOFIhhCAG40jr6upC+jAhhLgRBVVIT5w40Wd7\n", "z549UQlzI1B7H0jyhU7N2UDyxVJQhfTs2bN9tvX6oFqrQogR4vMrGDOL2FfdTk27M9ZxxpyQKuKV\n", "K/jiegsWLIh1hEFJvtCpOduJ+i6e2VWPX4H0OAM/vq+YnARzrGP1oeb9F65BC+nWrVtxOBycOnUK\n", "j8cTeDwjI2PIN66rq2Pnzp3odDoWLVpEVlbWoM93OBw8//zzfPrTnyY7OzvI+EIIgEMXO/Ffvmzc\n", "0O2hrtOtukJ6Ixv01H7FihU88MADzJw5kwceeCDwv4ULFw75xmVlZTz66KM89NBD7N+/f8jn79q1\n", "i6VLlwafXKXU3geSfKFTc7aSVGvgZ7NeS7LVEMM0/VPz/gtX0ONIh8tqvfrFDnUnVGtrK1arFbNZ\n", "/oIKEYqbs+N5amEWLW4tUzPiKEy2ROR9XV4/ZxrttDg85CeaKYjQ+95ogiqkoVxc6j081WAY/K9j\n", "aWkpy5cv59SpU8P+HLVRex9I8oVOzdnijDoWlWRG/H2P1nby1NsVACRa9Dy3fCLjE0M74FHz/gtX\n", "UBXyzTffZPr06fh8Pvbs2cOcOXMoLi4e9DU+ny/ws0ajGfS59fX1bNmyhYaGBgoKCobskZaWlga+\n", "lCunC7It27Id2rYtM48LbgsKkGd00FVXHfj3D6tbuaLN4aWitomq45Wqyh/J7VAFdWfT5s2bWbVq\n", "FVu2bGH16tW8/PLLfPKTnxz0NZs2bWLNmjUoisLWrVtZuXIlAMePH0er1TJ16tTrXnPy5EkSExMH\n", "LaRqv7Opd5FXI8kXOjVng9Dydbt9/PDdSsoudAAwKyeep5YUYDP1HGPtr27n6e09R6TxJh0/W1lC\n", "XohHpGrff+Hc2RTUEalWq0Wr1QZ6mCaTacjXzJ07l/Xr16MoCnfddVfg8b1796LRaK4rpC0tLZSW\n", "lgZ1RCqEiAyHx8fxuqsrXpyo78bh8WO7/J/4zVk2/uW+YprtHgqSLSEX0RtdUEekGzZsYNmyZXz4\n", "4YcsXryYzZs3s3r16pHIdx21H5EKMZq4vH7+eLiO9YfrAfjkjHQeuzUTk14X42QjL+pHpNnZ2Wze\n", "vJl169Zx/PhxKioqQvowIYS6mPRa1k1L55bseBQFJqSYx2QRDVdQt4jOnz+fT33qU5jNZiZPnswT\n", "TzwR7VyjltrHykm+0Kk5G4SeL96sZ2Z2PLfkxDPOHL3xp2rff+EY9uxPer2+z3jPw4cPRzSQEEKM\n", "NiFNo9dbZWVlBGLcONR8VRIkXzjUnA0kXyyFXUiFEGKsk0IaYWrvA0m+0Kk5G0i+WJJCKoQQYZJC\n", "GmFq7wNJvtCpORtIvliSQiqEEGEKu5DOnDkzEjluGGrvA0m+0Kk5G0i+WAqqkO7evTswxd25c+f6\n", "rCJaUFAQlWBCCDFaBFVIq6urSUtLA6CoqIgPPvggqqFGM7X3gSRf6NScDSRfLAVVSOPi4khJSel5\n", "gVaLTif34gohxBUh9Ui1WrlGNRC194EkX+jUnA0kXywFVRE1Gg0tLS1Az7yhvWe/F0KIsS6o+Uh9\n", "Ph87duygq6sLs9nMsmXLQlrHKRJkPlIhRDREfT5SnU7HsmXLQvoAIYS40QV1an/27Nlo57hhqL0P\n", "JPlCp+ZsIPliKahCeuTIkT7b58+fj0oYIYQYjYIqpG63u8/2tYVVXKX2sXKSL3RqzgaSL5aCXmrk\n", "7bffjnYWIcRljV1uqluddLtlhMxoEFQhffHFF+no6OCVV17hlVde4dixY9HONWqpvQ8k+UI3UtnO\n", "Ndv54mun+fyrH/H7g7V0urxBvU7N+w7Uny8cQV21v/fee5k9e3Zg+80334xaICHGuq0nm2hz9BTP\n", "TScaWVyUyJQMW4xTicEENY5UTWQcqbjR/fbDS/zx8jrzWg382+pJFKdYY5zqxhf1caRCiJFzT0kK\n", "9V1uzrc4eWRmBvmJ5n6f19ztpqHbQ7xJR25C/88RIyOoHmlHRwcbNmzgd7/7HV6vl02bNkU716il\n", "9j6Q5AvdSGXLHmfiawvz+emKiSwsSsKgu/4/08YuNz98t5KvbDnDl147w5nGblXvO1D3dxuuoArp\n", "tm3b+MQnPkFCQkLMbg0VYizRazVYjQPPslbT7uRoXTcA3W4fe6vaMRqNIxVPXCOoqmg2mzEYDIFt\n", "mUZvYGofKyf5QqembHFGHVoN+C9f4cgaZ2JOyZzYhhqCmvZfpAVVSK8dkO/3+6MSRggRnKIUK9+7\n", "p4htp5u5KcPG7Nz4WEca04I6tU9PT6e0tBSv18u+ffvIy8uLdq5RS+19IMkXusOnK6hqddDuDG5c\n", "ZzTptRrmjE/gmbuKuH96OslWY9j7zudXcHmjdwOAmr/bcAV1RLpw4UJOnjxJW1sbmZmZsk6TGHMu\n", "tDn5t6MOqttPMXf8OL6yYDypcTdOT/JCm5P//vASjV0ePn9bNjdn29BoNLGONWrIOFIhgvDGR028\n", "sPtCYPuf7ilibl5CDBNFjl9R+OGfK9l1vg0Ak07DL9dOJmeMDamK+jjSpqYm3nrrLSwWC263m2XL\n", "lpGcnBzSBwoxGlmNfbtgJv2Ns9yOz6/QbPcEtl0+BY9vVB1fxVzQw58effRR1q1bx4MPPsj27duj\n", "nWvUUnsfSPKFZkamjdVTkihMNvPE7TlMTFXfnUah7juDTsvnbsvGYugpB399WzYZ8ZFvW6j1u42E\n", "oI5IrVZrYME7nU6H2Ty2DvmFSIkzMs/SymdWzBh0fOdoNS3Txi/XTMbjU0i3GWh3enn5SD3nWx2s\n", "nZbO9EzpmQ4mqCNSp9PZZ9tutwNQVlYW+USjnNrHykm+0N166y2qLqLh7ruscSbyksyYDTq2nWnm\n", "D4fr2VPVwZPbyqlucw79BlHOp2ZBFVK/389vfvMbDh06xP/8z/9gNps5efIkhw8fjnY+IVTF4fHR\n", "0OmiQwVDoKKpqvVq4XT7FBweGTs+mKAKqd1u5/bbb8dsNjN37lwmT57MKLvYP2LU3geSfKE7dPwU\n", "Lx6q4zOvfMTT28upaQ//KC2SIrnv1tyUjknXcyp/Z3ESWfGmsN9Tzd9tuILqkT7yyCPYbNfPh5iX\n", "l0dNTQ25ubkRDyaE2nTp49lwrAGAjxrs7K1q54EZN+b1gulZNn6xZjIOt4/McSYSzDLHxmCC2jv9\n", "FVGA+Ph4du7c2W8hraurY+fOneh0OhYtWkRWVtaA779nzx7q63vmX8zLy2PWrFnBxFIltfeBJF/o\n", "khISgIbAtkGnrosvkd53eQNM3xcqNX+34Yran5mysjIeffRRADZv3szq1asHfO78+fMDP8vQKhEN\n", "Lq+fM43dNHZ7KEiyUJRiGfZ7FCab+dzsLDaeaGRqupW542+MAfkifFEbVWy1Xh1nF8z0XpWVlTz3\n", "3HMUFxdHK9KIUHsfaKzmO1HfxdfeOMeP3qvia2+cpbLVMez3OHxgH/dPT+c/1kziW4sLyBoXft8w\n", "ksbqd6sGUSukvS9G9Z6CbyAFBQV88Ytf5MCBA9GKJMawjxrsgZ+73T4auz2DPHtgBp2WFKsRiyH6\n", "w6DqOl18WNPB2cZufH65uKtmUSukPt/VWWSCHchrNpuJjx96OrDef9lKS0tVtS351JlvanocV34L\n", "bUYd6XGGYb/fggULQvr8g0dP8OGFDt4tb+FweQ27d+8e8vUNnS7+ccd5ntxWzpe2nOFobVfU8o3U\n", "ttrzhSPsSUsG6n9u2rSJNWvWoCgKW7duZeXKlQAcP34crVbL1KlTA89taWkJ3Lv/xhtvsHz58gE/\n", "TyYtEaFwe/2cabLT1O0hL9FE0QguJtd7wpOccUZ+fF8x6bbB2wJHazv5+hvnAtsrJqfw5QUyfWU0\n", "hTNpSdhHpAMNfZo7dy7r169n/fr1zJ07N/D43r172bNnT5/n7t69mw0bNrBhwwZuuummcCPFVCT+\n", "ukXTWM1n1GuZlmlj8YSkkItoKNkUReGD862B7YsdblodQw/mTzDrA/e+A0xOj4tKvmt1urxUtzpp\n", "6nIP/eRhUvvvXjiCumr/wQcfcMcdd/T7b73Xu+8tOzubhx9++LrHH3/88eseu3K0KoSaJSYmc6ax\n", "m4sdLjLjTZSkWtFpB29baTQaFhclcehSz6l5boKJJMvQ1wzykyz8833FfFjTSW6CiZnZ0V/XvtXh\n", "4T/3X+Kdcy2kxxn4/rIJFCQNf3TDWBRUIf3zn/9MQ0MDd9xxB+np6dHONKqpfayc5Bu+6jYn6w/X\n", "YXebmK21859ll/D4/Px0ZQlTgjhSvKMoiTSbkS63jwkpFtJtwc2sNCktjklpQ7//FeHuu6pWJ++c\n", "awGgodvD+xVtFMyKXCFV43cbKUEV0jVr1jBlyhR2797Ne++9x7Rp0/r0OIW4UTk8Pv5t9wUOX77Y\n", "c7rJzvLJKbx6vJGL7c6gCmmcUces3HHRjho2k77v0XWi3M0UtKB6pDNmzMBgMLB48WKWLl3Ka6+9\n", "Fu1co5ba+0CSb3g8PoW6Xv3CNocXm0nHrJx4ipLVddob7r4rTLbw9YV5FCVbWD45lbl5kS3+avtu\n", "IymoPzmlpaUUFBSwZ88ebDYbX/7yl6OdSwhViDfpeHxODj/483n8Ss+kx4VJZg5d7GTTiUYenplJ\n", "tsoG5ofKrNdxT0kKCwoSMem1Q/Z/xVVBDX969tln+fjHP87HPvaxmK9pL8OfRLSca7Kz6UQD48x6\n", "VkxOIyehp0B6/Qo1bU58ioJRq+FvN5/GfXkpjvsmpfDVO8IbluTzK/gVBYPuxlm+ZDSK+ppNa9as\n", "YcaMGSF9gBCjQWOXm6feLg8MTWrq8vDNxfkYdFr0Wg0Fl0/jy5vtgSIKPXcf+fxKyEdvVa0OfnPg\n", "EnaPj8fn5Azr4pJQj6B7pCI4au8DSb7+ubz+PuM7K1uduH19JzMuLS0lM97EJ2f0jFwx67V86tas\n", "kIuow+PjhdIL7Kvu4GhtN999u4Km7tDHb8p3GztBFdKOjg42bNjA7373O7xeL5s2bYp2LiFGVIrV\n", "wEM3ZwCg1cBfzcokznj9CVucUcfDMzP55ZrJ/MeaSUzLDH18p8ev0OK4es9/p8srq3eOUkGd2m/b\n", "to01a9bwxhtvoNfLkIjBqH2snOTrn8Wo45Mz0pmfn4BBpyG/n4HoV7LFGXUhTcPXW5fLi9fnv3wh\n", "qxKvX+Hv5ueSGnd1sH6n08vx+i5qO9xMz7INuXKpfLexE1RVNJvNfWZwivUFJyGC5fUruLx+LAYt\n", "2iEmz7GZ9ExOj/6BwoU2Jz/7oJqbMuI412Tn4ZkZaID0OEOfC05lFzr48a4qAKwGLS+sKum3wIvY\n", "C+rU3u3u27fx+2UhrIGovQ80lvLVdbj44Hwrz2wv5/vvnKcqhDlIe4tUtq0fNXG8vhuTXsvBS128\n", "eKiO3x+qY+up5j7PO9nQFfjZ7vHTPsSCe2Ppu1WboP78pqenU1paitfrZd++feTlySw0Qv3KWxz8\n", "6+4aut09Uzq6fQrP3F2IMYLDjDw+PzqtZsij3eZuD6cauzHpNXgvzy3q9ikkW/S0XL7Idds1dz/N\n", "z0/kjVPN+JWee/SDvbVUjLygp9E7efIkFRUVTJs2jYKCgijHGpiMIxXBere8hR++WxXYLkq28NMV\n", "E4Nem97j9dPu8mLWa7GZrj/mOFrbyW8/rCU1zsBfzcoiN6H/NY5cXh+/3n+R1z9qRgN8c3E+G47W\n", "09jt4RuL8mnqdpNsNXJThpVx5qstNI/PT3mzg3anl/GJJrLH3ZgL7alF1MeRAkydOjVwf31VVRX5\n", "+fkhfaAQI6Ugycwnp6fz8rEGDDoNn7stK+gi2u328capJl46XE9RipmvLsjrUygvtjv57tsVOL1X\n", "21zfWlzQ71Cobref0sp2ABTgp+9X8av7J2PU6Ugy6zHo+z9CNui0QU2fJ2Jv0EL66quvBma3v9IX\n", "VRSFs2fP8uSTT0Y/3ShUWlqq6quTYylfYbKVFVN1zC9IwGrQkZ8U/BFdZauD/yq7BMDR2m7eK2+l\n", "xHuBOXPmAD334Pcuog1dbvyKgo7rC2mcUceiwiQ2n2wEYF5+AolmQ79HueEYS9+t2gz6TdpsNpYu\n", "Xcru3bsxGAzMnDmTQ4cOkZiYOFL5hAhLZryJzHgTzd1umro9pMQZhuxnAlzb8Lp2yaSMeCOfmZXF\n", "bw/WYtZr+ezs7AFv8TTptTw0M4Nbcmz4/DApzRrxIipiK6ge6YYNG1i3bl1g+8oyIrEgPVIxXCfq\n", "u/jeO+dxef18c1E+8/IThiymdrePzScaeelIz6n91xfmX9cDdbh9NHS70Ws15AzQH+2t1eGhtsMV\n", "ODoOdi0zMTKi3iO99guX4U8iFqrbnByr62KcSce0TFtQM813ub28UHohcPvnD/5cyW/WTSFziBmb\n", "rEYd66anc/fEZMx6LfG95uas63Sx+UQjFc0OPnlzBjMy49hf3c5bp5uYlmFjSXESyda+V9jbHB5+\n", "saeG98+3YdBp+MHSCczM7lnosaHLzeFLnTg8fm7NjWd8EEVZqEtQ40D8fj9NTU0ANDU14fGEtpTt\n", "WKD2sXKjNV9jt5un3y7nhdIL/NPOSt66ZszlQLRo0Pe6AKTTagj2QNCo15JmMwaK6JVs2880s/F4\n", "I4dru3hmewUfNdr5hx0V7Knq4NdllzhY03nde9V1unn/fBvQ01997UTj5Z/9/PEvdfzk/Wp+sbeG\n", "7+88T6sjtP++Rut3eyMIqpCuWbOGffv28dJLL7F3794+p/lCjIQOp5fazqs3hpRd6MDjG/rMyGrU\n", "8dUFeYxPMJFqNfDMXYVhj8e81HE1h9ev0OXy9emh9s4ZyGHQYe51dX7C5VtMnV5/YPZ9gPMtzsC4\n", "VzF6BHVqr9frWbFiRb//VlNTM+BKomOR2q9KjpZ8Pr9CebOdDpeP3AQTyRYD0zNtHKvrKTrLJiUH\n", "PX+nWa/h8bk5WPRaCpIsIfcmr2T7xNQ09lW3Y/f4WVaSTH6SmRlZNo7WdmEz6rg9P+G61+Ylmfnh\n", "vRN481QTuQlmFhb2XLC1GnSsmprKL/ddBGDJhKSQl/gYLd/tjSjsS4cffvihFFIRcUdqu3hy2zn8\n", "ChSnWPjHu4v45uJ8zrc4sBq0TAxySeX6ThffeaucRnvP6fLfzM3h/unhLeA4JSOOX6yehMPjJ+Py\n", "qf93FufT0O0h3qQj3qTnQpsTm1FHkvVqH/emDBuJFj3/XXaJd8tb+dt5udySE8/SkhQmpFhw+xQm\n", "JFvkiv4oJFNyR5ja+0CjJd+uitbA6fK5Zgf1nW4ybEbm5SUwIyseS5AD69udvkARBThwoZ2hBqoo\n", "ikJ1q4OjlzrZXdlKbYerTzaAnAQzxanWQP80Jc7IlPQ4jDoNP3q3kr/e8BHP7Kjg0uXXArh9fn5e\n", "WsMHle1Utjp5Zns5tR0u4ow6bs6K57bccSRbh76ANpDR8t3eiKSQClWaknb1iNNq0JJgDm3GsRSr\n", "nkm93uuekpRBT+0VRaHsQgdf3HyaJ98up6HLw6/2XaA9yAtA55ocHLzYc7HpdKOdj+q7A//m9yt0\n", "uq5OPOL2KYH77sXoJucQEab2PtBoyXd7fgJPGnVcbHcxOzeevBCnj0uJM/LdJQVUtPScak9MHfx9\n", "Wuwennu/GtflCZb/8Jc67ixOptPtC2rfGa+53dNs0Pb6WccXbs/l6bfLcXj8fHXBeDIjOBHJaPlu\n", "b0RSSIUqJVgMLC5Kish7ZcSbyIgPbqVPrVaDSd+7+GlJizMQH2TfclKqlc/OzuKdcy3cnpdw3br3\n", "0zNt/GrtZLx+SLcZZMG7G4R8ixGm9j6QGvO5PD4cnp4hP7HOl2Qx8NSSAoqSLRQm90xWsqgoiQSz\n", "Pqhs8WY9D96cwQsrS/js7Ox+e54Z8SZyEkwRL6Kx3ndDUXu+cIR9RCpX7EUo2p1emrvduLwKvy6r\n", "we1V+LuPjR/W6guKonCm0c6pRju5CSamZsRhMYS/esPk9DieW1GMAtj6WbdpKFqNRq68jzFBz0fa\n", "W11dHZmZmdHIMyS51370a7F7+MWeCxj1WsqbHVS2OgFIsuj599WTSIkLrm9Y3mznK1vOBJZH/sHS\n", "Cdw2ftwQrxo6m8vrJ8mixxyBoixGj3DutQ/q3OLEiRN9tvfs2RPShwkBPffMf1DZjlGn7XMXj93t\n", "wzuMaRxa7J4+a8yfa7aHlet8i4P/+/oZPvPySV4+2iB3GImgBVVIz54922dbVhIdmNr7QGrIZ9Fr\n", "0QD7qttZNz0dg06DVgNfW5RP1amjQb9PVryJZEvP76JO03MhJxRdLi+HLnZwtLaTJRN6LnD971/q\n", "qL5mjSc17LvBSL7YCakiyuxPIhxFyRaeWlLAxhONODw+/m1VCUa9jsx4I3svOYN+n9xEM/+8fCKX\n", "2l0kW/VMCPJup2u9W97Kz/fUBLItn5JKl8uHx6dQ3+kK+oq/GLsG7ZFu3boVh8PBqVOnmDx5cuDx\n", "jIwMFi5cOCIBryU90huHx+cP+cq1X1Gwe3xYDbqgJmoeiNfn5+tvnONkw9WB899enM97Fa3sq+4g\n", "yaLnh8uKw17HXqhf1OYjvTJRyeuvv87KlStD+gAhBnJtEXW4e27nNOu1g87Q1Obw8vpHjeyqaGNZ\n", "SRJFKVa2ftREUbKFe0pSSLcZ8Xj9lLc4sLt95CWZSR3gApZep2VBQUKgkOZdXq1zX3UHAK0OLx+c\n", "b5VCKgZrW4mbAAAgAElEQVQV1OHAvffeG+0cNwy194HUmq/L5WX9kTo+v+Ejvrj5NGebugd87unG\n", "bl48VEd1mxO3D57eXkFpZTu/P1THO2dbANh3oZ2vbDnDt7eV8/wH1bQNcovn3ROT+d49RXxrcT7/\n", "eE8Req2mz8pLKXE9Y0HVuu+ukHyxE1QhlYtLItoutrt46UgD0DPGdMOxhgGf6/L6SYsz8IV5OWTY\n", "jHh6XbmvanXg8yu8dqKJK4+W1XTS2D1wIU2wGChMtmA1aGnq9pAdb+SpJQVMTY/jgenpzAlzSNVw\n", "NHa5eftMMxuPNXChLfh+sYitQSuk1+tl165dWK1W5s2bx44dO7Db7dxzzz1YraE19m90ar+fWK35\n", "rly5vzKHR/Igy4iUpFl57NZMfr67hkVFSdyWO44DNR2YdBpWTE1Dp9X0zA96ee7SRIse2yCzRbU6\n", "PPzLriqOXp5g+UvzcylJtZJs0XOkrpMZWTbS4oxR33c+v8KfjtSz5aOe1Si2nmriX5YXk2INblyt\n", "Wr/bK9SeLxyDFtKNGzeyZMkSWltb+fGPf8xjjz1GSkoKr732Gg8++OBIZRRjQF6ShafvLOT3h2rJ\n", "SzCzYkragM/NjDdh1HXj8Su8c66FO4uT+Ie7CslNMJF/eXKT+yankG4z0NTtYX5+IlmDrNHU5vAG\n", "iijAtjPNnG7qprSqZy36H75byX/eP4W0CE4w0h+H18eRXjlq2l10u/2EOBhBjKBBT+1NJhOpqalM\n", "nDiRnJwccnJyMJvNmM1DL85VV1fHH/7wB1566SVqa2sHfe6JEyfYuHEjGzZsoKamZnj/D1RG7X0g\n", "tebTazV8rCCRJybBtxbnk5PQt/BdaHPyX2UX+fX+GqrbnOQmmDDoejqZ75W3kmw1BIooQGqckWWT\n", "UvnUrVlDXiiKN+nI7fV5c8Yn0Nx9dbo7g06LRhP9fRd3ebb8KxYVJpJkCb6tptbv9gq15wvHoN+S\n", "w+FAURQcDgfnzp3D5XJhMplwuVyDvQyAsrIyHn30UQA2b97M6tWrB3xuc3Mza9euBeDNN9+U+/fH\n", "sM7WZvTXXM3vcnn5WWk1x+t6LkAdre3mB0uL+NmKiVzscJEVb2JiqpWL7U663X7SbQYSg1hh9IrU\n", "OCPfu7uI4/XdPbPaW3SkWvU0dLvx+RX+/o78Aa/6R5JGo+Gu4mQKksy4fAqFyZagZ50SsTXot7Rk\n", "yRJefvlldDodX/nKV3j11VcBmD9//pBv3LuHajQO/ksYqzGp0aD2PlAs87U7PByt66K2w8UtOeOY\n", "mHr9OWt/+ZxeP1WtVy+89FytVyhJi6MkrWeaujON3Xz7rXK63D7uKEjg7+aP77PMx1ByE83kJppp\n", "d3j58pbTtDq83FGYiF4LmTbDgNkizWLUMT0rPqTXyu9e7AxaSNPT0/v0Qh955JGg37j3OH+DIbhf\n", "6B07djBnzpygP0PE3oU2J1tONuL2+Vl9UzqFyQOfRu+tauenpRcAiDvSwL+uKmF8Yv9topo2JzUd\n", "LpItBvITTTx2ayb/vrdngbjP3ZZ13QJxO862MGf8OHITTOh1Wuo6XcMqpFfotGDWa3F6/ew420K8\n", "Scenbs3quQHA7cNi0KHThn4DgLgxRe28wee7OuFDMKs27tq1i4kTJ5Kamjrkc0tLSwN/3a70XdSy\n", "/R//8R9Mnz5dNXmimc/u9vFCaRVH63omCzlW181XZpjobKzt9/nH6q9eSOl2+2h3eqnqJ9+8u1fw\n", "kwPtNHZ70Gs1/MOiLJaWpDI5LQ63282xum7eON3EvLwEzh05gMFg4KbMEnaVt/L7Q3VoNfDUksKQ\n", "/v8dPVjG39w6gd8cbsXtU/j8LclcrDzPn72JbD/bzOwsK3OTPNw6daIqvs/e2717kGrIM9ryhSOo\n", "afQURaG8vBy3u2e97gMHDvDpT3960Nds2rSJNWvWoCgKW7duDdwZdfz4cbRaLVOnTg0894MPPiAt\n", "La3PbagDUfstor2LvBpFMl+rw8MTm07TfHlxOZ0GfvvJqQPem/5hTQfffbscvwITki08e0/RdXcw\n", "lZaWYiqYwVPbygOPfXpWFo/ekkmbw8O33yqnoqVnMpGPFyXx9wvHY9LrOFnfxVdfPxvIMTU9jn9e\n", "PjHko0e724dfUbCZ9Bys6eA7vfI8fWchd1xeTllNxtLvXjRE7RbRKzZt2kRhYSEWS89pm1Y79Dj+\n", "uXPnsn79ehRF4a677go8vnfvXjQaTaCQNjQ0sHv3biZPnsypU6fo7OzkscceC+X/iyqo+RcFhs5X\n", "2+Fi60dN1Ha6WDc9nakZA8+oNM6k57Ozs/jJ+9UAfPa27EEv8tycZeOFlSV0uLyMTzT3exvoggUL\n", "KG+2Y9RpAlPkTbjcLmh1eFlQkMDCokQ2n2jkREMXDo8fk15HosXApDQLdxan0ObwUJhs4dojhLpO\n", "F+ea7FgMOkrSrINeyLH2Gnfq8vWdpOfKbP5qM9p/90azoI5I1XSvvdqPSEe7n+++wOuXB4RbDVr+\n", "fc1ksgcZg+n2+qlqc+JXFPISzEEvkzwYRVE43WjnRH034xNN3JRho8vt43vvVHC2yYFZr+Xzc7Lx\n", "+hU+cXkAPsDBmg6eunzEq9XAz1aWBNZMarV7+KedFRyv72lDDGd9+4YuN/9aWk1ZTScTUy089fFC\n", "shNkRqgbTdQndu7s7Oyz3dAw8O17Y53ax8oNls/nV6hquzoHp93jH/Loy6jXMjHVyqS0uIgU0dLS\n", "UjQaDZPT47h/ejpzxicQZ9RR0+bkbFNPNqfXT1O3m3tLUvqcurc7vYE7o/wK1He5+/zblSIK8Odz\n", "LTiDPLJMtxn55uICfrw4je/fM0G1RXQ0/+6NdkGd2p8/f55f/vKXpKSkAHDq1CmefvrpqAYTI0+n\n", "1fDIzZl8VF+Bx6+wckoqGcO8m6em3cnZJjs2o45J6XGMi9A4yHFmPToNXLmtviDJcl3hzk0wYdJp\n", "cPkUzHotub2OpMeZ9UxItlB+ub86vyBhWEuJjDPr6a6rJKl46DHOTq+Pv1zs4tDFDmZmx3NrTnxE\n", "1pIS6hXUqf2BAwe47bbbAtvvvfceixcvjmauAcmpfXT5FYXqNicur5/scaZhDQhv7HLzi70XaOjy\n", "UNHi4Avzclh9U3Cnz0Px+RWO1nXxfkUrk9KszMtLINFioKrVwYGaDhLMem7NttHq9FHf6SYz3njd\n", "RM8X252cbrRjMWiZkh43rEH7w3GktpNvvHEusP3je4u5JSe0saFi5ET9YlPvIgrErIiK6NNqNBQk\n", "hTb3ZrPdg0mvIyNew9KSFPZUtrFyStp1V847XF5O1HXT0OVmWmZcUDPb67QabsmO55bsqwWpocvF\n", "U9vKabg8s9NDN2fwuduyKe7n/VxeP/Vdbuo63UzJiCMuikeIbQ5v323nwDNPiRtDSNOT19XVRTrH\n", "DUPtfaBo5bO7ffzmwCXeLW9ld2U7rx5rYO309H6HH+2vaucfdlTwi701fPPNc32mi7s2n9evUHah\n", "nWe2l/PS4Tqae02H1+XyB4oowOFLnXh8/S+Dc+XOp98erOXbb57jdNPwF8oLdt8VJJkDa0klmvUU\n", "hviHabjG6u+eGoTUwNq3b9+g986Lscft83Op4+ocDI3dbrLH9d9f7T3TUqfLx/kWB20OD5Mv3+7Z\n", "2/kWB89sr8CvwL7qnlP4eyf33LSRbNUzJzeespqei6Erp6YOuHRJ7/lIFaDJHr2jxPwkC8+tmEhT\n", "t4eUOAO5CUNP8iNGt0ELaWNjI0lJSbS2tvZ5vLt74NnLxzq1j5WLVr5xZj2fuy2bf36vCgX469uy\n", "Sbf1f3X7jqJEtp9tQaHnAtGpRjsbjjXwk+XF1+XrdvkCV+IBajuvFutEi4Gv3pFHZYsTi1FL8SCz\n", "POUnmbEatNg9fmxGHXkhXHkfzr7LSTCTM8IFdKz+7qnBoIX0lVde4YEHHuDFF1/sc4Gnvr4+6sHG\n", "Eo/Pz9HaLt4/38a0jDjm5iUwzhyZq90jRavRsLAwkYIkM37l8hV0ff9Hh7dkxfOzVSXUdrioaXPy\n", "0pGe36fKViczrpmwIzfRxK3Z8Ry61InNqGNBQd87ilLjjEHNzDQhxcrzK0to7PaQbus75Z4Q4Rq0\n", "R/rEE0+QlpZGcXExixcvDvyvqKhopPKNOqH0gcqbHTz1djlvnW7mX96v5lhd19AvClE0+1QGnZYJ\n", "KVYmplqxGHR4fH4qmu2cabJjd18ds2nQa5maHkdRsoVNJxrxXR5APyHZcl2+1DgjT8zP5SfLi/nX\n", "VSWB2Z5CUZBs4bbx40Iuomrv8Um+2AnqsGfZsmV9touLi6MSZqxqd3kHPH0drRRFYW9VO//v3Ur8\n", "Cnx2VhZrp6dh0l+9Wl6Y3NNLvNjuIs1mpCTVyt5zfd/n0MUOvvfOeRTgu0sKyEkwBTUJjhAjKahx\n", "pNdyu91DzjEaLTfiONLaDhdPby+nus2F1aDlX5ZP7HeuztGk0+XlS6+dCVyA0gD/88mpg95ueq0W\n", "u4cnNp+ixd4znCjepONXayePyCTLYuyJ+jjSa23bto1Vq1aF9IHielnjTPxg6QTquzwkmvXkJY3+\n", "q7xGnYbcccZAIU2y6jHqhnckqQGMvSbIubJAnhBqE9I4Ur+//7F6IvQ+UEa8iRlZtqgX0ZHqU5n0\n", "Or5wey4rp6Ty8aJEvn/PhKCOJHvnS7Ia+M6SAsYnmMgZZ+LpJYUkB7mi5hV2t48Pazp463QT50IY\n", "OzpQNjWSfLEz6BHpc889R15e3nWPnzp1SsaRiiHlJpj50sfGh/UeU9LjeH5VCYpCSCMZ/nKpk2ff\n", "OQ/0zGb1wqoS8pMsNHS52V3ZRlO3h48XJ/V7N5QQwRr0N3PChAn9FszNmzdHLdBop/axcqMxX6gL\n", "wHW7vH1GQNg9flrsHvKTLGw+0ciGYz2zmO0428ILq0oGXbL5Sjan18eZRjtN3R7yk8xB3d46Ukbj\n", "d3ujGPQ39Pbbb+/38cRE9c0OLtTrQpuTl4/W0+328cjMTIpH4EJau9PL7w9dYnyCGQ09dzOlWQ2k\n", "24x4fX5ONly9qaTN6cUe5JR6x+u6efLybPlxRh3Pr5woY1LF4D3SjIyMfh+XSUsGpvY+0Ejnc3p8\n", "/GJvDUdru6hpd/HMjnKaut0DPj8S+S60OzlY00FOvJnDFzv5P3Nz+Lv5ufzovmJyEszodVrWTUvn\n", "ynWrRYWJQfVv9+/fz0f1Vwtwt9vX59bTWJPfvdgZXbfPiFHH7VOYlRPPRZuRLreP6Zk2PL5hj7gL\n", "2sV2J9958xwN3R40wBfm5fBfZZd47NbMPiuWzs0bx88/UYLD4ycv0UxCEP1Xj8fDtFxb4Ag33qQj\n", "PS46U/GJ0SWkcaSxdCOOI72Rebw+/nlXNbvOtwGQZNHz/KoSsgZYIC9chy928s23ro7qX1aSQoJF\n", "x/LJqWRG4DPdXj9nmuw02z3kJZoHXX5ajC4jPo5UiGB5/FDVa5q8VocXbxSPSJOteuKMOrov35I6\n", "e3w8H8tPjNha9Ea9lmmZAy8IKMamkMaRioGpvQ90bb7aDhd7q9o4XteF0xv51TGtRh2fujUzMJB+\n", "3fR0kq0Dnw6Hs//Otzh4/aMm/u8d4/nS/Fz+37IJzMoZF7EiOtq+W7VRe75wyBHpGNbQ5eYfd1Rw\n", "vrXniPGZOwtZEMH12pu73TR0eyhINPPvqyfh9CrkJZqIi8AieddqsXv4h+0V1HW5ee1kE/PGx/Pk\n", "ksJhrcskRKikkEaY2sfK9c7X1O0JFFGAP5e3RKyQNna5+dG7lRyr78Zm1PHj+4qZmjH0zE2h7j+X\n", "109Dr9EA51tdOL3+iBbS0fTdqpHa84VDTu3HsESLjiTL1b+ls3LGRey9q9ucHLs8VKjL7WNvVXvE\n", "3rs/SVY9f3VrFtBzj/6nZ2VhM+mobnNwrske6JkKEQ1SSCNM7X2gK/kURSF7nJkf3VvMVz42nmfv\n", "LuKOwoSIfY7NpOszwUhWfHD3yIe6/8x6HatvSuPnnyjhF6snsagwkSOXuvjbjad5YvNp/nSkPuxi\n", "Olq+W7VSe75wyKn9GGM0Gjla28mfjjQwPtHEJ6amsXxKasQ/pyjZwrN3F7HtdDM3ZcQxKzf6yxFb\n", "jTomXZ742e3z87uDtXguT/T60pF6lkxIIk6GK4kokEIaYWrvA2WVzOCJTadw+RQO1PScBv/NvNyI\n", "f45Bp2VuXgJz84Z3lBup/afXasgZ17MeFPRMWDLQ0ifBUvt3K/liRwrpGOPw+HH1GsdZ3eZCUZQb\n", "btZ5rUbDp27NwmLU0djl5pGZGUNOSiJEqKRHGmFq7wN11VexfEoKACadhgdvTldVEY3k/stJMPHl\n", "j43ne/cUMSUj/EH0av9uJV/syBHpGGNva+Zzt03kvkmpmPXaPvef36jU9IdC3JjkXnshhCC8e+3l\n", "1F4IIcIkhTTC1N4Hina+mnYnO8+2sLeqjTaHd9ivV/P+U3M2kHyxJD1SETHN3W6e3VFBVVvPyqGf\n", "m53FQzMzY5xKiOiTHqmImIpmB1/YdCqwPTnNyk9WTMSoU9+Jz/kWB9vPNpNg0rOoKEmGRgmZj1So\n", "Q6JFz5R0Kx819AyCv7M4SZVFtKnbzdNvl9NweZmQ6jYnf39HHnoVZhWjg/zmRJja+0CRztfm8LC3\n", "qp33yltxef185+MFPHNXIT+6dwJLipNjnq8/Do8/UEQBzjU7cPn8Q75urH23kab2fOGQI9IxzOX1\n", "YdRpQx5n6VcUtpxs4n//UgfA1HQr/3h3EQsK1L3KbLLVwCempvLaySYAPjkjgzij/KcgQqeaHqnf\n", "70dRFHS6weePlB5p+DxeP7ur23n1WANT063cPz2DdFtwszP11u328tUtZ/ssJfJf66aQNwoG+Xc4\n", "vVS1OjHqNRQmWTCGeR++GP1U2SOtq6tj586d6HQ6Fi1aRFZW1oDP3bZtGxUVFaxevZrs7OxoRRKX\n", "VbQ6+OGfK1GA0412MuNNrJmWPuz3sRh0LCpK5PeHeo5Ip2XGMc40OmakH2fWMz1L1l4SkRG1P8Nl\n", "ZWU8+uijPPTQQ+zfv3/Q5y5btozFixdHK8qIUnsfqLS0FKfHT+/TkFZHaGuzazUaVk5J5fv3FPHd\n", "JQV8a1E+iZbwlidW8/5TczaQfLEUtSNSq9Ua+NloHP5po4ievEQzHy9K5N2KNpItehZPGP5FoSsS\n", "LAbmDHOqPCFuNFErpL1brwZDeEcpo4na51y8ku+L83N5eGYmVqMupP5otKh5/6k5G0i+WIraqb3P\n", "d3VZh0jPvtP7FKG0tFS2Q9geZzZQkGzhzOEyVeSRbdlWw3aoonbVftOmTaxZswZFUdi6dSsrV64E\n", "4Pjx42i1WqZOndrn+SdPniQxMXHIi01qv2pfWlqq6r+8ki90as4Gki9cqrxqP3fuXNavX4+iKNx1\n", "112Bx/fu3YtGo+lTSN955x0qKiowm80UFBSwcOHCaMUSEeRXFM63OGh3eskeZyIzXm6zFGOTasaR\n", "BkvtR6RjyfG6Lr715jk8foXCJDPP3lMkxVSMWjIfqYiJfdXtgVU6z7c6qe1wxziRELEhhTTCItG4\n", "jqZI5ivqtbSxQachwRx+p0jN+0/N2UDyxZLcYCxCNis3nu8szud8q4O54xMoTFb/raFCRIP0SIUQ\n", "AumRCiFETEkhjTC194EkX+jUnA0kXyxJIRVCiDBJj1QIIZAeqRBCxJQU0ghTex9I8oVOzdlA8sWS\n", "FFIhhAiT9EiFEALpkQohRExJIY0wtfeBJF/o1JwNJF8sSSEVQogwSY9UCCFQ6Qz5YvjqOl34/Arp\n", "NiMGnZwsCDFayH+tETbcPpDH58fnVzh6qZO/2XiKv97wEX8ub8Xj849ovk6Xl06XNyqfORzh9tFa\n", "7B7anZ4IpelL7T0+yRc7ckQaQ0cvdfLfH14iLc7I9CwbDk9P8fzZB9VMy7CRkzAyy3acqO/ipx9U\n", "o0HD1xbmMSU9bkQ+N5IUReHgxU6ee78ak17Ldz6ez6S00ff/Q4xO0iONkYvtTv5202mc3p7i+bGC\n", "BFrtXk42dGPWa/n1/ZNHZP2jFruHL24+TbO95yguM97Iv64qIdFiiPpnR1Jdp4v/8+qpwP4sSrbw\n", "3Ipi4oxyrCCCIz3SUcjjUwL/0QO0ObxMSbfg8Pp44vbcEVtEzq8ouHu1EdxeP/5R9af1Kl+vYwK/\n", "ojC6DhHEaCY90ggLtg+UEW/kM7OyADDrtXx2dhafmZXNT1eUcHNW/IjlS7Ea+NbifMx6LRaDlm8s\n", "yifZGruj0VD7aOk2I08tKcBq0JJs1fPVBeOxmSJ7nKD2Hp/kix05Io0Ri0HHmmlpzM9PwKDTkJPQ\n", "s95R7+PQ2g4XLQ4PqVYDGVE6QtVoNNyWO47/vH8yGjSkxxuj8jnRptVouD0vgf9cNwWdBpKto/P/\n", "hxidpEc6wipaHOw400yCWc/iCUkDnsJXtTr4zlvlNNk9ZMUb+f7SCYxPlMXlhIgW6ZGOEo1dbp7c\n", "do4We88wo0udLr7ysTx0Ws11zz3X7KDp8gWg2k4351sdUkiFUCnpkUbYYH0gh8cfKKIAZxodfS70\n", "9HbtGvEJEer3qb1PpeZ8as4Gki+WpJCOoCSrnuWTUwDQAA/enIHFoOv3uVPS4/jWonw+XpTIU0sK\n", "KEmzjmBSIcRwSI90hLU7vVS3OjHpNRQmWTDo5W+ZEGogPdJRJMGsZ3qWLdYxhBARJIdDEab2PpDk\n", "C52as4HkiyUppEIIESbpkQohBLJmkxBCxJQU0ghTex9I8oVOzdlA8sWSFFIhhAiT9EiFEALpkQoh\n", "RExJIY0wtfeBJF/o1JwNJF8sRe3Oprq6Onbu3IlOp2PRokVkZWVF5LlCCKE2UeuRbtmyhVWrVgGw\n", "efNmVq9eHZHnSo9UCBENquyRWq1XZysyGgefrXw4zxVCCLWJWiHtfaBrMAy+BtBwnqt2au8DSb7Q\n", "qTkbSL5YilqP1OfzBX7WaK6fAT7U5yYmJnLo0KHwwkWR1WqVfGFQcz41ZwPJF67ExMSQXxu1Qupw\n", "OICeo80rPwMcP34crVbL1KlTh3xuf2bNmhWFtEIIEbqoFdK5c+eyfv16FEXhrrvuCjy+d+9eNBpN\n", "n0I60HOFEGI0GHV3NgkhhNrIgHwhhAiTFFIhhAjTDVdI/X5/n1EAYnCyv4QIn6oXvxvuraPbtm2j\n", "oqKC1atXk52dHfNMsbj1dTifORL7K5x8J06c4PTp0/j9fubNm0dubq5qsu3Zs4f6+noA8vLyRmQ0\n", "yXB/nxwOB88//zyf/vSnR+T7HU6+119/PfAHfMKECUyfPl1V+QAqKio4ePAgJpOJZcuWDX6zkKJi\n", "r732WuDnTZs2BfWaEydOKBcvXoxWpGFlCiV/uIb7mdHeX9caTr5du3YFfn7jjTeilumKUL+vt99+\n", "OxpxrjPcfG+99ZZy8ODBEft+h5Nv+/bt0Y5zneHka21tVUpLS4N+b1Wf2qvx1lG13/qqxn3W23Dy\n", "LVy4MNpx+hjuvqusrOS5556juLg4mrEChpOvtbUVq9WK2WyOdqyA4eTz+Xxs3LiRV199dcQG6Q8n\n", "3+HDh4mLi2Pjxo2cOXNmyPdWdSFVVHjr6HAyxSK/GvdZb6Hk27FjB3PmzIlWpIDhZisoKOCLX/wi\n", "Bw4ciGasgOHkKy0tZcGCBdGO1Mdw8i1btoy1a9dy//33B1ok0TacfA0NDbS1tbF27VrOnj2L3+8f\n", "9Pmq6JE2NTXx8ssv93lsxYoVw7p1dKRE69bXSFHjPuttuPl27drFxIkTSU1NjWYsILR9ZzabiY+P\n", "j1akPoaTr76+ni1bttDQ0EBBQcGI9EhD/d0bqT/4w8135YwoJyeHlpaWQX8HVVFIU1NTeeKJJ657\n", "/ODBg0D/t472d6vpSIjWra+xyBcLw8n3wQcfkJGRQUFBgeqytbS0kJycHHi+2vJ9/vOfB+DkyZNh\n", "3UMerXxVVVXk5+cD4HQ6VZevpKSEiooKiouLaW1t5aabbhr0vVVRSAcy2K2j/d1q+s4771BRUYHZ\n", "bKagoCAqPTa13/o6nHwjsb9CzdfQ0MDu3buZPHkyp06dorOzk8cee0wV2QB2796Ny+UCYPbs2VHN\n", "FUo+6Cn2paWlI3ZEOpx8VVVVlJWVATBz5syoZxtuvpkzZ7JhwwaOHTtGWlrakEfNcouoEEKESdUX\n", "m4QQYjSQQiqEEGGSQiqEEGGSQiqEEGGSQiqEEGGSQiqEEGGSQiqEEGGSQnoDevbZZyP2Xg0NDbz0\n", "0ku89tprvPzyy3i93j7/vnXr1n5f5/V62bJlC5s3b+aVV14JauKH/hw8eJBf/epXIb32RjbQfr/W\n", "22+/zauvvhrlNELVdzaJ0Dz++OMRe693332XBx98EI1GQ1NTE7t27eLOO+8M/PtAt74eOHCAhQsX\n", "Bm5P/MMf/kBJScmwP3/WrFlUVVWFFv4GFuwtx0uXLmXjxo1RTiOkkN5A6urq2LdvH+Xl5Xzta18L\n", "PG6329m4cSM2mw2dTsfp06f5+te/Hvj37du309XVhU6nw+PxsHLlSkwmEwA6nQ6Hw4HVag1MzQY9\n", "R5xvvfUWp06dYvPmzQBMnDgxcE/y7bff3ifbcCaxeOedd2hpaUGv16PT6frMvHP69GkOHz6MxWLB\n", "6XQye/ZsioqKqK2t5be//S0TJ05k7dq11NfX89JLL5GWlsZDDz2EXj/wr/q2bds4ffo0SUlJjBs3\n", "DrvdzowZM5g2bdqgnwk9U+lt376dGTNmUFlZidFoJD09PTDz0u7du2lsbESn0wVuKV23bt2Q+6Cy\n", "spLdu3djs9nQarU0NTXx2c9+FoD333+/z35PSkpi0aJFQM/3smnTJrRaLYqijMhk4gJ1T+wsQvPy\n", "yy/32a6oqOgz+XBlZWXg5927dyunT58ObHd2diqvvvpqYLu5uVl55plnlN///vfKD3/4Q8Xv9w/6\n", "Wf3ZsmWLUlVVFVT2EydOKHv37g1sNzY2Kj/60Y8URVGU7u5u5cUXX+zz/FdeeUVxu92KoihKfX29\n", "8pHTjWkAAAN8SURBVM477wT+bf369UF9pqIoyje+8Q3F5/MFtv/0pz8pdrt9yM+8kvnnP/+54nK5\n", "+jzv9OnTyv79+wPbfr9f2b17d1B53njjjT77rPd3pigD7/fXX39daWxsDGzv379feeWVV4L6TBE6\n", "OSIdAwoLC/H5fLz99tuBqcSuzLxz8eJF5s+fH3iuzWbr89pt27bx5JNPYjKZuHjxIjt27OCee+4J\n", "6nO9Xi8bN25k4cKFZGZmBvWas2fPsnTp0sB2ampqYImR+vp6Ojo6Akdi0DNzUGtrK+np6aSnp9PY\n", "2Aj0HJ0P52hs+vTpaLVXLxmUlJRw6dIltFrtoJ95xZIlS66bLPjMmTPcfffdgW2NRtNnXw/mvvvu\n", "48CBA5w8eRKv10t6enrgOxtMV1dXn+neZs6cSXV1dVCfKUInhXQMOHLkCDfffHNgJvc9e/YEpjHL\n", "zc3lzJkzgf5lV1fXda+/cpqfkpKC3W4P6jO7u7vZuHEjK1euHNY0bhMnTuTw4cPMmzcPgMbGRi5c\n", "uABAbm4uGRkZrF69OvD8ayfcnTVrFh9++CEXLlxg5cqVQX/u8ePH8fv9gWJ67tw5VqxYgU6nG/Iz\n", "FUXpt3VRVFTEsWPH+swO1XtfD+Yvf/kLt912W2D7j3/8Y1CTW8fFxdHU1BQopocOHRqxaf7GMpn9\n", "6Qby3nvv0dbWxrFjxwJHWMuWLWPr1q19jrYAVq1aFXjsSo9Uq9Xi8XhYtWpVoHhWVlZSVlaGyWTC\n", "6XSycuXKPks2vP/++7S0tKDVavF6vcyfP5/MzExeeOEFsrKyAkdp1/ZtB7Njxw5aW1sxm804nU4a\n", "GhqYN28es2fP5sKFCxw4cCDQ8+zq6mLlypV9Jlf+zW9+Q2ZmJsuXLw963/3617/GZrNhNpvxeDzc\n", "fPPNTJ48GWDQzywrK+Pw4cMApKenk5OT06cAvvvuu332z6RJk5gxY8aQeX75y1+SlZWFoij4/f4+\n", "fVfoKchHjhzBZDKhKAqFhYXMmDEDr9fLhg0bMBgMaLVabDYbBw4c4JFHHhmxeV3HIimkQgCvvPIK\n", "DzzwQKxjiFFKxpGKMW/btm2cOnWKN998M9ZRxCglR6RiRFVWVgZOha9VUFAQldnSY/GZg+nq6mLn\n", "zp399i5tNtuIraYgIkcKqRBChElO7YUQIkxSSIUQIkxSSIUQIkxSSIUQIkz/H5Q2+/1wWnQwAAAA\n", "AElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.816263\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVIAAAFHCAYAAADzzsTHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd8VOed7/HP9KbeG0hIohjTbKoxAa9tDIkNwdhOXFI3\n", "8ZbkZvduyibZbLLJJk7ZdXadV+7NxrnOpmwcHGMDxo0ajC3AVGPTm5BAEup1pOlz7h+CQQIkjXRm\n", "pEfi9/5LRzoz8+XM8JtznvMUg6ZpGkIIIYbMONIBhBBitJNCKoQQOkkhFUIInaSQCiGETlJIhRBC\n", "JymkQgihkzleT1xbW8v27dsxmUwsWbKE3NzcPvd99dVXCYVCAJSUlDB9+vR4xRJCiJiLWyHdt28f\n", "TzzxBAAbNmxg1apVfe5rt9tZunRpvKIIIURcxa2QOp3OyM9Wq7XffUOhEOvWrUPTNCZMmMDtt98e\n", "r1hCCBFzcSukPQdMWSyWfvddvnx55Oc333wzXpGEECIu4lZIr7R5AhgMhqgfN1DR3bJlCyaTaci5\n", "hBDiRlJSUpg9e/aQHhu3QurxeIDuM9MrPwMcPXoUo9HI1KlTI7+rrKyksLAQAK/X2+/zmkwmufQX\n", "QsTcoUOHhvzYuHV/mj9/PmvWrGHNmjXMnz8/8vs9e/awe/fuXvtWVlaydu1a1q5dy+TJk+MVaViU\n", "lZWNdIR+qZxP5Wwg+fRSPZ8ecTsjzcvL47HHHrvu908++eR1v1u8eHG8YgghRNwZRts0etu3b5dL\n", "eyFEzB06dIh77rlnSI+VkU1CCKGTFNIYU70dSOV8KmcDyaeX6vn0kEIqhBA6SRupEEIgbaRCCDGi\n", "pJDGmOrtQCrnUzkbSD69VM+nhxRSIYTQSdpIhRACaSMVQogRJYU0xlRvB1I5n8rZQPLppXo+PaSQ\n", "CiGETtJGKoQQSBupEEKMKCmkMaZ6O5DK+VTOBpJPL9Xz6SGFVAghdJI2UiFE3IQ1jfPNXjr9QfKS\n", "bGS4+l9ReCTpaSON2wz5QgjxwSU339p0jkBYY1ZeAl9fUki6wsV0qOTSPsZUbwdSOZ/K2UDyDcWW\n", "000Ewt0XvYdr3NR2+Ec4UXxIIRVCxM3EDGfkZ7vZSIJtbC6lLm2kQoi4aeoKsKeylQstPu4qSWVq\n", "tmukI/VJ2kiFEEpKd1p44JbMkY4Rd3JpH2MqtlP1pHI+lbOB5NNL9Xx6SCEVQgidpI1UCCGQsfZC\n", "CDGipJDGmOrtQCrnUzkbSD69VM+nhxRSIYTQSdpIhRACaSMVQogRJYU0xlRvB1I5n8rZQPLppXo+\n", "PaSQCiGETtJGKoQQSBupEEKMKCmkMaZ6O5DK+VTOBpJPL9Xz6SGFVIgxoNUToCuthPVH6znf7Bnp\n", "ODcdaSMVYgxYd7SeX75bDUCqw8wzKyaRm2Qb4VSji7SRCnGTO1jVEfm5xROk3RscwTQ3HymkMaZ6\n", "O5DK+VTOBmrnWz45LfLzlCwn6S7LCKa5MZWPn14yQ74QY8C8ccl8b0k2RpuLolSH0ssej0XSRiqE\n", "EEgbqRBCjCgppDGmejuQyvlUzgaSTy/V8+khhVQIIXSSNlIhhEDaSIUQYkRJIY0x1duBVM6ncjaQ\n", "fHqpnk8PKaRCCKFT3NpIa2tr2b59OyaTiSVLlpCbm9vv/h6Ph2eeeYZPf/rT5OXl9bmftJEKIeJB\n", "yTbSffv28cQTT/Doo4+yd+/eAfffuXMny5Yti1ccIYSIm7gVUqfTGfnZau1/uFpLSwtOpxO73R6v\n", "OMNG9XYglfOpnA0kn16q59MjboW0Z4uBxdL/BAplZWUsWrQoXlGEECKu4lZIQ6FQ5GeDwdDvvnV1\n", "dWzcuJGysjKOHj064HP3/GYrKytTalvyDX170aJFSuWRfDdXPj3idrNp/fr1PPjgg2iaxmuvvcaK\n", "FSsAOHr0KEajkalTp173mOPHj5OSkiI3m4QQw07Jm03z589nzZo1rFmzhvnz50d+v2fPHnbv3n3d\n", "/s3NzZSVRXdGqrJYfLvFk8r5VM4Gkk8v1fPpEbf5SPPy8njssceu+/2TTz55w/3T0tL4q7/6q3jF\n", "EUKIuJGx9kIIgaKX9kIIcbOQQhpjqrcDqZxP5Wwg+fRSPZ8eUkiFEEInaSMVQgikjVQIIUaUFNIY\n", "U70dSOV8KmcDyaeX6vn0kEIqhBA6SRupEEIwAm2kBw4cGNKLCSHEWNTvENFnn32WzMxMwuEw586d\n", "o6CggIsXL5KQkMCcOXOGK+OoUlam9pSAKudTORtIPr1Uz6dHv4V0zpw5zJ49m1deeYXPfe5zZGRk\n", "0NDQwI4dO4YrnxBCKK/fS/vZs2cD3XOLZmRkAJCZmTkmZrKPF9W/cVXOp3I2kHx6qZ5Pj6jaSIPB\n", "YK9tr9cblzBCCDEaRVVI09LSePfdd/F6vbz77rukpqbGO9eopXpfOZXzqZwNJJ9equfTI6pCeu+9\n", "95KUlMTmzZtJSkpi6dKl8c4lhBCjhvQjFUIIhqEf6bVtpH/+85+H9GJCCDEWRVVI33jjjV7bbrc7\n", "LmHGAtXbgVTOp3I2GL58Hb4gB6raKTvfQm2HL+rHyfEbOVGt2RQOh+OdQwhx2ZbTTTy7twaAadlO\n", "vn1PMalOywinEv3pt5C2tLQQDAbp7OyksbERTdMIhUJyRtoP1fvKqZxP5WwwPPm8gRDbz7ZEto/W\n", "ddHmDUZVSOX4jZx+C+nx48cJBALU1dVFlkk2m82RNeqFELFlt5i4syiZs00eAErSHCTZ47bYr4iR\n", "ft+hO++8E4CsrCymTp06LIFGO9XHE6ucT+VsMHz57p+SQXGag65AmCmZTtKivKyX4zdyovqqkyIq\n", "xPBJcVi4ozBl2F6vwxfkQqsXq8lIUaodi0mmKR6sQfcjraysZNy4cRiNI3OwpR+pELHT6Q/x+4OX\n", "WH+sAQPwzbuLuKv45hy5GPd+pE8//TSVlZW88cYbVFdXs3HjxiG9mBBCLc1dAdYfawBAA/74Xi1d\n", "/tDIhhqFoiqkkydPprCwEICFCxfGNdBop3pfOZXzqZwNxmY+u8VImuNqC19xmgOryRDLWBGqHz89\n", "omojDYW6v6FMJlNcwwghhlemy8pTy0t4/WQjyXYLSyemYZY20kGLqpC63W62bNlCSUlJvPOMeqrf\n", "lVQ5n8rZYOzmK0l38nd3jo9xmuupfvz0iKqQrl69mrq6OiZMmMD7778vI52EEKKHqM7hnU4nEyZM\n", "AGDmzJmsXr068jePxxOfZKOU6u1AKudTORuol6+m3ccHlzqoauueaF21fNdSPZ8euhtDtm7dGosc\n", "QohBuNjq5R9fP8NXXz/Ll189w/lmOaEZSboLqVzm96Z6O5DK+VTOBmrlq2jxUN8ZAKDVG+Rck0ep\n", "fDeiej495PacEKNQir33sNFUh4zHH0lSSGNM9XYglfOpnA3Uyjcx08H3lhZz/5R0vnV3EVOyXErl\n", "uxHV8+khX2NCjEJ2s4k7CpO5ozB5pKMI5Iw05lRvB1I5n8rZQPLppXo+PXQXUrvdHoscQggxag26\n", "kHq93l7by5cvj1mYsUD1diCV86mcDSSfXqrn0yOqQvqLX/yC3bt3A9DQ0CCriAohRA9RFdK8vLzI\n", "rE/jxo2jubk5rqFGM9XbgVTOp3I2kHx6qZ5Pj6gK6bWTOJvNcrNfCCGuiKqQBoPBXtt+vz8uYcYC\n", "1duBVM6ncjaQfHqpnk+PqE4tp0+fzksvvURxcTHnzp1j2rRp8c4lhLK6/CFavUHsZmPUC9OJsS3q\n", "NZu8Xi81NTXk5ubicDjinatPsmaTGEnt3gDPv1fH+mMN5CdZ+e7SYgpTR+7/g4iduK/ZBN39RYuL\n", "i0e0iAox0ipbvJE1jqrb/fz5XMsIJxIqiKqQrl+/Pt45xgzV24FUzqdyNujO57AY+VBRCuNTugei\n", "OC3qLL8zGo7fWBVVIb12qrw333wzLmGEUJkzJYP9VR1UtXu5PS+Bz8/NZfGE7vXnL7Z6OVjVTmWL\n", "zAt6M4rqZpPVaqW+vp6srCwAfD7fgI+pra1l+/btmEwmlixZQm5ubp/77t69m7q6OgDGjx/P7Nmz\n", "o4mlJNX7yqmcT+VsAKHkPH6z+RwA55u9fHfpBHKTbFS0ePjHN87S6gmSYDXx7/eXUpLuHPZ8sT5+\n", "vmCIsAaOGJ11q/7+6hFVIe3s7OQ///M/Izd5Tp48yapVq/p9zL59+3jiiScA2LBhQ7/791ziecuW\n", "LdFEEmLYeYO913v3Bbuv1C60emn1dHcRdPtDnG/2jkghjaWKFg+/2F1Fhz/E3y7IZ0Zu4khHUlpU\n", "l/YOh4Mf/ehHPPLIIzzyyCNMnz59wMc4nVc/SFardcD9Kyoq+OlPf0ppaWk0kZSlejuQyvlUzgaQ\n", "GGxnWrYLgMmZTqZkdv+c5rDQcyX4DNfIdImK1fHzBUP8YncVhy+5Odfk4Z83l1PbMfBV6EBUf3/1\n", "iOqM9NouATNmzBjwMT17VVksA3+wioqK+OIXv8grr7xCcXFxNLGEGFbuuot8+975tHuDJNnMpF7u\n", "Qzo5w8mPPlzC+5fcTM1yMSVzdJ+NhsLQ7rt69u0LhgmGo+oledOK6ow0ISGh13Y0hS4UuvpGGAyG\n", "fva8ym63k5g48CVEz2+2srIypbYl39C3Fy1apFSeG+U7dnAvF48djBTRsrIy9r67m9vzk/jsnDyC\n", "F49yYO+eUX383j+4j79dkI/dbMQA/M3cLLJdVmXyxfv/x1BE3SG/oqKC+vp6br/9di5cuDBgMV2/\n", "fj0PPvggmqbx2muvsWLFCgCOHj2K0Whk6tSpkX2bm5tJS0sD4PXXX+f+++/v83mlQ74Qw+NSu4+Q\n", "ppHtsmIxj/054OPeIf/dd9+lpqaGqqoqzGYze/fuHfAx8+fPZ82aNaxZs4b58+dHfr9nz57IlHxX\n", "7Nq1i5deeomXXnqJW2+9dZD/BLXE4tstnlTOp3I2iF++UIwum2OdLzfJRkGyPWZFVPX3V4+o2khr\n", "ampYvXo1GzZsAMDlcg34mLy8PB577LHrfv/kk09e97srZ6tC3Ez8wTDH6zs5UNWO02JkYWEKRWky\n", "cnA0iqqQmkzqjN5Qnep95VTOp3I2iH2+ylYPv3y3mvLm7k78pxu7+MZdRdiH2G/zZjt+KonqnN3j\n", "8RAIBAAIBALXjXQSQgyeP6hR0WMk1KkGD56g/N8ajaIqpPfddx/PP/88J0+eZOPGjSxdujTeuUYt\n", "1duBVM6ncjaIfb4Ml4X7JqVFtj96awaJtqFPmn6zHT+VRPWupaWl8ZnPfCbOUYS4uWQn2nh8Zg53\n", "FKZgMxqYnOXCbIyuq6BQS9Tdn44fP865c+eYPHkykyZNineuPkn3JyFEPMS9+9PWrVtxu90sW7aM\n", "1tZW3nrrrSG9mBBCTd5giNONXZys76TLHxr4AaKXqAppa2sr8+bNw2q1Mm/ePJqamuKda9RSvR1I\n", "5XwqZ4Oxmy8U1thxtoX/teEUf7fxNK+eaIxMyBJLqh8/PaIqpH2NlW9vb49pGCHE8GvzBvndwUuR\n", "7d8dvESrJzCCiUafqAppV1cXjY2NADQ2NkYmJNmxY0f8ko1SqveVUzmfytlg7Oazm42MuzzjP0B+\n", "khVbHIaEqn789Ijqrn1tbS3PPfcc+fn5VFdXU1RUxNq1azl58iQf/ehH451RCBFHTquJv79zHK+f\n", "bMQf0lg5NYMUh6yOOhhRFdLFixczZ86c635/4MCBmAca7crKypT+5lU5n8rZYGznK0ix89cLCmKc\n", "qDfVj58eUZ2/36iIXvn9tm3bYhpICCFGm6EPo7jM7XbHIseYofo3rsr5VM4G1+dr8wZocAdwWo3k\n", "Jdn7eNTwGW3HbyzRXUiFuBm1egI8u7ea7WdbSLSZ+NHyUiaN8pnxxdCN/dlah5nqfeVUzqdqtlBY\n", "o6bNy/tnL0R6rFS1+dh+tgWADl+IN081jmREQN3jd4Xq+fSQM1Ih+hEKa7xT0cpPdlRgNhr4riOF\n", "2flJOCxGjAa4MidzTqIt5q99vtlDZYuXRJuRgmQ72XF4DREbUkhjTPV2IJXzDZStpt3HxVYvKXYz\n", "xekOLKb4X1A1dvr5952VhDQIhTR+VnaRn6+cTFGqg+8tLWbtkTompru4qzglpq97odXLNzedpbkr\n", "iN1s5It35DOnwEC6q+8VeePx3ja4/bxT0cqldh9LJ6YxKXPgSd37ovJnTy/dhTTahe2E0KO2w8e3\n", "N5/jYpsPowGeWlbC7IKkmL9OvdtPIKSR6bJgNRsxGQ04zEYClxdzdFlMmIxgMhqYPz6ZOQVJmOIw\n", "Y1NVm5fmriAA3mCY6nY/E73BfgtpLFQ0e6h1+8l0WShJd/LayUbWHK4DYPvZFn7+0UnkJ4/8jTXV\n", "RPWVXl9f3+ffhjpbylilejuQyvn6y1bv9nOxrXtt9bAGuytbY/76x+vc/M26k/zl2uNsPt2ELxgm\n", "w2Xle/cVU5zmYEqmg68uHk9CjzlD41FEAdIdFno+dabLQpK9//Meve/t+WYPX37tDN/ZUs7/3nia\n", "0w2dnKrvjPzd7Q/RFRj6GHyVP3t6RVVIf/e739HW1nbDv127VLMQ8ZDiMOO0XP24Ts2K7ecuEArz\n", "//bW4PaH0ICf766itqO7cN+ancBPH5jI50o0SjKivzMfjm6GyhsqzXDy4w+X8OjMbL55VyGz8hLI\n", "iPPZaFWbF/flmZ98IY3KVi+rp2dFCvqHipLJdMmIpxuJaj7SP/7xj6SlpdHR0cHcuXMpKioahmg3\n", "JvOR3rzONHZxpNZNbqKVadkJJA5whjYYobDGd7eWs/di90Q8901K447xydjNRiZmOAc8G+ypuSvA\n", "ltNNHKzu4P4p6SwoTKbDF+JsYxcWo5GJmQ6S7eoVpBP1nfzDq6cjN9Cevr+UW7MTON/swRMIU5Bs\n", "I9WpXu5Y0TMfaVSF1O/3Y7VaCYfDHDhwgBMnTvDpT396SC+olxRSES+VLR7+754qMp0WLCYjb5zq\n", "ni7ysZnZPHFbDtYoJ/LYca6ZH+2ojGw/fX8p6482sKuyDYfFyCPTs3hsVk7cmgWGKhjWOFnfyZnG\n", "LiakObglyxWXyUtUFfeJna9Ml9fc3ExVVRUpKbG9QzmWqN4OpHK+kc5WmOrg+/cV8/htOWw90xz5\n", "/RunmujwBaPO13L5JtEV7d4QJ+o7+eIdBTwwpXtdpuau2E9Tp/f4mY0GpuUk8OC0LGblJca8iI70\n", "+xtPUV2vvPDCC2RkZJCRkcEDDzyA1RrfthohRorNbCLZrjE9J4FDNR0AzMpNwGWNfonk2/ITSXOY\n", "afYEmZGbQGGqnU/ensMv363GF+q+AMxKsJCZIP+PxoqoLu1/85vf8JnPfEaJrk5yaS+Gw6V2H+/X\n", "dGA0GpiZm0h24uCKXm2Hjw5fiHSnhTSnhd0VrXx32/nI3z91ew6fuD031rGFDnou7aM6I33iiSeU\n", "KKJCDJfcJBu5SUMfSZSTaCMn8er2+FQ7GU4LjV0BTAaYmZfY94PFqBNVI4jVaqWiooJ9+/YRDAYp\n", "Ly+Pd65RS/V2IJXzqZwN4MB773Ogqp2XjtRxvM49qO5NBcl2/u0jpfzrfcX8bOUkpmYNfYRQX1Q/\n", "fqrn0yOqM9J3332XcDhMbW0t8+bNY+/evRQXF8c7mxBK8biy+f6mc0D3jZlnVk5i0iD6lRak2ClI\n", "kVFBY1FUZ6Q1NTUsXLgQo7F7d5cr9t+mY4Xq44lVzjfS2U7Wd/J/dl9kw7F6Gjv91/290X/1v0sw\n", "rMXlzrseI338BqJ6Pj2iOiM1maK/YymEajyBEFVtPozA+BQ7lht067nY6uUbb56NDIH0BsI8Oiun\n", "1z5TslxYTAYCIY1Uh5k8HW2oYmyJ6ozU4/EQCHR/+wYCAcLh2K95PVao3g6kcr54ZPMHw7xxspEv\n", "bjjFFzac4q3zrYTC17dtdl4zjvxUY9d1+7SfP8bPVkzi+/cV8+/3T2S8YpfpKr+3oH4+PaI6I73v\n", "vvt4/vnnqa2tJRQKsXz58njnEiImLnX4+PX+7jXbNeC/99cwpyCR1GtWycxOsDJ/XBJ7L7ZjNhpY\n", "cUvGdc8VCPgpzXBSOhzBxagSVT9SlUg/UhGtlq4AO841s/FEIzXt3W2eM3Jc/Ot9JThv0MG+qTNA\n", "TbsPp9VEUao96iGc5c0emjr9ZCfalDtLFdGLez/Sa23atEnOSoXyat1+fr3/Ek/Oz+fIJTc2s4HH\n", "ZuXcsIgCpLsspA9ydqMzjV185bUzeINhku1m/v0jpRSlOWIRX4wi/baRPvXUU6xbt47f/OY3fPOb\n", "3+T555/n61//OhUVFcMUb/RRvR1I5XyxztY9CbOBX75bRU2Hj+k5CYyL8ozR7QtyvM7NmcYuAsFw\n", "n/nON3vwXv57mzdIVbvvun1aPQHevdDGO+dbqHNf3xsgVlR+b0H9fHr0e0b6iU98gsLCQv70pz/x\n", "gx/8AJPJxMc//nFefPHF4conxJCNT7Xz4w+XsvVME+NT7Mwd13tG/Q5fEE3juinyPP4QL7xfx4sf\n", "1GMA/vGuQu4uSb3ha2T1GC9vNEC6o/dzBcMa6481RGaZn5OfyDf+omhQ0/IJ9fX7bhYWFgJgsVgi\n", "XaDMZjNOpyw72xfV+8qpnC8e2aZmu5ia7cITCGHtscbTqYYufvp2Jf6Qxpc/NI4ZuVeHbDZ7Arz4\n", "QfeqEBrw/Hu1zCtIYt4dC+nwBkmwmSJDpqdkOfnh8hLONHZxa7aL0ms66Hf5Q+wsb4lsH6juoMMX\n", "jEshVfm9BfXz6RHVu+n1enttu93uuIQRIlotngBd/hDJdnOvpT96CmtaZA2ig1UdhDV4dGYWTquJ\n", "p3dWUtna/bn+3rbz/PLBKZHZmOxmE5lOCw2XO9xPSLXT5gvy2101nGvy8sRt2SyekIrVbMRuNjGn\n", "IIk5fawf5bAYWVSUEinMM3MTSOwjrxi9onpHZ82axQsvvMCkSZM4deoUs2bNineuUausrEzpb16V\n", "80Wb7WKrl5/srOC23CTyk61Mz04g/wZtn4eqO/iXLeUEwhr3lqbR5g2y50Ibf1Gchj90tc9oIKT1\n", "Gjef7rLwg+UlvHaikUSbiQ9PTmfz6WbePt+93M7B6g5MRgPhcHcn/fzkvjvmW0xGVk/LYmq2i0BQ\n", "Y0rW4GbbHwyV31tQP58eUb2jU6dOZcKECVRXV7Nq1SocDrkrKUbO/ovt3F2Sxosf1NHcFWRatotv\n", "3FVIVo913wOhMM+/V0vgcuf7bWeb+eTtObR5QyQ7zPzDh8bzvW3nCYbCfOMvCq+bG3RCmoMv3Tku\n", "st15eS2jolQ7DospMgN+abqDHywrIa2fJTjSnBYWFspk6GNZ1FNgOxwOSktLryui27Zti3mo0Uz1\n", "b1yV80WbLcFmoqkzEFmu+GhdJxUtvZufzEYD41KuFlanxYjVZGDJhO6CNisvkV+tnsJzD9/CgvHJ\n", "GAeYJnL55HSyXBbGJds5Vne1aetsk4cOX7CfRw4fld9bUD+fHrqvMaS9VAy3mbkJeC4P58x0WZiW\n", "k0Caw0x5UxcnGrpIsZu5NdvFozNzcFlMXOrwserWLAqSbb1W4hzMDPUT0hz8bOUkAqEwb59v47nm\n", "mkiW5EFeqmuaRk27j0BIIzvRisMic1mMdtLqHWOqtwOpnK9ntjZvELcvSKLNfF2bYnaijTsLk7EY\n", "oTMQZtOpJl74oJ6J6Q5+faB7OOjn5+XxsRnZ/PWCgpjlO/HePhYtWsTyKWaK0x34gmFKM5ykOAbX\n", "if/9S26+vfkcvpDG5+fmsXJqBvYYFFOV31tQP58eUkiFcurcfp555wIHqzuYmZvAVxePJzux9w2d\n", "jAQrpRkuvvTKKTTgYpuPZLuZTJeFhs4A+y6089C0rLis1JlkM/d5l34gvmCI5/bVRNZuem5/DQvG\n", "JzM+Vc5KR7ObZ63VYaL6N67K+a5kO93QycHq7oXn3r/k5mTD9TMxAQTCYXpOFOENhrBc7it6d2lq\n", "zItoLI6d2Wgkw3X1/MVhMWIxxSanyu8tqJ9PDzkjFcrp2XH+RttXjE+x89C0TF4+2kCWy8LiCakU\n", "JNkoSHEwKzdhOKIOmslo4HNz8zEZjTR3BfjLOXm61oYSatB9RiqL4vWm+nhiFfL5g2H2X2zjv/ZU\n", "sauilS5/913vQx8co7rNy/gUG0/MyiYvycrHZmQxOfPGI+kSbWY+eXsu//3ILfxs5WQmZTq5d2I6\n", "CwuTSYxDX81YHDtfMIwvFObTs3N4alkJ02NY8FV4b/ujej49dH/ahjrtlLh5nW7s4lubuxdQXH+s\n", "gR8vL6E43cH2Rjtb952gMMXGt+8p5sHpWTgtJsz9XKI7raY+Z3NSTTCssf1sM8+UXQTgHxaNY+mk\n", "9H7/fWJ0iKqQBoNBzOaru/75z3/m7rvvBiAh4cbfqLW1tWzfvh2TycSSJUvIze17De9jx45x6tQp\n", "wuEwCxYsoKAgdndah5vq7UAq5Gvx9F7rqLErAAbYWt4OQGWrj70X23hkRvagntcbDHG6oYvGzgCF\n", "qXZK0mM7J4TeY9fiCfCrvdWR7V/tq2HuuKReXbL0UOG97Y/q+fSI6tL+jTfe6LUdTd/Rffv28cQT\n", "T/Doo4+yd+/efvdtampi9erVPPzww3zwwQfRRBKjSGOnn92Vrey90Earp7vIpV8eCZRoM1GS7ojc\n", "JLrCaRl8q9Ox2k6++vpZfvxWJV957QyVLZ6Y5I8Vm8lIduLVopmTYOmz/VeMLlG9i0NZo6nnDFFW\n", "a//fuIsXLx7086tK9Xag4c7X6Q/xq73VfHfreb69pZy1H9STk2Dj6ftL+bcPl/KfD0yiJN1JSZqD\n", "z92eSV6SlaUTU4fUvehE/dW7+12BMBUtXvZeaKO5c3CrfV6Zi/RUQyfeYCjye73HLslu5pt3FXFP\n", "aSr3lKby9btiO52efPZGTr/vYktLC8FgkM7OThobG9E0jVAoFNUZac8VTCyW6Dosb926lXnz5g24\n", "X8+OvVfeHFW2jxw5olSekc539kI1b59v5Yrt55qZm+xl1pQS8pPtlJWVceHy/sXhOv73tETCgXay\n", "E4sG/Xq3Zrsw0D31XaLNRHWbj98evMSSoiT+/kOFJNjMAz7fwcMfcMmSTZtfw2SAi01ukjsuMHfu\n", "3Jgcj6oy6b/EAAAgAElEQVTjB7kv2cVtt902LMdftge3PVT9rtm0a9cuAoEAhw4diqyTZDabmTlz\n", "JomJiX09DOi9HMm2bdu49957+91/586dFBYWUlRU1O9+smbT6NLhC/KTHRXsq+ruF/qRKen87YJ8\n", "bObY3yAKBMOcauyiodNPmzfEbw/U0BUIYwB++7Gp/XYzqmr1UtHqJcVmYuvZFt481YTRAE/Oy2Np\n", "aRpJgxy9JEafuK3ZdOeddwKQlZXF1KlTB/XEHk93+5SmaZGfAY4ePYrRaOz1fO+88w7Z2dkDFlEx\n", "+iTazHzpznEcr+/EZDQwNct1XRHt8ocwGtA9TNJiNjItJwFfMMwvdldFlle+NduJq587+7UdPr61\n", "+RyXOvx86vYc3jzVBEBYgy1nmrm3NE1XLjH2RT2N3mDNnz+fNWvWoGlar7PRPXv2YDAYIs9ZX1/P\n", "rl27mDJlCidPnqSjo4NPfvKTg349Vag+nngk8mUn2q4b4nnFkVo3/3d3FQ6LkU9NS+K2CTmDem63\n", "L0inP4TLaopM8OwJhLj/lnQWF6fQ2BlgRm5Cv22RDe4Alzq611LyBsOkOMy0err7thal2HFdfl55\n", "b/VRPZ8eUbd0t7W10dTURF5eHnb7wAuI5eXl8dhjj133+yeffLLXdlZWFt/4xjeijSHGkPoOP9/e\n", "fC5y5vibcJgpBZlRz4bU4Pbz7N5qdlW0srAomb+ZX4CGxn+8c5FD1R2UpDn453uKBhw5lOY0k2I3\n", "0+oNsvF4I/9y7wTeKm8h1WFh+eQ06ecpBtRvId23bx/z5s3jnXfewe12k5eXxxtvvMGkSZOYNm3a\n", "cGUcVVT/xlUpX1AL4wte7RHSGQgTCvfZZI/bF8R9+ewz0WbmZENX5EbWO+fbuKs4DZOxe2Z8gHPN\n", "Ho7Xd5Kf3P8Xf36ynZ98pJQzjV2kOi1MyXIx+5peA4FgmOmzFxAMa3EprK2eAAYgWUdbrErv7Y2o\n", "nk+PfgtpTU33nIt1dXU8/PDDAMycOZMXX3xRCqnQLdNl5SuLC3n67UqsJiNfumNcn+svNXT6efbd\n", "at4538rcgkS+dOd4rq1nRgPYzb179DmivKk1Ic3BhD7Wo2/s9LPmcB37q9pZNimNlbdkxnQI6vs1\n", "HTz99gVMRvj6kkJuyVZzngDRt6j6kfYc1QRgNEon4r6o3ldOpXwWk5ElxSn89yNT+dVDU/BVHe9z\n", "39OXzz41YF9VByfqO5mS6WLFLRk8MCWdf1wynnHJNialO/nr+XlMSLPz6Mxsbs3WP7rpSK2bV080\n", "Utvh53cHazndeOPZqIaisdPP97efp87tp6bdz092XqDNO7h+r1eo9N7eiOr59Oj3a/XIkSMEAgHO\n", "nj3LqlWrAAgEAgQCQ3ujhZo6/SEutfuwmAyMS7EPuOxGLFlMRvIut2Ge7edzde3ltNnYvUjdIzOy\n", "+Pmui7x2soksl4WnlpeweloWH56cgd1ijMm/JRDS+t3WQwN6Pl0orDGE8S9ihPXbj/RGKioqSEpK\n", "Ii1tZLqESD/S2PL4Q6w9Us8f3qvFYjTwvaXFzBk3tEmL46n18lrzO861sLAwicdn5ZDusnKgqp1/\n", "2nQust9fzc/j4emDG6N/I25fkA5/CJfFhNsf4idvVXCivosPTUjmbxcUxGx8vKZpHKhq54c7KjEZ\n", "4Dv3TmBGbv99tEV8xK0f6Y1IX8+xpb7Tzx/eqwUgENb4zYEapue4sEV559wTCFHd5sNsNFCQYh/0\n", "jZhWTwC3L0Si3dzv2kcpDgufnZ3LIzO6Z4SyXW4LdVwzJj8lBm2XjZ1+fnm5Pfa2/ET+YdE4/nVp\n", "MW5/mGS7qc923KEwGAzMKUjiVw9NwQAxK9BieEXd2BkIBKivryccDtPR0RHPTKOa6u1A1+azmY29\n", "OqvnJdswRzmRhi8Y5o2TjXxhwyn+Zv1J3q1sYzAXODXtXr6zpZy/fOkEP3mrgsOnK/rd32I2kuqw\n", "RIoodC+H/LUl45mS6eSxmdnclqf/bK5ne+yh6g6O1XWS7LBw/sj+mBbRKwwGA5kuq+4iOto+e2NJ\n", "VP9jysvLeeWVV9iyZQsAr776alxDieGTk2jjh8tLmFuQyPLJaXx6dm7US3Q0dwX41d7unh1hDZ7b\n", "X02HPzTAo646UdcVWUbkQFUHDcHehaTLH6LNE+i3ONvMJpZOTOenD0zks3PzSB+gGPlD4QGL/bVn\n", "1RbpRyoGENXX64EDB/jYxz7Ghg0bMBqNfc5BKtTvK3ejfLdkufj+spJB35ixmAykOsw0Xx4FlJNo\n", "wzqIomO7pqtSatLVz1VFi4dn3rlAc1eQL9xRwNxxSf0W+Gun4btWMKyx/2Ibaw7XUZLu5OMzs8jp\n", "Y7TVpMzuv28/08KC8Uncku0CRud7qxLV8+kRVSGNZiSTGN2Gcnc7w2XlB8tK+MN7l3BZzTw6M3tQ\n", "4+WnZrv42Iws9lS2cU9pGpMyuvtxhsIav95Xw/HL0+L96/bzPLt6CuNShv45rGzx8L1t5wlrcLKh\n", "i3SnmU/cfuPJxlMcFj51ey6rb83CaTVdV/CFuFZUn5Cek45A94z54sZUbweKdb7SDCf/cm8xX1tS\n", "yLgUO82dAY7XubnQ4h3wsWlOC5+dk8czKyfx8ZnZfHCgewJwTdPw9hjxFAprhAfXueQ6vmCYnoOm\n", "GnrMUVrb4ePV4w2sO1JPVVt3bovJSKqzd3vszfbexprq+fSIqpDOmjWLP/zhD9TU1PDyyy9H5mYU\n", "Y0+HL8j7NR0crGqn1RNdf+ErCyA2dvr5yc5K/verZ/i7jac4Wd854GNNRgOJNnOvy3azycjn5+WR\n", "6jBjMsA37y4k06lvGruCZDv3T0kHIMlmivzsDXSvM//z3VX8cm81/7azknavnCiIwYm6H2lXVxd1\n", "dXUUFBREPVFzPEg/0vgJhjVe+qCO/z5wCYD7p6Tz5Lz8qBeXe7+mg6+9cTay/dC0TP56wdX1twKh\n", "MOdbvHj9IRxWE75gmHEp9j67PTV1BvAGQ+yramfbmWYWjEtmSXEK41NvPJRzIG5fkIbOAHazMTKR\n", "SYsnwN+uP0lzV3fxNBq65y7tq/1UjF3D0o/U6XQyYcKEIb2IGB06Ls9+dMUbJ5v4+MzsqAupy2rC\n", "ZLg6UqfgmslC9lS28dSfK9CARUXJhLXus8Mn5+eTeINuRekuC4eqPfzXnu4F4840erBbjLR6Q8wY\n", "wjLGCTbzdd2XEqwmHrw1i1/v7+59sOKWDJLj0MVJjG1RL3538eJFKioq+OMf/8jZs2cHftBNSvV2\n", "oLKyMgKhMO9Vd/CbAzXsqWzDE+jusuS0GnsVqMlZzqgn/YDuiT+eWl7CkuIU/np+PgsKkyN/8wVC\n", "/OmDOq5c/pRVtFGa7mDT6WaaLrdX3ujYeQK9x0t6g2H+a08VXVF0s/IHwzR1+vEG+t7XYjJy/5R0\n", "nr6/lB9/uIRP3JaLo48vjtHw3qpM9Xx6RPXV6/f7yc/PZ+PGjTz++OO8+OKLlJaWxjubiJMzjV18\n", "482zkaL24w+XcHt+Ejazic/OyWNWXgL+kMbs/ESSHdGfnZmMBm7PT+L2/OuHmFrMRiZnujjT2H3j\n", "MtVhxhfUSLGbrxud1FNpuoNp2S6O1nUyLtmGxWggwWZkoDEDbd4gLx2p482TTdyen8jn5ub1Obl0\n", "gs08qGGZwVAYf0iL+kxdjH1R/S8xGo0YjcZINyibTdqP+qJ6X7lFixZRdnnUzhUN7qs3lbITrSyf\n", "nDGo57xyRtvfhMxGg4GPz8giN9FKY2eA2/IT+aCmgx8uL4kUuBsdu+xEG9++ZwKVLV6O1rk5VN3O\n", "F+8YN+CaT2cau/jT+/UAvFXeyrxxSdcV0i5/CKvJEPVIrkWLFlHd5uW3By9xodXLp2fnMn9cctQD\n", "GOJtNHz2xqqoz0jdbnekkA5ynhOhmPEpNtIud6R3WoyUpA/t5g3AqfpOfrbrIgbg7xaNZ3Jm39PW\n", "ZSfaeGTG1QlFFoxP7nPfKzyBEM2eAGlOCw/emskj07Oimgfg2o9o+JoZlvZebOP3B2sZl2LjM7Pz\n", "yE+O7uTgleMN7Czvnkz6X7ed578enMyENP1T9YnRLaqv4ry8PDZs2MCCBQs4evQo5eXl8c41aqne\n", "DlRWVsb4VAdPPzCRHy0v4ZmVkyjNGFohaPEE+P6fz3O2ycOZJg8/2nE+6i5TfWXryRcMsfF4I3+7\n", "vnss/7H6zqgnUylNd3D/LelYjAZmFyQyOdPJy0fq+c6Wc+yqaOX3By9R3uxhZ3krG483RPWchw8f\n", "jqzlBN3F2R/DKfX0Gg2fvbEqqjPShQsXsnDhQgCmTJki7aNjQEGy/bq76oMVCmu9bgZ1+ftfKmSw\n", "GtyByN30YFjjuX013Jqd0O+KoFekOi381dx8Hp2ZjdNiYt/Fdp7d2333f++Fdj4/L4/yfd3P3RJl\n", "8e/s7OTh6RN5r8ZNmzfIY7OydR9DMTYMup+H2Wy+bsZ8cZXq7UCxzJfutPCVxeN5ansFGODLi8eT\n", "pqPj/LXZrCYjiTYTHb7uNticBCsWU/TtkQ6rKXIHvs7tj/xeo7vbE0Cy3czD07Oier4ry5P/31WT\n", "8QXDZDgtfd7hHwk302dPNUOqiJs2bWL58uWxziKGWVjTOF7XycGqdkrSnczMS7hhf86+GAwGFoxP\n", "5rmHbwG6b1QZrhmz7wmEMELUl+Q9ZSVaeWpZCb87eIkUu5nHb8vBGuWNoSuCoTAaMH9cEuuO1NPu\n", "CzEt28XM3ASee/gW7GYjWQmDm75usPuLsS+q/zVbtmyhtbWVc+fOUVRUREVFhRTSPqi+dnfPfOea\n", "PPzjG2cJXr4c/+69E1hYlDKo5zMaDJFRQm5fkAutXsxGI4WpdsqbPfyf3Rexmgx88Y5xA7bF3ujY\n", "Tcly8YNlJUO6M17e5OFXe6sIafA3C/L52cpJdPhCZLosA063F20+lUi+kRNVIXW73XzsYx9j48aN\n", "rFy5kpdeeineucQwaPUGI0UUoKLVy8IhPpc3EGL9sQZMRgPhsIYnGOKHf66g5fLNmX/fWcnTD0wc\n", "1BnvFdEU0VBY43BNB6+daGRyppMlxan8284Kypu7JyH5l63l/Hzl5AGXZh5p1W1e9lS2YzDAHYXJ\n", "kfWshNqi+lRfuVwLX16VS9pI+6b6N27PfHmJVvKSrNS0+7GaDNw2yLWCmjoDHKxup94dYE5BIuGw\n", "xubTTdS7Azw6M7vX6CO3P0RwgDvc0R67sKZdN+1fRYuHf958jpAGuyrbKEq197rD3u4NEdB5Iyze\n", "763bF+Q/37nAB7Xdk70cqGrnn+8uwhXll89o+uyNNVG9Q1emzTOZTLS3t8sqomNEfrKdHy4r5VKH\n", "jxSHmeI+1nXvy+bTTfz2YPcEJxuPN/DXC/Kov9y5/+3zLTw5P59f7KnCZDTw94vGkapzBieAI5fc\n", "/PFwLXlJNh6anhU5Y+v0h3qtxnm6oYv/tXAcT/35PBkuC1+4o4CmTj9nm7ooSrWTl6TemaknEOZ0\n", "49UpK081dOEJhnHJSanyomq5f+ihhwC477772L59O1OnTo1rqNFM9b5y1+bLS7YxuyCJknTndTeK\n", "+qNpGu9furp2V6s3SLbLGll8rqbdT6bTzK8fnsr/e2gKcwsGXpl0oGN3sdXLtzaf42B1B6+eaOSl\n", "I/WRv+Un2ZhX0H1G7bQYmTc+mTsKk/n5RyezbFI675xv5WyTh/94+wLf3VJOfY+7+NGK93ubaDex\n", "elpmZHv1tEySBtEUMto+e2NJ1ENEoXto6IMPPhjXQGJ0MBgMrJiayeEaNxowuyCR/GQ7P/lIKWeb\n", "ukhzWJiS5Yqqz2e0fKFwrwmfq9q8hMIaJqOBdJeVLy8upN7tx2U1RWbT33m+JTJUdHdlG6unZfGH\n", "92pp7Awod/fdbjbx0PQsbstLxGCA4jQHVpmdf1QYUmPn22+/zeLFi2OdZUxQvR0olvnmFyTxs49O\n", "ossXYnyqnVSnhVSnhQmDbCKINltOgpXV0zJZd7QBm8nAE7Nyet2ISnNaevVj1TSNM5cX1wPoCoQx\n", "GiDNYSZ1EJOxRJsvFhJtZmYOcSXUm+mzp5qoPk1lZWVcunQJk6n77OLEiRNSSAUWs5Epma5he70E\n", "m5lP3JbDvaVp2MzGAddwMhgMPDwjmw9qOwmGNZYUp1Cc5uDHHy6NdNmKtWBY43RDF/WdfgqSbEMe\n", "fitGl6gKaVNTE4888khku7a2Nm6BRjvV+8qpnC+abAk2M6WDaDe8LS+R/7NqMp5AiPwkGymOod/w\n", "iibfyfpOvvr6GcIaOCxG/nPFpEHfxItnvpGkej49hnRpn5ExuGnWhBgpJqNh2AoZQHmzJzLTlCcQ\n", "pq7DN6yvL0ZGv4X0+PHjADQ3N7Nt2zby8vIA2L17N5///Ofjn24UUv0bV+V8KmeD6PJNSHNgoHs8\n", "/1CGn+oxFo7faNVvIb1yKj5//vzhyiPGoKpWLzvKWzAAd5WkjukZk6ZkOvmPByZS6/YzPsVOSbq0\n", "kd4M+u1b8fjjjzN16tRIv9Fz585hMpn41Kc+NSzhRiPV+8oNd74Ob5CfvnOB/zlUy+8P1fJM2QXc\n", "vhsvdzwWjp3FZOTWnATuKU1j4jDfaBoLx2+06reQJiR0L4S2detW3G43y5Yto729nd27dw9LODH6\n", "eYNhzjVdHa1zrsmL95oF7YQY7aLq7dva2sq8efOwWq3MnTuXpqameOcatVRvBxrufMl2M4/Nurq8\n", "yKMzs/tcx16OnT6Sb+REddfeYrlxl5H29naSkgYe+ifUoWkapxq6eK+mg/EpdmbkJJDYR2GLBavZ\n", "yMqpmUzPScBggKJUBxYZrSPGmKg+0V1dXTQ2NgLQ2NgYWfxux44d8Us2SqneDnToXA1fe/0Mvzlw\n", "ie9tO8+hmo6BHzRE9R0+TtR30uELMi0nYcBlQlQ/dpJPH9Xz6RHVqUhtbS3PPfcc+fn5VFdXU1RU\n", "xNq1azl58iQf/ehH451RxJA7oOHrMU3SuaYulhSnxvx1qtq8fHvzOarb/WS5LDy1vJTC1LF7t17c\n", "3KIqpIsXL2bOnDnX/f7AgQMxDzTaqd4ONCk/k/ykNqrb/ZiNBuYUDLwk8lCUN3mobu+eYam+M8DZ\n", "pq4BC6nqx07y6aN6Pj2iKqQ3KqL9/V6oKzfJxlPLS6lu95FiH/wcpNFKuqbdNXkIM+MLMVpIq3+M\n", "qd4OVFZWRl6SjbkFSUzMcA5pLaRoTMpw8I27CllYmMSXPzSeyVkD96kcDcdOZZJv5MhpgogLp9XM\n", "3aVp3F2aNtJRhIg7g3blFvwosX37dm6//faRjiGEGGMOHTrEPffcM6THyqW9EELopEwhDYfDhEKh\n", "gXdUnOrtQCrnUzkbSD69VM+nR9zaSGtra9m+fTsmk4klS5aQm5vb576bNm2ivLycVatWRabqE2Kw\n", "QmGNVk8Ai9k4qEXjhNArbm2kGzduZOXKlQBs2LCBVatW9bv/8ePHSUlJGbCQShupuJFAMMxb5S08\n", "u7eaTJeFr99VRJHOrl2VLR5qO/xkuCwyHd5NQE8bady+tp3Oqx88q1Wt1RrF2HOx3cvTb19AA9p9\n", "IZ4/XMu37p4w5OeraPHw1dfO0O4LYTMZePqBiUwexvWpxOgStzbSnie6fU16Mhap3g6kcj5d2bTu\n", "WemvCIV7fwYHq7rNR7uvu83eF9Iob/awa9euoecbBiq/t6B+Pj3iVkh73jgyGGLb6bvnG1JWVqbU\n", "9pEjR6Le3+0LcvBMFe+fqVQy32jaLki28+UPjcdhMTI+2conbsvGYDAM+fnSnRZ6jlXISbShaZoy\n", "/17Zjs/2UMWtjXT9+vU8+OCDaJrGa6+9xooVKwA4evQoRqMxMuv+FTdbG2mbN8hvD9Tw+skmUhxm\n", "/v0j3UsEW03KdKQYdYJhjZauABazgRS7vqugUFjjRH0nJ+o7KUlzMDXHhd3c98xVYvRTso10/vz5\n", "rFmzBk3TuPfeeyO/37NnDwaDoVch3bZtG+Xl5djtdoqKili8eHG8YinjYquX1092T5A9LdvFjnMt\n", "HKzu4K7iVJZOSpO7zkNgNhrIjNFicyajgWk5CUzLSYjJ84mxLW7/W/Py8njssceu+/2TTz553e96\n", "FtrRrqwsurW7bWYjRgOENZiS5eK5fTUAnGroojDFzpxx8ZkwO9p8I0HlbCD59FI9nx5yHTlCilLt\n", "fOvuIiamOzBfM3FIZ2D0D0wQ4mYiY+1HmC8QorErwPe3V1De7GFShoNv3T2B3CTbSEcT4qaiZBup\n", "iI7NYiI/2cRTy4tp84RIsZtJc9083cWEGAvk0j7GhtqVIt1ppTjdEfciGouuHvGicjaQfHqpnk8P\n", "KaRCCKGTtJEKIQQyH6kQQowoKaQxpno7kMr5VM4Gkk8v1fPpIYVUCCF0kjZSIYRA2kiFEGJESSGN\n", "MdXbgVTOp3I2kHx6qZ5PDymkQgihk7SRKqKuw8fx+k6MGJia7YrZdHBCiOjIWPtRzu0L8l/vVrO7\n", "sg2Ae0vT+NKdBTgsMpGwEKOBXNrH2FDagbr8YfZXtUe2915so9Mfn6n0VG6nUjkbSD69VM+nhxRS\n", "BSTYTPxFcWpk++7SVBJtcjYqxGghbaSKaO4McKqxC6MBJmU4SXVaaOry4/GHSXGYSZClR4SIK2kj\n", "HQPSXBbucCVHti+0evmXLeeobvdz38Q0Pj8vjxSHzFMqhIrk0j7GYtUOtKuilep2PwBbzjRzvtkT\n", "k+dVuZ1K5Wwg+fRSPZ8eUkgVlWDt3UZqNctbJYSqpI1UUXUdPv54uI6jdW5WT8vi7pJU6Q4lRBxJ\n", "G+kYlJ1o40sLC/AGw7isJgwGw8APEkKMCLlejLFYtgOZTUYSbOaYFlGV26lUzgaSTy/V8+khhVQI\n", "IXSSNlIhhEDmIxVCiBElhTTGVG8HUjmfytlA8umlej49pJAKIYRO0kY6zOo6fFS1+UiwmShOc2Ax\n", "yXeZECqQfqSjRKPbzw93VHCivntyku/fV8zccckDP1AIoTQ5HYqx/tqB6jv9nKjvAiCswdYzzcMV\n", "K0LldiqVs4Hk00v1fHpIIR1GiTYzrh5j6G/NThjBNEKIWJE20mF2prGLvRfayUuyclteIqlOmRpP\n", "CBVIG+koMjHDycQM50jHEELEkFzax5jq7UAq51M5G0g+vVTPp4cUUiGE0EnaSIUQAhlrL4QQI0oK\n", "aYyp3g6kcj6Vs4Hk00v1fHpIIRVCCJ2kjVQIIZA2UiGEGFFSSGNM9XYglfOpnA0kn16q59NDCqkQ\n", "QugkbaRCCIG0kQohxIiSQhpjqrcDqZxP5Wwg+fRSPZ8ecZv9qba2lu3bt2MymViyZAm5ubkx2VcI\n", "IVQTtzbSjRs3snLlSgA2bNjAqlWrYrKvtJEKIeJByTZSp/PqnJtWqzVm+wohhGriVkh7nuhaLP3P\n", "Aj+YfVWnejuQyvlUzgaSTy/V8+kRtzbSUCgU+dlgMMRs35SUFA4dOqQvXBw5nU7JN0QqZwPJp5fq\n", "+VJSUob82LgVUo/HA3SfbV75GeDo0aMYjUamTp064L43Mnv27DikFUKIoYtbIZ0/fz5r1qxB0zTu\n", "vffeyO/37NmDwWDoVUj72lcIIUaDUTeySQghVCMd8oUQQicppEIIodOYK6ThcLhXLwDRPzleQugX\n", "t5tNsTDYoaObNm2ivLycVatWkZeXN+KZRmLo62BecziOl558x44d49SpU4TDYRYsWEBBQYEy2Xbv\n", "3k1dXR0A48ePH5beJIP9PHk8Hp555hk+/elPD8v7O5h8r776auQLvKSkhOnTpyuVD6C8vJyDBw9i\n", "s9lYvnx5/4OFNIW98sorkZ/Xr18f1WOOHTumVVdXxyvSoDINJb9eg33NeB+vaw0m386dOyM/v/76\n", "63HLdMVQ36/NmzfHI851BpvvzTff1A4ePDhs7+9g8m3ZsiXeca4zmHwtLS1aWVlZ1M+t9KW9ikNH\n", "VR/6quIx62kw+RYvXhzvOL0M9thVVFTw05/+lNLS0njGihhMvpaWFpxOJ3a7Pd6xIgaTLxQKsW7d\n", "Ol5++eVh66Q/mHyHDx/G5XKxbt06Tp8+PeBzK11INQWHjg4m00jkV/GY9TSUfFu3bmXevHnxihQx\n", "2GxFRUV88YtfZP/+/fGMFTGYfGVlZSxatCjekXoZTL7ly5ezevVqHnrooUgTSbwNJl99fT2tra2s\n", "Xr2aM2fOEA6H+91fiTbSxsZGXnzxxV6/e+CBBwY1dHS4xGvoa6yoeMx6Gmy+nTt3MnHiRDIyMuIZ\n", "CxjasbPb7SQmJsYrUi+DyVdXV8fGjRupr6+nqKhoWNpIh/rZG64v/MHmu3JFlJ+fT3Nzc7+fQSUK\n", "aUZGBl/4wheu+/3BgweBGw8dvdFQ0+EQr6GvI5FvJAwm3zvvvEN2djZFRUXKZWtubiYtLS2yv2r5\n", "Pv/5zwNw/PhxXWPI45WvsrKSwsJCALxer3L5Jk2aRHl5OaWlpbS0tHDrrbf2+9xKFNK+9Dd09EZD\n", "Tbdt20Z5eTl2u52ioqK4tLGpPvR1MPmG43gNNV99fT27du1iypQpnDx5ko6ODj75yU8qkQ1g165d\n", "+Hw+AObMmRPXXEPJB93FvqysbNjOSAeTr7Kykn379gEwa9asuGcbbL5Zs2bx0ksvceTIETIzMwc8\n", "a5YhokIIoZPSN5uEEGI0kEIqhBA6SSEVQgidpJAKIYROUkiFEEInKaRCCKGTFFIhhNBJCukY9L3v\n", "fS9mz1VfX88LL7zAK6+8wosvvkgwGOz199dee+2GjwsGg2zcuJENGzawdu3aqCZ+uJGDBw/y7LPP\n", "DumxY1lfx/1amzdv5uWXX45zGqH0yCYxNE8++WTMnmvHjh18/OMfx2Aw0NjYyM6dO7nnnnsif+9r\n", "6Ov+/ftZvHhxZHji888/z6RJkwb9+rNnz6aysnJo4cewaIccL1u2jHXr1sU5jZBCOobU1tby7rvv\n", "cu7cOb7yla9Eft/V1cW6detISEjAZDJx6tQpvvrVr0b+vmXLFtxuNyaTiUAgwIoVK7DZbACYTCY8\n", "HivIxmUAAATfSURBVA9OpzMyNRt0n3G++eabnDx5kg0bNgAwceLEyJjkO+64o1e2wUxisW3bNpqb\n", "mzGbzZhMpl4z75w6dYrDhw/jcDjwer3MmTOH4uJiLl26xG9/+1smTpzI6tWrqaur44UXXiAzM5NH\n", "H30Us7nvj/qmTZs4deoUqampJCUl0dXVxYwZM5g2bVq/rwndU+lt2bKFGTNmUFFRgdVqJSsrKzLz\n", "0q5du2hoaMBkMkWGlD788MMDHoOKigp27dpFQkICRqORxsZGPvvZzwLw9ttv9zruqampLFmyBOh+\n", "X9avX4/RaETTtGGZTFyg9sTOYmhefPHFXtvl5eW9Jh+uqKiI/Lxr1y7t1KlTke2Ojg7t5Zdfjmw3\n", "NTVp3/nOd7Tf//732o9+9CMtHA73+1o3snHjRq2ysjKq7MeOHdP27NkT2W5oaNB+/OMfa5qmaZ2d\n", "ndr//M//9Np/7dq1mt/v1zRN0+rq6rRt27ZF/rZmzZqoXlPTNO1rX/uaFgqFItt/+tOftK6urgFf\n", "80rmn//855rP5+u136lTp7S9e/dGtsPhsLZr166o8rz++uu9jlnP90zT+j7ur776qtbQ0BDZ3rt3\n", "r7Z27dqoXlMMnZyR3gQmTJhAKBRi8+bNkanErsy8U11dzcKFCyP7JiQk9Hrspk2b+Kd/+idsNhvV\n", "1dVs3bqV++67L6rXDQaDrFu3jsWLF5OTkxPVY86cOcOyZcsi2xkZGZElRurq6mhvb4+ciUH3zEEt\n", "LS1kZWWRlZVFQ0MD0H12PpizsenTp2M0Xr1lMGnSJGpqajAajf2+5hV33333dZMFnz59mqVLl0a2\n", "DQZDr2Pdn4985CPs37+f48ePEwwGycrKirxn/XG73b2me5s1axYXLlyI6jXF0EkhvQm8//77zJw5\n", "MzKT++7duyPTmBUUFHD69OlI+6Xb7b7u8Vcu89PT0+nq6orqNTs7O1m3bh0rVqwY1DRuEydO5PDh\n", "wyxYsACAhoYGLl68CEBBQQHZ2dmsWrUqsv+1E+7Onj2bAwcOcPHiRVasWBH16x49epRwOBwppmfP\n", "nuWBBx7AZDIN+Jqapt2w6aK4uJgjR470mh2q57Huz3vvvcfcuXMj23/84x+jmtza5XLR2NgYKaaH\n", "Dh0atmn+bmYy+9MY8tZbb9Ha2sqRI0ciZ1jLly/ntdde63W2BbBy5crI7660kRqNRgKBACtXrowU\n", "z4qKCvbt24fNZsPr9bJixYpeSza8/fbbNDc3YzQaCQaDLFy4kJycHH72s5+Rm5sbOUu7tt22P1u3\n", "bqWlpQW73Y7X66W+vp4FCxYwZ84cLl68yP79+yNtnm63mxUrVvSaXPnXv/41OTk53H///VEfu1/9\n", "6lckJCRgt9sJBALMnDmTKVOmAPT7mvv27ePw4cMAZGVlkZ+f36sA7tixo9fxmTx5MjNmzBgwzy9/\n", "+Utyc3PRNI1wONyr3RW6C/L777+PzWZD0zQmTJjAjBkzCAaDvPTSS1gsFoxGIwkJCezfv5/HH398\n", "2OZ1vRlJIRUCWLt2LY888shIxxCjlPQjFTe9TZs2cfLkSd54442RjiJGKTkjFcOqoqIicil8raKi\n", "orjMlj4Sr9kft9vN9u3bb9h2mZCQMGyrKYjYkUIqhBA6yaW9EELoJIVUCCF0kkIqhBA6SSEVQgid\n", "/j/TVCNizRUZYgAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.760070\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl4VPd99/33rBqNdiEJJARa2LHBOGCEMQEvYPCCA9iO\n", "7VLXaWOStn6etnfTNHua5HESp0la33fapmmbPklbB8cYkAEbzGIbW2wy4AWB2SQk0L4voxmNZjn3\n", "H2MNCKTRSDNn9JP4vq7L16UzOnPmwxn5N2e+57cYNE3TEEIIEXXG0Q4ghBDjlTSwQgihE2lghRBC\n", "J9LACiGETqSBFUIInUgDK4QQOjHrdeD6+noOHDiAyWRixYoVZGdnh9zf5XLx4osv8swzz5CTkwPA\n", "zp078fl8AEybNo158+bpFVcIIaJOtwa2tLSUjRs3AlBcXMy6detC7n/w4EFWr17d7zGbzcaqVav0\n", "iiiEELrSrYG12+3Bn61Wa8h929rasNvt2Gy2fo/7fD62bduGpmkUFBTwmc98RpesQgihB90a2GsH\n", "iFkslpD7lpSU8NBDD3H27Nl+j69Zsyb48+7du6MbUAghdKZbA9tXOwUwGAwh921oaGDHjh00NjaS\n", "n58frMFea6hGeu/evZhMppGFFUKIQaSmprJw4cIRPVe3BtblcgGBK9m+nwHKysowGo3MnTs3+Niz\n", "zz4LwJkzZ0hNTQ0+XlVVRV5eHgA9PT0hX89kMkkJQQgRdSdPnhzxc3XrplVUVMTmzZvZvHkzRUVF\n", "wcePHDnC4cOHb9i/tbWVkpISysrKgo9VVVWxZcsWtmzZwqxZs/SKGhMlJSWjHSEklfOpnA0kX6RU\n", "zxcJ3a5gc3JyeOqpp254fNOmTQPun56ezpe+9KV+jy1fvlyXbEIIEQuG8TJd4YEDB6REIISIupMn\n", "T3LfffeN6LkykksIIXQiDWyMqF5nUjmfytlA8kVK9XyRkAZWCCF0IjVYIYQIQWqwQgihIGlgY0T1\n", "OpPK+VTOBpIvUqrni4Q0sEIIoROpwQohhq3F6eFEdSfN3R6WTE2hcEL8aEfSTSQ1WN1Gcgkhxq83\n", "z7XwmxN1ABSfbuJ/PzKT7OS4UU6lHikRxIjqdSaV86mcDW6+fJqm8VFdV3C7vcdLl9sX4hmhqX7+\n", "IiENrBBiWAwGA2vnZNI3CentOUlkJoSeTvRmJTVYIcSAWp0eKttcxJmNFKbHE2+5Ot+yx+vnYqsL\n", "Z6+PvDQbGQmhVy0Zy6QGK4SIqi63l18dq+bt8nYA/nLZFB6anRH8vcVsZE5WwmjFGzOkRBAjqteZ\n", "VM6ncjYYn/naXN5g4wrw2ukmnL0jr7OGovr5i4Q0sEKIGyRYjOQkX/3aP29SInFmaS6GS2qwQogB\n", "XW7v4WhVO0lxZhbmJpOVOH7rrKFIDVYIEXVTU21MTZ002jHGNLnmjxHV60wq51M5G0i+SKmeLxLS\n", "wAohhE6kBiuEECHIfLBCCKEgaWBjRPU6k8r5VM4Gki9SqueLhG69COrr6zlw4AAmk4kVK1aQnZ0d\n", "cn+Xy8WLL77IM888Q05OzoiOIYQQKtGtBrtjxw4eeeQRAIqLi1m3bl3I/ffs2UNWVhaTJk0KNrDD\n", "OYbUYIUQelCyBmu324M/W62hOyi3tbVht9ux2WwjPoYQQqhGtwb22gtjiyX0VGYlJSUsW7YsomOo\n", "TvU6k8r5VM4Gki9SqueLhG4NrM93dWIIg8EQYk9oaGhgx44dlJSUUFZWNqJjQP83qqSkRKntU6dO\n", "KZVnrOWTbdkeze2R0q0Gu337dtavX4+maezatYu1a9cCUFZWhtFoZO7cuTc858yZM6SmpgZrsIMd\n", "YyBSgxVC6EHJuQiKiorYvHkzmqaxcuXK4ONHjhzBYDDc0MC2trZSUlJCfn5+sIEd7BhCCDEWyEiu\n", "GCkpGbjOrAqV86mcDSRfpFTPp2QvAiGEuNnJFawQQoQgV7BCCKEgaWBjJBpdPvSkcj6Vs4Hki5Tq\n", "+SIhDawQQuhEarBCjHOOXi+9Xo0UmxmTcegBO6I/JfvBCiFGX1Wbi3987wp1XW42LZ7MioJULLI6\n", "bMzImY4R1etMKudTORuonW/Lx42caeymzeXlpweruNzRM9qRbqDy+YuUXMEKMY55fP7gzxow3IJg\n", "U3cvZ+q78Wkat0xMYGJSXHQDjnNSgxViHKtodfH8gUs0OHr50uLJrJmVTpzZFNZz3V4fvzhUzd4L\n", "rQAszk3ia/fkkxR3c12XSQ1WCDGgwvR4fv7wDHq9ftLtFiym8KuC3b1+Sqs7g9vHa7pw9vpuugY2\n", "ElKDjRHV60wq51M5G6if7/SJY0xMihtW4wqQaDWxcnp6cPveaem6NK6qn79IyEeREGJAVrORx+dn\n", "sSA7EZ8GMzPisVvDKy+IAKnBCiFECDIXgRBCKEga2BhRvc6kcj6Vs4Hki5Tq+SIhDawQQuhEarBC\n", "CBGC1GCFEEJB0sDGiOp1JpXzqZwNJF+kVM8XCekHK8Q44vH5KWvopqzOwZyJCdw6KWG0Iw3I59eo\n", "aHXhcPtIzJw82nF0Iw1sjKi8aiaonU/lbKBWvvPNTr7+xkX6bqz89MHpSuXr81FdF9/aU45Pg1sn\n", "JpCb20tGgnW0Y0WdlAiEGEdanR6uvWvd1O0ZtSyh7L/Qiu/ToGUN3TR09Y5uIJ3o1sDW19fz0ksv\n", "8fLLL1NXVxdy38OHD7N9+3a2b9/OiRMngo/v3LmT4uJiiouLOXXqlF5RY0L1OpPK+VTOBmrlm5Ji\n", "I8UW+GJqtxjJT7Mpla/PrMyrpYt4i3HcTiCj27+qtLSUjRs3AlBcXMy6desG3Xfp0qXBn/fu3Rv8\n", "2WazsWrVKr0iChEVZrM6jUN+ejw/f2gGjd29ZCRYyE+Lp360Qw3gswWp2CxGqtt7uC3DzNQ022hH\n", "0oVufxl2uz34s9U6dG2lsrKSrVu3sn79+uBjPp+Pbdu2oWkaBQUFY7qfq4p1sGupnE/VbFfae3jv\n", "UjtxCYXUdbrJTlZjMuqpabZ+DZaK5y/dbmH1zAmjHUN3ujWw145fsFgsQ+6fn5/Pc889x2uvvUZh\n", "YSEAa9asCf5+9+7d0Q8pxAi193j40VuVlLe6ADjd4OBvV+Rhs8hsU+Iq3WqwPp8v+LPBEN5Kljab\n", "jaSkpAF/F04jfW2tqaSkRKntX/7yl0rlGUv5+n5WJQ9AVXUdl9pcwe2zjU7OlV+K2esfOnRoTJ+/\n", "sZQvEroNld2+fTvr169H0zR27drF2rVrASgrK8NoNDJ37tzgvq2traSnByb2ff3113nooYcAqKqq\n", "Ii8vD4Bdu3bx8MMPD/p6qg+VLSkpUfKrWh+V86mYzeXx8d8n63n1VCMAf7pkMp+bm6n7sth+TeN8\n", "k5PyFhe5KXHMzkogbohVYlU8f9dSPZ+SS8YUFRWxefNmNE1j5cqVwcePHDmCwWDo18AeOnQIt9sN\n", "wKJFi4KPV1VVUVpaCsCCBQv0ihoTKv8Bgdr5VMwWbzHx5G1ZFE1JxmQ0UJgeH/XGtdfrp6bTjQGY\n", "nBJYkaC8xcVXdl3A4w9cF/39g9NZkDPwt74+Kp6/a6meLxK6NbA5OTk89dRTNzy+adOmGx7ru7q9\n", "3vLly6OeS4hoSbZZuC1n6NLVSHh8fo5Xd/LfH9RT2eria3fns7wwlebu3mDjCoEbbUM1sGL0yECD\n", "GIlGPUdPKudTORvok6+8xcWb51uZnBzHn9yRw6+OVdPu8pKdFEdSXOBGmtloYNoE+xBHujnPnyrU\n", "6cAnhAACo7F+9FYl9Y7A6Kbmbg/3FKZhMRnIT4/nZw/NoK7TTUaCJawGVowemQ9WCMXUd7n541fO\n", "BIeSZiZYeP7+QgqkMR0VMZ8P9vjx4yN6MSHE0NLjLWwqCswwZQC+eEcOeenxoxtKjEjIEsGvfvUr\n", "MjMz8fv9lJeXk5uby5UrV0hMTOx3t18MTfWuKCrnUzkbRD+f1WzkwVkTmDcpEZMBpqTaMIbZlzwW\n", "+aJN9XyRCNnALlq0iIULF/Laa6/xxS9+kYyMDJqamnj77bdjlU+Im5LNYmJGhpQExrqQJYKFCxcC\n", "gVFZGRkZAGRmZmKzjc+JGfSk+ie0yvlUzgaSL1Kq54tEWDVYr9fbb7unp0eXMEII9Tl7fXT1eIfe\n", "UYTXwKanp3P06FF6eno4evQoaWlpeucad1Tv66dyPpWzwc2Vr6LVxdd3X+Qvd57nZHVnVI6p+vmL\n", "RFgN7MqVK0lOTubNN98kOTlZ5mgV4ibk9vr458NXONvkpLrDzd/tq6Cu0z3asZQm/WCFEGFxeXx8\n", "ZdcFLrYEZhEzGuDXj81hcsr4viejez/Y62uwb7311oheTAhxVXV7Dz9/t4rv76/gQrNztOMMKd5i\n", "4rk7c0m0mjAZ4CvL88hKHH8LFUZTWA3sG2+80W/b4XDoEmY8U73OpHI+lbPByPL1eHz88mg1b55v\n", "5VBlB99+s5zmbn0W/ovm+btlUiL/umE2//n4XO6ZlobFFPl0Jqq/v5EIay4Cv9+vdw4hbioen0bd\n", "NSuptru89PrGRrVOrlrDF/Ljp62tjaamJrq7u2lubqapqYn6+nq5gh0B1fv6qZxP5WwwsnyJcSb+\n", "ZFEOfVPI/skdOaTb9Zl7aTyev7Ei5Dt65swZPB4PDQ0NlJWVBZ5gNg86f6sQIjwGg4EleSn8cv1s\n", "vH6N3JQ4bGZZz2u8CXkFe9ddd3H33XezZs0a7r77bu6++26WLVs26LpZYnCq15lUzqdyNhh5PrPR\n", "QEF6PDMy7MTruFjieD1/Y0FY30muXd5FCDE6GrrcvHupnVaXh1XTJ1A4QWbYUt2w+8FWVVUxZcoU\n", "jEa1FkOQfrBiPPNrGr84VM3rZ5sBSI83838+N0tuOMWA7v1gf/azn1FVVcUbb7xBTU0NO3bsGNGL\n", "CTFe1Xe5OdPgGPbIptpON3vPt/BOeVvIbloer5/zTd3B7VaXF5fHN+K8IjbCamBnzZoVXD576dKl\n", "ugYar1SvM6mcT+VsAB9erObruy/yVzsv8NXXL3C5LbzJkDpcHn7yTiU/e/cyP3q7kpc/asDjC3SJ\n", "9GsanW4vHm9gO85i4vO3TaRvVtjVM9JJt4e34KLq50/1fJEIqwbr8wU+KU0mucspxPXq3QZqOwNX\n", "n43dHi62OJmaNvTwUUevn08ar47gev9KJ3/0mWy8Po29F1rYfrqZWycm8PRnJjExKY6lU1P4xedm\n", "0uPVmJoaR1KcLKmnurCuYB0OB3v37mXatGl65xm3VO/rp3I+lbMBTEpL7redbAuv4Uu2mfhsQUpw\n", "+/6Z6SRYTZS3uvjnIzWB8sGFVt7/dNYqi9nIzMwE5mcnkhof/nLhqp8/1fNFIqy/hA0bNtDQ0EBB\n", "QQEfffRRWCO76uvrOXDgACaTiRUrVpCdnT3ovocPH6ahoQGAqVOnBif6Hs4xhBgtMzPi+cY9eZRc\n", "6mBJXjJzshLCel5SnJk/W5LLyunpWE1GZmbYMRkNwTJBH2ev1FrHqrCuYO12OwUFBQDcdtttbNiw\n", "Ifg7l8s14HNKS0vZuHEjTz75JMeOHQt5/KVLl7J+/XrWr19PS0vLiI6hOtXrTCrnUzkbwLmzn7Aw\n", "N5lv35fPqhkTSLCGX0rLSLByZ14qC3OTSfr0yrcgPZ41M9MBmJoax515qRHli8b5c/X6aHT06tLY\n", "q/7+RiLiIs6+fft45JFHbnjcbr+6npDVOnRXksrKSrZu3cr69etHfAwhYq22o4fX6uOpPHuex+dl\n", "snByEpOSI5u+LzXewpeX5PLEbROxW0ykhXkzSy8t3R7+62Qtb11sY/GUFL5clENWUtyoZhorIu7M\n", "Oli54NrutRbL0H8g+fn5PPfcc7z//vsjPobKVK8zqZxP5Wz7LrZx+HIXtZ1u/vehao5c7qSmI9CL\n", "wOvXKKt3UHy6iY9qu+j1hj9pUoLVxOQUW1Qa10jP3/lmJ7vPteL2abxX2c6ZxuhOrajy+xsp3W5D\n", "9vU8gMC463DYbLZ+w3CHe4xrl//t+9oh27Kt17bNZsPpmcS1nB4/VzrcXDp1HGv2NL77Tj3+T68T\n", "fnB3NkumT1Imf7jb1/+vZzColS8W2yMV8YoGxcXFrFu37obHt2/fzvr169E0jV27dgUniCkrK8No\n", "NPYbftva2kp6eqDm9Prrr/PQQw+FPMZAVB/Jpfra7yrnUznbpVYX39lbTqPDw+qZ6XS5fTxx20Tm\n", "ZCXwbkUbz79VGdz3b1fksXJGeswzRnr+Wp0eXvqgnrfL2yiaksyf3JFDZhRHkKn8/kJkI7l0u4It\n", "Kipi8+bNaJrGypUrg48fOXIEg8HQr4E9dOgQbndgBMyiRYuGPIYQqihIj+cbd06gx5TAxRYnhenx\n", "TP90joDclDjsFiNOj584k4GpqWNzaZV0u4VNi3N46raJJFhNxA/jJt7NTrcr2FhT/QpW3Jwutbqo\n", "73KTlWhl2gT70E8QyhnVK1ibbWx+KgsRCwXp8RSkDz3rVaPDzZmGwM2juRMTZBKXcWLYvQh6evqP\n", "s16zZk3Uwoxnqvf1Uzmfytkg8nzOXh//dqyWH71dyY/eruTfS2twRnEil/F+/lQWVgP7L//yLxw+\n", "fBiApqYmWVVWiCjq7vUFh8NCYE6Cbhm9NS6E1cDm5OQEZ9GaMmUKra2tuoYaj1S+Swpq59MzW5Oj\n", "l99/1MBPD1Zyun5ka81Fmi8xzsS909OC2/dNTycxijeSVH5vQf18kQirBnv95Npms8ziI8aHfRda\n", "+c2JOgDeu9TBP31uVlgzYUVTvMXE07dnUzQlBQMwU+clZETshHUF6/V6+2339uqzfvt4pnqdSeV8\n", "emYrb7k6l0aP1z+i2mc08qXbLSyZmkLR1JSoD41V+b0F9fNFIqxL0Xnz5vHqq69SWFhIeXk5t956\n", "q965hIiJR+ZmcPRKBx6fxrL8FCYmyd17ET1h94Pt6emhtraW7Oxs4uPVW2xN+sGKkdA0jcq2Hpwe\n", "HzlJcaM+sYpQT0z6wdpsNgoLC0f0IkKoymAwhNVPVYiRCKsGu337dr1zjHuq15lUzqdyNpB8kVI9\n", "XyTCamCvn5Jw9+7duoQRQojxJKwG1mq10tjYGNzum5hFhE/1vn4q51M5G0i+SKmeLxJh1WC7u7v5\n", "x3/8x+BNpLNnzyoxwYsQQqgsrCvY+Ph4fvzjH/P444/z+OOPM2/ePL1zjTuq15lUzqdyNpB8kVI9\n", "XyTCuoK9vovC/PnzdQkjxFimaRo1HW48fo1JSVYZjSUinw9WFdIPVoy2E9WdfHdfBR6fxrOLc3hk\n", "TgY2aWTHvEj6wYY9XWFlZSWlpaV4vV4qKipG9GJCqKDJ0UtDlxt/FK8tejw+fv1+LR5f4Jj/UVpL\n", "Y7cnascXY1NYDezRo0epra2luroas9nMsWPH9M417qheZ1I5XzSzfVzXxZe3neWLr37C4cqOqDSy\n", "JSUltDo9pMZfrbjZLUaspvAW+9Sbyu8tqJ8vEmE1sLW1tSxdujQ4q1ZCQoKuoYTQQ6fby4slV3D0\n", "+uj1afz4nUoaHdGZuKix28OCnCSW5qUwb1Iif/3ZqUxKiovKscXYFVYDazJJHSlSqvf1UzlftLIZ\n", "gTjT1T/5O3KTaOjq5VxTN27vyCe4XrZsGRkJFl491Ui7y4vZaMBmHvZiIbpR+b0F9fNFIqxeBC6X\n", "C48nUE/yeDw3jOwSYixIjDPz18un8rODVWQnW8lPi+erb1wE4P9ZmstDszMwGUf2tT43xcbfPzCd\n", "yrYe0uxmZmXKAocizCvY+++/n5deeomzZ8+yY8cOVq1apXeucUf1OpPK+aKZbUaGnZ8/PIONt0/i\n", "9x81BB//3Yf1dLq9IZ4ZcKnVxT8frua3J2qp7ejply8/PZ67p6VxW3YSNrM63/pUfm9B/XyRCOsK\n", "Nj09nS984Qs6RxEiNhLjzPg73ExOieNye2DY99QUG3EmI83dvZxp6Mbn15gzMaFfHbWlu5fvvFke\n", "7B1wpb2Hv707fzT+CWKMCHu6wjNnzlBeXs6sWbOYOXPmkPvX19dz4MABTCYTK1asIDs7e9B9T58+\n", "zblz5/D7/SxZsoTc3FwAdu7cic8XqI1NmzZtTI8gU73OpHK+aGdr6HLzs3ereHB2BuUtLhKtJu4u\n", "TMVkhJc+qOf1sy0ALMpN4ht355NkC/xv0uP19+t6VdHag9vjV/rcgdrvLaifLxJhlQj27duHw+Fg\n", "9erVtLe388477wz5nNLSUjZu3MiTTz45ZLeulpYWNmzYwGOPPcbHH38cfNxms7Fu3TrWrVs3phtX\n", "oZYWp5eqdje/OlrD6YZu3F4/s7MScHr8HLncEdzvZE0XjmtWd02Pt/D4vCwADMAfLJhEYlygFNDh\n", "8nC4sp2dZ5q41OpCCAizgW1vb2fx4sVYrVYWL15MS0vLkM+x268W+a3W0MtwLF++fMDHfT4f27Zt\n", "Y+vWrZw8eTKcqMpSvc6kcr5oZ0uLN5Npt6ABtZ1uZmfZMRgMJFpMrJyeHtzvswWpJMVdraXGW008\n", "tWAiL66dwS8+N4vlBakYDAZKS0s5eKmd7+2/xC8OV/P13Rep7VRnxjmV31tQP18kwioRWCwDL6PR\n", "2dlJcnLygL+7dgTuYM+/3r59+1i8eHFwe82aNcGfZQ5aES3ZyXH86IFpXGh2kWIzMzsrcDFgMRt5\n", "dF4W8ycl4tU0ZmbYSYzr/79IYpyZuRMT+z0WFxfHierO4Haby0tVm4vmbg8zM+OVuuElYiusK1in\n", "00lzczMAzc3Nwcbz7bffHvQ5fbVTCCzLMZSDBw8yY8YMMjIyBvx9OI30tZ+EJSUlSm1LvpFvL1u2\n", "LOTvW50eDp+r5uTF6rCPf+X0CWwNZ7hjSjJJcebg79PiLSyemoL/ShkXT53kYrOTLR83sO+TOk6c\n", "+mTA4912223clXv1G1t+mo0Pah38zesXOFndpfz5G+1t1fNFIqzJXv7hH/6B3t5eJk+eTE1NDfn5\n", "+ZhMJs6ePct3vvOdAZ+zfft21q9fj6Zp7Nq1i7Vr1wJQVlaG0Whk7ty5wX3fe+89MjMzmT17dr9j\n", "VFVVkZeXB8CuXbt4+OGHB80ok73cnFq6e/n5e5c5Xt1FvMXICw9MZ05WdEYaXmnv4S92nKf70zrs\n", "Vz47ldWzJgy4b4/XR3mzi0ZHL5faenjl4wb8GqyZOYG/Xj41KnnE6NB90cPly5ezaNGiGx4/fvz4\n", "oM8pKipi8+bNaJrGypUrg48fOXIEg8EQbGAbGxs5dOgQs2fP5uzZs3R1dfH0008DgQa2tLQUgAUL\n", "FoT/r1JQSUmJ0ndLVc4XKltNZy/HP71KdHn8vHWxNWoNbLvLG2xcAT6q62JRbhITEvrfU+jLd8uk\n", "RFI7evjlsRr8n1623D65fzlhNKj83oL6+SIRVgM7UOPa9/j+/fv7NaB9cnJyeOqpp254fNOmTf22\n", "s7Ky+PrXvz7g8Qe7+SVEnwSrCbPRgPfTFm1Kii1qx56YZKEgzcalth6MBpg+wc5P36nkubum4PT4\n", "SbWZmXjdfAOTU2z85IHpXGxxkRZvjlpjfy23109FixOXx09emu2GBl+oI+L5YIuLi5VYPkZKBDcn\n", "n1/j4zoHb5xrZkaGnXunpZERxQanur2Ho5c70IC951u5Kz+Fo5c7qGjtIdNu4UcPTCMvLbbLfr9T\n", "3sqP3q4CYMnUZP76s1NJjQ/vRrIYPt1LBEKoymQ0cPvkJG6fnKTL8XNTbfReauc3J+oAWGVJo6I1\n", "MES2yenhk0ZnTBtYj89P8enm4PbRy520OD3SwCpKnSl/xrlo3JHUk8r5Rjvbg7Mn8P1VBXxvZT75\n", "6f0b0xSbKab5LCYj87Ov1nXT480kWkNfJ432+RuK6vkiIVewQgwhNd7CnXmpnKzppORSB18umszx\n", "mk4W5iRxy8QEPr4y8PNqO3toc3rJSLAyMelq2cKvaRjD6Lo4mEfmZpCTbKXV6eXOvJR+xxZqkQY2\n", "RlS/S6pyPhWy1Xe5+f8OVNLd6yPFZmbVjDQKJ8STbLMMmK+y1cXXdl+kzeVlcrKV51dPI95iYu/5\n", "Fk7WdPHg7AksyUsZ0SCEjAQra2YN3F98ICqcv1BUzxeJiEsE4QwiEGKs8/q0YJetjh4vJ2scpNoG\n", "vz453+ykzRWY/rCms5fKth4+quviP4/X8WGdgx+9XUV5i8xZMN6F1cA2NjYO+ruR3l272aheZ1I5\n", "37XZutxe6jrddPUMPXdrNGUmWnh2cQ4AFpOBZxZOouDTeuxA5y4tvn/jm2Iz0ebsn7mvwXb1+qjv\n", "ctPh0meRRJXfW1A/XyTCKhH89re/5Utf+hIpKSk3/C4xcfQ7UoubQ6Ojl386fIWjlztZODmJTYtz\n", "KJwQm5UD4swm1s7J4I7cZCxGA5NT4kJ+e5udlcBXV0zl+JVOPluQxvQMOwlWM+nxZlpdXuZnJ5Kf\n", "ZqOjx8v/fFDHzjPNTJ8Qz9fvySc3in15xegKqx/s7373O9LT0+nq6uKOO+4gPz8/BtGGR/rBjn8l\n", "l9r5wYFLwe1nF+dw37S0YEd7n1/jYouTVqeHySlxTE2Nbf/UcNR3uely+5hgt5But/BhTSd/u7s8\n", "+PtNi3N4fP7EUUworqd7P9jHHnsMq9WK3+/n+PHjHDx4kGeeeWZELyjESF2/XpZfg44eHxM+HSz1\n", "SWM3X339Aj4t8BX971YWkJFgJStRnbvsk5LimHRNl12TsX+Vzmoy4HB7b5jFS4xNYdVgOzsDU7G1\n", "trZSXV1NamqqrqHGI9XrTCrn68s2O9POI3MzyEywsHJ6Oh6vr1+t81S9A9+n38faXF5O1nTx9d0X\n", "qf507Sy9841E4YR4Ni3OIcNuYVl+CpoGf7XzAserO4lwkGVU8sWC6vkiEdbH5Msvv0xGRgYZGRk8\n", "/PDDQ06gLYQe0uwWnv7MJO6dlkaPx0dOio00+9URTNOvqcfGmQxYzUYm2C00O3opb3GRmWBhdlYC\n", "RoOBXq+f8lYX3b0+8lJtZI7SVW6C1cT6W7O4d1oaxaeb+JejNQD83b4K/v3ROeQkxw1xBKGysBrY\n", "hIQEnnjiCemSFQHV+/qpls/l8VHT4cZkNLBk6V3Bx1NsFlJsAw8LvXVSAj9eM43KNhdmo5E955p5\n", "csFE/uXZ+PEkAAAgAElEQVRoDZVtPZiNBn64upDbJydz9HIHz79VCcBt2Yl845580u0jG24a6bkz\n", "Gw0k2cx8VOcIPub1acEJbCKl2nt7PdXzRSKsEsHGjRulcRUx0+P1sfOTZv68+Bx/tv0sR6s6wvq6\n", "HG8xsTA3mftnTsBsNLAwN4mWbg+VbYESgdevUVIZONaus1fH839U56C5e2RdpDpcHmo73TjCWPI7\n", "FKvJyJeXTCbRasJogL+4awrZCtWOxciE1cBarVYqKyspLS3F6/VSUVGhd65xR/U6k0r5Wp1efl1a\n", "CwRuZP3H+7X9Fh8cSlKcmYfmZPDFOyaTlWglznT14mB6RjwGg4Hbc67eaUqLN/dbeytctZ1uvruv\n", "gi+8coYXS67Q3N077GNc65aJifzrhtn85+NzuX9GOhZzdKYKUem9HYjq+SIRVong6NGj+P1+6uvr\n", "Wbx4MceOHaOwsFDvbOImZTUZSPu0vyhAdqIZi3H436AMBgO3TEzkuysL+KDWQX6ajaIpyXj9Ggsn\n", "J5FqM9Pe46VoagrZI6h1ltU7+KTRCcC7l9pZOT094qkSVerxICIXVgNbW1vLhg0bKC4uBgI1WTE8\n", "qteZVMqXkRAYu/+7D+pJiDPx+fkTsVlGtnBgmt3CHfYU7phydZDMkap2vr//EiajgTUzJ5A5wtqr\n", "xWQIua0Kld7bgaieLxJhNbAmk6yKKWJreoad764KfEvyaxpdPV5sFiMWU/+vzT0eHydrugKju3KT\n", "uCM3Gbt18L9Xj8/P7z9qxK+B36ex85NmHpqdQVKIeQX6Pd/rp7rTjQGYm5XA2jkTeP9KF6tnpjMz\n", "IzajysTYEVaRx+Vy4fEEbgJ4PB78fr+uocYj1etMquZz9frY+mENf7nzPP90uJqGLne/359vdvK9\n", "/ZfYc76FH75VyekGBzvPNPGD/RUcqeqg19v/b9ViMjIz4+oIr+Q4ExYjnGvs5kp76P6yXr/GgfI2\n", "/nTbWf50+1k+aXLypaLJ/PVtVp5cMCnsRjrWVH1v+6ieLxJh/UXcf//9vPTSS9TX1+Pz+VizZo3e\n", "uYQAoLzVxb+faAKgusPNrEw7D86+Wi9tv27SlwZHL784HFi++1BlB/+4diZzJ/YvaT06L4v0BAtN\n", "jl7WzJrAb0/W8+6l9iFXpa3vcvPPh6+gAZoGvzxSzfxJs3G0NGAyzhjy33Kp1UWL00N2kpXJMt/A\n", "TSGsBjY9PZ0vfOELOkcZ31SvM6mar9fX/wq0+7reBPlp8WQlWGjs9pAab+53k0kDunpv7D7l9Wvc\n", "kplAWl4qHT1e3r3UDgRWpX3jbPMNDWxlm4uzDd1kJFhIs1uo7wr0FshIsGAxGcI6d+ebuvmb1y/S\n", "4/UzwW7h7x+czpTU2DSyqr63fVTPF4kRfafZs2ePXMWKmChIi2fVjHT2XWhlakocS6b2n9FtaqqN\n", "v39oBi3dHtLtZtxeP8mfdrn64h05tLu8fFzXxazMBOLMRqrbe/j67os0dnuItxh5/v5p/ValvX4m\n", "q7pON9/cXU6z04PVZOBb9+az40wzJqOBLyzMJinMOQPONTnp+bRc0eL0UN3RE7MGVoyekH8dP/zh\n", "D5kzZw4dHR2cP3+eW2+9lY8//piCgoJY5Rs3VF/7XdV8aXYL96V389Tjc7BbTAOOtspJjus3pPR/\n", "PzKTVqeX7+wtx+kJNGo/eWA6t09O4kpHD42fDipwefw0dPXww9XT2H66kRkZdu6Zltbv2O09Xpqd\n", "gf17fRq7z7YwMdFCis3MlNTAa4Zz7q7tBmY0MOxRY3Wdbk7WdGEwwGcmJzEpKfxuZaq+t31UzxeJ\n", "kA3sH/7hH5KXl8fvf/97nn/+eUwmE0888QSvvPLKkAeur6/nwIEDmEwmVqxYQXZ29qD7nj59mnPn\n", "zuH3+1myZAm5ubnDPoYYv5wdreSmzA17/8kpNmo6O4KNK8C5pm5un5xEWrwFoyEwgAEg1W4NuSrt\n", "BLuF/NQ4KtsDN9fumJqM36+xeEoKccNY7mVuVgI/WFXI+WYnC3IS+82bMBSH28v/OXSFEzVdQGCp\n", "7q/fnR+yt4RQQ8gGNi8vDwCLxRLsqmU2m7Hbh/7jKC0tZePGjQAUFxezbt26QfdtaWlhw4YNALzx\n", "xhvBBnY4x1Cd6p/QeufrcnsxGBhyBdSBjCTbxEQrSXEmutw+DBCsq07PsPPCA9P5oLaLWRn2QW9o\n", "9clKtPK9VYVcaushKc7EzAz7DX1yw8lnt5pYkpfCkrwbJ60fitPj53RDd3C7rL4bp8cXdgN7s//t\n", "jaaw/tp7evp3X3E4HIPsedW1jfBQs28tX7484mMIdX1U28WLJVewmY18ZflUpsegv2heWjw/fWgG\n", "1e09TEiwBPuomo0GFuQksSBn4CvWgeSk2MgZxbv+yXEmHp6TwaunAks3PTwnI+zarxhdYfWDXbBg\n", "AS+//DInT55k8+bNLFiwYMjnXDs5h8USXr1p3759LF68OKJjqEr1vn565Wt09PJ3+yqo6XRT3uri\n", "H967TPcAd/b1yFaYHs/ywjRumZh4wwCFaNL7vbVZTDxx20ReeGAaP3lgOo/NyyRuGPMU3Kx/eyoI\n", "62Nw7ty5FBQUUFNTw7p164iPH3opDp/vaneacGbiOnjwIDNmzCAj4+pyxMM9xrXF8r43TZXtU6dO\n", "KZUnVvmm33YHHt/VD0q3149fG/1/71jbPnX8qFJ5brbtkQprTa5Q9u/fz8qVK294fPv27axfvz4w\n", "NdyuXaxduxaAsrIyjEYjc+devWnx3nvvkZmZyezZs8M6xkBkTS41+fwah6ra+ck7VVhNRr6/soD5\n", "w/h6LsRo031NrlAGq8cWFRWxefNmNE3r1wAfOXIEg8EQbGAbGxs5dOgQs2fP5uzZs3R1dfH000+H\n", "PIYYO0xGA3flpfLrx+wYDYaozhbl7PXR1eslwWKKaA2ry+09dPZ4mZhoHbWVDcT4FPEVrCp391W/\n", "glW9r5/K+QbK1tLt4TfHa3mrvI2FuUk8d+cUJiYNv3E839zN375+EafHz8yMeL59X8Gw+pgOlk8l\n", "ki8ykVzB6lf5F0JHF5qdvHmhFY9f4+jlTs40DN2zBQIzc13r+JWuYH/Z880uqjvcAz1NiBGRvh4x\n", "ovInNKidb6Bs19/z9BHodTLYzVBnr4/3KtvZd76Vpfkp3DctjZR4CznJV696jYbAfz986xJ5qTbu\n", "nzkhrJKGyucOJN9okgZWjEkzM+2svyWTAxdbuXVSIhebnaTZzCzMTR5w//PNTn7+7mUAPq53kJ1k\n", "5c68VG7PSeIv75rCmcZuluWn8G9Hq6loC1zFasDTn5HRg2LkIi4RyGKI4VG9r5/K+QbKlhZvYe3c\n", "DO6dno7T42NbWRP/VlqDc5C1u65/vLMnsJ0Sb+GhORl8dUUe6fGWYOMKgekFR5pPJZJv9ETcwI60\n", "+CvGt+qOHopPN7HnXDONDn3qmhajgX0XWvmwNlB/nWC3YB5k2ZbCCfHBibazk6zMmXjjENmJSVbu\n", "LkwFAuuCfW5upi65xc0jrF4EXq8Xs/lqNeGtt97i3nvv1TXYcKnei+Bm0u7y8M095VxsCVwBrp6Z\n", "zv+7dArWMEcf+TUNY5jfjE43OPh1aS3JNjN/siibqWkDD4Kp7ujB4fbi80NmgoWsQXoKtLs81HX1\n", "YrcYmZpqk29oQv9+sG+88QaPPPJIcDucuQjEzcvp8QcbV4CP6hz0eP1DNrDdvT5KLrWz/2IrS/NS\n", "uHd6Gim20EOkb5mYyE8enI7RYMA0yMqzF5udfG33RbrcPuZk2fnWPfmDHi813kJq/Ngeli3UEdYl\n", "hazBFTnV60zRzJdiM3P/jPTg9iNzMkgIY+anC81Ofv7eZT6qc/DLozXBJbGHymYxGQdtXAFKqzvp\n", "cgdqrp80Ornc4aau001tpxufP6Ju4GHlG22Sb/SEvIJta2vD6/XS3d1Nc3Mzmqbh8/nkClaElGA1\n", "8cU7crh7WhoWk4HpE+whG8A+Dnf/G1Fd7uFNCjOYSYn9u2KhaTy79RM0Db55Tz5L81PCLkkIMRwh\n", "a7CHDh3C4/Fw8uTJYH3TbDZz2223kZSk1nhyqcGOfbWdbp4/cImLLS6yk6w8v3paRMuq9PWLbXN5\n", "OFjRxumGbu6dlsbWU418XB+YXzXeYuQ/Hp0jQ2TFoHSrwd51110AZGVl9ZucRQg95CTH8YP7C2l1\n", "eUm1mchKHN6Q1T4+v8YHtV1sPdXI7Ew7D87OYN0tWay7BTp7vPz6/drgvnaLCR1nMhQ3ubD+tKRx\n", "jZzqdSZV8mUkWJmZYe/XuIaTrbzFyW+P1/LG2WYqWp18581yTtR08dKHDbx7qS24X7LNzNfuzmd2\n", "pp3pE+L5u5UFpNsju3pV5dwNRvKNnmGN5PJ6vXi9Xmw2WQ1TqKOu0803dpfT3hOo2T5520Syk+OC\n", "8wrUdvbvhzsjw85PHpyOpiHrWgldhWxgy8rKKCsrw+PxMG/ePE6fPk1CQgI5OTn9Vh4QQ1N9vLXe\n", "+TRNo7vXR5zZOOzVBYbK1t3rCzauAGcaurmnMJX//qCBBKuJVTMm3PCceEv0Gtab/b2NlOr5IhGy\n", "gf3kk0948skn8fv9vPDCC3zzm98EYNu2bdLAirB5vH7erWzndx/WU5gezx8vzMFqNpBgNUWloctI\n", "sFA0JZljVzoxAOtuyWTepASKpqaSYDUyeRTX0xI3t5CXEn2jt4xGY7+lXIxGuSswXKrXmfTMd6mt\n", "h79/p4or7W5sZiObP6rny9vO8k+Hq2nq7o04W2q8hb9aNoUXHpjO/3lkJkVTk0mJtzAz0x6TxvVm\n", "fm+jQfV8kQh5BZuUlMQ777yDw+EgJSWFt99+m6ysrOAS3kKEw+P309cXMDs5jt8crwNg34VWiqYm\n", "k1kQeRepCQlWJiRIVyuhliHnIqirqyMuLo709HQqKipwOBzMnz8/VvnCJv1g1dXl9vK7D+rZWtbE\n", "F+/I5tfv1wV/961781lRmDaK6YQITde5CLKzr86HWVhYOKIXEWNPS3cvjd0ekuNMEX/NTooz84ef\n", "yeahORlomsbldjcHK9oompLMnCx7lBLro83lwa9pTIiwK5e4OYVdTPV4PDQ2NuL3++nq6tIz07ik\n", "ep3p2nyNDjfPv3WJv9xxnr/YcZ7yFmfEx0+wmshNsTElNZ7n7szlPx+fy1eW5w06mKDN5eFyWw/t\n", "Ls+onbtPGhz8xWvneW77OU7WdA6631h6b1Wker5IhNXAVlRU8Nprr7F3714Adu7cqWsoMbout7s5\n", "3RBoVLvcPt6/MnjjMhJ2q4msROugfVBrO9x8a085z279hB+9VUliVm5UXz8cnW4vP333Mg2OXlpd\n", "Xn6w/xJNjqFvyAlxrbAa2OPHj/PYY4+RmJiI0WgkMTFR71zjjup9/a7Nl2g1ce3UJ9FcajsUv6ZR\n", "1eaist1Fuj0wZeCHdQ66rakxef1+NLj27oT26X8DGUvvrYpUzxeJsBrYWIzc8vv9+HwDL/chYmva\n", "hHi+t6qQpXnJ/OmSydyeE5uJfU5Wd/Fn28/xvX2XSIs3s3By4HXjwpyoO5qSbWb+ZvlUJtgtJMeZ\n", "+Pa9+WQmyDyxYnjCGirrcvVfm8jrHXoaufr6eg4cOIDJZGLFihX9bpZdb8+ePVRUVLBu3TpycnKC\n", "j+/cuTPY6E6bNo158+aFE1dJqq/9fm0+i8nInXkp3JmXErPX7/X5+a+TdXg/nZ/1zfOtfLloMrdP\n", "TsLQVgODLGaop1smJfLP62bh1zQyQnQBG0vvrYpUzxeJsBrYBQsW8D//8z90dnaydevWsEZxlZaW\n", "snHjRgCKi4tZt27doPuuWbOGM2fO3PC4zWZj1apV4UQUY0htp5sParowmwwsyE5iYpIVs9HAlFQb\n", "Z5sCtd8Eq4nFU5LJTYnj0KELo5a1r1QhxEiE1cDOmjWLKVOm0NDQQG5uLhbL0H90dvvV7jdW68hq\n", "eD6fj23btqFpGgUFBWO6n6vqn9CxytfV4+Uf3q0Kzsd6d2Eqf/3ZqdgsJjYumEiCxUhjdy9PzJ8U\n", "nAtWzl1kJN/oCXs2LbvdTkFBQdgHvnb8QjgN8kDWrFkT/Hn37t0jOoZQi9Pjo6yhO7j9UZ0Dp8eP\n", "zWIiJ8XGny+dMorphIiusBc9nDdvHj6fj8OHD7N48WKmT58e8jnX3rCKxsqc4TTS19Zy+vrWqbL9\n", "y1/+knnz5imTZ7TyLVx8Jw/NzmDnJ80APDQ7g6Q4U8jnX9tPUpXzJflunnyRCGvZ7uLiYh555BF2\n", "7NjBunXreOWVV/j85z8f8jnbt29n/fr1aJrGrl27WLt2LRCYAtFoNN4wifeZM2dITU3td5OrqqqK\n", "vLw8AHbt2sXDDz886OupPlRW9UJ+LPO1uzxcbHFhMsD0DDtJcaE/5+XcRUbyRUb3ZbuNRiNGozHY\n", "XSsubuilPIqKiti8eTOaprFy5crg40eOHMFgMPRrYPfv309FRQU2m438/HyWL18OBBrY0tJSIHCj\n", "bSxT+Q8IYpsvNd7Cotzwy0Zy7iIj+UZPWA1sb28vDocj2MCGcdFLTk4OTz311A2Pb9q06YbHrm2A\n", "r9XX0AohxFgUVg/unJwciouLWbJkCWVlZVRUVOida9xRfbx1SUkJHp+fD2u7+O2JWo5d7sDlid7A\n", "j4YuNyeqO7nY7MQfxgf09dlUJvkio3q+SIR1Bbt06VKWLl0KwOzZs4e8wSXGpgvNTr72xsXgkNAX\n", "HpjGZyZH3sG/ocvNd/dWcKmtB7PRwAsPTGN+dmSjw7p7fdR2urF82n/WZIz8RqoQ0TbsMYhms1kW\n", "PRwB1etMy5Yto9Xp7Tfevsnhicqx67p6udTWA4DXr3GosmPY2a7l8vjYXtbIc8Xn+LPtZym9Mrzj\n", "RdtYeG9Vpnq+SIxokPeePXuinUMoYEpqHGnxgS81douRwgnxUTluis1MnOnqFeaMjMiO29Lt4b9O\n", "1gPg0+D/P15Hd+/g5YwGRy/HLndQVu+gxyvzXYjYCatEsHfvXtrb2ykvLyc/P5/Kysp+gwDE0FTv\n", "itKX72cPzaDB0UuG3UJ+enQa2IL0eP7+oRmUXu4gLz2e23OuzsamadqQ/aSvP3dWs5EUm5mOT1eS\n", "zUmOw2oa+Bgt3b288Pal4PSL37gnj3umpUf6TwqZTzWSb/SE1cA6HA4+//nPs2PHDh555BFeffVV\n", "vXOJUTIl1RYcohpNc7ISmJOV0O+x8hYnL31Qj9Vk5KkFk8hLC+91sxKt/HD1NDZ/WE9qvJlH52UN\n", "uhR4i9MbbFwB9pxr4e7CtKgMfhFiKGE1sH1/jH6/P/Akc9gjbMWnVP+EjnW+VqeH7++7RP2nk1g3\n", "OHp5fvU0EgaYhHugbDMz7fzdqqGXMEq2mZhgt9DiDNSTF+YmR71xlfc2Mqrni0RYLWXf9IQmk4nO\n", "zk48nujc/BA3L4/PT7Pz6t9RQ1cvvV7/gA1sJCYlxfHjNdP4qM5Bmt3MvIkyWbyInbBucj366KMA\n", "3H///Rw4cOCGYa5iaKr39Yt1vvR4C18uCgyLNhpgU9FkUuIH/ryPNFt+ejyfuyWT5QVppOkw/aC8\n", "t5FRPV8kwh4qC4EhsuvXr9c1kLg5WMxG1syawK2TEjEaDOSmxGGUuqgYZ8Ka7OV67777rnLDWFWf\n", "7EUIMTbpPtlLSUkJdXV1mEyB+tgnn3yiXAMr9Nfr86NpGnHm6NZJhRivwqrBtrS08Pjjj7NhwwY2\n", "bNjAF7/4Rb1zjTuq15mGynep1cW395Tz1dcvcraxO+S+0TbWz91ok3yjZ0QjuTIyMqKdQyisu9fL\n", "z9+t4sM6B2ebnHx3bwXN3b1RfQ2Pzx/VyWWEUEHIEkHfQoStra3s378/OBn24cOHefbZZ/VPN46o\n", "3tcvVD6vT6Oz52rj5+j1BVd/jYbL7S5+dayGVqeXLy3OYUFOUr++qmP53KlA8o2ekFewfZfuRUVF\n", "/VYaEDeHdpeHj+q6aOz28NzSXCxGA0YD/K/PTg25jPVw+Pwavy6t5f0rXZS3uPju3grquqJ7dSzE\n", "aAnZwP7BH/wBc+fODfZ7LS8vx2Qy8Ud/9EcxCTeeqF5nuj5fl9vLvx2r5auvX+S54nN4fH7+7dE5\n", "/Pujc7i7MBVzlKYH9Gka7Z/OKQDg9ml4fP6Q2VQj+SKjer5IhGxgExMDo1727duHw+Fg9erVdHZ2\n", "cvjw4ZiEE7ETZ4vneHUnzx+4xNZTjTQ6etl/sTX4+9992MAEu5kpqbZBx/2PhNVkZNPiydgtgWP+\n", "6ZLJTEyKztWxEKMtrG5a7e3trFq1CoA77riDrVu36hpqPFK9zpSSP4e/eO0cfg3evdTOXy2bQm5y\n", "HNWdbiAwWYvVHL2G9Vq3TkrkXzfMxuPTyEy0YLuuG5jq507yRUb1fJEIq4EdbMnszs5OkpMjn/Fe\n", "jL5ut49r71s1OHr53v2FHLjYSqrNzNK8lLBHWmmaxpUON26vn0lJ1iFXjYXAnAFCjDdhXZI4nU6a\n", "mwPr2Dc3NwcXPXz77bf1SzbOKF9ncjQxf1JgOsEEq4m78lKYmmrjjxflsP7WLCYOowE8Ve/gue1n\n", "ea74HL89UUeX2zv0k0JQ/dxJvsioni8SYV3B1tfX8x//8R9MnjyZmpoa8vPz2bJlC2fPnuVzn/uc\n", "3hlFDHQ31fKNexbT4PCQFGca8Zywmqbx8kcNuH2BD+EdZ5pZM3NCWFexQow3Yf3VL1++nEWLFt3w\n", "+PHjx6MWxO8PDMPsG4473qheZ+rLNyHC7lcGg4EpKXEcr+4CwGY2YouwdjtWzp2qJN/oCauBHahx\n", "DfU4BK56Dxw4gMlkYsWKFWRnZw+67549e6ioqGDdunX9+tsO5xhCHetuyQKDger2Hp68bSK5OqyQ\n", "IMRYoM9tYaC0tJSNGzfy5JNPcuzYsZD7rlmzhrvvvjuiY6hO9TpTNPNlJ8fxZ0tyeX71NOZFuDw3\n", "3FznTg+Sb/To1sDa7fbgz1bryL52RuMYYvSotO6VL4pDe4UIl253Hq6dZnawbl6xOIYqVK8zqZwv\n", "0mwf13Wx+YN6slNsPDYvk5zk6JYsVD53IPlGk24NrM93dXKQkV7JDPcY1y7/2/e1Q7Zv7u28Wxfx\n", "7Tcr6PH6odYBwF/cNUWZfLI9NrZHakQrGoRj+/btrF+/Hk3T2LVrF2vXrgWgrKwMo9F4w7peZ86c\n", "ITU1td9NrsGOMRDVVzRQfe13lfNFkq28xcmfbT8X3F6Qk8iP10zHFKW5FEDtcweSL1K6r2gwEkVF\n", "RWzevBlN01i5cmXw8SNHjmAwGPo1sPv376eiogKbzUZ+fn5wtYTBjiFEuCYmWnl0XiZbTzURZzKw\n", "8fZJUW1chQhFtyvYWFP9ClaMHofbS31XLzazUbqMiWFT8gpWCFUkxpmZLiPJxCjQrZuW6E/1vn4q\n", "51M5G0i+SKmeLxLSwAohhE6kBiuEECFEUoOVK1ghhNCJNLAxonqdSeV8KmcDyRcp1fNFQhpYIYTQ\n", "idRghRAiBOkHK5RT1+nmVL0DAzA/O3FYS84IMV5IiSBGVK8zRTNft9vLL49U87N3L/PTdy/zr8dq\n", "cPb6hn5iDLLpQfJFRvV8kZAGVkSd0+PnwzpHcPvDWgdOz8gbWCHGKqnBiqjr8fj4z+N1FJ9uAuCx\n", "eVk8s3AScebxud6aGN+kBiuUYrOY+IMFE1k8JRkDMH2CXRpXcVOSEkGMqF5nina+1HgLi3KTWZib\n", "TEp8ZJ/jN9u5izbJN3qkgRVCCJ1IDVYIIUKQuQiEEEJB0sDGiOp1JpXzqZwNJF+kVM8XCWlghRBC\n", "J1KDFUKIEKQGK4QQCpIGNkZGWmeq7eyhrN5Bbac7yon6U7kOpnI2kHyRUj1fJGQkl8Kq2lx8bfdF\n", "Wp1eshIs/GjNNKamxY92LCFEmHRrYOvr6zlw4AAmk4kVK1aQnZ097H137tyJzxeYJGTatGnMmzdP\n", "r7i6W7Zs2bCfU97iotXpBaCx28Olth7dGtiR5IsVlbOB5IuU6vkioVsDW1paysaNGwEoLi5m3bp1\n", "w97XZrOxatUqvSIqL/W6IaYpNvnCIcRYolsN1m63B3+2Wq0j2tfn87Ft2za2bt3KyZMnox8yhkZS\n", "Z5qdmcC37s1n1Yx0vnNfPrMy7UM/aYRUroOpnA0kX6RUzxcJ3S6Jru39ZbFYRrTvmjVrgj/v3r07\n", "iunGBrvVxIrCNFYUpo12FCHECOh2BdtXOwUwGAwR7ztUIw39PwlLSkqU2pZ8I99etmyZUnkk382V\n", "LxK6DTTYvn0769evR9M0du3axdq1awEoKyvDaDQyd+7cIfetqqoiLy8PgF27dvHwww8P+noy0EAI\n", "oQclBxoUFRWxefNmNm/eTFFRUfDxI0eOcPjw4bD2raqqYsuWLWzZsoVZs2bpFTUmovFpqCeV86mc\n", "DSRfpFTPFwndarA5OTk89dRTNzy+adOmsPddvny5LtnGsh6vj7ONTpq7PRSk25g2Qb8bX0KIyMhc\n", "BGPM+1c6+NabFQAkWE3849oZ5MvgAyF0o2SJQOjjTEN38OfuXh8t3Z5RTCOECEUa2BiJVp1pfnYS\n", "ff0sUmxmshJD9zEOl8p1MJWzgeSLlOr5IiFDgxTU7vLQ6OglwWpicoqt3+9unZjAPzw8gxanh6mp\n", "Nqak2gY5ihBitEkNVjFtTg//dPgK71V2YLcY+cH9hbxxthkw8NSCieRJvVWImIqkBitXsIqo7XRz\n", "qdWFxWSg6dO6qtPj542zLVxodnGlw011Rw8/fmA6SXHytgkxFkgNNkZC1Zkautx8581yvr//Et9+\n", "s4K78lNJsJoAmGC34OgNjHRrdHjo9fljnm+0qZwNJF+kVM8XCbkUUkCL08OVjqsTal9o7mbV9HQS\n", "4ozMzLCz5VQjBmDT4hxSbUMPGR4rKltdbPm4EYMBHp+fJeUPMe5IDVYBtZ09/K+dF2hzBeZ+/cpn\n", "p7J61gQgMLCgpsONAZiSYsNiHh9fOjp7vHz1jQtcau0BYGZGPD96YDrJUv4QipEa7BiXk2zjJw9M\n", "56Tjj3IAAAriSURBVFyTkzS7mTmZCcHf2cymcTlay+3zU9/VG9yu6+ql1+uHuFEMJUSUjY/LoTFg\n", "qDpTfno8q2dNYPGUFJJGYWLtWNfBUm1mNi2eHNx+9o4cUuMHLn+oXqOTfJFRPV8k5ApWjAqLycjK\n", "GWnMzrSDIVD+MBtDT2spxFgjNVghhAhB5iIQQggFSQMbI6rXmVTOp3I2kHyRUj1fJKSBFUIInUgN\n", "VgghQpAarBBCKEga2BhRvc6kcj6Vs4Hki5Tq+SIhDawQQuhEarBCCBGC1GCFEEJB0sDGiOp1JpXz\n", "qZwNJF+kVM8XCd3mIqivr+fAgQOYTCZWrFhBdnb2sPcdzjGEEEI1utVgd+zYwSOPPAJAcXEx69at\n", "G/a+wzmG1GCFEHpQsgZrt1+dw9RqDb209GD7DucYQgihGt0a2GsvjC2W0MucDLbvcI6hOtXrTCrn\n", "UzkbSL5IqZ4vErrVYH0+X/BngyH0PJ+D7TucY6SmpnLy5MnhxowZu90u+UZI5Wwg+SKler7U1NQR\n", "P1e3BtblcgGBq9C+nwHKysowGo3MnTt3yH0He3wgCxcujFp2IYSIBt0a2KKiIjZv3oymaaxcuTL4\n", "+JEjRzAYDP0a2MH2HexxIYQYC8bNSC4hhFCNDDQQQgidSAMrhBA6uWkaWL/f369XgghNzpcQkRuT\n", "y3YPdwjtnj17qKioYN26deTk5Ix6ptEYAjyc14zF+Yok3+nTpzl37hx+v58lS5aQm5urTLbDhw/T\n", "0NAAwNSpU2PSu2W4f08ul4sXX3yRZ555Jibv73Dy7dy5M/jBPm3aNObNm6dUPoCKigpOnDhBXFwc\n", "a9asCT0IShuDXnvtteDP27dvD+s5p0+f1mpqavSKNKxMI8kfqeG+pt7n63rDyXfw4MHgz6+//rpu\n", "mfqM9P1688039Yhzg+Hm2717t3bixImYvb/Dybd3716949xgOPna2tq0kpKSsI89JksEKg6hjcbQ\n", "YD2peM6uNZx8y5cv1ztOP8M9d5WVlfz85z9n+vTpesYKGk6+trY27HY7NptN71hBw8nn8/nYtm0b\n", "W7dujdngg+Hk+/DDD0lISGDbtm2cP39+yGOPyQZWU3AI7XAyjUZ+Fc/ZtUaSb9++fSxevFivSEHD\n", "zZafn89zzz3H+++/r2esoOHkKykpYdmyZXpH6mc4+dasWcOGDRt49NFHg6UWvQ0nX2NjI+3t7WzY\n", "sIELFy7g9/tD7q90Dba5uZlXXnml32MPP/zwsIbQxko0hgbrScVzdq3h5jt48CAzZswgIyNDz1jA\n", "yM6dzWYjKSlJr0j9DCdfQ0MDO3bsoLGxkfz8/JjUYEf6txerC4Hh5uv7BjV58mRaW1tD/g0q3cBm\n", "ZGTw53/+5zc8fuLECWDgIbQDDcWNhWgMDVYl32gYTr733nuPiRMnkp+fr1y21tZW0tPTg/urlu/Z\n", "Z58F4MyZMxGNsdcrX1VVFXl5eQD09PQol2/mzJlUVFQwffp02trauOWWW0IeW+kGdjChhtAONBR3\n", "//79VFRUYLPZyM/P16WGF42hwXoaTr5YnK+R5mtsbOTQoUPMnj2bs2fP0tXVxdNPP61ENoBDhw7h\n", "drsBWLRoka65RpIPAh8CJSUlMbuCHU6+qqoqSktLAViwYIHu2Yabb8GCBbz66qucOnWKzMzMIa+y\n", "ZaisEELoZEze5BJCiLFAGlghhNCJNLBCCKETaWCFEEIn0sAKIYROpIEVQgidSAMrhBA6kQb2JvL9\n", "738/asdqbGzk5Zdf5rXXXuOVV17B6/X2+/2uXbsGfJ7X62XHjh0UFxezZcuWsCbMGMiJEyf41a9+\n", "NaLnjmeDnffrvfnmm2zdulXnNGJMjuQSI7Np06aoHevtt9/miSeewGAw0NzczMGDB7nvvvuCvx9s\n", "CPD777/P8uXLg8M0X3rpJWbOnDns11+4cCFVVVUjCz+OhTv0evXq1Wzbtk3nNEIa2JtAfX09R48e\n", "pby8nK985SvBx51OJ9u2bSMxMRGTycS5c+f4m7/5m+Dv9+7di8PhwGQy4fF4WLt2LXFxcQCYTCZc\n", "Lhd2uz04BR4ErlB3797N2bNnKS4uBmDGjBnBMdt33nlnv2zDmfxj//79tLa2YjabMZlM/WYyOnfu\n", "HB9++CHx8fH09PSwaNEiCgsLqaur4ze/+Q0zZsxgw4YNNDQ08PLLL5OZmcmTTz6J2Tz4/wJ79uzh\n", "3LlzpKWlkZycjNPpZP78+dx6660hXxMCUxbu3buX+fPnU1lZidVqJSsrKziT1aFDh2hqasJkMgWH\n", "1j722GNDnoPKykoOHTpEYmIiRqOR5uZm/viP/xiAd999t995T0tLY8WKFUDgfdm+fTtGoxFN02Iy\n", "ybtgbE64LUbmlVde6bddUVHRb1LoysrK4M+HDh3Szp07F9zu6urStm7dGtxuaWnRvvvd72r/9V//\n", "pf34xz/W/H5/yNcayI4dO7Sqqqqwsp8+fVo7cuRIcLupqUl74YUXNE3TtO7ubu2///u/++2/ZcsW\n", "rbe3V9M0TWtoaND2798f/N3mzZvDek1N07SvfvWrms/nC27//ve/15xO55Cv2Zf5F7/4heZ2u/vt\n", "d+7cOe3YsWPBbb/frx06dCisPK+//nq/c3bte6Zpg5/3nTt3ak1NTcHtY8eOaVu2bAnrNcXIyRXs\n", "TaygoACfz8ebb74ZnLKtbyajmpoali5dGtw3MTGx33P37NnDN7/5TeLi4qipqWHfvn3cf//9Yb2u\n", "1+tl27ZtLF++nEmTJoX1nAsXLrB69ergdkZGRnCpmIaGBjo7O4NXbhCYiamtrY2srCyysrJoamoC\n", "Alfzw7l6mzdvHkbj1VsVM2fOpLa2FqPRGPI1+9x77703TOJ8/vx5Vq1aFdw2GAz9znUoDz74IO+/\n", "/z5nzpzB6/WSlZUVfM9CcTgc/abVW7BgAZcvXw7rNcXISQN7E/voo4/+b3v375JaGMdx/M0RUfBs\n", "gj/QwYKoSQcLpL8g0CMtLf5XbhG0uhRNIYKE4tCgUYoNIQ7C2UzU4RSC4rnDpYd7ul3zwtVu+H1t\n", "ivI8PMOHxy/yOSQSCdW8f3t7q+riotEonU5HzUcty/rt+2/jAr/fz+vr61Jrvry8cHV1hWEYf1WX\n", "t7OzQ7PZJJVKAfD8/IxpmgBEo1GCwSDHx8fq8++LkJPJJHd3d5imiWEYS6/7+PjIfD5XIdvtdslk\n", "Mrhcrk/XtG37wxHI9vY27Xbb0bb161kv8vDwwMHBgXpdKBSWKh33+XwMBgMVsvf392urU9xk0qa1\n", "AarVKuPxmHa7rW5kR0dHXF9fO25nANlsVr33NoPVNI3pdEo2m1Wh2uv1qNfreDweJpMJhmE4Hr1R\n", "q9UYDodomsZsNuPw8JBQKEQ+nyccDqtb3fu58CLlcpnRaITX62UymdDv90mlUuzv72OaJo1GQ81U\n", "LcvCMAxH6fX5+TmhUIh0Or302Z2dnaHrOl6vl+l0SiKRYG9vD2DhmvV6nWazCUAgECASiTiCsVKp\n", "OM5nd3eXeDz+6X5OT08Jh8PYts18PnfMdeFnULdaLTweD7Zts7W1RTweZzabcXl5idvtRtM0dF2n\n", "0WiQy+XW1qu7iSRghVjg4uKCk5OTr96G+Kbkf7BC/EGpVOLp6YlisfjVWxHflNxgxX+h1+upn9Tv\n", "xWKxlbTbf8Wai1iWxc3NzYezUV3X1/b0C/HvSMAKIcSKyIhACCFWRAJWCCFWRAJWCCFWRAJWCCFW\n", "5AcLqs6tFGGV2AAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.872057\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd8FPedP/7XbG/q0qr3ghBNBowwxuCCQTbFgtiOMT9f\n", "4u+Zy11yLZfm3Plnx7lLj3MpV5zcN3e5JA62qQbRwTZGEiAMBgOyBJKQEEK9rbaXme8fQosE0mp3\n", "Z2f1kfR+Ph5+PDTL7OzLs6uPZt/zKZwgCAIIIYSEnGyyAxBCyHRFDSwhhEiEGlhCCJEINbCEECIR\n", "amAJIUQi1MASQohEFFIduL29HcePH4dcLsfKlSuRnJw87r5VVVXo6OgAAGRkZGDRokUBH4MQQlgj\n", "WQNbXV2NLVu2AAD27NmDsrKycfddtmyZ9+cjR44EdQxCCGGNZCUCnU7n/VmlUk24f1NTE9544w3k\n", "5eUFfQxCCGGJZA3syAFiSqVywv2zsrLwla98BWfPng36GIQQwhLJSgQej8f7M8dxfj1Ho9EgIiIi\n", "qGMcOXIEcrk8wJSEEOJbdHS0975QoCRrYG02G4Chq9DhnwHg8uXLkMlkKCoq8j7W29uL2NhY7/4T\n", "HWMscrkcCxcuDFl+QggBgPPnzwf9XMlKBCUlJdi2bRu2bduGkpIS7+OnTp1CVVXVqH0rKyuxY8cO\n", "7NixA3PmzJnwGFNRRUXFZEfwieV8LGcDKJ9YrOcTQ7Ir2JSUFGzevPmex7du3XrPY+vXrw/oGIQQ\n", "MhVw02W6wuPHj1OJgBAScufPn8djjz0W1HNpJBchhEiEGtgwYb3OxHI+lrMBlE8s1vOJQQ0sIYRI\n", "hGqwhBDiA9VgCSGEQdTAhgnrdSaW87GcDaB8YrGeTwxqYAkhRCJUgyWEEB/E1GAlG8lFCJm+eqwu\n", "nG81odviQkl6FHLitJMdiUlUIggT1utMLOdjORswM/MdruvBT07cwP983IaXD9ajzeQI+lisnz8x\n", "qIElhAREEARcbBv0bvfb3Rh0eHw8Y+aiBjZMli9fPtkRfGI5H8vZgJmXj+M4rJ+dgOEZmu9LiUC8\n", "PvgJ8Vk/f2JQDZYQErCS9Ej8fEM+rE4emTEaxOpoxZGx0BVsmLBeZ2I5H8vZgJmZT6mQYbbRgEVp\n", "kYjXi1svj/XzJwY1sIQQIhHqB0sIIT7QXASEEMIgamDDhPU6E8v5WM4GUD6xWM8nBjWwhBAiEarB\n", "EkKID1SDJYQQBlEDGyas15lYzsdyNoDyicV6PjGogSWEEIlQDZYQQnygGiwhhDCIGtgwYb3OxHI+\n", "lrMBlE8s1vOJQQ0sISJFGFNxc8AOq5PmRCWjUQ2WEBEae6x49UgjOi0ufG5eAp4vTkKEmmYBnU6o\n", "BkvIJDlU14tOiwsAsPNSF2702Sc5EWEJNbBhwnqdieV8LGeL0Mi9P3MAlHL2fqVYPn8A+/nEoO8y\n", "hIjwWF4smnqsaOp3YHNxErJiNJMdiTCEarCEiOTy8HC4eehVcnAcN/ETyJQipgZLV7CEiKSUy5gs\n", "DZDJR5+KMGG9zsRyPpazAZRPLNbziUENLCGESIRqsIQQ4gP1gyWEEAZRAxsmrNeZWM7HcjaA8onF\n", "ej4xJOtF0N7ejuPHj0Mul2PlypVITk4ed98rV66grq4OPM9j6dKlSEtLAwDs27cPHs/Q+O7c3FzM\n", "mzdPqriEEBJykjWw1dXV2LJlCwBgz549KCsrG3ffnp4ebNq0CQBw4MABbwOr0Wjw+OOPSxUxrJYv\n", "Xz7ZEXxiOR/L2QC289ndHsTkFePMjQFkxWiQGKGe7Ej3YPn8iSVZA6vT6bw/q1Qqn/uuWLFizMc9\n", "Hg927doFQRCQnZ1NN7EICdDZFhP++XgTAKDQqMOrj2UjXu/795GEjmQ12JGdE5RKpV/POXr0KJYs\n", "WeLdLi0txaZNm/C5z30OHR0dIc8YTqzXmVjOx3I2gO18h+p6vT/XdlrRc3tiGpawfP7EkqyBHa6d\n", "AvBr+OCJEyeQn5+P+Pj4Mf/dn0Z65BtVUVHB1PalS5eYyjPV8tF24NvV1dVYlBbhfSxGq0CkRsFM\n", "vqm0HSzJ+sHu3r0bGzduhCAIKC8vx/r16wEAly9fhkwmQ1FRkXffkydPIiEhAYWFhaOO0dzcjMzM\n", "TABAeXk51q1bN+7rUT9YMp5eqwst/XZolTJkx2qn9bBWQRBQ32PDLZMDiQYVkgxKXOqwoMfqxvxk\n", "A3JitZMdccphci6CkpISbNu2DYIgYNWqVd7HT506BY7jvA1sZ2cnKisrUVhYiNraWgwODuKFF14A\n", "MNTAVldXAwCKi4ulikqmsX6bC/9W1YKKpgHIOODVx7KxLCt6smNJpqHHhn/YdxUOjwA5B/xsfQEe\n", "yo6Z7FgzlmQNbEpKCjZv3nzP41u3bh21bTQa8fLLL495jPFufk1FFRUVTN8tZTmfmGxdFhcqmgYA\n", "ALwA7L7ShZKMKMhloZv1iqVz1zbogMMz9KXUIwCtA3b0XP2EmXxjYen8hdr0/a5ECACDSo5I9Z1J\n", "sYuM+pA2rqxJNKigvP3/J+OAlEj2umXNJDQXAZn26rut+KChD4kGFR7IjEKCYfp2U+IFAde6rbg5\n", "4EByhAoFCXoopvEflHBgsgZLCCvy4nXIi9dNvOM0IOM4zErQY1aCfrKjEFCJIGxC0eVDSuHI5/Lw\n", "QT2Pzp04lG/y0BUskZzLw+PMjQHsuNSF2UYdNs41wjiNv6YT/7QPOmB38dBFTd9eDtTAhgnrd0ml\n", "zHe914Z/Pt4EAUBNpwVGgwob5xqZyBYKlC9w17qt+PbBepgcHqyfHY88uwuRGv9GfE4lVCIgkrO5\n", "eIy8k9rF4HBNEl77arphcgyN9tz3WTduDjgmOZE0qIENE9brTFLmy4jW4OGcoc790RoFHssL7Cvh\n", "TD53ocBivnj9natVGQeoFXIfe09dVCIgkovRKfHXy9Lx+QWJ0KvkSGJwyjwSXqsLYtFrdaGh14aN\n", "s6KQFaOZ7EiSoH6wjDM73LjeZ4cMQFasFnrV9PxLT2YeQRDg4gWoGJ8bgvrBTlN2twe7r3ThD+fb\n", "AQBbl6SgbE7CtJ6shMwcHMdBJZ/egyDoNzVMgqmDmewevHPxzjy471zsgMnuDmUsLxbrdMNYzgZQ\n", "PrFYzycGNbAM0yhlo6aXy4vTQqOkEgEhUwXVYBnX0m/Hh419kHMcVuZEIzVqet4MIIRVVIOdxtKj\n", "NXhh4fgr8pLJ02Nx4mq3FQoZh4IEPaI09OtERqMSQZiwXmdiOR+L2SxOD35T3YrXjl7HPx1uxK5L\n", "nUHPtSA1Fs/fSKznE4MaWEKCMOhw48OGfu/20Wu9MDs9Pp5BZiJqYMOExfHgI7Gcj8VseqUcxSkG\n", "7/b96ZHQBXED0sML6Bh0oMviDGW8UVg8fyOxnk8MKhoREoQIjQJffSgDl9stUMo5FBn1UCsCu17x\n", "8AKqmgfw4w+boFbI8J3HczA3yTDxE8mUQVewYcJ6nYnlfKxmS4pQY1V+LOS3rgS1SkKn2YkffNAE\n", "h0eAyeHBLytbYHaEvp8zq+dvGOv5xKArWDKlONwemB0eGNTyKT9BiIzD7UlwOJxpGYBSxkHG+Tey\n", "ye3h4eYF6hfNOOoHS6aMHqsL2y6040RjPx7MisIL9yUhTj91J+6u77biZydvwOri8ex8I2Yn6JAd\n", "N/HSNi39dvy2uhWdFhf+/P4ULEyNAOdnw0wCJ6YfLJUIyJRR12XB3ppuDNjdOFDbg9ou62RHAgBY\n", "nW6cbTHh7QvtuNJhhoef+JrF6hwqCdT32HDL5MCbp1uh82MiH14Q8Ifzbai6YUJ9jw2vHm2ctnOp\n", "TgfUwIYJ63UmlvMNZ7v7uxbvR0M2HkEQUNtpwZ8+aUfF9T4Mipjj4VxTN/7pcAP+++M2fGN/PRp6\n", "bBM+h4cAu/tOv1mXh4c//zuCMLQU958tTMLawjh4eAHuCZ7I8nsLsJ9PDGpgyZRRkKDDwznRUMg4\n", "PJQVhVnG4FdOvd5nxzf2X8PvzrXhu8ebcP7WYNDHumW+s0KDmxfQa5t4xQaDSoG/eTAdBpUcShmH\n", "bz2S5dc6ZX02Fxp7bfj9+XZcbrfgtVU5SIoIb5nk1oAdLf12ON1sDqxgCd3kChPW+/qxnG84W4Je\n", "hb9fnoE/v98NvUoOgzr4j2+/zQWH586V37VuK1bmBLf43oK0WKgu9sDpERCrUyAl0r8JxeclGfDr\n", "TYXwCAIS9CrIZRPXURt6bDh9wwQAaO63o9fqhHaCG12hfG8v3BrEq0caYXfz+JtlaVhTEAdVgN3T\n", "7sbyZ0+soD6hZrMZBgP11yPhp1PJ/apVTiQ5Qo20KDVuDjigkHFYkh4V9LFmJejwiw0F6LG6kBKh\n", "Rlq0/xPyBNq96+7GLJwTsFudHrx5utVb2vi3qpu4LzUCaTQB0bh8/umpqakZ878//elP4co3bbBe\n", "Z2I5nxTZkiPV+Jc1ufh+aS5+saEAc5OCLzdUVlYiN06HJelRATWuwciL0+JLJSlIj1Zj45wEvwYm\n", "hOr8yWVDa6oN0yhlUPhx1T0Rlj97Yvm8gq2qqsLy5cvR0NCAzs5O3HfffTh//jxiY2PDlY8QyaRE\n", "qv3+Ou+PQYcbdV1WONw88uJ1SAxi8MFEItQKbJxrxJqCOGiVcr/KCqGiVsjxVw+k4jdnWtFvd+Mv\n", "l6bR+moT8NkPdrgU8Pbbb+O5557zPv7OO+/g85//fFgC+ov6wZLJJAgCtl/qxP+tvgUAKE424B8f\n", "zUK0VjnBM8d2vdeGXZc7oVHI8FRRguRXxuNxuD2QcxwUI5Ypcnl48LwA9QwZ5CDZfLDDdVaVavRf\n", "4ru3CZlqrnZZcPJ6P1Ii1ViSEYU4XXAN4TCbi8fx+l7v9oU2Mwbs7qAa2D6bC9891ohW09AEMDf6\n", "7XhtVU5Ias+BuNRuxm/OtCJKo8DWJanIvL3yq1IuA2ZG2yqaX7f/rFYreH6osO3xeDA4GHyXlpmK\n", "9ToTy/lCna2l345vHqjHO5924l8rWvBxywA6zc6g1jsbtLtxsb4FvCBgacadG2V5cVpEBNnLweHm\n", "0TZ4Z3atln4HHCK6RAVz/toHHXjlcAPquqyobjHh16dvwinRfLcsf/bE8usT8MQTT+CPf/wjVCoV\n", "HA4H1q5dK3UuQiRjdnpgdQ01FguSDWgbdOLfd3yGtCg1vvVwlvdKzeH24HqvHbwgIDPm3iXT20wO\n", "/OzkDXzaZsZjeTyeL05EQbwONhePIqMesUFeFcdolXhxcQp+e/YWOABfXJyMyDCvluD2CLC57jSo\n", "vTb30Ag1unINCM1FQGacHosLP/ywCRfbzHhxcTL+5+M277+VzUnAlx9Ig4cXcKiuB7+obAEA/NnC\n", "JDwz3zhqgpkjV3vw049ueLf/eXUOSjKC7+41ks3pwY0BO2Qch8xojei+poFyuHkcquvBv5+6CY1C\n", "hu+uzkFxSkRYM7Ai7Gtytbe3IykpKagXJGSyxemV+NbDmbjZ78DdVxfDN+VNDjf++Em79/E/ftKO\n", "VfmxSIq408Aq5aPv4If0jj4HRGkU0CnlYW9cAUCtkKF0VhzuS42AUsYhOYS9LWYSv965K1eujNqu\n", "qqqSJMx0xnqdieV8UmSL16tQnBqB2UYd/npZGiLUcsxN1GNtYTwAQKOQITv2zp37tCg1NHc1dHMT\n", "DVhTEItYncJbHhDD5vLgcrsZl9rM+N3HbfjiuzV45UgDWgfsoo4b7PlTK2TIiNYgKUKF+m4rPrre\n", "h7oui1+T2YQj31Tg1xXstWvXMGfOnDtPUtAIWzI9aJRyPFkYjwczo6BWyLzDb7VKOb7yQBqOXOuF\n", "w83jiVlx9/QISDCo8NfL0lBb34Si/KShu+sinGjsx89O3sAXFyVj95UuAEBtpxWnmk14ev7kjZZq\n", "6LHhH8qvwe7moZBxeGNdPmaLmAdiJgmqpRzuUUD8x/p4a5bz+crW3GfDhw19iNAosCwzKqiO7woZ\n", "N+a8sqlRGry4OMXnc9UKORYU5gb8mnezuzx4r2aoUb17aleVXFzpQex72zbo8A6PdfMCbg7YQ9rA\n", "svzZE8tnA1teXg6bzYba2lq4XHdmCEpMTJzwwO3t7Th+/DjkcjlWrlyJ5OTkcfe9cuUK6urqwPM8\n", "li5dirS0tICPQWaeHosTrx5p9HZput5rw989mD6qU/xksrs9+KTVjOqWAdyXEoHFaZHj9mVVKWQo\n", "TjagoceGy+0WPD3PiPfrezHbqMeSjMgwJx8t0aCCUsbBxQuQcQjp6LfpzmcDu27dOgDAvn37sH79\n", "+oAOXF1djS1btgAA9uzZg7KysnH37enpwaZNmwAABw4c8DawgRyDdRUVFUz/pWY533jZbK7R/UVr\n", "O62we3gYwtzAVlVVIXPOQnRZXIjTKZF+e9TVtS4bXjvaCADYX9uDHz6Ri4WpYzeWMo7DprlGZMdq\n", "YXK4sTQ9Ck/PM0KnlIleFkbse5sXr8Mb6/Jxc8CB5EiV6Frz3Vj+7Inldz/YQOl0d96EiUZ+rVix\n", "QvQxyMwTrVXgyVlxOFDXAwB4ep4R+kkYvqlNzMTXyq+h1+ZGlEaBHz+Zh+xYLfrso+eF7bP6HsiQ\n", "YFBhdUGclFGDIuM4FBr1KKS6a8D8amCDuak1snutUulfh+ujR49iyZIloo7BKtb/QrOcb7xsBrUC\n", "X1ycjEdyY6BSyJATq5mUtakGOR16bZ0AgAG7G429NmTHapEdo4VRr0SnxYVojQI5cdqwZwPYfm8B\n", "9vOJ4VfLeeDAAcybNw8ejwdVVVVYsmQJ8vLyfD7H4/F4f/bnQ3/ixAnk5+cjPj4+6GOM/Kox3PWD\n", "tqf/drRWiYqKCvTc9e+66HjEpWZCr5Kj7sJZCIIgyevH3NW7IFY3lEcmk+HHaxeh2+KEx9yP9roL\n", "yH7ggUk/X7Qd+Haw/BrJtWfPHmzYsAF79+5FWVkZ3n33XTz77LM+n7N7925s3LgRgiCgvLzcW8O9\n", "fPkyZDIZioqKvPuePHkSCQkJKCws9OsYY2F9JBfrdSaW8wWTrcfixH+cuomTTQNIjlDh75anAwAK\n", "E/TQqeRoHXDA5eGRaFBBK3ISlbOfXIAnLhvnbw6iOMWA+1IjJlxlIFh2lwduXghoNQeW31uA/XyS\n", "j+SSyWSQyWTQaIaK92r1xHcRS0pKsG3bNgiCgFWrVnkfP3XqFDiO8zawnZ2dqKysRGFhIWprazE4\n", "OIgXXnjB5zHIzNVndeJSuwWDDg/mJxu8N5Tudr3PjpNNAwCAtkEnzt4cxMHabnxrZSb0ajleOTy0\n", "7MkLC5PwublGv2aqauqz4aPGfkSo5ViWGYXE213CHBYzlt8XNWqyFyk099nwq8oW9Nnd+KulaVhE\n", "y3Uzz68G1ul0wmw2extYf6YvSElJwebNm+95fOvWraO2jUYjXn755YCOMRWx/BcaYDvfyGzltT34\n", "w/mhIawpkSr85Mn8MZddUd816kqnlMHFC+gwO3HyUj/sbh4yDnjnYgcezIpGTqzv+mi3xYlXDjWg\n", "0zJ046q5346/WZYOuYwLy7nz8AL+68wtfNpuAQC8drQRv9k0G6lRE1/ssPzeAuznE8OvBjYlJQV7\n", "9uzB008/jcuXL6OxsVHqXITcw+nhUd1i8m7fMjkx6PAgYYxVU/LitPj75enYW9ON/Hgt+m1uuDwC\n", "cuO0qOuy4mG9ErlxOlicHrj8mIbP6uK9jSsAfNZpgcPNh2yO1i6LE7WdVnAAZhl1SLhr4AMvCDA7\n", "7/RCcHuEkA9ZHYvZMXTTzsMLyInTISrMs3pNdfLvfOc735lop/T0dMyfPx8KhQKxsbFYtGgRc8Nl\n", "r1+/zvRAhIqKCmRkZEx2jHGxlM/DC6jrsuJKuwUuXsC1T88jLS3NO5nK8KqqxckGPF4QO2a9UymX\n", "IT9eh8fyYpAXr4FaIUPZnATkJ+gwK0GPTrNzaOnrDgvOtpiwPCtq3Lpm64AdZ24MQK+So7l/aF6A\n", "l+5P8XZbEnvurE4Pfn26Fb8714YT1/thsnuwMCVi1NBbuYxDRrQGlc0DcPMC/vbBdCxINvg1wUyw\n", "+VweHnuudOHHJ27gWH0fPLyAOYl60UOCQ5UvXNra2pCTkxPUcwNuJRUKxajG9cKFCyguLg7qxQkB\n", "gAG7C3VdVthcPArideizufAP5dfAC4BazuG1FenefR/OiUFalBpWF4+cWM09d/BH4gUBWqUcWqUW\n", "KZF3SgBJETLUdFq8291WFxp6bLC5eGTdVSrw8AJ+f74NHzT0Y1VeLF5cnIwiox6zjKHrbG9xelB1\n", "Y8C7XdXcjxfvT77n5ltRogH/ubEQbl5Agk4JpcSzbA06PN45EQDgvStd2DgnQbIbeNOR6Heoqakp\n", "BDGmP9brTJOZ7/DVXrxyuBHfe78J33v/OixOD4a//To8AmyyO42eTiXH/OQILM2IgtEwdv3Rwwuo\n", "bhnAywfr8d9nb6HT7Bz17xzHoXREh/78OC3O3jTh5UP1aDM5Rh9LEHDr9tItx+p78T8ftyFKo4Bm\n", "xLywY507p4f3614FABhUcjyUFe3dfig7GoZxSg9GgwopkeqAGtdg31udUoY5IwYXzDLqRPe4GAvr\n", "vxtisPU9n8w4dpcHJxr6vNtXu21QK2SQcQAvDM256u8ELoIggOM4XO+z4dUjjeAF4MItMyLUcjwz\n", "f/T8Gcsyo/DG2nzU91jRY3Vh+6edEAD029yj5j5tH3RiXWEcHsmNQcX1fixIMcDoY7VY1+068dsX\n", "O5Afr8Oz84xImmDsvsnhxsO5MXg0L2ao1hmrZeIqUaOU4y9KUrEwNQIuXkBJeiQig1wGZ6aisxUm\n", "rPf1m6x8GqUcK3NjcK3HBgAoiNciNVKNn60rQPugA2lRavQ2XAbil/g8zuV2M9652IGUSBVW5MRg\n", "5P2f9kHHPftrlHLMSzag1+bCf55uBQBkRqsRp7/zK3HL5MC3D9Sjyzp0c+vlhzNRkhF1z42tkeeu\n", "uc+Ofz5+HbwA1HVZEa9T4vn7xp+cvn3QgdeONOJ6nx0ahQw/fjJvzJm9xBDz3iZHqrG+KCGkee7G\n", "+u+GGNTAkklXWhCLrBiNtwYbp1chTq9CUeLtm0h1Tp/Pb+ix4tM2M7JitNh1pRNuXsAz843Y/mkn\n", "DCq5z/H9JemR+OnaPAw6PMiK0YwqO/RYXN7GFQDOtw7i0bxYn1kcbn5U495j9Z395oAD1/uGbpzZ\n", "3TzOtQ7SmP9phBrYMGH9L/Rk5ovUKLEkffxO+r6ytQ7Y8b33m3BzwIEEvRJfWJSMj2+a8Mqj2Xgk\n", "JwZapQypUeNPVq1RDtV0xxKnVyBOp0TP7UZ2SfrYM2EtX74cTjePhh4bTA43vr4iHW981IJIjQJP\n", "zIof8znDItVyyDnAc7tRTvOjX2ug6LM3eaiBJVNaY68NNweGSgBdFhdcbh7PFychUqMQvRJrSqQG\n", "P3wiF429NkRrlZgVP/5ghI9vmvD6sesQABQm6PDvZbNgUMsnrB/nxunwgyfyUNnUj4J4HYpTxujU\n", "S6Ys0b0IqIuWf1hfd4jlfL6yRdx10yU7TosFyaMbKZebR/ugA70TfF0HhmbDquuy4Mbtr+2ZMVo8\n", "khuLBckG6FRjN9gXL17E4as93gUUa7uscPOCXzfn5DIOxSkR+MqydDxeEIcoTehnjWP5vQXYzyeG\n", "X3/iKysrERcXh8LCQtTX18NgMHhXlc3KypIyH5lE7YMOXO2yQqOUoTBBh0gJfvnFKojX4lsPZ+Lk\n", "9T4szYjGvCTDqPH5DrcHh+p68ObpVsTqlHh9dQ7y4sbuwzpgd+PXp1txrL4XajmH7z+RhzmJely8\n", "ZcY7F9uRFatF2ZyEexpOh8OB4pRknLo9ACJKo0CEevJ7AZDJ59dsWtu2bcPq1asRFxcHnuexc+dO\n", "PPPMM+HI5zfWZ9OaavqsLnznWCM+67QCAP78/hR8fsHESwWxpqHHir/aXefdXpYZiddW5Yw5SUpt\n", "pwV/u/eqd3t5VhReWpKCrTtr4bpdJH1uQSL+z/33rtPVb3Ph0zYzuiwu3JdiQM44jTiZeiSfTUuv\n", "1yMubuhOrEwmg1xOf52nuwG729u4AsAHDX3YUBQvun+mIAio77aiddCJJIMK+fE6v4Z7BkvGcd4+\n", "tQCgUcjHnYFKq5RBJefgvN2YZkYP9WwYblwB4OY4S2hHa5VYkRMT2vBkyguqBiuTsbGo3FTCep3p\n", "7nxRWgUKRtzUeSg7KiSd3+t7bPhq+TV8//0mfHXfVVztsk74HDHnLi1KjW8/koUEvRLzkvQ++6Rm\n", "RGvw/dJcPJARic3FiSidFYd4vRJPzBq6uNAqZfjcPGNI84UD5Zs8fl3BchyH3t5exMbGore3d9RK\n", "A2R6itEq8U+PZqOuywKNQo7ZiaHpm9lmcnivED0C0GpyhOzYY1HKZXgoOxoLkg1QyWU+Z7/iOA7z\n", "kyPu6bb10v0pWD87fsIuX/7oMDthdrgRq1UiRsdeTZuEll81WI/Hg6NHj3rnhC0tLWVuNi2qwU4N\n", "V7ss+Oq+a94loH+2Lh9FiaHrmuThBTT02tBrcSElSo2McSbkDjezw41r3Vb85MQNdFuH6rRfX5E5\n", "5ly2hC2S12DlcjlKS0uDegFCRsqL1+Fn6/PROuBAcoQaBQmhvRlU12XB1/fXw80LiNEq8JO1+Uw0\n", "srVdFpxvNaP79qCFT26Z0dRnowZ2mvOrmHrt2jWpc0x7rNeZwpVPxnGYlaDHo3mxmJ2o9+sG1ye1\n", "DajttKB1nBtMI9V0WuC+fUerz+b2zo7l4QXYnB5JJqn259y1m5ww3NV1SxemCV3oszd5/LqCvXjx\n", "IvLz873b169fR3Z2tmShCBnWaXbgf+tcqOm6iki1HD96Mg+5PrpAZcXcuTGnlHOI0ynRaXbiRGMf\n", "nG4eH7cO4oGMKKwuiEO0NnxlrkKjHvtru7GhKB4NPTaUFsQiz8fIMDI9+L0m10gXL16kBjZArI+3\n", "ZjXfjX4HarqGZtoyOTyobjF5G9iOQQf67S4M2IcGE8xK0GNldjR+UJqLlgEHZiXokBOnxeG6HgDA\n", "/95ey+tKhwVJESrMSdIjTif+K7o/5y4vXoeNcxNgcXjw7LxEGCPCVxpg9b0dxno+MfxqYJctW4bD\n", "hw9jzZrlqzlpAAAgAElEQVQ1UuchBMBQf9leqwsahQwc4B2Gmni7ZtncZ8N3j13H4wVx+P25Nrh5\n", "ARVNA9AoZHhqTgLSohzosbrRbXFi0OH29lwY1tRnx1uftOGVVTlID6BnQEu/HWdaBqBTyrEoNcK7\n", "sqw/MqLpinWm8asG+4c//AEmkwnbt2/H9u3bcenSJalzTTus15lYyscLAs60mPCXu+vw1idtePnh\n", "DCzNiMSXSlJxX2oEbC4PPm03o2XAAbeH99ZcgaGBALdMDnzzQD3+ft9VfGN/PRakREAh45AbN9TA\n", "JUWooFHKcL3PgUttZr9z9VldeP1YI35z5hZ+XtGCtz5ph8vNM3XuxkL5Jo9fV7BPPPEEFi9e7N0+\n", "cOCAZIEI6TQ78S/Hr8PpEXCu1Qy7W8D3S3OgVQ59XG/22+FwDzWqPVYX5icb8GmbGVqlDI/mxeJa\n", "lxVtg0NlrbZBJ9pNDjyeH4slGVEYsLlQ3WLC7z5uAwDoA1gCxeLy4Eb/ncm7L7VbYHdPvCItmbn8\n", "amBHNq4A8OSTT0oSZjpjvc7Ecj6ba/Qk1mqFDJ+0mvB/FifjSocF6wrj8IWFSYjWKpF+e3jrSBEa\n", "xe1JvAGLU4XmfjvSo9VYlBqJuQEMcojWKLA6PxZHrvUCAMrmxEOvljN97gC231uA/Xxi+DXQYCqg\n", "gQbTBy8IONtiwk8/ugGNQoZ/ejTrnln+r3VbsbemCxnRGizPikJy5J06qsXpwanmflQ2D+DBzCg8\n", "kBl9z5Wq1emBRimDbJx5CcbTZ3Pheq8NKrkMubFaSRYBJGwRM9DArxqsyWTCjh078L//+79wu93Y\n", "vXt3UC82k7FeZ2Ipn4zjsCQ9Em9unIVfPlWAvoZP79knP16Hr63IxDPzE0c1rsDQ1/5V+XF4bVUO\n", "VuXHjVkG0KnkATeuAMABiNMpkRKp9jauLJ27sVC+yeNXA3vo0CE89dRTiIqKYm6ILJmeOI5DnF6F\n", "GK2SmbkvOsxOfO/9JmzdWYtXDjfg1sC9iykSMpJfDaxGo4FSeWdiCpquMHCs15lYzsdKtmvdVly8\n", "3eugvseGzzotANjJNx7KN3mCGmjA83TnNNRcbh59NjdUSg7RDK4cMFV0WZywODyI0SkRJXJNrrtp\n", "FKOvR7RKmraT+ObXJ8RoNKKiogJutxunT59GRkaG1LmmHV91JpvLg72fdeHFHTX45v56NPfZwphs\n", "CMt1MH+zNffZ8LXyq/iLXbX42ckb6LZMvAZXIGYl6LB1SQqyYzXYUpzonWaR5XMHUL7J5Nef+BUr\n", "VqCmpgb9/f1ISkqidbhCrKXfjl+fuQVgaITR7itd+PvlbP0Ru2Vy4P36XtjdPB7Pj0NmzOTPUHW3\n", "szdNaB8cmq3qVPMA1s+OR7x+/CGp3RYnrnZbIec4FCToEKP1/c0hQq3A0/OMWFsYH1QPBDLz+P0d\n", "qqioCEVFRVJmmdZ81Znu/jVVSriEynh85bO7PHjz1E2cbhla1O/0jQH8ZG3+hA1SoDoGHfigsQ+9\n", "FjdWz4r1Lk7ob40u6q4VZn19hbc4Pfiv6lZ80NAPAHh6XgK+uCgFZqcHtZ0WeAQBsxJ0MBpGD4Xl\n", "OA5uXkDrgAMGlRwxOiXzNUTKN3n8amC7u7tx8OBBaLVaOJ1OlJaWIjY2VupsM0Z6jAZfXZ6O//m4\n", "DWlRamwoSpi0LA63B4MOD/RKubcbkt3No6H3Ttni5oADDhcPiBxa3zHoRG2XBXIOKEzQ491PO7Hv\n", "s24AwIeNffjVUwUBjfW/LzUCz8wz4kLbIDYUJSA3dvyAgw43TjT2e7ffr+/D5+Ya8c7FTuyp6QIA\n", "LMuMwtdXZMAwouHuMjvxi8obqG4ZRF68Fq88ko2UKP8zkpnFrwb20KFD2LJlC2QyGTweD7Zv347n\n", "nntO6mzTSkVFxbh/qTUKOVYXxKEkIxIqhQwGVfi7wlVUVGDOohL86UI7jl3rw/1pEXhpSSqMBhUi\n", "1ApsLk7ELytvAgA+Pz9xwqn+mvvs2FvTBQ7Ahjnx90x0Muhw41dVQw0VAKwtjINnxJiXfrvbOyLL\n", "17kbKV6vwktLUuD08FArfPd00avkWJwW4X39pZlR4AXgo6Y+7z6nbwzA7PSMamDre6ze59R323C5\n", "w4zGS2eZvgrz9/xNFtbzieHXb7JOp/MudCiXy6HRsFd/m+rkMg6xIZg6T4yrXVa8d2X4CrIfD2RG\n", "w2hQQS7jsCovFrlxOnh4AVkxGmh8TBZtsrvxow+bUN8zdNV7tduK75XmImJEQ2VxevDxzUHv9qkb\n", "A3j54SwcudoLXgDWFMQiTh94CYLjuHsa15sDdjjdAhIjVN5BBxFqBf5mWQY+67RALgNmG/WIVCuw\n", "IjsGe64MXcEuzYiC4a5BCqq7ehLc3bOAkJH8amDt9tEzyVutQyuBVldXY8mSJaFPNQ2x/hd6+fLl\n", "OH1jYNRjI0dRa5RyzDb6N27f4eHRarrTCf/mgAMON4+R3/YNKjkeyorGietDX9MfyY1BQbwWv3pq\n", "FhxuHulRGm+DLObcXbw1iFcON8DhEbC5OBHPzk/0NrKJESok3jUv63MLElGcYoCHH+o1YLirrlsQ\n", "r8NL96fg8LUeLEmLxJwkA+Jy2H9vWcZ6PjH8amB5nsdvf/tb3Hfffbh48SKioqJQU1ODCxcuUAM7\n", "jRTE67C2MA7H6/uwMDUCc5KCW4wwWqPAi4uT8R+nWgEALy5OvqdPqkGtwF8sTcXDuTFQyIbu4utU\n", "CuTHh6484vbw+P35NjhuzwW77UIHHs6JQbaP2mysTollmdHj/nuEWoGn5xvxZGEctEq5X0vekJnL\n", "r+83VqsVDzzwADQaDUpKSlBYWIhpMkdM2LDe16+iogKxOiX+oiQV//fp2fjGykzv5NaBUsplWFMQ\n", "h189VYB/K5uF1QWxUMrv/agl6FV4MCsaJRlRPnskBHvu5DIOSSMumzUKGVRy8Q2ijONgUCu8jatU\n", "762HF9BmcqB90CHq920qfPamK78uF55//nkYDPdezWRkZODmzZtIS0sTHYTneQiCQMNwJ5lWKYc2\n", "BIvxaZVyzErwfypAKXAch+eLEyHjgPZBJ/5sYRJSA1i9YCzNfXbsr+2GnAOeLIxHukQr1vKCgFPN\n", "A/j+B02Qc8Brj+dgcVqkJK9FpCN6usI9e/agrKzsnsfb29tx/PhxyOVyrFy5EsnJyeMe49ChQ2hs\n", "bERZWRlSUlK8j+/bt8870Udubi7mzZs37jFoukIyHkEQwAsQ/XV+wO7Ctw7Uo7F36J7E/GQ9Xl+V\n", "A7069L0+usxOvLTzM29PinidEv++cVbI+x6TiYmZrlCy/kDV1dXYsmULgPEb4WGlpaWoqam553GN\n", "RoPHH39cqohkhuA4DiGoDMDhEtAyYgatG30O2D08pLhOl3GAViHzNrBalQxyGjk25UjWx0Snu7O0\n", "skoVXC3P4/Fg165d2LlzJ86fPx+qaJOC9ToTy/lYyRatVeALi+58E/uzRUmI0iglyRenV+G1VdnI\n", "idUiP06Llx/OQmSQk9ewcv7Gw3o+MSS7gh1ZeRg51WEgSktLvT8fPHhQdCYSPmaHGzf67VDIZMiK\n", "0dzTf3QqUilkWFcYj/lJBnAckBWjgULCXgSzEw342bp8cBxCUhcn4SfZp37kJMlcCL7a+NNIj/xL\n", "WFFRwdT2TMpnc3mw7Xwr/n7fNfz1e3U40diH6uqzAR3vzJkz3u3ly5dP+vkZ3tap5Cg06tFV9wnO\n", "nj4leT6dauimo5jjsXT+pmI+MSS7ybV7925s3LgRgiCgvLwc69evBwBcvnwZMpnsnoljampqEB0d\n", "PeomV3NzMzIzMwEA5eXlWLdu3bg56CYXO26ZHHjx3RoMf7CSI1T41VOzJvyKa3N5UN1iwonGPpSk\n", "R2FZZhQiQjyn61isTg+sLg8i1YppcaVNQkvyNbl8Ga+LVklJCbZt24Zt27ahpKTE+/ipU6dQVVU1\n", "at9jx46hoqICx44dw0cffeR9vLm5Gdu3b8f27dsxa9YssVEnVSj+GkoplPk0Cg5Gw51vHE/Mise1\n", "bgs+bRuExTn+8i/Xuq343vtNqGgawBsnb+CzLkvIs93tlsmBH3zQhC/tqsW7n3bA7HAHfIyZ9N5K\n", "gfV8Yvh1eXDy5Ek89NBDY/7b3Ut6D0tJScHmzZvveXzr1q33PLZq1aoxj7FixQp/4hHGxOpU+O7q\n", "XJR/1o3sGA2u9djw3x8PzXf7pZIUlM0xjtllyuQY3fgO2ANv7Pxlc3kgCEB1iwlnbk/D+Pvz7ZiX\n", "ZMCClAjJXpfMLH5dwb7//vvYuXMnOjs7pc4zbbE+3jrU+bJjtfibB9OxMC0SB+t6vI/vudKNwXGu\n", "ErNjNEi7PfVfvE6J/PjA5oP117VuK765vx7//5EGON2jlz8Kpl42097bUGM9nxh+XcFu3LgRs2fP\n", "RmVlJT788EPMnTuXJt8mftEpZciL03pn1pqbpB93IuzUKA1+UJqLHqsbMVoFkiNDP8+qye7Gjz5o\n", "wo3b/VmXZkRhfpIetV1WlM3xPYcsIYHy6wp2/vz5UCqVePjhh7FmzRq89957UueadlivM1VUVKDX\n", "4sJnHRa09NsnfoKforVKfPvRLHypJBV/92AavrgoxedcrYkRahQl6kc1rqE8dx5BgMV156r1rU/a\n", "8bUVGfjvZ4rwwsKkoG6qTYX3lmWs5xPDr09TRUUFsrKyUFVVBYPBgL/927+VOhcJM0NCCr7/YRM+\n", "bTNDr5LjR0/koiBEcwmkR2mQPo+NOYRjtEp89aF0vH7sOgQB+PqKTCRGqGl9LSIJv7ppvf7663jk\n", "kUfw4IMPMjsZC3XTEueT1kF862C9d3tzcSJeXJzi4xlTlyAIaB90QhAEJEaoacpB4pPkcxFs3LgR\n", "8+fPD+oFyNSgV8kg4wD+9p/bFAnqn6zgOE6S+m6byYFWkwNRGgVyYrXUcBP/a7BEHNbrTP3Ntfjn\n", "1TlYnhWFL5Wk4v600HdVsjo9cPOB36dn/dxVVFSgfdCBV4804B8PNeDv9l7FlQ7zZMfymgrnb7ry\n", "6wrWZDLhyJEjsFgs2LJlC/bt24eNGzdKnY2EkdNuw/L0KNyfHhXyY7vcPCqbB/CnC+3Ii9PihYXJ\n", "klxBTqb2QSea+4d6Jrh5AVXNA4jSKNA+6ERShAqZMdQ7YSbye1XZjRs3Yv/+/VAowr/i6XTAel8/\n", "KfM19dvxgw+aIABo6rMjNUqNLfclo83kwMc3hzr5L06LHLfRnQrn7nqvDWo5512eJitGi2/ur0ef\n", "3Y0ItRw/XZvvc6kaqfOxjPV8YvjVWmo0mlGTrbB6o4uwyenhR3Xg77e5YXa48cvKFpxrHVpZdkl6\n", "JL79SJZ3QcKpJjtWix+vzce5myZkRA/NstV3eyTaoMODVpNj0hpYMnn8qsE6nc5R2zzPj7MnGQ/r\n", "dSYp86VHqfFUUTwAIFanQOmsONhcPK50WLz7XOmwwOYae56CqXLuZhv1+P8WJmNFTgz06jt/KGTc\n", "0Mi0yTJVzt905NcVrNFoREVFBdxuN06fPo2MjAypc5FJdqPfjtYBO2K1SuTF60TdEY/UKPHFxSnY\n", "UJQAjVKGBL0KDrcHG4ri8e6nQ8OvN8yO9y7TPR3MStDhR0/kob7HikKjHnnxuomfRKYdv6crrKmp\n", "QWNjI+bOnYusrCyJYwWO+sGGzs1+O76+/xp6bW7IOOAna/MxL8glvH0x2d1ouD2ENi9OG5apCQkJ\n", "VFjW5CoqKvLOPzBynlYy/bQNOtFrG6of8gJwqc0sSQMbqVHgvlSauYpMXz5rsDt37sSuXbuwa9cu\n", "7NixAzt27MD27dvx1ltvhSvftMF6nWlkvjidEuoRqwTmxU/uzZmpdO5YRPkmj88rWIPBgDVr1qCy\n", "shJKpRLFxcU4f/48oqOjw5WPTIKcOC1+ui4f17qtSL49+QohJHB+1WB37NiBp59+2rs9vBwMS6gG\n", "SwiRguRLxty9aCF10yKEkIn51cDyPI/u7m4AQHd3N1wul6ShpiPW60ws52M5G0D5xGI9nxh+z6Z1\n", "6NAhmM1m6PX6UeUCQoj0bpkcONtiAscNDSuezrOdTSeil+2+efPmuCvLhhPVYMl0Nehw41+ON+GT\n", "W8PDiiPw7Ueyp+yw4qlmUpft/vjjj8UeghDig83F47POO8OKazqs4w4rJmwR3cAS/7BeZ2I5H8vZ\n", "AOnzRWnk2HB7LgcA2FAUj8gAhhXP9PM3mWhsIiGMUyvkeHa+EYtSI8FxQG6cFioFXRtNBaJrsHv2\n", "7EFZWVmo8gSNarCEEClMag2WEELI2KiBDRPW60ws52M5G0D5xGI9nxiiG1gWumiRqafb4kSv1Tnx\n", "joRMYaJrsKygGuzUce6mCT/8sBkKGYdXHs3CHAmmQiQkVKgGS6aMLrMT//J+EwbsbvRYXfjxiWYM\n", "2GnoNZmefDawH374IcxmM/71X//VOy/s8H/vvPMOzp8/H66cUx7rdaaw5eOAkVMHcRwHCL6Xo6Fz\n", "Jw7lmzx+9YPNzs4esyvWjh076Gs5CUiCXoVXHsvCjz9shkLO4ZsrMxClpe7YZHry+cl++OGHfT9Z\n", "Qb8Y/mJ97fdw5luYGon/2FgIjgNitBOvtkrnThzKN3n8aiFjYmLGfJxWNiDBip3EZawJCRe/bnKt\n", "XLlyzMcnusIld7BeZ2I5H8vZAMonFuv5xKBeBIQQIhGf/WBNJhMiIyNhMplw7NgxAIBGo8Hq1auZ\n", "q79SP1hCiBQk6wf7wQcfAADKy8uxbt06bNq0CcuWLcPu3buDejFfeJ6Hx0NzXBJCpg+fDezwxa1O\n", "p4NKpQIwdGNLqZz4BkV7ezveeustvP3222hra/O576FDh/Dmm2+io6Mj6GOwjvU6E8v5Qp2t2+JE\n", "p9kJPkSDGFk+dwDlm0x+1WDvvrJ0OBwTPqe6uhpbtmzBc889hzNnzvjct7S0dMwbZoEcgxB/XG43\n", "46921+GlHZ/h9I2BkDWyhIzFZwPrdDqxffv2UVesDQ0NSExMnPDAOp3O+/Pw1W+gQnEMVrDe14/l\n", "fKHKNuhw419P3sCA3Q27m8f3329Cl1n8hDMsnzuA8k0mn3eqnn322Xsey87ORm5u7oQHHnnvzJ+S\n", "glTHIGQYB0AhvzMsVyHjhobqEiKRgLsCyGT+9ewaWVYI9kMc6DEqKiq8fw2H6zqsbP/nf/4n5s2b\n", "x0yeqZRvZI1OzPFkMhm+9tAC/OhEM5xuAX+5OB5Gg4qZfKyfv5maTwy/pit0OBzYv3+/d3vt2rVQ\n", "q32vy757925s3LgRgiCgvLwc69evBwBcvnwZMpkMRUVFo/avqalBdHQ0UlJSJjzGWFjvpjWy8WcR\n", "y/lCnc3kcIPnBUT7MUzXHyyfO4DyiSWmm5ZfDeyOHTtQWloKg8EAs9mMgwcP4plnnvH5nFu3buHE\n", "iRMQBAGrVq2C0WgEAPzXf/0XOI7DSy+95N332LFjaGxshEajQVZWFlasWOHzGGNhvYElhExNYhpY\n", "v0oESqUSBsPQpMgGg8GvemhKSgo2b958z+Nbt26957FVq1YFdAxCCJkKguqmxfO8JGGmM9b7+rGc\n", "j+VsAOUTi/V8YvjVwBoMBly9ehUAcPXqVe/VLCGEkPH5vSZXVVUVWltbkZaWhgceeEDqXAGjGiwh\n", "RAqS12ABYNmyZUG9ACGEzFQBT1fY3NxMNdggsF5nYjkfy9kAyicW6/nE8KuB/elPf4rm5mYcOHAA\n", "ra2t2Lt3r9S5CCFkyvOrgZ01axYyMzMBUKkgWCx3pAbYzsdyNoDyicV6PjH8qsEOd9OSy+WShiHT\n", "R0u/HQ43j6QIFQxqtiZnJyRc/LqCNZvNOHLkiF+TvJCxsV5nCmW+T9sG8eXdtfjynjr8/lw7zA63\n", "qOPNpHMnBco3efxqYDdt2oT8/Hzk5eXh4sWLdJOLjEsQBLx9sQMOz1Dvvz01XWgfFD8lICFTkd/9\n", "YEdyOp3Mzc9K/WDZ8R9VLdhT0w0AUMs5/MfGQqRHayY5FSHBCUs/2JEOHTqEDRs2BPWCRJxeqwsf\n", "NPThcocZpQVxWJgaAaWcrcWBN841QgBwc8CBzcWJ1LiSGSuo30wqEQQuVHWmc60m/PpMKyqbBvDa\n", "0UY09tpCctxQ1sGSI9X4yrJ0fK80F/OTI0Qfj/UaHeUTh/V8Yvi8gn399dexdetWbNu2DRkZGd7H\n", "a2trUVZWJnk4cq820516Ji8AZge7K/HKaLUAMsP5VYPds2fPqAb17m0WzJQabH23Fd86WI9Bhwfz\n", "EvX41iNZ3ln5CSGhJ3kNdunSpaO2o6Ojg3oxIl5evA6/3FAAk8MDo16JOD01roSwyq8abFJS0qjt\n", "sZbYJr6Fss6UGqXBbKM+pI0ry3UwlrMBlE8s1vOJwdbtZ0IImUaC6gfLoulUg3W4PeizuqFRykK2\n", "MB8hJDhh7wdLpGN2uLHrchf+dKEdqZFqvLoqG5kx2smORQgJApUIwsTfOtONfjv++Ek7eAFoGXDg\n", "YF2PxMmGsFwHYzkbQPnEYj2fGNTAMkYuG913VK2gt4iQqYpqsIxxuD04Xt+Htz5pR1asFl9emorU\n", "KBpqSshkoRrsNKJWyLGmIA7LMqOgUcigUdIcvIRMVfT9M0wCqTPJZRyitcqwNq4s18FYzgZQPrFY\n", "zycGNbCEECIRqsESQogPYmqwdAVLCCESoQY2TFivM7Gcj+VsAOUTi/V8YlADSwghEqEaLCGE+EA1\n", "WEIIYRA1sGHCep2J5XwsZwMon1is5xODGlhCCJEI1WAJIcQHqsESQgiDqIENE9brTCznYzkbQPnE\n", "Yj2fGNTAEkKIRKgGSwghPjA5H2x7ezuOHz8OuVyOlStXIjk5OeB99+3bB4/HAwDIzc3FvHnzpIpL\n", "CCEhJ1mJoLq6Glu2bMFzzz2HM2fOBLWvRqNBWVkZysrKpnzjynqdieV8LGcDKJ9YrOcTQ7IrWJ1O\n", "5/1ZpVIFta/H48GuXbsgCAKys7OpBEAImVIka2BHlnaVSmVQ+5aWlnp/PnjwYAjThd/y5csnO4JP\n", "LOdjORtA+cRiPZ8YkpUIhmunAMBxnI89/dt3okYaGP1Vo6KigrZpm7ZpOyTbwZKsF8Hu3buxceNG\n", "CIKA8vJyrF+/HgBw+fJlyGQyFBUVTbhvc3MzMjMzAQDl5eVYt27duK/Hei+CiooKpv9Ss5yP5WwA\n", "5ROL9XxM9iIoKSnBtm3bIAgCVq1a5X381KlT4DhuVAM73r7Nzc2orq4GABQXF0sVlRBCJEH9YAkh\n", "xAcmr2CJeDaXB+duDuJ8qwmL0yKxMDUirEt5E0LEoaGyYRJMwby2y4rvHr+O8toefOfYddR1WyVI\n", "NiQUBX2psJwNoHxisZ5PDGpgGdZndY3a7re5JykJISQY1MCGSTB3SXNitYjWDlVxYnUKZMVoQh3L\n", "i+W7uCxnAyifWKznE4NqsAzLitXiZ+vy0WNxIV6vRGqUdA0sIST06Ao2TIKtM6VFabAgJULyxpXl\n", "OhjL2QDKJxbr+cSgBpYQQiRC/WAJIcQHWpOLEEIYRA1smLBeZ2I5H8vZAMonFuv5xKAGlhBCJEI1\n", "WEII8YFqsIQQwiBqYMOE9ToTy/lYydZmcuD4tV581NiHbovT+zgr+cZD+SYPjeQixA8muxtvnLyB\n", "T9vMAID1RfH4yyWpUCroGoWMj2qwhPjhlsmBL75b491ONKjwq7ICRGsmXsqITG1UgyVEYpFqOR7K\n", "jvJur8qPhZ7m5iUToAY2TFivM7Gcj4VsBrUCf7U0Da8/noPvr8lB2ZwEKOVDvz4s5POF8k0eqsES\n", "4qd4vQrxetVkxyBTCNVgCSHEB6rBEkIIg6iBDRPW60ws52M5G0D5xGI9nxjUwBJCiESoBksIIT5Q\n", "DZYQQhhEDWyYsF5nYjkfy9kAyicW6/nEoAaWEEIkQjVYQgjxgWqwhBDCIGpgw4T1OhPL+VjOBlA+\n", "sVjPJwY1sIQQIhGqwRJCiA9UgyWEEAZRAxsmrNeZWM7HcjaA8onFej4xqIElhBCJUA2WEEJ8oBos\n", "IYQwiBrYMGG9zsRyPpazAZRPLNbziSHZmlzt7e04fvw45HI5Vq5cieTk5ID3DeQYhBDCGslqsHv3\n", "7sWGDRsAAHv27EFZWVnA+wZyDKrBEkKkwGQNVqfTeX9WqXyvxDnevoEcgxBCWCNZAzvywlipVAa1\n", "byDHYB3rdSaW87GcDaB8YrGeTwzJarAej8f7M8dxQe0byDGio6Nx/vz5QGOGjU6no3xBYjkbQPnE\n", "Yj1fdHR00M+VrIG12WwAhq5Ch38GgMuXL0Mmk6GoqGjCfcd7fCyLFi0KWXZCCAkFyRrYkpISbNu2\n", "DYIgYNWqVd7HT506BY7jRjWw4+073uOEEDIVTJuRXIQQwhoaaEAIIRKhBpYQQiQyYxpYnudH9Uog\n", "vtH5IkQ8yW5ySSnQIbSHDh1CY2MjysrKkJKSMumZJmMIcCCvGY7zJSbflStXUFdXB57nsXTpUqSl\n", "pTGTraqqCh0dHQCAjIyMsPRuCfTzZLPZ8POf/xxf+MIXwvL+BpJv37593j/subm5mDdvHlP5AKCx\n", "sRHnzp2DWq1GaWmp70FQwhT03nvveX/evXu3X8+5cuWK0NraKlWkgDIFk1+sQF9T6vN1t0DynThx\n", "wvvz/v37Jcs0LNj36/Dhw1LEuUeg+Q4ePCicO3cubO9vIPmOHDkidZx7BJKvr69PqKio8PvYU7JE\n", "wOIQ2lAMDZYSi+dspEDyrVixQuo4owR67pqamvDGG28gLy9PylhegeTr6+uDTqeDRqOROpZXIPk8\n", "Hg927dqFnTt3hm3wQSD5Lly4AL1ej127duHq1asTHntKNrACg0NoA8k0GflZPGcjBZPv6NGjWLJk\n", "iVSRvALNlpWVha985Ss4e/aslLG8AslXUVGB5cuXSx1plEDylZaWYtOmTfjc5z7nLbVILZB8nZ2d\n", "6O/vx6ZNm3Dt2jXwPO9zf6ZrsN3d3Xj33XdHPbZu3bqAhtCGSyiGBkuJxXM2UqD5Tpw4gfz8fMTH\n", "x0mT7O8AAAccSURBVEsZC0Bw506j0SAiIkKqSKMEkq+jowN79+5FZ2cnsrKywlKDDfazF64LgUDz\n", "DX+DSk1NRW9vr8/PINMNbHx8PL785S/f8/i5c+cAjD2EdqyhuOEQiqHBrOSbDIHkO3nyJBITE5GV\n", "lcVctt7eXsTGxnr3Zy3fSy+9BACoqakRNcZeqnzNzc3IzMwEANjtdubyFRQUoLGxEXl5eejr68Oc\n", "OXN8HpvpBnY8vobQjjUU99ixY2hsbIRGo0FWVpYkNbxQDA2WUiD5wnG+gs3X2dmJyspKFBYWora2\n", "FoODg3jhhReYyAYAlZWVcDgcAIDFixdLmiuYfMDQH4GKioqwXcEGkq+5uRnV1dUAgOLiYsmzBZqv\n", "uLgYO3bswKVLl5CQkDDhVTYNlSWEEIlMyZtchBAyFVADSwghEqEGlhBCJEINLCGESIQaWEIIkQg1\n", "sIQQIhFqYAkhRCLUwM4gr7/+esiO1dnZibfffhvvvfce3n33Xbjd7lH/Xl5ePubz3G439u7diz17\n", "9mD79u1+TZgxlnPnzuHXv/51UM+dzsY773c7fPgwdu7cKXEaMiVHcpHgbN26NWTH+uCDD/D5z38e\n", "HMehu7sbJ06cwGOPPeb99/GGAJ89exYrVqzwDtN86623UFBQEPDrL1q0CM3NzcGFn8b8HXq9Zs0a\n", "7Nq1S+I0hBrYGaC9vR2nT59GQ0MDvva1r3kft1qt2LVrFwwGA+RyOerq6vD1r3/d++9HjhyB2WyG\n", "XC6Hy+XC+vXroVarAQByuRw2mw06nc47BR4wdIV68OBB1NbWYs+ePQCA/Px875jtBx54YFS2QCb/\n", "OHbsGHp7e6FQKCCXy0fNZFRXV4cLFy5Aq9XCbrdj8eLFyMnJQVtbG373u98hPz8fmzZtQkdHB95+\n", "+20kJCTgueeeg0Ix/q/AoUOHUFdXh5iYGERGRsJqtWL+/PmYO3euz9cEhqYsPHLkCObPn4+mpiao\n", "VCoYjUbvTFaVlZXo6uqCXC73Dq19+umnJzwHTU1NqKyshMFggEwmQ3d3N1588UUAwEcffTTqvMfE\n", "xGDlypUAht6X3bt3QyaTQRCEsEzyTjA1J9wmwXn33XdHbTc2No6aFLqpqcn7c2VlpVBXV+fdHhwc\n", "FHbu3Ond7unpEV599VXh97//vfCDH/xA4Hne52uNZe/evUJzc7Nf2a9cuSKcOnXKu93V1SX88Ic/\n", "FARBECwWi/CHP/xh1P7bt28XnE6nIAiC0NHRIRw7dsz7b9u2bfPrNQVBEL7xjW8IHo/Hu/3OO+8I\n", "Vqt1wtcczvyrX/1KcDgco/arq6sTzpw5493meV6orKz0K8/+/ftHnbOR75kgjH/e9+3bJ3R1dXm3\n", "z5w5I2zfvt2v1yTBoyvYGSw7OxsejweHDx/2Ttk2PJNRa2srli1b5t3XYDCMeu6hQ4fwj//4j1Cr\n", "1WhtbcXRo0exevVqv17X7XZj165dWLFiBZKSkvx6zrVr17BmzRrvdnx8vHepmI6ODphMJu+VGzA0\n", "E1NfXx+MRiOMRiO6uroADF3NB3L1Nm/ePMhkd25VFBQU4NatW5DJZD5fc9ijjz56zyTOV69exeOP\n", "P+7d5jhu1Ln25cknn8TZs2dRU1MDt9sNo9Hofc98MZvNo6bVKy4uxo0bN/x6TRI8amBnsIsXL2LB\n", "ggXemferqqq808WlpaXh6tWr3vqo2Wy+5/nD5YK4uDhYrVa/XtNisWDXrl1Yv359QNPl5efn48KF\n", "C1i6dCkAoKurCy0tLQCAtLQ0JCYmoqyszLv/3RMhL1q0CB9//DFaWlqwfv16v1/38uXL4Hne28jW\n", "19dj3bp1kMvlE76mIAhjlkBycnJw6dKlUbNtjTzXvnzyySe4//77vdt/+tOf/Jp0XK/Xo7u729vI\n", "nj9/PmzTKc5kNJvWDPDhhx+iv78fly5d8l6RlZaWory8fNTVGQBs2LDB+9hwDVYmk8HlcmHDhg3e\n", "RrWpqQnV1dVQq9Ww2+1Yv379qKU3PvroI/T29kImk8HtdmPZsmVISkrCL37xCyQnJ3uv6u6uC/ty\n", "9OhR9PX1QaPRwG63o7OzE0uXLsXixYvR0tKCs2fPemuqZrMZ69evHzXp9W9/+1skJSVh7dq1fp+7\n", "3/zmNzAYDNBoNHC5XFiwYAEKCwsBwOdrVldX48KFCwAAo9GI1NTUUQ3jBx98MOr8zJo1C/Pnz58w\n", "z5tvvonk5GQIggCe50fVdYGhhvrixYtQq9UQBAHZ2dmYP38+3G43duzYAaVSCZlMBoPBgLNnz+L5\n", "558P27y6MxE1sIT4sH37djzzzDOTHYNMUdQPlpBxHDp0CLW1tThw4MBkRyFTFF3BEiY0NTV5v1Lf\n", "LSsrS5LZ7SfjNX0xm804fvz4mLVRg8EQttUvSOhQA0sIIRKhEgEhhEiEGlhCCJEINbCEECIRamAJ\n", "IUQi/w80Tao0ITMYMQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.515063\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VOW9P/DPOWf2TPZ930MMuyABRKCKGGVpQG1VrvW2\n", "V7t5bW9v19vbzd72ahdrb9tf7X71WsUKBGRfVSABDYIgAQmBkITs6ySZzD5zfn9MMklIMpntzDxJ\n", "vu/Xq6/mDGfOfDwzeXLme56FE0VRBCGEkIDjQx2AEEKmK2pgCSFEItTAEkKIRKiBJYQQiVADSwgh\n", "EqEGlhBCJCKT6sCtra04duwYBEHAqlWrkJycPOG+p06dQltbGwAgIyMDixYt8voYhBDCGska2MrK\n", "SmzZsgUAsGvXLpSWlk647/Lly10/Hz582KdjEEIIayQrEWg0GtfPCoVi0v3r6urwwgsvIC8vz+dj\n", "EEIISyRrYEcOEJPL5ZPun5WVhaeffhpnzpzx+RiEEMISyUoEdrvd9TPHcR49R6VSITw83KdjHD58\n", "GIIgeJmSEELci4qKct0X8pZkDazRaATgvAod+hkAqqqqwPM8ioqKXI91d3cjJibGtf9kxxiPIAi4\n", "/fbbA5afEEIA4Ny5cz4/V7ISQXFxMbZu3YqtW7eiuLjY9fjp06dx6tSpUftWVFRg+/bt2L59O2bP\n", "nj3pMaai8vLyUEdwi+V8LGcDKJ+/WM/nD8muYFNSUvDoo4+Oefypp54a89iGDRu8OgYhhEwF3HSZ\n", "rvDYsWNUIiCEBNy5c+dwzz33+PRcGslFCCESoQY2SFivM7Gcj+VsAOXzF+v5/EENLCGESIRqsIQQ\n", "4gbVYAkhhEHUwAYJ63UmlvOxnA2gfP5iPZ8/qIElhBCJUA2WEELcoBosIYQwiBrYIGG9zsRyPpaz\n", "AZTPX6zn8wc1sIQQIhGqwRJCiBtUgyWEEAZRAxskrNeZWM7HcjaA8vmL9Xz+oAaWEEIkQjVYQghx\n", "g2qwhBDCIGpgg4T1OhPL+VjOBlA+f7Gezx/UwBJCiESoBksIIW5QDZYQQhhEDWyQsF5nYjkfy9kA\n", "yucv1vP5gxpYQgiRCNVgCSHEDX9qsLIAZyGESGTAYsfVTgNMVjtyY9VI0CpDHYlMgkoEQcJ6nYnl\n", "fCxnA4KX72hNF769/xp+eOQGXjjRAJ3R6tHz6PyFDjWwhEwBJqsdh652u7Y/bNZDZ7SFMBHxBDWw\n", "QbJixYpQR3CL5XwsZwOCk08p41GcHuHazohUIlwpePRcOn+hQzVYQqYAjuOwsSgOObFqDFgcmJ0U\n", "htgwRahjkUnQFWyQsF5nYjkfy9mA4OWL1ihwV3Y0SmbFIj1S5fHz6PyFDjWwhBAiEeoHSwghbtBc\n", "BIQQwiBqYIOE9ToTy/lYzgZQPn+xns8f1MASQohEqAZLCCFuUA2WEEIYRA1skLBeZ2I5H8vZAMrn\n", "L9bz+UOykVytra04duwYBEHAqlWrkJycPOG+ly5dQnV1NRwOB5YuXYq0tDQAwJ49e2C32wEAubm5\n", "mDt3rlRxCfGZUqNF5c1enGvqx/zkcCxI0UIt92wYK5neJGtgKysrsWXLFgDArl27UFpaOuG+XV1d\n", "2Lx5MwBg//79rgZWpVLh3nvvlSpiULE+3prlfCxnAwBVch6+vq8GAFBW1YGfP5CHBSnhIU41jPXz\n", "x3o+f0jWwGo0GtfPCoX7MdMrV64c93G73Y6ysjKIoojs7Gy6iUWY1HPLtIHdBs+mESTTn2Q12JGd\n", "E+RyuUfPOXLkCJYsWeLaLikpwebNm/Hggw+ira0t4BmDifU6E8v5WM4GAOGiAdFq57VKhFJAdow6\n", "xIlGY/38sZ7PH5JdwQ7VTgHnTECTOX78OPLz8xEXFzfuv3vSSJeXl7u+bgy9aaxsX7x4kak8Uy0f\n", "y9vGtnp8Z0k6+u0cspPikB6lYiofbfu/7SvJ+sHu3LkTmzZtgiiK2Lt3LzZs2AAAqKqqAs/zKCoq\n", "cu178uRJxMfHo7CwcNQx6uvrkZmZCQDYu3cv1q9fP+HrUT9YQogUmFyTq7i4GFu3boUoilizZo3r\n", "8dOnT4PjOFcD297ejoqKChQWFuLKlSvo7+/H448/DsDZwFZWVgIAFixYIFVUQogPugYssNpFxGjk\n", "UMiox+d4aCRXkIwsX7CI5XwsZwNmZr5rnQb84HAtuo1WfGFpKh6YFQulzLeuaayfPxrJRQgJGlEU\n", "8fcPW9BpsMIhAi+dbkJjrznUsZhEDWyQsPwXGmA7H8vZgJmXj+M4qEdcrfIcIHhwI3sirJ8/f9Ca\n", "XIQESK/JhivtAzDZHJgVr0FSuDLUkSTz6IJEdBqsaO234PPFqUiL8nwJm5mErmCDhPW+fiznYzkb\n", "4MwniiL2ftyB7x+uxU/frsPz79RBZ2RjwIEU5y8jWo0fr83B7z5ZgBVZkZDxvl/Bsv7++oOuYAnx\n", "Ql23Ea16C+LD5MiNHR6taLQ6cLxW59q+3G5Ar8mGKLVng2ymIrVcoDkXJkENbJCwXmdiOR8r2Wq7\n", "jfjG3hroLXYoBQ4vrC9AQbwGK1asgCiKWJkdhbqeVgDAbQkaRCjZ+PVi5fxNhPV8/mDjE0DIFNCk\n", "M0FvcY5QNNtF1OuMKIh3XsVyHIcNRfHIj9PAZHOgIE6DaM30vXolnqEabJCwXmdiOR8r2eK0Cows\n", "NSZqnZMYDeWLVMlQnBGJVTnRSI4IzQ0uu0PE5TY99n3ciYuteljtDmbO30RYz+cPuoIlM5IoitCb\n", "7VDIOI87yOfHafDCunxUdxqQE6PGrPgwSTPaHSJ4zrO5PIbUdBrw9b01sIsAB+CF9fnSBSSTogY2\n", "SFivM7GcL9DZrHYHTtX34pWzLUiLVDq7GUVO3s1IxnOYnaTF7CStpPkA50iplz9ogULG44lFSciM\n", "Hp6hq77HiLoeEyKUAjKjlIgJG75a7hiwwD44NlME0NpvxhqG31uA7c+ev6iBJTNOg86E596pg0ME\n", "GnvNWJ4ZiR6DDWFKAdnRKq+uGKXQbbDgh0dq0TFgdW3/tCQPYQoBDT1GfHP/NeiMNigEDv+2IgN3\n", "pAmIHJwuMSVCCY2ch8HqgFzgkE79U0OKarBBwnqdieV8gc5mc4hwDF7lrSuMxdGabnx9Xw2eeasa\n", "F1v1Ic9ntYvoMdpc2x0DVljtDgDOPwi6wX+z2EU06EzoMlhc++bGavCr9fn40Zps/HpDAQriNEy/\n", "twDbnz1/UQNLZpy0SBU+c3sSACBJq8BHrQMAnA3b4avdoYwGAIjRyPHlZc5lk3gO+OLSNESqnFeo\n", "sWFyCCMusOPC5AhTjK4h58RqsDwrCvlxmpBfjc90NJsWmZGMVju6DVYMWOz4+t4amAcLl19amopN\n", "cxI8Po7JZse1TiN0RhsyY1RI96CW6wmzzYGmXjME3vkHQRjsvmB3iKhq1eOjVj1SI5TIilEhJ0Yz\n", "ydGIP5icD5YQlqnlAlIjnVd+z9+fh6PXupEZrcJdWdFeHefDJj1+eKQWAJColePnD+QHpIuWUsYj\n", "J3bs0jMCz2F+SjjmM7SoIpkYlQiChPU6E8v5pM42O0mLr67IQOnsBMSGeTc44L2GXtfPbXqr68YU\n", "S1h+bwH28/mDGlhC/LAgZbjLVqRKhhgNfSkkw6gGS4gfBix2fNw+gG6DFflxGuZWlCX+oxosISES\n", "phCwOC0CAFxdqQgZQiWCIGG9zsRyPpazAcC5yzV49VwLvr63Boequ2C02id/UhCxfv5Yz+cPuoIl\n", "xE8d0OLVc85pCq90NCA5Qol5ydpJnkVmArqCDRLWx1uznI/lbABgueU6hbUrWNbPH+v5/EENLAmK\n", "5j4zKm/24mqHAXbHtLiv6jI/WYvkcOfUhQtTtHSji7hQAxskrNeZpMzX2m/G9w9dx/cO1eIru70f\n", "78/6ubt5+Rx+sS4ff9hUiO98IgsJg/PEsoL188d6Pn9QA0sk19pvwc1eMwDAIQKn63snecbUIooi\n", "ErQK5MSqET2N1+Ai3qObXEHia52pa8ACncmGKLUMsRrproykrINFqWRQyXiYbM5uTIXx3o2dZ71G\n", "508+URTxcfsAPmzWIytahYQwOUw2ERnRKtcEL6HMFwys5/OHT++gXq+HVkt3SaXW1GvCj4/dwI1u\n", "E/Jj1fjPe7KQEjH15vfMilHjF+vycKG5H6mRKsxLos/OkOtdzvldrYOTzTy1JAX/+0EL1ubH4Mkl\n", "KdAysnBioPWarLjYMoA2vQULUrSjVuidTtyWCC5fvjzu/15//fVg5Zs2fKkzXe004Ea3CQBQ02VE\n", "Tacx0LFcpK6DzYoPw6fmJ+HOrCiEe3llxnqNbihfW78ZHzb143qXEZ4OkNSZbK7GFXCWU8KVAvZX\n", "d6HLEJh5DVg8fxV1vfjxsRv44/tN+Nb+a2jsNYU6kiTcNrCnTp0Cz/O4ceMG3n//fVgsFrz33nuI\n", "iYkJVr4ZLeyWNedv3SbsaO8349mjN/DtA9fwld3VuNQ24NHzUiIUrh4Icp5DZrQKOqMN0WoZ1NP4\n", "/b7YMnyjs99sR++ICcanE7eXEo888gi0Wi3Onz+Pz372swCABQsW4B//+EdQwk0nvtSZChM0+EJx\n", "Ck7c0GF1TjRmeVm79AbLdTCWswHOfOeb+3Gty/kNw2oXUVGvwxwPSiEpESr8d0kuWvot0Mh51HQM\n", "4JOz43FfQUzAeiOweP5W50bj7es9EAHkxKgRz1jPi0Bx28AO1VkVitH/8bduE2lEqOR4cG4iNhbF\n", "Qy5Qhw+WRahkkAuc6+t+zuAihTe6jWjtNyM+TIHcWPW4KwykRqqQOjhRd1EiO/Vpm0NE54AFMp5D\n", "XFhgf+dvTw3HrzcWoM9sQ0akirmubYHi0W+twWCAw+G8A2y329Hf3y9pqOnInzpYMBpXFut0QybL\n", "dqPbiKM13Tjb2AeDxY4Bix1Ha7rw7NFaHK3pwoBF2pFV5eXlyI5W4ef35+GhuQn45qoMLEmPQG2X\n", "AV/bcxU/PHIDX9tzdUwN3e4QUd9jxPUug6Sjv3x5b612B9693oPPbfsYXyy7gvPN/ahs6MX1LoPH\n", "9WV35AKP2xLCUJweiesfnfH7eKzy6G7D/fffj7///e9QKBQwm81Yt26d1LkIGVfngAU6o7PbWlyY\n", "Ao29Jnxr/zX0mpw1vO/fk4VwpYCfH28A4LyZ8vz9ctyeGiFpLo4bu6T3hRY9DFbnhYl5cIHCghFl\n", "nvcaevFfx27AIQKfX5KC9UVxUMkCW3c1Wu3gEnJRUadDToza49UW2vQW/PJEPRwi0Ge248+VTYgP\n", "U+BsYx9eWF8w6r+DTMyjBjY2Nhaf+cxnpM4yrbFYBxsp0PlsDhHtegt4DkgK928JlaFszX1mPHu0\n", "Fje6TciIUuJH9+ag22B1Na4AcL65H8XpkaOe32eS9gbKROcuXqsAz8G1gm1S+PDX4H6TDX890+z6\n", "tz9XNmN5VhRSIgLbwJ6u78XzJ5wT0WTHqPCTtbke1TsFjoOM52AZLHkoBR42hwizXUS9zhjQBpb1\n", "3w1/+PTds7W1NdA5yDRic4g4XtuDz227jM/vuILzTYEpKdWM6LbWoDPjWqcBcWEKxGuGR0/dkRaJ\n", "5Ail6858crhCsj6WVrsDN3UmNPeZ4Rjna3NBnAYvrMvHvy5Pwy/X5WFW3HAOucAhcURDF6mSQSEE\n", "fgXYY9d6XD/f6Dah28OuX0nhCvzo3hwkhytQEKfG6pxonG3sA4BRuYl7Hl3BXrp0CbNnz3Ztnzp1\n", "Cps3b5Ys1HRUXl7O9F/qQObr0Fvwy+POr5cmmwO/PXUTv95YgHAfO80PZbt1eeowhYCUCCWeeyAX\n", "9d0mRKnlyI9XQyUT8LMH8tBjsCFGI0Oin1fQ47E5RJyo1eEXJ+oh8Bx+uCYbS265chb4sWWDISq5\n", "gC8vS8PW823oN9vw+O3JAb+RBADFGRE4M9gwxmvkiFR79h5wHIfFaRH47SdngeeAhh4TvlCchuwY\n", "FQrjwwKakfXfDX94dLZrampGNbAy2fQcXUICQ+A5qOSC6+ZSmEKAMM7dc2/NitfgmeVpeOd6D1bm\n", "RGFWgvMXPSNKjYyo0TNYJYUr/S5NuNM5YMGvTjbAIQIOu4jfVTTit5/UINKLuQjSo1T41upMOEQR\n", "fADOz3hW50QhnLfDwslRmKDx+pxEDA4KKUrSoohG4HnNp5ZyqEcB8Rzrf6EDmS9Bq8CP1+bgd6du\n", "QiPn8czyDGgUvtcWh7KFK2XYUBSPBwrjIPDSNEiekvEcwhQCdIP13QiVAMHHr/hSNa6As6vfJwqT\n", "JDt+ILD+u+EPtw3s3r17YTQaceXKFVitw7WbxMTESQ/c2tqKY8eOQRAErFq1CsnJyRPue+nSJVRX\n", "V8PhcGDp0qVIS0vz+hiELXOTtPjV+nwInPNqNpB8bVw7ByzoNtgQqZa56ojdBis4Dl7PghUXpsCz\n", "a3Pw+9ONUMo4fHlpOrQK+mZHRnP7iVi/fj0AYM+ePdiwYYNXB66srMSWLVsAALt27UJpaemE+3Z1\n", "dblquvv373c1sN4cg3Ws15mkyBcWoAYnENla+sz4ybEbqOkyIjlcgW+uyoTOZMPvTt2EnOfxH5/I\n", "9LqT/20JYfjlujxc+fgKcmLZnWR7Jn72WOFRL4L777/f6wNrNMN3TCcb+bVy5Uq/j0GIOze6jagZ\n", "HMra0m/BlfYBvHiyAd0GG9r0FvzieINP3bmUMgH9vT2T7ziord/Z+2Gyu/kOUUS/yUYr1U5xHl1i\n", "+HJTa+RoD7ncs69fR44cwZIlS/w6BqtY/wvNcr5AZLu1B0K4UjZq6RoRInwdoORpvrpuI/7j4DV0\n", "GWyYl6zFt1ZljjtE1Gix4+j1buys6sCcRC22LEz0qycEy+8twH4+f3h0Bbt//37cvHkTdXV1eP31\n", "13Ht2rVJn2O3Dw/9G2/89a2OHz+O/Px8xMXF+XyMkUMCy8vLaZu2Xdu2jjo8U5yIBSla/POiZFS1\n", "9uOfFycjQikgRiPDlxbF4fL5Mz4ff7Lt06dP470bnegyOK+SP2rRo6qhY9z9r3cb8duKRjT2mnHw\n", "ahfONPbh9OnTTJ3PmbbtK070YGDxrl27sHHjRuzevRulpaV488038alPfcrtc3bu3IlNmzZBFEXs\n", "3bvXVcOtqqoCz/MoKipy7Xvy5EnEx8ejsLDQo2OM59ixY7j99tsn+08JGdbrTCznC2Q2hyhCb7bj\n", "UpseJqsDSeEKCDyH7Bi1x3M+tPab0TFgRYxahtRIlcf53rnejefeqXdtv7g+39VHtmPAgivtBgCA\n", "Usbhe4dqXfs9eUcyPjXf954ALL+3APv5zp07h3vuucen53r03Z/nefA8D5XKOeOPUjn515Xi4mJs\n", "3boVoihizZo1rsdPnz4NjuNcDWx7ezsqKipQWFiIK1euoL+/H48//rjbYxAymQGLHT0GK1RyflQH\n", "fp7jEKGSISNKhe/sv4a2ASt4DniuJA8LU8MnPW5TrwnfO3QdTX0WRKpk+PkDeR5nmp/svHo+29SH\n", "dYVxyI1z3hgzWOz425lm16irLy1Nxb35MThS0420SCWWZkZ5+V9PWOHRFez27dtRUlKCDz74AKtX\n", "r2byjj7rV7AkePrNNrz2YSvKqjoQr5HjJyW5Y5bS/rCpD98+cN21/al5CXhySeqkx66o0+HZozdc\n", "21+7KwP3z4r1Kp/dIY7qataht+DJHR/DODgxjEbO46VNs2AXAY1cQIxmat9/mOr8uYL16DtRSkoK\n", "du3ahaVLl6Kqqgq1tbWTP4mQEGnQmVBW5axvdhis2H+la8w+MRo5NPLhj39hgmfDP29diDBW4/0N\n", "4Fv78WoVAu7KGr5KvSs7ClFqOdIiVdS4TnEefTqWL1+O5cuXAwAKCwuRl+f51yLixHqdieV83maT\n", "8zw4AENfzSJVYwc6ZEar8Yt1+ajuMCApXIHbPGxgtQoBX1uRjvPN/ViYGo7bEsL8PndqhYB/XpyM\n", "ZZnOuQwK4zUBXS6G5fcWYD+fP7z+8yuTyUZ12zp//jwWLFgQ0FBkZrLaHahqHcBHLf0oTAjDvGSt\n", "Tw1NVrRzjP/W823IjVXj7rzx15DLj9MgP87zmba6Biz43qHr6LfYkRyuhELgJzy2t+LCFJJM9kJC\n", "y++hNnV1ddTAeoD1v9As5LvaacB3DlxzXXn+7IE8LEwJ9zqbQsbj7txoFKdHQCnwkMsCsyKEyeZA\n", "+4BzgEBttxECBzT1mhGRuwCt/WZJJ5fxBwvvrTus5/MHDZ4mzOgxWDHyjmuH3uLzsTiOg9bH6REn\n", "EqOW4+G5Cdh2sR0cgM/ekYJv7KtBv9mOlAgFfnpfLlIjVWjUmVDXY0KUWoa8OHXAVykIph6jFVc7\n", "DLCLIgriNHSV7SVaSS9IAtFpWUos5EuPUiFqcL5SjZxHzuCdfxayAc5a6aMLEvHHzbPwp82FaOs3\n", "o9/sHAzT3GdBfY8JLX1m/Oeh6/jxsRv49701OBegycb94ev5s9gcePNCG75/uBY/OnIDf6lshkGC\n", "9c1YeX+lQFewhBmZ0Wq8sC4f7XoLYjVyZMWwNYFKXbcRb1/rhkzgkaCVI2rEDFwcgEi1DJ0DVrT0\n", "D195v1ffh+WT9GM1Wu3gOee8BizRW+w4dn14noXjtT347OJkv6aenGmogQ0S1utMrORLj1IhPUo1\n", "6jEWsnUO3uAaqsGuzolGbowS316ViY9a9VieGYn8WA3aByyIUslc88QuSHE/Q1dVqx6/P90ItZzH\n", "vy5PH9NfNxB8PX9hCh7L0iNx4Kqzm9vitIgxczoEAgvvr1SogSXEAwbr8A0uAKjXGaGUcbi3IBb3\n", "5A/3JEiLVOFnD+ShptOAaI0cRW66f7XrLfj+4VrXyg//U96A5+7PC2gXLX8oZQIevz0Ji9PDYXc4\n", "p2cMdF17uvO7Bks9CDzDep2J5XyByCaKIsxW3+uHMWoZ7isYbkjvyorC4rQIRKrkY/Jlx6ixtiAW\n", "d0xyxWd3iDCOyNRvtsM2YoavBp0Rf6lswitnm9HYa/I5uz/nL06rwF3Z0VidG43EcGlucLH82fOX\n", "R3+OKioqEBsbi8LCQly7dg1arRZJSc7JJ7KysqTMR2YAs82B2m4jTFYHMqMDP3qpQ2/BzqoOXGjt\n", "R2lRPFbmREEpE9DYa4LZ5kCiVjHplZlWKcO/3JGCu/OiIYocolQC0iNVfi1dExcmx7/flYFfnWyA\n", "nOfw9PI018KQvUYbnnu7DtcHV9H9uG0A31+TI8lXdCIdjxrYhoYG10xXOTk52LFjBx5++GFJg003\n", "rNeZQpmvok6H5991zjK1KjsKTyxKQmK40jW7lb/ZzjX1Y3tVOwDgFycakBaphF0EvnvwOkw2Bx6c\n", "E48tC5MmbWSj1HIsHGdpGV/zyQUen8iNRlFiGASOQ9KIK0ST3Y4Gndm1Xdtjgtlm96mBpc9e6HhU\n", "IggLC0NsrHNCC57nIQj0V5QEhtlqx47Bxg8Ajt/Q4cQNHd6+1hOw2fx1ptGrB3AcsPV8K0w25/F3\n", "VHWgtd/3PreeMtvs6DFaR/13yQUeaZEqJEcoR815HKWS47GFw2vfbVmQiAgVzUsw1fhUg+V56j7r\n", "LdbrTKHKp5DxmJM4fCMoTiPHgMWBX51sQHOfOSDZlmZEIiHM2TityIpEklaJ5IjhUVcKgYPCj9Fe\n", "nuRr11vwm/Kb+PLOamw934b+SZanUcp4bJqdgF9vyMdvNhZgbUEsZD6WI+izFzoelQg4jkN3dzdi\n", "YmLQ3d09aqUBQvzBcRwenJuItCgVGnVmJEco8JfKZvBc4JazzoxW48WNBRgw2xGtkSNSJcPmOQmw\n", "O4DGXhO2LExCQpjzV8HmENGoM8EhAqmRSigDNMz2YoseRwbne/37h62YkxSG21Mj3D5HoxC8XoiR\n", "sMWj+WDtdjuOHDkCvV4PlUqFkpISn9bpkhLNBzv1NfQY8YsT9egx2vD0sjQsSY/06yaSJ9r1Zrz+\n", "YRtqugz43OJkDFgc+O936uAQgWeWp6FkVqzHKx24c7C6C7862eDa/snaHCzJiPT7uER6kq9oIAgC\n", "SkpKfHoBQjyVEa3Gc/fnwWYXEamSuWqS17uMaNAZEadRYFa8xq+v87fadakT+6udHelP3ujFmcY+\n", "DPWUeum9JixOi0CCVuF3Qz8/WYu5iWG41D6ANXkxyPNiFi8ydXn0Sa2pqZE6x7THep2JlXxahQxR\n", "armrca3rMeIb+2rw3Dv1+Pq+GlS16d0+32p34HLbAE7U9qC2yzDp63UNDN/c6rfYERc2fCMpWi3D\n", "+zd78R8HruGjln581NKPnnGW2/bk3CVHKPHDe3Pwvw8X4UvL0oI6kTYr7+1EWM/nD4+uYC9cuID8\n", "/HzX9o0bN5CdnS1ZKEKGdOitrpFOAPBxu8Ft7fJK+wC+uf8aHKJzqe5frc93O/x089wEfNDUj36z\n", "HYlaObYsSMTr59tgsjmwKicKvym/CbNdxM136rEyOwo6YyeeXp7m0x39CJUMESq2SmtEWh692xbL\n", "6C4sFy5coAbWS6z39WM1X4JWDq1CgH6wkXU39BQAqjsNrq/4AxY72vUWKAUOVoeIBK1izDDUWfFh\n", "+H3pLJhsDsSFKRCmEPCfd2eh32zDv751FWa782B9JhvUch47L+nw6IKkUQ0sq+duCOULHY+XjDl0\n", "6BDuu+8+qfMQMkpmtBq/XJ+Phh4jYgdrsO7kxQ7/u0rGQy3j8cWd1TDZHHhiURI2z06A+pbO+om3\n", "TJTNcRzClTJ8sTgV/3XsBhwi8MiCRJyo1SFOI6fZpIjHPKrBvvrqq+jr68O2bduwbds2XLx4Uepc\n", "0w7rdSaW8zVfPovVuTGYm6yd9AZXUUIYXliXh2+vzsQL6/JQdqndNaDglbOtaB1nEu/6HiM+aulH\n", "W//wyCmO41CcEYk/PngbfvPJAqREKLEiKxI/LclFgnb0mHyWzx1A+ULJoyvY+++/H4sXL3Zt79+/\n", "X7JAhPhDIeMxNzkcgHOCl5GrCSgFDnJhdG+A6o4BfGv/NRitDmRHq/Ds2hzX0i8CzyFjcOrEWfHu\n", "SxOiKKJeZ4LR4kByhGLUXLFk5vKoH+xUQP1gyXgae034v7MtaO234HN3pGB+snbUkNTXPmzFK2db\n", "XNv/XZIErm/1AAAgAElEQVSLxWnuBwCM50JzP7576DqsdhGrcqLw5WVpiKZGdlqQvB8sIVNVWqQK\n", "316dBYcojjtgIC1yuP7Kc0CE0rf66q7LHbAO3hA7XqvDg3MSqIElntVg+/r6sH37drzyyiuw2WzY\n", "uXOn1LmmHdbrTCzn8zebwHMTjsZakKLFN1ZmYMNtsXiuJA+5sd4PADhz5oxr/TBg8OaanJ35Olh+\n", "bwH28/nDoyvYgwcPYtOmTdi3bx9zQ2QJccchiqhq1eNoTQ/y4tRYkRWJGM3wTapIlRxrC2KxtiDW\n", "59cwm824b0EsBI5Dvc6EDbfFITOarfXESGh41FqqVCrI5cNfd2i6Qu+x3tePtXzNfWZcatNDIfCY\n", "vXCJz8ep6zbhPw5ch9UhAlcBGc/hgcK4ACYdPnePLUwK6HEDJZDvbUufGUevdaPXZMMDs+KQE+v/\n", "HxLWPnuB5NNAA4cjMPN0EjIendGKn71bh4/bnUNdP1kUh88Xp/o06Uq/2eZsXAfV9fi+9MpMZ7U7\n", "8MrZFrw9uNLsqbpe/OaTBYgLk2YpmenAo09sQkICysvLYbPZ8N577yEjI0PqXNMO63WmYOZr11tw\n", "8kYPKup06BoYO7Z/wGJ3Na4AUHmzD0brxH/UzTY7bBNMzp0SqcS8JGcXK5WMx6oc90to+2KmvLdm\n", "uwPXu4yu7U6D1e374inWz58/PLqCXblyJS5fvgydToekpCRah4v4TG+24Q/vNaK8rhcAsOG2WHy+\n", "OBXKEf1VI1Qy3JUViZOD+3wiK3zCpVKqWvX40/tNCFcK+Hxx6pjaZ3yYAt9ZnYVWvQVahYCsSZbF\n", "dogi+kw2KGU8M6u7skKrkOGxhUl4/p06iAA2zY4P6qQ1UxH1gyVB1dZvxhNvXnbNFxClluGlTbMQ\n", "qxn9NbNzwIKaTgMUAo+COA3Cx5kkpbXfjC+WXYFh8CpqUUo4nr0vBwof52+12h04cUOHv51pRmqk\n", "Es8sT0eiVgGdyQaVjKeJWgBYbQ7U6Uyw2BzIiFa5FmmcziTvB9vZ2YkDBw5ArVbDYrGgpKQEMTEx\n", "kz+RkFuEKQTcmRWJkzecV6ersqOgVYz9GMaFKSat7dkc4qivqN0mK2x2EUMXuzaHiP7BSVpUHlyN\n", "NuhM+Pm79RABdAxYUVbVjsKEMPyu4ibSIpX4j09kIWOG9w6Qy3jk01y2HvPoT/3BgwexZcsWPPTQ\n", "Q/j0pz+Nw4cPS51r2mG9zhSsfFqlDF8sTsMP7snGj+7NxqMLkiZdlmWibAlhCjy9PA2AcxjsF4tT\n", "XROx6M02bL/Yhqd3VePF8ga0ebCood0hYuTXOaPVgbcudcBsF3G92+SamNvTfKygfKHj0RWsRqNx\n", "LXQoCAJUKpWkocj0Fq9VIF7r/51nhYzHfQWxWJAcDoEHUkYsZHi924i/nXEOgX3nug7zk8Mn7Z6V\n", "HqXCU0tS8LczzYgPU2DDbXH4+r7hyeYlXr2GTEMeNbAm0+iuLQaD8w5vZWUllizxvY/iTMJ6Xz+W\n", "87nLppTxyIhWwWixo77HBKWMR3KEEjb76FsLZtvkd7vVcgEbi+JxV3YUFAIPjZzHl5am4tVzrciI\n", "VuH+WeM30CyfO4DyhZJHDazD4cBf//pXLFy4EBcuXEBkZCQuX76M8+fPUwNLJtXab8aV9gHIBR6F\n", "8WGIDQvsnecBix3bL7bjtQ9boZHz+GlJLnJj1Vh/Wxz2fdyJgngNlqR7NoGLUsa7ZtMCgAcK47Ai\n", "KwpKGQ/tDLihQwLLoxqswWDAsmXLoFKpUFxcjMLCQkyTzgdBw3qdSap8fSYbXjzZgP9+px7PHr2B\n", "Nz9qg9WDq0lvsrX2m/Hah60AAIPVgb+fbUG4UoYn70jBy58qwk/W5iI10reyllzgERumcNu4ztT3\n", "NlBYz+cPj/4kP/bYY9Bqx67PnpGRgcbGRqSlpfkdxOFwQBRFGoY7zegtdnzYPLxQ4an6Xjy6MBFR\n", "AVwZViHwkAucazaruMFVYDUKYcLVB3QmK0QHEE39OImE/O4Hu2vXLpSWlo55vLW1FceOHYMgCFi1\n", "ahWSk5MnPMbBgwdRW1uL0tJSpKSkuB7fs2cP7HbnWky5ubmYO3fuhMegfrBs6jfb8MKJBpyqd3bL\n", "emR+Ih6/PcmnYa8TEUURHzb34+UPWpAcocBnbk92e8V6uU2P59+th0MU8a1VmZg3OEE3IeNhcj7Y\n", "yspKbNmyBcDEjfCQkpISXL58eczjKpUK9957r1QRiQcMFjtkAudz5/1wpQxPL0vDvfkxkPMcCuI1\n", "AW1cAefyLrenRmBOkhYCx0Fwc7tfZ7Li+Xfr0TrYbeu/jtXhpU2zaDw9kYRkk1ZqNMOdkRUK3z68\n", "drsdZWVl2LFjB86dOxeoaCHBep1pvHznm/rx73tr8MPDtWjwY5KUeK0Cd2ZFYUlGpE9LqXh67hQC\n", "77ZxBQDR4RwOO+TWvq++mIrvLUtYz+cPya5gR1YeRk516I2SkhLXzwcOHPA7E/Fcc58Z3z983bVs\n", "9Z8qm/CjNdmQBfjq0x86oxV9Jju0SsHjMfHRGjm+uTITP3m7DnaHiO/enYV4unolEpHst2Wodgpg\n", "1BpIvvKkkR75l7C8vJyp7amWr7W9w9W4AkCvyYZLH18JSb4VK1aM+ffzV+vwk6O1eHLHx/jeoes4\n", "f63R4+PNTwnH95Zo8cOlEa71twKdj6VtyheY3w9fSHaTa+fOndi0aRNEUcTevXuxYcMGAEBVVRV4\n", "nkdRUdGo/S9fvoyoqKhRN7nq6+uRmZkJANi7dy/Wr18/YQ66yRVYZpsDB6u78P9ON0Ij5/GT+3Ix\n", "J2lsT5JQOVWnw4+O3nBtf2tVJtbkSzM/RteAFU19JoQpBGRFqyctQ5DpJaQ3uSbqolVcXIytW7dC\n", "FEWsWbPG9fjp06fBcdyoBvbo0aOora2FSqVCVlYWVq5cCcDZwFZWVgIAFixY4G/UkCovL2d6xMqt\n", "+WQ8h7uyI3FHejh4jhvV+T7U2QDnMNmRpFoDq8dgxYvl9ai82Q+BA35akovbU0cPWphq7y1rWM/n\n", "D48a2JMnT+Kuu+4a998WL1487uMpKSl49NFHxzz+1FNPjXlsZAM80lBDS4JrwGLH4atdeOtyB+Yk\n", "avH47ewthTIrXoOnlqTgSE03lmVG4raEMI+f22OwosdoRbhSNumcCG16Cypv9gMA7CKw5+POMQ0s\n", "IRPxqIF9++230d7ejrvuugsJCQlSZ5qWWP8LPTJfbZcBL73XBABo7utGUWIYHij07wq2c8CC5j4L\n", "wpUCsqJVXtXlxzt34UoZHpqbgHWFcVDJefAeHq+934yfn2jARy16pEQo8OO1uciImrjPbJhCgEbO\n", "u+acnTXOVH3BeG9NVjsadM6eHJnRqlETlE9mKn32phuPGthNmzbhtttuQ0VFBd59913MmTNnTA2V\n", "TB8j17ACAIPVPsGenukcsOD5d+vxUYseCoHDc/fnYW4A6rkcx004UmsitT0mfNTiHFnW3GfBxVa9\n", "2wY2PUqF5+/Pw7Fr3UiLVOHOrEi/MvvCanfg4NUu/P6084/eM3em4f5ZcZBRLZh5HhWu5s2bB7lc\n", "jtWrV+O+++7DW2+9JXWuaScQdySlNDJfdowa9xU4bxhlRilRnO5fo9LSZ3E1aha7iLevdfuczV/q\n", "W2q3EcrJG+jChDA8vTwdn5wdP+6ABKnfW53R5pp6EQBe/qAFOuPYtcwmMpU+e9ONR1ew5eXlyMrK\n", "wqlTp6DVavGVr3xF6lwkhKLVcnyhOBWPzE+ERiEg2ofBASNplQIUAgfLYLev7EnWxfJWn8mGfrMN\n", "WoUMkWr3H+mCOA2+tiIdB6q7sCQ9ArMT2ekZMRGljEdqhALXu50lgtQIJZQM9UcmE/Oom9azzz6L\n", "T3ziE7jzzjuZnYyFummxSxRFVLUN4O1r3ciOUePOzEjEBqhzf7vejN+U30RlYz/mJmnxzVUZHvV4\n", "sNodAR+yK6X6HiN2XeoAz3H4ZFHcjF+6Jpgk76a1adMmzJs3z6cXIITjOMxN0gak7nqrmk4jKhud\n", "d/kvtupxpX3AowZ2KjWuAJAZrcZXV2SEOgbxksc1WOIf1utMLOdzl01+y42eUDScLJ87gPKFkkef\n", "xr6+Pmzfvh2vvPIKbDYbdu7cKXUuEiIOUYTebIPdId2E6l0GC653GdA5MPFChN0GK+q6jeiZ5GZO\n", "QXwYtixMQkqEAg/OifeqPywhUvOoRHDw4EFs2rQJ+/btg0xGy2b4gvW+fitWrECf2Yb9H3fiyLVu\n", "FKdH4KG5iR5PouKp5j4zfnrsBmq6jMiIVOJHa3OQdsvcrU29JvzXsTrUdhsxL1mLb668Y8LjRall\n", "+KeFSdg0Jx4aGR+SyWimwnvLMtbz+cOjT6NKpRo12QqrN7qIf652GPC3D1pwU2fG9osduNQ2EPDX\n", "uN5lQE2XEQDQ0GtGdYdhzD4ftxtQ2+3c56MWPa4N7j8RgecQoZQxNdMXIYCHDazFMvqrnMPh3ZpK\n", "hP06U3l5OSz20e+ryebfAIPxaOSj/ziHjTNQQHPLvAJ2s/sGNtSmwnvLMtbz+cOjBjYhIQHl5eWw\n", "2Wx47733kJFBdzOno7xYDe5Icy6fkh+nlqSP6Kx4DZ5ZnoaixDB8fkkKbksYO/T0toQw/NPCJOTE\n", "qPGF4lSEWcYOTLDYHLipM6GlzxzwjIQEisfTFV6+fBm1tbWYM2cOsrKyJI7lPeoHGxi9Jhv6TDZo\n", "FYKkCwLa7A63X+lFUYTJ5oBaPvYK12pz4FBNN35bcRNKGY8fr83BgpSJ19XqHLDgps4MjYJHTox6\n", "ynXRIqEVlOkKi4qKXPMPjJynlUwvkSoZIlXS38icrF7Kcdy4jSsAtA1Y8NuKmxABmGwO/OG9Jvxq\n", "ff648xL0GKz49ckGVDb2g+eAH9yTjTlJWthF0e8RaoRMxu2nfMeOHSgrK0NZWRm2b9+O7du3Y9u2\n", "bXjttdeClW/aYL3OxHK+W7PJOA6qEXXaSJUMMmH8iU86BqyugQgOEXjrcgd+f/om/nVXNc419UmS\n", "jzWUL3TcNrBarRabN29GYmIiMjIysHHjRqSnp+OOOybuNkOIlBp7Tdh+sR1PL0tDfqwai1LD8eVl\n", "qROueqtVCqMmdMmMVuNKhwEdA1Y8e/QG2vUT98UlxF8e1WC3b9+Ohx56yLU9tBwMS6gGO/05RBE/\n", "f7ceb1/vgUbO4460CPzLkpRJh8Ze6zKg/IYO8WEKtOnNeONCOwBAKXD4y0O3ITGEqzUQ9kleg711\n", "cmTqpkVCwe4Q0dbvvOI0WB04fkOHLQsnX20hL1aDvFhnb4VLbXocvNoNi82B76zOmnRFA0L84dHt\n", "VIfDgc7OTgBAZ2cnrFbP56IkTqzXmVjON5RNLvB4YnEylIP11n9amIRELxvI2YlavFQ6C39+8DYU\n", "Z0R4vBKCJ/lYRflCx+PZtA4ePAi9Xo+wsLBR5QJCgml+shYvbS6ExSYiKVwBtZcrGgAI2FSJhEzG\n", "72W7GxsbJ1xZNpioBistq92Bxl4z7KKItAglVBN0oSJkuvGnBut3j+sPPvjA30MQxjlEERV1vfjS\n", "ziv48s5q7K/ugsVGdXhCJkNDWoKE9TqTu3x9Jhv+cqYJQzMY/un9JnR7sSaUv6byuWMB5QsdamDJ\n", "pBQCjyTtcFemOI0cigk69hNChvldg921axdKS0sDlcdnVIOVVoPOhDcvtMFgdWDLwkTkxo6dpIUF\n", "VpsDRpsDYQoBAi1rTQIgKHMRkJktI0qFb6xie/6Jdr0Zr55rxUctepTOjsfagthxp0MkJFioRBAk\n", "rNeZWM7nabazjf04dLUbLf0WvPReE653jZ3MWwosnzuA8oWS3w0sC120CAEAo3V0zwarXbp1xQjx\n", "hN81WFZQDZYdPQYrLrbq0WO0YX6yFlkx6qC87k2dCT95+wZudJuwNj8G/3JHiqRz2pKZgWqwhClH\n", "rnXjL5XNAJw9Dl7ckD/uhCpGix0NvSbwHIfMKBUUMv++UKVHqfD8/XkwWOyIVMmgVdLHm4SW20/0\n", "u+++C71ejxdffNE1L+zQ//7xj3/g3Llzwco55bFeZwpUPlEU8UHj8DyrnQYr+sxj1/Yy2xzYc6UT\n", "z7x1FU/vqsa7tT0TLhXuTbZotRypkaqgNq4z5b2VCuv5/OHRpzA7O3vcrljbt2+nr+VkFI7jcP+s\n", "WJxv1gMAZidqEDvOygE6oxX/e6bZtf3yBy24Iz2CVhkg04rbBnb16tXunyyjr2CeYn3t90DmW5YZ\n", "iRfX50NvsSMrRo2YsLGNplLGIylcgaY+5/SDaVFKKCeYNHsmnTspUL7Q8aiFjI6OHvfxqKiogIYh\n", "04NKJmB2kvsVaaPUcvxgTQ52XeqAQuCwsSh+3DW1CJnKPLqrsGrVqnEfn+wKlwxjvc4UinzZMWp8\n", "7a4MPL08HelRqgn3o3PnH8oXOjTQgBBCJOK2H6zNZsPx48eh0WiwdOlSHDlyBAaDAWvXroVGw9ZY\n", "dOoHyxar3YGmXjM4DkiJUEI+yTLdhLBKsvlgy8rKMH/+fMTFxeFnP/sZZs+ejZKSEuzZs8enF3PH\n", "4XDAbh/bnYdMPXaHiBM3dPjiziv4QtkVlNfpJuyCRch05raBVSqViIuLQ35+PlJTU5GamgqVSgWV\n", "auJ62ZDW1la89tpreOONN9DS0uJ234MHD+IPf/gD2trafD4G61ivMwUyX4/Rit9W3IRDBBwi8LtT\n", "jdD5MX/sTDp3UqB8oeO2gTUajRBFEQaDAdeuXYPZbAYA1/+7U1lZiS1btuCRRx7B+++/73bfkpKS\n", "cW+YeXOMmaTXaENrvxlGK5tX/DKBQ8yI/qxxGjmVCMiM5Lab1t13340333wTgiDgq1/9Knbs2AEA\n", "WL58+aQHHlmjVSh8W2QuEMdgRaD6+jX2mvCzd+pR02XAptnxeHRBEiJU/vdHDmRfxCiVHP95Txb+\n", "dqYZPMfhc3ek+JWR9X6SlM8/rOfzh9tPfUJCAj796U+7th977DGPDzzy3plc7tvonEAcY7o5VdeL\n", "6k7nNHw7qjqwNCMS81PCQ5xqrNxYDX68NhcAaOJrMmNJNhRr5A0rzse15709Rnl5ueuv4VBdh5Xt\n", "l156CXPnzvXreIIgQB6eO+q/mR88L4HIt3DhQtyxpBgCz4X8fI3cHlmjYyEP5ZtZ+fzh0XSFZrMZ\n", "+/btc22vW7cOSuXY2ZFG2rlzJzZt2gRRFLF3715s2LABAFBVVQWe51FUVDRq/8uXLyMqKgopKSmT\n", "HmM8rHfTGtn4+6Olz4w/vd+EjzsG8OCcBDxQGBeQWfvPnP0Q5pgs7LzUgdmJWmy4LQ7xWjbKMoE6\n", "d1KhfP5hPZ8/3bQ8amC3b9+OkpISaLVa6PV6HDhwAA8//LDb5zQ3N+P48eMQRRFr1qxBQkICAODP\n", "f/4zOI7Dk08+6dr36NGjqK2thUqlQlZWFlauXOn2GONhvYENJJPVDoPVgQiVDLIAff2ubh/AV3Zf\n", "xdCH4at3pmHdbfEBOTYhU5nk88HK5XJotc6x5Vqt1qN6aEpKCh599NExjz/11FNjHluzZo1Xx5jp\n", "VHIBKnlgx+0brA6M/EvbMRC8ZbkJma486jtz6wAAh8MxwZ5kIsz39etvw7LMSABAlEqGu7LZmciH\n", "9XNH+fzDej5/eHQFq9VqcfXqVRQUFODq1auuq1kyfQx0tuJrK4rx+MIkhCkEJEe4r7ETQibn8Zpc\n", "p06dQlNTE9LS0rBs2TKpc3ltJtVgCSHBE5Q1uTwZXEAIIWSY1+MX6+vrqQbrA9brTCznYzkbQPn8\n", "xXo+f3jUwP7yl79EfX099u/fj6amJuzevVvqXIQQMuV51MDOmjULmZmZAKhU4CuWO1IDbOdjORtA\n", "+fzFej5/eNVNSxBozSRCCPGURw2sXq/H4cOHkZubO/nOZFys15lYzsdyNoDy+Yv1fP7wqBfB5s2b\n", "0dbWhuzsbFy4cIFuchFCiAc87gc7ksViYW5+VuoHSwiRgmRrck3k4MGDPr0YIYTMJD41sFQi8B7r\n", "dSaW87GcDaB8/mI9nz/c1mCfffZZPPXUU9i6dSsyMjJcj1+5cgWlpaWShyOEkKnMoxrsrl27RjWo\n", "t26zgGqwhBApSF6DXbp06ajtqCh2prIjhBBWedTAJiUljdoeb4lt4h7rdSaW87GcDaB8/mI9nz9o\n", "sXpCCJGIT/1gWUQ1WEKIFILeD5YQQsjkqIENEtbrTCznYzkbQPn8xXo+f1ADS6Y9URShM1phsNgn\n", "35mQAKIaLJnWbA4Rp+t78cf3GxEfpsC/rUhHZrQ61LHIFEI1WEIm0Kgz4adv30C73opLbQN49Vwr\n", "psk1BZkCqIENEtbrTCzn8yebQ3T+b4jZ5kCgm1eWzx1A+UKJGlgyraVEKvDM8jQIHBCnkeOJRcng\n", "OS7UscgMQTVYMu1Z7Q50GaxQCBxiNGzNY0zY508N1qMVDQiZyuQCj6RwZahjkBmISgRBwnqdieV8\n", "LGcDKJ+/WM/nD2pgCSFEIlSDJYQQN6gfLCGEMIga2CDxps7U1GvCqXodLrfpYbEFZ/0zlutgLGcD\n", "KJ+/WM/nD+pFwJjWfjO+d+g6mvos4AD8eG0OijMiQx2LANCbbajXmSDjOWRGq6CSCaGORBhHV7BB\n", "smLFCo/2a9db0dRnAQCIAE7V90qYapin+UKBhWxGqx3bPmrH1/bU4Jm3ruLd6zo4Bm9fsJDPHcoX\n", "OtTAMiZaLUO4cvjKaF6yNoRpyBCd0YY3LrS5tl//sBX9JlsIE5GpgBrYIPG0zpQepcLPH8jDv61I\n", "x0/uy0FxeoTEyZxYroOxkE0p45ESMTwKLDtGDaXM+evDQj53KF/oUA2WQbmxGuTGakIdg4wQo5Hj\n", "h/fm4GB1FzRyAffkxUAlpxoscY/6wRJCiBtMzkXQ2tqKY8eOQRAErFq1CsnJyV7vu2fPHtjtzlno\n", "c3NzMXfuXKniEkJIwElWg62srMSWLVvwyCOP4P333/dpX5VKhdLSUpSWlk75xpX1OhPL+VjOBlA+\n", "f7Gezx+SXcFqNMM1RIXC/RRxE+1rt9tRVlYGURSRnZ1NJQBCyJQiWQM7srQrl8t92rekpMT184ED\n", "BwKYLvhY7+vHcj6WswGUz1+s5/OHZA3sUO0UALhJZpD3ZN/JGmnA+VVj6M0a+tpB2+xuq9RhiM0u\n", "BAeg48bHMBsNTOWjbdr2t/GXrBfBzp07sWnTJoiiiL1792LDhg0AgKqqKvA8j6Kiokn3ra+vR2Zm\n", "JgBg7969WL9+/YSvx3ovgpGNP4uCnc/uEPH2tW788kQDAOBbqzOxOicaAj/2DyydO/9QPv8w2Yug\n", "uLgYW7duhSiKWLNmjevx06dPg+O4UQ3sRPvW19ejsrISALBgwQKpopIQ6DZa8f9ON7oWIPz96UbM\n", "T9YiLoyWdCHTB/WDJSGhM1nxjb01aNCZAQDZMSr84oF8RKho7AthC5NXsIS4E6WS47ufyMbLZ5vB\n", "c8ATi1KocSXTDs1FECSs9/ULRb6cWDV+dG8OfrAmB9kx6gn3o3PnH8oXOnTJQEKKn6SHCSFTGdVg\n", "GWe1OdDYZwYHIDVSCblAXzoICSaqwU5TNoeIY9d78OLJBnAc8O3VWViZHTVuVyZCCHvocihIfKkz\n", "dRus+P1gVyaHCLx0uhE6kzXw4cB2HYzlbADl8xfr+fxBDSzD5AKHWM3wl4zYMDkUPL1lhEwVVINl\n", "hNnmgM5ohVLGI0o9PCz4epcBr3zQAp7n8MSiZLd32wkhgUc12CnOaLFj98edePmDZiRHKPGDe7KR\n", "NdiQ5sZq8KO1OQDojjshUw193wwSd3Wmhl4T/nqmGXYRaOw1Y+eljlH/znOc5I0ry3UwlrMBlM9f\n", "rOfzBzWwDLi18VTI6EqVkOmAarAMMNscePd6D14+24K0SCW+cmc60qNUoY5FCAHVYKc8pYzHmvwY\n", "LMmIgFLgoVHQaqWETAdUIgiSyepMAs8hWi0PWePKch2M5WwA5fMX6/n8QQ0sIYRIhGqwhEhAFEVc\n", "6zKic8CCpHAl9V+ewqgGSwhjrnYY8O/7amC1iwhTCHhhfT5yqJGdcahEECSs15lYzsdyNmD8fHU9\n", "Jljtzi+HAxY7mntNwY7lMhXP33RBDSwhEkiOGF5bTOCAOC2tNTYTUQ2WEAlYbA583D6ABp0JubFq\n", "zIoPo2kmpyiqwRLCGIWMx/yUcMxPCQ91FBJCVCIIEtbrTCznYzkbQPn8xXo+f1ADSwghEqEaLCGE\n", "uOFPDZauYAkhRCLUwAYJ63UmlvOxnA2gfP5iPZ8/qIElhBCJUA2WEELcoBosIYQwiBrYIGG9zsRy\n", "PpazAZTPX6zn8wc1sIQQIhGqwRJCiBtUgyWEEAZRAxskrNeZWM7HcjaA8vmL9Xz+oAaWEEIkQjVY\n", "Qghxg2qwhBDCIGpgg4T1OhPL+VjOBlA+f7Gezx+SrWjQ2tqKY8eOQRAErFq1CsnJyV7v680xCCGE\n", "NZLVYHfv3o2NGzcCAHbt2oXS0lKv9/XmGFSDJYRIgckarEajcf2sULhfUXOifb05BiGEsEayBnbk\n", "hbFcLvdpX2+OwTrW60ws52M5G0D5/MV6Pn9IVoO12+2unznO/XLFE+3rzTGioqJw7tw5b2MGjUaj\n", "oXw+YjkbQPn8xXq+qKgon58rWQNrNBoBOK9Ch34GgKqqKvA8j6Kiokn3nejx8SxatChg2QkhJBAk\n", "a2CLi4uxdetWiKKINWvWuB4/ffo0OI4b1cBOtO9EjxNCyFQwbUZyEUIIa2igASGESIQaWEIIkciM\n", "aWAdDseoXgnEPTpfhPhPsptcUvJ2CO3BgwdRW1uL0tJSpKSkhDxTKIYAe/OawThf/uS7dOkSqqur\n", "4XA4sHTpUqSlpTGT7dSpU2hrawMAZGRkBKV3i7efJ6PRiF//+td44okngvL+epNvz549rj/subm5\n", "mDt3LlP5AKC2thZnz56FUqlESUmJ+0FQ4hT01ltvuX7euXOnR8+5dOmS2NTUJFUkrzL5kt9f3r6m\n", "1ClF7cgAAAhCSURBVOfrVt7kO378uOvnffv2SZZpiK/v16FDh6SIM4a3+Q4cOCCePXs2aO+vN/kO\n", "Hz4sdZwxvMnX09MjlpeXe3zsKVkiYHEIbSCGBkuJxXM2kjf5Vq5cKXWcUbw9d3V1dXjhhReQl5cn\n", "ZSwXb/L19PRAo9FApVJJHcvFm3x2ux1lZWXYsWNH0AYfeJPv/PnzCAsLQ1lZGa5evTrpsadkAysy\n", "OITWm0yhyM/iORvJl3xHjhzBkiVLpIrk4m22rKwsPP300zhz5oyUsVy8yVdeXo4VK1ZIHWkUb/KV\n", "lJRg8+bNePDBB12lFql5k6+9vR06nQ6bN29GTU0NHA6H2/2ZrsF2dnbizTffHPXY+vXrvRpCGyyB\n", "GBosJRbP2Uje5jt+/Djy8/MRFxcnZSwAvp07lUqF8PBwqSKN4k2+trY27N69G+3t7cjKygpKDdbX\n", "z16wLgS8zTf0DSo1NRXd3d1uP4NMN7BxcXH48pe/PObxs2fPAhh/CO14Q3GDIRBDg1nJFwre5Dt5\n", "8iQSExORlZXFXLbu7m7ExMS49mct35NPPgkAuHz5sl9j7KXKV19fj8zMTACAyWRiLl9BQQFqa2uR\n", "l5eHnp4ezJ492+2xmW5gJ+JuCO14Q3GPHj2K2tpaqFQqZGVlSVLDC8TQYCl5ky8Y58vXfO3t7aio\n", "qEBhYSGuXLmC/v5+PP7440xkA4CKigqYzWYAwOLFiyXN5Us+wPlHoLy8PGhXsN7kq6+vR2VlJQBg\n", "wYIFkmfzNt+CBQuwfft2XLx4EfHx8ZNeZdNQWUIIkciUvMlFCCFTATWwhBAiEWpgCSFEItTAEkKI\n", "RKiBJYQQiVADSwghEqEGlhBCJEIN7Azy7LPPBuxY7e3teOONN/DWW2/hzTffhM1mG/Xve/fuHfd5\n", "NpsNu3fvxq5du7Bt2zaPJswYz9mzZ/HHP/7Rp+dOZxOd91sdOnQIO3bskDgNmZIjuYhvnnrqqYAd\n", "65133sGnP/1pcByHzs5OHD9+HPfcc4/r3ycaAnzmzBmsXLnSNUzztddeQ0FBgdevv2jRItTX1/sW\n", "fhrzdOj1fffdh7KyMonTEGpgZ4DW1la89957uH79Or7+9a+7HjcYDCgrK4NWq4UgCKiursY3vvEN\n", "178fPnwYer0egiDAarViw4YNUCqVAABBEGA0GqHRaFxT4AHOK9QDBw7gypUr2LVrFwAgPz/fNWZ7\n", "2bJlo7J5M/nH0aNH0d3dDZlMBkEQRs1kVF1djfPnz0OtVsNkMmHx4sXIyclBS0sLXn75ZeTn52Pz\n", "5s1oa2vDG2+8gfj4eDzyyCOQySb+FTh48CCqq6sRHR2NiIgIGAwGzJs3D3PmzHH7moBzysLDhw9j\n", "3rx5qKurg0KhQEJCgmsmq4qKCnR0dEAQBNfQ2oceemjSc1BXV4eKigpotVrwPI/Ozk589rOfBQCc\n", "OHFi1HmPjo7GqlWrADjfl507d4LneYiiGJRJ3gmm5oTbxDdvvvnmqO3a2tpRk0LX1dW5fq6oqBCr\n", "q6td2/39/eKOHTtc211dXeIPfvAD8f/+7//E5557TnQ4HG5fazy7d+8W6+vrPcp+6dIl8fTp067t\n", "jo4O8fnnnxdFURQHBgbEV199ddT+27ZtEy0WiyiKotjW1iYePXrU9W9bt2716DVFURS/+c1vina7\n", "3bX9j3/8QzQYDJO+5lDm3/72t6LZbB61X3V1tfj++++7th0Oh1hRUeFRnn379o06ZyPfM1Gc+Lzv\n", "2bNH7OjocG2///774rZt2zx6TeI7uoKdwbKzs2G323Ho0CHXlG1DMxk1NTVh+fLlrn21Wu2o5x48\n", "eBDf/e53oVQq0dTUhCNHjmDt2rUeva7NZkNZWRlWrlyJpKQkj55TU1OD++67z7UdFxfnWiqmra0N\n", "fX19ris3wDkTU09PDxISEpCQkICOjg4Azqt5b67e5s6dC54fvlVRUFCA5uZm8Dzv9jWH3H333WMm\n", "cb569Sruvfde1zbHcaPOtTsPPPAAzpw5g8uXL8NmsyEhIcH1nrmj1+tHTau3YMECNDQ0ePSaxHfU\n", "wM5gFy5cwPz5810z7586dco1XVxaWhquXr3qqo/q9foxzx8qF8TGxsJgMHj0mgMDAygrK8OGDRu8\n", "mi4vPz8f58+fx9KlSwEAHR0duHnzJgAgLS0NiYmJKC0tde1/60TIixYtwgcffICbN29iw4YNHr9u\n", "VVUVHA6Hq5G9du0a1q9fD0EQJn1NURTHLYHk5OTg4sWLo2bbGnmu3fnwww9xxx13uLZff/11jyYd\n", "DwsLQ2dnp6uRPXfuXNCmU5zJaDatGeDdd9+FTqfDxYsXXVdkJSUl2Lt376irMwDYuHGj67GhGizP\n", "87Bardi4caOrUa2rq0NlZSWUSiVMJhM2bNgwaumNEydOoLu7GzzPw2azYfny5UhKSsL//M//IDk5\n", "2XVVd2td2J0jR46gp6cHKpUKJpMJ7e3tWLp0KRYvXoybN2/izJkzrpqqXq/Hhg0bRk16/de//hVJ\n", "SUlYt26dx+fuT3/6E7RaLVQqFaxWK+bPn4/CwkIAcPualZWVOH/+PAAgISEBqampoxrGd955Z9T5\n", "mTVrFubNmzdpnj/84Q9ITk6GKIpwOByj6rqAs6G+cOEClEolRFFEdnY25s2bB5vNhu3bt0Mul4Pn\n", "eWi1Wpw5cwaPPfZY0ObVnYmogSXEjW3btuHhhx8OdQwyRVE/WEImcPDgQVy5cgX79+8PdRQyRdEV\n", "LGFCXV2d6yv1rbKysiSZ3T4Ur+mOXq/HsWPHxq2NarXaoK1+QQKHGlhCCJEIlQgIIUQi1MASQohE\n", "qIElhBCJUANLCCES+f84ET7Reov5PgAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.566111\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VPd97//X7ItG+y6E0IJAYMDYEMAEg4k3vGCDl8YO\n", "TXPdX2hTu01vmjZLk2Zrm+TeNHHS9KZJbn0fSdyExGDAgDEGFC9IgEXAEBYjFiGJTRvaNfvy+0Nm\n", "kJA0mkUz+kp8no8Hj4fO6MyZt86Ir858znfRBAKBAEIIIcacdrwDCCHEZCUNrBBCxIk0sEIIESfS\n", "wAohRJxIAyuEEHEiDawQQsSJPl4HbmpqorKyEp1Ox4oVK8jPzx9x3/3799Pc3AxAUVERCxYsAGD7\n", "9u34fD4AysrKmDt3brziCiHEmItbA1tTU8O6desA2Lp1K2vWrBlx36VLlwa/3r17d/Brs9nM/fff\n", "H6+IQggRV3FrYK1Wa/Bro9E46v719fW8+uqrrF27NviYz+dj8+bNBAIBSkpKuPPOO+OSVQgh4iFu\n", "DezAAWIGg2HU/YuLi3nhhRd47bXXKC0tBWDVqlXB77/xxhtjH1IIIeIobg3s9dopgEajCes5ZrOZ\n", "5OTkYb83WiO9e/dudDpd+AGFECIMaWlpwftCkYpbA+twOID+K9nrXwOcOHECrVbL7Nmzg4+1t7eT\n", "kZER3P+6hoYGpk2bBoDT6Qz5ejqdTkoIQogxd+TIkaifG7duWosXL2bDhg1s2LCBxYsXBx8/cOAA\n", "+/fvH7RvdXU1mzZtYtOmTdx2223BxxsaGti4cSMbN25k5syZ8YqaEFVVVeMdISSV86mcDSRfrFTP\n", "F4u4XcEWFBTw7LPPDnl8/fr1Qx5bvXr1sMdYvnz5mOcSQohE0UyW6QorKyulRCCEGHNHjhzh3nvv\n", "jeq5MpJLCCHiRBrYBFG9zqRyPpWzgeSLler5YiENrBBCxInUYIUQIgSpwQohhIKkgU0Q1etMKudT\n", "ORtIvlipni8W0sAKIUScSA1WCCFCkBqsEEIoSBrYBFG9zqRyPpWzgeSLler5YiENrBBCxInUYIUQ\n", "IgSpwQohhIKkgU0Q1etMKudTORtIvlipni8W0sAKIUScSA1WCCFCkBqsEEIoSBrYBFG9zqRyPpWz\n", "geSLler5YiENrBBCxInUYIUQIgSpwQohhIKkgU0Q1etMKudTORtIvlipni8W0sAKIUScSA1WCCFC\n", "kBqsEEIoSBrYBFG9zqRyPpWzgeSLler5YiENrBBCxInUYIUQIgSpwQohhIKkgU0Q1etMKudTORtI\n", "vlipni8W0sAKIUScxK0G29TURGVlJTqdjhUrVpCfnz/ivvv376e5uRmAoqIiFixYEPExpAYrhIiH\n", "WGqw+jHOElRTU8O6desA2Lp1K2vWrBlx36VLlwa/3r17d1THEEII1cStRGC1WoNfG43GUfevr6/n\n", "+9//PtOnT4/6GCpTvc6kcj6Vs4Hki5Xq+WIRtwZ2YOXBYDCMun9xcTEvvPAChw4divoYQgihkrg1\n", "sD6fL/i1RqMJ6zlms5nk5OSojzHwL2FVVZVS25Iv+u1ly5YplUfy3Vr5YhG3m1xbtmxh7dq1BAIB\n", "duzYwerVqwE4ceIEWq2W2bNnB/dtb28nIyMDgNdff51HHnkk5DGGIze5hBDxoORAg8WLF7NhwwY2\n", "bNjA4sWLg48fOHCA/fv3D9q3urqaTZs2sWnTJm677bZRjzERjcVfw3hSOZ/K2UDyxUr1fLGIWy+C\n", "goICnn322SGPr1+/fshjI12ZjnQMIYSYCGQuAiHEuHB4fDg9flLMenTa8O7TjAcl+8EKIcRILnU6\n", "+Y/9F2nsdPFnC/JZWZaOST/5BpZOvp9IUarXmVTOp3I2kHzReP10G0eu9NJm9/CDfY00dDrHO1Jc\n", "SAMrhEg4l88/aNvvnxSVyiGkgU2QZcuWjXeEkFTOp3I2kHzReGxWNlNTTeg08NyCfKammcc7UlxI\n", "DVYIkXDFGRb+7dFyXF4/aRY9Zr1uvCPFhVzBJoiKdbCBVM6ncjaQfNFKtxjISzbxh4MHxjtK3EgD\n", "K4QQcSL9YIUQIgQlh8oKIcStThrYBFG1DnadyvlUzgaSL1aq54uFNLBCCBEnUoMVQogQpAYrhBAK\n", "kgY2QVSvM6mcT+VsIPlipXq+WEgDK4QQcSI1WCGECEFqsEIIoSBpYBNE9TqTyvlUzgaSL1aq54uF\n", "NLBCCBEnUoMVQogQpAYrhBAKkgY2QVSvM6mcT+VsIPlipXq+WEgDK4QQcSI1WCGECEFqsEIIoSBp\n", "YBNE9TqTyvlUzgaSL1aq54uFNLBCCBEnUoMVYhy5vD58frAaJ+ey1ZNBLDVY/RhnEUKE6UK7g//Y\n", "f5E+t58XlhYyN8823pHEGJMSQYKoXmdSOZ/K2SC6fA6Pjx9VNXK8qY+6dgf/9OZ5WnrccUg3Oc/f\n", "RCENrBDjwOcP0Ov2B7edXj9evz/EM8REFLcabFNTE5WVleh0OlasWEF+fv6I+548eZLa2lr8fj9L\n", "liyhsLAQgO3bt+Pz+QAoKytj7ty5Ix5DarBionn/cg9f31OH2+fn7+4uYmVZOgadXPOoJuE12N7e\n", "Xmy20PWimpoa1q1bB8DWrVtZs2bNiPteu3aNJ554AoCdO3cGG1iz2cz9998fTUQhlHfHlGR+9kQF\n", "/kCAHJtRGtdJKOQ7eurUqWH//eY3vxn1wFarNfi10WgMue/y5cuHfdzn87F582ZeffVVjhw5Mupr\n", "qkz1OpPK+VTOBrHly08xMSXVHHbj2uf20eXwRvQak/n8qS7kFez+/ftZtmwZ58+fp6WlhTvuuIMj\n", "R46QkZEx6oEHVh4MBkNYYfbs2cOiRYuC26tWrQp+/cYbb4R1DCEmqwvtDn5Y1Uinw8sLSwtZWJiC\n", "VqMZ71gihJB/Np955hkqKiro6enhueeeY/78+fz5n/95sC4aysB9NGH8ErzzzjuUl5eTlZU17PfD\n", "aaQH/iWsqqpSalvyRb+9bNkypfKMR75jx4/z84OX+KDFztUeN9/cc4Fj5y8pk0/18zcW/z+iEdZN\n", "rs2bNwdrpABbtmxh7dq1IZ9zfZ9AIMCOHTtYvXo1ACdOnECr1TJ79uzgvvv27SM7O5uKiopBx2ho\n", "aGDatGkA7Nixg0cffXTE15ObXGIy8/j8fGHnOU429wGgAf7vU7MoSjOPb7BbQNwne7Hb7fg/7ELi\n", "8/no6ekZ9TmLFy9mw4YNbNiwgcWLFwcfP3DgAPv37w9ut7S0UF1dzenTp9m6dSsvv/xy8HsNDQ1s\n", "3LiRjRs3MnPmzLB/KBWNxV/DeFI5n8rZIDH5DDotf7l4CmlmPToNfO7uIvKTQ9/buE7O3/gJqxfB\n", "Qw89xH//939jNBpxuVw88sgjoz6noKCAZ599dsjj69evH7Sdk5PDl770pWGPMdLNLyFuRRU5Sfxk\n", "7Uy8/gCZVoP0OpgAZC4CIYQIIeHzwTY1NUX1YkIIcSsJq4E9efLkoO2BNVQRHtXrTCrnUzkbSL5Y\n", "qZ4vFmE1sGfPnh20rdfLJFxCCDGaqEoEfpmUImLLli0b7wghqZxP5Wwg+WKler5YhLwU3bFjBw6H\n", "g9OnT+PxeIKP5+bmxj2YEEJMdCGvYB999FGefvpp5s+fz9NPPx38J92nIqd6nUnlfCpnA8kXK9Xz\n", "xSKsEsFDDz0U7xxCCDHpSD9YIYQIIe79YHfu3MnFixepr6/nN7/5DefOnYvqxYQQ4lYSVgPrdruZ\n", "MmUKR48e5ROf+MSEn5t1PKheZ1I5n8rZQPLFSvV8sQirgdVqtWi1Wszm/pl7TCZTXEMJIcRkENaI\n", "AbfbTW9vb7CBnSRl24RSva+fyvnile1Sp5OLXU7SLQamZ1nRa6ObvFrlcweSbzyF1cAWFBSwdetW\n", "nnrqKU6cOEFdXV28cwkRV1e6nXzpjXO09HnQauA7q6Zzx5TkuL5mc4+bbpeXDIuezKShUw1e6Xax\n", "83Qb1+we1t6WzYzspLjmEfEXVolg6dKl/Omf/ilms5mKigqef/75eOeadFSvM6mcLx7ZmnvctPT1\n", "D57xB+Dw5e6ojxVOvoYOB5/fcYYXttbyrcoLNPe4Bn3f5w/w6yNNvPLHFirPdfC13XW09bnG5NOi\n", "yu8tqJ8vFhEPldXr9cFSAcDRo0fHNJAQiZBuMWAx3Pj1r8iJ79Xi8aa+YIP+QYudCx3OQd/3+vzU\n", "dzgAMOu1fOKOPH5YdYl//X09DR8+LiaemGdtqa+vZ/78+WORZVJTvc6kcr54ZCvOsPBvD5dzurWP\n", "vGQjs3NDL0MfSjj50syD/6slGXWDtk0GHX96Zx7f3HuBVTMz+d2xZlo/bJDb+tz866rpQ54zlvnG\n", "k+r5YiHTYolbVnm2lfJs6+g7joE5eUn8xaICai518+CMTKZnWobss2hqKj9ZMxOPP8COD9qCj7f2\n", "efD4/EB0DawYP7LmRIKoXmdSOZ/K2SC8fGkWA0/Ny+W7D03n3ukZWAxDG0udVkNpppXSDAt/tWQK\n", "AFoN/OXiKaSao78Witf5c3p89Di9MR9H9fc3FnIFK0QCacNYwt6g0/LAjExuy7Wh08KUVDOaMJ6X\n", "KK29brqcXl472cLJFjv/30cKWFKUii7Kbm6TmVzBJojqdSaV86mcDeKTz6TXUpppYVq6Jer+udeN\n", "Zb6TTb18ZstpPrvtDPmpZnQaDf9ceYGLXc7Rn5yAfKqRBlYIERaHx8f/OXCJHpcPrz/Arw5fZXlp\n", "Gv4AeH0y+Gg4MTew0oMgPKrXmVTOp3I2GJrvdEsf/+/QZfacvUaHwzPCs0Kzu31c7XbRGeXzQ+WL\n", "llbDoK5tBq0GfwDWLypgSmr0w+dVf39jEVYNtrq6mszMTCoqKjh37hw2m428vDwAiouL45lPiAml\n", "ocPBF3aew+ntX1bpbz86lUdmZUV0jC6Hl5ePXGX7B22UZlj4yseKKUwzj/7EODPpdbxw11R+WNVI\n", "t8vH83dNYWqqiXSrAbNeejgMJ6wr2MbGRrKzswEoLS1l3759cQ01GaleZ1I5n8rZYHC+Hpcv2LgC\n", "1LbaIz5eXbudbR+0EQDOtzs40Ng1ZvliVZpp4bsPTeffH5/Boqmp5KeYY25cVX9/YxFWA5uUlERm\n", "Zmb/E7RadDr5ayXEcHJtRipy+vvW6jSwsiw94mPotYP/W5r1at0qsRp1pJikA1I4onrntFq13vCJ\n", "QPU6k8r5xiJbr8tLa58blze2FZHPtdn59u8v8OPqi1zqctLa6+YXNY18ffd5jlzuJsNq4KsfK+Z/\n", "PVTGjx+fybz8yEeIlWZa+MvFU8ixGVhZms5HpqbElFnl9xbUzxeLsP4MaTQa2tvbycjIoL29HZ/P\n", "F+9cQoyZK90u/r36Iqdb+lg7J5sn5uQA/Tejet0+yrOsFKaOXuNs63PzlTfP0+Ho71zvcPsozbTw\n", "mz9eA+DQpR5+/PhMyjIt5Niiv+mTZNSx5rZs7p2ejsWgxST1zQkrrAb24YcfZs+ePcE5YR9//PF4\n", "55p0VK8zqZwv1mzvNXZx5HIPAL9+v5mFU1K40OHg36svAVCYauK7D00nxzZ0CsGBXF5/sHEF6HZ5\n", "udx9Y1Ysrz+A3TM2Fx86rYY0i2FMjqXyewvq54tFWA2sTqdj1apV8c4iREKYdBrevdAZ3L7U5aLT\n", "4R21gc20GvjUgjx+ebgJrQZWzcwk02rkrfMd2D1+7ipKIcWko8PuId06No3jeDrXZmfLyVbSzHoe\n", "mZVFQYqsZBKpsIqpZ8+ejXeOSU/1OpPK+aLJ5vL6abd7cHl9LC5K5c4pyVgNWtbdkUteiokVJTdu\n", "PhWlmUi3jH6tYTboWHtbDv/x+Ax+smYmS6alMSs3ia8tzeAHj5azpCiV9a+e5vOvn6WhI/qRTaPp\n", "dXm53BV+H9lozl9rr5t/fPM8e862s/F4C7/4wxW8vtjq1yNR+XcvVmFdwR47dozy8vLg9oULFygp\n", "KYlbKCFicc3uYcPRJt690MndxWl84o48vvqxYhxePykmPSa9lhWlaeQmG+l1+SjPspA9ytXrdVaj\n", "bshKA/bmBgy2NF6sugj0XxH//nw7zy0sGPufrc/Nz9+7zFt1nczMtvLle4opGKaTv8vri6l26/D6\n", "6RxQDqnvcOL2BZBycGTCXpNroGPHjo3awDY1NVFZWYlOp2PFihXk5+ePuO/Jkyepra3F7/ezZMkS\n", "CgsLIz6G6lSvM6mcL9Js9e0OLne50ALbP2jjzinJfLQ4jYH3nWwmPQsLY7s7PzDfBy19gx4bOOJp\n", "LJ275uCtuv7yRm2rnWNNPYMa2F6nlz3n2qk818HSaak8XJEV1XubZTXwJ/NyeOWPLWg18Mk787BG\n", "OR/taFT+3YtVWA3s0qVLefPNN3nwwQfDPnBNTQ3r1q0DYOvWraxZs2bEfa9du8YTTzwBwM6dO4MN\n", "bCTHEAKg3e7hj1d7cXj9rJ6dzaGL3fhHGCZvd/to7HSi1WqYlmbGFEN/05J0M3/70an87lgz5VkW\n", "lpeE1//V5fVxucuNTguFqeZRZ6Qy6AZ/36QbnLm2zc5/HrwMwJk2OyUZZu6alhbBT9LPatTxzO25\n", "LCtOw6DTMC196Py1YnRh/Ua9/PLLdHd3s3HjRjZu3Mjx48dHfY7VemMiY6Mx9Mev5cuXx3wM1ale\n", "Z1I5XyTZ/ni1lw3HmjnV3McvD19l1cwMZg4zqbbL62f7B218dtsZ/nprLW+d78A3UkscRj6zQceq\n", "mZn8+PGZfOGeaWHdEHJ5/ew8fY3PbDnNZzafpubi6CO2yrOsPLcwn7xkI49UZDI3b3A/W8dN/Xzt\n", "Hn/U763NpKciJ4myzOhX3A2Hyr97sQrrCvahhx5i4cKFwe2dO3eO+pyBi7UZDOHdUd2zZw+LFi2K\n", "6Rhi8knKL6G6vpMMq4HyUZbXHlg3hP6lWobrHdDp8PCLP1wJbv/i8BUWF6WQHkPXKJ1WQ2oYN8uu\n", "u2b38NMPrzZ9Afj5e1eYk2sjOcTk2skmPX8yL5eHZ2ZhNWgx3HTVPT3TwqwcKx+02ClJN1ORbeVC\n", "U3Q/j4hdWFewAxtX6O8XO5qBgxHCmSz4nXfeoby8nKysGxNjRHqMgX8Jq6qqlNqWfNFtX+x08p2D\n", "7Xxz7wU+t/0Mp5p7Q+5/xxQbOUn9jeS8XCulmdZh92+6fImClBsN79QUIw3nz0WVd9myZVH9fK3N\n", "VwetVJCdpA+WAEI9X6fVcPzwQd47uH/I9/OSTXz9vlK+vTyLv5pjZEqqOep8idpWPV8sNIGxWBd4\n", "GFu2bGHt2rUEAgF27NjB6tWrAThx4gRarZbZs2cH9923bx/Z2dlUVFSEdYzhVFZWcuedd8bjRxHj\n", "6NDFbr7y5vng9qcW5LPujryQz2nuddPr8pJhMYTsj1rf4WDbqVaMWi2PzMpi6jjMWFXbaudXh69g\n", "Ner45J15FKVJrVM1R44c4d57743quWF9nunu7mb37t309fWxbt06tm/fztq1a0M+Z/HixWzYsIFA\n", "IMB9990XfPzAgQNoNJpgA9vS0kJ1dTUVFRWcPn2anp4ePvnJT4Y8xkRUVVWl9N1SVfNlJRkw67XB\n", "GarKs0ZvgHJtRnLD6HZVnG7hsx8tijljVVUV8xYuoc/jI8Wkj2j115nZVr71QBlaTXif0qLNp+J7\n", "e53q+WIRVgO7a9cu1q5dy+uvv45eH16NqaCggGeffXbI4+vXrx+0nZOTw5e+9KWIjiFuHSUZFr52\n", "dy6tXj25NiOzcpJGf1KC2fKK+caeOk429/HgjAyeW1gQ0UguWctq8gqrtTSbzYNuMsl0hZFT/S+0\n", "yvkWloUuCYy3K14zJ5pbAdh1pp27S9L4iDV1nFPdoPJ7C+rni0VYN7luHmjg98dnyJwQ4yXaLlow\n", "tG+qXJGK68JqYHNycqiqqsLr9XLw4EGKimKvW91qxuKOZDypnC+e2Xz+ADUXu/jCzrP858FLNPe4\n", "Rn/STbL83dw/PZ0sq4E/uzOP6VlD+92OJ5XfW1A/XyzCKhEsX76cU6dO0dnZSV5enqzDJSa0ll43\n", "1fWdtPV5uKsola/vrsMXgONNfaSa9HxilF4KN+trvcxnl92F3e3HZtJh0MmE9KJf2L2iZ8+ePahr\n", "lYiM6nUmlfONdbYtJ1p49UR/zTTZpGPgitNNPe4RnjWy6/lUnRhb5fcW1M8Xi7Aa2La2Nt544w0s\n", "Fgtut5tVq1aRkZER72xCjDmPz88HLTcWIrzQ4eTesnQqz3dgM+p4ZFbmqMfocXnpdvqwGbWkjtGk\n", "2PHi8Pg402qnx+WjNMNMQRgrN4ixE9ZnmV27drFu3TqeeuopPv7xj7N79+5455p0VK8zqZwv1mwO\n", "T/+kLk09Lgw6LU/Ozeb6bSh/IMD/WJjPf66dyX+smcHM7JG7gV3tdnHkUjfff6eR5zae4mt76rjS\n", "7VL63O1v6OIfdp7jW5UX+MaeOlp7I79CjzeVz1+swrqCtVqtwYUOdTodZrP8FRTh8wcC/PFqL3vO\n", "XqM8y8rykjQyrImZvMfh9rH5ZAu/PNxEklHHt1eVsaQolR8/PgOHx09Rmpl0q4HcUY7TYffw3bfr\n", "WTQ1lf0fLqP9QYudk829qDz26vfnOoJf13e6uGb3hD33rYhdWFewTufg2dnt9v6PWDU1NWOfaJJS\n", "vc401vmudruoPNfOvroOzl+z84+7zrPnbAc/OXCZ9xq7E5btSo+LXx7un+2kz+3jV4evotVomJGd\n", "xO0FyWEPCOhx+figxT6kC5ZRp1X6vV1SdGPO25wkA2kRTEaTKCqfv1iFdbb9fj8vvfQSd9xxB8eO\n", "HSM1NZVTp05x9OjRQbNfCQHQ7fTyvXcaONHcPwn1oxWZTM+0cLq1/w9zY2f8llO5mUGrxaDV4Pmw\n", "n2uG1RBVP9UUs445eUmcae3j8dlZ1FzsZtHUFG7LVW9k2UArStPJsRnpcnqZmW0lL1nW1UqksK5g\n", "7XY7d911F2azmcWLF1NRUUGc5oiZtFSvM41lvl63L9i4AvzhUg+LP7ySMuu1YU9GHW62tj43Z9vs\n", "w9YXM6x6vrxyGmWZFpZOS+XZ20crBgwvzWLgiyumsbIsnWXFqfzvR6bzF4unkJVkpKqqil6Xl6Ye\n", "Fz0u7+gHS6AUsx5P43EemJGp7KTZqv/fiEVYV7Cf+MQnsNlsQx4vKiri0qVLwRUIhID+rk8fnZZK\n", "dUN/rfK+8gwenJHJ/Pxkkk06isbwP/qVbif/vLee8+0OpqQY+ecHyigcMCvWuxc6eOnQVebl2ciw\n", "6ocse9Jud7PnbAfHrvTwyKwsFhWmDJlj9brcZBO5w1wBJmVP4cV9jVTVd7Foagp//dGpw042Y3d7\n", "OdVip77DwW05NmbmWNHGaYIXoYawGtjhGleA5ORkKisrpYENg+p1prHMl2zS88LSQu4vz8Cg6693\n", "ppr1ZCVFd3NlpGwen5+WXjdGfX8jdbnbTW2bncI0M2da+zh0qRuzXsvt+Taq6vsb+4crssgYUHc9\n", "crmHlw71T7x9+HIPP3psBhURTihjN6Wzr/4CAO9d7GbZ5R7uK88YUoo42dzHV96sA8Cg1fCjx2aE\n", "Peqr3e7hTKsdNDAzyxrRZDK30u+eatSreItJISvJGHWDGo4up5ctJ1rYe66dxVNTWVmazp5z7diM\n", "Oho7HPzDznM4PP1zZvzpHXkcu9pLqlk/aIJrgNa+G0tfB+gvb0TqpqkI6HB4aOx0UpIx+Eq9fsBS\n", "3h5/gGsOD9PDOL7D4+OXh6/wRm07AI/NyuLTiwowG9Qc2CBukDF9CaJ6nUnlfMNlO9Pax2+ONmMz\n", "6slNNrLnXDulGRYKUox0On3BxhWgtc/N55cX8c0HSoc0+ounpgYb3Xn5NorTzTT3umjqcYU1AYzb\n", "5ydD6+ThikwyrQY+VpZOU48bt3fohEi35SZh+PCqNsOqpyDMG049Lh9vne8Mblee76DXFf4fApXf\n", "W1A/XyzkClZMSNfbz5Vl6bxUc4UAcLbNQUGKiQfK0yjLsHC+3YFWAytK0smxGYaswApQmmnhR4/N\n", "oMflJTvJSEOHg2/svYDXF+DLK4tZWpw6Yp20trWPnx28jEmn4X98pACzTsvpNjuzsq1MSR3aeFbk\n", "JPHDx2bQbvdQkGIKewUFm1HHwsLkYJlj0dTkiCb1FuMn5iVjVFlOW5aMubW09rn56cFLlKRb+NWR\n", "G6v63Tc9g9Wz+q8mG7tcWA06DjR08Ls/tpJh0fPtVdMpzRz+JluXw8PfbDsTnI/ApNPwX0/NGvbG\n", "1rU+D89vPU3Hh4sszsy28OV7inH7AmTbjGPeALb0uDjZYkcLzMpNGnYhRxEfsSwZIyUCMSFlJxn5\n", "3LIilpek8UB5/7wY6RY9M7Ot/OLwVTKTjCwsTMHrD/C7P/ZP7NLu8LL3XPuIx/QTwDygB4FRr0U7\n", "Qp9Zj99Pz4CP6Z0OH0kmHcUZlmDj6g8EqG3t4/fn2jnV3BfTnLM5ySZWlqWzoixdGtcJJOYGVnoQ\n", "hEf1OpPK+UbKZjPpKUq38Ce35/DcgnweKM/kpUNXKEw1B+/gm/UaBjaR6SFGMrX3eVk9K4uyTAtT\n", "00z89dJCske4UZeVZOR/LpuKBtBrNbywtJAU0+Bjn2uz83fbz/Ldtxv4ux1nqG3tG3Icnz/A+5d7\n", "+FFVI7tq2+hyeIbsEyuV31tQP18swmpg9+3bN+L3bl7SW4ixEm71qijNwpx8G3Xtdh6ckcGTc3OC\n", "3ytJt/DllcWUZ1p4pCKL5SVpIx7HD/zsvcsUppooz7Rysql3xH31Wg0ry9L5v0/O4l+XZ7JoasqQ\n", "RQubetzBEWT+AFzpHjoQ4vw1O1/edY7XT1/jB/su8v7VkV9TTDxh3eT6/e9/T0tLC3fffTc5OTmj\n", "P0EMoXpfP9XynW2z899HrpJk1PPs/NH/iM/NszHnwbIhjZxBr+WesnSWFKX0f+QP0bG/KM3EZ5ZM\n", "4b9qrpCXbOTLK4tDvqZBp6Uo3UxR+tRhv5+fYsKo0+D2BdBpGPbGV7fLx8DKweWuyFdUGI1q7+3N\n", "VM8Xi7Aa2LVr1zJr1iyqq6t5++23mTNnjky+LeKmtc/NV988H7yB1OHw8PX7Skbt9xlq2etw+oya\n", "9DoenJHiTqSiAAAgAElEQVTJ4qJUTDotKebYOtlMz7Tw4qPlXO5xk2czUj7MoILCVFOwx4PFoKUi\n", "28o1u4fMCAYSCHWFVSKYN28eBoOBe+65hwcffJDXXnst3rkmHdXrTCrl63R46XTcGNN/dcBH7Xgz\n", "6LRkJxkjalzff//9YR/XaDSUZydxT2k6FTlJw04yk5ds4p/uK+Z/LpvKx+fl8r/ebuDlw1dxeCIf\n", "8DASld7b4aieLxZh/RZVVVVRXFzM/v37sdlsfPazn413LnELa+l189TcHDYeb0GrgXXzc7Ap2O+z\n", "x+nlYGMXf2hPxdnQxZ1TkjGNMI9BKAatlp+9dzk4OOLtug7W3ZmHRUZqTXhhNbCVlZWsXLmSJ598\n", "Ep1O3vRoqF5nUimfVgOnW/v41IJ8NPRf5Y308f9Kt4vTLX2Y9Fpm5VgTNpE3wKmWPr73biMAb13o\n", "4gePljMnb/h5O0JJMupYNDWFd+r6R2stmppC0hg2riq9t8NRPV8swq7Bzps3L95ZhABgdk4SS4pS\n", "qa7v4r7ydEozh58QpdPh4Ttv1VP74TyzH5+Xy/9YmB/VfK/RuGYf3KWqO8qpCq1GHesXTWFZcX8P\n", "h9k5SUNm/RITU9g1WBEb1etMKuVLtRh4el4u//bIdB6dlc37NQeG3a/H5Qs2rgAHGrvGtHY5moqc\n", "JFJM/Q3hlBQj08Ic+jqcHJuRFaXprChNH/MlXVR6b4ejer5YhNXAdnd3s2nTJn75y1/i9XrZsmVL\n", "vHMJgX6YuQMGSjHrWTAlObh97/T0hF75lWZY+OFjM/jasmy++1A5U2TFVnGTsEoEu3btYu3atbz+\n", "+uvo9TI/TDRUrzOpnG+kbKlmPZ9bNpWz1xyY9FpmZFniMoF1t8vLmRY7Dq+P8qzBy64UppopTFV7\n", "NKPK7y2ony8WYbWWZrMZg+FGvzy50SVUkZNsIifO60ztOXONn73XPyn3rBwr37ivNKIJr8WtK6wS\n", "gds9eIif3z90rksRmup1JpXzxSObx+fH4xv999jl8Q1a+vqDFjudzsE3s1Q+dyD5xlNYV7A5OTlU\n", "VVXh9Xo5ePAgRUVFYx7E7/cTCATk6ljE3flrdn568DJef4C/WlLIjOyRl20xGXQsK07j7DUHANMz\n", "LMEbW0KMJuz5YE+dOkVdXR1z5syhuLh41P2bmpqorKxEp9OxYsUK8vPzR9x3165d1NXVsWbNGgoK\n", "CoKPb9++HZ+v/65wWVkZc+fOHfEYMh/s2HK4fXS5vFgNupiHjI6VPrePfRc6eKeuk2XFaSwvTSPZ\n", "FFm2HpeXz+84G1y+JTvJwI8fnzlona6bdTm9fNDSh8PjY0ZW0rBzCojJK5b5YMP+7Zw9e3Zw/oGG\n", "hgamTZsWcv+amhrWrVsHjD4p96pVqzh16tSQx81mM/fff3+4EcUY6XJ4+fXRJradamVGtpUvrJhG\n", "oQJ3yGtb+vjBvotA/wKFuTYDC6emjvq8LqeXK90uLHotKWYd3QM+4ve4fHhHGYabatazpGj010mk\n", "drsHry9ARpIBfYL6/YrIhazBvvrqq2zevJnNmzezadMmNm3axMaNG/n1r3896oGt1hsfu4zG6Pr1\n", "+Xw+Nm/ezKuvvsqRI0eiOoYqVK8zDcx3vt3O1pOt+ANwusVOzcXucUx2I1vPTQsS3rw9nC6nh//7\n", "3mX+dtsZXthaS0OHk88tm4pO0z9i7HN3T415YpVEv7fn2ux8dlstf77pFHvPtuMZZv2vgSbS795k\n", "E/IK1maz8eCDD1JdXY3BYGD+/PkcOXKEtLSR59S8bmDlYWAPhEisWrUq+PUbb7wx6v5VVVXBLh/X\n", "3zRVto8fP65UnlD5bh4JZdBqOHDgAD6fL655DAYjBTPn4fb56bx0HkdP16Dvp+YXMzXVxMUuFwXJ\n", "BtJxBDOOdPzcijvZfbZ/FQOPP8Arf2zhnx8o5Xv35uLx+phbko5Oqxn38x/u9l1LP8pLh67Q0ts/\n", "iuzFfY1UZFu5dOpwXF+/pqYGt9s97j//eG1HK6wa7KZNm3jqqaeC21u2bGHt2rUhn7Nr165gA7l3\n", "717uu+++kPufOnWKtLS0QTXYgUY7htRgx06vy8uOD9rYeqqVObk2Pr2oYFDfz3h5/3I3X91dh8cX\n", "YN0deTw9N2fIwIGWXjcdDg/pZn1Y3bMudTl5YWttcCKVp+bmsLwkjQONXczMsnJ7wcRaQNDnD/DN\n", "vXUcbOz/VKHVwM+eqGBa+vDrjMXqSreLd+s68PgD3FOaHvZCjZNJ3GuwN0+0EU43LYej/+oiEAgE\n", "vwY4ceIEWq02rPlkB9Z6nU7nKHuLsWIz6Xlybg4PzszEoteGNZdqrNw+P784fBWPr//v/a/fb2JF\n", "SRrFGYMbjhybMaI1qQpTzXx7VRmvnWxlSoqJRUWp/M/tZ4KTXH97VRkLC1PG7OeIN51Ww3MLC2i3\n", "e2ize3h+SWHc6uN2j4+fHLgULBEdbOzi2w9OJzXEsjtisLDOlN/vp62tjaysLNra2vB4Rl83aPHi\n", "xWzYsIFAIDDoyvPAgQNoNJpBDezevXupq6vDbDZTXFzM8uXLgf4GtqamBoD58+dH9IOpZmD5QkU3\n", "5zPotKRbErcmpk6jIT/ZxAct/XMLWA1ajHrNsNkidVuujdty+2e5OtDQOWgFgavdsa8gkOj3tiTD\n", "wncfmo7HHyDVrB919Fq0+ZweP2fbbsz1cKHdicvrI4J742FR/f9GLMKeTWvXrl309vaSlJQ0qFww\n", "koKCAp599tkhj69fv37IYyN99L/e0IrJT6fV8Mk78zDoNLT2uvnknfkUpIz9lVlhmpksq4E2uwez\n", "XsvMnJH7wKrMFmH3tGikmPV8/PZcfnrwMgBPz8uRq9cIhd0PdiSXLl1SYmVZqcHG16UuJztOteH0\n", "+Xl8djYlGfGp+UF/nTHUlIPNPS48/gBZSQbM+sjLF5e7nDT1uMmwGuL6c0wGDrePug4Hfn+AkgxL\n", "Qhp21SSkH+xI/vCHPyjRwIr4cXh8/J/9lzh8uQeAo1d6ePHRGXEbjx+qcT3Z3MtXdp3H7vHzmSVT\n", "eKQiE1OEjeyUVLPMfBUmi1EXLK+IyCWuyHaLU72vX6h8Lq+fxs4bNxmbety4Rul7OZauZ/P4/LxU\n", "cwX7hz0CfnrwMleHWQo70Sbye6sC1fPFQhpYMaoUs55PLbgx1PnP7swnzZr4j4pajYbUD4ftajVQ\n", "mmGOag0sIRIl5hrsaMNgE0VqsPHl9vpp6HTi8weYmmYet76jjZ0O/l/NFe4qTuNUcx8ZFj33z8ik\n", "IEXmBxDxMa41WHFrMOq1lGeN/x33ojQLf3VXIX+7/Qzt9v45Ba50u/j7FdMwjLICghCJJr+RCaJ6\n", "nUnlfDdnc/sCwcYV4EKHE3cYc7vGi8rnDiTfeIq5gZUeBCLRMqwGnpybDYAGeHZ+LklG+TAm1BNz\n", "DVYVUoOd2DrsHjz+AJlWQ1jLbve4vDR2OjHqtBSnm8MqD/gDAeweHxa9LmFLe4uJT2qwYkI722bn\n", "m3vr6Hb6+NtlU1lekjZqg5ls0kfUP7PH5eWN2mvsOdPO4qIUnpiTE3KSbSHGQsjf4rfffpve3l5e\n", "fPHF4Lyw1//97ne/m/BztCaS6nWm8crn8fn52XuXaOn14PT6+d47DTT1DO7bOhbZzrTZ+a+aKzR0\n", "Onnljy0cu9oz6jyq0L+KwsVOJ619I/e3lfc2Nqrni0VYV7AlJSXDdsXatGmTfCwXMdMNmKxE8+G/\n", "sXbzwIhLXS4qz3dw7/T0Ea+We5xe/vv9JracbCXDoufbq8rISzbR0OlECxRnmCMeRSZuLSGvYO+5\n", "5x5stpE/hun1UmEIl+qzBcUzX2uvm+r6Tmoau+h0DJ6JzaDT8heLp1CaYSbDouer95aQf1Of1rHI\n", "Nj3TyoIpyQAUp5vRajT8qKqRa/aRZ4a72OVky8lWANodXg42drHjdBt/u+0Mf7PtDLvPtuP1B27p\n", "93YsqJ4vFmG1kOnp6cM+Hs7KBuLW1uPy8pMDl6hu6ALgmdtzP5w168bf9rJMK997pByPL0CaZfTp\n", "96KRYzPyd3cXsb+xk/p2Jy8fuUqKSR9yPSuDTosGuH4XeGqame++3RD8/suHm1g6LZVM69D5afvc\n", "Pmoau3j/Si93TUvljim2qCamERNbWN20VqxYMezj99xzz1hmmdRUrzPFK1+PyxdsXAHeOt9Bn2fo\n", "WlrJJj0ZVsOwjetYZcu2Gbk9L5nmXjezcpL41gOlZCWNPHl3cbqZL68spjjdzL3T0ylOt1A4YEXZ\n", "onQTZp122HwftPTxnbcb2HXmGl/fU8e5NseQfRLlVv3dU4F8xhdxZTPquKPAxvtXegFYOi2VpHG8\n", "kivOsPCt+0sJwKg9FQw6LQsKk5mTm0SaRY9ep+UrK0vYfroVvVbDwzOzSBph+r72m0oPnQ7vsPuJ\n", "yS1kP9ju7m5SUlLo7u5m7969QP9S2g888IBy9VfpB6uuph4Xp1v6MOi0VGQnkZmUmO5RTq+PHqcP\n", "i0Eb1Tymta19fO+dRjw+P393dxG3FySH/dwL7Q6+sPMcXU4v+clG/vXBMgpvwfWsJoO49YN96623\n", "ePzxx9mxYwdPPfUURqORzs5OtmzZwtNPPx3VC4pbT16yKSGLJg7U7fSw6Xgrr51qZXZOEp/96NQh\n", "N89C6XF5+d47jcFpGr+59wI/e7KC7BAlhYFKMiy8uLqcDruXrCRDRK8tJo+Qn5GuX9xarVaMxv5f\n", "rLS0tKiX4b6VqV5nikc+n39sBglGk+38NSe/PdaMw+Pn8OUeDl3qjuj5fn9/H93rvP4AgRG6zY6U\n", "rzDVzNx827g3rrfi754qwrrJ5fMNvinhcsW+UJyYvK50O3lxXyNffOMs71/pYSKOxk616Pm7u4uw\n", "GXWY9Vq+vLKYLJtcWIjIhKzBvvLKK2g0GkwmE4899hgA58+f5+LFi8r1IJAarDp+XH2R7R+0AWDU\n", "afjJ2gqKElx/7HF62Xi8hW2nWpmdm8TfLI2sRHBda58bvx+ybcP3cBCTX9xqsH/yJ38y5LGSkhLK\n", "ysqiejEx+QUCAZp6bnzCcfsCuEcYknql28WxKz3otRrm5dvIHcM6bbJZz7o78lg9OwurXjvi3f7R\n", "hFtzFWI4EU9XqNXKFLLRUL3ONFb5NBoNz87Pw/zhUi5Pzc0mL3loI9Xt9PKDdxt4seoi33u3kV8c\n", "vopzmP6xsWQz6bVkJxmjblzDdau8t/Gier5YhPWbFwgEOH/+PG53/4QXhw4d4lOf+lRcg4mJa06e\n", "jf9cOxOX10+OzThsFym7x8eJ5r7g9vtXerB7/JgNMtpJTB5hXY5u2bKFnp4etFpt8J+IjOrjrcc6\n", "35RUM6WZ1hH7n6aY9KyakRncfnhmFsmm4RvXW+3cjTXJN37CuoI1GAzccccdwe2Kioq4BRK3BqtR\n", "x6cW5LOsOBWtVkN5plXW1BKTTli/0T09PYO2W1pa4hJmMlO9zjQe+dKtBhZOTeXOKSkkm0f+Wz+R\n", "zl2Xw8u1PrdSXdMm0vmbbMK6gr1w4QI//elPyczs/0h3+vRp/umf/imuwYSYaM612fnOW/X0uPpX\n", "ZlhSlCpL09ziwlqT69ChQ3zkIx8Jbr/99tvSD1aIAVxeH19+43zwxp1OA//11CympMr8AxNd3Nfk\n", "Gti4gkxTKCYPu9tHbZudHqeX0kwLhTE0iP4B1yoBbswjK25dUd1VaGpqGusc+P3+IUNyJxPV60wq\n", "54tntoONXXxx5zn+5ff1fPXN8zT3RD4MvKqqCpNex/N3FZJrM2I1aPnHlcXkJ3iCm5Go/N6C+vli\n", "EVUP7IMHDw67RtdATU1NVFZWotPpWLFiBfn5+SPuu2vXLurq6lizZg0FBQVRHUOISNRds3Psai9a\n", "jYa7S9LYd6GTK91urtm9UY8om5GdxI8fn4HHHyDDEt7y42JyC9nAtra2kp6eTkdHx6DH+/r6RnjG\n", "DTU1Naxbtw6ArVu3hmyQV61axalTp2I6hupU7+uncr6xzna5y8kX3zhPl7N/Euxnbs8lw9K/fEyG\n", "NfJrjoH50izqTQij8nsL6ueLRcjfpo0bN/L000/z8ssvD7qB1NzcPOqBrVZr8OvrUx1GaiyOMdFd\n", "63NT22ZHo9EwM8tKhlW9/8ATTbfTF2xcARo7nXx+eRG5tsTPWysmt5A12Oeff57s7GymT5/OPffc\n", "E/xXWlo66oEHdk6Idv7YsTiGKqKpM9ndPl46dJVv7LnA13fXseFoEy5vfOrUKtfBxjpbls3AjCwL\n", "0L9E+APlGXxkaipF6dHd4FL53IHkG09hfR5atWrVoO3p06eP+pyBN6w0UU7zFukxqqqqgh83rr9p\n", "qmwfP3484ucn507lnQs3yjO/P9/BM7fnYtLrlMg3Ubezk4x8eraFa95k8jPTmJ5pUSqfbKu3Ha2w\n", "+sHezO12j/qRfcuWLaxdu5ZAIMCOHTtYvXo1ACdOnECr1TJ79uxB+586dYq0tLRBN7lGOsZwJmM/\n", "2D63j++/20BVff+qrPeXZ/DXSwuxyIQoQiRM3PvB3mzXrl3BCbhHsnjxYjZs2EAgEOC+++4LPn7g\n", "wAE0Gs2gBnbv3r3U1dVhNpspLi5m+fLlIY9xq0gy6vjMkimsKE1Ho4FZOUnSuAoxgUR1BaviHX3V\n", "r2AHli9UNFw+fyBAh8ODQaslJcRcAfE2Ec+dSiRfbOJ2Bfv973+foqKiIY+fPn1auQZWxEar1dLQ\n", "4aCx00m6xUBZpoXDl3r49/0XSTHp+NLKYqZnWkc9jhDihpBXsCNdqcoV7ORzqcvJ53ecpcPhRQN8\n", "64FS/qXyAi5f/6/HvPwkvrNqukwpKG45sVzBhvzfctdddw37eFpaWlQvJtTV0uumw9HfNzQAHLva\n", "S/qATvcKzb4nxIQRsoHNzc0d9nGZ7CVyyvf1c3RjM964gTY3z8anF03BatCSZzPymSWF43b1qvq5\n", "k3yxUT1fLMbvzoVQiqv1It975HYutDvJtBqoyLFi1GmZ9VQSeq2GdAWHgI6HdruHToeXFLOOLFlx\n", "Vowiql4EKpIarIi3ph4X33mrng9a7BSlmfjG/aUxTW8oJoa41WCFEDecu+bggxY7AI2dLk5/+LUQ\n", "I5EGNkFUrzOpnE+FbP5AgPSb+gInGfv/+6iQLxTJN36kBitECP5AgGNXevntsSaK0y186/4SfnO0\n", "maXTUpmVYxvveEJxUoMVIoT6DgcvbK3F82F/4Gduz+VP78zDKP2BbxlSgxUiTpwef7Bxhf4BGdK4\n", "inDJb0qCqF5nUjnfeGbLTzHy0Mz+5eotBi1Pzs0Zso/K5w4k33iSGqwQIaSaDXz6IwWsnpWFxaCV\n", "ZbhFRKQGK4QQIUgNVgghFCQNbIKoXmdSOZ/K2UDyxUr1fLGQBlYIIeJEarAi4TxeP5e7XWg0UJhq\n", "RqeNblFMkTgddg9dTi/JZh2Z1ltrkpuEr8klRLQ8Pj+V5zt4cV8jGg185WMlfLQ4FW2UKw+L+Gvu\n", "cfG/3m7gRHMfpRkW/uneYulNESYpESSI6nWmROXrsHv58f6LBAB/AH5y4BJdTq8S2aI12fOdvebg\n", "RHMfAHXtDk63ju0kN6qfv1hIAysSSq/TkDZg0pRMqx6DlAiUZtEPbiYsBmk2wiU1WJFw59rsvFRz\n", "GYNey58vLKA4wzLekUQIvS4vb55pp/JcO0unpfLIrKxbagJ2qcGKCWV6lpV/WTUdQG5wTQA2k54n\n", "5+bwSEUmZoNu9CeIILnWTxDV60yJzqfTasJuXOXcxWas8sWrcVX9/MVCGlghhIgTqcEKIUQIMheB\n", "EEIoSBrYBFG9znQ9X4fdw4V2B9f63OOc6IaJcu5UJfnGj/QiEEEDR+zIstRCxE6uYBNk2bJl4x0h\n", "pGXLlnF+wIidxk4Xpz78erxNhHOnMsk3fqSBFUE3d8OxGaXPoxCxkAY2QVSvM1VVVTEjy8Lzd01h\n", "RpaVP7szj1k5SeMdC5gY505lkm/8xK0G29TURGVlJTqdjhUrVpCfnx/xvtu3b8fn8wFQVlbG3Llz\n", "4xVX0D9iZ81tOTw0MxOTXq5ehYhV3PrBbtu2jcceewyArVu3smbNmoj33bNnD/fff39Yryf9YIUQ\n", "8aDkXARWqzX4tdEYeoLekfb1+Xxs3ryZQCBASUmJNKBCiAklbjXYgRfGBkPomXdG2nfVqlU88cQT\n", "PPnkkzQ3N499yARSvc6kcj6Vs4Hki5Xq+WIRtwb2eu0UQDPKbPXh7DtaIw2D36iqqiqlto8fPz7q\n", "/tXV1Urnk23ZvlW3oxW3GuyWLVtYu3YtgUCAHTt2sHr1agBOnDiBVqtl9uzZo+7b0NDAtGnTANix\n", "YwePPvroiK830Wuwde0OTjX3kWk1cFtuEikDJqUW4XF7/dS22Wnrc1OUZqYs0zr6k4QYhZI12MWL\n", "F7NhwwYCgQD33Xdf8PEDBw6g0WgGNbAj7dvQ0EBNTQ0A8+fPj1fUcXe5y8mXdp6j88OlUz63bCoP\n", "VWSNc6qJ52RLH1/ceQ6AJKOOF1eXU5wuk3mL8RO3BragoIBnn312yOPr168Pe9/ly5fHJdt4qKqq\n", "GnHESpfTG2xcAY5c6eG2PBs6DQlbXC5UvvEWbrbTLTdGnvW5fbT0uhPSwKp87kDyjScZaKCArCQD\n", "xWmm4PbteTY++1otf/PaGWpb1RiuOhFU5CRxvYKfZNSRk3RrLS8t1CPzwSriSreLhg4Heq2WXxy+\n", "wtk2BwCrZ2XyNx8tGud0E4NnQA12apqFssyJXR5wenxc7HKh0UBRqhmjXq6HxoOSNVgRmYIUEwUp\n", "Js5ds3P+miP4eF6yKcSzxEAGvZY5ebbxjjEmPF4/b565xv85cBkN8PnlRdw7PUPWMJtg5E9igoTb\n", "5aMk3cK3HijljgIbH789hxWl6XFO1m8suqTEi8rZID75Ohxefl5zBYAA8NKhK3QNqNNH4lY8f6qQ\n", "K1jF6LQaFk1NZWFhCtoR+gR3O704PD5SzHosssrnpGTUa8izGbnY5QL6P+EYdXL1OtFIDXaCudTl\n", "5H+/3cDZNjtr5+TwzO05pJjVX6P+/DU7J5v7yEkycltuEsnSz3dUF9odvPLHZvRaDU/Py6UoTSY/\n", "Hw9Sg72F7K/v4nSrHYBNx1tYPDWF2wvUa2BdXj+XupwAGLQavrDzHD2u/hF7X1xRxL3lmeMZb0Io\n", "ybDwxXuKxzuGiIHUYBMk2jqT0+PjWp8bl7e/cTLc9DFxpDJCpMayDubx+ak8285fbanl+S21XOhw\n", "BhtXgD82Rdb1TPUaneSLjer5YiFXsApr63Pz8pEmqus7WV6axro78llSlMqxqz180GJn7ZxsJbsi\n", "dTq9/LzmMtB/g6a+3UFhqolLXS40wEeLU4H+EWz7G7rQAHdNS2NKqvSYEJOL1GAVVnWhk29VXghu\n", "f+P+EpZOS8Ph8eHw+Ek26TDo1PsQ0uXw8oWdZ7nQ0V8imJFl4e9XTKOpx02KWU95hgWXz88399Zx\n", "7Gr/1eydU5L56seKsZnkb75Qi9RgJyn/TX/7/B9uWgw6pXsPpFr0fGllMb891oQWDc/Mz2VaumXQ\n", "sNVOp5fa1hv9fWtb7Tg9fmxyESsmEfUufyapaOpMFTlJLC9JQ6/VsLIsjZnZ8ZsdaqzrYCUZFr68\n", "soQvrixm2jDzAaSY9Tw5Nye4/eSc7BFnEFO9Rif5YqN6vljIFazCcmxGPnd3EesXe0k26rFOolVe\n", "jToNT83JZn6BDQ0aSjNkKKiYfKQGKxKqz+2jur6T359r56PFadxTlk6y1F2FwqQGKyaMM619/Nu7\n", "jQAcudJLbrKRRVNTxzmVEPEhn8kSRPU6U6Ly9bp9g7YH9o8diZy72Ei+8SMNrEioskwr0z6c+zY/\n", "2ciMLFnWRUxeUoMVCdfa66bD4SHVrCdXpmMUipMarJhQsm1Gsm2y2oCY/KREkCCq15lUzqdyNpB8\n", "sVI9XyykgRVCiDiRGqwQQoQQSw1WrmCFECJOpIFNENXrTCrnUzkbSL5YqZ4vFtLACiFEnEgNVggh\n", "QpAarBBCKEga2ARRvc6kcj6Vs4Hki5Xq+WIhDawQQsSJ1GCFECIEqcEKIYSCpIFNENXrTCrnUzkb\n", "SL5YqZ4vFnGbTaupqYnKykp0Oh0rVqwgPz8/4n0jOYYQQqgmbjXYbdu28dhjjwGwdetW1qxZE/G+\n", "kRxDarBCiHhQsgZrtd6Yqd5oDD3350j7RnIMIYRQTdwa2IEXxgaDIap9IzmG6lSvM6mcT+VsIPli\n", "pXq+WMStBuvz3VjMTqPRRLVvJMdIS0vjyJEjkcZMGKvVKvmipHI2kHyxUj1fWlpa1M+NWwPrcDiA\n", "/qvQ618DnDhxAq1Wy+zZs0fdd6THh7NgwYIxyy6EEGMhbg3s4sWL2bBhA4FAgPvuuy/4+IEDB9Bo\n", "NIMa2JH2HelxIYSYCCbNSC4hhFCNDDQQQog4kQZWCCHi5JZpYP1+/6BeCSI0OV9CxC5uN7niKdIh\n", "tLt27aKuro41a9ZQUFAw7pnGYwhwJK+ZiPMVS76TJ09SW1uL3+9nyZIlFBYWKpNt//79NDc3A1BU\n", "VJSQ3i2R/j45HA5++MMf8qlPfSoh728k+bZv3x78w15WVsbcuXOVygdQV1fH4cOHMZlMrFq1KvQg\n", "qMAE9NprrwW/3rJlS1jPOXnyZODy5cvxihRRpmjyxyrS14z3+bpZJPneeeed4Nevv/563DJdF+37\n", "9eabb8YjzhCR5nvjjTcChw8fTtj7G0m+3bt3xzvOEJHk6+joCFRVVYV97AlZIlBxCO1YDA2OJxXP\n", "2UCR5Fu+fHm84wwS6bmrr6/n+9//PtOnT49nrKBI8nV0dGC1WjGbzfGOFRRJPp/Px+bNm3n11VcT\n", "NvggknxHjx4lKSmJzZs3c+bMmVGPPSEb2ICCQ2gjyTQe+VU8ZwNFk2/Pnj0sWrQoXpGCIs1WXFzM\n", "Cy+8wKFDh+IZKyiSfFVVVSxbtizekQaJJN+qVat44oknePLJJ4OllniLJF9LSwudnZ088cQTnD17\n", "Fnkn/PcAAAdRSURBVL/fH3J/pWuwbW1tvPLKK4Mee/TRRyMaQpsoYzE0OJ5UPGcDRZrvnXfeoby8\n", "nKysrHjGAqI7d2azmeTk5HhFGiSSfM3NzWzbto2WlhaKi4sTUoON9ncvURcCkea7/glqypQptLe3\n", "h/wdVLqBzcrK4vnnnx/y+OHDh4Hhh9AONxQ3EcZiaLAq+cZDJPn27dtHbm4uxcXFymVrb28nIyMj\n", "uL9q+T796U8DcOrUqZjG2McrX0NDA9OmTQPA6XQql2/GjBnU1dUxffp0Ojo6uO2220IeW+kGdiSh\n", "htAONxR379691NXVYTabKS4ujksNbyyGBsdTJPkScb6izdfS0kJ1dTUVFRWcPn2anp4ePvnJTyqR\n", "DaC6uhqXywXAwoUL45ormnzQ/0egqqoqYVewkeRraGigpqYGgPnz58c9W6T55s+fz6ZNmzh+/DjZ\n", "2dmjXmXLUFkhhIiTCXmTSwghJgJpYIUQIk6kgRVCiDiRBlYIIeJEGlghhIgTaWCFECJOpIEVQog4\n", "kQb2FvLNb35zzI7V0tLCb3/7W1577TVeeeUVvF7voO/v2LFj2Od5vV62bdvG1q1b2bhxY1gTZgzn\n", "8OHD/OxnP4vquZPZSOf9Zm+++SavvvpqnNOICTmSS0Rn/fr1Y3ast956i49//ONoNBra2tp45513\n", "uPfee4PfH2kI8KFDh1i+fHlwmOavf/1rZsyYEfHrL1iwgIaGhujCT2LhDr1+8MEH2bx5c5zTCGlg\n", "bwFNTU0cPHiQ8+fP8/nPfz74uN1uZ/PmzdhsNnQ6HbW1tfz93/998Pu7d++mt7cXnU6Hx+Nh9erV\n", "mEwmAHQ6HQ6HA6vVGpwCD/qvUN944w1Onz7N1q1bASgvLw+O2b7rrrsGZYtk8o+9e/fS3t6OXq9H\n", "p9MNmsmotraWo0ePYrFYcDqdLFy4kNLSUq5evcovfvELysvLeeKJJ2hubua3v/0t2dnZPPPMM+j1\n", "I/8X2LVrF7W1taSnp5OSkoLdbmfevHnMmTMn5GtC/5SFu3fvZt68edTX12M0GsnJyQnOZFVdXU1r\n", "ays6nS44tPapp54a9RzU19dTXV2NzWZDq9XS1tbGc889B8C777476Lynp6ezYsUKoP992bJlC1qt\n", "lkAgkJBJ3gUTc8JtEZ1XXnll0HZdXd2gSaHr6+uDX1dXVwdqa2uD2z09PYFXX301uH3t2rXA1772\n", "tcCvfvWrwHe+852A3+8P+VrD2bZtW6ChoSGs7CdPngwcOHAguN3a2hr47ne/GwgEAoG+vr7Ayy+/\n", "PGj/jRs3BtxudyAQCASam5sDe/fuDX5vw4YNYb1mIBAI/MM//EPA5/MFt3/3u98F7Hb7qK95PfOP\n", "f/zjgMvlGrRfbW1t4L333gtu+/3+QHV1dVh5Xn/99UHnbOB7FgiMfN63b98eaG1tDW6/9957gY0b\n", "N4b1miJ6cgV7CyspKcHn8/Hmm28Gp2y7PpPR5cuXWbp0aXBfm8026Lm7du3iH//xHzGZTFy+fJk9\n", "e/bwwAMPhPW6Xq+XzZs3s3z5cvLy8sJ6ztmzZ3nwwQeD21lZWcGlYpqbm+nu7g5euUH/TEwdHR3k\n", "5OSQk5NDa2sr0H81H8nV29y5c9Fqb9yqmDFjBleuXEGr1YZ8zes+9rGPDZnE+cyZM9x///3BbY1G\n", "M+hch/Lwww9z6NAhTp06hdfrJScnJ/iehdLb2ztoWr358+fT2NgY1muK6EkDews7duwYt99+e3Dm\n", "/f379weniyssLOTMmTPB+mhvb++Q518vF2RmZmK328N6zb6+PjZv3szq1asjmi6vvLyco0ePsmTJ\n", "EgBaW1u5ePEiAIWFheTm5rJmzZrg/jdPhLxgwQL+8Ic/cPHiRVavXh326544cQK/3x9sZM+dO8ej\n", "jz6KTqcb9TUDgcCwJZDS0lKOHz8+aLatgec6lPfff5+PfOQjwe3f/OY3YU06npSURFtbW7CRPXLk\n", "SMKmU7yVyWxat4C3336bzs5Ojh8/HrwiW7VqFTt27Bh0dQbw2GOPBR+7XoPVarV4PB4ee+yxYKNa\n", "X19PTU0NJpMJp9PJ6tWrBy298e6779Le3o5Wq8Xr9bJ06VLy8vL40Y9+RH5+fvCq7ua6cCh79uyh\n", "o6MDs9mM0+mkpaWFJUuWsHDhQi5evMihQ4eCNdXe3l5Wr149aNLrl156iby8PB555JGwz93Pf/5z\n", "bDYbZrMZj8fD7bffTkVFBUDI16ypqeHo0aMA5OTkMGXKlEEN41tvvTXo/MycOZN58+aNmuenP/0p\n", "+fn5BAIB/H7/oLou9DfUx44dw2QyEQgEKCkpYd68eXi9XjZt2oTBYECr1WKz2Th06BCf+MQnEjav\n", "7q1IGlghQti4cSNPP/30eMcQE5T0gxViBLt27eL06dPs3LlzvKOICUquYIUS6uvrgx+pb1ZcXByX\n", "2e3H4zVD6e3tpbKyctjaqM1mS9jqF2LsSAMrhBBxIiUCIYSIE2lghRAiTqSBFUKIOJEGVggh4uT/\n", "B6cvVOXh9XPlAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.583157\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4E+e9L/CvZrRZkndbXvGKjTGbAw5bCZCwmQQSIHto\n", "T9qecO856W3P7Um6pU1P0/a06ZLb9LQ9J21v7mmbtrRhXxIclgDBZoewGhu8Yoz3XdaumfuHQCCw\n", "ZUmjkV/bv8/z5Hk8YjT6ZiS/Hv3mXRSiKIoghBASctxIByCEkLGKGlhCCJEJNbCEECITamAJIUQm\n", "1MASQohMqIElhBCZKOU6cEtLCw4cOACe57Fo0SKkpKQMue/ly5dRVVUFQRAwd+5cpKenAwB27doF\n", "l8sFAMjNzcW0adPkiksIISEnWwN78uRJrF+/HgCwfft2rFmzZsh9Ozs7sW7dOgDAhx9+6GlgtVot\n", "li1bJldEQgiRlWwNrE6n8/ysVqt97rtw4cJBH3e5XNi6dStEUUR2djZmzpwZ0oyEECIn2RrYuweI\n", "qVQqv56zb98+zJ4927NdUlLi+XnPnj2hC0cIIWEgWwN7u3YKAAqFYtj9Dx8+jLy8PCQkJAz678M1\n", "0nv37gXP84GFJISQYcTExGDWrFlBPVe2BtZisQBwX8ne/hkALl26BI7jUFhY6HnsyJEjSEpKQlZW\n", "ltcxGhoakJmZCQCwWq0+X4/neSohEEJC7uzZs0E/V7ZuWnPmzMHGjRuxceNGzJkzx/P4sWPHcPTo\n", "Uc92W1sbysvLUVlZie3bt+O9997z/FtDQwM2bdqETZs2YdKkSXJFDYuysrKRjuATy/lYzgZQPqlY\n", "zyeFbFewqampeP755+97fMOGDV7bRqMR3/zmNwc9xlA3vwghZDRQjJXpCg8cOEAlAkJIyJ09exZL\n", "liwJ6rk0kosQQmRCDWyYsF5nYjkfy9kAyicV6/mkoAaWEEJkQjVYQgjxgWqwhBDCIGpgw4T1OhPL\n", "+VjOBlA+qVjPJwU1sIQQIhOqwRJCiA9UgyWEEAZRAxsmrNeZWM7HcjaA8knFej4pqIElhBCZUA2W\n", "EEJ8oBosIYQwiBrYMGG9zsRyPpazAZRPKtbzSUENLCGEyIRqsIQQ4gPVYAkhhEHUwIYJ63UmlvOx\n", "nA2gfFKxnk8KamAJIUQmVIMlhBAfqAZLCCEMogY2TFivM7Gcj+VsAOWTivV8UlADSwghMqEaLCGE\n", "+EA1WEIIYRA1sGHCep2J5XwsZwMon1Ss55OCGlhCCJEJ1WAJIcQHqsESQgiDqIENE9brTCznYzkb\n", "QPmkYj2fFNTAEkKITKgGSwghPlANlhBCGEQNbJiwXmdiOR/L2QDKJxXr+aSgBpYQQmRCNVhCCPGB\n", "arCEEMIgamDDhPU6E8v5WM4GUD6pWM8nBTWwhBAiE6rBEkKID1SDJYQQBlEDGyas15lYzsdyNoDy\n", "ScV6PimogSWEEJlQDZYQQnygGiwhhDCIGtgwYb3OxHI+lrMBlE8q1vNJQQ0sIYTIRLYabEtLCw4c\n", "OACe57Fo0SKkpKQMue/ly5dRVVUFQRAwd+5cpKenB3wMqsESQuTAZA325MmTWL9+PZ577jmcOHHC\n", "576dnZ1Yt24dnnrqKVy4cCGoYxBCCGtka2B1Op3nZ7Va7XPfhQsXSj4G61ivM7Gcj+VsAOWTivV8\n", "UsjWwN5deVCpVH49Z9++fZg9e7akYxDiL4dLwBjppUgYJVsD63K5PD8rFIph9z98+DDy8vKQkJAQ\n", "9DHu/ktYVlbG1DblC357wYIFIT2eSxDxydUWfO2Da/hlWSOa+2xM5WP9/I23fFLIdpNr27ZtWLt2\n", "LURRxO7du7F69WoAwKVLl8BxHAoLCz37HjlyBImJiSgoKPDrGIOhm1zEX3VdFnxpexWcgvuj/+wM\n", "I/7xwbQRTkVYxeRNrjlz5mDjxo3YuHEj5syZ43n82LFjOHr0qGe7ra0N5eXlqKysxPbt2/Hee+8N\n", "e4zRKBR/DeXEcr5QZ7M5BU/jCgCt/XZJx2P53AGUbyQp5Tpwamoqnn/++fse37Bhg9e20WjEN7/5\n", "zYCOQYgUadEaPFGYgB0VHdCreaybahzpSGSMorkIyLhksjnRZnJAq+KQGqUZ6TiEYVJKBLJdwRLC\n", "MoNGCYOGPv5EXjRUNkxYrzOxnI/lbADlk4r1fFJQA0sIITKhGiwhhPjAZDctQggZ76iBDRPW60ws\n", "52M5G0D5pGI9nxTUwBJCiEyoBksIIT5QDZYQQhhEDWyYsF5nYjkfy9kAyicV6/mkoAaWEEJkQjVY\n", "QgjxgWqwhBDCIGpgw4T1OhPL+VjOBlA+qVjPJwU1sIQQIhOqwRIikd0poLJ9AG0mBzJitchP0A3/\n", "JDJqhH0+WJPJBIPBENQLEjLW1HWasaeqE5daBtBrdeIXq/OQG0+NLBmmRFBRUTHof3/961/DlW/M\n", "YL3OxHI+lrPd7LVi4/k2XGkzo2RSPDJitGgfcIx0LC8snz+A/XxS+Gxgjx49Co7jUFdXhxMnTsBu\n", "t+P48eOIi4sLVz5CmLavuhtHr/fiZp8NfzzTjEU5MUgyqAM+zo0eK/5w+ib+cPomGnutMiQlI8Fn\n", "ieC5556DwWDAuXPn8IUvfAEAUFRUhL///e9hCTeWLFiwYKQj+MRyPpazme0ur+3sOC2y4yICOka/\n", "1Ymff9KAijYzAOBCswnfX54TsiVtWD5/APv5pPB5BXu7zqpWe/9FvnebkPGqZFI8kgwqAMDT04wo\n", "SNQHfAyrS0B9952r1rpuK6xOIWQZycjxq5uW2WyGILjfcJfLhf7+fllDjUWs15lYzsdytuy4CLw6\n", "U4f/froQn30gOairzhiNEi8UJXu2ny9KQnQIF2Rk+fwB7OeTwq93ceXKlfjzn/8MtVoNm82Gxx57\n", "TO5chIwa/W03MSM/J+jnq5QcHpucgKnJ7m+MWbFaqJTURX0soH6whEkN3Rbsr+6CXsVjYU4sUqM0\n", "Ix2JjFNh7wfb0tKC5OTk4XckJAhdZju+t68WTX12AEB1pxlfX5wFNU9Xdf7otTrRZ3UiUsMjJkIl\n", "2+s099lgdwlI1KuhU/Oyvc5o5tcn9vLly17bR48elSXMWMZ6nYmlfBaH6GlcAeBahwVWB7s3fVg6\n", "d20mO948WI9/3HwF/7avFs19NlnyXWkdwMvbq7BhSyU2XWzFwD29KQLB0vkLNb8a2GvXrnltK5Wh\n", "K8ATcq/YCCWenJro2V5TEAODhq6Q/HGtw4wzTe6b0FfazLjSNhDy1xBFEX891+JpVP/yaSua+2wh\n", "f52xIKiW8naPAuI/1vv6sZRPp+bxQlEy5mfFQMkpkBOnBadQjHSsIQV77gRRxM0+G1yCiORIDTQh\n", "uLF1bxlFq+QwP8TvrUKhQJzuTulBxSmg5oN/f1j67IWazwZ29+7dsFgsqKyshMNxZ/hfUlKS7MHI\n", "+BapVWJa8tie7+LMjT58b18dHIKIL89Px4r8eKglNrL5iRH4/KwUHKjpwvyMGEw2Bt4v1x/PTDfC\n", "6nChqc+Oz89KQXqMVpbXGe386kWwa9curF69Ohx5gsZ6L4KysjKm/1KznI/lbEBg+RwuASqeQ7/N\n", "if+98yoae91frRUA/vuZwpD0lhBEEWa7CxEqHjynkO38uQQRTkGARimtfMP6+yt7L4KVK1cGdXBC\n", "iFuX2YHSqk6caOzFo5MSMDcjCnE6laeBNWh4qLjQlEE4hSJkw2x94TkFeI5q475QP1hCwuBIXTd+\n", "cKDes/3zxyYiWqvEu6duwmRzYcOcNNm+zoeSwyWgodsKpyAiPVoTloZ8pMl+Bfvhhx9i2rRpcLlc\n", "OHr0KGbPno2JEycG9YKEjEd9Nu9uTGaHgOkpEfi3pTkQRBGqUdLH91hDL350sB6CCDw7w4gXZiQj\n", "gvrADsmvd9VutyMtLQ3nzp3DCy+8gLNnz8qda8xhva8fy/nCkW3A7oTDFVzvGH/yTUvWIyXSPUnS\n", "9BSDZ8YtnlPI3riG6vwN2J3486ctEG595/37+TZ0mKXPfcvyZ08qv65gOY4Dx3HQat13CjUaGrZI\n", "xgaHS8DRhl785dMWZMdq8WJxClKjQn9HPCMmAj9flYc+qxNxESrE6oYeYeUSRFxoNuGTum4UJOox\n", "NyMK0TKOyPKXmueQGav1zPwVG6GEluZM8MmvBtZut8NkMnka2DFStg0rlu+SAmznkzNbQ7cVP/q4\n", "HiKA+m4rUqI0+Hxx6pD7N/ZY8XFNN3gF8HBuLNKitX7nS9SrkagffqrPmk4zvlVaDUEEPqjsxLcf\n", "ycKinFh//5fuE6rzp+I5fKE4FUkGNbotTqydmojEICYXvxfLnz2p/GpgU1NTsX37djz11FO4dOkS\n", "amtr5c5FSFg4XALuvlzosTiH3LfP6sRPDjXgaod7YuzLrQN4fUl2yMfh99lcnq/hAHCjl51RUqlR\n", "Grw0O22kY4wafl3fz58/H5/97Geh1WpRUFCAl19+We5cYw7rdSaW88mZLT1Gi6emuYflxkUosbow\n", "Ych9rU4BdV0Wz3Z1pwUWpyvk+SZEa5B7q0YboeJQnB4p6Xgsv7cA+/mkCLiPhVKp9JqL4Ny5cygq\n", "KgppKDK29FqdqO+yQMkrkBMbwdRd50iNEusfSMHKSQnQqjifX+GjtDyeK0rCe2dbAADPzUhClAzd\n", "lJIiNXhjeTZa+h2I1vLIjA1sCRrCDsn9YLdv3441a9aEKk/QqB8sm8x2F/54phnbLrcDAL40Lw2r\n", "JieCD1GnegBoH7Cj2+JEjFYJo8Sa4M1eKz6p74HNKeLh3Fhk3DME1GRzor7bCoUCYf9j0dpvw+G6\n", "HnSZHViWF0dLg4dJ2OeDJcRfvVYntt9qXAFg88V2LMqJDXqe0us9VrSb7EjQq5AZG4GbvVa8caAO\n", "dV1WpEWp8f3luZgQ5Lh4q8OFd0404fj1PgDAsYYevLlyoldWg0bpWXkgnARRxN/Ot+GDyg4AwMGa\n", "bvzqiUmS/6AQeVEfizBhvc4kVz6tikNmzJ1ufQVGHSJUgX3sbmer67Lgq7uu4lulNfjqrmuo6bSg\n", "psuCui53t6GmPrvnBtRwWvpt+OPpm/jRx3W43GoCAFicAq513Kmx1ndb/ZqHNhzvrcMp4Gr7nakH\n", "uy1OWBz+zcE6Xj97LKAGlsgqNkKF15fm4MVZKfinuWn4YnFq0JODNPRY0X9rRJTJ7sL1Hgv093xF\n", "j/Rz3tidFR34y7lWHKrtwWulNbjRa0WURolnZxg9+zw93YjoCDa+5GlUPJ6ZkYTbhZWS/DivKQMJ\n", "m9j49IwDrPf1kzPfhBgt1j8Q/BJDt7PF31NWiNepkBuvw/eWZqPD7IDRoPZr2WxRFFHXeedK1+IQ\n", "YHEI4DkFVuTHIz9BB5cgIisuAhGq4RvscL238zOj8asn8mFzipgQo0GknzfYxvNnb6RRA0tGjUmJ\n", "Ory5MhcXW0yYkmRAfqIOFruAgzXdOFzXg0gNjx+X5CJK6/tjrVAo8MyMZFxoqYFDELEiLw5JBnfj\n", "HaHiUZjE5jy0Kp5Dvh9/QAg7JJcIqIuWf1ivM7Gc73Y2tZLDzLQovDgrFcXpUdAqedzodd9ZB4B+\n", "mwv7r3X7dcwZqQb8Zs0k/PLxfLw0Jw1R2uC/bks5d6IootNsR49F+pj+obD83gLs55PCryvY8vJy\n", "xMfHo6CgANXV1TAYDJ5VZbOyskISRBAEiKIInmenjyRhX4SKA6eAZ+RTUqR/d9U5hQJZcSPbv1QU\n", "RZxq7MPPj1yHVsnh2w9nYdJdUxZ2DNjB3bM8Cxld/OoHu3HjRixfvhzx8fEQBAFbtmzB008/7fM5\n", "LS0tOHDgAHiex6JFi5CSkjLkvqWlpaitrcWaNWuQmnpnHPiuXbvgcrlvauTm5mLatGlDHoP6wY5P\n", "TkHE6Rt92HqxDfmJOjxemDhqui619Nvw0uYrsLvcv4I5cRF4a9VE6FQ8zjT14yeHGqDiFPjOkixm\n", "yxbjgez9YPV6PeLj4wG4Z9by5yrz5MmTWL9+PYDhByOUlJSgoqLivse1Wi2WLVvmT0QyTik5BeZm\n", "ROPB9KiQDl4IF9HrZxEigPYBB354oA7mW13Efnb4On75eP6wtWXCnqBqsBw3/NN0ujujTNTq4K4o\n", "XC4Xtm7dii1btoz6OWhZrzOxnM+fbCPZuAZ77owGNV5fko1IDY9EvQpfXZABg/r+RpRTAJDwv8fy\n", "ewuwn08Kv/4kKhQKdHV1IS4uDl1dXZ6v7b7cXXlQqYKrIZWUlHh+3rNnT1DHIIRVnEKBOROi8Nt1\n", "BeAVCs8csbcb3p8eboCKV+DVhRmyzHlA5OfXu/boo49i3759njlhn3jiiWGfc3cjrAjBmvb+NNJ3\n", "r055+68iK9vjPV95eTm0Wi1mzZoV8PMXLFgQ8jynTp+GNSodZTcsKDDqkcH1wNLVFtTxpOZL0Kvv\n", "+3dn0xV8qzgRmRkTEBuhknR8Oc5fKLdZzyeFbIsebtu2DWvXroUoiti9e7dn2e9Lly6B4zgUFhZ6\n", "7V9RUYGYmBivm1wNDQ3IzMwEAOzevRurVq0a8vXoJhe7BFHEpZYBHK7tQm68DvMyon3O6C83s92F\n", "pl4rNl1sw6FadxevVxZmYEV+fEDHudlnw4Xmfqg4BWakRiJepwrJxQQrajrN2FnRgdgIJZbnx4dk\n", "SfHRSPabXNeuXUNeXl5AB54zZw42btwIURSxdOlSz+PHjh2DQqHwamD379+P2tpaaLVaZGVlYeHC\n", "hQDcDezJkycBjP7+tqyv/S5nvrouK761pxoOQQTQCe4hoGTS0POuypHNJYjgOQW6zQ788UwzSq92\n", "osCox/oHkvGXT1vQ1GsN6Hi9VifeOtyAi60DmJkWiU6zE5/e7MdnsqKxODsWBoZuSAVz/tpNdny7\n", "tAZdtyYgb+m349WFGVDKsH4Y678bUvj1KTh//rxXA1tXV4fs7Gyfz0lNTcXzzz9/3+MbNmy477G7\n", "G+C73W5oyejWb3PealzdGroDa8ykcAruvqabL7ZislGPwiQ9PqzqBABUtA5gZmokojQ8PpMVE9Bx\n", "7U4B1Z3uiWFmpUXi9ydvAgDONPUjyaDGgxOiB31ec58NfTYnEnQqxPuxfMxIsToFT+MKALVdFthd\n", "IoKcRmLc8ntV2budP39eljBjGet/oeXMlxalwWSju1eJhldgQYCNmZRsdV0WvLG/FhdbBvD+hTZY\n", "7N6zYyUaVPjF6nxM8nMIqsMp4PSNPrx/oQ1fnJ2KolQDbE7vY5rsg98Eruuy4F92XcWXd1zFDw7U\n", "obXfvRRMc58NZ2/0obbTIst6d8GcvzidCk/eWumBUwDPTE+CXB01WP/dkMKvK9j58+fjo48+wooV\n", "K+TOQ8agRIMa33kkG839NkRqlMiKDf2qrUOxOLzXt7I6XXi+KAmlVZ14IDUSs9IiYTT4X1u82mnG\n", "t0trPP1XX1+ShdgIJQ7VanC9x4bUKDUmDjER9tmmfs+aXxVtZjT0WCGIwLc/qsGNXhvUvAI/fTQP\n", "hUkjP9+AXs3juelJmGLU40avDe9faEW/zYlVBQlQhWAlWbPdhcr2AfRanciN0yEjjJ+JcPKrgX3v\n", "vfdQUFCATZs2AQAqKyuZWMVgNGG9ziR3vkSDOugVSKVkmxCtxaLsGM9kMPmJeizP0+KJwkToVBy0\n", "fsyWdbcei9NrcIDJ7gLffAU/KilGt8WBWK0Sxkh3gy2KImo6LbjZb0OyQY2UKO//f4NaiaY+m2dR\n", "Q7tLxNmmvpA3sMGeP5cI/ProDU+p4P+evIn5WdFICuAP0lBONvbiRwcbAAAJOiXeWpWPlDF4E82v\n", "BnblypUoLi72bH/44YeyBSIklGJ1Knxp/gQ8OyMJOjXvuRMeF+RVWEasFkkGFVpNDhjUPPITdGhu\n", "F2A0qO8bolvTacG/7r4Gq1OAklPgZ49OxP+YnYqzTf0omRSP3PgINPZYoeQUcN66zE6K1GB/dScK\n", "EvVIjx7ZqzoNr0BqlMbTwCZFqqEJ0U2uE7dWjQCADrMTnWbHmGxgZeumFW7UTYuEy81eG9oG7IiL\n", "UPn8avtJbTd++HG9Z/vrizKxNC/Oax9BFFHROoBTN/pg1Ktw7HofTjb2ITtWix+tzEW8bmRvhF3v\n", "sWLLxVbYXSKemZ6E7BBNkHO4thv/fuvcGPUq/OyxPGYbWFqTi5AwitTyiI7Q3beawr2SItWeq1NO\n", "gftKBIB7NNfUZAMmxkfg63uqUdnmngi8rtuKfqsLI72uYUaMFl99KDPkx30wPRI/fXQieq1OZMdp\n", "mW1cpfLrer+vrw+bN2/GH//4RzidTmzbtk3uXGMO6+OtB8sniiK6zA702ZyDPCN8WDp355r68ZUd\n", "V/GND6+h5taqCEPlmxivw1ur8vD1RRl4a1Wez54KWhWPxTmxnu3pKQbEhGi5GpbO3206tRJFqZFY\n", "lBOL65fOjHQc2fj1DpaWlmLt2rX44IMPoFTSRe944BJEnGjsxX+UNyJKo8Q3FmeOqmWinYKI8zf7\n", "cbi2B1OS9JibGYVoCZNqA+7pBb+7rxbWW92yflXeiB+vnDjk/jynwGSjHpON/t20WpYXh6xYLawO\n", "AbkJuqBX3iXs8OsKVqvVes0FQJNiB47lHgTA/fma+234wf46dJmdqO+24p3jTXC4hl9hNRzZ/FHd\n", "aca3P6pB6dVOvHXkOi40myTnEEQR9rvOgdkhQBDFkL23kRolZqZFYX5WDJJ89LgQRREDdhdcgn+3\n", "T0bbZ28s8ety9N6BBoIwMr9oJIxE77lKnX7+MgNAp9mBT5v60DHgwOwJUcgZgSvffqvTq/9rc59N\n", "8jGNBg2+sTgTPzvsXoHgy5+ZAP1d0ws29Vqx/XI7Os1OPDsjCZMSQ///PWB3Ye/VTuyp6kRxehSe\n", "nJrI9Iiw8c6vK1ij0YiysjI4nU4cP34cGRkZcucac1isg93t3nzJURp8fXEmtEoOiXoV/nluOlR+\n", "dtH5qKoTPz18Hf/vdDO+WVojuXEL5txNiNEi+9Ydfp2KQ1Fa5H371HVZ8NND9Xi77Dqu9ww/fFfJ\n", "KbAwOxbvPjUZ76wrwLRkgyef0yXgD2easaOiA2X1PXittNozUiuUrnWY8V/Hm1DfbcXmi2242DIw\n", "7HNG22dvLPHrCnbhwoWoqKhAT08PkpOTQ7YOF2GXklNgUXYspiYZoOT8XxdKFEWcb+73bPdYnEMO\n", "HZVTcqQG31+egzaTA9Fa5X3dqXosDnx/fy2a+tzfzm70WPH95bnQDdMzgOcUg97xdggiGnvuNKj9\n", "NhdsrtD3gLTeMyzX7Aj/uSX+87vXcGFhIVatWkWNa5BYrzMNlo/nFDAa1AEtuqdQKLBqcoJnAv4H\n", "Ug1IkDg1YTDnzuESwHEKZMVqB+2ranMKaDXdWcm1qc8OW5A15gULFiBCxePFWSngb/2PP1+UhEQZ\n", "pmScGB+B2RPcV+NZsVpMTx5+ra7R+NkbK/y6gu3o6MCePXsQEREBu92OkpISxMXFDf9EMi7NmRCN\n", "t1fnYcAhIDNGK3nu106zAx0DdkRqlH7NSWqxu/BhVQfeO9uCzBgtXl2UiQkx3o1sbIQK//hgKn57\n", "ogkKAF8sTpG8asDsCVH4z7UFcLhEpEVrEDHM1XAwEvRqfG1RFnotThg0PK04yzi/rmBLS0uxfv16\n", "PPXUU3j22Wexd+9euXONOazXmUKZT63kMDnJgOL0qKDnH7itzWTHD/fX4Ms7ruJfdl719D31pb7b\n", "gt+euAmzQ8CVdjM+uto5aMZHC+LxmzWT8Ju1k7A4Jzbodb1unzueUyA7LgL5icMPQpDidsnD38Z1\n", "PH32WOPXn2ydTudZ6JDneWi1Y3PmG8Ke6z1WXG5zz7vaa3XiVGPfkP1xbU4BVe0D6Lf5V5eMUPHI\n", "Sxg9fXvJ6OPXFazV6n2H1Wx2X0XcXm2ADI/1OhOr+fRq3mtBVV9XxJdbTXj1g2rsuNyOp6cZoVNx\n", "KDTqAl4KJlCsnrvbKN/I8esKVhAEvPvuu3jggQdw/vx5REdHo6KiAufOncPs2bPlzkjGsYlxEfi3\n", "pdn4oLITM1INeCB16Js6Ve3uP/znmk3os7nwwxU5yIyNQGQIVmS9veQMIYHw6wrWbDZj3rx50Gq1\n", "mDNnDgoKCmSZeX0sY73OJEc+u0uAU+LoL5WSA9dSiX8vycUz05MQ52N2qclGvedqt/3WTTGpjasg\n", "ijhzow/f2HMNvypv9OrT63AKuNDcjx3nm1DZNgCB0d+J8fjZY4Vfn74XXngBBsP9Vw4ZGRm4ceMG\n", "0tPTQx6MjG5XWk1450QTdCoe/3NOGrIkTHPndPo32cyUJD3+z+o8dAw4MCFGi8xY6VPrXe+24rt7\n", "a+EQRFxoHoBOxeMfZ7tXPr7SPoBXP6gGAKi4dvzi8XzkU02X3MWvK9jBGlcAiIyMxOnTp0MaaKxi\n", "vc4UynztJju+s7cWV9rMONPUj1+WX4dFQod4f7OpeA5TkgxYlBOLnFsNusMl4GqHGRea+9Ftdgxz\n", "hPvZnILXgo3Nd43OuntggUMQ0WHyHlLOivH02WNN6NfgJeOeU3BPRnJbj8UFpwyjmvxxsrEPX9lR\n", "hVc/qMY7x2+g1xpYI5sapcHqye4lxnUqDuumGj3/lhMX4RlYoFNxSB6jc5qS4FEDGyas15lCmS9B\n", "r8K/LJgABQAVr8CX5qcjUutfLbTL7EBNpxkdA3euBoPN5nAJ2HShzTPpy8HaHnQOBNbARmqV+Hxx\n", "Cv5r7ST8Zs0kr/Wy8hN1ePvxfLw6z4j/szrfc9XMmvH02WMNTe5KQk7Fc1iaG4cpSQbwCvg1+gpw\n", "z7f644P1uNJmRka0Bt9bloP0GN99rnstTtR3W6BWcsiJ00KjvNPBX8VzmGzUoaLNPSFKjFY57FwD\n", "gxnqZhnPKTApUY/2qk+RMyUt4OOSsY8a2DBhvc4U6nwqJYeMYRrHe9V0WnDl1pIp13ttuNJuRnqM\n", "dshsJpsT/336Jj6sco/UeuWhDCzPj4NCcac71dqpRhgNarQPOPBIbiySI0P/NT4c722PxYHqTveA\n", "i7wEHaL9/EYAjL/PHkuogWWcKIpoH3BAAd+d7MeCCJV3xcqgHrqCJYoi6rosSNCr8PK8NOy43IHN\n", "F9uwIDtU1fr1AAAgAElEQVTaa45Wo0GNpXlxaO6zQ8UrIIqiVwM8GlgdLmw814ptl9sBAE9NM+LF\n", "WcleV+uETZJrsNRFyz/B1JlEUcSpG33YsOUKNmy5gk+b+oZ/UpBYqINNStTjy/PTUZCowxeLUzDZ\n", "eGe+1bu19NtwuXUA3yqtwZ/OtuCd4014YkoiJiXq7ltW2mRz4o+nm/G/dlTh5e1VONdsgtXpwuVW\n", "E07f6POq9QZL7nPXZ3NhT9Wd+RT2VHX6PRwYYOO99YX1fFL41cAeOXJkyH8rLi4OWRjircPswJsH\n", "G2BxCDA7BPzs8HV0BdHVaLTQq3msLkzEW6vy8FxR8qCL/l1uMeGftlbi3M1+2G/1TBBE9x+jz85M\n", "hvKeBral346dVzoAAA6XiN1X2lFe14uv7rqG10pr8PaR6+ixsH1O9SoO01Pu3FybkWKATkVXr6OB\n", "XyWCjz/+GG1tbXjooYdgNBqHfwK5TzB1Jg7uu/C3qXgFOJn6fbBUB7t35YTb2RwuAe+ecs+SpVXx\n", "0PAK2FzuJbEnJeoGra9qVRy0Ss4zUfW0JAN2Xmn3/PvJG/3oMjskLTAo97nTa5T4X/Mn4NzNfnAK\n", "hbuBDeBmHUvv7WBYzyeFXw3s2rVrMXnyZJSXl+PQoUOYOnUqCgsL5c427sXr1Xh9STZ+/sl18Arg\n", "a4syESNxZdTRjFMoPFe1my+04osPpiJSwyMtWjvkCKr0aC1+XJKLv19oxbQkPYrTo8BzCs/NtESd\n", "CvoQzFUgt+RIDUomUT/b0cav66Hp06dDpVJh8eLFWLFiBXbs2CF3rjEn2DrT1GQD/uPxfLz9eD4K\n", "/Fz+ORj35nMJInosDticI78kyd3zrX6+OBVzJ0QhVqdCZqwWSybGYbJR73MilinJBryyMBMmh4Cv\n", "f1iN6k4LfrgiBy89mIp/X5mLlj4b9l/rQnXH8HPN+srHKso3cvz6011WVoasrCwcPXoUBoMBX/nK\n", "V+TORe4SFUCXnFAYsLuwp7ID2y63Y1qyAZ8vTpGle1MwMmK0eH1pNpyCiIgA6pDX2gew8VwrAPdN\n", "ollpkXhmRhJO3+jDa6U1ANyjsX6xOh/ZjA4YIKOPX7+5Bw4cwMMPP4wnn3wSPE/F9WCwXme6O19N\n", "pxm/O3kTAPBxTTemJevx2OTEkYp237lT8RwCvcfjvGek7u35BSrb7ly1mh0COsyOgBvY0fTesoj1\n", "fFL4VSJYu3YtFi5cSI3rOOEUvFsj672tE8P6rU58XN2FXx1txNmmPjhuTZc4MT4CD+fEQAGgKMWA\n", "KbeGvE5NvjPFYZSGR9IY72tMwsvvGiyRhvU60935cuIi8NjkeCgA5MVHYE5GlKRjuwQRp2/04dul\n", "NfjjmZtoD3DWqUDO3cUWE9481IBdFR14rbQGtbdGPyXo1fjyZybgD88W4pWFGajvsuJoQw/So9T4\n", "xeo8vL4kCz9/LC/g0WeB5hsJlG/k+FUi6Ovrw969ezEwMID169dj165dWLt2rdzZyAiJiVDhpQfT\n", "8My0JESoOEldmACgvtuK1z+qgUsETt3og0GtxJPT5Onu19x/p/EWRKDHdmcuWYNGCRWvwLunmrH9\n", "1qioZXlxeHleOgqThl/+mpBA+b2q7BNPPIHo6Ggolex3aWER63Wme/Pp1TxSojSSG1cAsDhcuHu2\n", "wqZe69A7+5HNl2kpeuhuDblNj9ZgQrT3zTmTzYWPq7s824dqumGy+zehdyjyjQTKN3L8ai21Wi1U\n", "qju/aFSLJYFIi9LgoaxoHKnvhU7FYbmMixDmJ+jxH4/no9viRFKk+r7eD3o1jzkZ0dh3zd3IPjgh\n", "CgYaFUVk4tcVrN3uXTMTBGnrLI1HrNeZ5MwXq1Phy5+ZgF8/kY9fr5kUcH/eQLNlxEZgRmrkECO7\n", "eHy+OAXffiQLrz2chX+ely55oMHtfHaXgP5bJQmr04VPm/qw6UIrLrWY7rtxGE7j+bM30vz6ZBmN\n", "RpSVlcHpdOL48ePIyMiQOxcZAVanC31WFyKUnN8TZPsrJkLlKTc099nQYXYgLkKJtOjAbyoBQF2X\n", "BR9d7USURomHc2OREsBqAol6NRblhLa3wI1eK3534iZu9Frx+VkpiNep8I097v61nAL4xep8TJZx\n", "oAhhk1+/RQsXLkRFRQV6enqQnJyMrKwsmWONPazXmYoenIv3z7dh88U25MZH4JWFGUgPsvHzpbHH\n", "im/tqUbbgAOxEUr8ZOXEYRdEvPfcdQzY8Z3SGrTfmvimsdeKVx7KuG+iF3+YbE5caRtAn82FifE6\n", "ZMb6/n8esLvQb3NCr+Y9k3AvWLAAvznaiOPXewEAPzpYjzeW5XieI4hA5whO0sP6Z4/1fFL4fZlS\n", "WFjomX+goaEBmZmZsoUi4VfbZcGfP20BAFxuHcCRuh48X5Qc8tep67Kg7dayLd0WJ2o6LQGvOGtx\n", "CJ7GFQCqOyywuYSgGtijDb34+SfXAQBGvQo/X5U35Ki1jgE7fn+iCYfrejArLRJf+cwEJN3at896\n", "50aZIAJqXuGZZCZSwyON1usal3w2sFu2bPFMTny77iqKIq5du4bXXntN/nRjSFlZGdN/qfv7vOea\n", "vXdof6fZgcq2ATgFEQVGfdAd8u+diX+wKQnvde+5i9Op8MSUBOy43AEFgOeKkrwm2Q7EsYZez89t\n", "Aw50m51DNrBXOyw4WNsDADh1ox8VrQNIitSgvLwcT09/AOebTeiyOPEPM5ORn6jH26vz0D7gQHKk\n", "OiRLiAeL9c8e6/mk8PmpNBgMWLFiBcrLy6FSqVBUVISzZ88iJiYmXPlImETYevDF4hRsutiGvAQd\n", "FmTdeY/tTgF/P9eK7RXuvqOz0yPxjYezBl2najiTEnX47pJsHL/ei1npkUFNYKNX8/jcA8lYlB0L\n", "Na9AloTG66HsGJTfamTTotSI0w39/8Tf80dHeeuvkCiKmJigw6/XTILNKSBOp0KEikdOvA458nWY\n", "IKOAQhTFYW9vbt68GU899ZRne9u2bcwNNDhw4ABmzpw50jFGNYdTQK/NiQgl53VnvdvswJe2V6Hj\n", "1tdyBYA/PFuIFEYmgJHCbHfiaocFfTYncmIjfC6y2GNxYNOFNhyo7sLczGh8tigZCTS0dsw7e/Ys\n", "lixZEtRz/boEuXcNI+qmNTaplBwSlPc3GAY1j8W5Mdh80X0FOz8zGpFBrM7KIp1aiaLUSL/2jYlQ\n", "4fOzUvDkNCP0ao7WxCLD8uuugCAI6OhwL7vR0dEBh4PtJTZYxHpfP1/5VEoOT01LwhvLsvHdJe6+\n", "o4YwTlLN0rlTKTnE6VRejStL+QZD+UaO3ysalJaWwmQyQa/Xe5ULQkUQBIiiSKPEGBWnU2Fe5uis\n", "vYuiiJpOC3qsTqRGqZEaFfruZ4QMxq8arC83btwYdGXZlpYWHDhwADzPY9GiRUhJSRnyGKWlpait\n", "rcWaNWuQmpoa1DGoBkuGUtU+gG2X2tBrdaG5z4YfrcwdFY1sY48VH9d0g1cAD+fGBj0og0gjpQYr\n", "eQm906dPD/r4yZMnsX79ejz33HM4ceKEz2OUlJRg8eLFko5ByGBcgoiGbiuqO60QAawsSMDNPulL\n", "dcutz+rEm4fq8ZdPW/Cnsy349dEbMNtHfvkeEhiZ1igFdLo7i9Cp1cHdaQ3FMVjBep2J5XxSsjX2\n", "WvGLI9dxvceKs039uNZhRpIhtAtHynHuLE4X6rruzDpW02mBJcj10Vh+bwH280khWwN7d+Xh7pm4\n", "5DzG3W9UWVkZU9sXL15kKs9I5msz2bH38k0cuNKMrltdv+R6PadL9Joq0eYUkBqlGfHzPdx247Ur\n", "eLIwzrO9bnIsaq9cYibfeNsOluQa7Pbt27FmzZr7Hi8tLUVJSQkAYP/+/Vi6dKnP41RUVCAmJsar\n", "BhvIMagGOzqYbE68XdaIT+rcI6KeKEzAS7PToFHK87fe4nBhZ0UH3j11E9FaJX64IgeTEkfHpCsm\n", "mxP13VZwCgWyY7WIGCNd40Yb2fvBBsNicS/VIYqi52cAuHTpEjiO88xrEMwxyOg1YHehrL7Hs324\n", "rgfPFSVBM0j/21CIUPFYMyUBC7KioeY5JI6igQEGjRJTk2mlhdFMthLBnDlzsHHjRmzcuBFz5szx\n", "PH7s2DEcPXrUa9/9+/ejrKwM+/fvxyeffDLsMUajUHzdkFO48unVPOZnRnu2H8qKhmGYKzOp2TRK\n", "HmnRWiQa1OizOXG2qQ8nG3s95QmpWH9vz127jvouCwYYvUnG+vmTQvIV7GBdtAAgNTUVzz///H2P\n", "b9iw4b7HhvrqP9QxyOhl0CjxT3PTsTgnFjynQEGiPmwjohwuAbsrOvCHM80AgKUT4/Cl+enQ+2jg\n", "RVGEyeaCRsVBHcRsXSOtsm0A3z/WA5O9E89MN+LZGUlBzSFBgiO5BssKqsGS4fRY3HMqtA/cuXL9\n", "4zOFXpN1t5vsaOy1wqDmMSFai6PXe/GXT1uQFavFS7PTkDrKph18Y1+tZzIbAPj1E5OQn6jz8Qxy\n", "LyZrsCQ0Wvpt6DY7EadTISly9NQPWRSh4jEzLRIfXXWvxzXZqPO6eu0csOMnh+pxoWUAnAL4zpJs\n", "/Lq8EQMOATd6bciM1eLFWalDHZ5Jifo7vW+UnAJqpcLH3iTUfDawhw4dQnFxMX7/+9/fN8G2w+FA\n", "Xl4eXTX6qaws8Dkvr/dY8dqt2f9To9T4wYpcTJBpNE8w+cIlVNk0Sg6fm5mCohQDbC4RRamRiLpr\n", "ftr2AQcutAwAcE+avf9qFybEaFHZbgYA9NkGr2GyfO7WTDWi1+rAzX4H/mFmimyfHylYPn9S+XUF\n", "m52dPWhXrM2bN1MDK6OaTrNn9v+bfXbUdlpk/wXptTrRa3UiUsMjNgRLdrPGaFBjSd7gk7RGangY\n", "1DxMt24GTUnWwyWKqGw3w6hXYVVBQjijhkRqlAYr4/oxeeFUmv1rBPhsYAcbvur1ZCVVGPwVzF/o\n", "e29GRIV4IcK7LViwAG0mO94+ch2nm/oxMT4C33kkG6nRI19zDNfVTVq0Fj95dCKONfQiOVKN4vRI\n", "RCh5PJQVA62SQ7x+8BIN61dfRUUzRjqCT6yfPyn8+o2NjY0d9HFa2UBek416fG1hBo429GJBVgwm\n", "Jch7c6K604zTTf23frbgcquJiQY2nPISdMi75zynUQd/EiS/+p0sWrRo0MeHu8IldwTT10+v5rEs\n", "Px7/tiwHS/LioJPxF72srAyae7ohaVXhaVhsTgFX2kw4daMXF27241BNF2722byysaLP6rxv0hWW\n", "8g2G8o0c+o5PPPITdXjpwVTsu9aFORlRmJIUniGlZfU9+MmhBgDAg+lR0Ko4/P18G76xOBPx+sDr\n", "wA6XgKvtZtR3W5EVq0V+og4qiX1YRVHEmaZ+/Kq8EVFaHl99KBM5Aa6GS8Yfn/1gnU4nDh8+DJ1O\n", "h7lz52Lfvn0wm81Yvny510xXLKB+sKEhiCLMDhcilDz4e5eWlYHN4cK/fnAN1zruDIX+h5nJ+NPZ\n", "FnxuZjLquix4eV46Eoaofw6motWEf919DYLoXh33rVV5mJIkbcjpzT4bNmy5AsetmWOmp+jxo5KJ\n", "o3LwAQmMbPPBbt26FTNmzEBCQgJ+8pOfYMqUKSgpKcGuXbuCejHCPk6hgEGtDEvjCgBqJYepd10p\n", "J+hUsDgE5MRFoMvsQFl9L652mAM6Zmu/HcKtywZBdM/eJZUginAJd65FrA4RgjAmxugQGflsYDUa\n", "DRISEpCXl4e0tDSkpaVBq9VCq2WvLx3rWK8zjVQ+hUKBJ6cl4SufScdnH0jGNx/ORGasBvMyo/Fh\n", "ZScAwGYJrIFNj9FCe2t2Lq2SQ3oIurYlGdR4dWEmlJwC0VolvjQvzVOjpvdWGtbzSeGzBmuxWDwz\n", "WVVXV8Nms0Gj0cBms/l6GiEBMRrUWDU50bOdFqXB3863ItGgwtKJcYh29Qd0vLwEHX6xOg+t/XYk\n", "RaqRGy+9nKXiOSzOjcXUZD2UnCKgkgUZv3zWYNva2nDw4EHwPI9HHnkEpaWlAID58+cjKysrXBn9\n", "QjXYscXhFDDgdEGv4iXfoCJECtnmIjAajXj22Wc92y+88EJQL0LIYBwuAc39dijgHnF0d91XpeQQ\n", "I9Mk3ISEC32Cw4T1OlO48zkFEQdrurFh8xX8z62VONnYi6G+TNG5k4byjRy/+sGKooiamhrY7e67\n", "sadOncKLL74oazAytnUO2PHL8kaIcDe2vz56A5ONesSMwfkPyPjl1xXstm3b0N/fD47jPP+RwLA+\n", "3jrc+ZScApGaOyPFYiOUUA7RNYzOnTSUb+T4dQWrUqnwwAMPeLYLCgpkC0TGh3i9Gm8sy8FvjzdB\n", "wyvwP+amw8DgTPsOlwBBFGkmKhIUvy5F+/u9u8m0tbXJEmYsY73ONBL5JiXq8ZNHJ+IHK3KR7WPY\n", "6Uidu9pOC75VWo2vfVCNK20DQ+5H7600rOeTwq9Lhrq6OrzzzjuIj3fPo1lZWYnXX39d1mBkfGC1\n", "C5bJ5sRbRxo8Q3i/t68W/7mmIKi5Ecj45VcDu3z5cjz44IOe7UOHDsmVZ8xivc7Ecr6RyOYURPRZ\n", "78yaZbK74BSEQfdl+dwBlG8k+XX5cHfjCtA0hWTsi4lQ4cufSYeKU4BTAP/6UMaQE24TMpSgvp+1\n", "tLSEOseYx3qdieV8I5WtOD0Kv3tyMv7vk5OxMDtmyF4OLJ87gPKNpKAa2OPHj4c6x7hX0WrCL8uu\n", "Y9ulNnQMSJ/9iUjHKRRIi9YgPUbLbK2YsM1nDba9vR2xsbHo7u72enxgYOg7qmRwvupM13ss+Oae\n", "Glid7hqfUxDx9PSkcEUDwHYdjOVsAOWTivV8UvhsYDdt2oSnn34a7733ntdEKq2trbIHG09MNpen\n", "cQWA6gDnPyWEsMnn956XX34ZiYmJmDhxIhYvXuz5LycnJ1z5xgxfdabkSA1mp0cCAFScAitHYHlo\n", "lutgLGcD7s/nEkT0WBywOlxDPCO8Rtv5G0v86qZVUlLitT1x4kRZwoxXcToVvvpQJpr7bdCpeWTF\n", "0oTmgWoz2VHfbYFexSM3IQLaERp5ZXW6cLimB+992ozs2Aj809w0pIVgwm8yOvmcD3YodrsdajVb\n", "XVZoPtjxq8vswI8O1uNCswkA8M3FmXhkYtyIZKlqH8CXd1z1bD9flIQvFKeOSBYSGrKtyTWU2xNv\n", "E8KCLrPD07gCwIeVnV7rZ4XTva9rcQw+OIGMD0E1sMIQI1rI0FivM7Gcb7hskRoe8bo71a6ZaZFh\n", "W7QR8M6XEaPF+geSwSmAtCg1Hi2ID1uOobD83gLs55PCZw32rbfeQkZGxn2PV1ZWYs2aNbKFIiQQ\n", "SZEa/LhkIs429SNWp8SMFGlLdEth0Cjx7HQjlufFQavkEKujuQvGM5812O3btw/akA71+EiiGiwh\n", "RA6y1WDnzZs36OMxMTFBvRghhIwnPhvYpKTBRxPRZC+BY73OxHI+lrMBlE8q1vNJQQOsCSFEJkH1\n", "g2UR1WAJIXIIez9YQgghw6MGNkxYrzOxnI/lbADlk4r1fFJQA0sIITKhGiwhhPggpQbL3kL0hIxS\n", "A3YXus0ORKg4Wr+LAKASQdiwXmdiOR/L2QB3vl6rE//v1E18cfMVfHX3VdR3W0Y6lsdoOH9jFTWw\n", "hIRAQ7cFu650AABa+h34uLp7mGeQ8YAa2DBhfd0hlvOxnA1w51PfsyhipEbeCb+7zQ60mexw+jEt\n", "42g4f2MVNbCEhEBWnBavLszAhBgNluXF4qFs+ebrqO4w4192XsUXN1Xg4+ouOJw0fSirqIENE9br\n", "TCznYyGbKIpDTuJdVlYGrZLHsrw4/HJ1Pv73ggwkR2pkyeESRLx76iZaTHbYXSLe+uQ6mvpsPp/D\n", "wvnzhfV8UsjWi6ClpQUHDhwAz/NYtGgRUlJSAt53165dcLncC8fl5uZi2rRpcsUlZEg3eq3466et\n", "6Biw48VZKZiSPPh8swqFAgaN/B1zVPydycQVCvd/hE2y9YPduXMnHn/8cQDDzx871L779u3DsmXL\n", "/Ho96gdL5OASRLx5qB6Ha3sAADoVh/9cOwmpUSO3kGFdlwU//6QBnQMOvDwvHfOzYqAM4woO4w2T\n", "/WB1Op3n5+EWSBxqX5fLha1bt0IURWRnZ1MDSsLOJYpo7bd7ts0OAQ7XyI7NyY6LwJsrJ8LhEhET\n", "oQQXhkvYm302dAzYEadTIZ1WyfWbbDXYuy+MVSrfy2YMtW9JSQnWrVuHJ598Eq2traEPGUas15lY\n", "zjeS2dQ8hy8Up0B962v5P8xMhtHgfcEwEvkiNUrE6VR+Na5S8zX2WPH1D67h1Q+q8dVd11DXFdo+\n", "vix/9qSS7Qr2du0UcNempO47XCMNuN+o210+br9prGxfvHiRqTyjLd9IbhelRuIHDyXAKQJTM42I\n", "UPFM5ZN7u77bgrYBBwCg1+pETacFTRVnmMkXju1gyVaD3bZtG9auXQtRFLF7926sXr0aAHDp0iVw\n", "HIfCwsJh921oaEBmZiYAYPfu3Vi1atWQr0c1WELkcbHFhFd2X/Ns/7gkF7PSo0YwUXgxWYOdM2cO\n", "Nm7cCFEUsXTpUs/jx44dg0Kh8Gpgh9q3oaEBJ0+eBAAUFRXJFZUQ4kNeQgS+vywHJxp78UBqJAqM\n", "+pGONGrQbFphcnf5gkVy5Lv90RquRDSc8XjuQonyScPkFSwZ32q7LPjz2WYACnxuZjKy4yJGOhIh\n", "YUdXsAzqszrRZrJDp+aRGiXPiCA59VodeHX3NTT0uEcY5cRp8dPH8hAVhk74hIQaXcGOIT0WB/7r\n", "+A0crOlBpIbHj0smIj9RN/wTGWJ3iWi/ddcZANoHHLA7BWD0/a0gRBKaiyBM/O3rd6PXhoM17lFD\n", "/TYXPrraIWcsj1D2RYyNUOGf56ZDAUAB4J/mpiM2YvhuduHIJgfKJw3r+aSgK1jGaFUcOAVwe16R\n", "JJkmDZGTklPgkdxYz5V3erQGPA3lJOMQ1WAZ4xJEnL7Rh80X25CXoMMTUxKQZBh9jSwhYwXVYMcQ\n", "nlNgTkY0itOjhrzq6xiww2wXEKtTIpJuHBHCLKrBhkmgdaahGteGbgte2X0NL225gv88dgPdZseg\n", "+wWK5ToYy9kAyicV6/mkoAZ2lDla34vmW7M7HajuZmpxPUKIN/p+GSahGqkSqfVe60mjDM3fyJEY\n", "SXOzz4azTX1QQIGZaZFIGaLPL8ujfADKJxXr+aSgBnaUmT0hGqsnW3Gp1YS1UxKRM0pHSJlsTvyq\n", "vBFnmvoBAHMnROEbD2dBr5Z3sUBCwolKBGESqjqT0aDGy/PS8YtV+SiZlACtKjQNUrjrYBaHgMut\n", "A57ti60DsNhdg+7Leo2O8knDej4pqIEdhXhOAd0ov9KL0vJYNTnBs716cgIitfSFiowt1A+WjBj3\n", "5M1mKKBAbrwWUdrgR3sRIhfqB0tGpWitEjPTxs/EzWT8oRJBmLBeZ2I5H8vZAMonFev5pKAGlhBC\n", "ZEI1WEII8UFKDZauYAkhRCbUwIYJ63UmlvOxnA2gfFKxnk8KamAJIUQmVIMlhBAfqAZLCCEMogY2\n", "TFivM7Gcj+VsAOWTivV8UlADSwghMqEaLCGE+EA1WEIIYRA1sGHCep2J5XwsZwMon1Ss55OCGlhC\n", "CJEJ1WAJIcQHqsESQgiDqIENE9brTCznYzkbQPmkYj2fFNTAEkKITKgGSwghPlANlhBCGEQNbJiw\n", "XmdiOR/L2QDKJxXr+aSgBpYQQmRCNVhCCPGBarCEEMIgamDDhPU6E8v5WM4GUD6pWM8nBTWwhBAi\n", "E6rBEkKID1SDJYQQBlEDGyas15lYzsdyNoDyScV6PimogSWEEJlQDZYQQnygGiwhhDCIGtgwYb3O\n", "xHI+lrMBlE8q1vNJoZTrwC0tLThw4AB4nseiRYuQkpIS8L6BHIMQQlgjWw12586dePzxxwEA27dv\n", "x5o1awLeN5BjUA2WECIHJmuwOp3O87NarQ5q30COQQghrJGtgb37wlilUgW1byDHYB3rdSaW87Gc\n", "DaB8UrGeTwrZarAul8vzs0KhCGrfQI4RExODs2fPBhozbHQ6HeULEsvZAMonFev5YmJign6ubA2s\n", "xWIB4L4Kvf0zAFy6dAkcx6GwsHDYfYd6fDCzZs0KWXZCCAkF2RrYOXPmYOPGjRBFEUuXLvU8fuzY\n", "MSgUCq8Gdqh9h3qcEEJGgzEzkosQQlhDAw0IIUQm1MASQohMxk0DKwiCV68E4hudL0Kkk+0ml5wC\n", "HUJbWlqK2tparFmzBqmpqSOeaSSGAAfymuE4X1LyXb58GVVVVRAEAXPnzkV6ejoz2Y4ePYrW1lYA\n", "QEZGRlh6twT6ebJYLHj77bfx4osvhuX9DSTfrl27PH/Yc3NzMW3aNKbyAUBtbS3OnDkDjUaDkpIS\n", "34OgxFFox44dnp+3bdvm13MuX74sNjU1yRUpoEzB5Jcq0NeU+3zdK5B8hw8f9vz8wQcfyJbptmDf\n", "r48++kiOOPcJNN+ePXvEM2fOhO39DSTf3r175Y5zn0DydXd3i2VlZX4fe1SWCFgcQhuKocFyYvGc\n", "3S2QfAsXLpQ7jpdAz119fT3eeustTJw4Uc5YHoHk6+7uhk6ng1arlTuWRyD5XC4Xtm7dii1btoRt\n", "8EEg+c6dOwe9Xo+tW7fi6tWrwx57VDawIoNDaAPJNBL5WTxndwsm3759+zB79my5InkEmi0rKwtf\n", "+tKXcOrUKTljeQSSr6ysDAsWLJA7kpdA8pWUlGDdunV48sknPaUWuQWSr62tDT09PVi3bh2uXbsG\n", "QRB87s90DbajowPvv/++12OrVq0KaAhtuIRiaLCcWDxndws03+HDh5GXl4eEhAQ5YwEI7txptVpE\n", "RkbKFclLIPlaW1uxc+dOtLW1ISsrKyw12GA/e+G6EAg03+1vUGlpaejq6vL5GWS6gU1ISMDLL798\n", "3+NnzpwBMPgQ2sGG4oZDKIYGs5JvJASS78iRI0hKSkJWVhZz2bq6uhAXF+fZn7V8L730EgCgoqJC\n", "0thsA1UAAAaZSURBVBh7ufI1NDQgMzMTAGC1WpnLl5+fj9raWkycOBHd3d2YMmWKz2Mz3cAOxdcQ\n", "2sGG4u7fvx+1tbXQarXIysqSpYYXiqHBcgokXzjOV7D52traUF5ejoKCAlRWVqK/vx+f+9znmMgG\n", "AOXl5bDZbACA4uJiWXMFkw9w/xEoKysL2xVsIPkaGhpw8uRJAEBRUZHs2QLNV1RUhM2bN+PixYtI\n", "TEwc9iqbhsoSQohMRuVNLkIIGQ2ogSWEEJlQA0sIITKhBpYQQmRCDSwhhMiEGlhCCJEJNbCEECIT\n", "amDHkTfeeCNkx2pra8Pf/vY37NixA++//z6cTqfXv+/evXvQ5zmdTuzcuRPbt2/Hpk2b/JowYzBn\n", "zpzBb3/726CeO5YNdd7v9dFHH2HLli0ypyGjciQXCc6GDRtCdqyDBw/i2WefhUKhQEdHBw4fPowl\n", "S5Z4/n2oIcCnTp3CwoULPcM0//KXvyA/Pz/g1581axYaGhqCCz+G+Tv0esWKFdi6davMaQg1sONA\n", "S0sLjh8/jpqaGrzyyiuex81mM7Zu3QqDwQCe51FVVYVXX33V8+979+6FyWQCz/NwOBxYvXo1NBoN\n", "AIDneVgsFuh0Os8UeID7CnXPnj2orKzE9u3bAQB5eXmeMdvz5s3zyhbI5B/79+9HV1cXlEoleJ73\n", "msmoqqoK586dQ0REBKxWK4qLi5GTk4Pm5mb84Q9/QF5eHtatW4fW1lb87W9/Q2JiIp577jkolUP/\n", "CpSWlqKqqgqxsbGIioqC2WzG9OnTMXXqVJ+vCbinLNy7dy+mT5+O+vp6qNVqGI1Gz0xW5eXlaG9v\n", "B8/znqG1Tz311LDnoL6+HuXl5TAYDOA4Dh0dHfjCF74AAPjkk0+8zntsbCwWLVoEwP2+bNu2DRzH\n", "QRTFsEzyTjA6J9wmwXn//fe9tmtra70mha6vr/f8XF5eLlZVVXm2+/v7xS1btni2Ozs7xe9+97vi\n", "n/70J/HHP/6xKAiCz9cazM6dO8WGhga/sl++fFk8duyYZ7u9vV188803RVEUxYGBAfG9997z2n/T\n", "pk2i3W4XRVEUW1tbxf3793v+bePGjX69piiK4te+9jXR5XJ5tv/+97+LZrN52Ne8nflXv/qVaLPZ\n", "vParqqoST5w44dkWBEEsLy/3K88HH3zgdc7ufs9EcejzvmvXLrG9vd2zfeLECXHTpk1+vSYJHl3B\n", "jmPZ2dlwuVz46KOPPFO23Z7JqKmpCfPnz/fsazAYvJ5bWlqK1157DRqNBk1NTdi3bx+WL1/u1+s6\n", "nU5s3boVCxcuRHJysl/PuXbtGlasWOHZTkhI8CwV09rair6+Ps+VG+Ceiam7uxtGoxFGoxHt7e0A\n", "3FfzgVy9TZs2DRx351ZFfn4+bt68CY7jfL7mbY888sh9kzhfvXoVy5Yt82wrFAqvc+3Lo48+ilOn\n", "TqGiogJOpxNGo9HznvliMpm8ptUrKirC9evX/XpNEjxqYMex8+fPY8aMGZ6Z948ePeqZLi49PR1X\n", "r1711EdNJtN9z79dLoiPj4fZbPbrNQcGBrB161asXr06oOny8vLycO7cOcydOxcA0N7ejsbGRgBA\n", "eno6kpKSsGbNGs/+906EPGvWLJw+fRqNjY1YvXq136976dIlCILgaWSrq6uxatUq8Dw/7GuKojho\n", "CSQnJwcXL170mm3r7nPty6effooHH3zQs/3Xv/7Vr0nH9Xo9Ojo6PI3s2bNnwzad4nhGs2mNA4cO\n", "HUJPTw8uXrzouSIrKSnB7t27va7OAODxxx/3PHa7BstxHBwOBx5//HFPo1pfX4+TJ09Co9HAarVi\n", "9erVXktvfPLJJ+jq6gLHcXA6nZg/fz6Sk5Pxy1/+EikpKZ6runvrwr7s27cP3d3d0Gq1sFqtaGtr\n", "w9y5c1FcXIzGxkacOnXKU1M1mUxYvXq116TX7777LpKTk/HYY4/5fe5+97vfwWAwQKvVwuFwYMaM\n", "GSgoKAAAn6958uRJnDt3DgBgNBqRlpbm1TAePHjQ6/xMmjQJ06dPHzbPO++8g5SUFIiiCEEQvOq6\n", "gLuhPn/+PDQaDURRRHZ2NqZPnw6n04nNmzdDpVKB4zgYDAacOnUKL7zwQtjm1R2PqIElxIdNmzbh\n", "6aefHukYZJSifrCEDKG0tBSVlZX48MMPRzoKGaXoCpYwob6+3vOV+l5ZWVmyzG4/Eq/pi8lkwoED\n", "BwatjRoMhrCtfkFChxpYQgiRCZUICCFEJtTAEkKITKiBJYQQmVADSwghMvn/oXUKzdT5F/EAAAAA\n", "SUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.353279\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl4lPW9///n7JPJHrKTQBKSENmkgoCIYAUVKyiiXaxd\n", "T4/X+Z0upz3Vfo+np631tKfa9ljb07PUnvZ0tVgXQEBEFhENW1hENglLSIDs+zYzme3+/TEwJpBM\n", "ZjKZ5JPwflyXXpnJPfe8uGfymXve92fRaZqmIYQQYtjpRzuAEEKMV9LACiFElEgDK4QQUSINrBBC\n", "RIk0sEIIESXSwAohRJQYo7Xjuro6duzYgcFgYMmSJWRlZQ247Z49e6ivrwdg0qRJzJkzJ+x9CCGE\n", "aqLWwJaVlfHII48AsH79elatWjXgtgsXLgz8vHXr1iHtQwghVBO1EoHNZgv8bDabB92+srKSZ599\n", "lsLCwiHvQwghVBK1Brb3ADGTyTTo9nl5eXzlK1/hwIEDQ96HEEKoJGolAq/XG/hZp9OF9Bir1Up8\n", "fPyQ9rF161YMBkOYKYUQIrikpKTAdaFwRa2BdTgcgP8s9MrPAMePH0ev1zNt2rTAfS0tLaSkpAS2\n", "H2wf/TEYDNx0003Dll8IIQAOHz485MdGrUQwf/581qxZw5o1a5g/f37g/r1797Jnz54+2+7evZtX\n", "XnmFV155henTpw+6j7GotLR0tCMEpXI+lbOB5IuU6vkiEbUz2OzsbB5++OFr7n/00UevuW/lypVh\n", "7UMIIcYC3XiZrnDHjh1SIhBCDLvDhw+zdOnSIT1WRnIJIUSUSAM7QlSvM6mcT+VsIPkipXq+SEgD\n", "K4QQUSI1WCGECEJqsEIIoSBpYEeI6nUmlfOpnA0kX6RUzxcJaWCFECJKpAYrhBBBSA1WCCEUJA3s\n", "CFG9zqRyPpWzgeSLlOr5IiENrBBCRInUYIUQIgipwQohhIKkgR0hqteZVM6ncjaQfJFSPV8kpIEV\n", "QogokRqsEEIEITVYIYRQkDSwI0T1OpPK+VTOBpIvUqrni4Q0sEIIESVSgxVCiCCkBiuEEAqSBnaE\n", "qF5nUjmfytlA8kVK9XyRkAZWCCGiRGqwQggRhNRghRBCQdLAjhDV60wq51M5G0i+SKmeLxLSwAoh\n", "RJRIDVYIIYKQGqwQQihIGtgRonqdSeV8KmcDyRcp1fNFQhpYIYSIEqnBCiFEEFKDFUIIBUkDO0JU\n", "rzOpnE/lbCD5IqV6vkhIAyuEEFEiNVghhAhCarBCCKEgaWBHiOp1JpXzqZwNJF+kVM8XCWO0dlxX\n", "V8eOHTswGAwsWbKErKysAbc9ceIE5eXl+Hw+FixYQE5ODgAbN27E6/UCMGXKFGbOnBmtuEIIMeyi\n", "1sCWlZXxyCOPALB+/XpWrVo14LbNzc2sXr0agM2bNwcaWKvVyp133hmtiCNq0aJFox0hKJXzqZwN\n", "JF+kVM8Xiag1sDabLfCz2WwOuu3ixYv7vd/r9bJ27Vo0TSM/P18uYgkhxpSo1WB7d04wmUwhPWbb\n", "tm3MmzcvcHv58uWsXr2aBx98kPr6+mHPOJJUrzOpnE/lbCD5IqV6vkhErYG9UjsF0Ol0g26/a9cu\n", "ioqKSE1N7ff3oTTSvV+o0tJSpW4fO3ZMqTxjLZ/cDv12V4+H989e4L0Tp5TIMx5uD1XU+sGuW7eO\n", "Bx54AE3T2LRpEytXrgTg+PHj6PV6pk2bFtj23XffJS0tjZKSkj77qKqqYvLkyQBs2rSJFStWDPh8\n", "0g9WCGjqdvHr/dW8c76NuRPj+dqtuWTEW0Y71pgWST/YqNVg58+fz5o1a9A0jWXLlgXu37t3Lzqd\n", "LtDANjQ0sHv3bkpKSjh16hSdnZ189rOfBfwNbFlZGQCzZ8+OVlQhxo3TTXbermgDoOxSJx802KWB\n", "HUUykmuElJaWKn21VOV8KmcDtfLtv9DOd7dWBG5/d2keuuoTyuTrj0rHrz8ykksIAcDUNBsPzUwj\n", "xWbk3pIJ3JAeO9qRrmtyBivEOOP2+Oh0eYk167EYDaMdZ8xTsgYrhBgdJqOeFKN8OVWBvAojZDi6\n", "fESTyvlUzgaSL1Kq54uENLBCCBElUoMVQoggpBeBEEIoSBrYEaJ6nUnlfCpnA8kXKdXzRUIaWCGE\n", "iBKpwQohRBBSgxVCCAVJAztCVK8zqZxP5Wwg+SKler5ISAMrhBBRIjVYIYQIQmqwQgihIGlgR4jq\n", "dSaV86mcDSRfpFTPFwlpYIUQIkqkBiuEEEGMeA324MGDQ3oyIYS4ngSdcPv5558nLS0Nn8/HuXPn\n", "yMnJ4eLFi8TFxTF37tyRyjguqL7ukMr5VM4Goefr8fhwuL3EWYwY9YMvZT9cxsvxG4uCNrBz585l\n", "zpw5vPbaa3zpS18iNTWVxsZGdu7cOVL5hFBefHoOVa1OUmNNxJr7X6KlscvFnw7Xcai6g3umTuD+\n", "6WnEW2RBkfEuaIlgzpw5AHi9XlJTUwFIS0vDarVGP9k4o/ontMr5VM52rtnO0wc6efTVD/jdgRra\n", "ne5+tzta18WW0800drv54+E6zjTZRyyjyscP1M8XiZBqsB6Pp89tp9MZlTBCjDVvlDfT4vD/fWz4\n", "oImLbT39buf29r2W7PGOi2vLYhAhNbApKSns27cPp9PJvn37SE5OjnaucUf1vn4q54tmtkg70STH\n", "fPg1XwdYBlhscFZWHNPSbQAsLUxmSqotoucNh8qvLaifLxIhFYGWLVvGyZMnefPNNykqKmLBggXR\n", "ziVEVLm9Pg5e6uS1Ew1Mz4zjnqkTSI01h72fO6akcKnVwfk2F5+anUFecv/ls+wEC/961xS6XV7i\n", "LQbipP56XZB+sOK6VN7Yzdc3nMZ3+d3/jUW5fKwkdUj78vo0XF4fMab+L3CJsS3q/WCvrsG+9dZb\n", "Q3oyIVTh8Wp85iOZ/M3cLDLjzdR3uYa8L4NeJ42r6FdIDezmzZv73O7q6opKmPFM9TqTyvmGO1ur\n", "3c2a9+v442H/fw/NSGdxXtKQ96fysQPJN5pCamB9Pl+0cwgxYuq6XJRd7ATA49M4Uts5ohedxPUj\n", "aKW9tbUVj8dDd3c3TU1NaJqG1+uVM9ghUL2vn8r5hjtbrNmA1ajH6fGfOExNi41ofyofO5B8oylo\n", "A3vy5Encbjf19fUcP37c/wCjkZUrV45IOCGiYVKSlR/fU8j2s83kJFq5LX/o5QEhggnawN56660A\n", "pKenM23atBEJNF6pPt5a5XzRyHZDRiw3ZER25nqFyscOJN9oCqkGK42rEEKEL+x+sFVVVeTm5qLX\n", "qzVXt/SDFUJEQ9T7wf77v/87VVVVbN68merqajZs2DCkJxNCiOtJSA3s1KlTmTx5MgALFy6MaqDx\n", "SvW+firnUzkbSL5IqZ4vEiE1sF6vFwCDQUarCCFEqEJqYLu6uti6dStTpkyJdp5xS/WrpCrnUzkb\n", "SL5IqZ4vEiFN6bN69Wrq6+vJz8/n/fffD2lkV11dHTt27MBgMLBkyRKysrIG3PbEiROUl5fj8/lY\n", "sGABOTk5Ye9DjD+tdjcGg44EmXlKjFEhncHabDby8/MBuPHGG1m9enXgdw6Ho9/HlJWV8cgjj/Cp\n", "T32K/fv3B91/c3Mzq1ev5qGHHuLo0aND2ofqVK8zqZRP0zQOXurgq6+V848bT3Ooon60IwWl0rHr\n", "j+QbPRH3tdq2bVu/99tsH47tNpuDz7O5ePHiiPchxo/6Lhf/uv08jd1uLrb18Nv3W7C7vKMdS4iw\n", "Rfzda6ByQe/utSaTKaR9bdu2jXnz5kW0D1WpXmdSKZ+m+edYvcLjAx/qTlus0rHrj4r5ul1eTjV0\n", "0+70MGX6nNGOEzVRK25d6XkAoNMNvkTxrl27KCoqCiyuOJR99B5yd+Vrh9wee7fT48x8c2Emv9hX\n", "j9Wk5+uLcjl26ABer1eJfMN1Oy5jEie6TNhdPm5O09NdWxEYnq5Cvmje3nW6np/v85d+Um0mvnVz\n", "PN31F5XJd/XtoYp4RYP169ezatWqa+5ft24dDzzwAJqmsWnTpsAEMcePH0ev1/cZfvvuu++SlpZG\n", "SUlJSPvoj+ojuVQfb61aPp+m0dTtxqCD00cPccstt4x2pAEN5di5vD5+8nYl75xvByAr3szPVhYx\n", "wTb8pTDVXluAH++sZMe51sDt51YUMT0zbhQTDSySkVxRO4OdP38+a9asQdM0li1bFrh/79696HS6\n", "QAPb0NDA7t27KSkp4dSpU3R2dvLZz3426D7E+KfX6UiP8zc2vb/JhMLt9WEyqDWU+2pOj4+zzR+u\n", "zlzb6cLpVrcMMtxumZwYaGDT40xMiB3bJcCBRO0MdqSpfgYroq+528WmD5p4r6aLldNSuTUvEatR\n", "zcExPk1j2+kWnn33AgAPzkjjszdlYTOrmXe4OdxeyhvtdDg95KfEkJvU/2KRKhjVM1irVd0DI64v\n", "79V08sIRf13vZEM3P19ZzLRhmpJwuOl1OpZMSWJyshWPT2NysvW6aVwBYkwGZmfHj3aMqAv7e5TT\n", "6exze/ny5cMWZjxTva+fyvlCzdbq6Ls4p909Ml27hnrsrEYDJemxzMiMIz6KgymOHD9Jh9ODqgtI\n", "q/zei1RIDex///d/s2fPHgAaGxtlVVmhpJtzEki1mS7/HE9esny7utjmZE2Vka++Vs4759twe2V9\n", "vZEU0sdmdnZ2YBat3NzcMT+qajSodhX3airnCzVbXkoMz91XTFePhwk2E0kx0b1w0un0cL7VQUrR\n", "bBwuLzFD/Irf0ePBoINYc2hnsV6fRrfLS4xJP+jFvFeO1fNebTcAT++s5L9XTaVggloLPKr83otU\n", "SK/o1ZNrG40yNlyoKSPOTEZc9Ef9Odxe/nq0npeONgDw5VsmsvKGNAz6wftr93akppNflF4kxqTn\n", "m7dNonCQ1W27ejxs+qCJLaebmTMxnodvzCQ1yL/X7v7wjNWngTeMKkFli4O3zrWSYDGwKD+JzHhL\n", "6A8WQIglAo+nb23L5XJFJcx4pnqdSeV87529yIFLHZxtsuNTpI7Y7vDwyrGGwO2XjzbQ2eMJ8ohr\n", "1Xf18OS2Cqo7ejjb7OAXuy9gd3nRNI0PGrr56/t17K1qp7vXMOEzzQ7+72AtNR0uNn7QzLH64Cs8\n", "f/LGDCbYTOh18LfzsslJDK2RbOp28Z03z/Hi+/X8uqyGF96rw+OLzrFX+b0XqZBORWfOnMkrr7xC\n", "QUEB586dY8aMGdHOJQQA1e1OfnawnfquJkx6HT+9t5BpGaPfId1q0jM5ycr5Vv9F36JUG1ZjeNeM\n", "fT5w9zqldLo1fJpGRYuDx18/E/jd95flszDPv/Kty9O3hur0BK+pFk6w8c9zY0nLzCbZZgy525rd\n", "7aOh2x24Xd5op8fjo8Xl5XB1B10uL/NyE5mkcPcqFRi+//3vf3+wjSZMmEBBQQFut5s5c+aQnZ09\n", "AtHCc/78eaWnM5w0adJoRwhK1XzlTXY2nGwC/F9xM+MtzMxSoYH1dzNKsBiZl5vA6hnpJNvCq/na\n", "TAZyk6zsq2rHZjLwxEfzyE2yUtHiYNuZlsB2k5KszMryd2mKMepp7HZT1eakODWGh2amk2ANfp6U\n", "MSGZeIsRYxjr6Bl00Nnj5Uyzf7a8R+dlU5hq43cHavnD4ToOVXdy6FIHt+UnYTNF1r1M1ffeFbW1\n", "tRQUFAzpsSEXU61W65CfRAi3x0dbj4cYo564MLokJVuNmAy6wNlcfoo6Z0y5SVY+N8f/od7Q5aK8\n", "sZskq5GMEGuVBr2O2/KSKPm4rc/Itax4MxlxJuq73Bj1Oj7Sq7/ohFgzX1+UyxfnZhFrNkTtQl6c\n", "xcgX52bz0SnJWIx68lNicLq9HK37sCRR3eHC7vKh2DUzpYT0kbZu3bpo5xj3VK8zRTNft8vL2hON\n", "PPrKB3xvWwWX2p2DP+iyggkxPLk4iy/MyeKpO/MDZ3IqOXL2Et/ecpavvXaaf3rjLBfbQv/3GfQ6\n", "MuMtgcYVYGKilWfuKeSHdxfwi/uKueGqwRLxFiMTE60hN65DfW0TY4zcmB1PSXosFqOeWLOBVdM/\n", "nIzpjinJJMVEfsFb9b+NSIR0dK6ekvCNN97gnnvuiUogMf5Utjr47YEaAI7XdfP2uVY+c1No5Ry9\n", "Toer9gyfVrgrT12PjgttPQDUdLg422yPeOjnxEQrExPVOVsH/4x2S6ekkJccQ4/HR35KTFQHSIwH\n", "IR0ds9lMQ0MD6enpAPT09EQ11Hikel+/qObTgt4clOrHLj0pHviwR0GcYkNeh/P4xZgNzBjmWa9U\n", "f30jEVID293dzXPPPReYTOXUqVNKTPAixoa8lBi+ODeLF9+vZ0pKDB+dkjzakYbV1LRYHls8ibfP\n", "tbIoL4kb0tSc/0CMvJAa2JiYGJ5++unA7fXr10ct0Hil4pycvUUzX6zZwEMz0llWlILVqA/7a6Xq\n", "x+69sr3cvWgRdxWlhDQx/EhT/fipni8SIb3Tr56qa9asWVEJI8Yvk1FPmnF8r6umYuMqRlfE88Gq\n", "QuaDvX61OdzUd7mIMxuUuzAkxr5I5oMNuedxZWUlZWVleDweKioqhvRkQgy3Frubn5de5Guvnear\n", "r52mvLF70Me4vT5ON9k5WttJq8M96PZCDFVIDey+ffuoqanh0qVLGI1GmU1rCFTv66dyvmDZLrX3\n", "sKfKv65Vt8vLG6eaabEHnytj/8UO/uG1ch5//Sy/2nuJdmdkjazKxw4k32gKqYGtqalh4cKFgVm1\n", "YmPlKqlQg82sx9Cr9BlrMfQZZno1t9fHK0cbuDJvyc6KNpq75SxWREdIDazBoFa/vrFI9aukKucL\n", "li0/OYbvLM1nzsR4Vt6QisPt48DFTry9Zn7SNI1zzXYOXeqgqdvNtAz/2M6UGCPT0mMjXqpF5WMH\n", "km80hdSLwOFw4Hb7P+Xdbvc1I7uEGC0GvY7pGbGcrO9md1UbtR0uvrs0v8+8rKca7Dy+2T871cQE\n", "M99dms+0jFjONTtotXtod3pkrlMRFSGdwd5111288MILnDp1ig0bNnDnnXdGO9e4o3qdqb98tR09\n", "vH2ulX0X2ml3hjfX6XAa7NglxZhYPSONf7h1Ev9xXzE358ZT3tjN2xWtnGvq5nBNZ2CymOoOF3a3\n", "j9ONDl54r57N5c088cY5qkOcH8Hr06jp6KGm3RmYm/ZKPq9P43yLg/LGbrrCnBv2alWtDp7fd4nf\n", "HawJOdtAxuJ7b7wI6Qw2JSWFL3zhC1GOIlTSanfzo52VlDfaAfjinCwe/kjmKKca2IRYMxNi/f1s\n", "yxu7+ebGM7h9GjFGPd+4LTewnUmvI8lq6NPboNvl7TPz/0C8Po3dVW08/VYlep2O792Zz7ychMDv\n", "yy6289T28/g0+NSNGXzqxowhlR9aHW5+sON8YH6Ds00OvrM0j5gIpwUUIy/kblonT55k48aNnD59\n", "Opp5xi3V60xX52t3egKNK8Cu8204RmiV1quFe+xq2ntwX67BOjw+Yk0Gvrs0j0dmZ/DjjxWSnWjl\n", "oZnpgYtjS/KTSI/tfxBEY7eL92s6qWh20Gx38+w7F/Bq4PZp/Pzdi7Q6PCxatAiH28sfDtUFLp69\n", "+H49TfahXTzr8fi41P7hfB/nWxw4Q/gAGMhYe++NJyGdwW7bto3ExETuvvtujhw5wttvv83tt98e\n", "5WhiNCVajdyQbuODBn8je3tB0pg5g8pKsGDQ+defMup1JFiNlKTHclv+h3Mg3DQxgf9cNRW720dO\n", "goXEfqbda+p28eOdlRyt68ak1/HsiiJsJgOOy41dnNmA8XKt12TQMynJQkWLf4LqBIsBy1ULEnY6\n", "PRys7qC80c78SYnMyozrdw2v5Bgjn56dyZ/fqwPgkY9kDjqptlBTSK9aW1tboO46b948Xn311aiG\n", "Go9UH299db5km4knbs/jTJMdq1HP1PTRm1U53GNXlGrjuZXF1HT0MDHBgtWk593zrSTHmChKtWEx\n", "6jHodeQlx9DQ5aLH60PTtGuGutZ1ujha5y8luH0a28+08OSyfH655yJGnY6v3ZpLgtUYyPf5Odkk\n", "x5hocbj5+MwMMuL7nhUfr+/i6Z1VAKw/0cgv7itmaj8Tw1iMBh6cmc7cnHj0Oh35KdawF1Psbay9\n", "98aTkBpYk6n/iX07OjpISEjo93di7MtKsJCVMPaurhv0OkrSYylJj6Wmw8m3Np2l8fLX9R/eXcC8\n", "3ES8Po09Ve08vbMSgw6+f2cBc3L6vpfjLAYsBh09Xg0dMCnZSkl6LM/eWwT4l43pbWKihb+/JWfA\n", "XNUdH37t92nQ5hj4Qlis2aDE2mMiMiHVYO12O01N/nWRmpqauDJ9wc6dO6OXbJxR/RNa5XyRZGvs\n", "cgcaV4Cyix0ANHW7+emuKjw+jR6vxnOlF2i7athsXnIMP/5YId+5I48v35JDWqyJTqcHq8nQp3EN\n", "Nd+szLjAwogTE8zkJoX+4VXd3sOrxxpYe7yBmjB7Faj82oL6+SIR0hlsXV0dv/nNb5g4cSLV1dXk\n", "5eXx8ssvc+rUKe6///5oZxRiyFJsJhIsBjp6/Bfobry85IxBD1ajPrAqq81kGKAeauLfdlQGGulv\n", "LspleUnqNduFojgtlv+4r5hWp4fMOHPI3w66ejz8vLSK92v95YoDFzv4ztJ8YhWb2FtcK6QGdvHi\n", "xcydO/ea+w8ePDjsgcYr1etMKucLN1un04Pd7SXBYiQ3ycpPPlZERYudlBgTJemx1HX2cLS2i3+8\n", "LZffH6rFpNfxjUWT+p2nts3p6XMGvPdC+zUNbDj58lJiyAv5X+LncPsob3QEbpc32nG4vSE3sCq/\n", "tqB+vkiE1MD217heuX/79u0sW7ZsWEMJMVQ1HT387J0qTtR3c29JKp+5KZOCCTEUTIgBwOH28vy+\n", "anZXtWMz6Vk9I40VN6SSYuu/m1ZKjJGcBAuXLtdPS9Jjqe/sCXnl2OEQbzXwwIw01hypB+CBGWkk\n", "yFpYY0LEr1JXV9fgGwnlP6FVzhdOtsPVHYEr/xs+aOKWyYnMyfnwIq3d5eXY5aWn7W4ff32/gbun\n", "Tuh3X7UdPZRWtvG5OZl0u3w4PD72VLYxPSOWNqeH/OQYzEb9sB27KyPD9Ff1ZrAaDTw0M52bsuNB\n", "B1NS/M8bKpVfW1A/XyTkY1CMK8ar6qhGvY6zTXZ2nmslPc7M/NwEVk5L44XLfUw/VjKBymYHO862\n", "Mi8ngcJUf3c0p9vL8/urA1Mh5iVbKUmzkZ9s5WyTA7vbS6fTw5ychGFZyaCixcEfD/lX3v3cnGwK\n", "UmL6/D7e4l9CW4wtoX8MioioPt5a5XzhZJudHc+S/CSSY4x85iOZJMcYeeKNs7x8rIH/2nuJN8qb\n", "eWhGGj++p5Cn75nCrKw4fvR2FW+WN/Mvb57j0uUr9A6Pr89ItgttTpZPnUBhqo3N5c388XAdz757\n", "kYoWR8THrt3h5um3zrOnqoM9VR38eGclHcM494PKry2ony8ScgYrxpXMeAuPLZ6E3e0j3mKgstVJ\n", "R48XvY7LtVYTnT1ePjLRfzb4p0M1fPLGDKrbeyhOtWG/PBw43mLkE7PS+Z991QA8OCOdVJuJo7Vd\n", "XGjzN8LNdjenm+wkDHIG63R7r+kz25vbq9Fk/7BBbex24/LKjHXjgTSwI0T1OpPK+cLN1rufalqs\n", "iUV5iUxKsrKnqp0NJ5t49biJH95dyKQkK5nxFn76zgUA3jrbwrMr/IMIjHoddxdPoDjVhlfTyE+O\n", "Id5qpHBC3xFtyVYTC269td8cnT0etp5uZsfZVm7NS+TeklSSYq4dtKPTweOLJ3G6yc5rJxr58i05\n", "JPez3VCp/NqC+vkiEXEDKytpCpUlxZj46sJc3qvppPLyVfi6TjenGrqZlGSlofvD5WW8Gn1m1bKZ\n", "DUzP7DuaakZmLN/+aB47z7Vwc24C0zIGXt2jvNHO8/v9ddWzzQ4KUmK4ZXJSn22aul385O0qjtR2\n", "kWg18qPlUyhKtUU0NHY4eX0al9qdaBpMTLBgCuPimgixBtvQ0DDg74a62uL1RvU6k8r5Is2WYjOR\n", "aut7Rnilm9OciQmB0VWTkixMHKTzv9Vk4PYpyTx11xRW3JAWmIugP86rZh9z9DMjVlWrkyO1/l4N\n", "7U4PR2q6MBmGtxEb6vHzaf7hxH+39hR/t/YUO8614o5C6ULl916kQnol//CHP9De3t7v7+Lihme8\n", "tM/nw+sdnenwxPBrd3g4UtPJ8bouHK7Rf12LU218a/EkPpIdx98vmMgNl5eNKUmP5Rf3FfOTewr5\n", "4d1ThnXuhcJUGzMuP8+UlBimpl07YU6s2UDvc9W0uOErDUSq3enhv/dewqeBBvxyz0Va7cN38e16\n", "oNOuTCwQxF/+8hdSUlLo7Ozk5ptvJi8vb9Ad19XVsWPHDgwGA0uWLCErK2vAbbds2UJFRQWrVq0i\n", "Ozs7cP/GjRsDje6UKVOYOXPmgPvYsWMHN91006C5RPR1u7z834EaNn7gn7/iK7dMZMUNaUp87e1v\n", "1qzeXB4frQ43ZqN+WOqgrXY37U4PCVYjKbZr9+f2+Nh/qYPXP2hiVlYcdxVPYEI/242Grh4PT7xx\n", "ltNN/lFk6XEm/uO+qf3+O8azw4cPD/mbekg12Iceegiz2YzP5+PgwYPs2rWLz3/+80EfU1ZWxiOP\n", "PALA+vXrWbVq1YDbLl++nJMnT15zv9VqleVpFNHQ5eJ4XRdur8asrLigZ3rtTk+gcQV49XgjH52S\n", "osScpsEaV4fby+ZTTfymrIbMeDPfW1ZA/lX9UcOVbDORHKRBMhn1LMpL4tbJicpdz4izGHl88WR+\n", "f6gGl1fjb+ZmX3eNa6RCKhF0dPhnIGppaeHSpUskJSUN8giw2T78OmQ29z8McTBer5e1a9fy6quv\n", "cvjw4SHtQxWq15mC5evxePnT4VqeebuKZ9+9wL/vqgq6RpfNpGdyr5mipmfEYjUNva7YO9u5Zjt7\n", "Kts422wnhC9fYbnY5uT5/TV4Nf/aXS8frQ8731BFs3GNJF9eSgzfW1bAD+6aEhiEMdxU/9uIREin\n", "FC+++CKpqamkpqayYsWKkBrM3m/+geaTHczy5csDP7/xxhtD2oeInN3l49ClzsDt4/Xd2N1eEgc4\n", "I02KMfFrOisUAAAgAElEQVS9ZQWUVrZhMxmYPykB8zBcuDnbZOebm87g9PiwGHT8bEURRf1MWD1U\n", "Bp0OHf56I4BFrpgDl4fuqnVyPWaE9A6KjY3lk5/8JMuWLQv5bLT3Bavh+HQOpZHu/UlYWlqq1O2x\n", "nC/OYmBpwYeTUS8tTKH2/Nmg+6s6fpCCnirun55GZrwlonyLFi2itLSUM3WtgekFe7waZ+rbhvV4\n", "tF4o51tLJpNqMzEzw8bt2caQHn8ln0qvp+Qb/r+PoQjpIpfL5Qr7a/66det44IEH0DSNTZs2sXLl\n", "SgCOHz+OXq9n2rRpfbY/efIkSUlJfS5yVVVVMXnyZAA2bdrEihUrBnw+ucgVXZ1OD6eb7Hh9GlNS\n", "bVG9EOP2+oepVrf3MCnZSvHlfqEn67v55qbT+DT/CdXPVhYxfZhn/ff6NDqcHixG/ZBWhI1Uu9ON\n", "x6uRbDNdM+mLGB1Rv8hlNpuprKykoaGBm266iQsXLlBQUBD0MfPnz2fNmjVomtZnOsO9e/ei0+n6\n", "NLDbt2+noqICq9VKXl4eixcvBvwNbFlZGQCzZ88O+x+nktJStee8HCxfvNV4zZIq0VLeaOexTWfQ\n", "8I+oempxBjcXZlGcZuPZe4uobHUyOdlKVpyZC61O4iyGYbv4YtDrgl6U6s3j0zjdaKeqsY2izOSI\n", "a5Rnm+w8vbOSdqeHry+axMLJicPS82Ksv/fGspAa2H379uHz+airq2PevHns379/0AY2Ozubhx9+\n", "+Jr7H3300WvuG2g+2SsNrbi+1HT0BOqgHp9GS4+/LGDU65ieGcf0zDgaulz8eFcV79V0UTghhn+5\n", "I4+JidYRzVne0M1jr5/Bp4HV2MRzK4uYMmFojazb6+NX+y9x8fJy3T966zz/+9AN5Izwv0kMr5Bq\n", "sDU1NSxcuBC93r95bOzwXVi4Xqj+Ca1SvklJVkyXz9xiTHoKM5Ov2eZsk533avwjoM42OwLLi1/R\n", "1O3iaG0X51scw97b4IrKVie+y7t2enzUd7qCP2AQvWNqgf9FLhqvrcPl5f2aTvZUtlHbazHHoVDp\n", "vTfcQjqDNRhk7R8xMrpdHjLjzfzi/mLqOl1kxZv7PSu8esLpmF7dwJq6XTzzdhVHa7swG3Q8fU8h\n", "MzOHf4XWScnWQK8Di0FHevzQuiMCmAx6/n5BDj/YcZ6OHi/fWJSr9Iq+pVVt/HSXf5KcogkxPHVX\n", "AamxQ//3j1chncE6HA7cbv+6RG63G59PplIL13BckYymaOfrcLo512wPerZzvsXBE2+c5Wuvnaax\n", "y8XCyYlMmWDrN9vUNBuPzssmL9nKw7MzuCH9w29VNR3+s1cAl1fjrbMtw/JvcLi97Dzbwve2nmPz\n", "qSZyE8z8bGURX5+fzrMripgS4aCEwlQbv7ivmP99sIRFeUnDNvJtuF9bTdPYfubDY3qm2UFLBENo\n", "Vf/biERIZ7B33XUXL7zwAnV1dXi93j79U4UYTJvDza/317D9bAvxFgPP3FNI0VUXhLw+jd+U1QQW\n", "9/vBjkqeX11CblL/Nch4i5GHZqZzb0kqVpO+zxX3eIsBs0GHy+v/jh3paKwryhvtPP12FQD7LnSQ\n", "dncBN+cm0nrmCMUzh+drbn/TGapGp9OxYFJioESTGW8iMWb0R+mpKKSjkpKSwhe+8IUoRxnfVK8z\n", "RTPfpfYetl8+i+zs8bKlvImi1El9tvFpGj29+k57fVpgjaqBsul0OmxmA5qmYXd5Aw1tXrKVp+8p\n", "5K2zLeSnxLAoLzFoPqfbS6vD3zUrWG+Ezp6+Z2ltTm/QfKqIRr47CpPJirfQ0eOhJD2WjLihlwdU\n", "P36RGNLHzpYtW+QsVoTM3/ARuCCUHndtbdFk0PPovIk8ubWCjh4v/3BrLtkh1CA7nG42n2rmrXOt\n", "3Do5kfumpZFsMzEzMy6kuqvd5WXt8Qb+/F4dmfFmvr+sgLwBzngLUmzkJlq42N5DeqyJ4tThOTMe\n", "ixKtJhZMDv7BJQZpYP/t3/6NG264gfb2dk6fPs2MGTM4evQo+fn5I5Vv3FC9r1808+Ulx/DksgJe\n", "PlpPUZqN2wv6n8tialos//VACW6vjwk2U2Be1GDZyhsd/N/BWsB/Vb8ozcbCyYPPlXFFVZuTPx72\n", "L4BY0+Fi4wdNfO3W3H63nZho4el7ptBs95AcYyTz8tLdu3fvpmT2zXS5vCTFmAJDiHs8XrpdPuLM\n", "hrBWgR1u1/N7b7QFbWA/85nPMHnyZP7617/ywx/+EIPBwCc/+UleeumlkconxgGjXsctkxO5OSce\n", "4yBzEoQ7QqzH03euWWc/k1oPlq23mEEmpUmPs1xzBh6Xmcc/bT7LhfYeFkxK5B9uzUHT4E+Haym7\n", "2MHSwhQ+Pit9TNRXxfAK+m66MkzVZDIFumoZjcY+M2WJ0Kj+CT0S+QZrXAcSLFtRqo1ZWf5SwNQ0\n", "GyXp4fXRnpRk5fHFk8iIMzMvN4F7pk4IO99Fl5nqjh4enp1BcWoMla1OzjXb2XK6hRaHh5ePNXC6\n", "0T74jqJE3nujJ6QarNPp7HO7q6srKmGECFdGvIXv3JFHh9NLvMUQ8jDXKyxGPcuKUpiX6186Jtjq\n", "rwOJNRl4cGY6755v41J7DwYdfGdpPka9Ds/lwrM3OmMdhOJCOqWYPXs2L774IocPH2bNmjVjfl6A\n", "0aB6X7+RzKdpGg1dLhq7Qxv51Dubw+XlaG0n+y+009Dlf3xSjIlJydYBG1e7y0ubw42maThcXk7U\n", "dXG0tpMOp79vt16nIynGFGhcu3o8dASZ7/Zqie4WchItXLo8zNWrwfu1ndwxJQm9DpYWJo/qBTF5\n", "742ekM5gp02bRn5+PtXV1axatYqYmOv36qkIX0WLg3XHGrCZDdw/LZUL7T386K1KjHodTy7L58bs\n", "+JD39XZFK8+VXgTgI9lx/PNH84LWNitbHTz3zgWaHW6+cWsu1R09/NfeagAenJHG527KIqbXrFnl\n", "jXaefacKl1fjm7flMitr8Gz25jqmTsvGatQHplMsSYvl5twEPnNTFvEWI7GjMDOXGH0hTVcYzPbt\n", "2wecrGUkyXSFamq2u/jGhtPUd/nPFr+6MIffHqgJrLCaGWfmP+4vDukCkMvr47FNZyjvVc/81QMl\n", "FEzo/wPf69P4wY4K9lT5V+S4pziFQzWdNFzOogN+/4lpgSGpnT0evrnxDFVt/pJYvMXArx4oIS3E\n", "Pp6nGrp5r6aT3EQLs7LjAyvXirEt6tMVBiP1WBGMy6PR2O0O3O5wevpcuTcadCHPe2o26JmbE095\n", "ox2rUc/i/ESSrMHPDHv3KmjodlOcaqOhy79Ccl6yNbBkN4DP52/Er3B7PxzsEIqS9NiwL7KJ8U3W\n", "xBghqteZopUv2Wbkczf5VxTW4b9q/+TSfLLizeQmWfin2ycPuhhi72wrb0jjyWX5PPHRyVxq7+Hn\n", "uy9S1ers93EGvY6/uXkiE2wmjHodt+Un8aWbs/m7+RP53E2ZfGdpfp+6bWKMkX+8bRKxZgMWg44n\n", "bp8c0tlraWkpbq+PUw3dHLzUQUNXZLNLDbfr9b2nAvkOI6LKajSwanoac3LiMeh0TE6yYjLq+Y/7\n", "itHpdWF/jU6xmZgyIYb/b+0p7JfPTt1ejafuKuh33a/iNBv/eX8xbp8WGLzw4MyB51idnR3Pr1eX\n", "4NM00uLMIZ1dGwwGDl7q5PvbKtCA6Rk2/uWOfJldSkgDO1JU7+sXzXw2s4GpVy1OmBhGp/urs3l8\n", "WqBxBWhx+JdZGeg60oQwG7pQa65X3HLLLTy59Vxg+tYT9Xaaut3KNLDX83tvtEmJQIw5abFmvnJL\n", "DgBmg45Hb87G6xvdjqa9e0IkWAzEW6TXgBiGBjaa67mPJ6rXmUYjn9encbHNyaV2Z9AG8upsFqOe\n", "u6em8L8PlvCj5VP43cEaHn/9DGebRme0VGlpKR8tSOaJ2yfzN3Oz+PHHCkd8+Zpg5L03eiIuEQy1\n", "+4K4vnl9GqWVbTy9sxId8O078rk1LzHkHgVWowGzQc8/bzmH+/Iwqf/ae5Fnlhdi6TVgoM3hwWYe\n", "vkURB5JsM3FHYUpUn0OMPRGfwcbFDf9SHOOR6nWmkc7X4fTw6/3V+DT/yKdflF6g1e7ud9uBsmnQ\n", "58zX5dG4Upltsbv5zz2X+JtXPuD/vX6Gi2399zQYDvLaRkb1fJEI6Qz27bffvuY+m83GTTfdhNEo\n", "18lE6JxuLwcvdbKnqo2V01I5XN3JkZouEq1GjIbwyk0ZcWae+Ggez+6qwmY28NVbc4m5fPZa0eLg\n", "rXOtAFxo7+HAxY4BV0cQIlqCnsE+9dRT1NTUUFtby6xZs/r8l5aWJtMWhkH1OtNI5StvtPOvO86z\n", "/Wwr/3eglsX5yczMjOWfP5pHvMVIeWM3O860cLK+KzBRykDZDHodt+Ul8ZuHpvHfD5T0WZfLfFVj\n", "HRvFi07y2kZG9XyRCHr6+eSTTwIQExNDSkrf+lJKSgpHjx6NXjIBQG1HD0dru9DrYFZWPBkRrFyq\n", "gvarll2xGHR8f1kB8VYjp5vsfHPTGdxeDb0Onl1RxPSM4CUog17X7zEpnGDjq7fk8NoHjdyYFcdH\n", "wpjvQIjhEtH3+2itNz8eDaXO1NXj4Zd7LnLwUicAi/OTeOy2SX0mJxkuI1UHy0+OISPORH2Xm+QY\n", "Iz1ejX/ecpZvLJpEY1dP4IKVT4Pq9h6mZ8QNKZvNbGDltFTuKEzGajJcM7H2cFK9hij5Rk9IDewt\n", "t9zS7/0LFiwY1jCiL7vLx/u1H8718F5NJ91ub1Qa2Kuda7Zzoc1Jqs1EcVoslmFa8iQ3ycpPPlZE\n", "XWcPHzR08+v91Tg9Pn66q4p/uj0Pi0FHj1fDoIPcxMHX5ApGp9MRJxOuiFEU0l9NRkZGv/dnZmYO\n", "a5jxbCh1pnirgXuKP5xh/56pE4iPUoPRO19lq4PHXz/L0zureOz1s5yoH94JfbISLGQnWFlzpD4w\n", "vZ/d7SMlxshzK4v5lzvyeG5lMcWXR3+pUqPrdnk53WTnfIujT+8FVfINRPKNnpD/Wtvb22lubiY7\n", "OxurVa7GjoQYk4HP3JTJ/EmJ6HVQmGobtjPJYBq73HS7Plzr6oMGOzdNTBjW50iNNfGt2yfzzM4q\n", "jHod31iUS5LNRJLNRGGqeksSOVxeXjlWzwvv1WPQwZPL8lkQxuKK4voUdD7YsrIy5s2bx7vvvktX\n", "VxfZ2dmcO3eO4uJiZsyYMZI5ByXzwQ6fC60O/nHTGTp7vOiAZ+4p5CMTw7tI1NDl4lRDNzqgJCOW\n", "tH7G5Xt9/pUN9Dr/0i8qu9jm5EuvfBC4XZASw3MriwLdwsT4FbX5YGtqagCor6/noYceAuDGG2/k\n", "pZdeUq6BFZHz+jTKG+2ca7bzxO2T8fg04i1GpoZ5Rml3eflNWTVvV7QBsKwwha/dmnNNY2TQ6wKT\n", "XavObNCTYDHQ0eM/s5+YYMEUxQtnYnwI6fvm1YMJ9HqZIyZcqteZSktLOdts57FNp/nlnkv8y5sV\n", "xJoNzMiMwxRmWaLb5WXfhY7A7T1VbX1KDkPJNtoy4s382/JCFuUlct+0VP7m5qzAKrkq5AtG8o2e\n", "oGewx44dw+12c/bsWVatWgWA2+3G7e5/SKMY2xq73X1WP63tcDErK/z9xJkN3JafxLYzLQDcXpA8\n", "Ltakmppm43vLCkY7hhhDwl6Tq7KykoSEhGsGHow2qcFGrqLFwWObztDt8mIy6Hj23qIhL4HS3O3i\n", "VKMdnQ6mpsYyIXbgyVY0TaO6vQeXVyMr3jwi3dDGuk6nB7dPIynGGPIEOWJoRnRNrry8vCE9kVBf\n", "QUoMP1vh76OaGmumcIDFBEMxIdbMrSFOOH2kppPvbq3A5dX4/JxMVs9Il4tHQZxvcfCTXVW02N18\n", "+ZYcbs1LiupACjF0IRfX3G43DQ0N+Hw+Ojs7o5lpXFK9znQlX35KDLdMTqIo1TYic/32eLz87mAt\n", "rsu1iT8cqqOhy9VvNlWNZD6vT+N3B2s41+yg1eHh6Z2VVLcHnyks0nxOj5c9lW38+64q3jrbElE9\n", "vT+qv76RCKmBraio4LXXXmPr1q0AbNy4MaqhxNjW7fJypKaT0so2ajqC//Eb9fo+cwnYTPp+19YS\n", "ft0uLzMz40i9PL+tpvn/i6bTjQ6+v/08W8+08MzbVXzQ0B3dJxxHQioRHDx4kE984hOsX78evV4v\n", "c8AOgerjrYczX2llG8++cwHwlx1+cHdBv/1gwd9V6wtzsjDp9TR1u/j8nKxrum5dT8cumIpmBz/d\n", "VUmr08MnZ2Ww+YNGPn5jJhMHGVIcab52Z9+L2q0OzwBbDo3qr28kQmpgR2Lkls/nQ9M0DAapvY1l\n", "mqax42xL4HZFi4NWu2fABhZgYqKVby2ZhE/zN7jRVt3upL7LRUqMibyUodeZR5Lb6+P5/Zc41+L/\n", "RvDr/dX85/1TmZwSE/X6a35KDJlxZuq6XCTFGCmKoDZ/vQnpu5jD4ehz2+MZ/BOsrq6OF154gRdf\n", "fJHa2tqg227ZsoVf/epX1NfXD3kfqlO9zjRc+XQ6HQsnJwZuZ8WbSbIO/qGp0+kGbFyH89hdanPy\n", "T5vP8sQb5/j6xtOcbox8Ha+Rem09veY/0ACzUR9S4xppvpxEKz/+WCHP3lvEcyuKhv1DSfW/jUiE\n", "dAY7e/Zs/vznP9PR0cGrr77KvHnzBn1MWVkZjzzyCADr168P9KPtz/Llyzl58mRE+xDquGNKMlnx\n", "Fjp7vExNs5Gu0DDYi+1OGrr9X3kdbh/ljd0Up6k398HVTAY9fzc/h6e2V9DZ4+Xri3LJHMG5gbMS\n", "LGNm1J1KQmpgp06dSm5uLvX19eTk5GAyDb6AnM324ZvWbB7aG2E49qEK1etMw5kvwWpi/qTEwTcM\n", "0XBmS44xodf555sFhqXRGKnXtjjNxi/vn4rHpzHBZgq5nHI9vfdUE3I/WJvNRn5+fsg77j1+IZQG\n", "OVr7EKK3wlQbz9xTyOHqDqamxfZZZmYsiPbquGJ4hdTAbt68mZkzZ+L1etmzZw/z5s2jsLAw6GO8\n", "3g/7yg21P2W4+ygtLQ18Gl6p66hy+3/+53+YOXOmMnnGUr7eNbrh2N/s7Hjc1adw17iJzVuoXD7V\n", "j9/1li8SIQ2VXb9+Pffddx8bNmxg1apVvPTSS3ziE58I+ph169bxwAMPoGkamzZtYuXKlQAcP34c\n", "vV7PtGnT+mx/8uRJkpKSyM7OHnQf/VF9qGzvxl9FKudTORtIvkipni/qQ2X1ej16vT7QXctiGbxu\n", "NX/+fNasWYOmaSxbtixw/969e9HpdH0a2O3bt1NRUYHVaiUvL4/FixcH3cdYpPIbCNTOp3I2kHyR\n", "Uj1fJEJqYF0uF11dXYEGNpT5YbKzs3n44Yevuf/RRx+95r6BGs+B9iGEEGNBSP1gs7OzWb9+PQsW\n", "LOD48eNUVFREO9e4o3pfP5XzqZwNJF+kVM8XiZDOYBcuXMjChf6LASUlJYNe4BJCCDGE+WBVpfpF\n", "LiHE2BTJRa4hTVu0ZcuWIT2ZEEJcT0JqYLdu3cpLL73E008/zZo1a3jvvfeinWvcGWqd6VK7kyM1\n", "nVwaZM7PSKlcB1M5G0i+SKmeLxIhNbBdXV184hOfYPr06Tz88MMUFRVFO5fAP3P9Nzee4f9tPstj\n", "m85Q1eoY/EFCCGWE1MBeGUXl8/mAa1eZFYMbrK9fQ5eLQ5c6ON3YHZg16XyLgzanf+ayVoeH8y3R\n", "O4tVuS+iytlA8kVK9XyRCKmlvDI9ocFgoKOjQ1aVHWZN3S6e3nmeE/V29Dr4wV0F3JybSPJV485T\n", "bPLBJsRYEtIZ7IMPPgjAXXfdxY4dO64Z5ioGF6zO1NDl4kS9f15Sn0ZgueuSNBvfX5bPqmlp/Oud\n", "BVGdVk/lOpjK2UDyRUr1fJEIeags+IfIPvDAA1ENdD1KsBiJNRsCi8lNy/DP8BRjMrAwL4mFeUmj\n", "GU8IMURD6gf7zjvvBOYLUMVY7wd7urGbfRc6yE4wM2diwjXlASHE6Ij6ZC+lpaXU1tYG1sv64IMP\n", "lGtgx7ritFiK08bW3KRCiOBCqsE2Nzfz8Y9/nNWrV7N69Wq+9KUvRTvXuKN6nWnfvn2cburmtRON\n", "lF1sD5QrVKD6sZN8kVE9XySGdFk6NTV1uHOIUWZOzeHxTWdxevxd8b63NJ9F+VL7FSISQc9gT548\n", "ycmTJ2lpaWH79u2B27///e9HKN74oXxfv5iEQOMKUN7YPYph+lL92F2dr9vlparVQUOXa5QS9TXW\n", "jt94ErSBvXLqPn/+/D4rDYjxJyPOTHqs/8KaXgdzchJGOdHY1OF087sDNTz66im+9lo555ojXxZc\n", "jF1BG9hPf/rTTJs2LdDv9dy5cxgMBj73uc+NSLjxRPU6U+XxQzzzsUL+9c4Cfr6ymBmZcaMdKUD1\n", "Y9c738X2HjZ80AT4R99tPtU8WrECxtLxG2+CNrBxcf4/sm3bttHV1cXdd99NR0cHe/bsGZFwYuRo\n", "mkZOopUFkxMpSY/FGOKS0KIvs0FP7yOXHCOj765nIfUiaGtrY968eZjNZm6++Waam0f/U3msUb3O\n", "pHI+lbNB33x5yVa+fUceUybEcFdRCksLU0Yxmd9YOn7jTUgfryZT/53eOzo6SEiQWp0QV5gMepYU\n", "JDMvNwGzQY9Bvglc10I6g7Xb7TQ1+etKTU1NgUUPd+7cGb1k44zqdSaV86mcDfrPF2MyKNO4jsXj\n", "N16EdAZbV1fHb37zGyZOnEh1dTV5eXm8/PLLnDp1ivvvvz/aGYUQYkwKaS6CgwcPMnfu3JDvHw1j\n", "fS4CIfrTanej00OSVeamGC1Rn4tgoEZUlcZViPHo/ZpOfvpOFQadjidun8wNGep0nROhGdKihyJ8\n", "qteZVM6ncjaITr6mbhc/2HGehi43tZ0ufryrijbn0Ca6vx6PnyqkgRVCQRrg7VW88/pA8w24uVDU\n", "kOaDVZHUYMV4omkah6o7+dFblRj0Or67NJ9ZWVIiGA1Rr8EKIUaWTqdjbk4Czz9Ygh4dE2LlItdY\n", "JCWCEaJ6nUnlfCpng+jmS4s1R9y4Xs/Hb7RJAyuEEFEiNVghhAgikhqsnMEKIUSUSAM7QlSvM6mc\n", "T+VsIPkipXq+SEgDK4QQUSI1WCGECEJqsEIIoSBpYEeI6nUmlfOpnA0kX6RUzxcJaWCFECJKpAY7\n", "xrg8Psob7bQ43ExKspKfEjPakYQY15Sci6Curo4dO3ZgMBhYsmQJWVlZYW+7ceNGvF4vAFOmTGHm\n", "zJnRijtmHK/v4ok3zgGQYDHwsxXFTEq2jnIqIUR/olYiKCsr45FHHuFTn/oU+/fvH9K2VquVVatW\n", "sWrVqjHfuA5XnelYbVfg544eL43drmHZr8p1MJWzgeSLlOr5IhG1M1ibzRb42Ww2D2lbr9fL2rVr\n", "0TSN/Pz866IEMJjpmXFAPQBxZgOpMsuSEMqKWgPbu7Q70LLfg227fPnywM9vvPHGMKYbecO19vuM\n", "zFj+/d5CmrrdTE6OYXLy8NRgVV6bXuVsIPkipXq+SEStRHCldgr+uS0j3XawRhr6ftUoLS0dl7et\n", "RgOzsuIx152k9oNDo55Hbsvt6+H2UEWtF8G6det44IEH0DSNTZs2sXLlSgCOHz+OXq9n2rRpg25b\n", "VVXF5MmTAdi0aRMrVqwY8PlU70VQWlqq9Ce1yvmGI1uPx4tRr8egD/5hPxQqHzuQfJFSshfB/Pnz\n", "WbNmDZqmsWzZssD9e/fuRafT9WlgB9q2qqqKsrIyAGbPnh2tqGIc82kah6s7+cOhWrLjzXxuThYT\n", "E6XXhRgZ0g9WjGsXWh38/bpy3D7/2/zekgl8fdGkUU4lxhKZi0CIAbi8WqBxBWjscjNOzinEGCAN\n", "7AgZjoJ5NKmcL5JsWQkWPj07A4BYs4FPfyRz0Iuu4VL52IHkG02yqqwY12LNBj4xK4PbpyRjMejJ\n", "SrCMdiRxHZEarBBCBCE1WCGEUJA0sCNE9TqTyvlUzgaSL1Kq54uENLBCCBElUoNVkNPjpc3hwWLU\n", "kxwjk7kIMZqUHMklhqbb5WXd8Qb+/F4dOYkWvrs0f9gmdBGRc7i96HVgMRpGO4oYA6REMEJCrTNV\n", "tTr44+E6fBpcaOthS3lzlJP5qVwHUyXbifouHt90hm9vOUdFiyNwvyr5BiL5Ro80sIrRX9UJ3myU\n", "l0gFjV0uvre1gjPNDo7VdfPzdy9gd3kHf6C4rslf7wgJdbag/BQr/3BrDhNsJubmxHNnUUqUk/mp\n", "PJuRCtm8Pq1Pg9rR48Vz+fKFCvmCkXyjR2qwirEYDdwzNZVb85KwGPXYTFLrU0FqnJlvLp7Ms+9U\n", "YdTr+NrCHBIs8ucjgpMz2BESTp3JoNeRHGMa0cZV5TqYCtmMeh23FyTx24du4H8fvIGbJsYHfqdC\n", "vmAk3+iRj2AhQmQy6GUuWREW6QcrhBBByFwEQgihIGlgR4jqdSaV86mcDSRfpFTPFwlpYIUQIkqk\n", "BiuEEEFIDVYIIRQkDewIUb3OpHI+lbOB5IuU6vkiIQ2sEEJEidRghRAiCKnBCiGEgqSBHSGq15lU\n", "zqdyNpB8kVI9XySkgRVCiCiRGqwQQgQhNVghhFCQNLAjRPU6k8r5VM4Gki9SqueLhDSwQggRJVKD\n", "FUKIIKQGK4QQCpIGdoSoXmdSOZ/K2UDyRUr1fJGQBlYIIaJEarBCCBGE1GCFEEJB0sCOENXrTCrn\n", "UzkbSL5IqZ4vEsZo7biuro4dO3ZgMBhYsmQJWVlZYW8bzj6EEEI1UavBbtiwgfvuuw+A9evXs2rV\n", "qrC3DWcfUoMVQkSDkjVYm80W+NlsNg9p23D2IYQQqolaA9v7xNhkMg1p23D2oTrV60wq51M5G0i+\n", "SKmeLxJRq8F6vd7AzzqdbkjbhrOPpKQkDh8+HG7MEWOz2STfEKmcDSRfpFTPl5SUNOTHRq2BdTgc\n", "gP8s9MrPAMePH0ev1zNt2rRBtx3o/v7MmTNn2LILIcRwiFoDO3/+fNasWYOmaSxbtixw/969e9Hp\n", "dK4jfckAAAkbSURBVH0a2IG2Heh+IYQYC8bNSC4hhFCNDDQQQogokQZWCCGi5LppYH0+X59eCSI4\n", "OV5CRC5qF7miKdwhtFu2bKGiooJVq1aRnZ096plGYwhwOM85EscrknwnTpygvLwcn8/HggULyMnJ\n", "USbbnj17qK+vB2DSpEkj0rsl3PeTw+Hg5z//OZ///OdH5PUNJ9/GjRsDH+xTpkxh5syZSuUDqKio\n", "4NChQ1gsFpYvXx58EJQ2Br322muBn9etWxfSY06cOKFVV1dHK1JYmYaSP1LhPme0j9fVwsm3a9eu\n", "wM+vv/561DJdMdTX680334xGnGuEm++NN97QDh06NGKvbzj5tm7dGu041wgnX2trq1ZaWhryvsdk\n", "iUDFIbTDMTQ4mlQ8Zr2Fk2/x4sXRjtNHuMeusrKSZ599lsLCwmjGCggnX2trKzabDavVGu1YAeHk\n", "83q9rF27lldffXXEBh+Ek+/IkSPExsaydu1aTp8+Pei+x2QDqyk4hDacTKORX8Vj1ttQ8m3bto15\n", "8+ZFK1JAuNny8vL4yle+woEDB6IZKyCcfKWlpSxatCjakfoIJ9/y5ctZvXo1Dz74YKDUEm3h5Gto\n", "aKCtrY3Vq1dz5swZfD5f0O2VrsE2NTXx0ksv9blvxYoVYQ2hHSnDMTQ4mlQ8Zr2Fm2/Xrl0UFRWR\n", "mpoazVjA0I6d1WolPj4+WpH6CCdffX09GzZsoKGhgby8vBGpwQ71vTdSJwLh5rvyDWrixIm0tLQE\n", "fQ8q3cCmpqby5S9/+Zr7Dx06BPQ/hLa/obgjYTiGBquSbzSEk+/dd98lIyODvLw85bK1tLSQkpIS\n", "2F61fH/7t38LwMmTJyMaYx+tfFVVVUyePBkAp9OpXL7i4mIqKiooLCyktbWV6dOnB9230g3sQIIN\n", "oe1vKO727dupqKjAarWSl5cXlRrecAwNjqZw8o3E8RpqvoaGBnbv3k1JSQmnTp2is7OTz372s0pk\n", "A9i9ezc9PT0AzJ07N6q5hpIP/B8CpaWlI3YGG06+qqoqysrKAJg9e3bUs4Wbb/bs2bzyyiscO3aM\n", "tLS0Qc+yZaisEEJEyZi8yCWEEGOBNLBCCBEl0sAKIUSUSAMrhBBRIg2sEEJEiTSwQggRJdLACiFE\n", "lEgDex156qmnhm1fDQ0NvPjii7z22mu89NJLeDyePr/ftGlTv4/zeDxs2LCB9evX8/LLL4c0YUZ/\n", "Dh06xPPPPz+kx45nAx33q7355pu8+uqrUU4jxuRILjE0jz766LDta+fOnXzyk59Ep9PR1NTErl27\n", "WLp0aeD3Aw0BPnDgAIsXLw4M03zhhRcoLi4O+/nnzJlDVVXV0MKPY6EOvb777rtZu3ZtlNMIaWCv\n", "A3V1dezbt49z587x2GOPBe632+2sXbuWuLg4DAYD5eXlPP7444Hfb926la6uLgwGA263m5UrV2Kx\n", "WAAwGAw4HA5sNltgCjzwn6G+8cYbnDp1ivXr1wNQVFQUGLN9yy239MkWzuQf27dvp6WlBaPRiMFg\n", "6DOTUXl5OUeOHCEmJgan08ncuXMpKCigtraW3//+9xQVFbF69Wrq6+t58cUXSUtL41Of+hRG48B/\n", "Alu2bKG8vJzk5GQSEhKw2+3MmjWLGTNmBH1O8E9ZuHXrVmbNmkVlZSVms5n09PTATFa7d++msbER\n", "g8EQGFr70EMPDXoMKisr2b17N3Fxcej1epqamvjiF78IwDvvvNPnuCcnJ7NkyRLA/7qsW7cOvV6P\n", "pmkjMsm7YGxOuC2G5qWXXupzu6Kios+k0JWVlYGfd+/erZWXlwdud3Z2aq+++mrgdnNzs/a9731P\n", "++Mf/6g9/fTTms/nC/pc/dmwYYNWVVUVUvYTJ05oe/fuDdxubGzUnnnmGU3TNK27u1v705/+1Gf7\n", "l19+WXO5XJqmaVp9fb22ffv2wO/WrFkT0nNqmqZ961vf0rxeb+D2X//6V81utw/6nFcy//KXv9R6\n", "enr6bFdeXq7t378/cNvn82m7d+8OKc/rr7/e55j1fs00beDjvnHjRq2xsTFwe//+/drLL78c0nOK\n", "oZMz2OtYfn4+Xq+XN998MzBl25WZjKqrq1m4cGFg27i4uD6P3bJlC9/+9rexWCxUV1ezbds27rrr\n", "rpCe1+PxsHbtWhYvXkxmZmZIjzlz5gx333134HZqampgqZj6+no6OjoCZ27gn4mptbWV9PR00tPT\n", "aWxsBPxn8+Gcvc2cORO9/sNLFcXFxdTU1KDX64M+5xV33HHHNZM4nz59mjvvvDNwW6fT9TnWwXzs\n", "Yx/jwIEDnDx5Eo/HQ3p6euA1C6arq6vPtHqzZ8/mwoULIT2nGDppYK9j77//PjfeeGNg5v09e/YE\n", "povLycnh9OnTgfpoV1fXNY+/Ui6YMGECdrs9pOfs7u5m7dq1rFy5Mqzp8oqKijhy5AgLFiwAoLGx\n", "kYsXLwKQk5NDRkYGq1atCmx/9UTIc+bM4eDBg1y8eJGVK1eG/LzHjx/H5/MFGtmzZ8+yYsUKDAbD\n", "oM+paVq/JZCCggKOHTvWZ7at3sc6mPfee4+bb745cPsvf/lLSJOOx8bG0tTUFGhkDx8+PGLTKV7P\n", "ZDat68Dbb79NW1sbx44dC5yRLV++nE2bNvU5OwO47777AvddqcHq9Xrcbjf33XdfoFGtrKykrKwM\n", "i8WC0+lk5cqVfZbeeOedd2hpaUGv1+PxeFi4cCGZmZn84he/ICsrK3BWd3VdOJht27bR2tqK1WrF\n", "6XTS0NDAggULmDt3LhcvXuTAgQOBmmpXVxcrV67sM+n1b3/7WzIzM7n33ntDPna//vWviYuLw2q1\n", "4na7ufHGGykpKQEI+pxlZWUcOXIEgPT0dCZOnNinYdy5c2ef4zN16lRmzZo1aJ5f/epXZGVloWka\n", "Pp+vT10X/A31+++/j8ViQdM08vPzmTVrFh6Ph1deeQWTyYRerycuLo4DBw7w6U9/esTm1b0eSQMr\n", "RBAvv/wyH//4x0c7hhijpB+sEAPYsmULp06dYvPmzaMdRYxRcgYrlFBZWRn4Sn21vLy8qMxuPxrP\n", "Gcz/394dEwAAgzAQrAD8u8EVAmqgY8N0J+KHLJmZ093PbbSq1t4v+EdgAUJMBAAhAgsQIrAAIQIL\n", "EHIBzaCJ6Sycq9oAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.420687\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4FOeZLvy790Wtfd/3BYEAs0gYEyA2YNlGWMh2bId4\n", "En+2T2biOSeTOJlknBw7PoljTyaexCeZOJ4kZ2Y8cXDA7BgwizG22MRqECABEhJC+67el+r6/mho\n", "1CC1qrtUrVfS87suX5eqVV19u1q8Xf3Uu8h4nudBCCFk3MknOgAhhExV1MASQohEqIElhBCJUANL\n", "CCESoQaWEEIkQg0sIYRIRCnVgTs6OnDgwAEoFAosW7YMycnJo+575MgRdHZ2AgAyMjIwf/78gI9B\n", "CCGskayBrampwbp16wAAW7duRWVl5aj7Ll682Pvz3r17gzoGIYSwRrISgV6v9/6sVqvH3L+pqQlv\n", "vfUW8vLygj4GIYSwRLIGdvgAMZVKNeb+WVlZePHFF3HixImgj0EIISyRrETAcZz3Z5lMJug5Wq0W\n", "4eHhQR1j7969UCgUAaYkhBD/oqKivPeFAiVZA2u1WgF4rkJv/QwAtbW1kMvlKC4u9j7W19eHmJgY\n", "7/5jHWMkCoUC8+bNG7f8hBACAKdPnw76uZKVCMrKyrB+/XqsX78eZWVl3sePHj2KI0eO+Ox7+PBh\n", "fPjhh/jwww8xc+bMMY8xGVVXV090BL9YzsdyNoDyicV6PjEku4JNSUnB008/fdfjL7zwwl2PVVRU\n", "BHQMQgiZDGRTZbrCAwcOUImAEDLuTp8+jQceeCCo59JILkIIkQg1sCHCep2J5XwsZwMon1is5xOD\n", "GlhCCJEI1WAJIcQPqsESQgiDqIENEdbrTCznYzkbQPnEYj2fGNTAEkKIRKgGSwghflANlhBCGEQN\n", "bIiwXmdiOR/L2QDKJxbr+cSgBpYQQiRCNVhCCPGDarCEEMIgamBDhPU6E8v5WM4GUD6xWM8nBjWw\n", "hBAiEarBEkKIH1SDJYQQBlEDGyKs15lYzsdyNoDyicV6PjGogSWEEIlQDZYQQvygGiwhhDCIGtgQ\n", "Yb3OxHI+lrMBlE8s1vOJQQ0sIYRIhGqwhBDiB9VgCSGEQdTAhgjrdSaW87GcDaB8YrGeTwxqYAkh\n", "RCJUgyWEED+oBksIIQyiBjZEWK8zsZyP5WwA5ROL9XxiUANLCCESoRosIYT4QTVYQghhEDWwIcJ6\n", "nYnlfCxnAyifWKznE4MaWEIIkQjVYAkhxA+qwRJCCIOogQ0R1utMLOdjORtA+cRiPZ8YSqkO3NHR\n", "gQMHDkChUGDZsmVITk4edd8LFy6gvr4ebrcbixYtQlpaGgBgx44d4DgOAJCbm4uSkhKp4hJCyLiT\n", "rIGtqanBunXrAABbt25FZWXlqPv29vaiqqoKALBr1y5vA6vVarFy5UqpIobUkiVLJjqCXyznYzkb\n", "QPnEYj2fGJI1sHq93vuzWq32u+/SpUtHfJzjOGzevBk8zyM7O5tuYhFCJhXJarDDOyeoVCpBz9m3\n", "bx9KS0u92+Xl5aiqqsJjjz2Gzs7Occ8YSqzXmVjOx3I2gPKJxXo+MSRrYG/VTgFAJpONuf+hQ4eQ\n", "n5+PuLi4EX8vpJEe/kZVV1cztX3+/Hmm8ky2fLRN2xO5HSzJ+sFu2bIFa9euBc/z2LlzJyoqKgAA\n", "tbW1kMvlKC4u9u77+eefIz4+HkVFRT7HaG5uRmZmJgBg586dWL169aivR/1gCSFSENMPVrIabFlZ\n", "GdavXw+e57FixQrv40ePHoVMJvM2sF1dXTh8+DCKiopQV1cHo9GIZ555BoCnga2pqQEAzJ07V6qo\n", "hBAiCRrJFSLV1dVM3y1lOR/L2QDKJxbr+WgkFyFkVIbIaAzZXJgi11KTCl3BEjKFtQzY8LujN9A2\n", "ZMdzC1Nwb2YkVAq6rgoEXcESQkb04flOnGo1ot3owM8PNqFl0DbRkaYVamBDZDy6fEiJ5XwsZwPY\n", "zmdxur0/u3mAc/vZeYKwfP7EogaWkCnsydmJiNWrIAPwfGkK0iI1Ex1pWqEaLCFTXK/ZCQfnRrRe\n", "Ca1SMdFxJh0m+8ESQtgQGyZsqDoZf1QiCBHW60ws52M5G0D5xGI9nxjUwBJCiESoBksIIX5QP1hC\n", "CGEQNbAhwnqdieV8LGcDKJ9YrOcTgxpYQgiRCNVgCSHED6rBEkIIg6iBDRHW60ws52M5G0D5xGI9\n", "nxjUwBJCiESoBksIIX6EvAZ78uTJoF6MEEKmE7+Tvbz77ruIj4+H2+1GQ0MD0tLS0NLSAoPBgAUL\n", "FoQq45TA+rpDLOdjORtA+cRiPZ8YfhvYBQsWYP78+di2bRuee+45xMXFobu7GwcPHgxVPkIImbT8\n", "lgjmz58PAOA4DnFxcQCA+Ph4aLVa6ZNNMax/QrOcj+VsAOUTi/V8YgiqwbpcLp9tm43W9SGEkLEI\n", "amBjYmJw7Ngx2Gw2HDt2DNHR0VLnmnJY7+vHcj6WswFTP1+v2YFus0OyZb9ZP39iCGpgV6xYgYiI\n", "CHz88ceIiIjAypUrpc5FCGHAuXYT/m5LPb65qQ4nbwxJ1shOVdQPlhAyogGbE/9r22V0GB0AAL1K\n", "jj88NgPxBvUEJwstyfvB3lmD/eSTT4J6MULI5CGHDHKZzLutkMsAmZ8nkLsIamB37drls20ymSQJ\n", "M5WxXmdiOR/L2YCpmy9Cq8QPlmUgOVyN+DAV/vcD2YgPG/+rV9bPnxiCVpV1u91S5yCEMGhGogFv\n", "P1oAngeidbQ6baD8NrD9/f1wuVwwm83o6ekBz/PgOI6uYIPAel8/lvOxnA2Y+vmitNI2rKyfPzH8\n", "NrAXL16E0+lEZ2cnamtrPU9QKlFRURGScIQQMpn5rcHed999WL58OcrLy7F8+XIsX74cS5YsQXh4\n", "eKjyTRms15lYzsdyNoDyicV6PjEE3eQqLi6WOgchhEw5AfeDbW5uRnp6OuRytubqpn6wZKJ1mxw4\n", "3WaE0c6hNC0cGdG6MZ/Tb3Gisc8KlUKG3Fg9wtSKECQlgRDTD1ZQL4Jf/vKXeOKJJ3DhwgVERUXh\n", "zJkzqKysDOoFCZmKODePjec7sfVCDwBg5yU1fvlIPuL8dGsy2V3404k27L3SBwD4ZlkqKmfGe/qb\n", "kilB0GVoYWEhMjMzAQCLFy+WNNBUxXqdieV8LGcDPPnsLje+aL/du6ZtyAGzw3/3xkEb521cAWD7\n", "xW6YHRwAwOrkcKXHgoZeC5ycuG6Sk+H8TVWCGliO87zpCgV9fSFkOLODAxefhxMtQ3i4KM77+NLs\n", "KETr/P970avlyIm5XUaYnWyATimHw+XG7roevLi1Ht/aUo/Prg3APTVGtE87gkoEJpMJe/fuRW5u\n", "rtR5pizW+/qxnI/lbDUtg3jj83YAQFl6ON4ozwUPICdah4gx+o9G61T40QNZONkyBJ1KjntSwqFS\n", "ytFhtOMPNW0AAB7A/zvRhnkp4YjWB9cfleXzB7CfTwxBDWxVVRU6OzuRnZ2NL774QtDIro6ODhw4\n", "cAAKhQLLli1DcnLyqPteuHAB9fX1cLvdWLRoEdLS0gI+BiET4Wzb7bLA8RYjnpidhNnJBsHPT4/U\n", "Ij3SdwJ7tUKO+DA1OkyeSVaSwzXQKCfupjLP87jaa0XbkB2JBjXy4/RUJxZI0Lum1+uRnZ0NAJgz\n", "Zw6qqqq8v7NarSM+p6amBuvWrcNTTz2F48eP+z1+b28vqqqq8Pjjj+PcuXNBHYN1rNeZWM7HcrZF\n", "GZHen2+N2RcrRq/CT1bm4Mu5UXioMAbfXpIOvYjeBWLP39VeK7674zJe/6QJ39lxGZd7LKKOdyeW\n", "31+xBF3B+rNv3z6sWbPmrsf1er33Z7Xa/wQRS5cuHfHxQI5ByESYlxqO15Ylwa3SITNKi+QIzbgc\n", "NydWh3/6cva4HEusDqMdds5TA+Z44MagDTMSwiY41eQg+nvHaOWC4d1rVSphn+r79u1DaWmpqGOw\n", "ivU6E8v5WM6mUcpxb34yZiaGgeN59FudEx3pLmLPX6JBDZXCUxKQy4CUcfoQuYXl91cs0Vewo7nV\n", "8wAAZLKx6zWHDh1Cfn6+d3HFYI4xfPnfW187aHvyb5vsLlxp6YCcs2NOYa7o47UP2XGltRsGJTAv\n", "P0308TqMdrzxyTVc6raiIE6Hl+/PRuO5E5Kdj2t9Vlxp70O0Ro55OUlQyGWSnv+8OD1eW5qETiuH\n", "7PhIFMSHMfX3EYrtYIle0WDr1q0jDjrYsmUL1q5dC57nsXPnTu8EMbW1tZDL5T7Dbz///HPEx8ej\n", "qKhI0DFGwvpILtbXfmc1X7/FiXePXscn14aQEanBqytzkB4V/KrGrYM2vLynAe1GB8LUCvzLw3nI\n", "i9OP/UQ/Pr7QhreOdnq3/+nLmfhyboyoY46mqc+K7+68ApODg0IGvLU6H8WJ/m+qsfre3sJ6PslH\n", "cgWjrKwM69evB8/zWLFihffxo0ePQiaTeRvYrq4uHD58GEVFRairq4PRaMQzzzzj9xhkcuHcPM62\n", "GbGrrheFCXo8kBuDWIE3g671W/HJtSEAwPVBO45dHxTVwF4fsKHL5MAz85IgA9A2ZEdqpAY6VfA3\n", "kTQK329XYo41lnajHaabgxE4HmjotY7ZwJKJI1kDm5KSgqeffvqux1944QWf7YSEBPzwhz8M6BiT\n", "Ecuf0IC0+a71WfHjjxvA8cDnTQMIU8nxyIx4Qc9VK3xvE4gdqx+pU6FyVgIOXO1H25AdAPDylzOx\n", "PIArzqs9FrQO67I0LysOz9nlONjQjyVZkSiKF3dF7E98mKce6rx50ylDwIfNdP7bm2iiG1itNvir\n", "CTI9mB0cuGGFqBs3GzZ/7C43Oox2RGoUePHeVGy72INZiQbMTxU3VWZ+rA5DNhc2ne/yPvZZ44Dg\n", "Brah14Lv7rwCm8sN+c2v6DMTDXhyTiLWFMdBq5QLul8QrNxYHd56JB9NfVYkR2pQFE9381kWcC8C\n", "m83ms11eXj5uYaYy1vv6SZkvNVKDeSmehlGvkmNZdrTf/Z0uN/Ze7sULm+rwt1vqkaQD3q4owP+8\n", "Lw2J4eLuYKsUcsTplYgbNiqqNCNC8PM7jA7YXJ6eM24euN5vw+HDhwF4SgNSNq6A52ZvUUIYyovi\n", "MCc5XNAAhOn8tzfRBF3B/u53v8PcuXOxePFidHd348qVK7j//vulzkamiLgwNb6/PBOdRgfCNYox\n", "a6jdFif+7egNAIDTzePdUz14OyUGKoX40Uxunsem891YOyseNpcbepUioKvABIMaaoUMDo6HDEB6\n", "lBYDPVNznoArPRZ8eL4T0ToVKmbEIzVyfLtnTQeCGtiUlBTvLFrp6emTflTVRGC9ziR1vli9CrEC\n", "xtJbnRxcnBsGtQJDds/NnBi9ytsPUyy3m0e3xYEDDf2QwTPW/92qorGe5pUXq8O/rs5Hy6AdSQY1\n", "CuL1UCVNvfe2y+TAj/Y0YMDmAgD0Wpz4wbJMKMfhQ+5OrP/bEENQA3vn5NpKpWT3xsg01mdx4r1T\n", "7TjeMogX703DzvoeGFQKPLswBdpxujOvVMjx7IIU/GhPAyxON54vTUFSuPBRgjKZDAXxYSiY4rVP\n", "u8vtbVwBT+8LB8dDSRPqBUTQx5HL5fLZdjgckoSZylivM7GQ73K3Bbvqe9FrceFfP7+OdXOT8MqK\n", "HNy4cGpcX2dmogG/ryrCHx+fgTUz4kR3qxrvczfeUxMGky9Or8LTcxIBeEZvPTMvWdR8CP6w8Lcn\n", "FUGXoiUlJfjwww+Rk5ODhoYGzJo1S+pcZDoaVgWwczyMNk6yWZuSwjXgeR7dZieMDg7xflYeCJUb\n", "gzZsONeJXrMLX5uXNKHj/XVqBZ6YnYDFmZFQKWSClr8hdxM8kstms6GtrQ3JycnQ6dg72ayP5CJj\n", "67c48eczHThwtQ+l6RF4vjQVCQZpGj6e53G8ZQg//6QJKoUMrzyQjTkpE7daMufm8eanTTjUOADA\n", "09/3nbWFSBrWa8Jod+FKjwVWpxt5sXokBlDaIMELyUgurVaLnJycoF6EECGi9Sq8UJqCp+YmIkyl\n", "kOwrKQB0m51442ATbC43bC7grc+v4zePFiByjEmypeJyu70DHwBP32G7y3cipf1X+vDOsVYAQEmS\n", "AT9+IAvRusk9CdJUJ6gGu2XLFqlzTHms15lYyadVKRAfpvZpXKXIJpMBymHlB5VcFnQf1vHIp1Eq\n", "8Oz8FKhuZlp3TxIShpUtbE4O+4at33W+w4RBq+uu40iVT0qs5xNDUAN755SEu3fvliQMIaESH6bG\n", "qytykByuRnqUBv+4PBMRmontHTMvLRy/W1uI31UW4vGSBOiGfchoVQrcm3l7cu/saC3CtXRLn3WC\n", "arA7duxAWVkZEhISAIw+g9ZEohosGY2Tc2PI5oJWKUfYHY3ooNUJmVw24Y2rEANWJy52mmF2ujEj\n", "QY+0SBqmHgqS12DNZjN+9atfeRuwuro65hpYQkZidXDYVd+Lv5ztQE6MDt9eku7TMEVolZIPbx0v\n", "UToVFmdFTXSMcdFtcuCThn409lnxSFEsSpIMk+Z9CISgEoFOp8Mbb7yBJ554Ak888QRKSkqkzjXl\n", "sF5nYjmfmGxN/Ta8e7wVRjuHL9pN+ORqPwDPVe3R5kG8vKcBfz7djh5z8H27A8lndXLotTjgdLnR\n", "MmjDr6uv46f7r+HKOK9zFWy+UDnY2I8/nWjDwYZ+vLynAU39trGfNAkJuoK98/J49uzZkoQhZLy5\n", "4VsB425WxK71WfHa/ka4eeBUqxExehUeLoob6RDjpsNoxx+Ot+FchwmrZ8QCPLCrrhcAUNtpwr9V\n", "FiKOgf64odDcf3uxVAfHw+Lk/Ow9eQm6gjUYfCf0pe5agWN9vDXL+YLJNmB1omXAhni9Ct+YnwyN\n", "QobCeD1W5HmmJbQ43HAPa3s7TcFfwQrNd7rViM+bBjBoc+H9M50wDKv79ltdcHDSTBrD4nv7UGGc\n", "d6LyRRkRSBE5SxqrBFf2m5qa0NXVhXnz5uH69evUyBJmdRjt+JdD13G+w4SSJAO+vzQdK/JjoFXK\n", "EaH1/MmnR2lQmhaOmhtGhGsU+FIIapuc27cBjdWrIJd5pj18dkEyYvXs32gbL7OSDPhtZSHMDg7J\n", "4RpEC5gIaDISdAV77NgxtLW14caNG1AqlTSbVhBYrIMNx3K+4dl6zA409Fr81kwvd1twvsMEwNNf\n", "tL7HigSD2tu4AkBsmBovLc3Ebx8txG8eLRC1LtetfJybh83PV935aRGYnRQGpVyGR2fGYXayAb9b\n", "W4jfVhaisjgeGolmUmH1vc2M1qE40YALp6dueyLoI7OtrQ1VVVXYunUrACAsbGrPJETY1DZkx8/2\n", "X8PVPiuyo7V4ZUU2UkfoqqS+YxLq0Saljtarxu3KqXXQhv8+3YGWARuemZ+MhWkRd82jkBKhwasr\n", "cmBxcYjQKKFTKRBz8/XNDg4XOj0fClnROtFL4xA2CLqCVSjozRaLxTrYcCznu5Xtao8FV/s8N0eu\n", "9dtGvfNeFK/HunsSkR6pwbp7EiVdI+tWvh2XevBJQz+u9Frx2r5GnGs3ob7bDNcdZYFwrRKJBt9F\n", "Fp0uN3Zc6sZ3dlzBd3Zcwc5LPXDeMUxWbD6WsZ5PDEENrNVqhdPpBAA4nc67RnYREgp3zk1wa7ux\n", "14ojTQO42msBz/OI0qnwtXuS8es1BfjaPZ5p9iwOae9S91qc3p85HrjQacK3t1/G2TbjmM8dsLvw\n", "wdnby36vP9uBAbuwYbCEbYIa2FWrVuH9999HXV0dtm/fjpUrV0qda8phtQ52C8v5bmUrjNfjW/em\n", "ojghDH+7KBVF8WE3FyG8jJ/sv4bvbL+M2g4T3DwPhVyGcI0SrUN2/GRfI/5hx2WcaBkKaK5Vzu1G\n", "bYcRu+t6sLW2E92j9DQ4fPgwHi9JQLjG0+CXF8SgvtsCN+9ZUHEsWqUc2TG3Z6ibkxSGLpMDH57v\n", "xPHrgzCL/HBg+b0F2M8nhqAabExMDL7xjW9IHIUQ/8I1SlTOTMAjRXHe9bnOthlhcXq+Udk5Hl+0\n", "m2DneCxIi4Cb5/HeqXacvOG5ivzJvka8W1WENAFLXQNATcsQXv+kCS43j2cXpKCmZXDE5cZ5nkdh\n", "fBh+V1mIPosL68+243iL5zXLMiLQZXLAoB59drBwjRLfXZrhHQSxIC0cP9h11dtt67WVOT7zEFgc\n", "HC73WGB1csiJoWkLWSa4X8jFixfR0NCAwsJCFBQUSJlpSmK9zsRyvjuzDV/8MN6g9nZ1ksEzj+qG\n", "c5245+bcrkPDlj1xunk43XdfwZrsLtg5N6K0Ku+NqQGbE+8cbfU2cv99uh3/sCTdb77EcA0SwzX4\n", "2vxkFCcaUBCvxydX+/DGwSaUpUfim4tSkGAYub9neqQWX5+fDAA4eWPIp09sQ6/Fp4H9tLEfv65u\n", "AQDMStTjxw/keG+W+cvHKtbziSGoRLBv3z6YTCY8+OCDGBgYwKeffipxLEKEyY/T443yXDw9JxHf\n", "ujcNu+t7kR2jg0Iug0Iuw7MLU2C4eeX4t2UpSInwvdq7PmDFjz9uxN9trse+K33eOViVMpnPnXyd\n", "SoGMKB2a+q34w/FWrD/bgfZh87cOVxAXhqfmJsHmcmPvlX44OB6fNw3gUpew4bDJ4WokhHkaTIUM\n", "mDtsInAn58bey7enLazttKDf6rzrGIQNghrYgYEBlJaWQq1Wo7S0FL29vVLnmnJYrzOxnM9fNqVc\n", "hntSI3BvZiQudZmxJCsSa2fe/ho/IyEMv19bhP/3xAw8PCPO29fU4uBwts2I061G3JMajiG7Zx2w\n", "lgHPmHiDRomXlmVgRoIeubE6/Oj+LMTrlXh1byM2nu/Cf5xsx3+cbIODc4+a787JS4TOZZIaqcWb\n", "D+fhp6ty8PaaAp+lY1QKOcrSI7zbKRFqn5nAbC4OR5oG8K+fXcfBhj6YHRzT7y3A9t+eWIJKBCrV\n", "yF8/hoaGEBERMeLvCAmlrGgtvr8sc8Q1vBJGqFFWNw3gl59d9z539Yw4bL/Y43MTLC9Wj39+KA9u\n", "3tNjoXXQhnbj7Rtd3SYHekwOhMenjJipME6Pihlx+LSxH2XpEVAr5Hj9k2v4ck405qdFjNo/FwDS\n", "IrWjTkdYXhSL9CgtjA4OsxLDED9sWZ3L3Vb8ZP81AMCey714ozx31Ncg0hN0BWuxWNDT0wMA6Onp\n", "wa0pZA8ePChdsimG9ToTy/n8ZXNybhxq7Md3d17Bbw63oMM48tf24Xiex/6rt79mN/XbEKNT4u8W\n", "pSLjjhtg2mFL10TrVN6r4zi9Co/OTMD/3H4Zb56yeAcJDBejV+F/lKXg3aoirMqPxSt7G3GocQA/\n", "2X8NV3uDnz0rWqfCkuwoPFToaWiHG7yjXNBvdTH93gJs/+2JJegKtqOjA3/84x+RmpqK1tZWZGVl\n", "YePGjairq8Ojjz4qdUZCRnWtz4aff9IEHsDVXiuSIzR48uZy06ORyWRYnBmJs22eRjEpXI3FWVFI\n", "DddA5eeqUq9W4Gv3JOFL2VFQy2X43q6rsLncADi89dl1/HpNwV0Td2uUCmiUChxrHvR53GiTpl9u\n", "VowOCWEqdJmdiNIpkRfL3gKl04mgBnbp0qVYsGDBXY+fPHly3ANNVdXV1Ux/UrOcz182u8t3QsI+\n", "i7AbPvfnRiMpXAOjzYWihLC7rgRH0jpow4VOM3QqOTKjtBhejZDJfFYdv8vMJAOitEoM2FzIjtYi\n", "I1qa1QjSo7T4l0fy0W12IlavRGqklun3FmD7b08sQQ3sSI3rrcf379+PFStWjGsoMrVwbh5ftBux\n", "7UI38uP0eLAg1qduKEZGtBYPFcZgd30fYnRKrCqIEfS8CK0KizI8XZ/MDg7N/VboVIpRlwnvszjx\n", "0wNNaLw5VPfJ2Yn42YM5+NmBJqgVcnxvaSbC/Sw7kx2jw68q8jFocyEuTC3ZcuQAkByhQXLE1Jz+\n", "b7IRtCaXP6ysz0VrcrGrsdeKv99W7x2X/82yVDxWkjBuxzfZXei1OP02kKMx2lx470w7tl3oQZRO\n", "iZ8/mDvizFrX+214ftMl73ZWtBa/riiAzeWG3cXh5A0jjl0fwoMFMSjNiIBWopmxSOiJWZNL0E0u\n", "QsQwOzmfSU9aB8d3eRCDRonMaF1QV4UtgzZsu+C5gTtgdWHnpZ4R94vUKbEg7XZ/1AcLYqBTyRGj\n", "V6Gh14rfHLmBEzeG8LNPmtDQYx3xGGT6oQY2RFjv6ydlvtQIDRbfHImkV8mxsiA2oOdLmU2tlPvU\n", "UkebvjBSq8Q/LMnAayuz8c8P5eHBglhvP9e2frPPvkaJJ5YJ1HT+25to02cKdTJhYvQqfHtJOp6a\n", "k4gwtULQDaVQyYzS4kf3Z+EvZzuRE63DqvzRa7gJhpFrp/lRCkTrlOi3ulAYr0e2RDewyORDNVgy\n", "qbUO2lDbYYZWJcesxDDEBrlooNXJQa2QjzhQocNoR3O/DeEaBXJj9SMOEGgfsmPI7kKsXjVtFi6c\n", "LsTUYEVfwU7FtczJ5NBvdeL1A03eSbgfmxWP50tTR2wkxzJ8Auzhus0O/OzANVy+WVd9ZUU2loyw\n", "fldyhAbJoDv3xJegGmxXV9eovwu2ZZ9uWK8zjXc+J+fGjQEb2obsEPkladRsJjvnbVwBoObGEKzj\n", "vPxzj9npbVwBYP+Vu+fhmE7vbafRgS21XXjvVLvP0ttisH7+xBDUwP7Xf/0XBgcHR/zdnUt6B8vt\n", "doPj2Lo5QILj5Nz45Go/nvvwEv7Hpks43Tr2rP7BiNQqfSY+KS+IHXXO1eBfQ4Eo3e0vevNSp+/c\n", "Gy7OjT+facc7x1rx5zMdeGVvo9/FJ4nAGuxf/vIXxMTEwGg0YuHChcjKyhrzwB0dHThw4AAUCgWW\n", "LVuG5OTkUffds2cPGhsbUVlZiZSU2xNn7Nixw9vo5ubmoqSkZNRjUA2WHe1Ddjy78SJu9cxKi9Tg\n", "7YoChGvH/55qj9mBKz0WaJQKFMTqYAjwNcwODufaTWgesGJOcjiK4vV3lb2u9Vlxrt2E2DAVShLD\n", "EKmbmktMj8XkcOE726+geeB2N7s/PT6DqZuWUpC8Bvv4449DrVbD7Xbj5MmTOHToEL7+9a/7fU5N\n", "TQ3WrVvA25D1AAAgAElEQVQHYOwbYeXl5bh48eJdj2u1WlqeZhJSyj1zqRrtng/HCI0CSoU0tfq4\n", "MLWom0rn2o14dZ9n9imVogP/d00BcmN9Bxpkx+h8lnSZrsJUCjxekoC3PvfMQvZQQQyiddQRyR9B\n", "JYKhoSEAQF9fH27cuIGoqLuL/HfS62//karVwf0D4DgOmzdvxqZNm3D69OmgjsEK1utM45kv3qDG\n", "T1floDBej3tSDPj2koxRbyKNdzaLg8Px64NYf7YDFzpN4EZYwWC4ht7bV2NOjke/NfDFBkPx3g7Z\n", "XDjTasSZViOMtsAyjlc+mUyG5blReHtNAX7xcJ5nMnM/w4OFYv3fhhiCzs4HH3yAuLg4xMXFYfXq\n", "1YIazOGVh9Hmkx1LeXm59+fdu3cHdQwSvCs9Fmy90IVYvRrlhbFICWB8e3GiAb98OA9yucxniRep\n", "Xeg043/vbQTguZJ+uyIf+fFho+5/T6oB68/K4HTzSDSokMzg+lZ2F4e/ftGJjec9N5ufnpuIr85N\n", "8jufrFQ0SoXPBODEP0ENbFhYGJ588smAumQNv2E1Hl25hDTSw2flufWpyMr2ZMv3xZVm/Oz4EAZv\n", "Xi11GW0ojzFi7tw5Ic+3ZMkSQfsrFAq0GnK8/z8uN4++m1ekoz1/8X334e01Bbje1Y9olRsapRyf\n", "X+uH0WxFisaJufmZoz5fqVQiuXAOwnLm4MyVZli6buC+++4b9///QRuHHcOG8G6/2IN5EXYYu1rH\n", "9fxN1Dbr+cQQdJPL4XAE/DV/y5YtWLt2LXiex86dO1FRUQEAqK2thVwuR3Fxsc/+Fy9eRFRUlM9N\n", "rubmZmRmev7Ad+7cidWrV4/6enSTa3w191vxwqY673ZerA7/ujofWhFf9UPhUpcZ3/voCpwcj1i9\n", "Cr94OE/wTRi7y43fH7uBj+o8XbEWpIXjn5Zn3XVzrt/qhAyeLlzf33UVZgeHhDAV3nwoT/CKtYEw\n", "2V346YEmnGnz9MYoTY/Ay1/OGvceE2Rkkt/kUqvVaGpqQldXF+bNm4fr168jJyfH73PKysqwfv16\n", "8DzvM53h0aNHIZPJfBrY/fv3o7GxEVqtFllZWVi6dCkATwNbU1MDAJg7d27A/3MsYX3OyzvzxYWp\n", "UTUrHptruyGXAV+blzRujWuv2YHLPVYoZEBBvB5RY9yVD+TcFcXr8X/XFKDP4kJyhHrUZVdGYnFy\n", "OHr9dnfE061GmJ2cTwP7RZsRvzjUDLVCjkeL42C+Oe9Al9mJ5gGbJA2sQaPEPyxJx8kbQ5DJgPmp\n", "EQE1rpPtb28qEdTAHjt2DG63Gx0dHSgtLcXx48fHbGBTUlLw9NNP3/X4Cy+8cNdjo80ne6uhJaEX\n", "plZg3T1JWJYTDbVChqzo8bmLbnFw+OOJNhy42g8AeLwkAd+Ynwz1ONQT7S43Lneb0W12IjN69DWt\n", "RmNQKfBAboy31vml7CjvirSAp0vYTw9cw9DN3hHyYaUvGSDpHfXkCA0qiuPH3pEwRdBfRFtbG6qq\n", "qrB161YAnposCQzrn9Aj5QvXKDEjYXwaDSfnhlwmg9HuwsGGfu/j+6/24fGSBMT4aWCFnrsLnSb8\n", "cHcDAM+sXb+qKAioe5VKKcfjsxMwO9kAjudREKe/6y758E4JtZ1GvPzlLFzqMmNhegTyR5hHlgWT\n", "8W9vqhD0r0ehoFoPCV5dlxn/frwVepUCz5elYEFqOGpueOqJZekRCFMHd/XabXKgz+JZeyoxXIP6\n", "7tsLCVqcbvSYHd4Glud5XO2x4MagHYnhGhTE66EcYc6CaJ0KZTdXOrhTXJgaP7o/Cz8/2ASFTIbV\n", "MzyN8fLc6KDyk6lPUANrtVrhdHrWOnI6nXC73ZKGmopYrzNJla/H7MArexsxcLM3gtnpwktLM3F/\n", "twUKuQzFiWHQjDH7/0jZ2gZteG3/NVzrtyEhTIWfP5SLGQlhkAHgAYRrfFc3aOi14rs7r8DO8ZDL\n", "gLdW52NmYuDDvOenReDdqiLIAO/MXdP1vR0vrOcTQ1ADu2rVKrz//vvo6OgAx3E+/VMJ8cfJ8Riy\n", "3+4Y3291IUKjxP15wtbOGk1jvw3X+j2DBLrMTtR3WbA8Jxr/ujofPRYn0iM1yBxWN+4wOWDnPN/v\n", "3TzQMmALqoEFQNMREsEENbAxMTH4xje+IXGUqY31T2ip8sWFqfDt+9Lx6+oWKOUyfPu+dJxpM6K6\n", "aQCl6RFYnBmFsJs3ktw873PjyF825R37RWiVUCnlmJk0cqMZrVNCo5B5r2BH67pV323Gp439SI3Q\n", "4N6MKMSGjd3/ejq+tzYnh6u9VpgcHLKjtUgMD36qRtbPnxhB3cHYs2cPXcUSQVQKOVbkxaA4MQwK\n", "uQw9Zide/6QJAHCocQA/L/eMntp4rgvdZifW3ZOI4jGuLDuMdmy/2IWvz0/G+Q4TZiWGIT/+7htM\n", "/VYn+ixOuN08flt9Hc8uSIHLzaMwQY/CEUZ3tQzY8INdV2FxekpgZocbT85JFH8SpqAjzYN489Nm\n", "AMCMBD1eeSA76MnOpzK/Dezrr7+OGTNmYHBwEJcvX8asWbNw7tw5ZGdnhyrflMF6nUnKfCql3Pt1\n", "vbHXdw5Rt5vHe6fbcbBhAICnJ8A7a4t8lp2+M5vLzeNUqwlXem1Ii9TgfIcZVbN8V6ntMTvw1mfX\n", "carViFi9Cl+ZnYB3jrUCAN4ozx3xBpfZwXkbV8Bzc06I0c6d1cnB4uBg0CgnZFjrLeP93vI8j48v\n", "354X91KXBb0WV9ANLOv/NsTw+65/7WtfQ1VVFfR6PX72s59h3bp1eP311xERMX3nxCTi5MTqkBLh\n", "+YcYp1chNVKDtqHbc4panG44OP83URPC1Pj7xWkYtLlwtceCp+Yk3tXxvq7LjFM356HttTjRZXIg\n", "TK2ADPCWJO46rkGN+TdXjlXIgEdmxAX7v4lukwO/PXID39xch/842YYBqzPoY7FGJpNhYdrtNiBe\n", "r0KklnoajcTvFeytYaoqlcrbVUupVPrMlEWEYf0TOlT50iK1ePOhvJvdq1RIidDg6/OT8ereRjjd\n", "PNbdk4j4O66E7symVsrxYEEs5qSEQykDUu4YUHC934oOk2+DlhyhwdxkA1YVxCA3duS+sTF6FV76\n", "UgZaB+0IUysE96Ed6dxd7DRj35U+AMDm2m7ckxI+avcvqUnx3q7Ij0FSuAYDVidKkg1Ugx2FoBqs\n", "zea7jr3JZJIkDJkeksI1SBr2D3JeajjeWVsEB+dGcoRG0DBQtVKOjFFuVA3YOHzW2I9vLEjGiZYh\n", "FMXrcV9WFNYIGAkldn7ZW7g7pvgYbdZEzs2jtsOEw02DKIjXoTQ9AhFa9if0jtKpsCR77GlLpztB\n", "haG5c+figw8+wOnTp7F+/fpJPy/ARGB9zsuJzCeXyZARrUVenH7Er++BZksKV8HJ8dh2oRtapRxL\n", "sqMQq5eu0Rop38xEAxalR0All2FVfgwKRhnl1dhnxQ93X8XWi934xaHrONM2/hcv9Lc3cQRdwRYX\n", "FyM7Oxutra2orKyETkezu083JrsLDX1WcG4eOTG6MSdomUgJBg1eXZmNG4N2RNxcajvUEsPV+Mfl\n", "mTA7OIRrlKNelQ/aXOCGXd22DNhG3I9MToKmK/Rn//79o07WEko0XaF0XG4em8934Y8n2gAAFTPi\n", "8NzCFJoubxx0GO14dW8jrvXboFXK8YuH81BEE1ozRfLpCv2heqz07C5uzOGkUjLaXNh6odu7vfNS\n", "D56YnUAN7DhICtfg/6zKQYfRgUitElm09teUMnGd86aZYOpMgzYn/vpFJ17aeRWbznf6DDkdb/7y\n", "6dVylCTf7vxfEK+HLoT9OsXW6Oq6zPiXQ8348+l2dBjtMNo961udvnF7xYaJzJcYrsGclHDJGlfW\n", "a5ys5xODloRkWF2XBX+6+bX8co8FGVE6LEwPfR9kjVKBZxckY3ayAQ6XG6XpEZNm6erWQRt+uHv4\n", "6CwOyeEa/PboDQDA2pnx+MaCZEGLMlqdHI42D+LTxn6UpUdiaXaUJEuRk6mD/jpCJJi+fhYn57Nt\n", "vWN7PI2VLylcg0eKgu/rKIaYfpJWp9tndNbVXivahuze7Z2XelBVEi+oga3vtniHhx67PoT4MBVK\n", "MyKZ78dJ+SYONbAMK4wPQ16MDlf7rCiM1yOP0QmdWZZgUOE7S9LRa3FCq5IjL0aHPZf7vL+fkaCH\n", "XmB923hHiWbQLt0HHpkaRBfSxmPF2OkgmDpTSoQGPy3PwbtVRXhtZU5Ay2YHiuU6mJhsTg7Yd6UP\n", "753uwL8fb8OAncOzC5Lx7fvS8PeL0/DdpZmCv+bnxOiREeV5DxLCVCiI04nOFwqUb+KIvoINtvsC\n", "ESZWr8YEdOOcMnotTtR23p60ZXddD5Zl5+GRGYGvb5UaqcHPy/O8qygkiRgeSqYH0f1gWUH9YMlI\n", "2ofs+M6Oy+izer7eP7cwhaYgJAGRvB/sp59+etdjer0e8+bNg1JJZVwijdEm4A5EcoQGbzyUh9Ot\n", "RsSGqTAnObhVDAgJht8a7GuvvYa2tja0t7dj9uzZPv/Fx8djw4YNoco56bFeZ2Ip36DNiS21XfjH\n", "j65iT30PTn1xXtTxsmN0eKwkActzosHzwOGmARxq7Een0TH2kwVg6dyNhPJNHL+Xn6+++ioAQKfT\n", "ISbGdw2lmJgYnDt3TrpkZNq61Gn2To59rsOEV5YmjctxnS43/nquE1tqPaPSFqSF45+WZ1FfViIZ\n", "Ub0Ipkj5NiRY7+vHQj43z6O53wo34DOhM9S3RzjZXRwudJpw8sYQesyBXYGanRyqrw14t0/eMMLk\n", "EN/VioVz5w/lmziCPrrvvffeER9ftGjRuIYh09vpVqN34u2HCmMwPzUcQzYXcocNIf382gB+ceg6\n", "AGBRegReWpqJSJ2wK9AwtQJfzo3GhnNdnudnRMKgofkUiHQEXcEmJo581zUpaXy+uk0HrNeZJjqf\n", "g3PjvVPtcN6cmXp3fR++ek8SXluVg4ZzJ7z7bLvY433OsZYh9FqEL8WiUsjxWEkC/s/KbLzyQDb+\n", "fnEawjXiywMTfe7GQvkmTkAlApfLddfqBoSMB6VchrRhS7+EqRWI1at8VhdQK+SYm3K7F0BCmCrg\n", "K9BonQqLMqOwJDsKCQZaBZVIy28/2NraWtTW1sLpdKKkpAQXLlxAWFgYUlJSUFpaGsqcY6J+sJNf\n", "25AdW2q70GVy4Km5SZgxwryoPWYHTrcaMWB1ojQjElnRNL0fkZZk/WAvXbqEp556Cm63G2+++SZe\n", "fvllAMDmzZuZa2DJ5JcSocGLi9P97hMXpsaqgtgQJSJEHL8lgluDCORyOeLibi9hLJfTNLKBYr3O\n", "xHI+lrMBlE8s1vOJ4fcKNjw8HJ9++ilMJhMiIyNx8OBBJCQkeJfwJtIz2lxo7LdCBhlyYrQwjMNN\n", "GUJIaIw5F0F7ezs0Gg1iYmLQ2NgIk8mE2bNnhyqfYFOxBmt3cfjzmQ789QtPt6Kvz0/CV0oSoQrh\n", "agKETHeSzkWQnJzs/TknJyeoFyHBGbRx2Fx7ey2sLbXdKC+IRayS7n6z6FKXGaduDCE9Sot7UsIR\n", "QSPEpj3Bl0JOpxNdXV1wu90wGo1SZpqSgqkz6ZRyFA6bZLsoPkzQzPvBYLkOxnI2wJPvWp8VP9h1\n", "Fe+d7sDrnzThxI2hiY7lNRnO31QlqIFtbGzEtm3bsHfvXgDAjh07JA1FPMK1Sry0NAMvlKbgbxel\n", "4luLU2klV0YN2lywuW4vTXOlxzKBaQgrBDWwJ0+exOOPPw6DwQC5XA6DgaZ8C1Sw461TI7V4YnYi\n", "qmYlICVCO/YTgsTyeHCWswGefEnhamTdXO1AKZdhcWbkBKe6bTKcv6lKUJFIq5XuH/YtbrcbPM9T\n", "DwVG3Bi0oXXQjhi9CrmxOtHzsk51SeEavLYqF61DdkRqlciRaAluMrkIuoK1Wq0+2y7X2GvJd3R0\n", "4P3338cHH3yA9vZ2v/vu2bMHv//979HZ2Rn0MVjHep1peL7WQRt+sOsq/vfeRnx7+2Vc6jL7eab0\n", "Jsu5S47QYEFaBPLj9FDI2flAmiznbyoS1MDOnTsXf/7zn9HW1oZNmzZh4cKFYz6npqYG69atw1NP\n", "PYXjx4/73be8vBzLly8XdQwyftqGHOg2eyZRcbl5fNFumuBEhExOgkoEhYWFSE9PR2dnJ9LS0qBS\n", "qcZ8jl5/++63Wh1ct6LxOAYrWK8zDc8Xo1dCpZDByXm6SOdINN5/0OZCY68FcrkMuTG6UQdRTKZz\n", "xyLKN3EEd9TT6/XIzs4WfODh4xeENMhSHYMELidGh18+ko8LnSZkRGoxM2n8b2paHRz+fKYd2y54\n", "ph/8/xYk47GSBKgUNIjiFquTw/UBG+QAMqJ10NAAk0lHUAO7a9culJSUgOM4HDlyBKWlpcjLy/P7\n", "HI67PVO8LMgbJIEeo7q62vtpeKuuw8r2O++8g5KSEmbyjJRvzpw5WLx4MWQyGXovn0GqQoHSknsl\n", "eb3L11ux42Ivbtl6sRtFWjPmFuXetf/wGh0r50vqfCdPncEVxOE/zng+gL5VmoBURzsWLljARD7W\n", "z994bwdL0LLdW7duxZo1a7B9+3ZUVlZiw4YN+MpXvuL3OVu2bMHatWvB8zx27tyJiooKAJ4pEOVy\n", "OYqLi332v3jxIqKiopCSkjLmMUbC+lDZ4Y0/i2pOnIQ6tRAHG/pREKfH4qxIROuk+9YwZHPhx3sb\n", "UNfl6S+6NDsK31uaAe0IAylYP3dS5OsyOvDsxoveCcijdEq8s7YQsfrAS2XT8fyNJ8mX7ZbL5ZDL\n", "5d7uWhqNZsznlJWVYf369eB5HitWrPA+fvToUchkMp8Gdv/+/WhsbIRWq0VWVhaWLl3q9xiTEct/\n", "QAAQnV2M/7WtHhwP7K7vhVopw8r84KYFHLK7UNdlhtHOoSBOj/Sou7v5RWiV+MGyTBxvGYJaIcOC\n", "tIgRG1eA/XMnRT61UobkCDWuD9gBAOkRGmiCLJ9Mx/PHCkENrMPhgMlk8jawQhY7TElJwdNPP33X\n", "4y+88MJdj43WeI52DDL+jHYXuGFv641Be9DH+rShH789cgMAkBKhxi8ezkOC4e4P5dRILaoipe9j\n", "PRlF6VT48f3Z2HKhG2qFDGuK42kmtUlI0EdiSkoKtm7dikWLFqG2thaNjY1S55pyWO/rJzP1ojDe\n", "02tDq5RjUUZwI5F4nkd10+2VW9uGHBiwilu5lfVzJ1W+rBgdvvOlDLy4OH3EbwFCTdfzxwJBH4mL\n", "Fy/G4sWLAQBFRUVj3uAik4+5uxWvPFCKDqMDEVoFMoPsmiWTyXB/bjTOtnn6zmbHaBGjpysvMj0J\n", "usk1GbB+k2s6MTs4XO42w+TgkBurR0rE2DV7Qlgl5iZXUFXzPXv2BPViZHoIUytwT2oEvpQdTY0r\n", "mdYENbB79+7Fhg0b8MYbb2D9+vU4c+aM1LmmHNbrTCznYzkbQPnEYj2fGIIaWJPJhK985SuYOXMm\n", "nn76aeTn50udixBCJj1BDeytUVRut2dC4VurzRLhWO/rx3I+lrMBlE8s1vOJIaiBvTU9oUKhwNDQ\n", "EJxOp6ShCCFkKhDUwD722GMAgFWrVuHAgQN3DXMlY2O9zsRyPpazAZRPLNbziSF4qCzgGSK7du1a\n", "SQMRQshUEVQ/2M8++8w7XwArqB8sIUQKkk/2Ul1djfb2du96WZcuXWKugSWEENYIqsH29vbiiSee\n", "QFVVFaqqqvDcc89JnWvKYb3OxHI+lrMBlE8s1vOJEdRIrri4uPHOQQghU47fGuzFixcBAMePH0d6\n", "erp3MuwjR47g+eefD01CgagGSwiRgmRzEdy6dC8rK/NZaYAQQsjY/DawX/3qV1FcXOzt99rQ0ACF\n", "QoG/+Zu/CUm4qYT1OhPL+VjOBlA+sVjPJ4bfBtZg8Kwmum/fPphMJjz44IMYGhrCkSNHQhKOEEIm\n", "M0E3uQYGBlBaWgq1Wo2FCxeit7d37CcRH6yPt2Y5H8vZAMonFuv5xBDUwKpUI68uOjQ0NK5hCCFk\n", "KhHUwFosFvT0eNZn7+np8S56ePDgQemSTTGs15lYzsdyNoDyicV6PjEEjeTq6OjAH//4R6SmpqK1\n", "tRVZWVnYuHEj6urq8Oijj0qdkRBCJiVBcxGcPHkSCxYsEPz4RKB+sIQQKUi+JtdojSgrjSshhLAo\n", "qKGyJHCs15lYzsdyNoDyicV6PjGogSWEEIkENR8si6gGSwiRguQ1WEIIIYGjBjZEWK8zSZGvz+JE\n", "n0X8ApkTfe7ahuz4w/FWvPHJNdR3m+/6/UTnGwvlmzi0/jaRxBdtRvzzp82QyYAfLs9ESXL4REcK\n", "ipvn8f6ZDuy70gcAONlqxL9VFiIpXDPBychkQFewIcL6eOvxzNdrceDnB5vQY3Gi2+zEm582o1/E\n", "lexEnjsn50Zzv827bbRzsDndPvtMp/dWCqznE4MaWOJldXI42NCHV/Y24KNLPRiyu4I7EA8Mv3Pq\n", "vmN7MtEoFfjavCQoZJ7tqlnxiDeoJzYUmTSogQ0R1utM1dXVuNxjwRsHm3Hs+hDePtyCS5131xuF\n", "iA1T4+XlWYjSKRGtU+KHyzMRox95wiCh2SbSwrQI/G5tEX6zpgDr7klCmFrh8/uJzjcWyjdxqAZL\n", "vIw2zmd7wBrkFSyAuanheKeyEJABsfrJfcWnkMuQHaOb6BhkEqJ+sMSrbdCGV/c1onnAjji9Cm88\n", "lIvMaGpYyPQmph8sXcESr5RILV4vz0OvxYkorRLJEXSnnBAxqAYbIqzXmW7lSzCoMSMhjKnGdbKc\n", "O1ZRvolDDSwhhEiEarCEEOIHkzXYjo4OHDhwAAqFAsuWLUNycnLA++7YsQMc57mznZubi5KSEqni\n", "EkLIuJOsRFBTU4N169bhqaeewvHjx4PaV6vVorKyEpWVlZO+cWW9zsRyPpazAZRPLNbziSHZFaxe\n", "r/f+rFb77wc52r4cx2Hz5s3geR7Z2dlUAiCETCqSNbDDS7ujLfs91r7l5eXen3fv3j2O6UKP9fHW\n", "LOdjORtA+cRiPZ8YkpUIbtVOAUAmk4ned6xGGvD9qlFdXU3btE3btD0u28GSrBfBli1bsHbtWvA8\n", "j507d6KiogIAUFtbC7lcjuLi4jH3bW5uRmZmJgBg586dWL169aivx3ovgurqaqY/qVnOx3I2gPKJ\n", "xXo+JnsRlJWVYf369eB5HitWrPA+fvToUchkMp8GdrR9m5ubUVNTAwCYO3euVFEJIUQS1A+WEEL8\n", "oDW5CCGEQdTAhsh4FMylxHI+lrMBlE8s1vOJQQ0sIYRIhGqwhBDiB9VgCSGEQdTAhkggdaaWQRs+\n", "v9aP2g4TbC5u7CeMA5brYCxnAyifWKznE4NWNGBM+5AdL+++ik6TZ5nr11bm4N7MyAlORQgJBl3B\n", "hojQkSrdZqe3cQWAY9cHpYrkg+WRNKxkG7A6caZ1COfbjTA7bn+zYCXfaCjfxKErWMbE6pWI1Cox\n", "aPOs6Do3xTDBiQgAmB0c/ut0Oz661AsA+GZZKipnxkMh9z/PBpne6Ao2RITWmVIjtfjFw3n43tIM\n", "/Lw8F6XpoSkPsFwHYyHboM3lbVwBYOuFbhjtng9BFvL5Q/kmDl3BMig7RofsGFoumyV6lRy5MTo0\n", "9FkBALOSwqBT0fUJ8Y/6wTLiWp8Vdd0WxOiUKE4MQ7iGPvtY0zJgw/GWQWiVcixIi0BSODsr7xLp\n", "MDmbFhGubciGH+6+in6r5yvnS1/KwIOFsSPu6+TcuNxjQZ/FiYwoLTKj6Uo3VNKjtEiP0k50DDKJ\n", "0HecEPFXZxqwuryNKwCcah0add/aTjO+u+MKfnqgCd/fdRU3BmyS55toLGcDKJ9YrOcTgxpYBsTp\n", "VciIuv11c2l29Kj7nmsz4lZNZ8DqQqfJIXE6QkiwqAbLiNZBG5oHbIjQKJEXp4NWqRhxv5qWQfz4\n", "40YAnhsvb68poDIBIRKiGuwUkBqpRWrk2PW92UkG/PNDeeixOJAdrZvUjWvLgA17LvdCBuDBgliq\n", "b5Iph0oEITJedSatSoF7UsOxMj8WeXH6sZ8gUKjrYEabC7841IyN57qw4VwXfvX5dW+/0onOFijK\n", "Jw7r+cSgBpZMCJvLjeb+2zfomvptsLvcE5iIkPFHNVgyIZwuN7Ze7MYfatoAeIaerimOg0pBn/mE\n", "LVSDJZOOSinH6qI4zEoMA2QyZEVrqXElUw79RYcI63WmicinUyswI9GAGQlh0KlG7jUB0LkTi/JN\n", "HGpgCSFEIlSDJYQQP2hNLkIIYRA1sCHCep2J5XwsZwMon1is5xODGlhCCJEI1WAJIcQPqsESQgiD\n", "qIENEdbrTCznYzkbQPnEYj2fGNTAEkKIRKgGSwghflANlhBCGEQNbIiwXmdiOR/L2QDKJxbr+cSg\n", "BpYQQiRCNVhCCPGDarCEEMIgamBDhPU6E8v5WM4GUD6xWM8nhmQrGnR0dODAgQNQKBRYtmwZkpOT\n", "A943kGMQQghrJKvBbt++HWvWrAEAbN26FZWVlQHvG8gxqAZLCJECkzVYvf72ktJqtTqofQM5BiGE\n", "sEayBnb4hbFKpQpq30COwTrW60ws52M5G0D5xGI9nxiS1WA5jvP+LJPJgto3kGNERUXh9OnTgcYM\n", "Gb1eT/mCxHI2gPKJxXq+qKiooJ8rWQNrtVoBeK5Cb/0MALW1tZDL5SguLh5z39EeH8n8+fPHLTsh\n", "hIwHyRrYsrIyrF+/HjzPY8WKFd7Hjx49CplM5tPAjrbvaI8TQshkMGVGchFCCGtooAEhhEiEGlhC\n", "CJHItGlg3W63T68E4h+dL0LEk+wml5QCHUK7Z88eNDY2orKyEikpKROeaSKGAAfymqE4X2LyXbhw\n", "AfX19XC73Vi0aBHS0tKYyXbkyBF0dnYCADIyMkLSuyXQvyer1Ypf//rX+PrXvx6S9zeQfDt27PB+\n", "sOfm5qKkpISpfADQ2NiIU6dOQaPRoLy83P8gKH4S2rZtm/fnLVu2CHrOhQsX+NbWVqkiBZQpmPxi\n", "BfSmCY4AAAhGSURBVPqaUp+vOwWS79ChQ96fP/roI8ky3RLs+/Xxxx9LEecugebbvXs3f+rUqZC9\n", "v4Hk27t3r9Rx7hJIvv7+fr66ulrwsSdliYDFIbTjMTRYSiyes+ECybd06VKp4/gI9Nw1NTXhrbfe\n", "Ql5enpSxvALJ19/fD71eD61WK3Usr0DycRyHzZs3Y9OmTSEbfBBIvrNnzyIsLAybN2/G5cuXxzz2\n", "pGxgeQaH0AaSaSLys3jOhgsm3759+1BaWipVJK9As2VlZeHFF1/EiRMnpIzlFUi+6upqLFmyROpI\n", "PgLJV15ejqqqKjz22GPeUovUAsnX1dWFgYEBVFVV4cqVK3C73X73Z7oG29PTgw0bNvg8tnr16oCG\n", "0IbKeAwNlhKL52y4QPMdOnQI+fn5iIuLkzIWgODOnVarRXh4uFSRfASSr7OzE9u3b0dXVxeysrJC\n", "UoMN9m8vVBcCgea79Q0qNTUVfX19fv8GmW5g4+Li8K1vfeuux0+dOgVg5CG0Iw3FDYXxGBrMSr6J\n", "EEi+zz//HImJicjKymIuW19fH2JiYrz7s5bv+eefBwBcvHhR1Bh7qfI1NzcjMzMTAGCz2ZjLV1BQ\n", "gMbGRuTl5aG/vx8zZ870e2ymG9jR+BtCO9JQ3P3796OxsRFarRZZWVmS1PDGY2iwlALJF4rzFWy+\n", "rq4uHD58GEVFRairq4PRaMQzzzzDRDYAOHz4MOx2OwBgwYIFkuYKJh/g+RCorq4O2RVsIPmam5tR\n", "U1MDAJg7d67k2QLNN3fuXHz44Yc4f/484uPjx7zKpqGyhBAikUl5k4sQQiYDamAJIUQi1MASQohE\n", "qIElhBCJUANLCCESoQaWEEIkQg0sIYRIhBrYaeS1114bt2N1dXXhgw8+wLZt27Bhwwa4XC6f3+/c\n", "uXPE57lcLmzfvh1bt27Fxo0bBU2YMZJTp07h3XffDeq5U9lo5/1OH3/8MTZt2iRxGjIpR3KR4Lzw\n", "wgvjdqyDBw/iySefhEwmQ09PDw4dOoQHHnjA+/vRhgCfOHECS5cu9Q7TfP/991FQUBDw68+fPx/N\n", "zc3BhZ/ChA69fvDBB7F582aJ0xBqYKeBjo4OHDt2DA0NDXjppZe8j1ssFmzevBkGgwEKhQL19fX4\n", "3ve+5/393r17YTKZoFAo4HQ6UVFRAY1GAwBQKBSwWq3Q6/XeKfAAzxXq7t27UVdXh61btwIA8vPz\n", "vWO27733Xp9sgUz+sX//fvT19UGpVEKhUPjMZFRfX4+zZ89Cp9PBZrNhwYIFyMnJQXt7O/7zP/8T\n", "+fn5qKqqQmdnJz744APEx8fjqaeeglI5+j+BPXv2oL6+HtHR0YiIiIDFYsHs2bMxa9Ysv68JeKYs\n", "3Lt3L2bPno2mpiao1WokJCR4Z7I6fPgwuru7oVAovENrH3/88THPQVNTEw4fPgyDwQC5XI6enh48\n", "++yzAIDPPvvM57xHR0dj2bJlADzvy5YtWyCXy8HzfEgmeSeYnBNuk+Bs2LDBZ7uxsdFnUuimpibv\n", "z4cPH+br6+u920ajkd+0aZN3u7e3l3/llVf49957j3/jjTd4t9vt97VGsn37dr65uVlQ9gsXLvBH\n", "jx71bnd3d/Nvvvkmz/M8bzab+f/+7//22X/jxo28w+HgeZ7nOzs7+f3793t/t379ekGvyfM8//3v\n", "f5/nOM67/de//pW3WCxjvuatzL/5zW94u93us199fT1//Phx77bb7eYPHz4sKM9HH33kc86Gv2c8\n", "P/p537FjB9/d3e3dPn78OL9x40ZBr0mCR1ew01h2djY4jsPHH3/snbLt1kxGra2tWLx4sXdfg8Hg\n", "89w9e/bg5ZdfhkajQWtrK/bt24dVq1YJel2Xy4XNmzdj6dKlSEpKEvScK1eu4MEHH/Rux8XFeZeK\n", "6ezsxNDQkPfKDfDMxNTf34+EhAQkJCSgu7sbgOdqPpCrt5KSEsjlt29VFBQUoK2tDXK53O9r3nL/\n", "/fffNYnz5cuXsXLlSu+2TCbzOdf+PPzwwzhx4gQuXrwIl8uFhIQE73vmj8lk8plWb+7cubh+/bqg\n", "1yTBowZ2Gvviiy8wZ84c78z7R44c8U4Xl5aWhsuXL3vroyaT6a7n3yoXxMbGwmKxCHpNs9mMzZs3\n", "o6KiIqDp8vLz83H27FksWrQIANDd3Y2WlhYAQFpaGhITE1FZWend/86JkOfPn4+TJ0+ipaUFFRUV\n", "gl+3trYWbrfb28hevXoVq1evhkKhGPM1eZ4fsQSSk5OD8+fP+8y2Nfxc+3PmzBksXLjQu/2Xv/xF\n", "0KTjYWFh6Onp8Tayp0+fDtl0itMZzaY1DXz66acYGBjA+fPnvVdk5eXl2Llzp8/VGQCsWbPG+9it\n", "GqxcLofT6cSaNWu8jWpTUxNqamqg0Whgs9lQUVHhs/TGZ599hr6+PsjlcrhcLixevBhJSUl4++23\n", "kZyc7L2qu7Mu7M++ffvQ398PrVYLm82Grq4uLFq0CAsWLEBLSwtOnDjhramaTCZUVFT4THr9pz/9\n", "CUlJSXjkkUcEn7t///d/h8FggFarhdPpxJw5c1BUVAQAfl+zpqYGZ8+eBQAkJCQgNTXVp2E8ePCg\n", "z/kpLCzE7Nmzx8zz+9//HsnJyeB5Hm6326euC3ga6i+++AIajQY8zyM7OxuzZ8+Gy+XChx9+CJVK\n", "BblcDoPBgBMnTuCrX/1qyObVnY6ogSXEj40bN+KJJ56Y6BhkkqJ+sISMYs+ePairq8OuXbsmOgqZ\n", "pOgKljChqanJ+5X6TllZWZLMbj8Rr+mPyWTCgQMHRqyNGgyGkK1+QcYPNbCEECIRKhEQQohEqIEl\n", "hBCJUANLCCESoQaWEEIk8v8DzCZtDS/0//8AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.554770\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVUAAAFHCAYAAAAREt++AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0FOeVP/xvVfXeLam177sEsgAbA0YYs9nGIMxi5IA3\n", "4nEmY/8yiedNJuv84owTJ5M4cWImjpNxknec5LWdmASziH0zsQFJgAAFGxAyEtoQaFdLve/1/tGo\n", "JaGtW6pqdavv5xyfo2pV132qG19V3XoWhud5HoQQQgTBTnUDCCFkOqGkSgghAqKkSgghAqKkSggh\n", "AqKkSgghAqKkSgghApKIdeC2tjYcP34cHMdh+fLlSE5OHnP/+vp6XLhwAXK5HMXFxZDJZGI1jRBC\n", "RCNaUq2srMSWLVsAAKWlpdi4ceOo+/b29qK1tRWbN28WqzmEEBIQot3+q1Qq78/jXXVevHgRarUa\n", "u3btwrVr18RqEiGEiE60pDp4oJZUKh1z346ODvT29uLxxx9HbW0t3G63WM0ihBBRiXb773K5vD8z\n", "DDPu/suWLQMApKamoqenB3FxcSPud/ToUXAcJ0wjCSHkNq1Wi/nz50/6OKIlVYvFAsBzxdr/MwBc\n", "vnwZLMuisLDQ+9qMGTNQX1+PvLw86HQ6zJo1a9TjchyHefPmidVsQkiYqqqqEuQ4ot3+FxUVYdu2\n", "bdi2bRuKioq8r58+fRoVFRVD9p07dy4uXryI3bt3QyqVjlsumCplZWUUm2JT7GkaWyiiXammpKTg\n", "6aefHvb6Cy+8MOL+mzZtEqsphBASMEyoTf13/Phxuv0nhAiuqqoKDz/88KSPQyOqCCFEQJRU/RCu\n", "tSaKTbHDIbZQKKkSQoiAqKZKCCGgmiohhAQlSqp+CNdaE8Wm2OEQWyiUVAkhREBUUyWEEFBNlRBC\n", "ghIlVT+Ea62JYlPscIgtFEqqhBAiIKqpEkIIqKZKCCFBiZKqH8K11kSxKXY4xBYKJVVCCBEQ1VQJ\n", "IQRUUyWEkKBESdUP4VprotgUOxxiC4WSKiGECIhqqoQQAqqpEkJIUKKk6odwrTVRbIodDrGFQkmV\n", "EEIERDVVQggB1VQJISQoUVL1Q7jWmig2xQ6H2EKhpEoIIQKimiohhIBqqoQQEpQoqfohXGtNFJti\n", "h0NsoVBSJYQQAVFNlRBCQDVVQggJSpRU/RCutSaKTbHDIbZQKKkSQoiAqKZKCCGgmiohhAQlSqp+\n", "CNdaE8Wm2OEQWygSsQ7c1taG48ePg+M4LF++HMnJyaPuu2/fPrhcLgBAbm4u5syZI1azCCFEVKLV\n", "VPfu3YsNGzYAAEpLS7Fx48ZR9z127BgeeeQRn45LNVVCiBiEqqmKdqWqUqm8P8tksjH3dblc2LVr\n", "F3ieR3Z2NiVNQkjIEq2mOvgCWCqVjrlvcXExHn/8cXzuc59De3u7WE2atHCtNVFsih0OsYUiWlLt\n", "r5ECAMMwPr9vvAQMDP3gy8rKaFvk7UuXLk1Z/EuXLk35+YfbttDfd3l5uc/7T/X3LQTRaqq7d+9G\n", "SUkJeJ7H/v37sX79egDA5cuXwbIsCgsLvfs2NTUhMzMTALB//36sW7du1ONSTZWQ0NBnceBKhwl6\n", "qwuFiSpkaJVT3aQxBX1NtaioCNu2bQPP81i5cqX39dOnT4NhmGFJtbKyEgAwd+5csZpECAmgD+t0\n", "+P3ZmwCABLUUW9fPQKJm7Ocr04Fot/8pKSl4+umn8cwzzyAhIcH7+gsvvIDnn39+yL7Lli3D5s2b\n", "sXnzZuTn54vVpEkT+jaBYlPs6RrbzfM429zn3e4wOdBncQYk9lSjzv+EEMGxDINH8mO82zPilIhR\n", "iXZjHFRo7D8hRBQWhwvXusww2V3IiVEiKUI+1U0aU9DXVAkh4U0p5XBPcsRUNyPg6PbfD6Fe56LY\n", "FJtii4+SKiGECIhqqoQQAppPlRBCghIlVT+Ea62JYlPscIgtFEqqhBAiIKqpEkIIqKZKCCFBiZKq\n", "H8K11kSxKXY4xBYKJVVCCBEQ1VQJIQRUUyWEkKBESdUP4VprotgUOxxiC4WSKiGECIhqqoQQAqqp\n", "EkJIUKKk6odwrTVRbIodDrGFQkmVEEIERDVVQggB1VQJISQoUVL1Q7jWmig2xQ6H2EKhpEoIIQKi\n", "miohhGCKa6pGo3HSgQkhZDoaM6lWV1eP+N/7778fqPYFlXCtNVFsih0OsYUyZlKtqKgAy7JoaGjA\n", "2bNnYbfbcebMGcTExASqfYQQElLGrKkajUZoNBr89a9/xVNPPeV9/W9/+xuefPLJgDTwTlRTJYSI\n", "ISA1VY1GAwCQyWRDXr9zmxBCiIdPD6rMZjPcbjcAwOVywWAwiNqoYBWutSaKTbHDIbZQJL7stGbN\n", "Gvz5z3+GTCaDzWbD2rVrxW4XIYSEJOqnSgghmOJ+qm1tbZMOTAgh05FPSfXKlStDtisqKkRpTLAL\n", "11oTxabY4RBbKD4l1dra2iHbEolPpVhCyDTV0mvFmeY+XOs0weUOqQqi6CaUHft7AoSbJUuWUGyK\n", "HfaxW/qs+M7BOnSZHeAY4Odr8zEnSROQ2KFgzKS6f/9+WCwW1NTUwOFweF9PTEwc98BtbW04fvw4\n", "OI7D8uXLkZycPOb+FosFb7zxBp577jmkpKT42HxCSKC1GezoMnvygYsHPrllFCypTgdj3v6vW7cO\n", "mzdvxty5c7F582bvf8uWLRv3wJWVldiyZQueeuopnD17dtz9T5w4gdWrV/ve8ikQrrUmik2xB4tR\n", "SiHnGO92bqwyYLFDgc/9VP2lUqm8P483Akun00GlUkGhUPgdh5BA6zDaca3TBAnHoiBeBa1SOtVN\n", "CqjsGAV+sTYfVztMSI2SY1YiXaUO5lNSnciDqcHdX6XSsf/RlZWVYe3ataipqfE7TiAFc52LYgcm\n", "tsHmxK/Lb+DsDT0A4Im7E/Dc/GRIOWHnew+28x6MYRgUJKhRkKAOeOxQ4FO2PHjwIObMmQOXy4WK\n", "igosXLgQeXl5Y77H5XJ5f2YYZow9gfb2duzduxcdHR3Iysoat6ZaVlbm/fD7bxdom7YDsX39Rqs3\n", "oQLAx/U6LIgwY+5d+UHRvkBvV547Dz4mHQ0GHnlxKqCzAVaTIWja5++2EHwaUVVaWooNGzZg7969\n", "2LhxI7Zv344nnnhizPfs3r0bJSUl4Hke+/fvx/r16wEAly9fBsuyKCwsHPae6upqaLXaMZPqVI6o\n", "GpzMKXZ4xtZbnfjpR424cNMz/0XJ7Hg8vyAFUomwV6rBdt6jqek04d/3XkN/r6qfrcnDvNSIgMQW\n", "mlAjqny6UmVZFizLemuecrl83PcUFRVh27Zt4HkeK1eu9L5++vRpMAwzLKn29PSgrKzMpytVQqZK\n", "pEKCf1+SjppOMyQsg7sS1IIn1FDSbXJgcDfVVr0NmERSnQ58ulLdsWMHiouLcf78eaxYsQKlpaXY\n", "uHFjINo3DI39JyR4NOss+NbBOvRanJBzDF5fm4+ZItRaAyGgV6opKSkoLS3Fpk2bcPnyZdTX1086\n", "MCEk9GVEK/H62ny0GWyIU0mRE6sa/03TnE/3LYsXL8bnP/95KBQKFBQU4Ctf+YrY7QpKwdx3kGJT\n", "7KmKnaFVYGF6lCAJdTr0U/W7GCSRSIb0J7148aKgDSKEkFA26flUA11fpZoqIUQMUzqfKiGEkJFR\n", "UvVDKNW5KDbFpthTg5IqIYQIiGqqhBACqqkSQkhQmnRSnTt3rhDtCAnhWmui2BQ7HGILxaekWl5e\n", "7p2Wr66ubshqqllZWaI0jBBCQpFPNdVt27Zh1apViI2Nhdvtxs6dO7F58+ZAtG8YqqkSQsQQ0Jqq\n", "Wq1GbGys5w0sC47jJh2YEEKmownVVFk2PJ9vhWutiWJT7HCILRSfsiPDMOjp6QHgmfd08Kz+hBBC\n", "BvhUU3W5XDh27BiMRiMUCgWKi4sntG6VEKimSggRQ0DnU+U4DsXFxZMORggh051Pt/+1tbVityMk\n", "hGutiWJT7HCILRSfkuonn3wyZLuhoUGUxhBCSKjzKana7fYh23cm2XARzGuxU2yKTbGDg8/LqRw5\n", "ckTsthASFtoMNtzotcLqpF4005FPSfW9996DXq/HBx98gA8++ACXLl0Su11BKVxrTRRbOFfajPjX\n", "XTX4lx1XceBqF2yjJNbpdt6hEFsoPj39X7NmDRYsWODdPnjwoGgNImS6crjcePvcLZgdbgDA78/e\n", "wvzUSGTFKKe4ZURIk55PNdConyoJVS43jx8fb0B5Ux8AQMYx+P3jBUiNUozzThIIAe2nSgiZPI5l\n", "8M/3pcDp5tFlduD/LExBjFKCa50msAyDDK0CMkl4DgGfTnz6BvV6PXbs2IF33nkHTqcTu3fvFrtd\n", "QSlca00UWzgZWgW+vzIb/70uH7MSNTj4WTf+bc81vFj6GT6u18Hl5kWL7atwjS0Un5Lq4cOH8dhj\n", "jyEqKmrKhqcSMl1IORZKKQedxYE/nGsFAPAA/nj+FvqszqltHJk0n5KqQqGAVCr1bofr1H/h2n+P\n", "YotDJmGRFCHzbqdGyCG/ffs/nc87WGMLxafLzjs7/7vdblEaQ0g4iVZK8fLD2dh5qQNSjsHjsxOg\n", "loXnBct04tOVakJCAsrKyuB0OnHmzBlkZGSI3a6gFK61pukUu8NoR7POCpN9/I73QsfmeR4Wx9C4\n", "2TFKfGt5Jr62JAPp2oFeANPpMw+V2ELx6Up12bJlqK6uRm9vL5KSkmhdKhKS6rrMeOnwdfRandg8\n", "JwFPz02ERh6YZwS9FgcO1HShrLEPD+VGY/XMWEQGKDYJLOqnSsLGL0404Vhtj3f7Vxtm4K4EdUBi\n", "n27qxQ+ODUxE9JPVubgvPTIgsYlvAtpPtaurC4cOHYJSqYTdbkdxcTFiYmImHZyQQIpRDjxsZRlP\n", "5/tAsTiGPoegcf/Tl89dqrZs2YJNmzbhySefxNGjR8VuV1AK11rTdIm9piAGD+ZqkROjxH8+nI3M\n", "6LGHhwoZuyBBjbxYT7xZCSrkx6kCFttf4RpbKD5dqapUKu9ifxzHQaGgYXUk9KREKvDt5VlwuNxQ\n", "SgP7lD0lUo4fr86F3upElEKCaJV0/DcJyO5041yLHkeudePelAisyI1GtDKwbQgXPiVVq9U6ZNts\n", "NgMAKisrsXDhQuFbFaTCtf/edIotYRlIWN8SqtCxY1RSxPiYTIWOXddtwY8+bAAP4EyzHjEqKZbn\n", "RAcktj+mQz9Vn27/3W43/vCHP6Cqqgp/+tOfoFAoUF1djYsXL4rdPkJCgt3pRrvRhl6LY6qbMiKj\n", "3YnBT6Q7TfZR9yWT41NSNZvNuP/++6FQKFBUVISCggKEWKcBQYRrrYlij81sd2H3lU58cftVfPtA\n", "LZp0loDF9lVmtBIFCZ46rlYhwbyUiIDF9kfY1FSfeeYZaDSaYa9nZGSgpaUFaWlpgjeMkFDR3GvF\n", "H87dAgA09dqwr7oL//ZA+hS3aqhEjQzffzgbXSYHIhUcUiLpuYhYJt1PtbS0FBs3bhz2eltbG44f\n", "Pw6O47B8+XIkJyePeoyKigq0t7cD8CTq+fPnj7ov9VMlweZapxn/tucz7/bnZsfjS4voQiPUBP18\n", "qpWVldiyZQuA0RNvv8WLF3t/DtfuWkQYrXobPus0QyFlcVeCGlEK8UctZUbL8bUH0vFuVSsytAqs\n", "LYgTPSYJXqLNiKtSDfTDk8lkY+zp0djYiK1btyIvL0+sJk1auNaaQiW2zuzAqx814tWPGvH9o/U4\n", "cLVrUrV/X2PLJRyKZ8bityUFeOWRHKRpJ39rHSqf+XSKLRTRkurgf8yDpw0cTVZWFl588UWcO3dO\n", "rCaRaU5vc+KzTrN3+2RD77CRTL5yuNyQJebgfIse7QbbuPtzLIMYlZRmmSLi3f67XAPD8BjGt+GA\n", "CoUCERGjP5XsV1ZW5u3P1v+XLRDbS5YsCWi8YNruF+j4/a/5sn+kXIKCOAVqujz9qpfnaFH96UVY\n", "rRa/4nMcBy6tEN8/2Q43344ZcQq88kgu4tQylJWVQZOUgT4mAgopC4mhDRZd55R/P+H4fYsVf7JE\n", "e1C1e/dulJSUgOd57N+/H+vXrwcAXL58GSzLorCw0LtvT0+Pdy6BAwcOYO3ataPGowdVZCytehtq\n", "uzw11ZnxKkQpJjZq6NW/N+Dj+l7v9hvr81GYqIHO7MD3j9V7r4ifm5+EZ+Ym+XzhQIKXUA+qJn37\n", "P1p3qqKiImzbtg3btm1DUVGR9/XTp0+joqJiyL7l5eXYsWMHduzYgVmzZk22SaIJ11pTKMVOjpRj\n", "WU40FqZHTTihAsDspIEuhBoZh8jbD7yELDGMZTKfuZvncUtvw41eKxwu/9sWSt93MPLp9v/UqVNY\n", "unTpiL9bsGDBiK+npKTg6aefHvb6Cy+8MOy1/qtYQoLF0mwtpG4ndA4G96VHIu32MtKRcgkKE1T4\n", "rNOMGfEqPDozFkrp2Ncmt/qsqO22QCllURCvQuQkkr0vzt/Q44cfNsDF8/jWskysyI2GhKUr6UDx\n", "6fb/hz/8IWbPno2lS5ciISEhEO0aFd3+k6nWZrDhlt6GvVe6IJeyeGZuEjKjR37i32Ny4OWj11Hb\n", "7Rll9cLCFGy+O1G0tvVaHfhq6TW0GT3DUKUsgz9svgtJEXLRYk4XAb39LykpwYYNG1BdXY3t27ej\n", "urp60oEJCVUyjsV/n2xGRXMfPrquw6/KmkddnqXP5vQmVAA4Ud8Lm4hzqUpYBpGKgR4IajlHV6kB\n", "5lNSvfvuuyGVSrFixQqsXr0ae/bsEbtdQSlca02hEHsitcOJxna43Og2D0yc0m60w+4cOX6UXIL8\n", "2IF5W5fnaCGXjN/taqKfuUYmwTeWZuLuZDUK4lX44SM5iFOP309ciNhCCJuaallZGbKyslBRUQGN\n", "RoOvfvWrYreLEJ/YnC6UNfZhX3UX5qVqsLYgHrFqcWuWMUop/nVRKv7n9E2wDPBCUSqilCP/rxSj\n", "luJ7D2ejtssM1e0eCWLLiVXip8V5cPO8TwmcCMvnmuqDDz6IBx54ABw3tV8S1VSFd6nNiH3VnciM\n", "VuCR/FgkaPy7splKV9qN+Pq+Wu/2f6zIxMN54iz143C5wTIMOJaBzelCS58NLMMgLUoOKSfaOBoS\n", "IAEd+19SUoK777570sFI8GnSWfDSoTrYXJ6/rTwPfH7e6JPfBBvzHd2ZdCLNZ/pZhwn/e+4mVBIO\n", "X7wvBVkxSuTGin/VSUKPzzVVMj1rTWaH25tQAaC+Z/hcoMF83tnRCsxP84zCi1dJsSBVuBVK+2N3\n", "mex4+Wg9Pm014cwNPX5V1gzzKA+mhI49FcI1tlB8ulLV6/U4evQoTCYTtmzZgn379qGkpETstpEA\n", "SI6QYXm2FicaeiHjGDxWGD/VTfJLnFqG/1ieiW6zAxq5BIkilC4cLh56m9O73WNxwukOv0naiW98\n", "qqlu374dJSUlOHDgADZu3OgdgjoVqKYqvF6LA616O5QyFplaRVgPuewxO8CygHZQB32Hy41j13rw\n", "RvkNSFgG31yaDpWMw10JGvRaHbiltyFOJUVurAocdV8KWQGtqSoUiiEzTU31wyoiLK1SCm0YrKzp\n", "dPOwOd3DZpJyuNyQciwutOjx+slmyDgG330wCwUJagCAlGOxMj8GObFKfNJqwDtVbWgz2PGjR7Lx\n", "+slm6G0uSFgGr6/NQ2Hi8BUySHjxqaZqtw9dJMztFr5PYCgI11rTdIjdZrDhzbJmfH3fNXxY2wOb\n", "040Oox2/O9OCbx2oxYl6Hf50/ha6zQ60GuzYerIZn1Rf875fJvH8r/KHc61oM3j+f7hlsENv89RW\n", "nW5+yJwAkzUdPvNQiy0Un5JqQkICysrK4HQ6cebMGWRkZIjdLkIE0T8ooLyxF4ev9aBRZ8XPTzTh\n", "hs6CUw292HW5E1c7zPjpR41YNmjJZjfP4866WJxaihlxA0/8M6LkkHIDt/tZ0UoQ4tPt/7Jly1Bd\n", "XY3e3l4kJSUhKytL5GYFp3BdDz0UYzucblzuMOKzTjPkLAOd2Tnk906eR9egZZrdPJAaKYdGxkEm\n", "YfCNpRmYlTT0Vt7mdKMoPRJFGZFQSFhIWGDr2nzUdVuQGiXHXQnCdbEKxc881GMLxedJqgsLC71z\n", "oDY1NSEzM1O0RhEyWde6zfjt6ZvoMTuwaU4CFqRH4ON6HTpMDqyZGYPkCAUezo/B8Todeq1OPJQb\n", "jcIEFf7fzxWAYYBY1fBeBF0mB977R5t3e11BLL66JMNbeyUEGCep7ty50/skuL+OyvM8amtr8dJL\n", "L4nfuiAzeEZyih28sV1uHn+92I5GnWcFgP/vQiteejALb2yYAbPDjRilBBq5BFFKCd58bAbMdjdi\n", "1ZJh86/eGTtOLUWMSoKe21e9C9KE6xN7p1D7zKdDbKGMmVQ1Gg1Wr16N8vJySKVSzJ07F1VVVdBq\n", "tYFqHyETMrgeyvNArFo64sQi/kyJlxqlwGtr8tCosyJOJUWsSoIuk93vCUvI9OZTP9UdO3Zg06ZN\n", "3m3qp0rE1mG0odPogFYpQWqU/6uTXu824yfHG9FjceBfF6Xh4bxoQcfnX2oz4M9VbWjuteI/lmdh\n", "bur4a6uR4BbQfqp3dgYP1y5VJDBu6W145eh1NPbaECnn8NqjeaOOs9eZHfikzYgekwP3pkYgO0aJ\n", "6nYjtv2jDY/PicesRDUytEpBO+U36Sw4Ud8LGcfiqXuS8PvKFvxkdR5iVL719W3V2/BpqxESlsGc\n", "ZE1ITWBDxufTn263242uri4AQFdXFxwOcSatCHbh2n8v0LGbdVY09nqWhdbbXLjSbhp132O1PXj1\n", "74343dmb+L+H6lDfbcZLh6/jbIsBb5a34P2L7RNux2jn/dF1HfZWd+HsDT3erryJh/Ni4GvO1lud\n", "2HqyCVtPNeO1E01490LriJNWh9P3HSyxheLzLFWHDx+G0WiEWq0eUgogRGgRiqEjnuJHqVnyPI+q\n", "m3rvts7ihNnhHjJzVZvBDqfbDY4VbhRgU6/V+7PNxSMrWunziDSzw4XLg/5IXLhpgNnhpnlPpxHu\n", "lVdeeWW8nViWxYwZMzB79mzMnDkTLDtwgdvS0oLISPGegt6poaEByclTMzXdVA56CKfYWoUEM+PV\n", "YBmgZHY85qdGQi4ZflPFMAykHItTDZ6lpGcnqrBqRhzUMg6fthkh5Rh8fUkG0rXjd8p3uNyo7TKj\n", "QWcFeB6RCsmo5x2tkOBkvQ4uHngwJxqr82OgkPqWFBmGQY/Zgeu3ZwP73OwEzE+NGFaeCKfvO1hi\n", "t7a2IicnZ9LH8bmf6mjOnz8/6jLVhEyETMLi/swo3J8ZNe6+izKi8Mb6fBjtLmRpFUiIkOFzcxLw\n", "QFYUpCyLdK1vT/cvtBjwyof1cPNAQbwK/7wgGXOSI4at79RusMHpduOpuUlw8zxa9TZ0WxzQ+lhP\n", "Vcs887Euy9aCYxnkxylpgutphr5NP4RrrSmYY8slLAoTNUiKkONSuwmVN/rgdvPIjVUhI3rsGbd4\n", "nke7wYZ2gw0VTTr0z+ZX02lGdbsJF+tvDdn/arsR3zpQh3MtBrxzoRXvVbXhwzodukz+PWOIUUmx\n", "MCMK89MiR12uOpg/8+kaWyiTvlIlZKq1G+x4+ch1tN6e6ORrD6Rj7V1xY76H53lU3tDjv443AAC+\n", "sTQD51qM6DY7ECHn4OIxZM5Ul5vHH8+3ot1oR3KEHBwDuHhPqSI5kpZ/JgMoqfohXMdEB3vsXovD\n", "m1ABoKKpb9yk2mN24PWTzbDfXvXgt2du4jvLM1B5Q490rQIWhwt3Zw3U7hkGiJB7/nfZebkD/7Iw\n", "BfFqGbKiFcjQ+t+PdjzB/plPx9hCoaRKQl60SooMrRzNt7thrcgZf8QfyzKQSwZKAwoJi7w4FbJj\n", "lLA53YhRSaEc9PCJZRh8YUEybE4XOk0OZGmVmJ8WEdYTepORUU3VD+Faawr22AkaGX74SA5efjgL\n", "r63JxQNZQ5OqxeGCzTG0L2i0Uor/fCgb2TEKZMco8L2HshCt9AxlTY1SQCnlhsXO0Crwg0dy8Mb6\n", "GViQHilqQg32z3w6xhbKpK9U6ck/mYjaLjOudpiQqJGhMFHtvbUeS0ufFXYnj6QIGVR3zN6fGqUY\n", "cTjr1Q4TflN+AzIJgxcXpyNv0MisggQ1tq7LBwBoZL79ryDjWMioSykZg09j/+/U1taGpKQkMdoz\n", "Lhr7P7UsDhd6LU4oJCyifexGdKdmnRVf23cNptsrkn73wUw8mBsz5ns+uWXAfx65DpuLx+fvTcKm\n", "OQnDEuuduk0OfLm0Br0Wz6xSOTEK/GJtvk8JnIQfocb++3T7f+XKlSHbFRUVkw5MQo/R5sS2i+34\n", "wvZqfGP/NTTphi9n7QudxeFNqACGjDAaicPlxjsXWr1Laf/5H21oN9rHfA/geWJvGRTHYHPBRaug\n", "EpH5lFRra2uHbEsk4fmXPtRrTZ1GO8obe1HZ3Ic+i3P8N9wRu6nXir9+0g4ewE29HYc/655QOxI0\n", "MqRGeoaeMgDuzxi9k39ZWRk4lhmy9LRCwkLmQ4f5WLUU31yeCZYBpByDf1+S7tcCh6H+fVPsqTGh\n", "7EizVIUeg82J35xuwemmPgDA03MT8ey85GEjhsZy575KH4dm3ik5Uo4fr87FjT4bohQS5MWOPYyU\n", "ZRh8fl4SGIZBu9GG5+YnIzVKDqvDhVaDHRKWQWqUHOwdD444lsHSLC3yNxWCZYCkCJoNiohvzJrq\n", "/v37YbFYUFNTg4KCAu/riYmJWLZsWUAaeCeqqU7MLb0NX9he7d1O0sjw68dmIMqPKzeb04W/1+nw\n", "/sV25MQq8KWiNKT42fHd4XLD4eLHrYeOhOd5uHlPsrQ6XThwtQu/P3sLUpbBK4/k4L70wM1BQaaf\n", "gMynum7dOgDAvn37sH79+kkHI1NHLeMwN1mDi61GAMD9mVF+Jza5hMOqGbFYnBkFuYQdNonILb0N\n", "+6o7PetC3Z2I/EErj3aa7LjeZUavxYnKlj4Uz4zDgrTIYVeX/ftaHG7EqqRQD2ojwzDoX7y0y+TA\n", "7896hpE63Dz+t/ImChPVQ/YnZCr4VFNds2aN2O0ICaFca4pSSPCNZRn47oOZ+MHKbDxxT6LPE3kM\n", "js2xDKIxC9V9AAAgAElEQVSU0mEJ1enm8c75W9h5uRMf1ffiu4fq0H57lJPO7MDWE834/rEG/LLs\n", "Bu5K0GDriWa03O6sP1h9jwVf23MNz++4ij+eu4WqyzUjtknKMkhQD1xlx6ulQ5aLFkIof98Ue+r4\n", "VFMN1wdT001ShNyvNZn84XC50TQoSeptLticntp7p8mBqlsGAJ61o8616JGmVcDpdkNvdaCm0wyz\n", "w43CBDWOXutGl9kzQcm+q12Yv2x4171uswOX201Ye1cc4lRSXLhpwJZ7k3x6eDVZLrdnaWsJyyJW\n", "PbEuZWR6GzNbOp1OnDhxAiqVCosWLcKxY8dgNpuxatUqqFTCrXEeKsJ1TLQvsZVSDv80Lwk/Ot4A\n", "Nw88cXcC4m4nHY2cQ5RCgj6rp8dBVrQSmVoFUiLl2Hu1C29Xem7j56dGYFbiwHLPDAD5CP/ODtV0\n", "4d0qz1LRsSoJfrl+hih/LO48b6ebx6kGHbaebIZKxuGHj+TgLpGWpw7273s6xhbKmEl1165deOih\n", "h6DT6fDaa6/h2WefRWxsLPbs2YMnn3wyUG0kIaIoIwpvlcyEw8kjNUrurdmmRMrxszW5ON3UhxiV\n", "FAXxKqRGeZLgiXqd9/39V5wNPVbc6LPiwdxoXO+2YH7aQJcrl5tH1U2Dd7vb7ITR5gICsO5eu8GG\n", "1z5ugpsH7BYnflNxA1vX5vs8QTUJD2PeL8nlcsTFxSE/Px+pqalITU2FQqGAQjH+rDxtbW34y1/+\n", "gr/+9a9obW0dc98rV65g165d2LFjB1paWvw7gwAK11qTr7E5lkFOjAozE9RQSjn846YBvzzVjIM1\n", "XYhVyfD5ecl4tCAOObEqyCUcLA43lmUPjNPPj1NCJWVhsjuRHqXAvuouRMv4YTHWDZqB6t6UCMRO\n", "cGTXeO48b+Z2/H5yjoVYw/9D4fuebrGFMuaVqsViAc/zsFgsqKurg81mg1wuh802/AHDnSorK7Fl\n", "yxYAQGlpKTZu3Djqvt3d3Xj88ccBAAcPHqT5BKaB+h4LXjpcBxcPHPqsGwoJi4fyBoaiNukseOVY\n", "PbKilfjG0nTIJSxmxquQEqnA8wtTca3LjDUFsUB3E4Chy+cszvLM9m9yuJGlVYw6XLbdYEOf1YVY\n", "lQSxo6xz5Y/kSDl+sDIbb5bfQIRcghcXp9HaUmSYMZPqQw89hO3bt4PjOHzta1/Dzp07AQCLFy8e\n", "98CDa64y2dj/oKeqz6u/pkut6WafDRdu6sExDOanRYxbj5xIbL3VCdegi8yWvqF/iP9ep8NNvR03\n", "9XaUN/Vh69o8pER67oDy4lTI6++OlTZn2LEVEg6FiZox4zfqLHjp0HV0mR0oSFDhew9mIdHPuuud\n", "580wDBamR+E3j6nAsYyocwhMl39roRRbKGP+q0hISBhSO33mmWd8PvDgMQVSqW+3Z8eOHcPChQt9\n", "jkFGdqPXil6LEwka6bBEYri9RHL/ePulWVp8e3mG4HXBtCg5ZsQpca3LAqWUxcJBHfNtTjdyY5X4\n", "p3lJsDrd2HGpA5I7ntxbHC6cu6HHqcZe3JcWifszo8ZNYjzPw+RwQcGxuNxq9PYiqOnwLOjnb1Id\n", "jT9DXUn4Ee1Prcs1MJGFL/NOnjhxAvn5+YiLG3vGdsBTd+n/i9ZfgwnE9uB6T6Dj39mG0favqm/F\n", "T8o7YbC5kKGV48V7NDC1N3t/39ByC1c7BiYwudRuRE19I+bOzB01/qVLl/DlL3/Z7/Z/f2UOrrV0\n", "QCXxTLMHAGfOnIExKhM/L/c8vc+NVeLlBzOQE6NAj9mBivpOdJicmJcejV+W3YDJ7sKJ+l78ZHUu\n", "7kuPHDXefYsW42S9Dn/7tAO50XIUF8RjMM3th2bT7fsWY3ui37cQ27/97W8xZ86cKfn/Wyg+Tf3H\n", "8zyuX78Ou93TmfvcuXN47rnnxnzP7t27UVJSAp7nsX//fu+IrMuXL4NlWRQWFnr3PXXqFOLj44cM\n", "hR3NVA5THZzMgzV26eVOvHVm4GHfj1blYNGgCUssDhf+dL4VpVc6AQD/NC8JT44zEEDo8/7+0es4\n", "06z3br+5YQYKEtTYdbkDvztzE4AnCW6cFY8//8OTfL+9LAOPzIgd9Zg1HSZ8de817/YXFyRDI+NQ\n", "1tjrHQXm79V4KHzfFFs4ARmm2m/37t3Izs6GUumZ+IJlx+9kXVRUhG3btoHneaxcudL7+unTp8Ew\n", "jDepdnR0oLy8HAUFBaipqYHBYMCzzz47kXMRXbDWmhp7LPjg0w6wLLAyLwYsA7h5z9PqyDtumZVS\n", "DlvmJmFRhmeIaF7s+EskT/S8LXYXmvqsuNVng0rKoSBBBa1SintTIrxJVauUIFLhaePlNqP3vUa7\n", "Cyqpp10xKgny48fuF213DZ3kR291ISVSjjUFcZiVqJ5QeSNYv2+KHdx8ulINprH/NKHKUH1WB759\n", "oA6NOisAYGacEv80PxknG3qxNFuLe1MipmRdeYfLjfLGPhy51o0Lt/uVPnF3Ap6bnwyT3Y1LbQZ0\n", "mRyYmxKB7BjPH+uzzX34wbF6uHlgdqIaX1uSDqPdhWildNyJW/qsTrx7oRX7rnYhQS3Fs/OT8d8n\n", "m8EDKJkVjxeKUv2akYuEn4BOUm0wGIZsd3R0TDpwKArG/nt2J4+2QSuJthrsyIlR4pvLMrEwPUqQ\n", "hDqR8+6zOtGqt3kTKgB8dF0Hk90FrVKCpdnRKJmd4E2oADAvNQK/2jADPy3Oxf99MAuZ0Uroai/6\n", "NBNWlEKCL96Xgj9uugs/Xp2LN8tvoP9q4VyLfshk1b4Kxu+bYgc/n27/Gxoa8Lvf/Q6xsZ6aVk1N\n", "DV5++WVRG0Z8o1VK8H+KUvBmuaeO+vzCVJjsLnza1gOt0jN6aaLznk6GXMLC6nRhVqIaV273NLg/\n", "IwqqMdoi5VjMjPdt2GdtlwnH63RI1MiwJEuLeI0MahkHtYyDwerEgrRI79yxq/JjJjTVICET4dPt\n", "/7lz53Dfffd5tz/++GOsWLFCzHaNim7/h7M5XbhxezITpZTF1/fXetdl+sHK7GGriwbKjV4r6nss\n", "6LU4EaWQYE6SZsxJSFr6rDh3Qw8Zx2JBWiQSR5lU+pbeiv9nzzUYbJ6rz6fuScQX70sZsk+XyY7a\n", "LjNkHIsZ8Spal4qMK6APqgYnVABTllDJyOQSzttZ/pNbBm9CBYCqm/oxk+pnnSbUdJiRGiVHYYJa\n", "0Cu6dK0CUQoOp5v68PfrPZByDO6TR0ImGV6S6LM48LOPGnGty7Pu1UO50fj60vQRRyyZ7G5vQgWA\n", "mk4T3Dw/ZG7WOLUMcaOMojLanPi01YgmnRX3pETgrgSVqMtNk/AyoYJbW1ub0O0ICaFQa4pTSxGj\n", "GvhbuSBt9PWfrndb8K39tfif0y146fB1fNpqHHG/c/Xt+NGH9fjdmRbc0lv9avfFViO2nrqBM816\n", "/OjDBtR1j7xYoNnhRm3XwO8utRlhcbhHPO94tRRLszznxTLA47MSRpzsejSftBrxyocN+NOFVnz7\n", "YC3qe0ZuUyh83xQ7+EzonujMmTNjjuUnUyc1SoHX1uShUWdFtFKCGXGjd0XSmR3eFUoBoK7bgkWZ\n", "Q5Nwq96GV8vavaufmuwufH1phs9JrNPo8P7MAzDaR15wMFIhwaMFsThQ41lMcN1dcajrMqNPm41W\n", "vQ3Jgx5WaZVSvLg4HRtmxUMl5YY87PLF9UGJ3eHiofNjEURCxjNmUu3s7ER0dDR0Ot2Q102msZcU\n", "nq5Cpf9eZrQSmdHjJ5qkSBliVVJ0mx3gGOCelOHj6W1O95DlpJt0VrjcPFgfZ9m/N0XjnUt1ZrwK\n", "mdqR26WWcXhufjKWZGkhYRm09Nnw0pF6AEDBdSN+tCpnyPDQGJUUMROcnWp+agT+9kk7HG4eSRoZ\n", "UiJHLhOEyvdNsYPLmEn1gw8+wObNm/Hee+8NeTjU3t4uesNCyc0+Kz6s64HV4UbxzFifElowSItS\n", "4OeP5uGm3oZopQR5scOvauM1MnxuTjx2XuqEhGXw7Lxkv7pp5cSq8KsN+dBbXYhTS0etcwKeK9D5\n", "aVIYbU78umJgVFhNpxkGm0uwMfd3Jarxqw0zoLM6kRIh807kQogQxvy/4ytf+Qri4+ORl5eHFStW\n", "eP/LyckJVPuCykj1HqvDhd+fvYm//KMdOy934pVj9dCZHSO8W/jYQkjXKlAQrwJ4z+xVd1LLOCxQ\n", "6fHrx2bgrY0zMT9tYDZol5tHu8GGTpN92PsGS4lUoCBBPWZCHUwl4/BQbrR3e15qBKIUwj29ZxkG\n", "eXEq3JcWidSo0RNquNYWwzW2UHz6l1pcXDxkOy8vT5TGhCKr0z3kQUerwQ7rHUMmg1mvxYH/Od2C\n", "E/W9UEhY/LQ4F7OShpYBLH09mD+ncMhrLjePssZe/OJEE5RSDq+szB72voliGQbr7opFfpwSOr0R\n", "92TGe4eyEhLsfOqneie73T7uHKliCbZ+qi43j2O1PfjvU80AgGfmJuKpexJDZomN6nYT/n3fwEQk\n", "D+ZG47sPZo37vlt6K/7lg6veOVOzYxT45boZ1MmehKyA9lO90+HDh7Fhw4ZJB58OOJbBg7laZMco\n", "4HTzyNQqQiahAoBKykLKMXDczo4ZWt/mHGUZBhKWgev2+8RcWoSQUDKhfqpud+jc3gpptHqPXMJh\n", "ZrwasxI10Ig0ckesWlNmtAKvrs7F4sxIfP7eJDySP3x6vZFiJ2pkeGVVDpI0MuTEKPDVB9JFGQ5b\n", "VlaGdoMNf6/rwfG6HrQbxq7fCh17qlDs0DVmBti6dSsyMjKGvV5TU0P9VKcJhmFwT0oE7knxbzlS\n", "hmEwPzUSv35sBjiWEe2PiToqGv9beQsnG3oBAIszo/Cd5ZkTKjN0GG0ob+xDt9mBh3JjkBMbGr00\n", "SGgZs6Y62oJ94y3kJ6Zgq6kScXWZ7Hh+x1WYHZ67I4WExWuP5sJkcyNCwWFGnG9DTHmex1unW7Cn\n", "ugsAEK2U4M0NM0edX4CEn4DUVO+///4RX9dqp2aCDjKA53l82mrEB592ICtGgfV3xQm2BlMwiZBz\n", "WDUj1rtSwQOZUfjDuVY43TxmJ6rBMgzyxxg11s/ucqOm0+zd1lmcMDv8nw6QkPGMWVNNTEwc8fVw\n", "nVAlmGpNN3qt+N6R66hs0WP7px3e4Z1ix+422XGmuQ8XWvToswrfH/dO586cxjNzE/Hj1Tn4zvIM\n", "cCyDT1uNqG43QSFh0WYYf7l0wFP33jQnAf3XtA/nRSNunBFZwfR9U+zQEZad/3rMdpyo78W1LjNW\n", "5cfi7mQNuBCbFd7icMM+aNz+jV7/JjqZCKPNid+fvYmP6z31zc/fm4Sn5469vpUQtEopFqZH4VRD\n", "L47W9nhfl0tYJPtxdb44IwpvPjYDVocbmdEKRFDfVyKCCfVTnUpC1FQP1nThjbIbAAAJy+DXj81A\n", "7ghDNIOZ3urE/569iSO1PVBIWLxanIvZAnW+H80tvQ1f2F7t3U7QSPGbx2YGbMlmndmO0itdOHtD\n", "j+U5WixMi0ROrJKm7SOCmNJ+qqFu8FWd083DaAu92lqkQoLni1KwvjAeSimLdK3449c1Mg5zEtW4\n", "dHsm//vSIsecyV9o0SoZvrAgGU/NTZyS1QwI8UXgV4QLAstyoqG4PVHy3ckapEb5dgs5mXqPy83j\n", "s04TTjf1olk38vyd/saOUkgxI14lekLtj80AeObeJLywMAXfWJqOJ+9JHHHCaTFi92MYJmAJNVxr\n", "i+EaWyhheaV6V4Iav35sBow2F5IiZIj1caIPZUQUrnWawLEMMrQKv2qJVztM+NaBWrh5T3ee19fm\n", "B+TqUkjVHSa8fLQeLAPwPPD62jwkTcMeB4RMRlgmVQB+T89nc7pxHQl4e881MAC+syITD+ZG+zxZ\n", "8+U2I9y3q9c6ixOtBptfSTUY5rjsX6al/zz0ASibBMN5U+zwiC2UsLz9n4geswN/PH8LgGcG+z+d\n", "vwW9zfcZ4wc/CJNzDGInOMHyZLjcPBp1FtR1mSe0ZPPMeBWilZ6/w+lRcmSFyLyxhAQSJVUfySUs\n", "4gatBJoSKYfcj9v/2Ulq/GxNLr76QDpeX5ePnFGWABmtM4YQtaZzN/T48q4afKX0M5Re6YTVx87v\n", "/bGzYpT45foZ+OX6fLxanOtzLXoywrW+R7FDV9je/vsrRiXFN4vicLTJCqWEQ8nseL8emCilHOal\n", "RmJe6si/N9tdKG/sxfG6HizO0mJFTrSgc4ia7S788fwt71R9f7rQiqXZWqRp/XvokxIpR0ok1VEJ\n", "GU1Y9lMNRhdvGfCdg3Xe7f9alYOijNFXQvWX3eXGT4434HSzHgAQKefwVkkBEjQ09p0QgPqpTjvG\n", "O2qc/tRrfSHjWLywMBVRSgl6LU5suTeJEiohIqCaqh/ErPfkxCi8ddakCClmxqkFj52mVeAbSzPx\n", "w0dyMDNePf4bBIw9URSbYocaulINEimRCvzX6hzozA5EKaVIFPEqkoZ1EiIeqqkSQgiEq6nS7T8h\n", "hAiIkqofpqLeY3W4cPGWAfsu3UJdl3n8N4ggXGtsFDu8YguFaqpB7lKbCd87ch0AoJJ24o31M5A1\n", "ysABQsjUo5pqkHv3Qiv+/I827/arxblYkBY5Ze1p1dvwcb0OepsTq/JjkU0JnkwT1E81TNydrAHz\n", "D898A1qFZEr7ljpdbrxb1YrjdToAwKn6XryxYQbifJzli5BwQDXV2+p7LPh7XQ8+bTXA6hx5TPxU\n", "1HtmJarxy/X5+Ob9Cfj5o3nImILpAvvP2+pyo7ZrYC7YDpMD1turnIodeypQ7PCKLRRKqgCaey34\n", "9oFa/OzjJnzrQB0utRqnuklebp5HYaIGal3DlNdSNTIJnrpnYDHIxwrjED0Fs20REsyCpqbqdrvB\n", "8zw4buwJPsSoqV5o0eO7h697t5+em4h/XpAiaAx/WRwunGzoxb7qLtybqsFjhfFBcZttd7rRoLPA\n", "7uKRqVUIOukLIVMp6GuqbW1tOH78ODiOw/Lly5GcnDzqvocPH0Z9fT02btyIlJTAJ7N4jQyRcs47\n", "6fIckRfQ88X1bgu2nmwGAFzrMiNTq8DK/NgpbhUgk7B+DXElJNyIdvtfWVmJLVu24KmnnsLZs2fH\n", "3Le4uBgrVqwQqynjytAq8Iu1+XjpwSxsXZs/alINZL3H4hxaq+zom5o+qkD41tgodnjFFopoV6oq\n", "1cBM9zLZ1N+2jic7RhlU3YOyoxVYmB6ByhsGJEVIURhDt9mEhALR/k8dXKqVSqfHw4xArp8Tp5bh\n", "28uy0GNxQCPnED+F9dRwXbOIYodXbKGIdvvvcg10SxJ6VqTBtwhlZWXTdjtKKcHN6gv47B+VQdEe\n", "2qbt6b4tBNGe/u/evRslJSXgeR779+/H+vXrAQCXL18Gy7IoLCwcsn91dTW0Wu24D6qmckRVWVnZ\n", "lP0lpdgUm2KLK+if/hcVFWHbtm3geR4rV670vn769GkwDDMkqX744Yeor6+HQqFAVlYWli1bJlaz\n", "pp02gw2tehsiFRLkxChprlRCpljQ9FP1VbiN/R9Lm8GG7x+5jsZeG6Qcg5+vycOsIOgORkgoovlU\n", "CW7pbWjstQEAHC4elS36KW4RIYSSqh+ELmhPNnaUQgIpN3C7nx0tzrwAwXbeFJtiBzPq/BjCcmKU\n", "+PmaPJy90YfsGCXmpU7dlICEEA+qqRJCCKimSgghQYmSqh/CtdZEsSl2OMQWCiVVQggRENVUCSEE\n", "VFMlhJCgREnVD+Faa6LYFDscYguFkiohhAiIaqqEEAKqqRJCSFCipOqHcK01UWyKHQ6xhUJJlRBC\n", "BEQ1VUIIQQjM/B9qOox22F1uxKmkUEi5qW4OISREhf3tv83pQn23BS+WfoYvfnAVu690wmJ3jbiv\n", "mPUeN8+j1+qA1RH42OMpKyuD0e5Et8kOpzuwNzZTfd4UO3xiCyVsr1R7zA4cqOnC2WY97s+MRG6s\n", "ElU3DfjT+VbclxaJvDhVwNpid7rxcb0O71a1IlOrwJfvT0NalDgTTk9ERHI2fnC0Hs29Njw7Lwmr\n", "8mPoap6QUYTtlWp1uwnvVbXhWpcZ71xow7zUCAAAxwASbuTF88Ra5bGx14rXTzajw+jAuRYDDn3W\n", "HbDYvjjbxeNSmwl9Vid+U9GCpl5rwGKH6xr0FDt0he2VquGOW3wJyyBDq8C/3JeM9ABfJbruuKW2\n", "jFICmCou99Dt0Hq0SUhghe2V6uxENVIjZQCAu5M1uD8jEm9syMf9mVpw7MhXqmLVezK0Cjw3Pwks\n", "A6RGyrDhrviAxfbF4kQWuTEKyDgGzy9MQaY2cH90wrW+R7FDV9heqaZrFfjF2nwYbC5olRJEK6Uw\n", "WJ242m6CXMoiU6sYNbkKTS3jsGlOAh7KjYFCwiJaJQ1IXF8ZbtXjZ2sWweZyQ6uQQCYJ27/FhIyL\n", "+qkC6DHbcaXdhMobehy51gOWAV5ZmY1FmVpB4xBCgheN/RdQeWMfmnRWHLnWAwBw88BfLrbD5gyu\n", "2iYhJPhRUgVwvdsCh5tHhHygm1B2jAJSbujHE661JopNscMhtlDCtqY62EN5Mfiv4/X4wvxkfNpq\n", "RHKkDGtmxoFlAlNTJYRMH1RTBcDzPBp0VhhtTqRpFYhRBteDIkKI+Gjsv4AYhkFOjHKqm0EImQao\n", "puqHcK01UWyKHQ6xhUJJlRBCBEQ1VUIIAfVTJYSQoERJ1Q/hWmui2BQ7HGILhZIqIYQIiGqqhBAC\n", "qqkSQkhQoqTqh3CtNVFsih0OsYUi2oiqtrY2HD9+HBzHYfny5UhOThZkX0IICWai1VT37t2LDRs2\n", "AABKS0uxceNGQfalmiohRAxBX1NVqQZWI5XJZILtSwghwUy0pDr4AlgqHXvWJ3/2nUrhWmui2BQ7\n", "HGILRbSaqss1MGs+M868pP7sq9VqUVVVNbnGTZBKpaLYFJtiT9PYWq0wyyeJllQtFgsAz1Vo/88A\n", "cPnyZbAsi8LCwnH3Hcn8+fNFaC0hhAhDtKRaVFSEbdu2ged5rFy50vv66dOnwTDMkKQ62r6EEBJq\n", "Qm5EFSGEBDPq/E8IIQKipEoIIQKipBpC3G73kJ4S4RKbkFASFAv/CTGkdaJDXYWIvW/fPm/Cyc3N\n", "xZw5cwSPffjwYdTX12Pjxo1ISUmZ0DGEjh2I875y5Qo+++wzuN1uLFq0CGlpaX4fQ+jYgTjviooK\n", "tLe3AwAyMjK8vV4Ccd6jxQ7EeQOe3kBvvPEGnnvuOe+/t0Cc92ix/T5vPgjs2bPH+/Pu3bsntK8/\n", "xxA69tGjR32ON9HYPM/zV65c4W/evDmpYwgZOxDnfeLECe/PBw4cmNAxhI4dqO+735EjRyZ9DCFi\n", "B+q8Dx06xF+4cGHIv7dAnfdIsf0976C4UhViSOtEh7oKEdvlcmHXrl3geR7Z2dk+z00gxPDcQJz3\n", "aAJx3suWLZv0MYSOHajvu7GxETt37kRJScmEjyFk7ECct06ng0qlgkKhmFT7hYzt73kHRVLlBRjS\n", "6s8xhI5dXFzs/fnQoUOixBb6GELEDuR5Hzt2DAsXLpzUMYSKHajzzsrKwosvvog9e/YgJydnQscQ\n", "MnYgzrusrAxr165FTU3NhI8hdGx/zzsokqoQQ1r9OYbQsQfz5wufaJuFOIYQsQcT87xPnDiB/Px8\n", "xMXFTfgYQsYeTOzvW6FQICIiYlLHECr2YGKdd3t7O/bu3YuOjg5kZWV565qBOO/RYg/my3kHRVIV\n", "YkirP0NdhY7d1NSEzMxMAIDVahUltr/HCETsQJz3qVOnkJiYiKysLJ+OEYjYgTjvnp4exMTEePcf\n", "7xiBiB2I837++ecBANXV1UPG4gfivEeL7e95B0VSFWJI60SHugoRu6mpCZWVlQCAuXPnihL7ww8/\n", "RH19PRQKBbKysrz1vkCc92ixxT7vjo4OlJeXo6CgADU1NTAYDHj22WcDct5jxQ7E911eXg6bzQYA\n", "WLBgwbjHCETsQJw34EnqZWVlQ64WA3Heo8X297xpmCohhAiIOv8TQoiAKKkSQoiAKKkSQoiAKKkS\n", "QoiAKKkSQoiAKKkSQoiAKKkSQoiAKKlOY+3t7SgtLcXWrVtH/P1bb72Fzs5Ov465fft2lJaWorS0\n", "FHv27IFerx/y+/3790+4vf2OHDmCnTt3Tvo4040vn63RaMTbb7+N6urqALSIjCQoRlQRcSQmJmLj\n", "xo344IMPRvz95s2bER0d7dcxGYbBxo0bR/29P0MIR7N69Wrs2rVr0seZbnz5bDUaDZYsWQK32x2A\n", "FpGRUFINQ3a7HYcPH0ZdXR2effZZxMfHe3937tw5HD16FNnZ2YiIiIDD4UBJSYl3Mgq5XI6dO3eC\n", "4ziYzWasW7cOkZGRcDqdOHToEGpqalBaWgoAyM/Px6xZs8Ztj9PpxO7du8GyLHieHzaR8MmTJ9HR\n", "0QGZTAar1Yri4mJERkbi008/xe7du/Hwww9jyZIl3u2HHnoIS5cuHTWe0WjE+++/D5VKBZZloVAo\n", "YDabUVxc7J04ZbSYAHD+/HkcOnQIzz77LCoqKiCTyXDPPfcgPz8fLpcLBw8e9I6ZN5lMyMjIwAMP\n", "PDDu51BRUYFbt25BJpPB7XZDJpPh0UcfHfez7e7uxqFDh6BSqWC32xEREYHs7Oxx4xGR+DX7KglJ\n", "27dvH/H1jz76iO/o6Bj2+m9/+1vvz1VVVXxtbe2I77fZbPzOnTt9ijWWffv28Z2dnd7ts2fP8h98\n", "8AHP857JsU+dOuX9nd1u9/6O5z0TSd+4ccP7ux07dvgU88qVK/zbb7/t3Xa5XPy7777rU0ye95zn\n", "4cOHhx330KFDfHd3t3e7q6uLv3r1qk9teu+993iDweBtT3Nz87CYI3nnnXd4l8vl3f7jH//IX7ly\n", "xaeYRHh0pUqGiY2N9f6sVCpht9tH3G+ik1vfyWg0Dplab+7cuWhubgYA1NfXw2q1eq/QAM/VX78H\n", "HngAO3fuxBNPPIHy8vIxr1DvdO+993p/ZlkWSqXSp5j9Vq9ePeK59M/wBHg+y8Gf51g2bdqEM2fO\n", "wE3MPzgAAAIzSURBVGq1wmq1+jxpiUwmA8sOPB4ZfF4k8CipEp+53W40NDQgNzcXANDb2ztslvSJ\n", "UKvV6Orq8ibWqqoq7+3z7Nmz0dbWhkWLFnn3dzqd3p85joNGo0FfXx86OjqwYsUKn+N+8skn3lnc\n", "XS6X94/HeDHHolAohkyd53a7UV9fj7y8vDHf53Q6UVdXN6T977///rBpB0dis9ngcrnAcRwAz+c3\n", "uO0ksGiWqmns448/Rm9vLy5duoQ5c+aAZVkUFxfj2rVrqKurQ319PRITE6FWq7Fo0SIkJSXh448/\n", "xqlTp/ClL30JCQkJeO+99+B2u/Hcc895j9ne3g65XO6tt0okA3+bT548iZ6eHrAsC6fTicWLFyMp\n", "KWnMdjqdTuzYsQNSqRQsy0Kj0eDcuXPYsmULMjMzUVVVhebmZrAs6510ePAyHyaTCW+++SYee+wx\n", "n+aBBTxzZtbU1MBqtUKlUsFqtWLVqlXeZDhWzIMHD+LChQveBeDuuecebw3T6XRiz5494DjOuwLt\n", "0qVLx/0MrFYr3nrrLeTk5IBhGNhsNsybN29IMh7ts+3q6sLBgwcREREBu90OjuPQ09ODZ555BhqN\n", "xqfPgwiHkioJS1euXBlxPk1CJotu/0nYMRgMKC8vB+CpgQ5ef4qQyaIrVSK68+fPo6WlZcTfLViw\n", "AGlpadMi5lgaGxtx8eLFEX+XlZXl10z6JLhRUiWEEAHRMFVCCBEQJVVCCBEQJVVCCBEQJVVCCBHQ\n", "/w9Ak0RXzwwFRwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.841310\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVQAAAFHCAYAAAD+0LSAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XdgFPeZN/Dvzmwv0qr3LiQQYDDddDdQbIPBwY4NcZy7\n", "2M6b+E0uTu6cOMnl0m1f4tiX3DlvLk5xEhuHKorpBGOEKAa5SIAEkpAEElr1sn13dt4/VlrUNaud\n", "Xa00z+cvzTI7z292xaOZZ35FxvM8D0IIIQFjJroBhBAyVVBCJYQQkVBCJYQQkVBCJYQQkVBCJYQQ\n", "kVBCJYQQkciDdeCmpiYcP34cLMti1apVSEpKGnHfffv2geM4AEBOTg5mz54drGYRQkjQBC2hnj9/\n", "Hlu2bAEAFBUVYcOGDSPuq1arcf/99werKYQQEhJBS6hardb3s1KpHHVfjuOwa9cu8DyPrKwszJs3\n", "L1jNIoSQoAlaQu0/AEuhUIy6b2Fhoe/ngwcPBqtJhBASVEFLqH01UQCQyWSC3zdW8j1y5AhYlh13\n", "uwghZDhGoxHz588P6BhBS6g2mw2A90q172cAKC8vB8MwKCgo8L1WV1eHjIwMAIDdbh/1uCzLUkmA\n", "ECK60tLSgI8RtG5TixcvxtatW7F161YsXrzY9/qZM2dQUlIyYN+6ujps374d27dvR35+frCaFLDi\n", "4mKKTbEp9hSNLYagXaEmJyfjiSeeGPL6M888M+S1lStXBqsZhBASMrLJNn3f8ePH6ZafECK60tJS\n", "3HvvvQEdg0ZKEUKISCih+kGqtSWKTbGlEFsMlFAJIUQkVEMlhBBQDZUQQsIKJVQ/SLW2RLEpthRi\n", "i4ESKiGEiIRqqIQQAqqhEkJIWKGE6gep1pYoNsWWQmwxUEIlhBCRUA2VEEJANVRCCAkrlFD9INXa\n", "EsWm2FKILQZKqIQQIhKqoRJCgsLh5nC93Q63h0dGlBoGVdDmsxeFGDXU8D5DQsik5OF5/KOqA68V\n", "3wAAPDo7Hp+flwiNYmovsEm3/H6Qam2JYlNsf/XYOWz9xOTb3lHWjA6bOySxJxIlVEKI6NQKGXJj\n", "NL7t5Agl1PKpn26ohkoICYrGbjtOVHfA5vLg/mnRyIjSjP2mCUQ1VEJI2EqOUGPLnUkT3YyQmvrX\n", "4CKa7HUtik2xKXZwUUIlhBCRUA2VEEJAY/kJISSsUEL1g1RrSxSbYkshthgooRJCiEiohkoIIaAa\n", "KiGEhBVKqH6Qam2JYlNsKcQWAyVUQggRCdVQCSEEVEMlhJCwQgnVD1KtLVFsii2F2GKg2aYIIX5x\n", "cR5cabbgWqsNOTEazIzXQSGBuU6FoBoqIcQvl01mPL/vGngAMgC/fGgaZifqJ7pZAaMaKiEk5Fos\n", "LvRdhfEAWszOiWxOWKGE6gep1pYoNsXuLzVSDa3Cmzo0CgbpRnXIYoc7qqESQvySE6PBa+vyYDI7\n", "Ea9TIjsmvJc2CSWqoRJCCKiGSgghYYUSqh/Cua5FsSk2xZ54lFAJIUQkVEMlhBBQDZUQQsIKJVQ/\n", "SLW2RLEpthRii4ESKiGEiCRoNdSmpiYcP34cLMti1apVSEpKGnV/m82G119/HU899RSSk5NH3I9q\n", "qISQYAjrGur58+exZcsWPP744zh37tyY+588eRJr164NVnMIISTogpZQtVqt72elUjnqvh0dHdBq\n", "tVCrxRsTHAxSrS1RbIothdhiCFpC7V9JUCgUo+5bXFyM5cuXB6sphBASEkFLqBzH+X6WyWSj7msy\n", "mbB3714UFxejvLx8zGP3/ytWXFwcsu3ly5eHNF7/7b4/OBMRv79Qxx/cBvq+6fsOdvxABO2h1O7d\n", "u7Fx40bwPI/9+/dj3bp1AIDy8nIwDIOCgoIh77l8+TKMRiM9lCKEhFxYP5RavHgxtm7diq1bt2Lx\n", "4sW+18+cOYOSkpIh+7e3t6O4WNgV6kQR8y8ZxabYFDu8YoshaPOhJicn44knnhjy+jPPPDPs/tHR\n", "0Xj22WeD1RxCCAk6GstPCCEI81t+QgiRGkqofpBqbYliU2wpxBYDJVRCCBEJ1VAJIQRUQyWEkLBC\n", "CdUPUq0tUWyKLYXYYqCESgghIqEaKiGEYAJrqBcuXAgoKCGETEWjJtTf/e532LVrF3bs2IFXXnkF\n", "b7/9Nl5++WWcPXs2VO0LK1KtLVFsii2F2GIYdSz/ggULMH/+fOzZswdf+tKXEBsbi5aWFpw4cSJU\n", "7SOEkElDUA11165deOSRR3zbe/fuxfr164PasJFQDZUQEgwhq6G63e4B23a7PaCghBAyFQlKqNHR\n", "0Th79izsdjvOnj2LqKioYLcrLEm1tkSxKbYUYotBUEK97777EBERgcOHDyMiIgL3339/sNtFCCGT\n", "DvVDJYQQTGAN9R//+EdAQQkhZCoSlFAPHDgwYNtsNgelMeFOqrUlii2eDqsLZ+u7UFLXiVaLM6Sx\n", "hZJqbDEIWlPK4/EEux2ETHkOtwdbPzGh6FILAODe3Ch8bWkatEp2gltGxDJqQu3o6IDb7YbFYkFr\n", "ayt4ngfHcZK9Qu1bK51iU+zxMDvdOFHd4ds+WdOJL85PGjahTqXzniyxxTBqQr18+TJcLhdMJpNv\n", "eWe5XI5169aFpHGETCU6BYsl6RE4fLUdALAoLQI6ujqdUkatoS5btgyrV69GYWEhVq9ejdWrV2P5\n", "8uUwGAyhal9YkWptiWKLQ61g8dS8JPz7vZn47t2Z+MpdqdCrhr+mmUrnPVlii0FQDbWgoCDY7SBE\n", "EmL1SqzQKye6GaJq6LKj3eZGnE6BRINqopszofzuh1pXV4e0tDQwzMTMTU39UAkJH9fbbXjhQBW6\n", "7G4kRyjx07U5SI1UT3SzxiVk/VB/+ctfoq6uDgcOHEBDQwP27t0bUFBCyNRwtcWKLru3n3pjtxN1\n", "HdKe50NQQs3Pz0dGRgYAYOnSpUFtUDiTam2JYlPskURrB1YNI9SCqoiixA5Hgs6e4zgAAMvSE0lC\n", "yG0z4nX49qoMlDb2YFlGJKbFaia6SRNKUA31b3/7G+Lj45GdnY3c3FwUFRVhw4YNoWjfEFRDJYQE\n", "gxg1VEFXqI888ghMJhOysrLwySef0MgpQggZhqAaqlarRVZWFgBgzpw5A2bvt9lswWlZGJosdS2K\n", "PXlid9pcKG8y41qrFS7u9oXKVD/vcIwthoD7Ph09elSMdhAiOT12N35/vhHf3H8NX9tTifM3uie6\n", "SSRAASdUKd3+S3WMM8UOjhaLC0eveYehenhg26cm31XqVD7vcI0thonpnU8IgVbJILJfN6O8WC0U\n", "LP2XnMzo2/ODVGtLFDs4Eg0qvFSYg4cLYvH0omRsmh0fstijkWpsMQTWC5cQEpDcWC1yY7UT3Qwi\n", "koDXlAp1n1Tqh0oICYaQjeUfjVo9OSdCIIQQsfmdUO32gZMfFBYWitaYcCfV2hLFpthSiC0GQQn1\n", "jTfeQElJCQCgpaWFVj0lhJBhCKqhDq6T7tixA5s2bQpqw0ZCNVRCSDCErIY6eDJpuZw6BxBCyGCC\n", "Eqrb7R6w7XSOvJ74VCbV2hLFpthSiC0GQZeas2fPxo4dO5CdnY3q6mrMmjUr2O0iRLBuuxs9Dg4G\n", "FRvwBMeEBEJwP1S73Y7GxkYkJSVBo5m4SWSphkr6M/U48FrxDZQ29GB+igHfWJGOhCm2CB4JjZD2\n", "Q1Wr1cjOzp7QZErIYJUtVpQ29AAALjb0oLLZMsEtIlImKKHu3r072O2YFKRaWwrn2IMnE1HKxZue\n", "wt/ztjo5cJ6ABh6OO7aYpBpbDIJ++wZP0Xfw4MGgNIYQf02P0+KxO+KRaFDi8TkJmB4X/HHxdheH\n", "yyYzPm7sQafNBauTw74rLXh+/1W8eb4BrRZpPrQlAmuo+/btw+LFixEf750NR8j4/aamJhw/fhws\n", "y2LVqlVISkoacd+SkhKYTCYAQHp6OubPnz/ivlRDJYO5OA+sTg90KhZyRhbUWDzP41BlG14rvgEA\n", "WJsXjXtyo/HtA1W+fb69OgP35kYHtR3jwXl42NwctAoWjCy4n9NkFLI1pSwWC1577TVfIquoqBgz\n", "oZ4/fx5btmwBMHYC7r809ZEjR4Q0iRAfBcsgUhOamSgtLg47y1t824evtmNJeuSAfcwOLiRt8Uen\n", "zYW9l1tx6nonVmUbsa4gbsBcrEQcgn4LNRoNXnrpJTz66KN49NFHMXv27DHfo9XevvVSKsd+6lpb\n", "W4tXX30Vubm5Qpo0IaRaW6LYt6lZBjMTdL7tJIMS6UYVlmV4k2pKhBLzUgxBiR2IK81W/O2jJtR1\n", "2vGX0iZUjPLwLtw+88lE0J+owZfBd9xxx5jv6V9JUCgUY+6fmZmJ5557Dnv27EF2draQZhEScnKW\n", "wea5CciO1qDH4caKLCPSjBo8vyId/7TADZ2SQYwu/LptOdyeUbeJOAQlVL1eP2BbSMLjuNu3PTKB\n", "9Rq1Wg2DYey/7sXFxb61Z/r+ooVie/ny5SGNF07bfUIdv++1cPu+H+63faP33yPU8rD5vgZv59+x\n", "EAXxWlxutmJmnAb5vQ/v6PseGj8Qgjv219bWorm5GfPmzUN9ff2YSXX37t3YuHEjeJ7H/v37sW7d\n", "OgBAeXk5GIZBQUGBb9/29nZER3uL+O+99x4efPDBEY9LD6UIGZ9OmwvdDg4RKhZGzdh3jVITso79\n", "Z8+eRWNjI27evAm5XI5z586N+Z7Fixdj69at2Lp1KxYvXux7/cyZM76pAPucPn0aO3bswI4dOzBz\n", "5kw/TyF0pFpbotijE6vv6Xhi+8OoUSDdqB4zmU6GzzxcCbrlb2xsxCOPPIKioiIAgE6nG+MdQHJy\n", "Mp544okhrz/zzDNDXuu7eiUkXNW02VBS14k4nRILUg2I0SnRbXfheFUHTtd24e6cKKzOiYJOyU50\n", "U8kEEpRQWZZ+SQDprlcu9di3uh34zsEqdNq9s649OS8RT85LwuVmK357tgEA8GmTGUkRSsxLiRA1\n", "9kSQamwxCLrlt9lscLlcAACXyzVk5BQhU5nZyfmSKQCU3TKD8/CwDOpvanGGX/9TElqCEuqaNWvw\n", "9ttvo6KiAnv37sX9998f7HaFJanWlqQeO1anwMJUb+8TGYB1BbFgGRny4rRIifB2kcqN1iAnRryJ\n", "g8LhvKUWWwyCbvmjo6PxxS9+MchNISQ8RWkUeH5FOuo67NApWeREexNnmlGNVx6Yhi67G1EaOWLD\n", "sP8pCS3B3aYuX76M6upq5OfnIy8vL9jtGhF1myKEBEPIuk0dPXoUZrMZa9euRWdnJ95///2AghIi\n", "RfWddlxqMqOFZqOasgQl1M7OTixatAhKpRKLFi1CW1tbsNsVlqRaW6LYgbvaYsHX91Ti+f3X8JPj\n", "12HqcYQstr+kGlsMghLqSGPxu7u7RW0MIVPV2fpuWF3e3jEVzVbc7Bo9oZLJSVBCtVqtaG1tBQC0\n", "trb6Jj45ceJE8FoWhqTaP49iBy4lUuX7mZEBBtXofbunynlPpthiEPSUv6mpCW+++SZSUlLQ0NCA\n", "zMxMbN++HRUVFXj44YeD3UZCJr15KQZ8fVkqLpksuDc3GjkxwV9ZgISeoIS6cuVKLFiwYMjrFy5c\n", "EL1B4az/LDgUm2L7I0qjwEMz4vDQjLiQx/aXVGOLQdAt/3DJtO/1Y8eOidogQgiZrAT3Qx2JkPWl\n", "xET9UIlQbRYnOmxuRKrliNNTp3syupCtKUXIZHOr24Gfn6hFZYsVyRFK/GRNDtKM6oluFpniQrOy\n", "2RQh1f55kzH29XYbKlusAIDGbieujLKG0nhiO9weNHQ50GwOTif9yfiZT/bYYqArVDIlaQfNSzpW\n", "N6XBbC4OTHw2Lt7sRla0BtFab1/s6+02tJqduN5pxx/ON0KvYvGztTmYHj/2HMFk6qMaKpmSLE4O\n", "p2o6cORaO+7KiMSavBi/lk0+VNmKX526AQBYlW3E15emocPuxrf2X8OGmXF46+It375zk/V4qTAX\n", "LCNs7bRmsxO1HTZoFSxyYzRQK2i+4XAQFjVUoQvwkamhx+FGl90NnZJFVBivS6RTsiicHov782IE\n", "J7o+VieHokutvu2TNZ148s4kNFuc6LK7wfM85IwM7t6lTyJUcgj9b9BhdeHVD+rwUaMZAPDCqnTc\n", "Ny3Gr/aNpd3qQk2bFXKWQW6MBnoV3YiGiqAaanNz84j/FmhGn0ykWlvqi91qceL1U/X45+1X8L1D\n", "1Wjosocs9nj5m0wBQCVnMDvx9i18kkEJnZJBrE4BnZLFkavteHpRMtKNasxN0uPJeYlgBGbUdpvL\n", "l0wBYH9FG1zc0Anbx3veFieHP3zYiO8ersELB6qw/0qr32tehcPv2mQl6E/XW2+9hWeffRaRkZFD\n", "/m3wEtNk6qpus+FUbRcAoKrNhk9vmZESOXFPzj08LziR+YNlZHj0jgQk6xg4wWJJeiRidErE6ICX\n", "P5ODsiYzVKwMd6VHYFFaBDKihE8sbVDJEa9ToNniXQFjfooBCla8Z8NddjeOXmv3bb9X0YbC/Bha\n", "5TREBCXUlJQUnDlzBj09PVi4cCEyMzOD3KzwJNUxzn2xlezA5KVWBL+TyHDn7eI8uHCzB7svNWNm\n", "vA4PTI+Fw+3BzS4HojRy5MZqx3Vl2l+8XomNc1KGvK5kGeREa+DkeOTF6ZAd7d8s/fF6JX5WmIOP\n", "Gs0wauS4I3H4C5Lxft86BYP8OK2vh8PcZD20ftZow+F3bbISlFA3bdoEpVIJj8eDCxcu4OTJk3jq\n", "qaeC3TYSZqbFaPH0omQcqmzD/JQIzB4hGQTb9XYbfnSsBh4e+LjRjEiNHAcr2nC9ww5GBrzymVzM\n", "STYEJe4391+DxcmBlQGvPpQ3rsSdEaXx66rWH5EaBb6zOgMfN5qhlMswJ8kApZx6R4aKoE+6b5q+\n", "9vZ23Lx5E0ajMaiNCldSrS31xdar5dg0Ox7/tS4PX16SErQlP5xuDz5u7MGu8macrTb5Hv70sbo8\n", "6P/SrW4nLC7vAnkeHviosUeUdgz+zG/1OHwL8XE8UNNuFSWOkNj+SIlU48EZsbh/WgzixzFCLBx+\n", "1yYrQVeo7777LmJjYxEbG4uHHnoISiUN45MqRiaDwY/uR+NR0WLBCweqeuMBrxn0mNGvn2dapBp3\n", "ZUTiTF0XIlQsVmQZcajy9qTnebHBmckpTqeEgpXBxfG+dhDSn6B+qH/605/wxS9+MSy6SFE/1Knv\n", "6LU2/OJkvW/73+/JxIrsqAH7dNpcaLG4oFOySI5QobLFgopmK5IilJiZoIdOKX7fTp7nUdlqRW27\n", "HckRSkyP09Ht9BQSsn6oW7ZsCYtkSqQhw6iBipXBwfHQK1mkDDMG36hRDHhynR+nQ35ccEcryWQy\n", "TI/TYXqQ45DJS9CfV6VSidraWpw/fx5utxs1NTXBbldYkmptKdSx8+K0eH19Hn68JhvfXxrj95N0\n", "sYh13lWtVuwsa8bp2k50290hjT0eUo0tBkEJ9ezZs2hsbMTNmzchl8tx7ty5YLeLSFxOjBZL0iNh\n", "bbo+0U0JyI1OO144UIXfnWvAj45dx9n6roluEgkiQQm1sbERS5cuBcN4d9fppHnLMxX753EeHh81\n", "9OA3p+tx5GobuuyukMUWYrLH7rS5Ye7tGQAA5U3CZr2a7Oc9GWOLQVBCZVmavGGqqm6z4sVDVdh3\n", "pQ2//KAeH/cbFklGZna4UdliwfV266hDO+P1CmQavQv0MTJgRdbQ0YZk6hCUUG02G1wu75WLy+WC\n", "xzN07LEUTMXaUreDG9Cnc7jljafieQcS2+Lk8O4nJnxtz1V8ZXclPrwx8m18gkGFH63JwU/WZuO1\n", "dXmYK3DAQTie91SPLQZBT/nXrFmDt99+G01NTeA4DoWFhcFuFwmR1EgVsqLUuN5hh0bBYEGq+COM\n", "whXn4XG9wwa7y4PUSJXg8e6tFie2feqdMMjDA38pbcLcZMOI0/AlRaiQFKEa9t/I1BLwfKihRv1Q\n", "xWfqccBkdiJSLQ/akMhQuN5uQ6vFiQSDEunGsc/jbF0Xftg7hPXe3Cj8nyUpiFSPnVRNPQ48V1SJ\n", "boe3Nnp3jhEvrMoMeP4AMrEmbD7UQ4cO0VXqFJJgUCHBMLmvoK61WvGt/ddgd3sQqZbjFw/kInOU\n", "7lach8e2T02+csfxqg5smh0vKKEmGFT4eWEudpaZEK1TYN2MOEqmBMAYNdSf/exn2LVrF/70pz/h\n", "xRdfxNtvv41vf/vbqK2tDVHzwotUa0uTIfb1dhvsbm9tv8vuxs0x5mplGRny424PUTWoWGgG3bIP\n", "F7vd6sKlJjPqO2zYOCseX7gzEclBuJ2fDJ/5VIsthlGvUD//+c8jIyMDf//73/HTn/4ULMvic5/7\n", "HLZt2xaq9hEiSP9JQBgZEKMd/kqzx+4GDyBCLceGmXGI0ihgMjtQmB87ZmLssLpQUtuJv3/aDFPv\n", "4nwv3p2Bu3OiRTsPMrkJqqHu2rULjzzyiG871OtI9Uc1VDIcu5tDeZMF11qtmJmgw4x43ZCJmytb\n", "LPjFyXpwHh7fWpmOWX5OP3il2YKLN7vxl9ImFCToEKWWI1IjxzeWp4t5KmSCiFFDFdRtym4fePtk\n", "NlNfRTI+ph4HbnU7/F6WYyxqOYsFqRF4Ym4i7kgaOgt+p82Fl0/Uob7TjoZuB3587DpaLf4tAa1T\n", "sOA8PP5pQRJiNAo0mZ2YGa8bMr0gkS5BCXXu3Ll49913UVpaiq1bt2Lu3LnBbldYkmptSazYHzV0\n", "45mdFfjSjisoru0E5+Hh4jy43m5DTbsVDrc4ayvVtttw9FobLtzs9s1f2mJxwtlv7SYn54HZMfq4\n", "+sGx06PUWJYZiR4Hh1O1nahus+HVU/Woa7f53caxTIXve7LFFoOgp/wFBQXIyspCQ0MDNmzYAI1m\n", "8natIROj2+7Gf52+6Xtw9J8n6zA9VotLzRb858k6eHjgG8vScH9edEBrLDV02fHtg1XosHmT5XdW\n", "Z2BVdhQ+rO/G5+9MxO/ONcDDA1+YlwQF43+c3Fgd9ly+vSKqhwccHF2hEi/Bv1EajQa5ublDkumx\n", "Y8dEb1S4kuoYZzFiMwyg6Td3qFrOwOnhfQkOAN44e9OXCMcbu8PmHnCMiw3dYBkZzL3LlmycFY+N\n", "M+MQoWLGnM1+pNgPF8TB2DvJ9saZcUgziv+Uf7J/35MxthgCnnqd6qnSYXFyuNJsQbPZibw4LXJj\n", "hM+Mr1fK8a2V6fiv4htwcB58fVkajBo54nQKXwLMjlZDBsDh5qCSj2/+iFidAkkGJW71eOuji9Ii\n", "4eI8WFcQhyPX2hGnkyMzSoNpsdohV8JWJ4dmsxMKVjbqaq65sVr894Z82F0exPQuLU0I4McVKpFu\n", "bakv9kcNPfjuoWq8XnwD//ZeFeo6/Ksd5sZq8Z8P5uJX66YhTq9Aj4PDC6szsCrLiAfzo/HYHYn4\n", "7qFq/PjYddzotA+ILVSiQYWfrc3Bi3dn4BvL03CwohXvVbTCqJHjqflJeGB6HAoS9EOSqcXJYXtZ\n", "M57dVYGvFlWivMmMkpKSEePE65VIj1IHLZmGw/cttdhiCO7iQGRKudR8+27E4uTQbnUjI2qUNwxD\n", "o2BRdqsH/36kBna3B99ckY4XVmegsduBr+yuhNvDo67TDv1Ht/Cd1ZnjameqUY0j19rx7icmAEBp\n", "o9k70378yNNONvU48PZHTQAAm8uDv5TewhYJzWtAxEFXqH6Qam2pL/aClAj0DbCM1ykQrxc2mUh/\n", "VieH/znT4Fu59Fen6tFsdoHz8AO6H3Xb3PDw4z/vwd2yPGN0t1ayDJTs7eGjCXol5twxe1yxxRAO\n", "37fUYouBrlCJYHck6fH6umnosLuRZlSPWmccCSsDdMrbf8eVLAOW8c7I9MyiZPz+fCMMKhZfXJAc\n", "0Pj4tfkx+OSWGXUdNmy5M3HMSV9SI1X4ydoc/PlCI5IMKjw+J2HcsYl0BXyFKqXF+6RaW+qLrWAZ\n", "zEjQY2mGcdxLKKsULP7v0jTMTNAiw6jGj9dkI9GggkbBYl1BLP786Ay89tA0GNRyON0eX+zGbge2\n", "ftyEty7e8tVXR5NuVOPnhTn4w6MFeGRW/Ji1TplMhjsS9fi3lRl4fG4CojSKsPjMKfbkEvAVaqBD\n", "tYj0ZEVr8FJhLtweHnrV7V9BtZxFj8OO7x2uRo+Dw1fvSkGKzgCri8MbZ27i/I1uAMC5+i68VJiD\n", "yDHmL41QyxHhR7vO1nfhJ8ev9/ZTTcR0nT/vJkTgWH632w25/PYv/j/+8Q/cc889o76nqakJx48f\n", "B8uyWLVqFZKSkkbc99KlS6isrITH48GSJUuQmpo64r40ln/q4jw8XjxUNWAZlv99ZDoi1HJ8dXcF\n", "2nu7V7Ey4M+PFYw65eCNTjuutVphULGYHq+DQTX6tYPZ4cY39l1Dfb+r3z8+OgOp47wSJ5NPyMby\n", "HzhwYMC2kL6n58+fx5YtW/D444+PuUpqW1sbHnnkEWzatAmffvqpkCYReIdYnrregcsmM1zc5F+W\n", "RiYD9P2m0JMzMrCMDBFqOT7Xr6b52JwEGDUjJ0iT2YnvH67Gy+/X4XuHa1B8vXPM2Eo5M2C2KaNa\n", "DlUAI7aINAn6jRnPGlJa7e1O30rl6CNSVq5c6ffxJ0I41Zb6lif+yfFaPL/vGspNwlbTFCP2eNzo\n", "tONMXSeuNFvg4jzgPDyq26wobzKj0+Zdr4yRyfDUgmTMTdIjNVKFH9yXhaZrZZAzMhTmxeD1ddPw\n", "6kPT8Ojs+FE7/ndaXb6O/QBQXDv20s1KlsGzi5Px0PRYrMg04meF2agquxjweY9XOP2uSSW2GEa9\n", "D+ro6IDb7YbFYkFrayt4ngfHcYKuUPtXEhQKYd1rjh49ikWLFo25X3Fxsa97Rd8XMNW3+587AKgz\n", "70Cn3XsLzAMou2XGncmGoMQvKysL6P26hHS8eqEbzRYXGBnwg1XJkCvV+MFR7/IjKzMj8LXlGYhU\n", "y3Hj0gVsyYhGdm4eDGo5fvveBTgcDixfvhwFCXoUFxfj47HixaUgNVLlW3BwccrtJ/z99+9xuFFe\n", "2wQFK8OcrCSkRqqxXNsCRs9gWmwWTBVc2HzfoYwf6PcdyHZZWVnIz7f/dqBGraGePn0aLpcLpaWl\n", "vrqlXC573w6kAAAgAElEQVTHnDlzYDCM3um5/zIpx44dw3333Tfq/idPnkRGRgYyMzNH3Y9qqF61\n", "7TZ8Y99VWF3eu4efrc3GwrTwXKK4tKEb3zlY7dt+bHY8mi1OvF9z+1b8jQ35yI313tVUt1nR2O1A\n", "vF6JabFaMOPoSdLQZUdVmw0GFYv8ON2Qp/wWJ4e/fXQLO8tawMiA792TiRVZfo5SIFNK0NeUWrZs\n", "GQAgPj4eBQUFfh3YZvMOS+R53vczAJSXl4NhmAHHO3XqFBISEsZMpuS2zGgNfvngNFzvsCFWp8SM\n", "OOHj6kMtRquAVsH4kv+MBB1kzbf/3aBioe3tm1rdZsU391+DzeWBnJHh1YemYcYoI5xGkhJ5u5+s\n", "xekeMj9Am9WFnWUtALwzRr39kQnzUyKgpXH5JACCp+/z1+LFi7F161bwPD/g6vTMmTOQyWS+YzY3\n", "N+P06dOYPn06Kioq0NPTgyeffNLveKHQv9QQDrFzY7W+q7pQxba5OLRYXFCyMiQKXNgvI0qDXzw4\n", "DZUtViTqFZiRoEd2tBoFCTq0mJ2YHq9HcoQ3+d3qccLWm3jdHh6VtzrHlVAB7+ioizd78L/nGhCr\n", "V+Ari1OQ3tvBXy1nYNTI0dnbcyAzSg2lfOAjhXD7vil2+BPcD7WrqwttbW1ITk6GWj12V5Lk5GQ8\n", "8cQTQ15/5plnBmzHx8fjO9/5jtBmkAlkc3LYfakFf754C3oli58V5ghOdtNitZjWm/zbrS68+4kJ\n", "R662Y06SYUCpIl6ngIKRweXhIQOQoBv/FWNjlwM/PFoDV+/8AH+WN+H792aCkckQr1fi52tzsOdy\n", "C6K1ChTmxUBOK5eSAI1aQz1//jwWLVqEU6dOwWw2Izk5GdXV1cjLy8OsWbNC2U4fqqFOnOo2K76y\n", "u9K3vSDVgJ+uzRmxxsl5eLRanGAZGWJ1t3t6nL/Rhe8frvFt/+vKdKzJiwHgvaq82mJFXYcdyRFK\n", "TB9mbajBuu1ucDwPg0oOi4ODVsFAIWdQ227Ds7sqfPvNSdLjpcIcyKk7FBlG0GuojY2NAACTyYRN\n", "mzYBAObMmYNt27ZNWEIlE0fBML6rRwCI0ihGTKZuD4+TNR341al66JQsfnR/tu9qlh30nv5XhoxM\n", "hunxo88M1d/VFiteeb8WBQk6xGgV+Ed1BxalReDxOQlIilDiK0tS8NuzDTCoWPzzwmRKpiSoBP12\n", "9R8lBQDMOJaOmAqk2j+vL3aqUYUf3p+NnBgNlmZE4olBE4i4PTzqOmyo67DB1OPAL07WwcXx6LS5\n", "8T8lN2F3edd3yo3V4vE5CTCq5bgnJ2rU1UdHO2+Lk8PrxfW40eVASqQa73xsQlOPE3svt+KSyQKV\n", "nMUD02Pxp0dn4Lcbp/tdiw2Hz5xiTy6jXqGWlZXB5XKhqqrKt2y0y+WCy+UKSeOkpM3qQpvFhQg1\n", "K/hhT6gxMhkWpkVgVqIOCkY24GqP8/A4db0Dr7xfBwD41sp0pEQocaPL28FeJZeh78I0Ui3H5+9M\n", "xIaZsdAoWGgU46uT8rg95d/g6fr6FvxTyZlxzYpFyHgIGsvfX21tLSIiIhAdHR2sNo1qKtZQm80O\n", "vHKiDmUmC6K1crxcmIvM6Mm1EGKrxYkv76pAj8N7FapTsvjJmiy88n49ItQsvrkiHTl+LJkihMPt\n", "QU27FSW1XeB4Ho3dTpTUdWFGvBbfXp05YCgpIWMJeg11ONRXVHy1HXaU9Q4dbbe6UdrYM+kSqoJh\n", "EKWW+xJqtEaOVKMav9mQB7lMNmBWKSG43vKB2ckhKUKFON3A4cs2F4f9V1rxhw8bEa9T4nv3ZiLJ\n", "oMQzi1KgVzJjzkRFSDAILoa6XC40NzfD4/Ggp6cnmG0KW8Gq7wwexROtHZoMwr2uFamR48V7MrEw\n", "1YD5KQZ8955MGNUKGNUKv5Oph+dRdsuM7x2uwb++V4UfH7uOpm7HgH1udDnw+/ON8PBAk9mJ3eUt\n", "iFArkBKpEi2ZhvtnTrHDj6Df9JqaGpSWlsJut2Pz5s3Yt28fNm/eHOy2SUZOjAbfvTsDByrbMC/F\n", "gDlJIz+kCWc5MVr8eE0OAAyYbd/FecAyMsFDSNusLnx0qwdtVm+tvrLFiqo2KxL73cKzMkAG7zwG\n", "AKBWBP6g1Ox0w+PxzqNKyHgI+s25cOECHnvsMRQVFYFhGOj1k/M/fKCCNYJDLWexOicaK7OjRkw6\n", "k2Wdn/6JlOd5fNTYg7cu3kKSQYUn5yUKekAkl8kQoRp41T74KjfdqMYLqzPwxw8bkRKpwmdnxQtu\n", "43Bq2qz41al69Dg4fH1ZGualGCbNZ06xw4eghCpkZBQJ3HgmAQlnN7sc+MGRGjg5HlearVCwMnxr\n", "ZcaY74vSKjArQY/H58SjosWKe3OiMX3QXAUKlsHdOVGYn2KAkmUCGoPvcHH4TclNXG31zjnxH0dr\n", "8PvPzkASPdQifhJ0n9R/chPAO4O/FE2W2lKz2YHLJjMaugauvVTTZsW7Hzfh2LU23+202LH7c3Ie\n", "OLnbnUhazM4h3ZtGkh+vw+a5iXh2ugJr82OgHqZrFSOTwahRBDyhiQe3u1kB3v60Hn7yfN8UO3wI\n", "Sqhz587F3/72NzQ2NmLnzp1YuHBhsNtF/NBqceLDm90obzLjZqcd3z9UjW/su4bn919DTbv3j+Gt\n", "bgdePFSNP164hf88WY/DlW2Cj69QKOBwc/Czhx0SDSpsnuvt/K9RMHhyXpJfK5mqFSyaGm/6FXM8\n", "NAoWzy1NhUHFQsHI8MKqDCQYRp8UnZDhCO6HarVaYTKZkJqaKnjC6GCYiv1QA9Fld+NXp+pxps47\n", "K/1zd6Vg26fNaLF4r0D/ZVkaHpwRi2utVjxX5B2Hf29uFPLjtChI0MGglKPF4kSMVjFsfdPFeXD+\n", "Rje2fmzCtFgtPjcnXvDAgy67G902F2xuD/RKFslh3sG+1eKE28MjTqcMaAlrMjmFtB+qVqtFVlZW\n", "QMGI+DqsLl8yBYDDV9uRF6tFi8X7WkxvF6xYrQJ3JuuhVbKwuTx440wDGBnw9KJkbPukGTIZ8MoD\n", "ucgctH59XYfdtxLo1VYr4nQKbL4zccx2mXoceL34Bi429GBmvBYvrM4U76SDJFZHV6UkMIIX6btx\n", "4wZqa2vxzjvvoKqqKtjtCkuhrO/Y3Rw+vNGFP37YgAs3u/Fh6UfD7qdXsUjqd3s6J8mA9QWxWJll\n", "xPPL01CQ6B2/HqVV4F9XZmDdjFiU9CZgDw98UNOJvDgtOmxu1LTZhhzfwXnQv+zZZnUO2Wc411qt\n", "uNjg7a98qdmKipbxrXk1+DO3Ojm0WZ0hWZRQqrVEqcYWg6ArVKfTiZSUFOzduxebN2/Gtm3bkJub\n", "G+y2SVplixXf653i7t1PmvHDVcMvwx2rU+Ina7Jx4WYPItQs5iYbEKtT4s6UoWvKx+mV8PA8jGq5\n", "bz2qNKMa1b2JNGqYDvGpkWqsyYnEkeouGNVyfCY/VlD7lYNmdRJjBdGGLjv++/QNVLXb8dgd8Xhw\n", "eizNsE/CiqCEyjAMGIbxdZ9SqaZedxLOw8Pq5KBVsiPWz0LZR67dMvApvJMZ+TNPj9L4ZqIfS4JB\n", "hZ9/JgfHrrUjRqtAbowGckaGLXcmID9u6DEi1XL8n6Xp2DTHBY2CQYJBBYfbO7x0tJVH8+O0+MK8\n", "RJyo7sDSDCNmxI9vHH//z/z9mg5cbPQuEPn7841IMiixIC0C6lHaEQip9seUamwxCL5CNZvNvoTq\n", "79PecNdlc2HflVYcr+rAssxIfHZWPKKGGf4ZShlRahhULHocHCJULDKixHugkxujRW6/iUqGu5rt\n", "T6+S+zrWV7ZY8UbJDTAyGf7v0lTw8I5SSh30wClSo8ATcxPx8Mw4aBUj/5Hyx+C7/PpOB2J09nEv\n", "kUKI2ATdhyUnJ6OoqAhLlixBeXk5ampqxn7TJHK11Ya/lDahoduBbZ8240rz8PW+UNZ3smO0eO2h\n", "PLxUmINfrctDU+XHIYs9WN95d9hc+MnxGlxpsSJSI8fO8mZ8tagSX91diUtNQ5cWZxkZDCp5QMm0\n", "/2d+d04UpsVqoGBleGhGLCpaLHC6/a+lmnoc+NOFRvzwaDU+vdUz4gWCVGuJUo0tBkFXqEuXLsXS\n", "pUsBANOnT59y9VPnoEsfRwgeeAiRHqVGeu+VaT3HTXBrvB3ezb2zSeXGaPCX0iYAgN3twbZPTfjR\n", "KBNFiyHNqMa/rczAmbpOnKnvRkaUelxX7gcr27D1YxMA4OLNHvz3hnxkCCyZEDIav2eBkMvlQ2bw\n", "n+ymxWiwINWACze9XXymxw1/CynV2lJf7BitAt9ckY6fn6gFy8igYGVw9Y6ECtbco4PPOzNaA72K\n", "xfKsKERp5H7PZAV4u4L1cXC8b5XVsWKHEsWenMaVGQ8dOoTCwkKx2zJh4g0qfHt1JnocbuiVLIxB\n", "mEuzw+rCxYZuNHY7sSQjAnmxE1P3c3EeyIABs+3zPA+Lk4NawY668icjk2FZphF/2DQDDIDpcVps\n", "/cSE9Eg11hfEBb/xvQLtL7pxVjwu3OyGg+NxX240jdknohGUUI8cOYLOzk5UV1cjMzMTtbW1Uyqh\n", "At6n2ZFjTNsWyJrh79d04LdnGwAAuy+14Nfr85BmFH67KsZ65VWtVvzvuQbIZMCzi1OQE6OFzcnh\n", "WFU79lxuxZwkPT43JwHx+oEJq39slpH5RlQlRapxR5Jh1Bopz/Oo7bDD0jtRdIyfD/uCsU77HUl6\n", "/M/G6bA5OSRGqEb83qW6Pr1UY4tBUEI1m8147LHHsHfvXqxfvx47duwIdrumnMv9HnRZnBx6HMIm\n", "mLG5OFxtscIalYXGbseYt9YtZieOXmvHtVYr1hfEYU6yHoxMhg6bCz8+fh1NPd6O+S+fqMOrD01D\n", "XYcNvynxjpev77QjL06Ltb1LOgsx1gOnsiYzXjxUDRfHY2GqAd9cmeF3Uh2sqceBs/VdcLo9WJph\n", "RKoff5j6pI/jPYSMRVBClfVOK+fxeGtNU62GKlQgfznXTIvGqeud8PBAQbx2yFXgSM7WdeGl3oXv\n", "0q904eeFub73utwelDdb8OmtHsyI1+GORD1O1nTgzxdvAQDO3+jGbx7OQ3aMFm4Pj2777STeZXfD\n", "5fHAwQ18wm1xDH34Fch5H6ps89VZP7zZg6Yex5gJ1cPzvqkMB8e2uzi8eb4RH1zvBAC8X9OJn38m\n", "B0a1+GUaqdYSpRpbDIIyY990fSzLoru7m1Y9HYc7UyLw6/V56HFwSDOqBdcBT9R0+H6u73Sg3ery\n", "JdSrbVZ850CVb9b6Vx7IxY2u20uFuDw8rL0PXKI1CvzL8jTfqqRfW5aGKI0CsmgZVmcb8X5NJ9Ii\n", "VViYNnqfVH/lxGhwrMp7DipWNmS5l/5udNnx949N6LS58fl5iZg+TP9Su9szoFtbdZsNNpcHfRec\n", "DV121HXYEaGWIzdWE7RO/4QMR1BC/exnPwsAWLNmDQ4cOICCgoKgNipcBVLfkTMy5I3Qe2A0S9Ij\n", "cba+GwAQp1XAqLn9lbVbXeh/fdlqcWJtXgxOVHfA7vbgroxIX4mAZWRYkRWFnBgtZPA+lWdkMkRr\n", "FfjasjQ8OS8JOiWDaO3QRB/Iea/qXYXgersda/Kih0y+0sfFefCHcw0o6T3XKy0W/HbDdFSVXUBC\n", "/lzsu9wKo0aOwrwYPDIrHr87561Hr58ZC2Pvk35TjwP/cbQG9Z3ePyr/cV8WlmUax9VuQLq1RKnG\n", "FoPgoaeAd8jpxo0bg9ogMtCKTCNidQqYOi24IzVqwNR5aUa1b1y+VsEgK0qD3Fgt/ntDPqxODgkG\n", "5YDx+XJGNmzt0KCSwzCO7kdCxOqU2ChgeRIXx+OW+fbEKz0ODg7OA11sMr53qBrtNu9dUlOPE8/d\n", "lYL8OG8ZIytaA03vVW+r1eVLpgBwsqYjoIRKiL8Ez4fa3wcffICVK1cGoz1jovlQB7rRaUez2YlY\n", "nWLSd04/X9+FHx67DreHxz/NT8LGWXFosbjwpR1XfPtkRqnx2rq8YUsHDV12PL//Gjp7k++3VqRj\n", "bb7wB2xE2kI2H2pxcTFu3boFlvX+El+5cmXCEioZKM2o9qv7VTibnxqB/7cxHy4Pj2SDCmoFi2gt\n", "8NnZcdhZ1gJGBmy5M3HEOmxKpBqvfCYXV5otiNEqUCDyGP8OqwsVLRZwPJAfq0WcwAeLRDoEJdS2\n", "tjY8+uijvu2mpqagNSicSbW2FKrYLCMbMmvWR+fPYPPCJViRaYSSZcYcapoVrUFWtDhX6v3P2+H2\n", "4N1PTNh9qQUAsDLLiG8sTxvXSC1/Y4eaVGOLYVyTVMbGCpsTkxAxGFRyFCTokRurhUKEeVXHw+Lk\n", "cLJfj4vi2k6YnRM/vwIJL6PWUC9fvgwAOHfuHNLS0pCcnAwAKCkpwdNPPx2aFg5CNVQyERxuDr87\n", "14D9V7yLG96VEYl/W5ketCtUEnpBr6H2XX4vXrw4oCDhpsXsxOm6TrSYXbg7Jwq5seOb/JhIh0rO\n", "YsvcJMxPiQDn4TE9XkvJlAwx6v3T5s2bUVBQ4Ot3Wl1dDZZl8YUvfCEkjQuWfVda8caZBmwva8Z3\n", "DlbhVrdj7DdBuvNEUmyvGJ0CyzKNWJkdhXh9cCdUCafzlkpsMYyaUPV67/yWR48ehdlsxtq1a9Hd\n", "3Y2SkpKQNC4YOA+PS6bbkyF3OzhYqBZGCBGBoAp/Z2cnFi1aBKVSiYULF6KtrS3Y7QoalpHhs7Pi\n", "0Tenx/LMSMQJHAYq1THOFJtiSyG2GAQVgRSK4See6O7uRkSEuGO/Q2Fhmndcvc3lQZpRjUjNxNfC\n", "bC4OZU1mVLXacEeSHjPidaKsw0QICR1BV6hWqxWtra0AgNbWVt8aPCdOnAhey4JIwTLIi9NhTrIB\n", "0X5MJVdaXoGKZgtq223wiLxQ4WWTBd8/XIM/X7yFf33vGqparQP+Xap1LYpNsScTQZdmTU1NePPN\n", "N5GSkoKGhgZkZmZi+/btqKiowMMPPxzsNoaFHocbJ1qVOHz2KhSMDD9ek435qeJdnTf2ezDm4YF2\n", "G83oRchkIyihrly5EgsWLBjy+oULF0RvULgymZ04XNUFwDst3rufmDA3efTZ6v2RF6eFipXBwfGI\n", "1sh9s+L3kWpdi2JT7MlEUEIdLpmO9vpUpJEz0CoY3/yimVFqUWuc+XE6/Nf6fLRZXUgyKMc1Cz0h\n", "ZGJNzDi+SSglUo3vLk/EyiwjHp+TgEdmjz0lnb+yYzRYmBYxbDKVal2LYlPsyWTiH29PIq6mKnz/\n", "3mUT3QxCSJga13yoE4nG8hNCgkGMsfx0y08IISIJm4Tq8XjAceE9BFSqtSWKTbGlEFsMQauhNjU1\n", "4fjx42BZFqtWrUJSUtKI+x46dAg1NTXYsGGDb4pAEj5kMhm67W64OA+itArfEs+EkIGCVkPdu3cv\n", "1q9fDwAoKirChg0bRt3/8uXLMBqNYyZUqqGGXnWbFS+fqEOn3Y2vLU3Fskxj2A+LNTvcqGqzgfPw\n", "yInRwKgRPiKOSFNY11C12ttzjCqVtPbOZOXmPPjfcw2o67Sjy+7Gz0/UDhjVFY5cnAf7rrTihQNV\n", "ePFQNd66eAtWmlGMhEDQEmr/C9+RJleZbKRYW+KBIfMWhLJbyHjO2+zksPdyq2/7YGUbuh3ukMQW\n", "C8WenIKWUPs/YJKJXHPr/6EXFxePe7vZ7MTFazdxseyyKMebitvnz57Bw5lyJBmU0CoY/MuSRJiq\n", "Q/d5lZWV+f3+2msVmJOk972WH6uBVsGGpL1TYbusrGzC4o/n+xZzO1BBq6Hu3r0bGzduBM/z2L9/\n", "P9atWwcAKC8vB8MwvlUA+oS6hlrTZsN3D1Wh3eZGYV40/nlhckB1NjfngUwmC/va4nh12Fxwe3hE\n", "axST4hxNZic+buiBk/NgXophyNwIhAwW9DWlArF48WJs3boVPM/jvvvu871+5swZyGSyAQn12LFj\n", "qKmpgVqtRmZmJlauXBmsZvkcrWpDu817G3joajvunxYz7oRa2WLBm+cboZYz+NLCZGSKtIxxOIma\n", "ZA91EvRKrM2PmehmEIkJWkJNTk7GE088MeT1Z555Zshr/RNuqPRPEDIAKvnYV13FxUPXDG+1OPGD\n", "IzXo6E3O3XY3XvpMLrRKVtT2Dhc7VCg2xZZCbDFIdiz/yiwjbnU7cbXFgsfmJCAranxXlW4Pj277\n", "7Qce7TZvf01A3IRKCAl/kh7L7+F5uNweqBTjT34uzoNjVe14/dQNsIwM/35vJpakR4r+II4QElxh\n", "XUOdDBiZLKBkCniXU7kvJxoF8TowMhmSI1SUTAmRqLAZyz8ZjNS9QiFnkBGlQZpR3EmnhcQOBYpN\n", "saUQWwyUUAkhRCSSrqESQkifsB7LTwghUkMJ1Q9SrS1RbIothdhioIRKCCEioRoqIYSAaqiEEBJW\n", "KKH6Qaq1JYpNsaUQWwyUUAkhRCRUQwXQZnHhcrMZTo5HQbwOSREqUY9PCAl/NJZfBC7Og21lJuwu\n", "bwEAzErQ4j/uy0GkRvIfDSHET5K/5be5PDhb1+XbLjdZYXYOv/6QVGtLFJtiSyG2GCSfULVKFvfm\n", "Rvu2l6RHIkJFV6eEEP9RDRVAl92Nqy0WsDIgUq1ApEaOWB0tfU2IlFA/VJFEquWYHq/DhQYzvlJU\n", "ia/vuYqaNttEN4sQMslQQu11o9OOHWXNAIBWqwvvVbQO2UeqtSWKTbGlEFsMlFB7KVgG/aeGjlDT\n", "mlCEEP9QDbWXy+3BqdpOvPOxCdnRanxxQRKSI2gtd0KkgvqhikghZ3BPbjQWpUdAxTJQsHTxTgjx\n", "D2WNQfRK+YjJVKq1JYpNsaUQWwyUUAkhRCRUQyWEEFA/VEIICSuUUP0g1doSxabYUogtBkqohBAi\n", "EqqhArC7OdS02WBzeZAZpUYMjeMnRHKoH6pISmq78PL7dQCApRmReH55Os2HSgjxm+Rv+V2cB0WX\n", "WnzbJXVdaLO6ht1XqrUlik2xpRBbDJJPqAqWwexEvW87VquATkXj+Akh/qMaKoAWsxMXG7rRbnPj\n", "rvRIZEVrRD0+IST8UQ1VJHF6JQrzYye6GYSQSU7yt/z+kGptiWJTbCnEFgMlVEIIEQnVUAkhBDSW\n", "nxBCwgolVD9ItbZEsSm2FGKLgRIqIYSIhGqohBACqqESQkhYoYTqB6nWlig2xZZCbDFQQiWEEJFQ\n", "DZUQQkA1VEIICSuUUP0g1doSxabYUogthqDNNtXU1ITjx4+DZVmsWrUKSUlJouxLCCHhKmg11L17\n", "92L9+vUAgKKiImzYsEGUfamGSggJhrCuoWq1Wt/PSuXoi975sy8hhISroCXU/he+CoVCtH0nklRr\n", "SxSbYkshthiCVkPlOM73s0wmE21fo9GI0tLSwBo3TlqtlmJTbIo9RWMbjcaAjxG0hGqz2QB4rz77\n", "fgaA8vJyMAyDgoKCMfcdzvz584PQWkIICVzQEurixYuxdetW8DyP++67z/f6mTNnIJPJBiTUkfYl\n", "hJDJZNKNlCKEkHBFHfsJIUQklFAJIUQklFAnEY/HM6BHhFRiEzJZBO2hlD/EGKY63uGrYsTet2+f\n", "L9nk5ORg9uzZosc+dOgQampqsGHDBiQnJ4/rGGLHDsV5X7p0CZWVlfB4PFiyZAlSU1P9PobYsUNx\n", "3iUlJTCZTACA9PR0X++WUJz3SLFDcd6At9fP66+/jqeeesr3+xaK8x4ptl/nzYeBPXv2+H7evXv3\n", "uPb15xhixz5y5IjgeOONzfM8f+nSJb6hoSGgY4gZOxTnffLkSd/P77333riOIXbsUH3ffQ4fPhzw\n", "McSIHarzPnjwIH/x4sUBv2+hOu/hYvtz3mFxhSrGMNXxDl8VIzbHcdi1axd4nkdWVpbguQbEGHIb\n", "ivMeSSjOe+XKlQEfQ+zYofq+a2trsXPnTmzcuHHcxxAzdijOu6OjA1qtFmq1OqD2ixnbn/MOi4TK\n", "izBM1Z9jiB27sLDQ9/PBgweDElvsY4gRO5TnffToUSxatCigY4gVO1TnnZmZieeeew579uxBdnb2\n", "uI4hZuxQnHdxcTEefPBBVFRUjPsYYsf257zDIqGKMUzVn2OIHbs/f77s8bZZjGOIEbu/YJ73yZMn\n", "MW3aNMTGxo77GGLG7i/Y37darYbBYAjoGGLF7i9Y520ymbB37140NzcjMzPTV8cMxXmPFLu/sc47\n", "LBKqGMNU/Rm+Knbsuro6ZGRkAADsdntQYvt7jFDEDsV5nzp1CgkJCcjMzBR0jFDEDsV5t7e3Izo6\n", "2rf/WMcIRexQnPfTTz8NALh8+fKAsfWhOO+RYvtz3mGRUMUYpjre4atixK6rq8P58+cBAHPnzg1K\n", "7GPHjqGmpgZqtRqZmZm++l4oznuk2ME+7+bmZpw+fRrTp09HRUUFenp68OSTT4bkvEeLHYrv+/Tp\n", "03A4HACABQsWjHmMUMQOxXkD3oReXFw84CoxFOc9Umx/zpuGnhJCiEioYz8hhIiEEiohhIiEEioh\n", "hIiEEiohhIiEEiohhIiEEiohhIiEEiohhIiEEuoUZjKZUFRUhFdffXXYf3/jjTfQ0tLi1zG3bduG\n", "oqIiFBUVYc+ePeju7h7w7/v37x93e/scPnwYO3fuDPg4U42Qz9ZsNuPNN9/E5cuXQ9AiMlhYjJQi\n", "wZGQkIANGzZg+/btw/77o48+iqioKL+OKZPJsGHDhhH/3Z9hgSNZu3Ytdu3aFfBxphohn61er8fy\n", "5cvh8XhC0CIyGCVUCXI6nTh06BCqqqrw5JNPIi4uzvdvH374IY4cOYKsrCwYDAa4XC5s3LjRN7GE\n", "SqXCzp07wbIsrFYrHnroIURERMDtduPgwYOoqKhAUVERAGDatGmYOXPmmO1xu93YvXs3GIYBz/ND\n", "JgH+4IMP0NzcDKVSCbvdjsLCQkRERODTTz/F7t27ce+992L58uW+7XvuuQcrVqwYMZ7ZbMY777wD\n", "rVYLhmGgVqthtVpRWFjomwRlpJgAcOHCBRw8eBBPPvkkSkpKoFQqMWfOHEybNg0cx+HAgQO+MfAW\n", "i+suOaUAAAOPSURBVAXp6elYtmzZmJ9DSUkJGhsboVQq4fF4oFQq8cADD4z52ba1teHgwYPQarVw\n", "Op0wGAzIysoaMx4JAsEzp5JJa9u2bcO+fuLECb65uXnI67/97W99P5eWlvLXrl0b9v0Oh4PfuXOn\n", "oFij2bdvH9/S0uLbPnfuHL99+3ae570TW586dcr3b06n0/dvPO+dBPrGjRu+f9uxY4egmJcuXeLf\n", "fPNN3zbHcfxf/vIXQTF53nuehw4dGnLcgwcP8m1tbb7t1tZW/sqVK4La9Ne//pXv6enxtae+vn5I\n", "zOG89dZbPMdxvu0//vGP/KVLlwTFJOKiK1QyRExMjO9njUYDp9M57H7jnZh6MLPZPGB6vLlz56K+\n", "vh4AUFNTA7vd7rsyA7xXfX2WLVuGnTt34rHHHsPp06dHvTId7M477/T9zDAMNBqNoJh91q5dO+y5\n", "9M3UBHg/y/6f52g2bdqEs2fPwm63w263C56ARKlUgmFuPw7pf14ktCihEsE8Hg+uX7+OnJwcAEBn\n", "Z+eQ2c3HQ6fTobW11ZdUS0tLfbfMs2bNQlNTE5YsWeLb3+12+35mWRZ6vR5dXV1obm7G6tWrBcf9\n", "5JNPfLOvcxzn+8MxVszRqNXqAdPfeTwe1NTUIDc3d9T3ud1uVFVVDWj/O++8M2TqwOE4HA5wHAeW\n", "ZQF4P7/+bSehQ7NNTWHvv/8+Ojs7UVZWhtmzZ4NhGBQWFuLq1auoqqpCTU0NEhISoNPpsGTJEiQm\n", "JuL999/HqVOn8OUvfxnx8fH461//Co/Hg6eeesp3TJPJBJVK5auvyuW3/y5/8MEHaG9vB8MwcLvd\n", "WLp0KRITE0dtp9vtxo4dO6BQKMAwDPR6PT788ENs2bIFGRkZKC0tRX19PRiG8U0Y3H9pDovFgl//\n", "+td4+OGHBc3jCnjnvKyoqIDdbodWq4XdbseaNWt8iXC0mAcOHMDFixd9i7XNmTPHV7N0u93Ys2cP\n", "WJb1rRS7YsWKMT8Du92ON954A9nZ2ZDJZHA4HJg3b96ARDzSZ9va2ooDBw7AYDDA6XSCZVm0t7dj\n", "8+bN0Ov1gj4PIg5KqESSLl26NOx8mIQEgm75ieT09PTg9OnTALw1z/7rRRESCLpCJUF34cIF3Lx5\n", "c9h/W7BggW+9+8keczS1tbX4+OOPh/23zMxMv2bAJ+GLEiohhIiEhp4SQohIKKESQohIKKESQohI\n", "KKESQohI/j9JbT4XF7TyQQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.787802\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlgE+eZP/Cv7svyIcs2lm18Y2MgOEAwAQI0MeAkQGya\n", "pElpmu6vSbvddHe73W637fbYpu1mt0eaPRrabba7PRLSELABc4QjhMQYcMAJwRhz2Pi+T1m3NJrf\n", "H8KyjS1ZsmZkyXo+f2nk0TzvSPbj0TPvIWBZlgUhhBDeCOe6AYQQMt9RoiWEEJ5RoiWEEJ5RoiWE\n", "EJ5RoiWEEJ5RoiWEEJ6J+Tpwd3c3Tp06BZFIhI0bNyI5Odnr/mazGa+88gqeffZZ6HQ6AMChQ4fA\n", "MAwAIDs7G8uWLeOruYQQwhveEm1NTQ127doFAKioqEBpaanX/c+cOYOtW7dOek4ul2Pz5s18NZEQ\n", "QoKCt0SrVCrdj6VSqdd9h4aGoFQqIZfLJz3PMAz2798PlmWRmZmJFStW8NJWQgjhE2+JduKAM4lE\n", "4nXfqqoqPProo2hoaJj0fElJifvx0aNHuW0gIYQECW+Jdqy2CgACgcDrvj09PTh48CB6e3uRkZHh\n", "rtFONFOyPn78OEQi0ewaSwghHsTGxmLlypUBHYO3RGs2mwG4rmzHHgNAXV0dhEIhCgoK3M8999xz\n", "AID6+nrExsa6n29paUF6ejoAwGKxeI0nEomotEAI4VxtbW3Ax+Cte1dRURH27NmDPXv2oKioyP38\n", "uXPnUF1dPWX/wcFBVFVVoa6uzv1cS0sL9u7di7179yIvL4+vpgasqqqKYlNsij1PY3OBtytanU6H\n", "p59+esrzzz///LT7azQafOlLX5r03IYNG3hpGyGEBJNgvkyTeOrUKSodEEI4V1tbi4ceeiigY9DI\n", "MEII4RklWg5Eau2KYlPsSIjNBUq0hBDCM6rREkKIF1SjJYSQMECJlgORWrui2BQ7EmJzgRItIYTw\n", "jGq0hHCkacCE8616aFUSrEyJRrzK+/wcJDxwUaPlbWQYIZGkS2/Ft441YtjsAAB8fsUCfG6F98nu\n", "SeSg0gEHIrV2RbHHGWyMO8kCwOUuAxgn918WQ+28IyE2FyjREsIBrVKClalqAIAAwI4CLURC79OD\n", "kshBNVpCONJntKF1yAKlVIQcjQIScWRfx9weNKPfZMeCKCnSYuUzvyBEUY2WkBCSoJIiQeV92aZI\n", "cbPfhG8cvgmz3YlYuRg/ezQH6XGKuW7WnInsf7kcidTaFcWm2J40DphhtjsBAMMWB9pGrEGLHYoo\n", "0RJCOJekHr+yFwqAeGVkd3WjGi0hhHMWO4Mr3Qbc6DdjaZIKBUkqSETheV1HNVpCSEiSS0S4Ly0G\n", "96XFzHVTQkJ4/osJMeFSN6PYFJtizw1KtIQQwjOq0RJCiBc0Hy0hhIQBSrQciNTaFcWm2JEQmwu8\n", "9Tro7u7GqVOnIBKJsHHjRiQne5/JyGw245VXXsGzzz4LnU43q2MQQkgo4q1Ge/DgQezYsQMAUFFR\n", "gdLSUq/7Hzt2DImJiViwYIE70fpzDKrREkL4ENI1WqVS6X4slXof/z00NASlUgm5fPLEE/4cgxBC\n", "QhVviXbihbJE4n34XVVVFdavXx/QMeZSpNauKDbFjoTYXOAt0TIM434sEHifl7OnpwcHDx5EVVUV\n", "6urqZnUMYPKHUVVVRds8b1+5cmXO4l+5cmXOzz/StiP58w4UbzXa8vJylJWVgWVZVFZWYvv27QCA\n", "uro6CIVCFBQUTHlNfX09YmNj3TVaT8eYDtVoCSF8COm5DoqKirBnzx6wLIvi4mL38+fOnYNAIJiS\n", "aAcHB1FVVYWMjAx3ovV0DEIICSc0MowDVVXT15gpNsWm2OEfO6R7HRBCCHGhK1pCCPGCrmgJISQM\n", "UKLlAJfdQCg2xabYoRWbC5RoCSGEZ1SjJYRwxupgYLQxUElFkIlFc90cToR0P1pCSGQZNNmx5+Nu\n", "nGkaxrqMGOy6dwG0KpqjBKDSAScitXZFsSn2RNf7jDhQ349hiwOHGwZwvc8UtNihjq5oCZlDZjuD\n", "a71G9BvtyNIokKNVzvyiEOW8qwjJ3P1EBKMaLSFz6ELrCL53vAkAoJQI8cr2RcjQKOa4VbPTb7Th\n", "Nxc6UHV7GGsWxuAr96cgMUo2180KGNVoCQlzDb1G92OT3YkBkz1sE61WJcXX1i/Ec/fpoJKKECWj\n", "9DKGarQcCOW6GcUO7dj36NQYmwA0ViFGYpT3m0ehft4qqQhJahnnSZZqtISQWVuapMIvt+di0ORA\n", "WqwMabHymV9Ewg7VaAkhxAua64AQQsIAJVoOhHrdjGJTbIo9tyjREkIIz6hGSwghXlCNlhBCwgAl\n", "Wg5Eau2KYlPsSIjNBepHS0gIuj1oxvnWEcQpxFiVGj2vZsEy2xncHjTD7mSRGadAtHz+pyGq0RIS\n", "YnoMNvzdwRvoN9kBAJ9Znogv3pcyx63iBuNkceR6P/7zbDsAoHRJAr6wMhlKaejOXUs1WkLmIaOV\n", "cSdZALjcaYCdcc5hi7hjsDLY+0mve7viah+GLY45bFFw8JZou7u78frrr+PNN99EV1eX132rq6tR\n", "Xl6O8vJyXLp0yf38oUOHUFFRgYqKCly5coWvpgYsUmtXFJsf8UoJ7k+PcW8/tiQBEpEwKLG94SK2\n", "XCJA3oSpINNiZFBIZk5DVKP1oKamBrt27QIAVFRUoLS01OO+a9eudT8+fvy4+7FcLsfmzZv5aiIh\n", "ISlGIcbfrEvFjsVaKCRCZMWH52xe05GJRfh/9+mQl6CCyc5gU1Ys4hSSuW4W73ir0Z48eRLFxcUA\n", "gCNHjuCRRx7xun9zczP27duHsrIyZGVlAQCOHTsGk8kElmWRmZnptQZLNVoSCpoGzPigeQjxSgmK\n", "0mKQMMNsXCT0hfR8tBPzt0Qy83+sjIwMvPDCCzhw4IA70ZaUlLh/fvToUe4bSQiHuket+PaxWxgy\n", "u2qOn1lumzc3sUhgeKvRMgzjfiwQCLzsOU4ul0OtVk/7M1+S9cQ6TlVVVdC2xx7PRfy72xDM+Lt3\n", "7w76+Y7ZvXv3nH7eZ8+enfLztq4+d5IFgCvdRvdNLPq8w/fz5gJvpYPy8nKUlZWBZVlUVlZi+/bt\n", "AIC6ujoIhUIUFBS49x0cHIRGowEAHD58GI8++igAoKWlBenp6QCAyspKbNu2zWO8uSwdVFVVYf36\n", "9RQ7AmIPmuy42NwPViTF0gUqpMSMzx87YnbglapWnG0ZgQDAPz2YgQ1ZcZzGj8T3fK5jc1E64C3R\n", "dnZ24syZM2BZFsXFxUhMTAQA/Pa3v4VAIMBzzz3n3vfQoUOwWq0AgFWrViEjIwMA8P7776OnpwcA\n", "UFhYiNzcXI/xqEZLJmKcLNpHLGCcQEqMFDJx4P00nSyL/7vYhTcvu34nM+PkeOnhHGiU49+2Box2\n", "tA5boJAIka1RQCKmHpThLqQTbbBRoiUTnWsZxosnb4Nhgb9ck4JH87WQBZj0TDYGf1d5A7cHLe7n\n", "fvvpfKTHzZ9eAWQqGrAQIris5VDswGOPWhz47wudYO5cQvzmfAcGJgwAmC2lVIStufHu7VWpapjt\n", "Tnz/eCN+c74dXXprwDFmEqrv+XyOzYX5P8iYRByJSIDEKAk67iS+GLkYUpFvN2RnsmWRBglSBmK5\n", "AklRUnzt0E1YHK4bXg4nixfWpnESh8wvVDog81LrsBl/rO2Gycbg8yt1yEtQzvwiP93sN+GFiuvu\n", "7UJdFF4qyYFIyE1SJ6FhzkoHFy9eDCgoIXxbGKvAdz6VgRe3ZPOSZAFggVqK7Yu1AFxX0U8vX0BJ\n", "lkzLa+ngN7/5DRISEuB0OtHY2IjU1FS0tbUhKioKq1atClYbQ16kdnsJ9dgCgQAcVQymja2WifGF\n", "VcnYskgDuViIhUFYKjzU3/P5GJsLXhPtqlWrsHLlShw4cABf/OIXodVq0dfXh9OnTwerfYSENLVM\n", "jLwEutVBvPOpRrt//37s3LnTvX3w4EHs2LGD14b5i2q0hBA+BK1G63BMni/SYrF42JMQEm7sjBMj\n", "Zvu8mfM2FPmUaDUaDc6fPw+LxYLz588jLo7bYYXhLlL7F1Ls8I89ZLLjfy924q8P3MDvL3Vh2Oy5\n", "v/F8Ou9g8ynRFhcXIzo6Gu+88w6io6NpjlhC5on6XiPevtKHboMNb33Si4Ze41w3aV6ifrSERLAz\n", "TUP4ybvN7u3vPZSBBzLpG+tEc1ajfffddwMKSsh842RZfNQxiu8ea8TvPuxEj4H/4bhcyE9QYkWK\n", "a2rS+1LVk5aZIdzxKdEeOXJk0rbBYOClMeEqUmtXFHtcy5AF332nETXterx5uQcnbw4GLXYgktQy\n", "fOdTGfi/JwvwrU0ZSFTLghbbH+Feo/WpA6DTSXcjCfHGbGdgd45X4dqHw+OKFgCi5WJEy6kvMJ+8\n", "vrtDQ0NwOBwwGo3o7+8Hy7JgGIauaO8ylyNWKHZoxNZFy/BgdhzebRyCQiLEtgJt0GIHS6TG5oLX\n", "RFtfXw+73Y6enh7U1dW5XiAWu1dLIIS4xCok+Mr9qdi5NAEKiQhpQRiOS8KH1xrtunXrsGnTJpSU\n", "lGDTpk3YtGmTa4y3h3W9IlWk1q4o9mQxcjEWJah4TbKheN7zPTYXfCrMTFzfixDCvY4RC95tHIKd\n", "YVGcqwnKBDUkePzuR9vS0oK0tDQIhaG1OAP1oyXhymRj8OLJJtR2uu595GoV+JetOYhR0A2qUBC0\n", "frQ///nP0dLSgiNHjqCjowMHDx4MKCgh84mTZdHQa8SRhn5c7hyF1THeS6fPYEN9jwEdI57nB7E4\n", "GDRNWIesedACC8Pw2mYSXD4l2ry8PPey32vXruW1QeEoUmtXFNulccCMv6+8iVeq2vAPR26hodcI\n", "h5NF67AFPzjRhK8duom/PXgDjQOmaY8XLZfg6cIk9/bThUmI8dDdKpTOO1Jic8Gn7ybMnf+uIlHg\n", "SzYTMt/0GW2T+tAabQ787sMOxMjFuDVgBgDorQwudxqQHT915JVYKEBJXjzyE1RwsizS4+SQc7A8\n", "OgkdPl3RGgwGHD9+HNnZ2Xy3JyxFav9Ciu2SrJYhSupKjGKhABYHi7ev9EEoEGDiAg8JURKPx1RI\n", "RFicpMKSBVGIknm+/gml846U2Fzw6Yp2586d6OnpQWZmJi5fvuzTSLHu7m6cOnUKIpEIGzduRHJy\n", "ssd9q6ur0dPTAwBYuHAhVq5c6fcxCJkrmRoFfrEtF516K7QqCTpGXKPCTt0awnOrdbjWa8S9OjXu\n", "WRA1xy0lc8WnK1qlUonMzEwAwPLlyyettmA2m6d9TU1NDXbt2oWnnnoKFy5c8Hr8tWvXoqysDGVl\n", "ZRgYGJjVMeZSpNau5lNsi53BqNUx844eYmdqFFiXEYu8BBUWJ6qwNEmFpkEzGnqN+Ou1adhekIAY\n", "hecrWl8Fct4sy6LfaMOgyfOcs3zFDlRE1Gi9OXHixLTL2iiV47UoqVQ643Gam5uxb98+lJWVzfoY\n", "hMzG7UEz/vNsG0asDvzV/alYoVNDIJj9qo7J0TL8oDgLBpsDapnneQT6jTZ06m2IkomQGScPKOZM\n", "WJbFhTY9fnamBTKREN97KAOLk+gKO1gC7gzrqYwwsXuuRDLzf/KMjAy88MIL+PDDD2d9jLkSqbWr\n", "+RDbzjjxm/MdqOsxom3Yih8cb0LXqG1WsfuNNrx7axCHr/Vj1OZASozca5L9t/da8I3DN/HXB66j\n", "rse3Cbdne969Bht+cuo2Rq0M+k12vPxBGww+XsEHGpsLEVGjnQ1mQj9AX/9Ty+XyScN7/T3GxCWJ\n", "x75q0DZte9u+b839MNjGf8/sDAvGyfp9vNqPPsZZQwwOXR8GAGTEyvBXS2UozM+edv+Gtl5c7jK4\n", "Y77T0Ad75w33oBuuz7e7u/vO35Dr4kUgABobG7G8IG9O3/9w2Q5UwCssVFRUoLS0dMrz5eXlKCsr\n", "A8uyqKysdE9EU1dXB6FQOGlY7+DgIDQaDQDg8OHDePTRR70eYzpzOTIsUte7ny+xr3Yb8N3jTTDb\n", "GXxt/UI8lBMHicjzl73pYhusDvztoRtomzA94u8eX4xUD0NpmwfN+OqB67Axrj+/r96fih1LEmZs\n", "62zPm2VZXOoYxc/OtEAuFuLbn8pAfqLKr2PMl8/bX1yMDOPtiraoqAh79uwBy7IoLi52P3/u3DkI\n", "BIJJifbs2bOwWl2/oKtWrZrxGIRwacmCKPxmZz4cjBMJUVKvSdYTpVSER/O0+PWFDgDAuvQYj4MO\n", "ACA9To5/fTgH794aRKZGgbXpMbNuvy8EAgFWpUZjd1kehAIBYjm4MUd8x9sVbbDRXAdkrhltDG72\n", "m2B1OJEdr4BWRTdw54OQuKKVy2mWITK/DZrsqO8xwuJwoiBJBV309Mu9qKQiFOpoClEyld/fkSyW\n", "yZNjlJSUcNaYcBWp/QsjITbjZPH2lR68eOo2fnqmBS+dbsbH124FJfZ0IuE9D7XYXPAp0b766quo\n", "rq4GAPT19dEquCRimOwMLrTq3dvX+0xgJfQtjvjHp0Sr0+ncs3alpaVhcJCfFT7DVaT2LwyX2CzL\n", "4kq3AT8704y3PulBn8F7P9mJlBIRinM17u37UtXITl3gV1u5FC7v+XyKzQWfarR3T/ItFtOExCR8\n", "tA5b8J2jt2BlWABDAIAn70ny/qI7REIBtuVrkatVwuZwIkerpBVjid98uqJ1OCaPILHZfL8iiASR\n", "WrsKl9hGG3Mnybo0DUw/P4cnarkYq1KjsTYjFolR0rA5b4odOnz617xs2TK8/fbbyMrKQmNjI5Yu\n", "Xcp3uwjhTLJahjVp0TjfpodUJMAj+fFz3SQSYXzuR2uxWNDZ2Ynk5GQoFAq+2+U36kdLvBk02dE1\n", "aoVKIkI6zxO4kPklqP1o5XI5srKyAgpGyFzRKCXQKGk0FJkbPtVoy8vL+W5HWIvU2hXFptiREJsL\n", "PiXau6dCPHr0KC+NIYSQ+cinRCuVStHb2+veHpsAhrhEav9Cik2xIyE2F3yq0RqNRvzyl79032xq\n", "aGgIiYlkCCEkHPh0RatQKPDSSy/hiSeewBNPPIFly5bx3a6wEqm1K4pNsSMhNhd8uqK9u2vDPffc\n", "w0tjCOGT3upAv8EGhUSEZA8zcBHCh4Dnow0V1I+WeDNiceB/ajpw7MYg1DIRXirJxqIE/1YYIJGJ\n", "i360Pk+T2NzcjJqaGjgcDjQ1NQUUlJAxZjuDLr0Vw+bZLYHtCeNk0dBrxOnGQTT0GtE+bMGxG67J\n", "kEatDCqvDcxwBEK441OiPX/+PDo7O9He3g6xWIwLFy7w3a6wEqm1q0Bj6y12/LG2G3+xtx7/eOQW\n", "2oYtM7/Ix9g3+034euVNvHS6BV+vvAmGZSGcMBgsMWr2gxfC+T2n2HPDp0Tb2dmJtWvXumfxUqno\n", "KxcJXPOQBW9f6YWTBW4PWXCmaYizY3eNWuFwuqpiDicLk9WBf96chYIkFR4r0E6a+pAQvvl0M0wk\n", "EvHdjrAWqf0LA40tumu+AbnY9wU/ZoqtU8sgFgrgcLKQCAWIU0mRl6DCyhT1rBZf9DW23uJA24gF\n", "UpEQGXHygGP5E5tvkRqbCz4lWrPZDLvdVUOz2+1TRooRMhtZGgW+siYFb1/pRV6CEusyYjk7do5W\n", "iZe35aJ71IrkaBlytUoA4DzxTdQzasGfPurFOzcGIADwTw9mYENWHG/xSPjw6bduy5YteP3119HQ\n", "0ICDBw9i8+bNfLcrrERq7SrQ2AqpCDsKEvBfj+XhmxvT/epyNVNskVCA/EQVNmVrkJeggpDD2bqm\n", "i32jz4QbfWa8c8N1k40FsOdyDyx2hrO4nmIHS6TG5oJPV7QajQZf+MIXeG4KiUQioQBxczyrVp/R\n", "hms9RjhZYHGSClFSEa73GWGyO5GtUcz4D6B1yIJfnWvDllwN4hRiDJldE+VnaRS8XkGT8OFzP9r6\n", "+no0NjYiLy8PixYtmnH/7u5unDp1CiKRCBs3bkRycrLHfa9evYrr16/D6XRizZo1SE1NBQAcOnQI\n", "DOO6IsjOzvY6Io360ZLZMNsZ/Kq6Hcdvurp+rVkYja25GvzwVDMAYJFWgR9uzkK8SurxGNd6jfjm\n", "4Zt4vijFvR0rF2PLIg0yNUrez4HwK2jz0Z44cQIxMTHYunUrPv74Y7z33nvYtGmT19fU1NRg165d\n", "AICKigqvcyMMDAxg586dAIAjR464E61cLqcyBfGJ0cbgao8BPaM25Ceq3DXZmZhsDC60ja9ye6l9\n", "FCtS1O7tG/1mDJkdXhPtgigp7tWpse9KL7Yt1mJzjgYZGjk0Ss+vIZHFp+81w8PDWL16NaRSKVav\n", "Xo2BgZk7eyuV47/oUqn3X7gNGzZM+zzDMNi/fz/27duH2tpaX5o6JyK1dhVKsWs79PjuO034z+p2\n", "/MPhm2ge8m1dsCiZCA/mjN+w2pgVB7Vs/PojNUaGmLsWY7w7dpxSgq89sBDf2JiOlSlqFKaoeUuy\n", "ofSeR0psLvh0RSuRTF9D0+v1iI6OnvZnEysSnl5/txMnTmD16tXu7ZKSEvdjmgOXeHOt1+R+bLI7\n", "MWRyIMPDDf/GARM69VYkRkmRE6/EU8uTsEKnhpN1lQrEIgFe3JIFg5VBfoISCVEzJ01awYF441Oi\n", "NZlM6O/vh1arRX9/vzuJnj59Go899ti0rxmrrQLwaX2mM2fOIDc3F1qtdtqf+5Ksq6qq3P3txv4D\n", "BmN7/fr1QY0XSttj+I5Xc/EinHFpaDWwyIlXQqaKmvR5L9GIsF8AOFkgKUoCmIZQVXV5yvGSF6/A\n", "1ytvwmx3QiQAXt6Wi8VJUbC3XgEAxKe79ne0XoEcQGpu8D5vZawWysQ0yMRC9DVehc1qmfPPd64+\n", "77u3x56bq/MPlE83w15++WXYbDakpKSgo6MDGRkZEIlEaGhowPe+971pX1NeXo6ysjKwLIvKykps\n", "374dAFBXVwehUIiCggL3vh988AESEhKQn58/6RgtLS1IT08HAFRWVmLbtm0e20g3w+a3a71G/N2h\n", "G7gz2As/fSQHhbrxWqqdceLWgBnDZgfSYmVIjZFPe5yq5mG8ePK2e/vrDyxESd7cr4o7anXgdxc7\n", "cfjaAMRCAV7cnIVVadN/WyTBFbSbYRs2bMCqVaumPH/x4kWPrykqKsKePXvAsiyKi4vdz587dw4C\n", "gcCdaHt7e3H27Fnk5+ejoaEBo6OjeOaZZwC4Em1NTQ0AoLCw0PezCrKJ/2kjNXbTgAnteisSVFIs\n", "0iohEnK7yuyAye5OsgDQ0qeflGglIiEWJ848NDwxSgqJUAC7k4UArhqsv/h4z/sMNhy+M9GNw8li\n", "z8fdKNRFQXxX97BQ+bwjKTYXfEq00yXZsedPnjw5KZGO0el0ePrpp6c8//zzz0/aTkxMxLe+9a1p\n", "j+/pJhkJLbcHzfh65U2Y7E4IBcAvHs3FkgVRnMZIjZYhWiaC3spALhYiRT27YeEZsTK89HAOjDYH\n", "4hQSZMcrOGlfp96KLr0VMXIxsuMVfi9nLpcIoZKKYLS5Sm4ZGsWUJEvCl8/LjXtiMBi4aEdYi9Qx\n", "4GOxu0etMNldw7KdLNA4aOY80WZoFPjFtlx0G2xIUEqRNYsE6WRZnG3R49/ea4aTBb6yJgVZGv+P\n", "c/d73qm34p+O3UKH3gaJSICfPpzj9/nrouV4qSQb5Vf7sEAtxcMeyhmh8HlHWmwuBJxoCUlQSSEV\n", "CWBjXN/tM+Kmr48GKj1OgfS42V+B6i0OvFbT4S5B/PeFDtyfHoMF6sBWW+jSW9GhtwEA7AyLSx2j\n", "s/pHk5+owrd9KH+Q8EPfTTgQqf0Lx2Jnx7uuNr+5cSF+8WgOFgdh5QJv5908aMaRhn6caxmB3uJw\n", "Py8VCZGsHu+qpVVJIPXw9ZxxsnB6uE98d+xYhRgS0XipIFPDzz+a6WIHU6TG5gJd0ZKACQQC5CWo\n", "kBcCS8N06634Q20nmoesaB+x4m/WpWJVqhoDRgfiVRL8zfo0vHW5FxaHE08XJk3b97W+x4D/vdiF\n", "WIUYn1+RjLRY74kzS6PATx/OwaWOUWRq5ChMVnvdn0SegNcMm2l4bbBQ9y5iZ5yobhlB5bV+pMXK\n", "wbKsu7dCTZseKdFS/HhrNlI8dP0CXPXmv9zf4K45378wGt99KJMmh4lgQV0zzBN/764Swpfbg2a8\n", "dLoZl7sMqLzWD7VMjA0ZsbjWawQAdOhtuD3kfbkcO8O6kywA9Brt7pUaCJktnxJtb2+vx58Fmunn\n", "g0itXfERu89oQ/eoFYyH5DZqcaBr1IraK/VTfmayOyf1tbU5nNDFSDFqHR+lGCPzXi1LjJLgudU6\n", "AIBEJMBz9+mgkEzuSjbf3nOKzT+farS///3v8aUvfQkxMTFTfhYVxW03HhK5rnYb8P0TTbDYnfj7\n", "jQuxITMO4gkDH7pHrfj3qjbUdoxi3UI1FmbZoJ0wq1ZajBz3p8fgXMsIomUiFOdqkKSW4h82LMTF\n", "dj0eyIzDogTvvRZkYhG2L9bivtRoSIQCqKRCVN0ehtXhxOIkFXR+TE5OyBifarRvvPEGNBoNRkdH\n", "cd999yEjIyMITfMP1WjD16jFgfYRC/6juh2NA65Zt4QC4HdPFExKbKdvDeKl91rc2/+8ORNr0ycv\n", "fzNstqPPaIdKKgo4KTJOFv93sQt//qQHAJCXoMSPtmQhVkGTx0SSoA3BffzxxyGVSuF0OnHx4kWc\n", "OXMGzz77bECBCQFcN7AO1PfhZr8Z0gldpCRCwZS6lkg0+X7A3Ys7AkCsQsJZIjTbGVS3Dru3r/eZ\n", "MGplKNESv/lUo9XrXRMjDw4Oor29HbGx3C2iNx9Eau2Ki9gGK4Oj1wfwYbseD+VokBOvgC5aii+v\n", "SYGdmbwIaEGiCtvy46FVSlC2OA55CfyuXqCUilCcM74s+T3JKjhZNuzfc4odfD5d0b755pvQarXQ\n", "arXYtm3bjBN5k9DDOFk0DZqhtziQFiNDYoCjobiilIqwIkWNd24M4jfnO1C6JAEJKgl+f6kbf7Eq\n", "GWkTRoJpVVJ8eU0qnlnJoOnaVTjZFFxq10MmFiI7XjHlptV07IwTNwfM0N+Z5ctbVy+hQID7F0ZD\n", "JHBNQmN7xcGQAAAgAElEQVS0MXj9o248oqF+ssQ/PiValUqFz3zmM9SVy4NwGAP+SZcB3zl2Cwzr\n", "qjV+/6FMnya05iK2NzKxEJ9fkYxCnRpGG4MRiwO7z3eABRArn/rrKRMLIRMLsWjJUvzX2TacbnJ9\n", "tf+bdanYtjhhxngfd47iu+80YXVaNJbronDPAgY5WqXHVXKdrACvfdjp3l6Zosaye+6Z3clyIBx+\n", "1+ZbbC74VDrYtWsXJdkw927jIO5MRYDrfSZ0G2xz26AJEqKkeChHg825GuiiZSjUReEv16SgIMlz\n", "j5Yhs8OdZAHgYH0/jDbHtPsarA506q0YMTtQ1TyClalqRMvF+O8Lnfi7ypv4uGPUYxxdtBRfLtJB\n", "ACBaJsIXViVzPgUkmf98SrRSqRTNzc2oqamBw+FAU1MT3+0KK+FQu8qfMDxWIREiRja7aQZnE9tX\n", "CokID+Vo8K8P52Dn0kTEKjx/4Rrq7URK9PgV+bIFUZCLp55Tv9GGV6ra8IW36vGDE43YmBmLgkQV\n", "TtxZ9dbOsPjjR91T6sFj5BIRti1OwP8+WYDdZfnIS1CFxedNsUOLT6WD8+fPw+l0oru7G6tXr8aF\n", "CxeQlZXFd9sIh9ZlxEAmFqBjxIqihTFYGMAsWHzz5duToa8LP9yyAhda9VDLxFiRop72SvNmvwnv\n", "33Zd+db3mtBntOOe5CgoJUL3CLCUaBlahszQqqTT9iiQiYXUf5YExKdE29nZiZ07d6KiogKAq2ZL\n", "xoVD7SpWIUFxLrdLtszlea9btw4AsDDW+z+Mu+cokEuEuCdZjX8pycabl3ugVUoRqxDjrypu4FPZ\n", "sfir+9OmrHp7t3D4vCl2aPGpdCASBf41k5AxTQNm/Kq6DX+q7UKX3urz66wOBgYPdVhP0mJk2HXv\n", "AixQS7G9QIslSa6LhIKkKHz/oUzYGCf+9FE3AOB04zD6Qqh2TeYPnxKt2WyG3W4HANjtdjid09ez\n", "IlWk1q5mE7vPYMN33rmFfqPr96mu2zBtfbR12IL/qGrDy++3oHnIjNYhM/75xG187eBN1LSNoKbm\n", "wxljDRht+FV1O6pbhlGUFo0d+dpJQ3bFIuGkq1e1TASlZOY/iXB7zyn23POpdLBlyxa8/vrr6O7u\n", "BsMwKCkp4btdZJ4yO5xYpFVCKhbiD7XdkIgE0CglWJnqWvHVzjjROmzBf1a3ob7HBMA1OYzN6Vq5\n", "AAB+eOI2frwhecZYLcMWnG9zDba5PWhBtEyMZ+5auuaxJQmIUYjRM2rF1kXx0HnpV+uJ0cagacAM\n", "hmWRpVEgeobSA4k8Pv1GaDQafOELX+C5KeFrvtaubvab0DhgRpJaivwE5ZQBAbOJHa+UYENmLH56\n", "phWA667/ny/3oFDnupn1YZsetR2j6NSPf4UftTGwM+NTctidLGI14/VmJ8uiacAMvdUBXbTMvTSN\n", "UiKCAMDYK7WqqTe6EqOkePKeJL/OYeJ52xknDjf047UaV1/bTy9LwOdXJPs0eGI25uvvWijH5sKs\n", "5qM9duwY1+0gIeb2oBnfOHwTL3/Qin88cgtXume/CGef0Yb3m4bwftMQTDYGOfFKKCZ8RU+Pk0Mk\n", "FIBxsthf14dLHaPYvljr/vnq1Gj8xapkqGWuxPmVNSnQTejadbXHiL89eAPfOtqIH5+8jZ5RV903\n", "S6PAdx/KwLIkFT5bmIT70qJnfQ6ejFoZ7L8yPo1oRV0fRiz+1ZHJ/Of1ivYnP/kJFi9ejJGREdy4\n", "cQNLly7FJ598gszMzGC1LyzMx/XuB4x2mCdMgH2jz4TVaZOnyfQlttnG4Hc1nTjVOAQA+FR2LP52\n", "3UL8S0k29n7SA1203J1URUIBliSpsOdyD2ra9Hh+tQ75iSrk3Bleu7ssH3aGhVYlwYfnq92xq1uG\n", "YXey+PSyRCjEQlQ1D2PNwhikxMjxQGYc1qbHcjrIYOJ5KyVC5CeqUN0yAgDI1Sqh5Olq9u7YwRap\n", "sbngNdF+7nOfQ3p6Ov785z/jxz/+MUQiET7zmc/grbfemvHA3d3dOHXqFEQiETZu3IjkZM81tatX\n", "r+L69etwOp1Ys2YNUlNT/T4G4VaS2tXtadjsgFAALEue3bzDBjuDc60j7u3zrXo8dx+DJUlRWLJ5\n", "6jG3LdZCq5Kgz2jDvSlq5MSPTxyT6GHIcLZGgcLkKHTpre6Ed+b2MH60ORsxCjGvI7nkEhG+XJSC\n", "Ql0U7AyL+9NjqEZLpvD6G5Geng4AkEgk7i5eYrEYSuXMsybV1NRg165dAGZeV2xgYAA7d+4EABw5\n", "csSdaP05xlyaj7WrtFg5fvZIDtpGrIhXSpATP7W/qi+xo6QibMyKw9HrAwCAjZmxiLozKs1iZ2B1\n", "OKGWi91zDSRESbG9YOY5CybGvi8tGnEKCV7+oNX93PVeE0wOBjE8rD9693knR8tQuiSR8zi+xA6m\n", "SI3NBZ9+Cy2WyessGQwz1+smJuOZZvvasGFDwMcg3EuPUyA9wBFkCokIn1+RjDULo8HemdBGIRGh\n", "fcSC3efa0TpsxedXLMDGrDhIxbNbwi5GLsFynRjbF2vxu4tdAICSPA2iZ1i2hpBg8ek3u7CwEG++\n", "+SZqa2uxZ88eFBYWzviaiQs3SCS+TZR84sQJrF69OqBjzIVI7V/oa+x4lQT3p8dibUYs4u/0Yz3S\n", "MIAP20fRY7DhZ++3omXY+6KJM8UWCwXYtliLnz2Sg5dKsvGFVTqopPzUSsPhPafYocWnf/kFBQXI\n", "zMxER0cHSktLoVDMfJXDMOML4vkydv3MmTPIzc2FVjt+t9nfY0wsmI99MPN9e+K5Bzv+lStXZv36\n", "UfPkEVj9A4Poaaj1+fVXrlwJ+vmGwvaYcPu8A92e6887UD6tGebNyZMnUVxcPOX58vJylJWVgWVZ\n", "VFZWYvv27QCAuro6CIVCFBQUuPf94IMPkJCQgPz8fJ+OMR1aMyy83B404wfHm9BrtOFz9y5A2dJE\n", "3q5ACQlE0NYM88ZTvbaoqAh79uwBy7KTEvG5c+cgEAjciba3txdnz55Ffn4+GhoaMDo6imeeecbr\n", "MUhosDmcGDI7IBcLEeNlSsPpZGoUeGXHIlgdTmiUYsimmeIw2Jwsi5YhM4w2J1KiZYhThm65ioSX\n", "gK9oQ6U3wFxe0UZi/0KTjcG+y534c90A0mJk+PaDmVgY6//w1dni47w/6hjFd99phN3JYl16DP52\n", "fdq00yZG4ucdybG5uKKd3W1eEvFahi344+V+2BgWjYMWHL8xAGdg/7Pn3IH6XtidrnM42zKC7lGa\n", "yYtwgxItByKxf+HEMQAahRi5WgW+ffQWfn6mBTf7jV5fO2iyo2nAjH7j7BMZH+c9cXCEXCz0WDOO\n", "xM87kmNzgToakllJj5XjhftT8PpHPdh17wL84v02WByuIbtOlsVX18qglE799eoeteJfTjejodeE\n", "TI0c338o0+tKtMG0dVE8pGIh2oYteDgvHmlBLIWQ+S3gK1patDEy+xfKJSLoLG3YvTMPWRqFO8kC\n", "QJ/RDptj+jmLb/ab0NDrmv7w9qAF1/tMs4p//vz5Wb3Om4Q7M3n9/YZ0rwtDRuLnHcmxuRBwog20\n", "SEzCl9VsRrxSitRYmXtiGLlYiNIlCYiST3/H/u7pA5V+duky2xlcbNfjlkiHqz0GMM7wrguTyOBT\n", "rwOHwwGxePxr4LvvvosHH3yQ14b5i/rRzq0hkx0twxZIRQJkxSumXZEWAAwWB07cGsS7jUNYlx6D\n", "h/O1M67RNdGldj2+fawRACASAP++YxFyta7aqi/frobNdnTpbVBIhEiPk9M3MjKjoPWjPXLkCHbs\n", "2OHe9mWuAxJZ4pQSn/qdRsnFKFuaiEfy42fVd7ZjwhpjDAt0jdrw9pVe2BgnnlmRjOx4zxMejVgc\n", "+PX5DrzbOASJSICfbM1GoU7tdxsI8ZdPpQNaI8y7cK9dMU4WnXoLuvRWv7poBRJ7tgMUFmmVkIpc\n", "V6GxCjH0FgfeaxpGdYsePzxxG4Mmu8fXdo9a8e6deXHtDIv9db0e9/Um3D9vih18Xq9oh4aG4HA4\n", "YDQa0d/fD5ZlwTAMXdHOI06WxfnWEfzk3WYIAHyvOBNFadEh+5U6L0GJf9+xCM09Q8hIisOPTjW7\n", "fzZgsk+70OMYpUQEuVjovnGXqQlsZjJCfOW1Rnv27FnY7XbU1ta6659isRjLly+HWh1aX7moRjs7\n", "/UYbnt/XAKPNNYFPnEKMV8vyEK8MrWkpWZadkvydLIv3m4bxr+81w8kCf702FSV58ZCIPH9Ru9pt\n", "wIH6PiyMlWPLIg0So2R8N52EOd5rtOvWrQMAJCYmTpoEhswfIoEASonQnWiVEhHEPK5IMBt13QYc\n", "uNqHlGgptuRpoYt2JUehQIB1GTH4dVk+nCyLlBi51yQLAEsWRGHJgtmtFkHIbPlUo6Uk6104167i\n", "lBJ8vzgTufEK5GmV+M6nMhDjoWsW17F90TFiwYXWESxQyzBqc+JWv2lSbIlIiAyNAlnxSshmOXG4\n", "v8L586bYc8OvkWEOhwMOhwNyOY2YmU/yElT4+bZcAFP7uc41xsmix2DDe03DAICaNj0WJ6rmuFWE\n", "+Mdrjbaurg51dXWw2+1YtmwZrl69CpVKBZ1ON2klhFAQiTVaG+OEzeFE1DxesmXAZMO3jzaieWh8\n", "BYbXHl8c1JnCSGTjffaua9eu4amnnsKuXbtw5MgR7Nq1C6WlpWhvbw8o6HzDOFkMmGwYtTqCFrNj\n", "xIKfvNuMrx26iQ9uD8ExT0dIxSulKFs6vljjllwNNH7OfUvIXPOaaMdGgwmFwklLzAiFNOnXGDvj\n", "xPFr3fjK/uv45uGbuD1oDkrciqt9ONcygtZhV8JtHQ5O3ImCVTd7MDsOr2zPxU8fzsFzq3WIkokj\n", "tl5IscOT10sDtVqN9957DwaDATExMTh9+jQSExPdS48ToGPEin8/3w0nCwxbHPj9pS58vzjTvXw2\n", "X/SW8atnJws4mPl5RQu4Bjd4m+SFkFDnNdEWFxejq6sLMpkMGo0GTU1NMBgMXtfuijQsgIlVbmeQ\n", "vsI/cU8SPuoyYNjswOfuXTAnUw1G6vykFDuyYnNhxmJXcnKy+3FWVhavjQlHqdEyfH3DQvyquh3x\n", "SgmeXZXs99Vs65AFJjuDBWrptEunTCdHq8SvHsuDlXEiXikJqLcA42QxZLZDKhIi2o8JXgghvvG5\n", "2Gq329Hb2wun04nR0VE+2xRWJGIh4vTN+J/HF+OX23O9TmoynbpuA7564Dr+5uAN/Kq6HcNmz2P1\n", "75YQJUXzlYsBJVk748S7jUP48v4G/OORm2j2o8Y8F3UzxsmiY8SCj261zdkUiZFaq4zU2FzwKdE2\n", "NTXhwIEDOH78OADg0KFDvDYq3NgsZiRE+X41OtGh+j732Pszt4fRqQ/uOlXtI1b8/EwLRq0MGgct\n", "+NNH3UGN7w/GyeJs8zC++PY1/NP7A7jQOhL265SRyOBTor148SIef/xxREVFQSgUIiqKbkxMFEj9\n", "aGHceG1VIhJAKfWvRwfXtSsny4JlWfQabLjea0TPqNXjvsGumw2a7Xj5g1bXzT8ni1fOtmHIj28A\n", "XInUWmWkxuaCTwW5YIwEczqdYFk24no0bM6Nh5MFmgbMKF2SgPQgd8RPiZbh7x5YiN3n25GgkuBz\n", "K5LRobfi+8eb0D5ihS5aih9tyQ6J9bPEQgHUMjFMdtdVf7RUBLGAuhqS0OfTb6nZPLlu53DM3DG/\n", "u7sbr7/+Ot588010dXV53ffYsWP49a9/jZ6enknPHzp0CBUVFaioqMCVK1d8aeqcCKR+lBglxTMr\n", "kvGDzVlYrlP7PT1hoLUrqViI4lwNXnt8MX6+LRdZGgUaB8xoH3FdyQ6bHe75BbiO7a84hQTfeygT\n", "BYlKLElS4lufykDMHAxeiNRaZaTG5oJPv6WFhYX405/+BL1ej3379vk0/Lampga7du0CAFRUVKC0\n", "tNTjviUlJaivr5/yvFwux+bNm31pIgmAWChAgmp8WkS1VAStUoKnCpPQNWqDWCSAyeaYdlXbYFuU\n", "oMS/PZKD6w0NyNH6d+ORkLni05phAGAymdDT04PU1FRIJDPf9Dl58iSKi4sBuJbCeeSRR7zuX19f\n", "j9jYWOh0Ovdzx44dg8lkAsuyyMzM9DqXQSTOdcAXo41BXbcBL566DfudgRA/3pKF1Qtj5rhlhARf\n", "0NYMAwClUonMzEyfDzwxf/uSmKdTUlLifnz06NFZHYP4TyUVQSCAO8kCwO0hMyVaQmbJpxrtkSNH\n", "0NbWhubmZrzxxhu4devWjK9hGMb9mItlUXxJ1hPrOFVVVUHbHns8F/HvbgNXx5dYR6FRuv4Pi4UC\n", "ZEYJpuy/e/fuoJ/vmN27d9PnHeT4kfp5c8Gn0kFFRQV27NiBgwcPorS0FG+99RaefPJJr68pLy9H\n", "WVkZWJZFZWWle9huXV0dhELhlMnEpysdtLS0ID09HQBQWVmJbdu2eYw3l6WDqqqqOet+wmfstmEL\n", "OvVWaJQSZMcrpox4m6/nTbEp9kRBKx0IhUIIhUJ3Ny+ZbOZ1loqKirBnzx6wLOuu1QLAuXPnIBAI\n", "JiXakydPoqmpCXK5HBkZGdiwYQMAV6KtqakB4LohF6rma//CtFi5125d8/W8KTbF5ppPidZms8Fg\n", "MLgTrS/3z3Q6HZ5++ukpzz///PNTnpuYiCcaS7iEEBLOfKrR6nQ6VFRUYM2aNairq0NTUxPf7Qor\n", "XNZyZmJ1OHGxXY/fX+rEpXY9Prz0kc+vbR+x4FK7nrM5c4N53hSbYoczn65o165di7Vr1wIA8vPz\n", "kZOTw2ujiGfX+4z4zrHGO1s9+OGmBT69rnXYgn88cgsDJjsUEiF+9kguFiXw0w9Vb7Gje9QGuVg0\n", "aYgxIZHK7x7oYrHYvfICcQlm/WjAOHlsv1XgWyLrGLFgwOR6rdnuxM1+U8CJdrrz1lvs+J8PO3H0\n", "+iBkIgF+UpKNe5LVAcXxNXawUOzIis2FWQ0UP3bsGNftID5K1yiglrnmg1DLfL9ijFNIIJzQaSBJ\n", "LfW8s4/MNgafdBlwoW0EfQbX/APdozYcvT4IALAyLN6+0htwHELCnU+XpsePH8fw8DAaGxuRkZGB\n", "5ubmSYMJIl0wu55kaRR4eVsu+ox2JEZJ0HHtY2Tdf/+U/ViWndR/OUerxL89nIPazlHkJ6hQkBh4\n", "2eDYtW7s/tCVSFelqvHNjemQi0WQiQSw3hnswNdqtZHa1YhihyefEq3BYMCTTz6JgwcPYseOHXj7\n", "7bf5bhfxIj1OgfQ4BQCgdcLAEACwO5yoadfjUH0f7klWoyQvHhqlBGKhAMt1aizXcfM13upgcPL2\n", "+ATwF9tHMWx2ID1Ojp+UZOPtK71Ii5FjW77Wy1EIiQw+JdqxKyOn0zVBNdVoJwul2lXjoBkvnrwN\n", "FkBtpwEJURJszo3nPK5MLMLKlGjc7Hf1YNBFSxElE0EgEOCeZDUvddmJQuk9p9jzOzYXfMqYY9Mi\n", "ikQi6PV62O3Bn2yZ+MZoYzCxl3Ovgb/P6rGCBGRpFNBbHSjURUGrCrzuS8h85NPNsE9/+tMAgC1b\n", "tuDUqVNThs9GulDqX5geJ8e9OtcKGDFyMdYsjOYt9rWPLmBTdhx2FCRgYayCtzjTCaX3nGLP79hc\n", "8HkILuAaeltWVsZrg0hgtCop/nFTBvqNdkTJRNBFzzxcmhDCL5/no53o/fffD7nhsTQfLSGED0Gb\n", "VKaqqgpdXV3u9byuXbsWcomWTM9iZyASCiAR0dpahMwVn/76BgYG8MQTT2Dnzp3YuXMnvvjFL/Ld\n", "rrASqrWry52j+PvDN/HiydtoHeZmfgNfY/ONYlPscDKrflpaLfWNDHWdIxZ873gTLA4nADMEAuAH\n", "xVkQCb1Pwm62MxDTFTAhnPJaox1bMPHChQtIS0tzT8pdXV2N5557Ljgt9BHVaCdrHbLguX3X3Nv5\n", "CUr87NEcyMTTL+fOsiw+6hjFbz/shFYpwfNFKbyN6iIknHBRo/V62TJ2uV5UVDRp5QMSPF16Kz7q\n", "GEWzn1MbJqol+Ms1KQAAuViI51brPCZZAOjQW/H9E01oHDDjQpse/3exC4zT7/ukhJBpeE20n/3s\n", "Z1FQUODuN9vY2AiRSITPf/7zQWlcuOCrftQxYsF3jt3CS+814z+r23Cz3+hzbLlYhEfy4/Ha44vx\n", "m535M47UcjAsbBMWYxw22+GcoUNKpNbsKHZkxeaC10QbFeXq+H7ixAkYDAZs3boVer0e1dXVQWlc\n", "pGsfsSI9ToFH8uKhlIjQOGCG1eH0+fVysQgLY+VI9qEvbXK0FF9a7frWopQI8cX7dFSnJYQjPvWj\n", "3bt3L5544gn39r59+9yjxULFfKzR3ugz4nKXAb+t6XQ/9/K2XCxdEMVLPIuDQZ/BDolIgAVqGuhA\n", "CBCEGu0YT0t96/X6gIIT77LjlRDf1Utg1Orw6bX9Rhtu9JnQc2eeWF/IxSKkxcopyRLCMZ8Srclk\n", "Qn9/PwCgv7/fvTjj6dOn+WtZGOGrfiQSClCoUyNW4eqFlxknd0+P6C1254gF332nCV89cB3fPHwT\n", "bcMWXtoXqTU7ih1ZsbngUz/a7u5uvPbaa0hJSUFHRwcyMjKwd+9eNDQ04LHHHuO7jREtU6PAK9tz\n", "MWxmoFVJkBg18wxZTYNmNN3ppdA1asP1PpPXZcMJIfzyqUZ78eJFrFq1yufnZ8PpdIJlWfcwX3/N\n", "xxrtbH3cOYpvHrnl3v7RliwULYyZwxYREr6CNteBp2TqLcl2d3fj1KlTEIlE2LhxI5KTkz3ue+zY\n", "MTQ1NaG0tHRSf11/jkHG5WqV+MaGhXj31iDWZsRicaJqrptESETjrf9OTU0Ndu3ahaeeegoXLlzw\n", "um9JSQk2bdoU0DHmUqjVrlRSEbYsisdLD+dgR0ECouX8rIgRaudNsSl2qOIt0SqV44v/SaWzm3mf\n", "i2NEsomLMwYDjSQjZHq8Lf41sfTrqXtYMI4RDJG6ltJY7D6DDYcb+lHfY0TZ0gSsSo3mfbBDKJw3\n", "xY6M2Fzg7a+BmbA662yvrPw9xsSvF1VVVbQdpO3zrSN44+MefNxlwA9P3sbtQXNItY+2aTvQ7UDN\n", "aoUFX5SXl6OsrAwsy6KyshLbt28HANTV1UEoFE5Zd6y+vh6xsbGTboZ5OsZ05rLXQVVVZK53Pxb7\n", "tZoOvPVJr/v5nz6Sg0KOljWfKfZcoNiRFTtovQ5mo6ioCHv27AHLsiguLnY/f+7cOQgEgkmJ9uTJ\n", "k2hqaoJcLkdGRoZ79QZPxyChZVNWHI5dH4DeymBtegz12SXkLrxd0QYb9aOdW516K0w216CKWEXo\n", "1tMJ8VdIX9GSyEKr7RLiGc2DxwEui+YUm2JT7NCKzQVKtIQQwjOq0RJCiBdBm4+WEELI7FGi5UCk\n", "1q4oNsWOhNhcoERLCCE8oxotIYR4Qf1oeeZwsrjeZ8StfjMyNXIsTlBBIqYvAYQQ/1DW8OJmvwl/\n", "X3kTvzrXjm8cvoWGPuO0+0Vq7YpiU+xIiM0FSrRe9BltmDjFao/BPneNIYSELarRetE0YMLXK2/C\n", "ZHdCJhLgF9sWYVGCcuYXEkLmDarR8iwrXolfbl+E7lErEqOkyNIoZn4RIYTchUoHM8jUKHB/eiyy\n", "45UeJx+P1NoVxabYkRCbC5RoCSGEZ1SjJYQQL2iuA0IICQOUaDkQqbUrik2xIyE2FyjREkIIz6hG\n", "SwghXlCNlhBCwgAlWg54qh8ZbQyu9Rhwo88Eq8MZ1NjBQLEpdiTE5gKNDOOJ1cGgvK4Xf6jtBgB8\n", "/YGF2JyrgUg4/aAHQsj8xVuNtru7G6dOnYJIJMLGjRuRnJzs976HDh0CwzAAgOzsbCxbtszjMUKt\n", "Rtult+Iv9ta7J6VJUEnwq9I8xCokc9swQohfQnqug5qaGuzatQsAUFFRgdLSUr/3lcvl2Lx5M19N\n", "5JVcLESyWooOvQ0AkBGngJzmsiUkIvH2l69Ujs9yJZVKZ7UvwzDYv38/9u3bh9raWu4byZHp6kdx\n", "Sgl+sDkLOwq0+Mw9Sfir+1Mgl4iCEjtYKDbFjoTYXODtinZiRUIi8f512dO+JSUl7sdHjx7lsHXB\n", "kRGnwFfXps11Mwghc4y3K9qx2ioAj7Ne+bPvTMkamPxfr6qqKmjb69evD2q8idvr168P+vmObU8U\n", "7Ph3t4E+b/q8+Y4fCN5uhpWXl6OsrAwsy6KyshLbt28HANTV1UEoFKKgoGDGfVtaWpCeng4AqKys\n", "xLZt2zzGC7WbYYSQ+SGkBywUFRVhz5492LNnD4qKitzPnzt3DtXV1T7t29LSgr1792Lv3r3Iy8vj\n", "q6kB4/I/H8Wm2BQ7tGJzgbcarU6nw9NPPz3l+eeff97nfTds2MBL2/zVPGjGrQEz4hRi5CeqoJJy\n", "f1OLEDJ/0VwHM+gYseDrlTcxZHYAAL79qXR8KlvDeRxCSGgK6dLBfDFkdriTLADUto/OYWsIIeGI\n", "Eu0M4pUSJEWN93hYkx4zZZ9IrV1RbIodCbG5QHMdTKN9xAKTjUFilBTJ0TL8S0kOmofMiJaJkUfL\n", "jRNC/EQ12rtc7zPiW0cbYbQxWLMwGvelRuOjzlF8tnABcrSUZAmJNFSj5cG7t4ZgtLkGUNgZFkqJ\n", "CFkaBc61jKDfaJvj1hFCwhEl2rvkahXIT1AiJUaKRQlK/NuZFvyhthsX2vTuBHy3SK1dUWyKHQmx\n", "uUCJdoIuvRW3By3QKCX4f6t0uNlncv/sRr8JdmZeVFkIIUFGNdoJ/utsGw5e6wcAKCVCfGNDOl48\n", "dRsAkBojw08fyYFW5X0mMkLI/BLS89GGG8bJomXY4t422Z3QqiT45+JMjFoZFCSpKMkSQmaFSgd3\n", "iIQCPF2YBMmdpWa2L9YiJUaGtRmx2JoXj7RYucfXRmrtimJT7EiIzQW6op2gUKfGq2V5sDic0Kll\n", "UMvo7SGEBI5qtIQQ4gX1oyWEkDBAiZYDkVq7otgUOxJic4ESLSGE8IxqtIQQ4gXVaAkhJAxQouVA\n", "pMSK/Q8AAAkHSURBVNauKDbFjoTYXKBESwghPKMaLSGEeEE1WkIICQOUaDkQqbUrik2xIyE2F3gb\n", "zN/d3Y1Tp05BJBJh48aNSE5O9ntff45BCCGhirca7cGDB7Fjxw4AQEVFBUpLS/3e159jUI2WEMKH\n", "kK7RKpXjCxlKpd7ncfW0rz/HIISQUMVbop14oSyRSGa1rz/HmEuRWrui2BQ7EmJzgbcaLcOML2Qo\n", "EAhmta8/x4iNjUVtba2/zeSEUqmk2BSbYs/T2LGxsQEfg7dEazabAbiuSsceA0BdXR2EQiEKCgpm\n", "3NfT89NZuXIlZ20nhBAu8ZZoi4qKsGfPHrAsi+LiYvfz586dg0AgmJRoPe3r6XlCCAkn82ZkGCGE\n", "hCoasEAIITyjREsIITyjRDsPOJ3OST00IiU2IeEipNfTnsthvFzEPnTokDsJZWdnY9myZZzHPnbs\n", "GJqamlBaWgqdTjerY3AdOxjnffXqVVy/fh1OpxNr1qxBamqq38fgOnYwzru6uho9PT0AgIULF7p7\n", "2wTjvD3FDsZ5A65eSK+88gqeffZZ9+9bMM7bU2y/zpsNYQcOHHA/Li8vn9W+/hyD69jHjx/3Od5s\n", "Y7Msy169epXt6OgI6Bhcxg7GeZ85c8b9+PDhw7M6Btexg/V5j3nnnXcCPgYXsYN13kePHmUvXbo0\n", "6fctWOc9XWx/zjukr2jnchgvF7EZhsH+/fvBsiwyMzN9nouBi6HHwThvT4Jx3hs2bAj4GFzHDtbn\n", "3dzcjH379qGsrGzWx+AydjDOe2hoCEqlEnK5PKD2cxnbn/MO6UTLzuEwXi5il5SUuB8fPXqUl9hc\n", "H4OL2ME87xMnTmD16tUBHYOr2ME674yMDLzwwgs4cOAAsrKyZnUMLmMH47yrqqrw6KOPoqGhYdbH\n", "4Dq2P+cd0ok22MN4uY49kT+/BLNtMxfH4CL2RHye95kzZ5CbmwutVjvrY3AZeyK+P2+5XA61Wh3Q\n", "MbiKPRFf593T04ODBw+it7cXGRkZ7jppMM7bU+yJZjrvkE60wR7Gy3XslpYWpKenAwAsFgsvsf09\n", "RjBiB+O8P/jgAyQlJSEjI8OnYwQjdjDOe3BwEBqNxr3/TMcIRuxgnPdzzz0HAKivr58090AwzttT\n", "bH/OO6QT7VwO4+UidktLC2pqagAAhYWFvMQ+efIkmpqaIJfLkZGR4a4fBuO8PcXm+7x7e3tx9uxZ\n", "5Ofno6GhAaOjo3jmmWeCct7eYgfj8z579iysVisAYNWqVTMeIxixg3HegCvRV1VVTbqqDMZ5e4rt\n", "z3nTEFxCCOEZDVgghBCeUaIlhBCeUaIlhBCeUaIlhBCeUaIlhBCeUaIlhBCeUaIlhBCeUaKNQD09\n", "PaioqMAvfvGLaX/+6quvoq+vz69jvvXWW6ioqEBFRQUOHDgAvV4/6eeVlZWzbu+Yd955B/v27Qv4\n", "OPONL++twWDAa6+9hvr6+iC0iNwtpEeGEX4kJSWhtLQUe/funfbnTzzxBOLi4vw6pkAgQGlpqcef\n", "+zM80pOtW7di//79AR9nvvHlvY2KisL69evhdDqD0CJyN0q0xM1ms+HYsWO4desWnnnmGSQkJLh/\n", "9uGHH+L48ePIzMyEWq2G3W5HWVmZe0IOmUyGffv2QSQSwWQyYdu2bYiOjobD4cDRo0fR0NCAiooK\n", "AEBubi6WLFkyY3scDgfKy8shFArBsuyUyZnff/999Pb2QiqVwmKxoKSkBNHR0fjkk09QXl6Ohx56\n", "COvXr3dvP/jgg3jggQc8xjMYDHjjjTegVCohFAohl8thMplQUlLinjzGU0wAuHjxIo4ePYpnnnkG\n", "1dXVkEqlWL58OXJzc8EwDI4cOeKeI8BoNGLhwoVYt27djO9DdXU1Ojs7IZVK4XQ6IZVK8cgjj8z4\n", "3g4MDODo0aNQKpWw2WxQq9XIzMycMR7hgc8z15J556233pr2+dOnT7O9vb1Tnt+9e7f7cW1tLXvz\n", "5s1pX2+1Wtl9+/b5FMubQ4cOsX19fe7tCxcusHv37mVZ1jXh+AcffOD+mc1mc/+MZV2Tc7e1tbl/\n", "9vbbb/sU8+rVq+xrr73m3mYYhv3DH/7gU0yWdZ3nsWPHphz36NGj7MDAgHu7v7+fvXbtmk9t+uMf\n", "/8iOjo6629Pa2jol5nR+//vfswzDuLd/97vfsVevXvUpJuEWXdESn8XHx7sfKxQK2Gy2afeb7YTh\n", "dzMYDJOmISwsLERraysAoKmpCRaLxX0lB7iuEsesW7cO+/btw5NPPomzZ896vZK927333ut+LBQK\n", "oVAofIo5ZuvWrdOey9jMV4DrvZz4fnrz+OOP4/z587BYLLBYLD5P3CKVSiEUjt+GmXheJLgo0ZKA\n", "OZ1O3L59G9nZ2QCA4eHhKbPRz4ZKpUJ/f7872dbW1rq/ei9duhTd3d1Ys2aNe3+Hw+F+LBKJEBUV\n", "hZGREfT29mLTpk0+x718+bJ7tnyGYdz/UGaK6Y1cLp80zaDT6URTUxNycnK8vs7hcODWrVuT2v/G\n", "G29MmaJxOlarFQzDQCQSAXC9fxPbToKHZu+KQO+99x6Gh4dx5coVLFu2DEKhECUlJbhx4wZu3bqF\n", "pqYmJCUlQaVSYc2aNViwYAHee+89fPDBB/jyl7+MxMRE/PGPf4TT6cSzzz7rPmZPTw9kMpm7fisW\n", "j/8ff//99zE4OAihUAiHw4G1a9diwYIFXtvpcDjw9ttvQyKRQCgUIioqCh9++CF27dqF9PR01NbW\n", "orW1FUKh0D2R88QlVoxGI/7jP/4Djz32mE/z6AKuOUcbGhpgsVigVCphsViwZcsWd4L0FvPIkSO4\n", "dOmSe5G+5cuXu2uiDocDBw4cgEgkcq8c/MADD8z4HlgsFrz66qvIysqCQCCA1WrFihUrJiVoT+9t\n", "f38/jhw5ArVaDZvNBpFIhMHBQXz2s59FVFSUT+/H/2/vDnEYhmEogPogATlE7s/KAkLKC3KDXGBg\n", "AwVRpamLNk3vUQOzr8iSYz5D0MLJvu/T/0jhDqMDeBljxLZtEfGcqZ7vgcEdXrR8Ta01eu/TWikl\n", "Ukp/0fPKcRzRWpvWcs5vXSzgdwlagMWs4AIsJmgBFhO0AIsJWoDFHsH9j1YMlcdDAAAAAElFTkSu\n", "QmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.878939\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4VPeZL/Dv9KIZaTTqBXWBEN0QhEEUmyZTbOG4YdY3\n", "2b32+t713dRNdxI7xU6y8abd2M6uk72JE+OYJkBGopkmCQwYgwEh1CUkUG+j6TPn3D8GDZIYjUaa\n", "c6a+n+fheeaMzpz3d2bEqzPv+RUBy7IsCCGE8Ebo7wYQQkioo0RLCCE8o0RLCCE8o0RLCCE8o0RL\n", "CCE8o0RLCCE8E/N14I6ODhw/fhwikQirV69GUlLShPtWVVWhs7MTAJCWlobFixdP+RiEEBKoeEu0\n", "58+fx44dOwAAJSUlKC4unnDf5cuXOx8fOXJkWscghJBAxVvpQKlUOh9LpdJJ929ubsYbb7yBnJyc\n", "aR+DEEICEW+JdvSAM4lEMun+GRkZeOmll3DhwoVpH4MQQgIRb6UDu93ufCwQCDx6jVwuh1qtntYx\n", "jhw5ApFINMVWEkKIexqNxnnfaLp4S7RGoxGA46p05DEAXLt2DUKhEPn5+c7n+vr6oNVqnftPdgxX\n", "RCIRHnjgAc7aTwghAHDp0iWvj8Fb6aCgoAA7d+7Ezp07UVBQ4Hz+7NmzqKqqGrNvZWUldu/ejd27\n", "d2POnDmTHiPQVFRUUGyKTbFDNDYXeLuiTU5Oxvbt2+97/oUXXrjvua1bt07pGIQQEkwEoTJN4vHj\n", "x6l0QAjh3KVLl7B27VqvjkEjwwghhGeUaDkQrrUrik2xwyE2FyjREkIIz6hGSwghblCNlhBCggAl\n", "Wg6Ea+2KYlPscIjNBUq0hBDCM6rREkKIG1zUaHkbGUZIuGnsNeDjW0OIUUqwODUSMUqacY44UOmA\n", "A+Fau6LY99wZMuPb5Q3474t38MvTrSir6fFZbF8J19hcoERLCAeGLXYMGG3O7St3hmFnQqIqRzhA\n", "NVpCONBvsOIXp1rwSbsOAgDfezgDq7Ki/d0swgGq0RISIKKVEnxtVRpa+01QSoXI1ionfxEJG1Q6\n", "4EC41q4o9lhxEVIsTo3E7HgVpGJ+/msF4nmHemwuUKIlhBCeUY2WEELcoLkOCCEkCFCi5UC41q4o\n", "NsUOh9hcoERLCCE8oxotIYS4QTVaQggJApRoORCutSuKTbHDITYXKNESQgjPqEZLCCFuUI2WEEKC\n", "ACVaDoRr7YpiU+xwiM0Fmr2LEACdOjNsDIv4CCkkPE0IQ8IX1WhJ2LvWMYyXDzfAaGXw5cIZWJ+j\n", "pWRLnKhGS4iXzFY73j7XDoOVAQvgNxW30DFs8XezSIihRMuBcK1dhUJsoVAAtUzk3JaKBBBN8r8i\n", "FM6bYvsWJVoS1iQiIV5cloL5iRHIiJbjRxuykBwp93ezSIihGi0hAExWO+wsiwgp3R8mY9GaYYRw\n", "RC4RTb4TIdNEpQMOhGvtimJT7HCIzQVKtIQQwjOq0RJCiBvUj5YQQoIAJVoOhGvtimJT7HCIzQXe\n", "eh10dHTg+PHjEIlEWL16NZKSkibc9/r167h58yYYhsGyZcuQmpoKADh48CDsdjsAIDs7G/PmzeOr\n", "uYQQwhvearQHDhzAo48+CgAoKSlBcXHxhPuePn0aq1atAgAcOnQImzZtAgAcPXoU69ev9yge1WgJ\n", "8b+mPiM6hy2IV0mRpVX4uzmcCOh+tEql0vlYKpW63XckyY5nt9uxd+9esCyLzMxMSqSEBLCGXiO+\n", "XloLg5WBXCzEG1tykRurnPyFYYC3Gu3oC2WJROLRa44ePYqlS5c6t4uKivD444/j85//PDo7Ozlv\n", "I1fCtXZFsSn2aG2DJhisDADAZGNwa8Dks9iBjrdEO1JbBQCBQDDp/qdOnUJubi5iY2Nd/tyTZD36\n", "w6ioqKBtnrevXr3qt/hXr171+/mH2/Zkn7ecMUF497+6AIASFrf7B9Pn7S3earT79u3Dtm3bwLIs\n", "SktLsXXrVgDAtWvXIBQKkZ+f79z3zJkziIuLQ15e3phjtLS0ID09HQBQWlqKLVu2TBiParT+w7Is\n", "mvpNGDLZkKyWIl4t83eTgt6dITPqeg1QSkSYFaeEWhb4o+WtdgY3ugyo6zEgJ0aB/PiIkJjXN6Br\n", "tAUFBdi5cydYlsW6deucz589exYCgcCZaLu6ulBZWYm8vDzU1NRAp9PhueeeA+BItOfPnwcALFy4\n", "kK+mEi9Vd+nxzUP1sNpZ5MYq8IO1mUigZDttfXorfvpRE2p7jACA/70sBdvmxvu5VZOTiISYn6TC\n", "/CSVv5sScHhLtMnJydi+fft9z7/wwgtjtuPj4/Htb3/b5TEmukkWaCoqKlBYWBi2sSubB2G1O74Y\n", "1fUYcWfIwnuiDYTz5suAyepMsgBwoqEfW2bHQiIShvR5B2psLgT/dT3xu0ztvflbJSIB1PLA/5ob\n", "yCLl4jHv6cpMDSSTzUZOAhrNdUC8Nmi04vytITT2G7EiXYM5CREe3QAlE2sfNKG22wClVIS8eCWi\n", "5J713CHcC+gaLQkfUQoJ1s+M8XczQkpKlBwpUbTSQ6ig7yMc4LIbCN+xrXbGb7G5RLEpdjChK9ow\n", "YbDYcaqxH+W1vVg6IxKb8mIRraCvo8T3GJZF+6AZDMsiSS2DNAS6gE2GarRh4sptHb5xqN65/YO1\n", "mSjM1PixRSRcnW8dxKvHmmBjWHxpxQxsyNUGdH9bmo+WeMxoHVsyGDLb/NQSEs6GzDa8ea4dVoYF\n", "C+B3VbfQY7D6u1m8o0TLgWCoXWXGKDA3IQIAkBwpxdxE7zuVB8N5U+zAii0RCqBV3KtYqqQiiEWT\n", "91ChGi0JCgkqKb6/NhN9RisiZWLEqdzPqEYIHxQSEb5cOAPvnL8NvcWOfy5IQVxE6P8uUo3WDZPV\n", "jqZ+E6x2BhnRCkRSR3xCOGFnWDAsGxQDMagfLY8YlsVHDf34dcUtAEDxnDh8cXESlFKRn1tGSPAT\n", "CQUQIXwGtQT+nxM/GTbb8cFn9+bALbnejX6j6xtIwV43o9gUm2LzixLtBOQS4ZjZ4VMipVBI6O0i\n", "hEwd1WjduDNkRkXzAPQWOx7O1iItmoZEEhJuqEbLs6RIGZ6cn+DvZpAg0qEzo6HXCKVUhJmxSkRQ\n", "TZ+ASgecCNfaFcUeq9dgxesnmvHqsSZ861A9TjX2+yy2L4RrbC5QoiWEIwNGK250GZzbR+r6OJ3E\n", "hwQvqtESwgG9xY7uYQtePdaI9iHHooT/83PJeHoBlZ6CHdVoCQkAfQYr/nThNk429uOl5algWUAj\n", "FyP/7pBnQqh0wIFwrV1RbIf6HgOO1PXBYmfxqzO3IBYIsDxDAw0P01AG0nmHS2wu0BUtCShDJhvs\n", "LBtUc+WKhALERUiwNDUSWqUYWiX9tyJjUY2WBIz6HgN+frIFeosdX1k5A59LjQyKtcd6DWacaRxE\n", "eW0fsmPkyNIqUJAWhVRaiiYk0Hy0JGSYrHb8tvIWWgZM6DFY8eqxJnToLP5ulkc6dFa8ea4djX1G\n", "HK3rx7DFjsM1vZO+rq7HgA+udOBMUz8GTaE/J2s4o0TLgXCtXXEZm4VjRqcRzN2JoX0Re6qu1LWi\n", "fdAEq83RdctsG9uFy2pnJ70R1tpvwjc+rMM7F+7gx8ebca5lyKPYofJ5B1NsLlCiJQFBIRHh/6yY\n", "Aa1SDLlYiO88nIGEAJwz91rHMH5Y1Y9/2nXDcQPM5phC86Fsx7JACSoptEoJfnG6FbcGTBMeZ9Bk\n", "g2HUqhfXO/W8t30i/QYrWvqN6A+DlQ78hWq0JKD0GiywM0BshATCAKvPmq12fP3DetT2OAYlCAC8\n", "88RszNDIoTPbcLZlAE19Jhyo7oGVYfGrLbmYM8FKFl06M75/pBFN/SYIBcBPNmZjSWqkD8/G4c6Q\n", "Ga+daMbNbgPmxCvxrYcykKiW+bwdgcxv/WiHh4ehUnm/FAoh48UoA+8qdoRQKIBadm/uAplYCLHQ\n", "8cdALRMjWiHBf1y/BYYFZsUqEe/mijxeLcMr67PQNmhCpFyM7BjlhPvy6Wa3Hje7HX84rncZUNtt\n", "oETLA7elg+rqapf/3nvvPV+1LyiEa+0q3GJLREL8r2UpWJAYgUytHD9an4WkyHtJaVFKJH7z6Ey8\n", "VpSNl9dlTrpcUFKkDJ+bEYVZcRHOhD0Zrs9bLh476Y3czVSg4fZ5c8ntFW1VVRUKCwvR0NCArq4u\n", "LFq0CJcuXYJWq/VV+wjhTNuACc39RkTJJciNU9yXZDyRHq3AP2RYkTsz777VNsRCAWbFBddosLz4\n", "CPyPBxJxpnkAa7KiMSvOP1fWoc5tjXakRPD+++/jmWeecT7/97//HU8//bRPGugpqtESdzp0Zny7\n", "rB63785D8MN1mViRofH6uDc69Sip7kZypBRFM2OQEIRfu1mWhdHKQCERctpvmWVZmGwMFJLgniqS\n", "9xrtSB1WKh37FWj8NiGBrkdvdSZZAKhsHpgw0XYPW3CudRA9BitWZWomrJ+2DZrwnfJ6Z+8Bk5XB\n", "i8tSuW88zwQCAedr4fUZrDhY3Y2zrUPYMFOL9blaqGXhO2LOo+5dBoMBDOP4ZbLb7dDpdLw2KtiE\n", "a+3Km9g2hkX3sAUDxul1KZpKbL3FDqVEiE15Mc7nFqdMfIf/wI1u/K6qDTsvd+I7ZQ24M2R2Gdto\n", "ZcZ00WroM47pC8yHYPm8qzv1+NvlTjT2GfH2uXbU9RgmfxFHsQORR39iHnnkEfz1r3+FVCqF2WzG\n", "5s2b+W4X8aF+oxXtg2bIJUJkRisg8vDGzHRZbQw+auzHm2fbEKOQ4OW1mciKUfASq1dvwTsXbuNE\n", "Qz/mJ6rwelE2WACz413XUu0Mi2sd9/q0DphsMFjtLvdNVEmxcaYWh2v7IBYK8PT8BN7fu2Ax/j0z\n", "2cJ7Xl7qRxvmBk02/N+qWzjVOACRAHh1QxaWzojiNWZTnxH/a2+Nc+TXsrRIvLI+i5d+s+daB/GD\n", "I43O7W+sTsP63Bg3rwAqmvrx4+PNYAEUZkThyyvSEKVwfU0yaLLh9t0/UunR8oDr++sv7YMm/OhY\n", "E5r6TViQpMK/rU4PyAEonvBbP9qOjg4kJiZ6FZgEhq5hC041DgAA7Cyw52oXlqRG8powBALHv5E/\n", "8WKBAHxFG99typNuVAVpUfjtYzNhtDJI08gnTLIAECUXI0p+/891Zhv0FjvUMnFYrhuWEiXH64/k\n", "QGe2IUou5mXKyGDiUY32+vXrY7arqqp4aUywCpa6mStKiRCqUYlgVlyEx0l2urFTImX45up0RMnF\n", "yNbK8dzipCnf7fY0dm6sEtsXJCBGKcHGmVrMTZh8oI1EJMSsuAgsTFZDq5SgR2/BxbYhVHfqYbLZ\n", "J43dqbPg5yeb8cUPqvHbilb06LmbHMebz7t72ILK5gGcbx2cVm18qrG1SgnSoxWcJNmwqNHW1dVh\n", "zpw5914kDt+7h6HGceWRjSO1vUhUy7A6K5r3mBKREKuzorEgWQWpSMjr3egouRj/8EAiiufGQSkR\n", "QjbFvrP9Bit+eboVl9odN4C/81A6lBL3ieNGlx7nbzn2P9E4gNXZ0YiN8O/XZp3Zht+fbUNVyyAA\n", "YPuCBPzDA4mQiGi6E1+Y1m/4SA8E4lBYWBjUsWfFRUyro/10YltsDD7rGMaldh3mJ6qwIHl6Q7mn\n", "ElsiEiJaMb2E0mOwOpMsAJRW9+AXm5e6fY1SKoQAcNaguSzDTPfz1pntziQLAB819GPbvDhoppBo\n", "g/333J/cJtrS0lIYjUbU1NTAar33VSMhYfIF5zo6OnD8+HGIRCKsXr0aSUlJE+57/fp13Lx5EwzD\n", "YNmyZUhNTZ3yMUhwqO0x4LvlDQCA3Ve78PNNOViUrPZzqyYWKRNBqxSjz2ADACxKUU/Ys+DOkBkf\n", "NfRhwGTDy2sz8J8ft6MwUxMQo61UUhEWJavw6e1hAMDy9ChETGNkHJket4l2y5YtAICDBw9i69at\n", "Uzrw+fPnsWPHDgBASUkJiouLJ9y3t7cXjz/+OADg0KFDzkQ7lWP4U0VFhd/+4gZb7L5xtcFe/fT7\n", "0frivBPUMrxelIOLbUPQKiVYmKx2GdtqZ/DnT+7go4Z+AEBV0yB+vjkHAgAt/SYMmmzIiPa+C9t0\n", "zztSLsZXV6ahpksPiUiIvLgISMRTu8oPtt+1QOJxP9qpUirv/RWfbCTZqlWrvD4GCQ7pGjmiFWL0\n", "G21Qy0TI0vLTf5ZLmVoFMidpp9nOoL7X6NzuNlhhtDJ47aMmtA9ZoJQI8YvNOZgZ67+5EBLVMpqZ\n", "y088SrTTufk1unuuZJKbByOOHj2KpUvv1b+mcwx/CNfa1XRip0cr8MaWXHQPWxGjlCAtenrragXa\n", "eaukYmxfmIBfnGwBC6B4Thx69Ba03x32a7AyuHpH73WiDbTzDofYXPAogx46dAjz5s2D3W5HVVUV\n", "li5dipycHLevsdvvjQzxpOvOqVOnkJubi9jY2GkfY/TXi5HuILTt/207w+KzxjYAwPysVKRGydF8\n", "9SL0ANICoH1cbUcqI/C7x2bBYmdg7WmD1SqCUACMjMqNlty7iRwI7aVtz7e95dHIsJKSEjz66KM4\n", "cOAAiouL8cEHH+Cpp55y+5p9+/Zh27ZtYFkWpaWlzhrvtWvXIBQKkZ+f79z3zJkziIuLQ15enkfH\n", "cMWfI8OCoXalt9hxo0uPfqMNuTEKZHDwld2T2AzLorJ5EK991AQA+O7DmViREeX1nXgu3/P2QRMs\n", "dhbxKqlHgws8jW1jWFy9M4xzrYPIi1diSUok1C4GN4wwWBwXFu4meAmG37VQi+2zkWFCoRBCoRBy\n", "ueNrnkw2eZ2noKAAO3fuBMuyWLdunfP5s2fPQiAQOBNtV1cXKisrkZeXh5qaGuh0Ojz33HNuj0Gm\n", "7vytQbx+ogUAoFGI8astuUjxwXLYfQYrfl3RCvvdP+e/rmjF7Pg8v/crHXGtYxjfO9wAo5XB9oUJ\n", "eGp+Arr1FpxuHIBaJsKiZDWa+o0wWhksSFJN6T0TCwVYlKLGopTJe1XUduvxm4pbsLEsvrJiBmZ7\n", "MLCCBA+Prmh3796NoqIiXLx4EWvWrAnIHgA014F7b5xqweG6vnvbm3MxL4n//8wDJiu+eqAO7Xdn\n", "wEpSS/GbR2cGxJBMO8Pie+X1uHS3yxMAvFk8C68cbUTX3d4Q63Oj0Tpgxs1uAzK1cvzskRxEc9z2\n", "IZMNXyutReuA4z3SKsT4ffEsxATIH6Nwx8UVrUf9O5KTk1FSUoJly5bh2rVraGxsnPxFJKAsS783\n", "UUyCSoLYCO4THePib7ZGLsH3Hs7AvMQIzEmIwMtrMzlLsm0DJnx4owcn6vumNcxVJBQgXn0vmUlF\n", "AtgY1plkAaCh14T4uwmvqc+Enml2R5sIwzqmizRY7tVvjTbG+Q2AhAbRK6+88spkO82YMQPz58+H\n", "WCyGVqvF4sWLA24YblNTk98GNFRUVCAtLS2gY8erJFicokZBWiQ+Py+Bk7LBSGyj1Y7TTQN4+1w7\n", "Bk02JEfKxsyqr1VK8FB2NNbnat0uWOiJHr0Fn97WoWvQgDcqbuFwXR8qmh0jnhYlq6dc+03TyKG3\n", "OFYX+FphGtK1MgwYbWjoc3TV2r4wAaebBmCwMnggRQ292QoMdiIpzv0MYJ663qnHj4834akF8fjs\n", "zjAEAgG+81AGZsUpXd4ADobftVCLfefOHWRlZXl1jClnS7FYPCbJXr58GQsXLvSqEYR/crEI85Pc\n", "1wpvD5lR12OAUuLo0O7uxs1odT1G/Pyko/575c4wktQyFGaOXb1A6uWYeoZlYbYx+OOF2zhe34//\n", "8UAiWgbuTcj9SbsO/2CzI0Lqus1NfUbUdhsQrRRj9qhzS4mS4xur02BjWOe4/+eXJmNdrhZysRBa\n", "pRgM67hRNWCy4f3PurFoTZxX5zLaJ21D6NZb8cGVLjwxLx6LU9WYHa+i6RZDjNeXpc3NzWGfaEOh\n", "f2Gv3oKfHG9ydrp/sSAZn5/nfqj1SOzxkzwPmGyctGnE1Y5hvPdpBxLVUqTcXXW2ZcCEhckqXL5b\n", "X31kVgyUE6xNdXvIhG+X1aPf6GjXyw9noCAt0jnBjEAggER0L7FpFBIsvFvesDMshs12/PXTDgDA\n", "giQVslK4myI0++6E5z0GK3Zd7cLKTI3bycND4Xct2GJzIbC+/xO/GTTZx4xsOtk4gC2zYz2a7Soz\n", "Wo7Z8Urc6DIgPkKCeYncjX5qGzThe+UNSImSgWGBOQkR+N5DGegcNkMtE2PbnDgoJCLkxrr+qg0A\n", "/UabM8kuTlGjddCED0q78GB6JDbNikW0cuKasUgowGNz4pAXp4TZzmBmrNLt/LRTtSBZjVfWZaK5\n", "34RFyepJR6CR4ERzpHEgmOejHRGlECFn1HIya7I0kybZkdgJahl+sDYTvy+ehTe2zEQ6B2P6R5ht\n", "jm5XM6LkWJcTjbfPteOnJ5qx/3oPcmOVeDBdg4XJarf9X2MjpEiNclwJL0pR4y+fdKC2x4A/f9KB\n", "G136CV83IkouxtK0KKzMjEaCWsbp562WibE8Q4NnFyVidkLEpANzQuF3Ldhic4GuaAkAIEYpxctr\n", "M8fUaKf0+gipx92R9BY72gZNkAgFSJ9kjbL4CAludOrx8a0hzNDIMGR2lCm6DVbc0ZmREzv5zFgJ\n", "Kil+vCEbzf1GmMetXTVscb0eGCFcokTLgVCpXSVHypAc6fmkI9OJbbTY8cGVTuy80gmhAPjBukws\n", "T3e97DcAiIRCdOotYAFEjKvBju7PamdYNPQa0W+yYkakDMnjelWkRMmQEiVDp86MuQkRuNapR5pG\n", "hvwE38zDyxWKHZwo0RKf6jFYsfNKJwDHHAB/+aQDC5PUEw47VUpF+MclyXj1aCOqWgfx5RWpqO81\n", "omBGFHJHXc1e6xjGt8rqwbBASqQUrxXlIMnFH40EtQzfX5uJAZNj9rBAGaFGQpvXNdpw73EAhHbt\n", "ytUghBFnz55Fr96KDp0ZeosV9T0G1PcaYHGztLRMLByzmOEMjQxSkfu65OdSI/HW43l4sSAFD2Vr\n", "8eXCNDDt1yEbNZ/qx7eGnJO3tA9Z0KGbeABDtFKCTK1i2kk2lD9vis0Pj65oKysrERMTg7y8PNTX\n", "10OlUjlXwc3IyOCzfWGvodeIW4MmxCklmBmn9NkaTxYbg49vDeLgjR4sSFKhaFYsYsbdnZcmZOGl\n", "khoMme3454JklN/sQ2OfEV9fmYZ1uVqXtdd4lRQ/3ZiFPVe7oFFI8Gh+HMSTnJNIKLhv0uzxyymN\n", "XsVALhZCw2HPAEK85dFcBzt37sSGDRsQExMDhmGwZ88ePPnkk75on8dCca6D5j4jvnKwFgYrAwGA\n", "f9+cM+mgA67c6BzGVw7WOde9+sbqNKzPvTcaympn8O2yelztcNy1FwB47oFE/OVSByJlIvzh8Tyf\n", "jtXXmW241qFH+5AJ8xJV01oDjRBXfDZ7V0REBGJiHP/JhEIhRCJaa2i020Nm1PcYoJSKMCtOydmq\n", "rp3DFhisjis3FsDNboPPEq3BymD0X+DxY/wFwJiv7qOvXhPVUkinuEyKt9QyMR5MjwIQNem+hPja\n", "tP43CIXU/XZEj96CV4404CcfNeO75Q04cXfNKC7Eq6RQSO6917kuujLxVbtKj5Y7F03UKMQoSBub\n", "wMQiIZ6apUJenBIJKim+81A6dCYb1udq8Y3V6bwuIQ6Eb72QYgcnj/43CAQC9PX1QavVoq+vb8zK\n", "B+FuwGhD86gx9ycb+rE5L9Zt31BPZWoVeGNzLloHTIiLkCLPh6upxkZI8e016egxWKGSilzewdff\n", "bsDrjxTAamcRJRdjZWa0z9o3kUGTDT16CyKkIlofiwQMj2q0drsdR48exfDwMORyOYqKigJu9i5/\n", "1Wh79BZ8u6zeOZfovzyYguI58T5vR6gZNFnR0GMEAyAnRuHR1Ip9Bit+f/YWzjQNQiMX4/VHspEd\n", "w/8fp/ZBM0409MHKsFibE400DQ2jDSU+q9GKRCIUFRV5FShUxUZI8cr6LNT1GKCSijArnm7CeMti\n", "Y7D3Wjd2Xnb0t906OxbPL00eM/WiK7cGTDjT5JgyccBkw8mGft4TrcFqx5tn23ChbQgA8HHrIH62\n", "KQcauf8nNieBw6Nia11dHd/tCGrNVy/ioWwtPjcjCpE81ybHC6S6mZ3hZrZqndmGQzW9zu3ym73Q\n", "mW1o7jfiZrceOrPN5XkrJEKMLtjETdDrwWCxw2afuK/vZEbHNlkZNPQZnNst/SaYrNM/9lRi+1q4\n", "xuaCR4n2ypUrY7abmpp4aQwJTizL4rPbOnynrB6/OtOK20PmyV/khlIiwsJRy+x8LjUSzf0m/Mu+\n", "m/jX/bV495MOKKPurwdnahX4/tpMzEuIwNML4u/2QrjHzrA41zKAr5XW4bUTzWgfNHnVTgCIlIux\n", "fcG96SSfWZiIaOrDS8bxqEb73nvv4dlnn3Vu05phBAD6DVbc0VkgEgD/9mEdzHfXX9mcF4svF87w\n", "6tidOgs+u6ODjWGxJCUSr51sxvXOezNtvb0tD1mjZhvr1ltgtDDQKsWQi4UuB0E09RnxL/tqnMvE\n", "bJ0di39d4V07AcBotaO53wQ7wyIjWg7VNL/V3OjSY9+1LiSqZXhkVozLG5DE93xWo12+fDkOHz6M\n", "jRs3ehWMhI4+gxW/OtOKj28N4YuLk5xJFgDuDJnQ3GeEQOBYKmayqf9G6xq2oEdvhUYhxvqZjr7b\n", "LMsiXSN3JlqlRAi5+N4xm/qMeLm8Ad0GK4pmavFPn0uGRnF/orUyrDPJJqmlyIiWY9BkRZSX9VSF\n", "RASJSIDLt3XoGrZgUbLa7Ry3rtweMuE7ZfXOftN6i52TPwIkMHhUOnj33XcxNDSEXbt2YdeuXbh6\n", "9Srf7Qoq4Vi7uj1kxse3HDeArnfqsSUvFoBj+OuGmTH40oFavFRyE5/dGXZ3mPuO+f3DDfjKwVp8\n", "9WAtmu6u2yUQCPD0ggQ8MS8ehRlReP2RHLTeuOx83UcNfeg2OAZUlNf2oaXfdUkgJVKGHYsSkREt\n", "x6a8GPz3xTv4+sE6NPYaXO4/kfHvedugCd86VI//vngHPzvZgpONU+9LbbIyziQLOEYFuqojh+Pv\n", "mr9jc8EJywmpAAAgAElEQVSjK9pHHnkES5YscW4fOnSItwaR4KCUiiARCmBlWFxoG8J3HkrH5tkx\n", "sNgYvHKsCaa7E8vsudaFBcmejWZr6Tei6W6S7DfaUN2ld644kBQpwz8XpDj3rai9t1zO+Dv8sglG\n", "pUVIRXhqfjwKZkTiKwdrwbCO+Wj/eOE2frQhe9p9n3UmO3Tme33Lr3YMY9vcqXXxi1dJsXV2LA7e\n", "6IFYKMD2RYmTzgFBgodHiXZ0kgWATZs28dKYYBWO83RmRMvxk6JsHKrpQU6MEvMSVYiNkOLWgAnG\n", "UVdm4yeDcWf8aDKtm76zo8+7MCMKrQMm1HTr8eS8BLfLwSgkojGj7aZj/Hsep5IgP16J6i4DBAA2\n", "5E59hVyVTIwvLk7C+ruLQqZFu16lOBx/1/wdmwse3QwLBnQzLHBc6xjG3mtdmKGRY9OsGCR4OELL\n", "ZLPjwq0hfNTQjyUpkViZqUGkhyvx2hnHKrkTzWs7mtXO4EzzAP5vZRu0CjG++3AGsrzsb9ulM6N1\n", "0AyVTIRsrcJns6wR/nFxM8yj34ahoSHs3r0bf/7zn2Gz2bBv3z6vgoaacK1dTRR7bqIKP1iXhX9c\n", "kuxxkgUcS6KvzIzGD9dlYfPsWLdJdnxskVDgTLIGix2t/SZ06lx3M5OIhFidGY3//Hwe3tiaO+Uk\n", "6+q849UyLEmNRF5cBK9JNhA/71CPzQWPfiPKy8vx2GOPISoqKuCG3hIy2rDZhvevdOD5PTfwUslN\n", "1Ha7XnxRJBQgNkLqdY8DQjzhUaKVy+WQSO79QtI0iWOFa+0qEGO3D5nx/pUuAMCQ2Y5dV7t8FtsX\n", "KHZw8ujy1GIZuyzI+NntQ1m/wQorwyJGKeFkRi5yP4ZlcXvIDIYBkiKlXn31loqEEArgXNZGS6O0\n", "SADw6Dc6Pj4eFRUVsNlsOHfuHNLS0vhuV0Co7zHgSwdq8fzuG/iooR/WCcbHh2vtiqvY528N4Z/3\n", "1OCFPTdwvH7i99mT2GkaOV5Zl4nsGAUeytLg0XzuZ1ILhfecYvuWR3/uV61aherqagwMDCAxMTEs\n", "1gmzMyz+83w7OocdV/O/PNWCmbEKpE+hu5K/NfYacbSuF9EKCVZlaQJyftZBow1vnm2D7e4l6G8q\n", "WrEwWTXttoqEAixL12BBshoSkRBiH38L6dSZUd9rhEwsxMw4pc8nGSKByePfgvz8fOTn5/PZloAj\n", "GfWfVCAABHD9nzYQa1ddwxZ8t7wefUZHx/47OjP+dcUMCD0YDmuy2nGpXYcLbUN4ICUSS1LVLqco\n", "5OK8xSIBNHKxc9VatVzsUXKcLPZEUyqyLIsOnQUMCySopRALBejVW1DTbQDDAnlxSsSp3K91NlHs\n", "AaMVvzjViqsdjtFwLyxNxpPzE1zuO12B+LsW6rG54FGi7enpQVlZGRQKBSwWC4qKiqDVavlum1+J\n", "hAL8z6UpMFlbIREL8Vh+PFKiAuOK0Gi1Q2+xI0IqcplQGnoN6DVYnUkWAGq7HcuAyyeZ0xUAbvYY\n", "8MoxxwxtH9b04ueP5GBRCj9rlUVIRfjqyjS8c74dRiuDFwtSpr0MuCc+adfhlaONsDEsvrUmHctm\n", "ROJvn3ag9O60jKszNfjKyjREeNAfd7xBk82ZZAHgeH0/tsyOnXQeXRL6PO7etWPHDjzxxBN4+umn\n", "ceTIEb7bFRCS1FJszY+HWiaG3mJzDisdz5f1ox69BW9WteGFPTV4+1wbPq2pH/Pzln4jvl5ah9Ib\n", "PViZoQHgWEjxyQUJHiVZAOg32MZuG60u9+PqvDO1CvxoQzZ+vinH44nTpxN70GjFbytuwWJnwbDA\n", "L0+3oktvxZnmQec+lS2DGDbb3Bxl4thqmRg5o2YUW5ERBTnHi1SGa500LGq0SqXSuSCjSCSCXO56\n", "eGCoqe024LUTzQCAU40DeK1IgiWpkX5tU02XAYfr+gAAZTf7MDdm7FfTbr0VBiuDc61DeCg7Gt9Y\n", "nYZ0jdztsNTxMrUKxCgl6DVYEa0Qj5mOkC8ioQCiCUozXMZQyUTA3YtOpUQEuViIlZlRKL3huKJd\n", "kR417WkOtUoJXn44Eze69VBKhMiLi5jSzGUkdHn0G2UyjZ0NyWBwzHZ0/vx5LF26lPtWBYihcVc2\n", "g0bXVzq+rB+NHy+tVIwd1RQfIUWUXIzBu0u5FM2Mwcy4qS2vkx4txxtbctCjtyJGKUFKVGiMu1fJ\n", "xHjpwVT85/l2WO0snpwfD7lYiB0Lk7A4JdJZo52sbOAudnKUDMk8lpiC7T0Phdhc8CjRMgyDP/7x\n", "j1i0aBGuXLmCqKgoVFdX4/LlyyGdaDO1CiRHSnF7yIIYpQQ5sf7vcZAXr8TD2dGobB5AYaYGs+LH\n", "Jtq0aDl+sSkHtwZNiFFIMNPFEuWeSI6UIzky9L65nGrqR5RcDJFQgF9X3MJPN2ZjbqIKKyI0/m4a\n", "CWEeFZAMBgMefPBByOVyFBQUIC8vDyEyF41bqVFy/OyRHPxqSy7e2JI7YdcuX9aP4iKk+NKKGfjj\n", "k/n41+UzUPPp+fv2ydQqsCozGnMSVZBwXCMcLdBrdp06M+4MmZxdxwDHYprnWodQ2TwIs42ZVg01\n", "0M+bYgcej65on332WahUqvueT0tLQ1tbG1JTU71uCMMwYFk24Ib3JqplAdf/VCkVeTRLVTi7fFuH\n", "t8+1YePMGNR2GzAnMQIrMjRYk6VBv8GG2m49npifgIwp1K4JmS6vp0mcaP2wjo4OHD9+HCKRCKtX\n", "r0ZSUtKExygvL0djYyOKi4uRnJzsfP7gwYOw2x0TKmdnZ2PevHkTHoOmSSQjhs02fOVgHTbM1OJP\n", "F247h+N+a0061uY4uiXaGZaGVBOP+GzNsOk4f/48duzYAWDyxRyLiopQXV193/NyuRzr16/nq4kk\n", "RImEAiglQlhsDEavgN4+aB6zDyG+wlsBT6m8dxNGKp1eB3S73Y69e/diz549uHTpEldN41y41q4C\n", "NbZCIsKXC2dAJhY6+7UqJUIUpHHTNS9Qz5tiBy7ermhHVyRGT7E4FUVFRc7HZWVlXreJhIa2QRMQ\n", "m4FOnXnCicWzY5RIjpRhRUYU+gw2RMrEEy4PQwjfeEu0I7VVAJx02vYkWVdUVDj72438BfTFdmFh\n", "oU/jBdL2CF/FS5r9AL55qB46sx2pkYP48cZspETJ8emnn0Kv17t8fXKkY7uVo/bQ5+37+CPP+ev8\n", "vcXbzbB9+/Zh27ZtYFkWpaWl2Lp1KwDg2rVrEAqF901QU11dDY1GM+ZmWEtLC9LT0wEApaWl2LJl\n", "y4TtoJth4eFgdTd+V9Xm3H754QxcuTMMi53B43PjpzQCzhWd2QaLjYFGQfMPEwefrRnmzkRduwoK\n", "CrBz507s3LkTBQUFzufPnj2LqqqqMfseO3YMFRUVOHbsGE6fPu18vqWlBbt27cKuXbswa9Ysb5vK\n", "m3CtXXkT22pncLNbj4ttQ+jUWSZ/wV1xoyacEcCxXPjBGz04XNuHHx9vmnBeBk+09Jvw3bJ6vLi3\n", "Bkfr+mAJgLktKLb/Y3PBo9LBmTNnsHLlSpc/G78U+Yjk5GRs3779vudfeOGF+55bt26dy2OsWrXK\n", "k+YRDhgsdggEE08vyLXLt4fx/SMNYFhgVqwSP1iXOen0hAAwJyEC/7YqDZ+2DaIwS4v91feWqunQ\n", "WSZMjp7YfbUTN3uMAID/ONOKnBgFcqY5so6Q0TxKtB999BG6urqwcuVKxMdzP2N9sAv2MeA1XXr8\n", "rvIWhAIBvrRiBnLjPEsu3sQ+Xt/n7Hp1s8eArmGLR4lWLRdjw8wYbJgZAzvDQm+x48ptPVgA/7Qk\n", "CdGK6S+2OH6FpolqasH+eVNs3/Mo0W7btg2zZ89GZWUlTp48iblz54bdJOChqt9gxY+PN6Fb7/jK\n", "/dqJZvz60VzeV4edmxiBjxr6ATjmpHW3tPhEREIB1mRFI0urAMOymKGRQ+rFkOMn58ejrteADp0F\n", "zy9NRpomsEYEkuDl0W/l/PnzIZFIsGbNGmzcuBH79+/nu11Bhe/60e0hM6o79egevr+W6W1sO8vC\n", "YL13KWew2sfMDeCON7ELM6Lx3Ycz8I9LkvCLTTmYoZla16uR2FKxEDmxSsyMi/C67JGhVeDfN+fg\n", "j0/MxiOzYiATuz5euNYqwzU2Fzy6jKioqEBGRgaqqqqgUqnwpS99ie92kbua+oz4Vlk9Bow2ZGkV\n", "+OG6TCRFcnelpVVK8G+r0vDTj5ohEABfW5kGrRdfvz2lUYixJiua9zhTxfeVPAlPHnXvevXVV/HQ\n", "Qw9hxYoVATfpy4hQ7d5VeqMHv6285dx+dX0mHkzndko/O8Oic9gMAQRIUEs9WleMkHDhs7kOtm3b\n", "hvnz53sViEyPVjH2I1LzsKqqSCgIyblnW/qN6NZbER8hQVoQrV5MQo/HNVoyMT7rR3MTI/DlFTNQ\n", "mBGFH6zNHDP5uM3O4Mr1G7zFnkwg1+wa+4z46sE6fLe8AV8trUNjr8FnsflEsYOTR5dHQ0NDOHLk\n", "CPR6PXbs2IGDBw9i27ZtfLeNAIiUS7B5diw2z44d83z7oAn/ffEObg0CX1ANoGBGFI1kGqWl34hh\n", "i2MYuM5sR22PASKhYMLJ2wnhk8er4D722GOIioqCWMzb9Ah+12uw4qP6Puy+2onmPqPHr/NHH7/9\n", "17txumkATX0m/OhYE1oHTJO/iGOB3K8yVjn2ppbByuBrpXVomsLnOt3YfKLYwcmjrCmXy8dM6hKo\n", "N8S8VX6zB3/+pAMAsEfZhV9vnTnh7FD+1m+6t1AkwwIW+/RHRIWimXEReL0oG5dv66BVSnC4tg86\n", "sx3tgyav50MgZKo8uqK1WMb232TGD6EJAXaGxaU2nXO712CDzmx384p7/FE/emp+AqLudvLfvjAB\n", "qROsVMunQK7ZycRCLE6NxLL0KPzh43Y09hkhFAAxEdObG3kqsflEsYOTR1e08fHxqKiogM1mw7lz\n", "55CWlsZ3u3xOJBRgS34srnbqAQCLklWIUfLfp9JsY1DXY4DObEN6tALJHvaRzY1V4vfFs9De0YW8\n", "tAQoaA0xl7JjFHi9KAf1vQbkxUcgl+YuIH7g8TSJ1dXVaGxsxNy5c5GRkcFzs6aOi360JpsdDb1G\n", "GCwMMqLlHo2991Zl8wBePdYEAMjQyPCTohzE+yAuIcQzPl0zLD8/3zm/weh5YkOJXCzCnIT7V/vl\n", "08nGfufj5gEzuvUWSrSEhBi3Ndo9e/Zg79692Lt3L3bv3o3du3dj165d+Nvf/uar9gUFb+pHi5LV\n", "zscauRiaKU6uEq51M4pNsYOJ2//VKpUKGzduRGVlJSQSCRYuXIhLly5Bo+F2CGg4K8zQIFohQa/B\n", "ivyECKT44aYWIYRfHtVod+/ejSeeeMK5PbJMTSAJ1bkOCCH+5bOlbMYvrhiK3bsIIYQvHiVahmHQ\n", "09MDAOjp6YHVOv11mUJRuNauKDbFDofYXPB49q7y8nIMDw8jIiJiTBmBkEDRoTPjk7YhmO0sls6I\n", "9MsgDkJc8Xq58ba2tglXwvUlqtGGN7PNjv84cwsn7i6PMzNWgZ9uzEaUDyYxJ6EtIJYbv3jxoreH\n", "IMRrBguDax3Dzu26HiMMXqyISwiXvE60JHxrV4EUWy0X47H8OOf25tmxiOJhknRXsX2JYgen0J3z\n", "kIQVsVCAzbNjkRevhI1hkaVVQEnzP5AA4XWNtqSkBMXFxVy1Z9qoRksI4UNA1GgJIYS4R4mWA+Fa\n", "u6LYFDscYnPB60QbCF27CD/MNju6hy0YNtsm35kQMiGva7SBgmq03Bo0WbHrsy4cqO7B7PgIfKVw\n", "BpI8nJSckFBCNVrCm8ZeEz74rAsmG4NPb+twoW3I300iJGi5TbQnT57E8PAwfvWrXznnpR359/e/\n", "/x2XLl3yVTsDWjjUrlwtZB4O502xKTYXPOpHm5mZ6bIL1+7du+nreojKiVHg2YUJ2F/dgzkJEViS\n", "GunvJhEStDyq0U7UVzZQ+tACVKPlg9nGQGe2QSERIYI6/5Mw5bM1w6Kjo10+TysthDaZWAiZmNYv\n", "I8RbHt0MW716tcvn16xZw2Vbgla41q4oNsUOh9hcoF4HhBDCM7c12qGhIURGRmJoaAjHjh0DAMjl\n", "cmzYsAFicWDNR0M1WkIIH3jvR3vixAkAQGlpKbZs2YLHH38cy5cvx759+7wK6grDMLDb7ZwflxBC\n", "/M1toh252FUqlZBKHTdFNBoNJJLJZ63v6OjA3/72N7z//vu4c+eO233Ly8vx9ttvo7Ozc9rH8Kdw\n", "rV1xEdtktaNTZ8aQaWrDfIP9vCl28MTmgkc12vFXmmazedLXnD9/Hjt27MAzzzyDjz/+2O2+RUVF\n", "Lm+sTeUYJPjozDa8d7kTX/ygGt8rb8CtAZO/m0QIL9wmWovFgl27do25gm1oaEBCQsKkB1Yqlc7H\n", "I1fDU8XFMXyhsLCQYk9DU58R71/phJ0FbvYYcLppwGexvUGxwys2F9ze0Xrqqafuey4zMxPZ2dmT\n", "Hnj0PTZPSg18HYMELqFg7MBeqcjVQF9Cgt+Uu3cJhZ69ZHS5QSCY3n+gqR5jdB2noqLCZ9sjj/0R\n", "f3wbfBn/rbfe8ur15q5mvFiQDK1CjM+lqpCrNHv8+rfeeos+7yD7vL3Z9ufnzQWPhuCazWZ8+OGH\n", "zu3NmzdDJnM/Zd6+ffuwbds2sCyL0tJSbN26FQBw7do1CIVC5Ofnj9m/uroaGo0GycnJkx7DFX92\n", "76qoqPDbV5tgj221M9CZ7VBIhFBIPB/mG+znTbGDJzYX3bs8SrS7d+9GUVERVCoVhoeHUVZWhief\n", "fNLta27fvo1Tp06BZVmsW7cO8fHxAID/+q//gkAgwPPPP+/c99ixY2hsbIRcLkdGRgZWrVrl9hiu\n", "UD9aQggffDbXgUQigUqlAgCoVCqP6qXJycnYvn37fc+/8MIL9z23bt26KR2DEEKCybS6dzEMw0tj\n", "ghWXtRyKTbEpdmDF5oJHiValUqG2thYAUFtb67y6JYQQMjmP1wyrqqpCe3s7UlNT8eCDD/Ldrimj\n", "Gi0hhA8+q9ECwPLly70KRAgh4WrK/WhbWlqoRjtOuNauKDbFDofYXPAo0f7yl79ES0sLDh06hPb2\n", "dhw4cIDvdhFCSMjwKNHOmjUL6enpAKiE4Eq4jgGn2BQ7HGJzwaMa7Uj3LpGIFugLFj16C/oMNmgU\n", "IsSr3I/iI4Twy6Mr2uHhYRw5csSjyWTCUaDVrm4PmfD9w434P/tv4puH6nmbfjDQzptiU+xA5VGi\n", "ffzxx5Gbm4ucnBxcuXKFboYFuMZeIxr6jACA20MW3Ow2+LlFhIQ3j/vRjmaxWAJufljqR3vPp+06\n", "fKus3rn9ow1ZWJYW5ccWERK8eF8zbCLl5eVeBQ0mDMvi03YdfnSsEe992oHuYYu/mzSpmXFKfG3l\n", "DCxMVuFfHkxBfnyEv5tESFibVqINp9JBc58RLx9uQEXzIP7fJ3dwuqn/vn0CrXYVIRWhaFYsfvZI\n", "DornxCNSzs+KxYF23hSbYgcqt/8DX331VbzwwgvYuXMn0tLSnM/X1NSguLiY98YFAoOVgZW5V11p\n", "HZh8vbRAMX4FA0KIf3hUoy0pKRmTWMdvBwK+arT9Bit+U3kLVS2DkIuF+Nkj2chPoEl1CAkXPpvr\n", "YNmyZWO2NRqNV0GDSbRSgi8XzsAzCxKglIqQppH7u0mEkCDjUY02MTFxzLarpcFDWbRCgrz4iAmT\n", "bLjWrig2xQ6H2FyY1s0wQgghnptWP9pAxGWNtt9ohcnKIFohhnwKCwYSQkKPT+ejDRct/Sb8+Hgj\n", "2gbNeGZBAp6YFw+VjN4mQsj0UelgnGP1vWgdMINhgfcud6K5f/J5AsK1dkWxKXY4xOYCJdpxZKKx\n", "b4lISH1RCSHeoRrtOO2DZvzhXBsa+ox4ZmEC1udoqU5LSBijGi0PUqJk+O7DGTDZGKhlYrqiJYR4\n", "jUoHLsglImgUEo+TbLjWrig2xQ6H2FygREsIITyjGi0hhLjht/loCSGEeI4SLQfCtXZFsSl2OMTm\n", "AiVaQgjhGdVoCSHEDarREkJIEKBEy4FwrV1RbIodDrG5QImWEEJ4RjVaQghxg2q0hBASBCjRciBc\n", "a1cUm2KHQ2wuUKIlhBCeUY2WEELcCOj5aDs6OnD8+HGIRCKsXr0aSUlJU9734MGDsNvtAIDs7GzM\n", "mzePr+YSQghveCsdnD9/Hjt27MAzzzyDjz/+eFr7yuVyFBcXo7i4OKCTbLjWrig2xQ6H2Fzg7YpW\n", "qVQ6H0ul0mnta7fbsXfvXrAsi8zMTCoNEEKCEm+JdnTpVyKRTGvfoqIi5+OysjIOW8etwsJCik2x\n", "KXaIxuYCb6WDkdoqAAgE7peE8WTfyZI1MPbrRUVFBW3TNm3TNifb3uKt18G+ffuwbds2sCyL0tJS\n", "bN26FQBw7do1CIVC5OfnT7pvS0sL0tPTAQClpaXYsmXLhPH82eugoqLCb39xKTbFptj8CuheBwUF\n", "Bdi5cydYlsW6deucz589exYCgWBMop1o35aWFpw/fx4AsHDhQr6aSgghvKJ+tIQQ4kZAX9ESoKXf\n", "iCO1fZCJhVibo0VKlMzfTSKE+AENweWAq6L5gNGKHx9vwq6rXfjrpx34w7k2mKx2F6/mPravUGyK\n", "HQ6xuUCJlidGK4O2QbNzu6HPCJON8WOLCCH+QjVanhitdvz9Sifeu9wJAPhy4QwUzYyBSOi+qxsh\n", "JLBQjTaAKSQiPDEvHktSIyEWCpCplVOSJSRMUemAAxPVj1QyMeYmqpAXHwGZWOTT2L5AsSl2OMTm\n", "AiVaQgjhGdVoCSHEDVozjBBCggAlWg6Ea+2KYlPscIjNBUq0hBDCM6rREkKIG1SjJYSQIECJlgPh\n", "WrviI/ag0YqzLQM4UtuLWwMmn8b2FMUOr9hcoJFhJKAcq+/DHz6+DQBIUkvx75tzEa9yv+YcIYGO\n", "arQkYNgZFt88VIerHXrnc28Wz0JOrNLNqwjhF9VoSUgRCQVYn6t1bs+MVSBaSV+6SPCjRMuBcK1d\n", "8RF7ZWY0frEpBz9cl4mX12YiRum6bBBq502xAzc2F+hygQSUCKkIC5PV/m4GIZyiGi0hhLhBNVpC\n", "CAkClGg5EK61K4pNscMhNhco0RJCCM+oRksIIW5QjZYQQoIAJVoOhGvtimJT7HCIzQVKtIQQwjOq\n", "0RJCiBtUoyWEkCBAiZYD4Vq7otgUOxxic4ESLSGE8IxqtIQQ4gbVaAkhJAhQouVAuNauKDbFDofY\n", "XKBESwghPKMaLSGEuEE1WkIICQKUaDkQrrUrik2xwyE2F3hbM6yjowPHjx+HSCTC6tWrkZSUNOV9\n", "p3IMQggJVLzVaA8cOIBHH30UAFBSUoLi4uIp7zuVY1CNlhDCh4Cu0SqVSudjqdT1ktGT7TuVYxBC\n", "SKDiLdGOvlCWSCTT2ncqx/CncK1dUWyKHQ6xucBbjdZutzsfCwSCae07lWNoNBpcunRpqs3khFKp\n", "pNgUm2KHaGyNRuP1MXhLtEajEYDjqnTkMQBcu3YNQqEQ+fn5k+470fOuLF68mLO2E0IIl3hLtAUF\n", "Bdi5cydYlsW6deucz589exYCgWBMop1o34meJ4SQYBIyI8MIISRQ0YAFQgjhGSVaQgjhGSXaEMAw\n", "zJgeGuESm5BgwdvNMC74cxgvF7EPHjzoTELZ2dmYN28e57HLy8vR2NiI4uJiJCcnT+sYXMf2xXlf\n", "v34dN2/eBMMwWLZsGVJTU6d8DK5j++K8q6qq0NnZCQBIS0tz9rbxxXlPFNsX5w04eiH9+te/xhe+\n", "8AXn75svznui2FM6bzaA7d+/3/l4375909p3KsfgOvaRI0c8jjfd2CzLstevX2fb29u9OgaXsX1x\n", "3qdOnXI+/vDDD6d1DK5j++rzHnH48GGvj8FFbF+dd1lZGfvJJ5+M+X3z1Xm7ij2V8w7oK1p/DuPl\n", "IrbdbsfevXvBsiwyMzM9nouBi6HHvjjvifjivFetWuX1MbiO7avPu7m5GXv27MG2bdumfQwuY/vi\n", "vPv7+6FUKiGXy71qP5exp3LeAZ1oWT8O4+UidlFRkfNxWVkZL7G5PgYXsX153kePHsXSpUu9OgZX\n", "sX113hkZGXjppZewf/9+ZGVlTesYXMb2xXlXVFRg8+bNqKmpmfYxuI49lfMO6ETr62G8XMcebSq/\n", "BNNtMxfH4CL2aHye96lTp5Cbm4vY2NhpH4PL2KPx/XnL5XKo1WqvjsFV7NH4Ou/Ozk4cOHAAXV1d\n", "yMjIcNZJfXHeE8UebbLzDuhE6+thvFzHbmlpQXp6OgDAZDLxEnuqx/BFbF+c95kzZ5CQkICMjAyP\n", "juGL2L44776+Pmi1Wuf+kx3DF7F9cd7PP/88AKC6unrM3AO+OO+JYk/lvAM60fpzGC8XsVtaWnD+\n", "/HkAwMKFC3mJfezYMTQ2NkIulyMjI8NZP/TFeU8Um+/z7urqQmVlJfLy8lBTUwOdTofnnnvOJ+ft\n", "LrYvPu/KykqYzWYAwJIlSyY9hi9i++K8AUeir6ioGHNV6Yvznij2VM6bhuASQgjPaMACIYTwjBIt\n", "IYTwjBItIYTwjBItIYTwjBItIYTwjBItIYTwjBItIYTwjBJtGOrs7ERJSQneeOMNlz9/88030d3d\n", "PaVjfvDBBygpKUFJSQn279+PoaGhMT8vLS2ddntHHD58GHv27PH6OKHGk/d2eHgY77zzDqqrq33Q\n", "IjJeQI8MI/xISEhAcXExdu3a5fLnTz75JKKjo6d0TIFAgOLi4gl/PpXhkRPZuHEj9u7d6/VxQo0n\n", "761KpUJhYSEYhvFBi8h4lGiJk8ViQXl5Oerr6/Hcc88hLi7O+bMLFy7gyJEjyMzMhFqthtVqxbZt\n", "25wTcshkMuzZswcikQgGgwFbtmxBZGQkbDYbysrKUFNTg5KSEgBAbm4u5syZM2l7bDYb9u3bB6FQ\n", "CJZl75uc+fTp0+jq6oJUKoXJZEJRUREiIyPx2WefYd++fVi7di0KCwud2w8//DBWrlw5Ybzh4WG8\n", "93Ucj/gAAAPNSURBVN57UCqVEAqFkMvlMBgMKCoqck4eM1FMALh48SLKysrw3HPPoaqqClKpFAsW\n", "LEBubi7sdjsOHTrknCNAr9cjLS0NK1asmPR9qKqqwu3btyGVSsEwDKRSKTZt2jTpe9vb24uysjIo\n", "lUpYLBao1WpkZmZOGo/wwOOZa0nI+eCDD1w+f+LECbarq+u+59966y3n40uXLrF1dXUuX282m9k9\n", "e/Z4FMudgwcPst3d3c7tjz/+mN21axfLso4Jx8+cOeP8mcVicf6MZR2Tc9+6dcv5s927d3sU8/r1\n", "6+w777zj3Lbb7exf/vIXj2KyrOM8y8vL7ztuWVkZ29vb69zu6elhb9y44VGb3n33XVan0znb09ra\n", "el9MV/785z+zdrvduf2nP/2JvX79ukcxCbfoipZ4LCYmxvlYoVDAYrG43G+6E4aPNzw8PGYawoUL\n", "F6K1tRUA0NjYCJPJ5LySAxxXiSNWrFiBPXv24KmnnkJlZaXbK9nxFi1a5HwsFAqhUCg8ijli48aN\n", "Ls9lZOYrwPFejn4/3XniiSdw7tw5mEwmmEwmjydukUqlEArv3YYZfV7EtyjREq8xDIOmpiZkZ2cD\n", "AAYGBu6bjX46IiIi0NPT40y2ly5dcn71njt3Ljo6OrBs2TLn/jabzflYJBJBpVJhcHAQXV1dWLNm\n", "jcdxr1y54pwt3263O/+gTBbTHblcPmaaQYZh0NjYiJycHLevs9lsqK+vH9P+9957774pGl0xm82w\n", "2+0QiUQAHO/f6LYT36HZu8LQyZMnMTAwgKtXr2LevHkQCoUoKipCbW0t6uvr0djYiISEBERERGDZ\n", "smVITEzEyZMncebMGbz44ouIj4/Hu+++C4Zh8IUvfMF5zM7OTshkMmf9Viy+93f89OnT6Ovrg1Ao\n", "hM1mw/Lly5GYmOi2nTabDbt374ZEIoFQKIRKpcKFCxewY8cOpKen49KlS2htbYVQKHRO5Dx6iRW9\n", "Xo/f/va3eOyxxzyaRxdwzDlaU1MDk8kEpVIJk8mEDRs2OBOku5iHDh3CJ5984lykb8GCBc6aqM1m\n", "w/79+yESiZwrB69cuXLS98BkMuHNN99EVlYWBAIBzGYzHnjggTEJeqL3tqenB4cOHYJarYbFYoFI\n", "JEJfXx+effZZqFQqj94Pwg1KtISMcv36dZfzkRLiDSodEHKXTqdDZWUlAEdNdfR6YIR4g65oid9c\n", "vHgRbW1tLn+2ZMkSpKamhkRMd5qbm3H58mWXP8vIyJjSigUkcFGiJYQQntEQXEII4RklWkII4Rkl\n", "WkII4RklWkII4dn/By53cf4Uzb+AAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.497393\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd8HPWdP/7X9qJV78XqsuVuY2Mbd8DYMtggg6kOxy93\n", "4XKQnm8uXEIaySUkuZDkcgmQg+RxhIAJbnKV3MBFbrIxuAk1q1u9rKTV9pn5/bHWWmW1mt2dWe1q\n", "38/Hw4/Hzmp23p/Zld+afc+nSDiO40AIIUQ00sluACGETHWUaAkhRGSUaAkhRGSUaAkhRGSUaAkh\n", "RGSUaAkhRGRysQ7c1taG48ePQyaTYc2aNUhOTh5337Nnz6K9vR0AkJ6ejkWLFnl8DEIICVSiJdqy\n", "sjJs27YNAFBUVITCwsJx912+fLnz8ZEjR7w6BiGEBCrRSgdardb5WKlUTrh/fX09XnvtNeTm5np9\n", "DEIICUSiJdrhA84UCsWE+2dmZuIrX/kKLl686PUxCCEkEIlWOmAYxvlYIpHweo1arUZ4eLhXxzhy\n", "5AhkMpmHrSSEEPeioqKc9428JVqiNZlMABxXpUOPAeD69euQSqWYNWuW87menh7ExMQ495/oGK7I\n", "ZDLcddddgrWfEEIA4PLlyz4fQ7TSwdKlS7F9+3Zs374dS5cudT5/7tw5nD17dsS+Z86cwc6dO7Fz\n", "507Mnj17wmMEmtLSUopNsSn2FI0tBNGuaFNSUvD000+Pef75558f89zmzZs9OgYhhAQTyVSZJvH4\n", "8eNUOiCECO7y5cu4//77fToGjQwjhBCRUaIVQKjWrig2xQ6F2EKgREsIISKjGi0hhLhBNVpCCAkC\n", "lGgFEKq1K4pNsUMhthAo0RJCiMioRksIIW5QjZYQQoIAJVoBhGrtimJT7FCILQRKtIQQIjKq0RJC\n", "iBtUoyWEkCBAiVYAoVq7otgUOxRiC4ESLSGEiIxqtIQQ4gbVaAkhJAhQohVAqNauKDbFDoXYQqBE\n", "SwghIqMaLSGEuEE1WkIICQKUaAUQqrUrik2xQyG2ECjREkKIyKhGSwghbghRo5UL1BZCiA/6THZU\n", "dRnBchzy4rSI0Somu0lEQFQ6EECo1q4otjCsdhY7rrXj5cM38cMjtXjnkxYYrYxfYnsiVGMLgRIt\n", "IZNswGrH4aoe5/bR6l4MWOyT2CIiNKrREjLJTDYGfyhtwvGbvQCAxWnh+N69mQhXUWUvEFCNlpAp\n", "QKOQ4Yt3p+DuaRFgOA5zk3SUZKcYKh0IIFRrVxRbOAk6Je7LjcEDebFIClf5NTZfoRpbCJRoCSFE\n", "ZFSjJYQQN2iuA0IICQKUaAUQqrUrik2xQyG2ECjREkKIyKhGSwghblCNlhBCggAlWgGEau2KYlPs\n", "UIgtBNGGn7S1teH48eOQyWRYs2YNkpOTx933xo0bqKysBMuyWLZsGdLS0gAA+/fvB8M4JtfIycnB\n", "3LlzxWouIYKzsxyutxlwvrEP+fFhWJQWTiO+QpRoNdp9+/bh4YcfBgAUFRWhsLBw3H1PnTqF1atX\n", "AwAOHTqEBx98EABw9OhRPPDAA7ziUY2WBJrKzkF8Y18V2Nv/w155IBv3ZERObqOIxwJ6rgOtVut8\n", "rFQq3e47lGRHYxgGu3fvBsdxyMrKokRKgoreZHcmWQBo6bdMXmPIpBKtRjv8Qlmh4DeJ8dGjR7Fk\n", "yRLndkFBAR599FE89thjaG9vF7yNQgnV2hXFdi8tUoXUCMdFhkYhxdykML/FFkOoxhaCaFe0Q7VV\n", "AJBIJBPuf/LkSeTl5SEuLs7lz/kk69LSUqxcudL5GMCU3x5+7v6Of+3atUk7/2vXrvn9fD3dlkgk\n", "+EXBYrQbrGCNfei5eQ2IX+bT8YfQ5+3f+L4SrUa7Z88ebNmyBRzH4cCBA9i8eTMA4Pr165BKpZg1\n", "a5Zz39OnTyM+Ph75+fkjjtHQ0ICMjAwAwIEDB7Bp06Zx41GNlhAihoCu0S5duhTbt28Hx3FYt26d\n", "8/lz585BIpE4E21HRwfOnDmD/Px8VFRUYGBgAM8++ywAR6ItKysDACxYsECsphIiCJudRbfRBoVM\n", "gtgw9/clSGihkWECGF6yoNihGdtsZ3C4shtvnL+FaI0CP1ufjdw47ThHEDa2v4RqbBoZRkiAaOmz\n", "4E/nboHlgG6jDX/7pBXs1LiGIQKgK1pCBFDfa8K/7a5wdue6NycK37s3a3IbRQRBV7SEeKCx14wT\n", "N3vw6a0BGK3CrjKbFqnGy/dlIVGnxLwkHZ5ZMP5ISBJ6KNEKIFT7FwZT7NZ+C75XXINffNyAl4pr\n", "cLF5QNDYcqkEKzMj8cdHpuOn67OREa32+viexvaXUI0tBEq0ZMppG7DgQmMfbrQbYLGzABx1006j\n", "zbnPhcY+weNKJBJEahTQKmWCH5sEN6rRkimlc9CKV47WoqrLBAD40f1ZWJkVhdZ+C75zoNqZbF++\n", "LxNrsqMns6kkSAR0P1pCJkPXoM2ZZAHgaHU3VmZFITlChVc35qK2x4hItQIz4jWT2EoSaqh0IIBQ\n", "rV0FYuxItRxRmjvXDwtTI5yP06PVWJsTg4Wp4dAqvb/G8Md5N+nNKK7sRmmdHr3DSh6B+J5P9dhC\n", "oCtaMqWkRKjwq425uNpqQKxW4fVELmYbAzvLQcdj/liG5SCTTjyfB19dg1b86MhN3Oq3AgCeW5SE\n", "bQupF0MwoxotIaM06s14/WwzOgeteH5pKpZMi4D09sRIJiuDmm4jzHYOWTFq3Oq34L3LbUiOUGFd\n", "bjS0ShmyYzS8JlIaT223Ef+2p9K5nR+vxWub8qCQ0RfQyUA1WhK09CYbmvssUCukyIrWCHpF6AuO\n", "4/DuJ6243OLo/vXTY3V4c0s+0m931zp+swd/ONMMAFieEQG1XIrPWg34rNUAK8Oiuc+CF5alYlai\n", "zus2RGsUmJsYhmvtgwCADdNjKckGOfr0BBCqtStvY/eZ7XjjfDO+faAaXy2qxKXmfr/FngjLAQOW\n", "O4MZ7CwH++3hXkYrg/2fdzl/drahH2mRd/rLdg/aoJRJccmHProAEK1V4Lv3ZuKVB7Lw6wdzsTbn\n", "Tu+IYPy8gz22ECjREr/rNFjx8U09AEdi23WtAwwbGBUsmVSCLy5OQYRKBgmAf1uWitRIx0xcaoUU\n", "C1PCnfumRiiRfHtib7VcihWZUajuMiJTgMEKiTol7smIwoKUcIRRv9ygRzVa4nct/WZ8bW8VBiyO\n", "yeG3zk3Avy5NnbT2DFjsqOo0wmJnkROnRaJOiU6DFTaWQ6xWAZX8zvVIp8GKK60DGLAwWJQWgRiN\n", "HG0DVljsLK63GZAcocLClHCEq6kqN1VQjZYEpZQINV4tyMHhqm4khquwdhIHDnAch8OV3fjfshYA\n", "wIJkHb5/Xybida7nk43XKbEuL3bEc7m3eybMTvK+LkumNiodCCBUa1e+xJ4eH4avrUjHE/MSkTBO\n", "UhMr9nAmG4ujNT3O7c9aDegzu59wJljfc4o9eSjRkpCmVkixLP3OEuC5MRqE8+g7S4gnqEZLQl6P\n", "0YbPOwZhsrGYmaBFaqQ4M2+R4EQ1WkIEEKNVYEVm1KTEtjEs5FKJTwMcSOCj0oEAQrV2RbG9Z2c5\n", "nGvQ4zsHq/Gns81oH7D4Lba3QjW2EOiKlpBJUN9rwivH6sBywOcdRsSGKfD0gqTJbhYRCdVoCZkE\n", "N9oM+NaBauf2pvxYfH1l+iS2iIyH1gwjHmnUm1HW1Ieb3UZMkb+vQSstUo0NeTEAgAiVDBvzYyd4\n", "BQlmlGgFEAy1q8ZeE75zsBo/OFyLb+6rQlWX0W+xxRDssSM1cvzrslS8uSUffyycgbw4ftM5Bvt5\n", "B2NsIVCNNkQ091ugNzk64lsYDtVdJsyI926uViKMcJWc+uyGCPqUBbBy5UqXz1vtLFr6LZBKJEiN\n", "VIkyFeB4sUeL1SgglTgmcQGAlAjPR2N5G1soZjuD622DqOw0Yk72fNgY1i/TB/aabGjW357SMUbj\n", "9/MejmIHJ68SrcFggE5H47rdsTEsjlb34L/PNEEmAX64Lgv3pEdOWn/J3DgtfvNQHq63GZAbp8XM\n", "hOC7mq3oMOL7JTcBABIAv9uc59O8r3z0me1481wzPq7VQyoBfrwuG/dkRE78QjKuDoMVn7YMwGJn\n", "cVdq+IipJqcqt5cD5eXlLv+9//77/mpfUHBVP+o22vDHs00AAIYD3jh3C/0TjKEXKrYrMqkEc5J0\n", "eGpBEhanRUCj8H3qPX/XzToHrc7HHBzvsTtNejM+vTWAJr3Z+5gGKz6uHTal4/V2XL12zevj+SrY\n", "66RWO4t3L7fitVON+OPZZrz6UT30Jvefo1CxJ5PbRHv27FlIpVLU1dXhwoULsFqtOH/+PGJiYvzV\n", "vqClkEoROWyqvFitnGbJ91FWtAYaheM9jFDJMM3NlVB9jwnfPlCNl4pr8P8OVKO+xzTuvu5olTKE\n", "q+78UZoeFwa7beLEQFwz2RhcaTE4t6u7TTDa2ElskX+47Uc7VCL44IMP8NRTTzmf/8c//oEnn3zS\n", "Lw3kKxD70VZ1GvH2xVvQKqT44uIUZETTEte+qusxoctoQ2KY0rm8jCsf3+zBqx83OLe/f2/miJUK\n", "PFHVOYij1T1I1CmxOjvaq9nGiAPDcth1rQNvX3RMS/lAXgxeWJbKaxHMySL6XAdDdVilcuQv1uht\n", "4tr0eC1eLcgFgIBZEyvYZcVokBUz8R+sGK1i1Lb3/5Gnx4dhOo8eGgaLHdVdRlgYDrmxGsSFhfb/\n", "k36zHYNWBuEqmTORyqQSPJgfi+nxWthuv0+BnGSFwuu7rNFoBMs6Lu8ZhsHAgG9rIk017upHMqlE\n", "1CQb7DW74cx2BqfrevHKsVoc/LwL/ebxv6JPFHtGvBY/XZ+Nx+bG42frszE9XitYO13FZjkOxVXd\n", "eKn4Jn50pBZ/OtvscU2+uc+M4zU9ON/Yh75x6pa+vOfdRhsuNvXh01v9I9ZF48uT2K39Fvz0eB2e\n", "+7Ac/13ahK5h9XWdSo4FKeG4e1oEokf9QRQidiDi9adk48aN+Pvf/w6lUgmLxYKHHnpI7HaREFTf\n", "Y0Kj3oLcWC2O1/QgRqvw+g6/Wi7DsvTIEXPNiql70IaSym7n9pmGPvzz3XZE8FzSpmvQih8fqUVT\n", "n2NymX9dkoKt8xIFa5/BYsdfylpw7PYk519cnIzH5yVCLvBFQE23EW0DVgyY7bja6qjFnqzT477c\n", "6JC+wuf1WxAbG4t/+qd/ErstQStU+xcKHbvdYMN7n7bBznJ4bG4CLAzjcr9eow2ZcxdjwGKflA7/\n", "rs67z2xHfnwYmvSORJkRpYZOxb9nR5/Z7kyyAFDa0IdHZsePuYHq7Xveb2GcSRYADlV0Y+OMWERp\n", "+F1R8old02XEtw9Uw2Jn8cXFySN+5mtCD/Z+tF7dBm9raxO6HSTEGax2Z5IFHCvjJoerxux3q8+M\n", "lw/fxD/v+By/P9044ivpZJJJAZVMgn9dmornl6Tgq8vTEO1BEotSyzE97k7t+f6caEF7qYQppMhP\n", "uFM+WZgSDq0AXfyGa+63wGxnwQHoHLRhw/RYxIcp8MyCRF417qmM1yd548aNEdtnz54VpTHBairV\n", "SScrtlImRYLuTmIKV8lcJqqrrQbUdDu6ap2u78PNbu+6bfnC1XlnRGtwb040+kw2/N+lVvz4aC3K\n", "2w0uXu1abJgSL9+XhR/en4lfbszBveP0kPD2PY/UKPDSmgx8c+U0fHdNOp69KwlKuWeJfKLYiTol\n", "hi5cD1Z04eFZsfhT4QxsW5g0oqujN0KiRltdXY3Zs2ffeZF86t8lJP6llEnx5aVp0Cnb0Ge247lF\n", "yS67UalHJQelLDB6c0glEoQp5fjH1Q4AgI3l8H+XWvHqxlzeN0OTI1RIjhh7FS+U1Ei1qMv0TI/T\n", "4rVNeWjSm5EWqUZmtIb6jt/mVcYc6oFAHKZSnXQyY0+LUuOltRlgufG7w81J0uGRWXH45NYACmbE\n", "Ii9OuN4EfI133kqZBAqZBDbGUf6I1sohdIeTQP68ZVIJZifqMFuEYdHBXqN1m2gPHDgAk8mEiooK\n", "2IaNhklMnPhuaFtbG44fPw6ZTIY1a9YgOTl53H1v3LiByspKsCyLZcuWIS0tzeNjkMllsNjRNmCF\n", "Si5FWqTK6zkdJBIJ3F2kxuuU+PLSVJhsLLRKWUD1T06NVOEXG7JxvX0QKpljdV1aC4wAE9RoN23a\n", "hMcffxwLFizA448/7vy3evXqCQ9cVlaGbdu24amnnsKFCxfc7tvd3Y1HH30UW7duxdWrV706xmSa\n", "KnVSb2MbLHa8e7kNLxZV4sU9Fbjaxr826Q25TIorl84LkmQHrQw+vTWA0no9Wvt9W7eL5YABC4u9\n", "N7pQUtkNs134b36B8HmHWmwh8CqgbNy40eMDa7V3vtJNNJJsvMTtyTHI5GkbsGLPjU4Ajrlu3/+0\n", "DQw7OSs46E02VHcZeSfNk7W9eKm4Bj89VoefHa/zqRdD64AFP/+oDnqzHY19Frxxvhlmm+suaiS0\n", "8Eq03tz8Gj6FgkLBr5vL0aNHsWTJEp+OMRkCuW7mj9hqhXTETarUSLXoX+ldnXe30Yb/Lm3CV4oq\n", "8bW9laiZYBUJhuVwfFjf0ppuE3pNE4+YcveeD//zwnBAab1+3FFe3giEzzvUYguBV6I9dOgQmpqa\n", "UF9fj/fffx81NTUTvoYZ1tmcT53q5MmTyMvLQ1xcnNfHGP71orS0lLb9tJ0Wqcb3VyVhUYoOD8+M\n", "w9a5CZPSnhuN7TjT0AfA0UH/aGWH2/0vf3IJKzKjnM+lhCuc3ZC8id9afQPfuzcTWoUUSTol7s+J\n", "xu9Km1DVZQyoz4u2Pd/2Fa9VcIuKivDwww9j3759KCwsxIcffognnnjC7Wv27NmDLVu2gOM4HDhw\n", "AJs3bwYAXL9+HVKpFLNmzXLue/r0acTHxyM/P5/XMVyZzNm7SktLJ+0vbiDFZjkOUj/d/HF13lWd\n", "g/j6virnKhJfXZ6Gh2fFj9jHbGfQ2GsBw3FIj1LDzrKo6DBiwMJgRrwW06LGdn/qNdpQ0WmE1c5i\n", "RoIWNVcuunzPLXYWdb1GDJgZnGvsx7HqHpjtLH68LmtEQhf6vP0lVGOLPnvXEKlUCqlUCrXa8Uuo\n", "Uk3c12/p0qXYvn07OI7DunXrnM+fO3cOEonEmWg7Ojpw5swZ5Ofno6KiAgMDA3j22WfdHoMEJrGS\n", "rNnOoGvQdntQw/i1+qwYDX50fxZ2X+/ErMQw3DNqngOG5XDiph6/Pd0IAPinu5KwdV4ClrqZD4Fh\n", "ORSVd2L7Z+0AgDmJYfinHNe9bj5p7sdPjtVh28IkVHUOwmxnsTgtHHlxND1mqON1Rbtz504UFBTg\n", "0qVLWLt2LYqKilBYWOiP9vEWiPPREt+ZbAwOfN6Ft8paEK6S4ecbcpA/wTI8DMu5rBH3Gm346t5K\n", "dA46aqZSCfB/T8xCkouhvkMGLHZ8c1/ViHkI/rp1JtJcXPn+8uN6fHSzFxI45lndOCMW06LUvCeW\n", "IYFJiCtaXjXalJQUFBUVYdmyZbh+/Tpqa2t9CkoIX639FrxV5pgkesDC4J1LLRP2aBjvRpxKIUXG\n", "sASZEqEaM9JsNK1ChjXZd4bDzk/WjTuRzcKUcACOG2IXmvoRpZFTkiUAeCba5cuX4wtf+ALUajXy\n", "8/Px4osvit2uoCJk0ZxijySXSkfM/BShcYy28ia2ViHDi8vT8MS8BDw8Mw4/uj9rwtmrZFIJHp7l\n", "mNP2h/dn4jur03Htk/Nj9itvH8SA1Y7vrsnAV5en4VcP5ooy3HWqf96BGFsIHv+5lcvlI7p7ffbZ\n", "Z1iwYIGgjSJkSFqUCj9Zl4W3L7YgQafAFxYmj+iB0tpvwfnGPtgYFsszolx+pR9xvEg1vrQk1aM2\n", "RGnkI+q41aN+3qg343slNTDdXvvqS3cnI5vHKhAkdPCq0boTKPVaqtFObYNWOxQyKZTDJikx2xj8\n", "8kQDzt7u0jUjToufF+SM+bre2m9B56AN0Rq5y14Fvvq8YxDf2Ffl3F6VGYUfrssSPA6ZHH7rdUDI\n", "ZAtTjv1VNdpYVHQMOrdruo0w2ZgRiba5z4yXS26idcCKcJUMv37QsYZbS78FCTolcmO1Pg+uSNIp\n", "sWxaBM439UMulWDTzLiJX3Sbzc6iqtuIHqMN06IcM16RqYfmMBNAqNauJjt2uEqGx+YmOJ/bMidh\n", "zNVsQ68ZrQOOYbUDFgY32gfx7wer8bPj9fjW/mpUTzB6bLzYw0VrFfjmqnT8dlMe/lg4A/NT+M9e\n", "db19EN/e72jPdw/WoElv9ii2P4VqbCHQFS0JWgqZFA/mxyE/PgwsxyErRg3NsFUDbAwL2ai+vZFq\n", "OQxWRy3VznKo7zWP6S5W32PCidpeRKrlWJ4RiUQ33b+GRGvkUMol0MhlHvUnvto64By2qzfb0WGw\n", "ilLeIJOLEq0AQnUMeCDEDlPKMDfZ9RVkbY8J715uxb8uTUVV5yDmJ4cjJVwJhVQCG8tBAsfUhsN1\n", "DVrxg8M30XG7r22j3oyvLp82orww+rwNFjsOV/WgpLIbi9PCsXVuAmJ5LkQ4K1EHwDEYQquQIjbM\n", "fS+IQHjPQy22ECjRkilr0MKgutuEpr5WJOqUyIrRIOf2KgCNejOSw5XIH7UMudHKOpMsAHzeYYTF\n", "7pj7djzV3Sb8+cItAECD3nGFvCabX6KdmxSGXz+Yi65BKzJjNFSjnaJ8rtFS167QrV0FcuyWfjMG\n", "LHbMSQyD2c6ix2TD4rQISCUSZMWocX9uDOYmh49ZaiVGK8eG6THO7cfmxI9JsqNjW0bNOzto5T81\n", "olohw4KUcKzLi0Vu7MSrRQTyez5VYwuB1xXtmTNnEBsbi/z8fNTU1ECn0yEpKQkAkJmZKWb7iB/1\n", "GG1o6DVDo5AiO0bj8eJ9/mayMWjtt0AulSItSuWsjVrsDP5S1oLT9X3YOCMW92REYlFqODKiNbjY\n", "1I+/XW5FWqQKz96VjJRRa3TpVHL8y90pWJcbA5Vciiwe/WFzYzVYlh6B8439yIpRY944pQwSunj1\n", "o92+fTvWr1+P2NhYsCyLXbt24fHHH/dH+3ijfrS+6TPb8YczjThd5+iT+h9rMzAnKQwahWzcIaeT\n", "yWxjsLe8C3+52AKFVIKfPJCNu6dFAAD6zXZ8fV8lWvrvTOL9f0/MgpVh8eKeSueS5oWz4/DiPdME\n", "aU+/2Q692Q6dUoYYbeDOnUw857e5DsLCwhAbG+t4gVQKmUzY9eDJ5Osx2pxJFgCKbnTiD2ea8esT\n", "DegY4LdagT91Ddrwl4uOORBsLIe/XGyB8fZXdp1KhqfnJzn33To3AdFqOax2zplkATgnlxGCRAJE\n", "qeWUZIlLXn03lEoD+yulv02F2lWYUoYY7Z0r18xoNToHrbjQ1I/PO133NZ3M8+7ubIduWO00UaeA\n", "4vaqjlKJBGtyovA/j0zHbzfl4ekFidAoZUiJUOKJeY5+tzqlDE/Om3iRUVdGn3dlxyC+tb8aX99X\n", "iautA16ekXex/SlUYwuB13dCiUSCnp4exMTEoKenZ8TKB2RqSNAp8WpBLk7X6aFTyXCrz4K6Hkfn\n", "eXkArTQ7xNjVgp8XzMM7l1oQrVHgmYVJI25sqeUyzIgf2T9WIZPgqfmJeCDPUX8dmh7RxrC41WcB\n", "ywFpkSqPatP9Fjt+faoBTXrHVf8rx+rw5qP5iOfZvYuEBl41WoZhcPToURgMBqjVahQUFHi1jpiY\n", "qEYrnF6jDf+42o4Ttb1YmRmFp+cnTdi/c7IwLAepxP1SR3aWw8WmPvz90zZkx2jwzIIkJN++CcZy\n", "HE7W6vGrE/VgOeBbK6dhXV7MmN4I49GbbPj6viq03R59ppZL8fbWmW4nKCfBxW9zHchkMhQUFPgU\n", "iAQ2G8NCLpVAIpEgWqvAPy9OwRPzEhGmlEEVAL0P+s12VHQOwmhjkRerdQ404DNPQWOvGa8cqwPL\n", "AdVdJsRoFfji4hQAgN5kx5/PNzuXv/nTuWYsSovgnSijNAp8e1U6XjlWB4bl8P17MxEfoH+UyOTh\n", "9T+ounr0xHBkuGCuXXEch09v9eO7B2vwm1ONuHV7JQGlXIoYrcJtkh0e+1afGZdv9aO+x+RTe4b0\n", "GG0416DHmXo9eoxWHKvpwQ8O1+IXH9Xjp8dr8VnlTd7HsthZDJ8rvGvYTTCFTIK4YYkxTquAUuY+\n", "eY9+zxekhON/H83HW4/NxJL0CF4LiXormH/XgjW2EHhd0V65cgV5eXnO7bq6OmRl0TRwU0GT3oIf\n", "HKmFjeFwo2MQSpkU31jpWZenZr0Z/1Fcg45BGzQKKX7zUB7y4ibufD8ei53B9s/asLe8CwDwL3cn\n", "O6dCBIC6HjOsknDex0uLUqFwdjyKbnQiQiVD4ew7CzaGq+T4zpoM/O2TVthZDs8tSp5wMnBX4qlU\n", "QNzglWitVuuI7StXrlCiHSaYx4BbGRY25s7lXrvBwns126HYTX1m57BV0+2pC31JtAYLgxO1eud2\n", "cWUPNs+Mw+cdjt4POTEaZKcmjPfyMcJVcjy3KBkP5cdCLZdCAsfEMbFhCoSr5MiM1uCH92eBA78F\n", "JoP586bYk4NXol2+fDkOHz6MDRs2iN0e4mfJESo8NT8RH1xph1YhxbYFSR6vZhutUUAqgfPrubvF\n", "DvkIU8qwLD0Ch6t6AABZ0WqszopERpQagzYGeXFaxHl4Vz9MKUOYUoOaLiO+X3ITerMdBdNj8C93\n", "pyJSI4dEIkHg9a0gUwWvGu27776L/v5+7NixAzt27MC1a9fEbldQCebaVZhShifnJ+LPj+bj9cIZ\n", "mJ3Ef/joUOycWA1e3ZiLJ+Yl4EfrsjAr0f0qtRNRK2R4blEyfnR/Jl6+LxMv3JOKeJ0Ki6dFYE12\n", "NFIiVF6f9+GqbujNdgBASVUPmvruzP/KsBxudhtxtdWAbuP4gxmC+fOm2JOD1xXtxo0bsXjxYuf2\n", "oUOHRGsQ8b8wpYzXmP7xKGRSLEwJd64CK4S4MCVWZnl21dqkN2PAwiBRpxh3msLYYSO3pBKMuNn3\n", "WcsAfnD4JhgOWDotAt9elY5oGulFBODzmmGBgvrRhrbKzkG8dKgGRhuLeck6vLQ2w+WggbYBCz68\n", "2oHqLiMYyC9UAAAgAElEQVSenJ+IpdMinH1mf3L0Js429Dv3/cPD08dMCk5CD60ZRshtp+v0MN5e\n", "hfZqqwG39BaXiTYpXIWvLU+DlWGhko+cs2N6XJgz0WoVUoS5mYOWEE/wqtH29/dj586deOedd2C3\n", "27Fnzx6x2xVUQrV2FUix04atlCCTAGGq8ZOkRCIZk2QBYP30GLywLBUPz4rDLzfmjrukTCCdN8UO\n", "DryuaEtKSrBlyxYcPHgw4IbeEn66jTacrutFbbcZD0yPwZzEMFE71vvbkmkR+LdlqajoGMT66bHI\n", "9qLmHBemxJY5/LuNEcIXr6ypVquhUNy5KUDTJI4UDP0LT9X24o3zjuVWPrrZg/95ZIZPN8A8iS2G\n", "0bFjtEo86kGSbNKbUd4+CJ1KhlmJYYj2YJBCIJ23r4xWOy41D+BS8wCWTIvAorTwEQtcihnbEyHR\n", "j3b0gAWWZcfZkwSqoZm4AMDKcB4ttzLVdBqs+NGRm7h1e2LwLy5KxtMLkyZ41dRU2WnCf35UDwAo\n", "qerGrx/MxQIBe48QB1412oSEBJSWlsJut+P8+fNIT08Xu11BJRhqVw9Mj3GO4V+YEo7k8Im7Tt3s\n", "NuLjmz241maA1T72j6sv522yMfClw4svsQcsdmeSBYDzTX2wMfwvHoLh8+ar1zSyv7DeZPdbbE+E\n", "RI129erVKC8vh16vR1JSEq0TFoTmJIbhfx6ZgUErg+Rw5YTLYdf1mPD/DlQ77+T/6sHcCfvJ9lvs\n", "kABul77pt9hxuLIbH93sxYqMSGyaGefV3AK+iNYoMCdRi+vtjiG96/NieU+LONXkxGoQo5Gjx2RH\n", "nFbhVW2bTIz60RKXypr68IPDtc7tf16cjKcWjP/1+kabAa+dboREAnxndQZmjtP/9GJTP14+fGfm\n", "rVceyMI9GVG82mSyMhiwMtAqpND5uI5Z+4AFN7tN0CplyIvThnRXrlt9ZvQY7YgNU4xZrJL4sR9t\n", "V1cXiouLodFoYLVaUVBQgJiYmIlfSIJWgk6JMKUMg1YGEsBtx/0eoxU/+6gOPUbH185XP67HHx6e\n", "PuJKdcBiBwfANmp1DpON31f2HqMN73zSguM1vViUFoEXl6UhkUf5YzyJ4Sok+jgnw1SRGqlGauRk\n", "t2Jq4/V9qaSkBNu2bcPWrVvx5JNP4siRI2K3K6hMxdpVZrQGv3koF9+/NxOvbcrDbBeJdig2y2HE\n", "DGBWZuT8r5+3G/DNfVX41r4qhKnkWJzqmE8hN1bDe+RVVZcRxZU9sDIczjX04ZOGLu9PzkdT8fOm\n", "2OLidUWr1WqdCzLKZDKo1a47cpOpJSdWi5zYiac7jNUq8NLaDPzn8XpIJcB312Q4V4PVm2z4+cf1\n", "6DA4brr8+kQDfvNQHqwMi3AV/1VjR18RTJ0ewCQU8Eq0ZrN5xLbR6LiJUFZWhiVLlgjfqiATqv0L\n", "h2JLJBLcnRaBtx6bCYkEI5aBYTgO1hFXuxyUMgmSI/jfdOE4DvE6Jb63NgMlVd2I0sixKDNOuBPx\n", "UCC85xQ7uPBKtCzL4i9/+QsWLlyIK1euIDIyEuXl5fjss88o0RIAjmTrqmYaq1Xiu2sy8LPjdQCA\n", "l9ZmIDZMiUErg887BtFnsiMnToPM6PET72ctA/jhkVpYGQ5fXpqKDXkx0KlphCIJHrxqtEajEffc\n", "cw/UajWWLl2K/Px8n/pATjWhWrviG3tRajjeemwm3npsJhalOrqInW/sw/dLbuJXJxvwH8U1aOm3\n", "uHytycbgzxdanFfFf75wC3qLPSjOm2JPjdhC4HVZ8Mwzz0CnGzshdHp6Opqbm5GWluZzQ1iWBcdx\n", "NLx3kuhvd1wXo0+rRCIZs6rsxaY70xH2GO3oNdpcdi2SSSWI1cpR61hsAVqFFHIeK98SEkh87kdb\n", "VFSEwsLCMc+3tbXh+PHjkMlkWLNmDZKTk8c9RklJCWpra1FYWIiUlBTn8/v37wdzuztQTk4O5s6d\n", "O+4xqB+t9662DuC/Tjr6wL60NgOzE/mvsuCtU7W9zqGfyeFK/OrB3HGXwGnsNeGvl1rQZ2LwL0tS\n", "MMeDVSAI8VVAz0dbVlaGbdu2ARg/GQ8pKChAeXn5mOfVajUeeOABsZoYFDiOw6CNgUYug0yEK7nu\n", "QSv+86N659DLX37cgD88Mt2jSVa8cfe0CPzXQ7noN9uRGaNxu85YerQGP7w/GyzHhewILhLcRPut\n", "1WrvdAtSKr3rWM4wDHbv3o1du3bh8uXLQjVNcGLVjwatDPaVd+Jb+6rx5oVmdBqsY/bxNTYHgB3W\n", "6ZVhOfD9juNLbI1ChvnJ4ViVFY1pkRN3F5RJJSOSbKjWCyl2cBLtinZ4RWL4FIueKCgocD4uLi72\n", "uU3B5ma3EX8655jasEFvxow4LdblxQoaIy5Mie/dm4lffFwPCYDvrs3g3bdVExGFxl4zNAop4nXe\n", "j9IiZKoTLdEyw4ZaCjHBNJ9kXVpa6uxvN/QX0B/bK1euFOX4ttisEefXM2Aaca5CxVuUFoEfLY0A\n", "AMy/PXHMRK//9HoFSvVhOFj2OWI0cry0PB6Dt2r89v4PPTeVPu9g2B7i7/hDz03W+ftKtJthe/bs\n", "wZYtW8BxHA4cOIDNmzcDAK5fvw6pVIpZs2aN2L+8vBxRUVEjboY1NDQgIyMDAHDgwAFs2rRp3HZM\n", "xZth3YNWvH6+Gafr+pAeqcKPH8ged3kVMbQPWNA2YEWkRj6mn2t5uwHf3F/t3N48Mw5fWzHNb20j\n", "xF+EuBnmc412vK5dS5cuxfbt27F9+3YsXbrU+fy5c+dw9uzZEfseO3YMpaWlOHbsGE6dOuV8vqGh\n", "ATt27MCOHTswY8YMX5sqGl/rRxY7gwGzfUzf5NgwJb65Ih1/2ToTv37I9RpWYtWu2gYs+NGRWvz7\n", "oRp8fW8VKjsHR/xcIZOOGAYbrfHvAIJQrRdS7ODE63/H6dOnsWrVKpc/W7x4scvnU1JS8PTTT495\n", "/vnnnx/z3Lp161weY/Xq1XyaF9Ru9Znx5wu30Ki34LlFSViZGTXipk+4Wo7wSRgF1dxnQV2vY+i1\n", "2c7iUvMAZsTfmQAmM1qNby9Pwp6KPuTEaHB/7uTO5tY2YIHRyiI2TI5ItX/ntyVkIrz+B3/00Ufo\n", "6OjAqlWrkJBAi9eN5ksdZ395F843Ojrv//LjBrxeqEZO3MQTuTAsh4ZeMyJzFqDHaON9A4uvCJUM\n", "Ugmcs3ANX2UWcFzRbpiVjFW5CVDK/T+IYPh7frPbiO+V3EScVoFHZsUhNVKN7BgNtCLNMRuqY/5D\n", "NbYQeCXaLVu2YObMmThz5gxOnDiBOXPmjKmxEu8Yhq3dxQGwsfxK5ldaB/CDw7WwsxyWTYvAt1al\n", "I1rAZJsTq8WrG3NRWteLGfFhWJDiepCAWMnMEx/f7IVaJsWKzCj89nQTOABfXJyMLXPioXaxrDgh\n", "/sarRjtv3jwoFAqsXbsWGzZswN69e8VuV1DxpX60ZU484m4nyC8sTOJ9s2tfeSfst5Py+aZ+tLvo\n", "Y+sLmVSChSnh+NqKdKyfHuvy63ig1OxitQosSNHhUEUXhv5MvfNJK3qN469/JVRsf6PYwYnXFW1p\n", "aSkyMzNx9uxZ6HQ6fP3rXxe7XSEjJ1aL/3lkBsx2FjFa+bhLPY82PS4MZxscJQeNQhpUS7HYGBad\n", "gzbIpWPnQPDGiswoKGQStPRb0TnomLMhUaeESk6jyEhg4NW965VXXsG9996LFStWBOykL1Oxe5c7\n", "nQYrTtfr0aw344G8WMxM5LdSwWSzMSw+qunF70oboVHI8LP12YLNXdCoN+Pg510w2hg8OicBWbTQ\n", "IBGA3+Y62LJlC+bNm+dTICKseJ0Sj84JvhuT7QYrfnu6ERwcQ4zfON+M1x7Kg5rnlbw76VFqvHCP\n", "7zPJESI03jVaMr5QrV15E1smkUApu9NDIUwhg9SLHgvBdt4UO3hjC4FXou3v78fOnTvxzjvvwG63\n", "Y8+ePWK3K6hoIqJQ223ErT7zxDsLgGE5GCx2MDx7KASSpHAlXlmfjWlRKsxJDMML96RB6cGMXHaW\n", "Q7PeDG1iRlCePwlNvEoHJSUl2LJlCw4ePAi5nJYQGW7QyuCKJQYf7KmEWi7FzzdkY25yuGjxek02\n", "7CvvxKlaPdZkR+PhRctEizURb/o2SiQS3JUagf/ePB1yqcSjkgHDciit1+OXtyfA+YEiHPdkREIq\n", "wFwangjV/qShGlsIvC4l1Gr1iEldAvWG2GRoG7DggyvtABwjqN79tE3UK62KDiPe+7QdTX0W/P3T\n", "NlSMGhobLHQqucd12R6TDb8/3QiWAxgO+O/SJvTeXhmCkEDGK9FarSP7aLIsK0pjgpFSJoVqWM0x\n", "KVwpygTdQyzMyPde328QLdZE/F03U0gliFDd+UYVoZZBIfV/F65QrVWGamwh8PotTUhIQGlpKex2\n", "O86fP4/09HSx2xU00iJV+N6qZMxLDsOG6TF4cl6SqPHy47WYc7sr17wkHZJU4nTK94XJyqBRb0b7\n", "gOsFF70VpVHgh+syMTcpDHOTwvAf92YiglbDJUGA9zSJ5eXlqK2txZw5c5CZmSlyszw32f1oGZaD\n", "VCLM3LsT0ZtsGLAwCFfJRFlMkS+LnUVdjwlmG4v0aDVitAoMWhnsvNaB9z5tQ7hKhl8U5IyYjEYI\n", "tttX9bSsDfEHv64ZNmvWLOf8BsPniSUOYpYLRovSKCY1wQ45U6/HL080AADWZEfha8vT0G6w4b1P\n", "2wAAAxYGH3zWjh8/kD3uMWwMiwGLHWq5jPe8CZRgSbBx+xu7a9cu7N69G7t378bOnTuxc+dO7Nix\n", "A++9956/2hcUQrF2ZbEz2H2907l9slaPHqMdCqkEw0rWbmcVG7QyKLrRiX/bXYlffFSPln7+pQZ/\n", "njfHcSNucIbi5x3KsYXg9opWp9Nhw4YNOHPmDBQKBRYsWIDLly8jKirKX+0jAUopkyI/ToWqLiMA\n", "IE6rgFYpQ6xWgR+vy8b/fdKK1AgVHp0TP+4x6npMeKusBQBQ1tyPeXV6PDE/0S/t56tJb8bfPmlF\n", "n8WOLy5OwcyE4BjqTAILrxrtzp07sXXrVuf20DI1gWSya7ShqMNgxYWmPvQa7ViVFTVibgGTjYFC\n", "KoHczdf8q60GfOfgneVw/r9FyXhmobg3Ez1hZVj89FgtypoGAAA6pQxvbslHQjgtRBlK/FajHX2D\n", "h7p3EQBI0CmxeabrK1Y+s5Blxajx9PxE7LzWgZxYDVZnB9Y3JTvDocNwp5+uwcrASr/7xAu87iqw\n", "LIuuri4AQFdXF2w26iQ+XKjWrnyNHa6S45mFifjrEzPxnxtykBbJf+FJf5y3VinD80tSobh9o/P5\n", "JSmIC1ME9XtOsScH79m7SkpKYDAYEBYWNqKMQIgvVHIZEnWBO9JwUVo43nw0HzaGQ0qEklZsIF7x\n", "ebnx5ubmcVfC9Seq0Y41aGXQ0m+BUibBtCi13+cEIGQqCIjlxi9duuTrIYgIjFYGH15px1eKKvHC\n", "nkpcau6f7CYRErKo57cAArF21Tloxfbbk93YWQ7vfNIKi41xua/Qsf2BYlPsYEKJdopSyaXQDRtp\n", "lRapctvVihAiHp9rtEVFRSgsLBSqPV6jGu1YFR2D2P5ZG+LClHh0TjxSPbir729GKwMWHHRKmiSG\n", "BBa/znVAgk9+QhheWZ8z2c2YUE2XEb8vbYSV4fC1FdMwV6DFGgkJFPRdUgChWrsSIrbBasdrpxpR\n", "1WVCfa8ZPzlai06DdcLXBft5U+zgiS0EnxNtIHTtIsGLZQGT/c5NOrOdBeNbNYuQgONzjTZQUI32\n", "DjvLoaJjEFVdRmTHaDArIQxKeeB+efn0Vj9+fLQOdpbDS2szsDIzyq/TThLiDtVoiUuftxvw74dq\n", "MDSz328eysU8EReM9NXC1Ai89Vg+WM4xfwIlWTLVuL3MOXHiBAwGA373u98556Ud+vePf/wDly9f\n", "9lc7A1og1a46DBZUdBoxfH3Idh41TyFi+yIxXIXkCBXvJBtI7znFntqxhcDrijYrK8tlF66dO3fS\n", "1/UA06R3TJ6tU8pgsDJQySTIiNJM8CpCiJjcJtq1a9e6f7GcKg9AYK13r1PJ8I8r7XhifiLsDIsZ\n", "8VpMj9f6JbY/UWyKHUx43SGJjo52+TyttBB4smM0+O7aDNzsNkKnkiE3VpwkSwjhj1eiXbNmjcvn\n", "J7riDRWBVLtSyKRYMi0SL9+XhcLZCYh2s2aX0LH9iWJT7GASuH1+CCFkinDbj9Zut+PkyZPQarVY\n", "tmwZjh49CqPRiPXr10OrDayvpGL1o+0etEJvtiNSLUdcGK0VRUioEX0+2t27d2P+/PmIi4vDr371\n", "K8yePRsFBQXYv3+/T0FdYVkWDCPsNH6+au234MdHa/HCnkr8R3ENmvvMk90kQkgQcptoVSoV4uLi\n", "kJeXh9TUVKSmpkKtVkOtnngWqLa2Nrz33nv44IMP0Nra6nbfkpISvPnmm2hvb/f6GGK42W1EVZcJ\n", "ANCot6Cy0+hyv1CtXVFsih0KsYXgtn+WyWQCx3EwmUyoqamBxWKBSqWCxWKZ8MBlZWXYtm0bgImn\n", "UiwoKEB5eblPxxCD5vZ8rvnxWixKDUeCjkoHhBDPuU209913Hz788EPIZDJ84xvfwK5duwAAy5cv\n", "n/DAw2u4SqV3CUqIY/hiRpwWP7gvE+Udg/jgSjtO1+vxw/uzkBE9cgBAqPYvpNgUOxRiC8Ftok1I\n", "SMCTTz7p3H7mmWd4H3j4PTaFwrsuRkIcwxc6lRzxOiV2f1QPwFE+OFjRjRfvoRnLCCH8iTa0a/iN\n", "LYmXq696eozS0lLnX76hmo6v2/EzFo6IoZRJxuw/vH4kdPyh7avXrsNkHMTSpUtH/Hx0G8SK72r7\n", "2rVreOGFF/wWb/j2G2+8gblz5/r1fIe2/fF5j7c9ug30eftn21e8pkm0WCw4ePCgc/uhhx6CSqVy\n", "+5o9e/Zgy5Yt4DgOBw4cwObNmwEA169fh1QqxaxZs0bsX15ejqioKKSkpEx4DFfE6t5lsTM4VtOL\n", "v19uQ2aUCl9dMW3MkjDDE7zQeo02HK7qRllTPwpmxGJVVhQ0ijtrgYkZeyIUm2KHQmwhunfxSrQ7\n", "d+5EQUEBdDodDAYDiouL8fjjj7t9TUtLC06ePAmO47Bu3TokJCQAAN566y1IJBJ86Utfcu577Ngx\n", "1NbWQq1WIzMzE6tXr3Z7DFfEnI+WYTn0W+xQyaTQDlvw0B9O1/XiZ8frnduBPuUhIVON3+ajVSgU\n", "0Okc6zjpdDpe9dKUlBQ8/fTTY55//vnnxzy3bt06j47hbzKpBNEa/9eIAaDfPLJvsdHKTko7CCHe\n", "4zUEd/RAApal/+zDidnHb05SGBJ1jiQ/J1GLrJiRPR5CtW8jxabYwYTXFa1Op0NVVRWmT5+Oqqoq\n", "59UtEV9GtAavPZSHfguDaK0CsSJOEkMIEQfvNcPOnj2LW7duIS0tDffcc4/Y7fIYrRlGCBGDX9cM\n", "4zNIgRBCyFgeT5PY0NBANdpRQrV2RbEpdijEFgKvRPub3/wGDQ0NOHToEG7duoV9+/aJ3S5CCJky\n", "eCXaGTNmICMjAwCVEFwJ1THgFJtih0JsIXjUvUsm829nfUIImQp4JVqDwYAjR44gJydH7PYEpVCt\n", "XVFsih0KsYXAq9fBo48+ivb2dmRlZeHKlSt0M4wQQjzAux/tcFardVLmh3WH+tESQsQg+pph4ykp\n", "KfEpKCGEhBKvEi2VDkYK1doVxabYoRBbCG5rtK+88gqef/55bN++Henp6c7nKyoq/L5+FyGEBCte\n", "NdrRCyNOxkKJE6EaLSFEDH6r0S5btmzEdlRUlE9BCSEklPBKtElJSSO2165dK0Zbglao1q4oNsUO\n", "hdhC8OpmGCGEEP686kcbiKhGSwgRw6T1oyWEEMIfJVoBhGrtimJT7FCILQRKtEQQZhuDXqMNDDsl\n", "KlGECIpqtMRnLf1m/PnCLVR3mvDk/ASsnx4LjYKm1CRTA9VoSUA4VafHuYZ+dBlt+NO5W6jrMU12\n", "kwgJKJRoBRCqtauh2Fb7yC9F/igfBMJ5U+zQiC0ESrTEZ2tzopEVrYZUAjwxLwGZMZrJbhIhAYVq\n", "tEQQepMNZhuLSI2c6rNkShGiRstrhQVCJhKlUQB0IUuIS1Q6EECo1q4oNsUOhdhCoERLCCEioxot\n", "IYS4Qf1oCSEkCFCiHcVmZ1HebsDZBj2a+8y8XhOqtSuKTbFDIbYQqNfBKFfaDHi55CY4AEk6JX71\n", "YC6SI1ST3ayQwbAc6npMMNlYTItSOXozEBLkqEY7yh/PNmFfeZdz+78ezMX8lHCfj0v4udDYhx8f\n", "rQXLAfdmR+HF5dMQqabrATJ5qEYrgrlJOudjnVKGaC1dUfkLw3LYea0DQyN4P67Vo9NgndxGESIA\n", "SrSjLE6LwM83ZOObK6fh1w/mIj1KPeFrQrV2JXRsmVSC6fFa53a4Sgat0vWv6FQ6b4od2LGFQN/J\n", "RglTynD3tMjJbkbIemRWPKLUcrQZrNiQF4OUiIn/0BES6KhGSwghbgT0XAdtbW04fvw4ZDIZ1qxZ\n", "g+TkZI/33b9/PxiGAQDk5ORg7ty5YjWXEEJEI1qNtqysDNu2bcNTTz2FCxcueLWvWq1GYWEhCgsL\n", "AzrJhmrtimJT7FCILQTRrmi12js3NZRKpVf7MgyD3bt3g+M4ZGVlUWmAEBKUREu0w0u/CoX7LlLj\n", "7VtQUOB8XFxcLGDrhLVy5UqKTbEp9hSNLQTRSgdDtVUAkEgkPu87UbIGRn69KC0t9Xj7woULaNKb\n", "cbPbiMtXb/h8PNqmbdqeGtu+Eq3XwZ49e7BlyxZwHIcDBw5g8+bNAIDr169DKpVi1qxZE+7b0NCA\n", "jIwMAMCBAwewadOmceMJ0evgausAXi65CQvD4fG5CXhmYRLClBOvFlBaWjppf3EpNsWm2OIK6F4H\n", "S5cuxfbt28FxHNatW+d8/ty5c5BIJCMS7Xj7NjQ0oKysDACwYMECsZoKwDEq6e+ftsHCOP7u7LjW\n", "gftyo5ETq53glYQQ4h71ox3md6cbUVzZDQBQy6V4fcsMpEVSh3lCQllAX9EGoyfnJwIAWvst+MJd\n", "SZRkCSGCoLkOhkmJUOFbq9Lx6sZczEvmP2OXkEVzT1Fsik2xAx8lWhdkUve9JAghxBNUo3WDYTk0\n", "95nBsEBqpBIq+cQ9EAghUwvVaEVW1tSHnx6rA8MBLyxLxYP5cVDJ6UsAIcQzlDXGMWC2438vtOB2\n", "by+8ef4Wuo02l/uGau2KYlPsUIgtBEq041DIJEjQ3RmNFqmWQymj2i0hxHNUo3WjSW/ClVYDACA/\n", "Pgy5cTR4gZBQQ2uGicxkY/Hep+1449wt3Ow2wWZnJ7tJhJAgRIl2HHaGxdtlLeg22mBjOfz2dCNa\n", "Biwu9w3V2hXFptihEFsIlGjHIZFIoJTdeXukEkA6wSxkhBDiCtVo3ajrMeG1Uw3oNdnx4j1pWJYe\n", "SYMZCAkx1I9WZFkxGvxyYy5sDIcojXzCeXUJIcQVKh1MQKeSI1qrcJtkQ7V2RbEpdijEFgIlWkII\n", "ERnVaMmUxnEcbnab0DloRVK4ClkxmsluEgkyVKMlZAJVnUZ8+2A1bAyHMKUMr23KQzYlW+JnVDoQ\n", "QKjWroIhdoPeDNvtCSsGrQxa+sx+iy0Gih2cKNGSKS0pXOl8LJMAcTqlm70JEQfVaMmUZrWz+Lxj\n", "EI16M3JiNZgRH0Z9oYlHqEZLyASUcinmp4Rjfgr/pYkIERqVDgQQqrUrik2xQyG2ECjREkKIyKhG\n", "SwghbtB8tIQQEgQo0QogVGtXFJtih0JsIVCiJYQQkVGNlhBC3KAaLSGEBAFKtAII1doVxabYoRBb\n", "CJRoCSFEZFSjJYQQN6hGSwghQYASrQBCtXZFsSl2KMQWAiVaQggRGdVoCSHEDarREkJIEKBEK4BQ\n", "rV1RbIodCrGFINoKC21tbTh+/DhkMhnWrFmD5ORkj/f15BiEEBKoRKvR7tu3Dw8//DAAoKioCIWF\n", "hR7v68kxqEZLCBFDQNdotVqt87FS6X7l0fH29eQYhBASqERLtMMvlBUKhVf7enKMyRSqtSuKTbFD\n", "IbYQRKvRMgzjfCyRuF/eebx9PTlGVFQULl++7GkzBaHVaik2xabYUzR2VFSUz8cQLdGaTCYAjqvS\n", "occAcP36dUilUsyaNWvCfcd73pVFixYJ1nZCCBGSaIl26dKl2L59OziOw7p165zPnzt3DhKJZESi\n", "HW/f8Z4nhJBgMmVGhhFCSKCiAQuEECIySrSEECIySrRTAMuyI3pohEpsQoKFaDfDhDCZw3iFiL1/\n", "/35nEsrJycHcuXMFj11SUoLa2loUFhYiJSXFq2MIHdsf533jxg1UVlaCZVksW7YMaWlpHh9D6Nj+\n", "OO+zZ8+ivb0dAJCenu7sbeOP8x4vtj/OG3D0Qvr973+P5557zvn75o/zHi+2R+fNBbC9e/c6H+/Z\n", "s8erfT05htCxjxw5wjuet7E5juNu3LjB3bp1y6djCBnbH+d98uRJ5+ODBw96dQyhY/vr8x5y+PBh\n", "n48hRGx/nXdxcTH3ySefjPh989d5u4rtyXkH9BXtZA7jFSI2wzDYvXs3OI5DVlYW77kYhBh67I/z\n", "Ho8/znv16tU+H0Po2P76vOvr67Fr1y5s2bLF62MIGdsf593b2wutVgu1Wu1T+4WM7cl5B3Si5SZx\n", "GK8QsQsKCpyPi4uLRYkt9DGEiO3P8z569CiWLFni0zGEiu2v887MzMRXvvIV7N27F9nZ2V4dQ8jY\n", "/jjv0tJSPPTQQ6ioqPD6GELH9uS8AzrR+nsYr9Cxh/Pkl8DbNgtxDCFiDyfmeZ88eRJ5eXmIi4vz\n", "+hhCxh5O7M9brVYjPDzcp2MIFXs4sc67vb0d+/btQ0dHBzIzM511Un+c93ixh5vovAM60fp7GK/Q\n", "sRsaGpCRkQEAMJvNosT29Bj+iO2P8z59+jQSExORmZnJ6xj+iO2P8+7p6UFMTIxz/4mO4Y/Y/jjv\n", "L/swShkAAAW2SURBVH3pSwCA8vLyEXMP+OO8x4vtyXkHdKKdzGG8QsRuaGhAWVkZAGDBggWixD52\n", "7Bhqa2uhVquRmZnprB/647zHiy32eXd0dODMmTPIz89HRUUFBgYG8Oyzz/rlvN3F9sfnfebMGVgs\n", "FgDA4sWLJzyGP2L747wBR6IvLS0dcVXpj/MeL7Yn501DcAkhRGQ0YIEQQkRGiZYQQkRGiZYQQkRG\n", "iZYQQkRGiZYQQkRGiZYQQkRGiZYQQkRGiTYEtbe3o6ioCK+99prLn7/++uvo7Oz06JgffvghioqK\n", "UFRUhL1796K/v3/Ezw8cOOB1e4ccPnwYu3bt8vk4Uw2f99ZgMODtt99GeXm5H1pERgvokWFEHImJ\n", "iSgsLMSOHTtc/vzxxx9HdHS0R8eUSCQoLCwc9+eeDI8cz4YNG7B7926fjzPV8HlvdTodVq5cCZZl\n", "/dAiMholWuJktVpRUlKCmpoaPPvss4iPj3f+7OLFizhy5AiysrIQHh4Om82GLVu2OCfkUKlU2LVr\n", "F2QyGYxGIzZt2oSIiAjY7XYUFxejoqICRUVFAIC8vDzMnj17wvbY7Xbs2bMHUqkUHMeNmZz51KlT\n", "6OjogFKphNlsRkFBASIiInD16lXs2bMH999/P1auXOncvu+++7Bq1apx4xkMBrz//vvQarWQSqVQ\n", "q9UwGo0oKChwTh4zXkwAuHTpEoqLi/Hss8/i7NmzUCqVmD9/PvLy8sAwDA4dOuScI2BwcBDp6elY\n", "sWLFhO/D2bNn0dLSAqVSCZZloVQq8eCDD0743nZ3d6O4uBharRZWqxXh4eHIysqaMB4RAe+Za8mU\n", "8+GHH7p8/uOPP+Y6OjrGPP/GG284H1++fJmrrq52+XqLxcLt2rWLVyx39u/fz3V2djq3L1y4wO3Y\n", "sYPjOMeE46dPn3b+zGq1On/GcY7JuZuampw/27lzJ6+YN27c4N5++23nNsMw3N/+9jdeMTnOcZ4l\n", "JSVjjltcXMx1d3c7t7u6urjPP/+cV5veffddbmBgwNmexsbGMTFdeeeddziGYZzbf/3rX7kbN27w\n", "ikmERVe0hLfY2FjnY41GA6vV6nI/bycMH81gMIyYhnDBggVobGwEANTW1sJsNjuv5ADHVeKQFStW\n", "YNeuXXjiiSdw5swZt1eyoy1cuND5WCqVQqPR8Io5ZMOGDS7PZWjmK8DxXg5/P93ZunUrzp8/D7PZ\n", "DLPZzHviFqVSCan0zm2Y4edF/IsSLfEZy7Koq6tDTk4OAECv14+Zjd4bYWFh6Orqcibby5cvO796\n", "z5kzB21tbVi2bJlzf7vd7nwsk8mg0+nQ19eHjo4OrF27lnfcK1euOGfLZxjG+QdlopjuqNXqEdMM\n", "siyL2tpa5Obmun2d3W5HTU3NiPa///77Y6ZodMVisYBhGMhkMgCO929424n/0OxdIejEiRPQ6/W4\n", "du0a5s6dC6lUioKCAlRVVaGmpga1tbVITExEWFgYli1bhqSkJJw4cQKnT5/Gl7/8ZSQkJODdd98F\n", "y7J47rnnnMdsb2+HSqVy1m/l8jt/x0+dOoWenh5IpVLY7XYsX74cSUlJbttpt9uxc+dOKBQKSKVS\n", "6HQ6XLx4Edu2bUNGRgYuX76MxsZGSKVS50TOw5dYGRwcxB/+8Ac88sgjvObRBRxzjlZUVMBsNkOr\n", "1cJsNmP9+vXOBOku5qFDh/DJJ584F+mbP3++syZqt9uxd+9eyGQy58rBq1atmvA9MJvNeP3115Gd\n", "nQ2JRAKLxYK77rprRIIe773t6urCoUOHEB4eDqvVCplMhp6eHjzzzDPQ6XS83g8iDEq0hAxz48YN\n", "l/OREuILKh0QctvAwADOnDkDwFFTHb4eGCG+oCtaMmkuXbqE5uZmlz9bvHgx0tLSpkRMd+rr6/HZ\n", "Z5+5/FlmZqZHKxaQwEWJlhBCREZDcAkhRGSUaAkhRGSUaAkhRGSUaAkhRGT/PwDefUvdQ8ruAAAA\n", "AElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.641265\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8E/edP/6XRrcs2/J94PsAc0M4TLiTQHAOEjsJaQlN\n", "k3TLdtvsZnvtNu2226RXtrubTbbbTfrr+U1pwzYcNuEw4SgQbEM4DATsmMMXtvF9ypZ1zczvD2Hh\n", "S9LYmpEl6/18PHg8PPLo8/6MZN4aveczn4+M53kehBBCJMNMdQcIIWS6o0RLCCESo0RLCCESo0RL\n", "CCESo0RLCCESo0RLCCESU0jVcEtLC44fPw65XI5169YhISHB5b5lZWVobW0FAKSkpGDJkiUAgP37\n", "94NlWQBAZmYm5s+fL1V3CSFEMpIl2nPnzmHbtm0AgKKiIuTn57vcd+XKlc6fjxw54vxZo9Fg48aN\n", "UnWREEJ8QrJEq9PpnD+rVCqP+9fV1WHPnj0oKChwPsayLPbu3Que55Geno777rtPkr4SQoiUJEu0\n", "w284UyqVHvdPS0vDyy+/jH379iEjIwMAkJeX5/x9cXGx+J0khBAfkCzRDtVWAUAmkwl6jkajQWho\n", "6Li/85Ssjxw5ArlcLryDhBAigMFgcF43mizJEu3g4CAAx5nt0M8AcO3aNTAMgzlz5jgf6+rqQmRk\n", "pHP/IfX19UhNTQUAmM1mt/HkcjmVFgghoisvL/e6DcmGd+Xm5mLnzp3YuXMncnNznY+fOXMGZWVl\n", "I/YtLS3F7t27sXv3bsydO9f5eH19PXbt2oVdu3Zh1qxZUnXVayUlJRSbYlPsaRpbDJKd0SYmJmLr\n", "1q1jHt++ffuYxzZv3jxuG2vXrhW9X4QQ4muy6TJN4vHjx6l0QAgRXXl5OR566CGv2qA7wwghRGKU\n", "aEUQrLUrik2xgyG2GCjREkKIxKhGSwghblCNlhBCAgAlWhEEa+2KYlPsYIgtBkq0hBAiMarREkKI\n", "G1SjJYSQAECJVgTBWrui2BQ7GGKLgRItIYRIjGq0hBDiBtVoCSEkAFCiFUGw1q4oNsUOhthioERL\n", "CCESoxotIYS4QTVaQggJAJRoRRCstSuKTbGDIbYYKNESQojEqEZLCCFuUI2WEEICACVaEQRr7Ypi\n", "U+xgiC0GSrSEECIxqtESQogbVKMlhJAAQIlWBMFau6LYFDsYYouBEi0hhEiMarSEEOIG1WgJISQA\n", "UKIVQbDWrig2xQ6G2GKgREsIIRKTrEbb0tKC48ePQy6XY926dUhISHC5b1lZGVpbWwEAKSkpWLJk\n", "yYTboBotIUQKYtRoFSL1ZYxz585h27ZtAICioiLk5+e73HflypXOn48cOTKpNgghxF9JVjrQ6XTO\n", "n1Uqlcf96+rq8OabbyIrK2vSbUyVYK1dUWyKHQyxxSBZoh1ekVAqlR73T0tLw8svv4zz589Pug1C\n", "CPFHkiValmWdP8tkMkHP0Wg0CA0NnXQbwz/1SkpKfLa9evVqn8Ybvr169WqfH+/Q9nC+jj+6D/R+\n", "0/stdXxvSHYxrLCwEAUFBeB5HgcOHMDmzZsBANeuXQPDMJgzZ45z366uLkRGRgIADh48iMcee8xt\n", "G+Ohi2GEECn49Q0Lubm52LlzJ3bu3Inc3Fzn42fOnEFZWdmIfUtLS7F7927s3r0bc+fO9diGvxHz\n", "k49iU2yK7V+xxSDZqIPExERs3bp1zOPbt28f85irM1VXbRBCSCChuQ4IIT5ntNjBcTzCtf5/kduv\n", "x9ESQsh4brQP4D8/vg2zncM3Vidj8Yywqe6S5OgWXBEEa+2KYlPsiRqw2vF2SQPqus1oMVrx2rFa\n", "tBotPok9lSjREkJ8huMBK3uvWmlneXDTonjpHtVoCSE+dbW5H68dq4HVzuE769Nwf2o45IywsfZT\n", "gWq0hJCAMz9Bj189lQOO4xGjV4EReENTIKPSgQgCvW5GsSm2r2PHhKgQF6oWnGSpRksIIcQtqtES\n", "Qogbfn0LLiGEEAdKtCKYLnUzik2xKbY0KNESQojEqEZLCCFuUI2WEEICACVaEQRr7YpiU+xgiC0G\n", "SrSEECIxqtESQogbVKMlhJAAQIlWBMFau6LYFDsYYouBEi0hhEiMarSEEOIG1WgJISQAUKIVQbDW\n", "rig2xQ6G2GKgREsIIRKjGi0hhLhBNVpCCAkAlGhFEKy1K4pNsYMhthgo0RJCiMSoRkuIiPqtdqjl\n", "DJRyOoeZLsSo0SpE6gshQc3GcjhT34sd5S1Ii9DgpWWJSAxTT3W3iJ+gj10RBGvtimLfU99txs9O\n", "1KG+x4xTtT04WNXhs9i+EqyxxUCJlhAR2Dke3LAiXO+gfeo6Q/yOZDXalpYWHD9+HHK5HOvWrUNC\n", "QoLLfSsqKnD9+nVwHIcVK1YgKSkJALB//36wLAsAyMzMxPz58122QTVaMpX6LXZ88Gkb/u9KKyK0\n", "Cvw0LxNZUbqp7hYRwZTVaPv7+6HX693uc+7cOWzbtg0AUFRUhPz8fJf7dnZ24qmnngIAHDp0yJlo\n", "NRoNNm7cOJkuEuJTerUCWxfGYWN2JDRKBjEhqqnuEvEjbksHlZWV4/57//33PTas0937NFep3P/R\n", "rV27dtzHWZbF3r17sWfPHpSXl3uMOVWCtXZFsUfSquRINmgmnWT7LXYYze5LDv543NM9thjcntGW\n", "lZVh9erVqK6uRltbGxYvXozy8nJERkZ6bHh4RUKpVArqzNGjR7F8+XLndl5envPn4uJiQW0QEoiu\n", "tw3gzdO3wXI8vrEmBfPi3X9jJIHF7Rnt5z//eeTk5MBoNOKll17CokWL8KUvfclZN3Vn+D4ymczj\n", "/qdOnUJ2djaio6PH/b2QZD38U6+kpMRn26tXr/ZpvOHbq1ev9vnxDm0P5+v4o/sQyO93n9mOn5+q\n", "R123GQ29FvzoeC2u3Kil99tP3m8xCLoYtnfvXmcNFQAKCwtRUFDg9jlD+/A8jwMHDmDz5s0AgGvX\n", "roFhGMyZM8e57+nTpxETE4OcnJwRbdTX1yM1NRUAcODAATz++OMu49HFMBKouk02/P2+62gfsAEA\n", "dEoGv3l6NmL0VOf1Bz6bVMZkMoHjOACOM1Wj0ejxObm5udi5cyd27tyJ3Nxc5+NnzpxBWVmZc7ut\n", "rQ2lpaWoqqpCUVERduzY4fxdfX09du3ahV27dmHWrFmCD8rXxPzko9jBFztCp8S31qZAq2Sgksvw\n", "6vo0RIeM/w1uOh13oMQWg6BRB4888gj+9Kc/QaVSwWKx4LHHHvP4nMTERGzdunXM49u3bx+xHRsb\n", "i1dffXXcNlxdJCNkurlvRhh+8/Rs8DyPGL1KULmNBA6a64AQQtyYsvloW1pavApKCCHBRFCiraio\n", "GLE9vMZKgrd2RbEpdjDEFoOgRHvz5s0R2woFTfpFCCFCTap0MDQCgTgMjW2k2BSbYk+/2GJwe2p6\n", "4MABDA4OoqqqCjabzfl4XFyc5B0jhJDpwu0Z7eOPP44tW7Zg0aJF2LJli/MfDbsaKVhrVxSbYgdD\n", "bDEIKh088sgjUveDEEKmLRpHSwghbvhsHO2hQ4fQ0NCAuro6vP/++7h165ZXQQkhJJgISrRWqxUz\n", "ZszA5cuX8dxzz/n13LBTIVhrVxSbYgdDbDEISrQMw4BhGGg0GgCAWk2rexJCiFCC7jywWq3o7+93\n", "JtppUtYVTbCOL6TYI1ntHG52mNBnYZEaoZFkuXF/PO7pHlsMghJtYmIiioqK8Mwzz+DatWuoqamR\n", "ul+E+I3P2gawr6IdCaEqbJoZhfhRCdTGcrjTa0F9jxk/+WsdACDVoMZPNmUiLpS+/RGBpYOVK1fi\n", "C1/4AjQaDXJycvC1r31N6n4FlGCtXQVD7KZeM75bfAt/re7Gny+3orCibcQ1Co7ncbWlH+9facGJ\n", "6m7n4/U9FudE3mIKhtfc32KLYcK34CoUCmcJAQAuX74saocI8SeDdg4m271bzmu6zFAMW1bpyh0j\n", "dl5uhQwyPJgV4Xw8TC1HhJbmBCEOXo+j9bSUuK/QOFoiBaPFjt+ea0Lx9S4oGBl+9HAGliaFAQAa\n", "esz4WmEVLKzjv9DG7EgsmREKo8WOefF6ZEbp3DVNAoQY42jpI5cQN0LVCnxp2QzkzYqGRsEgNeLe\n", "tzmLnXMmWQBo77diZowWSeHaqegq8WOTmr2LjBSstatgiR2uUWB2bAjSI7VgZDJn7PhQFZ6eHwMA\n", "0CgYfOG+eISrlTDbPK8SPVnB8pr7U2wx0BktIZOkVyuwbVE8NmRFQiVn0NJvwT/uv4FYvQpfuz8J\n", "KQaN50b8QJ/Zjn4ri1C1HKFqSglSoBotISKo7x7E3+2twlAl4aHMCHzngbSp7JIgrUYr3i69jYuN\n", "RixPDsUrq5IRq6chacNN2ZphhJCR7ByPYeVa9FtZcAFwY09V+wAuNhoBAOcajLjebpriHk1PXifa\n", "RYsWidGPgBastatAjG1jOZQ39eF355pwpr4XJqtdlNgzwtT4Sm4iZAAMGgVeWJKAVqMV/ZaJtz/R\n", "2N5QMDK321LGnoigqNGWlpYiKioKOTk5uHXrFvR6PeLj4wEAaWlpUvaPEFHd7DDhu8XVcJxrtuHf\n", "8jJx393hWt7QKOV4bHY07k81wMpyePdMIy7d6ceq1HC8vDIJ0SEqr2NIYXZsCJ6eF4PTdT1YnxGB\n", "nNiQqe7StCTojPb27duIiXFcXc3IyMDp06cl7VSgCdZ7wAMxdvegHcO/0LdN4u4tV7E1CjkSw9So\n", "7RrEpTv9AIDS+l5Rv46L/ZpH6pT40rJE/DJ/Fl5ckoAIrdLlvoH4fvsLQYk2JCQEUVFRjicwDORy\n", "uaSdIkQqyQY1InWOL3I6JYOsKPHHvE7k67g/UMoZGDRKKOR0yUYqk3plGYbekOGCtXYViLETwzR4\n", "Iy8Lb2/Oxn8/MRNZ0To09Zrxv2UN+PGxWkFnn6Nj8zyPT5uNeO1oNd67cAcpBg2enBODWL0Sn18Y\n", "h1kx4t0hFoiveaDHFoOgGq1MJkNXVxciIyPR1dUFlpVuQDYhQjX3WXC9wwSNnEFOrA4GN197Aced\n", "XH+91YVfn7uDOL0Srz6QBjvH472LzThZ0wMAuNxsxDv5syY069btHjO+d7gaVpZHWX0fGEaG7csT\n", "sW1xHEJUcijpTDHoCUq0jz76KI4ePeqck/bJJ5+Uul8BJVhrV1MZe96SXLx+tAYVbY4z0Ofvi8e2\n", "xfFgZK6/pjf2mvFWSQMAoKaLxV+utOKVVcm43WNx7mO0sLDY3Q/LGn3cgzYO1mFju+q7zVApGKgU\n", "4ifYYH2/A71GKyjRyuVy5OXlSd0XQgTrs7DOJAsAH9f0oGBeDPSqe3/SzjueVHKEasb/U9cq5Xhx\n", "SQJeP1YDlge2LoxDTIj7M+PREkLVeDAzAn+t7oZGweDJuTGTO6hpxGi2o6y+Fxea+rA23YDlyWFQ\n", "K4L32o6gj9ybN29K3Y+AFqy1Kyli2+wcukw2j/MFdDU3YF7cvdrnugwDdMp7/5FbjVa8cbIOL35Q\n", "iX87WYdWowVJ4Rp8Y3UyQlRyZEZq8LmFcQCAZclheKcgB798ciaeXRgHrcp9Qrhysx7NfRbYWMf0\n", "ieFaBb66Igm/eGImfvnkLMyP10/28D0KlPe7sm0Ab56+jVM1Pfjx8Trc8HLkRVDUaK9cuYLs7Gzn\n", "dm1tLdLT0yXrFAlOvWY79lxtw+EbnVgyIxQvLU1ErH788af9na345/XLcKPdBLWCQU5syIiywfVh\n", "dzydbzTiRocJa9IjsHFmFJYlh0ElZxB29yxXzsiQHils9EFlaz9+dLYXA9YufGN1Ch7MioBSziBc\n", "q0C4yPPP2lgOjEwGuZ+PWhhPz+DIGzV6zcF9XUfwmmHDXblyxWOibWlpwfHjxyGXy7Fu3TokJCS4\n", "3LeiogLXr18Hx3FYsWIFkpKSJtzGVArW2pXYsW91mPB/V1oBACequ7EhMwJROuW4iWYodryLi1aj\n", "L0ANDbFSMLJJ3zxgsbN492wTjBZH0viv07cxNy4ESRJMHnPljhG/v3AHsSEqvLAkwRkjUN7vWTE6\n", "RGgV6B60IylcLfiDTIzY/khQol25ciU++ugjbNq0SXDD586dw7Zt2wB4nnims7MTTz31FADg0KFD\n", "zkQ7kTZI4GM5xwUlBSPD3+YmYt9nHdhb0YGXliUga4KTaOfE6PDM/Bicru3FugyDKHc8MTIZtMMu\n", "cCnlMjB3E3inyYZukw1ahQx9Vg4quQypEdpJjaFt6jXj+x9Vw8Ly+AwmMAzwnfVpbi/0+Zu0SC3e\n", "enwmesw2ROmUQb92mqAa7Y4dO9DX14ddu3Zh165duHr1qsfn6HT3/mOoVO7PINauXet1G1MpUOpm\n", "/h47K1qHvJmRWJtuwOHrXTh7uw/nG/vw42O16B4ceQeXp9gROiVeWpqI/3lyJl7wcMeTUEo5g6/e\n", "n4TZMVokhavx2sYMJISq0Gq04sfHavD7C3fw/pU2/OOHN/By0XV8crt3UnGsLD9qQnEbuLsfQoH0\n", "fieGqzEnTi9Kkg2KGu0jjzyCpUuXOrcPHTrk8TnDZ19UKoX9kR89ehTLly/3qg0SuCJ1SvzdiiR0\n", "mqz49sFbzseHLo5d6jZj0MYiU+DXUKWcgUEr7hCr9EgtXsrkkZk10zmSoabLhMo2E754Xzz+WN4C\n", "AOB44E+XWrBkRig0yoldbY8PVeHFJQn4fxeboVEweHFpAt21FeAEJdrhSRZwjKv1ZPhNDTIBX3lO\n", "nTqF7OxsREdHT7qNkpISZy1n6BPQF9urV6/2aTx/2h4iZvsapQYvLY7G22dawPPAt9em4pO6Lrxz\n", "zlG/nRurwxez46fs/V40b/aI7ZC7oxSsLA+DRoEes+NCUGq4ylkrnkj7WqUcM2VteGNdNOJjYzAj\n", "XDOt328h20OPTdXxe8vrib9dKSwsREFBAXiex4EDB7B582YAwLVr18AwDObMmePc9/Tp04iJiUFO\n", "To6gNsZDE39PL3aOx51eMzjecYb3neJb+GzYuNl3C2b5zeKHgzYWJbU9OFHdhSfmxKC0vhdROiUe\n", "nhmFxLDgrk1OBz6b+Luvrw+7d+/Ge++9B7vdjsLCQo/Pyc3Nxc6dO7Fz507k5uY6Hz9z5gzKysqc\n", "221tbSgtLUVVVRWKioqwY8cOj234m0CqmwVKbAUjQ0qEFmmRWmiUcqxICXf+bkaYCsbOVsliezL6\n", "uLVKOTbOjMKPN2VhRaoB31qbiheXJnpMshY7i5Y+C3oGhc8gNl3fb3+OLQZBpYPDhw+joKAABw8e\n", "hEIhbKxgYmIitm7dOubx7du3j9iOjY3Fq6++OqE2SPDJmxWFVIMGRguLOXEhuF1xEZjpX2O5JzLe\n", "dcDKYu+1Nvz5UgtmhKnxrxvSkRpBq+dOV4KypkajGXExiqZJHClQxjYGcuwIrRIr0wzO7eRVq3wW\n", "ezQxjru+exA77l44a+i14FBVJ756f5JPYk9WsMYWg6DSwegbFjiOk6QzJLgMjZsNRqPPftUSTEBD\n", "/Iegdzc2NhYlJSWw2+04e/YsUlJSpO5XQAnW2pU3sa80G/Hd4lt46/Rt3Ok1+zS2t8SInRrhmHch\n", "JkSJZUlheHhmpM9iT1awxhaDoNLB2rVrUVlZiZ6eHsTHx9M6YcQrjT1mfP+w486ny839kAH4+pqp\n", "+fBu77eirL4Xrf1WPJgZgaxo34xk0CjkeHhmFO5PDYdawUA7wbG2JLBINrzL12h4V+Co7jThq4XX\n", "nduLEvV4Iy9rSiZP+cP5O9h5d36FMLUcv3hyFg3JIiOIMbxL0BltR0cHiouLodVqYbVakZeXh8hI\n", "YV91CBktPlSNZ+bHYvfVNmgUDL6wON6nSbbVaAHHA1E6JSrbBpyP91lYmKzBPcuUN3ieR3XnIFqM\n", "FsTq1ciO1gq60SgYCKrRHj58GNu2bcMzzzyDz33uczhy5IjU/QoowVq7Gh67fcCK+m4z+i12N89w\n", "CFHJsW1xPN4tmIV3CmZhQUKoV7En4lJTH7bvqcLf7P4MZxt68fmFsRjK8avTwhEdokRznwUnq7tw\n", "pr533DGu/vKa+1vsW52D+Mb+G/jR8Tp848AN3OwQb/XfoKjR6nQ654KMcrkcGo3408IRaVnsHMqb\n", "jPi4thuLE0Nxf0q4y1UHJqq2axDfP1yNdpMNm2ZG4m+WJXpcvytEJff5nV29g3a8XdIAs90xaubf\n", "T9bjN0/Pxi+enIVBK4tkgwY8D7xxog5V7cKXyCEOTX0W52Q4NpZHY68FM2O8nzVtOhB0Rms2j7wq\n", "bDI5/gjPnTsnfo8CUCCML7zVacIPj9bg+K1u/OfHt0d8ZfY29onqbrSbHGd+H93oQn33xEcRCGW1\n", "c/i02QhT7Gxcbx/ARC4xyBlAq7z3J69WMFDKZZgZrcPCxFBE6pTos7DOJAsAp2t7MGgbOZwxEN7v\n", "qYgdp1c5vx0wMset076K7e8EndJwHIff/e53WLx4Ma5cuYLw8HBUVlbi8uXLI2bbIv6rzzzyK33H\n", "gPDbPj0xjFpZQMoxoZ+1DeCfDjlm9lLJZXh780zBIwX0agW+vTYVb52+DSvL4x9XJ4+ZBDxcI8e8\n", "uBBca3V8ED2QEQGdksa4CjEzWof/ejwbDT0WJIWr6Wx2GEF/QSaTCffffz80Gg1yc3ORk5MzoTOJ\n", "6c6f62ZDUgwaJIc7rqaHaxSYHev91/ah2KtSw/FoThQyIrX453UpHmfTH7SxqO404Xa3GdwE/47q\n", "e+6dLVtZHu0DVjd7j5Vs0ODrq5Px9yuTxnxAAIBBq8T3H0rDDzek4SebMvDo7KgxF3Qm8n6brCxa\n", "jJYxH3ST5c9/a3JGhjlxemyaFYW58fpJTXo+2dj+TtAZ7XPPPQe9fuyCcykpKWhsbHSuiED814xw\n", "DX6Wl4n2ARsMWgWSwsWrs8eFqvEPK5NhsXPQeVjY0GxjUVTRjj9caIaCkeH1jRlYlhwmOFZmpBaM\n", "zDHfa4hKPmIpG57ncb3dhIrWASSGqTEvPgSh6pF/4peajPjXozWOfuuV+PdHs5FwdzhXi9GCA591\n", "oL7bjGfmx2JBgt6rq+bdgzb88WIziq93IidGh39al4oZIr7uJHAISrTjJVkACA0NxfHjx4M+0fpz\n", "3Wy4uFC1qEuKrFy1Cj2DNmgUDDRKucckCwDtAzb84UIzAMdUiL87fwfz4kPcDtiv7RrEJ7cdUw/e\n", "lxiKtzfPRPuAFTPCNc6z57Z+K+q7B1HTNQg7B1xs6oOV5bAuI2JEW2eGrXrQ2m9D+4DVmWgPVXXi\n", "g0/bAACX7hjxTv4spIwz0YvQ17y6cxAHqzoBAJVtJpQ3Gb1OtIHytzadYotB3GU7SdCw2DmcqO7G\n", "ny+1ID1Cg6+smCEoiajkMuhVcvTfHa8ar1e6/YrZYrTgu8W30HV3VdXn74vH8/clIAcj639Xm424\n", "3jGIoop2AMCypDCkRYz9ur4oUY/i647kF65RIFJ3b3REw6iyhMnm3Zweo8cGK+Wez44tdhYKhgnI\n", "lW+Ja1TlF4E/182kUt9txn+dvo3WfivONvThyM0uQc+LC1Xjp3mZWDIjFA9lReBvcmeMWbF2uH4L\n", "60yyAHD5jhEsx489bhlQWtfj3LzQ2DdurXh5cjh+lpeJb69Nwb8/moWkcA14nker0YJnF8Y569gP\n", "Z0c6z3RH8/SaW+wsWI5HVpQWLyyJR5ROiQczI7A40fV4YZ7ncampD/908Bb+7UQdGl3M/xCMf2tT\n", "HVsMdEYbRNr6rTDZWETrlNCrvXvr7aNmcBs9BMqd2bEh+MmmTEFnbVEhSmzMjsCMMA14ANlR2nGf\n", "lxWlw/x4Pf5a3Q0AWJCgR9I4iTJEJcfSpJE14fImI14/VguW5/Gd9alIDFUjRq9E+ATHGfM8j8t3\n", "jPjDhWbE6lV4cWkCnl0Qh0dzoqFTMlArXJdHmnot+MGRGlhZHlXtJigYGf55fSrdWTVNyF977bXX\n", "vGmgqqpqzBI0U6G2thYJCQlTEnsqZzMTGvtWhwnfOnATu662wWTjMDs2xKthWFolA4WcwbWWfswI\n", "U2F77gxwPGC2cYImSBF6A4BWKYdMBvyyrBGX7hiRbNAgO1qLzPS0EfsZtEokG9SYExeCVanhyJ8b\n", "M2bo1ni6B234wZEa9FlYcLzjTHjLgjhE6lw/19Vr3thrwbcO3kRrvw31PWb0W1isSTdAq5RDwbh/\n", "rTsGbNhX2eHcDtMo8FBW5JjXKRD+1qZb7ObmZmRkZHjVBp3RBolD1zuciwbu/6wDD2ZGYG78+Bc5\n", "hdCrFfjcglg8nB0JtYJBQ48Z3y2uBiMDXn0gDfO9aHs4k5XFexebYb87d+2uT1vxYGbEuMk8NUI7\n", "4VUKGMhGfOCoFQwmWx612Dk8f18C7BwPO8vhWusAOB4QUJpFQqgKLyyJx3sXW6BVMnhxSQLVaacR\n", "r2u0wT7iAAiM2lXksFtiGZk4NxVc+OQMEsLU4HkeP/1rHTpNNrQP2PDzk3XonsA6WO4o5TIk3B0p\n", "sShBj62L4vB/V1rw16oWmO3eTwATrlXg1fWpyIjUItWgwb9uSEeUhzPh8V5zluNxurYHvzt/B+9d\n", "bMb5RiP+Zlmi4GSpVcnx1LxY/ObpHPyqIMflh2Ag/K1Nt9hiEHRGe/r0aaxZs2bc341eipz4p4ey\n", "ItE2YEV1xyA+vygOqRHijuccftuBmPeyKOUMvrwsEWEaOXJiQvB2SQMAoPg68KZB79WZM8/zkMlk\n", "mBkTgjcfzwLPY9K160Ebi5L6exfjbnSYnMuQC6VVymndsGlK0Hy0r7/+OubNm4c1a9YgNjbWF/2a\n", "MJqP1jOW42FjOWgkmGT6UlMf3jhZDwbA9x5Mx4IEcUoHwx292Yn/OHXbuf2Dh9KwJj3CzTNcq2jt\n", "x/uXWhB3d8pGb+egZTke719uca4DtjBBj+8/mI7wce4+I4HFZ/PRFhQUYPbs2SgtLcXJkycxb948\n", "zJkzx6vAxPfkjAxyRpqZ/BfPCMO7+bMAGRDl5kKSN7KidAjXKNBrtiM2RIkUw+TOypt6zfje4eq7\n", "IyWMsLEcvrkmxeUV/l6zDTfaTbCyPLKjtIgd56YPOSPDE3NiMDNaByvLYWa0jpIscRJUqFuwYAGU\n", "SiXWr19ZFt0wAAAgAElEQVSPTZs2Yd++fVL3K6AEa+1qdOyoEJVkSRZwzNfwnXWp+OJ98XgoKxJ1\n", "3YOTWuDRyvIjhqM19lqcF9tGYzke+ys78C8f1eD1Y7V4q6QBlypvjLtvuEaB3JRwrEmPEPUOvOH8\n", "6f0OlthiEPSRW1JSgrS0NJSVlUGv1+OVV16Rul+EjNE1aMOP/1rrTJLhGgXmxendXrwamoe3pK4b\n", "ixJDsSIlHLF6FZ5dEIsPPm2DUi7DF++Ld3nThMnG4sTdsbkAcLHJiC1Z0eIeGJn2BCXa48eP44EH\n", "HsDTTz8NuZwWkRstWO8Bn0xsluNxo8OExl4zEsPUmBUTIniWJyUjQ6RWiSabBQAQpVNA6WH0xM0O\n", "xzy8AHD0Zjd+/HAGclPC8fmFcVifEQGVnEGywfXZp04px/2p4Wi4OwfC7FgdMpLiBfVXCoH2fk+H\n", "2GIQXKNdsGCB1H0hQeBmhwnf3H8DLO8YZvbm49mYGyfswtnQFIZ/ON8MhgFeWpqIMA+jBHpHTU/Y\n", "dXfYmV6tQJaAEQZyRoan58VgdmwILHbHjR6eVo8gZDTBNVriWrDWriYTu63firurnYDjgea+ic0n\n", "mxmlw+sPZ+DpuAGP894CQFqEBjPCHKWFcI0Cs6InPhl1hE6FVWkGPJjlmP8g0F5zij31BJ3R9vX1\n", "4ciRIxgYGMC2bduwf/9+FBQUSN03Mg0lhqmhUTAw2zkoGRmSwid+0UjOyGA09gnad0a4Bm88koUO\n", "CebhJUQoQeNoP/jgAxQUFODgwYPIz89HYWGh3yVaGkc7tao7TWjstSAmRIWZMTqXddehJambjRbE\n", "6VXIitbRwofEr/lsHK1Go4FSea8uRRfEyHA1nYP41oGbMNk4MDLgPx/LxjwXd2zJZDJkResEr/NF\n", "yHQgqEZrtY6so3GcdxMiTzfToXZlYznY2Im9r0OxW/stzkmyOR6o6RoUpU9CYk8Fih1cscUg6Iw2\n", "NjYWJSUlsNvtOHv2rCRTlnEcB57n6Wx5CtxoH8D/90kTZDLg71YkIStqYmebsXoV1HIZLCwPGYA0\n", "ul+fkBEE1WgBoLKyEjU1NZg3bx7S0tI87t/S0oLjx49DLpdj3bp1bueKPXz4MGpqapCfn4/ExETn\n", "4/v37wfLOmZoyszMxPz58122Ecg12u5BGyx2DhFapaRLdY+nZ9CGV/bdQEu/41tLikGNNx+bOaHb\n", "R3mex80OExp6LIgLVWFWjM7tqgmuNPaYsetqG/rMdmxdFEfLVRO/4LMaLQDMmTPHOb9BfX09UlNT\n", "3e5/7tw5bNu2DQBQVFSE/Px8l/vm5eWhsrJyzOMajQYbN24U2sWAVNs1iB8dq0GL0YqXliVic040\n", "tBOc9ckbNo5Hn+XeWNM+Mws7L6yEwHI8bvcMwmLnMSNc7VVitLIcfv1JE842OEYTXGsdwDv5sxCj\n", "l+6WXjGZbSx6zXZolXKETXBlBjL9uT3t2LNnD/bu3Yu9e/di9+7d2L17N3bt2oU///nPHhvW6e59\n", "/VSpJvefhWVZ7N27F3v27EF5efmk2vAFb+pHhdfa0NTnGFv623N3cNvFWlFSxAYc89R+fXUKGJlj\n", "gupXViUjQuCA/NM3W/G1wut45cMb2FHeggHr5OeHtbIcmo33rgX0mu2wuKkZ+1O9sM9sw47yFrz4\n", "QSV+cKQaTRN8D72J7UvBGlsMbj969Xo9Nm3ahNLSUiiVSixatAjl5eUwGAweGx5ekRg+YmEi8vLy\n", "nD8XFxd73L+kpMR5q97QG+PP21qtFmrFyGknh4Y6CW1v+LFPtj+r0w34GRcNmQxYkBoORibD5es1\n", "sMpUyJgRi+gQ1ZjnX7lWgT3VCufNB0UV7VgeDSzNTppUfyouXcTWean4j9JmsDzw3IIotNRcR9Li\n", "hePuf/Xq1RHbZWVlUCgUWL58udevx0S3a7scJQ8A+KzNhLL6XiSbLsNutwtu7/z587BarVi1apXb\n", "/YdMxd/r1atXp+z/y+j329fxvSWoRrt7924888wzzm0h42gPHz7sTJTHjh3Dhg0b3O5fWVkJg8Ew\n", "okY7nKc2ArVG29Bjxv+UNaChx4IXlybggYwIqHxcpx3tTp8Frx+rQW2XGSkGNV7bmDFmoD/H83jr\n", "9G18dMOx+m2oWo7/zZ+FeC9mrWI5Hg09Ztg4HklhasEllF6zDZeajKjrNiM3ORw5sTqfLmp4tbkf\n", "3zp407n91RUzUDBP2LzNfWYbLjQacatzEPenhmNuXAiNK/YzPqvRjv6jFTK8a3DQMcSH53nnzwBw\n", "7do1MAwjaD7b4bVgs1m6r2NTKdmgwWsbMmCxcwjTKPxinahbHSbUdjle79s9FtxsN41JtIxMhq2L\n", "4hGuUaC934qn5sd6lWQBxx1faQJuqx3tQkMffn53QvA9V9vw30/OQsYk2pmsjCgtvrQ0AXsr2jEn\n", "VocVKeGCn3vpTj/+7WQ9AMe3gl88MZPGGE9DghItx3Ho6OhAdHQ0Ojo6YLN5Xg8qNzcXO3fuBM/z\n", "I85Ez5w5A5lMNiLRHjt2DDU1NdBoNEhLS8PatWsBOBLtuXPnAACLFi2a0IH50vCSxWToVHLoJnkB\n", "zNvYrvozXIh6/L7VfHoeX56iWZWGH/etznsf5BaWHzORjJSxAccS5k/Pj8XDM6OgVTKCVgEeUt99\n", "7wTCznnuuxTvt1DBGlsMgmfvOnz4MPr7+xESEjKijOBKYmIitm7dOubx7du3j3nMVUlgKOES35oV\n", "o8M/rEzCiepurM0wICfWv4dZ3Z9qwIeVHbBxPNIjNEiUaNJtd5RyBpG6iZd8liWFYdenrbCwPNIM\n", "aiROYu4H4v8Ej6N1pbGx0S9Wwg3UGq2UbnaYsK+iHVEhSuTNjELCBNfFYjneL0oZnnA8j5rOQfSZ\n", "7UgMV3tdwhitpc8CO88jLkTlcf7bieJ5HrXdZvQO2pEQphK978R7Ph1H68qFCxf8ItGSkVqNFny3\n", "+Bb6LI4hVx0DNnxzTcqEEmcgJFnAUS+Wqq555Y4RPzhSA4udw9dXJ2NDVqSoyVYmk/m0nkymxtRe\n", "3p4m/HF8odnOOZMsANR1DU54LoPJxvYFX8Q2WVm8e7YJZjsHHsDbJQ1oG7BO++Om2OKjRDtNRYeo\n", "8ORcx9pWjAx4bnG8JMuMT2dyBghV3/svolEyAXOWT/yL1zVaT7fX+grVaMcyWuxo7LFApZAhNUIr\n", "eG0ub33WNoDD1zsxI1yN9RkRiA2Q22jHU9c1iHfONMJoZfHVFUlYkCBs2R0yffhFjZb4r1C1ArPj\n", "fPsWN/aa8d3iW85pE802Fl9cMv5NKIEgLVKLn+RlguX4CQ3bImQ4Kh2IIFhrV+PFHrCyziQLADc7\n", "pJmb1pfHrZKPHBvrb685xfZ/XidaGnFAhovTq7A23TEXhoKRIX9uzBT3iJCp53WN1l9QjdZ7LMej\n", "02SDkpEhQjfxiYBMVhZKuQz9FhZ3+izQquRIi9DQvfskoFGNlojGxnI4VdODX5Q2IFyjwA83pAse\n", "m8rxPC409uH355sRp1di+/IZmOtizTBCgpHb0sHJkyfR39+Pt956yzkv7dC/v/zlL349R6wvTYfa\n", "1Z0+C/7jVD3Mdg6t/Vb8+lwT7B7G3Q7Fbuy14LWjtajpGsSZ2314/3Kr4Lh9ZhvqugbR1m/1uG+v\n", "2Y7bPWZ0D9qmxWtOsQMjthgEndGmp6ePO4Rr9+7d9HV9mpDJZJDJgKFCkpKRCZ5q0MZysHP3KlA9\n", "Zhs4nvdYMug22fCrTxpxoroH0TolfpqXiXQXd0m19VvwdkkDLjQakRWlxd/OTxPUt/YBK1qNVoSp\n", "FUiJ0Hh+AiEScHtGu379euj1rr8CKhRUeQDEmxx4KmPPCFPjXx5MR6RWgcxIDb68fIbHwflDsRPD\n", "1PjSUseacKFqOb54X4LHJDtoY1HZNoAT1T0AgA6TDR/Xdrvc/1bnIC40Gp0/t3Oeb1ttM1rw4+O1\n", "+OaBm3jlw+u43jbg8TlCTIf3m2L7lqBMGRERMe7jQlZaIIFBzsiwKs0x8bRSLkOoWviHqFYpR/7c\n", "GKxKM0AllyFOwMQoFxr7RixdA8DtEjrqUYs9CrnLraHXgqo2EwDAZONQUteD1EgNNAoaD0t8S9Dw\n", "rnXr1o37+Pr168XsS8CaLrUrRiZDpE4pOMkOj61RypFs0AhKsgBQWteLj2t68OLSBGRHa7F5drTb\n", "CbNnxujw5eWJSIvQ4HML4qA3t3uMEaqWY/hJuVYpR7UI43qny/tNsX2HvvsTcDyPPrMdSjmDEB+t\n", "wLssKQx/ra5Hh8mKJTNC8bkFsW5v1Q1VK7Blfiwey4mCRiHHmbJSANluY2RG6fC9B9JwqqYHSQY1\n", "6roHqU5LpoTbcbR9fX0ICwtDX18fjh07BsCxBPjDDz/sd/VZGkc7OXaOR2ldD379SRNi9Sp8Y3WK\n", "JMmoy+QoE0TqHMl0wMris7YB9A7akRmtRVqENFMF1nUN4n/KGtHQY4ZWyeCneZljluUhxB3Jx9Ge\n", "OHECTz75JA4cOIBnnnkGKpUKPT09KCwsxJYtW7wKTPxDY48Zb5yoA8cD7QM2/PlyM777QLqoMT69\n", "Y8TPTtYBPPDdB9KwMDEUISo5liaFiRpnPGmRWnxjTTK6TXZEhygnPPk5IWJwW6MdOtnV6XRQqRxn\n", "IgaDYdLLh09X/lq78jQOFnCUDYaNzILFzkHozYJCjrvLZMMbJ+vRZbKja9CON07UodPkecysGLGH\n", "JIVrMD9BL1qS9df3m2L7L0EXw1iWHbFtsVgk6QwRx4CVxcHP2vHtQ7ew+9NW9A66XkwzMVyNv1+Z\n", "BAUjQ2yIEl9YnODTpboJCQZua7QffPABZDIZ1Go1nnjiCQBAdXU1Ghoa/G7EAdVo77nU1IfvFFc7\n", "t3+0MR0rUl0PxbPZOXQO2qCSM4icxBwHnnx6x4g3TtaDB4/vrneUDggJFJLXaJ999tkxj6WnpyMz\n", "M9OroERaXYMjl6zut7ovISgVjKSLAi5IDMX/5s8CAEkSOSH+bsLTJDIMTWE7mj/Vrmo6B3Gn1+Jc\n", "8C8pXI2cGGkWLpzIcUfqlKImWX96zSn29I4tBkFjtHieR3V1NaxWx0WM8+fP44UXXpC0Y2RyugZt\n", "+NOlFjw2Oxqr08KRFK5BkoGGMxEylQTNR7t3716kp6dDq3WcJZ0/fx7PP/+85J2bCKrROjT2mvHP\n", "B2+hw2SDXAb8/NFsWueKEC/4bD5apVKJxYsXO7dzcnK8CkqkkxSuwb8/moXGPgsitApkRUlTNiCE\n", "CCeo4Go0Gkdst7W1SdKZQOVvtaskgwYrUsIxKyZE0uWx/e24PbGxHDoGrOi32D3vLHJssVDswCTo\n", "jLa2tha/+tWvEBUVBQCoqqrCD37wA0k7RoiYzDYWR2524b2LzUgJ1+Cba1OQTLVr4iOCarTnz5/H\n", "smXLnNsnT56kcbQkoFxvG8A/fHjDuf3UvBj83QpaWJR4JkaNVlDpYHiSBWh6RBJ4zPaRY4m5abEk\n", "KQkUkxoU29LSInY/wHHcmFt9A0Ww1q4CJXaL0YKDVR3YMj8WGgWDzCgtHp8d7ZPYYqPYgWlScx2e\n", "PXt23DXEhmtpacHx48chl8uxbt06JCQkuNz38OHDqKmpQX5+PhITEyfVBiGudJpsOFnTg4xILTbP\n", "iUaUTokUN/XZbpMVV5r70WNmsShRL9kUjiR4uK3Rtre3IyIiAt3dI9dyOnLkCLZt2+a24Q8//NA5\n", "P0JRUZHHxFxZWQmDwTAi0U6kDarRElea+yz49oGbaDc5Jtf5zvpUPJQV6XL/P5U344/ljm9tsSFK\n", "vLl5JuLcTEpOpjfJx9Hu2rULW7ZswY4dO0YksdZWz8tJ63T3xm8OTbE4UWK04Y2eQTtutA/AxvHI\n", "jta5XQGA+K+EMDV+9kgmqjsHEa5RICc2xOW+LMfjQtO94YxtAzb0W+yUaIlX3NZov/a1ryEmJgZZ\n", "WVlYv369819GRobHhoefKE92/lox2pgsO8djX2U7vn+kBq8fq8UvSm/DaB5//GWw1q4CKXZqhBYP\n", "ZkViSVKY2+V65IwMj+dEObcXJegROWrRyEA6bortHwTVaPPy8kZsZ2VleXzO8Atbk53fdKJtlJSU\n", "OJclHnpjJrt97fpN/PXWvXlczzUYUd3YjEVZyaK0L9b28GP3dfyrV69O2fFfvXpVsvZXpxmg4y0Y\n", "tPOYnxKDCJ2S3u9p/H4L2faWoHG0o1mtVo9f5QsLC1FQUACe53HgwAFs3rwZAHDt2jUwDIM5c+aM\n", "2H+8Gq2rNsYjdo3WznL43fk72HPNsdrq/Hg9frghHWEa/1orjRAiLZ/NdTDa4cOHnRepXMnNzcXO\n", "nTvB8zw2bNjgfPzMmTOQyWQjEu2xY8dQU1MDjUaDtLQ0rF271m0bvqCQM9iyIA7z4vWwshxmx4ZQ\n", "kiWETMqkzmiFjCLwtakcdTC8ZCE2i52D0WKHTimHbpzaopSxPaHYFDsYYkt+Rvvmm28iJSVlzONV\n", "VVV+l2inoz6zDYdvdEIlZ8ByPObE6THbzRVzQoh/cntG6+rMlc5ofeNSUx9u91jw7tlGcDygUzJ4\n", "a/NMpEfSAHpCfEXyuQ7uv//+cR83GFwv9EfEw8NxV9PQffkmG4fmPlqBmJBA4zbRxsXFjfs4TSoz\n", "klRj/DKjdEiPvHerqEouG3PTRLCObaTYFDuQ0GV0PxauUWBZUih+/kgW2gesSI3QIDOKygae9Fvs\n", "aB+wQa1gkBgm3eq+hAg1qVEH/mg61mjJxBktdvypvAWFFe0IUcnxs7xMuoBIvOKz+WgJCRR3+iwo\n", "rHDcZDJgZbH7U1p2iUw9SrQimM61K87NFx5/PG6VnIFi2DppcaHiTwbjj8dNsf0b1WjJuKx2Dp80\n", "9GL/Zx1YmKBH3izHPK7+LsWgwesbM/DnSy1IjdB4NcE3IWKhGi0Z12et/fj6/psY+uP4p3Up2Jgd\n", "5fY5/sTGclAwsklPaETIkCmb64BMfyYbh+GfwB0DNpf7+iOlnKpixH/QX6MIpmPtKiVCg8WJoQAA\n", "g1aB3JRwn8UWgmJT7EBCZ7RkXDEhKry6PhUdJhv0KjkSaDwqIZNGNVpCCHGDxtESQkgAoEQrgmCt\n", "XVFsih0MscVAiZYQQiRGNVriUs+gDZ0mG/RqBS23PQ3Y7Bya+62QyxxLsDM0xlgQGkdLJNMxYMVb\n", "p2/jfKMRMTolfpqXiTSacDxg2VgOx6u78dbp21AwMvxwYzqWJ48dskekQaUDEUzH2lVdtxnnG40A\n", "gHaTDRea+nwWWwiKPTEdAzb8d8lt8ABsHI93zjSiz2z3SWwxUI2WTEta5cg/DQOtABzQlHIZQoYt\n", "7mnQKEZMvkOkRTVaMi6znUVpXS/2V3ZgcaIej8+OQVSI/08qQ1z7rG0Avz7bBK2KwfblM2jtOYGo\n", "Rksko1HI8VBWJNamG2jegGlidmwIfv5YFhgACnpPfYpebRFM59qVuyQ7nY97usZWyZlJJ9lAPu6p\n", "RomWEEIkRjVaQghxg+Y6IISQAECJVgS+rh91DdhQ2zWILpMtaOtmFJtiBxIadRBg7vRZ8JPjtbjV\n", "OYiZ0Vp8eV7KVHeJEOIB1WgDzMnqbvzsRJ1z+18eTMO6jIip6xAh0xzVaIOQVjXyLdMp6S0kxN/R\n", "/1IR+LJ+lBOjw5eXJSI7WovtyxPB9NzxWezRgrVmR7GDK7YYJKvRtrS04Pjx45DL5Vi3bh0SEhIm\n", "vO/+/fvBsiwAIDMzE/Pnz5equwEjXKPEswvj8OTcaKgVcpSU3JzqLhFCPJCsRvvhhx/iiSeeAAAU\n", "FRUhPz9/wvsePXoUGzduFBQvWGq0hBDf8uu5DnQ6nfNnlcr9pNGu9mVZFnv37gXP80hPT6dESggJ\n", "SJLVaIefKCuV7md9crVvXl4ennrqKTz99NNobW0Vv5MiCdbaFcWm2MEQWwySJdqh2ioAyDwsmSFk\n", "X0/JGhj5ZpSUlNC2xNtXr16dsvhXr16d8uMPtu1gfr+9JVmNtrCwEAUFBeB5HgcOHMDmzZsBANeu\n", "XQPDMJgzZ47Hfevr65GamgoAOHDgAB5//HGX8aSo0XaZbLjW0o9+K4v58XokGzSitk8cukw2VLUP\n", "gOV4zIzWIS5UPdVdIsTJr2u0ubm52LlzJ3iex4YNG5yPnzlzBjKZbESidbVvfX09zp07BwBYtGiR\n", "VF116WBVB3aUtwAAEsNU+I9HsxFDixSKymbn8JdPW1F4rR0AsDw5FN9Zn4ZQNd20SKYPyf6aExMT\n", "sXXr1jGPb9++XfC+a9eulaRvnjT1mmHneJxvuLdO1p0+K4wWFjH6sfuXlJRg9erVPuzh9Indb2VR\n", "Utvj3D7XYES/hfWYaAP9uCl24MQWA92wMMqN9gG88uENfO9wNe5PvbdK6MIEPSK0dJYlNr1KjrXp\n", "Buf2iuQw6NVyN88gJPDQXAejvHumEYUVjq+xixL0eGpeDCCTISNCg1iqHUqi22RDVbsJdo7HrBgt\n", "YvXev842lkNDjxl2HkgOU0OrouRNJseva7SBKj70Xg3205Z+/G3uDGRF69w8g3grQqcc8e3BWzzP\n", "o6y+F2+cqAPHAy8tScBT82OgVlCyJVODSgejrE4zYOvCOCxO1OO1DRlIE7BSqJjDQCaKYo9ltLL4\n", "w4VmcHe/q/2/i83oNNl9EltqFDsw0RntKDF6FV5algiO58HcHdNrsXPoGbRBrWBg0PrXktsMQ5+V\n", "o6kYGWaEqXCnzwIAiNApoJK7H8tNiJSoRuvBgJXFh5Xt2FHeghlhKnz/oXSkRng+y5Va76AN11oH\n", "0GWyYV68HukCzryDSWOvGXuvtmPAaseWhXHIiqLyD5kcqtH6QHWHCX+40AwAqO+x4GBVJ752f9IU\n", "9wo4VduDX5Y1AgAitAq8tXkmEsPoYt2QpHANXlmdPNXdIAQA1Wjdauq1oLprcMRj430FdVc/6h60\n", "odcsXn1wyIXGe2N8uwft6JMghifBWrOj2MEVWwyUaIfpGLCiuKoDO8qbUdM5iLpuE07V9OC5RXGI\n", "1CqwMEGPvFlRgtsrb+rD3xddxz9+eANVbQOi9nVjdqTz56woLaJC/Kt2TAi5h2q0w7x38Q7+fMkx\n", "S5hBq8APN6TjG/tvIilcjUWJoXgwMwLz4se5NWwcbf1W/O2ez2CycQCAVIMG/7U5W7RbS812FtUd\n", "gzBaWaQaNEigsgEhkqAarYhYjsenzf3O7Z5BOxQyGf5pXQpOVncjM1KL1Ajhk8rwPO8cXgQALM9D\n", "zE80jUKOuQKTPiFkalHp4C45I0P+3BgMVWBzk8MQF6rCxuwo/DQvC4/NjnZ5Njpe/ShWr8L3HkyD\n", "TsnAoFXgm2tSECbBRCnBWjej2BQ7kNAZ7TArksPx30/MhMnGIsWgETxmlmEY8Dw/Yi5dmUyG3OQw\n", "/OaZ2WAARIXQrF+EBCuq0YrgWks//nKlFQmhKuTPi6VhVoRMI1Sj9QNNvWZ873A1zHbHRS87D7yy\n", "isZvEkLuoRqtl8x2zplkAaCxxwyW892XhGCtm1Fsih1IKNF6KU6vwuMzHfOpquQybF0cDzlD99UT\n", "Qu6hGq0I+i12NButUMsZJBvUHhejJIQEDqrR+gm9WoFsWuOKEOIClQ5EEKy1K4pNsYMhthgo0RJC\n", "iMSoRksIIW6IUaOlM1pCCJEYJVoRBGvtimJT7GCILQZKtIQQIjGq0RJCiBtUoyWEkABAiVYEwVq7\n", "otgUOxhii4ESLSGESIxqtIQQ4gbVaAkhJABQohVBsNauKDbFDobYYpBsyqmWlhYcP34ccrkc69at\n", "Q0JCwoT3nUgbhBDirySr0X744Yd44oknAABFRUXIz8+f8L4TaYNqtIQQKfh1jVan0zl/VqncrwDr\n", "at+JtEEIIf5KskQ7/ERZqXS/bLerfSfSxlQK1toVxabYwRBbDJLVaFmWdf7saWkXV/tOpA2DwYDy\n", "8vKJdlMUOp2OYlNsij1NYxsMBq/bkCzRDg4OAnCclQ79DADXrl0DwzCYM2eOx31dPT6eJUuWiNZ3\n", "QggRk2SJNjc3Fzt37gTP89iwYYPz8TNnzkAmk41ItK72dfU4IYQEkmlzZxghhPgrumGBEEIkRomW\n", "EEIkRol2GuA4bsQIjWCJTUigkOximBim8jZeMWLv37/fmYQyMzMxf/580WMfPnwYNTU1yM/PR2Ji\n", "4qTaEDu2L467oqIC169fB8dxWLFiBZKSkibchtixfXHcZWVlaG1tBQCkpKQ4R9v44rhdxfbFcQOO\n", "UUhvv/02XnjhBeffmy+O21XsCR0378f27dvn/LmwsHBS+06kDbFjHzlyRHC8ycbmeZ6vqKjgm5qa\n", "vGpDzNi+OO5Tp045fz548OCk2hA7tq/e7yEfffSR122IEdtXx11cXMxfvHhxxN+br457vNgTOW6/\n", "PqOdytt4xYjNsiz27t0LnueRnp4ueC4GMW499sVxu+KL4167dq3XbYgd21fvd11dHfbs2YOCgoJJ\n", "tyFmbF8cd3d3N3Q6HTQajVf9FzP2RI7brxMtP4W38YoROy8vz/lzcXGxJLHFbkOM2L487qNHj2L5\n", "8uVetSFWbF8dd1paGl5++WXs27cPGRkZk2pDzNi+OO6SkhI89thjqKqqmnQbYseeyHH7daL19W28\n", "YscebiJ/BJPtsxhtiBF7OCmP+9SpU8jOzkZ0dPSk2xAz9nBSv98ajQahoaFetSFW7OGkOu7W1lZ8\n", "+OGHaGtrQ1pamrNO6ovjdhV7OE/H7deJ1te38Yodu76+HqmpqQAAs9ksSeyJtuGL2L447tOnTyMu\n", "Lg5paWmC2vBFbF8cd1dXFyIjI537e2rDF7F9cdxf/vKXAQCVlZUj5h7wxXG7ij2R4/brRDuVt/GK\n", "Ebu+vh7nzp0DACxatEiS2MeOHUNNTQ00Gg3S0tKc9UNfHLer2FIfd1tbG0pLS5GTk4OqqioYjUY8\n", "//zzPjlud7F98X6XlpbCYrEAAJYuXeqxDV/E9sVxA45EX1JSMuKs0hfH7Sr2RI6bbsElhBCJ0Q0L\n", "hHIUSHoAAAUnSURBVBAiMUq0hBAiMUq0hBAiMUq0hBAiMUq0hBAiMUq0hBAiMUq0hBAiMUq0Qai1\n", "tRVFRUV48803x/39O++8g/b29gm1+cEHH6CoqAhFRUXYt28f+vr6Rvz+wIEDk+7vkI8++gh79uzx\n", "up3pRshr29/fj9/+9reorKz0QY/IaH59ZxiRRlxcHPLz87Fr165xf79lyxZERERMqE2ZTIb8/HyX\n", "v5/I7ZGubNq0CXv37vW6nelGyGur1+uxevVqcBzngx6R0SjREier1YrDhw/j1q1beP755xETE+P8\n", "3fnz53HkyBGkp6cjNDQUNpsNBQUFzgk51Go19uzZA7lcDpPJhMcffxxhYWGw2+0oLi5GVVUVioqK\n", "AADZ2dmYO3eux/7Y7XYUFhaCYRjwPD9mcuaPP/4YbW1tUKlUMJvNyMvLQ1hYGD799FMUFhbioYce\n", "wurVq53bDz74INasWeMyXn9/P95//33odDowDAONRgOTyYS8vDzn5DGuYgLAhQsXUFxcjOeffx5l\n", "ZWVQqVRYuHAhsrOzwbIsDh065JwjYGBgACkpKVi1apXH16GsrAx37tyBSqUCx3FQqVR49NFHPb62\n", "nZ2dKC4uhk6ng9VqRWhoKNLT0z3GIxIQPHMtmXY++OCDcR8/ceIE39bWNubxd9991/lzeXk5f/Pm\n", "zXGfb7FY+D179giK5c7+/fv59vZ25/Ynn3zC79q1i+d5x4Tjp0+fdv7OarU6f8fzjsm5GxoanL/b\n", "vXu3oJgVFRX8b3/7W+c2y7L8H//4R0Exed5xnIcPHx7TbnFxMd/Z2enc7ujo4D/77DNBfdqxYwdv\n", "NBqd/bl9+/aYmON57733eJZlndu///3v+YqKCkExibjojJYIFhUV5fxZq9XCarWOu99kJwwfrb+/\n", "f8Q0hIsWLcLt27cBADU1NTCbzc4zOcBxljhk1apV2LNnD5599lmUlpa6PZMdbfHixc6fGYaBVqsV\n", "FHPIpk2bxj2WoZmvAMdrOfz1dOeZZ57B2bNnYTabYTabBU/colKpwDD3LsMMPy7iW5Roidc4jkNt\n", "bS0yMzMBAD09PWNmo5+MkJAQdHR0OJNteXm586v3vHnz0NLSghUrVjj3t9vtzp/lcjn0ej16e3vR\n", "1taG9evXC4575coV52z5LMs6P1A8xXRHo9GMmGaQ4zjU1NQgKyvL7fPsdjtu3bo1ov/vv//+mCka\n", "x2OxWMCyLORyOQDH6ze878R3aPauIHTy5En09PTg6tWrmD9/PhiGQV5eHm7cuIFbt26hpqYGcXFx\n", "CAkJwYoVKxAfH4+TJ0/i9OnT+MpXvoLY2Fjs2LEDHMfhhRdecLbZ2toKtVrtrN8qFPc+xz/++GN0\n", "dXWBYRjY7XasXLkS8fHxbvtpt9uxe/duKJVKMAwDvV6P8+fPY9u2bUhNTUV5eTlu374NhmGcEzkP\n", "X2JlYGAAv/jFL/Dkk08KmkcXcMw5WlVVBbPZDJ1OB7PZjIcfftiZIN3FPHToEC5evOhcpG/hwoXO\n", "mqjdbse+ffsgl8udKwevWbPG42tgNpvxzjvvICMjAzKZDBaLBffdd9+IBO3qte3o6MChQ4cQGhoK\n", "q9UKuVyOrq4uPPfcc9Dr9YJeDyIOSrSEDFNRUTHufKSEeINKB4TcZTQaUVpaCsBRUx2+Hhgh3qAz\n", "WjJlLly4gMbGxnF/t3TpUiQlJU2LmO7U1dXh8uXL4/4uLS1tQisWEP9FiZYQQiRGt+ASQojEKNES\n", "QojEKNESQojEKNESQojE/n/E8zt/TlTqIAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.687896\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd0VPeZP/739KoujSrqAiHTwQhjmo0xsg02OOCGvd6T\n", "jeONvck33hQ7TpyNf3Gym00cp62T7HGSdUiixDRhMJIBmSYkqkyRhEBCDYF6HWn6vff3h9BIgtFo\n", "yr2jKc/rHM7RHY0+z+fOiGeunvspIo7jOBBCCBGMeLo7QAghwY4SLSGECIwSLSGECIwSLSGECIwS\n", "LSGECIwSLSGECEwqVMPt7e0oLS2FRCLB6tWrkZiYOOlzq6urcfXqVbAsi2XLliElJQUAsG/fPjAM\n", "AwDIysrC3LlzheouIYQIRrBEe+bMGWzbtg0AUFRUhE2bNk363J6eHjz55JMAgAMHDtgTrVKpxLp1\n", "64TqIiGE+IRgiVatVtu/lsvlTp+7atUqh48zDIPdu3eD4zhkZGRg0aJFvPaREEJ8QbBEO37CmUwm\n", "c+lnDh06hKVLl9qPCwoK7F8XFxfz1zlCCPEhwRLtaG0VAEQi0ZTPP3bsGHJychAbG+vw+1Ml64MH\n", "D0IikbjXSUIImUJkZCQWL17sVRuCJVqj0Qhg5Mp29GsAqKqqglgsRl5env2xEydOID4+Hunp6RPa\n", "aG5uRlpaGgDAZDI5jSeRSKi0QAjhXWVlpddtCDa8Kz8/H4WFhSgsLER+fr798YqKCpSXl9uPOzs7\n", "cfLkSdTW1qKoqAjbt2+3f6+5uRk7duzAjh07MGvWLKG66rWysjKKTbEpdpDG5oNgV7RJSUl49tln\n", "73r8pZdemnCs0+nwxhtvOGxjsptkhBASSETBskxiaWkplQ4IIbyrrKzE2rVrvWqDZoYRQojAKNHy\n", "IFRrVxSbYodCbD5QoiWEEIFRjZYQQpygGi0hhAQASrQ8CNXaFcWm2KEQmw+UaAkhRGBUoyWEECeo\n", "RksIIQGAEi0PQrV2RbEpdijE5gMlWkIIERjVaAkhxAmq0RJCSACgRMuDUK1dUWyKHQqx+UCJlhBC\n", "BEY1WkIIcYJqtIQQEgAo0fIgVGtXFJtih0JsPlCiJYQQgVGNlhBCnKAaLSGEBABKtDwI1doVxabY\n", "oRCbD5RoCSFEYFSjJYQQJ6hGSwghAYASLQ9CtXZFsSl2KMTmAyVaQggRGNVoCSHECarREkJIAKBE\n", "y4NQrV1RbIodCrH5QImWEEIERjVaQghxgmq0hBASACjR8iBUa1cUm2KHQmw+UKIlhBCBUY2WEEKc\n", "oBotIYQEAEq0PAjV2hXFptihEJsPlGgJIURgVKMlhBAnqEZLCCEBgBItD0K1dkWxKXYoxOYDJVpC\n", "CBEY1WgJIcQJqtESQkgAoETLg1CtXVFsih0KsflAiZYQQgQmWI22vb0dpaWlkEgkWL16NRITEyd9\n", "bnV1Na5evQqWZbFs2TKkpKS43QbVaAkhQvDrGu2ZM2ewbds2PPPMMzh9+rTT5/b09ODJJ5/Eli1b\n", "cOnSJY/aIIQQfyVYolWr1fav5XK50+euWrXK6zamU6jWrig2xQ6F2HwQLNGOr0jIZDKXfubQoUNY\n", "unSpV20QwgeO42Bj2OnuBgkSgiVahmHsX4tEoimff+zYMeTk5CA2NtbjNsZ/6pWVlfnseMWKFT6N\n", "N/54xYoVPj/f0ePxfB3/zj7w2f7NARP+60gjvnWgDhdv6cFxHL3fQfx+uxrfG4LdDNuzZw82b94M\n", "juOwf/9+bNy4EQBQVVUFsViMvLw8+3NPnDiBuLg45ObmutSGI3QzjPCB4zi8e7wFB+t6AQAKiQjv\n", "b87FjEjlNPeMTBe/vhmWn5+PwsJCFBYWIj8/3/54RUUFysvL7cednZ04efIkamtrUVRUhO3bt0/Z\n", "hr/h85OPYk9vbJYDOoYs9mMzw8F6RwkhGM+bYgtLKlTDSUlJePbZZ+96/KWXXppwrNPp8MYbb7jV\n", "BiFCkYhF+KdFifjup9dhsrHYtjAe8WGK6e4WCXC01gEhDtwaNMNsYxGvlUMtl0x3d8g04qN0INgV\n", "LSGBLCmcrmIJf2gKLg9CtXZFsSl2KMTmAyVaQggRGNVoCSHECb8e3kUIIWQEJVoehGrtimJT7FCI\n", "zQdKtIQQIjCq0RJCiBNUoyWEkABAiZYHoVq7otgUOxRi84ESLSGECIxqtIQQ4gTVaAkhJABQouVB\n", "qNauKDbFDoXYfKBESwghAqMaLSHTpKnXiPoeI6JUUuTqNNDQurd+adrWox0aGoJWq/UqMCH+xGRl\n", "YGU5hCl8s0TzzQETvl1cj36jDQDw5gPpWJMV5ZPYxPeclg5qamoc/vvb3/7mq/4FhFCtXQVL7KZe\n", "I75bch2v7avD+ZuDmOqPPD5i9xps9iQLAJU39S79XLC85oEUmw9OE215eTnEYjEaGxtx+vRpWCwW\n", "nDp1CtHR0b7qHyGCsjIsfnfqJi53DKOl34T/ONiANr1lwnPaBs0ovNCO/z3disZeI0QikddxYzUy\n", "xGtl9uNlqeFet0n8l9Ma7WiJ4O9//zueeeYZ++P/+Mc/8PTTT/ukg66iGi3xhNnG4Bv763Gt2wAA\n", "EAH4YMts+/biVhuLn51owZHrfQAAnUaGXz4+EzEaudexb/Sb0NRnRIRShplxKiilVKP1R4KPox2t\n", "w8rlE3+p7jwmJFAppBJ8ZVkyNHIJxCLgtZWpSAgb+/02Myzqewz2485hK4w21lFTbpsRqcTKjCjM\n", "S9RSkg1yLg3vMhgMYNmRXy6GYaDXu1ZPChWhWrsKltj3JGjx+ydz8ccts7E2Owoyydh/C41cgmfm\n", "xduPn7gnFh3N9bzFdlewvOaBFJsPLt1ifeSRR/CXv/wFcrkcZrMZjz32mND9IsSndFrHf6WJRCKs\n", "yoxCapQSVoZDaqQCl841+7h3JNDROFoSkq73GFBa34dYjQwr0iMnTbSETNs42vb2diQkJHgVmJDp\n", "0qE34zvF19FvGhle1TVkwcvLUrxu12hh0DlsgVwiRmK4wqu2zDYWXcMWyMQixId51xaZfi7VaKur\n", "qyccl5eXC9KZQBWqtatAjT1sYe1JFgBqOodhZVy/weUo9rCFwUeXO/HSrlp8ZU8tajqGPO6f2cbg\n", "QG03vrjjCr6y5yqujGsrUF/zQI7NB5cSbV1d3YRjqdQ3s2cIEUKsRooHsiIBjAzn2jpXN+EGmCfa\n", "9Wb89fN2AIDByuIvn7eD9bAq1zZowW9P3QQADFkY/OHcLdjc+CAg/sejjDk6AoGMWLFiBcUOoNjh\n", "Shn+dVkKHs2NhUoqRka0yuvYMrEY96WGIydWDSvLYdhsg9jDiQ1SsQgyiQhWZiRRh8ulEItFk8b2\n", "lVCNzQeniXb//v0wGo2ora2F1Wq1Px4fH+/kpwjxf1EqGaJUsqmf6KIIpQTRahn+XNmOMIUEb6/L\n", "9Lit5AgF3l6Xif89fROxGhn++d5Ej5M28Q9O/17asGEDtm7digULFmDr1q32f6tWrfJV/wJCqNau\n", "KPaYXoMVNwfMkIlF0JsZFF/t9rh9kUiEJSnh+MXGmfjBukykRo5dcfvbeYdCbD64VJh65JFHhO4H\n", "IQGrqdeIP51vA0TAvy5LhlIqRhwPU3TVcgnkXtaOiX+gcbSEeGHIbMMbxfW41m0EAMRpZHhhUQLm\n", "J4Z5PcTLV9oGzeg1WhGjliGBhpLdxWfjaA8cOIC5c+eCYRiUl5dj6dKlyM7O9iowIcHAynDoG7fc\n", "Yb/JhoVJYQEz9rWlz4Q3S+rROWxFYpgc76zPsi+oQ/jj0t8lFosFycnJuHDhAp577jlUVlYK3a+A\n", "Eqq1K29jD1sYWDwctuQv5x2pkuIry1IgFo0MFfvq8hmIVvN3k81ZbD5c7zGgc3jkRneb3oLrPUaf\n", "xXZHoNdoXbqiFYvFEIvFUCpHPukUisD4tCb+ieU4nGsdxB/O3kK8Ro6X8pMD9ipKJBLhvrQI/O+T\n", "s8FyHJLDFbAyHCqa+/D5LT2WzojAwmT/XZ0rXDkxBUSoaIy8EFx6VS0WC4aGhuyJNkjKurwJ1fGF\n", "nsZu7TfjB4caYWM5NPaaoJFL8PoD6bzHZjkOVe1DONk0gJxYFe6dEY4IpfdXm3fGlohFSI0a+6C4\n", "1DqIdz5rAgB8UtuDnz2Wg3mJ/Gz9xPf7navT4PU1aTjVMoDlaRGYFTv5mOJA/F3zFy4l2qSkJBQV\n", "FWHLli2oqqpCQ0OD0P0iQczKsrCxYx/W/SYbGJaDRMzvWNGGHiPeKL5uj/XmA2lYkyX87iDja7YA\n", "MGCyTvLM6aeRS7A2Oxprs2nXFCG5VKNdvnw5nn/+eSiVSuTm5uKVV14Rul8BJVRrV57GTgpX4F/u\n", "TQIAhCkkeHFxottJ1pXYAybbhITe3Gdyr6Mexs6KUSHy9p/kOo0MaVHuzTzzJraQQjU2H9wuyEil\n", "0glrHVy4cAELFizgtVMkuKlkEmycHYN5iVpwHIcYgW4epUQokBGlRGOfCQqJCEtnRAgS504Z0Sr8\n", "fGMOeg1WxGrkSAqQYV5EOF6Poy0qKsKmTZv46o/HaBxt4DBaGNR0DuNqlwEl13oQo5biuw9kIFaA\n", "NWE79Ga06S2IUEonXdPg5oAJxxv7YWM5rMmMmpYbczcHTCit74OVZbEuJwapAXpzMBhN23q0hHjK\n", "aGWwu7oTH55vh1QswpeWJqHwQgc6hizQKCRo6DXCYmOREa1CJA9rEcSHKZyOaTVYGPymohXnW0e2\n", "ZzrTMogfFWTddTdeSAYLg1+fvIHKWyPLIVbe1OPH67NpBEAQofl9PAjV2pUnsbuHrfjw/MhygjaW\n", "w8FrvVicrEWYQoLP6vvw2r46vF58HR+cuYUhs23SdioqKlDXbcBPjjbh96dacXPA7NE5GG0MrneP\n", "jR1t6DXCaGOc/gzfr7nJxqChd6x+3NRrgolx3IdAe7+DITYfKNESn5JLRNDKx8aU6rQyPD0/HtFq\n", "GXZXd9ofP1jXi37j5IlWHZuE75ZcR2l9H3ZVdeH/znu2Zmu4Qoqn5+vsx0/Nj0eED69mgZFlG59b\n", "OLYi3rMLfN8HIix6N3kQquMLPYkdH6bAjwuysL2yHVEqKZ6ZH4+USCVsDIs58Vrc6B+5Mk0Ol0Ml\n", "n/w6IDouHv2mXvtxS78JFoaDu/MCZBIxHpkVi9k6DRgOyIhSTjm5gO/XXCoWYf3MGGTHqGGysdBp\n", "ZFBMsphMoL3fwRCbD5Roic/l6jT44frMCWusSiViPLcgHtmxKgyZGdyfHokY9eQ3x2LVMjwzPx5/\n", "v9gBsQh4YVEi1HLPZl+p5RLkxfMzocBTLAecahnAR5c6oZCI8M76LMxPCpvWPhH+eF06oKFdoVu7\n", "8ia2o4Ws48MU2Dg7Ds8uSJjyrvv5MxV4ap4Ov3p8Jt7fNAvLUn0zdAtwfN5mG4PuIQsMFuf13cl0\n", "6C346NJI6cTMcNj+eRsY9u4BQYH6fgdybD64lGhPnjyJ2tpaAEB9fT3a29vt30tPT+elIyzLgpnk\n", "BgAhjmgVUuTqNMiMUUPK86wyVzEsh9YBE4419OMrRVfxs+PN6NBb3G5HIRVBKR3775gYpsA0nRIR\n", "gEvjaAsLC/Hwww8jJiYGLMti165d2Lp1q9OfaW9vR2lpKSQSCVavXo3ExMRJn1tSUoKGhgZs2rQJ\n", "SUlJ9sf37dtnT75ZWVmYO3fupG3QOFria1YbiyMNfXi/ohUxGhk2zo7D70614purUvFQTozb7V1u\n", "G8JfP29DfJgCT8+Pp4kOfsJn42g1Gg1iYkZ+ccRiMSSSqWthZ86cwbZt2wBMPamhoKAANTU1dz2u\n", "VCqxbt06V7pIiM+1Dprx7vEWcAAM/Wacax1EbpwGnk4BmpuoxY/is3lf84FMP49qtGLx1D+mVqvt\n", "X8vlns34YRgGu3fvxq5du/x6DdxQrV1R7IlEAPJ0asz1YqWuqZKsP553sMfmg0tXtCKRCL29vYiO\n", "jkZvb69LtdTxFQmZzLMZPgUFBfavi4uLPWqDEKGkRCjwrdVpeL+iFXEaGZ5flIAZ4QqoFTSYh0zk\n", "0m/Eo48+ikOHDtnXpH3iiSem/JnxyVjEw1bJriTrsrIy+3i70U9AXxyvWLHCp/E8PRaLxVi+fDmv\n", "7Y/y9fmMPjbd7/cDy+/HgiQtbrY0w9Ddjo9vanBjwIwVyUqIe5qRn790Wl4foY5HufJ8qVSKZcuW\n", "8RJ/9LHpOn9vCbY54549e7B582ZwHIf9+/dj48aNAICqqiqIxWLk5eVNeH5NTQ0iIyMn3Axrbm5G\n", "WloaAGD//v3YsGHDpPHoZphzVhuLz9v0qGgewLwELe6dEQ5tEF15DRitMNlYRKqkUEzTbgY7L3eA\n", "4wC9mYFGLsGS5DBkxarBcRwvFxuBRG+24XTLAM7f1GNFeiQWp4T57S4TU+HjZphLNdq6ujq3G87P\n", "z0dhYSEKCwuRn59vf7yiogLl5eUTnnv48GGUlZXh8OHDOH78uP3x5uZm7NixAzt27MCsWbPc7oOv\n", "BELtqq7HgLc+bcAntT34z6PNqOkc9llsIYyPfaPfhO+UXMc/f1SDwgsdTtdI4Dv2eBqZBB/XdOPv\n", "Fzvwh7O3UN05hOMNfXiz5Dp2XOpAn8H7BcD95TWfSm3nMP77WAtK6/vw9uFG1HUZfBbbH7l0SXPx\n", "4kXk5OTYjxsbG5GRkeH0Z5KSkvDss8/e9fhLL71012MPPfSQwzZWrVrlSveIC7qHrRj/p0vXkP+u\n", "+u+uI9f7UH97U8GuYStquwxIDJMjOcK3Sw0mhCnQMTQ2hlYsEtm3tDl/Uw+dVo7VmVE+7dN06TVM\n", "/LAbNIf2GHmXd8Ed7+LFi4J0JlAFwhxwiViEhLCR0R9hCgnSorxPQtNx3s19RpxvHUT63CX2x2SS\n", "kT/LH8uNQceQBW+WXMdX915DXffdV+23Bs346+dt+NPZW2jpm3zHV2cmO++0KCXmJmjsxwrpxP9e\n", "vZNc0d4cMOFK5zB6h6f+8AuE3zUAmBmntu8ykRwu9/r3LSTWOli+fDk+/fRTrF+/Xuj+EIFUtg5i\n", "VUYkFFIxREBAzjq63mPANz+px7CFQaRKip8+mo20KBVWZUShun0Y8Vo5PqntAQAMWRgca+hHTuxY\n", "4jNZGfyuohWnbgwCACqa+/Hfj+Xwsu4tAESrZXh9dRoa+kxQyySIUUuRp1OjptOAKJUUCxysXVDf\n", "bcDrxfXQmxnMS9Ti9dVpiBNgAXRfy4hW4b2NOegz2hCrkSFh3JrAfQYrrnQNw8pwyI3TID4s8M93\n", "Ki5d0W7fvh2Dg4P2eunly5eF7ldACYS62cOzYnCgtgfbK9txc9DMy6wjX593Q68Rw7fXEug32tDS\n", "P7KGa3KEAm+uTce8RO2ED5CEO/4DG62svcQAAC0DZpis7i+tONl5D5qsaO43g2E5xN8uXby1NgO/\n", "eWImfrFxpsMdHsqbB6C//Wf1pbYh+zm5G9sX3I2dHKHEnATthCRrZVjsuNyBHxxqxI8+a8Ivylow\n", "aJq6ph4SNdpHHnkES5aM/al24MABwTpEhDErToNfPzETRiuLOK2Ml223fS123N5iIgBR465E1TIJ\n", "ZsZp8Pa6THxc0428ePVdC82EK6V4dkE8fl3eCgB4el48Il3YxaCl34TazmGEKSTI02kcPoflOOy/\n", "0oP/O98GAFiUHIbvPJCOGI0cMZrJr9gSx30YiEWAVhGYd+ZdZbAwONE4YD8+f1OPIQvj0x0tpoNg\n", "w7t8jYZ3BT+jlcGltiHUdA5jfqIWc+O1kEndm9xotDJo6jWB4TikRymnHOLWOWTBtw/U4dbgyH2K\n", "Ly9NwpZ58Xc9b8hsw//bd82+ni4A/GHL7Cn3H+s1WPBZfR+qOoZQMCsWi5PDIJtkLdpgYGVYfHi+\n", "zb5S2b0pYXhjTTrC/DjR0p5hJKSoZBLkp0Yg34slEVUyCWbHO74qdWTQZLMnWWDkT/3Nc3R3TZVV\n", "SMW4LzUCN/pHEkhunBphLlydRqvl2DIvHltwd/IORjKJGFvm6jAnQQsrw2FWrMqvkyxfXProHBwc\n", "xM6dO/Hhhx/CZrNhz549QvcroAhZP7LaWPQMW2C00h5S0xE7SiXFrLixdTvW5UTj/LmzE55jZViU\n", "NQ3AynB4ZVkyvrEyFd95IJ23m2zjBcNrHqmSYVlqBFZmRELnZONMIWJPF5c+SkpKSrB582Z88skn\n", "kEqD/9PHX+hNNuyu7sL+K92Ym6DBl/OTJ9xYCBQ3+k349FoPWI7DI7Nip2U7b0/FaOT47oPpuN5j\n", "hEYuQU6sGp+fmTjcsaXfhP860mQfp/x4XizWz3J/mUQSvFzKmkqlcsJaA64skxhKhBrjV99jxF8/\n", "H1lkvaxpAEtTwlGQOzHR+vu4Sr3ZhnePN6Omc2RmUHX7MN5Zn+X1n4u+PO+EMMWED7il9y2HycpA\n", "KRv5f8Cw3ITJIJ7usuAKf3+/gzE2HzyasMCy7g+JIe5jMfE+pc3F+5ZWhsWFW3r89fN2nGsdhGmK\n", "7bOFZLayaOobG7LU3G+CyYPdar3Fchw+v6nH9w9ex/bKNnQOub8LAgC09Jnw9qEGfGN/HS7e0gMA\n", "UiKU+OKSRIhFI6MInluQwGfXSRBwKdHqdDqUlZXBZrPh1KlTSE1NFbpfAUWo+lF2tBpP3BMLmViE\n", "+YlaLEoOdyl2XbcBrx+ox4fn2/BmyXXUdno3z3wyrpx3hEqKf1o0trvGC4sS7DOGhI49XnOfEd/7\n", "9DpOtQxie2U7jlzvczumlWHx+9OtONuqR12PEW8dbEDboBlquQSb5sThT1tn4/U1afiwsg2/O9WK\n", "W4PmqRt1UzDUaAMtNh9c+o1ftWoVampq0N/fj4SEBN72CSPORaik+OKSJGyZq4NaJkGYi6tt9Rgm\n", "rmvQPezZ1RsfZBIxHsmNQV68BhyA9EjltAxfMlhYWMdtdtg64HxigCMsy6F/3OB6k42F7XabSqkE\n", "YpENbx1ssE9A6DNa8e3V6bRjAnF9h4W8vDxs2LCBkqwDQtaPVDIJ4rWKSZOso9gzIpQIvz20SC0T\n", "Iz3q7hlJfHD1vFUyCXJ1GszWaaDyYEtwhuXQPWzBgHEsybn7midFKLAqI/J2f8R4xIObVQqZBC/n\n", "J9s3Ufy3+1KgGzdd1mRj7UkWAG70m2HluUwSqnXSQK/RunSJ1N3djeLiYqhUKlgsFhQUFCA6Olro\n", "vhEPpUer8PMNM9ExZEGsRuZw6megsDIsjjX046OL7XgkNxYZ0Spkx6jcXks3SiXDq8tTsHXeyF8H\n", "no58mJcYht8/mQsby0GnlU9YOCZWI8dT83T46FInJKKRMsnoDTMS2ly6oi0pKcG2bduwZcsWPP30\n", "0zh48KDQ/Qoo/li7So1S4t4Z4YImWV+c980BM96vaMWjs2PxwZlb+PaBevzl83acv1TtdltRKhlm\n", "xWm8Hl52/dJZzIhU3rU6l0YuwTPz4/HrJ2bi/c25WDrD84kVk/HH37Vgj80Hly4L1Gq1fUNGiUQC\n", "pTJwxkES/9czbEVt1zBsLIfcODXi7xgrPCtOjWMN/fYa6+6qLixeHTcdXZ2SViHFrDgaa04mcumK\n", "1mSaeOPAYBi5i33mzBn+exSAQrV2xUdsi43FPy524O3DI6s5/fLkDejH3XBKjlBgU14s4sYtzKKW\n", "iZGki/U6tqcC/TWn2L7n0kcvy7L4wx/+gIULF+LixYuIiIhATU0NLly4gKVLlwrdRzKNGJYT9K75\n", "sIXByeZ++/H51pHVnEYnNMgkYiyZEQFdmByRKgk69BY8PT/e57snEOINl65oDQYD7rvvPiiVSuTn\n", "5yM3NxdBsugXL4KxdmW2sTh6vRff/KQOH567hR4HQ8T4iK1VSPBA1tj2LsvTIu5ajEUiFiEjWo1X\n", "7puBtx/OwmydBherrrjUPstxqO0cxqdXe3C5bQhWm/ejAILx/abYwnLpiva5556DVqu96/HU1FS0\n", "trYiJSWF946R6dXQY8CPjzQDAKo7hpEYrsDDM/mfvz9+NScbw2JWnMbpiIIegxV7q7twtlWER8Vd\n", "eDA7GhonQ8bqu434xv46e333Z49lY17i3TsdECIklxKtoyQLAGFhYSgtLQ35RBuMtSvDHTsP9DjY\n", "74qv2KOrObmiqn0If7/YAQD4dXkrZkQqHW4RM6pr2HLHRAUztHIp9GYbksIVHm0bE4zvN8UWFt0e\n", "JQ6lRSlxb0oYzrbqEa2SupwIhTZ0x26qpilKAYnhCqhlYhisLKRiEeK1cnx171VYWQ73xKvx5oMZ\n", "E260ESKE4F3K3YeCsXYVq5HjW6vT8NvNs/DLxx3vdzUd5z0vUYuUiJHhX0tSwpAZpURLnwnNfUaH\n", "9dfMaBV+viEH338oA+9tzMHFW4P2K9zqDgPaBt2fnhyM7zfFFhZd0ZJJRapkgixe3dpvQuewFbFq\n", "GVLd3IZ6RqQSP300G023OpGVokNVuwHvfNYIjgNeW5mKtdlRd62lkBmjRmbMyOLddd1jC+woJCKX\n", "dkEgxFuUaHkQqrUrT2I39xnx7QP16DPaEKaQ4KeP5iAzxr3ZazEaOWJyUtBnsOL9ilaMlmDP3hhA\n", "lEoKkQjIjlEjWn33h8T9aZGQiERo6jNhVWYk0t1M9EDgveYUe/pRop1C17AFLMshViOnVZju0Nxn\n", "xPUeI6JUMsRppBi2stBp5IhykODsP9NvQt/txWH0ZgaNfUa3E+0omUSEaLUU3QYrMqNViFHL8NbB\n", "BgAjW868el8K1HeMSIhSy/BI7vRNdiChyesabTCPOKhqH8JXdtfiX3ZeQXnzABjW8djhUKxd3Rww\n", "4fXievzX0Wa8XlyP8uZBvH6gHu8eb3Y45nZU9B2lCEdXna4oKyuDViHFN1alYdmMcKzJjMTJ5rFt\n", "rA/X9WLAbHPSwgizjUVNxzDOtQ5Oupxk26AZN/pNsNyuAYfi+x3KsfngUqI9ceLEpN9bsmQJb53x\n", "J0NmG3518gYGzQwsDIf/PNLk8ar8wajXYEOvYSyRXe02QKeV40yrHjcGJl/wOidWjR+tz8SWuTq8\n", "vS4TueM2PvRERrQK/7EuE0/kxWHhuGFes3VqaFxYOauiZQBf33cNb5Zcx0+PtaDvjmFsF27p8fLu\n", "Wnxp5xWRvg6mAAAgAElEQVQcquvlZcIDCT0ulQ4+++wzdHZ2YuXKldDpdEL3yS+IRSLIxpUKpGIR\n", "JqschGLtKkYjQ5xahq7biWlmrBrnWwchFsHpBAKFVIx7Z0TgXi9Xthp/3hKxCCq5BP+0OBELkrSw\n", "MBwWJIUhfIqdHBiWw76aLvvx57f06DFY7aUPg4XB707dtA8h+9XJG1iQpA3J9zuUY/PBpUS7efNm\n", "zJ49GydPnsTRo0cxZ84c5OXlCd23aaWWS/DaylT89FgzjDYWX18x465VpUJZUrgCP34kC019Jmjk\n", "EgwYrXhuYQLy4tTTtv6tTivHQzmuz16TiEVYmBSGy+3DAIBolRTacaMQJGIgXDl2rJSJIaU6PfGA\n", "S6WDefPmQSaTYc2aNVi/fj327t0rdL/8QnasGu9uyMGvH5/pcL+uUd7Wj0xWBgNGK1gP1o+YztrV\n", "jerzWJ0ZhYVJYZBLJdhX040/nmvDLSelA77wdd6P5Mbi9TVp+NK9ifhxQRZu9JtRWteLlj4TFFIJ\n", "Xr0vBYuTw5ATo8I767MQH6YI2VplqMbmg0tXtGVlZUhPT0d5eTm0Wi2+9rWvCd0vv+HuSv7uau03\n", "4X8qWtE6YMaLixOxOiMSMmlgzSNpHTDhR581guWAjiELtn/ehjcfSIdI5P9XfzFqGdZmj+wWUlzb\n", "jffKbgAAdBoZfrYhB2lRKrz9cCZYlqPdEojHXMoipaWleOCBB/CFL3wBEgn9st3Jm/rRvivdOH9z\n", "ZNvqnx5rRnqUEtmxrt8g8oe6GcNxGD8gw2Qd2ShdyDQrxHlXtIyNWugctqLPaENCmAJyiRgY92vv\n", "D685xQ4sLl06bd68GatWraIkKwCDdWzuPoeRpBVoksIV+OryFEhEQKxahhcXJ0Ls5dXszQET/ny+\n", "DX86ewst/e7vWOuJ1RljyzWmRCgQo6Zh5oQfLtdoyeS8qR9tnqNDglYOsQj458WJmOHigtbtejM+\n", "OHMT3y2pw8Vbeq/WB+4ZtqK8eQAVzQPodbBK12RGz1splaBgZgz+9FQefv3ETLeuyB0ZtjD49ckb\n", "+Mvn7Si82IGfHG3CoGnimFghanbL0yLw349m46216fjhw5nQaR3f/AzVWmWoxuaDSx/Zg4ODOHjw\n", "IIaHh7Ft2zbs27cPmzdvFrpvISEzWoVfPJ4Ds41DlFoKpdS1vxqKa3vw0aVOAMDFtut4f9MspHqw\n", "rbjRwuD/zt/Cp9d6AQCP58XipaVJULjYj1EyqRgJPI3KMNkYNPSOXcU29ZlgsrIIF3hTBZVc4nTJ\n", "RUI85fIuuE888QQiIiIgldKfU3fytn4UrZYjMVzhcpIFgBsDY4nIwnB3rR/rKr2FwZHrffbjI9f7\n", "oL9jKcLJCFU3C1dI8eyCePvxs/PjEa6a+NqEar2QYgcml7KmUqmETDY2VZJqtdPvyTk6nGvVw2Rj\n", "sT4nGonhnl1NauQS5M8Ix4mmkRtBS2eEO51w4AsyiRgFs2KQq9OAZTmkR6vc+hAixN+4dEVrsUyc\n", "esqyNA1xvOmoH81J0OJ/Ns3C/7cqDl/KT0LEFLOgJqORS/DysmS8+UA6vvtgOr64JAkqF4cxCXne\n", "KpkEs3Ua3JOgdZj4HcW22ljoTbYJ45FNNgaf39Rjx6UOVLUPwTbJehXuCNVaZajG5oNL/zt1Oh3K\n", "yspgs9lw6tQppKamCt2vgKKJ0qG6fQhKmRjpUSreV/kaMttgsLIIU0gmJMEZkUo0VzUhYqZ3C/vo\n", "tIpJb/x4orZzGKX1vUgKV2BFeqRH28W4q11vxofn2lDbZcBT83R4ICsKSpkEV7sMeL24HgAgFgHv\n", "bZyJ2TqN4P0hZDwR5+Lt6pqaGjQ0NGDOnDlIT08XuFvuKy0txaJFi3wed9BkxW9P3URpfR/EIuDt\n", "dZnI53Hbl3a9Gb8pv4GLt4awfmYMnl+UIMhi3Hy5OWDCq0VX7TXjf1qUgOcXJQoed9flTvz+9E37\n", "8U8fzUZqlBLnWwfxy7IbeGFxIsw2FmmRSixOmf7yCAkclZWVWLt2rVdtuDwFKS8vDxs2bEB6ejqa\n", "m5u9ChpMOoesKK0fuZnEcsDOy52TLqfoiUttQzhzQw8zw+HjK92o6zby1rYQhizMhBtzV7sMTp7N\n", "b9zxqjqG8fWPryExXIGt83TYU9WF7ZXteOezJlSMW06REF9wmmh37dqF3bt3Y/fu3di5cyd27tyJ\n", "HTt24K9//auv+uf31HIxtOOujrJj+C0d3NnSnfMAnNWubg2acOR6L041D2DANPXarO5yFDteK8fy\n", "tJEreokIeOKeON7jOoq9JjMSyeHy219HobnPhDa9BfuvdGNOvHbCLr5nb3iXaEO1VhmqsfngtEar\n", "1Wqxfv16nDx5EjKZDAsWLEBlZSUiIyN91T+/lxSuxJsr4nHiphkJYXI8mBU19Q+5YV5iGFamR+JC\n", "mx7rZ8YgJ8a1yQC9Bit+9FmT/Qr4nxcn4rmFCbz2zZFIlQxfu38GvjBHB7V8pGbtC2lRKry7IQed\n", "Q1Z8eL7NPq1ZIRUjOUKBxDA52vQjN3XvT6ffX+JbLtVod+7ciS1bttiP9+zZ43cTFqarRusLBisD\n", "g4VBmELi8kSCpl4jvry71n6cFTOyG6yrIwoCldXG4lhjP/549haSwhX42ooZSI1U4saACY09RoQr\n", "pZgVpw7614Hwh48arUujDu5chYmGd/mWWiaB2s3EEKGUYrZOjSudIzXSNZlRIZFcZFIxHsyOwuLk\n", "MCikYvueYTMilC5PbyaEby7dDGNZFt3d3QCA7u5uWK2uz4cPBf5Yu4pSy/CdB9LxvbXpeGd9Jh6d\n", "5fqC2N7G9gVnscUiEaLUsrs2ZvRFbKFR7MDk8g4LJSUlGBoagkajmVBG4AvLsuA4jmad8SghTMHb\n", "+gPBomvIgpb+kV0hsmJUkEkCa+1fEphcHkc7mdbWVoc74ba3t6O0tBQSiQSrV69GYuLkYylLSkrQ\n", "0NCATZs2ISkpyaM2grlG68/MNgZWloNW7l9rYLQNmnGssQ8GC4u12VFIi1Khx2DFfx5pwqW2IYgA\n", "/GBdJu5L42/MMwlOPh1HO5lz5845fPzMmTPYtm0bnnnmGZw+fdppGwUFBVizZo1XbRDfa+kz4fsH\n", "G/Hv++pwrnXQq6Ua+WRhWPzx7C388Wwb/n6xAz841IBegxXdQxZcahsCMLL274Ha7untKAkZgv3d\n", "pFaPDUOSyz2bgslHG74QirUrhuXwv6db8fktPZr6TPiPQw24NSj8XmGjnJ23ycqirmdsosTNQQuM\n", "VhZahQTh4zZfnJuo5T220Ch2YBLs773xVzfjV/4Sso2ysjL7cmqjb0ywH48/dz7br6iogEKXhkGo\n", "EKuRwdh6DWaTwf796uoaDFnGfn2sDIf2zm4kR6T45PwvX7486fe1Cgk25Ubi/TMj6/VuvicO7U3X\n", "YDEM4SePzsfplkGEy1gkiQcAxPukv/7+frtyfPny5Wk7f2fvty+OveV1jbaoqAibNm266/GSkhIU\n", "FBQAAA4fPoyHHnrIaTs1NTWIjIycUKN1pw2q0fKrqdeI1/bXYdjCQATgJ49m37Uodk3HEL73aQOG\n", "LQxeuS8FBbNioPCTjSXNNgaNvSZYWQ7pkUqEebi6GSE+G0frCaNxZEYSx3H2rwGgqqoKYrEYeXl5\n", "HrdBhNc5bMHw7fUDOIysyHVnos2L1+J3m3NhZVnEaeSQ+0mSBQCFVIJcWqWL+AnB/mfk5+ejsLAQ\n", "hYWFyM/Ptz9eUVGB8vLyCc89fPgwysrKcPjwYRw/fnzKNvxNMNaudBo51LKxX49ZDpJWWVkZdGFy\n", "JEcoPU6yrQMmnGoeQG3nsFtrxQbjax4MsXsNVjT1GtE7zO9Y+5Cv0Toa2gUASUlJePbZZ+96/KWX\n", "XrrrsclKApO1QYSXHj2ydkBLvwmxGjlmebnhoiO3Bk34TnE9OoasEIuA/3rk7vLEeAzLYdjKQO1H\n", "V85kTNugGT8+0oSrXQZkx6jwvbUZSPJw549g43WN1l9QjXZ66c02NN7eUDEzWgmtYurP8Mqbg3ij\n", "+Lr9+Ol5OvzL0mTH7Zts2HelGwfrepE/IxxPzYtHjMZ/1+UNRSca+/DD0ib78ZsPpGFNVvT0dYgn\n", "fl2jJSM7zLYMmCARiZAWpQzaWUgmG4PdVZ346+cdAEZWCts6VwfZFFee0SoZVDIxjLfXr50VN3lN\n", "9WqXAf93vg0AsKe6C3PiNViZye9KacQ7d+7rFgpra7jK6f+Eo0ePYmhoCO+99559XdrRf//4xz9Q\n", "WVnpq376NUf1I5ONwcdXuvHVvdfwatFVHG/sn7CXlZCxfWU09qCJwc7bW58DwK6qTgyYp17/Nj1a\n", "hZ8+lo1X70vBO+szsTB58rKB5Y6FjPqHp+/mqD+85v4Ye1acGl9emoScGBW+uCQRuXH8lZtCokab\n", "kZHhcAjXzp076c/1SfQZbPjTuVsARu7a/+ncLSxODuNlG5p+oxWDZmbC4PvppJKKkROrRlXHMABg\n", "phvLEM6M1WBm7NSjA3Ji1FiWGoFTLQOYrVMjVeXalujEd8KVUmyZF4+Ns2OhoKvZCZwmWkfTYif8\n", "sJQqD4DjQc0KqRg6jRztQyOLTaeEK3gZY9quN+MnR5pQ3WnAnHgNvr3mXq/b9NToeYcppfjGqlSc\n", "bBqAWAQsT4/kfU+uOK0c31qVigGzDVq5ZFr3TeNrEHuwxhYiyU7nefPBpUwZFeW4FkY7LUwuWi3D\n", "2w9nYuelTqjkYmzKi+OlZlXbZUD17TVmqzqGca3L4BcrdCVHKPHUfGHXew1TSmniAQlILl1irV69\n", "2uHjU13xhorJ6kcZ0Sp8a00a/m35DKRE8pOElHfcUGMs/NUqew1WfH5TjysdQ6jrHsZn9b240jk8\n", "6WaT/lwv9NagyWafsOHr2M5Q7MBElwcBJlenxvMLE3CisR+rMyMRwQzy0u6AyYb/qbiBE40jGxd+\n", "cUkiiqq7MGCy4ecbZ2K2D2ZZsRyHa10GXO8xIiVCgVyd5q5yC8dx6ByyICx+BjiOu2v3D29xHIdz\n", "rXr8pvwGwpUSvLYyDZnRvtn3jAQvp+NobTYbjh07BrVajWXLluHQoUMwGAx4+OGHJ6ys5Q9CaRwt\n", "y3EwWBmoZRKIeUo0jb1GvDxuj7HcODXClVKcuTGIN9ak4cFs4cdD1nUb8PWPr8F6+wr6v+9YX4Hj\n", "OJy+MYgflTZCJBLh+w9lYElKOK99uDlgwpd318LKjPRhfqIWPyrIgjxIh+aRqQm+Hu3u3bsxf/58\n", "xMbG4ic/+QnuueceFBQUYN++fV4FJd4Ri0TQyqW8JVkA0MgliFaP/YGTHqVE17AFUrHIZ7N7uoYt\n", "9iQLAK0DE5dd7DFY8dNjzTAzHEw2Fj871oxeA79TPTlgQqnEZGPBujE1mBBHnCZahUKB2NhY5OTk\n", "IDk5GcnJyVAqlVAqaZO78YKhdqXTyvGfBdl4fmECvnZ/Ch6bHYNn5yfgvY05mDnJeEi+zzsxTIGw\n", "20PWpGIRsmIm/skuFokmXFkqZWKI+a0cIF4rxzdXpUEqFiFCKcUry5KhvOMmZjC83xTbt5zWaI1G\n", "o33lrPr6epjNZigUCpjNvlvgmfhORrQKGePqkbPifB//Z4/loE1vRqxajuzYiYk2Wi3DW2vT8d6J\n", "GxCJgG+sSuV9mJdMIsaarCjMSdBAIhYhTuO/C86TwOG0RtvZ2YkjR45AIpHgwQcfRElJCQBg+fLl\n", "SE9P91UfXRJKNdpQN3R71pkr6ykQ4i3B1zrQ6XR4+umn7cfPPfecV8GIbwyabOgxWKFVSILyiowS\n", "LAk0dCuVB/5Uu+oxWPHLky14eXctXvv4Gpr6hFsTwJ/Om2JTbH/m0qUBx3G4fv06LJaR6aRnz57F\n", "iy++KGjHiGeae432sbCdw1ZUNA8gPYrGgRIynVy6ot2zZw/0ej3EYrH9HxnjT/PPlbKJ702kgFNW\n", "/em8KTbF9mcu/S+UyWRYuHCh/Tg3N1ewDhHvZMao8K3VqSiq7sLcBK3LA/pNVgZSsQhSGphPCO9c\n", "+l+l1+snHHd2dk7yzNDkT7UrpVSCdTkx+PljOXg5PxlxWuc3w1iOw5kbA3htfx1+fKQJrQMmj2P7\n", "EsWm2IHEpSvaxsZG/O53v0NMTAwAoLa2Fm+99ZagHSPecXWputYBE35wqBE2lsP1HiM0cgm+sSpN\n", "4N4RElpc2jPs7NmzuPfesXVPjx496ncrd9E4Ws/UdxvwStFV+/HSlHD8cH0m74u1EBKoBF/rYNT4\n", "JAvQ8ojBJClcgRcXJwAAtHIJnl+UQEmWEJ55dOejvb2d734EtECuXanlEjw5R4cPtszGbzfPQq4b\n", "yyEG8nlTbIrtSx4l2lOnTvHdD7/Urjej8EI7fn2yBXXdhunujmBUMglSI5WI94OdGggJRk5rtF1d\n", "XYiKikJfX9+Exw8ePIht27YJ3jl38F2j5TgOvylvxb4r3QCAcIUEv9k0yy+2jSGE+I7gax3s2LED\n", "W7duxfbt2ycksY6ODq+CBgIby024ih00MzBYWSc/QQghjjktHbzyyiuIi4tDdnY21qxZY/+XmZnp\n", "q/5NG5lEjGfmx9vXO12fE41YjeMl+UK1dhWosa0Mi36jFRabZx+cgXreFHv6uDSOtqCgYMJxdna2\n", "IJ3xN0tTI/CbJ2bBZGMxI0KJcFo1aloYLAzqewww2zhkRisR48WKZAMmG4qqO3HwWi/yZ4TjuYUJ\n", "iA3CFc6If3FpHO2dLBYL5HL/+uWkcbTBieM47LvSjd+UtwIAVmZE4Ov3p3q87fjZGwP47qcN9uPv\n", "PZiOVZlRvPSVBCefjaO90+gC4IQIbdjKYF9Nt/34ROMA+k02j9tj7rissNz5ACEC8CjRsizdFBov\n", "VGtXvoitkkqwIFlrP54RoYBGLvY4dnaMCqszIgEA8xK1uCfe/W3Ug/01p9j8c/r317vvvovU1NS7\n", "Hq+trcWmTZsE6xQhoyRiEZ6aG4+ZsWoMm1ksTglDtNrzslWsRo7/t2IGvnhvEtRyCSIEXEaSkFFO\n", "a7RFRUUOE+pkj08nqtESQoQgeI32vvvuc/h4ZGSkV0EJISSUOE208fHxDh+nRWUmCtXaFcWm2KEQ\n", "mw+0nD4hhAjMo3G0/ohqtIQQIUzbOFpCCCGuo0TLg1CtXVFsih0KsflAiZYQQgRGNVpCCHFC8PVo\n", "CQlkA0Yr9GYGYQopIlT0q06mD5UOeBCqtSt/jt2uN+Pt0kZ8cecV/PCzRrTrzT6LLSSKHZgo0ZKg\n", "dLXLgKr2YQDApbYhXOsK3j3fiP+jGi0JSqeaB/D9Q2Przv7w4Uzkp0YIFs9kZTBgtkEllSCcFqoJ\n", "KlSjJWQSs3RqbFsYj+MN/ViVGYVZcWrBYulNNvzjUgd2V3UhJ1aFb69OQ3KEUrB4JPBQ6YAHoVq7\n", "ujO2jfHdOsVTnXeUSobnFybiF4/PxPMLExCpcrzfGx+xG3qN+OhSJ2wshyudBpQ3D/AWa6rYvhSq\n", "sfkg2BVte3s7SktLIZFIsHr1aiQmJrr93H379oFhGABAVlYW5s6dK1R3iReMVgYnGvtx4GoP8lPC\n", "UZAbgygeE5unJGIRwnywz5tINPFYKhY5fiIJWYLVaD/++GM8/vjjAKZev3ay5x46dAjr1q1zKR7V\n", "aKfPpTY9vvlJvf34rbXpWJkROvtwDZlt2H+lG7urupCrU+Mry1KQGK6Y7m4Rnvh1jVatHquJTbWR\n", "42TPZRgGu3fvBsdxyMjIoETqpwzWiSWDQRMzTT2ZHlqFFF+Yq8O6mdFQySRQyyTT3SWHhsw2NPeb\n", "IBGJkBGthELqn/0MRoLVaMdfKMtkzv+MnOy5BQUFePLJJ/GFL3wBHR0d/HeSJ6FauxqNnRGtwpzb\n", "e28lhMkwN8H9fbg8jT0dHMWWScSIUcsFT7KenrfRyuCjS514bV8dvvbxNXxW3wfWzT9m/e01DySC\n", "XdGO1lYBQHRnEcuD506VrIGRN2PFihX2rwEE/fH4c/d1/MuXL2PFihWI18rxQrYY1llxSE+Kg06r\n", "EDz+5cuXfX6+/nA8yt2fv9Z8C/+4OLabcOGFDiRxfZg/O8fl9kbf7+k4/+l+v70lWI12z5492Lx5\n", "MziOw/79+7Fx40YAQFVVFcRiMfLy8qZ8bnNzM9LS0gAA+/fvx4YNGyaNRzVaQibXZ7Di3/dfw81B\n", "CwBgeVoE3liTBqWfljn8iV/XaPPz81FYWAiO4/DQQw/ZH6+oqIBIJJqQaCd7bnNzM86cOQMAWLBg\n", "gVBdJSToRall+MG6THx6rQcqmQRrs6MpyfoQzQxzActxEDspf4wvWfgaxabYFFtYfn1FGwyGLQxO\n", "NPSh9Hof7k+PwINZ0TS9khDiNrqideDWoBkGC4N+oxVvfjo2X/6d9ZlYOkO4+fKEEP9DV7QCqOs2\n", "4I3ieujNDP51WfKE7+nNoTU+lBDCD1rr4A6l9b32hDpsYZARNbI4SHK4HDNjHS9MEqrjCyk2xQ6F\n", "2HygK9o7xGvHZqYVXmjHLzbOhEgkQqRSijit8xluhBDiCNVo79A5ZMG+K12o7TTgyTk63DsjnBYJ\n", "ISSEUY1WADqtHP9ybzIYloPkdoIdtjDoGbZCJRPTVS0hxG1Uo53EaJLVm2z48PwtfGnXFfzb3qu4\n", "3nP3liihWrui2BQ7FGLzgRLtFG4MmFBUPTJHvM9owye13VP8BCGETEQ12nF6DRZcbBtCn8GGRclh\n", "SI9Wob7bgFeLrmL0RXphUQJeWDT5IuaEkOBCNVqeFV/twYfn2wEAsWoZ3ts4E2lRSrz5YDoKL3Qg\n", "M1qJh7Kjp7mXhJBAQ6WD2xiWw/lWvf2422CF3myDTCLG6swo/HxDDv59VZrDlfNDtXZFsSl2KMTm\n", "AyXa2yRiETbMjrUfL0jUIkY9tgauWi6hYV6EEI9QjXYck41BfbcRRiuDtCgVdDSUi5CQRzVaniml\n", "EsxJ0E53NwghQYZKBzwI1doVxabYoRCbD5RoCSFEYFSjJYQQJ/io0dIVLSGECIwSLQ9CtXZFsSl2\n", "KMTmAyVaQggRGNVoCSHECarREkJIAKBEy4NQrV1RbIodCrH5QImWEEIERjVaQghxgmq0hBASACjR\n", "8iBUa1cUm2KHQmw+UKIlhBCBUY2WEEKcoBotIYQEAEq0PAjV2hXFptihEJsPlGgJIURgVKMlhBAn\n", "qEZLCCEBgBItD0K1dkWxKXYoxOYDJVpCCBEY1WgJIcQJqtESQkgAoETLg1CtXVFsih0KsflAiZYQ\n", "QgRGNVpCCHGCarSEEBIAKNHyIFRrVxSbYodCbD5QoiWEEIFRjZYQQpygGi0hhAQASrQ8CNXaFcWm\n", "2KEQmw9SoRpub29HaWkpJBIJVq9ejcTERLef604bhBDirwSr0X788cd4/PHHAQBFRUXYtGmT2891\n", "pw2q0RJChODXNVq1Wm3/Wi6Xe/Rcd9oghBB/JViiHX+hLJPJPHquO21Mp1CtXVFsih0KsfkgWI2W\n", "YRj71yKRyKPnutNGZGQkKisr3e0mL9RqNcWm2BQ7SGNHRkZ63YZgidZoNAIYuSod/RoAqqqqIBaL\n", "kZeXN+VzJ3vckcWLF/PWd0II4ZNgiTY/Px+FhYXgOA4PPfSQ/fGKigqIRKIJiXay5072OCGEBJKg\n", "mRlGCCH+iiYsEEKIwCjREkKIwCjRBgGWZSeM0AiV2IQECsFuhvFhOqfx8hF737599iSUlZWFuXPn\n", "8h67pKQEDQ0N2LRpE5KSkjxqg+/Yvjjv6upqXL16FSzLYtmyZUhJSXG7Db5j++K8y8vL0dHRAQBI\n", "TU21j7bxxXlPFtsX5w2MjEL6xS9+gRdffNH+++aL854stlvnzfmxvXv32r/es2ePR891pw2+Yx88\n", "eNDleJ7G5jiOq66u5m7evOlVG3zG9sV5Hzt2zP71J5984lEbfMf21fs96tNPP/W6DT5i++q8i4uL\n", "ufPnz0/4ffPVeTuK7c55+/UV7XRO4+UjNsMw2L17NziOQ0ZGhstrMfAx9dgX5z0ZX5z3qlWrvG6D\n", "79i+er+bmpqwa9cubN682eM2+Izti/Pu6+uDWq2GUqn0qv98xnbnvP060XLTOI2Xj9gFBQX2r4uL\n", "iwWJzXcbfMT25XkfOnQIS5cu9aoNvmL76rzT09Px6quvYu/evcjMzPSoDT5j++K8y8rK8Nhjj6G2\n", "ttbjNviO7c55+3Wi9fU0Xr5jj+fOL4GnfeajDT5ijyfkeR87dgw5OTmIjY31uA0+Y48n9PutVCoR\n", "FhbmVRt8xR5PqPPu6OjAxx9/jM7OTqSnp9vrpL4478lijzfVeft1ovX1NF6+Yzc3NyMtLQ0AYDKZ\n", "BIntbhu+iO2L8z5x4gTi4+ORnp7uUhu+iO2L8+7t7UV0dLT9+VO14YvYvjjvL33pSwCAmpqaCWsP\n", "+OK8J4vtznn7daKdzmm8fMRubm7GmTNnAAALFiwQJPbhw4fR0NAApVKJ9PR0e/3QF+c9WWyhz7uz\n", "sxMnT55Ebm4uamtrodfr8cILL/jkvJ3F9sX7ffLkSZjNZgDAkiVLpmzDF7F9cd7ASKIvKyubcFXp\n", "i/OeLLY7501TcAkhRGA0YYEQQgRGiZYQQgRGiZYQQgRGiZYQQgRGiZYQQgRGiZYQQgRGiZYQQgRG\n", "iTYEdXR0oKioCO+++67D77///vvo6upyq82PPvoIRUVFKCoqwt69ezE4ODjh+/v37/e4v6M+/fRT\n", "7Nq1y+t2go0rr+3Q0BA++OAD1NTU+KBH5E5+PTOMCCM+Ph6bNm3Cjh07HH5/69atiIqKcqtNkUiE\n", "TZs2Tfp9d6ZHTmb9+vXYvXu31+0EG1deW61WixUrVoBlWR/0iNyJEi2xs1gsKCkpQX19PV544QXE\n", "xcXZv3f27FkcPHgQGRkZCAsLg9VqxebNm+0LcigUCuzatQsSiQQGgwEbNmxAeHg4bDYbiouLUVtb\n", "i6KiIgBATk4O7rnnnin7Y7PZsGfPHojFYnAcd9fizMePH0dnZyfkcjlMJhMKCgoQHh6OS5cuYc+e\n", "PYI/C00AAAPkSURBVFi7di1WrFhhP37wwQexcuXKSeMNDQ3hb3/7G9RqNcRiMZRKJQwGAwoKCuyL\n", "x0wWEwDOnTuH4uJivPDCCygvL4dcLsf8+fORk5MDhmFw4MAB+xoBw8PDSE1Nxf333z/l61BeXo5b\n", "t25BLpeDZVnI5XI8+uijU762PT09KC4uhlqthsViQVhYGDIyMqaMRwTg8sq1JOh89NFHDh8/cuQI\n", "19nZedfjv/3tb+1fV1ZWcnV1dQ5/3mw2c7t27XIpljP79u3jurq67MenT5/mduzYwXHcyILjJ06c\n", "sH/PYrHYv8dxI4tz37hxw/69nTt3uhSzurqa++CDD+zHDMNwf/7zn12KyXEj51lSUnJXu8XFxVxP\n", "T4/9uLu7m7ty5YpLfdq+fTun1+vt/WlpabkrpiMffvghxzCM/fiPf/wjV11d7VJMwi+6oiUui4mJ\n", "sX+tUqlgsVgcPs/TBcPvNDQ0NGEZwgULFqClpQUA0NDQAJPJZL+SA0auEkfdf//92LVrF5566imc\n", "PHnS6ZXsnRYuXGj/WiwWQ6VSuRRz1Pr16x2ey+jKV8DIazn+9XRmy5YtOHXqFEwmE0wmk8sLt8jl\n", "cojFY7dhxp8X8S1KtMRrLMuisbERWVlZAID+/v67VqP3hEajQXd3tz3ZVlZW2v/0njNnDtrb27Fs\n", "2TL78202m/1riUQCrVaLgYEBdHZ2Ys2aNS7HvXjxon21fIZh7B8oU8V0RqlUTlhmkGVZNDQ0IDs7\n", "2+nP2Ww21NfXT+j/3/72t7uWaHTEbDaDYRhIJBIAI6/f+L4T36HVu0LQ0aNH0d/fj8uXL2Pu3LkQ\n", "i8UoKCjAtWvXUF9fj4aGBsTHx0Oj0WDZsmVISEjA0aNHceLECbz88svQ6XTYvn07WJbFiy++aG+z\n", "o6MDCoXCXr+VSsc+x48fP47e3l6IxWLYbDYsX74cCQkJTvtps9mwc+dOyGQyiMViaLVanD17Ftu2\n", "bUNaWhoqKyvR0tICsVhsX8h5/BYrw8PD+NWvfoUnnnjCpXV0gZE1R2tra2EymaBWq2EymfDwww/b\n", "E6SzmAcOHMD58+ftm/TNnz/fXhO12WzYu3cvJBKJfefglStXTvkamEwmvP/++8jMzIRIJILZbMai\n", "RYsmJOjJXtvu7m4cOHAAYWFhsFgskEgk6O3txXPPPQetVuvS60H4QYmWkHGqq6sdrkdKiDeodEDI\n", "bXq9HidPngQwUlMdvx8YId6gK1oybc6dO4fW1laH31uyZAlSUlKCIqYzTU1NuHDhgsPvpaenu7Vj\n", "AfFflGgJIURgNAWXEEIERomWEEIERomWEEIERomWEEIE9v8DMBE8iUwgHtsAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.481159\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd8FPeZP/DP7uyutqr3XkEIMNWiGogBIztgC4ydEMdx\n", "crF//uV8ueSSXOKUXxIn8TnNju9ysZ07X+6cxMaHKaIEYYoNRoAQxRQhhBCqqPfVavvM/P4QLOqa\n", "1c6stjzv14vXS7Oanec7u+LZ2We+RcbzPA9CCCGSkU93AwghJNBRoiWEEIlRoiWEEIlRoiWEEIlR\n", "oiWEEIlRoiWEEIkppDpwa2srjh07BoZhsHr1aiQkJIy77+nTp9HW1gYASE1NxaJFi9w+BiGE+CrJ\n", "Em1ZWRmeeuopAEBRUREKCwvH3Xf58uWunw8fPjylYxBCiK+SrHSg1WpdP6tUqkn3r6urw6uvvors\n", "7OwpH4MQQnyRZIl26IAzpVI56f7p6el44YUXcO7cuSkfgxBCfJFkpQOWZV0/y2QyQc9Rq9UwGAxT\n", "Osbhw4fBMIybrSSEkImFh4e77htNlWSJ1mKxABi8Kr37MwCUl5dDLpcjLy/P9Vh3dzciIyNd+092\n", "jLEwDIOFCxeK1n5CCAGAixcvenwMyUoHS5Yswfbt27F9+3YsWbLE9fiZM2dw+vTpYfueOnUKO3fu\n", "xM6dOzF79uxJj+FrSkpKKDbFptgBGlsMkl3RJiYmYtu2baMef+6550Y9tmnTJreOQQgh/kQWKNMk\n", "Hjt2jEoHhBDRXbx4EWvXrvXoGDQyjBBCJEaJVgTBWrui2BQ7GGKLgRItIYRIjGq0hBAyAarREkKI\n", "H6BEK4JgrV1RbIodDLHFQImWEEIkRjVaQgiZANVoCSHED1CiFUGw1q4oNsUOhthioERLCCESoxot\n", "IYRMgGq0hBDiByjRiiBYa1cUm2IHQ2wxUKIlhBCJUY2WEEImQDVaQgjxA5RoRRCstSuKTbGDIbYY\n", "KNESQojEqEZLCCEToBotIYT4AUq0IgjW2hXFptjBEFsMlGgJIURiVKMlhJAJUI2WEEL8ACVaEQRr\n", "7YpiU+xgiC0GSrSEECIxqtESQsgEqEZLCCF+gBKtCIK1dkWxKXYwxBYDJVpCCJEY1WgJIWQCVKMl\n", "hBA/QIlWBMFau6LYFDsYYouBEi0hhEiMarSEEDIBqtESQogfoEQrgmCtXVFsih0MscWgkOrAra2t\n", "OHbsGBiGwerVq5GQkDDuvteuXcONGzfAcRyWLl2K5ORkAMD+/fvBsiwAICsrC3PnzpWquYQQIhnJ\n", "arT79u3Do48+CgAoKipCYWHhuPt+8sknWLVqFQDg4MGDeOSRRwAAR44cwfr16wXFoxotIUQKYtRo\n", "Jbui1Wq1rp9VKtWE+95NsiOxLIvdu3eD53lkZGRQIiWE+CXJarRDL5SVSqWg5xw5cgT5+fmu7YKC\n", "AmzZsgWPP/442traRG+jWIK1dkWxKXYwxBaDZIn2bm0VAGQy2aT7nzhxAjk5OYiOjh7z90KS9dA3\n", "o6SkhLYl3r569eq0xb969eq0n7+U2+cuXMTlmw3oNtt9oj3B/n57SrIa7Z49e7B582bwPI8DBw5g\n", "06ZNAIDy8nLI5XLk5eW59j158iRiYmKQm5s77Bj19fVIS0sDABw4cAAbN24cNx7VaEmgcDg5HLvV\n", "g9+fakSYWoGXHspETrR28icSSfh0jXbJkiXYvn07eJ7HunXrXI+fOXMGMpnMlWjb29tx6tQp5Obm\n", "orKyEv39/Xj66acBDCbasrIyAMD8+fOlaiohPqW534bfnWwAD6DT7MB/ljXhlYJsMPLJvxkS3yRZ\n", "ok1MTMS2bdtGPf7cc88N246NjcWLL7445jHGu0nma0pKSrBy5UqKTbFFIZPJIJcB7J3vmmrmXoUv\n", "kM/bV2OLgQYsEOJjkkJD8KO1GYjRKTEzRoOv3J9IV7N+juY6IMQH8TyPPqsTCkYGvUqyL55EAJ+u\n", "0RJCpk4mkyFcI6xbJPF9VDoQgZjdQCg2xabYvhVbDJRoCSFEYlSjJYSQCdB8tIQQ4gco0YogWGtX\n", "FJtiB0NsMVCiJYQQiVGNlhBCJkA1WkII8QOUaEUQrLUrik2xgyG2GCjREkKIxKhGSwghE6AaLSGE\n", "+AFKtCII1toVxabYwRBbDJRoCSFEYlSjJYSQCUxbjfb8+fMeBSWEkGAyYaL94x//iN27d2Pnzp34\n", "1a9+hXfffRe//OUvUVpa6q32+YVgrV1R7HtMNif6bc5pie0twRpbDBOusLB48WIsWrQIe/fuxVe/\n", "+lVER0ejo6MDH3/8sbfaR4hXtBhtcHI8YvUqhCjc+6J3o8OM107Ww8ny+OYDqZgbr5eolcRfCarR\n", "7t69G1u2bHFt79u3D48++qikDXMX1WjJVF1p6cePPqyB1cnhhWXJKJgZJTjZ9tuc+Kf9N9HQawUA\n", "hIYweGtLLqJ1KimbTLzIazVap3P4VyKr1epRUEJ8hdXB4o9nm2B1cgCAP5y5jXaTXfDzWZ6H/c5z\n", "AcDO8uAC4vYyEZOgRBsZGYnS0lJYrVaUlpYiIiJC6nb5lWCtXQVCbEYuQ7j6XgVNrZBDMcnS3kNj\n", "h6uV+KcHUqBVyqFiZHhpfQaitNKteRoIr7m/xRaDoL+IdevWoaKiAh9++CFycnKwdOlSqdtFiFco\n", "GTn+z5JkALfRa3Hi+SVJSAgNcesYC5JC8R+Pz8KAncWx6m7suNKOrXNjsSDJALls4qRNggP1oyUE\n", "gIPlwHI81Epmysd499MWvHOhFQCgkMvwh8IZyIjUitVEMk2mrUb70UcfeRSUEF+jZOSuJOvkeFR3\n", "mlHeakKvxSH4GM3Ge7VdJ8fD7OAm2JsEE0GJ9uDBg8O2TSaTJI3xV8FauwrU2OcajfiHvTfwrQM3\n", "8cezTeizDk+248XemBsNrXLwv9Ta7AgkuVmCECJQX3Nfji0GQTVajqNPZhIcWI7HB1faXD0HjlX3\n", "YOvcWISplZM+d1acDn8onAmzg0OsXoUwtXQ3xYh/mfAvoaenB06nEwMDA+js7ATP82BZlq5oR1i5\n", "ciXFDpDYjFyGmTFalLcNAAAMIQw0I+q2E8VOClNL0i4hsaUWrLHFMGGiraiogMPhQFtbG8rLywef\n", "oFBg06ZNXmkcIdOhcE4MIrVKtJnseCgnEokSlABIcJmwRrtixQqsWbMGBQUFWLNmDdasWYOVK1fC\n", "YDB4q31+IVhrV4EaO04fgifui8M/LE/BjBidV2NPhmL7J0E3w/Ly8qRuByGEBCy3+9HW19cjJSUF\n", "crlvzRlO/WgJIVLwWj/a3/72t6ivr8fBgwfR1NSEffv2eRSUEEKCiaBEO3PmTKSlpQEAli9fLmmD\n", "/FGw1q4oNsUOhthiEJRoWZYFADDM1IcnEkJIsBJUo/3rX/+K2NhYZGZmIjs7G0VFRSgsLPRG+wSj\n", "Gi0hRApi1GgFDV3ZsmUL2trakJGRgcuXLwsaKdba2opjx46BYRisXr0aCQkJ4+577do13LhxAxzH\n", "YenSpUhOTnb7GIS4g+N59FmdUMpl0IfQCC4iLUGlA61Wi4yMDADAvHnzhq22YLFYxnxOWVkZnnrq\n", "KXz+85/H2bNnJzx+V1cXtmzZgq1bt+LKlStTOsZ0Ctbalb/GZjkep+r68Pd7buB7xdWo7R77b1iK\n", "2J6i2P7J4z5aR44cGfNxrfbe9HAq1cTLeqxatcrjYxAiVFOfDS9/VIsuswM3Oy347/PNYGlZBCIh\n", "j78zjVdGGFr6VSonn5ADGEza+fn5Hh1jOgTrGHB/jc2Dx9A7E0OXopE6tqcCIXa32YHr7QNwsBxy\n", "Y3WIN0w+xDmg5zrwxN2eCgAgEzDL/IkTJ5CTk4Po6OgpH6OkpMT1htz9qkHbtD1yO9EQgheWxOE/\n", "zrcjXKPAs/lJKD1zGjzPT/n4Z8+ehTwmHWWtdqSGq5GEXpi723zifH1pe8my5fjgSht2lXcAABYk\n", "6vHDBzNw5XypT7RvvG1PebzCwng9EPbs2YPNmzeD53kcOHDANRFNeXk55HL5sGG9J0+eRExMDHJz\n", "cwUdYyzT2etgaIKn2P4R28nx6BpwQMnIEKl179vSWLHreyz4+t4q1yKPzy9JwuNzY6fcPndie4sY\n", "sfssDnx9bxVahyyA+T9P5k06cc90nrfXeh1MxZIlS7B9+3bwPI9169a5Hj9z5gxkMpkr0ba3t+PU\n", "qVPIzc1FZWUl+vv78fTTT094DBJ4OH7w6zwzycKIYlHIZYgziFf3H7CzriQLAFWdZtGOHUi0KgZr\n", "siLw/uU2AEB+igEGVeD3z5fsitbbqB+t/6rvseC/z7fA6mDxd/cnjjljlq/rGnDg1yfq8WlzPxRy\n", "GV7ekIUFSTTL3Vh6LA5UdZjhYHnMjNEiRu/bN7p94opWrZZ2omMS2Mx2Fq+fbMC19sErwLrDNfhD\n", "YS6idL5783MsUTol/nl1KpqMNuhVDDIiNdPdJJ8VoVFiSWrYdDfDq9zu3mW1WodtFxQUiNYYfxWs\n", "/QvFiO1gOXSZ7y3+2Wd1wiFgQIwvnne0ToV5CQZkRWklW2bcF897KAfLodfigIMVd/mroOhH+8Yb\n", "b+D06dMAgI6ODloFl4gmVK3A/12WBOZOXnpheQqi3Lw5RXxDr8WBP19oxdf3VuFP55rRbRa+gnCg\n", "E1SjHVmH3blzJ7Zu3Sppw9xFNVr/xXI8mvps4HgeiaEhUCl8a67jkawOFg6Oh2HI0F0nx8Nkc8LO\n", "cmg22qFRypEZqYGS8e1zEVNpQx9+fLjGtf2z9RlYmhY+jS0Sh9dqtCMn+VYoaGw4EQ8jlyE1wj9q\n", "/bXdFvz+VCP6bE78/bJkLEw0wGRjsbeiA90WBzpNDpQ2GiED8KO16XggI2K6m+w1ziHlgvsS9Oi3\n", "sXir9DYWJ4diXrweSh//AJWSoDN3Op3Dtu12+zh7Bidfr5sFQmyrk0VFmwkXbhvROWCflvN2sBz+\n", "WNqE8rYBNPba8JPDNWjtt6Oq04w/X2xFpEaJ0kYjAIAHsLu8Azc7B0StV/ry+z0jRov8lMGeFg9m\n", "ReA3nzRgd3kHfnjolsfd3fy9Rivo0nTu3LnYuXMnMjMzcevWLcyZM0fqdhEyzOm6PvzyeD2Awb6X\n", "j6eIPxhgMhzPw2S/N1rRwfJgOR7OO/Mk2Fke4WoFeq2DFyap4Wr89kQDvrEyBXlxeq+3Vwibk8O1\n", "NhMq282YFafDnFjdlK88Y/Uh+N7qdPTbWVxu7nc9zgPosTjHf2IQEJRoc3JykJKSgubmZmzcuBEa\n", "DXVdGSoQxp/7cmwHy2FvRYdru6yxH19ZPNMrsYcKUTD42tIk/OhwDSwOFt9cmYo4gwpaJYO12REo\n", "utaBr69IRnWXBSGMHAN2FrU9VnSJeFNI7Ne8qmMALxbfAgDIALy6MQdz4sf+UBAS26BWwKBWwOJg\n", "oVcxMNlZxGiVHpeGgmauA7VajczMTCnbQiRmc7Iw2ljolAy0fjQaR8nIMT/BgOt3+trGaJXDbkR5\n", "0+x4Pf64JRdOlkOMXgUlI0ekTo4XliXj6YUJ0CkZZEdp8aMPb6FzwIHNs2NgUCnQYrQhYZJhptOh\n", "Y+DehwAPoFOkD4WsKC1e3zQDXWYHYvVKJIX5Rw1eKoK+I+zZs0fqdvg1X66b3dVrceBP51rw3M7r\n", "+M0n9Wjrt3ktthg25UXjn1en4tn7E/ByQRaqr5z3WuyRqi6VITFMPaxHgT5EgcTQEIRpFMiI1OAX\n", "G7Lwm89mo7J9AN8trsY391e5Pe/tWMR+zdMi1NAqB89Dr2KQGjb+h4G7sVMj1FiQZBAlyQZFjXbk\n", "VIjFxcV4+OGHJWkQkcbNTgv2XBv8+n2qrg8r0sIQJ2B6Ol8RrVNhfU6Ua/u2gEEN0ykjUoOzjX24\n", "3jF4Fd5jceJSc7/PjRjLitLi9UdnoMM0eOWZFuFb7QsUghKtSqVCe3s7YmMHb0DYbJ5fDQWSYKiT\n", "Umz3Y+tHlGfcnSXMk9juSI/QIF1AgvWH19xXCUq0AwMD+N3vfucaEFBZWekTE8kQ4XKiNXhsdjQ+\n", "vNGNBYl6zB3nhgcRT3aUFj96MB2HbnRhUbIB99FrHrQE1Wg1Gg1eeeUVPPHEE3jiiScwd+5cqdvl\n", "V/yhRhuuUeKrixPxX1tn4Xtr0kUpG/jDeU9n7BCFHKsyI/ByQRYenxuHCBGuaP3hvAMtthgEXdGO\n", "HH523333SdIYIi21koFa6T+9DQKFkNVBSGDzeD5aX0FzHRB/Z7I50Wy0Q62QISVcTQnaR4gx14Hg\n", "ISB1dXUoKyuD0+lETU3N5E8gxA84WA43O8243Nw/rbNNmWxO/PXTVvzD3hv4WtENXBoysor4P0GJ\n", "trS0FM3Nzbh9+zYUCgXOnj0rdbv8SrDWrrwVu63fhqJr7fjLxRbU91hEjX3+dj++vvcG/vlgNf5w\n", "uhF9AoaKSnHe7SY7dt9ZsNDB8vjrp63DJmmRMrZQwRpbDIISbXNzM5YvX+6axUun87+lRoh/cnI8\n", "3rvUhjfONOEvF1vx48M16BoQZ1IjluOxu7wdd6YqwMm6PnSIdGx3hSjkroEDAJASpoYiiKZYDHSC\n", "boYxDN1AmUiw9i/0Rmybk8X19gHXdku/HQMObsqxOwbsaOixQq9ikBmlwaxYHS63mAAAhhBhQ5Ol\n", "OO+kMDVeLsjC/15uQ4JBhcdmjz1pTqC/374YWwyCEq3FYoHDMVi/cjgco0aKESIVnUqBx+fE4tWT\n", "DQCAh3IiEakZ/LOt6bKg+EYXwtQM1mZHTjqXQLfZgV8fr8flFhPkMuCn6zLx6KxoRGgUaB+w48Gs\n", "yEmXvZbS7Dg9fvYQ9bUNRMxPf/rTn062U2JiInbu3Im6ujp0dnZiw4YNUKl8a+XK2tpaJCQkTEvs\n", "kpISpKamSnLsW11mXG7ph8nGIlKjGLUct5SxJyNF7OpOM660mmCxc4jQKiGXyZASHoIlKaF4MCsS\n", "D2ZHIFStxOWbdXjpk1ZcajbhcosJJpsTS1LDRq3VZbI50Wayw8ly6DI7wHI85icaUN9jRbfZgY15\n", "MZgVq8Pi5FDBS+gMPe+qjgG8d6kVDb1WxGhV0IVI++0v0N5vf4jd0tLi8YRagq5oIyMj8eUvf9mj\n", "QMR9td0WfPvATZgdHGQAfv1INuYlBu4S1re6zPjWgZuwOjnIZcBvPzs4ZV+Ighk1nysrU6B7yKKO\n", "1V0W2JwcFEO++vdaHPivsmZ8eLMb8QYVnlmUgD9fbIVaIcez+YmwOT37ZtbUZ8WLxbdcc9T2WZ14\n", "Nj/Jo2OSwCS42l5RUYH9+/ejqqpKyvb4JanqR+0mO8yOwWTAA2POUh9IdbM2kx3WO8mP44G6nuEr\n", "Ljcbbbjc3I/GXitmpibgsdnRAAbnUd02Pw66EfXV2h4rPrzZDQBo7bfjevsAwjUKWJ0crrcPYH1O\n", "5JTaefe8zQ5u2ETgVR1msJy03dID6f32l9hiEHRFe+TIEYSFhWHDhg24dOkSjh8/jjVr1kjcNBKr\n", "V0GrlLuuaGfGaKe7SZKK06sQwshgY3nIMDiF312NvVZ8v7ga7QMOGEIY/OaRbHxpQQJWZ0RAxciR\n", "EaEGz/O41jaAU/W9yIzQIHnElH9aJQP7nUSeEalBuMazIbGxehXWZIbjeE0v5DLg8bmxo0o7hAAC\n", "r2h7e3uRn58PlUqF/Px8dHV1Sd0uvyJVH7+MSA1e3ZiDH3wmHa9tzMGs2NHd6oTGtjpZXGnpx8na\n", "HjT2WSd/ggBin3dmpAavbczBi2vS8NqmHOQO+WCp77Wi/c4k1f02FlebemBQKzAnXo8ZMVooFXLU\n", "dFvxveJq7Lragd980oDGPhv+eVUqUsPVeHhmJPJTQrEg0YBnFsXjM5lTXzTx7nmHqRX42rJkvLYx\n", "B/9eOBOLk0PhYDk0G21oN0nTTSxY+7L6ez9aQVe0SuXYn/xGoxGhoaGiNogMlxWlRVaU51eyF2/3\n", "46dHawEA8QYlfvVwjs/N+C+TyZATo0NOzOgPlHD18D/VCPXom079VieUchnUCjn6bSzqeqx4Lj8R\n", "y9LDoFYwUMhl4y7TMlURGiUi7lwZO5wcjlZ3419PNUKrZPDzDZmY7aNrhRHvEnRFazab0dnZCQDo\n", "7OzE3ekRPv74Y+la5kf8oXZ1pr7P9XNrvwOdA5MPN63uNOPIzS5cau6H1cmO+r03z3tGtBa/2JCJ\n", "TXnR+NGD6ViUHjNqnzA1g82zY7A+JxLP5idiRVoYZDIZ9CoFFCJ+pR/vvFtNdrxe0giOB0x2Fm+V\n", "NsE2xusmRWxvCNbYYhB0Rdva2oq3334bSUlJaGpqQnp6Oj744ANUVlbisccek7qNRAQLkw2uG0Ph\n", "GgUitRO/9bXdFnznbzddN+P+pSALi5On79uLSiFHfkoY8lPCxvy91cHivUttOFHbCwDIjtLgoSne\n", "7JoqRi6DkpHBzg5eiOhVzKjuZiQ4CUq0q1atwuLFi0c9fv789K3b5EtKSkqm7RNXaOz8lDD8S0EW\n", "eiwOZEdph63j1GK04WJTP2QyYGGSAfGGEHSZHa4kCwCV7QOjEu3d2FYni3ONRhyr7saipFCsygxH\n", "mNrzuVc7BuwAD0TrlKNmshp53lYnh4ohI8hudVlgcXII97gVo433micYVHhpfSbeLG1CuJrB80uT\n", "hq0rJmVsbwjW2GIQlGjHSrJ3Hz969CjWrVsnaqOI+HQqZswrUpPNiX8raURDnxVmB4d5CTp8d3U6\n", "YnUqhKkV6LM6IQMmrG1Wd1rw82N1AIDT9UZE65RYluZZirvU3I+fH6sFy/H44YPpWJwcOuG0gfoQ\n", "BbbMicEfzzYDAB7Ni0aYl1fKlclkWJQcitc3aaGQy2juX+Li8Xy0RUVFPrGsDc1HOzUdJjvONPTh\n", "VpcFERoFzHYWT86LQ7ROhbpuCxr7rIjSKpETrR336qy0vg+/PF6HMLUC7SY7Xliego2zoqfcph6z\n", "A1/fdwPtpsE6sk7F4D8ez0WMbuLRiAN2FrXdFjhZDhlRWoSpxUu0PM+D4zFu960uswPNfTboVAzS\n", "I9VUMgggYsxH692PfOJzrE4Of77QAqNt8KbN1rmxCL1zJZgeqUG6gFVbE0JV+Ny8ONzusyEvVos5\n", "8Z7N7iaXY9jNK4VcBiFpS6dixr3yvtlpxrnbRmREqBF5Z2hvclgINAKuOht7rXj301YYbU58aWEC\n", "ckd0s+sxO/D6yQacbTRCIZfhFxuysDApcEfwEffRPGwi8Of+hVYn50qywOAwWAUj7GrsbuyqTjP+\n", "+3wLjtzsxhulTfBwZCvC1Ep8b006kkJDEK9X4f+tTUf0iKtZd867sdeK7x6sxqHKLtT1WPGPe6vw\n", "QtENHKzsdA1gGI/NyeKt0tv46FYPzt/uxw8/vIXLN+uH7dNqsuNsoxHA4LSOB653CG6bu/z5b81f\n", "Y4uBrmiDXIxOiSUpoTjbaIRcBjyWF+P2197abiuWpoZiRvRgf1+LbfLJsyczK1aHf310Bjie93gE\n", "l9HmxICdxaqMcBy43om7tbK3y5qxIj0c8XcWquwacKC0oQ9NRhvWZIZjRowODo53lTCAwcESnGz4\n", "9YlOxUCjlMPm5HBfvB4PeFifJoGHEq0I/Ll/YbhGiW+uTEFjrw1alRwZAkoFI2OvygjD3goH/nyx\n", "FSpGNuYItqkIHaPG2mayo9fiQO6CfMHHidWrkBurhdHqRKxehY47fYhjdCqohtSdj9zswp/OtwAA\n", "im904fePzUBymBrP5ifipaO1cHI8nstPxKz04fXn1HA1fvlwNjoH7Dh0owt7KjoQa1BhtgTLi/vz\n", "35q/xhaDx4mWFpDzf1E6FaImudE0EYVcjmPVPQAAO8tjx5U2zE80iD7uv7HXih99eAst/XZkRKrx\n", "k7UZSBzSTW08MToVfviZdDTeuVl16EYXrE4Wn7svHpFDpkas7LjXPWzAzqL/Tknl/pRQvLU5F06O\n", "R0KoCmrF6LpuZqQaf77QggtNg2t9/fDDW/jjllxBy7q39dtgsrOI0io9vnonvklQjba9vX3c33l6\n", "Ny4QBGvt6m5stVIOteLen1JymFqSyVVudJjR0j84h0BttxW3ui2CnxtnCMHi5FDMitXhnx5Ixfc/\n", "k4HMqOFX75/NjcbdZi9KMiBOP/jhI5fJkBqhRmaUBholM+ZrznJAt+VeicHs4OAUMJNXTbcF39hX\n", "ha/tuYHXTjZOukyPL7zfwRZbDIIS7TvvvIO+vr4xf6fXi/P1iOM4sKy4wxWJdyTfWYbl/mQDHsuL\n", "xuNzx16GxVOGEZNqh4g8GGBhUih+/9hM/PqRbHx7Veqwq93JaFUMnl+SBNWdG4n/sCx50u5owODQ\n", "6O47C0KWNvShvlecCX+IbxHUj/a9995DZGQk+vv7cf/99yM9PX3SA7e2tuLYsWNgGAarV6+ecPWD\n", "Q4cOoaamBoWFhUhMTHQ9vn//flfyzcrKwty5c8c9BvWjnV48z6PH4gAgcytBucNodeLozS6UNhox\n", "N16Pum4Lvrw4ESnhk5cPvIHnebT02+FkecQZVAhRTP5BcOhGJ1472eja/tdHZ4hW4ybi8Fo/2q1b\n", "t0KlUoHjOJw/fx4nTpzAM888M+FzysrK8NRTTwGYfFBDQUEBKioqRj2uVquxfv16IU0kY2jsteJq\n", "qwk6FYO58XrJEiDP8zh/24iXP6qDTCbDj9emY0GS+PMihKoVMIQowHLAgeud6LE4sS4n0mcSrUwm\n", "c3vNscXJodg2Lw6XW00onB2DLDduRhL/Iei7l9E42Eewu7sbt2/fRnj45N1XtNp7U/tNdX0xlmWx\n", "e/du7Nq1CxcvXpzSMbzBF2tXXQN2vHSkBq+XNOLlj+pQdK0DHg4CHDd2l9mBXx6vh9nBYcDO4tcn\n", "GtBjnnx2sJFMNicu3DbiTH0vOsepVUZolbjaakKPxQm5DK4pCr1JzPc7WqfCV+5PxG8fycaazAio\n", "JrkK9sW/tUCPLQZBV7Tvv/8+oqOjER0djY0bNwpKnEP/U483n+1kCgoKXD8XFxdP6RjBqt/GoqHP\n", "5to+f9uIbfPjBI2EcpdMBiiH3PxSMjK42xmF43kcvNGFt8sG5ypYmhqG76xKHdXFKy9Wh5fWZ6K8\n", "uRf5aZGq9+WgAAAgAElEQVTIjg6MVScUItebiW8R9O7qdDp87nOfw7p16wRfnQ69sSVGFzAhyXro\n", "p15JSYnXtleuXOnVeEO37/YvHPn7ntZGLEi4l4QeTNej/NLFSY/nzvZdUVoVvrUsFomhIUgOC8H3\n", "16Th+qXzbh3vyvUqfHjj3sodpQ19uHW7ddT+WhWDZWlhmMe0ob/msmuobrC/397YHsrb8Ue2YTri\n", "e0LQzTC73e721/89e/Zg8+bN4HkeBw4cwKZNmwAA5eXlkMvlyMvLG7Z/RUUFwsPDh90Mq6+vR1pa\n", "GgDgwIED2Lhx47jx6GbYaO0mO2q6LdAo5MiO1o5avFBsfRYnZLKxBxpMhuV4/GdZE3aXDw5fzY7S\n", "4OWCrFGlgTaTHddaTZDJZJgdp0OsXvpl71lu8EafipFP6dyIf/PazTCVSoW6ujq0t7dj4cKFaGho\n", "mHSd8yVLlmD79u3geX7YNIpnzpyBTCYblmiPHj2KmpoaqNVqpKenY9WqVQAGE21ZWRkAYP78+W6f\n", "nLcMvdLwpdixepWkiejClXLEpGRDo5QjRq9CmGbqSYiRy/DE3FjkxepgcXCYE68blWQH7CzePHMb\n", "p++sFvGZrAh8c0UKNJN8gFR3mnG7z4ZYvQozY7Ru9fF1sBw+qe3FG2duI1qrxIufSUdTxQWffL8p\n", "tu8S9D+jtLQUHMehtbUV+fn5OHv27KSJNjExEdu2bRv1+HPPPTfqsfHms72bcInv6bc6UdKrw9/K\n", "riNSo8DLBVker20WpVNhVeb4HwwDdhYXbhtd2+dvGzHgYCdMtLe6zPjWgZuwOjnIZcCrG3PcWser\n", "qc+GXx+vB4/Buvc7F5qxOZbWySPuEVSjbW5uxvLlyyGXD+6u01E/v6GCcQx4Y58Vf6saXDam2+LE\n", "wUrpVkbutThQ3mpCr8WBLXPurRW2Njty1CCGkVr77bDemaGL44H6HvcGBIysq3E8MPe+sftzt/bb\n", "cLquF5ea+2G2SzP4Jhj/1qY7thgEXdEyDM0UH2wcTg4mBwudkhmzy5GSkUOGe4kowoOywUSMVife\n", "Km3CR7d6IJcBP16bgZcLssBzPHJitAgZY96BoeL0KqjurOMlw+AEMO5IDgvBt1elDpYOdEp8eVHi\n", "mLObdQ7Y8YtjtajqHBwW/O1VqdgwI8qtWCRwCbqitVgscDgG+0U6HA5wnIcTjgYYMe9OuqOpz4pz\n", "N2/DJMK0hEP1mB340/lm/P2eG/jPsiZ0jdEnNj1CjW8tj0dmpAbrsyOxNluahRDbTXZ8dGtwwhqO\n", "B/Zc68DCRAPsDVfH7EPL8zyutPTjpSM1+J/zzQgNkeO1jTn43po0vLYpBzNj3CtvKBk51mZH4u2t\n", "s/DqxhxkRmnGfL97LE5XkgWAoze7wQqY68Bd0/W3FsyxxSDoMuShhx7Cu+++i9bWVrAsO6x/K5ke\n", "19sH8P3iapgdHB7N4/HMogQYRFojq7JjALvu3P3fW9GJ+YkGrEgfPkhFycgRYWrEaxsXQaWQi7qc\n", "91BaFQNDCOOaSSsnauKbWQ29Vvzw0C3YWB6n6vsgA/DM4kTMiJl6uYuRy0ZNPD5SWAiDBIPKNenN\n", "0tQwSSbWIf5J0P/MyMhIfPnLX5a4Kf5rOupHO6+0u1ap3VfRifU5kZgZI06iHXklNt4sVPn5wueE\n", "Hclkc6DPykKtYBClG7+PdGJoCF4pyMKHVV2I04dgddZgwh/vNbc4ONjYe+2tk2CSlrFixxpC8POH\n", "snC9fQChagXyYqUZSBGsddKgqNGOdOjQIbqqnWbxhntXWEq5TNAEJkLNiNFhRVoYTtf34f4Uw6g1\n", "sjxV0WbCuUYjtl9uQ7hGgZ8/lImc6PFjzIjRCb4iTQgNwdrsCByr7kEII8Pm2TGTP0kkqRFqpEb4\n", "xrwLxLdMmGhffvllzJo1C319faiqqsKcOXNw5coVZGRkeKt9fmE6+vhtnBUNi5NDXbcZX1iQ4PZN\n", "nonE6lX49qpUPG9noVMx45YkpnLeLUYbLreY8O6lNgBAt9mJ/znfip9vyHRrCZ3xYoepFfi/S5NR\n", "mBcDtVKO1HA1bE4WA3YOetXYN/bcJdb7PWBn0TnggEYpF9zfOVj7sgZ0P9ovfvGLSEtLw//+7//i\n", "F7/4BRiGwec+9zns2LHDW+0j40gIDcE/rkjBlavluC9Z/H6d+hAF9CLVfIdiOR48D8hlgze3AECr\n", "lAta5VaoMLXCtdR4h8mOv1xsQVmjEWuzI/HEfbE+sYqB0erAXy62Ym9FJyI0CvyLCP2Qie+a8OP9\n", "7vBXpVLp6uKlUCiGzcxFprd+dN/cOdMWeyrnHatXIU6vxFfvT0S8QYW5cTp8cWGC2/NhCIld12PB\n", "1VYTEkJDYGd5fHC1HVWdZrfbPJXYk2nss2FvRSeAwR4LB28I64ccrHVSf76aBQTWaK3W4TcUTCaT\n", "JI0hgU+lkOOBjAh0mmxYlhqKSK0KWgnmYKjpsuDbf7uJATsLvYrBtvlx+M+yZrA+0jNRNbIfMs2h\n", "ENAEFazmz5+P999/HxcvXsT27dt9et6B6RCo/Qstdhat/TYYrWP3051qbJVCjsRwDZLDNTDanPi0\n", "yYiaLrNb8+VOFru+14KBO6OzTHYWVieHtdkRmBGtgcXBosfsGNa7ot/mhHGM/sgmmxOXmvtR1tDn\n", "miNXjNc8PUKNHzyY7nY/5ED9W/Pl2GIQ9DGal5eHjIwMNDU1obCwEBoNzQIf6HotDrz7aSv2X+/E\n", "zBgtvrs6DUkCVpwVqsNkx42OAbxzoRX1vVYoGRl+/XC2aEt0R2vv3VySAZgTp8OWObHotTjwWkkj\n", "arss+OKCeKzNiUBdjxW/PdEAlufxrQdSMedOGziex+Gqbrx1tgkAsCItDN96IFWU9ikZOVZnRiA/\n", "JRQqRk59bgOcoGkSJ3L06NFxJ4XxJpomUVwXm4x4sfiWa/vvlyWjUMSuUjuutMHu5PDni/fmnP38\n", "vFj83f1Johzf7uRwrW0A19sHMCtWh9lxOqgUcrxzoRnvftrm2u+Nwpl4+aM6NBkHJ0kP1yjwZuFM\n", "ROlUMNmc+Mb+KjT23ptA/U9bZyHZR5bOId7htWkSJ0L12sDEjLg5pXTzisvmZKGQj3+lVt9jQUq4\n", "BkpGBsedAQYZEeJ9U1Ip5FiQZMCCJMOwx62O4UValuNhH1K4tTs5V28IjZLB4qRQNPZ23GmfWvI5\n", "fUlgovUzRBCItausKA2+sjgBkVoFVmeEY3GyYdQ+Y8XmeB7nGo34zt+q8dsT9Wg22kbtAwAPz4zG\n", "ocoOPL8kCZtmReO7q9OwcIwY4xkZm+V43Ow04/xtI1rGiQkABTOjkBoeArkM+OKCeCSFheA7q1Kh\n", "VcqhVsjx4mfSEX1npBojl+GJ+2Lx4po0fGNFCv7fugxEaJUB+X5TbGnRrU4yJn2IAlvnxmLDjKjB\n", "JCRwrbGGXit+cqQGTo7HjQ4z9CEMXlieMmq/OfF6/OyhLAzYOazOCEeYh31br7WZ8L2D1WB5ICUs\n", "BL8oyEKCYfSKtGkRGvzmszmwOTlEaBQIUTBYkBSK/3h8FnieR6xeNayrWbROhQclmjCHBA9KtCII\n", "1P6FSkaOSO34X3rGim1n+WFzI3SMs5otAKR6UCoYGbu0wYi7Uxw09tnQarSPmWiBsVfOdWclikB9\n", "vym2dKh0QESVaFDhyftiAQB6FYPPzYsftY/dyaHb7IDNKd7k2DOi7yVttUKOcInmxyVkKjxOtGKs\n", "cOtLWow2NPRYYXEITwLBWrsaK7Y+RIFt8+Pxn4/n4o3NMzFrxIQ0d+e6/dqeSrxZ2uTqm+pp7EVJ\n", "ofjx2gx8ZXECfv1INjIipeuC6GuvOcX2fR5/7Hva7cGXVLSZ8INDt2B2cHhmUTy2zI6ddOE/MppO\n", "xUCnupfoOJ5Ha78NMsjQ3G9zrXR7sLILi5MMWJnh+QKSBrUCKzPCJ9+RkGngcT9aX+FpP1qW4/HD\n", "Q9W42Hyvu9pbm2cikyb68AjP8zjT0IeXj9WBB/CdVan4r3PN6BgYXLXhB59Jx5qsiGltIyET8Vo/\n", "2uPHj496TKvVYuHChVAoAqMWxshliBwymkjJyKBkhFVWbnQM4GBlF+L0KqzNjkDcODdhglG32YHf\n", "nWyE484Nsj+cuY2vLE7Av5++jfuTQzErjhb6JIFvwkzy0ksvobm5GS0tLbjvvvuG/YuJiQm46RK/\n", "sCAOK9PDkROlwc/WZyI5bPKE2Wy04vvFt1B8owv/c6EFRdc6vNDSe3y9bsbIZdAq7/2Z6ZQM8lPC\n", "8M6TefjemjTEuXG3f6zYXQN2lNT24kRND9r6x+8/KyZff80ptu+Z8HL0Jz/5CQBAo9EgMnJ4X8LI\n", "yEhcuXJFupZNg+SwwYk+nCwHtZJBh8mOq60mWJ0c5iXoxxzrb7ZzMA1ZWrq6ywKW46d17DrH8xiw\n", "s1AzcihFXHlhKsI1SvzgwQz84XQjeB74+opkt7pSTcTmZPHup604cGep82VpYfjnVamSzKNLiCc8\n", "+osMkPLuMAq5DAo5A4eTw3uXWvG3O/+JZ0Rr8IsNWaMmjY7VK7EuOxJHq7vByIAn5sZ6NcmO7F9o\n", "sbM4Ut2N3eUdmB2nw5cWxktWyhDat3FmjBa/fiQbAAQPfBASu9vswKn6PtdjZxv6YLKzkifaYO1P\n", "GqyxxSDoL3LZsmVjPr506VJRG+NLLE4OF5v6XdtVnYPT7o1MtKFqJf7PkkR8NjcKaiWDdDfXjBqw\n", "s6jsGIDR6kRWlNbjJWludVvw76dvAwCajTbkxmqxaZb31s0aj1gJdiidisGazAjsuVOueSA9HHrq\n", "JUJ8kKDvlXFxcWM+Hh8/ujN6oNCpGDycG+XaXpMZ7loeZaTyC2cxO16PrCiN21ezpfV9+H7xLbzy\n", "cT1+UFw94Tj9sYysXTlGzGw9YBdvUMBksb2ppKQEIQo5Pj8vDj9bn4GfrMvA80uTRLmaHbCzqOo0\n", "o7bbMmpF4LuxpwvF9k+C/yr7+vrQ1dWFxMREqNWBP00cI5dhY240ZkRr4WB5ZEdpJPlKeqbh3lff\n", "9gEHui0OJIRO/at+RqQGD8+MRPGNbqSGh2BFWmD3LY3QKrFUxHO02FnsvNqGdz9tAyMDfrI+E0tT\n", "w0Q7PglOE/ajLSsrQ35+Pk6ePAmTyYTExETcunULM2bMwJw507dW1VikmI+W43nc7DDjttGGBIMK\n", "M2J0UIhcf/2ouhu/PF4PAEgwqPCrR7IR72FNdcDOotfigFbJIEI7/QsR+pOGXiue3XndtZ0ZqcHv\n", "NuVAI0Hpg/gHyfvRNjc3AwDa2tqwdetWAMC8efOwY8cOn0u0UqjuNONbB27CwfGQy4DXNuYgL06c\n", "FQDuWpoahl89ko0+ixNZUZpJk6yD5VDZYUZdtwUZkRrMjNGO6u87ODKLEsNUhDAyGEIY9NsGSy4p\n", "4SFuz8VLyEiCarQjByXI5cExF02rye7qaM/xQLNx7HH5ntSPtCoGCxINWJMVgRQBN8KqOs34zoGb\n", "+P3p2/jO327iYm3bpM+RSiDW7OIMIfiXgmysTA/Do3nR+PKiBChGfJAF4nlTbGlNeEV79epVOBwO\n", "VFdXo7CwEADgcDjgcDi80rjplmAIgYqRwc7yUMhlSBIwgEFq7Sa7a+VUjge6rT6yrGsAmRmjxY/X\n", "ZU53M0gAcXuug7q6OoSGho4awDDdpKjR8jyP6i4Lmo02xBtUyI7STvsiejc7zfj2gZuwOjmoFXK8\n", "tjEH2dHizMdgtrNo7bdDxQx+qATazGxScrAcjDYnNApGkuXTyfSZljXD0tPTPQroT2QyGXKitcgR\n", "KZGJISdai99tykG7yY44vUq0SW/MdhY7r7bjr5+2IoSR4ecbsjA/UfjSMsHMZHNi//VO7C7vQG6M\n", "Fl9bloxED3qOkMAjuNjqcDjQ3t4OjuPQ398/+ROCiLfrR1lRWixLC0dmlFa02O0mO/766eCKtDaW\n", "xzvnW0b1yR0pWGt2I2PXdFvw3+db0Gd14myjEaVDuuxJHdsdtd0W/OF0I/50rhlNfVavxvaUv9do\n", "BSXampoa7N27F4cPHwYA7N+/X9JGEc/d6jLjZG0PqjoGwAmoDikZGdRD5kWIM6imvUziL0a+vGMN\n", "chCiz+JAr0Wa+x/dZgdeOlqDvRWdeP9yG/54tglWNya3J54RlGjPnz+PrVu3Qq/XQy6XQ68Xt4uT\n", "v/O1MeDVnWb80/6b+PmxOnxz/01UdZgnPU5SmBovF2RhfoIe63Mi8fTCeMgnqdH62nlPV+zMSA2e\n", "vC8WSrkMs+N0WJ7m/gCH6+0D+Mb+KvzD3hu40jz+N8apnrfNyaFlSK+Zum4rbE73bqT60mvubwTV\n", "aL0xEozjOPA8D4ahGwmeaum3wXrnP5GT49HYZ0Vu7OTzvs6N1+OVh7Mhl/nXEkUcz6O22wKj1YnE\n", "UDXiDOLMDiaUQa3AFxfEY1NeNLQKBoZxhmqPp8/iwK+O17m6D/78ozq8uXkmonXinUeERoEvLIjH\n", "u3fKQ19cGO92O8nUCbqitVgsw7adTuekz2ltbcW7776L999/Hy0tLRPue+jQIbz11ltoaxveJ9Sd\n", "Y0wnX6tdxelVrhFschmQ6MZIM0YuE5xkfeW8r7UN4B/3VuF7xbfw48O3JJ+XdqzzVisZxOlDppS8\n", "eGDYysFOjh9VjpgothBqJYPH58Tg9U05+PfHZmJ1ZsSk31jEii0Gf6/RCvqrmD9/Pv7617/CaDRi\n", "165dyM/Pn/Q5ZWVleOqppwAARUVFrn64YykoKEBFRYVHxyD3ZEdr8drGHDT2WZFoCMGMGN/pNSGF\n", "0/W9roEltT1WtPTb/WqVi3CNEt9dlYafHasFywM/+EwaonXiD53WhyhEH9lIhBGUaGfOnImUlBS0\n", "tbUhOTkZSuXkfwRa7b3/3CrV1L4CiXEMb/C12pVcJkNurE5QuUDs2N4yNHbWkBVvVYwMoRJ/JZbi\n", "vO9LNOCtLbngeSBapxz3W4WvvObBFFsMgv8itVotMjIyBB946DgIIYlZqmOQwHd/ciheXJOGuh4L\n", "lqaGIcPNOYF9hZg1WeJbBNVoDx48iMbGRtTV1eG9995DdXX1pM9h2XtdR6Z6Y8XdYwyt45SUlHht\n", "++7P0xF/ZBu8Gf/NN9/0+vne9eabb7q2wzRKqNsrMRfNyIvTQyaT0fsdwO/3dMT3lKAhuEVFRXj0\n", "0Uexb98+FBYWYseOHXjyyScnfM6ePXuwefNm8DyPAwcOYNOmTQCA8vJyyOVy5OXlDdu/oqIC4eHh\n", "SExMnPQYY5FiCK5QJSUl0/bVhmJTbIotLa8NwZXL5ZDL5a5uXiEhk99oWLJkCbZv3w6e57Fu3TrX\n", "42fOnIFMJhuWaI8ePYqamhqo1Wqkp6dj1apVEx7D1wRr7YpiU+xgiC0GQYnWbrfDZDK5Eq2QeWgS\n", "ExOxbdu2UY8/99xzox4bL4mOdwxCCPEngmq0iYmJKCoqwtKlS1FeXo6amhqp2+VXxKzlUGyKTbF9\n", "K7YYBF3RLl++HMuXLwcA5ObmIjs7W9JGEUJIIHF7PlpfNZ03wwghgUuMm2FTWpPm0KFDHgUlhJBg\n", "IijRHj58GDt27MArr7yC7du349NPP5W6XX5lvPpRv82Jq60mXG8bkGxKumCtm1Fsiu1PBCVak8mE\n", "J598ErNnz8a2bduQk5Mjdbv8nsXBYseVNnz7wE18Y38VjtzsnvI8pYQQ/yYo0d4dlcVxg1PvjVwV\n", "N1DZnByut5vwaZMR3ebxJ2Qeq49fr8WJD660u7bfv9yGftvks565K1j7NlJsiu1PBGXMu9MiMgwD\n", "o9EYNKvgnq7vxSsf1wMAVqSF4ZsPpCJM4IQlaqUcyWEhaOgdnLIvO1ozbAUDQkjwEPQ///HHHwcA\n", "PPTQQzh27Nio4bOByM5y2FPe4do+Vd+HroGxP2DGqh9FaJT48bpMfH5eHL6yOAHP5ydBrRR/UvNg\n", "rZtRbIrtTwQPwQUGh95u3rxZ0gb5ChUjx5x4PSrvLAMTrVVCF+JeokwNV+Pv7k+cfEdCSECbUj/a\n", "Tz75xDUfga+Qoh9th8mOc7eN6DY7sSI9DBlD5j0lhAQHr00qU1JSgpaWFtd6XtevX/e5RCuFGL0K\n", "j+RGT3czCCF+TlCNtqurC0888QS2bNmCLVu24Ktf/arU7fIrUtaPrE4Wnzb1Y++1DlS0jV46PFjr\n", "ZhSbYvuTKfXTio6mqzxvud5mxveKBydaV8hleH3TjIBfA4yQQDNhjfbugolnz55FSkqKa1Lu06dP\n", "49lnn/VOCwUK1LkO9ld04Penb7u2X1qfgWVp4dPYIv/Xa3Ggz+qEIUSBSC0tkUQmJvlcB3cv15cs\n", "WTJs5QPiPTnRWijvLB0eGsIgMdR/Vnf1Re39NrzycR2e21WJ7x+qRlOfdbqbRILAhIn2C1/4AvLy\n", "8lz9Zm/dugWGYfClL33JK43zF1LWj2bEaPH6ozPw0voMvLoxB2kRw3s+BGvdbKqxq7st+LTZBACo\n", "7bbiWtuA12KLgWL7pwkTrV4/uAb8kSNHYDKZsGHDBhiNRpw+fdorjSODS4fnRGuxLC18VJIl7hs5\n", "Ok8rwSASQkYS1I/2gw8+wBNPPOHa3rVrl2u0mK8I1BotEVe/zYnDVd04crMbS1JDUZgXjQgtLfNN\n", "xue1frRK5dg3DIxGI0JDQz1qACHeZAhR4PG5sXh4ZhQ0SrmgZewJ8ZSgfrRmsxmdnZ0AgM7OTtfi\n", "jB9//LF0LfMjwVq78ufYWhUz5STrz+dNsaeHoCva1tZWvP3220hKSkJTUxPS09PxwQcfoLKyEo89\n", "9pjUbSSEEL8mqEZ7/vx5LF68WPDj04FqtGQko9UJlucRoaG+smTqvFajHS+Z+kqSJWSkqg4zfnm8\n", "DlYHh2+tSsWiJAPVY8m0oZmoRRCstStfjT1gZ/F6SQNu99nQaXbgpSM1aDPZvRJbahTbP1GiJQGH\n", "Bw/nkPXZOB5wfzJQQsQzpflofRHVaMlQFW0m/OxoLaxODt9dnYalaWGQU+mATIHXarSE+Ju8OD3+\n", "sHkmOA6I0ikpyZJpRaUDEQRr7crXY0dpVYjRq0RPsr5+3hTb91CiJYQQiVGNlhBCJiD5fLSEEEI8\n", "R4lWBMFau6LYFDsYYouBEi0hhEiMarSEEDIBqtESQogfoEQrgmCtXVFsih0MscVAiZYQQiRGNVoB\n", "GnosqO2xIkytwMwYLTS0oB8hQcOn5zpobW3FsWPHwDAMVq9ejYSEBLf33b9/P1iWBQBkZWVh7ty5\n", "UjV3XM1GG35w6BbaBxwAgP+3Nh0PZER4vR2EEP8lWemgrKwMTz31FD7/+c/j7NmzU9pXrVajsLAQ\n", "hYWF05JkAaDb7HAlWQAobTCO2idYa1cUm2IHQ2wxSHZFq9VqXT+rVBMv5zzevizLYvfu3eB5HhkZ\n", "GdPSfStSq0CkVoFusxMAcH8yrfpLCHGPZIl2aOl3vOXKJ9u3oKDA9XNxcbGIrRMuMVSNXz2cjZpu\n", "C8LUCuTG6Ebts3LlymloGcWm2BTbX0hWOrhbWwUw6VpNQvadLFkDw79elJSUiLadFqGBsqUC5tor\n", "0KoY0Y9P27RN27697SnJeh3s2bMHmzdvBs/zOHDgADZt2gQAKC8vh1wuR15e3qT71tfXIy0tDQBw\n", "4MABbNy4cdx40zkyrKSkZNo+cac79rLlK8DyPFSMd3sKTvd5U+zgie3TvQ6WLFmC7du3g+d5rFu3\n", "zvX4mTNnIJPJhiXa8fatr69HWVkZAGD+/PlSNZVMkSEhAy8fq0Wn2YGv3p+IeYmG6W4SIT6J+tGS\n", "KWE5Hi9/VIeSul4AgFohx1tbcpEYGjLNLSNEXDTXAZk2HM+jy3xvCW+rk4OD5aaxRYT4Lkq0IhCz\n", "aO4vsZWMHNvywqFWDP4JPZufiDj9xN34xBSMrznF9l+0Ci6ZMllXHd7aPA8OjkecXgU1DU0mZExU\n", "oyWEkAlQjZYQQvwAJVoRBGvtimJT7GCILQZKtIQQIjGq0Y6h1+KA1ckhXK2gGzyEBDmfHhnmrxp6\n", "rXj5WC3qe63YNj8Oj8+JhT6EXiZvcrAcHCzvmleCEH9HpYMRjt7sRm2PFRwPvPtpG+p6rJM+J1hr\n", "V1LEvt1rxc+P1uKfDlShrLEP3DhfuALtvCm278YWAyXaEVTM8NnDGPnEM48Rcb17qRWljUbUdlvx\n", "0yO1uN1rm+4mEeIxqtGO0NRnxRulTajpsmDb/Disz4mkNcK8hOV4/OjDW7jQ1O967M3NM5EVpZ3g\n", "WYRIi2q0EkgKU+NHD6bD6uQQGqKgK1ovYuQyfGlRAqo6zei3sfi7xQk0SQ0JCFQ6GINGySBCoxSc\n", "ZIO1diVF7FmxOrxROBP/tXUWCmfHjPttItDOm2L7bmwx0BUt8TlxBrqKJYGFarSEEDIBmuuAEEL8\n", "ACVaEQRr7YpiU+xgiC0GSrSEECIxqtESQsgEqEZLCCF+gBKtCIK1dkWxKXYwxBYDJVpCCJEY1WgJ\n", "IWQCVKMlhBA/QIlWBMFau6LYFDsYYouBEi0hhEiMarSEEDIBqtESQogfoEQrgmCtXVFsih0MscVA\n", "iZYQQiRGNVpCCJkA1WgJIcQPUKIVQbDWrig2xQ6G2GKgREsIIRKjGi0hhEyAarSEEOIHKNGKIFhr\n", "VxSbYgdDbDEopDpwa2srjh07BoZhsHr1aiQkJLi9rzvHIIQQXyVZjXbfvn149NFHAQBFRUUoLCx0\n", "e193jkE1WkKIFHy6RqvVal0/q1SqKe3rzjEIIcRXSZZoh14oK5XKKe3rzjGmU7DWrig2xQ6G2GKQ\n", "rEbLsqzrZ5lMNqV93TlGeHg4Ll686G4zRaHVaik2xabYARo7PDzc42NIlmgtFguAwavSuz8DQHl5\n", "OeRyOfLy8ibdd7zHx7Jo0SLR2k4IIWKSLNEuWbIE27dvB8/zWLdunevxM2fOQCaTDUu04+073uOE\n", "EOJPAmZkGCGE+CoasEAIIRKjREsIIRKjRBsAOI4b1kMjWGIT4i8kuxkmhukcxitG7P3797uSUFZW\n", "Fg90pwkAAAe3SURBVObOnSt67EOHDqGmpgaFhYVITEyc0jHEju2N87527Rpu3LgBjuOwdOlSJCcn\n", "u30MsWN747xPnz6NtrY2AEBqaqqrt403znu82N44b2CwF9Lrr7+OZ555xvX35o3zHi+2W+fN+7C9\n", "e/e6ft6zZ8+U9nXnGGLHPnz4sOB4U43N8zx/7do1vqmpyaNjiBnbG+d94sQJ189/+9vfpnQMsWN7\n", "6/2+68MPP/T4GGLE9tZ5FxcX8xcuXBj29+at8x4rtjvn7dNXtNM5jFeM2CzLYvfu3eB5HhkZGYLn\n", "YhBj6LE3zns83jjvVatWeXwMsWN76/2uq6vDrl27sHnz5ikfQ8zY3jjvnp4eaLVaqNVqj9ovZmx3\n", "ztunEy0/jcN4xYhdUFDg+rm4uFiS2GIfQ4zY3jzvI0eOID8/36NjiBXbW+ednp6OF154AXv37kVm\n", "ZuaUjiFmbG+cd0lJCT772c+isrJyyscQO7Y75+3Tidbbw3jFjj2UO38EU22zGMcQI/ZQUp73iRMn\n", "kJOTg+jo6CkfQ8zYQ0n9fqvVahgMBo+OIVbsoaQ677a2Nuzbtw/t7e1IT0931Um9cd7jxR5qsvP2\n", "6UTr7WG8Yseur69HWloaAMBqtUoS291jeCO2N8775MmTiIuLQ3p6uqBjeCO2N867u7sbkZGRrv0n\n", "O4Y3YnvjvJ999lkAQEVFxbC5B7xx3uPFdue8fTrRTucwXjFi19fXo6ysDAAwf/58SWIfPXoUNTU1\n", "UKvVSE9Pd9UPvXHe48WW+rzb29tx6tQp5ObmorKyEv39/Xj66ae9ct4TxfbG+33q1CnYbDYAwOLF\n", "iyc9hjdie+O8gcFEX1JSMuyq0hvnPV5sd86bhuASQojEaMACIYRIjBItIYRIjBItIYRIjBItIYRI\n", "jBItIYRIjBItIYRIjBItIYRIjBJtEGpra0NRURFeffXVMX//xhtvoKOjw61j7tixA0VFRSgqKsLe\n", "vXthNBqH/f7AgQNTbu9dH374IXbt2uXxcQKNkNfWZDLh7bffRkVFhRdaREby6ZFhRBpxcXEoLCzE\n", "Bx98MObvn3jiCURERLh1TJlMhsLCwnF/787wyPFs2LABu3fv9vg4gUbIa6vX67Fy5UpwHOeFFpGR\n", "KNESF7vdjkOHDqG6uhpPP/00YmJiXL87d+4cDh8+jIyMDBgMBjgcDmzevNk1IUdISAh27doFhmFg\n", "NpuxceNGhIaGwul0ori4GJWVlSgqKgIA5OTkYPbs2ZO2x+l0Ys+ePZDL5eB5ftTkzJ988gna29uh\n", "UqlgtVpRUFCA0NBQXLlyBXv27MHatWuxcuVK1/aDDz6IBx54YNx4JpMJ7733HrRaLeRyOdRqNcxm\n", "MwoKClyTx4wXEwDOnz+P4uJiPP300zh9+jRUKhXmzZuHnJwcsCyLgwcPuuYIGBgYQGpqKlasWDHp\n", "63D69Gk0NzdDpVKB4zioVCo88sgjk762XV1dKC4uhlarhd1uh8FgQEZGxqTxiAQEz1xLAs6OHTvG\n", "fPzjjz/m29vbRz3+5ptvun6+ePEif/PmzTGfb7PZ+F27dgmKNZH9+/fzHR0dru2zZ8/yH3zwAc/z\n", "gxOOnzx50vU7u93u+h3PD07O3djY6Prdzp07BcW8du0a//bbb7u2WZbl//znPwuKyfOD53no0KFR\n", "xy0uLua7urpc252dnfz169cFtekvf/kL39/f72pPQ0PDqJhjeeedd3iWZV3bf/rTn/hr164JiknE\n", "RVe0RLCoqCjXzxqNBna7fcz9pjph+Egmk2nYNITz589HQ0MDAKCmpgZWq9V1JQcMXiXetWLFCuza\n", "tQtPPvkkTp06NeGV7EgLFixw/SyXy6HRaATFvGvDhg1jnsvdma+Awddy6Os5ka1bt6K0tBRWqxVW\n", "q1XwxC0qlQpy+b3bMEPPi3gXJVriMY7jUFtbi6ysLABAb2/vqNnop0Kn06Gzs9OVbC9evOj66j1n\n", "zhy0trZi6dKlrv2dTqfrZ4ZhoNfr0dfXh/b2dqxZs0Zw3MuXL7tmy2dZ1vWBMlnMiajV6mHTDHIc\n", "h5qaGmRnZ0/4PKfTierq6mHtf++990ZN0TgWm80GlmXBMAyAwddvaNuJ99DsXUHo+PHj6O3txdWr\n", "VzF37lzI5XIUFBSgqqoK1dXVqKmpQVxcHHQ6HZYuXYr4+HgcP34cJ0+exPPPP4/Y2Fj85S9/Acdx\n", "eOaZZ1zHbGtrQ0hIiKt+q1Dc+xz/5JNP0N3dDblcDqfTieXLlyM+Pn7CdjqdTuzcuRNKpRJyuRx6\n", "vR7nzp3DU089hbS0NFy8eBENDQ2Qy+WuiZyHLrEyMDCAf/u3f8Njjz0maB5dYHDO0crKSlitVmi1\n", "WlitVjz00EOuBDlRzIMHD+LChQuuRfrmzZvnqok6nU7s3bsXDMO4Vg5+4IEHJn0NrFYr3njjDWRm\n", "ZkImk8Fms2HhwoXDEvR4r21nZycOHjwIg8EAu90OhmHQ3d2NL3zhC9Dr9YJeDyIOSrSEDHHt2rUx\n", "5yMlxBNUOiDkjv7+fpw6dQrAYE116HpghHiCrmjJtDl//jxu37495u8WL16M5OTkgIg5kbq6Oly6\n", "dGnM36Wnp7u1YgHxXZRoCSFEYjQElxBCJEaJlhBCJEaJlhBCJEaJlhBCJPb/AY9tFSA/RI8nAAAA\n", "AElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.508746\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd8FPedP/7X9qrehYS6EAIhTBMGDMSmyBiwwMaxzTl2\n", "LvE3xffL5b53ubNTL8VxmtMTJ/fz5S7FwTFNBoKopgnRhQFJiCKBhCTU2/YyO98/Fq0K2tWsdma1\n", "5f18PHg8dlaz8/6Mdnlr9j2fImJZlgUhhBDBiKe6AYQQEuoo0RJCiMAo0RJCiMAo0RJCiMAo0RJC\n", "iMAo0RJCiMCkQh24vb0dR48ehUQiwYoVK5CSkuJ236qqKnR0dAAApk+fjvnz53t9DEIICVSCJdrz\n", "589j69atAIDy8nKUlZW53XfJkiWux4cOHZrUMQghJFAJVjpQq9Wux3K5fML97969i7fffhu5ubmT\n", "PgYhhAQiwRLtyAFnMplswv0zMzPx2muv4cKFC5M+BiGEBCLBSgcMw7gei0QiTq9RKpWIiIiY1DEO\n", "HToEiUTiZSsJIcSz6Oho132jyRIs0ZpMJgDOq9KhxwBQU1MDsViMwsJC13O9vb2IjY117T/RMcYj\n", "kUgwb9483tpPCCEAUF1d7fMxBCsdlJSUYNu2bdi2bRtKSkpcz585cwZVVVWj9j19+jR27NiBHTt2\n", "YNasWRMeI9BUVlZSbIpNsUM0Nh8Eu6JNTU3FCy+88NDzr7766kPPbdiwwatjEEJIMBGFyjSJR48e\n", "pdIBIYR31dXVeOKJJ3w6Bo0MI4QQgVGi5UG41q4oNsUOh9h8oERLCCECoxotIYR4QDVaQggJApRo\n", "eRCutSuKTbHDITYfKNESQojAqEZLCCEeUI2WEEKCACVaHoRr7YpiU+xwiM0HSrSEECIwqtESQogH\n", "VKMlhJAgQImWB+Fau6LYFDscYvOBEi0hhAiMarSEEOIB1WgJISQIUKLlQbjWrig2xQ6H2HygREsI\n", "IQKjGi0hhHhANVpCCAkClGh5EK61K4pNscMhNh8o0RJCiMCoRksIIR5QjZYQQoIAJVoehGvtimJT\n", "7HCIzQdKtIQQIjCq0RJCiAdUoyWEkCBAiZYH4Vq7otgUOxxi84ESLSGECIxqtIQQ4gHVaAkhJAhQ\n", "ouVBuNauKDbFDofYfKBESwghAqMaLSGEeEA1WkIICQKUaHkQrrUrik2xwyE2H6RCHbi9vR1Hjx6F\n", "RCLBihUrkJKS4nbf2tpa3LhxAw6HA4sXL0ZaWhoAYO/evWAYBgCQk5ODoqIioZpLCCGCEaxGu2fP\n", "HmzcuBEAUF5ejrKyMrf7njx5EsuXLwcA7N+/H+vWrQMAHD58GKtXr+YUj2q0hBAh8FGjFeyKVq1W\n", "ux7L5XKP+w4l2bEYhsGuXbvAsiyysrIokRJCgpJgNdqRF8oymYzTaw4fPoxFixa5tktLS7F582Y8\n", "88wz6Ojo4L2NfAnX2hXFptjhEJsPgiXaodoqAIhEogn3P3HiBPLy8hAfHz/uz7kk65FvRmVlJW0L\n", "vH3t2rUpi3/t2rUpP/9w2w7n99tXgtVod+/ejU2bNoFlWezbtw8bNmwAANTU1EAsFqOwsNC176lT\n", "p5CQkICCgoJRx2hqakJGRgYAYN++fVi/fr3beFSjJYQIIaBrtCUlJdi2bRtYlsWqVatcz585cwYi\n", "kciVaDs7O3H69GkUFBSgvr4eOp0OL730EgBnoj1//jwAYO7cuUI1lRBCBEUjw3hQWVmJZcuWUWyK\n", "TbFDMDaNDCOEBBQb48CAyQY745jqpgQUuqIlhPCi32TDzmtdONHYh6WZUdgyJwmxam49jgIZXdES\n", "QgJGfZcRf7vagXa9FTtrulDfZZjqJgUMSrQ84LMbCMWm2MEae2y5wMbw92V5Ks+bD5RoCSG8yE9Q\n", "Y1FaBADgkVQtChLUE7wifFCNlhDCG53ZDp2VgVYuQaRSsN6jfhXQ/WgJIeEnQilFRIgkWD5R6YAH\n", "gVw3o9gUm2JPPUq0hBAiMKrREkKIB9SPlhBCggAlWh6Ea+2KYlPscIjNB0q0hBAiMKrREkKIB1Sj\n", "JYSQIECJlgfhWrui2BQ7HGLzgRItIYQIjGq0hBDiwZTVaC9evOhTUEIICSceE+3vf/977Nq1Czt2\n", "7MAPf/hDvPfee/jBD36As2fP+qt9QSFca1cUm2KHQ2w+eJxmZ8GCBZg/fz4+/PBDfOYzn0F8fDy6\n", "urpw7Ngxf7WPEEKCHqca7a5du7B582bX9p49e7Bx40ZBG+YtqtESQoTgtxqt3W4ftW02m30KSggh\n", "4YRToo2NjcXZs2dhNptx9uxZxMTECN2uoBKutSuKzQ+d2Y5OnRUWO+P32N4I19h84JRoV61ahcjI\n", "SBw8eBCRkZFYvXq10O0iJCy0DJjxjcMN+PT2Ovzlcjt0FvvELyJBh/rREjKFtl/twP9/vs21/eN1\n", "uShOjZjCFpGxpqxG+9FHH/kUlBDiJBGLRm2LRCI3e5JgxinR7t+/f9S2Xq8XpDHBKlxrVxTbd4un\n", "R2JReiSilFJ8ekEKcuJUfovtrXCNzQdOy1U6HA6h20FIWEqNVOKrn8iEycYgUimFTELTj4QijzXa\n", "vr4+2O12HDp0CGvXrgXLsmAYBh999BFefPFFf7ZzQlSjJYQIgY8arccr2rq6OthsNnR0dKCmpsb5\n", "AqkUGzZs8CkoIYSEE4/fU5YuXYqVK1eitLQUK1euxMqVK7Fs2TJERNBd0ZHCtXZFsSl2OMTmA6eC\n", "UGFhodDtIISQkOV1P9qmpiakp6dDLA6soj3VaMlEbnUbUd06iJQIBYpTtIhSyXg7dnO/Ge06C+LU\n", "MmTHqqibVggRvEY75Cc/+Qm2bNmC2tpaREdH4/LlyygrK/MpMCH+dK/fjH/ffxsGq3OY65eXpWNd\n", "QTwvx27uM+Er+2+jz2SHQiLCj9fnoSBBw8uxSWjgdFk6Y8YMZGRkAACWLFkiaIOCUbjWroIp9oDZ\n", "7kqyAFDbMfm+4CNj68x2tOmseLowAQkaGSwMi9vdpkkf25vY/hausfnA6YqWYZwfUIlEImhjCBFK\n", "olaO3DgVbveYIBYBK7OHJ0bqM1pR22GEyc6gMFGDaVFKTscctNjxP5fa8PfrPZBJRHh10TT878U2\n", "pEbKhToNEqQ41Wj/8pe/IDExEdnZ2cjNzUV5eXnAlQ6oRksm0qGzoHnAgkiFBNmxKsgkYjhYFn+8\n", "dB/bPu4AAOTEqvBmaQ5i1RPXb291G/Fa+Q3X9twULT69MAWZMSqoZHRREir8VqPdvHkzOjo6kJWV\n", "hStXrnAaKdbe3o6jR49CIpFgxYoVSElJcbtvbW0tbty4AYfDgcWLFyMtLc3rYxAykaQIBZIiFKOe\n", "M9scONs84Npu6DVBZ7FzSrQqmRhKqRhmu/P/Q2aMEjMTtfw2mkedeitudhkglYhRkKBGNI83A4ln\n", "nGq0arUaWVlZAIDi4uJRqy2YTOPXo86fP4+tW7fi+eefx7lz5zwev6enB5s3b8azzz6Lq1evTuoY\n", "Uylca1ehEFslE2NNXqxr+5FULaKUnq8/hmKnRSnx1pM5WJIRhS1FidhUlMhLm7jE9pbOYsevTt/D\n", "d47exTcPNWLHtU7YGO+G1ofC+z1VOF3RenL48OFxl7VRq9Wux3K555rV8uXLx33em2MQMhkikQhr\n", "8+KQGauCxe5Abpx3V3qzkrSYtTpwr2KH6CwMzt0bdG0fb+zDs3MSEU1zK/iFz4nWXRlhZOlXJuP2\n", "wT18+DAWLVrk0zGmwrJlyyh2EMfWKqWYPy1SkNgDZjv6TTZo5RLEaXy/WJjseWvlEsyfFoFLrToA\n", "wNLMaGi8rCOHyvs9FXxOtO4M9VQAuM2xeeLECeTl5SE+frhvo7fHqKysdL0hQ181aDs0ts+cOQN1\n", "fCriE5MRr5Hhwtkq189ZlkV1QxsMNhYF6YlI1MoFa0/xwsW41W1CT/8gEmQ2zM3PdLu/Jj4F5fdE\n", "ONM0gNQIGf5lYSyKs1On5Pd39eJZfDInHaUzMiEVi6AyduHcmaqAeX8DfdtXPq+w4K4Hwu7du7Fp\n", "0yawLIt9+/a5JqKpqamBWCweNaz31KlTSEhIQEFBAadjjGcqex2MTPAUWxjXOw34+sEG6C0MPr94\n", "GtJt97HgkWIAQG27Hv9RcRtWhsWMeDW+sSoTiVrFBEecnJ3XOvH7c60AgHnTIvDGykxEqca/Xjl/\n", "bwBfP9jo2n7t0TQ8PSvBp/jh8n4HUmy/9TqYjJKSEmzbtg0sy2LVqlWu58+cOQORSORKtJ2dnTh9\n", "+jQKCgpQX18PnU6Hl156yeMxiPfMdgYX7g3iWEMf5k+LxGNZ0Yic4KZPoGAcLP7nQht0Fuc3nHfO\n", "tuL7K4YTVmVTP6yM83rhRrcRbYNWnxKtwcrgZpcBBpsDObEqpEQ6j2W0Mjh0q8e1X3WrDgNmu9tE\n", "q5SOrn9qFdTlK1wJ9j8tNTUVL7zwwkPPv/rqq6O2ExMT8frrr3t1jEATDLWr290mfPfoXQBA5d0B\n", "xKpleDQjyi+xfSUSAVrF8EdVJhYhKWG4xJQVM7wqgUwiQoTC/ce6z2TDjS4jGAeL/Hg1ErQP102P\n", "N/TiF6dbAAAzEtT4z1VZiNPIoZSJUZIehTu9ZmfcWKXH5JkXp8aXlqZh3/UePDJNi+IU32+aBcNn\n", "LdRi88HnRKtUchtFQ6bW2NVVe422KWqJ98QiEV6ZnwyTlUGX0Yb/U5KKaVHDV6yL0iPxfx9LR2OP\n", "GY9lRSM7dvzPpM3uwParHdhxrQsAsDQjCv+4MBUpEXLYHSyUMgkYB4vDt/tcr7nRZUSfyY44jRxi\n", "kQhlsxKQH6+G0cagMEnjsb+tSi7B+pkJeCI3FgqpGGKaaCZsed23w2w2j9ouLS3lrTHBKhj6F2bE\n", "qJAV40xA0SopCpN8n/TEn+c9PUaF/1yThZ9vyMOi9ChUnT7t+lm0SobSGfH44pI0FKVo3d441dsY\n", "HGvod21XNQ3g5J1+nLjTj9cPNODCvUGIRMCyEVf6aVGKUf1qY9UyoLUGa/LjkMZxqK5KJuEtyQbD\n", "Zy3UYvOB0xXtb3/7W8ydOxdLlixBV1cXbt26hccff1zothEepUYq8N21Oeg22BCtkiI1UpibRUJS\n", "SCXwUBWYkFomwZLMKOyt6wYAFKVo0dhrwqWWQaikYvzn4Ua8s6kAq/NikRathN7CYEbi+OUF4pnO\n", "YsepO/24cG8QK3NiUJIeCWUYD0vm1OtgbM+CHTt24NlnnxW0Yd6iuQ7CV6/RBpZlOfVT7TFYca3d\n", "gPs6C/RWBtuvdmJpZhR6jTZc7zTinU0zkBOnnvA4xLNzzQP4xqHhHhc/eSoXc1KCc2UWPnodcCod\n", "jJ3kWyoNjrvVJPTVtOvxWvkNfH73DVxsGZxw/ziNHCtzYlCYqEFduwErsqMxM1GD651GvDI/BakR\n", "wXelH4gGzKPvCQz1GAlXnBKt3T76l2a1WgVpTLAK19rVVMceMNnxk5NN6DHaMGC243tH76BLz+2z\n", "WZwagR89lYs3PpGJ5VnRePfZmdg0OwEq+fhfbx0jvvhN9XkHQ+z8BDVi1c4LsunRCmTG+HbTPCxq\n", "tEVFRdixYweys7PR0NCA2bNnC90uQibkvL8kGrEtGrk5IdmDcf7JE1zFXmvX46+X25EaqcAzE0wc\n", "Y3ew6DFYIRWLeBlyG6wyY1T42fp89JvsiNNIBRtAEiw4jwwzm81oa2tDSkoKVCrVxC/wM6rRhqfa\n", "Dj3eOnYXdobFv6/MwDwv5izgomXAjC/uvuGaCvGpgnj887L0cfe1MQ6cvNOPn55qRoRcgm+vzsaM\n", "RG69O/pNNtzsMoJhgfx4VVgn6UDj15FhSqUS2dnZPgUjhG+zkrT41dMzwLIsYtX8JyeL3eFKsgDQ\n", "OmAG42AhET986dyhs+LHJ5rgYIFekx3vnG3BD9flQiH1fLfdYnfgb1c7sPNB/97VebH44qNp0Lgp\n", "Y5Dgw6lGu3v3bqHbEdSCpW4WqrFjVDJBkiwAJGnleGa2c7ivXCLCi48k4/y5s+PuKxIBkhH9ZWUS\n", "boMU9FY7jtwaHiRxrKEP+jEDTIYEyu88nGLzgVOiHTsVYkVFhSCNISTQaBVSbH0kGb8pm4F3NhWg\n", "OEU7ala5kVIiFfjGqiwkamXIi1fhC4vTXHVgTzQyCRalD5c85k+LoKvZEMOpRrt3716UlJQgMdF5\n", "I4DWDAtOeqsdFpsDUSoZpON89SW+Y1kWA2Y7pGLRqPkZJtJlsKKuwwDGwWJWkuahJXfI1PFbjdZg\n", "MOBnP/uZK5HV19cHXKIlnrX0m/HTymY09ZnxqXnJWJsfF9YjdYQiEokQpZRymj95pASNHCuyw+MG\n", "WMuAGfvqumGwMdg0OxHZsYF3c51vnEoHKpUKb731FrZs2YItW7agqKhI6HYFlWCoXe2/0Y2adgN0\n", "Fga/OdOKpn7zxC/iKbYQ3MW2MQ70Gq0wWoXrID9ebAfLoqZdj1+dvoc3Khpw7t7AqL63Qsb2Fz5i\n", "m20MfnemBbtqu3DwZi++ebABPYaJ+z4He42W0xXt2MvmOXPmCNIYIhwH63k7FBitDCpudONvVzqR\n", "E6/CPz2aPmqWLyG1DFhw8k4/9l53zqNwtV2P35TlIyuWhvOOZGVYNA9YXNtdBhssTAh+GMfgdEWr\n", "1Y6eR5O6eY0WDPN0rpsRh9w4FRQSET67KBUZ0b5PbynEeQ+a7WjpN6PP5Hkax/Fi3+k14ffn2tBv\n", "tuNSiw6n7vSN80rfjRfbxjjQYxhus93BwmjzbpXZycb2Fz5iaxUSvDw/xTWu5KV5yYh1M3E637Gn\n", "Eudq/d27d9HZ2Yl58+ahubmZkm2QmR6jwg+ezIXZ7kC0Ugq5NPBWP+0yWPHrqhacaRpAbqwKX3si\n", "E9M4TkUIAGPTms2Pl+1xahmWZkbhUusgjDYHVmRHY1oQzpAmNLFIhOWZ0cgoU8LuYJEerQyLewWc\n", "/redPXsWbW1taGlpgVQqxblz54RuV1AJlrpZpFKKRK2ctyTL93k395mRF6fCp+YlQy4V42q7wavY\n", "GTEKvDg3CTKxCDPi1ViZHcNr+zzFjlbJsGBaJL5fmoOfPJWLf1qS7tWy5b7E9he+YsukYuTGq1GQ\n", "qOHcjS0sarRtbW3YvHkzysvLAQAaje+TRhMyltHGYNvHHbA5WGyZk8jpK+WQDp0FH1zthNHG4Ltr\n", "s5EVo0QMT4MYLHYH7vSaYHOwHksukSopClW+L1dDQg+nT7JEEvqX9r4I9rpZIMQ2WO34c3W76+v+\n", "9qudeDzH/RXp2NhVTQOuG1FHb/fhlxvz3Sba5n4zOnQWxGvkyJqgaxHLsjjR2IefnGwGADxdGI9X\n", "Fj3K+bz4FirvdzDF5gOnRGsymWCzOQv9NpvtoZFihHij22DF7R4TFFIx8uPV0MglkEnEiNfIcLfP\n", "2e0sQiHxuMjiWP1j5j+12Mf/jDb1mfCVv99Gv9kOpVSMt5/KQ16C+54BBiuDv13tcG1/WNeNjYUJ\n", "NHKLeIVTsW7NmjV47733UF9fjz179mD16tVCtyuoBHvdzGJn0DJgRifHuVx9iT1gtuMXlffwzUON\n", "+I/9t3HwZg9YloVcIsYXFqdhRVY05qZq8b21OUh8sISM3cHiVrcRVXf78ceLbdh3vQuXrl0fddyV\n", "2TGIf7BQ4hO5MchwM//pnV6TKymb7Q409Bg9tlchESN/xIoLSVoZejvve3yNxe7A5TYddlzrwNX7\n", "etgY/i5Mgv2zFoyx+cDpkiE2NhavvPKKwE0hU8FkY7Cnrhv/faENkQoJ3izNwYwE4WrwAyY7zt0b\n", "XgnhwI0erM2PhUYuRXq0Em88ngmWxajZsc42DeB7H92BgwVKZ8ShtsOAJ8eUFbJiVfjFxnwYbQxi\n", "1TK3V8NikQhi0XA/4hgPq9gCzhs3n5qfgoxYJXRmBqvzYtF6vRrIzxq1X3O/CW0DFsRp5LAzDvz0\n", "ZDM69FaIRcDP1udhZhLVbsMZ5+9mdXV1aGhowIwZM5Cfny9km4JOMNeu2gYt+O8LbQCAQQuDv1S3\n", "4ztrsjkNIZ1MbK1CgqwYJe48KBEsSIuEcsQ0guIxk3cbrAz+VH3flRgP3OjBp+Ylwyp6OEF6WkSR\n", "cbDoN9tgY1h8YXEaWgbMSIlUIFI58X+BlEgFni9Odm1nLl066uctA2Z8/UADthQn4VdVLTBYGfzD\n", "vBTsu96FtkErunlc2j2YP2vBGpsPnEoHhw8fhl6vx9q1a9Hf34/jx48L3CziL1KxCJIRiS1yEuP0\n", "vRGrluEbq7Lw5WXp+NrjmXhmdsK4c7sOkUtEo8oA0SopRAAKErmPuDLbGRy80YMv7LqBffXOG2bH\n", "G/vRqbMijYe+ru06K3Li1Dh4oxddBhuMNgf++3wrnsiNhVYu8aovMAlNnBJtf38/Fi1aBLlcjkWL\n", "FqGnp0fodgWVYK5dpUUp8a3V2ciIVqIkPRIvFCcJHjstSol1BfFYkR0z4UoCMokYn16Qii1FiXgi\n", "NwZffzwTq/Ji0Xr9Mjp1Fpy+24+LLYMYdDN/K+Dsn/vz0/fQb7ajtsOAewNm/HJjPl6an4IIDle0\n", "Y409b7VMDKnEWZIYIhaJMDdFi5+uz5vUpCm3uo341elmbPu4He264SGrwfxZC9bYfOD0KZPJxq9j\n", "DQ4OIjKS36VDiH9JxCIsnh6F2ckayCViyDnMn+pvqZEKvFoybdRzbdHx+GnlPVS36gAAn1mYiufm\n", "JI57NT52fBjjYJHC46gtiUiEZZlRUEgk+K/zrTBYGfzzsnTMStZymvh7JIudwYDZjjcqbmPwwcqx\n", "vUYbXlsy/vI5JDhw+l9lNBrR3e38ytXd3Y2hKWyPHTsmXMuCSCjUrrRyqddJdirPOy51uivJAsCR\n", "W70w2safsWt6tBKfK0mFXCJCZowSZbMSfIo98ryNVgbvXmjDmx81YduVdrwyPxmP58TggysduNNr\n", "4nxMlmVxuXUQ/7rvNn53thXPzhn+ZnGz2+jquRAKn7Vgi80HTle07e3tePfddzFt2jS0trYiMzMT\n", "27dvR319PZ5++mmh20jIQyIUEuTFq3Cr25nMHs2IgsrNmHmVTIKNMxPwWFYMFFIRopT8DY21MA7c\n", "G3De2FuUHoU3P2pyXUH/4cJ9fGdNtsca9JDWAQu+cagRVobFzW7nsjgFCWrc7Dbik3OSOK3UQAIX\n", "p0S7fPlyLFiw4KHnL168yHuDglFlZeWU/cW9cuUKiouLpyT2VJ537aVz+NrjC1HXYYBKKkZhksbj\n", "13SZVOzqlzuR1gEzajsMUMnEmJWkReyYLmAjzztSIcWn56fi7VPOkWMiETA0Da3Ei6qBlWFhHTFd\n", "4KCZwT8vTQcLIHNEjXcqf+fhGpsPnBLteEl26PkjR45g1apVvDaKTKxDZ8H+Gz2406OBKFGHomSt\n", "oL0F+GayMejS2yCXipA8yWVbUiMVSOV5hqxeow3fOXoHd3qdV6nPFyfhlQUpbpO4RCzCJ3JikB2n\n", "gghAcoQc75xpQZxGhlcWpnK6mgWAlEg5Xpmfgv+9dB9qmRivzE9BTjzNZRsqOK0Z5kmgrB8WbmuG\n", "/e/FNvz1Y+fQULlEhN+UzUBGTHAsCWKyMthV24k/XmqHRi7B90tzMDMxMCYqau4z47M7h0edZcUq\n", "8dP1+ZyH3DIOFv0mG2QSscc+uoyDxcdtOpTXdiEvXoUnZ8RDq5CgS2+DTCLi9WYd8Q0fa4ZR4SdI\n", "NfUNL0VjZViYBJhkWihtOgv+eKkdwIMBCRfbwATIkg9RKikWpEW4ttfkxUEt4/7fRCIWIU4jn3Ag\n", "RFOfGd841Ihz9wbxl8sdONHYB5VMgukxSkqyIYgSLQ+moo/fptmJUDwoAj6RGzMl/zkne94ysRiy\n", "EV+pYzVyzl+xfY09kSilFF9eNh3fXp2FHzyZizX5sQ+VZPiIbbQxsI/449I6aPGwN7+xJytcY/PB\n", "+97aJCDMSdHiN2UFaOvsxsyMZERNouP9VEmLVuDba7LxhwttSI6Q44W53AdJ+EOiVs75xtlkTYtU\n", "YFlmFCrvDkAtE2NNfpyg8cjUohotcaul34yWQQtiVVLkxKm9vuocD+NgUd9lQOuABZkxSmTEKKGQ\n", "hueUg/0mGzr0VmjkEqTRMN2AxUeN1ufLoGC60024ax0w49/330a30QaJCPjRU3koSvZ9Bqqb3Ub8\n", "675bcLDOuWN+sp6f4wajaJVMkOVuSODhVKPt7Ox0+zNfM30oCMXa1f0Rs04xLHClTc9L7E691TUT\n", "FwugQ+fdHLgA0Gu04tKtFgyY3c9vIKRQer/Ndgbnmgfw7vlWXLg3ALN9/NF1QsT2RrDXaDkl2j/+\n", "8Y8YGBgY92djlyKfLIfDAYZx/yYT/4pVS1032wAgN46frmNpUQqoHtzFl0tESI/27ibevX7nlfYb\n", "J7rw4+N30eXlZOVktPpOI75xqBEfXO3E1w424lYX92HDhDtOpYNp06bhzJkz0Ol0WLhwITIzMyd8\n", "TXt7O44ePQqJRIIVK1YgJSXF7b4HDhxAY2MjysrKkJqa6np+7969ruSbk5ODoqIiLs31u1AcA54V\n", "q8KPn8rD9U4D0qIUmDXOxNWTiZ0Tp8ZP1+ehQ29FokaOHC8T+NX7ejT3O+/Qn2/RoaHX5HEeWm/0\n", "GW240q5Hp86C+WmRyIkbf8BAKL3ffabRc+X2mNzPnRtK5+1vnBLts88+C7lcDofDgYsXL+LEiRN4\n", "+eWXPb7m/Pnz2Lp1K4CJb5iVlpairq7uoeeVSiUtmzNFRCIRChI1KBBgIEFOnNptEpuIRjH6xpmS\n", "p6XTAeBYYx9+d7YVAPDB1U78YmN+yM8lmxGtRIRCAp2FQbRS6nGVXzJ5nD6lg4POpUd6e3vR0tKC\n", "6OjoCV+jVg//R5LLJ3fFwTAMdu3ahZ07d6K6unpSx/CHcK1dCRm7XWfBvutdKK/tQtvAcB/ToiQt\n", "npuTiOxYFb746DTkjRimqrfYcaVNh0stg+j3cGXmzsdtw7OBDVoY1zSFY4XS7zw7To2fbcjHD5/M\n", "wdvr8zyuChxK5+1vnK5o33//fcTHxyM+Ph7r16/nlDhH9hpzN5/tREpLS12PKyoqJnWMYGazO3Cp\n", "VYejDb3I5Sx/AAAgAElEQVQoTtHiscxoRIXBXWqjjcHvzragqsn5B74yWYNvrcpGhFKKOI0M/7gw\n", "FQs19Sieleh6jd3BYl99N/5wwblw4rqCOLy6aJpXq9WW5sfhXPMgWAAzE9VI0IT+7xpwTiM5na5k\n", "BcUp0Wo0Gnzyk5/0qivXyBtbfHQB45KsR87wM/QX0B/by5YtE+T4sqQcfOtEO1gAJxr7oYAdq2em\n", "+P38PG0P4fP4JiuD2o7h1WmvdxrReK8Vuo57WLZsGcQiEXR9PaPe75qbDdhbNzwsuaK+B59IFqE4\n", "Nx1tAxbcautChBSYl5f2ULwugxXVTd1gIcYvNuZDZ2UgM/ai/vJ5v77fwbA9xN/xh56bqvP3FacB\n", "C1ar1euv/7t378amTZvAsiz27duHDRs2AABqamogFotRWFg4av+6ujpER0ePuhnW1NSEjIwMAMC+\n", "ffuwfv16t/FCccDCuXsD+MbBRtf250qm4ZmiRA+vCA02uwN/u9qBP1U750N4ZnYCPjU/xe18s4Bz\n", "ZYKfnbqHjxr6AAAzEtT43pps9Jvt+NqBBnQabNDIJfjxulzkjig3mG0MfnOmBQdv9gJwzmv7leXT\n", "oXWzii4JP36bVEYul+Pu3bs4f/487HY7GhsbJ3xNSUkJtm3bhm3btqGkpMT1/JkzZ1BVVTVq3yNH\n", "jqCyshJHjhzByZMnXc83NTVh+/bt2L59O2bMmMH1nPxOqPpRRrTS1a0qQiHB3NSH7/wLWbu622vC\n", "qTt9uN6hHzUuX+jYMqkYZbMS8OOncvHDJ3Px/Nzkh5Ls2NgKqQSfXpCCf1mWji8+mobXV2ZAIhah\n", "pt2AToOzXmuwMrjZbRz1OoOVwdnm4eXPL9wbhMHquZthuNYqwzU2Hzj92T579iwcDgfa29uxaNEi\n", "nDt3DtnZ2R5fk5qaihdeeOGh51999dWHnnM3n+3y5cu5NC9kJUco8O3V2egyWBGplPp1mGZznwn/\n", "9vdbGLQwEIuAH63LxZyUiIlfOAk9RhvqOw2wO1gUJGiQFCGHViFFsZfxkiIUeLJguF/utft6mO0O\n", "iDC8btjYOQy0Cgkez4nB7touAMDK7Bi6miW84/SJamtrw+bNm1FeXg7AWbMlw4Ts45eglXvsJypU\n", "7Ha91XXX3cECdR2GhxKtr7EdLAuzzYE9tV3YdsU5t+7CtAi8vjJzwtVpucR2gMWhWz343OJpuN1t\n", "QlGy5qF5bxVSCZ4vTsK8aRFwsCzy49UT3kAL1/6k4RqbD5wSrUQSnpN+hLN4tRxKqRhmu3Oe27xx\n", "ZvsfmhRFLZNALAJu9ZiglUkwI0E9YaK8P2jB+1c60NhrwidyYpAepcC9AQsutOigtzKTWgZ8rOxY\n", "FRanR+FP1fexcFok5qRox02iMWoZSqZH+RyPEHc41WhNJhNsNmedy2azweEInkmm/SEUa1fZcSr8\n", "ZH0e/m35dPxoXS5mJY++Euwz2vDzk034/z68iYob3fjW4UZ8/6O7+OrBBhxr7Jvw+Idv9aDiRg9u\n", "dBnxX+dasSovFgCwJCMKWsXEf9i5nHeEQooXH0nCf22eiS8tTedt8EEovt8UW1icLhvWrFmD9957\n", "D+3t7WAYZlT/VhK6M5jlx6uR72bdqtZBC6ruOTv4q2US17BYADjR2IfVubGQScWQuplascswPKDA\n", "wQKZMUp8c1UW8uPViOCxRqqQSpCopW9kZGr5PB9toJjK7l3XOw3YU9eFlAg51uTHTXqxwUDgYFmP\n", "q8kOaewx4Z8+vAG7g0XZrARUtw66ku3/WZSKy206qOUSvDI/ZdwryVvdRrxRcRuDFgYbZsbj5fnJ\n", "iORxGXB3Bsw2tOusUErFmB6t5PWPZIfOijt9JmjkEuTGqTx2RyPBY8rmoz1w4ABd1T7QOmDGGxW3\n", "YXywZpfByuALj6ZPcasmp7ZDj79ebkeiVoFnixIxLcr9H4yMGCW+uyYb5bVd0Mok+MeFqWjoMSEl\n", "Qo6Tjf240OK82o1USPH5xdPQOmCBSORcuVYmESMvXo1fl82A2eZAvEbmlzv9A2Yb3j3XhoO3eqGQ\n", "iPBmaQ5vPSl6DDa8dewO6jqd3cf+fcV0rMqjVROIk8dP95tvvomZM2diYGAAN2/exOzZs3H16lVk\n", "ZWX5q30Bz2R3uJIsADT2msE4WF5WI+CCr/Xu2wbN+NqBhgfnooOVceBfl0/3uMy29V4tvrv2UfQY\n", "rHjlgzpYGBYvz0/B2XvD/VJ7jFZ83KbDNw45+15/ZXkGVubEQCKe/DLjgHfnbbIxMFoZdBpsOHjL\n", "OTDBwrDYea1zUol2vNi9JpsryQLAwZu9+EROLO+fA77eb4rtXx5vhv3DP/wDNm/eDLVaje9973vY\n", "unUr3nzzTURGRvqrfQEvSSPHqmzn70MqFuGTxUl+S7J8strZUX8wWgfME65MOzTMWquQ4vli57pf\n", "tR16bJ6dAMA5yGJLURLePtkMB+usxf76TAv6jN5N+HKn14RtH7fj0M0e9Bi8m3+2S2/Fr6ta8Lld\n", "9ejQWUbNscvn8uyRCikSR8yNsDA9Mig/B0QYHq9oh4a/ymQyVxcvqVQ6amaucBehlOJzSzKwYZYF\n", "SpkI06P5+8/LBV9/5RO0cnyyOBF/u9IJmUSET81PgUziuVPKUGyFVIyy2YkoTo1wlgci5HhyRjyU\n", "UhFUMgkilVL0mpyrIcSppZBJuSegdp0Fr1fcRt+D1396QQpemJvM+bzrOgw4/OAq9nfnWvG1J7JQ\n", "Ud+NjBgV1hVM7qv9eLGTIuR4szQH1+7rEa2SYpZAy/OEa1/WYL6aBTjWaM1m86htvf7hZU3CWZRS\n", "GlSr0I5HI5fg+eJkLM+KgUIi9nrlA41cgtkjkkvMiL/Fr38iE/97sQ1ggVcWpCLKi5teegvjSrJF\n", "yVqopGL8puoeFqZHojglAooJ5qNlRtzr7TXaIQbw7TU5nON7IyNGxetVMgkdnPrRzp07F++//z6q\n", "q6uxbds2zJ07V+h2BZVQ6V+okUuQF6/G9Bhud+O5xs6OVeE/V2fjW6uzke3ligpxGhkWpjnrqEsz\n", "ovDbs634sK4bXz/YiFtj5i0Yz6wkLRanR0ImFmFNXixyJznh+Eih8n5TbP/hdBlWWFiIrKwstLa2\n", "oqysDCoV/dUOBj0GK+70maGUipEzxd2NxCKRc9lbL8WoZPiXx6ajqc+MjjHrg41dhmU8SRFy/PvK\n", "DBisDLQKqVfz0xLCF5/70R45csTtpDD+FIrTJPpi0GzHz04143STc1HN//tYOkpnxE9xq3zT2GPC\n", "V/bfgs7CIF4tww/W5fi9Jk7Cz5T1ox2J6rWe2RgHxCKR3+9A9xptriQLAHvqurEyOwbKIO5Enx2n\n", "ws835KPXaEO8Rhby63mR0MHfynZhzF396EanAa9X3MY3DzXgbq8wyzi7i61VSJASMTzrV3GKFnI3\n", "N44GzHZUtw7icqsOOrPd69i9Rit213TiB8fu4nKrbsJuYb5Ij1aiODUCd65dFCzGRMK1VhmusfkQ\n", "3LfKA1i3wYpvHm503THXWZrx1pO5fqsRxmvk+M6aHFxoGUCkQopHUiPGHXxgsTP425UO7LjWCQDY\n", "+kgSXihOdpuUx3OueRDvPFg99kRjH3719IxRqxj4E8uyuNaux66aTmcXrhlxSAriIdEkNFCi5cF4\n", "ffzsDha6Eauo9pvssDMOAPwmWk/9CzNilMiI8fz1esDMYE9dl2t7T103niqIR7x04qWLhmLfG7FK\n", "LcMC+glWKOCDu/Nu7jfjqwcaYGVYVDUNQgRnlzJ/xPYHih2cqHQgkDi1DF9amg4RnCPGvvhoGiID\n", "sK+tSibGrKTh/q+zkjRQc6zjmmwMrrXrMTNRjWcejAabk6xBmoc5EoRmsjlgZYZLF039Zg97E+If\n", "PifaUJ0i0Bvj1Y9kEjGeyInBfz1TgP/aXIBF0yMF+V35WruKUEjx5WXp+KclafjS0jR8YXEa1BzL\n", "G4eud+Bf993Cd4/exb1+M365MR9vfCIT8RrvFvKcDHfnnRKpwBO5MQAAhUSETbP4X8wyXGuV4Rqb\n", "Dz5fYvna7SGUyaTioBgplBKpwMbCBK9eY7ExONQ4PHnM+RYdPrtoGuL8kGQ9iVJK8fnFaSiblQCV\n", "TILp0dQzgUw9mo+WTArLsvifi/fx/oO1vlIi5Hj7qTzEe1jfjJBg5Ld+tMePH3/oObVajXnz5kEq\n", "Dby6IxGeSCTC04XxyIhRYtBsx7xpkX5LskPXBlS2IsHCY43229/+Ntra2nD//n3MmTNn1L+EhAR8\n", "8MEH/mpnQAvX2tX1y+fxRG4sNs1OnLB3gzuNvSZ8dLsXV9p0MNsn7q3Q2GvCd47cwXcON+KOQH2T\n", "JxKu73e4xuaDx8vRb33rWwAAlUqF2NjYUT+LjY3F1atXhWsZCXnNfWZ85e+3XN3gvrsm2+NqtP0m\n", "G77/0R3XkjntBht+uC4XkX5YnYEQX/jU6yBEyrs+C8X+hZ16K250GdCps7jdx9fY3UbrqL7G19o9\n", "D+e2MeyoRR279FbY7MKuyGyyOruwXWoZRO+DCctD8f2m2MLidCnw6KOPjvv84sWLeW0MCQytA2Z8\n", "81Aj7g1YkBopx3fX5CBdgLv3CRo5opVS9D8Y9luc4nmy7Bi1DF9cnIafnmoGAHzh0TREq4Rb0JFl\n", "WRxp6MWvTrcAAJ7IjcFrj6b5ZX0zElo4XdEmJSWN+3xycjKvjQlWoVa7ut1jco32ahu04rabeV99\n", "jZ0ercSP1uXia49n4u2n8iZcv0sqFuHxnBj8bnMBvr8iAcuzogWdrMdgZVBeOzxq7ujtPvSb7CH3\n", "flNs4XlVOrDb7Q+ttkBCT8SYAQsRCuHmZ8iMVWFFdgyKUrQTrpYAOPsmZ8WqYOq4O+FSO75SyiSY\n", "M2LViLQoBdRyGkxJvOexH21NTQ1qampgs9lQVFSE2tpaaDQapKamYtGiRf5s54SoHy1/DFYGlXf6\n", "cbyxD8syo7E8OxoRYfp1uVNvxaWWQeitDEqmR9EAiDAkeD/a69ev4/nnn4fD4cAPfvADfPWrXwUA\n", "7Nq1K+ASLeGPRi7B2hlxWDtjcosXhpJErRxPFgT3hOlk6nn8HjQ0GEEsFiM+fvjDJhbT16eRwrV2\n", "RbEpdjjE5oPHK9qIiAgcP34cer0eUVFROHbsGBITE11Lj4c6k5VBQ68JNgeLrBiloHe4CSGha8K5\n", "Du7fvw+FQoHY2Fg0NjZCr9djzpw5/mofZ3zXaBkHi33Xu/CbM84JrZ8qiMNnF02jxf0ICTN+mesg\n", "JSXF9Tg7O9unYMHEYGWwq2a4a8/f63vwbFESJdogYbE7UNOuR22HAbOTNJid7H4pH0KExvmTZ7PZ\n", "0NnZCYfDAZ1OJ2SbAoJSJkZhksa1PT3afdeecK1dBXLsm10GvHGgAX+53I7XDzTgRtf4fYGFiC0k\n", "ih2cOPXZaWxsRHV1NcxmM1588UXs3bsXL774otBtm1JyiRgvz0/BzEQNjDYGSzOiEUM12qDRbbSN\n", "2u4Zs02IP3G6or148SKeffZZaLVaiMViaLWeh0qGiuQI54TYzxcnexyCGq5jwAM5dkaMCtoHZZ4I\n", "hQTTo/lbXieQz5tiByZOV7RKpfCdtB0OB1iWDZseDUNsdgdu95igs9qREa2kFVt5kh2rws825KHL\n", "YEOiRobpQbDSBQldnK5oTabR837a7fYJX9Pe3o733nsP77//Pu7fv+9x3wMHDuB3v/sdOjo6Jn2M\n", "qeRL/ehSqw5f3nsTXz/YiO8cuYMuvdVvsX0V6LEzYlRYkBbJe5IN9POm2IGHU6KdO3cu/vKXv6Ct\n", "rQ07d+7EwoULJ3zN+fPnsXXrVjz//PM4d+6cx31LS0uxcuVKn44RrI429GKof92tHhO6DN4lWkJI\n", "4ONUOpgxYwbS09PR0dGBtLQ0yGQT3xRSq9Wux3L55JY44eMY/uBL/WhOshYnGvsBOGuJ3i5JPl7s\n", "1gEz2nRWxCilyI5TQSzQki/hWrOj2OEVmw+c/1er1WpkZWVxPvDIcRBcErNQxwh0y7OiEa2SolNv\n", "w9xULdKifKuHtw2a8UZFA9r1VsjEIvzoqVzMSgqPm5cj2RgHmvrMsDtYpEcrqf8zmVKcEu3+/ftR\n", "VFQEhmFQVVWFRYsWITc31+NrGGZ45vzJLqLn7TEqKytdf/mGajr+2B5ZP5rM6x/LisGZM2dw/zqD\n", "HDf7D3WvW7Jkyaifj22DMnMO2h/UeW0OFpdadJiVpBXk/K9du4YvfOELfv99A8A777yDoqKicX/O\n", "siyO1Hfg52fawQJ4aV4yZoq6YDYMBsT77cv22Db4M36gvt/+2PYVp+XGy8vLsXHjRuzZswdlZWX4\n", "4IMP8Nxzz3l8ze7du7Fp0yawLIt9+/Zhw4YNAJxTL4rFYhQWFo7av66uDtHR0UhNTZ3wGOOZymkS\n", "RyZ4vunMdpy/N4Ar9w1YlhWFR1IiIBsxwmls7IYeI7605yZsjPNt/daqLCzNjBakbUKety+xBy12\n", "fOnDG2gbHK53/+9zhUiN5KdHR6CeN8UWht+WGxeLxRCLxa5uXgrFxB/YkpISbNu2DSzLYtWqVa7n\n", "z5w5A5FINCrRHjlyBI2NjVAqlcjMzMTy5cs9HiPQCPkBqO0w4IcnnEu3HLzZg59tyEPhiFLA2NjZ\n", "sSr89Kk8dBtt6DPZEKmQwO5gIRVgJYJArdkpJCKkRyldiTZBLeM0qTgfsYVGsYMTp0RrtVqh1+td\n", "iZbLooypqal44YUXHnr+1Vdffeg5d0nU3THCycheCCyAAbPnrnUikQgiEfD9j+7C5mAhFgFvr88L\n", "qzqtQirB5xdPQ1qUAjoLg82zExGnDs0aPwkOnP7Mp6amory8HIsXL0ZNTQ0aGxuFbldQEbKPX2GS\n", "xrWUzLRI+UMz/I8Xu0Nvhc3h/GPoYIG2Qfcr2foikPtVTotS4nOL0/BvKzKQHUf9aCn21OJ0Rbtk\n", "yRLXTZiCgoIJb4QR/uTEqfHzDfnoN9mRoJUhmcPIsZQIBZRSMcx2B6Rikc89GQghvuF0MywY0Jph\n", "w1iWRUOPCW2DFiRFyJEbpxZ0tVhCQhkfN8MmdYfgwIEDPgUlwhKJRMiNV2N5dgxmJGgoyRIyxTgl\n", "2kOHDuGDDz7AW2+9hW3btuHy5ctCtyuohGvtimJT7HCIzQdOiVav1+O5557DrFmz8MILLyAvL0/o\n", "dhFCSMjglGiHRmU5HA4Aw6vjEqdw7V9IsSl2OMTmA6dEOzQtokQiweDgIGw2mq2eEEK44pRon3nm\n", "GQDAmjVrcPTo0YeGz4a7cK1dUWyKHQ6x+cB5CC7gHHq7adMmQRtECCGhZlL9aE+ePOmajyBQUD9a\n", "QogQ/DapTGVlJe7fv+9az+v69esBl2gJISRQcarR9vT0YMuWLdi8eTM2b96Mz3zmM0K3K6iEa+2K\n", "YlPscIjNh0mNDIuPj+e7HYQQErI81mjr6uoAAOfOnUN6erprUu6qqip89rOf9U8LOaIaLSFECILP\n", "dTB0uV5SUjJq5QNCCCHceUy0L774IgoLC139ZhsaGiCRSPCpT33KL40LFuFau6LYFDscYvPBY6LV\n", "ap2z8h8+fBh6vR5r167F4OAgqqqq/NI4QggJBZz60W7fvh1btmxxbe/cudM1WixQUI2WECIEv81H\n", "K5ONv97S4OCgT8EJISQccEq0RqMR3d3dAIDu7m7X4ozHjh0TrmVBJFxrVxSbYodDbD5wGhnW3t6O\n", "d999F9OmTUNraysyMzOxfft21NfX4+mnnxa6jYQQEtQ41WgvXryIBQsWcH5+KlCNlhAiBL/VaN0l\n", "00BJsoQQEsgmNQSXjBautSuKTbHDITYfKNESQojAJjUfbSCiGi0hRAh+q9ESQgiZPEq0EzDbGHTr\n", "rTBZGbf7hGvtaii22c6g8k4/vn24Efuud2HALPzinYFw3hQ7PGLzgdYN96DXaMOfL9/H8YZ+LE6P\n", "xD8uTEWCVj7VzQo4t7tN+M7ROwCA000DiFPL8GhG9BS3ipDAQVe0HtzoNuLv13tgsDI42tCH612G\n", "cfcL1/Xuh2LrLaOv9nuMwl/RBsJ5U+zwiM0HSrSejLlPGAi3DQ1WBgdv9OCbhxpw6Kbzj8BUy4hR\n", "IjtWBQCIVkkxK0k7xS0iJLBQovVgRrwGa/NjoZSKsSIrGjMTNePu58/60fVOA94+1YyzzYP4yclm\n", "XLrb6bfYYw2dd0qkAt9dk41fbMjHzzfkI+tB0vVH7KlAscMrNh+oRutBrEaGLy5Ow0vzUqCVS6CW\n", "S6a6SdCZ7aO2DVbHFLVktAStnOrXhLhB/WiDzL1+M75+sAH3dVakRsrxvbU5SItSTnWzCAlZfPSj\n", "pSvaIJMercSP1uWh12RDrEqKpAjFVDeJEDIBqtHywN/1o6QIOWYmapAUoQjbuhnFptjBhBItIYQI\n", "jGq0hBDiQUDXaNvb23H06FFIJBKsWLECKSkpXu+7d+9eMIyzn2hOTg6KioqEai4hhAhGsNLB+fPn\n", "sXXrVjz//PM4d+7cpPZVKpUoKytDWVlZQCfZcK1dUWyKHQ6x+SDYFa1arXY9lss99690ty/DMNi1\n", "axdYlkVWVhaVBgghQUmwRDuy9OtuufKJ9i0tLXU9rqio4LF1/ArXMeAUm2KHQ2w+CFY6GKqtAoBI\n", "JPJ534mSNTD660VlZSVt0zZt0zYv274SrNfB7t27sWnTJrAsi3379mHDhg0AgJqaGojFYhQWFk64\n", "b1NTEzIyMgAA+/btw/r1693Gm8peB5WVlVP2F5diU2yKLayA7nVQUlKCbdu2gWVZrFq1yvX8mTNn\n", "IBKJRiVad/s2NTXh/PnzAIC5c+cK1VRCCBEU9aMlhBAPaM0wQggJApRoecBn0ZxiU2yKHVix+UCJ\n", "lhBCBEY1WkII8YBqtIQQEgQo0Y5hsTtQ065H5Z0+3Os3c3pNuNauKDbFDofYfKAVFsa4cl+Hrx9s\n", "BAAkamT40VN5SI2kVQwIIZNHNdoxfl11D3vqul3bP16Xi+LUCJ+PS7ix2B1o7DXBYGWQGaNEvIYW\n", "fCRTi2q0AihO0boeRygkiFVPPMcC4c/Z5gH8856b+OqBBrx9qhl9RttUN4kQn1GiHWP+tEi8VZqD\n", "r6yYjh+vy0N69MQrzIZr7Yrv2IyDxd4R3yYutejQ4ybRhtJ5U+zAjs0HqtGOoZZLMD8tcqqbEZYk\n", "YhGKU7W42q4HAMSqpNAqJFPcKkJ8RzVaD/qMNtR2GGCwMihM0nC6uiW+6THYUN02iB6DDYvSI5Ed\n", "p574RYQIKKBn7woF+29046+XO7D1kWRU3e1HfoIaM5M0UErpKksocRoZVufFTXUzCOEV1WjdsDIO\n", "nGsexObZiai40YP/vngf/1HRgOoW3UP7hmvtimJT7HCIzQdKtG7IJWKsyY+FQipCh97qev5008AU\n", "tooQEoyoRuuBwcqgsdeI7x69i36THQDw+soMPJ4by2scQkjgohotzzr1Fhxv7EeHzoq1+bHIT9Cg\n", "KDkCP3wyF7d7jIhRyTAzUTPVzSSEBBkqHYxQXtuNd8+3Ye/1brxxoAFtgxYAQFasCqvz4rAgLRIa\n", "+cM3wsK1dkWxKXY4xOYDJdoHGAeLm90G17bOwsBkYzy8ghBCuKEa7QjnmgfwrcONcLDAJ3Ki8dqj\n", "6YhUUnWFkHBGNVqeLUiLxK/LZsBkcyA9SkFJlhDCCyodjCARi5Abp0ZRshbRKu6TyYRr7YpiU+xw\n", "iM0HSrSEECIwqtESQogHNB8tIYQEAUq0PAjX2hXFptjhEJsPlGgJIURgVKMlhBAPqEZLCCFBgBIt\n", "D8K1dkWxKXY4xOYDJVpCCBEY1WgJIcQDqtESQkgQoETLg3CtXVFsih0OsflAiZYQQgRGNVpCCPGA\n", "arSEEBIEKNHyIFxrVxSbYodDbD4ItoRAe3s7jh49ColEghUrViAlJcXrfb05BiGEBCrBarR79uzB\n", "xo0bAQDl5eUoKyvzel9vjkE1WkKIEAK6RqtWq12P5XL5pPb15hiEEBKoBEu0Iy+UZTLP62+529eb\n", "Y0ylcK1dUWyKHQ6x+SBYjZZhGNdjkUg0qX29OUZ0dDSqq6u9bSYv1Go1xabYFDtEY0dHR/t8DMES\n", "rclkAuC8Kh16DAA1NTUQi8UoLCyccF93z49n/vz5vLWdEEL4JFiiLSkpwbZt28CyLFatWuV6/syZ\n", "MxCJRKMSrbt93T1PCCHBJGRGhhFCSKCiAQuEECIwSrSEECIwSrQhwOFwjOqhES6xCQkWgt0M48NU\n", "DuPlI/bevXtdSSgnJwdFRUW8xz5w4AAaGxtRVlaG1NTUSR2D79j+OO/a2lrcuHEDDocDixcvRlpa\n", "mtfH4Du2P867qqoKHR0dAIDp06e7etv447zdxfbHeQPOXkg///nP8fLLL7s+b/44b3exvTpvNoB9\n", "+OGHrse7d++e1L7eHIPv2IcOHeIcb7KxWZZla2tr2dbWVp+OwWdsf5z3iRMnXI///ve/T+oYfMf2\n", "1/s95ODBgz4fg4/Y/jrviooK9tKlS6M+b/467/Fie3PeAX1FO5XDePmIzTAMdu3aBZZlkZWVxXku\n", "Bj6GHvvjvN3xx3kvX77c52PwHdtf7/fdu3exc+dObNq0adLH4DO2P867r68ParUaSqXSp/bzGdub\n", "8w7oRMtO4TBePmKXlpa6HldUVAgSm+9j8BHbn+d9+PBhLFq0yKdj8BXbX+edmZmJ1157DR9++CGy\n", "s7MndQw+Y/vjvCsrK/HUU0+hvr5+0sfgO7Y35x3Qidbfw3j5jj2SNx+CybaZj2PwEXskIc/7xIkT\n", "yMvLQ3x8/KSPwWfskYR+v5VKJSIiInw6Bl+xRxLqvDs6OrBnzx50dnYiMzPTVSf1x3m7iz3SROcd\n", "0InW38N4+Y7d1NSEjIwMAIDZbBYktrfH8Edsf5z3qVOnkJSUhMzMTE7H8Edsf5x3b28vYmNjXftP\n", "dAx/xPbHeX/2s58FANTV1Y2ae8Af5+0utjfnHdCJdiqH8fIRu6mpCefPnwcAzJ07V5DYR44cQWNj\n", "I9qXiOcAAAWJSURBVJRKJTIzM131Q3+ct7vYQp93Z2cnTp8+jYKCAtTX10On0+Gll17yy3l7iu2P\n", "9/v06dOwWCwAgAULFkx4DH/E9sd5A85EX1lZOeqq0h/n7S62N+dNQ3AJIURgNGCBEEIERomWEEIE\n", "RomWEEIERomWEEIERomWEEIERomWEEIERomWEEIERok2DHV0dKC8vBxvv/32uD//7W9/i66uLq+O\n", "+cEHH6C8vBzl5eX48MMPMTg4OOrn+/btm3R7hxw8eBA7d+70+TihhsvvVq/X491330VdXZ0fWkTG\n", "CuiRYUQYSUlJKCsrw/bt28f9+ZYtWxATE+PVMUUiEcrKytz+3Jvhke6sXbsWu3bt8vk4oYbL71ar\n", "1WLZsmVwOBx+aBEZixItcbFarThw4ABu376Nl156CQkJCa6fXbhwAYcOHUJWVhYiIiJgs9mwadMm\n", "14QcCoUCO3fuhEQigdFoxPr16xEZGQm73Y6KigrU19ejvLwcAJCXl4dZs2ZN2B673Y7du3dDLBaD\n", "ZdmHJmc+efIkOjs7IZfLYTabUVpaisjISFy9ehW7d+/GE088gWXLlrm2H3/8cTz22GNu4+n1evz1\n", "r3+FWq2GWCyGUqmE0WhEaWmpa/IYdzEB4OLFi6ioqMBLL72EqqoqyOVyFBcXIy8vDwzDYP/+/a45\n", "AgwGA6ZPn46lS5dO+HuoqqpCW1sb5HI5HA4H5HI51q1bN+HvtqenBxUVFVCr1bBarYiIiEBWVtaE\n", "8YgAOM9cS0LOBx98MO7zx44dYzs7Ox96/p133nE9rq6uZm/dujXu6y0WC7tz505OsTzZu3cv29XV\n", "5do+d+4cu337dpZlnROOnzp1yvUzq9Xq+hnLOifnvnfvnutnO3bs4BSztraWfffdd13bDMOwf/rT\n", "nzjFZFnneR44cOCh41ZUVLA9PT2u7e7ubvb69euc2vTnP/+Z1el0rvY0Nzc/FHM8f/zjH1mGYVzb\n", "f/jDH9ja2lpOMQm/6IqWcBYXF+d6rFKpYLVax91vshOGj6XX60dNQzh37lw0NzcDABobG2E2m11X\n", "coDzKnHI0qVLsXPnTjz33HM4ffq0xyvZsR555BHXY7FYDJVKxSnmkLVr1457LkMzXwHO3+XI36cn\n", "zz77LM6ePQuz2Qyz2cx54ha5XA6xePg2zMjzIv5FiZb4zOFw4M6dO8jJyQEA9Pf3PzQb/WRoNBp0\n", "d3e7km11dbXrq/fs2bPR3t6OxYsXu/a32+2uxxKJBFqtFgMDA+js7MTKlSs5x71y5YprtnyGYVx/\n", "UCaK6YlSqRw1zaDD4UBjYyNyc3M9vs5ut+P27duj2v/Xv/71oSkax2OxWMAwDCQSCQDn729k24n/\n", "0OxdYej48ePo7+/HtWvXUFRUBLFYjNLSUty8eRO3b99GY2MjkpKSoNFosHjxYiQnJ+P48eM4deoU\n", "Pve5zyExMRF//vOf4XA48PLLL7uO2dHRAYVC4arfSqXDf8dPnjyJ3t5eiMVi2O12LFmyBMnJyR7b\n", "abfbsWPHDshkMojFYmi1Wly4cAFbt25FRkYGqqur0dzcDLFY7JrIeeQSKwaDAb/85S/x9NNPc5pH\n", "F3DOOVpfXw+z2Qy1Wg2z2Yw1a9a4EqSnmPv378elS5dci/QVFxe7aqJ2ux0ffvghJBKJa+Xgxx57\n", "bMLfgdlsxm9/+1tkZ2dDJBLBYrFg3rx5oxK0u99td3c39u/fj4iICFitVkgkEvT29uLFF1+EVqvl\n", "9Psg/KBES8gItbW1485HSogvqHRAyAM6nQ6nT58G4KypjlwPjBBf0BUtmTIXL15ES0vLuD9bsGAB\n", "0tLSQiKmJ3fv3sXHH3887s8yMzO9WrGABC5KtIQQIjAagksIIQKjREsIIQKjREsIIQKjREsIIQL7\n", "f7Y2EFfxzG+GAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.679792\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVIAAAFHCAYAAADzzsTHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Wl8k/eZ7/+PVkvyvuMFL3hhCQQCBAghkCZhaVZCljbN\n", "ZNIz03Q6077m32lnOp3O/NszbdNM26TLnDOd9px0b0KakLAGCEsSwk4IIexgY7DBxvsqWbt0HgiE\n", "jY0tW5asn329H1myLH1RlEv3fd2/ReP3+/0IIYQYNu1oBxBCCNVJIRVCiDBJIRVCiDBJIRVCiDBJ\n", "IRVCiDBJIRVCiDDpI/XE9fX17Ny5E51Ox5IlS8jJybnpYzdu3IjX6wWgpKSEGTNmRCqWEEKMuIgV\n", "0kOHDvH0008DsG7dOlauXHnTx5pMJpYuXRqpKEIIEVERK6QWiyX4s9FoHPCxXq+Xt956C7/fT3Fx\n", "MbNnz45ULCGEGHERK6Q9J0wZDIYBH7tixYrgz1u2bIlUJCGEiIiIFdJrPU8AjUYT8t8NVnS3bduG\n", "Tqcbdi4hhOhPSkoKc+bMGdbfRqyQ2u12IHBkeu1ngBMnTqDVapk2bVrwvurqagoLCwFwOBwDPq9O\n", "p5NTfyHEiDty5Miw/zZiw5/mz5/P6tWrWb16NfPnzw/ev3//fvbt29frsdXV1bzxxhu88cYbTJ48\n", "OVKRRtWePXtGO8KwqZpd1dygbnZVc4crYkekubm5PPXUU33uf+655/rct3jx4kjFEEKIiNOotoze\n", "zp075dReCDHijhw5wr333jusv5WZTUIIESYppFGicu9I1eyq5gZ1s6uaO1xSSIUQIkzSIxVCCKRH\n", "KoQQo0oKaZSo3DtSNbuquUHd7KrmDpcUUiGECJP0SIUQAumRCiHEqJJCGiUq945Uza5qblA3u6q5\n", "wyWFVAghwiQ9UiGEQHqkQggxqqSQRonKvSNVs6uaG9TNrmrucEkhFUKIMEmPVAgxLJc7HLTY3GTE\n", "G8hLNo12nLCF0yON2Ar5Qoix60KrnW9srqTD4SHTYuCFT5dQkGoe7VijRk7to0Tl3pGq2VXNDbGf\n", "/XyLnQ6HB4CmbjfV7YFNK2M9d6RIIRVCDFmapffJbIp54G3UxzrpkQohhqzb5eFIrZWPr3Rxe34S\n", "s3ITMOl1ox0rLNIjFUJElcWoZ1FxCouKU0Y7SkyQU/soUbl3pGp2VXODutlVzR0uKaRCCBEm6ZEK\n", "IQQy114IIUaVFNIoUbl3pGp2VXODutlVzR0uKaRCCBEm6ZEKIQTSIxVCiFElhTRKVO4dqZpd1dyg\n", "bnZVc4dLCqkQQoRJeqRCCIH0SIUQYlRJIY0SlXtHqmZXNTeom13V3OGS1Z+EiFFdDg8nGmxc6XQy\n", "IyeBsgzLaEcSNyE9UiFi1LuVrfzH+9UAWAxafv5wOYXjeDuPSJMeqRBj0OlGW/DnbrePdrtnFNOI\n", "gUghjRKVe0eqZlc1N8DevXu5ozAZrSZwOy/JSFaicXRDhUDl9zwc0iMVIgb5/X5uzUnkZw+V0+Hw\n", "kJ8cR05i3GjHEjchPVIhhEB6pEIIMaqkkEaJyr0jVbOrmhvUza5q7nBJIRVCiDBJj1QIIZAeqRBC\n", "jCoppFGicu9I1eyq5gZ1s6uaO1xSSIUQIkwR65HW19ezc+dOdDodS5YsIScnZ8DH2+12fvazn/Hs\n", "s8+Sm5t708dJj1QIEQkx2SM9dOgQTz/9NJ/97Gc5ePDgoI/ftWsXy5cvj1QcIYSImIgVUovl+pJf\n", "RuPAc4Tb2tqwWCyYTKZIxRl1KveOVM2uam5QN7uqucMVsULas2NgMBgGfOyePXtYtGhRpKIIIURE\n", "RWzREq/XG/xZo9EM+NiGhgY2bNhAY2MjRUVFA/ZIoXfhvfYNKLcje/uaWMkTyu1FixbFVJ7xcPva\n", "fbGSZzj5hyNiF5vWrl3Lo48+it/vZ9OmTTz00EMAnDhxAq1Wy7Rp0/r8zalTp0hJSZGLTUKIqIvJ\n", "i03z589n9erVrF69mvnz5wfv379/P/v27evz+NbWVvbs2cOJEyciFWlUqdw7UjW7qrlB3eyq5g5X\n", "xE7tc3Nzeeqpp/rc/9xzz/X7+LS0NL74xS9GKo4QQkSMzLUXQghi9NReCCHGCymkUaJy70jV7Krm\n", "BnWzq5o7XFJIhRAiTNIjFUIIpEcqhBCjSgpplKjcO1I1u6q5Qd3squYOlxRSIYQIk/RIhRCCUeiR\n", "Hj58eFgvJoQQY9GAU0R/9atfkZmZic/n4/z58+Tn53Pp0iUSEhKYO3dutDKOCSovFahqdlVzg7rZ\n", "Vc0drgEL6dy5c5kzZw7r16/nr//6r8nIyKCpqYn33nsvWvmEECLmDXhqP2fOHCCwtmhGRgYAmZmZ\n", "Y3ol+0hR+Vta1eyq5gZ1s6uaO1wh9Ug9Hk+v2w6HIyJhhBBCRSEV0rS0NA4cOIDD4eDAgQOkpqZG\n", "OteYo/L4OlWzq5ob1M2uau5whVRI77vvPpKSknjnnXdISkpi6dKlkc4lhBDKkHGkQghBFMaR3tgj\n", "fffdd4f1YkIIMRaFVEg3b97c67bVao1ImLFM5d6RqtlHKndbt5sDNR3sq26n2eYakecczHh/z1UT\n", "0p5NPp8v0jmEiElOj5fVnzSw7mQTAPeWpvKVhROJN+pGOZmIJQMW0ra2NjweDzabjebmZvx+P16v\n", "V45Ih0Hl8XWqZh+J3Fanl/fOtwVv76pq5/NzciJeSMfze66iAQvpqVOncLvdNDQ0BLdJ1uv1wT3q\n", "hRjr4o065k9MYltFKwDzJibJ0ajoY8BCeueddwKQlZXFtGnTohJorFJ5DrKq2Ucit8mg4/NzcphX\n", "kITPB9Oy40mIi9gu5kHj+T1XUUifCCmiYjzLSDCyOMEY0de40umkudtNmllPXrJMwVbNkMeRVldX\n", "M3HiRLTa0VkTWsaRirHmUruDf9lSSaPNTapZzw/vL6Uo1TzascadiI8jffHFF6murmbz5s3U1tay\n", "YcOGYb2YEKKvC212Gm1uANrsHs632Ec5kRiqkArp5MmTKSwsBGDhwoURDTRWqTy+TtXsquROvqHn\n", "mmLSK5P9RqrmDldIPVKv1wuATidXK4UYaZMzLXz73mIO1HQwJz+RKVnxfHxxtFOJoQipkFqtVrZt\n", "20ZJSUmk84xZKl/JVDW7KrlNBh2LilNYVJwSvE+V7DdSNXe4Qiqkq1atoqGhgeLiYj755BOZ6SSE\n", "ED2E1CO1WCwUFxcDMHPmTFatWhX8nd0ujfFQqNw7UjX7cHO7vT4qmrs5UW+lw+EZ/A8iYLy956oL\n", "ewzT9u3bRyKHEDHjQE0HX1l3lq9tquDXh2qxOkenmAp1hF1I5TQ/NCr3jlTNPpzcTreX1z5p4Nrg\n", "6q3nWmm+OjQpmsbTez4WjM6oeiFilEGvpTzDErydYtZjNshoFTEwKaRRonLvSNXsw8mt1Wj4zMxs\n", "/mpuDiunZfLCihKyEyM7PbQ/4+k9Hwsiv/qCEIqZkBjHZ2dNGO0YQiFyRBolKveOVM2uam5QN7uq\n", "ucMVdiE1mWSlGiHE+DbkQupwOHrdXrFixYiFGctU7h2pml3V3KBudlVzhyukQvqLX/yCffv2AdDU\n", "1CS7iAohRA8hFdLc3Nzgqk8TJ06ktbU1oqHGIpV7R6pmVzU3qJtd1dzhCqmQ3riIs14vF/uFEOKa\n", "kAqpx9N7ipzLFZ29vccSlXtHqmZXNTeom13V3OEK6dByxowZrFmzhkmTJnH+/HmmT58e6VxC9Mvu\n", "9tJm9xCn05AeH/2B8kL0J+Q9mxwOB3V1deTk5GA2j95+MrJn0/hldXpYc7yRV482kBVv4HvLSyhO\n", "k72NxMiI+J5NEBgvOmnSpFEtomJ8u9Th5NWjDQA02txsPN00yomECAipkK5duzbSOcY8lXtHsZJd\n", "r9Wg6XE73jBwZ6pnbqfbi9urzkplsfKeD5WqucMVUiG9cam8LVu2RCSMGD/qu5wcudxJZXM3vhB3\n", "BC9MMfFPSwrJTTKysDCZFZPTQvq70402/mlzJd/aep6qVlmIXIy8kC42GY1GGhsbycrKAsDpdA76\n", "N/X19ezcuROdTseSJUvIycm56WP37dtHQ0PglK2goIA5c+aEEkspKo+vG+ns9V1Ovv3OeS62OzFo\n", "Nfzw/lKmT0gY9O+Mei33lqYyb2IScXoNcfqBl7dbtGgRzTYX39lWRfvVle5/8kE13102iSSTAb1W\n", "M+DfjyZVPy+q5g5XSIXUZrPx05/+NHiR58yZM6xcuXLAvzl06BBPP/00AOvWrRvw8T23eN62bVso\n", "kYTC6jpdXGwPfBm7fX4O1HSEVEgBNBoNSabQxzF7fH5sLm/wdqfTy7oTTbQ7PDx9W86oLJEnxp6Q\n", "Tu3NZjMvvPACTzzxBE888QQzZswY9G8sluuL4xqNg39YL168yEsvvURpaWkokZSjcu9opLOnmPQY\n", "dNePBksidOV9z549ZMQb+epdBWg1YNBpePSWTLZWtLL1XCt7q9sj8rojQdXPi6q5wxXSV/uNQwJu\n", "vfXWQf+m56gqg8Ew6OOLior48pe/zPr165k0aVIosYSiitNM/Oj+Ug5d6qQ41cTsvKSIvZZeq+Hu\n", "SSlMybTQ6fTwg3cv0m4PnOaP1sZ2YuwJ6Yg0IaH3aVcohc7rvX46pdGE1osymUwkJiYO+rie33p7\n", "9uxR4va13lGs5BnK7Z5G4vn27t3LLdkJ/I+5uRgbznDs8IGI5F+0aBF79uzh4P59TEwxkZcUx6wJ\n", "gaPf7AQDnypJjYn3dyx9Xq7dFyt5hpN/OEIekH/x4kUaGxuZPXs2NTU1gxbTtWvX8uijj+L3+9m0\n", "aRMPPfQQACdOnECr1TJt2rTgY1tbW0lLC1yBffvtt3nggQdu+rwyIF+Ew+r00Gb3YDZoyZCZUaKH\n", "iA/IP3DgAHV1dVy+fBm9Xs/BgwcH/Zv58+ezevVqVq9ezfz584P379+/P7gk3zV79+5lzZo1rFmz\n", "hltuuWWI/wQ1jMS33mgZzexeX2hDo/rTX+6EOD0TU0wxX0RV/byomjtcIfVI6+rqWLVqFevWrQMg\n", "Pj5+0L/Jzc3lqaee6nP/c8891+e+a0erQlzTbHPx9ulmTjTYeGxGFmlmPQdqOslNMjInL4lUy+B9\n", "dyGiJaRCqtPJdrThUnl83WhkP1jTwStXp4PempPAWyeagsOY/u6OPFbekjXoc8h7Hn2q5g5XSKf2\n", "drsdt9sNgNvt7jPTSYiR1mhz97rdcyzoqQZbtOMIMaCQCumyZct45ZVXOHPmDBs2bGDp0qWRzjXm\n", "qNw7Go3si4tTSL468D5er2VqVmBcslYDy8rTQ3oOec+jT9Xc4Qrp1D4tLY3Pf/7zEY4ixHUl6Rb+\n", "8+FybC4vGfEGFk1K5VK7g8Q4HZPSLYM/gRBRFPLwp1OnTnH+/HkmT55MeXl5pHPdlAx/EkJEQsSH\n", "P23fvh2r1cry5ctpb2/n/fffH9aLCRFr2uxuTjZYudBqD3kVKiFuFFIhbW9vZ968eRiNRubNm0dL\n", "S0ukc405KveOVM0+WO52u5v/vfcS/7Cxgq+sP8uxK9YoJRvcWH3Px6qQCunN5sp3dnaOaBghoqm+\n", "y8Xuix0AuL1+1p+SFffF8IRUSLu7u2lubgagubk5uCDJe++9F7lkY4zK4+tUzT5YbotRh0l//X+B\n", "0vTY2UZnrL7nY1VIV+3r6+t5+eWXycvLo7a2lqKiIt544w3OnDnDI488EumMQkREQYqJFz5dwuYz\n", "LRSkmLinJHW0IwlFhVRIFy9ezNy5c/vcf/jw4REPNFb1XNFHNapmDyX3LdkJ3JId2qLS0TSW3/Ox\n", "KKRT+/6K6LX7d+zYMaKBhBBCNaHv2XATVmvsXOmMZSp/S0cre5fDQ6PNhUmvJS/ZFPbzyXsefarm\n", "DlfYhVSIkdDh8PDyoVreOddKvFHHCytKmJI1+CpjQsSCkE7tRfhUHl8Xjey1HQ7eOdcKBBYo2Xh6\n", "8KFINpeXyx0OWmyufn8v73n0qZo7XHJEKmKCSa9FpwHv1clFRakmKpps1HW5yEk0UpphQdtjy5ou\n", "h4c/fVzP2pNNTEg08N2lJeSnmDjf0k2X08vElPBbA6NJq5VjHJVIIY0SlXtHkche1WKnyeYiO8FI\n", "UZqZwlQz311Wwp+P1VOSZmZqVgJf3VSB2+vHoNXwk4fKmJx5/VS/ut3B2pOBo9b6Ljfvnm/l1pxE\n", "/u2d8/j8UJ5h5jv3zRvx3JHU6fRwqKaDkw027iqejsfnR68Nbb+zWKHy5zwcYRfSUDe2E2Ob1+en\n", "wepEg4YJicYBPxeVzd18/e0K7G4f8UYdLz5QRkm6mdsnJjE7LxGdVsP759twXz08dfv81HY4exXS\n", "nts5A2TGG9hZ2cq1nUnONdtptLrITIjtLUV6OnHFyo921QCw5WwLP3+onMnSJ1ZCSOcPjY2NN/3d\n", "cFdLGW9U7h0Nlt3n97O/uoMvrDnDF948zYeXB546XNPuwO4OLA5+rc95je7qEdiERCPXaqVWAxMS\n", "43o9R1GqmX9cXMDE5DjuKEjG5vJR2ON03mLQ4rTG7r71/anrcgZ/9vmhw6nedtEqf87DEVIh/f3v\n", "f09HR0e/v7txq2ahnnBXPWqxuXnxg2o8Pj9ur5+f7r5Ea7f7po/veZSo1UBGfN+1HMoyLPz0oXL+\n", "eUkhP32wnMmZvdcgjdNrmZufwIwJCdjcXn5z+ApVrXa+saSAz8/J4UcPlOJqvhzWvyvaZuYkYjEE\n", "/pecmGwkfwSGgInoCOnUPi8vj/3799PV1cXtt99OUVFRhGONPbHYO3J6vOy72MHmsy3MzU9iWVla\n", "v5vKDZZdpwWzQUf31aNMi0Eb7O35/X7Ot9hptrmZkGSkKNXM5AwLP76/lIqWbsozLJRnBIqk1+en\n", "oqWbZpubvKQ4pmTFDzgEymLQY3N5g6s2tdk9zJ+YTOLVlfXJWDDk92Q0lWVY+PnD5XQ4PGQlGPsc\n", "hasgFj/n0RBSIX388ccxGo34fD4OHz7Mrl27ePbZZyOdTURYRbOdF96vBuCTK1ZyEo0snjT0+eZp\n", "FiPfvq+Y/9x7Cb1Gw98vmkjS1WJ2tinQD3V7/STG6XjpgTKK0szMzE1kZm5ir+c522Tj65sq8Poh\n", "wajjJw8GHnszJoOOL8zL4/aJSXh8fm7LTbxeRBVVmBo7C6eI0IV0an9tubzW1lYuX75MSkpKREON\n", "RbHYO+q5oRxAq73/nlwo2admxfPSA2X86IFSyjKun4afb7EHLxp1Ob3BPmBrt5v3q9rYcLKJ6jY7\n", "ECjs14Y/WV1ervToGd5MdqKRZeXp3D8lg5yk3kdwsfieh0rV7KrmDldIX9+vvfYaGRkZZGRk8OCD\n", "D2I0qnMlVNxcUZqZ6dkWTjR0k2ExMCsnvH63xdh32+785OvFTaeB9Kutg7fPNPPHI/UATEg08NKD\n", "5RSlXu8JGnUapa64i/EtpD2bfvvb3/L5z38+JoY6yZ5NI6ul201rt5ukOB3ZEejJOTxeTjd2U93m\n", "oDzDzOTMeHx+P1/fVMGZpu7g43756BTykuM422SjrtNFUaqJyZmWmPjMifEhnD2bQjoiffrpp+UD\n", "PUalWwzBo8RIMOl13JabyG09+qE6NDwwNYMzTYExk7flJpBq0ROn13JrTiK35kQsjhAREVKP1Gg0\n", "cvHiRQ4dOoTH46GqqirSucYclXtHkci+uDiFlx4o43vLJvH1xYWkmodezO1uL4cvd7LmeAOnGqx9\n", "hnHJex59quYOV0hHpAcOHMDn81FfX8+8efM4ePAgkyZNinQ2MYaZDTpmhNmTPdVg41tbzwOg12r4\n", "+cPlvS50CREtIR2R1tXVsXDhwuBCCvHxMm1tqFQeXxcL2b0+P5/UdfG/9tbwztkWOuxuatqvz4jy\n", "+Py03DAJIBZyD5eq2VXNHa6Qjkh1ur5XY4UIl93l5VKHA51WQ0GKCYPu5t/rF1rtfHNL5dXhUS18\n", "8+5CpmbFY9BpcHv9pJr15CapN4BdjA0hHZHa7Xbc7sC3vdvtxufzRTTUWKRy7ygS2R0eLxtON/OV\n", "9ef4u7Vn2X2hfcCpqh0OT3CMKcClDgflmRZ+/lA531s2iR8/UEbBDUvnyXsefarmDldIR6TLli3j\n", "lVdeob6+Hq/Xy4oVKyKdS4xxbd0efnu4DgA/8NvDV5idl0iK2UCLzcWVLhcWo47iVBMajYb8ZBOl\n", "6WYqW+yY9FrmTUxGq9FQmmGhdHT/KUKENo40lsg40rGhtdvF368/R6MtcKYzOzeB7yydRLfLx4u7\n", "q/nochcGnYYfLC8JTiVttDqp73KRZNJTJFMpxQgLZxzpsJbh3rp167BeTIhr0ixGvrushPtKU3lo\n", "agZfWTgRs0FHfZeTjy53AeD2+nnnXEvwb7IS4rg1J1GKqIg5A57aP//880ydOpWOjg7OnTvH9OnT\n", "OXbsGMXFxdHKN2aovN/3tew2l5eaNjtarYaiVBNx+vAuQk5KN/ONu4t63Rcfp8Ok1+LwBPrwJemh\n", "DWdye31UNNtptLmYmBxHSbplTLznqlE1d7gGLKR/8Rd/QWFhIX/+85/5/ve/j06n4zOf+Qyvv/56\n", "tPKJIXJ7fVidXixGbdiFrieHx8u6k438/qPA/PivLprI8vL04ELMI6Uo1cwLny5hR0Urhakm7ioK\n", "bYGcM03d/NPbFfj8YDZo+emD5SOaS4iBDFhICwsLATAYDMEhUHq9HotFBj0PVTS+pbucHtafbGLz\n", "mRZuy03g2bm5ZI3Awh+LFi2ivsvJn64uMgLwxyP13FGYPKQZSX6/H7vbh9mgHXDK8S3ZCdySPbTB\n", "+lUt9uA2I3a3jwarM+T33O724vf3v+jKaFH1qE7V3OEKqUfqcDh63bZarREJI8JT0dzNH47U09zt\n", "ZntlG8eudI3Yc8fpteT1WMlpYUESVqeX5ptshXyjdruHV4/W87VNFfz5kwY6HTdfQb/D4eZsk43q\n", "NjuhXgstTjNzrTSb9NqQv0AqmgNHsl/bVMHpBvlci+EJafjTrFmzeO211ygvL+fs2bPMmjUr0rnG\n", "nGj0jry+3kXH7R2ZARnXsn/73mIqWuwYdRp8Pj/PrTlNklnP88tLBp2aebrRFmwLXOlyMjUrnkZb\n", "J2lmA1Oy4om/ejTY6XDzmw/r2HK2FaNOww9WlHBrTuJATw3A1CwLLz1YRqPVxcQUU0g90k6Hhx++\n", "f5Ga9sC6p/++4wL/tXIy6fGjv3yfqr1GVXOHK6RCOm3aNIqLi6mtrWXlypWYzXLVNBaVpFtYVpbG\n", "9opWbsm29FmBPlx+4DeH6mjqdlOWYeaxW7N441gjr3x8he/cN2nA03WH5/oi0o9Nz+L5dy/S7ggs\n", "JP2tTxVxd0lgZf76LjdbzrYC4PL6eeNYY0iF1KDTMn3C0NoB3quthmvsHh8j9N0jxpmQhz+ZzWZK\n", "S0v7FNEdO3aMeKixKBrf0mkWA397Rz6/e3Ia/3NpyYhNmbyW/dgVK01X57NXNAcGxgMkGPWDLrM4\n", "JTM+uIFdQpwuWEQBPq673oIwG7TB5wX6zFYaTu6bSTUb+OqiAow6DXqthm8sKex3I77RoOpRnaq5\n", "wxX2BjfSL42+iuZuKpq7yU4wMjXLgsV4/T9jvFEXPE0ejNfnp9vtxWLQ3fTqe4fdg9cfmMueYu79\n", "cUmK0zM3P5HPzMwe9LVykuL47tJJdDo9+IHsBAMN1kBRnj8xKfi4iSkmnl9RwppjDeQnx3FPaSp+\n", "vz9i6+HOzU/k5cen4vdDVoIRray7K4ZB7Z3CFDJSvaMLrXb+8e2K4Cnpvy+dxB2FyUN+ng67m42n\n", "m3n3fBsLC5N5bHpWrx1EW7pdNFndbDjVxEe1XfzDXQXckh3PF+blcvhyJyvK05mVk8CKyWkhD7NK\n", "tRiCr/GDFaVUt9lJNhsoy+h9llOWYeZTJan84Ug960818+/LJjEnL6m/pxxQKO+5RqOJyd06Ve01\n", "qpo7XFJIFdPa7e7V1zvTZBtWIT3bFLjCD/D6sUamZsVz59Uxmxfb7HxnWxVXulwsLUvjlux4vrfj\n", "Av/3sSk8eWs2j8/ICvvIbWKKiYk3OW1vtrr5wXvVwdv/92AdUx+Mj6nhSUL0NKwpomLoRupbOjvR\n", "SJol8P2n1dBrC4+hcHl9N7297VwrV7oCw5q2V7RSkm4JrMx0tXhG+vTXoNNgMVz/aKZb9Oh1Q39N\n", "lY+MVM2uau5wyRGpYvKTTfzo/jIudzhINRsoTR/eCIqyzHjm5iVyuLaLaVkWpmReX6w74YYjP6NO\n", "w7fuKSY7Srt6ZifG8fyKEn59qI5kk57/cXsOxgHWKhVitIVdSGVTvNCMZO+oIMUU1tVsgOwEI//8\n", "qSK6HB4S4nSk9JihdHdJKhfa7FQ223ny1iwKTS6mFCYHj0T9fj8NVhd+f+AI+dr9Vzqd7LrQht3t\n", "496SNAp6bK/c5fRQ1+nErNcyMcU06OfmluwEfnh/KVqNZtjTUFXu16maXdXc4Qq7kA532Skx+pJN\n", "epJNfT8CuUlx/NOSQpweHwlGHXv37kVblBv8/eHLXXx3RxU+P/zrPUUsKEzG7fXx6w9r+eBCBwC7\n", "L7Tz4gNlpFkMdDk9/O7wFTaebsag0/D95SUhtSQGWjFfiFgS0ifV4/H0uv3uu+8Gf05I6H8QdH19\n", "Pa+88gqvvfYaV65cGfD5T548yVtvvcWaNWu4fPlyKJGUE+vf0l6fn1MNVnZWtnK20YZeqyExLjA+\n", "tGf21m43P9ldg9Prx+3z86Nd1bTY3Dg9fs4124OPu9zhDK7g1NDlYuPpZiAw22r10fo+s7AiIdbf\n", "84Goml3V3OEKqZBu3ry51+1Qxo4eOnSIp59+ms9+9rMcPHhwwMe2tLSwatUqHn/8cY4dOxZKJHGD\n", "mjY7uy+0caLeitMz9K1gzjbZ+NqmCn74fjVf21RBRXN3v4/TaTS9BsybDFq02sAg+57jSVdNzyTl\n", "6tGu6YZB9oUpphFfNUqI0RRSIR3OHk09V4gyGge+SLF48eIhP79qIrmXTW2Hg29uOc/3dl7ka5sq\n", "+GQYi5XUdbqCqye5fX4arl6173Z52X+uljONNuxuL8lmPd+8u5DSdDPFaSb+5VNFpFsCfdJ7S1L5\n", "+cPlvPh6wTIdAAAgAElEQVRAKZ+blR0crpSfbOKFFSUsLEzi8RlZrJqeNVL/9AGpvH+QqtlVzR2u\n", "AXukbW1teDwebDYbzc3N+P1+vF5vSEekPVftMRhCm3a3fft25s2bN+jjeja0r/2Hi/XbPbOP9PP7\n", "Mopo7rEV8YELrcybmDyk58srvw2dBrz+wFX6nKQ4XB4fa4/V8fujzUAjf7sgj0J3He3mbHKS4tBq\n", "4P8cuMwXppm4bXIxJoOOlnMfA5B09fkPHz2G15JOamoq//KpIk58cpTzxy6QE2P/fWLt9jWxkifU\n", "28ePH4+pPEO9PVwD7tm0d+9e3G43R44cCe6TpNfrmTlzJomJA18s2Lp1a3CTvB07dnDfffcN+Phd\n", "u3ZRWFhIUVHRgI+TPZv6utTu4B82nqPTGVgY5Nv3FrOoOLQFka/x+vxUNHfTYHWRmxRHabqZJpub\n", "L6w5Hex1Tsuy8Hd35PPnYw3svnpRCeCnD5X1u36o2+tj46lmfnmwFoC/vzOfFZMz0MtpvYhB4ezZ\n", "NOAR6Z133glAVlYW06ZNG9IT2+2BCw9+vz/4M8CJEyfQarW9nm/37t1kZ2cPWkRF/yamBMaWnm/t\n", "Jt1iYErm0Bfe1mk1TMmKZ0rW9fGkJr2WghQT55q70Ws1LC9P59/eqeKBKelAoJCmmPTBXug1VpcH\n", "o05Lh93D7z66fqHxt4evcEdBckwsUyfESAp5Gb2hmj9/PqtXr8bv9/c6Gt2/fz8ajSb4nI2Njezd\n", "u5cpU6Zw5swZurq6eOaZZ4b8erEukuPrmq0u9FoNCwqSSYwbuTkWSSY937i7kE0n6klNMHG5w0m7\n", "w8P5VjvPzctFr9UwMzeRvOTAeFGvz8+Bmg5+e/gKExINfHFeHnlJRs63BhYGL0g2EaeP3pAmlcc0\n", "qppd1dzhCvn/uo6ODlpaWsjNzcVkGnwweG5uLk899VSf+5977rlet7OysvjmN78Zagxxg4ttdv5t\n", "63kabW7uK03jufm5Q9r+YzAFKSbmmZqZO2su+6s7eON4IwdqOjl2xcrPHy6nsMeOnpUt3Xx/5wW8\n", "fqhpd5BqbuRfPlXMhlNNaLTw8NRMEkaw0AsRKwb8VB86dIh58+axe/durFYrubm5bN68mfLycqZP\n", "nx6tjGNCpL6ld19oD+4Nv6OylaVlaaTmDa+QtnS7cHv9pJn0OHx+jFoNJoOOuXPnAjArN4H/+HQJ\n", "zTY3k9LMvYooQIfD02th5Da7h4kpcXzlzol9Xsvp8WJ1eUkw6kZ0k76eVD4yUjW7qrnDNWAhraur\n", "A6ChoYHHH38cgJkzZ/L6669LIY0RN85MMhmGdyGnsrmb72yvwmLQ8sSt2bx6tIEJiUa+fEd+cJUm\n", "s0HH7AGWs9Nr4NFbMll7solkk55V0zP7nQra2u3m1aP17KpqZ2FhMs/MnkCG9E2FwkJqWOn1vf9n\n", "1Wpl6t5QRWp83fyJSTwwJYPiNBNfX1xAcdrQFzHx+/384cgVmmxuPlWSxk9211DX6eRIbRerjzZw\n", "9OjRPn/T4fBQ1WKnocsZvK8w1UyKWc9fz83hSwtyKUrtP8vZJhsbTjXT4fCw5WwLZxr7H/wfLpXH\n", "NKqaXdXc4RrwiPT48eO43W4qKytZuXIlAG63G7f75jtAqsbm8nKl04lRp2ViSpxyi7BkJ8bxlYX5\n", "OD2+sNbrvHYRyA/0nL1pc3n6vCet3W7+a/8ldl/oIM2s5wefLmVSmpn0eCOrpmdic3mJH+CU/cbZ\n", "od4QdwoVIlYNOI60PxcvXiQpKYm0tLRIZRrQSI4jtbm8vP5JA6s/acCg0/C9pZOYnT/0ldjHguo2\n", "Oz/bc4lkk47JGfH87qMrpJj1fL+fHUKP1nbxjS2VwdtPzczmL+fkhDzts8nm4uWDtey+2MGCgiS+\n", "tCCPrITYW6VejC8RG0fan7E01rPJ6mL1Jw1AYDGN3310hRk5CWN61aG2bjdWl5dkk56kHv3VwlQz\n", "319egtvrw2TQckdhMm6fv8/apBCYO68hcPQKgfWeD17qZP7EpJCKaWa8kf9vUQF/dbuHeKNOruQL\n", "5YVcMdxuN42Njfh8Prq6hj6XOxbF6bW9VmLPS46L2GIasdA7qu1w8m/bzvPXa07z413VNFldvX4f\n", "bwysS2p1evnVwVq+vO4sf7/hHB9fqO/1uElpZr75qUKmZllYUZ5Gl9PL8zsv9Hm+gViMOrIT4yJa\n", "RGPhPR8uVbOrmjtcIRXSqqoq1q9fz7Zt2wDYuHFjRENFS05SHD9YUcLt+Yk8MCWdv7gtZ0zvInmy\n", "wUrF1aXuDl7qpLKl70UepyfQM/6oNvBl2eHwcKTB2esxRr2W+ROTKUs3c6apm42nm9HrNGgG+TQ5\n", "3F7a7e7AtiVCjCEhHQ4cPnyYJ598knXr1qHVam+6BqmKpmUn8L3lJREvoLEwvs50w6yintt3NNtc\n", "rD/VxNE6K5+enM60rHhONdoAyE/r+9/bYtSxYnIGJxps5CYZ+eqdBWQP0Oes7XDwi/2XqW538Jez\n", "c7h7UirGCM9yioX3fLhUza5q7nCFVEhDmcmksrF8FNrTLdkJPDY9k0OXOllankZ5jzn5H9d18edP\n", "GoHADqP/vrSY9SebuDUnkbk3GTtammHhxQfK8Pog2TzwR2nTmWY+vBw4yn3xgxqK08x9LmIJoaqQ\n", "Dgl6LjoCfVfMF4OLhd5ReryBL8zL4+cPl/Pkrdkkxump7XBwptFKa3fv/6YGnZYXPl3K526bwOmP\n", "b74wt0aj4VSjjVc+rudkg/Wmp+0Od+81baOxQn4svOfDpWp2VXOHK6RCOmvWLP70pz9RV1fHm2++\n", "ye233x7pXCJCdFoNCXF63F4fl9rt/MPGCv5+QwXJJh1Z8YGppfPykygMYYM6gGNXrHxnexW//+gK\n", "33i7kqoWe7+Pe3haJrlJRrQaeHbOhJvuaS+EikIeR9rd3U1DQwP5+fkhL9QcCbIeaXhcHh/7ajpY\n", "c6yRsgwzBp2WdSebeHpWNnqdBp8f6jqcfHpKOukWA802N8kmPQatBrNRR5ql93/71Ufr+e3h60vl\n", "Pb+8hNsn9t8KaOt24/D4SLPoIza/Xojhiso4UovFQnFx8bBeRMSOC212Xnj3In7gXHM3T96aRWKc\n", "Dp1Ww+8/uj7M6Y7CZF54r5qW7kAhffLWLN4518J37pvU62hyZk4iBl09bq+f7AQDuUk3nzOfahm9\n", "L2AhIinkze8uXbrExYsXefXVV6msrBz8j0QvBw4c4FyTjd8frmPbuRZau0d+mm2Hw02bfeDndbh9\n", "9DwFcXn83FWUzLTs+F5X9bvdXlquZuxweHB4fNS0Ozl8ubPX803JsvDzh8p5fkUJ//Hp0uDapLFA\n", "5X6dqtlVzR2ukI5IXS4XeXl5bNiwgc997nO8/vrrlJaWRjrbmGJMz+MbmyvpvnrR5W8X5PHoCG4C\n", "d7rByg93VeP2+vmnJYXMusm+8QUpJpZMSmFXVTtpZj0FqSbKMsxMzoznxw+UcuyKlfzkOMyG3qfe\n", "8Vdv3zifX6vRUCpX38U4F1Ih1Wq1aLXa4DCouDiZFz1UpqQ0ut3NwdsnG2w8NNWH0+vHpNeGNaOq\n", "0+Hhh7tqqOsMzCz63s4L/O9HyslJ6nt0mGox8KX5eSwvT6et2028UUfB1VP1yZnxTM4MbDXi8Hj5\n", "7tJJfHi5k/IMM0dqu3hgSjq33aRAxyKVxzSqml3V3OEK+YjUarUGC+kQ1zkRQHaCgenZ8ZxosKHV\n", "wNz8JNafauadcy3clpvIE7dmDXtNTh/+XsOOvD4/bXYPOUng9Pio7XCi1UB+igm9VkN6vHHQfZNM\n", "eh0LCpNZUJiMz+9nYVEKZr0W/Rheh0CI4Qrp/4rc3FzWrVvHggULOHHiBFVVVZHONeac/vgQ//Kp\n", "Ir71qUL+6vZcPD4fvzpYy8U2B2tPNvHJlcG3uL6ZFJOBLy3II8WkJ8Go4/Nzc7C7vbi9PrZXtPKl\n", "tWf40toz7L3Yjs/vp9vlYWdlK9/edp7NZ5rpcgw8Lnjf3r0kxumVK6Iq9+tUza5q7nCFdES6cOFC\n", "Fi5cCMCUKVOkPzpMmQlGui/7ePlQHc/Oyen1O+vVrZSHqyjVxKO3ZNLl8nK20cqiohRau9389/7L\n", "QGAN0F8dqOXWnASq2xz88P1qAA7UdJIZb+D2iclhvb4Q49mQl97R6/V9VswXg7vWO5qZk0BpmpnW\n", "bje35yfy4eUuJibHMTsvvN5jbpKJ5ZPTsTq9JJv1JJv0tHa7SbPoabAGrr5nxhsw6DR0OXsfgXY4\n", "Bi7iqva9VM0N6mZXNXe4hlURt27dyooVK0Y6y7iQl2zi+U+XYHN5Meq0ONw+4uO0pFsG7ll6fYE+\n", "qN3t4+O6LqrbHMzNT2JqliU4AynNYug1YD7NYuA7Syext6qdOIOWO4uSSTDqmZRmoSAljpp2J1nx\n", "Bsozhr49iRDiupAK6bZt22hvb+f8+fMUFRVx8eJFKaRD1HO/71SzYUhbJte0O/j1oVocbh/3lKXx\n", "0gc1ALx+rIH/9cjkAfdpMmg1nG7qpt3hYXKmhYkpZvKS4/j/7y2m0eYm1aSj4CZ7K/WXXSWq5gZ1\n", "s6uaO1whFVKr1cqTTz7Jhg0bePjhh1mzZk2kc40bXp+fypZuGq0ucpPiKEnvPSbT5fXxy/2XOVzb\n", "RXaCkRP11h6/89Nuv/mFIo/Xx/85WMuRusCqS9/eVsWvVk1Br9Py0901nGrsxqTX8sP7S5maFR/8\n", "u/ouJ5tON3Ol08VjMzKDrRy3x8eJBhvH661MzbIwIycBk0z1FCK0Qnrt1NHnCwwmlx5p/1q73XxU\n", "20l9p4sFhcm9lom72bf0uSYbX3+7Eo/Pj9mg5ScPlvUqph6vn9arxbLZ5qI03cK72jbcPj8FKXED\n", "Tsn0+v109riI5fT68fihocPJqas7dzo8PvZebO9VSDefbuZcUzd1XU6+tbWT/1o5K5C1uZtvbqkM\n", "zoz68f2lzIzhcaUqHxmpml3V3OEKaTzLtWXzdDodnZ2dY2oX0ZH03vk2fryrhj9+XM8/b67kcodj\n", "0L+pbnfgubqknN3t40pX7+06LEYdX5yfi1GnweuHOD389KEyXlhRwveWlZCdePPJEXF6HX8zPy+4\n", "ncpXFuYzIcFIYpwOfY8JAAU95s5bnR4scTp8wJLiVObkJeHwBL5AW7rdvaaXNtti83Pg9fk522Rj\n", "38V2Lrb2vxqVECMppEPLxx57DIBly5axefNmpk2bFtFQqjrRcP202+ry0tXjaPBmvaO8ZFNwIzmD\n", "VkNWQt8jzNtyE/nVqil4fH6yE40Dnk7bXF4O1nRw+HInCwtTmJufyC+v/m1WvBGjXktxmpnnV5Tw\n", "XmUb5Zlmbu+xc2pli53ffBhYzenYFStfXTSRjrpqSJ9KQaqJZJOeDkdg07qitNiZV9/T2SYbX99U\n", "gdcPiXE6XnqwjKJB+sCxRtVeo6q5wxXyFFEITA199NFHIxpIZSvK09lf3YHPD9Oz44Prew5kSqaF\n", "lx4s40qXk4nJJkrT+/4Pr9FoQl4M5HSjjf+4OkZ0R2UbLz5Qyq05vU+/dVoNt+Um9jvd0+bqPRRK\n", "C3R3tABQlGrmpQfLaLS6yIw3UBijxami2Y736qFzlzOwB5VqhVSoZVjNzg8++IDFixePdBblzc5L\n", "5OcPl2N1epmYYuo1DfNm39IGnZbpExKYPmFk9sG68eJTxyCzlm40Kc1MWbqZihY7OYlGpmUnUDDl\n", "evaCFFOvVkAsKki9ns+g0wx76u1oUvWoTtXc4QqpkO7Zs4crV66g0wVOKU+fPi2FtB8GnTa46Mdo\n", "Kc0wk2bW02r3kJNoHPKRWE5SHP++bBJtdg/JcTqyBujBhqrF5uZssw2/HyZnWiJe2KZmWfjR/aXU\n", "dTqZlGbu9yhfiJEUUiFtaWnhiSeeCN6ur68f4NGiP9HqHRWlmvnJQ2W0dnvIiDcwYRiFMCPe2KvY\n", "hZPd4fbyp4+v8PaZQHvgvtI0vrwwn3hj5IZNmfQ6ZuUmYrtwjClT7ozY60SSqr1GVXOHa1irUGRk\n", "ZIx0DjGCcpNMTJ+QMKwiOtKsLi+7qtqDtz+40NanDxspskqZiJYBC+mpU6c4deoUra2t7NixI3j7\n", "d7/7XZTijR0qf0uHkz3eqGNh4fUFUe4oTCYhgkejPY3X93w0qZo7XAOe2l87TJ8/f3608ogh8Pr8\n", "nGywsr+6g9J0C7dPTCLJFFuTJcyGwLJ+CwoC65pOzYrvs8q+EKob8Ij0c5/7HNOmTQuOGz1//jw6\n", "nY6//Mu/jEq4sSQS6zRWtdr5582VvHmiiR/uqubo1amgIy3c7BnxRhYVp7B4UiqZ/YyTjRSV18ZU\n", "NbuqucM1YCFNSAgMydm+fTtWq5Xly5fT2dnJvn37ohJODKzD4QmOl4TA4iZCiOgL6WJTe3s78+bN\n", "w2g0cvvtt9PS0hLpXGNOJHpHeUlxFKQELiiZ9Frm5Pe/n3y4VO17qZob1M2uau5whdRQMxj6n6HT\n", "2dlJUlJk/ucVAWebbByp7SI/OY6ZOYm9eqA5SXF8f3kJ9V0ukk36AZfTE0JETkhHpN3d3TQ3B3bA\n", "bG5uDg4ree+99yKXbIwZTu/oYpudf3q7kt8evsL3dl7k+JVOLrTaOdtow3p1lfsJiXHMyk2MaBFV\n", "te+lam5QN7uqucMV0hFpfX09L7/8Mnl5edTW1lJUVMQbb7zBmTNneOSRRyKdcdzqsHuCKy8lm/R0\n", "uXz83dozeP3w+Iwsnr5tQkQHtgshQhNSIV28eDFz587tc//hw4dHPNBYNZze0YTEOApT4qhud3JL\n", "loWNp5uDF5fWHG9keXka8cbIn86r2vdSNTeom13V3OEKqZD2V0QHul+MjOxEI99dVkJtp5NMi57X\n", "jjVS0RxYXzMxTodJr9b2yEKMVfJ/YpQMt3eUkxTH3PwkCtMsPDN7Ao9Nz+TuSSn8YMXAizqPJFX7\n", "XqrmBnWzq5o7XLE1DUYMKDfJxN8syB/tGEKIG2j8iq3ssHPnTmbPnj3aMYQQY8yRI0e49957h/W3\n", "cmovhBBhiplC6vP58Hqjs7zaaFC5d6RqdlVzg7rZVc0droj1SOvr69m5cyc6nY4lS5aQk5Nz08du\n", "3bqVqqoqVq5cSW5ubqQi9cvv99Nqd6PXakg2Db7HkhBC3ChiPdINGzbw8MMPA7Bu3TpWrlw54ONP\n", "nTpFSkrKoIV0JHukPr+fAzUd/GzPJeINOr51T1GvvehF9LR0u6lqsROn11CSbpGJBiLqYrJHarFc\n", "L0hGY2xuPlbf5eL7Oy/SbvdQ2+nkv/Zdwukeu+2FWNXl9PDL/Zf513fO849vV7K9ogWfWtdAxTgX\n", "sULa80D3ZouejDa/v3dOnz+wv3wkqNw7inT2DruHXReub0ey8XQz3SOwHYm859Gnau5wRayQ9rxw\n", "pNFoRvS5e/7H2rNnz7BvT0g08vVFecQbdWQlGPjywnyOfHhwxJ5/rNw+fvx4RJ+/pb42uBwgwIxM\n", "MyaDLmb+/XI79NvHjx+PqTxDvT1cEeuRrl27lkcffRS/38+mTZt46KGHADhx4gRarTa46v41o9Ej\n", "7XJ6WH+yEZvbD34/95SkUZY5dnukLq8Poy5mBmr0crndweHaLuKNWmblJEZ1JX0hILweacSu2s+f\n", "P5/Vq1fj9/u57777gvfv378fjUbTq5Du2LGDqqoqTCYTRUVFLF68OFKxeqntcPKHIw3B2x0OD9+4\n", "uygqrx1NDreXDy60s/F0M7flJvLItAzSI7y3/FDlp5jITzGNdgwhhiVihTQ3N5ennnqqz/3PPfdc\n", "n/t6FtpoMuo0aDWB3ihAuiVyxWXPntHb77uyxc6LH9QAcLapm8JUE/eWpoX896OZPRyq5gZ1s6ua\n", "O1yxeZ4XJYWpZr5zXzFlGWaWlqXx6Snpox0pIuxuX6/b7XbPKCURYmySufaA0+1Fr9Oi047sRbFY\n", "0WRz8fPdNRy63EV2goHvLy+hMFW2JRGip5jskaokzjC2B39nxhv5xyWFtHZ7SIzTyYUcIUbYuD61\n", "j6aRGGIRjhSzgUnp5mEV0dHOPlyq5gZ1s6uaO1xSSIUQIkzSIxVCCGJ0rr0QQowXUkijROXekarZ\n", "Vc0N6mZXNXe4pJAKIUSYpEcqhBBIj1QIIUaVFNIoUbl3pGp2VXODutlVzR0uKaRCCBEm6ZECjVYX\n", "pxpsAEzLtpCVEDfIXwghxhqZax8Gu8vLrz+s5b3zga0u7ipK4euLC7DI5mtCiBCN+1N7m9vLwZrO\n", "4O0PL3diHYH9gm6kcu9I1eyq5gZ1s6uaO1zjvpAmGHW9Fjm+pySVxDg5GhVChG7c9Ugbupx4fH4y\n", "4o3E6QPfI23dbs41d+Pzw+RMC2mW2Nz1VAgROdIjDdHpBiv/+k4VVpeXv12Qx/1T0onT60i1GJhf\n", "kDza8YQQiho3p/Yer49fH64L9j//+0AtVzpdUXt9lXtHqmZXNTeom13V3OEaN4VUo9GQZLx+AG7Q\n", "adDrxubWIkKI6BpXPdKaNju/PFhLs83NF+fnMScvEY1GiqkQQnqkIStINfM/l07C4/XLOFEhxIgZ\n", "N6f21xh12lEpoir3jlTNrmpuUDe7qrnDNe4KqRBCjLRx1SMVQoibkfVIhRBiFEkhjRKVe0eqZlc1\n", "N6ibXdXc4ZJCKoQQYRpXPdLaDgdXulykmfUUp5llDKkQIkjGkYbgcoeDb26upNHmJk6n4ccPlDEl\n", "K360YwkhxoBxc2pf2+Gk0eYGwOn1c/LqivjRonLvSNXsquYGdbOrmjtc46aQppoN9JxaPzFZthMR\n", "QoyMcdMj9fr8nGq0cbS2i9IMC7fmJBAv00SFEFdJjzQEOq2GGRMSmDEhYbSjCCHGmHFzaj/aVO4d\n", "qZpd1dygbnZVc4dLCqkQQoRp3PRIhRBiIDLXXgghRpEU0ihRuXekanZVc4O62VXNHS4ppEIIESbp\n", "kQohBNIjFUKIUSWFNEpU7h2pml3V3KBudlVzh0sKqRBChEl6pEIIgfRIhRBiVEkhjRKVe0eqZlc1\n", "N6ibXdXc4YrY6k/19fXs3LkTnU7HkiVLyMnJGZHHCiFErIlYj3TDhg08/PDDAKxbt46VK1eOyGOl\n", "RyqEiISY7JFaLJbgz0ajccQeK4QQsSZihbTnga7BYBixx6pK5d6RqtlVzQ3qZlc1d7gi1iP1er3B\n", "nwfb9ngoj01JSeHIkSPhhRsFFotFydygbnZVc4O62VXNDYHaMlwRK6R2ux0IHG1e+xngxIkTaLVa\n", "pk2bNuhj+zNnzpwIpBVCiOGLWCGdP38+q1evxu/3c9999wXv379/PxqNplchvdljhRBCBcrNbBJC\n", "iFgjA/KFECJMUkiFECJMUkhHic/n6zVaQQihrohdbBouVaeWDiXL1q1bqaqqYuXKleTm5kYxZf+G\n", "kv3kyZOcPXsWn8/HggULyM/Pj2LS3oaSe9++fTQ0NABQUFAw6qM/hvrZtdvt/OxnP+PZZ58d1c/M\n", "UHJv3LgxeLBQUlLCjBkzohWzX0N9z6uqqvjoo4+Ii4tjxYoVA08W8seY9evXB39eu3btiD020oaa\n", "5eTJk/7a2tpIRgrZULLv2rUr+PPbb78dsUyhGO5//3feeScScYZkqNm3bNni/+ijj0b9MzOU3Nu2\n", "bYt0nCEZSva2tjb/nj17Qn7umDu1V3VqaSxlGaqhZF+8eHGk44RsqO/5xYsXeemllygtLY1krJAM\n", "JXtbWxsWiwWTyRTpWIMaSm6v18tbb73Fm2++GROD9IeS/ejRo8THx/PWW29x7ty5QZ875gqpX9Gp\n", "pbGUZaiGk3379u3MmzcvUpFCMtTcRUVFfPnLX+bDDz+MZKyQDCX7nj17WLRoUaQjhWQouVesWMGq\n", "Vat47LHHgm2V0TSU7I2NjbS3t7Nq1SoqKirw+XwDPj7meqSRmloaabGUZaiGmn3Xrl2UlZWRkZER\n", "yViDGs57bjKZSExMjFSkkA0le0NDAxs2bKCxsZGioqJR7ZEO93MeCwcXQ81+7ewrLy+P1tbWAT/v\n", "MXdEOtDU0lOnToX02NEwlNyxZijZd+/eTXZ2NkVFRdGM2K+h5G5tbQ3+7I+BOShDyf6FL3yBlStX\n", "smjRIqZPnx7VnDcaSu7q6urgzw6HIzoBBzCU7OXl5VRVVQGB1kpycvKAzx1zR6SqTi0dSu4dO3ZQ\n", "VVWFyWSiqKho1PuOoWZvbGxk7969TJkyhTNnztDV1cUzzzwzWrGH9J7v3bsXp9MJwNy5c6Oe9UZD\n", "yQ6BL4I9e/aM+hHpUHJXV1dz6NAhAGbNmhX1rDcaSvZZs2axZs0ajh8/TmZm5qBH1DJFVAghwhRz\n", "p/ZCCKEaKaRCCBEmKaRCCBEmKaRCCBEmKaRCCBEmKaRCCBEmKaRCCBEmKaRjWENDA+vWreOll17q\n", "9/e/+MUvaGpqGtJzNjY28tprr7F+/Xpef/11PB5Pr99v2rRp2Hmveeedd3jzzTfDfp6xJpT31mq1\n", "8vLLL8f8bLqxRgrpGJadnc3KlSspKCjo9/dPPPEEqampQ3rO9957j8985jM88sgj3HPPPezatavX\n", "70diqu7y5cuVW68gGkJ5bxMSEmJmgZPxJOamiIrIc7lcbN26lcrKSp555hkyMzODv/vwww/Ztm0b\n", "xcXFJCYm4na7efTRR4OFTafTYbfbsVgsweXdADweD1u2bOHMmTOsW7cOgLKyMm655ZZB83g8Htau\n", "XYtWq8Xv9/dZcPeDDz6gsbERo9GIw+FgxYoVJCUlcezYMdauXcu9997LokWLgrfvuece7rrrrpu+\n", "ntVq5dVXX8VisaDVajGZTHR3d7NixYrgwhQ3e02Aw4cPs2XLFp555hn27duH0Whk5syZlJWV4fV6\n", "2bx5c3A+v81mo6CggDvvvHPQ92Hfvn3U1dVhNBrx+XwYjUbuv//+Qd/blpYWtmzZgsViweVykZiY\n", "SHFx8aCvJ0ZQyCuXCmW9/vrr/d7/3nvv+RsbG/vc/9///d/Bn48cOeKvqKgI3m5pafF/+9vf9v/h\n", "D5FA3B0AAANUSURBVH/wv/DCC36fzxfSaw1k48aN/qampuDtgwcP+t944w2/3x9YAHv37t3B37lc\n", "ruDv/P7AQtOXLl0K/m7NmjUhvebJkyf9L7/8cvC21+v1/+EPfwjpNf3+wL9z69atfZ53y5Yt/paW\n", "luDt5uZm/+nTp0PK9Mc//tHf1dUVzFNTU9PnNfvz+9//3u/1eoO3f/Ob3/hPnjwZ0muKkSFHpKKP\n", "9PT04M9msxmXyxW8vXXrVr71rW8RFxdHbW0t27dvZ9myZWG9ntVq7bVE2axZs6ipqQEC2z04HI7g\n", "kRgEjvKuufPOO3nzzTd58skn2bt374BHoje67bbbgj9rtVrMZnNIr3nN8uXL+/23pKWlBW+np6f3\n", "ej8H8vjjj3PgwAEcDgcOhyPkhT6MRiNa7fUuXc9/l4gOKaRiyOLi4oBAkeju7g77+eLj42lubg4W\n", "0yNHjgRPjadPn059fT0LFiwIPr7nBS6dTkdCQgIdHR00NjZy9913h/y6n3zyCbNnzwYCa1Ve+8IY\n", "7DUHYjKZaG1tDRZTn89HVVXVoKvyezweKisre+V/9dVXQ1qu0Ol04vV60el0QOD965ldRJ6s/jSG\n", "vf/++7S3t3P8+HFmzJiBVqtlxYoVnDt3jsrKSqqqqsjOziY+Pp4FCxYwYcIE3n//fXbv3s3f/M3f\n", "kJWVxR//+Ed8Ph/PPvssENiu49ChQ8TFxeFwOHjooYd6beHwwQcf0NrailarxePxsHDhQiZMmDBg\n", "To/Hw5o1azAYDGi1WhISEvjwww95+umnKSws5MiRI9TU1KDVaoOL8z766KPBv7fZbPznf/4njzzy\n", "SJ/l527m1KlTnDlzBofDgcViweFwsGzZsmABHOg1N2/ezEcffRTczG3mzJnBnqTH42H9+vXodLrg\n", "TrF33XXXoO+Bw+HgF7/4BZMmTUKj0eB0Opk9e3avAnyz97a5uZnNmzeTmJiIy+VCp9PR2trK5z73\n", "ORISEkJ6P0R4pJCKcenkyZP9rvspxHDIqb0Yd7q6uti7dy8Q6GmO9t5TQn1yRCoi7vDhw1y+fLnf\n", "382dO5f8/Pwx8ZoDuXjxIkePHu33d0VFRTGxgrwYPimkQggRJpnZJIQQYZJCKoQQYZJCKoQQYZJC\n", "KoQQYfp/zk2AyR9EPOwAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.824611\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VPW9N/DP7Eu2yWQj+0YIRlAUJGwC1QCpAiZUrZZa\n", "fV7V9vZ673Of3ra3rU/tZlt7b2trn3tbb59626eLxitCIkSCQEQkBIiACwECJCEhC8kkmWyzb+f5\n", "Y8gkk2VyZjmZ+SXf919zTs6c+TCOvznzPb9FxHEcB0IIISEnDncAQgiZr6iBJYQQgVADSwghAqEG\n", "lhBCBEINLCGECIQaWEIIEYhUqBP39PSgtrYWEokEmzZtQmpqqs/jzWYzXn75ZTz55JNIS0sDABw4\n", "cABOpxMAkJ+fj+XLlwsVlxBCQk6wBrahoQG7d+8GAFRVVaGsrMzn8cePH8e2bdu89imVSmzZskWo\n", "iIQQIijBGli1Wu15LJfLfR47ODgItVoNpVLptd/pdGLfvn3gOA65ubm4++67BclKCCFCEKyBnThA\n", "TCaT+Ty2rq4ODz74IJqamrz2l5aWeh7X1NSENiAhhAhMsAZ2rHYKACKRyOexvb292L9/P3Q6HXJy\n", "cjw12Ilma6QPHz4MiUQSWFhCCJmBRqPBypUrA3quYA2s2WwG4L6SHXsMAI2NjRCLxSgqKvLse/rp\n", "pwEAly5dgkaj8exvb29HdnY2AMBisfh8PYlEQiUEQkjInT9/PuDnCtZNq7i4GBUVFaioqEBxcbFn\n", "/6lTp1BfXz/leL1ej7q6OjQ2Nnr2tbe3Y8+ePdizZw8KCwuFihpWdXV14Y4QMFazs5obYDc7q7mD\n", "JdgVbFpaGh5//PEp+5955plpj9dqtfjKV77itW/jxo2CZCOEkLkgmi/TFdbW1lKJgBAScufPn8f9\n", "998f0HNpJBchhAiEGtgwY7k2xWp2VnMD7GZnNXewqIElhBCBUA2WEEJ8oBosIYREIGpgw4zl2hSr\n", "2VnNDbCbndXcwaIGlhBCBCLYQAPCz4YNG8IdIWCsZmctt9HmxKc3R3Gt34y7Fq+A08VBIvY9v0ek\n", "Ye09DxVqYAmJcI09BvzgyHUAQMXHPfg/O5egICkqzKkIH1QiCDOWa1OsZmct942h8YmOnBygtzjC\n", "mCYwrL3noUINLCERbvmiaMgl7pJAUpQUGbGKMCcifFE/WEIi2I0hM3pHbYiSS2B1ckiOkiE9Tjn7\n", "E0nIBNMPlmqwhESo63ozvvXONYxYnVDLxHhpewE1royhEkGYsVybYjU7K7k7hiwYsbpXBjHZXbiu\n", "tzCTfTJWcweLGlhCIlRClAwTO2MlRfleNolEHqrBEhKh7A4XLuqMuNhrRGGSGssWRUEppXXn5hrV\n", "YAmZh2RSMVakxWBFWky4o5AAUYkgzFiuTbGandXcALvZWc0dLGpgCSFEIFSDJYQQH2g+WEIIiUDU\n", "wIYZy7UpVrOzmhtgNzuruYMlWC+Cnp4e1NbWQiKRYNOmTUhNTfV5vNlsxssvv4wnn3wSaWlpAZ2D\n", "EEIiiWBXsA0NDdi9ezcee+wxnDlzZtbjjx8/jm3btgV1DhaxPE8mq9lZzQ2wm53V3MESrIFVq9We\n", "x3K53Oexg4ODUKvVUCq9x1n7cw5CCIk0gjWwEzsnyGS+h/jV1dVN+w3nzzlYxXJtitXsrOYG2M3O\n", "au5gCVaDdTqdnscike/lLXp7e7F//37odDrk5OR4arD+nAPwbqjH/oNG+vbE7JGQx5/tCxcuRFSe\n", "hbA9JlLy8N2+cOFCROXxdztQgvWDraysRHl5OTiOQ3V1NXbs2AEAaGxshFgsRlFR0ZTnXLp0CRqN\n", "xtPAznSO6VA/WEKIECJyLoLi4mJUVFSA4ziUlJR49p86dQoikWhKA6vX61FXV+d1BTvTOQghhAU0\n", "kivMZqo/s4DV7KzmBtjNzmpugEZyEUJIRKIrWEII8YGuYAkhJAJRAxtmLPcPZDU7q7kBdrOzmjtY\n", "1MASQohAqAZLCINMNicsDhdilVJIxbMPwiGBi8h+sIQQYXQNW/AfJzvQMmjB43emoLQwASoZLYYY\n", "iahEEGYs16ZYzc5qbsA9w9yxlkGc6zZgyOzAK6e70Ka3hDvWrFh+z4NBV7CETKNt0IyrfSbEKaW4\n", "LSUKsYrI+F9FJBLB7vSu6jnnR5VvXoqMT80CxuroFoDd7LPlvjlixXM1Leg32QEA/7Q+Ew/eljgX\n", "0WZ1zz33IGXIgg87R9A2aMFjd6YgJ145+xPDjNXPSrCogSVkkmGLw9O4AkBDx3DENLAAkKVR4sXS\n", "xbA4nIhTSaGUUv01UlENNsxYrk2xmn223Fq1DNkahWd7c3680JF4G8sep5IiJUbBTOPK6mclWHQF\n", "S8gkydFy/HBLHq7rLYhVSlCQqJ79SYRMg/rBEkKIDzQXASGERCBqYMOM5doUq9lZzQ2wm53V3MGi\n", "BpYQQgRCNVhCCPGBarCEEBKBqIENM5ZrU6xmZzU3wG52VnMHi/rBEsJTn8GGs50jGLY4sDY7Dtnx\n", "qnBHikg3Bi0YMNmQFC1HRlzkD+MVEtVgCeGB4zj8/kwX9jX2AQCSo2T49c4lSIqShzlZZGkdMOFb\n", "B5sxanUiXiXFvz2wmPkvIqrBEiIwq8OFCzcNnm2d0Q6j1RnGRJGpVW/B6K33ZdDswI2hyJ9KUUiC\n", "NbA9PT147bXX8MYbb+DmzZs+j62vr0dlZSUqKytx7tw5z/4DBw6gqqoKVVVVuHDhglBRw4rl2hSr\n", "2QPJrZRJUHZ7kmf73pw4aNWyUMbiJdLf84RJ70m8yr0d6bmFIlgNtqGhAbt37wYAVFVVoaysbMZj\n", "161b53l8+PBhz2OlUoktW7YIFZEQv2zM0yA9TgGz3YXceBVilXQLY7KlyWr8aEseGnsMuCs9BksW\n", "+DwOgn1C1OrxN1Yun71O1dbWhr1796K8vNyzz+l0Yt++feA4Drm5ufOyxsryPJmRmv1yrxGnO4aR\n", "pVFiZXoMNCrvq6pAcyukEhSlRIciYsAi9T0fo5JJsDY7Dmuz47z2R3puoQjWwE68dyaTzf5TKicn\n", "B88++yzefvtt5OXlAQBKS0s9f6+pqQl9SDLvtOnN+HZNMywOFwDgGxuzsG1JQphTkYVKsAbW6Ry/\n", "ASAS8Vv1UqlUIiYmZtq/8Wmk6+rqPN+UYzWfSN8e2xcpefzZvnDhAr72ta9FTB4AiMm/09O4AsDV\n", "fhO2LUlAXV0dRCIR1q9fP+W9j6T88/Xz8sorr2D58uURk8ff7UAJ1k2rsrIS5eXl4DgO1dXV2LFj\n", "BwCgsbERYrEYRUVFnmP1ej20Wi0A4J133sGDDz4IAGhvb0d2djYAoLq6Gtu3b5/x9VjtpjXxS4E1\n", "kZhdZ7Dih0euo3nADKlYhBdL85GnVeGSzogBkx1Lk6PQe+VjrF27NtxRAxKJ7zkfrOYGInTZ7uLi\n", "YlRUVIDjOJSUlHj2nzp1CiKRyKuBPXnyJKxWKwBg1apVnv3t7e1oaGgAAKxYsUKoqGHF6ocOECZ7\n", "v9GGQbMDGqUUSdH+9zFNjlbgByW56B6xIkYhRV6CCrXX9PjFBzcAAHFKKV7ecVeoY88ZVj8vrOYO\n", "lmANbFpaGh5//PEp+5955pkp+8aubifbuHFjyHORyNU1bMELtW1o1ZuRFafAD7fmBTQSKCVGgZSY\n", "8SVfznePeh4PWxwYNDuQHjfdMwkJLRpoEGYs9w8MdfaWATNa9WYAwI1hK671mXwe7+I4fNQ1iuff\n", "bcGfPuxGr8E67XH35mg8jzPiFLCP9Icu9Bxj9fPCau5gUUc+EjHUcu8F/KIUvhf0ax+04HvvtsDu\n", "4nCmYwRyqQi770qdctzKjFj8ansBRqwO5MSrcP3CWWBJTiijEzItamDDjOXaVKizFyap8T/XZ+C9\n", "5kHcm6vB0uQon8eb7S7YXeP3aDuGpr+CVUjFWLZovP9q2vr1oQkcBqx+XljNHayASgRnz54NdQ5C\n", "EKOQYvttSfjFgwUoX5aMWIXv7/+0WDk+k+/++a+UirGjKHEuYhLCm89P8O9//3skJSXB5XKhpaUF\n", "GRkZ6OjoQHR0tNfdfhI4lruvCJVdIubXb1qjkuHv12Zi17JkqGUSZGr43RCj93zusZo7WD4b2FWr\n", "VmHlypV4++238eUvfxmJiYno6+vDsWPH5iofIT7FKaWIozkBSITyWSJYuXIlAPeorMRE98+vpKQk\n", "KJULexLdUGL5W53V7KzmBtjNzmruYPGqwTocDq9ti2Vhz/FI5h+ni8Ow2QGrg+Z4JaHDq4HVarU4\n", "ffo0LBYLTp8+jfj4eKFzLRgs9w9kNfvk3Ga7Ewev9OMf91/BL4/fwM2R6XsjRIL58p4vFLwa2JKS\n", "EsTGxuLdd99FbGwszdFK5pXrejP+/WQnekZtOH59CHVtQ+GOROYJ3ncHioqKvOYPIKHBcm2K1eyT\n", "cztc3vMdmewuRKr58p4vFAHVYN977z1BwhASakNmByobdfhuTTPeb9HDMk2NNSdehfJby8Fkxinw\n", "mXwqgZHQ4NXAHjx40GvbYDDMcCTxF8u1KRayN/Ya8MrpLpzrGsXPjrWjud88JXesUoonV6bi/z1a\n", "hF9uL0AWz/604cDCez4dVnMHi1eJwOWK3J9MhPgyaLJ7bRts0/cSUMslU+ZCICRYPhvYwcFBOBwO\n", "GI1G9Pf3g+M4OJ1OuoINIZZrUyxkX74oGlq1FHqTA4VJauTEK7EoK/Jzz4SF93w6rOYOls8G9tKl\n", "S7Db7ejt7UVjY6P7CVLpjPO3EhJpcrQq/Hr7EoxYHUhQy5AY5f8k3oQEymcNdv369di8eTNKS0ux\n", "efNmbN68GRs2bJhx3SziP5ZrU6xkT41VoDApytO4spJ7OqxmZzV3sHjVYKl7FiFTdQ1bUNs8CKeL\n", "Q0mBlvdkM2Th8HvRw/b2dmRmZkIsjqzFEFhd9JCwyWhz4oWjrTjf7b4fUZCowoulixFLE8/MO8Es\n", "esirlfzlL3+J9vZ2HDx4EF1dXdi/f39AL0ZIICx2Jz7uHsXBpn406YwI1ULIJpsTV/qMaO43we7w\n", "r6eMxeFEq358To62QQssETxAgYQHrwa2sLDQs3z2unXrBA200LBcm5qr7E19JvzLwWa8XNeBb7xz\n", "De2DFoxaHXAF2NDW1dXB4nDiwOV+/OPbV/Fs1RUcvz7k1/liFVI8tiLFs/34nSmIVQnfzYvVzwur\n", "uYPF6/eM0+nuOyiRUD9BMvfaB8evFHfdnozXP+7B1X4zHlmejPsWx0Ml8/9zOWhy4E9nuwEAHID/\n", "d64bqzJioFHJeD1fJhHjs0sSsDQpChzHIUerglJK/38Qb7waWIPBgMOHDyM/P1/oPAsOy/0D5yp7\n", "QaIKEpF7MAAHDu+3uidj+c3JDuRqlShKiZ7lDN42bNgAvcmO5Cg5egw2AEBGrAIKqX/3FVRyCYpS\n", "fK8bFmqsfl5YzR0sXg3srl270Nvbi9zcXHzyySe8Rnb19PSgtrYWEokEmzZtQmrq1NU+x9TX16O3\n", "txcAkJWV5Zno259zkPmrMCkKL+9cghGLAxd7jV5/szsDKxNo1TL8aGse9l7QQSUXY2dRUkBXwoT4\n", "wusrW61WIzc3FwBw5513YteuXZ6/mc3maZ/T0NCA3bt347HHHsOZM2d8nn/dunUoLy9HeXk5BgYG\n", "AjoHq1iuTc1VdolYhMKkKNyTGYfP5GuRHuvuz7rjtkTkaFUzPk9vsqHfaJuyfyx3rlaFb27KxrNr\n", "M5EZN7WLlcnmhNHmmLI/nFj9vLCaO1hB9yk5cuQIdu7cOWW/Wq32PJbLZx8909bWhr1796K8vDzg\n", "c5D5LzteiZe2L4HZ7oRGJUPUDPMHNPYYcLHHAIvDhWWLorEyI9av17naZ8Rv6jrg4Dj80/pMv8sQ\n", "hAAhaGBnKhdM7Eojk81+4yAnJwfPPvss3n77beTl5QV0DhaxXJsSIvvVfiMu95qQGivH7SnR0zag\n", "WrUMwMyfhyadEd8/3AqDzYn0WAWkYhGy4pVIujWSa7bcIxYH/vX9dnQMu1c2+PHR6/htWSESImCY\n", "LaufF1ZzB0uw0QJjPQ8AQCTitwyzUqn0Gobr7zkm/gypq6ujbca2zzd34lvvNOO3pzrxvXdbUd+i\n", "C+h8l3RGz6xZXSNWiEUidHd1836+08XBMqFfrNnhQmf3zbC/P7Qdvu1A+T2Sa7KqqiqUlZVN2V9Z\n", "WYny8nJwHIfq6mrPBDGNjY0Qi8Vew2/1ej20Wi0A4J133sGDDz7o8xzTYXUkV10du+vFhzr7+a4R\n", "fKemxbP96B3JeHp1ut/nOdU+jB8caQUAiAD8dFs+VmWOlwj45P6wYwQ/PtoKJwc895kcrMuJg5jn\n", "hYKQWP28sJobCG4kl2Dj+oqLi1FRUQGO41BSUuLZf+rUKYhEIq8G9uTJk7Ba3T/HVq1aNes5yPy0\n", "KEaOlGgZeg12iEXwu246ZllKFL69KQuf9hixNjsOd6b5Xz9dlRGDPzx8GzgOSI6WR0TjStgj2BXs\n", "XGP1CpZ46xy2oHPICo1KisWJakjF1LCR8ArrFaxSSTMIkcB1DFnQpDMiWuHutJ8Rp0TGNF2mCGGR\n", "3ze5LBaL13ZpaWnIwixEoSikh0uw2XUGK773bgt+8cEN/ODIddQ2D4YomW8L+T0PF1ZzB4tXA/u7\n", "3/0O9fX1AIC+vj5aVZaExLDFiZuj4wMB6tuG4XSFZqYsX6Ki5nZ4K1m4eDWwaWlpnlm0MjMzodfr\n", "BQ21kLB6ZxUIPnu8SoqChPGRWCUF8ZAIWHMdsTjw7pUBHB6Kx6n2Ydj8nKIwErD6eWE1d7B41WAn\n", "T64tldKkwiR4iVFyfO/+XLTozYiWS1CQqJ79SUG42GvESyduAADeaxnEr3YU4HYaoUUExOsK1uHw\n", "Ho9ts00d300Cw3JtKhTZU2MV2JCjwYq0mBmHvYZK34R5CTgAo9bpl/COZKx+XljNHSxel6LLly/H\n", "W2+9hby8PLS0tGDZsmVC5yIk5JalRCFWIcGI1YlsjQJZtIYWERjvfrAWiwXd3d1ITU2FSjXzDEbh\n", "Qv1gCR+dwxYMmx1IipIhOUYR7jiEAXPSD1apVHomYSGEVe5+tuFOQRYKXjXYyspKoXMsWCzXpljN\n", "zmpugN3srOYOFq8GdvKUhDU1NYKEIYSQ+YRXAyuXy6HTjU8dNzYxCwkey/0DWc3Oam6A3eys5g4W\n", "rxqs0WjEr3/9a89NpKampoiY4IUQQiIZrytYlUqFF198EY888ggeeeQRLF++XOhcCwbLtSlWs7Oa\n", "G2A3O6u5g8XrCnZyF4U77rhDkDCEjFoc6DPaoJZLsIi6URHGBT0fbKSgfrDsGzLb8YeGbhy5pkeM\n", "QoKffzYfBYk0MQsJr2D6wfKerrCtrQ0NDQ1wOBxobW0N6MXI/DdosqNnxAqLw/9hqJ3DVhy55p5I\n", "aNTqxKErA7M8Y1z7oAXHWvT4qGsUJht7Q2DJ/MSrgT19+jS6u7vR2dkJqVSKM2fOCJ1rwWC5NjU5\n", "+3W9GV+vvoqn9lxCZWOf3w2dUirGxMm0kqL5reJ6c8SK52qa8eKxdny7phkNHSN+5WYJq9lZzR0s\n", "Xg1sd3c31q1b55lVi+bTJNOputiH7hEbXBzwp7M3cWPIMvuTJsjRqvCDklwUpUSh/PZEfCYvntfz\n", "Bkx29Jnsnu0zHcN+vS4hQuF1k0siEXaWo4WM5f6Bk7MrpePf1yLA77ldpWIR1mZrsCwlCjqjHUMW\n", "B+JUUiilvj9/CWoZkqNk0BndjeyaLN9jYefTe84KVnMHi1cDazabYbe7P7x2u33KyC5CAGBHUSLa\n", "B83oGLbiyZWpyOYxW5XF7sRH3QZ8cnMUd6fHYGmyGpUX+/HaRz0AgK9vyMTWJQk+G+vUWAV+VpqP\n", "1kELNEopliRG3mREZGHiVSLYunUrXnvtNTQ1NWH//v3YsmWL0LkWDJZrU2PZ2wfNeOVUJ969osc/\n", "rM/Eb8sKcf9iLeTS2T9eTX0m/OBIK/Y19uF777aic8iK1281rgDw+se9GLU6fJzBLStehc158ViR\n", "FgO13Pd1w3x4z1nDau5g8bqC1Wq1eOqppwSOQoTCcRyu9pvQPmhBaowChUlqXo0fH4NmO16ovY4b\n", "Q+7h080DJjxfksu7PKCfUDsFAJuDQ1qsHF0j7smxc+OVntJD55AF1wfNiFVIUZikhlJGpSsS2XhP\n", "V3jp0iW0tLSgsLAQS5YsmfX4np4e1NbWQiKRYNOmTUhNTZ3x2IsXL+LKlStwuVxYs2YNMjIyAAAH\n", "DhyA0+m+E52fnz8vR5DNRW2qZcCMb1Zfg9Xp7vL8iwcX487UmKDPu2HDBvSMWtE5PD43RdugBVaH\n", "C2qejV+uVuWZBDteJYVGJcUPtuShpmkAarkYJYu1UMok6Bm14nuHW9B9q+F9/v5c3JurCTg3q1jN\n", "zmruYPFqYI8cOYK4uDhs27YNH3/8Md5//31s3rzZ53MaGhqwe/duAEBVVZXPuQsGBgawa9cuAMDB\n", "gwc9DaxSqaRyRJAsDiduDFk8jSsAtOktIWlgAUCjkuKLdy3CX867f9Z/8a5FiFXwX7MtV6vCr3cs\n", "wYDRjsRoGTLi3HXbr63N8DpuwGj3NK4AcLJtKOAGlpC5wut34tDQEFavXg25XI7Vq1djYGD2DuBq\n", "9fgCdnK57/6MGzdunHa/0+nEvn37sHfvXpw/f55PVOYIXZu6rDNBZ7R71rsSi4DFCaG5CVRXVwel\n", "VIJdy5Lx8o4C/PtDSwJaGTZTo8SK9BhP4zqdeLUMWtV4w70qI/AvCJbrgaxmZzV3sHhdashksmn3\n", "j4yMIDY2dtq/TRyBO9PzJzty5AhWr17t2S4tLfU8pjloA9M5ZMGeT3vxhRUpsDpcKExSY2lyaPsx\n", "q+USFAm4OmvnkAXtQ2b87/tzcHPEBq1KhttSqC82iXy8GliTyYT+/n4kJiaiv7/f03geO3YMDz30\n", "0LTPGaudAoBINPsVzfHjx1FQUIDExMRp/86nka6rq/PUesa+MRf6dsGSu2Cxu/CHhm7EKCR4aXsB\n", "JGJRyM4PAAarAx+29aN71I5V2VoUJkUFdD6RSIT8O1ZBb7LDNtwPY18X8u9YhecPt3huen3vvhys\n", "yowNKv+GDRsi5r/PQtke2xcpeQLJHwhek7386le/gs1mQ3p6Orq6upCTkwOJRIKmpiY8//zz0z6n\n", "srIS5eXl4DgO1dXV2LFjBwCgsbERYrEYRUVFnmNPnDiBpKQkLF261Osc7e3tyM7OBgBUV1dj+/bt\n", "M2akyV6m5+I4tAyY0W+0ITVWgZz40PcRPXF9EC/UtgFwDzZ4eecS5Gn9f50bgxY8d6gZOqMdabFy\n", "vLA1HyMWB75efc1zzGfyNPjufbmhik7IrARf9HDjxo1YtWrVlP1nz56d8TnFxcWoqKgAx3EoKSnx\n", "7D916hREIpGngdXpdDh58iSWLl2KpqYmjI6O4oknngDgbmAbGhoAACtWrOD/r2LIxG91IYhFIhQk\n", "qlGQqJ79YD+NZb/Wb/LsszhcGDLbAbgb2AGjDVf7TRCJRChMVCNePfMvkRa9yTMaq3vEhut6MxYn\n", "qqFVS6E3ufvCrsqcviQVSG4WsZqd1dzB4tXATte4ju0/evSoVwM6Ji0tDY8//viU/c8884zXdnJy\n", "Mr7zne9Me/6Zbn6RyLIqIxZ7PtXByQGpMXLPPK5GmxP/9eFNHG12z5D1UFEinl6dBsUMQ18n9z6I\n", "VUqhUUrx3GdyYLG7IJeIsThRhRtDZugMdiRFyZAtwBU5IaHCvz/NDAwGQyhyLFgsf6uPZb89JRq/\n", "2bkEQxYH0mMVSIt1N7AGmwPHWwc9xx9rGcRjd6bM2MAuTY7CtzZl4VT7MDbkaJAbr0TlRR3+fK4H\n", "YhHw/ZJc6E12fL36GkatTkTLJfjFgwXI97NXxHx4z1nDau5gBd3AEiIRi7Akaepd/WiZBPdkxqK+\n", "3T27VXFWHNTymQcgRMkl2FKQgC0FCQCAzmEL/nzO3b/WxQF/+vAmvrYmHaNW9w1Ug82JG0NmvxtY\n", "QuZKaMZLkoCx3D9wpuz9RhvebxnEyfZhfOnuRXjuMzn43n05eGpVKlQTRng5XRycrpnvsSokYsQp\n", "x68B0uIUiFF4N9AJPmq6/uZmAavZWc0dLLqCJTNycRzEPLrYTWR3uFDxcS8OXO4HABQlq/GjLfmI\n", "U3l/1JoHTPjTh90Qi0T4H/ekTdvrIClajp+V5qPiox7EKqV4+I5kJEfJ8fPP5qOxx4iilCgUTnPl\n", "TEikoAY2zCKxNmV1OFHfNoyaKwNYmRGLrQXaae/+T5fdZHfhwwkrClzSmWC0O70a2CGzHT+tve7p\n", "29pntOHfHiyYdohtQaIa39+S57Xv7vRY3J0eeG+CSHzP+WI1O6u5gxV0iYDPIALClmv9Zrz4fjs+\n", "vmnAf33YjQs9/G9kRikk2LpE69nemKtB7KSf9XYXB715fArCAZMDdifNMUzmH14NrE6nm/FvgXbA\n", "JW6RWJsyTlpLa2JjOGS24+aIFWa7c9rsUrEIDxUl4cXSfPxoSy7+bk06oiddmWpVMvzDukyI4J4b\n", "4dl1GYhXjV8hD5js6Bm1CtboRuJ7zher2VnNHSxeJYI///nP+MpXvoK4uKlLcURHCzcGnYRHjlaF\n", "ZSlqNPaakKiWYUWq+7/xjUELfnS0FV0jVjx6RwrujNNO+/wYpRQrM2b+CS8Ri7A5T4MliSo4XByM\n", "Vidqm/VYkqCG1cnh+0daMGJx4h/XZfCeuJuQSMRrqOzrr78OrVaL0dFR3HPPPcjJyZmDaP6hobKh\n", "NWCyQ2+yI1YhQcqtgQOvNnThzU/Hf838ansBli3y/oLtGbWibdCCKLkEBQmqWSfFPnptAP92/AYA\n", "YENOHAw2Jz7udpckRAB+v2spcgIYdktIqAg+VPbhhx+GXC6Hy+XC2bNncfz4cTz55JMBvSBhQ4Ja\n", "NqULlHLSlaR00rSEA0YbfvpeG670uYfOfmdzNu5b7L7K1RlsGDI7EK+Sei3HfbZz1PN42OJElHz8\n", "NcQiQDzN1IcGqwNSsYhWNCARj9dvr5ER911hvV6Pzs5OaDQ00XGosFSbum+xFmuz4pAcLcM/rc+E\n", "sbvZ6+8aGm2lAAAgAElEQVQDJruncQWAw1cHwHEcOoct+PbBa/iHt6/gu4ea0TU8vpz3hpzxz5Le\n", "bMMX71qE25LUSI6W4fn7c5F+a1TYmI+6RvD1A9fw3UMtuK43B/TvYOk9n4zV7KzmDhavK9g33ngD\n", "iYmJSExMxPbt22edQJtEpja9GX1GO1JiZMjS+P+zO0ktw5fuXgSLwwWpGOgaSES/0YbEKPfnIU4p\n", "RZJahr5b62ytzoqDSCRCc7/J0yXrxpAVzQNmpN+aXPuezBi89GABhq0O5MQrkRGnxM8+uxh2lwtx\n", "CqlXL5WbI1b84Mh1WBzum1+/O9WBn5YuhlxCNVoSmXg1sFFRUfj85z9PXbIEMFf9A5v7TfjmO9dg\n", "srsQo5Dglw8WINfP2ubpjmH8pLYNHIAVadFIUMvwQWcn/vneLMQqpUiJUeBnn83HhR4j4lVS3H5r\n", "Eu5ouQTrs+OQn6CCSCSCRjn+014hlWB5qncd1736wtSf/06Og9Ux3rPAYHO5R4L5WSlguU8mq9lZ\n", "zR0sXl/9u3fvpsaVcW2DFpjs7sZp1OpE54Sf6Xw4XRw+7BjBF+9ehIeXJ6NJZ0J6rAL17cMYtox3\n", "48qOV2H7bYlYn6OB5tbggmyNEtFyCf5yvgcVH/fAx+hYn1Ki5fjnjVkQiwC1TIxn12Z4Db0lJNLw\n", "amDlcjna2trQ0NAAh8OB1tZWoXMtGHNVm0qKGr9hJYL/Y/htTheSouX42/kevNesx9+tSYfDxSE3\n", "XulZ72smQ1Yn3r2mv3UeDm9d0IFH55UpZBIx7suPx389fBt+v2vplB4MfLFcD2Q1O6u5g8WrRHD6\n", "9Gm4XC709PRg9erVOHPmDPLy8mZ/IokYhclqvFiaj6t9JhSlRPk9AXf3iBV/vbVyrN7swOkbwyjJ\n", "jcWWklxoZ2mslVIxlFKxp3aaoVEG9Ito0GRH57AVarlYkJUZCAk1Xg1sd3c3du3ahaqqKgDumiwJ\n", "jbmqTSmlEqzMiPU5AMAXiVgEsQien/fRcik2FiTxem6mRomfbsvHm5/2IjNOiR1F06+75suQ2Y7/\n", "qO/AibZhSETAC9vysSrAfwvL9UBWs7OaO1i8GliJhOpcC5XOYMP7rYMw2xz49uZs/PncTSyKUeDx\n", "FSnTHm+2O8FxmDLv6/LUaCxbFOV15aozWDFicUKrls16Fawz2HCizT2vrJMDKhv7Am5gCZkrvGqw\n", "ZrMZdru7643dbofLRRNzhEqk16ZqmvphtjkhEYvRpjfjJ1vz8MOSXGRqlJ7swxY7Djb14ViLHt98\n", "5xq+8c41XNYZp5xrYuN6Y8iCb73TjL+vuoIfHW1F76jVZ44ouQRq2fjHtTAp8BJBpL/nvrCandXc\n", "weJ1Bbt161a89tpr6OnpgdPpRGlpqdC5SARwujikxynw+zPdGLY4UJikxvocDZQyCQxWB0RJuWjs\n", "MWDI7MClXhMu64zoGHY3lD8+eh2/LVsCrXr6PtMXew24OeruG3tZZ8K1frNnSO500uOU+PlnF+Pw\n", "1QGkxymwMTc+9P9gQkKMVwOr1Wrx1FNPCRxlYRK6NmW0OXFdb4aL45Abr0KMkv8UwBKxCD2jNk83\n", "rCt9JujNDlgdLlRd7MNfzuugkPThC3ctglwq9nQDA9ylAl+TYcXIvXNYHS5YHc4Z1+sC3Gt2LU2e\n", "Wv9v7jehZcCMpGgZbkuOmrXrFsv1QFazs5o7WAFNuH3o0CG6imWA3enCwaZ+/KGhGwDw6B3J+OJd\n", "i/waw582YaiqCO7RWsMWh2fSF6uTQ5RcgmMtg3jq7kUwOlww2ZzI1aq85hWYLFerxMPLk9CkM2FF\n", "WgyOXhvA8tRoJEf7V+9v05s9AygA4Mdb8rAme+qsb4SEg88a7E9/+lPs27cPf/rTn/Dd734Xr732\n", "Gr797W+jra1tjuLNf0LWpkatTrx1YXz2q70XdF6DAvi4Ky0GXy1OR3FmLL5fkovFWhVUUrHXQoOt\n", "AyZ8tTgdeosDMrEIJ9uH8aOj13GhZ2oddoxGJcOIxQGFVIyDV/phd3FQyfwf8jpgsntdOV/um/k1\n", "x7BcD2Q1O6u5g+XzCvaLX/wisrOz8d///d/4yU9+AolEgs9//vN48803Zz1xT08PamtrIZFIsGnT\n", "JqSmps547MWLF3HlyhW4XC6sWbMGGRkZfp+DTKWSiVGYpMbpG+7JehYnqP0e+RSvluFzy5PxueXJ\n", "nn0yqRjf2JiFo006KBRy3JYche/UNHu6cH1tTTpeGejChR4DirOmv5qMkkvwhRWLcLpjBHenx2Bd\n", "dhxiplkyZjYpMXJoVVLozQ6IRcCKtBi/z0GIUHx+orOzswEAMpnM01VLKpVCrZ69k3pDQwN2794N\n", "AKiqqkJZWdmMxw4MDGDXrl0AgIMHD3oaWH/OwSoha1MqmQRfW5OBO1OHYXO6cG+uBrGz1GCdLg6j\n", "NgdUUrHPemhGnBJPFWcBAD5oHfQa/mq4tSLCbI1dWpwSu25N+hKojDgl/u2BxegYtiJeJeU1gILl\n", "eiCr2VnNHSxelwwWi/e4dYNh9jWaJjbCs82+tXHjxqDPQaaXGqvwuvr0xWx34sg1Pd78tBeFiWo8\n", "vTodqbEz39kfkxGnQLRcAoPNCaVUjNuSo/DS9gIU+jlaLFBZ8Spk0cguEoF4Fb1WrFiBN954A+fP\n", "n0dFRQVWrFgx63MmjjWXyfiNez9y5AhWr14d1DlYE0m1qet6M/6jvhM6gx0n2oZR1zbk8/ix7HkJ\n", "avxqRwFe2JqH3+xcglUZsVi+KDpil3qJpPfcX6xmZzV3sHhdwRYVFSE3NxddXV0oKyuDSjX71YLT\n", "Ob5wHp9x58ePH0dBQQESE8eHUfp7jrq6Os9PkbH/oJG+PTF7uPNwiblemUbN453/pzv+woULnu3O\n", "i+cAALkR9v7Ot+0xkZKH7/aFCxciKo+/24HitSaXL0ePHkVJScmU/ZWVlSgvLwfHcaiursaOHTsA\n", "AI2NjRCLxSgqKvIce+LECSQlJWHp0qW8zjEdWpMreCMWOyo+6cW+C33I1ijwvZLcgCbmJmQ+EXxN\n", "Ll9mqscWFxejoqICHMd5NcCnTp2CSCTyNLA6nQ4nT57E0qVL0dTUhNHRUTzxxBM+z0GEIZeKsWWx\n", "FhuyNVDLJdS4EhKkoK9gI+XuPqtXsBPLGuFksDrw1gUd9lzQIVujREmBFnenxfhc0TVSsvuL1dwA\n", "u9lZzQ0EdwUbmXchSMi4eH5/Xh+04PWPe2F3cmgeMKNr2IobQ/6tekAI8RZ0iYAEZ/K3us3hwrmu\n", "URy5NoC70mKwMVeDOJX/PSj6jTYcbOpHY48RD92ehNWZsZD5WBxw8i1EiVg0a5/ZZSuL0TpgRoxC\n", "4rUUd6Rj9UoKYDc7q7mDRQ1shGkeMOOHR1rBAahrG0a8SooNAcwc1dAxgr991AsA+OSmAf9n5xIU\n", "TjNRypg8rQpPr07Dnk91yIlXYk1WrM9O+/1GG35T14EzHSNIiZbhJ9vykU19UQnxEnSJgBZDDM7k\n", "7jejVgcm/qjvM9oDOm+f0eZ5zAFe4/Wno5ZLUH57Ev6zvBA/3JKHu9Njfa611TZowZkO9xDcXoMd\n", "ZztHA8oZDiz3yWQ1O6u5gxV0Axto8ZdMLzteiYJbE6nEKaW4MzWwhf025GigufUTvzgzFlnxs4/I\n", "kknESIiSz9iwchyHJp0Rb37SC6PNiZXp40Nh45S06gUhk/HqReBwOCCVjlcT3nvvPdx3332CBvMX\n", "q70IptNnsKHPaEecUoL0IMbq3xyxwmBzIjFKhvgA6rgTzzNotkMmFuNfDl6D8dbV8Lc2ZuHglQEs\n", "WxSFh4qSkBjluw7r4jiI6RcPYYzg/WAPHjyInTt3erb5zEVAApcULQ/JTSM+8wjMpn3QjOdqWtBn\n", "siMtRo6H70jBn8/dBOBeafZfH1gMuY+bZ4B7eZjXP+qBye7EE3en+r2iLSGs4lUioDW4hBNsbapn\n", "1IquYSvsvpYPCEJzvxl9JncduHvUBsmtC1CJCCiMl8zauFrsTvy2vgPvtQzi9I0RfO/dFvRPqA+H\n", "A8v1QFazs5o7WD6vYAcHB+FwOGA0GtHf3w+O4+B0OukKNkJ8enMUzx9uhdXhwv/akIX7F8f77IoV\n", "iLhJXbXyE1T4ydY8xKukGGy7BORPv7rsGJuLQ69hvEEdtjhgc9AXNlkYfNZgT548CbvdjvPnz3vq\n", "m1KpFHfeeSdiYiJrYuP5VIPlw2x34p+rr6FlwAzA3Y/1j4/cFlTNdiKO4yASiWCwOlDfPoyGjhFs\n", "yNGgOCvWr0m7OY5DffswXqi9DhcH/F1xGh68LQmKCJ1pi5DJBKvBrl+/HgCQnJzsNTkLCT+xCIiZ\n", "cLdfIRVDEoIbSEabEyfbhvBesx7rczTYnB+PrUsSsHVJQkDnE4lEWJMVh9/vWgqHi0N6rIIaV7Jg\n", "8PqkU+MqnEBrUwqpBH+/NgN3LIpCTrwSL2zNw6IQ3NS62mfELz+4gfPdBvx7fScu69xrXNmdLpzv\n", "GsEfP+zCqfZhmO1O3tklYhGy41XIT1D7teCiUFiuB7KandXcwfJrJJfD4YDD4YBSGZqfoSQ4OVoV\n", "frotH07OPVAgFMaWexkzanVvX+s34bs1LbcGQejw88/mh+T1CJnPfDawjY2NaGxshN1ux/Lly3Hx\n", "4kVERUUhLS3Na+UBEjhfY7QdLg5muxNqmQQS8fQ//xUhviLMT1AjW6NA+5AVqTFyT5cqvXnSCDOD\n", "HdsYHV/O8rh4VrOzmjtYPhvYy5cv47HHHoPL5cLPf/5zPPfccwCAffv2UQMrsAGTHW992ouGjhFs\n", "KdDigdsSEetj1dURiwMOlwsalSyozvxpsQr8rHQxBs0OaJQSJMe4yw5ZcQrP6q1qmfey3YSQ6fms\n", "wY6N3hKLxV5LuYjFdJMiVGaqTV3qNWJvYx86hq3449mbuNZvmvEcLQMmfKP6Gv6u8grq24bhdAU1\n", "xS+SouVYkqT2NK6Ae2HBX24vwIul+fjNziVYnKhmtq7Gam6A3eys5g6WzyvYmJgYvP/++zAYDIiL\n", "i8OxY8eQnJzsWcKbCMfi8K6FztR31O504T9Pd6H91tytP33vOv7v525Dpib0dfKMOCUyQtQNjJCF\n", "wGcDW1JSgps3b0KhUECr1aK1tRUGg8Hn2ljEPzPVpm5PicaSRBWu9puxOjMGixNmHl46cVLt4K5d\n", "/cNqXY3V3AC72VnNHaxZexGkpqZ6Hufl5QkahoxLi1Xgha35MNiciFNKZ5z8WiYR4+/WZODHR69j\n", "xOrAP6zNgEoWGSUco80Js82JGKWU+r6SBYn3p95ut0On08HlcmF0lJ25PyOdr9pUvFqGTI1y1pUF\n", "ChLV+EFJLsqKkvDaxz34xfEb6Df4N95fb7LjxqAFw2YH7+f4yn5zxIoXj7XhmX1NeOOTXoxa+Z9X\n", "aCzXA1nNzmruYPFqYFtbW/H222/j8OHDAIADBw4IGor473jrICo+6UX3iA0fdY+ic8TK+7ldwxZ8\n", "91Aznt57Gf/6fhv6/Gycp3O2cwQNHSMw2px47aMez5BeQhYSXg3s2bNn8fDDDyM6OhpisRjR0YFN\n", "Ak2mClVtKm3CKC6xCD5XI5jsYq8R1/UWSMUi5GhVaNGboTPM3kD7yj65Fhzc2sWhxXI9kNXsrOYO\n", "Fq+RXHMxcsvlcoHjOOqhEKDVWXF4erUTl3qNeGBpAvJ8LLc92djkLU/cvQiHrgzgrQs6pMfK8cK2\n", "/IB7DazKiMVdaTG4rDNiZ1Ei8hOo9wFZeHg1sGaz9887h2P2elpPTw9qa2shkUiwadMmr5tlkx06\n", "dAitra0oKytDWlqaZ/+BAwfgdLq7K+Xn52P58uV84jIlVOvFJ6hlePQO31MHzuT2lCg8dmcKxCLg\n", "5qi7PNA1YkPLgNlnA+sre1qsAs/fnwOz3YVYpQQKaeR8cYbqPQ8HVrOzmjtYvBrYFStW4G9/+xtG\n", "Rkawd+9eXqO4GhoasHv3bgBAVVUVysrKZjy2tLQUly5dmrJfqVRiy5YtfCISP/Ubbfj0pgEGmxMr\n", "0mLw1KpUnOsc8TomOsj5DaIVUkQHP/8MIczi1cAWFhYiMzMTvb29yMjIgEw2+/pOavV4v025PLDl\n", "T5xOJ/bt2weO45Cbmzsv53sNx7e6i+NQ2diHPRd0AID0WDl++WABbkuOwj9vyMSJtiHcm6vBUh/L\n", "fAPs1tVYzQ2wm53V3MHiPZuWWq1Gbm4u7xNPnMebT4M8ndLSUs/jmpqagM5BprI6XDjXNd7VrmvE\n", "BoPNiYQoOUqXJqJ0aaKPZxNC+OLVi+DgwYPo6OhAW1sbXn/9dTQ3N8/6nLHaKeCedDlYfBrpiX3t\n", "6urqmNge2zeXr6+SSbAlb3xFiuLMWOi7b/h9vldeeWXO369QbE9+78Odx5/tcHxeQrH9yiuvRFQe\n", "f7cDxWvZ7qqqKuzcuRP79+9HWVkZ3nzzTTz66KM+n1NZWYny8nJwHIfq6mrP8NrGxkaIxeIpk3hf\n", "unQJGo3G6yZXe3s7srOzAQDV1dXYvn37jK/H6pIxdXXhKf6bbE40D5hhcTiRp1XNuuT2dMKVPVis\n", "5gbYzc5qbmAOlu0Wi8UQi8We7loKxex3LoqLi1FRUQGO41BSUuLZf+rUKYhEIq8G9ujRo2htbYVS\n", "qUROTg42btwIwN3ANjQ0AHDfaJuPwvWhU8sluCM1uP7MrP4Pw2pugN3srOYOFq8G1mazwWAweBpY\n", "Hhe9SEtLw+OPPz5l/zPPPDNl38QGeKKxhpYQQljEqwablpaGqqoqrFmzBo2NjWhtbRU614Jx6tQp\n", "XOs34a/nbuLotQEMmuzhjgQAuK4341znCLqGLTMeE4oaVTiwmhtgNzuruYPF6wp23bp1WLduHQBg\n", "6dKlWLx4saChFhJlUgb+5WAzjLfWwvramnSUL0sW/HWtDic6hqwQi4BMjRIyyfh37dV+I75Z3QyL\n", "w4VEtQz/+sBiQeaXJWS+83sOOalUSosehpAiRutpXAHg0q1VXIVkd7hQc2UAf191BV+rvIIT14e8\n", "VkG4ojPBcmuC736THZ0zXMWyWldjNTfAbnZWcwcroEk6Dx06FOocEaffaENDxzA+6R71agBDLTla\n", "httT3IMyxCJgS4FWsNcaozfb8X/PdANwT8ryh4ZujEyYTjB10sQx8erA+jETstDxKhEcPnwYQ0ND\n", "aGlpQU5ODtra2rwGAcw3IxYHflvfiZPtwwCAv1+bjoeKkkLSn3eypo8a8N3PrEbHkAUxCgnyfKxc\n", "ECiO47yyy6ViJKpl6Lk1LeGiGDnkE1atLUqOwo+25OFKnxF3pc+8mgKrXW9YzQ2wm53V3MHi1cAa\n", "DAY8+uij2L9/P3bu3Im33npL6FxhNWRxeBpXADjYNIAtBVpEyXkPfPNLcrQcydGBDSf2xeHicK5z\n", "BFUX+3BbshqfLUxEUrQc8SoZfrglDxUf90AmEeOxFSmImrBirVouwdrsOKzNjgt5JkIWEl4txtjV\n", "j8vlrsuNrTY7X0XLJcjSKHBjyD0n6l1pMVAKNBuUkN/q1/Vm/OBIK1wccK5rFHFKGR66PQkAkJeg\n", "wv++n//Q5+mwekXCam6A3eys5g4Wr5ZybHpCiUSCkZER2O2R0ZVIKFq1DD8sycNH3aOIutUhXyIO\n", "fXlAaCabExNX8O4Z5b/KASEkeLxucn3uc58DAGzduhW1tbVThrnORxkaJXYUJeG+xdqAhpHyJWT/\n", "wAyN0vMzP1ouwWfy40N6flb7NrKaG2A3O6u5g8V7qCzgHiJbXl4uaCASOglqGb6+IRO7VyxClFyM\n", "9ABXJyCEBIbXZC+TffDBBxE3jJXVyV4IIZFN8Mle6urqcPPmTc96WZcvX464BpYIy2x3Qi4RM1mL\n", "JiRceNVgBwYG8Mgjj2DXrl3YtWsXvvzlLwuda8GI9NqU1eFCbbMeXz9wDf9R34neCTfKIj37TFjN\n", "DbCbndXcwQqov1ViIs14v1Bc15vxr++3AwBa9WZkaRQouz0JJrsLKlXoB0UQMp/4bGDHFiLU6/U4\n", "evSoZzLs+vp6PP3008KnWwAivX+g1eny2lZKxXjjk14caxnE+pxFyDPbEa9iayhtpL/nvrCandXc\n", "wfJZIhi7rC8uLvZaaWAhGDTZ8XH3KK70GWF3uGZ/wjyVrVFi6635EZLUMsQqpfjT2ZtoG7TgtY96\n", "cXkOJqchhFU+G9gvfOELKCoq8vR7bWlpgUQiwZe+9KU5CRcuIxY7/vN0J/7lYDP+59tXcfLG8OxP\n", "ClCk16Y0Khm+uiYdr37uNrz80JIpk61bGfzyifT33BdWs7OaO1g+G9joaPeSIkeOHIHBYMC2bdsw\n", "MjKC+vr6OQkXLgMmB461DgFwzza174IONmfkNCROF4fzXSP4Se11vPlpLwaMNkFfL0YhRVa8EklR\n", "chQkqrF8kftzsThBiaVJvpf2JmQh43WTa2hoCFu2bAEA3HPPPdi7d6+gocItSi6BViWF3uweInxb\n", "ShTkkoBmdpxVILWptkEz/vehFjg54IPrQ1BJxdhRlCRAuqlSYhR4/v4cDFuciFVImJzKkOV6IKvZ\n", "Wc0dLF4N7ExLZo+MjCA2NjakgSJBcrQcPytdjOPXB6FVyUIyq1THkAUWhwsp0TLEKoNrlIw2J5wT\n", "fql3Ds/tHAMalQwaxm5sERIOvC7LTCYT+vv7AQD9/f2eOtyxY8eESxZmeQkq/I9VaXjo9qSgpxK8\n", "2GvAs1VX8GzVFfzhTDeGLeOTWwdSm0qPVWBlRgwAQC0TY3OI5xjgi9W6Gqu5AXazs5o7WLyuYHt6\n", "evDqq68iPT0dXV1dyMnJwZ49e9DU1ISHHnpI6IzMq7rY51mC5d1rejxwWyLilIFP+ZgQJce3Nmaj\n", "d9SGaIWE1ssiJELx+r9848aNWLVq1ZT9Z8+eDVkQl8sFjuM8w3Hnk7QJS7DIJCKoZOM/HAKtTWnV\n", "MmjDXP9kta7Gam6A3eys5g4WrwZ2usbV137AfdVbW1sLiUSCTZs2ITU1dcZjDx06hNbWVpSVlXn1\n", "t/XnHJHsgcIE2J0c2gfNeHh5CrLpipOQBUGYW+MAGhoasHv3bjz22GM4c+aMz2NLS0uxefPmoM4R\n", "yVJiFPhKcTp+si0fd6XHeK2PxXJtitXsrOYG2M3Oau5gCdbAqtXj49Tl8sBuEoXiHJFEiEUTJ5u4\n", "/DYhJLwEW1xr4oifmbp5zcU5Il2oalN2hwtnOkaw/1IflqdG47OFCYKuxACwW1djNTfAbnZWcwdL\n", "sAbW6XR6Hgd65ebvOSYuDTz2k2ShbJ+/3oMXjveCA/DxTQNipS4kG29g7dq1EZGPtmmb5e1ABbSi\n", "AR+VlZUoLy8Hx3Gorq7Gjh07AACNjY0Qi8VT1vW6dOkSNBqN102umc4xHVZXNAjVevHnu0bwnZoW\n", "z/YX71qEL60U9qYgq2vds5obYDc7q7mBOVjRIBDFxcWoqKgAx3EoKSnx7D916hREIpFXA3v06FG0\n", "trZCqVQiJyfHs1rCTOcgU2VplFidEYOGzlFolFKszwl+9BkhJDiCXcHONVavYENp0GzHgNGOaIUE\n", "i2IUsz+BEDKriLyCJXMvXiVjbvJrQuYzwbppEX5Y7h/IanZWcwPsZmc1d7CogSWEEIFQDZYQQnwI\n", "pgZLV7CEECIQamDDjOXaFKvZWc0NsJud1dzBogaWEEIEQjVYQgjxgfrBzgMWhxOXe024MWTBkiQ1\n", "CpPUEM/B7FuEEOFQiSDMxmpTl3tN+HZNM357qhPfqL6G5gFzmJPNjtW6Gqu5AXazs5o7WNTARoiO\n", "YYvnscPFYcBoC2MaQkgoUAMbZmMzDBUkqiETu0sCsQqJ1zpekYrV2ZFYzQ2wm53V3MGiGmyEKExS\n", "4+WdS9BvtCEtVoHseFW4IxFCgkRXsGE2VpsSi0QoSFRjbbaGmcaV1boaq7kBdrOzmjtY1MASQohA\n", "qB8sIYT4QHMREEJIBKIGNsxYrk2xmp3V3AC72VnNHSxqYAkhRCBUgyWEEB+oBksIIRGIGtgwC3dt\n", "SmeworHHgI4hy+wHTxLu7IFiNTfAbnZWcweLRnItYDdHrPjhkVZcH7QgWi7Bvz2wGIsT1eGORci8\n", "IVgD29PTg9raWkgkEmzatAmpqal+H3vgwAE4nU4AQH5+PpYvXy5U3LAJ5xjtjmELrg+6r1wNNic+\n", "6h71q4FldXw5q7kBdrOzmjtYgjWwDQ0N2L17NwCgqqoKZWVlfh+rVCqxZcsWoSIueLEKKcQiwHXr\n", "NmdqjDy8gQiZZwSrwarV41dCcrnv/3FnOtbpdGLfvn3Yu3cvzp8/H/qQESCctan8BBVe2JqHrQVa\n", "/PO9mVieGu3X81mtq7GaG2A3O6u5gyXYFezE3l8ymSygY0tLSz2Pa2pqQpiOAIBMIsY9mXG4JzMu\n", "3FEImZcEu4Idq50CgGiWpU/4HDtbIw14f0vW1dUxsT1Wm4qUPP5sTxQJefhub9iwIaLy+LPN6udl\n", "bF+k5AkkfyAEG2hQWVmJ8vJycByH6upq7NixAwDQ2NgIsViMoqKiWY9tb29HdnY2AKC6uhrbt2+f\n", "8fVooAEhRAgROdCguLgYFRUVqKioQHFxsWf/qVOnUF9fz+vY9vZ27NmzB3v27EFhYaFQUcMqFN+S\n", "4cJqdlZzA+xmZzV3sASrwaalpeHxxx+fsv+ZZ57hfezGjRsFyTbZsNmOSzojTHYXliapkR6nnJPX\n", "JYTMbzQXAYD//qQX//VhNwAgW6PAzz+7GAlR1GWJEBKhJQJW2J0unGwb8my3D1kxbHH6eAYhhPCz\n", "4BtYmUSM+xbHe7aXJqmhUc3dCGKWa1OsZmc1N8BudlZzB4vmIgBw/2ItMuOUMNmdWJyghlYtw7DF\n", "gd5RG9QyMTI0VJMlhPiParDTGDY78J9nOlHbPAilVIyvb8hErlaFHC0bq70SQkKHarBBatObUdc2\n", "hCadEU4Xh+4RK2qbBwEAFocLx68P4W8f9WDY7AhzUkIISxZ8A9s+aMY337mGHx+9jv914CqadEYo\n", "ZYmcS7cAAArVSURBVGLIJOMjyhKjZLgxZIHN5Qr567Ncm2I1O6u5AXazs5o7WAu+BtszasOI1d1r\n", "wMUBTX0mlC9Lwk+25uGtCzokR8shFYtQfnsSNEo23i6704VznaM4eKUfdyyKxn2L46FVU7czQuYa\n", "Gy2GgBKjZFBIRLA63aXoXK0SYpEId6XHYllKNHpGrbC5OGTEKSGThP6CX4h5MlsGzPjBkVZwAE7f\n", "GIFGJUVJQULIX4fVOT5ZzQ2wm53V3MFa8A1snlaFX24vwHW9BYti5FiaPD51okwqRmY8eze2jDYn\n", "Jt657DXYw5aFkIVswddgRSIRCpOiUFqYgBVpMVBKJXP6+kLUpjI1SixPiQIAxCgkKM6KDflrAOzW\n", "1VjNDbCbndXcwVrwV7DzUXK0HM/dl4M+ox0xCgnNrUBImFA/WEII8YH6wRJCSASiBjbMWK5NsZqd\n", "1dwAu9lZzR0samAJIUQgVIMlhBAfqAZLCCERiBrYMGO5NsVqdlZzA+xmZzV3sKiBJYQQgVANlhBC\n", "fKAaLCGERCBqYMOM5doUq9lZzQ2wm53V3MESbC6Cnp4e1NbWQiKRYNOmTUhNTfX7WH/OQQghkUaw\n", "K9iGhgbs3r0bjz32GM6cORPQsf6cg1Usz5PJanZWcwPsZmc1d7AEa2DV6vF5VeVy37Ppz3SsP+cg\n", "hJBII1gDO7FzgkwmC+hYf87BKpZrU6xmZzU3wG52VnMHS7AarNPp9DwWiUQ+jpz5WH/OodFocP78\n", "eX9jhp1arWYyN8BudlZzA+xmZzU34G5bAiVYA2s2mwG4r0LHHgNAY2MjxGIxioqKZj12pv3TWbly\n", "ZciyE0JIKAjWwBYXF6OiogIcx6GkpMSz/9SpUxCJRF4N7EzHzrSfEEJYMG9GchFCSKShgQaEECIQ\n", "amAJIUQg1MBGGJfL5dV7ghDCLmaW7Q7F0Ntw8CfLoUOH0NrairKyMqSlpc1hyun5k/3ixYu4cuUK\n", "XC4X1qxZg4yMjDlM6s2f3PX19ejt7QUAZGVlhb03ir+fXbPZjJdffhlPPvlkWD8z/uQ+cOCA5yIi\n", "Pz8fy5cvn6uY0/L3PW9tbcW5c+egUChQWlrqexAUx4i3337b87iysjJkxwrN3ywXL17kurq6hIzE\n", "mz/Zjx8/7nn8zjvvCJaJj0D/+7/77rtCxPGLv9lramq4c+fOhf0z40/uw4cPCx3HL/5kHxwc5Orq\n", "6nifm5kSQSiG3oZDJGXxlz/ZN27cKHQc3vx9z9va2vDSSy9h8eLFQsbixZ/sg4ODUKvVUCqVQsea\n", "lT+5nU4n9u3bh71790bE4AN/sn/88ceIiorCvn37cPXq1VnPzUwDy4Vg6G04RFIWfwWS/ciRI1i9\n", "erVQkXjxN3dOTg6effZZfPjhh0LG4sWf7HV1dREziYo/uUtLS7Fr1y587nOf85Rnwsmf7DqdDkND\n", "Q9i1axeuXbsGl8vl83hmarChGHobDpGUxV/+Zj9+/DgKCgqQmJgoZKxZBfKeK5VKxMTECBWJN3+y\n", "9/b2Yv/+/dDpdMjJyQlrDTbQz3kkXHT4m33s11p6ejr0er3PzzszV7C+ht5eunSJ17Hh4E/uSONP\n", "9hMnTiAlJQU5OTlzGXFa/uTW6/Wex1wEjLnxJ/vTTz+NsrIybNiwAcuWLZvTnJP5k7u9vd3z2GKx\n", "zE1AH/zJvmTJErS2tgJwl2ji4uJ8npuZK9hQDL0NB39yHz16FK2trVAqlcjJyQl7XZNvdp1Oh5Mn\n", "T2Lp0qVoamrC6OgonnjiiXDF9us9P3nyJKxWKwBg1apVc551Mn+yA+4viLq6urBfwfqTu729HQ0N\n", "DQCAFStWzHnWyfzJvmLFCrz11lu4cOECkpKSZr0Cp6GyhBAiEGZKBIQQwhpqYAkhRCDUwBJCiECo\n", "gSWEEIFQA0sIIQKhBpYQQgRCDSwhhAiEGtgFqLe3F1VVVXjppZem/fvvfvc79PX1+XVOnU6HN954\n", "A2+//TbefPNNOBwOr79XV1cHnHfMu+++i7179wZ9nvmGz3trMBjw6quvRvzowfmGGtgFKCUlBWVl\n", "ZcjKypr274888gji4+P9OuexY8fw+c9/Hg899BDuu+8+HD9+3OvvoRiyvG3bNubmc5gLfN7b6Ojo\n", "iJkYZiFhZqgsEZ7NZsOhQ4fQ3NyMJ554AklJSZ6/ffjhhzh8+DByc3MRExMDu92O8vJyT4MnkUhg\n", "NpuhVqs90+gBgMPhQE1NDZqamlBVVQUAKCgowO233z5rHofDgcrKSojFYnAcN2Ui5A8++AA6nQ5y\n", "uRwWiwWlpaWIjY3Fp59+isrKStx///3YsGGDZ/u+++7DvffeO+PrGQwGvP7661Cr1RCLxVAqlTCZ\n", "TCgtLfVM6DHTawLA2bNnUVNTgyeeeAL19fWQy+W48847UVBQAKfTiYMHD3rmOzAajcjKysL69etn\n", "fR/q6+vR3d0NuVwOl8sFuVyOBx54YNb3dmBgADU1NVCr1bDZbIiJiUFubu6sr0dCiPfMsWTeefPN\n", "N6fdf+zYMU6n003Z/8orr3genz9/nrt27Zpne2BggPv+97/P/eUvf+FefPFFzuVy8XotXw4cOMD1\n", "9fV5ts+cOcPt2bOH4zj3xOQnTpzw/M1ms3n+xnHuCcA7Ojo8f3vrrbd4vebFixe5V1991bPtdDq5\n", "v/zlL7xek+Pc/85Dhw5NOW9NTQ03MDDg2e7v7+cuX77MK9Nf//pXbnR01JPnxo0bU15zOn/+8585\n", "p9Pp2f7jH//IXbx4kddrktCgK1jCW0JCguexSqWCzWbzbB86dAjPPfccFAoFurq6cOTIEWzdujWo\n", "1zMYDF5Twa1YsQI3btwA4F62w2KxeK7cAPdV4Zj169dj7969ePTRR3Hy5EmfV66T3XXXXZ7HYrEY\n", "KpWK12uO2bZt27T/Fq1W69lOSEjwej99efjhh3H69GlYLBZYLBbeE6TI5XKIxeNVwIn/LjI3qIEl\n", "IaNQKAC4Gw+TyRT0+aKiotDf3+9pZM+fP+/5ib1s2TL09PRgzZo1nuMn3liTSCSIjo7G8PAwdDod\n", "Nm/ezPt1P/nkE9x9990A3HOFjn2RzPaaviiVSuj1ek8j63K50NraOusqCg6HA83NzV75X3/9dV7T\n", "QlqtVjidTkgkEgDu929idiI8mk1rAXr//fcxNDSECxcuYPny5RCLxSgtLcXVq1fR3NyM1tZWpKSk\n", "ICoqCmvWrMGiRYvw/vvv48SJE/jqV7+K5ORk/PWvf4XL5cKTTz4JwL3sSkNDAxQKBSwWC3bs2OG1\n", "FMcHH3wAvV4PsVgMh8OBdevWYdGiRT5zOhwOvPXWW/+/vTtWbRCKwgD850qWcPMGguILBMTV1VVc\n", "zVtl8D1cfAOnqLhEMkrIKC4i3EiGDi3SUpOWFElb/m+9yIUz/MiBew6WyyWEEJBSYr/fY7vdwjAM\n", "FEWB0+kEIcQ4NDkIgvH7vu+x2+3g+/6nMX+3VFWF4/EIpRRWqxWUUvA8bwzGe3cmSYI8z8clfpvN\n", "Zux5Xq9XxHEMTdPGzcGu635ZA6UUoiiCZVlYLBa4XC6wbftDMN+qbdM0SJIE6/UawzBA0zS0bYsw\n", "DCGl/FY96GcYsETvHA6HybmrRI9gi4DoTdd1SNMUwGvP9Nm7xejv4x8sPU2WZTifz5NnjuNA1/V/\n", "cec9dV2jLMvJM9M0f8XEf3ocA5aIaCZ8yUVENBMGLBHRTBiwREQzYcASEc3kBacoLD5U/HreAAAA\n", "AElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.862888\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8U+eZL/Cf9t2W9xUv2MbGwWwhQIiBLAScBBJD9jDp\n", "cm8zvb250+nMdDpp5k6bTNN22iadtPdO2tuknSbthDQhgQQHHAgBgg3BLGEzYDBewKu8a9/P/UNY\n", "eJUlHR1Lr/18/+jHR5aPfqjO46PnvIuI4zgOhBBCIk4c7QCEEDJTUYElhBCBUIElhBCBUIElhBCB\n", "UIElhBCBUIElhBCBSIU6cVdXF/bv3w+JRIK1a9ciIyNj0uceOXIE3d3dAICcnBzceuutIZ+DEEJi\n", "jWAFtq6uDlu3bgUA7Ny5E5WVlZM+d9WqVf6v9+7dG9Y5CCEk1gjWIlCr1f6v5XL5lM9vaWnBK6+8\n", "gsLCwrDPQQghsUSwAjtygphMJpvy+Xl5eXj22Wdx/PjxsM9BCCGxRLAWgcfj8X8tEomC+hmlUgmd\n", "ThfWOfbu3QuJRBJiSkIICUyv1/vvC4VKsAJrs9kA+K5Ch78GgPPnz0MsFqO0tNT/WH9/PxITE/3P\n", "n+ocE5FIJFi6dGnE8hNCCACcOnUq7J8VrMCuWLEC27ZtA8dxWLdunf/xo0ePQiQSjSqwtbW1cDgc\n", "AIBly5ZNeY6ZpKamBuXl5dGOERZWs7OaG2A3O6u5+RKswGZmZuLJJ58c9/gzzzwz7rFNmzaFdA5C\n", "CGGBaKYsV7h//35qERBCIu7UqVO45557wvpZmslFCCECoQIbZTU1NdGOEDZWs7OaG2A3O6u5+aIC\n", "SwghAqEeLCGEBEA9WEIIiUFUYKOM5d4Uq9lZzQ2wm53V3HxRgSWEEIFQD5YQQgLg04MVbCYXISQy\n", "LE4PznaacbXPisWZOsxP1UAiDm4BJRJd1CKIMpZ7U6xmZy33+S4zfrivCW+d6sL3djeiqc8a7Ugh\n", "Y+09jxQqsITEuGuDdv/Xbi+Hfrs7imlIKKjARhnLKwyxmp213GXpWsglvpZAqkaG7DhFlBOFjrX3\n", "PFKoB0tIjCtOUeNXD87DgM2NDJ0cWfHKaEciQaIr2ChjuTfFanbWcotEIhQkqbEsOw7N505EO05Y\n", "WHvPI4UKLCGECITGwRJCSAC0FgEhhMQgKrBRxnJvitXsrOYG2M3Oam6+qMASQohAqAdLCCEBUA+W\n", "EEJiEBXYKGO5N8VqdlZzA+xmZzU3X1RgCSFEINSDJYSQAKgHSwghMYgKbJSx3JtiNTuruQF2s7Oa\n", "my9aTYuQCXAchy6TExyANK2cdhAgYaEeLCETOH59CC9+2gwvB3z/rjzckRcPsYiK7GxEPVhCImjA\n", "5sK/H74Op4eD28vhF4da0WtxRTsWYRAV2ChjuTfFavapckvEImjkEv+xWi6GJEYuXmfqez5TUYEl\n", "ZIw4hRTfuzMXJSlqFCSp8MN1c5GkkUc7FmEQ9WAJmYTN5QHHAeoRV7Nk9uHTg6VRBIRMQiWjwkr4\n", "oRZBlLHcm2I1O6u5AXazs5qbLyqwhBAiEOrBEkJIADQOlhBCYhAV2ChjuTfFanZWcwPsZmc1N1+C\n", "jSLo6urC/v37IZFIsHbtWmRkZEz63Pr6ejQ0NMDr9WLlypXIzs4GAOzatQsejwcAUFBQgLKyMqHi\n", "EkJIxAlWYOvq6rB161YAwM6dO1FZWTnpc/v6+rBlyxYAwO7du/0FVqlU4t577xUqYkwoLy+PdoSw\n", "sZqd1dyAL7vL48XVPhsG7W7MiVcgK14Z7VhTYvk950OwAqtWq/1fy+WBZ8GsWbNmwsc9Hg8++OAD\n", "cByH/Px8uolFCIBzXWY8X30VXg7IipPjp/cVIl2niHYsMgHBerAjByfIZLKgfmbfvn1Yvny5/7ii\n", "ogJbtmzBww8/jO7u7ohnjAUs96ZYzc5qbgA4ceIEjrYOwXvjP692oxPdJmd0QwWB5fecD8EK7HDv\n", "FABEQSzzdujQIRQVFSE5OXnC7wdTpEf+n1hTU0PHAh+fO3cupvLMhmOXy4X5qRr/42qZGAkqaczk\n", "m+z43LlzMZUn1ONwCTYOdseOHdi8eTM4jkNVVRU2bdoEADh//jzEYjFKS0v9zz18+DBSUlJQUlIy\n", "6hytra3Izc0FAFRVVWHjxo2Tvh6NgwW6TU50mhyIV0qRn6iKdpwZx+hwo8Fghc3twbxkddQ+lpvs\n", "bpzvtqDL5MCCdC2KktVT/xAJW0yuRbBixQps27YNHMdh3bp1/sePHj0KkUjkL7AGgwG1tbUoKSnB\n", "pUuXYDKZ8PTTTwPwFdi6ujoAwOLFi4WKOiN0mRz44d4mNA/YoZCI8PP7izA/TTP1D5KgfdLQh9fr\n", "OgAA81PVeGHdXCSog2t/RZJOKcXtufHT/rokdIIV2MzMTDz55JPjHn/mmWdGHaempuK5556b8ByT\n", "3fyaSWpqaiJyh7V9yIHmATsAwOHhUHd9SPACG6ns0y2c3HaXBwevDviPLxqsGLK7p73Azqb3fCag\n", "iQYzRLxSCumIfaNyE2J/6A5LlDIJyvP0/uPCRBXiFLQYHQmM1iKYIbwch/NdFhxtHURhkgq3zYlD\n", "nHL6P77OZEN2Ny4aLLC5PChO0SAzjoZGzQYx2YMl00ssEmFhhhYLM7TRjjJjxSulWJlDvU8SPGoR\n", "RFkkhoIIxeXxBvx+LGcPhNXcALvZWc3NF13BknH6rS7svtSL421G3FechLX5CVDRtikkSL0WJ0wO\n", "D/RKaVRGWcQS6sGScT5vGsBLn7X4j19+oBALM3TRC0SY0T5kx7/ub0Zzvx3zU9X4/l15zE/jpfVg\n", "SUSZnJ5Rx1ZX4FYBIcMaeqxo7vcNF7xosKKx1xrlRNFFBTbKYrE3VZauRYbOt0DPwgwt5k4y5CsW\n", "sweD1dxA7GdXycRjjn2tpVjPLRTqwZJxcvRK/OKBIpgcbiSqZLO+j0aCNz9Vi6/fmoHa1iHcU5iA\n", "4lk+jZd6sAFYnB609NvAAchPVEFDN3oICYrD7YFCOjP+e6FxsAJwub3YdbEHfzjeCQD46q3peKQs\n", "DQopdVUImcpMKa58UbWYxJDDjb+cMfiP3z1rgNHujvjrsNybYjU7q7kBdrOzmpsvKrCTUErFKEi6\n", "eXOnIFEFJV29EkJCQD3YANqH7DjUNAgvx+HOggRkM7D3ESEksqgHK5CseCWeWpIe7RgkRNcH7bg2\n", "aEe8Uop5yWrI6ZMHiRL6zYsylntTsZi9w+jA89WNePHTZvx91RWc7jSNe04s5g4Wq9lZzc0XFVgy\n", "o/SYneg2u/zHx64bo5iGzHZUYKOM5VXepzO70e5Gl9EBy5hpvGMlqmXQKW4OEVqYPn75RnrPpx+r\n", "ufmiHiyJeR1GO375+TWc77bg3qJE/LdlmZPOLpujV+Ln9xeisdeGJI1s1A6shEw3uoKNMpZ7U9OV\n", "/WynGWe7LPBywCeX+3GlL/ACIgVJamwoTsKy7LgJZ9/Rez79WM3NFxVYEhKr04M+qxNu7/SN7hu5\n", "1xgAqGViWJ0eBDvC0OH2YtDmmtbMhAA0DpaEoH3Ijv9Tex1N/XY8tSQNG+Yl+VdLEpLB7MCbJzpx\n", "qsOMr92agT6rC4eaB7A6T4+N81OgV03e6eoxO/HWqU6cajfh/pIkbCpNoc0KSUhoHCyZFp82DuBU\n", "hxkA8NrRdhSnaKalx5mqVeDb5XNgcXpxpdeKVw5fAwA093ehMEmNlbmj98myOt2o77aiqc+KOJUU\n", "n1zuBwC8ebIL81M1WJoVJ3hmQgBqEUQdS70pz5iP2AODg7zP6XB7carNiP/6sgtfdpjgck+8uLdC\n", "KkGiWgbHmO/bJ3j+BYMV//zJVbx1qgsGkxMKiQiPlKXiK0vTIRGx9Z6PxWp2VnPzRQWWBG1dUSKK\n", "klWQiUX4ytJ0KO38C2xDjwXPVV/Fmyc78dzuRjRMsQL+vBQ1bkn1rTFakqJGccr49UavD/pW1Hd5\n", "OUjFInz7jjn47Go/3jrVhWPXjVDFJ477GZPDjdYBG3osTt7/JkKGUYsgylgaH5ijV+KnFYWwu72I\n", "U0qglGbwPmev5eakAA5An9U1+ZMBpOsU+OG9czFkdyNOMfGmevNTNZBLRHB6OJzuNCEjToF+q28l\n", "tO3nelC+qWjU8wdtLrxR14G9V/qRqpHhRxsKkJ+o4v1vEwJLvy8jsZqbr7AKrNlshlY7fgA3mfni\n", "lFJEsoOZm6D0jQpweaFTSDBHP/WCOnqVDHrV5LssFKeo8asH56HP6sKceCX2NPT5vycCIJeM/uDW\n", "OmDH3iu+Pq3B4sLBpoGYLbCELQEL7IULFyZ8vKamBn/9138tSKDZpqamhtm/7pHIXpDkK4Y9FhdS\n", "NDLkJvAvbCKRCAVJahQk+Y4ripPQaXKgud+Ov1qSjoHWBiB5if/5YxdR1ytj94Mdq78vrObmK+Bv\n", "0pEjR1BeXo6rV6/CYDBgyZIlOHXqFBITx/ewCAlXboLKX1ivD9nR2m+DXiVDYbIKygisjJ8Zp8D3\n", "1ubC4fFCK5eipqZ+1PfzE1X43tpcbD9nwPxUNVaNGZVASLgCjoMdbgW88847eOKJJ/yP/+Uvf8Hj\n", "jz8+LQGDReNg2ddpdOB7u6/4F2t54d58rMrVT/p8juNwrsuCqos9yEtQ4d6iRKRo5WG/vs3lgVwi\n", "hmTMxIZos7k8UErFEIliK9dsIdg42OE+q1w++pd27DEhkdBjcY1aCeuLVuOoAnvJYEFtyyCy9Urc\n", "lh0Ho8ON56sb4fRwAAYhFgFPLA5//d7pmDQRCqPDjU8a+rC/cQDlefHYOD85YO+ZxJ6ghmlZrVZ4\n", "vb7xhh6PBybT+DU2SXhYGB9ocrhhMDthdrjRZXKg/8ad/khnT1RLR/U/l2TdvJF6bcCOf9rTiL+c\n", "NeCVz6/hcPMgrE7vjeLq09xvC+p1WHjPAaDBYMXrdR1o6rfhrVNduGiwMJN9LFZz8xVUN/++++7D\n", "n//8Z8jlcjgcDjzwwANC5yIxosPowKuHr+GCwYL7ipMwZHfjosGCF+6dO+VH1muDNgzaPEjXypCq\n", "U0z5WtnxSvzs/kI09lmRqJKhZMQsMZPDDZvr5qSCSz0WrJmrR3lePGpahqCQiLCxNCX8f2gMsrtH\n", "L81oc3lBnx3ZQmsRkIA+utCD/3ukzX/8tWUZ+OOJTtyRG48frMuftMhe7rHge7sbYXV5kZ+gxIvr\n", "5yI9iCI7mV6LEz/9rAXnui2QiIAfVxRgaVYcBmwudBqd0MjFyNErZ1SfssvkwM8PtuB8txWFSSr8\n", "73vykRkX/ntIwjPtaxF0dXUhPZ32qpoNxpar4WPFFDddTrWbYL1xxdk8YMf1IQevApuskeO5u/LQ\n", "PuSAUiZCgkoGu8uDBJUMCTO0L5muU+Bf1s2F0e6GTiFF4iRr4JLYFVQPtr5+9LCWI0eOCBJmNor1\n", "3tSy7DiszImDTiHB4wtT0THkwII0DZ5cnB4we1b8zWIqFgHxCv43kFK0cuiUEvy6tg1fe/cC/vxl\n", "F0wO94TPHbC68MW1IRxpHUTvmOmvsf6ej5Sg8o0NHi6uLGUfidXcfAV1BXvlyhXccsstN39IGrsD\n", "sUlkZcQp8NydebC6PNAqJLC7vJBLxFDLJWgLcAW7MEOL767JQX23BWvy9ZibNH7NgFCZHW7sb+xH\n", "Y5/vZta7Zw1YPicOCzN0o57ncHux7Uw3dtb3AADuKUzA36yaA/UEi28TIqSwKuXwiALCHwuzW9Ry\n", "ib84DQ/893g5aPMX4nfH2lGcosbSTB10I0YAxCtlWD8vCevnJUUsx5DdjWDuGJidbhy8OuA/Pnh1\n", "AF+7NcP/b2DhPZ8Mq9lZzc1XwAJbVVUFm82GS5cuweW6OT4xLS1tyhN3dXVh//79kEgkWLt2LTIy\n", "Jl8YpL6+Hg0NDfB6vVi5ciWys7NDPgeZXlf7rHhuTyOGR0m9eG8+bg8wKSAYXo7DuU4zDjUNoDDZ\n", "N6Nq5LhPpUyMRLUMS7N0aBmw4f7iZMydYM0AjUyCFTlx/nVgl+fET7h1DCFCC1hgN27cCADYtWsX\n", "Nm3aFNKJ6+rqsHXrVgDAzp07UVlZOelz+/r6sGXLFgDA7t27/QU2lHOwitU52kN2N0YMQcX1QTtu\n", "z+V3zqY+G75fffXG1i59kElEuLfo5hVwklqOFTnxSNHIoZGLkZuggnaC3QmUMgm+ujQDy+fEweMF\n", "5qdpRj1v+D33LVFoh0QsQl6CMuYmGkyE1d8XVnPzFfQ42FCp1Td7blPN/FqzZg3vc5DplRWvQFac\n", "HO1GJ5RSMRZl6qb+oSkYHZ5R+2ZdG7CPe06OXomcIFbcStbKsTrAtFmby4P3zhrwzpluAMDf3JGN\n", "+4uTY26aLGFbUAU2nJtaI4fXymTBDS/Zt28fli9fzuscrGH1r3pmnBI/qShEl8kJvUoakeX9suPl\n", "KE5Wo6HXCqVUHHAdAj7Ky8vRaXTg3bPd/sfeOd2N1Xn6mJ+KyurvC6u5+Qqqcu7evRtlZWXweDw4\n", "cuQIli9fjsLCwoA/4/HcnIUSzODvQ4cOoaioCMnJyWGfY+THkOFhIXQ8vceLbluJfqsLgz3dMPe0\n", "44477gjp53+wbjk6TU64LYMwtpwH0lYIktfQ0YbsODmuDfmGcM1NUKCl8TIWl90SU+8nHcfGcbiC\n", "msm1c+dOPPjgg/joo49QWVmJd999F4899ljAn9mxYwc2b94MjuNQVVXl7+GeP38eYrEYpaWl/uce\n", "PnwYKSkpKCkpCeocE2F1JhdLvakhuwsXDVaYHR4Up6hxrf6kv4ACwIDNhd8da8f+xgGkamR4aUMB\n", "8iK4cLXF6YHB7IRCKkJm3NRtgskMv+fXBu3Yf6UfSpkYa/P1yIwP/ZxWp+8iYLqGgLH0+zISq7mB\n", "aZjJJRaLIRaLoVT6fgEViqln5KxYsQLbtm0Dx3FYt26d//GjR49CJBL5C6zBYEBtbS1KSkpw6dIl\n", "mEwmPP300wHPQaLj0ysD+H/H2gEAWXFy/O3izFHfb+23Y3+jb3iUweLC582DkxbYtiE7Djf79vS6\n", "JU2D1gE7bknTTDpe1uRwY9vpLmw/1wO1TIyfVBSgNI3frho5eiW+flvm1E+cxOUeC35Vcx0eDvjb\n", "8jnTssMuYUtQBdbpdMJsNvsLbDDLF2RmZuLJJ58c9/gzzzwz6jg1NRXPPfdcSOeYSVj5q+7xcqhp\n", "ubnJYbvRCW1i/qjnKGSjJwbGT7IzgMnuxiufX0N9twUAUJauQZxSijdPduLVB+che4IryS6TE9vP\n", "+SYOWF1evHOmG/+6PrwCG4n33Gh342cHW3F9yAEAeHFfE/5jczGS1MLejGXl92UsVnPzFdRU2czM\n", "TOzcuRMrV67E+fPn0dTUJHQuEmEutxdnOkz4sL4H57vMo+7WB0MiFmFd4c2dLOYlq5CgHl1A8xOV\n", "+Me1OZibqMLGkmTcnuvbvYvjuFF/lG1uLxpH7B7bMmBHqkYOo8ODIdvEU1/lEhFkI+7wp/NYWDsY\n", "BrMDJ9qMaDBY4PKMn1jj4bhRq3vZ3F7Q/BsyluSFF154YaonzZkzBwsXLoRUKkViYiJuvfXWmJsu\n", "29zczOREhJqaGuTk5Aj+Ohe6zfju7kYcbzNi35V+3DYnDikaX5HyeDk0GKyo77bA7eUmXVQkK16B\n", "pZlarMrV48FbUnDl9PFR2aViMQqS1LinMAG358ZDp5Ciqc+G/1N7HTUtQ8hJUEKvkkEqFoEDcLbL\n", "DAB4oCQZZzrN0Ckk2DQ/ecKxrXFKKeanatBldGJplg6PlqWOmjkWiqne816LEz850IJ3zhhQ3dCH\n", "eSmacZsxqmQS5OiVqG0ZhFgkwnN35WFeilrw1bym6/cl0ljNDQCdnZ2YO3duWD8b8m+oVCodVVxP\n", "nz6NxYsXh/XiZPp0m28ueOLlcGMBFF/P8FKPBf9QdQVeDlBKxfj1g/OQk6CEeEyx0MglWJSpQ2Ov\n", "FQ09FmgyCuHxcuPGjg4P2B+wufCj/U1oN/peu8vkwE/vK4ROIcWWBSkoSVWjY8gBnUIKnUICnUKK\n", "ZM3EV6ZikQi3ZsdhYYYWUrEorELmcHvR0GNBry4fDT0WzEueuCD2Wlyo7/ZdYXMAPrnci9sn2Kdr\n", "WbYOv3t4PgAgVSsf934RwvsytKWlhQosD9PVm8rRq6CQiODwcFDLxMgasa7otQE7hjsGpWkanO40\n", "4T+OtqE8T4+7ChIQN+JKsbHXir+rugKXh4NEBPxSq8P8tIlv7rg8HHotN6dYGywuOG983NYqpJib\n", "qMIbx9rRMujrY377juxJB/q7PF5IxSLIJEF1tSZ00eBboxYAZJIe/GrTPBQmj7+p5iv2EpgcvhEC\n", "YxeTGSYSiZAxzeuzstrLZDU3X7H1OZ8IpihZhVcfnAeD2Yl0nWLUxIA5eiXEIt+V7bIsHV476hsp\n", "cKbTjHSdb3rqsE6TE64bc2Q9HNBudGBukgqXe6zos7mQp1f6Rw4kqKT41u3ZeLXmOsQi4H+syIJe\n", "ebP9kKyR44f3FuBqnxUauQTFKWq4PF609Nthc3uRo1dAp5DieJsRb3/ZhfxEFZ5YlBZ2UWsdMTPM\n", "5eHQY3FOWGCz4pX4+f2FOH7diDSdHIsnKbCETIUKbJRN1/hAkUiEgiQ1CiYYBlWSqsErG4tgMDvh\n", "GXPzy3xjnKfV6caR1iF4OEAmEfmvYLPiFTjXZcbz1VcBAHEKCf590zzM0Sshk4ixrjARJalqiCBC\n", "drxi3BVqVrxi1NqxtS2D+NH+Zng53zKDj5Sl4IV9TfBywKUeKxLVUnz11vCGVhUmqyAR+f4waOUS\n", "ZARYAHyy9yraWB1PympuvqjAEkjFItySpsUtaUDHkB35iUo099uRFSdHcYoaLQM29JidOHrNiIvd\n", "Fvz32zKhkoqRLHNjXrIab57s8J/L6PBNBhi+KSSXijE3MbhC5fJ48e7Zbn+7Yn/jACrmJWFkzTeM\n", "2HU2VCUpGrz64Dy0GgZRlJEY0UkQhEyECmyUCf1XneM4NPXb0GtxISNOMeVCKZnxSry0oQCDNjf0\n", "SimuD9nxL580weXlsHauHsUpavz2i3b8w+oc3Fbg2zaoLF2Hd84YAPj6lymT3KiaikwiRkmqBhcN\n", "vhtMeqUUiWopNs1Pxq6LvdApJHiIx8aGErEIxSkaFKewOyGA1atAVnPzRQV2hrvcY8U/fHwFTg8H\n", "vUqKl+8vRE5C4Cu3FI0cKRo5vByHX3zeCteNS8hDTYP4ytJ0XOm1Yn7azavSsgwNXn6gEH1WF3L1\n", "SuQkhD+N9eEFKUjVyNBjcWFdYSLm6FX4+rIMbJyfDJVMzGtfL0KmW/i3ZG+YqSMIPF4O3SbHuP2c\n", "Im2ivYp6LU5cMljQaXTwPv/lXiucN25KDdrcaA/hnGKRCPkjiqVKJsat2XF4ZeM85OhV/uxKqQQL\n", "M3S4qyCR99YwqVoFHi5Lw/9Yme2/AaVV+FbrClRcvSFsjszy/lCsZmc1N19BXcHW1tYiKSkJJSUl\n", "aGxshFar9e8qm5eXJ2S+qHB7ORxo7MerNdehlkvww3X5WJDOb957sLpMDvzkQAsuGazQq6T42X2F\n", "vJYCHHkDSSJCyDuTbl6QCoVUgvYhBx4uS4m5+fYutxd1bUZ8eKEHC9O1qChOmnQsLSHTLajVtLZt\n", "24b169cjKSkJXq8X77//Ph599NHpyBe0SK6m1dRnw//cecl/c6UoWYVXHiiCchpWvD92bQj/svfm\n", "VORvrczC5gWpYZ/P5vKgvtuC5n4bStM0KEnRzKhFpS8ZLPjbjy5j+Jf471fPQUVxcsCfISQUgq+m\n", "pdFokJTk27pDLBZDIon9rTX4cHu9kIhF8N74aC2XiOH2egEI/+/WjtneOimIK06j3YWGHitsLi+K\n", "ktWjxomqZBIsy47Dsuy4iGeNBVaXByOvEPiMMiAk0sLqwYrFvFu3MS1ZI8W3VmYjXStHQZIKjy9K\n", "g1YhzEr3Y3tThUlq/Ms9eVg5Jw7fWpmFhRlTtyb2NPTjnz9pwkufteDfDrZgwDo9RSYW+mo5eiVu\n", "y/ZNBNArpbgjb/yU1rFiIXe4WM3Oam6+grqCFYlE6O/vR2JiIvr7+0ftNDATJaoVWJYNZOpkkEvE\n", "mMPjrnioFFIxVucnYHV+QlDPt7s8ONR0c4vqiwYrhuxuJITYax1rwOpCv80FnUKKVIFXruIjWSPH\n", "d9fmotfi8k0emOapq4QEElQP1uPxYN++ff41YSsqKmJuNS1WdzSIhG1fduE/T3YC8PWLf7S+IOSb\n", "WSMZzE78/FArznaakaqR4ccVBcgNMLTLy3G42mdDn8WFzDj5lMPAhrUN2XHg6gA8Xg73FCaOW7GK\n", "kFggeA9WIpGgoqIirBcgwru/JAlzk1SwuTyYl6LhVVwBoHnAhrOdvqUEDRYXTneYAxbYBoMV3/34\n", "ClxeDnqlFL94oDDg8wHA7HDjVzXXcebG63zZbsKPNhSMWliGENYF1Uy9cuWK0DlmrUj0puJVMqzI\n", "icedBYnIHPMReezaAsFQjxktEa+Swur0jNvJYjh7Q48VLi+HoiQVKhekoMfigsMduI1kd3vR1G/z\n", "HzcP2GF3T8+K1Sz3A1nNzmpuvoIqsGfOnBl13NzcLEgYEjk9Zif+83gHvvfxFRxuHoArhOJVlKTC\n", "P67NwS1pGjy9NB0utxff2XUZfznTDZN9/I4DOQkKZMYpsDI3Hn880Ynnq6+iuqF/wp0AhsUrpXhy\n", "UZr/+IlFaZNuMUMIq4Lqwb799tt46qmn/Mc7d+5EZWWloMFCNZt7sBPZfakXr9ZcBwCIAPzigUKU\n", "pvkWq55Mn8WFbrMTOoUEc/RKuD1enO0047kbK2UBwI83FOC2OaOHfNldHlzts+HFT5sxeKMAKyQi\n", "/P7R0oA3yKxOD1oG7OA4DvmJKnAAjrQM4si1IZTn6XF7Tvy07dZKyGT49GCDuoJdtWoVPvnkk7Be\n", "gETHyIWuOQBnO8043DzgbxnYXB5c6bWisc8Kl9uLHosT/3awBd/ZdRl/82EDGnoskErE/oI5bKKP\n", "/r1WFwasLqTpbvZ+03RyyCU3i3m3yYEGgwVtQzfXZFXLJShN0+CWdC3UcgkuGSz4xefXUNsyhJ8d\n", "bMXlEfshtfRKAAAgAElEQVR2EcKioArsn/70JxiNRrz33nt47733cO7cOaFzzRpC9abK8/TQq3wf\n", "uZdk6tBndeGXn19Dn9UFp9uLPZf68OzOBjy7owGHmgfRNujw33Cyurz4vMm3g2xJqgbzkn03rBZl\n", "aFGUfHOqbE1NDYZsbvz8YCteOtCCO+cm4u6CBNxTkIB/vjsfepWv4F4ftOGzxgE8V30VL+5rxiWD\n", "ZcLMRsfoYm6coB0RCSz3A1nNzmpuvoJqet13331YtmyZ/3j37t2CBSKRMTfJN733eNsQLvfY8PGl\n", "PiSqpZCKfXtlvXHct4YrB+D3xzvwg3V5/l0NACD7xhoGmXEK/Gh9AUxOD+IUEn/RHGZzeXC51wov\n", "B/zuWDsWZ2rxz3fnIW7EzgWdJif+eLITHACL04N3z3bjB+vGbyJXkKRGqkYGw43hXnOTaL1Wwrag\n", "CuzI4goA999/vyBhZiMh18mco1fC6fGitmUIJSlqPLsqG4lqOQZtLqRpZf7NCLPi5JhzYx3YTy73\n", "oSRFg+UjtolJUMsmnLhQXl4Om9ODB0tTsLO+Bxx8V8uqMaMQZEGufZCjV+LljUUYsLqRqJYhTSfM\n", "BAeW1yZlNTurufkK6iYXC+gm1+ScHi84joNCerPwNffb8O7ZbsglYjxcljrlQtyBDNndaOqzQiL2\n", "bUujGXNjasjmwsGmQfzxZCdSNDL80525MbkdCyETEfwml9FoxPbt2/Hmm2/C7XZjx44dYb0YGW86\n", "elNyiXhUcQWA/EQV/unOPPzd6pywi+tw9nilFEuy4rAwQweNXAKO49BhdKBt0A6Xx4t4lQwb5yfj\n", "9YdL8PIDRVEvriz3A1nNzmpuvoIqsNXV1XjooYcQHx8fc1NkSew52W7CX79/Ef99+0V8dnUALo9v\n", "dbJkjZxmapFZJagCq1QqIZPd7MHN9OUKpxPLvamJspscbrx2tA1ODwcOwL8fvjZqyFgsmGnvOQtY\n", "zc1XUAXW6Ry9bYrXOz1TGqeLzeVBt8kBk0OYYUGzidfLIW7EmrYauSTg5AZCZrKgCmxqaipqamrg\n", "drvxxRdfICcnR+hc02bQ5sIfTnTgv713ET/a3xyRfbBCwXJvamx2i9ODHfU9uLMgEYsytChOUeNH\n", "6+ciJcaWO5xJ7zkrWM3NV1ANsTVr1uDChQsYHBxEenr6jNqH62qfDR/W9wIATneYcardhAdoTVE/\n", "L8fhfJcFh5sHUJCkwsqc+HFjYYd1Gh14+3Q3xCJgaZYOZem6sPbw6rU4cbnXColIhOIU9aSvR0is\n", "C/qOQ2lpKUpLS4XMEhVjP71KpnmzhunqTTX2WnF9yI5UrRzzktWQTfAPtbk8ONluwsk2I5Zlx2Fp\n", "lg4dRge+v6fRv3X3P64V4d6ipAmzyyUiyMQiuLwcTrSZkKZVQCQKrT1gvtHDrWkZAgB8c3kmlufE\n", "QyYRRWzLbpb7gaxmZzU3X0EV2N7eXuzZswcqlQpOpxMVFRVITEwUOtu0KExSY+uSNFRd7MPCdC2W\n", "ZOqmPYPby2HQ5oJCKoZOEdm77M39NvRanHjpsxbYXF6IALy8sQhlE+yS29Bjxb9+6lsp7eNLffjF\n", "/YXwcvAXVwBoHbCP+7lh2XolXlw/F2+e7ERWnAKPlKWEnNfk8PiLa36iEnYPh29svwiFVIyX1s/F\n", "wij8/0NIuIIeprV161Y88sgjePzxx7F3716hc00bnVKKpxal47dbivHdtTlIi9BVUrBOfHkG1Q29\n", "+OYHl/D9PY04cLUfR1oG4YzA2qjXB+343u5G/4aIgG9q7NVe24TPH7CNvts/YHcjK16O4mTfuFWF\n", "RIRVuTdneI3tq4lFIizLjsMrG4vwj2tzkRUf+vhajVyCJZm+4l+ep8dbN6bY2t1evPZFOyxO/tsV\n", "sdwPZDU7q7n5CupySa1W+zc6lEgkUCpn1tYeMqkYSdLo3IjxapPx60NtAACTw4Zj14xo6rchXinF\n", "LRNcZYaiz+rCkN0NuVQMlUzsv4ItSJ54jn9+ogqJKin6bW4kqqXIT1AiVavAv6zLR5fJAZ1CivxE\n", "Fbwch7YhB5RpebC7POO2M5fz6LPEKaX4+9U5uGCwIFElg/JGbgDQysWQ0IAEwpCgCqzdPvpjodXq\n", "W0aurq4Oy5cvj3yqWUSv1wMw+I+HP40bHfyv1FI0MiSqpXjvrAFPL82ARiZGjl6JeSkTz6TKS1Dh\n", "lY1F6LO6kKSW+a9AU7XyUeu6nmwz4YV9TXB5OTxjk2FTaTKU0siNjU7TKfyfJP51/Vz85mg7tHIx\n", "/teqOeOKeThY7geymp3V3HwFVWC9Xi9+//vfY8mSJThz5gzi4+Nx4cIFnD59mgosTzl6JZ69PQt/\n", "ONGJdJ0cJalqtPZbkRuBnWyz4pX42X2FaB20I0ElQ1GyaspCmBWvDPjR3ur04PW6dn9f9vW6Dtye\n", "G4/seGEmnyzK0OGXG4sgEWPcdF9CYl1QBdZqtfr/Aq1YsQIAxu3PRMJz4thR3H/7KqzK1cPu9sBo\n", "96C8ogCp2sj0gnMTVFNuQBgKqUSEVK0MLTdudmnlEsjFkRt6YbS7YXK4oVNI/dNqI72rQU1NDbNX\n", "VKxmZzU3X0EV2Keeegpa7fh+YE5ODtra2pCdnc07iNfrW/FpNk7DlUnEMTcYfzJyiRjfXJENjbwT\n", "A1YXvn5bFlLDWFbQZHfj2PUhfNlhQnleApZm6TBod+NXh6/hRLsJCzO0+O6anIgNzSIkGoIqsBMV\n", "VwDQ6XTYv3//hAW2q6sL+/fvh0Qiwdq1a5GRkTHp+aurq9HU1ITKykpkZmb6H9+1axc8Hl8vsqCg\n", "AGVlZcHEZQqLf9Xn6JV47s48eDlAEuY02Is9Fvz80DUAwL4rA/jlxiIM2lw40W4C4Nvi5pLBIkiB\n", "ZfE9H8ZqdlZz8yXY0kZ1dXXYunUrgKk3SayoqMCFCxfGPa5UKnHvvfcKFZHwIBKJeN3RH7sAjNHh\n", "Hjf5QS6d5lkfhESYYL/BavXNO9VyeXgffz0eDz744AO8//77OHXqVKSixRSWxwfyyV6SqvFv050V\n", "J0euXoXiFN+kj8w4OR5bmIr5KaFPsw3GbH3Po4nV3HwJdgU78ibYyKUOQ1FRUeH/es+ePbwzEf56\n", "zE50m52IU0p4rQ08N1GFf99UhEGbG8kamb8V8FdLMrB5QSrUMlqFi7BPsAI73DsFEPJ89IkEU6RH\n", "3qkc/otJx5E71qZm4/cXHWjosUItE+N/r87HsKl+/uTJkxCLxViyZMmUz49TSAX995SXl8fE+zmb\n", "jocfi5U84eQPB+89uSbrr+7YsQObN28Gx3GoqqrCpk2bAADnz5+HWCwet3DMhQsXoNfrR93kam1t\n", "RW5uLgCgqqoKGzdunDQH7ckVGQ63ByaHBxq5ZNzmhSfbjPh+9VX/8V8tScdXbp385uWwtiE7PrzQ\n", "A6vTiy0LUqK+ZQwhoeCzJxfvK9jJhmitWLEC27ZtA8dxWLdunf/xo0ePQiQSjSqwn376KZqamqBU\n", "KpGXl4c1a9YA8BXYuro6AMDixYv5Ro1JsTQ+cMDqwp+/7MLBpgEsz47D127LQNqI8bhxSumorb2T\n", "FVP/bba7PPjt0TbUtflGB5zpMOFXD85DkiZ6w9Ji6T0PFavZWc3NV1AF9vDhw1i9evWE3xu7pfew\n", "zMxMPPnkk+Mef+aZZ8Y9NrIAjzRcaMnk7C4PPBwHjZx/t+d8txm7LvrWxt1/dQBLs3S4d97NAjs3\n", "UYWfVBTgs8YBlKSqkebpn/KcTg+H60M3FzHvsbjg8NAkFTI7BPVf5WeffQaDwYDVq1cjNTVV6Eyz\n", "Cp+/6s39NvzHkeswOjz4n7dnYzHPpfxcYwrf8CIrwyRiEZZmxWFpVtyNR6ZejlCnkOBryzLxbwda\n", "wAH4yq3pSFRFd+NDlq+kWM3Oam6+gvpN37x5M+bPn4/a2locPHgQCxYsmJGLb7PE4fbgtaPXcbbL\n", "AgD4wd4m/G5LCdJ57MYwR6/EHXnxOH7diLJ0LbL1/Af5i0QilOfF47XNxXB7OWTHKyOyYAshLAhq\n", "HOzChQshk8lw5513YsOGDfjwww+FzjVrhDs+0OjwwOy8eYXpcHvh4bk+RFGyGk8tTsP378rDY2Wp\n", "KJriZlSw2WUSMQqS1ChO0UAT4XUFwsHymExWs7Oam6+grmBramqQl5eHI0eOQKvV4tvf/rbQuUgA\n", "fRYnXjvahvuKk/CH4x2wu734TnnOqCUFw1WUrEFRcgRCEkKCK7D79+/HXXfdhYcffnhWLsYipHB6\n", "U+1GB2pbhnC+y4LKW1KQl6DCHXnxE+6zJSRW+2qs5gbYzc5qbr6C+i9y8+bNWLNmDRXXGKGWSyAR\n", "AUN2N94+3Q3TBPP4Z5tusxMn2oy43GOB20ujFEhsCLoHS4QRqDfl5ThYnZ5xa+/mJ6jw44oCrMnX\n", "4xvLM0ftkzWdYqWv1mN24qVPm/F89VV8+6PLON1hCvj8WMkdDlazs5qbr6BaBEajEXv37oXFYsHW\n", "rVuxa9cubN68Wehss1q/1YWd9T344toQ7i1KxH3FSdDe2HF2/HCp2c1gdqKh17eNkZcDDlztx7Js\n", "em9I9AW9q+xDDz2E+Ph4Xgt8kPEm601d6LbgnTPdaBmw4/W6Dly+UUCCwXEcLhosePdMF462DkVk\n", "J9aJxEpfTaeUQi27+as8PzXwKlyxkjscrGZnNTdfQVVLpVI5arEV6sUKz+YeXRTtIWzj3dRvw3c/\n", "vuKfOPDCunysytNHNF8sydEr8fP7C3G8zYTMODmW8JxwQUikBHUF63Q6Rx17vcH/x04Cm6w3VZqq\n", "QWGiby+tZVk6FCYFv6/WgM09albW1T4bv5CTiKW+2rwUDbYuScddBYnQqwKvvBZLuUPFanZWc/MV\n", "1BVsamoqampq4Ha78cUXXyAnJ0foXLNeVrwSL1UUwOz0IF4p9S9OPRmXx4vGPhsGbS4kq2VI08rQ\n", "bXZBKhZhSRZd0RESDUEvV3jhwgU0NTVhwYIFyMvLEzhW6Gb7coVftpvw/epGeDkgSyfH8/fkYcDm\n", "RoJKhoIkFcQRWJOXkNloWpYrLC0t9a8/MHKdVhIbjrcZ/csItpucMDu8WD4nOsO3CCE+AQvs+++/\n", "79+NYLjvynEcrly5gueff174dLNApNbJLB1x51wtEyNBLfxoD1bX+GQ1N8BudlZz8xXwv0KtVosN\n", "GzagtrYWMpkMixcvxqlTp6DXz9w70qxakqXDjzfMRbfZieIUDfISgr8pRggRRlA92O3bt+ORRx7x\n", "Hw9vBxNLZnsPlhAiDD492KCGaY3dtJCGaRFCyNSCKrBerxe9vb6tRHp7e+FyuQQNNZuwPD6Q1eys\n", "5gbYzc5qbr6C3tGguroaZrMZGo1mVLuAEJfHiwvdFlwwWFCcosYtaVoopLN7dS9CgAhs293W1jbp\n", "zrLTiXqw0VPfbcbf77qC4V+klx8oxMIMmtxAZgbBe7CBnDhxgu8pCOP6LC6M/CvdY6YWEiFABAos\n", "4Yfl3tRw9jl6JXQK3wJAapkYuQnKaMaa0kx4z1nDam6+aO1Bwlt+ogq/3FgEg9mJZI0c+Yk0BpcQ\n", "gAps1LE8u2Vk9twEFXIZmdwwU95zlrCamy9qERBCiECowEYZy70pVrOzmhtgNzurufniXWBjYYgW\n", "Cc+AzYVeixMe2oWVEEHwHgcbK2gcbGiu9Frx0v5mGB0e/F35HNyRp4dETGvGEjJWVMfBEva4PF78\n", "9os2dJqcsDg9+MmBFnQaHdGORciME3AUwcGDB7Fs2TK8/vrr4xbYdrlcKCoqoqtGnmJhnUyR/39C\n", "EwvZw8FqboDd7Kzm5iuoYVr5+fmorKwc9/j27dupwDJIJhHjWyuz8dMDLRiyu/Gd8hxk6BTRjkXI\n", "jBOwwN55552Bf1hKw2j5itZf9cJkNX65qQhuD4cEtSysPbtYvSJhNTfAbnZWc/MVVIVMSEiY8HHa\n", "2YBt8crA21sTQvgJ6ibX2rVrJ3x8qitcMjWWxweymp3V3AC72VnNzReNIiCEEIEEHAdrNBoRFxcH\n", "o9GITz/9FACgVCqxfv36mOu/0jhYQogQBBsHe+DAAQBAVVUVNm7ciC1btmDVqlXYsWNHWC8WiNfr\n", "hcfjifh5CSEkWgIW2OGLW7VaDblcDsB3Y0smm/rmSFdXF/7rv/4L77zzDjo7OwM+t7q6Gr/97W/R\n", "3d0d9jlYxXJvaqLsgzYXuk0OON2xuzHmTHvPWcBqbr6C6sGOvbJ0OKae9VNXV4etW7fiiSeewLFj\n", "xwI+t6KiYsIbZqGcg0Rfy4AN3/34Cr7+3kXsvNADm5M+kZDZLWCBdTqdeO+990ZdsV69ehVpaWlT\n", "nlitVvu/Hr76DVUkzhHrWB4fODb7zvoeXBt0wO3l8EZdB64N2aOULLCZ9J6zgtXcfAW8U/XYY4+N\n", "eyw/Px8FBQVTnnjkvbNgWgpCnYNMH5lk9GQFGqJCZruQhwKIxcH9ZzOyrSAKY5ZQOOcYOd95uOcT\n", "68fDj8VKnlCOz507h29961v+4/KMfDT3a9E2aMeTZUkYarsCpCyOmbxj3+tYyRPK8dh/Q7TzBHv8\n", "m9/8BmVlZTGTJ9TjcAW1XKHD4cDHH3/sP37ggQegUASeu75jxw5s3rwZHMehqqoKmzZtAgCcP38e\n", "YrEYpaWlo55/4cIF6PV6ZGZmTnmOibA6TIvlRTAmym51emB3exGvlMbs8ocz7T1nAau5AX7DtIIq\n", "sNu3b0dFRQW0Wi3MZjP27NmDRx99NODPdHR04NChQ+A4DuvWrUNqaioA4PXXX4dIJMI3vvEN/3M/\n", "/fRTNDU1QalUIi8vD2vWrAl4jomwWmAJIbGNT4ENqkUgk8mg1WoBAFqtNqh+aGZmJp588slxjz/z\n", "zDPjHlu3bl1I5yCEEBaENUzL643dMY6sYXl8IKvZWc0NsJud1dx8BVVgtVotLl++DAC4fPmy/2qW\n", "EELI5ILek+vIkSNob29HdnY2br/9dqFzhYx6sIQQIQjegwWAVatWhfUChBAyW4U8Fry1tZV6sBHE\n", "cm+K1eys5gbYzc5qbr6CKrAvv/wyWltbsXv3brS3t+Ojjz4SOhchhDAvqAJbXFzs31WWWgWRxerg\n", "a4Dd7KzmBtjNzmpuvoLqwQ4P05JIJIKGmcnahuywubxI18qhU8bWYuWEEGEEdQVrNpuxd+/eoBZ5\n", "IePVd5vx7M4GPLuzAa/XtcNod/u/x3JvitXsrOYG2M3Oam6+giqwW7ZsQVFREQoLC3HmzBm6yRWi\n", "nfU9sLl871n15X60G6deT5cQwr6gPquq1Wrk5+cDABYtWoT58+cLGmqmyYy7uTCOTCyCSnbz7xrL\n", "vSlWs7OaG2A3O6u5+QqrGVhdXY0HH3ww0lmiptPoQNXFXhgsTjy8IBUlqZqInv++4iQ43V609Nvw\n", "2KJ05OiVET0/ISQ2hbUm8kxqEXAch3fOdOO9cwYcahrE96uvojPCH+HTdQp8c2U2fnxfIZZk6SAe\n", "sbYty70pVrOzmhtgNzurufkKeAX74osv4plnnsG2bduQk5Pjf/zSpUuorKwUPNx0cHs5tAzY/MeW\n", "G+uZCkEc5sLjhBA2BbUWwc6dO0cV1LHHsYDPWgTHrxvxw31NcHs5VN6Sgq8sTYdWQUOpCCHTsBbB\n", "ypUrRx3r9fqwXixWLc3S4T8qi+F0e5EZr6DiSgiJiKB6sOnp6aOOJ9pim2USsQj5iSoUp2qgm+bi\n", "ynJvitXsrOYG2M3Oam6+aONPQggRSNDrwca6SK8H63B7MWB1QSEVI0FNW4YTMltNy3qws4nV6cGu\n", "i734zxMdSNfJ8cN1c5GfqIp2LEIIY6hFMIHrQ3b8/ngHvBzQYXTig/MGwV6L5d4Uq9lZzQ2wm53V\n", "3HxRgZ2AWCTCyBGrShm9TYSQ0FEPdgJOtxeHmgfxxxMdmBOvwP9aNQfZNL2VkFmJerARJpeKcXdB\n", "Am7L1kEhFUMlo3VwCSGho8++k5CIRdCrZIIXV5Z7U6xmZzU3wG52VnPzRQWWEEIEQj1YQggJgE8P\n", "lq5gCSFEIFRgo4zl3hSr2VnNDbCbndXcfFGBJYQQgVAPlhBCAqAeLCGExCAqsFHGcm+K1eys5gbY\n", "zc5qbr6owBJCiECoB0sIIQFQD5YQQmIQFdgoY7k3xWp2VnMD7GZnNTdfVGAJIUQg1IMlhJAAYnI9\n", "2K6uLuzfvx8SiQRr165FRkZGyM/dtWsXPB4PAKCgoABlZWVCxSWEkIgTrEVQV1eHrVu34oknnsCx\n", "Y8fCeq5SqURlZSUqKytnbHFluTfFanZWcwPsZmc1N1+CXcGq1Wr/13K5PKznejwefPDBB+A4Dvn5\n", "+dQCIIQwRbACO7K1K5PJwnpuRUWF/+s9e/ZEMF3sKC8vj3aEsLGandXcALvZWc3Nl2AtguHeKQCI\n", "RKIAzwzuuVMVaWD0x5Camho6pmM6puOIHIdLsFEEO3bswObNm8FxHKqqqrBp0yYAwPnz5yEWi1Fa\n", "Wjrlc1tbW5GbmwsAqKqqwsaNGyd9PVZHEdTU1DD7153V7KzmBtjNzmpuIEZHEaxYsQLbtm0Dx3FY\n", "t26d//GjR49CJBKNKrCTPbe1tRV1dXUAgMWLFwsVlRBCBEHjYAkhJICYvIIlsc/t5XC204Sa5kGU\n", "pmmwfE484pT0K0FIpNBU2SiLRCM9XFf7rHi++iqqLvXh54eu4VyXOaSfj2Z2PljNDbCbndXcfFGB\n", "ncWG7G54RzSIOoyO6IUhZAaiAhtl0byzOideiRy9AgCglomxKEMb0s+zeleY1dwAu9lZzc0XNdxm\n", "sYw4BV7aUACD2Qm9UoqcBFW0IxEyo9AVbJRFuzeVrlNgYYYurOIa7ezhYjU3wG52VnPzRQWWEEIE\n", "QuNgCSEkANqTixBCYhAV2ChjuTfFanZWcwPsZmc1N19UYAkhRCDUgyWEkACoB0sIITGICmyUsdqb\n", "6jY7sft8Bw5cHYDB7Ix2nJCw+p4D7GZnNTdfNJOLhMzi9OA3R9twpHUIAHBXgR7fuSMHKrkkyskI\n", "iS10BRtlLM7Rtjg9ONlm9B8fv26CxeUJ8BOxhcX3fBir2VnNzRcVWBIynVyCewoT/cf3FCVAp6Cr\n", "V0LGogIbZSz2plRyCb5yawb+6Y40/Gj9XDy1OB0KKTsFlsX3fBir2VnNzRcVWBKWRLUMir4mrMiJ\n", "R4Jq6h1/CZmNaBwsIYQEQONgCSEkBlGBjTKWe1OsZmc1N8BudlZz80UFlhBCBEI9WEIICYB6sIQQ\n", "EoOowEYZy70pVrOzmhtgNzurufmiAksIIQKhHiwhhARAPVhCCIlBVGCjjOXeFKvZWc0NsJud1dx8\n", "UYElhBCBUA+WEEICoB4sIYTEICqwUcZyb4rV7KzmBtjNzmpuvqjAEkKIQKgHSwghAVAPlhBCYhAV\n", "2ChjuTfFanZWcwPsZmc1N19SoU7c1dWF/fv3QyKRYO3atcjIyAj5uaGcgxBCYo1gV7B1dXXYunUr\n", "nnjiCRw7diys54ZyDlaxvF88q9lZzQ2wm53V3HwJVmDVarX/a7lcHtZzQzkHIYTEGsEK7MjBCTJZ\n", "4G2dJ3tuKOdgFcu9KVazs5obYDc7q7n5EqwH6/F4/F+LRKKwnhvKOfR6PU6dOhVqzKhTq9VM5gbY\n", "zc5qboDd7KzmBny1JVyCFVibzQbAdxU6/DUAnD9/HmKxGKWlpVM+d7LHJ3LrrbdGLDshhESCYAV2\n", "xYoV2LZtGziOw7p16/yPHz16FCKRaFSBney5kz1OCCEsmDEzuQghJNbQRANCCBEIFVhCCBEIFdgY\n", "4/V6R42eIISwS7CbXJEWiam30RBKlurqajQ1NaGyshKZmZnTmHJioWSvr69HQ0MDvF4vVq5ciezs\n", "7GlMOloouY8cOYLu7m4AQE5OTtRHo4T6u2uz2fDqq6/iq1/9alR/Z0LJvWvXLv9FREFBAcrKyqYr\n", "5oRCfc+bmppw8uRJKBQKVFRUBJ4ExTHiww8/9H+9Y8eOiD1XaKFmqa+v59rb24WMFLRQsh86dMj/\n", "9ccffyxYpmCE+///J598IkSckISafc+ePdzJkyej/jsTSu69e/cKHSckoWQfGBjgampqgj43My2C\n", "SEy9jYZYyhKqULKvWbNG6DhBC/U9b2lpwSuvvILCwkIhYwUllOwDAwNQq9VQKpVCx5pSKLk9Hg8+\n", "+OADvP/++zEx+SCU7KdPn4ZGo8EHH3yAy5cvT3luZgosF4Gpt9EQS1lCFU72ffv2Yfny5UJFCkqo\n", "ufPy8vDss8/i+PHjQsYKSijZa2pqYmYRlVByV1RUYMuWLXj44Yf97ZloCiW7wWDA4OAgtmzZgitX\n", "rsDr9QZ8PjM92EhMvY2GWMoSqlCzHzp0CEVFRUhOThYy1pTCec+VSiV0Op1QkYIWSvbu7m589NFH\n", "MBgMyMvLi2oPNtzf81i46Ag1+/CntaysLPT39wf8fWfmCjbQ1NsLFy4E9dxoCCV3rAkl++HDh5GW\n", "loa8vLzpjDihUHL39/f7v+ZiYM5NKNm/8Y1voLKyEuXl5ViwYMG05hwrlNytra3+r+12+/QEDCCU\n", "7PPmzUNTUxMAX4smPj4+4LmZuYKNxNTbaAgl96effoqmpiYolUrk5eVFva8ZbHaDwYDa2lqUlJTg\n", "0qVLMJlMePrpp6MVO6T3vLa2Fg6HAwCwbNmyac86VijZAd8fiJqamqhfwYaSu7W1FXV1dQCAxYsX\n", "T3vWsULJvnjxYmzfvh3nzp1DSkrKlFfgNFWWEEIEwkyLgBBCWEMFlhBCBEIFlhBCBEIFlhBCBEIF\n", "lhBCBEIFlhBCBEIFlhBCBEIFdhbq7u7Gzp078corr0z4/ddeew09PT0hndNgMOCdd97Bhx9+iHff\n", "fRdut3vU96uqqsLOO+yTTz7B+++/z/s8M00w763ZbMYbb7wR87MHZxoqsLNQWloaKisrkZOTM+H3\n", "H330USQkJIR0zgMHDuDxxx/HQw89hLvvvhuHDh0a9f1ITFnesGEDc+s5TIdg3lutVhszC8PMJsxM\n", "lcmtJw8AAASMSURBVCXCczqdqK6uRmNjI55++mmkpKT4v3f8+HHs3bsX+fn50Ol0cLlc2Lx5s7/g\n", "SSQS2Gw2qNVq/zJ6AOB2u7Fnzx5cunQJO3fuBAAUFRXhlltumTKP2+3Gjh07IBaLwXHcuIWQP//8\n", "cxgMBsjlctjtdlRUVCAuLg5nz57Fjh07cM8996C8vNx/fPfdd2P16tWTvp7ZbMbbb78NtVoNsVgM\n", "pVIJq9WKiooK/4Iek70mAJw4cQJ79uzB008/jSNHjkAul2PRokUoKiqCx+PB7t27/esdWCwW5OTk\n", "4I477pjyfThy5Ag6Ojogl8vh9Xohl8tx//33T/ne9vX1Yc+ePVCr1XA6ndDpdMjPz5/y9UgEBb1y\n", "LJlx3n333QkfP3DgAGcwGMY9/pvf/Mb/9alTp7grV674j/v6+rgf/OAH3FtvvcX99Kc/5bxeb1Cv\n", "FciuXbu4np4e//GxY8e49957j+M438Lkhw8f9n/P6XT6v8dxvgXAr1+/7v/e9u3bg3rN+vp67o03\n", "3vAfezwe7q233grqNTnO9++srq4ed949e/ZwfX19/uPe3l7u4sWLQWX605/+xJlMJn+ea9eujXvN\n", "ibz55pucx+PxH//hD3/g6uvrg3pNEhl0BUuClpSU5P9apVLB6XT6j6urq/H8889DoVCgvb0d+/bt\n", "w/r163m9ntlsHrUU3OLFi3Ht2jUAvm077Ha7/8oN8F0VDrvjjjvw/vvv47HHHkNtbW3AK9exlixZ\n", "4v9aLBZDpVIF9ZrDNmzYMOG/JTEx0X+clJQ06v0M5JFHHsEXX3wBu90Ou90e9AIpcrkcYvHNLuDI\n", "fxeZHlRgScQoFAoAvuJhtVp5n0+j0aC3t9dfZE+dOuX/iL1gwQJ0dXVh5cqV/uePvLEmkUig1Wox\n", "NDQEg8GAO++8M+jXPXPmDJYuXQrAt1bo8B+SqV4zEKVSif7+fn+R9Xq9aGpqmnIXBbfbjcbGxlH5\n", "33777aCWhXQ4HPB4PJBIJAB879/I7ER4tJrWLHTw4EEMDg7i3LlzKCsrg1gsRkVFBS5fvozGxkY0\n", "NTUhLS0NGo0GK1euRHp6Og4ePIjDhw/jm9/8JlJTU/GnP/0JXq8XX/3qVwH4tl2pq6uDQqGA3W7H\n", "pk2bRm3F8fnnn6O/vx9isRhutxurVq1Cenp6wJxutxvbt2+HTCaDWCyGVqvF8ePHsXXrVuTm5uLU\n", "qVO4du0axGKxf9HkzZs3+3/eYrHg17/+NR566KFxy/xN5sKFC7h06RLsdjvUajXsdjvWr1/vL4yB\n", "XnP37t04efKkfxO/RYsW+XuebrcbH374ISQSiX/n4NWrV0/5Htjtdrz22muYO3cuRCIRHA4Hli5d\n", "OqowT/be9vb2Yvfu3dDpdHA6nZBIJOjv78dTTz0FrVYb1PtB+KECS8gI9fX1E667Skg4qEVAyA0m\n", "kwm1tbUAfD3TaO8tRthHV7Akak6cOIG2trYJv7ds2TJkZ2fPiNcMpKWlBadPn57we3l5eTGx4j8J\n", "HxVYQggRCM3kIoQQgVCBJYQQgVCBJYQQgVCBJYQQgfx/BIiVTdnSQlkAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.521231\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8E+edP/CPNLoln/Jt49tgDAQHCBAwR4IJhoTGkKQ5\n", "2DTdbbN9dftru9tm226btpvdttm0TdM9euy2e6RpQ5tCIGCOQEg4bA4DDgRjDhtf2Mb3JVm3NL8/\n", "hOUDWx4dY+mxv+/Xq696ZGn0YWJ/PfrOM88j4XmeByGEkKCThjoAIYTMVFRgCSFEJFRgCSFEJFRg\n", "CSFEJFRgCSFEJFRgCSFEJDKxdtze3o5jx46B4zisW7cOycnJkz739OnT6OjoAACkp6dj6dKlPu+D\n", "EELCjWgFtrKyEjt27AAA7N27F6WlpZM+d9WqVZ6vjxw54tc+CCEk3IjWItBoNJ6vFQrFlM9vbGzE\n", "66+/jtzcXL/3QQgh4US0Ajv6BjG5XD7l8zMzM/GlL30J58+f93sfhBASTkRrETidTs/XEolE0GtU\n", "KhUiIiL82seRI0fAcZyPKQkhxLvo6GjPdSFfiVZgzWYzAPdZ6PDXAFBdXQ2pVIqCggLPY729vYiN\n", "jfU8f6p9TITjOCxZsiRo+QkhBACqqqr8fq1oBXbFihXYuXMneJ5HcXGx5/EzZ85AIpGMKbAVFRWw\n", "Wq0AgGXLlk25j5mkvLwcRUVFoY7hF1azs5obYDc7q7kDJVqBTUlJwbPPPnvP4y+++OI9j23dutWn\n", "fRBCCAskM2W6wmPHjlGLgBASdFVVVdiwYYNfr6U7uQghRCRUYEOsvLw81BH8xmp2VnMD7GZnNXeg\n", "qMASQohIqAdLCCFeUA+WEELCEBXYEGO5N8VqdlZzA+xmZzV3oKjAEkKISKgHSwghXlAPlhBCwhAV\n", "2BBjuTfFanZWcwPsZmc1d6CowBJCiEioB0sIIV5QD5YQQsIQFdgQY7k3xWp2VnMD7GZnNXegqMAS\n", "QohIqAdLCCFeUA+WEELCEBXYEGO5N8VqdlZzA+xmZzV3oKjAEkKISKgHSwghXlAPlhBCwhAV2BBj\n", "uTfFanZWcwPsZmc1d6CowBJCiEioB0sIIV4E0oOVBTkLIbPGgNmBm90muHgeeXEaxGrkoY5Ewgy1\n", "CEKM5d4Uq9mDkdvqcOGdTzrwnfdv4btH6vHmxTaYbc4gpPNuNh9zFlGBJcQPRqsDR2p7PdtHa/sw\n", "aHWEMBEJR1RgQ6yoqCjUEfzGavZg5NYoOCxJjfBsF6booFVwAe93KrP5mLOIerCE+EEt5/C5B5Kx\n", "fE4kXDyPRUk66JT060TGojPYEGO5N8Vq9mDlTtApsSE3Fhvz9EiKUAZln1OZ7cecNVRgCSFEJDQO\n", "lhBCvKC5CAghJAxRgQ0xlntTrGZnNTfAbnZWcweKCiwhhIiEerCEEOIF9WAJISQMUYENMZZ7U6xm\n", "ZzU3wG52VnMHSrRbT9rb23Hs2DFwHId169YhOTl50udevXoVN27cgMvlwsqVK5GWlgYA2L9/P5xO\n", "9wQaOTk5WLRokVhxySzU3G/GR7f6oZRJsDYrGimRqlBHIjOMaAW2srISO3bsAADs3bsXpaWlkz63\n", "p6cH27dvBwAcPHjQU2BVKhU2btwoVsSwwPI92qxmLyoqQr/Zjh980IDGfisA4EanCd9cnwGVXPz5\n", "BALB8jGfjUQrsBqNxvO1QqHw+ty1a9dO+LjT6cS7774LnueRlZVFF7FI0JgdLjQPWD3bN7tNsDhc\n", "YV9gCVtE68GOHpwglwubiPjo0aNYvny5Z7ukpATbt2/HE088gY6OjqBnDAcs96ZYzV5eXo5olQxP\n", "LkrwPPb0fYmIYGCyFpaP+Wwk2k/UcO8UACQSyZTPP3HiBPLy8hAXFzfh94UU6fLycs9HkeH/oOG+\n", "PTp7OOTxZfvKlSthlceX7YvnzmBJtB4rHs0FJ5XCfOcWzpy+ETb5ZtrPy5UrV8Iqj6/b/hJtHOye\n", "PXuwbds28DyPsrIybN26FQBQXV0NqVSKgoICz3NPnTqF+Ph45Ofnj9lHU1MTMjIyAABlZWV47LHH\n", "Jn0/GgdLCBFDWK7JtWLFCuzcuRM8z6O4uNjz+JkzZyCRSDwFtrOzExUVFcjPz8f169dhMBjw/PPP\n", "A3AX2MrKSgBAYWGhWFEJCXsDZjtMdhciVbJpmdibBAfdyRVio9sarGE1O2u5Wwcs+JfjTbjZZUJx\n", "TiQ+vzIdMWq2Flhk7ZiPRndyETKDXWw14EaXCTyAo7cGcavHHOpIRCAqsCHG6l91gN3srOVWcmN/\n", "TWXSqS8ahxvWjnmwhP+4FDKrNPWZUd9rRoxajnnxGqhpXCoKU3TYkBuDT+4YsXV+HHL16lBHIgLR\n", "GWyIsTw+MNjZWwcs+OahOrz6URO+cbAOF1sMQd3/MNaOeWKEEn9bNAe/KJ2HXGcbk4srsnbMg4UK\n", "LAk6o9WBS20GnL89gF6TXfDrekwO9Jocnu3K24NixGOSUsYhWi2HxWwKdRTiA/b+FM4wLPemJsru\n", "dPE4cL0H/32+DQCwITcGX3owTdBZl14jQ6xG5imyD8yJDG7gu2baMWcBq7kDRQWWBJXR6sSBa92e\n", "7WN1fXh+SbKgApsapcJrm3PH9GAJYRm1CEKM5d7URNnVcinuT43wbM+NU0OjEP5jlhGjxkM5sShM\n", "iRDtApe/x7zPZMOphj4cvtGD2wOWIKcShtWfF1ZzB4rOYElQKWRS7Lg/CYuStLA6eBSm6BCtCs6g\n", "eJ7nYbQ6oZBJoJSNFF+niwcn8tAlnuexr6Ybf7jknnQoPUqJ17bkQq/1PlMcmd2owIYYy72pybIn\n", "6BQoztMH9b3sThdONfTjrap2ZEQr8cSiRMRoOLQb7PjT5Q5kx6qwbWECkiKUE772Vo8Zg1YH0qNV\n", "fh1zq8M15qJb84AVg1Yn9NqA/lk+Y/XnhdXcgaICS6bU3G9Gv9mJJJ0cCRMUsOnQ1GfBa8ebwANo\n", "HbQiUi1Hrl6NX59thcPF4/IdI3RKGZ5fcu/KGR+3GfDd9+vBA8iJVeOVR7KRoPPtzFMl57Bprh61\n", "Z1oAAIXJOsSo6deHeEc92BAL997Uza4hfOW9m3jpQC2+e6Qe7YaRSaqnM7vdxWP0pBlmuxM2pwsO\n", "18ijbYPWe18I4KNbfZ7X3uo1o7al068MG/Ji8eMtuXhlYxZeWpeO6BDMBxDuPy+TYTV3oKjAEq+q\n", "Wg0w2V0AgIY+C273T1zExDYnSolnCxMBAHEaORYk6nCzy4SNebEAAI1cik8VxE/42kVJOs/XOgUH\n", "Neff/EZaBYfClAg8mBGNBF1ozuQJW+gzToiFe28qNWqkkEglQJRq5OLSdGbXKWV4ZnEiNuTGwmB1\n", "4GLLIDbmxSJbr8b2hfFQyaRIjZp40cLVmVGIVHJoN9pQmByB3Liph3/1m+242WWCiwfy4tRhczEr\n", "3H9eJsNq7kBRgSVe3Zesw0tr03G1Ywhrs6KRrQ/d2FS1nEN6tLvAL0gcOSvVa7wXvyiVHEVZMYLf\n", "x+pw4U+fdGD3lS4AwMa8WPzNg2k0DyvxGbUIQizce1NRKjkemavH361Jx9K0yDEzOYV79slMldto\n", "c+BYbZ9n+6NbfTBaHV5eMX1m6jGfqajAEjKOVs6NuU13aWoEnb0Sv9CKBoRMoGvIhpqOIThdPBYk\n", "apEYouFpJPTCck0uQkLN7nRBzvn3IS1eq8C67PC4sEXYRS2CEGO5NxWu2XtNdrxVdQdfL6vF+zd7\n", "YLY7x3w/XHMLwWp2VnMHis5gyYzzSbsRb1W1AwCudzUjOUKJ+5J1U7yKkOCjM9gQY3l8YLhmH7SM\n", "veI//gw2XHMLwWp2VnMHigosuQfP87jVY0Ll7QHc7g/NtHyBKEzWITnC3T+9P0WHrFhaw4qEBhXY\n", "EAvH3tTNLhO+uu8mXn6/Hi8dqEVz/8TLRIdjdgBIj1Hjp4/l4dfb8vGthzLvmdglXHMLwWp2VnMH\n", "inqw5B43uk2wOd2j9/rMDrQOWJEezdZZYLxWgfhpnkqQkPGowIZYqHtT/WY7ekx2RChlnjO91MiR\n", "MZ+cBIjVTDxrlBjZu4dsqGo1oM9sx4o5Ucgc9/F+wGLH7X4rFJwEmTFqKGS+fwgL9TEPBKvZWc0d\n", "KL8KrNFohE5HV2VZ1z1kw89ONeNCiwEJWjl+WJKDjBg1ChK1+FFJDm71mLAgUYfcaZx/YF9NN/54\n", "2b1qwL6r3fjZp+Yi8W7hH7I58fuqdrxX0w0JgG+uz8DDubHTlo1MzepwoaZzCLd6TJgbp8X8BI3f\n", "Y5FnAq//8pqamgn/9/bbb09XvhkvlL2phl4LLrQYAACdQ3bP12o5h2VpkXh6cRIWJukmXY4l2Nnt\n", "ThcutRk8210mO4asIyMAek12vFfjXlCRB/DHyx0w2dzf7zLa8HGrAXXdJjhd3m9OZLkfGO7Zb3QN\n", "4ZsH6/Bf59rwjYO1qOt2LzMe7rnF4rXAnj59GlKpFA0NDTh37hxsNhvOnj2L2Fg6a5gJNPKx//mj\n", "QzxDv5yTonTByJyuK+ZEIlYzkkktlyJuVLsiV6+GgpOge8iGVz9qxDcP1eHL793AJ3eM05qbjOg0\n", "2j1fu3ig22T38uyZz+tv1DPPPAOdTodLly7hL//yLwEAhYWF+NOf/jQt4WaDUPamcuPU+Ma6dOy/\n", "1o0lKREoTImY+kWjiJF9VWYUfr41D2a7CxkxqjGrBsRpFfhBSQ7ev9GDKJUMD+XEQMZJ0WGwobpj\n", "CADg5IEP6nrHrGw7HbmnS7hnz4hRQSWTwuJwQafgPHP0hntusXgtsMN9VoVi7DCX8duETUoZh+I8\n", "PdZlx4RNn6zbaMeAxYEYtXzCJVmyY9X44oNpYx6LUHKeX2oAmBcfujlrg81odcBgdUKn4BChCv9r\n", "0nlxGvx861x0DdmQqFPcc5FythH0W2UymeByuX94nU4nDAbDFK8gQoVDb8rf4io0+5DNiaO1PXjl\n", "g3ocq+3BkM054fPaBi24dMeAuh4zrncN4VqHsI/66TFqvLYlF08tSsDX1sxBUWY0Bix2VLUM4kLL\n", "AJr7zKjtNqF3yO5T7lDrMtrw+slmvPBODX70USM6DFYmsmfr1ViRPnYECAu5xSDoT+LmzZvx+9//\n", "HgqFAlarFY8++qjYuUiYahu0wmRzIt6HVVmvdw7hJyeaAQAVjQN4bbNiwo/wbYM2/MfpFrh49/Cw\n", "f3goU/B7zE/QYn6Ce+Cr3eHCHy614+1LHfjCilT87ORtdJvsKEjQ4B8eyhK8z1C72W1CRdMAAOBi\n", "qwHXOk2QAbA5XKjtNqHf4kB6jApzJlkqh4SeoAKr1+vxmc98RuwssxJLvanabhP+eLkdWTFqRKlk\n", "KFqyQtDrBsetBjB+e1iPyY7hAQBOHhiyT3ymO+X72Rw4eL0HCk6CAYvDc6GlptOEhj4zM8dcNm70\n", "hpyTYHVREc7fHsB33q8HACRo5fjxo3lIiQzv+WpZOebB5tdnw/b29mDnIAy42WUCIMHvqtqxu7pz\n", "0mWyx8vRa5Coc/dTkyMUyJ6kL5cZo4L8blFRcBJkxfjXv5NCgs89kIzHC+LHLNIIuFeVZcXcOA0+\n", "fV8C4rVyPF4Qh/y7t6ZV3h70PKdzyI4uoy1UEckUBBXYq1evjtk+ffq0KGFmI5Z6U0qZBKca+gG4\n", "P85faBkQ9Lr0aBV++mge/nXrXPx4Sx7mRE/8kTYvToM3tubh5Q2ZeGPrXL8uVg1YHPjdx3fw+qnb\n", "+PBWH3L0GnzugWQUJuvwzfUZyNWrmTnmMRo5XliajF+UzsOLy1Oh18px+vTpMcuQRyi5Se+0Cyes\n", "HPNgE9QiqK2txYIFC0ZeJAv/q5kk+OLGLV2t9eHHIDFCOeWyK1KJBHPjtZgbwCQCzX0WHLjWA8Dd\n", "cjjXPIAvrEzDU/clQiqZ+IaJcCbnpIhWj5wHuVwuLE2LxI9KctA9ZEdenHrSP1gk9PyqlMMjCkjg\n", "WOpNzYvX4Cur0/BudRcWJGixJicu1JHuoZRJIIH7Ti8AnqFeo4srS8d8vOHsy9Iip3hmeGH5mAfC\n", "a4EtKyuD2WzG9evXYbeP3JGRmJg45Y7b29tx7NgxcByHdevWITk5edLnXr16FTdu3IDL5cLKlSuR\n", "lpbm8z7IvdoGrRiyORGnlSNmgjGlvlLLOWzJj8O6rBioZFLI/ZhoRahekx1SCSYcC+tNVowa33oo\n", "A3+63Im8ODXWZUeLlJCQqXktsI899hgAYP/+/di6datPO66srMSOHTsAAHv37kVpaemkz+3p6cH2\n", "7dsBAAcPHvQUWF/2wary8nJR/rrf6jHhW4duYcDiwPI5EfjbovR7PuL7QyqReAa8i5Gd53lcbDHg\n", "pyeboJBJ8Q8PZXqGX7UNWFDfa4ZOKcPcOA00E1ywksukeCgnFivTo6DgpBPOoyDWMZ8OrGZnNXeg\n", "BI+D9ZVGM3KBYqo7v9auXRvwPshY5Y39GLi7dErlbQOa+60+Fdhekx29d6cxTIyYvmPfabThn441\n", "eO7K+tnJZvxsax4sdhf+8Wg9GvvdIxdeWpuOjXmxkEzSV1XL2RktQGYuQQXWn4taPD8yo5FcLuxj\n", "3tGjR7F8+fKA9sEasf6qJ4wqphIAWoXwj/OdBiteO96EKx1DiNfI8aPN7mkMxxMr++j/7i7wAA/0\n", "mu2e4goAH97qQ6SSQ2FKBFQ+FlOWz6RYzc5q7kAJ+q07ePAgbt++jcbGRrz99tuoq6ub8jVO58gg\n", "8cnOMkY7ceIE8vLyEBc3cuHE132MHgpSXl4+q7cT+X48u0iP+1N0+F5xFgabbwh+fUOfBVfuTp7S\n", "ZbLjUpsRp0+fnpb8CToFXt6QhQglB71Gjq+vSUeESgZzX5dnLC3gHiP6rxUtqO81h8Xxpu2Zve0v\n", "CT/6dGESe/fuxac+9Sns27cPpaWleOedd/DpT3/a62v27NmDbdu2ged5lJWVeXq41dXVkEqlKCgo\n", "8Dz31KlTiI+PR35+vqB9TOTYsWNYsmTJVP+UsCN2b8rF8z4PT6puN+JrZbWe7e88nIl12TH3PC8Y\n", "2dsGLWgdsGLQ4kB6tAp58VrwPI8ekx1SiQQKToLmfgvknBQqToILrQY4XDyq24dwpnkAP9mSi8U+\n", "zgIm9jEXE6vZWc0NAFVVVdiwYYNfrxX02V8qlUIqlUKlco+3Uyqnvi1vxYoV2LlzJ3ieR3Fxsefx\n", "M2fOQCKReApsZ2cnKioqkJ+fj+vXr8NgMOD555/3ug8inD9jP5MjFPj6mnQcre3F0rQI3JcszuoV\n", "w5Nk//psK6xOHmq5FK8/mofcOA3itAqYbE784eN2/PlKJyQAvvVQJh5IjcB3j9ajddCGR+frkenn\n", "3V6ETAdBZ7C7du1CSUkJLly4gPXr14flFX1Wz2DDTYfBijfKb6Oh14w1mVH49H2JSJjiBgF/1Xab\n", "cK55AL+rGrn1+tsPZWB9jntC99v9Fnxu1zXP99KjVfj51jzYnC6Y7C7EqOXQMnTrK2FTIGewgnqw\n", "KSkp2Lt3L1auXInq6mrU19f79WYk/NV2m+4uOujAvms9nomsxRCjliFGLcfwObZUAiTqRoq5Wi6F\n", "ftSKBlmxKihlUsRqFEiLUlFxJWFPUItg1apVWLVqFQAgPz8fubm5ooaaTcKtN6UYNzes0svNBMPZ\n", "m/rMOHSjBwpOik1zYz2z2E8lTqtAYYoO/7gxC22DVuTFaZA3av6BOK0CP9yUi/3XuhClkuGRvNig\n", "TAwebsfcF6xmZzV3oHwefyWTycYM27p06RIKCwuDGoqEzrwEDV5YmoQPb/VhVXo0ChK8zwvQZ7bj\n", "n481oPnuEKq6bhNeLs6CZtTQqQ6DFWeaB2C2u1CUGT3m3vnUKJXXgpytV+OrRekB/qsICY2AZ21p\n", "bGykAhuAcPurHqWS45nFSXi8IB5qOTfmTqg+kx2tg1ao5VJkxqhRVFSEdoMVLQMj41Mb+iywOlye\n", "AmtzuvB/F+/gWF0fAOCjul689mheUG7d9Ve4HXNfsJqd1dyBCo+FmEhY4aQS6JSyMcV1wOzAL8+0\n", "4Gtltfh/e2/gYqt7TtJotQx/cX+S53l/cX8SIpUjf7ctdheujurjNvZbYbb7NllQ64AF5Q39+OSO\n", "ARY/J+H2VeuABaca+nCpzQCTbeIJwgmZChXYEAvGYObp0Dlkw4m7c8E6eWDPlU588sknUMk4bFuY\n", "gJ9vzcO/Pz4XxXkxYwqzVsFh+8KRpbgfmx+HKB8W7+sw2PDy+7fwT8ca8NKBOlxoCXw9uKmOeafR\n", "iu8dqcc/H2vENw7W4WzzoNfnTydWfl7GYzV3oGhiVyKIRi6FVsF5FiycG6+F3e4uPFoFh4LEicfK\n", "clIJNuXpkavXwO7ikR2jhlbBobHXjI9u9cHh4rEsLQLzE7QT3vLaPWRD6+DIjP2nGvpQlCXuDFm9\n", "Jgduj2p7nGzow8O5saK+J5mZqMCGGCu9qdQoFf5lcw6O3OxBSqQSa7JikKBLEfRatYLDwlGz8Bss\n", "DrxR3oxrnSYAwPWuIfz18lTMm+CCWoxGhhi1DH1m98f0+YlaDNmcAQ3RmuqYR6tlSNDK0Xl3FdqV\n", "c6L8fq9gY+XnZTxWcweKCiwRbF68FvMCWG1gmNnhQn2P2bPd2GeB1TlxXzYlUoVvrs9AdfsQNAoO\n", "528bkBmjRqGPt8f6IilCiR+V5OBmtxlRKhny/Vi6hhAgCD1YGkEQGFZ6UxNdXPI3e5RKhicWJXi2\n", "N83VI04rh8XhxOnGfvxbeTPKG/phvvuedww2vH2pHf91rhXnWwZhdQS2ooaQ3OkxahTnxeKBOZGe\n", "+W/DASs/L+OxmjtQgn5yKioqoNfrkZ+fj7q6Ouh0OiQlua8cZ2ZmipmPBFGX0YYBiwPRapnguWH7\n", "zQ4cvN6NisZ+PJwbi0fmxmLA7ECn0QZNUqZfOZQyKZ5clIBFSTq4eB5pUUokR6pw+Y4B//hBAwCg\n", "7HoPXtuci/tTI7A4WYeMaBUa+ix4MCMKOXqaf4CwQVCBbW5u9sx0lZ2djd27d+Opp54SNdhsMV29\n", "qdv9Fnz/aD1aBqzI06vx8oYsJEfeO8eA0eqA0eaETsFBp5ThWqcR/3fxDgCgtqcVuXo1fvhhI/ot\n", "DugUHH4SE4scve8foXVKGZaOW1eq3zx2OFSf2d0DTYtS4dXNuTDanIhWyRAZ4Bkly/1AVrOzmjtQ\n", "gloEWq0Wer3e/QKpFBxH94Cz5maXyXNDQG2PGbd6TPc8p9NoxU9ONuOFP9Xg9ZPN6DTaYBo3ZvWO\n", "wYr+uyslGG1ONPZaAso1aHVg8O7+smLUiL0790C0Wobs2JEz1ViNHOnRqoCLKyHTya8erFRKw2eD\n", "Zbp6U1rl2D+KE61ndaPLhDNNA+ABVDQN4EaXCfnxGk+hK0jQIFE3trWg1/p/R9a1ziH83b6b+Oq+\n", "m6huNyI9RoXXH83DTx/Nxc8ey0NmrDitAJb7gaxmZzV3oASdDkgkEvT29iI2Nha9vb1jVhogbEiP\n", "VuHzD6TgbPMANuTGTjgaYPzcsZzUPTzrhyXZMFiciFLJoFVweLUkB5+0G5EVIfX7Cnu/2Y5XP2xE\n", "u9E9xvUHHzbgF6XzppybIFA8zyMimsa0kukhqMBu2bIFR48ehdFohEqlwuOPPy52rlljOnpTHUYb\n", "fnqiEV1DDixI0GBxsnbCcaT5CVqUFsTjZGMf1mXFIP9uEdZrFBjdZl2aFnlP/9RXLh6wuUbaD3Yn\n", "Dz6wwQFT6jHZ8d7VLlxokWIz14UNObETnsmHM1Z7mazmDpSgAstxHEpKSsTOQkTS0GtGdYe759ph\n", "tGFBkg5p0fd+/NZr5Pjc8hQ8U5gInYKDwstUhRPpHrLhRqcJLgD58RrE6xSwO10TTjEYq5Hj79dl\n", "4J8/aICLB765PiOgdoMQV9qN+OPlDgDAv1e0ID1K5fNyM4T4QlCBra2tRV5enthZZqXpmCdTO+4W\n", "1Gj15P/ZlTKp1zlgRxvO7nDxqO8xY19NF47U9gIA1mZFY0lKBA7f7EHJPD2yYtVIjx47SfbS1Ej8\n", "1xPzAQDxWrmghS0DMWQd29qyBDieNhRYnVeV1dyBEvSbdPny5THbDQ0NooQh4siNU+Mb69JxX5IO\n", "n3sgBQsnmTfAX9c6h/BBXS/ONA94HjvTNICOIRuud5nw8/LbuNJuxIFr3bCPu2MrQadAgk4henEF\n", "gPuSdUiNdF+kW5YWMWaUAiFiEHQGa7PZxmxfvnwZWVlZogSababjr7pazqE4T4+HcmLHzHTlL57n\n", "0TZoxZwFS2FxOHGr24xbPWYsTY3A8Xr3jFvL50Ti1qjbYW0OF96r6caG3BjoBd7kEGxzolX4yaN5\n", "MFqdiFbLEB3COWn9xepZIKu5AyXoDHbVqlV4//33xc5CRBaM4goAVa0GfOHd63hx93UcutGDzFgV\n", "qtuN0Mg5/NWyZHxrfQb+YkkSGnvdBXZxsg79Fgdy49RQTzBj1nSK0yqQGatmsrgS9ggqsG+99RYG\n", "Bwfx5z//GX/+859x5coVsXPNGuE2PrBt0IpP7hjQMjDxDQQmmxP/VdkKm9O9GPGvzrQiTivDTx/L\n", "w6JkHZamRuDhXPfdXT/bOhdvbM3D5nl6xGsV+PKqOWFx1T7cjrkvWM3Oau5ACWoRbN68GcuWLfNs\n", "Hzx4ULRAJPhaBywYsDgQp3X3Oydzu9+CfzhUh84hO6JUMvx4Sy6yxvUpZZwEerUcDXAXYI1cCrlU\n", "ikVJ9/Yzh/urCxKD++8hhBWCCuzo4gq4x8WS4BC7N9XQa8Y3D9ah3+JAVowK39+YjZQJ5iAAgMY+\n", "s2cO1AGLA7d6zPcUWAUnxRdWpkJxoQ0DZic+vyIFiRET7y9csdwPZDU7q7kDRTd2z3BXO4Y8cwc0\n", "9FnQ1GeetMCO70vGTDKcKyNGje9uyIaL54OyjDYhM5Wg347BwUHs2rULb775JhwOB/bs2SN2rllD\n", "7N6UXjO2aEYoJ/+bmhenxj9tzMaj+Xq8/HAm5ntZspuTSnDuzOmg5ZxOLPcDWc3Oau5ACTqDPXz4\n", "MLZt24YDBw5AJqOTXpYsSNTib4vm4OM2A9ZnxyAvbvK5A1QyDiszorAyY+IlUjoMVnx0qw8dRhs2\n", "z9PTrGqx0yq+AAAgAElEQVSETEFQtVSpVJDLR86E6BcreMTuTUWqZNiSH4ct+XEB72vv1S7sru4C\n", "AJxs6Me/P75E8Gub+sy43mlCpEqGggQNokI4TGr8MXe6eFS3G/HhrT7kxamxOiMaMZrwHMbFai+T\n", "1dyB8utGA5eLvVsMSWCcLh43u0bmkDVYnZ4lXabSYbDhO4dveS6gfXFlKrYtTJjiVdOnodeMfzh8\n", "Cw4Xj0M33BfyHpmrD3UsMgMI6sEmJCSgvLwcDocDZ8+eRXp6uti5Zo1Q9aYGzHacax7AiVt9uDNo\n", "nfL5nFSCTy9OxPC9CsW5sRjqaoPZ7oSL572/l8XhKa4AcLZ5APwUrxHT+GNusDrhcI3kae4PbBJx\n", "MbHay2Q1d6AEncGuXbsWNTU16O/vR1JSEq3DJTK70wWjzQmNXAqlLPjtGJ7ncfB6D/737lIw8+I1\n", "+KeN2VN+LF6WFolflM6D2e5Cok6Bivou/KqsFoXJOjyxKGHSdb5iNTLk6dWovXvrbHFe7LTMPSBU\n", "apQS8xM0uNZpgkomxerM6FBHIjOEhA/lqUQQHTt2DEuWCO8JhiuD1YF9NV0ou9aDwhQdPrs0Oejj\n", "TM12J/5ufy3qe0fmCvjNE/nIiBE++Ul1uxFfK6sFAEgA/GBTNjJi1IhUcVBN8Eeh3WDFrR4zdAoO\n", "c+M1Ib9ldryuIRs6DDZEKDmfjgOZ+aqqqrBhwwa/XivoDLa7uxuHDh2CWq2GzWZDSUkJYmNpVngx\n", "1PWY8ebFdgDAsbo+FKZEYFOQC6xazmF9drSnwM5P0CDSy/CtiYye6u+zy5Lx+6p21Pea8dllySjK\n", "jEaUSgbVqCKaFKFEUhjfkBCvVSA+RJPQkJlLUA/28OHD2LFjB5588kk8/fTTOHLkiNi5Zo3xvSmn\n", "c+wHivHT+wXL5nw9fvBINl5+OBPfWp/p81XzrBgVVqbpEK2SYdDiwLUuE+YnatFrduBrZbV47XiT\n", "oN5uKLDcD2Q1O6u5AyXotEWj0XgWOuQ4DiqVeGsmzXY5ejW2zNPj0I0ezE/QYElKYEuzTCZKJcfy\n", "9InHuwqh1ypQOseFuJW5ONPongd2SUoE/ueCu6/bNTSABYlaPHkfTURAZi9BBdZiGXtV1WRyD9ep\n", "rKzE8uXLg59qFhk/PjBGI8eLK1LxTGEiNHIurJap7jPZ0W9xIFLJQa9VYMmCeQAAWbYUl+4Y73m+\n", "NUxXDGB5TCar2VnNHShBv70ulwv//d//jfvvvx+XL19GVFQUampqcOnSJSqwItAquAkXJZwO9T1m\n", "1PeaodfKkT/qYlSHwYbXTjSiun0I6dFK/OPGbKTdXf01JVKJlzdkYdBsx4DFgT1Xu5AVo8ba7JiQ\n", "/BsICReCerAmkwkPPvggVCoVVqxYgfz8/JCOY5xJwqk31dxnwd8frMWPTzThmwfrcLlt5Kz0Vo8J\n", "1e1D7uf1W3GtY2hMdq2CQ3KUCp9Zmoz/faoAr27OwZzo8GwlhdMx9xWr2VnNHShBZ7DPPfccdLp7\n", "13FKT09HS0sL0tLSAg7icrnA8zzdhuujQYsDDhePGLUs4LGlPSY7DKMWBrzSbvTMS6AaN6xKq+Aw\n", "UQNALefCbggWIaEiqMBOVFwBICIiAseOHZuwwLa3t+PYsWPgOA7r1q1DcnLypPs/fPgw6uvrUVpa\n", "ipSUFM/j+/fvh9Pp/oXPycnBokWLhMRlSiC9qbpuE/7leCOMNif+tigdy+dEQhpAkY3XyRGjlqHP\n", "7J7e8P7UkSWt58ap8TcPpuJobS9WpkdhfoIWMZls9tVY7geymp3V3IES7QpKZWUlduzYAQDYu3cv\n", "SktLJ31uSUkJampq7nlcpVJh48aNYkWcksnmhIyTQBGGc55a7E78e8VtNPe7h0L98wcN+M2T8yed\n", "61WItCgVfrwlF839FsSo5WNm3tIpZShdkIDNc/VQ0hkqIYKIVjk0mpFfToXCvwHcTqcT7777Lnbv\n", "3o2qqqpgRZsSz/O42DKIr5XV4pWj9WjuN0/9Ij8F0psaPWTWxfMIRls8I0aNNVkxWJikg1J274/H\n", "6OLKal+N1dwAu9lZzR0o0c5gR18EGz3VoS9KSko8Xx86dCjgTEK1DVrx/aP1sDl51PcCivN38PKG\n", "rKCtyhoMKjmHL69OwytHGzBkd+Lra9ORFBHYnUhGqwO9Jgc0Cumk8woQQoQTrcAO904BBGViDyFF\n", "ury83NPrGf6L6c+2w8V7Vk0FgH6LA1evXsXgQH9Q9h+sbY7j8B+ly+B08Wi8dhlnWq1+7+/jqzdx\n", "pIPDsfpBJGjleGmlHsbWW1O+fvSxD/XxELpdVFQUVnlmw/bwY+GSx5/8/gh4spfJ+qt79uzBtm3b\n", "wPM8ysrKsHXrVgBAdXU1pFIpCgoKxjy/pqYG0dHRYy5yNTU1ISMjAwBQVlaGxx57bNIcwZzsxeJw\n", "4uD1Hvz6bCs0cil+WJKDBYkTX+ibKS63GfD3B+s8288WJuIvl6V4eUX46DRa0W6wIVIpQ2YsTdRC\n", "gkv0yV68mWyI1ooVK7Bz507wPI/i4mLP42fOnIFEIhlTYD/44APU19dDpVIhMzMTa9euBeAusJWV\n", "lQCAwsLCQKMKppJx2JKvxwNpkVBwElFXTR39Vz1QNqcLFocLOgXn82iC8f3WKAF3kAUzu786DDa8\n", "8kED6nrMUMmkeG1Lrte1xIDwyO0vVrOzmjtQggrsqVOnsGbNmgm/N35J72EpKSl49tln73n8xRdf\n", "vOex0QV4tOFCGwoqGYc50excLW83WPG/F+7gRpcJT92XgA05MVDJOThdPFoHrODBIyVCCfkEF64A\n", "ICtWjW+sS8euK13IT9Bg9STrcoWblgEL6u7OM2txuFB5e2DKAkvIdBFUYD/88EN0dnZizZo1SEgI\n", "n6U+ZgJvf9VbBizoNTkQr5UjeYrhVxWNA/joVh8A4F/LbyM7Vo38eA3ONA3gBx82gOeBr69Nx8O5\n", "sZBNcLFOKZOiOE+PVRnRUMqkgi7ojc7ebrCix2RHrHrqrMEUpZKBk4yMqEiPmvruMZbPpFjNzmru\n", "QAkqsNu2bcP8+fNRUVGB48ePY+HChff0UElw1feY8Y2DtRi0OpEcocAPN+Ugzcutp0O2setj2Z0u\n", "9Fsc+MWZFgyvhvKvFbdRmByBBC+jDTR+zIHQMmDBy+/fQtugDXEaOV7dnDNtk1ZnxarxL5tzcbKh\n", "D3PjtFgy6uYIQkJN0DjY++67D3K5HOvXr8emTZvw3nvviZ1r1phsfGBttwmDd29bvWOwoWmKdaLW\n", "ZccgNdJdOD81Pw4ZMWrIpRLEakb+hkarZJBxwRtqNpy9vseMtkH3wpjdJrvnI/t04KQSLE6JwJdX\n", "p2PTPL2g1WpZHpPJanZWcwdK0BlseXk5MjMzcfr0aeh0OnzlK18RO9esF6sdWyimuuiUEaPC64/N\n", "hdnuRLRa7pmN66W1Gfif822wOl346+WpiPVjOequIRvsTh56jXzCmw/GT6ko5AIZIbOBoGFar7zy\n", "Ch566CGsXr06bCdjmSlrcg0bsjlReXsAl9qMeDA9CvenRkxY3IRw3u0R+HOjxM0uE15+/xYGLA78\n", "9YoUPJofd8/EL2a7E+eaB1HR1I/lcyKxKiM6ZNMtEhJsog/T2rZtG+677z6/3oD4R6vg8FBOLB7K\n", "CXztM3/vQHPxPN6quoN+i3vyl/8814bClAjk6DVjnqeWc1ifE4P1OTT/KyGjCe7BEnGEc29KKpGM\n", "ORPlJBgzAiGcs3vDam6A3eys5g6UoAI7ODiIXbt24c0334TD4cCePXvEzjXrGG0Ovxc45HkeLf0W\n", "1PeYYbY7p37BBHpMNjT2mtFvto95/Ln7k7A0NQKpkUp8rzjLs4oBIWRqgloEhw8fxrZt23DgwAHI\n", "ZHQBI5hWPLgKJxv68NbFdsyJVuJzD6QiNcq3caSX2gz47hH35DSfXZqMbQvjfZr0umXAgleO1qOp\n", "34r7U3T4+pp0JNy9ey09WoXvF2fB7uQRMe7iFatjG1nNDbCbndXcgRJ0BqtSqcZMthKuF7pY1Nxv\n", "wY8+bERTvwXljQMou97l0+utDif++/wdz+Q0/3fxDjqNNp/2cbV9CE1355X9uM2IW71jh1mp5Nw9\n", "xZUQMjVBBdZmG/sL63KF52qhLOrs7vXcCAAAg2bfPuLLpFIk6kZuHNDIpZD7OEH4+JsLlDJhf0BZ\n", "7auxmhtgNzuruQMl6LQkISEB5eXlcDgcOHv2LNLT08XONWsorQN4dnEidl7uQIxahm0L4316PSeV\n", "4LPLkiHnJOgx2fHZpcmCVjVwuHi0G6yQSiRYkKjBc4WJOHd7EI/kxWJuHM1IRUgwCJ6usKamBvX1\n", "9Vi4cCEyMzNFjuW7YI+D7Tfb0dhngVImQXasWvBZnT/MNie6TXao5FLE+znRNc/zcPHChmQ5XTxO\n", "NvThteNN4CQSfK84Cw+kRcDm5O8Z40rIbDct0xUWFBR45h8YPU/rTGS0OvDbyjYcqe0FAHx9jfs2\n", "TLGoFRzmBDgwXyKRQOhdsD1Ddrx+shku3j3W9d8qbuM/Hp+HGD/u8hpvyOqA1cm7J2EJoxUgCAkF\n", "rwV29+7dntUIhvuuPM+jtrYW3/72t8VPFyJ9ZoenuALA7upOFGVFQasI/oWeUMyTyUkBnYJD793V\n", "YyP9nKNgfPbb/Rb8/FQzbg9a8ZdLk/Fwbqzgu88cThdk07S4JMtzk7KandXcgfJaMXQ6HTZt2oSK\n", "igrI5XIUFhaiqqoK0dHR05UvJDRyKZIjFLhjcF/cK0jUitoimG56rQL/uDEbvzzTAjknwd88mIYI\n", "ZeB/PPbVdOFKxxAA4I3y28iN04xZmXYi7QYrdl/pxK0eM55enIhlaZF05ktmDEE92F27duHJJ5/0\n", "bA8vBxNOgt2Dbeoz40R9PyJVHB5MjxJ1VYNQsdqdkEiDtyz5z8ubcfB6j2f73x+fi3nx3ie//n3V\n", "Hfyuqh2A+06xX5TOQ7bee1EmZDqJ3oMdv2jhbBimlRGjxmeWzuyr6cogX9AqLYjH1XYj2gw2/NWy\n", "ZKR7mb92WIdhZAigk3evSkDITCHo1MXlcqG7uxsA0N3dDbvdPsUriFAsjw8cnz0zVo2fPJqH/32y\n", "AJ+aL+xusscK4qC7e4GvZG4sUqfhVtyZdMxZwWruQAmeTevw4cMwGo3QarVj2gWEjBYtYMLr0ebF\n", "a/EfpfNgtjuRoFMEpRdMSLgIeNnulpaWSVeWnU4zbT7YcNJnsqNryAatgpuWM0xCwklIl+2+cOFC\n", "WBRYIo6eIRveONWMyhYDIpQc/mVz7pQjAwghbtMz8JBMKtx7U7cHrKhsMQAADFYnTtb3eb4X7tkn\n", "w2pugN3srOYOFBVY4pVGLsXoYalJXlakJYSMRVcUQizc727J1mvwysZs7KvpxoJELVakR3m+N1l2\n", "g8UBOScJ23kNwv2Ye8NqdlZzB4oKLPFKJpVgRXoUls+JvGc89HhOF4+zzQP4bWUbkiMV+OLKNMwR\n", "MBaWkJmKWgQhxkpvaqLiOj777QEL/vlYA1oHrbjQYsA7n3RMVzyfsHLMJ8JqdlZzByrgAksjCMgw\n", "h5MfM3m4wepAgKMACWFawONgw0U4j4MdMNtxpX0I3SY77kvSzth77c12J8qudeO3lW2IVsvwg005\n", "NKSLMC+k42DJ1E409OM/TrcAAKJVMryxNW/aBuz3DNnRYbRCp5QJmhsgEGo5h60FcVidGQ0FJ0Gc\n", "n5OHEzJTeC2wx48fx7Jly/Cb3/zmngm27XY78vLywvasMZx83GrwfN1vcWDQ6kTq3W0x58nsHrLh\n", "Jyea8XGbAWq5FK9tzkV+gvfZrXwxUXaVjENKZHiOHhjG8tykrGZnNXegBJ3BZmVlobS09J7Hd+3a\n", "RQVWgOK8WFQ0DQAA8vRqxGkDXzlAiNYBKz5ucxd3s92F4/V9QS2whBDvvBbY9evXe3+xjDoMQjyQ\n", "Fok3tubBaHUiI0Y1Zt0tMf+qaxUcOIl7GkAASIsK7py2rJ6RsJobYDc7q7kDJahCxsTETPj4TF/Z\n", "IFgUMikWJOqm/X2zYtX4YUkODt3oQX68Fg9m0H8vQqaToGFa69atm/Dxqc5wydTEHB/ISSVYkhqJ\n", "7zychScWJUAfhEUNR2N1bCOruQF2s7OaO1B0owEhhIjE6zhYh8OBEydOQKPRYOXKlTh69ChMJhMe\n", "eeQRaDThNb4xnMfBCtVltGHQ6kCsWh6UJbQJIYELZBys1zPYd999F4sXL0ZcXBxee+01LFiwACUl\n", "Jdi/f79fb+aNy+WC0+kM+n5Z0dxvxksHavHFPTfww48a0WmwhjoSISRAXgusUqlEXFwc8vLykJqa\n", "itTUVKhUKqhUUw9Yb29vxx/+8Af88Y9/xJ07d7w+9/Dhw/j1r3+Njo6x9677sg9WDfemPrkz5Fkm\n", "/JM7RtT3WkIZSxBW+2qs5gbYzc5q7kB5LbBmsxk8z8NkMqGurg5Wq/usavj/vamsrMSOHTvwzDPP\n", "4Ny5c16fW1JSMuEFM1/2Eagekw0dBivsztCsahqpHDs4X6Og9jghrPM6TOvhhx/GO++8A47j8NWv\n", "fhW7d+8GAKxatWrKHY/u0SoU/t0yGYx9CFHbbcL3j9RjwOLAl1fPwYacGMhl01PghscHLkrW4YWl\n", "STh/24CSebFM3MPP6thGVnMD7GZnNXegvBbYhIQEPP30057t5557TvCOR187k8v9u2ATjH1Mxeni\n", "8ZvKVnSb3EuRv3GqGfMTNMiIUYvyfpOJUcux4/5kfPq+RMg5OnslZCYQ7Vas0ResppqoOVj7GH2/\n", "83DPZ6rtB1ethnJUQZNKAKlEIvj1gW4PP+br68+ePQuNVov7Fi0SNZ+37StXruCLX/xiyN7f3+3x\n", "xz7UeXzZHv9vCHUeodu/+tWvsGjRorDJ4+u2vwRNV2i1WnHgwAHP9qOPPgql0vttl3v27MG2bdvA\n", "8zzKysqwdetWAEB1dTWkUikKCgrGPL+mpgbR0dFISUmZch8TCWSYVkOvGa+fbEKf2YG/eTANK9Oj\n", "wEn9+6PgK38mwXC4eJy/PYBdVzoxP0GLTxXEI0E3/TNXsTqBB6u5AXazs5obCGyYlqACu2vXLpSU\n", "lECn08FoNOLQoUN46qmnvL6mra0NJ06cAM/zKC4uRkJCAgDgN7/5DSQSCT7/+c97nvvBBx+gvr4e\n", "KpUKmZmZWLt2rdd9TCTQcbBGqwN2J49otczvM+7pUtttwpffu+GZ3PqLK1OxbeHkx4YQ4j/R54OV\n", "y+XQ6dz30ut0OkH90JSUFDz77LP3PP7iiy/e81hxcbFP+xCDTsnOxDVmu3PMygEdRlvowhBCJiXo\n", "asr4GwBcrtAMZZqJ/BkfOCdKhXVZ7olbIpQcinNjgx1LEFbHNrKaG2A3O6u5AyXotE2n0+HmzZuY\n", "O3cubt686TmbJaERo5Hj/62eg2cKE6GRc0iODO40hISQ4BC8Jtfp06fR2tqKtLQ0PPjgg2Ln8tlM\n", "mIuAEBJ+pmVNLiE3FxBCCBnh84j2pqYm6sEGEcu9KVazs5obYDc7q7kDJajA/vSnP0VTUxMOHjyI\n", "1tZW7Nu3T+xchBDCPEEFdt68eZ5VZalVEFysDr4G2M3Oam6A3eys5g6UT8O0OC68l2MmhJBwIqjA\n", "Go1GHDlyBDk5OWLnmXVY7k2xmp3V3AC72VnNHShBowi2b9+Ojo4OZGVl4fLly3SRixBCBBA8DnY0\n", "m80m6vys/qBxsIQQMYi2JtdkDh8+7NebEULIbOJXgaUWQfCw3JtiNTuruQF2s7OaO1Bee7CvvPIK\n", "XnzxRezcuRPp6emex69fv47S0lLRwxFCCMsE9WD37t07pqCO3w4H1IMlhIhB9B7sypUrx2xHR0f7\n", "9WaEEDKbCCqwSUlJY7YnWmKb+Ifl3hSr2VnNDbCbndXcgaLlSwkhRCR+jYMNR9SDJYSIYdrHwRJC\n", "CJkaFdgQY7k3xWp2VnMD7GZnNXegqMDOIA4Xjz6THRa7c+onE0JERz3YGWLI5sThGz3YfaUT+Qka\n", "vLg8lRZDJCQIqAdL0NBrxn+ea0W3yY7yxgGcbR4IdSRCZj0qsCEWrN6UwzX2g4jVKf58Eaz21VjN\n", "DbCbndXcgaICO0Nkx6qxfWE8pBIgV69GUQbdbUdIqFEPdgYx250YMDugUkgRrZKHOg4hM0IgPVhB\n", "KxoQNqjlHNRyWjeNkHBBLYIQY7k3xWp2VnMD7GZnNXegqMASQohIqAdLCCFe0DhYQggJQ1RgJ9E2\n", "aMHppn5UtxthcYh36ynLvSlWs7OaG2A3O6u5A0WjCCbQabTi+0fq0dRvBQB8rzgLRZk0rnQ0k80J\n", "LiEL1zuHkBGjotELhEyAzmAn0D1k9xRXADh+q0+09yoqKhJt32KxOVwou96N75/sxFf23cShGz2w\n", "T8OdY8HC4jEfxmp2VnMHigrsBKLVMkSrR07ul6ZGhDBN+Om3OPD7qnbP9h8+bseAxRHCRISEJyqw\n", "E0iJVOG1zbn426I5+KeN2VidJV57gMXelEomRUaMyrOdEaOCSsbOjxKLx3wYq9lZzR0o6sFOIitW\n", "jaxYdahjhKVIlQzfWJeBsqvtUCoU2Dg3Fjol/SgRMh6NgyWEEC/Cci6C9vZ2HDt2DBzHYd26dUhO\n", "Tvb5ufv374fT6R4ilZOTg0WLFokVlxBCgk60xlllZSV27NiBZ555BufOnfPruSqVCqWlpSgtLZ2x\n", "xZXl3hSr2VnNDbCbndXcgRLtDFaj0Xi+VigUfj3X6XTi3XffBc/zyMrKohYAIYQpohXY0a1dudz7\n", "3KSTPbekpMTz9aFDh4KYLnywPD6Q1eys5gbYzc5q7kCJ1iIY7p0CgEQiCfi5UxVpYOzHkPLy8lm9\n", "/XHNTVTebEG7wRoWeWibtlne9pdoowj27NmDbdu2ged5lJWVYevWrQCA6upqSKVSFBQUTPncpqYm\n", "ZGRkAADKysrw2GOPTfp+rI4iKC8vD/pf9+4hG9441YzzLQbEqGV4tSQH2XrN1C/0kRjZpwOruQF2\n", "s7OaGwjTUQQrVqzAzp07wfM8iouLPY+fOXMGEolkTIGd7LlNTU2orKwEABQWFooVdcZp6rPgfIsB\n", "ANBnduDs7UFRCiwhxDsaBzsDXesw4qv7az3bL61NxyNz9SFMRAi7wvIMloROjl6D7zyciX01XVic\n", "rKO5FAgJEXZuIJ+hgtFIH08hk2Jddgx+vCUPn1maAr3W+zA5f4mRfTqwmhtgNzuruQNFBXYG46Te\n", "R28QQsRFPVgv7E4XWges4AGkRSkh5+jvESGzDfVgReB08TjZ0I8fH28CAHx9bTo25MbSWSEhRDA6\n", "JZtEn9mOX55pAQ+AB/DLMy3oNduD/j4s96ZYzc5qboDd7KzmDhQV2EkoOCniNCN3j8Vp5ZBzdPZK\n", "CBGOerBwL+A3aHVAI+cQqRrpmjT0mvHmxTtw8Tw+uzQF2XqagJuQ2YZ6sAHoN9vxZtUdHLreg4IE\n", "LV5al4GUSCUA96oG3yvOAgBIp5hPgRBCxpv1LYJbPWYcuNYDFw9UdwyhqnVwzPelEomoxZXl3hSr\n", "2VnNDbCbndXcgZr1BVY6blQADcUihATLrO/BGqwOvHe1C2XXu7E4OQJ/9UAKEnXi3PlECGEP9WAD\n", "EKGU4enFidiSHweNXAqVnAt1JELIDEGfh+FuC8Rq5CEpriz3pljNzmpugN3srOYOFBVYQggRyazv\n", "wRJCiDeB9GDpDJYQQkRCBTbEWO5NsZqd1dwAu9lZzR0oKrCEECIS6sESQogX1IMlhJAwRAU2xFju\n", "TbGandXcALvZWc0dKCqwhBAiEurBEkKIF9SDJYSQMEQFNsRY7k2xmp3V3AC72VnNHSgqsIQQIhLq\n", "wRJCiBfUgyWEkDBEBTbEWO5NsZqd1dwAu9lZzR0oKrCEECIS6sESQogX1IMlhJAwRAU2xFjuTbGa\n", "ndXcALvZWc0dKCqwhBAiEurBEkKIF9SDJYSQMEQFNsRY7k2xmp3V3AC72VnNHSiZWDtub2/HsWPH\n", "wHEc1q1bh+TkZJ+f68s+CCEk3Ih2BltZWYkdO3bgmWeewblz5/x6ri/7YFVRUVGoI/iN1eys5gbY\n", "zc5q7kCJVmA1Go3na4VC4ddzfdkHIYSEG9EK7OjBCXK53K/n+rIPVrHcm2I1O6u5AXazs5o7UKL1\n", "YJ1Op+driUTi13N92Ud0dDSqqqp8jRlyGo2GydwAu9lZzQ2wm53V3IC7tvhLtAJrNpsBuM9Ch78G\n", "gOrqakilUhQUFEz53Mken8jSpUuDlp0QQoJBtAK7YsUK7Ny5EzzPo7i42PP4mTNnIJFIxhTYyZ47\n", "2eOEEMKCGXMnFyGEhBu60YAQQkRCBZYQQkRCBTbMuFyuMaMnCCHsEu0iV7AF49bbUPAly+HDh1Ff\n", "X4/S0lKkpKRMY8qJ+ZL96tWruHHjBlwuF1auXIm0tLRpTDqWL7lPnz6Njo4OAEB6enrIR6P4+rNr\n", "Npvx85//HC+88EJIf2Z8yb1//37PSUROTg4WLVo0XTEn5Osxr6+vx8WLF6FUKlFSUuL9JiieEe+9\n", "957n6z179gTtuWLzNcvVq1f51tZWMSMJ5kv2EydOeL4+cOCAaJmE8Pe///vvvy9GHJ/4mv3QoUP8\n", "xYsXQ/4z40vuI0eOiB3HJ75k7+vr48vLywXvm5kWQTBuvQ2FcMriK1+yr127Vuw4gvl6zBsbG/H6\n", "668jNzdXzFiC+JK9r68PGo0GKpVK7FhT8iW30+nEu+++i927d4fFzQe+ZL906RK0Wi3effdd3Lx5\n", "c8p9M1Ng+SDcehsK4ZTFV/5kP3r0KJYvXy5WJEF8zZ2ZmYkvfelLOH/+vJixBPEle3l5edhMouJL\n", "7pKSEmzfvh1PPPGEpz0TSr5k7+zsRH9/P7Zv347a2lq4XC6vz2emBxuMW29DIZyy+MrX7CdOnEBe\n", "Xh7i4uLEjDUlf465SqVCRESEWJEE8yV7R0cH9u3bh87OTmRmZoa0B+vvz3k4nHT4mn3401pqaip6\n", "e3B0A7gAAAY5SURBVHu9/rwzcwbr7dbbmpoaQc8NBV9yhxtfsp86dQqJiYnIzMyczogT8iV3b2+v\n", "52s+DO658SX75z//eZSWlqKoqAgLFy6c1pzj+ZK7qanJ87XFYpmegF74kn3u3Lmor68H4G7RREVF\n", "ed03M2ewwbj1NhR8yf3BBx+gvr4eKpUKmZmZIe9rCs3e2dmJiooK5Ofn4/r16zAYDHj++edDFdun\n", "Y15RUQGr1QoAWLZs2bRnHc+X7ID7D0R5eXnIz2B9yd3U1ITKykoAQGFh4bRnHc+X7IWFhdi1axeu\n", "XLmC+Pj4Kc/A6VZZQggRCTMtAkIIYQ0VWEIIEQkVWEIIEQkVWEIIEQkVWEIIEQkVWEIIEQkVWEII\n", "EQkV2Fmoo6MDe/fuxeuvvz7h93/5y1+iq6vLp312dnbij3/8I9577z288847cDgcY75fVlbmd95h\n", "77//Pnbv3h3wfmYaIcfWaDTit7/9bdjfPTjTUIGdhRITE1FaWor09PQJv//UU08hJibGp31+9NFH\n", "ePrpp/H444/j4YcfxokTJ8Z8Pxi3LG/atIm5+Rymg5Bjq9PpwmZimNmEmVtlifhsNhsOHz6Muro6\n", "PP/884iPj/d87/z58zhy5AiysrIQEREBu92Obdu2eQoex3Ewm83QaDSeafQAwOFw4NChQ7h+/Tr2\n", "7t0LAMjLy8OCBQumzONwOLBnzx5IpVLwPH/PRMgnT55EZ2cnFAoFLBYLSkpKEBkZiU8++QR79uzB\n", "hg0bUFRU5Nl++OGHsWbNmknfz2g04u2334ZGo4FUKoVKpYLJZEJJSYlnQo/J3hMALly4gEOHDuH5\n", "55/H6dOnoVAosHjxYuTl5cHpdOLgwYOe+Q6GhoaQnp6O1atXT3kcTp8+jba2NigUCrhcLigUCmzZ\n", "smXKY9vT04NDhw5Bo9HAZrMhIiICWVlZU74fCSLBM8eSGeedd96Z8PGPPvqI7+zsvOfxX/3qV56v\n", "q6qq+NraWs92T08P/73vfY//3e9+x7/66qu8y+US9F7e7N+/n+/q6vJsnzt3jv/zn//M87x7YvJT\n", "p055vmez2Tzf43n3BOC3b9/2fG/Xrl2C3vPq1av8b3/7W8+20+nkf/e73wl6T553/zsPHz58z34P\n", "HTrE9/T0eLa7u7v5a9euCcr01ltv8QaDwZOnubn5nvecyJtvvsk7nU7P9v/8z//wV69eFfSeJDjo\n", "DJYIptfrPV+r1WrYbDbP9uHDh/Htb38bSqUSra2tOHr0KB555JGA3s9oNI6ZCq6wsBDNzc0A3Mt2\n", "WCwWz5kb4D4rHLZ69Wrs3r0bn/70p1FRUeH1zHW8+++/3/O1VCqFWq0W9J7DNm3aNOG/JTY21rOt\n", "1+vHHE9vnnzySZw9exYWiwUWi0XwBCkKhQJS6UgXcPS/i0wPKrAkaJRKJQB38TCZTAHvT6vVoru7\n", "21Nkq6qqPB+xFy5ciPb2dqxcudLz/NEX1jiOg06nw8DAADo7O7F+/XrB73v58mUsWbIEgHuu0OE/\n", "JFO9pzcqlQq9vb2eIutyuVBfXz/lKgoOhwN1dXVj8r/99tuCpoW0Wq1wOp3gOA6A+/iNzk7ER7Np\n", "zULHjx9Hf38/rly5gkWLFkEqlaKkpAQ3b95EXV0d6uvrkZiYCK1Wi5UrVyIpKQnHjx/HqVOn8IUv\n", "fAEJCQl466234HK58MILLwBwL7tSWVkJpVIJi8WCrVu3jlmK4+TJk+jt7YVUKoXD4cCqVauQlJTk\n", "NafD4cCuXbsgl8shlUqh0+lw/vx57NixAxkZGaiqqkJzczOkUqln0uRt27Z5Xj80NIR/+7d/w+OP\n", "P37PNH+TqampwfXr12GxWKDRaGCxWPDII494CqO39zx48CAuXrzoWcRv8eLFnp6nw+HAe++9B47j\n", "PCsHr1mzZspjYLFY8Mtf/hLZ2dmQSCSwWq1YsmTJmMI82bHt7u7GwYMHERERAZvNBo7j0Nvbi+ee\n", "ew46nU7Q8SCBoQJLyChXr16dcN5VQvxBLQJC7jIYDKioqADg7pmGem0xwj46gyUhc+HCBbS0tEz4\n", "vWXLliEtLW1GvKc3jY2NuHTp0oTfy8zMDIsZ/4n/qMASQohI6E4uQggRCRVYQggRCRVYQggRCRVY\n", "QggRyf8HZuFmWZ46I2gAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.686177\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VOd9N/Dv3Nk3abSvaBcSMmA2IwwywgaDsI2N8BJj\n", "6qRZnDRxk7xNm8RJGydNmuXtCW2a9k3SZmtMatKAkTAYMCAbjBAgsAxGCIF2IUAa7dLs233/EBq0\n", "jma7mnmk3+ccn6M7urrz1Xj46c7vPvd5RDzP8yCEEBJ0XKgDEELIXEUFlhBCBEIFlhBCBEIFlhBC\n", "BEIFlhBCBEIFlhBCBCIR6sCdnZ2oqKiAWCxGcXExkpKSpt23qqoKXV1dAIC0tDSsXLkSAHDo0CE4\n", "nU4AQHZ2NpYsWSJUXEIICTrBCmx1dTV27doFACgvL8f27dun3Xft2rXur48fP+7+WqFQ4PHHHxcq\n", "IiGECEqwAqtSqdxfy2SyGfdvbW3FW2+9hdLSUvdjTqcTBw4cAM/zyMzMxIoVKwTJSgghQhCswI69\n", "QUwqlc64f0ZGBl599VUcPHgQWVlZAICSkhL3948ePRr8kIQQIiDBCuxo7xQARCKRVz+jUCig1Wqn\n", "/N5MRfr48eMQi8XeBySEEC/odDr3dSFfCVZgzWYzgJEz2dGvAaC2thYcx6GgoMD9WF9fH6Kjo937\n", "j2pra0N6ejoAwGKxeHw+sVhMLQRCSNDV1NT4/bOCFdjCwkLs3bsXPM9j06ZN7sfPnTsHkUg0rsCe\n", "PXsWVqsVALBq1Sr3421tbaiurgYALFu2TKioIVVZWYmioqJQx/ALq9lZzQ2wm53V3IESrMAmJydj\n", "586dkx5/5ZVXJj22bdu2KY+xfv36oOcihJDZIpor0xVWVFRQi4AQEnQ1NTXYuHGjXz9Ld3IRQohA\n", "qMCGWGVlZagj+I3V7KzmBtjNzmruQFGBJYQQgVAPlhBCPKAeLCGEhCEqsCHGcm+K1eys5gbYzc5q\n", "7kBRgSWEEIFQD5YQQjygHiwhhIQhKrAhxnJvitXsrOYG2M3Oau5AUYElhBCBUA+WEEI8oB4sIYSE\n", "ISqwIcZyb4rV7KzmBtjNzmruQFGBJYQQgVAPlhBCPKAeLCGEhCEqsCHGcm+K1eys5gbYzc5q7kBR\n", "gSWEEIFQD5YQQjygHiwhhIQhKrAhxnJvitXsrOYG2M3Oau5AUYElhBCBUA+WEEI8oB4sIYSEISqw\n", "IcZyb4rV7KzmBtjNzmruQFGBJYQQgVAPlhBCPKAeLCGEhCEqsCHGcm+K1eys5gbYzc5q7kBRgSWE\n", "EIEI1oPt7OxERUUFxGIxiouLkZSUNO2+VVVV6OrqAgCkpaVh5cqVPh+DerCEECEE0oOVBDmLW3V1\n", "NXbt2gUAKC8vx/bt26fdd+3ate6vjx8/7tcxCCEk3AjWIlCpVO6vZTLZjPu3trZi9+7dyMnJ8fsY\n", "LGK5N8VqdlZzA+xmZzV3oAQrsGM7D1KpdMb9MzIy8Oqrr+LixYt+H4MQQsKJYAXW6XS6vxaJRF79\n", "jEKhgFar9fsYY/9KVlZWMrFdVFQUVnl82R4rHPJ4u11UVBRWeXzZZvX9MvpYuOTxJ78/BLvIVVZW\n", "htLSUvA8j8OHD2Pbtm0AgNraWnAch4KCAve+fX19iI6OBgC88847ePLJJz0eYyp0kYsQIoSwvMhV\n", "WFiIvXv3gud5bNq0yf34uXPnIBKJxhXYs2fPwmq1AgBWrVo14zHmkrFnJaxhNTuruQF2s7OaO1CC\n", "Fdjk5GTs3Llz0uOvvPLKpMemOzOd7hiEEMICmouAEBJUVocLJrsTGqkYUgn79zKFZYuAEDL/9Bht\n", "ePOjTlS1D2JjdjSeXxoPnXL+jgBi/88L44JxpTJUWM3Oam4g/LPX6404XN+LPpMD+67qcaPbBCD8\n", "cwuFCiwhJGgcLt7j9nxDBTbEWL6yymp2VnMD4Z99Ubwaq1O14ERAcaYOC+NG7sYM99xCoR4sISRo\n", "ErRyfPPRDBisTmjlYmjk87vE0BlsiLHcm2I1O6u5ATaya+USJEXIxxVXFnILgQosIYQIhMbBEkKI\n", "B7QmFyGEhCEqsCHGcm+K1eys5gbYzc5q7kBRgSWEEIFQD5YQQjygHiwhhIQhKrAhxnJvitXsrOYG\n", "2M3Oau5AUYElhBCBUA+WEEI8oB4sIYSEISqwIcZyb4rV7KzmBtjNzmruQFGBJYQQgVAPlhBCPKAe\n", "LCGEhCEqsCHGcm+K1eys5gbYzc5q7kBRgSWEEIFQD5YQQjygHiwhhIQhKrAhxnJvitXsrOYG2M3O\n", "au5AUYElhBCBUA+WzHlOFw+z3QmVTAxOJAp1HMKYQHqw83vRcjLn9Rht2PexHpduD+GJvFhsWRg9\n", "bjlpQoRELYIQY7k3xUL2q3cNKLvWjVsDVvznhdto7DUzkXs6rGZnNXegqMCSOc3scI3btk7YJkRI\n", "gn1W6uzsREVFBcRiMYqLi5GUlDTtvteuXcONGzfgcrmwZs0apKamAgAOHToEp9MJAMjOzsaSJUuE\n", "ihsyRUVFoY7gNxayP5ikQWa0Ai19FqxLj0R2jBKxaeGfezosvOZTYTV3oPwqsAaDARqNxuM+1dXV\n", "2LVrFwCgvLwc27dvn3bf3t5e7NixAwBw5MgRd4FVKBR4/PHH/YlICAAgJVKBH5fkwGRzIlIhgVZB\n", "/Vcyezy2COrq6qb8780335zxwCqVyv21TCbzuO/69eunfNzpdOLAgQN46623UFNTM+Nzsojl3hQr\n", "2aNVUqTqFO7iGszcw1YHhi2OoB1vJqy85hOxmjtQHv+cV1VVoaioCE1NTdDr9Vi+fDlqamoQHR09\n", "44HHjv6SSqVehTlx4gRWr17t3i4pKXF/ffToUa+OQchsudFtxO4P2uHkefxNURoWJ3r+VEfmH49n\n", "sC+++CLy8/MxPDyMT3/601i2bBk+85nPuPuinozdR+TF2MPTp08jNzcXsbGxU37fmyI99q9kZWUl\n", "E9ujvalwyePL9ljhkMfb7aKiooCPd/l6A37yfhta+y24NWDF9ytacOVGs+D5WX2/jD4WLnn8ye8P\n", "r240OHDggLtHCgBlZWUoLS31+DOj+/A8j8OHD2Pbtm0AgNraWnAch4KCAve+Z86cQVxcHPLz88cd\n", "o62tDenp6QCAw4cP46mnnpr2+ehGAzKb+s12/HX5DXQb7QAAlZTDr59dhDiN53YYYY/gk72YTCa4\n", "XCPDW5xOJ4aHh2f8mcLCQuzduxd79+5FYWGh+/Fz586hqqrKva3X63H27FnU19ejvLwce/bscX+v\n", "ra0N+/btw759+5CXl+f1L8WSYPyVDBVWswcjd5RSir9dnwallINcLMJrj2YgVu1dKywQ8/k1Z5FX\n", "l1S3bt2KP/7xj5DJZLBarXjyySdn/Jnk5GTs3Llz0uOvvPLKuO34+Hi89tprUx5juotfhISDFSkR\n", "+K8diwDwiNPIvGqFkfmF5iIghBAPZn0+2M7OTr+ejBBC5hOvCuy1a9fGbY/toZLAsNybYjU7q7kB\n", "drOzmjtQXhXYhoaGcdsSCd0NQwghM/GrRTA6ooAEjuV7tFnNzmpugN3srOYOlMdT0cOHD8NsNqO+\n", "vh52u939eEJCguDBCCGEdR7PYJ966ik8//zzWLZsGZ5//nn3fzR8KnhY7k2xmp3V3AC72VnNHSiv\n", "WgRbt24VOgchhMw5NA6WEEI8EHwc7JEjR3Dr1i20trbizTffRGNjo19PRggh84lXBdZmsyElJQWX\n", "L1/GSy+9NGfnZg0FlntTrGZnNTfAbnZWcwfKqwLLcRw4joNCoQAAyOVyQUMRQshc4NUdAzabDQaD\n", "wV1g50jbNiywPD4wWNmbek3QG2xI0MqRFa0MyjE9odd89rGaO1BeFdjk5GSUl5fjueeeQ21tLZqb\n", "m2f+IUJmYHe6UK834e/fbYLF4YJSyuFfnspFdoxq2p9p7DGh7JoekQoJnloUh+QI+jRFwpdXLYK1\n", "a9fiL/7iL6BQKJCfn48vfelLQueaN1juTQWS3enicbp5AJfvDsNybylts92FW4PWaX+m22DDt99t\n", "womGfuy/2o3fX7oDu9MFp8u3T1Tz9TUPJVZzB8rnW2UlEom7VQAAly9fDmogMj8MmO341fkOaGRi\n", "jM6iyomAePX0KwJYHC4MmO8vMGiwOnD5jgHfOtqIX57vQOfw9MWZkFAIeNaW1tZWLFu2LBhZ5iWW\n", "e1OBZJdJOMRpZDhS34svPpyKAbMdy5O1WBg3fXsgViXFiw8m4E9XusCJgOeWJOA7x5vhcPG4fNcA\n", "jUyMl1ckCZo71FjNzmruQNG0WCQktHIJvlmcjj9+1ImP7wzjkyuTkDHDBS6lTIwXlsZjbXokpGIR\n", "rA4XHGPaA3eG6AyWhBe/ZtMiwcNybyrQ7BnRSvz9Yxn4zqbMGYvrKI1cgvx4NbJjVEiJVGDLwpEl\n", "5FVSDk8XxHl1DBZfc7vDhSGLAxcvfRjqKH5h8TUPBjqDJSEVyDpWkQoJPr86Bc8UxEEp5ZASqZj5\n", "h6ZhtjkxYHFAKeWgUwq/eKEv9AYb/uejTly5O4wt2fEosDmhlolDHYt4gQpsiLHcmwqH7FqFBFqF\n", "b2/jibmHLHa8ebkLZbXdWKCT4/WNmUiLEn48rrcu3xnG0Ru9AIDff9SDgiQdHkzWhjiVb8LhvRIK\n", "1CIg815rvwUHarvBA2gfsOJU80CoI40zOoxtlN3HYWkkdAIusDSCIDAs96ZmK/uNbiN+f+kOjt/s\n", "RZ/Jjn6zHXeHrDDbnH4db2JuCTe+TaGUhtd5x4oULbLv9ag3ZEbMyt1uwcby+zwQXn22Onv2LGJi\n", "YpCfn4/GxkZoNBokJiYCADIyMoTMR+a5WwMWfPNII0z2kbO4H27Jwq8v3EbbgBWli+Pw0rIERCgC\n", "65lmRivx5XWp2HdFj9xYJYoydMGIHjSpkQr8aGs2TDYnutqbEa0Krx4xmZ5Xf6rb29sRFzdyhTYr\n", "KwtnzpwRNNR8wnJvajayD1kd7uIarZSg5vYwWges4AEcqO1Ga7/F52NOzK2UivFEXiz+/ZmF+MaG\n", "dCSF4e23UUopUiIVWLGkINRR/MLy+zwQXhVYtVqNmJiYkR/gOIjFdAWTzI4EjQyLE9QAABfPT7qg\n", "JQ5gFMK443AiRCqlkEvovU2Cx69mE8eFV4+KZSz0pkx2J7qNNpjt43ueo9mb+8z4yfut+NczbWgf\n", "8P2M0pNYtQzfejQD/3drDn5YkoMNWTo8khGJBI0Mrz6cgqwY3/uR3rzm7f1m7P6gDT95vxUtfWY/\n", "kguDhffLVFjNHSiverAikQh9fX2Ijo5GX18fnE7/Li6Q0HG6eNzsNuHusBUpkXLkxqrAeXH2122w\n", "4TcXb+N8+xAezYrCyyuTEDOmB9hvsuMfTzTj7rANAHB70Ibvb86CKojjNOM0MsRp7s9R8PXidFgc\n", "LmjlEoi54JzBjmWwOfAvZ26hTm8EADT0mPDTp3IRFWbjY0n486rAPvHEEzhx4oR7TthnnnlG6Fzz\n", "xmz1pm50G/G1ww1w8YBULMK/PpWLhXHqGX/uut6I95tGhi0dudGLwrQIPJw+chGoqKgIncNW6A02\n", "9/53hqywOlxBLbATKaRiKKT+H3+m19zm4HF3zMQxnQYb7I7wGBrFai+T1dyB8qrAisVilJSUCJ2F\n", "COjOkBWjwyftTh6dBptXBXYm0UopXlmdjF9duAMRgM+uTkakcvbvX7HYnegzO6CQiBCtmn5GLm9E\n", "KiT47EPJ2P1BO3gAn1+djKgQ/E5muxPVt4ZQ2TqA1QsisDZdR3dwMcard01DQwNyc3OFzjIvVVZW\n", "zspf95RIBcQiwHnvDDZJ692V8kXxajyarcOF9iFsyIoaV5RHs2/Nj8WSJC04EZAWqZiy9WB1OGG0\n", "uaCWiSGXBLeHb7Q5sf+qHm9+1IkEjQz/uDkLmRPGivaZbLA4eEQpJfjwwjmPr7mYE+HRrChkxyjh\n", "4oE0nRzSIGf2xo1uE374XisA4HTzAH5UIoWl9WMmzwZn630ebrwqsFeuXBlXYFtaWpCZmSlYKBJ8\n", "C2NV+JdtC9E5bEVKhBw5Xl4citPI8NV1aTCudkIjE0M5xUdzpVSM3NjppxnsNdrw5uVOnGkdRHGm\n", "DjuXJQZ1LGf7gAX/81EngJGP84eud+Mr69Lc32/pM+P1403QG+x4aXkilkREzXhMqYSbcmUFp4uH\n", "i+chFQtfcIcsjnHbgxYHwm8AGfHE6zW5xrpy5cqMBbazsxMVFRUQi8UoLi5GUtL083Reu3YNN27c\n", "gMvlwpo1a5CamurzMVg1W3/VxZwIi+LVWBTve1tAJRNP2VOdmN3hdEEyReGp7zbh0PWRe+kP1vVg\n", "eYoWa9ODN5h/4p1Yaun4t/Xbdd3oMtgBAP/zUSf+7emFfj3PrQELfn/pLnpNNnz2oWQsTRJ2PoCs\n", "aCWSI2S4M2RDrEqKnBgl0nPYPAucj2evgJcFdu3atXj33XexZcsWrw9cXV2NXbt2AQDKy8uxffv2\n", "afft7e3Fjh07AABHjhxxF1hfjkFCp89kx7EbvajuGMKTeTEoytSNO9N1TVgk0+WaeITxjDYnbg1Y\n", "IOZESNcpIJNw6DLYMGxxIFolnXT2m65T4Ovr07Dno05kRClQkhc97vtj+5YiTC7I3nC6ePz+0h1U\n", "tg4CAP7h3Wb8qjQPyQHM4DWTVJ0CP9magz6THVFKaVjeAEE886rA7tmzB/n5+di3bx8AoL6+fsZi\n", "p1Ld/3glk3m+6LB+/fqAj8EqlntTo9lrOw347w/vAgDquoxI1MqxJEnj3i8vTo2ijEhUtQ2iKEOH\n", "PA+rFlgdTpTV6vFGzchH/q+vT0N+vArfOtoEvdGOxQlqfPPRDCSMGbYlk3DYmBuN1QsiIZeIJo0w\n", "2JoXg1sDVrT2m/HyikQMtt8AYpf79Ls6XC70GO3ubYvDNSuTriRq5Ugc0y9n9f3Cau5AeVVgt27d\n", "ilWrVrm3jxw5MuPPjF3aWyr1rt924sQJrF69OqBjkNk3eK9X+Fh2FNKiFOg22tBnsrvPNOM1Mnzt\n", "kTR8oXBkHlONfPq3XZ/JgT/e66cCwBs1nfjSw6nQ3ytutV1GtPSZxxVYAOBEomlHL6REKvDtx9Jh\n", "dfDQysU4e/a6z7+jXCLGZx5KxuvHm2FxuPDZh5InZSBkIq8K7NjiCoyMi53J2JsRvJlU+fTp08jN\n", "zUVsbKzfxxj7V3L0zhHaFnYbAJYmafBwmhZiToT/vjRyJvt4VgQ2xpiw4sElAIDLF897dbyCFYVI\n", "0MjcNy6k6eRQSCf2WMU+5714/px7u6ioyK/fVyqV4pelD8Lh4tHd2oBLFxpC/vqzsj36WLjk8Se/\n", "P0Q8zwvyOaesrAylpaXgeR6HDx/Gtm3bAAC1tbXgOA4FBfcnrThz5gzi4uKQn5/v1TGmUlFRgRUr\n", "VgjxqxAvtA9Y8LVDNzFkHfmjKOVE+N0Li5Cg8b1v2NJnxtt13VBKOTyRHwu1VIx3b/biYscQSvJi\n", "UJShm3I0AyFCqKmpwcaNG/36Wa/GmgwNDWH//v34wx/+AIfDgbKyshl/prCwEHv37sXevXtRWFjo\n", "fvzcuXOoqqpyb+v1epw9exb19fUoLy/Hnj17ZjzGXMLyPdpjs8eppViZGuHeXp6igdrPIpgZrcRX\n", "i9Lw+cJUpEYqEKWS4sVlifjnJ3LxeG6MV8V1yOJA57AVxinmjJ0rrzlLWM0dKK9aBMeOHUNpaSne\n", "eecdSCTe3dGSnJyMnTt3Tnr8lVdeGbcdHx+P1157zadjkPCjlIrx2YeSsSYtAi4eWJyg9thr9Ye3\n", "8w7cGbLip6fbcK3LiC0Lo/HpVcmIojlUSQh49S9AoVCMu8hE0xUGD8tXVidmj9fIEK+Jnmbv2XP5\n", "zjBqu0Ymajl2sw+PZOrwkCrS/f259JqzgtXcgfKqRTDxRgPXTAMZyZzjZGgdKKl4/JmuEDNuEeIN\n", "rwpsfHw8Kisr4XA4cP78eaSlpc38Q8Qr4d6b6jXZsafmLr7+TgPeb+qDxXG/pxmu2R9M0uDxnCjE\n", "qqT45IpE5Ey4jTdcc3uD1eys5g6UVy2C9evXo66uDgMDA0hMTKR1uOaRy3eGsefeoP/aLiN+tm0h\n", "ChICn4XLHze7jTjVPIAkrQwPp0ciVj31ONR4jRxfKVoAk80FjVw8K/MGEDIVr69CFBQUjBtaRYIj\n", "3HtTfSb7uG3TmFUNZjP77UELXjvaBMO9UQFDVgd2LZ9+bgq5RDzt8i/h/pp7wmp2VnMHyqsC29PT\n", "g6NHj0KpVMJms6GkpATR0aG/mEGEtyo1Am/V6tFncmBlihYZUcLdez8Vh4tHt8EGo82Jsa3UunsX\n", "seYjm8OFmz0mDFgcSNcpsEA3u/9PiPe8Hqa1a9cucBwHp9OJffv24cUXXxQ627wQzHu0h60O9Jkc\n", "UMu4aT8++yozWol/27YQw1YnYlTSccOdAsnebbChXm8ERMCiODVip7jt1O504VTzAHZ/0AaFhMNf\n", "r12A/6i6BYvDhacL4vz+nVi+L76qqgqSBQ/gH95tBgDEq6X45ydyBJ10JhhYfs0D4VWBValU7oUO\n", "xWIxFIrw/p85H/Wb7PjPC7fxXlM/ErVS/GBzNtKjfF8QEBj5+H2+bRAf3RlGcWYUVqRokeDlBN3e\n", "MNmc+K/q2zjdPLIUzebcaLy6NnXSDQR6gx27P2iDiwdMdhf2X9Xj/27NAceJJk2oPV/IZDJcuDXk\n", "3tYb7eg22sO+wM5XXnX/LZbxK4WaTCYAI9MJksAE6696a78Z7zX1AwA6h+3uafX8UddpxE8/aEdF\n", "Yz++e6IZDb0m9/cae0w4frMXH90ewsrCh/06vsHmxLm2+/mq2ganvOOKEwGyMReoVFIOGVEK5Maq\n", "/JpycBTLZ1KrVq3CksT7M5Vp5eKgTl4uFJZf80B4dQbrcrnw29/+FsuXL8eVK1cQGRmJuro6XL58\n", "edzsVyR0Ji7DEqHw/2aQHuP9cc88gGHLSPFr7Tfj795pgMk+Mg76B5uzUJgWOdUhPNLIxFifGYWT\n", "jX0AgOIsHTRTTOidFCHH9x/Pwr+fuwWNTIwvr1sAOc1BgFWpEfhxSTZ6TXbkxCipBxvGvCqwJpPJ\n", "/RdodE4AgeaImXeC1ZvKjlHib9enoay2GwXxahQu8L3wjVqRokWGTo5ukwPZ0QpEqyVo6jXBZHO6\n", "iyswMoQrJ0aJGB/7vSqZGJ95KAnrMiIhEgF5seppV4ldlqLFz7YthIQTBW2Cl9HX3MWPXEDjOBHi\n", "gtSzFtpo9rHzPrCAerAevPTSS9BoNJMeT0tLQ0dHh3sFAhI6cokYWxbG4JEMHeQSbtLdS1aHc9ph\n", "S6NMNifOtg6gpmMIf/lQMtr7LUiNlOM3F+7g8l0DSh+IxYZsHU41DUAEIEErw7+eacfXN2QgUuHb\n", "vAOxapnXF+K0QZ7TABhZZeF82yB+cqoNUrEI392UKfgSMGT+8eqdO1VxBQCtVouKigoqsAEI9l/1\n", "iWtn9ZtsePt6D6pvDWFrXgwey46ecn0tAGjpN+PjTgMeTNHinypa4bh3e+xfrUnB5bsGlF3rwU+f\n", "zEFWlBJSMYcj9b1o7bfAYHWg22jD3SErErQjCypOtbJsuCgqKkLXsBU/fr8VVicPiwP41zO38G9P\n", "L0SEj38oZhurZ4Gs5g5UeL+bSMCudhrxPx91AQAaejqwIFKBB5Mnn6mZ7U5c1xtx+Y4BmdFKd3EF\n", "gF6jHUopB5eLR5RSCoPNiT9/PDKx9sJYJYatTnzjSCMsDheknAj/si0XeXH+3+1lsTunbRkEi0gk\n", "gkTMwXpvUnepWASasoAEG91DGGJC36M9eufTmrQIvLwicdoi0tJnxn9duIMugw0WuwtR95ZfkXIi\n", "LIxTIS9OhX8qycYCnQI7Fsfjuxsz8ZXCBHz7sUzoDTZYHCO9WbuLx60Bq19ZB8127L3cib893IB9\n", "H3dNWrbaF1a7c9Jii6MqKysRr5Hhu5sykaSVISNKgb9bnx706RWFwOo9/azmDlT4v6NIQJYkavDC\n", "0ni0D1iwp6YT1bEqvPZoOlImjJsce8b6pytd+NojC6A32JEfr8LiRA2KMnQYMNtx9e4wlFIxVqRq\n", "8eGFWiRHJGPY6oBYBDj5kaFVSRH+XTC63m3C7+8tOdPQa0ZmtBKrfLyYY3e6cK5tEP/7cRfy4tT4\n", "xNL4acfwLkvW4udP54HjhOnzEkLvqhCbqjdldTgxbHVCJRVP2y/11gKdAgUJavz5Yz0A4EaPCVfu\n", "GiYV2MwoJZ5dHIcDtd2I10gRo5IiI1qJjHs3K9wdtuL7FS1o6jUjXiPFqw+nYuXqkXGwOTEq/Mu2\n", "hbg1YEFKhNzv9oDZPn4srMk+eWzsTFr6LPjhe63gATT0mJGoleGFpQnj9hn7mk+3UGK4YrWXyWru\n", "QLH17poHBi0O7L/ahUN1PViapMEX16QiKSKwu6iUE8bIysWT+wRahQSfXJGEpwvioJRy0CnHD15v\n", "6jWjqdcMYOQOq5s9Iyu7ZsWoIOZEWBSvxqL4wGbZyotTIydGicZeM/LiVMjy424tq8OFsY2BiZPV\n", "EDKbAu7B0giCwEzsTTX1mvC/V/Qw2V043z6EK3eGA36OnFgVPr0qCYkaGbbmxWDJNMORlDIxkiLk\n", "k4orAGjk48+kVVIOA/19AWcby+HisSRRg5dXJCIrWonWPsvMPzRBmk6BLbkjExFFKSV4PHfypEQs\n", "9wNZzc5q7kB5dQZ75swZPPLII1N+b+KS3iQwE6/LOINwP4dWLsELSxPwRF4slFIOMonvf1fzYlX4\n", "m6IFeL+pH4vi1ciPU8HUfh3I8f4PLM/zHpdf7zXaUHat273t4nnkxSkR58PKtJFKCT6/JgXPLomH\n", "SiZG/BSTyBAyW7wqsO+99x70ej0eeeQRxMfHC51pXpnYm8qJVeHZJXF453ovliSqsSIlOIPfxZwo\n", "oH6jUibG1vxYbM6NhsPFj9yymuTdbdI8z+NqpwF/utKF1Ag5ShfHT9n2iFZJoVNIMHBv9EBmlBLD\n", "Vhfiph6GPS2tXOLxohXL/UBWs7OaO1Be/YsrLS3FokWLcPbsWZw6dQqLFy+mybcFEqmQ4C9XJmHH\n", "A/FQSrmhTU29AAAgAElEQVRZGzqkN9gwbHVApxy5wDUdsZiDr2tedgxa8ffHmmB18riEYYhEwBcf\n", "XgAAuDtkRWOvCWqZGHlxanzr0XRc6zJCJRVjyOpAnDr8JzIhZDpefVZcunQppFIpNmzYgC1btuDg\n", "wYNC55o3pupNySVixGlks1Zcbw1Y8I0jDfhi2Q18/2Qzuoa9G8fqbV/N4nDBOqbX0TFoBc/z6DHa\n", "8P2TLfhBRSteO9qE0839WJyoQWFaJHLjVNj+QBy0AtxZxXI/kNXsrOYOlFfv3srKSmRkZKCqqgoa\n", "jQZf+cpXhM5FZlFdlxF3hkZm0LquN6Gp1zzl2NF6vRFH6nuRHCHDozlRXh8/USvDMwWxOFjXA4WE\n", "wyceTIBIJEK/2YGmPrN7v/ca+7FlYQxyJyxSSAirvCqwFRUVePTRR/Hss89C7OvnQ+JROPSmtBNH\n", "CEwx9rZj0ILXjja6Z9My2V147IGVONHQi3iNDHlxKiimmUxGK5fgkyuTsGVhDOQSzj29XqRCgpQI\n", "GW7fK+7rMiJnZYntcHjN/cVqdlZzB8rrHuzSpUuFzkJCpCBBjc+sSsL5W0PYnBuNhVOcQZrtrnFT\n", "Fd7sNqKh24gP7xgAAD/Zmo0VKdPfdTXVhad4jQzf35yNm90maORiFAQ4jpaQcON1D5YIIxx6Uzql\n", "FC8uS8RPn8jBE/mxU57BxmtkeDRbBwCQcCI8uSgW17vvr3TQ0GOa9DPeWKBTYGNuNArTIgXpt04l\n", "HF5zf7GandXcgfLqHT00NITjx4/DaDRi165dOHToEEpLS4XORmaZRDz939tIhQRfXJOKpxeN3Okl\n", "E4vcH+c5EQK+i4uQucjrVWVLS0vxzjvvQCKhu2uDiaXelE4pHXeX10+fzEXHoAWxKilyprkw1WO0\n", "4Ua3CZxo5FbYcFg/iqXXfCJWs7OaO1BeVUuFQgGp9P4/DLrQRYCRJb09re5qsjnx24t3UNE4shjj\n", "tkWx+Hxh8owrKxAyV3jVg7XZbOO2XS7XNHsSXwXam3I4XbA6fJ91Khhmyj5sc+CDe0tzA8Dp5n4Y\n", "rKHJOhbL/UBWs7OaO1BeFdj4+HhUVlbC4XDg/PnzSEtLC3oQl8sFpzP0//hY0t5vwfdOtODr7zSi\n", "ttMQ6jiTqKViFKbdH1nwcHok1AFOv0gIS0S8l8vD1tXVobm5GYsXL0ZGRsaM+3d2dqKiogJisRjF\n", "xcVISkqadt9jx46hubkZ27dvR3JysvvxQ4cOuYtudnY2lixZMu0xKioqsGLFCm9+lTnB5nThu8eb\n", "8eHtkdm2NDIOP386DxKxCJEKSdBWYB2r22DDsZu9qNcb8cwDcViZEjHjuFW9wYbreqP7Qpi3Cx0S\n", "Ei5qamqwceNGv37W6ytWBQUF7vkH2trakJ6e7nH/6upq7Nq1CwBQXl6O7du3T7tvSUkJ6urqJj2u\n", "UCjw+OOPexsxqAxWBzoGrZCJRUiLUkISZgs2OZw8+s33l1TZuSwRP3yvBS39Fjy/NB4vLE0I+iz9\n", "la0D2FPTCQCouT2Mf38mb9qLW6PiNbKgz2hltDlhsDqglomZWOaFzF8e351vvfWWe3q50b4rz/No\n", "aGjAt7/9bY8HVqnu/8OTyfz7B+Z0OnHgwAHwPI/MzMxZO0M125z488d6/OlKFzgR8A+PZaIoUyfI\n", "c/m7XrxKJsYXCpPx+vFmqOViDFkcaLo3f+r/XtFjdWrEtPO++uvu0P1evJMH7vb0zVhgg63bYMN/\n", "XbiNytYBPJweib9ak+pzAff3NQ8HrGZnNXegPBZYjUaDLVu24OzZs5BKpVi2bBlqamqg081cbMZ2\n", "HsaOQPBFSUmJ++ujR4/OuP/Y/4mjTXV/tntMdvzpyshKrC4e2PPRXWhNdzHc3xuU44/dHpvd15+X\n", "SmX41Y6l4HngdGPPuOMNDw+jsumKe/8LFy7AbrfPePz85asxYHbA0NsJQ/edcd8vTM7FiUYxjDYn\n", "ClM1MHa2AfmpQX09Zny9UhbjdMvIhbPK1kFsyIpCvEYmyPPJ5XI89NBDs/r7Cfl+CeX21atXwyqP\n", "r9v+8qoHu3//fjz33HPu7bKyshlvNDh27Ji7QJ48eRKbNm3yuH9dXR10Ot24HuxYMx0jmD1YvcGG\n", "vy6/4Z6XtDhLh28Up0PqYSB+qN0ZsuA/L9zGzW4znl8aj60LY6CUiXF3yIqqtkHYXS6sy9BhwYS1\n", "uMa6PWjB9040o23AigydHN99PGvS2l0dgxaYbE7Ea2RTrnwgtKq2AXzvRIt7+7ubMrEuI/ifLm52\n", "G3G6eQCpkXKsXhCJGJo2cd4SvAc7cRZ6b4Zpmc0jsyTxPO/+GgBqa2vBcZxX88mO7fVaLL4vH+Kv\n", "eI0MPyrJxlu1eugUEjy1KC6siysAJEco8K0NGTA7XNDKJZBwIpjtTvzyfAfOtw8BAKpaB/FPW7IR\n", "Mc0tqQ09ZrTdW3K7dcCKxl7zpAKb6qFAz4b8ODWeLojFB80DWJcZify44LcoOgYt+ObRJhjvLXn+\n", "udXOSQsnEuINrwqsy+VCT08PYmNj0dPTA7t95oXkCgsLsXfvXvA8P+7M89y5cxCJROMK7MmTJ9Hc\n", "3AyFQoGMjAysX78ewEiBra6uBgAsW7bMp18sUDmxKnxzQ4bgzxPM3pRCKoZizOgBs92FGxPmCzDb\n", "ndMWWLWMm7DteSRCKPpq0SopXlmdjJeWJUAtE/t108JMuQ1Wp7u4AsD1LqNfWYXAai+T1dyB8no2\n", "rWPHjsFgMECtVo9rF0wnOTkZO3funPT4K6+8Mumx6T76jxZa4h+tXIznlsTj19V3AADPLolHpIcJ\n", "VfLj1fjrh1NxqrkfG7KjkB+m87LKJf4VVm/Fa2RYkaxFzZ1hcCLgifwYwZ6LzG1ej4OdTkdHR1is\n", "LDvfxsF6y2hzoqXPDCfPIytK6dWMVU4X7x7f6nTxuHJ3GMdv9iEvToXiLB2iVcEddtVttMFqdyFa\n", "JZ1yJq9Q6DHa0DFohVomRla0clbmqSXhaVbGwU7n0qVLYVFgydTUMjEWJ/q2auDYYtLSZ8bfH2uC\n", "kwfea+qHUsqhJC82aPmaek34+2NN6DM78PySeOxclhAWY1tj1TK6KYIELLyv3MwD4X6PtsHqHLd0\n", "eMfg/fW6gpH97boe9N27YWLfVT3aB7xbDywQ4f6ae8JqdlZzB4oKLPEoVSfHkoSRuV6VUg5FQR4S\n", "NbYnzIkAmYQ+ipO5I/Sfxea5UF1Zbes34536XsjEIpTkxUw7/CpWLcO3HsuA3mCDRiZBWtT9/YKR\n", "vSQvBp3DVrT2W7BreSLSdcIPA2P5ajar2VnNHSgqsPPQgNmOH1S0uD+ON/aY8PqmrGkvMAnZj0yO\n", "kOMbxemwOfmwucBFSLBQiyDEQtGbsjpcuD2ml9o6YIHF4fscv8HKLhFzs1pcWe4Hspqd1dyBCrjA\n", "0ggC9uiUUnxy5f3pI19enuRxfCwhxD8Bj4MNFzQOdjKHi4fV4YRKKp50u7PR5kT7gAWcSISMKLlP\n", "A/dNNieGbQ6opTRdIJn7QjoOloSnrmEr3rzchet6I55dHI8N2bpxRVQtE/u1EmyP0YbfXryD080D\n", "KFwQgS8+nIJ4jTyY0QmZMzwW2FOnTmHVqlX49a9/PWmCbbvdjtzcXDprDJBQ92ifbx/C0Ru9AIDd\n", "Z9qxQCdHQYJvNxxM5Ua3yb2I4dm2QWzIjkK8Ro5eow1m+0gf1+HiEauWhu3ZLcv3xbOandXcgfLq\n", "X0BmZuaUKxLs37+fCmyYGrY6xm3bHMHpBE28Y5QTjQz5+scTzdi+OB5vfHgXQ1Yntj8Qh5dXJHpc\n", "VaFj0IIBswOxaikStXQWTOYejxe5NmzYAI1m+rMeiSQ8z1BYItRf9UcydUjSjgyt2pwbjYxo78aX\n", "tvVb8EFLP2o7DbBNMbIgL06NZwpiEamQYMvCaCyKV+ODlgHIJGJcvjOMoXurxpZf6x5319dEzX1m\n", "/M2hBnztcAO+dbQRtwdnbzpKls+kWM3Oau5AeVUho6Kipnzcm5UNSGikRymx+6lcmO0uRCklXn1c\n", "vz1owTeONLjX+vpRSTZWpUaM2ydaJcXnVifjxQdHpgtUSMWIkItHpkGUj78rSy6e/q6ser0Rg/cm\n", "NL89ZEPbgGXS3LOEsM6rYVrFxcVTPr5hw4ZgZpmXhBwfGKuWYYFO4XUvVG+wj1tI8aN7K9ZOJJeI\n", "EaOW4dKFcwCANWmRWJ6iRUqkHBtzopAbq8R3N2UiPUrpIdv4FQIiZrFfy/KYTFazs5o7UPQZn7jF\n", "qKTQysUYvvcx39tZuBK0cnx57QJYHS4opBzsThfkEjEsdieGrC5oZOJJK0IsilPj68VpuHzHgKIM\n", "HXLDdO5ZQgLhcRzs0NAQIiIiMDQ0hJMnTwIYWUp78+bNYdd/pXGwwdHca0ZLnxnRKiny41VQSn27\n", "w8rmcGHQ6oDN4cJ/X7qLq10GbC+Iw1OLYsN2VAEhngg2Dvb999/HM888g8OHD+O5556DTCbDwMAA\n", "ysrK8Pzzz/v1hCS8ZcUokRUz/Ud7TwxWB8qvdWP/VT2yYpRYlRqB0y0D+N2lu1iUoMaDQV5GnJBw\n", "57EHO3pyq1KpIJONXJHW6XR+L8M93zldkz8ssNybmpi9pd+CN2o6YbK7UNtpxIDZAd29W3Cn+t1D\n", "ZS695qxgNXegvPrM5nQ6x21brcJPijyX3B2yYv9VPVr7zNi5PBErUrTgRHN/3lMJB4hEwDMFsciK\n", "9u+smBCWeSywNpsN+/btg1x+fxB4U1MTEhJoCWNfHL3Ri0PXewAA14834/9tz0PmvYLD8vjAidkz\n", "oxT45IpE7L+qR26sEptzY/B0QRwi5RIow2gqwrn0mrOC1dyB8lhgX3jhhUmPZWZmIjs7W7BAc9Hd\n", "4ftn/CMTsPg+NaC/GnpMuNZlRJJWhoIEtcc7qwKlkUvwwtIEbMmLgVLC0UUtMu/5PF0hx9EUsr7a\n", "8UA8VNKR123bolikRNz/RCBkb6qt34yvv9OAX5zrwHeON+PDjqGgHn+q7DIJhzi1LKyLK8v9QFaz\n", "s5o7UF79K+B5Hk1NTbDZbACAixcv4lOf+pSgweaSRQlq/GJ7HswOFxI0s1d8+s0OmOz3z5br9CZs\n", "yI6elecmhHh5BltWVobh4WFwHOf+j/gmOVKB7BjVpOIqZG8qQSNDSsTI6A9OBKxJi5jhJ3zDal+N\n", "1dwAu9lZzR0or06lpFIpli9f7t7Oz88XLBAJnqQIOf5pSzZuDVqhU0iQ7ef4VkKIf7w6FR0eHn9P\n", "ul6vFyTMfCR0byolUoE1aZHIj1dPul01UEJktztd6DHaYJgw3WIwsdwPZDU7q7kD5dUZbEtLC371\n", "q18hJiYGAFBfX4/vfOc7ggYj84/Z7sSxG73440edSNcp8LVH0pA6C8t4EyIUr9bkunjxIh566CH3\n", "9qlTp8JuJi2ai4B99XojvvL2Tff2C0vj8bnVKSFMRMgsrMk1trgCNE0hEcbEv/WuIK/H6XDxuNlt\n", "QrfRhtRIObJjaAYvIiy/mnKdnZ3BzgGXyzXpltz5gOXeVLCzp0cp8bnVyVBIOCyMVWFrXmxQj39d\n", "b8TXDt/ED99rxd8ebkBLnzmox58NrL5fWM0dKL8GZJ4/f37KNbrG6uzsREVFBcRiMYqLi5GUlDTt\n", "vseOHUNzczO2b9+O5ORkv45B2KeSiVFaEIdHs6Igl3KTJuFu6jXhyl0D4tUyLElSI1Lh26RDzb1m\n", "jM45Y7K70Dlsdd+yTIgQPBbY7u5uREVFob+/f9zjRqNxxgNXV1dj165dAIDy8nKPBbmkpAR1dXUB\n", "HYNVLI8PFCK7VMIhTiOb9HjHoAXfONLongz8/xQtwBP5vp3hZkYrIALAA1BIOMRP8TzhjtX3C6u5\n", "A+WxwO7btw/PP/889uzZM+4CUldX14wHVqnu97dGpzr0VTCOEYg+kx03uo3gAeTFqhCjZu8f5Fwx\n", "aHa4iysAXL1r8LnALopTY/dTuegy2JBGPVgyCzz2YL/0pS8hLi4OOTk52LBhg/u/rKysGQ889oKF\n", "v/PHBuMY/rLYndjz0V1890QLvneiBX/48C7MtuD3iFnuTc1m9jiNzD3loQhAcfbUC3F6IpVwWJyo\n", "gbyzDrlx6iAnnB2svl9YzR0or3qwJSUl47ZzcnJm/JmxF6xEfs596usxKisr3R9FRv+H+rt9o+UW\n", "3m8cdB/7VPMANiYBD+amB+X4E99wwTrebG5fvXp11p7v5uVqfGHJAtjkSYiQS2DouInKdmNYvR6z\n", "sT0qXPJ4u3316tWwyuPrtr+8Ggc7kc1mm/Eje1lZGUpLS8HzPA4fPoxt27YBAGpra8FxHAoKCsbt\n", "X1dXB51ON+4i13THmEqwx8GabU78/OwtVDSN9J+Ls3T4m6I0qMJoXlNCiPAEHwc70bFjx/D00097\n", "3KewsBB79+4Fz/PYtGmT+/Fz585BJBKNK7AnT55Ec3MzFAoFMjIysH79eo/HmA1KmRifXZ2Mh9Mj\n", "wQNYFK+m4koI8YlfZ7DheEU/2GewLp5Hv9kOKcchQiHc9IJj2xqsYTU7q7kBdrOzmhsQ8Ax29+7d\n", "SEtLm/R4fX192BXYYHK6eJxtHcB/VHUgSinBNzdk+L3SqlDaB8xo67dAp5QiN1YJhYTOrgkJNx4L\n", "bHZ29pSFtLy8XLBA4eD2kBU/er8VLh4YsDjw6wsd+KeSHIi54C9U6M9f9duDFrx2pAk9JjsA4Aeb\n", "s1CYFhnsaDNi9YyE1dwAu9lZzR0oj8O0Hn744Skf1+l0goQJGxOaJk5Mvk8+lHqMdndxBYBLQV4K\n", "hhASHB4L7HSrx871yV6SImT4RnE6VFIOyVoZPr86BZIgz6U6yp/xgdEqKSLk91sCDyZpgxnJa6yO\n", "bWQ1N8BudlZzByp8V6YLIamYQ3FWFJYkaiARixClnN2bHGayQKfAPz+Zi+ZeM6JVEuTHhdcdSS6e\n", "x+1BK5wuHkkRcsgltMQQmZ/8GkUQjmg+2PBxoX0Q/3iyBQ4Xj6+sS8WW3BhIqcgSRgUyioDe9SSo\n", "hq0O/PL8bTjuTVv1H1Ud4/rFhMwnVGBDjOXe1FTZJZwIsar7LRWtXAKpOPijLybyZXLuufaas4DV\n", "3IGiHiwJKqVUjC+vS8XvLt2ByebC51YnI1bAWcjsDheqO4ZwsK4bSxM1KMmLEfT5CPEF9WCJIJwu\n", "HjzPCzb6YlS93oivvn3TPbLua48sQEmQV0Ig89usz0VAyExGbsoQvjVgsjvHDVvWG6jfS8IH9WBD\n", "jOXeVDhkT9Mp8FDqyDhgnUKCdRkz39EWDrn9xWp2VnMHis5gCdNi1TL8XXE6eox2aGRiJEXIQx2J\n", "EDfqwRJCiAc0DpYQQsIQFdgQY7k3xWp2VnMD7GZnNXegqMASQohAqAc7T/E8j45BK+xOHkkRMiil\n", "c2vCbqeLx91hK3geSNTKIBV4PC6Zu2gcLPHZR3eG8frxZticPD6zKgnPPBA3Z4osz/O4cGsQPzjZ\n", "Ah7A14vTsSErSpAJ0wnxhP6sh1goelNWuxO/vXgHNufIh5ffXbqLbj8G6IdrX63f7MC/n+2Akwdc\n", "PPCzM+3oHTPhTLjm9gar2VnNHSgqsPOQRMwhXnP/fn2VlJuVCVlmi1QsQqTi/tl4hEICCZ29khCg\n", "Huw8dWvQgj/W3EWvyY5Pr0zGA4maUEcKquZeM351oQMOJ4+/WpOChXHqUEcijKIeLPHZgkgFXtuQ\n", "ARePOdmbzIpR4odbsgGALnCRkKF3XoiFsjclEokCKq7h3leTirkpi2u45/aE1eys5g4UFVhCCBEI\n", "9WAJIcQDmouAEELCEBXYEKusrITB6kBrnxmdw9ZQx/EJq301VnMD7GZnNXegaBRBiKl0MfhDzV0c\n", "vNYDrVyMH5VkI4+GFBEyJ9AZbIip4tNw8FoPAGDY6kT5te4QJ/JeUVFRqCP4hdXcALvZWc0dKCqw\n", "ISYTizD2Jqo4WhGVkDmDCmyI9bbU4buPZyE/ToWSvGhszYsJdSSvsdpXYzU3wG52VnMHSrAebGdn\n", "JyoqKiAWi1FcXIykpCSf9z106BCcTicAIDs7G0uWLBEqbshYLRYUpUViRYoWEk4ETjT37qoiZL4S\n", "rMBWV1dj165dAIDy8nJs377d530VCgUef/xxoSKGhdHelIzB2zlZ7auxmhtgNzuruQMlWIFVqVTu\n", "r2Uyz33F6fZ1Op04cOAAeJ5HZmYm3UhACGGKYKdNY28Qk0qlfu1bUlKCHTt24Nlnn0VXV1fwQ4YB\n", "lntTrGZnNTfAbnZWcwdKsAI72jsFRiYVCXTfmYo0MP5/YmVlpU/bVVVVAf38fNy+evVqWOWh7fDd\n", "vnr1aljl8XXbX4LNRVBWVobS0lLwPI/Dhw9j27ZtAIDa2lpwHIeCgoIZ921ra0N6ejoA4PDhw3jq\n", "qaemfT5/5yLgeR43uk1o6DEhNVKBRfEqKObI0imh0DFoQWOPGRqZGHnxKmjldC8LYVtYzgdbWFiI\n", "vXv3gud5bNq0yf34uXPnIBKJxhXY6fZta2tDdXU1AGDZsmWC5GzqNeNv32mA/d7yKT8pycaK1AhB\n", "nmuu0xtseP14MzoGR275/eq6BXhyUWyIUxESOoIV2OTkZOzcuXPS46+88orX+65fv16QbGP1muzu\n", "4goALf0WrEiNwJDFDr3BDqWUQ0qkQrDnr6ysZPYK68TsA2a7u7gCwAct/XgiP2bGFtFsm0uvOStY\n", "zR2oef/5LUkrg04hwYDFAbEIyI9XYdDiwK8v3MHxhj6opBx+vDUHi+JpfoCZ6JRSLIiU49a9Iluc\n", "FRV2xZWQ2UTzwQJo6zfjzpAV0SopcmJUuNltwlcP3XR//9HsKHzr0YzgBJ3jOgYtaOw1QysTIy9O\n", "BY2PPVj9sBV9Zgd0SgkStXKBUhLivbDswbIkPUqJ9Cile1sh5SDhRHC4Rv72pETQP3RvpUYqkOpn\n", "S6Vj0ILvvNuE20M2JGll+MGWbKTphGvPECI09m4fmgXpUQr8YHMWlidr8OzieGxZGC3YcwVjKEio\n", "BDt7U68Zt4dsAIC7wzY09piCevxR9JrPPlZzB4rOYO/pM9nhcPKIVksh4URYmRqB5SlamhtgFmnl\n", "44fHRchpuBxhG/VgATT0mPC9E80YtDjwlXUL8Gh2VMiXerY6XLiuN6Kt34KcWCXy49RzcnntsYw2\n", "J861DeCDlgGsTdehKCPS5x4uIcFGPdgAOF08fl19G91GOwBg9wftyItTjevJzpa7Q1YMWR2IUUlx\n", "Z8iKbxxpBACIRcDPnl4451c6UMvE2JQbg0257EzZSIgn1IMFIOPuvwycaOZbe4NptDfV2mfG3xy+\n", "iS8fvIkfnGzBrYH740mdPNx/AILN7nCh12iD2e6ceecJWO2rsZobYDc7q7kDNe/PYMWcCJ9dnYx+\n", "ix19JgdefTg1JKMGarsM6DM5AADXu0345MokSMUi2J08NDKxT5lcPI/rXUZc6hhCZrQSy5O10Com\n", "/68esjpQXtuNt+u6sThRg79ak0JDowgJIurB3mOwOmB38YhUSEJyYauydQDfP9ni3v63bbmQSjj0\n", "GOxI1MqQEe19y6Kxx4Svvn0T9nvDzF7fmIGizKhJ+310exjfPNro3qZbWwmZjHqwQRDqiylLEjX4\n", "4poUXOoYwuO5MciMUUIhESPHj3bkgMXhLq4A0NpvQVHm5P14jP/b6pwbf2sJCRvUgw2x0d5UpEKC\n", "0sXx+GFJDjZkR0Eh8X+IUnKEHCkRIxOXS8UirEjRTrlfdowKpQ/EQcqJ8GCSGqt8nOSG1b4aq7kB\n", "drOzmjtQdAY7h/A8D5FIhOQIOX5YkoO7Q1bolBJkTdNeiFRI8JerkrBjSRxUUjFNLUhIkFEPdg64\n", "PWjB/qvd6DXZsHNZIk1MQ0gQUQ92HnO6eLzx4V283zwAALjaacQvS/NoNAAhYYB6sCEWaG/K4XS5\n", "798HRu6GsjpcgcbyCqt9NVZzA+xmZzV3oKjAMk4uFeNTK5MguXcb7c5lCYhTe17FlxAyO6gHOwe4\n", "eB63BiywOXkkR8ihltEkKYQEC/Vg5zlOJArJ3AmEEM+oRRBiLPemWM3Oam6A3eys5g4UFVhCCBEI\n", "9WAJIcSDQHqwdAZLCCECoQIbYiz3pljNzmpugN3srOYOFBVYQggRCPVgCSHEA+rBEkJIGKICG2Is\n", "96ZYzc5qboDd7KzmDhQVWEIIEQj1YAkhxAPqwRJCSBiiAhtiLPemWM3Oam6A3eys5g6UYLNpdXZ2\n", "oqKiAmKxGMXFxUhKSvJ5X1+OQQgh4UawM9jq6mrs2rULL774Ii5cuODXvr4cg1VFRUWhjuA3VrOz\n", "mhtgNzuruQMlWIFVqVTur2UyzzPsT7evL8cghJBwI1iBHTs4QSqV+rWvL8dgFcu9KVazs5obYDc7\n", "q7kDJVgP1ul0ur8WiUR+7evLMXQ6HWpqanyNGXIqlYrJ3AC72VnNDbCbndXcwEht8ZdgBdZsNgMY\n", "OQsd/RoAamtrwXEcCgoKZtx3usensnLlyqBlJ4SQYBCswBYWFmLv3r3geR6bNm1yP37u3DmIRKJx\n", "BXa6fad7nBBCWDBn7uQihJBwQzcaEEKIQKjAEkKIQKjAhhmXyzVu9AQhhF2CXeQKtmDcehsKvmQ5\n", "duwYmpubsX37diQnJ89iyqn5kv3atWu4ceMGXC4X1qxZg9TU1FlMOp4vuauqqtDV1QUASEtLC/lo\n", "FF/fu2azGT/72c/wqU99KqTvGV9yHzp0yH0SkZ2djSVLlsxWzCn5+po3Nzfjww8/hFwuR0lJieeb\n", "oHhGHDx40P11WVlZ0PYVmq9Zrl27xt++fVvISF7zJfvp06fdX7/zzjuCZfKGv///3333XSHi+MTX\n", "7EePHuU//PDDkL9nfMl9/PhxoeP4xJfs/f39fGVlpdfHZqZFEIxbb0MhnLL4ypfs69evFzqO13x9\n", "zVtbW7F7927k5OQIGcsrvmTv7++HSqWCQqEQOtaMfMntdDpx4MABvPXWW2Fx84Ev2S9fvgy1Wo0D\n", "B4DnUdEAAAbpSURBVA7g5s2bMx6bmQLLB+HW21AIpyy+8if7iRMnsHr1aqEiecXX3BkZGXj11Vdx\n", "8eJFIWN5xZfslZWVYTOJii+5S0pKsGPHDjz77LPu9kwo+ZJdr9djYGAAO3bsQENDA1wul8f9menB\n", "BuPW21AIpyy+8jX76dOnkZubi9jYWCFjzcif11yhUECr1QoVyWu+ZO/q6sLbb78NvV6PjIyMkPZg\n", "/X2fh8NJh6/ZRz+tpaSkoK+vz+P7nZkzWE+33tbV1Xm1byj4kjvc+JL9zJkzSEhIQEZGxmxGnJIv\n", "ufv6+txf82Fwz40v2T/3uc9h+/btKCoqwuLFi2c150S+5G5ra3N/bbFYZiegB75kX7hwIZqbmwGM\n", "tGgiIyM9HpuZM9hg3HobCr7kPnnyJJqbm6FQKJCRkRHyvqa32fV6Pc6ePYv8/HzU19djeHgYL7/8\n", "cqhi+/Sanz17FlarFQCwatWqWc86kS/ZgZE/EJWVlSE/g/Uld1tbG6qrqwEAy5Ytm/WsE/mSfdmy\n", "Zdi/fz+uXr2KuLi4Gc/A6VZZQggRCDMtAkIIYQ0VWEIIEQgVWEIIEQgVWEIIEQgVWEIIEQgVWEII\n", "EQgVWEIIEQgV2Hmoq6sL5eXl2L1795Tf/8UvfoHu7m6fjqnX6/GnP/0JBw8exJ///Gc4HI5x3z98\n", "+LDfeUe9++67eOuttwI+zlzjzWtrMBjwm9/8JuzvHpxrqMDOQwkJCdi+fTvS0tKm/P7zzz+PqKgo\n", "n475/vvv4xOf+ASeeeYZPPbYYzh9+vS47wfjluUtW7YwN5/DbPDmtdVoNGEzMcx8wsytskR4NpsN\n", "x44dQ2NjI15++WXExcW5v3fx4kUcP34cmZmZ0Gq1sNvtKC0tdRc8sVgMs9kMlUrlnkYPABwOB44e\n", "PYr6+nqUl5cDAHJzc/HAAw/MmMfhcKCsrAwcx4Hn+UkTIX/wwQfQ6/WQyWSwWCwoKSlBREQEPv74\n", "Y5SVlWHjxo0oKipybz/22GN45JFHpn0+g8GAN998EyqVChzHQaFQwGQyoaSkxD2hx3TPCQCXLl3C\n", "0aNH8fLLL6OqqgoymQwPPvggcnNz4XQ6ceTIEfd8B0ajEWlpaVi3bt2Mr0NVVRXu3LkDmUwGl8sF\n", "mUyGJ554YsbXtre3F0ePHoVKpYLNZoNWq0VmZuaMz0eCyOuZY8mc8+c//3nKx99//31er9dPevyX\n", "v/yl++uamhq+oaHBvd3b28u//vrr/BtvvMH/+Mc/5l0ul1fP5cmhQ4f47u5u9/aFCxf4ffv28Tw/\n", "MjH5mTNn3N+z2Wzu7/H8yATgt27dcn9v//79Xj3ntWvX+N/85jfubafTyb/xxhtePSfPj/yex44d\n", "m3Tco0eP8r29ve7tnp4e/vr1615l2rNnDz88POzO097ePuk5p/KHP/yBdzqd7u3f/e53/LVr17x6\n", "ThIcdAZLvBYTE+P+WqlUwmazubePHTuGb3/725DL5bh9+zZOnDiBzZs3B/R8BoNh3FRwy5YtQ3t7\n", "O4CRZTssFov7zA0YOSsctW7dOrz11lt44YUXcPbsWY9nrhMtX77c/TXHcVAqlV4956gtW7ZM+btE\n", "R0e7t2NiYsa9np4899xzOH/+PCwWCywWi9cTpMhkMnDc/S7g2N+LzA4qsCRo5HI5gJHiYTKZAj6e\n", "Wq1GT0+Pu8jW1NS4P2IvXrwYnZ2dWLNmjXv/sRfWxGIxNBoNBgcHodfrsWHDBq+f98qVK1ixYgWA\n", "kblCR/+QzPScnigUCvT19bmLrMvlQnNz84yrKDgcDjQ2No7L/+abb3o1LaTVaoXT6YRYLAYw8vqN\n", "zU6ER7NpzUOnTp3CwMAArl69iiVLloDjOJSUlODmzZtobGxEc3MzEhISoFarsWbNGiQmJuLUqVM4\n", "c+YMvvCFLyA+Ph579uyBy+XCpz71KQAjy65UV1dDLpfDYrFg27Zt45bi+OCDD9DX1weO4+BwOLB2\n", "7VokJiZ6zOlwOLB//35IpVJwHAeNRoOLFy9i165dSE9PR01NDdrb28FxnHvS5NLSUvfPG41G/Pzn\n", "P8czzzwzaZq/6dTV1aG+vh4WiwUqlQoWiwWbN292F0ZPz3nkyBF8+OGH7kX8HnzwQXfP0+Fw4ODB\n", "gxCLxe6Vgx955JEZXwOLxYJf/OIXyMrKgkgkgtVqxYoVK8YV5ule256eHhw5cgRarRY2mw1isRh9\n", "fX146aWXoNFovHo9SGCowBIyxrVr16acd5UQf1CLgJB7hoeHcfbsWQAjPdNQry1G2EdnsCRkLl26\n", "hI6Ojim/t2rVKqSmps6J5/SktbUVly9fnvJ7GRkZYTHjP/EfFVhCCBEI3clFCCECoQJLCCECoQJL\n", "CCECoQJLCCEC+f9WCq3cndrqIwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.569833\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4U+edL/CvjvbN+27jBdtg1jhAMBACWUjiBGggoZOF\n", "yfS2t2ln2mnvdEmbaadtpluatmkzvTNp73R7WtowLQRIIeCwBAjGgAGH1RhsvIANtmzLi6xdOuf+\n", "YVvY2JYlHR1Jr/37PE+ex0eWjr45UX4++p33vK9MEAQBhBBCwo6LdgBCCJmqqMASQohEqMASQohE\n", "qMASQohEqMASQohEqMASQohEFFLtuL29HYcOHYJcLsfq1auRmZk54XMvX76Mq1evgud5LFu2DDk5\n", "OQCA3bt3w+v1AgAKCwuxYMECqeISQkjYSVZgq6ursXnzZgDArl27sGHDhgmf293djaeffhoAsHfv\n", "Xl+B1Wg0ePTRR6WKSAghkpKswOp0Ot/PKpXK73NXrVo17uNerxc7duyAIAgoKCjAokWLwpqREEKk\n", "JFmBHXmDmFKpDOg1Bw4cwNKlS33b5eXlvp/37dsXvnCEEBIBkhXY4d4pAMhkskmff/ToURQXFyMl\n", "JWXc309WpPfv3w+5XB5cSEIImURCQgIWL14c0mslK7B2ux3A4Jns8M8AcOnSJXAch7lz5/oeO3bs\n", "GNLT05Gfnz9qHy0tLcjLywMAOBwOv+8nl8uphUAICbuampqQXyvZMK2ysjJs3boVW7duRVlZme/x\n", "EydOoKqqyrdtMplw/Phx1NXVYdeuXdiyZYvvdy0tLdi2bRu2bduG2bNnSxU1qiorK6MdIWSsZmc1\n", "N8BudlZziyXZGWxWVhaef/75MY+/9NJLo7bT0tLwyiuvjLuPiS5+EUIIC2RTZbrCQ4cOUYuAEBJ2\n", "NTU1eOSRR0J6Ld3JRQghEqECG2Us96ZYzc5qboDd7KzmFosKLCGESIR6sIQQ4gf1YAkhJAZRgY0y\n", "lntTrGZnNTfAbnZWc4tFBZYQQiRCPVhCCPGDerCEEBKDqMBGGcu9KVazs5obYDc7q7nFogJLCCES\n", "oR4sIYT4QT1YQgiJQVRgo4zl3hSr2VnNDbCbndXcYlGBJYQQiVAPlhBC/KAeLCGExCAqsFHGcm+K\n", "1eys5gbYzc5qbrGowBJCiESoB0sIIX5QD5YQQmIQFdgoY7k3xWp2VnMD7GZnNbdYVGAJIUQi1IMl\n", "hBA/qAdLCCExiApslLHcm2I1O6u5AXazs5pbLCqwhBAiEerBEkKIH9SDJYSQGEQFNspY7k2xmp3V\n", "3AC72VnNLRYVWEIIkQj1YAkhxA/qwRJCSAyiAhtlLPemWM3Oam6A3eys5haLCiwhhEiEerCEEOIH\n", "9WAJISQGUYGNMpZ7U6xmZzU3wG52VnOLRQWWEEIkQj1YQgjxg3qwhBASg6jARhnLvSlWs7OaG2A3\n", "O6u5xaICSwghEqEeLCGE+EE9WEIIiUFUYKOM5d4Uq9lZzQ2wm53V3GJRgSWEEIlI1oNtb2/HoUOH\n", "IJfLsXr1amRmZk743MuXL+Pq1avgeR7Lli1DTk5O0PugHiwhRAox2YOtrq7G5s2b8dxzz+HUqVN+\n", "n9vd3Y2nn34amzZtwoULF0LaByGExBrJCqxOp/P9rFKp/D531apVovfBKpZ7U6xmZzU3wG52VnOL\n", "JVmBHdl5UCqVAb3mwIEDWLp0qah9kKnN7eWjHYGQgCmk2rHX6/X9LJPJJn3+0aNHUVxcjJSUlJD3\n", "UVlZiZUrV/p+BkDbEm8Pk/r9Tp85A6sxB7uu9qMwWYuVqV5YTa0h7W/lypUxc/ymy/bwY7GSJ5T8\n", "oZDsItfOnTuxceNGCIKAPXv2YP369QCAS5cugeM4zJ071/fcY8eOITU1FSUlJQHtYzx0kWtqa+y2\n", "4/O76uAd+rS+uCgDLy6a+KInIeESkxe5ysrKsHXrVmzduhVlZWW+x0+cOIGqqirftslkwvHjx1FX\n", "V4ddu3Zhy5Ytk+5jKmG5NxXJ7A6P11dcAaDD4gp5X3TMI4/V3GJJ1iLIysrC888/P+bxl156adR2\n", "WloaXnnllaD2QaafnHgN1pYk4726bhjVcqyfmzL5iwiJMpqLgDDD4vSgc8ANrZJDZpw62nHINCGm\n", "RSDZGSwh4WZUK2BU00eWsINulY0ylntTrGZnNTfAbnZWc4tFBZYQQiRCPVhCCPEjJodpEULIdEcF\n", "NspY7k2xmp3V3AC72VnNLRYVWEIIkQj1YAkhxA/qwRJCSAyiAhtlLPemWM3Oam6A3eys5haLCiwh\n", "hEiEerCEEOIH9WAJISQGUYGNMpZ7U6xmZzU3wG52VnOLRQWWEEIkQj1YMuW4PDzqOq0wDbiRm6jB\n", "rBTd5C8iZAIRnw92YGAABoMhpDckRGpXTFa8vLcBAKBRcPj5+mIUJgdfZG0uLwQI0KtoDloSGr8t\n", "gtra2nH/efvttyOVb8pjuTcVq9kbzXbfzw4Pj06re9TvA8ld32XDy+/V48t76lHbMRD2jKGK1WM+\n", "GVZzi+W3wFZVVYHjODQ1NeHUqVNwuVw4efIkkpKSIpWPTHH1XVb88kQrdlwyoXMg9IUMRypO0YEb\n", "WuVdr5Ij3aAK6vX9Dg9+dLgZ9d12NJkd+O7BJnRbw5ONTC9+v/s899xzMBgMOHfuHD75yU8CAEpL\n", "S/GXv/wlIuGmA7HrrkeT2Oy3+h14Zd91WJxeAECv3YNP3ZclOldJmh4/Xz8LnVYXcuLUKEjSjvr9\n", "ZLm9vACHh/dt2z38qBVto4nVzwurucXyewY73GdVqUafAdy9TUgobC7eV1wBoK7TCi8vvpIpOBnm\n", "pOmxqiARM0PovSbqlPiXlblQy2VQcDK8vCoPKXql6Fxk+glomJbNZgPPD/5F93q9sFgskoaaTlju\n", "TYnNnqpXYVVBAgCAkwFPz0uDfPi7vYQCyb0kx4hfb5qD326ag+V58eBk0ucKBKufF1ZzixXQ5dEn\n", "nngCf/rTn6BSqeB0OrF27Vqpc5FpIF6rwOeX5+Bjc1OgU8qRf9dX+WiSyWTIMNLS4EQcGgdLIuJa\n", "pxWHG3uQblDh/rwEpAZ54YmQaIn4ONj29nZkZGSE9IZk+mnrG7yYNeAa7Lf2Ozz4h8XiL2ZFQ4fF\n", "CQ8vIFWvgkoRuRshu6wuDDi9SNQpEa+hcbmsCOgTcvny5VHbVVVVkoSZjljuTQWa3erifcUVAGo7\n", "rIjmF6dQj/nl9gF8dkcdPrXtCvZd7YZzxEgDKd3oseMre+rxmR11+PHhRnQxOGSM5c+5GAEV2Pr6\n", "+lHbCgX9BSWBSzMosTwvHsDgxawN89Mgi5GLRoFyeXn8d3UbbG4eAoD/OtGKdoszIu99ts2C25bB\n", "onq6zYomsyMi70vEC6lSDo8oIOKxPD4w0OwJWiW+eP8MPD0vFTqVfMy4VKl1DrhgcXqRpFMgQasM\n", "6ZjLZTLEqe/876KSy6DgItMiiLurJaBRsPXHCWD7cy6G3wK7Z88e2O121NXVwe2+c7thenq65MHI\n", "1JKsUyJZF/mxpDd6HfjO/uto63fh3iwjvrIqF2khXGCTczJ8emk2PF4B3XY3/nFZNrLiInOh7p5M\n", "Az6+IA0f3bJg3ZwUFNHkNczwW2DXrVsHANi9ezfWr18fkUDTTWVlJbN/3cORffjGAqnGv164PYC2\n", "/sGv1x/dsqDRbMe1c9Uh5c5L1ODVxwrg5QGdSh7uqBNK0avw6aVZcHp4XDxXA60yJWLvHS4sf87F\n", "CHgcLCHh1mi24/enb8ErCPjUfVkoCuGuq8kY1aMLoU7JoV/E/tSKyBXWkWQyGTRKOZzOyPR9SXjQ\n", "OFgSFf1OD15+r953wSY7To2frS9Goja8bQSzzY3dVzpxptWCJ2Yn46GZidCOc/bZbXWhY8AFg1qB\n", "3ARNWDMQtkk+Dnbv3r1YsGABvF4vqqqqsHTpUhQVFYX0hoQAgNvLw2zz+LbNdjc8EsyokqRT4hOL\n", "s/B8KQ+VfPyLUl1WF350uBkX2q3QKTm8/mQRZqfqw56FTD8BXQZ1uVzIzs7GuXPn8MILL6Cmpkbq\n", "XNMGC+MDPbyAAZdnzNhVMdkTNEp8fnkOOBkgA/CFFTOQJOFFsJHF9e7crb1OXGi3AgBsbh7Hmnol\n", "yyEWC5+X8bCaW6yAzmA5jgPHcdBoBr86qdV0j/Z0YRpw4S/nO3D+9gCempeCNYVJ437FDpack2Fl\n", "QQJ+mzIHHl5AVpw6oAtdvXY3Trb04VqXDatnJmJBpkH0RCwGtRxyGXxTEubE0+ebhEdABdblcmFg\n", "YMBXYKdI2zYmxPqV1Zq2fuy+0gUA+L/HW5GfqMWCjMFpLMVkt7q8ONvaj8sdVtw3Iw5ZcYEVtdOt\n", "/fhZ5U0AQMU1M37xsVlBD1u6O3dBkhbff7wQ++vNKEnVYemMuKD2F0mx/nmZCKu5xQqowGZlZWHX\n", "rl3YtGkTLl26hMbGRqlzkRhhdY2+qSRct4de6RjA9z9oBgDsutyJn68vxtz0ydd5u9Fz5y4mDy+M\n", "mk82VHJOhsU5cVicE7uFlbApoB7sihUr8Pd///fQaDQoKSnB5z73OalzTRux3ptaOiPO95X5oZkJ\n", "mDniLiwx2U0j1skSAPTYPRM/eYQVeQnQDE2yMjtFh+wQBvvH+jH3h9XsrOYWK+hbZRUKxai5CM6d\n", "O4fS0tKwhiLR025x4la/E/EaBQqStJiRoMFP1hbB5uKRoFXAqA7PPBSzUnTQq+SwurxI0yuRF+DQ\n", "qDnpevziqVnod3iRaVTRtIckpokeB7tr1y5s2LAhXHlCRuNgJ+b28rjUbkX1zT7MSdNjcU4c9ONc\n", "qGq3OPGd/Y1o6nFAKZfh9SeKMD/DgJu9Djg9PDKMKhjCVGABoKXHDrPdg3S9ClkMXlhq63PgYEMP\n", "vLyANcVJNH52ior4fLCELde77fjXigbEqRW41GGFQS3Houyx/cbb/S40DfU43V4Bp2/2gxcEfLPi\n", "OpxeARvnpeLRWUnos3uQE69GusgZ//MStchLFLWLqLG6vPjF8Zv46Nbgkt5n2/rxWnnRmIlZyPQW\n", "uRmDybgi0ZvqdXiwODsO6+emIEGjwO1+J+zusReH4jUKqOR3hjwtzNTj7Y/a4Rwav7TzcidOtfTh\n", "Xyuu49UDTfjoapPk2aUQjmPu8HhHTRvY3OOAwy39LHOs9jJZzS0W/bmdBmbEq3FfjhFvnWwDAJy6\n", "2Y/seA1Ks4yjnleQpMHrTxah+mY/8hM1mJ2qQ1a8BjVDZ2kaBYfhftJ1sx0DwuRX/aeqOLUCz5em\n", "45dDx/T5e9IRp43OPAUkdlGBjbJIjA/Mjtfg0tCdSsMszrFX7WUyGealGzBvxHCpTQvSIANwq8+B\n", "9fNS8YuhMagaBYcZaclhz9o54EKvw4NErQIpemkuYIXjmCvlHMpnJ6MkVQ9eEJCfpIUmAhPBsDqe\n", "lNXcYlGBnSZK0nRI1SnRaXMjO041ariVP1lxanzh/hngBQEWhwf/uCwbN3qdWDojLuyrwLb2OfCd\n", "/Y242edEQZIG31kzM+AbEKJBq5RjTjrNWUAmJroHS0O0xIlUbyovUYufrivGm+tn4UdPFCE7Prgr\n", "3pxMhnitEg8WJuEfFmeiJE0f9uz1XTbc7Bucjq/J7EBDl833O5vLi64BF5we8TcWsNwPZDU7q7nF\n", "CugM9vjx40hOTkZJSQkaGhpgMBh8q8rm5+eHJQjP8xAEAXI59bGkkhmnRmYMnxHePXRseLvD4sQv\n", "T7bh/O0BPDE7Gc8uTEe8dvCj6/by6HV4oJZzdAWfxBz5q6+++upkTzp+/DgWLlwInU6HhIQEVFRU\n", "YN68eX5f097ejnfffRe1tbVITk6G0Wic8LkVFRU4cOAAZsyYMep5u3fvxpUrV3xL1vhbqqapqQmZ\n", "mZmT/avEnNzc3GhHCFm4sxs1CqTolXB4eDx3TzqW5MRBpeBQ1dKHv1wwwe0VUGuyYlG2EVlxajjc\n", "Xrx/zYzvHmzCqZv9WJBh8BXeSOaOJFazs5obAG7fvo2ZM2eG9NqA/uTr9XokJw9e0OA4LqCzzOrq\n", "amzevBnA5DcjlJeXo7a2dszjGo0Gjz76aCARyRQQp1Zgw7w0rJ+T6ndmreGRDDd6HfjPqlYAQEO3\n", "HTsvm/B/VrL7PzKZekLqwXIBrKap092Z4UilCu1qsNfrxY4dO/DOO+9M2TloWe5NSZX97uK6IMOA\n", "shlx0Cg4bJiXiqLk8S+uBTptIR3zyGM1t1gBncHKZDKYzWYkJSXBbDbD6538QsPIO3CVytAmUi4v\n", "L/f9vG/fvpD2QdiXGafGKw/mwermEaeWQ6Mc/AaVl6jBF+7Pwe9O30ZOvBpPzUuNclJCRguowD75\n", "5JM4cOCAb07Yp556atLXjCzCMpETIgOBFemRK1cO/8Wk7dC2T5w4AZVKhcWLF/t9/rBQ3+/epctx\n", "sqUPVS09WJKpxeriNOhUijHP/+j0yXFfX758BZbnxqOtpRk3Lp1B7tDvq6qqwPP8uO+/cuXKqB/f\n", "UP57eL3emMkT7PbwY7GSJ5T8oZBs0cOdO3di48aNEAQBe/bs8S37fenSJXAch7lz5456fm1tLRIS\n", "EpCVleV7rKWlBXl5eQCAPXv2+JYRHw9N9jKxLqsLggCk6JUB/bGzOD04fbMfF9sHsCIvAaVZBign\n", "WM9KrLOt/fjXiuu+7R8/WTTmDrNgNXTZUGuyIt2gwtx0fdhmAIs0u9uLM639qGrpw305cSjLjR93\n", "kh4iLckne6mvr0dxcXFQOy4rK8PWrVshCALWrFnje/zEiROQyWSjCuzBgwfR2NgIjUaD/Px8rFq1\n", "CsBgga2urgYwdcfbSr1e/PlbFnz3UBO8vIBvPJyP+3LiJi2ytR1W/OhICwBgb103fv6xWZibdmdA\n", "vZcXIOdkYcne5/D43Q7WjR4HXt7bAKtr8BvUvz6Uh4cKk0Y9Zzj39W4b/vxRB7QKDs+WpiE3Ibw3\n", "Toh1rcuG7x1qBgAcaujBa+WFsDdfYPKuKKk/57EqoAJ7/vz5UQW2qakJBQUFfl+TlZWF559/fszj\n", "L7300pjHRhbgkYYLLQlNr8ONNz684Zv1/4cfNOPXz8yZdA5V04AL6+akIEmrgMsrYGCo6LX1OfDX\n", "Cybctjjx9/dmhNxbH6kw+c4dZpnGwO8wm0iP3e0rrgBwqd06psACQLfNhe/sb/RN/G2yuvDdx2ZC\n", "q4ydM8S7/9j02j2I3VHMZDwBr8k10vnz5yctsCQwUv5V5yCDYsTsWHJOhkDa4bNTddh3tRsN3XYk\n", "ahVYkRcPAPjrBRP2Xe0GANSZGvHWxntEZ8xL1OCn64phtruRrFMiSatEnckKu5tHbqIGFocHBxvM\n", "MKoVWFWQMOmNEmkGFbLjVGjrd0EGYPlQ9pFWrlyJ9n4numx3VlW4bXHC6eV9BbbP4cHtfie0Sg65\n", "CZqwXEcIVkGiFhkGFdoHXEjSKlCYokV+MZtngdPx7BUIsMCuWLEC77//Ph5//HGp85AwitMo8LXV\n", "efjx0RZ4vAK+sio3oAlUeuweNHTbfT/XddpQnKLD7X6n7zkODx+29blG3mF2tLEHPxhaq+sLK3Lw\n", "l/MdvrPM5h47vvxArt9+cGacGt9/vBA3e52I1yomHNKVpFPiM2XZ+NXJNnAy4NP3ZSNuqFfb5/Dg\n", "VydbcaihB2q5DD8oL8LCzMjPHDYjQYMfry1Ct9WNRJ0ypudlGOblBVzrtOG2xYnseDWKU3SiV/1l\n", "WUAFdsuWLSgpKcG2bdsAAHV1dTGxisFUIHVvqiRNjzfXzwIPAQmawL7SG+66kJKsU0DOybB5UQau\n", "DE2+/XcL09DX1gQk+7+jLxhuL48Bpwf/sCgDOqUcHl4YtXbXtS4bnB5+0gtu2fEav3MtDB/zJ2cn\n", "Y2GGAXJOhpx4ta8Q3O534lBDDwDA6RWw67IpKgUWADKMamSMmNg81nuZVzut+PKeevACoJTL8Oa6\n", "YhSn6mM+t1QCKrBPPPEElixZ4tveu3evZIFI+AV7j35hihb/9nA+3r/WjUXZcb5luu/JNOKtjSVw\n", "eXlkGNX4qDq8E253DLjwx5p23wKI33woD+vmJGPPlcG2xHML02FxeHDiRj+0Cg5z0/VI0oXeB9Yo\n", "5eMu+a1TclDJZXANTTSen0hLwQTqVr8L/NC4JLdXwO0BF4pTp++MY5IN04o0GqbFvpq2fryy786Q\n", "rWfmp+L50gy09NihlHNI1Svx7f2NqB9qX/zdwjR8ckmW39tqQyEIAi62D2Dn5U7kJ2hQPjtZ9PI4\n", "08UVkxVf3n0NXgFQyWX4+fpZKB7njxhLaE0uEnUWhwcyDjCoQv9IpeiVMKjkGBgaBbAw04g4jQIL\n", "MgfHxd7odfiKKwCcutGP50rTRb3neGQyGRZmGrEwU9x43OloVooOP18/C+0WF7LiVBP2wKeLgEaP\n", "9/f3Y/v27fjDH/4Aj8eDnTt3Sp0r6nhBgNnmhkXkuMzJsHyP9nD2i+0D+Jc91/DyngbUd1onedXE\n", "chO0+MnaInxtdR5ef6IIpVmj+57xGgWW5NwpemuKk6ALYVjVVDjmsUrOyVCSpseDhYmYlar3jb6I\n", "9dxSCehPf0VFBTZu3Ij33nsPCsXUP+n18gJOtPThP6tuIlGrwMsP5osenzlVdVpdePVAIyxOLzKN\n", "KlzrsmP3lS7MTtVjRX48ErXB9UgLk3UoTB7/K2W8RoEvrcxFfbcNajmHWanT+wo1iX0BVUuNRjNq\n", "UPlUnxT7Vr8T3/+gCbwAmO0e/Ka6Dd97rDDsvT6A7fGBK1euRIfFBffQxaAnS1Lwn1U34RWAimtm\n", "qBUyrCkO77pdqQbVpDdKjMfDC3B5eOhUcuaPOYtYzS1WQC2Cu2804HnplyeOprsv+3m8AsRcC+yx\n", "uXGowYyt59rR0G2b/AUMSTUo8fUH86CUy+DheXhHHKbh5V8C5eUFnG3tx7f3X8efam6jc8A1+YsC\n", "cKvfiTc+bMGX99Tjw6YeuL1T+/NLYkdABTYtLQ2VlZXweDw4efIk07OTByIzToWvrsqDWi5DmkGJ\n", "l8qyoRAx2cmRxh68fqQFvz9zG1/f24C2Pofvdyz3piorK8HJZFieF4/fbpqD+/MSMDt18Ou9RsFh\n", "We7Yu6j8ae5x4Fv7G3HyRj/+WNOOfVe7Rh2rUO2/1o1DDT1oNNvxww+aca7xtuh9RgurnxdWc4sV\n", "UItg1apVqK2tRW9vLzIyMsK2DlesUso5PFiYiIWZBig5GRJFjLUEgAu3B3w/W5xe9Du9yBYbMoZw\n", "MplvMPy3HylAu8WFOI0ceYnB9a1tLi88/J1T4NY+F/7nXDs+t2KGqDkChsfVAgAvAG5+SoxMJAwI\n", "+LRs7ty5WLdu3ZQvrsMUnAxpBpXo4goAj89KxnD3dm6aDqn6O/uMxd6U3e1Fp9UFm9v/xOrjZU81\n", "qLAg0xB0cQWA7Hg1lufGARgc7D8/Q4+L7Va4RN6Su35uChKG1up6Zn4qFuRniNpfNMXi5yUQrOYW\n", "K6Az2K6uLuzbtw9arRYulwvl5eVISho7QxEZ3+IcI/7jY7Mw4PIiN0Ed0HwA0dJtc2PL2ds43NiD\n", "Zblx+PR92QFfVHJ7eNzsc4AHkBOvhkYR3Flnkk6Jf74/Bw8V2nCzz4EtZ2/jn5bnwChytdiiZB3+\n", "66nZsHt4JOuUNKcqiZiAzmArKiqwefNmbNq0Cc8++yz2798vda4pRSnnUJKmx5KcOKQZRt8RFGu9\n", "qWudVuy92g27m8fh6724Ypp4XOvI7F5ewJHGHvzTzqv43M6rOHDNHNLFpFS9GmUz4lA2Iw4/erII\n", "DxQkhGUoVqpBhdwEDfQqecwd82Cwmp3V3GIFVGB1Op1voUO5XA6Nhu7NJqP1Otz4dfUt34qv/32q\n", "DR0hjgLQquSYlapHYbJOspUUCImEgD69DsfoK7k22+BQo+HVBkjoYq03NStFjydnJ0On5PBQYQLm\n", "pE08UcfI7Go5h3TDnd5yqkGF1l7xIwCkEGvHPBisZmc1t1gBNbd4nsdvf/tb3HvvvTh//jzi4+NR\n", "W1uLc+fOYenSpVJnJBGUrFfis8uysXlRBvRKOXQB9isNagU+tzwH2y92wisIKM0yYveVLpTlxkdk\n", "surhZWwIiSUBncHabDYsX74cGo0GZWVlKCkpETXwntwRi70prVKOVL1qTHG90ePA/mvdONHSi167\n", "e0z2wYt3ArqsbvzqZCseKEiQvLi6PDw+bOzBV9+rx+9P30KXdfK2RCwe80Cxmp3V3GIFdAb7wgsv\n", "wGAYO+Fwbm4uWltbkZOTE/ZgJLZ0DLjwrf3XcdsyWMD+YVEGSjNnjHpOqkGFT92XjevdNhjUcsyO\n", "wDygjWY7fvBBMwQAlzusyDCq8ERJiuTvS0ggAjqDHa+4AoDRaMSZM2fCGmi6YaU31Wf3+IorMHjz\n", "hFlmHLMwX3a8GqtmJmJRdlxEhkPZ3V6M/C7VNWIFhImwcszHw2p2VnOLRZdoSUCSdAoUJt0ZPbIg\n", "04D6Lju2XegYtYprpOUmaLBsxuDNCYlaBe7PT4haFkLuRgU2yljpTaXoVfj6Q/n4p2XZeGlpFprN\n", "diTrlfjrBRPMNv9njbwg4GavA81me9gWShyWrFfhy6ty8dbG2fiPj83CzAAmeGblmI+H1eys5hZr\n", "6k/uSsImP1GLBI0C1Tf7kWlUo8/uwaeWZE56S231zX5892ATPLyAL6zIQfmsZCgV4fvbnqBVIiHI\n", "eWcJiQQqsFHGWm8qQavEwkwDDCo5/ru6Dbf6XUi90oVXHsqD1ckj1aAcNWG2xenBr062+SZx+a8T\n", "rVicY0RWXPRuVmHtmI/EanZWc4tFBXYSpqG7kVL1yoiM5xTDbHOj0+qCQSX3u2z1RJrMdjT32JGk\n", "VWJ2qg6aCWawyjCqcbPXgVv9g8dmw7xUfOv9RtjcPDQKDj9dW4RZQyMIFJwMKTolbvUPzg1rVCvo\n", "7iwybYj+pE/lIVpnW/vxmXeu4KV3ruBsm0WS9whXb6rT6sLrR5rxhXev4Yt/u4aGruAm9r7Z68DX\n", "9jbgtcMteHlvA87dGvD7/HitEvKhvzdODw+be7C36vDwuNl7Z6JtrVKOL9yfgxV58SjNNOD7j81E\n", "6l2T3ZgMGjdzAAAgAElEQVQGXLjR65j0YplpwIUzrf24YhI3wxbL/UBWs7OaW6yACuyxY8cm/N2S\n", "JUvCFiaWmG0u/PhoC2xuHnY3j9ePtAQ0iD1abvY48NFQUbQ4vahq6Qvq9V1W96ghV+fb/f9BKUzS\n", "4turs7BpQRqKU3QYeRNVmnF0Ac1L1OJbjxTgh+WFmH3XrbcNXTb887tX8entV/CnmtuwOMdfZLLb\n", "5saPjzTjGxXX8S9/u4bqm/1B/fsREg0BtQg++OADmEwmPPDAA0hLS5M6U0yQyWRQyu9UDSUnk2SB\n", "vXD1pvQqOWSAb0xoujG4KRFTDUokaBToHSqy92b5X7JazsmwvCgdy4sG17v66dpiNHTbMTNJg5KU\n", "sYsWDt7GOvb47b7Shd6hCbHfudSJBwoSMTd97Meyy+rChfbBmb0EAHvrurCyILQhWSz3A1nNzmpu\n", "sQIqsBs3bsScOXNw/PhxHDlyBPPnz8fcuXOlzhZViVolvvFQPt748AZ4Afjq6lwkhWHybanMTNbi\n", "1UdnYs+VLizIGJwa0eH2wuHhYVQrJr1PPydegx8/WYTmXgeStArMSh1/ZdfxKDgZ5mcYMD9j/BtS\n", "/BmeCBsAOBmgVoyf06hWjPoDUJrt/w8AIbFA/uqrr7462ZPS09Mhl8uRn5+PnJwc/OlPf8IDDzwQ\n", "gXiBa2pqQmZmZlj3mWpQ4aGiRDwxOxkzEqS56l1ZWRmWNc7k3OD6YUtz43BvVhz6HR78Z9VN/LGm\n", "HXJOhrwEzaQXl+I0Cjg9PG5bXHDzApJ0Sr9n7eHInmFQod/hgUwmw+dX5GBeumHcPwZGtQKLs+OQ\n", "YVTisVnJWJEXH/IyMuE65tHAanZWcwPA7du3MXPmzJBeG9AZbGVlJfLz81FVVQWDwYAvfvGLIb0Z\n", "i+LUbAy0uN3vxG+q23C1y4bN92bA5vLiWPNgH/aXJ9tQnKrD/HT/Z5j1XTZ8eU89PLwATga8sbYY\n", "80I4Kw1GZpwaX12d51tS25+ZydqAbiQgJFYEdJHr0KFDaGxsxDPPPIMnn3wSer30k3hMF+HqTVU2\n", "9+JYcx9MA278/sxt2Fyjr7J7vZPPfmYacPnGq/ICcMvif9ntcGVXcLKAp0UMB5b7gaxmZzW3WAEV\n", "2I0bN2LVqlWQy2kto1hld98pqL12DxblGFGYpAUnA56en4qCpMnP/DKNamiG7rBScDLMCHAsrcXp\n", "weHrZvzfqps429of0lIxhExFARXYhQsXSp1j2ppofGC/w42/1XbiG/sacKjeDPs4t6NaHB6cae1H\n", "ZXMvVuTFIz9BDRmAZxakYka8Gq89UYjff3wuPrE4E3EBLBxYlKLDz9YV498eycfP1xejeJzRAONl\n", "v9xhxWuHW7C7tgvffP86rnfbJ/8XjyKWx2Symp3V3GIF1GDs7+/H/v37YbVasXnzZuzevRsbN26U\n", "Otu0Vmuy4T+rWgEAZ9os+ImhCPdk3rlyzgsC9tR14fdnbgMAFmcb8N3HCiEASNAooB36yp0QZMuy\n", "KEWHokkK6906RkxjyAvwXeknZLoLeFXZp556CvHx8VAo2Ljow4qJelP9dxUpq3P0GazN5cWhhh7f\n", "9tm2Abh5AZlxal9xldpw9rnpeuiUgx+l7DgVZsSr/b0s6ljuB7KandXcYgVULTUaDZTKO2NAqRcr\n", "vZJUHdL0SpisbhQmaZF/Vw9Vq5RjRV48bgwtLDg7VQdDBC8UjVScosMvnpqFHpsH6UYVMoyxXWAJ\n", "iZSACqzLNfoWUZ6nixjhUllZOe5f99xELd5YV4xehwfJOuXQeld3yDkZNs5LxexUHRweHnPS9Eic\n", "4EYIj5eH3cNDp5SHdWHAkdlzE7TIZWSu64mOOQtYzc5qbrECKrBpaWmorKyEx+PByZMnmR0wzJp0\n", "oxrpE5wNujw83LyABRkGaJUcWnocuNw+gBkJasRp7hTaLqsLfznfgdOtFjwxOxlrS5JhUCtwo3dw\n", "AUOlnMOaosSQZt8ihPgnEwJcHra2thaNjY2YP38+8vPzJY4VvEOHDmHRokXRjhERVpcXf6vtxNZz\n", "HViYocea4iT86EgLeAFYNycFn1ySCePQDRJHrpvxw8Mtvtf+6IlCzEzS4ut7G9DUM9heWJJtxL89\n", "UhDWsahdVhd4Hkgx+L8bLJLcHh51XTZ0WFzITVD7plQkxJ+amho88sgjIb024CtWc+fO9c0/0NLS\n", "gry8vJDekIjX3GP3jR6Qcxy2XTBh6P4A7LnShafmpvgKrOOuaf3cXgFOD+/r3QJAY48djgDupArU\n", "pfYBvHqgES6vgK+tzsPyvPiwtiZCdaXTipffa4AAQC2X4c2PzRo1OTgh4eZ3FME777yDHTt2YMeO\n", "Hdi+fTu2b9+Obdu24c9//nOk8k15oYwPlI2YlarH7kZu4p2v9wkaBTSKO4VyQYYBxUO3lz5QEI/C\n", "ZC3itQq8cG+G7zkvlGb4HSfbZLbjgwYzzt2ywDFiPO542QecHvxH5U30OwcnmnntcDM6Y2Saxyaz\n", "wzfbmNMr+CZTZwmr40lZzS2W3zNYg8GAxx9/HMePH4dSqURpaSlqamqQkMDI1YwpKj9Rg8+WZeHt\n", "cx1QKzhsmp+GrDg1zDY31pakjJqqMDteg+8/Xgir24t4jcJ3Zvv0/DQsyjZCLpMhP1EDxQRnmDd7\n", "HXj5vXr0Dw0T++6jM7EsL37CbNxd0zzKORlipEOAwuTBO9t4AdApORrtQCQXUA92+/bt2LRpk297\n", "586dMXejwXTqwQKA28ujz+GBRsHBIOGENB+1WfD1fQ2+7U0L0vCZsmy/r6nvsuEnR1vgcPP40gMz\n", "cG92nGT5guHhBdR3WtFpdSM7Xk3tARIQyXuwd69FRcO0ok8p58YM3ZJCqkGJBK3CNyl2adbks2sV\n", "p+jwxtpieCEgQRM7c+gqOBnmpBswJ9pByLQR0J1cPM+jq6sLANDV1QW32y1pqOkk1ntTOfEa/PiJ\n", "Inzz4Xy8sbYYCzPvFFh/2Y0aRUwV15Fi/Zj7w2p2VnOLFfCKBhUVFRgYGIBerx/VLggXnuchCALd\n", "JRaj9Co54u+6gEYI8S/gcbATaW1tHXdl2fb2dhw6dAhyuRyrV6/2u9pARUUFGhsbsWHDBmRlZYW0\n", "Dyl6sFaXBwqZDOoQZ86fChq6bfjqnnrY3Dzi1HL8ZG1xQFMfhsLh8eL8rQGcbbOgNNOAe7ONIa9a\n", "QEi4iOnBil62+8yZM+M+Xl1djc2bN+O5557DqVOn/O6jvLwcDz74oKh9hNu5WxZ8aXc9vvn+dTSb\n", "Y3v6PSk1mx2+Jbn7nV7cHDF+Ntyuddrwrf2N2HW5E68ebEJdZ3BLjxMSa0QX2InodHeu0KpUoV2M\n", "Ccc+QnG734lv729Ec48DF9qteOtEK1wSTSId672pFP2dPqoMQPKI7XBn77GNnkHMbJOm1x/rx9wf\n", "VrOzmlssycb3jOw8jJyJS8p9jJxQYvg/aCjbXmHwbqdhAy4vrly5Cktvd1j2P3J7ZPZw7C/Q7ZpL\n", "dehXxINTaVCcosP1C6fHff6SZcvxw/JCXGjrRUmSGrOG5oqtrKzExYsXw5ovLrMASVoFzHYP4jUK\n", "JMrunC1H+vjE6jarx+PixYsxlSfY7VCJ7sHu2rULGzZsGPN4RUUFysvLAQAHDx7EmjVr/O6ntrYW\n", "CQkJo3qwwewjnD1Yt5fHwQYz3jx2E1olh+89NhMLMqfWMtH/c64dvxu63XZOmg6vrpk54WxckdTW\n", "50Cn1Y0UvRI5NAENiQERmYsgWHb7YN9SEATfzwBw6dIlcBznm9cglH1IbXCGqSQszDBCwWHCGa1Y\n", "ZXd7caSx17d9xWRDv9MTEwU2O15DM3uRKUOyHmxZWRm2bt2KrVu3oqyszPf4iRMnUFVVNeq5Bw8e\n", "RGVlJQ4ePIgPP/xw0n1EglLOITt+4ukCwyUavSmNgsOqgju3O89O1YW0PPnd2V0eHpfbB3DyRh9u\n", "9/tfkTaaWO4HDmc3DbjQbLbD4mRjeR6Wj7kYos9gxxuiBQBZWVl4/vnnxzz+0ksvjXlsoq/+E+2D\n", "iCOTybB2TgoKk7Wwu3nMTtWJPnt1eXicbu3Hvx9sAgAUJGrwvccLkWaI3MXJ6eJ6tw3fqLiOHrsH\n", "jxYn4aWlWUjQRv/bBxlLdA82VkyluQja+hxot7iQqFNipkRjTsOpw+JExdVuNJkdqLrR53v85+uL\n", "MS998ltrSXD+36lWvHOx07f907vusCPhFZM9WBKatj4HXtnXgI4BNzQKDj9ZW4TZEk4M3WV1wTTg\n", "RrxGHnLvs6qlD+/VdePJkmRfgY3XKJAQwFLhJHhJ2tFD5zSKGJmujIzh9/+AI0eOYMmSJfj1r389\n", "ZoJtt9uN4uLiKXPWGC13r1XU2udEx8Dg+E+Hh8eldqtkBbbD4sL3P2jC1U4b4tRyvP5kUVAzTA1n\n", "t7q86HV40NzjwEtLs8DJgNIsY8xerGJ5fajKykqsuuc+tFtcuNppw8cXpkl2Z104sXzMxQjoFKOg\n", "oGDcoVjbt2+nAhsGNpcX3bbBM9YkrQJyGeAdatzkSLgEdkuvHVeH7pbqd3rx0S1LSFP4rZqZiEMN\n", "ZlS19CFRq8D/WpKFeDp7lUy6UY1/XpEDl5eHmuaGiGl+/y8Y7/bVUS9W0P9EYpXetwxbz7fjL+dN\n", "SNAq8IPHC/H6k0U422bBrBQd5mdI11szqhWQAb5Z/tOCnP7wzoqyGryxbhbsbi8StEroo7R8eKBY\n", "PpMazi6TyZgqriwfczECqpCJiYnjPk4rG4jX2ufEX86bAAC9dg92XjLhaw/mY2EEbmwoStLi1Udn\n", "4kB9N0ozjaIulCTplADoSjYhIwU0Dnb16tXjPj7ZGS6Z3EBfL0au1hLJ4TZKBYflefH49pqZ+Ni8\n", "VBjVCtSZrPigwYw6kxVefvwBJjd7HTjb2o+ahlZR729xeKIyjpPlMZmsZmc1t1j0HT/KhP4OfPPh\n", "AmypaUdeogbr5qREJUe/w4PmHju+vrcBXmFw9v+frStGSdroC2zNZju+trcBvQ4PDCo5fpKYNGnf\n", "1u3lcbXThpYeB/ITNZidpsfVTit+duwGOMjwlVW5Y96HkKnAb4H1eDw4evQodDodli1bhgMHDsBm\n", "s+Gxxx4bNdMVCd19iwcvEi7KjoNKLoNSLtnNdRO63e/ET462YFG20XdxzcMLaLc4xxS+G70O9DoG\n", "zzoHXF40mx2TFtj6Lhu++l49eAHgZMAvPjYL3zvUBPPQ7FmvHW7Gfzw1K2IrILDcD2Q1O6u5xfL7\n", "f/OOHTtwzz33ICUlBa+//jrmzZuH8vJy7N69O1L5pg29Sh6V4goAlzoGcKnDOphhqF+h5GTIihs7\n", "giHprju+Rk5fOJGOAReGuw28MDhqwu29035wennQMm9kKvL7f7RarUZKSgqKi4uRnZ2N7OxsaDQa\n", "aDSxOb6RRbHQm1INFfbtF03430uz8OUHZuDn64tRlDL2zHRWig6vlRfi+dJ0fOOBTJSkTf5NJidO\n", "DfXQUt4aBYc4jQJfezAPGgUHrZLDy6vyxhRuKcXCMQ8Vq9lZzS2W3xaB3W73zWTV0NAAp9MJtVoN\n", "pzN2J/IgwZuXrse6kmScbrXA6vJiTVEi4ib4uq5ScFicE4fFOXE4fvw4NLMzJt1/UYoOb35sFjos\n", "LqQbVZiZrENBkoBfP1MCGWRINdDoAzI1+Z2LwGQy4fDhw5DL5Xj44YdRUVEBAFixYgXy8/MjlTEg\n", "U2kugmhwe3jYPF7oVQooOLr1kpBhks1FkJaWhmeffda3/cILL4T0JiR6LE4Puq1u6FRyvzNbKRUc\n", "4hXR6QETMlXR/1FRJmVvqtfuxq9OtuEzO+rwhXevorE7vJOWs9pXYzU3wG52VnOLFVCBFQQBDQ0N\n", "qK2tRW1tLf7whz9InYuEwY1eBw7UmwEAPXYPDjaYo5yIkOkloAK7c+dOWCwWcBzn+4eEh5TjA9UK\n", "DiO7qclhvlLP6thGVnMD7GZnNbdYAd3JpVQqce+99/q2S0pKJAtEwmdmohb/+nA+tl3oQEmqHivz\n", "4yP6/l5+cHVeXYxP/kKIVAI6FbVYLKO2TSaTJGGmIyl7U0oFhwdnJuJna4vx+RU5YV9fzF/2zgEX\n", "/t+pVnxpzzXsreuC3e0N63uLwXI/kNXsrOYWK6Az2KamJvzqV79CcnIyAKCurg7f+ta3JA1Gwket\n", "jPwZZM0tC3Zd7gIAvFl5E7kJGkmnXiQkFgVUYB977DHcd999vu0jR45IlWfaYbk35S+7xTn6jNXh\n", "iZ17YafqMY9lrOYWK6AWwcjiCtA0hWRyS2fEIStucNztqoIEzEyM/WVNCAm3kIYDtLe3hzvHtMVy\n", "b8pf9twEDX66thi/fqYE/+f+GUgKYFKYSJmqxzyWsZpbrJAK7MmTJ8OdI2rcXh5nWvvxsw9v4MC1\n", "bvQ7Ij8B9FSVolchL1ELI63PRaYpv5/8zs5OJCYmoqenZ9TjVqtV0lCRdL3bjn97/zp4Aai41o1X\n", "1xRgRX7klsJhuTfFanZWcwPsZmc1t1h+C+y2bdvw8Y9/HFu2bBk1kUpHR4fkwSKlz+HByJVR2i2u\n", "6IUhhEwpflsEn/vc55CamoqioiI8+OCDvn9mzpwZqXySy03QIDdhcHyoXiXHAhEL/4WC5d5UpLLz\n", "goBeuxuOMI2lpWMeeazmFiug5lh5efmo7aKiIknCRENmnBo/eLwQpgE34rUK5CbQZOITaemxo93i\n", "QopeOekyMeHi8vD4sKkXfzh7G7kJanxueQ6y4+m/EWGD3/lgJ+JyuaBSTTz1XTTQfLDSajbb8ZX3\n", "6mFxeqGWy/DTdcWYnSr9QoX1XTb8866rGP6QPjM/FZ9dliP5+xIyTMx8sCGNIhieeJtMH639Tt/N\n", "A06vgGazIyLv6+UFjDwDsLlj54YFQiYTUoHlaYW6sGGlN5WiU2LkQgfpRlVEss9I0OATizPAyYBM\n", "owob5qWK3icrx3w8rGZnNbdYfnuwb7zxBnJzc8c8XldXhw0bNkgWisSeohQdfrK2GHUmKwqTtShJ\n", "0+FMo/Tvq1fJ8cyCNDxcmAS1govo4oiEiOW3B7tr165xC+lEj0cT9WAJIVKQrAe7fPnycR9PSIjc\n", "QHxCCGGV3wKbnp4+7uM02Uv4sNybYjU7q7kBdrOzmlssWvuFEEIkEtI42FhEPVhCiBQiPg6WEELI\n", "5KjARhnLvSlWs7OaG2A3O6u5xaICSwghEqEeLCGE+CGmB0tTzZMpwebywmxzQ6PkkKKPrYmIyPRF\n", "LYIoY7k3FSvZB5we/Pmjdnxq+xX887tXcb3b5vf5sZI7FKxmZzW3WFRgCfNu9jqw7aIJAGC2ebDn\n", "SleUExEyiApslLG8VlG0sltdXpgsTgw4BxeoVMo5jJjoC3GTLLJIxzzyWM0tFvVgCVM6rS7896k2\n", "VDb1YkV+PD5bloO8RA1eeSgff/6oHQVJGjw+KznaMQkBQGewUcdybyrQ7F5eAB+mwSpXTTYcbeyF\n", "VwCONfWhzmSFUs7hocJEvLm+GF9bnYesOLXffUyHYx5rWM0tlmRnsO3t7Th06BDkcjlWr16NzMzM\n", "oJ+7e/dueL2Ds+gXFhZiwYIFUsUlErnebcPvT9+GnAP+15IsFCRpRe2Pu+uUQD5iFnCDmr6Qkdgi\n", "2SeyuroamzdvBjD5/LETPVej0eDRRx+VKmJMYLk3NVn2Xrsb3z3YhNtDS6F3Wt14/YkiGCfpkfoz\n", "O1WP9XNS8GFTL1bmx2N2avCLL07lYx6rWM0tlmQFVqe788GfbIHEiZ7r9XqxY8cOCIKAgoICupGA\n", "MS6vgB67x7fdbXPDzYtrFSTrlPhMWRZeKE2HQS2HWiEf93l2txctPQ54BQEFiVroVOM/jxApSdaD\n", "HXmDmFLpf5mPiZ5bXl6Op59+Gs888ww6OjrCHzIGsNybmix7kk6Jzy/PgQwAJwP+aVkOErTi/6ar\n", "FXIk61UTFlcPL+D9a9344t+u4Uu767HjkgkOjzfg3LGM1eys5hZLsjPY4d4pAMhkMj/PDOy5kxVp\n", "YPA/4vBXkeH/oLG+PTJ7LOQJZvvixYuTPv/hZSswO1UHs7kb3t5GcLLFkufrc7jx9rk7f5C3nuvA\n", "AqMLlo6bMXX8QtkeFit5At2+ePFiTOUJdjtUks1FsHPnTmzcuBGCIGDPnj1Yv349AODSpUvgOA5z\n", "586d9LktLS3Iy8sDAOzZswfr1q2b8P1oLgIyzOby4t8PNuKjWwMAgMIkDX70RBHitbRgIgleTM5F\n", "UFZWhq1bt0IQBKxZs8b3+IkTJyCTyUYV2Ime29LSgurqagBAaWmpVFHJFKNTyfGF+2fgUIMZbq+A\n", "x2YlUXElUUGzaUXZyLYGAPCCAG6SlkqsuDs7K1jNDbCbndXcQIyewZLg9NjdOFhvRvXNfpTPTsaK\n", "vHholXTlmxCW0RnsBCwODzoGXNAqOWTHa8K234kca+rB9w41+7bfWFuMBZkGyd+XEOIfncGGWZ/D\n", "g9+dbsO+q2bolBxee6IIc9L0Er+nd9S21eWd4JmEEFbQXATjuNXnxL6rZgCAzc3jb5c7JXuv4eEg\n", "CzL0SNUNXoiZk6ZDQZL0Z81isTq2kdXcALvZWc0tFp3BjkOj5KDgZPAM3XWUGSf9DPl5iVr8bP0s\n", "9Ds9SNYqkaSnq96EsI56sOPgBQE1bRb89XwHCpI02DgvDRmTzNBECJmaqAcbBu0WJ9xeAakGJTQK\n", "OZbkxOHeLOOo2ZoIISQY1IMFcLljAP+4ow7/e/sV7K7tgsM9eIEpEsWV5d4Uq9lZzQ2wm53V3GJN\n", "+wLr8fL43elbsLl5AMCvq2+hfWh6PUIIEWPatwg4ToZ4zZ0LSiq5DAp55NoCUtzdIggCrnbacLF9\n", "ADPiNViQaYBegun6WL0zh9XcALvZWc0tFhVYmQyfXJIJj5dHp82Nl5ZmIZvxC1pNZju++l49XN7B\n", "65evrinAivyEKKciZPqZ9i0CAJiRoMG31hTgZ+uKsSg7btLpFcNJit6U2e7xFVcAuN5tD/t7AOz2\n", "1VjNDbCbndXcYlGBHaKUc1Pm3v9MowppQ+No5TKgNNsY5USETE80DnaKautzoLXPiSStAjOTdTTc\n", "jJAQ0ThYMkZ2vCYik9QQQiZGLYIoY7k3xWp2VnMD7GZnNbdYVGAJIUQi1IMlhBA/xPRg6QyWEEIk\n", "QgU2yljuTbGandXcALvZWc0tFhVYQgiRCPVgCSHED+rBEkJIDKICG2Us96ZYzc5qboDd7KzmFosK\n", "LCGESIR6sIQQ4gf1YAkhJAZRgY0ylntTrGZnNTfAbnZWc4tFBZYQQiRCPVhCCPGDerCEEBKDqMBG\n", "Gcu9KVazs5obYDc7q7nFogJLCCESoR4sIYT4QT1YQgiJQVRgo4zl3hSr2VnNDbCbndXcYlGBJYQQ\n", "iVAPlhBC/KAeLCGExCAqsFHGcm+K1eys5gbYzc5qbrGowBJCiESoB0sIIX5QD5YQQmIQFdgoY7k3\n", "xWp2VnMD7GZnNbdYVGAJIUQi1IMlhBA/qAdLCCExiApslLHcm2I1O6u5AXazs5pbLIVUO25vb8eh\n", "Q4cgl8uxevVqZGZmBv3cYPZBCCGxRrIz2OrqamzevBnPPfccTp06FdJzg9kHq1auXBntCCFjNTur\n", "uQF2s7OaWyzJCqxOp/P9rFKpQnpuMPsghJBYI1mBHTk4QalUhvTcYPbBKpZ7U6xmZzU3wG52VnOL\n", "JVkP1uv1+n6WyWQhPTeYfSQkJKCmpibYmFGn0+mYzA2wm53V3AC72VnNDQzWllBJVmDtdjuAwbPQ\n", "4Z8B4NKlS+A4DnPnzp30uRM9Pp7FixeHLTshhISDZAW2rKwMW7duhSAIWLNmje/xEydOQCaTjSqw\n", "Ez13oscJIYQFU+ZOLkIIiTV0owEhhEiECiwhhEiECmyM4Xl+1OgJQgi7JLvIFW7huPU2GoLJUlFR\n", "gcbGRmzYsAFZWVkRTDm+YLJfvnwZV69eBc/zWLZsGXJyciKYdLRgcldVVaGjowMAkJubG/XRKMF+\n", "du12O95880184hOfiOpnJpjcu3fv9p1EFBYWYsGCBZGKOa5gj3ljYyPOnj0LtVqN8vJy/zdBCYx4\n", "9913fT/v3LkzbM+VWrBZLl++LLS1tUkZKWDBZD969Kjv5/fee0+yTIEI9b//+++/L0WcoASbfd++\n", "fcLZs2ej/pkJJvf+/fuljhOUYLL39PQIlZWVAe+bmRZBOG69jYZYyhKsYLKvWrVK6jgBC/aYNzc3\n", "44033kBRUZGUsQISTPaenh7odDpoNBqpY00qmNxerxc7duzAO++8ExM3HwST/dy5c9Dr9dixYweu\n", "Xbs26b6ZKbBCGG69jYZYyhKsULIfOHAAS5culSpSQILNnZ+fj89//vM4ffq0lLECEkz2ysrKmJlE\n", "JZjc5eXlePrpp/HMM8/42jPRFEx2k8mE3t5ePP3006ivrwfP836fz0wPNhy33kZDLGUJVrDZjx49\n", "iuLiYqSkpEgZa1KhHHONRgOj0ShVpIAFk72jowN/+9vfYDKZkJ+fH9UebKif81g46Qg2+/C3tezs\n", "bJjNZr+fd2bOYP3deltbWxvQc6MhmNyxJpjsx44dQ3p6OvLz8yMZcVzB5Dabzb6fhRi45yaY7J/+\n", "9KexYcMGrFy5EvPnz49ozrsFk7ulpcX3s8PhiExAP4LJPmvWLDQ2NgIYbNHEx8f73TczZ7DhuPU2\n", "GoLJffDgQTQ2NkKj0SA/Pz/qfc1As5tMJhw/fhwlJSWoq6uDxWLBiy++GK3YQR3z48ePw+l0AgCW\n", "LFkS8ax3CyY7MPgHorKyMupnsMHkbmlpQXV1NQCgtLQ04lnvFkz20tJSbN++HRcvXkRqauqkZ+B0\n", "qywhhEiEmRYBIYSwhgosIYRIhAosIYRIhAosIYRIhAosIYRIhAosIYRIhAosIYRIhArsNNTR0YFd\n", "u3bhjTfeGPf3b731Fjo7O4Pap8lkwv/8z//g3XffxV//+ld4PJ5Rv9+zZ0/IeYe9//77eOedd0Tv\n", "Z6D5XxEAAATnSURBVKoJ5NgODAzgN7/5TczfPTjVUIGdhtLT07Fhwwbk5uaO+/uPf/zjSExMDGqf\n", "hw8fxrPPPounnnoKDz/8MI4ePTrq9+G4Zfnxxx9nbj6HSAjk2BoMhpiZGGY6YeZWWSI9l8uFiooK\n", "NDQ04MUXX0Rqaqrvd6dPn8b+/ftRUFAAo9EIt9uNjRs3+gqeXC6H3W6HTqfzTaMHAB6PB/v27UNd\n", "XR127doFACguLsa8efMmzePxeLBz505wHAdBEMZMhPzhhx/CZDJBpVLB4XCgvLwccXFxuHDhAnbu\n", "3IlHHnkEK1eu9G0//PDDeOCBByZ8v4GBAbz99tvQ6XTgOA4ajQY2mw3l5eW+CT0mek8AOHPmDPbt\n", "24cXX3wRVVVVUKlUuOeee1BcXAyv14u9e/f65juwWq3Izc3F/fffP+lxqKqqwq1bt6BSqcDzPFQq\n", "FZ588slJj213dzf27dsHnU4Hl8sFo9GIgoKCSd+PhFHAM8eSKeevf/3ruI8fPnxYMJlMYx7/5S9/\n", "6fu5pqZGqK+v9213d3cL3/72t4U//vGPwmuvvSbwPB/Qe/mze/duobOz07d96tQpYdu2bYIgDE5M\n", "fuzYMd/vXC6X73eCMDgB+M2bN32/2759e0DvefnyZeE3v/mNb9vr9Qp//OMfA3pPQRj896yoqBiz\n", "33379gnd3d2+7a6uLuHKlSsBZdqyZYtgsVh8eW7cuDHmPcfzhz/8QfB6vb7t3/3ud8Lly5cDek8S\n", "HnQGSwKWnJzs+1mr1cLlcvm2Kyoq8I1vfANqtRptbW04cOAAHnvsMVHvNzAwMGoquNLSUty4cQPA\n", "4LIdDofDd+YGDJ4VDrv//vvxzjvv4O/+7u9w/Phxv2eud7v33nt9P3McB61WG9B7Dnv88cfH/XdJ\n", "SkrybScnJ486nv5s2rQJJ0+ehMPhgMPhCHiCFJVKBY670wUc+e9FIoMKLAkbtVoNYLB42Gw20fvT\n", "6/Xo6uryFdmamhrfV+z58+ejvb0dy5Yt8z1/5IU1uVwOg8GAvr4+mEwmPPjggwG/7/nz57Fo0SIA\n", "g3OFDv8hmew9/dFoNDCbzb4iy/M8GhsbJ11FwePxoKGhYVT+t99+O6BpIZ1OJ7xeL+RyOYDB4zcy\n", "O5EezaY1DR05cgS9vb24ePEiFixYAI7jUF5ejmvXrqGhoQGNjY1IT0+HXq/HsmXLkJGRgSNHjuDY\n", "sWP47Gc/i7S0NGzZsgU8z+MTn/gEgMFlV6qrq6FWq+FwOLB+/fpRS3F8+OGHMJvN4DgOHo8HK1as\n", "QEZGht+cHo8H27dvh1KpBMdxMBgMOH36NDZv3oy8vDzU1NTgxo0b4DjON2nyxo0bfa+3Wq34xS9+\n", "gaeeemrMNH8Tqa2tRV1dHRwOB3Q6HRwOBx577DFfYfT3nnv37sXZs2d9i/jdc889vp6nx+PBu+++\n", "C7lc7ls5+IEHHpj0GDgcDrz11luYOXMmZDIZnE4nFi1aNKowT3Rsu7q6sHfvXhiNRrhcLsjlcpjN\n", "ZrzwwgswGAwBHQ8iDhVYQka4fPnyuPOuEhIKahEQMsRiseD48eMABnum0V5bjLCPzmBJ1Jw5cwat\n", "ra3j/m7JkiXIycmZEu/pT3NzM86dOzfu7/Lz82Nixn8SOiqwhBAiEbqTixBCJEIFlhBCJEIFlhBC\n", "JEIFlhBCJPL/AaiomaWg0hv/AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.392198\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4U/eZL/CvdLQv3vd9Bxy2sAcIkIQtaUgMSbOUSdNp\n", "mqe9k5nOTNvMtEnbTNt0Mu00k6Zzb9LeyTN32kxChkCAQNhdIJjNEENYjMEL3vfdsvajc/8QCBts\n", "+Wg5kn72+3mePo8ly0ffnohXR69+i0wQBAGEEEKCTh7uAIQQMllRgSWEEIlQgSWEEIlQgSWEEIlQ\n", "gSWEEIlQgSWEEIkopDpwe3s7SktLwXEcVq5cidTU1HEfe/LkSXR0dAAAsrKyMH/+fJ+PQQghkUay\n", "AlteXo7NmzcDAHbu3ImSkpJxH7t06VLPzwcPHvTrGIQQEmkkaxHodDrPzyqVasLH19fX480330RB\n", "QYHfxyCEkEgiWYEdOUFMqVRO+PicnBy89NJLOHv2rN/HIISQSCJZi4Dnec/PMplM1N9oNBoYjUa/\n", "jnHw4EFwHOdjSkII8S4mJsbzvZCvJCuwFosFgPsq9NbPAHD58mXI5XIUFxd77uvt7UVcXJzn8RMd\n", "Yywcx2HevHlBy08IIQBQUVHh999KVmAXL16MLVu2QBAErF692nP/qVOnIJPJRhXYEydOwGazAQAW\n", "LFgw4TEmk7KyMixfvjzcMfzCanZWcwPsZmc1d6AkK7BpaWl49tln77r/xRdfvOu+DRs2+HQMQghh\n", "gWyyLFdYWlpKLQJCSNBVVFTgoYce8utvaSYXIYRIhApsmJWVlYU7gt9Yzc5qboDd7KzmDhQVWEII\n", "kQj1YAkhxAvqwRJCSASiAhtmLPemWM3Oam6A3eys5g4UFVhCCJEI9WAJIcQL6sESQkgEogIbZiz3\n", "pljNzmpugN3srOYOFBVYQgiRCPVgCSHEC+rBEkJIBKICG2Ys96ZYzc5qboDd7KzmDhQVWEIIkQj1\n", "YAkhxAvqwRJCSASiAhtmLPemWM3Oam6A3eys5g4UFVhCCJEI9WAJIcQL6sESQkgEogIbZiz3pljN\n", "zmpugN3srOYOFBVYQgiRCPVgCSHEC+rBEkJIBKICG2Ys96ZYzc5qboDd7KzmDhQVWEIIkQj1YAkh\n", "xAvqwRJCSASiAhtmLPemWM3Oam6A3eys5g4UFVhCCJEI9WAJIcQL6sESQkgEogIbZiz3pljNzmpu\n", "gN3srOYOFBVYQgiRCPVgCSHEC+rBEkJIBKICG2Ys96ZYzc5qboDd7KzmDpRCqgO3t7ejtLQUHMdh\n", "5cqVSE1NHfexV65cwbVr1+ByubBkyRJkZGQAAHbv3g2e5wEA+fn5mDVrllRxCSEk6CQrsOXl5di8\n", "eTMAYOfOnSgpKRn3sT09Pdi0aRMAYO/evZ4Cq9FosGbNGqkiRoTly5eHO4LfWM3Oam6A3eys5g6U\n", "ZAVWp9N5flapVF4fu2LFijHv53ken3zyCQRBQG5uLn2JRQhhimQ92JGDE5RKpai/OXToEBYtWuS5\n", "vX79emzatAlPPPEEOjo6gp4xErDcm2I1O6u5AXazs5o7UJJdwd7qnQKATCab8PHHjh1DYWEhEhIS\n", "xvy9mCJdVlbm+Shy6z9opN8emT0S8vhy+9KlSxGVR+rbHMehaPZ8OF0CGq9dhs1qodeLyNuXLl2K\n", "qDy+3vaXZONgd+zYgY0bN0IQBOzZswcbNmwAAFy+fBlyuRzFxcWexx4/fhyJiYmYPn36qGM0NDQg\n", "OzsbALBnzx48+uij4z4fjYMlUrvWNYzXDtVhyMbj75ZnYlVeLJQcDcSZ7AIZByvZFezixYuxZcsW\n", "CIKA1atXe+4/deoUZDKZp8B2dnbixIkTmD59OqqqqjA0NITnnnsOgLvAlpeXAwDmzp0rVVRCJuTg\n", "XfjD6Rb0mp0AgN8ca8S0RD2yYjRhTkYimWQFNi0tDc8+++xd97/44oujbiclJeGHP/zhmMcY78uv\n", "yWRkW4M1rGb3J7cMgIq73eri5DLIJ+58Bd1UOueTAX2+IUQEBSfHt5dkoChBi0S9Ej95KAepRnW4\n", "Y5EIR2sREOIDk80Jp0tAtEYh6stbwr6I7MESMhkZ1PRPhohHLYIwY3l8IKvZWc0NsJud1dyBogJL\n", "CCESoR4sIYR4QevBEkJIBKICG2Ys96ZYzc5qboDd7KzmDhQVWEIIkQj1YAkhxAvqwRJCSASiAhtm\n", "LPemWM3Oam6A3eys5g4UFVhCCJEI9WAJIcQL6sESQkgEogIbZiz3pljNzmpugN3srOYOFBVYQgiR\n", "CPVgCSHEi5D3YM+dO+fXkxFCyFTidfXgP/zhD0hMTITL5UJtbS0yMjLQ1NQEg8GABQsWhCrjpMby\n", "XkXByG6yOSEAMIZwIeupfs7DgdXcgfL6ql6wYAHmz5+PXbt24YUXXkBCQgK6urpw5MiRUOUjk1hV\n", "5zD+7XgjeEHA9+/PQnGyIdyRPFyCgLZBOwQISDGqoQjHDoeEeV5bBPPnzwcA8DyPhIQEAEBiYiI0\n", "GtqqOFhYflcPJHu/xYE3jtSjvs+Kpn4bflFaj16zPYjpxjdRbkEQUN44gBe3X8W3tl3F8Rv94F2R\n", "8VUFq68XVnMHSlQP1ul0jrpttVolCUOmDpcA2HiX57addyFCahj6LE68faIZTpcAlwC8dbwRPWZH\n", "uGMRBokqsHFxcTh9+jSsVitOnz6N2NhYqXNNGSyPDwwke5xOiR+syIZGIUeqUYVfrMlDvE4ZxHTj\n", "myi3kpPBqOY8tw0qDooIGdDI6uuF1dyBEvWyWb16NaKionDgwAFERUVhzZo1UuciU8D8dCN+v3Ea\n", "Ns1Mwh8r2rD/Wg+G7Xy4Y8GoVuAfV2VjVooeMxJ1eG1NLuJ0qnDHIgyicbAkrM42DeDVA3We2/+y\n", "Ph/zMqLCmOg2O++CIAhQK7iJH0wmLcnHwd7Zg/3zn//s15MRcieTbfQVq8nLFWzPsB2X2kyo67XA\n", "FYLrAhUnp+JKAiKqwO7du3fUbZPJJEmYqYjl3lQwshck6JAe5f74nR2jRn68dszH9Qw78JvPG/H9\n", "z6rxNzuv4VKb/6/BqX7Ow4HV3IESNbrb5XJN/CBC/JAZo8GvHilEv8WJWK0CiYaxe53tQzZ80TIE\n", "AHC4BBy43oM5acZQRiXEZ14LbF9fH5xOJ4aHh9Hd3Q1BEMDzPF3BBhHL4wODlT3JoELSOIX1FoOa\n", "g0Yhh9XpfrPPj9f5/Xx0zkOP1dyB8lpgKysr4XA40NHRgcuXL7v/QKHAhg0bQhKOkFuyY7V44+F8\n", "lFb3IjtWi+U5MeGORMiEvBbYZcuWAQCSkpJQXFwckkBTDctztEOd/Z5kA+4JwnRaOuehx2ruQIn6\n", "kouKKyGE+M7ncbANDQ3IzMyEXB4hU1tuonGwhBApSD4O9je/+Q0aGhqwd+9etLS04NNPP/XryQgh\n", "ZCoRVWCnTZuG7OxsAMDSpUslDTTVsDw+kNXsrOYG2M3Oau5AiSqwPO+eXcNxNKuFEELEElVgTSYT\n", "Dh48iPz8fKnzTDksf7PKanZWcwPsZmc1d6BEzeTatGkTOjo6kJubiy+//FLUzK729naUlpaC4zis\n", "XLkSqamp4z72ypUruHbtGlwuF5YsWYKMjAyfj0Eim0sQ0G9xQqWQwaAK3fYwhISTqCtYnU6H3Nxc\n", "AMCcOXOwadMmz+8sFsuYf1NeXo7NmzfjmWeewZkzZ7wev6enB5s2bcKTTz6Jixcv+nUMVrHcmxKb\n", "3cG7cLS2D3+1swqv7KtBQ9/Yr5lQmQrnPNKwmjtQAY+1OnTo0Jj363S3pzKqVN6nQa5YsSLgY5DI\n", "1Txgw6+ONqDX7ERVlwUfXmgPdyRCQiLgz2rjtQtGDq9VKsWtVH/o0CEsWrQooGOwhuXelNjsLkHA\n", "yMHWDqcAQRAgk4VnI8GpcM7DxekScL1rGG1DdmREqVGYqINcJov43FKRrBl2a+QBAFH/kI4dO4bC\n", "wkLP5or+HGPkdLxbH0nodvhvp0er8e0FSfjP811I1CmxeV4KTp48CUEQJH/+OQuX4FzzIL5sGcC8\n", "FC3uy0+CkpNH1PmZTLfjCufie3uq4RIApVyGtzYUoihRHzH5/L3tr4B3NNi5cydKSkruun/Hjh3Y\n", "uHEjBEHAnj17PAvEXL58GXK5fNT02+PHjyMxMRHTp08XdYyxsDqTi+U52r5kd/Au9JodUCnkiNWG\n", "7tPImcYB/OSge8cEGYDfPlaEnuvnp8Q5D4fD1b349bEGz+0fP5SDFbmxEZ/bm0Bmckl2Bbt48WJs\n", "2bIFgiBg9erVnvtPnToFmUzmKbCdnZ04ceIEpk+fjqqqKgwNDeG5557zegwS2Zy8C5xcNupTh5KT\n", "I9moDnmWDtPtrcAFAANW5/gPJgFLj1ZDIZfB6RKg5mRIDcN/80gi2RVsqLF6BTuZCIKAC61D+O+K\n", "dqTHqPHMnGSkRWnCmqm624x/2FuDYTuPtCgVfrkuH+nR4c00mfEuATU9ZrQP2ZEWpUZBvDZsvfZg\n", "CesVrEZDL1bi1jRgw48P1sHBC7jUMQw1J8dLSzPDmqkwQYe3NxShz+JAkkGF1KipfUUlNU4uw7RE\n", "PaYl6sMdJSL4PEzLarWOur1+/fqghZmKWB4feGd2m9MFB3/7A1HboB2RsGlxVqwGc9KMnuI6Gc65\n", "zcljwOIIyeaPwcDyOQ+EqAL7zjvv4OTJkwCArq4u2lWWjCnVqMKTsxIBAFqlHM/em8z8x8NI1Dpo\n", "xa+ONuBvdl3HgWs9sDnH34mXhJeoFkFaWppnFa3MzMxJO6sqHFj9ZhW4O7tBrcDme1OxuiAeaoUs\n", "qL1Om9MFi4OHQa2AQu69aHcM2dA6aEeUhkNunBZymQw2Jw87L8Cg4pg/5x+cb0NZ/QAA4K2yJuTE\n", "aTEjKbI/krN8zgMhqsDeubi2QkFzycnY9CoOeeNsve2vTpMd71e04XzrEB6eFo/HihNhVI/9Guw0\n", "2fF6aT2udZuhlMvwxsP5iNep8B/lLajvs+K5eSlYkRMDpSKyFowfi83pwpdtQ6hoGcLsFAPuTTdC\n", "q+RgcYye3ON0sdEmmIpEvcqcztFDW+x2+ziPJL5iuTd1Z3aTzYkvW4dwoXUIg0EcDnWpzYQD13vR\n", "aXKgssOMc82D2PplO6o6h+96bPuQDde6zQDc23tfbDNh37VunGwYQOugDb8+2oDzN9qClk1K17vN\n", "+PGBOnxyuQv/dPgGqjrNKCsrw5rCOKRHqSAD8NVZSciJjfwvmll+nQdC1KXorFmzsG3bNuTl5aG2\n", "thYzZ86UOhdhjMPpws4rXfhThXudgSdnJeHr81KgUQa+hrD95nRsNSfDrBQ93jjiHsiuUXTgt48V\n", "IS/u9hWzUa2AmpPBdvPLtuxYDSpahjy/FzD2FV9V5zDOtw4hM0aDOSkGGDXh/5TWZ3aMut1rdkAN\n", "9w67//ZoESxOF2K1CmiDcI6JNES9igoLC5GZmYnW1lY8+uij0GqD+xFwKmO5NzUy+6DNiZ1Xujy3\n", "d1V2oaQ4MSgFdk6qEcVJOvSYneg03S46VqcLAxYHgNuvx5xYDX71SAFONgwgO1aDWSkGpEepcbZp\n", "EJ3DDjw7Nxmzc5JGHf9GrwX/sLcGVqe7kL/yQDZW5ccFnDtQ2bFaxGkV6LU4YVRzyI3XIq/Qfc5j\n", "dUrEhjmfL1h+nQdC9Nu0RqNBXl6elFlIBDHbeQw7eESpOagVExdJrZLDPcl6nGocBABMT9RBqwxO\n", "nzMtSo2frcnHsINHp8mGfde6wQtAepTqrtlhMpkMxckGFI/Y3jtGq8TbjxXB6hQQp7t9xWd18Gge\n", "tMFk45FiVKG+zz0E8Xq3BasiYG357FgNfvNoIbqHHYjXKZEZE/mtADKaqH8BO3bskDrHlBWJvamO\n", "IRt+faweL267iv93rg39FseYjxuZXafi8J0lGfjrpRn4X0vS8b37s4L6MTtaq0BalBqzUox4+7Ei\n", "vL4uD6+vy0eayIkD8XoV0qPV0Co5lJWVwe50Ye+1HvzVjmv44b4arC2KQ6JeCU4GLMmKClruQGVE\n", "azA3zegprpH4ehGD1dyBEvUv4M4lCfft24eHH35YkkAk/C62mXCywX0l+snlLizIiMKCjIkXaEmN\n", "UuOx4kRJs3FyGYqCMEuo1+zA/z3TAgBwCcDOK1145YEcqDgZ8uJ13v+YEJFEXcGqVCp0dnZ6btts\n", "NskCTTUs96ZYzb58+XIoFTIk6G6/aaQa1ciL16IwUQ9ugnG24cTyOZ+KRF3BDg8P46233vIsplJV\n", "VRURC7wQacxKNWBJVhS+bDNhfVE8CoI8rjUSxOtU+NnaPHxwvgM6pRxPzUmmb+NJ0IkqsFqtFm+8\n", "8Ybn9s6dOyULNNVE4jqZKUY1/nFVDsx2HkY1N+5IgEjMLsat3PnxOvx0dW644/iE9XM+1YgqsHcu\n", "1TV79mxJwpDIoVdx0Kvoio6QQAS8HmykoPVgJ4fOIRv6rE7EapVIMtBGlyT8QrIebH19PTo7OzFv\n", "3jw0NjbSmFgSdE39VvzkYC1aB+3IjFbj52vzRi0Y02N2oLnfCp2KQ16cNqK/jCIEEDmK4PTp02ht\n", "bUVzczMUCgWtphVErIwPdPAuVLQM4j/PtuBUwwAsDj7o2Wt6zGgddK9z0TRgQ22PxfO7PosDbx9v\n", "xMt7a/A3u67hi5ZBv5+HlXM+Flazs5o7UKIKbGtrK5YuXepZVUuvj+yl0UjwVXeb8aN9tfjoy068\n", "dqgOV8dYaCVQxjt6vgb17dtdJjtON7mLqksAdl3pjojFvAnxRlSLgOPoyw6psPDNakOfBS2DNows\n", "Z10mB9YFOfu0RD3+dlkmyur7sSovdtS2I3oVB4OKg8nuXlx6RpLO78W8WTjn42E1O6u5AyWqwFos\n", "Fjgc7umSDofjrpldJPIN23mcax5ERcsQFmdGYV6GERoRawzU9pjxg89q8NTsJM/CIzqlHPkSjI01\n", "ahT4yowEfGVGwl2/S4/W4F8ezseR2j6kGtVYmhMd9OcnJNhEFdi1a9figw8+QHt7O3ienxL7cLUO\n", "2nC9ywytSo4ZiTpEaSaeKuqPUI0PvNY1jF/+uR4AsO9aD37zlULMTjV4/yMAN3qtGLbz2HKhA0/O\n", "SkJWjBq5cVpkx2pFZ3cJAqq7zWgbsiPNqEJBgg5ymQx9FgdMNh7RGgWibq5b0Gd2oMNkh17F3bW4\n", "SVGi/q5pspUdJhyu7kVmjAb358YgQT/xyAOWx2Symp3V3IESVWDj4uLwjW98Q+IokaPHbMfrpTdQ\n", "c/NLlm8tSsNTs5PDnCowvebRC2APWMdewOVOCXr3G4vV6cIH59vx5qOFyI717eq1usuMv99TDadL\n", "gFIuw1sbCqFXcfjln+tR02PB4swofHdZJji5DL8ta8TpxkFolXL8y/oCzEgev9/f0GfBD/fVepYZ\n", "dLoEfJXx/05kchE9TKuyshK1tbWYNm0aioqKpMwUdgMW3lNcAeDzun48Xpwgatk+X4XqXb0gXosY\n", "jQL9VieS9ErkiCyS0xN1eH1dHio7hjE71YBpCbcXQhmZ/UavBYNWJ1KjVEgyjF7hqnXI5lnk2uES\n", "0DZoh413ec7xmaZB1PSYYVApcPrmcocWhwuHqnu8FthhO+8prgBQc3Mng4mwfCXFanZWcwdKVIE9\n", "dOgQoqOjsW7dOly4cAFHjx7FqlWrJI4WPjEaBYoStLje7S4Aq/JiJCmuoZQTp8W/bShEr9mJBL3S\n", "6zJ/TpeAS20mnGkawPREPRZkGLEoc/ye59WOYfzD3mrYeAEF8Vq8tjp31DqtqUY1OBnAC4BCLkNK\n", "lAodQ6O3HVIr5NCrOCjkMk8xzphg/dMUoxoLM4w42zwEpVyGh6ff3bslJJxEFdj+/n6sWbMGALBo\n", "0SJs375d0lDhFqdX4tUHc3G92wydUj7q2+xgC2VvKiNagwwR3w3VdJvxo/01cNe5Lvx8TR6WZEdj\n", "2M7jetcwhh0u5MdpUXvxLJYvX47TTQOeLVpqeixoHbSNKrCFCTq8taEIrYM2pEWpURCvQ4LOvcV3\n", "edMQ1hXFoSheB62Kw+vr8rC7shv58Vrcm2b0mjNOp8T37s9G66ANejUnem8qlvuBrGZnNXegRBVY\n", "pXLsL3gGBwcRFRU5ixMHU2qUGqkiF3OebPqtTozctqptyL085dHaPrx9ogkAUJSgxQvTUwEAWTEa\n", "yGXuK/9hO3/Xjq+cXIbpSXpMH7G1dLxeiRcWpuNrc3noVBzkN4dczUk1QhCAfz/RhK0XO/GzNbm4\n", "N33811i8Xol4vTRfQBISKFETDcxmM7q7uwEA3d23B3gfOXJEumRTRCS+q2dGq5EW5f42XquU454U\n", "PXiXgMM1vZ7HXO+2wJjgLrD3phnw6oM5eCA/Fj98IAcZ0eLWEODkMhjUCk9xBYCuYTt+erAOrUN2\n", "WJ0uvH2iecIdamt7zDhU3YMLrUOwOPgJnzcSz7lYrGZnNXegRF3Btre347333kN6ejpaWlqQk5OD\n", "jz/+GFVVVXj88celzkhCLD1agzfWF6DDZEeMVuH5Qmx5TgyudLhncKVHqRB9c2hV26Adr5fWQwCw\n", "/XIX/vWRAsyZ4OP9eDiZDGqFHI6bEwp0Sjk4L5cBDX0W/OCzGgzffPwv1uZhcRaNkSWRQVSBXbFi\n", "BRYsWHDX/efOnQt6oKkmkN5Ul8mOC21DMNtdmJduDOqmeGO1SFYXxiI9Wg2Tjce0RB2uf3kWicuW\n", "ocfsGDXLq3v49hCw+l4Ltl3qBCcHnpiZhKwJRi8kGtwLYf/7iSZoFHJ8d3km9KrxX6bdww5PcQWA\n", "ys7hCQssy/1AVrOzmjtQogrsWMX11v2HDx/G6tWrgxqKTIx3Cdh6sQO7Kt2tm6wYNX79SCHidNL1\n", "I6M1SiwZUbwabraKko3uq9kBqxN6FYf0aHdh7rc48O7pZlxsM4EXgPo+K365Lh8GtfeX3awUA/5t\n", "QyE4mWzCXQaSDCrEaBXotzghAzBHxOQJQkIl4G0/TSZTMHJMWf6+q1scPM633j73jf02DNt5SQvs\n", "nW5lb+izouSeRAiCAE4ug9nBY8jqREXLEJIMKnxnSQa2X+5E26Addv7uada8S7hr6UGDl6vWkTJj\n", "NPjXRwrQ2G9FnE6JIhEbFrJ8JcVqdlZzByp4+yqTkNKrOGyYEY//c8q9M+qG6fHoMTuwt6obBfFa\n", "LMiMQrRE03tHsjp5DNt5/PGLNs99b6zPx8V2E/7laAMA4LCsF99cmAajWjEqkyAIuNhuwgcV7UiP\n", "VuOrs5OQFjW6zTFs59EyYIWCkyErRgvFGGvAZsdqRc0uM9uduNQ+jOpuC+akGVCcFNkbHBL2UYEN\n", "M397UzKZDKsL45Ebp4XNKcCgkuP7n9V4Bum/8kA2VuXHBTvuKGVlZSiYsxDdww4syYpCVZcZy7Oj\n", "kRGjxpGaPs/jeAFINaqwKDN6VEFrHrDhx/trYeMFXGgzQSaT4bvLMj2/tzh4fHK5E+9XtEMuA378\n", "YC6W58b4nbey04yfHKwDAHDngd8+ViTpGGcpsNrLZDV3oEQN0yKRSa/iMDvViIWZUTA7XJ7iCgCt\n", "AzbPgjV9ZnHrDtidLpxtGsAfTjfjZH2/qCFPaoUc5U0DsPMC7s+JgQyAUa3A3DQjNAr3yys9SoW8\n", "eB1UitEvN5vT5Zmg4M5sBe8SYHPwcAkCeswOvF/RDsC9Buwfv2iDye59yJY3rYO3t5vnBaDP7P+x\n", "CBGDrmDDLFjv6hnRauTGanCjzwoNJ8OsVCO+u+saBm08FmYY8ff3Z0240tT1bjNePeC+wtt+uQu/\n", "ejjf6yD/W9l//FAu9l/rgVohx+rCOOiUHKYn6fH2Y0XotziQYhx70kaK0T2ba9ulLmgUcnx9fiqO\n", "1fVh+6VOTEvSYcOMBM/6CQCQHq2GytuYrQlMS9RBzclg4wXE6RSeL+NYwupVIKu5AxVwgfV30WMS\n", "XMlGNX6+Nh9tQzbEaRU4UteHQZv7CvRs8xCa+m0TFtg+y+gr3R6RV77ZsVp8e0nGXffnxmkBjN8b\n", "NagV+NrcFDxUEAe1Qg6Tjff0bat7LEgxqPGLdXnYdqkTMRoFSu5JDLDA6vH2Y9PQa3EgxahCRvT4\n", "w9pMNic6TXZoFHKkeXkcId6IerV2dnaO+zt/d1skbsHcqyjZqMLcNCOyYrVIGlFM5TJAp5r4P3V2\n", "jAZxOvd7rlHNIS/O+zfywchuUCuQH69DRrTmrpZE25ANWoUcrz6Yi5eWZo7aANFfefFaWOsvei2u\n", "QzYn/uuLNnxnxzX81c5rkmyP4y9W97ZiNXegRBXYP/7xjxgYGBjzdwZDcMYdulwu8PzEPT8izqLM\n", "KDw/PwXz0gz46UO5yIub+Fv2rFgt3vxKIX79cAHe2lCEvDF2LWgbtOGL5kHU9pihUgX3I3Z2rBbL\n", "bu5UEK9TIi9u7FEDUmsdtOHTm+OLzQ4Xtl0c/wKDEG9EtQjS09Nx6tQpDA0NYeHChcjJyZnwb9rb\n", "21FaWgqO47By5UqkpqaO+9j9+/ejrq4OJSUlSEtL89y/e/duT9HNz8/HrFmzxMRlyli9KbOdx6DN\n", "CZ2KQ9QEg/LHE69XYfO9qRDmCj61cdKjNeNeKbYN2vDqgVo0D9ig5GT49SMz/Mo2njidEn85PxXL\n", "c2IwbOORH6+V5OP5RP1AtUI+atnE1ChxayuEAqu9TFZzB0rUv94nn3wSKpUKLpcL586dw7Fjx/D8\n", "8897/Zvy8nJs3rwZALBz506UlJSM+9j169ejsrLyrvs1Go1nmcSpos/iwJ8q2rCvqgfFSXr8YGW2\n", "17VbJxKMHnl1txnXusyIUnNoHnB/E+/gBZxrGsQ9ycGdOZUVq0VWrBaC4NsbQ1AzxGjw87V52HK+\n", "HdlxWnyF1pklfhLVIhgcdK8y39vbi+bmZsTETDwWUae73b9Tqfy7AuB5Hp988gm2b9+OiooKv44R\n", "6e7sTdV2W/DZ1R64BOByxzDOtwyFKZlbfZ8FL39Wjd+daELbkB1K7nbRS9VJVwClLK4T9QPlMhkW\n", "ZEThV48U4LvLMiNq2UpWe5ms5g6UqCvYjz76CAkJCUhISMCjjz4qqmCO3LN+vPVkJzJyc8V9+/b5\n", "dQzW3Pnk3BrIAAAgAElEQVQluYIL7yiNPrMTZod7euunlV34wYosXGozIS1KjTSdMMFfs00RwIgF\n", "QgCRBVav1+Ppp5/26api5BdWwbgaEVOkR84WufWOydrt2QuX4OvzUrCnqhuzEnWYe3PxknDlyZu9\n", "AMkGJTpMDvSYHRiwOnGueQg9ll788L7bH50j5fyJub18+fKIyjMVbt+6L1Ly+JPfHzJh5KXmOOx2\n", "u88f83fs2IGNGzdCEATs2bMHGzZsAABcvnwZcrkcxcXFox5fWVmJmJiYUV9yNTQ0IDs7GwCwZ88e\n", "PProo+M+X2lpKebNm+dTxkjl4F0YsvHQKeXQTLCaVFCez+lCVbcZrQM2ZMdqUJSoG7UIdnO/FU0D\n", "VshlMvxHeSsa+60wqjn8dkNRUJdIFEMQBPSaHeA4GWJCsNYCIRUVFX4PRxV1BatSqVBfX4/Ozk7M\n", "mzcPjY2NyMvL8/o3ixcvxpYtWyAIwqjlDE+dOgWZTDaqwB4+fBh1dXXQaDTIycnBihUrALgLbHl5\n", "OQBg7ty5Pv+fY8FYc7SVnBxxutB9PL3aNYwffFaDJVlR6DHrwMlkKEy83UPPiNEgI0aDhj4Lvjor\n", "ESqFHFkxajRfPY/M++4LWU6XIOB04wDeOt4Evco9PrYwYeLVs+7E8rx4VrOzmjtQogrs6dOn4XK5\n", "0N7ejkWLFuHMmTMTFti0tDQ8++yzd93/4osv3nXfeOvJ3iq0RFotAzY8VBALm9OF//qiHZ9V9eD1\n", "dfk3Z2K5dZnseL30Bhr63aMI/m55JhK40O602z7k3jnB6RIwYAX+94km/PqRAqhDcJVPiD9EXSa1\n", "trZi6dKlkMvdD9fr2VqBKJJFwrt6TqwGGVFqlNW7J5N0DTtwuLoX7YNWz2P6LE5PcQWAo3V9WLhw\n", "YcizjuxoCTf/56tIOOe+cLoEVHUOo6y+HxnF88Mdxy+snfNgEVVguRBfqZDQKkrUY0by3W+arx6s\n", "w41eCwAgRqtA+ogB9/fnxIR8nGqyQYUfP5QLg4pDikGFl5ZmhqRHHW5VncP4u93X8fPDN/CDz6rR\n", "0GcJdyQikqgCa7FY4HC4F/5wOBxwue5elZ74x9v4wC6THbU9ZvSKXHTFX5xchnuSDfj+/VnIi9Ni\n", "VV4sXACa+m2o63H/Y04yqPCLdfn40aps/HJdHh7Iix03e9OAFW+XNeGNIzdQ22MOas77sqPxf5+Y\n", "jt89XoRpib73XwH2xmRe7Rz2bKM+aOPRPmQPbyA/sHbOg0VUD3bt2rX44IMP0N7eDp7nR41PJdJo\n", "6rfipwdr0TJox4wkHX70QA5SjNINeFcr5IjXKfC1e5Ox7WInjta5F8yO0d5+iWREa7wukgIAVgeP\n", "d08141yze4LE5bZh/K5kGuKDtJWNXCabcFWwySZ/xJoQak6GBD2NnmCFqAIbFxeHb3zjGxJHmZrG\n", "601d7RxGy6D95s9m1PVaJC2wAGBxuhc2uT83BslGFRakGzEjSY9esx3DdhfidEroVbc/ko+V3c4L\n", "aBm43avtNjtgd0bWJx7W+oHFyXr8+pECdAzZkRunQb6IfcciDWvnPFj8Ggu0f//+YOcgdzCoRvcW\n", "dSHoNU5L0CFGq8R/V7QjVqPA/PQotAza8Mr+Wnxr21X8/nQz+izeP54a1Rz+ckEabi2C9Y0FqYjV\n", "0brugdAoOMxNM2LdtHgUMbbFzVTn9ZX/y1/+EjNmzMDAwACuX7+OmTNn4uLFi8jNzQ1VvklvvPGB\n", "xcl6vLAwDacaB7C2MM6v8Z6+SjKq8fLKLJjsPIwqDga1Anuv9aCu1z2a4MD1XizNjsF92apxs8tk\n", "MizLicY7JdPgdAnIjNZAowj9F1E9w3aY7DxitEpEa0a/zFkek8lqdlZzB8prgf2Lv/gLZGdn43/+\n", "53/w+uuvg+M4PP3009i6dWuo8k1ZMVolnp6TjCdmJoZ0TrxRrYDx5hKJLkHAHdtoQczSCEpOjrww\n", "foxt6rfiZ4fq0Dhgw5KsaHx3WcaU69uSyOC1wN6apqpUKj1DtRQKxaiVskhgJnpXD+eCI3KZDPem\n", "R6G624LqHjPWFsaPupKOpCuSjiEbGgdsiFJzaBmwovFmH/h04wC+MiN+VIGNpNy+YjU7q7kDJao5\n", "ZrVaR902mUyShCGRZ0aSHt9Zkg6rw4UEgxJ6VeT1U7tMdvy89Aaquy2Qy4AfPZADjUIO680v1zS0\n", "KhYJE1GvvLlz5+Kjjz5CRUUFtmzZMmnXBQiHUI0PdPAu9JkdsDlvr3LWM2xHx5Bt1HbfY0k2qpEd\n", "px1VXE02J768Wj3qcbxLQHW3GedbhtBlEjdW0+50obLDhNONA6O21fZFh8mO6m73eF2X4L5qfW5+\n", "CnLjNHjpvnQU3NG/ZnlMJqvZWc0dKFGXI8XFxcjNzUVLSwtKSkqg1U68vxOJHIM2Jz690oW9VT2Y\n", "l27E1+enos/swGuH6jBk5/H3y7OwMi8GcpkMF1qHsP96D2Yk6bEqLwZxurt7l7U9Zrz5eSNMNh7f\n", "NQ5ifroRspt/++qBWrgEYFayHj96MGfC3mdFyxBeO1QHAUBOjBqvr89HksG34WjRGgX0Kg7Ddveb\n", "x8xkAx6eHo+vTEuATjX5Z3qRyCX6s5NWq0VBQcFdxfXw4cNBDzWVhKI3VdNtxp8q2tFtduBgdS8a\n", "+yz4/ekW9FqccPACfvN5AzqG7KjrteDVA7U4VteP359uQXnT4F3Hsjl4/O+TzajpsaDdZMc/Harz\n", "zCw6eL3HM+PoUscwOkVcxR6t6/OsJ1Dfb0OXyfdZa5kxGvz6kQJ8c0EqXn0wB8tzoiGXycYtriz3\n", "A1nNzmruQAXcUKN+bOTj72gBOF3CqK1fOJkMMhkwbOMx8qEtY3xkdwGjJg44XQJcNxdgmZ6kx5G6\n", "fgCATin3jEbwZm6aAX+udc8ai1JziNb695IsTNCFZCgbIb6g7n+YhaI3FadV4qGCWMgA3JOsQ1as\n", "Fs/PT0V+vBaJeiV+9EAOUqPUSI9RY/bNHRR0SjmW59y995pWyeGlpRmI1iig5GT4x1XZSL45w2xl\n", "Xgy+vyILz8xJwq8eKRC1GPfS7Bj8bE0u/nppBn71SMGEU3GDgeV+IKvZWc0dqMj7SpgE1bWuYbz8\n", "WQ1mpRjwzYWpWJIVDbVChjeONqA4SQ9Nghx7rnZhbpoBiXoVfrQqG50mBwxqbtwCWZxswLsbp6Gl\n", "tQ0zc2PB3Zy2FadTYV1RvE/5ojQK3Jc98SaahLCICmyYSd2but5lhtXpwtnmQZxtHkRWjAZ5cVr0\n", "WRyeBV0S9Uo4ePfH/Hi9CvEiBuUn6FVIKMyWNLtUWO4Hspqd1dyBohbBJJc2YstpuQyI0ykRr1fh\n", "75ZnQQZAIZfhpaUZo1bNEsvBu9BrdsDq4Cd+MCFTUMBXsKFedHmykWqO9pDViV6LA+lRavxyXR6q\n", "uy2YlWpAQbwOnFyGVXkxmJaog1wGpBrVPv93NNmc2P5lK/ZWD2BWigHfWpQm+WpfwcLyvHhWs7Oa\n", "O1ABF1h/d1sk0uk1O/DOqWZ8fqMfKUYlfrE2Hwszo0c9RsnJkRXAjrC1PRZ8cLEHAPD5jX7MSzfi\n", "kelqmGxO9Fuc0CrloloNhExmAbcIDAZDMHJMWVK8q9/oteDzG+7hUu1DDpxqGAj6c/DC3UO/+i0O\n", "/Ed5C7657Sq+tydytzZh+UqK1eys5g6UqCvYo0eP3nWfTqfDvHnzoFDQ92Th1jZow+GaXvQMO/CV\n", "GQnQqUa/b965XF8w5Mfp8HhxAnZf7caMJB3mpxtR32fFvmu97kxDdhyr68fX59OsPzJ1eb2C/dnP\n", "fobW1la0tbVh9uzZo/6XmJhIyxYGQaDjA3mXgA8vtOP9inbsvdaDV/fXIlqtwPdXZCE/XovHixOw\n", "ICMqSGlvi9YqsETfjz8+VYyfrc1HerQGqjvWMjSq3TOpes0OnKjvx9HaXnQM+bfeQDCxPCaT1eys\n", "5g6U10ub1157DYB7mmxcXNyo38XFxeHixYvSJYsAHUM2fNlmgiAAc9IMEfkljoN3eTYmBIB+qxMO\n", "l4B1RfFYkRsDJSeDxeGCnXdBFeRVpSxDA55JBgCQF6fF3y/PxPbLXZiRqMPS7Gg4eBc+vtiB7Ze7\n", "AAD3phnwyoO5klxVExJpAnqVC4I/u9KzwWzn8fszLThR7+5fLsmMwj+uyoZexPRPXwTam9IoOTx7\n", "bwpeL70BlwBsmJHg2WBQLgMOV/fhoy87UJSgw18uSEVqVPDeJO7MrlFyWD8tHvfnxkCjkEPByTFg\n", "cXrOIQCcbzXBZOPDWmBZ7geymp3V3IES9Sq/7777xrx/yZIlQQ0TScwOHudbhjy3L7SZMOxwQR95\n", "F7FYnBmF3z1WhD6LE3IZ0DXsgEGtwI1eK/7teCMAoHXQhrx4DZ6ZkyJpFplMBsOINyGdSo5V+bH4\n", "6MsOAMCiTKOndUDIZCfqM2NycvKY96ekSPuPNZyMag6PTE/w3F4/LR5REhSGYPSmlJwcfRYnfnKw\n", "Dq8eqMPLn1Wjqd8Kxx2LvJhswZ0QICa7kpNj08xE/GJtHn76UA6+uywTURoFrE4eNd1m1PaYQ77r\n", "LMv9QFazs5o7UKI/pw0MDKCnpwdpaWnQaKRfkCPc1AoOT89Oxvx0I1wCUJighSYEO7v668u226ua\n", "Ddp4dA87kB+vwcZ7ErHjShdSjSqsKYzzcgTpxGiVWJx1exyug3fhcHUffneiCTIA31uRhdUFcZ41\n", "DQiZLGSCl0ZqeXk5Fi1ahOPHj8NkMiEtLQ21tbUoKirCzJkzQ5lzQqWlpZg3b164Y/jNwbtwrcuM\n", "DpMdWdFqFPq4PXN50wB+fKAOABCjUeDNRwuRGaOB2c6jz+KAVikfc/HscOgy2fHCtqueLV2i1Bz+\n", "sGk6TUwgEamiosLvCVVer2BbW1sBAB0dHXjyyScBAHPmzMHWrVsjrsCy7EavBRdah+B0CbjSMYyK\n", "liG8taEQ+T7szDo71YDffKUAvRYnsmM0npWwdCou4lb1VylkSDYo0dDvHrKVYlQFfYQDIZFA1Kv6\n", "zskEcjn9YwiW89WN+Me9NXj3dAv+o7wVubEaaJRyUbsBjKRRcJidasSqvFjkxoVmcL+/fbVojRKv\n", "PJiLB/NjsaYgDi+vzIYxhKMKWO4Hspqd1dyB8vqqvnTpEhwOB2pqalBSUgIAcDgccDh839aDjM3i\n", "kqPf6vTcru21ICtajWQf96ViTW6cFj98ICfcMQiRlNce7Fjq6+sRFRV118SDcGO1B9tpsuMnB2px\n", "o8+9NfrLK7NQEK9Fblzkbn/SY7aj3+JEtEYx4aaGUrA5eZhsPAxqDmpFZLU/yOQjWQ92LDk5OX49\n", "ERlbkkGF19bkoaHPAqNagcIEHdSKyG3BtA3a8IvSG6jpcV9p/9PavJBs83JLj9mBD8+341hdH5bn\n", "xOAv5qWEpcgTIobof8kOhwOdnZ1wuVwYGhqa+A+IKGVlZUiLUuO+7BjMTDFEdHEFgJoeM2puTs1t\n", "HLDhepc5pM9f1TmM3Ve7MWjjsfdaD6rGef6mASveK2/Bu6ea0XDz08EtLPcDWc3Oau5AifrXXFdX\n", "h127duHgwYMAgN27d0saarKxOHh82TqEsht9aBmwTvwHEUx3x1hgfYhHKNzZ0HK57u5wDdt5vF3W\n", "hK0XO7HjShf++c830G+V5nuDAasD/Rb6ToKMTVSBPXfuHJ588kkYDAbI5XJaA9ZHpxsH8PLeGvy8\n", "tB4/OViHzhErSrE2R3taog5/szQD9yTr8e3F6ZiRFNpe8bQkHR7Ii4FCLsOK3BhMT7p7vLDVyaOx\n", "//YbWfOADbYRs8WCdc6vdpjw3V3X8Te7ruNiW2g+1bH2ermF1dyBEtWDDcXMLZfLBUEQwHGT70uL\n", "z+v6PT83D9jQY3YiKUQrcw3bedzotcAlCMiN08IY4GI1BrUCG4oT8cj0hLDMvErUq/C3y7PwzYVO\n", "GNSKMa+gozVKfH1eCn53ohkA8Ny8FMRolEHN0W914F+ONqBtyD2c7hel9Xh34zTqB5NRRF3BWiyj\n", "V6Z3Op3jPPK29vZ2fPDBB/joo4/Q1tbm9bH79+/H73//e3R0dPh9jEi2OOv2eqyJOuWoDQal7E05\n", "eBf2VXXje3uq8YPParD1YkfQNijk5LKw9dV0Kg7JRvW47QmFXIbVBXH498eL8PaGQmwoThzV2w5G\n", "bsE1elcHp0tAKNaWY7WXyWruQIm6nJk7dy7++7//G4ODg9i+fTsWLVo04d+Ul5dj8+bNAICdO3d6\n", "xtGOZf369aisrAzoGJFsWXYM4nUqDFidKEzQBnXJQG+GbDw+vtTpub3tYicenZ4Q0WsqBItGyWGa\n", "j9ONfRGrU+LlFdn4RekN8ALw6oM5SNAF9yqZsE9UgZ02bRoyMzPR0dGBjIwMKJUTv5B0utu9OZXK\n", "v49NwThGJDBqFFiYOfauAlL2pjRKOaYl6nC6cRAAUBCvgzaIxZXVvlqwcs9JM+L3m6ZDEIAEvTIk\n", "OyxP9XPOGtENOZ1Oh9zcXNEHHjl/QUxBluoYU5lOyeE7S9IxO8UABy/g/twYRNFOAkFFPVfijage\n", "7N69e9HU1IT6+np8+OGHqKmpmfBveP52r8/fd3ZfjzGyz1NWVsbE7Vv3SXX8tCgNnpydjDx7A+ov\n", "nwvq8d99992Qn69g3L7z3Ic7jy+3pX69SHX73Xffjag8vt72l6ipsjt37sRjjz2GTz/9FCUlJdi6\n", "dSueeuopr3+zY8cObNy4EYIgYM+ePdiwYQMA4PLly5DL5SguLh71+MrKSsTExCAtLW3CY4yF1amy\n", "ZWVlzH58YjU7q7kBdrOzmhsIwVRZuVwOuVzuGa6lVk/8Jc3ixYuxZcsWCIKA1atXe+4/deoUZDLZ\n", "qAJ7+PBh1NXVQaPRICcnBytWrPB6jMmE1RcdwG52VnMD7GZnNXegRBVYu90Ok8nkKbBi1odJS0vD\n", "s88+e9f9L7744l33jVc8xzsGIYSwQFQPNi0tDTt37sSSJUtw+fJl1NXVSZ1ryghGnydcWM3Oam6A\n", "3eys5g6UqCvYpUuXYunSpQCA6dOno6CgQNJQhBAyGfi8HmykYvVLLkJIZAvkSy6/1sbbv3+/X09G\n", "CCFTiagCe/DgQWzduhVvvPEGtmzZgvPnz0uda8oId2+qfciGC61DqO+zTPzgO4Q7u79YzQ2wm53V\n", "3IESVWBNJhOeeuop3HPPPXj22WdRWFgodS4SAq2DNryyvxb/sLcGf/vpdVzvGg53JEImFVEF9tYs\n", "KpfLvabmnbvMsq5lwIovmgdR1+v7VVygwjk+sHnAiuYB99q0FocLF1pNPv09q2MbWc0NsJud1dyB\n", "ElUpby1PyHEcBgcHJ9Wusi0DVvxwXw06TA6oORn+9SuFYy7iPBnFaBSQy4BbmwJkRE/unWwJCTVR\n", "V7BPPPEEAGDt2rUoLS29a5ory5oHbOgwud8wbLyAKx2h/Zgczt5UfrwOb6wvQMk9ifjhqmzMSvFt\n", "pwpW+2qs5gbYzc5q7kCJnioLuKfIbty4UdJAoRarVYKTAfwUvIrj5DLcm27EvenGcEchZFLyaxzs\n", "559/7lkvIFL4Ow6Wd7mvWs+3DqIwXoc5acaQb+RHCIlcki/2UlZWhra2Ns9+WVevXo24AusvTi7D\n", "7FQDZqfSRo6EkOAS1YPt6enBV7/6VWzatAmbNm3CCy+8IHWuKcPf3lR1txmfVnbhTOMAhmwT75Em\n", "BVb7aqzmBtjNzmruQPk13iohISHYOYgPGvutePmzapgd7mFzP3ogGw/kx4U5FSHkTl6vYCsrK1FZ\n", "WYne3l4cPnzYc/u//uu/QhRv8vNnfGCf2eEprgBQGeKRD7eEamzjsJ1HQ58VnSZ7UI7H8phMVrOz\n", "mjtQXgvsrcv6xYsXj9ppgIRXkkGFtCj3XlByGbA4KzrMiaQzZHPi/Yo2vLj9Kv565zXUdJvDHYkQ\n", "0bwW2K997WsoLi72jHutra0Fx3H4+te/HpJwU4E/vanUKDV+uS4fP1+bh7c2FGFOmL6gC0VfrXnA\n", "hk8udwEA+q1O7LrSFfAxWe4Hspqd1dyB8lpgDQb3P9xDhw7BZDJh3bp1GBwcxMmTJ0MSjowvPVqD\n", "JVnRmJGkh5Lza1E0Jqg4OeQj9ruM1dHuwoQdov5l9vf3Y9GiRVCpVFi4cCF6enqkzjVlsNybCkX2\n", "7FgNfvxQLvLjtXioIBbrp8UHfEw656HHau5AiRpFoFSOfdUwODiIqKiooAYiZCSFXIblOTGYn26E\n", "ipODk/u3BTwh4SDqCtZsNqO7uxsA0N3d7dn08MiRI9IlmyJY7k2FMrtWyQWtuNI5Dz1WcwdK1BVs\n", "e3s73nvvPaSnp6OlpQU5OTn4+OOPUVVVhccff1zqjIQQwiRRaxGcO3cOCxYsEH1/ONCeXJODzcnD\n", "ZOOhV3HQKGlNCBJ+kq9FMF4RjZTiSiaHXrMDH5xvx7G6PizLicZz81KRoFeFOxYhfpu843sYwXJv\n", "KtjZqzqHsftqNwZtPPZd60VVpzQz1Oichx6ruQNFBZZEjDt7Vfyk2FCeTGVUYMOM5fGBwc4+LVGH\n", "B/JjoJDLcH+uexKFFOichx6ruQM1uXYvJExL0Kvwt8uy8M2FThhUClr4nDCPrmDDjOXelBTZdSoO\n", "yQa1pMWVznnosZo7UFRgCSFEIn7tyRWJaBwsIUQKgYyDpStYQgiRCBXYMGO5N8VqdlZzA+xmZzV3\n", "oKjAEkKIRKgHSwghXlAPlhBCIhAV2DBjuTfFanZWcwPsZmc1d6CowBJCiESoBwv31tDXOs0wO3gU\n", "JuiQGqUOcjpCCKskXw/WH+3t7SgtLQXHcVi5ciVSU1N9fuzu3bvB8zwAID8/H7NmzZIk6+HqXrx7\n", "ugUAUJSgxc/X5CNOT7uXEkICI1mLoLy8HJs3b8YzzzyDM2fO+PVYjUaDkpISlJSUSFZcHbwLR2r7\n", "PLevd1vQb3VK8lxjYbk3xWp2VnMD7GZnNXegJLuC1el0np9VKu+r0o/3WJ7n8cknn0AQBOTm5koy\n", "DEvJyXF/bgyquswAgNw4DaK1tIoTISRwkhXYka3d8bb9nuix69ev9/y8b9++IKYbbW1RHLJiNDDb\n", "eRQl6hCvC902JSyvk8lqdlZzA+xmZzV3oCRrEdzqnQKATOZ9u2Uxj52oSAOjP4aUlZWJvh2tUcLR\n", "eAnK9kqkR2t8/nu6Tbfp9uS+7S/JRhHs2LEDGzduhCAI2LNnDzZs2AAAuHz5MuRyOYqLiyd8bEND\n", "A7KzswEAe/bswaOPPjru80kxk8vOu8DJZODk3t8gAlFWVsbsuzur2VnNDbCbndXcQISOIli8eDG2\n", "bNkCQRCwevVqz/2nTp2CTCYbVWDHe2xDQwPKy8sBAHPnzpUq6pgut5vwH+UtiNYo8MLCNGTHakP6\n", "/IQQ9tE42DG0D9nwnU+qYHa4AAALM4x4bU0eVBzNyyBkqqG1CILMyQue4goAPWYneNekeB8ihIQQ\n", "FdgxJBpU+F/3pQMA1JwM316cBq1SmqFbwWikhwur2VnNDbCbndXcgaJdZcegVsjx8LR4zEszQiGX\n", "Iy0qdMO2CCGTB/VgCSHEC+rBEkJIBKICG2Ys96ZYzc5qboDd7KzmDhQVWEIIkQj1YMdhc7rQZ3FA\n", "rZAjVktLFxIyVUXkTC6WWew8dld14/+dbUWKUYWfrs5DbhzN5LqT1cFDBkAt0RA2QlhHLYIxNA5Y\n", "8V55K3gBaBm0Y+eVLsmei9Xe1LWuYby8txr/sLcG1d3mcMfxCavnHGA3O6u5A0UFdgzyO1b0Uimk\n", "W+yFRX0WB14vrce1Lguudpnxz3+ux4DVEe5YhEQcKrBjyI7R4AcrspCgU2JumgGPzUiU7LlYXGHI\n", "6RJgst9eYnLYwcPJ0FRiFs/5LaxmZzV3oKgHOwaVQo6HCuKwMCMKaoUcOhX1GEeK1ynxvfuz8M9/\n", "vgGZTIa/X56JOPoikJC70BXsODi5DLE6peTFlcXelFwmw9LsaLyxMgHvPTkDi7OiJ1xUPZKweM5v\n", "YTU7q7kDRQWW+IWTy2Bqb0BalPqunjUhxI3GwRJCiBe0FgEhhEQgKrBhxnJvitXsrOYG2M3Oau5A\n", "UYElhBCJUA+WEEK8oB4sIYREICqwYcZyb4rV7KzmBtjNzmruQFGBJYQQiVAPlhBCvKAeLCGERCAq\n", "sGHGcm+K1eys5gbYzc5q7kBRgSWEEIlQD5YQQrygHiwhhEQgKrBhxnJvitXsrOYG2M3Oau5AUYEl\n", "hBCJUA+WEEK8oB4sIYREICqwYcZyb4rV7KzmBtjNzmruQFGBJYQQiVAPlhBCvKAeLCGERCAqsGHG\n", "cm+K1eys5gbYzc5q7kAppDpwe3s7SktLwXEcVq5cidTUVJ8f68sxCCEk0kh2BVteXo7NmzfjmWee\n", "wZkzZ/x6rC/HYNXy5cvDHcFvrGZnNTfAbnZWcwdKsgKr0+k8P6tUKr8e68sxCCEk0khWYEcOTlAq\n", "lX491pdjsIrl3hSr2VnNDbCbndXcgZKsB8vzvOdnmUzm12N9OUZMTAwqKip8jRl2Op2OydwAu9lZ\n", "zQ2wm53V3IC7tvhLsgJrsVgAuK9Cb/0MAJcvX4ZcLkdxcfGEjx3v/rHMnz8/aNkJISQYJCuwixcv\n", "xpYtWyAIAlavXu25/9SpU5DJZKMK7HiPHe9+QghhwaSZyUUIIZGGJhoQQohEqMASQohEqMBGGJfL\n", "NWr0BCGEXZJ9yRVswZh6Gw6+ZNm/fz/q6upQUlKCtLS0EKYcmy/Zr1y5gmvXrsHlcmHJkiXIyMgI\n", "YdLRfMl98uRJdHR0AACysrLCPhrF19euxWLBb3/7Wzz//PNhfc34knv37t2ei4j8/HzMmjUrVDHH\n", "5Os5r6urwxdffAG1Wo3169d7nwQlMGLXrl2en3fs2BG0x0rN1yxXrlwRWlpapIwkmi/Zjx075vn5\n", "s88+kyyTGP7+9z9w4IAUcXzia/Z9+/YJX3zxRdhfM77kPnjwoNRxfOJL9r6+PqGsrEz0sZlpEQRj\n", "6mcW6JcAAAc1SURBVG04RFIWX/mSfcWKFVLHEc3Xc15fX48333wTBQUFUsYSxZfsfX190Ol00Gg0\n", "UseakC+5eZ7HJ598gu3bt0fE5ANfsl+4cAF6vR6ffPIJrl+/PuGxmSmwQhCm3oZDJGXxlT/ZDx06\n", "hEWLFkkVSRRfc+fk5OCll17C2bNnpYwlii/Zy8rKImYRFV9yr1+/Hps2bcITTzzhac+Eky/ZOzs7\n", "0d/fj02bNqG6uhoul8vr45npwQZj6m04RFIWX/ma/dixYygsLERCQoKUsSbkzznXaDQwGo1SRRLN\n", "l+wdHR349NNP0dnZiZycnLD2YP19nUfCRYev2W99WktPT0dvb6/X1zszV7Dept5WVlaKemw4+JI7\n", "0viS/fjx40hOTkZOTk4oI47Jl9y9vb2en4UImHPjS/ZvfetbKCkpwfLlyzFz5syQ5ryTL7kbGho8\n", "P1ut1tAE9MKX7EVFRairqwPgbtFER0d7PTYzV7DBmHobDr7kPnz4MOrq6qDRaJCTkxP2vqbY7J2d\n", "nThx4gSmT5+OqqoqDA0N4bnnngtXbJ/O+YkTJ2Cz2QAACxYsCHnWO/mSHXC/QZSVlYX9CtaX3A0N\n", "DSgvLwcAzJ07N+RZ7+RL9rlz52Lbtm24dOkSEhMTJ7wCp6myhBAiEWZaBIQQwhoqsIQQIhEqsIQQ\n", "IhEqsIQQIhEqsIQQIhEqsIQQIhEqsIQQIhEqsFNQR0cHdu7ciTfffHPM37/zzjvo6ury6ZidnZ34\n", "6KOPsGvXLmzduhVOp3PU7/fs2eN33lsOHDiA7du3B3ycyUbMuTWZTHjvvfcifvbgZEMFdgpKTk5G\n", "SUkJsrKyxvz9V7/6VcTGxvp0zCNHjuDpp5/G448/jgcffBDHjh0b9ftgTFlet24dc+s5hIKYc2sw\n", "GCJmYZiphJmpskR6drsd+/fvR01NDZ577jkkJiZ6fnf27FkcPHgQubm5MBqNcDgc2Lhxo6fgcRwH\n", "i8UCnU7nWUYPAJxOJ/bt24eqqirs3LkTAFBYWIh77rlnwjxOpxM7duyAXC6HIAh3LYT8+eefo7Oz\n", "EyqVClarFevXr0dUVBQuXryIHTt24KGHHsLy5cs9tx988EHcf//94z6fyWTChx9+CJ1OB7lcDo1G\n", "A7PZjPXr13sW9BjvOQHg3Llz2LdvH5577jmcPHkSKpUKc+bMQWFhIXiex969ez3rHQwPDyMrKwvL\n", "li2b8DycPHkSra2tUKlUcLlcUKlUeOSRRyY8tz09Pdi3bx90Oh3sdjuMRiNyc3MnfD4SRKJXjiWT\n", "ztatW8e8/8iRI0JnZ+dd97/77ruenysqKoTq6mrP7Z6eHuGnP/2p8Kc//Ul44403BJfLJeq5vNm9\n", "e7fQ1dXluX3mzBnh448/FgTBvTD58ePHPb+z2+2e3wmCewHwpqYmz++2bdsm6jmvXLkivPfee57b\n", "PM8Lf/rTn0Q9pyC4/3/u37//ruPu27dP6Onp8dzu7u4Wrl69KirT+++/LwwNDXnyNDY23vWcY/nj\n", "H/8o8Dzvuf2f//mfwpUrV0Q9JwkOuoIlosXHx3t+1mq1sNvtntv79+/HK6+8ArVajZaWFhw6dAhr\n", "164N6PlMJtOopeDmzp2LxsZGAO5tO6xWq+fKDXBfFd6ybNkybN++HU899RROnDjh9cr1Tvfee6/n\n", "Z7lcDq1WK+o5b1m3bt2Y/1/i4uI8t+Pj40edT2+efPJJnD59GlarFVarVfQCKSqVCnL57S7gyP9f\n", "JDSowJKgUavVANzFw2w2B3w8vV6P7u5uT5GtqKjwfMSeOXMm2tvbsWTJEs/jR36xxnEcDAYDBgYG\n", "0NnZiVWrVol+3i+//BLz5s0D4F4r9NYbyUTP6Y1Go0Fvb6+nyLpcLtTV1U24i4LT6URNTc2o/B9+\n", "+KGoZSFtNht4ngfHcQDc529kdiI9Wk1rCjp69Cj6+/tx6dIlzJo1C3K5HOvXr8f169dRU1ODuro6\n", "JCcnQ6/XY8mSJUhJScHRo0dx/PhxfPvb30ZSUhLef/99uFwuPP/88wDc266Ul5dDrVbDarViw4YN\n", "o7bi+Pzzz9Hb2wu5XA6n04mlS5ciJSXFa06n04lt27ZBqVRCLpfDYDDg7Nmz2Lx5M7Kzs1FRUYHG\n", "xkbI5XLPoskbN270/P3w8DB+97vf4fHHH79rmb/xVFZWoqqqClarFTqdDlarFWvXrvUURm/PuXfv\n", "XnzxxReeTfzmzJnj6Xk6nU7s2rULHMd5dg6+//77JzwHVqsV77zzDvLy8iCTyWCz2TBv3rxRhXm8\n", "c9vd3Y29e/fCaDTCbreD4zj09vbia1/7GgwGg6jzQQJDBZaQEa5cuTLmuquE+INaBITcNDQ0hBMn\n", "TgBw90zDvbcYYR9dwZKwOXfuHJqbm8f83YIFC5CRkTEpntOb+vp6XLhwYczf5eTkRMSK/8R/VGAJ\n", "IUQiNJOLEEIkQgWWEEIkQgWWEEIkQgWWEEIk8v8B/KE3S7JPMOsAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.520752\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVgAAAFHCAYAAADk7FQOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4U/edL/639sWybMvyvq8Yg4GwmRAClLA4CQRD9tK0\n", "vW1yezu9t3N/v3Y6baYzbabJJG2TptOZptNnMvO7bSclNwlLAgXCEjazGUJYDBiwjW2875Zk7dL5\n", "/SEsvEpHy7H0tT+v5+F5LFk6eiPEx8ef811EHMdxIIQQEnbiSAcghJDpigosIYQIhAosIYQIhAos\n", "IYQIhAosIYQIhAosIYQIRCrUgTs6OnDkyBFIJBKsWrUKaWlpkz729OnT6OzsBABkZ2dj0aJFAR+D\n", "EEKijWAFtrq6Gtu2bQMA7N69G5WVlZM+dvny5d6vDx48GNQxCCEk2gjWIlCr1d6v5XK538c3Njbi\n", "rbfeQmFhYdDHIISQaCJYgR05QUwmk/l9fG5uLr7zne/g/PnzQR+DEEKiiWAtApfL5f1aJBLxeo5S\n", "qURsbGxQxzh48CAkEkmAKQkhxLf4+HjvdaFACVZgLRYLAM9Z6PDXAFBTUwOxWIzS0lLvfX19fdDp\n", "dN7H+zvGRCQSCRYuXBi2/IQQAgAXL14M+rmCFdjy8nJs374dHMdh7dq13vvPnDkDkUg0qsCeOnUK\n", "NpsNALB48WK/x5hOqqqqsGLFikjHCAqr2VnNDbCbndXcoRKswKanp+P5558fd/9LL7007r5NmzYF\n", "dAxCCGGBaLosV3jkyBFqERBCwu7ixYt45JFHgnouzeQihBCBUIGNsKqqqkhHCBqr2VnNDbCbndXc\n", "oaICSwghAqEeLCGE+EA9WEIIiUJUYCOM5d4Uq9lZzQ2wm53V3KGiAksIIQKhHiwhhPhAPVhCCIlC\n", "VGAjjOXeFKvZWc0NsJud1dyhogJLCCECoR4sIYT4QD1YQgiJQlRgI4zl3hSr2VnNDbCbndXcoaIC\n", "SwghAqEeLCGE+EA9WEIIiUJUYCOM5d4Uq9lZzQ2wm53V3KGiAksIIQKhHiwhhPhAPVhCCIlCVGAj\n", "jOXeFKvZWc0NsJud1dyhogJLCCECoR4sIYT4QD1YQgiJQlRgI4zl3hSr2VnNDbCbndXcoaICSwgh\n", "AqEeLCGE+EA9WEIIiUJUYCOM5d4Uq9lZzQ2wm53V3KGiAksIIQKhHiwhhPhAPVhCCIlCVGAjjOXe\n", "FKvZWc0NsJud1dyhogJLCCECoR4sIYT4QD1YQgiJQlRgI4zl3hSr2VnNDbCbndXcoZIKdeCOjg4c\n", "OXIEEokEq1atQlpa2qSPvXbtGm7evAm3241ly5YhMzMTALBnzx64XC4AQEFBAcrKyoSKSwghYSdY\n", "ga2ursa2bdsAALt370ZlZeWkj+3t7cXWrVsBAPv27fMWWKVSiXXr1gkVMSqsWLEi0hGCxmp2VnMD\n", "7GZnNXeoBCuwarXa+7VcLvf52JUrV054v8vlws6dO8FxHPLy8ugiFiGEKYL1YEcOTpDJZLyec+jQ\n", "ISxdutR7u6KiAlu3bsWTTz6Jzs7OsGeMBiz3pljNzmpugN3srOYOlWAFdrh3CgAikcjv448fP46i\n", "oiLo9foJv8+nSI/8R6yqqqLbAt++evVqVOWh29F7++rVq1GVJ9DbwRJsHOyuXbuwZcsWcByHvXv3\n", "YtOmTQCAmpoaiMVilJaWeh978uRJJCUloaSkZNQxmpqakJOTAwDYu3cvNm7cOOnr0ThYQogQQhkH\n", "K1gPtry8HNu3bwfHcVi7dq33/jNnzkAkEnkLbFdXF06dOoWSkhLU1tbCaDTihRdeAOApsNXV1QCA\n", "BQsWCBWVEEIEQTO5IqyqqorZK6ysZmc1N8BudlZzAzSTi5AZx+Z0YdDihHt6nB9NW3QGSwhj2g02\n", "vFvditu9Fjw/PwVrChOgkEoiHWvaojNYQmaQo/X9ONk4iA6jHW9X3cWdPmukI5FJUIGNsHAMBYkU\n", "VrOzmhsAzp8/D7PDNeo+hzv6fwll+T0PBRVYQhhis9mwrkiHDK0cIgBPlSUjN0EZ6VhkEtSDJYRB\n", "fWYHrE43EpRSqOTUfxVSVI6DJYQIR6fmN/2cRBa1CCKM5d4Uq9lZzQ2wm53V3KGiAksIIQKhHiwh\n", "hPhA42AJISQKUYGNMJZ7U6xmZzU3wG52VnOHigosIYQIhHqwhBDiA/VgCSEkClGBjTCWe1OsZmc1\n", "N8BudlZzh4oKLCGECIR6sIQQ4sOU92AvXLgQ1IsRQshM4nOxl9///vdISkqC2+1GfX09MjMzcffu\n", "XWg0GixevHiqMk5rLO9VxGp2VnMD7GZnNXeofBbYxYsXY9GiRfj444/xzW9+E3q9Ht3d3Th69OhU\n", "5SOEEGb5bBEsWrQIAOByuaDX6wEASUlJUCppgd9wYfmnOqvZWc0NsJud1dyh4tWDdTqdo25brbQH\n", "ECGE+MOrwOp0Opw9exZWqxVnz55FQkKC0LlmDJbHB7KanU9uh8uNLpMdAxbHFCTibzq/59MRrwK7\n", "du1aaLVafPrpp9BqtVi3bp3QuQiJGKvDhX21PfjGh9fx/b/cRmOfJdKRCKNoHCwhY9zuMeM7u296\n", "b68r1OFvVudEMBGJJMHHwY7twX722WdBvRghLBCNuS2lPQVJkHgV2H379o26bTKZBAkzE7Hcm2I1\n", "u7/c2fFKfO/hbMQrpZidrMaTZSlTlMy/6fqeT1e8dpV1u91C5yAkasilYqwt0mFxViwUEjE0Ctp8\n", "mQTH5yenv78fTqcTQ0ND6OnpAcdxcLlcdAYbRiyPD2Q1O5/cErEIiWr5FKQJzHR+z6cjnwX2+vXr\n", "cDgc6OzsRE1NjecJUik2bdo0JeEIIYRlPnuwDz30EFavXo2KigqsXr0aq1evxooVKxAbGztV+aY9\n", "lntTrGZnNTfAbnZWc4eK10Wu0tJSoXMQQsi0E/A42KamJmRlZUEsjq61umkc7PRwq3sIF1uNyIhT\n", "YF6aBnFKGTiOQ0OfBb1mB9JiFciKp7UwyNQJZRwsr8ujb775Jp5++mlcu3YN8fHx+OKLL1BZWRnU\n", "CxIymeYBC36wrw5mh2fUyvdWZmNDcSJudpvx/b/cht3FIUElxS8fL0I2FVnCAF6nobNmzUJOjmcm\n", "y/LlywUNNNOw3JsKd/YBi8tbXAHgeucQAOBmtxl2l+cXrX6LE22DNu9jBi1O1HYNoXmA/wJE9J5P\n", "PVZzh4rXGazL5QIASCQ0pYUIJ1UjQ16CEnf6rRCLgJV58QCAzDiF9zESEaBTez62AxYHfnemBUcb\n", "BqCUivF6RQHmpGrCkqXbZMe1ziG4OQ5zUmKQEqvw/yRCxuBVYE0mEw4ePIiCggKh88w4LI8PDHf2\n", "5FgFXlmfj7uDNmgVEhQkqgEApSkxeG1DARr6zJibovHe32aw42jDAADA6nRjz40eXgXWX26rw4X/\n", "83k7Dt3uAwCUZ2nxt6tzomLCAaufF1Zzh4rXJ2br1q3o7OxEXl4eLl++zGtmV0dHB44cOQKJRIJV\n", "q1YhLS1t0sdeu3YNN2/ehNvtxrJly5CZmRnwMcj0kBqrQOqYs0WVTIIlWVosydKOul8tE0MmEcFx\n", "r30wsi/bZ3bgZvcQ3BxQnKRGUgz/SQNDDhfO3zV4b3/easSQ3RUVBZawhVcPVq1WIy8vDwAwf/58\n", "bN261fs9i2Xipdyqq6uxbds2PPfcczh37pzP4/f29mLr1q146qmncOXKlaCOwSqWe1ORzp6ToMRr\n", "GwrwYLYWX3kgBWuLdAAAm9OF7Zc68JNDd/DK4Tt491wrhuwu7/P85dbIpd5jAcCagoSoKa6Rfs+D\n", "xWruUIX8qTl06BCeeOKJcfer1Wrv13K577OHlStXTnh/IMcgM49IJMKC9FgsSB898cVkd+H4vdYB\n", "AJxsHMQ3ljgRI+d3DUEhFeOZeclYkKaBG0BRopr3cwkZKeQCO1m7YOTwWplMxutYhw4dwtKlS0M6\n", "BmtY7k1Fa3aNXIIHc+Kw/2YvAE8PdWSBHM7tcLnRYbRDLBIhTSuHWHR/ocJ4lQxLs+OmNjgP0fqe\n", "+8Nq7lAJ9nvP8MgDwHOm4c/x48dRVFTk3VwxmGOM3Bp4+FeSmX57UfmDaOyzom9gACr7ABaWzRHs\n", "9eRyBbJK5oEDh5abNbDbrBH5+yukEqxOcmBuYioUSiWKk1S42twNk92N0sxEZMQpcf7C5+hUpuFf\n", "z3VCIhbhBw+lQdnfiPLy8oj+e9Ht6LwdrJB3NNi9e/eEkw527dqFLVu2gOM47N2717tATE1NDcRi\n", "8ajptydPnkRSUhJKSkp4HWMirM7kEnK/eKebw94b3XjnTCsA4CsPpOLZ+clQhGkF6bHZq+8O4pXD\n", "d8BxwMtfysXy3LhRZ4WRcrpxAD89fAcAkKGV47sLYpCWloZvfHgDTrfn458aK8e/PDELcaro6LVO\n", "RsjPi5BYzQ1MwUyuYJSXl2P79u3gOA5r16713n/mzBmIRCJvge3q6sKpU6dQUlKC2tpaGI1GvPDC\n", "Cz6PQfgxWJ3YfqnTe/v9y52oKNYhOdZ3gTVYHThxZwAXW41YU6DDkiwtFFLf10P7zA68ffKu94r+\n", "myea8O9Js5GkCV/vvGXAisZ+C7RKGYr1Kihl/H5QnGy8349tNdhh5uIgFYugkUswYPXs1hGnlNDO\n", "BSTsBCuw6enpeP7558fd/9JLL426nZycjB/+8IcBHWM6EfKnulIqRn6iCp+3GAEAOfEKKGT+B45c\n", "6zTjN6daAABVjYN4e2PRhONLR2aXikVQjTi2SiaBJAzLVXSa7LjdPQSxSITPWw3Yc8PTV/37R/Lw\n", "8L2JCP4sTI/Fkbp+AEC8UorcVD30MXL84/p8vHOmBSqZGN8qz0CMPLrPXgF2e5ms5g5VyJ8opZLm\n", "hEcrtVyC//lgJo7W98Ph4vBIkQ5xSv8XC3vNo7eqNtpckzzyPq1Sih99KRf/XNUMFwd896Es6EYs\n", "WD1kd6HLZIdCKkK6lt9nxmB14lcnmvBFm2eB9ydK9chNUKKx34pTjQO8C+yynDi8uiEffWYnZiWp\n", "kRHnef2S5Bj88vFCiEUiyMLx04CQMQL+VFmto+d8V1RUhC3MTCT0+MCMOCW+sjAN/21JOu8FUuak\n", "xCD+Xi8yX6dCTsLEzxubvUivxi8fL8JbjxdhdnKM9/4hu2dc6rd21uKvdt3E9U5+O2IYrE5vcQWA\n", "L9qMyNOpAAAPpPOfEhurkGJpVhwqZiUiT6calVshlTBVXFkdT8pq7lDxOoN95513sGDBAixfvhzd\n", "3d24ffs21qxZI3Q2EiF5OhV+vakIAxYX9DEyJAfQR1VN0BdtN9jwwZUuAIDZ4cafv+jEzzbE+B0Z\n", "olFIMCdZjWtdZgDAkkwt0rVyFOvVMFj9n1Wzzmx34lyzASfuDGBZThweyom+YWPEN14FNj093buK\n", "VlZW1rSdVRUJ0dqbStcqka71/Ri+2WUS0agprcmxcl7D7uJVMvxgdS5q7/VgzzYPYldNNzgAy3O0\n", "eBrB7fYare/5WLd6LHj9WBMA4FTTIBI3FDCTfSxWc4eKV4Edu7i2VBr9FwNI9LA53fgf5Rk4XNeH\n", "9FgFnpybxPu5aVoF0rQKDNldaOy3ggMQq5Dg+fmpwgWOEkabc9TtwTG3SfTj1XxyOkf/w9rtdkHC\n", "zEQs96b4ZDfZnXjzRDP+vwvt0Mil6DTZIBEHPjY2Ri7BM2XJePep2fht5SzMGtHjDRQr73meToUM\n", "rac9kxwjQ1GimpnsY7GaO1S8TkXLysrw0UcfIT8/H/X19Zg7d67Qucg0IhJ51gc432KAQiKCv/Lq\n", "5jj0DDkgFgH6EatgqeQSWAas+PcvOhCnlOK5+SnInMY7G2TGKfHGo4XosziRoJIiNVaB5kiHIgHh\n", "PZPLarWira0NaWlpUKlUQucKGKszuWaC2q4h/NNnjbA63fj+qmwsydRO2oN1cxzONg3ijWNNkElE\n", "+OnafJSleUYMdJns+PauWu+wsQeztfjxI3kRGwUwYHHgZrfZsySiXo3EmOm5XsZMNyUzuZRKJfLz\n", "84N6ETKzlSTH4J83F8Pt5qBTy3xe4Oo22fFPRxthd3GwOoG3q5rxz08UI1Yhhd3pHjUmt91oh8PF\n", "geeErrCyOd14/3IndtZ0AwDWF+nwVw9mQk2rbpEReP3o37Vrl9A5ZiyWe1OBZE9QyZAY43/0gEgk\n", "gnREj1Y2oqWgj5Hh64s8i65LxSJ8c0l6UAUtHO+5yeb0zg4DgKP1/eMuSgmB1c8Lq7lDxavAjl2S\n", "cP/+/YKEISRZI8dP1+YjNVaOnHglvvfw/a1alDIJtsxJwjuVs/C7LbOwONPPODIBqeUSLB2xw8LC\n", "jFhaM5aMw6tFIJfL0dXVheTkZACAzWbz8wzCF2vjA402J+wuN+KVMsGyL8iIxW82F0MiEiF2zE4C\n", "KrkEhXr1JM/kJxy5VTIJvr4oDUsytfc2RtRMya4HrH1ehrGaO1S8PhFDQ0N4++23vReRamtrJ1yi\n", "kExvd/os+MWxRvSanfj2g5lYkRsXtgtMHMeNah/E81gzIdKSNHKsDuNqYdOByebEmaZBVLcYsCI3\n", "HkuztBPO7pspeP3vUKlUeP311/H000/j6aefRllZmdC5Zoxo7U05nG70mu2wOjwXldwchz983ob6\n", "PisGrE78/FgjrtxpC/l1jFYn9t7oxo/21+FAbc+ovbPCYdDiwO5rXfjxgXocb+iH1emK2vecj2jP\n", "Xtttxi9PNON4wwBe+6wRt3o805yjPbdQeJ3Bjh2iMG/ePEHCkOhgsDqws6Ybf6ntxfw0DV5cmo5k\n", "jRyuEa14jvP8CVVt95B3acSLbSYka+RYGMbe6tXOIe+C49UtBvxqY1HYjk3GG7SMvtBnsM7s2We8\n", "zmA1mtErF9FwrfCJxt5UXa8Ff77UiUGrEyfuDOByuwlikQhfX5yGDK0CSqkY/+/KbMzPS+d9zAGL\n", "Ay0D1nH/AU1jzljH3g5V/5ilF012V1S+53xFe/ZCvQp6tae9k6GVe1c/i/bcQuHdlW9sbERXVxcW\n", "LlyI5uZmKrLT2Nh9LJ33FmkpSFTjV5uK4HRxSFDLRg2n8qXDaMMvjjehpmMI89M0+P7KbKTEKgAA\n", "hYlqZGjlaDXYkR2vQEFieCexlKVqoFNJ0WdxolivQu4kSy+S8MhJUOHNjUUYsDigU8uQeu/feabi\n", "dQZ79uxZtLW1oaWlBVKplFbTCqOp6E1xHAeLg/+ZYaFehSdm6yEVi7AgXYMHMu7/BmNzumGwOTFk\n", "d/LOfrPbjJqOIQDA5XYTbnabvd/Lilfi548V4l83F+P1ikLvYtjhkqtT4e1NxfiXJ4rx03X5SI1V\n", "MN0PZCF7ulaB0hTNqOLKQm4h8DqDbWtrw9atW7F7924AQExM8AttkKnVZ3Zg97VunG8xoKJYh7VF\n", "iX7Ha8arZPjm0nQ8PT8ZapnEO1SqrseMH+6vg8HmwpcK4lGRkswrg3zMSIOR+3v1mR3oMNqhkkmQ\n", "oBZm5MDwilyETDVeBVYimbnDLIQmdG/qaocJ71/2bHz42zOtyE1QYX56rN/nqWSSccNrDt3ug+He\n", "VNWj9QN4vITfBaOSZDWeX5CCqjsDWJmfgFlJnh/QgxYnfnv6Lk42DkIsAn6yNh8PTrCodIfRhruD\n", "NmjlEuQnqkIeGsZyP5DV7KzmDhWvAmuxWOBweC4WOByOcTO7SPQaO+zJ4gzs387icOF2jxlmuxsL\n", "0jXYfc2z4LVYBCgk/HqwCSoZvrowDU+Vec6Ih5cr7B6y42TjIADAzQG7arqwNEs7ajnDniE7XjvS\n", "iJs9ZohFwD+uz8fSLFrZn7CBV4Fdv3493nvvPXR0dMDlctE+XGEk9H7x81I1yI5ToHnQhsWZscjX\n", "BXYR6VTjAH5x3LNI3uwkNX62IR+tgzbIxSJsv9SBLXOTkRmvxOHbfbjWacLjJXosytRCKhahz+zA\n", "kN2FBJUUGoV03KwstVyCWIXEu4BLSXLMuLViO0123Lw3ltLNAbe6zXC7gVaDDXNTY7xnw4EQ+j0X\n", "EqvZWc0dKl4FVqfT4etf/7rAUYgQMu9dRDLaXIhXSRGv4t/ndLk5HLjZ5719o9uMW91m7L3Rg+fm\n", "p+B0swE3us342qI0/Md5z6SD6rsG/PMTxVDLJHjlUAOaB21YU5CA/16eAd2YHmu6VoE3Hi3Ekbo+\n", "pGjkWJEbD5vTjUGrEyqpGLFKKeKUUmjkEpjsLigkIuhjZPiHQw0APNuS//MTxd6hQIREG97DtK5f\n", "v476+nrMmjULxcXFQmaaUabip3pijByJQVyXlIhFWJqtxZUOz86uSTEyWJxu9FmcMNhcEIsAqUiE\n", "duP9tSncHGB1uHGtYwjNg577P6vvx7oi3bgCC3h2oi26t7aAyebE/73ciQ+vdKJAr8L3V+YgM06J\n", "XzxWiAstBuTqVLjcZvQ+1+p0o91gC6jAWuwuzH5gKexON+RSdnaTHcbqWSCruUPFq8AeOnQIcXFx\n", "2LBhAy5duoRjx45h9erVAkcj0WB9kQ7pWgW6TXa4OeA/L3jOVGPkEnAc8NVFaciIU+AvN3phsruw\n", "IE2D9DjFqKILgFcxu9NvxX990QEAuN5pxomGAXz5gVQU6tXeBV7cbg67rnXDzQGpGjkUUv7bz3Sa\n", "7Hj3XCu+aDPisRI9nipLhlZJ+8sR4fD6dA0MDGDdunUAgKVLl2LHjh2ChppJpqo35eY41PWY0Wmy\n", "I02rQGEivxWp4lUyrMiNh9XhQvVdA5bnxGFxhhZzUmOQr7IhOy0WPztyB5VzkiAWedZv1cglWJih\n", "xeMlibjSbsLm0iQUBvFrvHiCmpyoluHFJemwOt1wcxNvEz6ZK21GHL8zAAB4/3In5qdpsCiAabkd\n", "RhuO1PWhz+zAo7P0Ia/qFQxWe5ms5g4VrwIrk03ctzMYDNBqI7cmJ+HvVrcZ39t7Gw43B6VUjF9t\n", "LAqoQChlEqzMT8DK/ATvfY1Xm+BISUZttxnXuzwXohLVMqwvTkSyRo7vPJgJq9MNtVwC8QQLbTcP\n", "WPDJtR64OA6Vc5KQr1Phrx/KRE2HCRKxGA/nxo97ToFeDaebQ2O/FTkJSm97YSS7040BqxNKmRja\n", "ERfWXGMWT3AHsJiCm+Ow/VIn9t/sBQCcvDOIf9lc7J2RRshEeDWhzGYzenp6AAA9PT0Y3sbr6NGj\n", "wiWbIabqp3rLoBUOt+ffzep0o80Y+pq+K1asQLxSiucX3N9C+/kFKd6iJpWIoVFIJyyuJpsTb51o\n", "xic3evCX2l68frQRRqsTg1YXGgdsyIpXjCqOw6RiEeakavD4bD3mpmrGjYkdsruws6YLL350Az8+\n", "UI+7A1bv9+anxWJRRixkYhE2zdZPWJwn43C6Udd7fwbagNUJi2PqhyuyehbIau5Q8TqD7ejowLvv\n", "vouMjAy0trYiNzcXH374IWpra7F582ahM5IwSItVQCzyXISSiICUMK1jqpRJ8OTcJCzKiIVELEJu\n", "gpLXttw2pxttBps3U5vBjvo+C/7P5+0AgPpeC/J1aizJCuw3pKZ+C/7zgucYtd1mHLrdh28s8SxK\n", "k6ZV4OU1ubA43IhVjJ9I4YtCJsFz81Pw2meNcHPAYyWJ0NMmh8QPXgV25cqVWLx48bj7L1y4EPZA\n", "M81U9aaKk9R48/EitBlsyIpX8u7B+jKcXaOQYm6qxv8TRrC7OLywMA1GmwsmuwvJGhnsrtFnhBZn\n", "6CtrjZ30FauQ4vL54N7zZdlx+NfNs2BzupEZr5ySHQzGYrWXyWruUPH6hExUXIfvP3z4MNauXRvW\n", "UMSzjuaJO/2objbgS4UJWJYdF9LK8DKJGHNTNQEXQsAzm8ozYUAWlqvuQzYnfne2BWebDQCAlXlx\n", "eHZ+Msx2N4oSVbjda8HsZDWKg7iIlJegwrfK0/HnS53ITVDikQJdyHmHySTiiFzYIuwK+X+LyWQK\n", "R44Za7Kf6te77i9EffauAb98vBDz0/yvIRBuTf0W/MPBBrQb7Xg4Lw7fWZYF3b1fjYM9IxlyuHGx\n", "9f541i/aTHC6OKRrFfjZhgIYrE7EKaVBLf6ikkvwpYIEpGsVqO+1oKHPAr1GBqX0/g8nls+kWM3O\n", "au5QsTfSeoYYuzD1kC28C1Hzdb7FgHajHYDnynlDvyXkY8YqJFhXfP/Mcl2RDrEKTwHUqWXI1alC\n", "WlnreucQfnLoDv54sQOvftaI+p7QMxMSDCqwETbZOpklyWrvyvB5CUrk6iKzUPTY9QOUIyYMBLvG\n", "p0omwVcfSMPP1ufjtQ35eG5+ChTS8K3Y1mv2vWsCy2uTspqd1dyhomksUSonQYVfbSrCgMWJRLUM\n", "SRHavXRheiy2zNHjcvsQNpfqw7bjQIJahvJsYVbFmp+mQYJKin6LE7OS1LSLAYkYEceFtnXd7t27\n", "o2IL7yNHjni3FSfh5eY42JzucRfZbnYPoa7HgjStAqXJaigjtD1zy6AVLYM2JKikKExUQyIWod1g\n", "g8Hm+eGkj6GttUnwLl68OG7jV75CPoMVTTCInEwvYpFoXHFt6DXj+3tvw3Zvv65/qijA4jDuBstX\n", "66AVP9xXh64hB8Qi4BePFWJeWqxnFwPQLCsSWbx6sF1dXZN+L9jKTjxY600ZbU4091thdrgwctRq\n", "XY950ucIqcNoR9eQZzF4N4dRoxMmM/Y95zgO1zpN+I/qVnxW14dBq2OSZ0Yea5+XYazmDhWvAvuH\n", "P/wBg4ODE35v7JbewXK73XC5InOlnPDTb3bgnTMteHHHDfz8WBO+VZ4BwLO7QTDja8NBp5aNuvAW\n", "yPTXYQ19VvxgXx3+75UuvHGsCRda/BdpQvjg1SLIyMjAmTNnYDQasWTJEuTm5vp9TkdHB44cOQKJ\n", "RIJVq1YhLS1t0sceOHAADQ0NqKysRHp6uvf+PXv2eItuQUEBysrK+MRlSjSND3S43LjRNYTrnUMo\n", "1qtRmhozavxoY78FR+r6AQCdJgcGLU68tiEfsUopisIwMywYeToVfvl4Ia53DiEjToE5Kf4L/dj3\n", "3GB1wuG6fymiodeCRwrDHjUsounzEghWc4eKV4F96qmnIJfL4Xa7ceHCBRw/fhxf+9rXfD6nuroa\n", "27ZtA+CUw9zyAAAgAElEQVT/QlhFRQWuX78+7n6lUuldJpEI73aPGT/YV4d7a8Lgl48VjtogUTFm\n", "Tdd4tRRLomB/rFlJwW0dMyxdq0BeghJ3+q2QSUQTbrxISDB4tQgMBs+Uxr6+PrS0tCA+fvwycmOp\n", "1ffPaOTy4K7iulwu7Ny5Ezt27MDFixeDOka0i6beVK/Z4S2ugGdTwpEKElX43sps5OtUeKJUj0yR\n", "Zxaf2e7EpTYj9tf24Eq7ES53SANTBDf2PU+JleOV9fn4+aOF+JcnijEnJXq3pY+mz0sgWM0dKl5n\n", "sO+//z70ej30ej02btzIq2COHP012Xqy/ozcXHH//v1BHSNYN7vN+OR6F/QxclQUJyJNO/2vSGfG\n", "Kb2bEKpkYuQkjB7zqpBKsKE4ESvz4iGXiHHm9CkAebjVY8HPjtzxPu9n6wswLy0yPdlgpcYqkEpr\n", "u5Iw41VgY2Ji8OyzzwY0JGvkBatwDOXiU6RHrtgz/BMzmNsdRhtePlDn3e10wOLEak0fhoZMYTn+\n", "VN/mOA6fN3Si3exGjj4WJUkxqD57etzjJRIJfrVxATpNdkhsJvTWXUGRfpn3+zGJqRDHpUAtl2Cg\n", "6Yb3fW8dtHnfK4vDjbsDVhjqL0XN33/s7RUrVkRVnplwe/i+aMkTTP5g8JpoYLfbA/41f9euXdiy\n", "ZQs4jsPevXuxadMmAEBNTQ3EYjFKS0tHPf769euIj48fdZGrqakJOTk5AIC9e/di48aNk75eOCca\n", "3Omz4Fs7a723S5LUeGtj0bjFnVlR32vG//7klnfMajALxwxYHHi76i7ONA1CLAJ+ujYfy+71Kj9v\n", "MeDlA/UY/iDxHRNrdbgwZHdBo5CO6+8SEi0En2ggl8vR2NiIrq4uLFy4EM3NzcjPz/f5nPLycmzf\n", "vh0cx41azvDMmTMQiUSjCuzhw4fR0NAApVKJ3NxcrFy5EoCnwFZXVwMAFixYEPBfLlj6GBk2l+rx\n", "8fUeSETAlx9IFay4TsU6md0mh7e4AkBjnxUFCSrc7DHD6nSjUK/2uwB395ADZ5o8Q/XcHLDrWhfU\n", "g82YN68MZakxeHVDAWq7hzBLr0YZjyFbXSYb/uN8Oy60GLChOBHPzEsOaEvxULC8Nimr2VnNHSpe\n", "Bfbs2bNwu93o6OjA0qVLce7cOb8FNj09Hc8///y4+1966aVx9022nuxwoZ1qsQopvrowDWsKdVBI\n", "RON6kaxJiZUjRi7BkN2z1XZpshqf3u7D78+1AvDM3f+7Nbk+C1yMTOztzwLAnJQY2O2egiuXSrAk\n", "S4slWVq0DFhxumkAGrkEs5NioJlk/dirHUM4Wu8Z8vXR1S48kB6LJVm0QwCZXngV2La2NmzduhW7\n", "d+8G4OnJTnexSilmT8GWzlPxUz1Pp8Jbjxei1WCDPkaOdK0Cb5286/3+5XYTBq1Ob4G1OV2QS8Sj\n", "eufpcUq88WgBjtYPIFUjx4M5cUjSpI96nS6TDX9/sB6tBs/og+8+lImNs5MmzDS2MxXIBoShYvlM\n", "itXsrOYOFa8KIpFEZhEPEjyr04Vb3Wb0mR3ISVAhP1GN/HuTATiOw4M5WjT0edZJzdMpEauQottk\n", "R12vGZ1GO3qH7Ng0JxnJI1oHRfoYFOkn/+E6YHF6iysAnLwzgMdL9BNe5CxL1aA8S4uLbUasL9IF\n", "tXsBIdGOV4G1WCxwODzzsx0OB9zuqd9Nc7oSqjdV0zGElw/UAwC0Cgl+takY2fGeZftEIhGeKE1C\n", "YaIaZocbpclqcByHt6uacaHFCI1cgq8vTsOZpgFsnpPMO3uCSoaceAWaBjw71n4pP2HSESQpsQr8\n", "7eocmIPYgDBULPcDWc3Oau5Q8Sqw69evx3vvvYeOjg64XK5R41NJdLrSfn8+vcHmQrfJ7i2wgKcY\n", "LsnSQgTPXlOX2ozeOfgmuwt1PWZkxge2jmqSRo6frstHfa8FGoXE7+wqjUIKDQ09JdMYrwKr0+nw\n", "9a9/XeAoM9PYn+pON4er7SacbR5ESbIaizO143YVGKvNYMOBm73oNduxuTQJxUkxKEvV4P3LnlXQ\n", "YhWScQt23+wawu/OtkAmEePbyzKhlku8W2gDQGKMDEvvbZndYbRhwOKETi3ztgzcHDfhGUlGnBIZ\n", "cdG9wDVrZ1IuN4f6Xgt6zXZkz10U6ThBYe09D5egruIcOHCAzmIFUtdjxo8O3FsP4Brwyrp8n3Pj\n", "XW4O733RgUO3+wAA55oN+G3lLJSlafDm44XovdeDHXn22jtkx08ONaDv3r5fb55owuuPFuAf1+fj\n", "k+s9mJWkxsq8eOQkqNA8YMWPP61Dh9GB7HgFfvJIHmo6PSMAVuTFY3VBArQjfgAMWpzoMdsRI5fQ\n", "zKgwqe0ewvf33oaLA+JVUrz5WBGyaZcGJvgssK+99hpmz56NwcFB3Lp1C3PnzsWVK1eQl5c3Vfmm\n", "vbG9qUGrc9R6AG0Gm8/nO11uNPbd39TPYHPB4nQjRSrBvEkmEzjd3Kh9qgatTrjdwNKsOCwds3jL\n", "7W4zOoye/nvzgA2N/Va8XeUZgXCp3YTUWLn3Ob1DDvzL6bs43TSIeJUUr1cUoCBCq2z5wlo/8Hrn\n", "EIaHMQ9YnGg32pgrsKy95+Hic/T8V77yFWzduhVqtRqvvvoqtm3bhtdeew1a7dSvXD9TZMYpkKH1\n", "/BqukolRlua7j6mQSbDtgVSI711L2jInCUl+tkjRx8jx/zycDbEIkIpF+F8PZSFe5flZ63C58UWb\n", "Ef910TMJQKMYffHJ4hx9gdM4YrfbuwNWnL43GWHA4kTVnQH/f2HiV57u/jhsmUSExBB23CVTy+cZ\n", "7PA0VZlM5h2qJZVKR62URUIz9qd6RpwS/1RRiE6THfEqKXJ5THIoz47Dbytnwe7ikBmnQIzc9xV5\n", "iViElXnxKNarIRYBaVqF92r/rR4zfrivzjvt9e2Nhfjrh7JwtnkQK/PjMSspBnk6Je70WZGhlY8a\n", "XqWSiSECvM9NjInOQsDamdSclBi88WgBWgZtKNarw7bx5FRi7T0PF149WKvVOuq2yWQSJAzxSNMq\n", "Alq9SyIWBfyruEwiRtYEowR6hxwYOeS/3ejA47P1eHy23nvfaxsK0Gd2Il4lHTVONl+nwo8fycXu\n", "mm7MSdWgPIi1YrtMNlQ1DqJnyIE1hQkojMIWw1RTySRYmKHFwoxIJyGB4jXBfsGCBXj//fdx8eJF\n", "bN++fUrXBZjuom2dzOx4JbT32gJqmRi5uvFFWB8jR3GSGrcuVY+6XyYV4+G8BPz8sUJ8Y0l6UFuN\n", "76jpxr+dbcVHV7vw8v56dBp996CDEW3veSBYzc5q7lDxOoMtLS1FXl4eWltbUVlZCZWKvV9RCD+5\n", "OhV+tbEYXUN26NUy5OpUaDPY0DpoQ7xSgvx722L7Ig1yYRyHy43ariHv7QGrE0N2mtRC2MVruUJf\n", "Dh8+POliLVMpnMsVkvvaDTb83af1aBm0QSIC3nh09DYy4VbVOIBXj9yBmwPWFCTgrx7MgFYZnb1c\n", "MjMIvlyhL9SPZZ/N6YJCOvGFsQ6jHS2Dnl/TXRxw7q5B0AJbnqXFbzbPgtXhQla8koorYRqtchxh\n", "ofSmzHYXrrYbcaHFgN4hOy60GPDG0UZ8cr0b/WaH3+dbHC58eqsX39tbh3erW9EzZg8uwDOwfeS2\n", "2MX6++0hIfpqMokYxXo15qXFIkGg9WFZ7geymp3V3KESfj0+IgiO43C4rg//eroFAPD9ldn41clm\n", "uDngs/p+qGVirC1K9HmM+l4L3jrRDMAzPCtPp8IjhbpRj8nTqfCLxwpxud2IzDgl5vFYTLtlwIod\n", "NV0w2114Zn5KVE42IGQqUIGNsGDHBw7ZXfjkeo/3dqfJPmYG2Piz0bEsjtEXkAbvTZ0dqyQ5BiXJ\n", "4yc8TJTd6nDhnbMt3oVjrnQM4V83z4qqMbEsj8lkNTuruUNFLYJJ9A7Zcf6uAVfajTCPmFYaLVQy\n", "CRaM2LlVDGB2kudMUS0TY1m2/9l2eTollmZ5+qlpsXIs4rGPlj92F4fWwftDq/rMDthdNBKAzEwh\n", "n8GGY8fYaGO0OvHO2RacvOOZ9vk/l2di0+yJF44OVbBztCViEZ6dn4LiJDVMdheWZGqxoTgRnUN2\n", "aBXSCScRjKWPkeNvVuaiz+KARiHxO8WWT/ZYhQTfWJKO1482ws0B/21xGhLU0fWLEsvz4lnNzmru\n", "UIX8yQ92+EI067c6vcUVAPbe6MEjhQmIkUdXoUjSyLG+eHSfVR/g4P44lRRxqvD9vUQiEZbnxOGd\n", "yllwcUCmVgHlJCMUCJnuQv6fpdH4v+jBGo1cjMw4hXd40vx0jWBFguWf6pNll0nE3u1potF0fM+j\n", "Hau5Q8WrwB47dmzcfWq1GgsXLoRUGl1ndeGgU8vxyrp8fN5iRIxCjAVpsX5nL00Hbo6DeBq2fAiJ\n", "FJ8XuV555RW0tbWhvb0d8+bNG/UnKSkJH3zwwVTlnHJZ8UpUzk3CuqLEoObU8xUN4wMHLQ7suNqF\n", "H/ylDgdv9cLC86Le2OxDdhc+bzHgs7o+NPVbJ3lW5EXDex4sVrOzmjtUPk8/f/KTnwAAVCoVdLrR\n", "4yN1Oh2uXLkiXDIyZa51DuH351oBAFc6TEjRyIOarXW2aRA/P94EAEhSy/DmxqKAVgUjZLoJaZhW\n", "iMsYEERHb2p40WypWIQny5JhcbrRZfI/jnZs9nN3718Y7DY70GfxP5vM4XLjZvcQLrQY0Gn0/5rh\n", "EA3vebBYzc5q7lDxaqA++OCDE96/bNmysIYhkTE7JQapsTI8OkuPT2/1YsfVLmTGKfCP6/ORGcAG\n", "hg/mxOFYg2cXg7RYOa+V9y+1mfD3B+vh5jzTcH+yNl/QlgwhU4nXGWxKSsqE96empoY1zEwUDb2p\n", "7Hgl3ny8GIlqmXcGWMugDfW9Fp/PG5u9PEuLXzxWiL9bk4tXNxTw2vTwSF2fdwbarR4LrzPnUEXD\n", "ex4sVrOzmjtUAQ0BcDqdcDqdUCrZ2nCN+JeskUM35oxT42frmbHUcikWBNi7nZsag8/q+wEAMXIJ\n", "tMrpNyqFzFw+14OtqalBTU0NHA4HysrKcO3aNcTExCA9PR1Lly6dypx+0XqwoTPZnDh5ZwAn7gxg\n", "VV48Hs5P8Lu/V6gGLE5cajei3WDD4kwtivTRO36WzEyCrQd748YNPPfcc3C73XjjjTfw8ssvAwB2\n", "7twZdQWWhE6jkOLREj0eLdH7f3CYxKukWJ2fMGWvR8hU8tmDHZ5EIBaLodff/08nFtMaMeHCcm+K\n", "1eys5gbYzc5q7lD5PIONjY3FsWPHYDKZEBcXh6NHjyI5Odm7hfd0Z7I50dBnAQfPjqmxCuoPEkL4\n", "87snV3t7OxQKBXQ6HRoaGmAymTBv3rypysdbuHuwdqcbH1zpxB8vdgAAtj2Qgmfnp9DCJYTMMILu\n", "yZWWlub9Oj8/P6gXYZHB5sSOmm7v7R1Xu/HYLD2UGiqw0ehW9xCq7xqQEafAA+mxiBdouxlCAsG7\n", "mepwONDV1QW32w2j0ShkpqigkooxK+n+Fe2SJDVUsvD3nlnuTUVL9uYBK36wrw5/vNiB14824VTj\n", "gM/HR0vuYLCandXcoeJVMRoaGvDxxx/j4MGDAIA9e/YIGioaxCik+O5DWfgf5Rn470sz8NcrsqCh\n", "HmxUMlidMI/Y/uZ611AE0xByH68Ce+HCBTz11FPQaDQQi8XTcg3YiaRrFdhaloyn5iUjI4Apo4Fg\n", "eY52tGRP0cgx6974WbEI+FKBzufjoyV3MFjNzmruUPE6JZuKmVtutxscx82YEQrh5nJzqO81o9/q\n", "RKZWIdgPhGiUpJHjx4/komXQhliFJKoX+yYzC68zWItl9Jx0p3Pi3UdH6ujowHvvvYf3338f7e3t\n", "Ph974MAB/Nu//Rs6OzuDPgarwtWbqukw4buf3MLff9qAH39aj3aDzf+TQhRNfbWUWAUWZWpRnBQD\n", "qZ/F0aMpd6BYzc5q7lDxKrALFizAf/3Xf6GtrQ07duzAkiVL/D6nuroa27Ztw3PPPYdz5875fGxF\n", "RQVWr14d0jFmunN3Dd5FU1oNdnRM0dJ/hJDJ8WoRzJo1C1lZWejs7ERmZiZkMv9DYNTq+7+myeXB\n", "LT8XjmNEu3D1pkpGjHhQSsWIv7eRYbvBhhaDDXEKCQoS1WHd+obVvhqruQF2s7OaO1S8L4ur1Wrk\n", "5eXxPvDI+Qt8CrJQx5gpHsiIxSvr8tFqsKIsVYM8nQodRhv+/mA9mgdskIiA1x8tDHi1q6nWYbSh\n", "z+xAgkpGuyEQ5vEqsPv27UNZWRlcLhdOnz6NpUuXorCw0OdzXK77+zqJgtxIL9BjjNx7fbjnE+23\n", "h+8L9PmnTp2CSqXyzl67fP4sAOCpEY9363PRPODpxbo44ERdj7fAhiP/1atX8e1vfztsx9Ok5uLt\n", "zwfRbrRDr5bib8p1eKAgI+zv/9j3PtzHF/L22L9DpPPwvf273/0OZWVlUZMn0NvB8jtVFgB2796N\n", "J554Ap988gkqKyvxwQcf4JlnnvH5nF27dmHLli3gOA579+7Fpk2bAHiWQBSLxSgtLR31+OvXryM+\n", "Ph7p6el+jzERVpcrHPlDgS83x6Gmw4Qjdf0oTFThodw46NTjWyiNfRZ895NbsDo9Y0T/dlUOHiny\n", "PYQpEMFk9+V4Qz9e+6zRe/uHq3OwpjB8eYeFO/dUYjU7q7kBgafKAp7Vs8RisXe4lkLh/1e38vJy\n", "bN++HRzHYe3atd77z5w5A5FINKrAHj58GA0NDVAqlcjNzcXKlSt9HoM1RpsTN7vMGLQ5UZSoRnbC\n", "/SFUwXzoGvus+NH+ejjuXdWSiEV4bIIlBnN1Kvzy8UJcbDUiM04R1EaGvoT7P0zcmMW2x94OF1b/\n", "owPsZmc1d6h4fYLtdjtMJpO3wPLZ7DA9PR3PP//8uPtfeumlcfdNVjwnOwZrTjcO4q2TzQCA5BjP\n", "bqt8tlOZjNHm9BZXwFNwJzMrKQazkmKCfq2pVKxX4UdfysHppkGUZ2lRksxGbkImw2uYVnp6Onbv\n", "3o1ly5ahpqYGDQ0NQueaVs42399ttWvIgX7z/XHEwYwPTI9TYG6Kp/goJCKsyo8PPWQQwj22US2X\n", "4ksFOvzdmjysLUoUbDcFlsdkspqd1dyh4nUGu3z5cixfvhwAUFJS4vcCFxnt4bx4nGryFNkMrRw6\n", "dWi/+ibFyPHyl3LRYbJDI5cgV6cKQ0pCSLjxusjFgmi+yGW2O3GrxwKjzYk8nSqgrbAJIZEVykWu\n", "oNbfO3DgQFAvNlMN77b6cF4CFVdCZhBeBfbgwYP44IMP8Prrr2P79u344osvhM41Y7Dcm2I1O6u5\n", "AXazs5o7VLwKrMlkwjPPPIM5c+bg+eefR1FRkdC5CCGEebwK7PAsKrfbM2B9eLdZEjqWxweymp3V\n", "3AC72VnNHSpeBXZ4eUKJRAKDwQCHwyFoKEIImQ54Fdgnn3wSALB+/XocOXJk3DRXEjyWe1OsZmc1\n", "N8BudlZzh4r3VFnAM0V2y5YtggYihJDpIqhxsCdOnPCuFxAtonkcLCGEXYIv9lJVVYX29nbvflk3\n", "btyIugJLCCHRhlcPtre3F08//TS2bt2KrVu34pvf/KbQuWYMlntTrGZnNTfAbnZWc4cqqJlcev34\n", "pfEIIYSM5rMHe/36dQDAuXPnkJWV5V0M+/Tp03jxxRenJiFP1IMlhAhBsLUIhk/ry8vLR+00QAgh\n", "xD+fBfbLX/4ySktLveNe6+vrIZFI8NWvfnVKws0ELPemWM3Oam6A3eys5g6VzwKr0WgAAIcOHYLJ\n", "ZMKGDRtgMBhw+vTpKQlHCCEs43WRa2BgAEuXLoVcLseSJUvQ29srdK4Zg+U52qxmZzU3wG52VnOH\n", "ileBlclkE95vMBjCGoYQQqYTXgXWbDajp6cHANDT0+Pd9PDo0aPCJZshWO5NsZqd1dwAu9lZzR0q\n", "XjO5Ojo68O677yIjIwOtra3Izc3Fhx9+iNraWmzevFnojIQQwiReaxFcuHABixcv5n1/JNA4WEKI\n", "EATfk2uyIhotxZUQQqJRUFNlSfiw3JtiNTuruQF2s7OaO1RUYAkhRCBBrQcbjagHSwgRguA9WEII\n", "IYGjAhthI3tTZrsLPSY7bE5XBBPxx6ev1thnwVsnmvDrqmY0D1imIJV/LPcDWc3Oau5Q0f7bUaLT\n", "aMO/nWvFpTYTHp2ViGfnpSBOxfY/z4DFgVc/u4PmARsAoLHPilc35EOjYPvvRQhfdAYbYcNztBv7\n", "rWjotWDI7sJHV7twu9cc4WT++Ztfbndx6DDavbfbDDbYXG6hY/nF8rx4VrOzmjtUVGAjjOM4XG4z\n", "Yl9tLxZnalE5J+ne/REOFgYJSim+ueT+OsLfWJKOeOXE61oQMh1RgY2wi/WtePnTepxpHsSeG551\n", "Hr6yMAVFelWko/nlr68mk4rx6KxE/LZyFt6pnIU1BQmQiEVTlG5yLPcDWc3Oau5QUTMswuwuwOG6\n", "f7o6aHXixSXpUMgkEUwVPkqZBEV6daRjEBIRdAYbYbOzU7A6Px4AoJSK8URpEjPFldW+Gqu5AXaz\n", "s5o7VHQGG2HxKhn+6sFMbJ2bDLVMguwEZaQjEULChM5gI6yqqgrxKhlKkmOYK66s9tVYzQ2wm53V\n", "3KGiAksIIQKhtQgIIcSHUNYiEKwH29HRgSNHjkAikWDVqlVIS0sL+LF79uyBy+WZNlpQUICysjKh\n", "4hJCSNgJ1iKorq7Gtm3b8Nxzz+HcuXNBPVapVKKyshKVlZXTtriy3JtiNTuruQF2s7OaO1SCncGq\n", "1ffHPsrl8qAe63K5sHPnTnAch7y8PGoBEEKYIliBHdnanWzbb3+Praio8H69f//+MKaLHiyPD2Q1\n", "O6u5AXazs5o7VIK1CIZ7pwAgEvmeHsnnsf6KNDD615Cqqiq6TbfpNt0Oy+1gCTaKYNeuXdiyZQs4\n", "jsPevXuxadMmAEBNTQ3EYjFKS0v9PrapqQk5OTkAgL1792Ljxo2Tvh6rowiqqqqY/enOanZWcwPs\n", "Zmc1NxClowjKy8uxfft2cByHtWvXeu8/c+YMRCLRqAI72WObmppQXV0NAFiwYIFQUQkhRBA0DpYQ\n", "QnygPbkIISQKUYGNsHA00iOF1eys5gbYzc5q7lBRgSWEEIFQD5YQQnygHiwhhEQhKrCTaB20oqpx\n", "AFfajbA4XP6fECSWe1OsZmc1N8BudlZzh4p2NJhAp9GGH39aj1aDZ8vpH6/Jxcr8hAinIoSwhs5g\n", "J9BrdniLKwCcuDMg2GuxOrvFaHVCkz8fl9uMMNmckY4TEFbfc4Dd7KzmDhWdwU4gQSWDTi1Fn9lT\n", "OJZkaiOcKLrYnC58eLUL71/uBAB85YFUPDc/BXIp/bwmZCT6HzGBNK0CbzxaiL9ZlY1XN+RjeW6c\n", "YK/FYm9q0OrC7mvd3tsfX++GgaGzWBbf82GsZmc1d6joDHYSuQkq5CaoIh0jKqllYsxKUuFy+xAA\n", "YHayGipGthonZCrN+HGwHMfhVo8ZDb0WpGkVKElWQymlYuFP66AN1XcHIRKJUJ6lRZpWEelIhAgi\n", "KlfTYkVDnwXvfdGBslQNajpMkIqBuamxkY4V9TLiFNgSlxzpGIREtRnfgzVYnchNUOHfq9vwx4sd\n", "+P3ZVvSZHVP2+iz3pljNzmpugN3srOYO1YwvsMkaOS61Gb23b/ZYMGBh54INISR6zfgCmxGnRHn2\n", "/WFY2fEKaJVT14NleXwgq9lZzQ2wm53V3KGa8T1YAHi8JAn5OhWG7G6UJKuhj/G9C260c7k5XGk3\n", "4XhDP0qS1HgwJw5xKv97mhFCwmvGn8ECQLxKigdz4rG2SIfMOOWUvrYQvan6XjN+dKAO+2724ldV\n", "d/HFiBZIOLHaV2M1N8BudlZzh4oK7DRksLngHjH4rmXQPvmDCSGCoQIbYUL0pjLjFChM9EySUMnE\n", "WJIpzLAzVvtqrOYG2M3Oau5QUQ92GkqNVeCn6/LQaXQgTilBNs1IIyQi6Aw2woTqTSVrFChL0wha\n", "XFntq7GaG2A3O6u5Q0UFlhBCBDLj1yIghBBfaE8uQgiJQlRgI4zl3hSr2VnNDbCbndXcoaICSwgh\n", "AqEeLCGE+EA9WEIIiUJUYCOM5d4Uq9lZzQ2wm53V3KGiAksIIQKhHiwhhPhAPVhCCIlCVGAjjOXe\n", "FKvZWc0NsJud1dyhogJLCCECoR4sIYT4QD1YQgiJQlRgI4zl3hSr2VnNDbCbndXcoRJsR4OOjg4c\n", "OXIEEokEq1atQlpaWsCPDeQYhBASbQQ7g62ursa2bdvw3HPP4dy5c0E9NpBjsIrlvYpYzc5qboDd\n", "7KzmDpVgBVatVnu/lsvlQT02kGMQQki0EazAjhycIJPJgnpsIMdgFcu9KVazs5obYDc7q7lDJVgP\n", "1uVyeb8WiURBPTaQY8THx+PixYuBxow4tVrNZG6A3eys5gbYzc5qbsBTW4IlWIG1WCwAPGehw18D\n", "QE1NDcRiMUpLS/0+drL7J7Jo0aKwZSeEkHAQrMCWl5dj+/bt4DgOa9eu9d5/5swZiESiUQV2ssdO\n", "dj8hhLBg2szkIoSQaEMTDQghRCBUYAkhRCBUYKOM2+0eNXqCEMIuwS5yhVs4pt5GQiBZDhw4gIaG\n", "BlRWViI9PX0KU04skOzXrl3DzZs34Xa7sWzZMmRmZk5h0tECyX369Gl0dnYCALKzsyM+GiXQz67F\n", "YsGvf/1rfO1rX4voZyaQ3Hv27PGeRBQUFKCsrGyqYk4o0Pe8oaEBn3/+ORQKBSoqKnxPguIY8fHH\n", "H3u/3rVrV9geK7RAs1y7do1rbW0VMhJvgWQ/fvy49+u//OUvgmXiI9h//08//VSIOAEJNPv+/fu5\n", "zz//POKfmUByHzx4UOg4AQkke39/P1dVVcX72My0CMIx9TYSoilLoALJvnLlSqHj8Bboe97Y2Ii3\n", "3noLhYWFQsbiJZDs/f39UKvVUCqVQsfyK5DcLpcLO3fuxI4dO6Ji8kEg2S9duoSYmBjs3LkTt27d\n", "8rrZ4XoAAAbpSURBVHtsZgosF4apt5EQTVkCFUz2Q4cOYenSpUJF4iXQ3Lm5ufjOd76D8+fPCxmL\n", "l0CyV1VVRc0iKoHkrqiowNatW/Hkk0962zORFEj2rq4uDAwMYOvWrbh9+zbcbrfPxzPTgw3H1NtI\n", "iKYsgQo0+/Hjx1FUVAS9Xi9kLL+Cec+VSiViY2OFisRbINk7OzvxySefoKurC7m5uRHtwQb7OY+G\n", "k45Asw//tpaRkYG+vj6fn3dmzmB9Tb29fv06r8dGQiC5o00g2U+ePImUlBTk5uZOZcQJBZK7r6/P\n", "+zUXBXNuAsn+4osvorKyEitWrMDcuXOnNOdYgeRuamryfm21WqcmoA+BZC8uLkZDQwMAT4smLi7O\n", "57GZOYMNx9TbSAgk9+HDh9HQ0AClUonc3NyI9zX5Zu/q6sKpU6dQUlKC2tpaGI1GvPDCC5GKHdB7\n", "furUKdhsNgDA4sWLpzzrWIFkBzw/IKqqqiJ+BhtI7qamJlRXVwMAFixYMOVZxwok+4IFC/DRRx/h\n", "6tWrSEpK8nsGTlNlCSFEIMy0CAghhDVUYAkhRCBUYAkhRCBUYAkhRCBUYAkhRCBUYAkhRCBUYAkh\n", "RCBUYGegzs5O7N69G2+99daE33/nnXfQ3d0d0DG7urrw/vvv4+OPP8YHH3wAp9M56vt79+4NOu+w\n", "Tz/9FDt27Aj5ONMNn/fWZDLh3XffjfrZg9MNFdgZKCUlBZWVlcjOzp7w+08//TQSEhICOubRo0fx\n", "7LPPYvPmzVizZg2OHz8+6vvhmLK8YcMG5tZzmAp83luNRhM1C8PMJMxMlSXCs9vtOHDgAOrq6vDC\n", "Cy8gKSnJ+73z58/j4MGDyMvLQ2xsLBwOB7Zs2eIteBKJBBaLBWq12ruMHgA4nU7s378ftbW12L17\n", "NwCgqKgIc+bM8ZvH6XRi165dEIvF4Dhu3ELIJ06cQFdXF+RyOaxWKyoqKqDVanHlyhXs2rULjzzy\n", "CFasWOG9vWbNGjz88MOTvp7JZMKf//xnqNVqiMViKJVKmM1mVFRUeBf0mOw1AeDChQvYv38/Xnjh\n", "BZw+fRpyuRzz589HUVERXC4X9u3b513vYGhoCNnZ2XjooYf8vg+nT59GW1sb5HI53G435HI5Hnvs\n", "Mb/vbW9vL/bv3w+1Wg273Y7Y2Fjk5eX5fT0SRrxXjiXTzgcffDDh/UePHuW6urrG3f+73/3O+/XF\n", "ixe527dve2/39vZy//AP/8D98Y9/5F5//XXO7Xbzei1f9uzZw3V3d3tvnzt3jvvwww85jvMsTH7y\n", "5Env9+x2u/d7HOdZAPzu3bve73300Ue8XvPatWvcu+++673tcrm4P/7xj7xek+M8f88DBw6MO+7+\n", "/fu53t5e7+2enh7uxo0bvDL96U9/4oxGozdPc3PzuNecyB/+8AfO5XJ5b//nf/4nd+3aNV6vScKD\n", "zmAJb4mJid6vVSoV7Ha79/aBAwfw8ssvQ6FQoLW1FYcOHcL69etDej2TyTRqKbgFCxagubkZgGfb\n", "DqvV6j1zAzxnhcMeeugh7NixA8888wxOnTrl88x1rAceeMD7tVgshkql4vWawzZs2DDh30Wn03lv\n", "JyYmjno/fXnqqadw9uxZWK1WWK1W3gukyOVyiMX3u4Aj/15kalCBJWGjUCgAeIqH2WwO+XgxMTHo\n", "6enxFtmLFy96f8WeO3cuOjo6sGzZMu/jR15Yk0gk0Gg0GBwcRFdXF1avXs37dS9fvoyFCxcC8KwV\n", "OvyDxN9r+qJUKtHX1+ctsm63Gw0NDX53UXA6nairqxuV/89//jOvZSFtNhtcLhckEgkAz/s3MjsR\n", "Hq2mNQMdO3YMAwMDuHr1KsrKyiAWi1FRUYFbt26hrq4ODQ0NSElJQUxMDJYtW4bU1FQcO3YMJ0+e\n", "xLe+9S0kJyfjT3/6E9xuN772ta8B8Gy7Ul1dDYVCAavVik2bNo3aiuPEiRPo6+uDWCyG0+nE8uXL\n", "kZqa6jOn0+nERx99BJlMBrFYDI1Gg/Pnz2Pbtm3IycnBxYsX0dzcDLFY7F00ecuWLd7nDw0N4Te/\n", "+Q02b948bpm/yVy/fh21tbWwWq1Qq9WwWq1Yv369tzD6es19+/bh888/927iN3/+fG/P0+l04uOP\n", "P4ZEIvHuHPzwww/7fQ+sViveeecd5OfnQyQSwWazYeHChaMK82TvbU9PD/bt24fY2FjY7XZIJBL0\n", "9fXhy1/+MjQaDa/3g4SGCiwhI1y7dm3CdVcJCQa1CAi5x2g04tSpUwA8PdNI7y1G2EdnsCRiLly4\n", "gJaWlgm/t3jxYmRmZk6L1/SlsbERly5dmvB7ubm5UbHiPwkeFVhCCBEIzeQihBCBUIElhBCBUIEl\n", "hBCBUIElhBCB/P/kRcZD7qRkKgAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.602643\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlgVPd56P3vrJoZbaMdSYA2xCKDjQEjgm1wbLbYxgEn\n", "Tu0Sx+6Nnfc2fm/a26Q3bnrTpomdpc3bOH3bpEnT5nZxcGwDMshgAzLGFptYDLaQ2SQktKB9l2ak\n", "Wc79QzBIaJsZ6UgzR8/nL53RmTO/Rxo9+s1zfotOURQFIYQQk0o/3Q0QQggtkuQqhBAqkOQqhBAq\n", "kOQqhBAqkOQqhBAqkOQqhBAqMKp14fr6eoqKijAYDKxdu5bU1NQxz3c4HLzyyis888wzpKWlAbBn\n", "zx48Hg8AOTk5LFmyRK3mCiHEpFItuZaUlLBt2zYACgoK2LJly5jnHz58mI0bNw55zGKxsH79erWa\n", "KIQQqlEtudpsNt/XZrN5zHPb2tqw2WxYLJYhj3s8Hnbu3ImiKGRlZbFs2TJV2iqEEJNNteQ6eOKX\n", "yWQa89zi4mIeeeQRLly4MOTxTZs2+b7et2/f5DZQCCFUpFpyvVkrBdDpdGOe29DQwO7du2lsbCQz\n", "M9NXcx1svAS9f/9+DAZDcI0VQohR2O12li9fHvDzVEuuDocDGOjB3vwaoLS0FL1eT15enu+x5557\n", "DoCysjLsdrvv8aqqKjIyMgBwOp1jvp7BYJCygRBi0p05cyao56k2FCs/P5/t27ezfft28vPzfY8f\n", "O3aMo0ePDju/tbWV4uJiSktLfY9VVVXxxhtv8MYbb7BgwQK1mhoWiouLp7sJqtFybCDxzVSq9VzT\n", "0tJ46qmnhj3+/PPPj3h+fHw8X/va14Y8tmbNGlXaJoQQatNpZcnBoqIiKQsIISbdmTNneOihhwJ+\n", "nszQEkIIFUhyDRNarmtpOTaQ+GYqSa5CCKECqbkKIcQYpOYqhBAhRJJrmNByXUvLsYHEN1NJchVC\n", "CBVIzVXMaB6vQlljDx/VdpGbaOXO1GgizbJGhbgl2JqrajO0hAgH5a0O/tfbl/Hc6GL8YEM2+XNj\n", "p7dRQhOkLBAmtFzXms7Y2npdvsQKUN0x9gJBwdDy7w60H1+wJLmKGW12bATJkQPLWZoNOhanRE1z\n", "i4RWSM1VzHi1HU6ud/UTbzWSFW8dd/3hUNPn9lLR0kuvy0tGnIXEyLF3/hCBkZqrEEFKj7WQHmsZ\n", "/8QQdexaBz98rxKAe2ZH8+drM7Bbx15cXqhPygJhQst1LS3HBurG5/EqvHW+yXd8sqaLll6Xaq83\n", "Eq3//oIlyVWIMGbQ61iadqtOHG8zEiVDyUKC1FyFCHMtPf2cqeuipcdF/txYsuKt090kTZGaqxAz\n", "VEKkmfW5CdPdDHEbKQuECS3XtbQcG0h8M5UkVyGEUIHUXIUQYgyynqsQQoQQSa5hQst1LS3HBhLf\n", "TKXaaIH6+nqKioowGAysXbuW1NTUMc93OBy88sorPPPMM6SlpQV1DSGECBWq9VxLSkrYtm0bTz75\n", "JCdOnBj3/MOHD7Nx48YJXUPL7rvvvulugmq0HBtIfDOVasnVZrP5vjabx15Ioq2tDZvNhsUydH53\n", "INcQQohQolpyHTwIwWQaexGJ4uLiEf/7BXINrdNyXUvLsYHEN1Opllw9Ho/v6/GWcGtoaGD37t0U\n", "FxdTWloa1DVg6C+5uLhYU8effPJJSLVHjuV4Jh0HQ7Vxrrt27WLr1q0oikJhYSGbN28GoLS0FL1e\n", "T15e3rDnlJWVYbfbfTe0RrvGSGScqxBCDSG3tkB+fj7bt29HURTWrVvne/zYsWPodLphybW1tZXi\n", "4mIyMzN9yXW0awghRKiTGVphorh45Lq0Fmg5NpD4wp3M0BJCiBAiPVchhBiD9FyFECKESHINExMd\n", "FhLKtBwbSHwzlSRXIYRQgdRchRBTrs/toaffQ6TZQIQxtDdUDLlxrkIIMZLWXhe/O1vPBxXt3JsZ\n", "y5fvnkVCpPbWDpGyQJjQcl1Ly7GBxHe7C0097C5rpt3p5u0LLVxo6lWpZdNLeq5C+Knd4aassZue\n", "Pg8LkyOZY7eM/yQxjNc79Njj1URlchhJrmFCyzNgwiW2dy+18K8n6wBIjzHzd4/kkujHx9lwiS9Y\n", "gca3IMnG2iw7xZXtfCYjloXJkSq1bHpJchXCDy6Pl6NV7b7j2s5+Opxuv5KrGCopysyf3j+X51am\n", "EWk2EBWhzTQkNdcwoeW6XTjEZjLoWZ8b7ztelGzDbvVvjeFwiG8igokv0mwgJTpCs4kVpOcqhN8+\n", "mxNPeoyFXpeHnAQrCbaZvYC7GJuMcxVCiDHI2gJCCBFCJLmGCS3X7bQcG0h8M5UkVyGEUIHUXIUQ\n", "YgxScxVCiBAiyTVMaLmupeXYQOKbqWScqxBhoKXHxenaTpp7XayaE0N2gm26mxQSXB4vV1sd9PZ7\n", "mWOPCKnVtaTmKkQYePWj6/z76XoA7FYjP988n9SYiGlu1fQ7VtXB3xyswKvAyjnRfPP+DOImeXKH\n", "1FyF0CiPV+FcXbfvuN3hprvfM40tCg2KorC7rImbi2qVVHfR1OOa3kYNolpyra+v59VXX+W1117j\n", "+vXrY5579OhRdu3axa5duzh9+rTv8T179lBQUEBBQQGffPKJWk0NC1qua2k5Nph4fAa9js15iehu\n", "HC9LiyYxhKbeTtfvT6fTcUfKrRW1oiMMREWETn9RtZprSUkJ27ZtA6CgoIAtW7aMeu7q1at9X+/f\n", "v9/3tcViYf369Wo1UYiwkT8nllcey6W338vcOMukf/QNV5sWJBBnNdHQ3cearDjSYkJnjV3VkqvN\n", "dqvgbjaPX2SurKxkx44dbN261feYx+Nh586dKIpCVlbWjK6panlN0FCIrbbDSXHlwJKC92XaSY+d\n", "vD/SyYjPbNSzKDlqEloz+abz95cYaeaRRYnT9vpjUS25Dr5PZjKN/182MzOTF154gbfeeovs7GwA\n", "Nm3a5Pv+vn37Jr+RQgDdfW5+XlzN2esDdc1TNZ389bpsTS+HJ9Sn2rvH47lVcNfpdGOceYvFYiE6\n", "OnrE7/mToIuLi33/RW/WgbRy/Mtf/pIlS5aETHsm83hwzW46Xt/h9nKpuRejXofbq3C52UF5VQ1d\n", "jTWaiE/tY63HFyzVhmLt2rWLrVu3oigKhYWFbN68GYDS0lL0ej15eXm+c1tbW4mPH1iI+O233+aR\n", "Rx4BoKqqioyMDAAKCwt59NFHR309rQ/FGvyPQ2umO7a2Xhcnazqp6+wjJsJIn8fLFxYnYzZOzs2R\n", "6Y5PbVqPL+S21s7Pz2f79u0oisK6det8jx87dgydTjckuR45coS+vj4AVqxY4Xu8qqqKkpISAJYu\n", "XapWU8NCuL55HS4PdZ19mAx6ZsdGoB/hU8x0x3aqppOffnANgFiLkb97eN6kJVaY/vjUpvX4gqVa\n", "ck1LS+Opp54a9vjzzz8/7LGbvdrbrVmzZtLbJaaO0+WhoLSJ356+jkmv43vrs7lnTsx0N2uYM3Vd\n", "vq87nDKGVEyO0BkUJsYUjmNBG3tc/Pb0wBhnl1fh307V4XQNT1zTHdv9mXbf17NjI0iKDGyYk8Pl\n", "4b0rrfzlO+XsLmui0zl0IPt0x6c2rccXLLkdKlRjNuiINBvoudETTIkyY9T7d3NzKi2fHcPfP5pL\n", "Z5+bzDgrKdGBTSu91NzLj9+vAuBkTSfJUWZWzY1Vo6kijEhyDRPhWNeaFR3BDzfl8B+n6rDbTPzh\n", "3bMwGoZ/WJru2CKMehbPCn4MaXff0N54h8M95Hi641Ob1uMLVlDJ9dSpU0NuPAkxmkXJkby0aR56\n", "nf9D8sJNVryV7HgrFa0OkiNNLEyWFavEOMn1V7/6FUlJSXi9XsrLy5k9ezbV1dVERUVJcp1i4Tzc\n", "xTBOKSCcYwNIi4ngpY3ZtPS6sFuMw8oK4R7feLQeX7DGTK4rVqxg+fLlvPXWW3z1q18lMTGRpqYm\n", "Dh06NFXtEyIsJEaaSQyhtUTF9BtztMDy5cuBgdlWiYkD83eTkpKwWEJncYSZQss9Ay3HBhLfTOXX\n", "UCy3e2iB3ul0qtIYIbRGURQ6ne4Rh6AJbfMrucbHx3P8+HGcTifHjx8nLi5O7XaJ22h5LKFWY3N7\n", "FYor2/nG7ov89YEKqtu12SnR6u9vovxKruvWrSMmJoZ3332XmJgYWWNVCD9Utzt5+b1K6jr7+aiu\n", "m9+fa5juJokp5PdQrLy8vCHrAYippeW6llZj83gV3xYkAD39HhRF0dyQNK3+/iYqqJrre++9p0pj\n", "hPBXm8PFmx838Bf7rvBBRRt9bu90N2mY9NgIvrYyDR0QbzWy7e5ZmkusYnR+Jde9e/cOOe7u7h7l\n", "TKEWLde1gont4+vd/LqkjtO1Xbz0XiXlLb0qtGxirCYDm/OS+MkDCfzjlgXMS9Tm5AItvzcnwq/k\n", "6vWGXq9AzGwtvUMXR7l9CmqoiDDq6a6/JmNgZ6Axa65tbW243W56enpobm5GURQ8Ho/0XKeBluta\n", "wcR2d1o0cVYjbQ43eck2MuKtKrRscmj5dwfajy9YYybXsrIyXC4XDQ0NlJaWDjzBaBx1/VUhpkpW\n", "vJVXNs+ns89Nos1EgvQMRYgZM7nee++9ACQnJ8tIgWmm5fnbwcaWGhNBKoEtDzgdtPy7A+3HFyy/\n", "hmJJYhUivHQ63Zys7uDTpl7uzbBzZ2rUuAvoiMkV8AaFVVVVzJkzB70+tDYx0PoGhUIEovhqG98v\n", "qgRAr4N/eGw+85Mip7dRYSrYDQr9ypA//elPqaqqYu/evdTW1rJ79+6AX0iIUOBweThd08m+C81c\n", "bp664VsdDjefNvRQ2epApQ2Xh6jp6PN97VWgI0RHU2iZX8l1wYIFvi2uV69erWqDxMi0PJZwKmP7\n", "+Ho3f/FOOT8rruZbb1/maqtjUq6rKApdfW76PcOHLZ45f5F/PlHDn+y5xAtvXeTcdfVH2yxLj8Zq\n", "GvjznmuPYHaMerVpLb83J8KvmqvHM/Bfz2AwqNoYIdR2oanH97XD5aW110XWBIdx9bm9fFDRxqtn\n", "G8iJt/DVe9JIi721LGe/KZKiK00AuDwKO0sbWZoWPaHXHM/8pEh+/th8OhxuUqLNzApwXzAxcX71\n", "XLu7u9m/fz85OTlqt0eMQst3Y6cytrtSo7l5XyfeaiQleuJDuCrbHPzdB9eo6+zjw8oODl5pG/L9\n", "9ORELMZbf2pZcVMzJjczzspdadGqJ1Ytvzcnwq+e6+OPP05DQwNZWVmcO3fOrxlb9fX1FBUVYTAY\n", "WLt2LampqaOee/ToURoaBlYMmjt3rm+R7kCuIYQ/7kiJ5Geb59PW62K2PYLZsRNf+N3tHVpDvbnb\n", "7U1z7BZ+tCmHt8qamGO3sHF+/IRfU4Q+v5KrzWYjKysLgLvuuou77rrL9z2Hw4HVOvw/cUlJCdu2\n", "bQOgoKCALVu2jHr9wXXc/fv3B3UNrdPyWMJAY+tyujEZdFhMgZepTAY9i5Jv3TXvcrpxur3EWoyY\n", "jcGNgJlrt/DEkmTe+KSRlCgTmxYkDPn+zfjumMAOs6FMy+/NiZjw1toHDhzgscceG/a4zXZrkQqz\n", "efyPXpWVlezYsYOtW7cGfQ2hbR6vQkl1B/9SUkdylJmvf2Y2c+2j9zxrO5y09LpIsJlIH6GHWt3u\n", "5KeHq7ja5uSppSk8lpdEpDnwhB0dYeTLd8/i4YWJWIw6mS0mAD9rrmMZrUQweLiJyWQa9zqZmZm8\n", "8MILnDx5MuhraJmWewb+xlbb6eT7B69S09HHmdouXv3o+qjnXmtz8q23r/Ctt6/wzcLLVLYNHxXw\n", "Xnkbnzb14nR7+e2p61ROYOSA1WwgPTZixMS6ZEU+Ryvb2V3WRMUkjU4IJVp+b06EajMBbo4wAP/3\n", "q7dYLERH37qLGug1Bg8JKS4ulmONHTc2teAZVN7sdLjx3vgHfPv552tbfCtntTrclNW2Dvl+SUkJ\n", "blc/g3V2dqjS/uKrHXzv4FX+8WgNL+69Qm2HMyR+nnLs/3EwAp6hdbvRaqG7du1i69atKIpCYWGh\n", "b7GX0tJS9Hr9kCm1ra2txMcPFPnffvttHnnkkTGvMRKtz9DScl3L39icLg97LzTzqxN1xFiMvLQx\n", "mwWjzDo6V9fFn++94jv+ycPzuPu24U81HU5eKb7G1VYnT96VwiMLE7EFURYYz/f2X+HotS7f8Sub\n", "55OXop3ZUlp+b0LwM7QmXHMdTX5+Ptu3b0dRFNatW+d7/NixY+h0uiHJ9ciRI/T1DcwoWbFixbjX\n", "EDOTxWTgkUVJrMqwYzLoSBqjtjk/ycZfr8uipLqTFbOjWZA4/Kbr7FgL31uX7buhZTKo80HuvjmR\n", "vuSaE28lKXJml7hmCtV6rlNN6z1XEb763F6uNPfS1e8hw24hVcXZUmLyTVvP1WKZ+DhBIVp7XXza\n", "2EOvy0tesm3Eu/vhKsKo1+wwLDG6gD8HOZ1D917ftGnTpDVGjG6ixfVQdvr0GXaXNfE3B6/yd4er\n", "eLmoktbbtnEJZ1r+3YH24wuWX8n1F7/4BUePHgWgqalJdn8Vk8posXLs2q079VdaHXT1ucd4hhCh\n", "z6/kmpaW5ptFNWfOHFpbW1VtlBhOjbuxbb0udpc18bfvV3K6phOPV/2l8EZyZ95C1s27NSV0aWoU\n", "sRbV7rVOOS3fSQftxxcsv97Bty+MbTRq540/k52q7eQfj9YAcKi8jX/4/AJyp2H7Z51Ox6YFCWTH\n", "W3G6vcxLtGG3yh11Ed786rm63UM/ovX3949yplCLGnWtwQsqexTonqaP4sXFxURHGFk+O4Z7M+2k\n", "RGlr+qjWa5Jajy9YfnVBlyxZwptvvkl2djbl5eUsXrxY7XaJKbA6I5a3zjdp8g69ENPN73GuTqeT\n", "uro6UlNTR1wFa7rJONfgXGtz0tXnJiXKTKLGeoxCTAbVx7laLBays7MDfgER2ubGSW9VCDX4VXPd\n", "tWuX2u0Q49ByXUvLsYHEN1P5lVxvX1Zw3759qjRGCCG0wq/kajabaWxs9B3fXGRFTB0tjyXUcmwg\n", "8c1UftVce3p6+NnPfua7YXThwoWQWKxFCCFClV89V6vVyo9+9COeeOIJnnjiCZYsWaJ2u8RttFzX\n", "0nJsIPHNVH71XG8fhnDnnXeq0hghxtLU3U9nn5s4q4l4m8zgEqFtwuu5hgoZ56pt1e1O/mp/ObWd\n", "/SxKtvGdz2aSEi3rogr1BTvO1e8lBysrKwf2HXK7qaioCPiFhLhdu8PF9c4+HC7PuOd+2thDbWf/\n", "ja97KQ/jjf6ae/r58Go7xZXtNPfIVHKt8iu5Hj9+nLq6OmpqajAajZw4cULtdonbaK2uVd3u5Nt7\n", "r/BHb5Txbyeq6XKOva5B1G17W9lMk7/XlVoG/+56+z38pqSOHxRd5fsHr/Lvp6/79c8llGntvTlZ\n", "/EqudXV1rF692rc6VmSkdjZXE9PjcEUbV9uceBV460IbV0fY+nqwvJRI/tuKVPKSI/mT++ZMy+pd\n", "k6G738ORynbfcXFlBz394Z1cxcj8uqFlMIRPL0GrtDaWMMI49P+6YZyt0+1WE08uncUXliSPupGg\n", "y+Olss1Jn9vLHLslZNaEHfy7izIbuC/LTtGVNgDWZMUSqcKOs1NJa+/NyeLXu8/hcOByDWy74XK5\n", "hs3YEiJQ92baKWvo4VJzL19ckkx2gn+LAV1tdfB+RTtpMWY+MzeWhEE7wB6/1sHL71XiVeCRhQl8\n", "9Z40oiJCI8HeZDMb+Oo9adyXYQcdLEiyYQ2jEofwn1/vvA0bNvDqq69SX1+Px+ORfbOmgdb2hk+L\n", "ieDbD2TgcHm5UvYxVlPyuM+p7XDy7X3l9PR70AFNPS5QFO7NtJNht/Da2QZubqbw9oUWttyRFBLJ\n", "9fbfXWKkmcQs7axAprX35mTx650XHx/Ps88+q3JTxExjMRmwmAz0Of2789/V58Hh8vDs8lQ8ikKs\n", "xUhzTz/bz9bz+OJkshKsXG4ZuJbdasRilB6hmD5+j3MtKyujvLycBQsWMH/+/HHPr6+vp6ioCIPB\n", "wNq1a0lNTR313PPnz3Px4kW8Xi+rVq1i9uzZAOzZswePZ6DYn5OTM+bMMBnnqn1tvS7eK29l78UW\n", "qtsH1rfYekcis6LM/PJEHV+6MxmPotDnVnh4QQLzwvSmlwgtqq7neuDAAWJjY9m4cSNnz57l/fff\n", "54EHHhjzOSUlJWzbtg2AgoKCMdciaGlp4fHHHwdg7969vuRqsVhYv369P00UKqpsc1Ba302c1cQd\n", "KVHYrdPzUTvOZmJxShS/OlHne6y0oQejfuBm2OsfN5JoM/Gjz+WQERd6C7qLmcWvoVjt7e2sXLkS\n", "s9nMypUraWlpGfc5NtutXoPZPHZ9ac2aNSM+7vF42LlzJzt27ODMmTP+NFWzpmssYX1XH3+x7wr/\n", "cKSGvzl4lUPlk7/zbyCxJUeZWZxy6721NjuOOYO2p4kw6kLuBpHWx4FqPb5g+dUFMZlGnsfd2dlJ\n", "TEzMiN8bXG0Y7fm3O3DgACtXrvQdD75xJmvITo8Op5uW3lsD/E9Wd7J18fg3n9QSZzPxvx7IpLzF\n", "gdWkJzfRhqIo2G0muvs8LEiykTyB7Wo6HC4uNffS71HITZzYtcTM5lfPtbe3l+bmZgCam5t9ifPQ\n", "oUOjPudmrRQGtk4ez+HDh8nNzSUxMXHE7/uToAf/By0uLtbU8XTFl2AzsSDpVk9xw/z4CV2vp9/D\n", "8WsdvHqqmpMVDSiKwn333RfQ9WZFR6DUlNJ79WOiI4zEWEy4r32CpaGMOXZLwO271u7k6MUaSq9U\n", "sfvTZv7y3Qr+5uBVXvmgks4bM8cm8vMMNL5wO9Z6fMHy64bW3//939Pf3096ejq1tbVkZmZiMBi4\n", "cOEC3/3ud0d8zq5du9i6dSuKolBYWMjmzZsBKC0tRa/Xk5eX5zv3ww8/JCkpiYULFw65RlVVFRkZ\n", "GQAUFhby6KOPjtpGuaGlnvquPipbnURFGMhNtBIxgbvwRyvb+d7BqwCYDTp+/th8chKm78bTp409\n", "vLjvCg6Xl+Xp0eQmWnnt3K2F4f/tiUXMll1xZzRVb2itWbOGFStWDHv81KlToz4nPz+f7du3oygK\n", "69at8z1+7NgxdDqdL7k2NjZy5MgRFi5cyIULF+jq6uLpp58GBpJrSUkJAEuXLvU/Kg0qLp6+sYSz\n", "oiOYNUkrUF1puTXsqt+j0OZwT1ts7Q4X+y+14HANTIo5XdvFA9l23/cXp9iInoTZU9P5u5sKWo8v\n", "WH4l15ES683HDx48OCR53pSWlsZTTz017PHnn39+yHFycjIvvvjiiNcf7UbXTFPb4cSYnEm7w4Xd\n", "Gt7rmC5Lj+a1cw24vQrJkSZSo81cnYZ2OFweXj/XQPSgSQZGvY70WAvfW5+F0+VlUXIksWH+8xbT\n", "Z8Jjarq7uyejHWIUF5t6+PbeK/S6vKzO6Ocb984J64WiFyVH8vPNubQ53aTFRJAeayF9Gno93f0e\n", "9l5sYU12HF9ZNotLzb3cnRbNv52s5ZtrMkifxFKA1nt1Wo8vWH6v5yqmx4HLrfTe+Nh6tKqD2o7w\n", "3hzSoNeRmxTJyjmx01rLjDQZyJ8bw5HKdrwKtPS6+O2p65Q29FLbGd4/YxEaJLmGuLSYW7VOgw5s\n", "5tD+ldV39XHwcguHyltp7B59IWhFUXB7Bv5pTPSubDAGFlBJ5xv3zmGOPYLLzQ6cbi9GvY64SS4F\n", "TEd8U0nr8QVr+le1EGO6P9NOT7+HC43dbF2cQmYIzzzq6nPz8yPVnK7pAmDdvDi+ce8cLLcN6q/t\n", "cPJfH9XT2N3PM8tT/R4HPZqqNgfd/R5SoyP8Lpl4FYXkKDPJUWZ6+j18b10WV1ocLEuPJjs+dH/G\n", "InxIcg1xSVFmnl42+roMoaS338NHtV2+41O1XfS4PEOSq1dR+K8z9RSVD6xn+r/freCXW4MfCXK+\n", "vpsX912hz6Nwz+xo/mxNBgljJFiPV+F0TSdvljayMCmSRxclkhxlZnWmndWZ9lGfNxFar0lqPb5g\n", "Tfgzpj8TBMTMEBVhZN28eN/xhtx4os1D/397vAoNg8oFTreXfk/w6wO/e6mVPs/AUO2TNV3UjVMv\n", "vdrq4K8OVHC2rpvXzjXw4dX2Mc8XIlh+JdfGxsZRvxfM4FoRuHCoa0WaDfy3e9L4wYZsXt6YwxN3\n", "pmC+bccBk0HPMytSsdx4/Mt3z6Kl+sqwaymKQkNXH41d/Yw1zyUz/tZNMZNBN2yvrcG6+tx0ON2+\n", "NV8Brnepf/MqHH53E6H1+ILlV1ng3//93/na175GbGzssO9FRUVNeqNEeKnpcHKhsRebWU9eciT5\n", "c4e/Twa7KzWaX25dQL9HISXKzJmS8mHnnKzp5KWiSgD+al0WK2aPvIbFmiw7Xq9CeauDTfMTyIwb\n", "eQRCY3cf/3SslmizgVVzYzh+rZMos4ENuQmBBSuEn/ya/vq73/2O+Ph4urq6uOeee8jMzJyCpgVG\n", "pr9Oj5aefl7cd4WqG+urPrs8lT+8e9aErtnc088f77pIx415/XarkV9uXYBBp+NyswOdDuYlWAOa\n", "UPHh1XZ+UDQwXeGB7DgemhfH7NiISR3PKrRJ1emvX/ziFzGbzXi9Xk6dOsXhw4d55plnAn4xoT2d\n", "fR5fYoWBsbhfWJI0bP2BPreHmo4+9Dodc+wW3xqsIzHodJgNt74fYdDj9cLvP2mg4HwTAF9YksSz\n", "y1P9Xudg8J6G71e08UC2XRKrUJVfNdfOzk4AWltbqampwW5X566qGF2o1rXsFiN3DFpfdV1u3LCE\n", "1+/2svdiC3+86yJ/vOsCRyvbh9RRb48tzmbiLx/MZK7dQobdwtPLZnG9q2/IltTvXGylq8//LakX\n", "JkWydXESCTYTW+9IYmHy1G0PH6q/u8mi9fiC5VfP9bXXXiMxMZHExEQeffTRcRe/FuGhtsNJXWc/\n", "cVYj0RF6ajv6ibEYyU6wovdzFEiczcS3B62vOn+ErVVaHS5+dbwWAK8Cvy6p5c60KOyW0T/Wz42z\n", "8Jm5MTT3uvinYzUY9Tr+aHkq/3C0BoClaVHYAlgUO95m4rkVaTx5VwpRJgMmY2hPxhDhz6/kGhkZ\n", "yR/8wR93c2NAAAAgAElEQVTIsKtpNNljCWs7nPzFvnLqu/sx6XX8j3tn87MPqzHqdfzk4XksnuX/\n", "jcrxVs0yG3Qk2EzkJtp8tVLzoPfSSLH19nv4sLLDN7TKpNeRlxLJt9bMRaeDO2dFYQtwxSqTUU/c\n", "NCRVrY8D1Xp8wfLrnbZt2zZJrBpzvauf+hvjTV1ehcvNDmKtRlxehePXOibtdfrdXvrcCt9fn028\n", "1ch/nKnnn4/X+HZpHfV5HoUtdyRhMeox6OCP7kkjKcrEhvkJrM9NIGWSlkAUQi1+JVez2UxlZSUl\n", "JSW43W4qKirUbpe4zWTXteKsRkyDbhqlRpvpvlHDzJmk6Z9Ot4d9F1v4ozfK+It3yslKsGIy6Oj3\n", "KGw/W4/3Rt11pNhsJgNHKtt5fHESTy2dhcvtwWYKzwmFWq9Jaj2+YPn1bj1+/Dher5f6+npWrlzJ\n", "iRMnyM7OVrttQkXZ8Vb+7uF5nLveTWacBbvVxBN3JpMVZ2FZ+shjSgN1vbOffzo2UCNtd7r5sKKd\n", "O5IjOXu9mzl2y5h13XibiT+5bw7nrncTadKzeFYUXkWhotlBn9vLXLuFGEt4JlsxM/j17qyrq+Px\n", "xx+noKAAGKjBiqk12XUtnU5HXkoUeSm3aquLJvkOukGnw6jX4b4xJSrSbCAt2kxOgpXH8pJ8540W\n", "2+xYy5BlCQ9XtPHD9ypRgM2LEvmjFalERYR+gtV6TVLr8QXLr3emwRBaWxWL8JAeG8F3PpvJb07W\n", "kWAz8tTSFHITbaPW7x2ugbLESFtjO1wetp9t4OYArj2fNvP5vKSgkuv1zj56XR4SI83ESu9XqMSv\n", "mqvD4cDlcgHgcrnweoNfaEMEJ5TrWh0ONxeberjW7hzyeFefm4LzjSxKthFlNvJ/Tl337Vc12LFj\n", "x7jQ2MM3Cy/zrcLLXGzqHfE1MuJu3cSKtxqxmgK/83+luZdv7L7EH++6yP9/pJrWXlfA1whUKP/u\n", "JoPW4wuWX/+2N2zYwKuvvkp9fT0ej4dNmzap3S6hAkVRqGh10uZwkRptnpQZSu0OF788XsOh8nYs\n", "Rj0/+lwOd9woNfS5vZxv6MFT3wNAvM2I0+3FZjbg8nipaHXgcHmxp2fz0ntXaeweSHQ/OnSVVzbP\n", "901vdXm8/LqklvQYC5/PS6S738Pn85JIigp8vPWh8jbftNoPrrazeVFiWG+bI0KXX8k1Pj6eZ599\n", "VuWmiLFMRl3rYlMvf/72Zfo8CilRJn78uXl+J9g2h4uqNidmg46chFvba9d19nOofGDmlNPtZXdZ\n", "sy+5xlqNbLt7Fv9xph4YWAHr5sfwk9WdfL/oKl4F/sfq2UN6tL0uL55BM7j6PF6utfdRXNlBos2E\n", "xaQnKmLkUpWiKFxq7uVqq5NZ0WYWJtuwDJoxlhR1K5HqdWCdhN1dx6P1mqTW4wtWUAWnd955R3qv\n", "Yai0odu39mlDt4uajj6/kmt3n5vflNRx4HIrAN+8fy4bFwysJmUz6TEZdLhuXHeufeCje2uvi08b\n", "e0iPieDnm3PR63Vkxlkw6HV4vAq7zjf5lv577VwD37h3Dn/7fhXo4M/un0v8oEVZosxGnlk+i5ff\n", "q6S518W2u1NGXRC7otXBtwov++L88edyhox+uDfDTkuvi7L6Hh5fMjA6Qgg1jJlcX375ZRYtWkRH\n", "RweXLl1i8eLFfPzxx2RlZU1V+8QNk7E3/JxBidSgw7dXlNurcKGxh08be8hJsJKXEjmkt9fa6/Yl\n", "VoAdpY3cn2XHZjaQEWfh5Y057CxtJCfeyvrcBFweL78/18CuG4usLEuP5jufzfT1dg16HXnJkZy7\n", "PrBzcL9HYUGijd98cREAKdHmYTe9Vs2N5Z+2LMDtVZgdaxnxphdAc4/Ll1hhINkOTq5JUWa+ek86\n", "Hq+CYYzFYybTZPzuQpnW4wvWmMn1y1/+MhkZGfz+97/npZdewmAw8Ad/8Ae8/vrr4164vr6eoqIi\n", "DAYDa9euJTV19K1Kzp8/z8WLF/F6vaxatYrZs2cHfA0xvsWzonx7Rd2dHk1OwsBkgSvNvXzr7cu+\n", "nuTfPjyPpWnRvufZzHpmRZuo7xqoid6REknEjWmkOp2OpWnRQ85vd7g4WnVrlteZ2i66+z1DxqU+\n", "uiiRxEgTTT393J1oYFbM2DOuTAY9OQnD1y243axoMzERBjr7POh1Awu2jGSqEquYucZMrhkZGQCY\n", "TCbfcCyj0YjNNv6bvKSkhG3btgFQUFDAli1bRj23paWFxx9/HIC9e/f6kmsg19C6yegZRJoNI+4V\n", "1dzrGrI6f0NXH3ArWSZGmvnBhhw+uNpObISR/LkxYyanSLOBz+bE8dq5BgA+kxFL9G010qQoM5sH\n", "jXWdLBlxVn76SC41nX0k3ljPYLppvVen9fiC5VfN1ekcOsSmu7t73OcMTsDjraK1Zs2aCV9DBG92\n", "TISvtxdh0JEQaR72sTkjzsrTfu48azLo2bo4iTtSInF7FXITbURP4WD/zHgrmbKDq5hmfg0UXLp0\n", "Ka+99hpnzpxh+/btLF06/m6dg9fr9Hfr5AMHDrBy5coJXUOr1BxLmBFn4Wv56Xxl2SyeXp7K339Q\n", "RU2Hc/wnjiHOaiJ/biz3ZtpJHmfIlNbHSUp8M5Nf3Ym8vDyysrKora1ly5YtWK3j9wo8nlsLGfuz\n", "otbhw4fJzc0lMTEx6GsMLqzf/IVr5fiTTz5R7fpeBQ5daeV03a1PJE3NLVSfrwyZ+OVYjqfzOBh+\n", "7aE1loMHD7Ju3bphj+/atYutW7eiKAqFhYVs3rwZgNLSUvR6PXl5eb5zP/zwQ5KSkli4cKFf1xiJ\n", "7KE1MZebe/nuu+W0O918/TOz2TA/fsiIASFmKlX30BrLaPXX/Px8tm/fjqIoQ5LvsWPHBhYNuZFc\n", "GxsbOXLkCAsXLuTChQt0dXXx9NNPj3kNMflyE23845YFuDwKiTYTJqOe5u6BNV+jIwxkDKq3utxe\n", "2pxuzEbdmLsJCDGTTbjnGip38bXec53qsYRN3f388NBVzjf0YjHq+cnD81iUHInD5eGdSy38a0kd\n", "aTERfOfBTDL9vNE1Gq2Pk5T4wluwPVfZSEiMqLajj/MNAwuoON1e3+aA1e1Ofnmsln6PQmWbk12l\n", "TX5fU1EUJvi/XIiwIeuthYmp7hlERRgw6ODmZKd4m4nGrr5h5xn83P6nstXBf31Uj8vj5SvLU4dM\n", "CNByrwckvplKkqsYUVa8lb/ZkM27F1tJj43gUlMv7Q4Xy9Kj+fLdsyj8tJm0GDOfvyNx3Gt197n5\n", "6QdVXGoe2Derqs3Jzx6b75t+K4QWTbgsIBsXTo2pHkto0OuIsxip6XTyzqUW3itvo6LVyesfN/J+\n", "RRtrsu2kx1qI9GNVqX6PQlPPrXVTm3td9LtvlQe0Pk5S4puZJpxcgyn0ivCQHB1BdryVdocbk0HH\n", "ljuS6OgdWE1rd1kzZQ09GAfN4mrq6Wf/pRZ2lTZSPWjhbLvVyH9flc7NU7/+mdnE2+RDk9A2v0YL\n", "uN1ujMZbfwzvvfceDz74oKoNC5TWRwtMlw6Hm7quPqwmPRl2CxWtDn5zohYP8LWV6cy7MXff41X4\n", "5+M1vFXWDMDc2Aj+9pFc30LULo+X2o4+vCikx1h8C78A1HU6aXe4SYw0kxhpGnPjQiGmmqrjXPfu\n", "3ctjjz3mO/ZnbQGhDbFWI7HWW2+TnAQbL22ah6IoGA23EqTD7eGjQTO8rnX00dPv8SVXk0E/4nz/\n", "q60Ovr3vCu0ON5lxFh5dlIjT7WV9brzUZEVY86ssIHtmTb+pqGs5XB5qOpw09fSPeZ5BrxuSWAEi\n", "TQYeW3Tr5tbaLDt26/j/u8saemh3DGy7UtnmpNM5sDB3ab12/oFrvSap9fiCNea7v62tDbfbTU9P\n", "D83NzSiKgsfjkZ6rBvX0e3jzk0Ze/aieOKuRlzfm+D7y+0On07EuN57MeAt9HoWcOKtfK2Hdvn/V\n", "zXLBzYQrRLga891fVlaGy+WioaGB0tLSgScYjWPO8RfqUHssYU2Hk1c/Gtjrqs3hZmdpI//rgcyA\n", "rmEzG7gzNXr8Ewe5IyWSP71vDqdqulgyK5KiK20k2UwsSR3Yh0tRlLAfkaL1caBajy9YYybXe++9\n", "F4Dk5OQhC60I7THpdeh1+BbNHrxrgJpiLEYeXpjIwwsTaetxsXhWFDERRlKizXxS383vzzaQHmtm\n", "yx3JpI6zW4EQocSvmqsk1umnVl3r08YefnuqjopWBy9tyGGu3cK9GbFsXjT+5IDJcjO2uMiBnQNS\n", "os1Utzv5y3fKKanpZNf5ZnaWNk5Zeyab1muSWo8vWAF1T9xuN263G4tFdszUgso2B9/eewWne+CG\n", "5Z/dN4dXNudiNuoxG6Z32Yk+t9fXLhhY08CrKDJMS4SNMZNraWkppaWluFwulixZwvnz54mMjCQt\n", "LW3IjgFCfWrUtTqdniEJ7GJzLxsWJEx5AhsptlnRZj6fl8hbZc2YDTqeWjorbBOr1muSWo8vWGMm\n", "108//ZQnn3wSr9fLj3/8Y77zne8AsHPnTkmuIajT6cbt9WK3+jcQf1a0mfmJVi41OzDqdeQkWNl3\n", "sZkHc+JH3bp6qkRFGPnK8lQ2zE8gwqhnTqzUW0V4GfOz381ZWXq9fsj2K3q9rFQ41cara5W39PLN\n", "wsv8910XOVrZgcc7/tJ+yVFmvvtQFt9+IINnlqfy+seN/Ly4hvIWx2Q12y+jxRYdYSQ30cZcuyWs\n", "RwxovSap9fiCNWbPNTo6mvfff5/u7m5iY2M5dOgQycnJvm22RWhwebz88/Faqm7M53/5vav8+guL\n", "mGMfvzaeEh3BB1fb+deTdb7H+j0yaUSIiRozua5bt47r168TERFBfHw8FRUVdHd3yzjXaTBeXcs7\n", "aImIQJejzp8by76LLdR09LFuXjxZE9xZIFBar9lJfDPTuKMFUlNTfV9nZ2er2hgRHJNBz39fNZvv\n", "H7xKZ5+bP71vbkBjQufaLfz0kXn09nvR63U0dPfjdHvHvYbT5aG7z0Ok2YDVj6UHhZhJ/C6eulwu\n", "Ghsb8Xq9dHV1qdkmMYLx6lq5iTb+4fPz+c0XF7Emyz5kKUB/xNvM6PXwvf3lfGP3Jb5ZeJnKttFr\n", "r629Lv6lpI7nd17g50eqaerux+NVqO1wUtvh9Kvme5PWa3YS38zkV3KtqKjgrbfeYv/+/QDs2bNH\n", "1UaJ4MRZTSRFmjEEmFhvutrqpLJ9YCuX5l4XFxt7Rz33UnMvez5tpqffw3vlbZQ19nD8WgfPvfkp\n", "z735KUerOoaUKoSYafxKrqdOneKLX/wiUVFR6PV6oqKi1G6XuM1U1LWiI4Z+tI8dYVUrRVG41u7A\n", "6Rp608vtVXiluBqPMrDv1t9/eI3WQbsPjEXrNTuJb2byK7lOxYwsr9eLx+NR/XXE6HITbXznsxl8\n", "JiOGP7l3DnkpkcPOOXu9m6/vushHdV08mGPHYtSzJsvO/EQr0YPqrtFmAwZD+A6fEmKi/Jr+6nAM\n", "rb253eMvB1dfX09RUREGg4G1a9cOuTF2u3feeYeKigq2bNlCWlqa7/E9e/b4Em5OTg5Llizxp7ma\n", "NBV7w1tNBh7IieeBnPgRv+9VFF47W0+/R2HfxRaWpkXx/z06j/QYCzazge88mMkvjtXgVRReWD3H\n", "78Wutb7vvcQ3M/mVXJcuXcp//dd/0dnZyY4dO/yanVVSUsK2bdsAKCgoYMuWLaOeu2nTJsrKyoY9\n", "brFYWL9+vT9NFJOgstXB2evdxFuNLJkVRdxta63qdTrm2i2+HQcuNPZiNRmw3eixzku08eOHB3Yp\n", "iDDK6AExs/mVXBcsWMCcOXNoaGhg9uzZmEzj90hstlsLLZvN5qAa5/F42LlzJ4qikJWVNaP3yFK7\n", "Z1Df1ceL71yhtXfgU8lzK9P40p0pw857fHEyJoOemg4nX7ozhdmxQ0tGwSz4ovVej8Q3M/m9KpbN\n", "ZiMrK8vvCw/e99CfZDySTZs2+b7et29fUNcQ/ul0enyJFeBMTSdPLEkeNu00NSaCr+WnT3XzhAg7\n", "fnUz9u7dS3V1NZWVlfzud7/jypUr4z5n8M2pyZgX7k+CHjzerri4WFPHv/zlL1W9fk9LHYuSbs3M\n", "eiAjkhMnTkxJfDe/DqWft8Qn8Q0+DoZfW2sXFBTw2GOPsXv3brZs2cLrr7/Ol770pTGfs2vXLrZu\n", "3YqiKBQWFvqmzJaWlqLX64ctwF1WVobdbh9yQ6uqqoqMjAwACgsLefTRR0d9Pa1vrV1crP5Ng4bu\n", "firbHESZDOQkWrFMUd10KmKbThJfeFN1a229Xo9er/cNyYqIGH9qZX5+Ptu3b0dRFNatW+d7/Nix\n", "Y+h0uiHJ9eDBg1RUVGCxWMjMzGTNmjXAQHItKSkBBm6qzWRT8eZNiTKTEhVcfXwitPyHCRLfTOVX\n", "cu3v76e7u9uXXP3o7JKWlsZTTz017PHnn39+2GODk+9gN5OsEEKEG79qrmlpaRQUFLBq1SpKS0up\n", "qKhQu13iNhOt/0yUy+PlXF0X/366juNVHXQ63Xza2M1HtZ209Po3E2s00x2b2iS+mcmvnuvq1atZ\n", "vXo1AAsXLmTevHmqNkqEBo9X4Vq7E7dXod/t5dv7rvh2h/3fD2by0nuVANyfFcs37p1L7BTtGCtE\n", "OAh4UKLRaJQNCqfBdNS1jl3r4I93XeCFgotUtjkZvNDVtXYnN2e3fni1g9YJ9F61XrOT+GamoPZr\n", "eeeddya7HWIMLT39lFR3cLaui57+qVl/oavPzW9P1fkSamefm/gbC7lYTXrm2i14bnwv0WbyzdIS\n", "Qgzw63Pc/v37aW9vp7y8nMzMTCorK4cM8Bfq6XK6+cWxGj6s7ADgj1el8/k7klTfCdVs0JEWbab6\n", "xhKEez9t5qVNObQ73CTYTESbDfzpfXNo7XVxb6Z9QqMMPv74Y+68887JanrI0fpQJa3HFyy/kmt3\n", "dzdf+tKX2L17N4899hhvvvmm2u0SN7Q73b7EClB4oZn1ufFERahb34wwGvjaqtnE2xrpcrp56u4U\n", "5iXYhpzz8MLEUZ7tn9befvZfauWjOisd0W2smhOLySibXwpt8Osv9OYMK693YA3Pm7vCCvVFmg1k\n", "2COoutGDXJYWjWWKtr2eE2vhf94/V7Xrf1Tbxb+dug7A2bpuXnlsPouShy9zGO603qvTenzB8itL\n", "3lxi0GAw0NnZics1saE3wn/xNhN/vT6bj2q7sJkN3DUrKuAtXEJV06DFtBWYsnqyEFPBr89gX/jC\n", "FwDYsGEDRUVFw6auCnXNjrWQ0H6Zh+bFkzgNM6jUsnJODPYbw7fuTI0iw4+twMOR1seBaj2+YPk9\n", "/RUGpr1u3bpV1QaJkd0syWhJdoKNnz82n6r6JubPTiHeFtzqaUKEoqDuHnzwwQeT3Q4xDq3WtVJj\n", "Ilg1f7amE6tWf3c3aT2+YPnVcy0uLub69esYDAM3Uj799FOZ9z/DebwK/R4v1im6uSZEuPEruba0\n", "tPDEE0/4juvr61VrkBhZKI0lrO/q49WP6rnc7OCppSmszojFFMQOBDeFUmxqkPhmpqD+IhITJza+\n", "UYS3j+u66e730NLr4ofvVVLZ5pzuJgkRcsbsud7cNLC1tZWDBw/6FrI+evQozz33nPqtEz6h0jOo\n", "6XBSXNVOY7eLp+5K4a2yJvrcE7vZFiqxqUXim5nG7LneHGKRn58/ZIcAMXO98XEDx691UtHq4Dcn\n", "63hmeSpzbxtC1ef28GljDx9f76LDOf427EJo0ZjJ9Q//8A/Jy8vzjWstLy/HYDDwla98ZUoaJ24J\n", "hbGEiqLQ5riVLN1ehbSYCGIGLTWoKArvl7fzJ7sv8a23r/B/TtXR3Td2gg2F2NQk8c1MYybXqKgo\n", "AA4cOEB3dzcbN26ks7OTo0ePTknjRGAcLg/vl7fy/YMV7L/UQtc4SS1QOp2ObUtnER0xMELgK8tm\n", "Deu19vR7eP2TBt/x2xdaaHdI71XMPH6NFmhvb2f9+vUA3HPPPezYsUPVRonh/KlrXWrq5YeHqgAo\n", "ruzg5Y053DMnZlLbsSA5kl9sWUCfRyEp0jRsKJbFqGdhUqRvNa3UaDNW09j3TbVes5P4Zia/kuto\n", "21p3dnYSEzO5f7wieJ239VT9rXc29/TT2usm1mr0a+nAlOjRN6g0GvQ8vWwWOQlWOp1uPpsTR0Kk\n", "dqbsCuEvv4Zi9fb20tzcDEBzc7Nvg8JDhw6p1zIxhD91rex4K+kxA4ksyWYiN9E67nOud/bxV/sr\n", "+H/fusi3Ci9xrd0x4bbOio7g8cXJPLsijYy48dug9ZqdxDcz+dVzra+v5ze/+Q3p6enU1taSmZnJ\n", "G2+8wYULF/j85z+vdhuFn9JjLfz4c/No6XUTZzWSGjP+FuhXWx1caRlIqA3dLi409jLXPn5CFEKM\n", "za/kumbNGlasWDHs8VOnTk1aQ7xeL4qi+KbYiqH8rWulREeM+bH9dpG3bc8SMw2bDGq9ZifxzUx+\n", "/SWNlFjHehwGertFRUUYDAbWrl1LamrqqOe+8847VFRUsGXLliHjaQO5hgjO/EQbf752LkWXW1mV\n", "EcuiZNv4TxJCjEu1PTVKSkrYtm0bTz75JCdOnBjz3E2bNvHAAw9M6Bpap1Zdy2o2sD43gR99bh5b\n", "7kgm1jL1q1NpvWYn8c1MqiVXm+1WD8hsDu5u8WRcQ/hHp/KGhxPhGbyntxBhQrUC280RBTD6UK6p\n", "uIZWaLmuNVpsXU43ReWtFF/t4MF5cazNjhtWIw4HWv7dgfbjC5ZqydXjubUfUrC9okCvMXjps5sf\n", "VeQ4fI/dSfP4xbGBDQw/ru8mWu/i/vmpIdM+OZ45x8HQKYO7h5No165dbN26FUVRKCwsZPPmzQCU\n", "lpai1+uH7cNVVlaG3W4fckNrtGuMpKioiGXLlqkRSkjQ8pqZo8VWdKWVn7xf5Tv+7kOZ3J8VN5VN\n", "mxRa/t2B9uM7c+YMDz30UMDPU63nmp+fz/bt21EUhXXr1vkeP3bsGDqdbkhyPXjwIBUVFVgsFjIz\n", "M327HIx2DTEzzE+0kR5jprazn+x4KzkJMpJBhA/Veq5TTes915mqsbufDufApIhEmUYrpkHI9VyF\n", "mAzJUWaSNbSduJg5VBuKJSaXlscSajk2kPhmKkmuQgihAqm5CiHEGIKtuUrPVQghVCDJNUxoua6l\n", "5dhA4pupJLkKIYQKpOYqhBBjkHGuQhVVbU4+qe8i1mJkcUoUcbaZvYCOEP6SskCYmI66VkN3P3/5\n", "zhX+4UgNPyiqZP/lVlVeR+s1O4lvZpLkKkbV6XTT2OPyHZ+s7pS1VYXwkyTXMDEdqw7F20zckXJr\n", "sZRNC+Ix6Cd/UW0tr6gEEt9MJTVXMaoEm4kXH8jiapuDSJOBeX5s1S2EGCA91zAxXXWtlGgzq+bG\n", "siQ1CqtJnV0AtF6zk/hmJkmuQgihAhnnKoQQY5C1BYQQIoRIcg0TWq5raTk2kPhmKkmuQgihAqm5\n", "CiHEGKTmKoQQIUSSa4hp7XVRWt/N1VYHgz9UaLmupeXYQOKbqWSGVghp7XXxsw+vcaK6E5NBxw83\n", "5nBXWvR0N0sIEQTVkmt9fT1FRUUYDAbWrl1LampqwOfu2bMHj8cDQE5ODkuWLFGruSGhvquPE9Wd\n", "ALg8CnsvtviSq5bnb2s5NpD4ZirVkmtJSQnbtm0DoKCggC1btgR8rsViYf369Wo1MeREmg1YjHqc\n", "bi8AOQkyl1+IcKVazdVmu7WaktlsDupcj8fDzp072bFjB2fOnJn8RoaYjDgrP/pcDpvmJ/D/5Kfz\n", "YE6c73tarmtpOTaQ+GYq1Xqug2/GmExjr14/2rmbNm3yfb1v375JbF3ouiMlijtSoqa7GUKICVKt\n", "53qzVgqg0429Bqg/546XoGHof9Di4mJNHWs5vvvuuy+k2iPxSXwj/f0FSrVJBLt27WLr1q0oikJh\n", "YSGbN28GoLS0FL1eT15e3rjnVlVVkZGRAUBhYSGPPvroqK8nkwiEEGoIuQ0K8/Pz2b59O4qisG7d\n", "Ot/jx44dQ6fTDUmuo51bVVVFSUkJAEuXLlWrqWGhuLhYs3dltRwbSHwzlWrJNS0tjaeeemrY488/\n", "/7zf565Zs0aVtk2mpu5+Pm3sQQEWJUeSHDX2zTshxMwgkwgmwOny8G+n6ii60gbA2iw7//P+udjM\n", "k79iv5Z7BlqODSS+mUqmv05Ad7+H49c6fccnqjvp6feM8QwhxEwhyXUCoswGHsix+47XZtuJUqHX\n", "CtoeS6jl2EDim6mkLDABFpOBp+9OZeWcWBRFYUGiDeskJFeXx0t1hxOvAnNiI4gwqpOwhRDqkfVc\n", "J1mn08X7Fe0cr+rgoXlxrM60B7RrqldROFzRxk/er8KrwAufSefhBYmYjPIhQ4jpIOu5ThKn20Np\n", "fTdHKtup7egL+Plljb3849EaTtV28ZPD17jU3BvQ8zucbv7lRB3eG//yfnWijlaHK+B2CCGmlyTX\n", "25yu6eLPCi/zNwev8t395TR09Qf0/E6ne8hxd19gN7jMBj0p0beGcyXaTJgNek3XtbQcG0h8M5XU\n", "XG/zwdV239c1HX009/QPSXbjWZBkIznSRGOPi+x4K1nxga1sFWk28D/vn8vvzzXQ5/by1NIU4mzj\n", "T/0didPt4WR1Jwcut7I8PYYHsu3EWoO7lhAiMFJzvc3+Sy389INrANitRn72aC7psZaArlHf1UeH\n", "0028zURS5PRNKiit7+bPCi/7jv96XRb3ZtrHeIYQ4nYhN/01XH1mbiwvbcymrdfN/CRbwIkVYFZ0\n", "BLOiI1RoXWC6bxtz29ortVshporUXG8TbTGyck4sGxckBPyRXk3B1LUy7BZybyy4HWc1snhWaC5l\n", "qPWancQ3M0nPVcNSYyL43oZsWnpcxFqMpMZMf29aiJlCaq5CCDEGGecqhBAhRJJrmNByXUvLsYHE\n", "N1NJchVCCBVIzVUIIcYgNVchhAghklzDhJbrWlqODSS+mUqSqxBCqEBqrkIIMQapuQohRAiR5Bom\n", "tB5opooAAAmISURBVFzX0nJsIPHNVKqtLVBfX09RUREGg4G1a9eSmpoa8LmBXEMIIUKJaj3XkpIS\n", "tm3bxpNPPsmJEyeCOjeQa2idlveG13JsIPHNVKolV5vN5vvabB57wejRzg3kGkIIEUpUS66DByGY\n", "TGNvLTLauYFcQ+u0XNfScmwg8c1UqtVcPZ5bq+DrdLqgzg3kGna7nTNnzgTazLBhs9k0G5+WYwOJ\n", "L9zZ7cFtjaRacnU4HMBA7/Pm1wClpaXo9Xry8vLGPXe0x0eyfPnySWu7EEJMlGrJNT8/n+3bt6Mo\n", "CuvWrfM9fuzYMXQ63ZDkOtq5oz0uhBChTjMztIQQIpTIJAIhhFCBJFchhFCBJNcw5fV6h4ymEEKE\n", "lrDZWnsyptOGskDa/M4771BRUcGWLVtIS0ubwlYGL5D4zp8/z8WLF/F6vaxatYrZs2dPYUsDF0hs\n", "R48epaGhAYC5c+eGxSiXQP+eHA4Hr7zyCs8880xYvD8DiW/Pnj2+Tk1OTg5LliwZ/cJKmHjrrbd8\n", "X+/atWvSzg0Vgbb5/PnzSm1trZpNmlSBxHf48GHf12+//bZqbZoswb7f3n33XTWaM+kCjW/fvn3K\n", "6dOnw+b9GUh8+/fv9/u6YdNznYzptKEsHNsciEDiW7NmjdrNmVSB/u4qKyvZsWMHW7duVbNZkyaQ\n", "+Nra2rDZbFgsFrWbNWkCic/j8bBz504URSErK2vMNaTDpuaqTMJ02lAWjm0ORDDxHThwgJUrV6rV\n", "pEkTaGyZmZm88MILnDx5Us1mTZpA4isuLg67hVwCiW/Tpk08/vjjfOELX/CVd0YTNj3XyZhOG8rC\n", "sc2BCDS+w4cPk5ubS2JioprNmhTB/O4sFgvR0dFqNWlSBRJfQ0MDu3fvprGxkczMzLCouQb7tzde\n", "Ig6b5DoZ02lDWSDxhaNA4vvwww9JSUkhMzNzqpsZlEBia21tJT4+3nd+OAgkvueeew6AsrKyoOfk\n", "T7VA4quqqiIjIwMAp9M55nXDJrlOxnTaUBZIfAcPHqSiogKLxUJmZmZY1Cj9ja+xsZEjR46wcOFC\n", "Lly4QFdXF08//fR0Ndsvgfzujhw5Ql9fHwArVqyY8rYGI5D4YOAfSHFxcdj0XAOJr6qqipKSEgCW\n", "Ll065nVl+qsQQqggbG5oCSFEOJHkKoQQKpDkKoQQKpDkKoQQKpDkKoQQKpDkKoQQKpDkKoQQKpDk\n", "OoN0d3fz61//mrKysil/7R/84AcUFBRQUFDgG4R905EjR2hra5vQ9auqqnj55ZcndA0t8vdne/r0\n", "aX71q19NQYtmjrCZoSUmLioqatoW1Vi4cCFbtmwZ8Xsulwu32z2h62dkZLBo0aIJXUOL/P3ZLl++\n", "nKqqqilo0cwhyVWDTp06xQcffMCsWbOw2Wy4XC7sdjvr168H4MSJE1y+fBmAhIQEX8L1er3s2LED\n", "o9GIoihERUWxYcMG33WPHj1KXV0dZrMZr9eL2Wzm4YcfBuDixYucPXsWq9WK0+lkxYoVZGdn+557\n", "5coVCgoKcLvdpKSkcP/99wMDc9DPnDlDbW0tkZGR6PV6Hn74YYzG8d+aZWVlnD17FovFgsvlore3\n", "1/e91tZW9u/fj9VqxePxkJaWxqpVq+jv7+fVV1+lp6eHJ598kpiYGN58801qa2t55plnSE5ODvrn\n", "OtprwsCnhqKiIhwOB5GRkfT396PX633LDl6+fJlPPvkEo9GI1+ulrq6Or3/96+P+DHp7e9m5cydR\n", "UVEYDAYuXrzIt771Lb9+tgcPHqS1tRWj0YjBYMDr9Y77eiIAfq/8KsLKj370I6Wpqcl3fOLECeX8\n", "+fPK+fPnlQMHDvgef/3110e9xu9///shx//5n/+pdHV1KYqiKB6PR7l27ZqiKIrS09Oj/Od//ueQ\n", "c9944w2lv79/xOvu3btXaW9v9x0fOnRoSFv90dvbq2zfvt137Ha7lRdffNF3/Nvf/nbI6x85ckS5\n", "evWqoiiK4vV6hzx33759Q9ozltF+ruO95k0vvvii0tDQMOQxh8OhvPHGG0MeO3LkiF/tqaioGLLo\n", "dmVl5ZDvj/azPX/+vHLs2DHfcVNTk/LjH//Yr9cU/pGeq0alp6cPWa5v6dKlvPvuu+Tk5AxZTMNg\n", "MPi+7uvrY//+/Xg8HvR6PeXl5UOu+cUvfpHjx4/jdDpxOp2+hSsaGhro7OykoKDAd67T6aStrW3E\n", "nmBaWhotLS3Exsb6HlMCXOKitraW+fPnD4lj8eLFvuP6+nrefvtt37HX68VoNJKZmYlOpyMxMZHm\n", "5mbi4+Pp6uoa0paxjPZzzcvLG/M1b1q2bNmwn0ldXd2QXj7A6tWr/WpPVlYWHo+Hd99917d03s1V\n", "m24a6Wd7+fJlNm7c6DtOTEwM+e10wo0kV42qra2lubnZlwjOnTvH/Pnzx9zUcO/evTz00EPExMQA\n", "0NPT4/ue2+3mypUrPPDAA77Hfve735GZmcns2bNJSUkZUlMd/BGzsrKS9PR03/qX5eXlvnICgNFo\n", "DHizxfT0dE6ePOlbCd7tdvPxxx+zbds2AHJzc3nkkUeGrLk5uPa4Zs0aCgsLmT17Nvfcc4/fr3v7\n", "z/Xs2bMsWLDAr9ccTWpqKqdPnx6yqn11dTVJSUnjruh/7tw57rrrLubNmwcMlG4GL4s32s82NzeX\n", "s2fP+soWTU1NVFdXj9tW4T9ZFUujXnvtNYxGo2/x34SEBFavXs1//Md/APDss8/S3NzMv/7rv3L/\n", "/fezZs0azp8/T1lZGSaTCbfbzeXLl7n77rvZtGkTTqeTX/ziF2RnZ6PT6ejr62PZsmW+P+rq6mpO\n", "njzpq+d1d3ezefNmoqOjaW1t5d1338VkMuH1esnLyxvSy+zq6mLPnj1ERUUBAzfeHnzwwXFjLC0t\n", "5ezZs0RFRdHb20tnZyeZmZls2rSJnp4eDhw4gF4/MCCmp6eH/Pz8IT3Et956i/b2dp555pkJ/Vxv\n", "/sMZ6zX/b3t3i2ohEIZx/MHgB5jch90NGCw2VykINsEtmFTE5AIsgslguEnT4V5vmOM58v/FCTMv\n", "L8ODyDAzTZPatlXXdQrDUI7jKEmSc95hGNT3vWzb1r7vCoLgUg+KojjXO6Rpeo791tu6rrUsi1zX\n", "1bZtmudZURR9zVWIn45wfag8z5Vl2d1lPA59xVWcc32gpmk0jqPKstS6rneX8xj0Ff/Blys+0nF0\n", "6dX29H3fyAsTd6z5l6qqXj4nYlmW4jiW53lvrwnXEK4AYAC/BQDAAMIVAAwgXAHAAMIVAAz4AUyK\n", "tsiz0cVOAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.779487\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Wl8VOd5+P3f7ItG+76gBUkgNpvNQAgGL2DjBRvsJLVL\n", "Xaf/f5ynT5L20yVp3bRpkqZN3DZO0zRPkzRL22wk8QI2GDAYrwJsYWOwQQYkhIRYtO+afeY8LwSD\n", "BFpmRnOkmaPr+0pndObovjTSNfdc5150iqIoCCGEiCn9dDdACCG0SJKrEEKoQJKrEEKoQJKrEEKo\n", "QJKrEEKoQJKrEEKowKjWhVtaWjhw4AAGg4F169aRn58/5rmHDh2itbUVgOLiYpYtWxbxNYQQIp6o\n", "llxramrYunUrADt27GDz5s1jnrt69erQ1/v27YvqGkIIEU9UKwvY7fbQ12azecLzGxsbefrpp6mo\n", "qIj6GkIIES9US67DJ36ZTKYJzy8tLeXzn/88R44cifoaQggRL1QrCwQCgdDXOp0urOdYrVaSk5Oj\n", "usa+ffswGAwRtlIIIcaXlpYWug8UCdWSq8vlAoZ6n1e/Bjhx4gR6vZ758+eHHuvq6iIjIyN0/kTX\n", "GI3BYGDp0qUxa78QQgAcPXo0quepllxXrlzJtm3bUBSF9evXhx4/fPgwOp1uRHI9ePAgHo8HgOXL\n", "l094jZmourqaNWvWTHczVKHl2EDim6lUS64FBQU8+uijNzz+xBNP3PDYpk2bIrqGEELEO51Wlhw8\n", "cOCAlAWEEDF39OhR7rzzzoifJzO0hBBCBZJcE0R1dfV0N0E1Wo4NJL6ZSpKrEEKoQGquQggxDqm5\n", "CiFEHJHkmiC0XNfScmwg8c1UklyFEEIFUnMVQohxRFtzVW2GlhCJIBBU+KhtkGOX+inPtHNTvoMk\n", "sywAJCZPygIJQst1remMraHLxZdequPnR1v46v4GTrYMxPxnaPm1A+3HFy1JrmJG63L6CAwrjJ3v\n", "dU9fY4SmSHJNEFpedWg6YytMtZCTNLQQu9mgY2GuI+Y/Q8uvHWg/vmhJzVXMaEWpVp66t4KWfi/p\n", "NiOzM2zT3SShEdJzTRBarmtNd2xFqVaWF6VQnmkPe9eMSEx3fGrTenzRkuQqhBAqkHGuQggxDllb\n", "QAgh4ogk1wSh5bqWlmMDiW+mkuQqhBAqkJqrEEKMQ2quQggRRyS5Jggt17W0HBtIfDOVJFchhFCB\n", "1FyFEGIcUnMVQog4Isk1QWi5rqXl2EDim6lkVSyRUNz+AJ2DPkwGPTkO83Q3R4gxSc1VJAyXL8Cu\n", "jzr4cc0lUiwG/mljOXOzk6a7WULjpOYqNO9yn5cf11wCoM8T4H/fu0wgqIm+gdAgSa4JQst1rXBj\n", "M+p1GPXX1ltNsRgx6GO//mqsafm1A+3HFy1JriJhFKZa+Pv1ZRSnWVlelMzWJXnT3SQhxiQ1V5Fw\n", "Brx+THodFqNsgS3UF23NVUYLiITjMMufrYh/UhZIEFqua2k5NpD4ZipJrkIIoQKpuQohxDhknKsQ\n", "QsQRSa4JQst1LS3HBhLfTKXabdeWlhYOHDiAwWBg3bp15Ofnj3nuyZMnOX36NMFgkFWrVlFUVATA\n", "zp07CQQCAJSXl7No0SK1miuEEDGlWnKtqalh69atAOzYsYPNmzePeW5nZycPPfQQALt37w4lV6vV\n", "yoYNG9RqYkJZs2bNdDdBNVqODSS+0ZzrctE64CXHYWZ2hk2FVk0/1ZKr3W4PfW02j7960dq1a0d9\n", "PBAI8Pzzz6MoCmVlZXLDSggNONvp5C931eH0BbGZ9Dx9XyUVWfaJn5hgVKu5Dh+EYDKZwnrO/v37\n", "WbFiReh448aNPPTQQzz88MO0trbGvI2JRMt1LS3HBhLf9Zp7PDh9QQBcviDNvW41mjXtVEuuV2ul\n", "ADrdxItrvPHGG1RWVpKVlTXq98NJ0MNf5Orqak0df/jhh3HVHjmW42iPs5NMXM0IOiA7yRxX7Rvt\n", "OBqqjXPdvn07W7ZsQVEUdu3axaZNmwA4ceIEer2e+fPnh8596623yM7OpqqqasQ1mpqaKCkpAWDX\n", "rl3cf//9Y/48GeeqTc09bjoHfWQ7TBSmWqe7OdNmwOPndLuTQW+A8kw7hamW6W5S1LyBIKfanNR1\n", "OKnItDE/JwmTMX4HLsXd2gIrV65k27ZtKIrC+vXrQ48fPnwYnU4XSq5tbW0cPHiQqqoqTp06RX9/\n", "P4899hgwlFxramoAWLx4sVpNFXHqXJeLL71UR58nQIbNyD/fW0lJ+sxMsG+e6+G71c0AlKZZ+OY9\n", "FWQlJeZODGaDnpvyHdyU75jupqhKteRaUFDAo48+esPjTzzxxIjjnJwcnnzyyVGvMdaNrpmourpa\n", "s3edx4rtbKeLPs9QeanL5aepx5WQyXWyr10gqPDa2e7QcWOPhy6XP26Sq5b/NicjfvviYsbLtI+s\n", "s6fbwrsxqjUGvY5bS9NCx4UpZtKssjJYvJO1BUTccvkCvH+xnw9aBlhamMzN+clY4rg2p6Z+j5+P\n", "2gYZ8ASYk22naAbXn6da3NVchZgsm8nA6tI0Vg/rtc1UyRYjK2alTnczRARmZjcgAU12WIgagoqC\n", "PxCc9HXiMbZYkvhmJum5iqhc6HXzy6MttA94+fTyfBblJ093k8QMdanPg9cfJNthJskcP1v/SM1V\n", "RCwQVPjn1xt5vaEHAKtRzw+2zJ3R41DF9PiodYC/2XsWpy/IIzfn8ns358Y8wcp6rmLKBBWF1gFv\n", "6NjtD+ILaOI9WiQQRVH49bHW0FTa3xxv5VKfZ5pbdY0k1wQRT3Utk0HPHy0vwGIYmsT4h0vzyHVE\n", "P+YynmJTg8SnDp1OR/awvzuTXhf6m4wHUnMVUVlckMwPH6rCG1DIc5ixxVGtS8wcn1iUg8sX4GKv\n", "h8eX5VOUFj+lKam5qqCp20WX00/ODJ8PL8RUCCoKgaCCyaDOB3EZ5xonznY6+dJL9Qx4A2TZTTx1\n", "bwXFcfRuKoTW6HU69HFUDrhKaq4xVt/hYsA7NB++w+njfE9s1qrUct1Oy7GBxDdTSXKNsayka/Pf\n", "dUC6TT4cCDETSc01xpxeP+9fGuBE6wDLClO4Oc8R12tVCiHGJzXXOGE3G/l4aRofl/nwCaXb6eNM\n", "hxOAOVl20u0zcwUuETvSpUoQWq5rTXdsbl+AXx1r4Sv7GvjKvgZ++X4LLl9g4ieGabrjU5vW44uW\n", "JFcx4/V7A7xS1xU6fqW+K3RTUohoSXJNEFpe6X2qY+t1+Wjp94R6p0kmA8uLUkLfX16YTJIpdpMi\n", "tPzagfbji5bUXMWM0tzr5p9fa6S+08WWBdk8ujiPFKuRz64o4OOlqSgKLMhNwi4zzsQkSc81QWi5\n", "rjWVsR1u7OFMh4ugAs+daKehywVATrKF28szuKMig9zk2O6squXXDrQfX7QkuYq41ePy0eP2jfl9\n", "byBIj8uHPxj+aMLrp0gadEMze4KKglPqrCKGpCyQILRc1xottg9bBvjX15tAB3+1roSFeSO3YW7t\n", "9/Dz9y5z7PIAm+Zlcf+8LByWif+cVxWncqJlgNo2Jw8vzGZ2po32AS/PftjGscv9PDAvmzvK02O6\n", "EI2WXzvQfnzRkuQq4k6X08c3X22k0znUa/3Wa418f/PcEbu/ftAywP76oe2mf/buZapyklhccG03\n", "BJ8/SG3bIB+1DTI3J4kFOUmYjXryUyx8aV0JLn+QZIsRo17HoaYetp9sB+DfDzZTnGaRnRXEpElZ\n", "IEFoua51fWyKohAYNnEwEFS4OpHwbKeTbcda8PiD3FmRHjrn+tLA6Q4nf7W7np+9e5m/3l3P6SsT\n", "BACsJgPpNhNG/VBJwOkN8IlFOfzh0jwW5ztwx3jhby2/dqD9+KIlPVcRdzKTzDx5Wwn/9GojAH99\n", "WwkZdjMXe9389e56+jxDtdFHbs4hJ8nEksJkyjNsI67R4fQxPEV2DHoZS2WWnW3Hz9Hl9HNfVSZF\n", "KbG7oeXyBrDnldLa74n5jTIR3yS5Jggt17VGi21pYQo/eqgKgKykodXm+z2BUGIFONfl5rsPzMFu\n", "MtwwdKo4zYrDbGDAG8Bu0o+77OPLZ7rocvoBeOlUJxsqM8iPQYId9AZ49sM2fvV+O8mWLr65sZy5\n", "2UmTvm680fLf5mRElVwHBgZwOBwTnyjEJFxNqlflJJlZmJvEidZBdMC9VZk3nHPV7Awb/7apktYB\n", "L9lJZsqu69kOl2q99m+gA8wxWnT5Up+HX73fAgy9Mfzq/Ra+vmE2Ol38rT0qYm/c5FpbWzvq49XV\n", "1Xz2s59VpUFidNXV1ZrtIYQbW0aSiSdvL+V8jxuH2UB55tgJE6Ak3UZJ+vjnAGycm8nlfg/nutz8\n", "wZI8StJjs7i52aDDqNeF6sGZdpMmE6uW/zYnY9zkeujQIdasWcPZs2dpa2tjyZIlHD16lIyMjKlq\n", "nxDA0E2ts51OWge8FKRYJ0yskShIsfBX60rwBII4zLGrlBWlWvnq+jL+573LFKZY+MSinJhdW8S/\n", "cddzvfrx/ze/+Q2PPPJI6PHf/va3/N7v/d6UNDBc8bKeq1DHR60D/OVL9fiDCjaTnu/cX0l5pn26\n", "mwWA2x/gSHMfbzT0sLwohTUlqTiGlRrcvgBGgz40OkENgaCCPxDEEsM1EcQQVdZzvVpXNZtH1rWu\n", "PxZCbU09ntDHa5cvyOV+byi5tg94eae5l/ZBH7eWpVExxUm3rt3JNw40AvDmuR4y7LNZMSs19H2r\n", "ygnvQo+bn717idYBL/9neQFLC5M1WX5INGFV7p1OJ8FgEIBAIEB/f7+qjRI3iuexhL5AkLYBL70u\n", "/6jfa+n30OUceyhUOLEVplq4mi5Meh05w/arf+lUB987eIFtx1r5mz1nudzniTiGyRg+ggGg2zny\n", "96Dma6coCr96v4Xqxl7qOlz8/f4GLvRObfzx/Lc5ncIqMN1zzz388pe/xGw24/F4uO+++9Rul0gA\n", "l/o89Lp8nGwb5OfvtZCfYubLt5eGbiJ5/UFeqe/i+4cukGY18vW7ZlOZFV2vsirbztP3V3Kpz0Nx\n", "mpWKKzXXQFDhRMtg6Lxet5/BKV4joCzDxqxUC829HjJsRubmTF3POahAp+va+gu+gIIvxpMgRHRk\n", "Dy0RleYeN1/eW889c7P4n/cuhx6/tyqTP1tTDEBjl4vPPn8q9L1lhcn8493lGGJcezzY2MM/vHIO\n", "BVhdksqfrZlFmm1qt2lp7ffQ6fSRZjNREMNJCOE42TrA3+49i9MX5NPL8tmyIDumayPMdFO6h1ZL\n", "Swt5eXnRPFVoRGO3i9YBH1yXJw3Dan16nQ69bqh3BWAx6lGjFLhiVgrfe3AOLl+Q4lTrlCdWgNQr\n", "u/xapmEzygW5Dn6wpQpfQCHbYcImN7XiQlh/CSdPnhxxfOjQIVUaI8YWb3WtNOtQAnu7qZffX5xL\n", "ssXAvBw7Dy7IDp1TmGrh7+4oIzvJxLxsO59eno9+lOw6VmyD3gDHL/dz9GIfPa6xlx40GfTMzR5a\n", "uCUjKfzE6vYH+LBlgLfOdXO+2xX280Zr57MftPHp39XypZfqON/tHvH9qXjt8lMsFKdbpyWxxtvf\n", "ZrwIq+daV1fHggULrj3JKLNmZ7rKbBtf21DGO+f7mJtlZ+ODc3FYDCOW/TPodXy8NJWFeUmYDDqS\n", "IhhD6g8qvHSqg5/UXALgvqpMPrOikKQYftw9fmmAr+xrAIYG+H/7vgoKUyOfQNDU7eLnR4dmYjX1\n", "eNhzuoP/Z1VRzNopElNUWfLqyAExdeJlBszFXjdvnutBUWDd7DRWl4y/hbhOp5vwY/posQ14/Lxw\n", "ZRlAgN2nOvnUTbkxTa7vXugLfd3p9NEx6IsquV7fGzdfVxqIl9dOLVqPL1rjJtddu3bhcrk4deoU\n", "Pt+1j2W5ubkTXrilpYUDBw5gMBhYt24d+fn5Y5578uRJTp8+TTAYZNWqVRQVFUV8DaG+AY+ff69u\n", "5tjlAQDeu9jH1zbMJjmMRaojZTPpWZTn4NWzQ2u2zsmyYzPHtp55c0EyL9R2AJBiMZBhj65WW5pu\n", "5U8+XsSv3m+hLN3GXZUjZzB2DHqpbuyhucfN+opM5uVqb/EWcaNx/yvuv/9+AHbu3MmmTZsiunBN\n", "TQ1bt24FYMeOHWzevHnMczs7O3nooYcA2L17dyi5RnINrYuH+dtuX5C6zmu1yfpOF25fkMmupDda\n", "bBajgT9aXsBN+Q48/iArZqWE6ryxsrTAwVP3lNPl9FOeaWPWOCtnjcdqMnDv3CzWlKZhNepvqHvu\n", "qW2ly6OQaTdxsnWAZLOBohitXxAP4uFvMx6FPc41Unb7tbF+E83oWrt27aSvIdSXajXyqZty+O93\n", "h4ZefXJRzogVpWItN9nMvVVZql3fbjaytDBl4hPDYNDrRuyUMJzVbOJiWz8vnepEr4O8ZIumkqsY\n", "XVj/GdHcwBo+fNZkCq/HsX//flasWDGpa2hVPPQMTEY9D8zPZlGeAwUoS7feUF+MRjzEpqbSDBs/\n", "PjL0hhRUYO+ZTtaUjV+rTiRaf/2iFdZ/xu7du2lubqaxsZFf//rX1NfXT/icQODaLJlw5jm/8cYb\n", "VFZWkpV1racS6TWGDwmprq6WYxWOk8wGFuY56K0/xrEjb495fk3NEY7VN9Pc48YXCMZN+6fjOC/Z\n", "MuJG3PycJI4cORI37ZPjiY+jEdYMrR07dvDAAw/w4osvsnnzZn73u9/xqU99atznbN++nS1btqAo\n", "Crt27QrVbE+cOIFer2f+/Pmhc9966y2ys7OpqqoK6xqj0foMrepqdetaZzudnOtykWk3UZWTNOnx\n", "kkea+/jaKw34Awp/sbaYO8rTb9jW+qpwY1MUhYt9HvwBhbxks+oLosTK22+/TUb5Il47201+ioXV\n", "JaljLvIdSz5/EFcgiMNsGHV8cayo/bc53VSdoaXX69Hr9VitQ3Uii2XiOxgrV65k27ZtKIrC+vXr\n", "Q48fPnwYnU4XSq5tbW0cPHiQqqoqTp06RX9/P4899ti41xCx1dTt4ksv1TNwZU7+1zfM5mMlqRM8\n", "65rmHjcfXB4g2TLUqzXqdfx/hy+E5rh/963z3JTnCG2d0j7g5e3zvXQ6fawtS0evD6+0cOxSP1/Z\n", "14A3oPCZFQU8MC8rIRKs3+9nTnYSc6Zwi5e2AQ+/PNrKBy39PDg/m7vmZMZ0GJuYWFjJ1ev1MjAw\n", "EEqu4SxHUFBQwKOPPnrD40888cSI45ycHJ588smIrjETqdkz6HT6QokV4ETLQNjJtWPQy9/vO8vF\n", "vqFVr/5gSS6fWJRLisXApSvnJJkNGA3Xek7bT7bz7IdtAOw53cn3Hlg24c9x+wL8uOYS3isJ+yc1\n", "l1hVnEpxWvwnjOno1b13oZ+9ZzoB+MHbF6nItKm2XbiWe62TEVaXoaCggB07drBq1SpOnDhBQ0OD\n", "2u0SU+B0+yAvnGzH41f4WPHQXXMdsKQw/H/Cfk8glFgBjlzox6CHP7+1mCUFDqqy7XzjrtlkX/kY\n", "7AsEOdk6EDq/2+Vn0Bukx+Xn7aZeXj/bNeqSgUa9jqxhU1vtJj2mGCwAoyhKWJ0FGJouW9s6yHsX\n", "+sbdTTYeuHwjJ/p4ZaWsKRdWz3X16tWsXr0agKqqKioqKlRtlLhRrOtaDZ0uvrirDs+Vf7q/X1/G\n", "hsoM0mwm5kSwLGC6zciSAgfvXxpKmHeUp/PB5QHKMmz8493lBBUFi/Fa79Jk0PPQwhy++WojCrC2\n", "LA1n52UONdlCU0jnZtv5hw2zSR82qN9o0PPEikLMBj3dLh//Z3nBpHdoPdfl4hdHWwCFx5bmj7uJ\n", "IcChxl6eer0JgBWzkvni2pKwFomZjprkLbNS2Hu6g8YeDxsqM5g9QWyTofWaa7QiHmNlNBpHDM06\n", "duwYixcvjmmjhPq6XL5QYoWhZPuHyyaeAdfv8XO63cmAN0BFpo2iVCt/ubaEs51O+twBDtR3cezy\n", "AOsrMvjC6qIbtrwGWF2cyvceuLKKVbqV5nP1vNV4rbd6ut1Jn8dPut1EUFFCN2NmpVn58h2lBIMK\n", "xknu0Nrn9vPU642c6xpaZOVCr4d/vbcytLrV9XyBIC/UXpuOW9PcT9eVJQbj0aw0K/98XyVOb4BU\n", "q3HEmg9iakz6N97Y2CjJdQrEumeQl2wmw26ky+nHoBvqgTZ2uyidYLfUt8718N3qZgCKUi08dU8F\n", "OQ4zeuCJ50+FFqqubuzh08vzR02uJqOeuTnXbu6kz6/iNm8r57qGxoIuzLWTZjXyweV+tr3fQmGa\n", "lYcW5lCQYhlaxtAw+XKANxCkfeDalO62AS++q7ttBBWCijJidIPJoGdxfjIftTkByLabwk5Y09Wr\n", "S7eZxpzYEEvSax2dvJ3NUEWpVj63qogLvW7SbCZeO9tNYYpl3OSqKApvNHSHji/0euhx+chxmEmy\n", "GFhdksr+ui4APlaSgmOUxOr1Bznd7qTT5aM4zcrsDBs6nY5752VSkWXD5Q8yJ8tOvyfA373cgNsf\n", "5L1LAygK/MnHZ00q5ou9bjoGfWQmmchPtvDHqwp5+s3zAHzuY0Wk20w0dbv46ZFLDHgCPLGykHnD\n", "3gQ2zc+iKM1Ct9PHilmpI7aaEeJ6klwThBp1rXSbkY5BA2809FCSbiVtjI/EV+l0OtaWpYfqq7NS\n", "LaGPxTaTgT9ans/HilNRUJiXkzRqr/VE6wBP7jkLQLLFwL/dX8n5k++xZs0abhm2qV99hxO3/9pN\n", "mYu97hElgkg1drn46z31dLv8pNmM/Ms9Fdw+Oz207UxRigVfIMj3D13g+JWFaf7u5bP8YEtVKIlm\n", "JZnZUJkZ8c/Wek1S6/FFS5LrDGY1GfhxzUUCCrx/qZ+CFAuzJ9g5de3sNHKTzaGa6/DeW1aSmTVl\n", "I3tzLl+AC70e9EBxmnXEflf9ngBtg6Mvgp2XbGbLgmy2n2zHYtDx+0vyJjUQvrHbRfeVDRR7XP6h\n", "EkiGbcRNLI/HT5fzWnsGPIHQjrNCREqSa4JQo2fg9gUZPkLn4hi7prb2e2jqceMwGyjPtLO8KLzF\n", "Trz+IHtOdfLDdy6iA764roTF+Q5++f7Q9x1mA9lJJkpGic1hMfLY0jw2VGZgNeopinLFqquuv/E0\n", "2o0oh8XIH68q4mv7G/AFFb6wuoisKJchHE7rvTqtxxctSa4zWFGqhTWlqVQ39pJkNtywDilA56CX\n", "p15v5GTr0I2cr9xZyq1l6WFdv9vl4ydHhqYSKMDPjlziew/M4dv3VdDp9FGcZgvtFDsah8VIRYzu\n", "cldl2/na+jLeu9TPsoJk5maP3kNfVpTMjx6uIhBUyEu2xGRhGjEzTfovR0YKqC8QVDhe1xTzgevp\n", "dhN/+vFZfP/BuXz/wTnMHWV6ZqfTx7LCFB5flk+m3cSeU51hX99i1JPruNbzK0wxYzcbuCk/mdvL\n", "Myi/sj32ZBfIGE3wuokBVpOB1aVp/MnqWawuTRtz7QS9TkdRqpWSdFvMNhtUI754ovX4ohVWt+Dg\n", "wYNkZmZSVVVFfX09DocjtPtraWmpmu2b8fxBhbfOdfPt6m7spj6+vqGM+bmOmF0/zWYac6xmn9vH\n", "i7Xt7KvrxmzQ8ZkVhShhbPHT6/Zzqm0QbyDIk7eV8mJtByajjocX5qg+v93tD/D2+T52f9TB0sJk\n", "7pqTGfUOA0JMRlhvzefPnyc7e2hXz9mzZ/PWW2+p2ihxTWu/l39+vQlfQKHX7ef7hy7g8gUmfmIM\n", "XO73sq9uaOiVN6Bw5EIvd05wtzwQVHjhZDtf2dfANw408tMjl/jjVYX82ZriMVf6j2XN7myHi2++\n", "2sixywP87N3LfNAyMPGTVKb1mqTW44tWWD3XpKQkMjOH/qn0ej0GQ/wvlqEVet3QvPqrc8MtRh2j\n", "3TPvc/s43e7E5QtSmWWf9NRQGBpeZTHoQjO5StNspEyw84DLFxgxFvbY5QF63H6SVdyxYLjB6954\n", "ht/9F2IqRVVUCneJODF5eclmvrZhNnnJZioybXxh9axRl9nbc7qLv325gX98tZGnXm+kOwZJpTjN\n", "yjfvqWB1SQqP3JzLpvkTb7liMxlGrLK/MNdOsmX8N+NY1uxK060surIBYIbdyNICdVaCioTWa5Ja\n", "jy9aYXUndDodXV1dZGRk0NXVNWKHAKEunU7H8qIU/uImMxWzy0adcum+rrf4UZuTXrd/xMIn0VqU\n", "52BRXvg1XoNex+YF2VRlJ+HxB6jKSZrS+fc5Dgt/e2cZnU4fyRYDeaPsntjrHtpG224yxKSHL8Ro\n", "wkqu9957L/v37w+t6frggw+q3S5xncXzKsf8ntVk4NbSNOqv7MxamTX6x/d+t58jF/r4qG2Q1SVp\n", "LMofWtg61tJtpogW2w6nZjfg8VPf6cIbCDI7wzbuSv4ZdtOYN7F6XD5++PZFXj3bTbLFwFP3lFOZ\n", "pe4i1lqvSWo9vmiFlVwNBgMbN25Uuy1iEu6tymR2pg2XL8Cc7KRRk8uJ1oHQknk7P+rg3zfNGbGA\n", "SrwKKgr7znTxw3cuAnBrWSp/9vHiqOq4F3o9vHp2qJff7wmw70yX6slVzExhFU/r6urUboeYwER1\n", "rVSbiZXFqdxWnkHBGB91Lw1b1DqoQI/bH9M2TiSoKARGmU763tH36XX5qe9wUt/hxOMfOdzL6Q3w\n", "0qmO0PFb53rpjbLtVqOe4Z31qVh8Res1Sa3HF62wkuvx48dHHJ87d06Vxgh1LcpLwm4aesmLUi3M\n", "Spu6euO5LhffeOUcX93XQH2nM/R456CP02Tz4kftfG7HaT634zSv1neNmNNvNRlYWnTtxlRZhpWk\n", "CW6SjaU0w8ZX189mUW4Sn1iYw7rZ2tniWsSXsPfQGu748eOUlZWp0iAxuljUteZkJ/HvD8yhx+Un\n", "N9k86s2esXj9QVoHvBj1OmwmPZf7vNjNeorTrBNuez7g8fPtN5uo6xiqCTf3uvnuA3NIt5k40TrA\n", "oE/HrlNtofN/cuQSt8xKCdVVjXodn1qUy7zsJJy+IIsLHFGvU2rU6/hYSSorZqVg0OvoGPTy2+Ot\n", "nG4f5P55Wdycn4whxnVordcktR5ftMLe5uXll1/m7rvvVrs9QmUl6TZKwlsaAH9Q4Xy3C19AobXf\n", "yz++1sivHorQAAAgAElEQVTGORkMeANUN/ZiMej45sYKFuWPP5rAG1DoHLb6VafTF9oZ1ukL0Ofx\n", "k5NkpqlnaFeA/GQzlut2Gsh2mLmj4traB52DXo5eGtoNYMWs1Am3aLne1QR6qKmXn15Z/+Dt8338\n", "x4NzKJ9gZTAhwhFWWeAXv/gFfX19PPPMMzzzzDN8+OGHardLXGc66lqHm3r43I7T/MmLZzjeMsCC\n", "3CRyHGaqG3sB8AQUdn7UPsFVwGbS8fiyfPS6oQ0Qty7Ow3llsP9NeQ7q2ge5tyqTdWVpbKjM4Evr\n", "Sia8WfXSqU7+9Y3z/PTIZf5mbz2t/aOv6DWR5isJHYbeTAa9sR9mqPWapNbji1ZYPdd77rmH5cuX\n", "h453796tWoNEfOj3+Pmfdy9ztfS586MOHls6tKaq2XBtxthE28IA9LqG1kX9w6X5KMBbjT2c6XDy\n", "9+vLKEy18v8usJCem8L6ygySw1gFKxBUeP9Sf+i4y+lnwBsgN4o476zIYH9dF05fkFuKkimUca8i\n", "RsJKrsMTKwyNexVTa6rrWmaDjsJUC829Qz3CdJsRi0FPQ+cgX98wm5fPdFKabmP9KMsU3nAtox5v\n", "IMj/vneZq7epcofdpb+5qjyithn0Oh6Yn8XJ1qGFt28pSiYzygkTVTlJ/MeDc4eSs8OsyiIvWq9J\n", "aj2+aMl6rmJUFqOBz64sJMdhpt/t55M35VKUasGgz8Zk0LMszAWzYWhQ/7KiFD6Ljl++30K23cQf\n", "Lsuf8EbYeFaXpPHdTWacviCl6dZJzQIba0EZISYjrJprX18fzz77LP/7v/+L3+9n+/btardLXGc6\n", "6lpFqVa+sHoWf3NHGRVZdqwmw4gdUUfjDypc6HVzsdczYk3V0nQbmxdk8+OHq/j2/ZUjbkBFE5vF\n", "qGd+roPlRSnjztaKB1qvSWo9vmiFlVz37t3Lgw8+SGpqKkajdHbF6AJX1p79zLMf8cRzH1HT3Icy\n", "LMEa9DqykswTrqwlhBaElVytVism07WPXbLk4NRLhLpWx6CP77x5nqAy1IP9XnUzPa6JZ1IlQmyT\n", "IfHNTGEl1+snEQTDWI0+kfW6fbT1e/H6tR1nrBkNjJg5lWo1xHRhGH9QobnHTXOPe9RptELEk7CS\n", "a05ODtXV1fj9ft5++22Ki4vVbte0aep28Vcv1fNHz9byYm07LhXGPUYjEepamXYzX18/m6psOzfl\n", "J/HFMMarQnixBYIK1ed6eOK5oZLDwaaeG/bJileJ8NpNhtbji1ZYxa+1a9dSW1tLT08PeXl5mt43\n", "68XaDs51Dw0s/6+aSyzKcyTEylFTqcvp43BTL43dLm6bnc783KTQnf+5OUn8630V6HQ6zBPc/IpE\n", "t8vHvx9sDo27/V51MwtyksgcdjOr3+PnTLsTlz9IZaaN3Aim9woRa2HfWZg/fz7z589Xsy1x4fp5\n", "5ZMZLhQrHYNeShcuZ9AbUH2Dv4m0D3h57Wx3aMvsvac7+Y8H51I67O6/xRhZG8Op2Rn1OtKsBly+\n", "AL+/OA+LUc+ZDicLDDpSrEP3A/ad6eRH7wy1a2Guna/cOTsmC4ZPltZrklqPL1phJdeOjg727NmD\n", "zWbD6/WyceNGMjImHjyeiDbNy+Jsh5PmXg+PL8unJH16ez/nulz83d6ztDt9bF6QxWNL8qdsP6rr\n", "efwB6jqc+ALXatGegEK/J7rSidsf4HSbk/ZBH6XpViqyxp7Tn2Yz8bd3lPHuxT5eP9tNQ9fQp4vP\n", "rCjgUzfl4vYFOFB/bTeGE62x241BiGiE9V+6d+9etm7dil6vJxAI8Mwzz/DII4+o3bZpMSvNyj/c\n", "NRtPIEiq1RTzFZIitfdMJ+1X9sPacbKDtWXpLIxg25XJOtU2yM6P2llSkMzpDiev1HWzON/BJ2/K\n", "4ZkP2liQm0R+cnTjTE+2DPI3e88CYDfp+bdNc8ZdgKUiy45OBz87cjn02BsN3Tw4LwurycDHS1ND\n", "uzHMzrCRbI2PUS3V1dWa7t1pPb5ohZVc7XZ7aFNCg8GA1artGS1JFiPxUmVNHTbXXsfQtNSpcrHX\n", "zZN76nH6ghSmWnnh5NCC1QebevnC6iL+ZHURSwqTyYpywelT7dfWdXX6gnQM+kYkV5cvwOU+L6Yr\n", "U3H1Oh3pNhNzsmycubJ84bqydCxXNmy8tyqL2Rk2nL4gVdl2Mu3xPblAaFtYydXtdo84djqH/ilq\n", "ampYsWJF7FslQm4vT6e5x01dp4tHF+eGtVBKrLh8QZy+KyWA627MX10XNdp1VQEW5Cahu3LpZIuB\n", "XMe1a3n8AXZ+1MFPai5h0uv42obZ3DIrhQz7UHngTIcTm0lPVfa1UsLQ3l3xt/i11nt1Wo8vWmEl\n", "12AwyE9/+lOWLFnC8ePHSU1Npba2lmPHjklyVVl+ioW/WFuMJxDEYZ7aWmuOw8TdlRm8XNdFS7+H\n", "e+Zm8trZbpYUOFhWmDypxApDyfU7myrpdPqYlWqleNgbR/uAj5/UDN2c8gUVfnLkIgtyk7Cbh3Zs\n", "lV1bRbwL67/V6XSG3p1WrlwJMGJao1CXyaDnncOHpryHkGI18ZmVhdxTlYnVqCc32cLWJXnYTfpR\n", "t/gejS8QpH3Qh1Gvu2G/KpNBz4JcB9XV1ZSVrbnuezocZgMDV8YZ5ySZMU1hSSSWtF6T1Hp80Qrr\n", "P+T3f//3cThuvIlSXFzMhQsXKCoqmnRDgsEgiqLI1No4k2o1kmq99tpHMhTM5w9y4Gw3360+j81k\n", "4B/vms2CMG/G5SZb+KeN5fz3u5dItxn5gyX5Ey4aE44up5fqc72c6XCyvjKDm/Id6ONguJ3QHp0y\n", "yS7ojh072Lx58w2Pt7S0cODAAQwGA+vWrSM/P3/Ma+zdu5eGhgY2b95MQUFB6PGdO3cSCAz1XMrL\n", "y1m0aNGY1zhw4ABLly6dRCQi1i70uPm/z34UKtdWZtn4zn2VoRtQ4QgElaEdDGKUAPec6uDfqpuB\n", "obqxbOsiJnL06FHuvPPOiJ+nWhGvpqaGrVu3AmMn4Ks2btxIbW3tDY9brVY2bNigVhOFyvT6odEN\n", "niu7FjjMBvQRDm2L9VC489dt6zIQ5RhdISYSu/mJ17Hbr/UGzObohsQEAgGef/55nnvuOY4ePRqr\n", "piWkRJy/nZ9s4et3zaY4zcqi3CT+eFXRqB/tpzK2tbPTsRqH2rAoN4mCVPVvjCXiaxcJrccXLdV6\n", "rsOrDcOXK4zExo0bQ1/v2bNn0m0S6vIFgjR2u/EFgsxKs5JsMbK0MIXvbrJj1OuwRlAOUMu8nCT+\n", "48E59HsC5CWb436hbZG4VOu5Xq2VQmzqZeEk6OHvoNXV1Zo6jvf4ampqOHC6lS/sOM2f7azj50cu\n", "8N4HJwBwWIy8+87hMZ+/Zs0aqqurOXz48JS0tyTdRk/9MU69XzMlP+9qfPH0ekl8kf//RUq1G1rb\n", "t29ny5YtKIrCrl272LRpEwAnTpxAr9ffsAhMbW0taWlpI25oNTU1UVJSAsCuXbu4//77x2yH3NCK\n", "PV8gSK/bj82oJ2mCoVeDXj9/vrOOxu5rNc2ffWIeRWHuT+XxB3n3Qh8H6rtYVpjCmrJUUq2yLoCY\n", "ftN2Q2usYVgrV65k27ZtKIrC+vXrQ48fPnwYnU43Irm+8sorNDQ0YLVaKS0tZe3atcBQcq2pGepd\n", "LF68eLJNTWjV1eqOJfT4g5ztdOH0BShNt2IzGXjpVAe/Pd5KZaaNP/n4LApTx06UFoOesnRrKLlm\n", "2I1YTOF9MKquria9YjFff+Xc0HFjL+k2I6tL42+2VTTUfu2mm9bji1ZYyfWtt97i1ltvHfV712+7\n", "fVVBQQGPPvroDY8/8cQTNzw2PPkOdzXJCvUdPt/LN19tBGB5YTKfujk3NEPq6KUB3jzXw6OL88Z8\n", "vtGg5/HlBRSkWuhx+bl/XhbZEdQz+69blLzjymI1QiSqsJLrq6++SltbG7feeis5OTlqt0mMQs2e\n", "QSCo8MLJ9tDxuxf7eWBB9ohzgmFsq1KQYuHxZQUTnne9NWvWcLnPQ3mGjbNdLtKsxild+UttWu/V\n", "aT2+aIWVXLds2cK8efM4ePAgr7/+OgsXLpwRC2fPFAa9jpvzHZxsHQSGPtLrgceW5vG7463MzrSx\n", "rjxd1Tbkp1j4h7tm0zHoI9VmoCBF2yuvCe0LK7nedNNNANx222309vbyn//5n5Jcp1i4da3Wfg+d\n", "Tj/pNmNEi5t8rCQFk0FPr9tPQYqZ6sYePr96FnfPycRm1Ku6QPfV2LIdZrKjXL4wnmm9Jqn1+KIV\n", "1n9MdXU1paWlHDp0CIfDwZ/+6Z+q3S4RhQu9bv5+XwMXej1k2018855ySsJconBWqo0jzf0cqO/C\n", "pNfxjxvLsRj1Nyy2IoQIT1jJ9cCBA9x+++08/PDDsrDKNAmnZ3Cuy8WFXg8A7U4fdR2usJOr3Wzg\n", "4UU53FaejsWoj+hm1GRpvdcj8c1MYddcr5YGRPxKvm4samqEH+VtJgNFqfLmqbZ+t5+GrqGdFMoz\n", "bWEv3ygSS1gDESWxTr9wZovMzbbzN7eXsKY0lb+8tZiqnPBXewoEFZze6VnEZLIzYeLd8Pg8/gDP\n", "ftjGl3bX86Xd9ew42Y7XHxzn2fFP669ftMJ6y+zr62Pfvn0MDg6ydetWdu7cyZYtW9Rum4iQzWTg\n", "9vIMbi+PbGfetgEvvz3eyoctA2xekM3t5enY4mAdgHD4AkHqO130uf0Up1njfoeCXneA7cOGvT1/\n", "op2NczPJMkptW2vC6rnu3buXBx98kNTUVIxG+QgzHaKpawWCCidbB/jt8RaONPfi8o3eM33vQh87\n", "P+qgsdvNd6ubabiyg+pUmUzN7tilfv585xm+sq+Br+47S2u/J4Yti43h8dlNeuZmX6uDV+XYE+aN\n", "bCxScx1dWJnSarWOWDhFbmolhrOdTr64q44ry6nyrY3lLCtKueG8fo9/xLEnkDgfU99s6OHq/IbG\n", "Hg/tgz5yk+O39+qwGPmzNcW8fb4PvQ5WFqdEtLuDSBxh9Vy9Xu+I42Awcf75tCKaulan0xdKrEBo\n", "JMH1VhanUZAy9LH09tlpU7rDLEyuZjd8JpfDbIj4Jt5UuD6+wlQrDy/KYcvCHE1MlpCa6+jC+kvM\n", "ycmhuroav9/P22+/TXFxsdrtEjFQmGol3Wak2+XHbNAxN3v0G1wl6Vaevq+SQV+QQEDhVNsg2Q4z\n", "FZm2mG2vopaPlaTyVUsZLf1ebs53MCvMVbiEUFvYSw7W1tbS0NDAwoULKS0tVblZkZMlB0fX3OPm\n", "cr+HTLuJ2RnjJ8tzXS7+Ylcdg94AJoOOp++rpConaQpbK0T8UX3Jwfnz54emvA5fZ1XEt1lp1rB7\n", "cxd7PQxeGY7lCyg0drskuQoRpXGT63PPPRfq6VytsyqKQl1dHV/+8pfVb50ImYr529kOEwYdoTpt\n", "wRQNa9L63HSJb2YaN7k6HA7uvvtuDh48iMlkYvHixRw9epS0NG0sYixGqsi08+37K2nodFGcZqUq\n", "W3qtQkQrrJrrs88+yyc+8YnQ8dUtXOKJ1FyFEGqItuYa1lCs62+CyFAsIYQYX1jJNRgM0tHRAUBH\n", "Rwc+n2zBMdW0PJZQy7GBxDdThb0q1t69exkYGCApKWlEiUAkPn9QobZ1gJOtg1Rm2VmYl4TVKLOG\n", "hJiMSW+tfeHChTF3gJ1KUnON3kdtg/z5zjOhaaT/fE8FSwqTp7dRQsQJVWuu43n33XcnewkxzTqd\n", "PobvP9g24B37ZCFEWCadXMXUULOuNSvVEpqTbzXqKctMnLUFEoHENzPF3yoXYsqVpNt4+r5KWgc8\n", "ZCWZKcuY2uQqhBZJck0Qas+AKU63Upw+PYueaH12j8Q3M0lZQAghVCDJNUFoua6l5dhA4pupJp1c\n", "42EYlogNf1ChfdBLr1smiQgxWZMe5xovZJzr5Hj9QV49280P375AdpKJL99RJje2hGAax7kKbbjQ\n", "6+Y7b53H6QvS1OPhl++3THeThEho444WeP3111m+fDk//vGPb1gc2+fzUVlZKb3FKaL6mpk60AFX\n", "P8ZM5buu1tcDlfhmprCGYpWVlbF58+YbHn/22WcluWrErBQrf7m2mB+9c5GcJBNbl+RNd5OESGjj\n", "Jtfbbrtt/CcbZZjsVFG7Z2Ay6rmzIoOlhcmYjXpSLFP32mq91yPxzUxh/Qelp6eP+rjsSKAtBr2O\n", "rCTzdDdDCE0Iq7S2bt26UR+fqGcrYkfLYwm1HBtIfDOVjBYQQggVjDvOta+vj5SUFPr6+njllVcA\n", "sFqt3HXXXXFXb5VxrkIINagyzvW1114DYNeuXdx///089NBDrF69mu3bt0fXynEEg0ECgUDMryuE\n", "ENNh3OR6tVNrt9sxm4dudKSlpWEymSa8cEtLC7/61a/4zW9+w+XLl8c9d+/evfzwhz+ktbU16mto\n", "nRbrWr0uP639Ht59//h0N0VVWnzthtN6fNEK67P99T1Kj8cz4XNqamrYunUrADt27Bh1nOxVGzdu\n", "pLa2dlLXEImlucfNU6830tDpYvO8DOZ6/CRP4fAvIdQ2bs/V6/XyzDPPjOipnj17ltzc3AkvbLfb\n", "Q19f7fVGKhbX0AqtjSV8s6Gbug4XAQWeq+3iXJdrupukGq29dtfTenzRGrer8KlPfeqGx8rKyigv\n", "L5/wwsPvk4VTRlDrGiI+mQwj39f1Ot00tUQIdUQ8FEuvD+8pw0sJuij/cSK9xvDaT3V1taaOf/CD\n", "H8RVeyZ7PCfJyy2FDjJsRv5oSRae1nNx1b5YHl/9Ol7aI/FFfhyNsJYc9Hg8vPTSS6Hj++67D4vF\n", "Mu5ztm/fzpYtW1AUhV27drFp0yYATpw4gV6vZ/78+SPOr62tJS0tjYKCggmvMRqtD8Wqrtbe4hgu\n", "XwCXL8jZjz7klmXy2iUqrccX7VCssO4g7Ny5k40bN+JwOBgYGODFF1/kk5/85LjPWblyJdu2bUNR\n", "FNavXx96/PDhw+h0uhHJ9ZVXXqGhoQGr1UppaSlr164d9xozkRb/eG0mAzaTgQwNJ1bQ5ms3nNbj\n", "i1ZYydVkMuFwOABwOBxh1T8LCgp49NFHb3j8iSeeuOGxsRLnWNcQQoh4F1YB9fqhWMFgUJXGiLFN\n", "tv4Tz7QcG0h8M1VYydXhcHDmzBkAzpw5E+rFCiGEGF3Ye2gdOnSIixcvUlRUxMc+9jG12xUxrd/Q\n", "EkJMD1VvaAGsXr064osLIcRMFfE416amJqm5TgMt17W0HBtIfDNVWMn129/+Nk1NTezevZuLFy/y\n", "4osvqt0uIYRIaGEl17lz54Z2f5XywPTQ8lhCLccGEt9MFdGqWAaDQdXGiOnRMeily+kn1WogN3n8\n", "mXdCiPCE1XMdGBhg3759YS3YItShVl3rcp+Hr+5r4AsvnOavdtdzvsetys8Zj9ZrdhLfzBRWcn3o\n", "oYeorKykoqKC48ePyw0tDTnX5aKuc2i5v8v9Xj5qHZzmFgmhDWGVBex2O2VlZQDcfPPNzJs3T9VG\n", "iRupVdeym0eWelKtU79gtdZrdhLfzBTV7q979+6NdTsS1vluN995s4mn32yisTvxFnyek2Xni2uL\n", "WVzg4I9XFTIvxz7xk4QQE4oquUpZYEi/28+/vNHI3jNdvHymi2+91kif26/Kz1KrrmU3G7hrTiZP\n", "3VPBQwtzSLVN/aLkWq/ZSXwz07ifAb/+9a/zxBNPsG3bNoqLi0OPnzp1SvazAjyBIJf7vaHjln4v\n", "Hn9ivvHITgBCxNa4yfWrX/0qAOXl5SOS6Y4dO9RtVYJIs5n4zC0F/Ft1MwD/95YC0mzq1Cy1XNfS\n", "cmwg8c1UYWWCVatWjThOS0tTpTGJxqjXcUdFBpVZdhSgOM1yw95QQoiZKaxMkJeXN+L4tttuU6Mt\n", "Ccli1FORZacyy47FqN4kCy3XtbQcG0h8M5V0s4QQQgVhr+ca77S2nmv7gJegopDtMMvNJiGmUbTr\n", "uUrPNQ4du9TPZ58/xRPPneKd830EtfH+J8SMIsk1zvS6fHznrfMMegO4/UG+9VojHYM+Tde1tBwb\n", "SHwzlSTXOKPX6zAPG3FgMuiQqoAQiUdqrnHodPsgT795Hm9A4S9uLeamfNkQUojpovoeWmLqzM1O\n", "4un7K1EUSJmGhVSEEJMnZYE4lWwxjkisWq5raTk2kPhmKkmuQgihAqm5CiHEOGScqxBCxBFJrglC\n", "y3UtLccGEt9MJclVCCFUIDVXIYQYh9RchRAijkhyTRBarmtpOTaQ+GYqSa5CCKECqbkKIcQ4pOYq\n", "hBBxRJJrgtByXUvLsYHEN1NJchVCCBVIzVUIIcYRd+u5trS0cODAAQwGA+vWrSM/Pz/ic3fu3Ekg\n", "EACgvLycRYsWqdVcIYSIKdXKAjU1NWzdupVHHnmEd955J6pzrVYrmzdvZvPmzTM+sWq5rqXl2EDi\n", "m6lU67na7fbQ12azOapzA4EAzz//PIqiUFZWJh/7hRAJQ7XkOryUazKZojp348aNoa/37NkTw9Yl\n", "njVr1kx3E1Sj5dhA4pupVCsLXK2VAugm2L40nHMnStAw8uNJdXW1HMuxHMtxTI6jodpoge3bt7Nl\n", "yxYURWHXrl1s2rQJgBMnTqDX65k/f/6E5zY1NVFSUgLArl27uP/++8f8eVofLVBdXa3ZHoKWYwOJ\n", "L9HF3WiBlStXsm3bNhRFYf369aHHDx8+jE6nG5Fcxzq3qamJmpoaABYvXqxWU4UQIuZknKsQQowj\n", "7nquIjq1rYO8eraL4lQrq0tTyUoaf6SFECI+yfTXONLU7eLJPfW8WNvB9w9f4I2G7tD3Jltcj2da\n", "jg0kvplKkmscGfQGcPuDoeMzHa5pbI0QYjIkucaR3GQLy4qSATDpdWyckxn6npbvxmo5NpD4Ziqp\n", "ucaRTLuJL95azMU+D0lmI2UZ1ulukhAiStJzjTOZSWZuyk+mPNOGftiECi3XtbQcG0h8M5UkVyGE\n", "UIGMcxVCiHHIHlpCCBFHJLkmCC3XtbQcG0h8M5UkVyGEUIHUXIUQYhxScxVCiDgiyTVBaK2u1evy\n", "cbiph31nOjl29uJ0N0dVWnvtrqf1+KIlM7TEtHilvpsfvTOUVPMcJp7OzSbbISuACe2QnmuC0NL8\n", "7UBQ4VBTT+i4ZcBHr9s/jS1Sl5Zeu9FoPb5oSXIVU86g17GhMiN0PCfLRrpdPkQJbZHkmiC0Vte6\n", "tSydf7m3gq+uL+MzC+xk2rVbEtDaa3c9rccXLUmuYlokmQ0sLkjm46VpDLSen+7mCBFzMs5VCCHG\n", "IeNchRAijkhyTRBarmtpOTaQ+GYqSa5CCKECqbkKIcQ4pOYqhBBxRJJrgtByXUvLsYHEN1NJchVC\n", "CBVIzVUIIcYhNVchhIgjklwThJbrWlqODSS+mUqSqxBCqEBqrkIIMQ6puQohRByR5JogtFzX0nJs\n", "IPHNVJJchRBCBVJzFUKIcUjNVQgh4ogk1wSh5bqWlmMDiW+mUm3LzZaWFg4cOIDBYGDdunXk5+dH\n", "fG4k1xBCiHiiWs+1pqaGrVu38sgjj/DOO+9EdW4k19A6Le8Nr+XYQOKbqVRLrna7PfS12Tz+tslj\n", "nRvJNYQQIp6ollyHD0IwmUxRnRvJNbROy3UtLccGEt9MpVrNNRAIhL7W6XRRnRvJNdLS0jh69Gik\n", "zUwYdrtds/FpOTaQ+BJdWlpaVM9TLbm6XC5gqPd59WuAEydOoNfrmT9//oTnjvX4aJYtWxaztgsh\n", "xGSpllxXrlzJtm3bUBSF9evXhx4/fPgwOp1uRHId69yxHhdCiHinmRlaQggRT2QSgRBCqECSqxBC\n", "qECSa4IKBoMjRlMIIeKLaje0Yi0W02njWSRt3rt3Lw0NDWzevJmCgoIpbGX0Ionv5MmTnD59mmAw\n", "yKpVqygqKprClkYuktgOHTpEa2srAMXFxQkxyiXS/yeXy8V3v/tdHn/88YT4+4wkvp07d4Y6NeXl\n", "5SxatGjsCysJ4oUXXgh9vX379pidGy8ibfPJkyeVixcvqtmkmIokvjfeeCP09UsvvaRam2Il2r+3\n", "l19+WY3mxFyk8e3Zs0d57733EubvM5L49u3bF/Z1E6bnGovptPEsEdsciUjiW7t2rdrNialIX7vG\n", "xkaee+45tmzZomazYiaS+Lq7u7Hb7VitVrWbFTORxBcIBHj++edRFIWysrJx15BOmJqrEoPptPEs\n", "EdsciWji279/PytWrFCrSTETaWylpaV8/vOf58iRI2o2K2Yiia+6ujrhFnKJJL6NGzfy0EMP8fDD\n", "D4fKO2NJmJ5rLKbTxrNEbHMkIo3vjTfeoLKykqysLDWbFRPRvHZWq5Xk5GS1mhRTkcTX2trKiy++\n", "SFtbG6WlpQlRc432f2+iRJwwyTUW02njWSTxJaJI4nvrrbfIzc2ltLR0qpsZlUhi6+rqIiMjI3R+\n", "Iogkvs985jMA1NbWRj0nf6pFEl9TUxMlJSUAuN3uca+bMMk1FtNp41kk8b3yyis0NDRgtVopLS1N\n", "iBpluPG1tbVx8OBBqqqqOHXqFP39/Tz22GPT1eywRPLaHTx4EI/HA8Dy5cunvK3RiCQ+GHoDqa6u\n", "TpieayTxNTU1UVNTA8DixYvHva5MfxVCCBUkzA0tIYRIJJJchRBCBZJchRBCBZJchRBCBZJchRBC\n", "BZJchRBCBZJchRBCBZJcZ5CBgQH+67/+i9ra2in/2d/4xjfYsWMHO3bsCA3CvurgwYN0d3dP6vpN\n", "TU380z/906SuoUXh/m7fe+89fvSjH01Bi2aOhJmhJSbP4XBM26IaVVVVbN68edTv+Xw+/H7/pK5f\n", "UlLCvHnzJnUNLQr3d7ts2TKampqmoEUzhyRXDXr33Xd58803ycvLw2634/P5SEtLY8OGDQC88847\n", "1NXVAZCZmRlKuMFgkOeeew6j0YiiKDgcDu66667QdQ8dOsSlS5cwm80Eg0HMZjP33nsvAKdPn+bY\n", "sWPYbDbcbjfLly9n9uzZoefW19ezY8cO/H4/ubm53HrrrcDQHPSjR49y8eJFkpKS0Ov13HvvvRiN\n", "E/s94cMAAATtSURBVP9p1tbWcuzYMaxWKz6fD6fTGfpeV1cX+/btw2azEQgEKCgoYNWqVXi9Xn71\n", "q18xODjII488QkpKCs8++ywXL17k8ccfJycnJ+rf61g/E4Y+NRw4cACXy0VSUhJerxe9Xh9adrCu\n", "ro4PP/wQo9FIMBjk0qVLfO5zn5vwd+B0Onn++edxOBwYDAZOnz7NF7/4xbB+t6+88gpdXV0YjUYM\n", "BgPBYHDCnyciEPbKryKhfOtb31La29tDx++8845y8uRJ5eTJk8r+/ftDj//ud78b8xq//e1vRxz/\n", "4he/UPr7+xVFUZRAIKCcP39eURRFGRwcVH7xi1+MOPeZZ55RvF7vqNfdvXu30tPTEzp+7bXXRrQ1\n", "HE6nU9m2bVvo2O/3K08++WTo+L//+79H/PyDBw8q586dUxRFUYLB4Ijn7tmzZ0R7xjPW73Win3nV\n", "k08+qbS2to54zOVyKc8888yIxw4ePBhWexoaGkYsut3Y2Dji+2P9bk+ePKkcPnw4dNze3q489dRT\n", "Yf1MER7puWpUYWHhiOX6Fi9ezMsvv0x5efmIxTQMBkPoa4/Hw759+wgEAuj1es6ePTvimp/4xCd4\n", "++23cbvduN3u0MIVra2t9PX1sWPHjtC5breb7u7uUXuCBQUFdHZ2kpqaGnpMiXCJi4sXLzJnzpwR\n", "cSxcuDB03NLSwksvvRQ6DgaDGI1GSktL0el0ZGVl0dHRQUZGBv39/SPaMp6xfq/z588f92detXTp\n", "0ht+J5cuXRrRywdYvXp1WO0pKysjEAjw8ssvh5bOu7pq01Wj/W7r6uq4++67Q8dZWVlxv51OopHk\n", "qlEXL16ko6MjlAiOHz/OnDlzxt3UcPfu3dx5552kpKQAMDg4GPqe3++nvr6e2267LfTYr3/9a0pL\n", "SykqKiI3N3dETXX4R8zGxkYKCwtD61+ePXs2VE4AMBqNEW+2WFhYyJEjR0Irwfv9fj744AO2bt0K\n", "QGVlJffdd9+INTeH1x7Xrl3Lrl27KCoq4pZbbgn7517/ez127Bhz584N62eOJT8/n/fee2/EqvbN\n", "zc1kZ2dPuKL/8ePHufnmm6moqACGSjfDl8Ub63dbWVnJsWPHQmWL9vZ2mpubJ2yrCJ+siqVRv/nN\n", "bzAajaHFfzMzM1m9ejU///nPAfj0pz9NR0cHP/3pT7n11ltZu3YtJ0+epLa2FpPJhN/vp66ujiVL\n", "lrBx40bcbjf/+Z//yezZs9HpdHg8HpYuXRr6p25ububIkSOhet7AwACbNm0iOTmZrq4uXn75ZUwm\n", "E8FgkPnz54/oZfb397Nz504cDgcwdOPtjjvumDDGEydOcOzYMRwOB06nk76+PkpLS9m4cSODg4Ps\n", "378fvX5oQMzg4CArV64c0UN84YUX6Onp4fHHH5/U7/XqG854P7OhoYEPPviADz/8kEWLFmGxWLjn\n", "nntC162treXEiROYzWb8fj8ZGRlh/Q6ef/750M+76oEHHgg9Nt7vdv/+/XR3d2O1WnG73bS1tbFq\n", "1aqEWQox3kly1ahnnnmGT37yk9PdDM2R36sIl4xz1aB3332XU6dO8cILL9DX1zfdzdEM+b2KSEjP\n", "VcSlq0OXRvvzdDgcquwwMR0/cyJ79+4ddTsRvV7Phg0bsNlsU94mER5JrkIIoQIpCwghhAokuQoh\n", "hAokuQohhAokuQohhAr+f6QpLKqGeJiAAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.482428\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VOd5+P3v7KPRaN8XtCIQGAw22GCMwQsYOTYOeEns\n", "0MT5tfHbNmmTNGlax232ZmuapUvipGnapG6C4w1sMKuJQyyxCJuAERgQiFVCu4SW2WfO+4dgkEDL\n", "zGiONHN0f64rV3TGZ848t2Z088x9nkWnKIqCEEKIqNJPdgOEEEKLJLkKIYQKJLkKIYQKJLkKIYQK\n", "JLkKIYQKJLkKIYQKjGpduLm5mV27dmEwGFi+fDl5eXkjnrtnzx5aWloAKCoqYsGCBWFfQwghYolq\n", "ybW2tpZ169YBsHHjRtasWTPiuUuWLAn+vGPHjoiuIYQQsUS1soDNZgv+bDabxzz/7NmzfP/732f6\n", "9OkRX0MIIWKFasl18MQvk8k05vklJSV86lOf4sCBAxFfQwghYoVqZQG/3x/8WafThfQcq9VKUlJS\n", "RNfYsWMHBoMhzFYKIcToUlNTg/eBwqFacnU6ncBA7/PqzwB1dXXo9Xpmz54dfKyzs5P09PTg+WNd\n", "YzgGg4Fbb701au0XQgiAgwcPRvQ81ZLrokWLWL9+PYqisGLFiuDje/fuRafTDUmuNTU1uN1uABYu\n", "XDjmNaai6upqli5dOtnNUIWWYwOJb6pSLbnm5+fz5JNP3vD4008/fcNjq1evDusaQggR63RaWXJw\n", "165dUhYQQkTdwYMHue+++8J+nszQEkIIFUhyjRPV1dWT3QTVaDk2kPimKkmuQgihAqm5CiHEKKTm\n", "KoQQMUSSa5zQcl1Ly7GBxDdVSXIVQggVSM1VCCFGITVXIYSIIZJc44SW61pajg0kvqlKkqsQQqhA\n", "aq5CCDEKqbkKIUQMkeQaJ7Rc19JybCDxTVWSXIUQQgVScxVCiFFIzVUIIWKIJNc4oeW6lpZjA4lv\n", "qpLkKoQQKpCaqxBCjEJqrkIIEUMkucYJLde1tBwbSHxTlSRXIYRQgdRchRBiFJHWXI0qtEUIMcn8\n", "AYX6dgedDi8FKRaK0xImu0lTjpQF4oSW61pajg0mJ75jrf18dtNJvvrmGb6w5RTnu12qvZbW379I\n", "SXIVQoPqmvsIXCn4dTt9tPS6J7dBU5Ak1zixdOnSyW6CarQcG0xOfBWZtuDPVqOeDJtZtdfS+vsX\n", "Kam5CqFBN+Uk8p0HpnOp1830jATKMqTmOtGk5xontFzX0nJsMDnxJZgM3FqQxIOVmczMSlT1tbT+\n", "/kVKkqsQQqhAxrkKIcQoZG0BIYSIIZJc44SW61pajg0kvqlKkqsQQqhAaq5CCDEKqbkKIUQMkeQa\n", "J7Rc19JybCDxTVWqzdBqbm5m165dGAwGli9fTl5e3ojnHj16lBMnThAIBFi8eDGFhYUAbNq0Cb/f\n", "D0B5eTlz585Vq7lCqMZgMHCyrZ/dDd3kJZtZXJRCZqJ601FFbFAtudbW1rJu3ToANm7cyJo1a0Y8\n", "t6Ojg0ceeQSALVu2BJOr1Wpl5cqVajUxrmh5/raWYwOYNvsWPv3aSfo8Ax2FHpefj9ySO8mtih6t\n", "v3+RUi252mzXFo4wm0f/V3rZsmXDPu73+3n11VdRFIXS0lK5YSXiUr/HH0ysAMdb+yexNWKiqFZz\n", "HTwIwWQyhfScnTt3cvvttwePq6qqeOSRR3j00UdpaWmJehvjiZbrWlqODcDR3sTthUkA6HXw0OzM\n", "SW5RdGn9/YuUaj3Xq7VSAJ1ON+b5u3fvpqKigszM4T94oSTo6urq4FeUq2+4Vo6PHDkSU+2R49CP\n", "+ztaeLQkj/uLs8jLSqc0PSGm2ifHYx9HQrVxrhs2bGDt2rUoisLmzZtZvXo1AHV1dej1embPnh08\n", "9+233yYrK4vKysoh1zh37hzFxcUAbN68mYceemjE15NxrkIINcTcHlqLFi1i/fr1KIrCihUrgo/v\n", "3bsXnU4XTK6tra3U1NRQWVnJ8ePH6e3t5aMf/SgwkFxra2sBmD9/vlpNFVNcv8dPj8uHzaQnJSG0\n", "EpYQY5EZWnFicMlDayYzti6Hl1++28S2E53MyLLxzN3FFKRYo/oaWn7vQPvxyQwtISLQ0Olk64lO\n", "FOBEm4N3G3snu0lCIyS5xgkt9wwmMzaDfujNVosx+n8SWn7vQPvxRUqSq4gLvoDCsZZ+3jrVSX1b\n", "P9GqZk3PSOBPF+aRlWhixfQ05ufZo3JdISS5xgktjyUMJbYTbf18bvNJvv37c3xucz2nO5xReW27\n", "xchjN+fw4zUz+czSaeQkWaJy3cG0/N6B9uOLlCRXEVXdTi/vXLjMwcYeel2+qF33QrebwJXOqtuv\n", "0Nznidq1jXodqQkmLEZD1K4phGytHSfioa7l9Pj51cFLvPF+BwDrbsnlI/NyMI1RxwwltmmpFvQ6\n", "CChgMejItcfPwifx8N6Nh9bji5QkVxE1PW4f2453BI/fON7O6lmZpEfhJtHMrER+8NAMWnrdFKZY\n", "KM9IGPc1hVCTlAXiRDzUtRJMBm7KSQwez8+zYzON/RELJTajXsfsnETumZ5ORVZiSFOqY0U03rtu\n", "p489Z7vZeqKd813RqTdHSzx8NieD9FxF1CRbjXx+WTF/bOrFqNcxLz8Jq2li6pgurx9vQCHJMnkf\n", "aX9AuWFoV7TsOtXBz/Y3AZCdaOL7q2eQE0elkalIkmuciJe6Vl6yhbzk8O64jze2C90ufrL3Iq19\n", "Hp6+PZ/bpqWEleQ8Pj/HWhx0u7xMS7VSnmEb+0mDODx+/nCmix0nO7mjOIX7Z2SQYr32pzXe+PwB\n", "hX3ne4LHrf1eLrt8MZNc4+WzOdEkuYpx6+j30tTjJtFioCTNin6Cv7L/+o/NwZlVX3vzDD97tJKi\n", "1NBrsrUXevnGrjMoQEmalWfuLqYsjAR7st3BD96+AEBdSz+FKVbuKE4JK4bRGPQ67p+RzuFLfQDM\n", "zLKRkSB/urFOaq5xIlbrWp0OLz98+xyff6Oev954gveuJIBwjCe2gKLQ67425MuvgM8f3gSD3We6\n", "uPqMs10umnvDG+blGLQQNjCkPRCd925pSSrf+8B0vrqilH+4t4SMGNomJlY/m5NNkqsYl+ZeN7UX\n", "B3qN3oDC1uPtE/r6ep2Ojy3II8VqRAf8+aJ88sMsS8zOvnYTzm42kBbmylil6QnMzBro6eYlmZk1\n", "6HrRkmAyMC8/iSUlqeSqMNFBRJ98t4gTsVrXSjQbsBr1uHwBAMozw6tXQnixXepx09DpJNFsoCLT\n", "RqLZwMysRH6yZiYev0JGohFrmJMB7ixOwW4xcqnHzfx8OzOywoshL9nCV1eU0uX0kWI1knVdLTRW\n", "37to0Xp8kZLkKsalOC2B7zxQzs76TopSrdxVmqraa3U4PHzzd2c42T4wFOlvlk7jgcqBnSuuT2jh\n", "yE6ysHKcvcGMRHNMfVUXk0/KAnEilutas3PsfGZpEWvnZEe0ZXSosXU5fMHECrCzvhN/IPaXI47l\n", "9y4atB5fpCS5iriRbDVSkHwted9ZkqrauFIhxkt2IhBx5UK3i+NtDpIsBmZl2WRbFqG6mNtDSwg1\n", "TEu1Mi019G1YvP4AJoN8QRMTTz51cULLdS01Yut1+9hQ18rnN9fz8nst9Li8UX+NUGn5vQPtxxcp\n", "6bkKTTrR5uC5fY0AHG9zUJRm5fZp0Zs1JcRYpOcaJ7Q8llCN2K6fNXX98UTS8nsH2o8vUpJcRURc\n", "Xj91zX0cuNhDe3/0dgWIlopMG9OvrPlamm6lIjP6s6aEGI0k1zgRa3WtP5zp5nOb6/mHbaf51+oL\n", "dDsjr2mqEVtesoVv3F/Gc2tn8s1V5RSkTN6U0Vh776JN6/FFSmquImxun5/Xj11bQ2D/hR66nD5S\n", "Y2xYlMyaEpNJkmuM6XX7aOvzYjXphyxAEkt1LYvRwK0FSZxsdwCQm2TCbo58UeyRYnP7/JzpdOFX\n", "FIpTrdjHsRC2xxfgaEsfx1odzMq2MSfHjjkK28+EIpbeOzVoPb5IRfRp7evrw26X/d2j7bLLyy/f\n", "Hdjgz2428O2qcmaqsMJSNDw8O5OiVAuXXX4WFiaNa27/cPwBhd+d6uKH1QPrpD45L4cn5ueQEOHO\n", "BifaHPz91tPB4+8/WMHcPPkMx7suh5f3mvvodHiZn59EaXrs7K026j/dx44dG/Z/v/nNbyaqfVNK\n", "02VPcOfUPo+f1461Bf9brNW1MhPNrKjI4NG52RSnje8DPVxsvW4fvz7UHDz+7XstdDsj36q73TH0\n", "pttE3oS7Pr4+t48jzX3UNffRP4mjGKJlMj+bO0918s3fneW5fY18cespLvW4J60t1xs1ue7Zswe9\n", "Xs+ZM2fYv38/Ho+Hffv2kZ6ePlHtm1IsRh2GQVPlc5Kmbr3QatRTNihp5ydbsIaw2eFIitMSgqUL\n", "u9lA0Tj/QYiU2xdg49E2Pr+5ns9trmfT+214/YFJaUu8UxSFgxevbX/T6fTR646df6xGXVvg6tf/\n", "F154gSeeeCL4+G9/+1s+/OEPT0gDQ6WFtQX8AYV3L/aw/nALpekJPH5zNnlTeGHkph43b9Z34vL5\n", "WTUjY9w95HNdTlr7vWQlmiiZpOTa2ufhEy+/H1z/Nsli4GePVEa0mpiA3Q1dfPN3ZwGYk2PjH+8t\n", "Iz0xujdWVVlb4Gpd1Wwe+sZffyyiw6DXcXtRCrcUJMl8eAZ6qx9bkBe16xWnJYw7QUfC7Qtwqt1B\n", "r9tPfrKZ6ZlW6poHbgZOT0/AGoUbax0OL15/gIwEE6YJulEXCxYXpfDD1RX0u/2UpFmjnljHI6Qb\n", "Wg6Hg0AggF6vx+/309vbq3a7prThEmt1dXVc35Vt6HTyypFWrEY9a27KGrL4SqSxNfe66XX7SbeZ\n", "yLCF/0fl9Qc40+mktc9Ln8fPzCybKjdE3q5v4Z9rBurHZekJ/N3dRew5exm9TsfystRxjYIAONnW\n", "z5d3NHDZ5eOTdxRy/4wMLBOYYCfzs2kx6rkpJzZvTIb0rj7wwAP83//9H2azGbfbzYMPPqh2u4SG\n", "dDq8fHVHA819AzeRLl528dWVZaPe+ff6AzRedoMOCpItN/yDc7bTyTPbTtHp8DE3J5G/v7uY7DBL\n", "KEdb+jje5uS/DzQBkGI18sPVFRSmhL7qViiqL/QHf27odOLyBviTW6PTI/cHFH757iU6r9zs+/c9\n", "F5mTa4+pu+bDOdXhoLnHQ26SmfKMBHQTvGPwRAgpuWZkZPCxj31M7baIUcRLr7Wl141fgaxEUzAh\n", "enwBWgfdnW/sceP2BYLJ9frY/AGF3zd08y+7zwHwheXF3FOeNmRh7D829dLpGEgoR1r6OdvliiC5\n", "9nO++9rd5csuHx393qgn19umpbLn/MC3vVSrkRRr9IaX63QMKSsYdDDR64eH+9msb3fwuU0ncfsV\n", "zAYdP3ioghlZsTnkcDwiepebm5vJzc2NdltEnDtyqZcv7WjA5Qvw2aVF3Dc9DZNBT5rNxJ/els9/\n", "1TahA/7fwnySR0kwnU4vP9l7Mbjd9XP7LjI/3z7kpk/adWWAxAgmMUxLsWAxGnjrdBcAWTYTiWYD\n", "/oAS1R0O7ipNIS3BSKfTy+wcOwVRTN56nY6nFuTR7fTR3u/lzxcXRP0fh2hrvOzGfWX7c49fobHH\n", "rcnkGlJh5ujRo0OO9+zZo0pjxMhibZzr9ZxePz/Z14jDGyCgwA/fPk/rlTKAxahndWUm//HBGfxk\n", "zUyWlaSiH/Q18PrYzAYdmbZryTfTZsJ8XVng5lw7f3ZbPvPz7Tx7TzHlmeF/Db6lIJnydCtfXlHK\n", "5+6axurZmXx+80n2nLtMIIobdLz3zn6WlKTy0KwsylT4ul6clsA/rSrn3z84gyXFKRO+9U24n82c\n", "JHOwd63XQU6UJ6DEipB6rvX19dx0003XnmSUWbNiKL0O7OZrCdBi1GMYlEATzIaQeycpVhPP3lvK\n", "r95tAgZ6Ztf3dNNtJj48L4fHb84ekqjDkWQxcktBMu39Hv7i1eP0XBkj+aPq88zKjq/hUTazAYh8\n", "CvJEmpFp4/sPVXCh28W0FKsme60QYVkgEJBBzxMt1muuFqOBT94xjR/vuUCP288n7ygkNzm0Guhw\n", "sZWmJ/DlFWUAoybPSBPrYEa9DrvFGEyudrMBYxR7f7H+3o1XuPEZ9DpuyrHH7F3+aBk1uW7evBmn\n", "08nx48fxeq8tKZeTkzPmhZubm9m1axcGg4Hly5eTlzfy3dGjR49y4sQJAoEAixcvprCwMOxriMlX\n", "mj7w9dSnKNjNQz9aXn+Ai5fdKIpCQYo1pKFCkSTOy04fvkCANJsp5OenJpj4x3tL+PGeiwB8cklB\n", "zK3wJeLPqMn1oYceAmDTpk2sXr06rAvX1taybt06ADZu3MiaNWtGPLejo4NHHnkEgC1btgSTazjX\n", "0Lp4GedqHWZ4lT+g8PaZbv559zkCCnzmzmncPyM9OJog1Nh63T5OtDlw+wJMz7DdMD34dIeDb791\n", "lh6Xn7++c1pY9cfpmTa+84FyYKAXHk3x8t5FSuvxRSqkG1oPPPBA2Be22WzBn8ea0bVs2bJxX0PE\n", "rssuHz/b30jgyj2i5/ZdDA6jCpWiKGw90cGz207ztTfP8C9/ODdkgW6vP8BP9zVyvttNt8vHt353\n", "ZsRFPC67fNS3O2jqcQ153GI0RJxYFUWh1+3DI+sEiCtCqrlGcgNr8JIFJlNoX7F27tzJ7bffPq5r\n", "aFU89wzMBh3ZiSa6rgx0z7SZsBiv9ShDic3pDbDrVGfw+PClPi67hi7QraAM+hmGu9/fdWWY1+6G\n", "bpIsA8s6jveGiscX4A9nuvnNoWbK0xP4f7flx+xavGrQenyRCqnnumXLFi5cuMDZs2f5zW9+w6lT\n", "p8Z8jt9/bXWaUGZf7N69m4qKCjIzMyO+xuAhIdXV1XIcI8d2i5E/uzmFZSXJ3FmcwpdWlHL0YG1Y\n", "13v/yGFuy7/2TaY83UJXS1PwuHbfXj4yO4XcJDM2k57PLs6l+dTRG653sdvN7oZuAHrdfnbWd447\n", "vrNdLv559zkuXnaz+0w3u051cuDAgZj5/cvx+I8jMeqqWFdt3LiRhx9+mNdff501a9bw4osv8qEP\n", "fWjU52zYsIG1a9eiKAqbN28O1mzr6urQ6/XMnj07eO7bb79NVlYWlZWVIV1jOFpYFWskZ7ucXGzp\n", "YNa07LjftkRRlBv+oayurmbOgsUcb+3H5fMzMyuRvGFGGnQ7vbx3qY9et5/SdCtlGQlYr/sa3+X0\n", "4gsopCeYhq23nmp38FevnQiWKP6/2/N57Oaxb9CO5mhLH3+zqT54vPamLP7yjsIh8Wm5d6f1+FRZ\n", "FesqvV6PXq/Hah2Y+WGxjD3EZtGiRaxfvx5FUVixYkXw8b1796LT6YLJtbW1lZqaGiorKzl+/Di9\n", "vb189KMfHfUaU8nRlj6e2XIKt19hfp6Tv7u7OK7GX15vuG8gCQkJbH6/jf89OLC4SWWWja+tLMNm\n", "1tPW78Vs0JNtN+MNKLxwuIXTHU4U4B/uLWF5WdqQa6WNcZe/JD2Br64s45UjrczMsrHsuudHoijV\n", "ymNzs3n5SCvZiSaqZmaM+5oi/oWUXD0eD319fcHkGkJnl/z8fJ588skbHn/66aeHHGdnZ/PMM8+E\n", "dY2p5HenuoJTBQ9d6qOpxxPXyXU4s+bO5z83nwweH29z0OP2sqO+l18caCLJYuBbVeWgwKkOZ/C8\n", "XfWdNyTXsRj1OhYXpXBbYXLUZjIlWYz8yS25PFiZgdVoIOO6Ze+03KsD7ccXqZBqrvn5+WzcuJHF\n", "ixdTV1dHQ0OD2u0SV5SkXZsnbtLrsFviYxZOOBJMeu4uvZYkb8q24fIq/OLKalW9bj/Pv9tMus1I\n", "+qBpsQsLkyN+zWhPEbWZDRSkWG9IrGLqCqnnumTJEpYsWQJAZWUl06dPV7VR4po7S1LxKwonWvt4\n", "oDKL0rTYXpQjEjU1NXxg4SKmZybg9AaYkWXD4wtg0MGVTjvJViNZdgvfeWA6dc39JFsNeH0K/15z\n", "nlUzMmJ6CqXWa5Jajy9SYa+oazQag+UBgEOHDkW1QWKodJuJNTdlszKlm5vzkjS57iWA3WzEYtRz\n", "ptNJQ4eTdJuJr6wsozjVyqJpyTw5f+CmU0laAg/NyuT9ln6+u/scm97v4IvbTtMUQxvTCQERri0w\n", "2NmzZ5k/f3402iJGEa8jIbqdXi5edmM16ilJTxh2zv7SpUs50drP3205FbyL/81VZSwuSmFObiJm\n", "g37Iqlj+gMLJNkfwuNftx+mNnY3prqf1Xp3W44uULG8lVNPj8vKz/Y3sOtWFXgdfWVHKHcWpw57b\n", "5fQFEytAU8/AcoXXr1EAA/XSx+flcHRnAwEF7pueRmaUap09Li8n2xx4AgoVGTayBi2H13dl+q3T\n", "F6A8PWHY4WJCXDV1djKLc+Md0DwZ2vq97Do1sBB1QIGX3mvFN8z00OrqagpTLGReWQDbatQzK9t2\n", "w3mD3VaYzH+smckPHqrgzxcVkGIdf3L1BxReP9bOs9sb+OrOM/z7nov0uK5N033rdBdf3Haar795\n", "hm+9dZbOfu8oV7smHt+7cGg9vkhJz1WoxmYykGQxBPeSn5Flw2jQ09rnYd+5y3Q4vSwvTUOv11OY\n", "auV7D06nuddDms005qLSBr2O6RmjJ+DhtPd72Hmyk/fb+lk9K5NbC64Nyer3+nlz0BTbfecv0+P2\n", "kWw14vUHhvy3E20OulzemNptVMQWSa5xIh7rWnnJFr7zQDnbTnaSYzezvHSgJLCxro2X61oB2Hai\n", "g397eAEABSnWqG6BMpyas938z7uXAKi90MO/rp7BzOyBkQY2o55FRSlsqGsDYFa2DfuV7WNMBj13\n", "lqTyfutArbcoxRLyXljx+N6FQ+vxRUqSq1BVRWYiFZnXhkl5/QGOtvYFj7ucPvo9E7eS1IVBGxIG\n", "FOgYtLKW0aDnQzfnMCfHjtsX4KacxCELw6yqSKco1Ur/lW24tTaZQ0TXuGuuMlJgYsRrXauhw8lz\n", "+y7ywqFmLvW6MRn0PDo3m6tjBpaXptLf0Yxrgu7231qYFNzM8OY8O8mWof2LDJuJu0pTWVGRfsMN\n", "q5QEE4uLUrhvenpYmwDG63sXKq3HF6mQeq41NTVkZGRQWVnJqVOnsNvtwd1fS0pK1GyfUFGX00tH\n", "vxe7xUBuiNtSe/0BGjqdODwBpqVaRu29tfV5eHb7qeDarY09bj67tIg7pqXwbx+cgdMbICvRxNb3\n", "W/jp0XqqZmZw7/T0iHZyDdW0FCvr5ufg8gWwmw0UpMgdf6GOkJLr+fPngytWlZWV8corr/D444+r\n", "2jAxVLTrWu39Hn7w9nneudhLeoKRbz8wndIQdiZ952IPX915BgVYWJDEF5YX37DN9VVOb2DIotj1\n", "7U48/gAJJgMzr8yo+kNDFy/WDdwoqt9zkaJUK/Pyk8Yf4AimpVqxmfT0ewOkJxixW9SvjGm9Jqn1\n", "+CIVUlkgMTGRjIyBlX70ej0Gg/bmt08VLq+fLqeXs10u3rnYC0Cn08f+85fHfK6iKLx2tC24CPU7\n", "jb20XNk+ezjpNiOrZw2sz6sDPnRzNgnXbQPT5xlaDnD61K+/ZiSaKUq1TkhiFVNXRDVXvV6Gx060\n", "aNS1Wnrd/LD6Ap/ccIL+65JaqAuOlKZfG/6UbDEw2vondouRjy3I4wcPVfDvH5zJXSU3TiCYm2un\n", "IHmgtHBLvp2ydO2tnaD1mqTW44tUSP9063Q6Ojs7SU9Pp7Ozc8gOASJ+/LGpl7dODwzqf/G9Fv52\n", "WRHbT3QwLz+JW0P8Kp5lN/Ent+TS5fRSmp4w5i6uKVYjKbkjb6E8LdXKZ+clkJJVRmqCMaRdV/s9\n", "fpp73ZgNegpTLJpdb0HEt5CS6wc+8AF27twZXNP1gx/8oNrtEteJRl3L6782v7S+3UmazcSy0lQO\n", "Xerl0CULS0tSR02WOp2OBQVJPLevkT63j1vyk6IyLnXezLKQz3V6/Lx8pJVf/7EZk0HHN+4v49aC\n", "yJcenAhar0lqPb5IhZRcDQYDVVVVardFqOzWgiRmZ9s43ubggZkZeH0BfryvEYCacz3kP2xhVvbo\n", "S/cVpyXwpftK8fgCpCQY8QcUYPw9x7Z+DyeuDNCvzB55DGlLn4df/3FgxwKvX+GX71xiTq59yMIu\n", "QsSCkD6R9fX1Y58kVBWNulZBipWv31/OLx+fzdO3FwxZ1R/A7Q3tZlKi2YDRoGPzsXY+v7meFw41\n", "0+0Mb6vswQ6+V8cvapv4+q4zfH3XGX71zqUbVrm67PRSe+Ey3S4vNtO1j21eshlDhGWBfo+fI819\n", "HGnuo88defvHovWapNbji1RIPdfDhw9TUVERPD5z5gylpaWqNUqoJ9lqJPnKtM27SlPZfqKDNoeX\n", "e8pSKQ5jIe6T7Q7+Y+9FYGBbluI064grXo3FkJBEzdmu4HH1ucs8tSAvOLLAH1DY9H47/3uwmWSL\n", "gb9aUsiu+k4y7WaemJcT0a4CHl+A14628csrU2E/dmsuH7o5B/MYNWQhQhXyHlqDHT58WJLrBFOj\n", "rlWansCPHp5Bv8dPhs1EUohz5WFgDOtg45nCWlFcyNJGJbiC1l0lKSRaDLh8flp6PRj0uuCNuB63\n", "n3+rucjPH60kJ8SJD8Ppcft48b2W4PHLR1pZNTODLGP0p7RqvSap9fgiFfI2L9u3b2fVqlVqt0dM\n", "sCy7mawInjc9I4FZ2Tbeb3VQlGqhcowlAkdjMxv4s9vyWVqcCrqB3V/1Oh1bTrTz3N5GZmYmsLgo\n", "mQtHBhZUKU+3jjlKYSxWo56KTBuHL/UF40mQXquIopCS6/PPP09lZSUvvfQSAMePH2fNmjWqNkwM\n", "NRn7FLX2eWjudZNsMVJy3eyt3CQLX1lRRrfTR4rVQMY4FjG5Gltm6bVrXOx28dzegZttJ9qdzMtP\n", "4iv3leIJBKjMSgxpyNZo7BYjn106jbfPdAOwtDRVtUkFWt9jSuvxRSqkT9MDDzzAwoULg8dbtmxR\n", "rUEiNrT2efjGrjOcaHNgMej42v1lpCeYKEqzor9yAyndZiJ9hKmv42U06LCZ9DiulB/OdDr52IK8\n", "qI4KKEhqIJYlAAAgAElEQVSx8sT83KhdT4jBdIqiKGOfFvt27doVt/tMxaI/Nvby91tPBY9XzUin\n", "rqWfT985jVtUnPs/2NGWPv5rfxMpCQb+dGE+RWljr30gRLQdPHiQ++67L+znyeRqMaxkqwGjXofv\n", "ysZW2XYzXWe6efVI64Ql15ty7Pzzg9PR63QRjQgQYjKF9B2rp6eHl19+mV/96lf4fD42bNigdrvE\n", "dSZ6LGFpegLfeaCcByszWDc/h/PdLhzeQEgrZ4VrtNhMBn3cJ1atjwPVenyRCim5btu2jQ9+8IOk\n", "pKRgNEpnV2v8AYU/NvXygz+cZ/P7bXQ5vOh1Om7OS+IzS4tYVJSMXqfjY7fm8mBlxmQ3N+4kJEg5\n", "YyoKKVNarVZMpms3LmTJwYmn5t3YM51Ont16Cr8C206CxaBn5YxrSbQy284Xs0defCVU57tdvN/S\n", "T5LFwE05iaRcueOv5TvNx1v7qXZm0fBeC8vL0si2a29rGC2/f+MR0SSCQGDi9jwS6ut1+xm0pgsX\n", "Lrui/hotfR6+tP00l3oHPkt/vqiAR+dmR/11YsnFyy6e2XoqOOKh3+Pn4wvzJ7lVYqKEVBbIzs6m\n", "uroan8/Hvn37KCoqUrtd4jpq1rUKUizclGPj4wvzeGpBLjOyEukdZa69xx/A6w/vH9gely+YWGFg\n", "2+rAlYEqWq3ZOTyBYGIFONnmQCODc4bQ6vs3XiEl12XLlpGeno7VaiU3N1eGPGlMtt3MZ5cW8WZ9\n", "J796t5mvv3mGPzQMDK4PKArdTi+OK4trn2p38Oy2Uzyz9RT17Y6QXyPdZmRm1rVZXCsr0oPjZbUq\n", "x25m2ZXtxA06eGRutqw9O4XIOFcBDPSq/uq1E8HjW/Lt/NOqMqrP9vBftY3kJZn55B2FfOt3Zzl/\n", "eWB76rwkM//68IyQZ0s197o53eEkwaQnL8lCus2Ixajt+n2Xw8vFHjc2k4GSNGvcj3yYilQd59re\n", "3s7WrVtJSEjA4/FQVVVFenp62C8mYldagpGiFEswcS4rTaOpx8N3f3+WgAJt/V5eOdJKms0UPKfH\n", "7Q+Ogx1On9tHQCG4CldukgV/QOEHb5/nRJuDR+Zk8fjcnLAWjIk3aTbTiBs4Cm0LeSjWunXreOyx\n", "x/jwhz/Mjh071G6XuI7ada0su5mv3V/Gs/eU8O2qcpaXpeL1KwzOnW6/wkfm52LQgV4Hf7N0Gmkj\n", "9Frr2/v5/OZ6Pv36CQ419QYf33e+hyPN/Xj8Ci8cbuV0p1PzNTuJb2oKqctgs9mCmxIaDAasVu1t\n", "IicG5toP3ralUK/jLxYX8PP9jWQmmnhyfg4laQn8/LFZKArkJ1uG/Zrb5/Hxgz9c4EzXwKiDr+5s\n", "4D8fmUV2kvmGDQ2lBCm0KqTk6nINHZrjcAzcyKitreX222+PfqvEDdQaS9jr9tHeP7C6//Xro1pN\n", "Bh6qzGRJcQpmg45028AYzcIx9s1SAuAZNFzPG1AIXNmQe1FRMu9c7OF4m4O1N2VRnp6APU/b4yS1\n", "Pg5U6/FFKqTkGggE+MUvfsEtt9zC4cOHSUlJ4dixYxw6dEiSaxy77PTxXwca2X6yk1SrkWfvKabT\n", "6WNGli2YQM1GPblhLkqdZDXy2Tun8ZWdZ/D4AzxzdwlZV5YkzE+28g/3luLw+kmxGDHJGqpCo0L6\n", "ZDscDu644w6sViuLFi2isrJSk+P1Ypkada0Ll11sP9kJQLfLx/b6Tp4/2MxXdjTQ1ucZ49mjm5uX\n", "xM8eqeQXj81iSUnKkPKBzWwgM9EcTKxar9lJfFNTSD3Xj3zkI9jtN05/LCoq4uLFixQWFo67IYFA\n", "AEVRZGrtBLIY9eh1BG9apViNOH1+Oh0+Lrt8ZI1zquZ4ny9EPAspuQ6XWAGSkpLYtWvXsMm1ubmZ\n", "Xbt2YTAYWL58OXl5eSNef9u2bTQ0NLBmzRry869ND9y0aRN+/8Dg9fLycubOnRtKczVJjbpWSZqV\n", "f7i3hN8ebqUsfWAR7E6Hj9I06w03ntSk9ZqdxDc1qTbAsLa2lnXr1gGwcePGUbeFqaqq4tixYzc8\n", "brVaWblypVpNnPJMBj13laZx+7Rkmnvd1F7o5WO35hJQYPP7HXx6aeT7Yrl9fgIKwR1chZhqVLub\n", "YLNd+8M0myP7euj3+3n11Vd55ZVXOHjwYLSaFpfUrGtZjAbcPoWf1zbxvweb+b8/NuMdx+I8Z7uc\n", "fGl7A5/bXM97l3rHPF/rNTuJb2pSrec6+IbX4OUKw1FVVRX8eevWreNukxjZtFQrf7m4gF8caCIv\n", "yTzqilUOj592hxerUX/DEnpun58f77nA4Uv9AHxpRwM/e6Qy7BEHQsQ71XquV2ulQFQWqwglQQ/+\n", "F7S6ulpTx2rH9+7+vUxzN/Lfj8/mew9V0Hjs4LDn97l9/OZQM594+X0+tfFEcPGWq//dHxiYFnuV\n", "yxvAH1BGff2lS5dO+u9XzWOJL/6PIzHuhVtGqqdu2LCBtWvXoigKmzdvZvXq1QDU1dWh1+uZPXv2\n", "kPOPHTtGamrqkBta586do7i4GIDNmzfz0EMPjdgOWbhlYhxv7efTr58MHt83PY2/v7tkyDmHmnr5\n", "8o4G3L4An71rGiump2OK4q6tY2nuddPS6xlYL0E2NRTjNGkbFI40DGvRokWsX78eRVFYsWJF8PG9\n", "e/ei0+mGJNc333yThoYGrFYrJSUlLFu2DBhIrrW1tQDMnz9/vE2Na9XVE7M3vD+g0O/xYzPpMQ6T\n", "EM0G3ZDhW8OtLTA/f2CMq19RyEk0j5lYoxlbU4+bL+84zfluNzaTnu89WEFFZuQ35qJhot67yaL1\n", "+CIVUnJ9++23ueuuu4b9bwsXLhz28fz8fJ588skbHn/66adveGxw8h3sapIVE6PX5eO1Y228eaqT\n", "2wtT+PC8bDKuzKxyef0093owG/R86b5Snj/YTHGqhYdmZQ57rbzkyamxXrjs4nz3wKpdDm+A9y71\n", "TXpyFVNTSMn1d7/7Ha2trdx1111kZ2t7a45YpXbP4HS7g5Y+DwXJFrqcPjYea2NObiLLysy4fX42\n", "vd/Oz2ubMBt0fLOqnB+ursBk0GOMwoDYaMaWajEO6VnnJ0/+RAat9+q0Hl+kQkqua9euZdasWdTU\n", "1PD73/+eOXPm3FAzFfHreGs/3/n9OZp63KQnGPnCsiK+vuss7itbubT2efl5bRMAHr/Cc3sb+eHq\n", "iqgk1mgrz7Txrapyas52Mys7kTk5499YUYhIhHSX4eabb8ZkMnH33XezatUqXnvtNbXbJa4z3juX\n", "oznV4aCpZ+CrdKfTR0ufl9nZtmBiMhl02EzXPirZiaaoJtZoxmbU67i1IJm/vrOIFRUZMbEQt5rv\n", "XSzQenyRCumTV11dTUlJCXv27MFut/PpT39a7XaJCXT9TansRBNfXVkW3L4lN8nCN6vK+e8DTaQm\n", "mPj4gryQ7/77AwqtfR70uoG9umQPKTFVhDQU62tf+xr33HMPd955Z8wurCJDsSLX0e/mwMVe9p2/\n", "zK35ySwvTyXFeuMoAJ8/gF6vC3ljQX9AYe+5y3zrrbMY9Tq+sqKUBYXJ0W6+EKpSdSjW2rVrufnm\n", "m8O+uIgPGYkWqmZaqJo5/J3/q4YbmjWaDoeXf959Dl9AwRdQ+FH1Bf79g6FvaChEPAu55iomVzzW\n", "tfS6gWUNr0ow6YfdFiYeYwuHxDc1hZRce3p6ePnll/nVr36Fz+djw4YNardLhElRFC52u2jocOL0\n", "+sd+QgQCikKf24d/hB1f/QGFC90uLna78AcUMhPNfHVlKSVpVioyEvjC8mKSLJN/g0mIiRDSJ33b\n", "tm2sXbuWN954A6NR/jgmw1hjCQ819fKlHQ14/AofX5DH2jlZUV3ur8/tY8vxDrbXd3B7YTKPzc0h\n", "I/Ha1/uAorDn3GW+9bszKMAX7ylhaUkqN+XY+eHqCnTosJmHb4/Wx0lKfFNTSD1Xq9U6ZOGUWL2p\n", "NVW5fX5+ceASHv9Aj/KX716idZzbtFzvRJuD/zrQxIVuN6/UtXG0pW/If+9yePm3mgv4lYEB/D+q\n", "vkCXwwtAotk4YmIVQqtCSq4ez9A/1MA41voUkRmtrmXU68kZtPSfzaSP+kIpHv/Q99zpHXpsNOhI\n", "tlxLoMkWAwZDaKMKtF6zk/imppC+42dnZ1NdXY3P52Pfvn0UFRWp3S4RBoNex8cX5mEy6OhwePn4\n", "gjzyozS3/1KPG19AoSwtgUXTktl/oYfpGQnMyU0ccl6K1cQX7ynhp/svoijwF4sLh13URYipIuQl\n", "B48dO0ZDQwNz5syhpKRE5WaFT8vjXLudXs52uTAbdJRnJGAxDv8VW1EUAgrD3pGPxB8be/jylTru\n", "Z5dOY3FRMn2eAHazgTTb8InTe6WHO5FLDAqhJtWXHJw9e3ZwPYHB66wKdfW5ffz3gSa2XdkC+2+W\n", "TqNqZsawM510Oh0hfhMf+3U9Pn6ytxH3lTruv9ZcYF7+bKalWkd9XjhJ1eHx4/L5SbIYJRkLzRk1\n", "ub7yyivBP+KrdVZFUaivr+fZZ59Vv3WCbqcvmFgBXqlr467SVOwqD2ky6nSkWK/1kK1GPaPlP39A\n", "Qa8LfdeJph43P95zgfp2Jx+sTGXNzfkkavSml9bXO9V6fJEa9S/UbrezatUqampqMJlMzJ8/n4MH\n", "D5KamjpR7ZvyEkx68pLMXOoduKk4K9uG1ah+L89qMvBXS6bx3L6L9Hn8/OXiQnLsw9dx65r7+NW7\n", "l8hMNLHullwKU0bv3QK8faaLAxcHNi/81aF25hWmMSdXVrAS2jFqcl21ahUAly5d4rHHHgNg8eLF\n", "MolgAmUkmvn6/WX84Uw3drOBJcUpYU9DjVRJegLfWFVOIKBgHWHMbNNlF89uO43LN/DNJqAo/P3d\n", "JWOuP+DzDy31B8a321BM03qvTuvxRSqk75bXf9WToVgTqzgtgY9O0l5QZoMeRvm27vErwcQK0NLr\n", "GSgRjFH8XV6Wxv4LPZzucPLYzdmUpcteV0JbQuoCBQIB2tvbAWhvb8fr9araKHGjWB1LmGM38ye3\n", "5AJgMej4+ML8kG5OFaZa+adV5fz3h2Yx19imeg15MsXqexctWo8vUiGvirVt2zb6+vpITEwMlgiE\n", "SDAbeGxuNktLUjEZdBSmhD6+NtlqJBkj9X29KrZQiMkx7q21L168OOIOsBNJy+NcY1HjZRf9Hj/Z\n", "drMsISg0bdK21n7nnXdiIrmKiXO8tZ9ntp7C4Q2wtCSFv14ybcRJBUJMVTJyO07EUl1rZ30Hjitr\n", "C1SfvUzjlf23IhVLsalB4puaJLmKsA1et8CgGxiLK4QYSru3aDUmlsYSLitNw+ENcLzVwdo5WZSM\n", "c5hYOLE5PH4UiKvZXLH03qlB6/FFSpKrCFuW3cxHb81DUZQJ3c31/dZ+/rX6AjCwxsLM7MQxniHE\n", "5JHvc3EiFuta0UqsocTW5fTyT7vO0NDppKHTybfeOku3Mz7GW8fiexdNWo8vUuNOrjJSQEwEf2Do\n", "TDCnL4Bfw1NmRfwb9zjXWCHjXCPjDygcb+vnRJuD0rSEgYVhorj3VrQoisL+8z1843dn0AFfXlHK\n", "bYXJE1qWEFPTpI1zFfGtvt3B5zfXc3VD1+89OJ15eUkT9voXL7vocfnItpvJTDSPeJ5Op+P2omT+\n", "69FZ6HQD024lsYpYNmpy/f3vf8/ChQv5+c9/fsPi2F6vl4qKCuktThC11sxsd3gZvFN2c4+HeXlR\n", "f5lhnWp38PdbT9Hr9lOZbeMf7ikhJ2nk6bN6nY68KG1fM5G0vt6p1uOLVEg919LSUtasWXPD4y+/\n", "/LIk1zhXkGwhyWKg1+3HbNBRmj72WqzRcuBiD71uPwDHWx1cuOweNbkKEU9GTa5333336E82SlVh\n", "oqjVMyhNT+D7D1XQ3OshK9E0oUv/5SZdKwPodWCPo7Gr4dB6r07r8UUqpOyYlpY27OOyI4E2lKQl\n", "jHsiQCTm5yfxV0sKOdLcx4rp6ZRnyJquQjtCGoq1fPnyYR8fq2crokeLYwnTEkw8PDuLB9Mvs6go\n", "RbObFGrxvRtM6/FFSpufZhFX+vr6JrsJQkTdqONcfT4fu3fvxmazsXjxYnbu3InD4eD+++/HZrNN\n", "ZDvHJONc1dHv8dPS68Fi1FEQwsaDQmhNpONcR+25vvrqq8ybN4/MzEy++93vctNNN1FVVcWmTZsi\n", "buhIAoEAfr8/6tcVkev3+Fl/qJm/2HCcv9xwgrpm6WEKEapRk6vFYiEzM5OKigoKCgooKCjAarVi\n", "tY7dg2lububXv/41L7zwApcuXRr13G3btvHTn/6UlpaWiK+hdZNR12rudfPie60AuHwB/u/gJfyB\n", "6E/o03rNTuKbmkZNrk6nE0VRcDgcnDp1Crd7YFHkq/8/mtraWtatW8cTTzzB/v37Rz23qqpq2Jtj\n", "4VxjMrX1eWjt86CRmcRBZoMe86BdXHOTLBj0MitKiFCMOhTr3nvv5cUXX8RgMPCZz3yGV155BYAl\n", "S5aMeeHBNVmzeeRpjWpfQ20HG3v4xq6zKIrCP95XysLCZFVeZzLGEhamWPinVeU8f/AS+ckWPjQv\n", "R5XX0fo4SYlvaho1uWZnZ/PhD384ePyRj3wk5AsP7sWZTJHtrxSNa6ip0+Hln3efo98zUCv+zltn\n", "+dkjlWSMMkc+nuh0OubnJzEnJxGDXidz+YUIg2pTrAbfnIr0jzLcawye43y1DqTmcVJmHib9tcqK\n", "0XAtAUX79Z577jnmzp0b0vn+gMLBd9/B7XZH5fWNBr2qv8/BNbuJfP8m6ljii//jSIS05KDb7eaN\n", "N94IHj/44INYLKPPAd+wYQNr165FURQ2b97M6tWrAairq0Ov1zN79uwh5x87dozU1FTy8/PHvMZw\n", "Jmso1rGWPr63+zwK8LfLipiTa1fldUJZHKPf4+f3p7vYdaqTO0tSWVGRRoo19nr819P6wh8SX3yL\n", "dChWSMn15ZdfpqqqCrvdTl9fH1u3buXxxx8f9TlNTU3s3r0bRVFYsWIF2dnZAPz85z9Hp9PxiU98\n", "Injum2++SUNDA1arlZKSEpYtWzbqNYYzmeNce1w+FAVSEiZ3rYWDjT08s/V08Pjr95exuChlElsk\n", "RPxTdT1Xk8mE3T7QI7Pb7SHVP/Pz83nyySdvePzpp5++4bEVK1aEdY1Yk2yNjQVsHJ6h44T73TJu\n", "WIjJEtL01+sH9wcCgRHOFGoJZSxhWYaNiiuLnxQkm5mRFVuz6Eai9XGSEt/UFFKXy263c/LkSWbM\n", "mMHJkyeDvVgRW/KTLXzt/jK6nD5SrUay7NoYtSBEPAp5D609e/bQ2NhIYWEhd9xxh9rtCpusLSCE\n", "UIPqe2iFMnFACCHEgLCXHDx37pzUXCeBlutaWo4NJL6pKqTk+i//8i+cO3eOLVu20NjYyOuvv652\n", "u4QQIq6FlFxnzpwZ3P1VygOTQ8uDtLUcG0h8U1VYQ7EMBm1uICeEENEWUnLt6+tjx44dlJeXq90e\n", "MQIt17W0HBtIfFNVSKMFHnnkEVpaWigtLeXw4cNyQ0sIIcYQ8jjXwTweT8ytryrjXIUQalBlD62R\n", "bNu2LZKnCSHElBFRcpWywMTTcl1Ly7GBxDdVjVpz/drXvsbTTz/N+vXrKSoqCj5+/Phx1qxZo3rj\n", "hBAiXoVUc924ceOQZHr9cSyQmqsQQg2q1lwXL1485Dg1NTXsFxJCiKkkpOSam5s75Hi4bbCFurRc\n", "19JybCDxTVUR3dASQggxuojGucYiqbkKIdQwoeNchRBCjE6Sa5zQcl1Ly7GBxDdVSXIVMc3tC9Dl\n", "9OL1ycQVEV+k5ipiVnu/h/WHmtlzrod7y9N4/OZsUhPG3tZdiGiSmqvQnOOt/Wx6v4MOh5eXjrRy\n", "os0x2U0SImSSXOOElutaI8V2fSXAF4jPL1lafu9A+/FFSpKriFmzsm3cXpiEDlhWmsrMLNtkN0mI\n", "kEnNVcS0XrePfo8fu9mA3RLyTvBCRE2kNVf5tIqYlmQxkiRJVcQhKQvECS3XtbQcG0h8U5UkVyGE\n", "UIHUXIUQYhQyzlUIIWKIJNcYdNnl452LPew/f5kOhxfQdl1Ly7GBxDdVyW3YGOP1BXi1rpX1h1oA\n", "WFmRzqfuKJzkVkWfP6BwptOJ0xsgMT17spsjRNRJzzXG9Hr8bD/RETzedaqTHrePpUuXTmKrou+d\n", "iz381Wsn+Pwb9WxtNnHZ5ZvsJqlGa+/d9bQeX6QkucaYRLOehYXJweN5eXYSTYZJbFH0+QMKLx9p\n", "5eps1t83dNPW55ncRgkRZZJcY4zFaOCpBXl88Z5ivrC8iM8uLSLJatRUXcug1w2ZyppkMWAza/ej\n", "qKX3bjhajy9SUnONQVl2M/fY0ye7Gap6eHYWKVYjzX0eluSayU+2TnaThIgqGecqhBCjiLm1BZqb\n", "m9m1axcGg4Hly5eTl5cX9rmbNm3C7/cDUF5ezty5c9VqrhBCRJVqha7a2lrWrVvHE088wf79+yM6\n", "12q1smbNGtasWTPlE6uW61pajg0kvqlKtZ6rzXbthoXZbI7oXL/fz6uvvoqiKJSWlsrXfiFE3FAt\n", "uQ4u5ZpMo+97NNK5VVVVwZ+3bt0axdbFHy2PJdRybCDxTVWqlQWu1koBdDrduM8dK0HD0K8n1dXV\n", "clxdTafDS327g0Mnz1JTUzPp7ZFjOY7H40ioNlpgw4YNrF27FkVR2Lx5M6tXrwagrq4OvV7P7Nmz\n", "xzz33LlzFBcXA7B582YeeuihEV9P66MFqqurw+4htPR5+O5bZ6lr6Sc70cQ3q8opTktQqYWRiyS2\n", "eCLxxbeYGy2waNEi1q9fj6IorFixIvj43r170el0Q5LrSOeeO3eO2tpaAObPn69WUzXrTKeTupZ+\n", "AFr7vRy51BeTyVUILZJxrhr23qU+/vaN+uDxP95bwrKytElskRDxJ+Z6rmLyVWQm8IXlRWw93sFt\n", "05KZm2uf7CYJMWVod0K3xkRSXE8wGVhZkcH3Hqzgyfm5pNnGvik4GcZ74yDWSXxTkyTXKcCgH320\n", "hhAi+qTmqoLWPg89Lh9pCUYyEkefQCGEiG1Sc40RF7pdfGnHaZp6PMzMsvHsPSXkJVsmu1lCiAkm\n", "ZYEoe7+1n6aegYWfT7Q5aOh0RuW6Wq5raTk2kPimKkmuUWa3DN01INGsrV0EhBChkZrrMLqcXjy+\n", "AKkJJizG8P79uezysfNkB3vPX2bl9HTuKkuTBCtEHJOaa5Sc7XLyjTfP0NTj5qkFeTw8OwtbGMkx\n", "xWrksZtzWDsnW+7SCzGFSVngOq8fa+PCZTd+Bf77nUuc73ZFdJ1oJ1Yt17W0HBtIfFOVJNfrmPVD\n", "fyV66X0KISIgZYHrPDg7kzNdTs53D5QFilNjY+M8La86pOXYQOKbqiS5XmdaipWvrCjD7Q+QbDFK\n", "3VQIEREpCwzDZjaQlmCKqcSq5bqWlmMDiW+qkuQqhBAqkHGuIq55fAHqOxz0uHwUpVopSImNGrnQ\n", "DhnnKqakg029fGVHAwpQmGLhW1Xl5CbJWg5i8klZIE5oua41nthqznRz9avXxctu2vq80WlUFGn5\n", "vQPtxxcpSa4irt2cf213hSSLgTSbfBkTsUFqriKu9bp8HG3pp93hZVa2jfIM22Q3SWiM1FzFlJRk\n", "NbK4OGWymyHEDaQsECe0XNfScmwg8U1VklyFEEIFUnMVQohRRFpzlZ6rEEKoQJJrnNByXUvLsYHE\n", "N1VJchVCCBVIzVUIIUYhNVchhIghklzjhJbrWlqODSS+qUqSqxBCqEBqrkIIMQqpuQohRAyR5Bon\n", "tFzX0nJsIPFNVZJchRBCBVJzFUKIUUjNVQghYogk1zih5bqWlmMDiW+qUm0ngubmZnbt2oXBYGD5\n", "8uXk5eWFfW441xBCiFiiWs+1traWdevW8cQTT7B///6Izg3nGlq3dOnSyW6CarQcG0h8U5VqydVm\n", "u7ZRnNlsjujccK4hhBCxRLXkOngQgslkiujccK6hdVqua2k5NpD4pirVaq5+vz/4s06ni+jccK6R\n", "mprKwYMHw21m3LDZbJqNT8uxgcQX71JTUyN6nmrJ1el0AgO9z6s/A9TV1aHX65k9e/aY5470+HAW\n", "LFgQtbYLIcR4qZZcFy1axPr161EUhRUrVgQf37t3LzqdbkhyHenckR4XQohYp5kZWkIIEUtkEoEQ\n", "QqhAkqsQQqhAkmucCgQCQ0ZTCCFii2o3tKItGtNpY1k4bd62bRsNDQ2sWbOG/Pz8CWxl5MKJ7+jR\n", "o5w4cYJAIMDixYspLCycwJaGL5zY9uzZQ0tLCwBFRUVxMcol3L8np9PJj370I5566qm4+HyGE9+m\n", "TZuCnZry8nLmzp078oWVOPHaa68Ff96wYUPUzo0V4bb56NGjSmNjo5pNiqpw4tu9e3fw5zfeeEO1\n", "NkVLpJ+37du3q9GcqAs3vq1btyrvvvtu3Hw+w4lvx44dIV83bnqu0ZhOG8visc3hCCe+ZcuWqd2c\n", "qAr3vTt79iyvvPIKa9euVbNZURNOfF1dXdhsNqxWq9rNippw4vP7/bz66qsoikJpaemoa0jHTc1V\n", "icJ02lgWj20ORyTx7dy5k9tvv12tJkVNuLGVlJTwqU99igMHDqjZrKgJJ77q6uq4W8glnPiqqqp4\n", "5JFHePTRR4PlnZHETc81GtNpY1k8tjkc4ca3e/duKioqyMzMVLNZURHJe2e1WklKSlKrSVEVTnwt\n", "LS28/vrrtLa2UlJSEhc110j/9sZKxHGTXKMxnTaWhRNfPAonvrfffpucnBxKSkomupkRCSe2zs5O\n", "0tPTg+fHg3Di+8QnPgHAsWPHIp6TP9HCie/cuXMUFxcD4HK5Rr1u3CTXaEynjWXhxPfmm2/S0NCA\n", "1WqlpKQkLmqUocbX2tpKTU0NlZWVHD9+nN7eXj760Y9OVrNDEs57V1NTg9vtBmDhwoUT3tZIhBMf\n", "DPwDUl1dHTc913DiO3fuHLW1tQDMnz9/1OvK9FchhFBB3NzQEkKIeCLJVQghVCDJVQghVCDJVQgh\n", "VKkgGmEAAAYNSURBVCDJVQghVCDJVQghVCDJVQghVCDJdQrp6+vjP//zPzl27NiEv/Y3vvENNm7c\n", "yMaNG4ODsK+qqamhq6trXNc/d+4c3/zmN8d1DS0K9Xf77rvv8rOf/WwCWjR1xM0MLTF+drt90hbV\n", "qKysZM2aNcP+N6/Xi8/nG9f1i4uLmTVr1riuoUWh/m4XLFjAuXPnJqBFU4ckVw165513+MMf/kBu\n", "bi42mw2v10tqaiorV64EYP/+/dTX1wOQkZERTLiBQIBXXnkFo9GIoijY7Xbuv//+4HX37NlDU1MT\n", "ZrOZQCCA2WzmAx/4AAAnTpzg0KFDJCQk4HK5WLhwIWVlZcHnnjp1io0bN+Lz+cjJyeGuu+4CBuag\n", "Hzx4kMbGRhITE9Hr9XzgAx/AaBz7o3ns2DEOHTqE1WrF6/XicDiC/62zs5MdO3aQkJCA3+8nPz+f\n", "xYsX4/F4+PWvf01/fz9PPPEEycnJvPzyyzQ2NvLUU0+RnZ0d8e91pNeEgW8Nu3btwul0kpiYiMfj\n", "Qa/XB5cdrK+v58iRIxiNRgKBAE1NTXzyk58c83fgcDh49dVXsdvtGAwGTpw4wd/+7d+G9Lt98803\n", "6ezsxGg0YjAYCAQCY76eCEPIK7+KuPLtb39baWtrCx7v379fOXr0qHL06FFl586dwcdffPHFEa/x\n", "29/+dsjx888/r/T29iqKoih+v185f/68oiiK0t/frzz//PNDzn3ppZcUj8cz7HW3bNmidHd3B4/f\n", "euutIW0NhcPhUNavXx889vl8yjPPPBM8/p//+Z8hr19TU6OcOXNGURRFCQQCQ567devWIe0ZzUi/\n", "17Fe86pnnnlGaWlpGfKY0+lUXnrppSGP1dTUhNSehoaGIYtunz17dsh/H+l3e/ToUWXv3r3B47a2\n", "NuU73/lOSK8pQiM9V40qKCgYslzf/Pnz2b59O+Xl5UMW0zAYDMGf3W43O3bswO/3o9frOX369JBr\n", "PvbYY+zbtw+Xy4XL5QouXNHS0kJPTw8bN24Mnutyuejq6hq2J5ifn09HRwcpKSnBx5Qwl7hobGxk\n", "xowZQ+KYM2dO8Li5uZk33ngjeBwIBDAajZSUlKDT6cjMzKS9vZ309HR6e3uHtGU0I/1eZ8+ePepr\n", "XnXrrbfe8Dtpamoa0ssHWLJkSUjtKS0txe/3s3379uDSeVdXbbpquN9tfX09q1atCh5nZmbG/HY6\n", "8UaSq0Y1NjbS3t4eTASHDx9mxowZo25quGXLFu677z6Sk5MB6O/vD/43n8/HqVOnuPvuu4OP/eY3\n", "v6GkpITCwkJycnKG1FQHf8U8e/YsBQUFwfUvT58+HSwnABiNxrA3WywoKODAgQPBleB9Ph/vvfce\n", "69atA6CiooIHH3xwyJqbg2uPy5YtY/PmzRQWFnLbbbeF/LrX/14PHTrEzJkzQ3rNkeTl5fHuu+8O\n", "WdX+woULZGVljbmi/+HDh5k3bx7Tp08HBko3g5fFG+l3W1FRwaFDh4Jli7a2Ni5cuDBmW0XoZFUs\n", "jXrhhRcwGo3BxX8zMjJYsmQJ//u//wvAxz/+cdrb2/nFL37BXXfdxbJlyzh69CjHjh3DZDLh8/mo\n", "r6/nlltuoaqqCpfLxU9+8hPKysrQ6XS43W5uvfXW4B/1hQsXOHDgQLCe19fXx+rVq0lKSqKzs5Pt\n", "27djMpkIBALMnj17SC+zt7eXTZs2YbfbgYEbb/fee++YMdbV1XHo0CHsdjsOh4Oenh5KSkqoqqqi\n", "v7+fnTt3otcPDIjp7+9n0aJFQ3qIr732Gt3d3Tz11FPj+r1e/QdntNdsaGjgvffe48iRI8ydOxeL\n", "xcIDDzwQvO6xY8eoq6vDbDbj8/lIT08P6Xfw6quvBl/vqocffjj42Gi/2507d9LV1YXVasXlctHa\n", "2srixYvjZinEWCfJVaNeeuklHn/88cluhubI71WESsa5atA777zD8ePHee211+jp6Zns5miG/F5F\n", "OKTnKmLS1aFLw3087Xa7KjtMTMZrjmXbtm3Dbiei1+tZuXIlCQkJE94mERpJrkIIoQIpCwghhAok\n", "uQohhAokuQohhAokuQohhAr+f/FmoXJAvFtSAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.565928\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd56PHv7KPRaBvtC1qQxCIbGzAGTDB4ARsv2OAl\n", "NaGpmzZ+emt3uUmTNHGaJrm52dq6jdskbermto0b0wYbcMCAAXlDgC1jzCqzColVu4Sk2Zdz/5AZ\n", "JNAyGs2RZo7ez/PwPDqjM2d+r0a8+s17fotOURQFIYQQMaWf6AYIIYQWSXIVQggVSHIVQggVSHIV\n", "QggVSHIVQggVSHIVQggVGNW6cFNTE9XV1RgMBpYuXUp+fv6Q5+7du5fm5mYAiouLue222wDYvHkz\n", "wWAQgPLycmbNmqVWc4UQIqZUS661tbWsXbsWgE2bNrFq1aohz120aFH46x07doS/tlqtLF++XK0m\n", "CiGEalRLrjabLfy12Wwe8fyGhgZee+01Vq9eHX4sGAyyYcMGFEWhrKyMuXPnqtJWIYSINdWSa/+J\n", "XyaTacTzS0tLee6553j99deZOnUqACtWrAh/f9u2bbFvpBBCqES15Hq1Vgqg0+kieo7VaiUlJWXQ\n", "742UoHfs2IHBYIi8gUIIEYH09PTwfaDRUC25ut1uoK8He/VrgKNHj6LX66mqqgo/1tHRgcPhCJ9/\n", "VWNjIyUlJQB4PJ5hX89gMEjZQAgRcwcOHIjqeaol1wULFrBu3ToURWHZsmXhx/ft24dOpxuQXPfs\n", "2YPX6wVg3rx54ccbGxupra0FYPbs2Wo1NSHU1NSwePHiiW6GKrQcG0h8k5VqybWgoIA1a9bc8Pgz\n", "zzxzw2MrV64c9BpLliyJebuEEGI86LSy5GB1dbWUBYQQMXfgwAHuvffeUT9PZmgJIYQKJLkmiJqa\n", "molugmq0HBtIfJOVJFchhFCB1FyFEGIYUnMVQog4Isk1QWi5rqXl2EDim6wkuQohhAqk5iqEEMOQ\n", "mqsQQsQRSa4JQst1LS3HBhLfZCXJVQghVCA1VyGEGIbUXIUQIo5Ick0QWq5raTk2kPgmK0muQgih\n", "Aqm5CiHEMKTmKoQQcUSSa4LQcl1Ly7GBxDdZSXIVQggVSM1VCCGGITVXIYSII5JcE4SW61pajg0k\n", "vslKkqsQQqhAaq5CCDEMqbkKIUQckeSaILRc19JybCDxTVaSXIUQQgVScxVCiGFIzVUIIeKIJNcE\n", "oeW6lpZjA4lvspLkKoQQKlCt5trU1ER1dTUGg4GlS5eSn58/5Ll79+6lubkZgOLiYm677bZRX0Nq\n", "rkIINURbczWq0BYAamtrWbt2LQCbNm1i1apVQ567aNGi8Nc7duyI6hpCCBFPVCsL2Gy28Ndms3nE\n", "8xsaGnjhhReoqKiI+hpapuW6lpZjA4lvslItufavNphMphHPLy0t5bnnnuPDDz+M+hpCCBEvVEuu\n", "wWAw/LVOp4voOVarlZSUlKiv0f8vaE1NjaaOtRzf4sWL46o9Ep/EN9j/v9FS7YbWxo0bWb16NYqi\n", "sGXLFlauXAnA0aNH0ev1VFVVhc/t6OjA4XAA8MYbb/DQQw8Ne43ByA0tIYQa4u6G1oIFC1i3bh2K\n", "orBs2bLw4/v27UOn0w1Irnv27MHr9QIwb968Ea8xGdXU1LB48eKJboYqtBwbSHyTlWrJtaCggDVr\n", "1tzw+DPPPHPDY0P1SIe6hhBCxDtZW0AIkdBcviC+YIhUqxF9hPd3RiPuygJCCKG2xk43L9acp7nX\n", "xzPzC/lMaRomQ3xMPI2PVogRjfXOZTzTcmwg8anpvw82c7TZSavTz4/eaeDCFe+EteV6klyFEAlJ\n", "URS8gVD4OKRAKI6qnJJcE4SW78ZqOTaQ+NSi0+lYOzePXLsJgw6eu6OIojTLhLRlMFJzFUIkrPJM\n", "Gy8+Mh1fMERmkgmTMX76i/HTEjEsLdfttBwbSHxqc9hM5KVY4iqxgiRXIYRQhYxzFUKIYcgeWkII\n", "EUckuSaIia5rqUnLsYHEN1lJchVCCBVIzVUIIYYhNVchhIgjklwThJbrWlqODSS+yUqSqxBCqEBq\n", "rkIIMQypuQohRByR5JogtFzX0nJsIPFNVpJchRBCBVJzFUKIYUjNVQgh4ogk1wSh5bqWlmMDiW+y\n", "kuQqhBAqkJqrEEIMQ2quQggRRyS5Jggt17W0HBtIfJOVJFchhFCB1FxFwgqEFDz+IMlmAzqdbqKb\n", "IzQq2pqrUYW2CKG61l4fvznczIFLPaycmcXyykySzYaJbpYQYVIWSBBarmtFE9vByz28XtfG+S4v\n", "P993kdPtLhVaFhtafu9A+/FFS5KrSEhuf2jAsS8QGuJMISaGamWBpqYmqqurMRgMLF26lPz8/CHP\n", "PXbsGCdOnCAUCrFw4UKKiooA2Lx5M8FgEIDy8nJmzZqlVnPj3uLFiye6CaqJJrY5BSmUpFto7PKy\n", "pCydcodNhZbFhpbfO9B+fNGKKrn29vZit9uHPae2tpa1a9cCsGnTJlatWjXkue3t7Tz22GMAbN26\n", "NZxcrVYry5cvj6aJQuOmpFv58YOVuHxB0pKMpFjk9oGIL8OWBerq6gb998orr4x4YZvtWk/CbDYP\n", "e+6SJUsGfTwYDLJhwwZee+01Dhw4MOJrapmW61rRxuawmShKt8Z9Yp2o984bCNLl9hMIqTsgSMu/\n", "m2Mx7G/l3r17Wbx4MWfOnKGlpYU5c+Zw4MABHA7HiBfuP8LLZDJF1JidO3cyf/788PGKFSvCX2/b\n", "ti2iawghoLnHx398dInDl3tZdVM2D87IktEU42zYnutTTz3FjBkz6Onp4Qtf+AKzZ8/mD/7gD8J1\n", "0OH0PyeSMYjvvvsulZWVZGVlDfr9SBJ0/7+gNTU1mjrWcnyLFy+Oq/ZoIb699a1Un+6k1ennpdpL\n", "fHy2WVPxTcT/v9GKaBLBhg0bwjVRgI0bN7J69ephn3P1HEVR2LJlCytXrgTg6NGj6PV6qqqqwufu\n", "3r2b7OxsZsyYMeAajY2NlJSUALBlyxYefvjhIV9PJhEIcc2Goy38y/sXw8c/eqCcuYWpE9iixKXq\n", "wi0ul4tQqG+oSzAYpKenZ8TnLFiwgHXr1rFu3ToWLFgQfnzfvn3s3bs3fNzS0sKePXs4fvw4mzZt\n", "4uWXXw5/r7GxkfXr17N+/XqmT58ecVBaNNa/ovFMy7HBxMS3YEoq07KS0AEPzchkqiNJtdfS+vsX\n", "rYjuBDzwwAP813/9F2azGa/Xy0MPPTTicwoKClizZs0Njz/zzDMDjnNycvj6178+6DWGutElhBhe\n", "YZqV/7uiHLcvRKrVKPXWCSBrCwghxDDGdT3XpqamaJ4mhBCTRkTJ9dixYwOO+9dMxfjQcl1Ly7GB\n", "xDdZRZRcT506NeDYaIzvQdtCCDHRoioLXB05IMaPludvazk2kPgmq2G7oFu2bMHtdnP8+HH8fn/4\n", "8dzcXNUbJoQQiWzY5Hp10P7mzZvDkwDExKipqdFsD0HLsYHEN1lFVBZ44IEH1G6HEEJoioxzFUKI\n", "Yag6znXr1q2cP3+ehoYGXnnlFU6fPj3qFxJCiMkkouTq8/koLCzk4MGDfO5zn5v0a6tOBC2PJdRy\n", "bCDxTVYRJVe9Xo9er8dqtQJgsVhUbZQQQiS6iGYD+Hw+ent7w8lVI2XahKLlu7Gjie1yt5eGTg8p\n", "FgMVWUlYjfG/IImW3zvQfnzRiii5FhQUsGnTJp544gmOHj1KfX292u0SKmnq8dLjDZJpM+GwRbZD\n", "xES50OXh9U9a8fhDrL4pmxSrkf9bfZZT7W4A/uqeUpZMzZjgVgoxuIjKAosWLeJ3f/d3sVqtzJgx\n", "g2effVbtdonrxKKu1dDh5n9vPslzm07w/eqztPR4Y9CysRssNrc/yM/2XeD1Y228ebKD7+w8S1O3\n", "L5xYAXad6hjPZo4oOMReVVqvSWo9vmiNevqr0WgMlwcADh48GNMGCfV8fKmHDlcAgCPNThq6PBPc\n", "oqF5AyHOX7nWvhanD5tZjyPp2oet24riY2V9ly/Imyfb+drWU7x2pJkrnsBEN0nEgTGvwNLQ0MDs\n", "2bNj0RYxjFjUtTKuKwMkm+KjXjlYbKlWI79/WwF/+24jCvD0bfkUpln44QMVHGvqJcNm4ubc5PFv\n", "7CBOtrl44b1zABxpclKQauWOkrTw97Vek9R6fNGS5a0mkVvy7Pzh7QV8dLGbB6dnUp6l3tYfY6XX\n", "6Vhalk5phpWgojAlzYrVaKDMkUSZiluWRMPlG7hhZ7f0XAVRroolxl8s6loOm4nfuTWXHz1QwV3l\n", "jri50z5UbCajnoosG9Ozk7GpuE1JMKTQ7QngD0S32luZI4np2TYA8lPMVF3Xo9Z6TVLr8UVLeq6T\n", "kD6Crc4nC6cvyPYTbWz+pI1b81NYOyePHLt5VNfIT7XwnWVldLoDpFoN5NivjQP3BkKk5BXT7vKT\n", "GeejM0RsSXJNEFqua01kbKfbXPzig0sAXOpu56bcZO6bljnq62Qmm8lMHpiU3f4gW4+38VJtOxlJ\n", "3XzvvqlUZNli0u54ouXfzbGQsoCY1PzXDZ/yRFkaGMzFK15+8cElQgq0u/z8+uMmmYAziYw5ucpI\n", "gfGh5brWRMY21ZHEvRV9ExHKHUlU5Saz8WgL/3XgMo2dkQ9V8/iDXO720um6tqi8Qa9D368CYzMb\n", "0GmwJKPl382xiKgssGfPHjIzM5kxYwanT5/GbreTl5cHQGlpqZrtE0JVDpuJ5+4o4nfn5JFk0vNS\n", "7SWqT3cC8NaZTv7uocoRZ7L1egO8eqSFdQebKUg1853lUynJSGJKupXn7y7l3z68RF6KmadulR08\n", "JpOIeq7nzp0jOzsbgKlTp7J7925VGyVupOW61kTHZrcYKUyzYjLo+aTFFX78whUvbn9wmGf2Odfl\n", "4ZWDzSjAxW4fW0+0A2DU67izLJ1/emQ6310+lSnp1uEvlKAm+v2LVxEl1+TkZDIz+4r8er0egyE+\n", "hvAIEUvJZgNPzsoJH6+cmUV60sh3+A36gR/1baZr/610Oh1pSUaS4mTChhg/UY0W0OvlPth40/I+\n", "RR8fraOorIJUiwHLCGNvjzX38urhFvJSzEzLtrH7bBdPzMqhKtc+5nbodTruqcigzGHFF1QocySR\n", "HMH42pIMK19aPIVXDjZT5rCyrMIx4Ptafu9A+/FFK6LkqtPp6OjowOFw0NHRQTA48kclEf/OtLs5\n", "1+Umy2ZiWnYyFuP4/9Fs7vGy8YKJQx99wv3TMvnc7Nwhe4sXr3h4fvsZ3P6+O/rLKhxc6vbx/PYz\n", "/GzVdArTxv6xO8lkGHWithoN3DctkztK0rAa9VillyqIMLk++OCD7Ny5M7ym66OPPqp2u8R1Yt0z\n", "aOx085U3TuH8dOrmjx4oZ27h+C+Ecripl/cv9AKw6VgrtxelcvuUwZOrJxAKJ1boW8wl1WKgviMU\n", "0yFU0TDodUP+UdB6r07r8UUrouRqMBhYsWKF2m0R46jV6Q8nVoC6ZteEJNfRyLWbWTkzi82ftGEy\n", "6FhcmsZ/7L/MyplZ5I5yVtVECikKLb0+dECO3Tzm4VlNPV7ePNFOU6+PR6qymZkTHwvaTHYRfQ48\n", "deqU2u0QI4j1WMLsZBMplmsfX28ahxWmutx+ur0DFzW5Jc/OwiI7SSY9q2/KpnKYxWTsFiO/f1s+\n", "//ToNH62ajpzC1P48YMV/P68fOyWsU027HD5uNQd2eiA0er/3imKQu35br746ic889px9l/oGfP1\n", "XzvSwq8PNlN9upPnt5/h0pXxXUpSxrkOLqLfyEOHDlFZWRk+Pnv2LGVlZao1SqivJCOJv32wgnNd\n", "XjJtpvDCI2r5+GI3f7/7PGaDjq/dVcL07L5knptiYXWRnz+9c2ZEN7RSrEamW2M7a/tsh5u/3nGG\n", "ll4/n5uTxxOzciK6kRWNdpefv323EV9QART+7r1G/nn1jIh2hQiGFEKKgsmgH/BYfb8FxJ2+IO4J\n", "LpGIPhHvodXfoUOHRkyuTU1NVFdXYzAYWLp0Kfn5+UOee+zYMU6cOEEoFGLhwoUUFRWN+hpap0Zd\n", "a2qmjamZ6s91b+n18d1dZ3F9Wi994b1zvPBwJSmf9jbn3FwV0XUURSGk3Dj0aax+W9dKc2/fzKpf\n", "f9zE/CmpMf1o3f+90+t0WAx6eujrIVuNeiIJ5+IVDy8faOJSt5enb8tnbmEKOp0Og17HU7Pz+GRn\n", "PYGQwgPTHWSPc4lEaq6Di3iblzfffHNUF66trWXt2rU89dRTfPDBB8Oe297ezmOPPcYTTzzB4cOH\n", "o7qGiF8KyoAtUPxBhdFOsT/f5eGHbzfw/PbTfNLiHPScQEjhTLubumYnPcOsqdrU4+V0m4sud19C\n", "7d9L1dE3+F8tDpuJb91bSmmGlTKHlW/cXRrRWNrfHG7hrTOdHG918dc76znfdW2LnrmFKfxs1XRe\n", "fGQaf3h7IaljLJGI2Igoub788st0d3ezfv161q9fz5EjR0Z8js12rUdkNg//l3TJkiVjvobWJXJd\n", "KzvZzPP3lJFk0pNqMfDlJcWk9vtoP1JsvmCIf3n/Au/Ud/HxpV7+6s0ztPT6bjiv9vwVntt0nP+9\n", "+SS/OnCZXu+NCba+3cWf//Ykz246wd+910ib08cD0zO5oziN/BQzX11aTGmMZ1JdH9/MXDt//3Al\n", "LzxcyYwIesghRaG1X7z+oIIveO2jv0Gvo8yRxMyc5AE/1/GSyL+baoronXjggQeYN29e+Hjr1q0j\n", "Pqf/6j8mU2TrWO7cuZP58+eP6Roi/uh1OhYWp/LS4zPR6yAr+cY/lJ0uPyfb+qaeTs+2DejNBYIK\n", "rc5rC6L0eIMDkguANxDk1x83cbWD/HpdGw/PzLrhRte+c910uvuSbu35Hs51ephblMrz95TgDSik\n", "WMZncZXR3IDT63SsnZtHXYsTlz/EmltzyU+1jPxEMaEi6rn2T6zQN+51JP0nGkTyy/ruu+9SWVlJ\n", "VlZW1Nfo/xe0pqZGU8eJHt+ePXs4ebA2nFj7f/+2BXfw/z48z7d21POtHfX8+mATHx08HP6+zWxg\n", "7awMTJ9+XP+jBQU01R8fcP26o0cpSbuWcNKsRjrbWga0Z+/evWTariU13afXBvjw/X0c3v9++Pcs\n", "lvEvXrx4zNfrOXuU73wmg188NoPfuTWXj2v3xc37G4v44v04GjpFpQUmN27cyOrVq1EUhS1btrBy\n", "5UoAjh49il6vp6rq2k2M3bt3k52dzYwZMyK6xmCqq6uZO3euGqEIlbX0+vjiq5+EJwIkmw289NgM\n", "svrdmAkpChevePEHFQpSzYPOgrrc7WXHyXbaXH4eqcqmcpCFqducPrYeb+fQ5R4evSmbO6akYZqA\n", "mWkicRw4cIB777131M+L6LNJd3c3O3bswOl0snbtWjZv3szq1auHfc6CBQtYt24diqKwbNmy8OP7\n", "9u1Dp9OFk2tLSwt79uxhxowZHD9+nJ6eHj7/+c8Pe43JSMvzty+ePc3cwhT2Nl4BYF5hCjbLwOSp\n", "1+lGXFUqP9XC0/MKwse93gA9viB2syE8MiEr2czv3ZZPMJQX81EHQ9Hyewfajy9aESXX7du3s3r1\n", "at544w2MxshqRQUFBaxZs+aGx5955pkBxzk5OXz9618f1TWEtjivdPDHC+dzZ1k6eh3clJOMbYzz\n", "81t6ffzzvgvsbbzC/Cmp/MlnpgyYxTVeiVVMXhFlSqvVOuCGkiw5OP603DO4GltuimOEMyN3stXF\n", "nk97wh+c72Z5i3PCpshq+b0D7ccXrYiKTddPIgiFZAaIGCgYiq+9oQz664+lpyrGV0TJNScnh5qa\n", "GgKBAO+//z7FxcVqt0tcJ17HEgZDCvsvdPOX207x873naerxjvyk66gR24xsG4/fnE2mzcSjVVkR\n", "jSdVS7y+d7Gi9fiiFVFZYMmSJdTV1dHV1UVeXp7smyXCznW5+esdfVMvD192YrcY+L3bCkZ+YhSa\n", "e7zUNFyh0+3n3goHZY6hF3nJsJn5g3kFfPbWXJJNBswyIkCMs4hHMldVVQ0YPiXGV7zWtTx+hUC/\n", "ksDl7htnTo0kktiCIYV1h5rZerxvf6q3T3fyk0enkT3IhISrTEY9GXGQVOP1vYsVrccXrYiSa1tb\n", "G9u2bSMpKQmfz8eKFStwOGJ380EMr8PlwxNQyIjDvZgK0yw8MM3BtpMd2Ex6HrkpW5XX8QVDHO+3\n", "eWCry4/LFwRZujThKIrC6XY3TT1e8lIsVGQmaXLL8YiHYq1duxa9Xk8wGGT9+vU89dRTardNAA0d\n", "br69s57LPT6enJXDU7Nzw2M240Gq1cgXFxSy8qZskoz6iLZa6fb4+aTFhcsfZFqWjbNH9g/Z++l0\n", "9a0Bm2418uQtOfz4nUYAVkxzkBnBMn3xQOvjQEcb3+l2N1/efBJvUMFk0PEPD1cyLVt7fyUj+l9q\n", "s9nCmxIaDAasVm1uERyP3jzZzuWevo/a64+0cEdJGjfnjX0zvrFq6vGy81QHrb1+VlZlDTobaig7\n", "Tnbwr7WXAChzWPnjmwZfSvJSt5cfvHWWk21uZuXZ+eqSKfzTo9PwBkIUp1vHvEC2mBgXr3jxBvtK\n", "Sf6gwoUr3smbXD2egSubu1x9H89qa2sHLLQiYu/6RZtNhon/+KQoCv9zqJk3Pq1/7m3s4qerpmM2\n", "6KlrduIJhKjKTaZgkMVF/MEQ753tCh+f7fCQmlUy6Oscb3Fysq1vIegjTb2cbnezuCxDhYjUpeVe\n", "K4w+vtwUM3odhBTQ6yAvRZsr3kWUXEOhEL/85S+ZM2cOhw4dIi0tjbq6Og4ePCjJVWX3VDg42+Hm\n", "TIebNbfmUZIx8Z8arq6belW3N4g/GOKNT9r5n8PNAEzLSuJ795WTcd1Hd5NBz93lGRxv7fsDXZmZ\n", "RNoQy+RZr7sZNdIuBSIxTMuy8fcPV3K+y0tRmkWTvVaIMLm6XK7wX6cFCxYAA5cDFOopSLXwl3eX\n", "8snJ08ya5kAfB4V/k0HPmtm5fHfXWUIKPDQzE5vJwL5zV8LnnGxz0+sLYjMbuHjFi14HRelWjHod\n", "yyodTEm34vIFqcyy8cnHtYP2fqakW/idW3KovdDNXVMzmKHyVjRqqampYf7CRXS4/ZgN+oi2dEkk\n", "o625GvQ6qnLto97CPNFElFw/97nPYbff+IMoLi7mwoUL4W1ZhDrMBj097S3oddPG7TUDIYWPLnTz\n", "27o2qnJtLKvo2z7kanK/fUoaP1s1A28gSFGaFbvFwLKKDP7f/stA3+IrdrOBnac6+Mc959Hr4Bt3\n", "l3JnWTopFiPziq7tNHtmkNe/4gnw830X8fhDlKYnkWoxkGyJTc/1VJuLw5d7yU8xc3O+XfWV+5Ps\n", "qWw53sZLH1wkO9nMt5eXUT4O2+uIiRXRb9VgiRUgJSWF6upqSa7jQO263Zl2F5e6veTYzVRk2qj/\n", "dJRCSIEPL3SjKNDm8vPZW3LJSzHj9AYovG7pvwdnZlGRZcMbCFGZlYQvGOKf910A+uprv3j/Irfk\n", "28m4bluTwWLr9gRYUJzGpW4vqRYDl3t8uPxB7OaxJcJznR6++sap8H5eX1tazLLKzDFdcyRpRRX8\n", "y6YTADT1+vifQ808f492NvjUek05WnK7VXCm3cWXt5zC7Q9h1Ot44eFKvIEQ/ZcLaOn1ceBSDznJ\n", "JnJTLPzn/ssUpll4blERRZ8Ov0q9rkfa4fLjsBnDm/9lJ5siviEXUhTWHWwK7xrw2VtySIpBzbXL\n", "4w8nVoBjzU7uqXDgD4SwqDSGWK/rW5j76o/TEgcTG4T65F1OEGrO377c48P9acIJhBTOdXqYkmbh\n", "9qIUAFIsBiqybLQ5/WTYTPzNO4009fr46GIPr9e1Dnldh83Et5dPZeGUVBaXpvPlJcWD9jwHi80X\n", "VMKJFeBEq4ur5WZ/MMTlbi9tztHPBsuxmylO7xvFoNfBPeUZ/HTvBb78xinere/E7R96Y8NotTcc\n", "5y/vKiE72cQteck8eUtuzF9jIsnaAoOTnusk1+X2k2I2YNLr8IcUdEBBqpnMZDNfWVLC5R4vrU4f\n", "P6m5QJLJQK7dTP9bmW7f8CukVWTa+M59U9ER2VY9V2XZTMwpSOHjSz0ArJyZhV6nwxcIsetUB/+4\n", "9zx2s4Hv3V8+qm2w81Is/J/7yjnf5cFhM/HxxR62fNIGwA/eauDPF09hWpaNilGM2x2J1+3irrkZ\n", "zC1MwWzQh7eWEdomyTVBqFHX6nT5+dm+C3zS4uSPFhYSUsCo6+upAmTYTKRajWQkmfjJw5WYjHrS\n", "rUa+MC+f//zoMtnJJh6blTPi64w0wmGw2DJsJr66tJiGTg/JJn34BtDlHi8v7jmPQt8QsJc+uMiP\n", "H6zAdP0ag8MoSLWEx+BWn+4IP67QV8r4/lsN/MMjlaRbY3NX/2p8kWyhnYik5jo4Sa6T2IUr3vCA\n", "/p/uvcA95RmcbHPR7vJT6rDhC4R4+0wn/1p7kZxkE395Vyk2s4HVN2dz19QMLEYdDpt6A8Czks03\n", "7BRr0OswftrLBrCZDGManra80sHbZzrpdAdYXJrGhSterngCBIKxG2ro9AU53uKk2xugPNNGcYy3\n", "7hbxacw1VxkpMD7UqGslmfX0X0M602bC6QuSltT3N/f8FQ8v7D5HjzfImQ4P/32ob4KA1WggP9US\n", "s8Q6mtgKUi18e1kZBakWbsq18cX5BREthO32B6lp6OInu89Rc7YLt79vZ+HyTBsvPjKNH6woJxSC\n", "d+o7+fPFU24Y0TAWb59o5hvbz/DDtxt5ftvpqNa8jWdScx1cRD3X3bt3c+eddw76veu33RaJoywj\n", "if9z31Q2HmmhLDOJJJOexaXpLCpJG/R8hbH35hRFGdMKSHqdjvnFaczMTcao10W8StiJVhf/Z9dZ\n", "ALaeaOdvHqxgdkHfDbu8FAvZyWZy7Wb+cH4BBamWmO5csP/ytdW8Wpx+Olx+8lJunBostCWi5PrW\n", "W2/R0tLCnXfeSU7OyDU2EXtq1LUMeh3zp6Rxe1EqOp0Ojz+I2agPf8wuSrPypcVT+MUHF8m1m1lz\n", "a96YXu/I5R7WHWqmMNXC6ptzwnXPaGIb7cpgXW7/sMcG/ci7y0ZryVQHe8/13ZjLTzFrboaW1FwH\n", "F9Fv6Oo0KbqJAAAgAElEQVTVq5k5cyZ79uzhnXfe4eabb5aFszXkak/Sel0v0GLUs3xaJvOmpGLW\n", "68PlgqH4gyEuXun7yFuYZhlwk+lCl4dvvlmPJxBiPz0oCvzJZ6aEv9/tDXCy1YXH3zclNjfGPbsy\n", "RxIOm5EOVwBHkpHSYXYxiLWFxWn8+MEKuj0BpjqSpNc6SUSUXG+55RYA7rrrLq5cucLPf/5zSa7j\n", "bKLWBDXqdcOu9n9VMKRQ09DFj99pRFHgq0tLuLs8I/zxOhBS8ASuDdu6cMVDSFHQ63Ts37+fevMU\n", "/u3TZQhvybfzV/eUxvTueklGEi88VEm7y0+mzRTRurOxcqB2n6Z7d1pfrzZaESXXmpoaSktL2bt3\n", "L3a7nT/7sz9Tu10iwXS5/fx074XwrK6f7j3P7AI7HS4/bxxvJ8du5mtLi/mbd89hMehYMycvXH4w\n", "JSVTfeLakKjDl3u54gnEfOhSYZp1XJOqmNwiSq7V1dXcfffdPP744xgMMgB6IsRLz6Cl18cnzU4A\n", "ZubayLH3fcQ1GfRk2Uz0ePvuwjuS+kYefGP7mfBjj1Zl8W+Pz0CnG1jfvKVqBp/xXOZsR9+6wZVZ\n", "SaQOsQxhIoqX904tWo8vWhHXXK+WBsTk5fYF+eWHl3j7TCcAS8vS+dKdxdjMBlKtRv7y7lL+Y/8l\n", "QiH4wu35BEJKOLECnGl3U5BqwXjdgH+dTsfKmdlUZNpwB0LMzEmO6VAoISZCRONcJbFOvHgYS9jr\n", "D/JBvzVbPzjfjdN3LXlOdSTx7WVT+e59UynPtJFjN3N/Zd9GlnodfPbW3BsSK/TFlmEzsag0nXsr\n", "HIPuYJDI4uG9U5PW44tWRD3X7u5uduzYgdPpZO3atWzevJnVq1er3TYRZ1LMBu6pyGDLJ33bu9xT\n", "noH9ujVW+48PTbH0bV64YkYmVqOB0jjYRUGI8RLx7q+rV6/mjTfewGjUTi0skcRDXctqMvC7c/KZ\n", "PyUNRYFp2bYRB/GnWY2kWYdfcX6iYmt3+jnR5gQFpmfbyIxgVEQ04uG9U5PW44tWRJnSarViMl2r\n", "gclNrcnLYTOxsHjwGVyJxO0P8qsDl9l2oq8XvmKagz++oyjiGV9CjCSimqvPN3DdzFBo+GXmROyN\n", "V13L4w8SDI3v/mgTUbPr9QV5t74zfPzu2S56+918iyWt1yS1Hl+0IkquOTk51NTUEAgEeP/99yku\n", "Lo55Q0KhEMGgOr/cYmTBkMK+xi7+Yssp/u69Ri51e0Z+UgKzmwzc0a8HvrA49YZtzIUYC50S4Tau\n", "dXV11NfXc/PNN1NaWjri+U1NTVRXV2MwGFi6dCn5+flDnrt9+3bq6+tZtWoVBQUF4cc3b94cTrjl\n", "5eXMmjVryGtUV1czd+7cSEIRg6hvd/HsphPcVpjK9Gwb2ckmHpiRNWHtaehws+5gE+hgza15qkxX\n", "bXX2G7Obk0y2Xb3lE0XiOnDgAPfee++onxfx3amqqqrwlNfGxkZKSkqGPb+2tpa1a9cCsGnTJlat\n", "WjXkuStWrKCuru6Gx61WK8uXL4+0iZrl9AU53+XBZNBRkpGEMYYrNl3lCyo8MD2TDleAVw42cXNu\n", "MnMKUyZkHny3J8AP327gbGdf7/lcp4cfP1QZ811as5PNZE/tS6g9ngDNPV5SrUapu4qYGPa39bXX\n", "Xgsv6nG1zqooCqdOneL5558f9sI227VtMszm6HoEwWCQDRs2oCgKZWVlk7Jn6vYH+c3hZtYdbEav\n", "g2/eU8qdZRkxf52iNAsVmTZePH4egMNNTo41O8cluV4/N90bDNHce63O39zrxxcIgUpNuXjFywvv\n", "NfJJi5OVVdmsnZ034iI1o6H1ufdajy9aw/4G2e127r//fvbs2YPJZGL27NkcOHCA9PT0ES/cv9rQ\n", "f6TBaKxYsSL89bZt20Y8v/+bfLXInujHJTfPY93BvkWqQwr86qMm5hSmcLD2/Zi+3sEP38eeUzng\n", "5+n3Xqu71tTUYDKZWLBgAReueLjU3IbBc4Xbbrkp5vFnJJn4wpxsflbbjA74owWF1H9yhOMetyo/\n", "748udnP00/LApmOtLCxOxXX2cEx/vnKc2MfRiKjm+uqrr/LEE0+Ejzdu3DjiJILt27eHk+OuXbtY\n", "tmzZsOfX1dWRnp4+oOba30jX0GrNtbXXx3Ovn6Dr051QF5em8Y27S0e1Z1SkrrgDvHq0mZ2nOri9\n", "KJXfuy0/vCJWY6ebmoYrWI16Olx+1h9p4YlZ2Xxudh72GH9cB/AFQpy/4kFH37qyZhW3o956vI2f\n", "1JwPH/dfSLu/ll4f+xq7aHf5WTo1I7yvl9A2VWuu168cH8lQLLfbDfT1YK9+DXD06FH0en1ESxb2\n", "r+16PNq+ez2UbLuZH9xfzmtHW0i3Gnl4ZpYqiRUgLcnI783J57Gbc7CZ9FiMfbXHNqePv95Rz+We\n", "vo/qd5dnMCPbxqtHWrmn3EGFCsnVbNSPW/KaW5jCnWXpHGnq5ZGZWZRnDn7zbNOxVl490gLA9pMd\n", "/NMj02K+7qzQjoj+V4RCIdra2sjKyqKtrQ2/3z/icxYsWMC6detQFGVAj3Pfvn3odLoByXXXrl3U\n", "19djtVopLS1lyZIlQF9yra2tBWD27NmjCkxLKrJs3JfWyZw5c1R/LZNRT8Z1vUSXLxROrABnO9xM\n", "SbdytsONNQY9yomu2eWlWPjqkmJc/hApFsOgf7z8wRB1n5YOALrcAZwjbCt+1UTHpzatxxetiFfF\n", "2r59O729vSQnJw8oEQyloKCANWvW3PD4M888c8NjQ33cv5pkBTidzpFPUkmGzciyCge7Pt2G+r5K\n", "B5e6vbzwcCVFGtnJ1Goy3LATQ38mg57HZ2XzSbUTBVhSlk5msqzcJYYW8TjXoVy4cCEudoDVas01\n", "XnS6/TR0erAYdGTaTOw+28XpdjcrpmcyI9tGm8uPSa/T9MdkfzBEfYcbtz9ESbqVDI3thSUGp/o4\n", "16Hs378/LpKrUFdGkim8xuqmYy3866dbsuw+28U37ynlO7vOYjPp+cGKcqpyh1+oJVGZDHqmZydP\n", "dDNEglDvFqyIqXiav93Yee3moj+kUN/Rd8PS5Q/xUu0l/MHRrT0RT7GpQeKbnCS5ilFbXukI38ia\n", "W5hCZ79tqtOtxvDeWEJMZrI4a4KYiLuxl7q97DjZTo83yEMzs5j66fz+qlw7//ToNHp9QfLsZhq6\n", "PBxrdpFpM/KF2/MHLJgdCa3faZb4JidJrmJQvmCIX9ZeZHdD37YuH5y7wouPTA/fIS/JuDYWNDPZ\n", "zMyHkzEadJhVGoMrRKKR/wkJYrzrWl5/KLxwCkCL048nMPSSkDazIerEqvWancQ3OY05ucpIAW2y\n", "WwysnZPH1Q/4T87KwSE7sgoRsTGPc40XMs419vyBEA1dHvzBEMXp1vAaAp1uP/6gQkaScVRTcb3+\n", "IAoMO1hfiHgzYeNchXaZjHoqswbO76/vcPO9XWdpdfr444VFLKt0YIlgCuzpNhc/23cBf1DhTxYV\n", "MSNHxosKbRs2ub7zzjvMmzePl1566YbFsf1+P5WVldJbHCfxMn/7vw40cbHbC8CLe84zM8fG1BEW\n", "WOnxBvibdxpp6Oqr4X5311l+uKIck0GHP6jQcamRuTfPUL3tEyVe3ju1aD2+aEXUcy0rKxt0J4FX\n", "X31VkuskY+rXSdVx44ppgwmEFHp8126GOX1Bmnp9vFhzvm/5vtJUyqb6x206aWOnmx5vkLwUM1kq\n", "bactxLCf5+666y7s9qGnMhqNUlUYL2r3DJy+IAcudrP7bCeXP+2ZDuZzc/KYnpVEepKRr91VQlHa\n", "yGsJpFuN/PniKZj0OvQ6+L25edQ19dLu6pt88G5DN41d47Ok5CfNTv709ZN8ecspfvhWA61O38hP\n", "GiOt9+q0Hl+0IsqOGRmDbysSyY4EIjG8c6aDF/dcAKAyM4nv3jd10F5dSUYSP3igAl8wRLrVFNGE\n", "AZ1Ox/wpqbz0xEwuXPHwq48uM6cgdcA50S5d2O7ys/tsJ2c7PCyrdHBzbvKwven3znbiCfRNzz3S\n", "7OTSFW94QXAhYimi3+ilS5cO+vhdd90Vy7aIYag5ljAYUth1ujN8fKrdHd75YDApFiOZNvOoZmLp\n", "dToKUi2UZiQxLSsZi1HHg9MzqcxK4n8vzAvP/hqt9+o7+fm+i2w70c43tp2moXP4HnBxvyUSjXod\n", "dov6Ixe0Pg5U6/FFSz7XCwx6HXeWpXPs08Wgi9IspFlH/tXwB0L0+oPYTIaIRgwA5NjNPLeoCG8g\n", "RJJJjy8Q4tDHH2E2Dr31+nDOdlxLpr6gQq9v6IkOAAuKU/mTO4o40eZieaWDMhW27BYCRkiu3d3d\n", "pKam0t3dza5du4C+7a7vu+8+qbeOM7XrWvdWZFCYaqHXF2R6lo1s+/Aflbvcfl490sKu0x3cUZzG\n", "2jl5N5QROt1+QiEFh8004KO6Qa/DZu7rMVpMBubPnx91u5dPc1B9pgN/UGFOgZ2ClOHb7bCZeeSm\n", "7KhfLxpar0lqPb5oDZsh3377bR599FG2bNnCE088gdlspquri40bN/Lkk0+OVxvFOEizmlhQnBbx\n", "+SdaXfzmcN9+Um8cb2dOYQpLyq4ltk9anHz/rbN4AwpfXVrM7UWpEY0sGK2bc5P56aPTcfqC5KeY\n", "yZT6qYgTw36Wuzp5y2azYTb3/dKmp6dHvVW2iJ7ada3AKNdgDV43sS8YvHbc6w3wD7vP0dLr54on\n", "wPd2naWld+i78mOJTafTUeZI4uY8e9wmVq3XJLUeX7QiKpQFgwPrWF7v0EN1RGJx+oJsO97GV7ae\n", "5jeHm4e9kdXftCwbS6emo9fB7UUpVOUOPeNKjR6rEPFu2LKAz+dj/fr1WCzXxjKeOXOG3Nxc1Rsm\n", "BlKrrnWqzcU/1JwHoK7ZSVGahUUlIw+xy0o28+efmcIfzisg2WIgpd/22naLkS/dWcwP3mrAEwjx\n", "1aXF5AxTw9V6zU7im5yGTa6f/exnb3isrKyM8vJy1RokxpfLP/BTSa93+Lvt/dktxvBiLtebmZPM\n", "Pz46bdAbWuHX9gWoa3FxvstDVW4y07Js0ssVmjHqkdt6vSwBOxHUqmtNdSQxI6dvbYDCVDMzY7ig\n", "SkaSicxk85AJ80iTk+e3n+Gf37/IV7acCu/FpTVar0lqPb5oRTSeSlEUzpw5g8/Xd1Piww8/5Omn\n", "n1a1YWJ85KVY+M69U+n0+Em1GEccghVLp9uvJVNvUKHDHUA+EwmtiKgbunHjRnp6etDr9eF/Ynyp\n", "WddyJJsozxx5bGus3Zpvx/BppzbTZiJ/hDGqiUrrNUmtxxetiHquJpOJOXPmhI9nzNDu8nBi/MzM\n", "SebFR6bT4fZTmGqhKM068pOESBARdUF7enoGHLe0tKjSGDE0Lda1DHod07JtBM4dYUr6yInV7QvS\n", "5vThHWYvr3ikxfeuP63HF62Ieq5nz57lX/7lX8jMzATg+PHjfOtb31K1YUL019Lr5d9qL7H/Qg/L\n", "Kh2smZ1LhuzpJeJYRMn1vvvu4/bbbw8fv/POO2q1RwxBy3WtSGI71uzknfouADYda2VeYQrzRzFd\n", "dyJp+b0D7ccXrYiSa//ECrLUoFZ4AyFOtrrocPspSbdSGscrRF2/jaYmdtUUmhbVbf+mpqZYt4NQ\n", "KHTDNFtxjRp1rSNNvfzFG6f4/lsNfG3rac6P024A14sktpvy7CwqScNi0PHQjMwbNk6MZ1qvSWo9\n", "vmhFtW7g+++/P+ieWv01NTVRXV2NwWBg6dKl5OcPvV7n9u3bqa+vZ9WqVRQUFER1DTF6hy9fu1HZ\n", "5QnQ0uuL6MbSRMi1m/nq0hKcviApFgNJ/bbn7nD5OdzUS5crwOxCO6UZ8dsDF5PHsMm1tbWVjIwM\n", "Ojs7BzzudDpHvHBtbS1r164FYNOmTcMm4xUrVlBXVzema2idGnWtm3PtQN/IjxSLYcK2O4k0tmSz\n", "gWTzjTsHvHmynX/ffxmALJuJf1g5jdw4GjOr9Zqk1uOL1rDJdf369Tz55JO8/PLLA3Z5bW5uHvHC\n", "Ntu1j21XlyscrVhcY7wFQwqn2ly09PooSLVQEccfX2/Jt/O3D1bQ5vJTmpFEcUZ89lqHEwwp7L/Q\n", "HT5uc/np8QbiKrmKyWnY5Prss88CUFFRMeAmVldX14gXVvrdgYh2/ddYXGO8nWh18hdbThFU+jbd\n", "+4eVlZRnjj3BqrE3vNVk4NaClJheMxpjic2g1/HQjCyONPV9mrol345jnLbojpQa71080Xp80Yqo\n", "5rpixYoBxxUVFSM+p//NqWhXOhrtNfq/yVeL7ON97MyeydV1oz2BEJd7fJRn2sZ8/SNHjkxIPIlw\n", "/JnSNL6zNBe3X2FWcRYOmymu2ifHiX8cDZ2iXD/IZWQ+n2/Ej+kbN25k9erVKIrCli1bWLlyJQBH\n", "jx5Fr9dTVVU14Py6ujrS09MH3NAa6hqDqa6uHlC6mChHm3r5iy2nUACTXsdPHpmWUHe2hRADHThw\n", "gHvvvXfUz4tqtMD27dt55JFHhj1nwYIFrFu3DkVRWLZsWfjxffv2odPpBiTXXbt2UV9fj9VqpbS0\n", "lCVLlgx7jXg2PdvGCw9X0tTjY0q6hYpMuXMtxGQUVc81Hu/cx0vPVS2JVte64vETCCk4kgZfKLu/\n", "RItttCS+xKZKz/WFF16guLj4hsePHz8ed8lVfLrubrubSz1e8uxmKrJs6CdgZf+TrU5++HYjLn+Q\n", "L91ZzPwpqRPSDiEm0rDJtby8fNAkumnTJtUaJAYXSc/gTLubL285hScQwqjX8fcPVzIjhjsLRMLj\n", "D/LTvRe42N23ieX3dp3lpSdmUJA69DAvLfd6QOKbrIad/nrHHXcM+nh6+sgb2Inxd7nHiyfQt0V2\n", "IKRw4cr4T2dV6Bt72v8YpNcqJp9hk+tQu7zKwi3jL5L527l2M0Z9XyLT6yA/1TLCM2IvyWTgzz4z\n", "hexkE8lmA9+8p5TcEXY40PrcdIlvcopqtICITxVZNv7+4UouXPGQn2Jh2gQMAfMHQ1hNer67fCpp\n", "ViOZySapt4pJKarRAvFI66MFEkEgpPDW6Q5eeO8cOh381T1lfKY0TbbLFgkt2tECstOgiJkOp59/\n", "3HMeBQgp8LN9F+jyBCa6WUJMCEmuCSIR6lpGg44067VKk8NmxKSPbNpyrIXi6ANZIrx3Y6H1+KIl\n", "NVcRMw6bie8sn8pLtRexGPT8we0F2C3j+yvmCQR5/1w3b3zSxm2FKdw3LTPuFnIRk4PUXEXMXR2K\n", "ZYig1xprx5p6+dKWU+Hj5+8p5a6pGePeDqEd47q2gBDDmYikepXTP3CroA6Xf4JaIiY7qbkmCC3X\n", "tWIZW2mGlVm5fbPSHDYjc+NkvVot03p80ZKeq9CUHLuFb95bRrvLT4rFQF7K+E+kEAKk5iqEEMOS\n", "ca5CCBFHJLkmCC3XtbQcG0h8k5UkVyGEUIHUXEWY0xekuceHxainMG1y3Ahq6fXh8gXJTDaRMs4T\n", "HkRikHGuYkx6vQFeOdjMq0daSDLp+cH95dyUZ5/oZqmqvt3N89tP0+EOcF+lgy/OLyA9SWZzidiQ\n", "skCCULuu1dTj49UjLQC4/SHWHWxmvD7UTFTNbtfpDjrcfQvL7DjVwbkuryqvo/WapNbji5YkVwGA\n", "2aDHZLg2syo3xaz5pQIdSdc+uOkAq1Hb8YrxJTVXAfRtbnjwUi8vH7hMUbqFp27NHXbfKy1o7vHy\n", "34daONnq5Mlbc/lMcRomo/Q3xEBScxVjotPpmFOYwqy8ZAx6neZ7rQC5KRb+9DNF+AIhrCbDRDdH\n", "aIz8mU4Q41XXMhr0455YJ7Jmp9fpVE+sWq9Jaj2+aElyFUIIFUjNVQghhiFrCwghRByR5Jog4qGu\n", "1en2c7bDTZvTF9PrxkNsapL4JicZLSAi0tzr42/fbeTw5V6K0yx8e/lUpqRre6iWEGMhPdcEsXjx\n", "4gl9/fp2F4cv9wJw7oqXumZnzK490bGpTeKbnCS5iohcP1wp2SzjQoUYjiTXBDHRda1pWTb+dFER\n", "07JsfH5uHjflJcfs2hMdm9okvslJtZprU1MT1dXVGAwGli5dSn5+/qjP3bx5M8Fg326e5eXlzJo1\n", "S63mihEkmw2srMrmvmkOLEbptQoxEtWSa21tLWvXrgVg06ZNrFq1atTnWq1Wli9frlYTE0q81LXU\n", "SKzxEptaJL7JSbXkarPZwl+bzeaozg0Gg2zYsAFFUSgrK5NJAkKIhKFazbX/xC+TafgFiIc6d8WK\n", "FTz22GM8/vjjNDc3x76RCUTLdS0txwYS32SlWnK9WisFRlwIJJJzR0rQMPBNrqmpGdPxnj17Ynq9\n", "sR4fOXIkrtojx3I8mY6jodraAhs3bmT16tUoisKWLVtYuXIlAEePHkWv11NVVTXiuY2NjZSUlACw\n", "ZcsWHn744SFfL1ZrC3R7A9Q1OWlz+bkpN5kyR9KYrylio9Xp40SLC50OpmfbyEoevtwkRCzE3Xqu\n", "CxYsYN26dSiKwrJly8KP79u3D51ONyC5DnVuY2MjtbW1AMyePVutpg6wt6GLv999HoA0q5GfrKyk\n", "ME1mIk00ly/I/6u9RPWZTgDur3Tw7KIikmQdVhGnVEuuBQUFrFmz5obHn3nmmYjPXbJkiSptG87H\n", "l3rDX1/xBOhyByhMG982+IMhLl7xElQUCtMsWI0GampqNHtXNpLYnL4gexqvhI93N3Tx9Lz8hEiu\n", "Wn7vQPvxRUsmEVznrqnp4a9L0i1kJY/vbqAhRWFv4xX+18bj/PHGE+w82YE/GBrXNsSjZLOBxaXX\n", "3ps7y9JllpiIa7Ke63W8gRCn2110ewKUZFjHfR+pTpef5zadoM3lB8Co1/HvT84kN8Uyru2IFacv\n", "yIUrHswGPcXpVgz66Hc5aOv1caLVBTqYkW0jU2quYhzEXc01UVmMem7KtU/Y65uNOnLs5nByzbQZ\n", "MRkS8wOG2xfkN4eaWXeoGYMO/npZGXeUpI/8xCFk2c1k2SWhisSQmP9rNSzZbORLd05h6dR0Fhan\n", "8u3lU3HYTGMeFjIRWl1+1h3qG58cVOA/P2rC7Q/ecF4ixjYaEt/kJD3XGGh1+kCB7Bj1qkoykvjm\n", "PWUoipLQu7BaDXpSLQa6vX0JdUq6JWF74UKMltRcx+jji918r7oBBfjmPaXMK0od9zaMlcsXoK7F\n", "xaVuL9OzbUzPjt2KVydbXfzmcDMOm5FHq7JlWJtIOFJznQAdLj8/freRXl9fz+xHbzfwi8dmJNyN\n", "liNNTr61ox4Ai0HHi49MZ2pm3+SJHm+Ay90+rCYdU9Kso+5JT8u28Vf3lsW8zULEO/mMNgY6Xd/d\n", "/KuMBh1j/RQfDCl0uHz0+gIDHlezrnWqzR3+2htU6HD33Uzr9Qb4z48u8yevn+DZjSc4eLl3qEuM\n", "idZrdhLf5CTJdQwykkx84+5SClLN5KeY+at7ynDYou+1egJB3jzZzv/acIK/frOe812eMbUvGFI4\n", "fLmHf99/iX2NXTh9N95MAri1wM7VvxEOm5G8lL4Ymnp8/LauDQBfUGHdwSaCIU1UkYRQnZQFxuim\n", "XDsvrpyOolNIt45twsG5Tg8/qembetvlCfDbulaeWzQFiG7NzNNtLr629TRX8+H375/K7VNunG5W\n", "lZPMi49Mo9MVoCDNQtGndVGrSY/VqMcT6JvEUDLGcapD0frsHolvcpLkGgNpSbH5MV7fJ/SPsZfY\n", "6Q7Q/xKXugffEtug1w16E6sozcoPV5Tzm8PNFKRaeKQqe0ztEWIykbJAHClOt/JHCwowG3SUZlhZ\n", "fdO1ZBZNXasozUL2p9N3rUY9M3NsIzzjRjfl2fnufeX80cIi8lPVmSWm9ZqdxDc5Sc81jiSZDDwy\n", "M5s7yzIwG3VRlRn6j40tSrfyNw9W0NTjw2EzyfKJQowjGeeqEReveHj1SCvtLh9rZucxMyd2Y1WF\n", "mMxknOskFgwp/Oqjy7xd3wX0jVv959XTyUvQxV6E0AKpuSaI4epagWCIi/1uVjl9QbyBxFmmUOs1\n", "O4lvcpLkqgEWk4Gnb8sPT2hYMzuX7ASbJSaE1kjNVSNCisL5Lg++oEJBqkUWkhYiRqTmOsnpdTpK\n", "MmQ0gBDxQsoCCULLdS0txwYS32QlyVUIIVQgNVchhBhGtDVX6bkKIYQKJLkmCC3XtbQcG0h8k5Uk\n", "VyGEUIHUXIUQYhhScxVCiDgiyTVBaLmupeXYQOKbrCS5CiGECqTmKoQQw5CaqxBCxBFJrglCy3Ut\n", "LccGEt9kpdqqWE1NTVRXV2MwGFi6dCn5+fmjPnc01xBCiHiiWs+1traWtWvX8tRTT/HBBx9Ede5o\n", "rqF1Wt4bXsuxgcQ3WamWXG22a9s4m83Dr4o/1LmjuYYQQsQT1ZJr/0EIJtPwW0QPde5orqF1Wq5r\n", "aTk2kPgmK9VqrsFgMPy1TqeL6tzRXCM9PZ0DBw6MtpkJw2azaTY+LccGEl+iS09Pj+p5qiVXt9sN\n", "9PU+r34NcPToUfR6PVVVVSOeO9Tjg7ntttti1nYhhBgr1ZLrggULWLduHYqisGzZsvDj+/btQ6fT\n", "DUiuQ5071ONCCBHvNDNDSwgh4olMIhBCCBVIchVCCBVIck1QoVBowGgKIUR8Ue2GVqzFYjptPBtN\n", "m7dv3059fT2rVq2ioKBgHFsZvdHEd+zYMU6cOEEoFGLhwoUUFRWNY0tHbzSx7d27l+bmZgCKi4sT\n", "YpTLaP8/ud1ufvKTn/D0008nxO/naOLbvHlzuFNTXl7OrFmzhr6wkiBef/318NcbN26M2bnxYrRt\n", "PnbsmHLx4kU1mxRTo4nv3XffDX/9xhtvqNamWIn29+3NN99UozkxN9r4tm3bpnz00UcJ8/s5mvh2\n", "7NgR8XUTpucai+m08SwR2zwao4lvyZIlajcnpkb73jU0NPDaa6+xevVqNZsVM6OJr7OzE5vNhtVq\n", "VbtZMTOa+ILBIBs2bEBRFMrKyoZdQzphaq5KDKbTxrNEbPNoRBPfzp07mT9/vlpNipnRxlZaWspz\n", "z78q/ogAAAdGSURBVD3Hhx9+qGazYmY08dXU1CTcQi6jiW/FihU89thjPP744+HyzlASpucai+m0\n", "8SwR2zwao43v3XffpbKykqysLDWbFRPRvHdWq5WUlBS1mhRTo4mvubmZ3/72t7S0tFBaWpoQNddo\n", "/++NlIgTJrnGYjptPBtNfIloNPHt3r2b3NxcSktLx7uZURlNbB0dHTgcjvD5iWA08X3xi18EoK6u\n", "Luo5+eNtNPE1NjZSUlICgMfjGfa6CZNcYzGdNp6NJr5du3ZRX1+P1WqltLQ0IWqUkcbX0tLCnj17\n", "mDFjBsePH6enp4fPf/7zE9XsiIzmvduzZw9erxeAefPmjXtbozGa+KDvD0hNTU3C9FxHE19jYyO1\n", "tbUAzJ49e9jryvRXIYRQQcLc0BJCiEQiyVUIIVQgyVUIIVQgyVUIIVQgyVUIIVQgyVUIIVQgyVUI\n", "IVQgyXUS6e3t5V//9V+pq6sb99f+3ve+x6ZNm9i0aVN4EPZVe/bsobOzc0zXb2xs5Pvf//6YrqFF\n", "kf5sP/roI37xi1+MQ4smj4SZoSXGzm63T9iiGjNmzGDVqlWDfs/v9xMIBMZ0/ZKSEmbOnDmma2hR\n", "pD/b2267jcbGxnFo0eQhyVWD9u/fz3vvvUdeXh42mw2/3096ejrLly8H4IMPPuDUqVMAZGZmhhNu\n", "KBTitddew2g0oigKdrud++67L3zdvXv3cunSJcxmM6FQCLPZzIMPPgjAiRMnOHjwIElJSXg8HubN\n", "m8fUqVPDzz19+jSbNm0iEAiQm5vLnXfeCfTNQT9w4AAXL14kOTkZvV7Pgw8+iNE48q9mXV0dBw8e\n", "xGq14vf7cblc4e91dHSwY8cOkpKSCAaDFBQUsHDhQnw+H7/+9a9xOp089dRTpKam8uqrr3Lx4kWe\n", "fvppcnJyov65DvWa0Pepobq6GrfbTXJyMj6fD71eH1528NSpUxw5cgSj0UgoFOLSpUs8++yzI/4M\n", "XC4XGzZswG63YzAYOHHiBF/5ylci+tnu2rWLjo4OjEYjBoOBUCg04uuJUYh45VeRUH74wx8qra2t\n", "4eMPPvhAOXbsmHLs2DFl586d4cd/85vfDHmN//mf/xlw/PLLLys9PT2KoihKMBhUzp07pyiKojid\n", "TuXll18ecO769esVn8836HW3bt2qdHV1hY/ffvvtAW2NhMvlUtatWxc+DgQCyte//vXw8b//+78P\n", "eP09e/YoZ8+eVRRFUUKh0IDnbtu2bUB7hjPUz3Wk17zq61//utLc3DzgMbfbraxfv37AY3v27Imo\n", "PfX19QMW3W5oaBjw/aF+tseOHVP27dsXPm5tbVV+9KMfRfSaIjLSc9WowsLCAcv1zZ49mzfffJPy\n", "8vIBi2kYDIbw116vlx07dhAMBtHr9Zw5c2bANZ944gnef/99PB4PHo8nvHBFc3Mz3d3dbNq0KXyu\n", "x+Ohs7Nz0J5gQUEB7e3tpKWlhR9TRrnExcWLF5k2bdqAOG6++ebwcVNTE2+88Ub4OBQKYTQaKS0t\n", "RafTkZWVRVtbGw6Hg56engFtGc5QP9eqqqphX/OquXPn3vAzuXTp0oBePsCiRYsiak9ZWRnBYJA3\n", "33wzvHTe1VWbrhrsZ3vq1Cnuv//+8HFWVlbcb6eTaCS5atTFixdpa2sLJ4JDhw4xbdq0YTc13Lp1\n", "K/feey+pqakAOJ3O8PcCgQCnT5/mrrvuCj/2yiuvUFpaSlFREbm5uQNqqv0/YjY0NFBYWBhe//LM\n", "mTPhcgKA0Wgc9WaLhYWFfPjhh+GV4AOBAIcPH2bt2rUAVFZW8tBDDw1Yc7N/7XHJkiVs2bKFoqIi\n", "br/99ohf9/qf68GDB5k+fXpErzmU/Px8PvroowGr2p8/f57s7OwRV/Q/dOgQt956KxUVFUBf6ab/\n", "snhD/WwrKys5ePBguGzR2trK+fPnR2yriJysiqVR//3f/43RaAwv/puZmcmiRYv41a9+BcDv//7v\n", "09bWxi9/+UvuvPNOlixZwrFjx6irq8NkMhEIBDh16hRz5sxhxYoVeDwefv7znzN16lR0Oh1er5e5\n", "c+eG/1OfP3+eDz/8MFzP6+3tZeXKlaSkpNDR0cGbb76JyWQiFApRVVU1oJfZ09PD5s2bsdvtQN+N\n", "t3vuuWfEGI8ePcrBgwex2+24XC66u7spLS1lxYoVOJ1Odu7ciV7fNyDG6XSyYMGCAT3E119/na6u\n", "Lp5++ukx/Vyv/sEZ7jXr6+s5fPgwR44cYdasWVgsFh544IHwdevq6jh69Chms5lAIIDD4YjoZ7Bh\n", "w4bw6131yCOPhB8b7me7c+dOOjs7sVqteDweWlpaWLhwYcIshRjvJLlq1Pr163nyyScnuhmaIz9X\n", "ESkZ56pB+/fv5/jx47z++ut0d3dPdHM0Q36uYjSk5yri0tWhS4P9etrtdlV2mJiI1xzJ9u3bB91O\n", "RK/Xs3z5cpKSksa9TSIyklyFEEIFUhYQQggVSHIVQggVSHIVQggVSHIVQggV/H/L4wOeKKr7pQAA\n", "AABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.558194\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4U/eZL/Dv0b7ZlvcVW96Nw74ZCIEskJgkBMjSJqG9\n", "aW+bzn3Smc50pjOTpu1s6ZJ2mnSbpE17e/u0tKUtYUmBsDphsTGYQAzYxmBjY4PxvknWrnPO/UMg\n", "LLBlSdaxpKP38zw8jyVLx7/XEq+P3vP7vT+G53kehBBCQkoS7gEQQogYUXIlhBABUHIlhBABUHIl\n", "hBABUHIlhBABUHIlhBAByIQ6cE9PD6qqqiCVSrFmzRpkZmZO+tjGxkZcvnwZHMdh+fLlyMnJAQDs\n", "2bMHLMsCAAoLCzF37lyhhksIISElWHKtq6vDli1bAAC7d+/Gpk2bJn3s4OAgnn76aQDABx984Emu\n", "KpUK69atE2qIhBAiGMGSq0aj8XytUCh8Pnb16tUT3s+yLHbu3Ame55Gfn49FixaFdIyEECIUwZLr\n", "+IVfcrncr+ccPnwYy5Yt89yurKz0fL1///7QDY4QQgQmWHK9XSsFAIZhpnz8sWPHUFxcjJSUlAm/\n", "P1WCPnToEKRSaWCDJISQKej1eixevDjg5wmWXK1WKwD3GeztrwGgoaEBEokE5eXlnvtOnDiB9PR0\n", "GAwGr2N0dHQgLy8PAGCz2Xz+PKlUSmUDQkjInTt3LqjnCTYVq6KiAtu2bcO2bdtQUVHhub+2thYn\n", "T5703O7r60NNTQ2am5uxe/dubN261fO9jo4ObN++Hdu3b0dpaalQQ40K1dXV4R6CYMQcG0DxxSrB\n", "zlyzsrLwwgsv3HP/yy+/7HU7LS0Nr7766oTHmOxCFyGERDpGLC0Hq6qqqCxACAm5c+fO4ZFHHgn4\n", "ebRCixBCBEDJNUqIua4l5tgAii9WUXIlhBABUM2VEEJ8oJorIYREEEquUULMdS0xxwZQfLGKkish\n", "hAiAaq6EEOID1VwJISSCUHKNEmKua4k5NoDii1WUXAkhRABUcyWEEB+o5koIIRGEkmuUEHNdS8yx\n", "ARRfrKLkSgghAqCaKyGE+EA1V0IIiSCUXKOEmOtaYo4NoPhiFSVXQggRANVcCSHEB6q5EkJIBKHk\n", "GiXEXNcSc2wAxRerKLkSQogAqOZKCCE+UM2VEEIiCCXXKCHmupaYYwMovlhFyZUQQgRANVdCCPGB\n", "aq6EEBJBKLlGCTHXtcQcG0DxxSpKroQQIgCquRJCiA9UcyWEkAhCyTVKiLmuJebYAIovVlFyJYQQ\n", "AVDNlRBCfKCaKyGERBBKrlFCzHUtMccGUHyxipIrIYQIgGquhBDiA9VcCSEkglByjRJirmuJOTaA\n", "4otVlFwJIUQAVHMlhBAfqOZKCCERhJJrlBBzXUvMsQEUX6yi5EoIIQIQrOba09ODqqoqSKVSrFmz\n", "BpmZmZM+trGxEZcvXwbHcVi+fDlycnICPgbVXAkhQoi4mmtdXR22bNmC559/HqdPn/b52MHBQTz9\n", "9NN49tlnceHChaCOQQghkUSw5KrRaDxfKxQKn49dvXr1tI8hdmKua4k5NoDii1WCJdfx1Qa5XO7X\n", "cw4fPoxly5ZN6xgkNvE8DxfLhXsYhHgIllxZlvV8zTDMlI8/duwYiouLkZKSEvQxxv8Fra6uFtVt\n", "Mce3atWqaT2/a9SG73/Ujn/+oAX1N03geV5U8UX6bbHHFyzBLmjt2rULmzdvBs/z2Lt3LzZs2AAA\n", "aGhogEQiQXl5ueexJ06cQGpqKsrKyvw6xkToglbs+tGJTuy/PAgAUEgZ/HxzGWbpVWEeFRGLiLug\n", "VVFRgW3btmHbtm2oqKjw3F9bW4uTJ096bvf19aGmpgbNzc3YvXs3tm7dOuUxYtF0/4pGsunExnI8\n", "ek12z20Hy8MRYeUBMb92gPjjC5ZMqANnZWXhhRdeuOf+l19+2et2WloaXn311YCOQchtUgmDzyzK\n", "xKX+q7A6OTw/Px0ZccpwD4sQ6i1AxKFr1AYHyyNNp4BWIQ33cIiIBFsWEOzMlZCZlJ1ANVYSWWj5\n", "a5QQc11LzLEBFF+souRKCCECoJorIYT4EHFTsQghJJZRco0SYq5riTk2gOKLVZRcCSFEAFRzJYQQ\n", "H6jmSgghEYSSa5QQc11LzLEBFF+souRKCCECoJorIYT4QDVXQgiJIJRco4SY61pijg2g+GIVJVdC\n", "CBEA1VyJKLEcjysDFnSN2pEVr0BpqhZSydT7sBFytxnt5zo2NgadThfMUwmZNpPNBbmUgUo+eVPs\n", "lgEL/nHPFbA8IGGAHz1Zgtnp2hkcJYl1PssCTU1NE/774x//OFPjI7eIua7lb2wsx+NUxyj+Yc8V\n", "/OeRdnSO2CZ9bM+YA+ytz2QcD/SM2Sd9rNDE/NoB4o8vWD6T68mTJyGRSNDe3o7Tp0/D4XDg1KlT\n", "SEpKmqnxkRjRY7Ljz+d78e6pG2gbsk74mC6jDf95pA3XR+0422XCHz7pnvR42XEKKKTuMoBcwiAr\n", "nvbVIjPLZ1ng+eefh06nQ319PT7/+c8DABYsWIA///nPMzI4cseqVavCPQTBrFh5P35c3YmDV4YA\n", "AEfbhvHTp0qRqlN4Pc7FwnM2CgAmOwuO5yFh7q2lFqVo8KMNJeg22ZGhU6AoRSNoDL6I+bUDxB9f\n", "sHyeud6uqyoU3m/yu28TMh0OlkPLwJ2z1UGLC1bnvdtjZ8Ur8H8qssAASFDJ8NLizAkTKwAwDIPi\n", "FA1W5yeiJFU76eMIEYpfU7EsFgs4zv1mZ1kWJpNJ0EGRe4m5rnXxk7P49Pw03E5/T5QlI0lz74cq\n", "lVyKJ2an4jefKsc7m0tRmhodF6jE/NoB4o8vWH7NFli/fj1+//vfQ6FQwG6344knnhB6XCSGOBwO\n", "rMrT42cblbC7eOQmqqBTTvzWVMokVD8lUYHmuZIZ0zJgwYdXh5CmVWCVQX9PTZWQSDSj81x7enqQ\n", "kZERzFNJjLpptOPV/a0w2VkAwIjNhc8vyQrzqNxGbS4MW5zQKaVI0UZuwu8bc8DBckjVyqGUTT7H\n", "l0QGv2qujY2NXrdPnjwpyGDI5KK9rmV2sJ7ECgCXes3gbn1oCmdsA2YHfnisA1/a2Yyv7WtB58jE\n", "08CmIxTxXe4z45Vdzfjf2y9hd+MArE526ifNkGh/bwrFr+Ta0tLidVsmC+qEl8SwVK0cqwwJANwr\n", "pjbPSYuIK/jtQ1acvm4EANw0OnDuxliYR3Qvjufx+096YLz1x+nXZ27ipjF8iyKIf4LKkrdnDpCZ\n", "E+1zCfVqOf525SxsLE+FRiFFfpLa871gY+s3O2CysUjSyKBXy4M6xt1LaONUof+4Pd3XTsIwiFfd\n", "+a8qkzCQRVCfhGh/bwrFZ3Ldu3cvrFYrmpub4XQ6Pfenp6cLPjAiPkkaOZI0wSXBu3UM2/Bvh66i\n", "2+TA0pw4fPWB3KDqpUXJanx11SzsvTSABVlxmJ8ZmT0znp+fDpPNhW6TA19YloWcBFW4h0Sm4DO5\n", "PvnkkwCAPXv2YMOGDTMyIDKx6urqkJ0hOFkOcmnkdJsMJrZPukzoNjkAAGdumNA2ZA0quarlUqwv\n", "S8FDhYlQyiRgBChVhOK1m6VX4Ztr8+FkOWgVkVWWC+V7U0z8nudKot+QxYm9l/pxtsuEDbNTsMqg\n", "99lZKpLF3/XxXT3NOKLh96CQSqCIoD+KxDe/kitdwAq/UJwZ1N804fef9AIALvV1IiNOiTkZ4f8Y\n", "HExs8zPj8ML8dJy7acKTZSkoSlZP/aQwGLE6kVS8EO1DVuQlqiLiIl6o0VnrxPzKmh988AHmzp0L\n", "lmVx8uRJLFu2DEVFRUKPjYTYqM3lddsSQdN5ApWslePzS7OwheUi9mxu1ObCu6e7UNU6DLmEweuP\n", "FWBRdny4h0VmiF/vSofDgezsbNTX1+PFF1/EuXPnhB4XuUso5hIuyo5DmtZ9QWlxdhzyE0N3tmd2\n", "uOBkg5tFMp3YIjWxAkCvyYGq1mEAgJPjseNiH0SyINILzXOdmF9nrhKJBBKJBCqV+wqlUklru6NR\n", "XqIab20ogcnuQpJGjsQgpy+N52Q5nOocxdZzPcjTq/D5pVkxt/af53k09prxYesQ8pPUuN+QgCSN\n", "Amq5BGq5xNPhqyBZLcgFMxKZ/EquDocDY2NjnuQqxr++kS5Uda00nQJpIVzT3zliw3c+vAaOB64N\n", "25CqU+BLFdkBHWMma3YjVidOXzeifciKVQY97kvXTjvhXRu24dX9rXCMaza7oTwVs/QqfK+yEHua\n", "BpCdoMS6YnE2maea68T8Sq5ZWVnYvXs3nn32WTQ0NKCtrU3ocZEo4WR5cOP+1t5d1400ddeNePN4\n", "JwBgz6UB/GxjKQqSplceMdlZr8Q6fieF8nQdytPDf9GQzDy/ClYrV67EZz7zGahUKpSVleGVV14R\n", "elzkLpFa18pJUOLT89MAAHq1DJvvSw34GDMZ2/jE52R5GEPwxyArXoF5Ge7esnIpg4eLvM9QI/W1\n", "CxWxxxesgOdYyWQyr6lZ9fX1WLBgQUgHRWae08Xh6pAVVieHXL0SyX5OyNcpZXhxfgYeLU6GSiaJ\n", "+DaCDxj02HNpAE6WR0mKGlnx0x9vilaBVx8yoNvogE4phSGRVk+REPRz3b17NzZt2hSq8QSN+rlO\n", "z4n2YXy76hp4ACvyEvDVVbOCXq8/nt3FoWvUBgnDIDtBGZKVYW2DFhxtG0aiWo6VhgSk6/y/gMbz\n", "PNqHbTDaXMiKVyAtgOdGE6PNhbrro7jUZ8YqQyLmZeogjaB+BNFkRvu5EnFhOR67G/px+69sbcco\n", "PrswY9rJ1clyONwyiJ/W3ICEAV590IDVBXq/JtKb7C60DVnBAChIUnt2Jugbc+C1A1cxZHV/nL9p\n", "tOOVFTl+X5RiGGbaNdZocKHbhB8cc9eW9zUP4qdPlaAkSrbFEYvInSRIvIS6ruVkOZzuHMV/HWnD\n", "X5v68WjJnTqhXi2DTjn95aBDFid+XtsFAOB44N3TXRNe8Lo7NruLw86GfvzzvlZ8bV8rdjb0w+Fy\n", "T2cyO1hPYgWAS30WOIKcXztTwlGTvDF6pyUhxwOjduEWjFDNdWKUXGNU25AV/364DdXXRvHzU12Q\n", "SBh8ddUsbFmYju9VFiIjbvofl+VSiddGg2laOeTSqc8wjTYXdjb0eW7vbOiD0e5OqCkaOR4pSgQA\n", "MACenZdGXfknsCg7Dmq5+793nl6JnBibexwJqCwQJUI9l9BkZ72mUA2YnXhhQWi37knSyPEf6wqw\n", "9Vw35BIJPrMoA7oJOjrdHZtaLkFpigb13e7G1WVpWqhk7kQRp5LhSxXZqCxJhkouQUEIVpndNNph\n", "cbBI1SmQoAr9f4lwzAMtSdXip0+VYMTqQkacEulxwl1opHmuE6PkGqNy9UqUp2nQ1GdBnFKKpTnC\n", "rHkvTNbg39cWAIDfdVGdUoa/XzULtR1GMIz7Atv43WAT1aFZXQYALQNmvLr/Kkx2Fmvy9XhlRQ4S\n", "Q9RzNtzyEtXISwz3KGLXtMsCNA1rZoS6rpWmU+Kbj+TjJxtK8JOnSlCUognp8cdjGMZnYp0otuwE\n", "FZ6dl4Zn5qaFfDmt2e7CgNkBh4vDkZZhz95ex9pHcH009NuniL0mKfb4guXXmWtNTQ2Sk5NRVlaG\n", "1tZW6HQ6z+6vBoMhJAPhOA48z0MqpfrZTEnRKiJ6t1Mh3DTa8dOa67jcb8GWBelI0905S5Uw8NQp\n", "A2V1shizs9AqpNAo6D1M/EyunZ2dKCsrAwAUFBRgx44deO6553w+p6enB1VVVZBKpVizZg0yMzMn\n", "feyBAwfQ1taGTZs2ISvrznbLe/bsAcu6zyoKCwsxd+5cf4YrSmKua81kbLUdozjXZQIA/LLuJn60\n", "oQifnpeGy/0WbJ6T5rW3l7+GLU78/pMeHG4ZwtKcOHxpeQ7Sxy2mEPNrB4g/vmD5lVy1Wi2Sk5MB\n", "uDtk+XN2WVdXhy1btgCYeqFBZWUlmpqa7rlfpVJh3bp1/gyREL/cvWTGxQFfWJYNluODnmR/ZcCC\n", "PZcGAAAnro1iVb4e6TpxNmkh/gvqM5BEMvXTNJo7NTyFIriPnizLYufOndixY0fM95AVc11rJmNb\n", "kReP+Znu2QcvLkj3LCgQcvWSmF87QPzxBcuvM1eGYTA0NISkpCQMDQ15Pqr7Mn5VrVwe3NXXyspK\n", "z9f79+8P6hiEjJedoMK/ry2A1ckhTiWFKgRzZEtSNdhYnnKrLBCP+9JoJRTxM7k+/vjjOHz4sKen\n", "68aNG6d8zvgEHIoGwf4k6PG7UN7+ayqW25EYn1wuR0VFxbSPt2rVKr9/ni7vPuy5NIAMrQTz411Y\n", "WFYQ8M/TKWWoP3Pv9xmGwf333x/w8RLVcizXDGPVigQU58+CRi4NKr7p3D5z5gykUqmnv8ZMvh9m\n", "Ir5w3w7GtBu3TGbXrl3YvHkzeJ7H3r17PVtzNzQ0QCKRoLy83OvxTU1N0Ov1Xhe0Ojo6kJeXBwDY\n", "u3evZ6vviVDjFmGxHI9BixNSBkjWKtBrsuNY+wgGxpx4tCRJ0Klct10fseHLuy/Ddmsp7JaF6Xhp\n", "cdYUz/JPj8mOC7cWLczL1IVkhdrdeJ4XZCeCHpMdVa1D6DU58cTsZJRSD4GQErRxS0tLC4qLiwM6\n", "cEVFBbZt2wae57F27VrP/bW1tWAYxiu5HjlyBG1tbVCpVDAYDFi9ejUAd3Ktq6sDQPNpZ2Jv+Mku\n", "6rg4Hifah/HW8U5olVL8x9oCfHR1GLsa+wEAR9uG8bONJUgPMiH5G5vFyXoSKwC0DVp9PNp/FgeL\n", "X5y6gZMdRgDA8tx4/OuDBmhDNKXq9Ok6qGbNxvYLfcjVq/DUfSkhTd67Gvo9r0X1tRH8z6YSZMXP\n", "XNvDmXhvRiO/kuv58+e9kmt7ezvy8/N9PicrKwsvvPDCPfe//PLL99w3PvmOdzvJEni22BGCu4mL\n", "Ebsa+zAnXYcnZ6d49WXtMdnx/aMd4HjAbnHh7dobmJN+5+xoxOaCxSl885QMnRIPFuhxtG0EcimD\n", "zXPSgjrOiNWJ3jEHtAopchJUMDtZ1N8c83z/fPcYLA42ZMlVnpSFbxy8CgfLo+6GERIJ8MVlgW2F\n", "MxmW49E6YPHcHnOwnj27SHj5vYfWeOfPn58yuZLQGLY4cbpzFO3ODKh7xlAegj2f7tY2ZMXrVe3g\n", "AVzsMSNVJ8eTs+/sKCBhGEgZBtytCpJCymBFbjx2NfaD44FHi5OQog1+yai/Zz0JahleWZGDTfel\n", "QS2XBNyUunPEhlGbE+9d7ENthxEauQRvrC9CfpIK68uSseOi++yvsiQZ8ap7EyvH8+gctsHOcsiM\n", "VyJe6dd/H2j1iXCw/V7jCBWphMGn56ej6XAb2FuvRdoMLwyhs9aJ+fXuWLlyJQ4ePIjHHntM6PGQ\n", "u9R2juLH1dcBAPua3Xs+BTPR3Rerg8P4wnu/2en1/Yw4Bf5tXT5+Wn0dcUopXlmRg1y9Cj/bWAqb\n", "k8MsvRJxfiaa6dKr5UH1mW0fsuKf97Vg032pqL318d/i5HC4dQh/t3IWnp+XgSXZ8eABFCWrJ+y0\n", "da7LhH871AYXx2NjeQpeWpzp1fNgMplxCqwvTcL+y0NQySR4bl56wOP3ZXFOPN7eVAabi0V2ggpx\n", "AjSfiVQmuwuX+8wwOVgUp2iQkxA5u0D49Sps3boVZWVl2L59OwCgubk5InYfiAVXB+985HOwPEz2\n", "0G8AmKtXYUVeAmo7RqFXybA6X+/1fQnDYFlOPP5nYylkUsaTSItDdBFrJmp2HcNWGO0sZFIJpAxw\n", "ez/B7Ft9CxLUMiz20bzGyXL4wyc9cN1qJfZ+0wDWl6b4lVyvNF/CoyUFWJGrR6JGFvILTlIJg4Lk\n", "8DUAD2fN9XjbCH5S4z75yI5X4PuPF4d0d+Pp8Cu5rl+/HkuWLPHc/uCDDwQbEPG2piAJB64Mwcny\n", "KE/TIFOAq9hJWjm+umoWPrswA1qFFJkTNEphGGbGu0UNmB1o7DXDxfEoT9NOOC5/Jd0a+4HLg3i5\n", "IhtnbxhRlqbFAwb9FM90k0kYGBJVaOw1AwA0cglUcv/KMwPyFLy1pwWAOwG8sb4o6It/5A6e53G8\n", "fdhzu8vowIjVGV3JdXxiBdzzXsnMmJOhxc+eKoXJ7kJWvFKwDQCD/bgdChOd9ThcHP74SQ/2Ng8C\n", "AOZn6vCtR/IRH+RH3pJUDb5bWYgL3Sbk6ZV4oiw/oCbbDMPgU/PSoZFL0WNy4Nm5aX5fka/rvlNj\n", "7TI6MGhxiiq5huuslWEYrClIxCe3Lkbm6pUha0UZCrFTnIlSEia8H/nCxeJkcfq60XP7QvcYzA7W\n", "K7lanSycLI84pXTKi3wqmRRLcuKxZBp9azPjlXi5IvCr/MtzE1B9bRQAkKoJXS9aAqwpSES6ToEx\n", "B4uiZHVE7T7sV28Bo9GI9957D7/97W/hcrmwa9cuocdF7hJt67eNNhdGrE74s0Zloti0CinWFd9p\n", "frI6X4+4cft6dQzb8K2Dbfi79y+jtnMULCfIWpiQSLZ14zuPFeJf1uThu+sLp1XeiEThfG9qFVIs\n", "zonHmoJEZEfQxSzAzzPXAwcOYPPmzdi3bx9kMjrZJb61DlhwoWcMN0ZtYAA8OTs14BkOcqkEm+ek\n", "4b50LVwcUJxyZwdYjufxu3PduNDj/jj4+pF2/OLpMuSFYMsXIViNI1g1b064h0FmmF+ZUqVSea3t\n", "p4bWMy9a5hLanCwOXh7EDaMdZ2/1TT3bZcJbT5Z4LirdbbLYElQyLJ2VcM/9PO9eVXUbywPTPXF1\n", "cTwcLk6QRtfR8toFS+zxBSuoRQQcRytAxMLJcmjqM6Ohx4ySFA3mZmihkgefYHgAWoUEXeO2S+k2\n", "OmB3Te89Y7S5cLx9GKc6jXi4MBFfWJqFtqGrGLW58MqKHGTGB19ru2m0Y+u5brQP2fDiwnSsyE2A\n", "XEobI5Pp8esdlJaWhurqarhcLpw6dQq5ublCj4vcRai6VuugFf/6QSt+e7Yb3zh4FZf6LVM/yQe1\n", "XIqV+Xo8Vprsue/5BenQqyf/O+5PbE19Zvy05gbqrhvxxtEOmJ0s3t5Uit88V471JclQyaS4abTh\n", "3VM38J0P23G53+z3mA9dGURV6zDahqz47ofX0DEcuhVUQPTVywMl9viC5deZ6+rVq9HU1ISRkRFk\n", "ZGSEbN8sEn6DFqfXR+o+k2PyB/upJEWLJJUM8zN1YBggT6+CehpnwwAwavVePDFmZ732/2I5Hr8/\n", "14sjrUMA3Kup3t5U6leDlOFxx+Z4wMHSJzMyfX5fnSovL7+nTSCZOULVtWYlKKFXyTBic0Elk4Rs\n", "2leKTokUnX9XxSeLjeV4DFudUEglKEvTIFUjR7/FifxEFfKTvK8MuzgOHSN3umSZ7KzfpYgN5Smo\n", "7RzFiNWFZ+akYpY+tFedxV6TFHt8wfIruQ4MDGD//v1Qq9VwOByorKxEUhLtESQGeYlq/PDJYvSa\n", "HEjWyj3bnsw0u4vDjVH3x/FZCSowAD5qG8bPT3UhVSvHaw8Z8OaGYoxYXUjWyO+Zz6iUSfHZRZn4\n", "z1sNTJ6dm+b3zrZFyRq8vbEUVheHZI08ZN2wSGzzeyrWli1bIJFIwLIstm/fjueff17osZFxhFy/\n", "natXITfEZ2uBOHP2LPo1efhxzXUwAP7xgVyUpWrw5vFO8ADMDha/O9uNb63N9/kxf2lOPN7ZXAYH\n", "yyE7XhlQkhRy8rnY+52KPb5g+XVBS6PReDYllEqlgvYWJbFHEZeMd+u6ALhnG/yyrguuCRYfDFuc\n", "ON42jBPtw+g331sblkoY5CepUZqq9auhCiFC8iu52mzeV08tFvcV5du7BBDhifnMwDArG+njzhzT\n", "dQokq+X42ppcaBVS5CeqsGVhBt6t68K3P7yG16uu4TdnumF1Tr1RZiQQ82sHiD++YPn1553jOPz6\n", "17/GwoULcf78eSQkJKCpqQn19fVYtmyZ0GMkIpegdtdUt53vgQSMe+qWRo6HC5OwMCsOCqkEdhfn\n", "6cMKuPvc/u+lmZPOQphsyxpCZopfZ64WiwUrVqyASqVCRUUFysrK/FozTkInWuYSuljOayrT9REb\n", "Dl8ZRG3HCEasE/eira6uhiFJja8/lI9/fcjgWcYqlTBI0SoQr5JBp5Bizbg+s2vy9RPWVO0uFlWt\n", "Q/javhb8/lw3hizTn1o2XdHy2gVL7PEFy68z1xdffBE6ne6e+3Nzc3Hjxg3k5OSEfGAk+nQM2/Cr\n", "ui4YbS58qcL9Uf/fDl1Fl9Gd4L64NAufmh9cF361QorPLcnE8rwESBj3XNqJzlpbB6z4/tEOAEBj\n", "rxk5CUo8WEgzW8jM8+vMdaLECgBxcXH4+OOPQzogMrFIr2s5WA6/OOVeQdXcb8E3D15Fv9nhSawA\n", "cLJzFM4JJuhPFtuozYWLPWO43GeG3cUhWavA/QY9VuTpkTzJnl2Wu+qww5OcLc+kSH/tpkvs8QWL\n", "FlCTkHCxvFciszg5aORSzE67sxXMuuIkv9fs355+9U97W/B3f72CE+0jfj3PkKjGgkz3yUCqRo6F\n", "2XEBREFI6FByjRKRXtfSKKT4m4osKKXui0h/uyIHmfFKfP0hA/5jbT5+8HgRHixInPC5t2MbtjjR\n", "NmhB35gDQxYn9lwa8DzmLxd6YXZMfRaaqlPg6w8Z8PPNpXjrqRIYIqANYaS/dtMl9viCRZMBSUDM\n", "DhZtQ+5lpvmJKq/5pAuy4vDuM7PhYnmkxymglEmQEaf0a31/35gdPzzWifruMWTGKfAf6/KRppWj\n", "79ZOtMUpGr+3ZUnUyGd8vy9C7kbJNUoIXddqH7Ki1+RAilaOwmT1hNumOF0c9jT14/993A0A+F+L\n", "MvCpeelQyNwfgBiGQVYQXfZXrVqFU52jqO92N7/uNjlwqdeMb1cW4vCVISSoZHigQA9ZlE6tEntN\n", "UuzxBYuSqwBMNhfMThZxSllUrFNvH7Lia/taYLKzUEgZvPlEMUrT7t3+edTmws6GfnxhaRacrLux\n", "9KDFgUw/N+rzRSP3rlBplTIYEtV46r5UjFidkE6xRxYhkWbaNVeahuWtx2THtz+8hs/9pQk/q7mO\n", "wQmWaQZPNXyTAAAgAElEQVRDyLpWl9EOk919ld3B8rg2ST9TlVyCFxam469N/fjduR784lQXLvaY\n", "YXOxuD5iQ4/JPuHzplJdXY3iZA3+6YFczE7T4LOLMjA3Q4vOERv+ZV8L/u79K3jtQCtujNjQ0DOG\n", "szeMGLpVLogGYq9Jij2+YPl15nrixAk88MADE37v7m23Y11jrxmf3HRvb/Lh1WGsKUjECj+7M4VL\n", "ikYOKePeLgXApF39dUoZDHoV+scltlOdo5BJgDeOdkIjl+A7jxXivoyJp+75olZI8VhpMh4uSvTM\n", "KKi/OYTuW/1lbS4OZ24Y8fNT7h4Eq/P1+Mr9OYhXUW2VRCa/zlw//PBD7NixA319fUKPJ+rdXReU\n", "hWg+hpB1reIUDX74ZDFeWZGDHzxehNLUe0sCt2XGK5EZdyf5VsxKwNu17oRncXL4v2duTjiX1Zfx\n", "sY2fqqUbt9trSYoGB64Mem4fbx+JiDms/hB7TVLs8QXLrzPXzZs3Y/bs2aipqcHRo0cxZ84capw9\n", "ifJ0LdaXJKPuhhHripNQkjJ5oooUUgmD+9J1uC996jPOjDglvv1YIdqGrIhXypCilXk1pU5UySCZ\n", "pD5qsrvAA4j3s2PV7FQt/v7+WTjZMYK1RYn45OYY2ofcJYuseEVU1LNJ7GL4AJsEjI6O4p133sHX\n", "v/51ocYUlKqqKixatCjcwwDgXt9ucXLQyaWQh+jUdaZ6ZjpZDmYHC41cihujdrQNWZGskaMsTTPh\n", "clOe51F/04Rf1t1EskaOv6nInrCT/+U+M354vBMujsc/rc7FnHGlA39j6x9z4NxNE0x2F5bNSghr\n", "D9pAiL3fqdjjO3fuHB555JGAn+fXKUR1dTUMBgNOnjwJnU6Hr3zlKwH/oFiilEn9npMZSUatTuxu\n", "GsChK4P4wtJMvF3b5bnQ9Z/rCrAi795trhmGwcLseLz1pBYyCTPhCiyjzYU3jnagy+i+4PVfVe14\n", "Z1Op3zsF3JaqU+CxkuSpH0hIBPAruVZVVeGhhx7CM888A6k0+pKGGMzEmUHLgBV/+KQHAHDT6PAk\n", "VgC42DM2YXK9zdcGhCzHe3XKcrg4jP+8JOazHoDii1V+fWbdvHkzVq9eTYlV5FRyBnG3LiLxAJLG\n", "bYe9aBpr9BM1cnxtdS40cglUMglefciAlEkar0ym22jHn+p78KvTXWgfsk79BELCzK8z13nz5gk9\n", "DjIFIetaQxYHDrcMo/6mCZ9bnIl9zYO41DeG/3q0AL1jDiSq5ShJ0Ux9IB8WZsfjl8/MBs/zSNMp\n", "vFaATRWbk+Xwu7PdqLo6DAA41jaMnzxVOmlnrEgj9pqk2OMLll/J1Wg04tChQzCbzdiyZQv27NmD\n", "zZs3Cz02MkPOdZnw6zM3PV+/9rABcQopSlK1KPExLStQaUFuAmh3cbgyaPHc7jM7b23xEh3JlcQm\n", "v8oCBw4cwMaNG5GQkACZjFbMhoOQZwbjFwXwcO8esLd5cPInhNhUsWkVUjw/706T7Y3lKVHVmEXs\n", "Z3Vijy9YfmVKlUoFufzOm5lqr+KybFY8djb0Y9Tmwuw0DUx2FhWz4sM9LA+GYbC6IBG5iSo4WB55\n", "ehXNcSURz68zV4fDe308xwW2AodMn5DrtwuTNfjJUyX4weNF+MzCTCzJicdKg/fMAJPdBbtLmN1W\n", "/YlNKZOgNFWLuRk6xKvunBMYbU7UXBvBexd70Tpg8XGE8BH72nuxxxcsv85c09LSUF1dDZfLhVOn\n", "TiE3N1focZEAOVkOHcM2WJ0skjRy6NXygM7usuKV97QLvGm046OrQxi2uFCQrEZd5yi+sGziRQLh\n", "UtthxJsnOgG4ywc/faokosZHYpdfyXX16tVoamrCyMgIMjIyYDAYBB4WudtUda3TnaP49ofXwPHA\n", "gwV6zEpQ4rHSZKTpJu+vanOyaO63YNDshCFJhcLkOzMCHCyH33x8E8fa3NurpOnkuD9Pj/cu9uKr\n", "D+RNekye59FvdoJhgFQ/FwlMp2bX0DPm+drsYDFqc2FW0EcThthrkmKPL1h+r80sLy/Hk08+CYPB\n", "gI6ODiHHRAJkc7LYVt8L7tbE/KNtI2AYBpd6fX9MPt89hn/5oBXfP9aBf97Xio7hO/NH7U4OVwfv\n", "3O4bc0KnlMJom7w0wPM8Tl834ovvXcLf7GhG/a3uYEJaXaDH7V45Br0SqVEyPYuIn88z1x07dnjm\n", "I96us/I8j5aWFrz22mvCj454+JpLKJdKUJCsRsutZKhXyWB38Ziqv3Rj752zvjEHi0GzE3m39pzS\n", "KaV4YX46/vu4+yP3uuIktA1Z8eLCDFgcLlzut2LY6kRBstqzT9WA2Yk3ProG261GLm8e78TPNpZA\n", "r/ad8KYzT3JBVhx+vKEERrsLsxJUSPdjS5mZJvZ5oGKPL1g+k6tOp8Njjz2GmpoayOVyLFiwAOfO\n", "nYNer5+p8RE/SCUMtizMQIpWgT6THeXpWlwZsGB2WorP583LjMOfzrvbSOpVMqSOm4d6+wp9XqIK\n", "NhcHvUoGtUKKVK0CJ9qH8XrVNQBAolqGt54sRnaCCgzj3XJRLmUm7ZAVKnKpBGUT7JpASLj51RXr\n", "vffew7PPPuu5vWvXrohbRBBJXbHCyeFiYbSz0CqkPtf7ux/L4cqABUMWJ3L1KhiS/Nsp9UcnOrH/\n", "8p15sD98ohjzbm1nfaHbhDePd0ImZfAva/J89oYlJBoI2hXr7s3qaCpW5FLIpEjxsyOXQibxav3n\n", "r2Wz4j3JNUUjR8q4Cf3zMuPw06dKwUj879tKiBj5dUGL4zgMDLj3kB8YGIDTGT37F4lFJM0lXJwd\n", "h/9+vAjfeMiA760vRFaCd50zQS0LKLFGUmxCoPhik987ERw4cABjY2PQarVeJYJQ4TgOPM/T6q8o\n", "oJJLMT8r+C5Zd1Nn5OPjG0ZkxCmQk0BzVIk4BLwTwd1u3Lgx4Q6wPT09qKqqglQqxZo1a5CZmTnp\n", "MQ4cOIC2tjZs2rQJWVlZQR1D7DVXs8MFKcNANUUdNdK0D1lR1ToEvUqGVfl6ZNx1Nf9yvxn/vK8V\n", "NheHJLUMP3iiOGp2GCCxQdCaqy8ff/zxhMm1rq4OW7ZsAQDs3r0bmzZtmvQYlZWVaGpqmtYxxKz+\n", "pgnv1N5AvFKKL6+chXw/LzyFW7/ZgW8euIp+i7uMdH3Uhq/cnwvpuBkFLQMWz9StIasLN0ZslFyJ\n", "KIRob9J7aTR3VvsoFMG1mgvFMaJdj8mOfzvUhmvDNlzoMePtk9cFW+MfalYH50msANDcb/HazBCA\n", "15mshAGSoqjblb/EXpMUe3zBEuxy7vhqw/iOWkIeY/xk5tsveLTfzp+7xCshjTk4sFzof15NTQ20\n", "6XkYlWihU0iBoU5YjSPTOr4mIRGPlybjg1szCzaW6KG51e/g9uMXLVuO1x7IxNVhO+5LUaHoVlPu\n", "SPn90226Haxp11wn+7h+4MABVFZWAgCOHDmCtWvX+jxOU1MT9Hq9V801kGOItebqZDlUtQ7jx9Wd\n", "UMokeP3RAszLDN3FpNv6xxz4+v5WdI66NxH8h1Wz8HiZ70UI/hi1utA5YoVCKkF+khqKEO2GS8hM\n", "CVvNdTJWq3spJs/znq8BoKGhARKJBOXl5UEfI5bIpRI8UpSIuRk6yCQQbHnnsNXlSayAeyuV9aXJ\n", "98xxDlSCWoa56tD/MSAk0gmWXCsqKrBt2zbwPO91xllbWwuGYbyS65EjR9DW1gaVSgWDwYDVq1f7\n", "PEaskUslaL94RtD123q1DDkJSty4lWAfyNdPO7H64uJ4tA5YMGJ1Qek0YmFRpPWyCh2xr70PJr4h\n", "ixNGmwvxKpko6+xACJLrRDMFACArKwsvvPDCPfe//PLL99w3WeKc7Bgk9NJ0CvzXowVoHbBAp5AK\n", "umzV6eJwsXcMrx24Co53tzP8QVoqsuJplkAs6Dba8d2PruFyvwXFyWp845H8e3oJi8G0k+uSJUtC\n", "MQ4yhZk488lJUN0zib/f7MD1ERu0CikKktSQS6dXM+012fF+Yz/MDtbTIrFvzIkek1O0yVXMZ61A\n", "4PG1DFhwud/dDrNl0Ior/RZKrkR4I1Ynuk0OaOQST/u/cBmyOPHDY5345KYJEgb497UFWJGXMPUT\n", "fai7YcSeSwP4zKI7C0LUcgmS1PRWjBUqufcfaLVcnBc5fb6jjx49iiVLluBXv/oV8vK8u887nU4U\n", "FxeL8gp9uAxbnXj75A0cbx+BUsrge+uLPI1VwlG36zc78MmthtccD+y9NDDt5Gp1sLCzPM51mfA3\n", "FdngeR75Ot7vjlzRiGqu3manavHysiwcvTqMB/L1KEvVTP2kKOTX6UJ+fv6E063ee+89Sq4h1G20\n", "43i7e1sVO8tj76WBoLpWhUqcQoo4pRQmu3vRwtriRHSO2KBTSIO+CLEiT49DV4bwyU0T0nRyfGFp\n", "FhrOngYKMkI5dBLB4lQyPDcvHU/NToEyypZzB8Jncn3wwQd9P1lGH+VCSSOXQiFl4GDdxci8xDs1\n", "yHCc+WQlqPD99UU42TGK2Wka7Grsx/c+6kBhkhrffMSA7CCarMzSq/DfTxTD4mQ9myiK+awOoJrr\n", "ZMScWAE/z1wTExMnvJ92JAitvEQVvltZiPcbB1CYrMYjRUnhHhKKUjQoStGgtmMEH99wlwiuDlnR\n", "0GMOKrkCQKJGjkSIc/oNIbf5VUles2bNhPdPdWZLAsMwDOZlxuFba/Px4sIMpI3bdiXc67eVtxpw\n", "5yep8IWlWZBLGbQP+d4A0ReLg8Wo1QWe58Mem9AovthEn+uJX0pS1HhlRTZ4HvjFqS7wAOZmaPHV\n", "VbOQo3dfjOJ5Hn1jDgDuebPjFyF0G+242DMGuZRBTrwS79TewKDVhf+zPBsKpTinYJHY5jO5ulwu\n", "HDt2DBqNBsuXL8fhw4dhsVjw6KOPenWsIsILd91Op5ThydJkfONQG243o7jYY0a/2YWcW9Whj28Y\n", "8XrVNfA8j28+ko9ls+LBMAyMNhfePN6BCz1mzM3QQi2XorHPfdb7+pF2/PKZOeEJaoaE+7UTmtjj\n", "C5bPssDOnTsxf/58pKSk4Pvf/z7uu+8+VFZWYs+ePTM1PhJBZDLvlVvxSin0Kne5YMjiwA+Pd8Lm\n", "4mBnefzgWAcGb7UbNDtZXOwxu48hkXh1+WJ5gOWm1TuIkIjkM7kqlUqkpKSguLgY2dnZyM7Ohkql\n", "gkpFH+NmWqTUtSpLkvC3K3PwqXlpeP3RAuQnuz/BSBgGynGrt1QyiWdb7XilDA8XuS+KNvSOYfOc\n", "VCSpZZAywN/fPwsD1y7PfCAzKFJeO6GIPb5g+SwLWK1WT0eq1tZW2O12KJVK2O12X08jIpaVoMJT\n", "E8wS0KvleO1hA9460QmeB/7xgVmeubBahRQvL83GgwWJkEkYFKWo8T+bSuFkeaRo5Thd2zzTYRAi\n", "OJ/9XPv6+vDRRx9BKpXi4YcfxoEDBwAAK1euhMFgmKkx+kWs/VyjzZjdBcBdoyVEDATp55qWloZP\n", "f/rTntsvvvhi4CMjMSXQpNpvdsBsZ5GokSNBRQmZiIc4OyaIkBjrWh3DVvzjniv40s5m/PhEJwbN\n", "jnAPSRBifO3GE3t8wfIrufI8j9bWVjQ1NaGpqQm//e1vhR4XiQGnO0fRO+aeUVDTMYprw7Ywj4iQ\n", "0PErue7atQsmkwkSicTzj8wsMc4lTFB7L4G9uxWdWIjxtRtP7PEFy68il1wux8KFCz23y8rKBBsQ\n", "iR48z8Pq5KCWS4LaEmZRVhyenZuG890mPFWeikIRtx0kscevUwWTyeR1u6+vT5DBkMlFWl3LaHdh\n", "+8U+fHXvFfzuXDdGrM6Aj5GqU+DlZVn4UhGHx0qSoRJpl6RIe+1CTezxBcuvM9f29nb84he/QHJy\n", "MgCgubkZ3/rWtwQdGIlsV/ot+L91NwEA7UM2FCdrsNIQeJc0hmFgGhkK9fAICTu/kuujjz6KpUuX\n", "em4fPXpUqPGQSURaXWv8ElYAsN51OxCRFluoUXyxya+ywPjEClCrQQIUJWswP1N362s1Zgu4Wywh\n", "0Sioy7M9PT2hHgeZQqTVtdLjFPjGwwb86pkyfPuxQmQlBL97Z6TFFmoUX2wKKrmeOnUq1OOIGANm\n", "B3Y19OEn1Z1o7BkL93Aiml4tR16iOuj9tAgRM5811/7+fiQmJmJ4eNjrfrPZLOigwulY2wjePd0F\n", "AKhqHcbPNpaEfYtrQNx1LTHHBlB8scpnct2+fTuee+45bN261aspSm9vr+ADC5fWgTtbl9hcHMYc\n", "bBhHQwiJVj7LAq+88gpSU1NRVFSEBx980POvoKBgpsY34ypLkyGXuifEL8mJQ0Zc8LXEUBJzXSvS\n", "YhtzuGC0uUJ2vEiLL9TEHl+w/JqKVVlZ6XW7qKhIkMFEgrmZOvzPxlKYHSyy4pSiryd2G+3oHLEh\n", "QSVDYbIacqk4l6D6q3XQgh8d74TZyeHv78/Bwuz4cA+JRCmf/Vwn43A4oFAopn7gDKJ+roHrNTnw\n", "jYOt6ByxQ8IA33msEItzYjeZWJ0s/vWDVjT3u0tDKpkEv3ymLGI+vZDwCLafa1CnKbebZpPo1jtm\n", "R+eIe1cJjgeqr42EeUThxfE8bOMWQzhZDlzg5x6EAAgyuXJc8KtxSHCEqGvpVXJoxnWiKk8Pz0KA\n", "SKnZaRUyfOX+WdAppJBLGPzrQwak66Z/1hop8QlF7PEFy2fN9c0330Rubu499zc3N2PTpk2CDYrM\n", "jNxEFf77iWKc7zYhM06JubdWXMWyORk6vPt0GVieR6pWAakk8G5fhABTJNfCwsIJk+ju3bsFGxCZ\n", "mFBzCYtTNChO0QhybH9F2jzJVF1orydEWnyhJvb4guWzLLBixYoJ79frA+9+RAghscRnck1PT5/w\n", "fmrcMvPEXNcSc2wAxRerYntSIyGECCSoea6RiOa5EkKEMKPzXAkhhPhGyTVKiLmuJebYAIovVlFy\n", "JYQQAVDNlRBCfAi25upXVyxCSOiwHI9ekx1ggIw4JSQMrQITIyoLRAkx17XEHBvgHR/H8zjVOYov\n", "7mjGy+81o+66EdH+4VHsr1+wKLkSMoOGLE68ebwTLo6Hk+Px1olODFmd4R4WEQAl1ygh5vXbkRCb\n", "yeZCr8kOqzP02/qMj0/KMNAo7vy308ilkEV5c5hIeP0iEdVcScy7abTjreMdaOqzYMPsFLy4MAMJ\n", "KmH+ayRq5PjWI/n4ac11SBkGf3f/LCSoxL3bRayiM9coIea6VjhjYzkeH1834kKPGS6Ox67Gflwd\n", "tEz9xADcHV9pqhY/fKIYP3i8KOwdyUJBzO/N6RDszLWnpwdVVVWQSqVYs2YNMjMzA37snj17wLLu\n", "j2mFhYWYO3euUMMlMaht0Io/fNKNwmTvBDcTV+/VcqngP4OEl2DJta6uDlu2bAHg7v/qq7n2ZI9V\n", "qVRYt26dUEOMKmKua4UjNqPNhTeOXsO1YRuyE1RYmhOPlgELNpSnoDBZHdKfJebXDhB/fMESLLlq\n", "NHfOBqbazHCyx7Isi507d4LneeTn59MiARIyTpbDoMV9lf5P53uxypCAtzYUIV2rhFxG1TIyfYK9\n", "i8bP3ZPLfRfsJ3tsZWUlnn76aTzzzDPo7e0N/SCjiJjrWuGITa+W4+VlWZAwgIQBZqdpoZRKBUms\n", "Yn7tAPHHFyzBkuvtWikAMFPUsPx57FQJGvB+kaurq0V1++LFixE1nmi//cm5s+g3WfG/FmXis4sy\n", "caR1CM03+iJmfHQ7sm4HQ7DeArt27cLmzZvB8zz27t2LDRs2AAAaGhogkUhQXl4+5WM7OjqQl5cH\n", "ANi7dy+efPLJSX8e9RYggdrfPIAfVV8HAMilDH62sRQFSaGtt5LoF3G9BSoqKrBt2zbwPI+1a9d6\n", "7q+trQXDMF7JdbLHdnR0oK6uDgCwYMECoYZKYtTy3AT8wyrg6qAFawqSkJ+oCveQiIhQV6woUV1d\n", "HbarshzPCzo9KZyxzQSKL7pF3JkrEYeL3Sb8sb4XWfFKPDM3DVnxynAPiZCoQMk1Ark4Hl2jNnA8\n", "kBWvhFImCcuZwfURG75xsA02F4ezXSbwAL5y/6yQ/xwxn/UAFF+souQaYTiex8lrI/juR9fA8cDf\n", "3z8Lj5YkQS6d+bmXdhcHm4vz3O4atYHleEijvNEIITOBZktHmFGrC++e7gJ3qxL+du0NDFmc054W\n", "Eoz0OAWenpMKAFBKGby4MEOQxBqO2GYSxReb6Mw1wihkDFI0cvSb3auHEtWysJy1AkCcUobPLMzA\n", "2qIkKGUSzNLT1XRC/EWzBSJQx7AVvzvXA4eLw0uLM1Ekgs5JhEQrmi0QJizHo8dkB+DeDykUH5vz\n", "EtX45sMG8JiZDk2EkNCjmus08DyP052j+OJ7l/DF9y7hZMcouBB9EGAYxiuxirmuJebYAIovVlFy\n", "nYYhqxM/rr4OlgdYHu79kCy0HxIhhMoC0yKTMNAppBixuQAAcQrh9kMKZi4hy/Fo7jejqdeM/CQ1\n", "7kvXRmSTZrHPk6T4YhMl12lIUMnx2sMGvH3yBnjweGXFLOjVkbMf0tVBK762twXsrUrF9yoLsTgn\n", "PryDIiRGUFlgmopSNHjj8UJ8//EilKQKd1U/mLrWoMXhSawAcGPUHsIRhY7Ya3YUX2yi5BoCSpkU\n", "SlnkfdzOTlBCr3Z/OJFLGZQKmPwJId5onqvIdQ7b0G2yI1kjR2GyesrG5YQQbzTPlUwoN1GFXOpT\n", "SsiMo7JAlBBzXUvMsQEUX6yi5EoIIQKgmishhPgQbM2VzlwJIUQAlFyjhJjrWmKODaD4YhUlV0II\n", "EQDVXAkhxAequRJCSASh5BolxFzXEnNsAMUXqyi5EkKIAKjmSgghPlDNlRBCIggl1ygh5rqWmGMD\n", "KL5YRcmVEEIEQDVXQgjxgWquhBASQSi5Rgkx17XEHBtA8cUqSq6EECIAqrkSQogPVHMlhJAIQsk1\n", "Soi5riXm2ACKL1ZRciWEEAFQzZUQQnygmishhEQQSq5RQsx1LTHHBlB8sYqSKyGECIBqroQQ4gPV\n", "XAkhJIJQco0SYq5riTk2gOKLVZRcCSFEAFRzJYQQH6jmSgghEYSSa5QQc11LzLEBFF+skgl14J6e\n", "HlRVVUEqlWLNmjXIzMwM+LGBHIMQQiKJYGeudXV12LJlC55//nmcPn06qMcGcgyxW7VqVbiHIBgx\n", "xwZQfLFKsOSq0Wg8XysUiqAeG8gxCCEkkgiWXMdPQpDL5UE9NpBjiJ2Y61pijg2g+GKVYDVXlmU9\n", "XzMME9RjAzmGXq/HuXPnAh1m1NBoNKKNT8yxARRftNPr9UE9T7DkarVaAbjPPm9/DQANDQ2QSCQo\n", "Ly+f8rGT3T+RxYsXh2zshBAyXYIl14qKCmzbtg08z2Pt2rWe+2tra8EwjFdyneyxk91PCCGRTjQr\n", "tAghJJLQIgJCCBEAJVdCCBEAJdcoxXGc12wKQkhkEeyCVqiFYjltJAtkzAcOHEBbWxs2bdqErKys\n", "GRxl8AKJr7GxEZcvXwbHcVi+fDlycnJmcKSBCyS2kydPore3FwCQm5sbFbNcAv3/ZLVa8eMf/xgv\n", "vfRSVLw/A4lvz549npOawsJCzJ07d/ID81Hi/fff93y9a9eukD02UgQ65sbGRr6rq0vIIYVUIPEd\n", "O3bM8/W+ffsEG1OoBPt+O3jwoBDDCblA49u/fz9/9uzZqHl/BhLfoUOH/D5u1Jy5hmI5bSSLxjEH\n", "IpD4Vq9eLfRwQirQ1+7atWvYsWMHNm/eLOSwQiaQ+IaHh6HRaKBSqYQeVsgEEh/Lsti5cyd4nkd+\n", "fr7PHtJRU3PlQ7CcNpJF45gDEUx8hw8fxrJly4QaUsgEGpvBYMCXv/xlnDlzRshhhUwg8VVXV0dd\n", "I5dA4qusrMTTTz+NZ555xlPemUzUnLmGYjltJIvGMQci0PiOHTuG4uJipKSkCDmskAjmtVOpVIiL\n", "ixNqSCEVSHy9vb3461//ir6+PhgMhqiouQb7f2+qRBw1yTUUy2kjWSDxRaNA4jtx4gTS09NhMBhm\n", "ephBCSS2oaEhJCUleR4fDQKJ74tf/CIAoKmpKeg1+TMtkPg6OjqQl5cHALDZbD6PGzXJNRTLaSNZ\n", "IPEdOXIEbW1tUKlUMBgMUVGj9De+vr4+1NTUoKysDM3NzTCZTPjsZz8brmH7JZDXrqamBna7HQCw\n", "ZMmSGR9rMAKJD3D/Aamuro6aM9dA4uvo6EBdXR0AYMGCBT6PS8tfCSFEAFFzQYsQQqIJJVdCCBEA\n", "JVdCCBEAJVdCCBEAJVdCCBEAJVdCCBEAJVdCCBEAJdcYMjY2hl/+8pdoamqa8Z/9+uuvY/fu3di9\n", "e7dnEvZtNTU1GB4entbxOzo68J3vfGdaxxAjf3+3Z8+exbvvvjsDI4odUbNCi0yfTqcLW1ONsrIy\n", "bNq0acLvOZ1OuFyuaR0/Ly8Ps2fPntYxxMjf3+3ixYvR0dExAyOKHZRcRejjjz/G8ePHkZGRAY1G\n", "A6fTCb1ej3Xr1gEATp8+jZaWFgBAcnKyJ+FyHIcdO3ZAJpOB53nodDo8+uijnuOePHkSN2/ehEKh\n", "AMdxUCgUePzxxwEAly9fRn19PdRqNWw2G5YsWYKCggLPc1tbW7F79264XC6kp6fjgQceAOBeg37u\n", "3Dl0dXVBq9VCIpHg8ccfh0w29VuzqakJ9fX1UKlUcDqdsFgsnu8NDQ3h0KFDUKvVYFkWWVlZWL58\n", "ORwOB/7whz/AbDbj+eefR3x8PN577z10dXXhpZdeQlpaWtC/18l+JuD+1FBVVQWr1QqtVguHwwGJ\n", "ROJpO9jS0oKLFy9CJpOB4zjcvHkTr7zyypS/A4vFgp07d0Kn00EqleLy5cv42te+5tfv9siRIxga\n", "GoJMJoNUKgXHcVP+PBIAvzu/kqjyve99j+/v7/fcPn36NN/Y2Mg3Njbyhw8f9tz/l7/8ZdJj/PnP\n", "f/a6vXXrVt5kMvE8z/Msy/KdnZ08z/O82Wzmt27d6vXY7du38w6HY8LjfvDBB/zIyIjn9kcffeQ1\n", "Vklnu28AAAPWSURBVH9YLBZ+27Ztntsul4t/9dVXPbd/85vfeP38mpoavr29ned5nuc4zuu5+/fv\n", "9xqPL5P9Xqf6mbe9+uqrfG9vr9d9VquV3759u9d9NTU1fo2nra3Nq+n2tWvXvL4/2e+2sbGRr62t\n", "9dzu7+/n33jjDb9+JvEPnbmKVHZ2tle7vgULFuDgwYMoLCz0aqYhlUo9X9vtdhw6dAgsy0IikeDq\n", "1atex3z22Wdx6tQp2Gw22Gw2T+OK3t5eGI1G7N692/NYm82G4eHhCc8Es7KyMDg4iISEBM99fIAt\n", "Lrq6ulBSUuIVx5w5czy3e3p6sG/fPs9tjuMgk8lgMBjAMAxSUlIwMDCApKQkmEwmr7H4Mtnvtby8\n", "3OfPvG3RokX3/E5u3rzpdZYPACtXrvRrPPn5+WBZFgcPHvS0zrvdtem2iX63LS0teOyxxzy3U1JS\n", "In47nWhDyVWkurq6MDAw4EkE58+fR0lJic9NDT/44AM88sgjiI+PBwCYzWbP91wuF1pbW/Hggw96\n", "7vvjH/8Ig8GAnJwcpKene9VUx3/EvHbtGrKzsz39L69eveopJwCATCYLeLPF7OxsnDlzxtMJ3uVy\n", "4cKFC9iyZQsAoLi4GE888YRXz83xtcfVq1dj7969yMnJwdKlS/3+uXf/Xuvr61FaWurXz5xMZmYm\n", "zp4969XV/vr160hNTZ2yo//58+cxf/58FBUVAXCXbsa3xZvsd1tcXIz6+npP2aK/vx/Xr1+fcqzE\n", "f9QVS6T+9Kc/QSaTeZr/JicnY+XKlfjd734HAPjc5z6HgYEB/PrXv8YDDzyA1atXo7GxEU1NTZDL\n", "5XC5XGhpacHChQtRWVkJm82Gd955BwUFBWAYBna7HYsWLfL8p75+/TrOnDnjqeeNjY1hw4YNiIuL\n", "w9DQEA4ePAi5XA6O41BeXu51lmkymbBnzx7odDoA7gtvDz/88JQxNjQ0oL6+HjqdDhaLBUajEQaD\n", "AZWVlTCbzTh8+DAkEveEGLPZjIqKCq8zxPfffx8jIyN46aWXpvV7vf0Hx9fPbGtrw4ULF3Dx4kXM\n", "nTsXSqUS69ev9xy3qakJDQ0NUCgUcLlcSEpK8ut3sHPnTs/Pu+2pp57y3Ofrd3v48GEMDw9DpVLB\n", "ZrOhr68Py5cvj5pWiJGOkqtIbd++Hc8991y4hyE69Hsl/qJ5riL08ccfo7m5Ge+//z6MRmO4hyMa\n", "9HslgaAzVxKRbk9dmujtqdPpBNlhIhw/cyoHDhyYcDsRiUSCdevWQa1Wz/iYiH8ouRJCiACoLEAI\n", "IQKg5EoIIQKg5EoIIQKg5EoIIQL4/9cKppFJYSoRAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.321351\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4VOeZ8P/vVI1Go4oKaqiAKDIYTDfG4MRg4xhswI5j\n", "hyTObuJs6mazm02c3X1TnTjJL22TfZ2y3uwvcRwcV4gxnbiJJmNMlRFFSKDe6/SZ8/4hGCRQGY3m\n", "SDNH9+e6uC6dYebMc2tG9zxzn6foFEVREEIIEVb68W6AEEJokSRXIYRQgSRXIYRQgSRXIYRQgSRX\n", "IYRQgSRXIYRQgVGtE9fX17Nv3z4MBgMrV64kMzNz0PseOHCAhoYGAKZMmcKCBQtGfA4hhIgkqiXX\n", "0tJSNm3aBMCWLVtYv379oPddtmxZ4Ofdu3eHdA4hhIgkqpUFrFZr4Gez2Tzs/SsrK/npT3/KtGnT\n", "Qj6HEEJECtWSa9+JXyaTadj75+fn84UvfIF33nkn5HMIIUSkUK0s4PP5Aj/rdLqgHmOxWIiPjw/p\n", "HLt378ZgMIywlUIIMbSkpKTAdaCRUC25OhwOoLf3efVngFOnTqHX6ykuLg7c1traSkpKSuD+w51j\n", "IAaDgfnz54et/UIIAXD06NGQHqdacl2yZAmbN29GURRWrVoVuP3gwYPodLp+yXX//v24XC4AFi5c\n", "OOw5JqKSkhKWL18+3s1QhZZjA4lvolItuWZlZfHII4/ccPtjjz12w23r1q0b0TmEECLS6bSy5OC+\n", "ffukLCCECLujR49y5513jvhxMkNLCCFUIMk1SpSUlIx3E1Sj5dhA4puoJLkKIYQKpOYqhBBDkJqr\n", "EEJEEEmuUULLdS0txwYS30QlyVUIIVQgNVchhBiC1FyFECKCSHKNElqua2k5NpD4JipJrkIIoQKp\n", "uQohxBCk5iqEEBFEkmuU0HJdS8uxgcQ3UUlyFUIIFUjNVQghhiA1VyGEiCCSXKOElutaWo4NJL6J\n", "SpKrEEKoQGquQggxBKm5CiFEBJHkGiW0XNfScmwg8U1UklyFEEIFUnMVQoghSM1VCCEiiCTXKKHl\n", "upaWYwOJb6KS5CqEECqQmqsQQgxBaq5CCBFBJLlGCS3XtbQcG0h8E5UkVyGEUIHUXIUQYghScxVC\n", "iAgiyTVKaLmupeXYQOKbqCS5CiGECqTmKoQQQ5CaqxBCRBBJrlFCy3UtLccGEt9EZVTrxPX19ezb\n", "tw+DwcDKlSvJzMwc9L6nT5+mvLwcv9/P0qVLycnJAeDVV1/F5/MBMHXqVObMmaNWc4UQIqxUS66l\n", "paVs2rQJgC1btrB+/fpB79vS0sLGjRsB2L59eyC5WiwWVq9erVYTo8ry5cvHuwmq0XJsIPFNVKol\n", "V6vVGvjZbDYPed8VK1YMeLvP5+Pll19GURQKCgrkgpUQImqoVnPtOwjBZDIF9Zg9e/awePHiwPGa\n", "NWvYuHEjDzzwAA0NDWFvYzTRcl1Ly7GBxDdRqZZcr9ZKAXQ63bD3f/PNNykqKiI1NXXA/w8mQfd9\n", "kUtKSjR1fPLkyYhqjxyP7fGBAwc4Xl5BQ5cLj88/7u2ZaMehUG2c6yuvvMKGDRtQFIVt27axbt06\n", "AE6dOoVer6e4uDhw37fffpu0tDRmzpzZ7xxVVVXk5eUBsG3bNtauXTvo88k4V6Fl55vtfHtvBa12\n", "L59bms3q6SlYjIbxbtaEEOo4V9VqrkuWLGHz5s0oisKqVasCtx88eBCdThdIro2Njezfv5+ZM2dy\n", "5swZurq6+PjHPw70JtfS0lIA5s2bp1ZThYhoiqLwzHt1NHZ7APjVgWpuyoijcJJ1mEeK8aRacs3K\n", "yuKRRx654fbHHnus33F6ejqPP/74gOcY7ELXRFRSUqLZq7Jajg3CE5/ZcK2Cp9eBXj98qW2saP31\n", "C5VqyVUIER46nY6P3TKZ5h4PDV1u/mFpNjmJlvFulhiGrC0gRJTocftwe/0kxhrRB3GRWIRHxNVc\n", "hRDhFWc2EGeWi1jRQtYWiBKjHRYSybQcG0h8E5UkVyGEUIHUXIUQYgiynqsQQkQQSa5RQst1LS3H\n", "BhLfRCXJVQghVCA1VyGEGILUXIUQIoJIco0SWq5raTk2kPgmKkmuQgihAqm5CiHEEKTmKoQQEUSS\n", "a5TQcl1Ly7GBxDdRSXIVQggVSM1VCCGGMKY11yNHjoTyMCGEmDCGXCz7t7/9LWlpafj9fi5cuEBO\n", "Tg6XL1/GZrOxcOHCsWqjIHz7FLl9fuxuH7YYI8YI2YdJ63swSXwT05DJdeHChSxYsICtW7fyqU99\n", "itTUVJqamnj99dfHqn0ijBq6XPzx3TqO1XWzblYqa2elYouJrs0oHB4fTT0ezAYdk+Njxrs5Qgxq\n", "yLLAggULAPD5fKSmpgKQlpaGxSKbo421cPQMjtV1s+d8G009Hn5/pI7zLY4wtGz0go3N4fHxyqkm\n", "Pv3i+3zulXLeb+xRuWXhofVendbjC1VQNVev19vv2Ol0qtIYoS6319/v2OuPrmuZtZ0u/v9364De\n", "zfr+eKQWX5TFICaOoJJrSkoKhw4dwul0cujQIZKTk9Vul7hOOMYSzs+OZ0aaFR2wZnoKU1NiR9+w\n", "MAg2NpNBj6lPnTjZasYQIXXjoWh9HKjW4wtVUAW3VatWUVZWxq5duygqKmLp0qVqt0uoIDvRwhN3\n", "FWL3+Em0GLFG2U6i2QlmvvGBPJ491kBanImNs9PGu0lCDErGuYqoUdXm4Os7zjMzLY4et4+Z6VY+\n", "tSh7vJslNE7Vca7X11z/9re/jfiJhBgtp9dPq93LgaoOjtd1c7m9t/bv8yucb7Zzsq6bNodnnFsp\n", "RK+gkuv27dv7HXd3d6vSGDE4Lde1go0tM97Mh2ZMAsBi1PPgnAwAjlR38sWt5fzLa+f49cFqOpze\n", "oU4z5rT82oH24wtVUDVXv98//J2EUFmCxcSnFmVx76xULEY9uUkWfH6FF082cnXQwBsV7Tx0cwaJ\n", "lugavyu0Z8h3YFtbG16vl56eHpqbm1EUBZ/PJz3XcaDlsYQjiS3eYiS+T+I06HXMSLNyvK73PRkf\n", "Y8Bqjqz1iLT82oH24wvVkMm1rKwMj8dDQ0MDp06d6n2A0ci6devGpHFCBOO+4jQSLUbqu93cXZRC\n", "VoJMchHjb8jkettttwGQnp5OcXHxmDRIDEzL87dHG1u6zcyHb84IY4vCS8uvHWg/vlAF9f1JEqsQ\n", "QozMiItTVVVVcoFrHGi5Z6Dl2EDim6iCSq4/+clPqKqqYvv27dTU1PDXv/5V7XYJIURUCyq5zpgx\n", "g7y8PACWLVumaoPEwLQ8llDLsYHEN1EFlVx9Ph8ABkN0zUUXQojxElRy7e7uZvfu3UydOlXt9ohB\n", "aLmupeXYQOKbqIKaxrJx40YaGhooKCjg+PHjQV3Qqq+vZ9++fRgMBlauXElmZuag9z19+jTl5eX4\n", "/X6WLl1KTk7OiM8hIp9fUWh3eDEbdFG3A4IQIxVUz9VqtVJQUADA3Llz2bhxY+D/HI6BV7MvLS1l\n", "06ZNPPzwwxw+fHjI87e0tLBx40YefPBBTpw4EdI5tC7a61oen5+3Ktr5/JYz/NvO81S1XXvfRHts\n", "w5H4JqZRzxPcs2fPgLdbrdbAz2azechzrFixYtTnEJGtpsPFD9+opNXu5UyTgz8drR/vJgmhqlF/\n", "NxusRNB3mViTyRTUufbs2cPixYtHdQ6tiva6lh+FvjuyuH1+FEVBp9NFfWzDkfjU0+X08n5TDz1u\n", "H9MmWclNipypz6oVvq6OMADQ6YbfiuPNN9+kqKgosBFiKOfoOw3v6lcVOY6M49bKs3xuUTpPH20i\n", "1WpifVEcBw4cCEyxHun53j1ZRr0uiYpOH7flJeKrO4fL6YiYeOVY/WOz2UyDrYBfHagGICvexI/v\n", "LSLdFhP25wvFqHci2LJlC+vXr7/h9ldeeYUNGzagKArbtm0LLPZy6tQp9Hp9vym1b7/9Nmlpacyc\n", "OTOocwxE6zsRaGH+tsfnp9XuwWzQk2y99k0klNgOVLbz7b0XAdDr4D/XTWdGelxY2xsuWnjthjJe\n", "8SmKwjd2nOdo7bVV+v7r/ulMTwvv+yDUnQhU67kuWbKEzZs3oygKq1atCtx+8OBBdDpdILk2Njay\n", "f/9+Zs6cyZkzZ+jq6uLjH//4kOcQ0clk0JMRHzOqc1zd7bWuyx24za9AuyuyFsgW6tPpdNxRmBxI\n", "rnlJMSTHRk75ULWe61jTes9VwIUWO79/pw69Dh6am8H/2XUBu8dPTmIMT9xdKEsNTkA9bh/lTT10\n", "u3xMnRRLdmL43wPj1nO1WOQNLdTX7vTw/X2VVHe6gN4/qp+uLaLb5SMj3szkUfaIRXSKMxuYn50w\n", "3s0Y0IiHYjmdzn7Ha9asCVtjxOC0PJYwmNi8PoXWPpsPVrU7SbIYmZsVH/GJVcuvHYQWn8fnp93h\n", "wePT7gp7QSXXp556igMHDgDQ1NQku7+KMZcca+JLt+Wio/cC1heX5ZAUQfU1Ebw2h4c/vFvHl7ae\n", "5X+P1NJm1+aOvUGVBbKysgKrYeXm5k742VLjQctXm4OJzaDXsaIgiakpseh0kJUQg0E//PC8gbi8\n", "PhweP/ExxsA5Op1e6rpc+P0KU5JjiTOHb5EiLb92MPL4zjT28PyJRgBePNnETRk2bstPUqNp4yqo\n", "5KrX9+/gGo0yL1yMPZNBT35K7KjOUd/l4vfv1FLW2MMDs9O5e/okWu0efnu4hssdLu4qSuFCi527\n", "pqdiNkbWRoeDaep2s7+qneYeD3dMTWbaJOvwDxpHXr8y5LFWBPXu8Xr7D3Nxu92D3FOoRct1u5KS\n", "ErqcXo7VdnGstosuFYdVHb7UyRsV7TR2e/j1oRqqO5xsL2/h8OVOajtd/OHdOno8Ch0jbMPZ5h6e\n", "P17P2xfb6HT2/5p76NChcIZwg61lTTx1sIbnTzTyjR0XqO9yqfp81xvpe3NGqpXFOfEALMiOZ2aY\n", "x6VGiqC6oHPmzOHFF1+ksLCQCxcuMHv2bLXbJSYQS1w8z59s4C/He78qbrplMo/MzVCl5+j0+vod\n", "+xSwe67dpgAWo57YETz3pTYnX3vtPHZP78WZr66Ywl3TJwFQ0WLnnCGbnvOt3JJlI8Ua3jUyfH6F\n", "9xt6AscdTi/dbt8Qjxh/6fExfP2OfLrcPmxmAwkWbX4TDuodVFRUxNq1a0lKSmLt2rWyYeE40HLd\n", "bkrRLLaebg4cbz3dRKdKvddleVfqtsD9xalkJcRw36xU0uN6L45tnJ3GLdm2ES2J2O70BhIrwOkr\n", "ya6u08XjOy7wzPFmfvRGFXvOtYU1FuitRW+Yk87V6vPtBYmkxY3tIkehvDfjLUayEmI0m1hhBONc\n", "LRYLhYWFarZFRJkOpwePTyE51hTyxSUAq0nPrDQr79X1zrSZlW4l1qTOrhe5SRaevGcqDo+fRIsR\n", "q9lAosXIf943HadXIcVqHPFzZ9hMFCRbuNjmRK+DFQW9F2e6XF7anb0fEsvzE7Ga9FxqczAleXR1\n", "4+styU3gV/dPx+Hxk5tkIVHDCSuaBPUqXJ3jL8ZPpM1Pv9Bi5wd/q6Td6eVLt+WyPD8JY4gJ9tg7\n", "h/jy7YsovdyBDh2LcxPCerX+ekmxJpKuy2+TRtHby4iP4durC6nucJJgMTL1ygWlSXFmbs60kRBj\n", "QKfT8asD1cQYdPxgzTTmZNpGE0I/JoM+7PPpRyLS3puRIqiywPXLCu7YsUOVxojo4PMr/PeVq+td\n", "Lh8/fL2S2o7RXUTJSohh/U3p3H9TGpkJkT0pYCCZCTEsyk1kRlpc4ENmktXE11bmsXpqIm9fbAfA\n", "5VN44WTDeDZVjJGgkqvZbKaxsTFw7HKN7dVIEXk113AOnom02MIp3WYmOykOs+Far35KBK05Gg5a\n", "fv1GI6iyQE9PDz//+c8DC6OcOXMmIhZrEePDoNfx2JJsfrDvWlkgKzH6eptjJTcphh+smcoLJxrJ\n", "TbKwdlbq8A8SUS+o5BobG8uTTz4ZON6yZYtqDRIDi7S61rRJVn52XxHeMFzQirTYwm3//v0sX76c\n", "OZNtQS36Hm20/vqFKqjkev1yWzfffLMqjRHRJckic/tHQouJVQxu1Ou5RgpZz1WEqqbDSbfbR4bN\n", "LIvBiBuEup5r0NNQKisrKS0txev1UlFRMeInEmK03F4/5U09nKzrosMRnkkG5U09fHHrWb609Sy/\n", "KLlMq0ZXaBJjL6jkeujQIWpra6mursZoNMqqWONArbUF3m/s4X+P1LL3XAvtYUpYIxVsbCWV7fzj\n", "1rP8y2vn+f2RGrrDMItr37k2eq5MFz1Q1UH1KIeUDUTL60KA9uMLVVDJtba2lmXLlgVWx4qL0+ZC\n", "CxNNZZuDr28/z+ZjDfz4zUscqmof7yYNyuHx8fyJxsAQsB3lrbSEoZeZmXBt8oBB1ztbTIhwCOqC\n", "lsGg3mwZERw1rsZ2OXvrjK0OD10uH+XNdsZjX4ns4gW8W91JRryZnEH2QDIb9MxIi6Wi1QFAqtWE\n", "NQxTZJfnJ9Hj9vF+o531N6VSMMolDQd8Do1fSdd6fKEKKrk6HA48nt5egsfjuWHGlog+Pr+Cw+uj\n", "MMXC7YlJXGp3sLIweczbcbbJzldfO4fT62eS1cSPPzSN3AEG2Rv0Oh6ZN5ncRAttDi93FqWQZhv9\n", "AiVpNjMfm5856vMIcb2gkutdd93Fs88+S319PT6fT/bNGgfhHkt4ocXON3dXcHWd4q+tzGPO5PDM\n", "d29zeDjTaMfl8zMzzcrk+Bgau92cbbJjNOiYkWol2dp7Vf5ssx2nt/fDusXu4XK7c8DkCqAoMHuy\n", "jRSrifRRJNaWHg92j48Uqyksaxi4vH7eq+3iYFUH87JsLM5N7HderY8D1Xp8oQoquaakpPDJT35S\n", "5aaIsdTp8tF3AfjGHveoJgJc5fMr/LWsiWff650/P3tyHI+vzOOpQzUcqOoA4ME5afzdgixMRj2T\n", "468lSb0OUqwDD4WqbHPwbzsu0Gz3kJ/Uu1BKVgjbKFe2OviPXRdo7PGwdlYqjy7IHPUqUueaez+o\n", "AHaUt/CDuwtZmJs4qnOK6Bd09b6srIxXX32Vs2fPqtkeMYhw9wxyE2OYeqW+aDXpWZAdH5bzOjw+\n", "3qq4dmHsVH0PHS5fILEmxRpJiTVxor6bhi4XxelxfGd1IY/My+BH90xjWurAW5SUN9ppvnIBq7Ld\n", "xcU254D3G86+C6002z1Mjjfzt/OtVLU5QjpPX9ePsmix9z/Weq9O6/GFKqiP7D179pCYmMjdd9/N\n", "sWPHeOONN7jjjjtUbppQU0Z8DN+5q4CGLg8JFgN5YVpjNNZkYGVhMn96rx6AuZk2Ei0GFufG887l\n", "Lj52y2SeLq3F6fVTkGzhO3cVcmteIrfmDd3TS4rt/1aNjwnt63xanJnP35pDeZOdDJu534IqocpP\n", "tpAZb6auy01CjIGitMjew0qMjaCSa3t7O6tXrwZg8eLFvPTSS6o2StxIjbpWui2GdFvvgitVbQ4u\n", "tTtJjjUxI9WKKcQtVgx6HfcVpzE9zYrb62dGmpV0Wwxfum0KFS123m+8VmO92OakpsPF+ePvDBvb\n", "rIw4vnxbLu9Ud3BHYTJFg/RwG7vdeP0KaVbTgDHMSLXy1dfO4fL11kQmxZmYmT66WnNOkoUf3jON\n", "ph4PKVbjDSMetF6T1Hp8oQoquZpMA9fBOjs7SUhICGuDxNir7nDyjR3n8Su9W0x/9+6pLMwJ/XVN\n", "ijWydEr/nmiGzUyGzRxIatA7rjTBYiSYL+YJMUbunZXKvUOsKFXW0M1/7KrA7vHxpWW5rC5KuWEf\n", "LpdP6deGihZ7cEENIzMhJirXoRXqCap7YrfbaW7u3eOoubmZq8sRvP766+q1TPSjZs+gze7hobmT\n", "WZafxKcWZ3MpDHXIwdySZeNfV0zh/uJUnrxnGoUpsWGJzePz87vDNXS7ey/U/XL/ZcqbenB5+w8b\n", "zIw3Myu9t9dr0uvGZPiZ1nt1Wo8vVEH1XOvr63n66afJzs6mpqaG/Px8XnjhBc6cOcP999+vdhuF\n", "ynwK/OZQdWD0wLdWFaj2XIkWE6unT2L1ld1Rw0Wv0/Ub/mQ06DhW141XgVuyrl2sS7OZ+fcPFlDb\n", "6SI+xqDKpAEhIMjkumLFChYuXHjD7UeOHAl7g8TA1KxrXe3tXdXU46bd4b3hIpJago2tpceNT+nd\n", "PuX6YWMGvY7PLMnG6b1Mu9PLulmpvHCikViTvl9yhd7dAdJtZqraHPz87UsAPDgnPWwX9a6n9Zqk\n", "1uMLVVBlgYES69Xb9+7dG9YGibGXm2gh+UoijTXpURR4+2L4t4Eejfcbe/j8lnI+/eL77K9sx+e/\n", "caXMvORY/ml5LsXpcTz7XgMtdg8zBtm4r8vl5cdvVLHrbCu7zrbyw9cr6XSOz8I1QptG3TXp7u4O\n", "RzvEMNTsGeQlW/jmnQW8V9uFUa/j2ffqmZsZz7ritEEf4/b6OVnfzXu1XczOsDE3yxbydth9Y/P5\n", "lRt6pU6Pj98crKbtynjSJ1+v5L8fnIXT48fp9ZOTGBNYhzU3KZaNs9NZnJtAqtVE0SDJ1eX1U9vl\n", "DhzXdblx+9SZ1q31Xp3W4wuVbHAeBarbry3mnDzIDKZQdDm9HK/rpqrdyYLseA5d6uBsswMdsKoo\n", "ZcjHnmu28287L6AAz9PIj+6Zyi3ZoY8wqG538udjDbTZ3XxiQSazMmw4PD7eq+nieF03q6en4PUr\n", "nGtxoNfraLV7+Nr23hEOd05L5rNLs0m8sjNCQUrssLXUpFgTn1qUxS/3Xwbg04uzRj1TS4i+5N0U\n", "4c409vD4jvPYPX6W5ibw5dunMClMCfa92i6e+FslAH85Xs9P7i2i3ekl3mxk2qShk1Orw9NvB9jm\n", "USz/d/zESbY0xrG/sncW15nmCn69YQZ1nS6+vfdi4H7/eFsO7cca+PLyXLacbAzUifedb+PBOemB\n", "5BoMo17HqqJkZl4Z8J+bFIPJoM5yg1qvSWo9vlBJco1we863Yvf0fl09dLmTD3e4wpZcz7dcG3Ll\n", "9Cp0u30svjInXlEUTtV3c6Cqg8IUC4tyEkjsswXKlKRYUmKNtDq82MwGCofpKXp8fqo7XPgVhZxE\n", "CzF9x5/qjTT0+Yre4/bh9ik3TCO1mQ381/0zSLaaeK+mG+gEemdrhVKSsBgNg063DTefX8Hr9xNj\n", "lOU7JwpJrhEup8/AdIMOrObw9a4W5Sbw4slGvH6F7AQzmfHXnqui1cnXd5zHc2XA/ddXTuHOomvD\n", "p/KSLfxkbRFN3W4mxZmYkjR4cvX5Fd6+2M6P3qhCAf7xtlzunp4S6CnOnT2Lv0/s5Ft7KvD4Ff5u\n", "QSZpcSZ8/lgSYgx0unykxBopSLm2mtaG2akkW400dLu5uyiFrCAG8Dd2u2lzeEiOHd2qWiNVePMi\n", "fvb2JSrbHHz8lkwW5SaEZZGcSCG91oGNOrnKjpbqur0gCafHT3lzD+tmpZEfxuFCN2XE8cv7ptPu\n", "9JJ13QyjTqc3kFihN9lev0VbTqJl0MWt++pwevnt4ZpAGeE3h6pZnJNAep8VsebnxPPrjTPx+vxk\n", "xscQa+odg/rzddNpsXtIizOR3ee50m0xPHRzRtCxVnc4+ebuCqo7XGQnmPne3VODavtA53F7FTLi\n", "zUEvV7j9TDN7zrUC8J29Ffzf9TMonCTrD2hdUN2gxsbGQf8vlF0RRfBS48w8cstkNqR3syAnvD0e\n", "vU7HtFQrC3MSbuj5ZSWYA3VXs0HHsmEWVhmK2aAjPe5aSSEtzoTZeC2OkpIS9DodU5IsFE6yEtsn\n", "aeUmWZiXFd8vsYbifIsjsD9WTaeb880jn4V2oq6Lz718hs++coYXTzYE9t4aTkPXtRW8fAq4fZrY\n", "cDlA9tAaWFA91z/84Q985jOfITHxxj8wmy08Cyz7/X4URZEtZQbR1dU1ps+XER/Dt1YV9K70ZDFS\n", "kDx8cnN4fFS0OnD7FPKTLSRfqdHaYox8dWUefz5Wj8er8LH5mWO+hbXtul6mbYSranl9fv7wbl1g\n", "XYJn32tgRUFyUDO81hTYOFrbQ5fLx8bZaWQnyhoEE0FQyTU7O5uDBw/S1dXFokWLyM/PH/Yx9fX1\n", "7Nu3D4PBwMqVK8nMHHwrjZ07d1JRUcH69evJysoK3P7qq6/i8/X2DqZOncqcOXOCaa4mjUddKyM+\n", "hpRYE60OD+0O75DDwBRF4Y0Lbfy8pHdo0+qiFD63NBtbTO9bLC85lm98oABFUW4oJY1FbDPTrPzT\n", "8lzeqmjj9oJkZoxwWUCDXsfk+BhO1vcAYDHqg16ucEFhBk+lJeH0+kmNC76cEC2k5jqwoJLrgw8+\n", "iNlsxu/3c+TIEd58800effTRIR9TWlrKpk2bANiyZQvr168f9L5r1qyhrKzshtstFktgqUMx9pwe\n", "HzvPtvC7w7WkWk18a3UBUydZ6XJ6KWvsoanHw6x0K1MnWbF7fLx8qinw2D3nWnl4bkYguV41XjV6\n", "W4yRD81M5Z4Zk0Jqg06n46PzMtAB9d0uPjE/c0Sliox46a1ONEHVXDs7e4e8tLa2Ul1dTVJS0rCP\n", "sVqv9QzM5tCuzPp8Pl5++WVeeukljh49GtI5tGI86lrVHS6eOliD169Q3+1m87HerVtKL3fyf3ZX\n", "8Mv9l/na9vNcbncSYzRw0+Rrs6GyEsxBb1M9UGxtDg+llzsovdxBu2P0W2hfNZrknp1o4V9WTOFH\n", "9xRxc2bwOzdovSap9fhCFVTP9bnnniM1NZXU1FTWrl0bVLK8uiwhDL4e7HD6boS4Y8eOkM4hQqfX\n", "gQ4CV/mvjk09UX9tynOXy0ebw0tukoVH5mYwNSWWLpeP5flJTIoL7UPV6fHx5/fq2VrWu8zl+pvS\n", "+NSizIgYI6rT6QjD5gViAgiqaxEXF8dHPvIRVq1aFXQv9GqtFMLzVTCYBN33E7SkpERTx+MRX0vl\n", "Gb5+Rx6pVhM3ZVhZndv7GtyWn8jVVzQ7wUy6zURJSQnnjr/DuuI0PnrLZC6dPhL08y1fvrzfcZfL\n", "x66zrYH77j7bwpmKyxH1eozk+Pr4xrs9El9of38jpVP6djEH4Xa7R/zV/pVXXmHDhg0oisK2bdtY\n", "t24dAKcrQ72TAAAgAElEQVROnUKv11NcXNzv/mVlZSQlJfW7oFVVVUVeXh4A27ZtY+3atYM+3759\n", "+5g/f/6I2iiG51cUOhxezEZ94EKMx+vnXIudDqeXKUmWQO2xsdvF6QY7oFCcYSMjxIH6drePH79Z\n", "FdjUcHleIl9dmYdVYxeCRHQ4evRoSENOgyoLmM1mKisraWxsZP78+Vy6dInCwsIhH7NkyRI2b96M\n", "oiisWrUqcPvBgwfR6XT9kuvevXupqKjAYrGQn5/PihUrgN7kWlpaCsC8efNGHJyWlJSMz/xtvU53\n", "wygBj1/BFmMkNc4cmOlkd/t4urSWN67s/HpbfiJfXZFHh9PDuWYHcSYDM9Os2AZYHOX62KxmA59b\n", "ms2S3AQ6nF7cPoWyxh4WZMdH5aSV8XrtxorW4wtVUMn10KFD+P1+6uvrWbx4MYcPHx42uWZlZfHI\n", "I4/ccPtjjz12w219k29fV5OsiBzdLi/PHW/g+RONJFqM/GDNVIpSrdjdPt6pvjYW993qLlp63Pzw\n", "9SrOt/YO2P/8rdmsvyk9qOexmg28cqqJSx1O/Erv0KenH5jVb1aXEJEsqJprbW0ty5YtQ6/vvXtc\n", "3MBrZAr1RErPoLrDxfMnemfsdTi9vHyq92dbjIFV067tR3XntGScXn8gsQK8caEdzwBrpg4YmwIL\n", "c+P52C2T+ftFWWTFm1FQZ2ZTZauDksp2zjT24B1gEe7RipTXTi1ajy9UQfVcZdaUuMps0KHXEVju\n", "7+osLIvJwEfnTWZRTgIWk568JAsev0JeUgxV7b3TTlcUJgW9rJ+f3oVW3rrYgV4H3/hAviqLrVS1\n", "Ofjqa+fodPnQ6+An9xYxe3J4Zh2KiS2od7rD4cDj6R1r6PF48PvVWbFdDG60Vy6H09Dl5kKLfdgx\n", "pUaDjs8tzaEwJZaVBUncO/PaSlnJVhNpNjM7ylv4/ZFa7B4f315dyDfuyOOJuwtZPW3gBbgHiq3p\n", "SmKF3kT+2plmVfqt9V1uOl2+wPOcaeoJ+3Oo/dqNN63HF6qgeq533XUXzz77LPX19fh8vn7jT0X0\n", "u9jq4Bs7z9Nq97I4N55/Wj6F1AHGqCqKwp+O1nO8rpubMuJotXvw9Pka3ebw8N29FdR09q7Nernd\n", "xffuKuQDgyTVoVhNemxmA91XFkeZkWZFr8LFrNQ4EzEGXWDNgOHWpRUiWEEl15SUFD75yU+q3BQx\n", "FDXrWocvddB6ZWHq0stdVLU5B0yuAE6vnzaHl5LKq71KBae3dyKB16cE9rkCqO104fIpGD0+0DHo\n", "JICBYstKtPDkPdPYVd5MZkIMKwuTB3jk6E2dZOUna4uobHWSEW9mZnr4lwLUek1S6/GFKqT1XHfu\n", "3Cm9Vw1JuW6o1WDjSXU6HZ+Yn8mFFgetdg+fuzWHlFgjL51s5Jmj9aTHmfm3D+bzzd0VKAp8Zkk2\n", "Dd1unjpYjdmg4/O35jB1BOuYzkizMiNtyqhiC+554gbdJVaIUA2ZXL///e8za9YsOjo6OHv2LLNn\n", "z+bEiRMUFBSMVfvEFWqOJZyfHc9H52VwrK6b+4tTh/xqPC3Vyi/vn47HpzAp1kRFm4M/vFsPQH23\n", "m7cvtvPbjTPx+BUSYwx8aetZWq/0Zn/y1iV+/KFpxF+3mMtoY7O7fTi9fhItxn7r3bY5PHQ6vSTE\n", "GMO6seNIaX0cqNbjC9WQyfVjH/sYeXl5/OUvf+GJJ57AYDDwkY98hOeff36s2ifGQGqcmU8uzMLr\n", "82MM4mr+JOu1koFep+u3/oDVZCDvym4JjV3uQM0Uenc38IZ5oejqDie/2n+ZqnYnH5+fyappycQY\n", "DdR3ufjR65WcbrQzM83KNz6Q32+nBSHUNuRf0tWppyaTKTAcy2g09lvxSoyNsegZBJNYr5efZOFf\n", "V+aRYTOzKCeedcWpgf+bFGfiX1ZMQa8Dk17Hl5fnkhR74+f5aGLbWd7Ce7XdtNq9/GfJZSrbelf9\n", "P9tk53SjHYAzTXbKm+whP8doXR9fp9PDsdoujtV20eXyDvKo6CG91oEFVXN1Op39jru7uwe5p5ho\n", "TEY9H5yWzMKceCxGPZY+u7Aa9DpuL0imKLX3Sv/keHPYp696rusJ+6+MXrBct9yhxajOttkj5fL6\n", "eOFkI3853jv5YtMtk3lkbgbmCGmfCJ+gXtF58+bx3HPPcfToUTZv3jzh5/mPh7EYS+jx+mnoctFq\n", "H9n6qc09Hsqb7JxttuO4bl8po15HTqKFrISYfkOpFEXhQoud92o6ee9s5aDn7nB46L6ud6coCh0O\n", "D3a3jw/NnMSUpBgMOnh0wWSmXClJzEiz8ncLMilIsfCJ+ZOZmT5+F6z6vnYdTh9b+iwqvvV0E51R\n", "3nuVca4DC6rnWlxcTEFBATU1Naxfv57YWBkLqDV1nS7erGjjj0frmWQ18u3VhUFd2W93ePjZ25c4\n", "WtO7rsBXludyz8zUYR4FZQ09fO3K1t35STF8N9PF5D6r9SuKwrs1Xfyy5DK2GANfXTGFwklW/IpC\n", "6eVOnjpQTVKska/cPoWf3FuEy+snMdaI5cpwr0SLiYfnZXD/TWnEmvQRs+CL1aRnVkYcx2p7v/0V\n", "Z8RhNckMSC0K+rtIbGws06ZNuyGx7t27N+yNEjdSu65V1tDN74/U4fUrNHR7eOZoPUGsRkmbwxtI\n", "rADby1tweYffFfXgpY7AV/rKdhd1VyYeXFXX5eLbeyqo73ZzvsXBfx2oxuX1UdPh4rt7L1Lf7eZM\n", "k52nS2uIjzGSER8TSKxX6XQ6rGbDuCfWvq+dLcbIPy2fwudvzeaLy3L4/K05Ub+UotRcBxbSONe+\n", "pP4a/Xx+BYfH32/NgBhDb2/P51fwK8qgawLEmw1kJZipvZIcF2bHB7VjQN/hXiaDjoTrliJUFPot\n", "ouLy+lGU3tt9fW53evz4FQUDkdEzDUZWQkzQq4OJ6CVV9CihZl3LoNeRm2zh7xZmkWo1MSvNykNz\n", "06lqc/DtPRV87bXzHKnupLypB4+3/7oSqTYz371rKv94Ww7//sF81hWnBfWcC3Li+cYdeTw8N51v\n", "rphMYUr/zf4y4mP42h15mAw6Ei1GvrgsB4vJQGa8ma/cPgWjXkdyrJHPLM0OejGY8aL1mqTW4wvV\n", "qHuuQhtmZ9hIshi5JctGitWEzWzgm7srOFbX+83kB3+rZO2sVJp6PCzP779B5ZQkC1OSgt8JFXpr\n", "oh+YlsIH6P3j1E2d3O//jXodKwuSuSk9DoNeF5iOazLquXNaMvOybJj0eibFjd/kACGGIsk1Sqhd\n", "1zLodYHB/9C7KHZrn3UCetw+TAYd299v5ra8xLDWMQeLzaDXDbgltcmg73fxK9JpvSap9fhCFdnf\n", "p8S4scUY+ezSbExXtjp9ZF4GB6o6mJcdT7fbR4cjuocPCaG2USfX8b4SO1GEWtfqcHipbHPQ0uMe\n", "/s7XWZAdz+82zuQX64pIt5l5cE46N2fE8aWtZ/nyq+Wcqg/PxUyt1+wkvolp1GWBUHZFFGOjucfN\n", "L96+RGl1FzmJMXxndSG5I6iN6nQ6shMtZCdCcYaNNoeHL20tp7G7d5LB9/9Wyf9dP+OGVbWuqu90\n", "4QfSbWaMevkQFhPLqHuuNptsiTEWQqlrXWhxUHpl08DqDhfH60bX01QUpd/CK16/MuhY2KM1nTz2\n", "0vv8/QtlvFnRNuTeVFqv2Ul8E1NQPdc33njjhtusVivz58/HaJRrYpGgrtPF3vOttPR4uHdWKkWp\n", "1hvm09vMo/ssTbGa+dc78nhiXyWKovD4HXlMGmBR7U6Xl1/trw6s7v/Tty5RnB4nq1KJCWXIv7bv\n", "fOc71NbWUldXx80339zvX1pamiw9OIaGqmv5/Ap/PlbPM0fr2V7ewr/vvEBDl5tpqVa+uKx3v6uH\n", "bk5nzuT4UbdjQXYCv3tgJv/9wCwW5CQMeB+DToct5tpbK9akH7IscDW2c8129p1v5VR99w3jaaOZ\n", "1muSWo8vVEN2O7/1rW8BvVNfU1L674OUkpLCiRMn1GtZlHJ5/bzf2ENVm5NpqbHMTIvrt4CzGjw+\n", "PxUt17awbnd6cXp9ZMSbua84jdVFKViM4ZtfnzbIFjBXxZkNfGV5Hv914DJ2j58vLcshbZCdWz1e\n", "P/Ep6VS22vmXbedwev3ogP/v3mncnDn6DwMhxsuovtMHM/d8oilv6uFr288DYNDBL+6bHpYtRIaq\n", "a1lMBh65ZTJP7LuIX4F1s1KZ1OciU+w4LAxSOCmWJ9dMxacMvm1MQ5eLPx2t52SDhw95upiZbuVY\n", "bTcKcLHVqZnkqvWapNbjC1VQyfXWW28d8PalS5eGtTFa0HcBEp8CTT0eZgQ3I3RUluQm8F/3z8Dl\n", "85ObGIMtZuSfm4qicK7ZTnWHi8nxZqanxY3qKn/MMEn93Zoudp1rBeDpd2p5bHEWx2q70etg6iRZ\n", "eU1Et6CucGRkZAx4++TJkwe8fSLLT7FgvjLw3mY2kB2mizjD1bVMBj3TUq3clGEjwRLalNALLQ7+\n", "eds5fvhGFf+87RzljT0hnWc4fkWhss2BzWxg6ZRrddvshBj+44P5/Gzt9HFdfzXctF6T1Hp8oQq6\n", "e9PR0UFLSwtZWVlYLCObRz6RTE+18ot102nqcZMZH0P+EJv9RZr6LjfuK1f4/Qpc7nBy0+TwD7V7\n", "r6aLb+6uwONXuLsohUU5CaTEGpmVEUdyrKwVILRhyORaWlrK4sWLefvtt+nu7iYrK4vt27czffp0\n", "Zs+ePVZtjCo6nY5pqVampYZ3n7GxqGtNTjATY9Dh8inodZCbZKG6w8m5ZjtxZgMz0+NICKHc0JfH\n", "5+dP79XjuTLudde5Vn6xrogpSZaQShnRQOs1Sa3HF6oh3821tbUANDQ08OCDDwIwd+5cnn/+eUmu\n", "GjQ1JZafrZtOTaeLDJuZ1FgjX995geqO3uPP3ZpNS4+HKUkWZqbHERPCvk9GvY7cpBhON/SWHKwm\n", "PUmxRs0mVjFxBfXXcf1EAb1e1nsZa2NR19LpdBSlWrmjMJlZ6XG0u3xUd7gAuP+mNJ7YV8mvDlTz\n", "r9vPcybEeqxOp+PhuZPZODuNZXkJPHnPNC6VHQtnGBFH6zVJrccXqiG7CydPnsTj8XD+/HnWr18P\n", "gMfjweMZ2QZ2IjolxxopTImlotWB0+PrN4W1ptPF3KzQhkplJcTw2aU5geOSs7LCltAenTLCwaqV\n", "lZUkJCTcMKlgvO3bt4/58+ePdzM0p7bTxflmOwkWI9/dexGjQcd9s1KZM9nG1Emxmvk67/D4sLt9\n", "JMQYMck216KPo0ePhrRA1Yj/MvLz80f8JCJ6ZSXEkHVlONnP1xbR0O3mib9V8sej9TwwO41Nt0yO\n", "+gRb3+XiN4dqOFXfzX3FaWyYnUZ8lMckxl/QH9Eej4fGxkb8fj9dXV3DP0CEVSTUtaYkW/hrWTPO\n", "K/P+XzrVRF3XyNeJvd54xdZqd/Pa+028caGNA1UddLp8/Om9es43O4Z/8AhEwmunJq3HF6qgkmtF\n", "RQVbt25l9+7dALz66quqNkqMrQstdt6+2EZ5U0+/nVWvp9PpyEy4tkaA2aAjJsI3BxzKoUud/PZw\n", "LXZP/0ViFLQxrdvh8dFid+PxaWcRnGgS1HefI0eO8NBDD7Flyxb0er2s4ToO1BpLeKHFzj9vO4fD\n", "48egg5+tLWJWxuCv74bZaXh8CtWdTj52Sya5SaOfgTZe4yQr25w4vX5MBh3F6XGca7azdlYqUydF\n", "3xjl69V1uvjt4RpON/Rwf3Eq629KU618I+NcBxbUb3ssZmT5/X4URcFgGPtFRiayui43jis9N58C\n", "Ve2uAZNru8NDZZuTGKOOz9+ajUGvV321L7XdUZjEzvIWnjlaz0fnpfOV23NJt5nHZaGbcHu3ppMD\n", "VR0A/PFoPXMybczVyEI40SKo73QOR/8alNc7/NCZ+vp6nn32WZ577jnq6uqGvO/OnTv5zW9+Q0ND\n", "Q8jn0Dq16lrpNjOmK0lSB+Qk3tgT7XZ5ebq0lq9tP8+X/3qO1yvaw5pYx6tmV5xh45f3T+dna4tY\n", "OyuNvORYVRLreMR3/XK4fhUrA1JzHVhQPdd58+bxpz/9ic7OTl566SUWL1487GNKS0vZtGkTAFu2\n", "bAmMkx3ImjVrKCsrG9U5RGimTYrlp2uLuNzhJDM+hhlpN34lbrV72X1l9SqAl042cnt+0qBLCUaT\n", "/OToWfthJBblxDNnchzvN9q5rziVQlllbMwFlVxnzJhBbm4uDQ0N5OTkYDINv7iG1Xrtj9RsHnpx\n", "ZTXPoRVq1bX0Oh0z0+OGXIXKatYzOd5EfVfv5JGbMkKb+joYrdfsxiO+7EQL315ViN3jI8FiVLXU\n", "ofXXL1RBV7itVisFBQVBn7jv3IRgkrFa5xCjlxpn5rt3TeWtinYSLUaWTkmI+nrrRBBvMRJvkfG6\n", "4yWo3/z27duZM2cOPp+PAwcOsHjxYqZNmzbkY3w+X+DnULcXGek5SkpKAp+iV+tAWjn+9a9/zZw5\n", "c8bt+atPv8tMs5nFNy0O+/n71uwi5fct8Ul8fY9DEdT01y1btnDffffx17/+lfXr1/P888/z0EMP\n", "DfmYV155hQ0bNqAoCtu2bWPdunUAnDp1Cr1eT3Fxcb/7l5WVkZSURFZW1rDnGIjWp7/2/eDQGi3H\n", "BhJftFN1+qter0ev1weGZMXEDD+2ccmSJWzevBlFUVi1alXg9oMHD6LT6fol171791JRUYHFYiE/\n", "P58VK1YMeY6JSMtvXi3HBhLfRBVUcnW73XR3dweSazBrvWRlZfHII4/ccPtjjz12w22DJc7BziGE\n", "EJEuqEu+WVlZbNmyhaVLl3Lq1CkqKirUbpe4jpbHEmo5NpD4Jqqgeq7Lli1j2bJlAMycOXPYi1lC\n", "CDHRjXg910il9QtaQojxEeoFrZBGgu/cuTOUhwkhxIQRVHLdvXs3zz//PE8++SSbN2/mvffeU7td\n", "E1Zzj5vjtV2cb7H3W/5Py3UtLccGEt9EFVRy7e7u5qGHHuKmm27ikUceoaioSO12TUgtPW5+/GYV\n", "/7r9PF/aUs7xuu7xbpIQIkRBJders6P8V5bWuX43WC3x+hXONfVwtLqTxm7XmD53Q7ebY7W9CdWn\n", "wM7y5sD/aXksoZZjA4lvogoqS15dYtBgMNDZ2anp3V+P1XbxH7su4FdgVrqV//hgAWm2sVk0xmY2\n", "EmvSB9ZXnZE2+GIqQojIFlTP9YEHHgDgrrvuYt++fTdMXdWSfedauVrqfL/RTmP36PeICtaUZAs/\n", "vGcaG2en8eXbcrhjanLg/7Rc19JybCDxTVRBT3+F3mmvGzZsULVB421WRhz7LrQBYDXpx3xVoVnp\n", "ccwaYvk/IUR0CGmc61tvvRWY/x8pwjXOtc3u4WhtFzUdLpZOSWC6fDUXYkJTdeGWkpIS6urqAvtb\n", "vf/++xGXXMMl2Wrizmkp490MIUSUCyq5trS08OEPfzhwXF9fr1qDxMCCWdbN61cob+zhfIuD/GQL\n", "s9LjMIdxxwC1aH3JOolvYgqpoJiamhrudogwONds519eOxe4IPfTe6cxR3b8FGJcDJlcr24a2Nra\n", "yt69ewMLWR84cIBPf/rT6rdOBATTM2jucdNnUhcN3W7mqNimcImkXo+iKNR2uvArMNlmxhSGnn8k\n", "xacGrccXqiHfOVeHWCxZsqTfDgEiMmUnxGA1XRnZYdAxJUl2/BypozVd/MPLZ/j0i++z93wrHp+K\n", "e1ILTRsyuX70ox+luLg4MK71woULGAwGPvGJT4xJ48Q1wYwlLJxk5efrpvOd1QX84r7pFKVGR3KN\n", "lHGS3S4vTx2qxu1TUID/3H+Zpp7RT5iJlPjUovX4QjVkcrXZbADs2bOH7u5u7r77bjo7Ozlw4MCY\n", "NE6MXEFKLLfmJTF1kjXkjSEnKqNeR1LMtUpZrMmAUXa5FSEKqqDU3t7O4sWLMZvNLFq0iJaWFrXb\n", "Ja6j5bpWpMRmMRn40vJcFmTHMyPNyhN3F5IehqnPkRKfWrQeX6iCGi1gMpkGvL2zs5OEhISwNkiI\n", "8ZSfHMt37yrEryjEGA3j3RwRxYLqudrtdpqbe1doam5uDmxQ+Prrr6vXMtGPlutakRabyaAPa2KN\n", "tPjCTevxhSqonmt9fT1PP/002dnZ1NTUkJ+fzwsvvMCZM2e4//771W6jEEJEnaCS64oVK1i4cOEN\n", "tx85ciTsDRIDi9a6lqIotDm8GA06EmIGfrtFa2zBkvgmpqCS60CJdajbhQDwKwqHL3Xyn/svkWA2\n", "8rU78piWah3vZgkxJiJ/4rkAorOuVdfp4nv7LtJq91LZ7uTXh6pxDzAoPxpjGwmJb2KS5CpUo9Db\n", "e73K61PQyE7uQgxLkmuUiMa6VmZ8DN/4QD4Wo560OBOfX5Yz4FX4aIxtJCS+iUm7Ow2KcWfQ61ie\n", "n8Ss9DiMeh0p1oHHSwuhRdJzjRLRWtcy6HWk28xDJtZojS1YEt/EJMlVCCFUENIeWpEoXHtoCSFE\n", "X6HuoSU9VyGEUIEk1yih5bqWlmMDiW+ikuQqhBAqkJqrEEIMQWquQggRQSS5Rgkt17W0HBtIfBOV\n", "JFchhFCB1FxHqaXHTXmzHUWBGWlWUuNGv+eSECJyhFpzVW1tgfr6evbt24fBYGDlypVkZmaO+L6v\n", "vvoqPp8PgKlTpzJnzhy1mhsSh8fHM0fr2V7eu2Hj6qIUvnBrDlaz7L0kxESnWlmgtLSUTZs28fDD\n", "D3P48OGQ7muxWFi/fj3r16+PuMQK0OP28ebF9sDxWxVtdLt9qjyXlutaWo4NJL6JSrWeq9V6bcV5\n", "s3nor8qD3dfn8/Hyyy+jKAoFBQURN9QqzmxgWV4ie861AnBrXiI26bUKIVAxufYt5Q62Nfdw912z\n", "Zk3g5x07doSxdeERazLwdwsyuXVKIoqiMDM9TrWSgJbXzNRybCDxTVSqlQWu1koBdDrdqO87XIKG\n", "/l9PSkpKxuQ41WZmeUESutrTlB8rHfPnl2M5lmP1j0Oh2miBV155hQ0bNqAoCtu2bWPdunUAnDp1\n", "Cr1eT3Fx8bD3raqqIi8vD4Bt27axdu3aQZ9P6zO0jp88zeybijHoh/6gikYlJSWa7v1IfNEt4kYL\n", "LFmyhM2bN6MoCqtWrQrcfvDgQXQ6Xb/kOth9q6qqKC3t7Q3OmzdPraZGvNP13fz+opGE2go+vTib\n", "vGTLeDdJCDEMGeca4Rq6XPzDy2ewe3p3TV2QFc937i7EbJD5H0KMBVlbQKM8fiWQWAFaHB68Pk18\n", "HgqhaZJcI1x6nJkv3JoNgNmg47NLsjU3SWG0Fw4incQ3McnurxHObNSzZkYqOWYXk9PTyUqQ6bVC\n", "RANJrlEgxqhnQVHueDdDNVq+0gwS30QlZQEhhFCBJNcooeW6lpZjA4lvopLkKoQQKpBxrhGqqduN\n", "X4E0mwn9MNOHhRDqkXGuGnK8tovPvnKGx156n9JLnWjk8+8GHp8fu0pLNAox3iS5RpgOh4efvX2J\n", "LpcPp9fPD16vpKnHo7m6VnW7k+/tvchXtp3lzbP1+DX6AQLar0lqPb5QSXKNMHq9DqPhWhnAZNCh\n", "xarAn481cOhyJxdbnfyopJ7qDtd4N0mIsJLkGmHiY4x8bUUeU5IsZMab+dadBaTFmTU1ltCvKLQ7\n", "PYFjr1/B4/MP8YjopqXXbiBajy9UMokgAs1Ij+Pn64rw+yExVnsvkV6n4xPzMylvstPl8vGpRVlk\n", "JcSMd7OECCvpuUao+Bhjv8SqtbrWzPQ4nlo/g/95cBZT/fXEmrS1XkJfWnvtrqf1+EKlvW6RiBoZ\n", "8b291aqernFuiRDhJ+NchRBiCDLOVQghIogk1yih5bqWlmMDiW+ikuQqhBAqkJqrEEIMQWquQggR\n", "QSS5Rgkt17W0HBtIfBOVJFchhFCB1FyFEGIIUnMVQogIIsk1Smi5rqXl2EDim6gkuQohhAqk5iqE\n", "EEOQmqsQQkQQSa5RQst1LS3HBhLfRCXJVQghVCA1VyGEGILUXIUQIoJIco0SWq5raTk2kPgmKkmu\n", "QgihAqm5CiHEEKTmKoQQEUSSa5TQcl1Ly7GBxDdRGdU6cX19Pfv27cNgMLBy5UoyMzNHfN+RnEMI\n", "ISKJaj3X0tJSNm3axMMPP8zhw4dDuu9IzqF1y5cvH+8mqEbLsYHEN1GpllytVmvgZ7PZHNJ9R3IO\n", "IYSIJKol176DEEwmU0j3Hck5tE7LdS0txwYS30SlWs3V5/MFftbpdCHddyTnSEpK4ujRoyNtZtSw\n", "Wq2ajU/LsYHEF+2SkpJCepxqydXhcAC9vc+rPwOcOnUKvV5PcXHxsPcd7PaBLFiwIGxtF0KI0VIt\n", "uS5ZsoTNmzejKAqrVq0K3H7w4EF0Ol2/5DrYfQe7XQghIp1mZmgJIUQkkUkEQgihAkmuQgihAkmu\n", "Ucrv9/cbTSGEiCyqXdAKt3BMp41kI2nzzp07qaioYP369WRlZY1hK0M3kvhOnz5NeXk5fr+fpUuX\n", "kpOTM4YtHbmRxHbgwAEaGhoAmDJlSlSMchnp35PD4eAXv/gFjz76aFS8P0cS36uvvhro1EydOpU5\n", "c+YMfmIlSmzdujXw8yuvvBK2+0aKkbb59OnTSk1NjZpNCquRxPfmm28Gfn7ttddUa1O4hPp+27Vr\n", "lxrNCbuRxrdjxw7l3XffjZr350ji2717d9DnjZqeazim00ayaGzzSIwkvhUrVqjdnLAa6WtXWVnJ\n", "Sy+9xIYNG9RsVtiMJL62tjasVisWi0XtZoXNSOLz+Xy8/PLLKIpCQUHBkGtIR03NVQnDdNpIFo1t\n", "HolQ4tuzZw+LFy9Wq0lhM9LY8vPz+cIXvsA777yjZrPCZiTxlZSURN1CLiOJb82aNWzcuJEHHngg\n", "UN4ZTNT0XMMxnTaSRWObR2Kk8b355psUFRWRmpqqZrPCIpTXzmKxEB8fr1aTwmok8TU0NPDXv/6V\n", "xsZG8vPzo6LmGurf3nCJOGqSazim00aykcQXjUYS39tvv01GRgb5+flj3cyQjCS21tZWUlJSAveP\n", "Bi6ABQgAAAaxSURBVCOJ79Of/jQAZWVlIc/JH2sjia+qqoq8vDwAnE7nkOeNmuQajum0kWwk8e3d\n", "u5eKigosFgv5+flRUaMMNr7Gxkb279/PzJkzOXPmDF1dXXz84x8fr2YHZSSv3f79+3G5XAAsXLhw\n", "zNsaipHEB70fICUlJVHTcx1JfFVVVZSWlgIwb968Ic8r01+FEEIFUXNBSwghookkVyGEUIEkVyGE\n", "UIEkVyGEUIEkVyGEUIEkVyGEUIEkVyGEUIEk1wmku7ub3/3ud5SVlY35c3/ve99jy5YtbNmyJTAI\n", "+6r9+/fT1tY2qvNXVVXx/e9/f1Tn0KJgf7fvvvsuv/3tb8egRRNH1MzQEqNns9nGbVGNmTNnsn79\n", "+gH/z+Px4PV6R3X+vLw8Zs2aNapzaFGwv9sFCxZQVVU1Bi2aOCS5atCRI0d46623mDx5MlarFY/H\n", "Q1JSEqtXrwbg8OHDnDt3DoBJkyYFEq7f7+ell17CaDSiKAo2m4277rorcN4DBw5QW1uL2WzG7/dj\n", "Npv50Ic+BEB5eTnHjh0jNjYWp9PJwoULKSwsDDz2/PnzbNmyBa/XS0ZGBrfffjvQOwf96NGj1NTU\n", "EBcXh16v50Mf+hBG4/BvzbKyMo4dO4bFYsHj8WC32wP/19rayu7du4mNjcXn85GVlcXSpUtxu908\n", "++yz9PT08PDDD5OQkMCLL75ITU0Njz76KOnp6SH/Xgd7Tuj91rBv3z4cDgdxcXG43W70en1g2cFz\n", "585x8uRJjEYjfr+f2tpaPv/5zw/7O7Db7bz88svYbDYMBgPl5eV89atfDep3u3fvXlpbWzEajRgM\n", "Bvx+/7DPJ0Yg6JVfRVR58sknlaampsDx4cOHldOnTyunT59W9uzZE7j9+eefH/Qcf/nLX/odP/PM\n", "M0pXV5eiKIri8/mUS5cuKYqiKD09PcozzzzT774vvPCC4na7Bzzv9u3blfb29sDx66+/3q+twbDb\n", "7crmzZsDx16vV3n88ccDx//7v//b7/n379+vXLx4UVEURfH7/f0eu2PHjn7tGcpgv9fhnvOqxx9/\n", "XGloaOh3m8PhUF544YV+t+3fvz+o9lRUVPRbdLuysrLf/w/2uz19+rRy8ODBwHFTU5Pywx/+MKjn\n", "FMGRnqtGZWdn91uub968eezatYupU6f2W0zDYDAEfna5XOzevRufz4der+fChQv9zvnggw9y6NAh\n", "nE4nTqczsHBFQ0MDnZ2dbNmyJXBfp9NJW1vbgD3BrKwsWlpaSExMDNymjHCJi5qaGqZPn94vjtmz\n", "ZweO6+vree211wLHfr8fo9FIfn4+Op2O1NRUmpubSUlJoaurq19bhjLY77W4uHjI57xq/vz5N/xO\n", "amtr+/XyAZYtWxZUewoKCvD5fOzatSuwdN7VVZuuGuh3e+7cOe6+++7AcWpqasRvpxNtJLlqVE1N\n", "Dc3NzYFEcPz4caZPnz7kpobbt2/nzjvvJCEhAYCenp7A/3m9Xs6fP88dd9wRuO3Pf/4z+fn55OTk\n", "kJGR0a+m2vcrZmVlJdnZ2YH1Ly9cuBAoJwAYjcYRb7aYnZ3NO++8E1gJ3uv1cuLECTZt2gRAUVER\n", "9957b781N/vWHlesWMG2bdvIyclh0aJFQT/v9b/XY8eOMWPGjKCeczCZmZm8++67/Va1v3z5Mmlp\n", "acOu6H/8+HHmzp3LtGnTgN7STd9l8Qb73RYVFXHs2LFA2aKpqYnLly8P21YRPFkVS6Oee+45jEZj\n", "YPHfSZMmsWzZMv74xz8C8MlPfpLm5mb+53/+h9tvv50VK1Zw+vRpysrKMJlMeL1ezp07xy233MKa\n", "NWtwOp089dRTFBYWotPpcLlczJ8/P/BHffnyZd55551APa+7u5t169YRHx9Pa2sru3btwmQy4ff7\n", "KS4u7tfL7Orq4tVXX8VmswG9F94++MEPDhvjqVOnOHbsGDabDbvdTmdnJ/n5+axZs4aenh727NmD\n", "Xt87IKanp4clS5b06yFu3bqV9vZ2Hn300VH9Xq9+4Az1nBUVFZw4cYKTJ08yZ84cYmJiuOeeewLn\n", "LSsr49SpU5jNZrxeLykpKUH9Dl5++eXA81113333BW4b6ne7Z88e2trasFgsOJ1OGhsbWbp0adQs\n", "hRjpJLlq1AsvvMCHP/zh8W6G5sjvVQRLxrlq0JEjRzhz5gxbt26ls7NzvJujGfJ7FSMhPVcRka4O\n", "XRro7Wmz2VTZYWI8nnM4O3fuHHA7Eb1ez+rVq4mNjR3zNongSHIVQggVSFlACCFUIMlVCCFUIMlV\n", "CCFUIMlVCCFU8P8A8MpDCRNR+JIAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.463462\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVcAAAFHCAYAAAAV5w+DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4m/WZ6P2vVkuyvO9LYju2Y2PIQnYCJBQSCEsgCdDC\n", "ZBg6p3DOnOmcOfO+bWfaTtcpDLSl055OS5e3887bmWHCEAiBBAhZWJ09hJDFSUjixE7seN9lSdb2\n", "/uFYsRJblmQ9tvT4/lxXrsuPLD363ZZy66f7+S0an8/nQwghRFRpJ7sBQgihRpJchRBCAZJchRBC\n", "AZJchRBCAZJchRBCAZJchRBCAXqlTtzU1MSuXbvQ6XQsX76cvLy8Ue+7Z88empubAZg+fTrz588P\n", "+xxCCBFLFEuuBw4cYP369QBs3ryZNWvWjHrfpUuX+n/evn17ROcQQohYolhZwGKx+H82Go1j3v/C\n", "hQv87Gc/o6ysLOJzCCFErFAsuQ6f+GUwGMa8f3FxMV/96lc5ePBgxOcQQohYoVhZwOPx+H/WaDQh\n", "PcZkMpGUlBTRObZv345OpwuzlUIIEVxqaqr/OlA4FEuudrsdGOx9Dv0McPz4cbRaLVVVVf7bOjo6\n", "SE9P999/rHOMRKfTMW/evKi1XwghAA4fPhzR4xRLrosXL2bDhg34fD5WrFjhv33v3r1oNJqA5Lp7\n", "926cTicACxYsGPMcU1F1dTW33XbbZDdDEWqODSS+qUqx5Jqfn8/jjz9+3e1PP/30dbetXr06rHMI\n", "IUSs06hlycFdu3ZJWUAIEXWHDx/mrrvuCvtxMkNLCCEUIMk1TlRXV092ExSj5thA4puqJLkKIYQC\n", "pOYqhBBBSM1VCCFiiCTXOKHmupaaYwOJb6qS5CqEEAqQmqsQQgQhNVchhIghklzjhJrrWmqODSS+\n", "qUqSqxBCKEBqrkIIEYTUXIUQIoZIco0Taq5rqTk2kPimKkmuQgihAKm5CiFEEFJzFUKIGCLJNU6o\n", "ua6l5thA4puqJLkKIYQCpOYqhBBBSM1VCCFiiCTXOKHmupaaYwOJb6qS5CqEEAqQmqsQQgQhNVch\n", "hIghklzjhJrrWmqODSS+qUqSqxBCKEBqrkIIEYTUXIUQIoZIco0Taq5rqTk2kPimKkmuQgihAKm5\n", "CiFEEFJzFUKIGCLJNU6oua6l5thA4puqJLkKIYQCpOYqhBBBSM1VCCFiiCTXOKHmupaaYwOJb6rS\n", "K3XipqYmdu3ahU6nY/ny5eTl5Y163xMnTnD69Gm8Xi9LliyhsLAQgC1btuDxeAAoLS1l1qxZSjVX\n", "CCGiSrHkeuDAAdavXw/A5s2bWbNmzaj3bW9vZ926dQC8/fbb/uRqMplYuXKlUk2MK7fddttkN0Ex\n", "ao4NJL6pSrHkarFY/D8bjcag9122bNmIt3s8HjZt2oTP56OkpEQuWAkh4oZiNdfhgxAMBkNIj9mx\n", "YweLFi3yH69atYp169bx8MMP09zcHPU2xhM117XUHBtIfFOVYsl1qFYKoNFoxrz/hx9+SHl5OZmZ\n", "mSP+PpQEPfxFrq6uVtXxsWPHYqo9cizHU+k4EoqNc3399ddZu3YtPp+PrVu3snr1agCOHz+OVqul\n", "qqrKf9+PP/6YrKwsKisrA85RV1dHUVERAFu3buWBBx4Y9flknKsQQgmRjnNVrOa6ePFiNmzYgM/n\n", "Y8WKFf7b9+7di0aj8SfXlpYWdu/eTWVlJadOnaK3t5cnnngCGEyuBw4cAGDu3LlKNVUIIaJOZmjF\n", "ierqatVelVVzbCDxxTuZoSWEiBsuj5duuwu3xzvZTVGM9FyFEBOqy+7i1WMtfFTbxW0lKTw6K4c0\n", "S2gjiiaD9FyFEHHhZIuNV4620NQ3wKvHWjnZYpvsJilCkmucGO+wkFim5thA4ruW2xv4ZdnlVcWX\n", "5+tIchVCTKiKTAsLC5MAmFeQRGWWZYxHxCepuQohJlyPw03fgAerUUeySbERoVERc+NchRBiNMkm\n", "fcwn1fGSskCcUHPdTs2xgcQ3VUlyFUIIBUjNVQghgpBxrkIIEUMkucYJNde11BwbSHxTlSRXIYRQ\n", "gNRchRAiCKm5CiFEDJHkGifUXNdSc2wg8U1VklyFEEIBUnMVQoggJrTmeujQoUgeJoQQU0bQlRN+\n", "97vfkZWVhdfr5dy5cxQWFnLx4kWsVisLFiyYqDYK1L1PkZpjA4lvqgqaXBcsWMD8+fN54403+MpX\n", "vkJmZiatra28//77E9U+IYSIS0HLAvPnzwfA4/GQmZkJQFZWFiaTSfmWiQBq7hmoOTaQ+KaqkGqu\n", "brc74NjhcCjSGCGEUIuQkmt6ejr79u3D4XCwb98+0tLSlG6XuIaaxxLGU2yddhctfQPX7QMVTDzF\n", "Fwm1xxepkJLrihUrSE5O5t133yU5OZmVK1cq3S4hYs7Ztn7+9xuf89SrJ3nvbAcuj3eymyRimIxz\n", "FSIEHq+P724/x6FLvQBogN8/XElRmnlyGyYUp+g412trru+9917YTyREvNNpNP6fh/0oxIhCSq5v\n", "v/12wHFfX58ijRGjU3NdKx5i02k1/LeF+ZRmmEkz6/nWF4opSAlt1Ew8xDceao8vUiFtv+j1Sm1J\n", "iJJ0Mz+5twyX10eqWY9Wuq8iiKDJtbOzE7fbjc1mo62tDZ/Ph8fjkZ7rJFDzWMJ4ii0pgu2g4ym+\n", "SKg9vkgFfafU1NTgcrlobm7m+PHjgw/Q61m9evWENE4IIeJV0OR66623ApCdnU1VVdWENEiMTM3z\n", "t9UcG0h8U1VIF7QksQohRHjCXnKwrq5OLnBNAjX3DEKJzeHycOhSDxuONHHscm9YM6SG83h9nGnr\n", "5+DFbhq6J2Yat5pfO1B/fJEKqTr/wgsv8Oijj3LixAlSU1P59NNPWbNmjdJtE8LvZGs/3952DgCt\n", "Bn6+eiY3ZCeGf54WG3/79lncXh+5ViPP3Vsa8pAqIcIRUs+1oqKCoqIiAJYuXapog8TI1DyWMJTY\n", "mnsH/D97fdDe74rouT5p6PH3epv6Bmgadt7xaO0b4FSLjaZe53W/U/NrB+qPL1Ih9Vw9Hg8AOp1O\n", "0cYIMZrSdDMmvRaH20uKSU+iQUu3w01KmEOjyjIs/p+NOg1pZsO429bY4+CHO85zvtNBlsXAP95b\n", "KtNiRWjJta+vj+3bt1NaWqp0e8Qo1FzXCiW28iwLP7mvjKOXe3F74Yc7z/PEvFwenpUT1nPNybPy\n", "w5UzqO+yMzsviZL08ZcEznc4ON85WL9t7XdxqqU/ILmq+bUD9ccXqZCS67p162hubqakpITPPvss\n", "pAtaTU1N7Nq1C51Ox/Lly8nLyxv1vidOnOD06dN4vV6WLFlCYWFh2OcQ6qfXavjDwcv+4z113ay5\n", "MRudNvSZUtYEPbcUpXBLUQoOt4djTX102t0Up5ki7m1aEwK/0aWYw59oINQnpJqrxWKhpKQEgDlz\n", "5rBu3Tr/7+x2+4iPOXDgAOvXr+exxx5j//79Qc/f3t7OunXreOSRRzh69GhE51A7Nde1Qo0tzayn\n", "Iuvq1/qVZelhJdZrHWno4+tvneXZ9y7wd2+fjXj0wMxMC9/6QhFLpifz17cWUnXNhTY1v3ag/vgi\n", "Ne6P2B07dvDggw9ed7vFMqy2ZTQGPceyZctGvD2ccwj1y0g08vd3FnOu3U6iUUd5pmXsBwXxSUOP\n", "/+cOu5s2myuikQNmg44vlKbzhdL0cbVHqMu4k+toJYLhy8QaDKFdNNixYweLFi0a1znUSs11rXBi\n", "y01KIDcpISrPe3N+Em/UtAGQatKTkajMe+y2226jf8BDm81Fgl5DTpTaHyvU/N4cD8WKQ0MjDAA0\n", "Iawe9OGHH1JeXu7fCDGScwyfhjf0VUWOo3P86YnT2PRWstJSKUk3c2Dfnqie/8CBgxjTc8jJziEn\n", "ycie3bsVjy8hMZkf31eG3eVB5/NysqEDDekUpJii+ny2AQ8vHbrEqzUdJCXo+MdVpbR9fgSfzxcz\n", "r68cBz+OxLh3Iti8efOIEwpef/111q5di8/nY+vWrf7FXo4fP45Wqw2YUvvxxx+TlZVFZWVlSOcY\n", "idp3IpjM+dt9Tjf/crCRt061A/B3dxRxV1n0vgIfOHAQd045z+66ABr47l0lLJ6WHNIHajTsudDF\n", "D3aeB6Ag2cjz95aTkxS9MtS+zy/xvY9a/ce3FaXwvZUzonb+yab2tQUi3YlAsZ7r4sWL2bBhAz6f\n", "jxUrVvhv37t3LxqNxp9cW1pa2L17N5WVlZw6dYre3l6eeOKJoOcQE6uj3+1PrACvHG2mKiuRt063\n", "0do3wLpZ2VRkhT9bakhCaiY//qge15XB/f/0cT2/WVtBhiW0BGcb8PB5az82l4fSdDN5yeF97f74\n", "Qpf/54aeAdpsA1FNrgYN6DTgudKNUar8IGKLYsk1Pz+fxx9//Lrbn3766YDj7OxsvvnNb4Z1jqnE\n", "4R5MHN78G6nvcjA9deKnapqNWjItBtquzIqamWnhvdoOXjnaAsChhl5+9VBF2EltyPTCQkyfnKbX\n", "OVgGshi0AVuqjOWj2k5+Xn0RgLIMM/9w9wwyE0NPjvPyk9h1thMYrL2mRnko1dzSAn6QkMQfP7lM\n", "YUoCa27Miur5J5uae63jMe53kckk87KV9GlDH9/fUQtApsXACw+UkZ88sX/zrEQjz64qZeeZDlLM\n", "em4rTuH59+v8v+91enC4xx77bBvw0NI3QIJOQ/6wq/JpFgPfvauEX+6+iAb469umkzrKzCmXx4vH\n", "68NkGBxb6vH62Hm2w//7s+12uuzusJLrkqIUnrlnBh39biqyLFFfa0Cn1bB4egpz8qwYdNpxDR8T\n", "8SPsVbEcjsCxgKtWrYpaY8T1Dlzs9v/c1u+izRbZnPrxKkk38/TiAr44O4f8ZBPrb85FdyVHrLkx\n", "i6wxvuraBjy88lkz/2PTKf5y82lONF3dzaK6uprK7EReuL+cFx4oDxjLOlxdp4Mf7Kzla1vPcLRx\n", "cBdWnVbDrcWp/vsUJBtJDnNKbFKCnkXTUlhVkUFJevSnrQ5dHDEZdKpMrDLOdWQhvQtffPFF5s6d\n", "y9KlS2ltbeXMmTPceeedSrdNAPMKkvz1zlSTnnRLbNTrFhQm8+LaSpxuLwUpCVgTgr+VLvc42fBZ\n", "MwD9Li8vHWnimXtKA/ahshhHX7vC5fHy+wOXOHhxMKl+Z3stv1tXSV5yAneVpVGQnECv00NFloVs\n", "69QaE93U6+TtU+009TpZe2M2N+REXv8W0RNScs3Pz/evhjVt2rQpP1tqIs0vSOLH95bSaXczI91M\n", "YYwsj6fTasLq5Rn1Wgw6Da4rV3WyEo3+xDpUs3O4PPQ6PVgMWhKvSdYer48u+9Ut3h1ur391qxST\n", "gcXTU8YVj5KUrkluPNrClpOD43UPXOzh12sqJnQZRam5jiyksoBWG3g3vV7mTk8Ui1HPzQXJ3FmW\n", "TrECX1knyrSUBJ65ewZV2RZWlKXzxdnZAb/vsrv410OX+cqrJ3n+g7rrlu4zGXT898UFmPSD78Wv\n", "3lI45XqoI/F4fVzovDoFvd/lDan+LZQXUnJ1u90BxwMD0VkDU4Qu3utaGo2GmwuS+en95Xx9+fSA\n", "nlV1dTVn2+28fqIVh9vL/os9fNZ4tSY7NBR7Tl4Sv1tXyb88cgOrKjJI0Id9yWBSKPna6bQaHp+b\n", "i/5KLff+GzIm/EMn3t+bSgmpCzpr1ixeffVVZsyYwblz57jpppuUbpdQKYNu5IR47WUejQbqO+38\n", "55Fm7C4PT8zLoyzTMuZwr3bbAG6vj4xEoz/hqN28giReXFOBw+0lP9lI0hj1bzExQp6h5XA4aGxs\n", "JC8vD7M59r6eqn2Gltp1293819Fm3j7Vxtz8JP5icQEvfFTP0SujCjIsBn710EwyggyxOt1q4/s7\n", "aul1evib26Zzx4zUUZO52rk8Xs629dPe76IwxRTXJaXJpvgMLZPJxIwZ6pmyJ2JLilnPk/NzWXdj\n", "FhajDpfHS0vf1fJTp93FgGf0foDL4+V3+xro6B8sYf3sozoqsyxMm4RJF7FgaK8wrw9STHp+9kAZ\n", "01MlwU6kkD7WX3/9daXbIcag5rrWUGwJeh2ZViMWo45kk56nFucz9M3+L5YUkBFkGJqGwW1bhmg1\n", "GiZoaYIxTcZrd6LZxtAGud0Od8AeZNGm5vfmeISUXK9dVvCdd95RpDFCDNFoNCwtSuW36yr5zdoK\n", "7q3IwBjkApZep+W/LylkZqaZrEQD37urhPwIp+OqwfC1bk16bVgz1kR0hFQWMBqNtLS0kJ09OHzG\n", "6bx+h0uhLKXHEro8XnocbkwGHYlBBvMrYbTY9FoNxWFsvTIj3czz95bh9vpIMeknbFWtsUzGONCb\n", "chP5yX1ltPQNUJJuVmTm2RAZ5zqykJKrzWbj5z//uf+C0alTp0ZcZlDEJ9uAhy0nW9l4tIXyTAv/\n", "a+k0ClJit9fn8/lGTZxjzRSbKkx6HXPzkya7GYpr7nWy40wHDd1OHqzK5IYc62Q3yS+ksoDZbOa5\n", "557j0Ucf5dFHH2XWrFlKt0tcQ8m6Vm2Hnf/34GV6nR4ON/Ty8YVOxZ5rJKHG5vP5+Kyxl++8e47f\n", "7r3Enrou/n7bOT4+34kzjIHzbq+Pjv4B+gc8Y985CtRek5zM+LacbOPfDjex61wn39p2jksR7oOm\n", "hJA+5q8dhjB79mxFGiMmyTWj8ULY3HdS1Hc5+Pt3zzHg8XHwUi8Ot5fLvU5+tOsCv1hdTlUIvRa7\n", "y8P2z9t56dNmStJN/PWt0yZ0qqiIHp/Px7n2wNlp/QOx8+YNqedqtQa+aWVI1sRTsq5Vkm7mT2/O\n", "xajTUJVjYdmM1LEfFCa310djj5PLPU6uHVodamwOtzdgOFarzYX1Sn24zxlaL7Su08Gv9zbQ5XDz\n", "aWMfO850jP2gcVJ7TXKy4tNoNDw6OxvDlSElK8rSo7rI+XiFXKC6cOECLS0tzJs3j/r6ekmwKmJN\n", "0PPFOdmsqsjArNeSFOaSfWPxeH18fL6TH39Qh16r4YcrZzC/MDns8+QlGbm3Ip13Tndg0mtZWpTM\n", "b/c1cEO2haIQL3x5r0nsQ4u/iPg0Nz+JX6+poN/lpSA5gZQov3fHI6Se6759+2hsbOTSpUvo9XpZ\n", "FWsSKF3XMul1ZFuNoyZWp8uDJ8JE1Gob4IUP6/H6YMDj45e7L9I9bIWrkWJzebxc6LBT12nH5Rn8\n", "qpdsMvDUwgJ+taaCX6+pYH5hMi/cX8537yoJucdSlGbmy/PzMGg1lKabuHum8tthS81VOVqNhuJ0\n", "M1U5iaREeQeJ8QqpNY2Njaxbt47NmzcDkJgo60VOFR6vj08u9fDHw5cpSE7gyfl5Ydco9VoNZoMW\n", "15Wv7tYEHbprRnsNuL2c77TjdHuZnmLik8Zefvrh4G4Hf3tHEctL0tBpNSSZ9AEfAOFus51o1PHw\n", "rGxWlKeToNPG3H9IoR4hvbN01/5PEBNusupaF7sd/GDnedxeH2fa7CQl6Plft04L6xyZiUZ+ePcM\n", "frXnEia9hr9aOg2r8epb77bbbuO9sx38+IM6fMDXl03nN/sa/DOMfr3nErNzrVEbCJ+g1466cpRt\n", "wMO59n5cHh8z0s2kRWFxcqm5Tk0hJVe73Y7LNbi9iMvlum7GllAvl8cXUJdss4U3jbKz38WZtn50\n", "Wg3/sLKEpAS9f/+rIXaXh1eOtjD0LMebbaSb9diuDJXKsBgwTsACLB6vj+2ft/ObfQ0A3F2ezl8s\n", "KZCxsyIiIb1j7777bl566SVOnTrFm2++ycqVK5Vul7iGUnWtjn4XNc026rtGHh+Yn5zA43NyALAa\n", "dTw+N9f/u26Hm4tdDrrsI+/rZRvw8K+HGvnO9lq+te0cb51qp2/AzcajzXxv+zn21nXj8ng5deI4\n", "MzOvXpD6rKGXv72jiIWFSSwoTOJLs7Pp6Fd+7zCby8MbNa3+4+1nOuh2uIM84qozbf28dqyF3Re6\n", "6HEGPkZqrlNTSB/J6enpfPnLX1a4KWKitdsG+NnH9Ry61ItJr+X5e8uoumb/pUSjji/NyeHOsjQS\n", "9Fp/jbOlz8kvPr7IoYZeKrMsfOsLxdettdrrdLN92FCnbafbuSknkf/nQCMA++t7+D8PzsTW18uf\n", "zK1kWqqJTrubFeXpWPRavF4fA1544aN6ZuVaeWZVqSI9WI/Xx5m2ftpsLp6Yl8cvd1/E7vJSnJoQ\n", "dF+vIfWdDr7x1hn6XYPf6L6xbDorZ2b4f6/RaOi2u3F6vKSZ9VN2GcSpJuTvOzU1NZw7d46Kigpm\n", "zpypZJvECJSoazX2DHDo0uCGfw63l13nOq5LrjC4cWCRMXCo05k2O4caBh97qrWfmhbbdck10aBj\n", "Vq6Vzy4Prsl6c0ES7cN6oD4Ge7dDsT06O8f/u0vdDg439vlLBb0DV0YrKFD+P9li4+tvncHrG9wE\n", "8u+/UMzFbieLpiWTNsoW38N1Odz+xAqDK1INT66FVfP423fOcLlngK8szOOemRnXlUbimdRcRxbS\n", "R+iOHTvo6+vjnnvuoauriw8++EDhZomJoNMSsFp/YRjrCVzbgzSNsGJVkknP/337dL52+3T+bnkR\n", "f74gn9JMC0kJg4llVk4i00dZbzXHauRvbp+GBjAbtPzPJQWYhyWklr4BNh1v4Tf7LnGmrT/kdo+k\n", "prnPf/Gsy+EGDTw8KzvktWBzrAampw7+7bQauK0kcBLGpuOtnO9w4HB7+fXehlFLMEJdQuq5dnV1\n", "+eusixYt4rXXXlO0UeJ61dXVUe8h9Dk9/NXSQvRaDR39LiqGLVM3loosM0/Oz+W9s53cUpRCVfbI\n", "w/PykhMCerTZViO/fHAmvU4PWYlGMhINI8Zm0GlZUZrO7FwrOq3muiFXb9QMLjQDsOtMB//8UMWY\n", "W8CMZkbG1bgTdJqg68aOJCcpgR/dXUp9l4MUk57SjMBevs8bOHssktW6WvoGeP9cJ029TlZVZFCR\n", "FTvDIZV4b6pBSMnVYBj5zdbT00NycvgzbcTk6La7+PhCF59d7uP+ykx++lE93Q43Wg381dJpYc1W\n", "SjYZeGxOLg9WZWEx6NCFsV9VqONkDXrtiPf1eH2carb5j3ucHvpdkS/CcmO2hV89NBPbgAdrgo7S\n", "jNA/ZIZc+yEy3J3TEqjrstDQ4+S/LchnWmr4HwJv1rTyypUPkw9qu/jVQzNlTYQYF1Jy7e/vp62t\n", "jczMTNra2vxzw99//30eeughRRsoBkWjZ3C0qY9f7r4EQFGqyX8l3OuDyz1O7ghzTQGdVhOVzfDC\n", "jU2n1fDwrGxOtJzH64PlM1IjHgPb1Ovkvz5r5nRrP3eUpnGwvpv18/Kiulzf3Bn5PFvgxun2kmI2\n", "hL1xosfr4/NhpQ/bgCegxjvZpNc6spD+ZzQ1NfGHP/yBgoICGhoaKC4uZuPGjZw6dUqSaxxp6bt6\n", "MUmv02I2aLFf+U86J98aV+M5F05L5p8fqsDu8jItJfI55R/WdvHWqXYAzrXb+fOF+Tz3/gVeXFtB\n", "hiV6i4BYE/RYI1wiV6fV8MisbI5d7sNz5cNkorfPFuEL6R25bNkyFixYcN3thw4dinqDxMiiUdea\n", "m28lKUE3uG7rpR7+cVUpDd1Osq1GKrPC/yocqc5+FzUtNvqcHqpyEqk/8Qm33nprWOcw6LQBW5lE\n", "3BZ74OgFt8eLRgOa6zb7jlw0Xrv5Bcn86soCJeP5MFGC1FxHFtIrNFJiHbp9586drFixIqqNEsoo\n", "zbDwfx6cSY/DTVaikSyrkRtzrHT0u9h6so2jTX3cW5HJgsKksMZi2gY8tNlcmPTakBZQeed0O//f\n", "J5cBKEg28r/n5kcc03itLE/ng3OddNjdLCtJpdPu4ttfKCY9CtNeo0mn1URUCxaTZ9wff319fdFo\n", "hxhDtHoGhSkmSAm87dPGXn5/zcD+ylGu/l+rz+nmP4808+qxFlJMev5xVWnQHqXL42Vffbf/uKFn\n", "gOSMkvADGYNtwEP1+S4+Ot/JrcWp3F6SOmJ9uDTDwi8fqsDu8pCg15Kg14Y0tjUcau/VqT2+SMlU\n", "EUFz39X1AoYG9ofqYreTV48NXsXudrjZfKIl6P0NOi33DFvm76acxKgnM4DTLTZ+9nE9By/18ovq\n", "i5xuGX0sbLbVSFGamdykBEXaIqYmSa5xQsn524unJZM8bGB/qIPnAYw6DcMvfqebxy4L3FGazk/u\n", "K+OHK0v4uzuKOHE4+usD917zAdE7ENoaAUpQ+9x7tccXqdipiotJM1SLHRzYbyAjjGFNRWlmvntX\n", "Cf/xaRPFaSburRx78elEY+DOpGcianVwpRlmCpKNNPQMkJ9spEzqlWKCSXKNE0rXtUIdkN7cN8Cx\n", "y32Aj1m5VnKSEri1OJV5BUkYddqwJhMMiXZs9V0OGnucfH1ZEQm6wQW2c8JcVDua1F6TVHt8kRp3\n", "co1kKp+IT/0DHn6/r4GPL3QBsLQohW8sLyLRqAuY9z+Z6rsGV6jqtLvRazW8cH/ZpCZWMXWFVHNt\n", "aRn9IsW1224LZcRCXcvm8vBJQ4//+HBDL/3X1DYbexxc7HIw4A59BlE0Y7vc46Tzyv5cbq+Pmhbb\n", "GI9Q1tm2fn6/p463T7WFvdB4vIiF92YsCim5/vGPf6S7u3vE31277XakvF4vHk/k88OF8pITdNwz\n", "bCm9e2am+1e4AjjS2MtfbDrNV149yfYzHWEl2GjJsBgw6K5+myoOcVdYJTR0O/i7d87yak0Hv6i+\n", "yPbPld/GW8SOkMoCBQUF7N27l97eXhYuXEhxcfGYj2lqamLXrl3odDqWL19OXl7eqPfdtm0btbW1\n", "rFmzhvz8qwPKt2zZ4k+4paWlzJo1K5TmqtJk1LVOt9o40thLYYqJ2blWkkx6Hp+bw4LCZHz4KM+0\n", "+Ncl7R/w8Nt9DTiuJNR/3n2RufnWwXG1Y4hmbKUZZl64v5xTLTampZq4cYT1aSeKbcBLr/Nqh+F4\n", "Ux8+n091pTSpuY4spOT6yCOPYDQa8Xq9HDp0iA8//JAnn3wy6GMOHDjA+vXrAdi8eTNr1qwZ9b6r\n", "Vq2ipqbmuttNJpNsKTNJznfY+cZbZ/3J8ttfKOaO0jRSzQYWTrt+LKhepyF12JRMk0Eb9gIl0aDR\n", "aLghO5F1JeCbAAAgAElEQVQbQpwEoaSsRAOLCpM4cKkXrQZWV2WpLrGK0YVUFujpGayzdXR0cOnS\n", "JVJTx149yWK5OvTFaIxskQmPx8OmTZt47bXXOHz4cETnUAul61r1nXYO1HdT224HoMvu9idWIGBV\n", "ppEYdVr+5y0FLCxMojzTzDP3lIa87XUosbX0DbDtdBubjrVwMU4Wm06zGPib26fznduy+OWDM1lQ\n", "GL2VtmKJ1FxHFlLP9eWXXyYzM5PMzEweeOCBkJLl0LKEMPp6sGNZtWqV/+d33nknonOIsV3osPP1\n", "t87Q4/Rg0mt54f5ycpOM/nGiOs3gRIOxFKWZ+cHKGbTZXGz7vJ13T7ez5qascY8xdXu8bDjS5F+9\n", "6u1Tbfzk/vKYm/8/ksxEI9q2C8ysLJzspogJFlJyTUxM5Etf+lJYX2mGX5yKxlehUBL08NV5hj5N\n", "1XKsZHyXepz0XKkNOtxeznfYsbad4q9vnobblEqKSUfXhZNU1zrGPN/iW5byh4MNfHx+8AKo2aCl\n", "a7obr70PTU8TC+fPu+7xt912W9D2Odxejl7Zh0urgTvL0tl3oZMEjYf5xZmkmg2T/voEOx4rvng/\n", "Vnt8kdL4hncxRzEwMBD2V/vXX3+dtWvX4vP52Lp1K6tXrwbg+PHjaLVaqqqqAu5fU1NDampqwAWt\n", "uro6ioqKANi6dSsPPPDAqM+3a9cu5s2bF1YbxaCTLTb+ry2f+/eR+sl9ZREvFt034OZv3jxDfZeD\n", "5TNS6R/wcvBSDxrgeytKuLU4vAW5YfBb0JaTbfxqzyVW35DJZ5d7qe9yAvDl+Xn8yc25Y5whkG3A\n", "g8PlIdkkO7GKsR0+fDiiIachvbOMRiMXLlzgwIEDuN1uamtrx3zM4sWL2bBhAxs2bGDx4sX+2/fu\n", "3cuePXsC7rtz506qq6vZuXMnH330kf/2uro6Nm7cyMaNG6moqAg1JlVSsq5Vnmnhp/eX8+X5eXz3\n", "rmL0Wg32MBZvGc5q1PNn83LRamB6qomDlwbr9T5g47EW3J7rh2eNFZtGo2FFWTo/e6CcW4tT/IkV\n", "YHddF84wtnhp6Hbwo521/I9Np3izpvW6cbpKUHtNUu3xRSqkssC+ffvwer00NTWxaNEi9u/fz4wZ\n", "M4I+Jj8/n8cff/y6259++unrbhttPdhly5aF0jwxTnqthrwkI3881MMfP7HhA76+bDp3DxvTGo5b\n", "ilL49UMVuLw+3qxp828nU5WdiD7CnqLFqCPXauRSt4MbsiycbB28wHZXWToJYcwOe/9cJ4cbB0sM\n", "v9vfSGV2IjfmRGesthDDhZRcGxsbWbduHZs3bwYGa7BiYik9lrCj383RpquzmXad7WBleXpE9XKD\n", "TkvplTVdn7+3lPfOdpKZaBi1JBBKbP0DHv5wsIEPznXxpTk5fKEsjcIUE5Vh7kZw7R6MYxfFxk/t\n", "40DVHl+kQkquOl1szBsXytFpIdtq8O+zdUtRyqiJtdvhpqnXicWgG3N5wtIMC6UZFtptLk612jjd\n", "2k9lloWsMPeAsg142FvXgw94+bNmLAYtf3jkBqxhbnfyhdI0Dl3qobbDzmNzcihOkx1UhTJCemfa\n", "7XZcrsH/dC6XC683dnaenCqU3qfojROtPFiVhcPlxWLUcvMoF7S67W5+u/8Su852YtJreW5VKTfm\n", "Bv9a7XR7eOnIZbaeHBxKtbwklb+5fTqJxsEP7VBisxp13F6Syo4zg1NI75iR5n98OKalmnhmVSkO\n", "l5cUk54EvfIXtNS+x5Ta44tUSMn17rvv5qWXXqKpqQmPxxMw/lTEP4/XR1PfANs+70CrGfzqPO9K\n", "cnV5vHh9PhL0g4mssdfJrrOdwOCwrTdqWsdMrn0DHv/QLIDddd08tcgdVnI0G3X8+YI8lhaloNFA\n", "RaYl4pW4khP0JMtCWUJhISXX9PR0vvzlLyvcFBHMWD2Dxh4n2063094/wENVWczMCr0urtNqeHJe\n", "Hp+3nqPf5eWJebnkJiVwocPO7/Zdwuby8ticHCqyLJgNWsoyzZj1Ws602UPatcBq1HFbSQpvXem5\n", "Li1KCdjGu3T2Qk612MhINJAVZKHuzEQjmWEs5B2q+k47DT1OMixGSjPMEa1JG4zae3Vqjy9SEa3n\n", "um3bNum9xhCP18dLnzb5vzLvr+/h12sqwlrH9MZcKy+urWDA7SPHakSjgV/tuei/yPXTj+r52rJp\n", "zEg3c0NWIg3dTr62bDpV2SNfUPJ4fTR0O/H4fOQlG/nTuXksKEjG64PKLIu/13qh08433zlLR7+b\n", "8gwz311REvK02Wio73Lw9bfP0nVl/def3l8mowdEVARNrs8++yw33HAD3d3dfP7559x0000cPXqU\n", "kpLo79YpggtW13J7vFzosPuPe5we7BEs95effLUX2ud00+24Oga0f8CDzzdYm91ysg2AE819vLi2\n", "8rrz+Hw+9l/s5kc7z+PxwV8tLWTVzIwRRwucaLLR0T84VOtMu53zHfawk6vN6cbh8ZJiMoS9WMzl\n", "Hiddw9Z/Pdlii3pyVXtNUu3xRSpoNf9P//RPWbduHRaLhWeeeYb169fz7LPPkpw89jxzMXESDDrW\n", "35zr3yhw7Y1ZQb9eh8KaoOe/L87HqNOgAf7k5lxyrAYudV8dwO/0+AIWdxnS6/Twu30NeK4Mc3px\n", "7yXa+10jPk+aOfDzfXi5oLbDzoYjTez4vH3Ux1/sdvD9nbX8xabTvHOqDUcYEwogttZ/FeoStOc6\n", "NPXUYDD4h2Pp9fqAFa/ExBirZ7B4egq/XlPBgMdHYUpCRFfSr7WgMJl/fnAmvQMerEYdRWlmvjQn\n", "h2NNNhxuLw9VZZKbdH0SN+g0ZCUaudw7uPJ+ikkfkMCGuzEnka/eUsjBiz2sKE9nZuZgcrvc4+Rb\n", "75z17yrw5Pxc1t98/ZrA2063c/TyYOnin/dcYmaWhYow6s2lGWZ+dn85n7f1U5iSoMhShWrv1ak9\n", "vkiFVHN1OAKXeOvr61OkMSJyOq2G0ijvcKrRaCi55pyz85L49ZoKHG4vuUlGkhKufwuZDTr++tZp\n", "/PHwZfqdbv58YcGoF6JSzAYeujGLh27MCri9b8DjT6wAnzX28fhcH9prxt66PYGzALzXzhK4wuHy\n", "8GljH4cbephXkMzN+VZMBh0ajYbK7EQqY2D9V6EuIQ3ymzt3Li+//DKHDx9mw4YNzJ07V+l2iWvE\n", "0vztaakmyjMtIybWIdPTTPz9ncU8s6qMmVnBk/5IsWVaDMwvGBwOpgEeuCHzusQKcF9lJqXpJgw6\n", "Df9tYR5Fo3ytP93az/d31PJGTRvf31HLqdbg69NGUyy9dkpQe3yRCqnnWlVVRUlJCQ0NDaxZswaz\n", "WepSU5nb66O2vZ9uh4dpqQmjXoDSajSDmTECaRYDX1s2nbpOBxajltL0kRN0UZqJ5+8tw+n2kWrW\n", "YxxlUkCn3RX0WIhoC3koltlspqys7Lrbd+7cOerCKyJ6YqmudfRyL9/edg6vD0rSTPzD3TPGtX31\n", "aLGFOq41xTz2Wr/F6WbSzHo67W5SzXpKJvDCVSy9dkpQe3yRimic63BSf42+AY8XvVYz4tfgWPBh\n", "bZd/AZTznQ5a+lzjSq4ToTjNzM8eKKfd5iIj0RDSxolCjIesFBxDPF4f++q7+drWM/yiup7LPVeH\n", "PU1EXau5d4CDF7s52WLDNcK6q0OG76hqMWhJNo1vZMJosdkGPOw608Fz753no9pO7GEOs7pWYYqJ\n", "OflJE55Y1V6TVHt8kRp3z1VET12nnR/sqMXrG7wAk2Y28OcL8sd+YBS02gZ45r3znG7tRwP8cOUM\n", "lhSljHjfxdOT+e5dxTT2OLk5PyngIlJtez8bj7Vg0Gp4ZHY201Mj//p9ssXGjz+sA+D92i5+en8Z\n", "c/LUucmfUB9JrjHE6fYFrDfaZhvw/6x0Xau1z8XpK1fQfcCOMx2jJtcUk4HbS9Kuu73L7uJHu87T\n", "0DPY7ovdTp65ewaJQUYVwOixdQ8bigXQ43CPeL9Yp/aapNrji5SUBWJIYUoCD1VlApCUoOOhqsGx\n", "n+02Fwcv9nD0ci82hbYlSTHpSEq4+vV+Tl74U0Cdbq9/PVgYnAjg9ES+GnVpppl0y2BizksyUpwu\n", "o1RE/Bh3zzUaO7uKQUkmPX82P4/7KzMxGbTkJiXQ63Tz232X+PB8FwB/eUsBD1ZlRf1iV0GKiZ/c\n", "V8bhhl6yrcaIvn6nmw08tSif3+xrQAN8ZWE+KSEsZj3a3PTiNDP/9MBMOvsHL0JN5IIu0aT2ufdq\n", "jy9S406ukeyKKEaXlKAPGJzfZXf7EyvAlpNtrChLD5iDHy1DuwZEyqDXcm9FBjflWgc3KEwxjXv5\n", "vvzkBPJl8VURh8b9P9RqleXZlJRo1DE9JYH6KwumzM1LwhThItETwWTQUR7mvlZq7/VIfFNTSMn1\n", "gw8+uO42i8XCvHnz0OvlmpiS0i0Gvr9yBp9c6iXRqGVuflLYy+pNJN+VHf+kXCSmuqAXtH74wx/S\n", "2NjI5cuXmT17dsC/rKwsXnnllYlq55Q2LdVETu9ZVs7MCHtjv4l0vsPOj3ad5x92nqd22PqyI3G4\n", "PBxp7OW9sx0cPtc4QS2cHGofB6r2+CIVtNv5/e9/Hxic+pqenh7wu/T0dI4ePapcy0QAj0eZUQLR\n", "0uNw8+MPLlDbMbiC2sVuBy88UE6qaeSpqUcu9/G97bXA4MiIn2ekMz2ELWOEiBfjGorlm4hN3wUQ\n", "O3Utn89HfaeDz1v76XUOjjtttw1Q02JjZXk6VVeW7muzuXAFGYZ17PLVadO9Tg/tw8b0qk2svHZK\n", "UXt8kQqpYHrLLbeMePuSJUui2hgR+z673Md33j3HgMfHg1WZPDo7mxf3NrC3bnB31yfn59HSN8CT\n", "C/JIC7Kgytx8KxuPtQCQatIrsvGgEJMppJ5rTk7OiLfn5uZGtTFidLFQ1/L6fGw40sTAlR7pmzVt\n", "tPS6/IkVYF99Nz++r4w7Z6QFvfA2Oy+Jn91fzt/fWcy3bskIaRfZeBULr52S1B5fpMIqC7jd7ut2\n", "JRBTh1ajCaiLmvRaEo1ashOv9lDn5FmZlmrCMMq6qkMS9Fpm5VlZPiMN2+VaxdosxGTR+IIUTo8f\n", "P87x48dxuVzMmjWLEydOkJiYSH5+PosWLZrIdo5p165dzJs3b7KboXqXe5y8WdPKpW4nX5qTw025\n", "Vuo67eyv7ybVbGBeQZJ8xReqcvjw4YgmSwWtuZ48eZLHHnsMr9fL888/z7e//W0ANm3aFHPJVUyM\n", "vOQE/seSwoDbitLMo26vIsRUFfS729AEAa1WS2Zm5tUHaWW9l4mm5rqWmmMDiW+qCtpzTUpK4oMP\n", "PqCvr4+UlBTef/99srOz/dtsi5Fd6LTTbnORYzVSqOILNUKI0QWtuQJcvnyZhIQE0tPTqa2tpa+v\n", "j9mzZ09U+0IWKzXXM239fOOtM/S7vKSZ9fzkvjL5yixEHFOk5gqQl5fn/3nGjBlhP8FUU9tup981\n", "uEVKp93NxW6nJFcRoKHbwf6LPWiAxdOSyZf9vFQp5OKpy+WipaUFr9dLb2+vkm2Ka9nD5v5rNZBh\n", "js7CNmqua6k5NgiMr8/p5hfV9fx2XwO/2dfAr/ZeUmwB9Imi9tcvUiEl19raWt544w22b98OwJYt\n", "WxRtVDyrzLbwo7tn8Kc35/L8vWWUhbn8nlC3fpeX061XF7U51dI/7o0XRWwKKbkeOnSIRx55BKvV\n", "ilarlTVcgzAbdCyensKfzc9jbn4SBl10Rlaoef62mmODwPhSTDrW3pjlP157UxbJCix8PpHU/vpF\n", "KqRX1WRSvibk9Xrx+XwyEmGS1Xfaudw7QGaiYVy7EoiRJeh1PDI7m3kFSaCB0nQzxjFms4n4FNKr\n", "arcHrs3pdo+9C2dTUxMvvfQSL7/8MpcvXw56323btvHb3/6W5ubmiM+hdhNR17rQYef/3nqG726v\n", "5W/e/JzTrTbFnxPUX7O7Nr6kBD1z8pOYk5ekyHY9E03tr1+kQkquc+fO5T/+4z9obGzktddeY+HC\n", "hWM+5sCBA6xfv57HHnuM/fv3B73vqlWruOOOO8Z1DjF+l7qd9DgH639Oj4/zHbKOhBCRCuljs6Ki\n", "gmnTptHc3ExhYSEGw+hLyQ2xWK5+pTQaI5trHo1zqMVE1LUyEw1oNeC9MvI5N0nZv7nX56O23U5C\n", "0Wwauh0UqHRIktprkmqPL1IhfyexWCyUlJSEfOLhcxNCScZKnUOErjzTwk/vL+dUi43SDDOV2eOv\n", "ufY5B8f6GnUaitLMAcsQnmqx8Y23zuLy+si1Gnnu3lLVJlgx9YSUXN9++21mzZqFx+Nhz549LFq0\n", "iLKysqCPGb4tSaSb1YV7juH7pw/VgdRy/Jvf/IZZs2aFfP+9e/fi8Xgier5ZuVaqq6s5dH587Tcn\n", "pfCJI51Xj7Wg1cDXl+ay4obBSSn79+/nJHm4rnSTm/oG+LyxnYKUgpj4e0fzeHhNMhbaI/GFfxyJ\n", "Mae/AmzevJkHH3yQN998kzVr1vDKK6/wxS9+MehjXn/9ddauXYvP52Pr1q2sXr0aGFzGUKvVUlVV\n", "FXD/mpoaUlNTyc/PH/McI4mV6a9KGf7BMRqH28PhS73sq+9hXkESC6clk2icvNEX9Z0OnnrtpP94\n", "RrqZn68ux3xla/C9dd18f8fgWq4GnYb/s3qmKscFh/LaxTO1x6fY9FcYXAVLq9X6h2QlJCSM+ZjF\n", "ixezYcMGfD4fK1as8N++d+9eNBpNQHLduXMntbW1mEwmiouLWbZsWdBzTEWhvHk/b7Xzg53nAdj2\n", "eTvPrSplfmFy0Md4fT7OtPVzsctJXpKRmVmWqI3NNRm0pJr0dDkGR5cUpSUEnHt2npUfrpzBhU47\n", "c/KslGaoc5qwmhMPqD++SIWUXAcGBujr6/Mn11A2JszPz+fxxx+/7vann376uttGS5yjnUOMrNvh\n", "CjjutI89ZO5c++DwK5fHhwb42QPl3JQbnUki2VYj/7iqlNdPtJBmNnBfRUZAzTXRqOOWohRuKUqJ\n", "yvMJEUtC6qLk5+ezefNmlixZwvHjx6mtlW05JlooYwmL08z+LVdSzfqQeoLNfQP+XVp9DA7Hiqay\n", "TAvfWF7MU4sKRl2gRO3jJCW+qSmknuvSpUtZunQpAJWVlWNezBKTY1qqiZ/eX06bzUW6RR/Slfe8\n", "JCMmvRaH24tOA9NTxy75CCHGFtIFrXig9gtaSjrb1k9jj5Nsq5HyTAu6ILu2CjHVRHpBK6IrF9u2\n", "bYvkYSJGlWVaWDYjjcrsREmsQkRJSMl1+/btvPLKKzz33HNs2LCBTz/9VOl2iWuoua6l5thA4puq\n", "QkqufX19fPGLX+TGG2/k8ccfp7y8XOl2CSFEXAspuQ7NjvJ6B7cvGdoVVkwcNY8lVHNsIPFNVSEl\n", "16ElBnU6HT09PbhcrjEeIYQQU1tIyfXhhx8G4O6772bXrl3XTV0VylNzXUvNsYHEN1WFPP0VBqe9\n", "rl27VtEGCSGEGkQ0FOujjz6KdjvEGNRc11JzbCDxTVUh9Vyrq6u5fPmyf3+rkydP+hdXEUIIcb2Q\n", "eq7t7e08+uijrFu3jnXr1vGVr3xF6XaJa6i5rqXm2EDim6oiKgtkZmZGux1CCKEqQdcWqKmpAQZX\n", "jZ82bZp/Ies9e/bw1FNPTUwLQyRrCwghlKDI2gJD3f3FixcH7BAghBAiuKDJ9U/+5E+oqqryj2s9\n", "d+4cOp2OP/uzP5uQxomr1FzXUnNsIPFNVUGTq9U6uCL9jh076Ovr45577qGnp4c9e/ZMSOOEECJe\n", "hXRBq6uri0WLFmE0Glm4cCHt7e1Kt0tcQ81jCdUcG0h8U1VIydVgMIx4e09PT1QbI4QQahFScu3v\n", "76etrQ2AtrY2/waF77//vnItEwHUXNdSc2wg8U1VIc3Qampq4g9/+AMFBQU0NDRQXFzMxo0bOXXq\n", "FA899JDSbRRCiLgTUnJdtmwZCxYsuO72Q4cORb1BYmRqrmupOTaQ+KaqkMoCIyXWYLcLIcRUF9H0\n", "VzHx1FzXUnNsIPFNVZJchRBCAUHXFognsraAEEIJiqwtIIQQIjKSXOPEZNW1PF4fbbYBehxuxZ5j\n", "smKr67Tz84/r+KeP6qjrtCv2PGqvSao9vkjJHtliVC6Pl4/Od/Hi3ktkJhr45h3FlKSbJ7tZUdHr\n", "dPOTD+o40z6YVM+223n+vjKSE+S/hIgO6bnGickYS9jQ7eQnH9TR6/RwvsPBq0ebUaJEPxmxOd1e\n", "GnsH/MeNPU6cbq8iz6X2caBqjy9SklzFqIan0arsRMoyLXx/Ry1baloVLRNMhFSzga8svLpG8VOL\n", "8kk1Sa9VRI8k1zgxGXWtwuQEvrZsOhaDli+UpvGbfQ3sq+/hn/dcoqbZFrXnmYzY9FoNK8rT+PWa\n", "Cn69poKV5ekYdMr8d1B7TVLt8UVKPqrFqAx6LXeWpXNzQRInWwKTaWec91wBTHod5ZmWyW6GUCnp\n", "ucaJyapr6bUashKNlGVYKEk3AZBh0XNDVvSSktprdhLf1CQ9VxGS/OQEnrm7lLZ+F6kmPXnJCZPd\n", "JCFimvRc40Qs1LWyrEZuyE6MemKNhdiUJPFNTZJchRBCAbK2gBBCBBHp2gKK1VybmprYtWsXOp2O\n", "5cuXk5eXF/Z9t2zZgsfjAaC0tJRZs2Yp1VwhhIgqxcoCBw4cYP369Tz22GPs378/ovuaTCbWrFnD\n", "mjVrpnxiVXNdS82xgcQ3VSnWc7VYrg7VMRqNEd3X4/GwadMmfD4fJSUl8rVfCBE3FEuuw0u5o23N\n", "PdZ9V61a5f/5nXfeiWLr4o+axxKqOTaQ+KYqxcoCQ7VSAI1GM+77jpWgIfDrSXV1tRzLsRzLcVSO\n", "I6HYaIHXX3+dtWvX4vP52Lp1K6tXrwbg+PHjaLVaqqqqxrxvXV0dRUVFAGzdupUHHnhg1OdT+2iB\n", "6upq1fYQ1BwbSHzxLuZGCyxevJgNGzbg8/lYsWKF//a9e/ei0WgCkuto962rq+PAgQMAzJ07V6mm\n", "CiFE1Mk4VyGECEL20BJCiBgiyTVOjLe4HsvUHBtIfFOVJFchhFCA1FyFECIIqbkKIUQMkeQagzrt\n", "LvbXd7Onrps22+AOpWqua6k5NpD4pirZiSDGuNxeXjvWwitHWwC4szSN/3XrtElulRAiXNJzjTG9\n", "Ax52nunwH39Q20mv0626GTBOt5eTLTYOXeqh4uZFk90cRanttbuW2uOLlPRcY0yiUcviaSm883k7\n", "ADcXJJFo1E1yq6Jvf303z7x3AYD5hUn87bIi0ixjrx8hRLyQnmuMSdDreGJeLt+5s5hv3lHE/751\n", "GkkJelXVtTxeH2/WtPmPP7nUS3u/axJbpCw1vXYjUXt8kZKeawzKtBpZZg2+Bm4802k1zM23crSp\n", "D4B0sx5rgvp652Jqk+R6jV6Hm5oWGx12N5VZFkrSzZPdJEB9da17KzLJSTLSbnOxaFoyuUnq3apb\n", "ba/dtdQeX6QkuV5jb303L3xUD0CqWc/PHyinIMU06v07+12cbuvH54OZWRYypG4YkoxEAyvLMya7\n", "GUIoRmqu1/ikodf/c5fdTZfdPep9nW4PLx1p4nvba/n+jlr+7ZNG7C7PqPcfDzXXtdQcG0h8U5Uk\n", "12ssK0n1/zwtJYHMxNF7or1OD7vOdvqP3zvbSa9TmeQqhIgvUha4xvzCJP7pgXJ6nG6K08zkBKkF\n", "Jhp0LJ6WzHvnBhPsomnJWBUaNqXmupaaYwOJb6qS5HoNk17HTbnWkO5rNur4ysJ8bpmegg+oyrZg\n", "iaExqS6PlyONvVRf6GZ2biKLpqWQZJKXXIiJIGWBccqyGllemsYdpWlkK3jFO5K61pl2O995t5Z3\n", "Trfz4w/rOdFsU6Bl46f2mp3ENzVJclWxbrub4etJtvQNTFpbhJhqJLnGiUjqWtNTEyhMGexNW406\n", "qnISo92sqFB7zU7im5qkAKdiBSkm/nFVKa19LlLNeqaljj5eVwgRXdJzjROR1rVykxKYlWeN6cSq\n", "9pqdxDc1SXIVQggFyB5aQggRhOyhJYQQMUSSa5xQc11LzbGBxDdVSXIVQggFSM1VCCGCkJqrEELE\n", "EEmucULNdS01xwYS31QlyVUIIRQgNVchhAhCaq5CCBFDJLnGCTXXtdQcG0h8U5UkVyGEUIDUXIUQ\n", "IgipuQohRAyR5Bon1FzXUnNsIPFNVYrtRNDU1MSuXbvQ6XQsX76cvLy8sO8bzjmEECKWKNZzPXDg\n", "AOvXr+exxx5j//79Ed03nHOonZr3KVJzbCDxTVWKJVeLxeL/2Wg0RnTfcM4hhBCxRLHkOnwQgsFg\n", "iOi+4ZxD7dRc11JzbCDxTVWK1Vw9Ho//Z41GE9F9wzlHamoqhw8fDreZccNisag2PjXHBhJfvEtN\n", "TY3ocYolV7vdDgz2Pod+Bjh+/DharZaqqqox7zva7SOZP39+1NouhBDjpVhyXbx4MRs2bMDn87Fi\n", "xQr/7Xv37kWj0QQk19HuO9rtQggR61QzQ0sIIWKJTCIQQggFSHIVQggFSHKNU16vN2A0hRAitih2\n", "QSvaojGdNpaF0+Zt27ZRW1vLmjVryM/Pn8BWRi6c+E6cOMHp06fxer0sWbKEwsLCCWxp+MKJbc+e\n", "PTQ3NwMwffr0uBjlEu7/J7vdzi9+8QuefPLJuHh/hhPfli1b/J2a0tJSZs2aNfqJfXHijTfe8P/8\n", "+uuvR+2+sSLcNp84ccLX0NCgZJOiKpz4PvzwQ//Pb731lmJtipZI32/vvvuuEs2JunDje+edd3yf\n", "fPJJ3Lw/w4lv+/btIZ83bnqu0ZhOG8visc3hCCe+ZcuWKd2cqAr3tbtw4QKvvfYaa9euVbJZURNO\n", "fJ2dnVgsFkwmk9LNippw4vN4PGzatAmfz0dJSUnQNaTjpubqi8J02lgWj20ORyTx7dixg0WLFinV\n", "pKgJN7bi4mK++tWvcvDgQSWbFTXhxFddXR13C7mEE9+qVatYt24dDz/8sL+8M5q46blGYzptLIvH\n", "NsYYke8AAAcTSURBVIcj3Pg+/PBDysvLyczMVLJZURHJa2cymUhKSlKqSVEVTnzNzc28+eabtLS0\n", "UFxcHBc110j/742ViOMmuUZjOm0sCye+eBROfB9//DE5OTkUFxdPdDMjEk5sHR0dpKen++8fD8KJ\n", "76mnngKgpqYm4jn5Ey2c+Orq6igqKgLA4XAEPW/cJNdoTKeNZeHEt3PnTmprazGZTBQXF8dFjTLU\n", "+FpaWti9ezeVlZWcOnWK3t5ennjiiclqdkjCee12796N0+kEYMGCBRPe1kiEEx8MfoBUV1fHTc81\n", "nPjq6uo4cOAAAHPnzg16Xpn+KoQQCoibC1pCCBFPJLkKIYQCJLkKIYQCJLkKIYQCJLkKIYQCJLkK\n", "IYQCJLkKIYQCJLlOIX19ffz+97+npqZmwp/7Rz/6EZs3b2bz5s3+QdhDdu/eTWdn57jOX1dXx7PP\n", "Pjuuc6hRqH/bTz75hN/97ncT0KKpI25maInxs1qtk7aoRmVlJWvWrBnxdy6XC7fbPa7zFxUVccMN\n", "N4zrHGoU6t92/vz51NXVTUCLpg5Jrip06NAhPvroI3Jzc7FYLLhcLlJTU1m5ciUA+/fv58yZMwBk\n", "ZGT4E67X6+W1115Dr9fj8/mwWq3cfffd/vPu2bOHxsZGjEYjXq8Xo9HIfffdB8Dp06c5cuQIZrMZ\n", "h8PBggULmDFjhv+xZ8+eZfPmzbjdbnJycrj99tuBwTnohw8fpqGhgcTERLRaLffddx96/dhvzZqa\n", "Go4cOYLJZMLlctHf3+//XUdHB9u3b8dsNuPxeMjPz2fJkiUMDAzw0ksvYbPZeOyxx0hOTubVV1+l\n", "oaGBJ598kuzs7Ij/rqM9Jwx+a9i1axd2u53ExEQGBgbQarX+ZQfPnDnDsWPH0Ov1eL1eGhsb+cu/\n", "/Msx/wb9/f1s2rQJq9WKTqfj9OnTfP3rXw/pb7tz5046OjrQ6/XodDq8Xu+YzyfCEPLKryKuPPfc\n", "c77W1lb/8f79+30nTpzwnThxwrdjxw7/7a+88sqo5/iv//qvgON///d/9/X29vp8Pp/P4/H46uvr\n", "fT6fz2ez2Xz//u//HnDfjRs3+gYGBkY879tvv+3r6uryH7///vsBbQ1Ff3+/b8OGDf5jt9vt++Y3\n", "v+k//td//deA59+9e7fv/PnzPp/P5/N6vQGPfeeddwLaE8xof9exnnPIN7/5TV9zc3PAbXa73bdx\n", "48aA23bv3h1Se2prawMW3b5w4ULA70f72544ccK3d+9e/3Fra6vv+eefD+k5RWik56pSBQUFAcv1\n", "zZ07l3fffZfS0tKAxTR0Op3/Z6fTyfbt2/F4PGi1Ws6dOxdwzkceeYR9+/bhcDhwOBz+hSuam5vp\n", "6elh8+bN/vs6HA46OztH7Anm5+fT3t5OSkqK/zZfmEtcNDQ0MHPmzIA4brrpJv9xU1MTb731lv/Y\n", "6/Wi1+spLi5Go9GQmZlJW1sb6enp9Pb2BrQlmNH+rlVVVUGfc8i8efOu+5s0NjYG9PIBli5dGlJ7\n", "SkpK8Hg8vPvuu/6l84ZWbRoy0t/2zJkz3HPPPf7jzMzMmN9OJ95IclWphoYG2tra/Ings88+Y+bM\n", "mUE3NXz77be56667SE5OBsBms/l/53a7OXv2LHfccYf/tv/8z/+kuLiYwsJCcnJyAmqqw79iXrhw\n", "gYKCAv/6l+fOnfOXEwD0en3Ymy0WFBRw8OBB/0rwbrebo0ePsn79egDKy8u5//77A9bcHF57XLZs\n", "GVu3bqWwsJCFCxeG/LzX/l2PHDlCRUVFSM85mry8PD755JOAVe0vXrxIVlbWmCv6f/bZZ8yZM4ey\n", "sjJgsHQzfFm80f625eXlHDlyxF+2aG1t5eLFi2O2VYROVsVSqZdffhm9Xu9f/DcjI4OlS5fyb//2\n", "bwB8+ctfpq2tjX/5l3/h9ttvZ9myZZw4cYKamhoMBgNut5szZ85w8803s2rVKhwOBy+++CIzZsxA\n", "o9HgdDqZN2+e/z/1xYsXOXjwoL+e19fXx+rVq0lKSqKjo4N3330Xg8GA1+ulqqoqoJfZ29vLli1b\n", "sFqtwOCFtzvvvHPMGI8fP86RI0ewWq309/fT09NDcXExq1atwmazsWPHDrTawQExNpuNxYsXB/QQ\n", "33jjDbq6unjyySfH9Xcd+sAJ9py1tbUcPXqUY8eOMWvWLBISErj33nv9562pqeH48eMYjUbcbjfp\n", "6ekh/Q02bdrkf74hDz74oP+2YH/bHTt20NnZiclkwuFw0NLSwpIlS+JmKcRYJ8lVpTZu3Mijjz46\n", "2c1QHfm7ilDJOFcVOnToEKdOneKNN96gp6dnspujGvJ3FeGQnquISUNDl0Z6e1qtVkV2mJiM5xzL\n", "tm3bRtxORKvVsnLlSsxm84S3SYRGkqsQQihAygJCCKEASa5CCKEASa5CCKEASa5CCKGA/x/nF3dJ\n", "EbfFswAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.502468\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0HOWVP/xv76uk1r5auyxZXvAuY4yNwRiBFyTC7jDk\n", "ZHBmQn7kzWSSQEgyCQMEMoGQTCYLyTBZCBjwbsu7ZbAt2XgTNpZlydpta99avW9V9f4hq622pVZL\n", "qmp1q+/nHM5RlavrPlXd3K6+9dTziDiO40AIIUQw4sluACGETHWUaAkhRGCUaAkhRGCUaAkhRGCU\n", "aAkhRGCUaAkhRGBSoXbc3t6O0tJSSCQSrFixAomJiSNue+LECXR0dAAAUlNTsWDBgjHvgxBCApVg\n", "ifb06dPYsGEDAGDHjh0oKioacdulS5e6/z548OC49kEIIYFKsNKBWq12/y2Xy0fdvqmpCW+//Tay\n", "s7PHvQ9CCAlEgiXaoQ+cyWSyUbdPT0/Ht771LZw5c2bc+yCEkEAkWOmAYRj33yKRyKfXKJVKhIWF\n", "jWsfBw8ehEQiGWMrCSHEO51O575vNF6CJVqr1Qpg4Kp08G8AqKyshFgsRn5+vntdb28voqKi3NuP\n", "to/hSCQSzJ8/n7f2E0IIAFRUVEx4H4KVDgoKCrBp0yZs2rQJBQUF7vUnT57EiRMnPLYtLy/Hli1b\n", "sGXLFsycOXPUfQSasrIyik2xKfYUjc0Hwa5ok5KS8NRTT922fuPGjbetW7du3Zj2QQghwUQ0VYZJ\n", "LC0tpdIBIYR3FRUVuO+++ya0D3oyjBBCBEaJlgehWrui2BQ7FGLzgRItIYQIjGq0hBDiBdVoCSEk\n", "CFCi5UGo1q4oNsUOhdh8oERLCCECoxotIYR4wUeNVrAnwwghZLI5GRZVHWZcbDdheqwacxK0UMr8\n", "P/gUlQ54EKq1K4pNsQM9dm23BT/YW4e/V7TjxwcacLnTzHPLfEOJlhAyZfVanBhaG+0yOyelHVSj\n", "JYRMWc19Vnx/Tx30NhdUMjHeWpODnBj16C8cgmq0hBDiRVqkCm+vzUGHyYFotQwZUapJaQeVDngQ\n", "jLUrik2xQyX2NJ0SC1PCJy3JApRoCSFEcFSjJYQQL2isA0IICQKUaHkQrLUrik2xKbZ/UKIlhBCB\n", "UY2WEEK8oBotIYQEAUq0PAjV2hXFptihEJsPlGgJIURgVKMlhBAvqEZLCCFBgBItD0K1dkWxKXYo\n", "xOYDjd5FSBCwuRj0mJ0Ii5822U0h40A1WkICnM3JYE91N9491YowhQSvP5CFvDjNZDcrZFCNlpAQ\n", "0Gpw4N1TrQAAo53BX8+2gmGnxPVRyKBEy4NQrV1RbP+QikWQikXu5XClFEMW/SaUzjnfKNESEuBS\n", "dAr8dFUGUnVKzE/S4KvzEyESTUKmJeNGNVpCgoTJ4YJMLIJC6v/pskMZzRlGSAjRyul/12BFpQMe\n", "hGrtimJT7FCIzQdKtIQQIjCq0RJCiBfUj5YQQoIAJVoehGrtimJT7FCIzQfBbmO2t7ejtLQUEokE\n", "K1asQGJi4ojbXrp0CTU1NWBZFkuWLEFKSgoAYPfu3WAYBgCQlZWF2bNnC9VcQggRjGA12l27dmH9\n", "+vUAgB07dqCoqGjEbY8dO4bly5cDAPbu3YuHHnoIAHDo0CHcf//9PsWjGi0hga/b7EBDrxVKiRjZ\n", "MWqo5YHfJzig+9Gq1Wr333K53Ou2g0n2VgzDYNu2beA4DhkZGZRICQli/TYXfnviOk429wMAXlia\n", "gnX5sZPcKv8QrEY79EJZJpP59JpDhw5h8eLF7uXCwkI88sgj+MpXvoKOjg7e28iXUK1dUWyKPRZ6\n", "q9OdZAFgT3UPrE7GL7Enm2CJdrC2CsCn57KPHj2KnJwcxMTEDPvvviTroW9GWVkZLQu8fPHixUmL\n", "f/HixUk//lBbnuj7re9sQ0qEwr1uTpwSCqnYp9dP9vs9UYLVaLdv347i4mJwHIeSkhKsW7cOAFBZ\n", "WQmxWIz8/Hz3tsePH0dsbCzy8vI89tHc3Iy0tDQAQElJCdauXTtivFCq0XaZHGgx2BGukCA9SgUx\n", "DTBC/IjjONT1WNFqsCNeK0dOjBoSH4cTu6a34YtWI7RyCeYkahGj8V5WDAQBXaMtKCjApk2bwHEc\n", "Vq1a5V5/8uRJiEQid6Lt7OxEeXk58vLyUF1dDaPRiGeeeQbAQKI9ffo0AGDu3LlCNTWodJkdeO1I\n", "Iy53WiATi/DGg1mYkxg22c0iIaS+x4p/L6mFzcVCIgLeXpuD/HitT6+dplNimk4pcAsDj2CJNikp\n", "CU899dRt6zdu3OixHBcXh5deemnYfYx0kyzQlJWVYdmyZX6J1W5w4HKnBQDgZDkcqumatETrz+Om\n", "2IETu81oh83FAgAYDrjeb/c50U40drCiBxaCTJhCAoXk5s+0jEiFl60J4V98mAKyG59BsQhIDqfP\n", "4GhorIMgVNVhQllTP9IilVicEo5ItW+9OgjhA8dxuNJtwfV+OxLD5Jgeq/GYAWKqCegaLRFOfrxW\n", "8J9qhIxEJBIhN1aD3FiaINJXVDrgAZ/dQAIpNsdxcDLspMQeDcWm2MGErmjJsNqNdnx8oRNNvVY8\n", "NS8eC5LDfe7CQ6a+NoMddheLWK0cmiB4jHayUY2WDOsvZ1ux6fzA03gSEfD74lxkRKlHeRUJBTWd\n", "Zvxwfz1MDgZfmRWLp+clIEwxda/ZaDxaIphOk8P9N8MBNteU+D4mPNhS2QmTY+DJz62VXWjtt09y\n", "iwIfJVoeTMXaVVF+LLQ3fhKunRGD5PDbn+CZisdNsUePHaO52ctFKhZBLhU+jVCNlkxJuXEa/E9R\n", "LmxOFnFaGbRT+KchGZt1M2JhsjNo7rPhq/MSkBqCT3qNFdVoh9FhtKPN4ECYUorMKKVPg+IQEkpY\n", "joOL5SCXTP0fxdSPVgCdJjteLW3ElW4rZBIR3nwwG7MTqM8qIUOJRSLIJXQB4qup/3U0Rq0GB650\n", "WwEAToZDWaN+1NcEQt2MYlNsih24KNHeIlwp9fimzopWTWJrCCFTAdVob8FxHKo6zChv7kdGpBKL\n", "poVDp6KxBAgJVVSjFYBIJMLMBC1mUl2WEABAQ68Vrf12xGplyI72fZBvchOVDngQqrUrij31Yzf2\n", "WvHd3Vfwn6WN+LfdtajpMvs1/iCq0RJCpqxWgx0W58DAQi6WQ1OfbZJbFJyoRktIEDPaXTDbGWgV\n", "EkEeKqnttuA7u67AyQ6kibfWZIfc1ElUoyUkhHUYHfht+VWcbTHi7nQdvrEkGbE8T3aYFa3C22tz\n", "0NRnRVK4Ank0Bu24UOmAB6FUs6PYgRP7cqcJp68bwXLA0UY9rnRZeI8nFomQF6dBYW4MDPUX/DKu\n", "wXCoRktIkNJbnei3OYf9NxfLwepk/Nyisbn17v9w08kwLAe9zQlbgB/LVEc1WhKSLrQa8ctjzZCK\n", "RXhxRRpmDJkaqNVgx/sVbWjsteGr8xOwJDUiIOfE6jE78MEX7Th51YB7syLx2Jw4jz7fNieDw3V9\n", "+OhCO3Ki1dhYkISkcBoAZqxoPFpCxqHb7MCrpY3oNDnRanDgF0evot/qcv/7/poelNb1oaHXitdK\n", "G9Hca53E1gK9FgeO1PVi85cdaBzSlmiNHP+yJAW/L87F1xYk3vZgTWOvDf9dfg2dJifKm/txtGH0\n", "x8mJMCjR8iBQanYU2zccNzCY+SCG5cDh5opey81yAssBDsbzR99gbIblcLHdhA++aMepq/2wOFwQ\n", "wv6aXrz5WTP+fLoVP9xXh3bjzYG2FVIxIlUyyIapnTK3/Fi1Okee/+1WeqsT1/U2GGw3jylY3+9A\n", "QImWhJwYjQwvr0yDRi5BuEKC7y9P9bgaLJoZC51yoEPOV2bFIkWnGHY/dT0W/GBPLf52rg0/OdiA\n", "qk7+b0YxLIeKFqN7udfqgtHuW701LVKJx+fEQQRgWoQCq7IjcVVvQ5vB+4wIbQY7fnqoAV/fchk/\n", "/7QJHUNm2yDjQzVaEpI4jkO3xQkRgJhhukR1mhywOVlEa2QjTj54slmPnx5qdC//v6UpWJ8fy3tb\n", "P2vow8+PNAEA7kjU4ocr0xGl9m38DauTgd7qgkwClNbp8d6ZVqhlYrxemIWZI0xZ/2l9L974tNm9\n", "/B/3pWNZRuREDyNoTVo/WpPJBK2WxgIgwUskEnntcxqnHb0/anKEElFqKXotLigkIuTGCjN55Z2p\n", "Efj1uukwOxmk65Q+J1kAUMkkUMkkaOy14r0zrQAAi5PFX8624s3CbEiHGbhbccs6hZRmuZ0or6WD\n", "qqqqYf/78MMP/dW+oBCqtatQj52qU+KtNTn4eWEWfrM+F7kCdeZXSMXIj9dgUUo4as6fHtc+pGIR\n", "ZEOG/4xSySAeoSfFjDgNnrwjHtN0Cjy7IAHTYweGCg2Ecx6svF7RnjhxAsuWLUN9fT06Ozsxb948\n", "VFRUICoqyl/tIySgpUQokRLh2WWq3+bClS4znAyH6bHqYUsT/pYSocCr92fif8+0Ik4jwzPzEyEe\n", "YYqmSLUMzy5IxONz4qCSSWi0Lh54rdEOlgg++ugjPPnkk+71H3/8MZ544gm/NNBXVKMlgcDJsPjw\n", "fAc++KIdAHBXWgS+uzwVYQEyuaXNyUAqFt1WMmBYDhfajNhX04PcGDVWZkchegwlikDCsBycDAul\n", "jJ+Sh+A12sE6rFzu+Y186zIhocRoc+FciwFXuq1YkhqOmfFa91WfxcGgtLbXvW15cz822pmASbQj\n", "JZ/GXit+tL8eDAccbdBDJZNgzYwYP7du4toMdnx4vh31PVY8PTcBBanhkAXABJI+tcBisYBlB/rg\n", "MQwDo9E4yitCS6jWrgItdp/ViS6TA8yNkaY4jkOnyYFOnrsnfd7YhZ9/2owtFzvx4t46NAx5iEAt\n", "k2BJWoR7eXaCFtoRei2Mh1Dn3ORgPPoWXzfcPhxioL3fwzlY24MDV3pR12PFa0ca0awPjGEdffqa\n", "ffDBB/GPf/wDcrkcdrsda9asEbpdJAgZbS5c7bdBJhYjPVLp1wFIrnRZ8GppI4x2F/7t7lTclRaB\n", "L1qNeO1IE0QA/mNVBuYnh/MSq9V484EGhgP0Q54qk0nFeGJOHGYnaOFkWMyI0yBcGRhXs96kRCgw\n", "L0mLL1pNUMvEWBGk3bl6LTffC5YDHC7fH9IQEvWjJbwwOxi8X9GGbZVdEAH4wT1puDcrEqIRbrjw\n", "ye5i8OLeOvcDA2IR8LuiXPxgb527c3+0WobfFeWOqWvUSKo7zfj+nlrYGQ4pEQq89kAWksKHf6gh\n", "mPSYnegw2aFVSJGqC84xEWq7LfjR/nrobS48nB+Df5qfiLAJftFNWj/a9vZ2JCQkTCgwmVp6LU5s\n", "q+wCAHAANp3vQMG0cEEGo76VSCTyuDMuFokgAiAbsk4mEYGvm+d5cRr898O50FtdSAiTI3ESkqyT\n", "YdFrcUImEfPy5QEA0RoZojXBeQNsUE6MGv9TlAurk0GMRj7iwyb+5tNvu0uXLnksnzhxQpDGBKtg\n", "qF0JHVslEyN2yP/wWdGq2zq+CxVbLhHjm0tSkBqhgE4lxY/vTUdapAo/vi8DyeEKTItQ4Icr08Gw\n", "HM5eN6Cqwwyba/zDBpaVlSEjSoV5yWF+S7KdJgfKm/T4tLoVvRYnDtX24uubL+OFnTWo6+b/0d/h\n", "BMpnbTRxWjnSIlUBk2QBH69oa2trMXPmzJsvkgZ+zYn4V4xGjlcLs7CvugcRSgnuzY4adqAToWTH\n", "qPGrddPhYllEqmQQiUSYlaDFb9ZPh0gEuBgOvzja7B434Icr07AyKzj6gxtsLvy2/BpOXTMAAH50\n", "rwq/LrsGAOgyO/HXs214ZXUm9XcNYOPKmIM9EMiAZcuWUWwAmVEqfGtpyoT22Wawo6xJD5uLxYrM\n", "yBFrhcMd93A3nQbX1XZbPAZnKanqxvKMyHElJ3+fc5PdhTajAyqZGFYni26zA2LRwM0eAJDzWBbx\n", "JpA+a8HGa6ItKSmB1WpFdXU1nM6bd1rj4+NH3XF7eztKS0shkUiwYsUKJCYmjrjtpUuXUFNTA5Zl\n", "sWTJEqSkpIx5HyT42ZwM/ny6BWVN/QCAskY93nwwG5E81CDDFRL3uAQAMC85LCiuAK1OBnU9VmRH\n", "q7B6ehRONPXDwbD44cp0vPt5C2I1MvzTgkS/3HQk4+c10a5duxYAsHv3bqxbt25MOz59+jQ2bNgA\n", "ANixYweKiopG3LanpwePPPIIAGDv3r3uRDuWfUymsrKySfvGnUqxbS4WNUPmvWrW22AboXvOWGPH\n", "hynwRmE2zl43IEotw9yk8c/k6s9zXt1lwWs3Ru46Ut+Hn9ybhpkJYdCppJgdr0GH2QGD3QW91Xnb\n", "wN98m0qfNX/zuR/tWKnVN0cyGu1JsuXLl094HyT4hSmkeHxOHH53sgUAUDzr5riwfMiIUiEjSsXb\n", "/vxBb/Wc08xksSJKPVBbruww4/UjTeAArMqOwjeXJE+4KxMRhk/vynhufg3tniuT+fZNe+jQISxe\n", "vHhC+5gMoVq74ju2RCzC6unRyIlRw8VySI9UQjXCneOpdNzeZESpEKWSotfqQpRaivzkgSRrdzH4\n", "5MtO97wQh+t68dicOEETbaiccyH4dFt47969uHbtGpqamvDhhx+irq5u1NcwzM3uM77Uj44ePYqc\n", "nBzExNx8vnqs+xjaBaSsrIyWg3BZJZMgP14LQ/0FfHn21Kjb91gcaO6z4ouqKwHRfr6X0yNVeHtt\n", "Dn6yLBYvLopAWuTAFfmlL79EdtTNX3mRKin6ezonvb1TdXmifHoybMeOHVi/fj127dqFoqIifPLJ\n", "J3j88ce9vmb79u0oLi4Gx3EoKSlx13grKyshFouRn5/v3vb48eOIjY1FXl6eT/sYzmQ+GVZWFpq1\n", "q8mOnT57IV451IBmvR0LU8LwnWWp7gG7W/ptcDAc4rRysByH6k4L+m0u5MSo3MlqIrED4Zx3GO0o\n", "a+pHj8WJ+7IjEauVQyUVCzaISqAct7/57ckwsVgMsVgMpXKgq41CMXon7YKCAmzatAkcx2HVqlXu\n", "9SdPnoRIJHIn2s7OTpSXlyMvLw/V1dUwGo145plnvO6DEJFIhMp2E5r1A/Nfnb1uREOPFXFaOSrb\n", "TfjRgXpYnSyemhuP3Bg1fnZ4YMqZGLUMb63JRpfZiWa9DdnRKuTGalDbbcGJZj1SIpRYmBLO29NW\n", "QooPU+Ars+Ngtruwr6YHJdXdmJcUhqfnJXidPYL4n0+J1uFwwGQyuROtL8MjJCUl4amnnrpt/caN\n", "Gz2W4+Li8NJLL41pH4EmVGtXkxn7rrvuwrGGPo91CpkYDMvhHxVt7hlfN53vwHeWTYMIA/1Nuy1O\n", "XDfY8eMDDQAAiQh4a20OXt5f737N/7szBetnjjz3V6Cd89oeK/50emCamlZDD2bGa7AqJ9ovsf0l\n", "2Gu0PiXapKQk7NixA48++igqKyvR0NAgdLsIGdWsBC2evCMep68Z8MD0KEyPUUMiFiEu7ObVnFwi\n", "Qkq4As8tToLBxiAxXO4x2tbg6FtDp+Ku6TYDGEi0LMeNOBMB31wshytdZrQbHUiJUCAnRu3TvQkn\n", "49kFbizTivtLY68V3RYn4rXyoB2wZiJ8KuYsXboUX/3qV6FUKpGXl4fnn39e6HYFFT6L5sEau8fi\n", "xIlmPcob9eg2Cz89dVlZGaLUMnxtYSJ+tTYHxbPi3M+2PzEnHquyozAzXoM3CrPQZnTgz6db8fGX\n", "HXjvTCtSIhTu+bO0cgnitHLMjB/oSigRAfdlR6HH4sSHX7Tjpb11ONbQB/uQ/rxCnfOaLjO+W1KL\n", "Nz9rxr+V1KKux3rbNsPFzoxWY2WWDgCQHaXC/OTx9xH2ZrzHXdttwXd2X8GP9tfj30tq0dR7+3EJ\n", "FTtQjLkviFQq9ejudf78ecydO5fXRhF+Xe+3oa7bCq1CgrxYNe8jatldDD78oh27L3cDAFZk6vBv\n", "y1KhHqFrFp9XiWKR6LY4yRFKfH9FKlwsB5lEjP1Xbk6dbbQzYDngN+umo8vsQEKYAhlRKry8MgPX\n", "++0IU0iQEaXCZw19+Ou5NgDA+TYTfrN+OmbECTP5Ym23BfU9VqjlYuTGqnG50wInw6HdaEdOzOgz\n", "60arZXhh6TT80/xEqGUSXp6k41Njr9V9ld1vc+F6vw3pQdafeaIm/H9cU1NTyCfaQK5ddRjt+MmB\n", "erQYBq4yv7tsGgrz+JmiZDC2ycHgWKPevb68qR/PLXLdlgBdLIdz1w3YWtmJGbEarJ0Rg1gfpvX2\n", "FnskItHNWV+XZ+hwuLYXHIBUnQKxGhniwxTIHpLEYrVyj7b03HJVzrIc7C4GCqmE1/e7sdeK7+2p\n", "dSeify1IxpUuC6RiERLDbr/pPFJsrUIq+JCU4z3uoVO3i0UY11xkIVGjJcFLb3O5kywAHGvU85Zo\n", "B2nlEixLj8Ce6h4AwJ1pw49De7XPis1fdqLNaMf5VhN0KimKZ8Xx2pbhzE8KwzvrcmCwM0jVKRAf\n", "poDJ7kJTnw0SsWjgwYhb5tJamBKOrZVdkIhE+NbSFNT1WHC13waNTIyC1AgopPwMwddjcXrUVA12\n", "F36yKgOxGjmyoqfGVV9enBo/L8xCTZcFs+I1Hl9woWLyZy2bAgKlTjqcSKUUyeE3ryiWZ+h4j62Q\n", "SrBhXgJ+uioDP743Hf9SkHLbWKBWJ4OabgvEYuCerEgsS49Au3H8tdyxnHOZVIz8eC2WpEYgKVwJ\n", "m4vBtsoufLekFv/fris4cKUHLtazJ01mtBq/XjcdL96Thp9/2oTfnWzBb8uvo9fqQkVjx7jbfat4\n", "rRw61cCXklgEzEsKw9I03Yg3wgL5szYSpVSChSnh2DAvAXckhY2rn2/I1WhJcIkLU+DVB7JQ12NF\n", "mFyC3FhhriZiNHLEeOm7WdttwTvHB8ZQPd9qwjcKkjAnQct7O7rNDnSZnQhXSJAcMfzd7X6rC5vO\n", "t7uXPzrfgeUZkbf1nU0MV+BK90C9FBgofZjsDCLE/M3+NE2nxC8fysa1fjui1TJkT5GrWOKJEi0P\n", "ArlGCwApEUqkjJB0hI49yOTwnNFAIRFjeuz4by4NF7vD5MDPjzTicqcF4QoJfvFQNrKib/9iUcrE\n", "SItUoqF3YIbUzGgVlCMMUp4YJodMLIKT5RCpHPiicjAcmnqtvN3QSYv0/Wm1QP+sTcXYfKBES/wi\n", "M0qFnGgVanusiFXLMCeR/6vZq302XL4xQaPBzqCixThsoo1QyvDyvek4XNsHqViE+7IjR+whMTBz\n", "Qw6u6m2I1cjxs0MNsDhZaOQSvLUmZ8rUUYmwJlyjDfUeB0Bw1s1Gorc60W6ww+YcfU6tscROCFPg\n", "ldWZ+O3D0/GrdTler+B6LU5Ud5rR0m/zOTbLcdAqJBha1Yzz0qMhVafC1xcl4Z8WJI5YYgAGuo/l\n", "xmpwf040ei1OWG7cuDI7GFzz0j6hTKXPWrDE5oNPV7Tl5eWIjo5GXl4e6urqoNVq3bPgpqenC9k+\n", "MgFmB4OaLjOMNgZZMapRywfNfVa8VtqIa/12PHFHPB6bHcdrl6HR6rgA0GV24K2jzfii1YQwhQRv\n", "PpjttS+pweZEaV0fTjT3Y92MaPzHqgwcqu3BHYlhvF81Dx0/QAR4TEZJiDc+jd61adMmrF69GtHR\n", "0WBZFlu3bsVjjz3mj/b5bDJH7wpUh2p78MujVwEAyeFy/OLBbMQN0zdz0P+dacVHF27eUf/V2hzM\n", "EuCGlTcVLQa8tK/evbxhXjyeXZA04vanrvbjJwdvPhL+9ppszE4U5skoh4tFVacZV7osyItTY0ac\n", "RrCRskjg8NvoXRqNBtHRA4NUiMViSCSBM40vGdnxIQ8RtBgc6LW6vCZaucSzO9FE59RqN9pR222B\n", "XCJGXpwGET4MSq2RSzwmHowf5YEGg92zxNFvH/804qORS8WYmxQ2oWlwSGga19exWEzf4kMFau1q\n", "adrNPrOJYXJEjjKn1L3ZUVgyLRyxGhleuCsFGZHeSw3eYvdbnfjl0at4tbQJPznYgN1VXWB9GPUt\n", "M0qFn63KxJJp4fjnRUlYNC3Ca+y8WDWSbvQTzopSIcsPj3YG6vtNsQOXT1e0IpEIvb29iIqKQm9v\n", "r8fMByRwLUuPQIw6C0a7C1kxasSHeb86TApX4OV702F1sghXSid0RWuwM7jYbnIvf9agR9GsWGjl\n", "3j9yMokYS9IisCRt+AR7q2k6Jf7roWz02xhEqqSj1oCH029zotvshFomQWL46GMtEzJWPtVoGYbB\n", "oUOH3GPSFhYWjmseMSFRjTaw6K1O/OxQA6pudLfaMC8ez8xPFGTIwR6LEyeb9Wjus6EgNQI6hQTp\n", "0WpIffii0Fud+OPnLThS33fj5lsWcmKEGTyGBCe/1WglEgkKCwsnFIiEFp1KhhfvSUdNlwUKqRh5\n", "cWrBxnU92tCHP34+MHPuwdpePD4nHmYXizt8uCl2vd+OI/UDA4gb7QwOXumlREt451Oxtba2Vuh2\n", "BLVQrV2NFjsxXIF7siJxZ1qE1/qwk2FhvaXfLsN6/6E1NHZN18BV87L0CDw2Ow5pOgWqO82jNR8A\n", "oJSKMfTC11vf2+Fi+xvFDk4+XdFeuHABOTk57uXGxkZkZGQI1igSOq7qbXj31HX0Wlz4xuIkzErQ\n", "4lyLEZsvdCA3VoOHZ8UgXuu9blo4PRpOhoVULMLfK9ohk4jw8sp0n+KnR6nw01WZ2PLlQLwVmfwN\n", "ukPIIJ9qtB9++CGefvpp9/KOHTtQVFQkaMPGimq0wYdhObxW2ojy5n4AgEIiwhsPZuN7e2rd3bu+\n", "vjARBdPCkaJTjthntd1oR5vBjheH9L+dm6TFG4XZPt/QY1hu2G1bDXbsre5Gl8mBR2bHIXcC4zOQ\n", "4MRHjdbnqWwOHDgwoUAkeDAsh8ZeK2q6zDA7hOthwnKcx/xddoaD1cVgaNWgqc+G14404Xijftju\n", "YbXdFryw8woqO8xQyW5+nDMile7E2W91osfsgINhUd9jGfa4hkuyLMdh0/l2fPJlJz5t0OPl/fVo\n", "N9rd/3apw4QPvmjHyeZ+Qc8TCX4+Jdr3338fBoMBmzdvxubNm3Hx4kWh2xVUplrt6tTVfnxzezVe\n", "2HkFH19Pm4gNAAAgAElEQVTogHWEJDLR2DKJGM8tToL6RoL81yXJyIhU4t6sSABAmEKC/HgNWgx2\n", "/PVcG4y2m0l5MPa2yk7021zYXdWN5xYl4a60CDw+J849oPiVLgu+vesKvrGtGsca+vBaaSNe2HkF\n", "n3g5rkEulkNT383xDIx2BjYni7KyMtT3WPGDPXX427k2/PRQAy62mbzsiT9T7bMWDLH54FON9sEH\n", "H8TChQvdy3v37hWsQWRyWRwM/l7R7r6q/OhCB1blRCF1hNGtJmpmghZ/fCQPLoZDjFYGpVSCb96Z\n", "jIdnxuDLNhP+70wrWA6YFqGAYpihDAdvsultLvz5dAv+UJznHiTG7mTw+5PX0HZjgPG3j13F0/MS\n", "8H5FOzZd6MD9OVFI8XJccokYX52XgJ8dagDDAY/MikWsVo7rAPqsTjiHXHo3660+9/0locenRDs0\n", "yQLAQw89JEhjgtVUGqdTLhEhJUKBhhszlYYrJCOO1cpX7IRbHguOUMoQoZRBIZXgqt4OtVyMh2fE\n", "QjlkupnB2GtnxKDH7ECz3o5n5icg3ssjxkPpVNJhE/etFqaE4/fFebC7WCRHKKCRD8wZdr3fhjiN\n", "DJ1mJ2QSEWYn+Oex3Kn0WQuW2Hzw6WZYMKCbYfxp6bdhZ1UX+qwuPDY7bkIDdPuDi+XgZNjb5v0C\n", "Bmq4rx9phNHO4Nt3TUNLvw1X9XY8OjtuwnNXtfTb0Gp0IEolRWaUatipZ0jw89vNMIPBgC1btuBv\n", "f/sbXC4Xtm/fPqGgU81Uq10lRyjx/J3T8KN7M7wm2UA5bqlYNGySBYCcmIG5v959JA93Z+jw9LxE\n", "vLQyfdgk22d1ornPCr3V6VPs5AglFqWEIyt6+Pm9hBAo5zyUYvPBp0S7f/9+PPzww4iIiAi4R28J\n", "GY1OJUOMRu71ybRWgx0/PlCPjVur8WppEzpu9C4ghA8+JVqlUgmZ7OaTPTRMoqdQrV1NpdjVnWbU\n", "dg/UpS+2m1DbbfFb7LGg2MHJp8tTh8NzWmiWZUfYMvgZbC5YXQx0SikUUvpCmYo6TQ5YHAyi1TKE\n", "3Rgj99YbfvTeEz75dEUbFxeHsrIyuFwufP7550hNTRW6XZOipd+G/zhUj69/chn/+KIdRrtr9Bch\n", "dGtXwRi7odeKb++qwTe2VeP3n19H34167Iw4Db46Lx6ZUSr886Ik5HmZlj0Yj5tiTy6frmiXL1+O\n", "qqoq6PV6JCQkTNl5wsqb+lHVMfCT8eMLnViYEu7TCFDBoqbLjNLaPiRFyLEsXTeusVuD3dGGPvRa\n", "Br5AS+v6UDg9GpEqGSLVMjwzPxGPzo6HSib2+eaW2cHgyo0nzbKi1TSeLRmWz3e28vPzkZ+fL2Rb\n", "Jt2tj2GK4dv/bMFQu7reb8OLe+vcs7haHCyenpcw4dhtBjs+a+iD3urCA9Ojkemn6bfHe851Q6bT\n", "EQFQDnlsVyQSuacdbzfawbAc4jRyyG4pKyxZeheqOszoMNmhlknwzvGr6LW6kB2twn+uzhT0CywY\n", "PmtTLTYffEq03d3d2LdvH1QqFRwOBwoLCxEVFSV02/zuzrRwfNFqRE2XBV+ZFeu3pOEPZjvjTrIA\n", "UN3lOYxgY68VDT1WRKqlyItVQy2Xwu5iYLQz0MgkUA3zBBXDcvjgi3YcrO0FABxt7MNvH871mC02\n", "0NyVHoFWgx2XOy34yuxYZAwz7fnFNiN+fLABNieLb981DatzojySbU2XGf9eMjDwjUIiwrMLk/Cn\n", "Uy2o67FCb3WF5C8F4p3P3bs2bNiARx99FE888QQOHjwodLsmRVK4Ei+vTMcfH8nFV2bHQePjY6fj\n", "rR+ZHQyO1PXi50ca8Wl9LywO32rC44kdp5WjYFo4AEAiAtbnx7r/7Xq/DT/YW4dfHG3GS/vqUdFi\n", "Qp/Vif8904qNW6vxTtlVdJoct+2z8nI1antu3p3vtbhgdfjnRul4z3mcVoHn70zB22uzsTIrCvJb\n", "rlZtTgZ//LwFVicLDsB/l19D+y3HXtve735E2c5wsN0YSzc5XI5wHyagnIhQrZOGRI1WrVa7J2SU\n", "SCRQKr1P2hfM1HKJ++ej0Gq6zHjzs2YAA3Nq/ddD2YLNsBqpluE7d6eipd8GtUyCjCGTGPaYnegf\n", "MmDLF21GyCQi7LzU7W7bnWm62wbFtpuNePKOHLz5aRM4AOtmxCBa430CyMnSbrTD7GAQo5EjwkuP\n", "ErFY5JEsFVLxbVPiJGpvztSrkIiQH6/BiyvSMD1W7dPA4ST0+JRobTabx7LFMnAVc/r0aSxevJj/\n", "VgWZ8daPhia34Zb5jh2tliFafXsijNEMrO+xDNyBX5Qcjlufyx7uSe3FixfD6WLxPw/nws6wSNUp\n", "ff4VMFFjOe76Hgte2lePfpsLyzN0eP7OFEQNcx6AgYFk/nVJMn538jr6bS58c0nKbTe4FmTE41fa\n", "MHQY7UjRKZEd7b/Hb0O1ThoSNVqWZfHee+9h3rx5uHDhAiIiIlBVVYXz589Top2ArCi1e2CSeK0M\n", "mX6YKns4yRFK/OLBLDTrbdApZciJVcHiYLEmLxqldX2YnxyGmQnaYV8rk4qR46UrVCD4rL7P/SV2\n", "rFGPdTNiRky0AJAWqcKrqzPBsBj2141UPHAVmx8f2GNAkMDhU43WYrHgzjvvhFKpREFBAfLy8oa9\n", "wglV460fpUYq8cs1OXhnbQ7+66EcTNONvSTDV+0qNVKFuzMiMTtRC6VUgii1DN8oSMb/PjoD31+R\n", "hvhhfhIHS81u6M05sQgeA4SPRCEduYQULMc9Xh03Zqxw3TJv21Q/biH5dEX79NNPQ6u9/YomNTUV\n", "169fR0pKyoQbwrIsOI4Lucd7E8MVAdv3UiWTjDhYSyBqNdhx4EoPTHYX1uTFIDN64Er7zrQIdJod\n", "uNxhxiOz4zzq08TTl61G/ORQA+wuFt9bnoZ7siJ9mradeDfhYRJHmj+svb0dpaWlkEgkWLFiBRIT\n", "E0fcx/79+9HQ0ICioiIkJSW51+/evRsMM3BHNysrC7Nnzx5xHzRMYmhzMCze/LQJZU0D84/FaWT4\n", "zfrpiB5yNetiWEhHmHeMACaHC9/dXeueVUIsAv7v0RlIipi6N799wccwiYL1RTl9+jQ2bNgAYPTJ\n", "HAsLC1FVVXXbeqVSifvvv1+oJpIpxO5i0dh786Ztp9kJm8vzGoKSrHcSkQga+c1zpJCKfZ7ckngn\n", "2CdPrb55g0QuH1+XF4ZhsG3bNmzduhUVFRV8NY13oVq7CqTYWrkEX52f4H6W78k74hGlFuY6IpCO\n", "m08qmQQvLE1FfpwaaTol/vP+TI8ZK6bqcfuDYFe0QysSQ4dYHIvCwkL33/v27Ztwm0jgajPY0WNx\n", "IkotRVL42H+qikQiLE/XIbVICeeNrmbBVF8OFJnRKrz5YDZcHAetnMae5otgZ3KwtgqAlz6GviTr\n", "srIyd3+7wW9AfywvW7bMr/ECaXnQRPZ3VW/Dy/tq0Wl2IUolxZsPZeP6pXNeXz+4jt5v/peVMomg\n", "7/d4lgfXTdb5mSjBboZt374dxcXF4DgOJSUlWLduHQCgsrISYrH4tgFqqqqqoNPpPG6GNTc3Iy0t\n", "DQBQUlKCtWvXjtgOuhkWfFiOw4VWExp7rfjjqRb3+hfvScN92QNjaRjsLjgZFjqljOqFZFL4bc4w\n", "b0bq2lVQUIBNmzZh06ZNKCgocK8/efIkTpw44bHt4cOHUVZWhsOHD+PYsWPu9c3Nzdi8eTM2b96M\n", "3NzciTZVMKFau5po7KZeG350oP62p9AGR9hq6LHgxT21+Oa2Ghxv1MPFcug2O3D2ugEna1thdzG3\n", "79QPgvmcU+zJ4VPp4Pjx47j77ruH/bdbpyIflJSUhKeeeuq29Rs3brxt3apVq4bdx/Lly31pHglS\n", "LpZFQWo4Tjbr8fVFSWjoseDOtAjkxWnAsBz+eq4N9Td6Erz5WRN+G5GL98+14fNrBgDAD6DAqpzo\n", "yTwEQnzi0xXtkSNHsHXrVnR2dgrdnqAUqs+ATyT2lS4LflN+DZ1GB1ZkRuJAdTeevCMBK7Oi3OMl\n", "MEMGAuO4gb6yg0kWAHZVdcPJ+H9apWA95xR78vh0RVtcXIwZM2agvLwcn332GWbNmjXlBwEnwtFb\n", "nXj9SCPajAPDDxq+7MSrqzORPuSJLYlYhK8vSkSrwYYeiwsvLE1BjFrmHhsCAO5I0kJGfWNJEPDp\n", "UzpnzhzIZDLcc889eOCBB7Bz506h2xVUArF21XPjkdPr/bZh/13I2KNhWA7WIYOQW5wMtIrbu2Jl\n", "RavxzrrpeO/RGViZHYX4MAVeK8zCc4sS8cLieDw8ZExdfwrE95tiBzafrmjLysqQnp6OEydOQKvV\n", "4tvf/rbQ7SIT0GVy4BefNeHLdjM0cgl+8WAWpscGzkhTUWoZvrs8Fa8ebgQH4N+Xpw47fCMA6FSe\n", "69MjVUiPVOHEiROI0SQN+xpCAo1P3bteeeUVrFy5EnfddVfADvpC3btuqmgx4KV99e7lDXPj8ezC\n", "wEpKLMeh40bpID5MDrGfxnMlZKz8NtZBcXEx5syZM6FAxH+08pszAAAIyNHBxCJRQLZrohp6rOi1\n", "OpEYJkdyiA/GQm7yuUZLRhZotavMaDVeXZ2JZekR+JeCZCxMEWZ6HF+P2+pkeO8dEGjnHBiYmug7\n", "u6/g5f31+P6eOlzT818fD8Tjnuqx+eDTFa3BYMDBgwdhNpuxYcMG7N69G8XFxUK3jYyTVCzComkR\n", "WDQtYlLbwXIczl434P/OtCEhTI7nFiUhZRyDmwvN6mRQ32OFxckgI1KF2HHO+1XdaYHNNfCF0m1x\n", "oqXfPq7B3MnU41Oi3b9/P4qLi7Fnzx5IpVNzoImaLjMutBqREqHE7AQtwsYwm2mo9i8cLfY1vQ0/\n", "O9QIF8uhodcKrVyC761I80vssShr1OOXx64CABYkh+HFe9JuuwnnS+ykcM+ZHCIFGD0skN/vqRqb\n", "Dz59EpRKpcegLoF6Q2y8Gnut+P6eOvfVyI/uTceKzMhJblXwc7Gcx3QofVYXWI4LqBtfTobF7svd\n", "7uVzLUb0WlxeE+1IZsZr8Z/3Z6K224I7ksKQHR3Yc6kR//GpRutweM5rz7L+fxpHSHqry51kAaCm\n", "yzKm14dq7Wq02ElhCnxtwcDMGmEKCZ6Zn8BbkuXruGUSMRYMqWHHa2UIG6ZPry+x1XIJlqRF4JkF\n", "iZiTqBVkEJxAfr+namw++HRFGxcXh7KyMrhcLnz++edITU0Vul1+lRAmR3K4HC0GByQioGBa+GQ3\n", "KSiZHQxquwfqlFlRA7XO4lmxuDtDB7lUhHhtYPYyWDsjFtMilOi3uTA/OXzcNVpCRuLzMIlVVVVo\n", "aGjArFmzkJ6eLnCzxm6i/WhbDTa09NsRoZQiK1pNQ/KNw66qLvzPiesAgIXJYfjBKLVOQoKBX+cM\n", "y8/Pd49vMHSc2KkiKVw5rpH9yQCrk8G+mh738tkWI/TW8dU6CZlqvNZot27dim3btmHbtm3YsmUL\n", "tmzZgs2bN+ODDz7wV/uCQqjWrobGVkrFWJRys+SSGqEYtdbJV2x/o9ihFZsPXq9otVotHnjgAZSX\n", "l0Mmk2Hu3LmoqKiATqfzV/tIkBCJRCiaGYusaBXMDgZzErQeU30TEsp8qtFu2bIFjz76qHt5cJqa\n", "QEJjHRBChOC3qWxunVxxqnXvIoQQIfmUaFmWRXf3QKfu7u5uOJ1OQRsVbEK1dkWxKXYoxOaDz6N3\n", "7d+/HyaTCRqNxqOMQMhkUCjVON9qxOVOM3Jj1ZgZr4VCSrMtkMA04enGr1+/PuJMuP5ENdrQcqnd\n", "hO+W1Lpn0H1rTTbmJAozShkJbQEx3fjZs2cnugtCxqzb4vSYprzbTOUsErjotxYPQrV2NZmxw7iB\n", "0cAAQC0TI9WPwxGG6jkP1dh8mJpjHpIpz97ZjF+tm4sukwMxGjkyhsygS0igmXCNdseOHSgqKuKr\n", "PeNGNVpCiBACokZLCCHEO0q0PAjV2hXFptihEJsPE060gdC1i/ifxcEgLH4aLA5msptCSMCbcI02\n", "UFCN1n+6zQ785WwbjjfqsTQtAs8tTkIMDSBDpiiq0ZJJUdNlwaHaXthcLI7U9+Fy59im/iEk1HhN\n", "tJ999hlMJhPeeecd97i0g/99/PHHqKio8Fc7A1qo164mYzKKUD3nFDs4+dSPNiMjY9guXFu2bKGf\n", "6yEoL1aNB3OjcLRBj7vSdciNpdleCfHGpxrtSH1lA6UPLUA1Wn+zOhmYHQw0cglUsqk1/TwhQ/lt\n", "zrDIyMhh19NMC6FLJaMES4ivfLoZtmLFimHX33PPPXy2JWiFau2KYlPsUIjNB+p1QAghAvNaozUY\n", "DAgPD4fBYMDhw4cBAEqlEqtXr4ZUGljj0VCNlhAiBMH70X766acAgJKSEqxduxaPPPIIli5diu3b\n", "t08o6HBYlgXD0FNGhJCpx2uiHbzYVavVkMsHnvzR6XSQyWSj7ri9vR0ffPABPvroI7S1tXnddv/+\n", "/fjjH/+Ijo6Oce9jMoVq7Ypie+I4Dl0mB7rNDr/H9odQjc0Hn2q0t15p2u32UV9z+vRpbNiwAU8+\n", "+SROnTrlddvCwsJhb6yNZR+ETCaO43D6mgEbt17Gv2yrxoVW42Q3iQQQr4nW4XBg8+bNHlew9fX1\n", "iI+PH3XHavXNTuyDV8Njxcc+/GHZsmUUO8Rjd5udeOPTJlicLIx2Bm8fuwq9lf/pdQLtuEMhNh+8\n", "3tF6/PHHb1uXkZGBrKysUXc89B6bL6UGofZBiD+IRIBkyLPIErEIYtEkPJtMAtKYu3eJxb69ZGi5\n", "QTTOD9xY9zG0jlNWVua35cG/JyP+rW3wZ/w//OEPfj/eQX/4wx8C6v2uu1iB790ZjwStHCkRCnxr\n", "YTQufXGG9/j0fk9O/Iny6RFcu92OPXv2uJfXrFkDhULh9TXbt29HcXExOI5DSUkJ1q1bBwCorKyE\n", "WCxGfn6+x/ZVVVXQ6XRISkoadR/DmczuXWVlZZP204ZiB1Zsvc0JMUQIVwrT/TFQj3sqx+aje5dP\n", "iXbLli0oLCyEVquFyWTCvn378Nhjj3l9TWtrK44ePQqO47Bq1SrExcUBAP785z9DJBLhueeec297\n", "+PBhNDQ0QKlUIj09HcuXL/e6j+FQP1pCiBD8NtaBTCaDVqsFAGi1Wp/qpUlJSXjqqaduW79x48bb\n", "1q1atWpM+yCEkGAyru5dLMsK0phgxWcth2JTbIodWLH54FOi1Wq1uHLlCgDgypUr7qtbQggho/N5\n", "zrATJ06gpaUFKSkpuPPOO4Vu15hRjZYQIgS/1WgBYOnSpRMKRAghoWrM/Wibm5upRnuLUK1dUWyK\n", "HQqx+eBTon3rrbfQ3NyMvXv3oqWlBbt27RK6XYQQMmX4lGhzc3ORlpYGgEoIwwnVZ8ApNsUOhdh8\n", "8KlGO9i9SyKhOaICGcNyuN5vg4vlkBSmgEpO7xchgcCnK1qTyYSDBw/6NJhMKAqU2tXZ6wZ8c3sN\n", "vrm9BjuqumBzCjuQeqAcN8Wm2IHOp0T7yCOPICcnB9nZ2bhw4QLdDAtAZgeD9860wsUO9Nb7y9k2\n", "dJn5H6aPEDJ2PvejHcrhcATc+LCh3o/WybB4rbQRJ68aAABhCgn+UJyHOG1gvU+EBBu/9qMdav/+\n", "/Vi/fv2EAgcTg82F4416nLnej5VZUViSGg6FNLDqnzKJGM8VJCNMIYXe6sIz8xMoyRISIMY13Xio\n", "lQ6qOsz4Tfk1nGg24PUjTbjSbfX490CpXU2LUOJ7K9Lw6gOZyI3T+DW2v1Fsih1MvF7RvvLKK9i4\n", "cSM2bdqE1NRU9/rq6moUFRUJ3rhA0WfzrHUabK5JaolvxjvQOiFEGD7VaHfs2OGRWG9dDgRC1mib\n", "+qx4aW8deq0upOsU+NnqTCSFKwWJRQgJLH6r0S5ZssRjWafTTShosEmPVOGdddOht7kQrZZR7ZMQ\n", "MiY+1WgTEhI8loebGnyqSwxXYEacZtgkG6q1K4pNsUMhNh/GdTOMEEKI78bVjzYQ8V2j7TY74GI5\n", "xGrkHtNIE0JCCx81WrqiHcblTjOe316Df958GZ819MHJhFZ3NkIIvyjR3sLuZPC7E9eht7ngZDn8\n", "8mgzOkwOr68J1doVxabYoRCbD5RobyUCFNKbpQKJWAQx9UslhEwA1WiH0dBjwa+OX4XBxuCFu1Kw\n", "MCWcHgIgJERN2lgHU11mtBpvPpQNhuEQoZJNdnMIIUGOSgcj0MqlPifZUK1dUWyKHQqx+UCJlhBC\n", "BEY1WkII8YL60RJCSBCgRMuDUK1dUWyKHQqx+UCJlhBCBEY1WkII8YJqtIQQEgQo0fIgVGtXFJti\n", "h0JsPlCiJYQQgVGNlhBCvKAaLSGEBAFKtDwI1doVxabYoRCbD5RoCSFEYFSjJYQQLwJ6PNr29naU\n", "lpZCIpFgxYoVSExMHPO2u3fvBsMwAICsrCzMnj1bqOYSQohgBCsdnD59Ghs2bMCTTz6JU6dOjWtb\n", "pVKJoqIiFBUVBXSSDdXaFcWm2KEQmw+CXdGq1Wr333K5fFzbMgyDbdu2geM4ZGRkUGmAEBKUBEu0\n", "Q0u/Mpn3mQpG2rawsND99759+3hsHb+WLVtGsSk2xZ6isfkgWOlgsLYKYNSJDX3ZdrRkDXj+vCgr\n", "K6NlWqZlWuZleaIE63Wwfft2FBcXg+M4lJSUYN26dQCAyspKiMVi5Ofnj7ptc3Mz0tLSAAAlJSVY\n", "u3btiPEms9dBWVnZpH3jUmyKTbGFFdC9DgoKCrBp0yZwHIdVq1a51588eRIikcgj0Y60bXNzM06f\n", "Pg0AmDt3rlBNJYQQQVE/WkII8SKgr2hDTafJgWMNfeg0O3F/ThRyYtSjv4gQEhLoEVweVFRUYEdl\n", "F/50uhU7LnXhh/vq0Gaw+yU2nwV7ik2xKbYwKNHyQCqTo6bL7F422BlYnIyXVxBCQgnVaHlysrkf\n", "rxxuAMsBK7N0eP7OaYhQUmWGkGBHNdoAsmhaOH77cC5sThYpOgUlWUKIG5UOeFBWVgapWIScGDVm\n", "J2oRqRr94Qo+Y08Wik2xQyE2HyjREkKIwKhGSwghXtCcYYQQEgQo0fIgVGtXFJtih0JsPlCiJYQQ\n", "gVGNlhBCvKAaLSGEBAFKtDwI1dpVoMQ22F04dbUfB2p60Nxn9Wtsf6PYwYkeXyJB73iDHr8pvwYA\n", "iFXL8Pa6HCSEKSa5VYTcRDVaEvT+42A9Pr9qcC//9/rpyIvTTGKLyFRCNVpCAKzMjHT/na5TIErt\n", "v0egCfEFJVoehGrtKlBiL0mLwFtrsvHTVRn42eosxGm9T2/PZ2x/o9jBiWq0JOipZBLMSQyb7GYQ\n", "MiKq0RJCiBdUoyWEkCBAiZYHoVq7otgUOxRi84ESLSGECIxqtIQQ4gXVaAkhJAhQouVBqNauKDbF\n", "DoXYfKBESwghAqMaLSGEeEE1WkIICQKUaHkQqrUrik2xQyE2HyjREkKIwKhGSwghXlCNlhBCggAl\n", "Wh6Eau2KYlPsUIjNB0q0hBAiMKrREkKIF1SjJYSQIECJlgehWrui2BQ7FGLzQbA5w9rb21FaWgqJ\n", "RIIVK1YgMTFxzNuOZR+EEBKoBKvR7tq1C+vXrwcA7NixA0VFRWPediz7oBotIUQIAV2jVavV7r/l\n", "cu/TP4+07Vj2QQghgUqwRDv0Qlkmk41r27HsYzKFau2KYlPsUIjNB8FqtAzDuP8WiUTj2nYs+9Dp\n", "dKioqBhrM3mhVqspNsWm2FM0tk6nm/A+BEu0VqsVwMBV6eDfAFBZWQmxWIz8/PxRtx1p/XAWLFjA\n", "W9sJIYRPgiXagoICbNq0CRzHYdWqVe71J0+ehEgk8ki0I2070npCCAkmU+bJMEIICVT0wAIhhAiM\n", "Ei0hhAiMEu0UwLKsRw+NUIlNSLAQ7GYYHybzMV4+Yu/evdudhLKysjB79mzeY+/fvx8NDQ0oKipC\n", "UlLSuPbBd2x/HPelS5dQU1MDlmWxZMkSpKSkjHkffMf2x3GfOHECHR0dAIDU1FR3bxt/HPdIsf1x\n", "3MBAL6Rf//rXePbZZ92fN38c90ixx3TcXADbuXOn++/t27ePa9ux7IPv2AcPHvQ53nhjcxzHXbp0\n", "iWtpaZnQPviM7Y/jPnr0qPvvPXv2jGsffMf21/s96MCBAxPeBx+x/XXc+/bt486dO+fxefPXcQ8X\n", "eyzHHdBXtJP5GC8fsRmGwbZt28BxHDIyMnwei4GPR4/9cdwj8cdxL1++fML74Du2v97vpqYmbN26\n", "FcXFxePeB5+x/XHcfX19UKvVUCqVE2o/n7HHctwBnWi5SXyMl4/YhYWF7r/37dsnSGy+98FHbH8e\n", "96FDh7B48eIJ7YOv2P467vT0dHzrW9/Czp07kZmZOa598BnbH8ddVlaGNWvWoLq6etz74Dv2WI47\n", "oBOtvx/j5Tv2UGP5EIy3zXzsg4/YQwl53EePHkVOTg5iYmLGvQ8+Yw8l9PutVCoRFhY2oX3wFXso\n", "oY67o6MDu3btQmdnJ9LT0911Un8c90ixhxrtuAM60fr7MV6+Yzc3NyMtLQ0AYLPZBIk91n34I7Y/\n", "jvv48eOIj49Henq6T/vwR2x/HHdvby+ioqLc24+2D3/E9sdxP/fccwCAqqoqj7EH/HHcI8Uey3EH\n", "dKKdzMd4+Yjd3NyM06dPAwDmzp0rSOzDhw+joaEBSqUS6enp7vqhP457pNhCH3dnZyfKy8uRl5eH\n", "6upqGI1GPPPMM345bm+x/fF+l5eXw263AwAWLlw46j78Edsfxw0MJPqysjKPq0p/HPdIscdy3PQI\n", "LiGECIweWCCEEIFRoiWEEIFRoiWEEIFRoiWEEIFRoiWEEIFRoiWEEIFRoiWEEIFRog0hJpMJf/rT\n", "n1BVVeX32IcPH8b27duxefNmVFZWevxbeXk5+vr6JrT/5uZmvP766xPax1Tk67k9d+4c3n33XT+0\n", "KDRRog0hWq0Wy5Yt83vctrY2SKVSFBcX47HHHrst0TqdTrhcrgnFSEtLw4wZMya0j6nI13O7YMEC\n", "xGlNhskAAAWFSURBVMbG+qFFoSmgH8El43P27FkcO3YMCQkJUKvVcDqd0Ol0uP/++wEAp06dQm1t\n", "LQAgOjranXxZlsXWrVshlUrBcRy0Wi1Wr17t3u+JEyfQ2toKuVwOlmUhl8vx0EMPAQBqampw/vx5\n", "qFQq2Gw2LFy40D26k0KhgMlkcsdwOp3ufVZVVaGiogItLS3QaDQQi8V46KGHIJWO/tGsqqrC+fPn\n", "oVQq4XQ6YbFY3P/W29uLgwcPQqVSgWEYJCUlYcmSJXA4HPjggw9gNpvx5JNPIjw8HFu2bEFLSwue\n", "ffZZxMXFjfu8jhQTGPg1UVpaCqvVCo1GA4fDAbFY7B5usLa2FhcvXoRUKgXLsmhtbcXzzz8/6jmw\n", "WCzYtm0btFotJBIJampq8L3vfc+nc3v48GH09vZCKpVCIpGAZdlR45Fx8nnkWhJU3njjDa6rq8u9\n", "fOrUKe7SpUvcpUuXuEOHDrnXf/LJJyPu4+OPP/ZYfv/99zmj0chxHMcxDMNdvXqV4ziOM5vN3Pvv\n", "v++x7ebNmzmHw+Fe/uijj7h3332Xe/3117kvvvjCY9tPP/3Uo62+sFgs3KZNm9zLLpeLe+mll9zL\n", "f/nLXzzil5eXc42NjRzHcRzLsh6v3bdvH6fX632KO9J5HS3moJdeeonr6OjwWGe1WrnNmzd7rCsv\n", "L/epPQ0NDR6DcDc1NXn8+0jn9tKlS9zJkyfdy11dXdybb77pU0wydnRFO0UlJyd7DOE3d+5cHDhw\n", "AFlZWR7DvEkkEvffdrsdBw8eBMMwEIvFqK+v99jno48+is8//xw2mw02m809kEZHRwcMBgN27Njh\n", "3tZms6Gvrw9xcXFoaGhAXFwcnnjiCQDABx98gFmzZnlctXJjHHKjpaUF06dP9ziOWbNmuZfb29ux\n", "Z88e9zLLspBKpUhPT4dIJEJMTAy6u7sRFRUFo9GIiIgIn+KOdF7z8/O9xhw0f/78266aW1tb3Vf/\n", "g5YuXepTezIyMsAwDA4cOOAe+m9wRKlBw53b2tpaPPDAA+7lmJgY95Q8hH+UaKeolpYWdHd3u5PC\n", "hQsXMH36dK8TKe7duxf33XcfwsPDAQBms9n9by6XC3V1dbjnnnvc6z788EOkp6cjJSUF8fHxKCoq\n", "cv/b0J+hJpPJI7loNBq4XC53opVKpWOe4DE5ORlnzpxxj2rvcrnw5ZdfYsOGDQCAnJwcrFmzxmOc\n", "0KG1yuXLl6OkpAQpKSlYtGiRz3FvPa/nz59Hbm6uTzFHkpiYiHPnznmM0H/t2jXExsbeNqr/rS5c\n", "uIA77rgD2dnZAAbKO0OH7xvp3Obk5OD8+fPu0kZXVxeuXbs2alvJ+NDoXVPURx99BKlU6h7UODo6\n", "GkuXLsXf//53AMDXvvY1dHd347333sPdd9+N5cuX49KlS6iqqoJMJoPL5UJtbS3mzZuHwsJC2Gw2\n", "/P73v0dmZiZEIhHsdjvmz5/v/h/82rVrOHPmjDt5mkwmrFu3zj1A9OBEdizLIiUlxWNmAqPRiN27\n", "d0Or1QIYuGl37733jnqMlZWVOH/+PLRaLSwWCwwGA9LT01FYWAiz2YxDhw5BLB6432s2m1FQUOBx\n", "5bhz507o9Xo8++yzEzqvg18+3mI2NDTgyy+/xMWLFzF79mwoFAo8+OCD7v1WVVWhsrIScrkcLpcL\n", "UVFRPp2Dbdu2ueMNWr9+vXudt3N76NAh9PX1QalUwmazobOzE0uWLPEYApHwgxLtFLV582Y89thj\n", "k92MKYfOKxkP6t41BZ09exbV1dXYuXMnDAbDZDdnyqDzSsaLrmhJQBrsDjXcx1Or1Y5pNP1Ajjma\n", "/fv3DztNilgsxv333w+VSuX3NpGxo0RLCCECo9IBIYQIjBItIYQIjBItIYQIjBItIYQI7P8H0bek\n", "9lc3kuIAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.526930\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd8FPeZP/DP9qreC+pCoppiIxnTjAELY4hkQ2yHOLm7\n", "n53mXJzkkpwvTnMSX5zuS3Iul8vlcomDYzqIKoiNkWgGTJEEKqggCfW6vczM7w+hRQvSasvMFu3z\n", "fr38smY1O893dsWzs898i4jjOA6EEEIEIw50AwghZLqjREsIIQKjREsIIQKjREsIIQKjREsIIQKj\n", "REsIIQKTCnXgrq4uHD9+HBKJBCtXrkRKSsqk+546dQrd3d0AgIyMDCxevNjjYxBCSLASLNGeO3cO\n", "W7duBQDs2bMHpaWlk+67dOlSx89Hjx716hiEEBKsBCsdqNVqx89yuXzK/VtaWvDLX/4SeXl5Xh+D\n", "EEKCkWCJdvyAM5lMNuX+WVlZeOGFF/DRRx95fQxCCAlGgpUOGIZx/CwSidx6jlKpREREhFfHOHr0\n", "KCQSiYetJIQQ16Kjox33jbwlWKI1mUwARq9Kx34GgOrqaojFYsyePdvx2MDAAGJjYx37T3WMiUgk\n", "EixatIi39hNCCABcvHjR52MIVjooKirCtm3bsG3bNhQVFTkeP336NE6dOuW0b1VVFXbs2IEdO3Zg\n", "zpw5Ux4j2FRWVlJsik2xp2lsPgh2RZuamopnnnnmnseff/75ex7buHGjR8cghJBQIpou0yQeP36c\n", "SgeEEN5dvHgRjzzyiE/HoJFhhBAiMEq0PAjX2hXFptjhEJsPlGgJIURgVKMlhBAXqEZLCCEhgBIt\n", "D8K1dkWxKXY4xOYDJVpCCBEY1WgJIcQFqtESQkgIoETLg3CtXVFsih0OsflAiZYQQgRGNVpCCHGB\n", "arSEEBICKNHyIFxrVxSbYodDbD5QoiWEEIFRjZYQQlygGi0hhIQASrQ8CNfaFcWm2OEQmw+UaAkh\n", "RGBUoyWEEBeoRksIISGAEi0PwrV2RbEpdjjE5gMlWkIIERjVaAkhxAU+arRSntpCCAmglkETbg1b\n", "EKeRIS9ODYlYFOgmkXGodMCDcK1dUezgiN06aMI3yhvwg2PN+Oq+elzvMfgttr9QjZYQElCdOitG\n", "LAwAgOGA673GALeI3I1qtISEuMY+I766vx5WZvSf8mvrc7EoLTLArZo+qEZLCEFunAq/2JCPGwMm\n", "pEYqMCtRHegmkbtQ6YAH4Vq7otjBEVskEqEwUYMNhfFYmBoBpVTit9j+QjVaQgghLlGNlhBCXKC5\n", "DgghJARQouVBuNauKDbFDofYfKBESwghAqMaLSGEuEA1WkIICQGUaHkQrrUrik2xwyE2HwQbGdbV\n", "1YXjx49DIpFg5cqVSElJmXTfmpoa1NXVgWVZFBcXIz09HQCwf/9+MMzoGO7c3FzMmzdPqOYSEnJ6\n", "9BZUtQxjwGTDwzmxyIlTBbpJZBKC1Wj37duHTZs2AQD27NmD0tLSSff98MMPsWLFCgDAwYMH8dhj\n", "jwEAKioqsHbtWrfiUY2WhBOO4/Dm6Xbsqe0DAMSqpPjNJwqQqJUHuGXTT1DPdaBW3xlvLZe7fvPH\n", "kuzdGIbBrl27wHEcsrOzKZEScpuVYVHbc2eWrgGTHQYrE8AWEVcEq9GOv1CWyWRuPaeiogJLlixx\n", "bJeUlOCJJ57Ak08+ie7ubt7byJdwrV1R7MDFVkgl2Dw/EWPTez+SF4N4tXv/znyNHQihXqMVLNGO\n", "1VaB0UkvpnLixAnk5+cjPj5+wt+7k6zHvxmVlZW0LfD21atXAxb/6tWrAT//QG9rB1vwm00z8fPH\n", "8rAu0YbL588IGi+c329fCVaj3b17N8rKysBxHMrLy7Fx40YAQHV1NcRiMWbPnu3Y9+TJk0hISEBh\n", "YaHTMVpbW5GZmQkAKC8vx+OPPz5pPKrREkKEENQ12qKiImzbtg0cx2HNmjWOx0+fPg2RSORItD09\n", "PaiqqkJhYSGuX78OnU6HZ599FsBooj137hwAYMGCBUI1lRAyjektdugsDDRyCSKVgZmCm0aG8aCy\n", "shLLli2j2BSbYgdZ7D69FW+f7cCJ5iEsSNHi6ysykByh8OgYNDKMEEJcqO834kTzEADgUqceNd3C\n", "LFw5FbqiJYRMW+fahvGdI02O7e+szsKKnBiPjhHUNVpCwtWgyYZrPQbYGQ4FiRok0SCCgClI0OCZ\n", "BUk41jCAohmRmJ2kCUg7qHTAAz67gVDs0I5tZ1jsvNqDH1Q048d/b8F/VN7EiNnul9hCC8XYUUop\n", "Pr0wGf9ZWoAvFKcjXhOYDz26oiXkthv9RvQabEjWypEV6928AQYrgw+bhhzb59t10FuZgN3tJoBM\n", "Ika0KrDXlFSjJQRAfa8B3zjQCLOdhUYuwS835CEnzvNlu+0Mi/+90In3rvQAAO5Pi8BLD2dRog1h\n", "VKMlhCc3hyww21kAo1el7cMWrxKtVCLGk/MSMTtJ46jRUpIlVKPlQSjWrii2s0TtnSHeYhGQoJl8\n", "yPdUsWNUMizNjMaKnBjeb4QFw2vOsBxquw04cK0PVzr1sN3+gPJH7FBFH7WEAChM0ODnj+WhacCE\n", "vHg18hNc35222VmYGBZauQRiN+byCBUMy0Eidn0+jf1G/Et5PZjbRcdfbMjD/JQIP7QudFGNlpC7\n", "2FkOzf1G6CwM0qOV98zx2q2z4C8fd+FqlwGfmB2PR2fGQS2XBKi1/LAxLD5qG8HO6h4sTovE4rQI\n", "DFnsSNLKkRXjfGPwZPMgfnS8xbH9jRUZWDczzs8t9h+q0RJym41h0TJohsXOIiNa6VNd9NItHb5z\n", "5AZYDpidqMZ3VmcjflyyvdChw5H6AQDAm2c6kBevxrxkrc/nEEjNAyb88HgzWA54KCsa3zw4emNQ\n", "K5fgF4/nI2dcL4zUSAXUMjGMNhYyiQgZ0coAtjw0UI2WB8FQNwv32Kdah/HlPXX4enkD/nShE3qL\n", "931XKxoGwN7+nlfbY0S3wer0+yG9yWnbxghfoxwj1GtusrGOczZYGceNQb2VQfuQ2Sl2bpwav3p8\n", "Jr6/Jhuvb5yJmQme3zT0VKjXaCnRkpBnsjHYdqkbYzWw/df6MGD0PtHOTrxTn1XLxIhQOF8dz4kR\n", "IzN6dGKStfmxyPayz20wmRGtxLKsKACjnfzHiEWYsJN/TpwKD2VFIz9ePa1q1EKhGi0JeQzL4dcn\n", "b+Jow+jX+ViVFL/9RAESvLzjP2i04ULHCDpGLHgwIwozJ7gxNmi0wWhjEKWUQqsQvgLXpbPgRr8J\n", "arkEM+PV0AhQEx422dFrsEItE6PbYENjnxGFCWoUJmogk4TvNRnVaAkBIBGL8OlFyUiJlGPIZEdJ\n", "QZzXSRYAYtQyrMl3fXMnRi1DDIRdOmZMv8GKV//egrre0TXCvrpsBh4rnHglEl9EqaSIUo2mhNQo\n", "JRamUk8CvoTvxxSPgqlWGa6xkyMU2LowBS8snYFcLwYa+BJbaIMmuyPJAqM1ZIb1/xfRYHq/Qw0l\n", "WkKCXKRSirTIO1foSzOjpuzrSoIL1WgJCQFtQ2Zc7zUiQiHBrAQ1olT+KVsQqtESEjbSoxRIjpCH\n", "9U2pUEbvGg/CtXZFsf2jY9iCX3x4E9862Iiqhm4E6ktoOL3mfKMrWkKC3HtXulFxu+taQ58RbyRE\n", "0WisEEM1WkKCGMtxePlQIy7c0jsee6O0AHnxwo/GIqNoFVwiGBvD4nqPAR+1DaNbZ536CUQQYpEI\n", "WxelQCUb/af69H1JSIn0bLlsEniUaHkwHWtXFzt0eHFfPV4+0oQfH29Gr+HeZDsdzzsYY89N1uKN\n", "0gK89UQh7lMMCDIqzB3h9JrzjRItmdCxxgHH3AF1fUb06umqNpDSopTIiVXBNDI09c4k6FCNlkcd\n", "w2ZYGQ6JWnnArjr4sr+2F7891Q4AiFBI8B+bZiI9KrRvwAyabGgfskApE0MpFeOj9hHIxCI8MCMS\n", "yRH0dZxMLGD9aPV6PbTa0J5/k29XO/V4+cgNmO0sti5MwuZ5SSGdbJdnxyBKKUWXzopFaREhn2SH\n", "zXa8dbod7zcNYW1eLNqHzbh2e1jrsqwofGtlJpSy0H2//GnIZMeVTh36DDYsSNV6tbZauHFZOqit\n", "rZ3wv7/+9a/+al9IuHLlKv58sdMxh+c7H3ejW2fxS2yhalfRKilW5MTgk/clTXqHO5Rqdr16K96/\n", "vQx4YoQcdX135g6o6TbAaHN/TllXsVsGTfi4Q4dbI8K8/8Hwmn/QNIAf/70Fb53twEuHbuDWiNlv\n", "sUOVy0R76tQpiMViNDc34+zZs7BarThz5gxiY2P91b6QwDCM03InCokIcimVv4OJWi5BhGL0ivVK\n", "px4l45ZeKZuT4PidLxp6jXhxXz3+9VAjXjrYiI5h4RNQIHzcoXP8PGS2Y8TMBLA1ocFljXasRPDu\n", "u+/i6aefdjz+t7/9DU899ZRfGuiuQNdoO4bN+OulbnSOWPDZxSm4j6aYCzr1vQZUNAwgSStHcUYU\n", "eg1WiEUi5MapeJlTdm9NL/7zdLtj+4drc1CcGeXzcYNNVcsQXjnWDAAoSFDj+2uyJ5wcfLoQvEY7\n", "VoeVy51fxLu3yehd4W+syADDcpDSePSgNDNB4zSJdzrPo6uSI+78uxCLRssvfLjRb0SP3ookrTwo\n", "6qEPpEfi9Y0zobfYkRmjDLokO2i0wWxnEauWQiENjrq7WxnBaDSCZUdrWAzDQKfTTfGM8DJWPxKJ\n", "RH5PssFQswuV2B3DZrx5uh2vvd+CxnE1WleGTDacbh3C8cYBRylgsthzk7X4zuosbJ6XiJ+U5PEy\n", "equhz4iv7W/A9yua8dX9DTh/c8ij9dCGTDY09Bl5qaOOnbdcKsbsJA2WZEQhyU+9Ndx9v5sHTPh6\n", "eT3+cXsttl/pgcEaHGUNtz5y169fj7/85S+Qy+WwWCzYsGGD0O0ihFc2hsX/nL+Fk83DAEa7ev3T\n", "/alQysRIi1JCOsn8rgev9+N/L3QCALJjlPj39bmTxtDIJViRE4MVOTG8tbt92Oy4yWq2s7jeZ8KN\n", "QQs2z0ucck7aAaMNv61qQ1XrMCIUEry2Phf58fcuy+NPPXoLGvtNUErFyI9X37Mem6/Kr/WhY2S0\n", "z/f/XezC4vRIzEoM7DkDbibauLg4fOYznxG6LSFr2bJlFNtHw2Y7dBY7IuQSt+Za9TS2lWHRNjTa\n", "EyAjWok5SVr88756iEXAS6uysCIn+p5FBi12BlWtdwYINA+aMWJm/PqaJ2rlEAHgMFqOUMsl2FvT\n", "i/UFcVMuqd42ZEZV6+gHi87C4O+Ngz4lWl/Pe8hkwy8/vImPb8/b8PmiNDw5L5HX2EqZ8zfKyT5A\n", "/c2r77ldXV18t4OEsW69FT95vwX/tP0aXjnWhC4BusZp5FJ8ZlEKxKLRFQreu9INAGA54K0z7Rgy\n", "3ft1XCGV4JG8Oz1sZiWqET1FcuNbfrwaP30sD1sXJuELxek4cK0Pi9IioHKjV4taLsH4PJMU4V0t\n", "ddhkR+ugCQNGm1fPdxzHbHckWWB0SR6Tjd+v9usL4vDAjEgkamX4xoqMoJnlzK1EW1NT47R96tQp\n", "QRoTqkKtVhlssRt6Dbh4u8tQdbcR13oMgsQuzozCG6UFWJ4djTj1navmeI0McsnEVz7r8mLxk5Jc\n", "fO+RLPzbw1mIUcv8+prLJWIsSI3A2rxYyMQiPDErGp9akAyZG4k2O1aFH6zNwYJULT61IAkPZUZ7\n", "HL9Hb8VPT7Tg+Z3X8dLBBrT70GUtQiFFduydxFeUEQmlm90g3X3N06OU+O7qLPzuEwVYkx8LRZB0\n", "s3Tr47mhoQFz5sy58yQpTWNL+CO/6waiQqAbilKxyHHX/ntrsvGn852QSkT4zOKUSbt3aZVSLE6P\n", "FKQ9nkiNUiI1SomqqiokaFPdeo5ULEJxRhSWzIi8pyzirhv9RpxvH/0QbBmyoKbL4PUowVi1DN97\n", "JBs13QaoZRLMSVJD5GW7XFHKJEE3ys+rjDnWA4GMmi510kDFLkjU4NMLk/FB0yAeyoxGoRs3L3yN\n", "nRunxg/W5UAEePyPPZCv+UMPPeTxc7xNsgCgvKt7lErm24dgWpQSaV4k6kC+5nxwmWjLy8thMplw\n", "/fp12Gx36jNJSUlTHrirqwvHjx+HRCLBypUrkZKSMum+NTU1qKurA8uyKC4uRnp6usfHIKErSinF\n", "1oXJKJuTAJVcAoOFQUOfEerbPQKE4ksCGm/EYofNziJaJZt2q9Pmx6vwheI0HK7rR9GMKMxNpjlO\n", "vOHy4+nxxx/Hli1bsGDBAmzZssXx34oVK6Y88Llz57B161Y8/fTTOHv2rMt9+/v78cQTT2Dz5s24\n", "cuWKV8cIpOlQJw10bIlYhAilFDqzHb871YYX9tThn/fWo6534nqtq9gGK4OPO3SobBlCpwBzDoyP\n", "3TxgwrcONODzu67jg6ZB2Bhhv+35+/3WKqQom5OA1zfOxAJJF2LVgVl9N9TnOnC7H62n1Oo7nbWn\n", "Gkk2WeL25BhkemgftuBE82iXKr2VwdH6fhQkeNYl6UTTIF6vbAMA5MWp8MN1OS5HLw2b7ejRW6GR\n", "i5Ea6f4VNMtx+L8LnWgaGL1B9LMPWpEbp0JWjMqj9npLb7FDJhEJPvpJJBJBLZfAZHJvkAe5l1uJ\n", "1pubX+OnUJDJ3PsUrKiowJIlS3w6RiBMhzppsMRWycUQi0a7XQFAyiQjjyaLzbAcjjcOOLYb+00Y\n", "NNknTbSDJhveON2OE01DiFBI8JOSXKdhulPF5uA8VYjQszsvW7YMDMvhfPsIfn/uFhK0MnypOB0z\n", "/NCNabr9rfmTWxn04MGDmDdvHhiGwalTp7BkyRLk5eW5fA7D3Okf587NhhMnTiA/Px/x8fFeH6Oy\n", "stLxhox91aDt0Np+cOlD+OG6HOy40o28WIVjlJUnx1uWFY2rXaMlh7RIOaKU0kn3j8pdgBO3p0/U\n", "WRhUNAxgZoLGrXgikQifWbQIbUMW9Blt+H+LEpB+ez0vIV+vjmELXjnWDDvL4eaQGX/5uBPrY0ag\n", "1+sC/v5N121fubXCwp49e7Bp0ybs27cPpaWleO+99/DJT37S5XN2796NsrIycByH8vJybNy4EQBQ\n", "XV0NsViM2bNnO/Y9efIkEhISUFhY6NYxJhLI2bvGJ3iKzQ+W41zerHIVe8Rsw7UeI3QWBgUJapdX\n", "e419Rnx5b53jCvpzS1LxiTkJaB00w8qwmBGtvGeY6PjYrYMmDJvtUEklyIxV3tNVzRN2lkN9rwFd\n", "OivSoxTIj7+3+1NlZSVSZy3GF3Zfdzy2OFWLH5fkCX4jbrr+rU3FbyssiMViiMViKJWjf7AKxdQT\n", "SRQVFWHbtm3gOA5r1qxxPH769GmIRCJHou3p6UFVVRUKCwtx/fp16HQ6PPvssy6PQUKXwcpg0GiD\n", "SiZGnIu6qS89AiKVMhRluDc9YdbtTv07r/agIEGNVbkxON06jH9/vwUsNzpX7WcWp0y4WkbLoAnf\n", "KG/AiIWBVCzCLzfkY1aS90Nc63oN+JfyBrAcIJOI8PrGmcifYGKa1Eg5Pl+UirfP3kKkQoJ/uD91\n", "2vV2mG7cuqLdsWMHSkpKcP78eaxatQp79uxBaWmpP9rntkDPR0umNmy24S8Xu7C3tg+JGhl+/Ggu\n", "smL9c+NoKgzLQSIWwWhl8PXyBjQNmBy/++/NsyYcynm6dQjfr2h2bH95aTo2zU7wug1H6vrxy5M3\n", "HdvffSQLy7MnnqDGbGfQb7BDLhEhQUs3ioXExxWtW99zUlNTsWfPHhQXF6O6uhpNTU0+BSXh6eaQ\n", "BXtr+wAAPQYbKhoGpniG/4xdEcqlYqdhojEq6aTzCsRr5JCNu5L09YbUjGiFY24ChUQ06Y1AYHQg\n", "QVqUgpJsiHAr0S5duhSf/vSnoVQqUVhYiC996UtCtyukTJe+rELHlt/19daX5WOEOm+pWITPLErB\n", "pxcmYUNhHP69JPeeZFZZWQk7y8FoteObKzPx/JJUvFaSi1mJvs0/W5Cgwa83zsS3H87CrzbORG7c\n", "vVf7ofR+T5fYfPC435ZUKnXq7nXp0iUsWLCA10aR6SkrVoVvrsjA3670ID9ehZU5MbjeY8C5thGk\n", "RymwOC3CrSkShZYSqcBnFrueT+BGvxH/eugGWA6QS0T411WZ9wxX9ZRELMKsRE1QzJ9K+OVWjdaV\n", "YKnXUo02NHAcB4OVgUIqRseIBV/ZW++Y2Ppflmfg0YK4KY7gPoOVwc1BE0QiETJjlFDxONHIR23D\n", "ePnInRLacw+k4JP3JfN2fBI8/FajJYQvIpEIWoUUMokYI2bGkWQB4Pokw229YbWzKL/Whxf3N+Ar\n", "++pxuK7f6+GxNobFtW49KpsH0TI4epMsPUqJ7JjRmqxaJsaCNFqMczIMy6Gu14APmwZxoz88R5dR\n", "ouVBuNaufI2dHCFH3u06pEQEj5aAmSr2kNmOv1zsdGz/5eMujJjdX2trvNoeA75W3oAfHm/BNw80\n", "4mJjO1IiFfjhuhz8ckM+frOpADP9tERMKL7f9bfXPfvx31vwtf0NaPQi2YZdjZYQviRq5fj+mhy0\n", "D5sRqZQix8euXu3DZuy82gu91Y5n7ktCZowK9bcXYcyKUULhYoq/6z0GVLYMYUa0Eg+kRzpNnlLd\n", "ZXAMaBg22zFsG72plxSh8NvihJNhWA4mOwO1TMLbbGR8axsyw377BTTbWXSOWJAXBKv5+hMlWh6E\n", "6xhwPmInRci9WmLl7tgWO4O3z7TjbNvoJNU1XXr86NFcvH9jECKI8GhBLLTyif/cbw6a8a+HGmGy\n", "jZYWvvxgOjbNudMftiDhTlJQycTISoq95xj+Mv68B0027KnpxamWYazOi8GGwjhEKoW7mejt+50a\n", "qXCseyYTi5DkRZe0sJjrgJBgZ7VzaB+2Orb7jHaoZBI8tyRtyufqLHZHkgWAuj4DgDuJdm6SBj9d\n", "n4degxXZsSpkB8kgi2vdBmy7NLr22R/PdyIvTo0HZgS+18bdChLU+NXj+ejUWZAepeRlGfZQ43ON\n", "lrp2hWbdLJhiMywHq4c3qu6OrVVI8E8PpDg6/P/j4hTEqd27jkiKkGPu7aGzEhHwSJ5zzwelTIKF\n", "aRFYNzMO+fHqoHnNx99IBEav6n3VOWLBOx934u2z7WgeNzru7tiekEnEmJOsxZr8OBQmarwqcYRF\n", "jbaqqgpxcXEoLCxEY2MjtFotkpNHu7JkZWUJ2T7Cgz69FW3DZqjlEuTEqiATaE0ub7QNmfHH87fQ\n", "Z7DhuQdSMT/Vu7v3IpEID2ZG482yAthYID1S4TRP660RM4xWFola2T1fr+M1cvzbw1noGLZAq5AE\n", "zRXrVAoT1ShIUKOu14gFKVrkezhv792sDIv/OX/LMZtZZfMQXt840+WcFMQ9bvWj3bZtG9atW4e4\n", "uDiwLIudO3diy5Yt/mif26gf7cQGjDb87INWXLylg1gEfH9NDh7MdG/CFXf1G2ywsyziNXKPJjdh\n", "WA6v/r0FlS2j/7CVUjHeeqIQqZH83mCq6zXg3w7dgN7KYE1eLD5XlIroIBgYwYdBow06K4MohRRR\n", "Kt8qgTqzHV/ZV4+OcatS/HHLLEGXEwoFfutHq9FoEBc3+nVKLBZDIgmuFSbJ5HoNVly8NXqDiOWA\n", "8mt9vB7/Wo8BX9xzHf+04xo+aBp03F12B8tx6Dfeqaua7azXfV2Nt2cFYyaIf/B6P/TW0a/VxxoH\n", "0DHM//I2gRKjliEjWulzkgVGyy+fWnBnPcAn5yUgZpp8IAWaV98hxeLg+eoZDIKlZjcRrVziNKfA\n", "3GT++nteqa7FG6fbMWSyw8Zw+PmJVnTp3E9iMokY/++BVChvT9ry3AOpSHTzjvT4824fNuOVY014\n", "YU8djjUMwHpX7TJ53DElIvi8FHUwv9++EIlEWJETg99+YiZ+9Xg+PrUgGepx00NO1/P2B7c+BkUi\n", "EQYGBhAbG4uBgQGnlQ9IcEuLUuKn6/NQ1TKEpAg5HpjBX9mA4zjIJXdKBRKRyOMbHfNTIvBWWQFs\n", "LIckrdyrJLi/tg8f39IDAH558iZy4lRO87iuzovBiMWOhn4jtsxLQlaMb1+FRSIRevQWjJgZxKik\n", "vNQwzbbRYcmeLn3ON4VU7PEabWRqbtVoGYZBRUUF9Ho9lEolSkpKvFpHTEhUow2MG/1G/OrkTYyY\n", "GfzzQ+l4ID3S78ni1ydv4lBdv2P7N5tmonCCiVnG5pz1VduQGd85cgOdOisKEtR4eXUWkr0cuGCx\n", "MzjRNIS9Nb2Yl6LFk3MTaerDIOO3FRYkEglKSkp8CkSmp9w4NX66Pg92lkO0SgY7w0Ikgl9n/C+d\n", "k4DqLh1W58UhQiHBsNkOndmOCKXznzdfbbrWY0CnbrS2XNdrRFO/yetEe6PfhF98ODrZd0O/CVkx\n", "SpQUxE/xLBJq3Cq2NjQ0CN2OkBautaux2FqFFNEqGa516/HS4Ua8erwZNwdNUzybn9gAkB2rwitr\n", "c/H+jQH87lQ7vnu0Ce/fGPQ5RtOACR93jKBzxLnuLGWtTtvqCZa5cdf4gRIAMGRyPR9DMLzf4Rab\n", "D24l2suXLzttNzc3T7InCVfdOgtePtKEK50GVLYO460zHbx0oHfXgMmGm0N3EuKJ5sEJeyC463qP\n", "AS/urcO/HrqBbx9uxK1xyTbKPozPF6ViXrIW/7IiAzN9GOmUHavC8uzRunmiRsZ71zsSHNwqHVit\n", "zp/gly9fRnZ2tiANCkWhPt8AH7HtLOfoQgUAfUYb7CwHoaZcufu8JSIRZkQr0HY72T6QHulUKujR\n", "W2G0MohTy+4pKUzk41s6WJjRRN0xYkXHiMXRv3fx3EIsBlA6J9HnckSsWoYXH8rAswtt0CgkSJji\n", "xlqwvN/hFJsPbiXapUuX4siRI3j00UeFbg8JUfEaOb5QnIa3znRAJhHhc0Vp0EwyiYsQIhQSrMuP\n", "g41hoZCKMTP+zuiupn4Tvn24EQMmOx7Ji8HnitKm7B86fjFGqViE6AmW3eGr5huplCLSjeRPQpdb\n", "pYM///nPGBkZwfbt27F9+3ZcvXpV6HaFlHCtXY2PrZCKsaEwDv/1RCHeLivEYh4mwrazHBr7jLja\n", "qceQyTa4E1HIAAAgAElEQVRpbADIiFHhgfRIpEQokB+vduqi9EHTAAZu1z6PNw7i5qB5ytjzk7V4\n", "eXUWPjk/Ea+tz0XOuGn9guU1p9ihw62P0fXr1+P+++93bB88eFCwBpHQpZBKeF0+/KO2YbxyrBks\n", "B6zOjcEXH0xDlItpAHPiVMiZYEHD8VevIgBKF/PSjolQSrEyJwYr75qMvEtngTghC906S8DnoiWh\n", "w+c1w4IF9aOdXuwMi28dbER1953lbd4sK0CuFxNG9+gt2HGlB9d6jXhyXiIeyoiCbJIlxF25OWTG\n", "tw81osdgQ0qEHD9+NNfnJcZJ8PNbP1pC/E0qEaMgQe1ItBEKCdReDp1N1CrwxQfTYWVYpxm9PHWj\n", "34gew2gJo1NnRdOAiRItcYtbH+sjIyPYsWMH/vSnP8Fut2P37t1CtyukhGvtSujYpXMT8PySVHxi\n", "djxeW5+HlHGzenkaWyQS+ZRkASBSIXW57Q/T+f0O1th8cOsv5fDhwygrK8OBAweCbugtmb6StAps\n", "mZ809Y5T6DNYcbJ5CC2DZqybGYs5SVqvjlOYqMG3VmbiVMsglufEOC1xQ4grbmVNpVIJmezODQWa\n", "JtFZuPYvDIXYA0YbzrWNQGdhkKSV4+XDN/CbTQXI8GJiGY1cgjX5sViTHxxrhnmqoc+Aw3X9iNfI\n", "sTo3xuObeaHwfgcrrwYssKx3c4YS4k8My2FXdQ/eu9IDAMiMVuLh3BgYrOE3+1zniAUvHboBnWX0\n", "3AeNNnxp6YwAtyp8uFWjTUxMRGVlJex2O86cOYOMjAyh2xVSwq12xXIc6noMOFjdges9Bp+Guk7E\n", "xrBTriHmznmb7QzOtY04tluHzMiPVyPZi1V3PY0tFG9jG22MI8kCQH2/yeNJ1kPxvIOFW4l2xYoV\n", "iI2NhVKpRHJyMnWjCnMNfUZ8rbwBr5/pwdf216Ohz8jbsZsHTPhN5U1sv9yNxj7D1E9wQS2TYN24\n", "r/mL0iKwMFWLGHX4rRqQqJFj7e3XQiwCnpqfFFRrx0131I+WeOyDG4P49/dbHNv/9nAmHs71vW5p\n", "sDL4w7kOqOQSvN84iOxYFZ5bkurTYol6sx31/SZY7Axy49Rur+AwntHKQG9loJVLfJqpK9CGTDa0\n", "D1uglImRFaOC1I9TWYYyv/Wj7evrw6FDh6BSqWC1WlFSUoLY2MDdECCBlRIph0wsgo3lIBWLkMrT\n", "CCk7wyEtSom3z3YAGJ2YZkGq1mWitdgZGK0stArJhFdoWqUUi3wYDtxnsOJ/PurEh82DKM6IwueK\n", "0rxK1sEgWiWbNotShhq3vjscPnwYW7duxebNm/HUU0/h6NGjQrcrpIRb7So/Xo1fbczH14oT8euN\n", "+cjnqZtTlEqKpLuS2GR1xMrKSvTqrfjdqXa8sKcOf73UjRGzbcJ9fVHXa8SxxgFYGQ4fNg/heo8h\n", "7N7vcI/NB7cSrVqtdizIKJFIoFTSaJhwJhaJUJCgQcRQMwoSNB6vE+bKvBQNyubEQywC8uJUWJ4d\n", "M+m+V7v0OFI/gD6jDe983IWGPv4nG7/723WAl/QiIcqt0oHZ7DzbkdE4evPj3LlzWLJkCf+tCjHh\n", "2r/Q09iDJhuGTHZEKCSIn2Te1SilDP9wfypK5yRCJRcjepJJZJYtW4aj9f1Oj3my1Lm7ChI02DAr\n", "Dh82DaE4IwqzEjSIzw6d15xiBwe3Ei3LsvjDH/6AhQsX4vLly4iKikJtbS0uXbpEiZa4pUdnwc8/\n", "vInLnXqkRynwytqcSecJUMkkUE0yr0HHsBl1vUao5RIUJKgxP0WLq516rM6LQZ4PKx1MJlYtw+eX\n", "pGHrgmRo5JO3ixBX3CodGI1GPPjgg1AqlSgqKkJhYSGmSWcFXoRr7cqT2DcGTLjcObokePuwBTXd\n", "nnfd6jNY8UpFE177oBXfO9qEMzdH8L1HsvG/T83Gl5fOQJxA3baUstEr8LEkGyqvOcUOHm5d0X7q\n", "U5+CVnvv+PCMjAy0t7cjPT3d54awLAuO42h47zR195WgVi5xTObt7p3wETODlnHrglW1DOGJuQm0\n", "OgEJej73o92zZw9KS0vvebyrqwvHjx+HRCLBypUrkZKSMukxDh8+jKamJpSWliI1NdXx+P79+8Ew\n", "o6NZcnNzMW/evEmPQf1og5vByuB44wCO1PejaEYk7k+PxGvvt4ID8K1VmZiXPPVELwNGG75f0YS6\n", "3tF7BF8sTkPZ3ESBW07CXVDPR3vu3Dls3boVwOTJeExJSQlqa2vveVypVGLt2rVCNTEsjA5n5aAJ\n", "cEd7jVyCTbMT8Gh+LEx2Fi/sqUPv7bldX/17M94oLUCs2nX/1Fi1DN9+OAuN/UaoZRKfVp8lxJ8E\n", "G4OnVt/5RyCXe9fBm2EY7Nq1Czt37sTFixf5ahrvgrV21TFsxk/eb8HX9tejqmWI9zkJvDlvhUwC\n", "lgOYcV+kWBZw93tVSqQCy7NjYGq54tZqtkII1vebYgcvwRLt+IrE+CkWPVFSUoInnngCTz75JLq7\n", "u/lqWtjYU9OLypZhtAya8aPjzbg5NPWihP4Qq5bhpVVZiFBIEKGQ4KWHMxE3QXcvG8OifdiMWyMW\n", "uvlKQppglwRjtVVgdHZ7X7mTrCsrKx397cY+Af2xvWzZMr/Gc2f70qVL6DfcGXrKckB3Xz+yY9N5\n", "jTfG0+db2mrxvaIkpKWlIl4jv+f3H124gC55Cv7zXDckYhFeWpYC+UALioqKnGLS++3f7TH+jj/2\n", "WKDO31eC3QzbvXs3ysrKwHEcysvLsXHjRgBAdXU1xGIxZs+e7bR/bW0toqOjnW6Gtba2IjMzEwBQ\n", "Xl6Oxx9/fNJ20M2we9X3GvDykSYMm+3YujAZm+clBrxW666uEQv+cXstmNt/namRCvxm08wJexi0\n", "DZkxYLQhQSNHahStTEv4xcfNMJ9LB5N17SoqKsK2bduwbds2p6uQ06dP49SpU077Hjt2DJWVlTh2\n", "7Bg+/PBDx+Otra3Yvn07tm/fjoKCAl+bKphgrV3NTNDgP0sL8IfNs/DJ+fwn2Ylim20MdBa7z8eW\n", "SEROM2VFKiROs02NxW4eMOHr5Q345sFGfOtgA9r8UB4J1vebYgcvt0oHJ0+exPLlyyf83f333z/h\n", "46mpqXjmmWfuefz555+/57E1a9ZMeIwVK1a40zzigj9nmmoZNOG3lW0YstjxxeJ0LE6L8LpslKCR\n", "40frcvDG6Q6oZWJ88cH0CacobOw3Ytg8mth7DDa0DtLKtCT4uFU6eOWVVzB37lwsX74ciYnB2W+R\n", "SgeBZWNYfL+iCefbdQAAmUSE3z85CyqZGO3DFqhkYmTHqCDxcA5Ui42BWCyacArELp0FzQMmXOsx\n", "Yld1D6wMh58/lof7Ur2fFpGQu/mtH21ZWRlmzZqFqqoqfPDBB5g7d+49NVYS3liOg37cUil2hoPF\n", "zuKPH93CieYhiEXAD9flYMmMKI+Oq5hkboG2ITO+c+QGOnVWJGhk+NryDAya7FDLaNUAEnzc+quc\n", "P38+ZDIZVq1ahUcffRR79+4Vul0hJVxrV+NjK6QSfKE4DVq5BGIR8OJDM2BlWJxoHgIw2uthx9Ue\n", "sDx106pu70enbnTR0F6DDb16K/5ysRNSPyzPEiyvOcUOHW5d0VZWViIrKwunTp2CVqvFV77yFaHb\n", "RULQ7CQt3nqiEHaGRYJWjh69FVq5BPrbq84WJKh5m7s2Qu6cUDVyCb69Ogtxahk6hs1QyyWIodUE\n", "SJBwu0b78MMP46GHHgraSV+oRhuc6noNOFrfj+QIBVbmxPB2c85oteNs2whOtQ6jaEYklqRHguGA\n", "//7oFioaBpAdq8R3V2cjnW6MER/5tUY7f/58nwKR8FSQoEFBgob346rlUjycG+u0KOSF9hFUNAwA\n", "AJoHzPiofYQSLQkKbtdoyeTCtXYVbLFlEueyhEqgG2PBdt4UO/i59Zc4MjKCHTt24E9/+hPsdjt2\n", "794tdLtIEBjtSWB3azIahuXQPmxG25DZsaCiycagecCEtiEzbzfBXMmNU+MLRWlIjZSjZGacT6vf\n", "EsInt2q07733HsrKynDgwAGUlpY6htcGE6rR8mvEYsfBa32oaBxA0YxIbJ6XhNhJVjDgOA6nbw7j\n", "x8dbwHIcvrUqE8UzInHgej9+f+4WZGIRXlmXg/vTIwVvN8NyMNgYqCRiyKTU1Yv4zm9DcJVKpdOk\n", "LsF6Q4zwp77XiP8534m2IQt2XO11ufTMoMmO31S1wc5yYDng9ZNt6Byx4vfnbgEAbCyH35/rgNHK\n", "THoMvkjEIkQqpJRkSVBx66/RarU6bbMsK0hjQtV0rF1ZGef32Gy7N0mOxZZJRIgeN9lLhEICmUQM\n", "7bghs4ka+T01VF9Mx9ecYgdnbD64lWgTExNRWVkJu92OM2fOICMjQ+h2kQBLiVDg/ts1zvx4Fea4\n", "WGomQiHFN1dmYkGKFnOSNPjemhxkxCjxakkuFqRosSonGp8rSptwGC0h4cDtaRJra2vR1NSEuXPn\n", "IisrS+BmeY5qtL5jOQ4tAyb0Gmx49e8tKM6IwiN5MciNUyF+gom57zZ2E2x8QmVYDmIRP3MSExII\n", "fl0zbPbs2Y75DcbPE0umj+ouPfbW9KJTZ4XZzuKDpkF80DSIP2ye5dbzJ7pi9XQSmVA3ZLJBJBIh\n", "ilbmJeO4/C63c+dO7Nq1C7t27cKOHTuwY8cObN++He+8846/2hcSpkvtqrJ5GEYbC63iTm1VKRU7\n", "zQMrVGxP8RHbznh3r2Gy2Jdu6fDlvXV4cV8drvVMfvPQF6H+modibD64/NjVarV49NFHUVVVBZlM\n", "hgULFuDixYuIjo72V/uIH+XFq7DvWi8+tyQNAKC3MPh8cRpSIqfXqgVDJjuO1Pfj9M1hrM2Lxarc\n", "GJ8nRe8zWPGj483Q3Z7B7GcftOI/JlkRgoQft2q0O3bswObNmx3b1I92eho22XC+Q4e2ITNWZEcj\n", "NVIB5STTFIayU61D+EFFs2P7Z4/lYYGPc9j26q14fuc1GG2jV8nJWjl+84mZiKaJbUKe32q0d9/I\n", "oO5d01OUSoZH8mKn3jHEjZ83FwAv/XvjNTJ8e3UWfvJ+K6RiEb6xMoOSLHFwq78Ny7Lo6+sDAPT1\n", "9cFmswnaqFATrrWrUI09K1GDtEj57Z/VyIlT+RxbJBLhgfRI/NcThXizrADzU4QZ/huqr3kox+aD\n", "27N3HT58GHq9HhqNxqmMQEiomRGtxM8ey8eIxY4YpQyxGn6uPEUiERL8uEYbCR0+Lzfe3t4+6Uq4\n", "/kQ12qmNmG3o0tmgkolpAUNC3BQUy42fP3/e10MQPxg22/Df527hy3vr8MKeOlzt0ge6SYSEDRoT\n", "yYNQqF116aw4XD86KbbZzmLn1W6/xRYCxabYoYQSbZhQSsWQj5vUJYNKB4T4jc812j179qC0tJSv\n", "9niNarSucRyHq116bL/Sg4xoJTbOjkdyxPQaiOAuK8PCbGdvr9gbXkOEief8OtcBCW0ikQjzUyIw\n", "L1kb1hO8dI5Y8L8XOlHXa8An5ydhdW7MtByUQYILlQ54EEq1Kz6TbCid95iqliG8f2MQt0aseL2y\n", "Dc2DZr/F5gPFDk0+J9pg6NpFiLv0d40Cs3k5sQwhnvC5RhssqEY7Ot7+SpceRiuDBakR1Fd2Aq2D\n", "JvygogkdI1Z8Yk48nl2YQhO/EJeoRkscGJbDjqs92F3TCwDIjFbgp4/lT7qg4t36jTZ06yzQyqXI\n", "iJm+CTozRoVfPj4TJhuLaJXU51m7CHGHy9LBBx98AL1ej1//+teOeWnH/vvb3/6Gixcv+qudQS0Y\n", "alcmO4MLHTrH461DFhjcnCyl32DFL0604qv7G/DPHsylGgzn7Y1YtQxpUQqvk2yonjfFDhy3rmiz\n", "s7Mn7MK1Y8eOsP+6Hiw0Mgk2FMbhzTMdAIBlWVFOCya60jFicSRpk43F+42DmJWoEaythIQbl/8S\n", "V61a5frJUqo8AMCyZcsCHlskEmHdzDjkxKpgYVjkxKoQ4Wai1cglkIpFsLOj5foZ0e71rw2G86bY\n", "FDsUuPUvMSYmZsLHaaWF4KKRS3CfFxNYZ8Wo8ONHc3G4rg8z49VYmknvKyF8cqt718qVKyd8fKor\n", "3nAR6rUriViERWkR+PbqbGyen4Q4N6cNDPXzptgU219owAIhhAjMZT9au92OEydOQK1Wo7i4GBUV\n", "FTAajVi3bh3UarU/2zmlUO1H22ewYthsR5RSingNTRpNSLARfD7aXbt24b777kN8fDx++tOfYs6c\n", "OSgpKcH+/ft9CjoRlmXBML6v3RRKOobNePnIDXxxdx2+e6QJt0YsgW4SIUQALhOtQqFAfHw88vPz\n", "kZaWhrS0NCiVSiiVU3do7+rqwjvvvIN3330XnZ2dLvc9fPgw3nrrLXR3O8+R6skxAsnb+lFDnwnN\n", "A6Nj7W8MmNDYZ/RbbD5QbIodDrH54DLRmkwmcBwHo9GIxsZGWCyjV1xj/3fl3Llz2Lp1K55++mmc\n", "PXvW5b4lJSUT3ljz5BhC05nt6NJZeFkxdYxaLr5rm0YpETIduezetXr1arz33nuQSCR48cUXsXPn\n", "TgDA0qVLpzzw+BquXO5d7ZGPY/ChS2fBr0+24XKnDqtzY/H/lqQibtzQVm/7+BUmaPCF4jScaBrE\n", "qpwYFCR4XvcO176NFJtihxKXiTYxMRFPPfWUY/tTn/qU2wcef49NJvNulVE+jsGH6i49Pr41OnLq\n", "WOMAVuZEIy4jyufjRiqleGJuIjbOiodMQh1ACJmuBPvXPf7GlrdzoHp6jPF1nMrKSt62JWLn2GKR\n", "yOn3Yz97e3yZROz18+9uw5gzZ87g8tWrgrweY9tvvvmmoMd3tf3mm2/6NR6f77cv25O93/7YDtf3\n", "mw9uTZNosVhw4MABx/aGDRugULgeprl7926UlZWB4ziUl5dj48aNAIDq6mqIxWLMnj3baf/a2lpE\n", "R0cjNTV1ymNMRMjuXT16K/50oRMX2kewbmYcnpyXiKhxw1srKysD9tVmotg2O4szbcPYU92LuSla\n", "bJwVL0jXsWA7b4pNsYXAR/cutxLtjh07UFJSAq1WC71ej0OHDmHLli0un3Pr1i2cOHECHMdhzZo1\n", "SExMBAD8/ve/h0gkwnPPPefY99ixY2hqaoJSqURWVhZWrFjh8hgTEbofrcXOwGBlESGXQCYN7q/5\n", "13sMeHFfPcbe2K8um4HHCuMD2iZCQpXf5qOVyWTQarUAAK1W61a9NDU1Fc8888w9jz///PP3PLZm\n", "zRqPjhEICqkECmlo9Aow2RiM//TsM9gC1hZCiJs12rsHErAsLf8xHp+1HD5iZ0QrUTwjEgAQrZJi\n", "WZYwk8QE23lTbIodrNy6otVqtaivr8fMmTNRX1/vuLolwSlOI8fXV2Sgz2CDRi5BSmR4LitOSLBw\n", "e82wU6dOoaOjA+np6XjwwQeFbpfHQnWuA0JIcPPrmmHuDFIghBByL49vn7e2tlKN9i7hWrui2BQ7\n", "HGLzwa1E+4tf/AKtra04ePAgOjo6sG/fPqHbRQgh04ZbibagoACZmZkAqIQwkXAdA06xKXY4xOaD\n", "R927JJLQ6EdKCCHBxK1Eq9frcfToUeTm5grdnpAUrrUrik2xwyE2H9zqdfDEE0+gu7sb2dnZuHz5\n", "Mt0MI4QQD7jdj3Y8q9Ua0PlhJ0L9aAkhQhB8zbDJHD582KeghBASTrxKtFQ6cBautSuKTbHDITYf\n", "XNZoX3nlFTz//PPYtm0bMjIyHI9fv34dpaWlgjeOEEKmA7dqtHv27HFKrHdvBwOq0RJChOC3Gm1x\n", "cbHTdnS0MNPuEULIdORWok1OTnbanmhp8HAWrrUrik2xwyE2H4J7TRZCCJkGvOpHG4yoRksIEULA\n", "+tESQghxHyVaHoRr7YpiU+xwiM0Ht1dYIMGDYTmMmO1QyuhzkpBQQDXaEGOxMzjeMIi/fNyF7DgV\n", "vlSchrQoZaCbRci0RTXaMNQyaMbrVW3oM9rwUdsIjjUOBLpJhJApUKLlgT/rRwzr/AVEZ7L6Lfbd\n", "wrVmR7HDKzYfKNGGmIxoJbYuTIZYBGREK7A8TRHoJhFCpkA12hBksTMYNNmhkIoRo5IFujmETGt8\n", "1Gip10EIUkglSI6g9dsICRVUOuBBuNauKDbFDofYfKBESwghAqMaLSGEuED9aAkhJARQop2AzmLH\n", "xx06nG4dQq9+6n6q4Vq7otgUOxxi84F6HdyF4zgcrR/A22c7AABL0iPwzVVZiFLSSxWsGJZDy6AZ\n", "RiuDtCgFYtXU5Y0EF6rR3sVoZfDV/fVoGTQ7HvvvJ2chI4bmEwhWFztG8J0jTbCzHIozIvG15RnU\n", "v5jwhmq0AlBIxVgyI9KxnR2rhFZBfVaD2d6aXthvD00+c3ME3brADUsmZCKUaO8iEYtQNjcR31md\n", "hX9ZnoHvPpI95VfRcK1dBUvsggSN42e1TAytXNgPxmA5b4odOqjwOIE4tQwrcmIC3QziprX5sVDK\n", "xOgYNmNNfhzSo6nMQ4IL1WgJIcSFoJ7roKurC8ePH4dEIsHKlSuRkpLi8b779+8HwzAAgNzcXMyb\n", "N0+o5hJCiGAEq9GeO3cOW7duxdNPP42zZ896ta9SqURpaSlKS0uDOsmGa+2KYlPscIjNB8GuaNVq\n", "teNnuVzu1b4Mw2DXrl3gOA7Z2dlUGiCEhCTBEu340q9M5vqu/WT7lpSUOH4+dOgQj63j17Jlyyg2\n", "xabY0zQ2HwQrHYzVVgFAJBL5vO9UyRpw/npRWVnp0fbHNfU4V9+OzhGLV8+nbdqm7em77SvBeh3s\n", "3r0bZWVl4DgO5eXl2LhxIwCguroaYrEYs2fPnnLf1tZWZGZmAgDKy8vx+OOPTxrPl14H/UYbflfV\n", "hqrWYUQppXhtfS5y49RTP/G2ysrKgH3iUmyKTbGFFdS9DoqKirBt2zZwHIc1a9Y4Hj99+jREIpFT\n", "op1s39bWVpw7dw4AsGDBAqGairYhM6pahwEAw2Y7TjQNepRoCSHEFepHC6Cu14Cv7K3H2Avxz0vT\n", "sXF2An+NI4SErKC+og0lObEqfHdNNnZX92BOkhbFGVGBbhIhZBqhuQ4AyCRiLMuKxs8ey8c/PZCK\n", "BK3r7mh347No7imKTbEpdvCjRDuOROy6dwQhhHiDarQTGDbb0au3QiOXICVSwcsxCSGhiWq0Ahg0\n", "2vC702042TyMSIUEP1mfh/x46oFACPEelQ7ucnPIjJPNo129RiwM3r8xOOVzwrV2RbEpdjjE5gMl\n", "2ruoZBKML9UmaGhJFEKIb6hGe5dBow1tw2acaBqEWi7BplkJHvdCIIRMH1Sj5VnbsBk/e78VDf1G\n", "lM1NwJZ5iYhU0hUtIcQ3VDoY53TLEOr6jGA5YOfVXjQPmKd+EsK3dkWxKXY4xOYDJdpxpBLnl0M8\n", "xaxjhBDiDqrRjtM5YsHbZztwvdeAJ+cm4rHCeGgEXlGVEBLcqEbLs5RIBV5alQmjjUWkUgopjRQj\n", "hPCASgd3UcokiFXLPEqy4Vq7otgUOxxi84ESLSGECIxqtCTsmawM6vuMMNlZ5MQokRhB81uQO6hG\n", "SwgPPmgaxK8r2wAA81O0ePnhLMSoqf804Q+VDngQrrWr6RDbxrA4VNfv2L7SqcegyeaX2N6g2KGJ\n", "Ei0JazKJGEtmRDq2UyLkiFDQFz3CL6rRkrA3YLShuksPnZXBvGQtMqKVgW4SCSJUoyWEB7FqGVbk\n", "xAS6GWQao9IBD8K1dkWxKXY4xOYDJVpCCBEY1WgJIcQFPmq0dEVLCCECo0TLg3CtXVFsih0OsflA\n", "iZYQQgRGNVpCCHGBarSEEBICKNHyIFxrVxSbYodDbD5QoiWEEIFRjZYQQlygGi0hhIQASrQ8CNfa\n", "FcWm2OEQmw+UaAkhRGBUoyWEEBeoRksIISGAEi0PwrV2RbEpdjjE5oNgKyx0dXXh+PHjkEgkWLly\n", "JVJSUjze15NjEEJIsBKsRrtv3z5s2rQJALBnzx6UlpZ6vK8nx6AaLSFECEFdo1Wr1Y6f5XK5V/t6\n", "cgxCCAlWgiXa8RfKMpnMq309OUYghWvtimJT7HCIzQfBarQMwzh+FolEXu3ryTGio6Nx8eJFT5vJ\n", "C7VaTbEpNsWeprGjo6N9PoZgidZkMgEYvSod+xkAqqurIRaLMXv27Cn3nezxiSxevJi3thNCCJ8E\n", "S7RFRUXYtm0bOI7DmjVrHI+fPn0aIpHIKdFOtu9kjxNCSCiZNiPDCCEkWNGABUIIERglWkIIERgl\n", "2mmAZVmnHhrhEpuQUCHYzTA+BHIYLx+x9+/f70hCubm5mDdvHu+xDx8+jKamJpSWliI1NdWrY/Ad\n", "2x/nXVNTg7q6OrAsi+LiYqSnp3t8DL5j++O8T506he7ubgBARkaGo7eNP857stj+OG9gtBfS66+/\n", "js9+9rOOvzd/nPdksT06by6I7d271/Hz7t27vdrXk2PwHfvo0aNux/M2NsdxXE1NDdfR0eHTMfiM\n", "7Y/zPnHihOPnAwcOeHUMvmP76/0ec+TIEZ+PwUdsf533oUOHuAsXLjj9vfnrvCeK7cl5B/UVbSCH\n", "8fIRm2EY7Nq1CxzHITs72+25GPgYeuyP856MP857xYoVPh+D79j+er9bWlqwc+dOlJWVeX0MPmP7\n", "47wHBwehVquhVCp9aj+fsT0576BOtFwAh/HyEbukpMTx86FDhwSJzfcx+Ijtz/OuqKjAkiVLfDoG\n", "X7H9dd5ZWVl44YUXsHfvXuTk5Hh1DD5j++O8KysrsWHDBly/ft3rY/Ad25PzDupE6+9hvHzHHs+T\n", "PwJv28zHMfiIPZ6Q533ixAnk5+cjPj7e62PwGXs8od9vpVKJiIgIn47BV+zxhDrv7u5u7Nu3Dz09\n", "PcjKynLUSf1x3pPFHm+q8w7qROvvYbx8x25tbUVmZiYAwGw2CxLb02P4I7Y/zvvkyZNISkpCVlaW\n", "W8fwR2x/nPfAwABiY2Md+091DH/E9sd5P/fccwCA2tpap7kH/HHek8X25LyDOtEGchgvH7FbW1tx\n", "7vE4Ep4AAAaYSURBVNw5AMCCBQsEiX3s2DE0NTVBqVQiKyvLUT/0x3lPFlvo8+7p6UFVVRUKCwtx\n", "/fp16HQ6PPvss345b1ex/fF+V1VVwWKxAADuv//+KY/hj9j+OG9gNNFXVlY6XVX647wni+3JedMQ\n", "XEIIERgNWCCEEIFRoiWEEIFRoiWEEIFRoiWEEIFRoiWEEIFRoiWEEIFRoiWEEIFRog0jer0e//Vf\n", "/4Xa2lq/xz527Bh2796N7du3o7q62ul3VVVVGBwc9On4ra2tePXVV306xnTk7mt74cIFvP32235o\n", "UXiiRBtGtFotli1b5ve4nZ2dkEqlKCsrw5YtW+5JtDabDXa73acYmZmZmDVrlk/HmI7cfW0XL16M\n", "hIQEP7QoPAX1EFzinfPnz+PDDz9EcnIy1Go1bDYboqOjsXbtWgDA2bNn0dDQAACIi4tzJF+WZbFz\n", "505IpVJwHAetVot169Y5jnvq1CncunULcrkcLMtCLpfjscceAwDU1dXh0qVLUKlUMJvNuP/++x2z\n", "OykUCuj1ekcMm83mOGZtbS0uXryIjo4OaDQaiMViPPbYY5BKp/7TrK2txaVLl6BUKmGz2WA0Gh2/\n", "GxgYwNGjR6FSqcAwDFJTU1FcXAyr1Yp33nkHBoMBTz/9NCIjI7Fjxw50dHTgs5/9LBITE71+XSeL\n", "CYx+mzh+/DhMJhM0Gg2sVivEYrFjusGGhgZcvXoVUqkULMvi1q1b+NKXvjTla2A0GrFr1y5otVpI\n", "JBLU1dXhG9/4hluv7bFjxzAwMACpVAqJRAKWZaeMR7zk9sy1JKT85Cc/4Xp7ex3bZ8+e5Wpqaria\n", "mhquoqLC8fh777036TH+9re/OW3/+c9/5nQ6HcdxHMcwDHfz5k2O4zjOYDBwf/7zn5323b59O2e1\n", "Wh3b7777Lvf2229zr776Kvfxxx877fv+++87tdUdRqOR27Ztm2PbbrdzL730kmP7j3/8o1P8qqoq\n", "rrm5meM4jmNZ1um5hw4d4oaGhtyKO9nrOlXMMS+99BLX3d3t9JjJZOK2b9/u9FhVVZVb7WlqanKa\n", "hLulpcXp95O9tjU1Ndzp06cd2729vdxrr73mVkziObqinabS0tKcpvBbsGABjhw5gtzcXKdp3iQS\n", "ieNni8WCo0ePgmEYiMVi3Lhxw+mYmzdvxpkzZ2A2m2E2mx0TaXR3d2NkZAR79uxx7Gs2mzE4OIjE\n", "xEQ0NTUhMTERTz31FADgnXfewdy5c52uWjkPp9zo6OjAzJkznc5j7ty5ju2uri4cOHDAsc2yLKRS\n", "KbKysiASiRAfH4++vj7ExsZCp9MhKirKrbiTva6zZ892GXPMokWL7rlqvnXrluPqf8zSpUvdak92\n", "djYYhsGRI0ccU/+NzSg1ZqLXtqGhAY8++qhjOz4+3rEkD+EfJdppqqOjA319fY6kcPnyZcycOdPl\n", "QooHDx7EI488gsjISACAwWBw/M5ut6OxsRGrVq1yPPbXv/4VWVlZSE9PR1JSEkpLSx2/G/81VK/X\n", "OyUXjUYDu93uSLRSqdTjBR7T0tLw0UcfOWa1t9vtuHLlCrZu3QoAyM/Px4YNG5zmCR1fq1yxYgXK\n", "y8uRnp6OBx54wO24d7+uly5dQkFBgVsxJ5OSkoILFy44zdDf1taGhISEe2b1v9vly5dx3333IS8v\n", "D8BoeWf89H2Tvbb5+fm4dOmSo7TR29uLtra2KdtKvEOzd01T7777LqRSqWNS47i4OCxduhT/93//\n", "BwD4h3/4B/T19eEPf/gDli9fjhUrVqCmpga1tbWQyWSw2+1oaGjAwoULUVJSArPZjDfeeAM5OTkQ\n", "iUSwWCxYtGiR4x94W1sbPvroI0fy1Ov12Lhxo2OC6LGF7FiWRXp6utPKBDqdDvv374dWqwUwetNu\n", "9erVU55jdXU1Ll26BK1WC6PRiJGREWRlZaGkpAQGgwEVFRUQi0fv9xoMBhQVFTldOe7duxdDQ0P4\n", "7Gc/69PrOvbh4ypmU1MTrly5gqtXr2LevHlQKBRYv36947i1tbWorq6GXC6H3W5HbGysW6/Brl27\n", "HPHGbNq0yfGYq9e2oqICg4ODUCqVMJvN6OnpQXFxsdMUiIQflGinqe3bt2PLli2Bbsa0Q68r8QZ1\n", "75qGzp8/j+vXr2Pv3r0YGRkJdHOmDXpdibfoipYEpbHuUBP9eWq1Wo9m0w/mmFM5fPjwhMukiMVi\n", "rF27FiqVyu9tIp6jREsIIQKj0gEhhAiMEi0hhAiMEi0hhAiMEi0hhAjs/wOUAlLqcIh2TQAAAABJ\n", "RU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.667784\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd8XOWZL/Df9Kreey+WbXDBljHCdsDGMi7IlBDwJiQk\n", "7O6Fm81NQnYhm0IKCTcbstlUyC43m7BECXKRscHGlqgqxg0bS8K2uiVZvY1G08+c+8dYY42kKZo5\n", "Z4rm+X4+/nzmjM6c55wZ+dU7z3nf5xWwLMuCEEIIb4SBPgFCCFnqqKElhBCeUUNLCCE8o4aWEEJ4\n", "Rg0tIYTwjBpaQgjhmZivAw8MDKC2thYikQibN29GSkqK030bGhowODgIAMjMzMTatWsBAEeOHAHD\n", "MACAvLw8rFy5kq/TJYQQ3vDW0J4+fRr79u0DAFRXV6OiosLpvhs3brQ/PnHihP2xXC7Htm3b+DpF\n", "QgjxC94aWqVSaX8slUrd7t/V1YUDBw5g79699ucYhsHBgwfBsixycnKwZs0aXs6VEEL4xFtDO3vC\n", "mUQicbt/dnY2nnrqKRw+fBi5ubkAgPLycvvPjx07xv1JEkKIH/DW0M7kVgFAIBB49Bq5XI6IiIgF\n", "f+ausT5x4gREIpHnJ0gIIR6Ijo623zfyFm8NrV6vB2Dr2c48BoCmpiYIhUKUlJTYnxsbG0NsbKx9\n", "/xnd3d3IysoCABgMBpfxRCIRpRYIIZw7f/68z8fgbXhXaWkpKisrUVlZidLSUvvzjY2NaGhocNi3\n", "vr4e+/fvx/79+7F8+XL7893d3aiqqkJVVRWKior4OlWf1dXVUWyKTbGXaGwu8NajTU1NxSOPPDLv\n", "+SeeeGLec7t3717wGJs2beL8vAghxN8ES6VMYm1tLaUOCCGcO3/+PO6++26fjkEzwwghhGfU0HIg\n", "XHNXFJtih0NsLlBDSwghPKMcLSGEuEA5WkIICQHU0HIgXHNXFJtih0NsLlBDSwghPKMcLSGEuEA5\n", "WkIICQHU0HIgXHNXFJtih0NsLlBDSwghPKMcLSGEuEA5WkIICQHU0HIgXHNXFJtih0NsLlBDSwgh\n", "PKMcLSGEuEA5WkIICQHU0HIgXHNXFJtih0NsLlBDSwghPKMcLSGEuEA5WkIICQHU0HIgXHNXFJti\n", "h0NsLlBDSwghPKMcLSGEuEA5WkIICQHU0HIgXHNXFJtih0NsLlBDSwghPKMcLSGEuEA5WkIICQHU\n", "0HIgXHNXFJtih0NsLlBDSwghPOMtRzswMIDa2lqIRCJs3rwZKSkpTvdtaGjA4OAgACAzMxNr165d\n", "9DEoR0sI4QMXOVoxR+cyz+nTp7Fv3z4AQHV1NSoqKpzuu3HjRvvjEydOeHUMQggJVrylDpRKpf2x\n", "VCp1u39XVxdefPFF5Ofne32MQAnX3BXFptjhEJsLvDW0szMSEonE7f7Z2dl46qmncObMGa+PQQgh\n", "wYi3hpZhGPtjgUDg0WvkcjkiIiK8Psbsv3p1dXV+2y4rK/NrvNnbZWVlfr/eme3Z/B1/7jnQ502f\n", "N9/xfcHbzbBDhw5h7969YFkWR48exe7duwEATU1NEAqFKCkpse87NjaG2NhYAMCbb76JnTt3ujzG\n", "QuhmGCGED0E9YaG0tBSVlZWorKxEaWmp/fnGxkY0NDQ47FtfX4/9+/dj//79WL58udtjBBsu//JR\n", "bIpNsYMrNhd4G3WQmpqKRx55ZN7zTzzxxLznnPVUnR2DEEJCCdU6IIQsms7EwGixIkohhtDDezCh\n", "KqjH0RJClqaeCQN+Vd+Dvkkjvrw+FZuyoyER0yRTV+jd4UC45q4odnjGPtA0hIv9WozozPjZe924\n", "NmnwW+xQRQ0tIWRRjBar/TELgLEuiewjryhHSwhZlI4xPX5wsgNDWhO+vC4VO5fFQyERBfq0eEM5\n", "WkKI3+XGKvDL3YUwMlbEKCSQUX7WLXqHOBAMeTOKTbH9GTtGKUFyhMxvjSzlaAkhhLhEOVpCCHEh\n", "qKfgEkIIsaGGlgPBkjej2BSbYgcnamgJIYRnlKMlhBAXKEdLCCEhgBpaDoRr7opiU+xwiM0FamgJ\n", "IYRnlKMlhBAXKEdLCCEhgBpaDoRr7opiU+xwiM0FamgJIYRnlKMlhBAXKEdLCCEhgBpaDoRr7opi\n", "U+xwiM0FamgJIYRnlKMlhBAXKEdLCCEhgBpaDoRr7opiU+xwiM0FamgJIYRnlKMlZAljWRbTJgYy\n", "sRASEfWrvMFFjlbM0bkQQoKM0WLFBx3j+NsnQyhKUODza1KQHCEL9GmFJfoTx4FwzV1R7OCO3Tmm\n", "x799cA3XJgw42TqODzom/Baba5SjJYQEJTNjddjWGC0BOhPCW452YGAAtbW1EIlE2Lx5M1JSUpzu\n", "29zcjCtXrsBqtWLDhg1IT08HABw5cgQMwwAA8vLysHLlSqfHoBwtIY4mDRb8+Vw/jnw6gkSVBD/a\n", "noecWEWgTyvkBCxHq9VqoVarXe5z+vRp7Nu3DwBQXV2NiooKp/uOjo7i/vvvBwC89dZb9oZWLpdj\n", "27Zt3pwiIWEvSi7G4+tSUbE8AUqJEHEqaaBPKWy5TB20tLQs+O8vf/mL2wMrlUr7Y6nU9Qe8adOm\n", "BZ9nGAYHDx7EgQMHcP78ebcxAyVcc1cUO3hiW6wsJvRmGC2Mw/MqqQgZ0XJOGtlgvO5Q4bJH29DQ\n", "gLKyMrS3t2NoaAirV6/G+fPnERsb6/bAszMSEonEo5M5efIk1q9fb98uLy+3Pz527JhHxyAk3GiN\n", "Fhz5dARHPx3BqlQ1HlubikQ19V6Dicse7ec+9zkUFxdjamoKX/rSl7Bq1So8/vjj9rypK7P3EQgE\n", "bvd///33UVBQgPj4+AV/7kljPfuvXl1dnd+2y8rK/Bpv9nZZWZnfr3dmezZ/x597DuH8ebeO6PDH\n", "s/0YnjbjZOs4Ll6fQn19PX3eHMf3hUc3ww4ePGjPoQLAoUOHsHfvXpevmdmHZVkcPXoUu3fvBgA0\n", "NTVBKBSipKTEvu+HH36IhIQEFBcXOxyju7sbWVlZAICjR49i165dTuPRzTASrs72TOLbb3fYt//p\n", "jgzsWrZwh4Usnt+Kyuh0OlittqEiDMNgamrK7WtKS0tRWVmJyspKlJaW2p9vbGxEQ0ODfXtoaAj1\n", "9fW4fPkyqqur8eqrr9p/1t3djaqqKlRVVaGoqMjji/I3Lv/yUWyKvdjYeXFK3FNgS+cVJyqxOtX1\n", "jWouY/tLIGNzwaNRBzt27MD//M//QCqVwmg0YufOnW5fk5qaikceeWTe80888YTDdmJiIp555pkF\n", "j+HsJhkh5KYYpQRP3p6OfauToZSIEKWgCZ/BhmodEEKICwGrRzswMOBTUEIICSceNbTNzc0O27Nz\n", "rCR8c1cUm2KHQ2wueNTQtra2OmyLxZQDIoQQT3mVOpgZgUBsZsY2UmyKTbGXXmwuuOyaHj16FHq9\n", "HpcvX4bZbLY/n5SUxPuJEULIUuGyR7tr1y489NBDWLVqFR566CH7Pxp25Shcc1cUm2KHQ2wueJQ6\n", "2LFjB9/nQQghSxaNoyWEEBf8No72rbfeQk9PD7q6uvCXv/wFbW1tPgUlhJBw4lFDazKZkJaWhgsX\n", "LuDRRx8N6tqwgRCuuSuKTbHDITYXPGpohUIhhEIh5HI5AEAmo5U0CSHEUx7NPDCZTNBqtfaGdomk\n", "dTkTruMLKTbQPa7HdY0R8Sop8uIUEHpQe5mr2P4WrrG54FFDm5qaiurqajz44INoampCR0eH+xcR\n", "4kd9kwbozVYkqCWIki9cJP7ToWkcbh5GSoQU2wvjkBzp2zez7nE9vnm0FRojA4lQgJ/vKsCyRJVP\n", "xyRLk0epg40bN+Lv/u7vIJfLUVxcjCeffJLv8wop4Zq7CpbYnw5O46nqK3iy+gr+8NF1TOrnL6vd\n", "N2nAs8fa8E77OF67MIhDzUM+x76uMUJjtK0kYrayaB3ReX3MxcbmC2N1/m01WD7vULToKbhisdie\n", "QgCACxcucHpChCzWkU+HoTPbpoWfbB1Dn8Ywbx+9xWrfBwA6xgwuGxVPxKukkAhvpgoyouQu9g5u\n", "ZsaKxu4JPHOsDf/vzHUMa02BPqUlxefqMF1dXVi1ahUX5xKywjV3FSyxU2elAMRCARSS+f2HJLUU\n", "O4picezKGMRCAR6+NQkioXf51JnYeXEK/HxnPlpH9ciIkmNZktLNK33H13veOW7AD2o6YWWBi/1a\n", "xCrFqFie6JfYngiLHC0hwWxbQSx0Zis6RnV46JYkZMUo5u0TIRPj8XVpKC+Kh1wsRFaM771PoUCA\n", "ZUlqLEviZ+kYf9KbGMzu4A9pzc53JovmVfUu4ihcc1fBEjspQoa/L03DT3bkY216pNM7/1FyMZYl\n", "qpAT69vogGC5bi5lRMtRlh0FAIiUiXBXXozfYnvCl9iMlYXGYIGFCVzVQerRkiWD76FVoc5ssWJE\n", "Z4ZEJEC8Surws1ilBF+7IxOPrjJBJRUhxccRGcFCYzDjjZYR1LSNoTQjCp+9JQlxqoVHpfDJ51oH\n", "1dXVqKio4Op8vEa1Dghxzmix4sTVUfy2sReRcjF+dE8uihKW/lC0uUuxf/eubNyZO7+37krA1gwj\n", "hISWfo0Rv27ohZUFJvQWvHLmus+jLkKBac41GpnAXLPPDW24jzgAQjd3RbE9M2Ww4P2Ocbxyug+X\n", "BrQ4ffqM32LPNXPdZosV/RojRqc9u2klFAogmpVZUUpEWGymJRQ/74I4JW7PsuWelycqsTwpML14\n", "j3K09fX1iIuLQ3FxMdra2qBWq5GcnAwAyM7O5vP8CAm4iwNaPP9OFwDgQNMwfrgpLaDnY7AwOHF1\n", "DL9r7EW0XIwfbc9DQbzroWVpkTJ8b2sOXjrVh3iVBF+6LSUsctoJaimevjMTmvUWqKUiRCn8n58F\n", "POzRXrt2DQkJCQCA3NxcfPjhh7yeVKgJ1/GF4RL72sTNCRAWKwtWHrjhXGVlZejXmPCbG2mAMb0F\n", "/33WfRpAJBTg9qxo/Pq+Ivx4e96CQ+A8iR0ovsSOkIuRFiUPWCMLeNjQqlQqxMXF2V4gFEIkEvF6\n", "UoQEk9WpEZDd+N6dFilFWoDvyAsFcEgDKCQieDr3IlIuhkJC/3/9zascrVBI99BmC8XcVTDFnjCY\n", "MTJtWtTNGX9ed3GCEr+6rwgv7MjDT8rz0XnpLMwWKxq6JvC9E+042DSEcT2/A/xbBrX4wckO/K6+\n", "CxKhEN+5OwfJEVLckqzGF9akQOCHNMBS+F0LFI9ytAKBAGNjY4iNjcXY2BgYhuH7vEiYaBvV4Se1\n", "XZg0WvDVOzJQlh0NsZdTY53RmSy4PKzHpN6M3DjFor82CwQC5MQqkAPb69pZFm1jevygphMsgFPX\n", "NIhViLElL5bT857RN2nAs8fbob9Rq8ECEb66MR0rktSQiARQSqmHGuw8amjvvfdenDx50l6T9r77\n", "7uP7vEJKqOauAh3bwljxh4/60KsxAgBeeLcLf3hgGTKj3U+PXUzsM71T9ptZcUoxXtxV6FAfYbHK\n", "yspwpkeD2f1vPqesGixWeyMLANcm9LCyQJTCv/ONQvl3LdA8+qREIhHKy8v5PhdCeHG6R2N/PKqz\n", "YExn9qmhBYDMaBlKEpVoGdIhSi7GbemRAIBJvRnTZisiZSKoZdw0hElqKfYsi8cbn45AIhTgkVuT\n", "vS6Is9QNa014p30cHaM67FwWj5XJar+kVdzxKNna2trK93mEtHDNXfkaWywS4u9L05ARJUOETIRn\n", "PpPtcQO4mNilGZH2xwlKCdQ+ftWuq6tDUoQM37k7B7/aU4hf7i5AbpwCfZMGfOdEB774egt+29iL\n", "UR03vVy1TIzHbkvBr+8rxI82xWN1WgQnx3Vl0mBB36QRU4abtX1D4XftvY5xvHLmOt7tmMCzx9vR\n", "NT6/ZGYgePQn9+LFiygoKLBvd3Z2Iicnh7eTIuEjP06JX+wugJlhEaOQ8NJTW5cRiZ/dm49hrQl6\n", "ixXP1XTgydvTsS490qfeTrxK6lAz4GK/FleGbcW/a9vG8Zm8GMQpo3w+f8BWfawoQYy6Kx9DmJ/O\n", "yTGdGZgy4ucfXMMn/VqUZkTiq3dkIFEtnbef0cJAJg6u/HD3rIbVzLDQmYLjfpLHa4bNdvHiRbcN\n", "7cDAAGprayESibB582akpKQ43be5uRlXrlyB1WrFhg0bkJ6evuhjBFK45q64iu1s6RlvYlsYK8Qi\n", "xy9qCokIyxKU+NO5fjQPTgMAflDTif98oBipkYsvl+gstkzk2GhzfVPPVWwuXR6axif9WgDARz0a\n", "lI/okKiW2mNrjRbUtI2hpnUct2dF4t7ieMTwPEbV0+suL4rD+x3jMDIsNmRGBk1xHI8a2o0bN+Lt\n", "t9/G9u3bPT7w6dOnsW/fPgDuC8+Mjo7i/vvvBwC89dZb9oZ2Mccg4c1sseJUzyQONg1jZbIau5fF\n", "I2FWL8wKwDSrTB5jZcGyvjeEjJVF94QBBjODokQVdhTF4eO+KewojnM7W4sLw1oTJg0WRCvE8ypy\n", "eUsy5w+VZM4fjKsjOvyusc/+OCdWgY1Z0ZzE9tWKZDV+W1EErcmKlAgpYpSBm6Qwm0c52ldffRUa\n", "jQZVVVWoqqrCpUuX3L5Gqbz5SyaVuv4F2LRpk8/HCKRQyF0t9djtY3r8uLYLzYPT+OvFQZzp1Tj8\n", "XCER4asbMxCrEEMmEuCZz2QjOcK736nZsT++PoWnDl3G/znSisoLg3hsjS2X+tlbkhDB0c0wZ7F7\n", "Jw3457da8WT1FXzvRAf6b4ze8NWyRBXuX5GA5AgpHlmVZK/yNRN79ggIAJg28V/ndTG/a5kxCpQk\n", "qYKmkQU87NHu2LEDt912m337rbfecvua2dUXJRLPLvjkyZNYv369T8cg4UlvtuLhW5MgFQkgEwth\n", "XaD6Z3GiCr+tKALDAnFK3/PBjJXF6xcHMVMQ6mTrGPYuT0C+H3qyAHBlWIc+jS2t1zaqR9uojpOv\n", "yrFKCb6yLhWP3JoMlUw0LwWSH6fAiiQlmgZ1yIqWYVmif643lHnU0M5uZAHbuFp3Zk9q8OSGw/vv\n", "v4+CggLEx8d7fYy6ujp7LmfmL6A/tsvKyvwaL5i2Z/g7/sxzM9tSRoczPRq0j+kBAP+0MQ2nT5+2\n", "/+Hm4/NWKpXIi0vEhRv5TJVUZF+vzB/vhzA+D7Oxpps3gnw9/qnGhgV/DthWtPh8vhBMcQKyUxMR\n", "r5L6/fMOxO+bL3wu/O3MoUOHsHfvXrAsi6NHj2L37t0AgKamJgiFQpSUlNj3/fDDD5GQkIDi4mKP\n", "jrEQKvwd3lpHdHiq+op9+5ZkNf7vvfm8jzcdnDKipm0M1zUm7F4Wj+JE/5Xh0xjMqGkbR33XBO7K\n", "i8WWvBioaJYY5/xW+Fuj0WD//v3405/+BIvFgkOHDrl9TWlpKSorK1FZWYnS0lL7842NjWhoaLBv\n", "Dw0Nob6+HpcvX0Z1dTVeffVVt8cINsGUqwzX2FEyEVJm5Vw3ZEby1sjO7d3tW52Cb23O4rWRHdOZ\n", "MDBlxJlzH9ufi5RLcP+KRPzs3gLsXBbPeyMbTJ93qPEodXD8+HHs3bsXb775JsRizxL8qampeOSR\n", "R+Y9/8QTTzhsJyYm4plnnlnUMQiZKzFChh9tz8Ong9OIkImwPDn0V6ad0Taiw/dPdmBMZ8aX1yZi\n", "pYWBfNb4VZolFvw8ajXlcrnDzSgqk+hoKYxlXQqxM6PlHtVJ4CM2X1iWxZ/P92P4xkoKfzg7hDUZ\n", "MciN8/8NqGD7vEOJR6mDuRMWrNbALdtLiDMsyy7JdbDk4pv/TYUC27I0JLR41NAmJiairq4OFosF\n", "p06dQmZmJt/nFVLCNXcVTLF7Jwz42Xvd+PbxNnw6qPVrbD4JBALsW52CFUkqJKgk+MbGZKRH8d9r\n", "X0gwfd6hxqPUwaZNm9DS0oKJiQkkJyfTOmEkqFgYK/7rzHU0dE8CAK6OdOCZLVm42K/FXXkxfhvX\n", "ypesGDl+vD0PJsaKK598DLEwOKeiE+d4G97lbzS8K3wZzAy+cbQVbaN6+3NfWJOMP58fQKRMhF/d\n", "V+RzWUQSvrgY3uVRj3ZkZATHjh2DQqGAyWRCeXk5YmP5qSZPyGLJJSI8vi4V3z/RAbOVxYMrE3Cu\n", "bwoAoDEyXlVwGtLaltaJV0nmzf0n3hvUmtA2ooNcLERRgpKzmr3BzqPfoOPHj2Pfvn148MEH8fDD\n", "D+PEiRN8n1dI8Xf+SGu0oHvcgGGtyWFMsr8FU85uTVoEXrq/GC/tLcK69Eh8OmSr0lWWHYV4lfvp\n", "293jerzbPoYL1zW4NKDFPx68jC9VteCd9nGYGcebv8F03aEUe0Jvxovvd+MHNZ149ng73r466rfY\n", "gebRnxOlUmlfkFEkEkEuD0wyngCTBjP+fG4ARz4dQaxCjH/ZmMtLnGGtCe91jKNr3IAdRXFYEeTj\n", "UoUCATJuDO0yM1b86r4i6E0MMqLliHZTwq9fY8Szx9oxojPj9swojOrM0N7oBf/ig2soSVTZj028\n", "N2mw2KcrA8DJ1nHsKIoPizXPPOrRGgyOVcp1Oltx49OnT3N/RiHIn2P8eiaMOPLpCABgTG9BQ7/F\n", "zSu88077OP7z9HWcbB3Ds8fa0D2un7cPV9fNWFm0DGpx4uoomge0sHgwRMtVbIlIiMJ4JW5NjUCs\n", "BxWcxnRmjNxYDcFiZe31CmzHEmBu5iBcx5P6GjtCJkZe7M2FMTdkRjq813zGDjSPerRWqxWvvPIK\n", "Vq9ejYsXLyIqKgotLS24cOGCQ7Utwj+ZWAgBYF8YMIanBfo6RnX2x0aG5bUUXuuIDt882gqGtY0T\n", "fXFXAZYn+a8HHauUIEktwaDWjPN9GvxkRz4s1uvQGBg8tTEdKRF0I40LsUoJvnN3NlqGdFBKhFiW\n", "qAqK9bz8waM/JzqdDrfffjvkcjlKS0tRXFyMJTJYgRP+zB9lx8jx7F3ZyI1V4J6CWCxTcVODdK6d\n", "y+IhubFiwIbMSIc6AjO4uu5BrcleatDKAgMak+sXuIg9rjOjdUSHwamb74vJYkXzoBZ1XRO4NjG/\n", "Z54SKcNPyvPxr3dl46c78lGcoMRPyvPxyz2FWJM2f7mbYMqTjk7baiDMzSP7I7Y30qLk2FYQizuy\n", "oz36tsFl7EDyqDv06KOPQq2e38PIzMxEb2+vfUUEwj+JSIgtuTEozYiEVCREY0M9UJjFeZyVyWr8\n", "9r4iTJsYpETKeC2inBYpg0wkgJFhIREKkB5t60Fe1xhR3TyEgSkTHr41yW0vd1hrws8/6MbH17WI\n", "VYrx0/J85MQq8MmAFv96vB0sbHVof74zH2mzBv23jujwSb8WKRFS5MYpoJC4zhlGRgfHiJsrw9P4\n", "/skOTBkYfK0sA5/JjYFETCMkgpHoueeee87dTs5WN5DJZHjnnXfmlTcMhM7OzoCtKRaImXISkRBC\n", "gYC32AKBANEKCRLVUqcNjzexrwxP48TVMYzrzYhRiCETixCrlGB9RiTWpEXggZVJKIxXQiAQ4H/O\n", "D2DKyEAoEOCvFwdxR1YUIuW2vkFGRgbaR/VoHtTCyLCIVYjRMqzDax8PArAVAk+NlKIkSY0jLcNo\n", "GdLZn78jKxrJN8bVXhs34BtHr+LUNQ3e65hAdozcaR2BSYMZh5tHcLDDCL2JQXq0HDI/N2wz77mZ\n", "seL/vteN7nEjrCzQ2D2JLXkxbm/8cRE7EAIZu7+/H7m5vt10Do9BbCQodI3r8a0322Cw2L7m/vPm\n", "TGwtiAMA5McrHWZwMVYWubEK/O2TQUhFQnxhTQqMlptfj9tG9fjGkau2XrBIgF/sKoBqzh+E2BuN\n", "zopkNQ40DQMAImQih6+sEwYzdLOWZmkZnLaf0+xzYVgWrcM6vHLmOgCgdUSPrBg51mVws8rtYgkF\n", "AodGXiQUQBQm+c5QRN8zOBBMObtgjj2pt9gbWQD2pbkXMqoz4/enetE7aUTHmB5vXRlF9Kwbf20D\n", "tpVOAduy0n2TRuTGyfHtz2RhZbIKj61Nxq2pEQCA1alqvFCeh6c3ZeJn9+YjM+Zm2iBRLUXmjVSF\n", "UADcke24yGDPhAHP13bi6aOtMFltPWcBgK35sZAIhdAa+Rn14czMey4SCvDE+jQUJSiQqJbgu3fn\n", "8Lriq8HM4Ny5c7wd352wyNESwoVohRj/UJqKMb0FR1qG5zVqs1lZFmbm5g1Xk8XqMEMrTiGESAD7\n", "SIXkCCnkYhG25MXizpwYhxqtSqkYaVEyxKkk81aKTY6Q4Yf35KFnwoAouRh5cTeHHzFWFn8824+6\n", "GzUUXni3G4/floJJI4NzvRr887E23JkThf+1IZ2zFWgXIydWgRd25MPMsIiSi3m5gz9tYlDbNoa3\n", "r4xiTUoCcnUmxCiDd6HUYEUNLQdCeWyjv2L3a4z4+fvXcGVEh0SVBC/syLevrjqXyWKFRAB8a3Mm\n", "/u39a5CIBPjaHRkOq8quzUnGi+oI9E4akRYlQ+GsY80thH11eBrPHm/HlJHBAysS8OjqZIdjpUbK\n", "FqyFYGVZjOpujoAwWKwoSVKhY0yPyzd64x92TmJrfpzfGtq577lKyu9/4asjOvymoRcA0DqqR1FS\n", "JMpy/N/QhsU4WkJ81Tmmx5URW+M0NG1G17gBJQuMItAaLTjcMoz9l4axISMSv76vEGqZGIlqx//c\n", "IqEAJUnqBY8x16HmYUwZbTO9DjQNY3NuDIoT3f/qS0RCfHldKr7zdgcMFiu+sj4VmdFyDEw5Dj+T\n", "8FgflrGyaB3R4brGiNRIGQrilX5dUcFgdqwTofWibgThIEdLQ7tCK08aqNhz17OKli/c0HWOGfCn\n", "cwO2r6zt4zjXNzWvkV1s7LhZN7+EAkAqEqB7XI8/fNSL/z57Hb2TBqevvSUlAi/tLcJ/PlCMPcvi\n", "IZeIEGEaw+6SeCSrpfi71ckoSFA4fb2vWkd0+PqRq3jhvW5842grzncO8BZrIXlxCqxKsf0xy4iU\n", "Ynmy/xafnC0scrQffvgh7rzzzgV/NncpckIWUpigxD9vzsSJ1jGUZkRhedLC/2HnToOxcjAx5r6S\n", "BCjEQpzu1eBztyYhRiHBM8fa0Dlua2CvDE3ju1tznc65T51TaHt6pB//uGEjvrA6GSqZGGIee5j9\n", "U0b7ZA6nHlNTAAAgAElEQVSLlcWw3r+rmySqZfj2XdkY11swOdyPjAAVHQ91HjW077zzDoaGhnDn\n", "nXciMTGR73MKOaGSJw1kbIVEhK0Fcbg7P9blTZvcWDn+bnUy9l8aQmG8AmVObph5Grt30oC/XRzE\n", "hN6CfyxNw7IkNQanjOiZvDlzrHPcAIPF6nFxk5nYUX4YQ5saIYNEKIDZapvMkZ/k/AYiX6IVEtv4\n", "3Fh+Chh5IixytHv37sWyZctQX1+P9957DytWrEBJSQnf50ZCiMXKom/SAJa1zfRyNkPJ3Z1xtUyM\n", "h29Nwo6iOCgkQp/qlZoZK/7r9M2VF1qGpvG7iiJEKcR4dFUS/nze9jX80dXJiHKSyvCnmXzs0LQJ\n", "aZEy5MUpUZCgxC92F6BfY0JqpDTkV4sIVx79Sb7lllsgkUiwZcsWbN++HYcPH+b7vEJKqORJ+Ypt\n", "ZVk0dE3gHw5exj8cvIx32sc9qsDljEwsRIJa6rKR9eS6zQxrb/gBYMrIwMSwkItF2LsiEb/cXYBf\n", "7SnEPQWxi7rBxNd7fnV4Gl8/chU/ru3C14+0on1UB6FAgKIEFbbkxaAwQYWG+npeYnsiGH7XQpVH\n", "f8br6uqQnZ2NhoYGqNVq/NM//RPf50VCyKTegt819mKmbf11Qw9Wp0UseBPLn0Z0ZsSrJIiQibCj\n", "OA4WxmovAq6SijwaseBP1yZu5mMNFiv6NUbkBWBZccI9jxra2tpafOYzn8EDDzwAkWjpF+ldrFDJ\n", "k/IVWywSIE4lwZjeNksqViGxV/5arJFpEz4dmoaFYbEsSYVkJyUK3V23xmDBC+922dcRW56kwvfu\n", "znZbMMYTfL3naVEyewlMiVCAxAWuPRg+73CLzQWPc7S33HIL3+dCQlSETIynN2Xhv89dh4Vh8aXb\n", "UhHjRXETk8WKyouDONJiK2y+OjUC/3pXtr2QzGIYLFb0zrrhdW3CAB+yGX5RlKDEi7sKMDBlRHqU\n", "HPlx/A0bI/7lcY6WOBeuuavZsXNiFfj+1lz88J48r2/Y6MwMTt24cQUAF65PYdrJAHl31x0jF+ML\n", "a5Lt219Yk4wojipb8fWeS0RCrEhWY2tBHIoTVRAucOMwWD7vcIrNBY+6ChqNBidOnMD09DT27duH\n", "I0eOYO/evXyfGwkxQoEA8GFIqUoqwt35sfjrRVupw7KcKETIvPuqLxELsbM4HiuS1RAIgKxoOa/j\n", "XQlxRcB6sFTC66+/jr179+LNN99ERUUFDh06FHQNbW1tLdasWRPo0yA+mtRbcGVkGhYri8J4ZUCK\n", "tQC2oWFXh3UY0ZmRGS1HTix9jQ9X58+fx9133+3TMTzq0crlckgkN7920Q0xwpcohRjrA1Tjdbbm\n", "wWn8y1ttYGGrYfuLXQXIiqHGlnjHoxytyeRYRMNq9e80wGAXrrkrX2ObGKvXa13xfd0tQ9P26cBT\n", "RgZDWrPfYrtCsUOTRz3axMRE1NXVwWKx4NSpU7wsK2G1WsGyLPWWw0TbiA4vfdQLlgX+cUM6CoJs\n", "xlNxws3zUUqE9vG3hHjDoxwtALS0tKCjowMrVqxAdna22/0HBgZQW1sLkUiEzZs3u1zP6/jx4+jo\n", "6EBFRQVSU1Ptzx85cgQMY7vrnJeXh5UrVzo9BuVog8PotAkWK4s4ldTpzadJgxnfONJqrzeQEiHF\n", "f+wp5HW9q7k6xvSovDAAsVCAz92aNC8tYLRYcWV4GsPTZmTFyJFPEwfClt9ytABQUlJir2/Q3d2N\n", "rCzXK6+ePn0a+/btAwBUV1ejoqLC6b7l5eVoaWmZ97xcLse2bds8PUXCgZ4JA7RGBkkR0kUtBw3c\n", "WJX1RAemTAy+XpaJzbnRDqsizLAwLCYNN5eA0RgZn6bsLta43owf1XSg78ay5tcnjXi+PM9hyq/e\n", "zCBJLUVxggpSWlmW+Mjlb9CBAwdw8OBBHDx4EPv378f+/ftRVVWF1157ze2BlcqbPQBnq+i6wzAM\n", "Dh48iAMHDuD8+fNeHcMflkru6vLQNP734Sv42pGr+Lf3uzE6bXK5/+zYJsaKl071YUxvgZlh8fMP\n", "uucVyJ4Ro5Tga2WZEAls9WG/Xpax6AkOvly3yWLF0PTNnOuA1gTTrGVzusb1ePrNVjxe9SkOtwxD\n", "P2cs71L5vCm2/7js0arVamzfvh319fWQSCRYtWoVzp8/j+ho96XaZmckZo9YWIzy8nL742PHjrnd\n", "v66uzj5Vb+aDWerbs6/dl+OdPXsWjfo46G+sCHuubwotPUO4szjd6esvXbqEjXfcgd5JI6amNA7T\n", "boUCAUZGhpERnTHv9UKBAPLRNvxkcxLi4xOQGilDY0P9os730qVLDtunT5+GyWTy6PWxSgkeX52A\n", "l88OQQDg70vT0NZ8ASajEWVlZTjcPIxrE7a0xn+evo6VyWqMXP2Yk88rWD5vb7YvXbrk9esbGhog\n", "kUiwbt06r14/9/P29/X7yqMc7f79+/Hggw/atz0ZR3v8+HF7Q1lTU4OtW7e63L+lpQXR0dEOOdrZ\n", "3B2DcrS+O9IyjF/fWB9KJAB+XVHkNjd5pkeD5052wMqy+P62XLx6vh8Tegu+ekcG1mdELji7iUtj\n", "OhPO9U3husaI2zOjHNYOc8VoYdA7aYRAAGREyR1SHL9v7MWh5mH79m8qilAYZDfrQonOZMGF61pc\n", "GtRibVokbk1WOy2jGYz8lqOdW0PUk+Fder2tmAfLsvbHANDU1AShUOhRPdvZuWCDwflyI4QbG7Oi\n", "obdYcWVIh3uL45DjZtyo3szg/529DvON/OoPazrx8v3FiJCJeFuVda73Oibw0qk+AEB18wh+fV8h\n", "0j1YBUAmFjmtjLVrWTzax/TomTDgi2tTkBVNqwr44vKwDs/VdAIADl4axou7CrAiObgqp/HNoz8r\n", "VqsVIyO2Qh8jIyMwm81uXgGUlpaisrISlZWVKC0ttT/f2NiIhoYGh31rampQV1eHmpoafPDBB/bn\n", "u7u7UVVVhaqqKhQVFXl0QYGwVHJXcSoJPntLEr67NQdr0yPd1mi9+mkLktQ300JysRBSkQDRCgnv\n", "jezMdTcPTNufmzYxmDL4vnhgRrQcP9iWi9/vLcY9hXGQzel9LZXP21+xR2blw1kAE7NuhPIdO1h4\n", "XL3r+PHj0Gq1UKlUDmkEZ1JTU/HII4/Me/6JJ56Y95yzlMCmTZs8OT0SIFOaSXx5fQGUEjHGdSZ8\n", "4bZUJDkpa8iX8qI41HdPwMoCK5NUSFRzM0RMJRXNW1CSeCcvTgG1VAStiUGsUozMaP/+jgQDj8fR\n", "OtPb2xsUK+FSjta95kEtjn46gowoObYWxHJamJuxsn5dBnuGxcqiY1QHrYlBRpQcCR5e07jeDK2R\n", "QaRcHBTL2Cx118YNGNWZkaiWIC3EFnj06zhaZ86ePRsUDS1xrWfCgGePtcNgseXXLVYrvrB24RuP\n", "3ghEIwsAYqHA4xtgM65PGvH8O51oHdXjtvQI/J+yzICvBrHUZcbIkRkTWg0sl0Ln1l8QC4W8mc7M\n", "2BtZAGgf1bvYm9vYfPAldvPQNFpvXP/Z3im0jer8FttXFDs0UUMbJpLVMmzOsY1/lggFqFgevsvG\n", "y+fc3JItMHuNEC75nKN1N73WXyhH696E3ozrGiMUEhGyYuROx7j2a4w42TqGCYMZO4vjl9wCgWM6\n", "Mw41DePUtUlsLYjFjuI4RPqwrDlZ2oIiR0tCR7RC4rZwi8XK4s/n+1HbNg4AqO+axG/uK/L4JlMo\n", "iFVK8MXbUvDwqkQoJSLeJ1UQQt+ZOLCUclcmixUdYzfzt+N6C/SWhSeohPJ1i4QCqKVirxrZUL5u\n", "ih0YPje0NOJgaVFKRXh0VbJ96a+K5QmIW2QVL0KII59ztMGCcrTOmRkrxvUW+6wtT/bvHjfAxFiR\n", "ESVHRADGmU6bLJCJhBDTjSoSYJSjJW4ZLAxOto7h5VN9SFRL8Z27spHr5uaWRCT0eslwX5ktVtR1\n", "T6DywiDy4xT4/JoUpESG30wisrS47C6899570Gq1+Pd//3d7XdqZf3/729+CukasPwVz7qp30ohf\n", "1/fCxLDonTTal/L2R2xvdI4b8MK73egaN6CmbRzvtI/5LbYzk3ozrk0YMKE3u4xtZqy4NmFA74QB\n", "DE+FzIP5d22pxuaCRz3anJycBYdw7d+/n76uBzkhAAFgX2gwUDO4PGVirJjdRE3qPS8SY7JY0T1h\n", "gIWxIiNa7rBigrcGp4z4tw+u4ZN+LZYlKvHMluwF97NYWbzfMYGff9ANoUCA79ydjdszo/xSwYwE\n", "P5c92i1btkCtdl7OTCymzAPAXXFgPmJnRMnxrc1ZiFaIUZygwOduTfJbbG9kRstwX0k8ACBeKUF5\n", "cZzDzwemjPiwcxyK7FswZbxZBYplWXzYNYH/XX0FXzvSitc/GYLe7Hslr9YRHT7p1wIAPh3S4fLw\n", "9ILXPTptxi/rrsHK2hrd39T3YkK/+CpV7gTz79pSjc0Fj1rKmJiYBZ/3ZKUFElgSsRCfyYvB6jQ1\n", "ZCIhJ708PkXKJfjibanYU5IAuUSIBNXN8btjOjN+8m4XLg/Zpsw+eXuafYab1sTgf84P2HvDf704\n", "iO2FcUiLcl+Ba2DKiHfbxzEybUJ5UbzDirxz1wubO6tshkQERMrEGNHZ0gtRCjHEIurNEhuPbulu\n", "3rx5wee3bNnC5bmErGDPXYmEAsQppZw3snxdt0oqQka03KGRBYAJvcXeyALAO23jMDO2Mb5SkQA5\n", "sTeLliSqJJCL3Td0LMti/ydD+OPZfhz5dBTPHmvDwJTR/vOiBCW+uDYF2TFy7FudhOIE1YLXHauU\n", "4rltuViZrMKaVDW+tTkLETz8UQv237WlGJsLwd29ISFnwmCGWCDgpeccJRchO1qGrhvreW3MirIv\n", "QSMTi/CV9WnIiJZjymjBrmUJiFO5n81msbJonVVURmNkoDPdnKARJZfgc6uScN/yeCjczCIrTFDi\n", "hR35EAA0LI04cDmOVqPRIDIyEhqNBjU1NQBsS4Dfc889QZefpXG0gcWyLM71TeFXdT1QSUX45uZM\n", "t+uNeaN30oArwzqopCIsS1BCLBJCZ2IQIRNBLvGuUHdj9wR+UNMJKwvcUxCLf9iQxktvlIQm3sfR\n", "vvvuu7jvvvtw9OhRPPjgg5BKpZiYmMChQ4fw0EMP+RSYLC0DUyY8d7LDvmz3bxt68NPyfK8bP2fS\n", "o+T2NcEGp4z4fV0PPr4+hXsKY7FvVbJHEzLmWpcRhd/cVwSD5cYEDWpkCcdcfr+Z6ewqlUpIpbav\n", "YdHR0V4vH75UBVPuimVZ3sZwuorNwvY1fIbRwoLP06irq8OlAS0auiehN1txuHkErSPe1dgVCwXI\n", "j1diRbIaUQr3jWwwfd4UOzR4lEhiGMdhMkaj0cmeJJB6Jgz46btdePZ4Gz4dmnb/Ag4lqaV4Zks2\n", "pCIBouRi/O+N6VDSmluEAHCTo3399dchEAggk8mwZ88eAEB7ezt6enqCbsRBuOdoTYwVP6rpxEc9\n", "GgCAWirC7+8vQpLaf9NXGSuLkWkTREIB4j24EeWrgSkjXv6oD+f7fEsdEOIK7znaz372s/Oey8nJ\n", "QV5enk9BCfcsDIuhaZN9W2tiYGY8/+7eOqJD8+A0ktVSLE9SeVVIRiQU+HUV3OQIGb61KQvTZgaR\n", "MhFkYupBk+C06DEoQiENW5krGHJXSqkIX1mXBsmNKbZPrE9FvMqz3l33uB7ferMVv2vsxfdOduBM\n", "r2ZRsQNh9nUnqKR+bWSD4bopdmjxqNvCsiza29thMtl6TGfOnMFjjz3G64mRxVubHoGX7i+GmWGR\n", "EimF3MPGZ0Jvgc58c+xoy9A07sqP5es0CQk7HnVPDx06hKmpKQiFQvs/clOwzAEXCgTIiJYjN04B\n", "xSKGVSVFSJEWKb1xDGBDZtSiY/sbxabYocSjHq1EIsHq1avt28XFxbydEPG/5AgZfrw9Dz2TRkTL\n", "xciLUwT6lAhZUjzqmk5NTTlsDw0N8XIyoWop5K7SouTYkBmF4kSVfVqrv2J7I9hjT+jNGNWZ3O7H\n", "R2y+hGtsLnjUo+3s7MRLL72EuDhbybrLly/ju9/9Lq8nRkioujI0jZ+82wWDxYqnN2XhtvQIqksb\n", "5jxaM+zMmTNYt26dffu9996jcbSELEBrsuCbR1vROWYAAMhEAvzXg8v8OuyNcMtva4bNbmQBKo9I\n", "iFMsMLvrwgJw15PpHNPj2oQBcUoJiuKVkDipeUtCl1ef6MDAANfnAavVOm+qb6gI19wVxZ5PLRPj\n", "62UZiFdKECET4Tt35yBJ7XyW3LUJPZ5+sxXPv9OFbx5tRdOg66nTwXrdSzk2F7wqU3Tq1KkF1xCb\n", "bWBgALW1tRCJRNi8eTNSUlKc7nv8+HF0dHSgoqICqampXh2DEH+Rq6NwumcSPRNGLE9SoShB6ZCD\n", "XZakxm8qimC1sohTSVzmZ4e0ZkwZbR0MFkDTgBar0yL4vgTiZy4b2uHhYcTExGB8fNzh+elp9wVL\n", "Tp8+jX379gEAqqurXTbM5eXlaGlp8ekYgRSu4wvDNbYlJhPfe7sDgG1lh//YU4i8ObV3Y5WezcpL\n", "UEmgkoowbbI1tiVJKpf7h+t7vqTH0VZVVeGhhx7Cq6++6nCjaXDQ/ZLVSuWsdZek3hUY4eIY3rg2\n", "rkfXhAExcgkKE5SQUc6MzNIxdrMco4lhMaa3wNvqH1kxCvx8Zz66xw2IV0lQGM99sXQSeC5bkCef\n", "fBIJCQnIz8/Hli1b7P9yc3PdHnj2YAZv69dycYzF6ps04J+PteHHtV345putuNg/5fY14Zq7CtfY\n", "eZECiG/UlIhTSpAS4VsnIC9OibvyY3FLSoTbQunh+p6HRY62vLzcYTs/P9/ta2bf2PJ2DOFij1FX\n", "V2f/ijHzwSx2W517K8Z0N5eJPts7hfUZUV4fj+/t2dfu7/iXLl0K2PVfunTJ79c7sy0YvYYfbEqD\n", "xsSiMDUO6VFy+ryX8OfNBY/G0c5lMpncfpU/dOgQ9u7dC5ZlcfToUezevRsA0NTUBKFQiJKSEof9\n", "W1paEB0d7XAzzNkxFsLVONqeCQO+fuQqNDduUHx/aw7uyKZl1QkJV34bRzvX8ePH7YXAnSktLUVl\n", "ZSVYlsXWrVvtzzc2NkIgEDg0tDU1Nejo6IBcLkd2djY2bdrk8hh8yoiW42c7C9AxqkecUoziRNc3\n", "JwghxB2verTBOAIgkDPDZqcsgi32lNECk8WKaIUEIiG300CD+bopNsXmCu892hdffBGZmZnznr98\n", "+XLQNbTEUfe4Hm2jehjNVtS0jeKewnjclRcDKY2gIMTvXPZonfVcqUcb3HomDPjmm62Y0FsgAPCP\n", "G9Lwh4/68OuKIuTH0fAhQhaDix6ty+7N7bffvuDz0dF0cyiYDWlNmNDbRk6wALrGDbYB9P5ZhZwQ\n", "MofLhjYpKWnB56mojKNgG18Yf2O20YysGDkeXZWEjGhuK0gF23VTbIodrLwadUCC28xso84xA2IU\n", "YqRGyhCvknhc0DtcjU6bMGlgEK0QezyFlhBPeDXqIBhRjpb4om/SgOdOdqB7wojiBCW+fVc2kqmG\n", "LIEfcrSEhIvLwzp0Txjtj1tHdAE+I7KUUEPLgXDNXQVTbKuPX8yUEuGcbec1B4Lpuil2aKAcLQlp\n", "GoMZtW3jaOiexN35MbgzJ8bhRqCnShJV+PK6VNR3TeCu/BgUJtAwOMIdytGSkPbRtUl890SHfftn\n", "9+ZjVar3hbPNjJVuGhIHlKMlYW+m+M8Mrcm35ZCokSV8oN8qDoRr7ioYYhcnKJEaaasklxerQF6s\n", "wm+xA4FihybK0ZKQlhEtx8/uzcekgUGMQox4lf9W4iDEU5SjJYQQFyhHSwghIYAaWg6Ea+6KYlPs\n", "cIjNBWpoCSGEZ5SjJV4ZmTZh0mBBlJxuQPmDyWLFwJQJIiGQGinzesFTsngBWzOMhLfrGiN+VNOJ\n", "9jE9cmLl+N7dOUiLkgf6tJYsM2NFTesY/qO+B2KRAM9tzcW6jMhAnxZZBEodcCDccldtIzq0j+kB\n", "AJ1jBrSO6P1+DuH0ng9rTfhVQw9YAGaGxe9P9WLKaPHrOQDh9Z5zjRpasmhzC66opPRrxCexSOhQ\n", "vyFaLoaE44U2Cb8oR0sWbcpoQU3rGN7rGMfm3BhszY9FpJyyUHz6dFCLlz7qg1oqwhPr05Dthxlw\n", "xIZytCQgImRi7F2RiF3L4qk2gJ8sS1Lj33YWQAhbD5eEFvrEOBCuuauPGhsCFjsc33OpSIhT9J6H\n", "JGpoCSGEZ5SjJYQQF6jWASGEhABqaDmwVHNX4zozOsf0GJ02+T22OxSbYocSGnVAFjQ4ZcTP3uvG\n", "pcFpZEbL8Ny2XKTT7C9CvEI5WrKghq4JPFfTad9+elMm7imMC+AZERIYlKMlvJHPmf2l9mJlWUKI\n", "DTW0HFiKuavCeAWeuj0NhfFKfGFNMpYlqvwW2xMUm2KHEt5ytAMDA6itrYVIJMLmzZuRkpKy6H2P\n", "HDkChrGtapqXl4eVK1fydbpkDrVMjPuWJ6K8KA4yMfVmCfEFbznaN954A3v27AEAVFdXo6KiYtH7\n", "njx5Etu2bfMoHuVoCSF8COpaB0ql0v5YKnVdGNrZvgzD4ODBg2BZFjk5OdSQEkJCEm852tkdZYlE\n", "4tW+5eXluP/++/HAAw9gcHCQ+5PkSLjmrig2xQ6H2FzgraGdya0CcLvshif7umusAccPo66ujrZ5\n", "3r506VLA4l+6dCng1x9u2+H8efuKtxztoUOHsHfvXrAsi6NHj2L37t0AgKamJgiFQpSUlLjdt7u7\n", "G1lZWQCAo0ePYteuXU7jcZGj1ZkYtAxNY0BjRGGiEoXx8++0k9BmsDC4MqzDmM6M7BgFcqiuK3Ej\n", "qHO0paWlqKysBMuy2Lp1q/35xsZGCAQCh4bW2b7d3d04ffo0AGDVqlV8nardxX4tvn+yAwAgFwvx\n", "H3sK6T/iEnPxuhbfPWH7jKPkYvxiVwEyomnGG+EXbw1tamoqHnnkkXnPP/HEEx7vu2nTJl7OzZkr\n", "w9P2xwaLFf0aI5LVUijcDNavq6tDWVkZ36dHsTmIfaF/yv540mDByLR50Q1tKF43xQ4smrAwy+rU\n", "CMwsxRSvlKBtVI9DzcPQmxnXLyQhY1VKhP1xtFyMeJX73D8hvqJaB7NYrCyuDk+jaWAaFiuLygsD\n", "MDIsXnlwGX29XCIMFgZXh3UY01mQHSOntbfmsFhZXBvXw8IC6ZEyKGnqdXDnaEORWChAQbwSr38y\n", "hIbuSQBAhEwEqZhWHF0q5GIRbpnVqyU3sSyLxu4JPP9OF6ws8NjaZDywInFe3QuyeJQ6mEMiEuIr\n", "61JxT0Es1qVH4vnteUhSy1y+hsthIItFsSk2V7RGBn882w/rje+4fzo3gFGdxS+x3QlkbC5Qj3YB\n", "6dFyPL05C1aWhfDGuN4powU6EwO1TAwVfZ0iS5BULEB6pAy9k0YAQKxCDBl9m+ME5Wg90K8x4lcN\n", "Pfi4bwpb82Px+LpUxCrpJoonusf1+KRfi2iFGCuS1YhR0PsWzHonDTjUNAyN0YKHb0lCfrzS/YuW\n", "OMrR+knzoBbnem3Dgk60juHOnGiUZkZxcuyhKSPGDRbEKMRIdJOiCDWDU0Z8+1g7hnVmAMBX1qfi\n", "s7ckBfisiCvpUXJ89Y6MQJ/GkkM5Wg+IhI5fn4RzpgnP5I+mjBaM6cywevgloWfCgH851oavHr6K\n", "Z461o3fSsOhzC+a82aSRsTeyAHCmR+Pxe+NrbD5R7PCKzQVqaGG729oyOI0/nb2O9zrGoTGYHX6+\n", "PEmNrfkxiFaI8dlbElGYMP/rVOeYHv/yVhv+16HL+KBjAhar+walbVSHPo1t4cPeSSPaR/XcXFCQ\n", "iFdIUJJ4870qL4yd90eKkHBAOVrYGsmvHr4CE2N7K57ZkoW78mMd9jGYGUybGURIxZCKHf8+WVkW\n", "P6zpQEO3BgAgFAAv31+MrBjXYzTP9mrw7ePt9u0XduRhTVqkV9cQrAanTOgc10MtFSE/TkFDhUjI\n", "oRwtRyb1FnsjCwBto3rcle+4j1wictpIsCxgYRy3PejQoihBiW+UZeCDzglszo1BUcLSK2KTFCFF\n", "UoTresSELHWUOgCQHClFVrTtRpREKMDtWYu70XWqsQFfXJeClAgpZCIBvrEpE+mR7m9sRcjEKC+O\n", "x0925GN7UZxXw8bCNW9GsSl2KKEeLYDkCBl+uD0P/ZNGRMrFyI1b3LRMlmWRH6fEf+wphIlhEauU\n", "QCykXCRge2/c1SMmZKmjHC3hzZXhafzl4wFEK8R46JYkpEdRvQgSeihHS4LWkNaEfz3eDo3Rlrye\n", "NDD417uyIRFRtoqEH/qt50C45q5cxTZZrPZGFgCua4wwM9x9eQrW66bYSy82F6ihJbyIU0nw2Npk\n", "AIBIADy+LpVK7pGwRTlawhudicF1jRFikQAZUfJ5M+wICQWUoyVBTSkVUVESQkCpA06Ea+6KYlPs\n", "cIjNBWpoCSGEZ5SjJYQQF7jI0VKPlhBCeEYNLQfCNXdFsSl2OMTmAjW0hBDCM8rREkKIC5SjJYSQ\n", "EEANLQfCNXdFsSl2OMTmAjW0hBDCM8rREkKIC5SjJYSQEEANLQfCNXdFsSl2OMTmAm/VuwYGBlBb\n", "WwuRSITNmzcjJSVl0fsu5hiEEBKseMvRvvHGG9izZw8AoLq6GhUVFYvedzHHoBwtIYQPQZ2jVSpv\n", "1iGVSqVe7buYYxBCSLDiraGd3VGWSCRe7buYYwRSuOauKDbFDofYXOAtR8swNxfmEwhcL2HibN/F\n", "HCM6Ohrnz59f7GlyQqlUUmyKTbGXaOzo6Gifj8FbQ6vX6wHYeqUzjwGgqakJQqEQJSUlbvd19vxC\n", "1q5dy9m5E0IIl3hraEtLS1FZWQmWZbF161b7842NjRAIBA4NrbN9nT1PCCGhZMnMDCOEkGBFExYI\n", "IYRn1NASQgjPqKFdAqxWq8MIjXCJTUio4O1mGBcCOY2Xi9hHjhyxN0J5eXlYuXIl57GPHz+Ojo4O\n", "VCehVh4AAAipSURBVFRUIDU11atjcB3bH9fd3NyMK1euwGq1YsOGDUhPT1/0MbiO7Y/rbmhowODg\n", "IAAgMzPTPtrGH9ftLLY/rhuwjUL65S9/iccee8z+++aP63YWe1HXzQaxw4cP2x8fOnTIq30Xcwyu\n", "Y584ccLjeN7GZlmWbW5uZvv6+nw6Bpex/XHd77//vv3xm2++6dUxuI7tr897xttvv+3zMbiI7a/r\n", "PnbsGHvu3DmH3zd/XfdCsRdz3UHdow3kNF4uYjMMg4MHD4JlWeTk5Hhci4GLqcf+uG5n/HHdmzZt\n", "8vkYXMf21+fd1dWFAwcOYO/evV4fg8vY/rju8fFxKJVKyOVyn86fy9iLue6gbmjZAE7j5SJ2eXm5\n", "/fGxY8d4ic31MbiI7c/rPnnyJNavX+/TMbiK7a/rzs7OxlNPPYXDhw8jNzfXq2NwGdsf111XV4ed\n", "O3fi8uXLXh+D69iLue6gbmj9PY2X69izLeaXwNtz5uIYXMSejc/rfv/991FQUID4+Hivj8Fl7Nn4\n", "/rzlcjkiIiJ8OgZXsWfj67oHBwfxxhtvYGhoCNnZ2fY8qT+u21ns2dxdd1A3tP6exst17O7ubmRl\n", "ZQEADAYDL7EXewx/xPbHdX/44YdISkpCdna2R8fwR2x/XPfY2BhiY2Pt+7s7hj9i++O6v/KVrwAA\n", "WlpaHGoP+OO6ncVezHUHdUMbyGm8XMTu7u7G6dOnAQCrVq3iJXZNTQ06Ojogl8uRnZ1tzx/647qd\n", "xeb7uoeGhlBfX4/i4mJcvnwZU1NT+PznP++X63YV2x+fd319PYxGIwDgtttuc3sMf8T2x3UDtoa+\n", "rq7OoVfpj+t2Fnsx101TcAkhhGc0YYEQQnhGDS0hhPCMGlpCCOEZNbSEEMIzamgJIYRn1NASQgjP\n", "qKElhBCeUUMbRrRaLf7whz+gpaXF77Frampw6NAhVFVVoampyeFn9fX1GB8f9+n43d3deP755306\n", "xlLk6Xt77tw5vPzyy344o/BEDW0YUavVKCsr83vc/v5+iMVi7N27Fw899NC8htZsNsNisfgUIysr\n", "C8uWLfPpGEuRp+/t2rVrkZCQ4IczCk9BPQWXeOfs2bP44IMPkJycDKVSCbPZjOjoaGzbtg0A8NFH\n", "H6G1tRUAEBcXZ298rVYrDhw4ALFYDJZloVarcc8999iP29DQgOvXr0MqlcJqtUIqleLee+8FAFy5\n", "cgUXLlyAQqGAwWDAbbfdZq/uJJPJoNVq7THMZrP9mC0tLTh//jz6+vqgUqkgFApx7733Qix2/6vZ\n", "0tKCCxcuQC6Xw2w2Q6fT2X82NjaGEydOQKFQgGEYpKamYsOGDTCZTHjttdcwPT2Nz33uc4iMjMT+\n", "/fvR19eHxx57DImJiV6/r85iArZvE7W1tdDr9VCpVDCZTBAKhfZyg62trbh06RLEYjGsViuuX7+O\n", "J5980u17oNPpcPDgQajVaohEIly5cgVPP/20R+9tTU0NxsbGIBaLIRKJYLVa3cYjXvK4ci0JKT/9\n", "6U/Z4eFh+/ZHH33ENjc3s83NzezJkyftz7/++utOj/G3v/3NYfvVV19lp6amWJZlWYZh2GvXrrEs\n", "y7LT09Psq6++6rBvVVUVazKZ7Nt//etf2Zdffpl9/vnn2Y8//thh33fffdfhXD2h0+nYyspK+7bF\n", "YmGfeeYZ+/Yf//hHh/j19fVsZ2cny7Isa7VaHV577NgxdmJiwqO4zt5XdzFnPPPMM+zg4KDDc3q9\n", "nq2qqnJ4rr6+3qPz6ejocCjC3dXV5fBzZ+9tc3Mz29jYaN8eHh5mX3jhBY9iksWjHu0SlZaW5lDC\n", "b9WqVXj77beRl5fnUOZNJBLZHxuNRpw4cQIMw0AoFKK9vd3hmA8++CBOnToFg8EAg8FgL6QxODgI\n", "jUaD6upq+74GgwHj4+NITExER0cHEhMT8fDDDwMAXnvtNaxYscKh18ousuRGX18fCgsLHa5jxYoV\n", "9u2BgQG8+eab9m2r1QqxWIzs7GwIBALEx8djZGQEsbGxmJqaQlRUlEdxnb2vJSUlLmPOWLNmzbxe\n", "8/Xr1+29/xkbN2706HxycnLAMAzefvtte+m/mYpSMxZ6b1tbW7F9+3b7dnx8vH1JHsI9amiXqL6+\n", "PoyMjNgbhYsXL6KwsNDlQopvvfUW7r77bkRGRgIApqen7T+zWCxoa2vDli1b7M/95S9/QXZ2NtLT\n", "05GUlISKigr7z2Z/DdVqtQ6Ni0qlgsVisTe0YrF40Qs8pqWl4cyZM/aq9haLBZ988gn27dsHACgo\n", "KMDOnTsd6oTOzlVu2rQJR48eRXp6OtatW+dx3Lnv64ULF1BUVORRTGdSUlJw7tw5hwr9PT09SEhI\n", "mFfVf66LFy/i1ltvRX5+PgBbemd2+T5n721BQQEuXLhgT20MDw+jp6fH7bkS71D1riXqr3/9K8Ri\n", "sb2ocVxcHDZu3Ig///nPAIAvfvGLGBkZwSuvvII777wTmzZtQnNzM1paWiCRSGCxWNDa2orVq1ej\n", "vLwcBoMBv/vd75CbmwuBQACj0Yg1a9bY/4P39PTgzJkz9sZTq9Vi9+7d9gLRMwvZWa1WpKenO6xM\n", "MDU1hSNHjkCtVgOw3bS766673F5jU1MTLly4ALVaDZ1OB41Gg+zsbJSXl2N6ehonT56EUGi73zs9\n", "PY3S0lKHnuPhw4cxMTGBxx57zKf3deaPj6uYHR0d+OSTT3Dp0iWsXLkSMpkMO3bssB+3paUFTU1N\n", "kEqlsFgsiI2N9eg9OHjwoD3ejD179tifc/Xenjx5EuPj45DL5TAYDBgaGsKGDRscSiASblBDu0RV\n", "VVXhoYceCvRpLDn0vhJv0PCuJejs2bO4fPkyDh8+DI1GE+jTWTLofSXeoh4tCUozw6EW+vVUq9WL\n", "qqYfzDHdOX78+ILLpAiFQmzbtg0KhcLv50QWjxpaQgjhGaUOCCGEZ9TQEkIIz6ihJYQQnlFDSwgh\n", "PPv/aypspPdhOocAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.574635\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd8FPedP/7X9qq26gX1huhVGNOMjREGbMkxwQ6Xsy+J\n", "73cXX/K4lEuc4uR8jmMnFzvlzr44uTzyvTiOnNANmG5TJIrAIEASEmoIoV5W0mr77szvD8GiBWm1\n", "K83M7mrfz8eDx0OzGs37M6Plrdn3fIqIZVkWhBBCeCP2dwMIIWS6o0RLCCE8o0RLCCE8o0RLCCE8\n", "o0RLCCE8o0RLCCE8k/J14M7OThw/fhwSiQSrV69GYmLiuPtWV1ejrq4ODMNg2bJlSElJAQDs27cP\n", "TqcTAJCVlYU5c+bw1VxCCOENb4m2oqIC27ZtAwDs2bMHxcXF4+7b19eHp59+GgDw8ccfuxKtUqnE\n", "unXr+GoiIYQIgrdEq1arXV/L5XKP+65atWrM151OJ3bt2gWWZZGRkYGFCxdy2kZCCBECb4l29IAz\n", "mUzm1c8cPXoUS5cudW0XFRW5vj548CB3jSOEEAHxlmjv1lYBQCQSTbj/yZMnkZOTg5iYmDG/P1Gy\n", "PnLkCCQSiW+NJISQCURGRmLRokVTOgZvidZsNgMYubO9+zUAVFVVQSwWo6CgwPXa6dOnER8fj/T0\n", "dLdjtLS0IC0tDQBgsVg8xpNIJFRaIIRw7tKlS1M+Bm/duwoLC1FaWorS0lIUFha6Xj979izOnDnj\n", "2u7u7kZ5eTlqa2uxZ88evP/++67vtbS0YPv27di+fTvy8vL4auqUlZWVUWyKTbGnaWwu8HZHm5SU\n", "hOeee+6B11988UW37bi4OLz88stjHmO8h2SEEBJMRNNlmsTjx49T6YAQwrlLly7h0UcfndIxaGQY\n", "IYTwjBItB0K1dkWxKXYoxOYCJVpCCOEZ1WgJIcQDqtESQkgQoETLgVCtXVFsih0KsblAiZYQQnhG\n", "NVpCCPGAarSEEBIEKNFyIFRrVxSbYodCbC5QoiWEEJ5RjZYQQjygGi0hhAQBSrQcCNXaFcWm2KEQ\n", "mwuUaAkhhGdUoyWEEA+oRksIIUGAEi0HQrV2RbEpdijE5gIlWkII4RnVaAkhxAOq0RJCSBCgRMuB\n", "UK1dUWyKHQqxuUCJlhBCeEY1WkII8YBqtIQQEgQo0XIgVGtXFJtih0JsLlCiJYQQnlGNlhBCPKAa\n", "LSGEBAFKtBwI1doVxabYoRCbC5RoCSGEZ1SjJYQQD6hGSwghQYASLQdCtXZFsSl2KMTmAiVaQgjh\n", "GdVoCSHEA6rREkJIEKBEy4FQrV1RbIodCrG5QImWEEJ4RjVaQgjxgGq0hBASBCjRciBUa1cUm2KH\n", "QmwuUKIlhBCeUY2WEEI8oBotIYQEAUq0HAjV2hXFptihEJsLlGgJIYRnvNVoOzs7cfz4cUgkEqxe\n", "vRqJiYnj7ltdXY26ujowDINly5YhJSXF52NQjZYQwoeArtFWVFRg27ZtePbZZ3H+/HmP+/b19eHp\n", "p5/GM888g6tXr07qGIQQEqh4S7Rqtdr1tVwu97jvqlWrpnwMfwrV2hXFptihEJsLvCXa0RUJmUzm\n", "1c8cPXoUS5cundIxCBGK3cn4uwkkSPCWaJ1Op+trkUg04f4nT55ETk4OYmJiJn2M0X/1ysrKBNte\n", "sWKFoPFGb69YsULw8727PZrQ8e9vg5Dx8xcsxe/OtuBb++txvKEfFoeTft/T+PfNBd4ehu3evRsl\n", "JSVgWRb79+/H5s2bAQBVVVUQi8UoKChw7Xv69GnExsYiPz/fq2OMhR6GEaEcudGHX5y65dr+5eYc\n", "zIrX+rFFhE8B/TCssLAQpaWlKC0tRWFhoev1s2fP4syZM67t7u5ulJeXo7a2Fnv27MH7778/4TEC\n", "DZd/+Sh24MfuHjS6bZvtwpUQQvWa+zM2F6R8HTgpKQnPPffcA6+/+OKLbttxcXF4+eWXfToGIf40\n", "O1qGWLUMPSY7ls4IQ3qU0t9NIgGO5jogZBK6hm0wWp3QqaWIVNGD2umMi9IBb3e0hExn8Vo5QGVZ\n", "4iUagsuBUK1dUWyKHQqxuUCJlhBCeEY1WkII8SCgu3cRQggZQYmWA6Fau6LYFDsUYnOBEi0hhPCM\n", "arSEEOIB1WgJISQIUKLlQKjWrig2xQ6F2FygREsIITyjGi0hhHhANVpCCAkClGg5EKq1K4pNsUMh\n", "Nhco0RJCCM+oRktIgBuyOHC924hhmxO5MWrMiKSJxoXktxrt8PDwlIISQrz3SWM/3j59Cxdah7D9\n", "ahe6h23+bhLxkcdEW1NTM+a/v/zlL0K1LyiEau2KYvOPYVnUdBqxdW486ntNaDfY0G+yCxZ/tFC5\n", "5nzwmGjPnDkDsViM5uZmnD9/HjabDefOnYNOpxOqfYSEDKPNiVNNevzXmVZUtA7C5mAgFonwaI4O\n", "v69oQ+ugFVc7hrHjWjemScUvZHis0Q4PD0Or1eLDDz/Es88+63r9r3/9K7Zu3SpIA71FNVoS7C7e\n", "HsL3DzW6tt/elIPZCVrU95rw0p461+uLkrT4SVE2JGKRP5oZcniv0Wq1I4siyeVyt9fv3yaETN39\n", "JYEBiwMAkBqpwD8vS4YIQIRSiheWJFGSDTJePQwzmUxgmJG1651OJwwGA6+NCjahWrui2NzKjlYj\n", "TCEBAMRpZEi907tAIZXgifwY/PHzBfhhYRjyYjW8xJ/IdLzmQvFqFdwNGzbgz3/+M+RyOaxWKzZu\n", "3Mh3uwgJOZnRKvxqcy76TXbEauVICle4vqeQipEUrkDT1dtATrr/GkkmhfrRkmmty2DFyeYBDJod\n", "eCxHhwydyt9NIkGGixqtV3e09+vs7ERCQsKUAhPCNwfD4s+XO3H4Rj8A4ESjHr9+KhcxGnrGMFWD\n", "FgeGLA6EKSSIVMn83RyP9GY7Bs0OhCkliFb753fvVY22urrabfvMmTO8NCZYhWrtKtBjWx0M6npM\n", "ru0ekx0mOyNIbL4EQuyeYRt+fuImvrzjOl450oT2IatgsX3VZbDhJ8dv4h931eL7BxvRNmjhuGXe\n", "8SrR1tfXu21LpZO6ESZEUBq5BJ+fG+/afiI/GjoVvXenqr7XhAu3Rx6I1/WYUNNl9HOLxtfQZ8K1\n", "zpGRrM16i9/aOql33d0eCGTEihUrKHaAxl6VEYkZEQpYnQzSolTQKqaeaIPhvO8yWBzoNdmhlokR\n", "H6aY+Ae8iC2Xut+fKaX8z0012WuulLm3TS2XcNEcn3l81+3fvx9msxm1tbWw2+/18YuPj/fwU4QE\n", "DrlUjLw4/3SH8rcBsx3vnW/D8QY9IlVSvFGUhaxo9ZSPmxejxj8sTsSx+n48lBaBgvjAvb65MWr8\n", "07JkHKvvx7LUCBT46b3g8U/Rpk2bsGXLFsyfPx9btmxx/Vu1apVQ7QsKgVA3o9iAwynMJ61AO+/x\n", "3Bqw4HiDHgAwYHa4vp5q7DClFFvnxePXT+biHxYnQafm/2HYZK95mEKKp2fH4e1NOfjiwgRECdDW\n", "sXjdj5aQQNVpsGL71W409Zvx3Lx4LEoJp5FTGPlILwJwt/9mjIa7JCMWiTgpwwhFKfNPyeAu6kdL\n", "gt6fPmvHny93AQAkIuCd4jxkcvAROdjZnQzO3hrE9qvdmBmrxpMFMTBYGSikIqRFqeiPkZcE60f7\n", "8ccfY86cOXA6nThz5gyWLl2K7OzsKQUmhCtdo+ZndbKAxTEt7h2mTCYRY1VGFJalRsBid+KPFztw\n", "oLYPEhHw6rpMLE2N8HcTQ4ZXjwttNhuSk5NRWVmJL3zhC7h06RLf7QoqwVKzm66xnyyIRbhCgiUp\n", "4XjpoWSkREzt6bovsYU2mdhyiRi9RgcO1PYBGPljVHqlC3Yfa9rBdt6BxKtEKxaLIRaLoVTemeRC\n", "we8bmRBf5MVq8NOiLDgYBgfr+tHUb/Z3k3hX32vCO2dasf1qF7qGJx4woJSJoR3VtSlDp4JMQksG\n", "CsWr0oHNZsPw8LAr0U6Tsi5ngqlf5XSMbXcy+H8XO3C5faRj+o+ONOGtjdnI4WmWK3+fd/uQFS8f\n", "bIDB6gQA6M0O/GNhssefSwpX4KdFWfiopgfxYXI8nhs9qdj+4s/YXPAq0SYlJWHPnj145plnUFVV\n", "haamJr7bRYjXGIbFoNXh2rY6GFzpGEa0Rgadn8a288lsd7qSLADc6DXCybATPtzKj9MgP0T7FPub\n", "V58dli9fjr/7u7+DUqlEfn4+vvrVr/LdrqASqrWrQImtkEnw4tJkqGQj3Zmemx+PTxv1MHMwr8FE\n", "sYVWVlaGWI0cj2RFAgDEIuCZOfGC9CDw93kHM587wkmlUre5DiorKzF//nxOG0XIePpNdrToLZDF\n", "Z8LmYFzDQecmavHK2gxc7zHibMsgZidoERXgs0pNVrhSin9eloLNM2OhlIqRTlM/Brwp96Pds2cP\n", "iouLuWrPpFE/2ulv0OLAf5W34lTzAADg+4+kYU3WvYVCrQ4nbvSaYbI5kRQux4xIfhKQyebEpXYD\n", "qjuHsSglHPMStJAJMN5/PHYng6sdwzjTMoCCeC2WpoQjTBk8gwkCHe9rhhESSPqMdleSBYBdVT1u\n", "XZSGLE7832cdeOVIE/7tQAOaPfQ+GLLYcaXdgGsdwzDanOPuN5br3Ub8x7Fm7KzqwQ8ONaK+zzTx\n", "D/Gooc+MHxxuxL7rffjZiRZUBfBsWqGKEi0HQrV2JXRsjVwCnfrendrseK1bF6WbAxZc7RjpedBv\n", "duDi7SEAI/OnllZ24rVjzahsN8Bsc+BvV7vxbx834FsH6rGvpsenPqW3++6tmcdi5Km/UMa65oMW\n", "B5hRn0s7DfzMDxtK7zWu0ecLEjTiw+R4oygbp5r10EpYrMqOdfu+5r7x7NF3JhA51azHHy92AADO\n", "3RrEW5tysKuqx7XfrqoePJ6r87qHwoywkT6pwzYnYtX3FlH0l9QIBVIiFLg9aIVaJsbsBK1f20Me\n", "RImWA6Hav9AfsTN0qnHX/cqKVuEHa9Nx4HovFiSFYX7SSMJp0d+7w7MzLKwOBjkxKlzvHvnInx+n\n", "HnfSEZZlcXvQCpuTQUKYAhq5BAszE/HLqEjoTQ7EamVIjhAu0Y51zZMilPhpURa6DDZEqqRIi+Kn\n", "Nh1q7zUuUaIl04ZCKsbqzCiszIiEWHSvu9P6PB1ONOlhcTB4KC0CMyKV+M7qNJxpGYRULMKy1Aio\n", "x0m0le0G/PBIE+xOFtsWJODzc+KgkkuQFqVCWpRQZzaxhDAFEqY4sTfhz5RrtNS1K3RrV4Eae3SS\n", "BYBZ8Vr891N5+PWTufjXh2dApx65C90yNx4ls+OQGD52grI5GfzxYgfszpEC6AeXO9E1bAuo8zbb\n", "nOgdtsFi9+2BHhexhRTsNVqvEm15eTlqa2sBAA0NDejs7HR9Lz09nZOGMAwDp5P/NwsJTalRSsyM\n", "0/g08bNEJEJi+L26rVomhsKP3bju1zNsw2/KW/Hirlq8V9GGfpN94h/ywOZg0DNsg8Ei3MO9UOFV\n", "P9rS0lI8/vjjiI6OBsMw2LlzJ7Zs2eLxZzo7O3H8+HFIJBKsXr0aiYmJ4+576NAhNDU1obi4GElJ\n", "Sa7X9+3b50q+WVlZmDNnzrjHoH60hA+3By3429Uu9Bhs+LtFiZgVHzgPmk416fGTT266tl99PBMP\n", "TXLqQ5PNib01PfjwShcydSp8a1UqUgSsPQcyweaj1Wg0iI4emYRCLBZDIpl4tvKKigps27YNwMSD\n", "GoqKilBTU/PA60qlEuvWrfOmiYTwIiVCiW+uTPNqLgGh3X+HNJWxR839ZlfPjOouIz5t1OOLC8e/\n", "OSK+mdTnILF44h9Tq+/NcC+XT25iD6fTiV27dmHnzp0BPQduqNauQin26CQbKOc9M06D1RmRUErF\n", "WJ+rQ34MdxPGjPUnJVDOOxh5dUcrEonQ398PnU6H/v5+r2qpo/+6ymSTG3NeVFTk+vrgwYOTOgYh\n", "01WcVo5vrEyF0eaEVi6BagpLaafrVPjSkkR8WNmF7GgV1mQFUJeKacCrRPvEE0/g6NGjrjlpn3rq\n", "qQl/ZnQyFomm/pHLm2RdVlbm6m939y+gENsrVqwQNJ5Q21KpFMuWLfO4/11Ct+/ua/78fSvUGth1\n", "GTjRpMfMaDlSxUNYNGem4O1RyyVTPt7lirPIVmnwv5+bBaVMjMoL53Bz1PfPnDmD0QL993358mWY\n", "TCY8/PDDnMWfCt4WZ9y9ezdKSkrAsiz279+PzZs3AwCqqqogFotRUFDgtn9NTQ0iIyPdHoa1tLQg\n", "LS0NALB//35s2rRp3Hj0MIxbfUYbym4O4NagFY9l6TAzPnDnMdWb7bA5GESpZK7ZvIRQ3TWMb+yr\n", "d22/ui4TD6UJvw4Xy7Kc3MyMxcmwqOsxob7XhLQoJfJjxx/cEQh6jTacbBpAU78ZRXnRmB2vmfK1\n", "EWxSmfr6+ol3uk9hYSFKS0tRWlqKwsJC1+tnz5594K/jsWPHUFZWhmPHjuHUqVOu11taWrB9+3Zs\n", "374deXl5PrdBKNOxdvVJox7vnG3DvppefPdgA27pLYLF9sbd2M39Znx7fz3+Yft17LveA7OH/qRO\n", "hpt7iruxR0++DYz8J+fb6GvePmTFf5W34sdHm3C9m5+JZBr6TPj2gXq8c/Y2vvNxA2p7/DOBjrfv\n", "tZNNA3jvfBuO1vfjewcb0DLG+9YfvCodXLlyBTk5Oa7t5uZmZGRkePyZpKQkPPfccw+8/uKLLz7w\n", "2mOPPTbmMVatWuVN8wgP6nvv/YeyOBgM+zjDlVB2VXWjdXBkiO1759sxJ0GL3PuWsOkcsmJ3dTea\n", "+i3YOi8eC5PD3AY1DJjt6Bq2QSOX+NSlKS1SiYwoJZr1FkQopZgl4F0/w7J4/1IHjjfoAQDXOo14\n", "pzgPSeMMvpisXqMdjlF/oNoGrZifFMZpDC6NXi/O5mR9npmNL16vGTbalStXJky0oWQ6jgHfkB+D\n", "spuDcDAsFqWEISHswZ4jgXDe8lGzd4nw4KgwADh8ow+7q3sBjHRdeqc4DzFqGZr6zZBLRPjr1S6c\n", "aRmCWibGmxuyEamS4nTzAAbMDjyWo3tgboW7sRPDFXhtfRZ6jTZEKKWCzHlwN7aDYdE2eG8OB6PN\n", "CZuD+xUlksMVCFNIYLA6IZOIkBU9uXkUOg1WDJgd0KlliNP63gvJ2/daUV40TjbpYXOyWJoShgSO\n", "//BMlleJdvny5Th8+DDWr1/Pd3tIgJiXODJsddjmRHK4HDofRlQJqXhWLFr0ZtwesuJLi5PGnEmr\n", "feheQnIwLOwMi79e7cLfrnbj7xcm4EzLyHSKJjuDq50GtA5YcfhGPwDg00Y9fv1ULmI1YyeHOK18\n", "UoljquQSMf5+USJ+fKQJdobF1nlxiOWhHek6Fd7alIOOIStiNHJkR6tgtDlR223EkNWB7Gg1Zkww\n", "e1mL3ozvH2xEj8mO1EgF/uPxLM7vvO+aHa/BfxfnwWh1IiFc4ZrBzd+8qtG+//77GBoactVLr127\n", "xne7gkog1Cq5JhaJkBmtwtxELaLHSTKBcN4zIpV49fEsvFucj0ezdWM+DCueFQe1bOT1J/J0UEnF\n", "2HmtGwAglYghGXUTnBimwI1RZZNekx1mm/udopDnzbIs6nuMONWsx41eE86fr3B9b2FyGN4tycM7\n", "xXl4dl4CNFPo3uVJepQKD6VFoqv2EkQiEcpvDuB7hxrxxqct+OHhxgnnv63rMaHnzvDgWwNWNPX5\n", "vhy8t9dcJBIhPUqFWQnagEmygJd3tBs2bMDixYtd2x9//DFvDSLEVxq5xGOSmRmvwTvFeRiyOnFL\n", "b4bebEdWtBo3ek04VNeHrz88A2U3B5Efp0ZBnAafnxuPn51oAQA8kR/tNtm40G70mvDN/fWwO1nI\n", "JSL8+6oZru+JRSLepkT0pPzmvVUuOgw26M0OjzOHRdy3rE6YInB7LfCFt+5dQqPuXcST7mEbvvNx\n", "PdqHbBCLRrpijdRoxXg4LcKtlmdzMGjuN8PmZJAapXogUQjp08Z+vPFpi2v7/nXS/OFofR/+8+Qt\n", "AEBSuBw/25CNeA+J1mB14FTTAM63DuKRrCgsS42AKoC7iN1PsLkOCAl2QxYH2odGHuoyLPDXK134\n", "z405Y85fIJeKkRc3cQ8CJ8PCYHNALZO4PZTjUoJWAbFopM0SETwmNKEsT4vEmxvkMFgdyIpWTdim\n", "MIUUG2fGYOPMGIFaGHi8encMDQ1hx44d+L//+z84HA7s3r2b73YFlUCoVY5n2OpAn8nGWR9SX2Lz\n", "ydfYUSop8mLvzb+xLkc36UliysrKYLQ5sbuqG/+ypw6/PH0LXTyt05Ubq8bbm3LwndWpeHtzLgwt\n", "D06+JJS711wjl2BhchhWZ0YJNsNXSMx1cOjQIZSUlODAgQOQSukmOFi06M14+/QtdBhs+MqSJDyS\n", "GeXXZbG5ZrA6UHFrCFc6hvFwegQWJIWNOzIsWiPHD9amo7HPDI1cgpwY9Zj7eauhz4TfVbQDAI43\n", "6DE3QYsN+dzfbUrEIhTEa1FwZ3rGshv8JHTCL6/+1ymVSre5BryZJjGUBEJ/0rHsuNaN690mDJgd\n", "eOvULdwa5HaUjL/Pu6bLiJ+dbMGhG3340ZGmCZf9TghT4OH0SMxPCpvSE/oVK1bA4XT/hGDhoQ/r\n", "eLGFwLAjnf1HP8Lx9+87mE1qwALDCPOmIr7pHrbh4u0hGG1OFM4IBzPqPwkLgIfqgV/1Gu+tKMAC\n", "GBRw2e/MaBU25OlwsK4fD6eFY3n6vTkOWgcs2HGtGya7E1vnxSM7emp3z0IbMNvxUU0Pym4O4tFs\n", "HTbk6RCuDJyuUsHIqzvauLg4lJWVweFw4Ny5c0hNTeW7XUElEGqVDoZFaWUnflXWit9XtOPHR5vw\n", "udlxSI1UQC4R4aWHkpEaye1HW3+f98w4taurUHK4HGlRwtULo1Qy/GNhCv6nJA/JEUr87lw7arqG\n", "YbE78e7Z2zhY14eTTQN45XAT+oxTW2Lm/th8q+ky4s+Xu3BTb8EfLrSjrscsWOzxhESNdtWqVaip\n", "qcHAwAASEhI4WyeMcMficKKq897EIm1DNsgkYvxiYw5sThZRKilkPD0Z95fMaDV+/WSua9lvoVeB\n", "1cglODJqeO9nbUP4r6fy3Eai9ZvssDmD6xOg9b72Wh2BMV9AMKN+tNMEy7I4UNuL35TfBgCszYrC\n", "S8tTEKYIrIeXdgeDAasDSqk44NrmKyfD4nsHG1DZMex67XdP56FlwIo3Pr0JhgW+vCQJT82KgVIa\n", "PM812oes+OknzbjRa8a8RC2+vSo1ILqV+Ytg/Wh7e3tx8OBBqFQq2Gw2FBUVQafzb6dp4k4kEuHR\n", "bB3So1SwOhhk6lQBl8iMNif2X+9FaWUnMnhYAHDI6kDnkA0KqQipkUre5mi9SyIW4dn58ajuMsLO\n", "sNiYHw2dRo7kCCXeLcmDgwFmRCiCKskCQFK4Aq89ngWD1YlwpQSRKqrPTpVXnyUPHTqEbdu24Zln\n", "nsHWrVtx5MgRvtsVVAKldqWSSTA7QYtFKeE+LavNRWxvtNyp+ZnsDKq7jDje0M9Z7GGrA3/6rAP/\n", "srcOL+2pc7vL5Nro2POTwvBOSR5+82Qu/mFxIsIVIyWaTJ0auTFqzkdACfVei1LLkBqldEuygfI+\n", "D0Ze3fKo1WrXgowSiQRKJS1DTAJLp8GGj2pGaqU258iDwbkJ2gcGJZjtTtT1mNBvsiNDp3pgCkRf\n", "ie9MYkKIJ17d0Vos7v0vTaaR/ooVFRVj7R5yQrV/oa+x06KU+PKSJKhlYsyO1+DR7MmXn+6PrZSJ\n", "oRw1WCEtUjnmyK8r7cP4zscNePNEC759oB6tA773LQ6ma06xA4NXd7QMw+APf/gDFixYgCtXriAi\n", "IgI1NTWorKzE0qVL+W4jmSY0cgmenhWLtdlRnD8MSwxT4I2iLPztaheSwhV4siB2zP2udBpcXxus\n", "TvQa7RPOp0rIVHl1R2symfDQQw9BqVSisLAQ+fn5mCadFTgRqrWrycSWScWI1cjHTLIWD+t9jRd7\n", "0GzHjqtd+PaBetwaMOPlR9Lx/y1LQWK4Al0GGz5t7MenjXp0D48MulkwahmWKJUUcVrfa9nBds0p\n", "tv95dUvxhS98AVqt9oHXU1NTcfv2baSkpHDeMBI6hiwOHL7Rh08a9ViRHoGN+bGIVHl3t3u92+ia\n", "c6C6y4iEMCUWJIdh2OrA/5y7jTMtgwCAR7Ki8I0VMzAvMQxvbcyB3mxHWpRSkOVnCPHq3TxWkgWA\n", "sLAwHD9+POQTbajWrriKXddjwu/vJMvGPjMydeoJl+2+G3v4vtUPjHfuik12BhdvD7lev3h7CM39\n", "ZkRr5JiTOPb72VvT4ZpTbGFNr6FCJChZ7ht5dP+2J3mxaiSHjyy1kxujQtadXgRhconbw7alM8Lx\n", "u4p2vHasGd3DNAMWERYlWg6Eau2Ki9gGiwMJWgUK4kYmXsmOViEvduJJt0evGfbzJ3LwbnEeXl2X\n", "icQ7KyWo5BI8vygR//F4Jr6xYgbEIhGqu4yo6zW5JgCfrGC/5hRbeIE1dIiElAGzHb87347jDf14\n", "qiAWX1majDitDL1GO3qNNmREqRDmxTIysVr5mCvA6tQyLEuNwNEbfThaPzI4QiYRBdyIOTL9TXmu\n", "gz179qC4uJir9kxaqM91EIyqOofxzf31ru0vLoxHuEKKd862AQCemROHLy5MGHd0VXO/GZ0GG+K0\n", "MmR5mIpwwGzH+dYhNPWZsSIjErPjNbwPzyXTB60ZxhOL3YkBy8jEJ4E4znvAbEfXsA0auUSwpUT4\n", "oJCKXethASPLWv/2XJvr+xIRcLZlEEqZGPmxGuhGDStu7DPhW/vrYbIzUErFeGtTzrirJkSqZFif\n", "G83ruRDiyZRrtNOtx8Gw1YHSyi688LcafPfjBtzST7wGvZD1I73Jjl+XteJre2/gX/bU4WJTl2Cx\n", "7zfV806PUuKVRzNQEKdByawY5MSoXOt6rcmMRE23EW+eaMG/H23G9qtdsI+avu9Ghx4m+8i2xcG4\n", "jfCyOhjUdBlx8fYQeo1j12P7TXbc0lsmNVl4qNYqQzU2F7y6oz19+jRWrlw55vcWL17MaYP87abe\n", "gtIrI8nkPqtMAAAgAElEQVSrWW/B8QY9/mFJ4Ixlvz1oRfmdvqEmO4PTrUYszvRzoyZJJhHj4fRI\n", "LJ0R7por9ytLkzEzToOkMAVePd7s2vf0zQFsnRePSNXIfjqlxHU3LAIQN6pGe+7WIF7/5CaAkQEK\n", "L69Jc5tkp23QgteP30RDvxkLk8PwzZUzEKcN3WkACf+8SrSffPIJuru7sXLlSsTFxfHdJr8S31e7\n", "k0snruUJ2cdPLRdDIgLuLlmVqptan9Cp4Oq8R09InhSuwJa58TBYHVg6IwwVrSNDZtdkRrmt87Uw\n", "Iw7/qdWisdeMzGgl8u6UDZwMi49qelz7XW43oM9kd0u0Nd1GNPSPfFK51GZAQ5/Zp0Qbqv1JQzU2\n", "F7xKtCUlJZg5cybKy8tx4sQJzJ49GwUFBXy3zS8ydEq89FAyPrzSjexoFR7JCqx5d9OjVHhtfRb2\n", "VPcgL1aNVRmR/m4S55wMCyfD4mvLU3Cj1wypWIT8OI1bQpZJxJiToMWcBPc/NBKxCAuSwnDtzmoT\n", "OpUUWoX7wzTVffPDKqbRysAkMHn1Dps7dy5kMhnWrFmD9evXY+/evXy3y29UMgk2zYzFuyV5+MHa\n", "dCSFT3ynI2T9SCIWYXFKOH6yPgtfXJiIukr/zaA21nmbbE4MWSa/SKLV4cThG314aU8d/utMG8IV\n", "UpjtDIw290EMnq75E/kx+O6aNHxlSSLe2JD9wBI3s+I1eHZePNKjlHhxaRJyfVx6PFRrlaEamwte\n", "3dGWlZUhPT0dZ86cgVarxde//nW+2+VXErEIUQHY2yDQNfeb8cvTtzBoceCl5SlYnBL+QClm4mNY\n", "8KuyVgBAj9GOOK0cFa2DUErEePOJbMRoHuwvez+dWuZxCsYotQwvLE7E1nnxUMvE1NWL8M6rfrSv\n", "vvoqHnnkETz88MOQSAJzWQ7qR+tfdieDHx1uxGftIysbyMQi/O5z+T5P2lLdNYxv7LvXt3Zdjg7V\n", "XcNoH7Lh3ZK8oFu6mwQ/LvrRelU6KCkpwapVqwI2yRL/YwGYHPe6XzkY1tU/1hdpkUpsW5AAsQhI\n", "CVcgK1qFjiEbcmNUiPIwSszJsLjaYcA7Z1px5EYfBs3cLfFNyFR5XaMl4wvV2tXo2HKJGP+8LAUR\n", "SikkIuCbq1KRECbHtc5h/OhII3577jY67luG+2zLIM62DKLPdC8pahVSbJ0bhz9uKcAbG7KQEaXE\n", "K4+m4wdrMxA9qmxw/3k395vx8sFG7K3pxS9O3cJnbQbwJVCuOcUOHl7VaIeGhnDkyBEYjUZs27YN\n", "+/btQ0lJCd9tI0EmP04zsvqrk0WMRoZOgw0/ONQIy507XYZh8dXlM2CxO/Hnyx3Yf70PALAhT4d/\n", "WpbiGmqrlEmQeOdrb5e5HrI64Bh1C31rEkvUEMIXr1fBfeqppxAREQGplEbt3i9U+xeOFTtWI0di\n", "uAIyiRhWB+NKsgDQOmABw7Iw2Jz4pEHvev3TxgEMW72fGnGs2MnhSmRHjwwsUUrFKJzheT7bqQi0\n", "a06xA59XWVOpVEImu/cUnmq1xBvxYXJsnhmDfdd7IZeIsHV+AsQiEbQyCZalRuCTxpFkWzgj3G0w\n", "wmRj/fixDHQabIhQSpE+xdVtCeGSV3e0Npv7eHGGYcbZMzSFau1qothhCileWJyI/34qD+8W52Pe\n", "nZUNVHIJvrwkCT9Ym47vP5KOFwuTofYx0Y4VOz5MgXlJYT4n2T6THZ809GN3VTdaJpjbwsGwqKy5\n", "AedknvRxIJB/39M1Nhe8uqONi4tDWVkZHA4Hzp07h9TUVL7bRabI4nBiyOKESir2ak7X0ToNVnza\n", "qMeAxYH1udHInOTdocHqwK0BC+QSMRLD5W79VWO1cqweYw5Zf9h/vQcfXB6Z3yJOI8Pbm3PGHJKr\n", "N9ux61oPTt904BFzB54qiA3I2d1I4PF6Ptqamho0NTVh9uzZSE9P57lZvqN+tPcMWx3YWdWDHVe7\n", "kBOjxrdWpXrdn9XBsPjV6Vs4cmei7Gi1FL95Kg+xXgwUGM1oc+LPlzqws6oHIgDfeyQda7KifDwT\n", "/tmdDL61vx61PSaszIhEepQSK9IikDFGf92zLYP48dEm1/Zrj2eiMHXqteDGPhOa+y2I1ciQF6eG\n", "UkqluUAiWD9aACgoKMCmTZuQnp6OlpaWKQUl/Grqt+CDy52wOllUdRlRdnPA65+1ORjU95lc230m\n", "B8x230tF/SY7dlaNTO7CAvhLZSdMNt8eeAlBJhFj88wYbJkbhyGLAx9c7sQHlV1jTq9oczIetyfj\n", "Zr8Z39pfj5+fbMG/fdyAqjtzNJDpxWOi3blzJ3bt2oVdu3Zhx44d2LFjB7Zv344PPvhAqPYFhUCr\n", "Xd0/oPTuMNjWAQs+aejHxdZBDFvHno9ALZdg69x41zE2z4yBbpylvz2dt1Imdvu5DJ0Kcgl3Q125\n", "vOYrMyKRGqHElY5hMCxwqnkAdT2mB/bLi1Vj7p0688LkMOTGTLy22UR6TXbXvLoAUNvtOdEG2nst\n", "FGJzwWPxTqvVYv369SgvL4dMJsP8+fNx6dIlREZOvxmjppPMaBVeWJSInVXdyI1R4+H0SHQZbPjh\n", "4UZ0GEbu1L65cgaK8mLG/PmV6ZFIeUoJm5NBaqQS2kmssRWrkeP1oiwcqO1FhFKKdTnRkEoCc5Ys\n", "pUwCtdy9bRLxg38UEsIUeGVtBpraOpGZkoAIH2vfY4nTyhGukGDI6oQIwKx4/017SfjjVY12x44d\n", "eOaZZ1zbu3fvDrgBC1SjdWd3MBi0OqCSiqFRSFHbbcTXP7rh+n7hjHC8tj7Ljy0MLL1GGz643Imz\n", "twbxSFYUPj83XrCJhZr7zWgdsCBaLUNujBoymrYxoAi2Ztj9sxtR967AJ5OKESO99wBLp5IiOVyO\n", "tjtLbU/HeWynIkYjxz8tS8YXFyZCK5dALmCyy9CpkEH9fqc1r95NDMOgt7cXANDb2wu7nSbsGC0Y\n", "aldxYQq8tj4LP1ibjjc3ZGF5+tQTbTCcty8UUgl0atmESXa6nTfF5p/XKywcOnQIw8PD0Gg0bmUE\n", "rjAMA5ZladQZj1IilAG3aq7F4URTnxlmO4OMKBV0GuqXSqYfr/vRjuf27dtjroTb2dmJ48ePQyKR\n", "YPXq1UhMTBz3GIcOHUJTUxOKi4uRlJQ0qWNQjZYbdgcDi5OBVi4RZELsY/V9+PnJWwCAh9Mi8K8r\n", "Uzl5yEQmp2PIilPNAzDaHHg0W4e0KCppCNqPdjwXL14c8/WKigps27YNzz77LM6fP+/xGEVFRViz\n", "Zs2UjkGmrmPIirdO38K/fnQDR+v7YXXwW4u3OpzYU93r2i5vGUS/icpS/mJzMvh/n3XgDxfa8eGV\n", "bvzoSBP6TGMv1058w1vFX62+N7JGLp/cUEsujiGE6VK7OtmkxyeNerQOWvGLU7fQ3O953P9UY8sl\n", "Yle/VGBk+Ku3k8tMl2seSLGtdgY3RvUf7jDYYBnVx3e6nrcQePuMNroiMXrmLz6PUVZW5ppO7e4v\n", "Zrpvjz73qRzvwoUL0Nti3Y7Z268H4jQP7M+wLD5r6kSvKhl1PUZkR6tx9kz5pOKXzF+K1EgFugdN\n", "mBsrQ9yd+Q8m+vlr164Jcn0DbfsuPo4vlyvw7LxMvHV6pJSzMTfSNZdDWVkZrl275rfz9/fve6qm\n", "XKPds2cPiouLH3j90KFDKCoqAgAcO3YMjz32mMfj1NTUIDIy0q1G68sxqEY7dTf7zXjlSCO6hu14\n", "alYMvrggAeHKB//A3egx4hv76mFnWEjFIry9KQf5cVMfJUX8z+pwornfAjvDIi1SiXCqlwvXj3Yy\n", "zOaRj50sy7q+BoCqqiqIxWIUFBRM+hiEH+k6FX61ORdmB4Mo1fgf49uHbLDfmSbQwbDoMFgp0U4T\n", "CqmEfpc84K1GW1hYiNLSUpSWlqKwsND1+tmzZ3HmzBm3fY8dO4aysjIcO3YMp06dmvAYgWY61a6i\n", "NXKkRCg91koTw+WQ3hmiKhEBiV4uN8OlQLzmepMdF1oHcaltCEMWfh7qBeJ5+8LqcKJFb0b7qPXj\n", "hIrtT1O+ox2raxcAJCUl4bnnnnvg9RdffPGB18YrCYx3DOJf2dFqvL0pB03dA8iMi0ROzPReAtzJ\n", "sDDanVDLJK4/MPcz2Zz406UOHKgdWQftC/PjsW1+Ag2nHcXicOLj67347fl2KCQivLY+C/OTwvzd\n", "LEFMuUYbKKhGO310DFnRPmRFpEqKTJ1KkP684xkwO7C3pgefNuqxIj0Cn5sdhyj1g3XrLoMVL/yt\n", "Bs47/5siVVL8tiQfujH2DVWtAxZ8ecd113ZOtApvb8qBQhbYg5QCukYbahiWRYveAquDQVK4fMyH\n", "SGRiHUNWvHKkEbcGrJBJRPj5hmzMSvDfjFZ1PUZ8cLkTAPC3q90oiNOMOXxZLZNgdoIWVzqGAQAL\n", "krRQyehudjSpWASVTOya3zhaLRtzlrTpyGOiPXHiBBYvXozf//73SEtLc/ue3W5HTk4O3UVipO4s\n", "mzELPzrSBAfDYuPMaHxpcRLCJjG9oK9Gd2kTGh+xO4asuDUwUr+zO1lU3B4aM9EKdd72+9YGszmZ\n", "MWOHKaX45spUVHYYIBWJMDdR61o+nUvB/PtODFfgJ+uz8L8VbYhSSfGlJcleT53pz/PmgleZICMj\n", "Y8wuXDt27KBEC0Ct1eJPlZ1w3PlPeeB6HzblxwiSaPk0aHFg0OJAmEIi2JSBESopZBIR7Hc+g092\n", "vTKu5EarsDg5DBfbDJiToEV+nAYNHWPvmxiuQGK48A8Gg8mcBC1+sTEHYpEoZO5mgQkS7VjDYt1+\n", "WBrciYQr8+bMQfpQK67dWYZELRNDKdBDEL7+yncP2/Crslu4eNuA7GgVfrg2A0kR7kmEj9iZOhV+\n", "/kQ2LrQOIUOnwoLksR+WCHV3ExemwMuPpGPI6kCYXIoIlRQJfryz8uddHVexZZOYAD6Y72YBL+9o\n", "o6LGXlSPVlq4Z8vcOGjkEnQarCiZHef1YoiBqqHPhIu3DXe+NqO6a/iBRMsHkUiEWfHagFppIFwp\n", "pY77ZEq8+tOyevXqMV+f6I43VJSVlSEhTIEvLUnC99dmYKaAHb696V/Ya7ThUtsQ6nqMsHu5oKDi\n", "vrsO5Rj1xrKyMgyY7TjXMogTjf3o8LFv5FRw3a+SYVkMmO2w2CdeQDLY+7JSbOHRn+lprt9kx3+e\n", "vIXL7QaIRcCPH8vEQ2kTL5GdG6vGV5Yk4Wh9PwpTwzEr/sE/HiqVGvuu9+L9SyNP5fNi1fjO6jQk\n", "RyhcC0IGkj6jDVVdRljsDGYnaFyfOmwOBiea9PjTpQ6kRSrxzw+lBNy8vSS4eexH63A4cPLkSajV\n", "aixbtgxHjx6FyWTC448/7jazViCgfrRjq+sx4mt7760VtiQlHK8XebdWGMOyMNmdUEklYz64MNmc\n", "+Nd9N3BTb3G99sKiBGTo1ChMDQ+oZOtkWPzvhTbsvDayBHqWToWfbshClEqGG70m/MueOte+W+bG\n", "4cWlyf5qKgkwvM9Hu2vXLsybNw8xMTH42c9+hlmzZqGoqAj79u2bUlAiHK1cgjDFvY/9sxO8L2uI\n", "RSJo5dJxnw6rZGKsybxXv8+NUaPDYMPPTtxEnzGw5pU125240GpwbTf2m2GwjpQJmPu6cJlsE5cP\n", "CPGFx0SrUCgQExODnJwcJCcnIzk5GUqlEkolfawaLZBrV8kRSvxsQzb+bkECvrlyBh7PjeYsdnl5\n", "OTbmR+PVdZn48pIkLEoJw+Eb/VBIxeC7546v11wtl6AoV+faLpwRjsg7D7hmRCrx9wsTIBYByeFy\n", "PFkQO95hJhWbSxQ7OHms0ZrNZtfMWQ0NDbBarVAoFLBahXvoQaYuO0aNbJ7mI4hQyfBQWgR0ail+\n", "eboVqZFKfGPFDERrAmuidrFIhKK8aGRFq2F1MMiOUbl6EmjkEmyZG4dHs3VQSMU0bJZwzmONtru7\n", "G59++ikkEgnWrl2LQ4cOAQCWL1+O9PR0odroFarR+t+wzQGWRdAP1CBkNN7nOoiLi8PWrVtd21/4\n", "whemFIwELoPVgT6jHWq5xLXKga+0ckqwhIyFZr3gQLDXrgbMdrx3rg3/uKsWX9tbh8Y+08Q/xFHs\n", "yaLYFDuYeHULwrIsGhsbYbONrIh54cIFPP/887w2jAjn1oAVR+r7AQB6swPH6vuRFR1Y3fcICWZe\n", "3dHu3r0bBoMBYrHY9Y/cE+zjz5VSEUZ3EvD2YVCwnzfFpthC8eqOViaTYcGCBa7t/Px83hpEhJeh\n", "U+H7a9Ox/Wo3cmPVWJUx+TksrHYnxGLRpCYOIWS68up/g8FgcNvu7u7mpTHBKthrVzKJGKszo/DW\n", "xmz8y/IUxHu5Btj9sa91DuNbBxrwoyNNaNHzu5hmsF9zih08sbng1R1tc3Mzfvvb3yI6eqSze21t\n", "LV555RVeG0aEN5UlRboMVrxyuBGmO7Pnv3P2Nl57PBMKaWAvU0KIELxaM+zChQtYsmSJa/vEiRMB\n", "N3MX9aP1r7ZBC760/TruvpkydEq8vSnX42q6hAQD3uc6uGt0kgVoekTyoDiNHF9/eAZEABQSEf6p\n", "MJmSLCF3TOqJRWdnJ9ftCGqhWrsaHVsmFWNdjg7/+8xMvPe5fCxIDhcsttAodmjF5sKkEu25c+e4\n", "bkdAGDDb8XFtL355+hYutxngZKbFSuyCkUvFmBGpRFI4TTpEyGgea7Q9PT2IioqCXq93e/3IkSPY\n", "tm0b743zBRc12k8a+vHmiRYAgEQE/OapPOTwNBkLISQ48D7Xwfbt27Flyxa8//77bkmsq6trSkED\n", "VevgvQmsnSwwZHH4sTWEkOnCY+ngq1/9KmJjY5GdnY01a9a4/mVmZgrVPkEtmxEBlWzkkuTGqJDi\n", "5WKEoVq7CqXYVocTA2Y7HAwbUudNsbnhVT/aoqIit+3s7GxeGuNveXEa/ObJXAxZnIgPk096Fisy\n", "tlsDZnQM2RCjkSFTp4IogJa68aTTYMUfL3agqnMYJbNikRFOqz8T33jVj/Z+NpsNcnlgJSHqRxvY\n", "WvRmfPtAAwYtDsglIvxiYw7yBVwteCr2X+/Bb8pvu7Z/sTEbcxPD/NgiIiTB+tHe7+4E4IR4q23Q\n", "isE7NW+bk0VTP79DdLlkc7jfizioNwrx0aQSLcMwXLcjqIVq7cqX2NFqmds6YolezqfAReypWjoj\n", "HDnRKogAbJoZA9GA//qRB8vvezrF5oLHGu1bb72F1NTUB16vra1FcXExb40i0092jBq/2JiD691G\n", "ZOpUmBkfPN3mUiKVeH1DFsw2BuFKKS5XnAWQ6+9mkSDisUa7Z8+eMRPqeK/7E9VoCSF84L1G+9BD\n", "D435emQkPXUlhBBveUy08fHxY75Ok8q4C9XaFcWm2KEQmws0DT4hhPBsUv1oAxHVaAkhfPBbP1pC\n", "CCHeo0TLgVCtXVFsih0KsblAiZYQQnhGNVpCCPGA9/loCSG+0ZvtMFqdiFBKEaak/15kBJUOOBCq\n", "tSuK7e72oAUvH2zAl3Zcx6/KbqHXaBMsthBCNTYXKNESwpEr7cNo7h9ZpeP0zUE09gXPDGWEX1Sj\n", "JWQMAxY7bA4WkUop5FLv7kdGrzkHAD9/Ihvzk2je2mBHNVpCeNCiN+Mnx5vRPmTDC4sTsWlmDFQy\n", "yYQ/NzdRi+JZsfisbQhP5MUgO1olQGtJMKDSAQdCtXY1XWPvqe5By4AVdobF7yva0aK3uH1/vNgx\n", "Gjn+sTAZv96ci5LZsdAquL+Pma7XPJBjc4G3O9rOzk4cP34cEokEq1evRmJios/77tu3D06nEwCQ\n", "lZWFOXPm8NVcQlykEve1zAYsDlgcTiilE9/VSsUiXhIsCW681Wg/+ugjPPnkkwAmnr92vH2PHj2K\n", "devWeRWParSEK60DFvzy9C3cHrJiY34MPrs9hH9aloKC+OBY44xwK6BrtGr1vRn0J1rIcbx9nU4n\n", "du3aBZZlkZGRQYmUCGJGpBJPFsTgWqcRJ5v0uD1ohcnu9GubDFYHWvQWyCQipEUpvbq7JoGDtxrt\n", "6BtlmUw2qX2Liorw9NNP43Of+xy6urq4byRHQrV2NZ1jp0WpcLZlELcHrVicEoa0KKVgse9ntjnx\n", "YWUXvrm/Hl/bewMnGwfA+KGz0HT+ffONt0R7t7YKACKRyMOe3u07UbIG3H8ZZWVltM3z9rVr1/wW\n", "/9q1a7wev6P2Mr6zJAz/U5KH76xOQ93lCr9d736zA9uvdbu+V3qlE9eu19PvW8DtqeKtRrt7926U\n", "lJSAZVns378fmzdvBgBUVVVBLBajoKBgwn1bWlqQlpYGANi/fz82bdo0bjyq0ZLpqt9kwzf21aPD\n", "MDLSbGV6BL77SDrkEuo0JISArtEWFhaitLQULMvisccec71+9uxZiEQit0Q73r4tLS2oqKgAAMyf\n", "P5+vphIS0HRqOV59PBOH6/qgkUuwNjuKkmyQoZFhHCgrK8OKFSsm/fMMy0I8QXmFr9hTQbGFV1FR\n", "gaVLl/oldqhe84C+oyUTG7Y48GmTHqeaB7AmMxKrM6OoDybxyGbjfqIawj+6ox0Dw7K4PWCFnWGQ\n", "FK7wavjlZFxsHcT3Dze5tt8oysKilHBeYhFCJofuaHny2W0D/v1oE+wMiy8vScJTBTFQ8pBsh21O\n", "j9uEkOmBKur3Mdud+MOFdtiZkRv9P1xoR6/R7vFnJtsNJDtGjRkRCgBAWqRiUpOQcNkFhWJTbIrN\n", "D7qjvY9ULEKCVoam/pG5RLVyCWSSyT2omkhKhBJvbsjGgMWBSKUUsVrPI+gIIcGJarRjaB2w4C+V\n", "nRgw2fH3i5MwM47GuBMSqqhGy5MZkUp8d006nAwLiXjkbrbfZIfB6kSkSooIWguKEOIDqtF6cDfJ\n", "tg1a8L1DDXhx53X87MRNdA+7d7EJ1doVxabYoRCbC5RovVDVaXStBXXxtgGNfSY/t4gQEkyoRntH\n", "XY8R1zqHkRyuxOwEDcJGDRw43azHa8dvurbf3JCNhcm0FhQhoYBqtBy52W/Gvx1ogMXBAAB+sDYd\n", "qzOjXN+fFa/F5+fGoaJ1COtzo5ETQ2tBEUK8R6UDAHqzw5VkAaCux700oFPL8KUlSfjl5lw8PTvW\n", "7W4XCN3aFcWm2KEQmwuUaAEkhMmRHD7Sh1UsAgpnPDgMViwSQSOXTDi3LiGE3I9qtHe0DVrQNmRF\n", "pFKKrGi1q8cBISS0UY2WQ8kRSiRHKCfekRBCfESlAw6Eau2KYlPsUIjNBUq0hBDCM6rREkKIB1zU\n", "aOmOlhBCeEaJlgOhWrui2BQ7FGJzgRItIYTwjGq0hBDiAdVoCSEkCFCi5UCo1q4oNsUOhdhcoERL\n", "CCE8oxotIYR4QDVaQggJApRoORCqtSuKTbFDITYXKNESQgjPqEZLCCEeUI2WEEKCACVaDoRq7Ypi\n", "U+xQiM0FSrSEEMIzqtESQogHVKMlhJAgQImWA6Fau6LYFDsUYnOBEi0hhPCMarSEEOIB1WgJISQI\n", "UKLlQKjWrig2xQ6F2FygREsIITyjGi0hhHhANVpCCAkClGg5EKq1K4pNsUMhNhco0RJCCM+oRksI\n", "IR5QjZYQQoIAJVoOhGrtimJT7FCIzQUpXwfu7OzE8ePHIZFIsHr1aiQmJvq8ry/HIISQQMVbjfaj\n", "jz7Ck08+CQDYs2cPiouLfd7Xl2NQjZYQwoeArtGq1WrX13K5fFL7+nIMQggJVLwl2tE3yjKZbFL7\n", "+nIMfwrV2hXFptihEJsLvNVonU6n62uRSDSpfX05RmRkJC5duuRrMzmhVqspNsWm2NM0dmRk5JSP\n", "wVuiNZvNAEbuSu9+DQBVVVUQi8UoKCiYcN/xXh/LokWLOGs7IYRwibdEW1hYiNLSUrAsi8cee8z1\n", "+tmzZyESidwS7Xj7jvc6IYQEk2kzMowQQgIVDVgghBCeUaIlhBCeUaKdBhiGceuhESqxCQkWvD0M\n", "44I/h/FyEXvfvn2uJJSVlYU5c+ZwHvvQoUNoampCcXExkpKSJnUMrmMLcd7V1dWoq6sDwzBYtmwZ\n", "UlJSfD4G17GFOO8zZ86gq6sLAJCamurqbSPEeY8XW4jzBkZ6If3qV7/C888/73q/CXHe48X26bzZ\n", "ALZ3717X17t3757Uvr4cg+vYR44c8TreZGOzLMtWV1ezbW1tUzoGl7GFOO+TJ0+6vj5w4MCkjsF1\n", "bKF+33cdPnx4ysfgIrZQ533w4EH2s88+c3u/CXXeY8X25bwD+o7Wn8N4uYjtdDqxa9cusCyLjIwM\n", "r+di4GLosRDnPR4hznvVqlVTPgbXsYX6fd+8eRM7d+5ESUnJpI/BZWwhzluv10OtVkOpVE6p/VzG\n", "9uW8AzrRsn4cxstF7KKiItfXBw8e5CU218fgIraQ53306FEsXbp0SsfgKrZQ552eno6XXnoJe/fu\n", "RWZm5qSOwWVsIc67rKwMGzduRG1t7aSPwXVsX847oBOt0MN4uY49mi9vgsm2mYtjcBF7ND7P++TJ\n", "k8jJyUFMTMykj8Fl7NH4/n0rlUqEhYVN6RhcxR6Nr/Pu6urCRx99hO7ubqSnp7vqpEKc93ixR5vo\n", "vAM60Qo9jJfr2C0tLUhLSwMAWCwWXmL7egwhYgtx3qdPn0Z8fDzS09O9OoYQsYU47/7+fuh0Otf+\n", "Ex1DiNhCnPdXvvIVAEBNTY3b3ANCnPd4sX0574BOtP4cxstF7JaWFlRUVAAA5s+fz0vsY8eOoamp\n", "CUqlEunp6a76oRDnPV5svs+7u7sb5eXlyM/PR21tLQwGA774xS8Kct6eYgvx+y4vL4fVagUALF68\n", "eMJjCBFbiPMGRhJ9WVmZ212lEOc9XmxfzpuG4BJCCM9owAIhhPCMEi0hhPCMEi0hhPCMEi0hhPCM\n", "Ei0hhPCMEi0hhPCMEi0hhPCMEm0IGR4exu9+9zvU1NQIHvvYsWPYvXs3tm/fjqqqKrfvlZeXQ6/X\n", "T+n4LS0teP3116d0jOnI22v72Wef4b333hOgRaGJEm0I0Wq1WLFiheBxOzo6IJVKUVJSgi1btjyQ\n", "aDG0laEAAAWcSURBVO12OxwOx5RipKWlYebMmVM6xnTk7bVdtGgRYmNjBWhRaAroIbhkci5evIhT\n", "p04hISEBarUadrsdkZGRWLduHQDg/PnzqK+vBwBER0e7ki/DMNi5cyekUilYloVWq8Xjjz/uOu6Z\n", "M2fQ3t4OuVwOhmEgl8vxxBNPAADq6upQWVkJlUoFi8WCxYsXu2Z3UigUGB4edsWw2+2uY9bU1ODS\n", "pUtoa2uDRqOBWCzGE088Aal04rdmTU0NKisroVQqYbfbYTKZXN/r7+/HkSNHoFKp4HQ6kZSUhGXL\n", "lsFms+GDDz6A0WjEs88+i/DwcOzYsQNtbW14/vnnERcXN+nrOl5MYOTTxPHjx2E2m6HRaGCz2SAW\n", "i13TDdbX1+PatWuQSqVgGAbt7e346le/OuE1MJlM2LVrF7RaLSQSCerq6vDtb3/bq2t77Ngx9Pf3\n", "QyqVQiKRgGGYCeORSfJ65loSVN544w22p6fHtX3+/Hm2urqara6uZo8ePep6/W9/+9u4x/jrX//q\n", "tv3++++zBoOBZVmWdTqd7K1bt1iWZVmj0ci+//77bvtu376dtdlsru0PP/yQfe+999jXX3+dvXz5\n", "stu+n376qVtbvWEymdjS0lLXtsPhYF9++WXX9h//+Ee3+OXl5WxzczPLsizLMIzbzx48eJAdGBjw\n", "Ku5413WimHe9/PLLbFdXl9trZrOZ3b59u9tr5eXlXrWnqanJbRLumzdvun1/vGtbXV3Nnj171rXd\n", "09PDvvnmm17FJL6jO9ppKjk52W0Kv/nz5+Pw4cPIyspym+ZNIpG4vrZarThy5AicTifEYjEaGxvd\n", "jvnMM8/g3LlzsFgssFgsrok0urq6MDQ0hD179rj2tVgs0Ov1iIuLQ1NTE+Li4rB161YAwAcffIDZ\n", "s2e73bWyPk650dbWhtzcXLfzmD17tmu7s7MTBw4ccG0zDAOpVIr09HSIRCLExMSgt7cXOp0OBoMB\n", "ERERXsUd77oWFBR4jHnXwoULH7hrbm9vd93937V8+XKv2pORkQGn04nDhw+7pv67O6PUXWNd2/r6\n", "eqxfv961HRMT41qSh3CPEu001dbWht7eXldSuHLlCnJzcz0upPjxxx/j0UcfRXh4OADAaDS6vudw\n", "ONDQ0IA1a9a4XvvLX/6C9PR0pKSkID4+HsXFxa7vjf4YOjw87JZcNBoNHA6HK9FKpVKfF3hMTk7G\n", "hQsXXLPaOxwOXL16Fdu2bQMA5OTkYOPGjW7zhI6uVa5atQr79+9HSkoKlixZ4nXc+69rZWUl8vLy\n", "vIo5nsTERHz22WduM/S3trYiNjb2gVn973flyhXMmzcP2dnZAEbKO6On7xvv2ubk5KCystJV2ujp\n", "6UFra+uEbSWTQ7N3TVMffvghpFKpa1Lj6OhoLF++HH/6058AAC+88AJ6e3vxhz/8AStXrsSqVatQ\n", "XV2NmpoayGQyOBwO1NfXY8GCBSgqKoLFYsG7776LzMxMiEQiWK1WLFy40PUfvLW1FRcuXHAlz+Hh\n", "YWzevNk1QfTdhewYhkFKSorbygQGgwH79u2DVqsFMPLQbu3atROeY1VVFSorK6HVamEymTA0NIT0\n", "9HQUFRXBaDTi6NGjEItHnvcajUYUFha63Tnu3bsXAwMDeP7556d0Xe/+8fEUs6mpCVevXsW1a9cw\n", "Z84cKBQKbNiwwXXcmpoaVFVVQS6Xw+FwQKfTeXUNdu3a5Yp315NPPul6zdO1PXr0KPR6PZRKJSwW\n", "C7q7u7Fs2TK3KRAJNyjRTlPbt2/Hli1b/N2MaYeuK5kM6t41DV28eBG1tbXYu3cvhoaG/N2caYOu\n", "K5ksuqMlAelud6ix3p5ardan2fQDOeZEDh06NOYyKWKxGOvWrYNKpRK8TcR3lGgJIYRnVDoghBCe\n", "UaIlhBCeUaIlhBCeUaIlhBCe/f+BqW87XSIJqwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.503814\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4VOeZP/zv9KJRG/XeBQgw1RLGGLANWGDAAoNtQhwn\n", "mzibxO8mb7JO4pSN4028trNxnGwSO95NNpuCcUzvmGIMiF5MEUIC9d7L9H5+fwwaNCqjM9I5UzT3\n", "57q4Ls3o6NzPMyNunbnPUwQMwzAghBDCG6G/G0AIIZMdJVpCCOEZJVpCCOEZJVpCCOEZJVpCCOEZ\n", "JVpCCOGZmK8Tt7W14fjx4xCJRFiyZAmSkpJGPfbs2bNob28HAKSnp2PevHlen4MQQgIVb4n24sWL\n", "2Lx5MwBg9+7dKCkpGfXYhQsXur4+cuTIuM5BCCGBirfSgVKpdH0tlUrHPL6urg5vv/02cnNzx30O\n", "QggJRLwl2sETziQSyZjHZ2Zm4qWXXsKlS5fGfQ5CCAlEvJUO7Ha762uBQMDqZ+RyOcLDw8d1jiNH\n", "jkAkEnnZSkII8SwqKsp132i8eEu0RqMRgPOqdOBrACgrK4NQKERBQYHruZ6eHqjVatfxY51jJCKR\n", "CHPnzuWs/YQQAgBXr16d8Dl4Kx0UFRVh69at2Lp1K4qKilzPnzt3DmfPnnU79syZM9i+fTu2b9+O\n", "6dOnj3mOQFNaWkqxKTbFnqSxucDbFW1ycjI2bdo07PkXX3xx2HNr1qzx6hyEEBJMBJNlmcTjx49T\n", "6YAQwrmrV6/i8ccfn9A5aGYYIYTwjBItB0K1dkWxKXYoxOYCJVpCCOEZ1WgJIcQDqtESQkgQoETL\n", "gVCtXVFsih0KsblAiZYQQnhGNVpCCPGAarSEEBIEKNFyIFRrVxSbYodCbC5QoiWEEJ5RjZYQQjyg\n", "Gi0hhAQBSrQcCNXaFcWm2KEQmwuUaAkhhGdUoyWEEA+oRksIIUGAEi0HQrV2RbEpdijE5gIlWkII\n", "4RnVaAkhxAOq0RJCSBCgRMuBUK1dUWyKHQqxuUCJlhBCeEY1WkII8YBqtIQQEgQo0XIgVGtXFJti\n", "h0JsLlCiJYQQnlGNlhBCPKAaLSGEBAFKtBwI1doVxabYoRCbC5RoCSGEZ1SjJYQQD6hGSwghQYAS\n", "LQdCtXZFsSl2KMTmAiVaQgjhGdVoCSHEA6rREkJIEKBEy4FQrV1RbIodCrG5IObrxG1tbTh+/DhE\n", "IhGWLFmCpKSkUY+9desWKisr4XA4sGDBAqSmpgIA9u3bB7vdDgDIycnBzJkz+WouIYTwhrca7d69\n", "e7F27VoAwO7du1FSUjLqsadOncLixYsBAAcPHsSqVasAAEePHsXy5ctZxaMaLSGED1zUaHm7olUq\n", "la6vpVKpx2MHkuxQdrsdO3fuBMMwyMrKokRKCAlKvNVoB18oSyQSVj9z9OhRFBYWuh4XFxdj/fr1\n", "ePrpp9He3s55G7kSqrUrik2xQyE2F3hLtAO1VQAQCARjHn/y5Enk5eUhNjZ2xO+zSdaD34zS0lJ6\n", "zPPjmzdv+i3+zZs3/d7/UHs8+P2+evMWrlc1QGu2+SS+v9/vieKtRrtr1y6sW7cODMNg//79WLNm\n", "DQCgrKwMQqEQBQUFrmNPnz6NuLg4TJ061e0c9fX1yMjIAADs378fq1evHjUe1WgJ8Y0uvQX/c7EZ\n", "J2v6MCclHN96OA2J4TJ/N4s3AV2jLSoqwtatW8EwDJYtW+Z6/ty5cxAIBK5E29HRgTNnzmDq1Kmo\n", "qKiAVqvF888/D8CZaC9evAgAmD17Nl9NJYR44U6XESeq+wAAV5q0KG/XT+pEywXeEm1ycjI2bdo0\n", "7PkXX3zR7XF8fDxeeeWVEc8x2k2yQFNaWopFixZRbIodErHFQyqBYuHYpUGuYgcrmrBACPFKXpwS\n", "zzwQD7VCjJVTYjAtPszfTQp4tNYBIcRrVpsDWosdYVIhZGKRv5vDq4Cu0RJCJi+JWAi1mD4Qs0Wv\n", "FAe4HAZCsSk2xQ6s2FygREsIITyjGi0hhHhA69ESQkgQoETLgVCtXVFsih0KsblAiZYQQnhGNVpC\n", "CPGAarSEEBIEKNFyIFRrVxSbYodCbC5QoiWEEJ5RjZYQQjygGi0hhAQBSrQcCNXaFcWm2KEQmwuU\n", "aAkhhGdUoyWEEA/8VqO9fPnyhIISQkgo8Zho33//fezcuRPbt2/HW2+9hS1btuDNN9/E+fPnfdW+\n", "oBCqtatAim2y2tFvtMLhgw9ogdRvih0cPO6wMH/+fMybNw979uzBl7/8ZcTGxqKzsxMnTpzwVfsI\n", "GVNzvwnvnmtCQ58ZL8xLwuKsKEgn2er/JqsdHXorwhPS/d0UMg4eE+28efMAAHa7HbGxsQCAuLg4\n", "yOVy/lsWRPy5OyfFBvbf7sKlJi0A4D9P1iMjWo68WKVPYvuC0WrH7lud+PPlViglQrwRoca0BJVP\n", "2wAEzvsdjFj92bfZbG6PTSYTL40hZDwMVofrawaA3TEp7u+6tGrM+PPlVgDOvv75Suuk6+NkxyrR\n", "qtVqnD9/HiaTCefPn0d0dDTf7QoqoVq7CpTYJdPjkKiSQigAXpiXiLQofj9xDe033wN3JCIhJEKB\n", "67FaIcGghz4TKO93MGK1C+6yZctQXl6Ojz/+GHl5eViwYAHf7SKEtSy1Ar9emw+zzQG1Uuyz7a9N\n", "VjvO1vfj4zvdKEyLwOO5akQpJJzHSY2U4bUV2fjTpRbEKcXYPDcRAoEfMi0ZNxpHS8g4lbXp8J39\n", "d12Pf/J4FhZlRfEWz2S1QywUQCyaXDf6Ap3PxtEOrdF+8sknEwpKSLBr6DWiz2TD0zPjXR/j+4xW\n", "XmPKJSJKskGK1bt28OBBt8c6nY6XxgSrUK1dhWrsKzXt+ObeO/j3Y7W43KjBxpkJiFVKMDOJ/5EA\n", "ofqah0SN1uFwjH0QISGirMvsGulQ32fCF+YlYfW0GCSEy/zcMhKoPCba3t5e2Gw26PV6dHV1gWEY\n", "2O12uqIdIlTHF4Zq7KzYcADdAAChAIhXSXyWZEP1NQ/2cbQeE215eTmsViva29tRVlbm/AGxGGvW\n", "rPFJ4wgJRLOSVXh5cTpud+ixKDMKuTH8TY4gk4PHGu3DDz+MpUuXori4GEuXLsXSpUuxaNEihIeH\n", "+6p9QSFUa1ehGvvm5QtYkR+Dby1Kx7zUCIh8OKg1VF/zYK/RsroZVlBQwHc7CCFk0vJ6HG19fT3S\n", "0tIgFAbWMBMaR0sI4YPPxtH+8pe/RH19PQ4ePIjm5mbs3bt3QkEJISSUsEq0U6ZMQUZGBgBg4cKF\n", "vDYoGIVq7YpiU+xQiM0FVonWbrcDAEQi38whJ4SQyYRVjfbvf/874uPjkZ2djdzcXOzevRslJSW+\n", "aB9rVKMlhPCBixotq5lh69evR3t7O7KysnD9+nVWM8Xa2tpw/PhxiEQiLFmyBElJSaMee+vWLVRW\n", "VsLhcGDBggVITU31+hyEjEZrtsHmYBAlF9OqV8QvWJUOlEolsrKyAACzZs3C+vXrXd8zGo0j/szF\n", "ixexefNmPPfcc7hw4YLH83d3d2P9+vXYsGEDbty4Ma5z+FOo1q6CIXZVtwH/uv8uXtpViQuNGk72\n", "FAuGflPswDLhMVpHjx4d8Xml8v5sGalU6vEcixcvnvA5CBnKbLPj3bNNqOs1octgxc+O1aJNa/F3\n", "s0gIYlU68GS0MsLg0q9Ewm4x5KNHj6KwsHBC5/CHUJ0DHuixGQawDtryxc4wnOyGEOj95ju2zmxD\n", "RYceGrMdubFKpPO8o8Xg2MFqwol2NAMjFQCwqoudPHkSeXl5rk0gx3OO0tJS1xsy8FGDHofuY6FQ\n", "iJcemoWfHquBweLAS4XxSLy3+EsgtI/vxxKJFMqMApyq6UVymBDpYh3mTZ8y4fOfqevH26cbAAAJ\n", "Kgn+88k8VF2/5Pf+8vl4oia8w8JoIxB27dqFdevWgWEY7N+/37UQTVlZGYRCodu03tOnTyMuLg5T\n", "p05ldY6R+HPUweAET7EDL3aPwQKbA4hRSjhZlyBY+l3TbcS/7K2E1e78L/6dR9JQPCV2jJ8aO/ar\n", "R6pxrkHjev43a/MxLT5s3Of1JrY/+GzUwXgUFRVh69atYBgGy5Ytcz1/7tw5CAQCV6Lt6OjAmTNn\n", "MHXqVFRUVECr1eL555/3eA5CvKFWDq/vW+0OSCb5bgVas82VZAGgtoeb3asfyYpyJdqUCCnUCt7S\n", "yKTB2xWtr9E4WsJGp86CXbc6Ud6hx9Mz4rAgPXLSJtwOnQWvf1KL2x0GSEUCvLUyF9MTJ74LhMFi\n", "x50uAzQmG7JjFEiN5L9G608BcUUrl0/uF5lMLufq+7H9ZgcA4Ha7Hr99Kh/5cfx+7PWXeJUUP34s\n", "Cy0aMyLkImRGKzg5r1IqwuxkWirVG17/KTeZ3D9+FBcXc9aYYBWq4wuDMXaX4f7wLgaA0er9Nk3B\n", "1O84lRSzksORpVZOeLIGV/3WmG0wWOxjH8hDbH9hlWjfffddnD17FgDQ2dlJu+CSoLUkOxpRcucH\n", "ucVZUUjzwdAk4sQwDC43afCtPXfwg8NVqO0ZebLTZMSqRju0Drt9+3Zs2LCB14Z5i2q0hK02rRkG\n", "ix0xYVJEyoP7Ro7V5oDeakeYVMRprdlqd8BodUApFaFda0aHzgq1UoyMCZQfWjRmvLjjtusG3Zxk\n", "FX7+RE7A18h9VqMdusi3WBzcv5wktCVOkt1qe/RWfHSjHaX1fXgsR431M+IQpZj4xJ4egxXbbrTj\n", "XEM/lmRHQ2Oy4UBFN5QSIX75ZB5yY8e3R5rDwcA2aBSEwergZEr0YD0GCy40aNDQb8LirGjeh52x\n", "xepPic1mc3tssdA0xsGCqWY3mWN36S243KTB7Q49zDbva68Tie0rA7Hreow4fKcbEXIxZieF48Pr\n", "7bjTaeAkRkWHHjvKOtGisWDrtXbXHyaD1YE7XeOPkRAuxb8uTodIAITLRPj6ghTIxOyWXmX7mp+u\n", "7cc7pY3YcbMT3z9YhYbewChPsLo0nTlzJrZv347s7GxUV1djxowZfLeLEK/0Gqz45ckGXG3RAgB+\n", "9FgmlmRH+7lV/GjXmvHDw9XoMlgBAGsLYpESIXObbjySuh4jLjb2I1opwdzkcMSEjbx+iMXu/kfK\n", "Nui88arxrzkiEQnxaE40ZiaqIBYKEDeBc43mTpfe9bXJ5oDW7N1NN76wSrR5eXlIS0tDS0sLVq9e\n", "DYWCm2Eik0UgzD8P9djdBqsryQLAvvIuLMqM4mWHWn/3u6rL4EqygHMG2KPZUcj38JG+XWdxS86b\n", "ZiXgSw8mj3js1PgwzExU4WabDg+mhmNWUhg2zIxHQXzYhD+KS0RCJEV4X7ph+5ovy4vBieo+2BwM\n", "ZiaEISE8MBajYl1slcvlyM7O5rMtJMBozTaYrQ5EKsQBf8NCJRNBrRCjx+gsc81JUfl0G3BfilFK\n", "MCc5HK0aM4qnxCBLLUderBKxo1yhAs6FYAYn5+utulFnxyWGy/CTx7Ogs9gQLhMjQi7GjMTgGDf7\n", "QKIK//VUPnRmO1IjZR5fE19i9b9n165dfLcjqAVCzY5rDb0m/OBQFV7cWYHDld0w24Z/BAukfieG\n", "y/DGylx8+cEkfG9J+oTm9Hsb25dKS0sRrZTgu4vT8WJRMrZ81oZXj9Zi961O6D2MTY1RSlCYej9Z\n", "rimI9fjHM1IhRkqkHBGDRmX4u99siIQC5MYoMTs5PGCSLMDyinboUoiHDh3CypUreWkQCQy7b3Xi\n", "TpfzRsJvzzZhSnyYx4+mgSBLrUCWOjTKWhEKMbbd6HDVZT+60YFluWqEjdL/KIUE//8j6ajrNUEp\n", "ESI7JjRep0DBKtFKpVJ0dHQgPj4eAGA2m3ltVLDxd82ODwyG3FgZYRjOZOx3sMQWCwVIiZSh4t5I\n", "gzCpCFKx5w+osWHSCV3lBUK/gxWrRKvX6/HOO++4JgRUVFQExEIyhD/rpsfjTqcBzRoz/unBZGRE\n", "0wyqQCIUCPD83CSopCJ06Cx4bnYiksdxk4n4BqsarUKhwBtvvIGNGzdi48aNmDlzJt/tCirBULvy\n", "Vnq0HG+sysX/bJiGlVNiRhzvOBn7HUyxkyNkeGlhGl5bkeOTgfmB0u9gxOqKduj0swceeICXxpDA\n", "EiETA3SRRMiETXg92kBBax0QPjgYBo19JpjtDJLDpVDJaPp5qOFirQPWgyPr6upw8eJF2Gw21NTU\n", "TCgoIXyyORjc7TLgeosWPYPGjo7H1SYtvrGrEv/f7kp8eL3d4xAqQkbDKtGeP38eLS0taGpqglgs\n", "xoULF/huV1AJ1dqVN7Gtdgc+a9bify8142xdn9frkXoT+1KjBv+ypxLfPViF359tRL/RNuqxnljs\n", "Dvz1aqvbEKpOnSVoXnOKHThYJdqWlhYsXLjQtYpXWFhgrIhDgkdVtxE/OFyFD6934KfHanG7Qz/2\n", "D42D3cFgZ1kHBqbnn67rR6d+fIsgDQyhGhAmFUE2xhAqQkbCquAkErFbYSdUher4Qm9i9xqtGLzm\n", "SbvOmfzMNgdqegwwWR3IiFZArWS3zN9osUVCAabFh+F6qw6Ac5UopXR8v78jDaFKipAhKUhec4od\n", "OFglWqPRCKvVWeuyWq3DZooRMpbUSDlilBJ0G6xQSoTIuzfLrLSuD299Wg/AuePBNx9Oc5v2OR5r\n", "psUiWiFGh96Cx3LUkImF2HOrE7U9RizLU2N6QhjrbV0GhlARMhGsPgetWLECW7ZsQUVFBfbu3Yvl\n", "y5fz3a6gEqi1K73FjstNGpyo6kFjHzdbTbONPVR6lBy/fDIXbxTn4Ddr85EXq4TZZseusk7XMadq\n", "+9DN8ubVaLHbNGZY7A6snhaLfy5KRV6sEqdqevH7c004WNmNHxyqwtVmLdq145/dOFa/rXYHaroN\n", "uNOph5Hjm2d8/a45GAY3WrX4TWkD9t/uRO8I70Og/p4HA1aXDmq1Gl/84hd5bgrhWmltH94+3QAA\n", "SAqX4hdP5iGBhzVA2UqJlCNl0NbUUpEQMxLDXItJxyklCBvnx3wAuNaixU+O1MBid+A7j6Tj0Zxo\n", "SERC1HTfX/zZbGdwu0OPrdfb8ePHMjnZkWAwhmFwpr4fb56og4MBvjQ/CetmxEHOcoFrf6ntMeIH\n", "h6pdN/7EQgGvC/OEGtaf0crLy1FdXY0pU6YgPz+fzzYFnUCtXZ2p73N93aq1oNdg5TTRTrTfAoEA\n", "T8+IR1qkDL1GGx7OjGK9sPTQ2DqzDb872wTTvZ0VfnW6ATMSwpAcKcfy/Bh8UtMLq51BQUIYug1W\n", "3GjVQWO2s0q0zf0mdOmtiFFKkBol99hvrdmOP19qcdWj/+9yK5ZmRyMpgptEy9fvmtZsd1s4vL53\n", "+CegQP09DwasEu3Ro0cRGRmJJ554AteuXcOnn36KpUuX8tw0MlGLMqNwvkEDAEiJkCJaEXiD7eNU\n", "Ujw5LW7C5xEJBQiX3a+EycVCiO8tAzgzMQy/XZuP6h4jytv1OFDRjenxSkTInMmvvF2H03V9yIiS\n", "oygtEtGDbsjV9xrx/UNV6DHYECUX461VuR5XCJOKBEiNlKFV67zZF6uUQCoK/HVxUyJkKIhXorzD\n", "AJlIgEeyovzdpEmFVY22r68PhYWFkEqlKCwsRHd3N9/tCiqBWrt6ODMKbxbn4IePZuJnT+QggeNN\n", "CQOp3wqJCN98OB0zE8OQrVbgZ0/kuK6OB7Y0kQiFWJodjR89monvLXWWDep6jPj+wSrsuNmJX51u\n", "xLmGfrfz1vea0GNwjsPtM9lQ22McFrtTb0GLxgyzzQG5RISvP5SKNdNi8WhOFP79iexRt4zhot9c\n", "iVNJ8aPHs/D2k3n47VNTUJCg8llsNkKiRiuRjPzxSqPRICIigtMGEe6ESUWYmxo670+WWoH/KM6B\n", "g3Em3gEXGzV4/ZM6AM4r+zdX5rr+6GjMdpgH7cxa3e2++WDUkE8B0QoJBo8Aruw04McfV0NjsuGr\n", "Rcl4cmosUiPl+JeHg2+kQlyYFHEBtFj2ZMLqitZgMKCrqwsA0NXVhYHlEU6cOMFfy4JIqNau/Bm7\n", "cMFCXG3W4K9XWnG2rg+na3tR0aGHRCR0S7IAcKrmfq26WWNxG9mQFC7FtHjnUDOJUDBsQ8f8OCVe\n", "W56NNQWx+MnjWZgar3T128Ew+OuVFvSbbGAAvH+hBS0aftdqDtX3OyRqtG1tbfjjH/+IlJQUNDc3\n", "IzMzE9u2bUNFRQWeeuopvttIyDB3ugx45VC16/HXFqTgjRP1+PWaPOTHuc9cLEyLwOk6Z7KNUYoR\n", "PegGWJxKih89loUWjRnhMtGw+qtcLMJDGZF4KCNyWBsEcO5VNkAkAMRBUI8lvscq0S5evBjz588f\n", "9vzly5c5b1AwKi0t9dtf3GCN3aY142qzFgwDzEkJ93rR6qYu91qqwWKHzcGgWWNGYrjMbdLDwsxI\n", "qJXZ6DfZkBerHLYLa7xKOmy0Q6/Bik9renG9VYsn8mMxPzXctcfWQL8FAgE+PycJGpMdHToLvlKY\n", "jJQIfhdID9b3O5hjc4FVoh0pyQ48f+zYMSxbtozTRpHJTW+x4/dnm3Ch0TkiYn5qOH74aKZXSxAm\n", "KAQIl4mgNduhkoqgkIggFwvRrbfiR4er8b1HM5B2b8xuuEyMB9OGX5F6cq1Vi/fONwMAztVr8Ju1\n", "+Zg6wuLaaVFyvLosC1Y7g/AJzmgjk9eEfzN0Oh0X7QhqoVq7Ghq7vteIkzV9CJc5P24njjLKwWC1\n", "42bb/d+bsjY9jFYHVF5c1M7JScY7MdHo0FmhEAvRobfg+bmJ+OhGB/pMNpTW9mHT7MRx9QsA2rX3\n", "F6JhAOgGzfAa6He71ox2nRVRChHSo7jb7NDuYEbdKj2Q3u9Qic0F+hMchMrbdThd24eM6OHjPv2l\n", "W2/BT47UuMaPVncb8a1FaSNuaR0hE2NtQRw+vN4OAFg9LRYRcu8H9KdHKVwJjmnT4Y0T9a7vST1s\n", "pT0Wu4PBjEQV/unBJNxs1UNvsSE90v2vQKvGjJ8erUHtvV1lf7Eqd1htmA0Hw6CiQ4/PWnRIj5LB\n", "YnPgQEU3luepsTg7ekIz5UjgoDXfOODLMX6ucZ9lznGfJ+52+Cz2UIP7bbQ6XEkWACo6DTDbRl58\n", "SCYWYsPMeLy1MhdvrszBs7MSRtyTjG1swDm06yuFyYhWiLEgPQILR7h5xdbFxn68fOAu/vdSKzKj\n", "5Xjl0UzED7o6Ly0tRVO/CbX3Zk8ZrA5ca9GOK1ZtjxHfPViFv1xpxc+O16HHaENlpwHvlDbibpdh\n", "2PGhOpY1JMbRksChHTLus7Y3MLZ+j1KIsWpKDA5WOiezbJgZ7/FqLEIuxpyU8BG/12e0okNnhUjo\n", "HKfaqjFjaU40cmKUo54vTCrCuulxWJarhlwihFIyvitBg8WOv1xpc02h3XazA09MiRmx/UIBXMcN\n", "vcHGVq/RBuug97NNa4FKJkKv0ea2m4PJaod8nH0i/keJlgO+rB8lRjjHfd7uMEAiFGD5lIlPXx2v\n", "wf1WycT40vxk50IuYgFy1ArWSxEO1muw4vfnmnCqtg9hUhG+ND8J22924OM7PfjN2nxXQhvpNZeI\n", "hFAr2X1IM9nsaO43QyhwTpkdKHFIRQKkRclQ0+NciCZCJoJsSBli0aJFsDkY/EdxDk7V9KEgIQyz\n", "kobPpGIjOUKKRJUUbToLJEIBcmMU2H+7C1PilMiJUaDfaMWhym6cqu3DkuxorJxfNK44XKAa7fhN\n", "ONGO5z8TGb+4MCl+PGjcZ6aHefe+FqkQY5Zi5KtUtpr6zThV6xzzqrfYcatdj+QIGRr7zTBYuVly\n", "0Gp34MidHvzubBOEAuD7SzOwJDsaQoEAYpEQX5yXhGiFGL1GGzbOTEBC+PDZUmKhAHNTIjA3ZWIz\n", "75Ij5HhjZQ5atRZEK8QIl4nw+5IpiFaIERMmxYWGfvzv5VYAzl0qstRyFHo5giIQdOos0JhtiJZL\n", "oA7z/z0FX2P157+jY/Q64ER3h5wMfF0/ilNJMSs5HNkxSpw9c8ansQfjo98KqRCDx/zHKCXQWexY\n", "nBWF2EHTQycSu8doxfv3hm45GOD9C83oG7SvWEqkHN94KA0/eiwL+XHDyxVc9zslUo75qRHIiVEi\n", "XiVDbqzStT6C0epe5+7p998on/H2u7HPhO8dvIuv76rEq8dq0DaOtYCDvUbLKtH+5S9/QX9//4jf\n", "U6nG95FpKIfDAbuddhgNVQ19Jlxp0kAmFOC1FdmYl6zCplkJWJIViR8+molvPJSKSI7GqUpFQsQO\n", "uqpKVMkgFQfmJ7MpcUrkxypcXyfKg+//SEWnAc0a543Syk4DqrqMY/zE5CNgBhYu8OCDDz6AWq2G\n", "VqvFgw8+iMzMzDFP3NbWhuPHj0MkEmHJkiVISkoa9djDhw+jpqYGJSUlSE5Odj2/b98+V/LNycnB\n", "zJkzRz3H8ePHMXfu3DHbRQJP3b077/0mG1RSEX61OhfhMhGkIiHC5fx8zKzuNmDLZ+2QigT43OxE\n", "pEfzO6NrInoMVmhMNkTKxQExlM9b5+r78OrRWtfjt1bmjnojNBBdvXp1wp/cWV0ibNiwAVKpFA6H\n", "A5cvX8bJkyfxwgsvePyZixcvYvPmzQCA3bt3o6SkZNRji4uLUV5ePux5uVxO2+ZwqK7XiLI2PdQK\n", "MaYnhCGS490Fxqu+z4R+k/Oj+5zkcByo6Ma+213IiVHgB0szkRrFfRLMiVHiJ8uyOD8vH9RKCetN\n", "KwNRQYIKXylMxtm6fizLix6xHDPZsSodaDTOqZI9PT1oampCVNTYiwIrlfdfTKl0fEuv2e127Ny5\n", "Ezt27MDVq1fHdQ5fCIbxha0aM145WIX/OtOInx6rxclBK1rxHXssMYOSSE6MAnvKu+BggLtdRtdi\n", "MFzH7jFYcaGhH5caNegfVJ9lIxje70CKHSkX45kHEvCfT+Zi9bS4cU3CCPYaLasr2g8//BCxsbGI\n", "jY3F6tWrWSXOwRWJ0dazHUtxcbHr60OHDo3rHMSp32RDz6CEcrlJg7XT/Tc0bLD8WCXeXJmDm606\n", "ZKndr14nMsNrNM6xsi04VNkDAHjmgXh8YW4SpGKav8OnkWYJhgpWPQ8LC8Ozzz6LZcuWsb46HXxj\n", "i4shYGyJtLNtAAAgAElEQVSS9eC/eqWlpT57vGjRIp/GG/x4YHzhWMcbe9uRMyiJPZymxPnz5ycU\n", "f7CJ9EcqFsJYdxPTHE14ICkc/1yUDLVSjAVpKtfyhEN/fmgbvImnNdtw5E6P63sf3+lBeXXtpHq/\n", "+Xg8mK/jD22DP+JPBKubYRaLxeuP/7t27cK6devAMAz279+PNWvWAADKysogFApRUFDgdnx5eTmi\n", "oqLcbobV19cjIyMDALB//36sXr161Hh0M2xsbVoz6npMUMlEyI1VcLoza6fOglvtejgYBtMTwia0\n", "bY7NwUBrtkEhFnI6G8ruYNBrtIJhGLxT2ojLTc5ps4/nROObi9KGLRhOCODDm2FSqRR1dXXo6OjA\n", "3Llz0dDQgOzsbI8/U1RUhK1bt4JhGLdlFM+dOweBQOCWaI8dO4aamhrI5XJkZmZi8eLFAJyJ9uLF\n", "iwCA2bNne905Xxl8pRHIsRPDZaOuqDWR2CarHf93pRVH7zqvEovSIvD9pRleLXs4mFgoQLRCAqvd\n", "gaZ+E4QCAZLCpW6fjNj0u0tvQWWnc72AvFgFbrbp8e65JsQqJXh5SQYezTFCJBBgRqLKqyQbLO83\n", "xQ4crP4nnD9/Hg6HA21tbSgsLMSFCxfGTLTJycnYtGnTsOdffPHFYc+Ntp7tQMIlgU1vtePivbVl\n", "AeBKsxZ6i33ciRZwXtWeqO7Fr043QCQU4LXl2Zjvxf5nBosdf7rUguNVvQCA4nw1WrQWaM12aM12\n", "bPmsFT9Zlg0hzWwkPsCqRtvS0oKFCxdCKHQeHhbm/XJwk1mozgEfiK2SirEs7/5eW4/lRCN8lCTb\n", "qbfgZqsOtT1GeKpadekseOd0AxwMYLUz+N3ZJmhM92/mjdVvncWO07X3RyyU1vUjN+b+dGXHmAWz\n", "0QXCa06x2avuNqC0rg93Op2lLX9gdckhElHtiozO6nDgqYI4FKZGwGxnkB+jhHKEITydegve+KQO\n", "Ze16yEQCvLkqF9NH2NYaAEQiAZRS5w4KgHNxF/Eoi2GPRCV1Lj4+MIzt4YxIzEpS4XBlN2LDJPji\n", "vGS6mg0B1d0GfGf/XRitDkiEAry9Om/EnTL4xuqK1mg0wmp17hxqtVrhcIy8zmio4vLuZDDFPnPm\n", "DGq6jXjlYBW+d6AKVgeDorQIt0VD9BY7arqNaO43oUNrQVm7c7Nus53ByerRx/LGhUnxsxXZyI9V\n", "YnaSCt9+JN0teY/Vb6VUhK8WpuDfHsvETx7Pwgvzk1CYFok/bpiGt1fnITvGfTEerdmGwxVd+MmR\n", "ahy/2wOjZfSprqH6fgdj7BaN2bVehNXBoP7eGsK+xuqKdsWKFdiyZQva2tpgt9vdxreS0KWKiMK7\n", "5xtx597c9deO1eJ/np7m2mhRZ7Zh67V2bLvZAblYiFeXZUElE0F37yo1U+15xldBggpvP5kLoVAw\n", "rjGYcSop4oZsujh4YZrBKjr0+FVpIwDgfIMGv1iVi9nJwTNNlIwsXiWFWCiAzcFAAOeylP7AanhX\n", "MKDhXb5nttnx8oEq1519oQD444ZpSL23KWJVlwHf2F3pOn5+aji+ND8ZByu6kK1W4OHMKE6nlnbp\n", "LbDZGahkzs0aR9t3ayTH7/bgrZP3t8L5t8cy8Uh2tIefIMHA7mBwt8uAul4TUiJlmBqn9PqPts+G\n", "dw11+PBhuqolkIlF+MZDqXj1SA30Fju+szgdCYOuIGViIaQiASz3dhBIUMmQF6vEtxalc96W2x16\n", "/NvH1dBb7HhhfhLsdgYr8mOGXdGOJjdWifgwCTr0VqRGyoaVFkhwEgkFmBof5pe67GAeE+3rr7+O\n", "adOmob+/H3fu3MGMGTNw48YNZGUFx2IcvhKq4wsHYr+7bgpsDgaxYVK3G1apkTL8/Ikc/O1qK1Ii\n", "Zdgwk7spv4P7bbbZ8d65JmjulST+73IrPj8nEZ+1aLEif/g2NCOJUYrx+hM5MNocUCvFiPewJa8/\n", "XvM2rRkWO4POujuYN/sBn8YeEAi/a8HKY6L9/Oc/j4yMDPzjH//Az3/+c4hEIjz77LP46KOPfNU+\n", "EgRGq3sKBALMTg7HzESVVx/jvSUQCCAftE6BSChwbhFuZrd2a22PEW+fqkev0YavP5SKvNjAWl3q\n", "docePzpcDZ3Fjs89EINpFvuIozpI4PJYrBiY/iqRSFxDvMRisdvKXCR4xxf6KjYfSXZwbKlIiK8/\n", "lIqpcUokR0jxYmEyPmvWYH7a2BMc7A4Gf77UgjtdRnTqrXj9eC2aNZ53ABit3wzDoKbbgEuNGjT1\n", "cXN328Ew+PvVVujujYL44EY3WsexQwEXguF3LVCxqtGaTO6/NDqd/7bTIGQkWWoF3liZC73FBouN\n", "wSOZUa7tYMZitt8fruhg4HEihSeVnQZ898BdmO0M1EoxfrEqD+kTXEtXKHBORx4gEQq8Gk9MAgOr\n", "22+zZ8/Ghx9+iKtXr2Lr1q0Bve6APwTj+MKJ0pltuF7VAJ3Zu7VcuXL58uVhz4VJRYhXyZAaJR+W\n", "ZE1WO3oNVtgdDBiGQVWXAefr+9HQZ8JXi1IQq5RAIhTg24+kI3mM9SBKS0thtjnQa7DCOihJt+ss\n", "2DQ7Ef80PwmZ0Qq09HNz5fnc7AQ8nBmJnBgFvr8oEWk8LITORij+nnOF1RVtQUEBsrKy0NzcjJKS\n", "EigUdEc2lHXqLHjvfBPO1vdjQboN33goxePNIy5Vduqxu6wT0fI4pGjMru3HPWnRmPH+hSbc7TTi\n", "2VnxyI9T4rsHqmCxM1BJRXh7dR5+V5IPq52BWikZc/hPWGwS/nC+CRcaNFier8b6GfGQiQSo6NBj\n", "R1knAODpmfFu+5JNRGqkHD96NBNWB4PrVy5BKEjk5LzEd1gPKFMoFMjNzR2WZI8dO8Z5o4JNqNWu\n", "KjsNKK3rh4MBztb3u8bR8q1VY8YPD1fjeHUvtt/qwT+ut7P6mH+qthfn6jXoMljx3vlmVHcZXUPO\n", "dBY7mjVmqJVSJITLWI2x1EjVOFDRjS6DFVuvteNupx79Jht23+p0HfNJVQ+iFNxsJgkAYpEQCokI\n", "CxYs4Oyc3gq133MuTXjJc6rXTk52B+P2sXgw4ZDfGl+tGWCyOVxrHwBAba8RNharw5ht949xMM7Z\n", "QgNEAiDWy0kTQ2PaGEAhESE35v5N4ilxI6/3QEJT6O4twaHJVrtq6DPi34/V4OUDd1HWNvwP6dS4\n", "MKybHge1Qoy1BbE+GwweGybBUwWxAJwJ8nOzE1ldgT6aE4WsaDmEAuDZWfHIi1PiF6ty8Y2HUvHL\n", "1XleDeeq6zEiWibAA0lhEAB4NDsKuTEKRMjF+P7SDLwwLwkvFibja0UpUPKwkPhk+10Lhthc4O6z\n", "DZkUrHYH3r/QjEuNzt0HfvxxNf6wfqrbguFqpQT/9GAyHoo2Y1puCmQ+2msrXCbGF+Ym4fFcNfSa\n", "PsxmuT5tepQCb63KhcnqQKRCDIVEhGiFxOu1DKq7DXj5QBX0FjuKp6jxz0UpSAqXudbdTY2SY/Mc\n", "qp+S4SjRcmAy1a5sDgY9hvsjCQxWB6z24R/PZWIhZk/N4TQ2G+FyMabKxYCXV9FRCgkwwXu49b0m\n", "6O+NZz1c2YO5KRHIi/Xt1M7J9LsWLLG5QKUD4kYhEeGrhcmQiZx1168tSEGciruFX9jQmG3oM1p9\n", "GpONuEGjCAQA4jhcEIdMbhNOtFzscBsItGYb6nuN6NRbvP7ZyVa7mp0cjvefnob/eXoqVk2NGXUT\n", "Rz5iV3bq8e19d/DNPXdwrVk76nH+eM3z48Lw5socfG5mDN5clYt8P0zVnWy/a8EQmwsTTrQTXT4s\n", "EPQZrXjvXDNe3FGBb+25g9oeo7+b5FcCgQDJETJkRHO7U+5YdGYb3j7VgMY+M9p0Fvz0WA06dJ7/\n", "8PUarWjqM7ltc8MXmViIuSkRmIZWzEkOh8RHtWkS/CZco1WpRt6KJJjU95lwrMq5g2uXwYpPa3qR\n", "pWZf0AvV2hXXsRm4D50amMU1WuzmfhNe/6QOVd1GLEiPxDcfTh11gRsuFRUV8R5jNJPp/Q6W2Fxg\n", "lWg//fTTYc8plUrMnTsXYnHw30+TDRkiFCUP/j4FgupuA/bf7kKkXIwV+TGunRdGEy4T49uL0vDa\n", "sVpY7AxeeTTD43qyN9v0qOp2fvo439CPVVNifJJoCfGWx88+r732GlpaWtDa2ooHHnjA7V9cXNyk\n", "WS4xS63A95dmICdGgSenxmJhRqRXPx+qtStPsTv1FvzocDUOVHTjg2vt+MuVVthGmABR12PEJ1U9\n", "+KxZA4PFhplJ4fjD+qn444ZpWJAeOepkiNLSUigk7r++UrFv7hcE6mtOsQOXx0u3V199FYBz+q1a\n", "rXb7nlqtxo0bN/hrmQ/JxEI8nqvGwxmRkIiEqOkx4kJjJxJUUkxPCHONk5zMHAwDvcV+b1eEidce\n", "TVYHeoz366a1Pc5pr4NLvk39JnzvUBX67h33b49n4pGsaNZXpdMTwrB+RhwuNWpQPCUG+TG0fCcJ\n", "TBPKIJNkuzEXuUSE+l4jvnvgLgz3ds780WOZWDLG3lHBXrsy2ew4Wd2HrdfbkRejwJceTB7zY/5Y\n", "sdVKCZ6eGYcdNzshgHMW19ApqT0GqyvJAsDVZi0eyWK3T9dA7BcLU/D5Oc5z+2oqcLC/3xTb91gl\n", "2oceemjE5/25wAVfeo02V5IFgFtt+jETbbCr6zHh7dMNAJwrXWXHKLBptvcznPpNNlR06GG0OjAl\n", "TonPzU7EoswoSEVCZEYPX9ovNkyCWKUEXQbnmNkHWc70GkwkFITEJw4S3Fh9RkxISBjx+cTEyTfd\n", "MEElRVK486OrUAAUpY/9nz/Ya1dDF0lhuwXM4NgMw+Dg7S7825Ea/MeJOrz+SS2sdgbTE1TIix15\n", "59HkCDneXJmDHz+WiV8+mYu5KeynxHL9mvcZrajs1KORxc4Iwf5+U2zfY30p0N/fj+7ubiQnJ0Mu\n", "98/Cw76QFCHDfxTnoKHPhCiFBLkhsBtqRpQcT8+Iw46yTiSFS7E8Xz32Dw1hsjlwqq7P9fhOlxEa\n", "k23M7cTToxVIj/bva9xntOL3Z5twsrYPCokQbxbnYFpC8A9bJIFDwHgotF68eBGFhYU4ffo0dDod\n", "kpOTUV1djfz8fMyYMcOX7RzT8ePHMXfuXH83wyt2B4M7nQa0aM1IiXBuxc3nJoaeGCx29BptkEsE\n", "iFGOb4jUP66340+XWgAA0+KV+OmybEQHwTTVW+06fHvfXdfj5XlqfHdJhh9bRALJ1atXJzwxy+MV\n", "bUuL8z9Ne3s7NmzYAACYNWsWPvroo4BLtMHoTpcB39l/B3YGEAsFeGdNHqbE+Wf/eaVU5Hazyu5g\n", "UNlpQHW3AelRckyLD4N0jJlQK6eokaWWw2R1IC9WGRRJFgCUEiEkQgGs90ooaZG+2S2ChA5WNdqh\n", "kxKEQ1d+DnHjrR+1ac0YWBjL5mDQqgmcdRaqug341/138NuzTfjuwSpUdOrHjB0hl6AwLRKLs6NZ\n", "bTEzEVz2OyNagZ8/kYMF6RH4/JwEPJbruXQSqrXKUI3NBY9XtDdv3oTVakVVVRVKSkoAAFarFVZr\n", "4K2sFIySI2SuKymJSIDkiMCZ1dSpt2Lw6ogtGgseSPJfe/gkFAgwJyUcc7y4GUeINzzWaEdSV1eH\n", "iIiIYRMY/C0Ya7QOhsHdLgPatBYkhUuRG6vkZSyo1mxDh84CuViEFJYfi2t7jPjO/rvQW+yQiAR4\n", "+8k8n+2kEAh0FhssNgci5RK/1c1JYOC9RjuSzMzMCQUk9wkFAkyJC+O1Lqs12/C3q23YfasTCokQ\n", "/1Gcg+ks7qhnqRX41eo8tGnNiA2ThsToiwGNfSa8c7oBTf1mvDA/CY/nRvt0FTMy+bAutlqtVnR0\n", "dMDhcECrHX2d0FAUyLWrVo3FtTur0erAP663sz53llqBhzKikBerHHHd4UDu90Tsvd2JsnY9+kw2\n", "/Ka0EQ297mNr/dHv2h4jfne2Ef9zrh7N/Wafxwcm7/vtC6wSbU1NDfbs2YMjR44AAPbt28dro8j4\n", "aE02XG7S4ExdH9rvreMqEwsgEd1PknzfpJoMbEO27mGx0S6vuvUW/ORINfaWd2HbrR788VIzzDb3\n", "SSVWmwPdBgtMVnaTTYhvsUq0ly9fxoYNG6BSqSAUCifFGrRcCoQ54A6GwYGKLvzwcDVeO1aLd043\n", "oN9kQ3qUHD9bkY0HksLw5NRYlBTEcR7bH/iMXTI9DpnRckhFAny1MBkZQ6YP+7rfJhuDdt39G9C1\n", "PUaYB/0x0Jps+OB6O762sxK/PNWAdq33o1fYmKzvty+wqtH6YiaYw+EAwzAQiagWNh4Gix3Hqnpd\n", "j682a6Ex2RApF2NuSgRmJYVPyps6NgeD2h4jdGY7UiNlHtevZSsjWoFfPJkLs5VBtEI85vhhvqmV\n", "YmyalYCt19shALB5diLCB415vtttwJbP2gAAp2r78GBaBJ4Ij/FTa8lIWP0GGY3uW7vYbGNvG9LW\n", "1oYtW7bgww8/RGtrq8djDx8+jD/84Q9ob3evH3pzDn8KhNqVQiJyW0d3SpwSqkH/GflIsoHQ72st\n", "WvzLnkp8/1AV3vq0Dl3j2PNtJFFyCRLCpSMmWV/3WyERYeMD8fj1mjz8bEk8lmRHu9XMHUOW+R1a\n", "+uBKILzfwYrVFe3s2bPx97//HRqNBjt27EBhYeGYP3Px4kVs3rwZALB7927XONyRFBcXo7y8fELn\n", "CHUioQDrpsdiSpwSJpsD0+LDgmZm1kQcquh21VBvtOnRqbNOyl0WVDIxChJUKL17DdK8FLfv5cYq\n", "sGZaLA5VdmNGYhjmpFBpL9CwSrRTpkxBWloa2tvbkZqaColk7P/ASuX9RZil0vH94nNxDl8IlNpV\n", "tFKKhzN99zoFQr8LEsJw+t5iNmFSEVQy/ktPgdDvwaIUEnylMBnPPBAPpUSEcJ62Ygq0fgcT1u+I\n", "UqlEVlYW6xMPngfBJjHzdQ4yuT2WE4VwmQjNGjMezohEWtTkXVnOE4VEBIWE7m8EKlY12oMHD6Kx\n", "sRF1dXX44IMPUFVVNebP2O33h5mMNAaTDW/PMbiOU1pa6rPHA1/7I/7QNvgy/nvvvefz/g547733\n", "UFpaimilFCvyYzDd0YSOys98Ep/eb/+93/6KP1GspuDu3r0ba9euxd69e1FSUoKPPvoIzzzzjMef\n", "2bVrF9atWweGYbB//36sWbMGAFBWVgahUIiCggK348vLyxEVFYXk5OQxzzESf07BLS0t9dtHG4pN\n", "sSk2v3w2BVcoFEIoFLqGeclkYw96LyoqwtatW8EwDJYtW+Z6/ty5cxAIBG6J9tixY6ipqYFcLkdm\n", "ZiYWL17s8RyBJlRrVxSbYodCbC6wSrQWiwU6nc6VaNmsQ5OcnIxNmzYNe/7FF18c9txoSXS0cxBC\n", "SDBhVaNNTk7G7t27sWDBApSVlaGmpobvdgUVLms5FJtiU+zAis0FVle0CxcuxMKFCwEAU6dORW5u\n", "Lq+NIoSQycTr9WgDVTCuR0sICXxc3Awb1yTuw4cPTygoIYSEElaJ9siRI/joo4/wxhtvYOvWrfjs\n", "s8/G/qEQUlpaCqvdgTudBtxo1aLX4LutfkK1bkaxKXYwYZVodTodnnnmGUyfPh2bNm1CXl4e3+0K\n", "KmKxGBcbNfjm3kq8fKAK755rQr9p7IV3CCGhgVWiHZiV5bi3TNDQXXEnCwfDoLrbgCtNGrRq2K9i\n", "/2BhEXbe7HAtbnKyto+zVaTGEqpjGyk2xQ4mrDLmwLKIIpEIGo1m0u6Ce7tDj+8drILVziA1UobX\n", "n8hhtSOBSCjAlPgw3Gx3bskdKRcjTErzzgkhTqyuaJ9++mkAwIoVK3D8+PFh02cni8tNGljvreXZ\n", "1G9GC8ur2tLSUpRMj8PXF6Rgw8x4vFGcg8Rw32wZE6p1M4pNsYMJ6ym4gHPq7bp163htkD9lRd/f\n", "6VUiEiBKwb5EEq+SYt2MeD6aRQgJcuMaR3vq1CnXegSBgotxtFqTDZ+1aFHba8T81AgUxIeNe+Ux\n", "Qsjk4LNFZUpLS9Ha2uraz+v27dsBl2i5EC4XY3F2NBYj2t9NIYRMIqxqtN3d3di4cSPWr1+P9evX\n", "48tf/jLf7QoqgVi7utOpx55bnbjY2A+9hZ8tqAOx3xSbYgeicY3Tio2N5bodhEO1PUa8fKAKJptz\n", "ON6ry7LwcGaUn1tFSOjyWKMd2DDxwoULSEtLcy3KffbsWXzlK1/xTQtZorUO7rvSpMEPDle7Hm+a\n", "nYAvzU/28BNkLF16C/QWO6IVYkTIaVulUML7WgcDl+tFRUVuOx+QwJYYLkV8mDMZCAXA3ORwP7co\n", "uNX3mvCv++/ixR0V+K8zTejWT85x5IQ/HhPt5z73ORQUFLjGzVZXV0MkEuELX/iCTxoXLAKtdpUS\n", "KcebK3Px2vJs/GZNPqYn8rP9dKD1my8XGvrQqnXO9DtV24ebDR0+iz1UqLzmgRSbCx4TrUrl/A96\n", "9OhR6HQ6PPHEE9BoNDh79qxPGkfGLzVKjocyIjElPgxiIQ1Rm4iIIdt3S0X0ehLvsBpHu23bNmzc\n", "uNH1eMeOHa7ZYoGCarSEL506C7bdbMeNVj2eKojF0pxo2to7hPhsHK1EMnLxX6PRICIiYkINICTQ\n", "xamk+NqCVJhtDkqwZFxYjaM1GAzo6uoCAHR1dbk2Zzxx4gR/LQsioVq7CqXYQoHAlWRDqd8Umxus\n", "rmjb2trwxz/+ESkpKWhubkZmZia2bduGiooKPPXUU3y3kRBCghqrGu3ly5cxf/581s/7A9VoCeGG\n", "xmSDnWEQraDxwoAPa7SjJdNASbKEEG7c6TTgrU/rYLA68J1H0jA/NYIWVuLAuDZnJO5CtXZFsSdX\n", "bIPFjt+UNqCx34xugxWvHatFm/b+TiGTtd++QImWEAIAYADYBxUSHV4voEpGM671aAMR1WgJmbjb\n", "HXq8dqwGJqsD312SgQXpkRCF+IQXn9VoCSGhYVp8GH5fMgUOBxATJoGQ6rOcoNIBB0K1dkWxJ2fs\n", "GKUUcSrpsCQ72fvNJ0q0hBDCM6rREkKIB7yvR0sIIWTiKNFyIFRrVxSbYodCbC5QoiWEEJ5RjZYQ\n", "QjygGi0hhAQBSrQcCNXaFcWm2KEQmwuUaAkhhGdUo2XB5mBwp9OADr0FqREy5MYqeYlDCAk8Ab3W\n", "QVtbG44fPw6RSIQlS5YgKSnJ62P37dsHu90OAMjJycHMmTP5aq5HlZ16/Ov+u3AwgFwsxDtr8pAT\n", "Q8mWEMIOb6WDixcvYvPmzXjuuedw4cKFcR0rl8tRUlKCkpISvyVZAKjvNbmWjDPZHG5rdAKhW7ui\n", "2BQ7FGJzgbcrWqXy/hWfVCod17F2ux07d+4EwzDIysry2/Ct9Cg5BHCu1ykVCZCg8twfQggZjLdE\n", "O7j0O9p25WMdW1xc7Pr60KFDHLbOO1PilPjVmjy0ay1IjZQhJ0bh9v1Fixb5qWUUm2JT7GDAW+lg\n", "oLYKYMw9h9gcO1ayBtw/XpSWlnL2WCISovfuNUjbypEfFwaBQMDp+ekxPabHgf14ongbdbBr1y6s\n", "W7cODMNg//79WLNmDQCgrKwMQqEQBQUFYx5bX1+PjIwMAMD+/fuxevXqUeP5c2ZYaWmp3/7ich3b\n", "wTCw2hyQSUQ+j+0Nik2xfSWgRx0UFRVh69atYBgGy5Ytcz1/7tw5CAQCt0Q72rH19fW4ePEiAGD2\n", "7Nl8NZXc06414x83OlDZqcfGBxLwcHokJGIaak3IRNE4WuKy/UY7/vtiCwBAAOC3T+UjPy7Mv40i\n", "xM9orQPCqR6j1fU1A8BkmxR/gwnxO0q0HOCyaO7P2MtyYxCtcFaTluepkR4l81lsb1Fsih1MaBdc\n", "4pIdo8Bvn5oCg8WOmDAJwmX060EIF6hGSwghHlCNlhBCggAlWg6Eau2KYlPsUIjNBUq0hBDCM6rR\n", "jqJLb4HdwSA2TAqR0PMUYkLI5EU1Wp7c7tDjpd2V+PL22zhZ2wubY1L8LZrUrHYH9Bb72AcS4geU\n", "aIcwW+1491wTeo02WOwMfvFpPdq1Zo8/E6q1q0CJ3dxvwhsn6vDtfXdwpq4Pdp7/MAZKvyl28KBE\n", "O5TAuebsAJFQMObqY8S/dt/qRGldP+p6TfjZ8Vo09Jn83SRC3FCNdgTV3Qa8faoBGrMN33w4DQ+m\n", "RlCyDWCvf1KLkzV9rse/ozUaCIcCevWuYJYTo8QvVuXC5mAQpRh7HVziXxtnxuNaiw79Jhs2z0lE\n", "SqTc300ixA2VDkahkolZJ9lQrV0FSuz8uDD8vmQK/rRhGp55IB5h0rHX0uUqtq9R7OBEV7RkUoin\n", "fdxIAKMaLSGEeEDjaAkhJAhQouVAqNauKDbFDoXYXKBESwghPKMaLSGEeEA1WkIICQKUaDkQqrUr\n", "ik2xQyE2FyjREkIIz6hGSwghHlCNlhBCggAlWg6Eau2KYlPsUIjNBUq0hBDCM6rREkKIB1SjJYSQ\n", "IECJlgOhWrui2BQ7FGJzgRItIYTwjGq0hBDiAdVoCSEkCFCi5UCo1q4oNsUOhdhcoERLCCE8oxot\n", "IYR4QDVaQggJApRoORCqtSuKTbFDITYXxHyduK2tDcePH4dIJMKSJUuQlJTk9bHenIMQQgIVbzXa\n", "vXv3Yu3atQCA3bt3o6SkxOtjvTkH1WgJIXwI6BqtUql0fS2VSsd1rDfnIISQQMVboh18oSyRSMZ1\n", "rDfn8KdQrV1RbIodCrG5wFuN1m63u74WCATjOtabc0RFReHq1aveNpMTSqWSYlNsij1JY0dFRU34\n", "HLwlWqPRCMB5VTrwNQCUlZVBKBSioKBgzGNHe34k8+bN46zthBDCJd4SbVFREbZu3QqGYbBs2TLX\n", "8+fOnYNAIHBLtKMdO9rzhBASTCbNzDBCCAlUNGGBEEJ4RomWEEJ4Rol2EnA4HG4jNEIlNiHBgreb\n", "YVzw5zReLmLv27fPlYRycnIwc+ZMzmMfPnwYNTU1KCkpQXJy8rjOwXVsX/T71q1bqKyshMPhwIIF\n", "Cy96rGYAAAiLSURBVJCamur1ObiO7Yt+nz17Fu3t7QCA9PR012gbX/R7tNi+6DfgHIX061//Gi+8\n", "8ILr980X/R4ttlf9ZgLYnj17XF/v2rVrXMd6cw6uYx85coR1vPHGZhiGuXXrFtPc3Dyhc3AZ2xf9\n", "PnnypOvrAwcOjOscXMf21fs94OOPP57wObiI7at+Hzp0iLly5Yrb75uv+j1SbG/6HdBXtP6cxstF\n", "bLvdjp07d4JhGGRlZbFei4GLqce+6PdofNHvxYsXT/gcXMf21ftdV1eHHTt2YN26deM+B5exfdHv\n", "3t5eKJVKyOXyCbWfy9je9DugEy3jx2m8XMQuLi52fX3o0CFeYnN9Di5i+7LfR48eRWFh4YTOwVVs\n", "X/U7MzMTL730Evbs2YPs7OxxnYPL2L7od2lpKZ588klUVFSM+xxcx/am3wGdaH09jZfr2IN580sw\n", "3jZzcQ4uYg/GZ79PnjyJvLw8xMbGjvscXMYejO/3Wy6XIzw8fELn4Cr2YHz1u729HXv37kVHRwcy\n", "MzNddVJf9Hu02ION1e+ATrS+nsbLdez6+npkZGQAAEwmEy+xvT2HL2L7ot+nT59GQkICMjMzWZ3D\n", "F7F90e+enh6o1WrX8WOdwxexfdHvr3zlKwCA8vJyt7UHfNHv0WJ70++ATrT+nMbLRez6+npcvHgR\n", "ADB79mxeYh87dgw1NTWQy+XIzMx01Q990e/RYvPd746ODpw5cwZTp05FRUUFtFotnn/+eZ/021Ns\n", "X7zfZ86cgdlsBgDMnz9/zHP4IrYv+g04E31paanbVaUv+j1abG/6TVNwCSGEZzRhgRBCeEaJlhBC\n", "eEaJlhBCeEaJlhBCeEaJlhBCeEaJlhBCeEaJlhBCeEaJNoTodDr893//N8rLy30e+9ixY9i1axe2\n", "bduGsrIyt++dOXMGvb29Ezp/fX09Xn/99QmdYzJi+9peuXIF77//vg9aFJoo0YYQlUqFRYsW+Txu\n", "a2srxGIx1q1bh40bNw5LtFarFTabbUIxMjIyMG3atAmdYzJi+9rOmzcPcXFxPmhRaAroKbhkfC5f\n", "voxTp04hMTERSqUSVqsVUVFRWL58OQDgwoULuHv3LgAgJibGlXwdDgd27NgBsVgMhmGgUqmwYsUK\n", "13nPnj2LlpYWSKVSOBwOSKVSrFq1CgBQWVmJa9euQaFQwGQyYf78+a7VnWQyGXQ6nSuG1Wp1nbO8\n", "vBxXr15Fc3MzwsLCIBQKsWrVKojFY/9qlpeX49q1a5DL5bBarTAYDK7v9fT04MiRI1AoFLDb7UhO\n", "TsaCBQtgsViwZcsW6PV6PPfcc4iIiMD27dvR3NyMF154AfHx8eN+XUeLCTg/TRw/fhxGoxFhYWGw\n", "WCwQCoWu5Qbv3r2LmzdvQiwWw+FwoKWlBd/4xjfGfA0MBgN27twJlUoFkUiEyspKvPzyy6xe22PH\n", "jqGnpwdisRgikQgOh2PMeGScWK9cS4LKG2+8wXR2droeX7hwgbl16xZz69Yt5ujRo67nP/roo1HP\n", "8Y9//MPt8d/+9jdGq9UyDMMwdrudaWhoYBiGYfR6PfO3v/3N7dht27YxFovF9fjDDz9k3n//feb1\n", "119nPvvsM7djT5w44dZWNgwGA7N161bXY5vNxrzyyiuux3/+85/d4p85c4apra1lGIZhHA6H288e\n", "OnSI6evrYxV3tNd1rJgDXnnlFaa9vd3tOaPRyGzbts3tuTNnzrBqT01Njdsi3HV1dW7fH+21vXXr\n", "FnPu3DnX487OTubNN99kFZN4j65oJ6mUlBS3Jfxmz56Njz/+GDk5OW7LvIlEItfXZrMZR44cgd1u\n", "h1AoRHV1tds5N2zYgPPnz8NkMsFkMrkW0mhvb4dGo8Hu3btdx5pMJvT29iI+Ph41NTWIj4/Hs88+\n", "CwDYsmULZsyY4XbVyni55EZzczPy8/Pd+jFjxgzX47a2Nhw4cMD12OFwQCwWIzMzEwKBALGxsejq\n", "6oJarYZWq0VkZCSruKO9rgUFBR5jDpg7d+6wq+aWlhbX1f+AhQsXsmpPVlYW7HY7Pv74Y9fSfwMr\n", "Sg0Y6bW9e/cunnjiCdfj2NhY15Y8hHuUaCep5uZmdHV1uZLC9evXkZ+f73EjxYMHD+Lxxx9HREQE\n", "AECv17u+Z7PZUFVVhaVLl7qe++CDD5CZmYnU1FQkJCSgpKTE9b3BH0N1Op1bcgkLC4PNZnMlWrFY\n", "7PUGjykpKbh06ZJrVXubzYYbN25g8+bNAIC8vDw8+eSTbuuEDq5VLl68GPv370dqaioefPBB1nGH\n", "vq7Xrl3DlClTWMUcTVJSEq5cueK2Qn9jYyPi4uKGreo/1PXr1zFr1izk5uYCcJZ3Bi/fN9prm5eX\n", "h2vXrrlKG52dnWhsbByzrWR8aPWuSerDDz+EWCx2LWocExODhQsX4q9//SsA4Itf/CK6urrwpz/9\n", "CY888ggWL16MW7duoby8HBKJBDabDXfv3sWcOXNQXFwMk8mEd999F9nZ2RAIBDCbzZg7d67rP3hj\n", "YyMuXbrkSp46nQ5r1qxxLRA9sJGdw+FAamqq284EWq0W+/btg0qlAuC8affYY4+N2ceysjJcu3YN\n", "KpUKBoMBGo0GmZmZKC4uhl6vx9GjRyEUOu/36vV6FBUVuV057tmzB319fXjhhRcm9LoO/PHxFLOm\n", "pgY3btzAzZs3MXPmTMhkMqxcudJ13vLycpSVlUEqlcJms0GtVrN6DXbu3OmKN2Dt2rWu5zy9tkeP\n", "HkVvby/kcjlMJhM6OjqwYMECtyUQCTco0U5S27Ztw8aNG/3djEmHXlcyHjS8axK6fPkyKioqsGfP\n", "Hmg0Gn83Z9Kg15WMF13RkoA0MBxqpF9PlUrl1Wr6gRxzLIcPHx5xmxShUIjly5dDoVD4vE3Ee5Ro\n", "CSGEZ1Q6IIQQnlGiJYQQnlGiJYQQnlGiJYQQnv0/ulNVb5BwVL8AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.496453\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4U+eZP/yv9tWbLO823hcMBsJmIATShMVhiyEhTUrT\n", "dJpmOm1+bWfaTKdtJk07bd4kbdOkM23adNJppy2FCQmrw2YIITFr2LGNwdjY4H23JWs/57x/CAsL\n", "bFm2ztFi3Z/r4ros+fi5nyObW0f3eRYRx3EcCCGECEYc6A4QQshkR4mWEEIERomWEEIERomWEEIE\n", "RomWEEIERomWEEIEJhWq4ba2Nhw+fBgSiQRLly5FUlLSqMceP34c7e3tAIApU6Zgzpw5426DEEKC\n", "lWCJ9vTp09i0aRMAYOfOnSgtLR312EWLFrm+Pnjw4ITaIISQYCVY6UCtVru+lsvlYx7f0NCAN954\n", "Azk5ORNugxBCgpFgiXb4hDOZTDbm8RkZGXj++efx2WefTbgNQggJRoKVDhiGcX0tEom8+hmlUomI\n", "iIgJtXHw4EFIJJJx9pIQQjyLjo523TeaKMESrdlsBuC8Kh36GgAqKyshFotRWFjoeq6npwc6nc51\n", "/FhtjEQikWD27Nm89Z8QQgDg3LlzPrchWOmguLgYW7ZswZYtW1BcXOx6/sSJEzh+/LjbsceOHcP7\n", "77+P999/H9OmTRuzjWBTUVFBsSk2xZ6ksfkg2BVtcnIynnrqqXuef+655+55bu3ateNqgxBCQolo\n", "siyTePjwYSodEEJ4d+7cOTz88MM+tUEzwwghRGCUaHkQrrUrik2xwyE2HyjREkKIwKhGSwghHlCN\n", "lhBCQgAlWh6Ea+2KYlPscIjNB0q0hBAiMKrREkKIB1SjJYSQEECJlgfhWrui2BQ7HGLzgRItIYQI\n", "jGq0hBDiAdVoCSEkBFCi5UG41q4oNsUOh9h8oERLCCECoxotIYR4QDVaQggJAZRoeRCutSuKTbHD\n", "ITYfKNESQojAqEZLCCEeUI2WEEJCACVaHoRr7YpiU+xwiM0HSrSEECIwqtESQogHVKMlhJAQQImW\n", "B+Fau6LYFDscYvOBEi0hhAiMarSEEOIB1WgJISQEUKLlQbjWrig2xQ6H2HygREsIIQKjGi0hhHhA\n", "NVpCCAkBlGh5EK61K4pNscMhNh8o0RJCiMCoRksIIR5QjZYQQkIAJVoehGvtimJT7HCIzQepUA23\n", "tbXh8OHDkEgkWLp0KZKSkkY9tqqqClevXgXLsliwYAFSU1MBAHv27AHDMACA7OxsFBUVCdVdQggR\n", "jGA12t27d2PdunUAgJ07d6K0tHTUYz/55BMsWbIEALB3716sWrUKAFBeXo7ly5d7FY9qtIQQIfBR\n", "oxXsilatVru+lsvlHo8dSrJ3YxgG27dvB8dxyMzMpERKCAlJgtVoh18oy2Qyr36mvLwc8+fPdz0u\n", "KSnBhg0b8Nhjj6G9vZ33PvIlXGtXFJtih0NsPgiWaIdqqwAgEonGPP7o0aPIzc2FXq8f8fveJOvh\n", "v4yKigp6LPDjy5cvByz+5cuXA37+4fY4nH/fvhKsRrtjxw6sX78eHMehrKwMa9euBQBUVlZCLBaj\n", "sLDQdeynn36KuLg4FBQUuLXR2NiI9PR0AEBZWRnWrFkzajyq0RJChBDUNdri4mJs2bIFHMdh2bJl\n", "rudPnDgBkUjkSrQdHR04duwYCgoKUFNTA4PBgKeffhqAM9GePn0aADBr1iyhukoIIYKimWE8qKio\n", "wOLFiyk2xabYkzA2zQwjhIQcg9UBs50Z+8BJhK5oCSF+wXEczjUb8NsTTYhUSPDtxVOQqVMFultj\n", "oitaQkjIaDXY8HJ5PZr6rajuMOH3J5tgZ9hAd8svKNHygM9hIBSbYk/W2CzLwc7c+QBtsrNgvfxA\n", "Hcjz5gMlWkKIXyREyPGdB6ZALAIiFBJ8fUEKFFJJoLvlF1SjJYT4jZ1h0TVoh1QsQpzW89T8YBHU\n", "42gJIeRuMokYSZGKQHfD76h0wINQrptRbIpNsYVHiZYQQgRGNVpCCPGAxtESQkgIoETLg3CtXVFs\n", "ih0OsflAiZYQQgRGNVpCCPGAarSEEBICKNHyIFxrVxSbYodDbD5QoiWEEIFRjZYQQjwIWI32zJkz\n", "PgUlhJBw4jHRvvPOO9i+fTvef/99vP7669i8eTNee+01nDx50l/9CwnhWrui2BQ7HGLzwePqXXPn\n", "zsWcOXOwa9cuPPvss9Dr9ejs7MSRI0f81T9CCAl5XtVot2/fjg0bNrge7969G+vWrRO0Y+NFNVpC\n", "iBD8VqN1OBxujy0Wi09BCSEknHiVaHU6HU6ePAmLxYKTJ08iJiZG6H6FlHCtXVFsiu0to9WBdqMV\n", "JtvEthkP9RqtV4l22bJliIyMxIEDBxAZGYnly5cL3S9CyCTRbrTh5x834ivvXcHbJ5rQPWgPdJf8\n", "jsbREkIE9dH1Hrz2caPr8U+WZ2FhelQAezQ+AavRfvTRRz4FJYSED4lI5PZYLBrlwEnMq0S7d+9e\n", "t8dGo1GQzoSqUK2bUWyK7Y/YhQkaLMvRIVIhwfppcciLU/stdrDwahdclmWF7gchZJKK08rxzftT\n", "YbIlQauQQCGVBLpLfuexRtvb2wuHw4GDBw9i5cqV4DgODMPgo48+whe+8AV/9nNMVKMlhAiBjxqt\n", "xyva6upq2O12tLe3o7Ky0vkDUinWrl3rU1BCCAknHmu0999/Px588EGUlJTgwQcfxIMPPojFixcj\n", "IiLCX/0LCaFYN6PYFJti+49XN8MKCwuF7gchhExa4x5H29jYiLS0NIjFwbVmONVoSbBoN1hxttkA\n", "i4PF/LRIpEYpBYt1o8eMzkEbErRypMeoBIsTzgSv0Q755S9/iY0bN6KqqgrR0dE4f/48SktLfQpM\n", "yGRkdbD4y7lWlNf2AgDKr/Xg1UeyEa2S8R6rtsuEFz6shdnOIkIhwS9X5yJTR8k2GHl1WZqfn4/0\n", "9HQAwKJFiwTtUCgK19oVxb6Xxc7gcuug63FdjxkmO3/DI4fHbuy1wHy7bYOVwa1+3xZ76jXZUdMx\n", "iKZR2gnW1zwUeJVoGca5EIREEn7j3wgZD61Ciken6V2PS/J0iFJ69cHRo1t9Fhy81g2rPht9ZudM\n", "zTjNnatksQjQq+UTbr970IZfftKIb+2+hm/uuoarnYNj/xDxmld/AUajEQcPHkR2drbQ/QlJixcv\n", "ptgUGwAgEYtQkq9Hrl4NB8MhK1YFjdy3C5QOow0vHaxDy4ANAPBVmxhPzEhAQbwGrz2SjdouE6bG\n", "a5Crn3jZ4Fa/FZ81GQAAgzYGR+v7kB+ncTsmWF/zUOBVot2wYQPa29uRmZmJixcvejVTrK2tDYcP\n", "H4ZEIsHSpUuRlJQ06rFVVVW4evUqWJbFggULkJqaOu42CAkWGrkEM5L4GwI5YHG4kiwAnGjsx2PT\n", "46GQijE7JRKzUyJ9jqGRSyAWAeztW+NJERO/Oib38qp0oFarkZmZCQCYOXOm224LZrN5xJ85ffo0\n", "Nm3ahCeffBKnTp3y2H53dzc2bNiAxx9/HJcuXZpQG4EUrrUriu0fGrkYObF3rlYXpUeB7yX3snQq\n", "/HRFFhZMicQ/zE0acXWtcHrN+eZz8ai8vHzEbW3U6jsLR8jlnt8dlyxZMuLz42mDkMmK5YC5qZFY\n", "mB4FpVSM690mmGwMInmo/Q6RiEWYlxaFeWmhs3xhKPH5NzVaGWH48FyZzLuhLeXl5Zg/f75PbQRC\n", "uNauKLZ/aBVS1HQM4kKrc9W8x4vioJI5P4y2DlhhZzgkRMgEX6wlnF5zvvH3lniXoZEKACASjb0A\n", "5dGjR5Gbmwu9/s4d2/G2UVFR4fqFDH3UoMeT+/HCRffjRq8ZLR090Ck4xMTGQS4R4/rls2AYJuD9\n", "4+NxlFKKL+TJ8bmMBERp1Jgar8GZ06cgis/CqxVtMNtZ/MN9ccgVd2PufTN9jsdxHM7Wt6LHwiE7\n", "MQbZseqgej0C8dhXPu+wsHPnzhEnL+zYsQPr168Hx3EoKytzLURTWVkJsVjsNq33008/RVxcHAoK\n", "CrxqYySBnBk2PMFTbP/GPtc8gBf312FqvAbTE7XYerEdkQoJXinJvueuOd+xA2Eotp1h8cKHtbjS\n", "YXJ9778fK+BldtjVzkF8p6wWdoaDUirGm2tzXck20OcdCH6bGTYRxcXF2LJlCziOw7Jly1zPnzhx\n", "AiKRyJVoOzo6cOzYMRQUFKCmpgYGgwFPP/20xzaI8DqNNhys7caNHgvWFepRlKj16lOFv314pRsM\n", "B8xJjcT/nm0FAAxYGfzlbCt+ujIbYgH6rFCpUN1uRLfJjrQoJTICMBtLLBJBN2y2mUIigpSnafG3\n", "+pzlCACwOFg091uRHTv+xbrJHYJd0fobrXXAry3n2/Cn24lLLhHhN6X5yAjCufTvXWrHu6db8OU5\n", "SfjruVbczg94KDsG3/9cxoTaHLDYcbXTDKuDQa5ejYQIhdv3L7YY8L2918EBiFRI8Ku1uZgS7f/X\n", "5lafBe+ebkaXyY7n5qdgZhI/b4ZVbUZ8p6wWHACJCHhzbR4K4oX5dBAKguKKVqkUbsEMEjgNvXeG\n", "7dkYDiZbcO6y8XC2DiqZGP1mB37wuQz877lWJGjleGpWAix2BgqpGM0DVjgYDkmR8jFvGHEch701\n", "3fifM843maJELV56OMNtrYKq9kHX8KoBK4N2gz0giTYtWomXHs4Ew3JQyPi7EZYbp8Yba3LR1GfB\n", "lBgVcvV0NeurcX/WsFjc50GXlJTw1plQNRnHF64pjINC4rw6eiAzCsmR9w6vC4bzjtXIsHZqHL44\n", "OwlLsmLw67V5+H+LUvHns6148UAdjjf242vba/CP22tQdqULFgfjsV2TncVHdb2ux5fbjBiwuP9M\n", "2rCLO5VMDL3GfyNi7n7NpRIxr0kWAOQSMaYnalFSoEdhggaS27spBsPvO1R5dUX79ttvY9asWVi0\n", "aBE6OztRW1uLhx56SOi+kQAqStTiN6X5MNlZJEXIBVl9SghahRS/O9mMYw39uD8jCn891+aqN75z\n", "qgXz06KQFj16YlLJxFicEYWGXucFRX6cGhEK9+OVg234xaocdAzakBGjohWzgkin0Yby2h5c7zZj\n", "XaEeM5K0gtTpx8urRJucnOxatSstLS2oZ2kFwmQdXzjWHWw+YtsdLPosDiilYkSMYwD+aLFZjkOP\n", "yQ4AMNtZxKjutKmWiSGTeP5PJxaJsLYwDrl6NSwOFvlxasSo3d9k5t03y+t+8m2y/q3xFftIfS/+\n", "fPvewqlb/fjNo/lB8Ubo1V/23Yt8S6WCDVYgYcRkY1BW04XN59uQEa3EC0vTkRbtW81fLBLhS7OT\n", "UNNpwvlmA36yPAsqmRh9ZgeenZ+MxLtubI0kRiXDwvRon/pBAuNm753Spp3hYLJ5LhX5i1c1WofD\n", "4fbYZrONcmR4Ctfala+xG3rNePd0C8x2Flc6TThwrZuX2FMTNPjd+nz89+NTMTNZixcfysTrq3Iw\n", "LUEL1rdBNmPGFhrF9uyR/Fgopc60tig9CsmRY7+x+oNXl6ZFRUV4//33kZWVhbq6OkyfPl3ofpEw\n", "cPeHeD5raXdfuUogwuU2I/5+vg3JkQo8VhTP23/CHpMddoaFTi2DTBJcWzyFm2mJWvzm0XyY7AwS\n", "IuSICZJ7C16Po7VYLGhpaUFSUhJUqsDXPO5G42hDj9nGYO/VLvztfDsyY5T4zgNTkOpj6WA0Tf0W\n", "fGPHVVgczmFqqwv0+PbiNJ/bvd5lwsvl9egzO/D1halYnquDQur/ZHujx4ymfgviNHLk6tWukQLE\n", "d34dR6tUKpGVleVTMEKGU8klWFcYh6VZMVBKxdAqhKv9Wx2sK8kCQHO/BQzL+ZSQWI7DX861onPQ\n", "efPtP4/dwrQEjd9vvjT0mvHCh7UwWBmIRcAvV+dieqLWr30gnnn11rtjxw6h+xHSQqF2FayxZRIx\n", "9Br5uJPseGMnaOV4bHocAOdMty/clzjhJDsUWwS4lQrEIuc/IY103m0GGwxW500flgOudpruOUao\n", "2P4SFuNo714Kcd++fXjkkUcE6RAhQtAqpNh0XyIeytFBKRUjNcr3+qxIJMKXZieiy2hDl8mOrxWn\n", "IEXArcVHE6eRQSERwXp7vHBWEAxnIu68qtHu2bMHxcXFiI+PBxA86xsMRzVa4onR6oDVwSJKJYOU\n", "58vOQZsDNgeHKJU0IIPjOY7DtS4TGnstSIyQIz9OE5A68WTltxrt4OAg3nzzTVciq6mpCbpES8ho\n", "bvaZ8cYnN9Hcb8VX5iXj4Rx+b1ipZRJo5IG7+SQSiZAfpxFsWci7dRhtOFTbg8Y+C9ZO1VM92Ate\n", "/bWpVCq8+uqr2LhxIzZu3IiioiKh+xVSwrV2FSqxd1R24kqHCQNWBm9V3MLNPvf1Ohwshx6TzevB\n", "7UOxLXYGR6734Af7ruODyx3oM9u9P4EJGs95MyyHz27146UDddh8vhVdg76Nfx+KfeBaN/58thVH\n", "6nrxw/11bpMEhBIWNdq7L5tnzJghSGcIEQJ7V3FseLXMbGdw8Fo3Np9vR6ZOiW/dn+Z1nfV6txmv\n", "ftwIADjXYkRChByLM4JnRtmNHjNeOlgPlgNO3RpAhEKKdYVxPrdb33NnZTeLg4XJHhyzr4KZV1e0\n", "Wq37RwMa5uUuFOaAh3PsDdPjkBmjhFIqxteKU6CWiWFnnDd4G3st+O2JZvRZHDjfYsSh6z1exzbe\n", "dQXcaxL+inY85z1oY9zeZFoHrLzELi2Mc60ZsTQzGol+2Jo8bPYMa2hoQEdHB2bPno2bN29SsiUh\n", "Iz1GhZ+vykHLgBW/O9mEP5xqxr88MAUP58TcMyV3aKUvb2TGKJEfp8bVThP0ahlmJAVXrTI1SoHi\n", "tEicujUAjVyCB7NjeGl3RpIWvy3Nh8nGIjkydFZ2CySvrmhPnjyJlpYWNDU1QSqV0upddwmVWmU4\n", "x5ZJxPjP402o6TSDA7CruhPXu03QyCT48pwkyMQiZOuUWJGn89gOx3G4WHkFAJAQocCPl2XiN4/m\n", "41drc3nZr2ss4znvWI0c33lgCv5rXR5+82iezzfLXOOHRSJkxKhQmKDxW5INixptS0sLNmzYgJ07\n", "dwIANJrw3daChCaJGIiQO9eVTYtW4P70KPzz7lqIRMBPl2fhfzZOhVIqQZRq9P8S/RYHPrzShU8b\n", "RHiQaccj+TrEauSI1fD30flWnwU9JjvitHJe1mKIUcvuWeaR+J9XV7QSibD7xYe6UKlVhnNshVSC\n", "ry9MxYxEDUryYrH1Yjs4OG+UvfHpTcgk4lGTLMtxuN5lwrnmAfz5bCvqus3442ctvM/Aqu824Z/3\n", "XMO/7r2O731Ye8/oCCC0XvPJEpsPXiVas9kMu91Z6Lfb7ffMFCMkWNzsNeN4Qx+udgyCGXYnyM6w\n", "iNPI8LMVWViSGe22qlOsRuZxQfBrnSb8/mQT2gbch0eZ7fz+P7jebXZNpe0YtI+YaElo8irRrlix\n", "Aps3b0ZNTQ12796N5cuXC92vkBJKtUohY9sZFs39FrQZRr673WG0orrdiJYB3xPISOd9q8+Cf917\n", "HT8+dAP/vOcarnQMAgDaDFa8VXET/7ynFkcb+hGlkuLlZZmYmxKBhemReGFJOiJGWWvBZGNwpWMQ\n", "cqkYadEKZN+e3jo1Xs37poWxd33Ejx5hx4mh827oNWNHZQeO1PWgx+Sf9aGD6W8t1HhVo9XpdPjy\n", "l78scFdIKLMzLA5f78Wbn96EQirGz1ZkYUZyhOv7Lf0WvFxej8Y+K6JVUrz+SA7vq1y1GqzoNTsX\n", "qWc4oKrdiOmJWlTc6EN5rXPDxTc+uYn0aCUK4jX46cpsALhncRmLg8H1LjMGLA5EKiT4w6lmMBxw\n", "tsmAlx7OgEYKZMRqea99FsRr8NLDGbjUasS8tEjk3U7kJhsDo42B5naNud1ow4v76tB5ezjZM3MS\n", "sem+JF77Qvjl9fCu6upq1NXVIT8/H3l5eUL2KeSEa+1qeOwOow1vfnoTHJyD2N8+2YxfrcmF+nZy\n", "aOizoLHPeaXbZ3bgSsegT4l2pPOOVbsvrpId60xUhrvGu9puj6EdbfWus00G/OTQDQDOIVKl0+Px\n", "weUOcHCOnb0/IxYiHtc0sDMsBiwOqGQSPJAZgwcy7wzD6jTa8O5nzs0mF2dE49n589FvdriS7FB/\n", "n5w58dXIvBUsf2uhyKvSQXl5OYxGI1auXIm+vj58/PHHAneLhBqJWOS2foBWLnZbMjDyro/mOgGG\n", "BWXpVPjFmlx8c1EqXnskG9MSnKNjPpcdg8QIZ7zVBbFjDsP6pP7OduNN/VbE3P4Inxghw7QELUQi\n", "ERiWw/lmA35z/BYO1XZjwOoYrTmPjFYHtl3qwD/tuIrXPm5Ay12TCmo6TThS1wcbw+Gjul5c6zAh\n", "Vi3DrGFjdldP1dNC30HOq0Tb19eH+fPnQy6XY/78+eju9n5vp3AQrrWr4bETIxT46YosZOqUmJGo\n", "wfOL0qCU3RmtkqNX4UcPZ2JJZjT+ZXEaChP5GdM5nEgkQkGcBmsL4zA7JRKq2/ETI+T4l8VT8P0H\n", "0/FoYRyixthtd3ZKpOvraKUUc1Ij8Ot1efj5qlykRStRUVGB690m/GD/deyu7sLPj97EpRbjhM6j\n", "rtuMP59tRb/FgZM3B3D6Vv9d5+R+vMlsQoxahheWpuNnK7Pw5ppcLM6ImlDs8XKt8eBgcKKxH7/6\n", "5CaO1PVg0A8bIIZFjVYmG/nqY2BgAJGRkSN+j4SfmckR+NWaPEhEcEuyAKCUSrA4MxqLM/lfC6DT\n", "aMPh6z240WvB6gI9ihI1bh/tzzUZ8OPbpYCkCDleW5WDJA+74S5Kj0K0KgvdJjumxmswJVoJB8tC\n", "Ib1zTgMWh9v01one4Lt7Hhpz10CGgjg1SvJ0qGjoxwOZ0dCLnUPK4rVyxGuFn/oKONeDMFgZaKKd\n", "kzlqu8x4ubweALD/Wjf+v5JszE2lPOCJV4nWZDKhq6sLer0eXV1drkU5jhw5gkcffVTQDoaCcK1d\n", "jRR76IaNP2N/VNeL/znTCgA41tCH35TmI2NYeeBY452rxFaDDV2Ddo+JNkIpRfEU51XirT4Lfnq4\n", "Ht0mB56dl4xZyRFYvHgxWgesmBKtwM0+K1QyMWYNu/E3Hlk6JTYWxWNnVSfy49RYMMU9Yek1cnx9\n", "YSq+NCcJWrnknjcwofWa7Pjb+TYcvNaN+1IikJxuvWeVsp4gW+MhGHmVaNva2vDuu+8iJSUFzc3N\n", "yMjIwLZt21BTU0OJlgRcw7DVpGwMd89yh3NSIlBe61wsJlophc7D7K/hGJbDn8604HjjAADgRwfr\n", "8fsNBUiOVCApUoGfrcxGu8GGaJV0wtNvI5UyPD07EY9Oi4NKKkbECGUNlUziKoP427UuE/Zc6QIA\n", "nLw5gCWZRhTEa5ColaPNaEOUUsr7MLfJyKu/uCVLlmDu3Ln3PH/mzBneOxSKKioqAvaOS7GBVVP1\n", "qGjog5XhsCg96p6r1eIpUXhlZTb6LHbkxKpHXAbxRo8ZNZ2DiFXLMDVOgwilFCzHoXvY1ZrFwcLO\n", "sK7YiRGKe7Y1nwilzPsrVX+/5nfXiEUiEVKjlHh9VQ66Bu2IUUuR6oftewL5t8YHrxLtSEl26PlD\n", "hw5h2bJlvHaKTB5VbUa8f7kDyZEKrCnUe/zIPlHTEzR4e30+jFYWconINaRsiEYuwby00WuIzf0W\n", "/Nve6+izOEcO/OuSKVieFwuZRIyvzkvGiwfqYXGweG5+MhK0ctzi/Qy8Jxb7d4uaPL0a66fF4WBt\n", "D2YlqjH99kiOpNtX9cQ7Pu/vbDRO7G7rZBJsddJgid3Ub8EP9te5tvl2sCy+vjCN99gikQg9Zgde\n", "up0Qn1+YgpX5sVBKvbtK7DM7XEkWAM61GLA8LxYAUJQUgXc2FMDOcIjXyqCUSfz+mrcOWLG7uhPN\n", "A1Y84edF96NVMnxlXhI2zoiHWi6BOkAljFC+mgW8HN5FyESY7awryQLORbbvXv+VDxY7gz+cbHbF\n", "+u2JZnQavb9Bo9fI3HbFfeCuXRKSIhWYEqP0+42oIdsrO/BBZSdO3hzAD/fXoanfv2sgKKQS6DXy\n", "gCXZyYASLQ+CZSxrsMVOiJBjdYHzylAmEeHzMxN52yV2eGyJWIRo9Z0PZ0qpeFw73SZEKPDTFdn4\n", "8fJM/GpNLmaneh5B4M/XnOU4t8VlLA4WFp4Xs/FWMP+tBTufSweEjCZSIcU/zE1CSX4slFIxpkQL\n", "c9NEJhHjH+enQIQW9Jrt+FpxyrjrhylRCqREBV/NUSwS4clZiahsr4Od4fBIbhQS/LB1DOGXiON8\n", "+yy3c+fOoNh6/PDhw67t0Eno6hy0obLNCDvDoShRO2bC5DgO9T1mdA7akRopR5xGDsUk+4jL3b6q\n", "tThYJEcqRl1pjAjj3Llz92xQO14+/8b4XFyDhDerg8XfzrZh3zXnFO+iBA1+tDzL45TZ2i4zvlt2\n", "DVaGg1YuwS/X5CKL51XBAk0kEvllmxwiHK9qtB0dHaN+z9dMPxmEa+2Kz9h9Zjtu9VmgUYgx9NZd\n", "2T54z+SDu2M39pldq3UZbQya/XCjKFRf8/puM/58pgV7qjvRaRz/Grahet7BwKtE+7//+7/o7+8f\n", "8Xt3b0U+USzLgmFof/hw1Gaw4j8O3cA3dl7F+RYjvjg7EQDwUE4MIhSeywAJw+b7i0XOKavkXu0G\n", "K36w/zr+fqEd/3W8CTuqOgPdpbDiVY3273//O3Q6HQwGA+bNm4eMjIwxG25ra8Phw4chkUiwdOlS\n", "JCWNvjDx/v37UV9fj9LSUiQnJ7ue37Nnjyv5Zmdno6ioaNQ2qEYbuj690YufHm5wPf6XB9KgU8mQ\n", "HCnHtS4zes12zE2JRMYIJQGrg8WVjkHc6DEjV69GQbxmXCMOwkV9twn/tOOq63FhvAa/WJ0DmYQG\n", "Ho3FbzXaxx9/HHK5HCzL4syZMzh69CieeeYZjz9z+vRpbNq0CcDYN8xKSkpQXV19z/NKpZK2zQkD\n", "d08siL69qMtfzrbgb+fbAQDb1Z14c12e2xUsACikzgVdJrqoS7iI1cjxQGYUPr3RDxGA9dPjKMn6\n", "kVev9MBHAFT7AAAgAElEQVSAc1GNnp4eNDU1ITp67KXu1Oo7C03I5RP7OMcwDLZv344PPvgA586d\n", "m1Ab/hCutSu+YufHqfCVuUnI0qnw9OxETI3XwMGwODdsjdcukx3GYYtrnzhxAg09Zpy+1Y8bPWZw\n", "HIcrHYPYeqENxxv6YJjgQtzeCMXXPEopxfML0/DzVTn4z0fzsGjK+NewDcXzDhZeXdFu3boVer0e\n", "er0ea9as8SpxDq9IjLae7VhKSkpcX+/bt29CbYSzDqMNh2p70NhnwbqpekxL5KeezrdIpQyfn5mA\n", "dYVxUMnErpEsa6fqUd3u3GBxTkoEdMP26FLEp+M7ZbUw2hioZWL8bGU2frDvuuvG2EsPZ7htCUMA\n", "nVrm9hoS//Eq0Wo0Gnz+858f11Cu4Te2+BgC5k2yHr7Cz9A7oD8eL1682K/xvHl85swZXHTE4/8q\n", "nUOlTjT248eLYzE7J5XXeEN8be/YsWP3fD9Ko8Wba3NhtrOQDnah6uwp1/fbzRyMt0ckmOwsGntN\n", "riQLAFdaBxBp7oBElwIRAEtHA8wDfby8vsULF+Hk9TZ0mlnkJUYhV6/G8RH6PxkfD/F3/KHnAnX+\n", "vvLqZpjNZhv3x/8dO3Zg/fr14DgOZWVlWLt2LQCgsrISYrEYhYWFbsdXV1cjOjra7WZYY2Mj0tPT\n", "AQBlZWVYs2bNqPHoZti9flxe51pLFQD+a10e8uN920ImWFS1GfGdslrXDgWvPZKNd042IT9OA7lE\n", "jBV5Opy+NYC/nGsDADw3Pxml0/ipS1a2GfHd27FlYhHeWpdHa7JOYnzcDPPqr04ul6OhoQGnT5+G\n", "w+FAfX39mD9TXFyMLVu2YMuWLSguLnY9f+LECRw/ftzt2EOHDqGiogKHDh3CJ5984nq+sbER27Zt\n", "w7Zt25Cfn+/tOfldsNauSqfFQyZxfppYmhXN29RNjuNwvcuEA5XNqO0ywcfJhRNiarqGn6/KwbPz\n", "kvD6qhxMT9DiW/dPQWX7ICoa+2BlWPzfxXbX8VsvtqN/2Apdvrje3u9K8HaWQ/sExqROVLD+rU3m\n", "2HzwqnRw8uRJsCyLtrY2zJ8/H6dOnUJWVpbHn0lOTsZTTz11z/PPPffcPc+Ntp7tkiVLvOkeGcXM\n", "JC1+W5oPk41FcqQc0TztPHu924zv7HHOxpJLOvGrNbnIi/PvlbLVYsK85AjMvD3awGRj8PaJJjT1\n", "O3eRPXC1G5k6FWo6nXts5ehUUEnFsNgZ1HSa0GOyI1OnmtCW58laCSQigOEAlUyMJFp7gIzBq0Tb\n", "0tKCDRs2YOfOnQCcNVtyR7CuCSsSidz2zuJLc7/VVQ+1MRyaB6x+TbR2hsXCRfff8/ywEi2O1vfh\n", "zbV5ON7YD7HIueW4RiHFycZ+/Oj2xoKRCgneXJuHtHEudjMnMwFvRUagw2hDcqQC2bH+KxsE69/a\n", "ZI7NB68SrUQyuRbpIL5JiJBDLAJYzjkbK0HL76pXjb1m1PeYEaWUIkohhUgMpEUpIZOIcbHFgD9+\n", "1oJ4rRxfnpOE1NtJUi2X4NuL0/Afh27AbGfwr0vTkRWrQs5dtdOLbQbX1wNWBl2D9nEnWolYhPw4\n", "DfL9fBVPQpdXNVqz2Qy73bmQst1uB8sGZj3MYBVutas8vRpvrMnF/5sfjzdW5yIvjr8ruuZ+C/5t\n", "33W8eqQR399XhzPNBny3rBbHG/vR2m/BSwfrUdNpwic3+vCXc61uC4lPjdfgt6V5+O/HpmJhetSI\n", "a9/eN2xiQ7RKijjt+Msp4fb7DvfYfPDqinbFihXYvHkz2trawDCM2/hWMjnZGRYsx0ExwnYwErEI\n", "0xK06K29gGkz+P1I122yo8d056bV9W4T9Go5/vhZC/5jeZbbjg2dg3YwLAex5E5C1ak910tnJGnx\n", "xupc9JrtmBKt9MvGgoT4vB5tsKDhXZ6xHOf17gaNvRb89+lm9Jkd+FpxMoqSJja99XqXCTuqOhGl\n", "lGLNVD2SR1hbdmgHAdvttVb7LA68UFaLHrMz2T47Lxl/v9CGgjg1fvhQBvZe6cafzrZCKRXjlZVZ\n", "E+4bCR83esxoM1gRp5UjW6ca97j+gK1Hu3//frqqDREcx+FSqxFbL7ZjSrQCpdPiPS6mbWdY/OFU\n", "Ez5rctYyXzxQj3c2FIx7x4JOow0vHqhD7+2E2Tlow/eWpt8zjvVskwEvl9fDwXLYWBSPpVnR2FAU\n", "D5uDRVq0Etc6TViSGY0nZiQgSilD6fQ4LMqIgkwsQnKUEp1GGwasDsSoaNYTuVd9jxnfLavFoI2B\n", "XCLCG6tzAzKW3GOifeWVVzB16lT09/fj2rVrmD59Oi5duoTMzEx/9S8kBHLP+bFi3+qz4sUDdbAx\n", "HM42GyAWifC1BamjHu9gOVdyBJx7VDnYkT/0eIptdbBu7TT2WmBnOAzf/MDGsPjruVZX+9sud2B6\n", "ogbvnm4BAEhEwDcWpeK5qSmun1HJJEiPUaGiogKO6XPx0oE6tBpsmJ6gxr89mIGECW5nbrA4YGc5\n", "RKukY175B/Pvm2K7a+m3YPD2DEIbw6Gh1xKQROvxZtgXv/hFbNiwAWq1Gj/72c+wadMmvPLKK4iM\n", "jPRX/4iPLA4WtmHjnpoHrB6PV8kk+MfiFCilzj+N5xemIF47/nGiOrUMT8yIB+AcmfD07ESo5RLU\n", "dAxi8/k2HK3vhdXOuNVItXIJErRy1w4JUrEI2bqRb7SJRCJUtRvRanBOFqhsN6G+xzzufgLOJQS/\n", "t7cWX99Rg4obfWBGeWMhoUevcY6QGZIUGZgxz17VaLdv344NGza4HgfLPmHDUY12ZAarA38604qy\n", "K13OumZJNoq8WFymZcACB+tcWFshndi0VaPVgVv9VsglIkyJVqJlwIpv7rrmuqH1vaVTUBivwa7q\n", "TnQY7XhiZgKmxmvQbrCi1WBDlFKCzFESLQBUNPThPw7dcD3+xaoc1wQGbzEsh5cP1uN0k3OqslgE\n", "/GHDVEyJoZtkkwHDcqjpHMT1LjMyYpSYGq+BfJx/z36r0Vos7tuDGI3GUY4kwSbi9k60j9zeidbb\n", "MaPJkb4nGq1Ciqnxd/7E+swOt1EDVztNWJYbi68vTHP7uYQIhVclgGkJGnxlbhJO3hpASZ4OeeNY\n", "b+BmnwWHr/dAJhZhUUaUK9FyHMCBrmgni6ERMtMSArtynVepfdasWdi6dSvOnTuHLVu2YNasWUL3\n", "K6QE+/jCCIUUuXr1uAfm8xF7uMRIBTJvXylKRMD9GWOva+wpdoxKhidnJeKXq3JQkq+HSu7dxJp+\n", "ix2vfnQDWy604y/n2vDpjT6U5OmglIrx3SVTRhwdcXfsQKHYocmrK9rCwkJkZmaiubkZpaWlUKlo\n", "R85Q1GG0orHXCq1CghydCrIJlgQmKkErx49XZKG534oohQRZPE1dlY5zRS6LnUVD751PaTd6zPjm\n", "olR8cXYSdGoZbYVDeOfzONpDhw6NuiiMP1GN1rPuQRte+egGKttNEAF4eVkmFvlwRRnKrA4GWy92\n", "YPN55xKK31iYgjVT4yjBkhEFbBztcFSvvYNhObAcF5R7MXUO2lHZ7lzJigOw/2p32CZahVSCx6bH\n", "YU5KBCQiETJ0SkqyRFDBlxFCUEVFBZr6LXj94wZ8t6wW55sNgq3RynIcLrYY8PqRBnxwuQPnrlz3\n", "6ucilRJEKe+8r4737vxIfKmbGSwOnG824HyzAQMTWCfW15qdViHF9EQtpiZooJKNb9GkcK1Vhmts\n", "Pvh8RUsAjUaLLRfa8XF9HwDgpYN1+P36AtfKUnxq6LXgh/vrYGc5HK7rxVfnxMGbgklypBKvP5KD\n", "M039iNPKMSuAU1etDhbvX+7AltsLcz8xIx5Pz04ccV0FfzFYHKho6MOJm/1YmhmDRelRXt9cI2Qs\n", "dEXLgxkzZ6Jz2Cr7NoaDjRFmhbNBKwP7sAH1bYPex8mKVeGJmYn4XLYOMTxMV53oLKEBqwO7qjtd\n", "j3dXd2HAwnj4Cf5ij+ZK5yDerLiFkzcH8PrRRteC4f6IPR4UOzRRouWBRCzCl+YkQSVzvpxPz05E\n", "4gSngo4lOVKOOanOq1GlVIyHc3W8te1gOVztHMSpW/1oGWMGmS/UMgmmD5s0MS1B43rtAsVwV6I3\n", "CrhdOQk/Pv9187HDbairqKjA9EQtfrc+H3/YUIDHp8dDLdDHzliNHC8sScdba3PxX4/mwdhQxVvb\n", "l1uN+Pbua3jpQD3+/UAd2gyek+1E62YauQTPL0zFt+5PxTcXpeJb96dBqxhfFYvvml2uXo14jfMq\n", "Py1KgazY0YcwhmutMlxj88HnGq2vwx4mEz5mU3kjVi1D7O2P/rduL8jOh+ONfRiqSjT1W9FusAl2\n", "ZZ4UqcCayDhB2p6IKTFKvLEmF71mB3RqKeJ53jWChDdaj5a4fHS9B6993AgAUMvE+PW6PKQLsOcY\n", "IaHEb+NoP/7443ueU6vVmD17NqRSGrgwWcxLjcSPl2WixWDFjETtuJPs0Hs2lZMIceexRvuTn/wE\n", "LS0taG1txYwZM9z+xcXF4b333vNXP4PaZKldRSilWJQRjceLErza1XZ47IYeM175qAE/OVSPuu7R\n", "79jzJRhf8w6jFZ/U96KioQ/dg7YRjxEqtj+Ea2w+eLwcffnllwEAKpUKOp373W2dTodLly4J1zMS\n", "MoxWB375SSOudTnXg23oseCtdXmIVoXPjgdGqwNvn2jG8cZ+AMDqglj804KUgI4NJsHDp1EHk6S8\n", "67NwHV+4ePFiMCyH1gErlmTGYE6Kc9hZl8nutti4ULF9caPHjM9uDeBmn2Xsg72IPWhjcOpmv+vx\n", "scZ+GG3jGxs80dj+Eq6x+eBVgXXhwoUjPr9gwQJeO0NCz2dNA/hJeT0YDlg7VQ87y+Gh7BjEqIK3\n", "dl/bZcJ3y2phcbCIVkrx89U5yPDxpp9WIcXijGgcveGcHbg0MxpaefC+BsS/vLqiTUhIGPH5xMRE\n", "XjsTqsK1dnWx6gr+fKYVQxeve6504dm5yViWoxN8YR1fzru+2+xagLzP4kBT//gmZ4wUWyOX4GsL\n", "UvCjZZn4yfJMPDUrccI7U4w3tr+Ea2w+jOst1+FwwOFwQKmkbT4IwDEOJEdqXHt1RSgk0Kml494q\n", "xN/iI+7sGyUWwTUm2Vd6jRyLNYHZk4oEN4/jaCsrK1FZWQm73Y6ioiJUVVVBo9EgOTkZ8+fP92c/\n", "x0TjaAOjqd+CDy53otdsw1OzEpHvxWiFQLPYGVS2D+JapwnTEzWYGq8JyqUtSXAQfBztlStX8OST\n", "T4JlWbz22mv44Q9/CMC5WWOwJVoSGKlRSnx7cdrYBwYRpUyCuamRmJtKuzkT//D4Nj40GUEsFkOv\n", "19/5ITG9+w8XrrUrik2xwyE2Hzxe0UZERODjjz+G0WhEVFQUjhw5gvj4eEgkk3tsYJvB6tzXSilF\n", "pk4FCa2+TwjxwZhrHbS2tkKhUECn06G+vh5GoxEzZszwV/+8xleNtt1gxY8O1uNGrwVSsQivlmTz\n", "shsBISQ0+WWtg6SkJNfXWVlZPgULBa0GG27c3iHVwXI43thPiZZ4xWRjcKnViGtdJtyXHIHCBA19\n", "GiIAxjEzzG63o6OjAyzLwmAwCNmngIpSSqEcNjwpVz/2QPZwrV1RbHdV7Ub8qLwefzvfhn/dW4vr\n", "Aqz5EIznPdlj88GrRFtfX49du3bh4MGDAIA9e/YI2qlAytSp8PqqHHzxvkS8+FAG5qXRnWninZaB\n", "OwvJsBzQa6JdGoiTVxMWzpw5gyeeeAI7d+6EWCyGVqsd+4dC2NR459hKb4XrHHCK7a4gXg2lVAyL\n", "g0WsWoaUKP4XDw/G857ssfngVaL1x0wwlmXBcdykH9EwmZntDK53m2GxM8jUqaAPs1lS+XEavLUu\n", "Dz0mOxIj5EiNohmUxMmr0oHZbHZ77HCM/ZGora0NmzdvxtatW9Ha2urx2P379+P3v/892tvbJ9xG\n", "IIVr7eru2EfqevHdslq8eKAe/3msCf0W4T46B9N5D5elU2FuaqRgSTZYz3syx+aDV4l21qxZ+Nvf\n", "/oaWlhZ88MEHmDdv3pg/c/r0aWzatAlPPvkkTp065fHYkpISPPjggz61QQLLbGew50qX6/HJm/3o\n", "M/O3nxkhocyr0kF+fj7S0tLQ3t6O1NRUyGRjL8KhVqtdX8vlE/sIyUcb/jAZaletA1Y0DVgRpZAi\n", "O9a7SRrDYyukYtyXHIG6buenn+RIOTQC7QR8d2x/o9jhFZsPXq/epVarkZmZ6XXDw+dBeJOYhWqD\n", "jK3dYMXLB+vQ0GeFWAS8WpKD+1LGN3ZYLBJhw/Q4ZOmUMFgZzEmNCLsa7WRgZ1g09lrgYDmkRSsF\n", "fbMMJ14l2r1796KoqAgMw+D48eOYP38+cnJyPP4Mw9xZXX6im/WNt42KigrXO99QTccfj4fXj/wd\n", "/+4+DH3/+PHjUCqVrtlyntprM9jQ0Odck5XlnNuOM61XYbFYPMa/fPkyvv71r7t9f9mw798U8Px/\n", "97vfoaioiH7fPLYvk8lh1ufi1SMN4AA8MU2HTXNToZJJRv19++v8A/n75oNX243v3LkT69atw+7d\n", "u1FaWor33nsPTzzxhMef2bFjB9avXw+O41BWVoa1a9cCcC69KBaLUVhY6HZ8dXU1oqOjkZycPGYb\n", "IwnkMonDE3wwxGZYDpfbjDhS14s8vRr3Z0R53L+rodeMb+265loM+3tLp2BZbuyEYvsLxeafweLA\n", "t/dcc1sI/U8bpyLl9o29yXreY/HbduNisRhisdg1zEuhGHt8YHFxMbZs2QKO47Bs2TLX8ydOnIBI\n", "JHJLtIcOHUJ9fT2USiUyMjKwZMkSj20Em2CpXfWa7bjSPgiDjUGHwYb9V7ux72o3lFIRHvaQODNi\n", "VPjF6hycbzYgJUqBmUnelQ2C5bwpNj/kUhGmRCtdiVavlrntEjFZz9sfvEq0NpsNRqPRlWi92ZQx\n", "OTkZTz311D3PP/fcc/c8N1oSHa0Nci+G5bCzqhNbLjiHyGXHqrAyPxb7r3bjlhdbteTHaUJi0W4i\n", "HIVUgufmJyMpUg6DhcH66XFUZ+eJV8O7kpOTsXPnTixYsACVlZWor68Xul8hJRjGF5rtDI413NmF\n", "ta7bjHiNDEqpGAumRAkaOxAotjBSopT4WnEqXliajuxYtdv3JvN5C82rK9pFixZh0aJFAICCgoIx\n", "b4QR/1PLJXgoOwZ/Puuc2DEzSYu5KZF4IDMa6T7u8EoI8Y1XN8NCAe0ZBvRb7LjWaYbVwSAvToN4\n", "LX3sI8RXfNwMm9CeNPv37/cpKBFGlFKGeWmRWJwZQ0mWkCDiVaI9ePAg3nvvPbz66qvYsmULzp8/\n", "L3S/Qkq41q4oNsUOh9h88CrRGo1GPPHEE5g2bRqeeuop5ObmCt0vQgiZNLxKtEOzsljWOaB9aHdc\n", "4hSu4wspNsUOh9h88CrRDi2LKJFIMDAwALudVmUihBBveZVoH3vsMQDAihUrcPjw4Xumz4a7cK1d\n", "UWyKHQ6x+eD1FFzAOfV2/fr1gnaIEEImmwmNo/3kk09c6xEECxpHSwgRgt8WlamoqEBra6trP68r\n", "V64EXaIlhJBg5VWNtru7Gxs3bsSGDRuwYcMGPPvss0L3K6SEa+2KYlPscIjNhwnNDNPr9Xz3gxBC\n", "Ji2PNdrq6moAwKlTp5CWluZalPv48eP46le/6p8eeolqtIQQIQi+1sHQ5XpxcbHbzgeEEEK85zHR\n", "fuELX0BhYaFr3GxdXR0kEgm+9KUv+aVzoSJca1cUm2KHQ2w+eEy0Wq0WAFBeXg6j0YiVK1diYGAA\n", "x48f90vnCCFkMvBqHO22bduwceNG1+MPPvjANVssWFCNlhAiBL+tRyuTjbyD6sDAgE/BCSEkHHiV\n", "aE0mE7q6ugAAXV1drs0Zjxw5IlzPQki41q4oNsUOh9h88GpmWFtbG959912kpKSgubkZGRkZ2LZt\n", "G2pqavDoo48K3UdCCAlpXtVoz5w5g7lz53r9fCBQjZYQIgS/1WhHS6bBkmQJISSYTWgKLnEXrrUr\n", "ik2xwyE2HyjREkKIwCa0Hm0wohotIUQIfqvREkIImThKtDzwpX5ktjPoMtpgtjN+j+2ryRy712TH\n", "jsoO/KS8Hicb+2FnWL/F9oRihybaNzyAugZt+NOZVhxr6MOSzGg8MycJsRp5oLtFAFxoNeB3J5sB\n", "AMcb+/HrdXkoiNcEuFckVNEVLQ8muud8TacJ5bU9MNlZ7L/Wg5pOk99i82Eyx2432FxfcwCMtjuf\n", "OCbzeVNsYVCiDaBgvg1ptjM4UteDHx2sw4dXujBgdQS6S341NzUSEQrnHnlT49WYEqUIcI9IKKNE\n", "y4OJ1o8K4tV4KDsGSqkYy3J0yI9T+y32WGq7THj1SCNO3hzAr4/dwpX2Qb/F9obQsXP0avznujz8\n", "el0eXno4E/ERdxLtZD5vii0MqtEGUJxGjm/en4avzEuGVi6BWi4JdJdcDFb3m3N95vC6ogWAlCgl\n", "UgLdCTIp0DhaMqKWfgt+XF6Phj4r9GoZXn0kG+kxqkB3ixC/42McLV3RkhElRynxs5IcdJvsiFZK\n", "kRRJNUpCJopqtDyYrLWreK0cU+M1oybZyXreFJti840SLSGECIxqtIQQ4kFQ12jb2tpw+PBhSCQS\n", "LF26FElJSeM+ds+ePWAY593v7OxsFBUVCdVdQggRjGClg9OnT2PTpk148skncerUqQkdq1QqUVpa\n", "itLS0qBOsuFau6LYFDscYvNBsCtatfrO4Hu53PP8/dGOZRgG27dvB8dxyMzMpNIAISQkCZZoh5d+\n", "R9uufKxjS0pKXF/v27ePx97xK1zngFNsih0OsfkgWOlgqLYKACKRyOdjx0rWgPvHi4qKCnpMj+kx\n", "Peblsa8EG3WwY8cOrF+/HhzHoaysDGvXrgUAVFZWQiwWo7CwcMxjGxsbkZ6eDgAoKyvDmjVrRo0X\n", "yFEHFRUVAXvHpdgUm2ILK6hHHRQXF2PLli3gOA7Lli1zPX/ixAmIRCK3RDvasY2NjTh9+jQAYNas\n", "WUJ1lRBCBEXjaAkhxAPaM4wQQkIAJVoe8Fk0p9gUm2IHV2w+UKIlhBCBUY2WEEI8oBotIYSEAEq0\n", "IxiwOnCmaQDHGvrQYbSNeXy41q4oNsUOh9h8oB0W7sJxHPZf7ca7p1sAAPcla/HDz2UiSkUvFSFk\n", "YqhGexeTjcE/77mGhl6L67l3H5uKKTFKn9smwrAzLOq6zTDaGEyJViJe63kRI0LGI6hnhoUqpUyM\n", "BVOiXIk2R69ChDJ4dqcl9zrTZMCPy+vBAZieoMGLD2UgVkPJlgQPqtHeRSwSYf00PV5elonvLU3H\n", "v38uEzEqzwvahGvtKlhi77vahaGPZZXtg+gctPsttr9R7NBEV7QjiFHLcX8GXRGFiplJETh5cwAA\n", "EKmQIEJBn0BIcKEa7TAmmwNXOkzoGLQhJ1aNXL167B8iAddjsuNCiwHtRhvmp0UiO5Z+b4Q/VKPl\n", "2aXWQfyovB4AoJKJ8et1eciIUYFhOdR2mdA5aENypIL+IwcZnVqGh3J0ge4GIaOiGu0wNZ2Drq/N\n", "dhbdt2t9VzsH8S97ruGnhxvw3bJa1Heb3H4uXGtXFJtih0NsPlCiHWZWcgTEtzd40KmlSIhw1mkb\n", "ei1gbhdYTHYWrYaxJzEQQsgQqtEOY2dY3Ogxo2vQjtRoBaZEqwAAl1uNeOHDWnAAZBIR3lqbR/Vb\n", "QsIE1Wh5wnIcLrcacaSuF7l6NRalRyFGfWdIV0G8Gr9cnYNWgw1TopXIiVUFsLeEkFBDpQMAN3rM\n", "+MH+Ouy92o1fH7uFz5oG3L4vk4hRlBSBFXmxKIjX3LOBZLjWrig2xQ6H2HygRAtgwMLAwd6poNzs\n", "s3g4mhBCxodqtAA6jDa88tENXOkwQSkV4/VHcjA1QcNzDwkhoYhqtDyJ18rx7w9los1gQ4RSgowY\n", "qsESQvhDpYPb4rRyFCVpJ5Rkw7V2RbEpdjjE5gMlWkIIERjVaAkhxAPaM4wQQkIAJVoehGvtimJT\n", "7HCIzQdKtIQQIjCq0RJCiAdUoyWEkBBAiZYH4Vq7otgUOxxi84ESLSGECIxqtIQQ4gHVaAkhJARQ\n", "ouVBuNauKDbFDofYfKBESwghAqMaLSGEeEA1WkIICQGUaHkQrrUrik2xwyE2HwTbYaGtrQ2HDx+G\n", "RCLB0qVLkZSUNO5jx9MGIYQEK8FqtLt378a6desAADt37kRpaem4jx1PG1SjJYQIIahrtGq12vW1\n", "XC6f0LHjaYMQQoKVYIl2+IWyTCab0LHjaSOQwrV2RbEpdjjE5oNgNVqGYVxfi0SiCR07njaio6Nx\n", "7ty58XaTF2q1mmJTbIo9SWNHR0f73IZgidZsNgNwXpUOfQ0AlZWVEIvFKCwsHPPY0Z4fyZw5c3jr\n", "OyGE8EmwRFtcXIwtW7aA4zgsW7bM9fyJEycgEoncEu1ox472PCGEhJJJMzOMEEKCFU1YIIQQgVGi\n", "JYQQgVGinQRYlnUboREusQkJFYLdDONDIKfx8hF7z549riSUnZ2NoqIi3mPv378f9fX1KC0tRXJy\n", "8oTa4Du2P867qqoKV69eBcuyWLBgAVJTU8fdBt+x/XHex48fR3t7OwBgypQprtE2/jjv0WL747wB\n", "5yikt956C88884zr780f5z1a7HGdNxfEdu3a5fp6x44dEzp2PG3wHfvgwYNex5tobI7juKqqKq65\n", "udmnNviM7Y/zPnr0qOvrDz/8cEJt8B3bX7/vIQcOHPC5DT5i++u89+3bx509e9bt781f5z1S7PGc\n", "d1Bf0QZyGi8fsRmGwfbt28FxHDIzM71ei4GPqcf+OO/R+OO8lyxZ4nMbfMf21++7oaEBH3zwAdav\n", "Xz/hNviM7Y/z7u3thVqthlKp9Kn/fMYez3kHdaLlAjiNl4/YJSUlrq/37dsnSGy+2+Ajtj/Pu7y8\n", "HPPnz/epDb5i++u8MzIy8Pzzz2PXrl3IysqaUBt8xvbHeVdUVGD16tWoqamZcBt8xx7PeQd1ovX3\n", "NGnOJl4AAAdKSURBVF6+Yw83nj+CifaZjzb4iD2ckOd99OhR5ObmQq/XT7gNPmMPJ/TvW6lUIiIi\n", "wqc2+Io9nFDn3d7ejt27d6OjowMZGRmuOqk/znu02MONdd5BnWj9PY2X79iNjY1IT08HAFgsFkFi\n", "j7cNf8T2x3l/+umnSEhIQEZGhldt+CO2P867p6cHOp3OdfxYbfgjtj/O+6tf/SoAoLq62m3tAX+c\n", "92ixx3PeQZ1oAzmNl4/YjY2NOH36NABg1qxZgsQ+dOgQ6uvroVQqkZGR4aof+uO8R4st9Hl3dHTg\n", "2LFjKCgoQE1NDQwGA55++mm/nLen2P74fR87dgxWqxUAMHfu3DHb8Edsf5w34Ez0FRUVbleV/jjv\n", "0WKP57xpCi4hhAiMJiwQQojAKNESQojAKNESQojAKNESQojAKNESQojAKNESQojAKNESQojAKNGG\n", "EaPRiD/84Q+orq72e+xDhw5hx44d2LZtGyorK92+d+zYMfT29vrUfmNjI1555RWf2piMvH1tz549\n", "i3feeccPPQpPlGjDiFarxeLFi/0et7W1FVKpFOvXr8fGjRvvSbR2ux0Oh8OnGOnp6Zg6dapPbUxG\n", "3r62c+bMQVxcnB96FJ6CegoumZgzZ87gk08+QWJiItRqNex2O6Kjo7F8+XIAwKlTp1BbWwsAiI2N\n", "dSVflmXxwQcfQCqVguM4aLVarFixwtXu8ePH0dLSArlcDpZlIZfLsWrVKgDA1atXceHCBahUKlgs\n", "FsydO9e1upNCoYDRaHTFsNvtrjarq6tx7tw5NDc3Q6PRQCwWY9WqVZBKx/7TrK6uxoULF6BUKmG3\n", "22EymVzf6+npwcGDB6FSqcAwDJKTk7FgwQLYbDZs3rwZg4ODePLJJxEZGYn3338fzc3NeOaZZxAf\n", "Hz/h13W0mIDz08Thw4dhNpuh0Whgs9kgFotdyw3W1tbi8uXLkEqlYFkWLS0t+MY3vjHma2AymbB9\n", "+3ZotVpIJBJcvXoVL7zwglev7aFDh9DT0wOpVAqJRAKWZceMRybI65VrSUh59dVXuc7OTtfjU6dO\n", "cVVVVVxVVRVXXl7uev69994btY3/+7//c3v817/+lTMYDBzHcRzDMNzNmzc5juO4wcFB7q9//avb\n", "sdu2beNsNpvr8datW7l33nmHe+WVV7jz58+7HXvkyBG3vnrDZDJxW7ZscT12OBzc97//fdfjP/3p\n", "T27xjx07xt24cYPjOI5jWdbtZ/ft28f19fV5FXe013WsmEO+//3vc+3t7W7Pmc1mbtu2bW7PHTt2\n", "zKv+1NfXuy3C3dDQ4Pb90V7bqqoq7sSJE67HnZ2d3GuvveZVTDJ+dEU7SaWkpLgt4Tdr1iwcOHAA\n", "2dnZbsu8SSQS19dWqxUHDx4EwzAQi8Woq6tza/Pxxx/HyZMnYbFYYLFYXAtptLe3Y2BgADt37nQd\n", "a7FY0Nvbi/j4eNTX1yM+Ph6f//znAQCbN2/G9OnT3a5auXEuudHc3Iy8vDy385g+fbrrcVtbGz78\n", "8EPXY5ZlIZVKkZGRAZFIBL1ej66uLuh0OhgMBkRFRXkVd7TXtbCw0GPMIbNnz77nqrmlpcV19T9k\n", "0aJFXvUnMzMTDMPgwIEDrqX/hlaUGjLSa1tbW4uVK1e6Huv1eteWPIR/lGgnqebmZnR1dbmSwsWL\n", "F5GXl+dxI8W9e/fi4YcfRmRkJABgcHDQ9T2Hw4Hr16/jwQcfdD3397//HRkZGUhNTUVCQgJKS0td\n", "3xv+MdRoNLolF41GA4fD4Uq0Uql03Bs8pqSk4LPPPnOtau9wOHDp0iVs2rQJAJCbm4vVq1e7rRM6\n", "vFa5ZMkSlJWVITU1FfPmzfM67t2v64ULF5Cfn+9VzNEkJSXh7Nmzbiv037p1C3Fxcfes6n+3ixcv\n", "YubMmcjJyQHgLO8MX75vtNc2NzcXFy5ccJU2Ojs7cevWrTH7SiaGVu+apLZu3QqpVOpa1Dg2NhaL\n", "Fi3CX/7yFwDAl7/8ZXR1deGPf/wjHnjgASxZsgRVVVWorq6GTCaDw+FAbW0t7rvvPpSUlMBiseDt\n", "t99GVlYWRCIRrFYrZs+e7foPfuvWLXz22Weu5Gk0GrF27VrXAtFDG9mxLIvU1FS3nQkMBgP27NkD\n", "rVYLwHnT7qGHHhrzHCsrK3HhwgVotVqYTCYMDAwgIyMDJSUlGBwcRHl5OcRi5/3ewcFBFBcXu105\n", "7tq1C319fXjmmWd8el2H3nw8xayvr8elS5dw+fJlFBUVQaFQ4JFHHnG1W11djcrKSsjlcjgcDuh0\n", "Oq9eg+3bt7viDVm3bp3rOU+vbXl5OXp7e6FUKmGxWNDR0YEFCxa4LYFI+EGJdpLatm0bNm7cGOhu\n", "TDr0upKJoOFdk9CZM2dQU1ODXbt2YWBgINDdmTTodSUTRVe0JCgNDYca6c9Tq9WOazX9YI45lv37\n", "94+4TYpYLMby5cuhUqn83icyfpRoCSFEYFQ6IIQQgVGiJYQQgVGiJYQQgVGiJYQQgf3/qYJSsNmr\n", "sWAAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.634663\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4HNd5LvB3drZj0XtvBAn2Ioqk2EVRIiSSMiBbVmGU\n", "OLlWfB372rHl3mTZSWwltmM7iazEdhw3MRYLSLE3iwWsosAKsIEoBECit+1lZu4fAJcAASxmgRns\n", "HuD7PY8f7yxmZ1+OFgez35zCSZIkgRBCiGo0oQ5ACCETHTW0hBCiMmpoCSFEZdTQEkKIyqihJYQQ\n", "lVFDSwghKtOqdeCmpiYcOXIEPM9j1apVSE1NHXbfU6dOobm5GQCQlZWFRx55JOhjEEJIuFKtoT13\n", "7hw2bdoEANixYweKi4uH3Xfp0qX+xwcPHhzVMQghJFypVjowm83+x3q9fsT9a2tr8eMf/xhTpkwZ\n", "9TEIISQcqdbQ9h9wptPpRtw/JycHn/nMZ/DBBx+M+hiEEBKOVCsdCILgf8xxnKzXGI1GREZGjuoY\n", "Bw8eBM/zQaYkhJDAYmJi/PeNRku1htbpdALovSq9/xgArl69Co1GgxkzZvif6+joQFxcnH//kY4x\n", "FJ7nsWDBAsXyE0IIAJSXl4/5GKo1tIsXL8bmzZshSRLWrl3rf/706dPgOG5AQ3vy5Em43W4AwMKF\n", "C0c8xkRSVlaG5cuXhzrGqLCandXcALvZWc2tFNUa2rS0NLz00kuDnn/11VcHPbdx48agjkEIISzh\n", "Jso0iUeOHKHSASFEceXl5XjiiSfGdAwaGUYIISqjhjbEysrKQh1h1FjNzmpugN3srOZWCjW0hBCi\n", "MqrREkJIAFSjJYQQBlBDG2Is165Yzc5qboDd7KzmVgo1tIQQojKq0RJCSABUoyWEEAZQQxtiLNeu\n", "WM3Oam6A3eys5lYKNbSEEKIyqtESQkgAVKMlhBAGUEMbYizXrljNzmpugN3srOZWCjW0hBCiMqrR\n", "EkJIAFSjJYQQBlBDG2Is165Yzc5qboDd7KzmVgo1tIQQojKq0RJCSABUoyWEEAZQQxtiLNeuWM3O\n", "am6A3eys5lYKNbSEEKIyqtESQkgAStRotQplIYQoqNnqRnWHE2Ydj6kJZpj0fKgjkTGg0kGIsVy7\n", "YjV7uOfusHvxg/dr8fqhGnx5bxWO13b5fxbu2YfDam6lUENLSJjpcHpR2eLwb++/0Q5BnBAVvkmL\n", "GtoQW758eagjjBqr2cM9d5SRR2qk3r+9JCsavIYDEP7Zh8NqbqVQjZaQMJNkMeD76/JR0WRDlFGL\n", "mckRoY5ExoiuaEOM5doVq9lZyJ0VY8TThQlYlhODGJPO/zwL2YfCam6lUENLCCEqo360hBASAM11\n", "QAghDKCGNsRYrl2xmp3V3AC72VnNrRRqaAkhRGVUoyWEkACoRksIIQyghjbEWK5dsZqd1dwA8MEH\n", "H4Q6wqiwfM6VoNrIsKamJhw5cgQ8z2PVqlVITU0ddt+KigrcuHEDoihiyZIlyMjIAADs2rULgiAA\n", "APLz8zF79my14hIS1trsHpy50416TyKiW+2YmkijxViiWkN77tw5bNq0CQCwY8cOFBcXD7tve3s7\n", "nnvuOQDA3r17/Q2t0WjEk08+qVbEsMDyGHBWs7OY+8DNdvz2wyYAwOHqHvz82alIjzaGOJV8LJ5z\n", "JanW0JrNZv9jvV4fYE9g5cqVQz4vCAK2b98OSZKQm5tLN7vIpFXZ/GA2L6tbgM0jhDANCZZqNdr+\n", "nRl0Ol2APR84dOgQFi1a5N8uKirCc889h49+9KNobm5WPGM4YLl2xWp2FnM/OyMBfRN4YVFmJJIi\n", "Al+8hBsWz7mSVLuivV9bBQCO40bc/9ixYygoKEBCQsKQP5fTWJeVlfm/otz/Dxvu2/2zh0OeYLav\n", "XLkSVnkm8rampQrfX5UKp1fEzKwkVJSfDat8I21fuXIlrPIEuz1WqvWjLS0tRUlJCSRJwu7du7Fx\n", "40YAwNWrV6HRaDBjxgz/vidOnEBiYiIKCwsHHKOurg7Z2dkAgN27d2PDhg3Dvh/1oyWEqCGs1wxb\n", "vHgxNm/eDEmSsHbtWv/zp0+fBsdx/oa2paUFJ0+eRGFhIa5fvw6r1YpXXnkFQG9De+7cOQDAvHnz\n", "1IpKCJmgbG4frG4BFj2PSGPopt+mkWEh1r/cwRpWs7OaG2A3eyhyt9k9ePtMI47XdGFeqgVfXJmF\n", "lEhD0MehkWGEEDKMm20OHK/pXdjy4j0bKpvtIctCDW2IsXh1ch+r2VnNDbCbPRS5tZqBN+F1mpFv\n", "yquFGlpCJhiPT8SVeza8f7sD1R3OUMcJmWkJEXhpbjISI3TYOD0e00O49ho1tCHGcv9CVrOzmhuQ\n", "l/1qsw2v7bmFH7xfhy/tvoW6ztA3tqE459EmLf5iQQr+o3gaPrU4Awkh7HtMq+ASIkOPy4uqdidE\n", "EZiSYBqwYGK46V+LtHkEtNq9yI41hTBR6Oh4DWJMob+epIY2xFituQHsZg82t9cnorSiDX+80DvX\n", "wMbpCfjko2kw6Xk14gUkJ/uMfl+RLXoeiRGh/6PA6mdFKdTQEjKCHo8Pe661+bf33WjHC3OSQtLQ\n", "yjEr2YIfry9Am8ODrBjTpL2aDSehv6ae5CZ6vTAcBZs7QsdjbqrFvz0zOQImXWgaWTnZ9VoNZqda\n", "8Hh+HPLjx7eRdXkFXGi0Ys+1NtxotfvnPGH1s6IUuqIlZARGHY9PLkrHo5lR8IkS5qdFhnSUUSCC\n", "KMHhFWDgOei14//HoKLZjq/vvw0AMPAcfvrsVOTHm0d41cQXnp+WSYTl2hWr2UeTOzlSj6ci41VI\n", "E5xA2W1uH45Vd8Llk3CqrguzUizYOD0BCRF69Li8uN3uggQJyRY9mq0eROh55MWboOOV+2J7u/1B\n", "Dwe3IKHN7kV+PLufFaVQQ0vIBGBz+3C1yYZIgxYHbrbgeqsDV5rsSLHosWZKHLZdacXmS71TjT49\n", "LR51XS5cb7Hju2vzsCQ7WrEcM5IjoOEAUQKijVqkRrE1naNaqEYbYizXrljNzmpuYOjsTq+Ady+3\n", "4DuHavAPf67Fo5lRSLH0NnBtdi+sbh/e63cz7/3bnZiVHAFRAvZcbxt0vLGYnhSBn22ciu8+mYsf\n", "rZ+CrBjTsLknE7qiJYRxnU4f/vfSg4nxD9/qwOxUC1wNPViWEwOzjsfslAicudMDAChIMOFejwcA\n", "MCvFMuQxR4vXcJiWROuZPYxm7yKEcR0OD76w6xbuWXsbz6XZ0XhlQQoi9Lx/tqomqxsfNlghQUJB\n", "ghln7/QgOVKPhRlRiDeHvp9tf50OL262OSABmJpgRlyI84X1fLSEkPERZ9bjjafysO96O8x6Hk8W\n", "xCEtauB0gCmRBqyf/uC5aWG6iq7LK+APF5qwq6/UsX56PP52UXrIutMphWq0IcZy7YrV7KzmBobP\n", "nhNrwqcfy8BfPZI6qJENB3LPudUj4EhVh3/7yK1O2NzsL0RJDS0hJGxE6Hk8mhnl3340IwoRYToC\n", "LxhUoyWEhJUWm9u/vPqMJDOSRrEqgpKoRksICZpXEBUdpKC0JIsBSZbwK3+MRfie7UliItYLwx2r\n", "uYGxZbe6fdhZ0YLXdt/Cu5eb0e30KpgsMJbPuRLoipaQSeJmqwP/cboRAHC91YGsGCOWZCk3KowM\n", "j65oQ4zlMeCsZmc1NzC27A7vwLv3Ds/43c1n+ZwrgRpaQiaJKfFmTEvsnUkrO8bgfzwazVY3Pqjv\n", "xvUWO7yCqFTECYsa2hBjuXbFanZWcwNjy54aZcAba/Pwdsk0/PDpKUiPNo7qOK02D944XINvHqjG\n", "3++6iQt3rSO+huVzrgRqaAmZROIidMiLNyN+DAsVNts8qOqbDlGUgPerOpWKN2HRzTCVdTq96HB4\n", "EWnQIsky+MPNcu2K1ezhkrvD4UF5oxVtdi8WZUYjT8ZqCPezS5KEmk4XbG4f0qIM47rCa7RRi1ij\n", "Fg6vALcgyZqYJlzOeaiMqqG12WywWJSd9WciarV58JMTd/BhoxVJETr8Y1E+rd9E/A7e7MB/n78H\n", "ANh+tRU/e3YqUmUOn73SZMfX91fBK0iYk2rB11Znj1tjq+c5vPJICuweAdMSzcilz/SIApYOKisr\n", "h/zfO++8M175mFbT6cSHjb31qxa7F+WNg2tZLNeuQp1dECVUtTlw4a4VbXaP7NeFOjfQe0V6sV9t\n", "s8vlg1XGmP772Q/f6oBX6B3UefmeDU1W+f/+sXD7BPzPh/fw85MN+PUH9/Cb8/cAcCO+LhzOeSgF\n", "bGhPnToFjUaDmpoanD17Fh6PB2fOnEFcXNx45WOa+aEZh2LCdJ0pVl26Z8P/23kDX91bhR/8uTao\n", "xjbUOI7DhumJ/iZqTqoFCUEsCz6lX5nBwHOwjNN8AA6PiEt3bf7t6y0OOHzsT/qitoC/+S+++CIs\n", "FgsuXryIv/7rvwYAzJs3D3/605/GJRzrpsSb8OVVWdhzrR0L0i2YmxY5aB+Wa1ehzn7oVjv6Lupw\n", "pdmOZqtH1tfnUOe+b3FmFH76bAHsHhHZMUZZ867ez748NxqcBqjtcGJNfhyyY0fXgyBYkUYtNs5I\n", "6LuSBYqmxSHKMPIFRLic81AJeIbu12H1+oEf3oe3ydCMOh5PFsRjdV5sWI8tZ9XUBDOO9N3xNuk0\n", "iJTxCx9OdFoNpicFd6/jTqcTjT1uxJt1eGZaAnjNwK/tbp+IDocXBi2HOLPyv6daDYeN0xMwPSkC\n", "PlFCfrxpQsyupTZZn0yHwwFRFKHRaCAIAqzWkfvNkQcCNbJlZWXM/rUPdfZVeTEwaTWo73ZjRW4M\n", "smRe1SmV+26PG4dvtSMj2gi3T0RKpAGFSWbVJqm+0+XCl/ZWocvpA88B/1iUD49PQlq0AVkxRji9\n", "AnZfa8OvP7iLBLMObzyVN+RS33aPgHs9buh5DTJjDOC4kWus/VkMWswb4ttZIKH+rISarIb26aef\n", "xh/+8Afo9Xq43W6sX79e7VyEjCjOrEdRYUJI3luUJPzxQhPSowz491MNsPUNZ/3eU3mqzR9wz+pG\n", "l9MHABAk4Fx9Dw7d6oCO5/CjZwrg9In45bm7AHpvvr57uRlffzx3wDHsfRNrW90COA6Y7TJjdmrU\n", "oPdSiscn4labA47YXNR3u5A5ykESrJPV0MbHx+Mv//Iv1c4yKbH8V56l7C02D7yChPgIrSK5vYKI\n", "uk4XUiP1/kYWACqbbao1tAlmHfQ8B09fYTrZoofNLUACcM/qQbxZCw7A/QmmH74ZCwCtNjcaut3Y\n", "UdEKnYbD3z2WgcIk9aZNvHTPim8eqAYAJEV04p/XF4TlChBqG9XZbWpqUjoHIaq53mLHp0uv46+3\n", "VGLvtTa4vGO/S27Q8viLBSkAgBhT7/UKB2BuanBfqYORF2fCj9YX4LNLM/D62hwcq+6ChN5+rXFm\n", "LTJjjPja49lItugxP82C52YlDTqGR5Cwo6IVAOAVJey+3jZgroI2uwd3Ol2wun2KZD5b3+N/3GL3\n", "otXGTs8QJcm6oq2oqMDMmTP926dOncJzzz2nWqjJhOXaFQvZBVHC/5y/6++j+vbZu8gyerGwIGPM\n", "x340IwopFj3mp0Wi1eFFglmHqQmjn6hlJBzHoe3mBTy7fDkcHh8MWh4N3W4UJpqRF2cCx3FYlReL\n", "+WmRMGg1Q9aKo4xaWPS8/yo82aKDvu9qtq7TiW8fvI0mqxdPTInF3y5KR+wYV6Cdk2LBe5W9Cy1G\n", "GviQr2gbKrIa2lu3bg1oaLVatu7ukslLw2FAbwSthoMmuHs/w+I1HHLiQjMqyqzXYmFGFBY+9PdC\n", "w3GIMQ3fmKVEGvCPRfn43fm7iDHr8PL8FGj7Gtqy2m40WXsnAz9S1YmnCuLG3NA+khGFfyrKR2O7\n", "FbMyYpEZQzVa2USRpkVTSrhfEQbCQnaO4/DKI6mweQW02rx4dVEa5mWqd/NHbUqc8+lJEfiHoimD\n", "uoZFGwdeARu0Y6/bRuj5vj8I7J5zJQRsaHfv3g2n04nr16/D632w7EVycvKIB25qasKRI0fA8zxW\n", "rVqF1NTUYfetqKjAjRs3IIoilixZgoyMjKCPQchwsmKM+O7aXHgFCRaZfW3tHgFOr4AogxZ6GQ1O\n", "t8uHFpsHZp1m1NMPjqeHG1kAWJQZjY3TXbjabEPJzETky5jkhsgT8FO3YcMGAMCuXbuwcePGoA58\n", "7tw5bNq0CQCwY8cOFBcXD7tve3u7v+a7d+9ef0MbzDFYxUKdczgsZTdoedxvY0fKfbfHjbdON6Cy\n", "2Y6PzEzEc7MSAw6G6HJ68YszDXj/dhci9Dx+WJSPaUkRY8rb5fThVpsdXlFCQbwZiX0zv6l5zpMs\n", "evzdYxlw+0SYFR6EwNJnRQ2y+9EGy2x+cFNgpJFkK1euHPMxCFHK+YYenOu7W/7HC02Ym2oJ2EG/\n", "sduN9293Aei9Et57ox2RBh4un4i0KAOMQQ5g8AoiSitasPliMwBgWXY0XluZNeTVuMPT2x9WqUES\n", "vIZTvJElMrt3jebmlyRJ/sc6nbyC+qFDh7Bo0aIxHYM1LP+VZzX7SLlFKeCPBzHpePD9voknRujw\n", "1b1V+L+lN7D3ejvcvuDuadi9vYMK7jtZ142evl4T/bNXNNvwxd238NW9VahqcwQXepyx+llRiqyG\n", "du/evaivr0dtbS3eeecdVFVVjfgaQXjQV1HOEL9jx46hoKAACQkPRvoEe4z+U7GVlZXRNm2PantR\n", "ZhTmJJth1Grw8TlJyIszBtw/O9aIr61Ixfw0Cz4+JwmSBDTbe+9p/OfZRrQ7vEG9f4SWx6K0B6WH\n", "eakWtDTUDdj/8s1afPdQDao7nLje6sCPjtfhUuWNsDh/E3F7rDip/2XjMHbs2IFnn30W7733HoqL\n", "i/Huu+/i4x//eMDXlJaWoqSkBJIkYffu3f4a79WrV6HRaDBjxgz/vidOnEBiYiIKCwtlHWMoR44c\n", "wYIFC0b6p4QdlmtXrGYPlNvlFVDX6YJPlBBv1iHWrIVBK++rtChJ8PpEvH64xj/3cIxRi7dKpsma\n", "VcwriLjZ6kCzzYOMaANabF54BBEzkiOQEmkYkL3Z5sb/2XLNP0osxaLHzz8yNWDXrpoOJ5qsbiRG\n", "6JEfbwp6joOxYPWzAgDl5eV44oknxnQMWTUBjUYDjUYDo7H3bqrBMPIQusWLF2Pz5s2QJAlr1671\n", "P3/69GlwHOdvaFtaWnDy5EkUFhbi+vXrsFqteOWVVwIegxA1eAURB2624z9ONwIAPrU4Dc9OT5T9\n", "eg3HwaDj8XePZeCPF+7B5hbwl4+kjdjI2j0COh1e2DwCvrqvCh5BglGrwb9uLBhyUhgASDDr8eVV\n", "2fjh+7XQajh8fnlmwEa2ut2BL+6+BYdXhJ7n8OMNBZiWOLYbdkQ+WVe0W7duRVFREc6fP4/Vq1eH\n", "ZQ8AVq9oSfhos3vwqe3X/aPIjFoNfv2x6f47/sGQJAkSehvfQKwuH/5woQmlFa1IjNDh+TlJ+MXp\n", "RkgA3ngyF49lxwz7WkGU0GzzQMP1znsQ6Ar1RE0nvn+k1r/9pZVZeGpqfJD/qslJiStaWTXatLQ0\n", "7NixA0uWLMHVq1dRXV09pjclJBwZtRpk9esDmxFtGHWnfY7jRmxkAaCuy4XSvrkHWu1e3GpzIjVK\n", "D5NOg+TIwN8ceQ2HtCgDUiJHnuowMUI/YESc3LXJiDJklQ6WLl2KpUuXAgAKCwsxZcoUVUNNJizX\n", "rljNPlxui0GLL67Mwt7rbRAlYH1hPKICLD/k8gm40GjD6bpuLEi34NHM6KAnwdbzAxvIJIsey7PT\n", "kWjRI2+I4b2jPecFCWb8ZEMBbrc7kR1rRKGKczIMhdXPilKC7rel1WoHdPe6ePEi5s2bp2goQpQg\n", "SRKutdhxvsGKnFgj5qVHjrjsSmaMEZ9aIm/CmVttTrx+qPfb3f6b7fhBUT4eCXKoaU6sCV9dnY3N\n", "F5sxJd6EpwriVLna5DUcZiRbMCOZVq8OhTHPDlNbW0sN7Riw/Fc+3LPXdDjx5b1V/tViv7kmB6vy\n", "YhXL3eX0DtjucAY/taBeq8Ga/FgszoyCgddAN0KpYrjsdo+Auk4nNByHnFhj0IMk1BbunxW10UJW\n", "ZMLqcvn8jSwAVHc4FT1+TqwJyZbeO/0xRu2AlWnlaux24WRtN6o7nHD6BFy+Z8OJmk7Ud7tkH8Pl\n", "E1B6tQV/v+sWPvfeTRyu6oAQ7KgLoipqaENMyU7R4y3cs6dGGpAZ3fs1XKfh8Gjf13qlcmfGGPHP\n", "zxTgx+sL8JONBcgNcsrEZqsb3z5Yje8dqcGX9lThzJ0efPdQNb5/pBbfOVCNVpt70GuGyt7t9OGP\n", "Fx5Mxv+HC03odikzcbdSwv2zojaaWJZMWKlRBvzDunzc7XEj2qhFXt8Vp8EUgdN1Xdh3ox1zUyOx\n", "Jj921POupkYZRl1TbXd40dD9oDE9VdeF1Cg9PD4J66fHY+uVVsxOtWB+WmTAm2wGrQaZMUbUdvZe\n", "BefGmmDSyb+Gcnl750uQOzCDBI8a2hBjuXbFQvahGsLIzKn4/Hs3IQE4c6cHsSYt1kyJG/dsMSYd\n", "4kxaf213flok/nChGS/OTcbbZxohSkBpRSv+qSjfP5/rUOc8xqTDt9bkYt+NNui1GjxZECd7kplr\n", "LXb8+6l66HkNPrs0Y9gBEmPFwmdFTdTQkknH5hHQv4LZEqJ1rNKiDPjh01Nws82BGJMWeXEmpEcb\n", "0eHwDpjYpllGvqxY+b0l7mu3e/HdQ9Xo7Gvo/+VYHf5lfUHAKSHJ6Iy5Rks9DsaG5doVq9m19nbM\n", "7JsvNtqoxZxUZbo8uX1C0DehcuJMeGpqPBZlRiMhQo+FGVGYkRSBpIjeUoZZpxmwDpmS59wnirD3\n", "W8HX5gk+v1ysflaUIutP18mTJxEfH4/CwkJUVVXBYrEgJaV3BdCcnBw18xGiOE7wYmFmJB7JiIQg\n", "Svh9eRO+uSZH9uoLDxMlCR82WPG78ntIjzLglQWpSI8Orm5b0+FEp8OLGJMWkgR8f10eupwC4sxa\n", "ZMeqs9JBQoQer63MxptHa8FrOHxuWeD5Esjoyfpk3blzxz+zVl5eHrZt24bnn39e1WCTBcu1K1az\n", "p2Xn4Dtbr8Hp7Z0nNkLfO0m3pa9tdHgE9Lh8MOv5gCPD7qvvcuH1Q9XwiRJutDpgMfD47NJM2Xlu\n", "ttrxpT1VcPlEJEboUDQtHmW1XfjOE3mDGmwlzzmv4bAiNwZTE6aD43p7aaiF1c+KUmSVDiIiIhAf\n", "3zsBhUajAc/T3UnCrhiDFpvmp/i3N81LRnRfg9rl9OKXHzTiE1sq8Z2Dt9Eooz+rR5Dg6/eVu9Xm\n", "QY/bB7dPCPCqBypbHHD1TQ7eaveCA1DT4RqXyby1Gg7p0UakRRnHddrEyWZUNVqNhrrfKoXl2hWr\n", "2c+eOYUNhQn46cYC/OzZqVhfmABd35Lbt9ud2HOtHaLU2wB+2DevbCBpUQa8OLd3wdIIPY+npsbj\n", "s6U38NOyejRbB/eFHfz6B7ODaTj4R3VFGAZf0LB6zlnNrRRZpQOO49DR0YG4uDh0dHQMWPmAEBaZ\n", "9fyQ4/61Gg7Pz0mCSatBq90L/RCrxT4sQs/jhbnJeGJKLKxuAa8fqobVLaCpyoMFaZF4coSv5DOT\n", "LXh9bS6utzgwNdGE49Wd+OzSDEwb54lfiHpkNbTPPPMMDh06BJvNBqPRiI985CNq55o0WK5dsZo9\n", "UG6LgcfR251otXtRmGhGyUx5E39H6HlE6E04X9/tn88WgH8FhEA8gog7nU5UdziQFqXH3y/LQsQw\n", "teGJeM4nA1kNLc/zKCoqUjsLISFX0WxHa996X9dbHWiyeZAjY2htt9OL660O2D0CvroqCz86fgeF\n", "SWbMTx9+9dz7rrXY8ZsPe4fQftBgRZJFH/QsYKIkQRAlfwmEhBdZ/1Vu3bqldo5Ji+XaFavZA+WO\n", "eehK0iJjfllJkrD3eju+fbAaPzxah9KKNvx4wxR8flkW0mQMz3V6Bq6S2+3yQRxm4ZOhsjd2u/Cj\n", "Y3fwlT1VuNBohYxFU8Ydq58VpchqaC9dujRgu6amRpUwhITa7BQL/mZhKuakWPDV1dmyZuRy+UQc\n", "q+nyb99sc6C80Yav7auS1WuhMMmM3LjelR2mJZpR1+nClXs22ZnfvdyCw1UdqGix49sHbw+YP4GE\n", "B1mlA49n4BDAS5cuITc3V5VAkw3LtStWsz+cW5Qk3O1xQxAlpEYa8OK8FDw/Jxm8jBthQO8SOKvz\n", "YvzTME6JN6HV7kWH04dWuxfp/ZbHGUp6tBF/vywTHzZa0WzzYPOlZtg8PsxNG1x2eDi7IEpo6dez\n", "wSNI8Ajiwy8LOVY/K0qRvZTNgQMHsG7dOrXzEDLuPmzowXcP1cArSvjcskysK4gbcQLu/jiOw9OF\n", "8ciLN6HD4UWz1YN3LjYj2qhFvMxZwUw6Hu9ebvH3py2QObkLr+GwaUEqKltvw+kV8dK8ZP/S5CR8\n", "yPo0/f73v0dPTw+2bNmCLVu24MqVK2rnmjRYrl2Fe/YelxdXm2y42WqHx/fgKq9/bqvLh7fPNMLb\n", "N+Dg30/Vo9XhHXSskUQbdViUGY1VebGYkxaJr6zOxj8/MwWZMYGvZu/LiTPhzWem4MW5SfjKqiws\n", "yY4ecr+hzvmsFAveKp6G/3yuEB+fkxz0umXjIdw/K2qTdUX79NNPY+HChf7tvXv3qhaIECXYPQJ+\n", "X96EnZVt4AB8ZXU2nhhiKkQdzyHWrEN9X10zQs9DJ7NkMBSTjsf8Ib7y93en0wWbR0BKpB5x/a54\n", "pydFYHrfZDfBGqk8QUKLk8LxFuUoHDlyBAsWLAh1DBIm6rtc+D9br/m3c2KN+NeNBYjQD762qOt0\n", "4tcf3IXNLeDVxemjbuzkqGy242v7euc1WJgRiddWZCE+Qj/yC0nIlJeX44knnhjTMWjiSTIhmXQa\n", "JJh1aOsrA0yJN8EwTB/T7FgTXl+bB1FSvx/qkap2fx32fIMVd3s81NBOArI+VT09Pdi6dSt++9vf\n", "wufzobS0VO1ckwbLtatwzp4Qocc/rMtDyaxEfOKRVLyyIBXavkZ0qNy8hhuXzv79a7Y6DRd0PTWc\n", "z3kgrOZUSi+RAAAgAElEQVRWiqwr2v3796OkpAR79uyBVksXwYQNefFmfFqlpVlGa3lODLyChFtt\n", "Djw9LQE5cUPXVm1uH87W9+DiXSuWZsdgQXokDEH0hCDhRVaraTQaodM9KNrTNInKYbl/IavZlcp9\n", "t8eNimYbDLwGM5MjZJUAEiL0eH5O8oj7XWux482jdQCAAzc78JMNBZiVYhlV9oZuFw7c6IBXFPH0\n", "tARkx47/jTNWPytKGdWABVEMvw7RhIynLqcXP3i/Fjdae+eMLZmZiFcXp0M7hh4L/bU5Bi4XPtrl\n", "wx0eAf92sh4X7vaONLvQaMWb66cgxkgrKYwnWd9FkpKSUFZWBp/PhzNnziArK0vtXJMGy7Urudmb\n", "rW4cq+7E6bpudDqD76OqNCXOuc0j+BtZADhX3wOnV7npQ6clmv2TkadF6f1XofezO72CrDkNXD4R\n", "NZ0PhgE3dLvh9o7/hRLLn3MlyLqiXblyJSorK9HV1YWUlBRaJ4zI1u3y4Scn7vivqD4+JwmfWJim\n", "2JVfqEQbtFiaHY1Tdd0AgKemxsE8whLfNo8PPkGStS5XXpwJ/7qxAJ0OHxItOv9oL1NUDHZWtGD/\n", "zQ48mhGF4pmJA/riDspp1OKVBSn4t5MNAIC/WJBC64KFAPWjJapq7Hbhr7c86M+aGqnHv31kmqy1\n", "uMJdm92DW20O6HkNpiaaAy7TXd3hxE+O16HbJeD/LcvAwowoaDgOVrcPTq+ISAMP0wgNNQBcvGvF\n", "V/ZW+be/tSYHK/NiA77G5RVQ1+WCIErIjjWF5cixcDZu/Wjb2tqwb98+mEwmeDweFBUVIS5u8Cgb\n", "Qh4WadBiQXokyvuWhFmVFwvzBPlFT4jQI0HGDTCPIOIXpxtws6130pk3DtXgvz46HRoO+PnJelxp\n", "smF9YQJenpeCaNPAX0mrywcJ8P9hcj30td/mGblcYdTxmJao3iAMMjJZNdr9+/dj06ZN+NjHPoYX\n", "XngBBw8eVDvXpMFy7UpO9iijFl9YnoVvrcnB957Kw3OzEkNeNhjvcy5JEtz95loQJAmiJOHCXSs+\n", "bLTCI0gorWhFVfvAxRhvtNjxxd238Pn3bvqnTTS6O/BI32TiWdEGzE4dvBxPOGL5c64EWVe0ZrPZ\n", "vyAjz/MwGmlcNZEvOVKP5MjJO/rJoOXx6ccy8PqhatjdAr6wIgspkXpUNA3cr/8itD0uH948Vuef\n", "W/Z7R2rwi5JpsLU04qurF6PL6UOkgadRZYyQ1dC6XAMnL3Y4ev/ynjt3DosWLVI+1STCcv9CVrOH\n", "Ivf0pAi8VTwNPlFCQoQeWg2HWSkR+PvlmWizPxgmfJ8oSfD2W2/MI4gQpQfZWbuhxepnRSmySgei\n", "KOLXv/41ysvL8Zvf/AZGoxGVlZW4ePGi2vkIGRW7R8CHDT04cqsDtZ3OUMcB0FvTTYk0QKvh0OX0\n", "YvOlFvy0rB57rrdhaXY0ovr1bY0x6fDaiiyYdRoYtRp8/fEcJEaw1biSB2Q1tA6HA4899hiMRiMW\n", "L16MwsLCsFyXiEUs167COfu5+m58ff9tvHmsDl/bO3BJmXDIfafLhUO3OgAAnU4f/ny7c9A+89Ij\n", "8V8fnY5ffrQQizOjwHFcWGQfDVZzK0VW6eDll1+GxTK46J6VlYWGhgZkZGSMOYgoipAkiYb3kjET\n", "RAkf1Pf4tzucPnQ6fUgfei7tkDBqNeAA3L9ciTMN/auYZKEa7EQgq6EdqpEFgMjISBw5cmTIhrap\n", "qQlHjhwBz/NYtWoVUlNThz3+/v37UV1djeLiYqSlpfmf37VrFwSht/tKfn4+Zs+eLScuU1iuXYVj\n", "dq8g4vSdbuTGmQD0XiUmW3QDlpQJh9y5cSZ8Y00Otl5pwdQEM1bkxsh6XThkHw1WcytFtV7j586d\n", "w6ZNmwAAO3bsQHFx8bD7FhUVobKyctDzRqMRTz75pFoRyQTU0O3GP/25FtMSzfjU4nRwHPBoRiRS\n", "ZSz7rSZBlOD0CYjQ8eC43ikZV+XFYklWFPS8BhzH9kg5Ephq866ZzQ+mp9PrR/f1RxAEbN++Hdu2\n", "bUN5eblS0cIKy7WrcMwuSYAoAddaHPjPs424dM86aJmX8c7davPg7bMN+MJ7t7CzshX2foMMDFo+\n", "qEY2HM+5HKzmVopqV7T9b5b1n2IxGEVFRf7H+/btG3MmMvFlRBvwhRWZeOtUAxIidPirBanQqHy1\n", "2GR1wytISLToYNQOvsdw8Z4VOyvaAABvnW5EXpwJc1IDrytGJhbVGtr7tVUAinwtktNYl5WV+WtB\n", "9/+C0ra62/eFS57ly5dj7ZQ4pGnsgOBDXt/E3/1/vnz5ckXej+d5RObOxrcO3IbDK+Jv5ieiZG4q\n", "DFp+wP4Oz8Bhs26fGFbnazy27z8XLnlGk38sxjypzHD119LSUpSUlECSJOzevRsbN24EAFy9ehUa\n", "jQYzZswYsH9lZSViYmIG3Ayrq6tDdnY2AGD37t3YsGHDsDloUhky3ryCiK/sqUJFi93/3C8/Wojs\n", "WNOA/eq7XDh6uwMcxyEpQo+FGRbERYS2ZkzkU2JSmTHXaIfr2rV48WJs3rwZmzdvxuLFi/3Pnz59\n", "GqdOnRqw7+HDh1FWVobDhw/j+PHj/ufr6uqwZcsWbNmyBdOmTRtr1LDEcu1qPLN7BBE9bh9EBfpv\n", "K5Vbw3GI6dcty8Bz0GoG/0oZdRqU37Xhd+VN+NmpejRaRz8nL6ufF1ZzK0VW6eDEiRNYsWLFkD9b\n", "uHDhkM+npaXhpZdeGvT8q6++Oui5tWvXDnmMlStXyolHJrh7PW78z4f3cKPVgefnJOGJ/FgYZUwp\n", "qDZew+ETC1PhEyW0O7z45KI0pEUNvvF7r8eDiubeq16vIOHo7Q7MTmFjMhiiDFkN7Z///Ge0tLRg\n", "xYoVSEpKUjvTpMJy/0IlszdbPWhzeBBn0g3qinWytgvv942c+llZPfLiTEix6NHQ7YZZr0FOrAl8\n", "EDOCKZVblCTc6eq9EZZs0aPb5YMgAdqHokQaeOh5Dp6+uQvy4ka/YCSrnxdWcytFVkNbUlKC6dOn\n", "4+TJkzh69ChmzZo1qMZKyGg1dLvwrQO3cbfHgwSzDj94On9AndP+0ByskiTh307Vo6y2GzwHfH9d\n", "PhZmRI13bHQ5ffiPU/XocPau53W+oQczky2DRnPlxBrxw6en4Gh1J3JjTXgsO4yGqJFxIatGO2fO\n", "HOh0OqxevRrr1q3Dzp071c41abBcu1Iqe027E3d7ehcAbXN4catt4CQwq/Nikd73lfzZ6QmQAJTV\n", "9i4hI0jAjqutQb2fUrl1PIdY88CJYHRDXFlzHIdZKRZ8dmkm1k9PCLj0zEhY/bywmlspsq5oy8rK\n", "kJOTg1OnTsFiseBzn/uc2rnIJBL50LI2MQ9tZ8ca8eMNU+H0iogxadHl9MKs08DRd6U7NXHgXf7x\n", "EmnQ4iursvHfH9yFRxDx6qL0AQ1vIC02D3yihMQIHXS8auOGSJiQ1b3rjTfewOOPP45ly5aF7aQv\n", "1L2LXU6vgHP1PSir7cKjGVFYmh0NS4D1t4De1QcO3mpHWpQBK3NjkRjCyVcEsfdXSG6duLLZhm8f\n", "rIbdI+BzyzKxdkoc9FpqbMPVuK0ZVlJSgjlz5ozpjQgZjknHY1VeLFaNsMhgf9OSIjAtKTzWwQrm\n", "RpxHEPGfZxthdfcO6PlZWT1mJVuQFUurlkxksmu0RB0s165YzR7K3BoAln6LU2p5DsFUDuics0nW\n", "f+Kenh5s3boVv/3tb+Hz+VBaWqp2LkJCwuER4PaNvLKsXM02D263O9Dp6B2koOU1eHVROmYnRyAz\n", "2oA3nsxDWl93tja7B7UdTnS7fIq9PwkPskoH+/fvR0lJCfbs2QOtVrXpESYllvsXspp9uNyX71rx\n", "1plGWPQafHZpJnLixnaTra7TiW/uv40Wuxfz0yx4bWU2kix65MSZ8I9F+fCJkr8WXd/lwncO3kZj\n", "jwdLMqPwueWZQy5lPtHO+WQh64rWaDQOmNQlXG+IETJaTVY3vn2oGtUdTlxusuPfT9WP+cr2QqMN\n", "LX0LL164axuwdplRxw+44VfeaEVjXxe3M/U9qO4Ij3XOiDJkNbQej2fAtiiKw+xJgsVy7YrV7EPl\n", "FkQJrn4DI2weEcIYP+bRpoEXJOYAw4YthoE/G2q6RWBinfPJRFZDm5SUhLKyMvh8Ppw5cwZZWVlq\n", "5yJkXCVZ9PjCiixw6F3P6+8eS4dZP/I3t3s9btR3ueD2DW6V56ZG4i8XpGBGcgS+vCprwHLig/e1\n", "4PnZSciPN+FzyzJQEGBfwh7Z0yRWVlaiuroas2bNQk5Ojsqxgkf9aMlYeQURLTYPeA2HlMiRpzG8\n", "cs+Gbx64DZdPxN89lo6iafFDXon6BBEur4jqTic0HIfcOBMihmjEJUmC2yeGxYQ55IFx60cLADNm\n", "zPDPb9B/nlgyeXU6vNBwHKKHWcGVNTpeM2jZm+G4fQL+61wjXH1Xsm+dbsSCtChkxQ7R0IoS/nSl\n", "GX+61AIA+NtFafjIzMRBI8I4jqNGdoIK+Buybds2/+oI9+uykiTh1q1b+MY3vqF+ukmg/6zzLLnQ\n", "2IMfHb8DPa/BV1dnozBMBg/IocQ55zluwFBho1aD4QZ3dbt82Hq5xb+95UoL1kyJQ5w5cOXOJ4jQ\n", "PtQYs/p5YTW3UgI2tBaLBevWrcPJkyeh0+kwb948lJeXIyZG3tLIZGJqtXnwxuEa/1wDPz5+Bz/Z\n", "WIDIEYbNTiRaXoNPLkqDCAmdDh/+dnE60oa5GjZqeeTHm3GzzQEAmJZohkk3fCPb4/LhcFUHjtd0\n", "YXVeDNbmx8FinDzndiIK+F9v3bp1AIB79+7hYx/7GABgyZIlNGBBQSz+lb+/0ux9PlGCAgsfjBul\n", "znl2rAnfXZsHQZQCfuWPNmnxtdXZOF7TBT3PYWlONEwB9r/easfbZxoBAJXNdmREG/3TQLL4eQHY\n", "za0UWX8mH15ckbp3TW6JFh2+sSYHP3y/Fnpeg9dWZiFqkl5x6XgN5JRVM2KMeHl+iqxjOjxCwG3C\n", "Hlndu0RRRFtb73LJbW1t8HpHv+YRGYjF/oUcx2FxZhTeeCwavygpxCzGlmUJ93NekGBGdkxvr4f8\n", "OBOmJDxYkSHcsw+H1dxKkT171/79+2Gz2RAREeEvI5DJi+M4WFsaED81J9RRJpz0aCN+8PQUdLt8\n", "iDZqhxyKS9gy5uXGGxoahl0JdzxRP1qipHa7B20OL6IM2kFrmJHJZVz70Q7n/PnzYdHQEqKUZpsH\n", "//TnGlxrcSDWpMUPn56C3DFOMEMmN5rWPcRYrl2xmn2k3LUdTlxr6e2K1en04eJd63jEkmWinvOJ\n", "jhpaQh5ieWh4bHzE6BdTJARQoHRAxobl/oWsZh8pd36CCd9ak4P9N9oxPz0S0/rd9Q+1iXrOJzq6\n", "oiXkIUYtj5V5sfj0Y+m4fM+Kbx+sxtUmW6hjEYZRQxtiLNeuWM0uJ7fN7cM//rkWZ+utqO104fVD\n", "1Wi1e0Z8ndom8jmfyMbc0FKPAzIRCSL8czkAgNsnQhQZGmdMwsqY+9GGC+pHG7xWmweX71nh8IqY\n", "nx6JDJlTBE4W5Y09+O6hGvhECV97PBvLsmOCWlqcTAxh0Y+WsMknSnj3cjN2VvYOrc6N7R2NFGee\n", "3HfY7/a40OX0ISFChwXpUfivjxZCknpXYKBGloxWwIb26NGjWLhwIX75y18Omujb6/WioKCAriLH\n", "KFTzdLq8AsobH/QPrel0weERgmpoWZ1jdLjcNR1OfG1fFTqdPmTH9C0FHmZX+RPtnE8Wsq5oc3Nz\n", "UVxcPOj5rVu3UkPLKLOex/rpCf7p+FbkRk+YlRJG61qLHZ1OHwCgrsuN2i5X2DW0hE0Bf7NWr14d\n", "+MXayf2LqYRQ/ZXXcBzWTY1HfpwJbkFEfpwp6Im7Wb1CGS73w1fzUWE4kflEO+eThaxPUmxs7JDP\n", "00oLbIvQ85ibFhnqGGFjRnIEvrg8Ex/etWJVbiymJND8BkQZsrp3rVq1asjnR7riJSNjuX8hq9mH\n", "yx1l0KKoMAHfXJOL5bkxQ65oG2oT7ZxPFjRggRBCVBawH63P58OxY8dgNpuxZMkSHDp0CA6HA089\n", "9RTM5vAZ/w1QP1oydl1OL9odXlj0PJIjaQ5a0kuJfrQBr2i3b9+OuXPnIiEhAW+++SZmzpyJoqIi\n", "7Nq1a0xvOhRRFCEItDYSCY12uwf/WlaPT5fewOd33URNhzPUkcgEErChNRgMSEhIQEFBAdLT05Ge\n", "ng6j0QijceQuL01NTfjjH/+I//3f/8W9e/cC7rt//368/fbbaG5uHvUxWMVy7YrV7EPlrut04XRd\n", "NwCgw+HDqb7H4WYinfPJJGBD63Q6IUkSHA4Hqqqq4Ha7AcD//4GcO3cOmzZtwosvvoizZ88G3Leo\n", "qGjIG2vBHIPI4/QKaLK60e2kBTb7M+kG/irEm8OvaxdhV8BP05o1a/Duu++C53l8/vOfx7Zt2wAA\n", "S5cuHfHA/Wu4ev3oFpdT4hjhbjz7F1rdPvzpUjO2XmlBXpwJX388B5kxo++Qz2rfyKFy58eb8Y3H\n", "s7Gjog1zUi1YmBEVgmQjm0jnfDIJ2NAmJSXhhRde8G+//PLLsg/c/x6bTje68fNKHIM8UNPhxLuX\n", "WwAAVe1OHK/pwqb5KSFOFR70Wg1W58dhWU4MdDx1xiHKUu37Uf8bWxw3usk4gj1G//HU92tC4b59\n", "/7nxeD9NUt7AEyY8KB+M5nhXrlzBpz/96ZCev/7bFosFs+fMBa/hAu7/8LkPl/xyth/+N4Q6j9zt\n", "X/ziF5g9e3bY5Al2e6xkTZPodruxZ88e//b69ethMATu/lJaWoqSkhJIkoTdu3dj48aNAICrV69C\n", "o9FgxowZA/avrKxETEwM0tLSRjzGUFjt3jWek204PAL23WjHlivNmJZoxqcWpyMtavSlg3CaKKSh\n", "24XNF5vRavfgrxakYmaKZdh9wyl3sFjNzmpuQJnuXbIa2q1bt6KoqAgWiwU2mw379u3D888/H/A1\n", "d+/exbFjxyBJEtauXYukpCQAwC9/+UtwHIdPfvKT/n0PHz6M6upqGI1G5OTkYOXKlQGPMRRWG9rx\n", "5hMl9Lh8MOk0MOnCb+TTaAiihB8ercWx6i4AgFmnwS9KCpEaRX1hydiN23y0Op0OFkvvFYLFYpFV\n", "L01LS8NLL7006PlXX3110HNr164N6hhk9LQabsLNOStIEpqtD5aZcXhFeAQxwCsIGV+yqv4PDyQQ\n", "RfoQK4Xl/oXhkl3Pa/CJhanQ8b11/FcWpCApYvheKuGSezRYzc5qbqXIuqK1WCy4efMmpk6dips3\n", "b/qvbgkJF/PTIvF2SSG8goiUSANM+olRFiETg+w1w06dOoXGxkZkZGTgscceUztX0KhGSwhRw7iu\n", "GSZnkAIhhJDBgu6ZXVdXRzVaBbFcu2I1O6u5AXazs5pbKbIa2h/96Eeoq6vD3r170djYiPfee0/t\n", "XIQQMmHIaminTZvmXwWXSgjKYrUTN8BudlZzA+xmZzW3UoLq3sXzdCeXEEKCJauhtdlsOHjwIPLz\n", "89XOM+mwXLtiNTuruQF2s7OaWymyeh0899xzaG5uRm5uLi5dukQ3wwghJAiy+9H25/F4wm5+WOpH\n", "SwhRg+prhg1n//79Y3pTQgiZTEbV0FLpQDks165Yzc5qboDd7KzmVkrAGu0bb7yBV199FZs3b0ZW\n", "Vpb/+evXr6O4uFj1cIQQMhHIqtHu2LFjQMP68HY4oBotIUQN41ajXbJkyYDtmJiYMb0pIYRMJrIa\n", "2pSUgQv4DbU0OBkdlmtXrGZnNTfAbnZWcyuFlvskhBCVjaofbTiiGi0hRA0h60dLCCFEPmpoQ4zl\n", "2hWr2VnNDbCbndXcSqGGlhCiKIdHQJfTC3FiVCUVQTVaQohi7nS58POyetyzuvHJRWlYnhMDHc/2\n", "9RzVaAkhYWXL5WZcbrKh1e7Fm0frUN/lCnWksEANbYixXLtiNTuruYHwz+7yPZgHRZR6/weEf261\n", "UUNLCFHMi3OTkWLRg+eA/7s4DenRhlBHCgtUoyWEKKrD4YVHEBFn0kGvZf9aTokarawVFgghRK44\n", "sy7UEcIO+39uGMdy7YrV7KzmBtjNzmpupVBDSwghKqMaLSGEBED9aAkhhAHU0IaY0rWrDocXZ+90\n", "43xDD7pdPkWP/TBW626s5gbYzc5qbqVQr4MgNHa70O7wIjFCj9So8OsfaPcI+M0Hd3HgVgeA3j6N\n", "r8xPgW4CdLEhhGVUo5WppsOJr+ytQrfLh2SLDv9UNAWZMUbV3m80mq1u/NW7lf7RODEmLd4uKaTu\n", "NoSMAdVox1FVu8P/VbzZ5kVdGI7hNut5zEuN9G8vTI+EWUf/iQkJNfotlCnONPCqMMaoTNVFydpV\n", "pEGLzy/PxJdXZeFrq7PxiYVpMOp4xY7/MFbrbqzmBtjNzmpupVCNVqbCpAh84/EcXLhrxZKsaExJ\n", "MIU60pBSowxhWT8mZDKjGi0hhAQQ1nMdNDU14ciRI+B5HqtWrUJqamrQ++7atQuCIAAA8vPzMXv2\n", "bLXiEkKIalSr0Z47dw6bNm3Ciy++iLNnz45qX6PRiOLiYhQXF0/YRpbl2hWr2VnNDbCbndXcSlHt\n", "itZsNvsf6/X6Ue0rCAK2b98OSZKQm5tLpQFCCJNUa2j7l351usD9OIfbt6ioyP943759CqYLH8uX\n", "Lw91hFFjNTuruQF2s7OaWymqlQ7u11YBgOO4Me87UmMNDPx6UlZWRtsTdLvN7sG5mw24eKMmLPLQ\n", "9sTfHivVeh2UlpaipKQEkiRh9+7d2LhxIwDg6tWr0Gg0mDFjxoj71tXVITs7GwCwe/dubNiwYdj3\n", "Y7XXQVlZGbN/7UOR/W6PC/9wuBZVHU5kRBvwvafykBEd3Ag9Oufjj9XcQJj3Oli8eDE2b94MSZKw\n", "du1a//OnT58Gx3EDGtrh9q2rq8O5c+cAAPPmzVMrKmHI7XYnqjqcAICGbjdutjqCbmgJGW/Uj5Yw\n", "5cOGHnx9/23/9vefysPirOgQJiITXVhf0RKihmmJZnxuWQb+XNWJ5bkxmJEUEepIhIyI5joIMSUL\n", "7uMtFNktBi02TE/Ev6wvwHOzkhA5ijkn6JyPP1ZzK4UaWsIkXhO4Jwsh4YRqtISQgBq7XXD6RKRY\n", "9LAYJl+1kWq0hBBVVTTb8I39t+H0itg4PQGfWJiKyEnY2I4VlQ5CjOXaFavZWc0NjH/2rZdb4PSK\n", "AIBd19pwt8c9quOwfM6VQA0tIWRY/ec21vEcjLT+3KhQjZaQYYiShDa7FxoOSIgIPDHSRHWvx41t\n", "V1pwp8uFl+YlY15a5IhD6icaqtESohJRknC6rhtvHq2Dnufw+pN5mJ1iCXWscZcaZcBnl2VCECXq\n", "6TEG9D0gxFiuXbGaXU7uVpsHP3i/Fi6fiB63gJ+euAOr2zcO6QIL1TkfayPL6mdFKdTQEjIEjuOg\n", "7de46HgOdD1HRotqtIQM40JjD/71RD0MWg2+vCobUxPNI7+ITDhUoyVERfPTo/Dz4qngOY76jpIx\n", "odJBiLFcu2I1ezC5Y4y6sGpkJ8M5n4iooSWEEJVRjZYwxyuIuNXmQLfLh6wYI9Jp4m+iIqrRkknp\n", "4l0rvnWgGhKAtCg9flA0ZcAIJkLCDZUOQozl2lWosp+u68b9r2F3ezxosXmCej2d8/HHam6lUENL\n", "mDM79cEILYueR6x55BWSCQklqtES5tjcPlS22NFi82J6khn58dS/laiHarRkUrIYtFiUSQsyEnZQ\n", "6SDEWK5dsZqd1dwAu9lZza0UamgJIURlVKMlhJAAlKjR0hUtIYSojBraEGO5dsVqdlZzA+xmZzW3\n", "UqihJYQQlVGNlhBCAqAaLSGEMIAa2hBjuXbFanZWcwPsZmc1t1KooSWEEJVRjZYQQgKgGi0hhDCA\n", "GtoQY7l2xWp2VnMD7GZnNbdSqKElhBCVUY2WEEICoBotIYQwgBraEGO5dsVqdlZzA+xmZzW3UlRb\n", "YaGpqQlHjhwBz/NYtWoVUlNTg943mGMQQki4Uu2K9ty5c9i0aRNefPFFnD17dlT7BnMMVi1fvjzU\n", "EUaN1eys5gbYzc5qbqWo1tCazQ8WzNPr9aPaN5hjEEJIuFKtoe3fmUGnC7wc9HD7BnMMVrFcu2I1\n", "O6u5AXazs5pbKarVaAVB8D/mOG5U+wZzjJiYGJSXlwcbM+TMZjOTuQF2s7OaG2A3O6u5gd62ZaxU\n", "a2idTieA3qvS+48B4OrVq9BoNJgxY8aI+w73/FAeeeQRxbITQoiSVGtoFy9ejM2bN0OSJKxdu9b/\n", "/OnTp8Fx3ICGdrh9h3ueEEJYMmFGhhFCSLiiAQuEEKIyamgJIURl1NCSMRFFcUDvEFawmpuwSbWb\n", "YUpgdRivErl37drlbwjy8/Mxe/Zs1XMHm33//v2orq5GcXEx0tLSRnWMcMrNwjmvqKjAjRs3IIoi\n", "lixZgoyMjKCPEU65WTjnp06dQnNzMwAgKyvL38MpqHMuhbGdO3f6H5eWlo5q32COoRQlch88eFD5\n", "YDIEe74qKiqkxsbGMR1DCUrkZuGcHzt2zP94z549ozqGUpTIzcI57+/AgQOjOkZYX9GyOoxXidyC\n", "IGD79u2QJAm5ubnjNteuEucr3M/5cFg45ytXrhzzMZSiRG4WzjkA1NbWYtu2bSgpKRnVMcK6oZUY\n", "HcarRO6ioiL/43379imYLjAlzle4n/PhsHTODx06hEWLFo3pGGOlRG5WznlOTg4+85nPYOfOncjL\n", "ywv6GGF9M2y8h/EqRYnc/Y3nPA9KnK9wP+dyhPM5P3bsGAoKCpCQkDDqYyhBidz9hfM5BwCj0YjI\n", "yMhRHSOsG9pAw3grKytl7RvMMF6lKJG7rq7O/9jlcqkZV1aeobIHeww1KZGbhXN+4sQJJCcnIycn\n", "R9Yx1KREbhbOeUdHh/9x/6vYYM55WJcOWB3Gq0Tuuro6nDt3DgAwb968cckdbPbDhw+juroaRqMR\n", "OaFv5JsAAAXISURBVDk5/jpcuJ/z4XKH+zlvaWnByZMnUVhYiOvXr8NqteKVV14JeIxwzx3u5xwA\n", "Tp48CbfbDQBYuHDhiMcYCg3BJYQQlYV16YAQQiYCamgJIURl1NASQojKqKElhBCVUUNLCCEqo4aW\n", "EEJURg0tIYSojBraSeyNN95Q7FjvvvsuduzYgR07dmDnzp3o6ekZtM/Ro0dx9OjRUb/HgQMHsG3b\n", "tjGknJh279494j42mw2/+tWvZI+SI8oK65FhRF2vvvqqYsfiOA7FxcUB9+k/qmY01q1bh+3bt4/p\n", "GBORnCG3FosFy5cvhyiK45CIPIwa2kmoqakJZ86cwe3bt/Haa6/5n3c4HNi+fTssFgt4nseNGzfw\n", "pS99yf/zgwcPwmazged5eL1ebNy4EQaDAQBgMBiwbds28DwPh8OBDRs2ICoqCkDvZCKdnZ0AgJqa\n", "GnzhC1+QldPn86G0tBQajQaSJA2aWPn48eNoaWmBXq+Hy+VCUVERoqKicPnyZZSWluKJJ57A8uXL\n", "/dtr1qzBihUrhn0/m82Gd955B2azGRqNBkajEQ6HA0VFRf6JUIZ7TwA4f/489u3bh1deeQWnTp2C\n", "Xq/H3LlzUVBQAEEQsHfvXv9YebvdjqysLCxbtmzE83Dq1CncvXsXer0eoihCr9fjmWeegc/nw759\n", "+3D9+nXs2LEDAFBQUICZM2cCANrb27Fv3z6YzWZ4PB5ERkYiNzdX1rknCpM94y2ZcN59990B29XV\n", "1QMmNq6trfU/PnnypHTjxg3/ttVqlbZt2zbkcd1u97A/G+75oezatUtqbW31b589e1basmWLJEm9\n", "E3efOHHC/zOPx+P/mST1TjRdX1/v/9nWrVtlvWdFRYX0q1/9yr8tCIL0u9/9TtZ7SlLvOd2/f/+g\n", "4+7bt09qb2/3b7e1tUnXrl2Tlen3v/+9ZLVa/Xnu3Lkz6D2H8tvf/lYSBMG//d///d9SRUWFrPck\n", "yqIrWuKXm5sLQRBw4MAB/xRw2dnZAIDGxkYsXbrUv6/FYhn2OEpNPG2z2QZMqTdv3jzcuXMHAFBd\n", "XQ2Xy+W/kgN6rxLvW7ZsGbZt24aPf/zjOHnyZMAr2YfNnz/f/1ij0cBkMsl6z/vWrVs35L8lLi7O\n", "vx0fH4/4+HhZeT72sY/hzJkzcLlccLlcsidf0ev10Gge3Ibp/+8i44saWuJ36dIlzJ07F1OmTAHQ\n", "+5W1rq4O2dnZyMjIwM2bNzF16lQAvQ3HfaIooqamBvn5+QCArq4uGI3GMeeJiIhAW1ubv7EtLy/3\n", "f/WeNWsWmpqasGTJEv/+Pp/P/5jneVgsFnR3d6OlpQWrV6+W/b6XLl3yz/QvCAI8Ho+s9wzEaDSi\n", "o6PD39iKoojq6mr/uR6Oz+dDVVXVgPzvvPPOoOkGh+J2uyEIAnieB9B7/vpnJ+OHZu+ahI4ePYqu\n", "ri5cuXIFs2fPhkajQVFREXbv3j3gCggAnn32Wf9z92u0Go0GXq8Xzz77rL9Ge/ToUTQ3N8NgMMDr\n", "9aKkpARa7eC/49u3b8dzzz0nK6fP58PWrVuh0+mg0WhgsVjwwQcfYNOmTcjOzkZ5eTnu3LkDjUbj\n", "vwLvv9SI3W7Hz3/+c3zkIx8ZMO1dIJWVlbh+/TpcLhfMZjNcLheeeuopfwMZ6D337t2LDz/80L/A\n", "4Ny5c/01UZ/Ph507d4Lnef8KvCtWrEBKSkrAPC6XC2+99Rby8vLAcRzcbjcWLFgwoIE+fvw4Ojo6\n", "oNFo4PP5sHTpUqSkpKCtrQ179+5FZGQkPB4PeJ5HR0cHXn755YDfSIjyqKEl4+pPf/oTXnjhhVDH\n", "GFZFRcWg+UgJGSsqHRDV3b+C9vl8KCgoCHWcYVmtVpw8eRJAb2mk/9pWhIwFXdGSkDl//jwaGhqG\n", "/NnChQuRkZExId4zkNraWly8eHHIn+Xk5IzrqgNEPdTQEkKIymgILiGEqIwaWkIIURk1tIQQojJq\n", "aAkhRGX/H1CRqOCwwVfCAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.479808\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0FOeZ7/Fvr+putfZdgHaBDAZjIMgLm22wsQ02eEni\n", "kGSSOfEkE8/NjLPcOMlkcfZJ4iSTyWSZJJNJnGsmxiwOGDAgG4IAW7YJmMWsWliFkITWVu91/xA0\n", "EpJaLalK3SU9n3N8jrpVqv5Raj+qfuqt9zUoiqIghBBCM8ZoBxBCiLFOCq0QQmhMCq0QQmhMCq0Q\n", "QmhMCq0QQmhMCq0QQmjMrNWO6+vrqaiowGQysXDhQnJycgbcdu/evVy6dAmAvLw8Zs+eDcDGjRsJ\n", "BAIAFBcXM336dK3iCiGEZjQrtFVVVaxatQqADRs2sGLFigG3veOOO0Jfb9u2LfS1zWZjyZIlWkUU\n", "QohRoVmhdTgcoa+tVuug29fW1rJ27VpWrlwZei4QCLBu3ToURaGwsJBZs2ZpklUIIbSkWaHtecOZ\n", "xWIZdPuCggKeeuopXn75ZYqKigBYunRp6PtbtmxRP6QQQowCzQrttd4qgMFgiOhnbDYbCQkJ/X5v\n", "sGK9bds2TCZT5AGFECICycnJoetGw6VZoe3q6gK6z2yvfQ1w+PBhjEYjU6dODT3X3NxMampqaPtr\n", "6urqyM/PB8Dtdod9PZPJJK0FIYTq9u/fP+J9aFZoy8vLWb16NYqisHjx4tDz+/btw2Aw9Cq0e/bs\n", "wePxADBnzpzQ83V1dVRVVQEwc+ZMraJGVWVlJfPmzYt2jGHRa3a95gb9ZtdrbrVoVmhzc3N54okn\n", "+jz/5JNP9nlu+fLl/e5jwYIFqucSQojRZhgr0yRWVFRI60AIobr9+/dzzz33jGgfcmeYEEJoTApt\n", "lFVWVkY7wrDpNbtec4N+s+s1t1qk0AohhMakRyuEEGFIj1YIIXRACm2U6bl3pdfses0N+s2u19xq\n", "kUIrhBAakx6tEEKEIT1aIYTQASm0Uabn3pVes+s1N+g3u15zq0UKrRBCaEx6tEIIEYb0aIUQQgek\n", "0EaZnntXes2u19yg3+x6za0WKbRCCKEx6dEKIUQY0qMVQggdkEIbZXruXek1u15zg36z6zW3WqTQ\n", "CiGExqRHK4QQYUiPVgghdEAKbZTpuXel1+x6zQ36za7X3GqRQiuEEBqTHq0QQoQhPVohhNABKbRR\n", "pufelV6z6zU36De7XnOrRQqtEEJoTHq0QggRhvRohRBCB6TQRpmee1d6za7X3KDf7HrNrRYptEII\n", "oTHNerT19fVUVFRgMplYuHAhOTk5A267d+9eLl26BEBeXh6zZ88e8j6kRyuE0IIaPVqzSln6qKqq\n", "YtWqVQBs2LCBFStWDLjtHXfcEfp627Ztw9qHEELEKs1aBw6HI/S11WoddPva2lqee+45SkpKhr0P\n", "PdJz70qv2fWaG/SbXa+51aJZoe3ZkbBYLINuX1BQwFNPPcVbb7017H0IIUQs0qzQBgKB0NcGgyGi\n", "n7HZbCQkJAx7Hz3/alZWVuri8bx582Iqz1Ae9xQLeSJ9PG/evJjKM5THen2/XHsuVvIMJ/9IaHYx\n", "bP369axcuRJFUdi0aRPLly8H4PDhwxiNRqZOnRratrm5mdTUVABeeeUVHnzwwbD76I9cDBNCaCGm\n", "L4aVl5ezevVqFEVh8eLFoef37duHwWDoVWj37NmDx+MBYM6cOYPuYyzpeZaiN3rNrtfcoN/ses2t\n", "Fs0KbW5uLk888USf55988sk+zw10pjrQPoQQQk9krgMhxJC1e/wEg5Bk1+xcLWbEdOtACDE2nbjs\n", "4oe76vAGgjw9P4+ZuQmD/9A4J7fgRpmaVzZHm16z6zU3RD97h8fPj/5aR12Lm4vtXp7dUUNDh3fQ\n", "n4t27miTQiuEiFhQAW/gerfRHwgyRrqPmpIerRBiSN692M6zO2rwBRSeWZTPbflJGCMcK69H0qMV\n", "Qoy6GTkJ/OqRMoJBhQyndUwXWbVI6yDK9Ny70mt2veaG2MmeEW8lKyEu4iIbK7mjRQqtEEJoTHq0\n", "QggRhqwZJoQQOiCFNsr03LvSa3a95gb9ZtdrbrVIoRVCCI1Jj1YIIcKQHq0QQuiAFNoo03PvSq/Z\n", "9Zob9Jtdr7nVIoVWCCE0Jj1aIYQIQ3q0QgihA1Joo0zPvSu9ZtdrbtBvdr3mVosUWiGE0Jj0aIUQ\n", "Igzp0QohhA5IoY0yPfeu9Jpdr7lBv9n1mlstUmiFEEJj0qMVQogwpEcrhBA6IIU2yvTcu9Jrdr3m\n", "Bv1m12tutUihFUIIjUmPVohxqNMbwGIyYDXJudZg1OjRmlXKIoTQAUVReOd8O//15nnS4y18qnwC\n", "eSn2aMca8+TPWZTpuXel1+x6zQ0jz36+zcPXt1dTe8XN2+fa+f3bFwkEtf9Qq+djrgYptEKMI/6A\n", "gi9wvbC2uf0Ex0b3MKZp1qOtr6+noqICk8nEwoULycnJGXDbI0eOcPz4cYLBILfddhsTJ04EYOPG\n", "jQQCAQCKi4uZPn36gPuQHq0Qg3P7A2w51sQv3zhPvNXEd+4rYmqWM9qxYlrUerQdHR04neF/OVVV\n", "VaxatQqADRs2sGLFigG3bWpq4pFHHgFg8+bNoUJrs9lYsmTJcCIKIfphM5u4vyyN901KxGI0kJUQ\n", "F+1I40LY1sHRo0f7/e+FF14YdMcOhyP0tdVqDbvtggUL+n0+EAiwbt061q5dy/79+wd9TT3Sc+9K\n", "r9n1kFtRFFq7fLi8gV7Pq5HdZjYxMck2qkVWD8dcS2HPaPfu3cu8efM4ffo0DQ0N3Hrrrezfv5/U\n", "1NRBd9yzI2GxWCIKs337dubOnRt6vHTp0tDXW7ZsiWgfQuhdIKjwxplWfv3meTLiLfzznXnkpdii\n", "HUuMQNhC+8EPfhCn08mBAwf4+Mc/DsDMmTP585//POiOr/VWAQwGw6Db79q1i9LSUtLT0/v9fiTF\n", "urKyknnz5oW+BuSxxo+viZU8kTyeN29eTOW58fG5VjffrqghoEB9u5c/7L/I8rQ2OjraYyLfcB5f\n", "ey5W8gwn/0hEdDFs3bp1oR4qwPr161m5cmXYn7m2jaIobNq0ieXLlwNw+PBhjEYjU6dODW27e/du\n", "MjIyKCsr67WPuro68vPzAdi0aRPLli0b8PXkYpgYK6qbuvjU+mOhx++bmMA37y3GZBz8hEWob9Qm\n", "lXG5XASDQaD7TLW9vX3QnykvL2f16tWsXr2a8vLy0PP79u1j7969occNDQ3s2bOHY8eOsWHDBp5/\n", "/vnQ9+rq6lizZg1r1qxhypQpEf+j9ETPvSu9Zo/13LlJVv7pjokYDZBqN/OxOTmhIhvr2Qei19xq\n", "iWjUwf3338+f/vQnrFYrHo+HBx98cNCfyc3N5Yknnujz/JNPPtnrcWZmJs8880y/+xjoIpkQY5nN\n", "bOL+yWnMnZiIxWQkLT6yaxwidslcB0IIEUbU5qOtr68f0YsKIcR4ElGhPXLkSK/HPXusYmT03LvS\n", "a3a95gb9ZtdrbrVEVGhPnjzZ67HZLJN+CSFEpIbVOrg2AkGMnFrj9KJBr9n1mhv0m12vudUS9tR0\n", "06ZNdHV1cezYMXw+X+j5rKwszYMJIcRYEfaMdtmyZTz++OPMnDmTxx9/PPSfDLtSj557V3rNrtfc\n", "oN/ses2tlohaB/fff7/WOYQQYsyScbRCCBHGqI2j3bx5M2fPnqW2tpYXXniBU6dOjehFhRBiPImo\n", "0Hq9XiZMmMCBAwf40Ic+NGbnho0GPfeu9Jpdr7lBv9n1mlstERVao9GI0WjEZuueEzMuTmZlF0KI\n", "SEV054HX66WjoyNUaMdIWzcm6Hl8oV6z6zU3jCx7TXMX9e0eMuKtFKfZI5onWi16PuZqiKjQ5ubm\n", "smHDBh577DEOHz5MdXW11rmE0K2mTh/NXT4S40yaLRfT2Oml4tQVTjW5eLAsnRk5ToxhCmd1k4vP\n", "bjqJyxfEajLw3LJSpmTEa5JN9BVR6+COO+7gwx/+MDabjbKyMj796U9rnWvc0HPvSq/Ztcx9qcPL\n", "t1+r5qkNx3l640lqm7tU3f+17H+taeF3b11gV3ULX9l6mror7l7bBYK9P3Web/Pg8nXf0ekNKH22\n", "15pe3ytqGfItuGazOdRCADhw4ICqgYTQs9rmLo5ccgHQ6PJx8GKHJq/Ts1D6ggqdVxdx9PmDVNZc\n", "4YubT/HHdy7Q2OkFICPeSs8FGrITwi+YKtQ14tlhamtrmTlzphpZxiU99670ml3L3PFWU6/HKXZ1\n", "J2C6lv3eyam8fvoKbn+Q8kmJ5CR2tyhON3fxrYpaFODd+g4y4q3cX5ZOabqD5x4s5XRzF/nJNspG\n", "uW2g1/eKWmQaLiFUVJpu50uL8tlyoonZExKZnu3U5HWmZTn5+cOT6fAGyU6wkuroXoXB5QvQs2lw\n", "ubN7jhKT0cC0bCfTNMojwhvW7F1CPXruXek1u5a548wm7ipJ5fv3l/CBW7JIcai7DE3P7HkpdqZm\n", "xYeKLEBeso25kxIASLabmVeQrOrrD1e03iuBoEKb248/EN0ZB+WMVggNhBsBoKX0eCufX5BPY6eP\n", "eKsp1FJoaPcSRCHTaY1attHW6vax8WgjO041U56XxPtnZJGm8h++SEmhjTI99670ml2vuSGy7Ml2\n", "C8n26wVl//k2nt1RQyCo8OW7CrgtP2nUi200jvmJyy7+uL972a31hy9zc1Y88wtTRj0HSOtAiDGt\n", "pcvHc389Q5cviDeg8G+76mjs9A3+g2OAL9B7iJvXH70brUZcaGXEwcjotc8J+s0eS7lPXO7k929f\n", "4NUTTTS7vINu3zN7UFGob/fQ0DHwzxkNBmzm6/+bx5mNvYZ5jZZoHPPSdAe35SUBcHOWg6lZ0btB\n", "I6LWwZ49e0hLS6OsrIxTp07hdDrJzs4GoKCgQMt8QoxZZ1vc/N/Np0I3EvzjbRNYeXNmRD8bVBT2\n", "1bXyvddrMRsNfGNJETNzE/psl2gz838XFfCT3WfwBYN8dn4e6fHjYwxthtPKFxbk0ebx47SaSLJH\n", "pz8LEZ7RnjlzhoyMDACKiorYvXu3pqHGk7HeL4xFsZK73eMPFVmAow2dg/7MteyNHT6+/3ot3oCC\n", "yxfkJ7vP0NrVf0tgSoaDHy0r4afLJzMtKzrDu6J1zBNsZiYk2aJaZCHCQhsfH09aWlr3DxiNmEym\n", "QX5CCDGYTKeVGdndH2eNBrhvclrEP2swgvXGlkCYnoDTaiYhTq59R8uwerRGo1xDU0ss9QuHSq/Z\n", "1crd5Qvw2qlmvrbtNK+fauZCq5s2tz/in0+Pt/LFRQX82/0l/MfDU7i1n4/+N7qWPSPeyjeWFDEp\n", "KY7iVDtfWJAf04V0KMe87koXP9xZxw931lF7Rd25IqIlot+MwWCgubmZ1NRUmpubCQQCWucSIuYd\n", "v+zi+zvrKE23c67Nw8/2niPTaeFLiwooSLVHtI8Mp5UMZ3fPNBBUeK+hk4ttHnIT45ic4Qg7DGt6\n", "tpOfPDQZI+CM4SI7FG0eP9/fWcfppu4Ce7rZxQ8eKCXRpu9/X0TpH3jgAbZv3x6ak/bhhx/WOte4\n", "ESv9wuHQa3a1cnd4us9e7yxI5n/evghATXOA1Qfr+dJdhUPe34lGF5/deIKAAmajgR8vK6Uss/eV\n", "8huzJ+qkwEZ6zL3+IPXt10dR1Ld78UT5ri41RPRbMplMLF26VOssQgxZk8uL16+QYjdjs4zutYPC\n", "VAd5yerNN3uxzcO1oZ/+oMLFdk+fQjuYI/Ud/OXoZfJT7CwuTSXTqa8RBsl2C0/OzeWnlWcBeHLu\n", "BJJ1fjYLEfZoT548qXWOcUuvfU6IfvbqJhf/8pcTfOzFo7z4bkNoqsDBqJV7QlIc31hSxKwcJ/98\n", "5yTirSaKUm08cUv2sPaXmxiH+eoFLYvRQG5i3yIeLvuZK26+tPU0r1e38D/vXOTVE02h7ylXx9zW\n", "t3sIRmGFlEiPudlo4J6SVH6xcgq/WDGFxaWpWEz6vyYU0Z+KgwcPUlpaGnpcU1NDYeHQPxoJoaa/\n", "vNfIpY7uIU1/+ls9cyclDvkMcCSqm7v40a46Wrr8fHb+JH79yBRsZtOw+4mTMxz8eFkpF9u7e7Sl\n", "6Y4h/bzLF8Dtv/4x+3STK/T12+fa+OaOGhTgX+8ppHxSoqZL2Xj8AeLMw/uEEWc2UpI2tH97rIt4\n", "zbCeDh48OGihra+vp6KiApPJxMKFC8nJyRlw2yNHjnD8+HGCwSC33XYbEydOHPI+9EqvfU6IfnZH\n", "j1aBge6pACOhRm5/IMhv3jjHqasXbb62vYb/eqSMTKc59H3zEM/EjAYDZZnxYf9YhMuenWBlYVEy\n", "u6pbsJgMrJzWffNDs8vLj/56Bs/VvsQPd9Xx60fKNLlxoanTy8tHG9l/vp3lN6WzoCgZu8UU9fdK\n", "tEVUaO+44w5effVV7rvvvoh3XFVVxapVqwDYsGEDK1asGHDbpqYmHnnkEQA2b94cKrRD2YcYfx4s\n", "S+Nsi5u6FjcfnZVDQbJt8B+K0NmW7qFamT1GBfSkAN4ey8UEFYWgAg0dXjYcucyxhk4enZ7J3EmJ\n", "o/bRN9lu4anbJ7JyWiYOi5H8lO7jYTQYiOsx5tZmNmK6ejbr8Qe50ObBAExMtoVaF8N14GIH/3vw\n", "EgDP7T5DblKcZnPy6klE74Dnn3+etrY21qxZw5o1azh06NCgP+NwXD/1t1rD/+VcsGDBiPehV9Hu\n", "c45EtLNPSLLxlbsL+PnDU7i7JAWLObKCNljuU40u/vkvJ3h600m+uaOG+nZPn20sJiP/UD6RdIcF\n", "q8nA5xfkk5NoZU9tCy8dauDwpU6+VVFDjcprcw2WPdluYWpWPAWp11e5TbZb+MrdBRSl2ilIsfGv\n", "9xSS4rDgCwSpONnMJ9cd41Prj7G3tmXE/dvWG8YRu32BiHKPdRGd0d5///3MmTMn9Hjz5s2D/kzP\n", "Jcktlshuf9u+fTtz584d0T7E+GKzmLCp/NZ4+1wbHVcvrB1vdHGu1UN2P6vZTslw8J8rpuALKtjM\n", "Rg7Vd2I2GnhseiYvHWogqEBXhBfotDYlI57nlpWg0H2XGECzy8d/7jsHQFCBX71xnunZzhFNVj57\n", "QgLZCRbq233MnZhAYYTjice6iAptzyIL3eNqB9PzpoZImu67du2itLSU9PT0Ye+jsrIy1Au69hdU\n", "Hmv7+JpYyRPJ43nz5oX9fnaPq/1GAyTEmQbd/5/3n+N3+y8DMDUrniWlqbg8PvKutjNi6d9/7XFC\n", "Ri7JdnNouZt0hxmr2TDi/T/34GTqLlzC5Ovq1QfW8/+fI2VQFG3Geqxfv56VK1eiKAqbNm1i+fLl\n", "ABw+fBij0cjUqVND2+7evZuMjAzKysoi2kd/KioqmDVrlhb/FDHOtHT5qay9wpH6Tu4qSeHW3ISw\n", "fdYuX4CnN56kusfS4j9ZVsrEZBtJMT4G9FSjiz+8cxGLycDfzc4hP0XOQG+0f/9+7rnnnhHtI6Km\n", "VltbGy+99BJ/+MMf8Pv9rF+/ftCfKS8vZ/Xq1axevZry8vLQ8/v27WPv3r2hxw0NDezZs4djx46x\n", "YcMGnn/++UH3MZbouXel1+yD9znNLLspgy/eVcDcSUmDXsyymY2U5yWGHhem2MhJtGpSZEd6zDs8\n", "fi62e2i/eldbSbqDbywp4qv3FGpaZPX6XlFLRO+ErVu3snLlSl555RXM5sjePLm5uTzxxBN9nn/y\n", "ySd7Pc7MzOSZZ54Z0j6EiCUGg4EVU9MpTXPQ6Q0wLTueVEfsXby93OHlV2+eo7KmlTkTE/jMnZPI\n", "SoiLeFicGL6IqqbNZut1MUqmSVSPnscX6jW7FrlTHFbmFWpfXEeS/USji901rQC8da6d9xpcZPVz\n", "kU8Len2vqCWi1sGNNywEg/qf5EGIsSYQVAh3yeXGM9cIR8MJFUR0qDMzM6msrMTv9/PGG2+Ql5en\n", "da5xQ8+9K71m12tuGDj7icsuvrrtNN99rZa6AeZwLctw8Pj0TNIdFpbflMZNo3i7sp6PuRoiah0s\n", "WLCAo0eP0tLSQnZ2tqwTJoTGLrZ52FV9hS5/kLuLU0N3efWnsdPLv247TUtX9wWuVrefb95b1Gc2\n", "s2S7hY/NzuGxGZnEW0y9VmgQ2tJseNdok+FdYqzw+AP8YGcdu2u7+6mTkuL40bJSUgZY9+pCm5u/\n", "X/Me1+4Izk2M42cPT9bNXLWxTo3hXRH9JhobG9myZQt2ux2v18vSpUtJTU0d0QsLEYsUReHS1eW7\n", "M53WsCscaMXtC3Ki8frH/3OtHty+IAww+irdYeVTt03gF/vOYzLAP5TnkmCNjQvWXn+QE40uWtx+\n", "8pNtTFJxPgo9iXh416pVqzAajQQCAdasWcMHP/hBrbONCz3vltEbvWYfKLeiKLx1ro1v7aghCHz1\n", "7kLK87SdTrA/8VYTT90xkZONLpxWEx5/kGS7ecDsVrOR+6ekMSM7AZMRJibZRj1zT5faPXj8Chnx\n", "Fg5d6uBfX60GIDPewg8eKCE3afwV24gKrcPhCC3IaDKZsNnG34ESY19zl4/nekwn+INddfzXI2Wk\n", "j/IqBbVX3HynogZPQMEA/OCBEuyDrB4RZzZRlDY6d3UpisLhS51sPd5EUaqNhUUpoVttj1/u5Mtb\n", "T9PuCfChmVkkxl3P3dDp43Knb1wW2oi64W537xmIXK7uCYWrqqrUTzTO6PGM8Bq9ZG/t8rGvroXt\n", "J5s52+IeMLfJYMDW4wKR3RJ+CW+tNHR6Q8VeAc62Xp89LBaOeV2Lmy9tOcX2k838+s0L7Dx9JfS9\n", "Px+8RLune46SFw5cIjfp+jjdhDgTqSOYsEbPIjqjDQaD/O53v+PWW2/l4MGDJCUlcfToUQ4cONBr\n", "ti0hYtG2k838puoCABMSrfzggdJ+55hNtlv48l0F/KTyLAoK/zIvLyqFIdtpxW4x0uULYjR039Ib\n", "Szq9AbyB69fQa3oMJ+t5vEyG7v7x95YW0+TyUZJmlx5tOC6XK/SX9NqcA2NksELU6bXPCfrIHggq\n", "vQrB+TYvNRcayJg8MfRcq9vHycsuvEGF0rTu5WQUFOKt2ly1VxSFs60efIEgOQlxOG64cFWU5uC5\n", "B0s51+YhM97K5IzueZmbXT7OXrjI1IKJEc+9q4WchDjmTkqg6mw7VpOB+yZfn3Fv5bQMWt1+zrZ4\n", "+NjsHApT7ZiMBiorKymaHNvvFS1F9E760Ic+hNPZd5b0vLw8zp07F1oRQYhYcuJyJ6sPXMJpNfHx\n", "OTn8/u2LTMlwYAle/ygeCCpsPNrIH/fXA3B7fhKfX5BHwgiGRjV0eDl4oR23P8itExKYeENP8p3z\n", "7Xx9ezW+gMJHZ2Xz6M2Z2G8otiXpDkp6rBl2usnFs9truNzp5R88Nu6fnDbqq/5ek+qw8Nn5+Vxs\n", "8xBvNfUa4zshycYXFxXgCwQH7SuPJxG9m/orsgAJCQlUVFRIoR2BWD8jDEfN7KeaXFxs85DltFKS\n", "7hjxsKqGDi9f3nqatqv9wtvzE/nB/cVkJ8b1msS70xtg+8nm0ON9da20uf1DKrQubwB/UCHRZsbn\n", "D/L//lbPluPdK9CWpNn57tJikq+Ogb3U7uF/3r6I7+pH7z/ur2dmbgLvXuxgQlIcM3OdJPUzk/nq\n", "A5eovzrs7Jf7zjM9y9mrEI+2VIdlwLaK2WjAbOxdZPX8PleDjGgWUXeq0cVnN53E7Q9iMRp4blnp\n", "iFez9fqDoSILcLHNS2lGPPE3nDk6LEZuy0ti/ZHuSbtvznLgHMIY1NrmLn7/1nmS7BYWl6SSl2Lj\n", "wIX26/+2pi46vUGSrw4IeLe+nVTH9f/tHBYjBy60h86oP78gj3snp/V5nZ5rfhkNYJSbunRFfl1R\n", "pud7wNXKfqHdE1om2xdUONc68nW20uItfHRWNtB9Uebjc3JCRbZnbrPJyPtnZPHVewr54sJ8vrCw\n", "AMUAF9o8dHj8/e77mkBQ4ZX3GinLcnK6uYtXTzbT7PKx/KbrPct7SlJIsl0v3CcvuynLjGdBYTIz\n", "c5185e6CUJEHONbQ2e9rfWBGJjOy48mIt/DFRQVM0miIlKIoeHzqL7+j5/e5GuSMVkRdltOKyQAB\n", "pXvZ8P7W5xoqu8XEIzdnUp6XhMVoCHu1Oy3ewvzCZADOt7r56qvVHL/s4p6SFD4xdwJpA3xEDioK\n", "Bak2/n1P97pbJxu7KE2zs3RKGqXpDrwBheI0O84ebYh7p6Ty5S2nyXBa+MCMTGxmIx+amcWf/naJ\n", "Ll+A+YUpoW2bXF7a3QGS7WbyUux8895iTlTXMKMoWZM71i53eHnpcAOH6ztYOS2TeYVJ2MzSZ1WD\n", "FNoo03PvSq3sJWkOfrx8Mmdb3OQmxjElQ53eo8NqorSfPma43AcudHD8cvc48YpTV7irOIU0R1K/\n", "21pMxj59yjZPAGecmVtyE/ps3+r2kWIz8x8Pl9LhDfL8/ovsrWsjIc7E1+4pJN5qpDitO++5VjfP\n", "bq+mrsXDzBwnn1+YT6bTysyykoj//UNVdbaV9Ye7z65/sKuO3MRSpmaps1S4nt/napDWgYg6k9HA\n", "TZnx3Ds5jZuznYMuHaOlOHPvM0XLIDcslGXEs/Dq2XC64/qZ8Y1ONbp4+i8n+eS6Y5xsdNPhCbC3\n", "ro0Uu5kkm5mqs61MzogPzRl79FIndS3doyMOXOzgVFN38T/V5OK1U80cqu/A61d3XugWd++WgUfl\n", "/Y9nI35Hy4iDkdFz70qv2cPlnpGTwP1T0sh2Wvn7OTn9nhH3lOKw8H/unMh/PVLGTx+a3O/y2t5A\n", "kF++cY5zbR7aPAG+81oNJiM8dFM6i0tSmZzu4Jac3meONw6NsptN1DR38flNJ/n+zjo+t+kkRwfo\n", "5w7XnQVJZFw9Q19QmKzqGmJ6fa+oJaLWwe7du5k/f36/37txKXIh9CzTaeWp2yfS5QvijDMNup6W\n", "oigk2iwk9jMkq6dgj/t7FCAj3orNYuTFdxsAePNsGz9/2MaEqxe5pmXFs+rWLN4808aS0lRK0+0c\n", "aejE5bt+lnnisouZ/bQohqsgxc5PH5pMhzdAmsM86L9JRC6iQvvaa6/R0NDA/PnzyczM1DrTuKLn\n", "3pVesw+G9os5AAAgAElEQVSW22o2RjQp9onLLv70t4skxJn54C1ZA15ws5qMfPr2iXyrooYOT4B/\n", "mTeJNIeF003X71jr9Abo9F4voqkOCx+dlcMHZmSFbkzIircSbzXR6Q1gAMoy1R9Hm+G0kqH6XvX7\n", "XlFLRIV25cqV3HTTTezZs4edO3dy8803M3XqVK2zCRGzLnd4+ddXT9Pi7h4C1tLl42uLC4kb4Cp9\n", "abqDf39oMoGAQmq8BaPBwCM3Z3DgQjsBBeYVJGG3GPnbhTZaXH7yUmwUpzl63f1VkGrnRw+WcrbV\n", "TYbDEro1V8S+iHq0M2bMwGKxsGjRIu677z5efvllrXONG3ruXek1uxq5vYFgqMgC1Ld7Q3d7DSTF\n", "biG9x2TisyYk8vMVU3juwVI+fGs279Z38KUtp/ne1R5sTXPftb8uvvcOi4pSmBbli4ZDpdf3iloi\n", "OqOtrKykoKCAvXv34nQ6+cxnPqN1LiFiWlq8hU/MzeW3VRcwGeATc3N7jZeNhMloCA3n2nj0Mg0d\n", "vlAv1+ULUt/u6ffiWn/qrnSx6b1GLCYjD5Sl9ZlfQURXRO+MiooK7rrrLh599FFMJhnArCY99670\n", "ml2N3DazieU3pTMrNwGLyTDiwpYQZ+p1wSzOZCCzn6kc77zzTo5f7uRMi5tsp5WyjHg6fQG+VVHD\n", "mavDwU43ufj64qI+s4JFk17fK2qJuEc7Y8YMrbMIoSt2i0m1iV1m5DiprGnh6fmT8AUUJqc7KOrn\n", "bPZ0Uxef23QyNB/sjx4sIctp5XyPycHrWty4/cGYKrTjXcQ9WqENPfeu9Jo9FnOnOqw8NC2TJSWp\n", "PDQ1g7LM+H7X/aq5dKXXpNt1V9wk2y18dHZO6LmPzsohyRZbN33G4jEfTRH9Ntra2ti2bRudnZ2s\n", "WrWKjRs3snLlSq2zCTHumAe5wJVqM+CwGHFdXX2hOM1OnNnIQ1MzmJmbgMlgIC8lbtDxv2J0RbwK\n", "7sqVK3nllVcwm2PrL6Xe6bl3pdfssZr7TIub2uYuku1mJmc4+p3QZXZxLj9OTuZ8m4eMeGvozrV4\n", "q4mbRji1pJZi9ZiPloiqps1mw2LpsRaQXBATQlUX2tx8afMpLrt8ADy7pIjb8/ufzKYozUFRmoyh\n", "1ZOIerRer7fX42BQJptQi557V7Gc3ePrXvWgP7GYu7HTFyqy0D2TVn9iMXsk9JpbLRGd0WZmZlJZ\n", "WYnf7+eNN94gLy9P9SDBYBBFUeRsWYxIUFHYf76d3799gWxnHB9/X44uxpSmOiwk2820dHXfBDFr\n", "gnpzGIjoMygRLmd79OhRqqurufnmmykoKBh0+/r6eioqKjCZTCxcuJCcnJwBt926dSvV1dWsWLGC\n", "3Nzc0PMbN24kEOieuq24uJjp06cPuI+KigpmzZoVyT9F6FCL24fbFyTZZg67KOGZK27+cf0xfFfP\n", "Zu+bnMrnFuSPVswRqW3u4nRzFyl2M2UZDhwarcJ7rKGT/z1YT4rdyqPTM3Txhyia9u/fzz333DOi\n", "fUT8m5w6dWpofoO6ujry88O/eauqqli1ahUAGzZsYMWKFQNuu3TpUo4ePdrneZvNxpIlSyKNKMao\n", "sy1uvvd6LdXNXTw+I5P3z8gacPFEXzAYKrIATS4fQUXRZEWCoejyBTjb4sZoMJCXbOt30pqCVDsF\n", "Ed4JNlyX2j185dXTtF9dT63N7edLd+UPOtpBjEzYQrt27drQWL5rfVlFUTh58iRf/vKXw+7Y4bje\n", "rLda+97hEolAIMC6detQFIXCwsIxecZaWVmp2yuyo5V9Z/UVTl2d6erPBxuYOzGR6Tn9f7TOSYjj\n", "w7dm86e/1RNvNfGRW7P7FNnRPuZef5DNxxr59ZsXAPjc/DwWl6YOawjWSLN3+YKhIgtwvs2DL6ig\n", "9Yo1en6fqyFsoXU6ndx3333s2bMHi8XCzJkz2b9/P8nJ/c8i31PPjkTPEQtDsXTp0tDXW7ZsGXT7\n", "nr/Ma833WH/cM3ss5BnK40OHDo3K61lMvQuS0WgIu/3jMzKZlujHhMJNV5diGcrrXXH5OHnuElZD\n", "gJml+RH9/BtvvIHf7+9/f10+fvfWxVD+379zgSylhY7Gi6P+fsm9aRbLbkpn03uNmI0GHp6Wjt1i\n", "0vz9cujQIU33r/XjkYqoR/vSSy/x2GOPhR6vX79+0BsWtm7dGiqUO3bsYPHixWG3P3r0KMnJyb16\n", "tD0Ntg/p0Y5dF1rd/OrN85xs7OL9MzJZOjkNu0a3lzZ0ePnhrjoOXuwg3WHhu0uLw36cv9DmZl9d\n", "G/5gkDsLkvvtd17p8vG5TSc5d/U22RnZ8Tx7b3Gfpc+bXT7eOtvGmRY38wqTNRkXW93k4jdVF5iW\n", "FY/RaMDl8fOJclklJZxR69HeeCtgJMO7urq6P+opihL6GuDw4cMYjcaI5rPt2Qt2u0e+BLXQp9wk\n", "G1++q4Auf5CEODNmDe96qr3SxcGLHQA0unzsv9A+YKF1eQP8Yt95qs62AbC3rpVv3VdM4g394xS7\n", "ha/eU8i6ww1YTUZWTMvoU2QBKmtb+Pne7hV1N77XyM8fnkyeisvJAExKtnFPSSq/rTpPTmIcT89X\n", "fwSR6CuiQhsMBmlsbCQ9PZ3GxkZ8Pt+gP1NeXs7q1atRFKXXmei+ffswGAy9Cu2OHTuorq7GZrNR\n", "UFDAggULgO5CW1VVBcDMmTOH9A/TCz33rkYzu81iCjvaYCjC5Y6/4TVS7AP/L+L2BzhxdcVcgFON\n", "XXT5An0KLUBhqn3Q0Q/He+zL7e/dS40keyQsJiN3Facwa0ICVrMBp0YjG26k5/e5GiKevWvr1q10\n", "dHQQHx/fq40wkNzcXJ544ok+zz/55JN9nhuoJXCt4AoxWorT7TyzKJ8dp5qZX5DMzJyBl9tOiDPz\n", "6PRMfvdW90WuR6ZnkDyCyVwWl6by+ukr+IMK07IcZPUzTaIaTEZDn2XShbYiHkc7kHPnzsXESrjS\n", "oxVq8fmDvHO+nddPNzMjJ4F5hUkkDbBQYac3QHVTF0EUilLtAw47i0QgqFDT3EWHN0B6vAVFgcQ4\n", "E0l2KYrRNKrjaAfy9ttvx0ShFUItJ5u6+Pr2ahTg9eoWkuxm5hX0P9Im3mpiepiz3qEwGQ2UpDu4\n", "2ObhBztrOdLgYnq2ky8szCM7IU6V1xDRIaOUo0zP94DrNftguds9fnp+zLvc4R1wWy0cv+ziSEN3\n", "v/ZQfUevPvBYPeZjnRRaIW6Ql2wLrW6QEGdihkpnrJGKu+GusRsfC/2RyWWjTM9XYvWafbDcOYlx\n", "fPPeIi53ekmymQecC+Bim4cdp5ppdvl4sCxdtWVtyjIdrLo1i901rSwqSqasx3jasXrMxzoptEL0\n", "I9Np7XdxxGsCQYUXDtTz6olmAPbUtvLzFVPC/kykUuwWPjIrh0enZ+KwmKI+T4MYOflMEmV67l3p\n", "NbsauX2BIKebrt+I0+L20+XrO+51uIyG7jGu/c3ToEd6za2WERdaGXEgxiObxcQTM7O4dpPa8pvS\n", "SZOxqWIAIx5HGytkHK0Ybb5AkLorbjyBIHlJcRiNBuJMxmFNOdju8eO6eleZXaU74IQ6YmIcrRDj\n", "lcVkpCTdgS8QZE9tKy8cqKco1c5HZ+eQmxj5uNeLbR7+vfIsh+o7uH9KGh+elU2y3KQwpoQttDt3\n", "7mTOnDn85je/6TPRt8/no7S0VM4iR0iv94D7AkEO1VwgMyOd3MQ4XV2wUfuY117pnphcufp1bmIc\n", "H5098IoiPTW7vLxzro39F9oB+Mt7jdyWn8Scif0XWr2+X/SaWy0RndEWFhb2u0LCSy+9JIV2HPIF\n", "grx++grP/fUyJmMjX1tcSPmkxD6zvMWyhg4vlzq6h2/lJY9sKRdfINjrBodW9+CTLkH3yhHfrqhm\n", "XmFKr+flCvXYE/Z3umjRIpzOgQdrm83SeRgpPf6Vb3L5+GnlWRTAH1T4z73naHP7ox2rF7cvwLsX\n", "29ldc4WzLb2n2Cy55X18Y3s1n9t0ks+8fJwTjZ0jeq1JyTZWTssAINVh5oGy9Ih+7m8X2qm54sHt\n", "DzJ3UiJJNjNP3JIVdjyuHt8voN/caomoUqakpPT7fCQrLYixx2I0khBn4srVFVuT7SbMptE7m212\n", "edlT28qppi7uKUllenZ8n7Ppt8+3880dNQBkO6382wMl5Fztm55r9YSWxnH5grxzrp3J6cOfZDsh\n", "zsxHZ+ew7KZ0bBYjGfGRjaW9NiftmncbmDMxgW/eW0hxqqPf9cSEvkX0G124cGG/zy9atEjNLOOS\n", "HscXpsVb+OaSIqZmOZg9IYHPzs8nfpTmNYXuCbb/Y+85thxv4ktbT1Fzpe+k8PvqWkJf13d4aXJd\n", "/zgf7Oqg59zhQ7lwNZB4q4lJybaIiyzAjGwnK6dlUJBio3xSInnJ9kGLrB7fL6Df3GqRz/5iWKZk\n", "xvP3BX6mTi0d9RVUa5qv3yjgCyh0ePq2LeZMTGT7yStA9+TdPSfwNrRe5Nv3lfL66StMy4oPO+es\n", "ljKcVv6hfAIefxC7xTiiHnenN4AvECTR1vcmBxF9YcfRtrW1kZiYSFtbGzt27AC6lwC/9957Y64/\n", "K+Nox48j9R08s+UUnoDCjOx4nllUQPoNt752egMca+ikpctPcZr2y3hrpdnlQ1EU0sKcKddd6eIn\n", "u89wudPHJ8sncEdBsqbL/Yw3mo+jff3113n44YfZtGkTjz32GFarlZaWFtavX8/jjz8+ohcWYrim\n", "ZsXzHw9Pod0bICfBSno/RSjeamL2xMQopFPP4foOvvtaLX5F4YuL8pk9oe+/R1EU/rS/nqNXp1X8\n", "7uu1/OqRMgpUXmtMjEzYz3zXTnYdDgdWa/ebOTk5edjLh4u+ot27UhSFQHB4NwdGK7vBYKAg1c70\n", "bGe/RXYw0T7mkWjt8vHDXXU0uny0dPn5dkUtlzu9fbIrgCdwfbHUoALBGLzZUw/HXEsRff4PBHpP\n", "luHxeDQJI0bXmRY3f9p/kVa3n4/NydVkeWuhjoEaAUaDgY/OyuF0UxdXuvx8+vaJqlzcE+oK26N9\n", "8cUXMRgMxMXF8dBDDwFw+vRpzp49G3MjDqRHOzTeQJBnt1fz1rnuO5IS4kz8cmWZKtP8CXUcqe/g\n", "u6/X4gsqPLMon1n9tA6uaXZ58QYU0hwWLKN8cXKs07xH+/73v7/Pc4WFhRQXF4/oRUX0+QMKlzuv\n", "D3lq9wTw9vgIOh65/QHea3BR29zF5AwHZRnxmKJ4UWlatpOfPzyFIAppjvB/AFMH+b6IriH/6TMa\n", "5a+lmqLVu3JYTXxibi6Wq4Xkk+W5pMcPrfeu177bQLmPNbj44uZT/PKN83x+00lONbn63W40pTgs\n", "vYrsWDvm40VEPVpFUTh9+jReb/cidW+99RZ/93d/p2kwob05ExP51SNl+AIKuYlWbObxPT3fhbbr\n", "1x4CCr1uchBiJCI6PV2/fj3t7e0YjcbQf0Id0bwH3GgwMCnZRlGaHdsw5kDV6/3rA+UuSrVjuXor\n", "cUKcidwYXOJ7rB3z8SKiM1qLxcKtt94aelxWVqZZICGiZUqGg39/aDKNnT5yEqzky1hUoZKITk3b\n", "29t7PW5oaNAkzHik596VXrMPlNtgMFCS5uC2vKSYLbKRHvNOb4DGTi9ef2xc4NTre0UtEZ3R1tTU\n", "8Ktf/Yq0tDQAjh07xle/+lVNgwkhhudim4ef7z3Lew0uVkzL4JGbM3DGxdYt8+NNREf/3nvv5X3v\n", "e1/o8c6dO7XKM+7ouXel1+x6zQ2RZX/zbGtofPSf/lbPLTlObslN0DpaWHo+5mqIqND2LLIg0yMK\n", "oaZAUOFko4tLHV5yE+MoSbOPaCavG++ojr0bcsefYQ0fqK+vVzsHwWCwz62+44Gee1d6zR5ruU80\n", "unh64wm+81otn914IjQpeX8iyV4+KYlbcuKxmY184JZMimNg5rJYO+ajbViNmzfeeKPfNcR6qq+v\n", "p6KiApPJxMKFC8nJGXixuq1bt1JdXc2KFSvIzc0d1j6E0KuzLW4CV087PQGF+nYPpWGWsxlIIKhw\n", "7HInxxpcfGx2LqkOC6kOM3HjfHx0LAhbaC9fvkxKSgpXrlzp9Xxn5+BrLFVVVbFq1SoANmzYELYw\n", "L126lKNHj45oH3ql596VXrPHWu4JSXEYDd0f+S1GA1lhxu+Gy366ycXnN50MFe1/u//68j3RFmvH\n", "fLSFLbRr1qzh8ccf5/nnn+81YculS5cG3bHDcf0v8rUpFodKjX0IEeumZMTz42WlXGz3MjGpu0c7\n", "HE0uX6jIApxvdXPrhJFdBHN5A5xodNHu8VOUamdC0shWDB6vwvZoP/3pT5ORkUFJSQmLFi0K/VdU\n", "VDTojntOCjbc+WvV2Ees03PvSq/ZYy232WhgapaTe0pSmZIRH3YpmnDZcxPjSLJ1nztZTIawq+lG\n", "al9dC/938ym+VVHL17dV09DhHdZ+Yu2Yj7aIerRLly7t9bikpGTQn+l5YWu4V1CHuo/KysrQR5Rr\n", "v9hYf9wzeyzkGcrjQ4cOxVSe8fD4mv6+bzKZeO7BmVxo92L2dtJacwQy5w779RISEthZf309tTOt\n", "HppdPjKd1iHv79ChQzFx/Ib7eKTCzkc7EK/XO+hH+fXr17Ny5UoURWHTpk0sX74cgMOHD2M0Gpk6\n", "dWqv7Y8ePUpycnKvi2ED7aM/Mh+tEOrbfKyRn1aeBSA7wcIPHiglOwbngNCS5vPRDmTr1q2hicAH\n", "Ul5ezurVq1EUhcWLF4ee37dvHwaDoVeh3bFjB9XV1dhsNgoKCliwYEHYfQghRsf8gmTS4y20ewKU\n", "pjnGXZFVy7DOaGNxBIBez2h7tjv0Rq/Zo5Hb5Q3g8gVIiDMTZx7+7HdyzEef5me0zz33HHl5eX2e\n", "P3bsWMwVWjG+dXj8HL/swu0PUpJmDztEarTVt3v45b5zHL7UybKb0nn05gwSbWPz4q7oX9hCW1xc\n", "3G9B3bBhg2aBxhu9/pWH2Mq+7UQzv3rzPADTMh18bXERKY7+i9lo595/vp19Z9oAWH3gEjNznNw6\n", "YXiFNpaO+VDoNbdawn6Guf322/t9Pjk5WZMwQgyHxxeg4lRz6PGRBhetbn8UE/V2Y3NumKu7Cx0L\n", "W2izsrL6fV4mlVGPnscXxkr2OIuJOwuu//EvTLWRYBv4ttPRzj1rQgKzJyQQZzLw6M0ZIxrfGivH\n", "fKj0mlstMkmlGBMeKEujMNWGyxekLMMx6KqxQxUIKpxv86AoCrmJcUNa0jsnMY6v3F2AyxckMc40\n", "rGWDhL4Na9RBLNLrqAMR+4KKwt7aVr79Wg2KAp9bkMfdJamYo7gUuRg9aow6kFUWhRhES5efn+87\n", "S1Dpntv1Z3vO0iwr5IohkEIbZXruXek1+1BzW0wGUu3XRwkk283DOpsNqvDhcbwc87FGerRCDCIh\n", "zswXFubzu7cu4AsEeXLuBFIHGDrWn0BQ4Z1zbbx0uIGyjHiW3ZROplNmoxtPpEcrRIQCV8dlmYZ4\n", "Nnuq0cU/vXw8NKzrk+UTeHR6ptrxhEaiNteBEOPRUAvsNV2+YK+xsxfbPSolEnohPdoo03PvSq/Z\n", "Rzv3xKQ4FhZ2j/N1Wk3cW5o67H3JMdcnOaMVQmMpDgv/dMckPnBLFnaLUVYpGIekRyuEEGHIOFoh\n", "hNABKbRRpufelV6z6zU36De7XnOrRQqtEEJoTHq0QnNuf4CLbV5MRgMTEuOGPUxK9NbY4aXdGyDV\n", "YQmtfivUJ+NoRczz+oO8eryJ/9x3HrPRwNcXF1KelxTtWLpXd8XN17ad5mK7lzvzk/inOyaSFi93\n", "m8UqaR1EmZ57V5Fkb3T5+MW+7pUP/EGFX795nnZPdCflHgvH/K1zrVxs9wKwp66VmivuaMYalJ6P\n", "uRqk0ApNWYwGEuKuz7+aEW/BIq2DEUuM6/1h1DaCBR+F9qRHKzR3vKGT3719AafVzMfm5JCXLAP2\n", "R+pyh5f1hy9z4GI7D01NZ2FRCnaZUFwT0qMVujAlM57vLS3BYACjQc5m1ZDhtPJkeS4ef1BWbNAB\n", "+bwRZXruXQ0lu8loiJkiO1aOucFg0E2R1fMxV4MUWiGE0Jj0aIUQIgyZ60AIIXRACm2U6bl3pdfs\n", "A+V2+wPUXenifKubWP2gN9aO+Xghow6EADw97mCzmgw8e28RsyckRjuWGCOkRysEcK7Vzd+veS/0\n", "uCDFxk+WTybeqo+r+kI70qMVQiUWo6FXUU1zWLCYYmM4mtA/KbRRpufelV6z95c7KyGOb99XxLSs\n", "eG7PS+RTt03Aaoq9/z3G0jEfTzTr0dbX11NRUYHJZGLhwoXk5OQMeduNGzcSCAQAKC4uZvr06VrF\n", "FYJpWU5+8EAJRoNBpnIUqtKs0FZVVbFq1SoANmzYwIoVK4a8rc1mY8mSJVpFjAnz5s2LdoRh02v2\n", "cLktMXgW29NYPObjgWaF1uFwhL62WsPPkznQtoFAgHXr1qEoCoWFhXKxSwihS5r9+e45mMFisQxr\n", "26VLl/LII4/w6KOPcunSJfVDxgA99670ml2vuUG/2fWaWy2aFdprvVXonvxipNsOVqyh9y+zsrJS\n", "Hmv8+NChQzGVRx7H7uNDhw7FVJ6hPh4pzcbRrl+/npUrV6IoCps2bWL58uUAHD58GKPRyNSpUwfd\n", "tq6ujvz8fAA2bdrEsmXLBnw9GUcr1FbT3MW7FzuwmAxMy3SQn+oY/IfEmBPT89GWl5ezevVqFEVh\n", "8eLFoef37duHwWDoVWgH2rauro6qqioAZs6cqVVUIfpo7vTyk91nOHbZBcDdxSn8420TSLIP/slK\n", "iBvJnWFRVllZqeoVWY8/yPlWN0aDgQlJcZpeRVc7+2iJJHftlS7+Ye2x0ONMp4XvLy1hYpRXhxjL\n", "xzxWyZ1hohdfIMj2k818av1xPrX+GHtqWwmOjb+joy7FZmZewfXVeucXJJNok9txxfDIGe0YcqnD\n", "w9+/+B6+YPevNNVh5pcry0iRj7t9uP0BzrV4AJiUbCOun8UNz7e6OX7ZhdlooCTNTm6SrHU2HsV0\n", "j1aMPqvRSJrDQn1H9zLUWfFWuV+/H/6gwo6TV/jZnrMAPD1vEksmp2G+4W6wCUk2JkhxFSqQ1kGU\n", "qTmEJMVh4etLCrkjP5GFhcl8dkEeTqt2f0vVzD6ajpyq47dV50OPf1N1gZYuXxQTRU6vx1yvudUi\n", "Z7RjTHGag68vLgL6H5Ps9gVodfuxmU0k2cfprz/gIzvBSnWzG4CcBCvWfloHQqhFerTjSLvHz5p3\n", "G1jz7iVK0hx8cVF+1K+iD1dtcxeH6jtIsVu4OdtJ8hD/aNRe6WLNuw0YDfDY9EzyU+waJRV6Jz1a\n", "MSQ1zV3878HuW5mPN7rYVdPCqluzo5xq6OrbPTyz9RTNLj8A/3jbBFbenDmkfRSk2PnCwvxezzW7\n", "fFzu9JIQZyI3UZ9/gERsks9LGvP5gzR1eunyBfr9/mj2row3tBKsI7xQFq2+W6vbjxFD6OLVW2fb\n", "hvTz/eW+3OHle6/X8n9ePsFnXj7B6SaXKlnVptdep15zq0UKrYba3X5eOHiJT647xg931VHf7olq\n", "nsJUO58szyXFbqZ8UiJ3FiRHNc9w+PxB2tx+bs9P4hPvy6Usw8G9k1NHvN8zLW4OXuwAoM0TYF/d\n", "0Iq3EOFI60BDp5pc/L+/1QNQWdvK+yYmcn9ZXK9tRvNumXiriYemZnBXcSo2ixGHZWQD8KNxp8/x\n", "Rhf/+mo11y4sfHNJEbdOcA5pH/3ljo8zYYDQfrMSYnPssV7vrtJrbrVIodVQ8IbLjIEYuO5oMRlJ\n", "dej3g0yTy0fPo9jpDRBnHvkdW8Wpdr6xpIhN7zUyI8cpK+AKVen3/zgdKE6zs2JaBhajgZm5Tmb1\n", "8z+vnntX0cien2wjydZ9fhBvNVGQOvSLVv3ltpiM3J6fxHeWFvOBW7JIdcTmGa1e3y96za0WOaPV\n", "ULLdwsfn5PDo9AwcFhMJcXK4R6og1c6Pl5XS0OElPd6ii2FZiqIMOiezGNtkHK0QGrni8rHjVDPv\n", "nGvj/rJ0yvMSsanQ5hCjS2bvEiKGvVvfwW+qLrD/Qgffea2W001d0Y4kokQKbZTpuXel1+yjlbvZ\n", "1Xv+hE5v/2Oph0KOuT5JoRVCIzNzE0i9emvwtCyHLvrJQhvSoxVCQxfbPLR7/KQ7rKTGx+ZIBhGe\n", "zHUgRIzLSYwjh7jBNxRjmrQOokzPvSu9ZtdrbtBvdr3mVosUWiGE0Jj0aIUQIgwZRyuEEDoghTbK\n", "9Ny70mt2veYG/WbXa261SKEVQgiNSY9WCCHCkB6tEELogBTaKNNz70qv2fWaG/SbXa+51SKFVggh\n", "NCY9WiGECEN6tEIIoQNSaKNMz70rvWbXa27Qb3a95laLZrN31dfXU1FRgclkYuHCheTk5Ax526Hs\n", "QwghYpVmZ7RVVVWsWrWKD37wg7z55pvD2nYo+9ArPa93r9fses0N+s2u19xq0azQOhyO0NdWq3VY\n", "2w5lH0IIEas0K7Q9BzNYLOFnlh9o26HsQ6/03LvSa3a95gb9ZtdrbrVo1qMNBK4vRDfYmvYDbTuU\n", "fSQnJ7N///6hxow6h8Ohy9yg3+x6zQ36za7X3NBdW0ZKs0Lb1dW9tLKiKKGvAQ4fPozRaGTq1KmD\n", "bjvQ8/2ZPXu2atmFEEJNmhXa8vJyVq9ejaIoLF68OPT8vn37MBgMvQrtQNsO9LwQQujJmLkzTAgh\n", "YpXcsCCEEBqTQiuEEBqTQitGJBgM9hodohd6zS30SbOLYWrQ6228auTeuHFjqBAUFxczffp0zXMP\n", "NfvWrVuprq5mxYoV5ObmDmsfsZRbD8f8yJEjHD9+nGAwyG233cbEiROHvI9Yyq2HY753714uXboE\n", "QF5eXmiE05COuRLDXn755dDX69evH9a2Q9mHWtTIvW3bNvWDRWCox+vIkSPK+fPnR7QPNaiRWw/H\n", "fNeuXaGvX3nllWHtQy1q5NbDMe/p1VdfHdY+YvqMVq+38aqROxAIsG7dOhRFobCwcNTm2lXjeMX6\n", "MVOohC4AAAbVSURBVB+IHo75ggULRrwPtaiRWw/HHKC2tpa1a9eycuXKYe0jpgutotPbeNXIvXTp\n", "0tDXW7ZsUTFdeGocr1g/5gPR0zHfvn07c+fOHdE+RkqN3Ho55gUFBTz11FO8/PLLFBUVDXkfMX0x\n", "bLRv41WLGrl7Gs15HtQ4XrF+zCMRy8d8165dlJaWkp6ePux9qEGN3D3F8jEHsNlsJCQkDGsfMV1o\n", "w93Ge/To0Yi2HcptvGpRI3ddXV3oa7fbrWXciPL0l32o+9CSGrn1cMx3795NVlYWBQUFEe1DS2rk\n", "1sMxb25uDn3d8yx2KMc8plsHer2NV43cdXV1VFVVATBz5sxRyT3U7Dt27KC6uhqbzUZBQUGoDxfr\n", "x3yg3LF+zBsaGtizZw9lZWUcO3aM9vZ2PvKRj4TdR6znjvVjDrBnzx48Hg8Ac+bMGXQf/ZFbcIUQ\n", "QmMx3ToQQoixQAqtEEJoTAqtEEJoTAqtEEJoTAqtEEJoTAqtEEJoTAqtEEJoTArtOPbss8+qtq8X\n", "X3yRDRs2sGHDBl5++WXa2tr6bLNz50527tw57Nd49dVXWbt27QhSjk2bNm0adJuOjg5++9vfRnyX\n", "nFBXTN8ZJrT15JNPqrYvg8HAihUrwm7T866a4bjvvvtYt27diPYxFkVyy63T6WTevHkEg8FRSCRu\n", "JIV2HKqvr+eNN97g9OnTfO5znws973K5WLduHU6nE5PJxPHjx/n85z8f+v62bdvo6OjAZDLh8/lY\n", "vnw5cXFxAMTFxbF27VpMJhMul4tly5aRmJgIdE8mcuXKFQBqamp4+umnI8rp9/tZv349RqMRRVH6\n", "TKz817/+lYaGBqxWK263m6VLl5KYmMi7777L+vXrueeee5g3b17o8d133838+fMHfL2Ojg5eeOEF\n", "HA4HRqMRm82Gy+Vi6dKloYlQBnpNgLfffpstW7bwkY98hL1792K1WrnlllsoLS0lEAiwefPm0L3y\n", "nZ2d5OXlceeddw56HPbu3cuFCxewWq0Eg0GsVisPPPAAfr+fLVu2cOzYMTZs2ABAaWkp06ZNA6Cp\n", "qYktW7bgcDjwer0kJCRQWFgY0bEXKot4xlsx5rz44ou9HldXV/ea2Li2tjb09Z49e5Tjx4+HHre3\n", "tytr167td78ej2fA7w30fH82btyoXL58OfT4zTffVNasWaMoSvfE3bt37w59z+v1hr6nKN0TTZ89\n", "ezb0vZdeeimi1zxy5Ijy29/+NvQ4EAgof/zjHyN6TUXpPqZbt27ts98tW7YoTU1NoceNjY3Ke++9\n", "F1Gm559/Xmlvbw/lOXPmTJ/X7M8f/vAHJRAIhB7/93//t3LkyJGIXlOoS85oRUhhYSGBQIBXX301\n", "NAVcfn4+AOfPn+eOO+4Ibet0Ogfcj1oTT3d0dPSaUm/mzJmcOXMGgOrqatxud+hMDrrPEq+58847\n", "Wbt2Le9///vZs2dP2DPZG916662hr41GI3a7PaLXvOa+++7r99+SmpoaepyWlkZaWlpEeR577DHe\n", "eOMN3G43brc74slXrFYrRuP1yzA9/11idEmhFSEHDx7klltuoaSkBOj+yFpXV0d+fj4TJ07kxIkT\n", "TJ48GeguHNcEg0FqamooLi4GoKWlBZvNNuI88fHxNDY2hort/v37Qx+9b775Zurr67nttttC2/v9\n", "/tDXJpMJp9NJa2srDQ0NLFq0KOLXPXjwYGim/0AggNfrjeg1w7HZbDQ3N4eKbTAYpLq6OnSsB+L3\n", "+zl16lSv/C+88EKf6Qb74/F4CAQCmEwmoPv49cwuRo/M3jUO7dy5k5aWFg4dOsT06dMxGo0sXbqU\n", "TZs29ToDAnjooYdCz13r0RqNRnw+Hw899FCoR7tz504uXbpEXFwcPp+PlStXYjb3/Tu+bt06Hnnk\n", "kYhy+v1+XnrpJSwWC0ajEafTyVtvvcWqVavIz89n//79nDlzBqPRGDoD77nUSGdnJz/72c94+OGH\n", "e017F87Ro0c5duwYbrcbh8OB2+3m3nvvDRXIcK+5efNm3nnnndACg7fcckuoJ+r3+3n55ZcxmUyh\n", "FXjnz59PdnZ22Dxut5tf/OIXFBUVYTAY8Hg8zJo1q1eB/utf/0pzczNGoxG/388dd9xBdnY2jY2N\n", "bN68mYSEBLxeLyaTiebmZj70oQ+F/UQi1CeFVoyqP//5z3zgAx+IdowBHTlypM98pEKMlLQOhOau\n", "nUH7/X5KS0ujHWdA7e3t7NmzB+hujfRc20qIkZAzWhE1b7/9NufOnev3e3PmzGHixIlj4jXDqa2t\n", "5cCBA/1+r6CgYFRXHRDakUIrhBAak1twhRBCY1JohRBCY1JohRBCY1JohRBCY/8fwGiPyPxMvPkA\n", "AAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.532108\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VOd5///37KPRvi8ILQiJxWbHYLM6XjBesMGx44Us\n", "/bV1+v26ab9tnKRpWjdrmyZt9jZJk7RJ6sQkwSwOGDBYNjY7xhjMYgFCSKyS0L7Mvvz+GBgkkEYj\n", "6YxmHul+XRfXpTManflwGG6duc9znkcXCAQCCCGEiBp9rAMIIcRoJ4VWCCGiTAqtEEJEmRRaIYSI\n", "Mim0QggRZVJohRAiyozR2nF9fT2VlZUYDAaWLl1Kfn5+v889ceIEp06dwu/3c+edd1JYWAjApk2b\n", "8Pl8AJSVlTFt2rRoxRVCiKiJWqE9ePAgq1evBmDjxo2sXLmy3+c2Nzfz+OOPA7Bly5ZQobVardx/\n", "//3RiiiEECMiaoXWZrOFvjabzWGfu2TJkj4f9/l8rF+/nkAgQGlpKbNnz9Y0oxBCjISoFdqeN5yZ\n", "TKaIfmbHjh3MmzcvtL18+fLQ11u3btUunBBCjKCoFdrrvVUAnU434PPffvttysvLycrK6vP7AxXr\n", "7du3YzAYBhdSCCEGkJaWxpw5c4a1j6gVWofDAQTPbK9/DXD8+HH0ej1Tp04NPbZr1y5yc3MpKSnp\n", "tY+6ujqKi4sBcDqdYV/PYDBIa0EIobnDhw8Pex9RG941f/581qxZw5o1a5g/f37o8X379rF3797Q\n", "dmNjI3v27KGqqoqNGzfy0ksvhb5XV1fH2rVrWbt2LZMmTYpW1JjavXt3rCMMmarZVc0N6mZXNbdW\n", "onZGW1BQwDPPPHPL488991yv7ZycHL74xS/2uY/+LpIJIYRKdKNlmsTKykppHQghNHf48GHuvffe\n", "Ye1D7gwTQogok0IbYyr3rlTNrmpuUDe7qrm1IoVWCCGiTHq0QggRhvRohRBCAVJoY0zl3pWq2VXN\n", "DepmVzW3VqTQCiFElEmPVgghwpAerRBCKEAKbYyp3LtSNbuquUHd7Krm1ooUWiGEiDLp0QohRBjS\n", "oxVCCAVIoY0xlXtXqmZXNTeom13V3FqRQiuEEFEmPVohhAhDerRCCKEAKbQxpnLvStXsquYGdbOr\n", "mlsrUmiFECLKpEcrhBBhSI9WCCEUIIU2xlTuXamaXdXcoG52VXNrRQqtEEJEmfRohRAiDOnRCiGE\n", "AqTQxpjKvStVs6uaG9TNrmpurUihFUKIKJMerRBChCE9WiGEUIAU2hhTuXelanZVc4O62VXNrRUp\n", "tEIIEWXSoxVCiDCkRyuEEAqQQhtjKveuVM2uam5QN7uqubUihVYIIaJMerRCCBGG9GiFEEIBUmhj\n", "TOXelarZVc0N6mZXNbdWpNAKIUSUSY9WCCHCkB6tEEIoQAptjKncu1I1u6q5Qd3squbWihRaIYSI\n", "MunRCiFEGNKjFUIIBUihjTGVe1eqZlc1N6ibXdXcWpFCK4QQURa1Hm19fT2VlZUYDAaWLl1Kfn5+\n", "v889ceIEp06dwu/3c+edd1JYWDjofUiPVggRDXHdoz148CCrV6/m6aef5sCBA2Gf29zczOOPP84T\n", "TzzBBx98MKR9CCFEvIpaobXZbKGvzWZz2OcuWbJk2PtQlcq9K1Wzq5ob1M2uam6tRK3Q9uxImEym\n", "iH5mx44dzJs3b1j7EGKs8/j8sY4gbmKM1o59Pl/oa51ON+Dz3377bcrLy8nKyhryPnbv3s2iRYtC\n", "XwOyHeXt6+IlTyTbixYtiqs8Wm1bk1O5asln66lmZucnMD3JyeypFXGR7/pj8XS8Bpt/OKJ2MWzD\n", "hg2sWrWKQCDA5s2bWbFiBQDHjx9Hr9czderU0HN37dpFdnY2kydPjmgffZGLYWKsO3q5k89vqQ5t\n", "v3hvCYtL02OYaHSI64th8+fPZ82aNaxZs4b58+eHHt+3bx979+4NbTc2NrJnzx6qqqrYuHEjL730\n", "0oD7GE1U7l2pml3V3BA+u8Pbu2XQ6fL188yRp/Ix10LUWgcFBQU888wztzz+3HPP9drOycnhi1/8\n", "4qD2IYS4VWlGAtPzk/jgShcFKWZuz0uKdSRxjcx1IMQo0mr30OrwkGwxkp00OkfqjDQtWgdRO6MV\n", "Qoy8dJuJdJuM0Ik3cgtujKncu1I1u6q5Qd3squbWihRaIYSIMunRCiFEGHE9vEsIIUSQFNoYU7l3\n", "pWp2VXODutlVza0VKbRCCBFl0qMVQogwpEcrhBAKkEIbYyr3rlTNrmpuUDe7qrm1IoVWCCGiTHq0\n", "QggRhvRohRBCAVJoY0zl3pWq2VXNDepmVzW3VqTQCiFElEmPVogxwucPcKbJzsV2F/kpZiZlJ2LU\n", "D7wW31gXs/lou7q6SEqS2duFUEl1s53Pbj6D1x9Ar4PvPlLO1Nz4/H/c7Q4uw5NoNsQ4iTbCtg5O\n", "njzZ55+XX355pPKNeir3rlTNrmpuGF72hk43Xn/wA6w/AFc63FrFGtBgcp9q7OZzr53hhc1nqGrs\n", "jmKqkRO20O7duxe9Xs+5c+c4cOAAbreb/fv3k5GRMVL5hBgzulxe3jrbwo/2XuDQxQ48Pv/APzQI\n", "BSkWLIZgq8Co1zEu1aLp/rXQ5vDwz2/WcrbZQU2Lg39+s5ZWhyfWsYYtbI/2eovgd7/7HU8//XTo\n", "8d///vc89dRTIxIwUtKjFao7cL6dF7fXAKADvv9oBVNyEjXbfyAQ4Gyzg8udLvKSzEzMsqHXxVeP\n", "trnbzf/ZcIp2pxeAZIuB/3p8MlmJsVv/LOrjaK/3Yc3m3n/Jm7eFEMPX2HXjo3wAaHd4Nd2/Tqdj\n", "YpaNJaXpVGQnxl2RBciwmXhhSREmgw6TQcfnlxaTOQrWQItoeJfdbsfvD36M8fl8dHZ2RjXUWDJW\n", "+4WxFK+5p+Qkhi7+FKSYGZ9260f7eM0+kEhz63Q65o1P4RcfncIvPjqFeeNT0MXhL4TBimjUwYMP\n", "PshvfvMbzGYzLpeLhx9+ONq5hBhzJmbZ+MGKClodHnKSzOSnxF8PdSTodbpR93eXcbRCDFFtq4PK\n", "6hYSTQaWTkgfdcVBBMVsHG19fT15eXnDemEhVNbc7ebL22u40hnsq55rdfK5JUWYDHKzZYvdQ7fb\n", "R1qCkWTLkEqMZlodHtodXpKtBjJtsbu2FNG74sSJE7229+7dG5UwY5GqPTdQN7sWuR1ef6jIApy+\n", "asfp0XY4Vl/i/ZhfaHPyhS1n+LNXPuRHey7QbA8OzYpF7oZON9+orOXT66v40tazXGp3jniG6yIq\n", "tGfOnOm1bTTG9reUELGWnmDisduyQttPz8glyTI67mIajvcudnK+zQXAzpo2apodMctS3WznWH0X\n", "EPzE8WGjPWZZhlQxr49AEMO3aNGiWEcYMlWza5E70WzgE7PyWVKajkmvoyTDOiJXx7XI7vD4aOh0\n", "YzLoGJdq1SDVDTZz73M3izF4TGLxXrEae2dJMMWurRO20G7evBmHw0FVVRUez427M3Jzc6MeTIh4\n", "l2I1Mi0vPucK6I/D42PD8av86r0rWI16vvHABKbnJ2u2/1kFyTw6JYv3r3SyYkoWZZk2zfY9WBXZ\n", "Nv7PneN440wLdxWnMlXDmz8GK6JRB5s2bWLFihUjkWfIVB11sHv3bmXPDFXNPhK5PT5/VC6MDTd7\n", "bYuDT6+vCm3flpvItx+aqGlWrz+A0+PDZjaEboqI5XvF6fFhNQ29rTNiow4efPDBYb2IEGOFw+Nj\n", "17k2XqtqYm5hCg9PziQjhle7b2Yy6LEa9Ti9wfZfdqIJg8ZTJRr1OpJiPNqgp+EUWa3IOFohNHTs\n", "ShcvvHbj4vE/3FPC0gnpMUwELq+f821O/IEARalWzjTZ+eWhK2QlmfjU7HwK07Tt0442I3ZGu2XL\n", "FqZNm4bP52Pv3r3MmzePiRMnDuuFhRiN7F5fr22t5ysYLJ8/wFtnW/nurvMAPDevgMemZvPthydi\n", "0Ovicr6D0Siixozb7WbcuHEcOXKEZ599lsOHD0c715gR7+Miw1E1ezRzl6YnMDM/eIEsL9nEjALt\n", "LjRB+OwOjw/XzYXe6eWXhy6Htn916AqtDg8mg35Ei6yq7xWtRHRGq9fr0ev1WK3BjxgWi9xqKERf\n", "cpLM/P1HSmhxeEi2GMhJit7/lbpWB6+fbibFYmBydhI/O3iJBJOezywYT2lGAgAWo57xaRZar51Z\n", "56eYsRjl7rWRFlGhdbvddHV1hQrtKGnrxgUVr9pfp2r2uxYs5OjlTvbWtTMp28bc8SmkaHjxJt1m\n", "Ij1KU/tdP+ZtDg9frzzH+TYXT03P5WuV5+i6tvzL93ef55vLJ2IzG0g0G/h/C4v444dXcXsDrLo9\n", "m7SEkZ92UNX3ilYiencVFBSwceNGnnjiCY4fP05NTU20cwkRNTXNdr64tRrftfOFF+8tYXFpbC9Y\n", "DZbT6+die/AOLKNBh8Nzo2XQ6fLh8984GRqfZuUv7xo/4hnFDRF9hliwYAEf//jHsVqtTJ48meef\n", "fz7aucYMlXtXqma/2NQWKrIAF64VLBVcP+bpCUaenRmc2GnXuTb+712F6HVgMej4zIJCkq3xM7wK\n", "1H2vaGXQ/xpGo7HXXAdHjhxh5syZmoYSYrh8/gA1LQ46XV4KUy29eqVpRi9FaRbOt7mwGvXM1viC\n", "1UiwGA08fns2cwqTMeh0FKWZmTMueVTO5ToaDHsc7caNG1m5cqVWeYZMxtGKnt6/1MmXtgXbA1Ny\n", "bPzjvaVk91h3qr7TRX2nmzSrkZJrF44guEDi4UudfNjYzbzxqdyel6j5HV7+QICLbS7cPj/5KZY+\n", "l9Q+02TnjTMt5CSZWVyaRk5S/Nz0MNbEbD5aIeJdZXVLqD3wYaOdhk53r0Kbl2whL/nWM78TDd18\n", "481aADacuMr3V1QwWeN75A9f6uTL22vw+AN8fFYeT07LIaFHsb3c4eKLW6vpdAX7rq0OD38+b5xm\n", "r99q91Db6sBi1DMhIyEu7pwa7WScR4yp3LuK5+yTsm9MZpJg0pPcYwrDcLl7zjHrD0CbU9sbDlxe\n", "H786dAXPtYtVv3m/nsbu4Gt2u33sONPMkcudoSIL8GFjd+ji1nCPeafLy88OXuLvtp7lbzadYWdN\n", "27D2F6l4fq+MBDmjFaPSopI0rCY9F9td3FWUSnF6wsA/RHCSFZtJj93jJy/JzPhUbfudRr2e/BQz\n", "p5uCc6Mmmg2Yr7Umqhq7+be3z7N0Qhrzxqdw8EIHeh08MS1Xs/kIWu1eKqtbQ9sbTjSypDQNWx/t\n", "C6EdKbQxpvL4wnjOnm4zcX95Zp/fC5e7PMvG9x+toM3uJSfZTEEEF5baHB6auj0kWQx9tiN6Muh1\n", "fGpOPgkmPc3dHj4+Ky908arj2tnz2zVt3F+ewYv3lpCXbAndfDBQ9kjYzHryk82hM/fbc5NG5AaG\n", "eH6vjAQptELcpCQ9ASIcVtvc7eYHuy+w/0IHaVYj33ywbMA5WAtTrXx2cTH+QKDXbbBlWQnkJplo\n", "6PJwvL6Lp2fkMl7jCV+yEs18bdkE9ta2k2I1cMf4VM1n7xK3GvavMhnaNTwq965Uza5l7vNtLvZf\n", "6ACC/dzd5yLved4810BRWgL/9nA5319RwbcemthnkdUie3F6As/MyuPhKdnkJJlpsXtodXgG/sFh\n", "UPW9opWICu2ePXuoqgpOFlxdXU19fX3oeyUlJZoE8fv9+Hy+gZ8oRByxmfT0LJfZwxyGlZdsYWpu\n", "4oAtiHBcXj9Xu9x0uQa+kHf4UgfPb6jir149xcmGriG/pggvonG0a9asYdmyZWRmZuL3+1m3bh1P\n", "Pvlk2J+pr6+nsrISg8HA0qVLyc/P7/e527Zto6amhpUrV1JQUBB6fNOmTaHiW1ZWxrRp0/rdh4yj\n", "FbHg8fk5eKGDDcevMi0/kYcnZ5GVGLsxr10uL+uPX2Xd8UYqshL4m0VF/a4LdrXLzafXV9F9bY6E\n", "cSkWfvBoBSlxdldZrI3YONrExEQyM4MXFvR6PQbDwFcoDx48yOrVq4GBb2pYvnw5J0+evOVxq9XK\n", "/fffH0lEIWLCZNCzsCSNO4vio9dZ0+LkN+8HP3EevdLN3rp2npzed6EN0HuCqOD2CIQcg4bUo9Xr\n", "B/4xm+3GBQGzeWi/4X0+H+vXr2fdunWjdg5clXtXqmaPRu6RKrJaZs9ONPGP95aSYjGQaTPx+SVF\n", "pCZE52xW1feKViI6qjqdjpaWFjIyMmhpaYmol9rzN6XJNLRp2ZYvXx76euvWrUPahxBjyYQMK5+c\n", "nccrxxqZlJ3IwpK0fp+r0+mYW5jCTx+fjF6nIyNKUzuKCAvtQw89xI4dO0Jz0j722GMD/kzPYqzF\n", "eveRFOueK21e/w0q29Hdvi5e8kSyvWjRorjKo/X2x6bnMiPVg8/RHRoHfOj9ozRbcniv3sncwhQy\n", "nVdwdLSxaNEishLNg369PXv2YLVamTNnTkTPv/5YPByfoWwPV9QWZ9ywYQOrVq0iEAiwefPm0HLl\n", "x48fR6/XM3Xq1F7PP3nyJGlpab0uhtXV1VFcXAzA5s2beeSRR/p9PbkYJmLlarcbApCVaNLkpCKc\n", "QCAQ9jVONnSxpaqZ8WlW7ilLD42C+OBKJ597rTr0vH9eXsYdhSm9ftbu9nGioYsrnW4mZ9uoyO5/\n", "joeTDV1Unm2lONXKwtI0Mkfx2fCIXQw7c+YM5eXlg9rx/PnzWbNmDYFAgPvuuy/0+L59+9DpdL0K\n", "7RtvvEFNTQ1Wq5WSkhKWLFkCBAvtwYMHgdE7XjeW690Pl6rZtcx95HInX688h88f4Ev3lHBHYYqm\n", "xdbnD2DQ66jvdPHHE03Utdl5akYe0/KSbnmdC21Ovrj1bGgpcY/Pz8dnB0f7dNw0Z0NbH+Nmj17p\n", "4ss7gpP6W416fvBoRa+70q6ra3X0eh1vIMDjt+eE/Xuo+l7RSkSF9ujRo70K7blz5ygtLQ37MwUF\n", "BTzzzDO3PP7cc8/d8ljPQtzT9YIrRDxqc3j493fqQhPAfPOtOn72+GTSbSYutDnx+gMUplpIGMLs\n", "WG0OLzvONLOvrp1Vt2dzssHOuuONAHxw5Sz/uXIyRem9RxN0u32h4gdQ3WwPfV2SkcC4FDOXOtxk\n", "2IyUZ91699rpq92hr51ePy12T5+Ftst10+s02W95jugt4jXDejp69OiAhVZERuXf8qpmD5f7YruT\n", "N6tbCQD3lqVTGOYWWJ1Oh7HHCByjXodeF2B/XTvfePMc/gD82R0FPHZbFlbjrcXW4/NT0+LA7vYx\n", "Ps1KVqKZ821Out0+mu0efn4wuHqtH0gy33gdly/Qq9Bdl5dsZnFJKrtq2zHpdTw29cZZZmGqlX99\n", "sJwmu5v0BFOfczjMGpfMmqMN+AOQZTORm9z3aKH8ZAuzCpJ5/3InJr2OZRV9zynRk6rvFa1EVGgX\n", "LFjA66+/zgMPPBDtPELETJfLy/d3n+eDK8Ezu8MXO/jGA2X9LguTajXyd3cX829v1+H1B/jckmLM\n", "RgP//e5lri/Z9T/vXmZxaRoFKbcW2kMXO/jKjnMEgDmFyXxqdh5f2HIWt8/Pn8y5cYNPTbODv/9I\n", "CUcvd+HyBXh4cib5fRTBtAQTn1kwnsen5WAzGSi+6Yw3N9ncb/EEuC03iR+sqKDVEVyVorCfGx3Q\n", "wSNTMrlvYjolGQmUZUY2M9pYFtE42pdeeomOjg7Wrl3L2rVrOXbsWLRzjRkqjy9UNXt/uZ1eP+da\n", "nKHtc61OHH2cOfY0JSeR76+o4IePVTA9PwmTXkd+yo1ilpZgxGy4tWcbCAT448kmrl+Jfu9iJ3Wt\n", "TpxeP/4A6PU68q5dyCpOt1KWaeXHqybzL/cXs6gklQvtLjy+W7Ol20zclptEaUbCLXMpDMSg1zEp\n", "J5E7i1P7PZN3e/38/mgDX6+s5d/eOc//vncldGdZOKq+V7QS0Rntgw8+yNy5c0PbW7ZsiVogIWIl\n", "1Wrk6Rm5oY/sz8zMJS2C21F73rJqNRn4v3cWsvZYA10uH8/OzOvzllydTsfteYm8d6kzuA+LgaQe\n", "S57/9nA933kkeF0kPcFIZqKZulYH33znIp0uH3odfPX+CbQ5vFRk2/rspUZDt9vHrh4T5xy80EGX\n", "y0eyhsu1j0ZRG9410mR4l9CC3e2jttVBIAClGQlRnRC7udvNuxc7aOhys7AkjTSLkdfPNFPd5ODR\n", "qdnMKEjqdVZ64EI7L75eE9p+/PZsdpxpQa/T8b0V5f1/1NeQx+vnf967zLpjVwG4qziVzy0pGtWF\n", "VtYME0JjNrOBqblJET/f4/PT7fGRaDRgGuQE2pmJZpZPyur12OpZ/U++lG0zYzXqQxfC8pItdLl8\n", "BAiunFCYOqiXHxKTUc/HpuUyIz8Zry9ARbZtVBdZrUT0zujo6OCVV17h17/+NV6vlw0bNkQ715ih\n", "cu9K1exa5W53evnN+/V8ZuMpfnbwEs3d7n6f6/D4aO524xmg5xvOhMwE/mlxDl9YWsxX7y9l++lm\n", "AkB+spnspJG7YSDdZuLOolQWDWJ1XlXfK1qJ6FfRtm3bWLVqFa+99hpGo/z2EgKC407XHGkA4NWT\n", "TczIT2ZR6a2Fp6HTxX8duMSx+m4emZLF47dl9zuSoadL7U62nWrB4/fz4KQsitOtOK+c5b5Fi3B6\n", "g33RNqeXkjTrsOavFdEXUdW0Wq295hqIZJpEERmVxxeqml2r3NdXsr3O3ccoAAguL767th2A375f\n", "z/S8JGaNSw67b7vbxw/3XOD9y8HJuN+/1Mm3Hp4Yym41Grg9L/IWBwRX4AWw9DGmN9pUfa9oZUg3\n", "LPj9Q//4I+JHY5eLQxc76Xb7mF+USpHG61ONduWZNhYWp7Knrp2Z+UlMze17bgDfTdeb/RFcf3Z6\n", "/dS23hhqdqHdhcvjhwj+iVrsbiqrWzl2pYsHJ2cytzCFulYn/7n3IgECPH/XeCqyw69rJrQVUY82\n", "JyeH3bt34/V62b9/P0VFRdHONWbEqnfl9fn57fsNfH/3BX5+8DJf2VFDi73/HmNfVO27DZS71e5h\n", "w/FGvrLjLPvq2vscrwrBZWs+u6SIX31sKv9wb2m/H99nj0thxrUxto9NzWLiAIs3QnCo2cdn54W2\n", "V8/KJS3BFNExf/9yFz8/eJn9F4I3RNS2OvmXN2s50djNyUY736g81+dcB9Gk6ntFKxGd0S5ZsoST\n", "J0/S1tZGXl6eZuuEidhxev0c77FG1MV2F3a3nww50eHIlU5+sv8SAPvqOvjBoxVMzun7bDXZYhzw\n", "qntBioV/uq8Uu8dHisUY0dwHBr2O+ydmUJFlw+cPUJyeEPGy4A1dN35hBgjeZNDV46aCTrcPr39U\n", "jOpURsTjUaZOncojjzwiRVZjsepdJZoNrLwtO7R978R00gY5u76qfbeBcjd09i5UXRHc+TSQZIuR\n", "3KS+J5jxeP1c7XbTedNiilaTgUnZiUzNTSLx2njeSI75/PEppFiCz5+Wm0hOkom/WTQeo16HQQef\n", "XVw04pN8q/pe0UpE/7OamprYunUrCQkJuN1uli9fTkZGRrSziSjS6XTcV5ZBaXoCLq+fCRkJve5M\n", "GsvuGJ/C2mONdLp8TM2xUZQ68BV9nz/AhXYnbm+AcamWUGEciMPt47WqJn7zfj0l6VZeWFLc5zLj\n", "g1GWaeMHj1bQ5fKRlWgiM9FMhs3Mzz86BQiQl2wZ9O25YngiOqPdtm0bq1ev5oknnuCpp55i+/bt\n", "0c41ZsSyd5VgDl65nlOYQvoQznBU7bsNlLss08YPH63gh49W8I/3lpITwdCpQxc7eH7DKT7z6in+\n", "8EED9gjPgmvbnPzs4GXsHj8nG+3sONMyrOzXjUu1Miknkcxrt/8a9DrGpVoYl2qNySKSqr5XtBJR\n", "obXZbKEFGQ0GA1arXJ0Wo9u4VCvZiSaqGu28XdPaq51wM6fHx/++dyXU91xzpIGm7pG92CTiW0SF\n", "1ul09tq224MT/V5f/UAMncq9K1WzR5Lb7fWz5mgDX6s8xz+/WcuP9py/pYd6ncmgp7BHeyHZYsBi\n", "jOyssTjNyqfnFWAz6bktJ5H7y8O35EbzMR/NImrK+f1+/vu//5tZs2Zx9OhRUlNTOXnyJEeOHGHe\n", "vHnRzijEiOv2+Nhz7SYDgHevjTfua4SBQa/jk3PySbIYaba7eWZGHrl9tBuuL0vTk81s4LGp2Swt\n", "S8dq1Mu8AaNURGe0drudu+66C6vVyvz585k8eTKjZNKvmFO5d6VSdp8/ELozKpLcSSYDHym7sVT3\n", "opJUksJc4BqXauWvFo7nK/eXMemmoWBef4B9de184bUz/Nf+izR0uXp932TUk51ojqjI9pe9vtPF\n", "m9UtvF3TGlwsMs6o9F6Jhoh+fT777LMkJd16u19RUREXL16ksLBQ82BCaOVCm5NfHbpCQ5ebP70j\n", "H5Np4IlQTEY9T07PZXp+Mj5/gIos25BHZdS2OPjqGzX4A3CsoZtMm4knpucOaV996XR5+eGeCxy6\n", "GJzb9oGKDD6zoDAmt9qKvkV0RttXkQVITk7m0KFDmgYaa1TuXamQPRAI8PL79eyqbeN0k50Xt9dQ\n", "MGl6r+e4vD6qGrs5Vt9FZ4/VYtMTgrNULSxJCy3bPRTXV024rucNBYPV1zHvdvs4fG0CcYB3L3TQ\n", "7Y6v2+RVeK9E0+Am0BRCMf4ANNtvjADw+AJ4fIEe3w/w1tk2/vqPp3lh8xl+e6Q+4qFZkSpMtYTa\n", "EMkWA8sqtB2DnmIx8pGy9ND2feUZJEdxwnIxeFJoY0zl3pUK2bvcPp6ZmYfNFHyr/8mcfFovVt/4\n", "vsvH747Wh7bXH79Kq6Pv0QVDlZZg4vm7CvnJqkn86LFJlGf1fTtvJPo65jazgT+/o4CvLZvANx6Y\n", "wBPTcgY9CXm0qfBeiSa5xClGrWa7h//ce4EPrnTx1PQcZhQkU5qRwHsHbhRaq0lPeaaNyx3Bj/MF\n", "KWYSTNoXqVSriVTr8G971el0XGp30tjlId1mpCQ9uFZYZqI5dHOCiD9SaGNM5d6VltnPtTho6HST\n", "nWSiLILZrSJxvtUZmgf2l+/V83E/TM1N6pXbbNDzp3cUUJaZQLfHx30TM0Z8HoDBKL5tDn+3pZrG\n", "bg82k55gSGXtAAAgAElEQVR/e7ic8qz4nwlI5fe5FqTQipirabbz2c1nsHv8WAw6vvNIORXZQ/94\n", "fd3NZ6aZtr7f7vkpFp6emdfn9wbS7vRQ1WjH4fFRkZ1IQUp0Vzq40O6k8dpdZ3aPn1NX7VEvtC12\n", "D26fn4wEE+YIWhLn25w4PT7yks2kaHAWPxoM+zOSDO0aHpV7V1plv9juwu4JXiV3+QKcb3MN8BOR\n", "mZCRwJfuKWFKjo0np+cwb3xw9UItj/m2Uy28uL2Gf3mrjm9UnqNFo1tvGztdHLrQzrsX2nvNHav3\n", "OOh5z0NelNcKq2l28Dd/PM3/94eTbP7wKg5P+AuFH1zp4i83VPGZV0/zi4OX6XAGs6v8PtdCRGe0\n", "u3btYvHixX1+b+7cuZoGEmNPdqIJvY7QEKhcjYqH2ajn7gnpLCxOxWTQvu/q8vp451xraLu62UG7\n", "y0tG4vDy13e42HKqid8dbQTgwUmZfHr+OBLNBvTtl/mX5RUcutjB1JxEpgxixd6h+P3ReuqvDUf7\n", "6YHLTMtPDnsGve5YA65rozq2nW7h4SlZclZLhIX2zTffpLGxkcWLF5OTkxPtTGOKyr0rrbKXZyfy\n", "7w+XU93soDTdyiQN2gY93VxktcptMRq4e0I6Z5ocAEzKtpEawaKLA7nS6eLNszcK+NZTzTw9I5dE\n", "s4E75swBYPYAa45ppWerQAcMNPHX+DQr+853AGAx6EgwRj6P7mgW0bti1apVTJkyhT179rBz505u\n", "v/12pk6dGu1sYoww6nXcnpc06MUG48EDFZmUpFvx+wPkp1pDw8iGQ6/TUZ5po7EreCGvLMMalZEQ\n", "kXhyei5XOtxc6XTxZ3cUDLiu3CNTsoBgn/aJaTmMT5PVeQF0gUFOWtDe3s6Pf/xj/v7v/z5amYak\n", "srKS2bNnxzrGoO3evVvZ3/Yjmd3l9eHw+kk2GyOeT/Vyh5OqRjtWo57JOYmh0QRa53Z6few828ZL\n", "h69Qkp7A83eNY1zq0KcSbXN4+OBKF+fbgrPmLSxJozQjOIwrFu8Xu9uH2+cnxWoc8oThKr/PDx8+\n", "zL333jusfUR0Rrt7925KSkrYu3cvSUlJ/PVf//WwXlSIwbjS4eIXBy9xqsnOx6bncn95xoDrbrXa\n", "PXzzrTpOXQ1O6fn0jFw+NSc/KpNen2918d1d5wG42u3h9dMJ/OkdBUPeX1qCiUWlaTg8fmwmPboY\n", "r4ZgMxuwIXeaDUdEn0cqKyupqanhox/9KA899BCJidr20MYyVX/Lw8hl313bxq7adhq7PPzH3ouc\n", "a3EM+DNdbl+oyALsq2sPXTHXOrfP33teAYdn+PMM6HU6Es2GW4qsqu8XVXNrJaJCu2rVKpYsWYLB\n", "IL/VxMi7uXBFsoJrisXIrIIbPd97ytKxRen+/6L0BD45Ow+9DsalWrizKIX/3HuBY/VdMp2oACIs\n", "tNOnTx/4SWJIVB5fOFLZ7y5LozjNgg746O3ZTEhP4IMrnfzT62f52YFL1Hf2Hnd7pcPFsfpOPjk7\n", "n3+8p4R/fqCMh6dkhvqLWudONBt4cnoOv3xyKs/fOY4Xt9fw6skmvri1mnMtzoF3MAiqvl9Uza2V\n", "iHq0HR0dbN++ne7ublavXs2mTZtYtWpVtLMJAUBRWgLffrgcp8dPmtXIVbuHf9h2Njhe80IHOuC5\n", "+eMAaOp28/U3zlF9rb3w2UXjWTIhPczetWExGshPMbDxxNXQGbfHF+h3+RsxtkS8Cu5jjz1Gamoq\n", "RqPctasllXtXI5k9PcFEfoqFBLMBp8cfGhQPhK7OA7Q6vKEiC1B5thXfTa2GaOZeUpqG2RA8c56c\n", "YyNf41tyVX2/qJpbKxFVTavVisl04+4O6dWKWMpPNvPQpEy2nGrGYtDx5PQbN9GkWo0UpJhDs3Et\n", "KE4d0eW1p+Ym8qPHJtHh9FKQYhnWhOFi9IjojNbt7j0jvN8fX7O3q0zl3lWssgd0sHRCGv94Twnf\n", "emgi0/Nv3CWVk2Tm68vK+MLSYr62bAL3Try1bRDN3DqdjtKMBGYUJPdbZN0+P51O75AulKn6flE1\n", "t1YiOqPNyclh9+7deL1e9u/fT1FRUbRzCdGvg+fb+fbbwXGrNpOeHz5aQVF6Aq0OD15/gIIUC+MH\n", "uINJC/WdLnaebaXV4WVZRUaf0zteaHPS7vSSnWgiN9nC5Q4Xv3z3MtXNDp6dmcuSCelY4mySbqG9\n", "iArtkiVLOHnyJG1tbeTl5VFSUhLlWGOHyr2rWGU/2dAd+tru8dPu9FLdZOdrlefocHr5f4vGs7g0\n", "HWM/LYOh5r7a7SYQCE6C4w/AmiMNbD3VDMDOmlZ+9NgkcnqcxVY32fnClmq63D5K0ix8dVlZcKXa\n", "c20A/Ns75ylOtzIh08apq91c6XBTmGqhItvW7x1Yqr5fVM2tlYivbE2dOjU0v0FdXR3FxcVRCyVE\n", "OAtL0thyqhl/AIrSLOQlm/n22+ep7wy2uL61s46JmTZNz2qPXO7ka2+cwxcI8KWPlDA9P4kzTTdu\n", "iGh1eG+ZQvCDK110XVt/rLbNxfl2Z2j7OrcvwKnGbl547Qz+AJj0Or63Qpv5eEX8CPuZZd26daxf\n", "v57169fzyiuv8Morr7B27Vp++9vfjlS+UU/l3lWsss8oSOYHj1bwjQcm8LVlZaQnmOh5AjjQpa9I\n", "clc32XmzuoVj9V002918553zdLl9ODx+vvlWLXa3j6dm5IZe68FJGWTetDJDbvKNs1sdwZsoHqjI\n", "DE0D+cS0bIrTrVzqcIWmiPT4A2FXyVX1/aJqbq2EPaNNSkrigQceYM+ePZhMJmbOnMnhw4dJS0sb\n", "qXxC3MKo190yleJfzB/Hv75VR7vTy18tHD+slQ5qmh18dvMZnN7gRd9/fbCsVxvCZNATIDii4T8e\n", "m4TL52d8mpUkS+//TtPyEnlhcRHH67tYPCGNiZkJmAx6vr+iAqfXT3qCCZvZQFGaFYMOfIHg1IL5\n", "yTLj1WgT0exdr7zyCk888URoe8OGDXF3w4Kqs3cJ7XQ4vXj8wQI21FmmAPafb+eftteEtv9i/jim\n", "5SXyrbfr8PkDfHZxUa+RDsPl8wc402SnsctNfoqFiZkJMZ9IRtwwYrN33fyPLsO7RDxK0WDSbYDc\n", "JDM2kx67x48OKM9KoCI7ke+tqCDgh9QEbW/aMeh1TM5JZHKO9GVHq4jGlfj9fpqamgBoamrC49Fm\n", "XSShdu9K1ewD5S7NSOA7j5TzD/eU8N0V5Uy5VgBTLEbNi+xgjdZjPtpFvMLCtm3b6OrqIjExsVcb\n", "QSt+v59AICB3nYm4UJZpG9Sy51e73Jxvc5JoNlCWkYBJxsaKHga9wsLNLl682OdKuPX19VRWVmIw\n", "GFi6dCn5+fn97mPbtm3U1NSwcuVKCgoKhrQP6dGKwbjQ7uSt6lZ0OvhIWTqFw1gRocXu4Ztv1XL0\n", "Shc64Mv3lbKg5NYLxna3D52OASctF/FFix7tsH/tHjp0qM/HDx48yOrVq3n66ac5cOBA2H0sX76c\n", "u+++e1j7ECJSnS4v333nPL95v56XDtfzvV3n6RrGLFtXu90cvdIFQAB4rarplud82NDFC6+d4e+2\n", "VFPdY/ytGBui9vnGZrvxsctsHtrEGlrsI96p3LtSNXvN+YvU9Jjh62yzIzSUayiSLcZeq9/ePCKh\n", "udvDl984x9lmB1VX7Xz77bohT5+o6jFXNbdWotbZ79mR6DnzVzT30XMBuOv/sPG+3TN7POQZzPax\n", "Y8cien5Dp5sj55sw6WFWcTbpNlNM87s7W3liahYvHQ2eeT4zM4/aqhNUObqHtL+CFAtfWpjN0UY3\n", "hRmJzB6X3Ov7vkAAZ49VIrrdPs6eq6WrqX7MvF+OHTsWV3kGuz1cw+7Rbty4kZUrV97y+LZt21i+\n", "fDkAb7zxBvfdd1/Y/Zw8eZK0tLRePdrB7EN6tPGpw+nlm2/V8t6lTiC4SOIn5+T3Ow/BSOl2+6ht\n", "cYAOStITSIzSMjcQHCe7p7aNb75Vi0Gv48v3TeCO8SlRez2hrREbRzsUDkfwo1kgEAh9DXD8+HH0\n", "en1o3oSh7EOoo9PlDRVZgLdrWnliWo5mY16HKtFs4La8pIGfqAGDXsfCkjT++4kp6HW6XrfmirEh\n", "au/2+fPns2bNGgKBQK8z0X379qHT6XoV2jfeeIOamhqsVislJSUsWbIk7D5GE1XXu2+xezha10hq\n", "SjLlmTaS+ymcSdcWSXz/cvBi0eLStKgtkhipWBxzg15HwTBGNlyn4vulscvN+SuNTCrKI9kS21+w\n", "sTLsv3VfQ7sACgoKeOaZZ255/Lnnnrvlsf6KaH/7ELFld/v45buXef1MC9DIJ2fn8dSMXEyGW6+t\n", "plqNfHZxEVVX7ZgNeibn2GLeNognHp8fh9dPoskwoitBjJSzzXa+tO1scM7ech9/Pq+AtIShXbNR\n", "2bAL7dy5c7XIMWapdnYC0OHysv1MS2h7S1UzD0/OIt3W9yCW3GQLuXE0UUosjrnL6+NsswOXN0BJ\n", "upV0m4mrXW5ePlLP+5e7WDElk+WTsgbsFav2fnmjuoVWR3CExfYzLSyryJRCK7R3tdtNU5eHFKuB\n", "cRp8dIwHNpOB23ITOX5tAu5ZBUnYzHInVDhv17Tx7+8EV4W4d2I6z99VyJErnbxWFZw4/L8OXGZi\n", "po0ZBdpNVhMPMnoUVR1gNY6+s/ZIhC20O3fuZO7cufz85z+/ZaJvj8dDeXm5XOkPo6HTxdcrz3G6\n", "yUGq1ci3Hixjwk23darYc0uxGvnc0mIOnGsi2WZlen4yFqM6dzuN9DF3eHysP341tF1Z3crTM3J7\n", "DfmC4FpiA1Ht/bKkNI36Tjenrtp5cnoOpRkJsY4UExGd0ZaWlvY5hOuVV16RQhtGbZuT003B0RLt\n", "Ti9HLnfdUmhVVZBiIaerloUzFsY6imY8Xj8N3W4MOp2my4SbDXpuy00M3SSRm2Qi0WRg9rhkJmQk\n", "UNPi4CMT0kbNe6On3GQLn1lQyLETHzJ9wq0LZY4VYQttX7fF9vpho3Qewkk2G9ERvC0TIDvp1t6U\n", "SmcnN1u4UM0i29cx93j97Khu4Qe7L2Ax6vn6sgmafYw36HU8NSOXkgwr7Q4vi0rTyLq2ttg3HyzD\n", "7vaRajXeMnF4pNnjnU6nY/rtAw/nHM0iqpTp6X3/JpKVFsKbmJnAV+4vZceZFmYWJDNthMZtisFr\n", "7Hbzg90XCABOr58f77/I9x6p0GwoWk6SmRVTsm95PD3BRPoYvDg01kR0BWPp0qV9Pj7QGe9YZzbq\n", "uas4jX+6bwKPTs3u82qryveAq5q9r9wGvQ6r6cZ/h2SLgUvtLtzDmANhMM61OHjvYgeX2p1AcNhX\n", "m8OD66bXH03HfCyRz/5CAHnJFr6+bAI/2X+JRLOBBcWp/NUfT/GvD05kZj8thBa7m5MNdjrdPm7P\n", "TRzyqrunr3bzudeqcXr95CSa+MqyCeytbef1083MHZfCx+fkkZ0od5OpLOwZrdfrpbKykn379hEI\n", "BNi+fTsbN27Ebpdp3rSiYs/tOlWz95d7en4yf3nXOCwGPT87cAl/AE5f7f+9vvnDJr5WeY7v7TrP\n", "V3bU0NTd/+q14ZxstIdmD2vs9lDT7OA379dztdvD1tPNHK/vGjB7vFM1t1bCFtr169czY8YMsrKy\n", "+Na3vsVtt93G8uXL2bRp00jlE2JEJZmNnGzsxh8IjvucnNP3SACXx8eB8x2h7QvtLjpdviG9ZkHK\n", "jbNVvQ4STL3/W3p8w5r3ScSBsIXWYrGQlZVFeXk548aNY9y4cVitVqzW0THwPh6o3LtSNXu43CUZ\n", "Cfz7w+V86Z4SvvvIjfXCbmYxGXhgUmZoe1ZBEulDXE/sttwkPr+0iAcnZfJ/7iykutnOR8rS0AG3\n", "5yb2uog6Go/5WBD2neFwOEIzZ1VXV+NyubBYLLhcrpHKJ8SIK8tMoCxz4IH1907MoDjNit3joywj\n", "Yci3liaaDczIT6am2cGG4408ODmTT88bx5/MKSDRbIj5TGdi+MLOR9vY2Mhbb72FwWDgnnvuYdu2\n", "bQAsWLCAkpKSkcoYEZmPVqjO7fXj8PhIshhH5QQzqor6fLQ5OTk89dRToe1nn312WC8mRLxr7nbT\n", "4fKRnmAc8clPzEY9Zlk9d1SSf9UYU7l3pWr2/nJfaHfyd1uq+Yv1VfzLm7U0dsZfi2y0HfOxIqLm\n", "TyAQ4OzZs7jdweEr7777Lp/61KeiGkyIkXayvpvz7cHieuRKF2dbHOTE0fSOQl0RndFu2LCBzs5O\n", "9Hp96I/QhsrjC1XN3l/um+eCTTDF34xko+2YjxURndGaTCZmzZoV2p48eXLUAgkRK1NzbayemcvB\n", "Cx0sq8igPEud2bS8Pj9efwBrHP5yEBGe0XZ2dvbabmxsjEqYsUjl3pWq2fvLnWEz86m5BXznkXIe\n", "uy0nqivjDlVf2S+2O/nnt2r5281nePdCB/7hLWwdFaq+V7QS0RntuXPn+OlPf0pmZnCAdlVVFS++\n", "+GJUgwkRK6qdFa450sCe2nYAvrKjhp+smkxRutxUFE8iKrTLli3jjjvuCG3v3LkzWnnGHJV7V6pm\n", "VzU33JrdHwjQYveEtj3+AB7/yMw4NhgqH3MtRNQ66FlkQaZHFCJe6HU6PjknP9Tm+JM5+RTISIm4\n", "M6ThA/X19VrnGLNU7l2pml3V3NB39ik5ifxk1SR+8cQUVt2eTYIiveWxZEiFdv/+/VrnECLu1LY4\n", "+Mn+i/zq0OXQhNzxKi/ZQlGaNS6HpIkBerRXr14lPT2d1tbWXo93d3dHNdRYonLvStXskeRutXv4\n", "6hs1XOoI3qRT0+LgSx8pifmFstF8zEezsIV27dq1PPnkk7z00ku9JmxpaGiIejAhYsnp9XO548ZE\n", "3udanDi9/pgXWqGmsK2D559/nuzsbCZOnMjdd98d+jNhwoSRyjfqqdy7UjV7JLnTE4w8Oys3tL16\n", "Vl5Upiv0BwK0OTw4PJFNGj6aj/loFtE7Z/ny5b22J06cGJUwQsQLq8nAR2/P4Y7CFAx6HcXpVvQ6\n", "bacuvNjmpOpqN91uP9VN3Tw1M4/CVBn/OhqFnY+2P263G7M5vhaLk/lohUrqO138w7azXGh3odfB\n", "X8wfx9UuN5++szDW0cRNtJiPdkijDq5PAC6EGJqGTjcXrs0U5g/A6SY7RoNM9j1aDanQ+uPwzhNV\n", "qdy7UjV7POROSzBi67EIY3GalY+UpQ/4c/GQfShUza2VsD3a73znOxQVFd3yeFVVFStXroxaKCFG\n", "u+L0BL790EQ+uNJFTpKZ8qwE8lOkPztahS20ZWVlfRbUjRs3Ri3QWKPy+EJVs8dL7orsRCqy+15l\n", "tz/xkn2wVM2tlbCtg7vuuqvPx9PS0qISRgghRqOwhTY3N7fPx2VSGe2o3LtSNbuquUHd7Krm1oqs\n", "SSOEEFE2pHG08UjG0QohoiFm42iFEEJETgptjKncu1I1u6q5Qd3squbWihRaIYSIMunRCiFEGFr0\n", "aLWf902IEXS1243L6yczwRSXS7gIAdI6iDmVe1exzn622c5fbTzFn679kJeP1tPl8kb0c7HOPRyq\n", "Zlc1t1ak0Apl/fFkEy2OYHH9/dHG0GxYQsQbKbQxpvI94LHOnmK50fnS68AU4TSDsc49HFpk9/j8\n", "NHa6aXV4NEgUGZWPuRakRyuU9eDkTOo7XZxrdfKJ2XkUp8nsVwNxeX28frqF/zpwidwkMy/eW0pp\n", "RkKsY416ckYbYyr3rmKdvSDFwhfuLub7j5azdEI6JkNkb+dY5w7H6ws/1/Nws19oc/Efey/i8QW4\n", "2O7id0frh7W/SMXzMR8JUTujra+vp7KyEoPBwNKlS8nPzx/0czdt2oTPF1y0rqysjGnTpkUrrlCU\n", "yaCPuMDGM68/wLsXOlj7QQOTsm2suj2bnCSL5q+j04EOuD6m06RX/9ipIGqF9uDBg6xevRoIzl8b\n", "bqLw/p5rtVq5//77oxUxLqjcu1I1ezzmrm1x8NU3avAH4HhDNxk2E09Ov3X2vOFmL0q18rmlxfzi\n", "4CXyky18rI/XiIZ4POYjKWqF1mazhb4eaCHH/p7r8/lYv349gUCA0tJSuSFBjFoOjx9/j1uHGrvc\n", "A/5MXauDNqeXvCQzucmRnf2ajHruKUtnzrhkzAYdSRa5TDMSova5oecNZyaTaUjPXb58OY8//jgf\n", "/ehHaWho0D5kHFC5d6Vq9njMPT7Nwj3X1gxLthhYVpHR5/OuZz99tZu//uNpPv9aNS++fpYrHZEP\n", "bTPodWTYTCNaZOPxmI+kqB3p671VAJ0u/LCbSJ47ULGG4D/m9Y8o1/9h4327Z/Z4yDOY7WPHjsVV\n", "HpW3j793gGXZWTw5fRI2k4HaE4dpqPL1+37ZX9uMwxO8cFbb5qLqUhNnPzgXN3+fm7ePHTsWV3kG\n", "uz1cUZvrYMOGDaxatYpAIMDmzZtZsWIFAMePH0ev1zN16tQBn1tXV0dxcTEAmzdv5pFHHun39WSu\n", "AzGW7DrXytcra4HgGOIfPjqJimxb+B8SQxLXcx3Mnz+fNWvWEAgEuO+++0KP79u3D51O16vQ9vfc\n", "uro6Dh48CMDMmTOjFVUI5czIT+LzS4r4sLGbRaVplGXKWNh4JrN3xVjPdodqVM0eLrc/EEA/QKsr\n", "lkbjMY93cX1GK4RKPF4/By508McPrzIjP4nlFVlkJg58XUCISMgZ7Sjj8vq51O5Cr4fCVCtGffye\n", "ncWTDxu7+Zs/ng4N5H9hSREPVGTGNJOID3JGK3rx+PxUVrfw/d0X0Ovg7z9SwuLStLj+KBwv7G4f\n", "Pc84rnaN3IQrYvST++9iTMvxhS0OD/+57yIA/gD8dP8l2p2RzdE6FKqOjewrd3G6lTmFyQCkWY0s\n", "KE4d6VgRGU3HfCyRM9pRxKzXk5lgov7aXUXZiUZM0jqISFaimS8sKabJ7iHZYiAvwjuthIiE9GhH\n", "meomO79+7womg55PzsmjJF2G/QgxHNKjFbeYmGXjq8smoKPvu+y6XF5a7F5sZj1ZieHnoBBCaEN6\n", "tDEWjd6VXqfrs8i2OTz8ZP8l/nzdh/zNH09T2+oY1uuo2ndTNTeom13V3FqRQjuG1LY62XGmBYDG\n", "bg/v1LTFOJEQY4O0DmJsJO+WsRh7/15NsQ5vee5Y3Onj8fn5sLGbU1ftTMy0cVtuImbj4M4XVL1D\n", "CdTNrmpurUihHUNKM6x8bkkR6443MiUnkbuK4nMIUzhnmux8/rXq0JjXf394ItPzk2OaSYiBSOsg\n", "xkayd2U1GlhWkcn3HqngrxaMj3iy6P7Eou/W1O0Z9o0FKvcLVc2uam6tSKEdg2xmAwZFx9cWplpI\n", "MgdbHlajnqJ0WflWxD8ZRyuUU9vioKHLTXaSmQmyVLaIMhlHK8akkowESqTACoVI6yDGVO5dqZpd\n", "1dygbnZVc2tFCq0QQkSZ9GiFECIMLXq0ckYrhBBRJoU2xlTuXamaXdXcoG52VXNrRQqtEEJEmfRo\n", "hRAiDOnRCiGEAqTQxpjKvStVs6uaG9TNrmpurUihFUKIKJMerRBChCE9WiGEUIAU2hhTuXelanZV\n", "c4O62VXNrRUptEIIEWXSoxVCiDCkRyuEEAqQQhtjKveuVM2uam5QN7uqubUihVYIIaJMerRCCBGG\n", "9GiFEEIBUmhjTOXelarZVc0N6mZXNbdWpNAKIUSUSY9WCCHCkB6tEEIoQAptjKncu1I1u6q5Qd3s\n", "qubWihRaIYSIMunRCiFEGNKjFUIIBUihjTGVe1eqZlc1N6ibXdXcWpFCK4QQUSY9WiGECEN6tEII\n", "oQAptDGmcu9K1eyq5gZ1s6uaWyvGaO24vr6eyspKDAYDS5cuJT8/f9DPHcw+hBAiXkXtjPbgwYOs\n", "Xr2ap59+mgMHDgzpuYPZh6oWLVoU6whDpmp2VXODutlVza2VqBVam80W+tpsNg/puYPZhxBCxKuo\n", "FdqegxlMJtOQnjuYfahK5d6VqtlVzQ3qZlc1t1ai1qP1+Xyhr3U63ZCeO5h9pKWlcfjw4cHGjDmb\n", "zaZkblA3u6q5Qd3squaGYG0ZrqgVWofDAQTPSq9/DXD8+HH0ej1Tp04d8Ln9Pd6XOXPmaJZdCCG0\n", "FLVCO3/+fNasWUMgEOC+++4LPb5v3z50Ol2vQtvfc/t7XAghVDJq7gwTQoh4JTcsCCFElEmhFUKI\n", "KJNCK4bF7/f3Gh2iClVzCzVF7WKYFlS9jVeL3Js2bQoVgrKyMqZNmxb13IPNvm3bNmpqali5ciUF\n", "BQVD2kc85VbhmJ84cYJTp07h9/u58847KSwsHPQ+4im3Csd87969NDQ0AFBUVBQa4TSoYx6IY6++\n", "+mro6w0bNgzpuYPZh1a0yL19+3btg0VgsMfrxIkTgUuXLg1rH1rQIrcKx/ztt98Off3aa68NaR9a\n", "0SK3Cse8p9dff31I+4jrM1pVb+PVIrfP52P9+vUEAgFKS0tHbK5dLY5XvB/z/qhwzJcsWTLsfWhF\n", "i9wqHHOA2tpa1q1bx6pVq4a0j7gutAFFb+PVIvfy5ctDX2/dulXDdOFpcbzi/Zj3R6VjvmPHDubN\n", "mzesfQyXFrlVOeYlJSX85V/+Ja+++ioTJkwY9D7i+mLYSN/GqxUtcvc0kvM8aHG84v2YRyKej/nb\n", "b79NeXk5WVlZQ96HFrTI3VM8H3MAq9VKcnLykPYR14U23G28J0+ejOi5g7mNVyta5K6rqwt97XQ6\n", "oxk3ojx9ZR/sPqJJi9wqHPNdu3aRm5tLSUlJRPuIJi1yq3DMW1paQl/3PIsdzDGP69aBqrfxapG7\n", "rq6OgwcPAjBz5swRyT3Y7G+88QY1NTVYrVZKSkpCfbh4P+b95Y73Y97Y2MiePXuYPHkyVVVVdHZ2\n", "8olPfCLsPuI9d7wfc4A9e/bgcrkAmDt37oD76IvcgiuEEFEW160DIYQYDaTQCiFElEmhFUKIKJNC\n", "K4QQUSaFVgghokwKrRBCRJkUWiGEiDIptGPYV7/6Vc329Yc//IGNGzeyceNGXn31VTo6Om55zs6d\n", "OzCCN0oAAAU6SURBVNm5c+eQX+P1119n3bp1w0g5Om3evHnA53R1dfGLX/wi4rvkhLbi+s4wEV3P\n", "PfecZvvS6XSsXLky7HN63lUzFA888ADr168f1j5Go0huuU1KSmLRokX4/f4RSCRuJoV2DKqvr2f/\n", "/v2cPXuWF154IfS43W5n/fr1JCUlYTAYOHXqFJ/73OdC39++fTtdXV0YDAY8Hg8rVqzAYrEAYLFY\n", "WLduHQaDAbvdziOPPEJKSgoQnEyktbUVgHPnzvG3f/u3EeX0er1s2LABvV5PIBC4ZWLld955h8bG\n", "RsxmM06nk+XLl5OSksIHH3zAhg0buPfee1m0aFFo+5577mHx4sX9vl5XVxcvv/wyNpsNvV6P1WrF\n", "brezfPny0EQo/b0mwKFDh9i6dSuf+MQn2Lt3L2azmRkzZlBeXo7P52PLli2he+W7u7spKipi4cKF\n", "Ax6HvXv3cvnyZcxmM36/H7PZzEMPPYTX62Xr1q1UVVWxceNGAMrLy7ntttsAaG5uZuvWrdhsNtxu\n", "N8nJyZSWlkZ07IXGIp7xVow6f/jDH3pt19TU9JrYuLa2NvT1nj17AqdOnQptd3Z2BtatW9fnfl0u\n", "V7/f6+/xvmzatClw9erV0PaBAwcCa9euDQQCwYm7d+3aFfqe2+0OfS8QCE40feHChdD3XnnllYhe\n", "88SJE4Ff/OIXoW2fzxf43//934heMxAIHtNt27bdst+tW7cGmpubQ9tNTU2BDz/8MKJML730UqCz\n", "szOU5/z587e8Zl9+/etfB3w+X2j7f/7nfwInTpyI6DWFtuSMVoSUlpbi8/l4/fXXQ1PAFRcXA3Dp\n", "0iUWLFgQem5SUlK/+9Fq4umurq5eU+rNnDmT8+fPA1BTU4PT6QydyUHwLPG6hQsXsm7dOj72sY+x\n", "Z8+esGeyN5s1a1boa71eT0JCQkSved0DDzzQ598lIyMjtJ2ZmUlmZmZEeZ544gn279+P0+nE6XRG\n", "PPmK2WxGr79xGabn30uMLCm0IuTo0aPMmDGDiRMnAsGPrHV1dRQXF1NYWMjp06epqKgAgoXjOr/f\n", "z7lz5ygrKwOgra0Nq9U67DyJiYk0NTWFiu3hw4dDH71vv/126uvrufPOO0PP93q9oa8NBgNJSUm0\n", "t7fT2NjI3XffHfHrHj16NDTTv8/nw+12R/Sa4VitVlpaWkLF1u/3U1NTEzrW/fF6vVRXV/fK//LL\n", "L98y3WBfXC4XPp8Pg8EABI9fz+xi5MjsXWPQzp07aWtr49ixY0ybNg29Xs/y5cvZvHlzrzMggEcf\n", "fTT02PUerV6vx+Px8Oijj4Z6tDt37qShoQGLxYLH42HVqlUYjbf+Hl+/fj2PP/54RDm9Xi+vvPIK\n", "JpMJvV5PUlIS7777LqtXr6a4uJjDhw9z/vx59Hp96Ay851Ij3d3d/PCHP+Sxxx7rNe1dOCdPnqSq\n", "qgqn04nNZsPpdLJs2bJQgQz3mlu2bOG9994LLTA4Y8aMUE/U6/Xy6quvYjAYQivwLl68mLy8vLB5\n", "nE4nP/7xj5kwYQI6nQ6Xy8Xs2bN7Feh33nmHlpYW9Ho9Xq+XBQsWkJeXR1NTE1u2bCE5ORm3243B\n", "YKClpYVnn3027CcSoT0ptGJE/f73v+epp56KdYx+nThx4pb5SIUYLmkdiKi7fgbt9XopLy+PdZx+\n", "dXZ2smfPHiDYGum5tpUQwyFntCJmDh06xMWLF/v83ty5cyksLBwVrxlObW0tR44c6fN7JSUlI7rq\n", "gIgeKbRCCBFlcguuEEJEmRRaIYSIMim0QggRZVJohRAiyv5/ZpjScq5ujF4AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.427598\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl81Pd95/HXnJoZ3Te6b8DiNGDA2AZiYxvbYANx7DjU\n", "bdLE3U3SbDdxkyaps6mbpGmTOEnTbtJsvW3TrUPimMMBcxNjW4CNMTa3ACEkDqH7HM197B+CQQJp\n", "NJJmNPOVPs/Hw4+HZpj56c3Pw2d+85nvofH7/X6EEEJEjDbaAYQQYqKTQiuEEBEmhVYIISJMCq0Q\n", "QkSYFFohhIgwKbRCCBFh+kgduLGxkX379qHT6Vi2bBk5OTlDPvbgwYM0NTUBUFhYyPz580d8DCGE\n", "iFURK7SHDx9m/fr1AGzZsoU1a9YM+dglS5YEft69e/eojiGEELEqYq0Di8US+NloNA77+Lq6Ol56\n", "6SXKy8tHfQwhhIhFESu0/SecGQyGYR9fXFzMF7/4Rd5///1RH0MIIWJRxFoHXq838LNGownpOSaT\n", "icTExFEdY/fu3eh0uhGmFEKI4FJSUgLfG41WxAqt3W4H+q5Kb/wMcPLkSbRaLZWVlYH72tvbSUtL\n", "Czx+uGMMRqfTMW/evLDlF0IIgKNHj475GBErtIsWLWLDhg34/X5WrFgRuP/QoUNoNJoBhfbAgQM4\n", "nU4AFixYMOwxJpKqqiruvffeaMcYFVWzq5ob1M2uau5wiVihzc3N5Zlnnrnt/ueee+62+1avXj2i\n", "YwghhEo0E2WZxH379knrQAgRdkePHuWBBx4Y0zFkZpgQQkSYFNooq6qqinaEUVM1u6q5Qd3squYO\n", "Fym0QggRYdKjFUKIIKRHK4QQCpBCG2Uq965Uza5qblA3u6q5w0UKrRBCRJj0aIUQIgjp0QohhAKk\n", "0EaZyr0rVbOrmhvUza5q7nCRQiuEEBEmPVohhAhCerRCCKEAKbRRpnLvStXsquYGdbOrmjtcpNAK\n", "IUSESY9WCCGCkB6tEEIoQAptlKncu1I1u6q5Qd3squYOFym0QggRYdKjFUKIIKRHK4QQCpBCG2Uq\n", "965Uza5qblA3u6q5w0UKrRBCRJj0aIUQIgjp0QohhAKk0EaZyr0rVbOrmhvUza5q7nCRQiuEEBEm\n", "PVohhAhCerRCCKEAKbRRpnLvStXsquYGdbOrmjtcpNAKIUSESY9WCCGCkB6tEEIoQAptlKncu1I1\n", "u6q5Qd3squYOFym0QggRYdKjFUKIIKRHK4QQCpBCG2Uq965Uza5qblA3u6q5w0UfqQM3Njayb98+\n", "dDody5YtIycnZ8jHnjp1irNnz+Lz+Vi8eDH5+fkAbN26Fa/XC0BZWRmzZs2KVFwhhIiYiBXaw4cP\n", "s379egC2bNnCmjVrhnxsW1sb69atA2D79u2BQmsymXjwwQcjFTEm3HvvvdGOMGqqZlc1N6ibXdXc\n", "4RKxQmuxWAI/G43GoI9dunTpoPd7vV42bdqE3++npKREvuwSQigpYj3a/oMZDAZDSM/Zs2cPCxcu\n", "DNxeuXIl69at4+Mf/zhNTU1hzxgLVO5dqZpd1dygbnZVc4dLxArtjd4qgEajGfbxb731FhUVFWRk\n", "ZAz656EU6/7/M6uqquR2hG+fOHEipvLI7di43e3wcKzmEkeP3Xx9nDhxImbyjeb2WEVsHO3mzZtZ\n", "u3Ytfr+fbdu2sXr1agBOnjyJVqulsrIy8Nh33nmHzMxMpk+fPuAY9fX1FBUVAbBt2zZWrVo15O+T\n", "cbRCRN/VLgc/erueM802HpuewbPzppBiDu0TbawKxzjaiPVoFy1axIYNG/D7/axYsSJw/6FDh9Bo\n", "NIFC29zczIEDB5g+fTrV1dX09PTw7LPPAn2F9vDhwwDMnTs3UlGFEGHywdUeTjXZANh6ppUlRcnM\n", "z1e70IZDxAptbm4uzzzzzG33P/fccwNuZ2Vl8fWvf33QYwz1JdlEUlVVpew3sqpmVzU3xH52g3Zg\n", "m1B3/Xas5440mbAghAibO/MS+VhZCmkWPX8yfwrl6eZoR4oJstaBECKsHG4vdo+PBKMOg079a7mY\n", "7tEKISYnk0GHyaCLdoyYov7bjeLCOYRkvKmaXdXcoG52VXOHixRaIYSIMOnRCiFEELIerRBCKEAK\n", "bZSp3LtSNbuquUHd7KrmDhcptEIIEWHSoxVCiCCkRyuEEAqQQhtlKveuVM2uam5QN7uqucNFCq0Q\n", "QkSY9GiFECII6dEKIYQCpNBGmcq9K1Wzq5ob1M2uau5wkUIrhBARJj1aIYQIImo92iNHjozplwoh\n", "xGQSdOHvX/7yl2RmZuLz+bhw4QL5+flcvnyZhIQEFixYMF4ZJzSV91JSNXukc3t8fqxOD2aDjjh9\n", "eLtzcs7VFLTQLliwgPnz5/P666/z2c9+loyMDFpaWnjzzTfHK58QSulxeth2ppVtZ1qZl5fIs/Ny\n", "yEowRjuWUrw+P409TgCmJMYFNnhUWdC32/nz5wPg9XrJyMgAIDMzE5PJFPlkk4TK7/KqZo9k7ppW\n", "G/9+5BotvW52nWvn2LWesB5/op9zn9/PofouPvfaGT732hkO1nfhmwBfI4X0ucbj8Qy47XA4IhJG\n", "CNV5fQOLgsujfpEYT+02Nz+tuoTXD14//LTqEu02d7RjjVlIhTYtLY13330Xh8PBu+++S2pqaqRz\n", "TRoqjy9UNXskc5emW3ioIg2A6VkW5uYmhPX4Y80erUFGoebW6zQkxN3saCYYdegnQOsgpF1wV6xY\n", "wenTp9m1axcVFRUsXrw40rmEUFKaxcDn785n/Z1TsBh0JJtjY6Npm8tLVV0n+2raWVKUwsfKUkky\n", "xUa2/lJMBv76/mJ+fugK+OELS/JJMRuiHWvMZBytEJPAhw09/NX2msDt7zxUyqLC5CgmCs7p8QIQ\n", "p4/+tuXjNo721h7tH/7whzH9UiFEZFzrcXL8Wg+XOwd+j9Lr8g643e0ceDvWxOl1MVFkwyWkQrt9\n", "+/YBt61Wa0TCTEaq9jlB3eyq5obg2a92Ofnmjhr+8o0a/ufWc1xoswX+rDTNRGmaGYCcRCPTMy0R\n", "z9qfyuc8HEJq0vh8vkjnEEKM0aVOO1e7XQD0OL2cabZRlt5XUHOTTHzn4VI6bB6STTqyE+OiGXXS\n", "CVpoOzo68Hg89Pb20trait/vx+v1yhVtGKk6LhLUza5qbgiePdmkRwPc+NIlM37gl0iZ8UYy46Mz\n", "eULlcx4OQQvt6dOncbvdNDU1cfLkyb4n6PWsXr16XMIJIUJXkW7hOw+XcrCui1k5CVRmx0c7krgu\n", "aKG95557AMjKyqKysnJcAk02Ks8BVzW7qrkheHaDXsvCgmQWFsTeaAKVz3k4hPRlmBRZIYQYvRGP\n", "o62vr6egoACtNrbWDJdxtEKISBi3cbQ/+tGPqK+vZ/v27Vy9epXf//73Y/qlQggxmYRUaKdNm0ZR\n", "UREAS5YsiWigyUbl8YWqZlc1N6ibXdXc4RJSofV6+2aR6HQTZ6aGEEKMl5AKrdVqZffu3ZSVlUU6\n", "z6Sj8jexqmZXNTeom13V3OES0sywdevW0dTURElJCceOHQtpplhjYyP79u1Dp9OxbNkycnJyhnzs\n", "qVOnOHv2LD6fj8WLF5Ofnz/iYwgRDR02NzqdhqS42FsJS8SOkK5oLRYLJSUlAMyZM4d169YF/sxu\n", "tw/6nMOHD7N+/Xo++clP8t577wU9fltbG+vWrePJJ5/k+PHjozqGqlTuXamaPRy5/X4/R6508+ev\n", "n+X5reepabUN/6QwmMznXGVjHqO1Z8+eQe+3WG4uWmE0Bp/2t3Tp0jEfQ4jx1NTj4m/21NLS66a+\n", "08E/Vl3G7o7tFbFE9Iz5885QbYT+w3MNhtAW7t2zZw8LFy4c0zFUo3LvStXs4cjtw0//XWvcPj/j\n", "sbJzLJzztl431S29eLx+pmfFk504/EVQLOSOpojNOrgxUgFAoxl+K4q33nqLioqKwCaQozlG/48n\n", "VVVVcltuR+z2lbMn+crdUzDptaSa9Xx2birHPjgcM/mC3a5ps/FP71zklSOXabq+22yoz3d5fPzm\n", "WCMv7r3I996s458OXKLH4Ympv18kbo/VmHdY2LJlC2vWrLnt/s2bN7N27Vr8fj/btm0LLERz8uRJ\n", "tFrtgGm977zzDpmZmUyfPj2kYwxG1ZlhVVXqzgFXNXu4cnt9ftpsbnQaSB+nVbHGmr2px8mXXj9H\n", "p6NvMf81lRl8YUlByM/vsLn54paztF7fMFED/MdTleQkBV92UdXXCoRnZljEvipdtGgRGzZswO/3\n", "s2LFisD9hw4dQqPRBAptc3MzBw4cYPr06VRXV9PT08Ozzz4b9BhCjJcbu9rqBtkgUKfVkJWg1ncH\n", "vS5foMgCVLfYcHt9GHShfbhNMOpYXpbKayeaAVhSlExinIyvH07ErmjHm6pXtCJ21XXY+Y8jDTjd\n", "Pv50YR4VGeO7K0Ek9Dg8/OLdq+ytaUergRfuL+bekpHtat1pd1PdYsPj8zMtw0KmYm82IxUTV7Qm\n", "k2mshxAi5vS6vPzk7UucaekbtlW3u5Z/fmLquLUIIiXRpOfPFuWyclo6Zr2W4rSR//tNMRtYHMMb\n", "O8aiEX8Z5nAM3PRt5cqVYQszGYWz4T7eVM0eSm63z0eb3R243eXw4PZFf8PocJzzFLOB2TkJVGRa\n", "Qm4ZjIXT4+WjM+fxTYwNt0clpLP885//nIMHDwLQ0tIiu+CKCS85Ts/nF+eju96a/fMl+aRbJuYQ\n", "w0hq6HbwD/vr+fExF7vOtgW2EZ9sQmod5ObmBlbtKigomLCztKJB1W9iQd3soeTWaDQsLkzml+vu\n", "wOf3k5sUNy5Xf8MZyznvdXnRABbjwC+vehweNBqIN+q42OGgy+4hJ8nIlDBs4PjmhQ6q6roA+EnV\n", "ZYrTzNyRNfm22Amp0N66yLdeL/O6xcSn02ooTFXrO4hzLb3sr+0kN8nI3YXJgZ7y2ZZeflp1Gb8f\n", "/ue9BUy/XuxONFr56TuXMOo0/NmifL61+wIur5/ClDi++3DZmIut3T1wQpM3Btov0RDSW7TH4xlw\n", "2+VyRSTMZKRqnxPUzR6J3Ha3l1NNVj640k17r3v4J4zSgEkTXQ62nGphe3UrTT1OrnQ5+KsdF3jt\n", "RDM/O3CFPefbAeh0uPnx25e41u2ktt3Od/ZdpMPmprXXxYt7arnc5aTD4eFAXScub18hvNTp5GqX\n", "c8x5H6xIIy/JiAb4xKwsihR74wqXkC5NZ82axWuvvUZpaSkXLlxg5syZkc4lhFLequ3kx+9cAuC+\n", "kmT+4p5CkkyR++TX7fDww7fqOdPcNypieWkKa2Zk0uu62QM909wLQJfdw91Fybh9fuINOjaeaMbr\n", "75tCfKOwWp3eAVNp9VoNyWHIX5Rq5serpnKpoZGpRVMwGybnmNuQzmRFRQUFBQU0NDSwatUqzGZz\n", "pHNNGqr2OUHd7OHObXd72XKqJXD7nYtd/PE8d0QK7Y3sNpeXsy03Vww70djLn8zPYX5+Ih9c6UGr\n", "gVV3ZGB3e/mPI9c4UN/XJ52WaeF/PVhCusWAH/j68iL+7s069FoNd2Ra+MbyIs632bm7KJnS9PD8\n", "O0+1GEgtD3322UQU8ivBZDJRWloaySxCKClOr2VOTjy17X1LhuYkGok3hv/K7VKnA4fbR06ikWST\n", "nsemZ7D1TCsAj1dmkJVg5Pn7CrnS5STeqKM0zUynw82ppt7AMS602clOMKLRaNAAi4uSefnJO9Bq\n", "bs5y+1j58FncXh9ddg9xei2JEbxynyhC6tFu3rw50jkmLVX7nKBu9nDn1mo0PDkrm+fvK+Rzd+Xw\n", "tw+VkhHmiQ3Hr/Xwxc3V/PnrZ/m3Iw24fT6enTeF768s44ePlrP6jgwMOi0Z8Ubm5iZSkWFBp+1b\n", "kPyJGTcXanq8MmNAS0Cr0TAlMW5EU4ntbi/bq1t5blM1f73rApc6B1+Tuj9VXyvhEtJb0a1LIe7Y\n", "sYNHHnkkIoGEUFFmgpGHp6VH7PivHW/Geb2f+kZ1G49My2BqpoX5+cHH9hp0Wp6ozGTmlAR8PihN\n", "N4+5T3qp08H/PnQV6FsrYeuZVr549+RuDQwnpEJrNBppbm4mKysLAKdz7N9Gij6q9jlB3ewq5s5P\n", "McHlbgDidBpM+tDH9CbE6ZmTkxipaBDCiC0Vz3k4hVRoe3t7+clPfhJYtKW6ujomFpIRYrJ4vLLv\n", "4//lTgefmJ1FQcrYJxOMVmGKic8vzuNXH1wjP9nE6jsyhn/SJBdSoTWbzXz/+98P3N6yZUvEAk02\n", "Kq/TqWp2FXNPSYzjzxblcezYMWbnRHc3arNBx6o7Mri3JAWTXktiCBtTqnjOwymkQnvrEmGzZ8+O\n", "SBghRHA9PT3RjgD09X4zFV/JbDyNeT3aWCHr0Ypo6bC5ae51kWjUkZs8OWc+TWTjuh5tXV0dzc3N\n", "zJs3j0uXLsmYWiGA1l4XL71ziQ+u9JAYp+MfHimnPAwLhDvcXi52OPD6/BSlmkL6eC5iV0hfXb77\n", "7rs0NDRw5coV9Hq9rN4VRiqPL1Q1ezhzX+508sGVvo/zPU4vVXWdIT/3TFMv/36kgX017XT1W/vW\n", "6/Pzh5oO/uL35/jKtvP89lhTYCtzOedqCqnQNjQ0sGTJksAqXvHxk2+ZMyEGYzFq6b+dWHaIA/8v\n", "ttv52vbzbPioiX/YX89714duAVidHjYcawrc/t3xZjrtnsEOIxQRUqHV6SbnQhDjQeVvYlXNHs7c\n", "pWlmvr2ilAX5ifzRnVMoTTPh9vqGfV63wxOYgABwvvXmugVmg5YZ2TfbD/nJcZgM2rBnH0+q5g6X\n", "kBo/drsdt7vvo43b7b5tppgQk5VBp2V6poWPGkzsrWnnlQ8b+ZsHS7m7KPieWjmJRsrTzdS02dFr\n", "NdxXkoLd7eXIlW7ev9zD4sJkZuck0tjj5IHyNFLNsruDykIqtA899BCvvPIKjY2NeL1e2ScsjFQe\n", "X6hq9qqqKubctZhOu4d4o5Y0y+iGKXU7PJxtseH1+djcb/WubWdaBhRat8dHdYuNVpuLgmQT5RkW\n", "shLj+PaKEhq6nSTG6SlNN3Oswcp39tUBsPNcGz94tJxHpw+cDDDcOff6/BxvtLL/Qjtl6Rbm5yWQ\n", "lxz91fZUfa2ES0iFNi0tjU9/+tMRjiLE+IhPz+bnh66wr6aDvCQjLz5URmHKyIdl7TrXxr8ebmD9\n", "nVNIitPR7ez7wmrWlIQBjzvd3MvXttfgp68t8NPVUylJM5OdGEd2vx0MOu0DFwwfTV+2tt3ON3fU\n", "0NeVaOe5hbksK9WSlRC9mWRiBMO7Tp8+zYULF5g2bRpTp06NZKZJReV3eVWz+5Oy2XfgAgBXu128\n", "d6lrxIXW6fay/0IHAJtPNvOZBbl02N3kJMWxID9pwGPPtdoCywHY3T6arS5K0vquMi912Omwe8hO\n", "NFKabibNrKfd7iHdog88pr/hznm3w0O/1i8N3U4au11RL7SqvlbCJaRCu2fPHpKTk3n44Yf56KOP\n", "2L9/P8uXL49wNCEiw3jLJosJo1g7Ns6g476SFM632bG5few518Z3Hi4j1WLgWreTV4810ev2cn9Z\n", "KtMyLGjoW3vFYtAGliQ832rjq2+cx+b2kZ8cx3cfKuWlVRW02TxkxOvJTRr5VXZ+iinQ+zXptZSk\n", "mYkzRH9TyckupELb2dnJgw8+CMDChQvZuHFjRENNJir3rlTN7my6yP+4J58tp1qZNSWe+bdcgQJ0\n", "2N3YXF6STXoShpgs8Mi0dErSzNjdXqZmxpNqMeDy+vj3I9fYX9t3tft2bQc/eKyCH6+qoKXXTUFK\n", "XOBK9cQ1K7brmxde6XJyucvJosJk8pL7eq3VLb209LjITY6jLL1vFMJw5zw7wcg3PlbM+VYbbq+P\n", "DIuR0kGujMebqq+VcAmp0BoMg3/j2d3dTVLS7S9SIWKZvaeLx+6ZyfKyVEx6Hfr+A2HpWyHrb/fW\n", "Ut/p5KGKND67MHfQb/2TzQYWFQ4cXeBw+zjXenNHg6vdLlwePzNu6dsC5CTd/Div1TBgQe6zLb08\n", "v+08Xn9fX/cnqyooTQ9txllBiomCUfScReSE9JnCZrPR2tq3ZUZrays3lkd48803I5dsklD5XT5c\n", "2d1eHx9e7eE/P7jG+5e7cXi8wz9pDO699140Gg0JRv1tRRbg8OVu6jv71lzefb6di+3D7yBwQ0Kc\n", "jqdnZwdur52RSapZz8V2O3vOt/HBle7ABoozs+P5+vIinqjM4HsPl1HWb4+u+k5HoNdqd/u41uMK\n", "ZFeRqrnDJaQr2sbGRl5++WXy8vK4evUqxcXF/O53v6O6uponnngi0hnFBHe2xcbXd9QEvjD6waPl\n", "zM2N4ELVwzDf0tM06ELvcWo1Gj5Wlkpxqhm3z0dxqol2u5uvba+hy9E3iuCF+4tZWppKoknP/eVp\n", "3F+edttx8pNNgb6uQacZ0VYzIvaEVGiXLl3KggULbrv/yJEjYQ802ajcuwpX9nabe8Ai/a297iEf\n", "G4q6djtHr/aQZtEzOyfhtnGyw+Wen5fIw1PTONHYyxOVGZSNsMfp9PhIs+hJMeuJ0+uo63AEiizA\n", "hw09LC1NHfAcr8/PsWs9bD3dyrRMCx8rS+WlVRVc63FSkGwKXO2q+npRNXe4hFRoByuyN+7fu3cv\n", "K1asCGsoMbkUpphINunpcniwGLQUp46+v9jU4+QbO2tos/UVts8syOGZuVNGdIzsxDj+x5IC7F4f\n", "8QYdukHaC0O51Ong79+so67DwdNzsvn4zEwy441kxRtovv4GsrDg9lljdR0OXthVi8fn50B9FyaD\n", "ljUzspg5SG9XqGfMa69ZrdZw5Ji0VH6XD1f24jQzL62qoNnqIiPeQHHq6L8l73Z6A0UW4OjVHp6a\n", "nT2gWIaS26DXYghhX66GbietvW7SLHryk038oaadmra+nu4rHzYyPy+RmVMS+P4j5dR32Ek2G6jI\n", "uP3v1+vykhino8vhwefvG4UwmMGyt/b2jQVu7nWztCQlMEIhlqj8Og8HWeRSxITCFNOoZmfdKt1i\n", "YHZOAsev9V0APDo9fURXpE6Pj8udDgAKUuKI0w89xvZyp4Nv7KihuddNiknPjx4rx3DL79JqNNeP\n", "NfRIAIfHi93tZXlpKjlJcew538Zd+UnY3d6Qdqx940wrr3zUt9rX9uo2fvb41AEjGsZTa6+LQ/Vd\n", "XOtxsbw0lamZsVf0o0FGMkeZyut0xmL2NIuBry0r4rsPl/KTVRWDLu4yVG6Pz8+bFzr4wpazfGHL\n", "WXafaw+6Elddhz3QDuh0eDjbamd5WSoL8hNJNev5/OI8StKGf/Oobrbxrd21bD7Vwi8OXeHp2dm8\n", "9PYlzrfePtrh1uxen5+TTTeHk3U5PIFRDdGw+1w7/3TwCq+daObrO2q40tX3phWLr5XxJFe0YsLJ\n", "SjCSlWCkrt3Oho+aSIrTcU9RClOGucrrtLv518NXA7f/9XADiwuTyRziG/+UfmNrl5emkGLS4Qde\n", "uL8Eh8dHkmnw4WO3aul1BX7209fn7XR4sLlvL5hxcXE43F7i9Fo0Gg06rYY1MzI5fs2KH1hcmERG\n", "fPRW+jrTfLPoW13eqBb9WCKFNspU7l3FcvbWXhcv7LoQuOKs63DwF/cUoNdph8wdp9OSk2ikx9l3\n", "JZmTaMSoG7pQVmSYefHBUlqsLj661sNf76rFYtDyD4+UMy0rtMXxL3U6yIw3srw0hf21nSSb9Bh0\n", "fevRltzSq7a7vbQmlvCVbee5MzeRtTMzyYg3srAgiZ89MRW7y0dBStyAN4Dxtroyg/evdOPzw8L8\n", "RLKub+AYy6+V8TDmQqvRhN7/EmK82N2+QJGFvrG6Dq+PhCBjYhNNer66rIjXTjTj88En5mSRHKRo\n", "mfQ67i5K5lSjlX8+dAUAm9vH9rNtIRXa49d6+OudF3B6/Tw6Lb2vx6vT4PH6WVqSTHbiwCvpmjY7\n", "P6m6HPi5NN3MA+VpGHRapmXGxq4n8/OS+KcnpmFzeclPjiPVIuvoQog92ubm5iH/bKy7Q052Kveu\n", "Yjl7qlnPo9PTA7efnJVF/PUvloLlLko18/zSIr66vCjk0Q9mg47+F765IXwR5ff7+e2x5sAuC9vP\n", "tuH1wQu7ann+jRp+/WETXbcsk+hwD+wXdztGvoxipOm0GioyLMzJTSS933bksfxaGQ8hFdpf/epX\n", "dHV1DfpnCQnhGefn8/nweqWfI8IjIU7PZxbk8sNHy/np6gpKUk182NBDW79+aLgUpZr4zsNlzM9L\n", "5JNzsvlYWeqwz9FoNOQn3yzIcToN7TY3PdfXtN11vp0r3Y4BzylJM3FXXt+/t5xE46CL4YjYFFLr\n", "IC8vj0OHDtHT08Ndd91FcXHxsM9pbGxk37596HQ6li1bRk5OzpCP3blzJ7W1taxZs4bc3NzA/Vu3\n", "bg0U37KyMmbNmhVKXKWo3LuK9ezJJj1zchN5q7aDv/tDXd+XRQVJfGXporD+Hp1Ww4L8JObnJQZt\n", "pbXZ3Hi8PjLijYEvsTQauNLp5Kk5WVzoN8pAq+lrTfSXEW/kax8rocPmJiFOR0a8OtNyY/21Emkh\n", "Fdonn3wSo9GIz+fjyJEjvPXWW/zJn/xJ0OccPnyY9evXA7BlyxbWrFkz5GNXrlzJ6dOnb7vfZDIF\n", "lmcUYjS8Pj9bTrUEpvi+e7mbNps76BdGfr+fsy02zrfayE82cUeWBVMI41mDFdnq5l6+vacWq8vL\n", "V+4rZGlJCjlJcfz3xfn4/X40Gg3ZCUYarU7Ot9p5ek72oDPkkk36Aat8CTWE1Dro7u7bCrm9vZ0r\n", "V66QkpIy7HMslpsDlY3G0b3zer1eNm3axMaNGzl69OiojhHrVO5dqZBdp9Uwu9801jSznp72liDP\n", "gAttdp5/4zz/dPAKf7WjhlP9xqmOhtPj5eeHrtBh9+D2+vnhW/U09txsYdwo0NmJcXz+7gJ+8Gg5\n", "iwqTB51oEY5z3mJ1cai+kw+v9mB1jk+fV4XXSiSF9Nb4m9/8hoyMDDIyMli1alVIhfPGUoow9Hq2\n", "w+m/CeSOHTtGdQwhVldmkJNkpLXXw5LiZBqrP4SKoiEf32pz4+63H0xdh2NM/VCtRoNRf7No6jSa\n", "wIyxweh/h8BBAAAgAElEQVRHsFrYSHU5PPyk6hJHrvQA8N8X57F2RqaMHoqwkAptfHw8Tz/99Ij+\n", "Z/T/Yisc/xNDKdb9Vwi68Q4qtyN7+4ZYyTPY7Yx4I8nt50nVailNW0TpkiVBH5+baAwscqPTwPQs\n", "y5h+v0Gn5Y8qk/il00uPy8uXlhRw9exxLrqc434+CmcsCBRZgJ1n21g5NZ2jhw9F9PffuC8WXg+j\n", "zT8WGn//S88huFyuEX/837x5M2vXrsXv97Nt2zZWr14NwMmTJ9FqtVRWVg54/OnTp0lJSRnwZVh9\n", "fT1FRX1XHtu2bWPVqlVD/r59+/Yxb968EWUUYij1HXYaup2kWwyUpVtGtF7CUKxODx6ff9D+sMPj\n", "5WyLjcZuFyVpJioyLMNeoPQ4PTg9vsAkh1C029x8Y2cNF9v7RjQ8PTubz9yVE/QKe7I7evTomIex\n", "hnRFazQaqauro7m5mXnz5nHp0iVKS0uDPmfRokVs2LABv98/YBnFQ4cOodFoBhTavXv3Ultbi8lk\n", "ori4mKVLlwJ9hfbw4cMAzJ07d8R/ORWovE6nqtlDyV2UaqYoxHG0jT1O3F4/mQmG20YK9DfU3mMA\n", "Z5ps/NWOGqBvqNdPH5866CpcN7Jf7nTw47cvUdfp4I/nTWFxYTIX2u1oNTA9M560ISYKpFkMfOuB\n", "Ek419mI2aJk5JWFciqyqr5VwCanQvvvuu/h8PhobG1m4cCHvvffesIU2NzeXZ5555rb7n3vuudvu\n", "G2o92xsFV4hYdbLRygu7LmBz+/jvi3J57I6MoCt+DaW233Y5Tq+fll43ZelDP37H2VZOXV9X4KMG\n", "KycarVTV9Y11XzMjk8/elUvcEMs85iebyE+WPcXGU0ifNxoaGliyZAlabd/D4+NjY7rfRKDyu7yq\n", "2cO519n/PdwQ2Mn2X95rGDCaIFStVhd5yXH86YIcMiwGEuN05CQO3qq7kb1/w68s3czB+psTit6q\n", "7Yi5xVyi9Vq50Gajqq6Tc602fMN3SSMmpCtanW7k79BCqMrt9WF1ebEYtEGvTrUaDSnmm/+E4nQa\n", "9NqRjRhotbr4+/11HG/sxajT8MIDJWQnGIdtWzwyPYOTTb1c6nRQmBrHooIkDl3qG4Z5T3Ey8Ub5\n", "N3uhzcZXtp3H7vZh0Gp4aVUF00Nc7CfcQiq0drsdt7tvgQ63243PN/QanWJkVO5dRTO71emh2eoi\n", "Tq8lb4Qfg4Pltjo9bD3Tyu9PtzInJ4HPLMghOzGOSx12Np5sxuX189TsbErSzOi0Gj5zVy5en59W\n", "m5vnFuaSmzSyL40belwcb+xrAbi8ft6/3MWX7ikcNnthiom/W1mGw+MjJU5PZVY8D5Tb0Gk1TM+0\n", "DNk2iJZovFYaup3Yr3/acPv8XOp0xHahfeihh3jllVdobGzE6/UOGN8qxHizOj3814eNbDrZgsWg\n", "5Xsry5iRHZ41N2ra7Pz7kWsA/OFCB3NzE7i3RMdPqi4HJi6ca7Hxo1UVpJoNFKaY+NaKErw+f0iz\n", "x26VGKfDoNMExu2WjGAjyMQ4PYnXl0vISogjKyE6uyrEqqwEI3qtBo/PjwaGbMeMh5AKbVpaGp/+\n", "9KcjHGVyUvVqFqKX/VqPi00n+2Z32dw+fnusib99KPRCGyy31zewj+fy+nF5/DR039zDq9HqGjCh\n", "waDTMtIa6/b68Pj8FKea+PtHyvlDTTulaWaWDLIjRCjZvT4/Lb0utJrY3Jo8Gq+V8nQLL62qoL7D\n", "QV5yHNOjuK3OqCZN79y5U65qRdTE6TUDrgLDeaVSlm7msTvS2VHdxrRMCwvyE0k26fnsXbm89PYl\n", "/MDn7soldQzrDdR32Pk/712l3e7hvy3KY25uIrPGsNut1+enqq6TH+yvx6jX8uKDJczOSRz18SYK\n", "nVbDHVnx3BGldkF/QV8t3/ve97jjjjvo6uri3LlzzJw5k+PHj1NSUjJe+SY86dGOXEGyib99sJRf\n", "f9RIQbKJJ2Zkjej5wXKnmA08d1ceT8/OxmLQkXS9oC4vTaU03YzfDwXJcSHtkDsYr8/P/32/gfev\n", "z8761q4L/Mu66SH3mQfL3mx18Q/76/H4/LhdXn524Ao/WV1B4iDjdjvtbrocHpLi9OO6KLfKr/Nw\n", "CFpo/+iP/oiioiJ++9vf8t3vfhedTsfTTz/Nq6++Ol75hLhNQ7eTbdWtpJr1zMvr2wgxnCxGHZZb\n", "vrU36rWUh2Ebb4/PR2e/Bb2dXj9B9n8MiVZD384M19secbrB11Jo6nHyg7cucaLRytQMM9+8vySk\n", "RcrF2AV9W74x/dVgMASGeOn1+gErc4mxUfldPlrZ99Z0cKCui7oOJ01WF0eudNM0gvGr0TzncXod\n", "zy3Kw2zo+6f3hbvzyEoM/cpysOzZiXG8+GApeUlxlKeb+fJ9hYMO7zrfauNEY9827Oda7ZxtGduq\n", "ZCOh8us8HEK6FHA4Bq70brVaIxJGiFC4vT5Mei2PTkvn/xy+is8P0zIs/K8VJUPuWBtLZk1J4F/W\n", "Tsfj85OVYAzLUKy5uYn84+NT0WohwTj4P+tbxwTH2hCwiSykMz137lx+85vfcPToUTZs2DBh1x2I\n", "BlXX6ex2uHmn+iqnGq3Yh5mF5PX5aepx0RqmbWQerEhjYX4iJxqt3BgkcLbVRrM1tOMPds6tTk9g\n", "jy6nx0uHzY17rJ/pg8hJiqMgxTRksbvQZuNQfRe1bfYB9wd7vSSZ9EMWWYDpmRb+dEEOJWkm/ujO\n", "KeP6JZGqr/NwCemKtrKykpKSEq5evcqaNWswm0Mf6ycmHrvby2+ONfPaiWagmc8vzuPxysxBV7jy\n", "+vwcrO/iB/vrMBl0/M2KEmaM4Rt26Fvw5Uv3FPBWbScHrk89TTDe/OIK+ha33lfTTm27ncfuyGD2\n", "lIQhV8OqabXxo7frsbt9fHVZITvOtvHhVSuPTk/n8RmZJAVZDCYSzrfaeH7beRweHxaDlpdWVQy6\n", "wMxIJZr0PD0nm8crMzEbtLIG7TgK+bOD2WymvLz8tiK7d+/esIeaTFTsXXXZPWw6eXNn5NdONA+5\n", "I2uz1cX336zD6fXT5fDwjwcuY3WNfVX/ZLOBpaWpfPP+Yv50QQ7/8Gg5BSk3v7l/+2IH/3bkGvtr\n", "O/nmzgvUddxsf/U/5zaXl59WXaK23UFLr5tj16zsOd9Bq83Nfx5tpKbVNuasI3W504HD03c1bXP7\n", "uNx1cwzvWF8vGo0Gi1E37kVWxdd5OI35rVr6tZOPyaClJNXMhesrTk3NsAS+3LmVRkNgdg6AQatB\n", "S3j+kaeY9SwvHXzH2f6F1e31YxuiveHDj+v6eFyNhgETEeD2CQy38vr8+Pz+kNeDDUVWghEN4Kdv\n", "REFW/PgNwxKRId3wKFOxd5ViNvDN+4t5ZlY6f7Ywl+cW5Q05/TQ7wci3V5QwJcFISaqJL99XeNvQ\n", "qUhYOS0d0/X+5+KCJHL6DWPqf84TjHr+xz0FJMbp0ABzcxKZkW1BAzxckRb0I/vlTgff3XeR57ed\n", "5/i1niEf15/X5+dcSy9HrnTT2OMc9DHTMi388LFyvrA4nx8+VkFFxs0MKr5eQN3c4SLbaYpRKUgx\n", "Uck1Fs0OvnW3RqNhfn4SP3tiKjqNhsRx2sF1RnYC/7xmKr1OH1MSjUEH58+cksAv103H6/OTEW/k\n", "xQfL6HV7SY7TD/mm4PX5efnw1cCKWS/squWX66YPKOiDOXbNyjd31uDzQ0mqie88VEpW4sDnGHRa\n", "ZuckyuyuCUQKbZSp3LtatCh4ke0v2PbekVKYMviXtoOd84z4m8PCkkz6AV+sDcbj89Fmu9lrdnh8\n", "t7UdBvPOxY7ASImLHQ4ara7bCm0wqr5eVM0dLtI6EGIU4vQ6PrcwN9CeeG5hLtkhTDzoP6TKYtCS\n", "PIorfLfHR7vNjcMdW4t7i6GNudDKEJGxUbl3Fa3snXY3dR122m3uUT0/XLnn5ibyi7XT+NePT+fx\n", "ytC2sFlUmMS3HijmMwty+MGj5SHvS3bD0ZPVvPJRI5/fXM3PDlwOeexwtKn8Og+HMbcOxro7pBAj\n", "0djj5Af76zjZZKM8w8wLUZ6vP9JFx5NNBu4rGXykxK38fj+NPS789H2pqNNq6NEn8euPmoC+qcjz\n", "85N4oDxtpLHFOBvzFW1CQngWXJ6sVO5dRSP7+VYbJ5v6xrbWtNqpbh75fH1Vzvn7V7r53MYzfPZ3\n", "pzlQ14nX58dsGTiba7jhZ7FClXMeKSFd0e7fv/+2+ywWC/PmzUOvl+/TxPi5dTvvocbvxoJuh5uD\n", "9V2caLSyrDSVO3MTQx5v22Fz849VlwNfsP3o7UtMz4qnPMPCyqlp7D7fzpychDGtYyvGT9D/6y++\n", "+CINDQ1cu3aN2bNnD/gvMzNTlksMA5V7V9HIPi3TwufuyqU0zcyz84afr1/bZmdfTTvHGnoCXx6N\n", "V+4Tjb38+J3L7Dnfwbd21VJzy7oFweh1GuL7jU22GLToNHD66Hv8t8X5/MdTlbxwf8mww8lihcqv\n", "83AIejn67W9/G+ibfpuWNrAPlJaWxvHjxyOXTIhBJJn0PDUnm9WVGZj0wefrX+q089Xt5+lx9hXY\n", "7z5cysKC4FvFeLw+bB4f8QbdoGs3jET/pRv9QLcz9KnHiXF6vra8iH8+eBmX18+X7ikg/foQtHij\n", "btx2ue2yuznZ1Eu7zc3MKQkj2tNM3DSmz/3+KO6TPlGo3LuKZnZzCJt0tVrdgSILcKqpl4UFyUPm\n", "bu118dtjTbx/pZuHp6bz2B0ZY1pQZnZOAglGHVaXl5JUE4Uj/OKsPMPC3z9Sjp+bf9/xPuf7azv5\n", "34euAJBm1vOT1VNHdRWt8us8HEJ6Fd19992D3r948eKwhhFiMA6Pl7MtNtptbopTzSFfVWUmGEkx\n", "6em8vuDNcP3MU029vH66FYB/P3KNaZnxzMsb/eys8gwL//j4VLocHjLjDWSPYGLCDaPZWTecjlzp\n", "DvzcbvfQ5fAo066IJSF15rOzswe9f8qUKWENMxmp3Lsar+zHGqx89Y0avv9mPV994zyXOx3DP4m+\n", "acI/eLScF+4v5qVVFcy+XmiHyu30DFx/1uUZ+3q0BSkmZk5JGHGRbel1Ud3cy7XugeshjPfr5cGK\n", "my3DqRlm0ke5wI3Kr/NwCPlzUVdXF21tbeTm5mIyjewjkBBjcezazRXiup1eWnrdA5ZEDKY4zUxx\n", "iFfAM6ckMC3TwtkWG/cUJVOeEZ1+ZGOPk7/de5GaNjtpFj1//0g5xSOc2BAuCwuT+PGqCqwuL0Up\n", "JjLjY38Hi1gUtNAePnyYhQsX8s4772C1WsnNzWX79u1MnTqVmTNnjlfGCU3l3tV4ZZ+bm3B9kXFI\n", "MenJHOOygUPltru9PHFHBinzDZSlmcd1l9j+LrbbAyMU2m0eTjf1BgrteL9eTHodM8MwhEzl13k4\n", "BC20DQ0NADQ1NfHkk08CMGfOHF599VUptGLczM5J4EePldNh91CUYgr5anYk6jrsHL3ag83lpcXm\n", "xqjTRK3QJtzyBVxqFBbkEeEVUo/21kkJWm3sDhJXjcq9q/HKbtLrmJ2TyLLS1JDbAMEMlrvX6WXP\n", "+XZe+aiJfz9yjT9c6IjarKuKdDPf/FgRC/OT+OLd+VRmyXq0qgt6RXvixAncbjc1NTWsWbMGALfb\n", "jds9usU8hIhVeq1mwK4MJxqt2N3e264ux4PJoGN5WRrLy2QNg4lC4x/hYNi6ujqSkpJum8AQbfv2\n", "7WPevHnRjiEU1e3w8NLb9YGFvJ9bmMvHZ2WhHafV6ZqtLnqcHtLMhoi3LLw+P50ON3E6bVTeSFRz\n", "9OjRMS+eNeKzXFxcPKZfKEQsSjLp+dI9BTwy3U6cXkt5unncimx9h4O/3llDc6+b2TkJfG1p4YgW\n", "Ax8Jt8fH/toO/vX9BqYkGHh+aTFFqTKKKNJCbra63W6am5vx+Xz09IS2P5IYnsq9K1WzD5U7I97I\n", "4sJk7sxNJHEcr/SOX+uhudd9/WcrFzuGHid8I3uX3c3O6lZ+9FY9R6504/aGNub3UpeDH719iU67\n", "h+oWO7873jT2v0AIVH2thEtIhba2tpbXX3+d3bt3A7B169aIhhLjo9vh5siVbg7UddJsHXyjQBF5\n", "t+6yYDHo8Pn9tNvcWIdYH+HYNSs/rrrM7vPtvLDrArXtoS1Y4/f3rbtwg9s39kkZYnghFdojR47w\n", "5JNPkpCQgFarlTVowyha4wu9Pj/bzrTxzZ0XeHHvRX5adZkuR+iLnoC6YyNjLffMKQl8en4OM7Lj\n", "+eqyQkrTTLxd28kXNlfzVztqqOu4WURvZG/oN2PM5++byBGKgpQ4/nxJPkadhsKUOD45Z3xmd8ba\n", "OR9vIX0+Go+ZYD6fD7/fj04X3bndk4Xd7WVfTXvg9pErPfQ4PKPaw2oy63V5udhu79vVNs00qpZD\n", "msXAp+6cwtNzstFpNdR32Pn7/XX4/H3rC/znkWt8a0XJgJXK5ucn8dvjzfS6vJSlmSlIDq2nG6fX\n", "8ci0dBYXJmPUaaKyaeZkFNIVrd0+8GOJxzP8lU9jYyOvvPIKv/nNb7h27VrQx+7cuZN/+Zd/oalp\n", "YL9oJMdQVbR6V2aDjruLbi4ZOD3TQkLcyN7kVO27hSu32+vjjepWvrLtPH/5xnleO96M0zP6DRNv\n", "LMvo8/d9xA/8Hp8/8HH/RvaKDAv/uHoqP15VwYsPlTBlBF+eGXRashKM41pkVX2thEtIb79z587l\n", "v/7rv+ju7mbjxo0sXLhw2OccPnyY9evXA7Bly5bAONzBrFy5ktOnT4/pGGJkdFoN62ZmcUdWPA6P\n", "j8qseLm6GaEep4fXjjcHbr92oplHp6eTnTi2T2V5SXF8+b5C/vngZdItBj69IGfQERCFMlpAGSEV\n", "2mnTplFQUEBTUxP5+fkYDMP/g7RYbs5mMRpHtxBFOI4R66LZu0qzGLinOGXUz1e17xau3Ca9jqkZ\n", "Fg5fX0qwPN0c0jq5wzHqtTxQnsq8vEQMOs2AKbiT/ZyrKuSGksVioaSkJOQD958HEUphjtQxhIgU\n", "i1HHF5bkM6euE4/Pz30lKSSFqcd94+O9mBhC6tFu376dy5cvU1dXx69//WtqamqGfY7Xe7NXFWy7\n", "kXAeo38fqKqqSonbN+6LlTwjuf2LX/wipvKEevvWcz+W4+UmxfGJ2dmUOuupO3Ek4vlVfb384he/\n", "iKk8I709ViFNwd2yZQuPP/44v//971mzZg2vvvoqTz31VNDnbN68mbVr1+L3+9m2bRurV68G4OTJ\n", "k2i1WiorKwc8/vTp06SkpJCbmzvsMQaj6hTcqqoqZT9WqZpd1dygbnZVc8M4TsHVarVotdrAMK+4\n", "uOG/4Vy0aBEbNmzA7/ezYsWKwP2HDh1Co9EMKLR79+6ltrYWk8lEcXExS5cuDXqMiUTVFx+om13V\n", "3KBudlVzh0tIhdblcmG1WgOFNpR1aHJzc3nmmWduu/+555677b6hiuhQxxBCCJWE1KPNzc1ly5Yt\n", "LF68mJMnT1JbWxvpXJNGOPtA403V7KrmBnWzq5o7XEK6ol2yZAlLliwBYPr06ZSXl0c0lBBCTCQj\n", "Xo82Vqn6ZZgQIraF48uwUe1Js3PnzjH9UiGEmExCKrS7d+/m1Vdf5fvf/z4bNmzgww8/jHSuCaOx\n", "x8lHDT0DVmDqT+XelarZVc0N6mZXNXe4hFRorVYrTz31FDNmzOCZZ56hoqIi0rkmhIZuB9/YUcPX\n", "ttfwF78/x7mW3mhHEkJEQUiF9sasLN/1RYJv3RVXDO5yp5Or3S4A7G4fxxuttz1G5fGFqmYPNXeX\n", "w8Oxhh5ONlqxuUa/Klc4TfRzPlGFVDFvLIuo0+no7u6WXXBDlGLSo9X0LXsHkJckqy2pwuby8l9H\n", "r/H66VYAPr84j8crMwNLGQoxEiFd0X784x8H4KGHHmLfvn23TZ8VgyvLsPD9leWsnZHJNz5WxMzs\n", "+Nseo3LvStXsoeTucnj4/fUiC7DxZDM9rpHtQBEJE/mcT2QhT8GFvqm3a9eujWigiUSv1XBnXiJ3\n", "5iVGO4oYIbNBS0maObAXV2VWPGb9qAbpCDG6cbRvv/12YD2CWCHjaEW4Xe50cKC+E5Ney+LC5BHt\n", "YiAmjnFbVKaqqopr164F9vM6c+ZMzBVaIcKtIMXEJ1PGZ/NCMbGF9Fmora2NT3ziE6xbt45169bx\n", "2c9+NtK5Jg2Ve1exlL3N5mb/hXa2nWnlcqcj6GNjKfdIqZpd1dzhMqpxWhkZGeHOIcSY/P50Cxs+\n", "6tvcMy/JyA8fqyAjXnYoELEhaKG9sWFie3s7e/fuDSzKffDgQT73uc9FPt0koPL4wljJ7nR7OXK5\n", "O3D7arcLq9NLxu2DPIDYyQ1925W39rox6bVkJw7/xhBL2UdC1dzhErR1cONyf9GiRQN2PhAilsQZ\n", "dDwyPT1we35eIinm2J9UY3V6eOXDRp7beIY/f/0s51tl5uBEFbTQfupTn6KysjIwbvbChQvodDr+\n", "+I//eFzCTQYq965iKfv9ZWn86LFyvvNQKV+5rzDo1umxkvtKl5PXTvRtV97l8LDlVMuwz4mV7COl\n", "au5wCVpoExISANizZw9Wq5WHH36Y7u5uDh48OC7hhAiVxahjdk4iiwqTyVRk91iDTkP/iWapQd4c\n", "hNpCGnXQ2dnJwoULMRqN3HXXXbS1tUU616Shcu9K1eyxkrso1cy3HiihLN3MA+WpPNqv/TGUWMk+\n", "UqrmDpeQGlkGw+DvtN3d3SQlJYU1kBCThV6r4Z7iFOblJWLUaWUdhQkspCtam81Ga2vfvO/W1tbA\n", "5oxvvvlm5JJNEir3rlTNHmu5zQZdyEU21rKHStXc4RLSFW1jYyMvv/wyeXl5XL16leLiYn73u99R\n", "XV3NE088EemMQgihtJDWOjhy5AgLFiwI+f5okLUOxEh12vuW+ww2QkGIcVvrYKhiGitFVoiROtFo\n", "5Qf769EAf7W8iBlTEqIdSUxgsu5blKncu1I1+7GzF/jeHy7SZHXRaHXxd2/W0WFTYzF7Vc+5qrnD\n", "RQqtmIQ0gV0vALw+P35GvFqoECEb1Xq0sUh6tGIkjl7t5nt/qAPgWw+UMDdXFmcXgxu3Hq0QE828\n", "vCR+uW46gKzyJSJOWgdRpnLvStXsN3JnxBuVK7Kqn/PJSgqtEEJEmPRohRAiiHD0aOWKVgghIkwK\n", "bZSp3LtSNbuquUHd7KrmDhcptEIIEWHSoxVCiCCkRyuEEAqQQhtlKveuVM2uam5QN7uqucNFCq0Q\n", "QkSY9Ggnmbp2O/WdDtLMBqZmWojTy3utEMHE9FoHjY2N7Nu3D51Ox7Jly8jJyRnxY7du3YrX6wWg\n", "rKyMWbNmRSrupHC508HXttfQ6fAA8Hcry1iQL3u+CRFpEbucOXz4MOvXr+eTn/wk77333qgeazKZ\n", "WLNmDWvWrJmwRXY8e1ctva5AkQX4qKFnTMdTte+mam5QN7uqucMlYle0Fosl8LPRGHzhjqEe6/V6\n", "2bRpE36/n5KSEmkNjFFGvJHEOB09zr5PCbNkVwEhxkXECm3/1u9Q25UP99iVK1cGft6xY0cY08WO\n", "8dzvvjDFxA8fq6Cu3U6axcD0TMvwTwpiPLOHk6q5Qd3squYOl4i1Dm70VgE0muBbKYfy2OGKNQz8\n", "eFJVVSW3B7ldmmbm/vI0rLXHOPLeoajnkdtyW4XbYxWxUQebN29m7dq1+P1+tm3bxurVqwE4efIk\n", "Wq2WysrKYR9bX19PUVERANu2bWPVqlVD/j5VRx1UVVUp+26vavZo5XZ7fWgAvW701zdyzsdfTI86\n", "WLRoERs2bMDv97NixYrA/YcOHUKj0QwotEM9tr6+nsOHDwMwd+7cSEUVIuLOttj45btXMOo0/Nni\n", "fErTzNGOJMaRjKMVIsLabC6+tOUcrdd32i1PN/ODR8tJiJOdpFQgax0IoQCP10+38+awuk67B7d3\n", "QlzfiBBJoY2ycDbcx5uq2cc7d3q8kf95b2Fff1ar4c/vySfFPLqrWTnnapLPLkJEmF6rYVlpClMz\n", "LWg1kJMYN+xIHDGxSI9WCCGCkB6tEEIoQAptlKncu1I1u6q5Qd3squYOFym0QggRYdKjnWD8fj8t\n", "vW40QGZC8MV8hBDDkx7tOPP6/FhdHnwx+t7k9/t573I3n3vtDP9tU/WYl0EUQoSHFNoQddjc/OqD\n", "a3z59+d59VjTgAHoYxHO3lVLr5vvv1mHw+PD6vLy47cv0Wl3h+34t1K176ZqblA3u6q5w0UKbYhO\n", "N/fym2NN1Hc6+Lcj1zjXYot2pNtoNX1jNm8w6DRoZbymEFEnhTZEDrdvwG2nxzfEI0cmnCsaZcQb\n", "+faKEnISjRSkxPG15UUkmSI3J0XV1ZhUzQ3qZlc1d7jIzLAQ3ZEdz9QMM+da7czLS6QiPTZXX5qd\n", "k8jPHp+GVguJsmiJEDFBrmhDlJsUx3ceKuPlJ+/gGx8rJisxLizHjUTvKtmsH5ciq2rfTdXcoG52\n", "VXOHi1zyjECqxUCqZfidHoQQoj8ZRyuEEEHIOFohhFCAFNooU7l3pWp2VXODutlVzR0uUmiFECLC\n", "pEcrhBBBSI9WCCEUIIU2ylTuXamaXdXcoG52VXOHixRaIYSIMOnRCiFEENKjFUIIBUihjTKVe1eq\n", "Zlc1N6ibXdXc4SKFVgghIkx6tEIIEYT0aIUQQgFSaKNM5d6VqtlVzQ3qZlc1d7hIoRVCiAiTHq0Q\n", "QgQhPVohhFCAFNooU7l3pWp2VXODutlVzR0uUmiFECLCpEcrhBBBSI9WCCEUIIU2ylTuXamaXdXc\n", "oG52VXOHiz5SB25sbGTfvn3odDqWLVtGTk7OiB87kmMIIUSsitgV7eHDh1m/fj2f/OQnee+990b1\n", "2JEcQ1X33ntvtCOMmqrZVc0N6mZXNXe4RKzQWiyWwM9Go3FUjx3JMYQQIlZFrND2H8xgMBhG9diR\n", "HENVKveuVM2uam5QN7uqucMlYj1ar9cb+Fmj0YzqsSM5RkpKCkePHh1pzKizWCxK5gZ1s6uaG9TN\n", "rkDCxJQAAAgZSURBVGpu6KstYxWxQmu324G+q9IbPwOcPHkSrVZLZWXlsI8d6v7BzJ8/P2zZhRAi\n", "nCJWaBctWsSGDRvw+/2sWLEicP+hQ4fQaDQDCu1Qjx3qfiGEUMmEmRkmhBCxSiYsCCFEhEmhFUKI\n", "CJNCK8bE5/MNGB2iClVzCzVF7MuwcFB1Gm84cm/dujVQCMrKypg1a1bEc480+86dO6mtrWXNmjXk\n", "5uaO6hixlFuFc37q1CnOnj2Lz+dj8eLF5Ofnj/gYsZRbhXN+8OBBmpqaACgsLAyMcBrROffHsNdf\n", "fz3w8+bNm0f12JEcI1zCkXv37t3hDxaCkZ6vU6dO+a9evTqmY4RDOHKrcM7feuutwM9vvPHGqI4R\n", "LuHIrcI572/Xrl2jOkZMX9GqOo03HLm9Xi+bNm3C7/dTUlIybmvthuN8xfo5H4oK53zp0qVjPka4\n", "hCO3CuccoK6ujo0bN7J27dpRHSOmC61f0Wm84ci9cuXKwM87duwIY7rgwnG+Yv2cD0Wlc75nzx4W\n", "Llw4pmOMVThyq3LOi4uL+eIXv8jrr79OaWnpiI8R01+Gjfc03nAJR+7+xnOdh3Ccr1g/56GI5XP+\n", "1ltvUVFRQUZGxqiPEQ7hyN1fLJ9zAJPJRGJi4qiOEdOFNtg03tOnT4f02JFM4w2XcOSur68P/Oxw\n", "OCIZN6Q8g2Uf6TEiKRy5VTjn77zzDtnZ2RQXF4d0jEgKR24Vznl7e3vg5/5XsSM55zHdOlB1Gm84\n", "ctfX13P48GEA5s6dOy65R5p979691NbWYjKZKC4uDvThYv2cD5U71s95c3MzBw4cYPr06VRXV9PT\n", "08Ozzz4b9BixnjvWzznAgQMHcDqdACxYsGDYYwxGpuAKIUSExXTrQAghJgIptEIIEWFSaIUQIsKk\n", "0AohRIRJoRVCiAiTQiuEEBEmhVYIISJMCu0k9uKLL4btWK+++ipbtmxhy5YtvP7663R3d9/2mP37\n", "97N///5R/45du3axcePGMaScmLZt2zbsY6xWKy+//HLIs+REeMX0zDARWc8991zYjqXRaFizZk3Q\n", "x/SfVTMaDz/8MJs2bRrTMSaiUKbcJiQkcO+99+Lz+cYhkbiVFNpJqLGxkXfffZcLFy7w/PPPB+63\n", "2Wxs2rSJhIQEdDodZ8+e5S//8i8Df757926sVis6nQ63283q1auJi4sDIC4ujo0bN6LT6bDZbKxa\n", "tYqkpCSgbzGRjo4OAC5evMiXv/zlkHJ6PB42b96MVqvF7/fftrDy22+/TXNzM0ajEYfDwcqVK0lK\n", "SuL48eNs3ryZBx54gHvvvTdw+/777+e+++4b8vdZrVZ+/etfY7FY0Gq1mEwmbDYbK1euDCyEMtTv\n", "BDhy5Ag7duzg2Wef5eDBgxiNRubMmUNFRQVer5ft27cH5sr39vZSWFjIPffcM+x5OHjwIA0NDRiN\n", "Rnw+H0ajkUcffRSPx8OOHTuorq5my5YtAFRUVDBjxgwA2tra2LFjBxaLBZfLRWJiIiUlJSGdexFm\n", "Ia94KyacV199dcDt2traAQsb19XVBX4+cOCA/+zZs4HbPT09/o0bNw56XKfTOeSfDXX/YLZu3epv\n", "aWkJ3H7vvff8v/vd7/x+f9/C3e+8807gz1wuV+DP/P6+haYvX74c+LPXXnstpN956tQp/8svvxy4\n", "7fV6/f/5n/8Z0u/0+/vO6c6dO2877o4dO/xtbW2B262trf4zZ86ElOn//b//5+/p6QnkuXTp0m2/\n", "czC/+tWv/F6vN3D73/7t3/ynTp0K6XeK8JIrWhFQUlKC1+tl165dgSXgioqKALh69SpLliwJPDYh\n", "IWHI44Rr4Wmr1TpgSb25c+dy6dIlAGpra3E4HIErOei7SrzhnnvuYePGjTz11FMcOHAg6JXsre68\n", "887Az1qtFrPZHNLvvOHhhx8e9O+SlpYWuJ2enk56enpIeZ588kneffddHA4HDocj5MVXjEYjWu3N\n", "r2H6/73E+JJCKwKOHTvGnDlzKC8vB/o+stbX11NUVER+fj7nzp1j6tSpQF/huMHn83Hx4kXKysoA\n", "6OzsxGQyjTlPfHw8ra2tgWJ79OjRwEfvmTNn0tjYyOLFiwOP93g8gZ91Oh0JCQl0dXXR3NzM8uXL\n", "Q/69x44dC6z07/V6cblcIf3OYEwmE+3t7YFi6/P5qK2tDZzroXg8Hmpqagbk//Wvf33bcoODcTqd\n", "eL1edDod0Hf++mcX40dW75qE9u/fT2dnJydOnGDWrFlotVpWrlzJtm3bBlwBATz++OOB+270aLVa\n", "LW63m8cffzzQo92/fz9NTU3ExcXhdrtZu3Ytev3t7+ObNm1i3bp1IeX0eDy89tprGAwGtFotCQkJ\n", "vP/++6xfv56ioiKOHj3KpUuX0Gq1gSvw/luN9Pb28rOf/YwnnnhiwLJ3wZw+fZrq6mocDgcWiwWH\n", "w8FDDz0UKJDBfuf27dv54IMPAhsMzpkzJ9AT9Xg8vP766+h0usAOvPfddx9TpkwJmsfhcPDzn/+c\n", "0tJSNBoNTqeTefPmDSjQb7/9Nu3t7Wi1WjweD0uWLGHKlCm0trayfft2EhMTcblc6HQ62tvb+dSn\n", "PhX0E4kIPym0Ylz99re/5emnn452jCGdOnXqtvVIhRgraR2IiLtxBe3xeKioqIh2nCH19PRw4MAB\n", "oK810n9vKyHGQq5oRdQcOXKEK1euDPpnCxYsID8/f0L8zmDq6ur46KOPBv2z4uLicd11QESOFFoh\n", "hIgwmYIrhBARJoVWCCEiTAqtEEJEmBRaIYSIsP8PbK6YTHgbcV4AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.566822\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VOed5/937aVSlfZdQisCDGYxYIExBtrGmDhgA15i\n", "mzjJnMQznUlPfpOOp5P0MomzdNKTeJxOp92dbic96Y6D2wmLAwFsjI1tdjDeEDtCYhHa15Jqr/r9\n", "ISgkkEol6ZZUj/R9neNzdEu3bn24Ln3r1nOfRRcKhUIIIYSIGf1YBxBCiPFOCq0QQsSYFFohhIgx\n", "KbRCCBFjUmiFECLGpNAKIUSMGWN14Lq6Onbv3o3BYGDp0qXk5uYOuO/+/fupr68HoLCwkHnz5g35\n", "GEIIEa9iVmgPHz7M+vXrAdiyZQtr1qwZcN9FixaFf37jjTeGdQwhhIhXMWs6sNls4Z/NZvOg+1dX\n", "V/P8888zefLkYR9DCCHiUcwKbe8BZyaTadD9i4uL+cpXvsKRI0eGfQwhhIhHMWs6CAQC4Z91Ol1U\n", "z7FarTgcjmEd44033sBgMAwxpRBCRJaSkhK+bzRcMSu0LpcL6Lkqvf4zwPHjx9Hr9UyfPj38WEtL\n", "C2lpaeH9BztGfwwGA3PnztUsvxBCABw7dmzEx4hZoV2wYAEbNmwgFAqxfPny8OMHDhxAp9P1KbT7\n", "9u3D4/EAMH/+/EGPMZ7s3buXxYsXj3WMYVE1u6q5Qd3squbWSswKbV5eHk8++eQtjz/zzDO3PLZ6\n", "9eohHUMIIVSiGy/TJO7evVuaDoQQmjt27Bj33XffiI4hI8OEECLGpNCOsb179451hGFTNbuquUHd\n", "7Krm1ooUWiGEiDFpoxVCiAikjVYIIRQghXaMqdx2pWp2VXODutlVza0VKbRCCBFj0kYrhBARSBut\n", "EEIoQArtGFO57UrV7KrmBnWzq5pbK1JohRAixqSNVgghIpA2WiGEUIAU2jGmctuVqtlVzQ3qZlc1\n", "t1ak0AohRIxJG60QQkQgbbRCCKEAKbRjTOW2K1Wzq5ob1M2uam6tSKEVQogYkzZaIYSIQNpohRBC\n", "AVJox5jKbVeqZlc1N6ibXdXcWpFCK4QQMSZttEIIEYG00QohhAKk0I4xlduuVM2uam5QN7uqubUi\n", "hVYIIWJM2miFECICaaMVQggFSKEdYyq3XamaXdXcoG52VXNrRQqtEELEmLTRCiFEBNJGK4QQCpBC\n", "O8ZUbrtSNbuquUHd7Krm1ooUWiGEiDFpoxVCiAikjVYIIRQghXaMqdx2pWp2VXODutlVza0VY6wO\n", "XFdXx+7duzEYDCxdupTc3NwB962srOT06dMEg0EWLlxIQUEBAFu3biUQCABQVlbGzJkzYxVXCCFi\n", "JmaF9vDhw6xfvx6ALVu2sGbNmgH3bW5uZt26dQBs3749XGitViv3339/rCLGhcWLF491hGFTNbuq\n", "uUHd7Krm1krMCq3NZgv/bDabI+67ZMmSfh8PBAJs2rSJUChESUmJ3OwSQigpZm20vTszmEymqJ6z\n", "a9cuKioqwtsrV65k3bp1PPLII9TX12ueMR6o3HalanZVc4O62VXNrZWYFdrrbasAOp1u0P3feecd\n", "ysvLycjI6Pf30RTr3v8z9+7dK9sx3v7kk0/iKo9sx+/2J598Eld5hro9UjHrR7t582bWrl1LKBRi\n", "27ZtrF69GoDjx4+j1+uZPn16eN/33nuPzMxMpk2b1ucYNTU1FBUVAbBt2zZWrVo14OtJP1ohRCxo\n", "0Y82Zm20CxYsYMOGDYRCIZYvXx5+/MCBA+h0unChbWhoYN++fUybNo1Tp07R2dnJ008/DfQU2sOH\n", "DwMwZ86cWEUVQoiYkpFhY2zv3r3K3pFVNbuquUHd7KrmBhkZJoRQgMcfwJ6eTXB8XNMNS8yaDkR0\n", "VP2UB3Wzq5ob1Mte2+Hml4drOdvs5UldM/dOTsViNIx1rFEnV7RCiJh5+3wr71W3U9fp5YW9l7jQ\n", "4h7rSGNCCu0Y07ILyWhTNbuquUG97C5fsM+2Pzgxmw+k0AohYub+8jTyk8zogEdnZlGUah3rSGNC\n", "eh0IIWKqpduH2x8k1Wokwaxe+2xc96MVQgiANFt0Q/DHM2k6GGOqtbn1pmp2VXODutlVza0VKbRC\n", "CBFj0kYrhBARyMgwIYRQgBTaMaZy25Wq2VXNDepmVzW3VqTQCiFEjEkbrRBCRCBttEIIoQAptGNM\n", "5bYrVbOrmhvUza5qbq1IoRVCiBiTNlohhIhgzNpojx49OqIXFUKIiSTipDK/+MUvyMzMJBgMcv78\n", "eQoKCrh06RJ2u5358+ePVsZxTeW1lFTNrmpuUDe7qrm1ErHQzp8/n3nz5vHaa6/xxS9+kYyMDBob\n", "G3n77bdHK58QQigvYtPBvHnzAAgEAmRkZACQmZmJ1ToxJ++NBZU/5VXNrmpuUDe7qrm1ElUbrd/v\n", "77Ptdk/MdX+EEGI4oiq0aWlpHDx4ELfbzcGDB0lNTY11rglD5f6FqmaP59ztLh/1nV68/mC/v4/n\n", "7JGomlsrURXa5cuXk5SUxOuvv05SUhL3339/rHMJMeFcbHXzjR3n+OLvT7DlRCMub2CsIwmNSD9a\n", "IeLEiwcus6WyMbz9s4emMC0rcQwTCRjFfrQ3t9G+9dZbI3pRIcStDLq+2zpd//sJ9URVaLdv395n\n", "2+l0xiTMRKRy25Wq2eM194PTMpiVm0iK1cj/uLuA4n6W5o7X7INRNbdWoloFNxjsv2FeCKGdSSlW\n", "vrO8FE8gSLLVhFEvl7TjRcRC29rait/vp6uri6amJkKhEIFAQK5oNaRy/0JVs8dzbrvFiD3C7+M5\n", "eySq5tZKxEJ74sQJfD4f9fX1HD9+vOcJRiOrV68elXBCCDEeRGyjvfvuu1m2bBkrV65k2bJlLFu2\n", "jMWLF+NwOEYr37inctuVqtlVzQ3qZlc1t1aiuhk2ffr0WOcQQohxa8j9aGtqapg0aRJ6fXzNGS79\n", "aIXo0eUN8PFVJzWtLmbnOpiWZUM3QF+xNpePqhYXBp2OsvQE7Jao7o9PKFr0o43qrP7kJz/hscce\n", "o7KykpSUFD744APWrFkzohcWQsTGx1c7+fauCwCYDHX87KEplKXbbtnP5Q3w8gd1vHaiCYAvzMvl\n", "sVlZmAzxdRE1HkR1RqdOnUpRUREAixYtimmgiUbltitVs6uaG6LL7vaF+NzcHD57Rw5mg55Wl7/f\n", "/do9fraebApv/+FEI52e2Az7VfmcayGqK9pAoOfkGwyGmIYRQoxMo9PLH0838vHVLhwWA/+1Io9c\n", "h7nffW0mA7dl2ais7wZgZo4dm2nsr2brOz2caOgCYHpWItkOyxgnGrmoCq3T6eSNN96grKws1nkm\n", "HJX7F6qaXdXcMHj2S21uPr7aU6Q6PQHqnF4+ldz//NFJViPPLini6OVOTAYd8/IdWE2xuZiK9px3\n", "+wK8dLiWdy60AXBPcQpfX1KIzaz2RV5UhXbdunXU19dTUlLCRx99FNVIsbq6Onbv3o3BYGDp0qXk\n", "5uYOuG9lZSWnT58mGAyycOFCCgoKhnwMISYSXyDImcZumrp9TEq2UHqtDTbRYkCvg+C1W9x5SZGv\n", "BvOTreQPUIjHQpc3wJHLHeHto1c66PIGlC+0UX1PsNlslJSUADB79mzWrVsX/p3L5er3OYcPH2b9\n", "+vU88cQTHDp0KOLxm5ubWbduHY8++igff/zxsI6hKpXbrlTNrmpuuJG9sr6LP992lh+8Vc2zfzxH\n", "dWvP32FpWgLfWV7KwsIkvlSRx50F8dHnPdpz7jAbuG9yWnh7+eQ07Ba1iyxEeUUbya5du3jooYdu\n", "edxmu3GX02zuv43ouiVLlvT7+FCOIcREcrKhi+v9Mp3eAI1OL8WpCZgMehYWJbOwKHlM8w2X1WTg\n", "s3fkUDEpCYApGTYSYtScMZpGXGgHakbo3T3XZDJFdaxdu3ZRUVExomOoZjy3F8YrVXPXd3oonDEf\n", "lzfA1MwbFyE2k56MxPi+EBnKOU+1mVhQqOYHxUBi1jv5ek8FYMDO0r298847lJeXhxeBHM4xei9p\n", "fP2rimzLdiy351XcxYVWN50dHdjNOlJSUslKNHHo4H5NX+9oVT0/3FdPpyfA+juyucPezXPLcnFh\n", "pjDVSv2Zj7ji9w/4/A9OnKFVZycxMZEpGTYqjx2Ki/OnyvZIjXiFhS1btvQ7eGHz5s2sXbuWUCjE\n", "tm3bwhPRHD9+HL1e32dY73vvvUdmZibTpk2L6hj9UXVkmMrr3auaXavc/mCIrSca+X/vX+VLd+bx\n", "q6NX6fYG+Ordk1hRnobJqF1Xqe/sOs/+mhs3if5xzVTKM24dhNAfjz/AL49cDa/e8Onb0vmvFfmj\n", "+pVc1fcKjOLIsOFYsGABGzZsIBQKsXz58vDjBw4cQKfThQttQ0MD+/btY9q0aZw6dYrOzk6efvrp\n", "iMcQIh50uH1s+LCe2bl2dp1toevaGl8/23eJWbl2JqVodzc/zXajacCo12G6eTmGa6qau7nS4SEz\n", "0Ux5hg2DXkenJ8Cusy3hfXafbeWp2TnDLrShUIiPrzrZerKJ0rQE7i9PI9Me300XYy1mhTYvL48n\n", "n3zylsefeeaZPttZWVl885vfHNIxxhNVP+VB3eyRcjd3+zjT2EUoBFMzbaRHaPu0Gg2UplnxBkJ9\n", "ipbJoMOg8aTdj9yeSafHz5V2D1+Yl8ukfrpkXWhx8efbztLtC6LXwfOrypmRbSfRbGB+gYN3qnr6\n", "ps7Nd4you1R1q5u/fP08vkCIdy+0YdDr+Mzs7IjPUfW9opURF1qrNX764AkxEm5fgN8cu8ofTzUD\n", "cH95Gl+5q2DAoqTXwxfm59HU5cVk0BMMBWlzBfjyXfkDjsYaCm8gSCgYwmIykJ9s5ZvLivEFggMO\n", "Kqjr9NDt67k5HQxBVbOLGdl2EkwGnrkzj0VFyQRDcPu14jtc3b4AvsCNFseLbf138RQ3DLkRye12\n", "99leuXKlZmEmovHQp1M1A+V2egPhqz6Ad6tacQ6w5LfXH+T10y189Q9n+OHbNeh18L0VZbzwUDlz\n", "85OiunkbyYUWF3+98zzPbj/HyfqeFU0Meh1HDx0Y8DmZiWbMvZoUinqtOZblsPAnZWncNzmN7BF+\n", "COQ5LNx9rfuY1ajnU1MzBnmGuu8VrURVaF988UX27++5i9rY2Cir4IpxKdFs4K5e/U8XFiZjH+DK\n", "r7HLx4sHLgPgC4b4xaFa/MEQdvPIW+O6vQFeeO8iH151crqxm795o4rGLu+gzytLT+B7D5TxpYo8\n", "/ureYrLtsekSmWoz8dXFk/j7h6bwDw9P4facSIvvCIiy6SAvLy88a9ekSZPG7SitsaBy25UK2T3+\n", "IB1uPwkmfXiu1YFyJ5gMfGF+LgsLkwiFYFpW4oDNBiaDDrvFEJ7tKt1mHPAG1VD5gyE6es2i1eUN\n", "ELj2VT3SOb/U5uF/v34ebyBECPjsHdl8bl6eJplulppgIjUh+kKuwnsllqIqtDdP8m00yuTAIv45\n", "PX42HW9k4/EGytMT+No9hYOO689MNJNZMvhX6yy7me8/UMZLh6/gsBj4L/PzsRi16S6VZDXyZ4sK\n", "+PauKgLBEF+7p5D0xMGLmssXwNOr7fRCizvC3mI0RdV04Pf3nc/S6x38a4yIjsptV/GevarFzW8+\n", "qMPlC/JxXRd7q3vaX7XKfVtWIn/3qcn8zX2lfdpDtTAv38G/rJvGvz5yG39SlhqejPvm7MFe3eBz\n", "HBbuLUsFwGzQsWZGpqaZRiLe3yuxFtWl6cyZM/n9739PaWkp58+f5/bbb491LiFG7OYv8voh3KDq\n", "cPvp9gVIthhJiHCH3hij1Qh0Ol3Eq+8Gp5etJxs509jNozOzmJufRHKCkS8vLODhGZnYTHoKNezH\n", "K0Ym6pFhbreb2tpacnNzSUhIiHWuIVN1ZJiIHafHz5bKRjYeb2RKegJfXTwpqikBr7S7+T/v1HC6\n", "sZvV0zP47B25JFtHt7msrtPD+WYXNrOBKRm2W7pjvfpRPS8dqQXAoIOfr5lGWXr8/V2OB6M6Msxq\n", "tVJaWjqiFxNiNNktRh6flc3KKelYe90MG8zhSx2cbOhZdeC1yiYWFSZzR35SLKP20dzl5QdvVXO6\n", "sSfD/1w8iQen9e1CVdvhCf8cCPW0z4r4FdX3ns2bN8c6x4SlctuVCtnNRj0ZdnOfIjtY7pt7D2g9\n", "ymswrS5/uMgC7DrbQuDaTN7Xs6+cmh6+yl1WmkJBcnwv96LCeyWWovqIv3kqxB07dvCpT30qJoGE\n", "GGvzC5JYUpLC8Xona6ZnUpo2ul/Jk6xG8pPMXOnouel8d1HyLcV+WlYiP394Ct2+IFl286g3bYih\n", "ier/jtlspqGhgaysLAA8Hs8gzxDRUrl/oarZB8ud47Dw7JJCun1BHBbDqC+/nWU3890VZZxs6MJm\n", "NnBb5o1C3zt7PC1BMxhV3ytaiarQdnV18cILL4RvNp06darfqRGFGC+sJkPMFiqMhsWo59iVTo5c\n", "7uD+8jSemJ1NyhAGCAwkFAqNeHjw5XY3W0804fYHWTMjk5JRvuJXUVQf1QkJCfzwhz/kscce47HH\n", "HmPmzJmxzjVhqNx2pWr20cjd4fbT6vIN+/mV9U7eOt9KpyfApuONnGnqabMdbvZub4A3zjTzrR3n\n", "2PhJPf/xfi3/dOAStR1DG9Tg8gX4x/2X2VzZyI7TzXxnVxUt3YP/O1V9r2glqkJ7c9eGWbNmxSSM\n", "EOPB2cZuvrb1DH+25TRHL3cwnLn1gzc9ZWTT88OZpm5+8u5FjtU6+cWhWqwmA5srm9jwYf2Q8nn8\n", "QS623SjO9U4vHv/gq2JPdFEVWru976QR0s1LOyq3XamaXcvc9Z0errS78V4rNt3eAD/de5FL7R4a\n", "u3w8t6uKBufQR1Lenp3IwsIkzAYdD05ND6+mMNzsN89C5vYH0QEX29z4b67qESRZjXxhXm54MMjn\n", "5+WSahu8BVLV94pWor5VWV1dTUNDA3PnzuXixYtSbMWEV1nv5K9fr6LLG+ArdxWwcmo6QUL4e10h\n", "BkO3Xp1GI9th4S+WFvXckDMbIo5Oi0ZpmpWSNCsXWtxk281YjHqMeh1Pz80d0s0+vU7HstJUStIS\n", "CIRCTEq2YtVojofxLKozfPDgQWpra7l8+TJGo1Fm79KQym1XqmbXIrcvEOSlQ7Xh5Wv+8cBl6jo9\n", "2M1G/r+7J5GWYCTBpOcv7y2+Zf7XQDCEO4oBBnaLkSy7uU+RHW72vCQrP3igjJ8/PIW/XVnKbZk2\n", "nl9Vzh15Q5/i0GTUMznDxtTMgWc3u5mq7xWtRHVFW1tby7p169iyZQsAiYmJMQ0lRLzT63Q4rDeK\n", "jNmgw3itr+v0bDv/uGYqwRCkJ5r6zLFQ1+lhw4d1nG1y8ZnZ2SwqSu5zRVnT6qLV5SfbbiY3SdtB\n", "CBmJZuxmA6+daOKXR2oxGXR89/5S5hWM3qi3iSqqQmswyFeDWFG57UrV7FrkNuh1fPHOfLz+EC0u\n", "H/9tQT55vQrjQGuNvX2+lR2nexZK/Nu3qnl+VTkuf0/zgNmg4+t/PEeXN0Cuw8zfriy7pa/sSLM3\n", "dvn45bU5EnyBEC8dqWV6dmLMV8RV9b2ilagKrcvlwufr6cLh8/luGSkmhOo8vgCBEENatLAo1cpz\n", "K0oIBKN/Xmu3n7n5Du7Ic+ALBHF6/LzyUQOX2918+a6C8LSHVzu9XGxzaz4owWTQYTPpw2uLZSea\n", "wlfiInaiaqNdsWIFL7/8MqdOneIPf/gD999/f6xzTRgqt12pmv3m3FUtLr618zx/vu0sn9Q5h3Qs\n", "i9EwpOL86dvSmZph45dHavn3Y3VsrmzkM7Oz+OzcHM43dYfnLNBBvwMUeme/0u5m64lGdp5uorrF\n", "xeV2N25/5LbfHIeFv11ZxpxcO39SlsIXK/JHZeSbqu8VrUR1RZuWlsYXvvCFGEcRYvS5fAF+tvci\n", "J67N1vU3r5/nXx65jSz7yFex7U+23cyRyx3h7Q9qnczJc5BoNnBbdiK359j5oLaTBYXJTO5n2sME\n", "exINTi86Qvz4nZpw7rsKk3H7g8wrcLD6toyITQFpCSaeviMHq0lPZhQrN4iRi7p714kTJzh//jxT\n", "p05lypQpscw0oajcdqVq9t65A8EQTu+NpjC3P4g/hk1jFqOe+QVJnGvuWaI7P8lCq8vPpTYP95al\n", "MDPXzqLilH6f2+72c9STxrd/d4IZ2YnMK0gKF9ozTd0sLEzipcO1zMt3UJZu6/cYjV1ennvzAudb\n", "el7/W39SxJ+UpcXgX9qXqu8VrUT1nWHXrl04nU4eeOAB2tra2LNnT4xjCTE67BYjf3ZXAVajHr0O\n", "/vyeQrLs0d3t9/iDHLrYzj/sv8R7F1rpHmBp8t50up4lZr6xtIgn52Szcmo6W080kuMwca65m18d\n", "uUrrAENazzd3s/GTRryBEB/UOjHqdViNPX/Ci4uTOdnQjVGvi7hIZEuXL1xkAXafbY3q3ypGJqpC\n", "29bWRkVFBWazmYqKCpqbm2Oda8JQue1K1ew3556T7+AX66bxy0d71ueK9ubQ2aaepcC3nmjie7ur\n", "OdXYFdXz0mwmlpWlckeug3PN3Tw9N5c0m4ktJ5rItJs5fLmDs03dtwyN1d20OI/DYuQ795fwvRWl\n", "2M16AsEQ/3t5CflJA99AS04wkmG70VxQUaht164Ot5/XTzfzf9+9yNFL7fgCPd8OVH2vaCWqpgOT\n", "qf92nI6ODpKSpA+eUN9w+qxenzQm3WZiaqYNjz+I1x/k/SudvHW+hTm5DhaXJJNsvfXvx6DXMSff\n", "wZx8Bweq2/j2mxf404X5/PJILb5ACLNBxwurp4SH3gJMTk/gsRlp7DzXzu3ZicwvcJDj6Ml9R76D\n", "R2ZlYzdH/pO+fjPsREMXqQkmpmf3bWLo9Phx+YIkWQ3DGvH18VUnz793EYA3zjbz09VTmJYl/e6j\n", "KrTd3d00NTWRkZFBU1NT+JP27bff5uGHH45pwPFO5bYrVbNrlbsoNYEFBQ5uy7Gz90IbRy93kGI1\n", "8p1dVYSAd6raSEkwcvcAba7XlWbYWFSUjMsbwHdtuXBvIMSVdnefQuuwGvn8nZNYOysXm6lvbwez\n", "QY85yt4DxWkJFPczteGVdjcvvHeRM00u1t2eySMzs3BEufzPdVc7b8xVHQxBh6dnBW1V3ytaieos\n", "1tXV8dJLL5Gfn8+VK1coLi7md7/7HadOnZJCKyaswhQrj87K5n9tPwfAuWYXuUlWEs2G8CQujV2D\n", "TyGYbTfzv5YUcr7FhV7XU6D0up75Dm5mNurJMMamR8T+mnY+rutp/vjth/Xcke9gdq5jSMe43oOi\n", "yxugOMXCJIUmJ4+lqArtkiVLmD9//i2PHz16VPNAE83evXuV/bRXNbuWuW+eYdDp8TMlw8ax2k6S\n", "LAZm5UT3tTnRYmR6tp3nV5Vzpd1Dhs3E1Q43vkCQqZmJWK7d9IrlOb95Ofab24SjUZ5h4+8fmkK7\n", "y0+W3RT+sFD1vaKVqAptf0X2+uNvvvkmy5cv1zSUEIP5pM7Jpk8amJRi5cFp6eG2ytFWlGrlT8pS\n", "ePt8G1mJJpaWpvLgtAyaurwkW41DGtll1OuYkW3HbNDzP/9wBt+1ab9+/OBkZudFvrL0BYLUdXrR\n", "6yAvyTKsVRTuKkrm6OUOTjd2s+72TErThnc1WphihcitJRPOiFd0czqHNpJG9KXyp/xYZb/U5uav\n", "dp7H7Q9CTTvBUIgvVeRH/Xwtc6faTPzZXZN4ak4ONrOBzGtzHIxkwENjlzdcZAEutXvChba/7L5A\n", "kN3nWnnhvYsYDTqeu7+U+f1MFNPlDbC/uo09VW0sKkpmSUkKjl6LOuYlWfjr+0pw+QIkW4yYjNqN\n", "GFP5fa6F0V11TggNuHzBniJ7TU3r0JZj0ZrDaqQoNSFcZEcq12HBfu1Gl1GvG/TKsqnLx0/3XiRE\n", "z0QxLx64TKfbf8t+Zxq7+PG7FzlyuYO/33ep3+5oiWYDGYlmTYuskEI75lTuXzhW2XMcJh6Y0jOa\n", "yWzQ8ejMrCE9P97PeUlaAs+vKufby0v46epypmbeaOftL7tRryOxVw+EJIsBYz+DFm5eZaHDM/gA\n", "C63E+zmPNVkMXignyWriSxV5rLotA6tR39MmOM6UpCVEvbpspt3M91aU8s8Hr5Bg0vOnCwv6neug\n", "NC2BwhQLF9s85DrMTMnof5iu0J4uNJyV43rZsmVLXCw9vnv37vBy6ELEm9oONxfbPKRYjZSlJwx7\n", "xqxgKMSZxm7ON7vIT7ZwW9aNHgkefwC9Thfx2A1OLy3dPlJtJrJjNHHOeHPs2LFbFqgdqhFf0Y50\n", "jXghxru6Tg9/83oVl9o96HXw/QfK+r1ZFY3zzS6+vu1s+GbZ/3lwMnOu3SizRDGSK8tujtnMZGJg\n", "UX2sNjQ0DPi7kVb6iU7ltiuVstd1erjU5sbtC4x67ganl0vtPSOmgiHYX9027GNV17f27ZHQNviN\n", "wNoOD69+VM/LH9RxOYr9Y0Gl90osRFVof/3rX9Pe3t7v725einy4gsEggcDoNc6LieNkvZM/3XSK\n", "L/7+JFsqG7HaR3d+jhSrqc/NqunZw/+bSbOAw3KjR8LkQdpZu30BXjxwmZeO1PLr96/yd3tq6Oin\n", "R4KIraiaDvLz8zlw4ACdnZ3ceeedFBcXD/qcuro6du/ejcFgYOnSpeTm5g64786dO6mqqmLNmjXk\n", "5eWFH9+6dWu4+JaVlTFz5sxo4ipF5f6F8Z79YpubI5c68AWD3F+exmsnmvjV0av889ppo5qjMNXK\n", "jx+czPH6LrLtZm7PHv4kK/Mm5/OTtDSudnjISDQzOSPyDTO3L8iZpu7w9vkWFy5fgCTr6N4Hj/f3\n", "SqxFdbYfffRRzGYzwWCQo0eP8s477/D5z38+4nMOHz7M+vXrgcFvmK1cuZITJ07c8rjVapVlc8Sw\n", "tHR7+c6uKi5f+8p+3+RUpmbaqGpxRZyvNVYmZ9gGvfqM1lB6JDgsBh6fmcW/HO5ZkPGxmVkkj3KR\n", "FVE2HXR09Cy90dLSwuXLl0lJGXx8nc12401lNg+v8T0QCLBp0yY2btzIsWPHhnWMeKdy25WW2Wta\n", "XRy+2M6zrJDuAAAgAElEQVSFXpNSj0SXNxgusgDnmlzMzEnku/eXcvXMJ5q8Rn86PH72XmjjlQ/r\n", "OB3l/LRDMdRzbjLoeXBaBi+sKucnny7n0VlZWGO84m1/VH6fayGqj7ZXXnmFjIwMMjIyWLVqVVSF\n", "s3evsYHmsx3MypUrwz/v2LFjWMcQ8e9Ci4tn/3iWTk8Aq1HP86vK+0wPOBwpCUaWlaawp6rnxtPq\n", "6RmsmJyK1Wxkb7VnkGcP39FLHfxoTw0A1g/r+dlDU0hNMPJedRsfXXVyX1ka8/IdozryymY2MCNH\n", "m3spYniiKrSJiYl85jOfGVJXrt43trToAhZNse49Q9D1T1DZju32dSM53qU2N53XRim5/UFqWt3U\n", "nzo2onwfHTnIp3JzWDGlDItBh7ehmqOHT7N48WIWL1484PMrFi7iVGMXNU2d5Nr0zCvNRqfTRfX6\n", "VquVU76c8Dlx+4O0uf1canfzs32XAXi3qo2frp5C89kPNP3/8f4nJ3Cbk0lNSaYkLYH3Dx3Q9Pgj\n", "3b7+WLzkGU7+kYhqwILX6x3y1//Nmzezdu1aQqEQ27ZtY/Xq1QAcP34cvV7P9OnT++x/4sQJUlJS\n", "+twMq6mpoaioCIBt27axatWqAV9PBiyo60S9kz/fdpbrvZaima1qpHz+IB0ePwk3TaD9UW1neH5Z\n", "i0HHTx+aMuBCh/35sLaTb+44RzAEhSkWvv9AGfuq2/nFoSvhfb63opQFhcma/Vs8/gAbPqzntx/W\n", "A/Dlhfmsnp4Z9ZI8IrJRG7BgNpuprq6moaGBuXPncvHiRUpLSyM+Z8GCBWzYsIFQKNRnGsUDBw6g\n", "0+n6FNo333yTqqoqrFYrxcXFLFmyBOgptIcPHwZgzpw5Q/7HqUDleTqjzd7o9HK2uRuzXkd5pu2W\n", "pV3KM2z8nwcnc7Khi/IMW8yXPnn/kxOc9KWyubKRGdmJfHlhQXgpmwstN/qZegIhGp0+ytKjP/bM\n", "HDs/e2gK7e4ABckWchwW5uTZcVgMdHoCTE5PoCh1+EOG+zvnbS4/r3xUH97+z4/qWVqaSpotfpYS\n", "V/l9roWoCu3BgwcJBoPU1dVRUVHBoUOHBi20eXl5PPnkk7c8/swzz9zy2EDz2V4vuEJdnW4/Pz9w\n", "mQM1Pf2wPzc3hyfn5GDodbVlMuiZletg1hBn8x+ubnMy/36oDoCDFzuYX9DBQ9MzAZickRBe5SDR\n", "bMBs0PFOVSvTshKjGrJq0OuYktn3g6IsvWcy7A63n8xEM5kaj8yymPQUp1qpuvYhMTnDRoJJ5ouK\n", "J1EV2traWtatW8eWLVuAnjZboQ2VP+Wjyd7h8YeLLMCusy08ND1zVPpxBkMh/MHQLWtpORxJwI3R\n", "joFeI62mZSXywuopNDq9hELw/beqcXoDVExy8I1lxUNeQ+u6gmQraNBa0N85T7Ga+Kt7S3jrfCtm\n", "g46lpan9TiozllR+n2shqneNwRBf/9OEOuxmAzOybFQ29HSaX1iYjG0Urraudnr4zw/rOd/i4snZ\n", "2VQUJofbLEvTEnhsZhZbTjRyW6aNikk3RooZ9Tpuy0okx2Hmv28+HZ5a8MilTrq8gVsKbTAU4lKb\n", "G6c3QF2nN7wi7mgXukkpVj4/b+BBQWJsRfWOd7lc+Hw9i8z5fD6CweAgzxDRUrl/YTTZkxNM/MWy\n", "Yv5iaRF/c28xj8/KwjjMmauGYvfZFrafbuZ0Yzff3X2BmtYb/XM/PnqQp+fm8G+PTufb95f2u9yM\n", "3WRgWemN/uKLipLDk3H39v7lTt4+38r3d1fzd3tq+Ivt5zhyqSM2/yjUfb+omlsrUV3Rrlixgpdf\n", "fpm6ujoCgUCf/q1CDCY3yRK+2TRamnqtPhsM0WdFBgCryRCx477JqOfxWdnMzrXjD8HUDBv2m65m\n", "vYEg/3HsKhWTkmjuvvF6hy51sKQ0VaN/iRgPoiq0aWlpfOELX4hxlIlJ5bareM7+6dsy2FfTTrvb\n", "z6dvS++z7HW0uVNtJhYWDTwKsrnLS7bdjC8YIt1mChfbBdeaItpdvvBAhaUlqTg9fi53eLhvclq/\n", "Q2iDodAtK9HeLJ7PeSRjlftCi4u6Tg+ZdjNlaQljNq3rsFr2d+7cKVe1Iq6VZ9j4+cNTcPmCZCSa\n", "brkaHSl/IMg/HbzC5HQbzd0+Pj8vl1AohMcfJCOx57U+qXP2GajwpYo8Xv24gbfOtfL3D08JrzHW\n", "2u3jzXMtHLncwcop6dxdnIzFaMAfDHGl3U0o1LNwolnW8RqSqpaeuXu7vAHMBh3Pr+q7LNBoivh/\n", "7gc/+AGbNm3i3/7t3/jWt77Fyy+/zDe+8Q2qq6tHKd74p3Lb1Vhm7/IGaO724g8OPN4m22GhOC3h\n", "liKrRe5AKESry89vPqjjZEMX20810eLy8eLBK2z4sKdHQ4PzRnNCCPBca75o6vbR3Wv9ruP1Tv71\n", "cC0f1jr50Z4azja5CIZC7K9u479tOsV/23SKt8634gsElX2/jEXuK+1uuq6dZ28gNKaLeEYstJ/9\n", "7GdZt24dNpuN73//+6xfv54f/OAHJCWN7nyeQvR2ud3Nd9+s4k83nWbbyUZcvtGfx9hiNPBMRR5W\n", "o57qVjezcu0cuthzE+z6Gmaz8+wkXZs7tjTNijfQ86HwwJQ00nsNJmjsVZCh50Ok3e3nxYOXCYZ6\n", "ivQ/7L9Ea7fMIzsUmYlmeg+Oy3GM3coSEb9PXR/+ajKZwl28jEZjn5m5xMio2uYGY5f9zbMtfFDr\n", "BODFA1eYmpnIbUMYTaZV7lm5Dn6xbhq+YIguT4BLbW4+MzuLT0/NAHoGKvz02kCFtAQT7W4/8wsc\n", "FKZYw1fZl9pcWE36cBvvbZk2itMSMOl1ZNhMtFwrrukJJkwGnbLvl7HIXZ5h4/lPl3Ou2UVxqpVp\n", "Y9RsAFG20brdfS+5nU5nTMIIEY2bmwuCI1tfdER696Z4bkXZLb/vPVAh56aeF41OL4cudnCp3cP/\n", "XDyJCy0ukqyG8Ai0Z5cU8f/ev4ovEOS/zM8jNY6G1KrAoNcxI8ceFzOXRdW6PmfOHF555RWOHTvG\n", "hg0bxu28A2NB1TY3GLvsK6akU56RgMmg4/PzcihJjW4S7Ovi5ZzvON3EvxyuZcfpZv5uTw3eQIhc\n", "x43eEcVpCfzv5SV8d0VZeNLweMk+VKrm1kpUV7TTp0+npKSEK1eusGbNGhIShvbGFkJLhSlW/vaB\n", "yXj8QZITjOHltrV0ud3N1Q4PaTYTpTHoFhQKhTjZcGOJGac3wMycRGbl9r360ut0IJNwKS+qaRIj\n", "efPNNwecFGY0yTSJQiuX29z8r+3naO72YTLoeP7T5TGZUezQxXa+vauKYAjuKkrma4snkZIgzQPx\n", "ZtSmSYxE2msH5/EHsBhlvghVXO7whAcf+AIhKuu7YlJo5xUk8fOHp9LtC1CQbJUiO45JD+gYcvkC\n", "7DzdxNe3neNXR2pp7vLdso/KbVfxmr3R6eXIpQ5O1DvDfVd7Gyx3ms3UZ9LswpTYDB++vlz4rFxH\n", "1HPHxus5v67B6WXDB3X8+J1qTtTfuAiL99yxJsthxtC5Zhf/971LAJxp6qY41cq9k9PGONX41tLt\n", "48fv1PDh1Z4/8r+8t5hlQ5x3oCwtgR9/ejKfXHVSkpbAjOxELra5+f3H9fiCIR6flR31KrQTzY7T\n", "Tbz8Qc8k5Hur2/n5w1OZlDL8ic7HCym0MXRzR/p2960dzlXtFwnxmb252xcusgB/PNnEPcUpfSYa\n", "Hyy3Qa9jRradGdk9N6acXj8vvHeRyvqeVW3PNHbzk1XlpI7BV/14POe9nW++MUuayxek+9rfQLzn\n", "jjVpOoihkrQEKgp6Vg3IdZiZmz86KwhMZA6LgbSEG9cPd+Q5+hTZ4fD6Q9R23Fg5t87pxecf2j3k\n", "NpeP9y938EFtJ52e8TvCa+2MLEzXzvfS0hRy7KM7a1u8GvEV7VjNhqOCzEQzzy4totXlx2429LuE\n", "icprKcVj9hyHhR9+ajLvX+kgLcHEnLxbO6sPNXey1ciX7szjJ+9eJAQ8U5FHakL0fzoub4CXP6jj\n", "tRNNQM9yPp+ZnY1pGPPyxuM57212np2fr5mKyxcgL8lC8rXzFO+5Y23EhXak3R7Gu5QEk9xNHmUl\n", "aQmatqEa9DqWlaZSmp4QXt3WNIS+u+0eP9tONoW3t55s4sFpGaTZxt8XSr1OJ+3X/RhxobXbx354\n", "m8pU/pRXNftwcpuM+iEtO96bzWTgtqxEjl9r452VYx/2cj4T6ZyPJ1EV2j179tzymM1mY+7cuRiN\n", "cj9NiEiSrEaeXVrE+5c7MOl1zMl3DLi6QzSTfwv1RPxYfe6556itreXq1avMmjWrz3+ZmZm8+uqr\n", "o5Vz3FK1f2G908vOylr2Vbf1WcZFBWNxzvOSLKyensnKaRnkOG69QdTS7eOVD+v4iz+e4+1zLbj9\n", "/U/9qOr7RdXcWol4Ofrtb38bgISEBNLS+vb/TEtL4+OPP45dMhG3Oj1+/mHfRQ5f6gTg4ekZPFOR\n", "LysAjMDHdU5+dfRq+OcXVpXHxaxTQhsj+ssY4TQJAjXbrrq8AY5cK7LQ0zG9awwm3x6uwc55c5eX\n", "041dXO3VpSvW2npN6u2wGPAGghy51EF1r9V7Qc33C6ibWytRNbDedddd/T6+cOFCTcMINdjNBhYV\n", "JbOvph2AZWUp2COsKKuS+k4PP9pTTWV9NykJRv7uU5NH5S76nDw7GTYTTd0+nqnI47u7q+nyBnBY\n", "DPz4wcmUDvNGnIgPUV3RZmdn9/t4Tk6OpmEmIhXbruwWI//9rgKevSub5+4v4fGZ2UPq7jTWIp3z\n", "mjY3lfU90xe2ufwcu9I54L5aKk5L4IXV5fzjmqkYdLrwWledngAX229cWav4fgF1c2tlSF0G/H4/\n", "fr8fq1XGLk90mXYzttYq7poxvr4S2s19r8zTE0evD3S2w0K2o+/QbR2QISsrKC/ifLTHjx/n+PHj\n", "+Hw+Zs6cSWVlJYmJieTl5VFRUTGaOQcl89EKLXj8QQ5famfHqWbm5ju4b3LaqC8h4/EHqax3crKh\n", "m+lZidyenajUN4bxJubz0Z48eZInnniCYDDIj370I/7yL/8SgE2bNsVdoRVCCxajnntKUrmnZGgz\n", "fmmdYW5+EnPzZbXp8SLix+T1wQh6vZ6MjIwbT9LLp6tWVG67UjW7qrlB3eyq5tZKxCtah8PBnj17\n", "cDqdJCcn8/bbb5OVlRVeelwIMb75AkGqWlw4PQEKU6z9TowkBjfommFXr17FYrGQlpZGVVUVTqeT\n", "WbNmjVa+qEkbrRDaO1jTznfe7FnXbFaunW8tKx7VG4TxYFTWDMvNzQ3/XFpaOqIXE0JLbS4fx650\n", "crXTy50FDqZkar+u10S3/XQTwWuXYh9fddLY5Z1whVYLUTe2+nw+GhoaCAaDdHaOTt/CiUDltqux\n", "zv7ehTZ+tKeGX79/lW/sOM+lNndUzxvr3CMx2tln9hoG7LAYcFiG12yo8jnXQlT9aKuqqjh27Bhu\n", "t5unnnqKrVu38tRTT8U6mxARXV9aBnqGBXf0s1SQGJn7JqeSkmCkvtPHwsIk8pOlD/1wRHVFe/To\n", "UR599FHsdjt6vV7moNWQymPAxzr78smpXF+lZlqWjSxHdDdqxjr3SIx29jSbmfvL0/ns3BwmZwx/\n", "GLDK51wLUV3RjsZIsGAwSCgUkh4N4haBYIjzzd20uv0UJFnCV1Vz8pP4+4em4PQEKEi2kJkod8RF\n", "fIrqitbl6juDkN8/+Fe0uro6Xn75ZV555RWuXr0acd+dO3fyz//8z9TX1w/7GKpSue1qtLIfr3Py\n", "1T+c4W9er+KvXz8fnlXLqNcxNTOReQVJZPczx+tA5JyPPlVzayWqQjtnzhx+85vfUFtby8aNG7nz\n", "zjsHfc7hw4dZv349TzzxBIcOHYq478qVK1m2bNmIjiHGr0OXOsJ3vq90eKnr9I5tICGGKKqmg6lT\n", "pzJp0iTq6+spKCjAZBq8e4fNdqM9x2we3lc6LY4R71Ruuxqt7FMzb7wPrEY9KUNYgbY/kXJXNbto\n", "7vaR4zAzKSX+bvyo+n5RNbdWon7H2mw2SkpKoj5w73EQ0RTmWB1DqG9uvoPn7i/lSoebmTl2TeaH\n", "dfsCXLzWHawo1YrFaOBMUxfPbjuH2x8kNcHIjx+cTGGqrOgqRi6qQrt9+3ZmzpxJIBBg//79VFRU\n", "MHny5IjPCQR6TfU2zMXmhnqM3mvHX28Tivft64/FS56hbH/yySd8+ctfjvnrOSxGApc+Id9gYGrm\n", "XQPubzabw5MdRTrekfePUa3P4l/fbwTgfywqINd9mUuGLNz+IACtLj+na1soTM2Pm/N9nYrvl3/6\n", "p39i5syZcZNnqNsjNegQXIAtW7bw0EMP8Yc//IE1a9bw6quv8vjjj0d8zubNm1m7di2hUIht27ax\n", "evVqoGfqRb1ez/Tp0/vsf+LECVJSUsjLyxv0GP1RdQhu7w8H1cRT9rpOD2+da6XZ5eNTU9IjdkX6\n", "6Ew13z7QTrevp6gmmg386yPTuNjm4Zs7zgGg18FPV09hWlZ8jTaLp3M+FKrmhlEaggs9s3Xp9fpw\n", "Ny+LZfA7vAsWLGDDhg2EQiGWL18efvzAgQPodLo+hfbNN9+kqqoKq9VKcXExS5YsiXiM8WQs33wt\n", "3T5ONnThDQSZlplIblL0d+4hftrdgqEQ//lRPX881QzAe1Vt/MPDUwbsiVBSVEBepZtzzT29aQqS\n", "LVgMem7LsvH9B0o51+Ti9pzEEfUbjZV4OedDpWpurURVaL1eL06nM1xoo1mUMS8vjyeffPKWx595\n", "5plbHhuoiA50DDFygWCILZWNvPJRT5e627JsPHd/KSkJ6rWF+wJBzjR1h7fb3H5c165W+5NkMfLN\n", "ZcVsrmxAh441t2fisPb8KVRMSqZiUnLMM4uJJaruXXl5eWzZsoWFCxdy/PhxqqqqYp1rwhir/oUu\n", "X4B91W3h7ZMN3Tg9Q1vJNl76RlqMBp6cnRMeJfbg1HQyIkx8snfvXgpTrfx/iwv56uJJFMZh74KB\n", "xMs5HypVc2slqivaRYsWsWjRIgCmTZs26I0wEf8STAbunZzKr9+vA3ru7F+/qlPRgsIkfv7wVDz+\n", "IAUpVuwWdf8tYvyJ6maYClS9GTaW2t0+zjS68PgDlGcmki2TOgtxCy1uhg1rTZqdO3eO6EVFfEi2\n", "mrhzUhKLS1KlyAoRQ1EV2jfeeINXX32VH/7wh2zYsIEPPvgg1rkmDJXbrlTNrmpuUDe7qrm1ElWh\n", "dTqdPP7448yYMYMnn3yS8vLyWOcSQohxI6pCe31UVjDY02Xm+uq4YuRU7l+oanZVc4O62VXNrZWo\n", "Cu31aRENBgMdHR34fL6YhhJCiPEkqkL7yCOPALBixQp27959y/BZMXwqt12pml3V3KBudlVzayXq\n", "IbjQM/R27dq1MQ0khBDjzbD60b777rvh+QjihfSjFULEwqhNKrN3716uXr0aXs/r5MmTcVdohRAi\n", "XkXVRtvc3Mxjjz3GunXrWLduHV/84hdjnWvCULntStXsquYGdbOrmlsrwxoZlpGRoXUOIYQYtyK2\n", "0Z44cQKAQ4cOMWnSpPCk3Pv37+dLX/rS6CSMkrTRCiFiIeZzHVy/3F+wYEGflQ+EEEJEL2Khfeqp\n", "p5g+fXq43+z58+cxGAx87nOfG5VwE4HKbVeqZlc1N6ibXdXcWolYaO12OwC7du3C6XTywAMP0NHR\n", "wf79+0clnBBCjAdR3Qxra2ujoqICs9nMnXfeSXNzc6xzTRgqjwFXNbuquUHd7Krm1kpUhdZk6n9Z\n", "kI6ODk3DCCHEeBRVoe3u7qapqQmApqam8OKMb7/9duySTRAqt12pml3V3KBudlVzayWqkWF1dXW8\n", "9NJL5Ofnc+XKFYqLi/nd737HqVOnePjhh2OdUQghlBbVXAdHjx5l/vz5UT8+FqQfrRAiFkZtzbCB\n", "imm8FFkhhIhnwxqCK7SjctuVqtlVzQ3qZlc1t1ak0AohRIwNaz7aeCRttEKIWBi1NlohhBDDJ4V2\n", "jKncdqVq9oFye/1Bmrq8dHn8o5wIAsEQx6508N03q3jlwzqaurz97jfezvlEIeuGCwE4PX62VDay\n", "8XgjUzNtfPXuSeQlWUbt9atb3fz161X4gyH2VrdjNelZMyNr1F5fxJZc0Y4xlceAq5q9v9znW1z8\n", "9sN68pLMtHT7OFjTPqqZurwB/MEbt0sutXv63W88nfOJRAqtEPT8IfzpwnwybGbK0hPISx69q1mA\n", "/GQLFZMcACSY9CwvSxvV1xexJYV2jKncdqVq9v5yp9lM/OZYHQcutrP7XCs7TzfhDQRHLVO6zcTX\n", "7yniZw9N4ecPT+W27MR+9xtP53wikTZaIYBQCNrcN26CXWn34gsEMRtG71ok1WYi1db/THlCbXJF\n", "O8ZUbrtSNXt/udMTTXz2jhwA9Dr4/PxcEs3xdx0yns75RBJ/7yQhxkCCycAjM7NYUJiEyaCjKCVh\n", "rCOJcUSuaMeYym1XqmYfKHei2cDUzERK02wY9LpRThWd8XbOJwoptEIIEWMy14EQQkSgxVwHMWuj\n", "raurY/fu3RgMBpYuXUpubu6Q9926dSuBQACAsrIyZs6cGau4QggRMzFrOjh8+DDr16/niSee4NCh\n", "Q8Pa12q1smbNGtasWTNui6zKbVeqZlc1N6ibXdXcWonZFa3NZgv/bDabh7VvIBBg06ZNhEIhSkpK\n", "pGlACKGkmBXa3k2/Ay1XPti+K1euDP+8Y8cODdPFD5X7F6qaXdXcoG52VXNrJWZNB9fbVgF0ushd\n", "ZaLZd7BiDX2/nuzdu1e2ZVu2ZVuT7ZGKWa+DzZs3s3btWkKhENu2bWP16tUAHD9+HL1ez/Tp0wfd\n", "t6amhqKiIgC2bdvGqlWrBnw9VXsd7N27V9lPe1Wzq5ob1M2uam6I814HCxYsYMOGDYRCIZYvXx5+\n", "/MCBA+h0uj6FdqB9a2pqOHz4MABz5syJVVQhhIgp6UcrhBARyJphQgihACm0Y0zLBvfRpmp2VXOD\n", "utlVza0VKbRCCBFj0kYrhBARSButEEIoQArtGNO67aq5y8uBmnYOXWynzeXT9Ng3U7XdTdXcoG52\n", "VXNrRVZYGEe6vQFeOlLL7nOtADw6M4svzMvFbJTPUyHGkvwFDkF1i4sjlzu42ObW7Jhajpbp9Ph5\n", "+3xrePvNcy04vYEIzxgZVUf6qJob1M2uam6tyBVtlM41dfP1P57F5QuSbDXy409Ppjg1vtaVspkN\n", "zM93cPhyJwALJiWRaJbPUiHGmvwVRqmqxYXLFwSg3e3nskZXtVq2XTksRv7H3ZP45rIi/ureYj43\n", "LxeL0aDZ8W+marubqrlB3eyq5taKXNFGKct+Y55cvQ7SbIPPJjYWsh0Wsh2WsY4hhOhF+tFGye0L\n", "cLy+i1MN3czMSWR6diImg3whGM+udng4Xu/EpNczIzuRTHvkCezF+BTXs3eNN1aTgfkFScwvSBrr\n", "KCNS0+riYpubtAQTUzJsmKRHQr863H5+8k4Nn9R3AfDpael8eWGB9OAQwyLvmjE2mm1XV9rdfGP7\n", "Ob63u5o/33aWj+ucIzqequ1u0eTu8gbCRRbgyOUOun2x68ERrfF8zsczKbQTSL3TS4vLD0AI+KC2\n", "c2wDxTGHxcCy0pTw9orydBLNsbuxKMY3aToYY6PZvzDDZsJuNoT71s7Ito/oeKr2jYwmt91i5L8u\n", "yOfeyWmY9DomZyTERZv8eD7n45kU2gmkMDWBH396MlUtLjJsJqZlJY51pCFz+wMcu9zJoUsdzMt3\n", "ML8gCVuMrjQzEs1kJMoNMDFyY/8RPcGNdttVWbqN+8vTuSM/iQTTyArUWLS7nWns5jtvXmDH6Wa+\n", "/1Y1Jxu6Bn/STVRuL1Q1u6q5tSKFViil9Vob83Vtbv8AewoRP6TQjjGV267GIntJmpXMa4NFUhKM\n", "lKUNfRi0nPPRp2purUgbrVBKYUoCP15VTlOXj3Sbkfxk61hHEmJQckU7xlRuuxqr7HlJFmbl2odd\n", "ZOWcjz5Vc2tFCq0QQsSYzHUghBARyJphQgihACm0Y0zltitVs6uaG9TNrmpurUihFUKIGJM2WiGE\n", "iEDaaIUQQgFSaMeYym1XqmZXNTeom13V3FqRQiuEEDEmbbRCCBGBtNEKIYQCpNCOMZXbrlTNrmpu\n", "UDe7qrm1IoVWCCFiTNpohRAiAmmjFUIIBUihHWMqt12pml3V3KBudlVzayVmKyzU1dWxe/duDAYD\n", "S5cuJTc3d8j7DuUYQggRr2J2RXv48GHWr1/PE088waFDh4a171COoSqV11JSNbuquUHd7Krm1krM\n", "Cq3NZgv/bDabh7XvUI4hhBDxKmaFtndnBpPJNKx9h3IMVancdqVqdlVzg7rZVc2tlZi10QYCgfDP\n", "Op1uWPsO5RgpKSkcO3ZsqDHHnM1mUzI3qJtd1dygbnZVc0NPbRmpmBVal8sF9FyVXv8Z4Pjx4+j1\n", "eqZPnz7ovgM93p958+Zpll0IIbQUs0K7YMECNmzYQCgUYvny5eHHDxw4gE6n61NoB9p3oMeFEEIl\n", "42ZkmBBCxCsZsCCEEDEmhVYIIWJMCq0YkWAw2Kd3iCpUzS3UFLObYVpQdRivFrm3bt0aLgRlZWXM\n", "nDkz5rmHmn3nzp1UVVWxZs0a8vLyhnWMeMqtwjmvrKzk9OnTBINBFi5cSEFBwZCPEU+5VTjn+/fv\n", "p76+HoDCwsJwD6chnfNQHHvttdfCP2/evHlY+w7lGFrRIvcbb7yhfbAoDPV8VVZWhq5cuTKiY2hB\n", "i9wqnPN33nkn/PMf//jHYR1DK1rkVuGc9/b6668P6xhxfUWr6jBeLXIHAgE2bdpEKBSipKRk1Oba\n", "1eJ8xfs5H4gK53zJkiUjPoZWtMitwjkHqK6uZuPGjaxdu3ZYx4jrQhtSdBivFrlXrlwZ/nnHjh0a\n", "potMi/MV7+d8ICqd8127dlFRUTGiY4yUFrlVOefFxcV85Stf4bXXXqO0tHTIx4jrm2GjPYxXK1rk\n", "7k7S7HAAAAZnSURBVG0053nQ4nzF+zmPRjyf83feeYfy8nIyMjKGfQwtaJG7t3g+5wBWqxWHwzGs\n", "Y8R1oY00jPfEiRNR7TuUYbxa0SJ3TU1N+Ge32x3LuFHl6S/7UI8RS1rkVuGcv/fee2RnZ1NcXBzV\n", "MWJJi9wqnPOWlpbwz72vYodyzuO66UDVYbxa5K6pqeHw4cMAzJkzZ1RyDzX7m2++SVVVFVarleLi\n", "4nA7XLyf84Fyx/s5b2hoYN++fUybNo1Tp07R2dnJ008/HfEY8Z473s85wL59+/B4PADMnz9/0GP0\n", "R4bgCiFEjMV104EQQowHUmiFECLGpNAKIUSMSaEVQogYk0IrhBAxJoVWCCFiTAqtEELEmBTaCey5\n", "557T7FivvvoqW7ZsYcuWLbz22mt0dHTcss+ePXvYs2fPsF/j9ddfZ+PGjSNIOT5t27Zt0H2cTicv\n", "vfRS1KPkhLbiemSYiK1nnnlGs2PpdDrWrFkTcZ/eo2qG44EHHmDTpk0jOsZ4FM2QW7vdzuLFiwkG\n", "g6OQSNxMCu0EVFdXx8GDBzl//jxf//rXw493d3ezadMm7HY7BoOB06dP8+yzz4Z//8Ybb+B0OjEY\n", "DPh8PlavXo3FYgHAYrGwceNGDAYD3d3drFq1iqSkJKBnMpHW1lYALly4wNe+9rWocvr9fjZv3oxe\n", "rycUCt0ysfK7775LQ0MDZrMZt9vNypUrSUpK4uOPP2bz5s3cd999LF68OLx97733cs899wz4ek6n\n", "k9/+9rfYbDb0ej1Wq5Xu7m5WrlwZnghloNcEOHr0KDt27ODpp59m//79mM1mZs+eTXl5OYFAgO3b\n", "t4fHynd1dVFYWMjdd9896HnYv38/tbW1mM1mgsEgZrOZBx98EL/fz44dOzh16hRbtmwBoLy8nBkz\n", "ZgDQ3NzMjh07sNlseL1eHA4HJSUlUZ17obGoZ7wV486rr77aZ7uqqqrPxMbV1dXhn/ft2xc6ffp0\n", "eLuzszO0cePGfo/r8XgG/N1Aj/dn69atocbGxvD2oUOHQr/73e9CoVDPxN3vvfde+Hderzf8u1Co\n", "Z6LpS5cuhX/3+9//PqrXrKysDL300kvh7UAgEPr3f//3qF4zFOo5pzt37rzluDt27Ag1NzeHt5ua\n", "mkInT56MKtN//Md/hDo7O8N5Ll68eMtr9ufXv/51KBAIhLd/9atfhSorK6N6TaEtuaIVYSUlJQQC\n", "AV5//fXwFHBFRUUAXLlyhUWLFoX3tdvtAx5Hq4mnnU5nnyn15syZw8WLFwGoqqrC7XaHr+Sg5yrx\n", "urvvvpuNGzfy+OOPs2/fvohXsje74447wj/r9XoSEhKies3rHnjggX7/LWlpaeHt9PR00tPTo8rz\n", "6KOPcvDgQdxuN263O+rJV8xmM3r9jdswvf9dYnRJoRVhH330EbNnz2by5MlAz1fWmpoaioqKKCgo\n", "4MyZM0yZMgXoKRzXBYNBLly4QFlZGQBtbW1YrdYR50lMTKSpqSlcbI8dOxb+6n377bdTV1fHwoUL\n", "w/v7/f7wzwaDAbvdTnt7Ow0NDSxbtizq1/3oo4/CM/0HAgG8Xm9UrxmJ1WqlpaUlXGyDwSBVVVXh\n", "cz0Qv9/PuXPn+uT/7W9/e8t0g/3xeDwEAgEMBgPQc/56ZxejR2bvmoD27NlDW1sbn3zyCTNnzkSv\n", "17Ny5Uq2bdvW5woI4KGHHgo/dr2NVq/X4/P5eOihh8JttHv27KG+vh6LxYLP52Pt2rUYjbd+jm/a\n", "tIl169ZFldPv9/P73/8ek8mEXq/Hbrdz5MgR1q9fT1FREceOHePixYvo9frwFXjvpUa6urr42c9+\n", "xsMPP9xn2rtITpw4walTp3C73dhsNtxuNytWrAgXyEivuX37dt5///3wAoOzZ88Ot4n6/X5ee+01\n", "DAZDeAXee+65h5ycnIh53G43L774IqWlpeh0OjweD3Pnzu1ToN99911aWlrQ6/X4/X4WLVpETk4O\n", "TU1NbN++HYfDgdfrxWAw0NLSwlNPPRXxG4nQnhRaMar+8z//k8985jNjHWNAlZWVt8xHKsRISdOB\n", "iLnrV9B+v5/y8vKxjjOgzs5O9u3bB/Q0jfRe20qIkZArWjFmjh49yuXLl/v93fz58ykoKBgXrxlJ\n", "dXU1H374Yb+/Ky4uHtVVB0TsSKEVQogYkyG4QggRY1JohRAixqTQCiFEjEmhFUKIGPv/AVL0luE8\n", "wok5AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.574748\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8FPd9P/7X7L2rXWl1n+gWCIy4bTARh81hYRsb2Tg+\n", "iH9t8yvftnGbJk4ereM2bp0017dx0rix6+Zomzg1sTFXwIDBisFICASWOYSMjCR0IHSfq713Zr5/\n", "LFpJlrTalWa0+5Hez8fDj4dmGY1ejJe3Zt/zmc+HE0VRBCGEENkoQh2AEEJmOyq0hBAiMyq0hBAi\n", "Myq0hBAiMyq0hBAiMyq0hBAiM5VcB25ra0NJSQmUSiU2bNiA5OTkCfc9e/Ys2tvbAQDp6elYuXIl\n", "AODw4cPgeR4AkJOTg4KCArniEkKIbGQrtBUVFdi1axcA4ODBg9ixY8eE+65du9b39YkTJ3xf63Q6\n", "bNmyRa6IhBAyI2QrtAaDwfe1RqOZdP+Ghgbs27cPxcXFvtd4nsf+/fshiiKysrKwYsUKWbISQoic\n", "ZCu0Ix84U6vVk+6fmZmJ5557DocOHUJ2djYAoKioyPfnx44dkz4kIYTMANkK7VBvFQA4jgvoe3Q6\n", "HUwm07h/NlmxPnHiBJRKZeABCSEkAGaz2XffaKpkK7R2ux2A98p26GsAqKqqgkKhwKJFi3yv9fT0\n", "ICYmxrf/kMbGRmRkZAAAHA6H35+nVCqptUAIkVxlZeW0jyFboV29ejX27NkDURSxefNm3+vl5eXg\n", "OG5UoS0rK4PT6QQArFq1yvd6Y2MjKioqAADLli2TK2pIlZaWorCwMNQxpoTV7KzmBtjNzmpuqchW\n", "aFNSUvD000+PeX337t1jXtu+ffu4x1i/fr3kuQghZKZxs2WaxJKSEmodEEIkV1lZiU2bNk3rGPRk\n", "GCGEyIwKbYiVlpaGOsKUsZqd1dwAu9lZzS0VKrSEECIz6tESQogf1KMlhBAGUKENMZZ7V6xmZzU3\n", "wG52VnNLhQotIYTIjHq0hBDiB/VoCSGEAVRoQ4zl3hWr2VnNDbCbndXcUqFCSwghMqMeLSGE+EE9\n", "WkIIYQAV2hBjuXfFanZWcwPsZmc1t1So0BJCiMyoR0sIIX5Qj5YQQhhAhTbEWO5dsZqd1dwAu9lZ\n", "zS0VKrSEECIz6tESQogf1KMlhBAGUKENMZZ7V6xmZzU3wG52VnNLhQotIYTIjHq0hBDiB/VoCSGE\n", "AVRoQ4zl3hWr2VnNDbCbndXcUqFCSwghMqMeLSGE+EE9WkIIYQAV2hBjuXfFanZWcwPsZmc1t1So\n", "0BJCiMxk69G2tbWhpKQESqUSGzZsQHJy8oT7nj17Fu3t7QCA9PR0rFy5MuhjUI+WECIHKXq0Komy\n", "jFFRUYFdu3YBAA4ePIgdO3ZMuO/atWt9X584cWJKxyCEkHAlW+vAYDD4vtZoNJPu39DQgFdeeQW5\n", "ublTPgaLWO5dsZqd1dwAu9lZzS0V2QrtyI6EWq2edP/MzEw899xzuHDhwpSPQQgh4Ui2QsvzvO9r\n", "juMC+h6dTgeTyTTlY4z8rVlaWsrEdmFhYVjlCWZ7pHDIE+h2YWFhWOUJZpvV98vQa+GSZyr5p0O2\n", "m2EHDhxAcXExRFHEkSNHsH37dgBAVVUVFAoFFi1a5Nu3p6cHMTExAID33nsPDz30kN9jjIduhhFC\n", "5BDWN8NWr16NPXv2QBRFbN682fd6eXk5OI4bVWjLysrgdDoBAKtWrZr0GLPJyKsU1rCandXcALvZ\n", "Wc0tFdkKbUpKCp5++ukxr+/evXvMaxNdqU50DEIIYQnNdUDILObyCLC6eRjUSmhV9HzSVIR164AQ\n", "Elq9NjfevtKOU/W9KMw04+mlSYiNoNE7oUC/4kJMyjubM43V7KzmBoLLfr3Tiv1VneixefCH6i5c\n", "77TKmMw/ls+5FKjQEjJL8cLorqBHmBVdQiZRoQ0xlu/Espqd1dxAcNkXxEegMDMKCg5YPS8S+QkR\n", "Mibzj+VzLgXq0RIyS8UbNXh+XTp238PDqFXCpKV/7qFCV7QhxnLvitXsrOYGgs9u1KqQHKkNeZFl\n", "+ZxLgQotIYTIjMbREkKIH7RmGCGEMIAKbYix3LtiNTuruQF2s7OaWypUaAkhRGbUoyWEED+oR0sI\n", "IQygQhtiLPeuWM3Oam6A3eys5pYKFVpCCJEZ9WgJIcQP6tESQggDqNCGGMu9K1azs5obYDc7q7ml\n", "QoWWEEJkRj1aQgjxg3q0hBDCACq0IcZy74rV7KzmBtjNzmpuqVChJYQQmVGPlhBC/KAeLSGEMIAK\n", "bYix3LtiNTuruQF2s7OaWypUaAkhRGbUoyVklnB6ePACYNAoQx1lVpGiR0sLvRMyC9zsseP18mZY\n", "nAK+cm8qliSbQh2JjECtgxBjuXfFanZWcwPjZ3e4ebx2thmXW62o77Hj2yfq0W5xhiDdxFg+51Kg\n", "QksI4wQRsLh437bDLcAjzIqO4KwhW4+2ra0NJSUlUCqV2LBhA5KTkyfc99q1a6ipqYEgCFizZg3S\n", "0tIAAIcPHwbPe99AOTk5KCgomPAY1KMlc9nl2xZ8+0Q9nB4BX1+Xjk250VAr6TpKCiHr0Q4ODsJo\n", "NPrdp6KiArt27QIAHDx4EDt27Jhw3+7ubjz22GMAgKNHj/oKrU6nw5YtW6YSkZA5ZWmKCb94PB+8\n", "ICLBqKEiG2b8/t+orq4e97+33npr0gMbDAbf1xqNxu++69evH/d1nuexf/9+7Nu3D5WVlZP+TBax\n", "3LtiNTuruQH/2ZNMWqRG6cKyyE71nDvcPPrsbvCMt0L8XtGePXsWhYWFqKurQ0dHB5YvX47KykrE\n", "xMRMeuCRHQm1Wh1QmJMnT+Kee+7xbRcVFfm+PnbsWEDHIITMDq0DTvyqogU1XTY8UZCArXmx0DM6\n", "dM1voX3qqadgNBpx6dIl/Nmf/RkAYNmyZXj77bcnPfBQbxUAOI6bdP/Tp08jLy8PcXFx4/55IMW6\n", "tLQUhYWFvq8B0LbM20PCJU8g24WFhWGVZy5sD70W6P7nzp3DTXUqzjT0AwBeK29BvNqDtfNTQpZ/\n", "OgK6GbZ//35fDxUADhw4gOLiYr/fM7SPKIo4cuQItm/fDgCoqqqCQqHAokWLfPueOXMG8fHxyM/P\n", "H3WMxsZGZGRkAACOHDmChx9+eMKfRzfDCJld/veTNvzm41bf9r8+mIulKTM/PnjGJpWx2WwQBAGA\n", "90rVYrFM+j2rV6/Gnj17sGfPHqxevdr3enl5Oc6ePevb7ujoQFlZGa5fv46DBw/izTff9P1ZY2Mj\n", "9u7di71792LBggUB/6VYMlv7heGM1dwAu9mnkntdlhlZ0TpwAIrvikdWjF76YDMkoFEH27Ztw+9+\n", "9ztoNBo4nU489NBDk35PSkoKnn766TGv7969e9R2QkICXnjhhXGPMdFNMkLI7Jdu1uFHD+bC7hZg\n", "1qmY7c8CNNcBIYT4FbL5aNva2qb1QwkhZC4JqNBeu3Zt1PbIHiuZHlZ7bgC72VnNDbCbndXcUgmo\n", "0N64cWPUtkpFk34RQkigptQ6GBqBQKZPqnF6ocBqdlZzA+xmZzW3VPxemh45cgR2ux3Xr1+H2+32\n", "vZ6YmCh7MEIImS38XtE+/PDDeOKJJ7Bs2TI88cQTvv9o2JV0WO5dsZqd1dwAu9lZzS2VgFoH27Zt\n", "kzsHIYTMWjSOlhBC/JixcbRHjx5Fc3MzGhoa8NZbb6G2tnZaP5QQQuaSgAqty+VCamoqLl26hGee\n", "eWbWzg0bCiz3rljNzmpugN3srOaWSkCFVqFQQKFQQKfTAQC0Wq2soQghZDYJ6MkDl8uFwcFBX6Gd\n", "JW3dsMDy+EJWs7OQ280LqOu2o9fuxjyzDmlR3n97LGQfD6u5pRJQoU1JScHBgwexc+dOVFVVob6+\n", "Xu5chDDP6uLROuCERqVAWpQWigAmwB9S1WbFt47XQhCBRKMaP3owFymRuqAztFmcOPFZD1oGnHh0\n", "UTwWJUYEfQwyfQG1DtauXYsvfelL0Ol0yM/Px1e+8hW5c80ZLPeuWM0+E7ltLh7vXm3HVw7W4K/2\n", "X8cnLZPP4TzShVsDGFomq33QjXaL94GhYLP/4VoXfvdJGz6s68WLx2vR0u8I6vuHTHfNLlbfK1IJ\n", "+hFclUrlayEAwKVLlyQNRMhs0GF14X8/aQcAuAUR//NxK5wefpLvGrYoYfjK06BWINoQ/Pwigiii\n", "rsfm27a5BdjcwT0+zwsiKpr68cKxWvzifAs6Bp1B5yBTXG58pIaGBixbtkyKLHMSy70rVrPPRG6N\n", "UgGDWuErbCmRGqgUgV/XLE814XsPZKPN4kJ+fAQyo72rCwSTXcFxeHJpIqrarHALIrbmxSDRGNhC\n", "qUMaeu146WQ9BBG43DqIKJ0KTy4N/hF8Vt8rUqFpuAiRQUqkFj8oysHvPmlDXIQGX1ySAKUi8B5t\n", "hEaJu+dFTTvHshQTfr5jAexuAalRWkTqgvsnb3cLGNk1aLPQFe1UhN8C8HMMy70rVrPPVO6FiUZ8\n", "94EcfH1dOlKjgr+RNZ5gsys4DlkxeixKjEBUkEUWANKitLg/JxoAYNQoUbQg1u/+VpcHNtfYFgmr\n", "7xWp0BUtIZOwunj0OzwwqBUw64P76B3MSINwZNar8Vf3pmFnQQIMagVS/PzCqG4fxM/KmqHiOHxt\n", "XTry4gwzmDS8UaENMZZ7V6xmDyZ3n92N/754G8dqepAbq8eL92f6xrSGQijOeZRONenVcLfVhZc/\n", "uIleuwcA8MNTDfjpw/N9rQpW3ytSodYBIX7UddtxrKYHAFDbbceF5oEQJwpPvAg4PMMjGhxuATw9\n", "2OQz7UJLIw6mh+XeFavZg8mtUo7+6K9TSXdtYnF4cKquF/91oQVX2wYhTFCY3B4BrQNOdFvdYbte\n", "X1yEGn+3IQNqBQetksPX16UjekSbhdX3ilQCah2UlZUhNjYW+fn5qK2thdFoRFJSEgAgMzNTznyE\n", "hFRurAG770nBH6q7UJAUgRWpJsmOfanVgu9/2AAA2He1Ez97ZD5yP9fXdHp4HK/pxn+ca4FZr8Lf\n", "3Zsj2c+XkoLjsCY9Cr/auRAcByQaNaGOFFYC+vXc1NSE+Ph4AEB2djbOnDkja6i5hOXeFavZg8kd\n", "oVHiscUJ+PdH5+Nr69KRaJJuQqXG3uGntNyCiD6HZ8w+Lf0uvFbeAkEEemweHPhs4ivfUFMqOCRH\n", "apFk0oL73E1AVt8rUgmo0EZERCA21jusQ6FQQKlUyhqKkHCiVHAw69XQKKW9pbEyNRKaO62JeVFa\n", "pEaOLeJKBTBy+K1erQDb4xjmpim9cxRBPOFC/GO5d8Vq9lDkdvMCuqwuDDiHr1rzEwx49ZEF+OG2\n", "HHx3azYaeux46UQd9ld1oNfundsgLUqHf7w/C0kmDZYkGfFg5tirRSn12FzYe6UdL52oQ3ljP9y8\n", "NCtes/pekUpAPVqO49DT04OYmBj09PSA5wN/ZpuQua5z0IlPbg+iy+qGRsnh7nmRyIjWg+M4ZMfq\n", "AejxaYcV//zBTYgAzjUNIMagxsbsaCgVHL6QGYWCpAiolQpUVpQD2SmyZa1sseCXFbcBAOebBvCz\n", "R+cjP55m/JqugArtgw8+iJMnT/rmpH300UflzjVnsNy7YjX7TOb2CCIOXuvC3qsdALyTxaiVHDLu\n", "zF0wZNDJY2TntXPQ5fua4zhE3bmDL3f29kG372sRgNUpzUUVq+8VqQRUaJVKJYqKiuTOQsisY3Pz\n", "KGvs821Xd1ixfdHYx1jTzVosTDDg0w4bonQqrEyNDPpnNfTacfBaJ9QKDo8siodBrYCTFxBjUEOn\n", "Cuy+ypr0SOyv6oDFyaMgMQLzzKF7OGM2CajQ3rhxA3l5eXJnmZNKS0uZ/W3PavaZzG1QK7E+Kxq/\n", "v+ydMnFxYgRyYvRj9ks0afHtTVnosrph0ionnBthoux9djf+peQmmvq8k77Uddsxz6zF8ZoefPnu\n", "FDyyMA56zeTFNifWgFcfmQ+Lk0d8hBqxERr02NxweARE61XQq6d2I5zV94pUAiq0ly9fHlVob968\n", "iaysLNlCETJbqBQcihfHY2FCBBweHrlxesyLGltoASAuQoO4iKmNP/Wu5jDcbrg14ERWjB4igF9f\n", "uI3lqSbMD3DugZFFvqHXjn8+WY/bAy48uTQBjy2OR7SexsgGK+A1w0a6fPnypIW2ra0NJSUlUCqV\n", "2LBhA5KTkyfc99q1a6ipqYEgCFizZg3S0tKCPgarWP4tz2p2OXN7eAGqzw0Di9arcW/G9Kc8BCbO\n", "bnF6sOOueF8v+PHFCThe0w3AOzxMNcWBCu/XdOP2nQL+9uUOxOjVEAFszYuBURv4VCmsvlekEvBS\n", "Nu+//35QB66oqMCuXbvw1FNP4fz583737e7uxmOPPYadO3fiypUrUzoGIaHUbXPjzcpWfPNoLUpq\n", "e/yupjDo9KCu2xb0sjKDTg8+7bCitts2ZtiVixdR02XDn65Mxp+tSkZenA5JJg2STRp8677MKfda\n", "P98qcHoEvHGuBdc7bRN8BxlPQIX2zTffxMDAAPbu3Yu9e/fi6tWrk36PwTD8MUWj8f9RY/369dM+\n", "BqtYHl/IanY5cl++bcGblW2obrfiR6caUdttH3e/QacHb1a24a8O1OCvDtSgqm0woOPbXDx+f7kd\n", "f/uHz/DXB2twtrF/1J9nxeixMMGANytbcbahHwkRWvzT5iz8+6MLsD7LDPUUH7bYnBeDwswoJJs0\n", "eHZFku/n2t3BjUZg9b0ilYCu/bdt24ZVq1b5to8ePTrp94xcklytDmwOz5MnT+Kee+6Z1jEICYVe\n", "uwdJJg0eXRQPm5uHmx//MdlWiwsHrnUC8M529ftL7fjuAxGTPoTQbXPjnSvetoAgAr+rbMPKNBOM\n", "Gu8/YZNWhV3LkvBwfhz0aqVvekLdNP/ZpERq8fcbM9Ax6MLr5bdwvdOGhQkGmms2SAEV2pFFFvCO\n", "q53MyIcaAnmS5fTp08jLy0NcXNyUjzHyzubQb1Dalnd7SLjkCWS7sLBQ8uPnRPB4ckkCfn72FngR\n", "MGmV+Id7Y7EiN3XU/ul3rYJGycF1pxCnRGrAcdykx+/pbEOMXoWeO/O9zovSoPbTT7FsaYHs50ur\n", "UqKx6mM8mZWM3avzYdapUF15HrVBHG/otXD4/z+V7eniRFGeGSoOHDiA4uJiiKKII0eOYPv27QCA\n", "qqoqKBQKLFq0yLfvmTNnEB8fj/z8/ICOMZ6SkhKsWLFCjr8KIQHZd7Ud/3n+tm/7O1uyseZzN8FE\n", "UcSl1kHs+aQNaWYddhYkIGWcOQ7GU9dtwx+quxCpVaFoQYxky+MQ/yorK7Fp06ZpHSOgK9qBgQGc\n", "OHECVqsVu3btwuHDh1FcXOz3e1avXo09e/ZAFEVs3rzZ93p5eTk4jvMV2o6ODpSVlSE/Px/Xr1+H\n", "xWLBs88+6/cYswnL4wtZzS5X7pzY4Y/TaiWHuIixn9s5jsPyFBOWJBmDWqxx6PgbIroku6BweHj0\n", "2TzQqhWj5o6VA6vvFakEVGiPHz+O4uJivPfee1CpAhvSkZKSgqeffnrM67t37x61nZCQgBdeeCGo\n", "YxASjhYmROBfH8zFbYsTWdF65MSOP14WQNBFdojNJs3dfquLxx+qO/Gbj1uRbNLgnzZnI3OcBymI\n", "NAK6FanT6UbdjKJpEqXD8m95VrPLlVurUmBpignbFsQhP2HyG1xTIVX25j4H/vtiKwQRaBlw4WB1\n", "pyTHnQir7xWpBFRoP//AgiBIM3UaISQ0Pn9FrfezRA8vhOdE4ywJqNAmJCSgtLQUHo8H586dQ3p6\n", "uty55gyWxxeymp3V3ABw8eJFSY6TYdbhG+vTER+hxspUEx7Kjxuzz+1+B356pgnfOlaLy62Waf08\n", "ls+5FAJquK5fvx7V1dXo6+tDUlISrRNGyAwbcHhw8dYArtljob5tweIp3EwbSaNSYHNuDFbPi4RW\n", "pRh3spi9Vztx7M5jvJ8er8N/FOcjjWbzmpKAH1ZetGjRqCFZRBos965Yzc5i7sutFvzwVCMA4Ohn\n", "fXj1kfnIm+aE3ENL9IyHF0TcHhh+RNjJi3BOY7UFFs+5lAIqtF1dXTh27Bj0ej1cLheKiooQExMj\n", "dzZC5rQuqwtuXkSsQY3mO9MfAgAvAv0jJuR28wJudNnQY/Ngnlk7ZlLxqVAqOOxanoRPO+rh8AjY\n", "WZBAK9tOQ8DDu3bt2gWFQgGe57F371489dRTcmebE6QYX+jw8OgcdEN1ZxXSmcLq2MhwyH2j04rm\n", "ficSjRrMjzeMmYugptOKf3y/HhanB3+1JhV3p5nw+8vtcHgEpJtHL+RY1WbFC8dqIQIw61V45aE8\n", "SSbsXpJswuvFC+D0CEgyaRERwHy2EwmHcx5KARVag8HgW5BRqVRCp6M+Tbhwengc/bQLb5y/Db1a\n", "ge89kIPFScZQxyJ+1HXb8PyRG3DyIjgAP34oDwXJw//PeEHE/1y4jf47y4+/Vt6C/3wsH68+Mh9N\n", "Hd2YnxqPpBHLnl9ptfiWwemze9Ax6Bq30HZb3Th9sxd13TY8MD8WBUnGSYegpdHTZ5IIaNSBwzF6\n", "OrehQdMVFRXSJ5pjpvtbvs3iwht3Hvu0uwX8sqJFspVLJ8PqFUqoc3cMuuC8M9eBCO/k2iNxHGAY\n", "MderSsFByXHIjNFjfX7aqCLbMehEokmDP12ZjMcXe5eviTWM33c909CLN8614OSNXnzreB0aeoOb\n", "pnE6Qn3OQy2gK1pBEPDrX/8ay5cvx+XLlxEVFYXq6mpcunRp1GxbZOaplQpolZzvH260XgWFjMtR\n", "k+lLNGqgVytgdwtQcED2557IUnAc/mRlMiwODzqtbvzFmlSkRo1tCdlcPH5ZcRun671rkq3NiMJP\n", "Hs6b8AmvxhGF1c2LGJRo4UUyuYCuaG02G+69917odDqsXr0a+fn5kGkumjlnuuMLk00afHdrDnJj\n", "9bhnXiS+fHfqtIb9BCNcxka6PQJu9thxs8ce0NW8lLkHnR58fKsf5Y396LK6Jv8GANmxBvzk4Ty8\n", "eH8mfvLwfCxIGDt6IN2sw3e2ZuPVR+ZjTXqU7//pyOxWN48LzQO+7coWC0x+Vj3YnBsDrdJ7nBUp\n", "JqREztzNrcorVWizODFwpx0y1wR0RfvMM8/AaBzb90tPT8etW7d8S8+QmcdxHJalmvCTh/OgVHBT\n", "nuCZVbwg4sP6XrzyURMA4O82ZmBjdrTsv2xuDzhxuLoTTX0O3DMvCm9dasOSZCP+9gvzAlriJSfW\n", "MGoSmvHo1Ero1N6lxy+1WmB3C8hIHl5CyqhRYlNuDA5/2gUA2JQbDaN24htWdyUZ8e87FsDq5JFk\n", "0iJ2nElv5NBjc+Nklx4fXqjG4sQIfGN9xozetA0HARXa8YosAJhMJpSUlFChnQapele6Ka5OOh3h\n", "0Hfrsbvxevkt382gsw19MGmVcPMicmL1vn7moNMDUQRMOpUEfXEn3r7c7hvMf7XNiieWJOB3lW34\n", "8t0pQa2lNZ7WASfON/dDFL3Lf79zpQPvXff+rKwYHX6YkoBovRp6tRJfWp6Eu+d5lyafH2eYdJXa\n", "TAmGfgWrttuGknrvlfeVNisut1qo0BLCEs2d6Qib+rxDpeaZdfjH9+sBAHclGPDtzdnotLrwykdN\n", "4EURzxem465pjMrgBRHv13Sj1TI8rtXhEcABWJZiRMQ0f+FZXTx+frYZF255H3kddPG4dHt4uZub\n", "PQ5YXbxvWsNogxpr0r1z3oqiCIebD8kvXX9Un/t08fntuWBufc4MQ+HS55yKcMgepVPjxfuzsDYj\n", "Elvnx+DjluFn8q912NBldeFHpxrR0OtAc58TL5fcxOXPbk755wmiiOp2K9ZmmKG50+/ctiAW8+MM\n", "+Pq6dN8SMh2DLrQNOIOekMXu4lHdMTwVYtnNPjyYH+vbXpdhglk3fH3k5gW4eQE9Njd+90kbvnHk\n", "Bg5d64DVFT43uvJiDXhycSxiDWpsyY3GkmRTqCPNOLqiJczLjtHjpc3Z4AAoOQ41d1ZoTTd7B9k7\n", "PcM3yFweAcDwFZVHENHc54AgikiL0kKrGv9qsN/hQa/NDZNWiV0rkvCTj5rw9LIkpEZqUZAUgdiI\n", "4RtLV9sG8dKJejg9Ar65Ph3rs6MDvoqL1KlQfFc8fvdJGwDgnvRIbMmLxvw4A1y8ANVgp681Ud9t\n", "xy/O34JbEPFwfhzerPR+z43yFqSb9VieGh4FzaRTYZmmG48VL4ZBrZjwHM9mVGhDLBz6nFMVTtmH\n", "hrQ9mB+LzBgdrC4BCxMMSI3S4fn16fjOBzfBCyL+fmMGltz5qC2IIsoa+vCDDxsgiMBz96biwQVx\n", "UCo59NrcUCkViNKp0G114ednb6GssR/JJg3+5YEcfK8oB25eRKJJM6ovanV58POzzb4ryv97uhH5\n", "CREBL1ejUSlQvDgeS5ONEAHkxOhh0qlg1g8Vcm92i9ODfz3dgLoeBxQcsDxldFF1+FnuPBRWrlge\n", "6gghRYWWzCpmvRprM8yjXluZGolfPrYQAkQkGDW+p6EGHB78sqIFQ5/u3zjXgrvnRaG2y4ZXy5ph\n", "1qnwrfsz0Wf3oOzOMtutFhfON/djZ0HiuD9fwXGj5nbVKBUItiVp0qqwNMX/1aibF9F7Z6iUIHp7\n", "1elRWjT1O1GQFIH4CJqXIJxMu0dLIw6mJxz6nFPFUvYEkwZJJi0UI1ac1SgVSBhRkGINarg8Ar7/\n", "YQMGnDya+p34z/MtiNKPvh6J9DOqQK9W4qtfmIf8eAPSorT4zpbsUU9yTddQ9mi9Cn+zdh6UHKDg\n", "gASjBl8tnIf/b0USkkxavHCsFs19Djg8PM419uPfzjThdH1vyHq3LL1X5BDQFe2ZM2ewbt26cf/s\n", "80uRE8IKg0aJvy2chz2X2uHw8PjS8uQx429FEUgxafDdrdk4UNWBrBj9mI/pn5cda8APt+WCF0SY\n", "dPJ8aOQ4DmvSo/DLxxdCgPfBlf+6eBv7rg4vSdNldaPP4cFLJ72jMI7WdOMHRTlYmRYpSyYysYDe\n", "BX/84x/R0dGBdevWISEhQe5Mc0o49TmDxWr2kbkzovV44b5MiKIIjuPgEUS8sDETPytrhlmnxJ/f\n", "k4KS2l7kPQVVAAAgAElEQVScaejDfdnRWJdthlEz+T8bwzRmugo0u1LBjZqIe1myyVdozXoV4o1q\n", "3OwZPY9Cj90tS67JsPpekUpAhba4uBgLFy5EWVkZTp06hcWLF9Mk4CRkeEHErX6H92ozUguNn/Wu\n", "AjXUt1UpOKzLMmNxUgTUCg41XTb8+9lbAIBLtweRZNJgear8V4S8IOKzLhs6B11Ii9Iie5KnyABg\n", "aYoRrzyUhx67GxlmHdKidBBFICFCjQ6rG1E6FXIDOA6RXkDv0CVLlkCtVmPjxo144IEHcOjQIblz\n", "zRks965CkV0QRZxt7Mdf7L+Ov9h/HSV1PUHPVjZZbqWCQ1yEBlF6NSyO0T3NwRnqcV7vsOLrhz/D\n", "v/yxAc8fueG7MvWXXadSoiDZiA3Z0b6JZeaZdfi/D+Xhxw/l4qfb85AVoiXFWX6fSyGgK9rS0lJk\n", "Zmbi7NmzMBqN+OpXvyp3LkLG1W/34D/Kb/lGCvy87BZWpJiQKOENp5HmxxuQEqnB7QEXsmP0k85P\n", "EKx2ixN/rO1Fq8WFh/JjfRPM1PXYfX9Hm1tAm8U55SKZEqkNeHgZkUdAhbakpAT33XcfHn/8cSiV\n", "c2+wsZxY7l2FIrtaxSEuQoUum7fXaNargp5IJ5Dcjb12fNZlh1mnxPe25sDqFhBtUEk+bOpQdRfe\n", "vdoBADjT0IefPzofqVE6ZEYP9161Ss73c1l9v7CaWyoB92iXLFkidxZCJmXUqPD8ugz8z8e34eJF\n", "fHlVCmImmOh6qtosTrx4rA6dd4r51wrn4cFxluOeLl4QUds9/Lit1cXD7va2QRbGR+CVh3LRPuhC\n", "ulmPnNjQfOQn0gi4R0vkwXLvKlTZM+88cvvdrTnIjQv+o/xkufvsHl+RBYBzTf1B/4xAKBUcnihI\n", "xJ0pE7ApNxrxRu8vDbVKgYJkEzbnxWJ+vMF3s47V9wuruaUS0BXtwMAATpw4AavVil27duHw4cMo\n", "Li6WOxshE1Jw3MgpCyQVY1BhXpQWzf3eGbo2ZkfL84MArEg14bUd+bC7eaRGaRGlm5k5YsnMCngV\n", "3OLiYrz33ntQqeipXSmx3LtiNftkuROMWnxnaw5u9thg0qowP37yq2abi8dnXTYMODzIjtUHvKih\n", "UsEhO4i2wGw957NdQFVTp9NBrR7+TUs3xMhslxqlHXedromUN/XjR6cavd8bqcEPt+XKNhKCsCeg\n", "Hq3LNXotJEGYmVVW5wKWe1esZi8vL4fTw8Mj4WrBZ272+r5uGXChxy7P2lisnnNWc0sloEKbkJCA\n", "0tJSeDwenDt3Dunp6ZIHEQQBPB9eU7uR2YlLyMY336vFyx/cHLUy7HTcmz48Y1iiUY0YPbXYyDBO\n", "DHA52+rqatTX12Px4sXIzMycdP+2tjaUlJRAqVRiw4YNSE5OnnDf48ePo76+Hjt27EBKSorv9cOH\n", "D/uKb05ODgoKCiY8RklJCVasWBHIX4XMAW5eQLfNDY2SQ4xheOxr64ATf3ngum8Y1d1pJvzzluxp\n", "L2o56PTgeqe3R5sbZ0C6ObAerRSa+xzYe7UdFiePZ5YlIi9u7Kq6ZOoqKyuxadOmaR0j4F+7ixYt\n", "8s1v0NjYiIyMDL/7V1RUYNeuXQCAgwcPYseOHRPuW1RUhOrq6jGv63Q6bNmyJdCIZBYSRRFNfQ7Y\n", "3AKSTRqY9ZPflXd6BJTc6MFr5bdg1qvw8pZs3zAwXhB9RRYAeuwe8IKI6S6zZdSqsCoEs2I5PTze\n", "OHfLt8bYtXYrXt+xAHESPljRZ3fD6REQrVdLMq/EXOS30O7bt883fm+oLyuKIm7cuIEXX3zR74EN\n", "huE7tRrN1P6n8zyP/fv3QxRFZGVlzcor1tLSUmbvyM5E9qttVrx4vBYuXsSGbDOeuzdt0mJ7e8CJ\n", "fytrBgB0Wt3474u38Z2tOVAqOMQbNfjzlfH41ced0KkU+IvVqWG3mKE/nz/nLl5Em2X4Hkqf3QOn\n", "J7h1yvxp6LHjX/54E60DLnz57mQ8mB836Uq742H5fS4Fv4XWaDTigQceQFlZGdRqNZYtW4bKykqY\n", "zWZ/3wbAW5CHjByxEIyioiLf18eOHZt0/5H/M4ea7+G+PTJ7OOQJZvvq1auyHt9oNOJwVxRcvPe9\n", "dLq+D48vToBZr/b7/Yo7k2EPzRWgVSpQdfUKLBYLCgsLkYUu/HBjPBQQsOzO3LJyna+716zF7QEn\n", "enu6wfe14+5VK8fdv6ysDKIoTun98uW7U/DdkpsQRODLq5IRF6GSJL/BYMBpaxya+rzjif/z/G0U\n", "JBkxPz4i6ONdvXpVlvM7U9vTFVCP9t1338XOnTt92wcOHJj0gYXjx4/7CuUHH3yAzZs3+92/uroa\n", "ZrN5VI92pMmOQT3a2el3la347Z1FB7VKDq/tWID0aP/jTtstTnxy24I3K9sQZ1Dj+fXpyJjke+Tg\n", "5gWc+KwHPytrhoIDXrwvE4VZZt/6ZhaHBx+3DKCmy4Z706NwV6JxzMTjgeAFb3vFI3gXmJzKFedE\n", "fl7WjD982uXbfm3HAuRN4Wk8ls1Yj3aofTAkkOFddrt3WjdRFH1fA0BVVRUUCkVA89mO7AU7HNLc\n", "HSZs2To/FhwHNPQ6sH1hPOZNcpPJ6eHx6wu3ca3dilVpkdCrFL4lwGdaj82N18u9c9kKondNsoIk\n", "I6LvzM1wuXUQ3//QO/b2YFUnXn1kPvLig7+RpVRwsk1/+Ohd8WjotaO534k/W5Uyozf5ZpOA3oGC\n", "IKCrqwtxcXHo6uqC2z35LO2rV6/Gnj17IIriqCvR8vJycBw3qtB+8MEHqK+vh06nQ2ZmJtavXw/A\n", "W2grKioAAMuWLQvqL8YKlntXM5E9wajBruUTj1j5PIdbwKcdNnRa3ThW0w0OwCN3xWPkBe1MnXO1\n", "UoFogwodg95/L/ERamhUwxctzf3DFw+8CPQ7Jx/eONPvl3lmHV7emgOnR0CUTjWlK26A7fe5FAKe\n", "vev48eMYHBxERETEqDbCRFJSUvD000+PeX337t1jXpuoJTBUcAkJlFGrwuMF8Xi9vAUA8MiiOJhD\n", "dEUbY1Djnzdn4zcft0KtVOBPViYhYsQyOMtTTNijaofDI2BeVPjOGRuhUSJCpqV55oqAx9FO5Nat\n", "W2GxEi71aNl0e8CB4zU96LW58ehd8b5hWFYXjx6bGzq1Iug5YO0uHnW9dvC8iMwYPaJCVGiHCKII\n", "DmNbcABws8eOfrsHiZEaJNMju2FpRsfRTuTixYthUWgJezy8gN9cbMWH9X0AgPO3BvDaowugUyvw\n", "1qU27LvaiRi9Ct8ryglqZQO9RonFiUa5YgdNMU6BHRKqpWXIzKLRxyHG8jPg083u4kU09A33Kfvs\n", "Hjg8Apr7HL7VXHvsHhwZcddbCnP5nIcKq7mlQoWWhIxBo8SXlidh6P7KzoIExBjU0CgVo6aaDfVH\n", "f0Kma9o92sker50p1KNlk5sX0NTngMsjYp5ZC6NWBTcv4GxjP/73kzZkRevwxJJE/LGuB7wAPJgf\n", "h4xoGmJEZk5Y9GgJmQ61UjGm/6pWKrAhOxp3p0WCFwS8XHITV1qtAIDLrRb8aFsuogKY84CQcEGt\n", "gxBjuXcld3aDRgmXIKKp1+l7rbnfOe1n+emczzxWc0tl2oWWRhwQOUXp1Hh2ZZJv+9kVSTDTXK+E\n", "MdPu0YYL6tHOXg43j8Y+BwQRyDDrYGBw8Hyfww2XR0S0TgX1NKYadHp4CCIknc+A+Ec9WjIn6NRK\n", "LJjCHADhoqHXju+V3ESrxYX//+4UbFsQO6WpGRt67Xj97C0Munj85Zo0LEkOn7HCxD+/v1pPnTqF\n", "wcFB/PSnP8X+/ftH/ff222+jsrJypnLOWiz3ruTO7vDwaOy14/aAc/Kdg+Avt5sXcKvfgdYBJ6T6\n", "sLf/agca+5xw8SL+41wLmvuCnyDJ6eHx2tlmXGodRG23Hd8+UYc2i7TnRU4sv8+lENAVbVZW1rhD\n", "uN599136uE5k4fDwOHq9G2+ca4FWyeG7D+T45o6Vi5sX8GFdL35ypgkqBYeXt2ZjZer0V00YMxEL\n", "x6Fr0IW2QRdMWmVAUzjyAmBxDs+a53AL4IVZ0fWbE/xe0W7cuBFG48QfT1Qq6jxMF8szGsmZvXPQ\n", "jTfOeSeGcfIifnG+BQ63NIt3DuXmBRHXO6z4qL4Xdd029Njc+OmZJgii96m1187egsUx/dVsixfH\n", "467ECJj1Kjy/Lh2RWiW+/2EDnj9yA39z6DN82mGd9BgGjRJ/uSYVOpX3YY6vFc5DglG65WrkxvL7\n", "XAoBVcro6OhxXw9kpQXW9drcKGvsw40uO+7LicaSZKPfZ9eJNNQKDnq1wre+V4xBPeUp+iZS02nD\n", "80c+u3NzSYEfbcuFXq3EoMtb0E1apSQ/M92sx3e3ZsPJCzDr1LjaOoiqdm9xdXgElN7sw8KEyXvQ\n", "y1JM+M/H8sGLIhIjNNNeUJLMnID+T23YsGHc1zdu3ChllrBUcWsAr5bdwrGabrx4vA713fbJvykI\n", "LPeu5MyeFKnF9x7IQX68AfemR+L/rE6RrLAM5W7otfuWu7G7BfTY3Pju1mzkxeqxJDkCXytMl2yE\n", "g1GrQqxBA6WCg1GrhGpEAZ9nDnzWrrorF5AWpZvWyIVQYPl9LgX67D+Jpt7hGxceQYQlgMmZiTQW\n", "Jxnx44fzoOQ4ya9mAe+k1hwAEYBGySHBqEFunAGvPJwHhYKDJsjCzgsiBhweaFUKvwU6K0aP7xXl\n", "oORGD+bHG3DPvKjp/UVI2PM7jnZgYACRkZEYGBjABx98AMC7BPjWrVvDrj8r1zjaT9ut+PtjtXB4\n", "BCxMMOAf7s9iqjdGJubmBdR02tBmcWGeWYucGD36HB6oFFxAy5qP5PQIOF3fi/+52Ip5Zi3++gvz\n", "MC+K5mSYDWQfR/vhhx/i0UcfxZEjR7Bz505oNBr09fXhwIEDeOKJJ6b1g1mxMDECrz46H4NOHokm\n", "TdCTUJPwpVYqsDjJiMVJ3k8rpQ19+PeyZkRpVXjx/kzfJOSBaOpz4McfNQEAumxuvFfdhb+8l56a\n", "JF5+PxsNXewaDAZoNN4CYzabp7x8OKsyo/VYnGSUpciy3LsKJruHn3xBz5kyXu7WASd++GEDLE4e\n", "twac+MX5FriDyPz5oVYOmf6+rL5fWM0tlYCaUDw/ui/pdLIzUJqElsXpwcFrHfjm0VocqOrAgHP6\n", "w6XCUbpZhy+vSoaSA1IjNdixKD7UkUgY8ds6cLlc2Lt3L7Ta4buidXV1SExMlD3YXMHy+MJAstd0\n", "WH0LJVa3W5EWpcXdIb75M17u5EgtvnVfJl690zr4P2tSgxrlYNAoUbw4ARtzoqFTKYLu8QaK1fcL\n", "q7ml4rfQfvGLXxzzWlZWFnJycmQLRGaPHpsbndbRS9NbXeHTQhhJpeBQmGnGXYkRUCs5ROmCL5Ra\n", "lQJJtMAiGUfQg/EUCrbG74U7lntXk2X/Q3UnumxupJu9d98zo3XIiwv9YoQT5VYqOMRFaKZUZGcK\n", "q+8XVnNLJaAxWqIooq6uDi6XCwBw4cIF/Mmf/ImswQjbnB4eF29ZUNttw8ML47Ax24x706OQSkOe\n", "yBwU0OXpgQMHYLFYoFAofP8RabDcu/KXXatS4qH8WAgi8IfqLlxrtyI2IjyuFGfrOQ9nrOaWSkBX\n", "tGq1GsuXL/dt5+fnyxaIzB4bs6ORGqWD3c0jO0Yv2w0iQsJdQJemFotl1HZHR4csYeYilntXk2XX\n", "a5RYkmzE6vQoxIfR03Sz+ZzPNJuLR5fVBafH/03OcMs90wK6or158ybeeOMNxMbGAgCuX7+Ob3/7\n", "27IGI4SEtzaLE2+cu4UrrVY8mB+LJ5YkIkoXXo/mh4uAzsrWrVtx9913+7ZPnTolV545h+XeFavZ\n", "Wc0NhFf2S7ctONs4AAB450oHVqSYsCJt/InSwyl3KARUaEcWWWBuTI9IyFTd6negvtsOk06FBXEG\n", "JheTDMjnpqMKzxHS4WFKwwfa2tqkzgFBEMY86jsXsNy7YjW7nLnbLU58+/06/MsfG/D3R2tR3tgv\n", "6fHD6ZwvTTFhVZoJWiWH4rvikRc78SQ84ZQ7FKbUUDl37ty4a4iN1NbWhpKSEiiVSmzYsAHJyckT\n", "7nv8+HHU19djx44dSElJmdIxCAkHPXYPWgZcvu0zDb3YlBcTwkTT19Brx6WWQZgNKixJikCMwXtj\n", "MzlSixfvy4TNLSBSq5zSyr5zhd9C29nZiejoaPT29o563WqdfI2jiooK7Nq1CwBw8OBBv4W5qKgI\n", "1dXV0zoGq1juXbGaXc7cMXoVEiLU6Ljz6PHaDGmXe5rpc95uceEfjtWh0+b9+/zpymQ8szzJ9+dG\n", "rQrGAJ46ZvW9IhW/hXbv3r144okn8Oabb46aVLu9vX3SAxsMwx8jhqZYDJYUx5hp/Q4PajqscAsi\n", "8uL0SAjkXUhmjUSTFt/flovaLhsidSrkxwc+p204sjg9viILAB+3DODJpYmyrHgxm/nt0X7lK19B\n", "fHw8cnNzsXHjRt9/2dnZkx545MINU52/VopjzCReEPGH6k7844l6vPzBTfystBkDk6yiynLvitXs\n", "cudON+twf24MVqVFwqiVdrjTTJ/zGIMaS5KHV8J+cEHslIosq+8VqQT0LigqKhq1nZubO+n3jLyx\n", "xU1x1dhgj1FaWur7iDL0P3Ymt40xCSipHS6sF25ZYHF6EKlTTfj9I7PPdN7pbl+9ejWs8syF7SEz\n", "+fP/bkMGrjZ1Qq/msDLLPKXjXb16NSzO31S3p8vvmmETcblck36UP3DgAIqLiyGKIo4cOYLt27cD\n", "AKqqqqBQKLBo0aJR+1dXV8NsNo+6GTbRMcYj15phwfAIIv774m3sveJ9cm5xYgT+aXM2ovQ0iJsQ\n", "Vsm+ZthEjh8/jkceecTvPqtXr8aePXsgiiI2b97se728vBwcx40qtB988AHq6+uh0+mQmZmJ9evX\n", "+z1GuFIpODy+OAGLEiLg4gUsTIigIksImdoVbTiOAAiHK9qpGNnuYA1r2XlBRJ/djVuNDVi6aH6o\n", "40wJa+d8CKu5gRm4on3llVeQnp4+5vXr16+HXaEl8mruc6Chx44ovRrz4/XQqdgaM+n2CDhV34tf\n", "VNxGnEGFF5LtyIgO/STkZG7wW2hzcnLGLagHDx6ULdBcw8Jv+dYBJ148Xov2Qe8wn3/enIW1mWYm\n", "sg9pHvAuBy7COwTvrUtt+NZ9WaGOFTSWzvlIrOaWit/hXffee++4r5vN0g7CJuGty+r2FVkAkj9W\n", "OiPE0Y/mh9Hq52QO8FtoJ1rtliaVkQ4L4wtjDCqYR9zUW5FmAsBG9iGpUTp8vXAedCoF0qM02DXi\n", "6SaWsHTOR2I1t1ToljiZVGqUDj/alou6bjvMehUWJkSEOlLQtCoFNud5HyK4fasJWTHUn52OdosT\n", "VpeAuAgVIsN4MctwMaVRB+GI1VEHhLCmrtuGbx2rQ5/Dg0250fiL1amzepkiKUYd0CqLhJCglNT2\n", "ou/Oo+Ultb1o6nOEOFH4o0IbYiz3rljJLnzuQxsruccTDtljDcNXrwoOAU2PGA65Q4l6tGTWah1w\n", "Yn9VB271OfD08iQUJBmnPO8GGbYuKwodgy5c77RiZ0ECsqJ1oY4U9qhHS2at184241B1FwBAq+Tw\n", "enE+5pmpKEhBFEV4BBFq5ez/UByyuQ4ICXeiKKJlwOnbdvIiHJMsiU0Cx3Ec1Er6dBCo2f/rKMyx\n", "3LsK5+wcx+GppYnQqbxv8UcXxSHZ5J1xLpxzT4bV7Kzmlgpd0ZJZa0myCa/vWACHR0CSSSP5JNyE\n", "BIp6tIQQ4geNoyWEEAZQoQ0xlntXrGZnNTfAbnZWc0uFCi0hhMiMerSETKBz0IUBpwcxejWiDeH/\n", "LH/HoAs2F4/YCDVMdONPMjSOlhCZNPXa8e0T9Wi1uLAk2Yi/W5+OBJM21LEmVN9jx4vHatFj92BL\n", "Xgx235Myqyd6YQ21DkKM5d4Vq9kDyX2ldRCtFpfv6/re8Jg4ZaLsf6ztQY/dO9HLyRs9YTfRC6vv\n", "FalQoSVkHCbd6A97hgAmTgml6BFXrxy88++S8EE9WkLG0WNz41hNFy40W7AtPxbrs8zQh3Gxbbc4\n", "8faVDtR0WLFzSQIKM8xQU7GVBPVoCZFJjEGNXcuT8cUliUxMnJJo0uKv16bB5RECmraQzKzwfwfN\n", "ciz3rljNHkzucCuy/rIrOC5siyyr7xWphNe7iBBCZiHq0RJCiB801wEhhDCACm2Isdy7ClV2m4tH\n", "Q48drSMm9g4GnfOZx2puqdCoA8IUq4vHO5fbsedyOwxqBb5flINFicZQxyLEL7qiDbHCwsJQR5iy\n", "UGRvHXBiz+V2AIDNLeB/P2kbs8rtZOiczzxWc0uFCi1hikapGLVWVYJRAwWtbEvCHBXaEGO5dxWK\n", "7PPMWnxnSzby4w24PycaOwsSgj4GnfOZx2puqcjWo21ra0NJSQmUSiU2bNiA5OTkoPc9fPgweJ4H\n", "AOTk5KCgoECuuIQRHMdhZVokliQboVRwdDVLmCBboa2oqMCuXbsAAAcPHsSOHTuC3len02HLli1y\n", "RQwLLPeuQpl9Ok9s0TmfeazmlopshdZgMPi+1mg0U9qX53ns378foigiKyuLHkgghDBJth7tyAfO\n", "1Gr/ExBPtG9RUREee+wxPP7442hvb5c+ZBhguXfFanZWcwPsZmc1t1RkK7RDvVXA21eb7r6TFWtg\n", "9P/M0tJS2pZ5++rVq2GVh7bDd/vq1athlSfY7emSba6DAwcOoLi4GKIo4siRI9i+fTsAoKqqCgqF\n", "AosWLZp038bGRmRkZAAAjhw5gocffnjCnxequQ5aB5y40joIlYJDQbIRCUb/bZK5rqXfgRvddkSo\n", "FchPiKC1rUjYC+v5aFevXo09e/ZAFEVs3rzZ93p5eTk4jhtVaCfat7GxERUVFQCAZcuWyRV1ygYc\n", "HrxypglXWgcBAFtyo/HVwnnQqsJzqrpQ67K68PLJejT0eR+d/cq9qdhxV/DDswhhjWyFNiUlBU8/\n", "/fSY13fv3h3wvuvXr5clm1RsLh5VbYO+7Y9vW2B1CUEV2tLS0gnvyLYOODHo4hEfoQ7Lhfb8ZR9P\n", "n93jK7IAcKq+D9sXxkOpmNkhWsHmDiesZmc1t1TogYVpMOlU2Jwb49vetiAOJq00V7N13Tb8zaEa\n", "PHewBj/+qBHdVpckxw0ls16F7Bi9b/u+7OgZL7KEhALNRztNPTY3artsUCo45MXpEamT5srzfy7e\n", "xluXhkda/GhbLpanmiQ5dii19DtR221DhFqJ/AQDjHOoR9tldaHL6kakToWUyPBdupyMFtY92rki\n", "xqDGPelRkh935E01DoBBMzs+fKRGaZEaNfeKTLvFhe99eBPXO2ww61T44bYcZMcaJv9GMivMjn+9\n", "DJtoCMk98yLx7IokLEsx4qXNWaM+cocLKYe/zKRQ5G7ss+N6hw0A0Ofw4FLr4CTfMT4652yiK9ow\n", "FRehwbMrkiGIYtg9zy+KIjqtbpgS0kIdhRlGzeh/anER4Xdzk8iHerQkKKIo4nzzAH74YQNUCg4v\n", "bc7CkuTw6R332tyoah9En92DJckmZETrQh0JAODyCKi4NYATn3VjeYoJ9+VEh+VIEjIW9WjJjOu0\n", "uvH9PzbA4REAAD8504R/2pwNjyAiLUoLfYiXuz5xowe/vnAbAJAQocYr2+cjMQweItGoFCjMNKMw\n", "0xzqKCQEqEcbYqz1rjhg1JAspYLD3ivteO5gDQ5/2gWHh5/4m2XGCyIuNA/4tjusbgw4PGP2Y+2c\n", "jzSV7P12D3rtbhnSBI7lcy4FKrQzqM3ixKFrHdjzSRuaeu2hjjMl8UYN/mlzFhKNGqRFafFEQQJK\n", "G/oBAL+uuI0e29jCNlOUCg5FC4bHNS9KMCBmjn88r+m04muHP8NzB2pw8dYAZkmnkDnUo50hbo+A\n", "fytrwskbvQCAtCgtfvxQHmIMbBaCPrsbvCDi1bJmlDd5ryJjDCr8/NEFiIsI3Ud1u5tHbZcdVjeP\n", "rBh9WLQNQmXQ5cE3j9Sivsf7S12nUuCXj+cj0TT3htdNB/VoGeLwCLjWbvNt3+p3wu7mAbBZaIdu\n", "5Pz5PamI0qsw6BTwzLLEkBZZANCrlShIplVxAQCit50yRBBFzIqrKgZR62CGRGiVeLwg3rf94IJY\n", "mPVqpntXpaWlmGfW4fl1GXhpcxZy49gYgM/6OQ+UUavC19bNQ7ReBYNagX+4Pytks8uxfM6lQFe0\n", "M0TBcdicG4PsGD3cvIjMaB0iNDTLF5HXXYlGvL5jAQTRO3Z3srmhiTyoR0uY09znwDtX2jHo5PHM\n", "8iTkMXIlTdhEPVoy5zjcPF4vv4WPWywAgE87rPj5jtDegCNkMtSjDTGWe1ehyO4SRLRahqeM7LV7\n", "4OKD+1BG53zmsZpbKlRoCVNMGiX+/O4UDD0z8ef3pCDGQB/MSHijHi1hDi+IaO5zwCOISA2Dx37J\n", "7EY9WjInKRUcMsNw2khCJkKtgxBjuXfFanZWcwPsZmc1t1So0BJCiMyoR0sIIX5I0aOlK1pCCJEZ\n", "FdoQY7l3xWp2VnMD7GZnNbdUqNASQojMqEdLCCF+UI+WEEIYQIU2xFjuXbGandXcALvZWc0tFSq0\n", "hBAiM+rREkKIH9SjJYQQBlChDTGWe1esZmc1N8BudlZzS0W22bva2tpQUlICpVKJDRs2IDk5Oeh9\n", "gzkGIYSEK9muaCsqKrBr1y489dRTOH/+/JT2DeYYrCosLAx1hCljNTuruQF2s7OaWyqyFVqDYXjB\n", "PI3G/3pOE+0bzDEIISRcyVZoRw5mUKvVU9o3mGOwiuXeFavZWc0NsJud1dxSka1Hy/O87+vJ1pKf\n", "aN9gjmE2m1FZWRlszJAzGAxM5gbYzc5qboDd7KzmBry1ZbpkK7R2ux2A96p06GsAqKqqgkKhwKJF\n", "iybdd6LXx7Ny5UrJshNCiJRkK7SrV6/Gnj17IIoiNm/e7Hu9vLwcHMeNKrQT7TvR64QQwpJZ82QY\n", "IbOjYVoAAAfgSURBVISEK3pggRBCZEaFlhBCZEaFlkyLIAijRoewgtXchE2y3QyTAquP8UqR+/Dh\n", "w75CkJOTg4KCAtlzB5v9+PHjqK+vx44dO5CSkjKlY4RTbhbO+bVr11BTUwNBELBmzRqkpaUFfYxw\n", "ys3COT979iza29sBAOnp6b4RTkGdczGMHTp0yPf1gQMHprRvMMeQihS5T5w4IX2wAAR7vq5duya2\n", "tLRM6xhSkCI3C+f89OnTvq/fe++9KR1DKlLkZuGcj/T+++9P6RhhfUXL6mO8UuTmeR779++HKIrI\n", "ysqasbl2pThf4X7OJ8LCOV+/fv20jyEVKXKzcM4BoKGhAfv27UNxcfGUjhHWhVZk9DFeKXIXFRX5\n", "vj527JiE6fyT4nyF+zmfCEvn/OTJk7jnnnumdYzpkiI3K+c8MzMTzz33HA4dOoTs7OygjxHWN8Nm\n", "+jFeqUiRe6SZnOdBivMV7uc8EOF8zk+fPo28vDzExcVN+RhSkCL3SOF8zgFAp9PBZDJN6RhhXWj9\n", "PcZbXV0d0L7BPMYrFSlyNzY2+r52OBxyxg0oz3jZgz2GnKTIzcI5P3PmDBITE5GZmRnQMeQkRW4W\n", "znlPT4/v65FXscGc87BuHbD6GK8UuRsbG1FRUQEAWLZs2YzkDjb7Bx98gPr6euh0OmRmZvr6cOF+\n", "zifKHe7nvKOjA2VlZcjPz8f169dhsVjw7LPP+j1GuOcO93MOAGVlZXA6nQCAVatWTXqM8dAjuIQQ\n", "IrOwbh0QQshsQIWWEEJkRoWWEEJkRoWWEEJkRoWWEEJkRoWWEEJkRoWWEEJkRoV2Dnv55ZclO1ZH\n", "Rwd+//vf49ChQ3jnnXfg8XjG7HPq1CmcOnVqyj/j/fffx759+6aRcnY6cuTIpPsMDg7iV7/6VcBP\n", "yRFphfWTYUReu3fvluxYH374IZ588klwHIeuri6cPn0amzZtGrXPyKdqpuKBBx7A/v37p3WM2SiQ\n", "R26NRiMKCwshCMIMJCKfR4V2Dmpra8O5c+dQV1eHb3zjG77XbTYb9u/fD6PRCKVSiZqaGnzzm9/0\n", "/fmJEycwODgIpVIJt9uN7du3Q6vVAgCUSiXsdjsMBgN6e3tHTSF3+vRp9Pb2AgBu3ryJr3/96wHl\n", "9Hg8OHDgABQKBURRHDOx8kcffYSOjg5oNBo4HA4UFRUhMjISV65cwYEDB7Bp0yYUFhb6tu+//36s\n", "W7duwp83ODiIt956CwaDAQqFAjqdDjabDUVFRb6JUCb6mQBw8eJFHDt2DM8++yzOnj0LjUaDpUuX\n", "Ii8vDzzP4+jRo75n5a1WK9LT0/GFL3xh0vNw9uxZ3L59GxqNBoIgQKPR4MEHH4TH48GxY8dw/fp1\n", "HDx4EACQl5eHu+66CwDQ3d2NY8eOwWAwwOVywWQyISsrK6BzTyQW8Iy3ZNZ55513Rm3X19ePmti4\n", "oaHB93VZWZlYU1Pj27ZYLOK+fft8293d3eJLL70k/va3vxV/8IMfiIIgjPszR37PZA4fPix2dnb6\n", "ts+fPy/u3btXFEXvxN1nzpzx/ZnL5fL9mSh6J5pubm72/dm7774b0M+8du2a+Ktf/cq3zfO8+Nvf\n", "/jagnymK3nN6/PjxMcc9duyY2N3d7dvu6uoSP/3004Ayvfnmm6LFYvHlaWpqGvMzx/Ob3/xG5Hne\n", "t/1f//Vf4rVr1wL6mURadEVLfLKyssDzPN5//33fFHAZGRkAgJaWFqxdu9a3r9FoHPW9x48fx4sv\n", "vgitVouWlhacPHkSW7dunVaewcHBUVPqLVu2DE1NTQCA+vp6OBwO35Uc4L1KHPKFL3wB+/btwxe/\n", "+EWUlZX5vZL9vOXLl/u+VigU0Ov1Af3MIQ888MC4f5eYmBjfdmxsLGJjYwPKs3PnTpw7dw4OhwMO\n", "hyPgyVc0Gg0UiuHbMCP/XmRmUaElPpcvX8bSpUuRm5sLwPuRtbGxERkZGUhLS8Nnn32G+fPnA/AW\n", "js8baiPExsbCZrNNO09ERAS6urp8xbaystL30Xvx4sVoa2vDmjVrfPuPvAGnVCphNBrR39+Pjo4O\n", "bNy4MeCfe/nyZd9M/zzPw+VyBfQz/dHpdOjp6fEVW0EQUF9f7zvXE/F4PKitrR2V/6233hoz3eB4\n", "nE4neJ6HUqkE4D1/I7OTmUOzd81Bp06dQl9fH65evYqCggIoFAoUFRXhyJEjo66AAOCRRx7xvTbU\n", "o1UoFHC73XjkkUd8xbWhoQEVFRXQarVwOBzYvn37qD7tkP379+Oxxx4LKKfH48G7774LtVoNhUIB\n", "o9GICxcuYNeuXcjIyEBlZSWampqgUCh8V+AjlxqxWq149dVX8eijj46a9s6f6upqXL9+HQ6HAwaD\n", "AQ6HA1u3bvUVSH8/8+jRo/j44499CwwuXbrU1xP1eDw4dOgQlEqlbwXedevWISkpyW8eh8OB119/\n", "HdnZ2eA4Dk6nEytWrBhVoD/66CP09PRAoVDA4/Fg7dq1SEpKQldXF44ePQqTyQSXywWlUomenh48\n", "88wzYz6REHlRoSUz6u2338aTTz4Z6hgTunbt2pj5SAmZLmodENkNXUF7PB7k5eWFOs6ELBYLysrK\n", "AHhbIyPXtiJkOuiKloTMxYsXcevWrXH/bNWqVUhLS5sVP9OfhoYGXLp0adw/y8zMnNFVB4h8qNAS\n", "QojM6BFcQgiRGRVaQgiRGRVaQgiRGRVaQgiR2f8DeA4ZKwp+1tsAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.538733\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8FOd9P/DP3qek1bU60YnEYTCHMcKcPjAIYmzATmKb\n", "uG3S0jROmzRtkzhJ0zhpLqdN8ovTXI2bxEdCEk4HDNjcBonDWNxCAqEDCXStzl3tPTO/PxYWLUir\n", "PWZ295G+79fLr5dmtZr9aFh/NfudZ55HJgiCAEIIIZKRxzsAIYSMd1RoCSFEYlRoCSFEYlRoCSFE\n", "YlRoCSFEYlRoCSFEYkqpdtzR0YEDBw5AoVBg2bJlyMnJGfW5ly5dQn19PXiex4IFC5Cfnw8A2Llz\n", "JziOAwCUlpZi5syZUsUlhBDJSFZoT506hQ0bNgAAduzYgbVr14763J6eHqxfvx4AsHv3bn+h1Wq1\n", "ePzxx6WKSAghMSFZodXr9f6v1Wp10OcuXbp0xMc5jsO2bdsgCAKKi4sxd+5cUTMSQkgsSFZoh99w\n", "plKpQvqZffv2Yf78+f7tyspK/9d79uwRLxwhhMSQZIX2dm8VAGQy2ZjPP3LkCMrKypCRkTHi98cq\n", "1u+99x4UCkV4IQkhZAwmkwkPPPBAVPuQrNA6HA4AvjPb218DwMWLFyGXyzF9+nT/Y0ePHkVWVhaK\n", "iooC9tHS0oLCwkIAgNPpDPp6CoWCWguEENHV1NREvQ/JhndVVFRg06ZN2LRpEyoqKvyPHz9+HNXV\n", "1f7trq4uVFVVoa6uDjt27MCbb77p/15LSws2b96MzZs3Y8qUKVJFjatjx47FO0LEWM3Oam6A3eys\n", "5haLZGe0ubm5eO655+55fOPGjQHbZrMZL7300oj7GO0iGSGEsEQ2XqZJPHDgALUOCCGiq6mpwWOP\n", "PRbVPujOMEIIkRgV2jhjuXfFanZWcwPsZmc1t1io0BJCiMSoR0sIIUFQj5YQQhhAhTbOWO5dsZqd\n", "1dwAu9lZzS0WKrSEECIx6tESQkgQ1KMlhBAGUKGNM5Z7V6xmZzU3wG52VnOLhQotIYRIjHq0hBAS\n", "BPVoCSGEAVRo44zl3hWr2VnNDbCbndXcYqFCSwghEqMeLSGEBEE9WkIIYQAV2jhjuXfFanZWcwPs\n", "Zmc1t1io0BJCiMSoR0sIIUFQj5YQQhhAhTbOWO5dsZqd1dwAu9lZzS0WKrSEECIx6tESQkgQ1KMl\n", "hBAGUKGNM5Z7V6xmZzU3wG52VnOLhQotIYRIjHq0hBASBPVoCSGEAVRo44zl3hWr2VnNDbCbndXc\n", "YqFCSwghEqMeLSGEBEE9WkIIYQAV2jhjuXfFanZWcwPsZmc1t1io0BJCiMSoR0sIIUFQj5YQQhhA\n", "hTbOWO5dsZqd1dwAu9lZzS0WKrSEECIx6tESQkgQ1KMlhBAGUKGNM5Z7V6xmZzU3wG52VnOLhQot\n", "IYRIjHq0hBASBPVoCSGEAVRo44zl3hWr2VnNDbCbndXcYqFCSwghEpOsR9vR0YEDBw5AoVBg2bJl\n", "yMnJGfW5ly5dQn19PXiex4IFC5Cfnx/2PqhHSwiRQkL3aE+dOoUNGzbg2WefxcmTJ4M+t6enB+vX\n", "r8czzzyD8+fPR7QPQghJVJIVWr1e7/9arVYHfe7SpUuj3gerWO5dsZqd1dwAu9lZzS0WyQrt8I6E\n", "SqUK6Wf27duH+fPnR7UPQoj4vByPcTISNC6UUu2Y4zj/1zKZbMznHzlyBGVlZcjIyIh4H8eOHcPi\n", "xYv9XwOgbYm3b0uUPKFsL168OKHyJPL2okWLcK7dhtc/vAmzQYW/eiAXeSnasPd3+7F4/z6RbkdL\n", "soth27dvx7p16yAIAnbt2oU1a9YAAC5evAi5XI7p06f7n3v06FFkZmZi6tSpIe1jJHQxjBDxtfY7\n", "8ZntdXBzvjKxsjwN/7q0MM6pYiuhL4ZVVFRg06ZN2LRpEyoqKvyPHz9+HNXV1f7trq4uVFVVoa6u\n", "Djt27MCbb7455j7GE5Z7V6xmZzU3EPvsbo73F1kA6LS5wfHhn5uxfMzFIFnrIDc3F88999w9j2/c\n", "uDFg22w246WXXgprH4SQ2MhO0uC5WVnYdK4TWqUcL8zNgUI+dhuPBKK5DgghQQ25OXTZ3NAo5chN\n", "1sQ7TsyJ0TqQ7IyWEDI+GNQKFKfp4h2DaXQLbpyx3LtiNTuruQF2s7OaWyxUaAkhRGLUoyWEkCAS\n", "engXIYQQHyq0ccZy74rV7KzmBtjNzmpusVChJYQQiVGPlhBCgqAeLSGEMIAKbZyx3LtiNTuruQF2\n", "s7OaWyxUaAkhRGLUoyWEkCCoR0sIIQygQhtnLPeuWM3Oam6A3eys5hYLFVpCCJEY9WgJmaCa+xy4\n", "ZnEgRafENLMBBrUi3pESUtzmo7XZbDAajVG9MCEkfm4OuvDSngb02r0AgC8vK8BjZekAALeXh9PL\n", "w6BW0GoKIgnaOqitrR3xvz/84Q+xyjfusdy7YjU7q7kB8bL32T3+IgsAH7RZAQCdVhd+UtWKz/3l\n", "Ct6ps8Dh5kbbRVhYPuZiCFpoq6urIZfL0dTUhJMnT8LtduPEiRNIS0uLVT5CJiSby4tD13rx0+pW\n", "nG4bhIfjRd1/hkGFnCS1f3thYQoA4IO2Qey72oubgy78T3UbrvU6RH3diSpo6+DZZ5+F0WjE2bNn\n", "8clPfhIAMHv2bPzpT3+KSbiJQKx14+OB1ews5L7UOYTvHWoBAOyqteD/PVmOaWaDaNmzkjT4TmUp\n", "mnodSNYqUZ6hBwDY7zqDFavAs3DMpRS00N7uw6rV6oDH794mhIiry+b2fy0AGHB4R39yhPJTtMhP\n", "0QY89lChCe9d7cX1fhcqy9NorTCRhDS8y263g+d9f9k4joPVapU01ETCcu+K1ews5B4+CiA3WY1J\n", "Jt/qs1Jnn2TS4gery/Dbj07Dpxfkw6RTibJfFo65lEIadbBq1Sq89dZbUKvVcLlc+MhHPiJ1LkIm\n", "tMkZevxkTTn6HB6YjWrkxHCZ7zS9CoA4BZb40DhaQoKwu72ouWHD+XYbHshPwuzcJGiUdJ/PRBK3\n", "uQ46OjqielFCWFHXbce3DjRhR203vv5eI65a7PGOFDf9Dg9a+50YdI7cL/ZwPFr7nWjtd4Ljx8X5\n", "m2hCKrSXLl0K2K6urpYkzETEcu+K1ezh5O6xBxaVPodH7Dhhidcxbx904Rv7GvG3Wy7jOweb0Dns\n", "Yh0AcLyA95v6sXHrZfz91ss4eX0Awz8ss/peEUtIhfbq1asB20plRDeUEcKc0nQdkjS+i1LpehUK\n", "TdoxfmJ8qusewuUu39n8mZs2XO0eCvh+j92DnxxrBS8AnAC8Wt2K/lHOfCeiiCrm7REIJHosjy9k\n", "NXs4uUvSdPh/a8rRY/cg06BCXkp8C+1o2QVBwI1BFzheQFaSGlqluPMWqBWB52Sau/avlMuQpFHA\n", "6fXVBpNWCeWw23dZfa+IJWih3bVrFxwOB+rq6uDx3PnIlJWVJXkwQhLFJJMWkxL8TPbDG1Z8Y18j\n", "PJyAFx/Kw6opGaJetJtmNuDZWVmoaunHIyWpKM8IHF+bplfhG8tL8MsTbVAqZPh0RR6SNPTJ97aQ\n", "Rh3s3LkTa9asiUWeiLE66uDYsWPM/rVnNXssc3O8ALkMkMnEmZxlpOxDbi++sPMqmvuc/sd++9Fp\n", "op99c7wAh4eDTjX6ZDNujocMgOquM2BW3ytADGfvWrVqVVQvQshEdLHDht99eBMZejU+MScb+RKd\n", "FSvlMqTrVP5Ca1Ar7il0YlDIZTCOcZZ6d4uB+NA4WkLG0G1zo2vIjRSt8p5bVkdzc9CJz2yvh8Pj\n", "61kuLTbhK48USTbt4PV+J37zwQ0MOjn83fxcTM+iaUzFErMz2t27d2PmzJngOA7V1dWYP38+Jk+e\n", "HNULE8KCDqsL3z7QhCsWB5I0CryyejImp+vH/DkPJ/iLLOCbu4ATBCggTaEtMGnx9cdKwAuCJGez\n", "JDoh/Yu43W7k5eXh7NmzeP7551FTUyN1rgmD5fGFrGYPJ3drvwtXLL6pAq0uDjVtgyH9nNmoxl8/\n", "kA0AUCtk+OS8XFE+VgfLrpDLRC+ybo7HkAhz0rL6XhFLSGe0crkccrkcWq3vY5NGE7v7rgmJJ6PG\n", "dw56u7+WlRTae1+nUmD9DDMWFpqgUsiQF8VcBVe6h7Dvai+yjGqUZuRGvJ9wtfU78b8nb6DD5sbf\n", "PZiLeZOSIRfpot5EE1KhdbvdsNls/kI7Ttq6CYHVK7EAu9nDyT05XYdvrSjBgYZezMw2YlZO6L1P\n", "nUox4jSDgiDgYucQqpr7UZKmw/xJyaPOknVz0Imv7L0Gq8t3Vvmx+82YE3KC6Pz+bAdOtPrO4F/e\n", "34RfrJuCwtTIpk1k9b0ilpAKbW5uLnbs2IFnnnkGFy9eRGNjo9S5CEkIKoUcFQUpqChIEW2fjb0O\n", "vLSnAR7Od8LyxWUFePzWel13s7t5f5EFgCvddnC8IPlaXrwgBMxp4OUFeGn+goiF1NBZuHAhPvGJ\n", "T0Cr1WLq1Kl48cUXpc41YbDcu2I1e7xzW52cv8gCQFOvc9TnZhrVeLjEBACQy4DVk5NismCiXCbD\n", "C3Nz/Lcf/+2DuciNov0R72Meb2HfuqFUKgPmOjh79ixmz54taihCYqW514FeuwfmJHXIQ7eilZus\n", "RnmGDlcsDqgVMiwqHP1sOUWrxGceyseaaZnQqeToa74MIDsmOaeaDfj52qlwczwyDSpoVbQceaSi\n", "Hke7Y8cOrF27Vqw8EaNxtBOXx8ujdcAFmQzIT9GEfOX9qsWOL75zFXYPj3S9Cq+snowCEW4qaB90\n", "oaq5H1Y3h0dLU0fsa3ZaXWi3upGsVaI4VSvanWPjSb/Dg5PXB3G1x46lxSbMyDbG5WJczMbREpKo\n", "vLyAg9f68KOj1wEAX1xWiEdKU0P6eH3VYof91ljXHrsHbf3OqAutx8vjjQ/bceBaHwDg8LU+/GhN\n", "GdL1gevsZSVpQh7BMBaHh8O1Hgc8vIDiVK1oy8/E24dtg/jhrX/X3XU9ePXJckzOGHsMcyKikc1x\n", "xnLvKhGy9zk8+MWJNgjwDcH6xYm2MeeMvZ07y3in+MllQKo++gLl9PKoHzY5eLvVjV67Bz8/3oof\n", "HG7GtZ7oJg6/+5jzgoD9Db34l11X8eXdDfjt6ZuijHsVWyTvlZb+O71rLy/A6mJ32kUqtIRpaoUM\n", "GYY7BTLToAr5xoBpZj1eXl6MZ2eZ8b3KyZicHv2Kr0aNAh+7/87sdp+pyMObNR3YccmC/Q19+Nq7\n", "12AZcgfZQ3iGXBy2Xej2b++p70V/nCcnF8tDBSZob81AVpahi+piXLxR6yDOWB5fmAjZU7QqfPWR\n", "IrxV0wHIZHhhbjaStcHf1rdz69VKLCwyYWGRSbQ8MpkMj5SaUJiqhYfjkZOkwV8uW/zf77V74fJG\n", "Pp/z3cdcq5TjviwDumxuPHlfJtL1SiTiIKxI3ivTsgz4yZPlGHR6kZOshtlIhZaQuClJ1+Pry4sB\n", "iDcdYTQ0SgWmmQ0AfDcn/M28HHzvUDN4AXhhbvatVWbFoVLK8cLcbCwrMeGnVW3osLlxpLEfX3u0\n", "CNki9YDjaaQbPlgUdeuAhnZFJxH6nJFKpOwymSzkIhvL3DKZDAsLU/CztVPw06fKsX6GGWqFHJYh\n", "NwYj6DmOlD0rSYNeuxcdt9bxqu+241qPI+rsYkqk90o8hFRoq6qqUFdXBwBoaGgIWAW3qKhIlCA8\n", "z4PjEq+JT0i0VAo5StP1mJJpgFouw4GGXnx6Wx2+/M5VNPeJUxBv31hwm1Et3phXj5dHt83N9MWo\n", "eFO8/PLLL4/1pKqqKtx///3Q6/UwmUzYu3cv7rvvvqA/09HRgbfffhu1tbVIT09HUlLSqM/du3cv\n", "9u3bh0mTJgU8b+fOnbh8+bJ/KZ1gS+g0NTUhJydnrF8l4RQUFMQ7QsRYzR7P3C19Dnzt3Ua4OAF9\n", "Di+sLi+WFKeG/POjZU/SKGHSKeHhBLwwNxtzc5NEmcnL4eawq86C/zzYjA/brJiRbUTKGD3wkbD6\n", "XgGA9vZ2lJSURLWPkI6YwWBAerrvXmy5XA6FYuy/lqdOncKGDRsAjH1TQ2VlJWpra+95XKvV4vHH\n", "Hw8lIiHMGH6xSqz5mUw6JT56fxbWzzCLeotuc78Tvzp5EwBQ123H7joLPr0gX7T9TxQR/cmTy8f+\n", "Mb3+zsBitVod5Jmj4zgO27Ztw9atW8ftHLgs965YzR7P3PkpWnxh8SToVXIUmjR4fk54t9OOlV3s\n", "eRDu3ps8wv2z+l4RS0hntDKZDL29vUhLS0Nvb29IvdThd/aqVJFdZa2srPR/vWfPnoj2QUgiUSvl\n", "eLw8HfMmJUOtkCFFm9h3cRWmavEPC3xjgQtNGlSWjzzLGAkupEK7evVq7Nu3zz8n7VNPPTXmzwwv\n", "xmIMuQmlWA9fafP2X1Dalnb7tkTJE8r24sWL4/r6SrkM9WdOBX1+Te0VXHHo0TTgwYrydHDtV+B2\n", "OUXLU1VVBUEQQnr+mmkZKFUPQfC6/cuuh/t6tx9LhH//SPNHQ7LFGbdv345169ZBEATs2rXLv1z5\n", "xYsXIZfLMX369IDn19bWwmQyITf3zgzyLS0tKCwsBADs2rULTzzxxKivR5PKkOEsQ27wApBhUDG5\n", "KsDeegt+dLQVAKCQAa8+NQVld93n32l14UKHDRwP3J9jhJvjseuyBUq5DB+ZmnHPqru9djeqWwbQ\n", "1OvAo6VpmJ5liOm4Y0EQEmKcc7hiNqnM1atXUVZWFtaOKyoqsGnTJgiCgOXLl/sfP378OGQyWUCh\n", "3b9/PxobG6HValFUVISlS5cC8BXaU6d8f/nH63hdlte7T9TsFzts+Ob+Jri8PF56uBALClMCim2k\n", "uWMx4fZtbQOuO68r+G61Be5kd3o4/Ob0TRy61g8AmJObhKJULd6u9d2FdrXHgW8+XgLDsGFeVc0D\n", "+Gl1GwDgvSu9+OlTU1AUgxsCXF4Oh+o7ceS6HQ9OSsajpWkw6SbWvVIh/bbnzp0LKLRNTU0oLi4O\n", "+jO5ubl47rnn7nl848aN9zw2vBAPd7vgEhIqq8uLHx+7joFbqwN891AzXntmWlR3STm9HE5cH8TO\n", "S92Yk5eEVVMzkC7i3V0jWVJswvuNfYBMhhlmPXRqOa5a7NAl+eauHfJwqLlh8z//QocN07PunPFe\n", "73fC5eUDCm3DsJsYXJwQsHKDlK5YHPjR8U4AwIc3rDAb1Vgs4m3PLAh5Fdzhzp07J0mYiSgRzwhD\n", "lYjZZTJANWxUjEIuu+fKebi5G3uc+O7BZlzoHMIbNR04e9MqQlKfGwNO1HUNoeeuiWZSdSo8OT0T\n", "DxUk47HydHxlTwM+u6MeV4RMOD0cktRKrJ5y58LUyvK0gElX/mpujn+8a9uAEx+2DeKxyWlIvXUm\n", "eX+2ATnJkY0GCtfds4n12cfHpDfhCOmMduHChXj33XexcuVKqfMQEhWjWol/WVKAHxxpgdPL4V+X\n", "FEQ97+uQJ7BQ9IpUKK712PGl3Q2wujhMN+vx1UeKYL6Vdcelbmy50AUAOHitH09My8Qfz3Xit6fb\n", "sbTYhLwULZ6eacasXCM4HpicoYNGIcekJ7WQy2QoTNVAJgMuddrwrf1N6HN4YVAr8J8rSsALQG6S\n", "GhmG2BTa4lQtpmTqUd9tR7peiZlhLHA5XoRUaN98801MnToVmzdvBgDU1dUlxKoK40Gi9jlDkajZ\n", "yzP1+NGaMvC8MOIk2OHmLjJpMSc3CWduWpGmV2JefrIoOT9oHfR/fK/tsuP6gAvmJA28HI/LXUP+\n", "5w04vVArfOflJq0S6ltTByZrlZibdyeL28vDywvoc7ihUcrg8vI4c8OKPoevjTLk5tBudY26EKRU\n", "spI0+NQUJQwLy5GsVY6LyW7CFVKhXbVqFebNm+ff3r17t2SBCBFDska8iy2ZRjVeergQPXYPkjQK\n", "0VZGyEq6c0Ypw535CZQKOZ6ZacblribwArC02ASDWoHFhSn4yGQDMkc5Ez3XbsXX3vWtUJ2mU+KL\n", "ywqhVykgw5270TIk7i2PZsjSjjlTS+Py2olAsuFdsUbDuwhr+uweHGrsw/l2K1aUpePBScn++Qk8\n", "HI+mPiecHg6TUrQhrf7wq5Nt2DpsEvCXlxfjrZp2PF6ejqY+J2blGDHdrEdOcmwWoRwvxBjeRSss\n", "EBInqXoV1s8w4+XHS7GwyAS5TIZ+pwdujodKIUd5hh735ySFvMTOzKw7vc8kjQJ5KRo8dZ8ZDg+H\n", "aWY93qxph9UV+aTjJHIhFdrBwUFs2bIFr7/+OrxeL7Zv3y51rgmD5XvAWcvO8QJ67R6cq62Pd5R7\n", "DLk5bLvYhX/cUY+fHL2OTqtrxOcFO+Zz8pLwyqpSfGlZIf5rdRkKU3WQyYDffdiBHx9thUGlQJo+\n", "PuNXWXuviC2ko753716sW7cO77zzDpTKiTXQmIwPHo7HkcZ+/PrUDWTqlfhijuOeZcAbLHbsudKD\n", "dJ0Kj05OjelFm2s9dvz6lG+WrH0NfZiRbcSqqeG9vk6lwJy8wAt1S4pMMBvVGHJzKEnTxWykAQkU\n", "UtXUarUBcw2EMk0iCU0iXrUPFUvZWwec+K8jLRAA9Dm82HS2Ey89UuT/fqfVha/uvYb+Wzc6dA95\n", "8E+L8mN2+66HC7xU4vKOfOkk3GOuUyswO3f0uaBD4eUFuL089FFMJs7Se0UKIRXau29Y4Hnq85DQ\n", "uL08LnbaUNtpx/QsPWZkGf3Dk2JJEALngXXfVdjsHt5fZAGgoccOD8dDo4zNSUVJug6rpqRhT30v\n", "ytJ1mDcpuuIolvZBF35/pgNXe+x4dlY2FhemQHXr36/f4cWha7348IYVK8rSUFGQAk0c/m1ZENJR\n", "MZvNOHbsGLxeL06cOMH0bOmJhuXeVSjZ67vteGnPNbxR046X9lxDfbc9BsnulZ+ixecW5UOtkCE3\n", "WY1PzA2cBzbToMKqKWkAALkM+Pj95pgVWcB3J9jfV+Tjdx+bju9UliI/5d6RAQ0WO769/xp+Vt2K\n", "GwPOmOQ6dK0P713tRVOvE98/1Izmvjuve6HDil+cuIFTrYP49sFmNFhG/7dl+X0uhpDOaJcuXYra\n", "2lr09/cjOztbtHXCyPjXYw/8NGS5aztWNEo5VpanY/6kFLS3taLkrslUjBolPvVgHlaUpUOjlKMw\n", "NfZDoAxqRcDcBMN129wBrQ3LkAdffbRIlOVqghkYdpYvAHBxdz7N9toD1xCzuWnNv9GEfGVr+vTp\n", "90xtSKLHcu8qlOwFqToY1QrY3ByMagUKTPFbPlqlkMNsVMM8ysD5FK0SKdmJcXuo7zZfAWl638Ur\n", "pzewtdE24PIPA5PSyvJ0HGnqQ6/diyenZaBg2NSL9+cYkapTos/hxZRMPYqC/HFi+X0uhpAKrcVi\n", "wZ49e6DT6eB2u1FZWYm0tDSps5FxoCRNhx+vKUOXzYNMowpFqfErtLHQPujCoMuLdL0q4iv859tt\n", "+O6hJkAAXnqkCLNzk5BhUGHDnGz8/kwH5DLgr+flwKCWfgRQSboOP31qChweHul6VcAZd3GaDj9e\n", "Uw6r04t0Q+S/70QQ8vCuDRs2QC6Xg+M4bN68Gc8++6zU2SaERJ0vIBShZi9M1d0zlCqepDrmTb0O\n", "fGVPA3pvneH9+6NFYd+u22v34JXDzf6P5d891IxfrJ2CdIMaz8w0Y0oSB3N6GgpieDxHu+UXgG/G\n", "sOSxf0eW3+diCOlzh16v9y/IqFAooNXSLXwkMm0DThy61ouT1wcw6Bxf0+Vd6LCh99YELvXddjT1\n", "iXvByqBWwNvVjJJ0PZQxmoCciCOkQut0Br5h7Hbf1cXbqx+QyLH8Vz7c7JYhN17e14jvHWrB199r\n", "xP6GPomSBSfVMU+7a6awpAjGnabpVfjyw0VI16uQplPiq48UIX3YGSWr7xdWc4slpNYBz/P4v//7\n", "P8yZMwfnzp1DSkoKamtrcfbsWcyfP1/qjGSc6Hd4cb3/zq2lR5v68dT0TMmXh4nVEjQzso34zII8\n", "nG4bxIrydJRmRPbx/v4cI362dgqGXwwjbAvpjNZut+Ohhx6CVqtFRUUFpk6dinEy6VfcsTy+MNzs\n", "Jp0Sk9PvFJ9HSlMlLYA3B1348dHreGlPA87ctPrfs1Idc5NOiXUzzPhO5WQsK0mFNoRxuAMOD463\n", "9OO9Kz1o7b/zyTFNrxqxyI6U3cPx8HCJfRMRy+9zMYR0Rvv888/DaLx32EtBQQHa2tqQn58vejAy\n", "/mQY1Pj3x4rQYHHAoFZgSqZ+7B+KwtYLXdhT3wMAuNx1DT9fNzVgeFIiOHCtD788cQMAkJOkxn99\n", "ZDLMxtAvoDVY7PjlyTYIAvCZBfmYnCHtMSWRCemMdqQiCwBJSUk4ffq0qIEmGpZ7V5Fkz03WYmlJ\n", "Kh7IT4ZRxMm57yYIAjqGzYDl5nz36wPiHnOHh8PlriFc7LDB6vKO/QPDcLyA6uYB/3a71Y0BZ/BB\n", "/8Oz9zs8+O7BZpxvH8KFjiF852AT+h2JeYGR5fe5GOjGZDIuyWQyPDs7G9pb994/PTMzYEUDMXC8\n", "gAMNvfj8X67gX3ZdxebzXXB4Qr87SiGX4fHyO+PRyzN0/sUTQ+HlBQwMK+4DTg5enlp6iYgKbZyx\n", "3LtK9Owzs434xbop+MW6KdgwOxtJt86gxcptdflmAbvtz+c70e8I76x2SZEJP1g9Gf/+aBE+t2jS\n", "mM8fnj1Nr8LnF0+CXOabn+GfF09C6ghrpCWCRH+vSI0mlyXjWt4Ik7OEwjLkRmu/C0aNAiVpuhEv\n", "2mmVckzO0KF7yPdxPT9FA60qvHMXvVqBnCQ1fnf6Jmq77MhLVuNbK0oxKYReslwmw6JCE157ehoA\n", "ICdZE5PRFSR8VGjjjOXeVSJmd7g5XO2xw+HhUZymg9l4b7tgrNy9dg/+68h1nLlphVwGfGtFCeZP\n", "SrnneVqVAp+uyMeUjD44vTyWl6VFdEZ5rdeB2i7f2PQbg27Udg6NWmjvzq6Qy5CfYBf4RpKI75VY\n", "okIrAcuQG5wgIEOvjskZhs3lxc1BN9RKGQpM2phNVp2IDjf24cfHWgEAc3KN+MojReB4AXXddvC8\n", "gClmw4jn/3XOAAAgAElEQVTFd7hOmxtnbloBALwA7K6zjFhoAd8tqM/PyR7xe6HS3TUMLElDE+uP\n", "N1H3aGloV6BLnTb8w7Y6/O3my6hq7gc3xsWJaHtXQ24OfzzXiX98ux4vbq/Hh23WqPYXDin7bkNu\n", "Dtf7nOi2hT6tosvLYfet4VwAcOamDZYhD94604Fv7m/Cfx5sxq9OtuHMhdqg+0nSBE5XON0s7Yxe\n", "5Zl6fG5RPqaZ9fjkAzmYlmW45zm8IKDBYsehyzdiNhetmKhHG4KjR49iyZIlI35v3rx5ogZi2ZDb\n", "i1erWjHo8l15/t6hZvzfR6chV8Llnbttbvz5fBcA31XoN2raMSvXCLXE0+dJyery4q2aDmy/1I1U\n", "nRLfrSxFafrY40M1SgXm5SX5JxfPSVJDo5Dh2LAhVMdbBvFkQfCZ5/JTtHhlVSmONvUjJ1mDioKR\n", "z2bFYlAr8MS0TKwsTx912sPLXUP40jsN8PACsox9+P6qyRH3n0nshVRoDx48iK6uLixZsgRms1nq\n", "TMySy2RQy+/8j6JSyMf8GB9t70qjlMOgVmDo1qTL+SmamE04IlXfrbXfie2XugH41vfaWWvBPy8J\n", "bVWPNdMzUZSmw6DTi1m5STAbVVhabMLOyxYAwKKiFJQV5o25n/JMA8oz7z2zlFKwuWXP3rTBc+vT\n", "UafNg3arm6lCSz3aEKxbtw7Tpk1DVVUVDh8+jBkzZtAk4CPQqRT4/OJJ+O/3W2B38/j8kknIGqMf\n", "GK2cZA2+W1mKP53rQKZBjXUzzMz3aNUKOeQyX38UAFLDWCI7Ta/CspLUgMeen5ONB/KTwPPAFLM+\n", "qkUG46UkTQuVXIZFRSnQqeTIiNOy4SQyMiHMSQsGBgbw85//HF/5ylekyhSRAwcOYO7cufGOAcB3\n", "cYrjBaSEcAWa5Xk6pcru4XhUtwxg09lOFKdp8Vdzc5ATwpynwwmCgEEnB7VSBp0qsLCKkXvQ6UVd\n", "9xCsLg7lGfqQhmNFY8jN4Wq3Hf976gaG3Bw+t2gS5uYlQcbIH1WW3+c1NTV47LHHotpHSH8Wjx07\n", "hqKiIlRXV8NoNOJzn/tcVC863kl5a+lEoFLIsawkFQ/mJ0OtlIfdCuF4ASeuD+BXJ28g06DC5xYV\n", "iL4G2KFrffjZ8TYAQG6yGj9YHd4cBeFSyoDXa26ioccBAHh5XyP+9+lpYf8BIvER0hWTAwcOoLGx\n", "EU8//TRWr14NgyG2vavxjNW/8oD02fVqRUT95rYBJ759oAkdVjcudAzhjZr2gNnmos3NCwKqmvv9\n", "2zcH3eh3SLswIQ/A5b3zO3h4ASzdbcvy+1wMIRXadevWYenSpVAo2OttkYlHIZNhSqYBGoWvSNvd\n", "nKhFSS6T4dHSO33gkjQdDGo5DjT04qfVrThzwyr6nAM6lQKfXZiPZI0CKrkMX364UPS5G4h0QvqM\n", "e//990udY8JiuXeViNnbB13YWWeBUS3H383Pw+46Cz71YG7AjSNnrzRjSG2CRinHlAw9krTht3qW\n", "lKQiK0kNm5tDaboeTb0OvHK4BQDwzmULXn2yXPRRC/dlGfH1BcnIys5BpiE2N8OIJRHfK7EU0jts\n", "cHAQ7733HoaGhrBhwwbs3LkT69atkzobIWHbeqELf7k1lOt8xxB+vKYsYAxuv8ODt+pdON/ZBAD4\n", "2wdz8bH7zWFfVDKoFZiTl+zfPtZ0Z1keXgAGnOFNLhMqa2cbZpUVSbJvIp2QWgd79+7FU089hZSU\n", "FCiVdKFHTCz/lU+07BwvoHXYXVNOL4+7x9QMOjmc77T7tw809MLhiX51gtm5SdDfmlCmwKSRbIxr\n", "oh3zULGaWywhVU2tVguV6s5QJerVkkSkkMvw3OxsXOq8Bjcn4KnpGci+q4+ZpFWgLEOHqxbf1fuF\n", "hSlhz7g1kvJMA37yZDn6HV5kJamRHeYy42R8C6nQut2B95vzfGKvTyQmq8uLix1DuDHoxP3ZRtH7\n", "biz3rhIx+6xbCxu6vAJyktX3DLVL1amwcYYBPTBDp5RjWpYhohs8nB7fJNvD91+YqkNhapAfEkEi\n", "HvNQsJpbLCEVWrPZjGPHjsHr9eLEiRMoKAjtdsjxoOaGFd852AzAN//oT54sR3FaZKubsszj5dHn\n", "9EKrlCM5gotH0WgbcGL/1V54eQErytORbVSjpd8JD8ejwKQNKHYymQyFqcH/fWwdLXgsiv/pW/oc\n", "+Fl1G3odXny6Ig/z8tm5cYDER0j/xyxduhS1tbXo7+9HdnY2ioqKJI6VOG5PUAL4en7hzqA/Fhb+\n", "yjvcHHbVWfBmTQcmmTT48sOFKDDpYpJ9yM3hp1WtOHPTBgBo6nVgaXEqfnj0OgDguVlZeHZ21j13\n", "fwUTTW6OF/CbD27ibLsvz8v7G/Gr9VORP6wn29LnREOPHckaBaaaDf6VHcSQKO+XfocHTi8Pk1YJ\n", "bQjHPlFyx0vIzanp06fjiSeeQFFREVpaWqTMlFAqJiXj9iia3GT1PT2/iaC534lfn7oJp5fHVYsD\n", "u+t6xv4hkTi9HJp6A5fh3nSuw7/9x3Od6BP5j18wvCDA6rpzc4KHEwKmwuywuvC1vQ145XALvvZu\n", "Y8Dii+PF9X4Hvry7AX/z51r86XwnbGEuSjkRBS20W7duxbZt27Bt2zZs2bIFW7ZswebNm/H73/8+\n", "Vvnibka2Ea8+WY5vryzBd1aWin7LIwvzdN79ofj2Hx4xsvc7PDjeMoDD13pxc9B1z/dTtCo8PyfL\n", "vz0zy4CiYa0Bs1EFrTK8j+3R5FYp5Ng4PxdJGgVkAP5xYX7Aha8+hxddQ3dWoj1xXdxCmwjvlwMN\n", "fWjqc4IXgN+f6URz39jz4yZC7ngK+pnGaDRi5cqVqKqqgkqlwuzZs1FTUwOTyRSrfHGnkMtiPl1e\n", "oilM1eLFh/LwZk0HClO1WDUlQ5T98oKAv9Ra8NYZ3xnqNLMe33y8BKZhk/Eo5TKsLE/HlEwDBEFA\n", "UaoO92UnoTBVC5uLwxPTMpCmj+2njGlZRvxi3VR4OAGZBhXUyjvnK2k6JfKS1bgx6LuAvKR4/P2/\n", "orrrRgkF9afHFNLsXVu2bMEzzzzj396+fXvC3bCQSLN3jUcejsfArYthYk2aM+T24gs7rwacEb32\n", "9DQUiDwBTKy1DTjR2ONAslaJ8gwd9OrxNfb8xoALvzjRhms9Djw3OwuPl6WF1SNnTcxm77r7iupE\n", "Gt5FfFQKOTIM4p456lUKPFySit992A4AmJFtQLKW/f9h81O0ARfHxpu8FA2+9mgRnF4eyRolU7cC\n", "x0tIF8N4nofF4rut0WKxwOPxjPETJFQs966izS6TyfCRqen49soS/PtjRfjSssKAtoFUJvIxF4tO\n", "pUCqThVykU2U3PES8goLe/fuhc1mg8FgCGgjiIXneQiCQHedTTApOtWoK8yOJ102F1r7XTBqFChJ\n", "0wVdtoaMP2GvsHC3tra2EVfC7ejowIEDB6BQKLBs2TLk5OSMuo+9e/eisbERa9euRW5ubkT7oB7t\n", "+OXmeLi9PLMTqluG3PjOwSZc6rRDLgO+/HAh5uUlRzRrGIk9MXq0Uf9ZPX369IiPnzp1Chs2bMCz\n", "zz6LkydPBt1HZWUlHn744aj2QcanGwNOfPdgMz6/8wqONvXBw7F3faDb5sGlWxPZ8AJwsKEvpCFR\n", "ZPyQ7POLXn9najq1OrKLKGLsI9Gx3LuKRfa3a7tR3TKA1n4XvnOwGa390ReoWB/zZK0CSZo7LbGC\n", "VC1a+h0R7YvV9wurucUi2WeX4R2J4TN/SbmP4RNX3P6HTfTt4dkTIU842xcuXJB0/waDAVbXnVla\n", "eAH+Jbel/v0+OP0heFMuHDIt8lM0sDSch9frjWh/eSlafP2RSahutcGkU+HmoAtzMxQRvV9vS4R/\n", "/3C2L1y4kFB5wt2OVtQ92h07dmDt2rX3PL53715UVlYCAPbv34/ly5cH3U9tbS1MJlNAjzacfVCP\n", "dnxqsNjxtXevoc/hxYY52XhmphmGGCwXfqHDhi++cxW8AOhUcvz4iXKUpEc3mVCn1YVOqxvJOmXA\n", "3W0kscVsHG0kHA7fRyNBEPxfA8DFixchl8sxffr0iPdBJo7JGXr8z9opcHl5pOtVMRsYf63H4V9n\n", "zOHh0WlzRV1os5I0yKJ5aickyXq0FRUV2LRpEzZt2oSKigr/48ePH0d1dXXAc/fv349jx45h//79\n", "eP/998fcx3jCcu9K6uyWITdOXh/AjQEXUnXiFdlQcpek6fxzPGiVcpiNiXGNYLTs3TY3mnsdGJRo\n", "CZ1osfw+F0PUZ7QjDe0CgNzcXDz33HP3PL5x48Z7HhutJTDaPsj4N+D04ifHWnGydRAA8OJDeVh7\n", "nzkmr21ze1GSpsGP1pShy+ZGfoo2YN2xRNPc68DX9l5Dt92DpcUmfOahfKTrpb/xg4Qu6jPaefPm\n", "iZFjwmJ5nk4ps/c7PP4iCwB76ntgd3NBfiJ0wXKfb7di87lOvHulFy4vj4WFJpRlJE6RHSl7VcsA\n", "uu2+uzXfb+rH9b7Ea7Ox/D4XA42YJgkpSaNAgUmD6/2+qRMfyEsWZW2vYLpsbuyps2DQxeODNl+R\n", "/9KyQiwvS5P0daNlumt+CM2w2cQ8HI+Wfic4XsCkFC30MbiQSO4VtNAePnwY8+bNw69//WsUFhYG\n", "fM/j8aCsrIyu9EeJ5bWUpMyeplfj5eUlONtug1Etx4xsY0Rre41ktNwcLyA/RYvXa+5MLL79UheW\n", "FKdAo0yMAjVS9vmTUrB+hgsXOmxYd1+m/6KdIAg41tyP7x9qgQDgkw/kYP3MzLj8Liy/z8UQ0hlt\n", "cXHxiEO4tmzZQoWWSCbfpEW+6d5ZsBweDpYhDzQKOcwirnhhNqoxzWxAhl4Fy62P4jOzjVAn+LwE\n", "mUY1Pl2RBzfHBxRRq4vD70634/b4zddr2rGsNBW5yYnxR2MiCVpoR7otNuCHldR5iBbLf+Xjkd3h\n", "5rDtUhde/7ADSRoFvruyFFPM4U3MPlpuhVyG+3OT8I3lxTjZOoB0vW/Cm0RaeHG07DKZ7J4zVbVC\n", "hvwUDdqtvknIM/QqaBTx+V1Yfp+LIaRKmZo68hrKE2mlBZIYbgy68PqHvo/2VheHt8504FsrSkQr\n", "hkq5DFPMhrCLdyLSqhT4zEP5yL3UDZubw0dnmpEu8pzCJDQhfSZatmzZiI+PdcZLxsby+MJ4ZFcp\n", "ZFAOmwPVpFOGXWRjmbvL6sLJln580DqAU9cH0G3znV16OB79Dg9c3vAmyQk3e36KFp9dOAlffrgI\n", "JXEcosby+1wM9NmfMCU/RYtvLC/Gb07fRLZRjY/dH5uxtZGwubx47YObmJppwP+eugFeAGZkGfBv\n", "Swtw8Fof9tT34IG8ZLwwNxuZItwQcdVixxWLHVlGNaabDTTCIIEELbRerxdHjhyBXq/HggULsG/f\n", "PtjtdqxYsSJgZi0SOZZ7V/HIrpDLoFfJUZyqxYDTi9Z+F/JStGGNSIhVbpubQ4fVDaeX99/Oe7Fz\n", "CK0DLrxxa2TD3is9mJ1rxKOTQxtCNlr2lj4HvvjOVdg9vjPkl5cXY2FR4rT2WH6fiyFo62Dbtm2Y\n", "NWsWMjIy8Morr+C+++5DZWUldu7cGat8hATod3rwgyPXcfBaPz68YcP3D7fAMpSYSysZ1QqUpGsx\n", "adj6YQa1Alpl4P92Hi6qeZ0AAD12j7/IAsDlrqGo90nEE7TQajQaZGRkoKysDHl5ecjLy4NWq4VW\n", "O34Xnos1lntX8ciukMkCBuRrlHKEuzZgrHIbNUpsmJ2DuXlJ+KeF+XhudhZeWVWKSSlaPDY5FTL4\n", "Wgkzc4wh73O07FlGNTJu3XYrlwFz85LF+BVEw/L7XAxBWwcOh8M/c1ZDQwNcLhc0Gg1cLles8hES\n", "IEmjxJeWFeLHR6/DzfP4wuIC0VfnFVOmUY1MoxoP3PX4Zx/Kx1/NzYFBrUCyCEva5KVo8f3Vk9E2\n", "4ESqToXJUc40RsQVdD7arq4uHDp0CAqFAo8++ij27t0LAFi4cCGKiopilTEkNB/txGJzeyEIvsJL\n", "iJQkn4/WbDbj4x//uH/7+eefj+rFyMRzc8AJDy/AbFSLOpesUU0FlrAjse8tnABY7l2Nlf1CuxX/\n", "sL0eG7fW4S+1Fjg84sy+Fa3xfMwTFau5xRJSoRUEAQ0NDaitrUVtbS1ef/11qXMRxnk4Hr/5oB3O\n", "WwPy/++Dm+i8dSsoIRNNSIV2+/btsFqtkMvl/v+IOFgeXxgsu1wmQ7rhzuTTWqUcamVivG/G6zFP\n", "ZKzmFktIjS6VSoU5c+b4t6dOnSpZIDI+KOQy/PUDOeAFAZYhD/72wVzkJo//9bIcHg4qhTzgNmFC\n", "QjrFsFqtAdtdXV2ShJmIWO5djZV9kkmLrz1ajP9+ogyzcpNilGpsUhxzL++b+/ULO6/ih++34Oag\n", "NEMgWX2/sJpbLCGd0TY1NeGXv/wl0tPTAQB1dXX4+te/LmkwMj4o5DIoMP7P7lr6nPj2gSbwAtDY\n", "60CmQY1PPZgb71gkQYRUaFesWIEHH3zQv3348GGp8kw4LPeuWM0uRW43d2c+AwDos0tzWzAdczaF\n", "1DoYXmQBmh6RkLvlp2jw9MxMAIBJq8RT92XGORFJJBFdBu7o6Bj7SSQkLPeuWM0uRe4kjRKfmJOD\n", "156ehv9ZOwWTJVo5l445myIqtCdOnBA7B7Na+hz45Yk2/OaDm2gbcMY7Dokjg1qBglQtzCLMLUvG\n", "l6A92u7ubqSmpqKvry/g8aEhmoINAPocHvzngSb/ktgNFjv+fXkx9GHcaspy74rV7KzmBtjNzmpu\n", "sQQttJs3b8ZHP/pRvPnmmwETtnR2dkoejAUuL4+2gTvDeJr7nHB5+LAKLSFk/AvaOnjxxReRmZmJ\n", "yZMn4+GHH/b/V1JSEqt8Cc2kU+ITc7L92xvmZIc95R3LvStWsydSbpeXQ7/DA44PbfLvRMoeDlZz\n", "iyWkqlBZWRmwPXnyZEnCsEarVGDdDDPm5iVBIZehKFULBd0RxBSby4uGHge8vIDJ6TqYdKqxf0gk\n", "HVYXfvtBOy512bDuPjMqp6TDQOt8jUtB56MdjdvthlqdWA1/mo+WhMvD8dhyoQu/Pd0OAFg9NR0b\n", "5+fFrNj95VI3/ud4m3/7hx8pC2u1BRIbYsxHG9Gog9sTgBPCMpuLw85ai397T10PBp3emL2+iwtc\n", "atzLh7f0OGFHRIWWpzeEaFjuXbGa/XZuvVqO+4edQU4x62P60f2hghSUpukgA/DktAyUpI899pb1\n", "Yz5RBe3R/vCHP0RBQcE9j9fV1WHt2rWShSIkFjRKBT45Lwezc41wcwIeyEsSZf2uUOWbtPjeqlI4\n", "PDxStEroqT87bgXt0e7YsWPEgjra4/FEPVpCiBQk79E+9NBDIz5uMpmielFCCJlIghbarKysER+n\n", "SWXEw3LvitXsrOYG2M3Oam6xJMbaIoQQMo5FNI42EVGPlhAihbiNoyWEEBI6KrRxxnLvitXsrOYG\n", "2M3Oam6xUKElhBCJUY+WEEKCEKNHG7vbYAghMdVtc8PF8UjXq6CjOZLjiloHccZy74rV7KzmBkLP\n", "ftUyhM/uqMenNl/G5vNdGHJzEicLjuVjLgYqtISMQ38+34X+WzORvXWmAzdoPbu4okIbZyyvpcRq\n", "dlZzA6FnT9bc6QrKZYBKEfn/6v0OD7qsbni8kc/ax/IxFwP1aAkZh9bNyESP3YMbAy78zbwcFJi0\n", "Ee2nudeBbx9sQvugG596MBerp6ZTvzcCdEYbZyz3rljNLmXuUNf+ilSo2fNTtPjqo0X48ZNlWFRk\n", "iniJpe2XunG93wUPL+BXJ2+gtT+yFgSr7xWxSHZG29HRgQMHDkChUGDZsmXIyckJ+7k7d+4Ex/ma\n", "+KWlpZg5c6ZUcQmJSvugC1sudKG5z4HnZmdjbl4S5LL4rh+nVsihjqJlAADKuwq0LM6/E6skK7Sn\n", "Tp3Chg0bAIw9f+1oz9VqtXj88celipgQWO5dsZpdity76y3Yedm3LE7de4342dopKErTif46sT7m\n", "T92XieZeB1oHXfjUvNyIWxCsvlfEIlmh1evvLMsx1kKOoz2X4zhs27YNgiCguLiYbkggCavD6vZ/\n", "7eEFuKK4cBQJQRDQ3OeE1eVFTpIGmUZxFk8tMGnxzRUlcHE8TFoVrfIcIcl6tMNvOFOpgi/hPNpz\n", "KysrsX79ejz99NPo7OwUP2QCYLl3xWp2KXKvn2GGXuX732nNtAzkJmtEfw1g9Oy1XUP4p7fr8W/v\n", "NODbB5vQbXOP+LxIGDVKpOvVURVZVt8rYpHsjPZ2bxUYu68TynPHKtaA7x/z9keU2/+wib49PHsi\n", "5Aln+8KFCwmVJ57bA40X8PKiPCSnpsNsVOPsByckeb3b7v7+wSvdcHO+E5bLXXZcbutCvaU5YY7P\n", "hQsX4vr60W5HS7K5DrZv345169ZBEATs2rULa9asAQBcvHgRcrkc06dPH/O5LS0tKCwsBADs2rUL\n", "TzzxxKivR3MdkIlsb70FPzraCgBQyWV49akpKE0Xv0c8ESX0XAcVFRXYtGkTBEHA8uXL/Y8fP34c\n", "MpksoNCO9tyWlhacOnUKADB79mypohLCvIpJKfjnxcC1HjuWlaShOC2yi1ZEGjR7V5wNb3ewZnh2\n", "QRCYGfozXo45S1jNDST4GS2ZGK73O/GHMx2wezi8MDcHZRn6sX+IkAmGzmgTWIfVBZuLQ4ZBBZNu\n", "7IuBseb0cPjGvkacuWkDAKTqlPjZ2inIMIgztIiQREBntOPYtR47vrLnGvqdXiwoSMbnF01CeoIV\n", "MDcvoHPYMKIBp9d/5ZsQcgfNdRBno40vPNbU75/m7sT1QVzvd8UyVkgun63Bxvl5uD288u/n5yJd\n", "n3hn3ndjeUwnq9lZzS0WOqNNUMM/fssA6NWJ9zfR43HjoYIU/Gr9VHh5AXnJGmiUiZeTkHijHm2C\n", "sgy5seuyBRc6bFh3XyYqClKimlOUEBIZ6tGOYxkGNf5mXi44Xki4+8u9vIAOqwtymQw5SWpmhnUR\n", "Ei90ihRnY/WuEq3IcryAI419+Lstl7Fxy2V80DYY70hhY7lfyGp2VnOLhQotCYtlyI0fHb0OXvDN\n", "UvVqVSv6HZ54xyIkoVHrIIa6bG6cvWmFw8Pjgfwk5KdombtbRimXw6BWoN/hGxGRrFHeMzl0omPt\n", "mA/HanZWc4uFCm2MeDgevz/TgT31PQCA4jQtvr9qMlIT8EaEYNINKnzz8RL8/Hgb1AoZXnwoH0YN\n", "vY0ICYZaBzHi8PI4127zbzf1OmF3c0z2rqaZDfjv1ZPxV4UelKazd8sti8f8Nlazs5pbLFRoY8Sg\n", "UmDNtAz/9qOlqUjRsnsmqFEpYB3oi3cMQphA42hjaMjNoaHHDg8noCRNhzQG7qIiZKKjcbSMMagV\n", "mJWTFO8YhJAYo9ZBnLHcu2I1O6u5AXazs5pbLFRoCSFEYtSjJYSQIMTo0dIZLSGESIwKbZyx3Lti\n", "NTuruQF2s7OaWyxUaAkhRGLUoyWEkCCoR0sIIQygQhtnLPeuWM3Oam6A3eys5hYLFVpCCJEY9WgJ\n", "ISQI6tESQggDqNDGGcu9K1azs5obYDc7q7nFQoWWEEIkRj1aQggJgnq0hBDCACq0ccZy74rV7Kzm\n", "BtjNzmpusVChJYQQiVGPlhBCgqAeLSGEMIAKbZyx3LtiNTuruQF2s7OaWyxUaAkhRGLUoyWEkCCo\n", "R0sIIQygQhtnLPeuWM3Oam6A3eys5hYLFVpCCJEY9WgJISQI6tESQggDqNDGGcu9K1azs5obYDc7\n", "q7nFQoWWEEIkRj1aQggJgnq0hBDCACq0ccZy74rV7KzmBtjNzmpusSil2nFHRwcOHDgAhUKBZcuW\n", "IScnJ+znhrMPQghJVJKd0Z46dQobNmzAs88+i5MnT0b03HD2warFixfHO0LEWM3Oam6A3eys5haL\n", "ZIVWr9f7v1ar1RE9N5x9EEJIopKs0A4fzKBSqSJ6bjj7YBXLvStWs7OaG2A3O6u5xSJZj5bjOP/X\n", "MpksoueGsw+TyYSamppwY8adXq9nMjfAbnZWcwPsZmc1N+CrLdGSrNA6HA4AvrPS218DwMWLFyGX\n", "yzF9+vQxnzva4yN54IEHRMtOCCFikqzQVlRUYNOmTRAEAcuXL/c/fvz4cchksoBCO9pzR3ucEEJY\n", "Mm7uDCOEkERFNywQQojEqNASQojEqNCSqPA8HzA6hBWs5iZskuximBhYvY1XjNw7d+70F4LS0lLM\n", "nDlT8tzhZt+7dy8aGxuxdu1a5ObmRrSPRMrNwjG/dOkS6uvrwfM8FixYgPz8/LD3kUi5WTjm1dXV\n", "6OzsBAAUFBT4RziFdcyFBPb222/7v96+fXtEzw1nH2IRI/d7770nfrAQhHu8Ll26JNy4cSOqfYhB\n", "jNwsHPMjR474v37nnXci2odYxMjNwjEf7t13341oHwl9Rsvqbbxi5OY4Dtu2bYMgCCguLo7ZXLti\n", "HK9EP+ajYeGYL126NOp9iEWM3CwccwBobm7G1q1bsW7duoj2kdCFVmD0Nl4xcldWVvq/3rNnj4jp\n", "ghPjeCX6MR8NS8d83759mD9/flT7iJYYuVk55kVFRfjsZz+Lt99+GyUlJWHvI6EvhsX6Nl6xiJF7\n", "uFjO8yDG8Ur0Yx6KRD7mR44cQVlZGTIyMiLehxjEyD1cIh9zANBqtUhKSopoHwldaIPdxltbWxvS\n", "c8O5jVcsYuRuaWnxf+10OqWMG1KekbKHuw8piZGbhWN+9OhRZGVloaioKKR9SEmM3Cwc897eXv/X\n", "w89iwznmCd06YPU2XjFyt7S04NSpUwCA2bNnxyR3uNn379+PxsZGaLVaFBUV+ftwiX7MR8ud6Me8\n", "q6sLVVVVmDp1Kurq6mC1WvHCCy8E3Uei5070Yw4AVVVVcLlcAIB58+aNuY+R0C24hBAisYRuHRBC\n", "yHhAhZYQQiRGhZYQQiRGhZYQQiRGhZYQQiRGhZYQQiRGhZYQQiRGhXYC++Y3vynavrq6uvDHP/4R\n", "b3ic8AAAAAVwSURBVL/9Nv785z/D6/Xe85zDhw/j8OHDEb/Gu+++i61bt0aRcnzatWvXmM+x2Wx4\n", "7bXXQr5Ljogroe8MI9LauHGjaPs6dOgQPv7xj0Mmk8FiseDIkSN47LHHAp4z/K6aSKxcuRLbtm2L\n", "ah/jUSi33BqNRixevBg8z8cgEbkbFdoJqKOjAydOnMC1a9fwr//6r/7H7XY7tm3bBqPRCIVCgfr6\n", "evzbv/2b//vvvfcebDYbFAoFPB4P1qxZA41GAwBQKBRwOBzQ6/Xo6+sLmELuyJEj6OvrAwA0NTXh\n", "C1/4Qkg5vV4vtm/fDrlcDkEQ7plY+f3330dXVxfUajWcTicqKyuRnJyM8+fPY/v27XjsscewePFi\n", "//ajjz6KJUuWjPp6NpsNf/jDH6DX6yGXy6HVamG321FZWemfCGW01wSA06dPY8+ePXjhhRdQXV0N\n", "tVqNWbNmoaysDBzHYffu3f575YeGhlBQUIBFixaNeRyqq6tx8+ZNqNVq8DwPtVqN1atXw+v1Ys+e\n", "Pairq8OOHTsAAGVlZbjvvvsAAD09PdizZw/0ej3cbjeSkpJQXFwc0rEnIgt5xlsy7vz5z38O2G5s\n", "bAyY2Li5udn/dVVVlVBfX+/ftlqtwtatW/3bPT09wn/8x38Ib7zxhvC9731P4Hl+xNcc/jNj2blz\n", "p9Dd3e3fPnnypLB582ZBEHwTdx89etT/Pbfb7f+eIPgmmm5tbfV/b8uWLSG95qVLl4TXXnvNv81x\n", "nPDGG2+E9JqC4Dume/fuvWe/e/bsEXp6evzbFotFuHz5ckiZ3nzzTcFqtfrzXL9+/Z7XHMnrr78u\n", "cBzn3/7Nb34jXLp0KaTXJOKiM1riV1xcDI7j8O677/qngCssLAQA3LhxAwsXLvQ/12g0Bvzs3r17\n", "8dWvfhUajQY3btzAvn37sGLFiqjy2Gy2gCn1Zs+ejevXrwMAGhsb4XQ6/WdygO8s8bZFixZh69at\n", "+NjHPoaqqqqgZ7J3mzNnjv9ruVwOnU4X0mvetnLlyhF/l7S0NP92eno60tPTQ8rzzDPP4MSJE3A6\n", "nXA6nSFPvqJWqyGX37kMM/z3IrFFhZb4nTt3DrNmzcLkyZMB+D6ytrS0oLCwEPn5+bhy5QrKy8sB\n", "+ArH3W63EdLT02G326POYzAYYLFY/MW2pqbG/9F7xowZ6OjowIIFC/zPH34BTqFQwGg0YmBgAF1d\n", "XXj44YdDft1z5875Z/rnOA5utzuk1wxGq9Wit7fXX2x5nkdjY6P/WI/G6/WioaEhIP8f/vCHe6Yb\n", "HInL5QLHcVAoFAB8x294dhI7NHvXBHT48GH09/fjwoULmDlzJuRyOSorK7Fr166AMyAAePLJJ/2P\n", "3e7RyuVyeDwePPnkk/7i2tzcjFOnTkGj0cDpdGLNmjUBfdrbtm3bhvXr14eU0+v1YsuWLVCpVJDL\n", "5TAajfjggw+wYcMGFBYWoqamBtevX4dcLvefgQ9famRoaAivvvoqnnrqqYBp74Kpra1FXV0dnE4n\n", "9Ho9nE4nVqxY4S+QwV5z9+7d+PDDD/0LDM6aNcvfE/V6vXj77behUCj8K/AuWbIE2dnZQfM4nU78\n", "/Oc/R0lJCWQyGVwuF+bOnRtQoN9//3309vZCLpfD6/Vi4cKFyM7OhsViwe7du5GUlAS32w2FQoHe\n", "3l48//zz93wiIdKiQkti6k9/+hM+/vGPxzvGqC5dunTPfKSERItaB0Ryt8+gvV4vysrK4h1nVFar\n", "FVVVVQB8rZHha1sREg06oyVxc/r0abS1tY34vXnz5iE/P39cvGYwzc3NOHv27IjfKyoqiumqA0Q6\n", "VGgJIURidAsuIYRIjAotIYRIjAotIYRIjAotIYRI7P8DtoL2hVAyAsgAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.445605\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd8VPed7//X9NGo94KECoiOwRgDxhhcMBAHbMBel7De\n", "5G7WuZtfsndvypYku9k4zXuzKZtk0za++9tk18GxjcEGU00wNlUm2JjehARIqNeRps+5fwgGSaiM\n", "pDOa+aLP8/HI46EZjY7eOR4+c/Q532LQNE1DCCFExBijHUAIIW53UmiFECLCpNAKIUSESaEVQogI\n", "k0IrhBARJoVWCCEizBypA9fU1LB7925MJhNLliwhNze339ceOHCA2tpaAMaPH89dd9015GMIIUSs\n", "ilihLSsrY926dQBs2rSJ1atX9/vahQsXhr7euXPnsI4hhBCxKmKtA4fDEfraarUO+vqKigp+8IMf\n", "MHHixGEfQwghYlHECm33CWcWi2XQ1xcVFfG5z32O999/f9jHEEKIWBSx1kEgEAh9bTAYwvoZu91O\n", "YmLisI6xc+dOTCbTEFMKIcTAUlJSQveNhitihdblcgFdV6U3vgY4ceIERqORadOmhZ5ramoiLS0t\n", "9PrBjtEXk8nEnDlzdMsvhBAAR48eHfExIlZo58+fz/r169E0jaVLl4aeP3jwIAaDoUeh3b9/Px6P\n", "B4C5c+cOeozbyb59+1i0aFG0YwyLqtlVzQ3qZlc1t14iVmjz8vJ45plnbnn+ueeeu+W5VatWDekY\n", "QgihEsPtskzi7t27pXUghNDd0aNHeeihh0Z0DJkZJoQQESaFNsr27dsX7QjDpmp2VXODutlVza0X\n", "KbRCCBFh0qMVQogBSI9WCCEUIIU2ylTuXamaXdXcoG52VXPrRQqtEEJEmPRohRBiANKjFUIIBUih\n", "jTKVe1eqZlc1N6ibXdXcepFCK4QQESY9WiGEGID0aIUQQgFSaKNM5d6VqtlVzQ3qZlc1t16k0Aoh\n", "RIRJj1YIIQYgPVohhFCAFNooU7l3pWp2VXODutlVza0XKbRCCBFh0qMVQogBSI9WCCEUIIU2ylTu\n", "XamaXdXcoG52VXPrRQqtEEJEmPRohRBiANKjFUIIBUihjTKVe1eqZlc1N6ibXdXcepFCK4QQESY9\n", "WiGEGID0aIUQQgFSaKNM5d6VqtlVzQ3qZlc1t16k0AohRIRJj1YIIQYgPVohhFCAFNooU7l3pWp2\n", "VXODutlVza0XKbRCCBFh0qMVQogBSI9WCCEUIIU2ylTuXamaXdXcoG52VXPrxRypA9fU1LB7925M\n", "JhNLliwhNze339eePHmSs2fPEgwGWbBgAfn5+QBs3ryZQCAAwIQJE5g5c2ak4gohRMRErNCWlZWx\n", "bt06ADZt2sTq1av7fW1jYyNr164FYOvWraFCa7fbefjhhyMVMSYsWrQo2hGGTdXsquYGdbOrmlsv\n", "ESu0Docj9LXVah3wtYsXL+7z+UAgwOuvv46maRQXF8vNLiGEkiLWo+0+mMFisYT1M7t27WLevHmh\n", "xytWrGDt2rU8/vjj1NbW6p4xFqjcu1I1u6q5Qd3squbWS8SuaG/0VgEMBsOgr9+7dy+lpaVkZGT0\n", "+f1wivW+fftCf6Lc+A8b64+7Z4+FPEN5fPz48ZjKMxYe3xCN3x+fmkHu+GISrCY+fP/QkH7++PHj\n", "MXH+hvt4pCI2jnbjxo2sWbMGTdPYsmULq1atAuDEiRMYjUamTZsWeu17771HZmYmU6ZM6XGMyspK\n", "CgsLAdiyZQsrV67s9/fJOFohIqe23ctPD1zmyNV27itK4TMLxpEZP3BL8HahxzjaiF3Rzp8/n/Xr\n", "16NpGkuXLg09f/DgQQwGQ6jQ1tXVsX//fqZMmcKZM2dob2/n2WefBboKbVlZGQCzZ8+OVFQhxCBO\n", "1zkpu9IOwN5LLdw/IXXMFFo9RKzQ5uXl8cwzz9zy/HPPPdfjcVZWFn//93/f5zH6u0l2O+ne7lCN\n", "qtlVzQ3Ry24yGgZ8PBiVz7keZMKCEGJQ07LiWTklnTSHmcdnZjI50zH4D4kQWetACBEWjz9IhzdA\n", "gtWE1Tx2rtFiukcrhLi92MxGbGOowOpJzlqUqTy+UNXsquYGdbOrmlsvUmiFECLCpEcrhBADkPVo\n", "hRBCAVJoo0zl3pWq2VXNDepmVzW3XqTQCiFEhEmPVgghBiA9WiGEUIAU2ihTuXelanZVc4O62VXN\n", "rRcptEIIEWHSoxVCiAFIj1YIIRQghTbKVO5dqZpd1dygbnZVc+tFCq0QQkSY9GiFEGIAUevRHjly\n", "ZES/VAghxpIBF/7+1a9+RWZmJsFgkIsXL5Kfn8+VK1dISEhg7ty5o5XxtqbyXkqqZh/N3G1uP2aj\n", "AYfVpMvx5JyracBCO3fuXO666y7eeOMNPv3pT5ORkUF9fT179uwZrXxCKCmoabx/pY2fH7xKSpyZ\n", "LywaT1FaXLRjhaWhw0uHN0BanIVEu2zCoocBWwd33XUXAIFAgIyMDAAyMzOx2+2RTzZGqPwpr2r2\n", "0chd3ebhm29f4lq7l9N1nfy6rAp/IDji40Y6e2Wziy9tOc9zG87wbweu0NTp0+W4qr5X9BJWj9bv\n", "9/d47Ha7IxJGiNtFMAj+4M37zJ2+ICrcdT54uZVr7V4A9pS3UNHkinKi20NYhTYtLY1Dhw7hdrs5\n", "dOgQqampkc41Zqg8vlDV7KOROzfRyhfuG4/JACl2M/9z/jgspqHfe+49KCjS2ZNsPVsFNos+I0BV\n", "fa/oJawGzNKlSzl16hQ7duygtLSUBQsWRDqXEEqzmI08NDGV2XkJmI0GMuKtQ/r5hg4v2842crLG\n", "yWPTs5ibnzisQj1Uc/OTeHRaBidqOnhsWgYTFOkrxzoZRytEDHrrdD0/3n8VAKMBfvLoJCZlxo/K\n", "7w4ENTz+oG4jJVQ3auNoe/do//CHP4zolwohBlbr9Ia+DmpdPd7RYuo1HK3F5eP4NScXGjp79J1F\n", "+MIqtFu3bu3x2Ol0RiTMWKRy70rV7CrkXlycSqKtq9jNL0iiINkGjH72VrefXxy6ypfeOs/n3zjL\n", "kSttwzqOCuc8ksLq0QaDo/dpKoSAiRkOfvrYJJyeIJkJFlLjLFHJUe/0sudiC9B1Zf3aiVruLkjC\n", "ZDREJY+qBiy0zc3N+P1+Ojo6aGhoQNM0AoGAXNHqSOXxhapmVyV3XtKt49VHO7vDaiLRZqLdEwBg\n", "Ukb8sIqsKuc8UgYstKdOncLn81FbW8uJEye6fsBsZtWqVaMSTggRXXlJNl5YMYGd55vITrCypESG\n", "dg7HgIX23nvvBSArK4tp06aNSqCxRuU54KpmVzU3RCf7pMz4EY94UPmc6yGsm2FSZIUQYviGPI62\n", "srKSgoICjMbYWjNcxtEKISJh1MbRfv/736eyspKtW7dSVVXFm2++OaJfKoQQY0lYhXby5MkUFhYC\n", "sHDhwogGGmtUHl+oanZVc4O62VXNrZewCm0g0DW0w2SSKXlCCDFUYRVap9PJzp07mTBhQqTzjDkq\n", "34lVNbuquUHd7Krm1ktYM8PWrl1LbW0txcXFHDt2LKyZYjU1NezevRuTycSSJUvIzc3t97UnT57k\n", "7NmzBINBFixYQH5+/pCPIUSkePwBnN4ACVYzNnNs3QQWagjrXeNwOCguLgZg1qxZrF27NvQ9l6vv\n", "hYHLyspYt24dTz/9NIcPHx7w+I2Njaxdu5YnnniCjz76aFjHUJXKvStVsw8ld4PTy88OXOWzG8/y\n", "/x+pptmlz44DwzUWzvntaMQfz7t27erzeYfDEfraah14Lc7FixeP+BhCRMKp+g62n2uixeXn9RP1\n", "nKvvjHYkoaAR77zWXxuh+/BciyW8BTF27drFvHnzRnQM1ajcu1I1+1ByB3stCxiI8vLNQ8keCGqc\n", "b+ikqs1DXqKNSZmOqC0Go+p7RS8R2+LyxkgFAINh8P+4e/fupbS0NLQJ5HCO0X2a340/VeSxPB7J\n", "46mz57GgIIn3r7axqDCJSRmOmMp34/EH5ys53mzErRl4uDSd6tNHsWSX8I13a/EHNYwG+OaSXOZN\n", "zImJvKo9HqkR77CwadMmVq9efcvzGzduZM2aNWiaxpYtW0IL0Zw4cQKj0dhjWu97771HZmYmU6ZM\n", "CesYfVF1ZpjKc8BVzT7U3E6Pnw5vgESbOeq7DvSV3RcI8sN3L7P7YjMAWfEWfvzoZI7XOvnuHypC\n", "r/v7+wt5cGLaaMYNUfW9AvrMDIvYFe38+fNZv349mqaxdOnS0PMHDx7EYDCECm1dXR379+9nypQp\n", "nDlzhvb2dp599tkBjyHU5g8EMRkNYf2VEgsSbGYSbBH7pzJiHn+Qc403e8d1HT5c/gB5iVYsJgO+\n", "gIbZaGBcki2KKce2iF3RjjZVr2jHmmPV7fz26DVyEm18YnY245JvXXNVDI2maey+0MT39l4G4LFp\n", "GXxqbh4Oi5HzDZ1ca/eSk2ilNMOBUZEPt1gSE1e0drv8QxHhudrq5h92XMQT0Dhe04HRAF9aXBjt\n", "WMozGAzcV5xKQYodr1+jMNVG/PUWhx5LHIqRG/LwLrfb3ePxihUrdAszFqk8vnCo2b3+IJ7AzT+g\n", "atq9BKKw2d/tec41chKsTMuOJ8keeyN0VD7negir0P785z/nwIEDANTX18suuGJYshNtPDMrGwC7\n", "2cizc3Jk7ykd1LR7+OF7V/irN87x5ql6XN7A4D8kRlVYrYO8vLzQql0FBQW37SytaFD1TiwMPXu8\n", "1cSTs7JZUpKKzWyIWn822udc0zTa3AGsZgNxlqGNYuievdMb4FKTi/oOL25fkBqnl1c+qmNqVjxT\n", "svRrF3gDQdz+IAlW07B7vNE+59EWVqHtvci32Ry7d2BFbIu3mihJj4t2jKjxBzUOVLTw4vvV5CRa\n", "+auFBRSkDP0DxxcIsu1sA786XA3Ax6ek8+X7CjjT4OLwlVYSbSZdPsiq29z837JqLja5+cTsGx+S\n", "st7DUIV1xvx+f4/HXq83ImHGIpV7V6pmj1RuTdMob+zk/attXG119/maKy1uvrungpp2Lx9WO3n5\n", "WO2gx73U5OK147XsvtDE0VPnAWj3+Pn9sbrQa3aea6LdG2DL6QZe+qCWfzt4lU4dWgh/uNDMexWt\n", "VLd5+P67l6ls7nttk8Go+l7RS1iXpjNnzuS1116jpKSEixcvMmPGjEjnEiImBDWNM3UdfHjNSXFq\n", "HHfkJoTu6Pd2rr6TL791Hk9AI81h5l8eKb3lajUQ1Oh+/6/TG0DTtH7HFNe0e/jK9gs0dXZd7Hzi\n", "jnTmAHazidKMON6/2g5AcVocFU03i/vFBhduf2DEEyzaexVrXxRuXt4Owiq0paWlFBQUUF1dzcqV\n", "K4mLG7t/+ulN5d6VqtmHkru80cXfvHUhVGC+uayEBeOT+3zt6frO0KiKpk4/Va2eWwptfrKNv5w/\n", "jn8vqyI1zsK6O3MGnLjh9ARCRRbgRJ2HQFDDYTXxuYUFvHupGX9A477iFPaWt4Re99SsbBJ1mGSx\n", "YlI6BytaqXF6eWJmFuOH0eYAdd8regn7v4TdbqekpCSSWYSIOU0uX4+ruMpmV7+FNj/55swrkwHS\n", "HLf+87JbTHx8agb3FCZjNRlIjx94Vbp0h4U78xL4oNoJwMppGaGRGnlJNp6elRN67doZFu4cl4jR\n", "ACWpcVhMt3YG2z1+PP4gyXZzn9/vrTgtjh+tKsXt10iLMxM3zCvkhg4vjZ0+ku1mchLH3gy1sArt\n", "jTUHhP5UngOuavah5B6XZCMr3kJdhw+LycDMnMR+Xzsty8G3lpVwsdHFHbkJTEh39Pk6m9lIbpjT\n", "YVMdFr68uJCKZjfxViMd1ReA1D5fm2AzMzMnod9jXWlx84N3K6lodvNnc3L52JT0sEY9DPZhMJia\n", "dg/f3l3OuQY3aQ4z/7xiIkVpY+uv4rAKbe+lELdt28bHPvaxiAQSIpaMS7bzz49M5Fq7l7Q4MyUD\n", "FAiH1cz88cnM7+eKd7gyE6xkJnQVu33nncM+zo5zjZyq61oT4ZeHq5iWre8wsP5UNLs519DVP27q\n", "9HO8ximFti9Wq5W6ujqysrIA8Hg8EQ01lqh4RXiDqtmHmjs/2U5+jKzJMJJz3ntVkxEucxK2hF7t\n", "hjRH7M1ci7SwCm1HRwc/+tGPQou2nDlzJiYWkhFChG/F5HRO1DipbHHz7JwcilJH56pyYkYcX32g\n", "kJ3nmri7IInp2f23N25XYRXauLg4XnjhhdDjTZs2RSzQWKNqnxPUza5qbhhZ9oIUO99ePgF3IEhK\n", "mDfD9GA3m7DXn+M7K+YrszSm3sIqtL2XCLvjjjsiEkYIEVmJdjP9386LHL/fP2aLLOiwHm2skPVo\n", "xVhX2+6hxe0nzWEhc4QjBcRNo7oebUVFBXV1dcyZM4fLly/LmFohRllFk4tWt5/sROstY1Erm118\n", "bftF6jp8TEyP4x8fKg57CJmIvLCaNIcOHaK6upqrV69iNptl9S4dqTwHXNXs3XNfa/Ow4Xgdv/ug\n", "histfa9PEAvO1nfwv948x99svcA/7rjItbaeI39O13VS1+ED4EKji/Km4a1JECmqvlf0Elahra6u\n", "ZuHChaFVvOLjZcV2oT63L8Cvy6r41eEq/vOP1/juHypocfmiHatPf7zajtvfNZ69ssVDVa9Cm2zv\n", "OYQqwRbdTSRFT2G1Dkwm+Y8WKare/QZ1s9/I7fIFOVt/c1PDS80uXL4gKREY9dTY4eVauxeLycCE\n", "dAfmIS54XpDSc3pvcq9COi07ns/dk8/hy60sLU0LbYseK1R9r+glrELrcrnw+bo+6X0+3y0zxYRQ\n", "UZLdzBMzs/jFoSoA1kzPJCVO/7WWLzV2su1cI05PkEmZcbS5/dxdMLTZY7NyE/m7JYWcbehkYWEy\n", "Jb2m9ybbLTw2PZPHpmfqGV3oJKx31bJly3jppZeoqakhEAjIPmE6GqtjOqPhaqubCw2dGP0e7izK\n", "JNFmZsWkdEozHASCGsVp9iHveDAYbyDIbz+oYX9FKwAf1Vh46o5snB4/zS4/DosxrLUEkuxmHipN\n", "I7m1nNl5+X2+5lKTi8stbtLiLEzKdOiyQLemaZys7WD3hSaK0+K4tyiF9G4zu6rbPLS5/aTHDzzS\n", "QbX3it7CKrRpaWl86lOfinAUISKnzunlH3dcpKqta9H6vw5a+PjUDOKsJmYMsBDLSHn8QS51Wye2\n", "zukjP9nG/32/mrfONJKTaOGbyyaEPUur9+aoN1xpcfO3Wy/Q6u5aUvG7KyYwNz9pxPkrm938/bYL\n", "eG9sqqnBo9evmi81ufi7rRdocfuZlBHHPzxUPCZX5gpH2B95p06dYvPmzZw7dy6SecYclT/lVcre\n", "7PKFiizAe5ea+5zr3+7xc6LGyZm6Djz+ke9QkGA1sW52dujx6ukZmI0G3jrTCEBNu489F5vDPl5/\n", "57y+wxsqsgDHqtuHmbgnpzdws8gCF7uNZvjompOW67/zXIOLyub+R22o9F6JhLCuaHft2kVycjLL\n", "ly/nww8/5J133uH++++PcDQh9JMaZyE/2cbV1q679YtLUm+ZqeTyBlj/YS2vHe/aIuYLiwpYPjl9\n", "2BsSAhgMBpaUpFKYGocvGGR8ip2q1p4jBpIGWaD7WpuHfRUtOL0BHpzQdazeMhxWEm0m2j1dHw4z\n", "c/W5Ss9JtDIrN4Fj15xYTAaWlqaFvpfea3GY3ovHiJvCKrQtLS08/PDDAMybN48NGzZENNRYonLv\n", "SqXsWQlWvrmshAsNLowBN3cV3bqma7PbHyqyAC8fq+XeohSS7GYuNbm42uImPd5CaYZjSOsEWM1G\n", "JmXevHlVlGbgS4vH89pHdUzOdHBvYf83xrz+IL/54zX+cP2qd8+FZr6zooSCXkMjxqfa+ZePl1LR\n", "5CI93sLkTH1GHWTEW/m7+wu51uYlwWaiKPXmKmYzc+L5/MJ8jla1sXRiOhMHGOmg0nslEsIqtBZL\n", "38uatbW1kZQ08j6QEKPhxnKH+/btI35S7i3ft5uNjEuyhloME9PjsJkNXG528TdvnafNE8BogO89\n", "MpE7coe/YoDdbGJZaRr3FiVjNxkxD1C0Pf4g5xpuDkGrcXrZd6mVGTmBW65aS9LiBlwvd7gy4q1k\n", "9HGjKznOwqPTMnl0mox0GExYH8udnZ00NDQA0NDQEOpt7dmzJ3LJxgiVP+VjMXu908u2Mw2s/7CG\n", "Cw2dlF1pZdf5ph6zvvrLneaw8I2HS3jyjiw+eVcOfzFvHDaziRqnl7brf5IHNThZ2zHinAaDgQSr\n", "ecAiC10TD568Iyv0+IEJqXxU4+RnOu1yO1pi8b0ymsK6oq2pqeHFF19k3LhxVFVVUVRUxKuvvsqZ\n", "M2d47LHHIp1RiLBtPFkf+vP/zVMNPDghlVeP15GbaOV7j0wke5C74oWpcfzFvHE9nsuMtxJnMeLy\n", "dY0fH83JAAaDgQcmpJKbaONkbQeXml38saqdmTnxjNIqh0IHYRXaxYsXM3fu3FueP3LkiO6BxhqV\n", "e1exlt0bCHK85uZWL42dPuyWrmp0rd1LqztAdiIcK6/mkstCgtXIrNzE0DYx/SlOi+P7Hy+lotlF\n", "VoK1z/5nndPD8ZoOvIEghSl2pmbF67YsoM1sYlZeIpoGey42Mz3bwecXFmAzq3PzKdbeK6MtrELb\n", "V5G98fzbb7/N0qVLdQ0lxHBYTUZWT8/k/7xTCcD8gkSutHTd4Z+QFkeqw0xjp5d/PdIc6sOumZ7J\n", "Z+aPC+0s25/SDAelA1zJnm9w8cbJelpcPmbnJRJnNlLcz+aMwzV7XCKfm2ZkculE3SdWiMga8XxD\n", "p3P4m8UJtXtXsZj93qJkfryqlE5fkHFJNmqcXhaXpFCSZicz3srlZneP8bQfVLfj8QdxjHBoUnWr\n", "m4dL0zjf6CIz3kKz20/xEI9R2+6h1ukj2W4KDeEKBLUeHwKzp00eUc5oicX3ymjSf2K3GHXljS7+\n", "cLGJNIeFewuTB+1D3s7sZhNTu+1JldNrTdaUODP3FSXz3vUpsSunZoy4yAIUpMTxz+9U0Hm9j/vp\n", "uXl0eAPMyE4gNYzNCK+1efjGrnIuNbtxWIx875GJ1Dt9NHR6yU6wMisvUa5iFSbt9Cgb6TqddU4v\n", "X91+gVc+quOXh6p47XjdqO1uquIao0l2MyvzNb6zfAI/+HgpSyemDf5DYbCZDaEiC3CuoYP1H9by\n", "Tnl4s76utrq5dH1mlcFgoKrVw3f3VPCzg1W8U97CpeszslQ856Bubr1IoVVcpzdAk+vm1MtTdV03\n", "ZET/OhqucXdBEjNzE4Z9NVvv9LL5VD0vllVxvqGT8Sl2ZmR3rdNsMsCMnASutnr4qCa81lqS3cyN\n", "DsHkTAebTzfgC3Z9YP7hYjOd3iCBoEZcThEXGjpx9TO0K6hpeHzqDPsaK6R1EGUj7V2lx1tYOjGN\n", "ty80YQD+5I7sUbsbrWrfTY/cW8828NIHtQBsO9vITx+bxFceKOJSs4t6p5fXjtfjDQRZXpoe1vEm\n", "pDv4zvIJvHephQXjkzh0uY0T18frOixGMuLNvH+ljef31hPQ6vnzubmsnp6JvVs7obbdwysf1XGm\n", "roMn7sji3sIUrGYjDR1emjp9JMdZyB5khEWkqPpe0cuIC+1Y3tkyFiTazHxmfh4rJqdhMxspCXMV\n", "KDF8QU3jVLdJC+2eAB3eIKUZdjITrNQ5PWQn2ki0mQadqVXb7sXp9ZPusHBXfhJ3XV9xqzA1DofV\n", "RE2bhzUzs8hMsPLdPZXcWN/lP45cY1FxCvnJNwvtgcpWNp/umlj0z3sq+cmjNhLtJp5/+xKXmtzk\n", "Jlr51vIJjE+x35JDRFZYrYO6urp+vzfS3SHHOj16VylxFu7ITWRyZjwWHdYgDZeqfbeR5jYaDKye\n", "nhX6U/+ewmQy42/e8MpKsDE3P6nrv8cAswouNbn4wuZzfHbjWb6/t5L6jpujIXKTbHxm/ji+/nAJ\n", "M3MSsJiM5HS7Gk2ymbD2OnZztxaSBrj9Qcqb3KFlGq+1e3vsKDGaVH2v6CWsK9rf/OY3fOYznyE5\n", "+dbFLxIS9FklKBgMommabJsjlDA3P5GfPDaZTm+AghQ7KXGDjyzo7f0rrTR0du1cUna1ncpmd7+L\n", "Z1tNRj6zYBwJViNOX5B1d+aSlWDF6fGHli68rziFnecbaer089DEVMan2m9ZujBJ9hKLirAK7bhx\n", "4zh48CDt7e3cfffdFBUVDfozNTU17N69G5PJxJIlS8jNvXURjxu2b99OeXk5q1evJi8vL/T85s2b\n", "CQS6GvsTJkxg5syZ4cRVisq9K1WzD5bbH9Ro7PBiNhr63f3AYjKOeCpuWq9hX45Bhm/lJ9v52weK\n", "0TQNg8GAxx9k48l6/utoDQCfnJPDj1ZNwusPkuawkGgzYzMZ+fLi8fzhQhMLi1KYmhWdjVVVfa/o\n", "JaxC+8QTT2C1WgkGgxw5coS9e/fyyU9+csCfKSsrY926dQBs2rSJ1atX9/vaFStWcOrUqVuet9vt\n", "oeUZxe2pscPLidoOOn0BZuYkkJ8c3f6hLxBkz8VmfrzvSld/8+EJui052NudeYmsuzObD6qdPDo1\n", "g5L08P6/37gv0ubxs6Hbso6vHK9j2eR0crv16R1WE8smpfNwaZrcT4misBp6bW1tADQ1NXH16lVS\n", "UlIG/RmH4+ab02od3p3OQCDA66+/zoYNGzh69OiwjhHrVO5djTR7IKix4UQ93/lDBT967wrfevsS\n", "TZ2R3+57oNzX2rz84N3L+IIaTZ1+/v3wVXwRGi6XHm/lk3fl8S+PTOTBiWnYwxgt0j17nNnY40Og\n", "NN1BIND3GOpoF1mV3+d6COuK9uWXXyYjI4OMjAxWrlwZVuHsPmi+v/VsB9N9E8ht27YN6xgidrn9\n", "AY5cbQs9vtTsxukJ3PIn9WgyGsBkNOC/PobVZjaOaIeFcAxlEfHuEmxm/ureAvZcaKbTFyDeauJX\n", "h6v44uLxJA6ya4MYXWH914iPj+epp54a0qfijd4q6PNpGk6x7r5C0I1PUHkc2cc3DOfnbTY7KyaP\n", "55fXt/uemxdP8vXtviOZf9GiRf1+/56F9/KPDxXxbweukmI38dy8rgVnYuV89358x90LOHSljZp2\n", "T2gbm0/70utIAAAgAElEQVS7/Rx7/1BM5Ovem1X53+dIGbQw5mt6vd4h//m/ceNG1qxZg6ZpbNmy\n", "hVWrVgFw4sQJjEYj06ZN6/H6U6dOkZKS0uNmWGVlJYWFhQBs2bKFlStX9vv7du/ezZw5c4aUUURf\n", "hzfA+YZO3P4gE9Pj+lzJv7f6Di+najsIBDWmZcfrvvOqpmm0uv2YTV2Lc8cyfyDIv5dVs+lkPQCT\n", "MuL49vIJPUZBtLn9eANBUuMsg65SJm519OjREQ9jDetdZLVaqaiooK6ujjlz5nD58mVKSkoG/Jn5\n", "8+ezfv16NE3rsYziwYMHMRgMPQrt22+/TXl5OXa7naKiIhYvXgx0FdqysjIAZs+ePeT/cypQeZ1O\n", "PbLHW03Mzgt/WxiPP8Bv/3iNHeeagK5hVl95oGjAP5WDmsa1Ni8aGrmJNg4e2D9gboPBMKzhWsPh\n", "9Pg5U99JpzfAhHQH45IH/tDofc7NJiNP3pHF9Ox4PP4g07MTemS/1OTi/7xTQX2Hj79ckM/9xSmj\n", "Ota6v9xjTViF9tChQwSDQWpqapg3bx6HDx8etNDm5eXxzDPP3PL8c889d8tz/a1ne6PgCnFDhzdI\n", "2ZWbfd2jVe10eAP9FlpN0yi73MY3d18iqGn8/f1FOGyxMzNqb3kLP95/BYDiVDvfWTEhrKv67jLi\n", "rSwpufVnNE3jv47WUH59wsL391YyMT2O4gjsKyYGFtZHW3V1NQsXLsRo7Hp5fHx0xuLdjlT+lI9G\n", "9gSriYe7bXn9wITUAa9mm11+frz/Cv6gRlCDH753maKpd4xG1EEFghp7Lt5c3etSs5tmlx+XL8CZ\n", "ug5O1zpvWTxm6Odc6/Uociu7NXb4OHS5lbLLrbS4eo4eUfl9roewrmhltpaIFVazkSdmZjErN4GA\n", "BqXpccQPsAKX2WQg0Wai8fqwsQSrCfMo9ynb3H4MBm75QDAZDSwuSQmt8JWf3LU+wvazjfzi+g3C\n", "v5iXx5ppmcP6c99gMPDsnFyutLip7/Dx2XvyKUiKzNV8hzfAfx6pZsf5rpbOEzMz+eRdedii0KaI\n", "RWGdBZfLhc/X9Ub1+XwEg7IMn15UHl8YrewpcRbuLkhmwfjkPmduVbW6KW900eENkGQz87f3FzIz\n", "J56pmQ7+6eFizh4bvb3uPrrWzv968xxf3Hyes/W37p77wIRUvrO8hK/cX8g3l5VgNhpCM70A/vto\n", "DS3um2sYDPWcF6fF8f2Vpfz6iak8NDFNl/5sQ4eXlz+s4Ru7LnLkahuBoIbT42d3t6vzt8834/QO\n", "P/ftJqwr2mXLlvHSSy9RU1NDIBDoMb5ViFhyvMbJ17ZfxO0P8uQdWTwzO4eJ6Q5e+NhENE3DZjax\n", "7+zorNda3+Hl+bcvhYZdfW9vJf+6alKPK9tEm5m7C26uIeL0+ClKtYeWSCxMtWOzjKw4Jtv1vbF3\n", "sLKV/zhyDYDDl9v46WOTyUm0MmdcAmVX2gG4uyCJeNkRIiSsQpuWlsanPvWpCEcZm1TuXcVSdo8/\n", "QFCD339Yg9vf9RfXKx/Vcf+EVCamO3qsdDVauTUNfN1mavn8GoFBRlMm2Mx88b7xbD/XSFDT+Njk\n", "DJK6FebRPueNHT68gSDpDgvW61fDV1s9oe8HtK62QYLNzF8tLOBkbQdGg4Hp2fE91sqNpfdKNAxr\n", "kOD27dvlqlbEjHP1nfzswBUMBnh8RhbHrjnxBDSsJgO2Yc660kNGvIWvPFDEC3sqMBkNfGnxeFLC\n", "uLrMT7HzF/PGRT7gIM43dPKPOy/S4vLz2QXjWDE5HZvZxAMTUtlxrpFOX5C78xPJvz4kLTvRNqb3\n", "qxvIgIX2O9/5DlOnTqW1tZVz584xY8YMPvroI4qLh7q/p9pcvgAuX5Aku1n3Gykqjy+MhezNLh/f\n", "3n2JGmfXWq5tR67xPxeMY8/FZp6dkxsqAt2NVm6jwcD88Un8+vEpGA0GMnXY3UDP7B3eAI0dPuwW\n", "I1m9sgU1jd/+8RpNnV191p8drGJmTgIl6Q6mZMXz08cm0+ENkJVgDWvKdCy8V6JpwEL7p3/6pxQW\n", "FvL73/+eb3/725hMJp566ileeeWV0coXddWtbn55uIpzDZ08eUc2H5uUTpwOu6YKfQSCGs5uQ6Da\n", "vQHuGZ/MxyZnxMQsKKPBEJNXee0eP7/7oIYNJ+pJsZv57ooJTOy27KMBiOvWG76xBsQNBbJLw5AM\n", "+HfVjemvFoslNMTLbDb3WJnrdvduRQuHLrfR1Onnl4eqKG926Xp8lT/lYyF7msPCF+4bj8kAZqOB\n", "LywqIM0x8FTTWMg9XOFm9/mDnK7r4MjVNuqcnlu+f6XFw4YTXdN2W9x+3jhV3+P7BoOBdXfmckdO\n", "AjmJVv7hweIRLWGp8jnXQ1g9Wre75yrtTmd4O3veDny9lp0LBkdnK28RHqPBwMLCZF58YipgICfR\n", "GvUlAWPBkao2vrHrEhowIzuerz1Y1GMonM1kwGiAG2/n1D6mHBem2vnW8hK8/q62mZzX4QvrTsHs\n", "2bN5+eWXOXr0KOvXr79t1x3oy/0lqUxMj8NogKdnZVGk8/RFlccXRjJ7dZuHY9XtHKho4VStE7e/\n", "/yFZJqOBccl2xiXbwmoXhJu73e2npt1DRz9be4de5/HT2m2/LgCn10+b29/PTwxfuNm3nWkMzQE7\n", "UdtBfUfPmVqFaXF87cEiStLieGhiKism971bb5zFRHKcZcRFVuX3uR7CuqKdNm0axcXFVFVVsXr1\n", "auLixs5c6YIUOy+smIDbHyTZbu4xZEVERm27h9c+qqXZ5Wd/ZSsAX148nmWTwtu6O1xtHj8HLrVw\n", "pKqdJSUp3F2QFFp8u7rNzQ/fvcyJ2g6WT0rjU3flkdrHTZ9z9Z18/91KvIEgX1g0nll5iVxo7OQH\n", "ey/T6Qvw14sKmDMuSdfc4ZiVl8ih62tCJNlMJPbaK8xsNHBfcSpz85OwmIyjPlturAlrmcSBvP32\n", "2/0uCjOaZJnE28fxGifHqtv5bbcZUiVpcfxwZSkOHW9EHrrcytd3loce/3BlKTNyujYb3Xa2gR+9\n", "dyX0ve8sL+kxsQC6Jhd8cct5Kq5vgBhvNfGrNZP5zp4KTtd17TZrMxn49RNTdV/KcTDNnT4+qG6n\n", "zunl7oIkJqSPnfsqehu1ZRIHMpb6tWJ0pMaZ8QU0MuMt1Hf4MBng4dJU9B4S23vbnDbPzT/1zb3+\n", "VO6rJRHUwNuth+8PBAloGh5/t+eCWlT6+qkOCw9OTBv8hWJUyIoPUaZy7ypS2fOT7SwpSeF/LxrP\n", "M7OyeH5ZCWVX2vjajoucb+gc8fFv5J6aFU/q9R0dClNsFHUbsnRHbgIPTUwlzWHmT+/MobTbFaHH\n", "H+BkrZPzDZ387ZLxJFhN2EwGvvJAEdmJNv7q3nwSbSYsJgN/d/05vaj6flE1t15ie/l4MWaVpDso\n", "SYcpWQ7+5q3zoTVVv7GrnJ8+NlmXfcWK0+L40apJtLh8ZMRbyEq4WRCzE2389b0FdPqC14vmzWuS\n", "9y618L29lwG4pzCZnz42CbOxa0JC1/TTBH61dgr+oEZmvDUmxvOK6JIr2ihTeXzhaGT3BTRaut3R\n", "b/cEQhsnDlf33HlJNqZlJ/QosjfYLSbSHJYeRdbjD7DpZEPo8cHKVrwBjexEW49NHDPireQkhjcK\n", "YrjZVaJqbr1IoRUxLTXOzOcXFmAydM1O+utFBaSPwi65gaBGs8t3y9Aum9nE7LyE0OOseAsJMlNQ\n", "DGLEhVYGMYdP0zSqWt1caXHju77ClMq9q9HIbjAYuKcwmV8/PpV/f3wqi4tTRnyVOFhunz/InovN\n", "fHbjGb6+4yKXW3pO2Fk9PZMvLx7PX9ydy7eXT9BlDYNwqfp+UTW3Xkbcox3psIex5GhVO/+0qxxf\n", "QOOv7y3osSWL6J/JaCB/FObWe/1B6ju8dPqC/PLQVdo8AZo6/bx+oo7/vWh86HUZ8Vbdx/SK29uI\n", "C21CQsLgLxI4PX5+cagqNBzoJweuMHtcotK9K1Wz95Xb7Q+w42wjPztYRbzVxJ/PzeXXZdW4/UE8\n", "/tjZUeR2OudjSViF9p133rnlOYfDwZw5czCbZeBCOMxGAyl2E5evP46zjP7eVbeLqlY3O8410eEN\n", "sHJqhi67uta2e/nZwa59ujq8AXZfaOaOnHiq2jz8ycysER9fjG0D9miff/55qquruXbtGnfccUeP\n", "/2VmZo6p5RJHym4x8fmFBdw1LpEpmQ6+vbyErASr0r2raGT3+AP8uqyal4/Vsvl0A1/feZGmTu+Q\n", "jtFXbrPRgNV084MvyW7ify8az49WTaIkwrOqNE3jbH0Huy80cbLWiS/Q/xW0qu8XVXPrZcDL0X/6\n", "p38CIC4ujrS0nv3EtLQ0Pvroo8glU1S908vxGiduf5BZuQmM67a0XFFaHN9cVkLw+t5VY4Hb1zUc\n", "K2GALcGHwuPXqOi2VGWd04fbP/KZV3lJNp5/uIRfHa4iPc7Cp+8eR8Yo3eS60Ojii1vO4wtoGA3w\n", "/Y/fnAosbg8jevePcJmE244vEOT3x2p583TXOMuJ6XF8d8UEUrotQWfpNY9U5d7VYNkrm13824Gr\n", "NLl8/OX8cdyVn9RjrOlwJNhM/OmdufzL3ko04OnZ2aHZXeHqK7fBYOCu/CT+NSses8nQY4+xSKt1\n", "ekPLcQY1uNrq7rfQqvp+UTW3XsJ6h95zzz19Pr9gwQJdw6jO5Q9ypKo99PhCowunN9Cj0I4VgaDG\n", "/32/mmPXutbC+MauS/zq8SkjWjwautafXVycQmGqHV8gyPgUO3F9rKhW1ermXEMnCVYTk7Pie2xw\n", "OBA9F60JV06iFbvZiNsfxGiA8bJ7wW0nrI/t7OzsPp/PycnRNYzq4i0mHplyc9jP4uIUku0D/wNX\n", "uXc1UPagpuH03Bzs7wtqBHRaXMVqNlKa4WBadkKfLYmGDi/f2FXOC3sq+dqOcnafbwo792ip7/By\n", "pq6Da20eJqY7+OHKUv7hwSL+ddUkJmfG9/tzsZB9OFTNrZew/+ZqbW2lsbGRvLw87Hb5xO2LyWjg\n", "kcnplKbH4Q1oTEyPI1Gn3qRqLCYjz80fxz/suIjTE+DzC/NHbanAFpefypab27e8e6mFR6dlxsya\n", "A9faPHx79yXON7pIc5j5549NZGKGo8eeXeL2MmAVKCsrY968ebz33ns4nU7y8vLYunUrkyZNYsaM\n", "GaOVUSkJNjN3DmGhZ5V7V4sWLaKp08fpug58gSBTsuJ7FNOpWfH8Yk3X4ioZDgtW8+j0PVPizJSk\n", "xVHe1HXT7IEJqT2KbLTPeUWzi/ONXdmaOv2cqOmgKDW8IWrRzj5cqubWy4CFtrq6GoDa2lqeeOIJ\n", "AGbNmsUrr7wihVbgDwR59aPa0CZ/d+Yl8NUHi3u0S3pvY62HymYXJ2o7SLGbmZ4df0sPPCPeyteX\n", "FnO+oZN4q4nJMXal2LvdkTbEm3lCPWFdYvSelGA0ylo0elG5d3Xi3EX2V7SGHn9Q7ezRl42EmnYP\n", "X9t+kR/vu8Lzb1/i7V791xvykmwsKenaqiWxV5882ue8ND2Orz5QxPyCJD53Tz7Ts/vvyfYW7ezD\n", "pWpuvQxYMY8fP86rr77K6dOnQ8/5fD58Pt8APyXGioDLyf0TUkOP5xUk3rI3ld7a3AHqum00WHa1\n", "jaBiwwztFhP3T0jlW8sn8Nj0TJLH4KiUsWbIe4ZVVFSQlJR0ywSGaJM9w6KjxeXjbH0nvkCQSZmO\n", "Ptd11VNjh5fnd1/izPU9uf5uyXgeKo39BV6qW924/EGyEqzK3SB1ev14/UGS7ZaYuaE4mqKyZ1hR\n", "UdGIfqG4vaTEWZg/PnnwF+okPd7K1x4oorzJTYLNxMT02N+R+XRdB1/ZdoFOX5CPT03nf9yVS5Jd\n", "javYyy1u/vW9y1xt9fA/5uby4MQ0bKN0U/N2EvYZ8/l81NXVEQwGaW9vH/wHRFhU7l1FK3t2oo17\n", "CpOZmZPQ52SFwYx27k0n6uj0da1f8NbpRqrbhrY2Q3f9ZW/q9PHmqXp+8G4lx6rbdWunvHGynhO1\n", "HbS4/fxo35Vb1uYNl8rvcz2EVWjLy8t544032LlzJwCbN2+OaChx+9A0jfMNnbx3qZnzDZ1jctp2\n", "9yFvZqMhIleEhy+38m8HrrLjXBNf3X6RS02uwX8oDL23DRrt/36d3gBNnd4BF9pRQVitgyNHjvDk\n", "k0+yadMmjEajrEGrI5XHF4aT/XxDJ1/cch5vQMNiMvCjlaVMGmDm02gY7XP+sSnpdHgDVLS4eHpW\n", "DoWpw5/w01/2ym5Xmr6gptvojzXTMzld10F1m4c/n5tHwTCnBw/nnFe3uvn5wSrONXTyJ3dk8ciU\n", "DOIV3TYorEI7GjPBgsEgmqZhMql5IkXfqto8ocXOfQGNqjZPxAutyxegvMlFIKhRmBo36DToSMtJ\n", "tPH5ewsIBLWI3UxaXJzK1jONuP1BZmTHMy5Zn5uSRWlxfO+RiXj8GmlxZiyj2J/dX9lK2dU2AH5d\n", "Vs3UrHhlVzUL66y5XD3/DPH7/f288qaamhpeeuklXn75Za5duzbga7dv384vf/lLamtrh30MVanc\n", "uwone06ijRu1xWiA7AiPSggENXaea+QLm8/z5bcu8NIHNXT22mAxWudcjyLbX/Zp2fH85LFJ/HBl\n", "KV99oIiMeP0miqTEWchOtI6oyA7nnPsDPdsUOi2VERVhfdTPnj2b//7v/6atrY0NGzYwb968QX+m\n", "rKyMdevWAbBp0yZWr17d72tXrFjBqVOnRnQMEZsmZXQtmFLV5mFcko3JmZGdpeX0+HnteH3o8Rsn\n", "61k9PTMqq3KNtnCn8apiUUkKhy63cqHRxeMzsyhOU3eNlbAK7eTJkykoKKC2tpb8/HwslsGHpjgc\n", "N/9BWa3D+3TV4xix7nbv0ZqMBqZlJzAte3T+5LNbjEzJdFDr7LqzX5hiI84ydtYAjlXDyV2QbOdb\n", "yyfg8gVIiTMrvVh+2M0rh8NBcXFx2AfufncynMIcqWOIscVmNvHnd+cxNTsely/IfcUppMrMK2Ul\n", "2c0kRbnHroew/h9s3bqVmTNnEggEOHDgAPPmzWPixIkD/kwgcLMvZhjmqvpDPca+fftCn5w3ekKx\n", "/vjGc7GSZyiPjx8/zmc/+9mYyXPjcW6SjTxnOQaDgfEpObd8v/e5j3beoTzu/f8h2nnCffyLX/yC\n", "mTNnxkyeoT4eqbCm4G7atIlHH32UN998k9WrV/PKK6/w5JNPDvgzGzduZM2aNWiaxpYtW1i1ahUA\n", "J06cwGg0Mm3atB6vP3XqFCkpKeTl5Q16jL6oOgW3+4eDalTNrmpuUDe7qrlhFKfgGo1GjEZjaJiX\n", "zTb4neP58+ezfv16NE1j6dKloecPHjyIwWDoUWjffvttysvLsdvtFBUVsXjx4gGPcTtR9c0H6mZX\n", "NTeom13V3HoJq9B6vV6cTmeo0IYzOyQvL49nnnnmluefe+65W57rr4j2dwwhhFBJWAPj8vLy2LRp\n", "EwsWLODEiROUl5dHOteYcbuPo41FquYGdbOrmlsvYV3RLly4kIULFwIwZcqUQW+ECSGEuGnI69HG\n", "KlVvhgkhYpseN8OGNadu+/btI/qlQggxloRVaHfu3Mkrr7zCCy+8wPr16/nggw8inWvMULl3pWp2\n", "VXPD0LO7fQFO13VwvMZJu2fwNUoiReVzroewCq3T6eTJJ59k+vTpPPPMM5SWlkY6lxBihAJBjd0X\n", "m/nrN8/xpS3nWf9hLS5vZDfPFH0Lq9DemJUVDHYtvtt7V9yxrM3t51h1O8evOekYxptY5fGFqmZX\n", "NTcMLbvTE+D3x26uiLfheB3N7uhc1ap8zvUQVsW8sSyiyWSira1NdsG9zuULsP7DGjac6Fot6rl5\n", "eayZkYV5DG5gJ2KP3WKgND2OmvauBXbGJduIk/2+oiKss/74448DsGzZMnbv3n3L9NmxqtXtZ+PJ\n", "m0vyvX6ifsh9MJV7V6pmVzU3DC27zWzi0/PG8edzc3l6Vjb/tLSYVEd0FthR+ZzrIewpuNA19XbN\n", "mjURDaSSOLORielxnGvoWhh9SqZDrhhETMlLsvH07JxoxxjzhjWO9t133w2tRxArojWO9mqrmwMV\n", "LVhMRhaMTyY3KbI7CAghRteoLSqzb98+rl27FtrP6/Tp0zFXaKMlP9nOk7PkikEI0b+w/s5tbGzk\n", "T/7kT1i7di1r167l05/+dKRzjRmq9K4uNHTy5ql6Dla20n79zrUq2XtTNTeom13V3HoZ1jitjIwM\n", "vXOIGHalxc3fbbtA+/UtrL+8eDzLJqVHOZUQ6hjwivbUqVOcOnWKpqYm3n777dDj//zP/xyleLc/\n", "FcYXtrj8oSILcLzGCaiRvS+xlLuhw0tlsyv0V8JgYin7UKiaWy8DFtobl/vz58/vsfOBGFuyEqwU\n", "JHfd5DMAi4pSohvoNlHZ7OKLW87x3IYz/PTAFZo6ZXz67WrAQvuJT3yCadOmhcbNXrx4EZPJxJ/9\n", "2Z+NSrixQIXeVXailW8tL+Gby0r40apJzMlLBNTI3pdYyX2gspWa9q7i+k55CxVNrkF/JlayD5Wq\n", "ufUyYKFNSOjaInrXrl04nU6WL19OW1sbBw4cGJVwInbkJdlZMD6ZadnxWGSssC6Se+3uarPIeb1d\n", "hfVftqWlhXnz5mG1Wrn77rtpbGyMdK4xQ+XelarZYyX33PwkHpuWQUlaHF+8r4AJaXGD/kysZB8q\n", "VXPrJaxRBxZL39P22traSEpK0jWQEGNFVoKVv1yQjzcQJM5iinYcEUFhXdF2dnbS0NAAQENDQ2hz\n", "xj179kQu2Rihcu9K1eyxlNtkNAypyMZS9qFQNbdewrqiramp4cUXX2TcuHFUVVVRVFTEq6++ypkz\n", "Z3jssccinVEIIZQW1loHR44cYe7cuWE/Hw2yZ5iIdT5/kDaPH4fVJK0ChYzaWgf9FdNYKbJCxLp2\n", "t5/XT9az+VQ9M3MS+J8LxpGTKAsQjRUyniTKVO5dqZo9GrkvNLp46YMa2jwB9le28kFV+7COI+dc\n", "TVJohRgFQXp26AJDX51UKEwKbZSpPL5Q1ezRyD0xzcHq6ZlYjAZm5yUwZ9zwhkXKOVeT7LIoxChI\n", "jjPzP+bm8vjMTBwWE4k2+ac3lsgVbZSp3LtSNXu0csdZTGQn2EZUZOWcq0kKrRBCRNiw9gyLRTKO\n", "VggRCXqMo5UrWiGEiDAptFGmcu9K1eyq5gZ1s6uaWy9SaIUQIsKkRyuEEAOQHq0QQihACm2Uqdy7\n", "UjW7qrlB3eyq5taLFFohhIgw6dGKIat3ejlb34nJCFMy40l19L3VkRC3g1Fbj3Y4ampq2L17NyaT\n", "iSVLlpCbmzvk127evJlAIADAhAkTmDlzZqTiijA5PX5+cegq+ypaAVg7I5M/n5uHVXbGFaJfEfvX\n", "UVZWxrp163j66ac5fPjwsF5rt9tZvXo1q1evvm2LrGq9K6cnwIHK1tDjd8qbcXoDUUw0dKqd8+5U\n", "za5qbr1E7IrW4XCEvrZarcN6bSAQ4PXXX0fTNIqLi6U1EAPibSbuzk/i8JU2AO4tTCHeKtuyCDGQ\n", "iBXa7q3f/rYrH+y1K1asCH29bds2HdPFDtXW6Uy0mfn8wnyW1ndiNhqYkhmPTbG2gWrnvDtVs6ua\n", "Wy8R+xdyo7cKYDAYRvzawYo19PzzZN++ffI4Qo+zE22Yqk+iXT1Berwl6nnksTyO9OORitiog40b\n", "N7JmzRo0TWPLli2sWrUKgBMnTmA0Gpk2bdqgr62srKSwsBCALVu2sHLlyn5/n6qjDvbt26fsp/1o\n", "ZQ8ENfzBIDazPi0KOeejT9XcEOOjDubPn8/69evRNI2lS5eGnj948CAGg6FHoe3vtZWVlZSVlQEw\n", "e/bsSEUVMay6zcNLH9RQ2ezmT+fkcHd+EibjwH8hCRFrZBytiGm/PlzFq8frADAZ4OdrplCcFhfl\n", "VGIskbUOxG2vocMb+jqggdcfjGIaIYZHCm2U6dlwH22jkX3tzCwSbV292cdnZDIu2TbiY8o5H32q\n", "5taLbMUpYtrkzHh+tnoybl+QzASrjNkVSpIerRBCDEB6tEIIoQAptFGmcu9K1eyq5gZ1s6uaWy9S\n", "aIUQIsKkRxvDWlw+3P4gyXYzcRa5CSRENMT0zDAxMpebXfzzO5WUN7l4fEYWT8/KJtEu/7mEUJG0\n", "DqKsr95VVaub7WebuNDoIqjBq8fruNTsikK6ganad1M1N6ibXdXcepFCG4M2nqxH6zWd3zjICmhC\n", "iNglhTbKeq9oFNQ0rrV5sJsM3DUukTSHmb+4O4+SGJzfr+pqTKrmBnWzq5pbL1JoY4zRYODZObm8\n", "eboBo8HA/7cgn49PTcchM6KEUJYU2ijrq3c1JSuen6+ezF8uGMe8giTirbF5E0zVvpuquUHd7Krm\n", "1kts/gsWZCeOfPEUIURskHG0QggxAFnrQAghFCCFNspU7l2pml3V3KBudlVz60UKrRBCRJj0aIUQ\n", "YgDSoxVCCAVIoY0ylXtXqmZXNTeom13V3HqRQiuEEBEmPVohhBiA9GiFEEIBUmijTOXelarZVc0N\n", "6mZXNbdepNAKIUSESY9WCCEGID1aIYRQgBTaKFO5d6VqdlVzg7rZVc2tFym0QggRYdKjFUKIAUiP\n", "VgghFCCFNspU7l2pml3V3KBudlVz60UKrRBCRJj0aIUQYgDSoxVCCAVIoY0ylXtXqmZXNTeom13V\n", "3HoxR+rANTU17N69G5PJxJIlS8jNzR3ya4dyDCGEiFURu6ItKytj3bp1PP300xw+fHhYrx3KMVS1\n", "aNGiaEcYNlWzq5ob1M2uam69RKzQOhyO0NdWq3VYrx3KMYQQIlZFrNB2H8xgsViG9dqhHENVKveu\n", "VM2uam5QN7uqufUSsR5tIBAIfW0wGIb12qEcIyUlhaNHjw41ZtQ5HA4lc4O62VXNDepmVzU3dNWW\n", "kYpYoXW5XEDXVemNrwFOnDiB0Whk2rRpg762v+f7ctddd+mWXQgh9BSxQjt//nzWr1+PpmksXbo0\n", "9MDRAhAAAAf6SURBVPzBgwcxGAw9Cm1/r+3veSGEUMltMzNMCCFilUxYEEKICJNCK4QQESaFVoxI\n", "MBjsMTpEFarmFmqK2M0wPag6jVeP3Js3bw4VggkTJjBz5syI5x5q9u3bt1NeXs7q1avJy8sb1jFi\n", "KbcK5/zkyZOcPXuWYDDIggULyM/PH/IxYim3Cuf8wIED1NbWAjB+/PjQCKchnXMthr3xxhuhrzdu\n", "3Dis1w7lGHrRI/fOnTv1DxaGoZ6vkydPalVVVSM6hh70yK3COd+7d2/o67feemtYx9CLHrlVOOfd\n", "7dixY1jHiOkrWlWn8eqROxAI8Prrr6NpGsXFxaO21q4e5yvWz3l/VDjnixcvHvEx9KJHbhXOOUBF\n", "RQUbNmxgzZo1wzpGTBdaTdFpvHrkXrFiRejrbdu26ZhuYHqcr1g/5/1R6Zzv2rWLefPmjegYI6VH\n", "blXOeVFREZ/73Od44403KCkpGfIxYvpm2GhP49WLHrm7G811HvQ4X7F+zsMRy+d87969lJaWkpGR\n", "Mexj6EGP3N3F8jkHsNvtJCYmDusYMV1oB5rGe+rUqbBeO5RpvHrRI3dlZWXoa7fbHcm4YeXpK/tQ\n", "jxFJeuRW4Zy/9957ZGdnU1RUFNYxIkmP3Cqc86amptDX3a9ih3LOY7p1oOo0Xj1yV1ZWUlZWBsDs\n", "2bNHJfdQs7/99tuUl5djt9spKioK9eFi/Zz3lzvWz3ldXR379+9nypQpnDlzhvb2dp599tkBjxHr\n", "uWP9nAPs378fj8cDwNy5cwc9Rl9kCq4QQkRYTLcOhBDidiCFVgghIkwKrRBCRJgUWiGEiDAptEII\n", "EWFSaIUQIsKk0AohRIRJoR3Dnn/+ed2OVVdXx8svv8wbb7zBK6+8gt/vv+U177zzDu+8886wf8eO\n", "HTvYsGHDCFLenrZs2TLoa5xOJy+++GLYs+SEvmJ6ZpiIrOeee063Y+3Zs4ennnoKg8FAQ0MDe/fu\n", "5aGHHurxmu6zaoZj+fLlvP766yM6xu0onCm3CQkJLFq0iGAwOAqJRG9SaMegmpoaDh06xMWLF/nS\n", "l74Uer6zs5PXX3+dhIQETCYTZ8+e5ctf/nLo+zt37sTpdGIymfD5fKxatQqbzQaAyWTC5XLhcDho\n", "bm7usYTc3r17aW5uBuDSpUt84QtfCCun3+9n48aNGI1GNE27ZWHld999l7q6OqxWK263mxUrVpCU\n", "lMRHH33Exo0beeihh1i0aFHo8YMPPsh9993X7+9zOp387ne/w+FwYDQasdvtdHZ2smLFitBCKP39\n", "ToAjR46wbds2nn32WQ4cOIDVamXWrFmUlpYSCATYunVraK58R0cH48eP59577x30PBw4cIDq6mqs\n", "VivBYBCr1cojjzyC3+9n27ZtnDlzhk2bNgFQWlrK9OnTAWhsbGTbtm04HA68Xi+JiYkUFxeHde6F\n", "zsJe8Vbcdl555ZUej8vLy3ssbFxRURH6ev/+/drZs2dDj9vb27UNGzaEHjc2Nmpf//rXtd/+9rfa\n", "Cy+8oAWDwT5/Z/efGczmzZu1+vr60OPDhw9rr776qqZpXQt3v/fee6Hveb3e0Pc0rWuh6StXroS+\n", "99prr4X1O0+ePKm9+OKLoceBQED77W9/G9bv1LSuc7p9+/Zbjrtt2zatsbEx9LihoUE7ffp0WJn+\n", "67/+S2tvbw/luXz58i2/sy+/+c1vtEAgEHr8H//xH9rJkyfD+p1CX3JFK0KKi4sJBALs2LEjtARc\n", "YWEhAFVVVSxcuDD02oSEhB4/u337dr761a9is9moqqpi165dLFu2bER5nE5njyX1Zs+ezeXLlwEo\n", "Ly/H7XaHruSg6yrxhnvvvZcNGzbw5JNPsn///gGvZHu78847Q18bjUbi4uLC+p03LF++vM//L2lp\n", "aaHH6enppKenh5XniSee4NChQ7jdbtxud9iLr1itVozGm7dhuv//EqNLCq0IOXbsGLNmzWLixIlA\n", "15+slZWVFBYWkp+fz7lz55g0aRLQVTh6u9FGSE9Pp7Ozc8R54uPjaWhoCBXbo0ePhv70njFjBjU1\n", "NSxYsCD0+u434EwmEwkJCbS2tlJXV8f9998f9u89duxYaKX/QCCA1+sN63cOxG6309TUFCq2wWCQ\n", "8vLy0Lnuj9/v58KFCz3y/+53v7tlucG+eDweAoEAJpMJ6Dp/3bOL0SOrd41B77zzDi0tLRw/fpyZ\n", "M2diNBpZsWIFW7Zs6XEFBPDoo4+GnrvRozUajfh8Ph599NFQca2oqKCsrAybzYbb7WbVqlU9+rQ3\n", "vP7666xduzasnH6/n9deew2LxYLRaCQhIYH333+fdevWUVhYyNGjR7l8+TJGozF0Bd59q5GOjg5+\n", "8pOf8Nhjj/VY9m4gp06d4syZM7jdbhwOB263m2XLloUK5EC/c+vWrfzxj38MbTA4a9asUE/U7/fz\n", "xhtvYDKZQjvw3nfffeTk5AyYx+128/Of/5ySkhIMBgMej4c5c+b0KNDvvvsuTU1NGI1G/H4/Cxcu\n", "JCcnh4aGBrZu3UpiYiJerxeTyURTUxOf+MQnbvmLRESWFFoxqn7/+9/z1FNPRTtGv06ePHnLeqRC\n", "jJS0DkTE3biC9vv9lJaWRjtOv9rb29m/fz/Q1RrpvreVECMhV7Qiao4cOcLVq1f7/N7cuXPJz8+/\n", "LX7nQCoqKvjwww/7/F5RUdGo7jogIkcKrRBCRJhMwRVCiAiTQiuEEBEmhVYIISJMCq0QQkTY/wPW\n", "9WZBlPgGigAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.474810\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4VPedL/739K7ee6UIBKIKAwZig8EOYIErJk5yk/i3\n", "znpbbpLdTdYpTuI4m3WKU7zJjW/2ZycODjYtYDqmmCpjYYMkRJFAAvWuGU0/c+4fgwYJSaMzM+do\n", "5it9Xs/D8+iMzpx5cxg+c+Z7vkXG8zwPQgghkpGHOwAhhEx0VGgJIURiVGgJIURiVGgJIURiVGgJ\n", "IURiVGgJIURiSqkO3NLSgiNHjkChUGD58uVITU0ddd/Tp0+jtbUVAJCVlYV58+YFfAxCCIlUkhXa\n", "8vJybN68GQCwc+dOlJWVjbrv4sWLfT8fPHgwqGMQQkikkqzpQK/X+35Wq9Vj7n/z5k387Gc/Q0FB\n", "QdDHIISQSCRZoR084EylUo25f05ODl544QV89NFHQR+DEEIikWRNBxzH+X6WyWSCnqPVamEymYI6\n", "xsGDB6FQKAJMSQgh/sXExPjuGwVLskJrs9kAeK9KB34GgMrKSsjlchQVFfke6+rqQlxcnG//sY4x\n", "EoVCgblz54qWnxBCAKCioiLkY0hWaEtLS7FlyxbwPI+VK1f6Hj9z5gxkMtmQQnvq1Ck4HA4AwPz5\n", "88c8xkRy8uRJLF26NNwxgsJqdlZzA+xmZzW3WCQrtGlpadi0adOwx5977rlhj61bty6gYxBCCEtk\n", "E2WaxCNHjlDTASFEdBUVFXjwwQdDOgaNDCOEEIlRoQ2zkydPhjtC0FjNzmpugN3srOYWCxVaQgiR\n", "GLXREkKIH9RGSwghDKBCG2Yst12xmp3V3AC72VnNLRYqtIQQIjFqoyWEED+ojZYQQhhAhTbMWG67\n", "YjU7q7kBdrOzmlssVGgJIURi1EZLCCF+UBstIYQwgAptmLHcdsVqdlZzA+xmZzW3WKjQEkKIxKiN\n", "lhBC/KA2WkIIYQAV2jBjue2K1eys5gbYzc5qbrFQoSWEEIlRGy0hhPhBbbSEEMIAKrRhxnLbFavZ\n", "Wc0NsJud1dxioUJLCCESozZaQgjxg9poCSGEAVRow4zltitWs7OaG2A3O6u5xUKFlhBCJEZttIQQ\n", "4ge10RJCCAOo0IYZy21XrGZnNTfAbnZWc4uFCi0hhEiM2mgJIcQPaqMlhBAGUKENM5bbrljNzmpu\n", "gN3srOYWCxVaQgiRGLXREkKIH9RGSwghDKBCG2Yst12xmp3V3AC72VnNLRalVAduaWnBkSNHoFAo\n", "sHz5cqSmpo66b1VVFa5cuQKPx4NFixYhIyMDALB7925wHAcAyM/PR3FxsVRxCSFEMpIV2vLycmze\n", "vBkAsHPnTpSVlY26b2dnJzZu3AgA2Lt3r6/QarVarFq1SqqIEWHp0qXhjhA0VrOzmhtgNzurucUi\n", "WaHV6/W+n9Vqtd99ly1bNuLjHMdh+/bt4Hkeubm5dLOLEMIkydpoB3dmUKlUgp5z6NAhLFy40Le9\n", "Zs0abNy4EY899hhaW1tFzxgJWG67YjU7q7kBdrOzmlsskhXagbZVAJDJZGPuf/z4cRQWFiIhIWHE\n", "3wsp1oP/MU+ePEnbEm9funQpovLQduRuX7p0KaLyBLodKsn60e7YsQMbNmwAz/PYs2cP1q1bBwCo\n", "rKyEXC5HUVGRb98PP/wQiYmJmDZt2pBj1NfXIzs7GwCwZ88erF27dtTXo360hBApiNGPVrI22tLS\n", "UmzZsgU8z2PlypW+x8+cOQOZTOYrtG1tbTh16hSmTZuGmpoamM1mPPvsswC8hba8vBwAUFJSIlVU\n", "QgiRFI0MC7OTJ08ye0eW1eys5gbYzc5qboBGhhFC7nByHvTa3OA8E+K6acKhK1pCGNdqduB/zjej\n", "uq0fG2cmYnVhPHRqRbhjTRh0RUsIwZmGXnxQ240WsxOvn2lEbZct3JHIPajQhpmYXUjGG6vZWc0N\n", "jJzd5vIM2XZFYPMBy+dcDFRoCWHc0pwYZMdoAADrpicgL1YX5kTkXtRGS8gE0GNzweryIFqrhIHa\n", "Z0UV0f1oCSHjJ0anQgxdyEYsajoIM5bbrljNzmpugN3srOYWCxVaQgiRGLXREkKIH9SPlhBCGECF\n", "NsxYbrtiNTuruQF2s7OaWyxUaAkhRGLURksIIX5QGy0hhDCACm2Ysdx2xWp2VnMD7GZnNbdYqNAS\n", "QojEqI2WEEL8CFsb7fnz50N6UUIImUz8Tirz+9//HomJifB4PKitrUVGRgZu3boFo9GI+fPnj1fG\n", "CY3ltZRYzc5qboDd7KzmFovfQjt//nzMmzcPu3btwpe//GUkJCSgvb0dR48eHa98hBDCPL9NB/Pm\n", "zQMAcByHhIQEAEBiYiK0Wq30ySYJlj/lWc3Oam6A3eys5haLoDZat9s9ZNtut0sShhBCJiJBhTYu\n", "Lg5nz56F3W7H2bNnERsbK3WuSYPl/oWsZo+k3Ga7G60WB+wuTtD+kZQ9EKzmFougQrty5UpERUXh\n", "wIEDiIqKwqpVq6TORciE19TrwPcP1+FLWy/jrYoW9NndYz+JMIn60RISJjur2vD6mUbf9n8+nI85\n", "6VFhTERGMm79aO9to/3ggw9CelFCCCCXyYZsy+7ZJhOHoEK7d+/eIdsWi0WSMJMRy21XrGaPlNwL\n", "MqJwX1YUorVKfH5uCgrix15dMVKyB4rV3GIRtAqux+OROgchk05qlAb/tiIHNheHKI0SKiVNPTJR\n", "+S203d3dcLvd6O/vR0dHB3ieB8dxdEUrIpb7F7KaPZJy69UK6NUKwftHUvZAsJpbLH4LbXV1NVwu\n", "F1pbW1FZWel9glKJdevWjUs4QgiZCPx+V1myZAlWrFiBNWvWYMWKFVixYgWWLl0Kk8k0XvkmPJbb\n", "rljNzmpugN3srOYWi6BGoaKiIqlzEELIhBVwP9r6+npkZmZCLo+shnvqR0tY0WZxor7HDoNKgYJ4\n", "HdSM3gSzOt2obOlHbZcNs1KMmJZkgEI+8bqoidGPVlCvg1dffRVPPPEEqqqqEBMTgwsXLqCsrCyk\n", "FyZkMuq0uvCfR2/iUms/AODFB3KwLI/NIe3VbVa8eLAOAKCQAa+tn4opifowp4pMgj5Kp06diuzs\n", "bADA4sWLJQ002bDcdsVq9nDm7uh3+oosAOyt8fbmESoc2XtsLtS09eN2z9DJpG4N2uZ4oMvqGvUY\n", "rL5XxCLoipbjvBNeKBTCu6EQQoaL0igRo1Oix+YdbTknPSqiRoTZXBxq2qxosziRF69Dgl6F107d\n", "wun6XuhVcrzycAGmJxkAANOTDFArZHByPOL0SqRHa8KcPnIJKrQWiwUHDx5Efn6+1HkmHZb7F7Ka\n", "PZy5U6M0+MmafHzcaEaCQYXZqYH14JE6+6UWC1484G0O0KnkePHBXJyu7wUAWF0eHLjS6Su0UxP1\n", "eG39FHRZ3UgxqZEZM/o81ay+V8QiqNBu3LgRra2tyM3NxaeffipopFhLSwuOHDkChUKB5cuXIzU1\n", "ddR9q6qqcOXKFXg8HixatAgZGRkBH4MQVuTF65EXL25bpt3N4Wq7Fd1WN3LitMiOHXs470iutFl9\n", "P9tcHihlgFIug9vjbd7IjLl71SqTyZAfr0d+fGjZJwNBbbR6vR65ubkAgNmzZ2Pjxo2+39lsthGf\n", "U15ejs2bN+Ppp5/GuXPn/B6/s7MTGzduxOOPP46LFy8GdQxWsdx2xWp2VnMDo2f/pMmCb7x/HS8f\n", "vYl/3Xsdt3uDm5x/VqoRAx0HYnRKJBnV+NHqPNyXFYXPz03BstzgbtyxfM7FIOiK1p9Dhw5h/fr1\n", "wx7X6+9+YqvVar/HWLZs2YiPB3IMQiazC41m38/dNjc6+l3IiA58yamiZAN+sbYQnTY3MqM1SI/W\n", "Ij1ai7k0fWNIQu7AN1ozwuA7qSqVStCxDh06hIULF4Z0DNaw3HbFanZWcwOjZ5+davT9HK1VIl4f\n", "3P8XlUKO6clGLM2JCbr5YSTF8xehvtuGzn6naMdkSchXtKMZ6KkACJtn8/jx4ygsLPQtAhnMMQYv\n", "aTzwVYW2J9+2w83hQl0LOB6YlZMMk0Y5bq8/Y14p+p0c2m/dQH9P57j9/dXd9fju8lQ4ZWrkxulw\n", "+/IF1HNcyMdfuGgxrnZY0dTZi0QNjzkFGQEfr93ixM9P3MTHTf3Iitbge6vyUF95flz+PcTaDlXI\n", "Kyzs3LlzxMELO3bswIYNG8DzPPbs2eObiKayshJyuXzIsN4PP/wQiYmJmDZtmqBjjITVkWEsr3cf\n", "idk5D4/9Vzvx2slbAIAnipPwubkp0Knudk2UKvftXjt+fOQmrnfZsCw3Bl9dlI54g7hNXuN9zs81\n", "9OI7dwYlpJrU+MnDBUiNCqwb19mGXnz3zjEA4J+XZOKz0xP8PCOyjNvIsGCUlpZiy5Yt4HkeK1eu\n", "9D1+5swZyGQyX6Fta2vDqVOnMG3aNNTU1MBsNuPZZ5/1ewxCRmNxuPHOJ62+7fcutWHt9IQhhVYq\n", "nzZZcL3Le3P4xI0ePDQlTvRCG4qOficOX+vCtQ4b1k5PwOw047BVHu515k7XLgBoNjvRanEGXGi1\n", "9wwxNmgmX398yQptWloaNm3aNOzx5557bsh2UlIS/v3f/z2gY0wkkXZFGIhIzK5VyVEQr0OrxdsW\n", "mB6tGfYfXarcWtXQ11Ergr8FYna4cbXdCquLQ0G83lfcQsl+4kYP/ni+GYD3KvPXZVORF+e/HbY4\n", "1Yi9VzoBACaNAk534IsAFCbo8Q/3ZWDvlU7MzzChONk49pMmmJALrVYb+J1NQqSiUSrwXGkaChP0\n", "sLk5rCyIQ2yQN4YGdPY70WvnEKNTIs7PsWalGLF+egI+bjTjkWnxgpamGc2x2m78+vRtAEBBvA4/\n", "XJ2HGK0KDrcnoInCBxs8ZNbl4WF1jr3EeU6MBs+XpsPs5GBSK7Czqh3zMqICmjzGoFZg/YxErJoS\n", "B61SHlEj4cZLwIXWbrcPKa5r1qwRNdBkE4ntnEJFava0KC2emZMy6u8Dyd3Ya8f3D9WhvseB6Ul6\n", "fOszOUgxjfzVOdGoxvOL0mFzeYthsDNZuTkPjtR2+7avd9rQanbir5+04tMWC8qKErEiPzbg5pBV\n", "hfE4cr0bdrcHpZlRSBPQBGDSqrD7cjtazE5wPPB3pelB/b0i9b0yXgQV2tdffx0lJSVYvHgx2tvb\n", "ce3aNTzwwANSZyMk7GrarajvcQAALrdZcb3DOmqhBQClQg5TCE0GA8e4PycG1Xcmn8mK0aDfwWFn\n", "dQcA4BcnbyEzRouZKUO/gt/ssmFbZRuUchk2zExC1j1DYouSDfjNo1PR7+KQYlQLutJPMqrxg9X5\n", "uNJmhUmjwLQkmp0rGIIKbVpamm/WrszMzAk7SiscWP6UZzV7ILn197S76oL82j4Wm4uDxcHBcGcN\n", "sVWFsciI1sDq4lCYoMfZQTelAMBxT1tpj82FH31wAw13PhTqu+344eo8GNRD/4tnxQbe1JcZrUVm\n", "EIMfBmP1vSIWQYX23km+lUrJ7qERElGKko340vxUnK7vxQMFsZiSIP4VXbfVhT9daMHha12Yn2HC\n", "3y3KQLJRjdKsaN8+CzKB3Zc70Gx2YnluDHLvuYnl4DxoNt8dDNDY54DDzSOCOj1MaoK+47jd7iHb\n", "TufkHN0hBZbHgLOaPZDc0Volni5JwatrC1E2IwkmjfgXGVc7rNhzuQN2twcnb/aiqmX4KtPZsVr8\n", "bG0hXlmegH9akjnsplycVoUvL0jzbX9pfhqitXezekLrLh8yVt8rYhH0rikuLsZ7772HvLw81NbW\n", "YubMmVLnIiSihNJVK1Cj3ZSP1anQCA8cnAf3Tq6oUsrx8NR4zEw2QC6TIStGC4VchuY+B7ZXtuF2\n", "rwObSpIxK8BpGYk4BI8Ms9vtaGpqQmpqKnQ68cZAi4XVkWGEdNtc+MuFFhy61oUFGVF4bmEaku65\n", "4cZ5eHx4owevnqiHXq3AS6vyfPPC+vPb07ew685NNI1Chtc3TPM7b2wkcbk9uNrpnfoxK0aDLBHn\n", "XgjEuI4M02q1yMvLC+nFCCHDxeq8X/ufmp0MvVoB/QjdtlotTvzk2E14eMBpc+PXp27hZ2sL/Xbx\n", "8vD8kOVnHBwPexADDsLlUqsF39pXCx5AnE6JVz9biAxGPiTuJej70I4dO6TOMWmx3HbFavZIzK1V\n", "KZBgUI9YZAFABgzpv6pRyjBWb1a5TIZNc1KgUXj3fHRGAlJN4bk7Fsw5v9BoxsDX7S6bG20Wdu8N\n", "CSq0906FuG/fPknCEEJGlmJS46VVeUg2qpEXp8ULizOhFTBgYVaqCa9vmIbflk3FF+amwijBzTyp\n", "FA0aqmtQKxBvYHeqVEFnXa1Wo62tDUlJSQAAh8MhaajJhOX+haxmDya30+1Bn8MNvUoR9BDYUMhk\n", "MszPiMKvH50ChVwWUO+HSGiTDeacl6QZ8ZOH89HR70JenE7U+XHHm6B/rf7+fvziF7/w3WyqqakZ\n", "cWpEQiYis8ONHZXt2FXdjhnJBnx1UUbAM1gFi+f5IXMDxOiEX9VZnW6cu9WH0/W9KM2Mxn3Z0TCE\n", "4UMiWDqVYsKs7CCo6UCn0+GVV17BE088gSeeeALFxcVS55o0IrG9UChWsweau7bThj9faIHZweFs\n", "Qx/O3+6TKNldHf1O/LmiGd/eX4tzDb3osbnQbXONOirzdq8dr528hR8evoGr7d6hu1c6bHjlaD2O\n", "1/Xgp8frUdPWL3nu0bD6XhGLoCvae7s2zJo1S5IwhESieztAjkfX/3MNvXirogVqhQyLs6Pxh/JG\n", "WJ0ePD8/Z9hVrpPz4A/lTb65Yy+1WPDbsqnosw0daNRrH7pNxo+gK1qjcejkFdTNSzystnMC7GYP\n", "NHdevA6PFydBrZChJNWI+RnSf50dmE93QWYU9l/tREOPAx1WF356qhmt5qF3352cB429d++b9Njd\n", "cHAe5MXrfL0Mkgwq5Iu8xHkgWH2viEVwi/rNmzfR1taGuXPnoqGhgYotmTSitUp8fm4KymYkQqeS\n", "SzIM917LcmPxfk0n5JCBG9Tpx8MDnnuuqY1qJb4wLwUvf+DtZ1tWlADO40F2rB4/faQAnVYXYnWq\n", "cWtXJsMJuqI9e/YsmpqacPv2bSiVSpq9S0Qst12xmj2Y3FqVAklGta/Ich4eDvfYE2cHqyBBj1+t\n", "n4KnZyfjhcUZiNMpoVPJ8b/vS0GycWjB9PA8YrQq/McDOfjnJRlo6HXgxA1vM0KySYOiZGPYiyyr\n", "7xWxCCq0TU1NWLx4sW8WL4Nh7KF/hExUt3rs+OGROnx9z3V80mSW7HXcHh79Lg6JehV+u2Eq3nhs\n", "OqLMt4ZNvH3+Vh/+bd91/PDITbSYXTA73DBNwnW5Ipmg70AKBf2jSYXltitWs4eSm/Pw+J/zzThd\n", "7+158J0DtfjdxulIjw78itHD86jttKHH5kZalBrpg+Z8vdZhxb/uvY5+J4dUkxo/XpOP9GgtEhcu\n", "GHIMi8ON35c3wu3xNidsvdiKby7PQnFKZE0ew+p7RSyCCq3NZoPL5QIAuFyuYSPFCAmnHpsL1zq8\n", "q88WJugC6msaKA/Po9vq8m07OG8Tgs3FBby0zOW2fnzz/etwe3ikGNV45eF8X7GtaetH/501vZrN\n", "TtzutQ8pxAOUchkS9WrcujPht1GjQHGKEclhGmpLRiao6eChhx7C22+/jZqaGvztb3/DqlWrpM41\n", "abDcdhUJ2e0uDm9/0oL/OFCL/zhQi79ebB2z7XRwbqfbg+sdVlxp74fNyaG204qXP7iB1042DFnM\n", "cIBKIceXFqRBd2flhf81PxV/q27H1/dcw5V2C2732tHeL2xM/se3zb4r0RaLc8jE3UlGb6HUKGR4\n", "vjQd9d0OHKvtQkX11SHH0KoU+Pv70nF/bgxK0ox4eXU+kv0stRMukfBeCSdBV7RxcXH44he/KHEU\n", "QgJndnA4cKXLt73/Shcem5kEjXLsq0vOw+N4XTdePdEAHsAX56WiqtWCj257211bzE58b2XusDkF\n", "ilON+N2GabC6OGy/1IZD17tRmhmFfTVd2HulE3E6JV5ekz9md6r8QavkqhQyxOru/neckWzAtz+T\n", "A87jwf/9qBkdd66iPzcrAfdOBpoVq8N/PJADngesTg5tFieitUpolKHPoWt3c7jeYUOf3Y2cWC3S\n", "QlzSZrIS/C9RXV2N3bt34+rVq2PvTARjue0qErLr1QqUpN7t512SZhx1BqwBA7nNDjf+/4+bfZ2l\n", "3qpoxpTEuzd6m/occHIjD09IjdIgQa9G5Z0FFKclGbD3SicA70xTO6vaYXX6HyBQkmbCS6vy8L/m\n", "p+LVRwqRN2h5GqNGiRX5sciO1fmKLABcbLOD8wzPJJfJ0GR24MWDtfjyu9V492IrLI7QByicv2XG\n", "/95zDd8/fAPfO1SHNktw85xEwnslnAQV2kOHDsFisWD16tXo6enBsWPHJI5FiDAGtQJ/vzgD31iW\n", "hW8uz8LzpemCJ33RKOXIGHQTK8WkRt6dxQvlMuBLC9L83r2P1inxj0syoVbIoJB5nzNALpPh5x/e\n", "QsMIzQ+Ds9+XHY1NJSkoTNTjkyYLfn36Fo5c60TfnSIZp1dh1qAPkkemxY+63Pfx2m5cbrPCwfF4\n", "q6IFN7pHf22hjtXdXfa8vseBjn6Xn73JaAQ1HfT09PjaZRcuXIht27ZJGmoyYXm9+0jJnmLS+F0C\n", "/F4DuXUqBf5xSSZ2VbfD7vJg48wkpBjV+E3ZVChl3lmvZKOtK3PHvHQT/vDYdPB3cvz5QgtSTWok\n", "GFQ4eLUTuXFarJ2egKvtVrg4HoUJeiQah9+oquu04lv7r8PDA7sBfG9lLpbkxCBOr8K/Ls/GzS4b\n", "DGoFbM21AOJGzHJvVDEW35mXbsKJGz0AgBidEo29DnTb3JiXbhI0TeOASHmvhIugQqtSjXwXt6+v\n", "D1FRE2N2HTI5ZURr8cJ9mUMeC2SlW5lM5hsMkBalQVaMBr8724htl9rw1fsy0Nxrx9ZP2/DupTYA\n", "wKKsKHxjWTaitEP/6/XY3RjcIjB4SG2SUe27OXby+tB+u51WJ3geSDCo8WB+LJwcj49u9WFFXixy\n", "4kKfVnBJbgxi9Sq0mB3weIBfn74Nu9uDVz9bQOuPBUDQh57VakVHh3fdoY6ODgwsM3b06FHpkk0S\n", "LH/Ks5pdytxpURoszolG2YxEvPlxM3odHpyq7/H9/mxDn69ZYLDMaC2yYrwFW6eSoyTNOGwfYGj2\n", "Sy0WvLDjCp7fXoNLzWYcuNqF8lt9WFkQh9VT40SZEjFKo8SirGhEqZX43blG31I4PQFOUMPqe0Us\n", "gq5oW1pa8MYbbyA9PR2NjY3IycnBu+++i5qaGjz66KNSZySEGVqVAp+dmoC6bhv+8kkr6ntsmJFs\n", "RFOft2fEjCQ9jCMUwNQoDX60Oh+tZididMoxJ7nusbnwX8fq0XVnhq6adive/qQVAFDb2YicOB3m\n", "povXnzgvXocYnRI9NjeSDCrkMDwJdzgIKrTLli3D/Pnzhz1+/vx50QNNNiy3XbGaXercKqUc6VEa\n", "lM1IxM6qduTH6fDN5VmQQ4aiZAOitErUtPWjrsuG9CgNpiUZoFHKBbU1+7LLgIFFw+QywO4aOohI\n", "7HkYcuJ0+MXaQnRa3UgwqJAW4NwJrL5XxCKo0I5UZAceP3z4MFauXClqKEKC1Wx2YE91B5r6HHh8\n", "VhJmJI/8FVxqRo0Sz85NwWfyY6FRypEdo/X1FrjWYcXX91yD606j7H89UoDZaYG1d8ZoVfi3Fdn4\n", "ydF6uD085qSbcOJGN+p7HChJNSJfhPZZAGgxO+B080g0qpAerUV6tCiHnXRCnu/NYrGIkWPSYvlT\n", "PhKzb7/Uhl3V3vsJFU1m/LZsKjLu6WQ/XrlNGiWmJw3/L9bR7/QVWQBo6LELLrSDs89INuJXj04B\n", "z3u7gf3kkQKY7RxidMoxhyF7eB6fNlmwvbINefE6fHZagu+G24DLrf349oFa9Ds5fGFeCjbMSAp6\n", "vbRIfK+MJ3aWxCRkDJyHR/2gfqs2l2fYV+pIkGLSwKhWwOLkoJTLUBDChNyxgwpqvF4NoYeq77bj\n", "xQO1cHl4nLvVB61Cjk1zUny/5zw83qpo9s238ObHLViUFR3WycNZJkZXOxIClseAR1p2hVyGTbNT\n", "oFJ4v6J/dnr8iJOrhDt3bpwOP1tbiO+tzMUv1xViSqLw4iVWdpuLG3JVfbtv6OAGhVyGOP3dIq6S\n", "y6CSB18uwn3Ow42uaMmEUpJmxOtlU2F3e5Bm0ozLagjByI3TIVekdtRgpEVpsCIvBsfqeqBTyfHZ\n", "aQnD9tlUkgybi0OL2YkvzU9DRkzkTVbDChnP37v0XGB27twZEUuPHzlyxLccOiGAd0KU2g4bLE4O\n", "OXE6JI8wIms0N7ttqG7tR6xOhRnJekRppZt6MVx6bW60WBzQqxTIjBl5shjOw8PFeQIaBTbRVFRU\n", "DFugNlAhf9yPNUSRkHA5W9+LHx+tBwDMSNbjxQdyEW8Yu9g29znw73uv+/qo/tPiDKwtSpQ0azhE\n", "65SI1vkvAQq5DAr55C2yYhHU6NLW1jbq70Kt9JMdy21XkZyd53nfbFoAUNVqRafVWzjHyt1jd/uK\n", "bKpJDY1SjjfKG3G8rhvmMC/ZfW92zsOjsdeOxt6RZ/WKFJH8XhkPggrtm2++id7e3hF/d+9S5MHy\n", "eDzgOOkWuyOTi0wmG7IseIJehSitsCuzBL3KN2Xh2ukJ+PmHDdh6sQ0vf3ATl1oipzujh+dxpr4X\n", "X3nvMr7y3mWcru+FJ7SWQCIRQU0H6enpOHPmDMxmMxYsWICcnJwxn9PS0oIjR45AoVBg+fLlSE1N\n", "HXXf/fv3o66uDmVlZUhLS/M9vnv3bl/xzc/PR3FxsZC4TGG5f2GkZ19VEIdUkxpdVjdmpxp9o67G\n", "yp1oVOO7K3NR322Dk+MxeEraW73eu/NdVic+abKg0+rC/IyocbuxNTh7l9WFX55s8OX75ckGTE+a\n", "hgQBzSPjLdLfK1ITVGgff/xxqNVqeDwenD9/HsePH8cXvvAFv88pLy/H5s2bAYx9w2zNmjWorq4e\n", "9rhWq6WU2RfbAAAgAElEQVRlc0jQYvUq3J8bG9Rz06I0SIvSoKnPjvQoNRr7nNAq5Zh9Z8aqA1e6\n", "8D8fNwMA3rvUhl+umzLuS3or5TIYNUr0ObwXI0a1AspR5qol4SWo6aCvz7viZ1dXF27fvo2YmJgx\n", "n6PX3+0bqFYH9wnLcRy2b9+Obdu2oaKiIqhjRDqW264iMbvdxaGyxYKPbvehY5S1uz766CPBx0uL\n", "0uLHawrwnw8X4LX1UzAtyQAPz+NC893pCrttbvTa3TjX0Istn7SgutUi2Vf4wec8RqfCiw/kYGay\n", "ATOSDXjxwVxJF6YMRSS+V8aToCvad955BwkJCUhISMDatWsFFc7BvcZGm892LGvWrPH9vG/fvqCO\n", "QSaXEzd68OqJBgDAwgwTvrE821d8qlst2F3dgSR9MrLMDsGLGKZGaYZcrcplMnx2WgI+afK2185K\n", "NcLJefCdg3UAvJ37f7l+CgoDmNc2WAUJevzkkQLwPC9onTQSHoIKrcFgwFNPPRVQV67BN7bE6AIm\n", "pFgPniFo4BOUtqXdHhAJeUwxsdhde/ctXX7bjG6bGzE6FSqu3cJLp7tguzMk18nxmK/pwLx584J6\n", "PUNPPX6wPBkKrRE5sVrsv9zie93P5MfiRqcVV1u6MTcrAalRmlGPV3rfYtzotqO1owtG3o450wsC\n", "zqNWyCPi/PvbHngsUvIEkz8UggYsOJ3OgL/+79ixAxs2bADP89izZw/WrVsHAKisrIRcLkdRUdGQ\n", "/aurqxETEzPkZlh9fT2ys7MBAHv27MHatWtHfT0asEAA4I8fNeGdT73zsiYbVfj5uilINKhxtd2K\n", "f9h1xbffggwTfrQ6X7R+4Jdb+/GNvdeQHaNFYYIO+67cnX/2e6vyhn2ld3EemO1u1LRb8YMjN+Dh\n", "gSXZ0fjnpZkR+/V/shq3AQtqtRo3b95EW1sb5s6di4aGBuTl5fl9TmlpKbZs2QKe54dMo3jmzBnI\n", "ZLIhhfbw4cOoq6uDVqtFTk4Oli1bBsBbaMvLywEAJSUlAf/lWMDyPJ2RmP3RogRkxWjQa+cwP8OE\n", "xDt34JNNajxYEIsj17uhksvwWHGS3yLLeXhc67Civd+JjGjtmL0Kpibp8dq6KbC7PfjZnaYLAKhq\n", "s8Li5IYUz34nh701HahssaDf5fEtYXOqvheb56T4LbSReM6FYDW3WAQV2rNnz8Lj8aClpQULFy7E\n", "uXPnxiy0aWlp2LRp07DHn3vuuWGPjTaf7UDBJRPH7V47rnVYYVArMC3RMGztrFDFG9RYWRg/7PFo\n", "rRLPl2Zg3fRE2M3dKBljWsKatn58/f1r8PDeu/k/X1vodw0uuUyGggQ9OA+PBwti8VaFtylhQYYJ\n", "UffMt3Czy4Y/lDchM1qDWalGXGz2tvWaNIqgpyEkkU3Qu7ypqQkbN27Ezp07AXjbbIk4WP6UDzR7\n", "R78TLx2qQ32Pd+HBry5Kx4aZSVJEG5FvyGny0Pevw80Nu5F0rdPmu9K0ODk0mx2CFjtUyGVYV5SA\n", "qYl6OO+senvvh8nAxI23eh0oSTPhS/NT0efg8EB+7JgrF7D6fmE1t1gEFVqFgj5lSeh6bG5fkQWA\n", "4zd6sL4o0bfygFRcbg8aeu3geSAzRuMrql1WF96v6cDZhl6smRKPBwruLmiYE3t3khW1QuZrghAi\n", "WqvCgszRlyLIjdXic3NSsPViK653WPHYzGykRY88qctgPTYXatqtcLg9mJaoF9xrgoSfoEJrs9ng\n", "crkAAC6XCx5P5E2mzCqW264CzR6jUyI/TofaLhsA4IH8WMmLLOfhcfxGD/7reD14AP+wOAOptltY\n", "MG8uqlv78ac7X/GvddxGZozW16RQlGTAfz1SgFaLE9mxWuTHizfyy6hR4snZSVgzNR5alXxY08Jo\n", "f49d1R14+4I3b3GKEd99MAfRjNw4Y/l9LgZBhfahhx7C22+/jZaWFnAcN6R/KyFCJRjU+M7KXFzv\n", "tMKgUgQ04bWT8364qxWBTT7da3fjD+WNGOha8/tzjXhlqbcNd2D1gAE2191ttVIe8DpegdAqFdAa\n", "hX9TtLk4nKjr9m1farGgz8ExU2gnO0GFNi4uDl/84hcljjI5sfwpH0z2gaGtgajttOK/z94GxwHP\n", "35cBg1qO9y93wOLksGFGEvL8XG2qFTKkmNTovjMbV7JRjawMbxfComQDMqI1uN3rwKxUI/LuLNNS\n", "12nDketdiDeosCQ7WpSv6GaHG11WJ+SQIzN27GaCe+lUCizLi8HbF7xd14pTjIjSRFaTXrfVheud\n", "Nshl3oEU0YPapll+n4shqFu++/fvp6taMi76HG7857F63Oz2Tuayo7IVVqcHZ295h4VfaDTjtfVT\n", "Rp1n1qhR4uv3Z+OvF1vh5jx4uuRu96nMGC1++kgBzA7vgoZahRw1bf242GzG0dpudFhdaOpz4IX7\n", "MkLqb9vQbcPOqnbc7nNgSXY0LC43picFNuudQi7Do0WJmJpogMPtwdREfURdzdqcHN660Iz3L3un\n", "ptw0Oxmb56RAraTVsoAxCu3LL7+M6dOno7e3F1evXsXMmTNx8eJF5Obmjle+iGB1crC5OURplFAF\n", "+NV1LCy3XY1HdjfHo89xdw5YtUKOml6rb7u93wUH53/MTVasFt9cnu3bHpw7waBGgsFbKLZVtuGt\n", "ihaoFTJ8ZWE63vy4GZfb+uHkPCENbz18rRt7arwFqKqlH/+0NDPgQgt45zZwN1zC8gh8v/Q53Dhw\n", "Z5AGAOy70on1MxIQr/R+ALL8PheD36rxuc99Dhs3boRer8ePfvQjbN68GS+//DKioqL8PW1Caex1\n", "4Icf3MDz269gZ1X7sHY9Iq1YnRL/tCQTSrkMchlQmhWFz89NxcD15efmpiBujFUChGjrd/r6vjo5\n", "Hh9c70JRkgFPzEoOeQ6BZvPdnhYuDw/VGDcAm/sc2FHZhh2VbWjqc/jdN1Lo1QrMSrn74TEn3QjD\n", "JF7+5l5+36EDw19VKpWvi5dSqRwyM9dE9+GNbnx82ztT0x/KmzA9yYCZKeJMdg6w3XY1HtllMhlK\n", "M6Pxfx6bBp73TvDC8zyyYrRwe3hkxmgDXs9qpNwqhQw6ldw3F0KyUY3Nc5ORbgq8PfVeZTMTUX67\n", "DzaXB5/Jj8UUP5PN9Dvc+M3pW/joznvuTH0vvrsyF8Y7PRMi9f1i0ijxz0szcbHZAoXc24Y8+N8l\n", "UnOPF0GXAnb70KWILZbImWVeau57lgcJcS1LEgSFXIaMIf1MvaOwxJQWpcXLq/Px1sfNSDCo8cyc\n", "5HteM3gzko34bdlU2FweJBtVfhd6tLk8uNx2t2mkpt0Km8sDY5D34xxuDz5tNuOjW32YnWrC3HST\n", "ZKPP7p3ljNwlqMGxpKQE77zzDioqKrBly5YJO+/ASFbkxWJaoh4qhQyb56SIPpM+y/N0spp9tNwz\n", "U4x45eECfHN5lmhFdkBGtPbOKDH/N7CitEqUzbi7EGTZjESYBi3BE+g5v9ZhxYsH6rCrugM/OHID\n", "l9v6AwsuElbfK2IRdEVbVFSE3NxcNDY2oqysDDpd+NajH28ZMVr8aHU+7G4PorQKaGnOT1HZXByu\n", "d9rgdHuQE6dDvD68d9KlHkAxFrVSjg0zEzE71QgeQH68LqT3XLfNNWS7655tMj4ETZPoz+HDh0ed\n", "FGY80TSJbNpzuR2/OnUbALA8Nwb/tDQTJgEjpYgwDT02fGtvLdqtLpg0CvzXI4V++x2T4cZtmkR/\n", "JlN7LRGX1cnhb9Udvu3jN3rw7LxUKrQiyorR4WfrCmG2u6FTKZARI26TCBGGehOHmRhtV9c6rPjZ\n", "8Xq8eb4JzePYHSjU7BqlHLNT7/bgSI9Sw6CS/i15oeY6zt/uw6VmM2yMddcL9JzXd9vw29O38buz\n", "jbCE8e9KbbSEaa1mB76177pvJdROmwv/sjQLcpFWDpCSQi7Dk7OSUZCgh9nBYWGmadQRXmIx293Y\n", "1QCcbqgFAPzjEu8ctRORzcXhtZO3UNnqvQH2nYN1eH3D1IBmIhtJR78Th651oaatH+uKEjEnzRT2\n", "tu1IR4U2zELtX2hzeXxFFgDqOu1whTiSSSgx+kYmGtVYPWX4RN1S6ba5cbrh7gq2u6s78GB+HDMT\n", "bgdyzl0eHl22u6PqzA433GOMohPiTH0v/ue8d6n18lt9+PWjU8fsbjfZ+9FS0wHjEgwqPFqUAACQ\n", "y4DNc0IfyRRJXG4Pqlv7UX6rF63m0JtFDGo50qPuXtHNTjNCM0HH40dplPjqonSo5DLIAPzj4kwk\n", "GELv1XG79+6/A8cPnwWNDBfyFa1Yi9tNVqGOATdqlPj83FQ8kB8HjVKO7CBmhgrWeIxfP99oxvcP\n", "1YEHMDVBj++uyg3pq2+8QY1/nh+Lun4ljBoFc197Az3nCzKj8PvHpoHz8Eg1aUSZq+OBglgcuNoJ\n", "q8uDhZkmZESPPUhhss91EHKhDbXbAwmdSavEdJHX3ooUB692+uaSvdJhRUe/K+Q2RktTHTZOkv/0\n", "ctm9o+pCNzXRgN+UTYXFwSHZqEZsmPs+syDkjzejUbxx/5MRy5/y45F98CKKURqFKHOw0jkPXUa0\n", "FtOSDIKLbKTkDhdBl0HHjh0b9pher8fcuXOhVE7MKykSGZbnxSJOr0SbxYWSNCPS71ydDYyzoaYr\n", "wgK/V7QvvfQSmpqa0NzcjFmzZg35k5iYiK1bt45XzgmL5f6FUmdv7nPgQlMfVHI5HiyIRf6dFRDq\n", "u2348Qc38f1DdbjeaR3jKMPROR9/rOYWi9/L0e9973sAAJ1Oh7i4uCG/i4uLw8WLF6VLRia1bqsL\n", "rxy9iZp2byF9dm4KPjcnBf0uDj8/0YDLdx6/0WXHL9dPQRy1E5IIFlIbLU0ZGDqW266kzN7W7/QV\n", "WQD48EYPbC4PXByPtv67E6N0Wl1wcYGtyjye59zh5nC904q6LmvAOUfC6vuF1dxiEVRo77vvvhEf\n", "X7RokahhCAGANosTZ+p7MXXQKrmfyY+FTiVHtFaJ5xelY6BH1t/flxGxV7Mutwf7r3Ti73dcwd/v\n", "uIKTN3vgoYuTSUlQoU1OTh7x8ZSUFFHDTEYst11Jlb3N4sRfPmnF3HQTvjAvFf+yNBOPTIuHTCaD\n", "XCbDkpwY/G7jNPxu41SsLIwLuG/oeJ3zTpsLvz/XBADw8MD/OdeEXrt7jGf5x+r7hdXcYgnoHep2\n", "u4ettkCI2KK1SuhVcmz5pBVvftwMngeiB02YrZTLkBOrQ16cPqJHdakVciQMutpOMamhFnlxT8IG\n", "v/PRVlZWorKyEi6XC8XFxaiqqoLBYEBaWhoWLlw4njnHRPPRTizXOqw4f7sPaVEalKQaI2pp7UDU\n", "ddrwl09aoFHI8VRJMrJomkLmSD4f7eXLl/H000/D4/HgJz/5Cb797W8DALZv3x5xhZZMLIUJehSK\n", "vC5YOOTF6/Dig7nhjkHCzO/3mIHBCHK5HAkJCXefJKevP2Jhue2K1eys5gbYzc5qbrH4vaI1mUw4\n", "duwYLBYLoqOjcfToUSQlJfmWHifD2VwcajttcHl45MZqEcPoV15CiHjGXDOsubkZGo0GcXFxqKur\n", "g8ViwaxZs8Yrn2CR0Ebr4Xm8f7kDvz7tXQPr4alx+P9KM2BgZK5TQshw47JmWGpqqu/nvLy8kF5s\n", "out3cNhe2e7b3nelC0/OSqZCS8Zdl9WJikYzWi0ulGZFoSCe/fZulglubHW5XGhra4PH44HZbB77\n", "CZOQVilHUbLBt50ZrYFO5b/Istx2xWp2VnMDwrMfud6Nnx5vwJsfN+Pf9l5HY294u2WyfM7FIGjq\n", "rbq6OlRUVMBut+OZZ57B7t278cwzz0idjTkqpRyfn5uCaYl69Ds5LM6JidhRS2Riu9Ryd3Vqs4OD\n", "2UGrIISToCva8+fP4/HHH4fRaIRcLqc5aP1INmmwrigRT5ekCOozyfIYcFazs5obEJ794akJGJhA\n", "sjjZEPJk6aFi+ZyLQdAVrVYrfSdrj8cDnuepRwMRRbvFiRvdNhhUChQk6CbUOmpCzM8w4bX1U9Dv\n", "5JAVo0W8CGuFkeAJuqK12WxDtt3uscdrt7S04O2338Y777yD5uZmv/vu378fv/vd79Da2hr0MVjF\n", "cttVpGbvtrrw6ol6vHigDl/bcw0nb/YO+X2k5hZCaHaVQo5pSQbMy4hCojG8V7MA2+dcDIIKbUlJ\n", "Cf785z+jqakJ27Ztw4IFC8Z8Tnl5OTZv3oynn34a586d87vvmjVrsGLFipCOQciATqsLF5rutlHu\n", "udwBzkOzZpHwEdR0MHXqVGRmZqK1tRUZGRlQqcb+GqLX3+1OolYH94kqxjEiHcttV2Nl987FaoPN\n", "5UFOrBYJ49ROaNIqkaBXocPqnbd2XvrQlW4n8jmPVKzmFovgBb/0ej1yc4WP2R48DkJIYZbqGCR8\n", "PrzRg58ebwAA3Jcdjf99fxaix2G13mSjGj9+OB8VjWbE6pSYnWoa+0njoN3iRHu/E1Fapegr05LI\n", "Juhdv3fvXhQXF4PjOJw+fRoLFy5EQUGB3+dw3N3uJMEuoBfoMQavHT/QJhTp2wOPRUqe0bZPnToF\n", "nU7nG3138uRJXLp0CV/96ldH3P/TymrsvH73BtSZ+l5cy2nB/MKMccl7u+pjpCoUuG/mfcN+f++5\n", "H488n1ytx+8rrajtssOkUeDFJUnob7o+Yd8v927/93//N4qLiyMmT6DboRpzCC4A7Ny5E+vXr8ff\n", "/vY3lJWVYevWrXjyySf9PmfHjh3YsGEDeJ7Hnj17sG7dOgDeqRflcjmKioqG7F9dXY2YmBikpaWN\n", "eYyRRMIQ3GAM/nCIVDzPo6q1H4eudSEvToeluTGI16vGzP5GeSO2XmwDACQZVPjFuikRc2NmvM95\n", "eUMvXjxY59v+u9J0PFacFPBxWHi/jITV3MA4DcEFvLN1yeVyXzcvjUYz5nNKS0uxZcsW8DyPlStX\n", "+h4/c+YMZDLZkEJ7+PBh1NXVQavVIicnB8uWLfN7jImEhTffzW47/n3fdTg572cyDx5lM5LGzF42\n", "IxGFCToo5XKYHW50WF2I06uGtJeGQzjOuUmjhAzAwFVNsjG4pjAW3i8jYTW3WAQVWqfTCYvF4iu0\n", "QhZlTEtLw6ZNm4Y9/txzzw17bLQiOtoxyPiyODlfkQW8K88KkWBQI9mowdd2XwXHA3IZ8It1UzA9\n", "yTD2kyeYgngdvr8qD0dru1CcYkRxCg36mUwEde9KS0vDzp07sWjRIlRWVqKurm7sJxFBWOhfmGZS\n", "Y06atzCoFDI8WOBdel5I9mazAwM12sMDLWaHZDmFCsc5VynluC87Gt9+IBfrihKDXjGChffLSFjN\n", "LRZBV7SLFy/G4sWLAQDTpk0b80YYmVjiDWr86/JsNJudMKgVyIkVfsc8PUoDlUIGF8dDpZAhPWrs\n", "ZidCJhpBN8NYwOrNsImO53lc67CixexEqkmN/AQ95EH2QiEkHMS4GRbUmjT79+8P6UXJ5CGTyTAl\n", "0YBlebEoTDRQkSWTkqBCe/DgQWzduhWvvPIKtmzZggsXLkida9Jgue2K1eys5gbYzc5qbrEIKrQW\n", "iwVPPvkkZsyYgU2bNqGwsFDqXIQQMmEIKrQDo7I8Hg+Au6vjktCx3L+Q1eys5gbYzc5qbrEIKrQD\n", "0yIqFAr09fXB5XJJGooQQiYSQYX2scceAwA89NBDOHLkyLDhsyR4LLddsZqd1dwAu9lZzS0WwUNw\n", "Ae/Q2w0bNkgaiBBCJpqg+tGeOHHCNx9BpKB+tIQQKYzbpDInT55Ec3Ozbz2vy5cvR1yhJYSQSCWo\n", "jbazsxNPPPEENm7ciI0bN+LLX/6y1LkmDZbbrljNzmpugN3srOYWS1AjwxISEsTOQQghE5bfNtrq\n", "6moAwLlz55CZmemblPv06dP4yle+Mj4JBaI2WkKIFCSf62Dgcr+0tHTIygeEEEKE81ton3nmGRQV\n", "Ffn6zdbW1kKhUODzn//8uISbDFhuu2I1O6u5AXazs5pbLH4LrdHonez50KFDsFgsWL16Nfr6+nD6\n", "9OlxCUcIIROBoJthPT09WLhwIdRqNRYsWIDOzk6pc00aLI8BZzU7q7kBdrOzmlssggqtSjXysht9\n", "fX2ihiGEkIlIUKG1Wq3o6OgAAHR0dPgWZzx69Kh0ySYJltuuWM3Oam6A3eys5haLoJFhLS0teOON\n", "N5Ceno7Gxkbk5OTg3XffRU1NDR599FGpMxJCCNMEzXVw/vx5zJ8/X/Dj4UD9aAkhUhi3NcNGK6aR\n", "UmQJISSSBTUEl4iH5bYrVrOzmhtgNzurucVChZYQQiQW1Hy0kYjaaAkhUhi3NlpCCCHBo0IbZiy3\n", "XQ1k77G50Gl1hjmNcFKc8zaLE3+qaMYPD9/ApRaL6McfwOr7hdXcYqF1w0nQ5HI5rrT14+WjN2F3\n", "e/CNZVlYkBHlW55+MjlwtRN/qmgBAJTf6sVvyqYiO1YX5lQkUtAVbZixPAZ89vyF+PnJBrSYneix\n", "ufHDwzfQZon8K1spzvmNLpvvZwfHw+byiP4aALvvF1Zzi4UKLQkaD2DwrVT+zh+pVbVY8IPDdfjj\n", "R01o6XOMwyuOrWxGItQK75X8Z/JikGrShDkRiSRUaMOM5bari+fL8bX7s5BoUMGkUeDFB3ORbFRL\n", "+pq3euz41v5anLzZi3c+bcXO6vaAjyHFOS9OMeL1sqn41fop+Op9GYjWSdMqx+r7hdXcYqE2WhI0\n", "j8eD6UkG/ObRqeB4HvF6leTts3a3B3b33a/l9V02eHge8jC3C8tkMmRRmywZBV3RhhnLbVcD2WP1\n", "KiQY1ONyEyzFqMbDU+MAACqFDE/OTgm4yE6Ec84aVnOLha5oCVNMWiW+vCAND09NgE4lR1aMNtyR\n", "CBkTXdGGGcttV+HKHqVVYVqSAdmxuqCuoumcjz9Wc4uFCi0hhEiM5joghBA/xJjrQLI22paWFhw5\n", "cgQKhQLLly9HampqwPvu3r0bHMcBAPLz81FcXCxVXEIIkYxkTQfl5eXYvHkznn76aZw7dy6ofbVa\n", "LcrKylBWVjZhiyzLbVesZmc1N8BudlZzi0WyK1q9Xu/7Wa3234l9tH05jsP27dvB8zxyc3OpaYAQ\n", "wiTJCu3gpt/Rlisfa981a9b4ft63b5+I6SIHy/0LWc3Oam6A3eys5haLZE0HA22rAMbsgiNk37GK\n", "NTD068nJkydpm7Zpm7ZF2Q6VZL0OduzYgQ0bNoDneezZswfr1q0DAFRWVkIul6OoqGjMfevr65Gd\n", "nQ0A2LNnD9auXTvq67Ha6+DkyZPMftqzmp3V3AC72VnNDUR4r4PS0lJs2bIFPM9j5cqVvsfPnDkD\n", "mUw2pNCOtm99fT3Ky8sBACUlJVJFJYQQSVE/WkII8YPWDCOEEAZQoQ0zMRvcxxur2VnNDbCbndXc\n", "YqFCSwghEqM2WkII8YPaaAkhhAFUaMNstLYrl9uDqhYLTt7oRn23bcR9wo3VdjdWcwPsZmc1t1ho\n", "hYUIdanVgm/tqwUPIE6nxM/WFiI9mlYTIIRFdEUbZiONlnG6Pfjoltm3dHeXzY1Wi3N8gwnA6kgf\n", "VnMD7GZnNbdYqNBGoPLbvYg33J3bwaBWIF4/9lwPhJDIRIU2zO5tu+I8PHZVdeDUzR48X5qOZ+em\n", "4Aer8pAdgUtZs9ruxmpugN3srOYWC7XRRhiFXIaSNCPe/LgFVa39iNMpsaowLtyxCCEhoH60IWru\n", "c6Cq1QKFXIaZyUYkGv1Pci5Ep9WFisY+dPS7UJoVjby4yLuaJWSyiOjZuyaDPrsbvzzZgAtNFgDA\n", "6ilx+IfFGdAoFSEdN16vwqrCeDEiSqKj34mrHVYoZDJMSdQjVkftx4T4Q220IbA6OXzabPFtf3S7\n", "D/1OT0DHYK3tyuJw4w/nGvH9QzfwnYN12HapDS53YH/ncGPtnA/GanZWc4uFCm0ITFolPpMf69t+\n", "qDAeJnVoV7ORzuLgcPxGj2/78PUumJ2cn2cQQqjpIAQGtQLPLUjHirxYKOQyFCbooVIG9tnFWv9C\n", "g0aBOekmfHzbDABYlBUNg5qtz2vWzvlgrGZnNbdYqNCGKM6gQqkhWtC+TX12HLneDYuDw5qp8chl\n", "8CaXSaPEvyzJRFVrP5RyGYqSDSG3SRMy0bF1KcIwJ+fB/y1vwp8qWrCjqh3fOVCLzn4nk21XySYN\n", "HiiIg7ypCgmG0HtZjDcWz/kAVrOzmlssVGjHicPlQV2X3bfd1u+CnbGbSISQ4FChHSdGjQLPlCT7\n", "th8vTkKcTsV02xWr2VnNDbCbndXcYqE22nEik8mwPC8W2bE6uDweZMVooZvgPRQIIV50RTuO1Eo5\n", "piTqMSPZCJPG+xnHctsVq9lZzQ2wm53V3GKhQksIIRKjuQ4IIcQPWjOMEEIYQIU2zFhuu2I1O6u5\n", "AXazs5pbLFRoCSFEYtRGSwghflAbLSGEMIAKbZix3HbFanZWcwPsZmc1t1io0BJCiMSojZYQQvyg\n", "NlpCCGEAFdowY7ntitXsrOYG2M3Oam6xUKElhBCJURstIYT4QW20hBDCACq0YcZy2xWr2VnNDbCb\n", "ndXcYpFshYWWlhYcOXIECoUCy5cvR2pqasD7BnIMQgiJVJJd0ZaXl2Pz5s14+umnce7cuaD2DeQY\n", "rGJ5LSVWs7OaG2A3O6u5xSJZodXr9b6f1Wr/S1KPtm8gxyCEkEglWaEd3JlBpVIFtW8gx2AVy21X\n", "rGZnNTfAbnZWc4tFsjZajuN8P8tksqD2DeQYMTExqKioCDRm2On1eiZzA+xmZzU3wG52VnMD3toS\n", "KskKrc1mA+C9Kh34GQAqKyshl8tRVFQ05r6jPT6SefPmiZadEELEJFmhLS0txZYtW8DzPFauXOl7\n", "/MyZM5DJZEMK7Wj7jvY4IYSwZMKMDCOEkEhFAxYIIURiVGgJIURiVGhJSDwez5DeIaxgNTdhk2Q3\n", "w8TA6jBeMXLv3r3bVwjy8/NRXFwsee5As+/fvx91dXUoKytDWlpaUMeIpNwsnPOqqipcuXIFHo8H\n", "i4OVlecAAAd+SURBVBYtQkZGRsDHiKTcLJzz06dPo7W1FQCQlZXl6+EU0DnnI9iuXbt8P+/YsSOo\n", "fQM5hljEyH3w4EHxgwkQ6PmqqqriGxsbQzqGGMTIzcI5P378uO/n999/P6hjiEWM3Cyc88EOHDgQ\n", "1DEi+oqW1WG8YuTmOA7bt28Hz/PIzc0dt7l2xThfkX7OR8PCOV+2bFnIxxCLGLlZOOcAcPPmTWzb\n", "tg0bNmwI6hgRXWh5RofxipF7zZo1vp/37dsnYjr/xDhfkX7OR8PSOT906BAWLlwY0jFCJUZuVs55\n", "Tk4OXnjhBezatQt5eXkBHyOib4aN9zBesYiRe7DxnOdBjPMV6edciEg+58ePH0dhYSESEhKCPoYY\n", "xMg9WCSfcwDQarUwmUxBHSOiC62/YbzV1dWC9g1kGK9YxMhdX1/v+9lut0sZV1CekbIHegwpiZGb\n", "hXP+4YcfIjk5GTk5OYKOISUxcrNwzru6unw/D76KDeScR3TTAavDeMXIXV9fj/LycgBASUnJuOQO\n", "NPvhw4dRV1cHrVaLnJwcXztcpJ/z0XJH+jlva2vDqVOnMG3aNNTU1MBsNuPZZ5/1e4xIzx3p5xwA\n", "Tp06BYfDAQCYP3/+mMcYCQ3BJYQQiUV00wEhhEwEVGgJIURiVGgJIURiVGgJIURiVGgJIURiVGgJ\n", "IURiVGgJIURiVGgnsZdeekm0Y7W1teGdd97Brl27sHXrVrjd7mH7HDt2DMeOHQv6NQ4cOIBt27aF\n", "kHJi2rNnz5j7WCwWvPHGG4JHyRFxRfTIMCKt5557TrRjHT16FE899RRkMhk6Ojpw/PhxPPjgg0P2\n", "GTyqJhirV6/G9u3bQzrGRCRkyK3RaMTSpUvh8XjGIRG5FxXaSailpQVnz55FbW0tvv71r/set1qt\n", "2L59O4xGIxQKBa5cuYJvfOMbvt8fPHgQFosFCoUCLpcL69atg0ajAQAoFArYbDbo9Xp0d3cPmULu\n", "+PHj6O7uBgDcuHEDX/va1wTldLvd2LFjB+RyOXieHzax8okTJ9DW1ga1Wg273Y41a9YgKioKFy9e\n", "xI4dO/Dggw9i6dKlvu0HHngA999//6ivZ7FY8Je//AV6vR5yuRxarRZWqxVr1qzxTYQy2msCwPnz\n", "57Fv3z48++yzOH36NNRqNWbPno3CwkJwHIe9e/f6xsr39/cjKysLS5YsGfM8nD59Gk1NTVCr1fB4\n", "PFCr1XjkkUfgdruxb98+1NTUYOfOnQCAwsJCzJgxAwDQ2dmJffv2Qa/Xw+l0wmQyITc3V9C5JyIT\n", "POMtmXC2bt06ZLuurm7IxMY3b970/Xzq1Cn+ypUrvm2z2cxv27bNt93Z2cl/97vf5d966y3+lVde\n", "4T0ez4ivOfg5Y9m9ezff3t7u2z537hz/7rvv8jzvnbj7ww8/9P3O6XT6fsfz3ommb9265fvde++9\n", "J+g1q6qq+DfeeMO3zXEc/9Zbbwl6TZ73ntP9+/cPO+6+ffv4zs5O33ZHRwd/+fJlQZn+9Kc/8Waz\n", "2ZenoaFh2GuO5M033+Q5jvNt//GPf+SrqqoEvSYRF13REp/c3FxwHIcDBw74poDLzs4GADQ2NmLx\n", "4sW+fY1G45Dn7t+/H9/+9reh0WjQ2NiIQ4cO4aGHHgopj8ViGTKlXklJCRoaGgAAdXV1sNvtvis5\n", "wHuVOGDJkiXYtm0bnnzySZw6dcrvley95syZ4/tZLpdDp9MJes0Bq1evHvHvEhcX59uOj49HfHy8\n", "oDyPP/44zp49C7vdDrvdLnjyFbVaDbn87m2YwX8vMr6o0BKfTz/9FLNnz0ZBQQEA71fW+vp6ZGdn\n", "IyMjA1evXsWUKVMAeAvHvQaaEeLj42G1WkPOYzAY0NHR4Su2FRUVvq/eM2fOREtLCxYtWuTbf/AN\n", "OIVCAaPRiN7eXrS1tWHFihWCX/fTTz/1zfTPcRycTqeg1/RHq9Wiq6vLV2w9Hg/q6up853o0brcb\n", "169fH5L/L3/5y7DpBkficDjAcRwUCgUA7/kbnJ2MH5q9axI6duwYenp6cOnSJRQXF0Mul2PNmjXY\n", "s2fPkCsgAFi/fr3vsYE2WrlcDpfLhfXr1/uK682bN1FeXg6NRgO73Y5169YNaacdsH37dmzcuFFQ\n", "Trfbjffeew8qlQpyuRxGoxEfffQRNm/ejOzsbFRUVKChoQFyudx3BT54qZH+/n786le/wqOPPjpk\n", "2jt/qqurUVNTA7vdDr1eD7vdjoceeshXIP295t69e/Hxxx/7FhicPXu2r03U7XZj165dUCgUvhV4\n", "77//fqSkpPjNY7fb8frrryMvLw8ymQwOhwNz584dUqBPnDiBrq4uyOVyuN1uLF68GCkpKejo6MDe\n", "vXthMpngdDqhUCjQ1dWFZ555Ztg3EiItKrRkXP31r3/FU089Fe4Yo6qqqho2HykhoaKmAyK5gSto\n", "t9uNwsLCcMcZldlsxqlTpwB4m0YGr21FSCjoipaEzfnz53H79u0Rfzd//nxkZGRMiNf05+bNm/jk\n", "k09G/F1OTs64rjpApEOFlhBCJEZDcAkhRGJUaAkhRGJUaAkhRGJUaAkhRGL/D9N27/Manuk0AAAA\n", "AElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.683507\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VPW9P/7XnNmX7PtC9kAIIKsEFAkqSkCUoFgXut37\n", "rb239t6ut63drb212ta2t/3+Wntr26+lFZUtCrKjIElYRXYD2UkC2dfJ7GfO74+BIYFkcmbmnJlP\n", "kvfz8fDxyJnMnHl5Et458z6f8/koBEEQQAghRDZcuAMQQshER4WWEEJkRoWWEEJkRoWWEEJkRoWW\n", "EEJkRoWWEEJkppJrx62trThw4ACUSiWKi4uRkpIy6nMvXLiAS5cuwe12Y9GiRUhPTwcAbN++HTzP\n", "AwByc3Mxa9YsueISQohsZCu0x48fx/r16wEAZWVlKC0tHfW5XV1dePTRRwEAO3fu9BZanU6HBx54\n", "QK6IhBASErIVWoPB4P1ao9H4fO7SpUtHfJzneWzduhWCICA7Oxvz5s2TNCMhhISCbIV26A1narVa\n", "1Gv27duHhQsXerdLSkq8X+/atUu6cIQQEkKyFdobvVUAUCgUYz7/0KFDyM/PR3x8/IjfH6tY7927\n", "F0ql0r+QhBAyhujoaMyfPz+ofchWaK1WKwDPme2NrwHg/Pnz4DgOhYWF3scOHz6MpKQkZGVlDdtH\n", "Y2MjMjMzAQA2m83n+ymVSmotEEIkd+rUqaD3IdvwrqKiImzcuBEbN25EUVGR9/EjR46gsrLSu93e\n", "3o6KigpUVVWhrKwMGzZs8H6vsbERmzZtwqZNmzBt2jS5ooZEeXl5uCP4xHI+lrMBlC9YrOeTgmxn\n", "tKmpqXjqqadue/yZZ54Ztp2YmIjnnntuxH2MdpGMEELGE8VEmSbxwIED1DoghEju1KlTuP/++4Pa\n", "B90ZRgghMqNCGyKs96FYzsdyNoDyBYv1fFKgQksIITKjHi0hhPhAPVpCCBkHqNCGCOt9KJbzsZwN\n", "oHzBYj2fFKjQEkKIzKhHSwghPlCPlhBCxgEqtCHCeh+K5XwsZwMoX7BYzycFKrSEECIz6tESQogP\n", "1KMlhJBxgAptiLDeh2I5H8vZAMoXLNbzSYEKLSGEyIx6tIQQ4gP1aAkhZBygQhsirPehWM7HcjaA\n", "8gWL9XxSoEJLCCEyox4tIYT4QD1aQggZB6jQhgjrfSiW87GcDaB8wWI9nxSo0BJCiMyoR0sIIT5Q\n", "j5YQQsYBKrQhwnofiuV8LGcDKF+wWM8nBSq0hBAiM+rREkKID9SjJYSQcYAKbYiw3odiOR/L2QDK\n", "FyzW80mBCi0hhMiMerSEEOID9WgJIWQcoEIbIqz3oVjOx3I2gPIFi/V8UqBCSwghMqMeLSGE+EA9\n", "WkIIGQeo0IYI630olvOxnA2gfMFiPZ8UqNASQojMqEdLCCE+UI+WEELGASq0IcJ6H4rlfCxnAyhf\n", "sFjPJwUqtIQQIjPq0RJCiA/UoyWEkHGACm2IsN6HYjkfy9kAyhcs1vNJgQotIYTITLYebWtrKw4c\n", "OAClUoni4mKkpKSM+twLFy7g0qVLcLvdWLRoEdLT0/3eB/VoCSFyYLpHe/z4caxfvx5PPvkkjh07\n", "5vO5XV1dePTRR7Fu3TqcPXs2oH0QQgirZCu0BoPB+7VGo/H53KVLlwa9D9ax3odiOR/L2QDKFyzW\n", "80lBtkI7tCOhVqtFvWbfvn1YuHBhUPsggdFqtXDy7nDHIGRCkq3Q8jzv/VqhUIz5/EOHDiE/Px/x\n", "8fEB72PoX8by8nKmtlnON2B3oZZLwTd3VGPLuTb025xM5VuyZAlTeSjf5MonBdkuhm3btg1r166F\n", "IAjYsWMHHn74YQDA+fPnwXEcCgsLvc89fPgwEhISUFBQIGofI6GLYYE70dSP7++p9W7/dEUOiqZE\n", "hTERIexg+mJYUVERNm7ciI0bN6KoqMj7+JEjR1BZWendbm9vR0VFBaqqqlBWVoYNGzaMuY/xSMq/\n", "jlKzOvlh2xYHP8ozw4PlYwdQvmCxnk8KKrl2nJqaiqeeeuq2x5955plh24mJiXjuuef82geRVl68\n", "HrmxWtR225Edq8PUeMPYLyKEiEZzHRAAQJfFgT6rC5E6FeKN43uEByFSkqJ1INsZLRlf4gwaxBmo\n", "wBIiB7oFN0RY70OxnI/lbADlCxbr+aRAhZYQQmRGPVpCCPGB6eFdhBBCPKjQhgjrfSiW87GcDaB8\n", "wWI9nxSo0BJCiMyoR0sIIT5Qj5YQQsYBKrQhwnofiuV8LGcDKF+wWM8nBSq0hBAiM+rREkKID9Sj\n", "JYSQcYAKbYiw3odiOR/L2QDKFyzW80mBCi0hhMiMerSEiNBmduCTtkEoOWB6opHm7J1EwjYfrdls\n", "hslkCuqNCRkvzHYX/r+KJhxt6gcArJwWh2cXp0GrUvp8nVsQYHbw0Kk4aJT04XEy8/nTv3jx4oj/\n", "vfHGG6HKN2Gw3odiOV+4sw06eBxv7vduH73Sh0HHzaXZR8pnc/LYc6kLX3nnMl758Aqu9dtDknUk\n", "4T5+Y2E9nxR8FtrKykpwHIf6+nocO3YMDocDR48eRWxsbKjyESJav82F/dVd+H1lEz5uGQDvlqYr\n", "ZtKqUJwT7d2+NzcGRo3vs9m6bht+U96Eq/12fFDbg4qGXkmykPHJZ4/2RovgzTffxJNPPul9/K23\n", "3sITTzwRkoBiUY+WHK7vwU8PNAAAOAXwu0emYmqCUZJ9dw46cKnDAhWnwNQEA2L0ap/PP3ttAP/1\n", "Xo13++k5Sfj8glRJspDQkr1He6MPq9EMb/zfuk0IC1r6bn48dwtAn126ZdPjjRq/LoBlxeixpjAe\n", "71zsRFqkBvfmxkiWhYw/ojr0FosFbrenJ8XzPAYGBmQNNRGx3odiOZ/YbPPSIqBXe36ls6K1SI/U\n", "yhnLa6R8kToVPr8gFX97fDpeWT0VmTH6kGQZCcs/W4D9fFIQNepg5cqV+Mc//gGNRgO73Y6HHnpI\n", "7lyE+G1qghG/e2Qqeq0upEVqEW8K7ycvo0Y5Zi+XTA40jpZMKIIg4GL7ID6s60V2jA5FGVGIMfju\n", "pxLiS9jG0ba2tiI5OTmoNyZEDg09NnxnZw0cvOf84WtLgFUF8bK+p9XJo2vQCa2aQ4LIPq7VyaPd\n", "7IBaySE1RC0OEj6ierQXLlwYtl1ZWSlLmImM9T4Uy/n8yTZgd3mLLADUdlnkiORltruw4UQz/nXz\n", "J/iPskuo6Rz7/awOHlvPt+OZLVV4dlsVLrSZZc3I8s8WYD+fFEQV2urq6mHbKlVAJ8KEyC4lQovp\n", "iQYAgFqpQHGOvGO+m/vs2HyxGwDQY3Vh6/n2MV9zbcCO1z9qBQBYnG68/tE1ycb8EjYFVDFvjEAg\n", "4i1ZsiTcEXxiOZ8/2RJMGvzgvmxc7bcjQqtCdqxOxmSeYs4pPMPJACBKP/Y/KbWSg1qpgPP6mXe8\n", "QQNOIV/Gocdv0MGjw+yAVsUhhZGWBcu/e1Lx+VuxY8cOWK1WVFVVwel0eh9PSkqSPRghgUowaZAQ\n", "ohEHGdE6fP++LPz9o1ZMidZitYh+cHqUFj99MAd/PXENyREaPD03CQqFjJX2ukEHj7fOtOHNM20w\n", "qDm8WJKLwiSasyQUfBba1atXAwC2b9+Ohx9+OCSBJqry8nKm/3KznI/lbGolB21HNX7zyDxolRzU\n", "IiaPUSgUmJcWiRlJRqg4Dsohp7NuQYAgYNhjwbpx/K712/HmmTYAnpbFGx+34YUVRnAhKPJi8k1k\n", "osfREkJG5nA4YNL434W7dfavK702/P2ja+i3ufAvd6ZieqI0tw/foLmlZZFg0oS9yE4WNI6WkBCz\n", "Onk09doAhQIZ0VroVEo4eDee31eHk82euy4jtEr8sbQAiRHStUAEQcCplgG8/tE1pEfpsH5uMtKi\n", "2OjTsixk42h37tyJWbNmged5VFZWYuHChcjLywvqjQmZjJwuN3ZVdeHVYy0AgK/dPQUrpsXBxQvo\n", "HLx5HWTAzsMp8UVnhUKB+emRuCPFBCWnoLPZEBI1vMvhcCAtLQ2nT5/G008/jVOnTsmda8Jhfawg\n", "y/nCmW3Q4YKT913w/MnXY3Phryeverf/9tE19NqcMGiUeGZhGtTXe7P/XpSKOKM0d7Tdmk+t5Jgq\n", "siz/7klF1Bktx3HgOA46nWeojFZLHzfIxOZ0uVHe2Ic3Pm5FTpwen5ufEtQdXFd6rdh7uRvZMXqk\n", "RWpR32MDAEyJ0kKr8pzvzE+PwKuPFsDlFpAaqRlzBQcyfogqtA6HA2az2VtoJ0hbN6RYv6oqZb52\n", "swMVDb3oGHTivrwY5MUZgtpfOI5dQ68NL33QAAFAY68NaZFafHZ+yojPHStfn9WFn7/fgNpuG5QK\n", "4BtLM3ChbRBqToGHCxO8F9I4hQJToqUf9zuZfvdYJarQpqamoqysDOvWrcP58+dRV1cndy4yjpVd\n", "6MDmc547pPZVd+N3j0xlZnC8WA6XG0NPJ/psroD3ZXPxuHJ9rlxeAF47dhX/+1gBosaYPJxMHKJ6\n", "tHfddRc+/elPQ6fToaCgAM8++6zcuSYc1vtQUuVz8W580j7o3e6zuWBxBjcBdziOXUaMDmtnJAAA\n", "4gwqPOTjRoSx8kXr1Vg/5+YkTE/PTYJRG7rb2CfL7x7L/P5pq1SqYXMdnD59GnPmzJE0FBm/lJwC\n", "awoTcLFtEAKApdnR43Jp7gitCp+dn4LV0+Oh82NWrpFoVRzWzEjAnFQTOIUCmTE6qOS855YwJ+hx\n", "tGVlZSgtLZUqT8BoHC0bqtoH8fuKK7gnJxYcBBRlRIV1dYEbmnptOFjXA6VCgeKcaCRHaNHcZ7t+\n", "4UkLvXpiXXiq7bJg7+VuxBvVWJodjaSI8dW6YUnY5qMlZDSnrw6gusuG6i7PEKbsWH3QhbZ1wI6W\n", "PjuidCpkx+r9vj213+7Crw414pMOzxSGZ68N4Kk5yXhuVw14AfjCwlQ8UhgP3QS5yt82YMd3d9Wi\n", "93pfud3swLOL00MynwIZmageLQke630oqfJlDLlqruIUiNYF97e8bcCOH++pxXd31+Ir717G+Vb/\n", "5261Od2o7bZ6t2u6rDjbasaNaWtfO34VXUNuFvDXrceuz+bEjk868ML+OpTX98LuCu1sdxan21tk\n", "AeBShwVOhqdhZP3fhhSo0BJJzUox4Qf3ZeHJ2Yl4aWUecoIc2tU64EB9r+eKvcstoKKxz+99ROlU\n", "eHL2zRnnPnVHErotjmHf14iYDEasC62D+F1FM8ob+vDCgXpRk4FLKd6gxvI8zzy8nAJ4eGqkpP9/\n", "xH/UOggR1scKSpUvQqvC0pwYLM2RZnntSJ0KOhUH2/Wzwqnx/rchtCoOpTMSMD89EjYnjxiDGmou\n", "CjaXALOdx6fnpQQ1reKtx67TMvzseMAh3bLnYkToVPhiUSpKpsVBr+KQJfOcvMFi/d+GFKjQEqZl\n", "x+rx8qo8nGjqR0aMDnNTA5s/1S0I2HOpCzsvdcGg5vDzlXn4zrIsuAVB8ttRZyabEK1TodfmQm6s\n", "HlkxoS900Xo1ommcLjOC/jxBQ7vEYb0PxXK+rssf47PzU7AsJwZRusCKx9V+B3Ze6gLg6WHeWHIm\n", "2CLba3Xi9KW6YXdL5sTq8dtH8vE/D0/FCw/mIDnMV/xZ/tkC7OeTgqgz2oqKCsTFxaGgoAA1NTUw\n", "mUzeVXCzsrIkCeJ2uyEIApTKiXHll7BFp+Kg5hTei0KpEhS/Sx2DePH9BlhdbnxT34+FUyK9V/ZT\n", "I3VIjRS/L6fLcwFLp+IQEeQFRMIeUeNoN27ciAcffBBxcXFwu93YsmULHn/8cZ+vaW1txYEDB6BU\n", "KlFcXIyUlJHvEweA3bt3o66uDqWlpUhNTfU+vn37dvC8p7+Vm5uLWbNmjboPGkdLfHELAk63DODN\n", "s23IjtFh7czEoM40LQ4e//VeNWq6PKMZ1EoF/vLYdCQHcKux1cHjvapObPi4FZnROnyrOFOWOQ9I\n", "YEI2jtZoNCIuLg6AZyYvMWedx48fx/r16wGMfVNDSUkJLl68eNvjOp0ODzzwgJiIhPjEKRSYlx6J\n", "2akRki0TI9yyEegAqoYeK/73uGfccVWHBbsudeKLRenBxiMMCahHy3Fjv8xguDmsR6MJ7Iouz/PY\n", "unUrtmzZMu7nwGW9D8VyPimzSVVkDRolvnr3FCSa1IjQKvGD+7OQFOBqCLfeSCD1xTmWf7YA+/mk\n", "IOqMVqFQoLu7G7Gxseju7vZ+nPdlaEdCrQ7sAkZJSYn36127dgW0D0LkUpBoxO/XTMOVpmbckREV\n", "8J1XmTE6/FtRGv7xcSuyonVYMTVO4qQk3ESd0a5atQrHjx/H5s2bUVlZiTVr1oz5mqHFWIpb/8QU\n", "66F/GcvLy5napnyBby9ZskSS/VVWVo76/YqKCnz00Ud+7z9Gr8bsqdmoqKgY9v1jx46JzqdXK5Hh\n", "aMbziyLw3L0ZONHcj5/tr8Xhy63gr1+8Y+H4sf7zlfvfRzBkW5xx27ZtWLt2LQRBwI4dO7zLlZ8/\n", "fx4cx6GwsHDY8y9evIjo6OhhF8MaGxuRmZkJANixY4d3+fOR0MWwiWPQwcNsd8GoUcIk0XSCdd1W\n", "XGg1I86gxoxk47BhYrxbwNlrZhxu6EFBghFFGZEBDSPj3QJOXx3A+7XdKEgwYkl2NGL8HMu6q6oT\n", "vylvAgAoFcDv10xDXnxwd9eR4ITsYlh1dTXy8/P92nFRURE2btwIQRCwfPly7+NHjhyBQqEYVmj3\n", "79+Puro66HQ6ZGVlYenSpQA8hfb48eMAxv943fJytteuZyVf16ATfzt5FftrujE3LQJfvXsKas6c\n", "CCrb1X47nttVg16r5/7/ry1Jx7QEI/75cRu0SgUeKYzH9/fUwOUGdnzShR/cl+XXnW03jl1tlwXf\n", "31MLtwDsq+6BQaPE/ddvhRWr6foE4YBnknAp7ipj5Wc7GtbzSUFUoT1z5sywQltfX4/s7Gyfr0lN\n", "TcVTTz112+PPPPPMbY8NLcRD3Si4ZPKo7rJgb3U3AOCj5gGcbx1EsAOdWgfs3iILAC5ewE/21aPV\n", "7PB+f3FmNA7X9yLBqEaXJbAJZgbsPIbO3dIypGiKtTQ7Gu9VdcLqdOOOFBPSaTnwCUH0mmFDnTlz\n", "ZsxCS4Zj/S82K/mUt7TzlVzg2a7229HSZ4ODFzA7xYQz1zwzf+XGGYbNR9BqdmJOagS+sDAVrf2e\n", "otzcZ0N6lLgSfyNfepQWBYkGVLVbYFBzKMrw446F625cYDPbXUgyaRAnwaTprPxsR8N6PimIKrR3\n", "3XUX9uzZgxUrVsidh0xySSYNHiqIQ2VjH2YkGTFFZLG7VUufDd/dVYtWswM6FYdvF2didooJOhWH\n", "PpsL62Yl4s0zbeAUwGfnJWN2qgkvfdCAqg7PDQgX2s14fnmOXz3ipAgtfnh/NtoHHIjQqpAR4BwH\n", "GRPoZoVr/XZc6vD84ZmWYJi066SJGnWwYcMG9Pf3Y9OmTdi0aRPOnTsnd64JR8ormHJgJV9LvwM1\n", "XVYsyYqG2c6jqsOCiooK//fTZwfHKfDvRWn41B2J4AUBe6u7oVcroVVxOHvNjM/NT8Fn56UgLVIL\n", "NcehoefmR/26Lpt3xrCxDD12CUYNZiSbAi6ycgjXz7bb4sTP3q/Hix804Ad767Dr+lwTt2Lld09O\n", "ov5cr1y5EgsWLPBu79y5U7ZAZHKL0CpxqcOCS9dXQyidkQB3AANjovUqPDojAX842gy3ABjUHH62\n", "Ihd58Qa43AJWTovDoboeLMmORnacHlolh6fmJOFvJ68BAJ6ak4SoMMw5UNNpQW2XFQkmNaYnGsf1\n", "Ejv9Nhcud96ccP3D+l6UzkiAbhz/PwVKtuFdoUbDuyYGm4vH8Sv92F/TjQXpkSjOjg7o4ybvFrDt\n", "Qjv+99hV72M/eSAbizOjR32NxcGjvtsKhQLIitHDoAltQWjotuJr2y/D4vScSb/wYA4WZUSFNIOU\n", "ui1O/HhfnfeP5hcWpuJTdySN8Sr20JphZMLRqZSSTByu5BSYOmT8qVapQOIYk3sbNErMSA5svtuR\n", "8G4BZrsLOjUHrYj1yLosTm+RBYBP2gfHdaGNNajxvXuzUN1pgf56j3ayEtWj7e/vx+bNm/H666/D\n", "5XJh27ZtcueacMLdhxIEAd0WJ/qHrCU1VLjz+RJotukJRrzyUB6+XZyBX63OR06sPKvxjpTP6uSx\n", "81In/uOdy/jFwUZc6x97qFeiSYNYvefcRwFgTkqEbPlCJSVSi6U5MbhzShQiR7kJhOXfPamIOqPd\n", "vXs31q5di/feew8qFZ0EjzduQcCJpn78trwJRg2H55ZlSXa3UX23FTuruhChVWJ5XgxSAxwlIAe1\n", "isOslAiMPrmmfOq7rfh9RTMAoM3sQEGiEY+P8bF5SrQOv1iVhyt9dsTqVcinO8ImDFFVU6fTDZtr\n", "gCbn9l84xwq29tvxwv56ON0CuizA/61swssr86AdclEikHxdgw78cE8t2q+vINvUa8O3lmVKvhAg\n", "6+Msb+Szuzx3cWlVSrhuWXXW6hQ3giEjRo+MIJdnHy0fq1jPJ4WAblhwu0O7fDIJjgDFsCv3Trcw\n", "5typ1Z0WvHm6DVF6FR6dmXDb4P3LHYPoGHR6iywA1HZbYXe6J+WKq5c6LPjjkSYoFAp8eXE6smJ0\n", "eGxmArae78CUaC2W5UqzWCUZn0T9i0hMTER5eTlcLheOHj2KjIwMuXNNOOHsQyVHaPDde7OgU3GI\n", "M6jxn3dNuW2IzdB8HWYHvre7FocberHjk068dvwqHPzNP65Xem349s4alF3owIqpnnv5FQCenpMM\n", "k1b6Tzus9vCu9dvx52MteOd8G356oA4X2y240DaIlz5ogCAo8Nl5Kfh/nyrErx7KD+tNCKwevxtY\n", "zycFUWe0S5cuxcWLF9Hb24vk5GTJ1gkjoaHkFLg7KxoFiUaoOCDW4Pvqu83lRt+Qi2YtfXY4+Ztn\n", "qv02FyxON85cM8OgjsLXl0xBbpwBWTE6SabEHA8EQcBbZ9qw81IX1s1KhNl+c/KXfgcPl+BGlEYD\n", "fYiHiBE2if6MV1hYiNWrV1ORDVC4+1BKzjO8abQiOzRfvFGNT8/1LL7JKYDPL0iBUXPzb3KSSYP8\n", "OE8f8VhTHxJMGkxNMECjkqdlIPWxszp5dAw6YHEGPjOWyy2gsccGACiv78XTc5PBKQAVp8DXlkxB\n", "LEO3mob7d28srOeTgqgz2s7OTuzatQt6vR4OhwMlJSWIjfVv+jcyfujVSjw2KxGLMqKgVipu+9ib\n", "YNLgh8uz0dxnR4RWidy48XN1vNvixIZT1/B+bQ8WTonEMwvTxhxfO5IOswPr7kjEpfcb0Gp2wO7i\n", "8eqjBVBzHFIiNZPmzJ6II+oUZPfu3Vi/fj3WrVuHJ554Anv37pU714TDeh/q1nxGjRJTEwzIjtWP\n", "uM5WcoQWC9IjMS3BCJVE63CJzRaMyx0WvFfVBavTjUN1vbjYNuj3Pmo6LfjPdy/jT8da8OXFafjZ\n", "/ekonZGIrBg90qK0kq/5Fazx9rs3EYkqtAaDwbsgo1KphE7HzlhJ1jhdbpxvNeNATTeqOy3hjkNk\n", "UNnYhwE7j9YBB/6nohmDNjsiJFoJgkxMogqtzWYbtm2xeArIjdUPyE2fdAzimzuq8fLBRnxzRzVq\n", "uzzHivU+FMv5pMw2NcGAh6bHQa/mUJwTjcIko9/7GLraLacAUuLZHrrF8s8WYD+fFET9GXa73fjL\n", "X/6CuXPn4syZM4iKisLFixdx+vRpLFy4UO6M40pdl807RtXmcqPD7ERuiBY15d2CZMtpT1SxBjW+\n", "uDANT89JhlGjhCGAmaQWpEfiXxek4FzrIFZPj5ft1l4ycYg6o7VYLFi8eDF0Oh2KiopQUFCACTLp\n", "l+Ty4vW4UesMas579iNnH8rlFnCksQ/ffq8afzrajDaz/0uosNwnE5OtutOCPZe68PHVAdjGGE2g\n", "VyuRYNR4i6wgCGO+Zqg4gxpPzknGz0pysTgzCseOVI79ojBi+WcLsJ9PCqLOaJ9++mmYTLfPapSR\n", "kYHm5makp6dLHmy8Kkg04terp6Jj0IH0KC2yQ3C209BtxU/218EtAOfaBhFrUI95X/1EUt9txTd3\n", "VHsn6v7ZilzcOUXcMjI9Vie2X+zAkSv9eCA/Fg/kx1K/lUhO1G/USEUWACIiInDgwAEqtEOoOMX1\n", "vt/w3p+cfSibyz1sUcB2s2P0J4+C5T7ZWNk6Lc5hqyFc7rSIKrQN3VbUdVvxj4/bAAC1XS3IjNFh\n", "fpp/a32xfOwAyseCyXdT+gSUHqXFvbmeCa0jtEo8OHVyjXFOMmoQfX01BE4BzEwe+wJXVfsgvrb9\n", "Mlpumb7QLnLyF0L8QYU2ROTsQ0Xr1Xh2cTr+uHYafr9mGvLj/b+SznKfbKxsGTE6/PKhPPxoeTZ+\n", "8/BUFCaO/f9/snkAFqcbSk6BKdGeJb3vSDEFdPMFy8cOoHwsoGbUBBGlUyNqlImVJ7rGHiu6LC5k\n", "x+iQJnI+3IzrxfXvH13DwwXx+PqSDKRHaRHN0K2zZOIIes2wsrIylJaWSpUnYLRm2ORU02nBt3bW\n", "YNDBI86gxsur8nzOlMW7BdR0WdA56IROpcBHLWYUTYnEzGQTDY0jI6I1w0jQ+m0uWBw8onSqcTnT\n", "VE2XFYMOz9CsLosTTb02n4X2zLUBfG93LdyCZ5jWL1flIT1aByfvRmOXFW4AU6K0otb4IkSsoHu0\n", "NOJAHBb7UC19Nvxgby0+v+kiXj3SiF6rc+wXSYx3C2jps6OlzwbePfKHK1/HLsF486O+AkCMfvRz\n", "h26LA0cb+7wjNLosTrSaHeDdAg7V9eJL2y7h2W2XsL+6G1d6rDjR1I/aLsuYY8ZZ/NkORfnCT9QZ\n", "7eHDh3HPPfeM+L0FCxZIGoiEzvGmflS1e24R3lXdh+LceMxLD12PUhAEHG/qw08PNMAtCPjevVm4\n", "Oyvar4/w0xMNeH55Ns63DWJ+WgTyfVzM6rXySIzQere1SgWidSr02Vz48/EW7x19/XYe395Vg26L\n", "C1qlAr98KB8FIi6wETIaUYX2/fffR3t7O+655x4kJibKnWlCYnGsoEY5vKAplaHtUfZYXfhteZN3\n", "fa1fH76p8ig7AAAgAElEQVSC6UlGJBiHT1vo69gZNCrclRWNu7Kix3y/KJ0SV7qt+PdFaei2ODEj\n", "yYi8eAPMdheSTRr0WD2TnXMKoNvi+drOC7jUYfFZaFn82Q5F+cJPVKFdu3Ytpk+fjoqKChw8eBAz\n", "Z85EYWGh3NmIzBakR2JZTjTOtQ5iTWE8cmW4i80tCOi3u6DhOBhu6QGrOAUiNEpvgTNplbJOuRhn\n", "1OCpucm43GlBZrQO+QmG6++rwjeWZuLts21w8m4UJBihVAD89VPctCitj70SMjbl888///xYT0pK\n", "SoJSqURWVhbS09Pxj3/8Y9RWQrjU19cjJSUl3DFGVV5eztxaayatCnemR2LFtDgo2muRNSVN0v07\n", "eTcqGvrw3wfqcaJpAAWJhmFD0LQqDoVJRjT22BBnUOO/ijNvWwQSAM5cvAxTZJQkKzhEaFXIitHD\n", "7nLjfOsgem1OROmUSDBpcHdWNO7JjkGCUYO5aRFIjdRi3cxEzEgyQu1jwUkWf7ZDUb7gXLt2DTk5\n", "OUHtQ9QZbXl5ObKyslBZWQmTyYSvfOUrQb0pYYdOrYROrYTNKv3cuc19dvz8gwa4BaDd7MRbZ9rx\n", "reLMYc/Jizfg5ytzAWDEK/3nrg3gdxdcUFVV45v3ZGJqQvCrOTT12vCt96rRf32drx8vz8bdQ1oP\n", "Sk6BmckmzEwe+dZzQvwl6hThwIEDqKurw2OPPYZVq1bBaKQLA/5ivQ8lRz7eLQybg8Hq4Ee8gq9V\n", "KUcssp2DDjy/vx5NfXbUd9vwy0ONGLC7bnuev7osTm+RBYAzV81B7W8y/mylxHo+KYgqtGvXrsXS\n", "pUuhVNLYQiJeepQWX1qcBk4BJBrVeHpesl9rabkFwMnfLMx23g1eguk5E4xqxBpufphbMCUi4H1d\n", "bDPjD5XNeO+TDnRb/J/Mh0wOoloHd9xxh9w5xo0BuwuH63txuL4XxTmenp5RxED/8vJypv9yy5FP\n", "p1bioWnxWDwlChqVYsxlzm8Vb1TjO8sy8fMPGqDiFPi3ojQ09dqhjeOgD2DC7hvSonT4xco8NPba\n", "EKNXIz8+sHZEQ48Vz+2q9c4c5nQLKJ3B3qicyfi7xxpRhba/vx979+7F4OAg1q9fj+3bt2Pt2rVy\n", "Z2PSpXYLflveBAD4qGUACUYN5qf7N63eZKJRcUiODOyqPadQYHFmFF5+IB3nu1z4n4om9FpdeG5Z\n", "Ju7LC26GsowYPTJightlYbbzw6ZnrO20BrU/MnGJXgV3zZo1iIqKgko1ue/aHXAM7xGaHeJm5mf9\n", "Lzar+TiFApxGj7+cuIbe68PADtb1hDmVR3KEBndcn5JRzSmwPJ/N6SlZ/dnewHo+KYiqmjqdDmr1\n", "zWE5k7lXmxdnQFqkBi39nhUUcuNovSi5xehVSDSq0T7ouUV4UUZUmBN5xBs1eG5ZFq4O2GHSqJAV\n", "S6tDk5GJOqN1OIY3+d3uyTs58pRoHV5emYffr5mKl1bmjTjucySs388tRT5BEPBJ+yA2nW3D8aY+\n", "WESe7Y+l9uxJvFiSi28XZ+K/V+TgHhF3gY2Vc8DugoMP/vc43qRBf+0Z5MTpwflxoS+UJsPvHutE\n", "ndEmJiaivLwcLpcLR48eZXpwsRQ6Bx1oHXDApFUia4Q+XmKEdtg98+OB2e6CxelGlG7koVRSqO2y\n", "4r/eq/aOFPjpgzkouuXsk3cLOHvNjMP1PZieaERRRiQix5hHVxAESXqqgOcmisrGPrz+0TVkROvw\n", "zMJU0XPYEhIoUXeGZWZmwmw2Y2BgADk5OZg+fXoIovlHqjvDOgcdeOmDBvz9VCv2VXdjdooJCSb/\n", "rpaPJNR/nDoHHTA7eOjVHK4NOPDywUb85cRV2HkBeXH624ptRkYG7C43LraZca51ELwgIM7g3wQz\n", "NV0W7K++2T/NidXdNui/ptNTjC91WlHZ2IdpCQZkjlFApTx2DT1WfHd3LfpsPJr67FAqFFggciHH\n", "0bB+4kH5ghOyO8MAoLCw0Du/QWNjIzIzM8d4xfjU0mfH2dZBAJ5FDw/W9aIwaXzdIXSu1Yzn99XB\n", "yQv4zrJMmO0unL7mGZT/9tl2LEiPxJzU24voxbZBfGdXDQBAr+bwm4enIseP+Q9SI7WIM6jRZXFC\n", "df3uqlv12V3DbmJo6fN/afRguG65ieLWi5uEyMFnod2yZYt3gPmNvqwgCKiursb3vvc9+dOFgUmr\n", "gppTwHn9X2Omj0mk/RGqsYIDNhd+W34FA9fvfHrxgwb8eHn2mK87evQoruhvPs/qdKPD7PCr0KZH\n", "6fCLVXm4OmBHrF494oXC9EgtsmN0qO+xQa/mMC8tArVdVjT2WBFvVGNqggG6W862pTx26VE6fHpu\n", "Mv7xcStiDSo8OjP4ca+sjwOlfOHns9CaTCasWLECFRUVUKvVmDNnDk6dOoXo6OAuRrAsO1aHF0ty\n", "caCmB7lxeizOHF9jZBUKQM3dvMap5hRIMGpQNCUSF9sHsaYwYcQC6HK5UJBogAKAAMCkUSIpwv+W\n", "yZRoHab4+OOUEqnFCw/moM3sQJROBU4BfPXdau8wuRdLcrFAxnHJRo0Sj9+RiPvzYqBVcYg3Bt8W\n", "ImQsotYM27x5M9atW+fd3rZtG3M3LNCaYTdd7rDgl4caYXe58Y17MjAnLQIWBw+Lk0ekVjXqLFhO\n", "3o3qTgs6Bp2YEqVFTgArwvrrZHM/vre71rv96bnJ+Ox8dmdhI5NPyNYMu/X+9Mk8vGs8mJpgwK8f\n", "zgcvCIi+fkXfoFHeNh/srdRKLuT96ESjBhFapbfVMTOZJiwiE4+ocbRutxudnZ0AgM7OTjidoV9b\n", "arwL9VjBCK3KW2TFCNdYxowYHX71UD6+f18WXlmdj5kjFHrWx1lSvuCwnk8KoldY2L17N8xmM4xG\n", "47A2glTcbjcEQZjUd51NVtmxemTLsLpDOPVanajvtkKt5JAbqx+XKwwT6Yjq0frS3Nw84kq4ra2t\n", "OHDgAJRKJYqLi32Ocd29ezfq6upQWlqK1NTUgPYRrh5t24Ad5Q296La4cH9+rF9X6cnY7C4eTrcA\n", "k2b8zLFhtrvwp2Mt2HO5GwDwH3elY/X0eGbvHCO+SdGjDXptkJMnT474+PHjx7F+/Xo8+eSTOHbs\n", "mM99lJSUYNmyZUHtIxx4t4A3z7ThT8euYtO5dnx/dw06zDQnqVSu9Njwo731+Mb2anzU3D/mst+s\n", "6LW5vEUWALad78CgXZrbkcn4FPwiTKMwGG5esdZoAhtCI8U+5OTg3ajquLkETJfFBYtz5H9QrPeh\n", "WMvHuwW8dqIFH18dQEOPDT/aV4er/aG9uUGsW4+dQa3ElCELOs5MMkKnlu2f2phY+9neivV8UpDt\n", "89jQs4+hM3/JuY+hA59v/PDk3NZoNPjUHfl46YMGCADuz4ny3rZ66/PPnTsX0PvNnF+Eqg4L+gYG\n", "kaR2YM7ULFn+fwLNJ9f2+QsX0W+7+evp5AW0tnciLSqdiXy+tmMNavzn/Gic6+IRY9LhzvRIHDtS\n", "yUw+2vZ/O1hB92jLyspQWlp62+O7d+9GSUkJAGD//v1Yvny5z/1cvHgR0dHRw3q0/uwjXD1ah8uN\n", "+h4r7C43MqJ1iNYH9kdlJE7ejdc/uoa3z7YDAO5Mj8B3lmUhUjd++pXBuNBmxg/21MHi4PHlu9Kx\n", "YmoctBKshEuIP0I2jjYQVqtntnlBELxfA8D58+fBcZx33oRA9sESjYrDtAR5xn5aHG58WNfr3T7R\n", "PIABOz9pCu2MJBP+tLYATreABKNakuXGCQkH2X5zi4qKsHHjRmzcuBFFRUXex48cOYLKysphz92/\n", "fz/Ky8uxf/9+fPjhh2PuYzwKpA9l1HBYkn1zmsH5aRGI0MozTEjqPtmAzYVTLf040dSHHkvg464T\n", "IzSoP3ciZEW2Y9CBhm4r+m3iJ5thvcdI+cIv6FOjkYZ2AUBqaiqeeuqp2x5/5plnbntstJbAaPuY\n", "LFRKDo/PSsLMZBOcvICCBMO4OJt18m6UXezAhlOtAICSqbH4t0XpohaxDKeGbit+sKcW7YNO3JMV\n", "hS8vnoJYo3StIDJ5Bd2jZQXNdcCOHqsTX9pWhW6L56yQUwD/7/HCgBdpDEav1YmGHhvUSgVyYvU+\n", "V8/deLoVfzt5zbv9Ukku5tHCm5Me0z3aicZsd6Gl3w41p0BmjB5Kjgafj0YQBBQmGlHe0AcAmBpv\n", "AMJwuMx2F/528ip2XfKMaf3qkilYNS3utrk7boi+5dNCOIdkkYnFZ6E9ePAgFixYgD//+c+3TfTt\n", "dDqRn58/Kc4iLQ4eb59tx5tn2sApgB/en427/Vy3ivU5N6XMp4ACU6J0+Ow8PXi3AI2SC+oPU6DZ\n", "eq0ub5EFgK3n2lGcHQ2TduRf+wXpkXhsZgLOtppROmPk6SSlzBcqlC/8RJ3RZmdnjziEa/PmzZOi\n", "0HZanHjzTBsAwC0AG061Ym5qxJizYfkiCAKuDdghCEBShBaqCXSGHGNQY0ayET87UA9AgW8vy/R7\n", "WRwp6DWcd8ViAChMMkLn46JagkmDLxalwcG7ZVtXjUxOPgvtSLfFDnuxanJ0HnQqDlE6FfquX4nO\n", "iNZCo/SvMN76F/tk8wCe318H3i3gW8WZWJYTE9Z2hNRnFHemR+LVRz1ryyVFaIK6zz/QbHEGDX7y\n", "QC4ON/QiQqNEUUYkVErf7QCFQuF3kWX9bIzyhZ+oShkTEzPi4xN5pYWhEk0avFiSi83n2hCrV+Ph\n", "woQx/8H60md14feVTd7VYn/94RXMSDIieZytrOuLQqFAShguft0qI0aH9THJ4Y5BJjlR1aK4uHjE\n", "x8c6451I8uMN+O692fi3RelIDaCADB0rqFRi2HhYg0YZ9taBXGMZ+2wunL46gPOtZlgd4iZW6bY4\n", "UdnYi0N1PWgdsIdsnKXd5Uav1Qkn79/E9qyPA6V84Tc5PvszxqRR4Rv3ZOAPR5phc7nx5cXpE3Lt\n", "KouDxz8/bkXZhQ4AwJcWpeGRwgSfLRKXW8C28x1466ynJ35Higmfzha/gGK72QG3ICDBqPGrFdNu\n", "dmDDqWs41TKAldPisKYwARF+jFlu7rPhXOsgjGoOM5NNiA1DT5qwy+dvksvlwqFDh2AwGLBo0SLs\n", "27cPFosFDz744LCZtcjYbu1D5cYZ8GJJLgQB0PkY2xkqcvTJ+mwuvHO9yALAlvPtuDcvxufKD1Yn\n", "j8MNN287PnvNjPgl00W939lrA/jxvno4XG58a1km7smKFl1sz7WavVMb/v1UKwqTjJiXJm4MbeG8\n", "hfjOzho09npmF3tydhL+ZUHKqMPIQo31Hijr+aTgs3WwdetWzJ49G/Hx8Xj55ZcxY8YMlJSUYPv2\n", "7aHKN6FpVUomiqxcdGoOWTE3V8SdnmCEfoxbaQ1qJe7Nvdn7n5cWgYhRhmMNZba78LuKZgw6PBOF\n", "/+JgI9r9mBv4Rr98tG1fBuy8t8gCwPGmfthctK4eucnnb71Wq0V8fDzy8/ORlpaGtLQ06HQ66HSj\n", "LydNRsZ6H0qOfDF6NX5wfzb+ZX4KvrQoDf96Z+qYV/SVnAJrChPwwoM5+OH9Wfj6kgycO3l0zPfi\n", "FAro1TfPINVKBfxpe9+RYsLMJCMUAO7Pi0FevPhPbN3XmjA/PcK7vWJqrM870EJtMv7uscbnqYLV\n", "avXOnFVTUwO73Q6tVgu7nc0JmAl7pkTr8NRc/676R+vVWJRxczKdahGvMWiU+OqSDPz28BVYnG58\n", "5e4pSPJjFEdqpBbPP5CDQQePCK1y1JsaRjLY3Y6vL1mI2i4LdGql5044QobwOddBe3s7PvjgAyiV\n", "Stx3333YvXs3AOCuu+5CVlZWqDKKQnMdEMBzAY4XBFHtBkLEkH2ug8TERDzxxBPe7aeffjqoNyPj\n", "X7fFiX6bC5E6FZNX1oO5W48QudCsGSHCeh9KTL5r/Xb8aG8tvri1Cj/aW4trIVrDayIcu3CifOEn\n", "6vOVIAiora2Fw+G5invixAl87nOfkzUYYc/lTgsud1qvf23F5U4LE3d/EcI6UWe027Ztw8DAADiO\n", "8/5H/MP6WEEx+fS3TBt467ZcJsKxCyfKF36izmjVajXmzp3r3S4oKJAtEGHXtAQD/s+dqfiwrgdL\n", "c2JQkHDz6rrNyUPJKaAOYg4IQiYqUf8qBgYGhm23t7fLEmYiY70PJSZflE6NJ2Yn4ZXV+XhidhIi\n", "r9/hdfrqAL65oxov7K/HlV7pF9GcCMcunChf+Ik6o62vr8err76KuLg4AEBVVRV++MMfyhqMsGvo\n", "3WxX++344Z5a2HkB6LKCUwA/Wp5DK1AQMoSoQvvggw/izjvv9G4fPHhQrjwTFut9qEDzOXm3p8he\n", "12N1gRcEKCVcu2aiHrtQoXzhJ6p1MLTIApNrekTiW1KEBv++KA2A5+LYM0Vp0FCflpBhAvoX0dra\n", "KnWOCY/1PlSg+XQqJVYVxOEv66bj1bUFmJVskjjZxD12oUL5wi+gQnv06NiTfExWFocLH9b14Ncf\n", "XkFFQy9sTnGTXY9nOpUSU6J1NKaWkFH4nOugo6MDMTEx6OnpGfb43r17sX79etnD+YOVuQ4+bhnA\n", "d3bVeLd/+VAeZqdE+HgFIYRlss91sGnTJjz++OPYsGHDsCLW1tYW1JtOZD1W57DtPqsrTEkIIazw\n", "2Tp49tlnkZCQgLy8PCxbtsz7X05OTqjyjTu5cXrE6D1/vxIMamTF6gGw34diOR/L2QDx+Zy8Z00y\n", "e4gnBZ8ox288EzW8q6SkZNh2Xl6eLGEmgswYPX69Oh/dFhfijOqAFnIk0hp08KjpssDhEpAbq0es\n", "MfSzjvXbnHjnYid2X+rCgvRIfHpeMhIm4DpxZGQ+e7SjcTgc0GjY+iVhpUdL2CIIAt652IE/HGkB\n", "ABRnR+MrS6aEfL7aj5r78d3dtd7t796biXtzY0OagQRGih5tQKMObkwATgjrBh08tn/S6d0+VN+L\n", "3jD0zV3uwNckI+NfQIXW7aaF5/zFeh+K5XzBZNOplZg7ZNRHRrQWRoknBxeTLy9O7110cmaSUZbx\n", "xqNh+WcLsJ9PCj4/P73yyivIyMi47fGqqiqUlpbKFooQqag4BZ6YnYRpiQYM2t2Ynx4RlpUh4owa\n", "/OddU/D5+akwapSI1NFSO5OJzx5tWVnZiAV1tMfDiXq0hBA5yN6jXbx48YiPR0dHB/WmhBAymfgs\n", "tElJSSM+TpPK+I/1PhTL+VjOBlC+YLGeTwo0zRIhhMgsoHG0LKIeLSFEDmEbR0sIIUQ8KrQhwnof\n", "iuV8LGcDKF+wWM8nBSq0hBAiM+rREkKID7LPR0sIEY93C2gbsEOhUCApQgNOQSsBEw9qHYQI630o\n", "lvOxnA3w5HMLAo409uH/bP4EX9j8CY439YOVD4vj4fhNdFRoCZFAl8WJX33YCF4AnG4Bvz18BT20\n", "uga5jgptiLC+dj2L+QRBQIfZgelzi8IdxaclS5ZAqVAMmxXMqFFCxbHROmDxZzsU6/mkQIWWMEkQ\n", "BBxr6sczWz7Bl7ZV4XyrOdyRfIo1qPGj5dnIj9ejIMGA5+7Nohm6iBcV2hBhvQ/FWr52swMvvt8A\n", "i9ONXpsLvz58Bf32mx/FXTw7cyLfOHbTEoz41UP5+MWqPOTHG8Kc6ibWfra3Yj2fFGT7k9va2ooD\n", "Bw5AqVSiuLgYKSkpfj93+/bt4HkeAJCbm4tZs2bJFZcwRqFQYOgnb6VCAQWAbosT71V14qOWATw8\n", "PR5LsqKgVUk7kXcw9Gp2shB2yDaO9t1338UjjzwCYOz5a0d77r59+/DAAw+Iej8aRzvxfNzSj199\n", "eAVaFYfvLMvEtAQj3q/pxksHG73P+c3qfMwI4WoFZPJhehytwXDzo9NYCzmO9lye57F161YIgoDs\n", "7OxJWUhtTh4NPTbwgoDMaB1MIV5UMJzmpkXi/66ZBk6hQNT1JdxvvZJvcbLTQiBkNLL1aIeeKKvV\n", "vpcOGe25JSUlePTRR/HYY4+hra1N+pAhFEgfincL2FfTja+8exlf316Nrec7YHfxMqRjt08WY1Dj\n", "3EdHvdvz0yKQcH0pmvlpEciK0YUrmherx+4Gyhd+sp0e3eitAp5+W7DPHatYA54f2I2hIjd+eKxs\n", "nzt3zu/Xm+KT8cbHNu//3xunW/Hg1FgkRyiZyBeu7V8/MhWNV9uhdlmRYNKEPQ9tT/ztYMnWo922\n", "bRvWrl0LQRCwY8cOPPzwwwCA8+fPg+M4FBYWjvncxsZGZGZmAgB27NiB1atXj/p+E7FHa3Hy+O8D\n", "9TjZPAAAyIrW4hcP5SNaH/rFBQmZrJju0RYVFWHjxo0QBAHLly/3Pn7kyBEoFIphhXa05zY2NuL4\n", "8eMAgDlz5sgVlVkGtRJfXpyO/TU9sLt4rJgaT0WWkHGIZu8KgFsQ/J4wZGhbg0Us52M5G0D5gsV6\n", "PqbPaCei5j4b3jrThh6LC+vnJWN6ojHckQgh4wCd0Yrk4t342QcNqGjoAwCYNEr8ce00JEVoAXhG\n", "CLT02eFyu5ESqaWB64RMEHRGG0JOt4Br/Q7vttnBw8Hf/Bt1srkfP9lfD5dbwDMLU/FwYTx0DN2x\n", "RAgJH5rrQCS9Wol/vTPFOyPT5+YnI97ouTBldrjw2vGrcLk9hffPx6+ia9A57PWsjxVkOR/L2QDK\n", "FyzW80mBzmj9sCA9Eq8+Og1OXkBKxM32gJpTINGkRmOvZ8xrhFYJtZL+hhFCPKhHK5GmXhv++XEr\n", "+u0ufG5eCqbRhTJCJgTq0YaJk3ejzeyAAkBqpBYKhQJTonV47t4s8G4BSkYmfCaEsIE+3/rJ5Rbw\n", "YX0vvrD5E3xxaxVONvcP+/5oRZb1PhTL+VjOBlC+YLGeTwpUaP3UOejArz+8ArcAOHkBv69oRp/V\n", "OfYLCSGTFvVoReDdAi62D6KqfRCZMTpsPdeOU1c9S6tMjdfjpVV5MGmoC0PIREQ92hCp7rTgW+9V\n", "4/roLbzwYA4GnW5olAp8efEUKrKEEJ+odSBCl8XpLbIA0Gt14ler8vDzlXnIidOL2gfrfSiW87Gc\n", "DaB8wWI9nxSo0IqQFqVFpNYzZlarVCA7Vg+tWgkNjZUlhIhAPVqRGnusaDU7EG9QIzeOnRVOCSHy\n", "oh5tCGXG6JEZI65NQAghQ9Fn3xBhvQ/Fcj6WswGUL1is55MCFVpCCJEZ9WgJIcQHKXq0dEZLCCEy\n", "o0IbIqz3oVjOx3I2gPIFi/V8UqBCSwghMqMeLSGE+EA9WkIIGQeo0IYI630olvOxnA2gfMFiPZ8U\n", "qNASQojMqEdLCCE+UI+WEELGASq0IcJ6H4rlfCxnAyhfsFjPJwUqtIQQIjPq0RJCiA/UoyWEkHGA\n", "Cm2IsN6HYjkfy9kAyhcs1vNJgQotIYTIjHq0hBDiA/VoCSFkHKBCGyKs96FYzsdyNoDyBYv1fFKg\n", "QksIITKjHi0hhPhAPVpCCBkHqNCGCOt9KJbzsZwNoHzBYj2fFKjQEkKIzKhHSwghPlCPlhBCxgEq\n", "tCHCeh+K5XwsZwMoX7BYzycFKrSEECIz6tESQogP1KMlhJBxgAptiLDeh2I5H8vZAMoXLNbzSUEl\n", "145bW1tx4MABKJVKFBcXIyUlxe/n+rMPQghhlWw92nfffRePPPIIAKCsrAylpaV+P9effVCPlhAi\n", "B6Z7tAaDwfu1RqMJ6Ln+7IMQQlglW6EdeqKsVqsDeq4/+2Ad630olvOxnA2gfMFiPZ8UZOvR8jzv\n", "/VqhUAT0XH/2ER0djVOnTvkbM2QMBgPlCxDL2QDKFyzW80VHRwe9D9kKrdVqBeA5K73xNQCcP38e\n", "HMehsLBwzOeO9vhI5s+fL1l2QgiRkmyFtqioCBs3boQgCFi+fLn38SNHjkChUAwrtKM9d7THCSFk\n", "PJkwd4YRQgir6IYFQgiRGRVaQgiRGRVa4uV2u4eN9GAJy9kIGYtsF8OkwPptvFLk2759u7eA5Obm\n", "YtasWWHJt3v3btTV1aG0tBSpqakB7SPU2Vg5dhcuXMClS5fgdruxaNEipKen+72PcORj5fhVVlai\n", "ra0NAJCRkeEdQcTK8Rstn1/HT2DYO++84/1627ZtAT3Xn334S4p8e/fulTSTmPcczYULF4SWlpag\n", "9hHKbKwcu0OHDnm/fu+99wLah7+kyMfK8Rtqz549Qe9DDCny+XP8mD6jZf02Xiny8TyPrVu3QhAE\n", "ZGdnSzpfgxT/73IdPyn2y8qxW7p0adD78JcU+Vg5fgDQ0NCALVu2YO3atQHvI9T5/Dl+TBdagfHb\n", "eKXIV1JS4v16165dEqaT5v9druMnxX5ZO3b79u3DwoULg9qHWFLkY+n4ZWVl4ctf/jLeeecd5OTk\n", "BLSPUOfz5/gxfTEs1Lfx+kuKfENJ/cskxf+7XMdP6v2G+9gdOnQI+fn5iI+PD3gfoc43VLiPHwDo\n", "dDpEREQEtQ+xpMg31FjHj+lC6+s23osXL4p6rj+38YYjX2Njo/drm80Wtnz+7oOFbKwcu8OHDyMp\n", "KQlZWVmi9sFKPlaOX3d3t/froWearBy/0fL5c/yYbh2wfhuvFPkaGxtx/PhxAMCcOXPClm///v2o\n", "q6uDTqdDVlaWt68n1/GTIhsLx669vR0VFRUoKChAVVUVBgYG8JnPfMbnPljJx8LxA4CKigrY7XYA\n", "wIIFC8bcByv5/Dl+dAsuIYTIjOnWASGETARUaAkhRGZUaAkhRGZUaAkhRGZUaAkhRGZUaAkhRGZU\n", "aAkhRGZUaCehtrY2lJWV4ZVXXhnx+3/4wx/Q0dHh1z7ffvttlJWVoaysDO+88w76+/tve87Bgwdx\n", "8ODBQCIDAPbs2YMtW7YE/PqJaseOHWM+x2w247XXXhN91x2RFtN3hhF5JCUlobS0FJs2bRrx+48/\n", "/jhiYmL82qdCoUBpaanP5wy9qyYQK1aswNatW4Pax0Qk5vZUk8mEJUuWwO12hyARuRUVWuLlcDiw\n", "e/du1NTU4DOf+QwSEhK83ztx4gT27t2L7OxsREREwOl0Yu3atd4JObRaLbZs2QKlUgmLxYLVq1cj\n", "Mg1cHFgAAAQ0SURBVDISgGdCk56eHgBAfX09vv71r4vK43K5sG3bNnAcB0EQbpuc+cMPP0R7ezs0\n", "Gg1sNhtKSkoQGRmJs2fPYtu2bbj//vuxZMkS7/Z9992He+65Z9T3M5vNeOONN2AwGMBxHHQ6HSwW\n", "C0pKSryTsYz2ngBw8uRJ7Nq1C5/5zGdQWVkJjUaD2bNnIz8/HzzPY+fOnd575QcHB5GRkYG77757\n", "zONQWVmJq1evQqPRwO12Q6PRYNWqVXC5XNi1axeqqqpQVlYGAMjPz8eMGTMAAF1dXdi1axcMBgMc\n", "DgciIiKQnZ0t6tgTiYmeuZZMOG+//faIj3/wwQdCe3v7bY//8Y9/9H596tQpobq6esTX2+12YcuW\n", "LSN+b7THR7J9+3aho6PDu33s2DFh06ZNgiB4JgI/fPiw93sOh8P7PUHwTHbd1NTk/d7mzZtFveeF\n", "CxeE1157zbvN87zw97//XdR7CoLnmO7evfu2/e7atUvo6urybnd2dgqffPKJqEwbNmwQBgYGvHmu\n", "XLly23uO5PXXXxd4nvdu//WvfxUuXLgg6j2JtOiMlogWFxfn/Vqv18PhcIz4PKkmaTabzcOm9Zsz\n", "Zw6uXLkCAKirq4PNZvOeyQGes8Qb7r77bmzZsgWf+tSnUFFR4fNM9lZz5871fs1xHPR6vaj3vGHF\n", "ihUj/r/ExsZ6t+Pi4oYdT1/WrVuHo0ePwmazwWaziZ4ARqPRgONuXoYZ+v9FQosKLQma2+1GfX09\n", "cnNzAQC9vb3Q6XRB79doNKKzs9NbbE+dOuX96D1z5ky0trZi0aJF3ue7XC7v10qlEiaTCX19fWhv\n", "b8eyZctEv++ZM2e8s+XzPO/9gzLWe/qi0+nQ3d3tLbZutxt1dXXIy8vz+TqXy4Wampph+d94443b\n", "pjwcid1uB8/zUCqVADzHb2h2EjpUaCehgwcPore319vb4zgOJSUluHz5MmpqalBXV4eWlhYYjUYs\n", "WrQIycnJOHjwIKqqqtDe3o7ExEScOHECbrcbhYWF4DgOTU1NOHnyJLRarbd/G6yVK1di8+bNUKvV\n", "4DgOJpMJ1dXVaGxsRFZWFrq7u735b0zkPPR9i4uL8bvf/Q5r1qzx632joqK8vdobfVgAY77nzp07\n", "h/VLZ8+e7e2JlpSU4J133oFSqfSu6CvmLNvlcmHv3r2oqamBQqGA3W4ftkoC4Lm4eSOTy+XCXXfd\n", "heTkZDz00EP45z//iYiICDgcDkRGRqK8vBwZGRkwmUx+HRMSHJomkYTUW2+9hSeeeCLcMUZ14cKF\n", "2+YjJSRYdEZLZHfjDNrlciE/Pz/ccUY1MDCAiooKAJ6e6q1njoQEis5oSdicPHkSzc3NI35vwYIF\n", "SE9PnxDv6UtDQwNOnz494veysrIkX/mAhAcVWkIIkRndgksIITKjQksIITKjQksIITKjQksIITL7\n", "/wFGwWl+WfRQ9QAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.501346\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VOd99//37ItG+y4E2hCLWIwNFhhscBxsY8fYAjuL\n", "6zhNmrhPEzd5msa/JE2TZmlSp02cNkmbNK2TPmlrk9jGgMGAwcTYbEYm2MYsYhMSSEI7WkbS7PP7\n", "QzBIII1GmjOjW+L7ui5fl87ozJkPZ8a3znzPveiCwWAQIYQQMaMf7wBCCDHZSUMrhBAxJg2tEELE\n", "mDS0QggRY9LQCiFEjElDK4QQMWaM1YEbGxvZtWsXBoOBFStWkJubO+y++/fvp6mpCYBp06axcOHC\n", "UR9DCCFUFbOGtrKyksceewyAjRs3UlFRMey+S5cuDf28Y8eOMR1DCCFUFbPSgd1uD/1sNptH3L+m\n", "poZnnnmG6dOnj/kYQgihopg1tAMHnJlMphH3Lyws5Mknn+Sdd94Z8zGEEEJFMSsd+P3+0M86nS6i\n", "51itVhITE8d0jB07dmAwGEaZUgghwktJSQndNxqrmDW0fX19QP9V6ZWfAY4ePYper6esrCz0WHt7\n", "O2lpaaH9RzrGUAwGA7fccotm+YUQAuDw4cNRHyNmpYPFixezbt061q1bx+LFi0OPHzhwgP379w/a\n", "d9++fbz00ku89NJLzJkzZ8RjTER79+4d7whhqZxP5Wwg+aKlej4txOyKNi8vj0cfffS6x5944onr\n", "Hlu9evWojiGEEBOJbrJMk7hr1y4pHQghNHf48GE+/OEPR3UMGRkmhBAxJg1tnKheh1I5n8rZQPJF\n", "S/V8WpCGVgghYkxqtEIIEYbUaIUQYgKQhjZOVK9DqZxP5Wwg+aKlej4tSEMrhBAxJjVaIYQIQ2q0\n", "QggxAUhDGyeq16FUzqdyNpB80VI9nxakoRVCiBiTGq0QQoQhNVohhJgApKGNE9XrUCrnUzkbSL5o\n", "qZ5PC9LQCiFEjEmNVgghwpAarRBCTADS0MaJ6nUolfOpnA0kX7RUz6cFaWiFECLGpEYrhBBhSI1W\n", "CCEmAGlo40T1OpTK+VTOBpIvWqrn04I0tEIIEWNSoxVCiDCkRiuEEBOANLRxonodSuV8KmcDyRct\n", "1fNpQRpaIYSIManRCiFEGFKjFUKICUAa2jhRvQ6lcj6Vs4Hki5bq+bQgDa0QQsSY1GiFECIMqdEK\n", "IcQEIA1tnKheh1I5n8rZQPJFS/V8WpCGVgghYkxqtEIIEYbUaIUQYgKQhjZOVK9DqZxP5Wwg+aKl\n", "ej4tGGN14MbGRnbt2oXBYGDFihXk5uYOu++xY8c4efIkgUCAJUuWkJ+fD8DmzZvx+/0AlJSUMG/e\n", "vFjFFUKImIlZQ1tZWcljjz0GwMaNG6moqBh237a2NtauXQvA1q1bQw2t1Wrl7rvvjlXEuLr99tvH\n", "O0JYKudTORtIvmipnk8LMWto7XZ76Gez2Rx23+XLlw/5uN/v5+WXXyYYDFJUVCQ3u4QQE1LMarQD\n", "OzOYTKaInrNz507Ky8tD26tWrWLt2rU8/PDDNDU1aZ4xnlSvQ6mcT+VsIPmipXo+LcSsob1SWwXQ\n", "6XQj7v/mm29SWlpKRkbGkL+PpLEe+Ibt3btXqe0PPvhAqTwTLZ/K21a7g/fPnOf9k2eVyCPb2m9H\n", "K2b9aDds2MCaNWsIBoNs2bKF1atXA3D06FH0ej1lZWWhfffs2UNmZiazZs0adIza2loKCgoA2LJl\n", "Cw888MCwryf9aMV46PP42VzVyn+900BOopm/W1lMUZptvGMJDWnRjzZmNdrFixezbt06gsEgK1eu\n", "DD1+4MABdDpdqKFtbm5m3759zJo1i6qqKrq7u3n88ceB/oa2srISgAULFsQqqhBjdr7TxbOVDQDU\n", "d3l4+WgzX1leMM6phGpi1tDm5eXx6KOPXvf4E088MWg7KyuLr3/960MeY7ibZBPR3r17lb67qnI+\n", "lbPprymLWY3qdU1X+fyB+vm0oN6nQogJpCDFyhcXZ5NhN3FTroMHyzLHO5JQkMx1IESU/IEgXW4f\n", "FoMeu9kw3nGExpSu0QpxozDodaTaIuvCKG5MUjqIEy27isSCyvlUzgaSL1qq59OCNLRCCBFjUqMV\n", "QogwZD5aIYSYAKShjRPV61Aq51M5G0i+aKmeTwvS0AohRIxJjVYIIcKQGq0QQkwA0tDGiep1KJXz\n", "qZwNJF+0VM+nBWlohRAixqRGK4QQYUiNVgghJgBpaONE9TqUyvlUzgaSL1qq59OCNLRCCBFjUqMV\n", "Qogwxq1Ge+jQoaheVAghbiRhJ/7+1a9+RWZmJoFAgLNnz5Kfn8+FCxdwOBwsWrQoXhknBdXXRVI5\n", "n8rZQNt8vR4/vkCQJKt2c/LfSOdPVWHfzUWLFrFw4UI2bdrEZz/7WTIyMmhpaeGNN96IVz4hJiyn\n", "20dbrw+7WU9mgnnE/avbevnJnvM4PQG+uCyfW/IS0V2z+KOYmMKWDhYuXAiA3+8nIyMDgMzMTKxW\n", "a+yTTTKq/8VWOZ/K2WDofB19Xn51sJ4n1p/grzad4lx7X9hjuL1+fr6/jlOtfTR0ufnOjmqauj0x\n", "y6cS1fNpIaIarc/nG7TtcrliEkaIyaL2kovXTrUD0NLrZXf1pbD7BwCXLxDa9gaCBIbfXUwwETW0\n", "aWlpvP3227hcLt5++21SU1NjnWvSUb2voMr5VM4GQ+ezGAf/r5U8Qs3VZjLwl7flk2gxMC3Fwg/u\n", "LSbLMXK5Yaz5VKJ6Pi1E1NCuXLmSpKQkXnvtNZKSkrj77rtjnUuICa0ozcZXV0yjOM3G/bPSWVaQ\n", "POJz5uQ4+MkDpdxemMKLR5p550IXXr9c104G0o9WiBjq9fixGPUY9JHd1Np8vIWf768DQK+Dnz00\n", "kxkZ9lhGFCOIWz/aa2u0f/jDH6J6UaGe+k4XRy52U98p9Xct2c2GiBtZgCbn1RtggWB/Qy0mvoga\n", "2q1btw7adjqdMQkzmalch6q95OKpV8/w1Ktn+MqW09SMcIc83lQ+d6BtvhXFqSRaDAAsnprE1GRL\n", "1Me8kc6fqiLqFR0ISJ1oMjvX3kdbrxeA9j4f59r7KEyzjXOqG1Nphp2fPTiDHk+ALIeJFJtpvCMJ\n", "DYRtaC9duoTP56Onp4fW1laCwSB+v1+uaMdA5b6CKTbjNdtq/c+t8rkD7fNNSda2n/qNdv5UFLah\n", "PX78OF6vl6amJo4ePdr/BKOR1atXxyWciI+ZmXa+vbKIygtdLMpPYlaW3HwRQkthG9ply5YBkJWV\n", "RVlZWVwCTVYqj+e2mQzoL57gy3fcNt5RhqTyuQPJFy3V82khopth0shOfn6/3N0WIlZG3Y+2traW\n", "qVOnoterNWe49KMVQsRC3PrR/vjHP6a2tpatW7dSX1/PK6+8EtWLCiHEjSSihnbmzJkUFBQAsHTp\n", "0pgGmqxU7yuocj6Vs4Hki5bq+bQQUUN7pX5nMBhiGkYIISajiBpap9PJjh07KCkpiXWeSUv1u6oq\n", "51M5G0i+aKmeTwsRjQxbu3YtTU1NFBUV8f7770c0UqyxsZFdu3ZhMBhYsWIFubm5w+577NgxTp48\n", "SSAQYMmSJeTn54/6GEJc4QsE6XL5sBr12M3yLUyMv4iuaO12O0VFRQDcdNNNrF27NvS7vr6hx8VX\n", "Vlby2GOP8YlPfIKDBw+GPX5bWxtr167lkUce4ciRI2M6hupUr0OpnG802fq8fl490cLnN1Tx969X\n", "x2WSHJXPHUg+FUTdR2vnzp1DPm63Xx1dZDaHn8B4+fLlUR9DCICaSy7+7UA9l/p8/LHByetnwq9s\n", "IEQ8RL3U5nBlhIHdc02myMbO79y5k/Ly8qiOoSrV61Aq5xtNtsA13cLjMXG2yucOxjdfQ5ebky09\n", "2EwGZmclDLnShOrnTwvarWl8jYEjjSJZyfPNN9+ktLQ0tAjkWI4xcCjfla8jsn1jbd9cfhufuiWH\n", "de81MTXZzL0z0pXKN57bBoOB9Onz2XXmEqlmmJHg4ZZZxTF7PUdGLv9xwsuZtv7y4ifnZ/Cp8qnK\n", "nI/RbEcr6hUWNm7cSEVFxXWPb9iwgTVr1hAMBtmyZUtoIpqjR4+i1+sHDevds2cPmZmZzJo1K6Jj\n", "DEX1kWGqj+dWOd9os7l8fjr7fFhNepKtsf8mpPK5g6v56jtdfHHTKZyXJxP/kwXZfHpRXsxet6a9\n", "jz9/uSq0PT3dxk8eKMVqGnyDUvXzp8XIsJhd0S5evJh169YRDAZZuXJl6PEDBw6g0+lCDW1zczP7\n", "9u1j1qxZVFVV0d3dzeOPPx72GBOB1x/AZFBrmPKNwmo0YE2U3gbX6vUGQo0sQFVzD4FgEH0E3xbH\n", "ItlqZHaWnRPNvQB8qCT1ukb2RhGzK9p4U+WKtr3Xw9aqNg7VdXPfrHSWF6Vgu0E/XEItHX1efrbv\n", "AntrOtHr4Lt3F7N42siLRkajsdvN6dZebCYDMzLtJFlidm0XM0pc0Vqt2k5SPNEdbezhvw83AnC8\n", "uYe8RAvzch3jnEqI/gnd/3LpVCrmZGIzGSiOwyoaOYkWchKjX45nohv1d1uXa3C/xFWrVmkWZjLo\n", "dA1eyLLX2/9VTfW+girni2c2jz9AZ58XfyDyL3oqnzsYnC/NbmJ+biKlGfZRLRoZS6qfPy1E1ND+\n", "4he/YP/+/QC0tLTIKrhhzM91kJNoCv1clCZX/BNFU7ebf95zni9uOsUrx1tkBVqhmYhKB3l5eaFZ\n", "u6ZOnTrhR2nFUkGqjR9/pJRut580m4lUe3+jq/JdVVA7nxbZWns81HW4SbD0f2Ue6mru4IUudl0e\n", "4PDLt+uZnm4fsezT4/Ex/9YlQP/S4EEgQbFhvyq/t6B+Pi1E1NBeO8m30TjxCtrxlOWwkCVlWWW0\n", "9Xr50Zu1vNvgRK+D799bwqL8pOv2c3kHD27wjTCnx9m2Xv55z3kCQfhceR7/cbABnQ4eW5CN1x9g\n", "YX4SSXHoXibUF1HpwOcbXHf0eDwxCTOZqV6HUjlftNmanR7ebehfuTkQhG1VbUPud1tBcqjU88Ds\n", "DIqGuVkUCAY52dLDuw3d3JqfxNzsBH785nmq2/s429bHs+9c5N2LPRxuuLpadH2nm1eOt7DlRAsX\n", "u9xR/XtGS+X3FtTPp4WILk3nzZvHSy+9RHFxMWfPnmXu3LmxziWEZhxmA3aTnt7LV6yzh1nld2qK\n", "lR/eN50+b4Bkq3HYEsDxph6+uvUMvkCQ3EQzn1mUy84Bcyr0ef2Y9Dpq2/ugOJUul49/3lPLkcYe\n", "dMBf3zGVt893YtDruDU/idwkuSs/2UXcj9blctHQ0EBubi42W+y7hYyWKv1ohZpOtfTw1rkOpiRZ\n", "KJ+WTLp97F/p/+tQA+veawpt/0V5Lsl2Mz956zw6HXz21jw2HG3mbz5UxOzsBJq63fzZiyfwBoLc\n", "WZxKk9Md6sR/27QkvnZnoUznqLC49qO1Wq0UFxdH9WJCjJcZmQnMyEwIbbt9fuo63eh0MDXZSiAI\n", "XW4fNqMexwid6qenX73QMBt0zM5xMD3dTllWAi5fAKfHx3fvKQmVHpKsRlaXZfDy0RZyk8zsq+kI\n", "Pf9YUw99Xr80tJNcRDXaDRs2xDrHpKd6HUrlfFpn8/oCbD/Zxuc3nOQLG07y1rkONh9v4YmXTvCD\n", "P9TQMEINdUFeIt9eWcSnF+Xyo/tL6Tp3HJNBT26ShaI0G/NyEgfVd20mA48uyOGH95VQPjWJB8uu\n", "TpxUMScz5qOlVH5vQf18WojoHb52KsRt27Zx3333xSSQELHW3uflVwcbgP6bY89WNrBkWhK93gB/\n", "rO+m8kInFXOyhn1+osXIssIUll3e3nt65JvDyVYjt0zp7+kwNdkaGvo6Pd2GyShzYkx2ETW0ZrOZ\n", "5uZmsrL6P3xud3zvmk4GqvcVVDmf1tnMBj0ZdhONzv4GMsdhost9dXDCaGf/GG2+JKuRBXmJo3uR\n", "KKj83oL6+bQQUUPb09PDP//zP4duNlVVVSkxkYwQY5FqN/Gde4p5/t1GzAY9j8zLZM+5DmwmPbMy\n", "E2I+0Yq48UTU0NpsNp5++unQ9saNG2MWaLJSfc5NlfPFIltxmo1vfrgotD0l2cr9szMiuhkWj3xa\n", "knzjL6JP1LVdG+bPnx+TMEKMF4tRT6ZR1qUTsRH1fLSqkH60YiRdLh+N3W5sJgNTU2SyHxEZLfrR\n", "Rny7s6amhsrKSnw+H9XV1VG9qBDx1uny8auD9fzlplM8ufEkxxqdYfe/2OXmvYZuzl/qi1NCMZlF\n", "1NC+/fbbNDQ0UFdXh9FolNm7xkD1voIq54s2W2N3f6O583Q7AC5fgI3HW4bdv77Tzd9sP8NXt57h\n", "S6+c4nRrb0zzxZrkG38RNbQNDQ0sXbo0NItXQkLCCM8QQg0+f4Dn3m2kvtONyXB1asT85OHnF7jQ\n", "6aKhq7/rV683wInmnpjnFJNbRDfDDAYZHhgt1e+qqpwvmmwuf4ATzb0cru/mifIpHDzfSXGajVWX\n", "lyEfSorViF7XP5gBINsR/ibZUPk6+7xc7PbgDwYpTrON67pxKr+3oH4+LUTU0Pb19eH1egHwer3X\n", "jRQTQlUJJgOPzMvkJ3su8Jt3GviTBdmsLssgwTz8R78k3cYP7i3h4IUuyrLslGWP7htca4+HN6s7\n", "qGrpYVZm/6Qyd5akxWy1WaG+iBrae+65h+eee47Gxkb8fr+sEzYG491XsLHbTVVLLxaDntlZdlJs\n", "g2evujZfj8dPXacLk17HtFQbxlGuL9XkdOP1B8lIMGE1Rnc1F8250+l03FmcyrQUKx5fkMI0a9hG\n", "FsBk0LMwP4mFQ0wOPly+6TfdyqmWXmwmPS5fgF8drAfgreoOvnBbPj1uP4nWoV83GAxyrKmHXWfa\n", "KU6zsbQgmfQE7bqajfdnbySq59NCRA1tWloan/70p2McRcRKR5+Xf9pdw9Gm/ps6j92cwydvzhl2\n", "cb4+r5+XPmjmuXcb0evgm3cVcXtRSsSvd6K5h7/dfhanx88T5Xmsnp2BdRy/OltNBsqyY7fkhSM9\n", "mx++UcPx5l4sBh2fWpgb+t2VvpPWMPMZ1Fxy8fVtZ/D4g6HnPFiWGbO8Iv4i7t51/PhxNm/ezKlT\n", "p2KZZ9Iaz7/Y3W5/qJEF2HOugz7v4IUHB+Zr7fHy3Lv9S6YHgvDbP16kxzN4lY3h+ANB/utQA87L\n", "Cxv+Z2UDFzqjmxtD9aud1Jx8jl+eX9btD5JoMeK4PO3hlCQLc3MSwk4c43T7Q40sQHWbtl3KVD9/\n", "qufTQkQN7c6dO3E6ndx77710dHSwe/fuGMcSWkq0GJiXc/WKbnlRStj5T61GPSkDvubmJ1swGSL7\n", "m6zT9c9UdYVJr6PJ6cbtU6eu7/L5OXi+k39/u44DtZ24vNGtdptkMTIz8+qqDV1uL//y4Aye+Ugp\n", "T99XQkn60Cs6XJGbZGb+5UUgzQYdHy5NiyqPUE9EpYOOjg7uvvtuAMrLy1m/fn1MQ01G41mHSrGZ\n", "+OqKaZxs6cVi1DMrK+G6GzMD82U6zPzDqhJePNJEktVIxZxMzBE2tHqdjk/clE232097r5f7Zqbz\n", "7MF6ZmQkkDXC3fvhRHvuOvq8nGzpxR+EGRk2GrrcfGtH/6Cbl4+28KP7p3PTGGfTanF6qG9s4ht3\n", "FnCytRerycCszARSbEaIsNqSkWDm63cWcLHLg8NioDBV21FrqtdAVc+nhYgaWpNp6GU/urq6SEqK\n", "7IaBGF/ZiRayEyNfm2p6hp2/uato5B2HkJNooTjNSoLZwPPvNZHtMIetUcaSxxfgxSPNvPhBMwAf\n", "Kk7htoJk0mxGLvX5CNI/P+1YVDX38LevncXp9vOF2yzcOzN9zDf+MhLMZGh4A0yoJaJPf29vL62t\n", "rQC0trZyZXqEN954I3bJJplY/8U+197HztNt/LGuix7P6L8Ka5kvwWzg/lkZTEuxcv/MdL52ZwFJ\n", "w9xxj3U2p8fPrjPtg7aDwLLCFJ5cmk9xqpXC1NGvgecPBPn1Ow10u/uP928H6mnsUnN1aNWvFlXP\n", "p4WIPv2NjY08++yzTJkyhfr6egoLC3nxxRepqqrioYceinVGMYK6Thdf3XqGTlf/Datv3lXI8uLU\n", "cc2Un2zlTwfcfR8vCWY9SwqS2VrVhlGvo3xqMk+/UQv014//8f7pwy4rHo5OR+iG15VjDdeLQ4iI\n", "Gtrly5ezaNGi6x4/dOiQ5oEmq1jWodp7vaFGFuDdhu5RN7Qq18kOHDhA9oybeLfBSZrdiEEHfzh7\n", "iXtnpLNoSlLYO/oWo4FPLshhYV4ieh2cbb96R98bCOIa4006vU7Hpxfl0eP109bj5XPleUwJM6x3\n", "PKn83oL6+bQQUelgqEb2yuOvv/66poHE6GUkmMlKuFpHL586uVYIsGZM4WvbzvKrg/U8/UYtp1r7\n", "ONnSx3d2nuNM+8hdoTIcZu4oTmVZUSqL8pNCcx7kJZnJSxp7XTQjwcS9M9KYkWHnxSNNXOhwjflY\n", "YnKLevlNpzP8dHOiXyz/YuclWfiH+6Zz/lIfyTYTpRmj/yocTb5z7X28VX2JVJuJJQXJY+5dMBxb\n", "cjqdrrYBr+ciM8FEW68Xp/v6/r3+QHDYr/GzsxL42YMzuNTnIy/JQl7S2K9Cz3e4+Mfd50PbW060\n", "8uTSqaHtFqeHxm4PiVbDmOrAWlH9alH1fFqI7TrHIm6mpViZFuVk1j0eP0cuOjnb1sfNeQ5mZSWM\n", "WHdsdnr42+1nae3tv3Nf1+ni87flo9NwXH+G3cTMTDsnW3rRATfnOXj+vSZmZdmZlnK1AWvr9bKt\n", "qpV367tZXZbBbQUpWK4pK+h0uiH7tdZ3uni/oZsEs5H0BBOlGfbrnnuta7vImQfs3+z08P0/nKOq\n", "uRerUc8P75s+6jkTxOQhDW2cqF6H2rt3L6Zp8/j2zv7+pc+/p+Onq0spzQzfOPR6/KFGFuBYcw8e\n", "XwCLhkNuq96r5Jt3lVPb0YfDbCTZqmdujoMMu4mMAVfP79Z38d+H+0e0fdDUw7+sNkc09LbX4+f3\n", "R5pIs5l4fl8dAH91+1TumZEedo6HwlQLX1qWz/8ebqQg1cp9M6/OCFbf6abq8mgxly/A/tqOcWto\n", "J8JnT+V8WpCGVgD9U2GeH1Bj9AWCtLtGHnabbjdxV0kqfzh7CYCH52YNamS73T4auz1Yjfqolo/J\n", "TjSTnRi+JNHeO7g/bK83QDAYxO0LDJprIRgMcryph321nRSlWinLtpNhN/PS5b62AL9+p4HFU5PC\n", "Tu5iMRq4b2YG+bouZhQXDhptl2gxYNTr8F2eazHabxtiYpOGNk5U/4t92223caK5B7NBh8cfJCvB\n", "xJQI6peJViP/Z/EUVs1Mx2rUD+oq1eX28dtDF9l8ohWLQcc/rCphXu7oR2BFeu5unZrMy0dbaO/z\n", "sWhKIul2I79+p4HD9d3cNyudu0rSSDAbOHfJxdcGTOLyleXTKM2wke0wU3v5j01uojmi0XAGvY4F\n", "s0que7w43cbTq0rYXX2J0gw7t04dv4E9qn/2VM+nhagbWi1rcWJ8zcq089PLN4pyE81MSY7sKizV\n", "biLVfv3owaZuD5tP9A90cfuD/P79ZubmOEb8zLT3ernU5yXJYiRzFDfWitJs/PTBGXS7/ZgNOg7V\n", "d/PCkf6r1J/vq2NaspWb8hLpcvmum8TlMwtz+as7jGw50YpBp+Oj87OGndYwEnqdjpvyEsc8tFdM\n", "LhF172pubh72d9GuDnmjUH1dpL1794ZuFC3KT4q4kQ3HYtRjGbB8zNQUy4iNbJPTww/+UMPnN5zk\n", "qVdPc/5S36jOXXaihekZdpqdnkF9iwH6LveZzUsyM+NyzwyTQcftRSlYzQbmZDv42p2FPLWigIJR\n", "9BKYCO+tylTPp4WI/mT/9re/5c///M9JTr6+f6bDoc08n4FAfz1Nls2ZPKYmW/jBqhJ+/34T+SnW\n", "iOZYPdfWxweXV6i92O3hSGMPqWP41mQ3G0gwG8hLstDQ5ebmPAfFl8saWQ4Lf7eyiIYuD0kWI0Y9\n", "/LGuiyyHWZYhFzGhC16ZuCCM559/nrS0NLq7u7n11lspLCwc8cCNjY3s2rULg8HAihUryM0dfjjm\n", "9u3bqa6upqKigry8vNDjmzdvxu/vH7dfUlLCvHnzhj3Grl27uOWWW0bMJeIvGAxGXGI6crGbp149\n", "E9r+1ocLuaNo9MOJ3b4Alec7aenxkOkwMy3ZSsEQQ23PtPby1Kun6fUGSLUZ+af7p4/qalZMfocP\n", "H476m3tEV7SPPPIIZrOZQCDAoUOHePPNN/nTP/3TsM+prKzkscceA2Djxo1UVFQMu++qVas4fvz4\n", "dY9brdbQ9Ixi4hqpkT3V2sOp5l5ykixMT7fxleXT2HayjfL8JObmjO0bk8WoZ2lhCkcudvPz/XU4\n", "3X6+c3fRdd29qtv76PX2lxQu9fm40OGWhlZoLqIabVdXFwDt7e3U1dWRkjLyRJt2+9VO4Wbz2EYK\n", "+f1+Xn75ZdavX8/hw4fHdAxVqF6HGq981e19PLXlDD/bX8c3tp+lqrmXe2ek86P7p/MnN+eQajPx\n", "7pk69td2cLzJiXcUcxM0OT18Y/tZ6jrddLh8/Hx/Hb3XzGyWMWDosg5Is4/+Bpi8t9FRPZ8WIvpU\n", "/e53vyMjI4OMjAweeOCBiBrOgRWJ4eazHcnARSC3bds2pmMItbX3egdN7HKqtZclBcmhFR0udrl5\n", "5lAHzc4WdMAPVpWwKMJFE3X0d7/yX+5hYDHouHb8weysBP7+nmKqmnuYn5tIaUb41RCEGIuIrmgT\n", "EhL4+Mc/zsqVKyO+Or1SWwVtuoBF0lgP/Mu4d+9epbYl39DbOYlm0i93DdPrYEGeY9Dvm5wemp39\n", "AxGCwMHznREf//yJ9/nO3cVkO8wUpVn503nJoYELV/a3mQwsnpbM7EAdPefeDzXwo/n33H777eP+\n", "/km+2P//EY2IboZ5PJ5Rf/3fsGEDa9asIRgMsmXLFlavXg3A0aNH0ev1lJWVDdr/+PHjpKSkDLoZ\n", "VltbS0FBAQBbtmzhgQceGPb15GbYxHW+w0V9p4tUu4np6fZBw17PX3LxV5tPhRZ7DDfXbluPh+NN\n", "Pbj9Qeb3tqoyAAAgAElEQVRkJ5B7ecBFR58Xg15HokX98TkeX4Autw+bUU/CBMh7I4jbzTCz2UxN\n", "TQ3Nzc3ccsstnD9/nuLi4rDPWbx4MevWrSMYDLJy5crQ4wcOHECn0w1qaF9//XWqq6uxWq0UFhay\n", "fPlyoL+hraysBGDBggWj/sepZO9etcdzj2e+cBPiTEu18s3bM2n0mMhKMDF7mLkLzrb18kGjk0AQ\n", "XjvVxtYqPX+3spgUm4kU29VvQ26fn2anF5NBR84olvYJR6tz53T72HishfVHW5iRYedLy6ZqMset\n", "fPbGX0QN7dtvv00gEKCxsZHy8nIOHjw4YkObl5fHo48+et3jTzzxxHWPDWyIB7rS4IobW2/DWe4P\n", "8z9i7aU+vrr1DN1uPzrg87fl8+9v19Hj8Q9qZF1eP5tPtPKflQ3YTXp+cG8Jc8bYqyEWqttdoUlx\n", "3m3o5kBtJ4/MzxrnVEILEdVoGxoaWLp0KXp9/+4JCTLd22ip/hdb5XwjZWvu8dLt7i8tBIELHS5W\n", "Tk+7bp2yxm4P/1nZAPRPOPPrdxrw+qNfBn0s566x283+2g7ea+gOrfEWZHAVLzByVS9m+eJJ9Xxa\n", "iOiKVkZriXhzun34A5BsG/kjmmk3YTfpQ/1hb56SyKxM+3U1WaNBF5o0B8BhMdDs9Ggy3Hg02no8\n", "/MMbNaFpFL98+1Tum5VBSZqNx27OYf0HzczItLGscHKtlHEji+iKtq+vD6+3/86v1+slEIj+KmAi\n", "a+3xcLatl9aeyFc91fIO5kgudLj46d4LPP3GOc629Ub0nHjmG8mZ1l7+v1fP8MVXTvLH+q5QnX44\n", "hWk2nnmglK/fWcCPPzKdW/OThly6e0qSha9/qJCSdBsLpyQyL8fB8eaeqPOO9txd6vOFGlmAHafb\n", "8QeCOCxGPnFTNr9+ZDbfWVms2R8Ald7boaieTwsRXdHec889PPfcczQ2NuL3+wf1b73R1He6+O7O\n", "amo63JSk2fjWyqKolkPRmsvr598O1HG4vhuAY409/OyhGaTZtV1eJlb6vH5+tu9CaBHF7+48x9/f\n", "njPi80rS7UOunDCQTqcjzWYkx2Gm1xvg2coGfrDq+ikOYy3JamRKkpn6y8uT31aQHFrJwmLUj2rG\n", "MjExRNTQpqWl8elPfzrGUSaG06191HS4gf4VVU+39kbU0MarDuX2BWjodIe2W3u9uH0j1/pUqZMF\n", "g+AeUDf1+gNkZml3Q6g43cbdM9I4WNvF06tKKEkffrity+vnUp8Pq1E/5DSQV4z23GU5zHzvnhJO\n", "NPeQaDEwOyu2N+RUeW+Ho3o+LURUOrjW9u3btc4xYSSY9ddsq1W/TrQa+cyteVzpifqZRXmkjmFY\n", "6Xixmw18aelUkiwGzAYdX/9QIdkO7b4xWI0GlhaksGZuJr97v4lvbD/L0cbrFxh1un38/kgzn3nx\n", "OH+95RQ1l0ZebXc0pqZYuWdGOrcVpJASQR1aTGxh3+Ef/OAHzJ49m87OTk6dOsXcuXM5cuQIRUVF\n", "8cqnnJmZCXx+yRTerO7gzpIUZmZGNmQzXn0F9Todtxcm84s1M/EHYWqSBatx5D8GWuXz+gN0u/3Y\n", "TfpBy8eMxpwcB79cO4tAIEhGgpkD+/dpeu5cXj//uv8CRxr767PffO0sv3p41qAG/XyHi+fe7e9q\n", "Vd/l4dUTbTw8LxN/AHKTzIMWZlS9H6jkG39hG9pPfvKTFBQU8Pvf/57vf//7GAwGPv7xj/PCCy/E\n", "K59ykqxG1szNYvXsDIwRLHUyHkwG/Yj1ylhwun28cryVV463MDfHwRPleWSPcVBAZpi1uqLlCwbp\n", "dF0dIu7yBbi2l9e1q/8a9fC1rWdo7fHyrZVFLJ6aJKuLiIiFbSmuDH81mUyhLl5Go3HQzFw3qtE2\n", "sqr/xdYi35m2Pv7fHy/S3ufjrXMd/PHyDbloaX3uHGYjX7htChaDDh3wV7dPIzNhcA22MNXGV+6Y\n", "RrbDzOKpiSRZjVzs9uANBPn5vgt09F1dveFKvi6Xj/caunmvoRune+SFLePlRvjsqS6i4pDL5Rq0\n", "7XReX9MS4toO9gPX5VLNzVOS+I+HZ+MLBMlJNIcmk7nCYtSzsjSNxdOS8AUC/OWmU6HfJVkMGA2D\n", "r2bdPj8vHGkKrVH2qVty+Pj8bExGNb/1iPiK6FOwYMECfve733H48GHWrVs34ecdGA/R9BVs7fHQ\n", "1O3RbKTQULToy1iSZuehsgwy7EY+syiHaSkWjlzspjvMsuWdLh9/rOvi0IVOOvq8Q+6jVT/Lbrdv\n", "UJZUmxGHxTBsCcCg15FiM5GRYOG7K4uZlWlnXk4CT60oGDQYYu/evXS6/Gw41hJ6bMOxFroUuapV\n", "vZ+q6vm0ENEVbVlZGUVFRdTX11NRUYHNJjPQx8vRRiff2VmN2xfga3cWDupzqZpkm5GPzs9merqN\n", "RqeXr287C8BH52XxyVtysF1zc8ztC/DSB038/v3+q8CHyjL4s1vzrttPC8canTyz5zx6nY6nlk8j\n", "xWrk2XcaON7Uw5q5mdw/KyNsD5KZWQn86CPT0el0Qy5DbjPpmZ1pD91gm5OdEJN/h5iYIpomMZzX\n", "X3992Elh4mkyTpPodPv48ubT1Hb0l25Meh2/fmQ2OQoNkLjW7upLvN/Qzdvnu2jr7b9C1evg/320\n", "7LrcrT0e/s/LVaF5CswGHb/5aBlZGnfYb+v18OSGk7RfrqvmJZn5i8VT+Lud50L7PPORUublRtef\n", "taHTTWVdJ3qdjlvzk0LTNIqJLW7TJIYj9drY0et0mAbUAg16Harf6G7udtPs9FKYag01tMVpNqzX\n", "9D92e/0kmPUsyE1kT00HAPNzHdhN2tc0g8HB9WK3L8i1K+L4NRhWnpdsoSJZZtsS15NKfZyMpQ5l\n", "Nxv48h3TKEy1kuMw8927i8bcXWokWtXJbslPoqqlh1mZdj4+P4vHb87hbz5USIq1/66+y+tnx6k2\n", "/nrLaf7ncBOP35LDU8un8dd3TOWLS6fiGGKy62izpdtNfO1DBViNeuwmPV++YyoWo44vLc2nMNVK\n", "xZxMiqLoDqd6jVHyjT8ZkqK40gw7z3ykFH8wOGhuVVVNT7fz0wdn0OXyk+UwXTe5y9n2Pn781nkA\n", "Trf1UZjaP0IqlnQ6HeX5Sfznw7Nw+wL8Z2U9By90o9fBtz5cxC15idgUG+EnJhe5oo2TaPoKJlqN\n", "MW9ktezLmJ9spSw7YcgZtFzewV/RO8P0SNAym06nIzvRgtPj5+CF/v69gSC8cfZS1I2s6v1AJd/4\n", "k4ZWxFVhqpWlBf3zrOYkmiifGtmKtuG4fX7ae70RLUWeZDWSaLnasM5TaIUFMXlF3dDeKMMQO/q8\n", "1Fzqo6038jloB1K9DhWvfOkJZr58xzT+Y+0snnlgBgWpI3cVDJetxenhX/fX8fkNVfz28MVh++Je\n", "kZ9s5R/vm86fLcrlbz5UwPLilFH/G0aTTwWSb/xFXaONttvDRNDc7ebHb53nvYtOilKtfGtlEflx\n", "npVfVV5/gGanF4OeiBc7TLYaSbZqc3vgWFMPr51qB+CFI83clOvg1qnhVyaYnmFneoYMIxfxE/UV\n", "rcMx+b96nWnv472L/d3Yzl1ycbxp9LPyq16HGks+rz/AG2cv8dmXjvPn66t4r0GbuQ2uFS6b/5pu\n", "4OMx6ncyvrfxpHo+LUR0WbF79+7rHrPb7dxyyy0YjZOr40IgGOSDi052nm6nNMPOHUXJ100zaJcR\n", "PwC09Hj5yZ7zBIL9M2D94kAdP3mgdMguWrEyJzuBhfmJvFvfzV0laZSGmchbiPES9or2u9/9Lg0N\n", "DVy8eJH58+cP+i8zM3NSTpd4rt3FN7afZcfpdv7tQB0HarsozbDxF0umUJxm49EF2czJHv3XTtXr\n", "UGPJZ9CBdcCkKQlmA8YYDA8Oly0n0cI3PlTIbz9Wxl8uzSc9htMrDmcyvrfxpHo+LYS99Pj2t78N\n", "gM1mIy0tbdDv0tLSOHLkSOySjROn24c3cPX7Z22Hi0SLkbVzs7hvZjpWo37S3ADs8/o51tRDfaeb\n", "KXnTCQaDI/7bfIEgvV4/dpOB7EQL37unmF8cqMdh1vPk0qljnuw7GokW43Ur3gqhkqg+nVFOk6Ck\n", "KckW5uckcKSxB6tRz50D7kpHM0mIinWoDxqdfPO1aqB/noGfJieFnTC8o8/Ly0dbeOvcJZYXpbJ2\n", "bibzcxP5yQOlGPRgiWAlh7FQ8dwNJPmio3o+LUTU0N52221DPr5kyRJNw6ggI8HM1z9USGO3B4fF\n", "QGEE3Y8mqrNtV9fB8viDtPV6KQkzSKuquZffvd8EwO/eb6IsO4El05Kxx3BUVbPTTVVzLwa9jlmZ\n", "CaQnqD86TohrRdTrIDs7e8jHc3JGXgZ6IspIMDM3x6FpI6tiHWpejoMrc9ak2YzkjtA9y3PNei+e\n", "CAYIRMPp9vGLA/V8/w81fPf1c/zu/UbcMXzNi11uqpp7aO0ZXV9pFd/bgSTf+Iu4dNDZ2UlbWxt5\n", "eXlYrdKHdDKYnZXAvzw4g/ZeL1avk6kp4d/XmZl2bs5z8G6Dk5vzHBEvTDlWTo+ft893hrb3nOvg\n", "0QU5WGKwakFNex9f336G9l4fpek2vvnhIpnmUGgmbENbWVlJeXk5e/bswel0kpeXx9atW5kxYwZz\n", "586NV0ZlXOrzUtXcg8sXYGamnbykyP/gqFiHMuh1zMxMuLw18gip7EQL37irCKfbh8Oi3aCD4TjM\n", "BpYWJLO3pr+xXVGciiNGZYpjTT209/bPu3C6rY+aS66IG1oV39uBJN/4C/t/SkNDAwBNTU088sgj\n", "ANx000288MILN1xDGwgG2XKilf853L8E9cxMO9+7u5hU+9hqhs1OD0cbnXj9QebnOibM1ZOWo7pG\n", "4rAY+fySfO4qScOg71/q3RyjNbhSbIP/TQPnQxAiWhF9aq8dlKDX33hz0fR5A+w51xHaPtnSG1oZ\n", "IBID61Bun5//OXyRH+6u5Zk95/nxm7URzWIVS6rWyTIdZqg/ym0FKaSN8Y9aJOZmJ/DkbfksnprE\n", "Nz5UyPSMyOvzqp67KyTf+At7afLBBx/g9Xo5c+YMFRUVAHi9Xrze8BN3TEZ2k54PlaTyX4cuAjA3\n", "J4Ek69iueno9Af5Yd3W46tGmHnq9/rhdKYrrJdtMPDQnk4fmZI53FDEJjXrNsJqaGpKSkq4bwDDe\n", "4rFmWKfLy8mWXty+ADMy7GNe7cDrD7DuvSb+993+MsTK6Wk8uTQ/7OKAE5XL5+dilweDTseUZMuo\n", "F5a81OdFr9PJHyExbsZlzbDCwsKoXnAiS7aaKB9hZqhImAx61szJZG5OAj5/kJIM+6RsZL2+ADtO\n", "tfOv++sw6OBbK4u4bVpyxCPrDtd38cxb5zEZ9Hz9zgJmZSWM/CQhFBRxsdXr9dLc3EwgEKC7Ozaz\n", "NE1m19ahEq1GbpmSRPm0ZNLD1B7rOl08W1nPv+2vo/ZS37D7aZ1PC629Xn5xoA7on1Xr39+uj7iu\n", "3ez08L3Xz9HS46Why80zb52ne5zr2MNRvcYo+cZfRA1tdXU1mzZtYseOHQBs3rw5pqFEvz6vn3/b\n", "d4EXjjSz6XgLf7/rHJdGmNg6Xuo6Xew5d4kjF524fEM3niaDjpQBX/kzE0yDVvUNJxgMMmDKCfzB\n", "IMHJMcVEXASCQdp7vXS7fJNmbo6JLKKG9tChQzzyyCM4HA70ev0NMQet1sbSV9DlC1DT4Q5t13e6\n", "YzYyajT5Lna5+ca2s/z9rhqeevX0oBt7A2UkmPnePSUsnJLI7YUp/N9l0yKeLyLLYeYbdxViN+lJ\n", "sRn56zumkaToxDGq9QP1B4Lsr+nkCxuq+Oq2M+TNju29i2ipdv5iIaJPbjxGggUCAYLBIAbD5KtV\n", "jlWSxcjjt+TwL3svAPDYzTnX9fccD229XhqdV4ep7q/tZFnh0AMeZmTa+f69Jeh1kS97VNfpotnp\n", "Iddh5tmHZ6PTMS7TH05UDV1uvv+HcwSC0N7n49nKBr53T/Gob0QK7UT0f21f3+DaoM83cq2ssbGR\n", "Xbt2YTAYWLFiBbm5ucPuu337dqqrq6moqCAvL29Mx1Dd3r17R/2X26DX8eHpqZSk2/AHghSk2q6b\n", "hHw88qXajKTajFzq6/8cLJySGHb/0fwPfr7Dxde2nqGt14vdpOdHHymlqeqw0lc9Y3lvYykQDDKw\n", "L5HX7788056aDa1q5y8WImpoFyxYwP/+7//S1dXF+vXrKS8vH/E5lZWVPPbYYwBs3Lgx1A93KKtW\n", "reL48eNRHWOyshgNA4bJqmFKspUf3jeds219pNiMzNawN8CFDhdtvf116F5vgDNtvSRJjXFU8pIs\n", "PLWigJ/tPU+yzcgnypIxGm68QUYqiaihnTlzJlOnTqWpqYn8/HxMppFH6NjtVyccMZvH9rVPi2Oo\n", "QvW/2KPNV5RmoyhN+ykkU21G9DpCN8KyEswsnLlM89fRkmrvrcnQP7jmplwHRr0upiPqtKDa+YuF\n", "iAt+drudoqKiiA88cBxEJA1zrI4hJpbSDDtPr5rOuw1dzM5yMDtLVqsdC6NeR5ZjYl+cTCYRNbRb\n", "t25l3rx5+P1+9u/fT3l5OdOnTw/7HL//apefsXYvGe0xBtZ6rvTNU2X7l7/8JfPmzVMmj8r5bp6S\n", "iK+hCk+dB3vBskH9LFXId+225Jvc+bQQ0RDcjRs38uCDD/LKK69QUVHBCy+8wMc+9rGwz9mwYQNr\n", "1qwhGAyyZcsWVq9eDcDRo0fR6/WUlZUN2v/48eOkpKQMuhk23DGGEo8huNFQveCvcj6Vs4Hki5bq\n", "+eI2BFev16PX60PdvCyWkcf4L168mHXr1hEMBlm5cmXo8QMHDqDT6QY1tK+//jrV1dVYrVYKCwtZ\n", "vnx52GNMRCp/kEDtfCpnA8kXLdXzaSGihtbj8eB0OkMNbSTz0OTl5fHoo49e9/gTTzxx3WPDNaLD\n", "HUMIISaSiPp85OXlsXHjRpYsWcLRo0eprq6Oda5JR/Xx3CrnUzkbSL5oqZ5PCxFd0S5dupSlS5cC\n", "MGvWrBFvhAkhhLhq1PPRqkr1m2FCiIlJi5thYxousn379qheVAghbiQRNbQ7duzghRde4Omnn2bd\n", "unW8++67sc6lnE6Xjw8udnOyuQfPGGbQUr0OpXI+lbOB5IuW6vm0EFFD63Q6+djHPsacOXN49NFH\n", "KS0tjXUupTjdPv7rnQa+8uoZvvjKKd4asEijEEKMJKKG9sqorECg/0ru2lVxJ7v2Xh9bT7aFtl84\n", "0kSvZ/iVAmov9fHHui7Od7hCj6neV1DlfCpnA8kXLdXzaSGiFvPKtIgGg4Gurq4bbhVcu1lPpt1E\n", "y+VZpWZm2rEYh/4bVd3Wx1Ovnsbp8ZNkMfCjj5TGZPIVIcTEEdEV7cMPPwzAPffcw65du64bPjvZ\n", "ZSSY+f6qEj42P4snyvN4bEHOsHOs1lzqw3n5arfL7Q9d1apeh1I5n8rZQPJFS/V8Woh4CC70D71d\n", "s2ZNTAOpqijNxufKp4y4X0bC4FnGwi28KIS4MYypH+1bb70Vmo9AFar0o3X5/Bxt7OFoo5N5OQ7m\n", "5TgwD1NmEEKoL26Tyuzdu5eLFy+G1vM6ceKEcg2tKqxGA4vyk1iUnzTeUYQQiojoUqutrY2PfvSj\n", "rF27lrVr1/LZz3421rkmnfGsQ/V6fByq62LTsRZONvcMOSmQynUylbOB5IuW6vm0MKZ+WhkZGVrn\n", "EDF0tKmHb77WPxGQxaDjpw/OoDhdVi4QIl7CNrRXFkxsb2/n9ddfD03KvX//fj73uc/FPt0kMp59\n", "Bc+0XV3F2O0P0tbrozh98D4q92VUORtEnq+zz0eHy4vDYiDdHr9lZibL+ZvIwpYOrlzSL168eNDK\n", "B2JimZ/jwHC5N1qa3UhuoqwlFW/NTg8/3F3DE+ur+JttZ6nrdI38JDFphG1o/+RP/oSysrJQv9mz\n", "Z89iMBj41Kc+FZdwk8l41qFmZyXwLw/O4Ht3F/NP95eSn2K9bh+V62QqZ4PI8p1t6+WP9d0A1Fxy\n", "cbSxJ9axQibD+Zvowja0DocDgJ07d+J0Orn33nvp6upi//79cQkntGHQ65iZmcCSgmSmDdHIitiz\n", "mgyDthPM0uXvRhLRu93R0UF5eTlms5lbb72Vtra2kZ8kBlG9DqVyPpWzQWT5StNtfH7JFIrTbHzi\n", "pmzmZDvikKzfZDh/E11EvQ5MpqFHN3V1dZGUJP1FhRiJw2Jkzdws7p2RjtWkR68begi3mJwiuqLt\n", "7e2ltbUVgNbW1lA/zDfeeCN2ySYZ1etQKudTORuMLp/dbIh7IzuZzt9EFdEVbWNjI88++yxTpkyh\n", "vr6ewsJCXnzxRaqqqnjooYdinVEIISa0iOY6OHToEIsWLYr48fEwnnMddLl9+PxBUm3G0Ny9QojJ\n", "IW5zHQzXmKrSyI6ns229/OPuWrpcPr60bCqLpyUPO4WiEOLGJH1MouDxB/jl23XUXHLR3ufj+3+o\n", "4WK3e8h9Va9DqZxP5Wwg+aKlej4tSEMbJf+AdRoDwSBMisXbhRBaGtN8tCoarxrtqZZevvt6Nd1u\n", "P1++Yyp3FKVilNKBEJNG3Gq0YngzMu38/KGZ+AJB0u0mqc8KIa4jpQMNpNlNZDnMYRtZ1etQKudT\n", "ORtIvmipnk8L0tAKIUSMSY1WCCHC0KJGK1e0QggRY9LQxonqdSiV86mcDSRftFTPpwVpaIUQIsak\n", "RiuEEGFIjVYIISYAaWjjRPU6lMr5VM4Gki9aqufTgjS0QggRY1KjHYNmp4dTLb0Y9DArM4FU+9BL\n", "/QghJj6l5zpobGxk165dGAwGVqxYQW5u7qj33bx5M36/H4CSkhLmzZsXq7gRc7p9/OJAHftrOwF4\n", "eF4mf7YwD5NRvhwIIYYWs9ahsrKSxx57jE984hMcPHhwTPtarVYqKiqoqKhQopEF6Pb4OXC5kQV4\n", "82wHTo9/xOepXodSOZ/K2UDyRUv1fFqI2RWt3W4P/Ww2m8e0r9/v5+WXXyYYDFJUVKRE9y2H2cCt\n", "+YlU1nUDsKwwmQSzYZxTCSFUFrOGdmDpd7jlykfad9WqVaGft23bpmG6sUu0GPni7dOoau7BqNcx\n", "KysBcwRlA9XXrlc5n8rZQPJFS/V8WohZ6eBKbRUYccHCSPYdqbGGwV9B9u7dG7PtbIcZQ8MxgnVH\n", "Sb98IyyWryfbsi3b47sdrZj1OtiwYQNr1qwhGAyyZcsWVq9eDcDRo0fR6/WUlZWNuG9tbS0FBQUA\n", "bNmyhQceeGDY11N9ZNjevXuV/sutaj5/IMix48eZP3fOeEcZlqrn7grJFx2lex0sXryYdevWEQwG\n", "WblyZejxAwcOoNPpBjW0w+1bW1tLZWUlAAsWLIhVVKGoCx0ufvNOA229Rj6b1s1NeYnjHUmIMZF+\n", "tEJJ/kCQH/zhHHtr+nt4WI16frlmJlOSreOcTNxoZK4DMWkFgkFae7yhbZcvgC8wKa4JxA1IGto4\n", "0bKwHguq5TMZ9HyuPA/r5R4dnyvPI9sRvpvgeFHt3F1L8o0/WQVXKGt+biL/vmYmF5tbmVOYgdUk\n", "/ZXFxCQ1WiGECENqtEIIMQFIQxsnqtehVM6ncjaQfNFSPZ8WpKEVQogYkxqthlp7PPgDQTISzBj0\n", "4YcdCyEmBqnRKuR4k5MvbDjJZ186wZ6aDvzS51MIcZk0tBro9fj5+f46Olw+PP4gP3yjhianZ9A+\n", "qtehVM6ncjaQfNFSPZ8WpKHVgF4HZsPVUoFRr0MKB0KIK6RGq5Ezrb38+K1aejwB/u+yqSzMTxxx\n", "ekghhPqUnr3rRjM9w86PP1KKLxAkxSaLNQohrpLSgYYcFuOwjazqdSiV86mcDSRftFTPpwVpaIUQ\n", "IsakRiuEEGFIP1ohhJgApKGNE9XrUCrnUzkbSL5oqZ5PC9LQCiFEjEmNVgghwpAarRBCTADS0MaJ\n", "6nUolfOpnA0kX7RUz6cFaWiFECLGpEYrhBBhSI1WCCEmAGlo40T1OpTK+VTOBpIvWqrn04I0tEII\n", "EWNSoxVCiDCkRiuEEBOANLRxonodSuV8KmcDyRct1fNpQRpaIYSIManRCiFEGFKjFUKICUAa2jhR\n", "vQ6lcj6Vs4Hki5bq+bQgDa0QQsSY1GiFECIMqdEKIcQEIA1tnKheh1I5n8rZQPJFS/V8WjDG6sCN\n", "jY3s2rULg8HAihUryM3NHfW+ozmGEEKoKmY12ldeeYUHH3wQgI0bN1JRUTHqfUdzDKnRCiFiQeka\n", "rd1uD/1sNpvHtO9ojiGEEKqKWUM78ELZZDKNad/RHEN1qtehVM6ncjaQfNFSPZ8WYlaj9fv9oZ91\n", "Ot2Y9h3NMVJSUjh8+PBoY8aN3W6XfGOkcjaQfNFSPV9KSkrUx4hZQ9vX1wf0X5Ve+Rng6NGj6PV6\n", "ysrKRtx3uMeHsnDhQs2yCyGElmLW0C5evJh169YRDAZZuXJl6PEDBw6g0+kGNbTD7Tvc40IIMZFM\n", "mpFhQgihKhmwIIQQMSYNrRBCxJg0tCIkEAgM6umhEpWzCTGSmN0M04Lqw3i1yLd58+ZQA1JSUsK8\n", "efPGJd/27duprq6moqKCvLy8MR0j3tlUOXfHjh3j5MmTBAIBlixZQn5+/qiPMR75VDl/+/fvp6mp\n", "CYBp06aFehCpcv6Gyzeq8xdU2KZNm0I/b9iwYUz7juYYo6VFvh07dmiaKZLXHM6xY8eC9fX1UR0j\n", "ntlUOXdvvvlm6OdXX311TMcYLS3yqXL+BnrttdeiPkYktMg3mvOn9BWt6sN4tcjn9/t5+eWXCQaD\n", "FBUVaTpfgxb/9lidPy2Oq8q5W758edTHGC0t8qly/gBqampYv349a9asGfMx4p1vNOdP6YY2qPgw\n", "Xi3yrVq1KvTztm3bNEynzb89VudPi+Oqdu527txJeXl5VMeIlBb5VDp/hYWFPPnkk2zatIni4uIx\n", "HSPe+UZz/pS+GRbvYbyjpUW+gbT+MGnxb4/V+dP6uON97t58801KS0vJyMgY8zHinW+g8T5/AFar\n", "lcwMALsAAAYCSURBVMTExKiOESkt8g000vlTuqENN4z3+PHjEe07mmG845GvtrY29LPL5Rq3fKM9\n", "hgrZVDl3e/bsITs7m8LCwoiOoUo+Vc5fe3t76OeBV5qqnL/h8o3m/CldOlB9GK8W+Wpra6msrARg\n", "wYIF45bv9ddfp7q6GqvVSmFhYaiuF6vzp0U2Fc5dc3Mz+/btY9asWVRVVdHd3c3jjz8e9hiq5FPh\n", "/AHs27cPt9sNwKJFi0Y8hir5RnP+ZAiuEELEmNKlAyGEmAykoRVCiBiThlYIIWJMGlohhIgxaWiF\n", "ECLGpKEVQogYk4ZWCCFiTBraG1BTUxMbN27kmWeeGfL3v/jFL2hpaRnVMV944QU2btzIxo0b2bRp\n", "E11dXdfts3v3bnbv3j2WyAC89tprrF+/fszPn6y2bNky4j5Op5Nnn3024lF3QltKjwwTsZGdnU1F\n", "RQUvvvjikL//6Ec/Smpq6qiOqdPpqKioCLvPwFE1Y3Hvvffy8ssvR3WMySiS4akOh4Pbb7+dQCAQ\n", "h0TiWtLQihCPx8P27ds5c+YMjz/+OJmZmaHfvfPOO+zYsYOioiISExPxer2sWbMmNCGHxWJh/fr1\n", "GAwGent7eeCBB0hKSgL6JzS5dOkSAOfOnePLX/5yRHl8Ph8bNmxAr9cTDAavm5z5rbfeorm5GbPZ\n", "jMvlYtWqVSQlJXHkyBE2bNjAhz/8YW6//fbQ9l133cUdd9wx7Os5nU6ef/557HY7er0eq9VKb28v\n", "q1atCk3GMtxrAhw6dIht27bx+OOPs3//fsxmMzfddBOlpaX4/X62bt0aGivf09PDtGnTWLZs2Yjn\n", "Yf/+/TQ0NGA2mwkEApjNZu6//358Ph/btm2jqqqKjRs3AlBaWsqcOXMAaGtrY9u2bdjtdjweD4mJ\n", "iRQVFUV07oXGIp65Vkw6L7zwwpCPv/HGG8Hm5ubrHv/lL38Z+vnw4cPB06dPD/l8t9sdXL9+/ZC/\n", "G+7xoWzevDnY0tIS2j548GDwxRdfDAaD/ROB79mzJ/Q7j8cT+l0w2D/Z9YULF0K/e+mllyJ6zWPH\n", "jgWfffbZ0Lbf7w/+93//d0SvGQz2n9Pt27dfd9xt27YF29raQtutra3BEydORJTpf/7nf4Ld3d2h\n", "POfPn7/uNYfy29/+Nuj3+0Pbv/nNb4LHjh2L6DWFtuSKVkQsPT099LPNZsPj8Qy5n1aTNDudzkHT\n", "+i1YsIDz588DUF1djcvlCl3JQf9V4hXLli1j/fr1fOxjH2Pfvn1hr2SvdfPNN4d+1uv12Gy2iF7z\n", "invvvXfIf0taWlpoOz09fdD5DOeRRx7h7bffxuVy4XK5Ip4Axmw2o9dfvQ0z8N8l4ksaWhG1QCDA\n", "uXPnKCkpAaCjowOr1Rr1cRMSEmhtbQ01tocPHw599Z47dy6NjY0sWbIktL/P5wv9bDAYcDgcdHZ2\n", "0tzczJ133hnx677//vuh2fL9fn/oD8pIrxmO1Wqlvb091NgGAgGqq6uZPn162Of5fD7OnDkzKP/z\n", "zz9/3ZSHQ3G73fj9fgwGA9B//gZmF/EjDe0NaPfu3XR0dIRqe3q9nlWrVnHq1CnOnDlDdXU19fX1\n", "JCQksGTJEnJycti9ezdVVVU0NzeTlZXFO++8QyAQoKysDL1ez4ULFzh06BAWiyVUv43Wfffdx0sv\n", "vYTJZEKv1+NwODh9+jS1tbUUFhbS3t4eyn9lIueBr7tixQp+9rOf8dBDD43qdZOTk0O12it1WGDE\n", "19y6deugeulNN90UqomuWrWKTZs2YTAYQiv6RnKV7fP52LFjB2fOnEGn0+F2uwetkgD9NzevZPL5\n", "fCxdupScnBw+8pGP8Nxzz5GYmIjH4yEpKYm9e/cybdo0HA7HqM6JiI5Mkyji6ve//z0f//jHxzvG\n", "sI4dO3bdfKRCREuuaEXMXbmC9vl8lJaWjnecYXV3d7Nv3z6gv6Z67ZWjEGMlV7Ri3Bw6dIi6uroh\n", "f7do0SLy8/MnxWuGU1NTw3vvvTfk7woLCzVf+UCMD2lohRAixmQIrhBCxJg0tEIIEWPS0AohRIxJ\n", "QyuEEDH2/wP0M/+1ZIZBQQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.525872\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8lPW9//3XrJlMMtl3EpIQQgDZZBcRrKKiAgLutfb0\n", "tPUs7Tn3fXq6nC7n1Pb82trN09P2VNvf8W5PT2uxKgKKgiAVlV2KFVnCFhJC9j2ZZPaZ+4+BIYEs\n", "M5lrkm/C5/l4+Hjkmlxzzdsrw2eu+V7fRRcIBAIIIYSIGf1oBxBCiPFOCq0QQsSYFFohhIgxKbRC\n", "CBFjUmiFECLGpNAKIUSMGWN14Pr6enbt2oXBYGD58uXk5uYOuO++fftoaGgAYOLEicybNy/iYwgh\n", "hKpiVmgPHTrEY489BsDmzZtZu3btgPsuWbIk9POOHTuGdQwhhFBVzJoOrFZr6Gez2Tzk/pWVlTz9\n", "9NNMnjx52McQQggVxazQ9h5wZjKZhty/qKiIz3/+87z//vvDPoYQQqgoZk0HPp8v9LNOpwvrORaL\n", "BZvNNqxj7NixA4PBEGFKIYQYXEpKSui+0XDFrNA6HA4geFV6+WeAY8eOodfrmT59euix1tZW0tLS\n", "QvsPdYz+GAwG5s6dq1l+IYQAOHLkSNTHiFnTwaJFi9iwYQMbNmxg0aJFocf379/Pvn37+uy7d+9e\n", "Xn75ZV5++WVuuOGGIY8xFu3Zs2e0IwxK5XwqZwPJFy3V82khZle0eXl5PProo9c8/sQTT1zz2OrV\n", "qyM6hhBCjCW68TJN4q5du6TpQAihuSNHjnD77bdHdQwZGSaEEDEmhXaEqN4OpXI+lbOB5IuW6vm0\n", "IIVWCCFiTNpohRBiENJGK4QQY4AU2hGiejuUyvlUzgaSL1qq59OCFFohhIgxaaMVQohBSButEEKM\n", "AVJoR4jq7VAq51M5G0i+aKmeTwtSaIUQIsakjVYIIQYhbbRCCDEGSKEdIaq3Q6mcT+VsIPmipXo+\n", "LUihFUKIGJM2WiGEGIS00QohxBgghXaEqN4OpXI+lbOB5IuW6vm0IIVWCCFiTNpohRBiENJGK4QQ\n", "Y4AU2hGiejuUyvlUzgaSL1qq59OCFFohhIgxaaMVQohBSButEEKMAVJoR4jq7VAq51M5G0i+aKme\n", "TwtSaIUQIsakjVYIIQYhbbRCCDEGSKEdIaq3Q6mcT+VsIPmipXo+LUihFUKIGJM2WiGEGIS00Qoh\n", "xBgghXaEqN4OpXI+lbOB5IuW6vm0IIVWCCFiTNpohRBiENJGK4QQY4AU2hGiejuUyvlUzgaSL1qq\n", "59OCMVYHrq+vZ9euXRgMBpYvX05ubu6A+x4/fpxTp07h9/tZvHgx+fn5ALz22mv4fD4ASkpKmDlz\n", "ZqziCiFEzMSs0B46dIjHHnsMgM2bN7N27doB921paWH9+vUAvPHGG6FCa7FYuOOOO2IVcUQtXbp0\n", "tCMMSuV8KmcDyRct1fNpIWaF1mq1hn42m82D7rts2bJ+H/f5fLzyyisEAgGKi4vlZpcQYkyKWRtt\n", "784MJpMprOfs3LmThQsXhrZXrlzJ+vXruf/++2loaNA840hSvR1K5XwqZwPJFy3V82khZoX2ctsq\n", "gE6nG3L/d955h9LSUjIyMvr9fTjFuvcfbM+ePUptf/TRR0rlGWv5ZFu2R3M7WjHrR7tp0ybWrVtH\n", "IBBg69atrF69GoBjx46h1+uZPn16aN/33nuPzMxMpk6d2ucYVVVVFBYWArB161ZWrVo14OtJP1oh\n", "RCxo0Y82Zm20ixYtYsOGDQQCAVasWBF6fP/+/eh0ulChbWxsZO/evUydOpXy8nK6urp4/PHHgWCh\n", "PXToEABz5syJVVQhhIgpGRk2Qvbs2aP03VWV86mcDSRftFTPJyPDhNCY2+enw+HF5x8X1x9CEXJF\n", "K8Ql9V0ufvvnOo43dLPuhkzumpKO1WwY7VhilMkVrRAaer+6k11n26jvcvPsgRrOtThGO5IYJ6TQ\n", "jhAtu4rEgsr5Riqbw+Prs+31+8N6nsrnDiSfCqTQCnHJTYUpFKXEAXDv1HSK0+JHOZEYL6SNVohe\n", "2hweHB4/yRYjCdI+K1C8H60QY1FqvIlUuZAVGpOmgxGiejuUyvlUzgaSL1qq59OCFFohhIgxaaMV\n", "QohBSD9aIYQYA6TQjhDV26FUzqdyNpB80VI9nxak0AohRIxJG60QQgxC2miFEGIMkEI7QlRvh1I5\n", "n8rZQPJFS/V8WpBCK4QQMSZttEIIMYhRa6M9fPhwVC8qhBDXk0EnlfnVr35FZmYmfr+fc+fOkZ+f\n", "T3V1NYmJicyfP3+kMo4Lqq+LpHI+lbOB5IuW6vm0MGihnT9/PvPmzWPLli185jOfISMjg6amJt5+\n", "++2RyieEEGPeoE0H8+bNA8Dn85GRkQFAZmYmFosl9snGGdU/sVXOp3I2kHzRUj2fFsJqo/V6vX22\n", "nU5nTMIIIcR4FFahTUtL48CBAzidTg4cOEBqamqsc407qvcVVCmfw+Ojwe6iyxX8gFcpW38kX3RU\n", "z6eFsArtihUrSEpK4s033yQpKYk77rgj1rnEdarN4eG/D9Xy6RdP8r0/VVLf5RrtSEJETfrRCqUc\n", "qu7gX9+sCG1/adlE7pySPoqJxPVuxPrRXt1G+6c//SmqFxViIHqdrs/2VZtCjElhFdo33nijz7bd\n", "bo9JmPFM9XYoVfKVZlh5eHYWSXEGlk9KYVauTZlsA5F80VE9nxbCWgXX7/fHOocQACRbjDx+Yy5r\n", "p2eSYDZgMRk4M9qhhIjSoIW2ra0Nr9dLd3c3zc3NBAIBfD6fXNEOg+p9BVXKZzbqSTeaQ9sqZeuP\n", "5IuO6vm0MGihPXHiBB6Ph4aGBo4dOxZ8gtHI6tWrRyScEEKMB4O20d58883ceuutrFy5kltvvZVb\n", "b72VpUuXYrPZRirfuKF6O5TK+VTOBpIvWqrn00JYN8OmT58e6xxCCDFuRdyPtqqqioKCAvR6teYM\n", "l3602qpud3KoupMEs565E5LISjQP/aTrTLfbx7mWHjy+AJPS4km1mkY7kogBLfrRhtXr4Mc//jEP\n", "Pvggx48fJyUlhQ8++IC1a9dG9cJCXa09bp7cWcHFjuCorHunpvP5JQUY9dKp9TKfP8CO0y08e6AG\n", "gBWT0/jcTRNIjAvrn5S4zoR1WVpWVkZhYSEAS5YsiWmg8Ur1dqje+brd/lCRBThab8fp8Y1GLEDN\n", "c9ft8bHlRHNo+62zrXQ4vYM8Y3DtDg/ljd1cbNd+wiYVz19vqufTQliF1ucL/iMzGAwxDSPUkBJv\n", "5LaSKxMH3XepT6u4It6gZ3ZuYmi7ONWC9apzdK6lhzdPtfDni530uAcuwq09Hv5zTzX/z6un+Yct\n", "pzjZ2B2z3GJ0hPU9x263s2PHDkpKSmKdZ9xSva9g73y2OCN/s2gCd5SmYTbqmZwWj24Ux8KqeO5M\n", "Rj2P3ZjD9KwEuj0+FuYnkRp/pY22qs3Bl18/i90dvEh5ckUxNxel9Hus2k4X+6o6AOjx+NlxuoVp\n", "WQmaZVXx/PWmej4thFVo169fT0NDA8XFxXz44YdhjRSrr69n165dGAwGli9fTm5u7oD7Hj9+nFOn\n", "TuH3+1m8eDH5+fkRH2O8auvxUN7UjS8AZRlWMkfoplSa1USa3NwZVFaimbvK+p/wprXHGyqyAMca\n", "7AMWWqvJgFGvw+sP3pfOT5aJ9cebsJoOrFYrxcXFAMyePZv169eHfudwOPp9zqFDh3jsscd45JFH\n", "OHjw4KDHb2lpYf369TzwwAMcPXp0WMdQ3XDaodxeP3882sCTO8/z72+d55cHL2J3Db8dcDAqt5Op\n", "nA36z5eVaCL90geVDpg3IWnA5xemWvjOXZO4aWISfzUvh2XF/RdkLfOpRPV8Woj6FunOnTtZs2bN\n", "NY9brdbQz2bz4Fdhy5Yt6/fxSI4xHtndPnZXtIW291Z28MQCn9zZHgMmJFv4wT2TudDuJDXeyJR0\n", "64D7GvQ65k5IYu4gxViMbVH/ix2oGaF391yTKbyvoDt37mThwoVRHUNVw2mHSjAbuLkwmddOtgCw\n", "ID+JhLjY3JRSuZ0sFtk8Pj8NXW50OshNirtmesZIDJRvYoqFiSmj3wyg8t8W1M+nhZhdGl3uqQCE\n", "dSPlnXfeobS0NLQI5HCO0XvZ4stfR8b69sdvXMTcCUl0dfeQY3Jju3Q1q0q+WGzXdro4W9NEognm\n", "Ts7X/Pg+f4Cd5Q387EA9Bp2Of1tRjK7uFB6PO+zjfXiqAr/BxJSJeSSYDXxw8gxtJJCQkEBZppVj\n", "fz6ozPmU7ei3oxX1CgubN2/ud/DCpk2bWLduHYFAgK1bt4Ymojl27Bh6vb7PsN733nuPzMxMpk6d\n", "GtYx+qP6yDDV165XJd/Fdidf236WBruHRLOBH907mbqTRzTN1tDl4jMvn8TtC771MxNM/Nd9ZWGP\n", "7LrQ5uDJnRXUdLq5uyyNO/L07KoL8Hp58JvHuhsy+fSCXOKManSJU+VvOxDV843YyLDhWLRoERs2\n", "bCAQCLBixYrQ4/v370en04UKbWNjI3v37mXq1KmUl5fT1dXF448/PugxhLYCgQCW3BLeO99Gti2O\n", "0vTR685V1e6kwe4Bgm3Up5sdJGmcxajXkWg20OoI3lhMthi52Onk5/uqmZmTyK2TUgctunsrO6jp\n", "dAOw7VQrHysuZOeZC6Hfv3W2lQdnZSlTaMXoi1mhzcvL49FHH73m8SeeeKLPdlZWFl/96lcjOsZY\n", "pPIn9tnmHr71bgNuXwCTQcdPVpUyJVO7fpyRSIk3ogMuf83KTDAxv+xmTV8jPcHMt++cxLP7L2Iy\n", "6PnUvFy+uu0sd0xJx+H1c7imk7kTkkK9Bq529cAEa5yZuRNsHLjQCcD8fBsJJnWKrMrvPVA/nxai\n", "LrQWy+g39ovo1HS6Q1+jPb4AFztco1Zop6Rb+c5dkzhU3cnMnMRhddzvcnpp6vaQYNaTbYvrd5+y\n", "zAR+eG8pOuBonZ0ZOYm0OTxsPRkcVnvv1HQ+NS8Xm8V4zY2yxROTON2cxsnGbtbPyKQgJZ7P35TP\n", "8knd6HVwQ3YC8TKSTvQScaF1Op19iuvKlSs1DTReqdwOlW0zY9CBLwB6HeQMUJxGgsmoZ0FBMgsK\n", "kkOPRXLu2i8tV77zTCspFiPfW1nC5Iz+u1aZDcFu5AUpcSzIt/Gbw3Wh371T0U5Wohm7y8f6GZmk\n", "J1zpXphti+Ofbi7A6fWTEGdg3969LF26dMCiPtpUfu+B+vm0EFahfeaZZ5gzZw5LliyhqamJM2fO\n", "cNttt8U6mxghUzKsfPvWXDr8JiYkxVGWOXCfT9VVt7vYeaYVgHanl51nWgcstJdlJcZxc1Eyxxu6\n", "ea8yOBR2dm4if6m180FtF6UZ8dxaktbnOSajHpOx73gfj8/PB7VdbD/Vwg3ZiXysJFVG1wkgzEKb\n", "l5cXmrWroKBgzI/SGg0qf2Ib9DoWluSMdowBRXLuLCY9eh1cGs1KRkJ4hS7bZuFvF+ezfFIqLq+f\n", "U8097L00O5fdPfiQ88v5KlodfHNHBf4A7KnsIMli4I7S/ofojiSV33ugfj4thFVor57k22iUkUlC\n", "TUWpFv719mJe/LCBskxrRMNZsxLNZCWaae528+75dgAmJsf1maVrMN0uX6jAA9Rd6pkgRFhzHXi9\n", "fcfXu93yBoqU6uO5Vc4XSTaTQc/SohSeXlXK527KH1a7aUaCmS8tL+S5+6fxg3snUzDE6K7L+QpS\n", "LMzMDt68SzQbuKkwebCnDcgfXdf2a6j8twX182khrEvTmTNn8vLLLzNp0iTOnTvHjBkzYp1LiKiY\n", "DNEttZRsMZJsGfqfR0uPG1t2AR6fn8xEM1+7rYimbg82s4H8CIffenx+DlV3suVEE7NyErm7LL3P\n", "TTgxdoU9MszpdFJbW0tubi7x8fGxzhUx1UeGifHndFM339p5ng6nl3+8uYDbS1KvuUEWifLGbv7f\n", "V0+H+hD/8y0FrCzLGPQ5A2nocnG2xUG8SU9ZZoJM3B6FER0ZZrFYmDRpUlQvJsR44fMH+PX7tTT3\n", "BEex/eS9C0zNtFKUNvyLkB6Pj95XPY2XRshFqrXHw/ffruR4Yw8A/3BTPmtuyBx2LhG9sD5+N23a\n", "FOsc457q7VAq51M1m7nX1ateR1QzgEFwtq8F+TYg2HRxc9Hw2njbHd5QkQXYebYVl3f01nwbiqp/\n", "Xy2FdUV79VSI27Zt4+67745JICHGAoNex1/Pz6PN4aG1x8vnbspnQnJ0AxYyEsx8aVkhTT3BNt7c\n", "pOEdL8liYGJKHBfagwtszs+1yrwLoyysQms2m2lsbCQrKwsAl8s1xDPE1VTvK6hyPi2ytTs8BKDP\n", "ul7RKk6L56m7J+PxBoJzNGgw+U2q1RT2LGIDyUgw8607JnGysZsEs4HpGq4/Fgsqv/e0Elah7e7u\n", "5ic/+UnoZlN5eXm/UyMKoaKTjd089XYlXl+ALy+fyI0armSQaDZCDDoGBAKBqAp3frJFibXHTjf1\n", "sOVEI+lWM3eXpQ/7Kn2sC6uNNj4+nqeeeooHH3yQBx98kJkzZ8Y617ijejuUyvmiydbp9PKjd6qo\n", "73LT3OPh33dV0mR34/L6aOlxa9J2qeW5a+5287sjdXx9+zkOVHWEFmyMRu98H9XbeXLHOf77YA31\n", "XbH9Zlrf5eLr28+y80wbL3zYwB/+Ut9vH2GV33taCeuK9uquDbNmzYpJGCG0Fgj0HQAQCARweP38\n", "8VAD71S0c3NRMo/fmKNMf9X9VR387kg9AB/UdvGz+8qYMsRcDeGqbnfyje3ncHr9QCe+QIC/W5yv\n", "ybH74/T46XRd+SCraHXg8fmvy/bisK5oExP7DkGUbl6RU70dSuV80WRLjjfyxWWFpMYbscUZ+MZt\n", "RVzscPLqiWY6nF7eKG+hvKln6AMNkc/t9VPT4aQhyqvEBvuVUZf+APS4o7/ivnz+nF7/pSIbdKHd\n", "qfkotN4yEkysvdStTK+DT9yY02+RVfm9p5Ww+9FWVlbS2NjI3LlzuXDhghRbMWbMzEnkmbVlBIB0\n", "q4l9VR19fu+P8uu52+tnx5lWfr63mniTnu/cVcKMnPDmR7ja8kmpbDvVQpfLx8ICGwVR9mToLcdm\n", "5t6p6bxe3oLZoOPhWdlRd0kbTGKckcfn5vCxklTijHoKFViocrSEdUV74MABamtruXjxIkajUWbv\n", "GgbV26FUznfkWDnnWnqo6xz+1WJ6gpmMBDM6nY4pmVZunZSCUa/jlqJkyqK8K3+sspaf7a0mAPR4\n", "/PzqYM2w235LM6z8bM0U/uu+Mr64rFCTJo3Lf1tbnJFPz8/j5/dN4Zm1ZcwKc7KcaNjijEzLSmBS\n", "WjwGff9FXeX3nlbCuqKtra1l/fr1bN68GYCEBLW7i4jxo63Hw9ZaI3sOnCLZYuSpQSbyBqhsc9Du\n", "8JJjM/c7gbnPH+Bscw/JcUb+aWkB07MTyEqMrpjp8RNn0OG6tEpFUpwhqivFCTHsLWCzGCkLYw4H\n", "oa2wzrjBcP01XmtN9XYoVfNVdzjZc6ELgA6nlz+daxuw0J5q6ubLr5/F6fUzMSWO/3NnyTXdiara\n", "HHz7rfPB6QxPwkOzsvjswglRZZxdUsC/x6fw7IEaUuKN/M2iCf1OanOhPdiGm241Myl95OYLUfVv\n", "e5nq+bQQVqF1OBx4PMFx1x6P55qRYkLEisVk6DORd+YgE3l/UNMVutlzod3FxQ7XNYXW7QvgDwTX\n", "/ZqenYjVpKfZ7iYjiqtanU7HjROS+MnqBIx6+r3hc6HNwTfePEerw4tBp+NH906mbJTWZRMjL6w2\n", "2jvvvJPnn3+e8vJyXn31Ve64445Y5xp3VG+HiiZff3fcL7Q5efrdKn6wu5LzrY5hH7s41cKXluRw\n", "Q3YCD8zI4uaigSfy7j0EVq+DZEuw4Hl8fs619FDe2E1mgolPz88hLymOX79fy3/tu8jP9lXT0j38\n", "OZYvn7sEs2HArkttTi+3TU7joVnZrJmewdmW4Z+T4eZTler5tBDWFW1aWhqf+tSnYhxFjEUur583\n", "T7fwi30XiTfp+e7KEgpTLPz43UrKm4LF5ExzDz9eVUqKJbKhpS3dbs60OIg36vjWHUUkWwa/6pyd\n", "a+NflhdS3tTNkqIUStKt2F1ezrX08PsPGviwzs4js7O5d2o6X912LvS8Axc6eXiWO2Z9abucXn53\n", "pI6jdd0ALMhPGvak4GJsCrtV/MSJE5w7d46ysjKmTJkSy0zjkurtUJfz9Xh8ONw+kuKMYc2t2tDl\n", "5r/2Xbz0XD//92ANT64opq7L02cftzeyLlTdbh/PvV/LrrNtADx2Y4CPz8kedELvJIuR20vTuL00\n", "uJBifZeLn++t5sM6O0uLUrijNI0XPmxg5ZQ0ZuUmUHOpF0NRqgWi6OU01N+2x+PjZMOVvrqnm3vI\n", "GMFFG8fKe288C6vpYOfOndjtdu666y7a29vZvXt3jGOJ0VDf5eJHu6v421fK2fBhA10u75DPMeh1\n", "mA1XqlRSnJHEOCOfXZAXql1PLJpAanxkd7o7XV7+dKnIArx5qgW7K7IuU0fr7Lx/sQu3L8CfzrUx\n", "ITmO1HgjJoOeNdMz+OyCXB6bk83Ds7LJ03gMvj8Q4GidnV/sq+Zss4N7pl5ZpHHVtAzSNJzcRqgv\n", "rHd/e3t7qF124cKFbNy4MaahxiPV167ft28fbalT2HupM//vP6hnZk4iN06wDfq8vCQz375zEr86\n", "UENavIknFk7AbNDzsZJUSjLiIQAFKXERLy2TYDIwMzeRo3V2IPh12xrhKgFXX6Qmxxn57l0lZCaa\n", "yUw0kxJvosftJzU++OEwXIfO1bOv1s3EVAvLilNIjTfxUb2dY/V2shLNPP3eBf7lY4UsnpiMXqdj\n", "ckZ8VCsxREr1957q+bQQ1rvLZOr/07ezs5OkJO1mQhKj6+rhmAGG/rqv0+mY188dd7NRz+T04Y/R\n", "T7IY+eItE/mo3o7P42J+UQZxERanWbk2bilK4S91Xdw1JY15+YnEGQz4/AEMeh3pVjNRRASC3cW+\n", "815DqLeDxxdgRnYCX912Fn8geIPs4dnZfFRnH7IbWU2Hi9fLm+l0elk7IzOq8yfUElah7enpobm5\n", "mYyMDJqbm7m8zNjbb7/NfffdF9OA44Xqn9hLliyhttPF7NxETjR0s2paBiVp4f9Dj8WaVLlJcVFN\n", "q5dtM/PF5RPpcgZviO2r6mTXmVYKUix8cl4OeUnRDwzodl81f0CbA4tRH+qO1u324fP7WTLEzS+P\n", "z8+vD9fw3vngN4rDFzv5+doyMjW4Qaf6e0/1fFoIq9DW19fz3HPPMWHCBGpqaigqKuKll16ivLxc\n", "Cu04kpcUxzdXFOPw+LHFGYg3jf2BKlaTgZoOF5XtLv73z3X4A3CmxUGa1cTfLIpuoAJArs3MwgIb\n", "h6q7MOl13DElvU+ThdmgY1aOjenZgw93dfn8VLVd6R7X6vDi8kp/9fEirEK7bNky5s+ff83jhw8f\n", "1jzQeKV6O9TlfLY4I/2MXB1VWpw7vz9A77ljru436/L6KW/spqbTxaS0eKZkWsMaRptqNXH/RHhk\n", "dilWk56itHi8vgA/vncy9V1uClMtYU1zmGgOTsDy1NuV+APw6Oxs0jW6YTZW3nvjWViFtr8ie/nx\n", "t956ixUrVmgaSmV2l5e9lR3sqWznluIUbi5KkaWcFVeQEkdDl4W7StN480wrtjgD98/M7rPPycZu\n", "vvLGWQBMeh3/uWYKeUlxNHe7iTcZBp0PobulnqXTJoe2zUYds3JtzMqNLOeSwmR+cV8ZHn+A/OQ4\n", "4uV9NW5EPbuE3W7XIseYcaqph6ffuwDAwepOMhLMzB3izjyo3w6lcr5os1mMBhYXpjA5PZ61MzJJ\n", "NBvIvuqyvbrdGfrZ4w/Q7fLym/dbePVkMynxRp68vZhXTzZh1Ot5eHY2E3tN+afVuTMZ9JRoNMl3\n", "byr/bUH9fFqQaXwi1Ons27c0nL6mYvQZ9TpyBrn5VZJuxajX4fUHSDQb8Abg1ZPNQHD57tdONnO2\n", "2UF1h4vaThffuWsSCWb55yPCM3Kd+caJyRlWcm3Br5ETksyUhDkLk+rjuVXONxLZyjKt/GR1KU+u\n", "KObpVaUkW4x9bmolxhlCvQvquly4eo10U/ncgeRTgXwkR6ggxcIP7yml1eEhLd54zVdQMTYZ9DrK\n", "MhMoC668gsfn5+u3FfHChw1MSotn/gQbr55oRgc8sXACyTKnq4iALhCIbtGgzZs3K7H0+K5du0LL\n", "oV+PajudXGh3kWIxUpIeH/FIrLHK7fVT3tRNdbuL4jQLZZkJA87kPxwOjw+zQY/X76e63YVeF/yw\n", "vV7Or4AjR45cs0BtpKL+WI5m7XmhjfouF//2ZgXVHcFC8J27Spiff32M2Ctv6uZLrwd7Cxj1On6y\n", "ulTTeV4v9yU26A2DruwgxGDC+lhubGwc8HfRVvrrRSzboRrtbqo7gp3d/QHYW9ke8TFUbicbLFtt\n", "r3XEvP4ATd2eAfcdSGuPh6o2B+2OyJ87VL7+XOxwsuGDev74YT01HdGtmhsOlf+2oH4+LYRVaH/7\n", "29/S0dHR7++uXop8uPx+Pz5f9EsrX49SLKY+fXlvGGIU0nhSlBqP6VJTQYLZEPEsXDUdTr6+/RxP\n", "bCzne3+q7LPcdyx0urz8aHcVv/lzHf/f+3X81/5qTZYUF2oLq432D3/4A2lpaXR1dbFgwQKKioqG\n", "PHB9fT27du3CYDCwfPlycnMH7r29fft2KioqWLt2LXl5eaHHX3vttVDxLSkpYebMmQMe43pvoz3T\n", "3MPxhm6yE83MyE7Adp3crPEHApxrcdDU7SbXFkdxWni9QE41dfOX2i7SrCbeO9/OgQudAHxrRTFL\n", "BlnFIVqNXW7++uUTeC4t5JhsMfLLdWUxm3RcRG/E2mgfeOABzGYzfr+fw4cP88477/BXf/VXgz7n\n", "0KFDPPbYY8DQN8xWrlzJiRMnrnncYrHIsjlhKs2wUnodtiHqdbqI/98rWx2hRRwBPjUvl6N1dno8\n", "/ohnCItUUryBh2Zl8/wH9QA8MDOLpOvkQ/F6Fta7qrMz+Gnf2trKxYsXSUkZ+hPfar3yxjebh/dp\n", "7fP5eOXkJ3rxAAAgAElEQVSVV9i4cSNHjhwZ1jFUoXo7lMr5tMzmDwRoc3h4aFYWn7gxB5NBR6Pd\n", "zcycRP52UR5lmZF9WJ1p7uF371fzbkUbHWG08VqMBu6fkcnTq0r5j1WlrJqWEfMeDCr/bUH9fFoI\n", "66P0hRdeICMjg4yMDFatWhVW4ezdIjHQfLZDWblyZejnbdu2DesYIuhscw+bjjeRbDGyalqG5isK\n", "jBUnG7r5xpsVeP0BMhNMPDwrm5k5iZRlWiOeWLy63clX3jhLt9sHNPOFpQXcPTVjyOclxhmZmXP9\n", "tKOLMAttQkICDz/8cERduXrf2NKiC1g4xbr3LECXPyVV2R7NfE12N9948xxtjuBw4Sa7m3sz7Ni7\n", "OpTIN9T20qVLh9z/g9OVdPmNFGSlU5wWf83v/3K6kha/haouP95L03g1dXuYlGZhVm4i+/ftjTif\n", "LrPoUpENOlrbGSq0Y+38Sb6h//1GI6ybYW63O+Kv/5s2bWLdunUEAgG2bt3K6tWrATh27Bh6vZ7p\n", "06f32f/EiROkpKT0uRlWVVVFYWEhAFu3bmXVqlUDvt71fjNsMBfbnXz65ZOh7aJUCz9ZXRrTsfpd\n", "Li8eX4CUeGNY0w1Go67Txb/tOMeFdhcWo54f3jOZqVlX+tJ2u338+N0qDl7o5K/n5/Lfh2qB4Fyx\n", "P10zhZJhrmTQaHfzrZ0VnG1xBPsv3zmJ+QWyuu14M2I3w8xmM5WVlTQ2NjJ37lwuXLjApEmTBn3O\n", "okWL2LBhA4FAoM80ivv370en0/UptG+99RYVFRVYLBaKiopYtmwZECy0hw4dAmDOnDkR/8+pZLhz\n", "bnY4PZxu6sHjDzAlw0rGMO5Op1tNPDI7mxc+bECvg8fn5lxTZLWcE/R8q4MfvlNFS4+Hzy3OZ2lx\n", "CsYoRmsNla2mw8WF9mB/VKfXz5GarmsK7aHqTrz+AIcvdvF3iyfg9vqZnWdjUpi9FPqTlWjmmyuK\n", "OXmxmbyMlKiOFUuqz/eqej4thFVoDxw4gN/vp76+noULF3Lw4MEhC21eXh6PPvroNY8/8cQT1zw2\n", "0Hy2lwvuWOLx+jnV3EOj3U1BiiWqngBef4Atx5v5/aU71DcXJvPPyyZii3AhwXizgYdmZbGkMBmT\n", "Qc/ElNi1z/r8AX5zuJZzLQ4Avr+7kl+lTaUwNXZFKNliwKCDSz2mKLjq/y/RbOBjk1LZcaaVD2q7\n", "KEyJ4zML80Lrm0UjxxbH2ZbzlE0b34VCRCesf7G1tbWsX7+ezZs3A8E2W9G/k03dfPn1swQAi1HP\n", "T1aXUpJuHdYndrfLx1tnWkPbe6s6+KzTF3GhheANmKlZAz9PyysKX68VWAKB4H/RGCrbpHQr3797\n", "MvsvdDAlw8rs3L7zA1vNBv56fi43F6Wg00FZhlWTIhtuvtEm+UZfWP9iDQaZ6T1cFS3O0NqxTq+f\n", "JruHkvThHctq1rNoYjJbTjQBMCM7gUTFZ91vc3i4d2o6FzucdDq9fOO2IirbHDT3eJiaaY1qWe+B\n", "GPQ6ZufZmJ038ATs6QlmbkowY3d5qe100+nyUpBiiXn7sRAQZj9ah8OBxxPsI+jxePD7ZdG4gUzO\n", "iOdyc6TVpCf70ty1w+kraDLoeWR2Fv92WxFfWV7Il5cXkhwfmxtYWvVl/KC2i++9Xcm8/CT+8eYC\n", "njlQw/feruLr28/x7vnI52DQMlu328fzf6nnH7ac4nObTnGkpkuT46reD1Tyjb6w/tXeeeedPP/8\n", "89TX1+Pz+fr0bxV9lWVa+Y9VU2jqdpOfHP6Q0IGkJ5i5ZdLYGZ7Z4fTi9gXYerKZtHgjF3tNmvJu\n", "RRt3l6Wj0+lweHzEGfUjekXZaHez8aPgtwOPP8Dvj9QzOzdRpjwUMRdWoU1LS+NTn/pUjKOowecP\n", "cLTOzrZTzZRlJnDrpFTSE8IfcGEy6JmenQD0bcdWvR1Kq3wL8pPYcryJBrsHW5yBiSlxJMYZ8foC\n", "LJuUitPrZ/e5NracaGZ2bgIPzMwmc5CFD6PNVtnmYNfZVmxmI/PybVhNeno8wW9kBSlxUfWGGCxf\n", "j9vHxU4XRj1MTIm/5nUa7G7OtzqwmgyUZsTHdGn36+W9p7JhfQ/dvn37uL2qrWxz8I03z+H1B9hd\n", "0U6cUceqaZmjHUtZLq+P2k43Bp2O/JQ4ClPj+Y/VU7C7fKRZTZRmWNnwYQNWo55pWQmca3Hwkz3V\n", "AFS0OpiUbuWuKcNsxB5CS7ebb+44R31XsNmrriud760s4cUPG8iymVl7Q2ZM5lN2enxsPt7E//y5\n", "Dr0O/vW2YpYWXxm23trj4YdvV/JRQzcAX1o2kTtjdA6EGgYttN/97neZNm0aHR0dnD59mhkzZnD0\n", "6FGKi4tHKt+Is7t8oZFDQKh/ZrRU7ys4nHwur5/XTzbzy4O1GPU6nlxRzNw8G3og22bG4fbzf3ZV\n", "0tITLHRtDi+fmt93FrerF7vUKhuAw+MPFVmAo3V2PrMgj2/dWRLxsQZzdb6WHg//8+c6IDg/8G8O\n", "1zInLzF0I7C1xxMqsgDbTrVw++Q0TVeGGCyfalTPp4VBG6c+8YlPsH79eqxWK9/5znd47LHH+O53\n", "v0tS0vidvX9Cchw3Xrp7HW/S87FJqaOcSF0tPR5+dTA4ysrrD/B/D9XwbmUbf/tKOT/cXUmH00Nb\n", "r4lW6rvcpMabuKUoOHoq12ZmYQxHUqVaTayZdmXugYdmZ2M26PiwtovfH6nj8MVOnF7t54I1G/Wk\n", "9LppOSEpDpPhShFNshjJsV1pjlqYnxSzIivUENYQ3FdeeYX169eHtlVZJ6w3LYfgtnR7aLC7SDQb\n", "mZg68BLV17smu5u/31ROpytYrObm2TAadByqDs729rVbC2l3enn2QA16HXzjtiKWFqXQ5fLR5vCQ\n", "YDYMa6RbJLpcXqraHBj1eorSLFS0OPjCa2dCXfB+cM/k0Aerls409/DCXxpIshi4f0YW+Sl930dV\n", "bQ4+qu8m2WJgRk4iqfHDm3hJxN6IDcF1Op19tu12e1Qvqrr0BFNEN8CuV5mJZr57Vwm/OVyLLc7I\n", "fTdk8MWtZ0O/73T5uGdqOrNyEzHodRQkW9DpdCRZjDGfg9XrD/BRnZ19Ve1My0pgQX4SFqOBlh4P\n", "va8smrtjs6JCaYaVf1sxcBNbYWp8TEfLCbWE1a9lzpw5vPDCCxw5coQNGzaM+XkHRoPqfQWHm68s\n", "K4HvrpzM128roiAlnvUzMjHpdczKSWBBQRJxRgMl6VaKUuOH/fV4ONnOtfTwte1n2XKime/vruKj\n", "+uDFQUGyJbRUuNWkp1iDYjde/7YjRfV8WgjrsmL69OkUFxdTU1PD2rVriY+XT2JxxeUCmmwx8sl5\n", "uaydkYnVaAh7OZ2aDie1nW5S4oNLpWvRt7bD6aXXPU1qLi3iWJQWz9OrSmm0u0m3mqLu5yxEOMJq\n", "ox3MW2+9NeCkMCNJpkkcm2o7nXz1jXPU290Y9Tp+eM9kZmgwKXZtp4t/e/Mc1R0u4k16fnTPZKZo\n", "uAy5uH6MWBvtYMZ7e21vHp8fvU4nd4g1VNvppv7SyrNef4AjNV2aFNq8pDi+u7KEhq7glbK0h4rR\n", "JGMPw3S83s5XXj/Ld3ad50K7c+gnXEX1dqjRypcab8Tcq+tTSfq1BXHPnj00dLl4v7qDk43deLzh\n", "zbWRY4tjdp4trCJb3e7k2f0X+dneC1S1OcL/H0D+ttFSPZ8WZPnNMNR3ufjGm+dCQzc9/gBPrihW\n", "dox8dbuTV4410uP28dDs7GGvIDASJqXF86N7SvmwrovCVEu/a2klZOTy3bcrKW/sQQc8qfGS4N0u\n", "Lz/de4GjdcFBBB/V2fnRvaWkSJcroREptGHw+AKhIgvBjvpef4BIhqeP1MgXh8fHL/ZfDM1Mdbyh\n", "m5+umUL6EP1VR2tkjk6nY1p2AtOyB24/taTlUN54GoAA8ObpFk0LrcsX6DMCsLbTjSvMq2ZQf6y+\n", "5Bt9al6SKSYz0cTfLQquZWY26PibhXkxnQQkGm6vn9peM2Y193hw+6KceXuUODw+Pqq309bj4YGZ\n", "V+abmKPxAINki5FPzbsyNPiv5ufKAAKhqaivaGMxKYdqLEYD907LYF5+Eka9blhLdY/UeG6bxcin\n", "F+Tx/d2V+APw6QV5pFqH/jOrON78nYo2/uO94AQ0C/JtfP1jhaDTMTtX26W6DXodt01OZXKGlYA/\n", "wMQUC2Zj+NcgKp673iTf6Iu60Ebb7WGsiDMaxsSda71Ox81FyTyztgxfAPKT47BouGzLSHF5fLx2\n", "sjm0/f7FLj67cELM+r1ajAamRLG+mxCDibrQJiZqe3UxXo3kJ7bJoGdShDfAVLuiMBv13Jhn40xz\n", "sAdArs2s7DI+qp27q0m+0RdWod29e/c1j1mtVubOnYvRKPfThPZ0Oh3rbsikOC2eTqeXuRNsQ04Q\n", "fpk/EJC1wIRSBm2I+va3v01tbS11dXXMmjWrz3+ZmZm8+OKLI5VzzFO9r6DW+Vp6POytbOedijYa\n", "7MObuCU9wcztk9PI6ToXVrPNhXYn33+7kid3VHC6qXvI/bVyvf1ttaZ6Pi0Mejn65JNPAhAfH09a\n", "Wlqf36WlpXH06NHYJRNjlsvrZ8Nf6nn1RLCNdVFBEl+5tXBYy6QD+HxDzxnr9Pj4xb5qPqgNjlQ8\n", "1dzDL9aWkRnjaRiFCEdU3/ujnCbhuqJ6O5SW+Xo8PvZUXlnx9v2Lndhdvn4LbZfLy7mWYDtscZqF\n", "ZIsJnz/AhXYnPn+ACUlxYWXz+AM02K9MMt7h8OIZoW5t19PfNhZUz6eFsPqw3HTTTf0+vnjxYk3D\n", "iPEhwWTg1l4rUywpTMYWd+2NLI/Xz5bjTXzljbN85Y2zvHS0EZfXx4ELHfz9pnI+t/kUW0404Qpj\n", "FQRbnJG/WZTH5dG8f7t4AulW6Qsr1BBWoc3Ozu738ZycHE3DjGeqt0Npmc9s1PPwrGy+fUcx37y9\n", "mL9fnB9aL6u3DpeXTcebQtubjzfR3O3h1+/XhqY4/PXhOk5W1ob1uosKkvnl+qk8u66Me8rSiYug\n", "L2w0rqe/bSyonk8LETUdeL1evF4vFoss7yIGl2o1cVPh4MNkrSYD07MSOHhp6ZtpWVasJj25NjPV\n", "l0a3pcQb0QfCW9fLoNeNib7O4voz6Hy0x44d49ixY3g8HmbOnMnx48dJSEggLy+PhQsXjmTOIcl8\n", "tGNTXaeL9y924vMHWFiQzITkOC62O3npowY6nT4+fmMOpTKQQIyimM9He/LkSR555BH8fj/f//73\n", "+frXvw4EF2tUrdCKsSk3KY410zP7PJafYuELtxSOUiIhtDdoI9blwQh6vZ6MjCvLNuv1MhdNpFRv\n", "h1I5n8rZQPJFS/V8Whj0itZms7F7927sdjvJycm8/fbbZGVlYTCoORRSRCYQCHC+1UGbw0tC9sTR\n", "jiPEuDXkmmF1dXXExcWRlpZGRUUFdrudWbNmjVS+sEkbbeRONnbz5dfP4PYFyEk089TdJUxIlhud\n", "QvQ2ImuG5eZemadz0qRJUb2YUMuHtV2huWrr7W5qO11SaKNQ0+HkwIVO9DpYPDGZ3GFMpynGp7Ab\n", "Wz0eD42Njfj9frq6umKZaVxSsR2qMPVKUTXqdcou3aLiuettz549dDm9/Md7F/jVwRqePVDDL/Zf\n", "pMcdXre0WBsL52+8C6vQVlRUsGXLFnbs2AHAa6+9FtNQYmTMzEnkyRXFfOLGHJ5cntvvwogiPA6v\n", "n1NNPaHtk43dODxqFFox+sIqtIcPH+aBBx4gMTERvV4vc9AOg4rjuRPjjNxclMIn5+WyqCRb2akF\n", "VTx3vS1dupRki4F1M650U1t/QyZJw5xER2tj4fyNd2G9E0ZiJJjf7ycQCEiPBtFHu8PDuRYHer2O\n", "0vT4fofyqiDOaOChmdnMn5AEOihJi8c0QkOAhfrCeic4HH3Xufd6vUM+p76+nueff54XXniBurq6\n", "Qffdvn07v/zlL2loaBj2MVSnejuUivl63D5+d6Ser20/x7+8cZYtJ5rw+MJfnXakXD53NouR2Xk2\n", "ZufalPpAUPFv25vq+bQQVqGdM2cOv//976mtrWXjxo0sWLBgyOccOnSIxx57jEceeYSDBw8Ouu/K\n", "lSu59dZbozqGGH86XV5eL7+ybthrJ5vpckm7pxh7wvrYLSsro6CggIaGBvLz8zGZhr47bbVeGZ9u\n", "Ng9v8mUtjqEK1duhws1X1eag0e4hK9EU8wlcrCYD07KsHG8I3mSanZuI1aTe1/Hx8rcdLarn00LY\n", "32+sVivFxcVhH7j3OIhwCnOsjhFrXn+AqjYHbl+A/OS4Ya8iMBaca3Hw5dfPYHf7SDQb+NG9pTHt\n", "qZBkMfLlZUX8uaYTk0HHjXlJWEzShi/GnrCqwhtvvMHMmTPx+Xzs27ePhQsXMnny5EGf03v5Ed0w\n", "72ZHeoze68NfbveJ5bbJZMKXXca/7zqPPwBrylL460UTSTAbrtn/2WefZebMmSOar/f2gQMHMJvN\n", "odFzw8nXmVKM/VLfULvbx+m6VkrSJ8Q8f+XxMwQCAc40BcgepfM32HbvNkYV8kg+7bejNeQQXIDN\n", "mzezZs0aXn31VdauXcuLL77IQw89NOhzNm3axLp16wgEAmzdupXVq1cDwakX9Xo906dP77P/iRMn\n", "SElJIS8vb8hj9Gc0huA6PT7+eesZzrZcuVn43/dP7fcrde8PgZHW4fRwoKqT4w3dLJ+Uwuw8G0Z9\n", "3w+ucPJ9VGfni6+fCW0/fW8pM3Nj39VvNM9dOCRfdFTPNyJDcCE4W5derw9184qLG3po4aJFi9iw\n", "YQOBQIAVK1aEHt+/fz86na5PoX3rrbeoqKjAYrFQVFTEsmXLBj2GKkwGPYWpllChTbYYsRj7/2o7\n", "mm+kD2vtPP3eBQB2nGnhp2umUJaZ0GefcPKVZVr5wd2TOd3cw7QsKw12F+6LfqZmJZBgjt1XepX/\n", "EYLki5bq+bQQVqF1u93Y7fZQoQ1nUca8vDweffTRax5/4oknrnlsoCI60DFUYdDreHxuLhlWM60O\n", "N/dNzyTbpt5Nu5pOV+hnfwA6h3nn3mzUc+MEG1mJJr649QytjmA3v699rJCPlaQN8Wwhrl9h3cLN\n", "y8tj8+bNLF68mGPHjlFRURHrXGNGXlIcn1mYx5eXFzHlqqvE3kazr+C8CbbQ3fpJaRYKkq/9RhJJ\n", "vjaHN1RkAQ5fjO3cF6r3s5R80VE9nxbCuqJdsmQJS5YsAWDq1KlD3ggTapmSmcDP1pTR4fSSbTOR\n", "lRjdrFLpVhPZiabQ8t43TUzWIqYQ41ZYN8PGApmPdmRVtzupbHOQbDEyJcMq3a7EuKXFzbBh9f7e\n", "vn17VC8qxr6CFAu3FKcyK9cmRVaIIYRVaHfs2MGLL77IU089xYYNG/jggw9inWvcUb0dSuV8KmcD\n", "yRct1fNpIaxCa7fbeeihh7jhhht49NFHKS0tjXUuIYQYN8IqtJdHZfn9wZmTLq+OK8Knel9BlfOp\n", "nA0kX7RUz6eFsArt5WkRDQYDnZ2deDyemIYSQojxJKxCe//99wNw5513smvXrmuGz4qhqd4OpXI+\n", "lbOB5IuW6vm0EPYQXAgOvV23bl1MAwkhxHgzrH607777bmg+AlVIP1ohRCyM2KQye/bsoa6uLrSe\n", "18mTJ5UrtEIIoaqw2mhbWlp48MEHWb9+PevXr+czn/lMrHONO6q3Q6mcT+VsIPmipXo+LQxrZFhG\n", "RobWOYQQYtwatI32xIkTABw8eJCCgoLQpNz79u3js5/97MgkDJO00QohYiHmcx1cvqRftGhRn5UP\n", "hBBChG/QQvvxj3+c6dOnh/rNnjt3DoPBwCc/+ckRCTeeqN4OpXI+lbOB5IuW6vm0MGihTUwMrge1\n", "c+dO7HY7d911F52dnezbt29EwgkhxHgQ1s2w9vZ2Fi5ciNlsZsGCBbS0tMQ617ij+nhulfOpnA0k\n", "X7RUz6eFsAqtyWTq9/HOzk5NwwghxHgUVqHt6emhubkZgObm5tDijG+//Xbsko0zqrdDqZxP5Wwg\n", "+aKlej4thDUyrL6+nueee44JEyZQU1NDUVERL730EuXl5dx3332xziiEEGNaWHMdHD58mPnz54f9\n", "+GiQfrRCiFgYsTXDBiqmqhRZIYRQ2bCG4IrIqd4OpXI+lbOB5IuW6vm0IIVWCCFibFjz0apI2miF\n", "ELEwYm20Qgghhk8KbYQ6nB5aut34I/wioHo7lMr5emdrd3jYfLyRb++sYH9VBx6vfxSTBal87kDy\n", "qUDWDY/AmeYenvpTJV1uH/+0tIDFE5Mx6HWjHeu68mGdnWf21wCwr6qD/1wzhWlZCaOcSojByRVt\n", "mFxeH8/su8jFThcdTi/f2XWe+i532M9XfTy3yvl6Z2u0XznnAaDL5R2FRH2pfO5A8qlArmgjEODq\n", "5oLh30esbney8VgjTo+fh2ZlMyk9Prpw14m5E2wkxRnodPkoy7RSmCLnTahPrmjDFGc08LmbCshJ\n", "NJNgNvD124rJscWF/fze7VAOj4+f76vmjfIW/nSujW/trKC1xxOL2GFTuZ2sd7aSdCs/XTOFn66Z\n", "wpMrism2mUcxWZDK5w4knwrkijYCUzKt/PS+Kfh8AdISTOh1w2ufdXn91HS4QtuN3W7cCtzUGSsm\n", "JFuYMNohhIiA9KMdBf5AgN3n2vjB7ioCwBML81gzPZM4o3zBEEI1WvSjlSvaUaDX6bilOIXCVAu+\n", "ABQkx0mRFWIck3/dI+TqdiiTQU9JupUpGVbiTYZRSnWFyu1kKmcDyRct1fNpQQqtEELEmLTRCiHE\n", "IJRuo62vr2fXrl0YDAaWL19Obm5uxPu+9tpr+Hw+AEpKSpg5c2as4gohRMzErOng0KFDPPbYYzzy\n", "yCMcPHhwWPtaLBbWrl3L2rVrx3yRVb0dSuV8KmcDyRct1fNpIWZXtFarNfSz2Tx4p/KB9vX5fLzy\n", "yisEAgGKi4ulaUAIMSbFrND2bvodaLnyofZduXJl6Odt27ZpmG7kqT6eW+V8KmcDyRct1fNpIWZN\n", "B5fbVgF0Q4ygCmffoYo19P0KsmfPHtmWbdmWbU22oxWzXgebNm1i3bp1BAIBtm7dyurVqwE4duwY\n", "er2e6dOnD7lvVVUVhYWFAGzdupVVq1YN+Hqq9zrYs2eP0p/cKudTORtIvmipnk/pXgeLFi1iw4YN\n", "BAIBVqxYEXp8//796HS6PoV2oH2rqqo4dOgQAHPmzIlVVCGEiCnpRyuEEIOQNcOEEGIMkEI7QrRs\n", "WI8FlfOpnA0kX7RUz6cFKbRCCBFj0kYrhBCDkDZaIYQYA6TQaqTL6eVwdQf7Ktv7rNR6mertUCrn\n", "UzkbSL5oqZ5PC7LCggZ8/gCvnWzmf/5cB8D8fBtfvbWIJIucXiGEtNFqosvl5Z9ePU11rwUXf/3A\n", "NPJTLKOSRwihHWmjVYTVZGDRxKTQdlmmlcS40V+eRgihBim0GjDodTwwM5tv3l7MV5YX8rWPFZES\n", "33cSHNXboVTOp3I2kHzRUj2fFqQRUSNpVhNLi1NGO4YQQkHSRqsxj8/PqaYeLrQ7KUq1UJaZgEE/\n", "+DSRQgh1KT1713jW3O3mdHMPRp2OKZnWPs0Ep5t7+NLrZ/AHQK+Dn6yewrSshFFMK4QYbdJGGyG7\n", "y8uvDtTwrZ3n+dcdFWw81ojH5w/9vqHLjf/SdwR/gFCfWtXboVTOp3I2kHzRUj2fFqTQRqjL7ePd\n", "8+2h7V1n2rC7rqwQkZ9swWwINhVYjHomJMWNeEYhhFqkjTZCnU4v33u7kiM1XQDcOzWdv1ucT5wx\n", "+JkVCAQ41+Kgwe4mx2amJN062OGEEIqTNtoR4vL6+aCmi/0XOpiTm8g/LsnnVFMPRr2O6dkJoSIL\n", "wTXPJmdYmZwhBVYIESRNB2E409zDN3dWsO1UC0/trqK208Vtk9NYNimVjITBl1K/TPV2KJXzqZwN\n", "JF+0VM+nBSm0YehwevtsN/d4B9hTCCGuJYU2DIWpFnJtwSvXpDgDZRnxER9D5VU+Qe18KmcDyRct\n", "1fNpQdpow5CfbOH7d0+mudtDqtVIfrJMFiOECJ9c0YYpNymOmbmJwy6yqrdDqZxP5Wwg+aKlej4t\n", "SKEVQogYk360QggxCJmPVgghxgAptCNE9XYolfOpnA0kX7RUz6cFKbRCCBFj0kYrhBCDkDZaIYQY\n", "A6TQjhDV26FUzqdyNpB80VI9nxak0AohRIxJG60QQgxC2miFEGIMkEI7QlRvh1I5n8rZQPJFS/V8\n", "WpBCK4QQMSZttEIIMQhpoxVCiDFACu0IUb0dSuV8KmcDyRct1fNpIWYrLNTX17Nr1y4MBgPLly8n\n", "Nzc34n0jOYYQQqgqZm20r776KmvWrAFg8+bNrF27NuJ9IzmGtNEKIWJB6TZaq9Ua+tlsHnxJ7oH2\n", "jeQYQgihqpgV2t4XyiaTaVj7RnIM1aneDqVyPpWzgeSLlur5tBCzNlqfzxf6WafTDWvfSI6RkpLC\n", "kSNHIo05YqxWq+QbJpWzgeSLlur5UlJSoj5GzAqtw+EAglell38GOHbsGHq9nunTpw+570CP92fe\n", "vHmaZRdCCC3FrNAuWrSIDRs2EAgEWLFiRejx/fv3o9Pp+hTagfYd6HEhhBhLxs3IMCGEUJUMWBBC\n", "iBiTQiuEEDEmhVaE+P3+Pj09VKJyNiGGErObYVpQfRivFvlee+21UAEpKSlh5syZo5Jv+/btVFRU\n", "sHbtWvLy8oZ1jJHOpsq5O378OKdOncLv97N48WLy8/MjPsZo5FPl/O3bt4+GhgYAJk6cGOpBpMr5\n", "GyhfROcvoLAtW7aEft60adOw9o3kGJHSIt+OHTs0zRTOaw7k+PHjgZqamqiOMZLZVDl377zzTujn\n", "119/fVjHiJQW+VQ5f729+eabUR8jHFrki+T8KX1Fq/owXi3y+Xw+XnnlFQKBAMXFxZrO16DF/3us\n", "zp8Wx1Xl3C1btizqY0RKi3yqnD+AyspKNm7cyLp164Z9jJHOF8n5U7rQBhQfxqtFvpUrV4Z+3rZt\n", "m5YuzMYAAAZqSURBVIbptPl/j9X50+K4qp27nTt3snDhwqiOES4t8ql0/oqKivj85z/Pli1bmDRp\n", "0rCOMdL5Ijl/St8MG+lhvJHSIl9vWr+ZtPh/j9X50/q4o33u3nnnHUpLS8nIyBj2MUY6X2+jff4A\n", "LBYLNpstqmOES4t8vQ11/pQutIMN4z1x4kRY+0YyjHc08lVVVYV+djqdo5Yv0mOokE2Vc/fee++R\n", "nZ1NUVFRWMdQJZ8q56+1tTX0c+8rTVXO30D5Ijl/SjcdqD6MV4t8VVVVHDp0CIA5c+aMWr633nqL\n", "iooKLBYLRUVFoXa9WJ0/LbKpcO4aGxvZu3cvU6dOpby8nK6uLh5//PFBj6FKPhXOH8DevXtxuVwA\n", "zJ8/f8hjqJIvkvMnQ3CFECLGlG46EEKI8UAKrRBCxJgUWiGEiDEptEIIEWNSaIUQIsak0AohRIxJ\n", "oRVCiBiTQnsdamhoYPPmzTz99NP9/v6ZZ56hqakpomO++OKLbN68mc2bN7NlyxY6Ozuv2Wf37t3s\n", "3r17OJEBePPNN9m4ceOwnz9ebd26dch97HY7zz33XNij7oS2lB4ZJmIjOzubtWvX8tJLL/X7+wcf\n", "fJDU1NSIjqnT6Vi7du2g+/QeVTMcd911F6+88kpUxxiPwhmempiYyNKlS/H7/SOQSFxNCq0Icbvd\n", "bN++nbNnz/L444+TmZkZ+t3777/Pjh07KC4uxmaz4fF4WLduXWhCjri4ODZu3IjBYKCnp4dVq1aR\n", "lJQEBCc0aWtrA+D8+fN84QtfCCuP1+tl06ZN6PV6AoHANZMzv/vuuzQ2NmI2m3E6naxcuZKkpCSO\n", "Hj3Kpk2buP3221m6dGlo+7bbbuOWW24Z8PXsdjt/+MMfsFqt6PV6LBYLPT09rFy5MjQZy0CvCXD4\n", "8GG2bdvG448/zr59+zCbzcyePZvS0lJ8Ph9vvPFGaKx8d3c3EydO5Oabbx7yPOzbt4/a2lrMZjN+\n", "vx+z2cw999yD1+tl27ZtlJeXs3nzZgBKS0u54YYbAGhpaWHbtm1YrVbcbjc2m43i4uKwzr3QWNgz\n", "14px58UXX+z38bfffjvQ2Nh4zePPPvts6OcjR44Ezpw50+/zXS5XYOPGjf3+bqDH+/Paa68Fmpqa\n", "QtsHDx4MvPTSS4FAIDgR+HvvvRf6ndvtDv0uEAhOdl1dXR363csvvxzWax4/fjzw3HPPhbZ9Pl/g\n", "f//3f8N6zUAgeE63b99+zXG3bdsWaGlpCW03NzcHTp48GVam3/3ud4Gurq5QngsXLlzzmv357W9/\n", "G/D5fKHtX//614Hjx4+H9ZpCW3JFK8KWnp4e+jk+Ph63293vflpN0my32/tM6zdnzhwuXLgAQEVF\n", "BU6nM3QlB8GrxMtuvvlmNm7cyEMPPcTevXsHvZK92o033hj6Wa/XEx8fH9ZrXnbXXXf1+/+SlpYW\n", "2k5PT+9zPgfzwAMPcODAAZxOJ06nM+wJYMxmM3r9ldswvf+/xMiSQiui5vf7OX/+PCUlJQC0t7dj\n", "sViiPm5CQgLNzc2hYnvkyJHQV+8ZM2ZQX1/P4sWLQ/t7vd7QzwaDgcTERDo6OmhsbOTWW28N+3U/\n", "/PDD0Gz5Pp8v9IEy1GsOxmKx0NraGiq2fr+fiooKJk+ePOjzvF4vZ8+e7ZP/D3/4wzVTHvbH5XLh\n", "8/kwGAxA8Pz1zi5GjhTa69Du3btpb28Pte3p9XpWrlzJ6dOnOXv2LBUVFdTU1JCQkMDixYvJyclh\n", "9+7dlJeX09jYSFZWFu+//z5+v5/p06ej1+uprq7m8OHDxMXFhdpvo3X33Xfz8ssvYzKZ0Ov1JCYm\n", "cubMGaqqqigqKqK1tTWU//JEzr1fd/ny5fzsZz/jvvvui+h1k5OTQ221l9thgSFf84033ujTXjp7\n", "9uxQm+jKlSvZsmULBoMhtKJvOFfZXq+XHTt2cPbsWXQ6HS6Xq88qCRC8uXk5k9frZcmSJeTk5HDv\n", "vffy/PPPY7PZcLvdJCUlsWfPHiZOnEhiYmJE50RER6ZJFCPqj3/8Iw8//PBoxxjQ8ePHr5mPVIho\n", "yRWtiLnLV9Ber5fS0tLRjjOgrq4u9u7dCwTbVK++chRiuOSKVoyaw4cPc/HixX5/N3/+fPLz88fF\n", "aw6msrKSv/zlL/3+rqioSPOVD8TokEIrhBAxJkNwhRAixqTQCiFEjEmhFUKIGJNCK4QQMfb/A7aT\n", "0kzW2RG1AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.575659\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd18PHv7Jv2fQUtCAQGgwELjDE4BtvYARtsx0uI\n", "07yp/bZZ2ixt0zRts7WJkzZOmvRt0jRu2qS1cfACDhgwSwCzyxhjVrEJCZDQjpbRzGjW948xg4Sk\n", "0UiaK81czud5eJ65ozt3fkd3OLpz7m/RBAKBAEIIIRSjHe8GCCGE2kmiFUIIhUmiFUIIhUmiFUII\n", "hUmiFUIIhUmiFUIIhemVOnBDQwM7duxAp9OxePFicnNzB913//79NDY2AjBhwgTmzJkz7GMIIUSs\n", "UizRVlZWsnr1agDWr1/PypUrB913wYIFocdbt24d0TGEECJWKVY6sFqtocdGo3HI/WtqanjxxReZ\n", "NGnSiI8hhBCxSLFE23vAmcFgGHL/oqIivvCFL/Dee++N+BhCCBGLFCsd+Hy+0GONRhPRa8xmM4mJ\n", "iSM6xtatW9HpdMNspRBChJeSkhK6bzRSiiVap9MJBK9Krz8GOHHiBFqtlmnTpoWea2trIy0tLbT/\n", "UMcYiE6nY/bs2VFrvxBCABw5cmTUx1As0c6bN481a9YQCARYunRp6PkDBw6g0Wj6JNp9+/bR09MD\n", "wNy5c4c8xq1o7969LFy4cLyboQg1xwYSn1Aw0ebl5fHMM8/0e/7555/v99yKFSuGdQwhhIgnGrVM\n", "k7hjxw4pHQghou7IkSMsWbJkVMeQkWFCCKEwSbRxYu/evePdBMWoOTaQ+IQkWiGEUJzUaIUQIgyp\n", "0QohRByQRBsn1FwHU3NsIPEJSbRCCKE4qdEKIUQYUqMVQog4IIk2Tqi5Dqbm2EDiE5JohRBCcVKj\n", "FUKIMKRGK4QQcUASbZxQcx1MzbGBxCck0QohhOKkRiuEEGFIjVYIIeKAJNo4oeY6mJpjA4lPSKIV\n", "QgjFSY1WCCHCkBqtEELEAUm0cULNdTA1xwYSn5BEK4QQipMarRBChCE1WiGEiAOSaOOEmutgao4N\n", "JD4hiVYIIRQnNVohhAhDarRCCBEHJNHGCTXXwdQcG0h8QhKtEEIoTmq0QggRhtRohRAiDkiijRNq\n", "roOpOTaQ+IQkWiGEUJzUaIUQIgyp0QohRByQRBsn1FwHU3NsIPEJ0Ct14IaGBnbs2IFOp2Px4sXk\n", "5uYOuu/Jkyc5c+YMfr+f+fPnU1BQAMCGDRvw+XwAlJaWMmPGDKWaK4QQilEs0VZWVrJ69WoA1q9f\n", "z8qVKwfdt7W1lcceewyATZs2hRKt2Wzm/vvvV6qJcWXhwoXj3QTFqDk2kPiEgonWarWGHhuNxrD7\n", "Llq0aMDnfT4fb775JoFAgOLiYrnZJYSIS4rVaHt3ZjAYDBG9Ztu2bVRUVIS2ly1bxmOPPcbjjz9O\n", "Y2Nj1NsYT9RcB1NzbCDxCQUT7fXaKoBGoxly/927d1NWVkZGRsaAP48kWfc+4Xv37lXV9vHjx2Oq\n", "PbI9/tuHDh2i2e6mye7m0KHKcW+PmrdHS7F+tOvWrWPVqlUEAgE2btzIihUrADhx4gRarZZp06aF\n", "9t2zZw+ZmZmUl5f3OUZtbS0TJ04EYOPGjSxfvnzQ95N+tOJWc6Suk+9uvwjA3y0pZm5B0ji3SJ2i\n", "0Y9WsRrtvHnzWLNmDYFAgKVLl4aeP3DgABqNJpRom5qa2LdvH+Xl5VRVVdHV1cWzzz4LBBNtZWUl\n", "ALNmzVKqqULEnTaHh3/aXYvD4wfgBztr+PfHysmwhb8fIsaHYok2Ly+PZ555pt/zzz//fJ/trKws\n", "vv71rw94jMFukt2K9u7dq9q7u2qODZSJT6MBg/ZG5c+g06IdukKnCLWfv2iQAQtCxKFUi4FvfGwi\n", "Bckm8pJM/N2SItKscjUbq2SuAyHiWKfLC0CSWbEvp7e8mK7RCiGUJwk2PkjpIE5Es6tJrFFzbCDx\n", "CUm0QgihOKnRCiFEGDIfrRBCxAFJtHFCzXUwNccGEp+QRCuEEIqTGq0QQoQhNVohhIgDkmjjhJrr\n", "YGqODSQ+IYlWCCEUJzVaIYQIQ2q0QggRByTRxgk118HUHBtIfEISrRBCKE5qtEIIEca41WgPHz48\n", "qjcVQohbSdhZg3/5y1+SmZmJ3+/nwoULFBQUcPnyZRISEpg7d+5YtVGg7nWZ1BwbRCc+fyBAV48X\n", "k06L2aCLUsuiQ+3nLxrCJtq5c+cyZ84c3nrrLf74j/+YjIwMmpub2blz51i1T4hbntvrZ1f1Nf7n\n", "SAMTUkx87q4CCpLNQ77O5fHR1O3BqNOQk2gag5aKwYQtHcyZMwcAn89HRkYGAJmZmZjNQ59kEV1q\n", "vmJQc2ww+vhq21386N1LNNrdvHeli81nWod8jdPjY93JZp57/TSfW3eG0432UbUhHLWfv2iIqEbr\n", "9Xr7bLtcLkUaI4Toz+vve7/a6fEN+ZqrnT381+GrAHS7ffz3+1fx+VVx3zsuRZRo09LSOHjwIC6X\n", "i4MHD5Kamqp0u8RN1NxXUY2x9e7MM9r4JqSY+fTsHLQayEsysmJq5pCvMei0GLSa0HaaxUCvzahS\n", "4/mLtoiW0Fy6dCmnTp3inXfeoaysjPnz5yvdLiHiksfnp/JyJxtONXN7biIPTk4f9TFtRh2fuD2L\n", "JWVpmHRa0qyGIV9TkGziOw+U8J/v1ZOdYOCTs3PQaBTKtGJI0o9WiCiqaurmS78/y/X/VH+xaEJU\n", "ku1IuTw+9FoNep2MTRqpMetHe3ON9g9/+MOo3lQItep2++h95dJsd49bWwDMBl3Uk2xrt5vjV+1U\n", "tznxq+M6TXERnYFNmzb12bbblbuDKQam5jqYmmKbmGpmTn4iAMlmPXdNTFZVfK3dHn707iX+4u1z\n", "/Nn6Mxy/amf//v3j3ayYF1GN1u/3K90OIVQhw2bka4sn0tztIcGkIy/JxNXxblQUNdh7eL+uCwCP\n", "P8A7Z1u5P9kyzq2KfWET7bVr1/B6vXR3d9PS0kIgEMDn88kV7ThQc19FtcWWajWQ2uuGlZriSzDq\n", "MOu1uLzBi6/SdCt3zCga30bFgbCJ9tSpU3g8HhobGzlx4kTwBXo9K1asGJPGCSFiy8RUCy88VMqO\n", "c21MSDVzT1HKeDcpLoRNtHfffTcAWVlZTJs2bUwaJAam5vHkao4N1BffbdkJ3JadENpWW3xKiOhm\n", "mCRZIYQYuWH3+6itrZWbY+NAzVcMao4NJD4RYaL90Y9+RG1tLZs2baKuro7f//73SrdLCCFUI6JE\n", "O2XKFCZOnAjAggULFG2QGJia+mLeTM2xgcQnIky0Pl9wtiCdLrYmHBZCiHgQUaK12+1s3bqV0tJS\n", "pdsjBqHmOpiaYwOJT0Q4Muyxxx6jsbGR4uJiPvzww4huhjU0NLBjxw50Oh2LFy8mNzd30H1PnjzJ\n", "mTNn8Pv9zJ8/n4KCgmEfQ4hblcfrp9PtxWbQxdwyNyIooitaq9VKcXExADNnzuSxxx4L/czpdA74\n", "msrKSlavXs3TTz/NoUOHwh6/tbWVxx57jCeeeIJjx46N6Bhqp+Y6mJpjA2Xj63J5efloA59bd4Yf\n", "77lEY1ePYu81GLWfv2gY9bQ+27ZtG/B5q9Uaemw0GsMeY9GiRaM+hhC3onOtDl452ki708uu6nY+\n", "vCrD42NRRKWDcAYrI/Se5tZgGHqiYggm7YqKilEdQ63UXAeL19g8Xj9nWhw02t1MSDZRlmkbcD8l\n", "4/PftDzNzcvejIV4PX9jadSJdjDXeyoAEc3svnv3bsrKykKLQI7kGL2HAl7/OiPbsq3Utj6njG/t\n", "qicAmPVavnlPJnNL8xR9/5Lb7+QP59vocvZwV66J0twMPj41nS1VrdyWZeWOvMSY+f2oaXu0Rr3C\n", "wvr161m5cmW/59etW8eqVasIBAJs3LgxNBHNiRMn0Gq1fYb17tmzh8zMTMrLyyM6xkDUvsKCmseT\n", "x2tsb51s5t8OXAltf+f+Yu6a2H+SlWjF5/L4+P7OGg5e6gRgQoqJH328DJNOS2ePF6tBR6JZsWun\n", "QcXr+YtUNFZYUOyszJs3jzVr1hAIBFi6dGno+QMHDqDRaEKJtqmpiX379lFeXk5VVRVdXV08++yz\n", "YY8hhBI8Pj+GYaxGUJpuQasBfwCsBi3ZCSYFWwcur58LrTduPl/p6MHp9ZNiMWAxSm+DWKbYFe1Y\n", "U/sVrVDONYeHzWdaqbzcyYOT07i3JDWixOX1Bzjb7KC5201BsonSdOuQrxkNnz/AljOt/HTfZQCe\n", "npnNM7OysUiXLkXFxBWt2Wwe7SGEGFcnG7v57/eD6yCcauomL9nEzNzEIV+n12qYlm0DBr4JFm06\n", "rYYlk1IpTbfg9QcoSjVLko0Tw+7e5XK5+mwvW7Ysao0Rg1NDX8Vut5euHm+/58c7ts6b2uRw+wbZ\n", "c2SiGZ/ZoKM8y8b0nAQSTGNfjx3IeJ+/eBBRov35z38eWoCtublZVsEVw3auxcFfvX2eL284y/GG\n", "2OrrOT07gdxE40ePbZSkKVsCELeeiP4k5uXlhWbtKiwsvOVHaY2HeL6ra+/x8qPdtVy8Fvw29O1t\n", "1fz7Y+Vk2oLJbbxjm5Bq5p8/XkZXj5dUi4G0Xut9BQIB7D0+DDpNRMNbL7e7aOn2kGEzUJgSLKtd\n", "j6/T5UWv1WBV2Y2r8T5/8SCiRKvV9r3w1etj4yuLiA8+P6HF/AB6vP5+He3HW1aCkayEvqMPvf4A\n", "B2rb+fV7V8lLMvK5+QUUpAx+T6K61cFfb75Ah8tLilnP95eVMinDSiAQ4EhdF/+6/woJRi1fuWeC\n", "4jfORGyJqHTg9fatYbndbkUaIwYXz3WwZIueLy8sxGrQYtBq+Pq9RWT2SmqxEpvT4+NEg50jdZ20\n", "OTxcbnfxvT/UUNfZw3tXunjteFPY159rddLhCv5faXd5OdfqAODY+ct8e1s19Z09nG1x8v/2X8Hl\n", "GbwO7A8EONVo59WjDRy61BH1mnG0xcr5i2URXZrOmDGD119/nZKSEi5cuMD06dOVbpdQmTvyk/iP\n", "x6biJ0CmzYg2gpF+Y23XhWv8ZG+w69TikhQen55F7wvvgW7k9ZZ0080pqz5YIghoNHh6Hcjp8RPu\n", "gv5Cq5O/evs8Hn+Ah6ek02R34/T4mDchmYmplmFGJWJBRIm2rKyMwsJC6uvrWb58ORaLnOyxpoY6\n", "WFbiwBMDxUJsDrePdSebQ9u7q9t5dlYOn52by68PXyXVoueTs3LCHmNiiokv3FXA2RYHpekWcpM+\n", "usFWUsBfYePFdy9hMWj5swUFYeu0bU4Pno+6bwH86/7g6LPfn2rhxysm9ytxjLdYOH+xLuJiq9ls\n", "pqSkRMm2CDFuTHotM3MTqPnohl1ekhGbScfK6ZksKknFqNOQYQuf4KxGHcVpZkrTzdgMOoo/qsPq\n", "tRruLUnltmwbOo2mT9lkIPlJJjKsBrISjFxouzESrKnbg73HR1ZCmBeLmBRRjXbdunVKt0MMQc11\n", "sFiITafV8OTt2Xz1nkKer8jjuw+Ukm4zYtbryEsyDZlkWx0efvzuJf7y7fN8c+tFqq+5uNoZnBt2\n", "79696LQachJNQyZZgIJkM//08Uk8Pj2Th8vTQ8/PL0wizRp7N6Jj4fzFuojO2s1TIW7evJmHHnpI\n", "kQYJMV4yE4wsm5Ix9I4DuNLu4uDl4GQvdrePI3Vd6DSQmzSy+Q8Kks0UJJvp8fqYkGLG6fFTlGom\n", "xXJrTxcaryJKtEajkaamJrKysgDo6Rn7WdxvdWqug6khNqtRF5pgBiDNYsDtC26MJj6TXsdt2bFd\n", "K1DD+VNaRIm2u7ubn/zkJ6FJW6qqqmJiIhkhYkVJmoVv31/CW6eaKUgykWTWMiMnthOkGDsRJVqL\n", "xcILL7wQ2l6/fr1iDRIDU/Ocn2qITafVMH9CMnfk2bC7/Zh1WmwfdfdSQ3zhqD2+aIgo0d48Rdjt\n", "t9+uSGOEiHcmvZ4YmetFxJBRz0cbK2Q+WhEPfP4Al9pdeP0BCpJMMmF3HIjGfLQRT5NYU1NDZWUl\n", "Xq+X6urqUb2pEErzBwJcaHXwYX0Xzd2xM2T80KUOPreuii+sP8P6U81hh+IK9Ygo0R48eJD6+nqu\n", "XLmCXq+X2bvGQTT7KrY7vew418p/Ha7ndFN31I47Ukr0wzzeYOfP3zrLX206zw931tAyjsn2enxd\n", "PV7+83B9qGfCfx2+SqvDM27tihbpRzu0iBJtfX09CxYsCM3iZbONzYzyQhkHa9v54e5LrDnayF9v\n", "Ok/NNefQL4oz28+1heYXONbQTUPX+F/VGnUa8noNQ04x6zHqhz33vohDEZXtdTqpI423aN7VvT6r\n", "FASnL+x0hZ8sRWl3Lbibs83ddPX4KEwxkRWFRQ7LMqy8c7YNCC4FnmAav8/w9XNn0uv4k/kFpFmb\n", "6HR5+eQdOaE5eeOZ9DgYWkSJ1ul04vEEv+J4PJ5+I8VEfLmnOJXNZ9rw+gNMzrCQk6js6q1DOVrf\n", "xd++cwF/AKZmWfm7JcWjTkALi5LRazXUXnOxuCSFohiZ9aog2cxX7pmAzx/gRIOdf9lzicmZVhZM\n", "TJZRXyoWUaJ94IEHePnll2loaMDn88k6YeMgmn0VZ+Qk8LNHJtPV4yUvyTTq2aB8/gDnWhw02N3k\n", "JRopy7CiGcY0iFvPtITqlqebHDR1uUedaNOsRh4uH9lw2t7aHB6a7G50Wg2Ndjd6rYbyTBsplsj7\n", "cH1w8SoHG3zYjDqWlqWSl2Smus3J1zefxxeATWdaMeo0LC0LzmvQ5fLS7vKSYNSRao395Cv9aIcW\n", "0aclLS2Nz3zmMwo3RYwVnVbDpIzozfB/tsXBVzecxRcAg07DT1ZMZvIwjj8pzcjOi8HHVoOWRHNs\n", "dERt6Xbzo92XOFLfhdWg5bN35vHzA1f41B05fPKOnIjm1G3tdvPioVaa7MFvhJfanXzt3iK6erz4\n", "enWsvNzRE3rPf9t/hX21HRSnmvn7pcUUJMtK0/Eu4k/0qVOnuHDhAlOmTGHy5MlKtkkMIJavGOo6\n", "ekJJw+ML0NDZ0yfRXnN4uNzhwmLQUZxmQa/tm6CWTskmNcFCfaeb+ROSmBBmuZixdKWjhyP1XQA4\n", "PH7OtTjItBl592I7q6ZnYYugD6zL6w8lWYALrS56PH4KkkxMybBypsWBWa/lrgnJH/3cyb7aDgAu\n", "XnNxtN4e84k2lj+bsSKiRLtt2zaSk5N58MEHOXr0KLt27eLee+9VuGkiXuQnm0ITqhi0GnJ63Vnv\n", "cHn5+YEr7L7YjlYD31pawl0Tk/u8PtVqCH1tjiW2myaKybAa6Hb7WDYlDavhRm+Bxi43e2va6XB5\n", "+FhpGsVpN+rBaRYDn5iRFVoG55Ozskkw6Ug06/nm0mIautwkmXWhlRNMN/VC6P0+In5FlGjb29u5\n", "//77AaioqOCNN95QtFGiv1iug03OsPKT5ZO52tVDfrKpT1mi2e5m98V2IJiw3jjeREVhErpeV7Wx\n", "GltuopFvLS3mnbNtTMm0MjnDQnmWjfLMGzVorz/Ayx9cZctHPRx2nLvGiyvKQjcYLUYdc2ydLFhR\n", "hkGroSjVEnptZoKx3/y0ZRlW/nR+PpuqWpmTn8jtubE/MU2snr9YElGiNRgGLsh3dnaSlJQU1QaJ\n", "+KPTapiabWNqdv/+1VajjkSTjq6e4Aio8ixrnyQbqzpcXn77/lV2nG9jTn4i9xSnDPgV3u31c6bl\n", "Rne5ZoeH+s6ePj05HO2tzJ4+NaL3tRl1rLotkwcmp2HR6+LidyWGFtH3EofDQUtLCwAtLS1cnx5h\n", "586dyrVM9BGvVwx5SSZ+8NAkVt2WyZ/Oz+eRaZn99lEytk6Xh93V1/jfI1epumkUXE2bk23nWjl8\n", "pZPum1aarbnmZMPpFhweP3tqOvjD+WsDHt9q1PFor5juKUrhfK/EC8OPT6PRkGDUx02SjdfP5liK\n", "6Iq2oaGBl156ifz8fOrq6igqKuK1116jqqqKRx99VOk2ijhXlmGlLIq9HIbjvcud/HD3JQDWHmvi\n", "p49MpjjNQl2Hi69tPk+7MzhY4+v3TuS+SWmh1xluSnLhbnzdnpPA/52Xj8vj40pHT0TL1YhbS0SJ\n", "dtGiRcydO7ff84cPH456g0R//kCAgxea2F7TzaR0K/eXpanqP/NIanzdbh8nG+x09ngpTDGTm2gk\n", "ydy/xHWu9cbwYpfXT8dHo+CuOb2hJAvwfl1Xn0RbkmbhS3cX8vrxJsozrdxd1PcGXm8FKWbm+AOc\n", "b3UwNctGeVbfEoraa5hqjy8aIkq0AyXZ689v376dpUuXRrVRoq/aay6+9+5VPP4Ae2s6MOg0fOL2\n", "7PFu1rg6ftXOuxfb8foDvPjuJaZl2/iLRRPJu2mNrgUTk/n9qRa8/gBFKaZQj4h0q4HcRCNXP5oD\n", "YcFNPSHMBh0PladzT0kKZr0Woy58la04zdKnt4EQvY26Z7jdbo9GO0QYDrcvNEEKwOX2sVmz7VyL\n", "g7017eQkGKkoTCbdpswopZFcDVW3OSlINvHf718F4HhDNx/UdfVLtLdlJ/DTRybT4fJSkGwK3aTK\n", "TTLxjw+WUnvNSbLZQFlm/ySp1WhI6jWLd7vTw5WOHsx6LUUD9AeOZnzR4PMHxqTOK1ezQ4uNITgi\n", "rLwkEwsmJrO/tgOzXsuyKWlDv2iU6jpcfH3z+VBvgc/O9fL0rBzF3/dmTo+P4w12zjY7uT3XxrTs\n", "BPRaDTPzEjh+te8feb2ub1Jp6OphX007HS4vHytN6zenQ2GKmcIIB0d0ubz8qrKebefa0Grg75cU\n", "c3dRChAczdXS7SHJrO+X6MeDy+Njf20Hb59uYU5BEsumpJFmVU+pKR5Joo0DqVYDj+R7eXrmZKxG\n", "3ZiMnLL3+EJJFuBUo3Lz1oar8Z1q7Obv3glONK/VwL+smEx5lo2pWTZMWg3dbj9bz7Vye04Cs3IT\n", "Q6/z+gOsOdrA5jM3+rf+y6OTRzyHQnO3h23ngsfyB2DtsUYqCpNodXj43o4azrQ4SLHo+eFDk/qV\n", "EMa6hnm+1ckPdtUCcLyxm7xkE/eWKJdopUY7NEm0ccLR1sTsaWM39DkzwcjsvESO1Heh1cDHp45+\n", "gpaR6D2PrD8Abc7gcFatRsOkTBsTUy2smp6JVhPgQouLEw1dZNiMFKeZqGru27/V6fbDCKdSthq1\n", "JJv1oZtpkzOs6LUaLrY5Q/1o251ejl21j3uttvumVRt63/QT40MSbZwY6yuGNKuBv1w8gcvtPdiM\n", "WkrSleueFS62skwLZr0Wl9dPqkVPwU1fzQ16LWl6LceudvFuTTubz7Ri0Gr42yVFPDMzh+/vrAHg\n", "oSlppFlH/nHPSTTxwrJStpxtJdNmZF5hEv9xqI785L7tSR/gPcb63BWnmrk9N4FjV+1kWg3MylN2\n", "dJlczQ5t1Il2ONPhifiSYTOSMc4TU0/OsPHTRybT6vCQnWActKbq8PjZfKYVAI8/wKtHG/nBQ5P4\n", "2SOTcfv8TEyxkDDK5WknZVj54kf9gbeebeWNE81MzrDyx3fmcaLBzpRMK6Xj1F+4t6wEE9/4WBFt\n", "Dg+JZj3ZKuoKGK8iGhnW1NQ06M9GuzqkiIya12UaKrbiNAtzC5LC3rhKtej7TMCSl2TCbNBSnmXj\n", "9txEkocxf2wkrpcQzrY4WHuskbuLknm7qpW27v5rgI3HuUuzGpiUYR2TJKvmz2a0RJRof/Ob39DR\n", "0THgzxISovO1xO/34/PJiqBiZKZk2vj2/SXcWZDIw1PSeXZ2btj5Ypvtbo5c6eRMczce3/BXDKko\n", "TCInMdjdbXKGlbMtTjp7vMgXPDEQTeD6xAVhvPLKK6SlpdHV1cWdd95JUVHRkAduaGhgx44d6HQ6\n", "Fi9eTG5u7qD7btmyherqalauXEleXl7o+Q0bNoSSb2lpKTNmzBj0GDt27GD27NlDtkuMvXanhx6v\n", "nxSLod80gNEWCASGLGe1drt5YWcNxxq60WrgO/eXMG/C4CO/BtNk7+FCq5PGLjcHL3dy14Qk5hcm\n", "kZ0U2/PHiuE5cuTIqL+5R/R96oknnsBoNOL3+zl8+DC7d+/mj/7oj8K+prKyktWrVwOwfv16Vq5c\n", "Oei+y5Yt49SpU/2eN5vNoekZRXy62Obku9uraehy89k781henoElogmzfZxucnCl3cWkDCtTMq0R\n", "rWgQyT2D5m4PxxqC3dX8Adh8pmVEiTYrwUSPL8Dxhm4Kk01MzrRKkhUDiujyorOzE4C2tjauXLlC\n", "SkrKkK+xWm/cFDAaR1Yn8vl8vPnmm7zxxhscOXJkRMdQi3itg6070URdpxtfAH5VWc/lDle/fQaK\n", "7XSTg7/edJ5/3X+Fv9x4jvOt0VsSPcEUnLrxuhk5Iy9/FSabeb4ijz+dX8DUrIGPM9i5c3l9nGiw\n", "s7+mnboBfi/xIl4/m2MpoivaV199lYyMDDIyMli+fHlEibN3RWKw+WyH0nsRyM2bN4/oGGJ89S4V\n", "aCCiq1KAK+03Eo/HH6C12w1RuqNfkGzmhw9N4kBtBzlJRubkJw79ojA0Gg26EdRm37/SxXe2BxdL\n", "m5Bi4vsPlpI1zisSC2VEdEVrs9l46qmnWLp0acRXp71vbEWjC1gkybr3X9a9e/eqajte43tkWiaz\n", "8hLIsBr44rzs0Ki23vsvXLiw3+uzTb7QXAKJJh0mT3dU29dQdYTJ3kvcX5ZOmtWo6O9joPg++OAD\n", "/nC+NbR9qb2H8/XNiry/0tsDxae27dGK6GaY2+0e9tf/devWsWrVKgKBABs3bmTFihUAnDhxAq1W\n", "y7Rp0/rsf+rUKVJSUvrcDKutrWXixIkAbNy4keXLlw/6fnIzbPw0dPVwqrEbrUbDtGxbv+XLHW4f\n", "PT4/SabIJ7P2BwJcaHXS0u0mN8lEUWpszYzlcPtweHwkGHWYDUPXnAey5UwrP94TnCs3xaLnJ8vL\n", "yI/xhRhvRWN2M8xoNFJTU0NTUxOzZ8/m0qVLlJSUhH3NvHnzWLNmDYFAoM80igcOHECj0fRJtNu3\n", "b6e6uhqz2UxRURGLFi0Cgom2srISgFmzZg07ODXZuzc2x5Pbe4KLLx68FKzjL5mUyp/fXYilV/Kx\n", "GnVYGTxTfDwDAAAgAElEQVQZDRSbVqOJyoThbQ439h4/yRY9yb2WMff5A5xtcdBod5OfZGJSuiXi\n", "b15Ndjf/+V4dhy51smRSGp+6I4dU6+DfuAY7d3cXJZNiKaHN4WFqli1uk2ysfjZjSUSJ9uDBg/j9\n", "fhoaGqioqODQoUNDJtq8vDyeeeaZfs8///zz/Z4bbD7b6wlXxC6Hx8/7V7pC2+9d7sTh9vVJtOPl\n", "cruL72yv5lJ7D/MKk/jSwsLQSLczzd18deM5/AEw6TT8ZMXkPotKhnO6sZudF4ILTm443UJFYdKI\n", "ei0kmvTMH8HrRPyJqEZbX1/PggUL0GqDu9tsI5yZQ4xYrF4xJBh13DcpNbS9tCyNBNPwkqxSsR1v\n", "sHPpo7l7D13u5EKvngtXOnpCy4j3+AJc7Qru19Xj5WSjnbPNDtzegQcy3FxrG6r4plR8HU4v713u\n", "4OCljuDNwnESq5/NWBLRFa1ON/5XJyI2WY06PjM3j7uLUrDptWQkGCLuWaC03kNyAcy9ekDkJ5vQ\n", "aoL9aA06DTmJJpxuH68ebeS148Eh519bPJElk1L7lRSmZVm5pyiF9650cl9pKpMzx35+A4/Xz+sn\n", "Gvndh8G2LpmUyhcXFIZd20yMn4iuaJ1OJx5PcAy3x+PB7x/+kEUxOtG8Axpt6VYDJWkWtpxr5asb\n", "z7PmaCNdrsin5gsX28U2Jz/cWcNP9lziUnvfvqYdLi8XWh00dA284sSMnASemJFFcZqZz9+V36c0\n", "MCXTxo+Xl/H1eyfy4+VlTEq30Ob0hJIswCtHG7C7+w8Lz0o08ReLJvCfT0zlT+bnkxamPjtUfCPV\n", "5faF5scF2Hnh2rB+59EUy5/NWBHRFe0DDzzAyy+/TENDAz6fr0//ViEAjl/tYtu54JLc//tBA9Nz\n", "bMzOTxrVMa85PHx7W3VoXa+6jh6++0AJVqOOaw4PPz94hd3V7SSb9bywrLRfjTXdZuS5ijw+5cnB\n", "etOVnl6rYVp2AtN6Lb1m1mvJshlo+mhimNI0y6BDhq1GXb9jjiWbUUtFQRJbzgaT7ay8RLmajWER\n", "Jdq0tDQ+85nPKNwUEU6s18F6r2kG4PUN2WswZLDY3D4/TfYbtcf6zh56vH6sRh2XO1zsrg7ekOpw\n", "efnDhWsD3szSajQRJ8R0m5F/eLCUzVWtJJh0LC1LHXJRxkgMde7cPj9+f6BPNzG310+rw4NRpyF9\n", "gKkqTXodz87JZU5BEl5/gNuybSSaI/rvHHWx/tmMBSP6FG3ZsiXa7RBx7vbcRGZk29AAD5SlRXwH\n", "P5xUi4HnKoL9qjXAZ+/MC013aDbo6N0lNzNKC0cWp1n4/IICPj0nl7wxmLegps3JN9+p5i82ngut\n", "geby+Nh4uoX/89opvvjWWc63OAZ8babNyOKSVJZM6r8emogtYf8Efu9732Pq1Kl0dHRw9uxZpk+f\n", "zrFjxyguLh6r9omPxHpfxbwkE9+6vwSHx0eSST+sr9WDxWbUa3m4PIPbcxPRaiAnwUi704vNqKU4\n", "1czfLynm9eNNTM2yhRZKjEWDxdfj9fFvBy7z4dXgBDd/v/UCv3ysHLvbx78fqgOg1eHh5Q8a+ObS\n", "4hGPsGxzeOjq8ZJiNkR9Xl6I/c9mLAj7W//Upz7FxIkT+d3vfsc//uM/otPpeOqpp1i7du1YtU/E\n", "kSSznqQof321GHSUZVi55vDw2yMN7K6+xoKiZFbPyuHuohTmFSahj8LX+/Hg80OH68bNNqfHj9cf\n", "QKvRhHpEQPB3MNIkW9fh4rs7LnKxzcXc/ES+fM+EfiP3hPLCfkKvD381GAyhLl56vb7PzFxibAx0\n", "xdDV4+VofRdH67vG7Y5zNERyNVTV3M26k820Ob1sPN0aWngxHpLsYPFZjTo+f1cBZr0WDfClhYVk\n", "2YLL9XzjY0XkJBiZlZvA07OyB3x9JE42dnOxLdhb43BdFxdaBy5DjIZczQ4tossPl6tvtxq73a5I\n", "Y0Tk3F4/b55o5uUPGgB4amYWn7ojB5NenXeeb7rXhvfmJ+LUrLxEfvlYOV5/gJwEI4aPejncU5zC\n", "zNwEjHrtqEbZWW7qS6zWz0esi+hyYNasWbz66qscOXKENWvW3PLzDoyHm/sqdvZ4WX/yxmxPb51s\n", "odMVu0sBBSeJcfBBXSeNXW46XV4aunpwuH0R9cOcnGFlUXEKWg3Mn5DM1CEGCXS4PLx/pZP3LnfQ\n", "7uy7jpfD7aPd6cE/9HxKUTFUfBk2AwlGHf5eY840Gg3JFsOohzLflp3A0zOzKU4z8yfz8inLiP7k\n", "PNKPdmgRXdFOmzaN4uJi6urqWLlyJRZLbM2kdCuyGHTclm2l8nJwnoGpWbZ+Vy+x5GRjN1/fdB6P\n", "P8Dn5+ez+2I7p5u6eWhKOovSsoZ8fWaCkS8vLOS5ijwSjLqwK9q6vX7eON7Mqx82ArBiagbPVeRh\n", "Mei43O7ip3svcbXLzfMV+dxdlIxhHMsPXS4vb55s5p0zrdyWbWPV9EymZtmitrp0mtXAZ+bm8vTM\n", "bCwGraxaPU4i/oRZLBYmTZrUL8lu37496o0S/d1cB7MZdXzhrkK+uKCAz9+Vz5cWFo56OW0l7a9p\n", "x+MPYNRpuObycrKxG38A3q5qxZeUE9ExEkx6chJNQ8bZ1eMNLT0OwekIO3uCNexXP2zkWEM3zd0e\n", "frCrhisdA48qi6ZwNcxzrQ5e/qCBFoeH3Rfb+aDe3m8E3Ghd70usVJKVGu3QRv0/U+q14yc3ycQj\n", "0zLHuxkRKUkP/oEOBAhN6H1dpHPU9nh8GPVDX5XZjDpm5Saw+2JwQMP0nASsH30Fd3luDB/3B8A3\n", "RuWDwdw8sMPr8+P0yBB3tYnd75qij3ivg1UUJPHX907ksemZzC1I5GOlqaRZ9Xx6dg7+tithX+v0\n", "+Hj7dDNf3XiO/zhUR+MgcxtcZzboeG5ePn+5aAJfXVjIlxcWkvjRVfAn78gmO8GATgOfuyufgiTl\n", "O/qHO3eTMqzBiWuAKZlWcpNM5CTGV/ereP9sjoXY/a4pVCXZYmDJpLTQdnGqBYfHT6JJx6EDF8K+\n", "tqrJwU/3BZPxuVYnhSlmHi4PnyCzE4w8MDm93/Ol6VZ++sgU3D4/aRYDRoWXPx9KmtXAF+8q4PHp\n", "WQQCATITjKRYojPKTcQOSbRxQm11MLPhxhIwQ8XW7e7bR7jJ7sbnD0RccrjZULNtRdtQ8dlMeibF\n", "cH19KGr7bCpBSgci5hWmmJmVG1zKOyfByJRM67CTbLfbxzWnB59K+t+K+DLqRCvdRYZ2zeGh9pqT\n", "Nodn6J0HoeY62FCxTUy18Kfz8/nmkiK+tLCQyRnDW+HjUruLb75zgc+tq2LnhWt4Blk5QSlqPneg\n", "/viiYdTfV0a7OqTaNXT18IOdNZxqclCWYeHv7ismdwxuwKhNSbqVkvSRDf1+43gjxxuDE7f88+5a\n", "itPMlA7zWF09XjqcXqxG3ZiXHkT8G3WiTUhIiEY7VOtsi4NTTcHx5edanFQ1d48o0aq5DqZ0bO5e\n", "XagC9B/OO5Q2h4dfHrrCzgvtTEgOzlJWmBL5FIpqPneg/viiIaJEu2vXrn7PWa1WZs+ejV4fv0X8\n", "sWDW37xulYw1H67Grh52nL9Go93Nw+XpTMkcXungEzOyqGrqptHu4bk78yhMHt4fuuo2Z2jV20sd\n", "Pbx3pXNYiVaIsDXa73znO9TX13P16lVuv/32Pv8yMzNlusQIlGda+eM78yhJs/Dp2TlMzRrZCsJq\n", "roMNFdubJ5v57/evsvlMK3+z+QL1ncMbzVWSbuV7D5byg4dKyU8y0j7Mmc5Mur73IYa7ZIyazx2o\n", "P75oCHs5+q1vfQsIDr9NS0vr87O0tDSOHTumXMtUIsls4KmZ2TwyLSM4HV6c3zx0enz4AwFsxrH5\n", "JuPzBzjffGNqP7vbh9MT2eQ5Vzt7+PCqnWSzjqP1Xaw72QLA7PxEvvGxoojnzi1Nt/KFu/L5/ekW\n", "ZuUmckde4rDjELe2Uf1vCYzz8MV4MtpZmGKhDna+xcG/7L2E2xfgS3cXcltOdOrz4WLTaTU8OTOb\n", "k9uq8Qfg/rK0iJat6XJ5+fGeS3x41c6Dk9M4Wn9jqPiRui7sbl/EidZq1PHItEyWTErDbND1G0I8\n", "lFg4d0pSe3zRENEn7a677hrw+fnz50e1MSJ22Xu8/OjdWqo/mkT6W9uq+ffHyskYYOHAaJtbkMS/\n", "rSzH5fFRkGweMEHWd/Zwtrkbq1FHeaYVh8fP8YZgcr3Q6mROQSKbqoITzcwrTCLRNLw/fBqNJqYn\n", "7RGxLaJ+tNnZA8/wnpMT2axLYvTGuw7m8wdw9JrsxOX19+n8b+/xcra5m5przmHP8zpUbDqthtJ0\n", "C7flJAy45lWrw80/bL/I93fW8nfvVPPO2TaSTXoenBwsd51vdXJblo3vPlDCt5YW82d335j7YCyM\n", "97lTmtrji4aIP20dHR20traSl5eH2Sx3XG81yRYDX15YyLe3XcTrD/C1xRNDV7Pdbh+vHG3g9ePN\n", "6LUavnt/CXMLk8asbR1OHxfanKHtdy+28+htmXxmTh53F6Wg12qYlG4hySz9X8X4CJtoKysrqaio\n", "YM+ePdjtdvLy8ti0aROTJ09m+vTpY9XGW0JNm5MLbU7SLHqmZFqx3nSzKRbqYLPzk/jV4+X4A5CV\n", "YAwNg22yu3n9eHC1B68/wG+PXGVmXkLEE2qPNrZks46ydAvnWoPJ9t6SVIw6LUarlgpr8qiOHQ2x\n", "cO6UpPb4oiFsoq2vrwegsbGRJ554AoCZM2eydu1aSbRRVNfh4mubz9PuDHY7+vslxdxTHJvLZ2cn\n", "9u+DatJrsRl1dLuDvQEeKk9nd/U1/AG4PTeBnAFeE03pNiN/u6SIcy1OrAYdU7Jk8VARWyK65Lh5\n", "UIJWK3PRRFOrwxNKsgBH6jr77RPLdbC8JBPfX1bK3ROT+fz8fA5f7uSfdl/iR+9e4l/3XcbeE77f\n", "ajRiy0sys7gklTsLk0iKsZtWsXzuokHt8UVD2Ix5/PhxXnvtNU6fPh16zuPx4PGMfHIU0V+GzUB6\n", "r/HzdxaMXX0zWqZm2fjW/SUsLE7h6NUbXamOXrXjcMuKAeLWpgkMszNsTU0NSUlJ/QYwjLcdO3Yw\n", "e/bs8W7GiNVec1J7zUWKRc/kDGtortaBXHN60KIZ8A78eKrvcNHt8XOmqZuf7Q9O1N17YUQh4tGR\n", "I0dGPXnWsP+nFhUVjeoNxcAmplqYmDr06sJH6jp58d1LGHRa/ubeiUwZ4ZDeaDvd1M3fbD6Pw+Pn\n", "4fJ0Xvz4JFzeAJMyLJJkxS0v4mKrx+OhqakJv99PV1eXkm0SH2myu/ndh438ZM8lDlc30tjl5jvb\n", "L9Lc7aG+s4cX91wasv45VtafbA71s91U1Ypep+XOwiRSI1iWRe01PolPRJRoq6ureeutt9i6dSsA\n", "GzZsULRRImjD6Wb+8716Np9p5Xt7G+l2e/H3GiTg8weIlUHQvRcU1Gs1/WYti1cXWh3suXiNs83d\n", "wx6IESmP10+rw40rwjkcRPyJqHRw+PBhnnzySdavX49Wq5U5aMeAPxDgbK/JVLrdPgLA3y4p5gc7\n", "azDptXz1ngljOsIpnIempONw+7h4zcnTM3OYmBr/87VeaHXwlQ3ncHn96LUafry8jPIRlGrCxdfl\n", "8vLmyWY2nm5hZm4Cz1XkKd4dLtpi9fzFkoj+l47FSDC/308gEECnk3oegFaj4YkZ2Ry7ascXgI+V\n", "pJBhM1KSZuFXj09Fqwn2H40VOYkmvrCgcFSLJsaa+s4eXB8te+P1B7jU7gqbaDtdHmquudBpNBSn\n", "WbBGMJ3i+VYHL3/QAARHtM0tSGTZlPhKtGJoESVap9PZZ9vrHbou2NDQwI4dO9DpdCxevJjc3NxB\n", "992yZQvV1dWsXLmSvLy8ER1DjWbnJ/L/Vpbj9PjwtNWT/NFkKpkJsZNgbzaSJLt3796YvCrKSjCi\n", "12rw+gNoCPYXHozT4+PVDxtDI+Q+Nz+fR6ZlotNqwsbnu6ka4YvDnnCxev5iSUSJdtasWfzv//4v\n", "nZ2dvPHGG1RUVAz5msrKSlavXg3A+vXrWbly5aD7Llu2jFOnTo3qGGp0fTIVgL3nm4DJ49ugW0xZ\n", "hpUfLy/jcoeLvEQTkzMHH3HW4fTy5onm0PZrx5q4tySV1CHWF5uUbuHRaRm8XdXKbdk2ZufLXLdq\n", "FFGinTJlCoWFhTQ2NlJQUIDBMPSdZKv1xofSaBzZFVg0jqEWar5iiNXYtBoN5Vm2iOqyZqOW4lRL\n", "aHKb8iwrFkPwhmC4+FIsBj57Zx5PzMjCatCRGOEcubEkVs9fLIn4rFqtVoqLiyM+cO9xEJEkZqWO\n", "IcRYSDEb+MZ9Rbx7sR2zXsuCiclhB530ZjHopK+xykWUaDdt2sSMGTPw+Xzs37+fiooKJk2aFPY1\n", "Pt+NriojXb5luMfoXSu63rdPLdu/+MUvmDFjRsy0J5rbvfthxkJ7RrO9utf2BRXGp/bzN9j2aEU0\n", "BHf9+vU88sgj/P73v2flypWsXbuWJ598Muxr1q1bx6pVqwgEAmzcuJEVK1YAcOLECbRaLdOmTeuz\n", "/6lTp0hJSelzM2ywYwwk3ofgDkXNNxzUHBtIfPFuzIbgarVatFptqJuXyTR095N58+axZs0aAoEA\n", "S5cuDT1/4MABNBpNn0S7fft2qqurMZvNFBUVsWjRorDHuBWp+YOs5thA4hMRJlq3243dbg8l2kjm\n", "ocnLy+OZZ57p9/zzzz/f77nBkuhgxxBCiHgS0TjJvLw81q9fz/z58zlx4gTV1dVKt0vcRM3jydUc\n", "G0h8IsIr2gULFrBgwQIAysvLh7wRJoQQ4oZhz0cbq9R+M0wIMT6icTNsRFMsbdmyZVRvKoQQt5KI\n", "Eu3WrVtZu3YtL7zwAmvWrOGDDz5Qul3iJvFYB/N4/Zxp7ubY1S7anYMvfxSPsQ2HxCciSrR2u50n\n", "n3yS2267jWeeeYaysjKl2yVUYP+lDv78rbP85dvn+dWhejpjZJJyIcZaRIn2+qgsvz84tdDNq+IK\n", "5SndV7G+08X7VzqpbnVG1H1vKD0eH2uPNYYmJt92vo3W7oGvatXeD1PiExFlzOvTIup0Ojo7O2UV\n", "XJWp63DxN5sv0GB3Y9Rp+OePlzF1lGuRGfRayjNtnGsJTrKSZtFji2B+ViHUKKIr2scffxyABx54\n", "gB07dvQbPiuUp2QdrK6zhwa7GwC3L8Dxq6NfE06r0fDk7Vn8ybx8npiRxfeXTSJrkHl01V7jk/hE\n", "xENwITj0dtWqVYo2SIy9VIshNME1QGHK0KvxRiI70cTjM7Kiciwh4tmI+tG+++67ofkIYoX0ox05\n", "nz/A6aZu3q/rpDTdyqzcBBJiZC0yIcbbmE0qs3fvXq5evRpaz+v06dMxl2jFyOm0GqbnJDA9Rxbd\n", "FEIJESXa1tZWPvGJT4S2GxoaFGuQGJiap6IbKra6DhcfXrVj0mm4PS+RzBhalDISaj53oP74omFE\n", "3w8zMjKi3Q4hBtTu9PCDXbWc+Wjp9Y+Xp/P5+QUY9CMa1CjEuAibaK8vmNjW1sb27dtDk3Lv37+f\n", "5557TvnWiZBoXzH0eH002j0YtBpyw6zuOhbCxdbt9oeSLMD7dV04vf64SrRqv9pTe3zREPbTer3b\n", "xrx58/qsfCDim8vj4/enWnju9dN8bl0VJxrs492kQSWbddxXmhrafnhKuvTHFXEnbKL95Cc/ybRp\n", "00L9Zi9cuIBOp+PTn/70mDRO3BDNvooNXW5+VVkPgMPj59fv1ePx+aN2/OEKF1uCSc//rcjnHx8o\n", "4QcPlbJ8agY67cjWoBsvau9nqvb4oiFsok1ICN6F3rZtG3a7nQcffJDOzk72798/Jo0TyjDoNBh1\n", "N5JVisWAdoQLaI6FNJuBignJzM5Pkm5nIi5FVOhqb2+noqICo9HInXfeSWtrq9LtEjeJZh0sL8nE\n", "PzxQQlm6hfkTkvg/c3PH9SpR7TU+iU9EdHlgMBgGfL6zs5OkpKSoNkgoT6PRcEd+Ei8ut6HXatDr\n", "4ufGkhDxKKL/YQ6Hg5aWFgBaWlpCszvt3LlTuZaJPpSog5kNuphIsmqv8Ul8IqIr2oaGBl566SXy\n", "8/Opq6ujqKiI1157jaqqKh599FGl2yiEEHEtokS7aNEi5s6d2+/5w4cPR71BYmBqroNVzF9Aa7cb\n", "q0GHRYVdt9R87kD98UVDRIl2oCQb7nkhItXh8vDm8WbermrhjrxEnqvIJzsxvobYCjGU8S/QiYio\n", "tQ52ocXJmg8b6ezxsftiOx9GYS7cWKPWc3ed2uOLBkm0YlzdPEzC7x/9MjpCxBpJtHFCrXWwSekW\n", "VkzNwKDVMDsvkZl5iePdpKhT67m7Tu3xRYMMsxHjKsVi4LmKPJ6cmYXNoJORX0KV5Io2Tqi5Dvb+\n", "oQNkJ5hUm2TVfO5A/fFFgyRaIYRQ2IjWDItFsmaYEEIJ0VgzTK5ohRBCYZJo44Sa62Bqjg0kPiGJ\n", "VgghFCc1WiGECENqtEIIEQck0cYJNdfB1BwbSHxCEq0QQihOarRjqM3hoaq5m0AAJmdaybTJdIBC\n", "xLpo1GgVG/PY0NDAjh070Ol0LF68mNzc3GHvu2HDBnw+HwClpaXMmDFDqeYqrsfr4+UPGthwOrgk\n", "0MdKUvjSwglYVTjRtRCiL8VKB5WVlaxevZqnn36aQ4cOjWhfs9nMypUrWblyZVwnWQB7j493L7aH\n", "tvfWdNDV44349Wqug6k5NpD4hIJXtFarNfTYaAz/FXmwfX0+H2+++SaBQIDi4uKYLw2EYzPqWDAx\n", "mc1ngku1z5uQhE2uZoW4JSiWaHuXfgdbrnyofZctWxZ6vHnz5ii2buyZDTqenZ3DnYVJ+P0ByrNs\n", "w5qtSs1zfqo5NpD4hIKlg+u1VQCNRjPqfYdK1tD3K8zevXtjbrvqg0oWFqWwqCSVs0crx709si3b\n", "sh3Z9mgp1utg3bp1rFq1ikAgwMaNG1mxYgUAJ06cQKvVMm3atCH3ra2tZeLEiQBs3LiR5cuXD/p+\n", "8dDrYDT27t2r2iuHD0+cZPq0aei04f8gxys1nztQf3wx3etg3rx5rFmzhkAgwNKlS0PPHzhwAI1G\n", "0yfRDrZvbW0tlZWVAMyaNUuppopx4g8EOFLXxW8u6MlpquGP5uRSkGwe72YJEXXSj1aMm0vXXHxu\n", "XRWejxZkXDYlja/eM3GcWyVEXzLXgYhrHr8/lGQBWro9+NXxd1+IPiTRxoloFuZjRU6iidV35ABg\n", "NWj51B05aIe4cRqP1HjuelN7fNGgztXwRFywGXU8OSOL6Ule8rKzyE0yjXeThFCEJNo4oda7uhaj\n", "jjllhePdDEWp9dxdp/b4okFKB0IIoTBJtHFCzXUwNccGEp+QRCuEEIqTfrQxoKXbjc8fIMNmVO3o\n", "KCHilfSjVYGTjXY+t+4Mz71+mn017fj8qvi7J4ToRRLtOHK4ffzrvit0uLz0+AK8sLOGRnvPgPuq\n", "uQ6m5thA4hOSaMeVRgOGXqUCvVajyg77QtzqpEY7zs63OPjn3bU4PH6+vLCQ2fmJQ04rKYQYOzE9\n", "e5eIzKQMKz9aXoYvECDFPPScu0KI+COlgxiQaNIPmWTVXAdTc2wg8QlJtEIIoTip0QohRBjSj1YI\n", "IeKAJNo4oeY6mJpjA4lPSKIVQgjFSY1WCCHCkBqtEELEAUm0cULNdTA1xwYSn5BEK4QQipMarRBC\n", "hCE1WiGEiAOSaOOEmutgao4NJD4hiVYIIRQnNVohhAhDarRCCBEHJNHGCTXXwdQcG0h8QhKtEEIo\n", "Tmq0QggRhtRohRAiDkiijRNqroOpOTaQ+IQkWiGEUJzUaIUQIgyp0QohRByQRBsn1FwHU3NsIPEJ\n", "0Ct14IaGBnbs2IFOp2Px4sXk5uYOe9/hHEMIIWKVYle0lZWVrF69mqeffppDhw6NaN/hHEPtFi5c\n", "ON5NUIyaYwOJTyiYaK1Wa+ix0Wgc0b7DOYYQQsQqxRJt784MBoNhRPsO5xhqp+Y6mJpjA4lPKFij\n", "9fl8occajWZE+w7nGCkpKRw5cmS4zYwbVqtVtfGpOTaQ+OJdSkrKqI+hWKJ1Op1A8Kr0+mOAEydO\n", "oNVqmTZt2pD7Dvb8QObMmRO1tgshRDQplmjnzZvHmjVrCAQCLF26NPT8gQMH0Gg0fRLtYPsO9rwQ\n", "QsQT1YwME0KIWCUDFoQQQmGSaIUQQmGSaEXM8Pv9fXqaqImaYxNDU+xmWDSofRhvNOLbsGFD6D9w\n", "aWkpM2bMGJO2R2I48W3ZsoXq6mpWrlxJXl7eiI4xlqIRm1rO3cmTJzlz5gx+v5/58+dTUFAw7GOM\n", "tWjEN6zzF4hhb731VujxunXrRrTvcI4x1qIR39atW6PfsCgZ7u/+5MmTgbq6ulEdY6xEIza1nLvd\n", "u3eHHr/99tsjOsZYi0Z8wzl/MX1Fq/ZhvNGIz+fz8eabbxIIBCguLo6pOXmj8buP1fMXjXap5dwt\n", "WrRo1McYa9GIbzjnL6YTbUDlw3ijEd+yZctCjzdv3hzF1o1eNH73sXr+otEutZ27bdu2UVFRMapj\n", "jJVoxDec8xfTN8PGehjvWItGfL3F2oc5Gr/7WD1/0W5XvJ+73bt3U1ZWRkZGxoiPMZaiEV9vQ52/\n", "mE604Ybxnjp1KqJ9hzOMd6xFI77a2trQY5fLpWRzh2048Q33GOMtGrGp5dzt2bOH7OxsioqKIjpG\n", "LIhGfMM5fzFdOlD7MN5oxFdbW0tlZSUAs2bNGrvGR2A48W3fvp3q6mrMZjNFRUWhulisnr9oxKaG\n", "c9fU1MS+ffsoLy+nqqqKrq4unn322bDHiAXRiG8450+G4AohhMJiunQghBBqIIlWCCEUJolWCCEU\n", "JolWCCEUJolWCCEUJolWCCEUJolWCCEUJon2FtTY2Mj69et58cUXB/z5z3/+c5qbm4d1zKamJl59\n", "9VXeeust1q5di9fr7bfPrl272LVr10iaDMA777zDG2+8MeLXq9XGjRuH3Mdut/PSSy9FPGpNRJck\n", "2kfOLRUAAATmSURBVFtQdnY2K1euZMKECQP+/BOf+ASpqanDOubOnTt56qmnePTRR7nvvvvYvXt3\n", "v33mzp3L3LlzR9RmgAcffDDmxszHgkiGtyYkJLBw4cIxaI0YSEwPwRVjy+12s2XLFs6fP8+zzz5L\n", "ZmZm6GfvvfceW7dupbi4mMTERDweD6tWrQolPp1Oh9PpxGq1cu3atT7T0O3evZtr164BcPHiRb7y\n", "la9E1B6v18u6devQarUEAoF+kzO/++67NDU1YTQacblcLFu2jKSkJI4dO8a6detYsmQJCxcuDG3f\n", "d9993HPPPYO+n91u55VXXsFqtaLVajGbzTgcDpYtWxaaTGSw9wQ4fPgwmzdv5tlnn2X//v0YjUZm\n", "zpxJWVkZPp+PTZs2hWaN6u7uZsKECdx9991D/h72799PfX09RqMRv9+P0Wjk4Ycfxuv1snnzZqqq\n", "qli/fj0AZWVl3HbbbQC0trayefNmrFYrbrebxMREiouLI/rdiyiLeOZaoTpr164d8PmdO3cGmpqa\n", "+j3/i1/8IvT4yJEjgXPnzoW2W1tbA9/85jcDv/3tbwMvvPBCwO/3D3jsN954I+L2bdiwIdDc3Bza\n", "PnToUOC1114LBALBibT37NkT+pnb7Q79LBAITtZ8+fLl0M9ef/31iN7z5MmTgZdeeim07fP5Ar/9\n", "7W8jes9AIPg73bJlS7/jbt68OdDa2hrabmlpCZw+fTqiNv3P//xPoKurK9SeS5cu9XvPgfzmN78J\n", "+Hy+0Pavf/3rwMmTJyN6TxFdckUrIpaenh56bLFYcLvdoe0tW7bwjW98A5PJRF1dHdu2beOBBx4Y\n", "1fvZ7fY+09LNmjWLS5cuAVBdXY3L5QpdyUHwKvG6u+++mzfeeIMnn3ySffv2hb2Svdkdd9wReqzV\n", "arFYLBG953UPPvjggLGkpaWFttPT0/v8PsN54oknOHjwIC6XC5fLFfEENEajEa32RnWwd1xibEmi\n", "FVFjMpmAYBJxOByjPp7NZqOlpSWUbI8cORL66j19+nQaGhqYP39+aP/eN+B0Oh0JCQl0dHTQ1NTE\n", "vffeG/H7fvjhh6HZ8n0+X+gPylDvGY7ZbKatrS2UbP1+P9XV1UyaNCns67xeL+fPn+/T/ldeeaXf\n", "lH0D6enpwefzodPpgODvr3fbxdiRRHsL2rVrF+3t7aHanlarZdmyZZw9e5bz589TXV1NXV0dNpuN\n", "+fPnk5OTw65du6iqqqKpqYmsrCzee+89/H5/aDq5BQsWsHbtWkwmEy6XixUrVoy6nQ899BCvv/46\n", "BoMBrVZLQkIC586do7a2lqKiItra2kLtvz6R86pVq0KvX7x4MT/72c949NFHh/W+ycnJoVrt9Tos\n", "MOR7btq0qU+9dObMmaGa6LJly3jrrbfQ6XShFXEjucr2er1s3bqV8+fPo9Fo6Onp6TPLPwRvbl5v\n", "k9frZcGCBeTk5PDxj3+cl19+mcTERNxuN0lJSezdu5cJEyaQkJAwrN+JGB2ZJlGMqd/97nc89dRT\n", "492MQZ08ebLffLJCjJZc0QrFXb+C9nq9lJWVjXdzBtXV1cW+ffuAYE315itHIUZKrmjFuDl8+DBX\n", "rlwZ8Gdz586loKBAFe8ZTk1NDUePHh3wZ0VFRTG38oIYGUm0QgihMBkZJoQQCpNEK4QQCpNEK4QQ\n", "CpNEK4QQCvv/5f0BRtRe/bQAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.573054\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd4lOeZ6P/v9KLeCwIkJCEsqjHNGIMLBrlgikvssM7m\n", "xPG1JWd/e3Y32XWc4s0mjrOJvd5Nc3bXJ2fjjYPXDWwwYDAGbEwzwQ1RjCQQQkK9jqaX3x+CQV0z\n", "0rzSzMv9uS6uS9PeeW69w61n7vcpmkAgEEAIIYRitBPdACGEUDtJtEIIoTBJtEIIoTBJtEIIoTBJ\n", "tEIIoTBJtEIIoTC9Ugeur69nz5496HQ6VqxYQU5OzpDPPXjwIA0NDQBMmTKFG264IexjCCFEtFIs\n", "0R49epSNGzcCsGXLFtatWzfkc5cuXRr8edeuXaM6hhBCRCvFSgdWqzX4s9FoHPH558+f59lnn6Wo\n", "qGjUxxBCiGikWKLtPeHMYDCM+Pz8/Hy+8Y1v8NFHH436GEIIEY0UKx34fL7gzxqNJqTXmM1mEhIS\n", "RnWMXbt2odPpwmylEEIMLzk5OXjdaLQUS7QOhwPo6ZVe+RngxIkTaLVaSktLg/e1traSmpoafP5I\n", "xxiMTqdj/vz5EWu/EEIAHD9+fMzHUCzRLl68mE2bNhEIBFi5cmXw/kOHDqHRaPok2g8//BCXywXA\n", "ggULRjzGtejAgQMsW7ZsopuhCDXHBhKfUDDR5ubm8vDDDw+4/7HHHhtw35o1a8I6hhBCxBKNWpZJ\n", "3LNnj5QOhBARd/z4cW6//fYxHUNmhgkhhMIk0caIAwcOTHQTFKPm2EDiE5JohRBCcVKjFUKIYUiN\n", "VgghYoAk2hih5jqYmmMDiU9IohVCCMVJjVYIIYYhNVohhIgBkmhjhJrrYGqODSQ+IYlWCCEUJzVa\n", "IYQYhtRohRAiBkiijRFqroOpOTaQ+IQkWiGEUJzUaIUQYhhSoxVCiBggiTZGqLkOpubYQOITkmiF\n", "EEJxUqMVQohhSI1WCCFigCTaGKHmOpiaYwOJT0iiFUIIxUmNVgghhiE1WiGEiAGSaGOEmutgao4N\n", "JD4hiVYIIRQnNVohhBiG1GiFECIGSKKNEWqug6k5NpD4hCRaIYRQnNRohRBiGFKjFUKIGCCJNkao\n", "uQ6m5thA4hOSaIUQQnFSoxVCiGFIjVYIIWKAJNoYoeY6mJpjA4lPgF6pA9fX17Nnzx50Oh0rVqwg\n", "JydnyOeWl5dz5swZ/H4/S5YsIS8vD4CtW7fi8/kAKCwsZPbs2Uo1VwghFKNYoj169CgbN24EYMuW\n", "Laxbt27I57a0tLBhwwYAtm/fHky0ZrOZO+64Q6kmxpRly5ZNdBMUo+bYQOITCiZaq9Ua/NloNA77\n", "3OXLlw96v8/n44033iAQCFBQUCAXu4QQMUmxGm3vwQwGgyGk1+zevZtFixYFb5eVlbFhwwbuu+8+\n", "GhoaIt7GWKLmOpiaYwOJTyiYaK/UVgE0Gs2Iz9+/fz/FxcWkp6cP+ngoybr3CT9w4ICqbn/++edR\n", "1R65Lbevpdtjpdg42s2bN7N+/XoCgQDbtm1jzZo1AJw4cQKtVktpaWnwuR988AEZGRnMmDGjzzGq\n", "q6uZOnUqANu2beOee+4Z8v1kHK0QQgmRGEerWI128eLFbNq0iUAgwMqVK4P3Hzp0CI1GE0y0jY2N\n", "fPjhh8yYMYPTp0/T1dXFI488AvQk2qNHjwIwb948pZoqhBCKkplhMeLAgQOqvbqr5thA4ot1MjNM\n", "xBS724fN5Z3oZggx7qRHK8bF2WY7//rBBVy+AH+9bDKzs+MnuklChER6tCIm2FxentlfzdkWBxfa\n", "nfzj7iqau90T3Swhxo0k2hgRyaEm483nB6fXH7zt8vrx+a9+kYrl2EIh8QlJtEJxSRY9/2fZZCwG\n", "LQathn+4JZ+M+OFnCwqhJlKjFeOmweYi4IeMeCM67ciTWISIBlE9jlaI/rLiTRPdBCEmhJQOYoSa\n", "62Bqjg0kPiGJVgghFCc1WiGEGIaMoxVCiBggiTZGqLkOpubYQOITkmiFEEJxUqMVQohhSI1WCCFi\n", "gCTaGKHmOpiaYwOJT0iiFUIIxUmNVgghhjFhNdpjx46N6U2FEOJaMuyiMv/+7/9ORkYGfr+fyspK\n", "8vLyqKmpIT4+ngULFoxXGwXq3pdJzbGBxCdGSLQLFizghhtu4M033+TRRx8lPT2dpqYm9u7dO17t\n", "E0KImDds6eCGG24AwOfzkZ6eDkBGRgZms1n5lok+1NxjUHNsIPGJEGu0Xm/fnUudTqcijRFCCDUK\n", "KdGmpqZy+PBhnE4nhw8fJiUlRel2iX7UPFYx1mNrtXtotLn77IPWW6zHNxK1xxcJISXalStXkpiY\n", "yDvvvENiYiJ33HGH0u0SIiZ80WTnr948w9dfO8X759rwDpFsxbVNxtEKMUoen5+/315BeUM3AFoN\n", "/Od91zE5Wa5hqMm4jaPtX6N97733xvSmQqiFvtcmkxpAI3tOikGElGi3b9/e57bNZlOkMWJoaq6D\n", "xWpsBp2WP18yifwUM6kWPd+7vYCchIEbUMZqfKFSe3yRENIuuH6/X+l2CBGTCtOsPHNPMV5fgBSL\n", "Ho10acUghk20bW1teL1euru7aW5uJhAI4PP5pEc7AdQ8VjHWY0s0Dd9fifX4RqL2+CJh2E/IyZMn\n", "8Xg8NDQ0cOLEiZ4X6PWsWbNmXBonhBBqMGyivemmmwDIzMyktLR0XBokBqfm+eRqjg0kPhHixTBJ\n", "skIIMXphj6Otrq5m8uTJaLXRtWa4jKMVSjjT1M3HtV1MTjYzJzueBHNI148HaLV7qGp1YNJpKEyz\n", "YjXqItxSoZRIjKMN6VPzzDPP8MADD1BeXk5ycjIff/wx69atG9MbCxHtzrU6+NbbFTi9PaNunrh1\n", "KrcUpoZ9nC6Xl/84Ust7lW0AfOPGSawpzUArIxSuGSF1S0tKSpg6dSoAS5cuVbRBYnBqHqsYrbF1\n", "OLzBJAtwptk+quOcr29hcrKZ/7UghynJZt462Yzd7YtUMydctJ6/aBJSj9bn6/lQ6HTydUdcO7IT\n", "jUxOMlHT4UKngSWTk8I+htPj4+MmL7//pBGtBh5dmEu7w4NZr3zprabdyanGbuJNOkoz40m2jK7s\n", "IcYupN+8zWZj165dFBYWKt0eMQQ1X9WN1tiyE0z8cHUhtR0ukix6ClMtYR+jxd6TZAH8AdhxpoUf\n", "rZ6GXqdsom20ufnerkrqOt0APLYolwfmZCnyXtF6/qJJSIl2w4YNNDQ0UFBQwKeffhrSTLH6+nr2\n", "7NmDTqdjxYoV5OTkDPnc8vJyzpw5g9/vZ8mSJeTl5YV9DDXqdvs409iNze2jMM3KpKSB0zuFsnIT\n", "TeQmjv73btJrSLXoaXX0rBcyKdFImtUQqeYNqdPpDSZZgEPVHWyYlYlOK3XhiRDSn1Wr1UpBQQEA\n", "c+fOZcOGDcHHHA7HoK85evQoGzdu5KGHHuLIkSPDHr+lpYUNGzZw//3389lnn43qGGq0v6qNx3dW\n", "8qP3zvPkrgqau90jvygGqbnGlx5n5O9vzGDFtGTumZHOny3Ow6RXvgSXajFQkmEN3r6jOFWxJKvm\n", "8xcpYy7a7N69m3vvvXfA/Vbr1ZNsNBqHPcby5csHvT+cY6iNPxBg3+Wr1AAXOty02r2kx11bvwc1\n", "cFyq5Du33TSu75kaZ+CJW/OpanUQZ9RRnG4d8TVCOWNOtEOVEXoPzzUYQvuqtHv3bhYtWjSmY6iF\n", "VqNhWUEyn1zqWVdiUqJRtRcz1FLjs7m8tNg9WA06MuKv/kG8MsNyvOUkmsgZQ9kjVGo5f0pS7H/u\n", "lZEKQEgrGu3fv5/i4uLgJpCjOUbvqYBXvs7E8u1JSak8tXoaNrePFOyc/fQjMi//p42G9qnttl6v\n", "p2DW9fj8UHu2HJfDTuGchZxrdRBwOzDbm7hh3pxBX3+8/Ax7mozsrmgn1arniWXZdF44E1Xxye3R\n", "3x6rMe+wsGXLlkEnL2zevJn169cTCATYtm1bcCGaEydOoNVq+0zr/eCDD8jIyGDGjBkhHWMwap8Z\n", "pub55NES24l6G999pxKn189f3zSZ+ZMS+Mfd56hs7bkO8fgtU7mtaPAJC5/UdfH32yuCt+8tTecv\n", "luSh02qiJj6lqD2+cZsZNhqLFy9m06ZNBAIBVq5cGbz/0KFDaDSaYKJtbGzkww8/ZMaMGZw+fZqu\n", "ri4eeeSRYY8hRKQ5PT6eP3wRu6enFPavB2r46V1FwSQLsKeidchEq9P07LBwpddi1Glo7naTNchC\n", "4LHuYruT820OEs0GpqeHP+TtWqRYos3NzeXhhx8ecP9jjz3W53ZmZiaPP/54WMe4Fqm5xxANsWm1\n", "GhKMV/87GHUaEkw6MuMMNHZ7AFg8ZfAJC5UtdmxuL//fsslsO9XM5CQzGXFG6jpdZCWYoiK+SKnv\n", "cvHdXuNzv3d7PjerKD6ljDnRms2yEZ2ITj5/ALfPj8Uw8nAq4+VtaX55sIYOp4+/vHES09KsPFVW\n", "yOlGO0lmPaVZA6/cn2t18HfbzmL3+EmP0/N3N0+9nHh9nGt1cv2kRCVC66Pd4aHV7iXB1PcinBJa\n", "uj19xud+eL6DmwtSFH1PNQh7eorT6exzu6ysLGKNEUNT81hFJWK71OniX96/wN9sPcv7VW14fCNP\n", "sslPtfCj1YU8d29xMEFOTbGwuiSNJVOTSDQPHPnSYHMHyw3N3V5ONHRzusnOB1VtzM2NB5Q9d402\n", "Nz/ZV82fbz7NN98+y4W2wce1R0qK1UBqr9EvC/ISOHz4sKLvqQYhJdpf//rXHDx4EICmpibZBVdE\n", "vXcrWtld0UpVq4Mf7z1PdZtz5BcBZoOOeGPoX/Qy4gx91i2Ynm7BH4BV09NItSg/JPFcq4PjtV0A\n", "XOpyB4cDKiU30cRP7iziWyum8uOyQpZMSRqwS7YYKKRPVG5ubnDVrsmTJ1+Ts7QmmprqfP0pEVub\n", "wxP82R8Al89Pm92DLxAgzWqI2CaKhWlWnr2nmAvtTpJMev7zo1rOtTo5WN1BqtXAbUWpip67/mWR\n", "xFGulxuO/FQL+b3WfVDzZzNSQurR9l/kW69X58B5oR53z0gn5fJX3LWl6Ri0Gv73m2f48zdOc7Sm\n", "kzGOauyjON3K7UWpoIFzrVd7zg025adMF6db+NubJzMjw8rGeVnMzo5X/D1F+EJKtP2/Grjd6pxz\n", "H82kRhuewjQrv1hbwgv3XcdDc7N45v0LNHV76HT5+NGecxFJgv5+yXpKsonSzJ4LZgkmHQvzeuq8\n", "Sp47i0FHWUk6z9xTzJ8uyB2XBWv6U/NnM1JC6prOnj2b1157jWnTplFZWcmsWbOUbpcQY5Z5+Qq8\n", "zTWwhhhK4cDh8dHh9GLRa0nqVW/tdHrYU9HGoeoObi9K5eaCZKxGHZnxJr57ewFN3R4STDryksZv\n", "RI5R4WUXxdiEPDPM6XRSV1dHTk4OFkv0DVJW+8wwMTanGrt5+r3zOH1+vrV8CgvyEoet03a5vPzP\n", "pw289nkj01ItfPvWfCYn9yTOIxc6+N6uquBzf3pXEfNyE0bdtnOtDi52OMmIM1KcbpWlDKPMuM4M\n", "M5vNTJs2bUxvJsREuS4zjn9bOx1/IECadeSxpudaHbzyWc+C3RUtDvZXtfEn83vWQ+7s10O2uUa/\n", "LU11m4Nvvn2WLpcPrQaeubuYWVJnVZ2Qvm9s3rxZ6XaIEai5DjZesaVYDCElWWDAxommXkO4ZmTE\n", "kZPQc5yiVAuFacN/wxsuvktdbrouJ2p/AE43dYfUvmii5s9mpITUo+2/FOKOHTu48847FWmQENFg\n", "WqqFP18yiVc/a2R6hoWb8q9Ov52cbOZndxXR7vSRatWPaY3gjDgDJp0Gl6+ngleYKuvGqlFIidZo\n", "NNLY2EhmZiYALpdL0UaJgdQ8VjEaY7MaddxbmsEt01KwGLQDxqtmJpjI7FWW9fj8dDq9mAzaARMe\n", "houvMM3KM/cUU93mJCvByIyMuIjGMR6i8fxFm5ASbXd3N88991zwYtPp06cHXRpRCDXRazWkDjNc\n", "qtPp4cD5Dj6u62JRXiLvfNFCAPjbm6eQm2gKeVJESUYcJTGYYEXoQqrRWiwWnn76aR544AEeeOAB\n", "Zs+erXS7RD9qroPFamzlDd3864EaDlZ38HGdjfWzMtFpNHx2yca3d1Twh4/rabF7IhpfTbuTf3m/\n", "mqfeO0dliz1ixx2LWD1/4ymkHm3/oQ1z5sxRpDFCxJLmbg8GrYY/WzyJrSeb+biui0cX5vDiH+up\n", "t7k5XmcjLc5AgjYyY1wdHh+/OFjDJ3U96xmcaujm52unkxriBT4xcUL6BMTH9x1uIsO8xl+018Ha\n", "HR5q2p10OMNfYCTaYxvKzKw4bspP4r3KNqrbnbTYPTz3QQ13TL+6OHiTzR1cJ2SsXD4/dZ1Xr480\n", "2z24vJGbSjxasXr+xlPIf2rPnz/P0aNH8Xq9VFVVjfwCcc241OniB7urePS1U/z4vchMb40F09Ks\n", "fHVBDn7/1WTnCwSCq3YlmfXcOHXwxcJHI9Gk5+sLJ3FlPsNji3KHrSGL6BFSoj18+DB1dXVcvHgR\n", "vV4vq3dNgGiug51p6qa8sade+HGdjbNhjgUNNTaXx4fXP/E9uN5yE81848Y80q09yyU+fms+S6ck\n", "8su1JfzbvdMpTLMOG19dp4vKFjtdg0wT7k+r0XBTfhK/XlfCr9aVcNeM9D7jeydKNH82o0VINdq6\n", "ujo2bNjAli1bAIiLkyuk4qr+8+xN+pF3NAiHPxDg49oufnusjux4E/9rYc64riMwkpLMOH65rgSv\n", "v2cJRp1WQ0oIY2vPNHbz7Z2V2Nw+7ipJ42sLc0dc5tCg0zItbeSxtvVdLhq63CRb9ExNib4p89ea\n", "kBKtThfZ/zgifJGugzV3uznf5sRi0FKUZhlTcpyRGceX5mRxsLqdWwtTwt6wb6TYLna4+P7uKjy+\n", "AGebHZgNWr61Yuqo26uE4b7CDxXfW6easLl7ZoVtP9PC6ulpEVlPtq7DyXfeqaS2043VoOVndxdT\n", "nK7cRAip0Y4spLPqcDjweHoWUvZ4PANmionY0uHw8m8HajhS0wnA36+YwsritFEfL9Vq4KsLcnhw\n", "biZWgy7ii6J4fH48vqslg5ZuNz5/YNTv4/b5cfv8Ye2koISseCOLJicyKzsenz+AQReZ31tNh4va\n", "y/t62T1+Pr9kUzTRipGFVOBZtWoVL730EqdPn+att97ijjvuULpdop9I1sHaHR5mZMbxlfnZlJWk\n", "8dbJZtyD7Knl8Pi42OGkKYSLWzqthgSTftDkV95g4we7q/iPI7Vc6hw4q3Ck2HISTHxlfjYAVoOW\n", "r9yQM+oke7HDyVN7zvG3W89ysLod3zjUfIeKr6wkjaI0C7/9qI7f/fESL31cT5fTiz8Q4FRDN699\n", "3sDRmg7s7vBGciSb9fT+9eQkKrvludRoRxbSn/TU1FS++tWvKtwUEYqWbjdnWxzotRqmp1sG3TBw\n", "JB2XlwB0ev3Mzo5nTWn6gDprt9vH5hONvHi8nmSznqfKplGcHn5t/mKHkyd2VuK4vIGh2+vnf980\n", "OaxjWI067pudyc0FKRh1mjEljlc/a+TQhZ6e/A/fPcfzG2aQP8oaps3lxe7xk2TWjar0YjHo+OBc\n", "e/D2h9UdfG2hlwabm2++fRbP5T8CT60uZOHk0HfTLUy38uOyQg5XdzIj08qsLLmmMtFCvmR58uRJ\n", "tm7dyhdffKFke8QQli1bhs3l5T+O1vL9XVU8sbOSLeXNIe3u2t/+c+04vT2v+7zeNugmgrWdLl48\n", "Xg9Au9PLy580jqrdTq8/mGQBLrQ7B/QiR6rxOT0+7G4f2QnGMffOOnuN8/UF6FOSCEddp4t/evcc\n", "X3v1JP99vL7PcfsbKj6LQccNeVcTaGGqhXiTjhaHJ5hkAc6HubOtXqth/qRE/nJpHrcVpZKg8D5i\n", "UqMdWUiJdvfu3dhsNlavXk17ezv79u1TuFliMF0uH3srr/aA3vmihW53+GuhTk66mqz0Wg3JgyRa\n", "g1bT5+tn0ij/s2bHG1lzXXrwmA/Nywrra3+jzcVzB2r4szdO8+IfL9HhGNuOqw/Pyw7G8qc3ZJMX\n", "RuKuaLHzm8MXebO8kcMXOvjkkg23L8ArnzVS2RL+Nt96rYYH52TyxK1T+T/LJvPd2/NJsRiYlGAi\n", "1drTRoNWw0zpkca8kP73tLe3B+uyixYt4vXXX1e0UWKgAwcOMGfBEmZnxfF5Q8841QV5iQNWlQrF\n", "svzky1fw7dxZkk5B6sChUlOSzXzv9gL+37FLTEoysWF2xqjaHW/S89UFOayanopZrw3uUtDbgQMH\n", "huwVfV7fzd7KNgBe/byRebkJYX2N7m96hpVfrSvB7fOTZjWE/Pur73LxxI5K2p1eLAYtD83N6vP4\n", "cOvHDBVfdZuDmvaenRWmp1sxXB4Tm5ds5md3FVPX6SLVahhyvduadic7v2jB7w9w54x0pgzyux0P\n", "w50/0SOkRGswDF4H7OzsJDFx9B96EZ5Es55vrpjK5/U2DDoNs7LjRzVgPT3OyANzsoZ9jk6r4ab8\n", "ZObmxmPUace0J1WCSU9Jxuh6xP03QOx/ezSu7CUWDrvbT/vl8oDD48di0LJ4ciInG7tZW5oRTIZ2\n", "tw+b20e8UYfVOHgS9/r8NHW7+d6uKuq73GiAp+8sZP6kq/+XJiebg3+UAoEAn13q4u3TLUxLtXBb\n", "Yc/Sjc99cIETl//ofl7fzY/vLCTRJDtUR6OQzordbqe5uZn09HSam5uDWzXv3buXtWvXKtpA0eNK\n", "jyEn0aT4VeTexmMI1HC9odnZ8SzMS+CTOht3FKcyfYKGKaXH6bm9KIU9FW1oNZBuNfLtW/Oxe3wk\n", "mvQY9Vqau93859FaDp7v4OaCFL62MIf0OGOf+KrbHPzHkVq6XD4emJ3Jf/3xEl0uH5/UdfVJtL2d\n", "b3Py7Z2VeHwB9lb2vP/tRSmcb7u6tfmFdicujx/G76MRJL3ZkYX0v6i+vp4XXniBSZMmUVtbS35+\n", "Pq+++iqnT5+WRCsUlZ1g4tu35tPt8ZFo1GMZopeotESzgT9bPIk7S9KxGLTkp5gx6LR9eq2nGu3B\n", "Gvq7Fa3clJ/UZ/cFp8fHrw5e5JNLPatv1XS4WHNdOi9/2kBp5tD7hNndvj4X7c63OUgwZfDI/Gye\n", "P1wLwCPzs0lW+KKXGL2Qzszy5ctZsGDBgPuPHTsW8QaJwUV7Haym3cnJhm7ijDpmZseRMsgFtqGM\n", "FFu8SU98FHwlTrYYBr1weEX/Ou2V21fi8/oDtPW6mGd3+5iTE8/1ufHMyBz6glduooklUxI5fKET\n", "k07DnSXpGHRaykrSuC4zjkAgQH6KJVjjHW/R/tmMBiF9egdLslfuf/fdd1m5cmVEGyViS3O3myd3\n", "V3Gxo2cywlfmZwd3jFWKzx/g47ou3jrZxIyMOFZNTx3T3l2RMCPDyqriVD6s7mB5QRIl/coc8SY9\n", "f75kEk9enk78VzdNZm52/KAJ0uHx0WTzYNRryE4w8TfLpnCpy0WcURdcu8Bi0A2boEX0GHM3wWaz\n", "RaIdYgTR3GPodPqCSRbgSE0nD8zJDHkQ/2hiO9fq4LvvVOIPwOELnSSYdKwpHd3IiEhJjzPyjaV5\n", "fHVBDvFGHebLIxp6xzd/UgL/cd91eP0BsuONgybZbreP1z9v5Pcf1xNv1PHjskJmZMaRMoolETuc\n", "HvZXtnOkpoPbi1K5cWrSqEaqDCeaP5vRYuLXWBMxL8WiZ07O1RrjquLUiK/g1V+320fveQ91g0zt\n", "nQgWg470OGMwyfan0WjITTQxJdmMcYiv+pc6Xfz+457JIja3jz98Uh+8AB2ukw12fnnoIh9d7OIn\n", "+6o52xwd299cayTRxohonk+eYjXwrRVT+cEdBfz0riJuK0od+UW9jCa2vCQTi/J6tqG1GrTcUpgS\n", "9jHGS7jxGXQa9L0mdaRYDCFv9Nhfe78Za7ZRTHAZSTR/NqPFxF9hEKqQFW8kaxTjU0crLc7I3y2f\n", "SoPNTbxJF1Xr047V5GQz/3hHAf917BI5CSYenJM56mOVZlrJsBposnsoTLVQIGvTTghNYLTfSS7b\n", "smVLVGw9vmfPnuB26EL01un0UN5gp83hoTQrLriITF2niwvtTpLMeorSLBjGMClDCU6PD71O26d3\n", "Oxr1XS7aHV7S4gxkTPAFw1h0/PjxARvUhmvMPdrRfqURYrzsr2rnFwcvApBq0fPcmuloNfDkrkqq\n", "211ogB+unsaiyZHb3ysShqrzhis7wUR2wgTMZBBBIf0Jb2wceuWmsWZ6ERo118GUju2ji53Bn1sd\n", "XtqdXi51ualu77mAFgDer2of4tVjN5b4Gm1utp5s4r+O1VHVGv7CNeNBzZ/NSAkp0f7ud7+jo6Nj\n", "0Mf6b0U+Wn6/H58v8oV6IW7vdXFuWqqFZJOOTqeXBNPVHuPs7Mh8jiNt84lGfnHwIn/4pIEndlTQ\n", "0HVt7DCsNiGVDiZNmsShQ4fo6upi4cKF5Ofnj/ia+vp69uzZg06nY8WKFeTkDD2AfefOnVRVVbFu\n", "3Tpyc3OD92/dujWYfAsLC5k9e3YozVUlNY9VjERsTo+PEw3dVDTbmZkdz3WZccHa5pIpiTx7TzE2\n", "l5epKRY6XV6eO1DDn96QTVO3h5wEU0S3Be9vtPF5fH7KG67uKNzq8I5qWUylqfmzGSkhJdr7778f\n", "o9GI3+/n2LFj7N+/nz/90z8d9jVHjx5l48aNwMgXzMrKyjh58uSA+81ms2ybI0JyqtHOEzsrAdBq\n", "4F/XTA/OmjLpdX16rOdafTg8Pn59qBazXstdJZHZFDHSDDotG2Zn8vR75wkAKwqSSYsLf9KCmHgh\n", "lQ46O3tqXK2trVy8eJHk5OQRX2O1Xp1+aDSO7kqnz+fjjTfe4PXXX+f48eOjOoZaqLkONtrYfP4A\n", "5Q02/ufTeqrbr65k5Q9Aq90TfM6Zpm6O1nQEJzVMSbbw5MoCCtMs3DglkXtnKjujbCznbumUJH5+\n", "73R+elcRf3Fj3qgXYFeSmj+bkRLSWXv55ZdJT08nPT2de+65J6TE2XvU2FDr2Y6krKws+POOHTtG\n", "dQyhXlWY6P/pAAAgAElEQVStDr71dgVef4C/vDEPs16L0+sn2axn0uVdJD6vt/H4jgr8gZ5JDk+V\n", "FV4uFSQzLzcBQ4jDpyqa7WwubyLFoueukjRyx2ncrlGvpUTWM4h5ISXauLg4vvSlL4U1lKv3ha1I\n", "DAELJVn3XkXoyl9ZtdxWc3zLli0b1etdqQV4L8/D3fRJPf+wYjIGvY7seBO1pz+myWDgI092cKru\n", "xQ4XDV1uchJMHDp0CFPGZLTWJDLiDFSXH8fv9w/6fo02N0/srAzOsmqyubkzrQtbV+eY47vppps4\n", "2+zgTH076RYtN+RnYtRro+r8KHX+Yun2WIU0YcHtdof99X/z5s2sX7+eQCDAtm3bWLNmDQAnTpxA\n", "q9VSWlra5/knT54kOTm5z8Ww6upqpk6dCsC2bdu45557hnw/mbBw7bnY7uRb2ytosXsw6jQ8c3fx\n", "gNWs9la08vS+agDMei0/v3c6+akWqlrsfGt7BV0uH2lWA/98VyFTkgefNXWh3cnXXzsVvD0t1cK/\n", "3FM85A4K4ahssfN/3voC1+X1Zn92VxHXZcbR5fJiNeoivgCMCN+4TVgwGo2cP3+exsZG5s+fz4UL\n", "F5g2bdqwr1m8eDGbNm0iEAj0WUbx0KFDaDSaPon23XffpaqqCrPZTH5+PsuXLwd6Eu3Ro0cBmDdv\n", "XtjBqYma1vz0+Xv2K2vudjMpyUz9mU+48cYbwz5OXrKZn95VRH2Xm1SrnmmpAxPlgrxEnlxZQG2H\n", "k7m5CeRffk5lq4MuV8+3rha7hwttziETbZrVwAOzM3n180a0GviT67PDSrLDnbtGmzuYZAHOtTn4\n", "9JKNN082cX1uAo8tmkRWQnTP5lLTZ1MpISXaw4cP4/f7qa+vZ9GiRRw5cmTERJubm8vDDz884P7H\n", "HntswH1DrWd7JeEKdTnV2M033z6LPwAJJh3fuXHyqI/Ve2+twSSY9dyUP/Dibf8t1s16Le9VtDI5\n", "2UxRmqVPuSvOqOPheVksK0jGqNME14ONhOwEE1aDFrvHj1YDkxJN/PpQFQDvn2tn0eREViWkRez9\n", "xMQIKdHW1dWxYcMGtmzZAvTUbMX4UlOP4UyTPVg37XL5cBsTxr0N12Va+f7KAj6/ZGN2djz/99gl\n", "KlscmHQanrt3OkVpAxftvi5zdFf8hzt3BZfLEBc7XaRbDbi9/j6PR2IzSqWp6bOplJCGd+l0UicS\n", "kTOt1/bZJp2GjAiNDa3rdLK/qo2jNR10OnuGd13qdHGmsZtmW98ZVVajnmX5yfzFjXl0ubxUtvRM\n", "b3X5AjTaxnf2ldmg46OaTp4/XItGo+He0nQMOg03TEpgbs74/xESkRfSn2iHw4HH0/PB9Xg8+P3+\n", "EV4hIk1NdbDrMqz87K4iGmxupqaYaTr7OYVpi8d0zFa7h6f2nOfs5YT52KJcbpySxDe3n6XV7qUk\n", "3cp3bs8fdHGVKclmtJqe8bcWgzbiyz2OdO62n27mnS9aAXh8RwXPry/hwdlZWI3aqNgrbSRq+mwq\n", "JaSzuGrVKl566SXq6+vx+Xx9xrcKES6zQcfc3Ks9tQNnPCG9zunxYdRr0Q4yXLDD6Q0mWYB9VW1M\n", "SjTRau8ZknWm2c75NuegibYkM47n1kyn0eZmUqKJwrTx3dK8qVcP2hcApzdAfmp0XwAT4Qkp0aam\n", "pvLVr35V4aaI4cRKj8EfCPRJhC12D4er27nY6WJFQcqgmwkuW7aMmnYndo+PrHjjgJ1mL7Y72XGm\n", "mfouN7cUplCaGUdav3VVk8x6itMtnG3uSbYrpqUM2ComfoiRAnqthusy47hOoYkBI527DbMzOVbb\n", "RZfLx/qZGcHJFiPpdHqoaHHg9QcoTrOOak+xSIiVz+ZEGtX3kp07d0qvVvRR3+XirfJmqlrtPDg3\n", "i3m5CWg1GvZVtvLvR+oA2HG6hV+sLRkwSuBkg41v76zE4fGzoiCZbyzN65NsN5c3sfVUMwDH62x8\n", "97b8AYk21Wrgu7cVcKbZjtWgZUaGlUAA/mLJJI5d7GLV9FSK0kc/WqDN4aHV7iHeqI/4cKuSjDh+\n", "ta4Ep8dPRryRuBCGjnl8fraUNwf3FiubnsqfLckL6bVi/A2baJ966imuu+46Ojo6+OKLL5g1axaf\n", "ffYZBQUF49U+cVm018He+aKF1070rFv8eX03v1xXQkGqhdNNVzcDtHv8wbGrvb15ohGHp6fuv/9c\n", "O+tmZQQTrc8f4HyvdVi73T0LwgwmJ9FETmLf3uD6WZmsnzX6rWCgZzv1Z9+/wB9ru0i3GvjxnYXB\n", "XRpCEcq5C3dh7i6Xj+1nmoO3d51t5cvzsick0Ub7ZzMaDDvq4E/+5E/YsGEDVquVH/3oR2zcuJGn\n", "nnqKxMTE8WqfiBF1vbYb9/gDOC8PU7qzJA3d5UrC9bnxg15ompRwtfdq0Gqw9poNpdNqeGBOVnA9\n", "ghUFyZj0Wpq7lRkZUNPu5NXPGnj7VBMNXT0xnW9z8sfaLgCa7R6O9VpIfKLEGbXM71XnnpUdH5GZ\n", "akIZw/Zor0x/NRgMwSFeer2+z8pcYnxEe49h7cwMDtd04vD4WVWcSu7lnuXcnAR+sbaEbrePSUmm\n", "QZf5KyvNAp2OihYH62dmMjWlb2lh4eREflxWSKvdQ7fbx5O7z/HErfksK4jsV/hWu4cf7K7iwuU/\n", "GmXT0/irm/KwGvr2R/pPdhiJEufOpNfx1QW53DApAY8f5ubET9hSj9H+2YwGIZ0Zp9PZ57bNZlOk\n", "MSJ2lWbF86t1JTg8frLiDcH/9DqthqL04f8wZ8Yb+coNuUM+rtNq6Hb7+MnlNQtAmYH8do8vmGSh\n", "Z+Uvp8fPtDQLj98yla2nmpk/KaHPiImWbg+HLrRT0+7i1sLBL/YpJTPeyO3FMmssFoQ0YWHevHm8\n", "/PLLHD9+nE2bNl3z6w5MhFhY8zMvyUxxupVEc3g9vlBim55h5dbCZPRaDTfnJymS0JLNelZPv7rt\n", "zfqZGcSZdJj1Om4rSuVndxXxyPwc0npd3X+vspWff3iRzeVNPL6jgpp254DjxsK5Gwu1xxcJIfVo\n", "S0tLKSgooLa2lnXr1mGxyN7wQlmBQIBzrQ5a7B6yE0xMTjbz1zdN4WsLvMQZdYoM5I836fnawlxu\n", "LUzBqNNSmGrpM1RNP8h25Gf6XeyzDXKxT4iQP60Wi4WioqIB97/77rtDLgojIkfNdbDBYvui2c43\n", "t53F5QuQYtHzs7uLmJJsUfyCT4rFQMqk0Hvkd81I48Pz7fgCcMOkBDIHGfql5nMH6o8vEsbcLZB6\n", "rRiOzx/AHwhgGKQ3OJwvmuzB5QPbHF5qO1xDLmM4kebmJPCLdSV0uy5f7JugSQMiuoX36RcTJhbr\n", "YDXtTp567zzffPssn13qGvJ5g8WW22s8rE7TMyGhN3+gZ03bozUd1HYMrItCzyIzv/2ojmffr6ai\n", "2T7oc8ZKp9VQlGZlbm4C6XGDj4KIxXMXDrXHFwnRv2KFiEk+f4D/d6yOA+c7APjuO1X8Zn1JyHtt\n", "lWbF8aPV0/ii2U5ugokD59qwGnTBWWWnGruD+4Vlxhn4yV1F5PU6ttfn58U/1vNeZRsAR2o6+eXa\n", "EjIjvGCMEKGQRBsjYq0O5vX7ae6+uliM0+vH4x98SNZgsVkMOorTrLz4x0ucbXYQAE41OvinVdOw\n", "GnV8WmcL7hfW2O3hUpe7T6J1+wKcb7va0213eIOTKMZbrJ27cKk9vkiQ0oFQhEmv49GFuZgvL+zy\n", "6MLcQWeFNdrcHK3poLzehtPb94q92+ensqUnyQLUdbpwXU6WBb22rTHoNKRa+vYZrEYdG6/P4soG\n", "t/fNzpD6qZgwY+7RRmKHWzGyWJxPPjc3gd9smIHH5ycz3oi530aDrXYPP91fzWeXei6ofvvWqdxa\n", "eHUca4rFwGOLcvnNkTo0wKOLckm6nFDn5MTzw1XTqG5zMCs7YdD9wpZMSeJX60pw+wLkJZkmbMGV\n", "WDx34VB7fJEw5kQ71t0hhbrlJg69WEqL3RNMsgDbT7ewvCAF3eVuqFGv5c4Z6czOSUCrubJAd89j\n", "cUYdi6cksXhK0pDHN+i04762rBCDGXOijY+Pj0Q7xAjU2GNINOlIteqDi3PPz00IJtkrLAYdxSNM\n", "4Y12ajx3vak9vkgIKdHu27dvwH1Wq5X58+ej18v1NNEzkwvCKyVlJZj4SVkRf6ztIs2qZ47sjyVU\n", "atiLYT/4wQ+oq6vj0qVLzJkzp8+/jIwMXnnllfFq5zUvmscqVrbY+cG7Vfxwz/k+a8f25vD4+KSu\n", "i/cqWjnX6zn5qRZybZXcUpg6YKysWkTzuYsEtccXCcN2R5988kmgZ/ptampqn8dSU1P57LPPlGuZ\n", "iAltDg8/2nOO2s6e9WEbbC5+cmcRCf3WIvikzsaTu6uAnm1n/uWe4uCYWJ9P1gcQ6jam7/2BGNhz\n", "Xi2itQ7m8QVosXsx6TSsn5VJnEFLh8MzSKK9OjOsw+mlxe4JJlolYrO5vFS0OAgEerY3T5qgtVoh\n", "es9dpKg9vkgI6dN34403Dnr/kiVLItoYEXtSLHr+8sY87G4fr3zeQKvdy4HqDr5zW9+tvedPSmBz\n", "eVPwNemDLAAeKR6vny3lTbx4vGc/rftmZ/CV+TlYDLIDgZgYIU1YyMrKGvT+7OzsiDZGDC1a62AG\n", "nZbbClPQarm6tXeTnfOtfdcfmJsbzzN3F/Gd2/L5537TZSMdW6fLy5snr+6n9VZ5M50ub0TfIxzR\n", "eu4iRe3xRUJY36e8Xi9erxezObT56uLaYNRrByyoEm/q23s063XjNqrAYtQxM8vKweqevb1KMqxY\n", "9dKbFRNHExim0HrixAlOnDiBx+Nh9uzZlJeXExcXR25uLosWLRrPdo5oz549zJ8/f6Kbcc1qd3jZ\n", "W9nKRzWdrJqeypIpSQNmgo2n+i4XR2s68fkDLJqcyKQQF7MRor/jx4+PeWLWsD3aU6dO8dBDD+H3\n", "+/nJT37CE088AcAbb7wRdYlWTKxkiz4iW3tHSnaCiXtLMya6GUIAI9Ror0xG0Gq1pKenX32RVtai\n", "GW9qroOpOTaQ+MQIPdqEhAT27duHzWYjKSmJvXv3kpmZGdx6XIho1un0cq7VgVajYVqaZcIWlRFi\n", "2BotwKVLlzCZTKSmplJVVYXNZmPOnDnj1b6QSY1W9Obw+Hjx+CVe/7xnSNnXF+WyfmZG2FvqCKF4\n", "jRYgJycn+PO0adPG9GYisuo6XRy50EEAWCwXfProdHrZfKIpePuNzxtZWZRKqlUSrRh/IX/qPB4P\n", "jY2N+P1+urqG3v9JKKN/Hazb7eOXB2t4/nAtvzlcy78euIBtAseKjoUSNb4rOzRccV1mHFbDxCRZ\n", "tdcw1R5fJIQ0jraqqorjx4/jdDr58pe/zNatW/nyl7+sdNvEMBweH6cbr244eKbJgcPjJ37o5V+v\n", "KYlmPf9w61QOVXeg12omfLiZuLaF9Cf+2LFj3H///cTHx6PVamUN2gnQfz55oknP+llXhy+tm5lB\n", "gjk2E4lSc+Xzksw8MCeL9bMyyRlmAXKlqX0tALXHFwkh9WjHYyaY3+8nEAjIiIYQGfVa1s/MYE5O\n", "PFxeOMV8Dc9+au52c67VgcWgozDNIusaiKgSUo/W4ei7xqjXO3ItsL6+npdeeomXX36ZS5cuDfvc\n", "nTt38pvf/IaGhoZRH0PtBquDxZv0zM1JYG5uwoDVsmLJWGt87Q4Pz31wge+8U8XfbjvLB+faI9Sy\n", "yFB7DVPt8UVCSIl23rx5/P73v6euro7XX3+dhQsXjviao0ePsnHjRh566CGOHDky7HPLysq45ZZb\n", "xnQMce1qtXv56OLVC7TbTjXj8U3M1uJCDCakblBJSQmTJ0+moaGBvLw8DIaRl7izWq9e8TUaB24z\n", "HYpIHEMtoqEOZnN5qWp14PUHKEy1BnekHauxxpZg0pGdYKC+ywPA9ZMSomq8bDScOyWpPb5ICPl/\n", "itVqpaCgIOQD954HEUpiVuoYIjI8Pj9vn27h/35UB8Da0nS+tiAXSwRmWzXa3DR1u0k260c1Fjgj\n", "3sgPVxVxvLaTJHNPOUWIaBJSot2+fTuzZ8/G5/Nx8OBBFi1aRFFR0bCv6b09STgb9o3lGL33l79S\n", "N1LL7eeff57Zs2dP2PuXn61iS/nVNWa3nmpmWWaAuUVTxnT8orkLefKdSs61u0gy6/nnOwuZlmYd\n", "8Pxjx44RCASCZav+j9eUHyNbp+PGWTdOyO9nuNu9a5jR0B6JL/zbYzXiFFyALVu2cO+99/LWW2+x\n", "bt06XnnlFR588MFhX7N582bWr19PIBBg27ZtrFmzBuhZelGr1VJaWtrn+SdPniQ5OZnc3NwRjzEY\n", "tU/B7f1HZCI4PT6eff8C+y9faCrJsPKjVYVjLh8cvtDB93dVBW9/48Y81s7su+rW+VYHO860YDVq\n", "uaM4jdwJHKo1GhN97pSm9vjGZQou9KzWpdVqg8O8TKaRP+iLFy9m06ZNBAIBVq5cGbz/0KFDaDSa\n", "Pon23XffpaqqCrPZTH5+PsuXLx/2GNeiif4gmw06Hl2Uy9zceNy+njVeI1GjTei3QHhGvy1uWuxu\n", "vr+rinpbz+aP59ucPH7LVEzjMJTNHwjwRZOdix0uchKNlGTEodeG/+1sos+d0tQeXySE9D/F7XZj\n", "s9mCiTaUTRlzc3N5+OGHB9z/2GOPDbhvqCQ61DHExMhOMHHPdZFd47U4zco/rixgb1Ub83ISmJkd\n", "1+dxlzcQTLIA51oduLwBxmM0W0Wznb/bdhaPP4BWA8/eXczMbJmsI8IX0qXZ3NxctmzZwpIlSzhx\n", "4gRVVVUjv0hElFrHKhr1WjSXTvGd2wq4+7p0ksx9e7QpFj0Pzb26Z93D87IHbJOjlIYuNx5/T6fC\n", "H4DaTteojqPWc3eF2uOLhJD6BUuXLmXp0qUAzJgxY8QLYUKEo/dFz/4sBh0PzslkyZRE9FotU1PM\n", "aEd5cTVcOYkmzHotTq8fnYbg9uhChCuki2GxQO0Xw8TEqGi2U9fpIivBSFGaFd0oarQitkXiYtio\n", "RnXv3LlzTG8qRKwoSreyfFoKJRlxkmTFqIWUaHft2sUrr7zC008/zaZNm/j444+VbpfoR811MDXH\n", "BhKfCDHR2mw2HnzwQWbOnMnDDz9McXGx0u0SQgjVCCnRXpmV5ff3LNRxZXdcMX7UPFZRzbGBxCdC\n", "TLRXlkXU6XR0dnbi8XgUbZQQQqhJSIn2vvvuA2DVqlXs2bNnwPRZoTw118HUHBtIfCKMKbjQM/V2\n", "/fr1ijZICCHUZlTDu95///1It0OMQM11MDXHBhKfCLFHe+DAAS5duhTcz+vUqVPBhV+EEEIML6Qe\n", "bUtLCw888AAbNmxgw4YNPProo0q3S/Sj5jqYmmMDiU+MsnSQnp4e6XYIIYRqDbvWwcmTJwE4cuQI\n", "kydPDi7KffDgQb7+9a+PTwtDJGsdCCGUoPhaB1e+EixevLjPzgdCCCFCN2yi/fKXv0xpaWlw3Gxl\n", "ZSU6nY6vfOUr49I4cZWa62Bqjg0kPjFCoo2P71lNfvfu3dhsNlavXk1nZycHDx4cl8YJIYQahHQx\n", "rL29nUWLFmE0Glm4cCEtLS1Kt0v0o+aximqODSQ+EWKiNRgMg97f2dkZ0cYIIYQahZRo7XY7zc3N\n", "ADQ3Nwc3Z9y7d69yLRN9qLkOpubYQOITIc4Mq6+v54UXXmDSpEnU1taSn5/Pq6++yunTp1m7dq3S\n", "bRRCiJgWUqJdvnw5CxYsGHD/sWPHIt4gMTg118HUHBtIfCLE0sFgSXa4+4UQQlw1qim4YvypuQ6m\n", "5thA4hOSaIUQQnHDrnUQS2StAyGEEhRf60AIIcTYSaKNEh6fn+ZuNzaXd8Bj/kCAgxUN/NO75/jD\n", "x/U02dwT0ELlqL3GJ/EJ2Tc8CjjcPrafaeGlj+vJTzHztzdPIS/ZHHy8us3BU+9fwuMPcOB8Owad\n", "hgfmZE1gi4UQ4ZAebRQ43+7k34/UYnP7ONHQze6zrX0et7v9ePxXS+k17a7xbqKi1D4OU+IT0qON\n", "Av2vR/r63c5NNLF0ahIHqzsw67WsLkkdz+aFrbrNyWufN+D3w/1zMilItUx0k4SYUNKjjQL5KRYe\n", "XZiLWa/lugwrq6en9Xk8xWpg7SQvP793Or9cW8LMrPgJaunIulxentl/nne+aGV3RSs/fu8c7U7P\n", "sK9Re41P4hPSo40CVqOODTMzuK0wBbNeS4J54Gnpbm3k+tLpE9C68Li9fuptVxNrfZcbt1cVIwiF\n", "GDXp0UYJg15LRrxx0CQLsVMHS7YYeHTh1W2Pvr4olxTL8H/PYyW20ZL4hPRoRUTptBpuK0yhKM1C\n", "AJiSbMKgk7/n4tom/wNiRCzVwYx6LUXpVorTrZj0uhGfH0uxjYbEJyTRCiGEwmStAyGEGEYk1jpQ\n", "rEZbX1/Pnj170Ol0rFixgpycnLCfu3XrVnw+HwCFhYXMnj1bqeYKIYRiFCsdHD16lI0bN/LQQw9x\n", "5MiRUT3XbDazbt061q1bd80nWTXXwdQcG0h8QsEerdVqDf5sNBpH9Vyfz8cbb7xBIBCgoKBASgNC\n", "iJikWKLtXfodarvykZ5bVlYW/HnHjh0RbF3sUfNYRTXHBhKfULB0cKW2CqDRaMb83JGSNfT9CnPg\n", "wAG5LbflttyOyO2xUmzUwebNm1m/fj2BQIBt27axZs0aAE6cOIFWq6W0tHTE51ZXVzN16lQAtm3b\n", "xj333DPk+6l91MGBAwdU23NQc2wg8cW6qB51sHjxYjZt2kQgEGDlypXB+w8dOoRGo+mTaId6bnV1\n", "NUePHgVg3rx5SjVVCCEUJeNohRBiGLJnmBBCxABJtDEikoX5aKPm2EDiE5JohRBCcVKjFUKIYUiN\n", "VgghYoAk2gnW6fRwrKaDg+fbabS5h3yemutgao4NJD4hOyxMKJ8/wFsnm3nxeD0Aiycn8q0VU0kc\n", "YjsbIURskh7tBLJ7fLxb0Ra8faSmk06Xd9DnqnnmjZpjA4lPSKKdUBaDjhunJAZvX5dpJd448tYv\n", "QojYIol2Aum1Gu6fk8X3by/gH1ZM5fFb8km2DL54jprrYGqODSQ+ITXaCZdmNbCsIHmimyGEUJCM\n", "oxUAfNHUTWWLg+wEE9dlWjEbpIQhBET56l1ioDaHhy+a7PgDMD3dQlrc8DtPjJeqFjvffLsCp9cP\n", "wI/LClmQlzjCq4QQoZIa7ThxeX28/EkD39tVxZO7q/jtsUt0u30jv/AyJetgzXZPMMkCVLbYFXuv\n", "wai9xifxCUm048Tm8vFe5dWhXPsq27ANMZRrvGUnmEi+PHZXq4HSrPgJbpEQ6iKlg3ESZ9SxLD+J\n", "t0+3AHBDXiJxYQzlUnKs4pRkMz+7u4jaDhepVgNF6daRXxRBah+HKfEJSbQKc3p8/LG2i6M1nczL\n", "jWfplERsbj+l2fHEm6Ln1z81xcLUFMtEN0MIVZLSgcLONNv5wbvn2HGmhaf3VqPTabm1KJWs+PAu\n", "hKm5Dqbm2EDiE5JoFddu71uHbXdER11WCDF+JNEqrCDVTIa1Z7ZXikXPtLTRfT1Xcx1MzbGBxCek\n", "Rqu4KSkWfnZ3Mc12D2lWPZOSzBPdJCHEOJMe7TjITTIxJyd+TElWzXUwNccGEp+QRCuEEIqTtQ6E\n", "EGIYsmeYEELEAEm0MULNdTA1xwYSn5BEK4QQipMarRBCDENqtEIIEQMk0cYINdfB1BwbSHxCEq0Q\n", "QihOarRCCDEMqdEKIUQMkEQbI9RcB1NzbCDxCUm0QgihOKnRCiHEMKRGK4QQMUASbYxQcx1MzbGB\n", "xCcU3GGhvr6ePXv2oNPpWLFiBTk5OWE/N5xjCCFEtFKsR3v06FE2btzIQw89xJEjR0b13HCOoXZq\n", "3pdJzbGBxCcUTLRWqzX4s9E4/NbaQz03nGMIIUS0UizR9h7MYDAYRvXccI6hdmqug6k5NpD4hII1\n", "Wp/PF/xZo9GM6rnhHCM5OZnjx4+H28yYYbVaVRufmmMDiS/WJScnj/kYiiVah8MB9PRKr/wMcOLE\n", "CbRaLaWlpSM+d6j7B3PDDTdErO1CCBFJiiXaxYsXs2nTJgKBACtXrgzef+jQITQaTZ9EO9Rzh7pf\n", "CCFiiWpmhgkhRLSSCQtCCKEwSbRCCKEwSbQiavj9/j4jTdREzbGJkSl2MSwS1D6NNxLxbd26Nfgf\n", "uLCwkNmzZ49L20MRTnw7d+6kqqqKdevWkZubO6pjjKdIxKaWc1deXs6ZM2fw+/0sWbKEvLy8sI8x\n", "3iIRX1jnLxDF3nzzzeDPmzdvHtVzwznGeItEfLt27Yp8wyIk3N99eXl5oLa2dkzHGC+RiE0t527/\n", "/v3Bn99+++1RHWO8RSK+cM5fVPdo1T6NNxLx+Xw+3njjDQKBAAUFBVG1Jm8kfvfRev4i0S61nLvl\n", "y5eP+RjjLRLxhXP+ojrRBlQ+jTcS8ZWVlQV/3rFjRwRbN3aR+N1H6/mLRLvUdu52797NokWLxnSM\n", "8RKJ+MI5f1F9MWy8p/GOt0jE11u0fZgj8buP1vMX6XbF+rnbv38/xcXFpKenj/oY4ykS8fU20vmL\n", "6kQ73DTekydPhvTccKbxjrdIxFddXR382el0KtncsIUTX7jHmGiRiE0t5+6DDz4gKyuL/Pz8kI4R\n", "DSIRXzjnL6pLB2qfxhuJ+Kqrqzl69CgA8+bNG7/GhyCc+N59912qqqowm83k5+cH62LRev4iEZsa\n", "zl1jYyMffvghM2bM4PTp03R1dfHII48Me4xoEIn4wjl/MgVXCCEUFtWlAyGEUANJtEIIoTBJtEII\n", "oTBJtEIIoTBJtEIIoTBJtEIIoTBJtEIIoTBJtNeghoYGtmzZwrPPPjvo47/+9a9pamoK65iNjY28\n", "/PLLvPnmm7zyyit4vd4Bz9m3bx/79u0bTZMBeOedd3j99ddH/Xq12rZt24jPsdlsvPDCCyHPWhOR\n", "JYn2GpSVlcW6deuYMmXKoI8/8MADpKSkhHXMvXv38qUvfYm1a9dy2223sX///gHPWbBgAQsWLBhV\n", "m5QnMwQAAAStSURBVAFWr14ddXPmo0Eo01vj4+NZtmzZOLRGDCaqp+CK8eV2u9m5cycVFRU88sgj\n", "ZGRkBB/76KOP2LVrFwUFBSQkJODxeFi/fn0w8el0OhwOB1arlba2tj7L0O3fv5+2tjYAzp07x9/8\n", "zd+E1B6v18vmzZvRarUEAoEBizO///77NDY2YjQacTqdlJWVkZiYyGeffcbmzZu5/fbbWbZsWfD2\n", "bbfdxs033zzk+9lsNv7whz9gtVrRarWYzWbsdjtlZWXBxUSGek+AY8eOsWPHDh555BEOHjyI0Whk\n", "7ty5FBcX4/P52L59e3DVqO7ubqZMmcJNN9004u/h4MGD1NXVYTQa8fv9GI1G7rrrLrxeLzt27OD0\n", "6dNs2bIFgOLiYmbOnAlAS0sLO3bswGq14na7SUhIoKCgIKTfvYiwkFeuFarzyiuvDHr/3r17A42N\n", "jQPuf/7554M/Hz9+PHD27Nng7ZaWlsD3v//9wIsvvhh4+umnA36/f9Bjv/766yG3b+vWrYGmpqbg\n", "7SNHjgReffXVQCDQs5D2Bx98EHzM7XYHHwsEehZrrqmpCT722muvhfSe5eXlgRdeeCF42+fzBV58\n", "8cWQ3jMQ6Pmd7ty5c8Bxd+zYEWhpaQnebm5uDpw6dSqkNv33f/93oKurK9ieCxcuDHjPwfzud78L\n", "+Hy+4O3f/va3gfLy8pDeU0SW9GhFyNLS0oI/WywW3G538PbOnTt54oknMJlM1NbWsnv3blatWjWm\n", "97PZbH2WpZs3bx4XLlwAoKqqCqfTGezJQU8v8YqbbrqJ119/nQcffJAPP/xw2J5sf9dff33wZ61W\n", "i8ViCek9r1i9evWgsaSmpgZvp6Wl9fl9Duf+++/n8OHDOJ1OnE5nyAvQGI1GtNqr1cHecYnxJYlW\n", "RIzJZAJ6kojdbh/z8eLi4mhubg4m2+PHjwe/es+aNYv6+nqWLFkSfH7vC3A6nY74+Hg6OjpobGzk\n", "lltuCfl9P/300+Bq+T6fL/gHZaT3HI7ZbKa1tTWYbP1+P1VVVRQVFQ37Oq/XS0VFRZ/2/+EPfxiw\n", "ZN9gXC4XPp8PnU4H9Pz+erddjB9JtNegffv20d7eHqztabVaysrK+OKLL6ioqKCqqora2lri4uJY\n", "smQJ2dnZ7Nu3j9OnT9PY2EhmZiYfffQRfr8/uJzc0qVLeeWVVzCZTDidTtasWTPmdt5555289tpr\n", "GAwGtFot8fHxnD17lurqavLz82ltbQ22/8pCzuvXrw++fsWKFfz85z9n7dq1Yb1vUlJSsFZ7pQ4L\n", "jPie27dv71MvnTt3brAmWlZWxptvvolOpwvuiBtKL9vr9bJr1y4qKirQaDS4XK4+q/xDz8XNK23y\n", "er0sXbqU7Oxs7r77bl566SUSEhJwu90kJiZy4MABpkyZQnx8fFi/EzE2skyiGFf/8z//w5e+9KWJ\n", "bsaQysvLB6wnK8RYSY9WKO5KD9rr9VJcXDzRzRlSV1cXH374IdBTU+3fcxRitKRHKybMsWPHuHjx\n", "4qCPLViwgLy8PFW853DOnz/PJ598Muhj+fn5UbfzghgdSbRCCKEwmRkmhBAKk0QrhBAKk0QrhBAK\n", "k0QrhBAK+/8BejuCbmVJeIsAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.576472\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0U/edN/639tW2bMu7jXcbHBwIi00IAZpA4iSQAE1S\n", "MjRLnyTttDnzm187aZ9MZ7pk2jSdTpd5ZkmbTjp92k5KmoWlEHaXkBgMZg3YjsF4A7zvlqxd9z5/\n", "2BYW2PKVfK+lr/15nZNzLCFdv7kRH19/7neR8TzPgxBCiGTk4Q5ACCGzHRVaQgiRGBVaQgiRGBVa\n", "QgiRGBVaQgiRGBVaQgiRmFKqA3d0dKC8vBwKhQJr1qxBSkrKpK89ceIEOjs7AQDz5s3D0qVLgz4G\n", "IYREKskKbVVVFbZt2wYA2LVrFzZt2jTpa1euXOn7+tChQyEdgxBCIpVkrQO9Xu/7Wq1WT/n65uZm\n", "/OxnP0NeXl7IxyCEkEgkWaEdP+FMpVJN+fqsrCy89NJLOH36dMjHIISQSCRZ68Dr9fq+lslkgt6j\n", "1WoRFRUV0jEOHToEhUIRZEpCCAnMZDL57huFSrJCa7fbAYxclY59DQDV1dWQy+UoKiryPdfX14e4\n", "uDjf66c6xkQUCgWWLFkiWn5CCAGAc+fOTfsYkhXa0tJSbN++HTzPY926db7nKysrIZPJ/Art8ePH\n", "4XQ6AQDLli2b8hizSUVFBVatWhXuGCFhNTuruQF2s7OaWyySFdrU1FQ89dRTtz3/4osv3vbcxo0b\n", "gzoGIYSwRDZblkksLy+n1gEhRHTnzp3D/fffP61j0MwwQgiRGBXaMKuoqAh3hJCxmp3V3AC72VnN\n", "LRYqtIQQIjHq0RJCSADUoyWEEAZQoQ0zlntXrGZnNTfAbnZWc4uFCi0hhEiMerSEEBIA9WgJIYQB\n", "VGjDjOXeFavZWc0NsJud1dxioUJLCCESox4tIYQEQD1aQghhABXaMGO5d8VqdlZzA+xmZzW3WKjQ\n", "EkKIxKhHSwghAVCPlhBCGECFNsxY7l2xmp3V3AC72VnNLRYqtIQQIjHq0RJCSADUoyWEEAZQoQ0z\n", "lntXrGZnNTfAbnZWc4uFCi0hhEiMerSEEBIA9WgJIYQBVGjDjOXeFavZWc0NsJud1dxioUJLCCES\n", "ox4tIYQEQD1aQghhABXaMGO5d8VqdlZzA+xmZzW3WKjQEkKIxKhHSwghAVCPlhBCGECFNsxY7l2x\n", "mp3V3AC72VnNLRYqtIQQIjHq0RJCSADUoyWEEAZQoQ0zlntXrGZnNTfAbnZWc4tFKdWBOzo6UF5e\n", "DoVCgTVr1iAlJWXS19bU1ODy5cvgOA4rVqxAeno6AGDPnj3wer0AgNzcXBQXF0sVlxBCJCNZoa2q\n", "qsK2bdsAALt27cKmTZsmfW1vby+2bNkCANi3b5+v0Gq1Wqxfv16qiBFh1apV4Y4QMlazs5obYDc7\n", "q7nFIlmh1ev1vq/VanXA165evXrC571eL3bs2AGe55GdnU03uwghTJKsRzt+MINKpRL0nsOHD6Ok\n", "pMT3uKysDFu2bMHnP/95dHZ2ip4xErDcu2I1O6u5AXazs5pbLJIV2rHeKgDIZLIpX3/s2DHk5+fD\n", "bDZP+OdCivX4/5kVFRX0WOLHly5diqg89DhyH1+6dCmi8gT7eLokG0e7c+dObN68GTzPY+/evdi4\n", "cSMAoLq6GnK5HEVFRb7XfvLJJ0hISMD8+fP9jtHS0oLMzEwAwN69e7Fhw4ZJvx+NoyWESEGMcbSS\n", "9WhLS0uxfft28DyPdevW+Z6vrKyETCbzFdquri4cP34c8+fPR11dHSwWC55++mkAI4W2qqoKALB4\n", "8WKpohJCiKRoZliYVVRUMHtHltXsrOYG2M3Oam6AZoYRMqsMOT2wu71Tv5Awh65oCQkzL8fj9I0h\n", "/OpkK8wGFf5mZToyY3XhjkVG0RUtIbNA25AT/3SkCW1DTlxst+K3Z9rh5WbF9Q8ZRYU2zMQcQjLT\n", "WM0eabm9HA/PuMJqc03ePoi07EKxmlssVGgJCbOUaA3+ZmU65DLApFXi+eWpUMinHntO2EE9WkIi\n", "gNvDocfmhkohg9kQeMo6mVkRPY6WECKcSilHSrQm3DGIRKh1EGYs965Yzc5qboDd7KzmFgsVWkII\n", "kRj1aAkhJAAaR0sIIQygQhtmLPeuWM3Oam6A3eys5hYLFVpCCJEY9WgJISQA6tESQggDqNCGGcu9\n", "K1azs5obYDc7q7nFQoWWEEIkRj1aQggJIGw92jNnzkzrmxJCyFwScFGZN998EwkJCeA4Dg0NDUhP\n", "T8f169dhNBqxbNmymco4q7G8lxKr2VnNDbCbndXcYglYaJctW4alS5di9+7deP7552E2m9Hd3Y2j\n", "R4/OVD5CCGFewNbB0qVLAQBerxdmsxkAkJCQAK1WK32yOYLln/KsZmc1N8BudlZzi0VQj9bj8fg9\n", "djgckoQhhJDZSFChjYuLw8mTJ+FwOHDy5EnExsZKnWvOYHl8IavZx+fuHXah2+oCx8jgm9lwzuci\n", "QYV23bp1iI6OxsGDBxEdHY3169dLnYsQydV2WvHSrst48YPPcLJlkJliS9hD42jJnGR1efCNPfVo\n", "7h9pg6kUMvzm8QVIjqLtZIi/GRtHe2uP9i9/+cu0vikh4SYDIJfd3GmWpkgSKQn6fO3bt8/vsdVq\n", "lSTMXMRy74rV7BUVFTColfj6vfOQHqNBvF6F763PQZIx8nefZfmcz2WCdsHlOE7qHITMuMIEPX6x\n", "oQBenkecXhXuOGQWC1ho+/v74fF4MDw8jJ6eHvA8D6/XS1e0ImJ5fCGr2cfnjtEJutaIGLPhnM9F\n", "AT9ltbW1cLvd6OzsRHV19cgblEps3LhxRsIRQshsELBHe88992Dt2rUoKyvD2rVrsXbtWqxatQpR\n", "UVEzlW/WY7l3xWp2VnMD7GZnNbdYBN0MKyoqkjoHIYTMWkGPo21paUFGRgbk8sgaEEPjaMlM6ra6\n", "cL7NgiGnByXpMZgXG9r6Hz3DLjT3O6BVypEXr4NWpRA5KZkuMcbRCroT8NOf/hRPPPEEampqYDKZ\n", "cP78eWzatGla35gQVnE8jx3VXfiguhsAsKe2Bz/bkA+zIbjhYQN2N/614hqqrlsAAN9cMw/r8+NF\n", "z0vCT9BlaWFhITIzMwEAK1eulDTQXMNy74rV7NPN7fJw+LTdio0LzHhmSTI+lxsLm8sb9HH6bB5f\n", "kQVGCrbbG3go5Vw956wTdEXr9Y58iBQK+rWGEK1KgS8tS8H/PduO+h47TFolVmaagj6OUaNAokGF\n", "rmE3AGBxahRUCulbct1WF2o6h8HxPO5IMiCJph1LTlChtVqtOHToEHJzc6XOM+ewPL6Q1exi5OZ4\n", "oL7HDgAYcHhwscOCggR9UMdINKrxWlkuTt8YgkmrxF2pU4/mmW52h9uL/3u2HYfr+wAAJRlReGVt\n", "FowaaccTs/pZEYugs7tlyxZ0dnYiOzsbn376qaCZYh0dHSgvL4dCocCaNWuQkpIy6Wtrampw+fJl\n", "cByHFStWID09PehjkPBr7LPjWr8DCQYVCsx6qJSRdcNUTNEaJWQAxu4kB9ufHZMZq0NmrE60XFMZ\n", "dntx+vqQ7/G5ViuGXV7JC+1cJ+hfgl6vR3Z2NgBg0aJF2LJli+/P7Hb7hO+pqqrCtm3bsHXrVpw6\n", "dSrg8Xt7e7FlyxY8/vjjuHjxYkjHYBXLvavx2Zv77fjmh/X40dFmfGNvPWq6hsOYLDAxznluvA7f\n", "XZeNFfOi8dcr0rAo2ShCsqlNN7tRrcS6/Djf48/lxs5IkWX5cy6GaZ/hw4cP49FHH73teb3+5q9R\n", "anXgn/arV6+e8PlgjkHCq9vqgsU50svnAdR2DWOxgF+FWaVWynFPlgn3ZAXfmw0njVKOJ+9MxOIU\n", "IzgA+fF6GNR070Vq0y60k7URxg/PVamELdhx+PBhlJSUTOsYrGG5dzU+u9mghl4lh8098nmYH2S/\n", "ciaF85y3DTng4YAkoxqaEForYmQ36VQomRcz7eMEg+XPuRgk+51hbKQCAMjGrfs5mWPHjiE/P9+3\n", "CWQoxxi/pfHYryr0WLrHao0WcdlFGHZ5IbP24DurEjHIa2A2qOBsv4qKpuGIyhvOx5WVlUBCDl6v\n", "6IDDw+HLyxJRFANoomPRPuQC3Hbo7D1Yuqg4IvLSY//H0zXtHRZ27do14eSFnTt3YvPmzeB5Hnv3\n", "7vUtRFNdXQ25XO43rfeTTz5BQkIC5s+fL+gYE2F1ZhjL+91X1HfgtY/b4eWBpelR+ObqTCaWGwzH\n", "Obe7vfjG3no09N68p/EPn8vCny524uroc99YlYGy+eZJjjCC1c8Lq7mBGZwZForS0lJs374dPM9j\n", "3bp1vucrKyshk8l8hbarqwvHjx/H/PnzUVdXB4vFgqeffjrgMUhkONJkhXf0x/TZGxZ0WV1MFNpw\n", "UMhlMGlv/nPTqeRQyGW+IgsAB+v7sL4gHgr51L+9CTHs8uJKtw3Dbi9y43RIiabxsuEi2RXtTGP1\n", "ipZl737aibdOtwEA9Co5/v2xQmSYQpvzHwmGHB5c6bbB4fEiz6wXdf+wnmEXTrQMorJlEBanF48X\n", "J6Cl34Hyhn50WFwAgBeWp+LJRUmifc8DdT34ecV1AEBevA7/tD4HZgZ2kYg0EXFFq9Wy+w+LTM/9\n", "ebHQqeS4MejE53JjmS6yAHDgSi/eqhr5wbEwSY/v3J+D2CCv0D1eDm6Oh+6WxWGcHg5vVN7AopQo\n", "xOmVGHR4cWPIgSeKE+HleSQa1ChKCjxEzOH2osPigkohQ2q0JuB9Cy/H48jVft/jq7129Ds8VGjD\n", "JOjbng6Hw+9xWVmZaGHmIpbHF352vgobixLw1bvTMT/REO44gk10zu1uL/4yrjBVd9ow5PTc9rpA\n", "Wgcd+PFHLfjG3nqcujYIL3fzl8U4vQpPLU7G+TYLqq4PIVanxDfXZGFtbiweK0rAyiwTTAF2e3C4\n", "vdjzWQ++vKMOX9lRhwttlklfC4y0Ku7JujmyIDVajRht+IZxsfw5F4OgK9o33ngDixcvxsqVK9Hd\n", "3Y36+nrcd999UmcjZMZolXLcmx2Dxr6Rnmm+WYeoIAfyv3+pGx83DQAAXj3ShDc2FyJrdNaXTqXA\n", "48WJWJERDaVChnkmLTge+LTdivL6PixJi8LqHBNitBNfQXcNu/Ffo1fbLi+Pt6ra8LMNhoDLKt6f\n", "F4vUaA0sTi8KE/RINFKPNlwEfZJSU1N9q3ZlZGTM2lla4cDqnVhg+tmHXV7YXF5EaRQzug7rRLll\n", "MhkemW9GbrwedrcXhQmGoG/s9dtdvq89HA+31//2h0GtQOG4K/+aDiv+6UgTAOB4yyDi9SqsnGQC\n", "hEou8xunbDaooJziplm0VoXSGR4vOxmWP+diEFRob13kW6mkedFkejotTvxn5Q1caLPiwYI4bLsr\n", "GSZdeEcsmHQqrJhGYXpqUTIudQzD4vRi213JSJ3iLv/YTLoxvTb3pK9Nidbghw/m4r9Pt8GkU+FL\n", "y1KgnIGVvog4BP2f8nj8e1Uul2uSV5Jgsdy7mk72ix1WnLw2BIeHw+7aHt9KWGKbaFCNVOe8MNGA\n", "NzYV4q3HF+DJ4sQpp7ZmxmqRGzfSWjDplLhjivUSFiYb8WyWC/94fxZzNx5Z/pyLQdClaXFxMd5/\n", "/33k5OSgoaEBCxculDoXmeXEGSka2OXuYfzPuQ5Ea5XYuihp2sWpy+qCDEBCgDv3waztmhKtwT89\n", "kIMemxsxWuWUV8AAYBkcgFzALEkSWQSPo3U4HGhra0NKSgp0uplb1k0oGkcbPl1WF+p7bNAq5ShM\n", "0AtaDarT4sKbp27gXKsFDxbE46nFSaK2DrqsLnxtZx2GRn89L82IwnfW5UAd4q/bZ24M4YflI/3U\n", "76zLxtK0aNGyksg2o+NotVotcnJypvXNyOwzYHfjZx+34HybFQDwYkkqHi9OnHJtiqQoNV5enYlh\n", "txfRGgU0SnFvhrm9nK/IAkC7xQ2Xlwup0PYOu/CTj1p8N6J+8lELfrm5EHF6GpNKhBH0qdu5c6fU\n", "OeYslntXFRUVGHR4fEUWAA7X98HunnpheADQqxVIMKhFL7LAyF3555enAgAUMuCF5SkwqpW+3MGQ\n", "yWR+d/hVCpmgRY6kwOrnhdXcYhF0RXvrUoj79+/HQw89JEkgwpYojRJ5cTpcHR1/endmDLSq8N8N\n", "1ygVeLTIjGXpUVDKZUiPCb0/G6dX4R/uy8K/fHwNchnw8up5iA3zCAnCFkGFVq1Wo6urC4mJiQAA\n", "p9Mpaai5hOXxhWPZ/+H+LNR22aBXyrEgyRAxN2t0KgVy429fFzeUc35HshE/fTgPbo6DOYwtA1Y/\n", "L6zmFougQjs8PIxf/OIXvptNdXV1EbGQDIkMaTFapE3jipEFbUNO/LLyBmq7hrH5jgRsuiNhRraA\n", "GXJ4cKJ5AGfbLFibE4ul6VHQhthq4Xk+bC2PuU7Q73g6nQ6vv/46nnjiCTzxxBMoLi6WOtecwXLv\n", "itXsoeQ+fX0Ip64PISVKg0GHB9cHHFO/aZqcHg5nW4fw84rrONY4gFePNOF8U1fQx/FyPKquD+Lb\n", "Bxrwu7Nt6LbO/Dh4Vj8rYhH0I/nWoQ133nmnJGEIiVQcz2N1tglGtQIfNQ6gz+7Gl/WqoMbNBquh\n", "14bmfv+CbnUJu9E4XlOfHd891AiOB862WhCtUWLzwkSxYhIBBF3RGo3+M1ZomJd4WO5dsZo9lNwl\n", "GdEoTjZg3+VeDDo8+KRpEBfarbgx4IAlyFW+hLI4vYjRKn0LhmeaNLgjIz7o49jcHMYtJDaydc4M\n", "Y/WzIhbBt4ebm5tRVVUFj8eDxsZGKTMREnHSYrS3Xb32WF348o46/FvFdfQNT75OQaiyYnWobBnA\n", "I/Pj8fyyFPzvtVlIjQ6+F54eo8E9mSNrOBjVCqzLjxU7KpmCoEJ78uRJtLW14caNG1AqlbR6l4hY\n", "7l1Jnd3L8XC4vVO/UKBOixMNvTacq7kc0vsLE/R4ZEE8lHIZFqUY4eFHVuk61jSAhj6baDnHJEWp\n", "8b/XZmHFvBiszolFnlkf0jmP06vwt6sy8B+PFeLfHytAQcLMrx3M8udcDIJ6tG1tbdiyZQt27doF\n", "ADAY2FnkmbCpfciJP17oQEOvHU8tTsKKeTFQTWO1qsZeO145cBUDdg9WpBuRme1G/ATLIHYPu9A2\n", "6IRRo0R2nNZvqFqsToUvl6Rh66IktPQ78I8Hb/5mF8rW4UKYDWqYDdMfTmbSqcK+OtpcJqjQKhTh\n", "W5l9tpO6d2V1etDQZ4eX45Ebr0eMVrwhSVJmP1zfh4NX+gAAr/2lGf+xqRB5E4yJFeqT5n4M2Ed6\n", "qSdvWLG533Fboe2xuvDjo8241DkMlVyG1x/KxZ0pUX6v0akU0KkUkMtkeHSBGefbLdgwuo7tTGC1\n", "18lqbrEI+ldnt9vhdo/0oNxu920zxUhkcns57K7txu/OdgAANt+RgOeWpdy2n1Uk6hu3NivHAy4P\n", "h2GXF0o5/KbsdlicaOqzw6hRIj9eN+kC4uOLqgwju9DeqsPqwqXOYQCAm+NRfrX/tkI7JsGgxl/f\n", "nQ6H2wu9WhExkzRIZBL0+84DDzyAt99+G3V1dfjzn/+M9evXS51rzpCydzXk9GB3bY/v8Z9ruzHk\n", "EO8OuZTZNyww++62P7rADC/H4+t7ruD7h5rQMjrkqcfqwg/Lm/C9w034u731qLw2OOnxSjNi8IVF\n", "iShKMuAbK5N968COZ9QooFHIsDrbhGeWJGPFvNtX6OoYcuI3VW149XAjPusahlGj9BXZLqsTtZ1W\n", "tA1NPcbW7eVwsd2K9y914nybBS6PsIsXVnudrOYWi6Ar2ri4ODz33HMSRyFi06sUuCPRgOMtIwVo\n", "fqJe8qvZbqsLV3tt0CoVyDfrQp49lWfW498fK4TD44VMBnxt52W4vDya+x34zelWfG9dDnrtblwZ\n", "t2D44St9+Fxu3ITHSzCq8fzyNLi9HM6dOQ2VMsX3Z24vh367B7E6Jf7lkXz84Vw7fn+uA7lxOswz\n", "+c96+3NtD96vHpk0cLbVgv/cNLLFetugA9873IiWASdMOiX++aE8ZE9QzMfU99jxrX31vmFXP30k\n", "b9KrZ8I+wf8Kamtr0dDQgMLCQhQUFEiZaU6RsnelUynwlRVpWJoeBbeXR0lGNKIl7NEOOjz414pr\n", "OH1jZIfWr5SmYcvChJCnfSZFjdwEaum3wzVu/y2LwwuO5xGjVcKsV6FntM2wPGPqNWJVCjlKS0t9\n", "j50eLw5e6cNbVW1IiVLja3en42zrSP6GPjuqO4Z9hZbnebQM3CzsDg8H++iVaPOAAy0DI2uADNg9\n", "+KxrOGCh7Rl2+Y1t7bYKGx7Gaq+T1dxiEdQ6OHz4MKxWKx588EEMDAzgo48+kjgWEUtylAYbFiRg\n", "88JEydcjGLR7fEUWAA5e6fWt4TodyVEavHR3OgBAr5LjhdJUqBRyJEdp8KOHcvH/3ZOB76/Lxn25\n", "wY8PvTbgxH+cuAGHh0NTvwMHrvT6dq4F4LcSmUwmwxN3JkGlGPnBUVYQh5TR3Raib7lyj5viDn96\n", "jMa31Y1WKce82Nm9VsRcJ+jyZmBgwNeXLSkpwQcffCBpqLmkoqKC2Z/2t2Y3ahTIjtOiqW+kR1mS\n", "ET3hTadgaZRylBXG+5Y8HD9xICtW51cYg81967U2z49s0+2+zOHOFCMyTf6TFBalGPHGpkI4PBxS\n", "otTosblxod2COL0KP3wgB4fq+7A0LQpFyYGHQObE6/GLjfnotLiQYFAjJ17Y34GFz0tLvx376nqh\n", "VsjxYGEc0mO0TOSWkqBCq1JN/NN5aGgI0dG0pQcZEadX4Tv3Z6OmYxg6lRwLk42i3Y3XKOWSXJFn\n", "mLT4+qoM/Ob0SOsg36zH/roe5Jn1yDfrces9KplMhszRwt7Sb8fLH9bD4vRCLgN+8nA+/vH+bHi8\n", "HLwCdoga+yExaHej2+qCSaec1ljhYFzuHsbumm4kGNUoK4hHioD9yoQYsLvxg/ImXBtto1ztteG7\n", "67JFOTbLBBVam82Gnp4emM1m9PT0+HYWPXr0KB577DFJA852LP+Unyh7eox2Wotsz4TxuTVKOdYX\n", "xKMkIxpujsPvz3ag3eJCvEENnh8ZxjWZTqvLt2U4xwN1XVbEaJV4q6oVgw4PXixNQ/EUO9s299vx\n", "+l+a0W5x4cWSVDxQEBdwxwkxPi/tQ058+0CDL/ug3YO/XZUhyhKKDg+HG4M316tu7nfA4eGY/pyL\n", "QVCh7ejowFtvvYW0tDS0trYiKysL7733Hurq6qjQEuYp5TLEjxbUr96djs13JMLDc0g2ahCjm/yf\n", "iFmvhlYph2P0src42Yhfn7rh61P/48EGvLllPpIDrPD13qddaBodrvbvJ25gQaIBeWZpJz84PJyv\n", "yAJAY58dHo739Z6nw6RT4ot3JeP350bGbn/xruTb+tdzkaAzsHr1aixbtuy258+cOSN6oLmG5d5V\n", "MNn7bG7UdFphd3MoSjKE9ao3UO4ojRJRCcIKQ068Dj/bkI+mPjsSjWqkxWjQZ785Ttnu5uD2Bm4h\n", "BHsRKcbnJcGgwsYFZuz5rAcKGbDtrmTRWhZapQJbFiZiSVoUFHIZsmK1UMhlTH/OxSDoEzVRkR17\n", "/siRI1i3bp2oocjswvE8dtV0451POwEA2XFavF6Wh7gJ1hoIlofj0T7khN3DoaKpH+0WF75wZ5Lk\n", "V4Vj8kd7uWO+UpqG7xxsgNPL46W705FoDLxOwRN3JqK53z7aOkhDhkn6H0BGjRLPLU3Buvw4aBQ3\n", "e85i0asVKEoK3DKZa2Q8L6BrH8CuXbsiYlub8vJy31Y7JLLYXF58fe8V32gEAPivz8+f1j/wln4H\n", "DlzuQVKUGr862Qq5TIbnl6fig0td4MDjPx+bj3hDeBZRaRt0wMMBiVEqQdvOWBweuLwcTDoVFHKa\n", "yhtpzp07d9vmB8EK/3alZNbTqxV4IP/mgtXL0qJg0oZeBK1OD37+SQsUchn++3Q7uNHlCt+71IkV\n", "mTHot3ng9IZvPY7UGC3mxWoF7+0VpVUi3qCmIjuLUaENM5bngAeT/YGCOPzzQ3l4dX02vn7vvIA3\n", "mabi8vLosLjg9HCI0twsZtEaJRxuDs8tS0GcfvLjz5VzHklYzS0Wuh1IZkSURom70sSZyx+jVeLF\n", "kjT8x4nreH55Ko5c7YNSLsP/WpYKtVKO9GhNyDvFEiIFKrRhxvKdWLGz3xh04FLHMAyjkx0mu1mm\n", "kMuwJtuEnDgteB64LzcWaqVc8J3zYHLzPI+GXjt6bG6kRKlFv3EULFY/L6zmFsu0Cy3tE0/E0Gtz\n", "4fuHG30zip5anITnlqZM+vlSKeXImYHFtq902/B3H9bD5eURpVHgp4/kB1wshpCJCLoE6OqafC/5\n", "6d6Nm+tY7l2Jmd3q9PqKLACcujbkmwggtsrKSnRZXbjW78CwK/CeZE39Dt/KYRanF61DzoCvF8Ll\n", "4XDmxhDeqmrFyZZB2IPYF43VzwurucUiqND+7ne/w+DgxIsq37oVeag4joPXK95GfIQtMVollo7r\n", "4ZYVxkm2dq4mOQcv7bqMFz74DG+fb4c1wHbhKVE3x8HKZYBZhCFjV3ps+IcDDXj3Yhe+e7gRdV3D\n", "0z4miWyCWgdpaWmorKyExWLB8uXLkZWVNeV7Ojo6UF5eDoVCgTVr1iAlJWXS1x44cACNjY3YtGkT\n", "UlNTfc/v2bPHV3xzc3NRXFwsJC5TWO5diZndpFPh6/fOQ0OvDVqVAgUSTjgov+bA4OhOE+9f6sba\n", "3Fi4+h2o7rAiN16PhckGX5EvTNDjnx/OQ3OfHQUJeuSL0K7ot7sxfvB6r034rhesfl5YzS0WQYX2\n", "8ccfh1qtBsdxOHPmDI4dO4Znn3024Huqqqqwbds2AFNPaigrK0Ntbe1tz2u1Wto2Zw5JNKqnnEkl\n", "hvFrxcplgN3F4ZX9VzE2W/b1slwsTR9ZlU6rUuCu1CjclSre7gfzTFrE6pTot3tgVI8sLUlmN0GF\n", "dmhoCGazGX19fbhx4wZMJtOU79Hrb/7kV6tD+8fj9XqxY8cO8DyP7OzsWTnzi+U54KxmXxrnQU9e\n", "LJr6HHjNWsxOAAAgAElEQVR6STJsbi/GL0nQOuRE8qADVdeHoFfJkR2nw4DDA7Ne+LqxgWTGjqyR\n", "0G11Id6gwjyT8GOyes5ZzS0WQYX2nXfegdlshtlsxoYNGwQVzvEzeydbz3YqZWVlvq/3798f0jEI\n", "uZW14xr+bvU9cHs56FQKXB9w+K4w1QoZcuN1+PHRFlzuseH55an49oEGDDm90Crl+OmGfBSY9Rhy\n", "uFHRPIjzbRZ8LicWy9KjoVYKn//DwnKSRDyCCq3BYMAXvvCFoIZyjb+xJcYQMCHFevxPzbG7nPRY\n", "2sdjpP5+nzbcwHWbDPHRBixINKD67KmArz958iTU5nTI9TFIMqrReOkMeJ7HqlWrsGrVKr/XZ5i0\n", "eKU0Fv0uGTKTYmFQy3GlxwZgZOPGodElBR0ebqRXa9bjdFMP/vX4yFKAxxoH8OqaZHg7G8L+/yNS\n", "H489Fyl5Qsk/HYIWlXG5XEH/+r9z505s3rwZPM9j79692LhxIwCguroacrkcRUVFfq+vra2FyWTy\n", "uxnW0tKCzMxMAMDevXuxYcOGSb8fLSoze/XaXPj2/gbfuq1fWpqCp+5KDvieK93D+Oa+q7C7OaRF\n", "q/HDB3MF79Bgc3nx1uk27P2sB39dmoZfV7X6NlL8ycN5WJwahX11PbjSbYNMBnzcNIBvrs7EisyY\n", "af09SWQSY1EZQVe0arUazc3N6OrqwpIlS3Dt2jXk5OQEfE9paSm2b98Onuf9llGsrKyETCbzK7RH\n", "jhxBY2MjtFotsrKysHr1agAjhbaqqgoAsHjx4qD/cixguXc1U9mHHF7ckWzE6pxYyGXAsMsLp8cb\n", "cCeCSx3DsI9uDNk65MKNQaev0E6VW69W4JklyViVFQONUo5/figPdd3DyIvXY37iyL2H5Cg13rnQ\n", "CQ48XixJRdYM3dBi9fPCam6xCCq0J0+eBMdx6OjoQElJCU6dOjVloU1NTcVTTz112/Mvvvjibc9N\n", "tp7tWMElc5tBJUefzYW9n/UAADbdYYb8tm0V/aVG+49/NQW5iI1Jp8KStJvtqkXjRh302934+SfX\n", "0DW6Rfhvz7TjjU3i7Z3X0m9HY58dMVolChMMvt1yCbsEde/b2tqwcuVKyOUjLzcYAu/wSYRj+af8\n", "TGXneODktSHf448bB2CZYkbXwiQj/v5zmdiyMAGvl+Uhd9z4VzFyc+MmrXk5HtNa1HmctkEnXtnf\n", "gNePtuCV/Q2ouu4/UYjVzwurucUiqNAqFPQTlYSPWinHopSbMxCXp0fDoA780dUq5cg0aVFWEI+i\n", "JD2UAdZ6HbB7cPLaII419qPDMvUU21idCt9am4kYrRJRGgW+fV8WzAE2cQxGn92NXpvb97jq+lCA\n", "VxNWCCq0drsdbvfI/3y32w2OC9+iyrMNy3PAZyp7p9WFwgQDnlmSjC8tS8E9WTEB+7NejsexpgF8\n", "dedlfHlHHQ5e6YN73ELg43N7OR5/ru3Gdw814rW/NOMnx1owYHdPdFg/i1Oj8KvNhXhzy3wsSROv\n", "bRCvVyFx3DTfu+f532Bj9fPCam6xCGpcPfDAA3j77bfR0dEBr9frN76VECk53F7IALzzaSdkAHgA\n", "zyxJxorMySfNDDo8+K+qVt+v82+easWKeTG+WWfjR9DY3V4ca+r3Pa7uGIbF6YVJN/VwwniRrmLH\n", "S4nW4EcPjUz5jdYqUZgwM3ufEWkJKrRxcXF47rnnJI4yN7HcuwqUnef5KcdPu70czrdZcLi+D8XJ\n", "RqzONvkKnJfjUXV9EH8414EMkxZ/d28GfvbJdSToVbgna/Ii6+F49NvcSDaq0T+6I22SUQ316Fba\n", "1wYcqJWno/58Oz6XG4ckoxqrs2Px9vmRMbELkwx+uzYIcW3AAbvbO+X25ELNM2kxb5JNGln9vLCa\n", "WywhfSoOHDhAV7VkQtcHHPjjhQ4Mu7x4ekmK3w6xt2roteO7hxrB8SOD/nVKOdbmxkKlkKOl345X\n", "jzSB44GrvXbE61T478cXQK2UB1wPobbTilf2X8ULy9OQYFRDJgOeWpQEk06FAYcbr5U3+cbj1nXZ\n", "8O37svBYkRmFCXo4PRwKE/SCrmbH1HRa8ff7G+DwcPhcrglfXZEe1PvJ3BCw0L722mtYsGABBgcH\n", "ceXKFSxcuBAXL15Ednb2TOWb9VgeX3hrdofbizcqb+BsqwUAUNdtwxubCie9UWR1eX0TAYCR5QNV\n", "CjnuzTbBzfF+f9ZrdyN93FUez/Pot3ugUsgQpbn5MT7fZoFCJsM7n3bCbFDhb1am+xYId7g5tAzc\n", "3Im3vtcGh4dDrE6FFfNCm2zw55pu37q5RxsG8FhRoqSFltXPC6u5xRLwZtgXv/hFbNmyBXq9Hj/8\n", "4Q+xbds2vPbaa4iOFq/5T2YP9+imiWMG7R7fotkTyTBpfcshRmkUSI/R4l8rrqHP7kZatAaPFycC\n", "AKI1Cnx+YYLvfV6OR+W1QXxtZx1e/rAeDb0235/dmRyFLyxKwpocE8oK4/3WtDVplfjCoiTf462L\n", "khCtmd6v+hnjir9KIYNeRfudktsF/JSNTX9VqVS+IV5KpdJvZS4yPSz/lL81e5RWiRdKUvGD8pFf\n", "+V8sSQ24G22SUY1X1mbi1PVB2Nwcfne2HXE6FVQKGYwaJbbdlYwHC+KgVcqRFKXxva/d4sQPjjTB\n", "ywN9dg9+dbIVPyrLhUohR3WHFX8Y7bfG6pQoebTA9z6tSoEnihOxPD0acpkM2XHaaW/xvb4gDl6O\n", "R0OfHZsXJiIzVtoZYqx+XljNLRZBP84dDoffY6vVKkkYwr4V82Lwqy3z4eV4pArYjTbdpIWb4/Hb\n", "M224I8mALy1LgUk78qu3Qa2AQX37EoI8D78JAp7RHoOX4/Fp+83PZr/dA6vTC4xbStaoUWJh8s0x\n", "uR0WJz5uHMCgw4N1+XFB7weWZNTg2WWpU7+QzGmCfs9ZvHgx3nnnHZw7dw7bt2+ftesOhAPL4wsn\n", "yq6Qy5AVq0NuvF7wVjTZcTp8f30Ovr8+R9CGiynRGnxrbSa0SjkSDCp8dUU6VAo5FHIZHi0y+163\n", "ND0K8RPspDuW2+Pl8IdzHXjrdBveu9SF7xxsQM+w67bXRxJWPy+s5haLoCvaoqIiZGdno7W1FZs2\n", "bYJOR7uAEnHJZTJMsXyBj1Iuw5rsWCxMMkIpl/ltS75iXgz+z8Z82Nwc5sVqEXtLoW3qs8MVl43m\n", "fjsSDCrU99zs73YNu30L0RAiJkHLJAZy5MiRSReFmUm0TCKZSkOvDX+3tx42NwejWoFfbMxHfY8d\n", "PznWAgDYsMCM55en0iIuxM+MLZMYCPVrZw+O5+HheKgVs/POeUu/A7bRK1ary4vmfgfuzTYhI0YD\n", "p5dHZqyWiiyRxOz8F8WQSOldtQ058dNj1/Dy3nqcuTEETsAvOpGSXaiEcWsIyACY9SpolHIUJhpw\n", "Z4oROqUclS2DeP0vTThQ14OmXhuqrg+iqc8evtC3YO2cj2E1t1imP1+QzAo7q7tw5GofAOB7hxrx\n", "xuZCZMay04v3cDzOtQ7hw896UJRkxLq8OMQb/PuzBQkG/PNDubjYOoBF6bG3bWl+tdeG7x9uBA/g\n", "aOMAvlKahl+faoVONbJXWJ4IW42TuYkKbZhFyvjCLuvNu+1ujofTM/UVbaRkB4DGvpvTeSuvDSFa\n", "o8BD881+r9Eo5bgrLRp3TbLa1pDT6zdsbGB0s0abm8O1fkdEFNpIOufBYDW3WKh1MEM6LE5UXR9E\n", "becw3J7Iu7O9dVGyrz/55J2JfjsUsGDY6T+dt13AurK3yjRpkWUamRgRrVEgTq+Ec3RmW4KB1i8g\n", "oZv2Fa0YO9zOdt3DLrxW3ozLPTbIAHxvXTZWjq5AFSlzwBckGfDGpkI4PRwSjGpBN4UiJTsAZJg0\n", "WJIahXNtFhjVCqwKsMLXZLlTojX4YVkuuofdiNYoMGD34PnlKShIMKAwITJ2FYmkcx4MVnOLZdqF\n", "drrDHuaCbqsbl0fHa/IADl/t8xXaSJISrZn6RRHKbFDjW2sz0W11wahRCN7x9laJRg0SjSPnIcME\n", "FKdETfEOQqY27UJrNBqnftEcF6NVIFqjwJBzZJ+rxeP+8bL8Uz7SssfpVX6TFyYTabmDwWp2VnOL\n", "RVCh/eijj257Tq/XY8mSJVAq6X7aVNJitPjJw3k432ZFgkGFO+kqaUZxPD8y84yQMAl4M+zVV19F\n", "W1sb2tvbceedd/r9l5CQgHfffXemcjIvJ16PzxcnYnVOrN/W1yyPL5zJ7MMuL85cH8LRhj5cG3BM\n", "/QYAgw43dlZ34VsfXsWByz0YHt05l875zGM1t1gCXo5+73vfAwDodDrExcX5/VlcXBwuXrwoXTJC\n", "xjnePICffnwNAJBkVOFfHslHclTgnvJnXTb88mQrAOBihxXJURosTqXfJsjMm9bwrmkuk0DAdu9q\n", "JrOfaBnwfd1pdaPf5rntNcMuL+p7bGjpt4PjeVhGe+JjrKNXtHTOZx6rucUiqNDefffdEz6/YsUK\n", "UcMQMpnSjJtbzaREqaFV+fdch11e/OnTTry06zK+uvMyzt6woChR7xsPnB+vQ26Qa80SIhZBhTYp\n", "KWnC55OTk0UNMxex3Luayew2txdfLk3DM0uS8WBhPIYc/ler3VYX3vm0E8DIdNzfn2tHglGNnzyc\n", "h//cVIhXH8jxDV+jcz7zWM0tlqCGDHg8Hng8Hmi10m7XQcitYnUq/PijkeUMtUo5/m3cFjXAyPRa\n", "g1rhu+GVHq2BUi4bHRc743EJ8RNwPdrq6mpUV1fD7XajuLgYNTU1MBgMSE1NRUlJyUzmnBKtRzu7\n", "DTk9uNhmwbVBJ5amRU04U6uuaxjbL3QgwajG5jsSkRbD7gQMEjkkX4/2s88+w9atW8FxHH784x/j\n", "29/+NgBgx44dEVdoyewWrVFiVXZswNfMTzTg1QdyZygRIcIF7NGOTUaQy+Uwm2+uhCSX01o0YmG5\n", "d8VqdlZzA+xmZzW3WAJe0UZFReGjjz6C1WpFTEwMjh49isTERN/W44SEqqXfjp5hNxKMaswzUc+f\n", "zG5T7hnW3t4OjUaDuLg4NDY2wmq14s4775ypfIJRj5YdDb12fGtfPSxOL6I0Cvz0kfygt/kmZKbM\n", "yJ5hKSkpvq9zcnKm9c0IAYBrA3bfZAKL04uWAYfgQjtg9+B82xBaB50oyYhGQYQsX0hIIIKbrW63\n", "G11dXeA4DhaLRcpMcwrLvatQs8ffssJWvE74otrHmwfw+tEW/P5cB7617yqu9Qtb92C8uXjOw43V\n", "3GIRVGgbGxuxe/duHDp0CACwZ88eSUOR2a0gQY8fleVi211JeL0sF4UJwreIqe0a9n1tc3MYct4+\n", "FZeQSCOo0J45cwaPP/44jEYj5HI5rUErIpbngIeaXatUYFl6NJ5dmoql6dFQK4WPYrkvNxby0dm3\n", "BWYdkozBb7kzF895uLGaWyyCZobNxEwwjuPA8zyNaJjFeJ5HQ68dvTY3UqM1yAhhtMHi1Cj826MF\n", "sDi9SDdpkRBCoSVkpgm6lLDb/fe193im/nWto6MDb7/9Nt555x20t7cHfO2BAwfwq1/9Cp2dnSEf\n", "g1Us966CzX6524b/f88VfOdQI17+sB7XBuxTv+kWCrkMBQkGLE2PDulqFphb5zxSsJpbLIIK7eLF\n", "i/E///M/aGtrwwcffIDly5dP+Z6qqips27YNW7duxalTpwK+tqysDGvXrp3WMUjku9xtg2t0V9l+\n", "uwetg8HvVEsIiwS1DgoLC5GRkYHOzk6kp6dDpZr6LrFef/MGh1od2pWHGMeIdCz3roLNnmG6ufaA\n", "QgboVAo4PRw0QfRoxTCXznmkYDW3WASv3qXX65GdnS34wOPnQQgpzFIdY7azOj24MeiESiFDZqwO\n", "Snnk7o21INGAHzyQg+pOKxIMavz842v4X8tTsDY3buo3E8IwQYV23759KC4uhtfrxYkTJ1BSUoK8\n", "vLyA7/F6b64XKgtxY7xgjzF+7/ixnlCkPx57LpT366JicM4Rh/cudUEuA15emYx1C1Imfb1CofAt\n", "4i5G/kuXLuGrX/1qUO9Pnr8EH37W69vtYE9tD+7NjkXlieMzdv5vPfdSfz8xH9/6dwh3HqGPf/nL\n", "X6K4uDhi8gT7eLqmnIILALt27cKjjz6KP//5z9i0aRPeffddPPnkkwHfs3PnTmzevBk8z2Pv3r3Y\n", "uHEjgJGlF+VyOYqKivxeX1tbC5PJhNTU1CmPMRFWp+CO/+EQrGsDDrzw/me+x9lxWvxiQwH06ttH\n", "bthcHpxtteD0dQtKMqKxND0KOtX0RniEkr3T4sTf7rmCvtGtaJ5ekoynl6RM8S5xTeechxur2VnN\n", "DczQFFxgZLUuuVzuG+al0Uy9zmdpaSm2b98Onuexbt063/OVlZWQyWR+hfbIkSNobGyEVqtFVlYW\n", "Vq9eHfAYs8l0PnxapRwmrRIDjpGilWXSTjom9XK3HT8obwYAHLjSi588nDftjQrHsjs8XlzusqF7\n", "2I2sWC3yzJNPQEiK0uD1sjycvj6IOL0Kd6VGTytDKFj9Bw+wm53V3GIRVGhdLhesVquv0ArZlDE1\n", "NRVPPfXUbc+/+OKLtz03WRGd7BhkRKJRjR+V5WJnTTdidUo8XBg/aY92wO6+5bF4M6pqOobx9wca\n", "AAB6lRy/2FgQcO2C7DgdLSJD5hRBt3tTU1Oxa9curFixAtXV1WhsbJQ615wx3fGFeWY9vrkmEy+U\n", "pCE1ZvIJADnxOsTpRn6umvUqUQrdWPa6bpvvOZubQ4/NPdlbIgLLYzpZzc5qbrEIuqJduXIlVq5c\n", "CQCYP3/+lDfCSOTJjNXhZxvy0WfzIN6gQmq0eNu83JFkgAwADyBKo0CSkUaIEDKeoJthLGD1Zths\n", "4PZyuNJjQ6/NjYwYLbUFyKwixs2wkEaKHzhwYFrflMwuKoUcdyQZsTo7loosIRMQVGgPHTqEd999\n", "F6+//jq2b9+O8+fPS51rzmC5d8VqdlZzA+xmZzW3WAQVWqvViieffBJ33HEHnnrqKeTn50udixBC\n", "Zg1BhXZsVhbHcQBu7o5Lpo/l8YWsZmc1N8BudlZzi0VQoR1bFlGhUGBoaAhud2QP3yGEkEgiqNB+\n", "/vOfBwA88MADKC8vv236LAkdy70rVrOzmhtgNzurucUieAouMDL1dvPmzZIGIoSQ2SakcbQff/yx\n", "bz2CSEHjaAkhUpixRWUqKirQ3t7u28/rs88+i7hCSwghkUpQj7a3txdPPPEEtmzZgi1btuD555+X\n", "OtecwXLvitXsrOYG2M3Oam6xhDQzzGw2i52DEEJmrYA92traWgDAqVOnkJGR4VuU+8SJE3jhhRdm\n", "JqFA1KMlhEhB8rUOxi73S0tL/XY+IIQQIlzAQvtXf/VXKCoq8o2bbWhogEKhwDPPPDMj4eYClntX\n", "rGZnNTfAbnZWc4slYKE1Go0AgMOHD8NqteLBBx/E0NAQTpw4MSPhCCFkNhB0M2xgYAAlJSVQq9VY\n", "vnw5ent7pc41Z7A8B5zV7KzmBtjNzmpusQgqtCrVxCvmDw0NiRqGEEJmI0GF1mazoaenBwDQ09Pj\n", "25zx6NGj0iWbI1juXbGandXcALvZWc0tFkEzwzo6OvDWW28hLS0Nra2tyMrKwnvvvYe6ujo89thj\n", "UmckhBCmCVrr4MyZM1i2bJng58OBxtESQqQwY3uGTVZMI6XIEkJIJAtpCi4RD8u9K1azs5obYDc7\n", "q7nFQoWWEEIkFtJ6tJGIerSEECnMWI+WEEJI6KjQhhnLvSuh2W0uL3qsLjg9XokTCSMkt4fjcebG\n", "EP7pSCPev9iJ3mHXDCSbGqufF1Zzi4X2DSeS6rS48OapGzjfZkVZQRy+sCgJJt3EMw0jSVOfHf94\n", "sAEcD1Q0D8KoUaCskNZhJqGhK9owY3kOuJDsl7ut6LW5oZTL8EF1N6722GcgWWBCcludXnDj7l60\n", "WyLjipbVzwurucVChZZIxur0oM/mgVGtxGNFZixOMYKVO6/pJg0WpYysXmdQK3BPZkyYExGWUaEN\n", "M5Z7V1Nlr+u24Y2TrTh9Ywi/P9eB9flxyDfrZijd5ISc8wSDGq+szcL/ebQA//5YAQoSDDOQbGqs\n", "fl5YzS0W6tESyVicHr/HKqWcif7smHiDCvEGdvKSyEVXtGHGcu9qquy58XokR40UqrRoNfLiw381\n", "C8zucx6pWM0tFrqiJZKZZ9LiJw/nY8DuQaxOiaQoTbgjERIWdEUbZiz3roRkT47SYH6iIaKK7Gw/\n", "55GI1dxioUJLCCESo7UOCCEkADHWOpCsR9vR0YHy8nIoFAqsWbMGKSkpQb92z5498HpHpm3m5uai\n", "uLhYqriEECIZyVoHVVVV2LZtG7Zu3YpTp06F9FqtVotNmzZh06ZNs7bIsty7YjU7q7kBdrOzmlss\n", "kl3R6vV639dqtTqk13q9XuzYsQM8zyM7O5taA4QQJklWaMe3fifbrnyq15aVlfm+3r9/v4jpIgfL\n", "4wtZzc5qboDd7KzmFotkrYOx3ioAyGSyab92qmIN+P96UlFRQY/pMT2mx6I8ni7JRh3s3LkTmzdv\n", "Bs/z2Lt3LzZu3AgAqK6uhlwuR1FR0ZSvbWlpQWZmJgBg79692LBhw6Tfj9VRBxUVFcz+tGc1O6u5\n", "AXazs5obiPBRB6Wlpdi+fTt4nse6det8z1dWVkImk/kV2sle29LSgqqqKgDA4sWLpYpKCCGSonG0\n", "hBASAO0ZRgghDKBCG2ZiNtxnGqvZWc0NsJud1dxioUJLCCESox4tIYQEQD1aQghhABXaaeoZdqGy\n", "ZRCnrg2i3+4O+v0s965Yzc5qboDd7KzmFgvtsDANwy4v/quqFUcbBgAAT96ZiGeWpECtpJ9fhJCb\n", "qCJMQ7fVhWONA77HR+r7YHV5A7zjdqzOlgHYzc5qboDd7KzmFgsV2hD12dz4qLEfdyTd3Ia6dF4M\n", "DGo6pYQQf1QVQtQz7MIfL3TijiQjnlmSjL9ekYYv3pUMjVIR1HFY7l2xmp3V3AC72VnNLRbq0YYo\n", "SqOESavEO592QgbgS8tSkGAMvO4uIWRuonG009DYa8ep64NIMKiwJC0KcXr2Cq3F6UFt5zD67B7M\n", "T9AjO04X7kiERJSIXr1rLsiJ1yEnfnqFycPxqO8eRo/NjfQY7YwXuuPNA/j5J9cBALE6JX6xMR+p\n", "0doZzUDIbEc92jA709SFr++txw/Km/Hyh/Vo6bfP6Pc/22rxfd1v92DA7hH8Xlb7bqzmBtjNzmpu\n", "sVChDbOGfhe40eaNxelFh8U1o99/TXas7+t5Jg3M+ql3siCEBIdaB2FWlGICLvQAALRKORIMM1vo\n", "lmVE4ecb8jHk9CDTpEVilEbwe1kdG8lqboDd7KzmFgsV2jArSjLgXx7OQ9ewC5mxOuTE66d+k4i0\n", "SgUWJhtn9HtO5MagA4fr++DycCgrNCMzlvrEZPag1kGYnT55AotSo7A+Px4F5pktstMlVt/N5vLi\n", "P45fx/YLnfiguhuv/aUJAyGsGyEUy/1CVrOzmlssVGhJ2Dk8HJr7Hb7HNwadcHq4MCYiRFxUaMOM\n", "5d6VWNljtEpsW5Lse/xXi5MQo5Ouq0XnfOaxmlss1KMlYaeQy7A+Lw758XpwPI+sWB20QU5lJiSS\n", "0RVtmLHcuxIzu1alwPxEA4qSjNCrpS2ydM5nHqu5xUKFlhBCJEZrHRBCSAC0ZxghhDCACm2Ysdy7\n", "YjU7q7kBdrOzmlssVGgJIURi1KMlhJAAqEdLCCEMoEIbZiz3rljNzmpugN3srOYWCxVaQgiRGPVo\n", "CSEkAOrREkIIA6jQhhnLvStWs7OaG2A3O6u5xUKFlhBCJEY9WkIICYB6tIQQwgAqtGHGcu+K1eys\n", "5gbYzc5qbrFItsNCR0cHysvLoVAosGbNGqSkpAT92mCOQQghkUqyK9qqqips27YNW7duxalTp0J6\n", "bTDHYBXLeymxmp3V3AC72VnNLRbJCq1ef3PrbLVaHdJrgzkGIYREKskK7fjBDCqVKqTXBnMMVrHc\n", "u2I1O6u5AXazs5pbLJL1aL1er+9rmUwW0muDOYbJZMK5c+eCjRl2er2eydwAu9lZzQ2wm53V3MBI\n", "bZkuyQqt3W4HMHJVOvY1AFRXV0Mul6OoqGjK1072/ESWLl0qWnZCCBGTZIW2tLQU27dvB8/zWLdu\n", "ne/5yspKyGQyv0I72Wsne54QQlgya2aGEUJIpKIJC4QQIjEqtIQQIjEqtGRaOI7zGx3CClZzEzZJ\n", "djNMDKxO4xUj9549e3yFIDc3F8XFxZLnDjb7gQMH0NjYiE2bNiE1NTWkY0RSbhbOeU1NDS5fvgyO\n", "47BixQqkp6cHfYxIys3COT9x4gQ6OzsBAPPmzfONcArqnPMRbPfu3b6vd+7cGdJrgzmGWMTIfejQ\n", "IfGDCRDs+aqpqeFbW1undQwxiJGbhXN+7Ngx39cffvhhSMcQixi5WTjn4x08eDCkY0T0FS2r03jF\n", "yO31erFjxw7wPI/s7OwZW2tXjPMV6ed8Miyc89WrV0/7GGIRIzcL5xwAmpub8cEHH2Dz5s0hHSOi\n", "Cy3P6DReMXKXlZX5vt6/f7+I6QIT43xF+jmfDEvn/PDhwygpKZnWMaZLjNysnPOsrCy89NJL2L17\n", "N3JycoI+RkTfDJvpabxiESP3eDO5zoMY5yvSz7kQkXzOjx07hvz8fJjN5pCPIQYxco8XyeccALRa\n", "LaKiokI6RkQX2kDTeGtrawW9NphpvGIRI3dLS4vva4fDIWVcQXkmyh7sMaQkRm4Wzvknn3yCpKQk\n", "ZGVlCTqGlMTIzcI57+vr8309/io2mHMe0a0DVqfxipG7paUFVVVVAIDFixfPSO5gsx85cgSNjY3Q\n", "arXIysry9eEi/ZxPljvSz3lXVxeOHz+O+fPno66uDhaLBU8//XTAY0R67kg/5wBw/PhxOJ1OAMCy\n", "ZcumPMZEaAouIYRILKJbB4QQMhtQoSWEEIlRoSWEEIlRoSWEEIlRoSWEEIlRoSWEEIlRoSWEEIlR\n", "oTzqtusAAAY4SURBVJ1DrFYrfv3rXwueKSWmH/zgB9i1axd27drlG6B+q1dffTXk47e0tOC1114L\n", "+f2z1fHjx9Hf3z/l686ePYs333xzBhLNTRE9M4yIy2g0YtWqVWH53vPnz8emTZsCvubFF18M+fiZ\n", "mZlYsGBByO+frdxuNzwez5SvW7p0qd90WCIuKrSz0JkzZ/Dxxx8jOTkZer0ebrcbJpMJ69evBwCc\n", "OnUK9fX1AID4+Hhf8eU4Dh988AGUSiV4nofRaMQDDzzgO+6JEyfQ1tYGtVoNjuOgVqvx8MMPAwAu\n", "X76MCxcuQKfTweFwYNmyZb5VjgDg6tWr2LVrFzweD5KSknDvvfcCADo7O1FZWQlgZO54SkoK1q5d\n", "K+jvWVtbiwsXLkCr1cLtdsNms/n+rK+vD4cOHYJOp4PX60VqaipWrFgBl8uFt99+G8PDw9i6dSui\n", "o6Px/vvvo7W1Fc8++ywSExNDPq+TfU9g5LeJ8vJy2O12GAwGuFwuyOVy37J79fX1uHTpEpRKJTiO\n", "Q1tbG772ta9NeQ5sNht27NgBo9EIhUKBy5cv4+WXX/adn3PnzqG1tRUGgwFyuRwPP/wwlMqRf/ZH\n", "jhxBX18flEolFAoFOI4TdN5JCASveEuY8vrrr/Pd3d2+x6dOneJramr4mpoa/vDhw77n33333UmP\n", "8ac//cnv8R/+8AfeYrHwPM/zXq+Xv3btGs/zPD88PMz/4Q9/8Hvte++9x7tcrgmPu2/fPn5gYOC2\n", "53t7e/mjR48G/ouNstls/Pbt232PPR4P/8orr/ge//a3v/X7/sePH+ebmpp4nud5juP83rt///4J\n", "80xksvM61fcc88orr/CdnZ1+z9ntdv69997ze+748eOC8jQ2NvotRt3c3Oz350ePHvXLO6ampoav\n", "rKz0Pe7u7uZ//OMfC/qeJHh0RTtLpaWl+S1Ht3jxYhw8eBC5ubl+27coFArf106nE4cOHYLX64Vc\n", "LkdDQ4PfMR9//HGcPHkSDocDDofDtwhIZ2cnhoaGsGvXLt9rHQ4H+vv7J7xCTE1NRW9vL2JiYkL+\n", "+7W2tqKgoMDv77Fw4ULf446ODnz44Ye+xxzHQalUIisrCzKZDGazGT09PYiLi4PFYhGcZbLzWlRU\n", "FPB7jlmyZMlt56Strc3v6h8AVq5cKShPdnY2vF4vDh486Fu2LzMz0+81/ATLmdTX1+PBBx/0PTab\n", "zb7tZYj4qNDOUq2trejp6fEVhU8//RQFBQUBNyTct28f7r//fkRHRwMAhoeHfX/m8Xhw9epVv1/r\n", "//jHPyIrKwvp6elISkry68GO/zW0ubkZaWlpvvVGGxoafC2HUKWlpeH06dO+Ffk9Hg8uXryIbdu2\n", "AQDy8/PxyCOP+K1xOr5XuXr1auzduxfp6elYvny54O9763m9cOECCgsLBX3PyaSkpODs2bN+uwtc\n", "v34dCQkJ0Gq1Ad/76aefYtGiRcjLywMw0t5paWnxFVulUjnh//P8/HxcuHDB19ro7u7G9evXp8xK\n", "QkOrd81S77zzDpRKpW9B4vj4eKxcuRK///3vAQDPPfccenp68Jvf/Ab33nsvVq9ejZqaGtTW1kKl\n", "UsHj8aC+vh533XUXysrK4HA48MYbbyAnJwcymQxOpxNLlizx/QO/fv06Tp8+7ev/Wa1WbNy4EVFR\n", "Uejr68PBgwehUqnAcRyKior8rj7H9PX14eLFi4J7tNXV1bhw4QKMRiNsNhuGhoaQlZWFsrIyDA8P\n", "4/Dhw5DLRwbWDA8Po7S01O/Kcffu3RgYGMCzzz47rfM6ljfQ92xsbMTFixdx6dIlFBcXQ6PR4KGH\n", "HvIdt7a2FtXV1VCr1fB4PIiLi8N99903ZZ4dO3b4vt+YRx991PecxWLBnj17YDQaAYzcEB077uHD\n", "h9Hf3w+tVguHw4Guri6sWLHCbylAIg4qtLPUe++9hyeeeCLcMYLS1NSE7u5uv61OIg2L55WEH42j\n", "nYXOnDmDuro67N69G0NDQ+GOE1BHRwd27dqF3bt3o7KycsY25wsFS+eVRBa6oiURaWw41EQfT6PR\n", "KMkuAuH4nlM5cODAhFu8yOVyrF+/HjqdbsYzkeBRoSWEEIlR64AQQiRGhZYQQiRGhZYQQiRGhZYQ\n", "QiT2/wArNLDKJ3QsuQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.618713\n" ] } ], "source": [ "#NEW DATA VERSION....\n", "\n", "percstds = col_find(dfo, r'.*perc_std')\n", "\n", "import itertools\n", "pairs = list(itertools.combinations(percstds, 2))\n", "\n", "pair_nums = [(x[0], y[0]) for x, y in pairs]\n", "\n", "for (x, y) in pair_nums:\n", " inverse_scatter(dfo, x, y, figsize=(5, 5))\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtcVfed6P3PvsFms0FALoIoICKaBCXBW6zVNNFIErWa\n", "mo5pzsx0mulMz+k5p3NOL5PpPDN95TzzmumcaabT9plnJun0tH2SqWkU1GC8O4kJ2IjGaLwEUBG8\n", "IBsQubNhX9bzB3ELitvFgs3ea+3v+/Xqq6x9W98vO375re/6rd8yKYqiIIQQYlTmcAcghBCRTIqk\n", "EEIEIUVSCCGCkCIphBBBSJEUQoggpEgKIUQQ1lB++JEjR3C5XADMnDmTkpISKioq8Pl8AOTn51NU\n", "VBTKEIQQYlxCWiSXLVsW+Hn//v0A2O12Vq9eHcrdCiHEhAlpkQRoaGigrKyMjRs3AuDz+SgvL0dR\n", "FPLy8njkkUdCHYIQQmhmmowrbtxuNzt37uT3fu/3Rjy+Z88ennrqqVDvXgghNAv5SBKGDrETEhLu\n", "etxms93zPfv378disYQyLCFEFEpKSqKkpET160NaJNvb20lJSQHg1oC1sbGRnJwcYGiEeS8Wi0UO\n", "xYUQE+7EiRNjen1Ii2RVVRUDAwMALFy4EBgqktXV1QAUFxeHcvcRrbKykuXLl4c7jJCR/PTLyLlp\n", "EdIiuW7durseW7FiRSh3KYQQE2pSTtxocejQITncFkJMuBMnTvDEE0+ofr1ccSOEEEFIkQyTysrK\n", "cIcQUpKffhk5Ny2kSAohRBDSkxRCRBXpSQohxASSIhkmRu/7SH76ZeTctJAiKYQQQUhPUggRVaQn\n", "KYQQE0iKZJgYve8j+emXkXPTQoqkEEIEIT1JIURUkZ6kEEJMICmSYWL0vo/kp19Gzk0LKZJCCBGE\n", "9CSFEFFFepJCCDGBpEiGidH7PpKffhk5Ny2kSAohRBDSkxRCRBXpSQohxASSIhkmRu/7SH76ZeTc\n", "tJAiKYQQQUhPUggRVcbak7SGMBYhRBTr6PfQ5/EzxW4lPsYS7nA0k8PtMDF630fy06+JyO1qp5u/\n", "2HORr751jteOXqWj3zMBkYWHFEkhxISrvtLFxfZ+APbUtlP/2c96JEUyTJYvXx7uEEJK8tOvicjN\n", "bh1ZWqxm07g/M1ykJymEmHAl0xNYNTuZ0829fPGBVPKnOsIdkmYykgwTI/e0QPLTs4nILSMhlj/7\n", "/Ez+ny/OYeND6bo+cSMjSSFESMRYzMTE6X8cFtJ5kkeOHMHlcgEwc+ZMSkpKaG5u5tChQ1gsFlau\n", "XElmZuao75V5kkKIUIioeZLLli0L/Lx//34AqqureeGFFwDYsWMHGzZsCGUIQggxLiEfCzc0NPDK\n", "K68we/ZsAByO2w3cmJiYUO8+Yhm5pwWSn54ZOTctQl4kc3Nz+eY3v8mxY8cAGH50b7PZQr17IYQY\n", "l0npqtrtdhISEgDw+XyBx02m4HOnhv9Fq6ysNNS25KfvbSPnt3z58oiKJxTbYxHSEzft7e2kpKQA\n", "8M477/DMM8+wfft2Nm7ciKIo7Nq1i3Xr1o36XjlxI4QIhYhadLeqqopt27axbds2HnzwQQCWLFnC\n", "li1b2LJlC0uWLAnl7iOa1r9qeiH56ZeRc9MipGe3RxslZmVl8fzzz4dyt0IIMWFkPUkhRFSJqMNt\n", "IYTQOymSYWL0vo/kp19Gzk0LKZJCCBGE9CSFEFFFepJCCDGBpEiGidH7PpKffhk5Ny2kSAohRBDS\n", "kxRCRBXpSQohxASSIhkmRu/7SH76ZeTctJAiKYQQQUhPUggRVaQnKYQQE0iKZJgYve8j+emXkXPT\n", "QoqkEEIEIT1JIURUkZ6kEEJMICmSYWL0vo/kp19Gzk0LKZJCCBGE9CSFEFFFepJCCDGBpEiGidH7\n", "PpKffhk5Ny2kSAohRBDSkxRCRBXpSQohxASSIhkmRu/7SH76ZeTctJAiKYQQQUhPUggRVSalJ9nQ\n", "0KDlbUIIoTvWYE+WlZVhMpkA8Pv9ACiKwvnz5/n+978f+ugMrLKykuXLl4c7jJCR/PTLyLlpEbRI\n", "Op1O1qxZQ1VVFTabjeLiYk6cOEFSUtJkxSeEEGEVtEiuWbMGgOvXr7Np0yYAli5dyvbt21V9+Nmz\n", "Z6mtrcXv97N06VKys7OpqKjA5/MBkJ+fT1FR0Xji1y2j/6WW/PTLyLlpEbRI3nLrkPuWW4fe93Pj\n", "xg2effZZAHbv3k12djZ2u53Vq1ePMUwhhAgPVSdu/H4/bW1tALS1teHxeFR9+IoVK+56zOfzUV5e\n", "TllZGSdOnBhDqMYSqrlobo+Pjn4PPn94Jy0Yfa6dkfMzcm5aqBpJbty4kb1799LT00N8fHzg0Fut\n", "AwcOsHjxYgBKS0sDj+/Zs2dMnyOCa+p081p1E+fb+thcnMHq2SnYbZZwhyWErqkaSVqtVtauXcvm\n", "zZtZt24dVquq2grA4cOHKSgoIDU19a7nbDZb0PcO/4tWWVlpqO2Jzq+6upoDtS0caeyktdfDz6qu\n", "cvKSyzD5Rdq2kfNbvnx5RMUTiu2x0DSZ/JNPPmH+/Pn3fd0HH3xAWloac+fODTzW2NhITk4OALt2\n", "7WLt2rWjvlcmk4/d/znWxJunbhfGV9YWUDTNGcaIhIg8IZlMfvjw4RHbly5duu97WlpaqKqqoqam\n", "hh07dvD6668DQ0Vy69atbN26lcLCQtWBGo3Wv2rBPDE7hZlJsZhN8OX56eQm2yd8H2qFIr9IYuT8\n", "jJybFqqOm2/evDli+86z3aNJT0/npZdeuuvx0U7miImRk2znH54pwO3xkxRnJU76kUKMm/rm4jAD\n", "AwMTHUfUCdVctOQ4G8SF5KPHxOhz7Yycn5Fz0yJokdy1axf9/f3U1NSMmPazYMGCkAcmhBCRIGiR\n", "vHVS5f3335fD5AlWWWns62MlP/0ycm5aqDpxIwVSCBGtZD1JIURUGesUIFUnbn75y1/y+OOP43K5\n", "uHDhAjNnzpThuBAiKqg63E5NTSUnJ4eWlha+8pWv0NLSEuq4DM/oc9EkP/0ycm5aqF7gAghcjmg2\n", "y61xhBDRQVW16+np4fLly0ydOhVQN5lcBGf0doXkp19Gzk0LVUXyc5/7HGfOnGHRokV8/PHHXL9+\n", "PdRxCSFERFBVJHNzc3n66acBePjhh/nGN74R0qCigdH7PpKffhk5Ny3G3Vw8ePDgRMQhhBARadxF\n", "sqenZyLiiDpG7/tIfvpl5Ny0kNPUQggRhBTJMDF630fy0y8j56aFFEkhhAhCimSYGL3vI/npl5Fz\n", "02LcRVImlgshjGzcRXIsq2mI24ze95H89MvIuWmhqkhu27aNI0eOAFBXV8cnn3wSeM7plLvxCSGM\n", "S/VI8tFHHwVgzpw51NbWhiygaGH0vo/kp19Gzk0LVUUyNjZ2RO/x1mpAQghhdKqKpM/nG7F9a+k0\n", "oZ3R+z6Sn34ZOTctVBXJtLQ0qqurGRgY4Pjx46SkpIQ6LiGEiAiq73FTV1dHXV0ds2bN4oEHHgh1\n", "XHKPGyFESITkHjcwdMJmzpw5moISQgi9UnW4LT2KiWf036nkp19Gzk0LVUXyzht/HTt2LCTBCCFE\n", "pFFVJAcHBxkcHAxsX7t2LWQBRQujz0WT/PTLyLlpoaonmZuby2uvvcbjjz8O3D2yFEIIo1I1kvzk\n", "k08CBVLlyXBxH0bv+0h++mXk3LRQNZJ88sknyc3NDWz39vaGKh4hhIgoqudJanH27Flqa2vx+/0s\n", "XbqU7OxsmpubOXToEBaLhZUrV5KZmTnqe2WepBAiFMY6T1L1Ahcej4eWlhb8fj/d3d2q3nPjxg2e\n", "ffZZNm3aFFg5qLq6mhdeeIHNmzdz9OhR1YEKIUQ4qCqS9fX17Ny5k/379wNQUVGh6sNXrFhx12MO\n", "hyPwc0xMjKrPMSKj930kP/0ycm5aqCqSx48fZ9OmTTidTsxm85jXkDxw4ACLFy8GRp74sdlsQd83\n", "/MuqrKw01Pbp06cjKh7JT/KLpu2xUNWTfPvtt1m/fj07duxgw4YNgW01Dh8+TE5OTuDEz969eykt\n", "LQXg4MGDrFq1atT3SU9SCBEKIelJ9vf3j9j2er2qPvyDDz4gIyNjxJnxW5+lKMpdnyuEEJFGVZEs\n", "Li7mjTfeoKmpibKyMhYtWnTf97S0tFBVVUVNTQ07duzg9ddfB2DJkiVs2bKFLVu2sGTJkvFFr2Na\n", "h/56Ifnpl5Fz00LVPMnCwkJmzJiBy+UiOzv7vr1EgPT0dF566aW7Hs/KyuL5558fe6RCCBEGqqcA\n", "mUwm/H7/XauUC22Mfn2s5KdfRs5NC1VF8syZM1RUVNDd3c2uXbuoqakJdVxCCBERVF+7/eUvf5ni\n", "4mI2bdrEqVOnQh2X4Rm97yP56ZeRc9NCVZEcPgEc7j+/UQghjEJVkezq6grcIdHv9+N2uwHYvXt3\n", "6CIzOKP3fSQ//TJyblqoOrt98+ZNXnrpJYqKijhz5gz5+fls3bqVmpoann766VDHKIQQYaN6CtC3\n", "vvWtux7fu3fvhAcULSorKw39F1vy0y8j56aFqsPtW5cRjvb4yZMnJzQgIYSIJKrnSd5LQ0PDBIQR\n", "fYz+l1ry0y8j56bFuIukEEIYmRTJSdTe5+Gjq12cbu7ho1Onwx1OSBl9rp2R8zNyblqoOnEjxq97\n", "wMvPq69x6MJNAP50YTqPKAomkynMkQkhgpGR5CTp6PcGCiTAngtd9A4a9zp4o/e1jJyfkXPTQork\n", "JImPMTM98fbtKoqmxWO3WcIYkRBCDVVFMtgiu8XFxRMWjJGlOGJ4+cl8vr44i/+xfAYr0nxYzcY9\n", "1DZ6X8vI+Rk5Ny1UFck333zzns8NX3VcBDczyc5z8zN4am4qva3Xwh2OEEIFVUWytbWVN998k8OH\n", "D6u+dYMIzuh9H8lPv4ycmxaqzm5v3ryZzMxMmpubqaioICYmhmeeeSbUsQkhRNipGklmZGQAMG3a\n", "NGbMmEFzc3NIg4oGRu/7SH76ZeTctFA1kiwvLyc5OZnW1lZKSkp48cUXQx2XEEJEBFVF8vz587z4\n", "4oukp6eHOp6oYfS+j+SnX0bOTQtVh9tf/epXpUAKIaKSqiKZmZmJx+OhpaUFv99Pd3d3qOMyPKP3\n", "fSQ//TJyblqoKpL19fXs3LmT/fv3A1BRURHSoIQQIlKoKpLHjx9n06ZNOJ1OzGYzTqcz1HEZntH7\n", "PpKffhk5Ny1UFUm73R7qOIQQIiKpKpL9/f0jtuWqm/Ezet9H8tMvI+emhaopQMXFxbzxxht0dXVR\n", "VlbG4sWLQx2XEEJEBJOiKIqaF/b19eFyucjOzsZms4U6Lg4dOsQjjzwS8v0IIaLLiRMneOKJJ1S/\n", "XvV6kg6Hg7y8PGw2G8ePH9cUnBBC6E3Qw+1XX32VtLQ0/H4/Fy9eJDs7mytXruB0Olm4cOFkxWhI\n", "Rr+3seSnX0bOTYugRXLhwoWUlJSwc+dOXnzxRVJTU2ltbeXdd99V9eF+vx9FUbBYZAVuIYQ+BS2S\n", "JSUlAPh8PlJTUwFIS0tTNSVo79691NfXs2HDBrKysoChSeg+39B9XfLz8ykqKhpX8Hpm9L/Ukp9+\n", "GTk3LVSd3b5zyo/b7b7ve0pLSzl37tyIx+x2O6tXrx5DeEIIEV6qTtykpKTw4Ycf4na7+fDDD0lO\n", "Tta0M5/PR3l5OWVlZZw4cULTZxiF0eeiSX76ZeTctFA1kly1ahXnzp1j3759FBQUsHTpUk07Ky0t\n", "Dfy8Z8+e+75+eAP51hdnlO3Tp09HVDySn+QXTdtjoXqe5L2cPHnynndMPHfuHElJSYGe5HAHDx5k\n", "1apV9/xcmScphAiFkM2TvJeGhgbVr21sbAz8rKavKYQQ4TbuInkvBw8epLKykoMHD/L+++8DQ0Vy\n", "69atbN26lcLCwlDtWheM3veR/PTLyLlpoaonqcVoh9IrVqwI1e6EECIkQjaSFMEZfS6a5KdfRs5N\n", "CymSQggRhBTJMDF630fy0y8j56bFuIvkvab/CCGEEWiaJzk4OEhMTEwo4gmQeZJCiFCYlHmSe/fu\n", "1fI2IYTQnXsWSb/fT2tr66j/k/tuj5/R+z6Sn34ZOTct7jlPUlEUfv3rX4+6uK7L5QppUEIIESnu\n", "WSQtFgu5ubk89thjdz3X0dERypiigtHnokl++mXk3LQI2pNctmzZqI9rXQVICCH0JmiRHG31HoBp\n", "06aFJJhoYvS+j+SnX0bOTQtNZ7ebm5snOg4hhIhIqork2bNnR2wfOXIkJMFEE6P3fSQ//TJyblqo\n", "KpLnz58fsW21hmzxICGEiCiaDrf9fv9ExxF1jN73kfz0y8i5aRF0SLhr1y76+/upqanB4/EEHs/I\n", "yAh5YEIIEQlUXbtdUVHBunXrJiOeALl2WwgRCiG5dvupp57SHJAQQuiZqiIpJ2om3kT1ffzju9ll\n", "yBi9r2Xk/IycmxZBq5/X6+Xw4cM4HA6WLl3KgQMH6Ovr48knn8ThcExWjGIUiqJw6noPvz3ZzMxk\n", "OxseSiczITbcYQlhOEFHkuXl5SxYsIDU1FT+/u//ngcffJDS0lIqKiomKz7DGu9ctCudbv5y30U+\n", "auph+9k2dp1rm6DIJobR59oZOT8j56ZF0JFkbGwsqamppKamMn36dKZPnw6A3W6flODEvbk9fjy+\n", "24fa1zrlPuZChELQkWR/fz+KotDX18eFCxcYGBgACPy/0G68fZ/MhFiemTcVALvVzKb5kTUty+h9\n", "LSPnZ+TctAg6knz88cd56623sFgsfOtb36KsrAy49+pAYvIk2K18bWEWTxemYreamZEko3shQkHT\n", "PW4mg8yTFEKEwqTc40YIIaKFqiI5MDBAeXl54H/Skxw/o/d9JD/9mozcOvo9dLm9Id/PRFA1S7yi\n", "ooLS0lKcTic9PT28/fbbPPfcc6GOTQhhQCebunnl/cvYLCb+/LEcCtPiwx1SUKpGkjabDafTCYDT\n", "6cRms4U0qGhg9Llokp9+hTK31p5BXj54CVfPIFc7B/iHw5fpHojsEaWqIunz+UZsy1JpQggtFMDn\n", "v32u2Ov3E+nlRFWRdDqd1NXVAVBXVxcYVd6P3++/q8CKIUbuaYHkp2ehzC0t3sb3H88lzmYmMdbC\n", "//z8TKbERfbaEKqie/LJJzly5AinTp0iOzubJ5988r7v2bt3L/X19WzYsCFwQ7Hm5mYOHTqExWJh\n", "5cqVZGZmji96IYSumEwmlsxI5OdfmofZBKnxMeEO6b5COk/y3LlzJCUlBYrk22+/zfr16wHYsWMH\n", "GzZsuOd7ZZ6kECIUQj5PsrGxUXNPcvjKQTExkf8XRAghVBXJH/3oRzQ2NrJ7926uXbvG22+/rWln\n", "wwetejxD7vH5udLh5kqHe0TzWQsj97RA8tMzI+emhaoiWVhYSE5ODjC+67aHn8QxmUz3ff3wL6uy\n", "sjKs29XHjnOgxsXXyz7lT8o+5d1aF9XVxzR/3unTpyMqv4nelvxkO5K3x0JVT/JW/3Dfvn2sWbPm\n", "vv3EW+7sSW7fvp2NGzeiKAq7du0Ket+cSOtJtvQM8sfbPsXtHWo1JMdZ+ZeNc0lx6G9ELEQ0G2tP\n", "UtXZ7Z6eHvbv309+fr7qDz548CD19fXY7XZyc3NZsWIFS5YsYcuWLSiKwqpVq1R/ViSwmk1MsVtx\n", "9wwCkBRnxWq5/2hYCKFvqorks88+i8vlIi8vj1OnTqk6cTNaEczKyuL5558fe5QRIMVh469X5fHq\n", "0auYTSa+sSSbxFjt87sqKysNfdWG5KdfRs5NC1X/yh0OB3l5eQAsWLCAefPmhTSoSFWQ6uDvSmcD\n", "YLPIAkpCRANN/9L37t070XHohs1inpACafS/1JKffhk5Ny00/WuXa7eFENEiaJF8+eWXaWpq4pVX\n", "XmHr1q2B/50+fXqy4jMsrdMR9ELy0y8j56ZF0J7kD37wAwDy8/NHTPnZsWNHaKMSQogIoepwe+nS\n", "pSO2k5KSQhJMNDF630fy0y8j56aFqiI5bdq0EduPPfZYKGIRQoiII/NYwsTofR/JT7+MnJsWUiSF\n", "ECIIue+2ECKqyH23hRBiAkmRDJNgfR+Pz885Vw/vXWznQlvfJEY1cYze1zJyfkbOTYvIvgOPwfUP\n", "+uj1+EiItRBrtQQer2nt47vvnMevgN1q5sfrCsif6gjySUKIUJGRZJjMKV7MP1Vd4U/La/g/x67T\n", "0e8JPHepvZ9bC5+7vX5aPlueTU+MPtfOqPkNeP0kzS7md40dNHUNhDuciCAjyTA56+rl3Ys3Adh+\n", "tpWS6QksnjkFgLyUOEwM3aPYbjWT7pT7AYnJcfxqFy8fvARAXrKd/3tNftT/9ycjyTDp7+8fsT18\n", "yZC5aQ7+cW0Bf/GFHF5Zq89DbaP3tYya360/3ACXbrpp69XfUcxEk5FkmGTFDPLHi7Pw+vw4YizM\n", "Sb1dCG0WMw9Oc1Lg9XO5w835tj5mTInFbrME+UQhxu/hrATev9QBQJLdyhS7lAj5DYTJtMxM/r/3\n", "Gjnj6mVhdgLLcqaMeN7nV3i3/iavvH8ZgG8+Op2n56bqZrHfyerZ9Qx6iZ2gNT7Hwqg9yc/nJZHi\n", "sHGjz8MDGfFMn2IPd0hhJ0UyTD5t6eWMqxeA41e7qWvtI90ZG3i+0+3hF9VNge2fVzfxaE5S1PeH\n", "bvH6FT5s7OTXH11nRlIsLy7Kkn/QEyDRbuXRO/5gRzt9DEsMyDc48sxhjHXkVxFjMZOVeLtoTkuI\n", "IUZHNx4Ldc+u8WY/f/Mfl2jscFPZ0Mnb59pCur87GbUnCcbOTQsZSYZJitLDc0XpVDV28nh+MoVp\n", "8SOed8Za+Z8rZlJ22oXXB8/NTycpTm5fe4vXpwSmSQF0uD33frEQ4yDXboeR16/Q5/ERb7NgMasf\n", "JSqKgsmkn1FlKPQO+tj6iYvfnHSRFGflb9fkMztVf7MAxOQLyX23xcRze32cae7lnKuXokwnD6XH\n", "Y7MG73509nv4j4s3OXq5kyfnTOXRnCnERekZ7/gYC7+3IIMnZqdgt5pJk16tCBHpSU6Afo8PV/cA\n", "XQNe1e/56FIr3997kTc+bual3Reou3H/a7TPunr5lw+vcaKphx++18j5CL6uezL6WnE2CzOS7GEp\n", "kEbu2xk5Ny1kJKnBlQ43ZWdaGPD6ea4onb117bx9rpV56Q6+syJH1VnWm+7b08cV4Ebf/XtqHe6R\n", "Rbh30HfXawZ9fmJ0Mk1ICD2QIjlGfYM+flp1hVPXewCYlRLHjrOtAJx19VF9pYuNKorkvKwkHLZW\n", "+jx+ptitzFTxngcz4klz2Gjt8zAnNY7c5LjAcx39XvbV3aCqoYMnZifz+OwUEmLD9/UadR7hLUbO\n", "z8i5aSFFcowGvH6udd6evuPzjzzvZVM5TSd/qoOfrJ9Da6+HdGcMM5OGimT3gBf3Z4XzzmlBOclx\n", "/OO6AjrcXqY6bKTG3z7M/LSlh18cG5pXWdPax4wkO49MT9SUoxDiNjkuG6MpcVa+tiiLW6UwI8HG\n", "V0sySY6z8vncJB7KcPLR1S4+vtZNfVsfHp9/1M+prKwkJzmOhdmJgQJ5tdPND/bX88dln7L1Exc9\n", "o/Q4MxJiKUyLH1EgAfo8/qDbk83ofS0j52fk3LSQkeQYmU0mVuYlkZtix+9XmJFkx2o2UVo4FUVR\n", "+EnlFT680oXZBF9fPJ3m3kGW5ai7Be/h+puccfVSMj2BWJuFQxfaeWiaU9UCF4VpDnKSYmnsGGBe\n", "uoPZU+Pu+x4hxP1JkdTAZjUze1jh8voVuge89Az4aOkdOgHjV6D6ShdZiTYWZSfedW3xaH0fEybi\n", "YywUTXPy2tFrACTEWvjJ+jlk36dnmT3Fzt89NZsut4+kOCspjvBOPDd6X8vI+Rk5Ny2kSI6TX1Go\n", "aujg795tQFHgD0syGfT5udo5wIykWJLs1rsK5LXOAS7d7CchxsKcNEdgruPKWUk0dbm5dPP2Mmrd\n", "Az5aewbvWyQBUuNjSI2/78uEEGMgPclx6uj38s+/u4pfGZrK8+YpF//p4Wn80cJMFkxzsrogZcTr\n", "W7oH+Ov9F/lfBy/x3d0XOHq5M/Dc9Cl2/uCRTBZl3z7hMi0hhkQdLldl9L6WkfMzcm5aTPq/voqK\n", "Cny+ofl9+fn5FBUVTXYIE8pmMTE1zkpH/9BJlpQ4K49MT8AZa6WutY+zrl463F4KUh2YTSZu9Hm4\n", "Muzs+OH6Dh7Lv11Ik+NsdPR7+JMl03F7fKQ4bLLyjxBhNOlF0m63s3r16sne7bgMeP2093mItZpI\n", "cYwsWAmxVr73WC6/PNaEV1H42sIskuJsnHX18O1dQzfzsllM/HjdHLISYujoH5q+c2vy+JIZI6fp\n", "2KxmVhdM5dPWXnz+oRMy4ZzvqJXR+1pGzs/IuWkx6f/6fD4f5eXlKIpCXl5exC9i0e/x8c6nbfzb\n", "sSZSHTZefnLWXWeb81Li+MHqWQCBhSqaugYCq9R4fAqu7gF6B3387bsN/EFJJm6vnxlTYikZZS5j\n", "ssOm+oy4ECK0Jr0nWVpayrPPPsuXvvQlXC7XZO9+zK52DvBadRN+BVp6Pbx5avSYLWbTiJV8pifG\n", "MiMxlj8syeSrJZlMT4hlwONnwKfw8+om3jjRjNurkKDDfqMaRu9rGTk/I+emRVhP3NhswaepDP+y\n", "Kisrw7JtMcHwVczsVjNev3Lf97ubLvDCwxm8ceI6v/roOp9c7yLe4uO/fy6bJLuVeWlxZFrdYc8v\n", "VNunT5+OqHgkP9kevj0Wk76eZGNjIzk5OQDs2rWLtWvXjvq6SFlP0uPz88GlDsrPtPLozESyk2Kx\n", "ms18LjeJnkEvMRbzqAtKXO908709F3F9ds9siwk2L8jgevcgC7MTaO31sDA7gYI75uz0e3xc7RzA\n", "YoIZSXbd3NNGCL2I+PUkGxsbqa6uBqC4uHiydz9mNouZwjQHa+dN5Tcfu0i0W9lUlMaRhg5+efw6\n", "mQkxfH3pdGYMm8dYf6OPmpZekuOsgSI5Jc6KT1HISozlfx8eurnXb0+5+On6QmYmD7130Otnd00b\n", "rx5twgT8+WM5PJafjDnKF9gNpd5BH+19HuJs5rsu9RQCwlAkV6xYMdm7HLd+j5+fVl3F61do7R3E\n", "YjLxb9UAMWGXAAARK0lEQVTXuNo1SGOHmylxVr69Ymh0fLPPw4Ub/fz0yFX+ZMl0ptiteHx+1syZ\n", "SvmZFjISbt+3ps/jp3PY8mft/R5+/tnNvxTgF8eaeGR6gi5v21BZWRnxZ0k73V5+/dF1dn3aRnq8\n", "jb9Zk09uirrLOfWQn1ZGzk0LY541mGAxFjM+v4LDZuZri7KobOxgQVYC6x+041eG7rdy/Eon6Qkx\n", "DHiGbsngV+C1o9dYlJ3ACw9n0twzwNoH0oizmqhs6MCvQF6ynXSnbcR+0uNjaP5s9JmVGCtrQ4ZQ\n", "481+dn06dAOxll4Phy6282LK9DBHJSKNFEkVMhNj+Osn8lCAf6q8TNfA0GT4L+Qn0dw9yKctfThj\n", "LHz/CzlUNnTw4DQn+Sl2Lra7eTQnib/cdxG314/FBD9aW8BP1s+ha8DHjCmxI0aWbo+P//LodA6c\n", "v4kjxsyX52fgiNHn7Rn0MBK58w9Q4hjmo+ohP62MnJsWUiRHcbPfg9kEU+xDozyfX6Gxw41PUQIF\n", "0mo20dHnJemz1/QM+rjY3s+8dCcpcVb+27Js+rxDC1+4vUPLlvkUuNIxwJo5KdS19XHsShfTp8Qy\n", "Lz0ei9nEqes9tPd5SHZYcXUP4oiRUWQo5aXE8d0VM/ntJy0Upjn4fJ7MTRV3kyJ5h4+vdfGj9y9j\n", "s5h46bFc5qbH09bn4VcfXWdhdgJPzE6mZ8DHQ9Oc9Ht8pMXbqGntBYbmU/V7/bx+wsVUh428FDtJ\n", "cVZsFhMen4IJyJ4SS317P9/edZ5B39DEgr8rzSchxkyvx4fC0GH2jT4PA96IvJGlKnroa8Vazaye\n", "M5VHc6dgt5ixjqG1oYf8tDJyblpIkRymtWeQlw9eCixY+w/vN/KPz8zG5xtaKfz41W4em5XE0pmJ\n", "/KTqKgAr85L45qPZxNnMxMdYuNLhpq6tD69fwWJO5pyrlx+W5uPq8ZCZEMOcNAcfN3UHCiRA94CH\n", "q50+fn60CQVYOjORZ+ZOJdmgE80jjTNGfs/i3uR4bhgFApcSmk2w4YE0tp1u5d36Dv7qiVwWz0gk\n", "yW6jvn1oEnhusp1kh41PmnsoP9PKn1Wc552aG/zVE7kAdLo9bHwwlbyUOFYVpDAnzUHDTTcWk4k1\n", "c4YWtbCYIC85joMXbnKrbH54uQuHzUqcTvuRYPy+lpHzM3JuWkiRHCYt3sZfPp5LfIyFLz6Qxq5P\n", "2/jtJy385qSLLSddrJ+XSveghyUzErGYYPZUB9VXOkmOs/HRtW5g6P4yzd2DJMQOTTjfXXcjcKuH\n", "I42d/NcdtfzF3ovEWMz8/VP5/NP6OUyfYqcw7fb14ClxVtKc+pv2I4QRSZEcxmQysXhGIq99aS5P\n", "FabQ2HH7ssGGm24sZhN/ung6JdmJ/MMzBTyc5aQ4M4E77/0VZzPzxQfSudzhJi/Zwb+fdPFpSy87\n", "z7UGRosVn7Yx1RFDYVo8VouZ5+an85+XTufL89P529LZTBt21luPtF4CphdGzs/IuWkhzZg7mEwm\n", "0uJjcMZYWP9AWuB2sU8VTsXn9/O/DjUwJ9VBRkIM//LhNdbNm0pusp3n5qfzQX0HxVlO0uJt/OZj\n", "F8vzknjj42YAdte08c1HsznTPHSSJyXOSpzt9t+oDGcsGx9Kn/yEhRBBSZG8hzibhU1FaRRNi8en\n", "QKrDynfeucAXH0gjOc4aGBEmxdn4adVVptitPJzl5LFZyXQOePmrVblsOXl7xaA+j5+0+Bj+sGQa\n", "N/u9PFU4lTQDL6Zr9L6WkfMzcm5aSJEMwmGzYAb6PD66B0z8j+UzOHK5k+1nW9lUlM7y3CnYrWba\n", "+jy09Xm42N5PXIyF5TlTKEiN5+m5qRxp7MSvwIJMJzOSYimenhDutIQQYyA9yXu41N7PoQvtmEwm\n", "kuNsXO5w4+oZ5ONrPQBsO92C16cwKyUO27C11NLjY+CzBSkezkrgZ18s5H8/NZvvPZbD1GELKBi9\n", "7yP56ZeRc9NCRpKj6B4YWvjgSOPQTbq+VJTOmevdfPHBdEqyE6hqGHo8zWnD7/fzl0/kcvp6D6nx\n", "MZhMCjmfrepjMZsoSL3/PbOFEJFr0teTVCtc60nWtfbS0e/l/9pfH3gsKzGWeekOUhw2PF4/c9Ic\n", "9Hv8ePwKhy60U3+jn40PpeOwmVkxK4mZSepWkhFCTL6IX08y3LoHvJy63kP9jX5KshNIjLXQ3ufF\n", "GWshxmLie7sv8IX8ZPJS7Fz6bNJ4YZqDa50DPJgxdCnioNfPz45c5eGsBBJjrfiUocNvu9XME7NT\n", "7hOBEEJPoq4n+cn1Hupa+zCbwO3x88P3Gvnu7gv8U+UVOvq9DPoU9tTe4AuzkvmTJVl8a/kMHpoW\n", "z6qCFFp7Bvj3j5u50jlAWryNk03dlGQnsig7gcI0B3+zZhaZiermNxq97yP56ZeRc9Mi6kaSHp+f\n", "E9e6qWvr4w9LMjnf1g9AbWsfV7sG+MbSLNp6vfz7yWa+viiLmVNiKcpM4FNXD//v767iV2D/+Xb+\n", "5slZHLnciaIo/NnymSTGWoi16fcyQiHE6KKuSKbE2ahr6wOGljsbrm/Qx6tHm0iLt/H9L+Tyb9VN\n", "xNksvLJ2NrNTHfzj2gJcPYNkT7FTkOpgXoZTcxxGn4sm+emXkXPTIuoOt7OmxJKTNHRIfPFGP5uK\n", "0slNtvOV4gzOuIauhmntHboFw5XOAabYrdzo9WKzmHkgw8kX8lPkjLUQUSTqimRqfAw/WD2L763M\n", "YXnuFOKsJoqmxTM3LS4wtQcgMyGWry3MZGF2Ate6BiY8DqP3fSQ//TJyblpE3eE2QPYUO9mf3d3w\n", "Wmcc7X1eutxevrowk7rWPhZlJ3Diahe1N/rY+EDaiPvQCCGii8yT/Exz1wD//LurFKY5ONLYwYUb\n", "Q9N/UuKs/PPGQqY6jHudtRDRZKzzJKPucPtepiXG8t2VOXw+L4mb/b7A4wM+JbAQrxAi+kiRHCbR\n", "biUnOY7vrJhJnM2M3Wrmzx/LIdUx8YfbRu/7SH76ZeTctIjKnuT9lGQn8vNn56GgkO6MwWQy3f9N\n", "QghDkp6kECKqSE9SCCEmkBTJMDF630fy0y8j56aFFEkhhAhCepJCiKgiPUkhhJhAUiTDxOh9H8lP\n", "v4ycmxZhmSfZ3NzMoUOHsFgsrFy5kszMzHCEIYQQ9xWWkWR1dTUvvPACmzdv5ujRo+EIIeyMvmaf\n", "5KdfRs5Ni7AUSYfj9nqMMTGycIQQInKFpUgOP6Fus0XnMmRG7/tIfvpl5Ny0CEtP0ue7vcrOva6L\n", "TkpK4sSJE5MV0qRzOBySn44ZOT8j5wZDtWUswlIk+/uHbr6lKErg5zuVlJRMZkhCCDGqsEwmb2pq\n", "4vDhwyiKwqpVq0hPT5/sEIQQQpWIveJGCCEigUwmF0KIIKRICiFEEFIkxYTw+/0jZi0YjdHzE/cW\n", "cbdvMPolixUVFYF/bPn5+RQVFYU5ovHbu3cv9fX1bNiwgaysLMBY3+No+Rnpezx79iy1tbX4/X6W\n", "Ll1Kdna2ob6/0fIb0/enRJidO3cGft6+fXsYIwmN/fv3hzuEkDh79qxy7dq1wLbRvsc78zPS93j4\n", "8OHAz++8846iKMb6/kbLbyzfX8SNJI1+yaLP56O8vBxFUcjLyzPsmpnyPerHihUr7nrMSN/faPmN\n", "5fuLuCKpGPySxdLS0sDPe/bsCWMkoSXfo/4cOHCAxYsXA8b8/obnN5bvL+JO3Ki5ZNEojPIf32jk\n", "e9SXw4cPU1BQQGpqKmC87+/O/Ia73/cXcUVSzSWLetbY2Bj42e12hzGS0JLvUT8++OADMjIyyM3N\n", "DTxmpO9vtPzG8v1F3OH2kiVL2LJlS+CSRaNpbGykuroagOLi4jBHMzEOHjxIfX09drud3NxcVqxY\n", "YajvcbT8jPI9trS0UFVVxdy5c6mpqaG7u5vf//3fN8z3d6/8xvL9yWWJQggRRMQdbgshRCSRIimE\n", "EEFIkRRCiCCkSAohRBBSJIUQIggpkkIIEYQUSTFhfD4ffr8/3GEIMaGkSOrcyy+/PGGf9dZbb7Fj\n", "xw527NjBzp076erqGvH8rl27Rn1fU1MT27Zt48c//jE3btzQvP+PPvqIV199VfP7jepev/c77du3\n", "j7KyshBHE30i7oobMTZf//rXJ+yzTCYTGzZsuOfz97o8LSsri02bNvHee++Na/8lJSUjLhcTQ9Re\n", "FrhmzRrKy8tDHE30kSKpU83NzXz44YdcvHiRb3/724HH+/r6KC8vx+l0YrFYqK2t5Tvf+U7g+f37\n", "99PT04PFYsHj8bBu3TpiY2MBiI2NpaysDIvFQl9fH2vXriUxMRGv18uePXuoqalhx44dABQUFPDg\n", "gw+OO4+DBw/S3t6O1WrFYrGMOFyvra3l5MmTxMXF4Xa7WbhwIbNmzeL69ev86le/oqCggGeffRaX\n", "y8Wbb75JWloamzdvxmq993/We/fupba2luTkZBITE+nr62P+/Pk89NBDQfcJ0NDQwP79+5k/fz4N\n", "DQ3ExMSQnp7O8uXLAaiqqqK1tRWLxcLAwAAAmzZtuu/voKGhgaqqKpxOJ2azmba2Nv7oj/4IgPff\n", "f3/E7z05OZmVK1cC4PV62b59O2azGUVRdL0wbkQb/5KWIpzeeuutEdv19fXKvn37AtsNDQ2Bn6uq\n", "qpTa2trAdnd3t1JWVjbq5w4MDNz13J37utO7776rtLS0qI797Nmzyu9+97vAdmtrq/LDH/5QURRF\n", "6e3tVV5//fURr9+6dasyODioKIqiuFwu5eDBg4HntmzZonq/3/3udxWfzxfY/u1vf6v09fXdd5+3\n", "Yv7Zz36mDAwMjHhdbW2tcvTo0cC23+9XqqqqVMXzzjvvKI2NjYHt4d+Zotz7915RUaG0trYGto8e\n", "Paps3bpV1T6FejKSNJi8vDx8Ph/79u0LLHeVk5MDwLVr11i2bFngtU6n856fMxkLrZ4/f541a9YE\n", "tlNTU8nOzgbA5XLR1dUVGEHB0GotN2/eJD09nfT0dFpbW4GhUfVYRlFFRUWYzbfb8XPmzKGpqQmz\n", "2Rx0n7c8/vjjd/1+6urqWL16dWDbZDKN+F0H8/TTT3Ps2DHOnTuH1+slPT098J0F09PTM2Lpr+Li\n", "Yi5fvqxqn0I9KZIGc+rUKRYsWMDs2bMBOHLkCI2NjeTk5JCdnU1dXR1z5swBhv6R3eL3+7l06RL5\n", "+fkAdHR0YLfbQxprQUEBJ0+eZOnSpQC0trZy5coVALKzs8nIyBjRI73zzHlJSQnHjx/nypUrrFu3\n", "TvV+z5w5g9/vDxTKCxcusHbtWiwWy333qSjKqOsrzpo1i9OnT7Nw4cLAY8N/18F8/PHHLFq0KLD9\n", "m9/8JrA4bDDx8fG0tbUFCuWJEydGLJYrJoasAqRT7733Hh0dHZw+fTowMiotLWXXrl0jRkkA69ev\n", "Dzx2qydpNpvxeDysX78+0JN87733cLlcxMbG4vF42Lhx44j+3vvvv097eztmsxmv18uyZcuYNm1a\n", "oD9aX19PRkYGCQkJlJaWqhqNHjhwgJs3b2K323G73bS0tLB06VIWLlzIlStXOHbsWCCGnp4e1q1b\n", "R0JCQuD9v/jFL5g2bRrPPPOM6t/da6+9htPpxG634/F4WLBgAXPnzgUIus/q6mpOnjwJQHp6OtOn\n", "Tx9R3N59990Rv5/CwkLmz59/33j+9V//lczMTBRFwe/3j+hzwlCxPXXqFLGxsYHbDcyfPx+v18u2\n", "bduw2WyYzWacTifHjh3jK1/5yoi1E8X4SJEUUWfr1q0899xz4Q5D6ITMkxRRZe/evdTU1LB79+5w\n", "hyJ0QkaSImQaGhoCh6d3ys3NDcmK3uHYZzA9PT0cOnRo1F6h0+nU9arf0UKKpBBCBCGH20IIEYQU\n", "SSGECEKKpBBCBCFFUgghgvj/AePNlXe9GK25AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.598121\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VPeZ4P1vrSqVSkL7hkASQoAXQLYwYExDYrMoLD6Y\n", "xjG2T7/Tid90+n0zM57ptKc9Sc/kzfR0d3oSd8+8fdJvkjmZ5IzdwW12Cxshi2CwhNkig1msxQgJ\n", "LNAutC+lqvv+oVBGIBWlK5Wq7q+ezzk+p26pqu7zqMyj333u7/6uSdM0DSGEEOMyhzoAIYQIZ1Ik\n", "hRDCDymSQgjhhxRJIYTwQ4qkEEL4IUVSCCH8sAbzw0+ePElzczMAc+fOpbCwkOLiYjweDwB5eXks\n", "Xrw4mCEIIcSUBLVIrlq1yve4tLQUAIfDwfr164O5WyGEmDZBLZIA9fX17N27l+eeew4Aj8fDvn37\n", "0DSN3NxcHn/88WCHIIQQuplm4oqbwcFBDh48yAsvvDDm+cOHD/O1r30t2LsXQgjdgj6ShNFD7NjY\n", "2Puet9lsE76ntLQUi8USzLCEEBEoPj6ewsLCgF8f1CLZ0dFBYmIiAHcGrA0NDWRnZwOjI8yJWCwW\n", "ORQXQky7ysrKSb0+qEWyoqKCoaEhAJYtWwaMFskzZ84AUFBQEMzdh7Xy8nJWr14d6jCCRvIzLpVz\n", "0yOoRXLr1q33PbdmzZpg7lIIIabVjJy40ePo0aNyuC2EmHaVlZU888wzAb9errgRQgg/pEiGSHl5\n", "eahDCCrJz7hUzk0PKZJCCOGH9CSFEBFFepJCCDGNpEiGiOp9H8nPuFTOTQ8pkkII4Yf0JIUQEUV6\n", "kkIIMY2kSIaI6n0fyc+4VM5NDymSQgjhh/QkhRARRXqSQggxjaRIhojqfR/Jz7hUzk0PKZJCCOGH\n", "9CSFEBFFepJCCDGNpEiGiOp9H8nPuFTOTQ8pkkII4Yf0JIUQEUV6kkIIMY2kSIaI6n0fyc+4VM5N\n", "j6Ded1uIYOof9tA1OILTZmZWtC3U4QhFSU9SGFJnv5tfnr1JaW0HC1OcvP6VbGbPcoQ6LGEA0pMU\n", "EeHz9gFKazsAqG7t55ObPSGOSKhKimSIqN73CXZ+VotpzLbdMrP/K6v8/amcmx5SJIUh5SdF881l\n", "GaS6bGzIT6Qg0xXqkISipCcpDGvEq9E7PEK01UKUVf7ei8BMticpZ7eFYVnNJuIdclZbBJf8+Q0R\n", "1fs+kp9xqZybHlIkhRDCj6D2JE+ePElzczMAc+fOpbCwkKamJo4ePYrFYmHt2rVkZGSM+17pSQoh\n", "giGsepKrVq3yPS4tLQXgzJkzvPzyywAcOHCAbdu2BTMEIYSYkqAfbtfX1/PGG28wf/58AJxOp+9n\n", "drs92LsPW6r3fSQ/41I5Nz2CXiRzcnL4zne+w9mzZwG4++jeZpMzk0KI8DYjJ24cDgexsbEAeDwe\n", "3/Mmk2mitwBj/6KVl5crtS35GXtb5fxWr14dVvEEY3sygnripqOjg8TERADee+89Nm/ezP79+3nu\n", "uefQNI1Dhw6xdevWcd8rJ26EEMEQVgtcVFRUsGfPHvbs2cMjjzwCwIoVK9i1axe7du1ixYoVwdx9\n", "WNP7V80oJD/jUjk3PYJ6dnu8UWJmZiYvvvhiMHcrhBDTRq7dFkJElLA63BZCCKOTIhkiqvd9JD/j\n", "Ujk3PaRICiGEH9KTFEJEFOlJCiHENJIiGSKq930kP+NSOTc9pEgKIYQf0pMUQkQU6UkKIcQ0kiIZ\n", "Iqr3fSQ/41I5Nz2kSAohhB/SkxRCRBTpSQohxDSSIhkiqvd9JD/jUjk3PaRICiGEH9KTFEJEFOlJ\n", "CiHENJIiGSKq930kP+NSOTc9pEgKIYQf0pMUQkQU6UkKIcQ0kiIZIqr3fSQ/41I5Nz2kSAohhB/S\n", "kxRCRBTpSQohxDSSIhkiqvd9JD/jUjk3PaRICiGEH9KTFEJElBnpSdbX1+t5mxBCGI7V3w/37t2L\n", "yWQCwOv1AqBpGrW1tXzve98LfnQKKy8vZ/Xq1aEOI2gkP+NSOTc9/BZJl8vFxo0bqaiowGazUVBQ\n", "QGVlJfHx8TMVnxBChJTfIrlx40YAbt26xY4dOwBYuXIl+/fvD+jDL1++THV1NV6vl5UrV5KVlUVx\n", "cTEejweAvLw8Fi9ePJX4DUv1v9SSn3GpnJsefovkHXcOue+4c+j9IO3t7Wzfvh2A999/n6ysLBwO\n", "B+vXr59kmEIIERoBnbjxer20tbUB0NbWhtvtDujD16xZc99zHo+Hffv2sXfvXiorKycRqlpUn4sm\n", "+RmXyrnpEdBI8rnnnqOkpITe3l5iYmJ8h96B+uCDD1i+fDkARUVFvucPHz48qc8RQoiZFtBI0mq1\n", "smXLFnbu3MnWrVuxWgOqrQAcP36c/Px8kpOT7/uZzWbz+967/6KVl5crtS35GXtb5fxWr14dVvEE\n", "Y3sydE0m//TTT1myZMkDX/fRRx+RkpLCokWLfM81NDSQnZ0NwKFDh9iyZcu475XJ5EKIYAjKZPLj\n", "x4+P2b527doD39PS0kJFRQVVVVUcOHCAN998Exgtkrt372b37t0sXLgw4EBVo/evmlFIfsalcm56\n", "BHTc3NnZOWb73rPd40lNTeX111+/7/nxTuYIIUS40nVZ4tDQ0HTHEXFUn4sm+RmXyrnp4XckeejQ\n", "IQYGBqiqqhoz7Wfp0qVBD0wIIcKB3yJ556TKiRMn5DB5mpWXq319rORnXCrnpkdAh9tSIIUQkUrW\n", "kxRCRJTJTgEK6Oz2r371K55++mmam5v5/PPPmTt3rgzHhRARIaDD7eTkZLKzs2lpaeGll16ipaUl\n", "2HEpT/W5aJKfcamcmx4BL3AB+C5HNJvl1jhCiMgQULXr7e3l+vXrJCUlAYFNJhf+qd6ukPyMS+Xc\n", "9AioSD711FNcunSJJ554gk8++YRbt24FOy4hhAgLARXJnJwcNm3aBMBjjz3Gn/7pnwY1qEiget9H\n", "8jMulXPTY8rNxbKysumIQwghwtKUi2Rvb+90xBFxVO/7SH7GpXJueshpaiGE8EOKZIio3veR/IxL\n", "5dz0kCIphBB+SJEMEdX7PpKfcamcmx5TLpIysVwIobIpF8nJrKYhvqR630fyMy6Vc9MjoCK5Z88e\n", "Tp48CUBNTQ2ffvqp72culys4kQkhRBgIeCT55JNPArBgwQKqq6uDFlCkUL3vI/kZl8q56RFQkYyK\n", "ihrTe7yzGpAQQqguoCLp8XjGbN9ZOk3op3rfR/IzLpVz0yOgIpmSksKZM2cYGhri3LlzJCYmBjsu\n", "IYSBDY14udzcy+kbXTT3Doc6nCkJ+B43NTU11NTUMG/ePB5++OFgxyX3uBHCwD661slfHa0H4OFU\n", "J//pmVySYuwAdA64aewaItpmJichGot5ZqcRBuUeNzB6wmbBggW6ghJCRJbDVe2+x1da+mnrd5MU\n", "Y6drYIR/OvkFx6/dxmKCv9qYx7KsuBBG+mABHW5Lj2L6qf47lfyMazpyK7yr8CVEW4mLGh2PNfcO\n", "c/zabQA8Guy92EKY3rDVJ6CR5L03/jp79ixPPPFEUAISQhjf03kJpMTYaOt381hmLBlxUQA47Wac\n", "NjP97tGTvwuSnWF/1V5ARXJ4eJjh4WHs9tGeQmNjoxTJKVJ9LprkZ1zTkVuC08aaeQn3PZ81y8GP\n", "vjafIzXtZMZFsXac14SbgIpkTk4Ov/jFL3j66aeB+0eWQggRqEWpMSxKjQl1GAELqCf56aef+gpk\n", "uPcPjELlnhZIfkamcm56BDSS3LBhAzk5Ob7tvr6+YMUjhBBhJeB5knpcvnyZ6upqvF4vK1euJCsr\n", "i6amJo4ePYrFYmHt2rVkZGSM+16ZJymECIbJzpMMeIELt9tNS0sLXq+Xnp6egN7T3t7O9u3b2bFj\n", "h2/loDNnzvDyyy+zc+dOTp8+HXCgQggRCgEVybq6Og4ePEhpaSkAxcXFAX34mjVr7nvO6XT6Ht85\n", "Wx6JVO/7SH7GpXJuegRUJM+dO8eOHTtwuVyYzeZJryH5wQcfsHz5cmDsiR+bzeb3fXd/WeXl5Upt\n", "X7x4Mazikfwkv0janoyAepLvvvsuzz77LAcOHGDbtm2+7UAcP36c7Oxs34mfkpISioqKACgrK2Pd\n", "unXjvk96kkLMvBGvxo3bg4x4NbLiooi2W0Id0rQLyrXbAwMDY7ZHRkYC+vCPPvqItLS0MWfG73yW\n", "pmn3fa4QIrRONXTxX397Da8G3yjMYPviFKKs6hXKyQjocLugoIC33nqLmzdvsnfv3oCutmlpaaGi\n", "ooKqqioOHDjAm2++CcCKFSvYtWsXu3btYsWKFVOL3sD0Dv2NQvIznp6hEX517ibe3x9b/up3t2jr\n", "c4c2qDAQ0Ehy4cKFzJkzh+bmZrKysh7YSwRITU3l9ddfv+/5zMxMXnzxxclHKoQIKrvFRGacnRtd\n", "Q8DowhR2q9x1OuCl0kwmE16vF4/HE1CRFP6pfO0vSH5GFGW18O0VWSTFtNA9OMJLBemkxETuDJQ7\n", "AiqSly5d4sqVKyxYsIBDhw7x6KOPsmjRomDHJoSYYVnxDv7d6rmhDiOsBHzt9te//nUKCgrYsWMH\n", "Fy5cCHZcylOxp3U3yc+4VM5Nj4CK5N0TwOHB8xuFEEIVARXJ7u5u3x0SvV4vg4ODALz//vvBi0xx\n", "Kva07ib5GZfKuekRUE+ys7OT119/ncWLF3Pp0iXy8vLYvXs3VVVVbNq0KdgxCiFEyAQ8BejVV1+9\n", "7/mSkpJpDyhSlJeXK/0XW/IzLpVz0yOgw+07lxGO9/z58+enNSAhhAgnU54pWl9fPw1hRB7V/1JL\n", "fsalcm56yHR6IYTwQ4pkiKg+F03yMy6Vc9NDiqQQQvghRTJEVO/7SH7GpXJuekiRFEIIPwIqkv4W\n", "2S0oKJi2YCKJ6n0fyc+4VM5Nj4CK5Ntvvz3hz+5edVwIIVQTUJFsbW3l7bff5vjx4wHfukH4p3rf\n", "R/IzLpVz0yOgyxJ37txJRkYGTU1NFBcXY7fb2bx5c7BjE0KIkAtoJJmWlgZAeno6c+bMoampKahB\n", "RQLV+z6Sn3GpnJseAY0k9+3bR0JCAq2trRQWFvLKK68EOy4hhAgLARXJ2tpaXnnlFVJTU4MdT8RQ\n", "ve8j+RmXyrnpEdDh9h//8R9LgRRCRKSAimRGRgZut5uWlha8Xi89PT3Bjkt5qvd9JD/jUjk3PQIq\n", "knV1dRw8eJDS0lIAiouLgxqUEEKEi4CK5Llz59ixYwculwuz2YzL5Qp2XMpTve8j+RmXyrnpEVCR\n", "dDgcwY5DCCHCUkBFcmBgYMy2XHUzdar3fSQ/41I5Nz0CmgJUUFDAW2+9RXd3N3v37mX58uXBjksI\n", "IcKCSdM0LZAX9vf309zcTFZWFjabLdhxcfToUR5//PGg70cIEVkqKyt55plnAn59wOtJOp1OcnNz\n", "sdlsnDt3TldwQghhNH4Pt3/+85+TkpKC1+vl6tWrZGVlcePGDVwuF8uWLZupGJWk+r2NJT/jUjk3\n", "PfwWyWXLllFYWMjBgwd55ZVXSE5OprW1lWPHjgX04V6vF03TsFgs0xKsEELMNL9FsrCwEACPx0Ny\n", "cjIAKSkpAU0JKikpoa6ujm3btpGZmQmMTkL3eDwA5OXlsXjx4ikFb2Sq/6WW/IxL5dz0COjs9r1T\n", "fgYHBx/4nqKiIq5cuTLmOYfDwfr16ycRnhBChFZAJ24SExM5deoUg4ODnDp1ioSEBF0783g87Nu3\n", "j71791JZWanrM1Sh+lw0yc+4VM5Nj4BGkuvWrePKlSscOXKE/Px8Vq5cqWtnRUVFvseHDx9+4Ovv\n", "biDf+eJU2b548WJYxSP5SX6RtD0ZAc+TnMj58+cnvGPilStXiI+P9/Uk71ZWVsa6desm/FyZJymE\n", "CIagzZOcSH19fcCvbWho8D0OpK8phBChNuUiOZGysjLKy8spKyvjxIkTwGiR3L17N7t372bhwoXB\n", "2rUhqN73kfyMS+Xc9AioJ6nHeIfSa9asCdbuhBAiKII2khT+qT4XTfIzLpVz00OKpBBC+CFFMkRU\n", "7/tIfsalcm56TLlITjT9RwghVDDleZLBIvMkhRDBMK3zJGtqavjnf/5nfvOb33D9+nXf82+88Yb+\n", "CIUQwkD8FskLFy7w8ssv89JLL3HhwgWampqA0RV8xNSo3veR/IxL5dz08Fsk775Nw9atWzlx4gS3\n", "b98OelBCCBEu/BZJs9k8pihu376d4uJihoeHgx6Y6lSfiyb5GZfKuenht0hu2rSJzz77zLdttVrZ\n", "vn07t27dCnpgQggRDvwWSavVypNPPjnmuZiYGF599dWgBhUJVO/7SH7GpXJueuiaJ3nnBI4QQqgu\n", "oCJ5+fLlMdsnT54MSjCRRPW+j+RnXCrnpkdARbK2tnbMttUatMWDhBAirOg63PZ6vdMdR8RRve8j\n", "+RmXyrnp4XdIeOjQIQYGBqiqqsLtdvueT0tLC3pgQggRDgK6dru4uJitW7fORDw+cu22ECIYgnKP\n", "m6997Wu6AxJCCCMLqEjKiZrpp3rfR/IzLpVz08Nv9evu7iYuLo7u7m7KysoAcDgcbNiwQQqnECIi\n", "+B1JHjt2DBg9gbNlyxa2b9/OqlWr2L9//4wEpzLV56JJfsalcm56+C2Sd87pOJ1O7HY7APHx8WNW\n", "BxJCCJUF1JP0eDxjtoeGhoISTCRRve8j+RmXyrnp4bdIDg8Ps3v37jEjx6tXr8o8SSFExJj0PW68\n", "Xi9mc/BvsijzJIUQwRCUeZJj3jADBVIIIcJFQBVvaGiIffv2+f6TnuTUqd73kfyMS+Xc9AhosmNx\n", "cTFFRUW4XC56e3t59913ef7554MdmxBChFxAI0mbzYbL5QLA5XLJFKBpoPpcNMnPuFTOTQ9dU4Bk\n", "qTQhRKQIqEi6XC5qamoAqKmp8Y0qH8Tr9d5XYMUo1fs+kp9xqZybHgH1JDds2MDJkye5cOECWVlZ\n", "bNiw4YHvKSkpoa6ujm3btpGZmQmM3hvn6NGjWCwW1q5dS0ZGxtSiF0KIIJv0PMnJuHLlCvHx8b4i\n", "+e677/Lss88CcODAAbZt2zbhe2WepBAiGII+T7KhoUF3T9LpdPoe37kWXAghwllARfInP/kJDQ0N\n", "vP/++zQ2NvLuu+/q2tndg9ZIP0Ouet9H8jMulXPTI6AiuXDhQrKzswFYtWqV7p3dfRLHZDI98PV3\n", "f1nl5eVKbV+8eDGs4pH8JL9I2p6MgHqSd/qHR44cYePGjQ/sJ95xb09y//79PPfcc2iaxqFDh/ze\n", "N0d6kkKIYJhsTzKgs9u9vb2UlpaSl5cX8AeXlZVRV1eHw+EgJyeHNWvWsGLFCnbt2oWmaaxbty7g\n", "zxJCiFAJqEhu376d5uZmcnNzuXDhQkAnbsYrgpmZmbz44ouTj1JB5eXlSl/ZIPkZl8q56RFQkXQ6\n", "neTm5gKwdOlSHnrooaAGJYQQ4ULXumclJSXTHUfEUf0vteRnXCrnpoeuIinXbgshIoXfIvnDH/6Q\n", "mzdv8sYbb7B7927ffxcvXpyp+JSldzqCUUh+xqVybnr47Un+4Ac/ACAvL2/MlJ8DBw4ENyohhAgT\n", "AR1ur1y5csx2fHx8UIKJJKr3fSQ/41I5Nz0COrudnp4+ZvsrX/lKMGIxrFvdQ5y63sWQx8tT2fHM\n", "iXeEOiQhxDSRu3pN0aDbwy/P3uT/O9XI/zp7i7/5bT23B9wPfJ/qfR/Jz7hUzk2PgEaSYmKDI14+\n", "a+nzbdd1DDDg9hIfPf376hpwc/5WL7e6hyjMiiM/2fngNwkhpkRGklMUG2XlDxen+ra/vSITj6bR\n", "9YDRpJ6+T3l9F3/923r+17lb/If3P+f67cH7XtPcM0Rj1yDDI6GdpqV6X0vl/FTOTQ8ZSU6RxWyi\n", "aEESC5KdmIDf1nXyyu7PWJDs5C++mk3WrOnrT15p6fU97hv20D04Mvbnzb18/0gd/cMe/u8nZ7Nx\n", "YRIOq2Xa9i9EJJKR5DRw2i08mu5i2OOl+EobGlDd1s+Z690TvkdP3+er8xIw/36FuflJ0aS6vly4\n", "2O3x8j/P3KRv2IMG/PTjRpp7hie9j+miel9L5fxUzk0PGUlOI4t57BqZduuD18wcj6ZpdAy4sZhM\n", "xEd/uTjx0sxY/sezC+gZ8jBnVtSYImk2mYiL+nLUaLOYsJr17V8I8SUpktMoL8nJ/7k8kwOXWnk0\n", "PYZlWXETvnaivo9X0zhzo5u/P3GdaJuZ7z2dw8KUGABsFrPv8b0sZhPffGI2wyMa7QNu/mTFbDLj\n", "oqaelE6q97VUzk/l3PSQIjmNYuwWtj+ayvr5iUTbzDhsk+8HNvcM81dHr+H2aNwehP+3/AY/3pyP\n", "037/Z9W29VPfOUCqy87CFCfZCQ7+nw25jHg1Yuzy1QoxHaQnOc2sZhMJTtsDC6Tfvs9da8VPdI76\n", "WscA3z1Uy4+PX+e19z7nSvPoNKQoqyUsCqTqfS2V81M5Nz2kSIaZtFg7338mh9goC6kuG/9u9Zxx\n", "R5GtfcMM3jXNp7atfybDFCJihH7IEaEm6vuYTSaenDuLn29fhMVsIiF6/LtKprnsxEZZ6BnyYDbB\n", "Q6nj9ypDRfW+lsr5qZybHlIkw9DgiJemntGR4rwESIy5v1BmJ0Tzk835fNE1SLLTRl5SNPUdA/QM\n", "eUiPs5MSI/c1F2I6yOF2iPjr+xy72smfHarleyVX+empG3QPjn/1Tm5iNH+Qm8BDaS5q2wf4Nwer\n", "+e57tfzNb6/R2hu6OZKgfl9L5fxUzk0PKZIhEuVwcrmpl/JrnXxx1+WF/cMe3r3S5tv+6FoXnQMj\n", "433EGMfrbjPkGT3jc7m5n5vdQ9MftBARSA63Q8SbmsefHapFA1JdNn5UNJ+seAdRVjNLMmKo6xgA\n", "ICPWTsw4J27ulZvw5eWPNouJ2KjQfrWq97VUzk/l3PSQIhkiHzd0+Wb6tPS6udE1SFa8A4vZxNN5\n", "icRFWekb9rAwxYnN8uAB/4q5s3j1KY3P2wf4al4COYmypqUQ00EOt0NkXtKXRSzGbiH2rksKiz9r\n", "4+0LzZTUdPA3xxpo7Lp/tZ97JTptbH4ohVdXz2VJRixmU2gvSVS9r6VyfirnpoeMJKfBtY4BWvqG\n", "SXfZyU4IbCHJeXFmvvPkbDoGRpifFD3mfRmxdoY9GsMeD1azCYdV/pYJESpSJKeotq2f7x6qZXDE\n", "i8tu4Sdb8pmX+OBC+WhWMhmJbgbcHhKjbWMmjK/LT6Rv2MPn7QN8fUlawIU3nKje11I5P5Vz00OK\n", "5BQ1dA76rnzpHfbwRddgQEUSIMlpA8bOgWzsGmTYo/FHj2cQZTXft7KQEGJmyXHcFKW6vixyZhMk\n", "O23cuD3I+1VtnKjrpKN//DmO4/V9Ltzq4U/3VfHtfVX8y6fNDIV4dfGpUL2vpXJ+Kuemh4wkA+T2\n", "eGnuHcbr1Uhz2Yn6/QIWC1Ni+LtN8/m8rZ+FKU5SYmz8xeGrfNE1Ok/xxYI0vrEs84GfP+Lx8r/P\n", "3fLNddx1vpnHM2NZmhkbvKSEEA8kI8kAeLwalY3dHLjcyveP1PHTjxt9V7REWc08lhnL80vSWJIR\n", "S9+w11cgAc7d6GbQ7bnvM+/t+5jNJpLvWkTXYTXTaOAJ4ar3tVTOT+Xc9JCRZADa+tzUdw75roQp\n", "qWmnINPF0/MT73ttfLSVwtmx/K6xB4CihUljlk1ze7x0DLjxeCElxuabA2k2mfjDR1MY8Wh0DrhZ\n", "Oy+B5l7jFkkhVCEjyQDYLKO3VLjbsGf8fmF8tI1//wdz+fGm+Xzvq9nkJUUz4tXweDXO3eji2NVO\n", "vr23im/uvsL7Ve3Udw743puf7OT5JaksSImmsXuIjQuSg5pXMKne11I5P5Vz02PGR5LFxcV4PKOH\n", "n3l5eSxevHimQ5i0RKedx2fHcqWlj1PXu3koxcmSjIl7hR6vxn8vv05j9zBmE/xt0XziHBYOfdZO\n", "W7+bfvdogf2nj7/gXxVm4PFq5CU5MZlMLEqNIT/ZKWe1hQgTM14kHQ4H69evn+ndTtmClBj+7A/m\n", "0jvsIdZuYdYE6zwCNPcO09g92rP0anDqehfr8hPITnDQP/Jlf9JuMTHi1bjZPURektP3vAoF0ih9\n", "rc5+N12DI8Q5rCQ6J/5O72WU/PRQOTc9ZrxIejwe9u3bh6Zp5Obm8vjjj890CLrFR9vG3L1wIgnR\n", "Vpw2s2/E+FCqk1RXFBlxdmZFW/F4NboHPWx+KJl3LjTxn9fNA+BW9xBeTSPVZff1KgfdHixmU0DX\n", "b4vJaeoZ4u+O1XO5pZ+8xGj+8pkcZk/jfdKFGma8SBYVFfkeHz58eKZ3PyOyE6L5b5vnc6mpj5x4\n", "B5jgeF0nqTF2NO8wj2W4yE1y0tHv5i+fySU/2cknjT384IM6hka8fHfNXL6al8CV5j5+cbqR+Ggr\n", "f7Iii+wE4/wDLi8vD/sRSW1bP5dbRm97cbVjgOrW/oCLpBHy00vl3PQI6dltm83/qOzuL+tOMzmc\n", "tu1RUcRmP8Tlpj4Soq2kWwZ4ZF4WAG01F5hrt+PR8vl+SR0wenj9rwozcDls/PJMI68WxvJwWgq9\n", "QyP89OMvfFfu/P1H15kdY+I/fXDD95ym3eCF2UMsXfJo2OTvb/vixYthFc94296UPMYY+XI2gQr5\n", "yfbE25Nh0u49bRtkDQ0NZGdnA3Do0CG2bNky7uuOHj0aFofibo8Xswm6B0fod2tompfbAx5sFhOa\n", "pvGz0418JS+R2rZ+kpxWnsqO59T1LhYkO4l3WrlxewjP7++lXVHfxf/xeDoOm5k/yIknLXb0vtiD\n", "bg//seRzLjePjmqcNjN/W5THq8W1vjjyk6P5+835vknsYup6hkYorengt5938FROPJsWJRMfLbPi\n", "VFdZWckzzzwT8Otn/P+IhoYGzpw5A0BBQcFM7z5gXk3j7I1u/vmTJjJi7TyVE8+HdZ04bRZKaztI\n", "ibHx+leyeSTdxdsXmujoH109vL3PzY2uIeYnOfnV2Vucv9ULwAtLUnk4JRqr2cSilBhfgQRw2Cz8\n", "Xyuz+NmpRgZGvGxamMRH127znSez+OnHX+Cwmvn2itlSIKdZbJSVP1ycypZFSfK7FROa8SK5Zs2a\n", "md6lLvWSJ3dOAAAQBklEQVQdA/yXsmu4vRpVrf2YzSYeSXPx89ONALT2ubnS0s/cWVG+AglQ1znI\n", "xvxE+kc8vgIJUNHQxX9Ymw1omE0mjtW20jbg5VrHAOvzk3wrkM+KtvLLszeJc1j5H1sX8PjsWKxm\n", "ExlxUfeGGNaM1NfSUyCNlN9kqZybHnLKdAIDbi9u75ediNsDI9gtY6fm9AyOPrd+fgIAJmBtbjxm\n", "kwkzkJf05WpAy2bHMT/ZidVs5i9L67jePcL/PHOTss87+f6Rq3QPj7A4w0VFfReDI16+uSyT+Ggr\n", "c+IdhiuQQqhEGjATyJoVxbaHUzhwpRWnzczmRcn89mo731qeSUl1OzmJDh5JH73X9ZIMFxlxUVgt\n", "Zo7XdfLCklQAdi5No7l3mIRoKwWZsXT2u7nWOcDzi1OJumsh3RGvRv+wl62LknksMxaLCebEOzCF\n", "eHXxqVB9JKJyfirnpocUyQnMirbxwtJUnpgTy5WWft765BZ5SU4WJUfT3BNL99AI73zawlfzEuga\n", "HOHsjW5q2/pZlz96f5r624OgaeTGO3hi7iz6hj3894+uc/zabQA2Lkjk8UwXlTd7WZIeQ3qsffQ9\n", "QFaCQ+ZFChEm5F+iH0kxdhKibez5tJm6jkE+qO2gZ9jL5ZY+Pqy7zRddQ8Q7rLxZ2URGXBQ7l6bx\n", "WEYsHQNufnaqkZ+dvsnH17sA6Bsaobz+tu+zT13v5hvLMvn7Lfn8xVeyqai/zavv1vDquzW8X9WO\n", "e4Jrw41C9et/Vc5P5dz0kJHkA+QlRfPjzflUtfZhM5u5cLOHlwvSaOlzk+S0Eu+w8NqauXza1Euc\n", "w8o7F1t4YWkqmXFRzI6z8+zDKQDERFlZnRPvG0k+OSeGnEQHUVYLrX3DvFnZ5NvnW580sTY3fszS\n", "aUKI0JAi+QCN3UO097vJjI2itW+YtFg7F2710tY7zAsF6ZTWtPNIWgxdg6MnYtbkziLWZuEr8+Lp\n", "H/Yw8PvJ4DF2C3+yYjZr5yVgNo0u1htlHT2r6rCYmRvvoKp1dJ7k3FlRY3qWRqR6X0vl/FTOTQ8p\n", "kvfoG/bQ0jtMlMWE2WziH05c51JzH09mx5EQbeO9qnY2L0rkpcfS2X+5lbLPO3//XBLf+2oONouJ\n", "vz3eQM/Q6EIWl5v7+LvN83HZraS47KSMMzqMdVh5bW02JTXtABQtSCLWIV+NEOHA2MOVadY9OMJb\n", "lbf49r4q/vXBaiobe7jY3IcGnGzoJj12tMAtSInh06ZebvWMrvSjAYeq2hlwe2jvH2bQ/WU/sc/t\n", "wTtOe/Hevs+ceAffWj6bby2fzZx441yjPRHV+1oq56dybnpIkbxLXccAey+1AtA37L3vtgtJztEi\n", "mRZjx2mzsGFBIjuXpmECvrEsndxEB2YT/JunsrCYRm/B8G+fmkOcjAqFMKwZv3Y7UDN17Xb30AiD\n", "bi8mk0Zd+yD/5eg13B6NeYnRvPJEBl/cHmTvpVZW5cTz5Nw4eoc9NPcM84szNwF4KMXJN5dncqKu\n", "k8rGXjYsSGTTwiT63KPXfKfHykRwIcJJ2F+7HU6+6Brkxx828HnHANseTmFRSjTfXj6bW91DxDos\n", "/LDsGumxUby2NptdnzRx4HIrryzLoKKhy/cZn7X20z/sofiz0X7ir87dYkGyk8KsuFClJYSYRhF9\n", "uH38aieftfbj9mjsvthCx8AI6bE2ls6O5de/a2LYo3H99iAlNe10DI5en11S00Hh7C9v3ZAZZ2fY\n", "E9j9b+6met9H8jMulXPTI6JHkvf2GeKjrQx74cbtgTHPW8wm7jQlbvUMMSfBwX/8ajYDbi99wx6+\n", "uD1IXlI0V9sHWDEnjvl33YpBCGFsEVkkb3YPMjyi8UhaDEsyXDR0DrJufgJWk4m4KAvvNHTx8mPp\n", "vPdZG+mxdp6el4Cmjd5je828eN4+38xra7OZHRfFTz/+grLaDjYuTOLrS1JZmuEi0fngSeCqz0WT\n", "/IxL5dz0iLgi+VlzLxeaehnxaMxPdrIwOZp5idFcaurlqZx4FiY7WZefyMHLraybn8jqnFnsOn/L\n", "t5xZ+bXbfH1JGjnxDmxWM99clsFTOfGjE8STnSRM4mZSQojwF1E9SU3TuNo+QPGVNv53ZRM/KK1j\n", "QUoM8Q4Lq3NHR4s2q5mvLUzitbVzcUWZ+etj9Tydn8SyOXE8vySVvy7K45n5Cdh+f0VMUoydVdmz\n", "WDl31qQKpOp9H8nPuFTOTY+IKpIm0+hVNK19bmC0J/lJYw8f1Hay73ILsxwWmnqGGHR7+NmpRn79\n", "uyZa+9z83YcNdAyMEGW1EBtlNfQSZkKIyYm4w+35ydHERll8lw0uTnexLCuWFJedHx+/Tm17P9sf\n", "TWFJuosrv7+TntlkYrrLoup9H8nPuFTOTY+IK5ILkmP4b5vmU9vaT7LLzkOpMcTYLew630R122hR\n", "3HOxlb/aMI/s6930DI3w6uo5sjq4EBEqog6378hLclK0KJllWXHE2EdX4rHfs8htjN3CG1vz+afn\n", "FrFy7izM03yIrXrfR/IzLpVz0yPiRpITeTJ7Fhebeqhq6WfH4lRyE6N9BVQIEbki/trtuw26PfS7\n", "vcQ5rFjNcnJGCBXJtdtT4LBZcMj9l4UQd4nInmQ4UL3vI/kZl8q56SFFUggh/JCepBAioky2Jykj\n", "SSGE8EOKZIio3veR/IxL5dz0kCIphBB+SE9SCBFRpCcphBDTSIpkiKje95H8jEvl3PSY8Stumpqa\n", "OHr0KBaLhbVr15KRkTHTIQghRMBmfCR55swZXn75ZXbu3Mnp06dnevdhQ/U1+yQ/41I5Nz1mvEg6\n", "nV/eSdBuf/ANs4QQIpRmvEjefTLdZovcm2ap3veR/IxL5dz0mPGepMfj8T32d6+Y+Ph4KisrZyKk\n", "kHA6nZKfgamcn8q5wWhtmYwZL5IDAwPA6IjyzuPxFBYWzlRIQggxoRmfTH7z5k2OHz+OpmmsW7eO\n", "1NTUmdy9EEJMSthecSOEEOFAJpMLIYQfUiSFEMIPKZJiWni93jEzF1Sjen5iYmF3IzDVL1ssLi72\n", "/WPLy8tj8eLFIY5o6kpKSqirq2Pbtm1kZmYCan2P4+Wn0vd4+fJlqqur8Xq9rFy5kqysLKW+v/Hy\n", "m9T3p4WZgwcP+h7v378/hJEER2lpaahDCIrLly9rjY2Nvm3Vvsd781Ppezx+/Ljv8Xvvvadpmlrf\n", "33j5Teb7C7uRpOqXLXo8Hvbt24emaeTm5iq7ZqZ8j8axZs2a+55T6fsbL7/JfH9hVyQ1xS9bLCoq\n", "8j0+fPhwCCMJLvkejeeDDz5g+fLlgJrf3935Teb7C7sTN4FetqgCVf7nG498j8Zy/Phx8vPzSU5O\n", "BtT7/u7N724P+v7CrkgGetmiUTU0NPgeDw4OhjCS4JLv0Tg++ugj0tLSyMnJ8T2n0vc3Xn6T+f7C\n", "7nB7xYoV7Nq1y3fZomoaGho4c+YMAAUFBSGOZnqUlZVRV1eHw+EgJyeHNWvWKPU9jpefKt9jS0sL\n", "FRUVLFq0iKqqKnp6evijP/ojZb6/ifKbzPcnlyUKIYQfYXe4LYQQ4USKpBBC+CFFUggh/JAiKYQQ\n", "fkiRFEIIP6RICiGEH1IkxbTweDx4vd5QhyHEtJMiaWA//OEPp+2z3nnnHQ4cOMCBAwc4ePAg3d3d\n", "Y35+6NChcd938+ZN9uzZwz/8wz/Q3t6ue/+/+93v+PnPf677/aqa6Pd+ryNHjrB3794gRxOZwu6K\n", "GxG4b33rW9P2WSaTiW3btk3484kuTcvMzGTHjh18+OGHU9p/YWHhmEvFxKhALwncuHEj+/btC3I0\n", "kUmKpAE1NTVx6tQprl69yne/+13f8/39/ezbtw+Xy4XFYqG6upo///M/9/28tLSU3t5eLBYLbreb\n", "rVu3EhUVBUBUVBR79+7FYrHQ39/Pli1biIuLY2RkhMOHD1NVVcWBAwcAyM/P55FHHplyHmVlZXR0\n", "dGC1WrFYLGMO16urqzl//jzR0dEMDg6ybNky5s2bx61bt/j1r39Nfn4+27dvp7m5mbfffpuUlBR2\n", "7tyJ1Trx/9IlJSVUV1eTkJBAXFwc/f39LFmyhEcffdTvPgHq6+spLS1lyZIl1NfXY7fbSU1NZfXq\n", "1QBUVFTQ2tqKxWJhaGgIgB07djzwd1BfX09FRQUulwuz2UxbWxvf+MY3ADhx4sSY33tCQgJr164F\n", "YGRkhP3792M2m9E0zdCL4oa9qS9pKULlnXfeGbNdV1enHTlyxLddX1/ve1xRUaFVV1f7tnt6erS9\n", "e/eO+7lDQ0P3/ezefd3r2LFjWktLS8CxX758Wfv44499262trdqPfvQjTdM0ra+vT3vzzTfHvH73\n", "7t3a8PCwpmma1tzcrJWVlfl+tmvXroD3+9prr2kej8e3/S//8i9af3//A/d5J+Z//Md/1IaGhsa8\n", "rrq6Wjt9+rRv2+v1ahUVFQHF895772kNDQ2+7bu/M02b+PdeXFystba2+rZPnz6t7d69O6B9ismR\n", "kaRCcnNz8Xg8HDlyxLfUVXZ2NgCNjY2sWrXK91qXyzXh58zEIqu1tbVs3LjRt52cnExWVhYAzc3N\n", "dHd3+0ZQMLpSS2dnJ6mpqaSmptLa2gqMjqonM4pavHgxZvOXrfgFCxZw8+ZNzGaz333e8fTTT9/3\n", "+6mpqWH9+vW+bZPJNOZ37c+mTZs4e/YsV65cYWRkhNTUVN935k9vb++YZb8KCgq4fv16QPsUkyNF\n", "UiEXLlxg6dKlzJ8/H4CTJ0/S0NBAdnY2WVlZ1NTUsGDBAmD0H9kdXq+Xa9eukZeXB8Dt27dxOBxB\n", "jTU/P5/z58+zcuVKAFpbW7lx4wYAWVlZpKWljemR3nvmvLCwkHPnznHjxg22bt0a8H4vXbqE1+v1\n", "FcrPP/+cLVu2YLFYHrhPTdPGXVtx3rx5XLx4kWXLlvmeu/t37c8nn3zCE0884dv+zW9+41sY1p+Y\n", "mBja2tp8hbKysnLMQrli+sgqQAb04Ycfcvv2bS5evOgbGRUVFXHo0KExoySAZ5991vfcnZ6k2WzG\n", "7Xbz7LPP+nqSH374Ic3NzURFReF2u3nuuefG9PdOnDhBR0cHZrOZkZERVq1aRXp6uq8/WldXR1pa\n", "GrGxsRQVFQU0Gv3ggw/o7OzE4XAwODhIS0sLK1euZNmyZdy4cYOzZ8/6Yujt7WXr1q3Exsb63v/L\n", "X/6S9PR0Nm/eHPDv7he/+AUulwuHw4Hb7Wbp0qUsWrQIwO8+z5w5w/nz5wFITU1l9uzZY4rbsWPH\n", "xvx+Fi5cyJIlSx4Yz89+9jMyMjLQNA2v1zumzwmjxfbChQtERUX5bjWwZMkSRkZG2LNnDzabDbPZ\n", "jMvl4uzZs7z00ktj1k0UUydFUkSU3bt38/zzz4c6DGEgMk9SRIySkhKqqqp4//33Qx2KMBAZSYqg\n", "qK+v9x2e3isnJycoq3mHYp/+9Pb2cvTo0XF7hS6Xy9ArfkcSKZJCCOGHHG4LIYQfUiSFEMIPKZJC\n", "COGHFEkhhPDj/wcj98edQwu5XAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.828544\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0FNed4PFvd6tbrVZLSEIPJAQSEgL8ABTAgDEjHMxD\n", "Y8ADDM4Ss9lJxhnvzuSczZzJ5KyT3TOZPHYyySabzGb2OMnubGY3cfBElhCWMJjH8JKIwRiDeVji\n", "ISQwQm8JvVpSP2r/kGlLPJpWSSV1Xf0+5/i4q9RddX8q8euqX917y6JpmoYQQogHsk50A4QQIpJJ\n", "khRCiBAkSQohRAiSJIUQIgRJkkIIEYIkSSGECCHKyI17PB5++tOf8id/8idkZGQAUFZWht/vByA3\n", "N5f58+cb2QQhhBgVQ5Pk0aNHWb9+/bB1TqeTtWvXGrlbIYQYM4Ylyfb2dlwuF06nc9h6v99PSUkJ\n", "mqYxa9YsFi1aZFQThBBi1AxLkhUVFWzYsIGqqqph6wsLC4Ov9+7da9TuhRBiTBiWJBsbG3nrrbdo\n", "amoiOzs7WJMcym63P/Tz+/fvx2azGdU8IcQklZCQwOLFi8N+v2FJ8stf/jIAly5dIiEhIbi+rq6O\n", "rKwsAPr6+h76eZvNJpfiQogxd+bMmRG939AuQG1tbVRUVHDhwoXgurq6OoqKiigqKmLu3LlG7j6i\n", "VVRUTHQTDCXxmZfKselh6N3tpKQkXnnllWHrCgoKjNylEEKMKUukTpV26NAhudwWQoy5M2fO8Nxz\n", "z4X9fhlxI4QQIUiSnCCq130kPvNSOTY9JEkKIUQIUpMUQkwqUpMUQogxJElygqhe95H4zEvl2PSQ\n", "JCmEECFITVIIMalITVIIIcaQJMkJonrdR+IzL5Vj00OSpBBChCA1SSHEpCI1SSGEGEOSJCeI6nUf\n", "ic+8VI5ND0mSQggRgtQkhRCTitQkhRBiDEmSnCCq130kPvNSOTY9JEkKIUQIUpMUQkwqUpMUQogx\n", "JElygqhe95H4zEvl2PQwNEl6PB6+//3vU19fH1zX0NDA66+/zhtvvMHt27eN3L0QQoyaoUny6NGj\n", "rF+/fti6U6dOsWPHDrZv387JkyeN3H1EW7ly5UQ3wVASn3mpHJsehiXJ9vZ2XC4XTqdz2HqXyxV8\n", "7XA4jNq9EEKMCcOSZEVFxQO/kYbeTLfb7UbtPuKpXveR+MzL6Nj8AY2WngE6+3yG7mesGJYkGxsb\n", "eeutt6ioqODChQvB9X6/P/jaYrGE3MbQg1VRUaHU8vnz5yOqPRKfxDceywO+AAevtvFnxVX8dfll\n", "rrd5JqQ9I2F4P8lLly6RkJBARkYGALt27WLLli1omkZ5eTmbNm164Oekn6QQ6qlp6+XPS6q5m3RW\n", "zUrgPz83a1zbMNJ+klEGtoW2tjYqKirIzs4OJslly5axc+dONE1jzZo1Ru5eCCFGzdC720lJSbzy\n", "yiusW7cuuC4jI4PPf/7zvPTSS6Smphq5+4im99TfLCQ+8zIytsx4J39VMJNYh41ZSU5e+sw0w/Y1\n", "Vgw9kxRCiKEcUVbWzE5i8fQ4HDYr8c7IT0EydlsIManI2G0hhBhDkiQniMo1LZD4zEzl2PSQJCmE\n", "ECFITVIIMalITVIIIcaQJMkJonrdR+IzL5Vj00OSpBBChCA1SSHEpCI1SSGEGEOSJCeI6nUfic+8\n", "VI5ND0mSQggRgtQkhRCTitQkhRBiDEmSnCCq130kPvNSOTY9JEkKIUQIUpMUQkwqUpMUQogxJEly\n", "gqhe95H4zEvl2PSQJCmEECFITVIIMalITVIIIcaQoUnyxIkT7Nq1i127dvH+++8DUFZWRmlpKaWl\n", "pZw/f97I3Uc01es+Ep95qRybHoY+9HbFihXB1/v37wfA6XSydu1aI3crhBBjxvAng9fW1lJcXMyW\n", "LVsA8Pv9lJSUoGkas2bNmrR1x5UrV050Ewwl8ZmXyrHpYXiSzM7O5itf+Qq7d+8mJyeHwsLC4M/2\n", "7t1r9O6FEGJUxuXGjdPpJC4u7r71drs95OeG1kYqKiqUWn7ttdciqj0Sn8R3d/nu60hpjxHLI2Fo\n", "F6C2tjaSkpIA2LNnDxs2bKCuro6srCwAysvL2bhx4wM/q3oXoIqKCqUvayQ+81I5Nhh5FyBDL7cr\n", "Kyvp7+8HYMmSJQDU1dVx6tQpAPLz843cfURT+Y8QJD4zUzk2PQxNkps2bbpvXUFBgZG7FEKIMSWd\n", "ySeI3vqIWUh85qVybHpIkhRCiBBk7LYQYlKRsdtCCDGGJElOENXrPhKfeakcmx6SJIUQIgSpSQoh\n", "JpVxqUnW1tbq+ZgQQphOyM7kxcXFWCwWAAKBAACapnHlyhW++c1vGt86hak+9EviMy+VY9MjZJJ0\n", "u92sX7+eyspK7HY7+fn5nDlzhoSEhPFqnxBCTKiQl9vr168H4Pbt2yxduhSHw8Hy5cvp7u4el8ap\n", "TPVvaonPvFSOTY+wapJ3L7nvunvpLYQQqgsrSQYCAVpaWgBoaWnB6/Ua2qjJQPW+aBKfeakcmx5h\n", "zQK0ZcsW9u3bR3d3N7GxsWzbts3odgkhRESQfpJCiEllXPpJfvjhh3o+JoQQphNWkjx69Oiw5evX\n", "rxvSmMlE9bqPxGdeKsemR1hJsr29fdjyvXe7hRBCVbout+8+t0bop3pfNInPvFSOTY+Qd7fLy8vx\n", "eDxUVVUN6/azcOFCwxsmhBCRIGSSvPu412PHjskDvMaY6uNjxyM+rz9AV78fl92K024zdF/3Uvn4\n", "qRybHmH1k5QEKSJNV7+P3RebKa9qIT89ji8tSSctLnqimyUUJJPuThDVv6mNju9qSy//70wDbb0+\n", "/vVaO2dvj+98AiofP5Vj0yOsM8lf/epXrF69msbGRq5evcrMmTPD+kWeOHGCxsZGAGbOnMnixYtp\n", "aGjg0KFD2Gw2Vq1aRXp6+ugiEJOS/57pA7z3rhBijIR1JpmcnExWVhZNTU289NJLNDU1hbXxFStW\n", "sGXLFrZs2UJraysAp06dYseOHWzfvp2TJ0/qb7nJqd4Xzej4cpNjeH7eVKwWeDItlkXT4w3d371U\n", "Pn4qx6ZHWGeSd2f9iYoafLvVGv5Vem1tLcXFxWzZsgUAl8sV/JnD4Qh7O0IMlRhj55Wl09m+MI0Y\n", "u40pzrD+lIUYsbCyXXd3Nzdu3GDq1KnAyDqTZ2dn85WvfIX33nsPGJzZ/C673T6StipF9brPeMTn\n", "ctiYFhc9IQlS5eOncmx6hJUkn3nmGS5cuMBTTz3FBx98wO3bt0e0E6fTSVxcHAB+vz+4/lHJduhp\n", "f0VFhSzLsizL8pgsj4ShswC1tbWRlJQEwJ49e9iwYQO7du1iy5YtaJpGeXk5mzZteuBnVZ8FqKJC\n", "7b5oEp95qRwbjHwWoFFfpxw8eJA1a9Y88GeVlZXBIYxLliwBYNmyZezcuRNN0x76OSGEiBSjPpMs\n", "LS1l8+bNY9WeINXPJIUQE2Nc5pMUQojJQpLkBNFbRDYLic+8VI5ND0mSQggRgiTJCaLy3UOQ+MxM\n", "5dj0GHWSlFnKhRAqG3WSHMldIvEp1es+Ep95qRybHmElyTfffJMTJ04AcPny5WFPS3S73ca0TAgh\n", "IkDYZ5JPP/00AHPmzKG6utqwBk0Wqtd9JD7zUjk2PcJKktHR0cNqj3dnAxJCCNWFlSSHTkoBn06d\n", "JvRTve4j8ZmXyrHpEVaSTElJ4dSpU/T393P69OngpBVCCKG6sMduX758mcuXL5OTk8Pjjz9udLtk\n", "7LYQwhCGzQI0Z84c5syZo6tRQghhVmFdbkuNYuyp/juV+MxL5dj0CCtJ3vvgr7uPYhBCCNWFlSQH\n", "BgYYGBgILt+6dcuwBk0WqvdFk/jMS+XY9AirJpmdnc0vf/lLVq9eDdx/ZimEEKoK60zyww8/DCZI\n", "Ax+JM6moXveR+MxL5dj0COtMct26dWRnZweXe3p6jGqPEEJEFEOfljga0k9SCGEEw55x4/V6aWpq\n", "IhAI0NXVpatxQghhNmElyZqaGnbv3s3+/fsBKCsrM7RRk4HqdR+Jz7xUjk2PsJLk6dOn2bZtG263\n", "G6vVKnNICiEmjbBu3DidTl0bv3jxItXV1QQCAZYvX05mZiZlZWXBWYVyc3OZP3++rm1Huq5+Hxcb\n", "emjoGuCJabHkJbuG/Vz1vmgSn3mpHJseYSVJj8czbNnn84W18dbWVrZu3QrA22+/TWZmJk6nk7Vr\n", "146wmeZz+uNOvn+4DgCX3cr/eGEOMxNjJrhVQoiRCutyOz8/n9/85jfU19dTXFzMU089FdbGCwoK\n", "7lvn9/spKSmhuLiYM2fOjKy1JnKx8dNuUr3eAO2e4V8sqtd9JD7zUjk2PcI6k5w7dy4zZsygsbGR\n", "zMxM7Hb7iHZy4MABli5dCkBhYWFw/d69e0e0HTNZkTWF8o9aCGgwPd5Bqtsx0U0SQugQdhcgi8VC\n", "IBC4b5byRzl69Ch5eXkkJyff97NHJduh32gVFRWmWvY3XOE7q6bxnXU5fG99LjXnT9/3DW3E/r3+\n", "AH1eP7///e8nNH6j4ouUZZXjW7lyZUS1x4jlkQirM/mFCxe4dOkSc+bM4erVqzz55JPMmzfvkRs/\n", "fvw4KSkpw95bV1dHVlYWAOXl5WzcuPGBn5XO5CN3o6OP/3XyFq29Xr68NIPPZMTJc9GFuIchnck/\n", "/PBDPve5z5Gfn8+2bds4d+7cIz/T1NREZWUlVVVVlJaW8utf/xoYTJJFRUUUFRUxd+7csBuqGr3f\n", "ag/jD2j86r16Tt7s5Gqrh7/ZX0N9Z/+Y7mMkxjq+SKNyfCrHpkdYNUmXa3j3lXBqkqmpqbz66qv3\n", "rX/QzRwxegFNG3ZzaMCv4QtE5IhTIUwlrDPJzs7O4BMSA4EAfX19wGC3HqHPWPdFs9usfHlpBi77\n", "4CH9D8symBY3cTeLVO9rp3J8KsemR1hnku3t7bz66qvMnz+fCxcukJubS1FREVVVVTz//PNGt1GE\n", "6clpbl7bMg9fQCPFbSc6yjbRTRLC9MLuAvTVr371vvX79u0b8wZNFhUVFYZ8Y6fHR4/5NvUwKr5I\n", "oXJ8KsemR1iX20P7Nt67/uzZs2PaICGEiCRh95N8mNra2jFoxuSj+je1xGdeKsemx6iTpBBCqEyS\n", "5ARRvS+axGdeKsemhyRJIYQIQZLkBFG97iPxmZfKsekhSVIIIUIIK0mGmmQ3Pz9/zBozmahe95H4\n", "zEvl2PQIK0m+8cYbD/3Z0OdxCyGEasJKks3NzbzxxhscPXo07Ec3iNBUr/tIfOalcmx6hDUscfv2\n", "7aSnp9PQ0EBZWRkOh4MNGzYY3TYhhJhwYZ1JpqWlATBt2jRmzJhBQ0ODoY2aDFSv+0h85qVybHqE\n", "dSZZUlJCYmIizc3NLF68mJdfftnodgkhREQIK0leuXKFl19+mdTUVKPbM2moXveR+MxL5dj0COty\n", "+4tf/KIkSCHEpBRWkkxPT8fr9dLU1EQgEKCrq8vodilP9bqPxGdeKsemR1hJsqamht27d7N//34A\n", "ysrKDG2UEEJEirCS5OnTp9m2bRtutxur1Yrb7Ta6XcpTve4j8ZmXyrHpEVaSdDqdRrdDCCEiUlhJ\n", "0uPxDFuWUTejp3rdR+IzL5Vj0yOsLkD5+fn85je/obOzk+LiYpYuXRrWxi9evEh1dTWBQIDly5eT\n", "mZlJQ0MDhw4dwmazsWrVKtLT00cVgBBCGCnspyXOmDGDxsZGMjMzsdvtYW28tbWVrVu3AoPP6M7M\n", "zOTUqVPs2LEDgNLSUjZv3qyz6eamet1H4jMvlWPTI+z5JF0uF7NmzcJut3P69OmwPlNQUPDA7dzl\n", "cDjC3b0QQkyIkGeSv/jFL0hJSSEQCHDt2jUyMzO5efMmbrebJUuWhL2TAwcOBC/RNU0Lrg/3jFRF\n", "qj/bWOIzL5Vj0yNkklyyZAmLFy9m9+7dvPzyyyQnJ9Pc3Mzhw4fD3sHRo0fJy8sjOTkZAL/fH/yZ\n", "xWIJ+dmhB+tuMVmV5fPnz0dUeyQ+iW8yLY+ERRt6avcQJSUlwdoiwFtvvcULL7zwyI0fP36clJQU\n", "5s2bF1y3a9cutmzZgqZplJeXs2nTpgd+9tChQyxatCicGIQQImxnzpzhueeeC/v9Yd24ubfLT19f\n", "3yM/09TURGVlJfPmzaOqqoquri6+8IUvsGzZMnbu3ImmaaxZsybshgohzKOpe4CDV9r4+E4fGx9L\n", "5vE08w5ACStJJiUl8e6775Kfn8/Zs2dJTEx85GdSU1N59dVX71ufkZHB5z//+ZG3VDGq130kPvMa\n", "i9j2VLWw82wjAJV1d/iffzSXzARzDkoJ6+72mjVriI+P55133iE+Pp61a9ca3S4hhInVtH46AMXj\n", "DdDr9Yd4d2QLqyYZytmzZw15YqLUJIUwrw9udfFf3rmGN6Dx2ZwE/mLFDKY4w7pwNZwhNclQamtr\n", "5bGyQohhFma4+cfNc/F4/WTER0dMgtQj7M7kYmypPj5W4jOvsYjNarEwKymGx9PcJMSYuz+0JEkh\n", "hAhBkuQEUfXO6F0Sn3mpHJsekiSFECIESZITROWaFkh8ZqZybHqMOknKnW0hhMpG3U/SKNJPUghh\n", "hJH2kwx5Jnn58mVef/11fvvb33Ljxo3g+h//+Mf6WyiEECYSMkmeO3eOHTt28NJLL3Hu3DkaGhoA\n", "yM3NHZfGqUz1uo/EZ14qx6ZHyCQ5dFLcTZs2cezYMTo6OgxvlBBCRIqQSdJqtQ5Lilu3bqWsrIyB\n", "gQHDG6Y61fuiSXzmpXJseoRMks8//zwfffRRcDkqKoqtW7dy+/ZtwxsmhBCRIGSSjIqK4umnnx62\n", "LjY2lq9+9auGNmoyUL3uI/GZl8qx6aGrn+TdGzhCCKG6sJLkxYsXhy2fOHHCkMZMJqrXfSQ+81I5\n", "Nj3CSpJXrlwZthwVZd654YQQYiR0XW4HAoGxbseko3rdR+IzL5Vj0yPkKWF5eTkej4eqqiq8Xm9w\n", "fVpamuENE0KISBDW2O2ysrKHPh/bKDJ2WwhhhDEdu33XH/7hH+pqTCAQwO8371PShBAirCSp50bN\n", "vn37+PnPf05jY2NwXVlZGaWlpZSWlnL+/PkRb1Mlqtd9JD7zUjk2PUJmP5/Px9GjR3G5XCxfvpwD\n", "Bw7Q29vLunXrcLlcITdcWFjIpUuXhq1zOp3yzG4hhKmEPJMsKSlh4cKFJCcn84Mf/IAnnniCwsJC\n", "ysrKdO3M7/dTUlJCcXExZ86c0bUNVajeF03iMy+VY9Mj5JlkdHQ0ycnJJCcnM336dKZPnw4MnhHq\n", "UVhYGHy9d+9eXdsQQojxFPJM0uPxoGkavb29XL16lf7+foDg/0dj6DRsDzO0NlJRUaHU8muvvRZR\n", "7ZH4JL67y3dfR0p7jFgeiZBdgJqamjh8+DA2m43Vq1ezb98+AFasWEF2dvYjN37p0iUSEhLIyMgA\n", "oK6ujqysLGCwD+bGjRsf+lnVuwBVVFQofVkj8ZmXyrHByLsAGfaMm4MHD1JTU4PT6SQ7O5uCggKO\n", "HTsWvNudn59PXl7eQz+vepIUQkyMkSZJwwZhr1mz5r51BQUFRu1OCCEMEVY/yf7+fkpKSoL/jUVN\n", "crLTWx8xC4nPvFSOTY+wziTLysooLCzE7XbT3d3NW2+9xYsvvmh024QQYsKFdSZpt9txu90AuN3u\n", "sO5Mi9BULoyDxGdmKsemR1hJ8t7x1zJVmhBisggrSbrdbi5fvgzA5cuXg2eVQj/V6z4Sn3mpHJse\n", "YSXJdevW0dLSQlFREa2traxbt87odgkhREQwrJ/kaEk/SSGEEQyZT3Kouro6qUkKISaNsJLkj370\n", "I+rq6nj77be5desWb731ltHtUp7qdR+Jz7xUjk2PsJLk3Llzg2OuV6xYYWiDhBAikoyoC5DNZjO0\n", "MZOJ6n3RJD7zUjk2PcJKkt3d3ezfv5/c3Fyj2yOEEBElrCS5detW8vLymD17NufOnZMbN2NA9bqP\n", "xGdeKsemR1hjt10uF7NmzQJg4cKFPPbYY4Y2SgghIsWIuwABwcl3hX6q130kPvNSOTY9dCVJudwW\n", "QkwWIZPkt7/9berr6/nxj39MUVFR8L/J/szssaB63UfiMy+VY9MjZE3yW9/6FgC5ubls3rw5uL60\n", "tNTYVgkhRIQI63J7+fLlw5YTEhIMacxkonrdR+IzL5Vj0yOsJDlt2rRhy88++6wRbRFCiIij68aN\n", "GD3V6z4Sn3mpHJsekiSFECIEQ+eTDAQCaJqma8y3zCcphDBCxDx3e9++fdTU1LB582YyMjIAaGho\n", "4NChQ9hsNlatWkV6erpRuxdCiDFh2OV2YWHhfTd4Tp06xY4dO9i+fTsnT540atemoHrdR+IzL5Vj\n", "02Nca5Iulyv42uFwjOeuhRBCl3FNkkPLn5P92d2q90WT+MxL5dj0GNckOfT53RaL5ZHvH3raX1FR\n", "IcuyLMuyPCbLI2Ho3e1Lly6RkJAQvHGza9cutmzZgqZplJeXs2nTpod+VvW72xUVFUp/Y0t85qVy\n", "bBBBd7cPHjxITU0NTqeT7OxsCgoKWLZsGTt37kTTNNasWWPUricFTdOoau7lUmMPMxOcPJHmwuUw\n", "7HAKMWnJc7cjUFe/jystHvp8fmZPjSHVHX3fe6619vIf37qM1z94+L63PoelM6aMd1OFMJ2IOZMU\n", "+u2/3MYvTt4C4DMZbr7x2WwSYobf6Grt9QYTJEBtm0eSpBAGkGGJE+RhReTeAT8HrrQFlz+o7+ZO\n", "n+++92XERZPkGvyOi7JaeGKa25iG6qS3SG4WKsencmx6yJlkhHHarSyZHkdNmweArIRoXPb7h3Vm\n", "Jjj5b8/nUd/ZT5LLTu7UmPFuqhCTgiTJcXSzo4/rbR6mOKNYvOzpB77HarEwM8HJnz6VQb8vgMNm\n", "obPfR4r7/s73MxKczEhwGt1sXVS+Owpqx6dybHpIkhwntzv7+ea+qzR2ewH4L6uzKchJfOB7LzT2\n", "sO9yK1YLBDTIT48bz6YKIYaQmuQ4ae31BhMkQMX1toe+94+eSCYpJoqABp9bkMqMhPvvbkc61eta\n", "Ksencmx6yJmkATr7vLT2+nDZraTFDSa4JJedqS47rb2DifIzaQ+vIeZOdfGzzXPp8waY6rLjcox8\n", "qjkhxNiQfpJjrL3Xy8/f/ZjDNR0kxkTxd4W55E4dnNijrt1DzSc1ybkpscRK8hNi3Ek/yQl2o6OP\n", "wzUdALR7fBy+1h5MklmJMWQlyl1oIcxEapJjzGm3MnTqjqmuB892pHrdR+IzL5Vj00OS5BjLSYzh\n", "P6/OZl6Kiy1PpvBMtjx+Vwgzk5qkQQb8ARw2+Q4SItKMtCYp/4oNIglSCDXIv+QJonrdR+IzL5Vj\n", "00OSpBBChCBJchwFhpR/VR8fK/GZk9cXYNq8RXzU1EN3//2zT01G0k9yDNzs6KP0YjN93gB/vCCV\n", "nKThfSE9Xj8n6u6wt6qVpTPjWZuXRGLM5H4Qmog8mqZxvLaDHxypQwO2L0zj8/lpxDxgFqrJRM4k\n", "R8nj9fOzEzcp+6iFA1fb+Nv9NbT1eoe952qLhx8cqePDhm7+96l6LjZ066779PT7aO0dwBeIyE4J\n", "QarXtVSMr3vAz28+aODuX9Yb5xrv+1uejCRJjlK/L0B9Z39wualngH5fYNh7erz+YcvtHh/29Nkc\n", "uNJKVVPPsMtwgIaufo5ca6OytoP23oHg+psdfXzrYA1/XlLNvuoW+n3DtyvEaERHWclO/HTqvRSX\n", "HWfU5D6LBLncHrV4ZxT/ftl0is83catzgG3zU0l0Df+1zkqM4fFUF5eaekmNtTMrKYavlV9BY3BW\n", "8Z9symNuSiwAdzw+fnikjguNPaTE2nn5qQw+kxFHosvO21UtfHi7B4D/Ufkxecmu4Ocijao1u7tU\n", "jM9hs/LlpdPJnOKkq9/HpsdSmBorZSFJkqPUM+Cnu99PvDOKwrlTWT5zyn3fvmlxDv7muRxaPV7i\n", "nVFUNXXzWGosTd0DtPR6aeoeCCa7rgEfFxp7yIh3sPGxFF579xZxDhvfXJ193xlnhF9xCxPKiI/m\n", "T5/KmOhmRBS53B6lqqZe/qHyJg1dA/z2bCMXG3v47sHrlF5sot3zaT0nKdZOXrKLBOfgPJEuh5XV\n", "sxN5bnYiGfGfzhcZHx3Fksw4npudxD+dusWdPh8fd/bz2rsf88LjKeQkOXHYLHx5aQbZETorOahZ\n", "sxtK5fhUjk0POZMcpZ5+H3/xdCYf3u4mLtoWvEN4vLaDKc4oPpubNOz9V1t7+f7hOgBOf9zFq89m\n", "BWcJgsHL9798Zga3htQ5AQIBSHE7+MHzs+n3aiTEROGIGv4dp2kavoCGXUb7CDFmxj1JlpWV4fcP\n", "3nDIzc1l/vz5490EXT5q6qGytoMZU5wsyYxjauzgM2dmJDj5xr5rdHzyRMNer5/HU2O51NRDY9fA\n", "fdvp7h9+s+VBT0JMjYtmaqyDb6zO5qfHb+KOtvEXKzJx2KyDwx0fcALZ2NVP8fkmqpp7eXFBKstn\n", "TpnQZKlizW4oleNTOTY9xj1JOp1O1q5dO967HZXadg//6e2r9H1y1/qLS9JZlZPA9Hgndps1mCAB\n", "bnT0M83tIC7aRu7UGFp7vMOK39mJTuamuKhu7iUhJor8jAc/v8ZmtbAyO4HHU2OxWS2P7FdZUXuH\n", "0kstAHzvUC0/2zyXOcmukJ8RQjzauJ9q+P1+SkpKKC4u5syZM+O9e126+vzBBAnQ0t1PTauHN841\n", "0NLrZfMTKQBYLYPPpJk/zc0fPZ7C3x2u41+vDX+WTVpcNN9aM4vv/EEKP900h1lJD5+E12qxkBzr\n", "CKvjeeuQ/mwa0Oed2O5Bqte1VI5P5dj0GPczycLCwuDrvXv3jvfuR6Sxq5/zDT34AxrfeDaL210D\n", "WC2QOzWGvz14Ha9/8PbyD5/P5dmcRKKjLAQ0+P7h6uA2PmrquW+7ybEOPva0kBGfOWZtfW52Igev\n", "ttHh8fHc7ERmRvBNHSHMZEJv3Njtj7iErKgI1kfufruN1/KZ8xcpvx1NxY0uABZlxBHjsFJZe4e/\n", "XDkDr1/DaoEVM6fgD2hYum5xu7mJxxYtY1FGHGfqu7BZ4Pl5ycO2n7PgKcouNdPcHYe/ppHFOWmD\n", "+7t0hVYqP8DcAAARLUlEQVTcWB3RPJ4ay7UP3xtRexurz/LNpdOZMjWVZJedc6ffHdff173LE338\n", "JD79yytXroyo9hixPBLjPuluXV0dWVlZAJSXl7Nx48YHvm+iJ91t6Rng35dU0fXJjRa7zcIfP5nK\n", "G+ca+dKSdPZWtbB1fhqxDit7qlqJibLyyrIMZiW5aOkZ4NadfmIdNmYlxWCzDj7QwRfQ+OGRWo58\n", "8gyc+Ggb/3PzPKa6ovjf79VTcqEZgMdSXPzlH8xgVpLUFIUYaxE/6W5dXR1FRUUUFRUxd+7c8d59\n", "2OKibayf82n3nT/ITgheOl9p6eXvn59NlBV+ebKeS409vH+ri59W3KSpu5/kWAcZU6Jx2Kx4htQG\n", "vf4ANzo+7drT2e/ndlc/DV0DvHvjTnD9R829fFDfxdWW3nGI1Biq17VUjk/l2PQY98vtgoKC8d6l\n", "LtFRNv7NgmnMTYnlVmc/GXEOPmrqZdH0OJbOiKf+Tj+axrDppDo8Pqqbe2np8fJfD9US47Dxbxak\n", "kpfiIjsxhhi7jX+3eBrfOXidgAaFc6fy27MNRNssfDY3idc/aAAgP93NpcZenFE2ZssdaiEmlHQm\n", "D6HP5+fItXZmJDj5zQeNLJruZlV2Au/evENyrJ30eAf/dtE0/t/7DURZLfzpUxnYLHDudjdTY6NY\n", "PjOBHx+/gTPKynfW5ZAYE0Vdu4dvfDYbh83CnqpWztZ3A7DjM9OYHu+gsdtLV7+PM7e6WJDunthf\n", "wCio3tdO5fhUjk0PSZIh9AwEqKy7Q3qbh7kpLmJsFqpaerjW6uGjxh6ezk5gUUYc0TYrHl+AfdUt\n", "fH7hNG53dvK5hdP43qHBM8Zeb4B/PPExi6fHUfxJ3XFBupu46MEx3s4oK74ALMmM52x9F/WdsHFe\n", "MgtNnCTNwOsP8FFTDx819TAnOZbH02KJjpLRSmI4SZL3aPd4uXWnnxi7lZRYO2tnJ3Hgahsxditb\n", "nkjhTH03VS29ZMY76e738ZHHxy9P1Qc//2RaN/sutzHVZcdhswb7V8Y6bPQMuTS/0dHHf3wmk5RY\n", "B5lTovEM+EmIsVOQk8gdjw9HlJVYh3mnqRp65zdSXWnp5et7rgbnT/zRhtksSH9w5/57mSE+vVSO\n", "TQ9JkkPc8fj4xxMfc/x6BzYL/HDDbJ7NTWBNXiJRVuga8PN/378NwM2OfqZPiSYnyRlMoFFWC9mJ\n", "TqwWeLu6lb/6gxm8/kEjLruVzy1IxWGzcvLjLto9Pl6cn8qvT9+m1ePDZbfxN2tm0dDVz0eNPUTZ\n", "LDyeGmvqJGkGLT1ehnbtaO6RCWbF/SRJDlHb7uH49Q6sFvjqMzO53NxLQIODV9vY+mQqLvvwS7EB\n", "XwCX3co3P5vNj47d4E6fj9lTY/jSkgxe/6CBQEDji4vTOXC1je8eqsVmge+uz8Uf0JjmHpxXsr3X\n", "y8xEJ6luB987dJ2ztwdrlH/0eAqvLM3AbtLLPzOcicxIcBIXbaOr30+M3TqiDvhmiE8vlWPTQ5Lk\n", "EAFNw2W3siYvibKqZq60eLAAXyuYicUCtW0e1uQlcvBKOymxdjITovnRsRu8uCAtOFHF1VYPL85P\n", "5bvrc7BZ4Pd1nZyoG+ze42NwBM6vTt8mOyGav12Xy5LMeADqO/uDCRLg3Rt32LEojQSTJkkzmJUU\n", "w3/fmEdj9wApsY6QQ0TF5CX/AoeItVv506cymJUYw5UWDzA4DrqitoP9l9uId0bR1uvj6wUz+eLi\n", "dP7XqXo0YIpz+HeNzWrh63uu8sOjN1icGccnfcmJi7bxyUtqO/q50d4X/ExctI1nsqYEl1fnJhJr\n", "4gcwmaWvXVZiDEtnTBlxgjRLfHqoHJsek/pMMqBpXG/zcKfPR0Z89OA/FIsFz4A/eBkGkJUQw4Er\n", "rXT1uzlzq4vsBCf56W6mxtjZ9NhUkl12ti9Mo6bNw6LpcSTFDP5aG7oGiImy8pNNc2jtGSDWEcV3\n", "Dl0P7j/O+WkSjIuO4stLM9jyRAregMbsqS6ZF1KICDCpk+Slxh5+cvwG06dEk58ex+2ufi419fC5\n", "BWl8d10O79/qwm61cO2TRJoQY2dl9hTmpcZSd6eP5VlTmJEYw56PWpif4eaZrCk0dPXT3jc4Jn3G\n", "lGgSXXamxUUDsXT2+XhlaQZn67tYlZNI3pDJdj+83cUPjgxOxvvqs9lMiTH3oVG9rqVyfCrHpse4\n", "j90Ol1Fjt3sG/FQ39dA9MFisP3u7m6qmHp7KjOf/nL4dfN8/vDAHCwGaun1cbfWQ5rZT0+ph/jQ3\n", "79/q4p0rg1OgJTij+ObqbP5mfw19vgB//GQKS2bE4/VrzJwSTcaUR98MaOv18helVbT1DtY1k112\n", "/nHzXJJc8hAmIcZaxI/dnmjHa9p5dd81vvevtXx8p5+K6x3EOWz3zRDe1uulsy/AnT4fe6tb+IfK\n", "jymvamWKM4obdz6tJXb0+WjpGeAvV87gz5dPJ2eqkznJLpbPnBIyQQ6t+2hoDP2qGnzgV0R+d4VN\n", "9bqWyvGpHJsekypJaprG4Zp2ACzAFKeNpTPi8fg0cqe6mJ82+MTCFVnxnLzZybcPXkcD/t2idL64\n", "eBrf/8Ncnkx3s21+avAGzKqcBNwOG7F2K89kT2FtXjJx0SO7VJ7qcgxeYjujmOKM4tXPZpPkcoxZ\n", "3EII/Sbd5fa+6hZ6BgJ4AwHsVgu/ODk4WsZqge+sy8Fqgb3VbRy/PjidWd7UGF5ZlkFCjJ2sxME7\n", "oF5/gOttHjy+ADMTnGHNHB6Olp7BZ+Ikx0qCFMIoI73cNvfdAR3mJsfy9bev4LRbWTQ9Prg+oEF1\n", "cy85STGcudUVXJ8SayfVHU36kMe+2m1W5nzynOyxJMlRiMgzqS63ATr7fXT2+2nu9jJ7akxwkokl\n", "0+Po8Pg4eLWNv1o5g89kxPFsTgIvLkgj1T32yUv1uo/EZ14qx6bHpDuTTI61M9Vlp7XXy69O3+Zv\n", "184iJsrG1Fg7rT0DdPb7mR7n4OurZmCzWsfsUloIYU6TriYJcKPdQ11HH4kxdvKSXTI9lhCTiNQk\n", "wzAzMYaZiTJOVwjxaHIKNUFUr/tIfOalcmx6SJIUQogQJmVNUggxecmwRCGEGEOSJCeI6nUfic+8\n", "VI5Nj3G/u93Q0MChQ4ew2WysWrWK9PT08W6CEEKEbdzPJE+dOsWOHTvYvn07J0+eHO/dRwzV5+yT\n", "+MxL5dj0GPck6XJ9OtGswyFjlYUQkW3ck+TQm+l2++Qd8qd63UfiMy+VY9Nj3GuSfr8/+NpisTz0\n", "fQkJCZw5c2Y8mjQhXC6XxGdiKsencmwwmFtGYtyTpMfzyVMINS34+kEWL148Xk0SQoiHGvfO5PX1\n", "9Rw9ehRN01izZg2pqanjuXshhBiRiB1xI4QQkUA6kwshRAiSJIUQIgRJkmJMBAKBYT0XVKN6fOLh\n", "Im7SXdWHLZaVlQX/seXm5jJ//vwJbtHo7du3j5qaGjZv3kxGRgag1nF8UHwqHceLFy9SXV1NIBBg\n", "+fLlZGZmKnX8HhTfiI6fFmF2794dfL1r164JbIkx9u/fP9FNMMTFixe1W7duBZdVO473xqfScTx6\n", "9Gjw9Z49ezRNU+v4PSi+kRy/iDuTVH3Yot/vp6SkBE3TmDVrlrJzZspxNI+CgoL71ql0/B4U30iO\n", "X8QlSU3xYYuFhYXB13v37p3AlhhLjqP5HDhwgKVLlwJqHr+h8Y3k+EXcjZtwhy2qQJU/vgeR42gu\n", "R48eJS8vj+TkZEC943dvfEM96vhFXJIMd9iiWdXV1QVf9/X1TWBLjCXH0TyOHz9OWloa2dnZwXUq\n", "Hb8HxTeS4xdxl9vLli1j586dwWGLqqmrq+PUqVMA5OfnT3BrxsbBgwepqanB6XSSnZ1NQUGBUsfx\n", "QfGpchybmpqorKxk3rx5VFVV0dXVxRe+8AVljt/D4hvJ8ZNhiUIIEULEXW4LIUQkkSQphBAhSJIU\n", "QogQJEkKIUQIkiSFECIESZJCCBGCJEkxJvx+P4FAYKKbIcSYkyRpYt/+9rfHbFu/+93vKC0tpbS0\n", "lN27d9PZ2Tns5+Xl5Q/8XH19PW+++SY/+clPaG1t1b3/999/n1/84he6P6+qh/3e7/XOO+9QXFxs\n", "cGsmp4gbcSPC92d/9mdjti2LxcLmzZsf+vOHDU3LyMhg27ZtHDlyZFT7X7x48bChYmJQuEMC169f\n", "T0lJicGtmZwkSZpQQ0MD7777LteuXeNrX/tacH1vby8lJSW43W5sNhvV1dX89V//dfDn+/fvp7u7\n", "G5vNhtfrZdOmTURHRwMQHR1NcXExNpuN3t5eNm7cSHx8PD6fj71791JVVUVpaSkAeXl5PPHEE6OO\n", "4+DBg7S1tREVFYXNZht2uV5dXc3Zs2eJiYmhr6+PJUuWkJOTw+3bt/nnf/5n8vLy2Lp1K42Njbzx\n", "xhukpKSwfft2oqIe/ie9b98+qqurSUxMJD4+nt7eXhYsWMCTTz4Zcp8AtbW17N+/nwULFlBbW4vD\n", "4SA1NZWVK1cCUFlZSXNzMzabjf7+fgC2bdv2yN9BbW0tlZWVuN1urFYrLS0tfOlLXwLg2LFjw37v\n", "iYmJrFq1CgCfz8euXbuwWq1ommbqSXEj3uintBQT5Xe/+92w5ZqaGu2dd94JLtfW1gZfV1ZWatXV\n", "1cHlrq4urbi4+IHb7e/vv+9n9+7rXocPH9aamprCbvvFixe13//+98Hl5uZm7e///u81TdO0np4e\n", "7de//vWw9xcVFWkDAwOapmlaY2OjdvDgweDPdu7cGfZ+v/71r2t+vz+4/C//8i9ab2/vI/d5t80/\n", "+9nPtP7+/mHvq66u1k6ePBlcDgQCWmVlZVjt2bNnj1ZXVxdcHnrMNO3hv/eysjKtubk5uHzy5Emt\n", "qKgorH2KkZEzSYXMmjULv9/PO++8E5zqKisrC4Bbt26xYsWK4HvdbvdDtzMek6xeuXKF9evXB5eT\n", "k5PJzMwEoLGxkc7OzuAZFAzO1NLe3k5qaiqpqak0NzcDg2fVIzmLmj9/Plbrp6X4OXPmUF9fj9Vq\n", "DbnPu1avXn3f7+fy5cusXbs2uGyxWIb9rkN5/vnnee+997h06RI+n4/U1NTgMQulu7t72LRf+fn5\n", "3LhxI6x9ipGRJKmQc+fOsXDhQmbPng3AiRMnqKurIysri8zMTC5fvsycOXOAwX9kdwUCAa5fv05u\n", "bi4AHR0dOJ1OQ9ual5fH2bNnWb58OQDNzc3cvHkTgMzMTNLS0obVSO+9c7548WJOnz7NzZs32bRp\n", "U9j7vXDhAoFAIJgor169ysaNG7HZbI/cp6ZpD5xbMScnh/Pnz7NkyZLguqG/61A++OADnnrqqeDy\n", "b3/72+DEsKHExsbS0tISTJRnzpwZNlGuGDsyC5AJHTlyhI6ODs6fPx88MyosLKS8vHzYWRLACy+8\n", "EFx3tyZptVrxer288MILwZrkkSNHaGxsJDo6Gq/Xy5YtW4bV944dO0ZbWxtWqxWfz8eKFSuYNm1a\n", "sD5aU1NDWloacXFxFBYWhnU2euDAAdrb23E6nfT19dHU1MTy5ctZsmQJN2/e5L333gu2obu7m02b\n", "NhEXFxf8/D/90z8xbdo0NmzYEPbv7pe//CVutxun04nX62XhwoXMmzcPIOQ+T506xdmzZwFITU1l\n", "+vTpw5Lb4cOHh/1+5s6dy4IFCx7Znp///Oekp6ejaRqBQGBYnRMGk+25c+eIjo4OPmpgwYIF+Hw+\n", "3nzzTex2O1arFbfbzXvvvcdLL700bN5EMXqSJMWkUlRUxIsvvjjRzRAmIv0kxaSxb98+qqqqePvt\n", "tye6KcJE5ExSGKK2tjZ4eXqv7OxsQ2bznoh9htLd3c2hQ4ceWCt0u92mnvF7MpEkKYQQIcjlthBC\n", "hCBJUgghQpAkKYQQIUiSFEKIEP4/5Ue96bDJPt8AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.664704\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0FNedL/Bv76uk1r4gtAsJm80Is4UReMEIswRhHC/E\n", "k3He5E3izMlkxs6MJ5m895xlXmYSx2dekjNOZjwTj2PjmH3YBEgBjCSDwAKCkSW0IKEF7UItqfeq\n", "en80NGqQWq1St7rr9u9zDud09Vb3p0I/3frVrXtlgiAIIIQQMiF5qBtACCHhjJIkIYT4QEmSEEJ8\n", "oCRJCCE+UJIkhBAfKEkSQogPymB+eXV1NXp6egAAGRkZKCoqwqFDh8BxHAAgNzcXCxcuDGYTCCFk\n", "RoKaJFevXu15fOLECQCAVqvF+vXrg7lbQggJmKAmSQBobW3F3r17UVpaCgDgOA779u2DIAjIzs7G\n", "0qVLg90EQggRTTYbd9zYbDYcPHgQzz33nNfzx44dw8aNG4O9e0IIES3oPUnAfYodFRX1wPMqlWrS\n", "z5w4cQIKhSKYzSKERCCTyYSioiK/3x/UJDk4OIi4uDgAwN0Oa1tbGzIzMwG4e5iTUSgUdCpOCAm4\n", "2traab0/qEmyqqoKdrsdALBs2TIA7iRZU1MDAFiyZEkwdx/WKisrsWbNmlA3I2goPuliOTYxgpok\n", "t2zZ8sBzxcXFwdwlIYQE1KxcuBGjoqKCTrcJIQFXW1uLJ554wu/30x03hBDiAyXJEKmsrAx1E4KK\n", "4pMulmMTg5IkIYT4QDVJQkhEoZokIYQEECXJEGG97kPxSRfLsYlBSZIQQnygmiQhJKJQTZIQQgKI\n", "kmSIsF73ofiki+XYxKAkSQghPlBNkhASUagmSQghAURJMkRYr/tQfNLFcmxiUJIkhBAfqCZJCIko\n", "061JzspCYJGksd+CG4NWJBnVKEzUQ6uixcwIkTI63Q6gG4NWvHakET/7+Cb+9mgTPusZm/S9rNd9\n", "KD7pYjk2MShJBlC/xQmrk/dsN/RZQtgaQkggUJIMoGSjGjFadwVDLgMWpBgmfS/rq9FRfNLFcmxi\n", "UE0ygDJMWvx0Ux46hu2I1ymRl6APdZMIITNEPckAy4rVYU2WCfOTjVApJv/xsl73ofiki+XYxKAk\n", "SQghPtA4SUJIRKF7twkhJIAoSYYI63Ufik+6WI5NDEqShBDiA9UkCSERhWqShBASQJQkQ4T1ug/F\n", "J10sxyYG3XFDJIkXBDT0WvB57xgyYrV4ONkAHc24RIIgqDXJ6upq9PT0AAAyMjJQVFSE7u5uVFRU\n", "QKFQYO3atUhNTZ3ws1STJL409lvw7f++Difv/u/7jyW5WJYeHeJWESkIq/kkV69e7Xl84sQJAEBN\n", "TQ127twJADhw4AC2bdsWzCYQRg1YnJ4ECQBtQzZKkiQogl6TbG1txZtvvom8vDwAgF5/b9IHtVod\n", "7N2HLdbrPsGOLy1aA5PO/TdeJZdhftLkMy4FA8vHj+XYxAh6TTIrKwvf/OY3cfDgQeTk5GD82b1K\n", "pQr27gmjMkxa/GxTPrrM7hmXcmnGJRIks3J1W6vVIioqCgDAcZzneZlM5vNz4/+iVVZWMrVN8c18\n", "++ZnF7EyIwb5iQZUV1UxF1+ottesWRNW7QnG9nQE9cLN4OAg4uLiAABHjhzBpk2bsH//fpSWlkIQ\n", "BBw+fBhbtmyZ8LN04YYQEgxhNZi8qqoKe/bswZ49e/Dwww8DAFasWIFdu3Zh165dWLFiRTB3H9bE\n", "/lWTCopPuliOTYyg1iQn6iWmpaXhhRdeCOZuCSEkYOjebUJIRAmr021CCJE6SpIhwnrdh+KTLpZj\n", "E4OSJCGE+EA1SUJIRKGaJCGEBBAlyRBhve5D8UkXy7GJQUmSEEJ8oJokISSiUE2SEEICiJJkiLBe\n", "96H4pIvl2MSgJEkIIT5QTZIQElGoJkkIIQFESTJEWK/7UHzSxXJsYlCSJIQQH6gmSQiJKFSTJISQ\n", "AKIkGSKs130oPuliOTYxKEkSQogPVJNkSPeIHeWNg+gfc2LT/ATkJ+hD3SRCHuDiBQxZnFApZTBp\n", "VbO+/+nWJIO6WiKZPbwg4PdXenCkfgAAUNl6G7/aVoDkKE2IW0bIPQ4Xjz80D+Ffz3Ug0aDC9x7P\n", "RnacLtTN8olOt0Mk0HUfJ8ejacDq2TbbOVidfED3MR2s17VYji+YsXUM2/DzszdhdfK4eduO313q\n", "RpiezHpQkmSERqnAC4uTIZe5tzcVxiPBMPunMoT4JANk4zYVMkAmk0369nBANckA6By2obxpEDYn\n", "j5KCeGTGhub0wcULaBuywubiMTdGi2gtVVNIeHG6eJxuGcLb5zuRZFTj79ZlImuWf1+oJjnLbE4O\n", "/3quEzXtZgDA+XYz3tycj1jd7PfilHIZcuPpYg0JXyqlHI/nxWHpnCiolXJEacI/BdHp9gzZXDxu\n", "DN6rBXaZ7bD5UQtkuaYFUHxSFuzYFHIZ4g1qSSRIgJLkjEVplPjyIyme7ReWpCBWJ42DTwiZGtUk\n", "A8Du4tA6ZAPHC8gwaWGUyF9IQiIR1SRDQKNUoCDREOpmEEKCgE63Q4TlmhZA8UkZy7GJQUmSEEJ8\n", "CGpN8tq1a2hoaADP81i5ciXS09Nx6NAhcBwHAMjNzcXChQsn/KyUapKEEOmYlZrk6OgojEbjlO8b\n", "GBjA9u3bAQBHjx5Feno6tFot1q9fL2a3hBAy63yebtfV1U3474MPPvDry4uLix94juM47Nu3D3v3\n", "7kVtba24VjOA9boPxSddgYitb9SBfVd78YuqdtT3jgWgVaHjsydZXV2NNWvWoLm5Gb29vXjkkUdQ\n", "W1uLuLi4ae3k5MmTWL58OQCgpKTE8/yxY8dENJkQEu7Krg/gvdpuAEBF0yB+ua0A6THaELdKHJ89\n", "yeeffx6FhYUYGRnByy+/jCVLluCrX/2qp6bojzNnziA/Px8JCQkPvKZS+b51b/xftMrKSqa2KT5p\n", "b7Mc35o1a2b8ffW9o57HFiePjp7+sIlvuvy6cLNv3z5PbREA9u/fj9LS0im//OzZs0hMTERhYaHn\n", "uba2NmRmZgIADh8+jM2bN0/4WbpwQ4h0Xeww4/vHm8EJwBcyY/BXa+bCFIL5DCYSlAs3FosFPM9D\n", "LpeD4ziMjIxM+Zne3l5UVVWhsLAQ9fX1GBkZwUsvvYS2tjbU1NQAAJYsWeJ3Q1lTWVmJNWvWhLoZ\n", "QUPxSVcgYnskLQq/3FYAi4PHnBhN2CRIMfxKkhs3bsTvfvc7qNVq2O12bNq0acrPJCUl4fXXX3/g\n", "+Yku5hBC2KJgaEYqunebEBJRZmXd7e7ubjEfI4QQyfErSV67ds1ru7q6OiiNiSRir7RJBcUnXSzH\n", "JoZfSbKxsdFrW6mkyYMIIZFB1Ok2z4duFT5WsHpl9C6KT7pYjk0Mn13Cw4cPw2q1or6+Hk6n0/N8\n", "cnJy0BtGCCHhwGeSvDvQ+9ChQ9iyZcusNChSsDzODqD4pIzl2MTw63R748aNwW4HIYSEJRonSQiJ\n", "KEEZJ3n06FG0t7ejtbUVH3zwAZqamkQ3kBBCpMSvJOlwODBnzhxcvnwZL774YkTPAxkorI9Fo/ik\n", "i+XYxPArScrlcsjlcmi17vngNBpNUBtFCCHhwu+e5OjoqCdJhmkZU1JYv3pI8UkXy7GJ4VeSTEtL\n", "w4EDB7By5Up89tlnaGlpCXa7CCEkLPiVJFevXo0vf/nL0Gq1KCwsxCuvvBLsdjGP9boPxSddLMcm\n", "xrRvS1QqlZ7TbgC4fPlyQBtECCHhRNS92+O1trYGoBmRh/W6D8UnXSzHJsaMkyQhhLCMkmSIsF73\n", "ofiki+XYxKAkSQghPlCSDBHW6z4Un3SxHJsYlCQJIcSHGSfJSF47eyZYr/tQfNLFcmxi+JUkq6qq\n", "UF9fDwBoamryWi0xKysrKA0jhJBw4FeSvHnzJhITEwEAOTk5OHv2bFAbFQlYr/tQfNLFcmxi+JUk\n", "DQYD4uPj3R+Qy6FQKILaKEIICReiapJyOV3vmSnW6z4Un3SxHJsYfmU7mUyGwcFBAMDg4CA4jgtq\n", "owghJFz4tcYNx3E4efKkZ07JkpISKJU+F1qcMVrjhhASDNNd48avTKdQKFBSUiK6UYQQIlV+nW43\n", "NjYGux0Rh/W6D8UnXSzHJoZfSfLKlSte2zdu3AhKYwghJNz4dbrtcDi8tq9cuYLs7OwpP3ft2jU0\n", "NDSA53msXLkS6enp6O7uRkVFBRQKBdauXYvU1FRxLZc41seiUXzSxXJsYvi9fMPx48en/eUDAwPY\n", "vn07duzYgT/+8Y8AgJqaGuzcuRPPP/88zp8/P+3vJISQ2eRXknzvvfdgNpuxe/du7N69G1evXvXr\n", "y4uLix94Tq/Xex6r1Wo/m8ke1us+FJ90sRybGH6dbm/cuBHLli3zbB89enRaOzl58iSWL18OwHs5\n", "WpVK5fNzlZWVnq7/3QPHyvbdPzTh0h6Kj+KLpO3p8Guc5EycOXMGmZmZnokwysrKPMOJysvL8eST\n", "T074ORonSQgJhumOkwzq/YVnz55FcnKy10xBVqsVgLtHefcxIYSEK7+SpNlsxp49e/Duu+/C5XJh\n", "//79U36mt7fXM8XagQMH8N577wEAVqxYgV27dmHXrl1YsWLFzFovYazXfSg+6WI5NjH8qkmWlZWh\n", "tLQUR44c8ft2xKSkJLz++usPPJ+WloYXXnhheq0khJAQ8asnqdVqvS6y0FRpM8f6WDSKT7pYjk0M\n", "v5Lk/YPJeZ4PSmMIISTc+JUkk5KSUFlZCZfLhXPnziEjIyPY7WKeP3UfQRAwaHHCbHPNQosCi/W6\n", "FsvxsRybGH4lyeLiYsTFxUGr1SIlJYWG5swCjhfwyc1hvLK/Hq8ebkTzgCXUTSIkIgV9nKRYkT5O\n", "snPYhq/trYeLdx+ehSkG/N+NeVAraFZ4QmYiKPNJ9vf349ixY9DpdHA4HCgpKUFcXJzoRpKpCQD4\n", "cX+/OF5AmP49I4RpfnVLysrKsHPnTuzYsQPPPfccTpw4Eex2MW+quk9qlAavP5YFnUqORIMKr6ya\n", "C41SOqMKWK9rsRwfy7GJ4VdPUq/Xexb/UigU0Gq1QW0UARRyGf4ky4SHkwxQymWI1fu+z50QEhx+\n", "9SRtNpvXtsXivohQU1MT+BZFCH/GoinkMiQa1ZJMkKyPtWM5PpZjE8OvJMnzPN555x3U1tbiP//z\n", "P6HValFXV4fLly8Hu32EEBJSfiVJi8WCVatWQavVYsWKFSgsLKSLCDPEet2H4pMulmMTw6+a5Isv\n", "vgij0fjA8xkZGejo6EB6enrAG0YIIeHAr57kRAkSAKKionDx4sWANihSsF73ofiki+XYxKCRyYQQ\n", "4gMlyRBhve5D8UkXy7GJQUmSEEJ8oCQZIqzXfSg+6WI5NjEoSRJCiA8zTpI0/Ecc1us+FJ90sRyb\n", "GH4lybNnz0762vj1uAkhhDV+Jck//OEP2Lt3L3p7e4PdnojBet2H4pMulmMTw68kWVpaiq1bt6Ku\n", "rg4fffQR6urqgt0uQggJC34lyUWLFkGlUmHdunXYsGEDDh48GOx2MY/1ug/FJ10sxyaGX/duV1ZW\n", "IisrC9XV1TAajfjWt74V7HYRQkhY8CtJVlRU4LHHHsMzzzxDa24HCOt1H4pPuliOTQy/kmRpaSkW\n", "LVoU7LYQQkjY8bsmSabH5uRwpWsEp5uH0DZkfeB11us+FJ90sRybGH4lSbPZjD179uDdd9+Fy+XC\n", "/v37g90uybvUNYrvHG3CP55qxd8dbULnsG3qDxFCwo7fqyV+8YtfRExMDJRKv87QI96nnWbP40Gr\n", "C/1jTq/XWa/7UHzSxXJsYviVJLVaLVSqe4tR0cWbqS1Ni/I8NumUiDdIbzEvQoifSdLhcHht8zwf\n", "lMawZOmcKPzz03n4+8cy8c9P5yE9xnsZXtbrPhSfdLEcmxh+nTsnJSWhsrISLpcL586dQ0ZGhl9f\n", "zvM8BEGIyJ6nVqXAknG9SUKINMkEP5c9rKurQ0tLCxYsWICsrKwp319WVoaWlhZs27YNaWlpAIBD\n", "hw6B4zgAQG5uLhYuXDjp5ysqKrB06VJ/mkYIIX6rra3FE0884ff7/b4K89BDD+Ghhx4CALS1tSEz\n", "M9Pn+0tKSh64x1ur1WL9+vV+N44QQkLNZ5Lcu3cvZDIZgHt1SEEQ0NjYiO9+97vT3hnHcdi3bx8E\n", "QUB2dnZE9xQrKyuZvopI8UkXy7GJ4TNJGo1GbNiwAVVVVVCpVFiyZAlqa2thMplE7aykpMTz+Nix\n", "Y1O+f/zBultMZmX76tWrYdUeio/ii6Tt6fCrJrlnzx7s2LHDs71//36UlpZO+eV1dXUwmUyemuR4\n", "5eXlePLJJyf9LNUkCSHBMN2apF9DgO6ect8ldghQW1ub57HNRnegEELCn19Jkud59Pf3AwD6+/vh\n", "dDqn+IS7p1hZWYny8nJ8/PHHANxJcvfu3di9ezcKCgpm0GzpY30sGsUnXSzHJobfswCVlZVhdHQU\n", "BoPB69R7MhOdShcXF0+/hYQQEkJ+j5OcTEdHR1BWTKSaJCEkGIJSk/Tl4sWLM/0KQggJWzNOkkQc\n", "1us+FJ90sRybGJQkCSHEB0qSIcL6HQ0Un3SxHJsYlCQJIcQHSpIhwnrdh+KTLpZjE2PGSTIYw38I\n", "ISRciBon2d3djZSUlGC0x4PGSRJCgiEo4ySvXbvmtV1dXT29VhFCiET5lSQbGxu9tmnFxJmbqu7T\n", "ZbahecCCEbtrlloUWKzXtViOj+XYxBCV7WghsOBq6B3D35c1Y9TBYWNBHL766BzEaOkPEyGh4PM3\n", "7/Dhw7Baraivr/ea+Sc5OTnoDWOdr7Fohz7vx6jDvRbQsYZBbJgXjxitcbaaFhCsj7VjOT6WYxPD\n", "Z5LcvHkzAPcCXlu2bJmVBhEgOUrteayQuVdeJISEhl81yY0bNwa7HRHHV91nfX4cSh9OwMJkA37w\n", "VC4yTdpJ3xuuWK9rsRwfy7GJ4Vehiy7UzK6UKA2+sWouOF6AQi6b+gOEkKDxOU7SbDYjOjoaZrMZ\n", "5eXlANzLwj711FNBT5w0TpIQEgwBHSd56tQpAO4LOJs3b8b27duxevVq7N+/f2atJIQQifCZJO92\n", "MvV6PdRq98UEk8kElUoV/JYxjvW6D8UnXSzHJoZfF244jvPattvtQWkMIYSEG59J0uFwYPfu3V49\n", "x+bmZhonGQCsj0Wj+KSL5djE8Hn15Utf+tIDz2VnZyM3NzdoDSKEkHAy7anS5HKagjIQWK/7UHzS\n", "xXJsYvg1jkcQBDQ3N8PhcAAALly4gK985StBbRghhIQDv5Lk/v37kZ2dDZ1OB4B6k2Jd6x5FedMg\n", "MmO1+JNHloe6OUHFel2L5fhYjk0Mv5KkSqXCI4884tkuLCwMWoNY1TZkxevHmmDn3MOqeAHYviBp\n", "xt/ZMWxHvF6FvAQ9lHR3DiEB51eXcGRkxGu7t7c3KI1h2aid8yRIAGjoGZ3R9928bcVrR5rwRvkN\n", "fPvQdXzeOzbTJgYU63UtluNjOTYx/OpJ3rhxA2+//Tbi4+MBAPX19fj+978f1IaxJiVKg6I5Ufi0\n", "cwQqhQzrMg0z+r7uEQeGbe4JeXkB+LxnFAtTpDWdGiFS4FeSfOqpp/Doo496tk+fPh2s9jAr3qDC\n", "a8UZ6DI7YNAokB07s5l9EvRqaJVy2FzuCZBz4vWBaGbAsF7XYjk+lmMTw68kOT5BAsC6deuC0Rbm\n", "xRvUiDeop36jH3LidfjZpjy0DNqQEqVGYWJ4JUlCWCHqMnV3d7df7+N5/oFbGolbIOo+8xINKCmI\n", "x5K0qLCbmJf1uhbL8bEcmxiikuS5c+emfE9ZWRnefvtt9PT0eJ7r7u7G+++/jw8//BC3bt0Ss+uI\n", "MGBx4uOWIRxr6EfHbVuom0NIRPN5ut3X14fY2FgMDQ15PT82NvWV1JKSEtTV1Xk9V1NTg507dwIA\n", "Dhw4gG3btk23vcyYrO7DCwIOfNaH3//R/ccl06TBT57OQ7w+MKfps4X1uhbL8bEcmxg+k+Tu3bvx\n", "7LPP4r333vOaAHd873A69Pp7dbO7U68RbzYnjwsdZs922207Ru0cwuy6DCERw+fp9iuvvILExETk\n", "5eVh3bp1nn85OTmidjZ+EvRIn5NysrqPDMCarBjP9iNpRkkuJ8t6XYvl+FiOTQy/fvtKSkq8tvPy\n", "8kTtbPxFHJls6rtDKisrPV3/uweOle2rV69O+Hr2wmWo6x3Dny9Pg+PO8B6FTBby9gYqPla2WY+P\n", "9e3p8LnGzWQcDodfp8t1dXUwmUxIS0sD4L4HvLS0FIIg4PDhwz6XqY3UNW4Gxhz4m8ONuDXinkzk\n", "sdxYvFqcAbWC7pcnJBCmu8aNqPO4srIybN261ed7ysvL0dLSAq1Wi6ysLBQXF2PFihXYtWsXBEHA\n", "k08+KWbXzIs3qPHGUzk4eX0QRo0C63JiKUESEkKikiTP81O+Z6IkmJaWhhdeeEHMLpkzvpRwv6xY\n", "Hb62Ys4styiwfMXHApbjYzk2MXwmyTfffBMZGRkPPF9fXx/Rw3cIIZHDZ5LMzc2dMBkeOHAgaA2K\n", "BBwvYGHRSjhcPNRKNk+lWe+JsBwfy7GJ4TNJrlq1asLnTSZTUBoTCUbsLhyrH8Dhz/uxJC0KX16a\n", "giQjjRkl4WPI6gTHC4jXq/wahcI6n92YyVZFpAkuxGsasOLfL3She9SBsusDuNI1MvWHJIj1sXas\n", "xtfQO4ZvHbyOr++rx/mbZvDTH/zCHDbP9UJIEAR81j2KX5/vwMnGAdy2Or1ed3HeF73uTnVGSKhZ\n", "HBz+paodPaMOmO0cflhxAz13hqJFMkqSAXZj0Ia/O9aEvVf78NMzN3Gh3ez1em68Hk/mxQEA8uN1\n", "WDonKhTNDDrW61qsxwfAffsXETcEiExu2O6Cc9wyDS1DVq/X4/QqvLJqDr68NAV6lRwmXWTfnknC\n", "h16twF99YS5+fKoVViePV4szkBxF9XLqSQYIxwv4vHcMgiAgN84967hKIcMXMh+8yGXUKNHb3Y2e\n", "EQf6Rtk8nWG1ZncXq/EVJBnw6mIN3i4twIq50ZDThRvqSQZKQ98YXj3cCAHAMwsS8ZWiVCQZNciO\n", "e3CZhrYhG376qRl9Y4PINGnwxlO5SIvWzH6jCZnASH834gvFzc/AIupJBkj7bTs4wb0o1+6rfXDx\n", "AnLidRMOobjeb0HfmHsRr7bbdrQMWGa7uUHHes2O5fhYjk0MSpIBkm7S4O6y1yqFDMlRk/cMozXe\n", "Sy0YNdShJyRcUZIMkIJEA36+OR+vr8vEW5vzkRevm/S985MN+PqyJCyfG42/W5uBggT2ZtRltWZ3\n", "F8vxsRybGNSFuY/VwaFvzAm1UoYUH73B+ynlMjyUbMRDE4+/9xKtUSLd0YmSx5bC4uShVFBxnJBw\n", "RUlynDEHhz1Xe/H+pW4Y1Qr8uCQX85MMQdlX6rxF+F5ZC24MWfHS0hQ8XZAAnTq8VjycCdbrWizH\n", "x3JsYtDp9ji3zHa8f8m9XO6og8MHl7rhz5zEbUNW/P5KN47V9/s9pOfE9UFc6x2Dxcnj1+e70Hrf\n", "eEpCSHigJDmOSiGDUn7v1NefG/z7xxz4Xyda8M6FW3irsh27r/b4db+r08Xm+Mi7WK9rsRwfy7GJ\n", "QUlynLkmLd5Yn4P8eB3W5pjw7KIkr9ctDg49I3aM2F2e58YcnGepBQD4460x2P24H3tVsgrzE/XQ\n", "q+T42vI0ZMVOfqHHH/1jDnxwqRvfP96MC+1mcDxNTEBIIFBNchy5TIZH50ZjYYoBKoUcinG9ykGL\n", "E+9+2oUT1wfxyJwofOsLc5ESpYFCLsPKjGicu+m+R3vrQwnQqaauLS7OnYMfzXHBxvEwaZRQzXBe\n", "yerWYfz201sAgAsdZvzyiwXIC+FVc9brWizHx3JsYlCSnIB2giTXNGDBsYZBAMDFjhFc7R5FSpQG\n", "Tf1WxOpU+NOlKVAr5UiextyQUVolAjW9RdeI3fOYFwCLk/PxbkKIv+h020+y+6ZEUdypVSrkwLGG\n", "AfxXbTf+vaYLTj9PcwNd93ksNxaGO1fHV8yNRnr0g7dDzibW61osx8dybGJQT9JP8xL0+NKiJBy/\n", "PoiiOVFYkOIeGjQ/yYCnC+PxSdswHs+NRUFiaE5xCxIN+MUX52HMwSHJoEasnmYXIiQQRK27PRvC\n", "cd1th4vHiMMFvUrhVXe0uziMOXgY1QrPmjUcL8Bsc0Gnkk94+n4/jhfQOWyHixcwJ0YNjZKdMZOE\n", "hJNZWXc7UqmVcsQr3TVHQRA8w4M0SoVXUrM6OZxsHMSHl3uQH6/DX6xKn3KWnwvtZvyg4gZcvICv\n", "r5yDTYUJ0DC6SBghUkK/hSI09FnwRnkL3vy4DRfbh/G72ltoHbw3GLx10IZfVXegpCAe+Yl6XO4a\n", "Qcdt78Hi4+s+o3YX/q2mE6479cxfn+vEgMV72QepYb2uxXJ8LMcmBvUkp6l31IHvlTXBbHdfPe4f\n", "cyezsoYBvLV1HhINanCCgKfmxeH8zWE0DriT45b5CfjK0hRE61ToH3MgKjkDLl6AUu4ewJ5oVKN9\n", "2H2FOlqrhEpO93MTEg6oJzlNDo73JEjAnSSNGgV6x5wYu/N8ZqwWj6ZHexIkAFzqGoHZ7sLnvWN4\n", "ZX8Dvnt2EGdahuDkeGhVCryyag7WZptQlGbEjzbkIFHiy8yyPtaO5fhYjk0MSpLTlKBX4c+KUgEA\n", "ChlQUhCPK7dGsTbHhDi9u2MepVEiN16HojSj53PL50bDqFbgXz/pwG2bC05ewE/PtKH7zt06GSYd\n", "vvt4Fn5UkoeCxOBMqkEImT463Z4mrUqB0ocTsXxuNOQygON55MRlITNWi2ite9hN25AV/+dkC1Zm\n", "mrAqy4QYrRI5sVroNUqolfdOoxUymdddPTKZDKzMmlZZWcl0j4Tl+FiOTQzqSfqhoW8MR+v7calr\n", "BDYnB51agbwEPVKjNbC6BNhdvNd62qeah9BpdmDv1V78sroDsTol5sbqoFbI8crKuchP0CHZqMb/\n", "Xp+N1GmuRscLAuwuupsmUO7ejz867n58QsajnuQUmgcseO1wI+x3lon9x5JcLEuPBgCcaRnCz8+2\n", "AwAWphgoBxQqAAATsklEQVTxD49nIVav8tz5cpdK4f5bNObgYHNx+Js1GYjRKpEwzbpj94gdH17u\n", "QfOgFS8sTsbyjBivWYvCiRR6Iv1jDrxzoQtnWm5j+dxofGNVut+3lUohPrFYjk0M6klOweLg8Hhe\n", "HKLurEvTfGfRLifHo+zOvdwAcLV7FINW95XuNVkmPJYbi7RoDf56zVzkxGlhd/H477o+fPtQI75x\n", "oAHVN4c9Q37G+7xnFP90uhXvX7qFnnH3YwPAycZBHG0YQEOfBT+ouIE2moNyRhr6LKhoGoKLF1Dd\n", "NozPe8ZC3SQShihJ+lDXM4qffXwTtZ0j+EpRKmK0CjyU7L4Yo1LIUZR+b3qKFKMa2juDv1OjNXi1\n", "OAP/74vzsKEgHhqlArdtTvyuttvz/t9d6sawzXss5PV+C14va0ZF0xDe/bQbR+oHvF6/O9wIcE9i\n", "YfNjSrZQkcJYO8V9vXDFNH4bpBCfWCzHJsasn24fOnQIHOeuqeXm5mLhwoWz3QS/DFmc+MmpNnTf\n", "mWn8/Uvd+PGGXOTG37s3e0GyAV9fOQdOToBeJcd7n97CV5alITVaA7VCDvW43zqtQo65Jg1aBm0A\n", "gMwYNZQyGYYsTkRrlRhzcPi8ZxQ5cTroVQpc6xlF84DF686ezfPjUdV6G2Y7h03z4zE3JrSTWEhd\n", "QYIe2x5OxOnmIazKjA7aUh1E2mY9SWq1Wqxfv362dzttAgBu3G3tLl6Aixfwx+4R5MTqMGBxosts\n", "R4JehY/+2Iu5Jg3STVrU9Y4idYJbEGN0Knz3sSwcaxiASiFHcbYJb1XexPU+K55fkoyiOVHQqxUw\n", "6ZQYtDjx8rI0ZMVqvGZGz08w4FfbCmB18kgwqMJ6KVop1LVi9Sr8j0fT8PziJBjUimndLy+F+MRi\n", "OTYxZv23jOM47Nu3D4IgIDs7O+wmsbgrTq/Cd9Zm4ocVNyAIwDdWpuMH5TcwaHXhHx7Pwr9UtWPk\n", "zuDxnz2dh4Y+C861m9HYL8fi1CgkGO5dALC5OFxoN6OiaRBrskxYnhGNo58PoLrNPVHvL6s78Ksv\n", "zsO5tmFUtQ4DAFoGrPhVaeED7fK1njeZPo1SDo1S2gP3SXDNek2ypKQE27dvxzPPPIOenp7Z3v20\n", "LEmLwq+3F+KtLfn4jwudGLS6h4l0me2eBLn94UQcqOvD+5e7kWBQIVqrRNOA9wWV5gErfljRiuo2\n", "M/75zE1c6RrFqM17jRuZDNAq5ciK1UIGwM4Jkl6CgfW6FsvxsRybGCG9cKNS+Z7zcPzBqqysDMq2\n", "08VjxObChQsXHnj90qVLiL8zL2PcuPkZY3VKGO8M84nWKlHZOgyLk8ep5iEsSDZAJZN57W/E5j2u\n", "sXnAikczYpFh0kIuA7bOj4fD4YJcLkNWrA7/c8Uc7FwUj8H2pqDHH6ztq1evhlV7KD7aFpv8Z30+\n", "yba2NmRmZgIADh8+jM2bN0/4vtmYT7J7xI53L95CfZ8FX1qUhMdyYz1zP3YM23C9z4IhqxMpURoI\n", "goD223ZwgoAFyQYoFXL0jTng5AT87OObnu/86zVzMS9BB04ATFoVkqLU6B6x4wflN9A0YIVJp8Sf\n", "Lk1Bfa8FSrnsTvIV8MlNM5rv9EDz4nX40VM5iDPQaSAhgRb280m2tbWhpqYGALBkyZLZ3r2Xqtbb\n", "qGgeAgC8VdmOrDgd5icZ4OJ41HaM4GBdn2dmnm+umgOLk4NJp4Sd47FkjntAeeewDevzY5Fp0kGj\n", "lEOvVmDMyaOq9TZsLh4lBQmYn2TAG+tzUN83hqYBK3Zd7sFT+XF4/7K73PDswiTcMt8bE3lrxAEJ\n", "n2kTwpRZT5LFxcWzvctJjTq8xxk679xa6OQFuATBkyABoKptGLzgrhsm6FVo7h+DgxMAGbA2OxY/\n", "+kMrbC4eSUYVvr1mLi51jSDRoMH1PgvmxmiQaFTDxQs4/PkAhqwuxGjl+IsVaWjqt2JlRgySo9T4\n", "ZXUHAOCrj6YiRhe+V679wfr9vyzHx3JsYkj7N3GG1uWYcKp5EF1mB7bOT0DmnbWvdSoF8uJ1SI1S\n", "e9bULkw0YNjmgsXJ4cen2hCnU+Klpan4j4udeGZBkmdgd++oE7etLjw1LwGfdphx87YV/WNG3Lxt\n", "Q6JBjX94IgsWB4fOlutYuvjeGNF5iTrPOL0Mk8ZzKyMhJLQiOklmxurw8835sDp5mHTe91wvSDHi\n", "9XWZaBywQq+So6nfgkSDCv9V674LRiaToXvEDpNWCZPu3kUducx9J8xvznfiz5enIdmgwmtHGmG2\n", "c8iL1+H7T2QjNVqD5MXeg+g1SgXyQ7hOdqCx3hNhOT6WYxMjopMkAMTpJ744IpfJMD/ZCKVChsY+\n", "CxKMaiQa1JAB2L4wCRwvYMjqwrOLkmF18vjbtZloHrAgNVqDPVf7AADdZjt0Srlnkt6mAStu3rZN\n", "ONicEBKe6JzuDifHo6FvDOdvDmPX5W7Udpgxandi1MHBoFYiK1YLjufxvccyMWpz4cC1PpxoHMS/\n", "13TB6uTw/uVbWD43Gvuu9qLLbIdSLsMXskwwjastyuCekBdgfywaxSddLMcmRsT3JO+6cmsUbUM2\n", "/FtNJ1RyGf60KBWdZjscnIBLXSO43m/BV5elwcJzuDls83zObOfACUDnsAO/qOrA95/Iwmc97os6\n", "/1LZjr9cnY6/+kI6rtwaxWO5cciP14UwSkLIdFGSvOOTttvIjNXhkbQoLEgxYO/VXs8dNjsfSUFD\n", "nwUunsdvL97Cc4uT0dBnAS8Aa7JiMGRxItGggoPnIZfL8atPOj3f+27tLfx8Uz42zU/02h/rdR+K\n", "T7pYjk2MiE+SPSN2DFicWJcTi7Otw7A6eaRGaTwJEnDPIZkapUaURgkXL+D49UH82bI0xGkVSInW\n", "4GTjIFZnxqA4OxZGtQIJehX67ywJ+3CSAWpaP5sQyYro396OYRteP9aE75Y141LXKA5c60Nd7xga\n", "B6xIj7l3cWV5ejSeXZiEuu5RfO/xLMyJVmPI4kRhsgFvVbbj+PVBHKzrx97PehGlUeDHJbnY+Ugy\n", "/nJ1OnYsSvaayecu1us+FJ90sRybGBHdk7wxaEWn2YE4vRK3bfd6jgc+68X3Hs9Gp9mGeL0KHcN2\n", "OHkBiUY1Mk1avPFULgDgltmOrnEDzpsHrLBxPLLjdMiOo9ojISyI6J5ktEaJFKMaKVEa5MTpEHvn\n", "SvSjc6MBCNCrFEgyqJESpYbFyaMoPRpJ46YqM+mUeG5xsmf7hSXJiFL793eH9boPxSddLMcmRkT3\n", "JJOj1HgiPw4NvWMwqOR4c1M+hu0unG4Zwg8qWiED8MMNOSgpSJjw8zqVAl9alIQVGdFQyGTIjtM+\n", "sCQAIUTaIrYnyQsCPu0cwfuXunGxcwT/dKYNFhcPjhdw8Fo/APfs5J+0Dfv8HqNGiYeTjShMMkxr\n", "ZmvW6z4Un3SxHJsYEdeTvGW2o7xxANEaJXruW1hrzMEhQa/Cy8tSwfECVAo5smNpHRlCIlnE9SSr\n", "bgyBhwz76vqQG6/zTJ5blB6FuTEaGNQKnL1xG/9V2413LnShod+9GFegsV73ofiki+XYxIionqQg\n", "CNCplfjNhXYAwK+qO/A3fzIXiUY1kgxqxOpVaB2yei2/UNU6jB0Lk6BT+X8qTQhhR0T1JGUyGeL1\n", "9/4ujDo41PdZUJBoQOyd5RliNEosSL43G89jubFBSZCs130oPuliOTYxIqonCQAPpxixfUEi9n/W\n", "h7RoNdbnx3m9HqtX4W/XZaGx3wKdUoGCRHamLyOETN+sr3Hjr2CucWN1cBiyuaBVyr0W+CKEsC/s\n", "17gJBzq1Ajo11RgJIVOLqJpkOGG97kPxSRfLsYlBSZIQQnyIyJokISRyTbcmST1JQgjxgZJkiLBe\n", "96H4pIvl2MSgJEkIIT5QTZIQElGoJkkIIQFESTJEWK/7UHzSxXJsYlCSJIQQH6gmSQiJKFSTJISQ\n", "AKIkGSKs130oPuliOTYxZn0WoO7ublRUVEChUGDt2rVITU2d7SYQQojfZr0nWVNTg507d+L555/H\n", "+fPnZ3v3YYP1dUQoPuliOTYxZj1J6vX3ZvpWq9WzvXtCCJmWWU+S4y+mq1SROys463Ufik+6WI5N\n", "jFmvSXIc53ksk8kmfZ/JZEJtbe1sNCkk9Ho9xSdhLMfHcmyAO7dMx6wnSavVvVyrIAiexxMpKiqa\n", "rSYRQsikZn0weVdXF86cOQNBEPDkk08iKSlpNndPCCHTErZ33BBCSDigweSEEOIDJUlCCPGBkiQJ\n", "CJ7nvUYusIb1+MjkZv3q9lRYv23x0KFDnl+23NxcLFy4MMQtmrmysjK0tLRg27ZtSEtLA8DWcZwo\n", "PpaO47Vr19DQ0ACe57Fy5Uqkp6czdfwmim9ax08IMwcPHvQ83r9/fwhbEhwnTpwIdROC4tq1a0Jn\n", "Z6dnm7XjeH98LB3HM2fOeB4fOXJEEAS2jt9E8U3n+IVdT5L12xY5jsO+ffsgCAKys7OZnTOTjqN0\n", "FBcXP/AcS8dvovimc/zCLkkKjN+2WFJS4nl87NixELYkuOg4Ss/JkyexfPlyAGwev/HxTef4hd2F\n", "G39vW2QBK//5JkLHUVrOnDmD/Px8JCQkAGDv+N0f33hTHb+wS5L+3rYoVW1tbZ7HNpsthC0JLjqO\n", "0nH27FkkJycjKyvL8xxLx2+i+KZz/MLudHvFihXYtWuX57ZF1rS1taGmpgYAsGTJkhC3JjDKy8vR\n", "0tICrVaLrKwsFBcXM3UcJ4qPlePY29uLqqoqFBYWor6+HiMjI3jppZeYOX6TxTed40e3JRJCiA9h\n", "d7pNCCHhhJIkIYT4QEmSEEJ8oCRJCCE+UJIkhBAfKEkSQogPlCRJQHAcB57nQ90MQgKOkqSEvfHG\n", "GwH7ro8++ggHDhzAgQMHcPDgQZjNZq/XDx8+POHnurq6sGfPHrz11lsYGBgQvf9PP/0Uv/71r0V/\n", "nlWT/dzvd/z4cezduzfIrYlMYXfHDfHf1772tYB9l0wmw7Zt2yZ9fbJb09LS0rBjxw6cPn16Rvsv\n", "KiryulWMuPl7S+CGDRuwb9++ILcmMlGSlKDu7m6cO3cOzc3NePXVVz3PWywW7Nu3D0ajEQqFAg0N\n", "DXjttdc8r584cQKjo6NQKBRwOp3YsmULNBoNAECj0WDv3r1QKBSwWCzYvHkzoqOj4XK5cOzYMdTX\n", "1+PAgQMAgPz8fDz88MMzjqO8vByDg4NQKpVQKBRep+sNDQ24fPkydDodbDYbli1bhpycHNy6dQu/\n", "/e1vkZ+fj+3bt6OnpwcffvghEhMT8fzzz0OpnPy/dFlZGRoaGhAbG4vo6GhYLBYsWrQICxYs8LlP\n", "AGhtbcWJEyewaNEitLa2Qq1WIykpCWvWrAEAVFVVoa+vDwqFAna7HQCwY8eOKX8Gra2tqKqqgtFo\n", "hFwuR39/P15++WUAwMcff+z1c4+NjcXatWsBAC6XC/v374dcLocgCJKeFDfszXxKSxIqH330kdd2\n", "S0uLcPz4cc92a2ur53FVVZXQ0NDg2R4ZGRH27t074ffa7fYHXrt/X/c7deqU0Nvb63fbr127Jnzy\n", "ySee7b6+PuEnP/mJIAiCMDY2Jrz33nte79+9e7fgcDgEQRCEnp4eoby83PParl27/N7vd77zHYHj\n", "OM/273//e8FisUy5z7tt/sUvfiHY7Xav9zU0NAjnz5/3bPM8L1RVVfnVniNHjghtbW2e7fHHTBAm\n", "/7kfOnRI6Ovr82yfP39e2L17t1/7JNNDPUmGZGdng+M4HD9+3DPVVWZmJgCgs7MTq1ev9rzXaDRO\n", "+j2zMclqY2MjNmzY4NlOSEhAeno6AKCnpwdms9nTgwLcM7UMDQ0hKSkJSUlJ6OvrA+DuVU+nF7Vw\n", "4ULI5fdK8fPmzUNXVxfkcrnPfd71+OOPP/DzuX79OtavX+/ZlslkXj9rX55++mlcuHABdXV1cLlc\n", "SEpK8hwzX0ZHR72m/VqyZAlu3rzp1z7J9FCSZMiVK1ewePFi5OXlAQCqq6vR1taGzMxMpKen4/r1\n", "65g3bx4A9y/ZXTzP48aNG8jNzQUA3L59G1qtNqhtzc/Px+XLl7Fy5UoAQF9fH9rb2wEA6enpSE5O\n", "9qqR3n/lvKioCBcvXkR7ezu2bNni934/++wz8DzvSZRNTU3YvHkzFArFlPsUBGHCuRVzcnJw9epV\n", "LFu2zPPc+J+1L5cuXcKjjz7q2f7ggw88E8P6YjAY0N/f70mUtbW1XhPlksChWYAk6PTp07h9+zau\n", "Xr3q6RmVlJTg8OHDXr0kANi6davnubs1SblcDqfTia1bt3pqkqdPn0ZPTw80Gg2cTidKS0u96nsf\n", "f/wxBgcHIZfL4XK5sHr1aqSkpHjqoy0tLUhOTkZUVBRKSkr86o2ePHkSQ0ND0Gq1sNls6O3txcqV\n", "K7Fs2TK0t7fjwoULnjaMjo5iy5YtiIqK8nz+nXfeQUpKCjZt2uT3z+43v/kNjEYjtFotnE4nFi9e\n", "jMLCQgDwuc+amhpcvnwZAJCUlIQ5c+Z4JbdTp055/XwKCgqwaNGiKdvz9ttvIzU1FYIggOd5rzon\n", "4E62V65cgUaj8Sw1sGjRIrhcLuzZswcqlQpyuRxGoxEXLlzAiy++6DVvIpk5SpIkouzevRvPPvts\n", "qJtBJITGSZKIUVZWhvr6ehw9ejTUTSESQj1JEhStra2e09P7ZWVlBWU271Ds05fR0VFUVFRMWCs0\n", "Go2SnvE7klCSJIQQH+h0mxBCfKAkSQghPlCSJIQQHyhJEkKID/8fEq/GchJAa5wAAAAASUVORK5C\n", "YII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.558165\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VPeZ4P1vbVKpVNp3ISMJCZDBbAYDJgSwA0ZesAHb\n", "8ULcfZzp5Z30mWT6pNNZZpIZT955X6dnkp5MOhN398mbuJ0Yx6wOmJ0YjIRB2BgbkCUWIbFpX0sq\n", "qdb7/iEoJBBFqaRSVf3q+ZyTk7qlqrrPo0KP733u7/e7Ok3TNIQQQoxIH+4AhBAikkmRFEIIP6RI\n", "CiGEH1IkhRDCDymSQgjhhxRJIYTwwxjKDz969CjNzc0ATJ48mfnz59PU1MTBgwcxGAwsX76cvLy8\n", "UIYghBBjEtIiuWTJEt/jffv2AVBVVcWGDRsA2L59O2vXrg1lCEIIMSYhP92ur6/npz/9KaWlpQBY\n", "LBbfz+Li4kK9eyGEGJOQF8mioiL+5m/+hhMnTgAwdIKPyWQK9e6FEGJMQnq6fZPZbCYpKQkAj8fj\n", "e16n0931Pfv27cNgMIQ8NiFEbElNTWX+/PkBvz6kRbKjo4P09HTg1hFkf3+/b/vm45EYDAYefPDB\n", "UIYnhIhBJ0+eHNXrQ3q6XVlZyebNm9m8eTMzZ84EYNGiRWzcuJGNGzeyaNGiUO4+olVUVIQ7hJCS\n", "/KKXyrkFI6RHkmvWrLnjufz8fF566aVQ7lYIIcaNLlKXSjt48KCcbgshxt3Jkyf5yle+EvDrZcaN\n", "EEL4IUUyTFTv+0h+0Uvl3IIhRVIIIfyQnqQQIqZIT1IIIcaRFMkwUb3vI/lFL5VzC4YUSSGE8EN6\n", "kkKImCI9SSGEGEdSJMNE9b6P5Be9VM4tGFIkhRDCD+lJCiFiivQkhRBiHEmRDBPV+z6SX/QKdW4u\n", "j5dmm4POfldI9zNeJuT2DUIIATDg9rD/XAdvHL9GpsXEj1YWU5Jhufcbw0iOJMNk6dKl4Q4hpCS/\n", "6BXK3K51O/jF0au4PBqNNie/P9lEhF4W8ZEiKYSYMHqdDv2Q+//FGfV+bwgYCaRIhonKPS2Q/KJZ\n", "KHMrSInn75cXkm4xcn+WhZfm5oRsX+NFepJCiAljMuhZUZLG3Pwk4ow6rHGRX4JknKQQIqbIOEkh\n", "hBhHUiTDROWeFkh+0Uzl3IIR+Q0BIUTUae118kFdJ9e6HZRPz+D+7MRwhxQ06UkKIcbdv31ynd99\n", "2gyAxaTnn9ZOpyDFHOaoBklPUggRduda+32P7S4vdqcnjNGMjRTJMFG97yP5Ra/xyG3dA1kYb4wa\n", "X1acSrY1bsyfGS7SkxRCjLu5+Un809rp2J0eJiXHk5pgCndIQZOepBAipkhPUgghxpEUyTBRuacF\n", "kl80Uzm3YEiRFEIIP6QnKYSIKdKTFEKIcSRFMkxU7/tIftFL5dyCIUVSCCH8kJ6kECKmSE9SCCHG\n", "kRTJMFG97yP5RS+VcwtGSOdunz17ltraWrxeL4sXL6agoIAdO3bg8QyuCFJSUsKsWbNCGYIQQoxJ\n", "SItke3s769evB2DXrl0UFBRgNptZtWpVKHcbFVS+bzNIftFM5dyCEdIiuWzZsjue83g8bN26FU3T\n", "KC4uloszQoiINiE9yf3797Nw4UIAysvLWb9+Pc8++yzNzc1+3ze0N1JRUaHU9q9+9auIikfyk/xu\n", "bt98HCnxhGJ7NEI+BOjw4cMUFhZSVFR0x88OHDjAypUrR3yf6kOAKioqlD6tkfyil8q5QYQNATpy\n", "5Ag5OTnDCmRDQ4Pv8cDAQCh3H9FU/kcIkl80Uzm3YISsJ9nS0kJlZSVlZWXU1NRgs9l45ZVXaGho\n", "oKqqCoC5c+eGavdCCDEuQlYks7Oz+d73vnfH8yNdzIlFqp/SSH7RS+XcgiGDyYUQwg+Zuy2EiCkR\n", "deFGCCGinRTJMAl2zFa0kPyil8q5BUOKpBBC+CE9SSFETJGepBBCjCMpkmGiet9H8oteKucWDCmS\n", "Qgjhh/QkhRAxRXqSQggxjqRIhonqfR/JL3qpnFswpEgKIYQf0pMUQsQU6UkKIcQ4kiIZJqr3fSS/\n", "6KVybsGQIimEEH5IT1IIEVOkJymEEONIimSYqN73kfyil8q5BUOKpBBC+CE9SSFETJGepBBCjCMp\n", "kmGiet9H8oteKucWDCmSQgjhh/QkhRAxZUJ6kr29vcG8TQghoo7fIlldXT3i/95+++2Jik9Zqvd9\n", "JL/opXJuwfBbJI8ePYper+fSpUscP34cp9PJsWPHSE9Pn6j4hLirunY7H9Z1Ut3ci8vjDXc4QlFG\n", "fz988cUXsVqtnDp1ildffRWAuXPn8oc//GFCgotmbX1OmmxOkuINFKYlAHCurY+Pr9jIS45j3vxF\n", "YY4wtJYuXRrSz7/U0c+3379An9ODXgf/48mpzMq1hnSfQ4U6v3BSObdg+C2SVuvgP7q4uLhhz9++\n", "LYZr7XPy+p/qOd3ch9mo5yePl2KNN/DdXRfpc3oA+OaXCnjq/qwwRxq9mnudvt+lV4NzrfYJLZIi\n", "dgR04cZut+P1Dp7OeDwebDZbSIOKdte7HZxu7gNgwO3lw0ud9Ls8vj9qgNPX1f4dhrqvlZ0Yh9l4\n", "659vSUZCSPd3O5X7dirnFgy/R5I3Pf744/zud78jLi4Oh8PBk08+Geq4opo13oBRr8PtHRxdNTnV\n", "TIbFxPRMC7VtdvQ6+NJ9ljBHGd2mZCTw06emcrlzgGyrielZieEOSShKxkmGgFfT+LyxlwPnO5iW\n", "ZWFpUQrpljiabQ6udDtIijdQkmHBqNeFO1QhYs5ox0kGdCR5u6amJnJzc4N5a0zQ63TMzU9ibn7S\n", "sOdzkuLJSYoPU1RCiGAE1JM8e/bssO2jR4+GJJhYonrfR/KLXirnFoyAiuT58+eHbRuNQR2ACiFE\n", "1AlqWuLNK90ieKqPRZP8opfKuQXD7yHhzp076e/vp6amBpfL5Xs+JycnoA8/e/YstbW1eL1eFi9e\n", "TEFBAU1NTRw8eBCDwcDy5cvJy8sbWwZCCBFCfovkU089BcCOHTtYs2bNqD+8vb2d9evXA7Br1y4K\n", "Cgqoqqpiw4YNAGzfvp21a9eO+nNVUFFRMe7/xW7scbDnXDttfU6emZHFtDAOiwlFfpFE5fxUzi0Y\n", "AY+TDMayZcvueM5iuTU+UGbujB+vprHxsyb21HYAcOxyD79cO51cuZouxJgE1JMc64Wa/fv3s3Dh\n", "QgCGDss0mUxj+txoNt7/pXZ7NS51DPi2bQ4P/a7w9Y5VPxJROT+VcwtGQEVy165dXLlyhfr6et5+\n", "+20uXLgQ8A4OHz7M1KlTyczMBAanNd6k0/kfTD10KEJFRYVs+9k+eaKK9WUp3Byf/sS0VDqu1kVM\n", "fLIt25G0PRoBzbjZvn07Tz/9NH/84x9Zu3Yt7777Ll/96lfv+eFHjhwhKyuLsrIy33Pbtm1j3bp1\n", "aJrGzp0779rrjOYZN4GoqBj/vo/Hq9HQ2Y/DrVGQEk+SOXxDtUKRXyRROT+Vc4MQzbjR6/Xo9XrM\n", "ZjMA8fH37nO1tLRQWVlJWVkZNTU12Gw2XnnlFRYtWsTGjRvRNI2VK1cGHKi4N4Nex5QMmRMuxHgK\n", "qEg6nU56e3t9RTKQ6d7Z2dl873vfu+P5/Px8XnrppVGGqR6V/0sNkl80Uzm3YATUk8zPz2f79u0s\n", "XryYM2fOUFdXd+83CSGEAgIqkkuWLOFrX/saZrOZsrIyvvGNb4Q6LuUF20SOFpJf9FI5t2CMelqi\n", "0Wj0nXYDnDp1alwDEkKISBLU3O2h6uvrxyGM2KN630fyi14q5xaMMRdJIYRQmRTJMFG97yP5RS+V\n", "cwuGFEkhhPBDimSYqN73kfyil8q5BUOKpBBC+DHmIjl37tzxiCPmqN73kfyil8q5BSOgIllZWUlN\n", "TQ0AFy5coKmpyfezoqKikAQmhBCRIKAiefnyZbKysgCYMmUKR44cCWlQsUD1vo/kF71Uzi0YARXJ\n", "xMREMjIyBt+g12MwGEIalBBCRIqgepJ6vVzvGSvV+z6SX/RSObdgBFTtdDodHR2D907p6OgYtrq4\n", "EEKoLKCVyT0eD/v37/etKVleXj7m+97ci+orkwshwiMkK5MbDAbKy8uDDkoIIaJVQKfb58+fD3Uc\n", "MUf1vo/kF71Uzi0YARXJzz77bNj2pUuXQhKMEEJEmoCKpNPpHLZ9e9EUo6f6WDTJL3qpnFswAr59\n", "w969e0MdixBCRJyAiuRbb71FT08PmzZtYtOmTZw+fTrUcSlP9b6P5Be9VM4tGAFd3X788cdZsGCB\n", "b3vXrl0hC0gIISJJQOMkw0HGSQohQmG04yRlfqEQQvgRUJHs6elh8+bNvPnmm7jdbrZt2xbquJSn\n", "et9H8oteKucWjICK5J49e3jmmWdISUkJ+XREIYSIJAEVSbPZjMlk8m3LUmljp/pYNMkveqmcWzCC\n", "Gkzu9XpDEowQQkSagIpkdnY2FRUVuN1ujh07xuTJk0Mdl/JU7/tIftFL5dyCEVCRXLZsGenp6ZjN\n", "ZnJzc2VojhAiZsg4SSFETAnJepJtbW3s3r2bhIQEnE4n5eXlpKenBx2kEEJEi4CHAG3YsIHnnnuO\n", "F154gX379oU6LuWp3veR/KKXyrkFI6AiabFYfDf/MhgMmM3mkAYlhBCRIqAiOTAwMGzbbrcDUFVV\n", "Nf4RxQjVx6JJftFL5dyCEVCR9Hq9/PrXv+bkyZP85je/wWw2U11dzalTp0IdnxBChFVARdJut/Pw\n", "ww9jNptZtGgRZWVlROhF8aihet9H8oteKucWjICubr/88stYrdY7np88eTJXr16loKBgxPd5vV40\n", "TZNpjEKIqBVQkRypQAIkJSVx8ODBEYvknj17qKurY+3ateTn5wOwY8cOPB4PACUlJcyaNSvYuKOe\n", "6n0fyS96qZxbMEK2pE95eTnV1dXDnjObzaxatSpUuxRCiHE3oYvuejwetm7dypYtWzh58uRE7jri\n", "qN73kfyil8q5BWNCF4csLy/3Pd69e/c9X19RUeE79L/5xamyffNmapESj+Qn+cXS9miMee729u3b\n", "Wbt27Yg/q66uJjU11deTHOrAgQOsXLnyrp8rc7eFEKEQ0fe4aWho8D2+fYC6EEJEojEXybsN/zlw\n", "4AAVFRUcOHCADz/8EBgskjfv3T19+vSx7jqqqd73kfyil8q5BSOgnuSRI0f48pe/POLPht6Pe6iR\n", "TqWXLVs2itCEECL8AjqS/NOf/sSWLVtoaWkJdTwxQ/WxaJJf9FI5t2AEVCTXrVvH008/TXV1Ne++\n", "++4d4x+FEEJVARXJ2bNnYzKZWLFiBatXr+a9994LdVzKU73vI/lFL5VzC0ZAPcmKigqKioo4evQo\n", "VquVb37zm6GOSwghIkJARfLgwYM88sgjPPvss7JYxThRve8j+UUvlXMLRkBFct26dcyePTvUsQgh\n", "RMQJuCcpxpfqfR/JL3qpnFswAiqSPT09bN68mTfffBO32822bdtCHZcQQkSEgO+W+Mwzz5CSkoLR\n", "OKFrYihL9b6P5Be9VM4tGAEVSbPZjMlk8m3LxRshRKwIqEg6nc5h216vNyTBxBLV+z6SX/RSObdg\n", "BFQks7OzqaiowO12c+zYMSZPnhzquIQQIiIEvJ5kdXU1dXV1PPDAAxQVFYU4LFlPUggRGqNdTzLg\n", "qzAzZsxgxowZwOCSZ4WFhaOPTgghoozfIrllyxZ0Oh1wqw+paRrnz5/nBz/4QeijU9jQW1OoSPKL\n", "XirnFgy/RdJqtbJ69WoqKysxmUzMnTuXkydPkpqaOlHxCSFEWPm9cLN69WoAGhsbWbhwIXFxcSxe\n", "vJje3t4JCU5lqv+XWvKLXirnFoyArm7fPOW+SYYACSFiRUBF0uv10tbWBkBbWxsulyukQcUC1cei\n", "SX7RS+XcghHwKkB79uyht7eXxMREnnvuuVDHJYQQEWHM992+evXqXe+YOBYyTlIIEQoTft/tjz/+\n", "eKwfIYQQEWvMRVIER/W+j+QXvVTOLRhSJIUQwg8pkmGi+lg0yS96qZxbMKRICiGEH1Ikw0T1vo/k\n", "F71Uzi0YYy6SoRj+I4QQkSKoItnU1OR7vGDBgnELJpao3veR/KJTe58LbdIDHDjfQWOPI9zhRISA\n", "iuTZs2eHbR89ejQkwQghwsft1dh0upkfH7zEPxxu4PVD9XT1yxTkgIrk+fPnh23LHRPHTvW+j+QX\n", "ffpdHo5d7vFtf9Fip9fpCWNEkSGo021ZBUgI9VhMBlZNTfNtL56cTEq8HBD5/Q3s3LmT/v5+ampq\n", "hq38k5OTE/LAVKdqT+smyS/6GPQ61tyfyfTMRJxeL1MzLCSZpUj6/Q089dRTAOzYsYM1a9ZMSEBC\n", "iPBJNptYcJ8p3GFElIBOtx9//PFQxxFzVOxpDSX5RS+VcwtGQEVSLtQIIWKV3/Uk3W43hw8fxmKx\n", "sHjxYvbv34/dbuexxx7DYrGENDBZT1IIEQrjup7k1q1bmTNnDpmZmfzkJz9h5syZlJeXs2PHjoA+\n", "3Ov14vHIEAIhRPTyWyTj4+PJzMxk6tSpTJo0iUmTJmE2mzGbzff84D179vDGG2/Q3Nzse66pqYnf\n", "//73vPPOOzQ2No49+iimet9H8oteKucWDL9Fsr+/H03TsNvtXLhwAYdjcJrSzf/3p7y8nBUrVgx7\n", "rqqqig0bNvDiiy9y/Pjx4KMWQogJ4veKzKOPPsq7776LwWDgW9/6Flu2bAFgyZIlQe1saB8zLi4u\n", "qM9QhYrj7IaS/KKXyrkFw2+RzM7O5oUXXvBtv/zyy2Pa2dBrRCaTjMUSQkS+CV1PcuhFHJ1Od8/X\n", "D+2NVFRUKLX9q1/9KqLikfwkv5vbNx9HSjyh2B6NgG4pq2kaFy9exOl0AnDixAn+/M///J4fXl1d\n", "TWpqKvn5+QBs27aNdevWoWkaO3fu9DuLR/UhQBUVFUqf1kh+0Uvl3GD0Q4ACGiW+bds2iouLSUhI\n", "AECvv/cB6IEDB6irq8NsNlNUVMSyZctYtGgRGzduRNM0Vq5cGXCQKvL3j7B7wM0XLX04XF6mZVnI\n", "S46fwMjGh8p/ZKB2firnFoyAiqTJZGLevHm+7bKysnu+Z6QimJ+fz0svvTSK8GKPpmns/KKVNz8Z\n", "XNi4LMvCa6umkGaRHq4Q4RBQT9Jmsw3bbmlpCUkwseRu/ZF+l5cPL3X5tmta7fQ43BMV1rgJtv8T\n", "LVTOT+XcghHQkeSlS5d44403yMjIAKCmpoYf/vCHIQ0smrT0Ovnsug2nR2NufhKTUoI/PU4w6VlR\n", "nMaljsHB9jOyLSTLmn5ChE1Af32PPfYYDz30kG/70KFDoYon6jjcHt78+Dr7L3QCcH+2hR8/VkLy\n", "Pdbhu1vfR6fT8cT9GZRkJjBwoycZjafaqve1VM5P5dyCEVCRHFoggTtm0sQyu9PLqcZe33ZNi50+\n", "l+eeRdKfFLOJhfeljEd4QogxGvPdEmOdNd7AE9MzfNuPTUsfdnrc1uek2ebA4x0+0kr1vo/kF71U\n", "zi0YQR3uHDt2jLVr1453LFHJZNDz9MwsZuQk4vZqlGZYSIwzAHC2qZf/sr+OAbeXv19RyJcKUzHo\n", "7z2IXggROfwWydbWVtLS0ujs7Bz2fF9fX0iDijZJ8UbmTUoe9lyf083PK6/Q4xicZfT6Bw38+rlb\n", "Yx5V7/tIftFL5dyC4bdIbtq0ieeff5633npr2OyXocufiZHpdTriDLeOGo16HQHMxATA5nBzuWsA\n", "o15HcVoCccYJnT0qhBjC71/fN77xDbKysigtLWXFihW+/02ZMmWi4otaCSYD/3HpZKakm8m1xvFf\n", "VxWTm3RraNBdx0k6PWw81czf7jjPf3jvHIfrOglg5mjEUb2vpXJ+KucWjIB6kuXl5cO2S0tLQxKM\n", "akozLfzPJ6fi8WqkJAQ2jKej38Xm07cG62/8rJnFk1Pk1p5ChElA53G3r/04bdq0kASjImu8ccQC\n", "ebe+j9moJzvx1utL0hOIN0Xf6bbqfS2V81M5t2AE9de3Z8+e8Y5D3JCRGMePV5ewbmYWrzyYy6sP\n", "5RFniL4iKYQqgvrr83q94x1HzPHX9ylOT+DfP1zAKw/mkZ987/sJRSLV+1oq56dybsHw2+j66U9/\n", "yuTJk+94vqamRsZJCiFigt8iWVJSMmIx3L59e8gCihWq930kv+ilcm7B8Hu6/fDDD4/4fGpqakiC\n", "EUKISOO3SObk5Iz4vCxwMXbj0fdxuD209jrpjcD1JlXva6mcn8q5BUMG30Wp7oHB8ZTvnW1jZk4i\n", "3/zSfVF5mwchIp2MLQmThYuXcKapl8r6Lq52D4z6/XXtA/zhsxYG3F4+uWbj46s9IYgyeKr3tVTO\n", "T+XcgiFHkmHy6XUbP9xXB0BeUhyvP146piPBQOeFCyFGR44kw6SirsP3uNHmpLXPecdruvpdfN5o\n", "o7a1D6d7+NjU0owEXpqTg8WkZ+F9Scy/bRWicFO9r6VyfirnFgw5kgySx6uh1w3ebiEYM7Li2Xth\n", "8HFSvIG026YuXu9x8PanTew7P1hMv7eikEdL030/TzIbeXleLmtmZJJgMvjWsBRCjC8pkkGoaenj\n", "zY+vk5xg5Gvz8rgvdfSzYpZNzSEzOZE2u5vpmQnDPuNCm51PrvX4CiTAu5+38HBhCgmmW8Uw3qgn\n", "3jh8Xn2kUL2vpXJ+KucWDCmSo9TS6+Q/7b2I7cZiun1ODz9aOWXU86sT4ww8dJf72Lx3tpVks5EM\n", "i4l2uwuAsmyLzOEWIgzkr26UnB6vr0ACtPS6cHlu9Qv7XR6abA56BvyPXfTX90lPNPFedSsvzMmh\n", "fFo6/+6hfF6ckxNVt35Qva+lcn4q5xYMOZIcpcxEE3+5MJ9/rbqOSa/jLx7KJzFu8NfYPeDm9582\n", "8cfqVqZnWfiPS++j2ebCZNAxLctCUoD3z149LYO2Xhf7zrXz6kP5zMtPwhhFBVIIlei0CF32+uDB\n", "g8NuGRFJ+l0eGnscGPV6ClLj0d+4ePPptR6+u/siAF8uTmXA5eHEVRsAX38oj+dnDR4NNtsctPS6\n", "sMYbSI43kGw2YrrtVNrj1XB5vJhNckFGiPF08uRJvvKVrwT8ejmSDEKCycCUDMsdzw89HS5OM/Nv\n", "J2/dendvbQerStO53OXglx9d4XKXA2ucgVcX5DHg9vJEWeawK9QGvQ6DXgqkEOEmPclR8Goanzfa\n", "+B+HG9h2poWOGxdVeh1umm0OClLi+fqCPNITjFjiDEzNSPC9d+F9yVzrcXC2uZfLXY7B9zk9NNmc\n", "/O7TJuo7+8OSU6io3tdSOT+VcwuGHEmOQn3nAN/ffRGXV2P/eTAadCwsSOYXR6/w8VUbj5Sk8eqC\n", "fB6bloHFpGfRfcmcaerDbNIzMyeRow3dxBv16ICbPY7UBCMOt/fWE0KIiCJFchR6HW5c3lvVrL5z\n", "AKvJQNWVwb7jwQudfLk4jSWFg0N7JqUYmJRya/zj/dmJ/LziMn+9aBLn2+0Uppqpaenjzx7Mozg9\n", "AZWoPtZO5fxUzi0YUiRHIT85nrl5Vk419mI26nm0JI0uu4s/ezAXAK8G/u7ZNTXTwreXTeZat5PM\n", "RBNT0hP4Smk6KWaj3FtbiAglRXIUMhPj+O6KQppsThLjDRSlJVDT2sfPKq5gc3hISzCypLAEAE3T\n", "qO/sx+bwkJcUT5Y1Dk3T+PiqjX+tug7AvHwr33+kSMkCWVFRofQRicr5qZxbMKRIjoLD7cXh0ci2\n", "xpFlHZwOeLXL4Rtc3tnvptHmoDTTQnVzH9/dfQGnR2NGtoUfPFqMNc7AgQu3php+er2X7gE3qQHe\n", "k1sIMfHUO4QJEYfbw/s1bbz6bjX/flsNta19AGRYhhe4mwtVHKrrxOkZ7F9Wt9hp7HFgNulZNGQq\n", "Yml6gm+AucPtpba1jzNNvdgicKXx0VL9SETl/FTOLRhyJBmga91O3jh2DYAeh4ffnLjOfy8vpSzb\n", "wmurpnC6qZe5+VZcXi8/OVRP6ZBxlCaDjiSzEb1Ox9qZmUzPtGB3e5mSbqZ7wI1JDx9d7uF/fngZ\n", "gOdmZfPKvFwSblvZp8PuoupKN1e6HCwtTuX+7ETfz1p7new9184XLX08MzOL+ZOSo2oaoxCRSo4k\n", "A2TU64ZNDUyKN6LXDQ4sn5Ft4aGCJLoH3FQ39fHBxU7Otdn5vxZP4pkZmbz+eCnFaYNXudMtccy/\n", "L4nMBAM/2HORv95aw4ELnbx9qtn32ZtPt9DR77ojhor6Ln525AqbTrfw3V0XaBgytvJoQzf/drKJ\n", "E1dt/GhfHZc6wjvuUvWxdirnp3JuwZAjyQBNSonnRyuL+Zfj18hOjOOV+bnodDq6+13sqm3nNx83\n", "AlCYaubJskx2fNFGcZqZv1ly3x2fVdfezwd1XXT2D55Wf3S5mynpZq73DA4yz0uKI2GEy+S1rXbf\n", "4wG3l94hC2002hy+x14N7C4P4t5cHi99Tg8Wk0HJC2hi7KRIBsig17F4cgozcxIx6XWYTQYutNnZ\n", "fraF+k4HBh0km41c7hpg+ZRUrHEGCtPMtPc5yUgcvuZjS5+TJPOtX/1n13v5+dPTmJKeQJ/Tw+pp\n", "GaRb7lwncmVpOn+60IFHg5k5FnKst17zaEka+8510Ov0sHhy8rDxmeEQDX2tzn4XW0638MHFTpYU\n", "pvDinFwyEgO7iBYN+QVL5dyCMeELXOzYsQOPZ/Aop6SkhFmzZo34ukhY4MLmcHOxvR9N0yjJsJA8\n", "pLB5vBr/ee9FrvU4WD8zi8R4I409DrKtcaTE6znfPsD2s618/aE8nro/iw67i3a7i2SzEduAmz9d\n", "7KB7wMPlrgGemZHF8uJUOvpdfHCxk4sd/ax/IHtYz/HmPi919NPr9DApOd53hf2ma90D9Dk9ZFvj\n", "5Ip5AI5f7vbdZwjgv6ws5ktFck951UX8Ahdms5lVq1ZN9G5Hzen2su1MK7/7dHCRinUzs3hxTjZp\n", "Q47wTAYdtgE3k1Li2V3b7rtSbXPofe+73uOk2ebk9UOXONtsJzvRxH8vL2V+ho64xHQyLCbyU8xo\n", "msbGU83sqm0H4OOrNn65djr5Q24OZtDrKM28c2GNm8J99DhUNIy1c3uHHx8MXRf0XqIhv2CpnFsw\n", "JrxIejx6+qreAAAS/klEQVQetm7diqZpFBcXh/1o8W56HG7eq271bb9f08aD+Uncn6Mj2WzCoNfx\n", "6oJ8Prtu4x8OX6b7xiK7S4tSWFo0OMwnMc7AiimpXOrs52zzYD+xpc/F6UYb6V0NzF+yxPf5Lq+X\n", "hq5bt5btc3oYcAX+RytGb1qmhS8VplDZ0M2Dk5LuOHIXAsJwdbu8vJz169fz7LPP0tzc7Pe1Q6+y\n", "VVRUhHy76uNPON3YyzunmrjcbqMs69ZR29RMC30uD59cs9Hd76ayspKOS9XMzrP6CiQM3vkwxWzk\n", "xysL+dGSNKZlJWIZsiakSa8jNcGI1+sdtv+66+2suT+Try/IY0lhCitL0xjobp/Q/Mdz++ZzkRLP\n", "SNu1p6r49rLJvPnVGbww2cP5z04olV+w20uXLo2oeEKxPRphXXT3wIEDrFy5csSfhaMn+UVLH3+7\n", "4xw3z8J++uRUqlv6cLg9ZCfG8bOKKwD8u4dymZ5l5Wh9N3PyrXxytYedNe3odfD3ywspSo3H4YXu\n", "fjf3pcaTbjFRWd+F3enF5dVIjDMwb1KS78KLw+3l95828s5nLQA8PzubuXlWpmVZSDFLb1GI8RTx\n", "PcmGhgYKCwsBGBgYuMerJ1Z7n4tHStKYlByPUa+j3e5kQUESF9vt/OzIFd/r4gwGvr/7Ah4Ntle3\n", "8t0VhWQkmtDrdDT3OkhLMPH9PRfwapBrjeP1J0pZNDmF//tgPZ9eH1wxaGlhEn+/ohizyUDPgJv3\n", "qtt8n//+F214NXB6tKi9kKB6X0vl/FTOLRhhKZJVVVUAzJ07d6J379eklDj6nB7+7WQTRr2OH36l\n", "iJIMC26PxozsRM40D05FNOh1eIYcf3/R3MeH9V109bv5b6umUHWl23c02tTrpMXmxKCL43RTr+89\n", "Z5r76XN5MJsMJJj0lGUl+gpoSUYCzTYH9R39LClMCfre3kKIsZvwIrls2bKJ3mXA3F44drnnxmON\n", "P1a3sXhyCn0uD7PyrDw4KQmDXkdeUhzFaWYudQ5gNupZUJCENd7A1EwL92db6B4y99pi0pNmMZIc\n", "b+Tx6Rns+GLwiPHx6Rkk3biBmDXeyLeW3kdlQxfd/W7ijXreOtnE1xfkRW2BVP1IROX8VM4tGDKY\n", "fAiLSY/FpMd+46ry0qIULrb3E2/U09jjoKK+i0STgW8uvY8frSzmo8vdmI0GzrXZqWu3MycviXa7\n", "i0MXO/nrRZPo7HfxQG4iHi+cbenjqfszbhwZQmmGZdgMj/zkeJ6flcOlDjtHG3r4zvLJPDgpOVy/\n", "CiHEDVIkh5iUYub/fbyU979oY06+ldoWOz+vvIrZqOd7KwqZlZsI6NDrdExKMZNr7aeyoZtjl3uY\n", "nZuI2ajH7dX45JqNT67ZMBv1lGYk8K0/1g4usZZo4vUnSilIMd+171OcbqE4/e5jIaOF6n0tlfNT\n", "ObdgxHSRdLi9nGuz02F3UZRmpjAtgfuzE7k/O5HzbXZ++3Ejf7VoEgMuDzaHB4vRQJ/bi8frpbXX\n", "idPjJdVs5Kuzs0lNMGJ3eUi3GHn2gSy2nGklw2KkqdeJ40YDs6XPxbVuBwURNOhbCOFfTBfJzxtt\n", "/Ke9g9PSUhOM/OzJqRSkDhaweIOeF2bn8M/Hr/mG7Xx9QR7/dPQqf7Uon9/tuch/+FIBe8518Hlj\n", "L0+WZWLS66ht6SU/OZ5XHsyl3+XFOvQ2sbpb602q/l9qyS96qZxbMGJ62ZNPr9+62tzV76al79by\n", "ZPelxqOB78ZffU6Pb9D4maY+jAYdl7sGOHW9l1cX5PPpjZk3X7T2k5pg5K2TTWw+3YJRr+O1VcV8\n", "bV4u//DkVEoy1LrhlxCqi+kiOSvX6nucFG8gc8gKMDqdjslpt06LjXodCTdmzhSnmWntc9HR72bh\n", "fUn0Ojxc7R5cquz4lR48Xo3vP1LIjx+bwsOFqTxcmMqfzc9jVq7VtxCu6mv2SX7RS+XcghHTp9tz\n", "86385IlSOuwuitMTmJx6qyj2Oz243B7+86NFXOzo5/5sC219Lr6zfDInr9lItxgpSDEzIzuRaz2O\n", "YZ+bYjYyT65MC6GEsE5L9CecS6W19Tk5cqmLXqcHHdDQNcDcvCQudw1QkmEmMc7ARw3d5CXHsfOL\n", "DpYUpjDgGrwIVD49nfLpmSTedusFIURkGO20xJg+3R5Ja6+T7Wdb2XOuHdONWzZMSU/g55VX2Ha2\n", "lV9+dA2XR2NefjKJJiPPzspiV00bDV0DzMi18GhJGuYb4ypbep3hTkcIMUZSJG/TaHNy8pqNp+7P\n", "xO3VuC/VTN+QGTRpCSYudfTzk8MN/J9j13j/izaemZnFpc5+vjQ5lWSzicqGLv5i8xf81ZYvOHVj\n", "quHtVO/7SH7RS+XcghHTPckOu5PDdV3UtPTx2LQM5uYnkRRvoCzLwuGLnXze1IdBBz94tAiLqR27\n", "y8uDk6zDropf63GyrDiVZ2ZkkZsUR3Ovk58casDl1XB5Nf5XxRX+99PThq1qLoSIHjH9l1t1pYdf\n", "3bhN7IeXuvjfz0ynNCOBRZNT2FkzuJajR4MPLnby/5SXcOq6DZ1OR6YljpobN+WanmnB6dHItsah\n", "0+kw6HTEG/S4btyiIsGoZ6Q7u6o+Fk3yi14q5xaMmC6SV7pvXZX2aIMXbJw3lvBPMOnpvzGHe3qW\n", "hRk5VqxxRvpcHjItRjITTbT0OnG4Nb6/+wL/Z10ZxekJZFnj+K+rivl55RXMBj1/++XJWONj+tcs\n", "RFSL6b/eB/OTeP+LNuwuLzNzEvm8sZctZ1pZMCmJby+bzPHLPWQmmpiXnwQwbNzkiavXOVzX5dse\n", "en+U2XlJ/K810zDodFjucpVb9fmxkl/0Ujm3YMT0hRuPV+O5Wdl8fUEeK0vT2Hpm8J42H1+z0djt\n", "oLq5lwyLcdj4yZuen5VNyo0+44Z5OXfchCsp3njXAimEiB4xfSQ5JSOBvefaOXHVxoZ5udwcMKrX\n", "waw8K8unpJFmMRE/wk3rp2Ul8su103G4vWQmmnyzcQKl+n+pJb/opXJuwYjJIjng8uDyaGRYTPzt\n", "lydjc3jwahoGHdS22XmkJI1LHXYu6/XMn5R8x/2tb8q+y/NCCHXE3On2la4BXjt4iW/+8RxHG7pJ\n", "MBnIS46nyeZk65kWpmda+P9ONPLzymv87MgVNp9uxhuCSUmqj0WT/KKXyrkFI+aK5DufNfPJVRvX\n", "ehz8+OAlrnQP3ozsaEMXbXY3A24vl4fc//rzpj4cbrn/tRCxKqaKpKZp9DlvzZ7xauC+sSDujJzB\n", "FYEudQ6woCDJ95pnZmSOut8YCNX7PpJf9FI5t2DEVE9Sp9OxYd7gYrilGRamZVmYlBIPwMKCZF5b\n", "NYUmm4MHchN59oFszCY9Jemy/qMQsSymjiQB8pPNzMlLYmdNG9vOtNBuH1xoN8ls5OHCFNY9kM3U\n", "zETmFyQzM8eKOQRHkaB+30fyi14q5xaMmCuS9R39/PaTRvpdXqpb7By80BnukIQQESzmiuTtt7Ee\n", "aV71RFC97yP5RS+VcwtGzBXJwrQE/uKhfBLjDMzKTeSRkrRwhySEiGAxVyQT4wysm5nFv64v47VV\n", "U8J2e1fV+z6SX/RSObdgxNTV7ZtMRj2ZMltGCBEAuceNECKmyD1uhBBiHEmRDBPV+z6SX/RSObdg\n", "SJEUQgg/pCcphIgp0pMUQohxJEUyTFTv+0h+0Uvl3IIhRVIIIfyQnqQQIqZIT1IIIcaRFMkwUb3v\n", "I/lFL5VzC8aEz91uamri4MGDGAwGli9fTl5e3kSHIIQQAZvwI8mqqio2bNjAiy++yPHjxyd69xFD\n", "9TX7JL/opXJuwZjwImmxWHyP4+JkJR4hRGSb8CI59GK6yWSa6N1HDNX7PpJf9FI5t2BMeE/S4/H4\n", "Hutuv5fCEKmpqZw8eXIiQgoLi8Ui+UUxlfNTOTcYrC2jMeFFsr+/Hxg8orz5eCTz58+fqJCEEOKu\n", "Jnww+fXr1zl8+DCaprFy5Uqys7MncvdCCDEqETvjRgghIoEMJhdCCD+kSAohhB9SJMW48Hq9w0Yu\n", "qEb1/MTdRdwtZVWftrhjxw7fH1tJSQmzZs0Kc0Rjt2fPHurq6li7di35+fmAWt/jSPmp9D2ePXuW\n", "2tpavF4vixcvpqCgQKnvb6T8RvX9aRHmvffe8z3etm1bGCMJjX379oU7hJA4e/asdu3aNd+2at/j\n", "7fmp9D0ePnzY9/j999/XNE2t72+k/Ebz/UXckaTq0xY9Hg9bt25F0zSKi4uVXTNTvsfosWzZsjue\n", "U+n7Gym/0Xx/EVckNcWnLZaXl/se7969O4yRhJZ8j9Fn//79LFy4EFDz+xua32i+v4i7cBPotEUV\n", "qPKPbyTyPUaXw4cPM3XqVDIzMwH1vr/b8xvqXt9fxBXJQKctRquGhgbf44GBgTBGElryPUaPI0eO\n", "kJOTQ1FRke85lb6/kfIbzfcXcafbixYtYuPGjb5pi6ppaGigqqoKgLlz54Y5mvFx4MAB6urqMJvN\n", "FBUVsWzZMqW+x5HyU+V7bGlpobKykrKyMmpqarDZbLzyyivKfH93y280359MSxRCCD8i7nRbCCEi\n", "iRRJIYTwQ4qkEEL4IUVSCCH8kCIphBB+SJEUQgg/pEiKceHxePB6veEOQ4hxJ0Uyir322mvj9lnv\n", "vvsu27dvZ/v27bz33nv09PQM+/nOnTtHfN/169fZvHkz//iP/0h7e3vQ+//kk0/453/+56Dfr6q7\n", "/d5vt3fvXrZs2RLiaGJTxM24EYH7y7/8y3H7LJ1Ox9q1a+/687tNTcvPz+e5557j0KFDY9r//Pnz\n", "h00VE4MCnRK4evVqtm7dGuJoYpMUySjU1NTEsWPHuHjxIt/+9rd9z9vtdrZu3YrVasVgMFBbW8vf\n", "/d3f+X6+b98+ent7MRgMuFwu1qxZQ3x8PADx8fFs2bIFg8GA3W7nqaeeIjk5Gbfbze7du6mpqWH7\n", "9u0ATJ06lZkzZ445jwMHDtDR0YHRaMRgMAw7Xa+treXUqVMkJCQwMDDAggULmDJlCo2Njfz2t79l\n", "6tSprF+/nubmZt555x2ysrJ48cUXMRrv/k96z5491NbWkpaWRnJyMna7ndmzZ/PAAw/43SdAfX09\n", "+/btY/bs2dTX1xMXF0d2djZLly4FoLKyktbWVgwGAw6HA4Dnnnvunr+D+vp6KisrsVqt6PV62tra\n", "ePXVVwH48MMPh/3e09LSWL58OQBut5tt27ah1+vRNC2qF8WNeGNf0lKEy7vvvjtsu66uTtu7d69v\n", "u76+3ve4srJSq62t9W3bbDZty5YtI36uw+G442e37+t2H3zwgdbS0hJw7GfPntU++ugj33Zra6v2\n", "+uuva5qmaX19fdpbb7017PWbNm3SnE6npmma1tzcrB04cMD3s40bNwa83+985zuax+Pxbf/hD3/Q\n", "7Hb7Pfd5M+Zf/OIXmsPhGPa62tpa7fjx475tr9erVVZWBhTP+++/rzU0NPi2h35nmnb33/uOHTu0\n", "1tZW3/bx48e1TZs2BbRPMTpyJKmQ4uJiPB4Pe/fu9S11VVhYCMC1a9dYsmSJ77VWq/WunzMRi6ye\n", "P3+e1atX+7YzMzMpKCgAoLm5mZ6eHt8RFAyu1NLZ2Ul2djbZ2dm0trYCg0fVozmKmjVrFnr9rVb8\n", "tGnTuH79Onq93u8+b3r00Ufv+P2cO3eOVatW+bZ1Ot2w37U/TzzxBCdOnKC6uhq32012drbvO/On\n", "t7d32LJfc+fO5fLlywHtU4yOFEmFfPbZZ8yZM4fS0lIAjh49SkNDA4WFhRQUFHDu3DmmTZsGDP6R\n", "3eT1erl06RIlJSUAdHV1YTabQxrr1KlTOXXqFIsXLwagtbWVK1euAFBQUEBOTs6wHuntV87nz5/P\n", "xx9/zJUrV1izZk3A+z1z5gxer9dXKC9cuMBTTz2FwWC45z41TRtxbcUpU6Zw+vRpFixY4Htu6O/a\n", "n08//ZSHHnrIt/3222/7Fob1JzExkba2Nl+hPHny5LCFcsX4kVWAotChQ4fo6uri9OnTviOj8vJy\n", "du7cOewoCeDpp5/2PXezJ6nX63G5XDz99NO+nuShQ4dobm4mPj4el8vFunXrhvX3PvzwQzo6OtDr\n", "9bjdbpYsWUJubq6vP1pXV0dOTg5JSUmUl5cHdDS6f/9+Ojs7MZvNDAwM0NLSwuLFi1mwYAFXrlzh\n", "xIkTvhh6e3tZs2YNSUlJvvf/+te/Jjc3lyeffDLg392//Mu/YLVaMZvNuFwu5syZQ1lZGYDffVZV\n", "VXHq1CkAsrOzmTRp0rDi9sEHHwz7/UyfPp3Zs2ffM5433niDvLw8NE3D6/UO63PCYLH97LPPiI+P\n", "991qYPbs2bjdbjZv3ozJZEKv12O1Wjlx4gQvv/zysHUTxdhJkRQxZdOmTTz//PPhDkNEERknKWLG\n", "nj17qKmpYdeuXeEORUQROZIUIVFfX+87Pb1dUVFRSFbzDsc+/ent7eXgwYMj9gqtVmtUr/gdS6RI\n", "CiGEH3K6LYQQfkiRFEIIP6RICiGEH1IkhRDCj/8fh/QY0/8bwE8AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.722386\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VPd5+PvP7KPRLrQgIdDGZsxmi83YgcQGQ21jAzaO\n", "bWrH+SVp722a3nubpMmrv3tvm8T+pblJ6jb5/WIncZukrY3DZmxsjEHYgAUBsXgBhNiEBEhoX0ej\n", "kWY59w/BWAIxjEYajc53nvdfc2Y0c55HBx6dec73fL8GTdM0hBBCDMoY7QCEEGIskyIphBBBSJEU\n", "QoggpEgKIUQQUiSFECIIKZJCCBGEOZIffvDgQerr6wGYNGkSxcXF1NXVsWfPHkwmE0uXLiU7OzuS\n", "IQghxLBEtEguXrw48HjXrl0AlJWVsX79egC2bdvG6tWrIxmCEEIMS8S/bldVVfHzn/+cyZMnA+Bw\n", "OAKvWa3WSO9eCCGGJeJFMj8/n29+85scOXIEgP43+FgslkjvXgghhiWiX7evs9vtJCYmAuDz+QLP\n", "GwyGW75n165dmEymiMcmhIgtKSkpFBcXh/zzES2SLS0tpKWlAZ+fQXZ3dwe2rz8ejMlk4u67745k\n", "eEKIGHT8+PEh/XxEv24fOHCAzZs3s3nzZu68804AFi5cyIYNG9iwYQMLFy6M5O7HtNLS0miHEFGS\n", "n36pnFs4InomuWrVqpuey8nJ4emnn47kboUQYsQYxupUaXv27JGv20KIEXf8+HEeeOCBkH9e7rgR\n", "QoggpEhGiep9H8lPv1TOLRxSJIUQIgjpSQohYor0JIUQYgRJkYwS1fs+kp9+qZxbOKRICiFEENKT\n", "FELEFOlJCiHECJIiGSWq930kP/1SObdwSJEUQoggpCcphIgp0pMUQogRJEUySlTv+0h++qVybuGQ\n", "IimEEEFIT1IIEVOkJymEECNIimSUqN73kfz0K9K5OXu8nG9ycaXNHdH9jJRRWVJWCCEAOnu8/Mex\n", "q7xV3oTdbOTFFYXMyk6MdlhByZlklNx3333RDiGiJD/9imRudZ29vFXeBIDb6+eNT+sZo5dFAqRI\n", "CiFGjc1sxGYyBLZzk20YDIYg74g+KZJRonJPCyQ/PYtkbhOTbby4sojinAQem5HO6jszI7avkSI9\n", "SSHEqDEYDMzOTmTm+ASMY/wM8joZJymEiCkyTlIIIUaQFMkoUbmnBZKfnqmcWzikSAohRBDSkxRC\n", "xBTpSQohxAiSIhklqvd9JD/9Ujm3cEiRFEKIIKQnKYSIKdKTFEKIESRFMkpU7/tIfvqlcm7hkCIp\n", "hBBBSE9SCBFTpCcphBAjSIpklKje95H89Evl3MIR0fkkT506xZkzZ/D7/SxatIjc3Fy2b9+Oz+cD\n", "oKioiFmzZkUyBCGEGJaIFsnm5mbWrl0LwI4dO8jNzcVut7N8+fJI7lYXVF4jBSQ/PVM5t3BEtEgu\n", "WbLkpud8Ph9bt25F0zQKCgrk4owQYkwblZ7k7t27WbBgAQArV65k7dq1PP7449TX1wd9X//eSGlp\n", "qVLbL7/88piKR/KT/K5vX388VuKJxPZQRHwI0L59+8jLyyM/P/+m10pKSli2bNmg71N9CFBpaanS\n", "X2skP/1SOTcYY0OAPvroI7KysgYUyOrq6sBjt9sdyd2PaSr/IwTJT89Uzi0cEetJNjQ0cODAAaZP\n", "n05FRQWdnZ08++yzVFdXU1ZWBsDcuXMjtXshhBgRESuSmZmZfP/737/p+cEu5sQi1b/SSH76pXJu\n", "4ZDB5EIIEYTcuy2EiClj6sKNEELonRTJKAl3zJZeSH76pXJu4ZAiKYQQQUhPUggRU6QnKYQQI0iK\n", "ZJSo3veR/PRL5dzCIUVSCCGCkJ6kECKmSE9SCCFGkBTJKFG97yP56ZfKuYVDiqQQQgQhPUkhREyR\n", "nqQQQowgKZJRonrfR/LTL5VzC4cUSSGECEJ6kkKImDIqPcmjR4+G8zYhhNCdoGvc/PrXvyYjIwO/\n", "38+FCxfIzc3l8uXLJCQkMG/evNGKUUmqryMi+emXyrmFI2iRnDdvHsXFxbz11lt87WtfIz09ncbG\n", "Rj788MPRik8IIaIq6Nft4uJiAHw+H+np6QBkZGRgt9sjH5niVP9LLfnpl8q5hSOknqTX6x2w7Xa7\n", "IxKMEEKMNSEVybS0NA4dOoTb7ebQoUOkpqZGOi7lqT4WTfLTL5VzC0dIRXLZsmUkJSXx/vvvk5SU\n", "xPLlyyMdlxBCjAkyTlIIEVMiMk7yxp7kBx98MLSohBBCp0Iqkjt27Biw7XQ6IxJMLFG97yP56ZfK\n", "uYUjpCLp9/sjHYcQQoxJQQeTt7a24vV66erqoqmpCU3T8Pl8ciY5AlQfiyb56ZfKuYUjaJEsLy/H\n", "4/FQX1/PyZMn+95gNrNq1apRCU4IIaItaJG89957AcjMzGTGjBmjElCsUP3+WMlPv1TOLRwh9SSl\n", "QAohYtWQp0qrrq6WCzkjQPW/1JKffqmcWzhCKpI/+9nPqK6uZseOHdTU1PD2229HOi4hhBgTQiqS\n", "06ZNIy8vD4DFixdHNKBYofpYNMlPv1TOLRwhFUmfzweAyWSKaDBCCDHWhFQknU4nu3btoqioKNLx\n", "xAzV+z6Sn36pnFs4gg4Bum7t2rXU19dTUFDAp59+GvKFm1OnTnHmzBn8fj+LFi0iNzeXuro69uzZ\n", "g8lkYunSpWRnZw8rASGEiKSQziQdDgcFBQUAzJkzh7Vr1wZe6+7uvuX7mpubWbt2LU888QSfffYZ\n", "AGVlZaxfv56nnnqKw4cPDyd2XVO97yP56ZfKuYVj2Otu7969+5avLVmy5KbnHA5H4LHVah3u7oUQ\n", "IqKGXSRD+eq9e/duFixYAED/6SstFstwd69bqvd9JD/9Ujm3cAy7SN7Ovn37mDJlSmAhsetXygEM\n", "BkPQ9/Y/7S8tLZVt2ZZt2R6R7aEY9szk27ZtY/Xq1YO+9tFHH5GRkcH06dMDz7355pusWbMGTdN4\n", "5513bjlZhuozk5eWqn1/rOSnXyrnBkOfmTykq9vhaGho4MCBA0yfPp2Kigo6Ozt59tlnWbhwIRs2\n", "bEDTNJYtWxap3QshxIiI6JnkcKh+JimEiI6IrHETjN1uH+5HCCHEmDXkIul2uwdsr1y5csSCiSXh\n", "NpH1QvLTL5VzC0dIRfJXv/oVBw8eBKCxsVFWSxRCxIyQimROTk5g9p+JEyfS0tIS0aBigcpXD0Hy\n", "0zOVcwtHSEXSaBz4Y2ZzxC6KCyHEmBJSkfR6vQO2e3t7IxJMLFG97yP56ZfKuYUjpFPCWbNmsXnz\n", "ZgoLC7lw4QIzZ86MdFxCCDEmhDxO0u12U1tbS3Z2NnFxcZGOS8ZJCiEiImJ33NjtdgoLC8MKSggh\n", "9CqknuSbb74Z6Thijup9H8lPv1TOLRwhFckbp0N77733IhKMEEKMNSEVSavVSkNDQ2C7p6cnYgHF\n", "CtXHokl++qVybuEIqSfZ1dXFSy+9FLiQUlFREZFJLYQQYqwJ6UwyLi6OH//4x6xbt45169Yxa9as\n", "SMelPNX7PpKffqmcWzhCKpI3Xi6fPXt2RIIRQoixZtjzSUaKjJMUQkRCxOaTrKqqoqysDK/XS2Vl\n", "ZVjBCSGE3oRUJA8dOkRtbS1XrlzBbDbH9HrZI0X1vo/kp18q5xaOkIpkbW0tixcvDswGFB8fH9Gg\n", "hBD65vb6OFXn5PClduo79T0hTkhDgEwmU6TjiDmqj0WT/PRrJHIru9TBCx9UAXBHpoP/94ECxsVb\n", "h/250RDSmWR3dzcejwcAj8dz0x04QgjR384zzYHHpxtcNLk8UYxmeEIqkg8++CCvvfYaFRUVvP32\n", "2yxfvjzScSlP9b6P5KdfI5HbvIlJgcdpcWaS7fqdqDukyNPS0nj++ecjHIoQQhVfKkolI95Cc5eX\n", "OTkJjE+0RTuksIU8TrK8vJwLFy4wbdo0pk6dGum4ZJykECIiIjJOcvfu3TidTlasWEFbWxt79+4N\n", "Nz4hhNCVkIpkW1sbCxYswGq1smDBApqbm2//JhGUyj0tkPz0TOXcwhFSkbRYLIM+39HRMaLBCCHE\n", "WBNSkXS5XDQ1NQHQ1NTE9Tbmhx9+GLnIFKfyODuQ/PRM5dzCEdLV7bq6Ol599VUmTJhATU0N+fn5\n", "bNq0iYqKCh577LFIxyiEEFETUpFcsmQJ8+bNu+n5o0ePjnhAsaK0tFTpv9iSn36pnFs4Qvq6PViB\n", "vP58SUnJiAYkhBBjSchTpd2K0+kciThijup/qSU//VI5t3AMu0gKIYTKpEhGiepj0SQ//VI5t3BI\n", "kRRCiCCkSEaJ6n0fyU+/VM4tHMMukgaDYSTiEEKIMSmkItnQ0HDL14Yym4b4XKT6Pj6/Rq8v+pMi\n", "q97XUjk/lXMLR0hF8g9/+APt7e2DvpaQkHDL9/n9fnw+X3iRiSG70ubmxQ+q+M475/i0tjPa4Qih\n", "hJDmk3z99ddJS0ujs7OT+fPnk5+ff9sP3rlzJ5WVlaxevZqcnBwAtm/fHiiaRUVFzJo165bvl/kk\n", "h8bn13jxgypKq9oAsJuNvLxmGhOS7VGOTIixZajzSYZ0W+ITTzyB1WrF7/dz9OhR9u3bx1e+8pWg\n", "71m5ciXl5eUDnrPb7bL0Q4T4NY1m1+er0rm9frz+kOZTFkIEEdLX7etTorW0tHDlyhVSUlLC2pnP\n", "52Pr1q1s2bKF48ePh/UZqhjpvo/FZORr83Owm/sO6X+bl01mQvRWp1O9r6VyfirnFo6QziTfeOMN\n", "0tPTSU9P55FHHsFqDe8/38qVKwOP33vvvdv+fP8b7a8fOFW2T5w4MeKfb7FYeHnNHDx+jebqcxw7\n", "fF6p/MbStur5qb49FCH1JH/3u9/x/PPPD3m4T3l5OSkpKYGeZH8lJSUsW7bslu+VnqQQIhIissbN\n", "+vXrR2Q8ZHV1deCx2+0e9ucJIUSkhVQkrVYrVVVVlJWV4fV6qaysvO17SkpKKC0tpaSkhP379wN9\n", "RXLTpk1s2rSJadOmDS9ynVO97yP56ZfKuYUjpJ7koUOH8Pv91NXVsWDBAg4fPkxhYWHQ9wz2VXrJ\n", "kiXhRSmEEFES0plkbW0tixcvxmjs+/H4+PiIBhULVL8/VvLTL5VzC0dIRdJkMkU6DiGEGJNCKpLd\n", "3d14PB4APB4Pfn/07w3WO9X7PpKffqmcWzhC6kk++OCDvPbaa9TV1eHz+QaMdxRCCJWFNE4yGmSc\n", "pBAiEiIyTvJGO3fuDOdtQgihO0G/br/44ovccccdtLe3c/bsWWbOnMlnn31GQUHBaMWnLNXXNpb8\n", "9Evl3MIRtEj++Z//OXl5efzxj3/khRdewGQy8eUvf5mNGzeOVnxCCBFVQb9u5+XlAWCxWALDgMxm\n", "Mw6HI/KRKU71v9SSn36pnFs4QupJ3niftdPpjEgwQggx1oRUJOfOncsbb7zB8ePH2bBhA3Pnzo10\n", "XMpTfSya5KdfKucWjpDGSc6YMYOCggJqampYvXo1cXFxkY5LCCHGhJCHAMXFxTF58uSbCmRJScmI\n", "BxULVO/7SH76pXJu4Rj2utvSnxRCqGzYRVKER/W+j+SnXyrnFg4pkkIIEYQUyShRve8j+emXyrmF\n", "Q4qkEEIEMewiORILhMUi1fs+kp9+qZxbOIZdJIcy5ZAQQuhNSEXS6/UO2P7ggw8CjxMSEkY2ohih\n", "et9H8tMvlXMLR0hFcseOHQO2ZWykECJWhFQkZU2bkad630fy0y+VcwtH0Hu3W1tb8Xq9dHV10dTU\n", "hKZp+Hw+OZMUQsSMoEWyvLwcj8dDfX09J0+e7HuD2cyqVatGJTiVqd73kfz0S+XcwhG0SN57770A\n", "ZGZmMmPGjFEJSAghxpKQepJSIEee6n0fyU+/VM4tHCGPk2xvb6eysvKmWcqFEEJlQYtkWVkZAB99\n", "9BEHDx6ks7OTHTt2BPqTInyq930kP/1SObdwBC2StbW1ANTX1/Nnf/ZnzJkzh7Vr11JeXj4qwQkh\n", "RLSF9HXbbB54fcdolHkxhkv1vo/kp18q5xaOoFe3T5w4gcfj4fz586xevRoAj8eDx+MZleCEECLa\n", "DJqmaUN5Q1VVFUlJSaSlpUUqJgD27NnD3XffHdF9RFqry4Pb6yclzkycxRTtcIQQwPHjx4c0MU9I\n", "qyX2l5+fP9S3xKTq1m5+UHKRmvYe1s3O5Mtzski0DfnXLYSIspCbix6Ph4aGBvx+P52dnZGMSQm7\n", "z7Vwpb0HDdj4WQPVrQOHTqne95H89Evl3MIRUpGsrKzkrbfeYteuXQBs3749okGpIM4y8FdrNsrk\n", "xCPJ59c4Ve9kwyd1HL7UjqvXe/s3CRGGkL7/HT16lCeffJJt27ZhNBplDskQfKkolQvN3Zxv6uap\n", "uVkUpNkHvK76WLRI53eh2cV33z2P19/XUn9xRSHzJyZHdJ/9qXz8VM4tHCEVSbvdfvsfGoTf70fT\n", "NEym2LtokZNk53tfzMPt0UiwmTDJmeSIaun2BgokwKW2HuZPjGJAQlkhfd3u7u4esH3jTOWD2blz\n", "J6+88gr19fWB5+rq6njttdd44403uHr16hBD1R+b2URynHnQAql63yfS+U1IsjHOYQHAYjIwIys+\n", "ovu7kcrHT+XcwhHSmeTcuXP5r//6Lzo6OtiyZQsLFiy47XtWrlx50505ZWVlrF+/HoBt27YFxl4K\n", "MVQTU+z89OHJXO3oIc1hoTAtLtohCUWFVCSnTZvGxIkTqa+vJzc3F4vFEtbOHA5H4LHVag3rM8Yq\n", "Z48Xl8dPks2EPYQxkar3fUYjv9xkO7nJ4bWChkvl46dybuEIeeCew+GgoKBgWDvrP2493EI7Fl3t\n", "6OEXBy5zss7JI3ek89Sc8djMBtrcXuxmIylx6uQqRKwJeSGwy5cvU1VVxeuvv8758+fD2pnP5ws8\n", "DmW97v69kdLS0jG7/XFtJ8dqOunxaWw52ciZpi7+48gVnt9Yzvd2nOdSW/dN73/55ZfHTPyR2Jb8\n", "9Lt9/fFYiScS20MR0m2J27Zt49FHH+Xtt99m9erVbNy4kSeffPK2H15eXk5KSgo5OTkAvPnmm6xZ\n", "swZN03jnnXeCLgOhp9sS36to4qXSy4Htf1hWwA9KLga2n5mbxfPzcga8p7S0VOmvNZKffqmcG0To\n", "tkSj0YjRaAwMBbLZbLd9T0lJCZWVldjtdvLz81myZAkLFy5kw4YNaJrGsmXLQg5yrLtrQiL3TEri\n", "RF0XD98xjnTHwK/XNvPNJ+wq/yMEyU/PVM4tHCEVyd7eXpxOZ6BIhjInxmBFMCcnh6effnqIIY59\n", "4xNtfO+L+bg8PhJtZvyaxl8vzmXDJ/VMGRfH0sLUaIcohAhTSD3JnJwctm3bxqJFizh58iSVlZWR\n", "jkt3HFYT6fFWbGYjcRYTD09P51drpvH39+eTk3TzmXe4/RG9kPz0S+XcwhHSmeTixYtZvHgxANOn\n", "T2fy5MkRDUoFJqOBVLmqLYTuDXk+ydGipws3Qgj9GOqFm7DWYdi5c2c4bxNCCN0JqUju2rWLjRs3\n", "8uMf/5gNGzbw8ccfRzou5ane95H89Evl3MIRUpF0Op08+eST3HnnnTz99NNMmTIl0nEJIcSYEFKR\n", "vH53jN/vB25ePVEMnepj0SQ//VI5t3CEVCSvT41mMpno6OiQ1RKFEDEjpCL5+OOPA/Dggw+yZ88e\n", "ZsyYEdGgYkEofZ8Wl4fjNR2cqnfi9vhu+/Njiep9LZXzUzm3cIR8WyL03Y64Zs2aiAYk+nS6vbx8\n", "6Ar7KtsA+NsvTGLltHFRjkqI2BPWEKD9+/ePdBwx53Z9n5ZuT6BAAmw71Uh3v7NJj8/Poep2Xthz\n", "kbfLG2nrHlsLYane11I5P5VzC0dIZ5KlpaVcvXo1sFbN6dOnWbJkSUQDi3XxVhPZiVaudvYCMGt8\n", "/ICJMi40d/MPuyvRgP0X20ixm1ki94gLMeJCKpLNzc2sW7cusF1XVxexgGLF7aajSo+38sMHCzl0\n", "qZ0km5ni3CSM/ebg7Ozx0f9WqbprxXSsUH26LZXzUzm3cIQ1lic9PX2k4xCDyEuNIy918LVbJqXY\n", "mZbu4EyTi0SbieLcxFGOTojYEPTe7esLeR0+fJiJEycGJs89ePAgX//61yMamF7v3b7c5uZKu5u0\n", "OAuT0x0RXUq2sauXRmcvSXZz1NZ6EUJvRnTS3eun3QsXLhx2YLHgSpub7757jpZuL0YD/PThKcwa\n", "nxCx/WXEW8mIV2tBNSHGmqBXt5955hlmzJgRGBd54cIFTCYTzz333KgEpzdXnb20XLvK7NfgxFXn\n", "LX9W9bFokp9+qZxbOIIWyYSEvrOg3bt343Q6WbFiBR0dHRw8eHBUgtObcXEWbKbPv15PTpe1oIXQ\n", "u5Au3LS1tbF8+XIA5s+fz5YtWyIalF50e3wcqm6n5HwrCycl8aXCFH72yBTONrrISbIxIyv+lu9V\n", "/eqh5KdfKucWjpCK5K3WyO7o6CApKWlEA9KTs00ufry3GoAjVzrITLCyaFIy0zJuXRyFEPoS0h03\n", "LpeLpqYmAJqamgILgX344YeRi0wHunr67oCZNT6eh6ePw+sLfZJ31fs+kp9+qZxbOEI6k6yrq+PV\n", "V19lwoQJ1NTUkJ+fz6ZNm6ioqOCxxx6LdIxjVkFaHM/eNZ5L7W7+dKkdu9nEnePjMQCVLd2YjQaK\n", "xjmIt5pC/symrl68Po1x8RYsprDuGhVCjKCQiuSSJUuYN2/eTc8fPXp0xAPSk+wkG7nJNv7z4747\n", "kLacbGBOdjxHrnSy/XTfmfc3FuSwZmYm5hvGSw7W9znb2MUPSy7S5PLw14snsnxK2qBrduuB6n0t\n", "VfPr6vWRVDSHo1c6KEyLI80hi9mFVCQHK5DBno8lGmA2Gki2m2nr9uDy+HnnWoGEvokplk9JI+U2\n", "KyfWtvdwrKaT5VPH4fNr/OLAZeKtRqamO5jQb6B4Y1cvbo+fcQ4LjiGcoQpxO35N4/2zzbxyqAaA\n", "Byan8s17ckmwxfYk2/o8TRlDpmc4+OvFuSyalMT/ed8kjGjkp31e1GaOTyDOcvOv+dipM7x/tpnf\n", "HK7hXGMXv/rTFX539CqvfVxHRWMXiyclU9Pew2/Launx9vU+LzS7+Na2M3xt82n+6+M6OnvG1sw/\n", "/ane11Ixv65eH2+Xf/4Hfs/5VtrcY/ff2GiJ7T8RI6Chy8O/lF4GYEdFM3+5cAJfKkrji4UaiTYT\n", "83OTsJlvPuO75E3g5T9dAsBkgBP1nw88P9vo4u++mMdvDtdgNBhw9viwmU28c7opMFh984kG7stP\n", "ZkZW5O7oEbHFbjYyNzuB2o4eAArS7EPqp6tKiuQwNXV9vpSFBvT4/Jxr7OKr83KYeIvJKQAud34+\n", "N+SJ+i5WTE1j26m+v+LLp6TxXkUTVzt6+er8HFpcHsbFW0m2f364DIB1DF/YUbVnd52K+VlMRp65\n", "azwzsuJx9fqZl5tI6m3aRLFAiuQwXf9r29XrI9lupigtjtKqNt4508wTMzPxaRp+DTKuXa1ucXk4\n", "Ve8kPy2O/zYvm98fu4pf03hsRgYLJyYD0O3xkhJnYUZWAh9eaGHehL4ZflZMHcfVjh4utrpZf9d4\n", "8lJlUgsxsjITrDw4VWbA70+K5DAVjXPwj8sKAoXvxQ+r6Pb4OdfUTXaijQ2f1NHu9vLtJXl8IT+J\n", "zZ/Vs/lkIwD5KTb+9dGppMZZyEywBi7Q1LS72XWulepWN88VZ5OX0vd8dpKN7yzNo9fnJ946tg+d\n", "6nMSqpyfyrmFY2z/T9OBDreXl0ovUdvRy3N3j6fb4w+8VtvRg0bfZBc/319NYepUjtV2Bl6vauuh\n", "utVNt8dPerwlMKluZoKV9XPH0+31U5Bmx9JvGJDFZJTxk0KMIvnfFoLLbW4OXWrnXJML/w3TbxoN\n", "sHBiMl8pzmZ8oo2Hri3WlRlvYfK4uMDaM3azkc4eH8UTPr+Nc2ZWPB/XdvL3Oy9Q1dKNs8dLR7eX\n", "A9Xt/M3bZ/m7Hef5w7E6nCFexa5q7eZknZMmZ/RnKVf9TETl/FTOLRxyJjkIV68Ps8mA1WTsmyNy\n", "xzlaXF7MRgM/fXgyd/a7omwwGPD6Nf5w7CpGA3x3aR4rp6bR0u3BYTVzZ1Y8Lo+Pb96Ti8FgoLrV\n", "zf+2aAJmg4GrnT1sOdmIxWSgs8fHT/edZ3qmg9MNrsDSDO+cbuKxGRm3HatWXu/kezvO0+PTmJUV\n", "z/fvz5e5JoUYAVIk+/H5NY5c7uDfj9YyPsHKXyyaQG1nDy2uvjM5A1Be5xxQJJu6egN31/i1vqE5\n", "uUk29l1sw2SAF1YUMT0znniriR6vnydnZ+LxaTR3e3i3ohmAx2dm8GpZLRdaurGaDeQm26hs6QYg\n", "Lc6MY5BxljfaW9lGz7V7x0/Ud1Hb3hPVIql6X0vl/FTOLRxSJPu53O7mByWV+DSoanWT4jCzbmYm\n", "FpOBJ2dnARBnNVHf2UNWoq1v22IiJc4c+Fqdn2oPjDPzaXD0SgfFuX1fsW1mI3NyEtlzvoV/P1LL\n", "U3Oy8GsaxblJHLrUAcDpBhezZyfwXPF4Orp9rJiWRkbC7Ytdfr8r3RajIebvkgiFx+vnZEMXJ686\n", "uSMrnpnj47EPMqZVxDb5n9SP16fRfyKftm4vE5Jt/Muqqbxy6Aon6roAWFqQwrcW55J07ar0/1hR\n", "xLsVTaQ5LNybl8wLH1QBfYPEF07qG9Zzuc1NXWcv4xwWEm0mWru9/P7YVQBmZMXzN/dO5B92V+L2\n", "+pmc7uC+/JQhrY+zaFIS31qcy/nmbu4vSqUgLbrDg/RwJnK2ycX3d5wPtDZ++tBk5uSEtqCaHvIL\n", "l8q5hUOKZD8Tkmx8tTib3x27SpLNxPq7xmM0Gom3Gimv7wr83Kd1Ts42dzMvt2+g7eR0B//HfZMC\n", "r7+wooiWrl4SrCYmpsZxqc3N313ra9pMBl5YUcSXZ2fxp0vtPDA5lSnjHCTazbyydjp+v0Z6vHXI\n", "C4ilOaysmpExMr+IGNHs8gxYlrex340BQlwX80XS1euj2+sjyWYmzmpizcwMvlCYgtVkJPPa19yu\n", "Hh/35qew/2IbAF8sTOHolQ7uykmkx+vH69cwGqDb6yfJZsJkgH0X2yhv6GLdrCySbMZAX7PHp3H0\n", "Sid3ZVmy1/S3AAATyklEQVT48pwpOKymwNAflS606KGvNSnFTpLNREePD4fFOKSzbz3kFy6VcwtH\n", "TBfJmvYe/uefLnO+qZsnZ2fy0PR04q0mcpMH9qV6fBo2s5Hni7MxGMBmMmA2GbnS7uZfSy+zYGIS\n", "J+qcnKrv4uHp6UzLiOOt8iZS4sx8XNvJymnjsJsNuL195y2pDjPvn+/k7jw584um/LQ4/vmRqTR0\n", "9ZLusJCfJmsSiZvFdJH86GIrx670De7+bVktd2TGM3OQJWDzUu1kxFu42NpNotXE0sJU8lPtvFR6\n", "mTNNLubmJHLk2udsOtHA335hIukOC0/OyWTziQZON3TxoweLOFjVRmaijQNVbSwtTB3VXEebXs5E\n", "JqXamRTG7Z16yS8cKucWjlEvktu3b8fn65vcoaioiFmzZo12CAFe/8CB4Zo2+PILiTYzxblJHDxw\n", "GYvRwEPT00mwmXH19uVx47ssJiOPzkjn1bJaen0a4OHVI7V8a3Euza5enrlrPJMHmfzC4/PT4OzF\n", "aDAwPtGKwTC0vqQQYuSN+h03drud1atXs3r16qgWSIAvFqYyPcOBxWRg/V3jKbjF162mrl5+WHKR\n", "qlY355q7+em+alweH+tmZ5JgNaFpGsUTEomzGFl9Zzof13SQk2TD168Ie3waW040UNPh4UclF/n4\n", "aifHazpw9fb1Kr1+jX2VbXxt82m+seU0x2s6B41FL1Scb7E/lfNTObdwjPqZpM/nY+vWrWiaRkFB\n", "AXffffdohxCQm2LnhZVFuD1+kuymW46R8/vB7fl8ajOT0UBNew8tLg///f58LrW6cSXbuS8/mdnZ\n", "CfxkbzUn6118bX4O/3G8DrvFyMN3jOPVslompthxefz8tqyW+blJ+Pwwf2ISTc5efr6/Gr8GvT6N\n", "Xx68wi8em0qSjHcUIqpG/Uxy5cqVrF27lscff5z6+vqgP9v/L1ppaWlEtpNsZjITrBw99KebXj90\n", "6BDNrl56fT7+6p5czEYDdrORr8/P4XvvnefnH13mO++ep9ensf10I/964AotLi//9wMFPDczmYJE\n", "+MlDRdxflMq/H7mK2WgIDO2xmY2YTQZau/uGnTTU1w1YjiHJZuTi+XMRzz9S29efGyvxSH6hb993\n", "331jKp5IbA+FQbtVI24UlJSUsGzZskFf27NnT1TPMgE+u9rJix9U4dfgm/fkYjbB+aZuJqbY+cm1\n", "9bYBVt2RTmlVG+1uL794bBpT0x2B13x+jXNNLppdHpJsJl45VEOvT2P93eO50uam3tnL8ilpzByf\n", "QEVDF//r4BXirEa+ec/EW379F0KE7/jx4zzwwAMh//yof5errq4mLy8PALfbPdq7D1lrt4ef7K2m\n", "tduL0QA1HW7SHVbyUu2YgLR4M3dkxJNsM3N3TgJVLd385cIJZCdY0DSNNnffhBiJNjPTM+MDn/vj\n", "hybT3u3hk9pO/uN43yqLH5xv5RePTWVGVgI/fLCABmffPjVN0+3FG9XH2qmcn8q5hSMqRbKsrAyA\n", "uXPnjvbub6vV5aG124PNbOR6fVpzZwYfXGilrdvLc3dn09Xr5S8XTOBMQxf7L7YzLdPBxBQbTV29\n", "nG5w4dU0fnngCilxZr67NI/CfmeESTYzSTYzb52oCzzn8Wt09vjocHv4w7E6dp5twWoy8OKKopBv\n", "kxNCRMaoF8klS5aM9i5DVt/Zw0/2VnGy3sXU9Dj+9guT+Pn+S6TEmbnc1sNXirP53dFaXNcm1v1K\n", "cTbdXj//8tFl/mF5AU1OD10eH//f3mp8Wt9tb785dIUXVhRhvmGi3PunZvL++XZ6fBozMh1MSLJR\n", "1+lh59kWoO/izabPGpidnaDLs0nVz0RUzk/l3MIhl077udDSzcl6FwBnm7ppdXn52UOTaXP7SLY3\n", "omlaoEACXGpzkxZnpqvXR1WLm0ttbh6ePm7AuMlev3bTOErom9Til49No6PHR3aSlYx4K26vH7vZ\n", "iNvbt49JqXZdFkghVCIzk/cTd8MQoDiLEavZSHt3L9//Yh75qXZyk/qmSDMa4M6seJq6elk3K5Nj\n", "NR19X8ndXp4rzsZqMpDusPDc3dmDLrdQWlpKflocs7MTAvdsT0yx8z9WFnFvXjJPzcni0RnpkU86\n", "QlQfa6dyfirnFg45k+xnaoaDv7k3l11nW1g0KZk7Mh2crO/i41onU9LjaHN5WFKY0jcUyGLEoMHf\n", "31/A+2eaWHNnBo/ckU6y3czWEw2snZkJaGQlDG1JzpnjEwa9NVIIER1RHQIUTDSGALk9Pnp8frw+\n", "jTa3h5N1Xfy2rJb0eAt/tSiXA1VtXOno4URdF5NS7HxjQQ4Z8RbcXj+fXnXy0cVWlk8Zx+RxcTS5\n", "PBSmxZEXZO1tIcToG/NDgMaq2o4eXjl0hYkpds419k1acX1S3NqOXt4708w9ecncV5DCU3Pg8KUO\n", "PrrYSnFuEv/z4BWsJiPPzM3iD8eu8t/vL+BLRWlRzkgIMRKkJ3nNnvMtHLrUQZzZyCdXnWDoW9Mm\n", "wABvlzex8dN69la28fbpJsbFW/nn/Zfo7PHR7PLwVnkT8ycmYTPf/mKL6n0fyU+/VM4tHFIkr+m5\n", "dkXZbDJiMRrYV9nKNxfnkhpnZmp6HLOyEjjX5MJiNlLT3reGjaYx4Oqz0QBfKEhh8jjHoPsQQuiP\n", "FMlrlk9JY2KyjR2nm/jO0knkJtvJSrCwcuo4nr07m9+W1aAB7d1eHrkjHYvRwK5zzXzr3lzS4sxk\n", "J1r51uJc5ucmYTXf/teq+lg0yU+/VM4tHDHfk3T2eHF7/eQk2vj5I1Po9vjZXt5ITXsPfzhWx9Nz\n", "sqhocPIXCyfQ6/OTnxrHiaud/POqKWha3/vvzU/B5++7FXGoa9MIIca2mD6TrGl386OSi/zFlgq2\n", "nGzAYjKSnWSjIC2Oh6ePY8HEJDp6fdjMJrx+jf0X26jv7OEr83KYlhFPmsPCD/dUsf10EzvONPPL\n", "g1cCS8vejup9H8lPv1TOLRwxfSa5/2IbH191AvDvR68GxihOSY/j2++ep7Onbw7JL8/OYve5ZtbN\n", "ziIpzhIYHG41GUiLM1Pb2QvAOIcFi5xJCqGUmC6S/huGiF7fcvb6AwUSoLqtm3HxFmxmA7P6DfRO\n", "ibPw/ywr4HdHrmI2wVeKc0i0h/YrVb3vI/npl8q5hSOmi+TivBTKLndwscXNI3ekk+Ho+3VkxFuY\n", "kh7HuaZujAaYnZ1Iyblm7spJZJxj4B00ReMc/ODBQgwGAkvDCiHUEdM9yQZnL1kJNh6dkc7Zxi6u\n", "dvZyuqGLemcv9+Yl85cLc/jRg4UUpNr4x+WFTEgefFU9k9Ew5AKpet9H8tMvlXMLR0yfSfr8Gnsr\n", "WzEAf3VPLj/aU4Wz18eMzHimpPetnX13TgI/WlE06CQVQgj1xfT//KkZDr5QkEyaw8KVdjfOa0vE\n", "ljd0kXStt+jy+G/qXY4E1fs+kp9+qZxbOGL6TDI93sr/dd8knD0+Pr76+RKuRkPfQl1JNhP/+z25\n", "2G6xiqIQQn0xeSbp9vjocHvRNI0Em5nxSTYWTEzm6wtyWDQpiX9cVsgX8lJ4Ze107ui3Ps1IUr3v\n", "I/npl8q5hSPmziQvtbn5XwcvU9fZy9cXTOCevGTMRgPjHBaenJ3Fk7Ozoh2iEGIMibn5JH+6t5rk\n", "ODMOixGryciivCQmpcicj0LECplPMghN05iW6eDdiiYutrixGA0UjouTIimEuKWY6kkaDAYyE6xc\n", "bOlb79vj1zhyuSMqsaje95H89Evl3MIRU0USICvBis30+cDvyePkLFIIcWsx15PUNI3TDV0cutRO\n", "Xmoc8yYkkhw3tMW6hBD6JT3J2zAYDMzISmBGlqxIKIS4vZj7uj1WqN73kfz0S+XcwiFFUgghgoi5\n", "nqQQIrYNtScpZ5JCCBGEFMkoUb3vI/npl8q5hUOKpBBCBCE9SSFETJGepBBCjCApklGiet9H8tMv\n", "lXMLhxRJIYQIQnqSQoiYIj1JIYQYQVIko0T1vo/kp18q5xaOUZ8FqK6ujj179mAymVi6dCnZ2dmj\n", "HYIQQoRs1M8ky8rKWL9+PU899RSHDx8e7d2PGaqvbSz56ZfKuYVj1Iukw+EIPLZaraO9eyGEGJJR\n", "L5L9L6ZbLLE7I7jqfR/JT79Uzi0co96T9Pl8gccGg+GWP5eSksLx48dHI6SocDgckp+OqZyfyrlB\n", "X20ZilEvkt3d3UDfGeX1x4MpLi4erZCEEOKWRn0weW1tLfv27UPTNJYtW0ZmZuZo7l4IIYZkzN5x\n", "I4QQY4EMJhdCiCCkSAohRBBSJMWI8Pv9A0YuqEb1/MStjfrV7dtR/bbF7du3B/6zFRUVMWvWrChH\n", "NHw7d+6ksrKS1atXk5OTA6h1HAfLT6XjeOrUKc6cOYPf72fRokXk5uYqdfwGy29Ix08bY956663A\n", "4zfffDOKkUTGrl27oh1CRJw6dUqrqakJbKt2HG/MT6XjuG/fvsDjd999V9M0tY7fYPkN5fiNuTNJ\n", "1W9b9Pl8bN26FU3TKCgoUHbOTDmO+rFkyZKbnlPp+A2W31CO35grkprity2uXLky8Pi9996LYiSR\n", "JcdRf3bv3s2CBQsANY9f//yGcvzG3IWbUG9bVIEq//gGI8dRX/bt28eUKVNIT08H1Dt+N+bX3+2O\n", "35grkqHetqhX1dXVgcdutzuKkUSWHEf9+Oijj8jKyiI/Pz/wnErHb7D8hnL8xtzX7YULF7Jhw4bA\n", "bYuqqa6upqysDIC5c+dGOZqRUVJSQmVlJXa7nfz8fJYsWaLUcRwsP1WOY0NDAwcOHGD69OlUVFTQ\n", "2dnJs88+q8zxu1V+Qzl+cluiEEIEMea+bgshxFgiRVIIIYKQIimEEEFIkRRCiCCkSAohRBBSJIUQ\n", "IggpkmJE+Hw+/H5/tMMQYsRJkdSxH/zgByP2WRs3bmTbtm1s27aNt956i46OjgGvv/POO4O+r7a2\n", "ls2bN/PSSy/R3Nwc9v6PHTvGr3/967Dfr6pb/d5v9P7777Nly5YIRxObxtwdNyJ03/jGN0bsswwG\n", "A6tXr77l67e6NS0nJ4cnnniCvXv3Dmv/xcXFA24VE31CvSVwxYoVbN26NcLRxCYpkjpUV1fHoUOH\n", "uHDhAt/+9rcDz7tcLrZu3UpCQgImk4kzZ87wne98J/D6rl27cDqdmEwmPB4Pq1atwmazAWCz2diy\n", "ZQsmkwmXy8UjjzxCUlISXq+X9957j4qKCrZt2wbAlClTuPPOO4edR0lJCS0tLZjNZkwm04Cv62fO\n", "nOGTTz4hLi4Ot9vNvHnzKCws5OrVq/z+979nypQprF27lvr6et544w0yMjJ46qmnMJtv/U96586d\n", "nDlzhtTUVJKSknC5XMyePZuZM2cG3SdAVVUVu3btYvbs2VRVVWG1WsnMzOS+++4D4MCBAzQ2NmIy\n", "mejp6QHgiSeeuO3voKqqigMHDpCQkIDRaKSpqYmvfvWrAOzfv3/A7z01NZWlS5cC4PV6efPNNzEa\n", "jWiaputJcce84U9pKaJl48aNA7YrKyu1999/P7BdVVUVeHzgwAHtzJkzge3Ozk5ty5Ytg35uT0/P\n", "Ta/duK8bffjhh1pDQ0PIsZ86dUr705/+FNhubGzU/umf/knTNE3r6urS/vM//3PAz2/atEnr7e3V\n", "NE3T6uvrtZKSksBrGzZsCHm/3/3udzWfzxfY/uMf/6i5XK7b7vN6zL/85S+1np6eAT935swZ7fDh\n", "w4Ftv9+vHThwIKR43n33Xa26ujqw3f+Yadqtf+/bt2/XGhsbA9uHDx/WNm3aFNI+xdDImaRCCgoK\n", "8Pl8vP/++4GprvLy8gCoqalh8eLFgZ9NSEi45eeMxiSr586dY8WKFYHt9PR0cnNzAaivr6ejoyNw\n", "BgV9M7W0traSmZlJZmYmjY2NQN9Z9VDOombNmoXR+HkrfurUqdTW1mI0GoPu87r777//pt/P2bNn\n", "Wb58eWDbYDAM+F0H89BDD3HkyBHKy8vxer1kZmYGjlkwTqdzwLRfc+fO5dKlSyHtUwyNFEmFfPrp\n", "p8yZM4fJkycDcPDgQaqrq8nLyyM3N5ezZ88ydepUoO8/2XV+v5+LFy9SVFQEQFtbG3a7PaKxTpky\n", "hU8++YRFixYB0NjYyOXLlwHIzc0lKytrQI/0xivnxcXFHD16lMuXL7Nq1aqQ93vy5En8fn+gUJ4/\n", "f55HHnkEk8l0231qmjbo3IqFhYWcOHGCefPmBZ7r/7sO5uOPP2b+/PmB7ddffz0wMWww8fHxNDU1\n", "BQrl8ePHB0yUK0aOzAKkQ3v37qWtrY0TJ04EzoxWrlzJO++8M+AsCeDRRx8NPHe9J2k0GvF4PDz6\n", "6KOBnuTevXupr6/HZrPh8XhYs2bNgP7e/v37aWlpwWg04vV6Wbx4MePHjw/0RysrK8nKyiIxMZGV\n", "K1eGdDa6e/duWltbsdvtuN1uGhoaWLRoEfPmzePy5cscOXIkEIPT6WTVqlUkJiYG3v9v//ZvjB8/\n", "nocffjjk391vfvMbEhISsNvteDwe5syZw/Tp0wGC7rOsrIxPPvkEgMzMTCZMmDCguH344YcDfj/T\n", "pk1j9uzZt43nlVdeITs7G03T8Pv9A/qc0FdsP/30U2w2W2CpgdmzZ+P1etm8eTMWiwWj0UhCQgJH\n", "jhzhmWeeGTBvohg+KZIipmzatIl169ZFOwyhIzJOUsSMnTt3UlFRwY4dO6IditAROZMUEVFVVRX4\n", "enqj/Pz8iMzmHY19BuN0OtmzZ8+gvcKEhARdz/gdS6RICiFEEPJ1WwghgpAiKYQQQUiRFEKIIKRI\n", "CiFEEP8/RHCaWKIW0G8AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.741657\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VOeV4P1f7aXSLrRLIAkhwNjCMmDAmMiJDUaJwQaM\n", "07bJ4nS26WRm8plO0mP39Lw96Ulid0/yuvvNdNxJpzvpj2PjeAFsMMYsBmyBQWDABsRiEBKL9n0t\n", "qZb7/iFTIBBF6UqlqvvofP+qW6qqe44Kjp577nOfa9I0TUMIIcSwzJEOQAghopkUSSGECEKKpBBC\n", "BCFFUgghgpAiKYQQQUiRFEKIIMJaJPv6+nj22Wepra0NPFdfX89LL73EK6+8Ql1dXTh3L4QQoxbW\n", "Irlnzx6WLVs25LmKigrWrl3L448/zoEDB8K5eyGEGLWwFcm2tjZcLhdOp3PI8y6XK/DYbreHa/dC\n", "CDEmwlYky8vLWbx48Q3PX3uBj81mC9fuhRBiTFjD9cENDQ289dZbNDY2kp+fT3Z2NgA+ny/wGpPJ\n", "dNP3b9u2DYvFEq7whBATVFJSEnPnzg359WErkt/61rcAqKysJCkpKfB8X18fMDiivPJ4OBaLhTlz\n", "5oQrPCHEBHX48OERvT6sJ25aW1spLy/n+PHjgecWLFjAunXrWLduHQsWLAjn7qNaeXl5pEMIK8nP\n", "uFTOTY+wjSQBUlJS+M53vjPkuezsbJ544olw7lYIIcaMKVqXStu5c6ccbgshxtzhw4d54IEHQn69\n", "XHEjhBBBSJGMENX7PpKfcamcmx5SJIUQIgjpSQohJhTpSQohxBiSIhkhqvd9JD/jUjk3PaRICiFE\n", "ENKTFEJMKNKTFEKIMSRFMkJU7/tIfsalcm56SJEUQoggpCcphJhQpCcphBBjSIpkhKje95H8jEvl\n", "3PSQIimEEEFIT1IIMaFIT1IIIcaQFMkIUb3vI/kZl8q56SFFUgghgpCepBBiQpGepBBCjCEpkhGi\n", "et9H8jMulXPTQ4qkEEIEIT1JIcSEIj1JIYQYQ1IkI0T1vo/kZ1wq56aHNZwfvm/fPhoaGgCYMmUK\n", "c+fOZdOmTfh8PgAKCwspLi4OZwhCCDEqYS2SixYtCjzetm0bAE6nk6VLl4Zzt4awePHiSIcQVpKf\n", "camcmx5hLZIA1dXVvPHGG6xatQoAn8/H+vXr0TSNgoICOTkjhIhqYe9J5ufn8/3vf5+DBw8CUFZW\n", "xurVq3n00UcDh+IqOdPUy5ZTzRy53EWfx3fT16ne95H8jEvl3PQI+0gSBg+x4+Pjb3jeZrMFfV95\n", "eXlg6H/li4vm7ZjMqfykvAm31w/A35RmUTo9c9jXHzt2LOLxhnNb8pPtaN4eibDOk2xtbSUlJQWA\n", "t99+m4ceeoiamhry8vIA2Lx5M8uXLx/2vUacJ3nwUif/Y+u5wPZTc7N48q7MCEYkhLjeSOdJhnUk\n", "uXfvXvr7+wGYN28eADU1NVRUVABQUlISzt2Pu8w4O0kxVtr7vJhNcEdmbKRDEkKMUliL5IoVK254\n", "rrS0NJy7jKjJSU7+z5emcbmjnxSXjWmprpu+9tpWgookP+NSOTc9xqUnOZHkJceQlxwT6TCEEGNE\n", "rt0WQkwocu22EEKMISmSEaL6XDTJz7hUzk0PKZJCCBGE9CSFEBOK9CSFEGIMSZGMENX7PpKfcamc\n", "mx5SJIUQIgjpSQohJhTpSQohxBiSIhkhqvd9JD/jUjk3PaRICiFEENKTFEJMKNKTFEKIMSRFMkJU\n", "7/tIfsalcm56yHqSQohxday+mzeONZCT4GTFrFQy4x2RDikoKZIRovrKz5KfcYUzt4vtbv7H1nOf\n", "3SyvE7+m8d2FuWHb31iQw20hxLjp8/oDdxMFuNDuJkrPHQdIkYwQ1fs+kp9xhTO3rDg7X5oxCQC7\n", "xcRjszMwmUxh299YkMNtIcS4iXda+fO7s/jizEk4rWamJDkjHdItyTxJIcSEIvMkhRBiDEmRjBCV\n", "e1og+RmZyrnpIUVSCCGCkJ6kEGJCkZ6kEEKMobAWyX379rFhwwY2bNjARx99BEB9fT0vvfQSr7zy\n", "CnV1deHcfVRTve8j+RmXyrnpEdZ5kosWLQo83rZtGwAVFRWsXbsWgI0bN7Jy5cpwhiCEEKMS9sPt\n", "6upqfvnLXzJt2jQAXC5X4Gd2uz3cu49aKl/7C5Kfkamcmx66iuShQ4dCfm1+fj7f//73OXjwIMCQ\n", "6zRtNpue3Yub6HB7OHChg13nWqnt7I90OEIoIejh9m9+8xvS0tLw+/2cO3eO3NxcLl68SFxcHPPm\n", "zQt5J06nk/j4eAB8Pl/g+Vtds1leXh74q3alT6LK9gsvvEBxcfGYfd6hQ4c4qWXw4sfNAExNcfCf\n", "ZjkomVmoRH7Rtq1yftf2JKMhnnBsj0TQKUAfffQRc+fO5c033+Tee+8lNTWVpqYmdu3axZe//OVb\n", "fnhrayspKSkAvP322zz00ENs2LCBVatWoWkamzdvZsWKFcO+V/UpQNf+ARgL/V4fP9x8ljPNvYHn\n", "frN6JgUpMWO2j5EY6/yijcr5qZwbjHwKUNCR5Ny5c4HB0V9qaioAaWlpOJ2hXZS+d+9e+vsHD/uu\n", "jDwXLFjAunXr0DSNJUuWhByoasb6H6HDauHzU5MCRXJGmotEZ+TWL1H5PxmonZ/KuekR0v8ir9c7\n", "ZNvtdof04cONErOzs3niiSdCer8YmQdnTCIvOYY+j4+iVBcpLrV7vvVd/TR0DZAUYyUvOTIjZqG+\n", "kE7cpKSksH//ftxuN/v37yc5OTnccSkvHHPREhxW7p6cQOnUZLISIrskfrjn2l3ucPPMO2f58Zaz\n", "/OCtM3x6TZthPKg8l1Dl3PQIqUguWbKEhIQE3n33XRISEli6dGm44xIiqEsd/VzuHACg1+PnWF13\n", "hCMSqgq5aTVr1ixmzZoVzlgmFNX7PuHOL9FpxWwC/2enHcd75Kzy96dybnqENJK8vif53nvvhSUY\n", "IUI1LdXFz8sKWTkrjac/n8cdGbGRDkkoKqQiuWXLliHb3d1yaDNaqvd9wp2f1WxiTk4C31uUy/3T\n", "Uogf5zP5Kn9/KuemR0hF0u/33/pFQgihoKB/ftva2vB6vfT09NDc3Iymafh8PhlJjgHV+z6Sn3Gp\n", "nJseQYtkZWUlHo+HhoYGjh8/PvgGq/WmV8kIIYRqghbJe++9F4D09HQ5sz3GVL/0S/IzLpVz0yOk\n", "nqQUSCHERDXipdJqamrkRM4YUP0vteRnXCrnpkdIRfIXv/gFNTU1bNmyhcuXL/PWW2+FOy4hhIgK\n", "IRXJGTNmkJeXBwy9JYPQT/W5aJKfcamcmx4hFckrC+VaLJawBiOEENEmpCLZ3d3Ntm3bKCwsDHc8\n", "E4bqfR/Jz7hUzk2PkK7lWr16NQ0NDRQUFPDxxx/LiRshxIQR0kjS5XJRUFAAwJ133snq1asDP+vr\n", "6wtPZIpTve8j+RmXyrnpMepbym7fvn0s4hBCiKg06iIph976qN73kfyMS+Xc9Bh1kRRCCJVJkYwQ\n", "1fs+kp9xqZybHlIkhRAiCCmSEaJ630fyMy6Vc9Nj1EXS6XSORRxCCBGVRlwk3W73kO2ysrIxC2Yi\n", "Ub3vI/kZl8q56RFSkfz1r3/Nvn37AGhqapK7JQohJoyQimR2dnZg9Z/JkyfT2toa1qAmAtX7PpKf\n", "camcmx4hXbttNg+tpVZraLfvPHHiBKdPn8bv97Nw4UJyc3PZtGlTYFWhwsJCiouLRxiyEEKMn5BG\n", "kl6vd8j2wMBASB/e0tLC6tWrWbNmDZ988gkweKJn5cqVrFy5ckIXSNX7PpKfcamcmx4hDQmLi4t5\n", "/fXXmTp1KufOneOOO+4I6cNLS0tveM7n87F+/Xo0TaOgoIA5c+aMLGIhhBhHJk3TtFBe6Ha7qa2t\n", "JSsri5iYmBHtZPv27dx1112kpqYOef6dd97hi1/84rDv2blzpxRQIcSYO3z4MA888EDIrw95CpDT\n", "6WTq1KkjLpB79uyhqKjohgIJYLPZgr732mF/eXm5bMu2bMv2mGyPREgjyQ0bNrBq1aoRf/gHH3xA\n", "WloaM2fODDxXU1MTuF/O5s2bWb58+bDvVX0kWV6u9r2NJT/jUjk3GPlIMqSe5PXLoQU7TL6isbGR\n", "vXv3MnPmTE6dOkVXVxdf/epXqampoaKiAoCSkpKQAxVCGEtrr4cBn5+UGBt2q3GvgA6pSNrtdhob\n", "G0lPTwegv7//lu9JT0/n6aefvuH54U7mTEQq/6UGyc/IxiK3qpZe/tf28zT1DPCdBTl8ccYknDZj\n", "3kgwpCLZ09PD888/Hzj8PXXqFCtXrgxrYEII43r5aAP13YNTBV/Yf5nizDimpboiHJU+IY2BY2Ji\n", "ePbZZ3nsscd47LHHJvT8xrGit4lsFJKfcY1Fbo5rDq/NJjAb92g7tJHk9U3O2bNnhyUYIYQa/uzO\n", "dBq6+qnrGuBb87OZnGjc1cJCnic53lQ/uy2E6noHfAz4/CQ4rZhNpkiHExC2eZLV1dVUVFTg9Xqp\n", "qqrSFZwQYuJw2S0kxdiiqkDqEVKR3L9/P7W1tVy6dAmr1cqBAwfCHZfyVO5pgeRnZCrnpkdIRbK2\n", "tpZFixYFVgOKjY0Na1BCCBEtQiqSFosx5zdFM5Xn2YHkZ2Qq56ZHSEWyr68Pj8cDgMfjueEKHCGE\n", "UFVIRfLBBx/kpZde4tSpU7z11lssXbo03HEpT/W+j+RnXCrnpkdI8yRTUlJ46qmnwhyKEEJEn5Dn\n", "SVZWVnLu3DlmzJjB9OnTwx2XzJMUQoRFWOZJbt++ne7ubpYtW0Z7ezu7d+/WG58QQhhKSEWyvb2d\n", "+fPnY7fbmT9/Pi0tLeGOS3mq930kP+NSOTc9QiqSN1tBvLOzc0yDEUKIaBNSkezt7aW5uRmA5uZm\n", "rrQxd+3aFb7IFKf6XDTJz7hUzk2PkM5u19fX87vf/Y6cnBwuX75Mfn4+r732GqdOneKRRx4Jd4xC\n", "CBExIRXJ0tJS5s2bd8Pzhw4dGvOAJgrV7yMi+RmXyrnpEdLh9nAF8srzO3bsGNOAhBAimox6veDu\n", "7u6xiGPCUf0vteRnXCrnpoeBF1UXQojwkyIZIarPRZP8jEvl3PSQIimEEEFIkYwQ1fs+kp9xqZyb\n", "HqMukiaD379CCCGCCalINjY23vRnI1lNQ1ylet9H8jMulXPTI6Qi+R//8R90dHQM+7O4uLgxDUgI\n", "IaJJSFfc5OTk8OGHH9LV1cXdd99Nfn5+SB9+4sQJTp8+jd/vZ+HCheTm5lJfX8/OnTuxWCzcd999\n", "ZGVljSZ+w1K97yP5GZfKuekRUpFcs2YNdrsdv9/PoUOH2LNnD1//+tdv+b6WlhZWr14NwJYtW8jN\n", "zaWiooK1a9cCsHHjRlauXDmK8IUQIrxCOty+siRaa2srly5dIikpKaQPLy0tveE5l8sVeGy320P6\n", "HBWp3veR/IxL5dz0CGkk+corr5CamkpqairLly8fcXHbvn078+fPB+Dau0XcbJ3KK6690P7KF6fK\n", "9rFjx6IqHslP8ptI2yMR0j1ufv/73/PUU0/pmu6zZ88e8vLyAn3MrVu3UlZWBsCOHTtYsmTJsO+T\n", "e9wIIcIhLPe4Wbt2ra4C+cEHH5CRkTHkRE9fXx8wOKK88lgIIaJVSEXSbrdTXV1NRUUFXq+Xqqqq\n", "W76nsbGRvXv3curUKTZu3MiLL74IwIIFC1i3bh3r1q1jwYIFo4vewFTv+0h+xqVybnqE1JPcv38/\n", "fr+f+vp65s+fz4EDB5g6dWrQ96Snp/P000/f8Hx2djZPPPGEvmiFEGKchTSSrK2tZdGiRZjNgy+P\n", "jY0Na1ATgepz0SQ/41I5Nz1CKpIWiyXccQghRFQKqUj29fXh8XgA8Hg8+P3+sAY1Eaje95H8jEvl\n", "3PQIqSf54IMP8tJLL1FfX4/P5wtM4RFCCNWFNE8yEmSepBAiHMIyT/J6W7du1fM2IYQwnKCH2z/7\n", "2c+47bbb6Ojo4MyZM9xxxx188sknFBQUjFd8htbp9uL2+kl0WnFYh/49Uv3expKfcamcmx5Bi+RX\n", "vvIV8vLy+NOf/sRPf/pTLBYLf/Znf8arr746XvEZ1sV2N3+/u4bqtj6eKMlg5e3pxNplloAQRhP0\n", "cDsvLw8YXIjiyjQgq9U6ZCUfMbwdZ1s509zLgE/jPz6qp7p16CWYqv+llvyMS+Xc9AipJ+l2u4ds\n", "d3d3hyUYlViuu9Zd7gUkhDGFVCRLSkp45ZVXOHz4MOvWraOkpCTccRne/dOSKcmKI8Fh4bsLcihI\n", "dg75uepz0SQ/41I5Nz1Cmic5a9YsCgoKuHz5MitXriQmJibccRlebqKTv11SgNvrJ8FpxWaRu/cK\n", "YUSjnicZbE3I0ZB5kkKIcBiXeZLXkv6kEEJlcgwYIar3fSQ/41I5Nz2kSAohRBBSJCNE9blokp9x\n", "qZybHlIkhRAiiFEXSZkkrY/qfR/Jz7hUzk2PURfJkZxKF0IIowmpSHq93iHb7733XuBxXFzc2EY0\n", "Qaje95H8jEvl3PQIqUhu2bJlyLbMjRRCTBQhFUm5p83YU73vI/kZl8q56RH02u22tja8Xi89PT00\n", "NzejaRo+n09GkkKICSNokaysrMTj8dDQ0MDx48cH32C1smLFinEJTmWq930kP+NSOTc9ghbJe++9\n", "F4D09HRmzZo1LgEJIUQ0CaknqbdA+v1+fD6frveqTvW+j+RnXCrnpkdI60le4fV68Xq9OJ3OW752\n", "69atVFVVsXLlSrKzswHYtGlToGgWFhZSXFysI2QhhBg/QYvk8ePHOX78OB6Ph+LiYk6cOEFsbCzZ\n", "2dnMnz8/6AeXlZVRWVk55Dmn08nSpUtHH7UCVO/7SH7GpXJuegQtkidPnuTxxx/H7/fz3HPP8dd/\n", "/dcArF+//pZFcjg+n4/169ejaRoFBQWyqK4QIuoF7UlarYM11Gw2k5qaevVNZn1XM5aVlbF69Woe\n", "ffRRGhoabvn6a3sj5eXlSm2/8MILURWP5Cf5Xdm+8jha4gnH9kgEvX3Djh07sFqtdHd309PTQ3p6\n", "Ounp6VRVVYU0DaiyspKkpKRAT/L6zw522wfVb99QXq72DeAlP+NSOTcY+e0bgh5uL1myhLq6OhwO\n", "BykpKVRVVdHd3a17nmRNTU3gXt7X36Z2olH5HyFIfkamcm563PLsdlZWVuDx1KlTQ/7gHTt2UFVV\n", "hdPpJD8/n9LSUmpqaqioqACQ29IKIQwh5ClAHo+HtrY2UlNT6enpIT4+PujrhzuULi0tHXmEilL9\n", "kEbyMy6Vc9MjpDMwVVVVvPnmm2zbtg0YnO8ohBATQUhF8tChQ6xZs4a4uDjMZrOsITkGVP9LLfkZ\n", "l8q56RFSkQzlChshhFBRSEWyr69vyPb1K5WLkdM7Z8soJD/jUjk3PUI6cVNSUsIf//hHOjs7eeON\n", "N3RdbSOEEEYUdDL5tXp7e2loaCA3NxebzRbuuJSfTC6EiIwxnUx+LZfLRUFBga6gJgKfX0PTNKwW\n", "uZW5ECoJ+UZgFy9epLq6mpdffpmzZ8+GOy5DqW7t42+3VfH01rOcbuoJ6T2q930kP+NSOTc9QiqS\n", "AwMD5OTkcPToUZ588kkOHz4c7rgMo2fAx/MfXKDiUief1PXw/2yrorlnINJhCSHGSEhF0mw2Yzab\n", "A1OBHA5HWIMyEq/PT1vf1bP9nW4vXv+t27yqz0WT/IxL5dz0CHkk2d3dHSiSIZ7rmRASnFa+d08O\n", "VrMJE/CDxVOY5Ar/iS0hxPgIqUhmZ2ezceNGFi5cyPHjx6mqqgp3XIZhMpm4e3Iiv109k98+OpMH\n", "CpOxhXDyRvW+j+RnXCrnpkdIZ7cXLVrEokWLAJg5cybTpk0La1BGYzGbyE2Sq5KEUFHI8yTHm8yT\n", "FEKEw0jnSeqa1Ld161Y9bxNCCMMJqUhu27aNV199lWeffZZ169Zx5MiRcMelPNX7PpKfcamcmx4h\n", "Fcnu7m6+/OUvc/vtt/PEE09QVFQU7riEECIqhFQkTSYTAH6/H7h6F0Whn+pz0SQ/41I5Nz1CKpJX\n", "lkazWCx0dnbi8XjCGpQQQkSLkIrko48+CsCDDz7Izp07mTVrVliDmghU7/tIfsalcm56hHTcbDYP\n", "1lKHw8GqVavCGpAQQkQTXVOA3n///bGOY8JRve8j+RmXyrnpEdJIsry8nLq6OiwWCwAnT56U28MK\n", "ISaEkEaSLS0tPPbYY6xevZrVq1fzzW9+M9xxKU/1vo/kZ1wq56aHrsPt1NTUsY5DCCGiUtBrtysr\n", "KwE4cOAAkydPJjs7G4B9+/bxrW9965Yf7vf70TQtcJg+EnLtthAiHMb0Hjfl5eUsXryYBQsWjDiQ\n", "rVu3UlVVxcqVKwPFtb6+np07d2KxWLjvvvvIysoa8edGgwGvn/ruASwmyE5wBCbbCyHUE/Rw+8kn\n", "n2TWrFmBeZHnzp3DYrHwta997ZYfXFZWxuc///khz1VUVLB27Voef/xxDhw4oD/qCBrw+nn3TAvf\n", "ev0k311/iqO1Xbo+R/W+j+RnXCrnpkfQIhkXFwfA9u3b6e7uZtmyZXR2drJv3z5dO3O5XIHHdrtd\n", "12dEWlPPAP933yUABnwaL+y/TM+AL8JRCSHCJaQTN+3t7cyfPx+73c7dd99NS0uLrp1d2/4cj3t3\n", "h4PVbCLGdvXXlhxjw6rj9Jfqc9EkP+NSOTc9QvrvfbOC1tnZOaKd+XxXR1yh9PGuHfaXl5dHxXZG\n", "vIOfLitkRpqLuTlxfO+eHBxWS9TEJ9uyLdu33h6JkFYmf/nll3nwwQdJTU2lubmZ3bt3s2bNGt58\n", "800eeeSRm76vsrKSpKSkwImbDRs2sGrVKjRNY/PmzaxYseKm7432s9v9Xh9mkymk+9kMp7y8XOm/\n", "2JKfcamcG4zx2e0r6uvr+d3vfkdOTg6XL18mPz+f1157jVOnTt20SO7YsYOqqiqcTif5+fmUlpay\n", "YMEC1q1bh6ZpLFmyJOQgo5HDOvJpTUII4wlpJHno0CHmzZsX8vNjIdpHkkKoqGfAR1VLLwM+jakp\n", "MSQreHvksIwkb1YIw1UghRDjz69pbP+0hV9/eBmAJdNS+N49OcQ5JvYi2/oaamLU9DaRr9Xn8dHQ\n", "1U+n2zsGEY2tscgvmqmYX8+Aj40nmgPbO8620h6F/7bGmxRJg+pwe/nDoTq+8dpJ/m5HFbWd/ZEO\n", "SRic02rmzqy4wHZekoNYu/TeJ/Y4epydbuphb3U7uYlO7p4z8ks9r1XV0seGE00AfFLfw6FLnTw8\n", "K20swhwTKp8dBTXzs1nMrL0rg9vSXfQO+Ll7cgLJMer1JEdKiuQYaOkZ4HybG4fVzLRJMcTYbvzr\n", "e6HNzV9tOUufZ/Bmav95Ue6oitr100wtcv24GAPpcQ7KZjgiHUZUkcPtUep0e/nnDy/x11vP8cPN\n", "n7L7XBsw2AS/Vle/N1AgAU7U6bvm+4rCSTF8dU4miU4ri/ISmZMTP6rPG2sq9uyupXJ+Kuemh4wk\n", "R6mtz0N5dUdg+83KZnITHbx4pJ7b02P50sxU0uLsZMTZuT3DxYmGXiwm+NwUV5BPvbV4h5XHZ2fw\n", "pZmTiLFZcA0zehVCjJ4UyVGKtVvITrBT2zkAQHFmLC/sv8zZlj6O1naT4rKxYlYaqXF2nvlCAZc7\n", "+olzWJiaEjPqfdusZiZZo3OhEBV7dtdSOT+Vc9NDiuQopcba+cnSqRy61EW8w0J2goM3K69Oo6jv\n", "Ggg8To+zkx4XnUVNCDE86UmOgbzkGB4tTufB6ZPISnBwT14iAPEOC18oTB72Par3fSQ/41I5Nz1k\n", "JDnGJrls/LfFk/nKXZmfHYrfeKbQ59eIm5TBgNePXc86a0KIcSNFMgySYmwkOq10D/jweP3YrimE\n", "3f1etpxqYfPJAUqaLvGVOZlKHoKr3tdSOT+Vc9NDhjFh4Pb62HamlR+8dYZffnCBumuuhvm0pY/d\n", "VW2kxtp471wrH+u8/YMQYnxIkQyD6lY3v/zgApc6+nnvXBsfnG8P/MxqgpxEBw6rme8syMHj8w/7\n", "GV1uL219HkJYpCkqqd7XUjk/lXPTQw63w8DjH1rYugcGFwnw+vysP97E3prBeZWnm3p55gt5NHT1\n", "kxF/tXd5rqWXX+ypocPt478unsz8yQmY5YoaISJCRpJhkJfk5JFZqQBkxdu5f1oKMFg867uvTgnq\n", "HvBxuqmXT1v6As95fH5e2H+Jc61umns9/N2O80MO141C9b6WyvmpnJseMpIMgwSnlafmZfPI7WnE\n", "WM1Mih08MRNjs/CNuVn8rx3n8fo1VtyWypHaLm5Ljw28169peH3akG2/MY+4hVCCjCTHQG1nPyfq\n", "u2noujrii7VbyE10BgrkFfMmJ/BPD0/nmc9PwePzc8+URKanXb1E0WG18BcLc0lxWXFYTPzVfXlk\n", "DTONKNqp3tdSOT+Vc9NDRpKjVN3Wx9PvnKW110tWvJ2flRWSm+i86evNJhNFqS46a07yF/eUDLti\n", "0Iz0WP555Qx8/sF5lxZzaP3Irn4vbq+fJId1yLQjIYR+UiRHoM/jo6nHg91iIvOzEy3nmvto7R08\n", "MVPXNcD51r6gRfKKuXPnBv35JNfI5k5eah88o17V2scTd2awYlZaRBdMVb2vpXJ+KuemhxTJ61Q2\n", "dPNWZTM5iQ4eLEoJnHXuG/Cx8UQTv/+oDpfNzM/LCpmVEUdizNBfYcIY3A+krc/Dkctd1HUNMH9y\n", "PEWpsbd8z85zbZxo6AHg3w/VUZwVx+0Zcbd4lxDiVuSY7BqXOtw8s/Uc751r48XD9Ww6eXWhirqu\n", "fn7/UR0AvR4/f/ioDp9f47b0WP7qvjy+UJjM39yfP6S/GEywvk/5+XZ+f6iOgxc7OHChk/OtfTd9\n", "7RXXH5BHesKQ6n0tlfNTOTc9ZCR5jV6Pf8jCuOda+tA0DZPJhM1ixmYx4fnszPOkGBtm0+AJmiVF\n", "KSwpShmzOJKcFh6Ylkyi08q/VtTyVmUzf/fgVGam33xEef+0ZI7WdXG+1c0TJRnkJY9+KTYhRIj3\n", "3Y6ESNx3u8Pt4Tf7a9lxthWb2cT/XjaVOTkJAGiaxuHaLv69opb0eDvfvDs7pN5jMHWd/fQM+EiL\n", "tZMYY6Wncl8oAAAUpElEQVSl18ORy53UtLmZlRHLT3acD0z/mZnm4v88NA2H9eZ9xu7PTtwkyokb\n", "IW4qLPfdnigSnTa+uzCH5belEmMzk5d8tQiaTCbm5iRw+/JYbBZzyGecb+bT5l6eeecsnf0+7s1P\n", "5Af3TmbzySZeOtIAwLfvzsZiNuH/bOTqsJpvedVNnMNKnPFmCwkR1WS4cZ1Ep5VZGbEUpMQEipJf\n", "0zha28XP3zvPWyebaevzBF7f3e/lwIUONh5v4tPm3pt+bofbS01bHy29g1fc7Pi0hc5+HwB7qzuo\n", "6+zn8OWri128ebKJv/zcFDLj7UxPjeF79+Risxjn61K9r6VyfirnpoeMJENwtrmX4/Xd5CfH8OrH\n", "DdjMJlbdkQ7AoUtd/HxXNQAum5l/enh6oB/o8fm52O7Gp2nsOtvK68ebmZLo4G+XTiX+mrPgZhN4\n", "/bD8tlRONl4AICfBQV6Sg+eXF+GwmYmzy1clRCSM+/+8TZs24fMNjqAKCwspLi4e7xBGpK6zn3/Y\n", "U8OF9n5cNjPfmJdNddvVs82VjT2Bx/1eP139Po5c7iLZZaWyvof/b99FHFYzPyqdwm2NvZxs7OWT\n", "+m6mT4rhoZmTuNDu5p68RBKcZjw+G39zfz7JMVYy4x2kGXidSdXn2qmcn8q56THuRdLpdLJ06dLx\n", "3q1uFzvcXGgfvNyw1+OnrqufZdOvnsleOCWRtyqb8Gvw9blZ/GP5BS609/P1uZm8eLgevwZ9Hj8v\n", "Hq7ny7MzONlYQ5zdwoz0WPzAjDQX01NjqLjYxb9W1ALwhalJ/Jd7Jw8bT8+AD7fXR5Iz9CtxhBD6\n", "jXuR9Pl8rF+/Hk3TKCgoGPcz2COV6LRiNoFfA6fVzNzseGamX52kXZwZyz+umE57nxcNLVBQPT4N\n", "h9UcmFLkslmwW+DLs9O5IyOOYx8dCPzF7uz3cqKhnqfmZgHw4YUOOtxe4q6bmH6p3c0/7b3IhXY3\n", "X5uTxZKi5KBnuyOpvLxc6RGJyvmpnJse414ky8rKAo/feeed8d79iHh8fhKcVp5fXsTRui4y4xx8\n", "UN1O54CP2ZmxuL0aPr+f7gEfsXYLFjPYzCY8fo0tp1v4UekUXjxcT6zNwp/Pz6YwJYbFBcmYTSZc\n", "kzJ55Wg9Jxt7eKIkk9vS4/i3g4Mjya/PyWS4E9lvn2rm47puAP5p70WmpbqYEeLkdTG8us5+mns8\n", "pLis5IxySpdQU0TPBthstqA/v/Yv2pUzbuO1fejIx1SbUvn94SZSY2385eJcntlahVcbPNFScbGD\n", "otRY9l/ooL3Pw5/PyybGZubvv1jI7vPtpLhsfHC+nbxkJ48Vp9N67hiHz3oDn3++P4Z/PzR4BU9O\n", "opMtp65e3fP68SbS46zUnTvF3LtKAPjoo49wDwydsN7a1gqfFcnx/v3cavvKc9ESz3DbsVn5/LKi\n", "ncYeD8kxVp5eOIm7CrOVyU/v9uLFi6MqnnBsj8S4TyavqakhLy8PgM2bN7N8+fJhXxeJyeTXOtfS\n", "y19sOB3YXpSXSGuvh1NNvfzwc5N550wrCQ4LdZ0DfHVOJhc73MTarVS39jInJ4FfvH8Bt3fwUPv/\n", "XV7EHZlDr6P+zf5LvHG8CYClRSmca+mlqtUNwNSUGJYWJfNAUQpJzqt/SGra+vjZe9Vc7ujnq3Mz\n", "efi2NFwRXMTC6N6vauOn71UHtv/7fXk8MIZXTonoFPWTyWtqaqioqACgpKRkvHcfMrPJFOhFAtgt\n", "ZlJcg78uu9WM3WKiz+Nn+W2T+Nl71WiAxQTfnp+D2+tnSpKTC+1uHp6VSkHKjZcIzk23sdVuoWfA\n", "R6fbw19+bgqvH2vEZIKS7HgOXuxk/uTEIUUyLzmGf3hoGv1eP8lOW1TfjtYIfa2k6xYnSXaF/t/B\n", "CPnppXJueox7kSwtLR3vXeqSFmvlPy3M4ZWPG0iLtbNgcjw9Hj/TJrlIibFxZ2Yck2JttHy2TNrS\n", "ohQy4+247GYcVjO5iQ7uyo4nI97GB+fb+Lium89PTWZOTjw2ixlv43l+9UgJ3f0+MuLsJLtsPHlX\n", "Jr/YU8Puc+1oDJ40+sHiKUPiurZoitGZnurib5cUcOBCJ3Ny4pmRduvVlsTEIzOUb8Lt1dh6uoV7\n", "piTSPeDjH/deZNXt6bzycQPpsTZ+umwqDV0DTE50UrC0gHVH6tnxaSsPTEvmoZmpvHeujXiHhe/f\n", "k8tzu2sAeO9sG//4cBF5STEsXLjwhn16fBpnmq/OwWzt9dzwGqMwwkjEabNwb34S9+Ynjfi9RshP\n", "L5Vz00OK5HUud7hp6PaQ5rJQlOri7VMtAHwuP5Gatj5+cG8umgb1XQPYLCZeP9bA5KQYTn9W3Hac\n", "bWPhlET+5v58rGa43Hn1xl8aUNXi5ld7L7G0KIUHp08asjBudoKDr9yVyR+P1BPvsPBkSea45i6E\n", "uJEUyWtcbHfzV1vO0tLroWx6Covzk8hOcKBpkJfkwGW38PNdNXS4Bw+xny0rpOJiF1MnDZ2G4/Vr\n", "PLe7BofFxP9eVki8w0JXv4/8ZCfxDgsLpyTS0uvh0+ZeSrLjA++LtVtYU5zG5wuTcVhMQ24zazSq\n", "97VUzk/l3PSQInmNmjY3Lb0e8pOd2Cxm9l/ooKvfR1KMleMN3dyWHhsokIOv7+P2jFh6B3zcm5fI\n", "meZeyqZPYndVGwD9Po2Xj9Tz/IrptPV6ONPcy893VePXYP7kBObnJtwQg8tuZYpcpy1E1Ije06MR\n", "kOKyYgImJzo53tDN26daaOvzUjQphkOXuvD6NVJdV0+c2K1m1t6VQbzDyj15iXzz7izum5oYmPAN\n", "EGe3kJPgIDPezu8P1QXOlp9p6g2cLVeR6iMRlfNTOTc91P1fqkNRqouflxVypqmH/GQnKTE9LM5P\n", "xOPT+N7CHF4/1hC4wZbLZiYzzs7Z1j7ykpy09HkoyYojOcbG9+/J5Z3TLSQ4rJROTcLr10hwWvnS\n", "jEm89dktIb44cxIZsvijEFFPRpKf8fo1qlr66PMMTsnJTXSQFW+nodvD6eZefnewlqfm5aBpMCXR\n", "gctm4UdbzvLrDy/z2rHGwfd6By9R/OcPL+G0muno9/KvFbX0DviIsVn4ypxMni0r5O+/WMidzk6l\n", "Vw9XfU1ClfNTOTc9JvRI0ufXONvSS3ufl1i7mWfeOUe/T+Pb87P545H6wOIUjxank+Cw0to7eI1v\n", "Z7+P7Z+2Bg6dz7b0smBKPA6rmXiHhfm5Cew53w7AEyUZxDkGz2AnxdiYmzt4uF5+/pPxT1gIMWIT\n", "ukh+UtfNM1vP4tcgK97OqjsG50H2e4feEKy2o5/MeDtZCXZaejwcvNjBkmkpzEhzkZXg4FKHmzi7\n", "FYfVTJzDyncX5nD/tBRsZihKix12RXHV+z6Sn3GpnJseE7JInm7q4UxTLxfa3YHRYF3XAHbL4NI7\n", "bX0e7sqO40htN1aziQemJdMz4OXX+y6x/LZUijPj+fmuwUsR5+fGE2O38NKRBj6Xn8SP7ptCaqyd\n", "1FjjLpgrhLhK3abYTVS19PLjt8/yrxW1TLqmkDmtZm5Lj+X79+TywLQUvnZXJs98IY9/+NI0LrX3\n", "8Xz5JVr6vFQ29rKrqo0rq4JUXOoiL2lwia2P67roHfCFFIfqfR/Jz7hUzk2PCTeSvNjRH1id55O6\n", "Lv7b4snUdvaTGmuno8/DI7en8caxRt6qbKLf6yct1jZkwndTzwB35cRzsnHwpl8pMVb6vYMlc/lt\n", "qUPuXSOEML4J9T9a0zRaez3kJjq41DF4d8IFkxPZerqFfp/G3z04lf0X2slLcnBHZhwJDgtmk4l7\n", "8xM529LH+bY+Hp6VyrycBHITHLT0eliUl0jPgI+7cuKYNikm5JV5VO/7SH7GpXJuekyoImkymdA0\n", "+FxBEjaziUSnldvSXPzwvjwcFjPP7armgaIUdn7aSmvf4JU19xcmkxFr538+UEC/z0+Cw4rFbGLF\n", "rLQIZyOEGA8Trid5/7Rkiia5SHRaKc6KY1paLAunJFJe3UZrn5cYqzlQIAEutLuJsVtw2S0kx4zd\n", "zbdU7/tIfsalcm56TLgimRRjY3FBEitmpZGffHUx3OLPVg4/09xLacHg0lkm4LHZ6Thtsvq3EBPV\n", "uN++IVTjffuGngEfJxq6aerxMDPNRe+AH4fVREFyjNJXxggx0UT97RuiVazdwvzJiZEOQwgRZWSI\n", "FCGq930kP+NSOTc9pEgKIUQQ0pMUQkwoI+1JykhSCCGCkCIZIar3fSQ/41I5Nz2kSAohRBDSkxRC\n", "TCjSkxRCiDEkRTJCVO/7SH7GpXJueoz7FTf19fXs3LkTi8XCfffdR1ZW1niHIIQQIRv3kWRFRQVr\n", "167l8ccf58CBA+O9+6ih+pp9kp9xqZybHuNeJF0uV+Cx3S73gRFCRLdxL5LXnky32WzjvfuooXrf\n", "R/IzLpVz02Pce5I+39UbZZlMN1/ANikpicOHD49HSBHhcrkkPwNTOT+Vc4PB2jIS414k+/r6gMER\n", "5ZXHw5k7d+54hSSEEDc17pPJa2tr2bNnD5qmsWTJEtLT08dz90IIMSJRe8WNEEJEA5lMLoQQQUiR\n", "FEKIIKRIijHh9/uHzFxQjer5iZuLuhuBqX7Z4qZNmwL/2QoLCykuLo5wRKO3detWqqqqWLlyJdnZ\n", "2YBa3+Nw+an0PZ44cYLTp0/j9/tZuHAhubm5Sn1/w+U3ou9PizJvvvlm4PGGDRsiGEl4bNu2LdIh\n", "hMWJEye0y5cvB7ZV+x6vz0+l73HPnj2Bx2+//bamaWp9f8PlN5LvL+pGkqpftujz+Vi/fj2aplFQ\n", "UKDsmpnyPRpHaWnpDc+p9P0Nl99Ivr+oK5Ka4pctlpWVBR6/8847EYwkvOR7NJ7t27czf/58QM3v\n", "79r8RvL9Rd2Jm1AvW1SBKv/4hiPfo7Hs2bOHoqIiUlNTAfW+v+vzu9atvr+oK5KhXrZoVDU1NYHH\n", "brc7gpGEl3yPxvHBBx+QkZFBfn5+4DmVvr/h8hvJ9xd1h9sLFixg3bp1gcsWVVNTU0NFRQUAJSUl\n", "EY5mbOzYsYOqqiqcTif5+fmUlpYq9T0Ol58q32NjYyN79+5l5syZnDp1iq6uLr761a8q8/3dLL+R\n", "fH9yWaIQQgQRdYfbQggRTaRICiFEEFIkhRAiCCmSQggRhBRJIYQIQoqkEEIEIUVSjAmfz4ff7490\n", "GEKMOSmSBvaTn/xkzD7r1VdfZePGjWzcuJE333yTzs7OIT/fvHnzsO+rra3l9ddf5/nnn6elpUX3\n", "/j/66CN+85vf6H6/qm72e7/eu+++yxtvvBHmaCamqLviRoTu29/+9ph9lslkYuXKlTf9+c0uTcvO\n", "zmbNmjXs3r17VPufO3fukEvFxKBQLwlctmwZ69evD3M0E5MUSQOqr69n//79nDt3jh/+8IeB53t7\n", "e1m/fj1xcXFYLBZOnz7Nj370o8DPt23bRnd3NxaLBY/Hw4oVK3A4HAA4HA7eeOMNLBYLvb29LF++\n", "nISEBLxeL++88w6nTp1i48aNABQVFXH77bePOo8dO3bQ2tqK1WrFYrEMOVw/ffo0R48eJSYmBrfb\n", "zbx585g6dSp1dXX84Q9/oKioiNWrV9PQ0MArr7xCWloajz/+OFbrzf9Jb926ldOnT5OcnExCQgK9\n", "vb3Mnj2bO+64I+g+Aaqrq9m2bRuzZ8+muroau91Oeno6ixcvBmDv3r00NTVhsVjo7+8HYM2aNbf8\n", "HVRXV7N3717i4uIwm800NzfzjW98A4D3339/yO89OTmZ++67DwCv18uGDRswm81ommboRXGj3uiX\n", "tBSR8uqrrw7Zrqqq0t59993AdnV1deDx3r17tdOnTwe2u7q6tDfeeGPYz+3v77/hZ9fv63q7du3S\n", "GhsbQ479xIkT2ocffhjYbmpq0p577jlN0zStp6dHe/HFF4e8/rXXXtMGBgY0TdO0hoYGbceOHYGf\n", "rVu3LuT9/vjHP9Z8Pl9g+09/+pPW29t7y31eiflXv/qV1t/fP+R1p0+f1g4cOBDY9vv92t69e0OK\n", "5+2339ZqamoC29d+Z5p289/7pk2btKampsD2gQMHtNdeey2kfYqRkZGkQgoKCvD5fLz77ruBpa7y\n", "8vIAuHz5MosWLQq8Ni4u7qafMx6LrH766acsW7YssJ2amkpubi4ADQ0NdHZ2BkZQMLhSS1tbG+np\n", "6aSnp9PU1AQMjqpHMooqLi7GbL7aip8+fTq1tbWYzeag+7zi/vvvv+H3c+bMGZYuXRrYNplMQ37X\n", "wXzpS1/i4MGDVFZW4vV6SU9PD3xnwXR3dw9Z9qukpIQLFy6EtE8xMlIkFfLxxx9z5513Mm3aNAD2\n", "7dtHTU0NeXl55ObmcubMGaZPnw4M/ie7wu/3c/78eQoLCwFob2/H6XSGNdaioiKOHj3KwoULAWhq\n", "auLixYsA5ObmkpGRMaRHev2Z87lz53Lo0CEuXrzIihUrQt7v8ePH8fv9gUJ59uxZli9fjsViueU+\n", "NU0bdm3FqVOncuzYMebNmxd47trfdTBHjhzh7rvvDmy//PLLgYVhg4mNjaW5uTlQKA8fPjxkoVwx\n", "dmQVIAPavXs37e3tHDt2LDAyKisrY/PmzUNGSQAPP/xw4LkrPUmz2YzH4+Hhhx8O9CR3795NQ0MD\n", "DocDj8fDqlWrhvT33n//fVpbWzGbzXi9XhYtWkRmZmagP1pVVUVGRgbx8fGUlZWFNBrdvn07bW1t\n", "OJ1O3G43jY2NLFy4kHnz5nHx4kUOHjwYiKG7u5sVK1YQHx8feP+//du/kZmZyUMPPRTy7+63v/0t\n", "cXFxOJ1OPB4Pd955JzNnzgQIus+KigqOHj0KQHp6Ojk5OUOK265du4b8fmbMmMHs2bNvGc+//Mu/\n", "kJWVhaZp+P3+IX1OGCy2H3/8MQ6HI3CrgdmzZ+P1enn99dex2WyYzWbi4uI4ePAgTz755JB1E8Xo\n", "SZEUE8prr73GY489FukwhIHIPEkxYWzdupVTp06xZcuWSIciDERGkiIsqqurA4en18vPzw/Lat6R\n", "2Gcw3d3d7Ny5c9heYVxcnKFX/J5IpEgKIUQQcrgthBBBSJEUQoggpEgKIUQQUiSFECKI/x9FbKWY\n", "Ai4acQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.592727\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPeZ4PtvrSqVSjtoQyAJsRlbmBgMmBAgNgQ5LAaM\n", "O7aJb9/cTrqn4+5MptNJejJZxn1vJunpdDbfO9kmt+NxYhyz2oDBLMEYCYOwMQQjIxBCQggtCO1b\n", "rWf+EJQlkIpSSUdV9av38zx+njpVdXR+rw5+dc57fotB0zQNIYQQQzKGuwFCCBHJJEkKIUQAkiSF\n", "ECIASZJCCBGAJEkhhAhAkqQQQgSga5Ls7e3lBz/4AdevX/e/19DQwB/+8AdeffVV6uvr9Ty8EEKM\n", "mq5J8ujRo6xatWrQe2VlZWzevJmnn36akydP6nl4IYQYNd2SZGtrK3a7HZvNNuh9u93uf221WvU6\n", "vBBCjAndkmRJSQlLliy56/2BA3wsFotehxdCiDFh1usHNzY28sYbb9DU1ER+fj45OTkAeL1e/3cM\n", "BsOw+x84cACTyaRX84QQMSolJYV58+YF/X3dkuQXv/hFAMrLy0lJSfG/39vbC/RfUd5+PRSTycRD\n", "Dz2kV/OEEDHq9OnTI/q+rg9uWlpaKCkp4cMPP/S/t3DhQrZs2cKWLVtYuHChnoePaCUlJeFugq4k\n", "vuilcmyh0O1KEiAtLY2//uu/HvReTk4OzzzzjJ6HFUKIMWOI1KnSDh8+LLfbQogxd/r0aR577LGg\n", "vy8jboQQIgBJkmGiet1H4oteKscWCkmSQggRgNQkhRAxRWqSQggxhiRJhonqdR+JL3qpHFsoJEkK\n", "IUQAUpMUQsQUqUkKIcQYkiQZJqrXfSS+6KVybKGQJCmEEAFITVIIEVOkJimEEGNIkmSYqF73kfii\n", "l8qxhUKSpBBCBCA1SSFETJGapBBCjCFJkmGiet1H4oteKscWCkmSQggRgNQkhRAxRWqSQggxhiRJ\n", "honqdR+JL3qpHFsoJEkKIUQAUpMUQsQUqUkKIcQYkiQZJqrXfSS+6KVybKEw6/nDjx8/TmNjIwBT\n", "pkxh3rx57N69G6/XC0BhYSFFRUV6NkEIIUZF1yS5ePFi/+sDBw4AYLPZWLlypZ6HjQpLliwZ8n2f\n", "pmEADAbD+DZojA0XnypUjk/l2EKha5IEqK6uZvv27WzYsAEAr9fLjh070DSNgoICeTgzwKXmHn73\n", "Xj12i5Hn5mUzJcUW7iYJEfN0r0nm5+fz/PPPc+rUKQCKi4vZuHEjTz75pP9WPBbdWfdp7nbxnbcu\n", "c+paB0evtPFiaS29bm+YWjd6qte1VI5P5dhCMS4Pbmw2G4mJiXe9b7FYAu438GSVlJQotX3u3LlB\n", "23X1DbT1efzbTV0uLlZWRUx7RxtfuNsj8cn2wO2R0LWfZEtLC2lpaQDs3buX1atXU1NTQ15eHgB7\n", "9uxhzZo1Q+4ba/0kXR4f+yqa+f/ercNkgG8/VsDivOSor00KEWlG2k9S15pkaWkpTqcTgPnz5wNQ\n", "U1NDWVkZAHPnztXz8FHFajZSPDOdoqxETEbITbZJghQiAuiaJNeuXXvXe0uXLtXzkFGjpKTkrqeI\n", "cWYTU9Pjw9SisTVUfCpROT6VYwuFdCYXQogAZOy2ECKmyNhtIYQYQ5IkwyTU7gjRQuKLXirHFgpJ\n", "kkIIEYDUJIUQMUVqkkIIMYYkSYaJ6nUfiS96qRxbKCRJCiFEAFKTFELEFKlJCiHEGJIkGSaq130k\n", "vuilcmyhkCQphBABSE1SCBFTpCYphBBjSJJkmKhe95H4opfKsYVCkqQQQgQgNUkhREyRmqQQQowh\n", "SZJhonrdR+KLXirHFgpJkkIIEYDUJIUQMUVqkkIIMYYkSYaJ6nUfiS96qRxbKCRJCiFEAFKTFELE\n", "FKlJCiHEGNI1SR4/fpydO3eyc+dO3n//fQAaGhr4wx/+wKuvvkp9fb2eh49oqtd9JL7opXJsoTDr\n", "+cMXL17sf33gwAEAysrK2Lx5MwC7du1i/fr1ejZBCCFGRffb7erqav7t3/6NadOmAWC32/2fWa1W\n", "vQ8fsZYsWRLuJuhK4oteKscWCt2TZH5+Ps8//zynTp0CYOBzIovFovfhhRBiVMblwY3NZiMxMREA\n", "r9frf99gMATcb2BtpKSkRKntX/ziFxHVHolP4ru9fft1pLRHj+2R0LULUEtLC2lpaQDs3buX1atX\n", "s3PnTjZs2ICmaezZs4e1a9cOua/qXYBKSkqUvq2R+KKXyrHByLsA6frgprS0FKfTCcD8+fMBWLhw\n", "IVu2bEHTNFasWKHn4SOayv8IQeKLZirHFgpdk+RQV4k5OTk888wzeh5WCCHGjHQmD5NQ6yPRQuKL\n", "XirHFgpJkkIIEYCM3RZCxJRxGbvd1dUVym5CCBF1AibJ8vLyIf975ZVXxqt9ylK97iPxRS+VYwtF\n", "wCR5/PhxjEYjV65c4eTJk7hcLk6cOOHv+yiEEKoLWJPs6urC4XDw6quv8vTTT/vf/+Mf/8jnPvc5\n", "XRsmNUkhhB7GtCbpcDiAuyeiiOWJKYQQsSWoBzc9PT34fD6gf+x1Z2enro2KBarXfSS+6KVybKEI\n", "asTN448/zu9//3usVitOp5PVq1fr3S4hhIgI0k9SCBFTxqWfZENDQyi7CSFE1AkqSZ4/f37Q9vHj\n", "x3VpTCxRve4j8UUvlWMLRVBJ8tKlS4O2zWZdJw8SQoiIEdLt9u0n3SJ0qs/ZJ/FFL5VjC0XAS8I9\n", "e/bQ29vLhQsXcLvd/vczMzN1b5gQQkSCgElyzZo1AOzevXvYZRZEaFSfIl/ii14qxxaKoG63H3/8\n", "cb3bIYQQEUn6SQohYoou/STffPNNamtrqa6u5pVXXqGysjLkBgohRDQJKkm6XC4mTZrEmTNnePbZ\n", "Zzl9+rTe7VKe6n3RJL7opXJsoQgqSRqNRoxGIzabDYC4uDhdGyWEEJEi6CvJrq4uf5KM0DJmVFH9\n", "6aHEF71Uji0UQSXJnJwcdu3axaJFi/jwww+pqqrSu11CCBERgkqSixcv5vOf/zw2m41Zs2bx5S9/\n", "We92KU/1uo/EF71Uji0UIx6WaDab/bfdAGfOnBnTBgkhRCQJaez2QNXV1WPQjNijet1H4oteKscW\n", "Cl2n8zl//jwVFRX4fD4WLVpEbm4uu3fvxuv1AlBYWEhRUZGeTRBCiFEZ9ZVkIDdv3mTjxo1s2rSJ\n", "P//5zwDYbDbWr1/P+vXrYzpBql73kfiil8qxhULXK8mlS5fe9Z7X62XHjh1omkZBQYEMPRRCRLRx\n", "mT334MGDLFiwAIDi4mL/+/v27RuPw0ck1es+El/0Ujm2UOh6uw1w9OhRpk+fzoQJE+76zGKxBNx3\n", "4GV/SUmJbMu2bMv2mGyPxKhnAaquriY/P3/Iz44dO8bEiROZNWuW/72amhry8vKA/kl9b89ZeSfV\n", "ZwEqKVF7zj6JL3qpHBuMfBagoG63S0tLSU9PZ9asWVRWVuJwOMjKygIYNkE2NTVRWlrKrFmzuHDh\n", "Ap2dnTz33HPU1NRQVlYGwNy5c4NuqBBChENQV5JbtmzhM5/5DOnp6fh8PrZv385TTz2la8NUv5IU\n", "QoSHLvNJJiQkkJ6e3r+D0YjJZAqtdUIIEWVCenBjNOr+vEd5oRaRo4XEF71Uji0UQWU7g8FAS0sL\n", "AC0tLf4RM0IIobqgapJer5eDBw/655QsLi7GbNa3i6XUJIUQetDl6bbJZBrUCVwEp669j26XjwyH\n", "hZT4wH1ChRCRKajb7UuXLundDuVcvNHN379+kb97vYKfltTS0uMe9LnqdR+JL3qpHFsogkqSZ8+e\n", "HbR95coVXRqjksOVrXS5+mu3x2vaudbeF+YWCSFCEfQaNwPdmTTF3bISrf7XRgPYLYO7Tak8ogEk\n", "vmimcmyhCKomuXjxYt566y1WrVqld3uUsSQ/hU6nh4+aelh//0QK0uLD3SQhRAiCupJ8+eWX6ejo\n", "YOvWrWzdupVz587p3a6oN9Fh5f+Yl8N/Ky5k4ZRkTEbDoM9Vr/tIfNFL5dhCEdSV5OOPP878+fP9\n", "22+++aZuDVKNwWC495eEEBFr1LMA6UX6SQoh9KDL2G0hhIhVQSXJjo4Otm3bxksvvYTH42Hnzp16\n", "t0t5qtd9JL7opXJsoQgqSe7fv58nnniC5ORk3YcjCiFEJAkqSdpstkFLLchUaaOnel80iS96qRxb\n", "KELqTO7z+XRpjBBCRJqgkmRGRgYlJSV4PB5OnDjBlClT9G6X8lSv+0h80Uvl2EIRVJJcunQpaWlp\n", "2Gw2srKypGuOECJmSD9JIURM0WU+yebmZvbt20d8fDwul4vi4mLS0tJCbqQQQkSLoLsAbd68mU2b\n", "NvG5z32OAwcO6N0u5ale95H4opfKsYUiqCRpt9v9i3+ZTCZsNpuujRJCiEgRVJLs6xs8YWxPTw8A\n", "ZWVlY9+iGKF6XzSJL3qpHFsogkqSPp+P3/72t5w+fZp///d/x2azUV5ezpkzZ/RunxBChFVQSbKn\n", "p4dHHnkEm83GwoULmTVrFhH6UDxqqF73kfiil8qxhSKop9vPPvssDofjrvenTJnCtWvXyM3NHfOG\n", "CSFEJAgqSQ6VIAESExM5fPjwsEny/PnzVFRU4PP5WLRoEbm5uTQ0NHD48GFMJhPLli0jOzs79NZH\n", "MdXrPhJf9FI5tlDoOqXPzZs32bhxI9A/m3lubi5lZWVs3rwZgF27drF+/Xo9myCEEKOi66S7S5cu\n", "ves9u93uf221Wu/6PFaoXveR+KKXyrGFYlxmJj948CALFiwAGPTAZ+D0a0MZeLJKSkqU2j537lxE\n", "tUfik/hiaXskRj12+163zEePHiUvL4/8/Hygf/ROcXExAIcOHWLFihVD7idjt4UQeoioNW6OHTtG\n", "ZmamP0EC9Pb2Av1XlLdfCyFEpBp1khzuyXZTUxOlpaVcuHCBXbt28fLLLwOwcOFCtmzZwpYtW1i4\n", "cOFoDx+1Qr30jxYSX/RSObZQBPV0+9ixY3zqU58a8rOB63EPlJGRwT/90z/d9X5OTg7PPPPMCJoo\n", "hBDhE9SV5J/+9Ce2b99OU1OT3u2JGar3RZP4opfKsYUiqCS5YcMG1q1bR3l5Oa+99hrl5eV6t0sI\n", "ISJCUElyzpw5WCwWli9fzqpVq3j99df1bpfyVK/7SHzRS+XYQhFUTbKkpIT8/HyOHz+Ow+HgK1/5\n", "it7tEkKIiBBUkjx8+DCf/vSnefLJJ2XN7TGiet1H4oteKscWiqCS5IYNG5gzZ47ebRFCiIgTdE1S\n", "jC3V6z4SX/RSObZQBJUkOzo62LZtGy+99BIej4edO3fq3S4hhIgIQa+W+MQTT5CcnIzZrOvsajFD\n", "9bqPxBe9VI4tFEElSZvNNmjGHnl4I4SIFUElSZfLNWjb5/Pp0phYonrdR+KLXirHFoqgkmRGRgYl\n", "JSV4PB5OnDjBlClT9G6XEEJEhKDnkywvL6eqqooHHnhg0NRnepH5JIUQehjpfJJBP4WZPXs2s2fP\n", "BqCmpoa8vLyRt04IIaJMwCS5fft2DAYD8HEdUtM0Ll26xLe+9S39W6ewkpISpZ8iSnzRS+XYQhEw\n", "STocDlatWkVpaSkWi4W5c+dy+vRpUlJSxqt9QggRVgEf3KxatQqA+vp6FixYgNVqZdGiRXR1dY1L\n", "41Sm+l9qiS96qRxbKIJ6un37lvs26QIkhIgVQSVJn89Hc3MzAM3Nzbjdbl0bFQtU74sm8UUvlWML\n", "RdCzAO3fv5+uri4SEhLYtGmT3u0SQoiIMOp1t69duzbsiomjIf0khRB6GPd1t997773R/gghhIhY\n", "o06SIjSq130kvuilcmyhkCQphBABSJIME9X7okl80Uvl2EIhSVIIIQLQNUn6fD68Xq+eh4haqtd9\n", "JL7opXJsoRj1WgzDdf/Zv38/VVVVrF+/npycHAB2797tT5qFhYUUFRWN9vBCCKGrUfeTDKS8vJyU\n", "lBR/kjx48CArV64Mal/pJymE0INu80mOBa/Xy44dO9A0jYKCAkmCQoiIFzBJvv3228yfP5/f/OY3\n", "d02y63a7mT59+ogSXXFxsf/1vn377vn9gfPa3a6TqLL9i1/8gqKioohpj8Qn8d3eHliTjIT26LE9\n", "EgFvt28nyUOHDrF+/fq7Pt+2bVvAcdx33m4PdOjQIVasWDHsvqrfbqs+sanEF71Ujg3GeFji8uXL\n", "cTgcw34+0jW4a2pq/K/7+vpGtK9qVP5HCBJfNFM5tlAEleVSU1OHfD/QDOWHDh2iqqoKm81Gfn4+\n", "S5cupaamhrKyMgDmzp0bQnOFEGJ86fp0ezTkdju6SXzRS+XYIAyzAAkhhMoCXkl2dHSQlJRER0cH\n", "hw4dAsBms/GZz3xmxPXIkVL9SlIIER5jeiV55MgRAPbs2cOaNWvYuHEjixcvZufOnaNrpRBjoL7D\n", "yQfXO6lu7Q13U4TCAibJ2xeZdrsdq9UK9D+ssVgs+rdMcaqPj9U7vrr2Pr61v5JvvlnJf3zjIheb\n", "u3U93p1UPn8qxxaKoGqSd05S4XQ6dWmMEMG61u6krsMFQK/bx4f145skRewImCRdLhdbt24ddOV4\n", "+fJlMjMzdW+Y6lR+egj6x5dsM2McsNJxdlKcrse7k8rnT+XYQhHw6ctf/MVf3PVeQUEBhYWFujVI\n", "iGBMm2DnB8XTOFnbzqyJdh7ISgh3k4SiRtwFyGiUXkNjQfW6j97xmY0GPjEpkf+wKJflhWkkxo3r\n", "XC1Knz+VYwtFUP+ynE4ne/fu9W+vXr2auLjxvb0RQohwCGrEzbZt2yguLsbhcNDV1cW+fft46qmn\n", "dG2Y9JMUQuhBlxE3FovFP9GFw+GQLkBCiJgRUhcgn8+nS2Niiep1H4kveqkcWyiCSpIOh4OLFy8C\n", "cPHixYDTpwkhRGuPi8OVLWw508Dlmz3hbs6oBD0L0PHjx6mrqyM3N5dHHnlE73ZJTVKIKPbanxv5\n", "n2XXgf4+rT9bN4Occe7LOhzd1rhZvHhxSA0SQsSes9c7/a/b+zx0Oj1AZCTJkRpxp8eamhqpSY4B\n", "1es+El/0Onv+o1tJLXSrZ03g9oCoOdkOJiRYR9+wMAnqSvJHP/oRTz31FOfPnyclJYUPPvhgyDVv\n", "hBDRrepmD7+5ZKCn/CJfWTyZuZMSQ/o5D+cm8bN1M+h2eZmSYiPdHr09YoK6kpw5c6Z/tUS57R4b\n", "qo+PlfiiT6/by89Ka7nY3Mu1diffPVhFQ2dok9lYzEZmZSQwLzeJiY7ovYqEEXYBMplMujZGCBE+\n", "Pk2j1/1xKc3l9eGLyMVdxldQSbKrq4sDBw7IxBZjSOWaFkh80SjBaubvF+eSYDVhNhr4xvI8MqP8\n", "KnAsBFWT3LhxI42NjRQUFHD27Fl5cCOEooqyE3nhkWQyMrOY6LBiGjgfXYwKabVEl8vln6lcL9JP\n", "Ugihh3FZLXH//v2h7CaEEFEnpCQpt9ujp2JNayCJL3qpHFsoAtYkX3jhBb70pS+xZcsWpkyZ4n//\n", "woUL0k9SCBETgqpJ7tq1a1BSvHN7OD6fD03TQuo6JDVJIYQedBm7vWjRokHbKSkp99xn//79VFVV\n", "sX79enJycgBoaGjg8OHDmEwmli1bRnZ2dtANFUKIcAiqJpmVlTVoe/ny5ffcp7i4+K7vlZWVsXnz\n", "Zp5++mlOnjwZdCNVpHrdR+KLXirHFopxXT3Jbrf7X+vdhShSNXe5wABm8/guXCWECM24/p86sPwZ\n", "i0tAvHetgx8cqcZkMPDtx+4Pd3N0peLY5oFUjk/l2EIxruvDDlwGwmC4d0/+gZf9JSUlUb199mI1\n", "3/9TNZ1OL219Hv716FXOXKiMmPbJtmzH0vZIhDTiJljl5eWkpKT4H9zs3LmTDRs2oGkae/bsYe3a\n", "tcPuq9rT7eZuF3+z4wKdzv4/FNmJVn72xAxSbGpeUZeUlCh9RaJyfCrHBjrOTD5Shw4doqqqCpvN\n", "Rn5+PkuXLmXhwoVs2bIFTdNYsWKFXoeOSBMSrHznsQL+9WgNJqOB5x+eoGyCFEIlul5JjoZqV5K3\n", "tfa6MQAp8ZIghQiHiLmSFENLleQoRFQZ1wc3KnN7RzaePdQicrSQ+KKXyrGFQq4kR6m9z82Biy2U\n", "Vrfz6LRUHi1MxREnv1YhVCH/N4/SR009/ObW+sLlTd1MSo5j3qSke+6n8tNDkPiimcqxhUJut0ep\n", "2+UdtN1zx7YQIrpJkhylmRPtTEnuX3R9xoR4pqXb77FHP9XrPhJf9FI5tlDI7fYo5Sbb+OFnp9He\n", "5yHFZiY9xEXYPT6N+o7+5TtzkuJkbREhIoT0k4wAXp9GSXUbPzhSDcC3Pp3PJ/NTJFEKoYNxWeNG\n", "jK3WXjc/K6nFp4FPg5+V1tLa6w53s4QQSJIMm4F1H7PRQLLt48pHcpwZsym6ryJVr2upHJ/KsYVC\n", "apIRICXewn95NJ9fnawD4EsLcqhp6eNsXxdT0+KZnGILcwuFiF1SkxxjnU4Prb0eEizGET/EuT1q\n", "592adv770Rq8Po0JCRb+dfV0shLj9GiuEDFHxm6PobZeNx6fRprdgjGI+S9betz84t1rHL3SRnai\n", "lX9cOoXZmY6gH8BYTP3VD5fXx8YHMogzG2ntdXOz2y1JUogwkZrkMC41d/PV3Rf5mx0XOF7djtd3\n", "7wvu6tZejl5pA6C+00VpTTtX2/qG/O5wdZ/WXjdbzzXx6tlGXnq/ni6nl3T78H/LelzeoNo23lSv\n", "a6kcn8qxhUKS5BCcHi//43gd1ztcdDq9fP9PV2jodN5zP6tp8K/TbjHR4x5+BI7Hp901Qqfb5eVK\n", "y8eJteJGDwnWu5Nkr9vL3gvN/Kc9F/n1yWvc6HLds31CiJGT2+0RcHq8WEzGYW+9C9Pj+faj+TT3\n", "uLGZDWiaRk7S0LfJhXMe5qfHrnLpZg9PP5jFkrxkLGYjKTYzywpS/Fekn52Vjt3av26516dR1dJL\n", "Z58Hm9XEz0tq0YArLX1MS7ezcka6LnGHQvXxvyrHp3JsoZAkOYQ4s4m/fWQS3/9TNV0uL19dMpm6\n", "9j7+25FqZkyw87kHM4esEfa5fbx7tZ3Dla1kOax8b2WBf/7I6+1OGrtcpNrN5KfGc+RyKwcutQDw\n", "wyPVvPjETGZMtOOIM/O3i3JZOSMNq8nItPR4f03zbH0n39p/GZ/WPxxy7ewJvFHeDOBfFkIIMbbk\n", "dnsYMyYm8PN1M/j1k7PIT7Xx3YNXuNTcy94LNzlyuXXIfapbezlc2f9ZQ5eLk1c7ALjW3sc3913i\n", "m/sq+eobF7nU3ENzV69/P43+hzW3pSVYWDA5mbk5iYOmXTtc2cLt8mPFjR7ybnUNmpRkZf7ke888\n", "NJ5Ur2upHJ/KsYUipq8kW3vclFS3cbG5h0enpTEn6+Mn0T5No/JmL//rdD05SXH81cM5/inRmnuG\n", "Hg0TZx78NyfJ1n+bXNvWR2NX/z49bh8fNXWzbHI8x2u7aOnxsO6+CUwJoi/krIkJHLzUn4TtFiOz\n", "MxP4zZOzcFhNIY8ZF0IEFtNJsuxaBy8evwbA4cpWfr5uBtMm9M/iU9vWx3cPVOH2aXzU1IN5uoG/\n", "XTSJHeeaWD974qCf0+fxUt/hwmY28q1P57HlbCMPZDpYMDkZ6F+ywWjAfxWY6bCSmWrjx6tT8GiQ\n", "breQcKvuCP0J+lpbHy5vf03zdk1ySUEK8RYjde1OFuUlUxjkjEPhoHpdS+X4VI4tFDGdJK+2fvwU\n", "2ePT6BpQ13N5NdwDutY097iZPiGev/vkZP79vesUptlZPi2FLEccZ693UVLdxqXmXh4tTOXbj+bT\n", "0u2hpcdNmt1CYXo8PyieRtm1dmZOSOBqWx/fO1jF/RkJfG1Z3qAE6fVpnKrt4J8PX8Hj03juoSw2\n", "FWUQbzGRGm9hxfShH8609ro5ebWdqpt9LJ2awv2ZCUGtbS7EeHN7fbT2erCaDFGxIF5M1ySXFKRg\n", "u3WLPDvDTk7yxw9jshOtbCrKAPpvbVdOT2NSchwvHLpCSXU7L52up+RKGz0uD1daennrYgtVLb38\n", "z1PXqbzZy9f3VfLV3Rc5V9+FxWTkE5MS+ZuFuSTZTPym7Do+Dc41dvNBXaf/mG6Pj9N1Hfyv0/V4\n", "biXol083cKPr3pNdnLzazo+P1bKr/Abf3FfJldah+2eOF9XrWirHp2dsTo+Pgxdb+Kut5fzDnktU\n", "tfTee6cwi+kryfsyEnjxiRl0Or1kJlqZOKCu54gz8+QDEylMs+HV4FRtBw/lJvqTF8DVNidmo2HQ\n", "QxeAXrePT+Yn097roay2nU9MSvR/ZqD/yXSc2UhFU/egiSxq2/vY+ucm0u0WKm/2/+NxWE1Yzfe+\n", "Iqwa0LfS7dXo7POM+PchhN7q2vv4aWktANfanfz+dAPfeSw/ou96YvpKEiAvNZ4HshxMTLDi9Pg4\n", "cbWdnx67ypHLLdgsJhZMTibJZubw5VY8Po0Hsx0AxFuMLM5LpvJmL0XZDiYl9SfYhZOTSLaZqe9w\n", "MXOinUVTkrnW1ofv1hD5lHgL2YlWjAb4h09NIc1uprK5h5vdLq609lGU7aB4ZjrLp6Ywf1Ii3y8u\n", "DGpI4tKCFCy3Eu6sDDvZw/TPHC+q17VUjk/P2AwGAwPTocVERCdIiPEryTtdau7huweqAHiz4ibf\n", "Ly7k4dwk0uItGICfldTyzeV5rL1vAjazkZrWXg42dXPyagdrZ0/k/8ywk5ts4/nXKyhMj8diMvL1\n", "NyuxmAy8sHIqc7MdvPR+Pcdr2m8dr5d1syfwYX0nU9PtvH6rz+O09HhWzUhjfm5S0Mnu/swEXnxi\n", "Jp19HrKT4shwyNNuEXlyk+P4xvI8fnWijgyHhWfnZoW7SfcU81eSA7X1Dr5FbenurwUWpNn4zmP5\n", "fPHhHJweHxaTkW8fqKLPq3G8pgOvBrvO3+DXZdc5c72LTxWksOH+ifzxbCPQf/v7yxN13Oh20Thg\n", "+GC3y4vZaCAz0capax3+9ytv9vKJnEQ6nF6+89ZlfnS0hmvtgWuMBoOBqWnxPJiTGBEJUuWaHagd\n", "n56xWUxGlk9N5ZcbZ/KDx6eRlxqv27HGiiTJAfJTbWQn9ieYpDgT0291B7KYjBSkxbP3QjM/Plbr\n", "T1g2s5EzdUX/AAAQv0lEQVT7Mvq/Y7cYmZPtoLSmjRXT0uh2+QY9tU6LN3OxuYdNRRlYbvXF3PjA\n", "RG50uehxeXhsWpr/u4umJKEB/2X/ZU5d6+TApRb+/1PXI3IiCyFGymQ0kGa3khgl69OPeyt3796N\n", "19vf1aawsJCioqLxbsKwclNs/Gj1dBq6nFhNRjw+H+19HpLiTHzU1E1dR/9V4Om6Tr68aBI3etw8\n", "Oi2Nz38ii4rmHhKtZtLtFpLiTPzL2/V8YX42Ry634ogz8empqdgtZn5eWsuzn8giJ9FKr9vLidoO\n", "Hp+Zzn0ZCeSn2qhtc9LW56GmtY+uAZNf1He6cHt9mIym4ZofUVSu2YHa8akcWyjGPUnabDZWrlw5\n", "3oe9p9YeN8eq2/iosZslBSns/LCeNLuFqWnxLJ36cVchgKqWXr4wL5v/caKO+4oSePH4NRo6+xPo\n", "utkT6Ohz8/mHsuhyevj8Q1k0dbl462ILn56WSkq8me3nmlg3ewKvnOm/HS+r7eDXT97Hzg9v8GFj\n", "NwCVzT18/hNZ/P6DBixGA//X/BxsluhIkEKoZNyTpNfrZceOHWiaRkFBQcTMPv5eXQf/763RN5db\n", "etlUlMFrf27C5dHITY7DYDDwn5fnUVLdzqPTUvmXozUszktBQ/MnSIAPG7p5ZHISvzxRh9HAoOGM\n", "p6938h8WTmJX+Q1uDhja6NOgz9X/wMWfJG/28p8+NZlP5idjMRrJTYmuSXdLSkqUviJROT6VYwvF\n", "uCfJ4uJi/+t9+/aN9+GHVdf+8XyRny5M5cfHruLT4GpbH4m2/tvtv5yXzfLCFOo7nNS2O6lq6aUo\n", "y868SYm8f6tT+KoZabT19SfAOLORtjv6K2Y4LHxt6RR8Hg/HrrTR4/YxLzeRtAQrz87NwmSExk4X\n", "zz2UzeSUyC9qRzOfpnGpuYdr7U6yE+OYOdEuy/iKu4S1cmqxBB6SNPAv2u0nbmO5bbXGMaHwftr7\n", "vMzLtvNGuZEul494s5GBz0j6n0L3j5k+c72Tv5yXzd8tzsXl8WEzGymemcbDk5NIsZmpvNlDbnJ/\n", "5/Fet48sh5W0eDMtvR5mTbAxfUICmYlWTpw4wfc+OQlbUhqZDivlp08C8A+fWoLXp3HyxLuUVPp0\n", "jV/P7fE4f6Pdjssq5L++04jbp2E0wD8vz2ZBYZYy8YW6vWTJkohqjx7bIzHuC4HV1NSQl5cHwJ49\n", "e1izZs2Q3xuPhcA+bOjim/sqcXs1ClJtfHXJZK539D84qW1z8mbFTVLjzTw7N4tXzzbwxOyJvHq2\n", "kf+4ZDI/fucqTq/GuvsmUJjePz/k1bY+Wno9fH3ZFDr7vPR5vDyYk0havIUOp4cJdovM1hNB3qlq\n", "5f/5U7V/+xvL8lgxPW34HYQSRroQ2Lh3AaqpqWHr1q1s3bqVmTNnjvfhB3m3ph23t/9vxJVbT5O7\n", "3T5+/0Ejte1O/mp+Nt9YNoXUeBOrZ/U/aLkvI4E3yptx3trvjY+aSbaZOVvfRUuvB7vFSEuPh1+e\n", "rON37zfwm5N1TEiwMHNiwqAEqVdftOZuF/UdTv/Ki+ESDf0Is5PisN4apWQywKTk4Ou+0RBfqFSO\n", "LRTjfru9dOnS8T7kXera+6hrdw5az9piMpButzI1LZ5JSXFsP9fEldZeLGYjVqOBtj4PLq8Pq8lA\n", "ks3C+f4H09jMRlp63fz9J3OxGA1MSbHxz4ev+H+uw2oecrkHe2Y+H9R1MtFhITd5bNbVvtDUzXcP\n", "VNHh9PCVT05m5bQ0LGbpCjucaenx/HjtDOo7nGQlWpkWwVPPifCJuXW36zuc/Of9lVzvcLEkP5mH\n", "c5O42tbH/MlJPJjlwHxrMS+318exK2384UwDhWl2GruczJuURJfLy+K8JPZV3KS5281zD2VTmBaP\n", "ZoCkODOapnG6rpNfnKgjLd7M84tz7xpVcPlmD994s5JOp5c0u5l/GYORB26vj396s5Jzt56OG4Bf\n", "PzkrKkY0CDGeZN3te7ja1sf1W53CS6rbccSZuN7uYvdHzfzr6uncl5EA9I+yWZyXzMQEC06vxv99\n", "+AofNfXwcG4i5xtNXO9wYbeY+Kixm6IBM5obDAbm5Sbx07V2zEbDkH0bq1p6/WvStPR4uNrWN+pk\n", "ZjQYiB9wLJPRENRa4UKIwGLuXqy9zzNouGB2YhyXbvbg8mp3jY+2WUwUZScyPzeJF5+Yyc/WzeBL\n", "Cybx0vsNpMabmZ+biE/TqG69e048R5x52M7f6faPn+obwL9Y2GiYjAa+uDCH+zPsZCda+d6KghHV\n", "2Maa6nUtleNTObZQxNyV5Ln6Lv5yXhYtPR6mpNp4u7KFXrcPo4Fhl38F/GvQtPe6eSQvifzUeH8n\n", "8Tcv3OTf1k4Pakoz6J/H8ptLsrjc7uOhSYnMmDA2tbD81Hi+XzwNj08jyRZzp1YIXcRcTfJKSy8/\n", "PFJNa6+bLy/KJTMxjroOJxkOCy09bj5q6mFpQQqzAyx/cLPbxU9KrlJW+/Gs4j9fN4NZt27VhRCR\n", "S2qS91CQFs9//+x0XD4fqfEWzEYD92UmsO9CMz8p6Z8xee+FZl58YiYFaUPXCdMTrDxWmOZPkvkp\n", "caTZI3+tDiHEyMVcTRIgOd7MxAQr5gFD0CoHrLXh8mp0OgMvf7AoL5kfrZ7G91YU8F8/UzjiORxV\n", "r/tIfNFL5dhCEXNXksNZPjWV/RU3cXs17suwk32P+mK8xcSc7MSA3xFCRL+Yq0kOR9M0rrT20dnn\n", "IScpjokRMLu3EGLsSU0yRLeXPxBCiIFisiYZCVSv+0h80Uvl2EIhSVIIIQKQmqQQIqZE/FRpQggR\n", "TSRJhonqdR+JL3qpHFsoJEkKIUQAUpMUQsQUqUkKIcQYkiQZJqrXfSS+6KVybKGQJCmEEAFITVII\n", "EVOkJimEEGNIkmSYqF73kfiil8qxhUKSpBBCBCA1SSFETJGapBBCjCFJkmGiet1H4oteKscWinGf\n", "mbyhoYHDhw9jMplYtmwZ2dnZ490EIYQI2rhfSZaVlbF582aefvppTp48Od6HjxhLliwJdxN0JfFF\n", "L5VjC8W4J0m73e5/bbXKYltCiMg27kly4MN0i8Uy3oePGKrXfSS+6KVybKEY95qk1+v1vzYYDMN+\n", "LyUlhdOnT49Hk8LCbrdLfFFM5fhUjg36c8tIjHuS7O3tBfqvKG+/Hsq8efPGq0lCCDGsce9Mfv36\n", "dY4ePYqmaaxYsYKMjIzxPLwQQoxIxI64EUKISCCdyYUQIgBJkkIIEYAkSTEmfD7foJ4LqlE9PjG8\n", "cX+6fS+qD1vcvXu3/3+2wsJCioqKwtyi0du/fz9VVVWsX7+enJwcQK3zOFR8Kp3H8+fPU1FRgc/n\n", "Y9GiReTm5ip1/oaKb0TnT4swr7/+uv/1zp07w9gSfRw4cCDcTdDF+fPntbq6Ov+2aufxzvhUOo9H\n", "jx71v967d6+maWqdv6HiG8n5i7grSdWHLXq9Xnbs2IGmaRQUFCg7Z6acx+ixdOnSu95T6fwNFd9I\n", "zl/EJUlN8WGLxcXF/tf79u0LY0v0Jecx+hw8eJAFCxYAap6/gfGN5PxF3IObYIctqkCVf3xDkfMY\n", "XY4ePcr06dOZMGECoN75uzO+ge51/iIuSQY7bDFa1dTU+F/39fWFsSX6kvMYPY4dO0ZmZib5+fn+\n", "91Q6f0PFN5LzF3G32wsXLmTLli3+YYuqqampoaysDIC5c+eGuTVj49ChQ1RVVWGz2cjPz2fp0qVK\n", "nceh4lPlPDY1NVFaWsqsWbO4cOECnZ2dPPfcc8qcv+HiG8n5k2GJQggRQMTdbgshRCSRJCmEEAFI\n", "khRCiAAkSQohRACSJIUQIgBJkkIIEYAkSTEmvF4vPp8v3M0QYsxJkoxiL7zwwpj9rNdee41du3ax\n", "a9cuXn/9dTo6OgZ9vmfPniH3u379Otu2beMnP/kJN2/eDPn477//Pr/61a9C3l9Vw/3e7/TWW2+x\n", "fft2nVsTmyJuxI0I3pe+9KUx+1kGg4H169cP+/lwQ9NycnLYtGkTb7/99qiOP2/evEFDxUS/YIcE\n", "rlq1ih07dujcmtgkSTIKNTQ0cOLECS5fvszXvvY1//s9PT3s2LEDh8OByWSioqKCf/zHf/R/fuDA\n", "Abq6ujCZTLjdbtauXUtcXBwAcXFxbN++HZPJRE9PD2vWrCEpKQmPx8O+ffu4cOECu3btAmD69Onc\n", "f//9o47j0KFDtLS0YDabMZlMg27XKyoqOHPmDPHx8fT19TF//nymTp1KfX09v/vd75g+fTobN26k\n", "sbGRV199lYkTJ/L0009jNg//T3r//v1UVFSQmppKUlISPT09zJkzhwceeCDgMQGqq6s5cOAAc+bM\n", "obq6GqvVSkZGBkuWLAGgtLSUGzduYDKZcDqdAGzatOmev4Pq6mpKS0txOBwYjUaam5v5whe+AMA7\n", "77wz6PeemprKsmXLAPB4POzcuROj0YimaVE9KW7EG/2UliJcXnvttUHbVVVV2ltvveXfrq6u9r8u\n", "LS3VKioq/NudnZ3a9u3bh/y5Tqfzrs/uPNadjhw5ojU1NQXd9vPnz2vvvvuuf/vGjRvaD3/4Q03T\n", "NK27u1t7+eWXB31/69atmsvl0jRN0xobG7VDhw75P9uyZUvQx/3617+ueb1e//Yf//hHraen557H\n", "vN3mF198UXM6nYO+V1FRoZ08edK/7fP5tNLS0qDas3fvXq2mpsa/PfCcadrwv/fdu3drN27c8G+f\n", "PHlS27p1a1DHFCMjV5IKKSgowOv18tZbb/mnusrLywOgrq6OxYsX+7/rcDiG/TnjMcnqpUuXWLVq\n", "lX97woQJ5ObmAtDY2EhHR4f/Cgr6Z2ppbW0lIyODjIwMbty4AfRfVY/kKqqoqAij8eNS/IwZM7h+\n", "/TpGozHgMW979NFH7/r9XLx4kZUrV/q3DQbDoN91IJ/97Gc5deoU5eXleDweMjIy/OcskK6urkHT\n", "fs2dO5erV68GdUwxMpIkFXL27FkefPBBpk2bBsDx48epqakhLy+P3NxcLl68yIwZM4D+/8lu8/l8\n", "XLlyhcLCQgDa2tqw2Wy6tnX69OmcOXOGRYsWAXDjxg1qa2sByM3NJTMzc1CN9M4n5/PmzeO9996j\n", "traWtWvXBn3cDz/8EJ/P50+UlZWVrFmzBpPJdM9japo25NyKU6dO5dy5c8yfP9//3sDfdSAffPAB\n", "Dz/8sH/7lVde8U8MG0hCQgLNzc3+RHn69OlBE+WKsSOzAEWht99+m7a2Ns6dO+e/MiouLmbPnj2D\n", "rpIA1q1b53/vdk3SaDTidrtZt26dvyb59ttv09jYSFxcHG63mw0bNgyq773zzju0tLRgNBrxeDws\n", "XryYrKwsf320qqqKzMxMEhMTKS4uDupq9ODBg7S2tmKz2ejr66OpqYlFixYxf/58amtrOXXqlL8N\n", "XV1drF27lsTERP/+v/3tb8nKymL16tVB/+5+/etf43A4sNlsuN1uHnzwQWbNmgUQ8JhlZWWcOXMG\n", "gIyMDCZNmjQouR05cmTQ72fmzJnMmTPnnu355S9/SXZ2Npqm4fP5BtU5oT/Znj17lri4OP9SA3Pm\n", "zMHj8bBt2zYsFgtGoxGHw8GpU6d49tlnB82bKEZPkqSIKVu3buWpp54KdzNEFJF+kiJm7N+/nwsX\n", "LvDmm2+GuykiisiVpNBFdXW1//b0Tvn5+brM5h2OYwbS1dXF4cOHh6wVOhyOqJ7xO5ZIkhRCiADk\n", "dlsIIQKQJCmEEAFIkhRCiAAkSQohRAD/G2Gy5ohlFR/aAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.267684\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VOd56PHfLBqNpNEO2kESQpiw2xCQMQZsg5GLsQHb\n", "NTZx7+1tnLRJm97eOm3a25vEadqkaXLb3vTWWZrtOjaOWW12gWIwEjYCZAhGlliExKJ9QxpJs5/7\n", "h2AsgTSMRjqamTPP9/Pxx3NGMzrPMwMP5zznfd+jUxRFQQghxLD0wQ5ACCFCmRRJIYTwQYqkEEL4\n", "IEVSCCF8kCIphBA+SJEUQggfVC2S/f39fOc736GhocH7XFNTE2+88QZvvfUWjY2Nau5eCCHGTNUi\n", "efToUdasWTPkuYqKCjZv3symTZs4ceKEmrsXQogxU61IdnZ2Ehsbi9lsHvJ8bGys97HJZFJr90II\n", "MS5UK5JlZWUsW7bsrucHT/CJiopSa/dCCDEujGr94ubmZt59911aWlrIy8sjKysLALfb7X2NTqcb\n", "8f0lJSUYDAa1whNCRKikpCQWLlzo9+tVK5Kf//znAaiqqiIpKcn7fH9/PzBwRHn78XAMBgMPPPCA\n", "WuEJISJUZWXlqF6v6oWbjo4OysrK+Pjjj73PLVmyhC1btrBlyxaWLFmi5u5DWllZWbBDUJXkF760\n", "nFsgVDuSBEhJSeELX/jCkOeysrJ44YUX1NytEEKMG12oLpVWWloqp9tCiHFXWVnJY4895vfrZcaN\n", "EEL4IEUySLTe95H8wpeWcwuEFEkhhPBBepJCiIgiPUkhhBhHUiSDROt9H8kvfGk5t0BIkVRBt91F\n", "q9WB0+UJdihCiDGSnuQ4u9pl43tH6rnaZeMPHshg7cxJxJhkDroQoUJ6kkG2v7qNC2192FweflLR\n", "QF2XLdghCSHGQIrkOLtzYSP9CAsdab3vI/mFLy3nFggpkuPsifsmMTstjvhoA39SlM3UJPO93ySE\n", "CFnSk1SB1e7C5vKQaDYSZZB/h4QIJaPtSaq6ClCkskQbsUQHOwohxHiQw5wg0XrfR/ILX1rOLRBS\n", "JIUQwgfpSQohIoqMkxRCiHEkRTJItN73kfzCl5ZzC4QUSSGE8EF6kkKIiCI9SSGEGEdSJINE630f\n", "yS98aTm3QEiRFEIIH6QnKYSIKNKTFEKIcSRFMki03veR/MKXlnMLhKqrAB0/fpzm5mYApk6dysKF\n", "C9m9ezdutxuAgoIC5s6dq2YIQggxJqoWyaVLl3ofl5SUAGA2m1m9erWauw0Ly5YtC3YIqpL8wpeW\n", "cwuE6utJ1tXVsX37djZs2ACA2+1mx44dKIpCfn6+XJwRQoQ01XuSeXl5fPnLX+bkyZMAFBcXs3Hj\n", "Rp555hnvqXgk0nrfR/ILX1rOLRATcuHGbDYTHx9/1/NRUVE+3zf4yyorK9PU9rlz50IqHslP8ouk\n", "7dFQdZxkR0cHKSkpAOzdu5e1a9dSX19Pbm4uAHv27OHJJ58c9r0yTlIIoYaQusdNeXk5drsdgEWL\n", "FgFQX19PRUUFAAsWLFBz90IIMWaqFsl169bd9dzy5cvV3GXYKCsr0/RVRMkvfGk5t0DIYHIhhPBB\n", "5m4LISKKzN0WQohxJEUySAIdjhAuJL/wpeXcAiFFUgghfJCepBAiokhPUgghxpEUySDRet9H8gtf\n", "Ws4tEFIkhRDCB+lJCiEiivQkhRBiHEmRDBKt930kv/Cl5dwCIUVSCCF8kJ6kECKiSE9SCCHGkRTJ\n", "INF630fyC19azi0QUiSFEMIH6UkKISKK9CSFEGIcSZEMEq33fSS/8KXl3AIhRVIIIXyQnqQQIqJI\n", "T1IIIcaRFMkg0XrfR/ILX1rOLRBSJIUQwgfpSQohIor0JIUQYhypWiSPHz/Ozp072blzJ6dPnwag\n", "qamJN954g7feeovGxkY1dx/StN73kfzCl5ZzC4RRzV++dOlS7+OSkhIAKioq2Lx5MwC7du1i/fr1\n", "aoYghBBjovrpdl1dHT/4wQ+YPn06ALGxsd6fmUwmtXcfspYtWxbsEFQl+YUvLecWCNWLZF5eHl/+\n", "8pc5efIkAIOvE0VFRam9eyGEGJMJuXBjNpuJj48HwO12e5/X6XQ+3ze4N1JWVqap7ddeey2k4pH8\n", "JL/b27cfh0o8amyPhqpDgDo6OkhJSQFg7969rF27lp07d7JhwwYURWHPnj2sW7du2PdqfQhQWVmZ\n", "pk9rJL/wpeXcYPRDgFS9cFNeXo7dbgdg0aJFACxZsoQtW7agKAqrVq1Sc/chTct/CEHyC2dazi0Q\n", "qhbJ4Y4Ss7KyeOGFF9TcrRBCjBsZTB4kgfZHwoXkF77Uzs3mdHP9po0Wq0PV/YwXVY8khRBisH6H\n", "m3eqWvn5qUYSzUa+vaaA+ybH3vuNQSRHkkGi9b6P5Be+1MztRredn58amGl30+bijY8aCdHlI7wC\n", "KpJWq3W84xBCRACjQYdh0Mi/RLPxnkMBg81nkayqqhr2vzfffHOi4tMsLfe0QPILZ2rmNiXRzDdW\n", "5ZObZKZoSgK/Pz9dtX2NF589yePHj7Ns2TIuX75MS0sL999/P5WVld6xj0IIMRoGvY6i3CTmZFow\n", "GfSYDKHf8fM5mNxqtWKxWHjrrbfYtGmT9/nf/OY3PP/886oGpvXB5EKI4BjX9SQtFgtw90IUkbww\n", "hRAisvh1rNvX14fH4wEG5l739PSoGlQk0HJPCyS/cKbl3ALh1zjJJ554gl//+teYTCbsdjtr165V\n", "Oy4hhAgJco8bIUREmZB73DQ1NQXyNiGECDt+Fcnz588P2T5+/LgqwUQSrfd9JL/wpeXcAuFXkbx4\n", "8eKQbaNRpnwLISJDQKfbt690i8Bpee4vSH7hTMu5BcLnIeGePXvo7++nuroap9PpfT49PfSnEgkh\n", "xHjwWSSffPJJAHbv3j3ibRZEYLS+RL7kF760nFsg/DrdfuKJJ9SOQwghQpKMkxRCRBRVxknu27eP\n", "a9euUVdXx5tvvsmlS5cCDlAIIcKJX0XS4XCQnZ3NmTNnePHFF6msrFQ7Ls3T+lg0yS98aTm3QPhV\n", "JPV6PXq9HrPZDEB0dLSqQQkhRKjw+0jSarV6i2SItjHDitavHkp+4UvLuQXCryKZlZXFrl27KCoq\n", "4uOPP6a2tlbtuESAOvuctFgduD3yD5kQ48GvIrl06VI+97nPYTabmTlzJl/60pfUjkvz1Oj7XGzr\n", "5SvvXuDz2z7hSG0nTnfwZkZpva+l5fy0nFsgRj0t0Wg0ek+7Ac6cOTOuAYnAON0efnKigWarA5vL\n", "wz8fraexOzxu/i5EKBvzXXjq6urGIYzIM959Hx1g1A3dDuadOrXe19JyflrOLRCqLudz/vx5ampq\n", "8Hg8FBUVkZOTw+7du3G73QAUFBQwd+5cNUOIGEaDnpeX5NB5tI7Ofhd/tnQKWQkyCkGIsVK1SLa3\n", "t7Nx40ZgYEB6Tk4OZrOZ1atXq7nbsKDG/NhpqTH889pCnG6FpBgj+iAeSmp9/q+W89NyboFQtUgu\n", "X778rufcbjc7duxAURTy8/Nl6uE4i4+WtT6FGE8T8jfq0KFDLF68GIDi4mLv8/v375+I3Yckrf9L\n", "LfmFLy3nFogxX7i5l6NHj1JYWMikSZPu+llUVJTP9w4eilBWVibbsi3bsj0u26Mx5lWA6urqyMvL\n", "G/Znx44dY/LkycycOdP7XH19Pbm5ucDAor6316y8k9ZXASor03bfR/ILX1rODUa/CpBfp9vl5eWk\n", "pqYyc+ZMLl26hMViISMjA2DEAtnS0kJ5eTkzZ86kurqanp4eXnrpJerr66moqABgwYIFfgcqhBDB\n", "4NeR5JYtW3j88cdJTU3F4/Gwfft2nnvuOVUD0/qRpBAiOFRZTzIuLo7U1NSBN+j1GAyGwKITQogw\n", "E9CFG71e9es9mhdoEzlcSH7hS8u5BcKvaqfT6ejo6ACgo6PDO2NGCCG0zq+epNvt5tChQ941JYuL\n", "izEa1R1iKT1JIYQaVLm6bTAYhgwCF0KISOHX6fbFixfVjiPiaL3vI/mFLy3nFgi/iuTZs2eHbF+5\n", "ckWVYIQQItT4fY+bwe4smmL0tDyjASS/cKbl3ALh9+0bDh48qHYsQggRcvwqkq+//jrd3d1s3bqV\n", "rVu3cu7cObXj0jyt930kv/Cl5dwC4dfV7SeeeIJFixZ5t/ft26daQEIIEUrGvAqQWmScpBBCDarM\n", "3RZCiEjlV5Hs7u5m27Zt/OpXv8LlcrFz506149I8rfd9JL/wpeXcAuFXkTxw4ABPP/00iYmJqk9H\n", "FEKIUOJXkTSbzUNutSBLpY2d1seiSX7hS8u5BSKgweQej0eVYIQQItT4VSTT0tIoKyvD5XLx4Ycf\n", "MnXqVLXjClu9DjcN3Xa6+p0+X6f1vo/kF760nFsg/GowLl++nKqqKrq6usjIyBjxvjaRrqvfya9O\n", "N7K3up3pqTH8zaN5TEk0BzssIcQYyDjJcfTRjW7+ev9l7/YXl2TzzNy0IEYkhLiTKutJtrW1sX//\n", "fmJiYnA4HBQXF5OSkhJwkFpl1OuGbJuNuhFeKYQIF34PAdq8eTPPPvsszz//PCUlJWrHFZampcby\n", "xSVZpFtMPDY9mUU5iSO+Vut9H8kvfGk5t0D4dSQZGxvrvfmXwWDAbJY+23DiTAbWz07jsekpxETp\n", "iTbKUCkhwp1fR5I2m23Idl9fHwAVFRXjH1GYM+h1JMVE3bNAan0smuQXvrScWyD8KpIej4ef/exn\n", "VFZW8otf/AKz2UxVVRVnzpxROz4hhAgqv4pkX18fDz74IGazmSVLljBz5kxC9KJ42NB630fyC19a\n", "zi0QfvUkX3zxRSwWy13PT506levXr5OTkzPugQkhRCjwq0gOVyAB4uPjKS0tHbFInj9/npqaGjwe\n", "D0VFReTk5NDU1ERpaSkGg4EVK1aQmZkZePRhTOt9H8kvfGk5t0CouqRPe3s7GzduBAZWM8/JyaGi\n", "ooLNmzcDsGvXLtavX69mCEIIMSaqLrq7fPnyu56LjY31PjaZTGruPqRpve8j+YUvLecWiAlZmfzQ\n", "oUMsXrwYYMgFn8HLrw1n8JdVVlamqe1z586FVDySn+QXSdujMea52/c6ZT569Ci5ubneRTEOHDhA\n", "cXExAIcPH2bVqlXDvi8c524LIUJfSN3j5tixY6Snpw9ZNai/vx8YOKK8/VgIIULVmIvkSFe2W1pa\n", "KC8vp7q6ml27dvH6668DsGTJErZs2cKWLVtYsmTJWHcftgI99A8Xkl/40nJugfDr6vaxY8d4+OGH\n", "h/3Z4PtxD5aWlsbXvva1u57PysrihRdeGEWIQggRPH4dSf72t79l+/bttLS0qB1PxND6WDTJL3xp\n", "ObdA+FUkN2zYwFNPPUVVVRVvv/02VVVVasclhBAhwa8iOW/ePKKioli5ciVr1qzhnXfeUTsuzdN6\n", "30fyC19azi0QfvUky8rKyMvL4/jx41gsFr7yla+oHZcQQoQEv4pkaWkpjzzyCM8884zcc3ucaL3v\n", "I/mFLy3nFgi/iuSGDRuYN2+e2rEIIUTI8bsnKcaX1vs+kl/40nJugfCrSHZ3d7Nt2zZ+9atf4XK5\n", "2Llzp9pxCSFESPD7bolPP/00iYmJGI2qrq4WMbTe95H8wpeWcwuEX0XSbDYPWbFHLt4IISKFX0XS\n", "4XAM2fZ4PKoEE0m03veR/MKXlnMLhF/nzmlpaZSVleFyufjwww+ZOnWq2nFFpKtd/bxf20VMlIGl\n", "uYlkJkQHOyQhIp7f60lWVVVRW1vLnDlzhix9ppZIW0+ys9/JX+29SH2XHYAV+Um8smLqPe/fLYQY\n", "ndGuJ+n3VZhZs2Yxa9YsAOrr68nNzR19dGJENqeHq7cKJEBNax82p0eKpA/dNhdd/S7iovWkxkbu\n", "rUCEunwWye3bt6PT6YBP+5CKonDx4kX+9m//Vv3oNKysrGzIVcQks5H1syez83wrAM/OS8MSHb4j\n", "Ce7Mb7y19Tr4v8evU15/kymJ0Xxz9TSmJJlV29+d1M4vmLScWyB8/i20WCysWbOG8vJyoqKiWLBg\n", "AZWVlSQlJU1UfBEjxmRg8/0ZPJSXiFGvIz8lBoNeF+ywQlZtRz/l9TcBuHbTzkcNPRNaJEXk8Hl1\n", "e82aNQA0NjayePFiTCYTRUVFWK3WCQlOy4b7lzrBbGReZjyz0i3ERIX3abbaRyJm49A/unGmif28\n", "tHykpeXcAuHXEKDbp9y3yRAgEWzTU2P50wdzyE8xs3H2ZOZnWoIdktAov4qkx+Ohra0NgLa2NpxO\n", "p6pBRQKtj0VTO79Yk4GnZk/mX56cwctLspkUN7EXbrT8/Wk5t0D4vQrQgQMHsFqtxMXF8eyzz6od\n", "lxB+iZ3g02wRecZ83+3r16+PeMfEsYi0cZJCiIkx4ffdPnXq1Fh/hRBChKwxF0kRGK33fSS/8KXl\n", "3AIhRVIIIXyQIhkkWh+LJvmFLy3nFggpkkII4YOqRdLj8eB2u9XcRdjSet9H8gtfWs4tEGNeQWGk\n", "4T8HDhygtraW9evXk5WVBcDu3bu9RbOgoIC5c+eOdfdCCKGqMY+T9KWqqoqkpCRvkTx06BCrV6/2\n", "670yTlIIoQbV1pMcD263mx07dqAoCvn5+VIEhRAhz2eRPHLkCIsWLeKnP/3pXYvsOp1OCgsLR1Xo\n", "iouLvY/3799/z9cPXtfudp9EK9uvvfYac+fODZl4JD/J7/b24J5kKMSjxvZo+Dzdvl0kDx8+zPr1\n", "6+/6+bZt23zO477zdHuww4cPs2rVqhHfq/XTba0vbCr5hS8t5wbjPC1x5cqVWCwjL0E12ntw19fX\n", "ex/bbLZRvTfU2J1unO7Al4zT8h9CkPzCmZZzC4RfVS45OXnY532tUH748GFqa2sxm83k5eWxfPly\n", "6uvrqaioAGDBggUBhBsazjVZ+fGHN4iPNvDHRdnkJscEOyQhhEpUvbo9FqF6ut3cY+eLO6rpcw4c\n", "RS7IsvD3j08b9Q27tH5KI/mFLy3nBkFYBSjSuDwK/c5PT7Nv2ly4ZKF2ITTLZ5F0uVyUlpbywQcf\n", "oCgKJSUl7Nq1i76+vomKL+SkxZn4s4emoAOiDTr+eEl2QPdX0fK/1CD5hTMt5xYInz3JHTt28Oij\n", "j9LZ2ck//dM/8dJLL5Gamso777zD888/P1ExhpQoo57HC1OYn2nBoIesBLlDnxBa5vNIMjo6mkmT\n", "JlFYWEh2djbZ2dmYzWbM5sguDCajnilJ5jEVSK3Pj5X8wpeWcwuEzyLZ39+Poij09fVx6dIl7HY7\n", "gPf/QgihdT6vbre0tPDee+9hMBh49NFHOXDgAABLly4lLy9P1cBC9eq2ECK8jevc7bS0tCG9xxdf\n", "fDHwyIQQIgzJEKAg0XrfR/ILX1rOLRB+zbix2+3s3bvXu7127Vqio6NVC0oIIUKFXzNutm3bRnFx\n", "MRaLBavVyv79+3nuuedUDUx6kkIINagy4yYqKsq70IXFYiEqKiqw6IQQIsz4VSTvvE+NxyPz8MZK\n", "630fyS98aTm3QPhVJC0WCxcuXADgwoULPpdPE0IILfF7FaDjx49z48YNcnJyePDBB9WOS3qSQghV\n", "qHaPm6VLlwYUkBBChLNRj5Osr6+XnuQ40HrfR/ILX1rOLRB+Fcnvf//71NfXs2/fPm7cuMG7776r\n", "dlxCCBES/CqS9913n/duiXLaPT60vmaf5Be+tJxbIEY1BMhgGP3iskIIEc78KpJWq5WSkhIKCgrU\n", "jidiaL3vI/mFLy3nFgi/rm5v3LiR5uZm8vPzOXv2rFy4EUJEjIDuluhwODCZTGrE4yXjJIUQapiQ\n", "uyXeXnxXCCG0LqAiKafbY6f1vo/kF760nFsgfPYkX331VV5++WW2bNnC1KlTvc9XV1ezfv161YMT\n", "Qohg86snuWvXriFF8c7tkXg8HhRFCWjokPQk763V6qDF6iDBbGRKUmTfwVIIf6kyd7uoqGjIdlJS\n", "0j3fc+DAAWpra1m/fj1ZWVkANDU1UVpaisFgYMWKFWRmZvodqBiqucfOq4evcKm9H4vJwPd+bzrT\n", "J8UGOywhNMevnmRGRsaQ7ZUrV97zPcXFxXe9rqKigs2bN7Np0yZOnDjhd5BaNNa+z9UuO5fa+wGw\n", "OtxU3ugZj7DGjdb7WlrOT8u5BcLvVYDGQ2zsp0c6ag8h0rr4aAN6HXhuNUsyEuTzFKGjucfOwQvt\n", "XLtp5+lZk5mTEb5r0E5okRzc/oz0W0CMdX5sQWoM33p8Gu9d6mROhoX5IfaHUOvzf7Wc33jktre6\n", "nbfONgNw4mo3/3f9fWHbN5/QW8oOvg2ETqe75+sHH/aXlZWF7HZnn5PSTxo5eL6BFqt9QvZ/4oPj\n", "uK9X8deP5LH2M5M4d/pEyHwesi3bl9t7vY9tLg83WtpCKr7RCGjGjb+qqqpISkryXrjZuXMnGzZs\n", "QFEU9uzZw7p160Z8b7hc3Xa6PPz8VAPbP24FoGhqIl9dMZX4aN8H6WVlZZo+GpH8wtd45HamoYf/\n", "efAyTrfCqukpfLEom0TzhJ64jki1lclH6/Dhw9TW1mI2m8nLy2P58uUsWbKELVu2oCgKq1atUmvX\n", "E8rqcHO0tsu7feLqTax29z2LpBBaNj/Twn+sv49+p4fMhOiQKZCBUPVIcizC6UjyP082sPP8wJHk\n", "4inx/PXKPCmSQoSokDmSjBRRRj3Pz09nfqYFl0dhZlrcPQukoij0OT2YjXoM+nv3ZoUQwTOhF260\n", "KiU2iqV5SSyflkyaxfdQnF6Hm92ftPEXuy/w04obtPU6JijKiRVokzxcaDm/sxfraeqx4/aE5Enm\n", "hJMjyQl2ub2Pfz9+HYC6ThuFk2J5bHpKkKMSYsC5JiuvfnATm6uTr66YyvL85Ig/25EjyQlmcw1d\n", "QanX4b5ru7a9n4abtokMa9xp9crvbVrMr8/h5ofl17A63Lg8Ct87Uk+zVZtnOqMhRXKCTUuJ4aHc\n", "RACmJEZzf1a892dWu4s3P2rij3dW86VdNVQ1W4MVpohAOh3ERH1aEqIMegyRfRAJSJFUTb/TPWxP\n", "Z1Kcib94eCrfWTGJ762dPmQWQmOPg63nWgDoc3rYcqaZEB18cE9a7tmBNvOLiTLwlYemUJhqJjsh\n", "mldX55MeHx3ssIJOepLjzOHyUFbXxdZzLcycHMem+Wl3/UFLMBvpb64ntXDKkOejDTqiDDqc7oHC\n", "mBFv8mtmkhDjpSA1li/M0JE/vZAEGcYGSJEcd7Ud/Xz3SD0Al9v7mZIUzcY5aXe9brie1pQkM99a\n", "PY1fVzaRkxTNhtmTVY9XLVrs2Q2m5fzmz54Z7BBCihRJP7k9Ck09dnRARkI0+hGO8Ox3XJjp6nf6\n", "vQ+dTsfCnATmZVow6nVyFClECJCepB/cHoVjV7r4o22f8PL2ak5d6x7xtbnJZlYXppCbZOb5eWk8\n", "VvDp8J7GbjsHa9opvdTO2Uv1I/6OKIM+7AukFnt2g2k5Py3nFggpkn5o73Pyg/fr8Sjg9Cj8W/k1\n", "OvuGP0JMionijz6byeMzUjh4sYMfVdzgxk0bPXYX/1Z2jZq2Phq7HZy5GUVdR/8EZyKEGC0pkn4w\n", "6CDO9Ol9euJMBow+xkY09Tj5aUUDXf0uTl/v4UhtJzanG6vDhd3l4f9VNvHGR828eriW9hFm3HT1\n", "O2nvddDrcOFwh9/dKbXcswNt56fl3AIhRdIPqXEmvrF6GjMmxTIrLY7n56fT2e8a8fWeO4btuDwQ\n", "bzKyujCFS+193udvdDvoddxdAC+29fL1klo+uHqTV/Ze4hsltdR3ylGnEMEgRdJPligDaZYo4qMN\n", "/O/3r/LrykYcLjcXWns529Az5PQ7L9nM5+7PIEqvo3BSDI8WJGM2GVhZkEzxjFTv6x7OSyQpZui1\n", "M4fbw398cINFOQn85EQDl9v7OX2jh5+cuIEzjI4otd7X0nJ+Ws4tEHJ1209Oj0JZ3U3vttujcOJa\n", "N98urUMBVuQn8acPTSHRbMQSbeT356exZkYKZqOBxFuFMNEcRfGMVKanxtDW1c28qZNJuLXOntuj\n", "0Gx14FYUUmOM6HVDpzB22Vx4PAqM/u68QogxkPUk/WRzuimv66Ku005Lr51N89L5t+PXqWr+dJn6\n", "1zbcR0Gqf7d1bet1UHKhg09aetk4ZzK9Dg//+F4dAK8sn8pHN7qZZDHxxkfNxETp+fbj05ibGe/7\n", "lwoh7knWk1RJv9NDVUsvJRc6uD87nnizkVmT47xFMslsHHJx514+qL/JL083ApCdEM2hSx24bk1j\n", "/I8PrvP5z2bRZXPxlYdymJUWxzQ/i68QYnxJT9JPF9v72P1JO3a3wodXuznT0MP6OZP50oPZ/P68\n", "NL7zRAEZPua5ehSFj2708PWSy+z8uIWrgy7EmIz6u66eWx1ufn6qkcMXOwdOs8OM1vtaWs5Py7kF\n", "Qo4k/aRDd9d2msXE+tl3TzkcTn2njb87eBmnR+HktW6+vaaAw5e76HW4iTPpeXFBOvuq2wFYVZhC\n", "jFHHrPQ4Hi9MIe7WHFpFUajvstFrd5OZEE1KbGTflleIiSBF0k+Fk2LYMHsyJRc7WJgdz5xM3/e5\n", "vnHThtXhJi3ORHJsFH1ON85bR4Tp8SYqrnezYfZkdDpwuhU+aekjOWag6O2rbuMPHsjk85/NJMEc\n", "RWbCwBHqx829/M3+SzjcCotz4vmL5bmkhmih1PpYOy3np+XcAiFF0g8NN2009jiw2l28uCCdRdnx\n", "pA+6TUNbr4ObNhfJ5ihS4qK40NrL1/ZfxupwszA7nrUzU8lKiGbltCSO1HZh0OuIMer59UdN3t/x\n", "H+tncPJ6Dz12N3My4vhW6RV+tGEmUwctpXawph3HrRWCKq730NRtD9kiKYRWRHSR7HO4qG7po63P\n", "SUFqzLBXpm/ctPHbS53s/qSNLpsL6KQ0xcz31xZiiTZy/aaNbx6q5WqXncJJMXxl6RTeq+3EemvF\n", "8dM3epidHsfrlU18c3U+z8xNIzbKQGd7G9fyErnc0c+LCzLISTTzm7PNnLzeQ5/Tg1GvQ3/Hsvn5\n", "KTHexyaDblQXiiaalu9LDdrOT8u5BSKii+SZBivfPHwFGLhY8q/rCslNjhnymhvddpwehT7np7dZ\n", "6HV4vFfC+MsXAAASIUlEQVSiL7T2cbXLDsDFtn5qO/qZkx5Hr8PNoYsdwMCCFVc6bXgUiDbqaet1\n", "gsfDX63Mxe5WsJgM6HU6PvdAJh39Ltp6nfxJUTbZCUMvBK2YlgQo1Hb0s2bGJHKTzQgh1BXRRfLj\n", "QWMcex1u2vtc5CZDj82Fyagj2mggxmig7EonLz2QyS9PNWDQ6/jzZVNIutU/NBuHDhDQ6eDbv60j\n", "L9nMXzw8Bavdw76aNlYXptDv8vDKnov0OT1kWEz8Y5qTnMRPC11ucgzfXlOA0614B5kPNinOxDNz\n", "01X6NMaX1o9EtJyflnMLREQXyYXZ8Ww/14ICpMQaSYuL4nhdF/95soGMeBN/9Nksfnn6Bk/PTqPL\n", "5uTv1xSQHGO8tXBFN8frOvlMuoX/ujCTimvdPJibwLErN/EoUNtho+Gmg7mZFr5UlMO0lBiO1XXR\n", "5xyYRdNkdXC9yz6kSMLAEvox0mYUImREdJGcl2Hhn9dOp6PPSW6yGbei8K3SK3gUuH7TTrK5BZtT\n", "4bUPr5NkNhJr1PPz2i4utfdj0MEXi3L45akGvvZIPtkJJsxRBj5u+vTmXWajnlarg1WFKUQZ9GTE\n", "f3qxR6/jrnnbY9HV7+Tk9W6udNh4KC+RWWlxQV2TUut9LS3np+XcAhHRRbKhx86/ll3j+k07G2ZP\n", "5pGCZG6P29YBM9PimJkWh83l4diVLtLjo7nUPjAI3K3AJy29fOnBKbzxUROnb/QA8CdF2dy0uYmP\n", "NtLv8nCipo2pSWZu2l2kW0x8c1U+Hzf3MjvFQEFqzAiRjd6Ja9384P2rALxb1coPn75vyIUeIURg\n", "JrxI7t69G7d74CJIQUEBc+fOnegQvI7UdnH95sBFl53nW1lZkMgfLsrkl6ca2ThnYExkTevA0mZ/\n", "+fBUFEXBbNR7F57ISYzGoyjeAglw8EIH/21RJgcvtLPrfCv/4+EpvLL3Im4FEs1Gvr92OkvzkgBw\n", "uj1Y7S7iTIYxH/Vdbv90Bo/DrdBtG3kpt4mg9SMRLeen5dwCMeFF0mw2s3r16one7bBio4ZedHG7\n", "4XeNPXzugQyyE6LZ/nGr92e/vdzBIwXJfGFJFlc6bUxPjSHn1tXnzHgTjT0Di+fOzYgjzqQnNzmG\n", "+7PjsTk9pFkGfn7T5qKxx0FucgxNPXZer2ykurWP35+XzoppSZiNgQ/peTg/ib2ftOH0KMyYFENm\n", "gunebxJC3NOEz912u93s2LGD7du3U1lZOdG7H2JZXhIr8pPIiDfxZw/l0NHv4vQNK69XNlHXaRsy\n", "UPszaXEoisLkOBN2h5v6ThsX2vpo6bHz3x+eyrNz0/gvCzPxKNBlc/P275pxeeB8Sy/3Z8Xz0gMZ\n", "RBl0TLr1O0trWjh0sZNrXXZ+8P5V6jpsY8pldnoc/+fpGXzviel8/bF80izBvV+y1uf/ajk/LecW\n", "iAk/kiwuLvY+3r9//0Tvno4+J79r7KGz38WCrHheWTEVu0shzmTgQlsfeh08Nn1g7vT/fDSXbtvA\n", "dEK3R6Gx28aPTzR4r1CvnJbMZ3MsVDdb2Vc9cBTndCt8Ji2WdbMm8/bZZtpuLca7NDeRv3s0l8rr\n", "N0mOjcJ6x4rkY71Fg16n83uZNiGE/4K6ClBUlO+xLoP/RSsrKxvz9smTJ3m/tpMum4vOfhdnG3to\n", "sTpJMBv54Hg5PVer+f7a6dicbn5xuokLrf38a9k1/uG3dfzqdCO5ybHeAgkDw4Y+uNpNrMk4cJMw\n", "t0K6xUSS2UimxeQtkADXumwcqb3Jf55q4nyTlaU5saRbBvJf95lJuDoaxj3fYG7ffi5U4pH8/N9e\n", "tmxZSMWjxvZoTPiiu/X19eTm5gKwZ88ennzyyWFfp8aiu4qisK+6nf882UDvrWmDf7Uil1WFn972\n", "9XeNPbyy9xIGHWxakMEbg+ZXf3FJNpfa+yi91IlRr+Obq/L5u5JakmKMbJg9Gb0O7pscR7xJT3uf\n", "i7L6mxyoaUcHfHlpDr8520xrr5M/XZrDlfY+LNFGpqXGMDstjjQfy6wJIcZPyC+6W19fT0VFBQAL\n", "FiyY0H3rdDriow3eAglQ09o7pEjGRxuYFBtFW58Tyx1zow06mJMex/xMC9NSYryn1p+09PGLU408\n", "WpDMuUYrG+ekUXG9m65+J/9lYSYG3cBFotZeJ9kJJqYmmfn349e9v/dbj0/TXJEMl7F2rVYHHf1O\n", "ksxG0kfxHYRLfoHQcm6BmPAiuXz58one5RAFKTFkWEw0WR3ogLmZFr5deoVFOfE8lJdEfkos/+ux\n", "fMrru0iI1vPnD+XwuyYri6ckkh1vwu72YNDr+XpJLd02F19fPY3mHju9Tg+dfU6O1nbyBwszuT8r\n", "nlcPX+HDq90kmY1894kCfrxxJvHRBs4PGnAOEJo30NC+hm473yi5TH2Xncx4E99eU8CUJJkPL4aK\n", "yHvcXL9p41qXjSiDnp+cuEFd58CV5b99JJerXXYWT0mgcFIsv2vsZsuZZnKTY1CAd6vaeDgvkR6H\n", "mzMNA4VOx8AAcnQ6Ovqc3J9lYV5mPA63h+qWPrpsTvKTY8gbNLC72ergtQ+uc/JaNysLkvlvizJJ\n", "jZMhOxPt2JVO/r60zrv91ytzeWx6yshvEJoQ8qfboSAn0UxOopljVzq9BRLg2k07b3zURFldJ3+w\n", "MIu3zzaTEW9iXqbF+5epy+YmZtD4Sr0OrA43/6+yiamJ0TwyLWlgvUi9gfuzh79xV7rFxFeXT8Xq\n", "dBNvMhIbwkueadmd7ZT4aPkexN0i+h4301JiyEkc6EMVpMRQkBLDSw9k8OKCDP6h9ArVrX0cqe3i\n", "fHMv2bcGZ59vtlI8I4VZabEDxW5FLieu3mRSbBR/tDjrrgUrRvLRyQ9Jt0RrtkCGw1i7GZPjeGX5\n", "VBZmx/OVh3L4TFqc3+8Nh/wCpeXcAhGRR5K3ZSea+W5xAW19LuwuN984dAWby8MXl2ThHtSE6Ox3\n", "8sdF2fy0opEpidFMSTLzj8XTcbo9JJiNzEyLxeOBjIRojPrgLSohRifOZODxGamsLkwJ6mIgIrRF\n", "ZE9yOL841cCWM80APJSXSJLZyN7qduKjDfxjcQH3TY7D6nARbdATZYjoA3Ahwpr0JAOUO+iq5omr\n", "3fzwqRk8NWsyZqPeeyMui0k+LiEijRwS3bIwO55Xlk/lqVmT+E5xAXkpMeSnxHgL5HjTet9H8gtf\n", "Ws4tEHJodEtiTBSPz0jl8RmpwQ5FCBFCpCcphIgoo+1Jyum2EEL4IEUySLTe95H8wpeWcwuEFEkh\n", "hPBBepJCiIgiPUkhhBhHUiSDROt9H8kvfGk5t0BIkRRCCB+kJymEiCjSkxRCiHEkRTJItN73kfzC\n", "l5ZzC4QUSSGE8EF6kkKIiCI9SSGEGEdSJINE630fyS98aTm3QEiRFEIIH6QnKYSIKNKTFEKIcSRF\n", "Mki03veR/MKXlnMLxITf46apqYnS0lIMBgMrVqwgMzNzokMQQgi/TfiRZEVFBZs3b2bTpk2cOHFi\n", "oncfMpYtWxbsEFQl+YUvLecWiAkvkrGxsd7HJpNponcvhBCjMuFFcvDF9KioqInefcjQet9H8gtf\n", "Ws4tEBPek3S73d7HOp1uxNclJSVRWVk5ESEFRWxsrOQXxrScn5Zzg4HaMhoTXiT7+/uBgSPK24+H\n", "s3DhwokKSQghRjThg8kbGho4evQoiqKwatUq0tLSJnL3QggxKiE740YIIUKBDCYXQggfpEgKIYQP\n", "UiTFuPB4PENGLmiN1vMTI5vwq9v3ovVpi7t37/b+ZSsoKGDu3LlBjmjsDhw4QG1tLevXrycrKwvQ\n", "1vc4XH5a+h7Pnz9PTU0NHo+HoqIicnJyNPX9DZffqL4/JcS888473sc7d+4MYiTqKCkpCXYIqjh/\n", "/rxy48YN77bWvsc789PS93j06FHv47179yqKoq3vb7j8RvP9hdyRpNanLbrdbnbs2IGiKOTn52t2\n", "zUz5HsPH8uXL73pOS9/fcPmN5vsLuSKpaHzaYnFxsffx/v37gxiJuuR7DD+HDh1i8eLFgDa/v8H5\n", "jeb7C7kLN/5OW9QCrfzhG458j+Hl6NGjFBYWMmnSJEB739+d+Q12r+8v5Iqkv9MWw1V9fb33sc1m\n", "C2Ik6pLvMXwcO3aM9PR08vLyvM9p6fsbLr/RfH8hd7q9ZMkStmzZ4p22qDX19fVUVFQAsGDBgiBH\n", "Mz4OHz5MbW0tZrOZvLw8li9frqnvcbj8tPI9trS0UF5ezsyZM6murqanp4eXXnpJM9/fSPmN5vuT\n", "aYlCCOFDyJ1uCyFEKJEiKYQQPkiRFEIIH6RICiGED1IkhRDCBymSQgjhgxRJMS7cbjcejyfYYQgx\n", "7qRIhrFXX3113H7X22+/za5du9i1axfvvPMO3d3dQ36+Z8+eYd/X0NDAtm3b+Jd/+Rfa29sD3v/p\n", "06f58Y9/HPD7tWqkz/1OBw8eZPv27SpHE5lCbsaN8N/LL788br9Lp9Oxfv36EX8+0tS0rKwsnn32\n", "WY4cOTKm/S9cuHDIVDExwN8pgWvWrGHHjh0qRxOZpEiGoaamJj788EMuX77MX/7lX3qf7+vrY8eO\n", "HVgsFgwGAzU1Nbzyyiven5eUlGC1WjEYDDidTtatW0d0dDQA0dHRbN++HYPBQF9fH08++SQJCQm4\n", "XC72799PdXU1u3btAqCwsJDZs2ePOY/Dhw/T0dGB0WjEYDAMOV2vqanhzJkzxMTEYLPZWLRoEdOm\n", "TaOxsZFf/vKXFBYWsnHjRpqbm3nrrbeYPHkymzZtwmgc+Y/0gQMHqKmpITk5mYSEBPr6+pg3bx5z\n", "5szxuU+Auro6SkpKmDdvHnV1dZhMJtLS0li2bBkA5eXltLa2YjAYsNvtADz77LP3/Azq6uooLy/H\n", "YrGg1+tpa2vjD//wDwF4//33h3zuycnJrFixAgCXy8XOnTvR6/UoihLWi+KGvLEvaSmC5e233x6y\n", "XVtbqxw8eNC7XVdX531cXl6u1NTUeLd7enqU7du3D/t77Xb7XT+7c193eu+995SWlha/Yz9//rzy\n", "wQcfeLdbW1uV7373u4qiKEpvb6/y+uuvD3n91q1bFYfDoSiKojQ3NyuHDx/2/mzLli1+7/erX/2q\n", "4na7vdu/+c1vlL6+vnvu83bMP/zhDxW73T7kdTU1NcqJEye82x6PRykvL/crnr179yr19fXe7cHf\n", "maKM/Lnv3r1baW1t9W6fOHFC2bp1q1/7FKMjR5Iakp+fj9vt5uDBg96lrnJzcwG4ceMGS5cu9b7W\n", "YrGM+HsmYpHVixcvsmbNGu/2pEmTyMnJAaC5uZnu7m7vERQMrNTS2dlJWloaaWlptLa2AgNH1aM5\n", "ipo7dy56/aet+BkzZtDQ0IBer/e5z9seffTRuz6fCxcusHr1au+2Tqcb8ln78nu/93ucPHmSqqoq\n", "XC4XaWlp3u/MF6vVOmTZrwULFnD16lW/9ilGR4qkhpw9e5b58+czffp0AI4fP059fT25ubnk5ORw\n", "4cIFZsyYAQz8JbvN4/Fw5coVCgoKAOjq6sJsNqsaa2FhIWfOnKGoqAiA1tZWrl27BkBOTg7p6elD\n", "eqR3XjlfuHAhp06d4tq1a6xbt87v/X788cd4PB5vobx06RJPPvkkBoPhnvtUFGXYtRWnTZvGuXPn\n", "WLRokfe5wZ+1Lx999BGf/exnvdtvvvmmd2FYX+Li4mhra/MWysrKyiEL5YrxI6sAhaEjR47Q1dXF\n", "uXPnvEdGxcXF7NmzZ8hREsBTTz3lfe52T1Kv1+N0Onnqqae8PckjR47Q3NxMdHQ0TqeTDRs2DOnv\n", "vf/++3R0dKDX63G5XCxdupSMjAxvf7S2tpb09HTi4+MpLi7262j00KFDdHZ2YjabsdlstLS0UFRU\n", "xKJFi7h27RonT570xmC1Wlm3bh3x8fHe9//sZz8jIyODtWvX+v3Z/eQnP8FisWA2m3E6ncyfP5+Z\n", "M2cC+NxnRUUFZ86cASAtLY3s7Owhxe29994b8vncd999zJs3757x/OhHPyIzMxNFUfB4PEP6nDBQ\n", "bM+ePUt0dLT3VgPz5s3D5XKxbds2oqKi0Ov1WCwWTp48yYsvvjhk3UQxdlIkRUTZunUrzz33XLDD\n", "EGFExkmKiHHgwAGqq6vZt29fsEMRYUSOJIUq6urqvKend8rLy1NlNe9g7NMXq9VKaWnpsL1Ci8US\n", "1it+RxIpkkII4YOcbgshhA9SJIUQwgcpkkII4YMUSSGE8OH/AxpXzL8QJe2RAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.405239\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd56PHv7KPRaBfakYTEZsxqsMEEg52AkcNiwHaM\n", "TdykT9PlOk3ubbabm63JbdOk6W3am7RZm9ukToxtFuGAzW6DLbEIG4MxMjJCSKzad41mP/cPwSCB\n", "NIxGOqOZo/fzPH6eOaMZnd87Y179znt+i05RFAUhhBCD0o91A4QQIppJkhRCiCAkSQohRBCSJIUQ\n", "IghJkkIIEYQkSSGECELVJNnb28sPfvADrl27Fniuvr6eP/zhD7z00ktcv35dzdMLIcSIqZokDx8+\n", "zMqVKwc8V1FRwaZNm9i4cSPHjx9X8/RCCDFiqiXJtrY2bDYbVqt1wPM2my3w2Gw2q3V6IYQYFaol\n", "ybKyMpYsWXLH8/0n+JhMJrVOL4QQo8Ko1i9uaGjgj3/8I42NjRQWFpKTkwOAz+cLvEan0w35/n37\n", "9mEwGNRqnhBinEpOTmb+/Pkhv161JPm5z30OgMrKSpKTkwPP9/b2An09ypuPB2MwGLjvvvvUap4Q\n", "Ypw6efLksF6v6o2b1tZWysrK+OCDDwLPLVy4kM2bN7N582YWLlyo5umjWllZ2Vg3QVUSX+zScmzh\n", "UK0nCZCamspf/MVfDHguJyeHZ555Rs3TCiHEqNFF61JpBw8elMttIcSoO3nyJJ/4xCdCfr3MuBFC\n", "iCAkSY4Rrdd9JL7YpeXYwiFJUgghgpCapBBiXJGapBBCjCJJkmMklLrPhRYH/37kCi++V8/1TlcE\n", "WjV6tF7X0nJ8Wo4tHKqOkxTha+p28809F2jt9QJwvcvF/1iSj0E/9FROIcTok57kGBls8Y/+ej3+\n", "QIIEON/ci9vnV7tZo+Zu8cU6Lcen5djCIUkySqXajKy5Jx0AHfDM3EziTLLghxCRJklyjNyt7mO3\n", "GPnM/Gx+vHoK/7ZuGosLkiLUstGh9bqWluPTcmzhkJpkFEu0GpmZZR/rZggxrsk4SSHEuCLjJIUQ\n", "YhRJkhwjWq/7SHyxS8uxhUOSpBBCBCE1SSHEuCI1SSGEGEWSJMeI1us+El/s0nJs4ZAkKYQQQUhN\n", "UggxrkhNUgghRpEkyTGi9bqPxBe7tBxbOCRJCiFEEFKTFEKMK1KTFEKIUSRJcoxove4j8cUuLccW\n", "DlXXkzxy5AgNDQ0A5OfnM3/+fHbu3InP5wOguLiYWbNmqdkEIYQYEVWT5OLFiwOP9+3bB4DVamXF\n", "ihVqnjYmaH0fEYkvdmk5tnCovjJ5bW0t27ZtY/369QD4fD62b9+OoihMmjRJbs4IIaKa6jXJwsJC\n", "Pv/5z3PixAkASkpK2LBhA0888UTgUnw80nrdR+KLXVqOLRwRuXFjtVpJSEi443mTyRT0ff2/rLKy\n", "Mk0dnzlzJqraI/FJfOPpeDhUHSfZ2tpKamoqAK+99hqrVq2irq6OgoICAHbt2sXq1asHfa+MkxRC\n", "qGG44yRVrUmWl5fjcrkAWLBgAQB1dXVUVFQAMHfuXDVPL4QQI6ZqklyzZs0dzy1dulTNU8aMsrIy\n", "Td9FlPhil5ZjC4cMJhdCiCBk7rYQYlyRudtCCDGKJEmOkXCHI8QKiS92aTm2cEiSFEKIIKQmKYQY\n", "V6QmKYQQo0iS5BjRet1H4otdWo4tHJIkhRAiCKlJCiHGFalJCiHEKJIkOUa0XveR+GKXlmMLhyRJ\n", "IYQIQmqSQohxRWqSQggxiiRJjhGt130kvtil5djCIUlSCCGCkJqkEGJckZqkEEKMIkmSY0TrdR+J\n", "L3ZpObZwSJIUQoggpCY5yhq73TR0u0myGMlPsY51c4QQt4mqfbfHm4YuF987cJHqll5sJj0/WjWZ\n", "qenxY90sIcQIyOX2KLrc4aK6pRcAh8fPe1e7hnyt1us+El/s0nJs4ZAkOYoSLAb0ur7HD+YnkRJn\n", "YvOpeqqaesa2YUKIsElNchR5/QqnrnVxtLadgtQ4/u3IFQCsRj0/eXwqhSlxY9xCIYSMkxxDRr2O\n", "BXmJfGFJPpfanYHnnV4/Hb3eMWyZECJcqibJI0eOUFpaSmlpKe+++y4A9fX1/OEPf+Cll17i+vXr\n", "ap5+TH2sMDlw6V2YbCEzwTzg51qv+0h8sUvLsYVD1bvbixcvDjzet28fABUVFWzatAmAHTt2sG7d\n", "OjWbMGZmZ9n5ydqpdLp85CZayEqwjHWThBBhUH0IUG1tLdu2bWP9+vUA2Gy2wM/MZvNQb4t5Br2O\n", "qROGHv6zZMmSCLYm8iS+2KXl2MKhek2ysLCQz3/+85w4cQKA/veJTCaT2qcXQogRiciNG6vVSkJC\n", "AgA+ny/wvE6nC/q+/rWRsrIyTR3//Oc/j6r2SHwS383jm4+jpT1qHA+HqkOAWltbSU1NBeC1115j\n", "1apVlJaWsn79ehRFYdeuXaxZs2bQ98biEKDhKCsr0/RljcQXu7QcG0TZtMTy8nJcLhcACxYsAGDh\n", "woVs3rwZRVFYvny5mqePKLfPj+JXsJgMIb1ey/8TgsQXy7QcWzhUTZKD9RJzcnJ45pln1DxtxNW0\n", "9vKzo5dxeRWefzCPezJkvrYQWiGDyUeox+3lx2/V8f71HqqaHHxnXw3NPe67vi/c+kiskPhil5Zj\n", "C4ckyRHy+hQ6XbduRvW4fXj9UTnTUwgRBkmSI5QUZ+ILiydiMujQ6+BLD+WTHn/38Z9ar/tIfLFL\n", "y7GFI6yaZHd3N3a7fbTbErMW5CXw6yfuwa8oZNrNGPXBhzYJIWJH0J5kZWXloP+9+OKLkWpfTNDp\n", "dOQkWshLsmIyhNY513rdR+KLXVqOLRxB/0UfOXIEvV7PxYsXOX78OG63m2PHjgXGPgohhNYFHUx+\n", "87L6pZdeYuPGjYHnX375ZZ5++mlVG6b1weRCiLExqutJ3qw73r4QhZYXphBCiP5CKqA5HA78fj/Q\n", "N/e6q2vovVtEaILVfdxeP5fanFztcBKlC8ffldbrWlqOT8uxhSOku9uPPfYYv//97zGbzbhcLlat\n", "WqV2u8Ytj9fP3o9a+OmRK5gMOr63oogFeYlj3Swhxi3Z4ybKXOt08aevVHLzS8lPtvKva6Zgt8ju\n", "v0KMhojscVNfXx/O20QIjHod8eZbi2Skxhll3KWISfVdLuraenG4fXd/cRQLKUmePXt2wPGRI0dU\n", "acx4MlTdJ8Nu5u9XFnFvRjwLJyby+cV5WENcWSiaaL2upeX4RiO2c409PF9axZ9vO8fLpxvoieFE\n", "GdI13Pnz57n33ntvvckol35qmpFp50erJqPX6TBIL1LEoJdO19N9IzFuPt3AkknJTEm33eVd0Sms\n", "bHfzTrcI393mx4Y6cydaaX3+r5bjG43Y0my3hgka9TpMhtj9Yx80Se7atYve3l7OnTuHx+MJPJ+Z\n", "mal6w4QQsWvDzAl0u71c6XDxJ/dlMzHJOtZNClvQJLl69WoAdu7cOeQ2CyI8Wl8iX+KLXaMRW26S\n", "la8tK8Tr84e8Wn+0CnmcpBBCDIdBr8Ogj+0ECTJOUggxzqgyTvL111/n8uXL1NbW8uKLL1JdXR12\n", "A4UQIpaElCTdbje5ubmcOnWKZ599lpMnT6rdLs3T8jg7kPhimZZjC0dISVKv16PX67Fa++5QWSwW\n", "VRslhBDRIuSeZHd3dyBJRmkZM6Zo9c7oTRJf7NJybOEIKUnm5OSwY8cOFi1axAcffEBNTY3a7RJC\n", "iKgQUpJcvHgxn/70p7FarUyfPp3nn39e7XZpntbrPhJf7NJybOEY9tw3o9EYuOwGOHXq1Kg2SAgh\n", "osmIJwjX1taOQjPGH63XfSS+2KXl2MKh6nI+Z8+epaqqCr/fz6JFi8jLy2Pnzp34fH2rgxQXFzNr\n", "1iw1myCEECOi6lIzLS0tbNiwgSeffJL3338fAKvVyrp161i3bt24TpBar/tIfLFLy7GFQ9We5NKl\n", "S+94zufzsX37dhRFYdKkSTL1UAgR1SKyeu7+/ft54IEHACgpKQk8v3v37kicPqjL7U66XF4y7WbS\n", "4iO3Va7W6z4SX+zScmzhUD1JHj58mClTppCenn7Hz0wmU9D39l+y6eYlwGgeW3Om8Pdv1+Pw+Lk3\n", "I44/mWZm3rQi1c4nx3Isx9FxPBwjXgWotraWwsLCQX/29ttvM2HCBKZPnx54rq6ujoKCAqBvUd+b\n", "a1beLhKrAP1HxVVeeb8xcPyPj01mXm6Cque8ScvrEYLEF8u0HBsMfxWgkHqS5eXlpKWlMX36dKqr\n", "q7Hb7WRlZQEMmSAbGxspLy9n+vTpnDt3jq6uLp577jnq6uqoqKgAYO7cuSE3VA15SbfmoBt0YLfE\n", "/tp3QojRFVJPcvPmzTz66KOkpaXh9/vZtm0bTz31lKoNi0RPstXh5nBNO+cae3h0ahpzcxJk4y0h\n", "NE6VnmR8fDxpaWlA34pABoM2elypNjPrZ2aMdTOEEFEsrHGSen1s7+QXDbQ+Fk3ii11aji0cIWU7\n", "nU5Ha2srAK2trYEZM0IIoXUh1SR9Ph/79+8PrClZUlKC0aju6CHZ40YIoQZVapIGg2HAIHAhhBgv\n", "QrrcPn/+vNrtGHe0XveJRHxXO5ycuNzJhRZHxFfL1/L3p+XYwhFSkjx9+vSA44sXL6rSGCFCdaXd\n", "yVdfq+abey/w3//4EVVNjrFuktCokPe46e/2pCmGT8szGkD9+K50umh2eABw+xQqG3pUPd/ttPz9\n", "aTm2cIS8fcPevXvVbosQIUuNM2HoN+4/L1l28BTqCClJvvDCC3R2drJlyxa2bNnCmTNn1G6X5mm9\n", "7qN2fMVpcfzTqil8dn42//vRImZm2lU93+20/P1pObZwhHR3+7HHHmPBggWB49dff121BgkRCoNe\n", "x8wsOzOzIpscxfgz4lWA1CLjJIUQahjuOEmZXyiEEEGElCQ7OzvZunUrv/vd7/B6vZSWlqrdLs3T\n", "et1H4otdWo4tHCElyT179vD444+TlJSk+nREIYSIJiElSavVOmCrBa0slTaWhhqL1uv2UdfWS32X\n", "K8ItGl1aH2un5fgiEZvX54/4LKlwhdQtvH0wud/vV6Ux412P28fWMw384b0GEiwGvr+ymOkZ8WPd\n", "LCFGjaIonLreze9PXic3ycLGOZnkJFrHullBhdSTzMjIoKysDK/Xy7Fjx8jPz1e7XZo3WN3nWqeL\n", "P7zXAECXy8eLp+oj3axRo/W6lpbjUzO2y+0uvrX3Amfqe9hT1cr2M02qnWu0hJQkly5dSmpqKlar\n", "laysLBmaoxKzQYex3/YRabbIbXErRCS4fX48vluX2fVd7qi/7JZxklHEryi8c6WT377Tdyny2fnZ\n", "5CZF96WIEMPR7fLyh1P1bDvTRJxJzz+sLObeCE8IUGU9yebmZnbv3k1cXBxut5uSkhJSU1PDbqQY\n", "nF6n44GJSczOsmMy6GVTMqE5douRT8/LZsXkNKwmPTmJ0T/nPuQhQJs2beLJJ5/k6aefZt++fWq3\n", "S/OC1X2sJkPMJ0gt1+xA2/GpHVu82UBRWlxMJEgIMUnabLbA5l8GgwGrVS4BhRDjQ0hJ0ul0Djh2\n", "OPoWOK2oqBj9Fo0TWh5nBxJfLNNybOEIKUn6/X5+85vfcPLkSf7zP/8Tq9VKZWUlp06dUrt9Qggx\n", "pkJKkg6HgwcffBCr1crChQuZPn161N+2j3ZarmmBxBfLtBxbOEK6u/3ss89it995mz4/P58rV66Q\n", "l5c36g0TQohoEFKSHCxBAiQkJHDw4MEhk+TZs2epqqrC7/ezaNEi8vLyqK+v5+DBgxgMBpYtW0Z2\n", "dnb4rY9hWq/7SHyxS8uxhUPVJX1aWlrYsGED0LeaeV5eHhUVFWzatAmAHTt2sG7dOjWbIIQQI6Lq\n", "ortLly694zmbzRZ4bDaP32l3Wq/7SHyxS8uxhSMiK5Pv37+fBx54AGDADZ/+y68Npv+XVVZWpqnj\n", "M2fORFV7JD6JbzwdD8eI527f7ZL58OHDFBQUUFhYCPTN3ikpKQHgwIEDLF++fND3jce520II9UXV\n", "Hjdvv/02mZmZgQQJ0NvbC/T1KG8+FkKIaDXiJDnUne3GxkbKy8s5d+4cO3bs4IUXXgBg4cKFbN68\n", "mc2bN7Nw4cKRnj5mhdv1jxUSX+zScmzhCOnu9ttvv81DDz006M/678fdX0ZGBl//+tfveD4nJ4dn\n", "nnlmGE0UQoixE1JP8o033mDbtm00Njaq3Z5xQ+tj0SS+2KXl2MIRUpJcv349a9eupbKykldeeYXK\n", "ykq12yWEEFEhpCQ5e/ZsTCYTDz/8MCtXruTVV19Vu12ap/W6j8QXu7QcWzhCqkmWlZVRWFjIkSNH\n", "sNvtfPGLX1S7XUIIERVCSpIHDx7kkUce4YknnpA9t0eJ1us+El/s0nJs4QgpSa5fv57Zs2er3RYh\n", "hIg6IdckxejSet1H4otdWo4tHCElyc7OTrZu3crvfvc7vF4vpaWlardLCCGiQsi7JT7++OMkJSVh\n", "NKq6utq4ofW6j8QXu7QcWzhCSpJWq3XAij1y80YIMV6ElCTdbveAY7/fr0pjxhOt130kvtil5djC\n", "EVKSzMjIoKysDK/Xy7Fjx8jPz1e7XUIIERVCXk+ysrKSmpoaZs6cOWDpM7WM5/Uke90+qlscOL1+\n", "JqXGkR4/fldwF2K0DXc9yZDvwsyYMYMZM2YAUFdXR0FBwfBbJ0Jy8EIrPym/AsDHCpL4m4fySbTK\n", "DTMhxkLQf3nbtm1Dp9MBt+qQiqJw/vx5vvGNb6jfOg0rKysb9C6iw+1j14ctgePyug4+u8ATc0ly\n", "qPi0QsvxaTm2cAT9l2e321m5ciXl5eWYTCbmzp3LyZMnSU5OjlT7xh2rSc+8HDs1rX2rtucmmrGb\n", "ZTSBEGMlpJrk1q1befLJJwPHpaWlrF+/XtWGjeeaZHOPm9PXu+ly+pifl8DEZOtYN0kIzVClJnnz\n", "kvsmGQKkrvR4M5+YnDrWzRBCEOIQIL/fT3NzMwDNzc14PB5VGzUeaH0smsQXu7QcWzhCXgVoz549\n", "dHd3Ex8fP+DSWwghtGzE+25fuXJlyB0TR2I81ySFEOqJ+L7b77zzzkh/hRBCRK0RJ0kRHq3XfSS+\n", "2KXl2MIhSVIIIYKQJDlGtD6jQeKLXVqOLRySJIUQIghVk6Tf78fn86l5ipil9bqPxBe7tBxbOEa8\n", "asJQw3/27NlDTU0N69atIycnB4CdO3cGkmZxcTGzZs0a6emFEEJVIx4nGUxlZSXJycmBJLl//35W\n", "rFgR0ntlnKQQQg2qrSc5Gnw+H9u3b0dRFCZNmiRJUAgR9YImyUOHDrFgwQJ+/etf37HIrsfjYcqU\n", "KcNKdCUlJYHHu3fvvuvr+69rd7NOopXjn//858yaNStq2iPxSXw3j/vXJKOhPWocD0fQy+2bSfLA\n", "gQOsW7fujp/fvoTa7W6/3O7vwIEDLF++fMj3av1yW+sLm0p8sUvLscEoT0t8+OGHsdvtQ/58uHtw\n", "19XVBR47nc5hvVdrtPw/IUh8sUzLsYUjpCyXkpIy6PPBVig/cOAANTU1WK1WCgsLWbp0KXV1dVRU\n", "VAAwd+7cMJobGW6vnw6nF6tJT4Ll7h+Ry+ujx+3HbjZgNsrQUyG0RNW72yMxVpfbDrePXeea+f3J\n", "egpTrHx1WUHQlcGbe9z8/r16jtZ18PHiFD41J5OUONNdz6P1SxqJL3ZpOTYYg1WAtKa2rZf/qLiG\n", "0+vnXJODvR+1BH39h409vH6uhbZeL9s+aKKqyRGhlgohIiHotWRnZyeJiYl0dnZy4MABAKxWK48+\n", "+uiw65Gx4vatKgy3Hd/O57/9OLSOuZb/UoPEF8u0HFs4gvYk33zzTQB27drF6tWr2bBhA4sXL6a0\n", "tDQijRsLhclW/nJhLnazgZlZ8SyfGnyvmXsy4lk4MRG9Dh4uSmbaBFuEWiqEiISg3cGb5UqbzYbZ\n", "bAb6btaYTHevucWqOLOBtTPSWVaUjNWox36XGzeZCWa+9nABPW4fCRYj8SFu/6r1uo/EF7u0HFs4\n", "Qrpmvn2RCpfLpUpjooXJoCc93hzy6xMsxpDuggshYk/Qy223282WLVsG9BwvXLhAZmam6g3TOq3/\n", "pZb4YpeWYwtH0O7Ppz71qTuemzRpEsXFxao1SAghosmwhwDp9TJqaDRofc0+iS92aTm2cIRUSFMU\n", "hQsXLuB2uwE4ceIEn/nMZ1RtmBBCRIOQuoWlpaV0dXWh1+sD/4mR0XrdR+KLXVqOLRwh9SRNJhPz\n", "5s0LHE+fPl21BgkhRDQJqUvY1dU14LixsVGVxownWq/7SHyxS8uxhSOknuTFixf5xS9+QVpaGgDn\n", "zp3j29/+tqoNE0KIaBBSknz00Ue5//77A8eHDh1Sqz1RS1EUqlt6udLhJNNuZkq6DZMh/Nqs1us+\n", "El/s0nJs4QgpSfZPkNC3GO94U9Pay5d3ncfp9aPXwf9ZNYWZWUMvSCyE0IawukL19fWj3Y6o19Dt\n", "xuntW/LHr0Bd28hWVtd63Ufii11aji0cYSXJY8eOjXY7ol6m3Yz1xqrjeh0Upgy9EK8QQjuCXm43\n", "NTWRkpJCW1vbgOd7enpUbVQ0spn0fHfFJJp7POQmWZg2IX5Ev0/rdR+JL3ZpObZwBE2SW7Zs4amn\n", "nuKFF14YsJVCQ0OD6g2LJte7XHxjzwWudrrR6+D7K4sx6oMvxiuE0Iagl9vPP/88EyZMYPLkyTz8\n", "8MOB/4qKiiLVvqjQ2OXmamfflEy/AscudYz4d2q97iPxxS4txxaOkGqSJSUlA44nT56sSmOiVUqc\n", "EZvp1kc1I2Nkl9pCiNgR1m6Jbrc7sFK5WsZqt8ShnG92UNnQQ2aCmXsz42WRXSFi1HB3SwzrX/qe\n", "PXtYu3ZtOG+NWVPSbUxJH9n+NV0uL43dbuJMBnISLSP6XV6/wvvXu3j7YjszMuJZmJ9EolUStxCj\n", "LawhQH6//+4vEgN0OL386vhV/ltpFX+9o4p3a0Z286umxcE39lzgtXMt/NNbl3j/evcotXR0aL2u\n", "peX4tBxbOIJ2Pf75n/+Z/Pz8O54/d+4c69atU61RWnS1w8nej1oB6Hb7OFDXw/wR3P/qcHrpv3vt\n", "tU5t7zskxFgJmiSLi4sHTYY7duwI6Zf7/X4URcFgCG0HQS2zGvUYdOC7kdhyk+JG9PvykqwUJluo\n", "bXdhM+mZmxNdUyS1PtZOy/FpObZwBE2SDz744KDPJycn3/UX79mzh5qaGtatW0dOTg7QN53x4MGD\n", "GAwGli1bRnZ2dhhNjk0FKXF8d0URr5xuoCgtjuVTgu/nfTfZiRb+bmUxDd1ukq1G8lNGlnSFEIML\n", "WpMcalfEUBa4KCkpueN1FRUVbNq0iY0bN3L8+PGQG6kFBr2OhflJ/GjVFD6/eCLVp0+M+HdmJliY\n", "nZ0wIEG2Oz0097jx+Yc9aGFUab2upeX4tBxbOCJ6O9Rmu3V3WO0hRNHKoOJMneoWBz94o5Z2p5cv\n", "fmwiHytMlplBQoxQRDer6T8ks/9e3rHuaoeTmpZeety+kN8z2nUfr8/Pr45f5XKHiy6Xjx+8WTum\n", "N3O0XtfScnxaji0cEU2SPt+tJKLT3b2H07/bX1ZWFnXHR44c4YP6bv5baRV/VXqO/zpxOZAojx07\n", "xtGjRyPWnrOVZ+G2eQHNzc1R9XnJsRxHy/FwhDXjJlSVlZUkJycHbtyUlpayfv16FEVh165drFmz\n", "Zsj3RtuMm8H4FYVv7rnAu1dv7QH0s3XTsJr0HK3rwGLU88DERLIS7hw4XlZWNup/satbHPzDwVuX\n", "20smjd3lthrxRRMtx6fl2CBCM25CceDAAWpqarBarRQWFrJ06VIWLlzI5s2bURSF5cuXq3XqiNHr\n", "dGTab9VWzQYdOh38wxu1VLf0AvBIUQpfWjoRi1H9YVCT02z8eO0UvD6FlDiTqvVPIcYLVXuSIxFt\n", "PcnKhh4OXmilINnKxwqSSYvvq6le63Sx+VQ9VztcPDc/m2y7ic+88iE3P9QJ8Sb+fd00kuO0U4MV\n", "IpZFTU9SSy619fL13dWB7Rs8PoUnZmUAkJNo4UsP5ePzKxgNehxuH2tnpPNqZV89cMPMCdhlMQwh\n", "YlZEb9zEqi63L5AgAaqbHQN+rtPpMN7YOdFmNvDp+7L50WPF/Hj1FEqmpQ9aFwy3iBwrJL7YpeXY\n", "wiFdnBBk2S3cl5PAyWtdmPQ6Vk5LC/r6JKuRubmJQV9jt0fXNEIhxOCkJhmilp6+1cntZgOFqVb0\n", "IQxhGozb6+fdq10crG5lbo6dhwqTSZJ6pRARIzVJlaTFm0mLH/ksoeqWXr67vwYFeOtiO8lWI0sm\n", "pYy8gUKMAqfXR22rE49foSDZKmuUIjVJ1TjcPlodbjy+gWtvdrm89O+6N/V4ItuwCNF6XUuL8SmK\n", "wqEL7Xzxjx/x5V3n+f179cOaRaZVkiRv09Dt5vilDs7Wd+P0hvc/yNUOJ3/3xkX+ansVf6xswtHv\n", "f7SCFCuT0/oWpEi0GJidLbVJER26XT5ePn1rMegdZ5to79XmH/HhkL50Py09bn7wxkUqG/vuXn/j\n", "kQIeLh7+kmZvXWzn3St9s3B+efwa92TEMyOzLxlmJVj43ooimno8JFkN5CZZRy+AKKLlGRugzfgs\n", "Jj1TJ9i4emPOf3aCGatJ+lGSJPtpcXgDCRLgWF07c7ITMBt1xJtD+6iauvsWmOjPd9utsQl2MxPs\n", "w69venx+qpt76XR5yU+2kj3CfXKE6M9s0PPZ+dkUp8bR5fayfHIqabbxuVpXf5Ik+0m0Gki1GWl1\n", "eClMsTIzO4Hnd1SRlWDm+Qdzqe9yo9fpmJ4RT5pt8DvSb1xoJyXOSHFaHJfanDw1O4NJKX29xaYe\n", "Nx81OdDpIM7RzLx7hrc173vXuvj23r6bPpNSrPzvR4vIHGReeDTQ+vxfrcaXnWihwFnLwoULx7op\n", "UUOSZD9ZCRZ+WDKZ09e7yU2y8K29F/Ar0OLw8NKpBhq6PXzU7ODxGel87oFcLMa+S5HrnS6qmhxY\n", "TXosRh2/OHaV5ZNT2TQ3i9ZeD+9c6WTaBBv/+c51DtW0A/DJqcnMmOIb1pzuwzVtgZs+F9ucNPV4\n", "ojZJitir19LBAAAWY0lEQVTl8Ugdsj9JkrcpTI2jMDWOCy2OARttuX0KNyfOvH2xnWfmZmEx6mlz\n", "ePiHN2upauq7TH9uXhaTU+Mw6nW8cPI6F9ucADw+I536Lnfg95Vf6ua5+cNLkrOy7Ow/3wZAgsVA\n", "UhQPz9BiL6s/Lcen5djCEb3/ysZYXpKFv16cxy+PXSXNZuLjk1P40aE6AJZOSsFu7ktunS5vIEEC\n", "lNd18J1PFNLp8vF6VUvg+XevdvHY1FTanV5KpqYxId6EcZg18cUFSSRYjDR0u5mdZWdisjZv+ggR\n", "TSRJDsFiNPDYtDQWTkzEbNDj8Sv87fIi9Pq+JcnMNzJcosXIPRk2Prxxw2dZUTLZiRYS3D4eKkzi\n", "7doOAEqmpfFIUQoZdgv/eLgOr1/hT+7L4olZGcSZQutNJlpNfKzw7puwRQOt1uxu0nJ8Wo4tHJIk\n", "gzAZ9IGa35V2J7XtvZj0evL6DdtJsZn4+sOFnG92YDXqmZZh43qXmysdTp6ek8WKqWlYjHqmpMZh\n", "MOh46f0GvDeu4//rZD1Li1LIT5Ytd4WIVpIkQ9Dp9PKPh+qourH6z+nrXXz9kUJsN3qA2YmWwHCc\n", "650uvrX3Alc6XOh18I+PTWZOTgLQtw9NVoKZCzcW5LWbDVgM2lwYV+s9ES3Hp+XYwiFJchBN3W4O\n", "1bRxrdPFJ6enk2gxUN1yq+5Y1eTA6fEHkmR/9V1urnS4MOp1ZNjNnLzaGUiSRoOeP7s/B7vZQKvD\n", "y5p70nnl/UYempTM7Gx72ItmAPR6fFQ1OWjr9TAppe/mkxBi5GQ4/SBeP9fMryuu4fL4aehy8WFj\n", "D8/OyQj8/ImZGSRYBr9ETo4zkpto5q8W5XJPho0Um4m2flO78pKsfHlpAY8WJ/D3b1xk54fNfGPP\n", "BS629gZe4/H5+bCxhxOXO2joCm3Hw/eudvG116v5wZt1fO31aq50OMOMfnRocW5zf1qOT8uxhUN6\n", "koP4qNlBqs3I/LxEfnCoDkWB5x/M5fsri7AaDRSlxWEyDP73ZVJqHF96KJ+v77mAx6dwsLqNOJOB\n", "lVMHrkF5pqEX942pOF6/MmCWTv9B45PT4vjeiqK7ztB579qtzcjanV5aejwDaqdCiPBIT3IQ62dm\n", "8FBhMr+uuIrHp+D1K/xHxTWMBh2zsu3E3xj+c73Txe/evcaP37rE+X6rlfuVvi0eburfS7xpwcQk\n", "rDfukE+fYAsMKQI4WH1r0Hh1Sy+N3e473n+7+/ot8psSZyQ9fmzXqNR6XUvL8Wk5tnBIT3IQ83IS\n", "SI0z8s6VLuj1AhBvNmDvN3/b51d48VQ9ez9qBaCt18NfLswl68ZNnGkTbFQ1OTAbdDw0yLCdM/Xd\n", "bJyTiV9RaOv14vDcWlJtdpadNy/0GzQed/evaV6unX9aNZm23r4plVpdOEOISJMkOQiDXkdRmo3/\n", "9UghPym/hF+BZ+Zm8rf7LvDlpQXodTqK06zU3Oghrr93As0OD1/fU83q6emsuieNry0roKnHTXKc\n", "KTB3u79Z6Sb+7q3reHwK92ba2Dg3M/CzJYVJJFoN1He5mZeTENJls9VoYE52wqh9BiOl9bF2Wo5P\n", "y7GFQ5JkEFMn2PjC4olcbOvlaF0HzQ4vFZc7OVDdyl8/mMeGmRn8y9uXSLIaKD3bBMD/e+c6OYkW\n", "flVxlcJkK3+5KJcOp/eOLWX1LZf46dqZdLm85CRamNBv1fOkOBMPyWrlQkQFSZJBXO1w8ZMjlznf\n", "3Mv8vAS++fFCkq0GEi0GFOBSm4PnF+WSajPz6XlZ7Klqodnhodfrp63Xy6dmJ/F3B2txeHz8jyX5\n", "zM9NQHdjmM8DD9x/x/k6nR4utjm53O5kVpadgpTYHcaj9Z6IluPTcmzhkCQ5hA6nl7r2XhblJ9HU\n", "7eHdK118rCCZF0/Vc7HViVGv47vLC7ne5ea7B2ow6nV87oFcLrY4SLQY+OLiibxxoZXaGwtcfG9/\n", "Db/cMJ1mh4frnW4mpVlp6fFwrdPNrKx40Okou9iGosCsbDvff+Mi3185Oax1J4UQo0fubg+io9fL\n", "L45d4bv7L7Ll/UY+fV8WJoMOi1HHxda+pOf1K3S6/Pzy+DX8CuQnW7nc3suCvARcXoV/P3qFR4pT\n", "0QFLJyXz5KwMmh0ealp72ftRM+caHfzt/ov88vhVTl7t4udHr/DS6UZefr+RF081sP7eDDpd3rH9\n", "IEZA62PttByflmMLx7jrSdZ3ufhjZTNXOpw8NTuTWVl37jFzrdPFweq+u8tOr5+TV7v47PxsUMBq\n", "1OP09t2JjjPpiTPpWTopGY9P4Ux9D6lxJrITLTi9fq51Ovmrhbm8VdvO0boOGrrd+BXYMCuTo3Ud\n", "gfMlWo2Bm0AAta29pNlMpA6xsK8YPR6fn26Xj3izIbBoiRD9RTxJ7ty5E5+vb+B0cXExs2bNiuj5\n", "Xz3bxLYP+m6ynLrWzc/WTSPvtiXH4kx6THodnhsLUeQnWyhIsXKl3cn3VhRx9FI7OQkWrne5+MsH\n", "cmlzevnNiWsA1LbV87Vl+QAUpsTh9Pg429ADwIHqNj67IJvL7U6mT4jjYHXfmMqz9d2snZHOy6cb\n", "AVh9Tzr5yRZSYng/7lioa7X3eth6ppE3qtt4sDCJZ+dkhrxtcCzEFy4txxaOiCdJq9XKihUrIn1a\n", "oG/LzEvtt6brOb1+er3+O16Xn2Ll70uK2XamkYnJVnx++PbeGj49L4tUm4EFuQk4vX6Mej3vXOkk\n", "+7bVwZ1eP19aMpH5uQkcvdQx4Gc6+mbl/Or4Vf7s/hxcXj9zcxLIT7YwO8uOAkxJ65vOKNRV1eTg\n", "lff7/jDtrGxmXnYCSyZJDVgMFPHrC5/Px/bt29m2bRsnT56M6Ll1Oh2fmp2J+cbKO5vmZdLp9PJf\n", "717nxOVOnJ6+Hq6iQG6CmecX5TJ9QhwfNvagAIcvtnO23sGOs0209nrpdvvItJuZkRlP7o1VgB7M\n", "T2RRfhIl09NJijMxLyeBhwqTSbQYeGpWBvNzE5iRYWP11CTOXO8mO8FCUaqVRKuJ+ycm8cDEJE0k\n", "yFioa3n9StDjYGIhvnBpObZwRLwnWVJSEni8e/fuSJ+e2dl2frZuOk6vH5fXx1deqw5MAfzRJyeT\n", "Emfkw8Yefnb0KnazgWfmZjIvO578FCsTkyz8/tR1Vk2fwM+OXgXgvhw7xWlxPDM3k1SbCb/fT3q/\n", "S7bMBAtfWZaPw+0jwWIM1L1ynVfYsFI2WxpL0ybYeKgwibLaDu7LS+CeDNtYN0lEoTGtVJtMwXtM\n", "/f+ilZWVjcqxTqcjP8VKY9VJGtu7eHZuJs/dl8Xyyalc63BytK6Dfy27jNPrp9nh4WB1G7nJcTR3\n", "u8lKsFCUYuN4v0vok9e6Odfk4P+8dYlv7rkQ2Ben//njTAY+fK+CimNHAu/zeDyqxBctxzefi5b2\n", "DHZ87r0K/uahfH739Aw+NdHH+dMnNBVfuMdLliyJqvaocTwcOkVRQr/GGAV1dXUUFBQAsGvXLlav\n", "Xj3o6w4ePMh9992nalvO1nfznf01dLl8zMm2s2leJmfqe9h86tbq4bOz7JiNOt650kVhipVn5mRS\n", "2djDq5XNAEyIN7GsKIWtZ/pqW19Zms+jU9PocXsx6nXD2uhLCKG+kydP8olPfCLk10e8J1lXV8eW\n", "LVvYsmUL06ZNi/TpBzh+uSOwRNnp6920OLwcPN/Kn92fQ6rNSGGKlU/NzuDUtW4AatucNHS7mZEZ\n", "z18vzmPjnEy+sjSfg+f7FrlItRkpSLHy7pVO/mbneb6z7yJ1bXeuAATar/tIfLFLy7GFI+I1yaVL\n", "l0b6lEPK6DebRa/r26Zh/cwMHG4v3/p4IblJFpwehaJUKx8195IS11dT/Oe3LvGvq6fQleTjh4fq\n", "ePzeCfgVBb1Oh9Wg48v7a3D7FGrbnPxHxTW+u6IIg16b2zQIoXXjbjB5f4vyk2jr9XK2vptV96Tj\n", "8vppdfQtNTY5zYbVZIA4+O7yIpodHkx6HV0uL/937TSKUq1UXO4gw27mt+9eB2BBXgJLJiUFFtOF\n", "vi1n/YqCgYFJUutj0SS+2KXl2MIxrpNkeryZ5+7LRlEU6tqd/M/Xq2nr9fKxgiSmTbD3JUkg3W4m\n", "xWbiQosDnwJ2sx6dTkdWgoWnZ2fwYaMDi1HHksJkMu0WvrA4j387cgWb2cBfLMwdchVzIUT0G9dJ\n", "8iadTsdbNe203Vhgt7yugzUzJpDab3XvU9e6+ObevrvX09JtfGf5JApS4kizGZmabiPJasRyI6mu\n", "nJrGfbkJGA06Mu2WQc9ZVqbtNfskvtil5djCIUnyhjTbrY9CB9hMA3t/b1xoDQzvqWp20NDtZoLd\n", "jN1i4vY8aDbqZWVwITRiXF4HOj0+rne6aO+3i+EDE5N4ek4GMzLi+cbHCym6bUvWezLiA49tJj2J\n", "lpH9fdH6X2qJL3ZpObZwjLueZJfLy9b3G3n5/Qbykyx8a3kR+clWJtjN/Nn9uXh8/kFriEsKk7GZ\n", "DFztcLEwP5H8QbZkEEJoz7jrSda1Odl8ugG/ArXtLg7cGON401A3WZLjTHx8cirPzc9m6oT4QV8z\n", "HFofiybxxS4txxaOcZckbx+vaDHK+EUhxNDGXZIsTLHyhcV5TIg3sWhiIo8Up45JO7Re95H4YpeW\n", "YwvHuKtJxpkMfHJ6OksKk4kz6QNjIYUQYjDjricJfZfcKTbTmCZIrdd9JL7YpeXYwjEuk6QQQoQq\n", "4kulhSoSS6UJIcafqF8qTQghYokkyTGi9bqPxBe7tBxbOCRJCiFEEFKTFEKMK1KTFEKIUSRJcoxo\n", "ve4j8cUuLccWDkmSQggRhNQkhRDjitQkhRBiFEmSHCNar/tIfLFLy7GFQ5KkEEIEITVJIcS4IjVJ\n", "IYQYRZIkx4jW6z4SX+zScmzhiPjK5PX19Rw8eBCDwcCyZcvIzs6OdBOEECJkEe9JVlRUsGnTJjZu\n", "3Mjx48cjffqoofV9RCS+2KXl2MIR8SRps9kCj81mc6RPL4QQwxLxJNn/ZrrJZIr06aOG1us+El/s\n", "0nJs4Yh4TdLn8wUe63RD73mdnJzMyZMnI9GkMWGz2SS+GKbl+LQcG/TlluGIeJLs7e0F+nqUNx8P\n", "Zv78+ZFqkhBCDCnig8mvXbvG4cOHURSF5cuXk5GREcnTCyHEsETtjBshhIgGMphcCCGCkCQphBBB\n", "SJIUo8Lv9w8YuaA1Wo9PDC3id7fvRuvTFnfu3Bn4x1ZcXMysWbPGuEUjt2fPHmpqali3bh05OTmA\n", "tr7HweLT0vd49uxZqqqq8Pv9LFq0iLy8PE19f4PFN6zvT4kyr776auBxaWnpGLZEHfv27RvrJqji\n", "7NmzytWrVwPHWvseb49PS9/j4cOHA49fe+01RVG09f0NFt9wvr+o60lqfdqiz+dj+/btKIrCpEmT\n", "NLtmpnyPsWPp0qV3PKel72+w+Ibz/UVdklQ0Pm2xpKQk8Hj37t1j2BJ1yfcYe/bv388DDzwAaPP7\n", "6x/fcL6/qLtxE+q0RS3Qyv98g5HvMbYcPnyYKVOmkJ6eDmjv+7s9vv7u9v1FXZIMddpirKqrqws8\n", "djqdY9gSdcn3GDvefvttMjMzKSwsDDynpe9vsPiG8/1F3eX2woUL2bx5c2DaotbU1dVRUVEBwNy5\n", "c8e4NaPjwIED1NTUYLVaKSwsZOnSpZr6HgeLTyvfY2NjI+Xl5UyfPp1z587R1dXFc889p5nvb6j4\n", "hvP9ybREIYQIIuout4UQIppIkhRCiCAkSQohRBCSJIUQIghJkkIIEYQkSSGECEKSpBgVPp8Pv98/\n", "1s0QYtRJkoxh3/ve90btd73yyivs2LGDHTt28Oqrr9LZ2Tng57t27Rr0fdeuXWPr1q38y7/8Cy0t\n", "LWGf/9133+WXv/xl2O/XqqE+99vt3buXbdu2qdya8SnqZtyI0P35n//5qP0unU7HunXrhvz5UFPT\n", "cnJyePLJJzl06NCIzj9//vwBU8VEn1CnBK5cuZLt27er3JrxSZJkDKqvr+fYsWNcuHCBL3/5y4Hn\n", "HQ4H27dvx263YzAYqKqq4itf+Urg5/v27aO7uxuDwYDH42HNmjVYLBYALBYL27Ztw2Aw4HA4WL16\n", "NYmJiXi9Xnbv3s25c+fYsWMHAFOmTOHee+8dcRwHDhygtbUVo9GIwWAYcLleVVXFqVOniIuLw+l0\n", "smDBAoqKirh+/Tq//e1vmTJlChs2bKChoYGXXnqJCRMmsHHjRozGof+X3rNnD1VVVaSkpJCYmIjD\n", "4WD27NnMnDkz6DkBamtr2bdvH7Nnz6a2thaz2UxGRgZLliwBoLy8nKamJgwGAy6XC4Ann3zyrp9B\n", "bW0t5eXl2O129Ho9zc3N/Omf/ikAb7311oDPPSUlhWXLlgHg9XopLS1Fr9ejKEpML4ob9Ua+pKUY\n", "K6+88sqA45qaGmXv3r2B49ra2sDj8vJypaqqKnDc1dWlbNu2bdDf63K57vjZ7ee63Ztvvqk0NjaG\n", "3PazZ88qR48eDRw3NTUpP/zhDxVFUZSenh7lhRdeGPD6LVu2KG63W1EURWloaFAOHDgQ+NnmzZtD\n", "Pu9Xv/pVxefzBY5ffvllxeFw3PWcN9v805/+VHG5XANeV1VVpRw/fjxw7Pf7lfLy8pDa89prryl1\n", "dXWB4/7fmaIM/bnv3LlTaWpqChwfP35c2bJlS0jnFMMjPUkNmTRpEj6fj7179waWuiooKADg6tWr\n", "LF68OPBau90+5O+JxCKr58+fZ+XKlYHj9PR08vLyAGhoaKCzszPQg4K+lVra2trIyMggIyODpqYm\n", "oK9XPZxe1KxZs9Drb5Xip06dyrVr19Dr9UHPedPHP/7xOz6fjz76iBUrVgSOdTrdgM86mE9+8pOc\n", "OHGCyspKvF4vGRkZge8smO7u7gHLfs2dO5dLly6FdE4xPJIkNeT06dPMmTOHyZMnA3DkyBHq6uoo\n", "KCggLy+Pjz76iKlTpwJ9/8hu8vv9XLx4keLiYgDa29uxWq2qtnXKlCmcOnWKRYsWAdDU1MTly5cB\n", "yMvLIzMzc0CN9PY75/Pnz+edd97h8uXLrFmzJuTzfvDBB/j9/kCirK6uZvXq1RgMhrueU1GUQddW\n", "LCoq4syZMyxYsCDwXP/POpj33nuP+++/P3D84osvBhaGDSY+Pp7m5uZAojx58uSAhXLF6JFVgGLQ\n", "oUOHaG9v58yZM4GeUUlJCbt27RrQSwJYu3Zt4LmbNUm9Xo/H42Ht2rWBmuShQ4doaGjAYrHg8XhY\n", "v379gPreW2+9RWtrK3q9Hq/Xy+LFi8nKygrUR2tqasjMzCQhIYGSkpKQeqP79++nra0Nq9WK0+mk\n", "sbGRRYsWsWDBAi5fvsyJEycCbeju7mbNmjUkJCQE3v+b3/yGrKwsVq1aFfJn96tf/Qq73Y7VasXj\n", "8TBnzhymT58OEPScFRUVnDp1CoCMjAxyc3MHJLc333xzwOczbdo0Zs+efdf2/OIXvyA7OxtFUfD7\n", "/QPqnNCXbE+fPo3FYglsNTB79my8Xi9bt27FZDKh1+ux2+2cOHGCZ599dsC6iWLkJEmKcWXLli08\n", "9dRTY90MEUNknKQYN/bs2cO5c+d4/fXXx7opIoZIT1Koora2NnB5ervCwkJVVvMei3MG093dzcGD\n", "BwetFdrt9phe8Xs8kSQphBBByOW2EEIEIUlSCCGCkCQphBBBSJIUQogg/j9h3yTAh4X1bwAAAABJ\n", "RU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.357660\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4U+eZ8P+vdtmW930BL9hAwhogQAiBJGzOAoEszdZM\n", "3+n1pvNOO9NOp+1Mp53ONNMt7bTTX6czbdq+nU7edEoa1hTCTgLBEJaEQAjEBmxsVm94lSVrPb8/\n", "BMIGW8iyZUlH9+e6cl06sqTz3FZ885z7PItGURQFIYQQA9JGugFCCBHNJEkKIUQAkiSFECIASZJC\n", "CBGAJEkhhAhAkqQQQgSgD+eHHzhwgKamJgDGjh3LzJkzaWxsZPfu3eh0OhYuXEh+fn44myCEEMMS\n", "1iQ5b948/+MdO3YAcPjwYZ5//nkANm7cyMqVK8PZBCGEGJawX27X19fzk5/8hPLycgASExP9PzMa\n", "jeE+vRBCDEvYk2RJSQlf+MIXOHLkCAB9J/gYDIZwn14IIYYlrJfb15nNZpKTkwHweDz+5zUazaDv\n", "2bFjBzqdLuxtE0LEl7S0NGbOnBn068OaJNva2sjIyABu9CDtdrv/+Prjgeh0OmbMmBHO5gkh4tDR\n", "o0eH9PqwXm7v37+ftWvXsnbtWiZNmgTAnDlzWL16NatXr2bOnDnhPH1Uq6qqinQTwkrii11qji0U\n", "Ye1JLl++/JbnCgoKePbZZ8N5WiGEGDGaaF0qbffu3XK5LYQYcUePHmXRokVBv15m3AghRACSJCNE\n", "7XUfiS92qTm2UEiSFEKIAKQmKYSIK1KTFEKIESRJMkLUXveR+GKXmmMLhSRJIYQIQGqSQoi4IjVJ\n", "IYQYQZIkI0TtdR+JL3apObZQSJIUQogApCYphIgrUpMUQogRJEkyQtRe95H4YpeaYwuFJEkhhAhA\n", "apJCiLgy1JrkqGwEFk9arU6ae1ykmHUUpZoj3RwhxDDJ5fYIau528J23z/E3m07zpT+d5uxV26Cv\n", "VXvdR+KLXWqOLRSSJEfQ+U4HnzT7EmO3w8P7F7oi3CIhxHBJkhxBFpOOvjuJ5yYbB33t/Pnzw9+g\n", "CJL4YpeaYwuF1CRH0LiMBF5aUsbOM21MyU9iekFypJskhBgm6UmOIINOy9ziVL61uJSVk3JITzAM\n", "+lq1130kvtil5thCIUlSCCECkHGSQoi4InO3hRBiBEmSjBC1130kvtil5thCIUlSCCECkJqkECKu\n", "SE1SCCFGkCTJCFF73Ufii11qji0UkiSFECIAqUkKIUZcr9tDbasdq9NDSbqZ3GRTpJvkJ+tJCiEi\n", "7vD5Lr77dj0AE3MS+adFpWQlDb7gSzSTy+0IUXvdR+KLXSMR27aaq/7H1c02rtpcw/7MSJEkKYQY\n", "cbPGpPgfZyToSTHF7kWr1CSFECOuw+7iRKOVNpubqfkWSjMSIt0kP6lJCiEiLi3BwH2l6ZFuxoiQ\n", "y+0IUXNNCyS+WKbm2EIR1p7kyZMnqampwev1MnfuXIqKiti0aRMejweAcePGMWXKlHA2QQghhiWs\n", "SfLq1as8/vjjAGzZsoWioiLMZjNLliwJ52ljgtr3EZH4YpeaYwtFWJPkggULbnnO4/Gwfv16FEWh\n", "tLRUbs4IIaLaqNQkd+7cyezZswGorKzk8ccf54knnqCpqSng+/rWRqqqqlR1/Mtf/jKq2iPxSXzX\n", "j68/jpb2hON4KMI+BGjv3r0UFxdTUlJyy8927drF4sWLB3yf2ocAVVVVqfqyRuKLXWqODaJsqbR9\n", "+/aRm5vbL0E2NDT4H/f29obz9FFNzf8TgsQXy9QcWyjCVpNsbm5m//79TJw4kerqarq7u3nhhRdo\n", "aGjg8OHDAEyfPj1cpxdCiBERtiSZk5PD17/+9VueH+hmTjxS+yWNxBe71BxbKGQwuRBCBCBzt4UQ\n", "cSWqbtwIIUSskyQZIaGO2YoVEl/sUnNsoZAkKYQQAUhNUggRV6QmKYQQI0iSZISove4j8cUuNccW\n", "CkmSQggRgNQkhRBxRfa4EXGj3eaize7CYtKTa4nNPZ1F9JPL7QhRe90n3PE1W5384J16/nJDDV/Z\n", "dJr6dntYz3czNX9/ao4tFJIkRUyqb7dz7IoVgOYeF8cuWyPcIqFWkiQjRO2rrIQ7vgSDrt9xmlk3\n", "yCvDQ83fn5pjC4XUJEVMqshM4GsLx7Kl+iozC5OZlm+JdJOESklPMkLUXvcJd3xmg44lFZn868Pl\n", "fHpGPumJo3vjRs3fn5pjC4UkSRHT9Dr5X1iEl4yTHAEuj5cLHb14FShMNd1SLxNCRA8ZJznKvIpC\n", "VX0nP9xTj1eBv5hTwKN3ZGPSSw9HCDWQv+Rh6up189sjl/Be64//5vBl2m2u275P7XUfiS92qTm2\n", "UEiSHCaTXkt+ssl/nJVowKjXRLBFQoiRJDXJEXCho5c1J5qwu7w8My2XcZmJkW6SEGIQUpOMgDFp\n", "Zv72vuJIN0MIEQZyuR0haq/7SHyxS82xhUKSpBBCBCA1SSFEXBmVPW6sVllxRQgRHwImyVOnTg34\n", "3x/+8IfRap9qqb3uI/HFLjXHFoqASfLAgQNotVrOnTvHoUOHcDqdHDx4kIyMjNFqnxBCRFTAmqTV\n", "asVisfD666/zzDPP+J//4x//yNNPPx3WhklNUggRDiNak7RYfGv0GY39l6G6+VgIIdQqqBs3NpsN\n", "r9cLgMfjobu7O6yNigdqr/tIfLFLzbGFIqgZNw899BC///3vMRqNOBwOHnnkkXC3SwghooKMkxRC\n", "xJVRGSfZ2NgYytuEECLmBJUkT5482e/4wIEDYWlMPFF73Ufii11qji0UQSXJM2fO9DvW62XxICFE\n", "fAjpcvv6nW4ROrXvbSzxxS41xxaKgF3CzZs3Y7fbqa6uxuW6sSVBbm5uUB9+8uRJampq8Hq9zJ07\n", "l6KiIhobG9m9ezc6nY6FCxeSn58/vAjCoO6qjeoWG1lJBu7MScJikp6zEPEq4F//o48+CsCmTZtY\n", "vnz5kD/86tWrPP744wBs2bKFoqIiDh8+zPPPPw/Axo0bWbly5ZA/N5wudPTytS1n6XZ4APiHB4p5\n", "YNzIT8OsqqpS9b/YEl/sUnNsoQjqcvuhhx4K6cMXLFhwy3OJiTe2NojGmTvtdpc/QQJ8dEVWPBIi\n", "ngWVJId7o2bnzp3Mnj0bgL7DMg0Gw7A+Nxyyk4zkJ/uStwa4pzg1LOdR+7/UEl/sUnNsoQgq+23Z\n", "soUpU6bg8Xg4cOAAs2fPpry8PKgT7N27l4qKCrKysgDftMbrNJrAuwr27fZfH5YwGsffqxzHJxev\n", "kmzSMj0/edTPL8dyLMfhPR6KoGbcbNy4kRUrVvCnP/2JlStX8sYbb/CpT33qth++b98+srOzmThx\n", "ov+5DRs2sGrVKhRFYfPmzYPWOtU+40btdR+JL3apOTYI026JWq0WrVaL2WwGwGQy3eYd0NzczP79\n", "+5k4cSLV1dV0d3fzwgsvMGfOHFavXo2iKCxevDjohgohRCQElSSdTidWq9WfJIOZ7p2Tk8PXv/71\n", "W54vKCjg2WefHWIz1UfN/1KDxBfL1BxbKIK6cVNQUMDGjRuZO3cuH3/8MXV1deFuV0ywuzycaLRy\n", "5EIXrT3OSDdHCBEGQSXJefPm8elPfxqz2czEiRP5/Oc/H+52xYQ9te18ZfMZvrm9ln/ff5HOXnfQ\n", "71X7/FiJL3apObZQDHlaol6v9192Axw7dmxEGxQrel0eNn3S6j8+eL6TdpsrwDuEELEopLnbfdXX\n", "149AM2KPSa/lroJk/3F+shGLSRf0+9Ve95H4YpeaYwuFTEoOkUajYdXkbEozEuh2uJlRmExWUvTN\n", "IBJCDM+we5LxLCvJyOKKDFZNzqE4PWFI71V73Ufii11qji0UkiSDEKU7XAghRoFcbgfQ7XCzp7ad\n", "qvoOFpals7AsnSRj8HXHQNRe95H4YpeaYwuFJMkAPmnu4ecHLgLw4WUreRYjM4pSItwqIcRoGvbl\n", "9vTp00eiHVHJ2mfJNIBup2eQVw6d2us+El/sUnNsoQgqSe7fv5/q6moAzp4922+3xJKSkrA0LBpU\n", "ZCVSmOK7Y12cZqI8M/E27xBCqE1QqwCtXr2apUuXkpmZidfrZd26dTz11FNhbVi0rALUbHXSYXeT\n", "nqAn2yJDfISIdWFZBSgpKYnMzEzAtyKQTjcyNy9iQY7FSI4kRyHiVkg1Sa1WRg4Nl9rrPhJf7FJz\n", "bKEIKttpNBra2toAaGtr67e6uBBCqFlQNUmPx8POnTv9a0pWVlYOe9+b24l0TdLu9HD2qo1et5ey\n", "jAQyZcqhEKoQlpqkTqejsrIy5EbFol21bfx8v2+M5L3FqXz5vrGkmGVYqRDxJqjL7TNnzoS7HVHF\n", "5vSwuc8yaPsbOmm3B79WZDDUXveR+GKXmmMLRVBJ8vjx4/2Oz507F5bGRAuT/sYuiQCFKUYsRrlZ\n", "JUQ8CnqPm76OHz9OaWlpWBoUDXRaDU9NzaEiKwGrw8uMouQRr0mqfX6sxBe71BxbKILevmH79u3h\n", "bktU8S2DlsnKydmMTTPf/g1CCFUKKkm+9tprdHV1sWbNGtasWcOJEyfC3S7VU3vdR+KLXWqOLRRB\n", "XW4/9NBDzJo1y3+8ZcuWsDVICCGiSVDjJCMh0uMkhRDqNNRxknLLVgghAggqSXZ1dbF27VpeffVV\n", "3G43GzZsCHe7VE/tdR+JL3apObZQBJUkt23bxmOPPUZqamrYpyMKIUQ0CSpJms1mDAaD/zielkoL\n", "F7WPRZP4YpeaYwtFUEny5sHkXq83LI0RQohoE1SSzMnJoaqqCrfbzcGDBxk7dmy426V6aq/7SHyx\n", "S82xhSKoJLlgwQIyMjIwm83k5eXJ0BwhRNyQcZJCiLgSlvUkW1tb2bp1KwkJCTidTiorK8nIyAi5\n", "kUIIESuCHgL0/PPP8+STT/L000+zY8eOcLdL9dRe95H4YpeaYwtFUEkyMTHRv/mXTqfDbJZVcYQQ\n", "8SGoJNnb29vv2GazAXD48OGRb1GcUPtYNIkvdqk5tlAElSS9Xi+//e1vOXr0KL/73e8wm82cOnWK\n", "Y8eOhbt9QggRUUElSZvNxj333IPZbGbOnDlMnDiRKL0pHjPUXveR+GKXmmMLRVB3t5977jksFsst\n", "z48dO5aLFy9SVFQ04Pu8Xi+Kosg0RiFEzAoqSQ6UIAGSk5PZvXv3gEly27Zt1NXVsXLlSgoKCgDY\n", "tGkTHo8HgHHjxjFlypRQ2x3z1F73kfhil5pjC0XYlvSprKzk1KlT/Z4zm80sWbIkXKcUQogRN6qL\n", "7no8HtavX8+6des4evToaJ466qi97iPxxS41xxaKUV0csrKy0v9469att319VVWVv+t//YtTy/H1\n", "zdSipT0Sn8QXT8dDMey52xs3bmTlypUD/uzUqVOkpaX5a5J97dq1i8WLFw/6uTJ3WwgRDlG9x01D\n", "Q4P/8c0D1IUQIhoNO0kONvxn165dVFVVsWvXLt59913AlySv7909YcKE4Z46pg1W92mxOrnc5cDp\n", "ju2FjdVe11JzfGqOLRRB1ST37dvHfffdN+DP+u7H3ddAl9ILFiwYQtOiT2evm3abiySjjmyLccQ/\n", "v7q5h29ur8Xq8PD5ewpZNiETs17GmAoRSUH1JN9++23WrVtHc3NzuNsTta72uPhZ1Xk+t76aL286\n", "TX27fVifd3MB2eNV+K8jl+l2eFCA/3zvEo1dzoHfHAPUPtZOzfGpObZQBJUkV61axYoVKzh16hRv\n", "vPHGLeMf40FDu52q+k4AmntcvNfQOaKfr9GAxXij16jXatBpNSN6DiHE0AWVJKdOnYrBYOD+++9n\n", "2bJlvPnmm+FuV9QxG/r/qtLMwxs9dXPdR6vR8L/uLuCuAgtjUk18e3EphammYZ0jktRe11JzfGqO\n", "LRRB/aVXVVVRUlLCgQMHsFgsfPGLXwx3u6JOWWYCf7ewmI0nW5iaZ2FWUcqIn2NsmpmXlpTh9ipY\n", "TLK/uRDRIKhxki+99BIPPPAA995776gtVhGt4yQdbg9GnRaNRi6FhYhFYdnjZtWqVUydOjXkRqmJ\n", "Se42CzEsbq9Ch82FUa8lZZhlq9EQdE1SjCy1130kvtgVzticbi+7z7Tx4vpqvvrWGc61DW+UyGgI\n", "Kkl2dXWxdu1aXn31VdxuNxs2bAh3u4QQKnSxq5d/23eeHqeH+vZe/vBhY6SbdFtB75b42GOPkZqa\n", "il4f/d3jWKD2sWgSX+xSc2yhCCpJms1mDAaD/1hWGhdChGJMipmvLBiLxaijNMPM83flRbpJtxVU\n", "knQ6+8/88Hpje15xNFBzTQskvlgWztgMei2LyjP49RMT+deHKyjJSAjbuUZKUNfOOTk5VFVV4Xa7\n", "OXjwIGPHjg13u4QQKqXTashKGvm1D8Il6PUkT506RV1dHZMnT6akpCTMzYrecZJCiNgWlnGSAHfe\n", "eSd33nkn4FvyrLi4eOitiwGXuxycbbVhMemYkJ1EklHqr0LEs4BJct26df6ZJdfrkIqicObMGb7x\n", "jW+Ev3WjrMXq5Ns7aqnvcADwt/eNoXJCVljO1XdrCjWS+GKXmmMLRcAkabFYWLZsGfv378dgMDB9\n", "+nSOHj1KWlraaLVvVLXb3f4ECbCntp1l4zNlCqIQcSzg3e1ly5YBcOXKFWbPno3RaGTu3LlYrdZR\n", "adxoS0vQUZByo6B8b0la2BKk2v+llvhil5pjC0VQNcmbE4VahwDlWEx8Z+k4TrfaSDbpuCMnKdJN\n", "EkJEWFDjJL1eL62trQC0trbicrnC2qhIGpNmZlF5BrPHpJIcpuXKFEXh+MlqPN5hbVQZ1dQ8jhDU\n", "HZ+aYwtF0KsAbdu2DavVSlJSEk8++WS426VaPU4Pu8+0sbla4a6uSzw1NSemxowJEW+CSpJ6vZ5H\n", "H310wJ9dvHhx0B0Txa1qr9r4j/cuAlDf3sv47EQWlWdEuFUjT+11LTXHp+bYQjHsLWXff//9kWhH\n", "3Oi9aavYHqcnQi0RQgRj2ElSDE1ZRgL3FqcCMDbVxF0FyRFuUXiova6l5vjUHFsoZN2zUZaVZOTL\n", "941leWkjxQU5ZCZKPVKIaCZJMgJSzHpmlKu7jqv2upaa41NzbKGQy+0hUBSFTrsLm9QRhYgbkiSD\n", "5PEqHGjo5K/fPM0/bq+lod2OoiicbbVx6Hwn59sH36ujx+mhpceJw30juaq97iPxxS41xxaKYSfJ\n", "eBn+c6mzl+/uPkej1cnHTT28+kEjNS02/nbzaWrb7Ow918E7tW202/oPtL/S5eCH79Tz4tpP+H8f\n", "NNLZ6w5L+zxehZqWHo5c6ORKl+P2bxBCBGXYNclZs2aNRDuinkfx/Xed2+vlTKuNJRWZvH22nfMd\n", "vQA8Oz2X/zUz3z+V8/jlbg5e6AJgzYlmZhYlM6MwZcTrPh81WvmHrWfxKjA2zcR3l40jL9k0oucY\n", "CrXXtdQcn5pjC4VcbgepIMXEX88rQquBjEQ9n74rj6JUM+kJen+CBDh0vqvfWMibZ7mHayLigfoO\n", "rs9yPN/hoKnbGfgNQoigBOxJ7tmzh1mzZvGb3/zmlkV2XS4XFRUVcbN6uEmvpXJ8JnePScGg05KZ\n", "aKDX5cGohWP5Fj664lsZaen4DBIMNxbqvasgmdljUjjRaOWRiZmUZyYCgdfsa+p28N75TjrtbhaW\n", "pQe1D8jEnCTePOWbX59g0JKaENmBC2pfk1DN8ak5tlAE9ZdUWlrKypUrb3l+7dq1cZMkwbeJUd9L\n", "WLNBx6T8ZP5uoZHaq3bMeh3lWf0TWn6KiX+4vxiby0uKWYdJH3ilc49X4fXjzbxV7Ut4O8+08dMV\n", "48m+zfzuu8ek8M+LS7nU2cv0gmRK0qN/gyUhYkHAJHn//fcHfrPswQ34lljLsfSv//U4PXzS3ENr\n", "j4uKrATGXetBXjfYv9ROj5dPmnv8x80914Yc3WbVthSTnntLomcxZLX3RNQcn5pjC0VQNcn09PQB\n", "n1frCuWD6bC76Ary7vQHF7v4xrZa/m3fef5uy1nOtPTc/k1AgkHHk1Oy/ceLyzPISDQEeIcQIpyC\n", "SpILFy4c8Pnb9TSj2VDXcjx2uZsvvnmav9l0mpogEt5HjTdWb+92eDjZ3NNv+E+gsWjzS9P49xXj\n", "+dHD5XxuTkHY1rUMJ7WPtVNzfGqOLRSx99c3TFe6HKw90czFzl6enZ7HtHzLbbdoaOlx8i+7zmG9\n", "NtPmR3sb+P+Wjw+YvGYVpbDpVCsKkJ1koN3upsXq5MiFTrQaDRnZhYO+16zXMVFWRRciKgRMkm63\n", "m71795KYmMjcuXPZuXMnNpuNpUuXkpiYGOitUWvDx81s+sR3U+RkUy2/WDWRsWnmgO9RFHD36Xm6\n", "PQq328FiWr6Frz9QzKVOBxqNhpONVkw6Df/9QSMAi8rTmVDm6XcnXE3UXtdSc3xqji0UAS+3169f\n", "z7Rp08jKyuKHP/whkyZNorKykk2bNgX14V6vF48neuY5K4rCpT6zUZweBYf79vv1ZCcZ+MaDJSQa\n", "tKSYdHxlQfEtQ2xcnv6fk2DQcVdBMuWZiYxJNfHinEJ+/2GT/+cfXOyWOeBCxICASdJkMpGVlUVF\n", "RQWFhYUUFhZiNpsxmwP3vAC2bdvGK6+8QlPTjcTQ2NjI//zP//D6669z5cqV4bd+iDQaDc9Mz8Os\n", "94W9clI2+cm3X6pMo9EwZ0wKv3niDl55fCJT8y3+n3X2ulh3oomvvXWWTadasDpu1B3TEgzMLU5l\n", "QVk6uRYjSypu3AB7oDQZSwzWGoOl9rqWmuNTc2yhCPhXarf7FnGw2+2cPXsWh8OByWTC4bj93ODK\n", "ykpOnTrV77nDhw/z/PPPA7Bx48YBx16G25Q8C79YNYFel5e8ZGPQiUqj0ZBtuTWhftJs41eHLgNw\n", "qrmHglQTMwtTAF/P9Xq9M9Go4zMzC5hXnIZOo0HbdQWTXiY8CRHtAmaIBx98kDfeeAOdTseXvvQl\n", "1q1bB8C8efNCOlnfOqbRGLnFZotSb/SEW6xObC4PGYmGkO4i37z9gs3pwe1V+OBiF2+ebOGO3CQe\n", "mpBJVpKRjEQDc8amXntlynBCiHpqr2upOT41xxaKgFkhJyeHp59+2n/83HPPDetkinLj5ofBEPmx\n", "f+fa7HxzWy2tNheLytP5izmFpCUMrV3jMhIYk2riQqeDiqwEyjMTOddm55931uFV4P1L3aSa9ay4\n", "M/v2HyaEiDqjer3X9ybO7YbdQP/aSFVV1YgeHz58mJ3VzbReW9ps99l2PmpoGtLnHThwgIb2XmYW\n", "pfBnM/KYnJuE0+PF5vTQdxhmY7eTI0eO9Hv/L3/5y7DGF+ljiS92j68/jpb2hON4KDRK3+7dIBRF\n", "oba2FqfTt7LMkSNH+MxnPnPbDz916hRpaWkUFBQAsGHDBlatWoWiKGzevJnly5cP+t7du3eHfV74\n", "ho+b+eXBS/7jf18xfsjjE3/x3kU2nmzxH//o4XLGpJr5WdV5Dl7owmLU8fJD4xif3f9zq6rUvYiA\n", "xBe71BwbwNGjR1m0aFHQrw+qCLdhwwZKS0tJSPAtmqDV3r4DumvXLurq6jCbzZSUlLBgwQLmzJnD\n", "6tWrURSFxYsXB93IcJlXnMrFTgfVzT08MSWHsiBW27nZ3LGp/OlUC14FClKM5FqMZCYZ+PKCsTRb\n", "nViMOgpTbx0NoOb/CUHii2Vqji0UQfUkN23aFLDXFw6j0ZME8CoKTrcXc4iDut1e3xYOHXY3Y9JM\n", "FKaaOd3Sw7HLVopSTUzJs5BsVu9QHyFizVB7kkHVJLu7u/sdNzc3D61VUUyr0QSVIOvb7OypbePY\n", "5W7srhu1Vb1Ww8ScJOYWp1KYauZcm52vvnWW/3vkMt/edY73L3UN+Hmh1kduNtQ56KNlpOKLVmqO\n", "T82xhSKoLs65c+d45ZVXyMzMBKC6uppvfetbYW1YNLnY2cvfbz1Lu903UPzbi0uZN8iyZO12V7+V\n", "yU829XB/Wbr/RlVTt4PLXU60eRPosLsC3k0/39HL4QtdpJh8s3f6jtPsdXs4eL6LTadamFmYwrIJ\n", "mWTKakFCjLigkuTSpUu5++67/cd79uwJV3ui0tUelz9BAnxwuXvQJJls1FGQYuJylwOtBkrSE+jq\n", "dZOaYOBih5199Z387n3fbKMl5T385T1FAw5ob+1x8k87arnc5btZtmpSFn8xtwjttWRbd7WX779d\n", "D8CJxh7yko08WJ4xkmEPi9rrWmqOT82xhSKoJNk3QUJsL5EWiswkA+kJen+inFmQPOhrO+xullSk\n", "oyi+LR8+vNTJg+N80xEvdDjYW9fhf+3Os+08PS1vwCTZ4/T4EyTA8Ss9ONxe/4IYPa7+g9jb7P13\n", "aRRCjIyQxkk2NjaOdDuiWlGqmR8+VM43HijhXx8uZ0bh4Eny0IUuUkx6PrzczdFL3ayanEui0ZfY\n", "THpNvxWHcpIMeLzKLbN2ABINWu4rSfUfr7gzq9+KQSVpZu4q8M0hz0jU+6dCRgu117XUHJ+aYwtF\n", "SLddDx48GJF515FUkpEw6IZc1+uMKWYdD5Sn8Y/b6piYk8SYVCN5fRbQKM1IZH6pl4IUIw63l/FZ\n", "ifzVn2p4eEImL8zII8Xsqykev9zNfxy4yP3j0niwPINUs55xmf3PnW0x8vX7S7hqc5Fs0pEbwe1j\n", "hVCzgEOAWlpaSE9Pp729vd/zO3bs8C9UES6jNQRouJqtDl7aeY4zV+0YtBp+8NA4kox6rA43Bamm\n", "ATfw8ngV1p9o4jdHbqyE9G+PVjA5z0JTt4PPra/G7vLd/JmUm8gPKstDHqIkhOhvRAeTr1mzhqee\n", "eorXXnutX8Lqu/xZvLvc5eTMVTvgW+mn0+7mUqeDHIsRDXDiSjcGnZbSDLN/p0SdVoOrz/KTGsCo\n", "81U+PN7+a1z2OL04hjGOUwgxPAGT5Oc//3kAysvL+92s6ejoGOQd8SfFrMeo0+D0KDwxOZsf7zuP\n", "3eVlZmEyeclG3qq+CsBX7hvL0vEZ/qFAd1gcLC5P5+xVO89My6U03VerzEk28X/mFvLKwUuY9Voe\n", "vSOLqzYXqUNceCPS1D61Tc3xqTm2UARVk6ysrOx3XF5eHpbGRLOrNhdnW21oNRrGZyXi9Hi50u3A\n", "YtTx40cbWIJ0AAAYDklEQVTK2XeukxyL0X+ZfGduEq8dvXGD648fNTGvJNW/HFtP0wX+dsG9ON1e\n", "/40d8A1O77C7eW56Hh5F4fdHG/mXpWVBt7PX5VuqTc0L+goxmoL6S7p57cfx48eHpTHRqsfp4XdH\n", "LrPjTBtJRh3/tKiE33/YyInGHgw6Dd9fNo4X5xRysbOXjAQ9bXY3PQ4PeRYjjVbfMJ4JWYmYdTcG\n", "E1z/l1p/LUE2dTuob+/FoyjML07le2/Xc8Xq5NN35THmNnvwXNfQ3st/vneBNpub/zOnkJlFyUGt\n", "thQOau+JqDk+NccWipC6G9u2bWPFihUj3Zao5FUULnT0sutsGwDL78iiusXGiUbftrIuj8LOM21M\n", "K0imKNXMjx4p52KHg4xEA8smZPBObQcWk477StIwDLISucPl4dCFLn7x3kUAPje7gO8/NA7QkJ6g\n", "D6oe6fEq/PbIJY5d9m1l+8+76vjV4xP7LTAshBi6kMZJem+3VaCK1LbaWP9xM5NyfUudGXQaFMCk\n", "u9FDK+szPGdsWgLzStKYmJNEaUYin727gE9NzSU/pf8Qnb5j0a7aXbz6wRW8CngV+J9jTTjcXvJT\n", "TEHfsPEqClbHjfGWLo8S0Xndah9rp+b41BxbKAL2JH/yk58wduzYW56vrq6Oi3GSLo+Xho5e9tR1\n", "8Oz0XGYVpVCWYaap28mLcwo52dTD+KxEFpal41WUfjNibtba4+Rqj4sUs/6WhJmg15Fs0tF9Lcml\n", "mPQkGYfWyTfotLw4u4Bvbq+jx+nhC/OKyJOxk0IMW8BxkoNt1jUam3hFwzjJhnY7757rYFvNVdLM\n", "eh4oT+dMq51JOUlMyk0iwaAjL8VIm83Fho9b+OBSN4/ckcmicRn9bsY0djv43u56alptZCTqebmy\n", "/JaB6adbevjVId8CwC/OLhzy4r/XNVuduDwK2UkGjLLRmBC3GNFxkvfcc8+Az6elDby4g9po0LDm\n", "oyaenJLL2DQT33+nAYB3atv5ztIy5oz1bWz20RUra074lo/7+f6LFKcl9Nt2tr69l5pWGwBtNjcf\n", "N1pvSZLjs5N4+aFyOnpdNLT1cqqph/LMhCEnupwBdnQUQoQu4F9gbm7ugM/HywIXhakmvrawhLeq\n", "W2mx3lhsIu3aIrpba1o5drm7Xy0QfMuY9WUx9r8ET0808N5773Gly8HZVhud1xbO6Or18PLbDXxj\n", "ex1/s+k0hy50hiOsUaH2upaa41NzbKGQwXQB6LQa7i1JZVJuEl0ON1tPt9Ht8PDX9xax/fRVDjR0\n", "4lXgx4+UU5hi5FKXkzljUm7ZBqI8K4FvPljCjtNtzCpKZlJuEnXeUv76zRq6HB7ml6TyV/PG0Gpz\n", "cqKpx/++LdVXmV+SFrFhPEIISZK3pdVoyEg0YHd5+cyMfAx6DTXNNmYWJjNnTCp1bXZOXOnhx49U\n", "YHV6SEswkHrTdg1mvY6FZeksLEv3P/dBi4euaz3QqvpOHrszmxyLkbQEPR3XepZ3FUZunONwqX2s\n", "nVrja7e70I2Zwt66diZmJ8rCKUiSvEWP00O3w02iQUfKtWTX1O3gWztqudjpIDPRwKem5vCz/b4x\n", "jVPykvjsrAIyk4xkJt34jJNNVpq6nUzMSaIiy1e7vNDZS32bnfQEPVmWG9MMtRpIMGjJTzHxcuU4\n", "PrjUTVaSgWn5gy/JJsRIc3sVNnzcwuvHfWszTMu38K1Fpf6/g3gV39Hf5GqPk98cvsw7te1ML7Dw\n", "5fvGkpdsorXHxcVOBwBlGQm8U3tjVaQTjT3otRo8XgWd1tfr++BiF9+9tmp4okHLz1aMx6TX8o/b\n", "arnS7attfndJMc9My+Vkk5UnJudQeu0SvSwzkbLMxFGMOjzUPv9XjfHZXR7ePXdjXYbjV6x0Odxx\n", "nyTjcoyI1eGmod3e72YMwOlWG2/XtqMAH162cqa1h4+uWKlrt/Ole4vIsRho7HYwOe/Gnesci4FD\n", "FzrZX9+B89oNm0+ab9QVbS4v7TY3V3tc/gQJsPtsB5+9u4AfPVzBvJI0DLq4/CpEFEk06Li/7MbI\n", "lbsKLP61BuJZ3P0GOu1u/uv9S2ytaSMzUc/3Ksv9N1r02hv1P4tRR4pJzy/eu0hdmx29VsM/Ly4F\n", "IDvJQFlGAs1WBya9jgS9BofHy3+9f4W7CpKZX5zKhpO+vbjzLEZyko2g4J/XDTC72Pc/o04bmzXH\n", "21FbL+tmaoxPp9Xw2KRsJuYk4XR7mZCddEt9PR7F3W/gfIedrTW+edhXbW52n2mjbE4h4Bur+Oy0\n", "XFLNOtITDbz6QSOlGWZmFSXzxkfNdPa6GZ+dSEl6AmWZifzq4EW2nW7jz2bk8aO95wF482QL31lW\n", "xg8eKqfH4aYkI4GCazNsXn64nNpWO5lJekw6LWs+aqK+vZelFRlMybf4N/kSIlLSEwzMHZt6+xfG\n", "kbi7xjPqtfRNRekJN/6dSDXrWTEpC4NOy4/2NPBxUw+7z7bT4/RQlmGmo9fN3285y6XOXgCWTchk\n", "7phkGtp7/Z/hUaDT7uEbW8/y7/sv9htDWZKewKKKDBIMOg5f7OY3hy+z80wb39hWy7k2e9hjH01q\n", "H2un5vjUHFso4i5JlqYn8Pf3FzMuM4GHJmQyv7T/7CGrw0NnrxtPn8ma3Q4PT0zO4Y/Hm2i3u7nS\n", "7UBRFErSE3h8ci4TcpL8C15kJxlIT9TjUaCj182vDl3C5em/IEhLj5PmPvVQl1e5ZUC6ECI6xN3l\n", "tlGv5cHyDO4pTsWo095SE0w26el2eFhYlsbeug6SjDqWTcjk2zvqcHkVMhMNnGrqQavRMDE7iar6\n", "DlLNev55SSndvR5yko18e0et//MSDP17rgDpZgMTshPZd66DXreXyblJFKSqazyaGmt2fak5PjXH\n", "Foq4S5LXDbZaT6pZz8pJWTR0OFhakYHFpMOo1fDS0lKqm20kGnV8cLGLM612PjfbwLl2OzvP+IYE\n", "/fnMfKbkJ/G1+0v4zwMXSUvQ87nZhehvunM9PjsRvVbDtxaV4AXK0hMG3DBMCBF5cXe5PZjWHif/\n", "74PL/P2Ws9Re7WV6voUmq4sv/ekMf7nxNPVtvZxvt6Mo0Ov2kp1kwOb2suvMjTGTb9W00mH3MHtM\n", "Kj9/bAI/GGC1H/Ata9Zy+kPuHpPKnDGpZAe5KEVXr5sD9R1sPNlC7VXbiMUeDmqva6k5PjXHFoq4\n", "7Une7PCFLn7/oW+mwYlGKz9+pBy7y8OfzcgjK8mIBoWH78jm61vP4lV8g8gn51koTjdTf+3GTVlG\n", "Al29viE+4RiA+15DJz/Z57uLnmzS8bMV42Xl8WHqsLvo7HWTbNKTkRhbm62J0RHXSdLtVai9aqPd\n", "7ibFpMeg1eDyKij4tnJ9q7qVy12+GyzPTs/F6vTQd7HvDy9387k5hRy+0IVRp0Gv1ZBkCm4l8VDq\n", "Ph81dvsfdzs8dNjdFEXpaI1YqGs1dTv44d4GPm7soSIrgW8+WOofrnU7sRBfqNQcWyji+nL740Yr\n", "X/rTaf5pRx2/PnSJZ6f7loabPSaZjES9P0ECfNLUg83l5d4SX1ZKNulYUpHJ2o+aKEs3kZ9iZGZh\n", "sn+edjgsKE333wQqTjORnSQ9n+E43Wrj42t7FZ1ptVPdZ6aUENfFdZI8fKHL3zNstDopy0jge8vG\n", "8bnZhaQlGBibdqNXMSk3ibc+aeW+kjT+Zv4YfvJIBYripTDVzKUuFxtOtNBud6PVaPAqCh12F3bX\n", "4MN6Qqn7zChI5qfLx/MvS8t4aem4qF6hJRbqWmZ9/15/giH4P4dYiC9Uao4tFHF9uV3eZwOvBIMW\n", "jQa+ub2WkjQT31k2jpeWlHGm1YZGo+FUk5WFZekcudjF7rPt/PTRCmwuL5s+afV/htPjxeX2sq++\n", "g9+9f4WiVBNfuKeIoiC3hL0dg17LnbmhbesgbjUhO5H/PbuAt8+2c29JashbZgh1i+skmWzS8Rdz\n", "CmmzucixGLnY6UAD1Hc4aLI6mZqfTGGqGUXx7Tz46gdXuNLtxKDVYDFp0Wr1fPHeIk429XCl28Gk\n", "XAvnO3r54Z4GFKDJ6uTNUy18Yd6YW86t9rpPLMSXYtbz1JQclt+RhVmvHdLanbEQX6jUHFso4jpJ\n", "Jhl1/PbIJYw6LTaXl7+cW4iCr1d5fWL/pc5efv9hI2PTzDwwLp36djurJuXQbvfwze21uDwK9xan\n", "snhcBgAexXfj5zqbM362341FGo1m0DGzQkCc1yQrshJ5+aFynp2ey/cryyhMNfLZWfn868PlFKcn\n", "oCgKfzjWxO6z7fzu/StUnevg8/cUMa0gmY0nm3Fdm7u4v6GTjl43nb1uxqSa+eysfLQayLUYeGJq\n", "zoDnVnvdR+KLXWqOLRRx3ZM06LRMzU9map8VwGf3uTL2KtBkdfiPz3c6sDq85Fh8YyIPNHQBYNZr\n", "sZj0ZCUZSDDqWDk5m4Vl6Zj0GjISZSaNELEsrpPk7ei0Gv5sRj7/uL2OXreX5+/KJS/Zl/QqJ2Sh\n", "1Who6OhlSXkGxelmsq5NLTTrdeSnBL6EU3vdR+KLXWqOLRSjniQ3bdqEx+MbGjNu3DimTJky2k0Y\n", "kqn5yfxy1QQcHoU8i5HEa9vD5liMfHpGPuCb0uj0eHG4vZiGuE+2ECK6jfpftNlsZuXKlaxcuTLq\n", "E+R1halmyjIS/AmyrzOtNv5qYw2fXfMJb1W30htgbGRfaq/7SHyxS82xhWLUe5Iej4f169ejKAql\n", "paXMmDFjtJswYryKwmtHr/i3ZHjl4CWm5VsYp4KNvIQQPqPek6ysrOTxxx/niSeeoKmpKeBr+/6L\n", "VlVVFXXHHx0/TmKf4SNazY19cm73/liIbzjHEl/sHs+fPz+q2hOO46HQKIqi3P5l4bFr1y4WL148\n", "4M92794dE73M8x12/mP/RZqsTj43p5C5Y1NVu7mXEGpw9OhRFi1aFPTrR70n2dDQ4H/c29sb4JWx\n", "YWxaAv+ytIyfPzaBecXBJ8hQ/1WLFRJf7FJzbKEY9ZpkQ0MDhw8fBmD69OmjffqwMBt0mGVBHiFU\n", "KaKX24HEyuW2ECK2RP3lthBCxBJJkhGi9rqPxBe71BxbKCRJCiFEAFKTFELEFalJCiHECJIkGSFq\n", "r/tIfLFLzbGFQpKkEEIEIDVJIURckZqkEEKMIEmSEaL2uo/EF7vUHFsoJEkKIUQAUpMUQsQVqUkK\n", "IcQIkiQZIWqv+0h8sUvNsYVCkqQQQgQgNUkhRFyRmqQQQowgSZIRova6j8QXu9QcWygkSQohRABS\n", "kxRCxBWpSQohxAiSJBkhaq/7SHyxS82xhUKSpBBCBCA1SSFEXJGapBBCjCBJkhGi9rqPxBe71Bxb\n", "KCRJCiFEAFKTFELEFalJCiHECJIkGSFqr/tIfLFLzbGFQpKkEEIEIDVJIURckZqkEEKMIEmSEaL2\n", "uo/EF7vUHFsoJEkKIUQAUpMUQsQVqUkKIcQIkiQZIWqv+0h8sUvNsYVCP9onbGxsZPfu3eh0OhYu\n", "XEh+fv5oN0EIIYI26j3Jw4cP8/zzz/PMM89w6NCh0T591Jg/f36kmxBWEl/sUnNsoRj1JJmYmOh/\n", "bDQaR/v0QggxJKOeJPveTDcYDKN9+qih9rqPxBe71BxbKEa9JunxePyPNRrNoK9LS0vj6NGjo9Gk\n", "iEhMTJT4Ypia41NzbODLLUMx6knSbrcDvh7l9ccDmTlz5mg1SQghBjXqg8kvX77M3r17URSFxYsX\n", "k5OTM5qnF0KIIYnaGTdCCBENZDC5EEIEIElSCCECkCQpRoTX6+03ckFt1B6fGNyo392+HbVPW9y0\n", "aZP/j23cuHFMmTIlwi0avm3btlFXV8fKlSspKCgA1PU9DhSfmr7HkydPUlNTg9frZe7cuRQVFanq\n", "+xsoviF9f0qUefPNN/2PN2zYEMGWhMeOHTsi3YSwOHnypHLp0iX/sdq+x5vjU9P3uHfvXv/jt956\n", "S1EUdX1/A8U3lO8v6nqSap+26PF4WL9+PYqiUFpaqto1M+V7jB0LFiy45Tk1fX8DxTeU7y/qkqSi\n", "8mmLlZWV/sdbt26NYEvCS77H2LNz505mz54NqPP76xvfUL6/qLtxE+y0RTVQy/98A5HvMbbs3buX\n", "iooKsrKyAPV9fzfH19ftvr+oS5LBTluMVQ0NDf7Hvb29EWxJeMn3GDv27dtHbm4uJSUl/ufU9P0N\n", "FN9Qvr+ou9yeM2cOq1ev9k9bVJuGhgYOHz4MwPTp0yPcmpGxa9cu6urqMJvNlJSUsGDBAlV9jwPF\n", "p5bvsbm5mf379zNx4kSqq6vp7u7mhRdeUM33N1h8Q/n+ZFqiEEIEEHWX20IIEU0kSQohRACSJIUQ\n", "IgBJkkIIEYAkSSGECECSpBBCBCBJUowIj8eD1+uNdDOEGHGSJGPYSy+9NGKf9cYbb7Bx40Y2btzI\n", "m2++SVdXV7+fb968ecD3Xb58mbVr1/LTn/6Uq1evhnz+Dz74gF/96lchv1+tBvu932z79u2sW7cu\n", "zK2JT1E340YE78UXXxyxz9JoNKxcuXLQnw82Na2goIAnn3ySPXv2DOv8M2fO7DdVTPgEOyVw2bJl\n", "rF+/PsytiU+SJGNQY2MjBw8epLa2lq985Sv+5202G+vXr8disaDT6aipqeGrX/2q/+c7duzAarWi\n", "0+lwuVwsX74ck8kEgMlkYt26deh0Omw2G48++igpKSm43W62bt1KdXU1GzduBKCiooJJkyYNO45d\n", "u3bR1taGXq9Hp9P1u1yvqanh2LFjJCQk0Nvby6xZsygrK+PKlSv893//NxUVFTz++OM0NTXx+uuv\n", "k52dzTPPPINeP/j/0tu2baOmpob09HRSUlKw2WxMnTqVyZMnBzwnQH19PTt27GDq1KnU19djNBrJ\n", "yclh/vz5AOzfv5+WlhZ0Oh0OhwOAJ5988ra/g/r6evbv34/FYkGr1dLa2sqf//mfA/Duu+/2+72n\n", "p6ezcOFCANxuNxs2bECr1aIoSkwvihv1hr+kpYiUN954o99xXV2dsn37dv9xfX29//H+/fuVmpoa\n", "/3F3d7eybt26AT/X4XDc8rObz3Wzd955R2lubg667SdPnlTee+89/3FLS4vy8ssvK4qiKD09Pcpr\n", "r73W7/Vr1qxRnE6noiiK0tTUpOzatcv/s9WrVwd93q997WuKx+PxH//xj39UbDbbbc95vc0///nP\n", "FYfD0e91NTU1yqFDh/zHXq9X2b9/f1Dteeutt5SGhgb/cd/vTFEG/71v2rRJaWlp8R8fOnRIWbNm\n", "TVDnFEMjPUkVKS0txePxsH37dv9SV8XFxQBcunSJefPm+V9rsVgG/ZzRWGT1zJkzLFu2zH+clZVF\n", "UVERAE1NTXR1dfl7UOBbqaW9vZ2cnBxycnJoaWkBfL3qofSipkyZglZ7oxQ/fvx4Ll++jFarDXjO\n", "6x588MFbfj+nT59myZIl/mONRtPvdx3Iww8/zJEjRzh16hRut5ucnBz/dxaI1Wrtt+zX9OnTOX/+\n", "fFDnFEMjSVJFjh8/zrRp0ygvLwfgwIEDNDQ0UFxcTFFREadPn2b8+PGA74/sOq/Xy7lz5xg3bhwA\n", "HR0dmM3msLa1oqKCY8eOMXfuXABaWlq4cOECAEVFReTm5varkd5853zmzJm8//77XLhwgeXLlwd9\n", "3o8//hiv1+tPlGfPnuXRRx9Fp9Pd9pyKogy4tmJZWRknTpxg1qxZ/uf6/q4D+fDDD7n77rv9x3/4\n", "wx/8C8MGkpSURGtrqz9RHj16tN9CuWLkyCpAMWjPnj10dHRw4sQJf8+osrKSzZs39+slAaxYscL/\n", "3PWapFarxeVysWLFCn9Ncs+ePTQ1NWEymXC5XKxatapffe/dd9+lra0NrVaL2+1m3rx55OXl+euj\n", "dXV15ObmkpycTGVlZVC90Z07d9Le3o7ZbKa3t5fm5mbmzp3LrFmzuHDhAkeOHPG3wWq1snz5cpKT\n", "k/3v/+1vf0teXh6PPPJI0L+7X//611gsFsxmMy6Xi2nTpjFx4kSAgOc8fPgwx44dAyAnJ4fCwsJ+\n", "ye2dd97p9/uZMGECU6dOvW17XnnlFfLz81EUBa/X26/OCb5ke/z4cUwmk3+rgalTp+J2u1m7di0G\n", "gwGtVovFYuHIkSM899xz/dZNFMMnSVLElTVr1vDUU09Fuhkihsg4SRE3tm3bRnV1NVu2bIl0U0QM\n", "kZ6kCIv6+nr/5enNSkpKwrKadyTOGYjVamX37t0D1gotFktMr/gdTyRJCiFEAHK5LYQQAUiSFEKI\n", "ACRJCiFEAJIkhRAigP8fodqrTaJqcTgAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.308328\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPeV4P1vrSqVSvu+gDYEmN0gA5aJvIEhMdjg2HFs\n", "x1k6nXln3k46PVmmnelsniTtzJNk/CaZpJNM0umetINjzBYwOwaMxCKwzGKwxCIk0L4vJalKtdz3\n", "D0EhgVSUSipV1dX5PI+fp26pqu45KnP0u+f+7u9qFEVREEIIMSJtsAMQQohQJkVSCCG8kCIphBBe\n", "SJEUQggvpEgKIYQXUiSFEMILfSA//NixYzQ1NQEwffp0lixZwo4dO3C5XADk5+czf/78QIYghBDj\n", "EtAiWVRU5Hm8b98+AEwmE6tWrQrkboUQYsIEtEgCVFdXs3nzZjZs2ACAy+Viy5YtKIpCbm4uixcv\n", "DnQIQgjhN81kXHFjs9nYvn07zz///LDnd+/ezcc//vFA714IIfwW8JEkDB5iR0dH3/W8wWAY9T37\n", "9u1Dp9MFMiwhxBQUFxfHkiVLfH59QItke3s7CQkJANwasNbU1JCdnQ0MjjBHo9Pp5FBcCDHhysvL\n", "x/T6gBbJ0tJS7HY7AIWFhcBgkSwrKwNg0aJFgdx9SCspKWHFihXBDiNgJL/wpebc/BHQIrlu3bq7\n", "nisuLg7kLoUQYkJNyokbfxw8eFAOt4UQE668vJzHH3/c59fLFTdCCOGFFMkgKSkpCXYIASX5hS81\n", "5+YPKZJCCOGF9CSFEFOK9CSFEGICSZEMErX3fSS/8KXm3PwhRVIIIbyQnqQQYkqRnqQQQkwgKZJB\n", "ova+j+QXvtScmz+kSAohhBfSkxRCTCnSkxRCiAkkRTJI1N73kfzCl5pz84cUSSGE8EJ6kkKIKUV6\n", "kkIIMYGkSAaJ2vs+kl/4UnNu/pAiKYQQXkhPUggxpUhPUgghJpAUySBRe99H8gtfas7NH1IkhRDC\n", "C+lJCiGmFOlJCiHEBJIiGSRq7/tIfuFLzbn5Q4qkEEJ4IT1JIcSUIj1JIYSYQFIkg0TtfR/JL3yp\n", "OTd/SJEUQggvAtqTPHbsGE1NTQBMnz6dJUuW0NjYyMGDB9HpdDz88MOkp6eP+F7pSQohAmGsPUl9\n", "AGOhqKjI83jfvn0AlJWV8dJLLwGwbds21q9fH8gQwkpdl43TtT1E6DXcnxFNanREsEMSYsoL+OF2\n", "dXU1P/vZz5gxYwYAZrPZ8zOj0Rjo3YesO/s+nf0O/vndan51vJb/dfQG/7e8gQGXO0jRjZ/a+1pq\n", "zk/Nufkj4EUyJyeHv/u7v+PUqVMADD26NxgMgd592OhzuLnc1u/ZPtfQS7/DFcSIhBAwSSduTCYT\n", "0dHRALhct//hazQar+8b+hetpKREVdt35tdQfZlV+TGe7TUzYrh84VzIxDve/IIdj+Tn+/aKFStC\n", "Kp5AbI9FQE/ctLe3k5CQAMA777zDk08+ydatW9mwYQOKorBz507WrVs34nun4ombjn4HVW396HUa\n", "ZiSaiTLqgh2SEKoTUiduSktLsdvtABQWFgKwbNkyNm7ciKIorFy5MpC7D2klJSWsWLFi2HPxkQaW\n", "ZKmjBTFSfmqi5vzUnJs/AlokRxolZmRk8MILLwRyt0IIMWHk2m0hxJQi126LKcPhctPR58DulFkA\n", "InCkSAaJv2fawkWg8+uxO3n7fDN/t62Sn5fcoKnHHtD93UnN35+ac/OHFEkRlq609fPH0w209jk4\n", "cKWDMw3WYIckVEqKZJCo/exhoPNzuoa30h2TfHWSmr8/NefmDymSIizNSIxkzcwENMB9KWbuz4gO\n", "dkhCpaRIBona+z6Bzi/ebOD/WZ7Fvz8/hx88kU9mrCmg+7uTmr8/Nefmj4DOkxQikKKMOrkqSQSc\n", "zJMUQkwpMk9SCCEmkBTJIFF730fyC19qzs0fUiSFEMIL6UkKIaYU6UkKIcQEkiIZJGrv+0h+4UvN\n", "uflDiqQQQnghPUkhxJQiPUkhhJhAUiSDRO19H8kvfKk5N39IkRRCCC+kJymEmFKkJymEEBNIimSQ\n", "qL3vI/mFLzXn5g8pkkII4YX0JIUQU8qk9CRPnz7tz9uEECLseL19w29/+1uSk5Nxu91cvXqVrKws\n", "bty4gcViobCwcLJiVKWSkhJV35VO8gtfas7NH16LZGFhIUuWLGH79u188YtfJCkpiZaWFg4dOjRZ\n", "8QkhRFB5PdxesmQJAC6Xi6SkJACSk5MxmSb3znRqpPa/1JJf+FJzbv7wqSfpdDqHbdtstoAEI4QQ\n", "ocanIpmQkMCJEyew2WycOHGC+Pj4QMelemqfiyb5hS815+YPn4rkypUriYmJYe/evcTExLBq1apA\n", "xyWEECEhoPMkL1y4QGVlJW63m+XLl5OVlcWOHTtwuVwA5OfnM3/+/BHfK/MkhRCBMNZ5kl7Pbt/i\n", "dDrR62+/9N133+Wxxx675/va2tp45plnANi1axdZWVmYTCYZiQohwoZPh9u7du0atm21Wn368OLi\n", "4ruec7lcbNmyhc2bN1NeXu7T56iR2vs+kl/4UnNu/vBpJOl2u8e1k/3797N06VIA1qxZ43l+9+7d\n", "4/pcIYQINK8jyY6ODlpaWujt7aW1tZWWlhYaGxt9HkkCHDlyhIKCAs88y6EMBoPX9w79i1ZSUqKq\n", "bckvvLfVnN+KFStCKp5AbI+F1xM3paWlOBwOysvLPSdR9Ho9CxcuJDo6+p4ffvToUZKTk5k9e7bn\n", "uZqaGrKzswHYuXMna9euHfG9cuJGCBEIE3ri5qGHHgIgJSWFOXPmjCmQ5uZmSktLmT17NhUVFfT0\n", "9PDyyy9TU1NDWVkZAIsWLRrTZ6pJSYm6r4+V/MKXmnPzh089ybEWSBgsrK+88spdz490MkcIIULV\n", "mJdKq6mpGfeJHKH+62Mlv/Cl5tz84VOR/OlPf0pNTQ27du2irq6Ov/71r4GOSwghQoJPRXLWrFme\n", "ky1FRUUBDWiq8PdMW7iQ/MKXmnPzh09F8tZlhDqdLqDBCCFEqPGpSFqtVvbt20d+fn6g45ky1N73\n", "kfzCl5pz84dPZ7efeeYZmpqayM3N5ezZs3LiRggxZfg0kjSbzeTm5gKwcOFCz6IVAP39/YGJTOXU\n", "3veR/MKXmnPzx7jvu71///6JiEMIIULSuIukHHr7R+19H8kvfKk5N3+Mu0gKIYSaSZEMErX3fSS/\n", "8KXm3PwhRVIIIbyQIhkkau/7SH7hS825+WPcRdJkMk1EHEIIEZLGXCRtNtuw7aG3YxC+U3vfR/IL\n", "X2rOzR8+Fclf//rXHDt2DICWlhbefffdgAalBi63QkefA5vDFexQhBDj4FORzMjI8Kz+M23aNNrb\n", "2wMaVLjrd7jYVdHKl7dX8trhauq77Xe9Ru19H8kvfKk5N3/4VCS12uEvG3oPbnG36nYbvzxWS0uv\n", "g+M13Ryp6gh2SEIIP/lUJJ1O57DtgYGBgASjFq477q1mc959VZLa+z6SX/hSc27+8GlIOH/+fN5+\n", "+23y8vK4evUq8+bNC3RcYS073sTzC1PYdK6Z6bERPD4jIdghCSH85PWWskPZbDbq6+tJT08nMjIy\n", "0HGF/S1l+x0uOvudRBq0xEV6v7+4EGLyTOgtZYcymUzk5eX5FdRUFGnQEWmQldyFCHc+9SS3bt0a\n", "6DimHLX3fSS/8KXm3PzhU5G8czm03bt3ByQYIYQINT4VSaPRSHNzs2fbbr973p8YG7XPRZP8wpea\n", "c/OHTz3J3t5eXn/9dc+JlIqKCtavXx/QwIQQIhT4NJKMjIzktdde47nnnuO5555j/vz5gY5L9dTe\n", "95H8wpeac/OHT0XyztPlCxYsCEgwQggRanyeJznZwn2epBAiNI11nqTPS6VVV1dTVlaG0+mkqqrK\n", "r+CEECLc+FQkT5w4QX19PbW1tej1ek6ePBnouFRP7X0fyS98qTk3f/hUJOvr6ykqKvKsBhQVFRXQ\n", "oIQQIlT4NAVIp/Pv8roLFy5QWVmJ2+1m+fLlZGVl0djYyMGDB9HpdDz88MOkp6f79dnhTu1z0SS/\n", "8KXm3PzhU5Hs7+/H4XAA4HA47roCZzRtbW0888wzAOzatYusrCzKysp46aWXANi2bZvMtxRChDSf\n", "DrefeOIJ3njjDSoqKvjrX//KqlWrfPrw4uLiu54zm82ex0aj0ccw1UftfR/JL3ypOTd/+DSSTEhI\n", "4POf/7zfO9m/fz9Lly4FYOiMI4PB+xJiJSUlnqH/rS9OLdvnz58PqXgkP8lvKm2Phc/zJC9evMjV\n", "q1eZNWsWM2fO9HkHR44cITs7m5ycHAD27NnjucPigQMHWLly5Yjvk3mSQohACMg8yf3792O1Wlm9\n", "ejWdnZ0cPnzYpw8/evQoqampngIJg/1NGBxR3noshBChyqci2dnZydKlSzEajSxdupS2trZ7vqe5\n", "uZnS0lIqKirYtm0bf/rTnwBYtmwZGzduZOPGjSxbtmx80Ycxtfd9JL/wpebc/OFTT3K03mF3dzcx\n", "MTEj/iwlJYVXXnnlruczMjJ44YUXxhCiEEIEj08jyb6+PlpbWwFobW31nHw5dOhQ4CJTObXPRZP8\n", "wtdE5NbYY+d3J+v4zt6rnK3vIUSXiPCJTyPJxsZGfv/735OZmUldXR05OTls2rSJiooKnn766UDH\n", "KIQIMzsutvL2+cGFus/U9/Cr9bOZHm8KclT+8alIFhcXU1hYeNfzp0+fnvCApoqh05vUSPILXxOR\n", "240um+ex3aWMeO/5cOHT4fZIBfLW8wcOHJjQgIQQ4e/Z+SlE6DQAfGJWImnR4XtbZZ9vKTsaq9U6\n", "EXFMOWodhdwi+YWvichtQXo0v9owG5vDTVq0gRjTFC6SQggxkulx4dmDvJPPi+6KiaX2uWiSX/hS\n", "c27+kCIphBBeSJEMEjX3tEDyC2dqzs0f4y6SGo1mIuIQQoiQ5FORbG5uHvVnY1lNQ9ym9r6P5Be+\n", "1JybP3wqkv/+7/9OV1fXiD+zWCwTGpAQQoQSn6YAZWZmcvz4cXp6enjggQeGLX0m/KP2vo/kF77U\n", "nJs/fCqSzz77LEajEbfbzenTpzly5Aif+9znAh2bEEIEnU+H293d3QC0t7dTW1tLXFxcQIOaCtTe\n", "95H8wpeac/OHTyPJN998k6SkJJKSkli7du2UvoGXEGJq8alIRkVF8fzzz8t0nwmk9r6P5Be+1Jyb\n", "P3w63H7ppZekQAohpiSfiqTRaKS6upqysjKcTidVVVWBjkv11N73kfzCl5pz84dPRfLEiRPU19dT\n", "W1uLXq/n5MmTgY5LCCFCgk9Fsr6+nqKiIrTawZdHRUUFNKipQO19H8kvfKk5N3/4VCR1Ol2g4xBC\n", "iJDkU5Hs7+/H4XAA4HA4cLvD934VoULtfR/JL3ypOTd/+DQF6IknnuCNN96gsbERl8vFmjVrAh2X\n", "EEKEBI0SojfEPXjwIIsXLw52GEIIlSkvLx/T6mV+rSe5Z88ef94mhBBhx+vh9o9+9CPuu+8+urq6\n", "uHTpEvPmzePcuXPk5uZOVnyqpeb7NoPkF87UnJs/vBbJz3zmM2RnZ/OXv/yFH/7wh+h0Op5//nne\n", "euutyYpPCCGCyuvhdnZ2NgAGg8EzDUiv12M2mwMfmcqp/S+15Be+1JybP3zqSdpstmHbVqs1IMEI\n", "IUSo8alILlq0iDfffJPy8nI2btzIokWLAh2X6ql9LprkF77UnJs/fJonOWfOHHJzc6mrq2P9+vVE\n", "Rkb69OFutxtFUeSKHSFE2Br3PMkDBw6wcuXKu57fs2cPVVVVrF+/noyMDAB27NiBy+UCID8/n/nz\n", "54/6uTJPUggRCGOdJ+nTSNKb0fqTa9as4eLFi8OeM5lMrFq1ary7FEKISePXZHJ/uVwutmzZwubN\n", "mykvL5/MXYcctfd9JL/wpebc/DHukeRYDL3me/fu3fd8/dBJrbe+OLVsnz9/PqTikfwkv6m0PRbj\n", "7klu27aN9evXj/izixcvEhcX5+lJDjVaL/OWyepJuhWFAacbk0FOLgkxFUzKtdv+qqmp8Ty+c+5l\n", "MDRb7fzqWC1f33mZd6+0M+CUJeCEEMONu0iOdoOwAwcOUFJSwoEDB3jvvfeAwSK5adMmNm3axKxZ\n", "s8a763Erre5ix0etXG7r58eHa6hq75+0fau97yP5hS815+aPcfckRxu2jnQoXVxcPN7dTahOm3PY\n", "tk1GkkKIO4x7JGmxWCYijqB4JC+eJLMBgMdnxJMdb5q0fav9+ljJL3ypOTd/+DSSPHz48F3Pmc1m\n", "Fi9ejF4/qSfIJ1RuQiT/31Mz6Xe4SDAbiI4I31yEEIHhdST56quvUl9fT0NDAwsWLBj2X3JysiqW\n", "TEuxGMmOj5z0Aqn2vo/kF77UnJs/vFaG733vewBERkaSkJAw7GcJCQmcO3cucJEJIUQIGFdPMkRv\n", "jxMW1N73kfzCl5pz84dPRfLBBx8c8fnly5dPaDBCCBFqfCqSqampIz6flpY2ocFMJWrv+0h+4UvN\n", "ufnD58Ptrq4uqqqqQuJKGSGEmCxei2RZWRkAR48e5dixY/T09LBr1y4+/PDDSQlOzdTe95H8wpea\n", "c/OH1yJZX18PQFNTEx//+MdZuHAhzzzzzF3rRAohhFr5dLh954RxrXZS18UICQ6Xm+M1XXx371U2\n", "nWuivW9gXJ+n9r6P5Be+1JybP7zOkzx//jwOh4MrV654lkNzOBw4HI5JCS6UXG3v5/v7q1CAEze6\n", "iY/Us7IgMdhhCSECzGuR/M53vnPXc3V1daxevTpgAYWqXruLobNCm6zj+0Oh9r6P5Be+1JybP8Z8\n", "3JyTk3PX1TdTwfQ4EwvSBxfziI7QsXx6TJAjghudNk5c7+Jyax9umdgvRED4XCQdDgfNzc243W56\n", "enoCGVNISrYY+dYjOfziqZn84qmZ5Ceax/V54+371Hba+G+7rvDdfVV89a+XqGjuHdfnTTS197XU\n", "nJ+ac/OHT0WyqqqK7du3s2/fPmDw1rBTUWKUgdkpUWTGTt6SaqOp77HT1jd4yO90K3zYOPJdK4UQ\n", "4+NTkTx9+jTPPvssFosFrVYb1mtIhorx9n0SIg0YdLdXhc9JiBxvSBNK7X0tNeen5tz84dP6YCZT\n", "8EdOYrj8xEh++mQBF5t6mR5nYm7q+A7/hRAj82kk2d8//N4vTqdzlFcKX42376PRaLgvJYpPzk/h\n", "gWkxmI2htWCw2vtaas5Pzbn5w6d/WYsWLeI//uM/6O7uZvPmzSxdujTQcQkhREjw+b7bfX19NDU1\n", "kZWVhcFgCHRck3bfbSHE5Orod1DXZSfSoCUnPhKdduQ7rgbKWO+77fMxmtlsJjc316+ghBACoKvf\n", "ya+P1XLkWic6DfxgdT6FWcGfc+yNTz3JXbt2cePGDaqrq/nzn//MlStXAh2XKrT3DVDXZadvwHXX\n", "z9Te95H8wlcgc2uyDnDkWicALgU2n28O+Tsc+FQkBwYGyMzM5MyZM7z44ouUl5cHOq6wV9PRz3/d\n", "cZkvbLrIn8ob6LHJyS4hzEYtZsPtsjMzyYxGM7mH22Pl0+G2VqtFq9V6pgJFREQENCg12H+5nYae\n", "wZWCNn/YQlFOHPPTbs8vVftcNMkvfAUyt6xYEz/++Az2XmojIyaCh/PiA7avieJTkRwYGMBqtXqK\n", "ZKgPj0NBlFE3bNswyc1pIULV7JQoZqdEBTsMn/l0uJ2RkcG2bdtYvnw5H374IVVVVYGOK+w9nBfP\n", "w7lxZMRE8LWPTSc3YfiEfDX3tEDyC2dqzs0fPo0ki4qKKCoqAmD27NnMmDEjoEGpQUZMBN98JBub\n", "043FqEMb4n0XIcTIfJ4nOdlknqQQIhDGOk/Sr/sw7Nmzx5+3CSFE2PGpSO7bt4+33nqL1157jY0b\n", "N/LBBx/49OFutxuX6+45gkL9fR/JL3ypOTd/+FQkrVYrn/rUp5g7dy4vvPACBQUF93zPnj17+M1v\n", "fkNTU5PnucbGRt544w3efPNNGhoa/I9aCCEmiU8nbm5N9nS73YNv0t/7bWvWrLnr1rNlZWW89NJL\n", "AGzbts1zc7GpSM3z7EDyC2dqzs0fPo0kby2NptPp6O7u9vtuiWbz7TUPjUajX58hhBCTyaci+clP\n", "fhKAJ554goMHDzJnzhy/djb0RPpkrCQUym71fdR6Ay+197XUnJ+ac/OHz5clwuDliBs2bPB7Z0NP\n", "4vhyvWZJSYln6H/ri1PLdq9bz/85UcOV9gE2zEtB13IFe39/yMQ33u3z58+HVDySn2wP3R4Lv+ZJ\n", "vvfeexQXF9/zdRcvXiQuLo6MjAwAtm7dyoYNG1AUhZ07d7Ju3bpR3zvZ8yTtTjeXWvpo63eQHWci\n", "N8D3jNl+oYVfHa8FQKuBXz49i4IkuQWDCL7GHjsuN6RYDBh0fs0SDGkBWU+ypKSEhoYGdLrB65E/\n", "+uijexbJAwcOUFVVhclkIicnh+LiYpYtW8bGjRtRFIWVK1f6HORkON9o5b/vuQpATISOH67OJ8Fs\n", "IMUSmN5pk3XA89itMOJyakJMtjP1PXx3XxUDLjdf+9h0Hs2PV2WhHAufimRbWxvPPfecZ7uxsfGe\n", "7xmpCGZkZPDCCy+MIbzJc67h9r3Eu+0uTtV2s7uilVdX5YFGQ3yknqSokQumy63Q2juAXqshcZTX\n", "3GlJso69ETp67C6KsmOZFqeum60NbZWokRrzsw44+fXxWmzOwVks/+vodealWciImdqrfvl196ik\n", "pKSJjiPo5qdF8+bZZgCiIwavtV47J5l/PlRNXfcAufEmvrcq767/YRwuN+9d6+T1o9exROh4dVUe\n", "s5LvvcLJQNM1fvn0/VgH3KREGYiLnNonskTw6TWaYatXmfRadLLkALrvf//73x/thxcvXqSlpYUr\n", "V67Q1taGzWajpaWFHTt2BLxfeO3aNdLT0wO6j6ESo/QsyYxmQbqFmclRvHmmkdkpUZRUdwHQaXMy\n", "NzWKnPjhvcqGbjuv7L6C0w39Djc1Hf08mh+PXuv9EGXatGlER+hJNBswGXReXxuOpk+fHuwQAkqN\n", "+el1WmYlm7ne0U+UUc8/PppDXqL6+uQNDQ3k5eX5/HqvI8lbhxTLli0bd2ChzqTXsSA9mvtS3Byr\n", "6SI9JoIk8/DRncV4dzHTaECr0Xim8hh02nGv+NNiHeBMfQ89dheF06KZHhfYk0hC3JKbEMmP1uTj\n", "coN5hP/fpyKvw50XX3yROXPmeOZFXr16FZ1Ox2c/+9lJCS4YDDotD+fF8/raAoqyY/lyURYL0y18\n", "9aFpIy4Umh4TwSuPZJMcZSAvIZKXF6eN2OgecLmHbY82F82tKLx9vpmfvHed35ys47v7qmjtHRjx\n", "taFM7XPt1JzfqRPHpUAO4bVIWiyDtxvYv38/VquV1atX093dzbFjxyYluGAyGXTERhp4ak4y//MT\n", "M3jyvqS7VhsH6LW72H6hhcKsGLLjTfyPA9doHnLmuq3Pwb+drufrOy+zt7KNfof3s9g2h5uzDVbP\n", "dn33AL1y5luIoPHp3H5nZydLly7FaDTywAMP0NbWFui4QorXw2cNdNic7K5s49DVDgZcyrAri841\n", "9PDnM01UtvTxs6PXudLWT7fNyfS5hbT33T1CNBt1fGJ2omd7+bSYEQ/zQ53azvzeSc35qTk3f/h0\n", "dnu0Swi7u7uJiQnte+ZOlN4BF629DswGLclD5k5GR+j52sem84OD1xhwKbzySPawuZXdtuGjwB67\n", "k9ePXqe0povpsRF8b1XeXdN/7A4XX3wgA4fLTXu/k9Y+h09Ti5p67By51klbn4MnChLIV2HTXYjJ\n", "5tNIsq+vj9bWVgBaW1s9I6VDhw4FLrIQ0mVz8K+n6vnS5o/4yvZKqtr6hv18XpqFX6+fxe8+OZul\n", "02KGXXK5KMNCevRggVuSFU20UUdpzeAZ8+tddj6o7+FOzb0O/nCqni6bk0Szgc5+5z0PuRVF4a1z\n", "zfy+rJ6tH7bwrT1Xaeqxjzd1v6m5Zwfqzk/NufnDp5FkY2Mjv//978nMzKSuro6cnBw2bdpERUUF\n", "Tz/9dKBjDLraLjs7Pxr8I9He72RXZRtfLho+Srs10rM5XbT3OqjptNHYM8C8tCh+8mQBVruLBLOe\n", "6x22Ye+LMtz9d2rdnCRMei2VLX1svzi43y8XZfHUnORRYxxwubnUert4d/Y76Xe4R329EMI3PhXJ\n", "4uJiCgsL73r+9OnTEx5QKHK5FT6zOA2LUceBK+3ER478a+uxOdl6oYUIvYY/nBpcVDjSoOXnT80k\n", "L3FwGo9Bp+X/fTCTXRVt3J8RzcKM6Ls+Z3pcJI/kxfOXc82e53ZVtLGqIIHIUeZURuh1fGpBCj88\n", "WI0CrCpIICEqeBPU1d7XUnN+as7NHz4VyZEKpLfn1aSqrZ9v763yXKr1zeLpzEuzjPjaq+39HLzS\n", "Puzn/Q43nX1OuHkP9iijjqfnJLOqIHHwioZR7scdF6lnWmwEN7oGD5kXZ0YToffeHVk+PZb//fQs\n", "bE430+IiiInw64IqIcQQU/vKdR+09g14CiRAW7+DdC/Xsrb2OihIMnOr9mXEGEm92ZO02p2cutHF\n", "vkvtHK/uoMXL/MfEKCPfX5XH3z+UxbcezeaZecn3nKRu0GkpSDYzP90S9Msc1d7XUnN+as7NHzLU\n", "uIdUi5HomwtRRBm1LEy3YHe4MOiHX1njVhRmJEbyqYWp7L/Uxn9dMY0oo47cBLOnqF5u7eNsg5W3\n", "bh5GL86M5luP5BA7yuH7tDjTXWe++x0ubE43MRH6UUehQoiJI0XyHvoGXPxNYQZJUQY6+hzUdNj4\n", "38dqmZlk5vmFqZgNOg5d7aCkupPH8+N5ek4ST85KJNKgJeqOw12jTsOp2m7PdnldD502x6hF8k61\n", "XTZ+dayWmg4bLy9O47EZCfc8BA8Wtfe11JyfmnPzhxTJUTT12Cmp7qKuy8by7Fj+o7yRopw4/niq\n", "HgW43NpPWnQEOfEmz+K5Zxus/DjayNzUKOxOBbeieEab3TYnf73YyuzkKK61D57hzomLIHoMfcPd\n", "lW28Xzc4Zej1khvkJ5qZmSxzIYUIpNAchgSZy63w5tkmfnuyjp0VbVS193O5tQ+ny83QZdzb+xx0\n", "25zD3ts+gyXuAAAWUElEQVTZ7+THh2v4yvZKDl5uZ+BmP7Pf6eJodRcut8LfPJDBy/en8cqjOSSY\n", "fe8d2u+Y0uMK4fvjhEtfy+F009HvwO4c23SpcMnPH2rOzR9SJEdgd7r5qPn2nMP3a3t4YmYCN7rs\n", "fCwnDhg8+1ycG4d1wOWZLJ6XEIlBp6G0uouGngF+8t51qm/Oi4wz6Xl2fjL7Lrfzx1P1aBTnqAvt\n", "KsrgIr4dfcPvSrl2ThLTYiPQaeBzS9KYrrKFeidbR7+DP75fz3/ZWsFvT9TSFoYLiYjAk8PtITpt\n", "DuwON7GRej45L5mfvHcdGFyEtzg3jrquAdKijTy3IIW4SD3/cryWU7U9PD03mSiDlgezY9lb2T7s\n", "M50371Ueodfx3IJUlmTGoNVqyEuIpNvmpM/hJsFs8Cye4VYUTlzv4qdHrhNp0PKdx3M9qw/lxEfy\n", "s7UF2Jxu4iL1mPS350x29js4VdvNtXYbD+XEMiclyqebrQVKOPS1Klv6ePt8CwA7K9pYnBnNilzf\n", "VpYPh/z8pebc/CFF8qYbnTb++d1r1HTaeXFRKuvuS+YXT82kvc+Bw63w7b1VuG4e3X6lKItPzE5C\n", "AZxuhR0XW1g/N5neARerZyVw4noXjdYBPr0wddhoLzpC75k8Xt3ez3f3X6Wxx8G6+5J4YVEqzdYB\n", "rAMuSqo6sQ64sA64+HnpDX72ZIFn6arRpvacvNHNz24W9b9ebOGXT88K+M3Mwp3LPbxdMcYjbjFF\n", "SJG8ae+lNq7ePKHyf8sbuT8zmrmpg5PC36/t8hRIgKtt/bT3OXhxURotvQ4+PiuRv5xt4q1zzSxI\n", "i+IHq/Mw6LTER+pHvUJmb0UzjT2Dh9Ona7vJio3gX07UAfBIXjxLMqN5v67H537I1bZ+z+MBl3JX\n", "r3SyhcM9YGYmmynOjaOkupPCzGjuS/H9JFg45OcvNefmDymSN925UK5Wo6Gxx87p2m5cbvjqQ9P4\n", "eekNIg1a8hIj2X+5jd4BF/kJkfTYnLT0Dha8c4291HfbSbEY0QI2pxuXWyHRbBh2+Gsx3t7fnNQo\n", "zzXaAIerOvjbB9Jp6LHz1RXTfVoA9WO5cbzzUSsOt8LMpEivE97FoOQoI/+wYhpfWpqB2agb00wD\n", "MXXI/xU3rZwRT0WTlaoOGy8sSiXNYuD1khucuD44r3FRuoV/fHg6DT0D/Km8kcIsC9ERBg5caefz\n", "hRnDPqvL5uS1QzX852WZvHm2iT6Hi6+umIaGwcPlWclmHp+VQn2vi4qWPj6WGwcK1HcPXoKYFRvB\n", "QzlxPDErkTiTb2e/56ZG8YunZ9Jjc5EeYwzYrXB9FS4jEUuEHosfxTFc8vOHmnPzhxTJmzJjTXxn\n", "ZR42pxub083x691caevjhUWpGLQa+p1u0Aweiuu1Gh6fkUhylIHzDT109Tv4zP1pnG3oYeWMBPoc\n", "Lj61MIX367t5YmYCbgV+d7KOlQWJ/PmDan7yZAEL0i38w4rp2J1uoow68hIimZlspnfARXFePJmx\n", "YztzrdVoZP1IIQJAiuQQZqMOt9tNdbcdLfCfl2Xx6+O1tPc7mR4bwcoZ8fziqZlE6AaLpsOl8K1H\n", "c+i0OajpsPPg9Fj6nW6MOi03Om3MTbXw2xN1GHUavrQsk94BFwpwrb0f67VzFBUVeQ7z06Ij2DAv\n", "JZjpTyi197XUnJ+ac/OHFMkhWnoHOF7TxdvnmkmxGCjOjae9f/AEyPUuOw3dAyzOiGbj2UY2nm1G\n", "w2CvMi5Sz6+P1+JSINak56sPTSPBbOR3J+tQALtLYedHrcxLi0KrgfzESHqteq6199Fjd5MRbSQp\n", "yIfHQoiRSZEc4kaHjV8fr8WtQKN1gMdmJAz7uU6rYc+lNmYkmflKURZ/PtPE7so2HsyO9Zz97rI5\n", "sQ44cboVTHotfTevkomO0LEiJ46VMxKZmWymgjl8efslHC6F+alRfLloGmcaBi85XDY9lowwP/Gi\n", "9pGImvNTc27+kCI5hAIMnTpntTv5+4ey+KDOyoPZMbT1DuBSFH5wsJoInYYvLs3kUouVrLjbBc2g\n", "0zDgUrjQ1Ms3irPZeKYRS4SO/7I8i5yESBwuNzoNHLzSjuNmZY2LNPAvJ2s5Uz94l8STN7r59mM5\n", "fp1QEEJMLLkscYicBBOfW5KGVgML06OIizSw42IrZqOOxEg9b51r5lRtD58vTMfuUjha3ckn5yVj\n", "0Gj41qPZ/O0D6XylKIuCRBOP5sdR09HPtx/P4Qer85kWZ+J4TRdf33mZ352sY1rM7cPrjBgjlS23\n", "L4OsaO4dPFEUxtR+/a+a81Nzbv6QocoQiWYjG+YmsyInjn6Hi3/YcRm3Atc6bFgHnFgi9JTX9ZAc\n", "ZSAzJoLinFhae51UddjQaKCsupMV+Qm8X2dlQbqFJ2ffvjXD1bY+Xj1QhVuBipY+vr4ii79/KItr\n", "7f0U5cSh1WrYeKYJgDWzEumzuyAqWL8JIcQtUiTvYDbqyTbqudrWN+zQ2+lSPKuND7jcPDg9hmmx\n", "Ji409fKnDxrRauALhRmYDRosRgPZ8cMvCbQ73cM+70JzP18rnu7ZzoqNIDMmgrY+B5da+vjHPVf4\n", "+bpZnlXNw43a+1pqzk/NuflDDrdHYdJr+UbxdP7T0gyWZFj4xOxErrT2kRJl4Kn7kjnf2Etdt403\n", "zjQCg73Mdz5qJS8hksdnJBBrGv73Jys2gifvSwRgeqyRlQXxlFZ3UtXe79nfOxWt/PF0A6U1XbT3\n", "DZ4AEkIE15QeSbb1Oth/uY2Lzb2svS+JxZkx6LUa6rtsvHaohkutfWiAbz+eQ1yEjp+uLcCk16DR\n", "aPjM4jQMOg0JkQZaby5plhZtZHqs6a5LHAFiTAa+WJjBU/clYx1w8sruqzhcCmaDlp+tLSA/0cz6\n", "ucl81FwDwIPZsSSZw3MUCeqfa6fm/NScmz8mvUju2LEDl8sFQH5+PvPnz5/U/Tf12DlwpZ3WXgc5\n", "8ZH86+nBW7+W3ejmF0/PIiPayPlGq+ce1grw7tUO7E43p2t7WD83iXmpFv7n4Rq0Gvjmw9kcruog\n", "yqjjUwtSMXs5I33rErj9l9s8Z7b7HG7qu+3kJ5opyo7j9XVGeuxOsmJMPt/WQQgROJP+r9BkMrFq\n", "1arJ3q3Hjo9asdpdZMebqO2yeZ53K9A74KKtz0GT1eG5+RdAfkIkOz8aXICitsvOpdZ+HDcbjK8d\n", "quZHa/JZnBnjcwxpFiMaBguwTjO40MJgDAofNfXy+1P1xEXq+eET+cxICs9LDdU+ElFzfmrOzR+T\n", "XiRdLhdbtmxBURRyc3NZvHjxpO1bURRiTXouNPWy51IbXy7KwmLUYR1wsSQzmmmxEbgVePdKOy8v\n", "Tqe+205WbARaDZ4rb7ptLrLjTFxs6gUgQq+962ZcFxqt7KlsY1q8iUfz4km+42qa2clR/OTJAm50\n", "2shNiKTgZiGs67Lzu7J6ANr7nLzxQSPfW5UX6F+LEMKLSS+Sa9as8TzevXv3pO5bo9GQERPBhZsF\n", "7l9PNfDloiwyYiJIsRg995v59uO57PyolfQYIw9kxdBjd/JIXhzVHTaK8+Iw6jREGpJo7h1gw9xk\n", "ZiffnqtzvcPGt/Zc9dyr2+VSeOH+tGFxGPRauq+e4ck7/mLrtBq0mtsT2i0R914iLVSpva+l5vzU\n", "nJs/gtr0Mhi8LwM29Mu6NcF1vNtpsxej12pwuhWsAy76HS5mp0QNe/2MJDMfM7fgHnCTHpNGOhGs\n", "mG7B5YatH7bgdCv8j48lMdDZzrz0PKo7bDS2tmF29WFKyvQUSIArNxfDvTOe8+fP3xVfRGQk//RY\n", "Pr8vqyPVYmBl1u3fz0TlP1nbI+Wnpm2156f27bHQKMrk3nKvpqaG7OxsAHbu3MnatWtHfN3BgwcD\n", "cijuciuca7Cyp7KVmclRPJIfT6IPdyzssTn5qKWXtl4Hs5KjyEuM5HqHjYYeOwcut3PkWieP5sfx\n", "+SUZ/MvxWk7c6Mag1fD9Vbk8MC3W5/gURaHH7sKo02AaZVVzIYT/ysvLefzxx31+/aSPJGtqaigr\n", "KwNg0aJFk717dFoN92dGc39m9L1fPES0Sc/SIcXufKOVf7p5WL0iJ5bi3DgOXe1k3X3JJEYZ+Ozi\n", "NHRaDSeud7E4Mwad1rebcmk0GmJMk/61CCFGMen/GouLiyd7lwGx5Xyz57C6pLqLzy5O4/06HUad\n", "hncq2jyvm5Vsxul2o9MOHxWqve8j+YUvNefmD7nixk9D75lt1GlIsRj5p8dyyIqN4LOL0zzP/01h\n", "OhF6OWwWIlxNek/SV4HqSd7palsfDd0DpEQbmZEYidbHe1U39tjZ+VEr19r7+VhuPH0DDorzEkiK\n", "MtI34KKxZwCjTkNmbERQ738thBgu5HuSoeRKWx9f23EZm9ONQavhZ2sLmJ3i29I7adER/O3STJxu\n", "hb4BF5EGredyRLNRR16i3PNaCDWY0ofbDd12T1/R4Va4MeQKHF/ptYMnWka6Xtsbta/ZJ/mFLzXn\n", "5o8pXSRTLEZ0N4+ENUB6dHjfMkEIMfGmdE/S5Va41NLL9U47mbERzEw2YxzjiFAIEV6kJzkGOq2G\n", "+1It3JdqCXYoQogQJcOmIFF730fyC19qzs0fUiSFEMKLKd2TFEJMPWPtScpIUgghvJAiGSRq7/tI\n", "fuFLzbn5Q4qkEEJ4IT1JIcSUIj1JIYSYQFIkg0TtfR/JL3ypOTd/SJEUQggvpCcphJhSpCcphBAT\n", "SIpkkKi97yP5hS815+YPKZJCCOGF9CSFEFOK9CSFEGICSZEMErX3fSS/8KXm3PwhRVIIIbyQnqQQ\n", "YkqRnqQQQkwgKZJBova+j+QXvtScmz+kSAohhBfSkxRCTCnSkxRCiAkkRTJI1N73kfzCl5pz84d+\n", "snfY2NjIwYMH0el0PPzww6Snp092CEII4bNJH0mWlZXx0ksv8elPf5qTJ09O9u5DxooVK4IdQkBJ\n", "fuFLzbn5Y9KLpNls9jw2Go2TvXshhBiTSS+SQ0+mGwyGyd59yFB730fyC19qzs0fk96TdLlcnsca\n", "jWbU18XFxVFeXj4ZIQWF2WyW/MKYmvNTc24wWFvGYtKLZH9/PzA4orz1eCRLliyZrJCEEGJUkz6Z\n", "vL6+niNHjqAoCitXriQlJWUydy+EEGMSslfcCCFEKJDJ5EII4YUUSSGE8EKKpJgQbrd72MwFtVF7\n", "fmJ0k352+17Uftnijh07PP/Y8vPzmT9/fpAjGr89e/ZQVVXF+vXrycjIANT1PY6Un5q+xwsXLlBZ\n", "WYnb7Wb58uVkZWWp6vsbKb8xfX9KiNm+fbvn8datW4MYSWDs27cv2CEExIULF5S6ujrPttq+xzvz\n", "U9P3eOTIEc/jd955R1EUdX1/I+U3lu8v5EaSar9s0eVysWXLFhRFITc3V7VrZsr3GD6Ki4vvek5N\n", "399I+Y3l+wu5Iqmo/LLFNWvWeB7v3r07iJEElnyP4Wf//v0sXboUUOf3NzS/sXx/IXfixtfLFtVA\n", "Lf/zjUS+x/By5MgRCgoKSEpKAtT3/d2Z31D3+v5Crkj6etliuKqpqfE8ttlsQYwksOR7DB9Hjx4l\n", "NTWVnJwcz3Nq+v5Gym8s31/IHW4vW7aMjRs3ei5bVJuamhrKysoAWLRoUZCjmRgHDhygqqoKk8lE\n", "Tk4OxcXFqvoeR8pPLd9jc3MzpaWlzJ49m4qKCnp6enj55ZdV8/2Nlt9Yvj+5LFEIIbwIucNtIYQI\n", "JVIkhRDCCymSQgjhhRRJIYTwQoqkEEJ4IUVSCCG8kCIpJoTL5cLtdgc7DCEmnBTJMPbqq69O2Ge9\n", "9dZbbNu2jW3btrF9+3a6u7uH/Xznzp0jvq++vp63336b119/nba2Nr/3//777/Pb3/7W7/er1Wi/\n", "9zvt3buXzZs3BziaqSnkrrgRvvvSl740YZ+l0WhYv379qD8f7dK0jIwMnn32WQ4fPjyu/S9ZsmTY\n", "pWJikK+XBK5evZotW7YEOJqpSYpkGGpsbOTEiRNcvXqVr3/9657n+/r62LJlCxaLBZ1OR2VlJd/4\n", "xjc8P9+3bx9WqxWdTofD4WDdunVEREQAEBERwebNm9HpdPT19bF27VpiYmJwOp3s3r2biooKtm3b\n", "BkBBQQFz584ddx4HDhygvb0dvV6PTqcbdrheWVnJmTNniIyMxGazUVhYSF5eHg0NDfzbv/0bBQUF\n", "PPPMMzQ1NfHmm2+SnJzMpz/9afT60f+X3rNnD5WVlcTHxxMTE0NfXx8LFixg3rx5XvcJUF1dzb59\n", "+1iwYAHV1dUYjUZSUlJYsWIFAKWlpbS0tKDT6bDb7QA8++yz9/wdVFdXU1paisViQavV0trayhe+\n", "8AUA3nvvvWG/9/j4eB5++GEAnE4nW7duRavVoihKWC+KG/LGv6SlCJa33npr2HZVVZWyd+9ez3Z1\n", "dbXncWlpqVJZWenZ7unpUTZv3jzi59rt9rt+due+7nTo0CGlubnZ59gvXLigHD9+3LPd0tKi/PjH\n", "P1YURVF6e3uVP/3pT8Nev2nTJmVgYEBRFEVpampSDhw44PnZxo0bfd7vN7/5TcXlcnm2//KXvyh9\n", "fX333OetmH/5y18qdrt92OsqKyuVkydPerbdbrdSWlrqUzzvvPOOUlNT49ke+p0pyui/9x07digt\n", "LS2e7ZMnTyqbNm3yaZ9ibGQkqSK5ubm4XC727t3rWeoqOzsbgLq6OoqKijyvtVgso37OZCyyevny\n", "ZVavXu3ZTkpKIisrC4Cmpia6u7s9IygYXKmlo6ODlJQUUlJSaGlpAQZH1WMZRc2fPx+t9nYrfubM\n", "mdTX16PVar3u85bHHnvsrt/PpUuXWLVqlWdbo9EM+11784lPfIJTp05x8eJFnE4nKSkpnu/MG6vV\n", "OmzZr0WLFnH9+nWf9inGRoqkipw9e5aFCxcyY8YMAI4dO0ZNTQ3Z2dlkZWVx6dIlZs6cCQz+I7vF\n", "7XZz7do18vPzAejs7MRkMgU01oKCAs6cOcPy5csBaGlp4caNGwBkZWWRmpo6rEd655nzJUuWcPr0\n", "aW7cuMG6det83u+HH36I2+32FMorV66wdu1adDrdPfepKMqIayvm5eVx/vx5CgsLPc8N/V1788EH\n", "H/DAAw94tv/85z97Fob1JioqitbWVk+hLC8vH7ZQrpg4sgpQGDp8+DCdnZ2cP3/eMzJas2YNO3fu\n", "HDZKAnjqqac8z93qSWq1WhwOB0899ZSnJ3n48GGampqIiIjA4XCwYcOGYf299957j/b2drRaLU6n\n", "k6KiItLS0jz90aqqKlJTU4mOjmbNmjU+jUb3799PR0cHJpMJm81Gc3Mzy5cvp7CwkBs3bnDq1ClP\n", "DFarlXXr1hEdHe15/x/+8AfS0tJ48sknff7d/e53v8NisWAymXA4HCxcuJDZs2cDeN1nWVkZZ86c\n", "ASAlJYXMzMxhxe3QoUPDfj+zZs1iwYIF94znN7/5Denp6SiKgtvtHtbnhMFie/bsWSIiIjy3Gliw\n", "YAFOp5O3334bg8GAVqvFYrFw6tQpXnzxxWHrJorxkyIpppRNmzbx3HPPBTsMEUZknqSYMvbs2UNF\n", "RQW7du0KdigijMhIUgREdXW15/D0Tjk5OQFZzTsY+/TGarVy8ODBEXuFFoslrFf8nkqkSAohhBdy\n", "uC2EEF5IkRRCCC+kSAohhBdSJIUQwov/HyM8hqWEabtYAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.399985\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPeZ4PtvVakWlUor2iWQhBAIbDA2GDBmZKfDojbg\n", "ALETbNpJ+trJ7Y4n0/d2kvs48yTT497ca5yZTMd2OplJutvBBgPCyOwEsAUGgcE2iwEjIVlIaF9L\n", "qpJqOfcPQYEAFaVSHVXVqffzPDxPnVPLeV8VenXOe37nd3SKoigIIYS4K324AxBCiEgmRVIIIfyQ\n", "IimEEH5IkRRCCD+kSAohhB9SJIUQwo84NT/c4XDws5/9jG9+85vk5uYCsGPHDjweDwDFxcXMnj1b\n", "zRCEEGJcVC2Shw8fZsWKFSPWWSwWli1bpuZmhRAiZFQrkl1dXVitViwWy4j1Ho+HrVu3oigKRUVF\n", "PPTQQ2qFIIQQ46ZakayqqmLlypVcuHBhxPry8nLf4127dqm1eSGECAnVimRLSwvvvvsura2tFBYW\n", "+nqStzIajaO+f+/evRgMBrXCE0LEqJSUFObNmxfw61Urki+88AIA58+fJyUlxbe+vr6egoICAJxO\n", "56jvNxgMciguhAi5U6dOjen1qg4B6uzspKqqirNnz/rW1dfXs3nzZjZv3syMGTPU3HxEq6qqCncI\n", "qpL8opeWcwuGqme309LS+M53vjNiXVlZmZqbFEKIkNJF6lRpBw4ckMNtIUTInTp1ii9/+csBv16u\n", "uBFCCD+kSIaJ1vs+kl/00nJuwZAiKYQQfkhPUggRU6QnKYQQISRFMky03veR/KKXlnMLhhRJIYTw\n", "Q3qSQoiYIj1JIYQIISmSYaL1vo/kF720nFswpEgKIYQf0pMUQsQU6UkKIUQISZEME633fSS/6KXl\n", "3IIhRVIIIfyQnqQQIqZIT1IIIUJIimSYaL3vI/lFLy3nFgwpkkII4Yf0JIUQMUV6kkIIEUJSJMNE\n", "630fyS96aTm3YKhaJB0OB6+88gpNTU2+dc3Nzbz55pu89dZbXLt2Tc3NCyHEuKlaJA8fPsyKFStG\n", "rKuurmbDhg2sX7+e48ePq7n5iLZkyZJwh6AqyS96aTm3YKhWJLu6urBarVgslhHrrVar77HJZFJr\n", "80IIERKqFcmqqqq7/kW69WS60WhUa/MRT+t9H8kvemk5t2CoViRbWlp49913qaqq4uzZs771Ho/H\n", "91in0/n9jFu/rKqqKk0tnzlzJqLikfwkv1haHgvVx0meP3+elJQUcnNzAdi2bRtr165FURQqKytZ\n", "vXr1Xd8n4ySFEGoY6zjJOBVjobOzk6qqKgoLC31FcuHChWzcuBFFUVi6dKmamxdCiHFT9ex2Wloa\n", "3/nOd1i+fLlvXW5uLs888wzPPvssmZmZam5+wimKwoXWfrafa+Pk1V4GhtyjvjbYXf9oIflFLy3n\n", "FgxV9yRjzZVOJz9873MGPcMdjL9aPpWFU5LDHJUQYjzkipsQ6nC4fAUSoKbTMeprtT4WTfKLXlrO\n", "LRhSJEMoJ9FEmnV459yggznZtjBHJIQYLymSIZSfbOEfnijhL5dN5WdPTmdmZsKor9V630fyi15a\n", "zi0Y0pMMsSkpFqakWO79QiFEVJD5JIUQMUXmkxRCiBCSIhkmWu/7SH7RS8u5BUOKpBBC+CE9SSFE\n", "TJGepBBChJAUyTDRet9H8oteWs4tGFIkhRDCD+lJCiFiivQkhRAihKRIhonW+z6SX/TScm7BkCIp\n", "hBB+SE9SCBFTpCcphBAhJEUyTLTe95H8opeWcwuGFEkhhPBDepJCiJgiPUkhhAghVYvk0aNH2bZt\n", "G9u2beOjjz4CYMeOHVRUVFBRUcGZM2fU3HxE03rfR/KLXlrOLRiq3uNm8eLFvsd79+4FwGKxsGzZ\n", "MjU3K4QQIaP6jcDq6urYsmULa9euBcDj8bB161YURaGoqChm+45av7ex5Be9tJxbMFQvkoWFhbz4\n", "4ots376dqVOnUl5e7ntu165dam9eCCHGZUJO3FgsFhITE+9YbzQa/b7v1t5IVVWVppZfe+21iIpH\n", "8pP8bizfeBwp8aixPBaqDgHq7OwkLS0NgPfee4+VK1dSX19PQUEBAJWVlaxatequ79X6EKCqqipN\n", "H9ZIftFLy7nB2IcAqXq4feTIEQYHBwGYP38+APX19VRXVwMwd+5cNTcf0bT8nxAkv2im5dyCoWqR\n", "XL169R3rysrK1NykEEKElAwmD5Ng+yPRQvKLXlrOLRiqn90WQsSeHoeLsy39dDnc3J+dQGFqfLhD\n", "CpoUyTDRet9H8oteocjt9zVdvHasEYBJ1jheXT2d7ETzuD83HII63D558mSo4xBCaMiJhl7f444B\n", "Nz1OdxijGR+/e5JvvPEGGRkZeL1eampqyM/Pp6GhAZvN5jtbLYKj9WEWkl/0CkVuy6encbKxD4Dp\n", "6fFMsvofEx3J/BbJ+fPnM2/ePLZv387zzz9Peno6bW1tHDx4cKLiE0JEoUcKkvnpqhLsgx4KUi2k\n", "J5jCHVLQ/BbJefPmAcPXW6enpwOQkZGBxWJRPzKN0+peyA2SX/QKRW7mOAP3Z9tCEE34BdSTdLtH\n", "9hOcTqcqwQghRKQJqEimpaVx7NgxnE4nx44dIzU1Ve24NE/rY9Ekv+il5dyCEVCRXLp0KUlJSezZ\n", "s4ekpCSZD1IIEbSrPU4O1XZx8movfYORf9Zb7nEjhJgwrfYhXtp1mas9w3M6/Nmjk1k5M31CY1Dl\n", "Hje39yR///vfjy0qIYQAuh1uX4EEeP9KFxG6n+YTUJHcuXPniGW73a5KMLFE630fyS96qZlbSnwc\n", "k5NvXnlTVpSKTqdTbXuhENBliV6vV+04hBAxINNm4uXlU7nc4cBmMjAjwxrukO7Jb5Hs6urC7XbT\n", "399Pe3s7iqLg8XhkTzIEtDzODiS/aKZ2bvnJFvKTo2estd8ief78eVwuFy0tLZw9e3b4DXFxd50n\n", "UgghtMhvkXz00UcByMzMZNasWRMSUKzQ8rW/IPlFMy3nFoyATtxIgRRCxKoxT5VWX18vJ3JCQOt/\n", "qSW/6KXl3IIRUJH8p3/6J+rr69m5cyeNjY28++67asclhBARIaAiOWPGDN9tYBcvXqxqQLFCy+Ps\n", "QPKLZlrOLRgBFUmPxwOAwWBQNRghhIg0ARVJu93O3r17KS4uVjuemKH1vo/kF720nFswArriZt26\n", "dbS0tFBUVMQnn3wS8Imbo0eP0tLSAsCUKVOYN28ezc3NHDhwAIPBwGOPPUZOTk7w0QshhMoC2pO0\n", "Wq0UFRUB8MADD7Bu3Trfcw6HY9T3LV68mLVr17J27Vo6OjoAqK6uZsOGDaxfv57jx4+PJ/aopvW+\n", "j+QXvbScWzCCulvirfbt2+f3+bq6Ov75n/+ZadOmAcMF9waTKXrveyGEiA3jLpL3OvQuLCzkxRdf\n", "5MSJEwAjpkUyGqP3DmrjpfW+j+QXvbScWzDGXSQDYbFYSExMBG6eKQfuOUXSrbv9VVVVsizLsizL\n", "IVkei3HPTF5RUcGaNWvu+lxnZydpaWkAvPfee6xcuZJt27axdu1aFEWhsrJy1MkytD4zeVWVtq+P\n", "lfyil5Zzg7HPTB7Q2e1gHTlyhMHB4VmI58+fD8DChQvZuHEjiqKwdOlSNTcvhBDjpuqe5HhofU9S\n", "CBEeqtzjxh+LJXomzxRCiLEac5F0Op0jlsvLy0MWTCwZrYnscHkYdHvu+lw0CbZJHi20nJ+WcwtG\n", "QEXyF7/4BUePHgWgra1N7paoknPNdv688nN+tKuG2o7RB+kLISZOQEUyNzfXN/vP5MmT6ezsVDWo\n", "WHD72cM2+xD/bV8tNR0Ozrb087OqLxgYit49Si2fHQVt56fl3IIRUJHU60e+LC5O1ZPiMcnjVXC4\n", "bg7M7xv04I7w+xELEQsCKpJut3vE8tDQkCrBxJLb+z7pNhPf/09T0OvAbNDxvUfzSTJH7x8jrfe1\n", "tJyflnMLRkC/hbNnz+add95h6tSp1NTUcP/996sdV8yJ0+som5pCaWYCeh1kJ8p17UJEgoDHSTqd\n", "TpqamsjJySE+Pl7tuGScpBBCFapdcWOxWJg6dWpQQQkhRLQKqCe5bds2teOIOVrv+0h+0UvLuQUj\n", "oCJ5+3Rou3btUiUYIYSINAEVSZPJRGtrq2/5xqQVInhaH4sm+UUvLecWjIB6kv39/bz66qu+EykX\n", "LlxQZVILIcai1+mm2+HGZtaTZpXRAEIdAe1JxsfH88orr/D000/z9NNPM3v2bLXj0jyt933Uzq+9\n", "f4hXP/iCF7Z8xv/33mUaup33flMIafn703JuwQioSN5+unzOnDmqBCNEoGo7HRyp7wHgi55BTjf1\n", "hTkioVUBFUmbzTZiWYYCjZ/W+z5q52cxjPyvm2AyqLq922n5+9NybsEIeKq0uro6qqurcbvd1NbW\n", "qhmTEPdUnG7lxUfyKEy1sPa+DB7Isd37TUIEIaAieezYMZqamrh69SpxcXExfb/sUNF630ft/BJM\n", "Bp6clcGrq6fznYV5pCdM7IkbLX9/Ws4tGAEVyaamJhYvXuybDSghIUHVoIQIhE6nI8FkwKD3f9dN\n", "IcYjoCJpMExsvycWaL3vI/lFLy3nFoyAiqTD4cDlcgHgcrnuuAJHCCG0KqAiuXz5ct58800uXLjA\n", "u+++y7Jly9SOS/O03veR/KKXlnMLRkBX3KSlpfGtb31L5VCEECLyBDyf5Pnz56mpqWHGjBlMnz49\n", "oA8/d+4cFy9exOv1smjRIvLz89mxYwcez/C9W4qLi0e9ekfmkxRCqEGV+ST37dtHcnIyK1as4OOP\n", "P+bQoUM8/vjj93xfR0cH69atA2Dnzp3k5+djsVjkcF0IETUC6kl2d3ezYMECTCYTCxYsoKOjI6AP\n", "Lysru2Odx+Nh69atbNmyhVOnTo0tWg3Ret9H8oteWs4tGAHtSRqNxruu7+3tJSkp6Z7v37dvHwsW\n", "LACgvLzct17mpRRCRLqA9iQHBgZob28HoL29nRttzIMHD97zvYcPH6akpIT09PQ7nhut+N5w61+0\n", "qqoqTS1LftG9rOX8lixZElHxqLE8FgGduPnpT3/K0NAQeXl5NDY2UlhYiMFg4MKFC/zkJz8Z9X0f\n", "fPABGRkZlJaW+tbV19dTUFAAQGVlJatWrbrre+XEjRBCDaqcuCkrK2P+/Pl3rD958uSo72ltbeXI\n", "kSOUlpZy4cIF+vr6eO6556ivr6e6uhqAuXPnBhyo1lRVVWn6ygbJL3ppObdgBFQk71Ygb6zfv38/\n", "S5cuveO5zMxMXnrppTvW3+1kjhBCRKqAp0objd1uD0UcMUfrf6klv+il5dyCMe4iKYQQWiZFMkyC\n", "PdMWLSS/6KXl3IIhRVIIIfyQIhkmWu/7SH7RS8u5BWPcRVKnk1mhhRDaFVCRbG1tHfW5sQzKFDdp\n", "ve8j+UUvLecWjICK5G9/+1t6enru+tztt5sVQggtCWgweV5eHh9++CF9fX08/PDDFBYWqhyW9mm9\n", "7yP5RS8t5xaMgIrkU089hclkwuv1cvLkSQ4fPsw3v/lNtWMTQoiwC+hwu7e3F4DOzk6uXr1KSkqK\n", "qkHFAq33fSS/6KXl3IIR0J7kW2+9RXp6Ounp6axatQqTaWJvBC+EEOESUJFMSEjg61//ugz3CSGt\n", "930kv+il5dyCEdDh9oYNG6RACiFiUkBF0mQyUVdXR3V1NW63m9raWrXj0jyt930kv+il5dyCEVCR\n", "PHbsGE1NTVy9epW4uDiOHz+udlxCCBERAiqSTU1NLF68GL1++OUJCQmqBhULtN73kfyil5ZzC0ZA\n", "RdJgMKgdhxBCRKSAiqTD4cDlcgHgcrnwer2qBhULtN73kfyil5ZzC0ZAQ4CWL1/Om2++SXNzMx6P\n", "Z8S9s4UQQssCuqVsOMgtZYUQahjrLWWDmk9y9+7dwbxNCCGijt/D7b/5m79h5syZ9PT0cOnSJe6/\n", "/34+/fRTioqKJio+zdL6vY0lv+il5dyC4bdI/tEf/REFBQW8/fbb/PVf/zUGg4Gvf/3rbNq0KaAP\n", "P3fuHBcvXsTr9bJo0SLy8/Npbm7mwIEDGAwGHnvsMXJyckKSiBBCqMFvkSwoKADAaDT6hgHFxcVh\n", "tVoD+vCOjg7WrVsHwM6dO8nPz6e6upoNGzYAUFFRwZo1a4IOPppp/S+15Be9tJxbMALqSTqdzhHL\n", "drs9oA8vKyu7Y92tBVZmExJCRLqAiuTcuXN56623OHXqFBs3bmTu3Llj2si+fftYsGABALeeTDca\n", "jWP6HC3R+lg0yS96aTm3YAQ0TnLWrFkUFRXR2NjImjVriI+PD3gDhw8fpqSkhPT0dAA8Ho/vuXvN\n", "LHRrA/nGF6eV5TNnzkRUPJKf5BdLy2Mx7nGS+/fvZ+nSpXd97oMPPiAjI4PS0lLfum3btrF27VoU\n", "RaGyspLVq1ff9b0yTlIIoYaxjpMMaE/Sn9H6k62trRw5coTS0lIuXLhAX18fzz33HAsXLmTjxo0o\n", "ijJqcRVCiEgx7iI5mszMTF566aU71ufm5vLMM8+otdmoofWxaJJf9NJybsEI6oobIYSIFVIkw0Tr\n", "f6klv+il5dyCIUVSCCH8GHeRlBuEBUfrY9Ekv+il5dyCMe4iOZZT6UIIEW1kPkkhRExRZZzkoUOH\n", "7lhntVp56KGHiItTbRSREEKEnd/D7ZdffpmmpiauXbvGnDlzRvzLyMgIeMo0cSet930kv+il5dyC\n", "4Xc38C/+4i8AiI+PJy0tbcRzaWlpfPrpp+pFJoQQEWBcJ24itJ0ZFbQ+Fk3yi15azi0YARXJRx55\n", "5K7rFy1aFNJghBAi0gRUJLOysu66Pjs7O6TBxBKt930kv+il5dyCMabDbbfbfccs5UIIoWV+x0me\n", "PXuWs2fP4nK5mD17NufOnSMhIYHc3FzfTONqkXGSQgg1hPS+25999hnr169nw4YN7Ny5kw0bNrBm\n", "zRquXr067kDF6BwuD+ea7Xx0tZfOAVe4wxEipvktkjcGiuv1et/tF24si/Hx1/c5XNvF/1v5OT/a\n", "XcNrH16lz+mewMhCQ+t9LS3np+XcguF3nGRiYiKHDh3CbreTnJzMwYMHyczM9N1eVoTewJCHinPt\n", "vuXDV7r5o4eySbTIlU1ChIPf37ylS5dy7do1zGYzaWlp1NbWYrfbR70vjQjcaGPRzHF6ZmcnUNvp\n", "ACAn0USCKfr+KGl9rJ2W89NybsG45+5JTk6O7/HUqVNVDSZa9Q66udw+gNurMG2SlTRr8LfKNeh1\n", "fG1OFsWT4ul1ulk0JYX0BLk/uRDhEnBz0eVy0draitfrpa+vT82YokpL7yAVZ9t4aVcNP95Ty69P\n", "NDEw5Lnn+/z1fTJsJspnpPO1B7KZkmoJZbgTRut9LS3np+XcghFQkaytrWX79u3s3bsXgB07dqga\n", "VLQ412xn85kW9lzq8K3b/3knPYPRd6JFCHF3ARXJkydP8tRTT2Gz2dDr9dhsNrXjinhDHi9vHG+k\n", "rnuQGRlW3/qZmVYSjPfuIWq97yP5RS8t5xaMgE6ZWizBHfJ5vV4URdHk2XA9kGyJ43hDL2vvy+Cb\n", "83JIshiYl5dEkpyJFkIzAtqTdDgcI5bd7nsfTu7evZvXX3+dlpYW37odO3ZQUVFBRUUFZ86cGWOo\n", "kSXOoOeFBXnMy0vk42t9zMq0sqo0ndwkc0Dv13rfR/KLXlrOLRgB7fLMnTuX//iP/6C3t5ctW7YE\n", "dElieXk558+fH7HOYrGwbNmy4CKNQAWpFl5ePhW3R8EahcN0hBD3FlCRnDFjBpMnT6alpYX8/HyM\n", "xuCGuHg8HrZu3YqiKBQVFWni2myTQU8w9VHrfR/JL3ppObdgBNw8s1qtFBUVjWtj5eXlvse7du0a\n", "12cJIcRECKgnuXPnThoaGqirq+N3v/sdly9fHveGA9kbvbU3UlVVpanl1157LaLikfwkvxvLNx5H\n", "SjxqLI9FQLeUraio4Mknn+Tdd99lzZo1bNq0ia997Wv3/PDz58+TkpJCbm4uAPX19RQUFABQWVnJ\n", "qlWrRn2v1qdKq6qq0vRhjeQXvbScG6h0S1m9Xo9er/cNBTKb730Gd//+/dTW1mKxWCgsLKSsrIz6\n", "+nqqq6uB4ZNBsUzL/wlB8otmWs4tGAEVyaGhIex2u69IBnIDsKVLl96xrqysbIzhCSFEeAXUk8zN\n", "zaWiooJFixZx9uxZamtr1Y5L84Ltj0QLyS96aTm3YAS0J7l48WIWL14MQGlpKdOmTVM1KCGEiBQB\n", "nbgJB62fuBFChEdI73Ezmt27dwfzNiGEiDoBFcm9e/eyadMmXnnlFTZu3Mjp06fVjkvztN73kfyi\n", "l5ZzC0ZARdJut/O1r32N++67j2eeeYaSkhK14xJCiIgQUJHU6XTA8NRncPMuiiJ4Wh+LJvlFLy3n\n", "FoyAiuSNqdEMBgO9vb24XHIvaCFEbAioSH71q18FYPny5Rw4cIBZs2apGlQs0HrfR/KLXlrOLRgB\n", "X5YIw5cjrl27VtWAhBAikgQ1BOj9998PdRwxR+t9H8kvemk5t2AEtCdZVVXFtWvXfPeq+eyzz+Q6\n", "bCFETAhoT7Kjo4Onn36adevWsW7dOp5//nm149I8rfd9JL/opeXcghHU4XZ6enqo4xBCiIjk99rt\n", "GzfyOn78OJMnT/ZNnnv06FFeeOEFVQOTa7eFEGoI6bXbN3a7Fy5c6CuQQggRS/wWyWeffZZZs2b5\n", "xkXW1NRgMBj4xje+MSHBaZnW+z6SX/TScm7B8FskbTYbAPv27cNut7NixQp6e3s5evTohAQnhBDh\n", "FtCJm+7ubhYsWIDJZOLhhx+mo6ND7bg0T+tj0SS/6KXl3IIRUJEc7favvb29IQ1GCCEiTUBFcmBg\n", "gPb2dgDa29t9NwI7ePCgepFpnNb7PpJf9NJybsEI6Iqb5uZmfvWrX5GXl0djYyOFhYVs3ryZCxcu\n", "8JWvfEXtGIUQE8SrKFizC7nS6SA3yYQ5zhDukMIuoCJZVlbG/Pnz71h/8uRJv+/zer0oiuK7nFHc\n", "FIq+T3PfIM19Q6RY4ihMiw9BVKGj9b6WVvM72dDLf3+/Hbe3jT99JI8nZqRjjgvqmhPNCKhI3q1A\n", "+lsPw/fBqa2tZc2aNb4xls3NzRw4cACDwcBjjz1GTk5OECGH1tUeJ32DHrJsJtKsd++9RqKm3kF+\n", "sqeGhp5BLHF6/nHlNGZkJIQ7LBHF7INu3qhuxO0dbqe9/mEjC/KTyUs2hzmy8FLtT0R5eTmPP/74\n", "iHXV1dVs2LCB9evXc/z4cbU2HbBLbf18b/sl/uzdS/z9oXra+4cmZLu1HQPsPtfI+ZZ+XB5vUJ/R\n", "2OOkoWcQAKfbyydNfaEMcdy03tfSYn5Gg44Mq8m3bDMbMBl0YYwoMkzofRisVqvvsclk8vPKifH+\n", "lW76hzwAnG7qo6FnkPQEdeO60ung++9dpn/Ig17Xyj+uLGF2tm3Mn5NsMaLXwfU/+uQlW0IcqYg1\n", "5jgD330kj9+cbMLu8vL8w7lk2ML/expuE1okb71MfLRhRRMpN+nmYYReBzaT+r3TFvuQrzB7FbjU\n", "NnBHkRwY8nCxbYAep5upk+KZknJnASyeFM/f/eE0PqzvoTTDypwgCq2atNqzu0Gr+U1JjefHS6ei\n", "KGDQy14kTHCR9Hg8vsc3bi7mT1VVle8/443Dm1AuZ6dl8cKCXD5r6efxAivddZ9B+jzVtgeQO/Mh\n", "LHF6nO7hw+ziSfF3vL66oYe/PVgPQGaCkX9cWULNpydGfN6HR4+g0+n400cfVTVeWY69Zb1OR9WR\n", "yIlHjeWx8DsL0HidP3+elJQU34mbbdu2sXbtWhRFobKyktWrV4/63kiYBcjh8uD2KCRaQvu35PO2\n", "fi429zAlPZHSjARMt509fOVgHQdrunzLr64q4b4I21O8l1v/wGmRlvPTcm4w9lmAVNuT3L9/P7W1\n", "tVgsFgoLCykrK2PhwoVs3LgRRVFYunSpWpsOiSudDv5H1Rf0Dnp48ZF8HspLDGjvNxAlGQm0XDzN\n", "nNl3/4+4aEqSr0hmJhjHdNa9f8iNy6uQbI4LWbxCxDJV9yTHI5x7kkMeLz/eXcPH1+wAmAw6frmu\n", "lNwJOjlysyfpYuok6117kndzpdPBTz+op9vh4buP5LFgcrL0lYS4TUjnk4xVildhwHVzaI7Lo+CZ\n", "wD8lVpOBB/MSebw4LeAC6fEq/Kq6kYttDlrsQ/zVgTqaegdVjlQI7ZMieRdmo4E/fSQPm8mAXgd/\n", "/p+mkJ0Y2qEQoR5n51UUBm8Zc+nxKnjDeJCgxXGEt9JyflrOLRgTenY7mtyXZeP1daV4vArpCUZc\n", "HoWajn70eh1TUsxYIuyaVoNex3MP5vBZXj/9Qx7yky0jhjgJIYIjRdKPzOsDaQfdXnZ81s6vTzQB\n", "8L3F+TxRmj7mfp/T5aGhZxAdsGDR4pDGerbZzo921+D2KhRPsvBE6SSMhvAdKGj57ChoOz8t5xYM\n", "OdwOQLfDxW8/uuZbfvN0MzUdA2P6DJfby+5LHbxYcZEXKy5yqLYLjzd0h8NVdT2+a25rOpy02l0h\n", "+2whYpkUyQCY4/TkJt3sSeYkmTla1+O3yDndHlr6BulxuAHocrj51+rhPVEF+PWJJnqc7pDFWDLp\n", "5ixAZoOOpBCP7Rwrrfe1tJyflnMLhhxuByAl3sgPywqovNCOQa8jN9FMQ7eD0Y627YNutp5t4+1P\n", "WpiWHs8PygpINBvISTTxRffwGedsmzGkkwcsmJzES48XUN/tZNHkZIoibOo0IaKVjJMMQP+Qh4pz\n", "rVRd6SYr0cTqmRnUdDpIMht4KC/J17u84WyznTdPNzM/P4kep5sZGVYeLUzhSqeDdz5tJc4Aq2dm\n", "cKKhlwtt/Tw5K4O5uYkyplGICRAxV9xoSV2Xg99+1AzArCwb/3L0Klevj0FcWTqJFx/JJ+6WkyQu\n", "j5c5OTbeON4IQILJwORkC0Vp8fzw8QIAtp5t5f9c73OeuNrHz78yneJJVoQQkUV6kgHQc3MPLzU+\n", "zlcgAT5tttPrdFN1pZvXj13lw/puzjT3jRjI3T/kocsx8kRKfYedRVOSWD0znbwkMwNDwc0rGam0\n", "3tfScn5gO6QsAAAUY0lEQVRazi0YUiRv0T/koWNgyHeW+IbCVAt/sjCPZEscQx4vj09N8T23ZlYG\n", "DT1O6roc2EwG/uXDq0yympiXl+grrTmJpjsOyVfPysDjUaiq62ZJUTJZowxWH/J4Q3oWXAgxNtKT\n", "vO5qj5P/daSB2k4nzz6YxYrpk4g33hww7vJ46R10Y4kzMOj2UtvpwGzQkWg2cOByF29/2orRoOPb\n", "C3KxGQ1sOtPKypnppJgNpFmNGHQ6ZmXbaOhxsvF0Cx0DQywpTOE3H12jb9DD/3yyhCybGY+iMMlq\n", "RKfTceaanX+tbiQ1Po7nF+T5LlH0Kgp6mbxCiKBITzJIBy53cqppeEKLX3zYyIyMBGZmJqAoCjqd\n", "DqNBz6TrU9snmAy+mXnerx0ukDB8jfe+S508/3Du8PAeBf7tdDMJRgPLp6eRYTPx6+pGjtYP36/8\n", "UruDJ2els+1sGw6Xl/+8/SJOt5f/8uhk8pJM/HhvDY7r15ArCnzv0Xy2n2/n8/YBnp6TxYNyskcI\n", "1cnh9nVuz8hlvQ7OXOvjJ3tqef3YVa5d7zG29w/x6bU+rnQ6UBSFRLMBq/HmjzHTZqLP6eKJGZP4\n", "9YkmGroHudA2wL7PO3F7vbTcMsi7f8iDUa/je4vz+eXxJixGPSnxcfzD4Xqu9Q35CiRAx4CLs839\n", "bPq0ldNNdn6yp4b6bqe6P5Rx0HpfS8v5aTm3YMie5HXLpqfxUWMv9V1Onpmbhcmg5weVnzPoUai+\n", "Ovyar87O5G9/f4VzLQMYDTr+/g+nYR/y8PzDuXxwpZtEcxzLSlJJtsSRnmhm4yctvs93ur10Dbh5\n", "YsYkXj/WiMur8K15OXypOAWr0YDbq/Bp8/Ce7BMz0ukecLHhwSzePN2CJU7PtxfmceRKt+/zPAo4\n", "hm6r7EKIkIvpIul0e/i8zUGnw0VBioVXyqcx6PGSbImjvsvJ4C3zo33R7eRqt5NzLcOXI7o8Cgdr\n", "u5iZYeWXxxuZkZlAa/8QtZ1OvIrCpdZ+/nzJFF6t+gJznJ4XHs7l/bpuJieb+ZNH8rGZ9Cyakky8\n", "0UDvoJvKC+183u4AoKHbSWlGAvnJZv71q6UYDXpyk8xY4vTsu9zJgMvLl6elRvStPrV+/a+W89Ny\n", "bsGI6SL56TU7P95TC0CKJY6fri4h//rEujlJJlbNnETlZx2YDTr+cMYkugbcmAw6hq4Xz+K0ePKS\n", "zNyfbeN0Ux/z8pLocrjItJk4drWPBVOS+d9Pz6Jv0M1P9tbSdf0SxT9ZlMen1wb4UnEaMDyBRmPP\n", "zSFDjb1DfP2BLKanW8lKvFkISzMT+Jc1M3C4vGTYTCSH+dJDIWJBTPckP75+ogag2+keMSlEojmO\n", "P56fyyvlxfznxfm4PQq/r+nkOwvz+PK0VP5kUR6LpiQzyWpkWUkqr5QXs7gwmfxkCzs+aweGD4mz\n", "E030DnpYNTOd5x7KxmzQ0et083jezVsypFji+Nb8HN/ycw9moyjwWWv/HfcCz0u2MC3dGvEFMhr6\n", "Wg6Xh/dru3jlYB0HPu/03cUyENGQX7C0nFswIvs3TWUP5Nh458zwmekks4GMBCM9Tje9Tjc2k4GU\n", "+DhONfaSl2Sm1TGETqdDQaGj38WiyUaSLXGcb7FzqLYbS5yer9yXQV2nAxT4UnEqc3ISuNg2wH/f\n", "V8uQZ3hoz7Nzs5mTa6P78idQNFwYjQY95dMnMSszAZdHYffFdl4/PnyPm6/MyuD/Xpg74ooeERoX\n", "2wb469/XAXCwpou/LS9mfn5SeIMSESemi2S2zch3H8nDPujBajLgGHJzvsVOa7+LRHMcD2QnkGiO\n", "41BtN3NybDjcXt441sSfPTqZ0swE6roc/O3BejoGhvdA2/td/Nmjk5n8mJm3P2nlL/bWsnJmuu/w\n", "vGPARV6KmfuybJD16IhYLEYD2YkmzjT3k5Vo5pvzcvj3U9c4cbWX5+ZlkxRlRTIa+lp9gyNnYbox\n", "Y1MgoiG/YGk5t2DEdJH8onuQX3zY6Fv+q+VF/MfpFlrsw4e4Pyibwv8+OXx99cfX7Hx7QS6fXrNj\n", "jtPhVbz0DbpHXG7Y3u+i0+Hiv+2tJd5owOXxjhiQHqfXYYnT8/MjX/BIQQoP5NhGTIy77/NO3jg+\n", "PJ3a5BQzq2amk241kmCMrFnQtaIoLZ6cRBPX+oZIs8YxLV1mThJ3iski2dDtpL7bSbxRT/GkeGo6\n", "HNef0fkKpF6Hbw/xhkG3l3l5icQbDXQMuNj3eSffeCiH33x0Db0OVs1KR69T+O4j+dR0Okg0GdAD\n", "Ly8roq7LSfGkeP7Xkas024eo/KyDnz05nZmZCcDwFT3v3zLEp6F7kBcX5VOSYY3KAePRcO/m/GQL\n", "f//ENDr6XaRajWO63UU05BcsLecWjJgrkk29Tn606zKt/cMF8CdfLuRKp4PZ2TY8Cvxf83OIM+h5\n", "83QzBSkWMm1GWu0uiifFU5gaz/1ZCZxv7ef+LBsGnQ6318tfLivC6VZwe7384sNG/mBaGu+eHz55\n", "85VZGaycmc4jBSnsON9G8/UirDDy8M5o0PP41FQ+ax0eYjRtUjwFaRYSzTH3FU2o7EQz2YmRO5RK\n", "hN+E/wbu2LEDj2f4LGJxcTGzZ8+e0O232V2+Aglw5lo/312cT3VDj284UKLZwI8eL8A+5OYbD+UQ\n", "b9SjKGA06Pi3U82cbekH4C+XTaW9f4iNn7SQn2wmI8FEosVIaryRbzyUjUGv4+y1PobcXsxGAzMz\n", "E0gwGegf8jA7O4Gpk0Ye3i0tSWNyioWBIQ/T0uN9l0FGI63viWg5Py3nFowJL5IWi4Vly5ZN9GZ9\n", "0qxGEs0G+gaHC/XsHBsA564XPhi+XHDQ46Wpd4j8ZDOplji6HG4utw9wtqWfRwuTmZWZwBfdTmZn\n", "J5CfkstvPrrGwZpulk5LxeNV+LdTzRgNOv7rlwoxX+8pTku38j9WT6dv0E1T7yAnG3pxKwozMxMo\n", "SbeSaI6Ts6tCRJgJL5Iej4etW7eiKApFRUUTPvv45BQL//DENGo6HEyyGn09wdnZNjYyfBnhU7Mz\n", "+d3pZmo6neiA//qlQj6o62L1zAy+9VAWdpfiu19NyaR4lpWkcf56kd19qdN3+ObyKBy83MWjhTen\n", "VpuSaqG6oYcup5tfXf+MRLOBn62ezuTrs/xogdb7WlrOT8u5BWPCi2R5ebnv8a5duyZ68wAUT7Le\n", "MQv4nGwb/7yyhOa+QcxxejZdn9lHAT6o6+bB3CR+sreWpSWpXG53+N5X1+28Y/7JW8+z3H5IDcPF\n", "80rnzc/oG/TQMeDSVJEUQivCOvjOaDT6ff7Wkf9VVVWqLlcfO0pPzcfkJJlRGB5cfsN9WQn826lr\n", "ON1eTjb0jTgkzk82kxwfx8P5SSRb4lj/QBZzcxP5UlEyzz2QztKStDu2V5BioTTjZpGeZDWiDHRP\n", "aL5qL99YFynxSH6BLy9ZsiSi4lFjeSwmfNLd+vp6CgqG7/NSWVnJqlWr7vq6cN0IrNvh4lfVjUxL\n", "t9Le72JysoXJKWb+nx2f+17z/MM5ZNnMdDpcGHQ6Xjt2lXl5SSyYnMiXp6VhC+CMdHOfk6s9Q9gH\n", "3UxNi2dKqozRE2IijHXS3Qnfk6yvr2fz5s1s3ryZGTNmTPTm7ykl3kh6ggn7oAezQc8bx69iMuj4\n", "L4/mk2g2MD3dis0UR36KmcJUC1NSLPzponyWFCazcEpyQAUS4PInJ5mfn8TjxWmaLJDB/tWOFlrO\n", "T8u5BWPCe5JlZWUTvckRWu1DHKrt4lrvIOXTJzHj+ombW02bZOUvD1wBYHZWAqnxJspnWFk0JRlF\n", "UYg3GkYUwwfzEicsfiHExIq5e9z8nxNNvslwE0wGfv6V6b7p0W4Ycnup6XRgH/RQkGq54yZeQojo\n", "Jfe48UNRFC61jRwPeestEm4wxel9Q4OEELEtuqaWGSedTsdX52RhuD5E57GpKWQmhGcvUet9H8kv\n", "emk5t2DE1J4kwIO5ifzLmlIGXB7yrg/fEUKI0cRcT1IIEdsifgiQEEJEEymSYaL1vo/kF720nFsw\n", "pEgKIYQf0pMUQsQU6UkKIUQISZEME633fSS/6KXl3IIhRVIIIfyQnqQQIqZIT1IIIUJIimSYaL3v\n", "I/lFLy3nFgwpkkII4Yf0JIUQMUV6kkIIEUJSJMNE630fyS96aTm3YEiRFEIIP6QnKYSIKdKTFEKI\n", "EJIiGSZa7/tIftFLy7kFY8Jv8NLc3MyBAwcwGAw89thj5OTkTHQIQggRsAnfk6yurmbDhg2sX7+e\n", "48ePT/TmI8aSJUvCHYKqJL/opeXcgjHhRdJqtfoem0zhuZ2rEEIEasKL5K0n041G40RvPmJove8j\n", "+UUvLecWjAnvSXo8Ht9jnU436utSUlI4derURIQUFlarVfKLYlrOT8u5wXBtGYsJL5IOhwMY3qO8\n", "8fhu5s2bN1EhCSHEqCZ8MHlTUxOHDx9GURSWLl1KZmbmRG5eCCHGJGKvuBFCiEggg8mFEMIPKZJC\n", "COGHFEkREl6vd8TIBa3Ren5idBN+dvtetH7Z4o4dO3y/bMXFxcyePTvMEY3f7t27qa2tZc2aNeTm\n", "5gLa+h7vlp+Wvsdz585x8eJFvF4vixYtIj8/X1Pf393yG9P3p0SY7du3+x5v27YtjJGoY+/eveEO\n", "QRXnzp1TGhsbfcta+x5vz09L3+Phw4d9j9977z1FUbT1/d0tv7F8fxG3J6n1yxY9Hg9bt25FURSK\n", "ioo0O2emfI/Ro6ys7I51Wvr+7pbfWL6/iCuSisYvWywvL/c93rVrVxgjUZd8j9Fn3759LFiwANDm\n", "93drfmP5/iLuxE2gly1qgVb+892NfI/R5fDhw5SUlJCeng5o7/u7Pb9b3ev7i7giGehli9Gqvr7e\n", "99jpdIYxEnXJ9xg9PvjgA7KysigsLPSt09L3d7f8xvL9Rdzh9sKFC9m4caPvskWtqa+vp7q6GoC5\n", "c+eGOZrQ2L9/P7W1tVgsFgoLCykrK9PU93i3/LTyPba2tnLkyBFKS0u5cOECfX19PPfcc5r5/kbL\n", "byzfn1yWKIQQfkTc4bYQQkQSKZJCCOGHFEkhhPBDiqQQQvghRVIIIfyQIimEEH5IkRQh4fF48Hq9\n", "4Q5DiJCTIhnFXn755ZB91qZNm6ioqKCiooLt27fT29s74vnKysq7vq+pqYl33nmHV199lY6OjqC3\n", "/9FHH/HGG28E/X6tGu3nfrs9e/awZcsWlaOJTRF3xY0I3Le//e2QfZZOp2PNmjWjPj/apWm5ubk8\n", "9dRTHDp0aFzbnzdv3ohLxcSwQC8JXLFiBVu3blU5mtgkRTIKNTc3c+zYMWpqavj+97/vWz8wMMDW\n", "rVux2WwYDAYuXrzID37wA9/ze/fuxW63YzAYcLlcrF69GrPZDIDZbGbLli0YDAYGBgZYtWoVSUlJ\n", "uN1udu3axYULF6ioqACgpKSE++67b9x57N+/n87OTuLi4jAYDCMO1y9evMjHH39MfHw8TqeT+fPn\n", "M3XqVK5du8ZvfvMbSkpKWLduHS0tLbz11ltkZGSwfv164uJG/y+9e/duLl68SGpqKklJSQwMDDBn\n", "zhzuv/9+v9sEqKurY+/evcyZM4e6ujpMJhOZmZksWbIEgCNHjtDW1obBYGBwcBCAp5566p4/g7q6\n", "Oo4cOYLNZkOv19Pe3s4f//EfA/D++++P+Lmnpqby2GOPAeB2u9m2bRt6vR5FUaJ6UtyIN/4pLUW4\n", "bNq0acRybW2tsmfPHt9yXV2d7/GRI0eUixcv+pb7+vqULVu23PVzBwcH73ju9m3d7uDBg0pra2vA\n", "sZ87d0758MMPfcttbW3K3/3d3ymKoij9/f3Kv//7v494/ebNm5WhoSFFURSlpaVF2b9/v++5jRs3\n", "BrzdH/7wh4rH4/Etv/3228rAwMA9t3kj5p///OfK4ODgiNddvHhROX78uG/Z6/UqR44cCSie9957\n", "T6mvr/ct3/qdKcroP/cdO3YobW1tvuXjx48rmzdvDmibYmxkT1JDioqK8Hg87NmzxzfVVUFBAQCN\n", "jY0sXrzY91qbzTbq50zEJKuff/45K1as8C2np6eTn58PQEtLC729vb49KBieqaWrq4vMzEwyMzNp\n", "a2sDhveqx7IXNXv2bPT6m6346dOn09TUhF6v97vNG/7gD/7gjp/PpUuXWLZsmW9Zp9ON+Fn788QT\n", "T3DixAnOnz+P2+0mMzPT9535Y7fbR0z7NXfuXL744ouAtinGRoqkhnzyySc88MADTJs2DYCjR49S\n", "X19PQUEB+fn5XLp0ienTpwPDv2Q3eL1erly5QnFxMQDd3d1YLBZVYy0pKeHjjz9m0aJFALS1tdHQ\n", "0ABAfn4+WVlZI3qkt585nzdvHidPnqShoYHVq1cHvN2zZ8/i9Xp9hfLy5cusWrUKg8Fwz20qinLX\n", "uRWnTp3KmTNnmD9/vm/drT9rf06fPs3DDz/sW/7d737nmxjWn4SEBNrb232F8tSpUyMmyhWhI7MA\n", "RaFDhw7R3d3NmTNnfHtG5eXlVFZWjthLAnjyySd96270JPV6PS6XiyeffNLXkzx06BAtLS2YzWZc\n", "Lhdr164d0d97//336ezsRK/X43a7Wbx4MdnZ2b7+aG1tLVlZWSQmJlJeXh7Q3ui+ffvo6urCYrHg\n", "dDppbW1l0aJFzJ8/n4aGBk6cOOGLwW63s3r1ahITE33v//Wvf012djYrV64M+Gf3y1/+EpvNhsVi\n", "weVy8cADD1BaWgrgd5vV1dV8/PHHAGRmZpKXlzeiuB08eHDEz2fGjBnMmTPnnvG8/vrr5OTkoCgK\n", "Xq93RJ8ThovtJ598gtls9t1qYM6cObjdbt555x2MRiN6vR6bzcaJEyd49tlnR8ybKMZPiqSIKZs3\n", "b+bpp58Odxgiisg4SREzdu/ezYULF9i5c2e4QxFRRPYkhSrq6up8h6e3KywsVGU273Bs0x+73c6B\n", "Awfu2iu02WxRPeN3LJEiKYQQfsjhthBC+CFFUggh/JAiKYQQfkiRFEIIP/5/tXPf1Ovyy+0AAAAA\n", "SUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.588676\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VOeZ5/FvbVKpVBKS0IKE0IIswMYstjBgTCCxARMM\n", "GAh0vHQySbvXZHo8nW3c6e6k3dPppLvjcfckfRJnkpMc2zFOBDIg2WzCmEWEzZjFYCSDkMAS2vel\n", "pFru/CFTSCCKurWoXknP5xzO0S3V8uOCHt373Pd9r0HTNA0hhBDDMkY6gBBCqEyKpBBC+CBFUggh\n", "fJAiKYQQPkiRFEIIH6RICiGED+ZwvvmRI0eor68HICsri4KCAoqLi3G73QDk5eUxa9ascEYQQoig\n", "hLVILlq0yPv1nj17ALBarSxfvjycHyuEECET1iIJUFVVxdatW1m/fj0AbreboqIiNE0jNzeXBx98\n", "MNwRhBAiYIaRmHHjcDjYvn07X/ziF4c8vnPnTj7/+c+H++OFECJgYT+ShIFT7Li4uNset1gsd3zN\n", "nj17MJlM4YwlhBiHEhISKCgo8Pv5YS2SLS0tJCUlAXDjgLW6uprs7Gxg4AjzTkwmk5yKCyFC7tSp\n", "U7qeH9YhQGVlZWzZsoUtW7Ywc+ZMYKBIFhYWUlhYyPTp08P58WF1+PDhSEfwSfIFR+V8KmcD9fPp\n", "FdYjyTVr1tz22JIlS8L5kUIIEVIjcuEmEPv27ZPTbSFEyJ06dYrHHnvM7+fLjBshhPBBimSAVO+7\n", "SL7gqJxP5Wygfj69pEgKIYQP0pMUQowr0pMUQogQkiIZINX7LpIvOCrnUzkbqJ9PLymSQgjhg/Qk\n", "hRDjivQkhRAihKRIBkj1vovkC47K+VTOBurn00uKpBBC+CA9SSHEuCI9SSGECCEpkgFSve8i+YKj\n", "cj6Vs4H6+fSSIimEED5IT1IIMa5IT1IIIUJIimSAVO+7SL7gqJxP5Wygfj69pEgKIYQP0pMUQowr\n", "0pMUQogQkiIZINX7LpIvOCrnUzkbqJ9Pr7Ded1vczu3RaOzux2gwkGqPinQcIcRdSE9yBLk9Gkeq\n", "2/nRe1VYjAZeXD6VORlxkY4lxLgiPUmFNXX386P3qnC6NXqcHv7j8DU6HK5IxxJC+CBFMkCB9F0M\n", "BgNRppu73Go2YjSEMtVNqveFJF/gVM4G6ufTS4rkCEq1R/HislwyJ0STlxTDN5ZkYY+WtrAQKpOe\n", "ZAR09rkwGMAeJQVSiJGmtycpP6URECdHj0KMGnK6HSDV+y6SLzgq51M5G6ifTy8pkkII4UNYe5JH\n", "jhyhvr4egKysLAoKCqirq2Pfvn2YTCaWLl1Kenr6sK8dyz1JIUTkKNWTXLRokffrPXv2AHD8+HGe\n", "ffZZALZt28a6devCGUEIIYIS9tPtqqoqXnrpJe655x4AbDab93tRUaN3Wp7qfRfJFxyV86mcDdTP\n", "p1fYi2ROTg5f//rXOXHiBACDz+4tFku4P14IIYIyIhdurFYrcXEDc5Tdbrf3cYPB93STwb+RDh8+\n", "rNS25JN8kdpevHixUnlGWz69wnrhpqWlhaSkJADefvttnnjiCd566y3Wr1+PpmmUlJSwZs2aYV8r\n", "F26EEOGg1AIXZWVlbNmyhS1btjBz5kwAFixYwObNm9m8eTMLFiwI58eHVaC/lUaK5AuOyvlUzgbq\n", "59MrrFe3hztKzMjI4Omnnw7nxwohRMjI3G0hxLii1Om2EEKMdlIkA6R630XyBUflfCpnA/Xz6SVF\n", "UgghfJCepBBiXJGepBBChJAUyQCp3neRfMFROZ/K2UD9fHpJkRRCCB+kJymEGFekJymEECEkRTJA\n", "qvddJF9wVM6ncjZQP59eUiSFEMIH6UkKIcYV6UkKIUQISZEMkOp9F8kXHJXzqZwN1M+nlxRJIYTw\n", "QXqSQohxRXqSQggRQlIkA6R630XyBUflfCpnA/Xz6SVFUgghfJCepBBiXJGepBBChJAUyQCp3neR\n", "fMFROZ/K2UD9fHpJkRRCCB+kJymEGFekJymEECEkRTJAqvddJF9wVM6ncjZQP59eUiSFEMIH6UkK\n", "IcaVEelJVlVVBfIyIYQYdXwWya1bt1JUVERRURFbtmxhy5YtFBYW8sYbb4xUPmWp3neRfMFROZ/K\n", "2UD9fHqZfX3Tbrfz+OOPU1ZWhsViYe7cuZw6dYqEhISRyieEEBHlV09yy5YtbNy40bv91ltvsX79\n", "+ru++fnz5ykvL8fj8bBw4UIyMzMpLi7G7XYDkJeXx6xZs4Z9rfQkhRDhoLcn6fNI8gaDwTBk2+Px\n", "+PXmzc3NbNiwAYB33nmHzMxMrFYry5cv9zugEEJEkl8XbjweD01NTQA0NTXhdDr9evMlS5bc9pjb\n", "7aaoqIitW7dy6tQpHVHVonrfRfIFR+V8KmcD9fPp5deR5Pr169m1axddXV3ExsYOOfX2x969e5k/\n", "fz4AK1eu9D6+c+dOXe8jhBAjza8jSbPZzOrVq3nqqadYs2YNZrNftRWAAwcOkJ+fT3Jy8m3fs1gs\n", "Pl87+DfS4cOHldqWfJIvUtuLFy9WKs9oy6dXQIPJz549y+zZs+/6vEOHDpGSksKMGTO8j1VXV5Od\n", "nQ1ASUkJq1evHva1cuFGCBEOYRlMfuDAgSHbV65cuetrGhoaKCsr4+LFi2zbto3XXnsNGCiShYWF\n", "FBYWMn36dL+DqibQ30ojRfIFR+V8KmcD9fPp5dd5c2tr65DtW692Dyc1NZUXXnjhtseHu5gjhBCq\n", "CmhaYl9fX6hzjDqLFy+OdASfJF9wVM6ncjZQP59ePo8kS0pK6O3t5eLFi0OG/cyZMyfswYQQQgU+\n", "jyRXr17Npk2bWLp0KZs2bfL+mTZt2kjlU5bqfRfJFxyV86mcDdTPp5dfp9vSRxRCjFeynqQQYlwJ\n", "y9ztX//61zz66KPU19dz6dIlsrKyxlxzVgghhuPX6XZycjLZ2dk0NDTwzDPP0NDQEO5cylO97yL5\n", "gqNyPpWzgfr59PJ7gQvAOx3RaJRb4wghxge/ql1XVxdXr15l4sSJgH+Dycc61dsNki84KudTORuo\n", "n08vv4rkI488wocffshDDz3EBx98wPXr18OdSwghlOBXkczJyWHVqlUAPPDAA/zlX/5lWEONBqr3\n", "XSRfcFTOp3I2UD+fXkE3F0tLS0ORQwghlBR0kezq6gpFjlFH9b6L5AuOyvlUzgbq59NLLlMLIYQP\n", "UiQDpHrfRfIFR+V8KmcD9fPpJUVSCCF8kCIZINX7LpIvOCrnUzkbqJ9Pr6CLpAwsF0KMZUEXST2r\n", "aYwlqvddJF9wVM6ncjZQP59efhXJLVu2cOTIEQAqKio4e/as93t2uz08yYQQQgF+H0k+/PDDAEyb\n", "No3y8vKwBRotVO+7SL7gqJxP5Wygfj69/CqS0dHRQ3qPN1YDEkKIsc6vIul2u4ds31g6bTxTve8i\n", "+YKjcj6Vs4H6+fTyq0impKRw/Phx+vr6OHnyJElJSeHOJYQYY3r63Zy93smJa+00d/dHOo7f/L7H\n", "TUVFBRUVFUydOpX77rsv3LnkHjch1ut0U93qQNM0chJjiIkyRTqSGEc0TaP4QhM//cMnAHwmZwLP\n", "L55CvNUy4lnCco8bGLhgI7eSHZ2cbg+7ypv52dEaAP58fgZP3peCxSxzCcTI6HG6KbnY5N0+VNXO\n", "f5uXEZEiqZdfPyVjrccQCqrvk8H52h0uXj1V591+7YM62hyuSMTyGk37TzUqZ4Ph81nNJuZk3Bwu\n", "OGVCNPao0fFL2q8jyVtv/HXixAkeeuihsAQSoWc1G8lJsHK+oRuArAQr0ZbR8R9UjA0mo4E/mpXG\n", "9GQb3f0eHpwcR5ItKtKx/OJXkezv76e/v5+oqIG/VE1NzbgvkqqPBRuczx5t5htLsthd0Yzbo7Fq\n", "RjLx0ZEdxjWa9p9qVM4Gd86XYo9iWf7EEU4TPL9+UnJycvjFL37Bo48+Ctx+ZCnUNyXByp/Onxzp\n", "GEKMOn6dc509e9ZbIP28GD7mjca+kEokX+BUzgbq59PLryPJFStWkJOT493u7u4OVx4hhFCK3+Mk\n", "A3H+/HnKy8vxeDwsXLiQzMxM6urq2LdvHyaTiaVLl5Kenj7sa2WcpBAiHPSOk/T7EqfT6aShoQGP\n", "x0NnZ6dfr2lubmbDhg1s3LjRu3LQ8ePHefbZZ3nqqac4duyY30GFECIS/CqSlZWVbN++nT179gBQ\n", "XFzs15svWbLktsdsNpv36xtXy0cj1fsuki84KudTORuon08vv4rkyZMn2bhxI3a7HaPRqHsNyb17\n", "9zJ//nxg6IUfi8X3aPvBO/vw4cNKbZ87d06pPJJvfOWT7eC29fCrJ7ljxw7Wrl3Ltm3bWLdunXfb\n", "HwcOHCA7O9t74WfXrl2sXLkSgNLSUpYtWzbs68ZTT7K+s5+2XieJNgup9tF7dC3EaBCWudu9vb1D\n", "tl0u/6a0HTp0iLS0tCFXxm+8l6Zpt73veHS1zcHf775EXaeT7IRoXlyRR0Z8dKRjCSE+5dfp9ty5\n", "c3n99depra1l69atfs22aWhooKysjIsXL7Jt2zZee+01ABYsWMDmzZvZvHkzCxYsCC59BAV66H6r\n", "isYe6jqdAFS39XG5uSck7xuqfOEi+QKncjZQP59efh1JTp8+nSlTplBfX09mZuZde4kAqampvPDC\n", "C7c9npGRwdNPP60/6RgVbx26ZFlchKcLCiGG8nucZG9vL7W1tUyePBmr1RruXOOmJ9nZ5+JgZRtH\n", "qtv5bF4Cj2QnYJO1HoUIm7D0JD/88EMuXLjAtGnTKCkp4f7772fGjBkBhxQ3xUWbeeLeZJ64NznS\n", "UYQQw/B77vYf/dEfMXfuXDZu3MiZM2fCnUt5qvddJF9wVM6ncjZQP59efhXJwQPA4e7jG4UQYqzw\n", "q0h2dHR475Do8XhwOBwAvPPOO+FLprjRuqafKiRf4FTOBurn08uvnmRraysvvPACs2bN4sMPPyQv\n", "L4/CwkIuXrzIqlWrwp1RCCEixu8hQM8///xtj+/atSvkgUaLw4cPK/0bU/IFR+V8KmcD9fPp5dfp\n", "9o1phMM9fvr06ZAGEkIIlQR9N6iqqqoQxBh9VP9NKfmCo3I+lbOB+vn0klvmCSGED1IkA6T6WDDJ\n", "FxyV86mcDdTPp5cUSSGE8EGKZIBU77tIvuConE/lbKB+Pr2kSAohhA9+FUlfi+zOnTs3ZGFGE9X7\n", "LpIvOCrnUzkbqJ9PL7+K5JtvvnnH7w1edVwIIcYav9aTfPnll0lPTyc9PZ1HHnkEszn8C8OOl/Uk\n", "hRAjKyzrST711FOkp6dTV1dHcXExUVFRPPHEEwGHFEKI0cKv0+20tDQAJk2axJQpU6irqwtrqNFA\n", "9b6L5AuOyvlUzgbq59PLryPJoqIiEhMTaWxspKCggOeeey7cuYQQQgl+9SR/+MMf8txzz5GamjoS\n", "mQDpSQohwkNvT9Kv0+2vfOUrI1oghRBCFX4VyfT0dJxOJw0NDXg8Hjo7O8OdS3mq910kX3BUzqdy\n", "NlA/n15+FcnKykq2b9/Onj17ACguLg5rKCGEUIVfRfLkyZNs3LgRu92O0WjEbreHO5fyVJ+fKvmC\n", "o3I+lbOB+vn08qtIWq3WcOcQQggl+VUke3t7h2z7mss9Xqjed5F8wVE5n8rZQP18evk1TnLu3Lm8\n", "/vrrdHR0sHXrVubPnx/uXEIIoQS/xkkC9PT0UF9fT2ZmJhaLJdy5ZJykECIswjJOEsBms5Gbm4vF\n", "YuHkyZMBhRNCiNHG5+n2K6+8QkpKCh6Ph8uXL5OZmcm1a9ew2+3MmzdvpDIqSfV7C0u+4KicT+Vs\n", "oH4+vXwWyXnz5lFQUMD27dt57rnnSE5OprGxkf379/v15h6PB03TMJlMIQkrhBAjzWeRLCgoAMDt\n", "dpOcnAxASkqKX0OCdu3aRWVlJevWrSMjIwMYGITudrsByMvLY9asWUGFjyTVf1NKvuConE/lbKB+\n", "Pr38urp965Afh8Nx19esXLmSCxcuDHnMarWyfPlyHfGEECKy/Lpwk5SUxNGjR3E4HBw9epTExMSA\n", "PsztdlNUVMTWrVs5depUQO+hCtXHgkm+4KicT+VsoH4+vfw6kly2bBkXLlxg9+7d5Ofns3DhwoA+\n", "bOXKld6vd+7cedfnD24A39jxqmyfO3dOqTySb3zlk+3gtvXwe5zknZw+ffqOd0y8cOECCQkJ3p7k\n", "YKWlpSxbtuyO7yvjJIUQ4RC2cZJ3UlVV5fdzq6urvV/709cUQohIC7pI3klpaSmHDx+mtLSUgwcP\n", "AgNFsrCwkMLCQqZPnx6ujx4RqvddJF9wVM6ncjZQP59eYbs37HCn0kuWLAnXxwkhRFiE7UhyrFN9\n", "LJjkC47K+VTOBurn00uKpBBC+CBFMkCq910kX3BUzqdyNlA/n15BF8k7Df8RQoixIOhxkuEi4ySF\n", "EOEQ0nGSFRUV/Pa3v+WNN97g6tWr3sdfeumlwBMKIcQo4rNInjlzhmeffZZnnnmGM2fOUFdXBwys\n", "4DPeqd53kXzBUTmfytlA/Xx6+SySg2/TsGbNGg4ePEhbW1vYQwkhhCp8Fkmj0TikKG7YsIHi4mL6\n", "+/vDHkx1qo8Fk3zBUTmfytlA/Xx6+SySq1at4qOPPvJum81mNmzYwPXr18MeTAghVOCzSJrNZh5+\n", "+OEhj8XGxvL888+HNdRooHrfRfIFR+V8KmcD9fPpFdA4yRsXcIQQYqzzq0ieP39+yPaRI0fCEmY0\n", "Ub3vIvmCo3I+lbOB+vn08qtIfvzxx0O2zeawLR4khBBKCeh02+PxhDrHqKN630XyBUflfCpnA/Xz\n", "6eXzkLCkpITe3l4uXryI0+n0Pp6Wlhb2YEIIoQK/5m4XFxezZs2akcjjJXO3hRDhEJZ73Hz+858P\n", "OJAQQoxmfhVJuVBzO9X7LpIvOCrnUzkbqJ9PL5/Vr6Ojg/j4eDo6OigtLQXAarWyYsUKKZxCiHHB\n", "Z09y+/btPPnkk7zxxhts3LiRqKgo2tra2Lt3L5s2bQprMOlJCiHCIaQ9yRv102azERUVBUBCQsKQ\n", "1YGEEGIs86sn6Xa7h2z39fWFJcxoonrfRfIFR+V8KmcD9fPp5bNI9vf3U1hYOOTI8fLlyzJOUggx\n", "bui+x43H48FoDP9NFqUnKYQIh7CMkxzyghEokEIIoQq/Kl5fXx9FRUXeP9KTVL/vIvmCo3I+lbOB\n", "+vn08muwY3FxMStXrsRut9PV1cWOHTvCPgRICCFU4NeRpMViwW63A2C322UIEOqvmSf5gqNyPpWz\n", "gfr59ApoCJAslSaEGC/8KpJ2u52KigoAKioqvEeVd+PxeG4rsGOF6n0XyRcclfOpnA3Uz6eXXz3J\n", "FStWcOTIEc6cOUNmZiYrVqy462t27dpFZWUl69atIyMjAxi4N86+ffswmUwsXbqU9PT04NILIUSY\n", "6R4nqceFCxdISEjwFskdO3awdu1aALZt28a6devu+FoZJymECIewj5Osrq4OuCdps9m8X9+YCy6E\n", "ECrzq0j++Mc/prq6mnfeeYeamhp27NgR0IcNPmgd7VfIVe+7SL7gqJxP5Wygfj69/CqS06dPJzs7\n", "G4BFixYF/GGDL+IYDIa7Pn/wzj58+LBS2+fOnVMqj+QbX/lkO7htPfzqSd7oH+7evZvHH3/8rv3E\n", "G27tSb711lusX78eTdMoKSnxed8c6UkKIcJBb0/Sr6vbXV1d7Nmzh7y8PL/fuLS0lMrKSqxWKzk5\n", "OSxZsoQFCxawefNmNE1j2bJlfr+XEEJEil9FcsOGDdTX15Obm8uZM2f8unAzXBHMyMjg6aef1p9S\n", "QYcPH1Z6ZoHkC47K+VTOBurn08uvImmz2cjNzQVgzpw53HvvvWENJYQQqghonOTg8Y7hIj1JIUQ4\n", "hH2cJMjcbSHE+OGzSL744ovU1tby0ksvUVhY6P1z7ty5kcqnrECHE4wUyRcclfOpnA3Uz6eXz57k\n", "97//fQDy8vKGDPnZtm1beFMJIYQi/OpJ1tXVMWnSJO/2e++9x2c/+9lw5pKepBAiLMIyTnJwgQTC\n", "XiAj6ZN2B0eq2jEZDTycPYGM+OhIRxJCRJDc1WuQToeLlw5e5ZcnannlWA3/deQaPf3Dr4epet9F\n", "8gVH5XwqZwP18+nl15HkeNHr8lDR1OPdLm/sodfpxhZlCvg9q1p6OX6tg0SbmQcy4kiOldWPhBhN\n", "wrqeZDAi0ZPsc7l543Q9m0/XA/DVeelsnJWKxeTfAXd7r5Nel4cJ0WZiokzUd/XzjR0VNPY4AXhq\n", "Thp/8lBG2PKLscvt0ajv6scApMVFYfRjgRgxvLD0JMeLaLOJjbNSeTAjDqPBwNSJMX4XyE/aHfxo\n", "fxWXmntZc18yf/xAOt19Lm+BBDhd24nT7fH7PYUA8GgaR6+284N3qzAY4HuP5TJ/SrxfK2mJ4MlP\n", "6y3ios3MyYhjVrqdWB+n2bf2XY5Wd1DR1ItHg+3nm6hs7iHJZmHBlHjvc9belzxiBVL1vpDk819z\n", "j5MfH7yKy6PhdGv8n0NXae11RTrWHam070JBjiRDwOF0c2vtMxkNJMRYeH7xFKpaHcRYjORNjIlM\n", "QDGqmQwGbBYj3Z9eRLRZTJiMchQ5UqQnGaTWHievf1BHfLSJytZePm7sZf39KayakezzSFQIPS42\n", "dPOTsmsYDQb++pFMpqXERjrSqCU9yRFW0dRD8UdNADw4OY5vL8liVkYc5lH2m76m3cHFhh5sUUbu\n", "TY0lIWZ0315jrJmRGsuPV+djAKwW+eU7kqQnGaAbfZfBh+Gnajpp63MrUSD19IWauvv5x72V/OuB\n", "ar6/9wrvXGwOY7IBqvetVMwXYzFhtZiUzDaY6vn0kiIZpGnJNp6YMRGr2chnciYwM9V29xcpprPP\n", "TXVbn3f7SHU7fa7hB9ELMd5ITzIEep1uOvvc2KNMQQ08j5SWHif/VFrJhYaBgfR/tXAy6+9PjXAq\n", "IcJDepIREGMx0dzj5Hx9L0k2Cyk2M9c6+okyGslJtGIxq33AnmSz8Lefy+Hj5l5izEampYy+o2Eh\n", "wkXtn16FDe67fNLu4DtvX+LvdlfyP3ZU8MH1bv6m+GP++/ZyDlW1RTyfP9Liolmck0BBZjxx0eH/\n", "3al630rlfCpnA/Xz6SVFMgRq2vto+nRmjdOt8VFDN/YoE2aTgQ6Hi8NVbVyo78LpuvOK7r1O9x0X\n", "0xBCRI6cbgdo8N3gkmwWzEYDLs9Ae3eSPYoep5svzklj64eN3jm3P1iZx7zM+Nveq6JxYAzcgqwJ\n", "zEyzM3lCNKn24BbCUP1udZIvcCpnA/Xz6SVFMgTyJsbw70/cw9nrXeQmxpBqj2LtvSlkxkdT39UP\n", "DAwVOna1/bYi2eFw8W/vVbM4N4HDVe28eqqOyfFR/NOKPKYkWCPwtxFCDCan2wEa3HcxGgzMTLPz\n", "9NxJLMyewNSJMXxtUSbTU2KxD7raPWuS/bb3cWsa3U4PZqOBypZeAGo6+ilv7LntuYHmU5HkC5zK\n", "2UD9fHrJkWSYdPe7aXU4+eZnsjAZwWw0cG/a7UUyMcbC33xmCldbHUMet0fJ7y8hVCDjJMPA7dHY\n", "dr6BV47VArDsniS+9vBk7He4aqxpGrXtDj643sW7l1p5JCeBZfckMkGmBgoRcjJOMoLcHo2a9j48\n", "msaOC03ex0svtfDsA5PuWCQNBgOTE2KYnBDD56cnywovQihEzumAS009lHzUyPFr7XT13b5OX21H\n", "H5ebe+h03PzerX0XTdP4w9V2/rzoI/6z7Boz026u0jI1KQabn6fPoSqQqveFJF/gVM4G6ufTa1wf\n", "SXb0uWjvdfHCzkt09LmZYDXzt5/LZqLNQqo9ihiLifLGHv525yW6+t0sz0/iz+dPZkLM7but3eHi\n", "50c/waPB+fpuZqTY+J+Lp+B0axRkxpEop85CjErjsiepaRrv13TyX0c+Id5q4nN5ifzm5HX+5KEM\n", "fnWill6nh68UpLP+/hR+frSGneU3V8V5eU0+M4e5ANPd7+K7Oy/z0adXpSfaLPz0yWlMlBt/CaEU\n", "6Un64XpnP9/fW4nTrVHTAVEmI6vvTeZAZRu9zoFZMb95/zoLsyeQZo+iYHIcM9Ni6exzE2MefgGL\n", "2Cgzf7Mki1+frMXh9PCn8ydLgYwAuYeQCLVx+b/J49FwuW8eQDtcHpbmTiDJdvN3RpTJgNloYEnu\n", "BFJio3j1VB3HrrZj+rRlOFzfJScxhu89NpV/WXkP+cmRXSRC9b5QqPO19Dh5/dR1vvX2x+wqb6I3\n", "yCmeKu8/lbOB+vn0GvEjyeLiYtzugf/AeXl5zJo1a6QjkBYXxTeXZPHyoavYokx8beFk8lPsbJpl\n", "pM/lobXXxWP3JNHd56K9z82uioHT7drOft693MpXk2KIiRn+fjVyZToyPqzr4tVTdQB81NBDRnw0\n", "s9PjIpxKjAUjXiStVivLly8f6Y8dwmIy8rm8RGZNsmM2Gkj5dJ50u8NJd7+bBKuZV9+/zpcLJpGT\n", "GMOXH5zE+zWdnK/vJsZi5GprL0f70jh7spYV+ROZPCE6on+f4ag+fzbU+Tr6hh459jjvvJiIP1Te\n", "fypnA/Xz6TXiRdLtdlNUVISmaeTm5kZswLjFZCQ9fmhxS461eAun0+0hPS6a7+2pxOHysGlWKjPT\n", "Ypmdbufvd1dS9+mc7OpWB3/7uWyi79CrvBOXR6Pf5RmVi/SqaHZ6LOlxUVzv7Gd2up2piTLvXYTG\n", "iPckV65cyYYNG/jCF75AfX39SH+8Ty6PRslHTbx6qo7P5iWy+XQ9jk+XNys818BDmfFYzUbvsmgA\n", "V1p66XPpGyBwvaOPlw9e5RslH3OgshWnO7ijnuGo3hcKdb6shBh+vDqfn62fzt99LofUuOCO7lXe\n", "fypnA/Xz6RXRCzcWi++xg4N39uHDh0O+/f6Zc1xrc9DQ2cexykYOXmnjSw+mk51gZU9FC4mDxkNa\n", "zUbO1nXxT/uu8J2lWd7HB2bSmDh58qTfn7/vUgt7L7VQ2dLLv7xbRVWrI+R/v3PnzoV9/6mWr/yD\n", "4+RNtJFosyiZT7bV2dZjxMdJVldXk52dDUBJSQmrV68e9nnhHCdZ2+GgtqOfrj4XPznyCc/Ny+A/\n", "yq4BYABR1QeDAAARzUlEQVT+YuFkDlW28pV5GRR92EBrr4svzkmjq99NY1c/D06OwwB0Oz0kxZg5\n", "c72L6x39PJafyHQ/7of8k7Jr3tvQAry8Op+Zw6wQJIQIPeXHSVZXV3P8+HEA5s6dO9IfzydtDl7Y\n", "eYmGbic2i5G/WjgZp0fjsXsSiTYZOXq1fSBbRhzffucSD0+J568fyeRSUy8vHx4opIeutLE4N4F9\n", "l1p4KDOe7Z/O0957qYWfPjmNyRN898NWzZhIWVUbLb0unrwvmSkJ6l34EUIMGPHT7SVLlrBp0yY2\n", "bdpEfn7+SH88V9scNHQP9BR7nB5iLCZSY6O43NzLiU86eGruJHISo/nt6YF+6R+udbD/UhsHr9y8\n", "V82VVgcGBpY5+6T95q1Yu/vddPsxPi/WYuJrD2fynaVZrJw2kXhr6Kcsqt4XknyBUzkbqJ9Pr3E3\n", "4yY2ykSKzcyXCtJxuDyk2i28cqyWqk/Xc/x/x2r4h8dyMBrg07sx4HC5uTfVxvs1nQCkxFpwuDxc\n", "aenlywXpnK7txK3Bginx9Do9fNLuwGQwcKWlF1uUiWnJNu9VbLdH4/UP6tjzcQsACVYzP3lyOmlx\n", "MjtHCBWNqyLZ2uvk3cvNfHNpNv9UeoUep4fH8xO996aBgZXCLWYj/31RJm+dbyQ1NorUuGg+qu/m\n", "G5/JwuUZmPbW4XAxNyMOzaPx/OIpRJuNnK7t4tvvXCI11sIXZqXys6M1AHzjM1NYOT0ZGJg2d2MF\n", "coA2hwuHK/Q3AFN9rJrkC5zK2UD9fHqNqyLZ2NVPtNnEubpu72DjA1fa+YfHcvnF8U94NC+JjLgo\n", "km0WchKsTEuO4XKLg06HmzkZdvrdbj6Tm0CfS8OtaSzIiufvdw/MAV+YFe9dCKOh20nXoNPuvR+3\n", "sDx/IiajAavFxDMPTOKf913Bo8GTM5NJDtEc706Hi36PhwSrRWb+CBEi42rudo/TQ1JMFPHRNwdw\n", "97s9dPW7+PKD6fzuTD0/2F/Nj/ZX0e/WcLg0Xj50jV+eqOXnR2uo7ejHaDAwKS6aK2dPkpUQwz8u\n", "y+X5RzKZm3FzCpzVbBxyb5uHsyYMKVoLsybwX+um8x9r8vnyA+nEhmBAeVVLL/9r5yX+qqicA5Wt\n", "nHz/VNDvGU6q961UzqdyNlA/n17j6kiys8+F1WIg0WrmT+dncK3NwcPZE7jY2E13n8d7dHm5xcGF\n", "hm4uN/fwtYWT2XahkawEK5+dmsiEWy6yTJ1oY+pEG939bv758anUtPdxX1ossVEmbBYTcVbTbUur\n", "mY0G8iaGbgEMTdN49dR1LjUPnMb/24FqfrAkNWTvL8R4Nq6KZG5iDN39bv5wtZ0HM+KYnpdInNWI\n", "yRBLddvNq9RGw8DyaZUtDsxGI18pSGfelHjsUTd31619l9goE/OnTIApNx/LvMtQoFDRAM+g4a6a\n", "BolJE0fkswOlet9K5XwqZwP18+k1Lopkh8PFpeYefvaHGq61O1h7XzLNPU6S7VH87mwTfU436+5P\n", "5S8WZFDR2MOSqYn86kQtn7T3caqmk79elDmkQKrGaDDwpQfTqW510Nzj4msPZ5Kp4KIbQoxG46In\n", "efZ6J4eutFHd5sCjwbbzTSTaothytoH9l1s5crWDH7xbRa/TQ1pcNI3d/UPGP7o9t09KUq3vkjfR\n", "xstrpvHLjfeyLD+J40ePRDqST6rtv1upnE/lbKB+Pr3UPTwKQlNXP20OF3FWM/0uNxWNPbetVj3B\n", "aqLN4WJxzgQAztR2cv8kO5ebe0mMsfBI9gTKqttJspmZnWHnfH0X7b0ushKsZCaoucJMgtxHR4iQ\n", "G3P3uClv7KbkoyYMQH5yDLmJNnqcbmo7+mjtdWI1m0iJtWC1GLGYjLz6/nUA/nRBBj8+cJXGbicG\n", "4DtLs5kUF0WSzUJth4Pv7qpEA9LsFv51VT4Z8XI6K8RopHfu9pg63W7q6ue9y628d7mVq20OJsVF\n", "8+8Hq/nnd6vIiI+mssXB6x/U8X5tJ0YD/NeRT/i4uXfgT2MPjZ9OV9SAiqZuZk6ykx4fzZGrHdz4\n", "TVLf5aTx07UkhRBj35gpkh81dPN3ey5z+noXf/VwJmvvS2HruUaud/bT5/LwcXMvx6514PRo7LvU\n", "So/TQ49z8EwXw5CxjYOX/p89aIWeuGgTSZ8uxaUyyRcclfOpnA3Uz6fXmOhJtvQ4+d+lV7yL4f7+\n", "bAPPPpDG4DbkrfNPPJrGXz8yhX97rxqAGIuRr85Lp6XXxbTkGOYMKpLzMuP5l8en0tjjZFqyjSkJ\n", "VqrD/ZcSQihhTBRJt6Z5VxAHcDjdxJiNfH76RFp6XDT3Opk6MYZHciZw7noXD2dPICMumvwUG7/c\n", "eC8X6rv4zft11Hf1YzHCT9fNGHJbhdgoE/OmTBjymaqPBZN8wVE5n8rZQP18eo2JIjnRZuFbS7P4\n", "wbtVGIDnF0+hurWH6cl2/vjBSdgsRj6o6eDxaUmsuTeZiTYz2YkDM17S4024PRpZCdGYjQb+5KF0\n", "pih69VoIMfLGRE/SaDCwMGsCv/rCvfxy471MtFmIMpn53t5KXiy9wvf2VDI7Ix6XW+NH+6v5Rskl\n", "Tn7S4X19ZoKVf3gsl/+7dhqLcxIw+7E4hOp9F8kXHJXzqZwN1M+n15gokjBQKCfFRzMpLpoJVjPJ\n", "sWY2zk7jvtRY+twaV9sc/OJYLW0OF519bn7wbhWN3TevUlstJuKsZgwGWT1HCHHTmDjdvlWf28Nv\n", "T9dztdXByukTmWA1kR4XhXHQrwSj4faLOXqo3neRfMFROZ/K2UD9fHqNmSPJwfZdauVKiwO3Bm9f\n", "bGbVjGQemjKB7yzNJj0uipRYC//wWG7I1nEUQoxdY7JIWm7pKcZHmzEbDdyXZuc/n5zGT9dNH7L+\n", "YyBU77tIvuConE/lbKB+Pr3G5On25/IS+aihh8vNPTw1N42cpJtXqxPCcNMtIcTYNebmbt/Q43Tj\n", "cHqIt5r9ulothBgflL/v9kixWQZWBhdCiGCMyZ7kSFC97yL5gqNyPpWzgfr59JIiKYQQPozZnqQQ\n", "QgxnXK8nKYQQoSZFMkCq910kX3BUzqdyNlA/n15SJIUQwgfpSQohxhXpSQohRAhJkQyQ6n0XyRcc\n", "lfOpnA3Uz6fXiM+4qaurY9++fZhMJpYuXUp6evpIRxBCCL+NeE9yx44drF27FoBt27axbt26YZ8n\n", "PUkhRDgo35O02Wzer6OiZD1HIYTaRrxIDj5wtVhG77JlqvddJF9wVM6ncjZQP59eI366vWvXLlau\n", "XAlAaWkpy5YtG/Z577//Pm1tbSMZTQgxDiQkJFBQUOD380f8wk1vby8wcER54+vh6PlLCCFEuIz4\n", "kWRtbS0HDhxA0zSWLVtGamrqSH68EELoouyMGyGEUIEMJhdCCB+kSAohhA9SJMcIj8eD2+2OdIw7\n", "Uj2fEHei3I3AVJ+2WFxc7P1hz8vLY9asWRFONDCsqrKyknXr1pGRkQGotR+Hy6fafjx//jzl5eV4\n", "PB4WLlxIZmamMvtwuGwq7b8jR45QX18PQFZWFgUFBcrsuzvl07X/NMVs377d+/Vbb70VwSTD27Nn\n", "T6QjDOv8+fNaTU2Nd1u1/XhrPtX244EDB7xfv/3225qmqbMPh8um2v67Yffu3ZqmqbPvbnUjn579\n", "p9yRpOrTFt1uN0VFRWiaRm5urrLzy2U/6rNkyZLbHlNlHw6XTbX9V1VVxdatW1m/fj2gzr674dZ8\n", "evafckVSU3za4o3ZQgA7d+6MYBLfZD8GZu/evcyfPx9Qbx8Ozqba/svJyeHrX/8627dvZ+rUqcrt\n", "u1vz6dl/yl24GdzcNxgMEUxydyr849+J7Ef9Dhw4QH5+PsnJyYBa+/DWbIOpsv+sVitxcXGAWvvu\n", "hsH5Brvb/lOuSPo7bTFSqqurvV87HI4IJvFN9qM+hw4dIi0tjZycHO9jquzD4bKptP9aWlq8X984\n", "glRl38Hw+fTsP+VOtxcsWMDmzZu90xZVU11dzfHjxwGYO3duhNMMKC0tpbKyEqvVSk5ODkuWLFFq\n", "Pw6XT6X92NDQQFlZGTNmzODixYt0dnbypS99SYl9eKdsKu2/srIy+vr6AJg3bx6g1s/xcPn07D+Z\n", "liiEED4od7othBAqkSIphBA+SJEUQggfpEgKIYQPUiSFEMIHKZJCCOGDFEkREm63G4/HE+kYQoSc\n", "FMlR7MUXXwzZezU0NPDmm2+yfft2fv/73+NyuYZ8v6SkZNjX1dbWsmXLFl5++WWam5sD/vz333+f\n", "V155JeDXj1V32u+32r17N1u3bg1zmvFJiuQo9md/9mche6/9+/fzxS9+kSeffJJHH32UAwcODPn+\n", "naaWZWRksHHjRu9MhkAVFBSQkpIS1HuMRf5O6Xv88ceVmSM91ig3LVHcXV1dHUePHuXy5ct885vf\n", "9D7e09NDUVERdrsdk8lEeXk53/rWt7zf37NnD11dXZhMJpxOJ2vWrCE6OhoAk8lEb28vNpuN1tZW\n", "71JXLpeLnTt3cvHiRbZt2wZAfn4+M2fODPrvUVpaSktLC2azGZPJNOR0vby8nNOnTxMTE4PD4WDe\n", "vHlMnTqV69ev85vf/Ib8/Hw2bNhAfX09b775JikpKTz11FOYzXf+L71r1y7Ky8tJTEwkPj6enp4e\n", "Zs+ezf333+/zM2Fgqa09e/Ywe/ZsqqqqiIqKIjU1lcWLFwMDU98aGxsxmUzeKXAbN2686z6oqqqi\n", "rKwMu92O0WikqamJr371qwAcPHhwyH5PTExk6dKlwMC/y1tvvYXRaETTNOUWpx5TQrCOpYiQ3//+\n", "90O2KysrvYuKapqmVVVVeb8uKyvTysvLvdudnZ3a1q1bvdvNzc3a9773Pe3VV1/VfvjDH2oej8fn\n", "Z91q//79WkNDg9/Zz58/r/3hD3/wbjc2Nmo/+tGPNE3TtO7ubu21114b8vzCwkKtv79f0zRNq6+v\n", "10pLS73f27x5s9+f++1vf1tzu93e7d/97ndaT0/PXT/zRuaf/OQnWl9f35DnlZeXa8eOHfNuezwe\n", "rayszK88b7/9tlZdXe3dHvxvpml33u/FxcVaY2Ojd/vYsWNaYWGhX58p9JEjyTEkNzcXt9vN7t27\n", "vUtVZWdnA1BTU8OiRYu8z7Xb7UNeu2vXLr773e8SHR1NTU0Ne/fuZcWKFWHL+vHHH/P44497t5OT\n", "k8nMzASgvr6ejo4O7xEUDKzU0traSmpqKqmpqTQ2NgIDR9V6jqJmzZqF0XizyzRt2jRqa2sxGo0+\n", "P/OGRx999LZFZCsqKli+fLl322AwDNnXvqxatYoTJ05w4cIFXC4Xqamp3n8zX7q6uoYsmzZ37lyu\n", "Xr3q12cKfaRIjiFnzpxhzpw53HPPPcDAvT2qq6vJzs4mMzOTiooKpk2bBgz8kN3qxqn3xIkT6enp\n", "CWvW/Px8Tp8+zcKFCwFobGzk2rVrAGRmZpKWlsa6deu8z7/1ynlBQQEnT57k2rVrrFmzxu/P/fDD\n", "D/F4PN5CeenSJVavXo3JZLrrZ2qaNmzfb+rUqZw7d25IX3bwvvblgw8+4KGHHvJuv/HGG96FdX2J\n", "jY2lqanJWyhPnTo1ZKFbETqyCtAo9N5779HW1sa5c+e8R0YrV66kpKRkyFESwNq1a72P3ehJGo1G\n", "nE4na9eu9RbGqqoqjh8/TnR0NA6HgzVr1gxZgv/gwYO0tLRgNBpxuVwsWrSISZMmefujlZWVpKWl\n", "ERcXx8qVK/1asn/v3r20trZitVpxOBw0NDSwcOFC5s2bx7Vr1zhx4oS3x9jV1cWaNWuGLJr6q1/9\n", "ikmTJvHEE0/4ve9+8YtfYLfbsVqtOJ1O5syZw4wZMwB8fubx48c5ffo0AKmpqUyePHlIcdu/f/+Q\n", "/TN9+nRmz5591zw///nPSU9PR9M0PB7PkD4nDBTbM2fOEB0d7b3VwOzZs3G5XGzZsgWLxYLRaMRu\n", "t3PixAmeeeaZIetOiuBJkRTjSmFhIZs2bYp0DDGKyBAgMW7s2rWLixcv8s4770Q6ihhF5EhShEVV\n", "VZX39PRWOTk5YVlNOxKf6UtXVxf79u0btldot9sjvmK38I8USSGE8EFOt4UQwgcpkkII4YMUSSGE\n", "8EGKpBBC+PD/Ac9phu5T5KOWAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.529275\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X1UVPmd5/F3VVFQFIXyLCAKiIh2WmWi3dq2wcRWm6gY\n", "dOxJxz49SbZnsudsz9lkdpJNb2Z3sr27Mz1nJ72d2ZlMHmazyaaTttMIotAtPsVog2kfW1u0ARVB\n", "W+QZFKjioaru/kFbgmJZTxd+wPd1Tp/UvVTV/XiNX+793t/9XYOmaRpCCCHGZJzoAEIIoTIpkkII\n", "4YUUSSGE8EKKpBBCeCFFUgghvJAiKYQQXoTp+eUOh4Mf/vCHfPWrXyU1NRWAsrIyXC4XAFlZWSxe\n", "vFjPCEIIERRdi+TRo0d59tlnR62zWCysX79ez80KIUTI6FYku7q6sFqtWCyWUetdLhclJSVomkZm\n", "Ziaf/exn9YoghBBB061IVlZWsmnTJmpqakatz8/P97zet2+fXpsXQoiQ0K1ItrS0sHfvXlpbW8nI\n", "yPD0JEcym80P/fyBAwcwmUx6xRNCTFMxMTEsW7bM5/frViT/7M/+DIBLly4RExPjWd/Y2Eh6ejoA\n", "/f39D/28yWSSU3EhRMidPXvWr/frOgSos7OTyspKqqurPesaGxspKiqiqKiInJwcPTevq8rKyomO\n", "4JXkC47K+VTOBurn85euV7fj4uL4xje+MWpdXl6enpsUQoiQMqg6Vdrhw4fldFsIEXJnz57lmWee\n", "8fn9cseNEEJ4IUUyQKr3XSRfcFTOp3I2UD+fv6RICiGEF9KTFEJMK9KTFEKIEJIiGSDV+y6SLzgq\n", "51M5G6ifz19SJIUQwgvpSQohphXpSQohRAhJkQyQ6n0XyRcclfOpnA3Uz+cvKZJCCOGF9CSFENOK\n", "9CSFECKEpEgGSPW+i+QLjsr5VM4G6ufzlxRJIYTwQnqSQohpRXqSQggRQlIkA6R630XyBUflfCpn\n", "A/Xz+UuKpBBCeCE9SSHEtCI9SSGECCEpkgFSve8i+YKjcj6Vs4H6+fyla5F0OBy89tprNDU1edY1\n", "Nzfzm9/8hrfffptbt27puXkhhAiarj3JiooKkpKSSE5OJjU1FYC9e/eyZcsWAEpLSyksLBzzs9KT\n", "FELoQZmeZFdXF1arFYvFMmq91Wr1vA4PD9dr80IIERK6FcnKykpWr179wPqRB65ms1mvzetO9b7L\n", "WPk67UN02gcnIM2DJuP+U4XK2UD9fP4K0+uLW1pa2Lt3L62trWRkZHhOt10ul+c9BoPB63eMLLR3\n", "d7wqyxcuXFAqz6PyfXClhR+ebAUNXvlCBv3XL+J0OpXJN9H7a7Llk+Xglv2h+zjJS5cuERMT4ymS\n", "u3fvZuvWrWiaRnl5OQUFBWN+TnqSodNlH+Ll0lra7UMAxEaG8S+FOcRHSbtDTD/+9iR1O5IE6Ozs\n", "pLKyctSR5IoVK9i5cyeaprFu3To9Ny+EEEHTdQhQXFwc3/jGN9iwYYNnXWpqKl/5ylfYsWMHSUlJ\n", "em5eV6r3XUbmi7WaeeUL6cRbzcRFhvGfvpAx4UeRk2n/qUblbKB+Pn/peiQp1LEkJZofFeYAGnFW\n", "Oc0Wwldy77YQYlpRZpykEEJMBVIkA6R630XyBUflfCpnA/Xz+UuKpBBCeCE9SSHEtCI9SSGECCEp\n", "kgFSve8i+YKjcj6Vs4H6+fwlRVIIIbyQnqQQYlqRnqQQQoSQFMkAqd53kXzBUTmfytlA/Xz+kiIp\n", "hBBeSE9SCDGtSE9SCCFCSIpkgFTvu0i+4KicT+VsoH4+f0mRFEIIL6QnKYSYVqQnKYQQISRFMkCq\n", "910kX3BUzqdyNlA/n7+kSAohhBfSkxRCTCvSkxRCiBDStUgeP36c3bt3s3v3bs6cOQNAWVkZpaWl\n", "lJaWcuHCBT03ryvV+y6SLzgq51M5G6ifz1+6Pnd71apVntcHDhwAwGKxsH79ej03K4QQIaN7T7Kh\n", "oYHi4mK2bt3KvHnzqKiowG63o2kamZmZD+07Sk9SCKEHf3uSuh5JAmRkZPDyyy+zZ88e5s2bR35+\n", "vudn+/bt03vzQggRlHG5cGOxWIiOjn5gvdls9vq5kb2NyspKpZZ//OMfK5VH8k2ffHdfq5JnsuXz\n", "l66n252dncTFxQHw7rvvsmnTJhobG0lPTwegvLyczZs3j/lZ1U+3KysrWb169UTHeCjJFxyV86mc\n", "DdTP5+/ptq5FsqysjIGBAQCWL19ORkYGx44do6WlBYDc3Fyys7PH/KzqRVIIMTkp1ZMsKCh4YF1e\n", "Xp6emxRCiJCSweQBCrS/MV4kX3BUzqdyNlA/n7+kSAohhBdy77YQYlqRe7eFECKEpEgGSPW+i+QL\n", "jsr5VM4G6ufzlxRJIYTwQnqSQohpZVx6kg0NDYF8TAghJh2vRbK4uJiSkhJKSkrYtWsXu3btoqio\n", "iLfeemu88ilL9b6L5AuOyvlUzgbq5/OX1ztubDYbzz77LFVVVZjNZnJzczl79iwxMTHjlU8IISaU\n", "Tz3JXbt2sX37ds/y7t272bp1q67BpCcphNCDLj1Jg8EwatntdvuXSgghJimfiqTb7aa9vR2A9vZ2\n", "hoaGdA01Gajed5F8wVE5n8rZQP18/vJpFqCtW7dSUVFBb28vUVFRo069hRBiKpNxkkKIaWVcxkl+\n", "9NFHgXxMCCEmHZ+K5NGjR0ctX7t2TZcwk4nqfRfJFxyV86mcDdTP5y+fimRXV9eo5fuvdgshxFQV\n", "0On23efWTGcqP+gIJF+wVM6ncjZQP5+/vF7dLi8vx+FwUFNTM2rYz9KlS3UPJoQQKvB6JLl582ae\n", "e+451qxZw3PPPef5b8GCBeOVT1nB9F1uO4boGXCGMM2DVO8LSb7AqZwN1M/nL5/GScoTDkPnXFMP\n", "b7x/nXCTke+sSWdBonWiIwkhvJBxkuOotXeQbxR/jH1o+LbOzDgLr2/Kxhah65N9hRAj6PLc7V/8\n", "4hesXbuWlpYWrly5wty5c31qzh4/fpyWlhYA5s6dy7Jly2hububw4cOYTCbWrFlDSkqKz2EnO03T\n", "cLrv/U4acmm4lfwVJYS4y6er2wkJCaSnp9Pa2sqOHTtobW316ctXrVrF1q1b2bp1Kx0dHQCcPHmS\n", "F154geeff54TJ04EnnyCBdJ3SbSF870vZGAJMxIdYeJbq+cww6LPUaTqfSHJFziVs4H6+fzl07/Q\n", "u7P+hIUNv91o9H3kUENDA8XFxZ6p1azWez248PBwn79nKjAaDKxMn8m//vEijEZIjJpef34hJiOf\n", "ql1vby/Xr18nPj4e8G8weUZGBi+//DKnTp0Chk857zKbzf5kVUqgY8GMBgOzosN1L5Cqj1WTfIFT\n", "ORuon89fPhXJp59+murqap544gk+/PBDbt265ddGLBYL0dHRALhcLs/6RxXbkYftlZWVsizLsizL\n", "IVn2h65Xtzs7O4mLiwPg3XffZdOmTZ5ZzTVNo7y8nIKCgjE/q/rV7crKSqV/Y0q+4KicT+VsoH4+\n", "Xa5ue3Po0CHWrVs35s+qqqo8tzAuX74cgBUrVrBz5040TXvo54QQQhVBH0mWlpZSWFgYqjweqh9J\n", "CiEmp3GZT1IIIaYLKZIBCrQJPF4kX3BUzqdyNlA/n7+kSAohhBdSJAOk8tU7kHzBUjmfytlA/Xz+\n", "CrpIyizlQoipLOgi6c9VoqlE9b6L5AuOyvlUzgbq5/OXT0Vy165dHD9+HIC6urpRT0u02Wz6JBNC\n", "CAX4fCT51FNPAbBgwQJqa2t1CzRZqN53kXzBUTmfytlA/Xz+8qlIRkREjOo93p0NSAghpjqfiuTI\n", "SSng3tRp05nqfRfJFxyV86mcDdTP5y+fimRiYiInT55kYGCA06dPeyatEEKIqc7ne7fr6uqoq6tj\n", "3rx5PPbYY3rnknu3hRC60G0WoAULFsijZIUQ045Pp9tTrccQCqrvE8kXHJXzqZwN1M/nL5+K5P0P\n", "/rr7KAYhhJjqfCqSg4ODDA4OepZv3rypW6DJQvWxYJIvOCrnUzkbqJ/PXz71JDMyMvjZz37G2rVr\n", "gQePLIUQYqry6Ujyo48+8hRIHR+JM6mo3neRfMFROZ/K2UD9fP7y6Uhyw4YNZGRkeJb7+vr0yiOE\n", "EErR9WmJwZBxkkIIPej2jJuhoSFaW1txu9309PQEFE4IISYbn4pkfX09e/bs4cCBAwCUlZXpGmoy\n", "UL3vIvmCo3I+lbOB+vn85VORPH36NNu3b8dms2E0GmUOSSHEtOHThRuLxRLQl1+8eJHa2lrcbjcr\n", "V64kLS2NsrIyz6xCWVlZLF68OKDvnkgut0Zsdi67q1vJiI1kUZIVi9k00bFGUX2smuQLnMrZQP18\n", "/vKpSDocjlHLTqfTpy/v6Ohg27ZtALz33nukpaVhsVhYv369nzHVcrnDzrfLL+P69JLXP2ycz9LU\n", "6IkNJYTQhU+n27m5ufz617+mqamJ4uJinnjiCZ++PC8v74F1LpeLkpISiouLOXv2rH9pFdHRN+Qp\n", "kABNPYMPf/MEUb0vJPkCp3I2UD+fv3w6kszJyWHOnDm0tLSQlpaG2Wz2ayMHDx7kySefBCA/P9+z\n", "ft++fX59jypSZ0QQHWGiZ8BFuMnAvLjA2hFCCPX5PATIYDDgdrsfmKX8UY4ePUp2djYJCQkP/OxR\n", "xXbkb6TKykplljPjIvnrp+L57qokfliwgAUJVqXyjVynSh7JF9zy8ePHOV99kQGni9WrV094Hm/L\n", "qufzl0+Dyaurq7l06RILFizgypUrPP744yxcuPCRX/7++++TmJg46r2NjY2kp6cDUF5ezubNm8f8\n", "rAwmF+KeujY7Pzp+A5PRwL97Ko35CdaJjjRp6TKY/KOPPuJP/uRPyM3NZfv27Zw/f/6Rn2ltbaWq\n", "qoqamhpKS0t58803geEiWVRURFFRETk5OT4HVU2gv5XGi+QLjkr5uuxD/PfD1/i4zU51Sx+vHbnG\n", "nX7fLp5OBJX2XSj41JO0Wkf/1vKlJ5mUlMQrr7zywPqxLuYIIR7O6dboGbhXFHsG3TjlYXzjxqcj\n", "yTt37niekOh2u+nv7weGh/VMV6qPBZN8wVEpX5zVzH/43FyMBggzGvjW6jnERvp38XQ8qbTvQsGn\n", "I8muri5eeeUVFi9eTHV1NVlZWRQVFVFTU8PGjRv1zijEtGYyGng6I4b/s30RBiA5OgKDwTDRsaYN\n", "n4cAffOb33xgfUVFRcgDTRaVlZVK/8aUfMFRLZ/JaCBt5vBQM9Wy3U/1fP7y6XR75NjG+9efO3cu\n", "pIGEEEIlPo+TfJiGhoYQxJh8VP9NKfmCo3I+lbOB+vn8FXSRFEKIqUyKZIBUHwsm+YKjcj6Vs4H6\n", "+fwlRVIIIbyQIhkg1fsuki84KudTORuon89fUiSFEMILn4qkt0l2c3NzQxZmMlG97yL5gqNyPpWz\n", "gfr5/OVTkXz77bcf+rORz+MWQoipxqep0t544w1SUlJISUnh6aefJizMpxt1giJTpQkh9ODvVGk+\n", "Vbvnn3+elJQUmpubKSsrIzw8nE2bNgUcUgghJgufTrdnzZoFQHJyMnPmzKG5uVnXUJOB6n0XyRcc\n", "lfOpnA3Uz+cvn44kS0pKiI2Npa2tjWXLlvHSSy/pnUsIIZTgU0/ytdde46WXXiIpKWk8MgHSkxRC\n", "6EOXxzd87WtfG9cCKYQQqvCpSKakpDA0NERraytut5uenh69cylP9b6L5AuOyvlUzgbq5/OXT0Wy\n", "vr6ePXv2cODAAQDKysp0DSWEEKrwqUiePn2a7du3Y7PZMBqN2Gw2vXMpT/X7UyVfcFTOp3I2UD+f\n", "v3wqkhaLRe8cQgihJJ+KpMPhGLXs7V7u6UL1vovkC47K+VTOBurn85dP4yRzc3P59a9/zZ07dygu\n", "LubJJ5/06csvXrxIbW0tbreblStXkpaWRnNzM4cPH8ZkMrFmzRpSUlKC+gMIIYSefBonCWC322lp\n", "aSEtLQ2z2bdn/h47doy8vDxg+BndGzduZO/evWzZsgWA0tJSCgsLx/ysjJMUQuhBl3GSAFarlczM\n", "TMxmM6dPn/bpM3cL5P3fc1d4eLivmxdCiAnh9XT7pz/9KYmJibjdbq5evUpaWho3btzAZrOxfPly\n", "nzdy8OBBzyn6yANXX49IVaT6s4UlX3BUzqdyNlA/n7+8Fsnly5ezbNky9uzZw0svvURCQgJtbW0c\n", "OXLE5w0cPXqU7OxsEhISAHC5XJ6fGQwGr58dubPvNoNVWb5w4YJSeSTf9Mony8Et+8OnnmRJSQnb\n", "tm3zLI/sK3rz/vvvk5iYyMKFCz3rdu/ezdatW9E0jfLycgoKCsb8rPQkhRB60GU+yfuH/PT39z/y\n", "M62trVRVVbFw4UJqamro6enhxRdfZMWKFezcuRNN01i3bp3PQYUQk1vTnX4qajvpcgzxpccSmZ9g\n", "ffSHFODThZu4uDg++OAD+vv7+eCDD4iNjX3kZ5KSknjllVcoLCyksLCQF198EYDU1FS+8pWvsGPH\n", "jkk9aYbqY8EkX3BUzqdyNhg7n9Pl5penb/H2+Rb213Xyvf1XaesdnIB0/vOpSK5bt44ZM2awf/9+\n", "ZsyYwfr16/XOJYSYQgZdGg1d985Aux1OHE73BCbync/jJB/m3LlzujwxUXqSQkwtx6518Xe/a8Ct\n", "wfbFSbzwR8lEhZvGPYcuPUlvGhoapu1jZYUQvntq7kx+9KUcBl0ac2IiJqRABsLnweRitMnYF1KJ\n", "5Aucytng4fnMJiNZCVYWzYrCFqH/E1dDRYqkEEJ4IUUyQKrfUSD5gqNyPpWzgfr5/CVFUgghvJAi\n", "GaDJ2hdSheQLnMrZQP18/gq6SMqVbSHEVBb0OEm9yDhJIYQeQjqfZF1dHb/5zW946623uH79umf9\n", "66+/HnhCIYSYRLwWyfPnz/PCCy+wY8cOzp8/T3NzMwBZWVnjEk5lqvddJF9wVM6ncjZQP5+/vBbJ\n", "kZPiFhQUcOzYMbq7u3UPJYQQqvBaJI1G46iiuG3bNsrKyhgcnByzd+hJ9bFgki84KudTORuon89f\n", "Xovkxo0b+fjjjz3LYWFhbNu2jVu3bukeTAghVOC1SIaFhfHUU0+NWhcVFcU3v/lNXUNNBqr3XSRf\n", "cFTOp3I2UD+fvwIaJ3n3Ao4QQkx1PhXJixcvjlo+fvy4LmEmE9X7LpIvOCrnUzkbqJ/PXz4VycuX\n", "L49aDgubPNMcCSFEMAI63Xa7J8e063pSve8i+YKjcj6Vs4H6+fzl9ZCwvLwch8NBTU0NQ0NDnvWz\n", "Zs3SPZgQQqjAp3u3y8rKHvp8bL3IvdtCCD2E9N7tu774xS8GFMbtduNyuQL6rBBCqMCnIhnIhZqK\n", "igp+8pOf0NLS4llXVlZGaWkppaWlXLhwwe/vVInqfRfJFxyV86mcDdTP5y+v1c/pdHL06FGsVisr\n", "V67k4MGD2O12NmzYgNVq9frF+fn5XLp0adQ6i8Uiz+wWQkwqXnuS77zzDmvXrqWrq4vi4mJefPFF\n", "4uPj2bNnD1/+8pcf+eWXLl0iJiaG1NRUYPjo0m63o2kamZmZXnuO0pMUQughpM/djoiIICEhgYSE\n", "BGbPns3s2bOB4SPCQOTn53te79u3L6DvEEKI8eS1J+lwONA0DbvdzpUrVxgYGADw/G8wRk7D9jAj\n", "exuVlZVKLf/4xz9WKo/kmz757r5WJc9ky+cvr6fbra2tHDlyBJPJxNq1a6moqABg1apVZGRkPPLL\n", "7z/dbmxsJD09HRgeg7l58+aHflb10+3Kykqlb7+SfMFROZ/K2UD9fP6ebuv2jJtDhw5RX1+PxWIh\n", "IyODvLw8jh075rnanZubS3Z29kM/r3qRFEJMTiHtSQZj3bp1D6zLy8vTa3NCCKELn8ZJDgwMUFJS\n", "4vkvFD3JyS7Q/sZ4kXzBUTmfytlA/Xz+8ulIsqysjPz8fGw2G729vezdu5fnnntO72xCCDHhfDqS\n", "NJvN2Gw2AGw2m09Xpqc6lRvTIPmCpXI+lbOB+vn85VORvP/+a5kqTQgxXfhUJG02G3V1dQDU1dV5\n", "jiqnM9X7LpIvOCrnUzkbqJ/PXz4VyQ0bNtDe3k5RUREdHR1s2LBB71xCCKEE3cZJBkvGSQoh9KDL\n", "fJIjNTY2Sk9SCDFt+FQkf/CDH9DY2Mh7773HzZs32bt3r965lKd630XyBUflfCpnA/Xz+cunIpmT\n", "k+O553rVqlW6BhJCCJX4NQTIZDLpGmYyUX0smOQLjsr5VM4G6ufzl09Fsre3lwMHDpCVlaV3HiGE\n", "UIpPRXLbtm1kZ2czf/58zp8/LxduUL/vIvmCo3I+lbOB+vn85dO921arlczMTACWLl3KokWLdA0l\n", "hBCqCGic5N69e9myZYseeTxknKQQQg+6j5MEuXdbCDF9eC2Sr776Kk1NTbz++usUFRV5/pvsz8wO\n", "BdX7LpIvOCrnUzkbqJ/PX157kt///vcByMrKorCw0LO+tLRU31RCCKEIn3qSzc3NJCcne5Z///vf\n", "8/nPf17PXNKTFELoQpee5MgCCeheIIUQQhUBXbgR6vddJF9wVM6ncjZQP5+/pEgKIYQXus4n6Xa7\n", "0TQtoHu+pScphNCDMs/drqiooL6+nsLCQlJTU4HhC0CHDx/GZDKxZs0aUlJS9Nq8EEKEhG6n2/n5\n", "+Q9c4Dl58iQvvPACzz//PCdOnNBr0+NC9b6L5AuOyvlUzgbq5/PXuPYkrVar53V4ePh4bloIIQIy\n", "rkVyZPtzsj+7W/U58yRfcFTOp3I2UD+fv8a1SI58frfBYHjk+0cetldWVsqyLMuyLIdk2R+6Xt2+\n", "dOkSMTExngs3u3fvZuvWrWiaRnl5OQUFBQ/9rOpXtysrK5X+jSn5gqNyPpWzgfr5lLm6fejQIerr\n", "67FYLGRkZJCXl8eKFSvYuXMnmqaxbt06vTYtAnC9y8GHTb3MsJhYkhJNvHVyt0OECBV57naINHQ5\n", "+KR7gIQoM9kJVkzGR7cTVNHWO8i3373MrZ5BAL6ydBZffyJ1glMJoQ9ljiSnk8YuB98uv8ydARdG\n", "A/xgUzaPJ9smOpbPegddngIJcLaphx1OFxFh8uA3IeS2xACNbAI39wxyZ2D4opRbg49b+wL6Trem\n", "0TvgxOUO/uDenyZ1bGQYy9OiPcsbc+J1L5CBNtHHi8r5VM4G6ufzlxxJhkBClJkIk4EB13BxmxcX\n", "6fd39PQ7Ka9p5/CVLp6aO5NtjycSO059wZhIM3+5ei7XuhxEhpmYn+B/fiGmKulJhkhtWx/1nQ6S\n", "oyNYlGTF4ueR2OlP7vC9ique5e+vy+TpjJhQx5yynG6NujY7bX2DpM2MICve+ugPiWlJepITJCcx\n", "ipzEqIA/P+gc/dyg/iF5jpA/alr7+Pa7l3FrYDUb+V+bFzAvXo6IRfCkJxmgUPdd5idEsnz2cF9w\n", "QUIki2YFXnBB/b5QqPNd7XBwt5VrH3LT0jsQ1PepvP9Uzgbq5/OXHEmGUEvvIPZBF3FWMzMt/u3a\n", "JFsE3/1CBnf6ndjCTePWj5wqMuMsGAANsIQZSbLJ3AAiNKQnGSLXOh38dcVV2u1DPJ0+k79YNYf4\n", "KCl042XI5aa2zU5r7yBzYixkJ0hPUoxNepIT5HjjbdrtQwBUNd6m4LEEKZLjyGwyTqqxqWLykJ5k\n", "gO7vu8RGjv59E2me2F2rel9I8gVO5Wygfj5/yZFkiDyRNoPti5Oobu6l8DOJzIuT0z0hpgLpSYbY\n", "oMtNuEkO0IVQlS7P3Ra+kwIpxNQi/6IDpHrfRfIFR+V8KmcD9fP5S4qkEEJ4IT1JP7g1DaMPj53w\n", "V9OdfjrtThKizCRHR4T8+4UQ98g4ySA1dDkovtCKyWhg22cSmRsbya07A5RUt3K9u5+v5CazNMXm\n", "0zN6fN3ed9+7QpfDSUp0OP8jP4s5My0h+W4hRPDkdHuE7v4h/vbwNfbXdfJeTQevv3+d3gEney+1\n", "sedSOx829fKf91/lene/z30Xt6bRaR+iZ8A55s+vtDvocgz/7FbPIA0djpD8WVTvC0m+wKmcDdTP\n", "5y85khxh0KnRPGKG7qY7gww43dy8c2+yhEGXxoDzXofCrWlcbrfzSfcAyTPCWZBgxfzpFW6XW6Oq\n", "sZsfHf+EuMgwvvP5jAfmmoy5bxD6DD/v+RZC6Et6kiM0dNo5fKWb337UAsBfPJXGpkUJfNzax/cq\n", "rtLvdFOwKIGvLk9hRsRwMbvcbudbZXUMuTSMBnh9Uzaf+fT2uFu3B/jbI9e42uHApcGTaTN4dcM8\n", "TEYDPQNOBpxuwk0GTn3Sw5lP7rAqPYbladFYzPLYBCH0Ij3JILT1DVHd0svXlqWAAcxGAyajgceT\n", "bfzL1hz6h9zMig4nOuLebmvpGWDo0xnJYyLDPKfVn3T3s6u6lYSocNZnx/PzU0043cNzRN7o7ud/\n", "HbtOQ3c/f/rZZPJz4nlmftz4/4GFEI8kPckRZtnCudHdzy/P3OJXZ24xO+belea0mRbmJ1g9BbKy\n", "spK+QRfhJiNpMyP48pIkns2O58DlTqqbe/jJB5/wXk0Hxxtvs/N8M3+yJIk/e3I2JqOBfbXtXGzt\n", "o2/QxY8/uEljV3/I/yyq94UkX+BUzgbq5/OXHEmOMDc2kn/YlM0nt/uJt4aT/YhnvdS29XGhpZc1\n", "mTE09QzymVlRvFfbgSXMyCd37vU2u+xOVmfGkBE7/H33NziU7HcIIYAJ6EmWlZXhcg0/WTArK4vF\n", "ixeP+T6Vxkne6R/izM0ernY4WJU+k0VJURgMBk7cuM2J63co/7gdGJ75Z/viJPbVdPDiZ5P5x6ob\n", "uDX42rIU/nhxoucJhNe7+/mHo41c7+7nxT9KZtPCBCLDg+9DOl1unG5NeppCeKF8T9JisbB+/frx\n", "3mxANE3jUmsf71/rZqYljNbeQb773hX+95dyyIyLJDPWQml1m+f9jiE3BoanTbvd7+RPl6UwI8JE\n", "XmbMqEe0zo2x8Hf5WfQ73cREhGEOC77r8cntfn5+qomWnkG+vjyVZWnRugx8F2K6GfeepMvloqSk\n", "hOLiYs6ePTvem/dLQ1c/1c29hBkNDDrdrM6IwWwycqffSWVlJUm2CLY+nojZOFyM1mTG8EepNhYm\n", "RfGL07emA5n3AAARtElEQVT45elblH/c4RkSNFJ0RBiJUeEhKZAAO8+1UNVwmysdDv7rwXrOXb0Z\n", "ku/Vi+p9K5XzqZwN1M/nr3E/kszPz/e83rdv33hv/gEut0ZNWx/XOvuZMzOCSLORvkEXc2Ms9A+5\n", "+H19N7fuDDA3xkKXY4gti+JJmRFBz6efX542g38uzMEx5CJ1RgQWs5HaNjsaEG4y8OcrUonU+fT3\n", "7oD1u4bcGk552KIQITGhV7fNZu+PNxj5G6myslKX5bp2O39VfpmS6laqW3pp6xukuqWPC829mA0a\n", "qdHhw6fNljCiwsPImxeLy60RlZzOqTMfYjQYyIyLpPPyOarPnMASZmLTogReW5PIf/9cPJ9NjdY1\n", "P4DRYGBbTjRRn/Y1v7osGZOja1z2X6DLd9epkmcy5Vu9erVSeSZbPn+N+4WbxsZG0tPTASgvL2fz\n", "5s1jvm+8Ltwcq+/i6LVukqLMnL/Vy9IUG809g1zusLMxJ54kWzg/OHbd87jSv1iVxlsfNtPlcPKt\n", "z81h3fw4z+l0h32ImtY+nG6NhUlRzBrnJ/Y19www6NRItJl1P3oVYrJSftLdxsZGioqKKCoqIicn\n", "Z7w3/4DZMyNYmGiluLqNKx0OiqvbWDQritbeIdwadDucngIJw1emw0wGNOCH79+gtXd4qM+A083O\n", "c828eugaf/u7Bv6p6vpD79d2DLmobu7l9Cd36OgbHPM9gUiOjmBurIVIs0n5vpDkC5zK2UD9fP4a\n", "955kXl7eeG/Sq6x4K1fvm1Ri0OkmPWZ4Jp6EKDOPzYqivsNB4WcSeSItmivtdlp7h4gIM2L69KKN\n", "fchFVcNtz3ec/qSHy212Bt0ai5KszLTcay38/moXb1TeAGB1xky+tXqu3LMthKKmxb3bQy43Vzoc\n", "dNiHmDMzgiRbOC09gziG3ERbjHzSPcD/O3OLq5395CRa+dPPJtPSO0S3Y4jfftTCxpx4clOj+WHl\n", "DbocTrYvTqSn38X6BXEsSRnuOQ463fzf002UfDokaNnsaCLCjBxvvM3XlqWwKMlKdoIVk9HAX5Zd\n", "pr7zXmH+0ZdyaLcP4tYgJ8FKwjifpgsxnSg/TnIiXGrp47v7ruDWYMtjCTyebONfT9ykrW+IBQlW\n", "XnoyhceTo3hxWQpddicft/aRGh3BE3NmYDEbud3vxD7oondweBD8rgtt/O8tC1iYFOXZRniYkS8v\n", "mcXSFBv2ITd1bXZ2XxwumGdu3uGj5l7yF8STNy+G3FSbp0imRIfT0O3gH45eB2BtViz//uk5WEMw\n", "uFwIEbxpce/2heZeT18xwWqmodNBW9/wkJm6djtX2x3kpszgn6s+4R+rbnDkajfmMCP7azv42Ykm\n", "fnu+lV+cucWWxxIBMBqg7073A9uJtZp5Kj2GpSk2qpt7PesXJ9to7OrnUksfRoOBP348iW/nzeUb\n", "K1L5L89k8vOTTZ73vn+t+6G9TH+o3heSfIFTORuon89f0+JIMiv+3j3Y4SYDRuPoo7Tk6HCiwodv\n", "KTzX1MPCpCh+d6WTDvu9YtXaO0TajHBmz4jg3zyRgrujHpg95vYSosL562cyqW3r47bDyQc37tDl\n", "GGLF3BkAJNrC2bAgHoD+IRdPzJnB/rpOAFbMneEZyiOEmHhTvifZ3DPAz0/d5LOpM0iymem0O4mO\n", "CKOmrY/qlj42ZMdiwMDr7w8P89n2eCLz4638/FQTGxfG8+bZZgByU20UPpbIoiQr4SYjN24PYDIa\n", "yIixeL1r5ubtfm50DzAzMoz58ZFj3n3T3jfIx619uDVYlGQlySbPuRFCL9KTvM+tO4Mcrb/Nqrkx\n", "vHqogX6nm5mWMP7mmQwyYy1YzEb+7+lbntPxkuo2Xt80nzXzYjhzs4d/uyKVOKuZj1v6+MGx6/x4\n", "aw7v1rTxq7PNGID/+Pl0vpAV+9D7pGfPtDD7Ec+sSYgK53OZcrFGCBVN+Z5kTGQY/2Z5Mj0DTvo/\n", "vVfvdr+TG7cHKKvpYJYtgpToewVqpiUMtwZX2u0smx3N7X4nUWYjez9u549Soxl0aZ6jSw341Zlb\n", "9A64JuKP5pXqfSHJFziVs4H6+fw1ZY8kO+yDtPcOgsHA8cY7bHkswfMzowGiw018dKuX14818rXl\n", "qUSFh5ESHc7js2xcbu9jxdyZ9DvdLEiw8ofG2/y39Zmkx1oJM0JilJnWTy/8zI2xEG6S2XaEmKqm\n", "ZE+ysdNB0YVWrnU52LQwgQ8aunlmQRyddie3egaZGxOB263xz3+4SWxkGPkL4liaEk1xdSs1bXa+\n", "mBNPYpQZh1Pjd1c6yYi18L21mZ7vr+90sOdiG9ZwI5sXJjzydFoIoQ7lb0scDx/cuMOBy51cbnfw\n", "j5U3WJkRw4XmPjQN4qxhxFnNvPlhMyYDPLdkFlWNt6ltt3Pqkx56Bly881ErMy1hHL3aicEAO3KT\n", "R33/vLhI/vJzc/m3K9KkQAoxxU2ZIjnodHOt08GN7n66HPemDUuPtZAcbSYhMoyfnLjJm2ebKb/U\n", "xl+smsNrX5xPXWsvs2zh3H/CPOBy8z/ys/ifX8wmI+7Bxzio3neRfMFROZ/K2UD9fP6aEj1Jp1vj\n", "d1e7eOP96xgN8OqGeRy52sXGhQm09w1SfKGNgkUJfPPpNAZdGrNs4Qy53CRGmfnO5zOA4YkrPrh+\n", "m6sdDr4wP46MmEjirXLFWYjpbkr0JNt6B3lp18eeq9dJUWb+0xfS2VfbyYHLw4O0rWYjf5efRd+g\n", "i5mWMLLirZ7JKe5qutPPbYcTi9lERqwFgzz+QIgpZ1qOkzSbDCRYzXxyZwAAW0QYBoOBm58uA9iH\n", "3JhNRp6YY3vo96TOsJA6Q/e4QohJZEr0JGMizfznZzJZlT6TVXNn8OyCOG5097NmXgzmT4fnfOmx\n", "BFJnhO5OFtX7LpIvOCrnUzkbqJ/PX1PiSBJgXnwk31+XSd+gi7p2OwbgHyuv80JuMqDx5By5J1oI\n", "4b8p0ZMci6ZpXOlw0NwzQHJ0BPPjI6XHKISYnj3JsRgMBrIThie6FUKIQE2JnuREUL3vIvmCo3I+\n", "lbOB+vn8JUVSCCG8mLI9SSGEGIvcuy2EECEkRTJAqvddJF9wVM6ncjZQP5+/xv3qdnNzM4cPH8Zk\n", "MrFmzRpSUlLGO4IQQvhs3HuSe/fuZcuWLQCUlpZSWFg45vukJymE0IPyPUmr9d64xfBwmWVHCKG2\n", "cS+SIw9czWbzeG8+ZFTvu0i+4KicT+VsoH4+f4376XZFRQX5+fkAHDp0iHXr1o35vjNnztDd3T2e\n", "0YQQ00BMTAzLli3z+f3jfuHG4XAAw0eUd1+PxZ8/hBBC6GXcjySbmpo4evQomqaxbt06kpKSxnPz\n", "QgjhF2XvuBFCCBXIYHIhhPBCiqQQQnghRXKKcLvduFyuiY7xUKrnE+JhlJt0V/XbFsvKyjz/2LOy\n", "sli8ePEEJxoeVlVfX09hYSGpqamAWvtxrHyq7ceLFy9SW1uL2+1m5cqVpKWlKbMPx8qm0v47fvw4\n", "LS0tAMydO5dly5Yps+8els+v/acpZs+ePZ7Xu3fvnsAkYztw4MBERxjTxYsXtZs3b3qWVduP9+dT\n", "bT8ePXrU8/rdd9/VNE2dfThWNtX231379+/XNE2dfXe/u/n82X/KHUmqftuiy+WipKQETdPIzMxU\n", "9v5y2Y/+ycvLe2CdKvtwrGyq7b+GhgaKi4vZunUroM6+u+v+fP7sP+WKpKb4bYt37xYC2Ldv3wQm\n", "8U72Y2AOHjzIk08+Cai3D0dmU23/ZWRk8PLLL7Nnzx7mzZun3L67P58/+0+5Czcjm/uqP91Qhb/8\n", "h5H96L+jR4+SnZ1NQkICoNY+vD/bSKrsP4vFQnR0NKDWvrtrZL6RHrX/lCuSvt62OFEaGxs9r/v7\n", "+ycwiXeyH/3z/vvvM2vWLDIyMjzrVNmHY2VTaf91dnZ6Xt89glRl38HY+fzZf8qdbq9YsYKdO3d6\n", "bltUTWNjIydPngQgNzd3gtMMO3ToEPX19VgsFjIyMsjLy1NqP46VT6X92NraSlVVFQsXLqSmpoae\n", "nh5efPFFJfbhw7KptP+qqqoYGBgAYPny5YBa/47HyufP/pPbEoUQwgvlTreFEEIlUiSFEMILKZJC\n", "COGFFEkhhPBCiqQQQnghRVIIIbyQIilCwuVy4Xa7JzqGECEnRXISe/XVV0P2Xa2trbz99tvs2bOH\n", "d955B6fTOern5eXlY36uqamJXbt28cYbb9DR0RHw9s+cOcNPf/rTgD8/VT1sv99v//79FBcX65xm\n", "epIiOYn9+Z//eci+68iRI3z5y1/mS1/6EmvXruXo0aOjfv6wW8tSU1PZvn27506GQC1btozExMSg\n", "vmMq8vWWvmeffVaZe6SnGuVuSxSP1tzczAcffMDVq1f5q7/6K896u91OSUkJNpsNk8lEbW0t3/72\n", "tz0/P3DgAL29vZhMJoaGhigoKCAiIgIAk8mEw+HAarXS1dXlmerK6XSyb98+ampqKC0tBSA7O5vP\n", "fOYzQf85Dh06RGdnJ2FhYZhMplGn67W1tZw7d47IyEj6+/tZvnw58+bN49atW/zyl78kOzubbdu2\n", "0dLSwttvv01iYiLPP/88YWEP/790RUUFtbW1xMbGMmPGDOx2O0uWLOHxxx/3uk0YnmrrwIEDLFmy\n", "hIaGBsLDw0lKSmL16tXA8K1vbW1tmEwmzy1w27dvf+Q+aGhooKqqCpvNhtFopL29na9//esAHDt2\n", "bNR+j42NZc2aNcDw38vu3bsxGo1omqbc5NRTSgjmsRQT5J133hm1XF9f75lUVNM0raGhwfO6qqpK\n", "q62t9Sz39PRoxcXFnuWOjg7tb/7mb7Rf/epX2muvvaa53W6v27rfkSNHtNbWVp+zX7x4UfvDH/7g\n", "WW5ra9P+/u//XtM0Tevr69PefPPNUe8vKirSBgcHNU3TtJaWFu3QoUOen+3cudPn7X7nO9/RXC6X\n", "Z/m3v/2tZrfbH7nNu5n/6Z/+SRsYGBj1vtraWu3EiROeZbfbrVVVVfmU591339UaGxs9yyP/zjTt\n", "4fu9rKxMa2tr8yyfOHFCKyoq8mmbwj9yJDmFZGZm4nK52L9/v2eqqvT0dABu3rzJqlWrPO+12Wyj\n", "PltRUcH3vvc9IiIiuHnzJgcPHmTDhg26Zb18+TLPPvusZzkhIYG0tDQAWlpauHPnjucICoZnaunq\n", "6iIpKYmkpCTa2tqA4aNqf46iFi9ejNF4r8u0YMECmpqaMBqNXrd519q1ax+YRLauro7169d7lg0G\n", "w6h97c3GjRs5deoUly5dwul0kpSU5Pk786a3t3fUtGm5ublcv37dp20K/0iRnELOnz/P0qVLmT9/\n", "PjD8bI/GxkbS09NJS0ujrq6OBQsWAMP/yO5399Q7Pj4eu92ua9bs7GzOnTvHypUrAWhra+PGjRsA\n", "pKWlMWvWLAoLCz3vv//K+bJlyzh9+jQ3btygoKDA5+1WV1fjdrs9hfLKlSts3rwZk8n0yG1qmjZm\n", "32/evHlcuHBhVF925L725sMPP+SJJ57wLL/11lueiXW9iYqKor293VMoz549O2qiWxE6MgvQJPT7\n", "3/+e7u5uLly44Dkyys/Pp7y8fNRREsCWLVs86+72JI1GI0NDQ2zZssVTGBsaGjh58iQRERH09/dT\n", "UFAwagr+Y8eO0dnZidFoxOl0smrVKpKTkz390fr6embNmkV0dDT5+fk+Tdl/8OBBurq6sFgs9Pf3\n", "09raysqVK1m+fDk3btzg1KlTnh5jb28vBQUFoyZN/fnPf05ycjKbNm3yed/97Gc/w2azYbFYGBoa\n", "YunSpSxcuBDA6zZPnjzJuXPnAEhKSmL27NmjituRI0dG7Z+cnByWLFnyyDw/+clPSElJQdM03G73\n", "qD4nDBfb8+fPExER4XnUwJIlS3A6nezatQuz2YzRaMRms3Hq1Cl27Ngxat5JETwpkmJaKSoq4rnn\n", "npvoGGISkSFAYtqoqKigpqaG9957b6KjiElEjiSFLhoaGjynp/fLyMjQZTbtidimN729vRw+fHjM\n", "XqHNZpvwGbuFb6RICiGEF3K6LYQQXkiRFEIIL6RICiGEF1IkhRDCi/8PEu3jNe1YTqAAAAAASUVO\n", "RK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.582498\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VOeZ5/1vrSpJpR2tCCQEsrAxGMxqTAA7YAsbMDi4\n", "vSXp13k709PJTHq6O5l4nEnSSXcnTroTv3kzPe2kk0kc0sZtsTYYZBDBGAljEbMYgyUWISEWLWhB\n", "a6m2M38IFRJIRZ0qleqRdH+ui+uqU1TV+emA7jrnPs95jkHTNA0hhBCDMkY6gBBCqEyKpBBC+CFF\n", "Uggh/JAiKYQQfkiRFEIIP6RICiGEH+Zwfvjhw4epr68HYPLkycydO5edO3fi8XgAmDp1KjNnzgxn\n", "BCGECElYi+TixYt9j/fu3QuAzWZj5cqV4VytEEIMm7AWSYDq6mq2bNnC+vXrAfB4PGzduhVN05gy\n", "ZQoPPvhguCMIIUTQDCNxxY3D4WDHjh08++yzA57fs2cPq1atCvfqhRAiaGHfk4TeQ+y4uLg7nrdY\n", "LEO+Z+/evZhMpnDGEkKMQ4mJicydOzfg14e1SDY3N5OcnAxA3w5rTU0NOTk5QO8e5lBMJpMcigsh\n", "ht2xY8d0vT6sQ4DKysrYvHkzmzdvZsaMGUBvkSwqKqKoqIiCgoJwrj6sSktLIx3BL8kXGpXzqZwN\n", "1M+nV1j3JNesWXPHc0uXLg3nKoUQYliNyImbYOzfv18Ot4UQw+7YsWN89rOfDfj1csWNEEL4IUUy\n", "SKr3XSRfaFTOp3I2UD+fXlIkhRDCD+lJCiHGFelJCiHEMJIiGSTV+y6SLzQq51M5G6ifTy8pkkII\n", "4Yf0JIUQ44r0JIUQYhhJkQyS6n0XyRcalfOpnA3Uz6eXFEkhhPBDepJCiHFFepJCCDGMpEgGSfW+\n", "i+QLjcr5VM4G6ufTS4qkEEL4IT1JIcS4orcnOSI3AhsPHC4PFY1dNHQ4mZIcTf6EmEhHEkIMAznc\n", "DtLtfZeP6zr477vP80/vX+Lr75zjYnN3hJL1Ur0vJPmCp3I2UD+fXlIkh8nZxi7f426Xl6YuVwTT\n", "CCGGixTJIC1ZsmTA8v0ZdoyG3seJNjPpdmsEUt1yez7VSL7gqZwN1M+nl/Qkh8mM9FheW51PU7eb\n", "SQlRTEq0RTqSEGIYyJ5kkG7vu1hMRu5Nt7MkN5GcpOgIpbpF9b6Q5AueytlA/Xx6SZEUQgg/ZJyk\n", "EGJckWu3hRBiGEmRDJLqfRfJFxqV86mcDdTPp5cUSSGE8EN6kkKIcUV6kkIIMYykSAZJ9b6L5AuN\n", "yvlUzgbq59NLrrgZYVduODhxtQOLycDsLDtp9qhIRxJC+BHWnuThw4epr68HYPLkycydO5e6ujr2\n", "79+PyWRi2bJlZGZmDvresdiTvNHt5tv7LlDR0DsZxsr8JL728CSizKYIJxNi/FBqPsnFixf7Hu/d\n", "uxeA8vJyXnzxRQC2b9/OunXrwhlBKV0uj69AApy42kG3yytFUgiFhb0nWV1dzU9+8hOmTZsGQEzM\n", "rclordbIzpQTimD6Lgk2M4/fk+xbXn3vBOxR4fmeUr0vJPmCp3I2UD+fXmHvSebm5vLVr36VHTt2\n", "kJeXR/+je4vFEu7VKyXGauJL87JYOiURs8lIfko05r751YQQShqRs9s2m424uDgAPB6P73mDwX+B\n", "6P+NVFpaqtRysPmSYizMn5RAZ9VJThw9oly+kVqWfMEvL1myRKk8oy2fXmE9cdPc3Exycu/h5Tvv\n", "vMOTTz7Jtm3bWL9+PZqmsWvXLtasWTPoe8fiiRshROQpNZi8rKyMzZs3s3nzZmbMmAHAwoUL2bRp\n", "E5s2bWLhwoXhXH1YBfutNFIkX2hUzqdyNlA/n15h7UkOtpeYlZXF888/H87VCiHEsJFrt4UQ44pS\n", "h9tCCDHaSZEMkup9F8kXGpXzqZwN1M+nlxRJIYTwQ3qSQohxRXqSQggxjKRIBkn1vovkC43K+VTO\n", "Burn00uKpBBC+CE9SSHEuCI9SSGEGEZSJIOket9F8oVG5XwqZwP18+klRVIIIfyQnqQQYlyRnqQQ\n", "QgwjKZJBUr3vIvlCo3I+lbOB+vn0kiIphBB+SE9SCDGuSE9SCCGGkRTJIKned5F8oVE5n8rZQP18\n", "ekmRFEIIP6QnOY40dToBSIm1RjiJ0KumpZvdFU0YDfDE9AlMSrRFOtKopbcnGda7JQp1nLzazj8c\n", "qAYNXnk0l9lZcZGOJALU5nDzo/dqON/UDUBlYxfffywPe5T8+o4EOdwOkup9l/75mrtcvPpeDa3d\n", "blodbn5woNq3Vxkpo2n7RZrD7eXyjR7fck2rgx63N4KJ/FNp2w0HKZLjhKHfY+PtTwilJdnMfPHB\n", "DN/yc/cnE2+TvciRIj3J21xq7ebdymZMRgOP5SeTPUZ6P6eudfDqe9VoGry8PIdZcrg9qnQ7PdS0\n", "OjAYICfRhs1iinSkUUt6kiFoc7h59cCt3s+Zhg7+dsXY6P3MzLTzz+sK0DRIirFEOo7QKdpqYnpa\n", "bKRjjEtyuN2Pw+3lUqvDt1zdPHTvR/W+y2D5EqMtyhTI0bj9VKFyNlA/n15SJPtJtJn5/JxbvZ/P\n", "P5ghvR8hxjnpSd6m0+mhpqUbo8FATpKNaOn9CDGmSE8yRLFWE/el2yMdQwihCDncDpLqfRfJFxqV\n", "86mcDdTPp5cUSSGE8COsPcnTp09TWVmJ1+tl0aJFZGdns3PnTjweDwBTp05l5syZg75Xrt0WQoTD\n", "iPQkOzo6sNvv3rdramri6aefBmD37t1kZ2djs9lYuXJlMKsVQogR5/dw+8yZM4P+efPNNwP68KVL\n", "l97xnMfjYevWrWzZsoVjx44Fl1oBqvddJF9oVM6ncjYYOt+1th7ePF7Hv3xwmaqbF2yMBn73JA8f\n", "PsySJUu4cOECDQ0NzJkzh2PHjpGcnKxrJfv27WPBggUAFBYW+p7fs2dPEJGFEKON26ux8dg1Ss63\n", "APD+xRb+/6cKSB0F0/b53ZN87rnnmD59Ou3t7bz00kvMnj2bL33pS76eYiAOHjxIfn4+EyZMuOPv\n", "LBb/V3/0/0YqLS1ValnySb5ILS9ZskSpPIHkO/1phe9yX4CmLje1V+sjllePgE7cbN261ddbBNi2\n", "bRvr16+/64cfOnSI1NRUpk+f7nuupqaGnJwcAHbt2sXq1asHfa+cuBFibDlwoZlXD9SgAWvvncBL\n", "87OItY78xRphuRFYV1cXXm/vNcwej4f29va7vqehoYGysjIqKirYvn07GzduBHqLZFFREUVFRRQU\n", "FAQcVDXBfiuNFMkXGpXzqZwNhs63JCeRnz9VwE9X5/PFuRkRKZDBCOjs9qpVq/j973+P1Wqlp6eH\n", "J5988q7vSUtL4+WXX77j+cFO5gghxj6L2cg9qTGRjqGbXLsthBhXRuS+23V1dcG8TQghRp2AiuTp\n", "06cHLB8+fDgsYUaT0doXUoXkC57K2UD9fHoFVCTPnTs3YNlslsmDhBDjQ1CH231nusezJUuWRDqC\n", "X5IvNCrnUzkbqJ9PL7+7hLt27aK7u5uKigpcLpfv+fT09LAHE0IIFfjdk1y9ejXPPPMMs2fP5pln\n", "nvH9kWE86vddJF9oVM6ncjZQP59eAR1ur1q1Ktw5hBBCSTJOUggxroRlnOTu3bupra2lurqaN998\n", "k/PnzwcdUAghRpOAiqTT6WTixImcOHGCF154YVTPAzlcVO+7SL7QqJxP5Wygfj69AiqSRqMRo9GI\n", "zWYDICoqKqyhhBBCFQHvSXZ0dPiKpKJtzBGl+lgwyRcalfOpnA3Uz6dXQEUyKyuL7du3s2jRIj75\n", "5BOqqqrCnUsIIZQQUJFcvHgxn//857HZbEyfPp2vfOUr4c6lPNX7LpIvNCrnUzkbqJ9PL92XJZrN\n", "Zt9hN8CJEyeGNZAQQqgkqGu3+6uurh6GGKOP6n0XyRcalfOpnA3Uz6dXyEVSCCHGMimSQVK97yL5\n", "QqNyPpWzgfr59JIiKYQQfkiRDJLqfRfJFxqV86mcDdTPp5cUSSGE8CPkIjl79uzhyDHqqN53kXyh\n", "UTmfytlA/Xx6BVQky8rKqKioAOD8+fMD7paYm5sblmBCCKGCgIrkpUuXSE1NBSAvL49Dhw6FNdRo\n", "oHrfRfKFRuV8KmcD9fPpFVCRjI2NJSUlpfcNRiMmkymsoYQQQhVB9SSNRjnfo3rfRfKFRuV8KmcD\n", "9fPpFVC1MxgMNDc3A9Dc3IzH4wlrKCGEUEVA97jxeDzs27fPN6dkYWEhZrPfu9GGTO5xI4QIB733\n", "uAmo0plMJgoLC4MOJYQQo1VAh9vnzp0Ld45RR/W+i+QLjcr5VM4G6ufTK6AiefLkyQHLFy9eDEsY\n", "IYRQTUCH206nc8DyyZMnmTJlyl3fd/r0aSorK/F6vSxatIjs7Gzq6urYv38/JpOJZcuWkZmZGVzy\n", "CFN9LJjkC43K+VTOBurn0yvg2ze8++67uj+8qamJp59+mg0bNvDxxx8DUF5ezosvvshzzz3Hhx9+\n", "qPszhRBiJAVUJDdu3EhbWxtFRUUUFRVx6tSpgD586dKldzwXExPje2y1WgOMqR7V+y6SLzQq51M5\n", "G6ifT6+ADrdXrVrFvHnzfMu7d+/WtZJ9+/axYMECYODtaC0Wi9/3lZaW+nbd+za8Kst9XxSq5JF8\n", "4yufLIe2rEdA4yRDcfDgQXJycnwTYRQXF/uGE5WUlLBixYpB3yfjJIUQ4aB3nGRYry88dOgQ6enp\n", "A2YK6u7uBnr3KPseCyGEqgIqkm1tbWzevJk33ngDt9vNtm3b7vqehoYG3xRr27dvZ+PGjQAsXLiQ\n", "TZs2sWnTJhYuXBha+ghSve8i+UKjcj6Vs4H6+fQKqCdZXFzM+vXreeeddwK+HDEtLY2XX375juez\n", "srJ4/vnn9aUUQogICWhP0mazDTjJIlOlqT8WTPKFRuV8KmcD9fPpFVCRvH0wudfrDUsYIYRQTUBF\n", "Mi0tjdLSUtxuN0eOHGHy5MnhzqW8UPsuHT1umjqduL3hGVygel9I8gVP5Wygfj69AiqSS5cuJTk5\n", "GZvNRkZGhgzNCdHlVgd/W1LFn2+tYHfFdRwumZ9TCFWFfZxksMbyOMlflV/h7Y8bfMs/f+oeClJj\n", "I5hIiPEjLPNJXr9+nT179hAdHY3T6aSwsJDk5OSgQ453ntsOsb1hOuQWQoQuoMPt4uJiXnzxRTZs\n", "2MCzzz7L3r17w51LeaH0XVZNn8DUZBtWk4H/d34WOUnRw5isl+p9IckXPJWzgfr59ApoTzImJsZ3\n", "8y+TyYTNZgtrqLFucqKNHz2Rj8PtJdFmxmqWG6sJoaqAfjsdDseA5a6uLqB32rPxKtSxYPE2M2l2\n", "a9gKpOpj1SRf8FTOBurn0yug31Cv18uvf/1rjh07xm9+8xtsNhtnzpzhxIkT4c4nhBARFVCR7Orq\n", "4qGHHsJms7Fw4UKmT5+OoifFR4zqfRfJFxqV86mcDdTPp1dAPckXXngBu91+x/OTJ0/m8uXLZGdn\n", "D3swIYRQQcjjJLdv3866deuGK4/PWB4nKYSIHKXmkxRCiNFOimSQVO+7SL7QqJxP5Wygfj69pEgK\n", "IYQfUiSDpPpYMMkXGpXzqZwN1M+nlxRJIYTwI+QiOV6H/6jed5F8oVE5n8rZQP18egVUJA8dOjTk\n", "3/W/H7cQQow1AY2T/N73vsf999/PZz7zGdLS0kYil4yTFEKERVjGSa5fv561a9dy5swZ3n77bc6c\n", "ORN0QCGEGE0CKpKzZs3CYrGwfPlyHn/8cXbs2BHuXMpTve8i+UKjcj6Vs4H6+fQK6Nrt0tJScnNz\n", "OXz4MHa7na997WvhziWEEEoIuCf5yCOP8PDDD4/YPbelJymECIew3ONm/fr1zJo1K+hQQggxWgXc\n", "kxS3aJrGHy9c470LzXxa3xm2e2eHQvW+kOQLnsrZQP18egVUJNva2ti8eTNvvPEGbrebbdu2hTuX\n", "0i40d/P9Qw384EANf7XrLJWNnZGOJIQIk4DvlvjUU0+RkJCA2RzQEfqYVtfuxOH2AuDVoLbVcZd3\n", "jDzVr5+VfMFTORuon0+vgIqkzWbDYrH4lkfq5I2qMuxWokwGAIwGmJQgd48UYqwKqEg6nc4By16v\n", "NyxhRoupKdF8d2k6/+ORHH66Op+CtNhIR7qD6n0hyRc8lbOB+vn0CujYOS0tjdLSUtxuN0eOHGHy\n", "5MkBfbjX60XTtDG352kwGHBcu8AjY+ywQghxp4DvcXPmzBmqqqq4//77yc3Nvevri4uLqaqqYt26\n", "dWRlZQGwc+dOPB4PAFOnTmXmzJlDvl/GSQohwiEs4yQB7rvvPu677z4AampqyMnJ8fv6wsLCO67x\n", "ttlsrFy5MuBwQggRaX6L5JYtWzAYek9Q9PUhNU3j3LlzvPLKK7pX5vF42Lp1K5qmMWXKlFG9p1ha\n", "Wqr0WTzJFxqV86mcDdTPp5ffImm323n88ccpKyvDYrEwe/Zsjh07RmJiYlArKyws9D3es2fPXV/f\n", "f2P3NYNVWT516pRSeSTf+Mony6Et6xFQT3Lz5s1s2LDBt7xt2zbWr19/1w8/c+YMiYmJvp5kfyUl\n", "JaxYsWLI90pPUggRDmGZT7LvkLtPsEOAampqfI8dDvUGYAshxO0CKpJer5fr168DcP36dVwu113f\n", "U1JSQmlpKSUlJbz//vtAb5EsKiqiqKiIgoKCEGJHnupjwSRfaFTOp3I2UD+fXgHPAlRcXExHRwex\n", "sbEDDr2HMtih9NKlS/UnFEKICAp4nORQLl++HJY7JkpPUggRDmHpSfrzxz/+MdSPEEIIZYVcJMcr\n", "1fsuki80KudTORuon08vKZJCCOGHFMkgqX5FgeQLjcr5VM4G6ufTS4qkEEL4IUUySKr3XSRfaFTO\n", "p3I2UD+fXiEXyXAM/xFCCFUENU6yrq6OjIyMcOTxkXGSQohwCMs4ydOnTw9YPnz4sL5UQggxSgVU\n", "JM+dOzdgWe6YGJ6+S1Onk/PXu2jscN79xXehel9I8gVP5Wygfj69gqp24/1GYOFwra2HHxyoprKx\n", "i4nxVr7/2FQmJcpdGIWINL9FcteuXXR3d1NRUTFg5p/09PSwB1PdcI8Fu9DcTWVjFwBX2pxUNnaF\n", "VCRVH6sm+YKncjZQP59efovk6tWrgd4beK1Zs2ZEAo1XsZaBnY9Yq4zOEkIFAf0mrlq1Ktw5Rp3h\n", "7rvckxrLXz48ifvSY/nygizuC/Fe3qr3hSRf8FTOBurn0yugnqScqAm/WKuJJ++dQGFBCiaj4e5v\n", "EEKMCL/jJNva2oiPj6etrY2SkhKg97awjz32WNgLp4yTFEKEw7COkzxw4ADQewJn9erVPP300yxe\n", "vJht27aFllIIIUYJv0WybyczJiYGq9UKQGJiIhaLJfzJFKd630XyhUblfCpnA/Xz6RXQiRuPxzNg\n", "uaenJyxhhBBCNX6LpNPppKioaMCe44ULF2ScJOqPBZN8oVE5n8rZQP18evk9+/Inf/Indzw3ZcoU\n", "pk6dGrZAQgihEt0jlo1GGeQM6vddJF9oVM6ncjZQP59eAY3j0TSNCxcu4HT2Trxw9OhR/vRP/zSs\n", "wYQQQgUB7RZu27aN9vZ2jEaj7894p3rfZbzla3e4KTnXxGuHLlFeewOXO7RJWFTefipnA/Xz6RXQ\n", "nqTFYmHOnDm+5enTp4ctkIiM+g4nF5q6iDabuCc1hlirKdKRdDld38mPD14CoLiyidfW5HNfuj3C\n", "qcRYENAuYXt7+4DlhoaGsIQZTVTvu+jJ19Ll4sfv1fC3+y7yzT3n2X+uOYzJeg339mvovDUHpwa0\n", "OTxDvzgAKv/7qpwN1M+nV0B7khcvXuT1118nJSUFgIqKCr797W+HNZgYOS0ON6fqOnzLe88183hB\n", "MlHm0bM3eV9aLHariQ6nh+yEKCYlRkU6khgjArrHzdGjR5k/f75v+b333mP58uXhzCXXbo+g651O\n", "Xt59nks3ei8S+OKDGXz+wcwIp9KvttVBS7ebNLuFjDgpkmJweq/dDmhPsn+BBMJeIMXImhBr5W8f\n", "y+NMfSexVhMz0kObpi1SJiXamJQY6RRirAnqNHVdXV1Ar/N6vXdc0jhWqN530ZsvO8HGY/ek8HBu\n", "IonR4b82f6xtv5GkcjZQP59eQRXJI0eO3PU1xcXFvP7669TX1/ueq6ur49/+7d946623uHbtWjCr\n", "VpKmaVQ0drLr0+scv9KOwzU2vxiEGI/8Hm43NjaSlJRES0vLgOc7Ozvv+sGFhYWcOXNmwHPl5eW8\n", "+OKLAGzfvp1169bpzauM/mPBqpq7+fquczg9ve3dHxROZV52fKSiAeqPVZN8wVM5G6ifTy+/e5JF\n", "RUW0tLSwceNGTp8+7fvTf+9Qj5iYGN/jvqnXxoJrbU5fgQSoauqOYBohxHDyWyS/8pWvkJqayrRp\n", "01i+fLnvT15eXlAr638ifbTPSdnXd6ltdVDX0UOirXen3GSA+xQ48aF6X0jyBU/lbKB+Pr0COrtd\n", "WFg4YHnatGlBraz/SRyD4e73cSktLfXtuvdteFWWT5061Rsy+342HqvjuQfS8Xg1pk2I4d60WGXy\n", "qbK9JJ8sq7SsR0DjJG/ndDoDOlw+c+YMiYmJZGVlAb3XgK9fvx5N09i1a5ff29SOlnGSn9R18Ne7\n", "zvmWf1g4lbkR7kcKIYYWlnGStysuLmbt2rV+X1NSUkJVVRU2m43c3FyWLl3KwoUL2bRpE5qmsWLF\n", "imBWrZz8CTH8/eN5fFjbxgMZdqaHeCtYIYRagiqSXu/dZ1gZrAhmZWXx/PPPB7NK5fS1AqLMRhZM\n", "SmDBpIRIRxqgf6tCRZIveCpnA/Xz6eW3SP7kJz9h8uTJdzxfUVExqofvCCFEoPwWyalTpw5aDLdv\n", "3x62QKNF3zely+Oly+kl1mrEbFJnnk3Vv8klX/BUzgbq59PLb5F86KGHBn0+MVEukAVo6Xax5VQD\n", "71e1sjQvkafvTyM5Rv/Qpi6nh06nB3uUiWjL6Jl5R4jxwO+uz1B3RZQJLnr7LhUNXbz9cQN1HU7e\n", "/riB89e7dH9OQ4eT10ov8WdbPuX1I5dp6nINWz6VSb7gqZwN1M+nlzrHh6OQy3PrBNbinAQaO138\n", "4sPLfHytA2+AI6s+bejkYFUr3S4veyqbOduov9AKIcJHimSQlixZQkFaLPOz47CaDMzKsPOzslq2\n", "nGrk5T3nuRDhSxNV7wtJvuCpnA3Uz6dXUEOARK90u5VvLs+l0+lh79km3/Nur0abwx3QZ9yXFsvy\n", "vETKa9tYnpdEQWrM3d8khBgxsid5m6ZOJ6frOjh1rZ2y6hautfUM+rq+vku8zUxmfBQLJiUQZeq9\n", "1DI3MYqJCYHNjJ1qt/LflkzmXzfcy58vmhjUiR9/+VQl+YKncjZQP59esifZT0NHD68eqOGT+k4S\n", "bGZenJPBvx2/yN89lkdKrP/LMKenxfCzpwpoc7jJiLPqun1AjNVEzCi7O6EQ44UUyX5qWnv4pL53\n", "rswbDjfX2nqo73DS6nDfUSRv77sYDAbykqNHLOvdqN4XknzBUzkbqJ9PLznc7sduNdF/bqLEaDMZ\n", "disJNvkuEWK8kiLZz9TkaL6zYgoLJsXz0txMpqVE88qjuUwY5FBb9b6L5AuNyvlUzgbq59NLdpH6\n", "MRkN5CTZ+M8LJ5IRH4XZePc5L4dLc5cLDY2UmLEzY7sQY0FQ80mOhJGeT9KraXxQc4O/338RDXh5\n", "eS6fmZKIaQQK5Sd1HfzgD9V4NY1vLs9hzkSZj1KIcNE7n6Qcbt/U2u3iZ2W1eDTwavBa6SWau+9+\n", "iWBzl5P955vZdKKOC036r5Zp7Xbx4/dquN7lornbzd//oZrrnc5gfgQhRBhIkbzJbDSSEHWr+xAf\n", "ZfZ7uN3Xdyk538KP3qvhN3+8xst7LnB1iHGV/oRjV171vpDkC57K2UD9fHqN2yLp8Wo0dDhpvjmh\n", "RLzNzDcfyWFWZiz3p8fynRVTSIq++8Duk1fbfY9vONy097g529jFj9+rZt+5Ji42deHxDl0GE6Mt\n", "/PflOaTEWEiMNvOtIU4UCSEiY1z2JN1ejUMXW3jtUC12q4nvrpxCQWrvbRdcHi8aYA1wbsjD1a18\n", "r6S3jzkr085fPjyJV4rP8yez0tl4rA6H28s3lk1mcY7//mZzlwtN0+46aF0IEZoRucfNaFfX3sOP\n", "3qvBq4HD7eVfPrjMj56YRpTZhEXnxLnzs+P52dp76HB6yEm04XB7uTctlp2fXqf15vXbrx6o4Vcb\n", "YsiMH/oqnOG6HFEIMbzG5eG2ATD2u6Wt2WQYsByIvr6LxWxkelos87LjSbVbmRBrYcGkeCz99hpN\n", "RgM6Pz5kqveFJF/wVM4G6ufTa1wWycz4KL7z2SmkxFjITbLxF4uyde9BDiXaYuKhnET+fFE2uYk2\n", "0uwWvrtiCul2OYwWYjQalz1JAE3TaOl2YzEZiOt3VvvKDQcOt5c0u9X3fI/bQ5fLi92q73C8vceN\n", "x6uRGMAJICHEyJCeZIAMBsMdfcDTdR38j+ILONxe1s9I5QsPZtDl8rLx2DX+eLmdwoJk1s1IJcEW\n", "WNGzW00YRvo4WwgxrMbd4bbD5aG89gZvfHSVj6+1c+hiC5/UddDjdvPWyXoc7t5bMmw73ci1dief\n", "1HXw7tlm8idEE2MxUXrxBpdaHZSVlfldzyd1HXxnbxX/8kHtkHNShpPqfSHJFzyVs4H6+fQad3uS\n", "FY1d/M93q3h2Vjr/dPASdR29V7f8+IlpZMbd6htaTQaiTEbcXo2Hc+KZnmbnX8uvApAWa+HrcycO\n", "uY7LNxy8cnOPFMDlha89PCmMP5UQIlzGXZFs6uwdPB5lNvgKJMAfzrfw3Ox0XN7eIvfCnAwmJUZh\n", "MGi0Otwcv3Jr0HhDp4voxNQh19Hj9voKJMDlVgcerzYi14H3UX1OP8kXPJWzgfr59Bp3h9u5yTbs\n", "VhNejQHzRM7OspMVH8VfLpnEq6umMScrDoPBQHOXm80fN3B/ht332pzEKL/jGtPtVtbN6C2iVpOB\n", "F+ZkjGiBFEIMn3G3Jzk1JYbX1uTT3OVifnYctTd6SI42c2/6rSLYV9DcXo0Op4dWh5tjV9r58oIs\n", "Yiwm5kwfWO3IAAAUVUlEQVSMo/JEOalDfGPao8x88cEMVuYnE2UyMikx8Fs5DJfS0lKlv9ElX/BU\n", "zgbq59Nr3BVJgJykaHKSem+10L849lfT0k2bw83Vth6+9UguO043cPxKO3+2IIvz17tojZ/ClRsO\n", "JibYBn2/PcpM/s0hRE6PF5MB2ZsUYhQat+Mk+6tu6abd4SEjzkqq3UpNSzcv7z7Pf314Ev/8wWXa\n", "HG5emp9Fj9NDfIyZn5VeBmBaSjT/8PhUkoY49NY0jZPXOvg/R6+SZrfy/8zNJDtx8KIqhBgZMk5S\n", "p08bOvnm7vM43F6mp8bwPz+by9W2HnKSo9nySSONN0/0/OLIFf7xyWn8/thV33vPN3XT4fQMWSSv\n", "tvXw7Xcv0OPRqGjswmSEby7P1X0JpBAicsbdiZvblVW3+s5EVzR2Ud3i6B0ErmkD5pM0GuBMfSdP\n", "zUj3PbdwUrzfm4Q5PRo9nls76o0dLrx+pk0bTqqPVZN8wVM5G6ifT68R35PcuXMnHo8HgKlTpzJz\n", "5syRjjBARr+xkWajAa8Gb3x0jcKCFOKizLQ53LQ4XHzu/jTeqWjir26e/W6+0cYDk1OJv61Ierwa\n", "mqZhNhnJiOs9xP7tR9ewmY28NC8T883LGjucbtxejcQAr94RQkTGiPck9+3bx8qVK+/6unD0JD1e\n", "jarmbm443GTFR5EZZ+VMQyfNnS6OX21jclI0aPC/j1wBYN19E1iWl8j1LjftPS5MBiMLJycMOfzn\n", "YnM3vyq/Qo/Hy5cXTKQgNZZul4eGDicWo4Gsmyd5LjZ385P3a7jh8PBfFmczf1L8sByC97g9uDwa\n", "9qhx30URYkjK9yQ9Hg9bt25F0zSmTJkyojf7OnOz/+j2ajx93wQempLIm8fq+LSxi/+0MIuzjV0D\n", "JrtIjrHy++P1fHRzIPkTBSlMSY4etEh2Ot389FANlY3dAHx3bxX/vK6AlFir70w69E7q+/qRy5y9\n", "3vu675dc5Jefmz7kWfJA1bY6eP3IZeo6nHx5/kTmT4qXs+lCDIMR70kWFhby9NNP87nPfY76+voR\n", "XXf5pRu4vRrPzEzjaruT7+6tIiXWysO5CbzxUR3PPZBORpyVGIuR1BgLszJjOdbvSpvy2jb2nWum\n", "ttXBiYrztN2cVBfA5emdVahPW48Hl1ejqdPJ6foOLrX2FkWN3ity+ng0jeFoU755vI6jl9upbe3h\n", "eyVVnLxwJfQPDSPV+1Yq51M5G6ifT6+InrixWPz34/pv7NLSUl3LH35YzskzZ3F6egvS4cOHybYb\n", "uTcthjS7lSO1bXS5vJScb2ZSoo2lUxIpu9jM8avtfGNZDt9alIDz+hXmT4rzfebsrDjOXe/iWlsP\n", "/3jcwV/tPMvZxt47JFZ+fJwvzZ6A2WjAAPz5vDQaG+p59b0a/mrnOf7L9rMcrarHajLynxdlkxRt\n", "xmI08DdLJ5MRZ9X98/Vf9moarY5bd3b0aNByoy2k7Rfu5VOnTimVZ7Tlk+XQlvUY8Z5kTU0NOTk5\n", "AOzatYvVq1cP+rpQepIuj5cPam7w24+ukZ1g4z8tzCI7wcaFpi4+utyGhoFfH701lOevP9M7+cRP\n", "D9UCvWey//GJaUxPjeWjK200d7lpd3p8c00aDfCHC60ATE2J5p+enEas1YzHq3GtrQePppEVH8WZ\n", "+k6+sfu8bz3rZ6TyFw9lA3C904nbqzEh1ur3royBqmzs5FvFF2jr8fDlBVmsvncC0RZTyJ8rxFij\n", "fE+ypqaG8vJyAGbPnh2WdVxqdfCDA9V4Nbh8o4d0u4U/nZvJ/3foEg9mx6NpGnOy4vi0oZOHcxPI\n", "SbTxwaU23/u9GtS0OvBosOlEHdMmxHDPhFi8WlTvWMq9Vb7X9p7N7n1sMhoGDBa3R5kwGw24bx5P\n", "T+53eeJw3xGxIDWW/71+Oi6Pl5RYCzazFEghhsOIH24vXbqUZ555hmeeeYb8/PywrMPtHdjn83i9\n", "XGnr4eHcRFKiLdS1u7CZjay5bwIP5yTwcV0nKTEW4qJ6C8v01Gh63BqfNnTypQUTOdvYxQeXbhBl\n", "MpIeZ+Vbj+QSbTGSGG3mL5dMGvJscm5SNP9QOJXPTkviLxZNZNHkhLD8vH3S7FYmJtiwmU3K94Uk\n", "X/BUzgbq59NrTI4VyU6w8cUHM/jdsTpSos0szUvm67vO0ePRmBgfxfOz09HQMBuNxEWZ2H++mcZO\n", "F+tnpGI0wJysOA5fukHRxw3YrSZemp/J60eucM+EaLLibWTERfH9hxLInpjl9xawJqOBOVlxzMmK\n", "G/I1Qgi1jckiGWs1sWFmGo9MTSbabGDP2WbflS9X2nqwmgzEWEz86ug17FYjBakxVLc08/vjdaTb\n", "LeSnRFP0cQMAHU4P5ZfayE+JodPZexLIaDDwwD25kfrxAqL6LCySL3gqZwP18+k1JoskgM1iYmJC\n", "7+Hz5MQoLEYDy6cmYbea6HB6KL3YSlyUiVN1nRSkxvJn8zNp7/GQlxJN7Y0eHp2axB8utACQYDPh\n", "1TRW5idH8kcSQkTAmLt2u6XLxdHaNj663MaNm+MYU2Is/LAwj4LUGBJtZtLtVlYVpPCFBzOZmR7L\n", "8asd5E+I4Q8XWvjhgRp+WX6Ve9NiuT89lkWT41mZn8Jff2Yyucm3BoWr3neRfKFROZ/K2UD9fHqN\n", "qT3JbqeH3x2/xjufNgHw7ANpLJyUwFvHr/FYwQS8mobLq9HY6SIlxsxPD1bzyiO5NHe7udrm9M34\n", "A723cFiWl0iU2cilVgcPSF9RiHFpTO1JtvW42VvZDEBuko2rN3po7HQSE2XG5dX4lw+u8Pvjdfyv\n", "w5cBA42dbs41dfPDAzV0uTwsnZKAzWzEZjbyQGYc+88386/lVzlyqY3bh5Oq3neRfKFROZ/K2UD9\n", "fHqNqT3JGKuJmZmxTE6MptvlofZGD5oGzR09tDvc9JU5t1ejqat3r9FuNTMzPQYNiDIZ+drDk5iS\n", "ZGPP2SYqGruxGA1smJkm988WYpwaU3uScVFmXpydQXyUiXfPNnOmvpMfH6xh/awMMuOjfFe2xFiM\n", "RJkN/Nn8LD6pa2ftjDR+VX6Vfedb+PHBGjpcHr4wJ5OfrbmHf15XwANZd97iQfW+i+QLjcr5VM4G\n", "6ufTa0ztSQI4vRrX2m/dKtar9U5NVnKuib97LI8ul4fkaAtX23soPnudyzecTE+LHfAZrd1uEjLN\n", "JESPuc0jhNBpzFWBvORoHDleymt7z26vnp6CwQDN3W7sUSbmZsfjcntxejSW5yVzb1oMKTEWEqPN\n", "tHa7SY4xk5t092nLVO+7SL7QqJxP5Wygfj69xlyRTIq2sHByAt9cZkADjlxq49OGLr792Snk3RzC\n", "YzEbmTMxjjkTb52xfm11Pk1dLlJiLCHP7SiEGDvGVE+yjwEorW5l37kWdn56nfLaNv7hD9U0dDiH\n", "fM/EBBuzMuMCLpCq910kX2hUzqdyNlA/n15jpkg2dDg5WNXCoaoWWrpczM6Ko7HzVlHscnlpc3gi\n", "mFAIMRqNiftudzk9vHboEgcv9s7xuDI/mc/PTudMQyc/PVSLy6tRWJDCg1l2lk+VSwuFGM/0zic5\n", "JvYkO5wePrh0w7d85NINGrtc/Oaja7w4J4MvPpjBA5l2Km/OIi6EEIEaE0XSbjWxLC/Jt7w8Lwmn\n", "20tDh4vffnSN3x2ro7HDyaPTkvx8ij6q910kX2hUzqdyNlA/n15j4ux2jNXES/MyWZyTgNHQO0u3\n", "y6sxPzuOo5fbeTArjgWT4slLiYl0VCHEKDMmepJDaXO46XB6sFtNxNvGxPeBECJEyt/jZiTF28xS\n", "HIUQIRkTPclIUL3vIvlCo3I+lbOB+vn0kiIphBB+jOmepBBC3G5cjpMUQohwkSIZJNX7LpIvNCrn\n", "UzkbqJ9PLymSQgjhh/QkhRDjivQkhRBiGEmRDJLqfRfJFxqV86mcDdTPp5cUSSGE8EN6kkKIcUV6\n", "kkIIMYykSAZJ9b6L5AuNyvlUzgbq59NrxKfIqaurY//+/ZhMJpYtW0ZmZuZIRxBCiICNeE/yP/7j\n", "P1i7di0A27dvZ926dYO+TnqSQohwUL4nGRNza3Zwq9U60qsXQghdRrxI9t9xtVgsI736YaN630Xy\n", "hUblfCpnA/Xz6TXih9vFxcUUFhYCUFJSwooVKwZ93UcffURra+tIRhNCjAOJiYnMnTs34NeP+Imb\n", "7u5uoHePsu/xYPT8EEIIES4jvid59epVDh48iKZprFixgrS0tJFcvRBC6KLsFTdCCKECGUwuhBB+\n", "SJEUQgg/pEiOEV6vF4/HE+kYQ1I9nxBDGfGz23ej+mWLO3fu9P2yT506lZkzZ0Y4Ue+wqqqqKtat\n", "W0dWVhag1nYcLJ9q2/H06dNUVlbi9XpZtGgR2dnZymzDwbKptP0OHz5MfX09AJMnT2bu3LnKbLuh\n", "8unafppiduzY4Xu8bdu2CCYZ3N69eyMdYVCnT5/Wrly54ltWbTvenk+17Xjw4EHf43feeUfTNHW2\n", "4WDZVNt+fd59911N09TZdrfry6dn+ym3J6n6ZYsej4etW7eiaRpTpkxR9vpy2Y76LF269I7nVNmG\n", "g2VTbftVV1ezZcsW1q9fD6iz7frcnk/P9lOuSGqKX7bYd7UQwJ49eyKYxD/ZjsHZt28fCxYsANTb\n", "hv2zqbb9cnNz+epXv8qOHTvIy8tTbtvdnk/P9lPuxE3/5r7BYIhgkrtT4R9/KLId9Tt48CD5+flM\n", "mDABUGsb3p6tP1W2n81mIy4uDlBr2/Xpn6+/u20/5YpkoJctRkpNTY3vscPhiGAS/2Q76nPo0CHS\n", "09PJzc31PafKNhwsm0rbr7m52fe4bw9SlW0Hg+fTs/2UO9xeuHAhmzZt8l22qJqamhrKy8sBmD17\n", "doTT9CopKaGqqgqbzUZubi5Lly5VajsOlk+l7djQ0EBZWRnTp0+noqKC9vZ2vvCFLyixDYfKptL2\n", "Kysro6enB4B58+YBav0eD5ZPz/aTyxKFEMIP5Q63hRBCJVIkhRDCDymSQgjhhxRJIYTwQ4qkEEL4\n", "IUVSCCH8kCIphoXH48Hr9UY6hhDDTorkKPa9731v2D6roaGBt956ix07dvD222/jdrsH/P2uXbsG\n", "fd/Vq1fZvHkzr732Gk1NTUGv/6OPPuIXv/hF0O8fq4ba7rd799132bJlS5jTjE9SJEexL3/5y8P2\n", "WQcOHODZZ5/lqaee4tFHH+XgwYMD/n6oS8uysrLYsGGD70qGYM2dO5fU1NSQPmMsCvSSvscff1yZ\n", "a6THGuUuSxR3V1dXx5EjR7hw4QJ/8zd/43u+q6uLrVu3YrfbMZlMVFZW8vWvf93393v37qWjowOT\n", "yYTL5WLNmjVERUUBYDKZ6O7uJiYmhpaWFt9UV263mz179lBRUcH27dsByM/PZ8aMGSH/HCUlJTQ3\n", "N2M2mzGZTAMO1ysrKzlx4gTR0dE4HA7mzZtHXl4e165d47e//S35+fk8/fTT1NfX89Zbb5Gamspz\n", "zz2H2Tz0f+ni4mIqKytJSkoiPj6erq4uZs2axf333+93ndA71dbevXuZNWsW1dXVWK1W0tLSWLJk\n", "CdB76VtjYyMmk8l3CdyGDRvuug2qq6spKyvDbrdjNBq5fv06L730EgDvv//+gO2elJTEsmXLgN5/\n", "l23btmE0GtE0TbnJqceUYZjHUkTI22+/PWC5qqrKN6mopmladXW173FZWZlWWVnpW25vb9e2bNni\n", "W25qatK+853vaL/73e+0H/7wh5rX6/W7rtsdOHBAa2hoCDj76dOntQ8++MC33NjYqL366quapmla\n", "Z2entnHjxgGvLyoq0pxOp6ZpmlZfX6+VlJT4/m7Tpk0Br/cb3/iG5vF4fMv//u//rnV1dd11nX2Z\n", "f/7zn2s9PT0DXldZWal9+OGHvmWv16uVlZUFlOedd97RampqfMv9/800bejtvnPnTq2xsdG3/OGH\n", "H2pFRUUBrVPoI3uSY8iUKVPweDy8++67vqmqcnJyALhy5QqLFy/2vdZutw94b3FxMa+88gpRUVFc\n", "uXKFffv28dhjj4Ut67lz53j88cd9yxMmTCA7OxuA+vp62trafHtQ0DtTS0tLC2lpaaSlpdHY2Aj0\n", "7lXr2YuaOXMmRuOtLtM999zD1atXMRqNftfZ59FHH71jEtmzZ8+ycuVK37LBYBiwrf154oknOHr0\n", "KGfOnMHtdpOWlub7N/Ono6NjwLRps2fP5tKlSwGtU+gjRXIMOXnyJA888ADTpk0Deu/tUVNTQ05O\n", "DtnZ2Zw9e5Z77rkH6P0lu13foXdKSgpdXV1hzZqfn8+JEydYtGgRAI2NjdTW1gKQnZ1Neno669at\n", "873+9jPnc+fO5Y9//CO1tbWsWbMm4PV+8skneL1eX6E8f/48q1evxmQy3XWdmqYN2vfLy8vj1KlT\n", "A/qy/be1P8ePH2f+/Pm+5TfffNM3sa4/sbGxXL9+3Vcojx07NmCiWzF8ZBagUei9996jtbWVU6dO\n", "+faMCgsL2bVr14C9JIC1a9f6nuvrSRqNRlwuF2vXrvUVxurqasrLy4mKisLhcLBmzZoBU/C///77\n", "NDc3YzQacbvdLF68mIyMDF9/tKqqivT0dOLi4igsLAxoyv59+/bR0tKCzWbD4XDQ0NDAokWLmDdv\n", "HrW1tRw9etTXY+zo6GDNmjUDJk399a9/TUZGBk8++WTA2+6Xv/wldrsdm82Gy+XigQceYPr06QB+\n", "11leXs6JEycASEtLY+LEiQOK24EDBwZsn4KCAmbNmnXXPK+//jqZmZlomobX6x3Q54TeYnvy5Emi\n", "oqJ8txqYNWsWbrebzZs3Y7FYMBqN2O12jh49ygsvvDBg3kkROimSYlwpKirimWeeiXQMMYrIECAx\n", "bhQXF1NRUcHu3bsjHUWMIrInKcKiurrad3h6u9zc3LDMph2JdfrT0dHB/v37B+0V2u32iM/YLQIj\n", "RVIIIfyQw20hhPBDiqQQQvghRVIIIfyQIimEEH78X3mxcoVYhSa0AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.607872\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd97/H3rBqN9m20IEAgBLIxGAw2GGMgGIwcGywc\n", "J16IkyZ9mrbOvU3Spr2Os7TulrQ3bpKb3sdOetPGcWKIWW0IYBB1MBIBYWNsDBYIhIRAaB3to9Fs\n", "5/4hM0gghlmln6Tv63nyZM5oZs6HA/7qzPf8fr+j0zRNQwghxLD0ox1ACCFUJkVSCCECkCIphBAB\n", "SJEUQogApEgKIUQAUiSFECIAYyw//PDhwzQ1NQEwZcoUFixYQGNjIwcOHMBgMLB8+XJyc3NjGUEI\n", "ISIS0yK5ZMkS/+N9+/YBUFlZyYYNGwDYsWMHpaWlsYwghBARifnX7draWl588UVmzJgBgNVq9f/M\n", "bDbHevdCCBGRmBfJgoICvvrVr3Ls2DEABk/wMZlMsd69EEJEJKZft6+yWCwkJSUB4PV6/c/rdLqb\n", "vmffvn0YDIaYZxNCTCypqaksWLAg6NfHtEja7XbS09OBa2eQfX19/u2rj4djMBi46667YhlPCDEB\n", "HT9+PKTXx/TrdkVFBVu2bGHLli3Mnj0bgEWLFrFx40Y2btzIokWLYrn7mCovLx/tCAFJvsionE/l\n", "bKB+vlDF9Exy7dq1NzyXl5fHU089FcvdCiFE1OhUXSrtwIED8nVbCBF1x48f54EHHgj69TLjRggh\n", "ApAiGSbV+y6SLzIq51M5G6ifL1RSJIUQIgDpSQohJhTpSQohRBRJkQyT6n0XyRcZlfOpnA3Uzxcq\n", "KZJCCBGA9CSFEBOK9CSFECKKpEiGSfW+i+SLjMr5VM4G6ucLlRRJIYQIQHqSQogJRXqSQggRRVIk\n", "w6R632W4fC29Llp6XKOQ5kZj8fipQuVsoH6+UI3I7RvE6Hv/chf/+N+1+DT4zsoCFuQnj3YkIcYE\n", "6UlOAHaHm2e3V2Hv8wCQYjHy0vpZZCbI3SrFxCM9SXEDnQ4M+ms3XTPqdehvfg82IcQgUiTDpHrf\n", "ZXC+tHgTz68sIC/ZTG6SmW+vLCDdOrpnkWPp+KlG5Wygfr5QSU9ygpidnchP1s5C02mkWuR+50IE\n", "S3qSQogJRXqSQggRRVIkw6R630XyRUblfCpnA/XzhUp6kkKIEXGlq5/91XY6nW4+XZxJYYZ1tCMF\n", "RXqSQoiY83h9/PCdi/z3+XYA0uON/LR0FlmjMFZXepJCCOX0ezVq7H3+bXufB6fbN4qJgidFMkyq\n", "910kX2RUzqdyNhg+X4LZwNPzc7g6h2H97CzSrWNjKJr0JIUQI+K+qSn8e+ks3F4fk1MsJJgNox0p\n", "KNKTFEJMKNKTFEKIKJIiGaax2BdSieQLn8rZQP18oZIiKYQQAUhPUggxoUhPUgghokiKZJhU77tI\n", "vsionE/lbKB+vlBJkRRCiACkJymEmFCkJymEEFEkRTJMqvddJF9kVM6ncjZQP1+oYjp3+9SpU5w5\n", "cwafz8fixYvJz89n586deL1eAAoLC5kzZ04sIwghRERiWiTb2tp47LHHANi9ezf5+flYLBZWr14d\n", "y92OiKVLl452hIAkX2RUzqdyNlA/X6hiWiSXLVt2w3Ner5dt27ahaRrTpk2TizNCCKWNSE9y//79\n", "3HPPPQCUlJTw2GOP8ZnPfIampqaA7xvc2ygvL1dq+6WXXlIqj+SbOPmuPlYlz1jLF6qYDwE6ePAg\n", "U6dOpaCg4IaflZWVsWrVqmHfp/oQoPLycqW/Vki+yKicT+VsoH4+pYYAHTp0iOzs7CEFsq6uzv/Y\n", "6XTGcvcxpfI/ApB8kVI5n8rZQP18oYpZT7K5uZmKigqKi4upqqqiu7ubZ555hrq6OiorKwGYN29e\n", "rHYvhBBREbMiabPZeO655254friLOWOR6l8pJF9kVM6ncjZQP1+oZDC5EEIEIHO3hRATilIXboQQ\n", "YqyTIhmmcMdcjRTJFxmV86mcDdTPFyopkkIIEYD0JIUQE4r0JIUQIoqkSIZJ9b6L5IuMyvlUzgbq\n", "5wuVFEkhhAhAepJCiAlFepJCCBFFUiTDpHrfRfJFRuV8KmcD9fOFSoqkEEIEID1JIcSEIj1JIYSI\n", "IimSYVK97yL5IqNyPpWzgfr5QiVFUgghApCepBBiQpGepBBCRJEUyTCp3neRfJFROZ/K2UD9fKGS\n", "IimEEAFIT1IIMaFIT1IIIaJIimSYVO+7SL7IqJxP5Wygfr5QSZEUQogApCcphJhQRqQn2dPTE87b\n", "hBBizAlYJE+fPj3s/1577bWRyqcs1fsuki8yKudTORuony9UAYvk4cOH0ev1XLhwgaNHj+JyuThy\n", "5Ajp6ekjlW/caelxUVHbwZGLnXT0uUc7jhDiFgL2JHt6ekhMTGTTpk08+eST/ud/+9vf8sQTT8Q0\n", "mEo9yUudTjr6PGQmmMhJigv7c3r6Pbz4zkUq6joB+NxcG19ckIvJINfPIuVweTjZ2Et1q4M7c5O4\n", "PTsBg1432rGEgkLtSRoD/TAxMREAs9k85Pnrt8ezmjYHf7P7HF39XvJT4viHBwuZlBJeoezu9/oL\n", "JMDb59v5zB020qxSJCN1utnBd/fVAKDXNfKTtTOZZUsY5VRiPAjqv06Hw4HP5wPA6/XS3d0d01Aq\n", "qWpx0NXvBeBSZz8XO/qA8PouiWYDCyYl+beXTE0hwWyITtDrqN4Xina+hq5+/2OfBvYIWxkqHz+V\n", "s4H6+UIV8Ezyqoceeohf//rXmM1m+vv7efjhh2OdSxkZVtOQ7WRLUIdsWEkWI19fOpmPm3sx6vXc\n", "ZkvAbJSzyGiYlWUlzqCj36uRbjUyKcUy2pHEOCHjJG+h2+nhaH0n7zd0s7QgjbsmJREnhU1JNfY+\n", "7A43OUlm8qVIipuIak/yZhobG8nJyQnnrWNOksXIqqIMVhVljHYUcQvT0+OZnh4/2jHEOBPUKdGp\n", "U6eGbB8+fDgmYcYS1fsuki8yKudTORuony9UQRXJ6urqIdtGY/h9OSGEGEvCaq5dvdI9kS1dunS0\n", "IwQk+SKjcj6Vs4H6+UIV8JRw165d9PX1UVVVhdt9bUhFdnZ2UB9+6tQpzpw5g8/nY/HixeTn59PY\n", "2MiBAwcwGAwsX76c3NzcyP4EQggRQwGL5COPPALAzp07Wbt2bcgf3tbWxmOPPQbA7t27yc/Pp7Ky\n", "kg0bNgCwY8cOSktLQ/5cFZSXlyv9G1PyRUa1fHXtfew41YJBp2NproF50/NGO9JNqXbsIhX0OMlw\n", "LFu27IbnrFar//FEmrkjRLg6+zx8/+1aauxOAKpb4/mnSTYS4+TawEgIqicZ6YWa/fv3c8899wAw\n", "eFimyWS62VuUp/pvSskXGZXy9Xt9NHS5/NuXulz0e9S9LqDSsYuGoIrk7t27qa+vp7a2ltdee41z\n", "584FvYODBw9SVFREZmYmMDCt8SqdLvACBIOHEpSXl8u2bE/I7TSLkQ1zr43T/fLCPGo+PqlMvrG4\n", "HYqgZtzs2LGDdevW8eabb1JaWsrrr7/O5z73uVt++KFDh8jKyqK4uNj/3Pbt21m/fj2aprFr166b\n", "9jpVmXFzM+XlavddJF9kVMvX5/ZS3+EEnY6u+moWzr9ztCPdlGrH7noxmXGj1+vR6/VYLANTveLi\n", "br0KTnNzMxUVFRQXF1NVVUV3dzfPPPMMixYtYuPGjWiaxqpVq4IOKsREFm8yMDNrYFWj8qqJs8CM\n", "CoIqki6Xi56eHn+RDGa6t81m47nnnrvh+by8PJ566qkQY6pH5d+UIPkipXI+lbOB+vlCFVRPMi8v\n", "jx07drB48WI++ugjampqYp1LCCGUEFSRXLJkCZ///OexWCwUFxfz7LPPxjqX8sJtAo8UyRcZlfOp\n", "nA3UzxeqkKclGo1G/9dugBMnTkQ1kBBCqCTihRFra2ujEGPsUb3vIvkio3I+lbOB+vlCJavHCiFE\n", "AFIkw6R630XyRUblfCpnA/XzhUqKpBBCBCBFMkyq910kX2RUzqdyNlA/X6ikSAohRAARF8l58+ZF\n", "I8eYo3rfRfJFRuV8KmcD9fOFKqgiWVFRQVVVFQDnzp2jsbHR/7OCgoKYBBNCCBUEVSQvXrxIVlYW\n", "ANOnT+fQoUMxDTUWqN53kXyRUTmfytlA/XyhCqpIJiQkkJExsJ6dXq/HYDDENJQQQqgirJ6kXi/X\n", "e1Tvu0i+yKicT+VsoH6+UAVV7XQ6HXa7HQC73T5kdXEhhBjPglqZ3Ov1sn//fv+akiUlJRHf9+ZW\n", "VF+ZXAgxNsVkZXKDwUBJSUnYoYQQYqwK6ut2dXV1rHOMOar3XSRfZFTOp3I2UD9fqIIqkh988MGQ\n", "7QsXLsQkjBBCqCaoIulyuYZsX180JyLVx4JJvsionE/lbKB+vlAFffuGt956K9ZZhBBCOUEVyVdf\n", "fZWuri42b97M5s2bOXnyZKxzKU/1vovki4zK+VTOBurnC1VQV7cfeughFi5c6N/evXt3zAIJIYRK\n", "ghonORpknKQQIhZCHScp8wuFECKAoIpkV1cXW7Zs4ZVXXsHj8bB9+/ZY51Ke6n0XyRcZlfOpnA3U\n", "zxeqoIrk3r17efTRR0lJSYn5dEQhhFBJUEXSYrFgMpn827JUmvpjwSRfZFTOp3I2UD9fqMIaTO7z\n", "+WISRgghVBNUkbTZbJSXl+PxeDhy5AhTpkyJdS7lqd53kXyRUTmfytlA/XyhCqpILlu2jPT0dCwW\n", "Czk5OTI0RwgxYcg4SSHEhBKT9SRbW1vZs2cP8fHxuFwuSkpKSE9PDzukEEKMFUEPAdqwYQOPP/44\n", "TzzxBPv27Yt1LuWp3neRfJFROZ/K2UD9fKEKqkharVb/zb8MBgMWiyWmoYQQQhVBFUmn0zlk2+Fw\n", "AFBZWRn9RGOE6mPBJF9kVM6ncjZQP1+ogiqSPp+PX/ziFxw/fpz/+q//wmKxcPr0aU6cOBHrfEII\n", "MaqCKpIOh4N7770Xi8XCokWLKC4uRtGL4iNG9b6L5IuMyvlUzgbq5wtVUFe3n376aRITE294fsqU\n", "KVy6dIn8/Pxh3+fz+dA0TaYxCiHGrIjHSe7YsYPS0tIbnt+7dy81NTWUlpaSl5cHwM6dO/F6vQAU\n", "FhYyZ86cm36ujJMUQsRCTMZJhqOkpITTp08Pec5isbB69epY7VIIIaJuRBfd9Xq9bNu2ja1bt3L8\n", "+PGR3HXUqd53kXyRUTmfytlA/XyhGtHFIUtKSvyP9+zZc8vXl5eX+4cTXD3wqmxfvRmaKnkk38TK\n", "J9uRbYciZj1JgNOnT5OamurvSQ5WVlbGqlWrbvq50pMUQsSC0ve4qaur8z++foC6EEKoKOIiebPh\n", "P2VlZZSXl1NWVsY777wDDBTJq/funjVrVqS7HlWq910kX2RUzqdyNlA/X6iC6kkeOnSI+++/f9if\n", "Db4f92DDfZVetmxZCNGEEGL0BdWTfOGFF7jjjju4//77sdlsI5FLepJCiJiISU9y/fr1rFu3jtOn\n", "T/P666/fMP5RCCHGq6CK5Ny5czGZTKxYsYI1a9bwxhtvxDqX8lTvu0i+yKicT+VsoH6+UAXVkywv\n", "L6egoIDDhw+TmJjIX/zFX8Q6lxBCKCHonuSnPvUp7rvvvhFbrEJ6kkKIWIjJ3O3169czd+7csEMJ\n", "IcRYFXRPUgylet9F8kVG5XwqZwP184UqqCLZ1dXFli1beOWVV/B4PGzfvj3WuYQQQglB3y3x0Ucf\n", "JSUlBaNxRNfEUJbq9/GQfJFROZ/K2UD9fKEKqkhaLBZMJpN/W1YaF0JMFEEVSZfLNWTb5/PFJMxY\n", "onrfRfJFRuV8KmcD9fOFKqgiabPZKC8vx+PxcOTIEaZMmRLrXEIIoYSg15M8ffo0NTU13HHHHRQU\n", "FMQ4loyTFELERszucXP77bdz++23AwNLnk2dOjX0dEIIMcYE/Lq9detWtm3bxrZt29iyZQtbtmxh\n", "8+bN/OY3vxmpfMpSve8i+SKjcj6Vs4H6+UIV8EwyMTGRNWvWUFFRgclkYt68eRw/fpzU1NSRyieE\n", "EKMqqJ7kli1bePzxx/3b27dvZ/369TENJj1JIUQsxGQ9SZ1ON2RbhgAJISaKoIqkz+ejtbUVgNbW\n", "Vtxud0xDjQWq910kX2RUzqdyNlA/X6iCXgVo79699PT0kJCQMOSrtxBCjGcR33f70qVLN71jYiSk\n", "JymEiIURv+/2u+++G+lHCCGEsiIukhOV6n0XyRcZlfOpnA3UzxcqKZJCCBGAFMkwqb5mnuSLjMr5\n", "VM4G6ucLlRRJIYQIQIpkmFTvu0i+yKicT+VsoH6+UEVcJGMx/EcIIVQR1jjJxsZGcnJyYpHHb6KM\n", "k3R7fZxpcXC5s58pqXHMzErAoNfd+o1CiLDEZJzkqVOnhmwfPnw4tFTips60OPirXdW8eOgif7mr\n", "mnNtjtGOJIQYJKgiWV1dPWRb7pgYvb5LY3c/V0/lvRo09bgCvj5YqveFJF/4VM4G6ucLVVg9SVkF\n", "KHryUyyYPvl6bTHqmZQcN8qJhBCDBexJ7tq1i76+PqqqqiguLvY/n52dzbJly2IabKL0JH2axrnW\n", "Ppp6+slLjqMwwzrakYQY16J6j5tHHnkEgJ07d7J27drIkolh6XU6ZmZZmZklxVEIFQX1dfuhhx6K\n", "dY4xR/W+i+SLjMr5VM4G6ucLVVBFUi7UCCEmqoA9SY/Hw8GDB7FarSxevJj9+/fjcDh48MEHsVpj\n", "+/VwovQkhRAjK6rjJLdt28add95JZmYm//Iv/8Ls2bMpKSlh586dQX24z+fD6/UGHUYIIVQTsEjG\n", "xcWRmZlJUVERkyZNYtKkSVgsFiwWyy0/eO/evbz88ss0NTX5n2tsbOQ3v/kNmzZt4sqVK5GnH0Wq\n", "910kX2RUzqdyNlA/X6gCFsm+vj40TcPhcHDu3Dn6+/sB/P8fSElJCStWrBjyXGVlJRs2bODJJ5/k\n", "6NGj4acWQogREvCKzMqVK3n99dcxGAx87WtfY+vWrQAsWbIkrJ0N7mOazeawPkMVqq+ZJ/kio3I+\n", "lbOB+vlCFbBI2mw2nnjiCf/2008/HdHOBl8jMplMEX2WEEKMhBFdT3LwRRyd7tYr3QzubZSXlyu1\n", "/dJLLymVR/JNnHxXH6uSZ6zlC1VQS6Vpmsb58+dxuQYWXzh27Bhf/OIXb/nhp0+fJjU1lby8PAC2\n", "b9/O+vXr0TSNXbt2BZzFo/oQoPLycqW/Vki+yKicT+VsoH6+UIcABVUkt23bxrRp04iPjwcGiuQz\n", "zzwT8D1lZWXU1NRgsVgoKChg2bJlNDQ0cPDgQTRNY9WqVdhstpu+X/Uieb1zrQ7qO51kJZiZlWnF\n", "ZJRF34VQUVTnbl9lMpmYP3++f3vwYhc3s2rVqhuey8vL46mnngo63Fhxwd7HN39XjcPtQwf8y6dn\n", "MC8vabRjCSGiIKjTne7u7iHbzc3NMQkzlgzubzT3uHC4B5aP04CzLaO/cG64/ZeRIvnCp3I2UD9f\n", "qII6k7xw4QIvv/wyGRkZAFRVVfHd7343psFGy5Wufk40dKPX6ZiXl0h20q3Xd8xONJNgNtDr8qID\n", "ZtlkRR8hxougepLHjh3j7rvv9m///ve/v2GgeLSNRk+yu9/DPx2o5XjDwJnz0oIUvrl8KlaT4Zbv\n", "Pd/WR32Hk6wEEzOzrJgM0pMUQkUx6UkOLpBAzAvkaOlz+TjZ1OPf/uBKD30ub1BFsjAjnsKM+FjG\n", "E0KMgrBOdxobG6OdY1Q4PV4au/tp73MDkGQx8OlZGf6fP1ycQVLc8L9HVO+7SL7IqJxP5Wygfr5Q\n", "hbVQ5JEjRygtLY12lhHV6/Ky/aNmfv1+I/kpcXz3gWlMTYtnw/wcFk1OQa+DGZlWzDKUR4gJLWBP\n", "sqWlhbS0NNrb24c8v2/fPjZs2BDTYLHuSZ5u6uHrO6/dBXL97Cz+/N78mO1PCKGGqPYkN2/ezGc/\n", "+1leffXVIQVr8PJnY5VBP3RaZFwEZ4xXuvpp6XWTHm8kP/XWy8gJIcaOgJXh2WefJSsrixkzZrBi\n", "xQr//6ZPnz5S+WKmIM3C15dOJtNqYuGkJNbMTA/p/Vf7LvWdTv5mdzXf/F0139hVzQV7Xyzihkz1\n", "vpDkC5/K2UD9fKEKqidZUlIyZHvGjBkxCTOS4owG1szM4N4pKVhMeuKDuII9nDq7k6aegQs/nU4P\n", "1a0OpqXLVW4hxougiuT1az/OnDkzJmFGmkGvI80a3pJtVyfwp8YPPYTpYX5etKm8wABIvkionA3U\n", "zxeqsBpxe/fujXaOMWtGZjx/v3o6D83K4PlPTeU2W8JoRxJCRFFYRdLn80U7x5hzte9iMRpYPDWF\n", "b9w/hRWF6SSYw/vaHm2q94UkX/hUzgbq5wtVwK/bL774IlOmTLnh+aqqqjE/TlIIIYIRsEgWFhYO\n", "Wwx37NgRs0Bjhep9F8kXGZXzqZwN1M8XqoBft++9995hn09NTY1JGCGEUE3AIpmdnT3s8+N1gYtQ\n", "qN53CTWf16fR2uuiw+mOUaKhxtvxG0kqZwP184UqrLnbYnzx+DQOXejgpxX1pFiMfHtlATMyZU1M\n", "ISDI9SRHw1i7x00k2vvcVLc60DQoyrSO+FjLix1OvrL1Y3yf/EuYl5fIP68pxChrYopxKCbrSYrY\n", "6ff42PxhE1tOtgDw0Kx0/nRRPtZRHEp065v9CjFxyKlCmCLpu/g0jfNtDj5o6Kapu5/9Z+3+n5VV\n", "t9Pd7xnRfHnJcXzrUwUkxRmYkhLHVxZNivlZpOp9K5XzqZwN1M8XKjmTjCGvT7thtSGAk1d6eH7v\n", "edw+jTuyE/jCglx+evgSq4vSmZ1tRWNkOyBGvY6lBanMzk7AZNCTYpF/FkJcJT3JGPngSje/Od5I\n", "bnIcT8y1kZdybQm1f3vnInvPtvm3f1BSiKaD1443crKplxnp8Xz7gQImpciya0JEW6g9Sfm6HQP1\n", "HU6+s/c8J670sOdMG69/OPQWvEWZ11YJshj1pCeYcLp9nGzqBeCcvY+q5tG/La0QQopk2Ibru3Q5\n", "PTR29+Px+ej3XjtBb+jux+u7tn1fQSrfWDqZz9yRxQ8eKqQgLR7LdYv+xpsj+6tRvS8k+cKncjZQ\n", "P1+opPkUJKfbS3Wrg26Xl2lpN64XeanTyb8erONsi4NHb8/iG0sn86PyeixGPc/MzxnSm0y3mnio\n", "OHPI+2dmWfnTRXnsr27n3qnJspqQEIqQnmSQ3j5v5/tv1wFQmB7P36+ZTlaCmYbOgbstnmrq4f8d\n", "u+J//fdLCkmNN2Iy6Ekw64kz6kk03/p3Up/bi8WoR6eTgThCxIKMk4yRsuprN0M7b+/j5JUerCYD\n", "P62op9ftZd3srCGvNxl05CTFsbuqlY0nmpieYeHrS6eQf4uLMeGukC6EiI0J25Ps7vfQ1N2Pw+Ud\n", "9ucfN/fyb+9cZNOJRlp7XSyakuz/WYbVRG27k3NtDlocbhxuH2iwZEoy6fFGvnx3LoUZVura+/iP\n", "ygZ6XF4+vNLL2+fbh91XLKjeF5J84VM5G6ifL1QT8kzySlc/Py6v54Mr3awuSudLC/OGTAW81Onk\n", "W3vODRQ/oM/t47E5WWQmmGjrdePyavzy3Qb+aGGe/z2bPmjix2uLyEmKIynOgMmg5/pGhk/JxoYQ\n", "IpAJeSZ5srGH9xu68Wnw1lk71a1Dh9s4XD5/gQSobnWQHGdkydRUHpiRTnOPi36vRkVtB395/2TW\n", "FKXznZUFFKRZSLeaMH0yW2VaejxfWpiLxajntiwrDxSmjdifUfU1/SRf+FTOBurnC9WEPJO8fhaM\n", "4bqLJNlJZpZPT+VgTQdGvY51szM5crGTFIuRogwrG+bncF9BCkaDjmlp8ZTMGnqlGgauhtd1OLnN\n", "lsBLpbNIthhJkpksQow5E/JMck5OIg/MSCM13siTd2ZTlDV0WbAUi5Gv3pvPjx4p4ocPz+C19xv5\n", "2/0X+MbOaj5s7CHZYsTbbcft0WjtvXH9RZ+mceB8O1978yx/s/scOz5uGXZ6Yiyp3heSfOFTORuo\n", "ny9UE/LUxpZo5mv3Tcbh9pFkNmAy3vi7IjXeRGq8ifcvd1PV0geABhy/3E12opkXj3fT3GMnKc7A\n", "v356BoUZ1wptj8vL5g+b/NtvnGpl/WxbzFf2ael14fZqZChyW1shxoMJWSQBLCYDluuG23h9Ghfa\n", "+3C4fOSnxJFuNZFhNZJgNtD7yVXw2dkJ1HU4ae4ZOIPs7vdyrrVvSJG0GPXMykqgocsFwKRk8w0z\n", "aqLtTEsv33mrhi6nh68syuPhRcPfekMVqvetVM6ncjZQP1+oJmyRHM6Ri538w4EL+DRYMjWZry+d\n", "wpS0eH748AzOt/WRaTVRbLNywe4c8r6MhKFnbhfsfczNSSAvyYxH07gtK4Hy2g4WT0nBlmgG4HKn\n", "E7dXIyfJfEOxDpVP03j1vUY6nQNLrP3saAPz8pKGFG4hRHgmZE+yucfFOzXtlF9op7V34GzP7nDx\n", "5ulW/zCdw3VdXOnqB6Aww8qDMzO4Kz8Zq9lIUaaV5+/PZe1tGXx7ZcGQKYTNPS6+vfc8P6m4hFGv\n", "5936Lv6u7AL/fvgS2z8aWOji/YZu/mxbFV/ZVsXOj1txuocfqxksHZAQd+2v0qCDDrv95m9QgOp9\n", "K5XzqZwN1M8Xqgl3Jtnr8vKzI5c5VNsBQMnMdJ69N9//Ffv9hm4AEj7pH9odLgw6PckWg3+qoNmo\n", "x9xWw/+8b8kNn69pGlfXttDQOD/orPN0cy8Ol4dfVDb4F8D4j8oGFk1OYUpa+GeTOp2ODfNz6XJ6\n", "aepx8Sf35OFtPgfkh/2ZQogBE7JIHrnY6d+uqOtk3e1Z7Ktu43abFYvJht3hZsX0NGrbnbx05DId\n", "Tg/P3pvPPZOT0X9SKJcsGVog7Q4XZefaae528TfLp/DKe1eoa3eytCCF8tpOdMBjd9iIMxrItBo5\n", "+8n74k16TIbIr3xPSbXwt6um4fZqA0ONpi6M+DNjSfW+lcr5VM4G6ucL1YgXyZ07d+L1Dny9LCws\n", "ZM6cOSO6/0SzgWXTUzlwbmCK4PJpqZy80k2qxcS5tj7mT0oizqBnX3UrdoeXqpaBgeZ/X3aBFx8u\n", "YnJqHInzRpP9AAASpklEQVRxNx62My0O9DrodnnZX23n2XvzSbEYSTQbefT2LCwmPdPT4jHodfzx\n", "PZPQ6/W0O9x8+e48cpPjovJnG7gYFZWPEkJ8YsSLpMViYfXq1SO9Wz+r2cAf353H0oJUdLqB+7uU\n", "Vdv9C+Pur7bz/KcKsDu8uLzXZt14fRrHG7o5cN7OFxbkUv3RByxYsGDgHjXVdmrbndw9OZn3G7rp\n", "6PNwrrWPn6ybSZrVdMOFncmpFr69sgCfpvln50RbeXm50r/RJV/4VM4G6ucL1YgXSa/Xy7Zt29A0\n", "jWnTpo3KcmiZCWYyEwauMp9s7Ka2/VrfsKvfS1e/h7zkOAoz4qnv7Kfb6eGpeTlU1HZwrq2P220J\n", "fNibjq3Dyf5qO5s+GBgTWVnfxefm2vjV8UZael30Dyqy1zPodRjkvoRCKG/Ei2RJSYn/8Z49ewK+\n", "dvBvpKtXzMLZPtPSS2WtnelpcSQnWOnq92D19NDXfJH0GXNZMCmJC/Y+Hp2dhUEHafEDQ33svW7+\n", "fNEkTAYdb5xu4VxbH2aDjivdLnaf7aDd6WPQAuQ4PdeK4ufvzKS++jQ5d82POH8429E8fpJv9PMM\n", "3l66dKlSecZavlCN6qK7ZWVlrFq1atifRWvR3Qv2Pr725lk8Po2vLMrjpT9cRgPSrUZ++HARSWYD\n", "VS0OdMALBy4MjF1MNPPAjDRyk+PIT4njQrsTs16Hxain2+Xl18cbaXW4sRj1fOeBAl4oG3jfysI0\n", "Hp9jw6dpTE61yNqQQihI+RuB1dXV+R87nc4Ar4yO9j4PTo+PdKuRmrY+/81a7Q4PLb0uTjb28m+H\n", "LnK0vgv3J6eFjT0ukuKMWAw6Np5o4ifl9fzvdy5yttXBzAwLbY6B2TafLs7gdlsC//fRWfx47Uz+\n", "bPEkZmRamZmVMOoFUvWxapIvfCpnA/XzhWrEv27X1dVRWVkJwLx582K+v9wkM5OSzTT3upmcem1V\n", "cKtJj8Wo5936brr7veQkmf0/M+l1ZFhNpFmNHK3v8j9/qLaTFYWp/HvpLJrb7MwtyCExzjjs1W4h\n", "xPgwIe5x09DVz+XOflLjjbT0uKhu6yMpzsBvTzTyl8um8rf7a5ifl8TC/GTsDjfZSWa2n2ziW5+a\n", "xo/KL/oHhJfMTOfh4gxsiXGkySISQoxJco+bYeQlx5H3yVjEunYnG080DlolXOP/rJtJh9MDGrx1\n", "to2WHhdfXJhLQ4+LLy3M43JXPwa9jqwEE6+8d4Un5+VKkRRigphwc7cL0izEfbIiT1KcgbR4E1tP\n", "tvCdt2r4/u/r+Pz8HL62dDK/Pt7IP/93LT/4fR0a8NIfLnHkYheXu1zEm/TK910kX2RUzqdyNlA/\n", "X6jG7ZnkpU4nNfY+ksxGirOsGA06zrX10drr4m8fmIbT40Wn02F3eLjNZmX+pERae924fRo6NLr6\n", "B2YF9bi8OFxeshLM3JGTwOIpyUxLj6fpFvsXQowP47In2dTdz3N7znH5k/Ucn1sxldR4I9/acx4N\n", "sCWaWD87i16Xj1+/38jX7sunzeFGp9Nx9GInG+bn8nf7a/xXwr/3wMBKP6nxphFfYVwIEV3SkwTs\n", "fR5/gQSobunFC/6i19zjJsFs4NXjjVhNepIsRn5e2YDT7ePp+Tm097n4s8WTuNjhZE5uIvkpFjIS\n", "zMPuSwgxvo3LnmRavBHboPnSCyYnkzWoyFlNegw6HXnJcczPS2LTiSb63D404LX3G0mLN/Gzo5c5\n", "1djDtLR4CtLjb9iH6n0XyRcZlfOpnA3UzxeqcXkmmZMUxz+XzKC6zUGG1cRHjT1kf3JfmzaHm9ts\n", "VjZ/2MRn5tjodLrpvXht0ds4o54Es4Fn783njuwEpg1TIIUQE8e47EkCuL0+LrQ7cbq8OD0+dp9p\n", "43BdJyaDDk2Dfy4pZOfHLXi8Gg/NymDLRy309Ht5pDiDBflJ5CZbbr0TIcSYo/y0xJHy7qVu/uKN\n", "M/zne1cw6fHfIsHt1fD4ND5u6qUww8ofLnZxwe5kbXEGf7ooD4NeR11HP809rlvsQQgxEYzLIun1\n", "aWw/1YxPgzVF6fzne408OjuLLy/M5Qt35fD8pwo43tCN75MR5QlxBqalx/P3B2r5UXk939tXw6EL\n", "HdR33Hxuuep9F8kXGZXzqZwN1M8XqnHZk/T5NIqzrBRlWrnY4SQrYWDozuaTzXT3e8lKMPHZOTbS\n", "rSa+tWIqU1MttDk8/tvGAtTYB+61PXi+txBi4hl3RdLucPPbD5vISTBzod3J3rNt6HUwLS2e7k8G\n", "iLf0ukmyGEmMM7DpRBM9Li9fXZKPLcFEc68bHTAjIx5fgHat6isvS77IqJxP5Wygfr5Qjbsi+XFz\n", "L2+fa+cri/K42DnwddmnXbv7IQzcgjU70cwv323gw8ZeAF7YX8M/rinkvL0Pt1fjSqeTdbNto/FH\n", "EEIoZNz1JD0+jc/flcN/HrvCsoJUrt6IsKvfzf9aPpXS27P4xzXTmZIS5596CNDp9JJgNvJgUQYr\n", "pqfxR7e4QZfqfRfJFxmV86mcDdTPF6pxVyRnZydwrtVBq8PNmx+38IUFufyv5VO51OkiM8HIs0vy\n", "uXtyCsnxJp69Nx+LUY8O+Pr9k7ElDvQuky1G4oyyqrgQYpyOk3zzdAv/fvgSAEa9ji8syKWlx8UX\n", "7solJX5oh+FKVz9eTSM70RyzOxcKIdQxYeduX+7sp7K+E4CZmVa+vDCXC/Y+Vs/MICfRTHKcnuT4\n", "G/+40brntRBifBoXp07d/R5+XF7HS0cu89KRy7xy/AqXOvu5d2oKdoeL7+w7z08PX+ZKV3/U9ql6\n", "30XyRUblfCpnA/XzhWpcFMk+t4+Pmx3+7fNtfVjNBlodHn74Tj0NXS4OXujgYE37KKYUQoxF46JI\n", "plgMlM7O8m+vmJ7GqcYeLMahf7xet/f6t4ZN9bFgki8yKudTORuony9U46InGWc08Lm5NhbmJ+P2\n", "+uj3aBRlxnNHdgLPrZjK/mo7V7r7WTUjfbSjCiHGmHFxJgmQbDExLy+JuyensHRaKgsnJfPaiWZ+\n", "XF5PssXIPzw4nalp0Vv2TPW+i+SLjMr5VM4G6ucL1bgpktc70+Kg7Jwdp8fH2+fbqWuP3kUbIcTE\n", "MW6LJNfdikYX5VvTqN53kXyRUTmfytlA/XyhGrdFclaWlTVF6VhNelYXpTMryzrakYQQY9C4LZKZ\n", "CWaeXZLPfzx+G/9jST6ZUb6Rl+p9F8kXGZXzqZwN1M8XqnFxdftm4k0G4k0yB1sIEb5xOXdbCCFu\n", "Ru5xI4QQUSRFMkyq910kX2RUzqdyNlA/X6ikSAohRADSkxRCTCjSkxRCiCiSIhkm1fsuki8yKudT\n", "ORuony9UUiSFECIA6UkKISYU6UkKIUQUSZEMk+p9F8kXGZXzqZwN1M8XqhGfu93Y2MiBAwcwGAws\n", "X76c3NzckY4ghBBBG/Ge5Jtvvsm6desA2LFjB6WlpcO+TnqSQohYUL4nabVeW9fRbI7u8mVCCBFt\n", "I14kB5+4mkymkd591Kjed5F8kVE5n8rZQP18oRrxr9t79+6lpKQEgLKyMlatWjXs69577z06OjpG\n", "MpoQYgJITU1lwYIFQb9+xC/c9PX1AQNnlFcfDyeUP4QQQsTKiJ9JNjQ0cPDgQTRNY9WqVdhstpHc\n", "vRBChETZGTdCCKECGUwuhBABSJEUQogApEiOEz6fD6/XO9oxbkr1fELcjHK3lFV92uLOnTv9/7EX\n", "FhYyZ86cUU40MKyqpqaG0tJS8vLyALWO43D5VDuOp06d4syZM/h8PhYvXkx+fr4yx3C4bCodv8OH\n", "D9PU1ATAlClTWLBggTLH7mb5Qjp+mmLeeOMN/+Pt27ePYpLh7du3b7QjDOvUqVPa5cuX/duqHcfr\n", "86l2HA8ePOh//Lvf/U7TNHWO4XDZVDt+V7311luapqlz7K53NV8ox0+5M0nVpy16vV62bduGpmlM\n", "mzZN2fnlchxDs2zZshueU+UYDpdNteNXW1vL1q1bWb9+PaDOsbvq+nyhHD/liqSm+LTFq7OFAPbs\n", "2TOKSQKT4xie/fv3c8899wDqHcPB2VQ7fgUFBXz1q1/ljTfeYPr06codu+vzhXL8lLtwM7i5r9Pp\n", "RjHJranwl38zchxDd/DgQYqKisjMzATUOobXZxtMleNnsVhISkoC1Dp2Vw3ON9itjp9yRTLYaYuj\n", "pa6uzv/Y6XSOYpLA5DiG5tChQ2RnZ1NQUOB/TpVjOFw2lY6f3W73P756BqnKsYPh84Vy/JT7ur1o\n", "0SI2btzon7aomrq6OiorKwGYN2/eKKcZUFZWRk1NDRaLhYKCApYtW6bUcRwun0rHsbm5mYqKCoqL\n", "i6mqqqK7u5tnnnlGiWN4s2wqHb+Kigr6+/sBWLhwIaDWf8fD5Qvl+Mm0RCGECEC5r9tCCKESKZJC\n", "CBGAFEkhhAhAiqQQQgQgRVIIIQKQIimEEAFIkRRR4fV68fl8ox1DiKiTIjmGvfDCC1H7rObmZjZt\n", "2sQbb7zB66+/jsfjGfLzXbt2Dfu+hoYGtmzZwo9+9CPa2trC3v97773Hz372s7DfP17d7Lhf7623\n", "3mLr1q0xTjMxSZEcw/7kT/4kap/19ttv88QTT/Doo4+ycuVKDh48OOTnN5talpeXx+OPP+6fyRCu\n", "BQsWkJWVFdFnjEfBTulbs2aNMnOkxxvlpiWKW2tsbOTIkSOcP3+ev/qrv/I/73A42LZtG4mJiRgM\n", "Bs6cOcM3v/lN/8/37dtHT08PBoMBt9vN2rVriYuLA8BgMNDX14fVaqW9vd2/1JXH42HPnj1UVVWx\n", "Y8cOAIqKipg9e3bEf46ysjLsdjtGoxGDwTDk6/qZM2c4ceIE8fHxOJ1OFi5cyPTp07ly5Qq//OUv\n", "KSoq4rHHHqOpqYlNmzaRlZXFk08+idF483/Se/fu5cyZM6SlpZGcnIzD4WDu3LnccccdAfcJA0tt\n", "7du3j7lz51JbW4vZbMZms7F06VJgYOpbS0sLBoPBPwXu8ccfv+UxqK2tpaKigsTERPR6Pa2trXzp\n", "S18C4J133hly3NPS0li+fDkw8Peyfft29Ho9mqYptzj1uBKFdSzFKHn99deHbNfU1PgXFdU0Taut\n", "rfU/rqio0M6cOePf7u7u1rZu3erfbmtr0773ve9pv/rVr7Tvf//7ms/nC7iv67399ttac3Nz0NlP\n", "nTql/eEPf/Bvt7S0aD/4wQ80TdO03t5e7dVXXx3y+s2bN2sul0vTNE1ramrSysrK/D/buHFj0Pv9\n", "67/+a83r9fq3f/vb32oOh+OW+7ya+ac//anW398/5HVnzpzRjh496t/2+XxaRUVFUHl+97vfaXV1\n", "df7twX9nmnbz475z506tpaXFv3306FFt8+bNQe1ThEbOJMeRadOm4fV6eeutt/xLVU2dOhWAy5cv\n", "s2TJEv9rExMTh7x37969PP/888TFxXH58mX279/Pgw8+GLOs1dXVrFmzxr+dmZlJfn4+AE1NTXR1\n", "dfnPoGBgpZb29nZsNhs2m42WlhZg4Kw6lLOoOXPmoNdf6zLNnDmThoYG9Hp9wH1etXLlyhsWkT17\n", "9iyrV6/2b+t0uiHHOpBPf/rTHDt2jNOnT+PxeLDZbP6/s0B6enqGLJs2b948Ll68GNQ+RWikSI4j\n", "H3zwAXfeeSczZswABu7tUVdXx9SpU8nPz+fs2bPMnDkTGPiP7HpXv3pnZGTgcDhimrWoqIgTJ06w\n", "ePFiAFpaWqivrwcgPz+f7OxsSktL/a+//sr5ggULePfdd6mvr2ft2rVB7/ejjz7C5/P5C+W5c+d4\n", "5JFHMBgMt9ynpmnD9v2mT5/OyZMnh/RlBx/rQN5//33uvvtu//Zrr73mX1g3kISEBFpbW/2F8vjx\n", "40MWuhXRI6sAjUG///3v6ejo4OTJk/4zo5KSEnbt2jXkLAlg3bp1/ueu9iT1ej1ut5t169b5C2Nt\n", "bS2VlZXExcXhdDpZu3btkCX433nnHex2O3q9Ho/Hw5IlS8jJyfH3R2tqasjOziYpKYmSkpKgluzf\n", "v38/7e3tWCwWnE4nzc3NLF68mIULF1JfX8+xY8f8Pcaenh7Wrl07ZNHUX/ziF+Tk5PDwww8Hfex+\n", "/vOfk5iYiMViwe12c+edd1JcXAwQcJ+VlZWcOHECAJvNxqRJk4YUt7fffnvI8Zk1axZz5869ZZ6X\n", "X36Z3NxcNE3D5/MN6XPCQLH94IMPiIuL899qYO7cuXg8HrZs2YLJZEKv15OYmMixY8d4+umnh6w7\n", "KSInRVJMKJs3b+azn/3saMcQY4gMARITxt69e6mqqmL37t2jHUWMIXImKWKitrbW//X0egUFBTFZ\n", "TXs09hlIT08PBw4cGLZXmJiYOOordovgSJEUQogA5Ou2EEIEIEVSCCECkCIphBABSJEUQogA/j/2\n", "lDI0rKNpMQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.764485\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xtg1PWd7//nXDOZTK4kgVwgFwggEkBBwIhILZe0ikbE\n", "Vmut7rY927Pt75zdbbtt/Z3fdlu71T2/ejx7+a111/663a6ichFEASHIxQQhIKJcTICEBEjIPSGZ\n", "JJPM5Xv+iAwEwjCXfJNPkvfjr3xnMplXvsCb77y/n4tB0zQNIYQQgzKOdAAhhFCZFEkhhAhAiqQQ\n", "QgQgRVIIIQKQIimEEAFIkRRCiADMev7wAwcO0NDQAMCUKVOYP38+9fX17N69G5PJxH333UdaWpqe\n", "EYQQIiK6FsmCggL/1zt37gSgrKyMJ598EoDNmzdTVFSkZwQhhIiI7h+3q6urefHFF5k2bRoAdrvd\n", "/5zVatX77YUQIiK6F8ns7Gy+//3vc/jwYQCuneBjsVj0fnshhIiIrh+3r7DZbMTGxgLg9Xr9jxsM\n", "hpu+ZufOnZhMJt2zCSHGl4SEBObPnx/09+taJFtbW0lKSgKuXkH29PT4j698PRiTycSdd96pZzwh\n", "xDh09OjRkL5f14/bpaWlbNiwgQ0bNnD77bcDsGjRItatW8e6detYtGiRnm+vq5KSkpGOEJDki4zK\n", "+VTOBurnC5WuV5KrV6++4bH09HSeeOIJPd9WCCGGjEHVpdJ2794tH7eFEEPu6NGjfPnLXw76+2XG\n", "jRBCBCBFMkyq910kX2RUzqdyNlA/X6ikSAohRADSkxRCjCvSkxRCiCEkRTJMqvddJF9kVM6ncjZQ\n", "P1+opEgKIUQA0pMUQowr0pMUQoghJEUyTKr3XSRfZFTOp3I2UD9fqKRICiFEANKTFEKMK9KTFEKI\n", "ISRFMkyq910kX2RUzqdyNlA/X6ikSAohRADSkxRCjCvSkxRCiCEkRTJMqvddrs/n9vo419rDudYe\n", "3B7fCKW6arSdP5WonA3UzxeqYdlSVowsr09jb2Ubv9l/HoC/uncKX85Lwmy8+Za+Qoh+0pMcB5q7\n", "+vizTeV09vbveW63GPm3tbeREmMd4WRCDD/pSYobWE1GUmIs/uOUGAtWk1xFChEMKZJhUr3vcm2+\n", "OJuZnyzL5t6cBJZkxfPs/TnE2ywBXq2/0XT+VKNyNlA/X6ikJzlO5CRF8z/uzwbAYJCrSCGCJT1J\n", "IcS4Ij1JIYQYQlIkw6R630XyRUblfCpnA/XzhUqKpBBCBCA9SSHEuCI9SSGEGEJSJMOket9F8kVG\n", "5XwqZwP184VKiqQQQgQgPUkhxLgiPUkhhBhCUiTDpHrfRfJFRuV8KmcD9fOFSoqkEEIEID1JIcS4\n", "Ij1JIYQYQlIkw6R630XyRUblfCpnA/XzhUrX9SRPnjxJRUUFPp+PxYsXk5mZydatW/F6+7cRmDp1\n", "Kvn5+XpGEEKIiOhaJFtaWlizZg0A27ZtIzMzE5vNxooVK/R822GxZMmSkY4QkOSLjMr5VM4G6ucL\n", "la5FcunSpTc85vV62bRpE5qmkZOTIzdnhBBKG5ae5K5du1i4cCEAhYWFrFmzhkcffZSGhoaAr7u2\n", "t1FSUqLU8csvv6xUHsk3fvJd+VqVPKMtX6h0HwK0b98+srKyyM7OvuG54uJili9fPujrVB8CVFJS\n", "ovTHCskXGZXzqZwN1M+n1BCgDz/8kIkTJw4okDU1Nf6vXS6Xnm+vK5X/EoDki5TK+VTOBurnC5Vu\n", "PcnGxkZKS0uZOXMm5eXldHZ28tRTT1FTU0NZWRkA8+bN0+vthRBiSOhWJFNTU/npT396w+OD3cwZ\n", "jVT/SCH5IqNyPpWzgfr5QiWDyYUQIgCZuy2EGFeUunEjhBCjnRTJMIU75mq4SL7IqJxP5Wygfr5Q\n", "SZEUQogApCcphBhXpCcphBBDSIpkmFTvu0i+yKicT+VsoH6+UEmRFEKIAKQnKYQYV6QnKYQQQ0iK\n", "ZJhU77tIvsionE/lbKB+vlBJkRRCiACkJymEGFekJymEEENIimSYVO+7SL7IqJxP5Wygfr5QSZEU\n", "QogApCcphBhXhqUneeTIkXBeJoQQo07APW5eeeUVUlJS8Pl8VFZWkpmZyYULF3A4HCxYsGC4MipJ\n", "9X08JF9kVM6ncjZQP1+oAhbJBQsWMH/+fLZs2cK3v/1tkpOTaWpqYs+ePcOVTwghRlTAj9vz588H\n", "wOv1kpycDEBKSgo2m03/ZIpT/X9KyRcZlfOpnA3UzxeqoHqSHo9nwLHL5dIljBBCqCaoIpmUlMTB\n", "gwdxuVwcPHiQxMREvXMpT/WxYJIvMirnUzkbqJ8vVEEVyeXLlxMXF8f7779PXFwcK1as0DuXEEIo\n", "QcZJCiHGFV3GSV7fk/zggw9CSyWEEKNUUEVy27ZtA46dTqcuYUYT1fsuki8yKudTORuony9UQRVJ\n", "n8+ndw4hhFBSwMHkbW1teDweurq6aG5uRtM0vF6vXEmi/lgwyRcZlfOpnA3UzxeqgEXy1KlTuN1u\n", "GhoaOHHiRP8LzGZWr149LOGEEGKkBfy4fc8997Bs2TIKCwtZtmwZy5YtY8mSJcTGxg5XPmWp3neR\n", "fJFROZ/K2UD9fKEKqic5a9YsvXMIIYSSQh4nWVNTw+TJkzEa9V2vV8ZJCiH0oMs4yd/85jfU1NSw\n", "bds2amtreeedd8IOKIQQo0lQRXLGjBlkZWUBUFBQoGug0UL1vovki4zK+VTOBurnC1VQRdLr9QJg\n", "Mpl0DSOEEKoJqkg6nU527tzJ1KlT9c4zaqg+FkzyRUblfCpnA/XzhSrgOMkr1qxZQ0NDAzk5OXz6\n", "6adBz8A5efIkFRUV+Hw+Fi9eTGZmJvX19ezevRuTycR9991HWlpaRL+AEELoKagrSbvdTk5ODgBz\n", "585lzZo1/ud6enpu+rqWlhbWrFnD2rVr+eyzzwAoKyvjySef5PHHH+fQoUORZB9RqvddJF9kVM6n\n", "cjZQP1+oIh7Hs2vXrps+t3Tp0hses9vt/q+tVmukby+EELqKuEgG89F7165dLFy4EIBrh2VaLJZI\n", "337EqN53kXyRUTmfytlA/Xyh0ndEOLBv3z7y8vL8G4lduVMOYDAYAr722sv2kpISOZZjOZbjITkO\n", "RcQrk2/evJmioqJBn/vwww9JSUlh5syZ/sfefvttHnnkETRN4913373pYhmqz7gpKVF7b2HJFxmV\n", "86mcDdTPF+qMm6DuboejsbGR0tJSZs6cSXl5OZ2dnTz11FMsWrSIdevWoWkay5cv1+vthRBiSOh6\n", "JRkJ1a8khRCjky5ztwOx2WyR/gghhFBWyEXS5XINOC4sLByyMKNJuE3g4SL5IqNyPpWzgfr5QhVU\n", "kfyXf/kXDhw4AEBTU5PsliiEGDeCKpLp6en+1X8mT55Ma2urrqFGA5Xv3oHki5TK+VTOBurnC1VQ\n", "RfL6BXbNZt1uigshhFKCKpIej2fAcV9fny5hRhPV+y6SLzIq51M5G6ifL1RBXRLm5+ezYcMGcnNz\n", "qaysZPbs2XrnEkIIJQQ9TtLlclFXV0daWhrR0dF655JxkkIIXeg248Zms5GbmxtWKCGEGK2C6km+\n", "/fbbeucYdVTvu0i+yKicT+VsoH6+UAVVJK9fDm379u26hBFCCNUEVSStViuNjY3+497eXt0CjRaq\n", "jwWTfJFROZ/K2UD9fKEKqifZ1dXFSy+95L+RUl5ersuiFkIIoZqgriSjo6N5/vnneeyxx3jsscfI\n", "z8/XO5fyVO+7SL7IqJxP5Wygfr5QBVUkr79dPmfOHF3CCCGEaiJeT1IvMk5SCKEH3daTrK6upqys\n", "DI/HQ1VVVVjhhBBitAmqSB48eJC6ujouXryI2Wwe1ftlDxXV+y6SLzIq51M5G6ifL1RBFcm6ujoK\n", "Cgr8qwHFxMToGkoIMfZ09Xn5rK6Twxcu09w1ehbJCWoIkMlk0jvHqKP6WDDJFxmV86mcDQbPp2ka\n", "u8608C8f1QJwT1Y8f3nvFOJs6i+7GNSVZE9PD263GwC3233DDBwhhAik2+1lW3mL/7i05jLtLk+A\n", "V6gjqCK5cuVKXnvtNcrLy3nnnXdYsWKF3rmUp3rfRfJFRuV8KmeDwfPZzCbuSI/1H0+Jj8JhjXgf\n", "wmER1LVuUlISzzzzjM5RhBBjlclo4LE5qUxPsdPV5+WO9FiS7NaRjhWUoMdJnjp1isrKSmbMmMH0\n", "6dP1ziXjJIUQutBlnOSuXbtwOp2sWrWK9vZ29u7dG24+IYQYVYIqku3t7SxcuBCr1crChQtpaWm5\n", "9YvGuNHYF1KJ5AufytlA/XyhCqpIWiyWQR/v6OgY0jBCCKGaoIpkd3c3zc3NADQ3N3Oljblnzx79\n", "kiluNI5VU4nkC5/K2UD9fKEK6u52fX09r776KhkZGdTW1pKdnc369espLy/n4Ycf1jujEEKMmKCK\n", "5NKlS1mwYMENjx85cmTIA40WJSUlSv+PKfkio3I+lbOB+vlCFdTH7cEK5JXHi4uLhzSQEEKoJOIh\n", "706ncyhyjDqq/08p+SKjcj6Vs4H6+UI1OuYFCSHECJEiGSbVx4JJvsionE/lbKB+vlBJkRRCiACk\n", "SIZJ9b6L5IuMyvlUzgbq5wtVxEXSYDAMRQ4hhFBSUEWysbHxps+FsprGWKJ630XyRUbFfG6vD4/X\n", "R2lp6UhHCUjFcxeJoIrkH/7wBy5fvjzocw6H46av8/l8eL3e8JIJIfzONnfz7I5Knn2/Env61JGO\n", "M64EtZ7k66+/TlJSEp2dndx1111kZ2ff8gfv2LGDqqoqioqKSE9PB2Dr1q3+ojl16lTy8/Nv+npZ\n", "T1KIfu09bv7bO6ep7+zfPCsrwcaLD+aNiv1hVBTqepJBneW1a9ditVrx+XwcOXKEffv28fTTTwd8\n", "TWFhIadOnRrwmM1mk60fhAiR26vRcc1+MJddHjyyz9SwCerj9pUl0VpbW7l48SIJCQlhvZnX62XT\n", "pk1s3LiRo0ePhvUzVKF630XyRUalfEl2C/99yWSMBjAa4Lvzk0mIHnz5QhWodO6GQlBXkm+88QbJ\n", "yckkJyfz4IMPYrWGtzdFYWGh/+vt27ff8vuvnSh/5cSrcnz8+HGl8ki+sZvPZDTgaK/m1/elkpKc\n", "TP3ZExworVQm32g8DkVQPcnf//73PPPMMyEP9zl16hQJCQn+nuS1iouLWb58+U1fKz1JIYQedNnj\n", "5sknnxyS8ZA1NTX+r10uV8Q/Twgh9BZUkbRarVRXV1NWVobH46GqquqWrykuLqakpITi4mL2798P\n", "9BfJ9evXs379embMmBFZ8hGmet9F8kVG5XwqZwP184UqqJ7kwYMH8fl81NfXs3DhQg4dOkRubm7A\n", "1wz2UXrp0qXhpRRCiBES1JVkXV0dBQUFGI393x4TE6NrqNFA9fmpki8yKudTORuony9UQRVJk8mk\n", "dw4hhFBSUEWyp6cHt9sNgNvtxicDWZXvu0i+yKicT+VsoH6+UAXVk1y5ciWvvfYa9fX1eL3eAeMd\n", "hRBiLAtqnORIkHGSQgg96DJO8no7duwI52VCCDHqBCySf/d3f8emTZv4/e9/z89+9jNee+01fvKT\n", "n1BdXT1M8dSlet9F8kVG5XwqZwP184UqYE/ym9/8JllZWbz55pv86le/wmQy8fWvf5233npruPIJ\n", "IcSICnglmZWVBYDFYvEPAzKbzdjtdv2TKU71sWCSLzIq51M5G6ifL1RB9SSvn2ftdDp1CSOEEKoJ\n", "qkjOmzePN954g6NHj7Ju3TrmzZundy7lqd53kXyRUTmfytlA/XyhCmqc5KxZs8jJyaG2tpaioiKi\n", "o6P1ziWEEEqIeJzkrdaFDJeMkxRC6GFYxkleS/qTQoixLOIiOV6p3neRfJFROZ/K2UD9fKGSIimE\n", "EAFIkQyT6mPBJF9kVM6ncjZQP1+opEgKIUQAERfJodggbDRSve8i+SKjcj6Vs4H6+UIVcZEM5Va6\n", "EEKMNkGNk/R4PJjNV8edf/DBB9x///26BpNxkkIIPegyTnLbtm0DjmVspBBivAiqSMqeNjdSve8i\n", "+SKjcj6Vs4H6+UIVcO52W1sbHo+Hrq4umpub0TQNr9crV5JCiHEjYE+ytLQUt9vN0aNH/f1Bs9nM\n", "3LlziY2N1TWY9CSFEHoItScZ8ErynnvuASA1NZVZs2ZFlkwIIUahoHqSUiBvpHrfRfJFRuV8KmcD\n", "9fOFKuhxkpcvX6aqquqGVcqFEGIsC9iTLCsrY+HChXz44Yc4nU7S09OprKxk+vTpzJ49W9dg0pMU\n", "QuhhSMdJ1tXVAdDQ0MBXvvIV5s6dy5o1azh16lRkKYUQYpQI6uP2tbNtAIxGWRdD9b6L5IuMyvlU\n", "zgbq5wtVwLvbx48fx+12c/bsWYqKigBwu9243e5hCSeEECMt5D1uqquriYuLIykpSa9MgPo9SWev\n", "h45eLw6riThbUPupCSEUMKTjJAeTnZ0d6kvGnOauPl45WMu+c+3kT4zhR/dlkRYXNdKxhBA6CLq5\n", "6Ha7aWxsxOfz0dnZqWcm5Z1t6WHfuXYAjjd0cbKha4QT3Uj1vpDkC5/K2UD9fKEKqkhWVVWxZcsW\n", "du7cCcDWrVt1DaU683ULDVtNwS88fPGyi7dPNLKtvJn6zt6hjiaEGGJBFckjR46wdu1aHA4HRqMR\n", "h8Ohdy6l5aVE8807JjHRYWX1bROYNTEmqNe197h5YU81Lx+s5X+XXOAPH1+i1+PVJaPq+4xIvvCp\n", "nA3UzxeqoHqSNpstrB/u8/nQNA2TyRTW61UVb7PwjTsm8fDtydjNJizm4LoWPW4fZ5p7/MefXXLS\n", "4/YRZR5b50eIsSSof909PT0Djj0ezy1fs2PHDn7729/S0NDgf6y+vp7XXnuNN954g0uXLoUYVS0H\n", "D5QSb7MEXSAB4mxmvnrbBP/xw7en4IjS58646n0hyRc+lbOB+vlCFdS/0Hnz5vGf//mfdHR0sHHj\n", "RhYuXHjL1xQWFt4wM6esrIwnn3wSgM2bN/vHXo4XMVYTT9+Zxr1ZCZhNBqZOsGM2js+N1IQYLYIq\n", "kjNmzGDy5Mk0NDSQmZmJxWIJ683sdrv/a6vVGtbP0Et7jxuPTyPJbsEYxA6Q4fZdEqIt3JkZ3vkL\n", "hep9IckXPpWzgfr5QhX0Zz273U5OTk5Eb3btuPVwC60eTjd189zuczj7vPzVvVMoyIrHdM0VXqfL\n", "Q5fbS1yUGbtV+odCjCdBbwR24cIFqquref311zl79mxYb+b1Xr2TG8x+3df2NkpKSnQ57vV4+f8O\n", "XKDB2UdXn5dff3CO+s5e//OXOnr55e5zPP3mKf7hw2pauvunZL788svDki/cY8k3dvNd+VqVPKMt\n", "X6iCmpa4efNmHnroId555x2Kiop46623+NrXvnbLH37q1CkSEhJIT08H4O233+aRRx5B0zTeffdd\n", "Vq9efdPXDte0xF6Pl59sO8upxm4AzEYDr669jfQvZtDsPN3Cb/af93//cytzWTQlnpKSEqU/Vki+\n", "yKicT+VsoH4+XaYlGo1GjEajfyhQVNStp+AVFxdTVVWFzWYjOzubpUuXsmjRItatW4emaSxfvjzo\n", "kHqKMpv4QcFknt9TTWevl79YMpmJjqv90utvrFw5VvkvAUi+SKmcT+VsoH6+UAVVJPv6+nA6nf4i\n", "GcyaGIMVwfT0dJ544okQI+pvWrKd/7V6Oh6fj6Roy4BWQP4kB6umJ3H4YgeF0yeQl2wP8JOEEGNN\n", "UD3J9PR0Nm/ezOLFizlx4gRVVVV65xp28TYzE+zWG3qlKQ4rPyjI5OVHZvLkHZP8K/6E298YLpIv\n", "MirnUzkbqJ8vVEFdSRYUFFBQUADAzJkzmTZtmq6hVBNlNsmsGCHGqZDXkxwuqq8nKYQYnYZ0j5ub\n", "2bFjRzgvE0KIUSeoIrlz507eeustnn/+edatW8cnn3yidy7lqd53kXyRUTmfytlA/XyhCqpIOp1O\n", "vva1r3H77bfzxBNPkJeXp3cuIYRQQlBF8sodX5/PB9y4e+J4pPpYMMkXGZXzqZwN1M8XqqCK5JWl\n", "0UwmEx0dHbJbohBi3AiqSD766KMArFy5kt27dzNr1ixdQ40GkfRdvD6N001dHLnYQYNOWzio3heS\n", "fOFTORuony9UQU9LhP7piI888oiugcaDTy918uyOSnwaTJsQzd+uyCXVodbScUKIfmENAdq/f/9Q\n", "5xh1Ium77K1sx/fF6NSzLT00dPYNUaqrQs1X0dTF3++t5v8/XMelDv03KFO9b6VyPpWzgfr5QhXU\n", "lWRJSQmXLl3y71Xz+eefs3TpUl2DjWUzU+3sON0CgN1iJM42srN56jt7eXZHJZ29/UvZtbvc/MWS\n", "KUEtPizEWBdUkWxpaeGxxx7zH9fX1+sWaLSIZDmoe7LisVtN1F7u5a7MWLISo4c4XWj5etw+f4EE\n", "qG514fFpIW2VGyrVl9NSOZ/K2UD9fKEKayxPcnLyUOcYV+KjLSzLTRzpGH4pMRYenpXMllPNmAzw\n", "jTsmYTWF1YkRYswJOHf7ykZehw4dYvLkyf7Fcw8cOMB3vvMdXYONtrnbXp/G2eZuWnvcZMTbmJIQ\n", "3ja8I6Wz18PFy71EmQxkJUYP2L5CiLFkSBfdvXLZvGjRooiDjXUnG5z89baz+DRIspv5zQN5ZMaP\n", "nkIZG2XmtlSZJCDE9QJ+pvrGN77BrFmz/OMiKysrMZlMfOtb3xqWcCq7fizYZ5ec/jvWrd0e6juG\n", "/o51KFQfqyb5wqdyNlA/X6gCFkmHwwHArl27cDqdrFq1io6ODg4cODAs4UaTaROurlhuMxtJilFn\n", "N0ghRPiCWk9y/fr1A+5ub9y40T8LRy8j3ZM8Xu9kw2cNTE6w8eDMZCbFBd7Xp7vPw+eN3dR19DI9\n", "xc6MlJhhSiqECIUuG4HdbI/sjo4O4uLign6z0eJ8u4tnt5+l16vx0fkOfBr8l0UZAV9jt5qZnxnH\n", "/GHKKIQYHkGN8+ju7qa5uRmA5uZm/0Zge/bs0S+Zzno9Xtp63Li9vhuec7l99HqvXmCfb3PdsPmZ\n", "6n0XyRcZlfOpnA3UzxeqoK4k6+vrefXVV8nIyKC2tpbs7GzWr19PeXk5Dz/8sN4Zh1yTs48/fHyJ\n", "I7X9OyA+MjuFeFv/1fKljl5cHi8r85LYeaYVq8nAY3NTb9gg7GYanX34NI1Uh1VmrAgxBgTVkzxy\n", "5AgLFiwI+vGhoGdP8oOzrbywt8Z//HzhVOZnxnGpo5df7T7HmZYelmYnUDhzAqkxViYnRAVVJI/V\n", "dfK3u6pw+zR+tiybguz4oArludYeGp19TIq16jL7RghxlS49yZsVQr0KpN48Pu2G464+L2ebu5mX\n", "HsuqGRN4/Vg9iXYzj84OfBXpcnspu9BBc5ebLaea6Hb3f3z/+73V/G7tbcRFm2nucmMxGpgYe+PN\n", "nzPN3fzw3TO4PD5io0z85oE8cpKkUAqhinE59yx/koM5aQ6MBliRl8S0ZDvHLzl57oNq1h9v5N8O\n", "1fLI7akk2S38es85mrtuHPN4pe9yurmHX31QzenmbqLMV0/no/mplNZc5s1jDXxUc5k/31zBqQbn\n", "DT+npq0Hl6e/sM5Li6Wt202HyxPx76h6X0jyhU/lbKB+vlCNyykWaXFR/PzLOXT1eYmzmbFbTWxv\n", "6fE/3+vVSIg2U3KunfKmHi67PCTHDL7e45WCVlrdzn9ZlMF75S1kJ0ZR39nH68caAMiMj2JZbiK/\n", "O1zH339lGuZr5kVP+OLnFt2ewvl2Fz/dUUn+xBh+fF/WLYcdCSH0Ny6vJAFibWYmxUVht/YvUzY3\n", "3cGVRW+S7RYanX0cutDBtKRoEqJv/L/kyionOUk2MuOj6PVqrP+sgWe/lMW378qgvKnL/70XL/eS\n", "EG0m3mbBeN2c6Mw4Kz8oyGRyfBRHazsBON7QxanGLiKh+ioski98KmcD9fOFalxeSV7R3eeltceN\n", "zWxkVmoMvy6cSmVLDzFWE1kJNqYl2cieYKet28Oh8x2kOqzMSo3xF1aAjHgbzxdOpaXbTUK0hfS4\n", "KHyaxprZqfzzgYsAfCk3gT6Pj2cWpN1wIych2kKfx8f1d89kFR4h1DBui2Rnr4d1xxrYcLyRFLuF\n", "v12Zyy+Kz/lvvNyRHsvT8yfR5/Hxo/fO+B//+fIcZqTYOVbTRGJcLNOT7UyMjRpwU8ZoMLBiWhK5\n", "SdG4fRoZcVEkRJsHLXwWk5GvzkzmfHsPj8+ZyN6qNu7Oiue2VPsN3xsK1df0k3zhUzkbqJ8vVOO2\n", "SF5od7HheCMATd1uLl52+QshwGWXh+0VzSzNSRzw+MkGJ5/UdvLO581AI9+6cxKPz5tES1cfDc4+\n", "EmwWpiTaiLaamDUxhuOXnPzHx5fIS7Zzb048SfYbe5t2q4mZqQ6mJcfwaH4qdqsRi1xJCqGEcVsk\n", "LSYjBvB/zO3s9fK9RRkcb3CSaDMzPcXOu5838+hsC8l2C83dbgzA3LRYflF8zv9zjtZ2cEd6LJ83\n", "dnGuzUVpdTsvfGUaXp+GT9P42Y5KPD6NnWdasZgMfHXmzRcsNhsNxA/S/wyH6v+TS77wqZwN1M8X\n", "qnFbJLMTbPz1sixeP1ZPbmI0CzJj6fNolNa0c6a5m8kJNv5iyRSyk+y88NVpXGh3kRhtpqvPS06S\n", "jTPNPURb+j8q/3jbWTw+jbsy41g0JZ6jtZ0Un23h/qlJA8Zk1rS5RvA3FkKEY9x+prOYjdw/NZF/\n", "WD2dHy/LIj3OxpufNnC8votGp5tXDtX653VPSbBxT3YCUxJsvHKolsVT4vnmHZP4QUEme6va/YXw\n", "8MUOJsdHYTEZWDU9mcsuD7el9PcWbWYj9w3jlg2qj1WTfOFTORuony9U4/ZKEsBgMOCI6j8FTpeH\n", "rr6rm2H5NHD7fOyoaKatx8PdWfFkxtu4Iz2WPx6tx2iABRmxTE22U3ahA+jf+TA70cbOM63kJdt5\n", "51QzPyjI5DsL04mzmWXKoRCjUFBzt0fCcK8n2drt5qPzl3n9k3pau918d2EGjV19bDrRBEBqjIWf\n", "fimb2CgTZ5q76Xb7uDM9FqvZyN6qNmraXORPiuGNYw34NHh6/iTqOvtYPi2JtGEYFN7j7p9W2dXn\n", "IyfJNujKxS4nAAAUzElEQVQUSCGETnO3xwOH1YgBjXuzE7BbjGTEW9lT1eZ/vrHLzad1nXxS18nP\n", "7s9hgv3qGptfmzMRn6ZR2dLD9wsySY+LImOY97cpqW7n/913HoDbUu38/Mu542519OrWHlp73Ex0\n", "WIf9/Iuxa8z2JL0+jdbuPpy9wc2Ddnk10mKjmBhrxWA0cKa5mwevuRN9V2YskxNsnGjoormr74a+\n", "i9FgIC/Zzl2T44f9H6jXp/F+Rav/+PPGbs7UNgxrhlANdd/qTHM3/33raX66vZKfbDvLxfbIbpKp\n", "3FdTORuony9UY7JI9nl8FJ9p5XubKvgf71dxvq0n4PfXtPXwk21n+eXuakwGA3dmONA0A26flz9b\n", "lM637pzERIeVsy3d/PniTOKi1LoANxkNLJx8dYX41BgLUUS+SMZo8nljFz1fjGdt7HJz4bKMJBBD\n", "Q61/7UPkfLuLFz/s/+jZ7vKw8UQjf3lvFgB9Xh8ujw+H1eSfIvjWZ41UfrHAxT9/dJEXCqfyx0/q\n", "+dadk/jPT+rRNPjuogz2V7XR2NVHTJSJpXcXjMwvdxMrpyeRHh9Fe4+H/Ekxyt8kGuqxdGmxVwfp\n", "Gw2QGB1Zq0HlsX4qZwP184Vq2Ivk1q1b8Xr77yJPnTqV/Pz8IX+P6+9EfbESGfWdvfzhyCU+b+pm\n", "bX4KX56WRLTFdMPWDD5N48/vzqSr18OzX8pmT1Ub5Y1dlDd1A/A/99aQk2gjd0JkUweHUkK0hSXZ\n", "CSMdY8TMmujg58tzqGjq4s6MOKYlq/NnI0a3Yf+4bbPZKCoqoqioSJcCCTA5Poo/vzsDq8nAlIQo\n", "HstPBeCjmsvsrmyjrqOXfyy9yLnWHi60u1iQGUdOog27xcgPCjKxmoz89uBF/nC0nl/vqebR2alc\n", "W0c1oLm1FbfHx7G6Tt44Vs8ndZ30eW7cL2ekqN4XGup8MVYT92Qn8Kd3ZTAvPRazMbKtM1Q+fypn\n", "A/XzhWrYryS9Xi+bNm1C0zRycnJ0GeZjs5h4YGYyBVkJWM0GEr7Yv8Z5zThIgI5eD583dOED8pLt\n", "3JkZR5TJwNmWHq5MlPFpUNXSzYrpSVS2dNPU5ea7i9IxdV2iojmBn2w7iwYYgBcfzGP2JMeQ/z5C\n", "iJEz7FeShYWFrFmzhkcffZSGhsB3YK/9H6mkpCSk40MfHeD0sTJ/gSwpKWFOgsbk+Chio0wsy03k\n", "YE0HiXYzm082sfNMKxuPN/IPpRdJdVixfbHKuNVkwKvBc7vP8Wh+Cn9572TunhJPj7OTC82X/R/t\n", "NeB88+Wg85WVlfHxxx+H/fvd6jjS86f3seQL/3jJkiVK5Rlt+UI1ooPJi4uLWb58+aDP6TGYvM/j\n", "49ilTk41dJEeF8WG4418b3EGvz98iYrm/n5jSoyF//v+HKpauzEbDTj7fGw83khLt5uUGAt3Zcbx\n", "pamJzE2Ppaqlhx++d4auPi92i5EXH8xj6hd9yksdvZxt6SbGamJGSgwx16xBWd/Zywdn22jtcfOV\n", "GRP8rxFC6C/UweTDfiVZU3N1l0KXa/iGaTR09nKiwcneynZeP9bAi/vP88DMCbg9Pp6eP4nl0xKZ\n", "nxHLX983hbYeN9EWEzNT7Jxt6aKl2w1AQVY851q7ibOZKSkpIXdCNC+tzuNXq3J5afV0f7Fr7urj\n", "ud3neG53NT/dXsneyquD0r0+jdc+qeffP77EO6eaeXZHJY3OG/fQiZTqfSHJFz6Vs4H6+UI17D3J\n", "mpoaysrKAJg3b96wvGdFUxc/31lFa4+H/EkOVt+WzI6KFjLio3i17BLdfV6emDeRY3UdNHW5+cfS\n", "izyzII09le0syIjjrow4mrrceH0a//XuTLITbdR+8bOzE6PJvm64TXuPh7PX7JnzQWUrhTMmYDIa\n", "cHt9A55r6/HQ4x7YKxVCqGPMz92uvezi3c9b2Hii0f/YU3dOosnZR3Wbyz+sJ8pk4IWvTGXzyWbS\n", "4qLYebqF1p7+Adlr81PZf66NRqeblx7M4/Zb3JxpdPbx0+1nuXi5F4DvLc5gzexU//P7q9r4uw+q\n", "0YAHbpvAny5IJ1axAepCjFUyd/s6Z5q7sVuvdhXSYq3MTLGTGR/F6earV3Qen8bJxm7yku30en3+\n", "AglQ2dLDRIeVtm4P0df0Fm8m1WHllytyqWjuxmE13bAVw91Z8fxz0Qx6PT4mJ9ikQAqhsDE5LfFa\n", "FpORpi43q29LZvbEGL63OIP/Z2cV/7vkAg/MnEC8zYzVZOCZBelsL2/hZEMXt6XYmZly9SP00px4\n", "JjosPLdqKtmJ/fOyb9V3yUyw8eVpSSyaEk+cbeDsD4vJSF6yndmTHMTb9CmQqveFJF/4VM4G6ucL\n", "1Zi/hJmVEsOZ5m4qmrpZkpNAr8eHzWxk8ZR4LEYj31uUjleDaIuR/DQHH1a1MS05mnnpsTw6eyLJ\n", "MRamJkfzwG0pI/2rCCFGwJjsSXb2etA0jeYuNy6Pj4zYKHq9Po7VdmAwGnF7NTadbMJogNWzkvm3\n", "Q3WsmZ3C5PgocpKiaelxE2Pp3+cm0pkbQgi1jPue5Il6J7/96CKrZkzg5YO1eHway6clsfq2JCwW\n", "E44oEy/uO+/vOW463sR/XZzBR+cvs/F4Iwsnx7M0N4HcRIsUSCHE2OpJtnT18cvd57BZTew/d3Xv\n", "meKzrfR6NS519nGs1kmv9+rFs8vjw+3TOHi+g16vxofV7dR29HLw/OWbvQ2gft9F8kVG5XwqZwP1\n", "84VqTBVJn9Y/q+Zyj2fA0ll2ixEDBi60u9hb1cZTd0zCajJgMxv5s0UZ2EwDrxgNwKXOoR/gLYQY\n", "fcZUT1LTNEqq2/mfe2t4+PYUjAYDTc4+Hr49hRSHhaqWHk43dXOh3UXuhGgy4qL4p48u8ssVuWw5\n", "1cRHNR3cmRFLUrSZ5XlJTE+J0em3E0KMlHHdkzQYDBiBNfn9S5t9dqmT7yzMICXGQkNnL/984CLJ\n", "MRamp9iJtZnp6PXy3YUZTEm08YOCyTwxt/9Gj81iJFP2SBFCMMY+bgNMiLHy1qcNrP+sgS9NTeIf\n", "Sy7wZ5vKaejs4+n5acxIsXN7qgOjprGtooUlWfHYzCaiLSYyE2xMS7YHVSBV77tIvsionE/lbKB+\n", "vlCNqStJ6F8X8qXV0+nq87DpRDPVX2wI1e7y8vLB/hnXRkMTv1iRywS7GbNpzP0/IYQYQmOuQpiM\n", "BmamxjAvPY4rGzkYDdDRe3URCZ/Wv8/2U3ekYQpzmI/q+3hIvsionE/lbKB+vlCNqSLZ2evxbyFr\n", "Mhr45p1pZMRFYTMbmZli9y+km2Azk2i3kBDhZlFCiLFvzBTJkw1O/nLrGf7q3TOcburi4mUXzV19\n", "PJqfwldnJrP982aeW5nLD++dwv91TyZxUSYmxIRfJFXvu0i+yKicT+VsoH6+UI2JnmRrdx+/2l1N\n", "S7cbowEqW3t45WAt3W4fc9IcTI6P4sCFDh7JT+Ge7Hg0kJV3hBBBGRNXkj4Ner/YqXCiw8qJ+i66\n", "v9io/rNLTibYLay+LZnsRDuOKPOQFEjV+y6SLzIq51M5G6ifL1RjokhOsFv462VZRJkMeHwaOUlX\n", "h/CYDHBHeizfviud+Gi5ehRChGZMFEmDwcCiyXG8uvY2/teDeSzLTeBPF6Rx95Q4nls5lYy4KIZ6\n", "pI/qfRfJFxmV86mcDdTPF6oxc2llMBiYGBvlP3583iR6PV72VbXz3965QF5yNN9emEF6XFSAnyKE\n", "EAONqbnb1ztZ7+STuk4MBgPrP2vg8bkTeXzepCFKKIQYjcb13O1rVbf28LfF57js8hAXZeLJOybR\n", "0eu59QuFEOIaY6InOZjqNheXXf1FsaPXi/eLxXeHiup9F8kXGZXzqZwN1M8XqjFbJJPsAy+SZ6TY\n", "ybpuf2whhLiVMduTdHm8fHbJyWeXnMxJczAnzYHNfOvtYIUQY5v0JL9gM5tYODmehZPjRzqKEGIU\n", "G7Mft/Wmet9F8kVG5XwqZwP184VKiqQQQgQwZnuSQggxmFB7knIlKYQQAUiRDJPqfRfJFxmV86mc\n", "DdTPFyopkkIIEYD0JIUQ44r0JIUQYghJkQyT6n0XyRcZlfOpnA3UzxcqKZJCCBGA9CSFEOOK9CSF\n", "EGIISZEMk+p9F8kXGZXzqZwN1M8XqmFfBai+vp7du3djMpm47777SEtLG+4IQggRtGHvSb7zzjs8\n", "9NBDAGzevJmioqJBv096kkIIPSjfk7Tb7f6vrVbrcL+9EEKEZNiL5LUXrhaLZbjffsio3neRfJFR\n", "OZ/K2UD9fKEa9o/bO3bsoLCwEIDi4mKWL18+6Pd9/PHHtLe3D2c0IcQ4kJCQwPz584P+/mG/cdPT\n", "0wP0X1Fe+XowofwSQgihl2G/kqyrq2Pfvn1omsby5ctJTU0dzrcXQoiQKDvjRgghVCCDyYUQIgAp\n", "kkIIEYAUyTHC5/Ph9XpHOsZNqZ5PiJsZ9rvbt6L6tMWtW7f6/7FPnTqV/Pz8EU7UP6yqqqqKoqIi\n", "0tPTAbXO42D5VDuPJ0+epKKiAp/Px+LFi8nMzFTmHA6WTaXzd+DAARoaGgCYMmUK8+fPV+bc3Sxf\n", "SOdPU8yWLVv8X7/99tsjmGRwO3fuHOkIgzp58qRWW1vrP1btPF6fT7XzuG/fPv/X7733nqZp6pzD\n", "wbKpdv6ueP/99zVNU+fcXe9KvlDOn3JXkqpPW/R6vWzatAlN08jJyVF2frmcx9AsXbr0hsdUOYeD\n", "ZVPt/FVXV7Nx40YeeeQRQJ1zd8X1+UI5f8oVSU3xaYtXZgsBbN++fQSTBCbnMTy7du1i4cKFgHrn\n", "8Npsqp2/7Oxsvv/977NlyxZyc3OVO3fX5wvl/Cl34+ba5r7BYBjBJLemwh/+zch5DN2+ffvIy8sj\n", "OTkZUOscXp/tWqqcP5vNRmxsLKDWubvi2nzXutX5U65IBjttcaTU1NT4v3a5XCOYJDA5j6H58MMP\n", "mThxItnZ2f7HVDmHg2VT6fy1trb6v75yBanKuYPB84Vy/pT7uL1o0SLWrVvnn7aompqaGsrKygCY\n", "N2/eCKfpV1xcTFVVFTabjezsbJYuXarUeRwsn0rnsbGxkdLSUmbOnEl5eTmdnZ089dRTSpzDm2VT\n", "6fyVlpbS29sLwIIFCwC1/h0Pli+U8yfTEoUQIgDlPm4LIYRKpEgKIUQAUiSFECIAKZJCCBGAFEkh\n", "hAhAiqQQQgQgRVIMCa/Xi8/nG+kYQgw5KZKj2C9+8Ysh+1mNjY288cYbbNmyhbfeeguPxzPg+Xff\n", "fXfQ19XV1bFhwwZeeuklWlpawn7/jz/+mFdeeSXs149VNzvv13v//ffZuHGjzmnGJymSo9h3v/vd\n", "IftZe/bs4etf/zoPP/ww999/P/v27Rvw/M2mlqWnp7N27Vr/TIZwzZ8/n5SUlIh+xlgU7JS+VatW\n", "KTNHeqxRblqiuLX6+noOHjxIZWUlP/zhD/2Pd3d3s2nTJhwOByaTiYqKCn70ox/5n9+5cydOpxOT\n", "yYTb7Wb16tVERUUBYDKZ6OnpwW6309bW5l/qyuPxsH37dsrLy9m8eTMAeXl53H777RH/HsXFxbS2\n", "tmI2mzGZTAM+rldUVHDs2DGio6NxuVwsWLCA3NxcLl26xL//+7+Tl5fHmjVraGho4I033iAlJYXH\n", "H38cs/nmf6V37NhBRUUFiYmJxMXF0d3dzZw5c5g9e3bA94T+pbZ27tzJnDlzqK6uxmq1kpqaypIl\n", "S4D+qW9NTU2YTCb/FLi1a9fe8hxUV1dTWlqKw+HAaDTS3NzMn/zJnwCwf//+Aec9MTGR++67D+j/\n", "c3n77bcxGo1omqbc4tRjyhCsYylGyFtvvTXguKqqyr+oqKZpWnV1tf/r0tJSraKiwn/c2dmpbdy4\n", "0X/c0tKi/c3f/I32H//xH9rzzz+v+Xy+gO91vT179miNjY1BZz958qT20Ucf+Y+bmpq0F154QdM0\n", "Tevq6tL++Mc/Dvj+9evXa319fZqmaVpDQ4NWXFzsf27dunVBv++Pf/xjzev1+o/ffPNNrbu7+5bv\n", "eSXzP/3TP2m9vb0Dvq+iokI7dOiQ/9jn82mlpaVB5Xnvvfe0mpoa//G1f2aadvPzvnXrVq2pqcl/\n", "fOjQIW39+vVBvacIjVxJjiE5OTl4vV7ef/99/1JVWVlZANTW1lJQUOD/XofDMeC1O3bs4NlnnyUq\n", "Kora2lp27drFypUrdct65swZVq1a5T9OTk4mMzMTgIaGBjo6OvxXUNC/UktbWxupqamkpqbS1NQE\n", "9F9Vh3IVlZ+fj9F4tcs0ffp06urqMBqNAd/zivvvv/+GRWRPnz7NihUr/McGg2HAuQ7kq1/9KocP\n", "H+bUqVN4PB5SU1P9f2aBOJ3OAcumzZs3j/Pnzwf1niI0UiTHkE8//ZS5c+cybdo0oH9vj5qaGrKy\n", "ssjMzOT06dNMnz4d6P9Hdr0rH70nTJhAd3e3rlnz8vI4duwYixcvBqCpqYkLFy4AkJmZycSJEykq\n", "KvJ///V3zufPn8+RI0e4cOECq1evDvp9T5w4gc/n8xfKs2fP8uCDD2IymW75npqmDdr3y83N5fjx\n", "4wP6stee60A++eQT7rrrLv/x66+/7l9YN5CYmBiam5v9hfLo0aMDFroVQ0dWARqF9u7dS3t7O8eP\n", "H/dfGRUWFvLuu+8OuEoCeOihh/yPXelJGo1G3G43Dz30kL8wVldXU1ZWRlRUFC6Xi9WrVw9Ygn//\n", "/v20trZiNBrxeDwUFBQwadIkf3+0qqqKiRMnEhsbS2FhYVBL9u/atYu2tjZsNhsul4vGxkYWL17M\n", "ggULuHDhAocPH/b3GJ1OJ6tXrx6waOrvfvc7Jk2axAMPPBD0ufvXf/1XHA4HNpsNt9vN3LlzmTlz\n", "JkDA9ywrK+PYsWMApKamkpGRMaC47dmzZ8D5mTFjBnPmzLllnt/+9rekpaWhaRo+n29AnxP6i+2n\n", "n35KVFSUf6uBOXPm4PF42LBhAxaLBaPRiMPh4PDhw3zjG98YsO6kiJwUSTGurF+/nscee2ykY4hR\n", "RIYAiXFjx44dlJeXs23btpGOIkYRuZIUuqiurvZ/PL1edna2Lqtpj8R7BuJ0Otm9e/egvUKHwzHi\n", "K3aL4EiRFEKIAOTjthBCBCBFUgghApAiKYQQAUiRFEKIAP4PGrpxrfm02QYAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.646210\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4FNeZ7/Fvr2qtSEILEgJtbAYLsMGAMZEJYVFiYwuM\n", "HdtkcSbLMzN+5s6dm+Rxxpmb3MydhNyZ5MmsySSTZRIHQ4zZDMaAhDG2hEGAwGYTNsiSQfuK1FJL\n", "6qXuH7IaCaSmq1stHUnv5y9V0931cxleVb11zimDpmkaQgghBmUc7QBCCKEyKZJCCOGDFEkhhPBB\n", "iqQQQvggRVIIIXyQIimEED6EtEg6HA62bNlCdXW197Xa2lq2bt3K9u3bqampCeXuhRAiaCEtkseO\n", "HWPdunUDXispKWHz5s08/fTTnDx5MpS7F0KIoIWsSLa0tBAREYHNZhvwekREhPdnq9Uaqt0LIcSw\n", "CFmRLCoqYsWKFXe83n+Cj8ViCdXuhRBiWJhD9cV1dXW89tpr1NfXk5GRQWpqKgBut9v7HoPBMOTn\n", "Dx8+jMlkClU8IcQEFRsby6JFi/x+f8iK5Ne+9jUALl26RGxsrPd1h8MB9J5R9v08GJPJxP333x+q\n", "eEKICaq0tFTX+0N646a5uZmioiIuXLjgfW3p0qVs27aNbdu2sXTp0lDuPqSKiopGO4JPki84KudT\n", "ORuon0+vkJ1JAsTHx/ONb3xjwGupqak888wzodytEEIMG4OqS6UdOXJELreFEMOutLSUz3zmM36/\n", "X2bcCCGED1IkA6R630XyBUflfCpnA/Xz6SVFUgghfJCepBBiQpGepBBCDCMpkgFSve8i+YKjcj6V\n", "s4H6+fSSIimEED5IT1IIMaFIT1IIIYaRFMkAqd53kXzBUTmfytlA/Xx6SZEUQggfpCcphJhQpCcp\n", "hBDDSIpkgFTvu0i+4KicT+VsoH4+vaRICiGED9KTFEJMKNKTFEKIYSRFMkCq910kX3BUzqdyNlA/\n", "n15SJIUQwgfpSQohJhTpSQohxDCSIhkg1fsuki84KudTORuon08vKZJCCOGD9CSFEBOK9CSFEGIY\n", "SZEMkOp9F8kXHJXzqZwN1M+nlzmUX378+HHq6uoAmD59OosWLWLfvn243W4AsrOzycnJCWUEIYQI\n", "yoj1JA8fPszatWspKChgzZo1d32/9CSFEKGgtycZ0jNJgIqKCnbu3MmGDRsAcLvd7Nq1C03TyMzM\n", "lEIohFBayHuSGRkZPP/885w6dQqAvLw8Nm7cyBNPPOG9FB+Lbu+7OJxuSqvaeaOskQ8bOkcp1S2q\n", "94UkX+BUzgbq59Mr5GeSADabjejo6Dtet1gsPj9XVFTEihUrvD8DymyfP39+wHZJeQM/fKem97/X\n", "bOT7KxJw1H6kTL7RPl6ST7ZV2tYjpD3J5uZm4uPjAXj99dd55JFHqKysJD09HYD9+/fz6KOPDvrZ\n", "sdaT/GNpDX8orfVu/2hdNounxYxiIiHEYJTqSRYXF9Pd3Q3A4sWLAaisrKSkpASAhQsXhnL3Iypn\n", "ShRGA3g0iAs3kxxtHe1IQohhENIiuX79+jtey83NDeUuR0z/VgDAvClR/PP6WTR3OkmbFMa0WNso\n", "prszn2okX+BUzgbq59NrRHqSE4HZaGBOUuRoxxBCDDOZuy2EmFBk7rYQQgwjKZIBUn0smOQLjsr5\n", "VM4G6ufTS4qkEEL4ID1JIcSEIj1JIYQYRlIkA6R630XyBUflfCpnA/Xz6SVFUgghfJCepBBiQpGe\n", "pBBCDCMpkgFSve8i+YKjcj6Vs4H6+fSSIimEED5IT1IIMaFIT1IIIYaRFMkAqd53kXzBUTmfytlA\n", "/Xx6yXqSE0Rli4M/vVePhsbn5yeTER8+2pGEGBOkJzkBtHe7eOHAVa42OQDIjLfxj5+dyaRw+R0p\n", "Jh7pSYo7dLs81Lb3eLfr2nvo8XhGMZEQY4cUyQCp3nfpny823MI3lk71bn99yVRibaN7FjmWjp9q\n", "VM4G6ufTS663JgCz0cCq7DhmJoSjaTAt1obFJL8fhfCH9CSFEBOK9CSFEGIYSZEMkOp9F8kXHJXz\n", "qZwN1M+nlxRJIYTwQXqSQogJRXqSQggxjEJaJI8fP87u3bvZvXs3Z86cAaC2tpatW7eyfft2ampq\n", "Qrn7kFK97yL5gqNyPpWzgfr59ArpOMnly5d7fz58+DAAJSUlbN68GYA9e/aQn58fyghCCBGUkF9u\n", "V1RU8NOf/pQZM2YAEBER4f0zq9Ua6t2HzIoVK0Y7gk+SLzgq51M5G6ifT6+AiuTp06f9fm9GRgbP\n", "P/88p06dAqD/fSKLxRLI7oWYcBrsPbxT3kLRR600dvTc/QNi2Pi83P7lL39JYmIiHo+Ha9eukZaW\n", "xvXr14mKimLx4sV+78RmsxEdHQ2A2+32vm4wGHx+rqioyPtbqa/Pocr2L37xC3JycpTJI/nGb77O\n", "Hje/OP4xRR+3A/CZrEmsmdxBZ/tNJfLdvt2/J6lCnsG29fA5BOjMmTMsWrSIvXv38tBDD5GQkEBD\n", "QwNHjx7lqaeeuuuXNzc3Ex8fD8Drr7/OI488wu7du9mwYQOaprF//37Wr18/6GdVHwLUv4CrSPIF\n", "R6V89fYe/mzHJXrcvf9Uo6wmfvXEHBIi1WxXqXTsBqN3CJDPM8lFixYBvWd/CQkJACQmJmKz2fz6\n", "8uLiYrq7uwG8Z55Lly5l27ZtaJrG6tWr/Q6qGpX/EoDkC5ZK+SKtJj6VGcuRqy0APJwVS5TVNMqp\n", "hqbSsRsOft3ddrlcA7a7urr8+vLBzhJTU1N55pln/Pr8eNTe7aKypQuT0UBmnA2bRd2/7EINkVYT\n", "X30glRUZsRgMMDsxUv7ejCC/btzEx8dz4sQJurq6OHHiBHFxcaHOpbxAxoI5nG5eeb+O/7X/Q/76\n", "tQ8ovNqM2xOaCU+qj1WTfPokRFp5KCOW5emxXC49OdpxfFLt2AXLryK5evVqYmJiOHToEDExMaxZ\n", "sybUucalVoeLHe/Xe7e3v1dHe7fLxyeEEKNN5m6PoFaHk2/u/5DrN3v7tMvTJ/Gdlely6STECBrW\n", "Gzd9XC4XZvOtt7755pusWrVKf7oJLjbcwvdWZ1F4tQmb2cins+OlQAqhOL8utw8cODBg2263hyTM\n", "WBJo3yU9zsZXH5jK5vtSSI0JG+ZUt6jeF5J8gVM5G6ifTy+/iqRHnqwnhJigfF5ut7S04HK56Ojo\n", "oLGxEU3TcLvdciaJ+mPBJF9wVM6ncjZQP59ePovkpUuXcDqd1NXVceHChd4PmM1DzpIRQojxxufl\n", "9kMPPcTKlSvJy8tj5cqVrFy5khUrVnjnYU9kqvddJF9wVM6ncjZQP59efvUk586dG+ocQgihJN3j\n", "JCsrK5k2bRpGY2iXohyP4ySFEKMvJM+4+clPfkJlZSUHDhygqqqK1157LeCAQggxlvhVJGfPnk16\n", "ejow8JEME5nqfRfJFxyV86mcDdTPp5dfRbJvoVyTSWaHCCEmFr+KpN1u5/Dhw2RnZ4c6z5ih+lgw\n", "yRcclfOpnA3Uz6eXX3O3N27cSF1dHZmZmbz33nsyA0cIMWH4dSYZERFBZmYmAAsWLGDjxo3eP3M4\n", "HKFJpjjV+y6SLzgq51M5G6ifT6+gx/EUFBQMRw4hhFBS0EVyol56q953kXzBUTmfytlA/Xx6hXZE\n", "uBBCjHFSJAOket9F8gVH5XwqZwP18+klRVIIIXyQIhkg1fsuki84KudTORuon0+voIukzWYbjhxC\n", "CKEk3UWyq6trwHZeXt6whRlLVO+7SL7gqJxP5Wygfj69/CqSP//5zzl+/DgADQ0NvPnmmyENJYQQ\n", "qvCrSKampnpX/5k2bRrNzc0hDTUWqN53kXzBUTmfytlA/Xx6+TV3+/YFdvs/g9uXixcvcuXKFTwe\n", "D8uWLSMtLY19+/Z5VxXKzs4mJydHZ2QhhBg5fp1JulyuAds9PT1+fXlTUxMbN25k06ZNvP/++0Dv\n", "jZ78/Hzy8/PHdIFUve8i+YKjcj6Vs4H6+fTy65QwJyeHV199laysLK5du8a9997r15fn5ube8Zrb\n", "7WbXrl1omkZmZqY8okEIoTS/n3HT1dVFdXU1KSkphIeH69pJQUEB9913HwkJCQNef+ONN/jsZz87\n", "6GfkGTdCiFAIyTNuoPcyOSsrS3eBPHbsGDNnzryjQAJYLBafn+1/2l5UVCTbsi3bsj0s23r4dSa5\n", "e/duNmzYoPvL33nnHRITE5kzZ473tcrKSu/zcvbv38+jjz466GdVP5MsKipS+i6e5AuOyvlUzgbq\n", "59N7JulXT/L25dB8XSb3qa+vp7i4mDlz5lBWVkZ7eztf/OIXqayspKSkBICFCxf6HVQIMfY1dvTg\n", "9mgkRFoxGQ2jHccvfp1J7tu3j6VLl5KUlATAnj17yM/PD2kw1c8khRD6XK7v4PuHy+lwuvlm7nRy\n", "M+Mwj0KhDMmZZEdHBz/72c+8RausrCzkRVIIMX50Od38x/EbtHb1Dif8x7cqmZUQQdok9dd+8OvG\n", "TXh4OFu2bOHJJ5/kySefHNPjG4dLoE3gkSL5gqNyPpWzweD5DAYIM986azQZDWNmCTK/ct5+ajp/\n", "/vyQhBFCjE9hZhN/+WAaMxPCSY6y8v3VmaTEhI12LL/4PU5ypElPUojxx97twqVpxNp8D/8LpZCN\n", "k6yoqKCkpASXy0V5eXlA4YQQE1tUmHlUC2Qg/CqSJ06coLq6mhs3bmA2mzl58mSocylvLPaFVCL5\n", "AqdyNlA/n15+Fcnq6mqWL1/uXQ0oMjIypKGEEEIVfhVJk8kU6hxjjsozCkDyBUvlfCpnA/Xz6eVX\n", "kXQ4HDidTgCcTucdM3CEEGK88qtIrl27lq1bt1JWVsZrr73GmjVrQp1Lear3XSRfcFTOp3I2UD+f\n", "Xn7NuImPj+e5554LcRQhhFCP3+MkL126xLVr15g9ezazZs0KdS4ZJymECImQjJMsKCjAbrezbt06\n", "WltbeeuttwLNJ4QQY4pfRbK1tZUlS5ZgtVpZsmQJTU1Noc6lPNX7LpIvOCrnUzkbqJ9PL7+K5FAr\n", "iLe1tQ1rGCGEUI1fRbKzs5PGxkYAGhsb6WtjHj16NHTJFKf6WDDJFxyV86mcDdTPp5dfd7dra2v5\n", "9a9/zdSpU6mqqiIjI4MdO3ZQVlbG448/HuqMQggxavwqkrm5uSxevPiO10+fPj3sgcYK1Z/jIfmC\n", "o3I+lbOB+vn08utye7AC2fd6YWHhsAYSQgiVBL04sN1uH44cY47qvyklX3BUzqdyNlA/n15jZQV1\n", "IYQYFVIkA6T6WDDJFxyV86mcDdTPp5cUSSGE8EGKZIBU77tIvuConE/lbKB+Pr2CLpIGw8g/XFwI\n", "IUaKX0Wyvr5+yD/Ts5rGeKJ630XyBUflfCpnA/Xz6eVXkfz973/PzZs3B/2zqKioYQ0khBAq8Ws9\n", "yZdffpn4+Hja29t54IEHyMjI8OvLL168yJUrV/B4PCxbtoy0tDRqa2s5cuQIJpOJhx9+mJSUlEE/\n", "K+tJCiFCQe96kn5NS9y0aRNWqxWPx8Pp06c5duwYX/7yl+/6uaamJjZu3AjAgQMHSEtLo6SkhM2b\n", "NwOwZ88e8vPz/Q4rhBAjza/L7b4l0Zqbm7lx4waxsbF+fXlubu4dr0VERHh/tlqtfn2PilTvu0i+\n", "4KicT+VsoH4+vfw6k9y+fTsJCQkkJCTw6KOP6i5uBQUFLFmyBID+V/dDrVPZp/9E+b4Dr8r2+fPn\n", "lcoj+SZWPtkOblsPv3qSv/vd73juuecCGu5z7Ngx0tPTvX3MgwcPkpeXB0BhYSGrV68e9HPSkxRC\n", "hEJInnGzefPmgArkO++8Q3Jy8oAbPQ6HA+g9o+z7WQghVOVXkbRarVRUVFBSUoLL5aK8vPyun6mv\n", "r6e4uJiysjL27NnDSy+9BMDSpUvZtm0b27ZtY+nSpcGlH0Wq910kX3BUzqdyNlA/n15+9SRPnDiB\n", "x+OhtraWJUuWcPLkSbKysnx+Jikpie985zt3vJ6amsozzzwTWFohhBhhfp1JVldXs3z5cozG3rdH\n", "RkaGNNRYoPr8VMkXHJXzqZwN1M+nl19F0mQyhTqHEEIoya8i6XA4cDqdADidTjweT0hDjQWq910k\n", "X3BUzqdyNlA/n15+9STXrl3L1q1bqa2txe12e4fwCCHEeOfXOMnRIOMkhRChEJJxkrc7ePBgIB8T\n", "Qogxx2eR/OEPf8iuXbv43e9+x9/+7d+ydetWXnjhBSoqKkYonrpK3ztPfXsP9m7XaEcZlOp9IckX\n", "OJWzgfr59PLZk/zCF75Aeno6f/rTn/iHf/gHTCYTn//853nllVdGKp+SmjudvNkcydHSSyyaGs3z\n", "D6aRHB022rGEECHg80wyPT0d6F2Iom8YkNlsHrCSz0T0YWMnh6/dxOnWOPFxGxfrOkY70h1UH6sm\n", "+QKncjZQP59efvUku7q6Bmzb7faQhBkrbp/FLo/5EWL88qtILly4kO3bt1NaWsq2bdtYuHBhqHMp\n", "bVZiBOtnxxIdZuLT2XHMS1bvERaq94UkX+BUzgbq59PLr3GSc+fOJTMzk6qqKvLz8wkPDw91LqXF\n", "hlt4MLqNZzfeQ6TVhM0iM5KEGK+CHifpa03IYMg4SSFEKIzIOMn+Jnp/UggxvgVdJCcq1fsuki84\n", "KudTORuon08vKZJCCOGDFMkAqT4WTPIFR+V8KmcD9fPpJUVSCCF8CLpIBvKAsPFA9b6L5AuOyvlU\n", "zgbq59Mr6CKp51a6EEKMNX6Nk3S5XJjNt8adv/nmm6xatSqkwWScpBAiFEIyTvLAgQMDtmVspBBi\n", "ovCrSMozbe6ket9F8gVH5XwqZwP18+nlc+52S0sLLpeLjo4OGhsb0TQNt9stZ5JCiAnDZ0+yuLgY\n", "p9NJaWmptz9oNptZsGAB0dHRIQ0mPUkhRCjo7Un6PJN86KGHAEhKSmLu3LnBJRNCiDHIr55koAXS\n", "4/HgdrsD+qzqVO+7SL7gqJxP5Wygfj69/FpPso/L5cLlcmGz2e763oMHD1JeXk5+fj6pqakA7Nu3\n", "z1s0s7OzycnJCSCyEEKMHJ89yQsXLnDhwgWcTic5OTlcvHiRyMhIUlNTWbJkyV2//NKlS8TGxnqL\n", "ZEFBAWvWrPErmPQkhRChMKw9ycuXL/P000/j8Xj48Y9/zIsvvgjArl27/CqSt3O73ezatQtN08jM\n", "zJQiKIRQns+eZN8sG6PRSEJCwq0PGQObzZiXl8fGjRt54oknqKuru+v7+/c2ioqKlNr+xS9+oVQe\n", "yTdx8vX9rEqesZZPL5+X24WFhZjNZux2Ox0dHSQlJZGUlER5eTnr16+/65fffrl9+3f7euyD6pfb\n", "RUVFSi8JJfmCo3I+lbOB+vmG9XJ79erV1NTUEBYWRnx8POXl5djtdr8K5GAqKyu9z/K+/TG1Y43K\n", "fwlA8gVL5XwqZwP18+l117vbKSkp3p+zsrL8/uLCwkLKy8ux2WxkZGSQm5tLZWUlJSUlABP+sbRC\n", "iLHB7yFATqeTlpYWEhIS6OjouOuMm8EupXNzc/UnVJTqlxSSLzgq51M5G6ifTy+/7sCUl5ezd+9e\n", "Dh8+DPSOdxRCiInAryJ5+vRpNm3aRFRUFEajkaioqFDnUp7qvyklX3BUzqdyNlA/n15+FUl/ZtgI\n", "IcR45FeRdDgcA7ZdLldIwowlgY65GimSLzgq51M5G6ifTy+/btwsXLiQP/7xj7S1tbFz586AZtsI\n", "IcRY5NczbgA6Ozupq6sjLS0Ni8US6lzKDyYXQoxNwzqYvL+IiAgyMzMDCjXWuNweDAYDJuPEfFyu\n", "EOIWvx8Edv36dSoqKnj55Ze5evVqqHONmquNnbx48Bp/d/Aq5U2OId+net9F8gVH5XwqZwP18+nl\n", "V5Hs6elh6tSpnDt3jmeffZbS0tJQ5xoVLQ4nf1/4Eedq7JyptvP/jlXQ1i03qYSYyPwqkkajEaPR\n", "6B0KFBYWFtJQo8Xl1mjtulUUWxwunO7BnxSp+lgwyRcclfOpnA3Uz6eX32eSdrvdWyT9vNcz5sRH\n", "WPjrFdMwGsBogL9aPo248NDfpBJCqMuvIpmamsqePXtYtmwZFy5coLy8PNS5RoXJaCA3M5ZfbbyH\n", "Xz1xD8vTJ2E0DH7zRvW+i+QLjsr5VM4G6ufTy6+728uXL2f58uUAzJkzhxkzZoQ01GiymIxMj5MZ\n", "RkKIXn6PkxxpMk5SCBEKesdJBvQchoMHDwbyMSGEGHP8KpKHDx/mlVdeYcuWLWzbto2zZ8+GOpfy\n", "VO+7SL7gqJxP5Wygfj69/CqSdrudp556innz5vHMM88wc+bMUOcSQggl+FUkDZ/c4fV4escM9j1F\n", "cSJTfSyY5AuOyvlUzgbq59PLryLZtzSayWSira0Np9MZ0lBCCKEKv4rkE088AcDatWs5cuQIc+fO\n", "DWmosUD1vovkC47K+VTOBurn08uv62ajsbeWhoWFsWHDhpAGEkIIlQQ0TvLtt98O+ZMPZZykECIU\n", "QrKeZFFRETU1NZhMJgAuX748rh4PK4QQQ/GrJ9nU1MSTTz7Jxo0b2bhxI1/96ldDnUt5qvddJF9w\n", "VM6ncjZQP59eAc24SUhIGO4cQgihJJ89yUuXLgFw8uRJpk2bRmpqKgDHjx/na1/72l2/3OPxoGma\n", "9zJdD+lJCiFCYVh7kkVFRaxYsYKlS5fqDnLw4EHKy8vJz8/3Ftfa2lqOHDmCyWTi4YcfJiUlRff3\n", "jhUOp5sGuxOr2cCU6PG5SLEQE4HPy+1nn32WuXPnesdFXrt2DZPJxJe+9KW7fnFeXh4rV64c8FpJ\n", "SQmbN2/m6aef5uTJk4GnVoCvvoujx83O8/V8bedl/nxXGZfr7COYrJfqfSHJFziVs4H6+fTyWSSj\n", "oqIAKCgowG63s27dOtra2jh+/HhAO4uIiPD+bLVaA/qOsaC6vZs/lNYC0On08PszNbg9Sq5IJ4S4\n", "C79u3LS2trJkyRKsVisPPPAATU1NAe2sf/tzJJ7dHUq+5qdajEYsplsrmk+OtI7442lVnz8r+QKn\n", "cjZQP59efhXJoQpaW1ubrp253W7vz4YhHovQX//T9qKiojGznRYbxndWTGHm5HA+lRHLMwuTlcon\n", "27I90bf18GvGzcsvv8zatWtJSEigsbGRt956i02bNrF3714ef/zxIT936dIlYmNjvTdudu/ezYYN\n", "G9A0jf3797N+/fohP6v63e2ioqK7/sbscroxm4yYR/gsEvzLN5okX+BUzgbq5wvJjJva2lp+/etf\n", "M3XqVKqqqsjIyGDHjh2UlZUNWSQLCwspLy/HZrORkZFBbm4uS5cuZdu2bWiaxurVq/0OOVbZLPqH\n", "Pgkh1OLXmeTp06dZvHix368PB9XPJIfTR80OGjt6SI6yMj0ufLTjCDGuheRMcqhCGKoCOZF82NjJ\n", "t17/EIfTQ3SYiZ88MpPMeCmUQqgioGmJYvjGglW0OHA4e1d8b+92c721a1i+V28+t0ej3t5Dc+fI\n", "LKg8XMcvVFTOp3I2UD+fXlIkR1lS5K3xokYDJESO/NAop9vD0WstfHXHJf7Ha1f4sLFjxDMIoSp5\n", "7vYo63K5uVTXwQcNndyTHMncpEgsppH93fVxSxff2HWZvvHuC1Ki+FFe9ojnCEZHj5uz1e2U1Xew\n", "OC2Ge6dEjcqoAqG+kPQkxdB6XB6uNjno6HGTHhdGUpS+edo2s4n7p8Zw/9SYECW8u9uHrJqNBox+\n", "jGNVyaU6O39f+BEAr56v55/Xz2JOUuQopxLjwdg5VVBMX9+l5EYb/3PfB3z30DV+fLSSxo6eUU7W\n", "S09fKDUmjL9blUl8uJnseBtfXzo15DOEhrtvVdN+67h7NGhxBNdbVbmvpnI2UD+fXnImGaQDlxu9\n", "P1+o6+B45U3iwy0snRaDxTw2fgeZjAaWZ0xibnIkFqOBaNvY+2txT1Ik4RYjDqeHpEgL0ybZRjuS\n", "GCekJxmkHe/X8V8l1QDE2sx8bs5ktp2r418ek8u9kVbR7KDZ4SQ5yspUKZJiCNKTHGGrZ8aTEGnh\n", "49YuJtnM/PZUDRq9NxLEyMqIDycDGWMqhtfYuB5UUF/fJS7cwqez48nNjOXls3V0uTwsTosmPW50\n", "z2RU7wtJvsCpnA3Uz6eXnEkGyen20NnjIW2SjX95bBb2HjcJkRbiwsf2UnBCiF7Sk/SDy6Ph6HET\n", "YTUNuOvb4nCy83w9b5e3kpsVyxM5SVIchVCc9CSHWWNHD69daqC+vYeclGgezoolKqz3sJXVd/LK\n", "+/UAvPJ+PfOSo3gwfdJoxhVCDDPpSd6mrctFZYvDO97xaqOD6DAzzQ4X5c0OPmrpnVtdVFSE0+3x\n", "fi57cjg2s4Eupxo3bFTvC0m+wKmcDdTPp5ecSfbT1NHDf7x7g6KKm6REW/n7tdmAxm9OVePR4FyN\n", "namTwsiZ0vvsn9lJkTyQFo3FZCQ52sqWtypZMCWKry1JJVmekCjEuCBnkv181NJFUcVNoHcGx6kb\n", "NzEYDfR/hlffKjkrVqwgOcrKCysz+Ozsyey+0ECrw8Wxj1oprWofjfgDqLwyNEi+YKicDdTPp5cU\n", "yX5st82QiQkzMyM+nCXTYj7ZNrEyK27ge2zmOxZScMmTEYUYN6RI9pM9OZy/WTGN7MnhPHFvIvel\n", "RjM50sq3cqfz7/mz+dfHZzMjofexuP37LtmTw3l8bgImA+QkR7IoLQany8PVxk7K6jtGZWC56n0h\n", "yRc4lbOB+vn0kp5kP+EWE5+dk8DK7DjCzEbvSjix4RZifQztiQ238GcPpLIpJ4kIi4kIq5E3r7Xw\n", "k2MfowGb75vCU/OTCJdn3ggx5sg4yWHm9micr7Hzz8XXqW7r9r7+30/NJTUmtDdzatu76XFpJEZZ\n", "pCALMQQZJxmEj1u72HuxAbemsWFeIukBPJSrtr2HHe/XkRJt9RbJpEgLYXdZEcjp9nCxroP3a+zc\n", "kxRJzpRIXU9bvFTXwXcPXaOjx82X7p/CxnuTiLBKoRQiWNKT/IS928VP365k3+VGDpQ18aOjFdx0\n", "uIZ8/1B9F4MBztbYyZkSRd6seD6dFcv/WZPF5IiBl+stDic1bd10u3r7lR82dvLCgav88Wwt3z10\n", "jbKGTr+cSUa6AAAUAUlEQVSzuz0aL5XWeHuffyit5UJFjd+fHw2q961UzqdyNlA/n15yJvmJbpeH\n", "qpu3Lo+rb3bT3W+w+FB6XB7eq2nn1I125k+JYmFqFP/7Mxn89O2PyZ4cwV8+OPWOM9LKFgc/KPyI\n", "6rZuNt/Xe9bX1Omkf9+jQcfivSajYUARthgNjJGlLIVQnhTJT0wKt/CVxan8S/F1AP7sgVTiwoc+\n", "PH1jwT5o7OS7h8qB3uLU7HBiAP7pczOIixj8hs+BsiZufFKQXyqtZdHUaKbF2oi1mWntchFhMZKp\n", "81L/6YXJdDrd1LX38JXFqSxMi9b1+ZGm+lg6lfOpnA3Uz6eXFMlPmI0GPjMzjlkJ4WjAtFibXw/C\n", "au3qvSS/LzWa6ze72HG+dy733KSIT2bs3On2r9U06Oh2879XZ9DZ4yEpyqr72dtpk2x8d1UmTrdH\n", "Vy9TCOGbXJQBde3dFHzQxJtXW4gMMzMrMXLA3eHmDifvVrZy6EojF2rtuD2at+8yPdZGYoSF1Bgr\n", "HzY6vJ8pa+ikc5Dxkd1ON1Oiw1iYGkVipIUv3j+FLpebv9n/Id/cf5WLdR2kxljv+Jw/TEaDt0Cq\n", "3heSfIFTORuon0+vCX0m2dHjptHew6WGDn5+/Abdbo35UyL53uosYvo95+XDpk7+/fgNVmbFYTEZ\n", "e88EEzJo63IyPdbGPz4yg9YuF/ERFl4qrQXgs7MnD/iOPiaTkXPV7YSZjCxKi6HooxZM/Sbs7Dxf\n", "zyP3TCY5Ss4GhVDBiI+T3LdvH2537xlWdnY2OTk5g74v1OMk27tdbD1by64LDUyOsPD0gmRaHE4y\n", "4sNB05iVGEFqTO/q4v/n8DXuT4vhj2draXW4eGZBEpcbOkmPtfHc4lQiPxlqY+92cbXJgdujkT05\n", "fMgB6FU3u3j5XB1NHT184f4U9l5s4NhHrQDMTY7g79dkD1pghRDBU36cpM1mY82aNSO92ztcb+1i\n", "14UGAJo6nbg9HmLDzfzozQoA5iRG8P3VmUyOtDInKZLTN9po/WRI0Lb36vnyohR+f6aGx+cmeotk\n", "VJiZhakDb5h4NI1WhwuLyUD0J+tQTp1k49sPp+P2aJiMBuIjzMxJisTl8bAiI1YKpBAKGfGepNvt\n", "ZteuXezcuZPS0tKR3r2XxWSk/7IUMyaHYzQY+NL9U3hkzmSuNHRSb3eiaRqfyoolJuxW4TIaesdD\n", "JkVasFmGPoRuj0ZxxU3+ck8ZLxy4ykfNjgF/3rfKeWqMjSdykvj8ginD9pQ/1ftCki9wKmcD9fPp\n", "NeKnLHl5ed6f33jjjZHevZfZCH/5YBr7LzeybHoMJpOR35+pob3bzezECJ5ZmIzZqHHmRhvXmhws\n", "nR5Da5eLmrZunpqfTEO7g/+7LpuEyKFvsty42cUP3/wIjwbNnS5+c6qaH6zJGvAICCGE2kb17rbF\n", "4vt5MP1/IxUVFQW83eVyc/xqLa9fqOJaUyeN9h7+9o1r7Hi/jk9lTiImzMyJypu0d/f2Sq80dDI7\n", "IYKPWrr5u8Pl/OZ0DW+Vt3J/ahT/9MgM1s2ezGythqpLZ3zuv8XeRf+Ob4/L4/P9w7k9nMdP8o1+\n", "nv7bK1asUCrPWMun14jfuKmsrCQ9PR2A/fv38+ijjw76vuG8cXP6RhsvHrwGQITFyJa8bK40dnKz\n", "y82MyeF09rho6nTx29O9U/kMwIufTufVCw1c6Tc98C+WTeVTGbEkRPk3ROdSrZ2zNXa2naslNtzM\n", "ny9NY0Vm7LD8NwkhAqP3xs2In0lWVlayY8cOduzYwezZs0dkn2X1Hd6fO50eGjud/PzdKraereVH\n", "b1agYaCytYtNOUk8kBbDCyvTKbl+k+mxt/qDk2xmpsWGYTX3Xir781spOdpKfXsXG+9N4lMZsSRF\n", "jdyTFFXvC0m+wKmcDdTPp9eI9yRzc3NHepfMS47CAL0zaSaFUW93ev/M6dFwuj3Eh1uItZlotBgJ\n", "txiZmRCJyWggIcJCa5eLB6fH4HJ7aO50EWPzr9hNjrTy3OKp1Nl7iAozkTZMN2WEECNnQqwn6XR5\n", "uNzQQUVLFwkRFpodTv7j+A3cGkyOsPDt3OlseauSzh43zy9PIy7MxPePVACQEGHhz5dN5fjHrSxN\n", "m8TUSWHMSoyk2+nGaDT4NXVRCKEO5cdJjoZmh5POHg//fvwGm3KSOH39Jl9dMpUup5v0OBu/PV3D\n", "zU/mYP9r8XW25M3gzx5I7Z0HbTaiaRrJUWH8+lQ1P3lkBhfr7Pzi3SoiLEb+4sE03fOshRBjx7g/\n", "Dapr7+b7BR9xo633edlGNPLvTeIPZ2p49Xw9k8LMhPWbF2gyGvBoGgcuN/JSaS3/VVJNnd3J4Q+a\n", "yc2MxWAw8L3D5XzQ2Mm5Gjv/UvQxDkWetd2f6n0hyRc4lbOB+vn0GvdnktVtPZQ3O2i0R/KF+6Zg\n", "NRnYeraW/HmJaBrU2nt49r4p/PZUNe09bjbem4jb46HWfms9x7PV7Xx/dQYpMTY6e9wDHuzV1u3G\n", "5dZg5O7JCCFG0Lg/k4yxmbGYDLg0OFvVxiSbmYYOJ9vfq+NP79fR5fRQ2erg2fuS+eoDKUwON1PW\n", "0Mm02FvPo/l0dhxzkqKYZDOTEGnhbz41HQNgNRl4/sE0ohWcRqj6mn6SL3AqZwP18+ml3r/uYeJ0\n", "eyhvduB0efjRumwaOnqYlxRBj1vje5/J4HenaliZHUtKjJWqth5cnt451vYeDy+fq2PzfVMwADMT\n", "Irh3SpT3ey0mI6uy45iXFInRACkhfriXEGJ0jcszSafbw9mqdk5db+NsjZ3CDxqJCzdT1+HibLWd\n", "xg4nf/VQGpFWM989VM7P371ByfV27kmMpKWzhw3zEilvdpA2ycaSaTHeBSz6WExGKi6cJnWSDYNB\n", "zSmGqveFJF/gVM4G6ufTa1wWyfdr7HyvoJwzVe1Eh5m4f9ok7D0efnuqmjevtfDzE1XYezy8Xtbo\n", "/UzBh80YDFBc2cax8lZq23qICTMpWwSFECNjXF5un/j4JrHhZhZNjebn71ZhNMCXF6UMeE9Hj4us\n", "+HCuf/KsmWmTrFjNRv56xTTMRgPRViNZ8RFD7kP1vovkC47K+VTOBurn02tcFsk5iRFUt/Vw6kYb\n", "AB4NwsxGosNMtHe7SYy0kBBp5bG5CcxJiqDL6WHp9ElsOVpBeXMXFpOBH392BhZ55KAQE964qwJO\n", "l4fJkVbWz53MvORbN1wOlDXyV8un8aX7p7BmZjxXGjowGAw8kZPM5vtTsHe7KW/uHUvpdGu8W3nT\n", "535U77tIvuConE/lbKB+Pr3G3ZlkebODFw5c5blFKXT0uPnK4hQ6e9wsSIni+4Uf4XRr3JMUQXqs\n", "jfum3uo3xoSbsZoM9Lh7Z2lmx8s8ayHEOJq7fb21i8IPm/FoGvckRwLwT8c+psvpJjbcwjeWpBJh\n", "NVHV1k1bl4vYcDPrZk32PhVR0zQu1Xdw8uObZMSFsygtmkl+LmQhhBg7JuTc7bZuF/94rNK79uPc\n", "5EhSo6383aoMGjudRFqM1LT3kGw0kDd7Mt0uDzFh5gErhBsMBuYlRw24RBdCiHHRk+xyeqjo9/yY\n", "G61dRIWZ+bfi60yfFEazw8X0WBv3T40mwmIiLtwS9CMUVO+7SL7gqJxP5Wygfj69xsWZZKzNzLP3\n", "TeF3n6wsvnbWZE7faGN2UgSZ8eHcI2eHQogAjZueZEePm4oWB063RmePG4fTQ05KJElRMm1QCHHL\n", "hOxJAkRaTdJPFEIMu3HRkxwNqvddJF9wVM6ncjZQP59eUiSFEMKHcdOTFEIIfyj/SFkhhBhLpEgG\n", "SPW+i+QLjsr5VM4G6ufTS4qkEEL4ID1JIcSEIj1JIYQYRlIkA6R630XyBUflfCpnA/Xz6TXiM25q\n", "a2s5cuQIJpOJhx9+mJSUlLt/SAghRsmI9yRfe+01HnvsMQD27NlDfn7+oO+TnqQQIhSU70lGRNx6\n", "uJbVah3p3QshhC4jXiT7n7haLGN35W/V+y6SLzgq51M5G6ifT68Rv9w+ePAgeXl5ABQWFrJ69epB\n", "33fmzBlaW1tHMpoQYgKIjY1l0aJFfr9/xG/cOBy9K4hrmub9eTB6/iOEECJURvxMsrq6mmPHjqFp\n", "GqtXryYpKWkkdy+EELooO+NGCCFUIIPJhRDCBymSQgjhgxTJccLj8eB2u0c7xpBUzyfEUJR7EJjq\n", "0xb37dvn/ceenZ1NTk7OKCfqHVZVXl5Ofn4+qampgFrHcbB8qh3HixcvcuXKFTweD8uWLSMtLU2Z\n", "YzhYNpWO3/Hjx6mrqwNg+vTpLFq0SJljN1Q+XcdPU8zevXu9P+/evXsUkwzu8OHDox1hUBcvXtSq\n", "qqq826odx9vzqXYcjx075v359ddf1zRNnWM4WDbVjl+fQ4cOaZqmzrG7XV8+PcdPuTNJ1actut1u\n", "du3ahaZpZGZmKju/XI6jPrm5uXe8psoxHCybasevoqKCnTt3smHDBkCdY9fn9nx6jp9yRVJTfNpi\n", "32whgDfeeGMUk/gmxzEwBQUFLFmyBFDvGPbPptrxy8jI4Pnnn2fv3r1kZWUpd+xuz6fn+Cl346Z/\n", "c99gMIxikrtT4X/+UOQ46nfs2DFmzpxJQkICoNYxvD1bf6ocP5vNRnR0NKDWsevTP19/dzt+yhVJ\n", "f6ctjpbKykrvz11dXaOYxDc5jvq88847JCcnk5GR4X1NlWM4WDaVjl9zc7P3574zSFWOHQyeT8/x\n", "U+5ye+nSpWzbts07bVE1lZWVlJSUALBw4cJRTtOrsLCQ8vJybDYbGRkZ5ObmKnUcB8un0nGsr6+n\n", "uLiYOXPmUFZWRnt7O1/84heVOIZDZVPp+BUXF9Pd3Q3A4sWLAbX+HQ+WT8/xk2mJQgjhg3KX20II\n", "oRIpkkII4YMUSSGE8EGKpBBC+CBFUgghfJAiKYQQPkiRFMPC7Xbj8XhGO4YQw06K5Bj2gx/8YNi+\n", "q76+nu3bt7N3715eeeUVXC7XgD/fv3//oJ+rrq7m1Vdf5Wc/+xlNTU0B7//MmTP88pe/DPjz49VQ\n", "x/12hw4dYufOnSFOMzFJkRzDvv71rw/bdx09epTPf/7zPP7446xatYpjx44N+POhppalpqayadMm\n", "70yGQC1atIjExMSgvmM88ndK37p165SZIz3eKDctUdxdbW0tJ06c4Nq1a3zzm9/0vt7Z2cmuXbuI\n", "iorCZDJx5coVvvWtb3n//PDhw9jtdkwmE06nk/Xr1xMWFgaAyWTC4XAQERFBS0uLd6krl8vFG2+8\n", "QVlZGXv27AFg5syZzJs3L+j/jsLCQpqbmzGbzZhMpgGX61euXOHcuXOEh4fT1dXF4sWLycrKoqam\n", "hv/+7/9m5syZbNy4kbq6OrZv305iYiJPP/00ZvPQf6UPHjzIlStXiIuLIyYmhs7OTubPn8+9997r\n", "c5/Qu9TW4cOHmT9/PhUVFVitVpKSklixYgXQO/WtoaEBk8nknQK3adOmux6DiooKiouLiYqKwmg0\n", "0tjYyFe+8hUA3n777QHHPS4ujocffhjo/f+ye/dujEYjmqYptzj1uDIM61iKUfLKK68M2C4vL/cu\n", "KqppmlZRUeH9ubi4WLty5Yp3u729Xdu5c6d3u6mpSfve976n/eEPf9C2bNmieTwen/u63dGjR7X6\n", "+nq/s1+8eFF79913vdsNDQ3aj3/8Y03TNK2jo0N76aWXBrx/x44dWk9Pj6ZpmlZXV6cVFhZ6/2zb\n", "tm1+7/fb3/625na7vdt/+tOftM7Ozrvusy/zv/3bv2nd3d0D3nflyhXt5MmT3m2Px6MVFxf7lef1\n", "11/XKisrvdv9/59p2tDHfd++fVpDQ4N3++TJk9qOHTv82qfQR84kx5HMzEzcbjeHDh3yLlWVnp4O\n", "QFVVFcuXL/e+NyoqasBnDx48yIsvvkhYWBhVVVUUFBSwdu3akGX98MMPWbdunXc7ISGBtLQ0AOrq\n", "6mhra/OeQUHvSi0tLS0kJSWRlJREQ0MD0HtWrecsKicnB6PxVpdp1qxZVFdXYzQafe6zz6pVq+5Y\n", "RPaDDz5gzZo13m2DwTDgWPvyuc99jlOnTnHp0iVcLhdJSUne/2e+2O32AcumLVy4kI8//tivfQp9\n", "pEiOI++99x4LFixgxowZQO+zPSorK0lPTyctLY0PPviAWbNmAb3/yG7Xd+k9efJkOjs7Q5p15syZ\n", "nDt3jmXLlgHQ0NDA9evXAUhLSyM5OZn8/Hzv+2+/c75o0SJOnz7N9evXWb9+vd/7vXDhAh6Px1so\n", "r169yqOPPorJZLrrPjVNG7Tvl5WVxfnz5wf0Zfsfa1/Onj3LAw884N1++eWXvQvr+hIZGUljY6O3\n", "UJaWlg5Y6FYMH1kFaAx66623aG1t5fz5894zo7y8PPbv3z/gLAngscce877W15M0Go04nU4ee+wx\n", "b2GsqKigpKSEsLAwurq6WL9+/YAl+N9++22am5sxGo24XC6WL1/OlClTvP3R8vJykpOTiY6OJi8v\n", "z68l+wsKCmhpacFms9HV1UV9fT3Lli1j8eLFXL9+nVOnTnl7jHa7nfXr1w9YNPU3v/kNU6ZM4ZFH\n", "HvH72P3qV78iKioKm82G0+lkwYIFzJkzB8DnPktKSjh37hwASUlJTJ06dUBxO3r06IDjM3v2bObP\n", "n3/XPP/5n/9JSkoKmqbh8XgG9Dmht9i+9957hIWFeR81MH/+fFwuF6+++ioWiwWj0UhUVBSnTp3i\n", "2WefHbDupAieFEkxoezYsYMnn3xytGOIMUSGAIkJ4+DBg5SVlXHgwIHRjiLGEDmTFCFRUVHhvTy9\n", "XUZGRkhW0x6Nffpit9s5cuTIoL3CqKioUV+xW/hHiqQQQvggl9tCCOGDFEkhhPBBiqQQQvggRVII\n", "IXz4//oCrK8dlOVwAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.624153\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd97/H3rBqNRitoQchIYpVtwNRgwASDF7DlAkYQ\n", "iBea3vZJnNwbd7ltmt4madK6bZr0Nrm5t2njNI2bJo6NbRZhA2YTsTECG2FjMCAjFiGBEJLQhjTa\n", "Zjv3D8EggRjmzOiMfpK+r+fx8+iMZuZ8OLa/nPM9v9/vmDRN0xBCCDEg81AHEEIIlUmRFEKIEKRI\n", "CiFECFIkhRAiBCmSQggRghRJIYQIwdAi2dXVxfe//31qa2uDr9XV1fHqq6/y+uuvc/nyZSN3L4QQ\n", "UTO0SO7bt48nnnii32tlZWWsW7eOZ555hkOHDhm5eyGEiJphRbKlpQWn04nD4ej3utPpDP5st9uN\n", "2r0QQgwKw4pkaWkpCxcuvOX1vhN8bDabUbsXQohBYTXqi+vr63n77bdpaGggLy+P7OxsAPx+f/A9\n", "JpPptp/fvXs3FovFqHhCiFEqJSWF2bNnh/1+w4rkl7/8ZQDKy8tJSUkJvt7V1QX0nlFe/3kgFouF\n", "+++/36h4QohR6siRI7reb+iNm+bmZkpLSzlx4kTwtXnz5rF+/XrWr1/PvHnzjNy9oUpLS4c6QkiS\n", "Lzoq51M5G6ifTy/DziQB0tLS+MpXvtLvtezsbJ599lkjdyuEEIPGpOpSaXv37pXLbSHEoDty5AiP\n", "PfZY2O+XGTdCCBGCFMkIqd53kXzRUTmfytlA/Xx6SZEUQogQpCcphBhVpCcphBCDSIpkhFTvu0i+\n", "6KicT+VsoH4+vaRICiFECNKTFEKMKtKTFEKIQSRFMkKq910kX3RUzqdyNlA/n15SJIUQIgTpSQoh\n", "RhXpSQohxCCSIhkh1fsuki86KudTORuon08vKZJCCBGC9CSFEKOK9CSFEGIQSZGMkOp9F8kXHZXz\n", "qZwN1M+nlxRJIYQIQXqSQohRRXqSQggxiKRIRkj1vovki47K+VTOBurn00uKpBBChCA9SSHEqCI9\n", "SSGEGERSJCOket9F8kVH5XwqZwP18+llNfLLDx48SH19PQATJkxg9uzZbN26Fb/fD8CkSZOYMWOG\n", "kRGEECIqMetJ7t69m8cff5w9e/awdOnSO75/qHuS/oCGxWwasv0LIYyhtydp6JkkQFVVFZs2bWLV\n", "qlUA+P1+Nm/ejKZp5OfnK3dzJqBpfHKpnTeO1ZOf5mDV9AyyEuOGOpYQYogY3pPMy8vjhRde4PDh\n", "wwAUFhayevVqPv/5zwcvxVVyoaWb7+yu5OhlN8UnG9lV0TTg+1Tvu0i+6KicT+VsoH4+vWJy48bh\n", "cJCYmHjL6zabLeTn+h7s0tLSmGx3+wL4Ajc6ELVtPQO+//jx40OSL9xtyTey88l2dNt6GNqTbG5u\n", "Ji0tDYDt27ezbNkyqquryc3NBWDbtm0sX758wM8OVU/yareX/zxcy46KZpw2M99/cjJ3ZyTEPIcQ\n", "whhK9SQPHDhAT0/vmdicOXMAqK6upqysDIBZs2YZufuIJDtsfHnueFbcnU68zcz4ZMdQRxJCDCFD\n", "i+SKFStueW3RokVG7nJQJMZZSYwLfWhKS0tZuHBhjBLpJ/mio3I+lbOB+vn0ksHkQggRgszdFkKM\n", "KjJ3WwghBpEUyQhFOpwgViRfdFTOp3I2UD+fXlIkhRAiBOlJCiFGFelJCiHEIJIiGSHV+y6SLzoq\n", "51M5G6ifTy8pkkIIEYL0JIUQo4r0JIUQYhBJkYyQ6n0XyRcdlfOpnA3Uz6eXFEkhhAhBepJCiFFF\n", "epJCCDGIpEhGSPW+i+SLjsr5VM4G6ufTS4qkEEKEID1JIcSoIj1JIYQYRFIkI6R630XyRUflfCpn\n", "A/Xz6SVFUgghQpCepBBiVJGepBBCDCIpkhFSve8i+aKjcj6Vs4H6+fSSIimEECFIT1IIMapIT1II\n", "IQaRoUXy4MGDFBcXU1xczMcffwxAXV0dr776Kq+//jqXL182cveGUr3vIvmio3I+lbOB+vn0shr5\n", "5QsWLAj+vHv3bgDKyspYt24dAFu2bKGoqMjICEIIERXDL7erqqr40Y9+xOTJkwFwOp3B39ntdqN3\n", "b5iFCxcOdYSQJF90VM6ncjZQP59ehhfJvLw8XnjhBQ4fPgxA3/tENpvN6N0LIURUYnLjxuFwkJiY\n", "CIDf7w++bjKZQn6ub2+jtLRUqe2XXnpJqTySb/Tku/6zKnmGWz69DB0C1NzcTFpaGgDbt29n2bJl\n", "FBcXs2rVKjRNY9u2baxYsWLAz6o+BKi0tFTpywrJFx2V86mcDdTPp3cIkKFFcuvWrfT09AAwZ84c\n", "8vLyqK2tZd++fWiaxpIlS8jIyBjws6oXSSHE8KS3SBp6d3ugs8Ts7GyeffZZI3crhBCDRgaTRyjS\n", "/kasSL7oqJxP5Wygfj69pEgKIUQIMndbCDGqxGTuttvtjuRjQggx7IQskuXl5QP+89prr8Uqn7JU\n", "77tIvuionE/lbKB+Pr1CFsmDBw9iNps5f/48hw4dwuPx8OGHHwbHPgohxEgXsifpdrtxuVy8/vrr\n", "PPPMM8HX33jjDZ5++mlDg0lPUghhhEHtSbpcLuDWhSiG88IUQgihR1g3bjo7OwkEAkDv3Ov29nZD\n", "Qw0HqvddJF90VM6ncjZQP59eYc24efLJJ/nNb36D3W6np6eHZcuWGZ1LCCGUIOMkhRCjSkzGSdbV\n", "1UXyMSGEGHbCKpInT57st33w4EFDwgwnqvddJF90VM6ncjZQP59eYRXJM2fO9Nu2Wg1dPEgIIZQR\n", "0eX29Tvdo5nKi4qC5IuWyvlUzgbq59Mr5Cnhtm3b6Orq4tSpU3i93uDrmZmZhgcTQggVhDyTXL58\n", "OWvXrmXWrFmsXbs2+M+iRYtilU9ZqvddJF90VM6ncjZQP59eYV1uP/nkk0bnEEIIJck4SSHEqGLI\n", "OMl33nmHixcvUlVVxWuvvcbZs2cjDiiEEMNJWEXS4/Ewfvx4jh49ynPPPceRI0eMzqU81fsuki86\n", "KudTORuon0+vsIqk2WzGbDbjcDgAiIuLMzSUEEKoIuwzSbfbHSySirYxY0r1sWCSLzoq51M5G6if\n", "T6+wimR2djZbtmxh/vz5nDhxgsrKSqNzCSGEEsIqkgsWLOD3fu/3cDgcFBQU8LWvfc3oXMpTve8i\n", "+aKjcj6Vs4H6+fTSPS3RarUGL7sBjh49OqiBhBBCJRHN3e6rqqpqEGIMP6r3XSRfdFTOp3I2UD+f\n", "XoYu53Py5EkqKioIBALMnz+fnJwctm7dit/vB2DSpEnMmDHDyAhCCBGVqM8kQ2lqamL16tWsWbOG\n", "Tz/9FACHw0FRURFFRUXDukCq3neRfNFROZ/K2UD9fHoZeiY50EIYfr+fzZs3o2ka+fn5MvVQCKG0\n", "mKyeu2fPHubOnQtAYWFh8PUdO3bEYveGUL3vIvmio3I+lbOB+vn0MvRyG2Dfvn1MmTKFsWPH3vI7\n", "m80W8rN9T9tLS0tlW7ZlW7YHZVuPqFcBqqqqIi8vb8Df7d+/n/T0dAoKCoKvVVdXk5ubC/Qu6rt8\n", "+fIBP6v6KkClpaVK/40p+aKjcj6Vs4H6+fSuAhTW5faBAwcYM2YMBQUFnD17FpfLRVZWFsBtC2RD\n", "QwMHDhygoKCAU6dO0d7ezhe/+EWqq6spKysDYNasWWEHFUKIoRDWmeT69et5/PHHGTNmDIFAgE2b\n", "NrF27VpDg6l+JimEGJ4MWU8yISGBMWPG9H7AbMZisUSWTgghhpmIbtyYzYbf71FepE3gWJF80VE5\n", "n8rZQP18eoVV7UwmE83NzQA0NzcHZ8wIIcRIF1ZP0u/3s2fPnuCakoWFhVitxg6xlJ6kEMIIhtzd\n", "tlgs/QaBC2js8NDc6SPZYSUz0T7UcYQQBgnrcvvMmTNG5xhWLrf18J1d5/ijtyr4+rbTXGjpGupI\n", "t1C9LyT5IqdyNlA/n15hFcljx4712z5//rwhYYaL881dnGvuBqChw8tnDZ1DnEgIYZSwn3HT181F\n", "c7RJiOs/BCrZEZMp8LqoPOMBJF80VM4G6ufTK+zHN+zatcvoLMPGlDHx/OXiCdyf7eJ/zB/P3RnO\n", "oY4khDBIWEXylVdeoa2tjQ0bNrBhwwaOHz9udC6lOe1WEpvP8v0nJ7NqegbJ8aEX6hgKqveFJF/k\n", "VM4G6ufTK6zrxCeffJI5c+YEt9955x3DAg0XXq8Xk8k01DGEEAaLehUgo8g4SSGEEQyZuy2EEKNV\n", "WEWyra2NjRs38qtf/Qqfz0dxcbHRuZSnet9F8kVH5XwqZwP18+kVVpHcuXMnK1euJDk52fDpiEII\n", "oZKwiqTD4ej3qAVZKk39sWCSLzoq51M5G6ifT6+IBpMHAgFDwgghhGrCKpIZGRmUlpbi8/n48MMP\n", "mTBhgtG5lKd630XyRUflfCpnA/Xz6RVWkVy0aBFpaWk4HA6ysrJkaI4QYtSQcZJCiFHFkPUkGxsb\n", "2bFjB/Hx8Xg8HgoLC0lLS4s4pBBCDBdhDwFat24da9as4emnn2b37t1G51Ke6n0XyRcdlfOpnA3U\n", "z6dXWEXS6XQGH/5lsVhwOByGhhJCCFWEVSS7u7v7bXd29i4yW1ZWNviJhgnVx4JJvuionE/lbKB+\n", "Pr3CKpKBQICXX36ZI0eO8Mtf/hKHw0F5eTlHjx41Op8QQgypsIpkZ2cnDz74IA6Hg3nz5lFQUICi\n", "N8VjRvW+i+SLjsr5VM4G6ufTK6y728899xwul+uW1ydMmEBNTQ05OTmDHkwIIVQQ9TjJLVu2UFRU\n", "NODvTp48SUVFBYFAgPnz55OTk0NdXR179+7FYrGwePFixo0bN+BnZZykEMIIhoyTjFRTUxOrV68G\n", "elczz8nJoaysjHXr1gGhC6wQQqjA0EV3Fy1adMtrTueNh2bZ7XYjd28o1fsuki86KudTORuon0+v\n", "mKxMvmfPHubOnQvQ74ZP3+XXBtL3YJeWliq1ffz4caXySL7RlU+2o9vWw9CeJMC+ffvIzc0lLy8P\n", "6J29U1hYCEBJSQlLliwZ8HPSkxRCGEGpZ9zs37+fzMzMYIEE6OrqAnrPKK//LIQQqoq6SN5u+E9D\n", "QwMHDhzg1KlTbNmyhVdeeQWAefPmsX79etavX8+8efOi3f2QifTUPVYkX3RUzqdyNlA/n15h3d3e\n", "v38/Dz300IC/6/s87r4yMjL4q7/6q1tez87O5tlnn9URUQghhk5YPckXX3yR6dOn89BDD5GRkRGL\n", "XNKTFEIYwpCe5KpVq3jqqacoLy/nzTffpLy8POKAQggxnIRVJGfOnInNZuPhhx/miSee4K233jI6\n", "l/JU77tIvuionE/lbKB+Pr3C6kmWlpaSl5fHwYMHcblc/Mmf/InRuYQQQglh9yQfeeQRPve5z8Xs\n", "mdvSkxRCGMGQudurVq1i5syZEYcSQojhKuyepOhP9b6L5IuOyvlUzgbq59MrrCLZ1tbGxo0b+dWv\n", "foXP56O4uNjoXEIIoYSwn5a4cuVKkpOTsVoNXV1t2FD9OR6SLzoq51M5G6ifT6+wiqTD4ei3Yk+s\n", "bt4IIcRQC6tIejyeftuBQMCQMMOJ6n0XyRcdlfOpnA3Uz6dXWEUyIyOD0tJSfD4fH374IRMmTDA6\n", "lxBCKCHs9STLy8uprKxk+vTp/ZY+M4qMkxRCGMGwZ9zcc8893HPPPQBUV1eTm5urP50QQgwzIS+3\n", "N23axObNm9m8eTMbN25k48aNbNiwgVdffTVW+ZSlet9F8kVH5XwqZwP18+kV8kzS5XLxxBNPcODA\n", "AWw2G7NmzeLIkSOkpKTEKp8QQgypsHqSGzduZM2aNcHt4uJiVq1aZWgw6UkKIYxgyHqSJpOp37YM\n", "ARJCjBZhFclAIEBjYyMAjY2NeL1eQ0MNB6r3XSRfdFTOp3I2UD+fXmGvArRz507cbjcJCQn9Lr2F\n", "EGIki/q52zU1Nbd9YmI0pCcphDBCzJ+7/dFHH0X7FUIIoayoi+RopXrfRfJFR+V8KmcD9fPpJUVS\n", "CCFCkCIZIdXXzJN80VE5n8rZQP18ekmRFEKIEAwtkoFAAL/fb+QuhozqfRfJFx2V86mcDdTPp1fU\n", "z2K43fCfnTt3UllZSVFREdnZ2QBs3bo1WDQnTZrEjBkzot29EEIYKupxkqGUl5eTkpISLJJ79uxh\n", "6dKlYX1WxkkKIYxg2HqSg8Hv97N582Y0TSM/P1+KoBBCeSGL5HvvvcecOXP4j//4j1sW2fV6vUyZ\n", "MkVXoSssLAz+vGPHjju+v7S0NHin7HqfQ5Xtl156iRkzZiiTR/KNnnx9e34q5Blu+fQKebl9vUiW\n", "lJRQVFR0y+9vXkLtZjdfbvdVUlLCkiVLbvtZ1S+3+xZwFUm+6KicT+VsoH6+QZ2W+PDDD+NyuW77\n", "e73P4K6urg7+3N3dreuzqlH5PwKQfNFSOZ/K2UD9fHqFVeVSU1MHfD3UCuUlJSVUVlbicDjIy8tj\n", "0aJFVFdXU1ZWBsCsWbMiiCuEELFl6N3taMjldnQkX3RUzqdyNlA/X8xXARJCiJEs5JlkW1sbSUlJ\n", "tLW1UVJSAoDD4eDxxx/X3Y/US/UzSSHE8DSoZ5LvvvsuANu2bWP58uWsXr2aBQsWUFxcHF3KUay9\n", "x8fxOjfl9R10eUfmlE0hRpKQRfL6SabT6cRutwO9N2tsNpvxyRQXyfzULq+fN47V8/VtZ/ifW09T\n", "crYZf8CYlrDq82clX+RUzgbq59MrrJ7kzYtU9PT0GBJmpGvt8rHh04bg9utH62nv8Q1hIiHEnYQs\n", "kh6Phw0bNvQ7czx37hyZmZmGB1NdJHfvHDYzd6XEBbenjHXisBpz70zlu4sg+aKhcjZQP59eIe++\n", "fOELX7jltfz8fCZNmmRYoJEsNd7Gd5dM5Ldnm3FYzSyamILDZhnqWEKIEHSfxpjNMmoIIu+7TEhx\n", "8AdzsnlmVhbZSY5BTnWD6n0hyRc5lbOB+vn0CmscT09PD9u3bw9uL1u2jLi4uBCfEEKIkSGsGTcb\n", "N26ksLAQl8uF2+1mx44drF271tBgMk5SCGEEQ2bc2Gy24EIXLpdLhgAJIUaNiIYABQIBQ8IMJ6r3\n", "XSRfdFTOp3I2UD+fXmEVSZfLxenTpwE4ffp0yOXThBBiIA1uDztONfLmsToutA6fpRLDXgXo4MGD\n", "XLp0iZycHB588EGjc0lPUogRxB/Q+OkHNWz9rBGA7CQ7P1o2hTEJ9phnMewZNwsWLIgokBBCdPv8\n", "HK9zB7dr2zx0eAOMGcJM4dI96LG6ulp6kgxu38XrD9Da5cXrH7zjqnpfSPJFTuVsMHA+p83CynvT\n", "g9uPTEwhNT6mzyGMWFgpf/jDH7J27VpOnjxJSkoKn3zyyYDPvBH6NXV4efPTeg5WX+XRyamsvjeD\n", "5GHyH48Q4TKZTDw6KZW8FAc9/gB5qfEkxg2P/87DOpOcNm1a8GmJctnda7Dmp37W4Kb45BXq3R7W\n", "H63n1JWOQfle1efPSr7IqZwNbp8v3mbh3iwX949PIs05fIYR6hoCZLHIPOPB5vH3v2/mM2jpNCFE\n", "ZMIqkm63m927d8vCFn0MVl/onswE7hvXO6RqQW4yU8c6B+V7h2PfSiUq51M5G6ifT6+wmgKrV6+m\n", "vr6e/Px8jh07JjduBlFWYhx//Vg+HR4/iXGWYdOnEWK0iOhpiR6PJ7hSuVFknKQQwggxeVrizp07\n", "I/mYEEIMOxEVSbncVr/vIvmio3I+lbOB+vn0CtkAe/HFF3n++edZv349EyZMCL5+6tQpGScphBgV\n", "wupJbtmypV9RvHn7dgKBAJqmRTR0SHqSQggjGDJ3e/78+f22U1JS7viZnTt3UllZSVFREdnZ2QDU\n", "1dWxd+9eLBYLixcvZty4cWEHFUKIoRBWTzIrK6vf9sMPP3zHzxQWFt7yvrKyMtatW8czzzzDoUOH\n", "wg6pItX7LpIvOirnUzkbqJ9Pr5gOynM6bwyUNnoIkR5t3T66fQGSHBYcVplVJIS4IaZFsm/7U5VH\n", "QNS0dvPP71dzrqmLtTMz+fz0dFxhDOgervNnVSH5IqdyNlA/n14xfT5s38dAmEymO76/72l7aWnp\n", "oG8fOnSI98+38llDJx6/xquf1HG+pduw/cm2bMu2Gtt6RDTjJlzl5eWkpKQEb9wUFxezatUqNE1j\n", "27ZtrFix4rafjdXd7deP1fGfhy8Ht//P8ilMz7rz4ylKS0uV/htT8kVH5XwqZwP18xm2MrleJSUl\n", "VFZW4nA4yMvLY9GiRcybN4/169ejaRpLliwxate6PJSXyrHLbs42drFmRgb5afFDHUkIoRBDzySj\n", "Ectxkh0eP91eP0kOKzZLTDsQQogYU+ZMcjhJsFtIsMtdbSHEreS0KULhNIEDmoZ/iBbRjbRJHSuS\n", "L3IqZwP18+klZ5IGqW7p5lcf1eL2+vnSnGymZSQMdSQhRASkJ2mAbq+f7+6u5Ojl3kdoJjus/LRo\n", "GukudQbQCzFaxWQ9SRGaN6DR2OkNbrd1+/DKs2uEGJakSEYoVN8lMc7KV+aNx2ruHTD/tQfHMzbG\n", "T4dTvS8k+SKncjZQP59e0pPs40qHh44eP6lOG8mO6A7N3LuS+NnqAvwBjXFJduxW+ftIiOFIepLX\n", "VLd08e2d52jo8LIwL5k/evAu0hLUmF8uhBg80pOM0IcXrtLQ0dtHLK26yvmWriFOJIRQgRTJa26+\n", "vI63hT40qvddJF90VM6ncjZQP59e0pO8Zvb4JD4/PZ1PL7tZeW86k8bEdg63pmmcberiUlsPmS47\n", "U8c6sZjvvFKSEMJY0pPsQ9M0PL4Adqs5rKXcbtbU4aHDGyA13kpiGGtS9nW2sZM/23qaHr+GxQQ/\n", "Wj6FezLvvBqREEIfmbt9By2dXgJojHHeOrC72xtgf1Ure882M39CMo9NTiXJEfrmjT+g8VlDB51e\n", "P/92sIbL7R4enZTKV+eNJ1XHsJ/L7T30+Hv/vvJrUHO1R4qkEAoYVT3JE3VuXthSwdeKKzhyqe2W\n", "31c0dvLD9y/wSa2blz68RHlD522/63rf5UxjJy+WVPJxTTuX2z0A/PZcC5XN+m78ZCXGYbP0nr2a\n", "TTA+OU7X52+XT49urx+fPzbPVFe9b6VyPpWzgfr59Bo1Z5Kt3V7+977q4EyY7/22ip+tLiA94cYZ\n", "pbvH3+8zbd2+O35vY4eHHp+G86YbPXE6x0XelWznh8umcLmth6xEO1PTYzfXW9M0jta6+UXZJcY4\n", "bTw/bzx3pThitn8hVDZqiuTNBurETkxz8LX547na4+fjmjYK+hSqgKbh9QeIu/agsOsrL49PdmA1\n", "m+jwBnh0UiqVzV39bvw0dXi50NpNvM3MxLT4AQeVn23s5Kcf1OALaLywIIdpg1Ag9awMXdvWw3d2\n", "n8Pj1zjT1IXVbOLbj+UbeuNI5ZWrQe18KmcD9fPpNWqKZIrDxl8uzuUff1uFT9P4q4dz+51FenwB\n", "Pr7Uzk8/vITDauZvluQzIbX3bKq+vYcT9R20dHmZmBrPjHGu4OK8+Wnx/Gj5FOrdHrIT7aQ5bSTY\n", "LZhMJq52+/i3Dy5SWnUVgG8+kssjk9L65Wrr8fFP71VT3dr7bJ2/KznPT1ZOIy2G0xi9fg2P/8bf\n", "Gi1dPgKahgW5uy7EqOpJTs9y8a9F03ipaBr3j0/q97u69h7+9WANAN2+AL84XEuXt/fy+3idm3/e\n", "V83PD9Xy2rF6qlq6+/Vd8tPimT8hmQmp8bjirME7400d3mCBBCg+cQXvTT0/n1+j3XPjsr69x49v\n", "EBbD0NMXGpdk56vzep9D5LSZ+dLcbMNXaFe9b6VyPpWzgfr59BqxZ5Ll9W52VjQzISWOxRNTg8uU\n", "3XyG5gtoHL54lbp2D3FWM92+3iKW4rAGLzf3nmvhet369LKbq2H0KqF3xfM0p5Xmzt73T89y3VJ8\n", "UuOt/Onn7uLv91YR0DT+fNEExsR4MYw4q4Xld49l7l3JWM0mxiVFd9NIiJFkRI6TvNDazR9tqQgW\n", "vD+YPY7nfidrwPeea+rkj9+q4MEJyTw2OY1NxxuwW838/v1ZTEyLJ85m4dcf1/KbT+oBcNkt/Gj5\n", "ZPLTnAC4e3y4PX40TaO9J0CSw0JW4o0ic765i9LzrYxJsPFATtKAa0oGNI3LbR40NMYlxskgciEM\n", "JOMkgU6PP1ggAc429R/Kc66pk5qrPWS47AQCGl9+YDxlNW28erSOZ+7L5FxjJ2eauth4ooHcFAcL\n", "81JIdtiob/fw0MSUYIG84vbw0oc1ZLrslDd08FlDJ2nxVr7zWD6HLlzF5bDyUH4KX5w9LmRes8kU\n", "9ZCfcDR29A5RGpsgi/8KEa4R2ZPMTLSzIDcZAJvZxIq704O/q2zq5M+3neF7v63iz7aexmkzceji\n", "VY5caudMYxc/fP8Ck8cm8IuyWvafv8pvPqln1+lm4m1m7s6IJ+/azZzS0lIqrnRSWnWVBLuFz66N\n", "qWzu8nHwwlUcVjO/KKvl1SN1g9Jj1OvmvtDR2nb+++ZTfHXzqQHHiMaa6n0rlfOpnA3Uz6fXiDyT\n", "TI238aefu4s1MzJw2i3BwgZwud1Dl7f3LDOgQb3bR1uf8ZG9v9P6nYleaO0mI8GKP87KpavdTB7b\n", "O0THfO2vmIS4/k9aTLRb8F/rYpxu7MTjC2AdwqcxNnd6+cF7VcE/5w/erealVdMYI2eUQtzRiDyT\n", "BEh12pie5SIv1cHxy27+X+kFtn/WSJrThv3azBYTkBhn4atzs3FcG7/41XnZOGwmHpmUAoDNYuJ3\n", "C8ZQ3tCBw2qm0xugw+Nn4cKFFKQn8NQ9YzlS08afLbyLWeNcrJ6eTs3VHiwmE4lxFp6fO569Z5s5\n", "dOEq7p7wbvgMhr5j1UwmsPSZi242X/vDDyHVx9KpnE/lbKB+Pr1G5JlkX5VNXXxz57lrl7xNfPvh\n", "XH68Yiq1bT3EWczkJMdR1dLNF2ZmoAGl51uBVBJsFr73xETMJhP/evAiq6dn8P9KL9LpDbBmRjrP\n", "zcoizWnj+bnj6fD4sZo0clMd1LT2kJMSB5iYkeXi27vO0XntzPXbj+axeGJqMJs/oMXkJk1qvI1v\n", "PpLH/36FyOpHAAAS40lEQVSvmgAa/+vhvAHnrgshbjVizySvu3ncYVOXl/3nW/neb6v47p5K3v6s\n", "kYtXu/n1kTpeOVLHyYZOurx+tp1qwq/B6SsdJMZZ+fBCW7DYbTx+hc8uNgC90w/TnDaS4u3ck+ni\n", "8WljuCfTxT2ZCXgDWvAzACfrOgCod/fwi7JLfHPHWQ5fbDPk2dw394WmZ7n4l5VT+cnKaczIGvqF\n", "M4zoW1U2d/FxTRs1V7uj/i6V+2oqZwP18+k14ovk+OQ4CjJ670Y7bWZmZCWy6URD8PdvnbxCeoIt\n", "ePVpNvWOb5yY5kDTNAoyEshPiycl/sZJt81sop04Xjlymdq2nuDrvoBGdUsXlU1d9PgCZLrsZCfZ\n", "g987b0LvAPb3zrXy5qcNHL3s5ru7z1EVo1XQU+JtpMaPzEdSnL7Swf98+zTf3HmOv9x+lout0RdK\n", "IWAILre3bt2K3997A2HSpEnMmDFj0PdR195De7efNKeNDJed7zyaT4Pbg9NuZl9lK9PGOrk7M4F4\n", "qxm72cxHNW38zZJ8aq72kJvqwOML8MikVDYdb+BSWw8vPJiDRu94xtq2HpZMTuO/Pqqjzu3BbjGR\n", "nmCnsdPLlDHxvFhynk5vgD9ekEPhtDF874lJXGjtJiXexuRr87lr2278D+zXCN5IikaX18+Zxk46\n", "PQHy0xzK94UGO9+pK53Bm22NnV5qrnZHtUiHysdP5Wygfj69Yl4kHQ4HS5cuNez7L7R2s/2zK1gt\n", "Zmqv9vBkwRgK0p3UtXuob++hICOBeXcl8Q+/reJKh5cpY+OZPT6JH5de5IdPTmLLZ41Mz0ygx6dh\n", "MZspujedgAZ1bg9ZLhsr7x7Lt3ZV4vb4yXDZaOvx8/LhaqB3lk7Rvem8drSen35QwwN3JTE+2cH4\n", "5Bv/s/oDGrOyE9l//ipuj5/5E5JIdkR/57u0qpV/3ncBgLsznPzNYxNH1YPMxiXe6LGaTZA2Qs+Y\n", "RezF/HLb7/ezefNmNm3axJEjRwb9+6tbuoi3WdjwaQMHqq/yt3vOU3Glk6YuD83dPv7j0CXKLrYx\n", "dWzvJfiZxi5sFhMOq5njDR28e64Fk8nEbz6p45Padl4+fJl6t4dflNXS7dNIc1p5fGrvIhUZCXYq\n", "m25cKrd2+4LP2u57F70vrz/A9s8aWXlvOr9/fxZxVjPRtiT9AY1dFc3B7c8aOjlzqT66LzXYYPet\n", "7s108eLSiayblck/PTmZydf+/UZK5b6aytlA/Xx6xfxMsrCwMPjzjh07Bu17Pb4ANVd7SIu3cuja\n", "mpHQ2yds6fKRaLfyi/LLALx6tJ4vPZDNgerexScyXXa+On88bd0+vv1oHo3Xnpq4MC+ZgowE4iy9\n", "0xT3nmtmWrqTy20e/tvscaQ7bThsZo5cakcDpmcmkGC3MDcniT+YM460Ae4gO2wW1szM5MU9lfg1\n", "+MLMjKhnwFjMJubelcSndW4AMhJsxBG74UYqcNotPJibzIPXJhEIMViGdAiQzRb6kqi0tDTY37j+\n", "t9NA276Axo7yOv6trB6LCf5mST7vV7YyPjmO5QVjcdrMNHf1LxquOAszx7lYOjmVOIuZvys5z8MT\n", "U5gy1sm0dCcPTkgiw2XnF2W1AOSlOlh3XybvVbbwwYU2PrjQW2BfXlPA/31qKpcbW0m1eJg1NZ2V\n", "96bzwcGD1J3SBsz7QE4S/7A4HW8ApudmkmC3hPzzhbM92drKX34ui25szMhKoKb8CKUNNRF/n9Hb\n", "ev79Sr7+2wsXLlQqz3DLp1fMF7iorq4mNzcXgG3btrF8+fIB36dngYsrbg9f2vhZsHE/IcXB/5if\n", "TV27l385cBEN+POH7uLt8kbONnVx3zgXv39/FgeqWllWMIafHapljNNGU6ePwzVtpDis/PVjefz8\n", "UC2nG2/M+/7JU1MprbrKG5/2XspOS3fy949PJEX6X0IMG8ovcFFdXU1ZWRkAs2bNGpTvtFlMjHXa\n", "qLk2HMdmMZGdFMcrR+q5/jfAj/df5AdPTqLD46fTE6DT42dWdiJNnX5+JzuRbl+Anad7+3qt3T4O\n", "X2xjVrYrWCSnpTtJd9lZPT2dggwnLe0dzM4dq2yB7HsWpCLJp4+maTS4excoqSo/xrx5c4c40e2p\n", "duyiFfMiuWjRokH/zpR4G3/9WD6/OXIZk9nEF38ni3FJDu7OcFLe0HHtPVYqm7vYfOIKRfem8+an\n", "9Sy/ZyxWswm7xcz45DhMECyqJpOJvJQ4/v7xifT4AkwZ6wyuRfm5vBRKS08wLmn8oP9ZhLiZpmkc\n", "utjG9/aex2Qy8Y3P5Q51pFFlRK0nef2PYjKZONvUyZ7TTThsFq52+XhkUipVLV2ca+7m45o2rnR4\n", "+f37sxifHMd/Hr5Mfmocs3OS2FfZysQx8dybmUBOUhxTInzezKWrPZxt6iTBbmFaulP3c7iFuK6x\n", "w8NXNp3C7ekdX5zmtPLTooKYPuJjJFH+cttIpj6LONS0dlN8shGX3YLDambSmHgmpDj45UeX6fQG\n", "mD0+kYV5KaQ5bRSkJ9Dg9hBnMfFxTTufXnbzdnkjX3pgXERFsrHDw4t7zlHV2nv5/8cLclhxT/od\n", "PiXEwMym3umv14tknMUcXIFKGG/EHuoMlx2zCdweP02dXnwBjeYuLz9ZOY1/eWoq31icS6LDyrHL\n", "7Zyo7yDdZcdsMXO4po2qlt4ZMTnJt5+xEWosWGuXL1ggAd4912LI/OxQVB+rJvnCl+a089eP5TEh\n", "xUFeqoM/fmAsKQ51zyJVOnaDYUSdSfY1ZayTv106kRN1btIT7Ow53cjTs7KCU9X8AY2XD19i4/Er\n", "QO+NmReXTuQHT07m0MU2pqY7mRnhQhAp8VZyU+KovlYoH56UKo9kEFG5N9PFj1dMwQR8+nEZTMwc\n", "6kijxojqSQJcbO1m79lmrGYTiyemUNXSTXVLN2MT7Mwcl0B2Um+RbO/x8advn6bm6o0zvv9cczc5\n", "Ucz37evS1W7ONHaRYDdTkJEgPUkhFDGqe5Jt3b3PsL4+bOdEnZtvPZJHQXoCDquZRMeNP67TZmHp\n", "lDR++VHvLJy5OYkkOQbvcNw8Z1sIMTyNqJ5kl8/P+eYbc6nPNXfj1TTSXfZ+BRJ6p/ItLxjLPxZO\n", "4m+X5vMnCyfoKpKq910kX3RUzqdyNlA/n14jqkgmO6w8O+tGr+aZ+zJJCnGZm+iwMicniQW5KWQM\n", "8KhXIYQYcT1Jd4+PqpZuzCbIT40nfggfwCWEUM+o7kkCuOKsTFfg8QRCiJFhRF1ux5LqfRfJFx2V\n", "86mcDdTPp5cUSSGECGHE9SSFECIUvT1JOZMUQogQpEhGSPW+i+SLjsr5VM4G6ufTS4qkEEKEID1J\n", "IcSoIj1JIYQYRFIkI6R630XyRUflfCpnA/Xz6SVFUgghQpCepBBiVJGepBBCDCIpkhFSve8i+aKj\n", "cj6Vs4H6+fSSIimEECFIT1IIMapIT1IIIQaRFMkIqd53kXzRUTmfytlA/Xx6xXxl8rq6Ovbu3YvF\n", "YmHx4sWMGzcu1hGEECJsMe9Jvv322zz11FMAbNmyhaKiogHfJz1JIYQRlO9JOp3O4M92uzyhUAih\n", "tpgXyb4nrjabLda7HzSq910kX3RUzqdyNlA/n14xv9zeuXMnhYWFAJSUlLBkyZIB3/fxxx/T2toa\n", "y2hCiFEgJSWF2bNnh/3+mN+46erqAnrPKK//PBA9fwghhDBKzM8ka2tr2bdvH5qmsWTJEjIyMmK5\n", "eyGE0EXZGTdCCKECGUwuhBAhSJEUQogQpEiOEIFAAL/fP9Qxbkv1fELcTszvbt+J6tMWt27dGvyf\n", "fdKkScyYMWOIE/UOq6qsrKSoqIjs7GxAreM4UD7VjuPJkyepqKggEAgwf/58cnJylDmGA2VT6fgd\n", "PHiQ+vp6ACZMmMDs2bOVOXa3y6fr+GmKeeutt4I/FxcXD2GSge3evXuoIwzo5MmT2qVLl4Lbqh3H\n", "m/Opdhz37dsX/Hn79u2apqlzDAfKptrxu27Xrl2apqlz7G52PZ+e46fcmaTq0xb9fj+bN29G0zTy\n", "8/OVnV8ux1GfRYsW3fKaKsdwoGyqHb+qqio2bdrEqlWrAHWO3XU359Nz/JQrkpri0xavzxYC2LFj\n", "xxAmCU2OY2T27NnD3LlzAfWOYd9sqh2/vLw8XnjhBd566y0mTpyo3LG7OZ+e46fcjZu+zX2TyTSE\n", "Se5MhX/5tyPHUb99+/YxZcoUxo4dC6h1DG/O1pcqx8/hcJCYmAiodeyu65uvrzsdP+WKZLjTFodK\n", "dXV18Ofu7u4hTBKaHEd99u/fT2ZmJnl5ecHXVDmGA2VT6fg1NzcHf75+BqnKsYOB8+k5fspdbs+b\n", "N4/169cHpy2qprq6mrKyMgBmzZo1xGl6lZSUUFlZicPhIC8vj0WLFil1HAfKp9JxbGho4MCBAxQU\n", "FHDq1Cna29v54he/qMQxvF02lY7fgQMH6OnpAWDOnDmAWv8fD5RPz/GTaYlCCBGCcpfbQgihEimS\n", "QggRghRJIYQIQYqkEEKEIEVSCCFCkCIphBAhSJEUg8Lv9xMIBIY6hhCDTorkMPbiiy8O2nc1NDTw\n", "+uuv89Zbb/Hmm2/i8/n6/X7btm0Dfq62tpaNGzfy4x//mKampoj3//HHH/Pv//7vEX9+pLrdcb/Z\n", "rl272LRpk8FpRicpksPY888/P2jf9e677/L000+zcuVKHn30Ufbt29fv97ebWpadnc2aNWuCMxki\n", "NXv2bNLT06P6jpEo3Cl9TzzxhDJzpEca5aYlijurq6vjww8/5Ny5c3z9618Pvt7Z2cnmzZtxuVxY\n", "LBYqKir4i7/4i+Dvd+/ejdvtxmKx4PV6WbFiBXFxcQBYLBa6urpwOp20tLQEl7ry+Xzs2LGDU6dO\n", "sWXLFgCmTJnCvffeG/Wfo6SkhObmZqxWKxaLpd/lekVFBUePHiU+Pp7u7m7mzJnDxIkTuXz5Mv/1\n", "X//FlClTWL16NfX19bz++uukp6fzzDPPYLXe/j/pnTt3UlFRQWpqKklJSXR2djJz5kymT58ecp/Q\n", "u9TW7t27mTlzJlVVVdjtdjIyMli4cCHQO/XtypUrWCyW4BS4NWvW3PEYVFVVceDAAVwuF2azmcbG\n", "Rv7wD/8QgPfff7/fcU9NTWXx4sVA77+X4uJizGYzmqYptzj1iDII61iKIfLmm2/2266srAwuKqpp\n", "mlZVVRX8+cCBA1pFRUVwu729Xdu0aVNwu6mpSfvud7+r/frXv9a+//3va4FAIOS+bvbuu+9qDQ0N\n", "YWc/efKk9sEHHwS3r1y5ov3gBz/QNE3TOjo6tFdeeaXf+zds2KB5PB5N0zStvr5eKykpCf5u/fr1\n", "Ye/3G9/4hub3+4Pbb7zxhtbZ2XnHfV7P/JOf/ETr6enp976Kigrt0KFDwe1AIKAdOHAgrDzbt2/X\n", "qqurg9t9/51p2u2P+9atW7UrV64Etw8dOqRt2LAhrH0KfeRMcgTJz8/H7/eza9eu4FJVubm5AFy6\n", "dIkFCxYE3+tyufp9dufOnXzrW98iLi6OS5cusWfPHh5//HHDsp45c4YnnngiuD127FhycnIAqK+v\n", "p62tLXgGBb0rtbS0tJCRkUFGRgZXrlwBes+q9ZxFzZgxA7P5Rpdp6tSp1NbWYjabQ+7zukcfffSW\n", "RWRPnz7N0qVLg9smk6nfsQ7ld3/3dzl8+DDl5eX4fD4yMjKC/85Ccbvd/ZZNmzVrFhcuXAhrn0If\n", "KZIjyLFjx7jvvvuYPHky0Ptsj+rqanJzc8nJyeH06dNMnToV6P2f7GbXL73HjBlDZ2enoVmnTJnC\n", "0aNHmT9/PgBXrlzh4sWLAOTk5JCZmUlRUVHw/TffOZ89ezYfffQRFy9eZMWKFWHv98SJEwQCgWCh\n", "PHv2LMuXL8disdxxn5qmDdj3mzhxIsePH+/Xl+17rEP55JNPeOCBB4Lbr732WnBh3VASEhJobGwM\n", "FsojR470W+hWDB5ZBWgYeu+992htbeX48ePBM6PCwkK2bdvW7ywJ4Kmnngq+dr0naTab8Xq9PPXU\n", "U8HCWFVVRVlZGXFxcXR3d7NixYp+S/C///77NDc3Yzab8fl8LFiwgKysrGB/tLKykszMTBITEyks\n", "LAxryf49e/bQ0tKCw+Ggu7ubhoYG5s+fz5w5c7h48SKHDx8O9hjdbjcrVqzot2jqyy+/TFZWFsuW\n", "LQv72P385z/H5XLhcDjwer3cd999FBQUAITcZ1lZGUePHgUgIyOD8ePH9ytu7777br/jM23aNGbO\n", "nHnHPD/72c8YN24cmqYRCAT69Tmht9geO3aMuLi44KMGZs6cic/nY+PGjdhsNsxmMy6Xi8OHD/Pc\n", "c8/1W3dSRE+KpBhVNmzYwNq1a4c6hhhGZAiQGDV27tzJqVOneOedd4Y6ihhG5ExSGKKqqip4eXqz\n", "vLw8Q1bTHop9huJ2u9m7d++AvUKXyzXkK3aL8EiRFEKIEORyWwghQpAiKYQQIUiRFEKIEKRICiFE\n", "CP8fGkgdfZvBk/kAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.155338\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt81PWd7/FXZjKTyWQSQu6EkAsQiAqIghARI0WQUC4G\n", "1CPKes72Ue22dbdne9rudru92XPO2u6l7W730ZvHttYqVO4CghBW0YRKEIQiIeESEiAhN5KQyyST\n", "ufzOHyNjAmGYS37JN8nn+Xj4cH6Tubz9RT78fp/f9/v9RWiapiGEEGJAhuEOIIQQKpMiKYQQfkiR\n", "FEIIP6RICiGEH1IkhRDCDymSQgjhh65Fsru7mxdffJG6ujrfc/X19bz22mts3LiRK1eu6Pn1QggR\n", "Nl2L5MGDB1m2bFm/58rKyli/fj3r1q3j8OHDen69EEKETbci2draitVqxWKx9HvearX6HpvNZr2+\n", "XgghBoVuRbKkpISFCxfe9HzfCT4mk0mvrxdCiEERqdcHNzQ08Oabb9LY2Eh2djbp6ekAuN1u32si\n", "IiJu+f59+/ZhNBr1iieEGKPi4+OZM2dOwK/XrUg+++yzAJSXlxMfH+97vru7G/AeUV5/PBCj0ci9\n", "996rVzwhxBh17NixoF6v64WblpYWSkpK+Pjjj33PzZ8/nw0bNrBhwwbmz5+v59frqqSkZLgj+CX5\n", "wqNyPpWzgfr5gqXbkSRAQkICX/jCF/o9l56ezlNPPaXn1wohxKCJUHWptAMHDsjpthBi0B07doyH\n", "H3444NfLjBshhPBDimSIVO+7SL7wqJxP5Wygfr5gSZEUQgg/pCcphBhTpCcphBCDSIpkiFTvu0i+\n", "8KicT+VsoH6+YEmRvEG3001jZy9dve7bv1gIMepJT7KPFruT3x+9wn+db2VuRix/NX8iqbFRQ5pB\n", "CKEv6UmG4Uyznbcqr9Lj8lBSfY1TDV3DHUkIMcykSPph8LNKkep9F8kXHpXzqZwN1M8XLCmSfUxP\n", "svLonUnEmI0smhzPnakxwx1JCDHMpCd5gx6nm06HmxizkWizrGcpxGgTbE9S11WARiKLyYjFJMVR\n", "COElp9shUr3vIvnCo3I+lbOB+vmCJUVSCCH8kJ6kEGJMkXGSQggxiKRIhkj1vovkC4/K+VTOBurn\n", "C5YUSSGE8EN6kkKIMUV6kkIIMYikSIZI9b6L5AuPyvlUzgbq5wuWFEkhhPBDepJCiDFFepJCCDGI\n", "pEiGSPW+i+QLj8r5VM4G6ucLlq6rAB06dIiGhgYAMjMzmTNnDjt37sTt9t4/ZsqUKcycOVPPCEII\n", "EZYh60nu27ePRx55hP3797N06dLbvl56kkIIPSi3nmR1dTVbtmxhzZo1ALjdbrZu3YqmaeTk5Egh\n", "FEIoTfeeZHZ2Ns8//zxHjhwBoLCwkLVr1/LYY4/5TsVHItX7LpIvPCrnUzkbqJ8vWENy4cZisRAb\n", "G3vT8yaTye/7+u7skpISpbZPnjypVB7JN7byyXZ428HQtSfZ0tJCQkICALt372bFihXU1NSQlZUF\n", "wK5du1i5cuWA75WepBBCD0r1JEtLS3E4HADMnTsXgJqaGsrKygCYPXu2nl8vhBBh07VIrlq16qbn\n", "CgoK9PzKIVNSUsLChQuHO8YtSb7wqJxP5Wygfr5gyWByIYTwQ+ZuCyHGFJm7LYQQg0iKZIhCHU4w\n", "VCRfeFTOp3I2UD9fsKRICiGEH9KTFEKMKdKTFEKIQSRFMkSq910kX3hUzqdyNlA/X7CkSAohhB/S\n", "kxRCjCnSkxRCiEEkRTJEqvddJF94VM6ncjZQP1+wpEgKIYQf0pMUQowp0pMUQohBJEUyRKr3XSRf\n", "eFTOp3I2UD9fsKRICiGEH9KTFEKMKdKTFEKIQSRFMkSq910kX3hUzqdyNlA/X7CkSAohhB/SkxRC\n", "jCnSkxRCiEEkRTJEqvddJF94VM6ncjZQP1+wpEgKIYQf0pMUQowp0pMUQohBpGuRPHToENu2bWPb\n", "tm0cPXoUgPr6el577TU2btzIlStX9Px6Xaned5F84VE5n8rZQP18wYrU88MXLFjge7xv3z4AysrK\n", "WL9+PQDbt2+nqKhIzwhCCBEW3U+3q6ur+bd/+zemTp0KgNVq9f3MbDbr/fW6Wbhw4XBH8EvyhUfl\n", "fCpnA/XzBUv3Ipmdnc3zzz/PkSNHAOh7nchkMun99UIIEZYhuXBjsViIjY0FwO12+56PiIjw+76+\n", "vY2SkhKltn/xi18olUfyjZ181x+rkmek5QuWrkOAWlpaSEhIAGD37t2sWLGCbdu2sWbNGjRNY9eu\n", "XaxatWrA96o+BKikpETp0wrJFx6V86mcDdTPF+wQIF2L5M6dO3E4HADMnTuX7Oxs6urqOHjwIJqm\n", "sWTJElJSUgZ8r+pFUggxMgVbJHW9uj3QUWJ6ejpPPfWUnl8rhBCDRgaThyjU/sZQuTGfR9Ooa++h\n", "7loPbs/wT7IaaftPJSpnA/XzBUuK5BigaRplF9t5bnMFz26p4PDFa3jUnI0qhHJk7vYYcLWrly9t\n", "q6StxwVAbJSRX63NIylm5I5TFSJUQzJ3u7OzM5S3iWFiNERgNX/6q7aajBgN/odfCSG8/BbJ8vLy\n", "Af95/fXXhyqfslTvu/TNFx9t4lufyWF6kpXcpGi+vTib8dHDO5B/JO0/1aicDdTPFyy/V7cPHTrE\n", "woULOX/+PI2Njdxzzz0cO3bMN/ZRjBzTkq388wrv1NBok3GY0wgxcvjtSXZ2dmKz2di4cSPr1q3z\n", "Pf/HP/6RJ598Utdg0pMUQuhhUHuSNpsNuHkhipG8MIUQQgQjoAs3drsdj8cDeOded3R06BpqJFC9\n", "7yL5wqNyPpWzgfr5ghXQjJvly5fzhz/8AbPZjMPhYMWKFXrnEkIIJcg4SSHEmDIk4yTr6+tDeZsQ\n", "Qow4ARXJU6dO9ds+dOiQLmFGEtX7LpIvPCrnUzkbqJ8vWAEVybNnz/bbjozUdfEgIYRQRkin29ev\n", "dI9lKi8qCpIvXCrnUzkbqJ8vWH4PCXft2kV3dzcVFRU4nU7f86mpqboHE0IIFfg9kly5ciVPPPEE\n", "s2fP5oknnvD9U1BQMFT5lKV630XyhUflfCpnA/XzBSug0+3ly5frnUMIIZQk4ySFEGOKLuMk33rr\n", "LS5dukR1dTWvv/46586dCzmgEEKMJAEVyd7eXiZOnMjx48d5+umnOXbsmN65lKd630XyhUflfCpn\n", "A/XzBSugImkwGDAYDFgsFgCioqJ0DSWEEKoI+Eiys7PTVyQVbWMOKdXHgkm+8KicT+VsoH6+YAVU\n", "JNPT09m+fTv5+fl8/PHHVFVV6Z1LCHGD5q5emrt6hzvGmBNQkVywYAF/8Rd/gcViIS8vjy9/+ct6\n", "51Ke6n0XyRce1fIdvdzOX22t4ItbKzh0rmG44/il2r4LV9DTEiMjI32n3QDHjx8f1EBCiP6au3p5\n", "8Z1qOhxu2h1u/rOsidZu5+3fKAZFSHO3+6qurh6EGCOP6n0XyRcelfJFAIY+twBW/XbAKu27waDr\n", "cj6nTp2isrISj8dDfn4+GRkZ7Ny5E7fbDcCUKVOYOXOmnhGEGPESY8x8e3E2/3ywBkNEBH+/KGvY\n", "bwk8loR9JOnP1atXWbt2LY8//jh//vOfAbBYLBQVFVFUVDSiC6TqfRfJFx7V8s2aEMvPVk/nP1ZP\n", "o73q5HDH8Uu1fRcuXY8kB1oIw+12s3XrVjRNIycnR6YeChGg8Vbv0eP1MzExNIZk9dz9+/czb948\n", "AAoLC33P79mzZyi+Xheq910kX3hUzqdyNlA/X7B0Pd0GOHjwILm5uSQlJd30M5PJf1+l72F7SUmJ\n", "bMu2bMv2oGwHI+xVgKqrq8nOzh7wZ++//z7Jycnk5eX5nqupqSErKwvwLuq7cuXKAd+r+ipAJSUl\n", "Sv+NKfnCo3I+lbOB+vmCXQUooNPt0tJSEhMTycvL49y5c9hsNtLS0gBuWSAbGxspLS0lLy+PiooK\n", "Ojo6eOaZZ6ipqaGsrAyA2bNnBxxUCCGGQ0BHkhs2bOCRRx4hMTERj8fDli1beOKJJ3QNpvqRpBBi\n", "ZNJlPcmYmBgSExO9bzAYMBqNoaUTQogRJqQLNwaD7td7lBdqE3ioSL7wqJxP5Wygfr5gBVTtIiIi\n", "aGlpAaClpUXGaQkhxoyAepJut5v9+/f71pQsLCwkMlLfIZbSkxRC6EGXq9tGo7HfIHAhhBgrAjrd\n", "Pnv2rN45RhzV+y6SLzwq51M5G6ifL1gBFckTJ070275w4YIuYYQQQjUB3+OmrxuL5lik8owCkHzh\n", "UjmfytlA/XzBCvj2DW+//bbeWYQQQjkBFclXX32V9vZ2Nm3axKZNmzh5Uu317IaC6n0XyRcelfOp\n", "nA3UzxesgK5uL1++nLlz5/q233rrLd0CCSGESsJeBUgvMk5SCKEHXeZuCyHEWBVQkWxvb2fz5s28\n", "8soruFwutm3bpncu5aned5F84VE5n8rZQP18wQqoSO7du5dHH32UcePG6T4dUQghVBJQkbRYLP1u\n", "tSBLpak/FkzyhUflfCpnA/XzBSukweQej0eXMEIIoZqAimRKSgolJSW4XC4++OADMjMz9c6lvIH6\n", "Lm3dTuraHXT1Dv9Scqr3hSRf6FTOBurnC1ZARbKgoICEhAQsFgtpaWkyNGcAl9t6+Oae8/zlG+W8\n", "fKSOtm7ncEcSQgwCGSc5SDb9uYGXyup82z9aPoV7JsYNYyIhxEB0WU+yubmZPXv2EB0dTW9vL4WF\n", "hSQkJIQccjSyRPY/KI+UW1wIMSoEPARo/fr1PP744zz55JPs27dP71zKu7HvMm9SHA9PHU+qzcwX\n", "8ycyOTF6mJJ5qd4XknyhUzkbqJ8vWAEdSVqtVt/Nv4xGIxaLRddQI1FqbBR/u3AS3U4PsVGRGA0R\n", "wx1JCDEIAjqS7Onp6bdtt9sBKCsrG/xEI8RAY8GiIo3ER5uUKJCqj1WTfKFTORuony9YARVJj8fD\n", "yy+/zLFjx/jtb3+LxWKhvLyc48eP651PCCGGVUBF0m63c//992OxWJg/fz55eXkoelF8yKjed5F8\n", "4VE5n8rZQP18wQqoJ/n0009js9luej4zM5PLly+TkZEx6MGEEEIFYY+T3L59O0VFRQP+7NSpU1RW\n", "VuLxeMjPzycjI4P6+noOHDiA0WjkoYceYsKECQO+d6SNkxRCjAy6jJMM1dWrV1m7di3gXc08IyOD\n", "srIy1q9fD/gvsEIIoQJdRzwXFBTc9JzVavU9NpvNen69rlTvu0i+8KicT+VsoH6+YA3JtJD9+/cz\n", "b948gH4XfPouvzaQvju7pKREqe2TJ08qlUfyja18sh3edjB07UkCHDx4kKysLLKzswHv7J3CwkIA\n", "iouLWbJkyYDvk56kEEIPSt3j5v333yc1NdVXIAG6u7sB7xHl9cdCCKGqsIvkrYb/NDY2UlpaSkVF\n", "Bdu3b+fVV18FYP78+WzYsIENGzYwf/78cL9+2IR66D5UJF94VM6ncjZQP1+wArq6/f777/Pggw8O\n", "+LO+9+PuKyUlhW9+85s3PZ+ens5TTz0VREQhhBg+AfUkX3jhBWbMmMGDDz5ISkrKUOSSnqQQQhe6\n", "9CTXrFnD6tWrKS8v54033qC8vDzkgEIIMZIEVCRnzZqFyWRi0aJFLFu2jB07duidS3mq910kX3hU\n", "zqdyNlA/X7AC6kmWlJSQnZ3NoUOHsNlsfOUrX9E7lxBCKCHgnuRnPvMZHnjggSG757b0JIUQetBl\n", "7vaaNWuYNWtWyKGEEGKkCrgnKfpTve8i+cKjcj6Vs4H6+YIVUJFsb29n8+bNvPLKK7hcLrZt26Z3\n", "LiGEUELAd0t89NFHGTduHJGRuq6uNmKofh8PyRcelfOpnA3UzxesgIqkxWLpt2LPUF28EUKI4RZQ\n", "kezt7e237fF4dAkzkqjed5F84VE5n8rZQP18wQro3DklJYWSkhJcLhcffPABmZmZeucaVmeauiip\n", "biM9Lop5k+JIsI7cxYGFEOEJeD3J8vJyqqqqmDFjRr+lz/QyXOMkL7X18Dc7KrE7vUfLX8yfyNoZ\n", "QzNfXQihP93ucXPnnXdy5513AlBTU0NWVlbw6UaATofbVyABTjd2DernO90eGjp7MUREMCHWTERE\n", "xKB+vhBicPntSW7ZsoWtW7eydetWNm/ezObNm9m0aROvvfbaUOUbcik2E7MmeG+fa4iAZdMSB3xd\n", "KH0Xl0fj3ao2nt18mue2nOZobUdYWf1RvS8k+UKncjZQP1+w/B5J2mw2li1bRmlpKSaTidmzZ3Ps\n", "2DHi4+OHKt+QS4wx8/eLsrjc5sAWZWRyQvSgfXZzVy8/ef8iHg08bo2flV7iP1ZPZ1y0DKsSQlV+\n", "jySXLVsGwJUrV5g3bx5ms5n8/Hw6OzuHJNxwSY4xc8/EWHKTrBgNA58OhzIWLNIQgdX06S6PsxiJ\n", "1Gk0lepj1SRf6FTOBurnC1ZAQ4Bu7JvJEKDQJMWY+d+PTGZakpVZE2L46oNZxJjlKFIIlQVUJD0e\n", "D83NzQA0NzfjdDp1DTUShNp3uSPVxr+umMo/FU4d1FP5G6neF5J8oVM5G6ifL1gBrwK0d+9eOjs7\n", "iYmJ4fHHH9c716hmMcmMJSFGirDvu3358uVb3jExHLKepBBCD0N+3+0PP/ww3I8QQghlhV0kxyrV\n", "+y6SLzwq51M5G6ifL1hSJIUQwg8pkiFSfSyY5AuPyvlUzgbq5wuWFEkhhPBD1yLp8Xhwu916fsWw\n", "Ub3vIvnCo3I+lbOB+vmCFfZ0j1sN/9m7dy9VVVUUFRWRnp4OwM6dO31Fc8qUKcycOTPcrxdCCF2F\n", "PU7Sn/LycuLj431Fcv/+/SxdujSg98o4SSGEHnRbT3IwuN1utm7diqZp5OTkSBEUQijPb5F89913\n", "mTt3Li+99NJNi+w6nU5yc3ODKnSFhYW+x3v27Lnt60tKSnxXyq73OVTZ/sUvfsHMmTOVySP5xk6+\n", "vj0/FfKMtHzB8nu6fb1IFhcXU1RUdNPPN2/e7Hce942n230VFxezZMmSW75X9dPtvgVcRZIvPCrn\n", "UzkbqJ9vUKclLlq0CJvNdsufB3sP7pqaGt/jnp6eoN6rmkD+J+hxunG5h2dZOZX/JwXJFw6Vs4H6\n", "+YIVUJUbP378gM/7W6G8uLiYqqoqLBYL2dnZFBQUUFNTQ1lZGQCzZ88OIe7I4NE0jl3u4Dcf1pEa\n", "a+bz96WTMc4y3LGEECHQ9ep2OEby6fbF1h6+tK0Cp8e7a5dMTeDvFg3tjdNUP+WRfKFTORuon2/I\n", "VwESN3N6PL4CCdBq78XtUfLvIiHEbfg9knS5XBw8eBCr1Up+fj779+/HbrfzyCOPYLVadQ2m+pGk\n", "P929bradauJ3R68QYzbyT4VTuCMlZrhjCSEY5HGSW7duZfHixbS2tvKjH/2IZ555hsTERHbs2MGT\n", "Tz4ZdtjRKtpsZM2MZBbmxGM2RpAWGzXckYQQIfJ7uh0VFUVSUhK5ublMnDiRiRMnYrFYsFjkIsTt\n", "5qdGm4xkxluGrUCqPn9W8oVO5Wygfr5g+S2S3d3daJqG3W7n3LlzOBwOAN+/hRBitPPbk2xsbOSd\n", "d97BaDSyePFi9u7dC8CCBQvIzs7WNdhI7kkKIdQ1qD3JlJSUfr3Hp59+OvRkQggxAskQoBCp3neR\n", "fOFROZ/K2UD9fMEKaMaNw+Fg9+7dvu0VK1YQFSVXbIUQo19AM242b95MYWEhNpuNzs5O9uzZwxNP\n", "PKFrMOlJCiH0oMuMG5PJ5FvowmazYTKZQksnhBAjTEBF8sb71Hg8w7OyjUpU77tIvvConE/lbKB+\n", "vmAFVCRtNhtnzpwB4MyZM36XTxNCiNEk4FWADh06RG1tLRkZGdx///1655KepBBCF7rd42bBggUh\n", "BRJCiJEs6HGSNTU10pNE/b6L5AuPyvlUzgbq5wtWQEXyX//1X6mpqeGtt96itraWN998U+9cQgih\n", "hICK5PTp0313S5TTbi+VV14GyRculfOpnA3UzxesoIYAGY1GXcMIIYRqAiqSnZ2d7Nu3jylTpuid\n", "Z8RQve8i+cKjcj6Vs4H6+YIV0NXttWvX0tDQQE5ODidOnJALN0KIMSOkuyX29vZiNpv1yOMj4ySF\n", "EHoYkrslXl98VwghRruQiqScbqvfd5F84VE5n8rZQP18wfLbk3zhhRd47rnn2LBhA5mZmb7nKyoq\n", "KCoq0j2cEEIMt4B6ktu3b+9XFG/cvhWPx4OmaSENHZKe5NBq73Fy+ZoDS6SRrPEWjIaI4Y4khC50\n", "mbudn5/fbzs+Pv6279m7dy9VVVUUFRWRnp4OQH19PQcOHMBoNPLQQw8xYcKEgIMK/XQ6XLxytJ6d\n", "p5sxRMD3luRwf9btf8dCjAUB9STT0tL6bS9atOi27yksLLzpdWVlZaxfv55169Zx+PDhgEOqSPW+\n", "SzD5mrqc7DzdDIBHgw3HG+h169t3Hk37b6ipnA3UzxesgFcBGgxWq9X3WO8hRCJw0SYDsVFGOhze\n", "mVU5CdFEyum2GGS11xzsOt1Ea7eLx2amkJtkvf2bFDCkRbJv+3Ok3wJC9fmpweRLi43ih8un8uap\n", "JpJtJpbmJmKI0LdIjqb9N9RUzgYD53O6PfzuaB0Hq9oAOFbbwX8WTSfFpv7B0pAWyb63gYgI4A9h\n", "SUmJb4dfP4TXe3v6PfM402jH3m0nKcLOPXdMHdLvH67txsqP+ExstO9i2XDnke3RtV1eUclFb30E\n", "oK3HxeX6RlKmZgxLnmCENOMmUOXl5cTHx/su3Gzbto01a9agaRq7du1i1apVt3zvcFzdtve6+ffS\n", "i7xz3vvbXJGXyF/Nn4jFdPPV+b4FXEWSLzwq51M5G9w6X0l1G//nwAU8Gqy7O5V1d6diNQ/9ojm6\n", "rUwerOLiYqqqqrBYLGRnZ1NQUMD8+fPZsGEDmqaxZMkSvb46ZJ0ONyXV13zb711oY/09aQMWSSFE\n", "cPIzx/Hzouk4PRoT46KGpUCGQtcjyXAM15HkT96/yMEL3iPJ5dMT+FJ+hhRJIUYRZY4kRyKr2cgX\n", "5k+kYPJ4DBGQl2y9bYH0aBrdTg/RJoPuFzuEEEMvpLnbo1myzcyDOfE8kB1PYsytr7yVlJRwrcfF\n", "xuMNfHXnGV7/qJ62bldI39ne46Ku3UGHI7T33yqfyiRf6FTOBurnC5YcSYahorGL3x29AkB1az25\n", "SVbmZ44L6jPqOxz8+L2LHL/SyQNZ4/jy/Rkkj4BhEUKMFXIkGYAr7Q6qrnbT3udIb+HChThc/Wel\n", "9LiCn6VyurGL41c6ASitucaZZnt4YfvkU5nkC53K2UD9fMGSInkbZ5vt/PWOSr64rYKXy2q51vNp\n", "oZyWbOWuFO+sgTtTrEwLYQaB6YaZLTLTRQi1SJG8jV2nm33T9fZUtnD5Wg/g7bukxUbx3aWT+X+P\n", "3cH3l04mNdZMt9Pt7+NuckeKjUfvTCLFZmLd3ankJccMSm7V+0KSL3QqZwP18wVLepK3kWL7dPqk\n", "IQIskf3/XhkfbWJ8tInGzl5+8afLfNzQxZq7knlocjxRkbcfOpQYY+IL8yay/p40YsxGTEb5e0sI\n", "lcg4yduob3ew6WQj567aWXd3GvMmxQ241uKu0038R+ll3/ZPV+VyZ6ptKKMKIQIg4yTD1NDhoNet\n", "kWwzYYk0khYXxV8vyMDl0fwe5V3r6X+afeNFHSHEyDTmz+26et2UXbrGm+VNnKjr4O/eOsfnN59m\n", "Z3kzPZ/0F3tcHjocLnr7FL4b+y4PZI0jJcZ7ar5ocjxZ46OH7j9iAKr3hSRf6FTOBurnC9aYP5L8\n", "qLaDHxy4AHjXVVx3dyq//fAKL5XVMTcjjtgoIx/Xd1LRZCd7fDT3pNtIjY266XOyE6L56eppdPW6\n", "SYg2EWsZ87tWiFFhzP9JPt3Y5Xvc7fTg9nhbtCZDBJGGCKpbuvnx+5d8YyC/XpDJI7FRN40Fc7jc\n", "aBokWU3ERN1+t7rcHhxuDzHmwfsVOFxunG4NW1Sk8mPVJF/oVM4G6ucL1pgvkvdNimPLx414NEi1\n", "ea9UT06I5tn70skYF8W5q/Z+g8TPX+2+6TOu9bh440QDuyqamZEaw18vmMSEuJuPNq+70u7g98eu\n", "cP5qN0/PTuOB7HFhX9W+1NbDLz+4TEOnk2fvS+e+W1xgEkIEZ8z3JGek2fjpqmn8YOlkXlw+laXT\n", "EvjxylwmjovixJVOJsRGMSHWO03QGAH5mXFA/77L+at2Np1spNvp4cjlDo7Vdvj9zuJzLRw410p1\n", "aw8vvlNNdWtP2P8dr39Uz5HLHVxs6+GF4ipOnK8N+zP1pHrfSuV8KmcD9fMFa8wfSUYaIshL8Q7g\n", "vtrVS31HL6Dx7b1V1Hf2Ehdl5H8/MpnWbhcJVtOA9+XwBHkhu63PrB0N+l0QCoVH0/pNmXRrENyQ\n", "diHErYzZI0m3R6Opq5e2bicAF1u7+fruszy7+TSvHqtndrp3jGO7w825q90syI4nLyXGdwrru+1B\n", "Zy+nGzspnJaA1WTgvoxY7p0Y6/uOI5fa+c7b53ntoys0d/UCsGJ6EglW799Pa+5KJnO8BU3TONNk\n", "553zLZQ3dOHyBD581RARwX+fM4G4KO/g9efmpTMjW+3b9aret1I5n8rZQP18wRqTR5Juj0ZpTRs/\n", "ef8SsWYj31uSw9HadmrbvUXsYFUbf7twEnvPtACQGnvrVXnONdt59aMG7kixsjwviXvTbb5+5IWW\n", "br6z7zweDQ5faic2KpLVdyYzOTGanz06nR6nhwSriRizkbPNdr666wxOt4YhAv5tZS53BTEYfXpy\n", "DD9fk4fT7SExxjvGUwgRvjF5JHmlw8E//Vc1Xb1u6jt7+fXh2puuSLs1ja89OIlvL84esFhd77uY\n", "P5mmeLrRzpaTjThcnx4BdvW66XtAeKXd4XucHGNmUryFGLMRTdO4fK0Hp9v7Yo/mvf1msFJsZiaO\n", "s2CJNCrfFxrsfNe6nWw/1ch33j7Pe1Wt9LjCaziovP9Uzgbq5wvWmDySjPjkn+tcmsacdBtLpiZw\n", "ttnOwuxxvHu+jb+an8602yw4MS0pmr+cM4Hicy18Zko8mfEW6jsc3iI4zsJ/vzcNgKhIA/ekD3xk\n", "eLS2g9b2cUw0AAAUyklEQVRuF1HGCByfHElmjLv11XFxs48buvj5n7wXqw5faufHK3OZkSbTQkX4\n", "xlyRdLo9xEUZ+fbDOfx7ySXSYs18KT+DtDgLd6fbcHo8HDjXSo/bQ2xUJN1ON5evOYg0RJAZb7mp\n", "JxlnMfHk3amsvjOJs812vvJmJU6Pxj8symZWegxNXU72VF7FEAHfWzKZqUn987R2O/nxexfxoPG5\n", "uen0uNzMTLMxPczVgFTvCw12vha7s992Z294R5Iq7z+Vs4H6+YI1popkfYeDPxyr53RTF//jnjS+\n", "tzSHP1/p5EqHg2SbifsyYjEZIshNjGbupHGMt0ay41QzLx+pwxAB316cw5yJNs639NDr9pAzPprx\n", "VhNGQwRuD/y05BJ2p/dK9W8/rOXrBVmk2MzkJVupaLKz8UQ9czNi+42JNEZEYDEZuHzNwS8P15IQ\n", "HcmyaYkyxjFIM9JsJERH0tLtYlpSNNnjLcMdSYwSo7pItnW7KG/spKvXTV5yDEcvt7PvrPdizKX2\n", "Xn7cp6h97cFMlk1PZPHUBNwejerWbi60dPObI3WAt0/4mw/riDRM5Lv7qwBYMjWBL98/EVtUJAaD\n", "95QaID46kpV3JPO13edweTTW3Z2Ky6MxJdF606DxOEsk31yUzU9LLuLyaPztwkl+760TqJF6b+ZQ\n", "5SRE85NV07jW4yIpxkRSmPtQ5f2ncjZQP1+wRnWRfPvMVV7+pMhljIvif8z5dFiMpmm+AglwqqGL\n", "JbkJNHf10tjZy/eLL/DVBzOJj46k9ZMbfKXFmvmwtp0Hc+KZnBCN0RBBa7cTW1QksVGRfOOhLH78\n", "3kVmp9vYebrZN4znjyca+M6SHKYmDrzoxbRkK/+yIhcNDdsgTlMcaybERfmd6SREKEbtn0in28Oh\n", "mjbf9uVrDhKtJtLjzNS195IUYyJnvIULrT0YImBhdhx7K6/y8w8uE2My8jcPTKK+3cH6e9I4cqkd\n", "q9nAA1nxdDhc2HvtvPLJDcCsJgPpcd5eZW6SlX9ZORWnS+P81W4uf3KFOs4SyfQkq98bfMUM8o3a\n", "Vf+bXPKFTuVsoH6+YI3aImkyGliam8DpRu+Nte5IsTIhLoofLJ3MqYYu/lR9jaK7komPjvQOuWnv\n", "5VeHa/Fo0OZ2UXuth5xPlju7J91Gu8NNgjWSSeOi+Pc+i+tuOdnIosnjiftk1R+bORLM8PyCSbxy\n", "9AqdvS4+f1+63AFRiBFq1I6T7HG5mT0hlv+7bDLfW5LDP3wmm0SriQutPfzho3pmTLDRbHcSFWng\n", "VH1HvyvXy6YlcKy2g+8XX+CF4gu4NXizvJnXPmogNiqy3/CchdnjuNTWw5FL12js8B45Vrd081/n\n", "WyjIGcffFWSFfaU6FKqPVZN8oVM5G6ifL1ij8kiypauXymY7eytbONds5wfLJpNiM3O6oQt7r5sn\n", "ZqXy0uFanB6N2Cgj316cTZvdyQ+W5vCbI1fIHh/N25/MttGADy93kJNg4WJbD5HGCL6/dDL7TjeQ\n", "FBdNvCWSr+46C8BdqVb+14OZfPvt8zR2eYekFE5L4CsLM+UuiEKMUENeJHfu3Inb7R3DNmXKFGbO\n", "nDmon9/Y6eA/Sy9Tdrmde9JjKZgcz9lmO/UdvVxpd9DZ6yI2yoTzk4sqHQ43Vzp6OVHXwbUeN4/N\n", "TCE9zkxclJH2T+6SmJds5d2qVp68O5UWu5PJiVaevT8LgG/tOef77lMNdlrsLl+BBKhostPr8hB5\n", "Q8/R4XLj8miDup5kX6r3hSRf6FTOBurnC9aQF0mLxcLSpUt1+/yKRjsfXGoHvDNZPpuXyMtH6ogx\n", "GUmLNVM4PdE3/Q+8qwCl2Mwk28xYzW6u9biIizLyzL0TqG7tJsFqYmpCNNEmA4drrnHgXAtfK8gk\n", "M97br5yTEcuHnyyNFh8dyXhrJMunJ7Cn0nsk+vjMFKw3FMia1m5+/qdaWrudfDF/IvekxxIRIUea\n", "QqhoyIuk2+1m69ataJpGTk7OoN8R8cZB2A6Xh/szx3Gtx82Flm5Mhgh6XB6evz+D5i4n+Zlx7K5o\n", "pvhcK+C9hew/LMrmlx9cZlx0JD1OD/9z4SQ0ICcxmvqOXpo6ndRVnCA/P5/FUxJIjDHT3NXLvemx\n", "ZMZH87m56SyekkBUpIHshP6Dml1uD78+XMtHdd7C+r19VfzqsTtIH+ShK6qPVZN8oVM5G6ifL1hD\n", "XiQLCwt9j/fs2TNon9vpcFHV0o3VZOSL89M5Wd/JQ1PGkxwdSYfDzYHzDfzPByZhd3o41dDFto+b\n", "MBsj6Oh1cq7PauONnU6iTQZeXD6V8y3dZI6LIiE6kopGO9tONQFw5HI731swEYDxVhOLJo/vlyU+\n", "2kR8tImBuDWNDsenU+Ycbg2XW8m7+gohGOar2ybTwIXkur5XyUpKSm653eNy88ePavn67nP8/Z5z\n", "ONwaS6aOxxhh4OzVbjocLv5yzgR+9G4N3y++wKmGLh69KxmHW6O2zcGqOz6dUP1A9jicbg+lF1r5\n", "zZE6Xiqr42htB5eufbp6eLfTg8scw56Paznd2IXbo/nN13c7KtLIF+ZPxGoyEAH8zYIM0mLNAb8/\n", "0O1g9t9wbEu+0LcXLlyoVJ6Rli9YEZqmDelhTE1NDVlZ3oseu3btYuXKlQO+7sCBAwGfijd29vL5\n", "TeU4Pjkii40y8s1FWXxnXxUeDf7XwkmcbrKzp/Kq7z1fmJ/Oe1VtLM1NwIBGp1PD6fZQ195Lxjgz\n", "f67vYnqyleN1HSRZTcycYOOlw3U4PRoLs8dhNRnZd7YlpLUfwXt/b5dHIznG7FtuTQihv2PHjvHw\n", "ww8H/Poh/9NZU1PDpk2b2LRpE9OnTx+Uz4yONDC1z20VpiVZ6XV7fGs5/ubDK0zp0xuMNEQwLdFK\n", "aqyZXx6updcDvzlSx++P1fNf51tIi43ieF0HMSYDC7LGsWx6ItVXu/mLe9P4RkEmK/KSfHPAPRpc\n", "bAv+HjWpsVFMHGfRrUCqPlZN8oVO5Wygfr5gDXlPsqCgYNA/M9YSydcLMnnvQhvGiAgeyI6nw+HE\n", "Emmgx+XB6fYwJTGa9bNTuXjNwUM58cSaDXT1em/BurviKv+4OJvadgdWk5His1f5wSOT6XZ6+Od3\n", "a3B6NB6bkcy8SXGkxUZxpd2B2RhB7ydrP04aJyvOCDFaDfnpdqCCOd3uq669h5IL14gxG0i2mTnT\n", "ZCc9zsw759tod7iYmhjN8bpOvjB/ItWt3b6VxCfEmvlp6SXf8KAvzU/nnao2Kprsvs/+x8VZ5GfG\n", "YzZGcLbZzuVrDtJizeQm3by6jxBCTcGebo+qGTftPS7++WAN5Q124i2RPDx1PFs+bmJGagxzMuK4\n", "1uPidGMXD2THYzJEgAYbTzQA8NcLMvqNn/Ro3lssXC+SVpOBy20OOlJdJMWYmZYcc9tVy4UQI9+o\n", "Ovzpdrk529RNotXE2hnJTEu28t9mpXC6sYtUm5ntp5qobLKz8UQDTo/GyjuT+eHyKfzj4mycbg/r\n", "Z6eSHGNibkYsnb1ushMsfHZ6InMzYvn8felcbOvBavIODFe97yL5wqNyPpWzgfr5gjWqjiTjLZE8\n", "NiuZxGgzL5XV0uvWyEu28pNV06hu7X9xxe3RiDEbmTXBe/vXtm4nTrfGoinjef9CG+9WtfHMvWks\n", "z02kormLdoeLv5ybftPsGSHE6DbqepKdDhe//fAKO083+577l89OJTHGxPf3VXHxmoMZqVb+flE2\n", "qbEDz3Jxuj043B5ZAFeIUWhM9yQBbFGR5CZ9ugK4yRhBrCWSjHEWfvjZqbT3uBkfHcl4660HspuM\n", "BrkQI4QARllP8rr5k8bx1YWTWH1nEj9cPpWcT24KlRRjZnJitN8CGSjV+y6SLzwq51M5G6ifL1ij\n", "7kgSvPOpl+cl3f6FQghxG6OuJymEEP4oPy1RCCFGEimSIVK97yL5wqNyPpWzgfr5giVFUggh/JCe\n", "pBBiTJGepBBCDCIpkiFSve8i+cKjcj6Vs4H6+YIlRVIIIfyQnqQQYkyRnqQQQgwiKZIhUr3vIvnC\n", "o3I+lbOB+vmCJUVSCCH8kJ6kEGJMkZ6kEEIMIimSIVK97yL5wqNyPpWzgfr5giVFUggh/JCepBBi\n", "TJGepBBCDCIpkiFSve8i+cKjcj6Vs4H6+YI15Pe4qa+v58CBAxiNRh566CEmTJgw1BGEECJgQ96T\n", "fPPNN1m9ejUA27dvp6ioaMDXSU9SCKEH5XuSVqvV99hsNg/11wshRFCGvEj2PXA1mcK///VwUb3v\n", "IvnCo3I+lbOB+vmCNeSn23v37qWwsBCA4uJilixZMuDrjh49Sltb21BGE0KMAfHx8cyZMyfg1w/5\n", "hZvu7m7Ae0R5/fFAgvmPEEIIvQz5kWRdXR0HDx5E0zSWLFlCSkrKUH69EEIERdkZN0IIoQIZTC6E\n", "EH5IkRRCCD+kSI4SHo8Ht9s93DFuSfV8QtzKkF/dvh3Vpy3u3LnT94d9ypQpzJw5c5gTeYdVVVVV\n", "UVRURHp6OqDWfhwon2r78dSpU1RWVuLxeMjPzycjI0OZfThQNpX236FDh2hoaAAgMzOTOXPmKLPv\n", "bpUvqP2nKWbHjh2+x9u2bRvGJAPbt2/fcEcY0KlTp7Ta2lrftmr78cZ8qu3HgwcP+h7v3r1b0zR1\n", "9uFA2VTbf9e9/fbbmqaps+9udD1fMPtPuSNJ1actut1utm7diqZp5OTkKDu/XPZjcAoKCm56TpV9\n", "OFA21fZfdXU1W7ZsYc2aNYA6++66G/MFs/+UK5Ka4tMWr88WAtizZ88wJvFP9mNo9u/fz7x58wD1\n", "9mHfbKrtv+zsbJ5//nl27NjB5MmTldt3N+YLZv8pd+Gmb3M/IiJiGJPcngq//FuR/Ri8gwcPkpub\n", "S1JSEqDWPrwxW1+q7D+LxUJsbCyg1r67rm++vm63/5QrkoFOWxwuNTU1vsc9PT3DmMQ/2Y/Bef/9\n", "90lNTSU7O9v3nCr7cKBsKu2/lpYW3+PrR5Cq7DsYOF8w+0+50+358+ezYcMG37RF1dTU1FBWVgbA\n", "7NmzhzmNV3FxMVVVVVgsFrKzsykoKFBqPw6UT6X92NjYSGlpKXl5eVRUVNDR0cEzzzyjxD68VTaV\n", "9l9paSkOhwOAuXPnAmr9OR4oXzD7T6YlCiGEH8qdbgshhEqkSAohhB9SJIUQwg8pkkII4YcUSSGE\n", "8EOKpBBC+CFFUgwKt9uNx+MZ7hhCDDopkiPYCy+8MGif1djYyMaNG9mxYwdvvPEGLper38937do1\n", "4Pvq6urYvHkzP/nJT7h69WrI33/06FF+9atfhfz+0epW+/1Gb7/9Nlu2bNE5zdgkRXIEe+655wbt\n", "s9555x2efPJJHn30URYvXszBgwf7/fxWU8vS09N5/PHHfTMZQjVnzhySk5PD+ozRKNApfcuWLVNm\n", "jvRoo9y0RHF79fX1fPDBB5w/f56vfe1rvuftdjtbt27FZrNhNBqprKzk61//uu/n+/bto7OzE6PR\n", "iNPpZNWqVURFRQFgNBrp7u7GarXS2trqW+rK5XKxZ88eKioq2L59OwC5ubncddddYf93FBcX09LS\n", "QmRkJEajsd/pemVlJcePHyc6Opqenh7mzp3L5MmTuXLlCr/73e/Izc1l7dq1NDQ0sHHjRpKTk1m3\n", "bh2Rkbf+X3rv3r1UVlYyfvx44uLisNvtzJo1ixkzZvj9TvAutbVv3z5mzZpFdXU1ZrOZlJQUFi5c\n", "CHinvjU1NWE0Gn1T4B5//PHb7oPq6mpKS0ux2WwYDAaam5v53Oc+B8B7773Xb7+PHz+ehx56CPD+\n", "XrZt24bBYEDTNOUWpx5VBmEdSzFM3njjjX7bVVVVvkVFNU3TqqurfY9LS0u1yspK33ZHR4e2ZcsW\n", "3/bVq1e17373u9rvf/977cUXX9Q8Ho/f77rRO++8ozU2Ngac/dSpU9qf/vQn33ZTU5P2wx/+UNM0\n", "Tevq6tJeffXVfq/ftGmT1tvbq2mapjU0NGjFxcW+n23YsCHg7/3GN76hud1u3/Yf//hHzW633/Y7\n", "r2f+2c9+pjkcjn6vq6ys1A4fPuzb9ng8WmlpaUB5du/erdXU1Pi2+/7ONO3W+33nzp1aU1OTb/vw\n", "4cPapk2bAvpOERw5khxFcnJycLvdvP32276lqrKysgCora1lwYIFvtfabLZ+7927dy/f+ta3iIqK\n", "ora2lv379/PII4/olvXs2bMsW7bMt52UlERGRgYADQ0NtLe3+46gwLtSS2trKykpKaSkpNDU1AR4\n", "j6qDOYqaOXMmBsOnXaZp06ZRV1eHwWDw+53XLV68+KZFZM+cOcPSpUt92xEREf32tT+f/exnOXLk\n", "COXl5bhcLlJSUny/M386Ozv7LZs2e/ZsLl68GNB3iuBIkRxFTpw4wd13383UqVMB7709ampqyMrK\n", "IiMjgzNnzjBt2jTA+4fsRtdPvRMTE7Hb7bpmzc3N5fjx4+Tn5wPQ1NTEpUuXAMjIyCA1NZWioiLf\n", "62+8cj5nzhw+/PBDLl26xKpVqwL+3o8//hiPx+MrlOfOnWPlypUYjcbbfqemaQP2/SZPnszJkyf7\n", "9WX77mt/PvroI+677z7f9uuvv+5bWNefmJgYmpubfYXy2LFj/Ra6FYNHVgEagd59913a2to4efKk\n", "78iosLCQXbt29TtKAli9erXvues9SYPBgNPpZPXq1b7CWF1dTVlZGVFRUfT09LBq1ap+S/C/9957\n", "tLS0YDAYcLlcLFiwgLS0NF9/tKqqitTUVGJjYyksLAxoyf79+/fT2tqKxWKhp6eHxsZG8vPzmTt3\n", "LpcuXeLIkSO+HmNnZyerVq3qt2jqyy+/TFpaGitWrAh43/3617/GZrNhsVhwOp3cfffd5OXlAfj9\n", "zrKyMo4fPw5ASkoKEydO7Ffc3nnnnX77Z/r06cyaNeu2eX75y18yYcIENE3D4/H063OCt9ieOHGC\n", "qKgo360GZs2ahcvlYvPmzZhMJgwGAzabjSNHjvD000/3W3dShE+KpBhTNm3axBNPPDHcMcQIIkOA\n", "xJixd+9eKioqeOutt4Y7ihhB5EhS6KK6utp3enqj7OxsXVbTHo7v9Kezs5MDBw4M2Cu02WzDvmK3\n", "CIwUSSGE8ENOt4UQwg8pkkII4YcUSSGE8EOKpBBC+PH/Adb9vBXN8ChzAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.389675\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VOd99//3zGhGo9Fo34WsBSHANmBsMGCChRcwslkM\n", "Dq63pGmfJ+mTxNcvaX9ZfmkWJ25/rZ32yfKkbZImdZvEtbHNImz2xQaMhEEyGJtNYhESi9A6ElpG\n", "mv35QzBIQgyzaEa3pO/runxdOqMZnQ8H89U533Pf99F4PB4PQgghhqQd6QBCCKEyKZJCCOGDFEkh\n", "hPBBiqQQQvggRVIIIXyQIimEED6EtUj29PTwyiuvUF9f732toaGBN954g7feeosrV66Ec/dCCBGy\n", "sBbJffv2sWTJkgGvVVRU8MILL/Dss89y6NChcO5eCCFCFrYi2dbWhslkwmg0DnjdZDJ5vzYYDOHa\n", "vRBCDIuwFcmysjIWLFhw0+v9J/jo9fpw7V4IIYZFVLh+cGNjI++99x5NTU3k5+eTnZ0NgMvl8r5H\n", "o9Hc8vM7d+5Ep9OFK54QYpxKTExk1qxZfr8/bEXyy1/+MgAnT54kMTHR+3pPTw/Qd0Z5/euh6HQ6\n", "7rvvvnDFE0KMU0eOHAno/WG9cWOxWCgrK+P48ePe1+bOncuaNWtYs2YNc+fODefuw6qsrGykI/gk\n", "+UKjcj6Vs4H6+QIVtjNJgOTkZP7qr/5qwGvZ2dk899xz4dytEEIMG42qS6W9//77crkthBh2R44c\n", "4dFHH/X7/TLjRgghfJAiGSTV+y6SLzQq51M5G6ifL1BSJIUQwgfpSQohxhXpSQohxDCSIhmkUPou\n", "rVYH751s5v+UXeB4QxfhOJlXvS8k+YKncjZQP1+gwjpOUgyt7Hw7//bRJQB2nbHwr09OIT85ZoRT\n", "CSGGImeSQRpq8Q5/nWu9MR3T7vLQZXf5eHdwQskXCZIveCpnA/XzBUqK5AhYPDkZva5vcY97ssxk\n", "xcmScUKoSopkkELpu0zLiOVfn5zMz5YW8f89lEdK7PAXSdX7QpIveCpnA/XzBUp6kiNAo9FQkGy6\n", "/RuFECNOxkkKIcYVGScphBDDSIpkkFTvu0i+0KicT+VsoH6+QEmRFEIIH6QnKYQYV6QnKYQQw0iK\n", "ZJBU77tIvtConE/lbKB+vkBJkRRCCB+kJymEGFekJymEEMNIimSQVO+7SL7QqJxP5Wygfr5ASZEU\n", "QggfpCcphBhXpCcphBDDSIpkkFTvu0i+0KicT+VsoH6+QIV1PckDBw7Q2NgIQG5uLrNmzWLTpk24\n", "XH2PKygsLGT69OnhjCCEECGJWE9y586dPPbYY+zatYvFixff9v3SkxRChEOgPcmwr0xeW1vL+vXr\n", "WbVqFQAul4sNGzbg8XgoKCiQQiiEUFrYe5L5+fm8+OKLVFZWAlBSUsJTTz3F5z//ee+l+Giket9F\n", "8oVG5XwqZwP18wUqIjdujEYjcXFxN72u1+t9fq7/wS4rK1Nq+9ixY0rlkXzjK59sh7YdiLD2JC0W\n", "C8nJyQBs2bKFpUuXUldXR15eHgCbN29m2bJlQ35WepJCiHBQqidZXl6OzWYDYPbs2QDU1dVRUVEB\n", "wMyZM8O5eyGECFlYi+Ty5ctveq24uDicu4yYsrIyFixYMNIxbknyhUblfCpnA/XzBUoGkwshhA8y\n", "d1sIMa7I3G0hhBhGUiSDFOxwgkiRfKFROZ/K2UD9fIGSIimEED5IT1IIMa5IT1IIIYaRFMkgqd53\n", "kXyhUTmfytlA/XyBkiIphBA+SE9SCDGuSE9SCCGGkRTJIKned5F8oVE5n8rZQP18gZIiKYQQPkhP\n", "UggxrkhPUgghhpEUySCp3neRfKFROZ/K2UD9fIGSIimEED5IT1IIMa5IT1IIIYaRFMkgqd53kXyh\n", "UTmfytlA/XyBkiIphBA+SE9yGF1o66XD5iTDbCDNbBjpOEKIISj13O3x5HRzN9/deharw01RSgwv\n", "LZpIRpwUSiFGO7ncDtLgvkvlpU6sDjcAZ1p7uHi1dyRieaneF5J8wVM5G6ifL1BSJIPgdHuIyizi\n", "zU8aqLzYQa/DxYT4G2eNWg3ERetGMKEQYrhITzIIp5q6+ZtNp3FfO3I/fWISE5OMlNdd5VRjNw8V\n", "JjEzOw6dVjOyQYUQN5GeZARYrA5vgQRo6LRzb3YcT0xN5YmpqSMXTAgx7MJ6uX3gwAFKS0spLS3l\n", "8OHDADQ0NPDGG2/w1ltvceXKlXDuPmxyEqJJNPb9fjFGaZmUHDPCiW6mel9I8gVP5Wygfr5AhfVM\n", "cv78+d6vd+7cCUBFRQUvvPACABs3bmTlypXhjBAWeUkx/O28JJzGeFJNegoULJJCiOER9svt2tpa\n", "1q9fz6pVqwAwmUze7xkMo3eIzL2TckY6gk8LFiwY6Qg+Sb7gqZwN1M8XqLDf3c7Pz+fFF1+ksrIS\n", "gP73ifR6fbh3L4QQIYnIECCj0UhcXBwALpfL+7pG4/vub//eRllZmVLbv/nNb5TKI/nGT77rX6uS\n", "Z7TlC1RYhwBZLBaSk5MB2LJlC0uXLqW0tJRVq1bh8XjYvHkzy5cvH/KzKg8Bgr6DrvJlheQLjcr5\n", "VM4G6ucLdAhQWIvkpk2bsNlsAMyePZv8/Hzq6+vZt28fHo+HRYsWkZ6ePuRnR7JI2px9Z7vRUTIg\n", "XIixRqlxkkOdJWZnZ/Pcc8+Fc7chqW7u5tcHLqHTavj6AzlMSjXd/kNCiDFLpiX2Y7E6+Lvd5znV\n", "bOV4Yzev7q2lo9c55HuD7W9EiuQLjcr5VM4G6ucLlBTJflxuD132GzeWOm0unG4lZ20KISJE5m73\n", "43J7KKtt55U9tWg1Gn70aD7zchNuexdeCDF6RKQn2dXVhdlsDuajStNpNSzIT+S11XcCGrLiDVIg\n", "hRjnfF5unzx5csj/3nzzzUjlizidVsOEBCMTEqLR+iiQqvddJF9oVM6ncjZQP1+gfBbJAwcOoNVq\n", "OX/+PIcOHcJut3Pw4EHv2EchhBjrfPYkr19Wv/XWWzz77LPe199++22eeeaZsAZTfTC5EGJ0Gtbn\n", "bl/vOw5eiGI0L0whhBCB8GsIkNVqxe3ue36Ly+Wis7MzrKFGg/59lzarg1pLD61W+wgmGkj1vpDk\n", "C57K2UD9fIHy6+72448/zn//939jMBiw2WwsXbo03LlGjcZOGz/dV8fxhm4Kkoz8aFEBOQnGkY4l\n", "hBgmMk4yROW17by8+7x3+7sL81hUJDe2hFDVsPYkb6WhoSGYj41JMfqBh9BkkElMQtzK5au9XGjr\n", "xeZ0j3QUv/n1L/rEiRMDtg8cOBCWMKPJ9b5LUaqJr82bQFFKDH9+XyZ3psWOcLI+qveFJF/wVM4G\n", "t873SX0nX91QxZfXn2J7dcuoKZR+9STPnDnD3XfffeNDUfKQxevioqNYNS2dx6ekYNTL0mpCDKXH\n", "4eJ3hy5jc/V19/7to8vcNyGeOxLV798HdW14/U73eDZ4UVHVCqTKi56C5AuFytlg6Hw6rYYk442T\n", "qxi9Fr1udEz59XlKuHnzZnp6eqiqqsLhcHhfz8jICHswIcTYYdBp+V/zJqCrqOdqr5OvzJ1AZlz0\n", "SMfyi88iuWzZMqBvhfFbPWZhvFJ9iXrJFxqV86mcDW6dLy8phh8vKsDl8YyqVf/9HicphBChitJp\n", "w/8c62Em4ySFEONKWMZJbt26lYsXL1JbW8ubb77J2bNngw4ohBCjiV9F0m63M2HCBI4ePcrzzz/P\n", "kSNHwp1LeaN1rJoqJF/wVM4G6ucLlF9FUqvVotVqMRr7xjRFR4+Ou1JCCBEqv88ku7q6vEVS0TZm\n", "RKl8dxEkX6hUzqdyNlA/X6D8KpLZ2dls3LiRefPmcfz4cWpqasKdSwghlOBXkZw/fz5f+MIXMBqN\n", "TJ06la9//evhzqU81fsuki80KudTORuony9QAU9LjIqK8l52Axw9enRYAwkhhEpCXtertrZ2GGKM\n", "Pqr3XSRfaFTOp3I2UD9foMI6+P3EiRNUV1fjdruZN28eOTk5bNq0CZfLBUBhYSHTp08PZwQhhAhJ\n", "WFeIbW1t5amnnmL16tV89tlnABiNRlauXMnKlStHdYFUve8i+UKjcj6Vs4H6+QIV1jPJ4uLim15z\n", "uVxs2LABj8dDQUGBTD0UQigtInPNd+3axZw5cwAoKSnxvr5t27aw7bO9x0F9hx2TQUteohGNZnjX\n", "rlO97yL5QqNyPpWzgfr5AhX2Irlv3z6KiopITU296Xt6vd7nZ/svuXT9FN6f7fYeB7/cX8eBC53o\n", "dRr+cUkh3bXHcLvdQf082ZZt2R5b24EIeRWg2tpa8vPzh/ze/v37SUtLY+rUqd7X6urqyMvLA/oW\n", "9b2+ZuVgoawCdKqpm2++d9q7vSA/gZcWTQzqZ93KaF3TTxWSL3gqZwP18wW6CpBfZ5Ll5eWkpKQw\n", "depUzp49i9lsJjMzE+CWBbKpqYny8nKmTp1KVVUVnZ2dfPGLX6Suro6KigoAZs6c6XfQQJj0WoxR\n", "WnqvPWhoYnJMWPYjhBj7/DqTXLNmDY899hgpKSm43W7Wr1/P008/HdZgoa4nebyhi82nWshLNPJo\n", "UTLpZsMwphNCjFZhOZOMjY0lJSUF6FsRSKdTf+n1aZlmpmWaRzqGEGKUC2qcpFYb1uGVo4LqY8Ek\n", "X2hUzqdyNlA/X6D8qnYajQaLxQKAxWLxzpgRQoixzq+epMvlYteuXd41JUtKSoiKCu/oIXnGjRAi\n", "HMLSk9TpdAMGgQshxHjh1+X2mTNnwp1j1Am279Le4+DI5Q4+u9JJtz18bQvV+0KSL3gqZwP18wXK\n", "ryL56aefDtg+f/58WMKMdVa7i9ePNPC9bef49pazbK1qwemWR2EIoTK/n3HT3+CiOR4FM6Pgaq+T\n", "zadavNsbTzTTZXMOZywvlWc8gOQLhcrZQP18gfL78Q07duwId5YxL8agZVLKjdk/0zLNxOhlOJUQ\n", "KvPrX+jrr79OR0cHa9euZe3atRw7dizcuZQXTN8l0ajnbx/J53/NncA3PpfD/5idRXRUeAbmq94X\n", "knzBUzkbqJ8vUH7d3X788ceZPXu2d3vr1q1hCzTW5SQYyZluvP0bhRBKCHkVoHCRcZJCiHAIdJyk\n", "NMSEEMIHv4pkR0cH69at449//CNOp5PS0tJw51Ke6n0XyRcalfOpnA3Uzxcov4rk9u3befLJJ0lI\n", "SAj7dEQhhFCJXxXPaDQOeNTCaFgqbTg1ddnpcbhIMekxR/cdMtXHgg2Vz3Vt4LpOO7zP+wnGaDx+\n", "qlA5G6ifL1B+FcnBg8ndbndYwqjobIuV7+84R3uPkyfvSuXP78sizjj6zqZrLD38V2U9Hg/8j/uz\n", "mJhiGulIQowKfl1up6enU1ZWhtPp5ODBg+Tm5oY7lzI2n2qhvadvVsy7J1u4eLUXUL/v0j9fR6+T\n", "n+6p5dDFDioudfAPH9TS3uMYwXSj6/ipRuVsoH6+QPlVJIuLi0lOTsZoNJKZmTmuhuYkm260GbQa\n", "MESNvgEBDpebFuuNothqdeCQOeNC+EXGSd7GlQ4bb3zSwDlLD8/PzGBebgJ63egqlC63hw/Pt/HT\n", "vXV4PPCdhXk8XJikRG9SiEgLy3qSLS0tbNu2jZiYGOx2OyUlJSQnJwcdcjTJio/mbx7MxeFyY9SP\n", "zhtWOq2GBfmJFD4Vg9sDExKipUAK4Se/hwC98MILrF69mmeeeYadO3eGO5dSdFrNTQVS9b7L4Hx6\n", "nZbcpBjyk2OUOBMebcdPJSpnA/XzBcqvfy0mk8n78C+dTofRKHOPhRDjg19Fsre3d8C21WoFoKKi\n", "YvgTjRKqjwWTfKFROZ/K2UD9fIHyq0i63W5ee+01jhw5wn/9139hNBo5efIkR48eDXc+IYQYUX4V\n", "SavVygMPPIDRaGTu3LlMnToVRW+KR4zqfRfJFxqV86mcDdTPFyi/7m4///zzmM3mm17Pzc3l0qVL\n", "5OTkDHswIYRQQcjjJDdu3MjKlSuH/N6JEyeorq7G7XYzb948cnJyaGho4P3330en07Fw4UKysrKG\n", "/Kwq4ySFEGNLWMZJBqu1tZWnnnoK6FvNPCcnh4qKCl544QXAd4EVQggVhHXAXHFx8U2vmUw3FlYw\n", "GAzh3H1Yqd53kXyhUTmfytlA/XyBisio4l27djFnzhyAATd8+i+/NpT+B7usrEyp7WPHjimVR/KN\n", "r3yyHdp2IMLakwTYt28feXl55OfnA32zd0pKSgDYvXs3ixYtGvJz0pMUQoSDUs+42b9/PxkZGd4C\n", "CdDT0wP0nVFe/1oIIVQVcpG81fCfpqYmysvLqaqqYuPGjbz++usAzJ07lzVr1rBmzRrmzp0b6u5H\n", "TLCn7pEi+UKjcj6Vs4H6+QLl193t/fv38+CDDw75vf7P4+4vPT2d733veze9np2dzXPPPRdARCGE\n", "GDl+9SRffvllpk2bxoMPPkh6enokcklPUggRFmHpSa5atYoVK1Zw8uRJ3nnnHU6ePBl0QCGEGE38\n", "KpIzZsxAr9fz0EMPsWTJEt59991w51Ke6n0XyRcalfOpnA3Uzxcov3qSZWVl5Ofnc+DAAcxmM9/4\n", "xjfCnUsIIZTgd0/y4Ycf5nOf+1zEnrktPUkhRDiEZe72qlWrmDFjRtChhBBitPK7JykGUr3vIvlC\n", "o3I+lbOB+vkC5VeR7OjoYN26dfzxj3/E6XRSWloa7lxCCKEEv5+W+OSTT5KQkEBUVFhXVxs1VH+O\n", "h+QLjcr5VM4G6ucLlF9F0mg0DlixJ1I3b4QQYqT5VSTtdvuAbbfbHZYwo4nqfRfJFxqV86mcDdTP\n", "Fyi/imR6ejplZWU4nU4OHjxIbm5uuHMJIYQS/F5P8uTJk9TU1DBt2rQBS5+Fy2gbJ3mxvZf6DhvJ\n", "Jj2FKTFoNZqRjiSEGELYnnFz1113cddddwFQV1dHXl5e4OnGqIvtvXxn6xksVid6rYZ/XlrEXRmx\n", "Ix1LCDEMfF5ur1+/ng0bNrBhwwbWrVvHunXrWLt2LW+88Uak8imrf9+lvsOGxeoEwOH2cKKxa6Ri\n", "eaneF5J8wVM5G6ifL1A+zyTNZjNLliyhvLwcvV7PzJkzOXLkCImJiZHKNyokm/TotRoc7r7ORV6S\n", "cYQTCSGGi189yXXr1rF69WrvdmlpKatWrQprsNHUk3R7PFQ1WTnZ1EVeYgx3Z5gwGWQ8qRAqCktP\n", "UjPoJoQMARpIq9FwV0as9CGFGIP8GgLkdrtpaWkBoKWlBYfDEdZQo4HqfRfJFxqV86mcDdTPFyi/\n", "VwHavn07XV1dxMbGDrj0FkKIsSzk525funTplk9MDMVo6kkKIUaPiD93++OPPw71RwghhLJCLpLj\n", "lep9F8kXGpXzqZwN1M8XKCmSQgjhgxTJIKm+Zp7kC43K+VTOBurnC5QUSSGE8CGsRdLtduNyucK5\n", "ixGjet9F8oVG5XwqZwP18wUq5Llztxr+s337dmpqali5ciXZ2dkAbNq0yVs0CwsLmT59eqi7F0KI\n", "sAp5nKQvJ0+eJDEx0Vskd+3axeLFi/36rIyTFEKEQ9jWkxwOLpeLDRs24PF4KCgokCIohFCezyK5\n", "d+9eZs+eze9///ubFtl1OBwUFRUFVOhKSkq8X2/btu227y8rK/PeKbve51Bl+ze/+Q3Tp09XJo/k\n", "Gz/5+vf8VMgz2vIFyufl9vUiuXv3blauXHnT9wcvoTbY4Mvt/nbv3s2iRYtu+VnVL7f7F3AVSb7Q\n", "qJxP5Wygfr5hnZb40EMPYTabb/n9QJ/BXVdX5/26t7c3oM+qRuX/CUDyhUrlfCpnA/XzBcqvKpeU\n", "lDTk675WKN+9ezc1NTUYjUby8/MpLi6mrq6OiooKAGbOnBlE3MC09zpwuDwkxeiJ0kb+wVydNicu\n", "t4fEGP3t3yyEUFJY726HItTL7RpLD//4wXlauh187YEcHpmYhD5q+IaF3u6S4kyLlX/eW0eP081f\n", "L7iDWTnxw7Zvf6h+ySP5gqdyNlA/X8RXAVKRx+Ph9cNXuNBuw+pw8/MPL3Dxqi1i+7faXfxy/wVq\n", "23tp7LLz8u7zNHZGbv9CiOHj83K7o6OD+Ph4Ojo62L17NwBGo5HHHnss4H5kpA1+5MRwPwbb129K\n", "Dx7vQ8EAnG4P7gifr6v8mxwkXyhUzgbq5wuUzzPJPXv2ALB582aWLVvGU089xfz58yktLY1IuGBp\n", "NBq+eF8mE5ONxEXr+M7CPHISoiO2/1hDFN9ccAeJxiiMUVq+/3A+6WZDxPYvhBg+Povk9XalyWTC\n", "YOj7R56YmIher/6NiILkGP5paRH//tRUHi5MQq8b3s7C7ean3p1h5terpvD7z9/JA3kJ6CJ840j1\n", "+bOSL3gqZwP18wXKr2vmwYtU2Gyjo78WHx0FkTuBvElqrJw9CjHa+Ty9stvtrF27dsCZ47lz58jI\n", "yAh7MNWp3neRfKFROZ/K2UD9fIHyeSb5Z3/2Zze9VlBQQGFhYdgCCSGESgJu1Gm1Y3LUUMBU77tI\n", "vtConE/lbKB+vkD51ZP0eDycO3cOu90OQGVlJV/60pfCGkwIIVTg12lhaWkpnZ2daLVa73/jnep9\n", "F8kXGpXzqZwN1M8XKL/OJPV6Pffee693e+rUqWELJIQQKvHrlLCzs3PAdlNTU1jCjCaq910kX2hU\n", "zqdyNlA/X6D8OpM8f/48v/3tb0lJSQGgqqqKH/3oR2ENJoQQKvBrFaDKykruv/9+7/bevXt56KGH\n", "wpkr7IvuXumwcbrFijFKy9T0WBKMas9FF0IMj7A846Z/gQTCXiDDrc3q4NW9tZxqsgLwF7OyeG5m\n", "xk2LYgghRFC3qRsaGoY7R0R12JzeAgmw73wbPQ53QD9D9b6L5AuNyvlUzgbq5wtUUEXy4MGDw50j\n", "ouKjo7gz3eTdXliQRIxehjUJIW7msyfZ3NxMUlISbW1tA17fuXMnL7zwQliDRaIneabFilGvZUqq\n", "iYRbPGKhvcfB2dYeNMCkVJP0LoUY5Ya1J7l27VqefvppXn/99QEFq7GxMfiEisiKjyYr3vcSQb0O\n", "F2uONlJ6ohmAP5uRzhfvyyJ6GB8DIYRQm89/7V//+tdJS0tj0qRJPPTQQ97/Jk6cGKl8I6rD5mJr\n", "VYt3e2tVK502J6B+30XyhUblfCpnA/XzBcqvU6KSkpIB25MmTQpLGNWY9Fruyb7xSN0ZWWZMet0I\n", "JhJCRFpQT0u02+3elcrDJdw9SX81dNo4Wt+JRqPhniwzmXEjuIqvECJkYRknOdj27dtZsWJFMB8d\n", "dTLjoimZMvYL49lWKzurLSTHRvHwxCQyRuEvg6YuGx02F8kxepJN6j9iRIwOQd2BcLsDG1M4Fqne\n", "dwkkX2Onje9vO8fGk838Z+UV3vmsiXA/jn24j9+Fth6+veUMXy+t5h8+qKWxyx7Sz1P571flbKB+\n", "vkD5PJP82c9+Rm5u7k2vV1VVsXLlyrCFEpFldbhp73V6t0+3WHG4PRh0o2cG0mcN3TR0OgA41tDF\n", "eUsPGfKESjEMfBbJwsLCIYvhxo0b/frhbrcbj8eDTjf2bnaovmZeIPlSY/UsKUpmxxkLWk3fUCfD\n", "MD9dcrDhPn7x0QP/HzOFODlA5b9flbOB+vkC5bNIPvDAA0O+npiYeNsfvH37dmpqali5ciXZ2dlA\n", "33TG999/H51Ox8KFC8nKygoishhucdFR/M852Tw2OQWjXkt+knGkIwVsepaZv5iVRcWlDh6fkkJR\n", "qun2HxLCDz5/3d7qqYj+LHBRUlJy0/sqKip44YUXePbZZzl06JDfIVWket8l0HyJMXqmZ5kpSjUN\n", "+zPKhzLcxy8pRs/z92byv5+YxJLJKcSEOFRLxb9fi9WOxepQflqwiscuFBGdY2cy3fjtHu4hRGJ8\n", "iopAgR8JR+s7eXVPLVqNhm/OLRjpOONKRP+P6n/HtP+zvFVw+WovNa09dNtdfr1f9b6L5AuNSvla\n", "uu384we1WHqctFgd/KqimbYex0jHuiWVjt1wiGiRdLluFCB/1m7sf9peVlYWtu1jDV18rbSar5ZW\n", "8fanjXTbXZSXl0ds/7It27fbHjwg60LdBaXyjbbtQAQ148ZfJ0+eJDEx0XvjprS0lFWrVuHxeNi8\n", "eTPLly+/5WcjNePG5fbw/e1n+aS+y/va9x/OR6eFe7LjiI8euiNRVlam9G9MyRca1fIdvdzJK3tr\n", "0Wjgr+ekM2/S0PcLVKDasRssIjNu/LF7925qamowGo3k5+dTXFzM3LlzWbNmDR6Ph0WLFoVr1wHR\n", "aTXXphr2FUmDTkNzt51t1a38+X0eHipMHtmAQgAzJ8Tx61VT0KDh9GeHQeEiOdaE9UwyFJGcu335\n", "qo01Rxu40mFj1bR0zrRaaey0Mz8/geKCpIhkEEJEhjJnkqPJhIRovlWci8Xq4N2Tzbz1ad8jcw/U\n", "XSU/0UhuUswIJxRCjJSxOV4iCBqNhpRYw4A5v71ON123uNsdbBM4UiRfaFTOp3I2UD9foKRIDvL4\n", "lFT02r477/dlx5FhHn2r4Qghho/0JAdxezzUWnrpsruYEG8gJfbWg9677S4OXbhKee1V5uclMC8v\n", "gVjD2JunLsRYIj3JEGk1Giam+NeDPN1s5dW9dQDsr23n1ccLuW9CfMD7vNjeS6vVQVqsngkJo2/e\n", "tBBjmVxu+6Gtx0FHv6XEoK/vctU28LXB7/FHjaWHv950mu9uPcu3tpzhQltPSFn751OZ5AueytlA\n", "/XyBkiLZT0evkyOXOzh8qYP2Hgcej4fKix28WFrN32w6zZkW64D3FybHkGHum16ZYdYzMSXwlWfO\n", "tfbQaeu7OWSxOqlt6w39DyKEGDbSk7zG5nTzxicNvPVp3+NyV96dxpN3pfLVDVXYXH2HaHJqDP/0\n", "RBGmfn3Hhk4bFquDZJM+qOffHLncwfe2nfNu/3xZEdMyzT4+IYQIhfQkg+Bye2juttPcZUND3zzZ\n", "rVUtLClKxt3vV4jTDZ5Bs2gz46J9FsfmLjvn23qI0euYlBJz0xJeU9NM/HhRAZ9d6WJWTpysgyiE\n", "YsbV5Xav08VnVzrZc85CjaWv99fZ62TzqRa+veUMrVYnX57TN898SpqJXqeLv304nxi9luSYKL75\n", "uRxiDX26qvsnAAAXmUlEQVS/V/zpu7T1OPj5/gv8cEcN39p8hv3n2296j8kQxefyE/naAznMuSOB\n", "6Kjh+StRvS8k+YKncjZQP1+gxtWZ5GdXuvjhjhqgb7n/ny+fTGOnnX/76BIAFmsXBclGvjo3m067\n", "m/oOO48WJfP7tDtxutzUtvWy5VQLd2fGotX2FbMum5OqJiuddieTUkzckXjj7nSb1cHhy53e7c2n\n", "Wni4MCkii9oKIYbHuCuS13XYXHT0Org66I60zelhxxkLNqebv3+sEK1GQ7rZwMYTTfz6o8sAJJui\n", "+MWyWQCUnW/n52UXAZgQb+Cnj08i/drld1x0FJlxeu8DqmZNiItYgVR5FRaQfKFQORuony9Q46pI\n", "3pMVxzuf9c3LTjBGkWDU43R7WHl3GptPtZAVZ2DJ5BSW3ZlKvDGK9GtP2+u0Oam82OH9ORark45e\n", "J1nx0XzY7xL6coedtl6nt0immQ38/WOT+KS+kwSjjhlZcRH80wohhsO4KpLTs2L52dJJtFod5CXF\n", "cEeikTSzHoNOywO58STG6ClIHjiQvLXbzu8PXWZappnKS32XzkUpMfRYGiC9kOKJiXx87ZJ6QryB\n", "pJiBK67nJRnJG4EHa6m+pp/kC57K2UD9fIEaV0XSGKVj+qCzOWOUjrsy+obcNHfZ2VrVQmu3g8/l\n", "JzAxxcTFqzY+qGlnaqedr8zJxqTXMisnnrOfVgKFPFiQRFqsgU6bi8w4PXVtPThcbpk5I8QYIeMk\n", "+3mt8jJvX1smLSkmil+tmMzVXiffeO+0dyjQNz+Xw9I702767PGGLr679SxOt4dMs4FXnygkO14K\n", "pRCqGffjJK12Jx9f6uTjS53MuSOeWTlxfj1e1OFyc+xKt3e7rcdJl91FQXIMP15UwMYTzUzLNDM3\n", "N2HIzx++1IHzWiVt6LJT3WSlvsOOVgMfnG2jKNXEgwUJJJvkKZFCjCZjbixKdXMP//8HtWw/3crf\n", "vX+e6ua+qYQut4ePL3Xw0s5zrPmkgZbuG+tGXu110thp589nZXoPyPy8BFJNBuwuD24PzMuNZ2Z2\n", "HAnRQ4+TLOw3JdGg09DY7eBsaw8/3FHDzjMW/u2jSxy80IEvdW09VFy8ynlL6PO3VR+rJvmCp3I2\n", "UD9foMbcmeTgR21eH+Jz3tLDD3ecw+2Bgxc6MEfrWH5XGk2dNn5RfpHDlzq5O93EL1dMpsfhIjfR\n", "SEJMFJUXr/Ly7vMAaIBfLC/y9jD7m5lt5uXFEzlv6cEcrePNow0sm5rqPbsEqLvFvOxLV3upa+vl\n", "5/sv0GlzYYzS8rNlRTL7RggFjLkzycKUGJJj+mp/mklPwbVHL3TbXQOmGJ6z9FBx4SrVLVYOX7tr\n", "faLJypVOG/dOiPeuI9nUdaPoeoD2a0V38N07c3QUD+QlsHRqCntr2rBYnVztdXJ3el+hM0ZpWTjx\n", "5ufldNtd/Gv5Rc5bbix00et0UxviakCq312UfMFTORuony9QY+5MMi8php8tK8JidZISqyc7vm/M\n", "Yk5CNHNy4qi41EmsQcfE5Bhe2lXD9x/JRwPMzY0nLjoKs37g740paSbMBh1ddheZZgM58dGcaurG\n", "4XKTlxRDgnHgIUyI0fPdhXmcbrYSHaVl5d1ptPU4iYvWkTfEs3J6nS7OWXqZc0cCWg3eQn59jKYQ\n", "YmSNuSIJMCHByIRB91dSYg18qziPU03dnLP08MfDV3B7wBSl5ceLCthwoplaSxezJsThcLm9M2MK\n", "kmP45ycmcdXmJNNs4HhjN//7wwsALJ2awv+8PxvzoGdzD170YnCW/uKjo3huZgZbTrXwtXk5WKwO\n", "pmeZmZIW2KV2t93F6RYr3XYXhckxnPusUunf6KqPpVM5n8rZQP18gRqTRfJW3B4PySY9e2osdNpc\n", "PD09Db1Ow4fn271TFv9pXx35SUYmppjodbjYfdbCmqONFKbE8OX7s70zdgC2VLXy+WnpNxXJQOh1\n", "Wh6fnMLUtFg8Hg/5RclBPQJif02bd3pkUUoMX7kzK+hMQogbxk2RrGvr4aWdNVzptLNkcgr/Z3kR\n", "ZXVX+V1FPemxBkomJ5MVZ+CqzUWv082RSx102pxYHW5iDToOXuhgSpqJ2RPiuNDeiwbIjDMQ0+/y\n", "vLHTxmdXurC7PNw7Ic57qX87MQYdd2XEBv1nc7k97Drb5t0+09pDbGpu0D8vElQ/01A5n8rZQP18\n", "gRo3RXJfTRsLChKJidLSYXPRanUQHx1FcoyekikpVFy8ikarxe5y0GV38f6ZVvbUXEWrgS/fn82b\n", "Rxvpcbj5/PQ0Zk6Io6HTRnx0lHd1SZvTxR8OX+H9a8VqWoaJnywuJN548yFu6bbz6ZUuOntd3JcT\n", "R25iaIPOdVoNn8tP4FhD39lwdryBxCH2K4QI3Ji7u30rU9JM7D3Xxp+ONPDJ5U60Wg2vVdaTHR/N\n", "pau95CbG8J+V9Ww+1cpPdp2nMLXvzM7tgcOXO5l7Rxz3TYij0+Ziw7G+FYFe3VvH25824XC5sTrc\n", "HK2/scrQySYrzV12GjttA3K4PR42HG/mp3vr+PXBS/x457kBYzaD9eikJP5ucQHfKc7l7x8r5PSn\n", "lSH/zHBSfSydyvlUzgbq5wvUmC6SLnffM2r+flcNzd0Omrv7hvPUtfdy+Wpf8dpzzkJRqokr/YqZ\n", "0+3B5fag08CDBYksmpRMQbKRH2w/x4931VDU76bKoQtXsdpdmA06lk5N8b7+8MQk/qOynq+VVnOq\n", "6cZMHpvTzZF+a0xe7rDTbXeF/GdNMOqZl5fI4skp3JFoRNHZpkKMOhEvkps2bWLjxo1s3LiRY8eO\n", "hXVf5y09/GjnOaZnx2FzDl00lkxOYc3RBrLjozHoNEDfaj5T0kz84JF8mjrt/OHwFaK0OtLNBhq7\n", "HGTH3Ries6gomdjoKPQ6LSvuTuPVxwt5aVEBOq2Gw5c76bK7+NPH9biuje2J0etYfueNYjovN4HE\n", "QSsHDQfV+0KSL3gqZwP18wUq4o0ro9HI4sWLI7KvbruL5Bg99Vd7ae528Ow9GZxusbKwIBGHy80z\n", "96QzOcXE4cudrDnayBfuy8LpcnNPlpkum5MtVa1UX3tC4n9U1vP/zM+h9HgT0zPN/GRxAXqthslp\n", "JqK0fcU1PjqK+ybEc6Gtl1fO1XpzJJkM6K69B+CRwmRyE2PodfbNDR881lIIoY6In0m6XC42bNjA\n", "+vXrOXLkyLD+7OZu+4D+XrrZwPP3ZpAZH0153VV2n7EwLSOW+k4bm6ta6bG7Od/Wwxfuy6Tb7uI/\n", "K+sx6rXYnW4sPQ7sLveN3G4PZoOOlx8rJDcpBvfF49x/RwIJxpvPAnMSo/nJ4olMTI5hfl4Cz9+b\n", "MeD7MQYd07PM3H9HAqmx4Rk0rnpfSPIFT+VsoH6+QEX8FKakpMT79bZt24bt5358qYN//KAWjQZ+\n", "9GgBM7PjqLH08KvySyyalMzT09M439ZLutnA7jMWFhUlU3/VRkFyDNFaDa8+XsjJxm72nG3jPyw9\n", "fLs4ly/cm8mre+votLl4bmYGW6tb+G5m/m2zaDUa7r8jnmmZsURpNfJMGyFGsRH916vX++7F9f+N\n", "VFZWdsvtlm47r+yppcvuotPm4p/21lF9uYXLli6+NCuL7HgD2QlG4gw6tJq+PuB/VNSztbqVf/ig\n", "lvPtNk43W/ldRT1nWntwe+CT+i5auh08dXcaz8xIZ//5duINWkwGrd/5Dh/6yFsgfeUPx3Ygx0/y\n", "ja58CxYsUCrPaMsXqIgvultXV0deXh4AmzdvZtmyZUO+L5BFd1u77Xx9YzVtPX2LT2SaDRQXJHBX\n", "ppl/+KAWh8vDirtSeeCOeJq67XTZ3fy+ot77+S/el4leq+HNo430Ovsusb86bwJ3JETT6/RwpdNG\n", "gjGKmVlmMnw8Y1sIob5AF92N+JlkXV0da9euZe3atUyZMmVYfmZKrIEfPJJPptlAVpyBp2ekc/Gq\n", "jbWfNeFw9f0OeO9kC6earfyi7BKJMVGYrs2USYvVo9VoqLzUwbeLc3n2ngx++Eg+xigNP9hRw6/K\n", "LzIjM5Ylk1MGFEjV+y6SLzQq51M5G6ifL1AR70kWFxeH5efOyIrj1ScK2Xi8mdcq68lJMJIdf+Om\n", "SIxe650d89uDl/l2cS4eIFqnpa6th9XT06m19DIlNYas+Gi+WloL9K1H+danjfxk8c1rSAohxr4x\n", "NfYkO97IgxOT+Kyhm+KCRO7KiCUuOorGTjtLpiTzq/JLANeG7GjQaDzotBr+cLgBx7VxjE9PTycv\n", "KQadBq6dhA55B1v1sWCSLzQq51M5G6ifL1Bj7rbr9Ewzf7PgDtYea+L/3XyGmCgNX3tgAonGKL50\n", "Xyarp6fzhXsz+aS+k6lpsRSlmnji2kyZDLOexUXJZMVH89KiAvISjTyQl8DTM9JH+E8lhBgpY65I\n", "Auw73+59bMM7x5rZf76db205y39/0sCjhUk8kJfAl+dkkxprIN4YxV/Mzua11Xfyy+WTyU+OQafV\n", "8EBeIr9cUcQPHsknZ4jHw6red5F8oVE5n8rZQP18gRpTl9vXpcbeuDzWakCj6ZvtYulxcs7Sw2OT\n", "Uwa8P9agG3INx1jDmDw8QogAjMkqsCA/kZYuByebunny7lSq+i0wkTZMj0VQve8i+UKjcj6Vs4H6\n", "+QI1JotkutnA52ekEX1Kw28+ukzRtcUqYvRapgb4WAQhxPg2JnuSACcbrbzxSSPtvU4qL3ag1cCc\n", "OxKI0Qf+aIShqN53kXyhUTmfytlA/XyBGrNFcvB0aZ1GM/QbhRDCh4hPS/RXINMSh2KxOnj7s0Y+\n", "rGmnuCCRZ+7JINk0/Os2CiFGl0CnJY7JniRAsknPl2dn8+w9GcTqdRiixuxJsxAijMZ05dBHaUmK\n", "0YelQKred5F8oVE5n8rZQP18gRrTRVIIIUI1ZnuSQggxFOWXShNCiNFEimSQVO+7SL7QqJxP5Wyg\n", "fr5ASZEUQggfpCcphBhXpCcphBDDSIpkkFTvu0i+0KicT+VsoH6+QEmRFEIIH6QnKYQYV6QnKYQQ\n", "w0iKZJBU77tIvtConE/lbKB+vkBJkRRCCB+kJymEGFekJymEEMNIimSQVO+7SL7QqJxP5Wygfr5A\n", "RXxl8oaGBt5//310Oh0LFy4kKysr0hGEEMJvEe9Jvvfee6xYsQKAjRs3snLlyiHfJz1JIUQ4KN+T\n", "NJluPPfaYDBEevdCCBGQiBfJ/ieuev3ofXqh6n0XyRcalfOpnA3UzxeoiF9ub9++nZKSEgB2797N\n", "okWLhnzf4cOHaW9vj2Q0IcQ4kJiYyKxZs/x+f8Rv3PT09AB9Z5TXvx5KIH8IIYQIl4ifSdbX17Nv\n", "3z48Hg+LFi0iPT09krsXQoiAKDvjRgghVCCDyYUQwgcpkkII4YMUyTHC7XbjcrlGOsYtqZ5PiFuJ\n", "+N3t21F92uKmTZu8/9gLCwuZPn36CCfqG1ZVU1PDypUryc7OBtQ6jkPlU+04njhxgurqatxuN/Pm\n", "zSMnJ0eZYzhUNpWO34EDB2hsbAQgNzeXWbNmKXPsbpUvoOPnUcy7777r/bq0tHQEkwxt586dIx1h\n", "SCdOnPBcvnzZu63acRycT7XjuG/fPu/XW7Zs8Xg86hzDobKpdvyu27Fjh8fjUefYDXY9XyDHT7kz\n", "SdWnLbpcLjZs2IDH46GgoEDZ+eVyHANTXFx802uqHMOhsql2/Gpra1m/fj2rVq0C1Dl21w3OF8jx\n", "U65IehSftnh9thDAtm3bRjCJb3Icg7Nr1y7mzJkDqHcM+2dT7fjl5+fz4osv8u677zJx4kTljt3g\n", "fIEcP+Vu3PRv7ms0mhFMcnsq/OXfihzHwO3bt4+ioiJSU1MBtY7h4Gz9qXL8jEYjcXFxgFrH7rr+\n", "+fq73fFTrkj6O21xpNTV1Xm/7u3tHcEkvslxDMz+/fvJyMggPz/f+5oqx3CobCodP4vF4v36+hmk\n", "KscOhs4XyPFT7nJ77ty5rFmzxjttUTV1dXVUVFQAMHPmzBFO02f37t3U1NRgNBrJz8+nuLhYqeM4\n", "VD6VjmNTUxPl5eVMnTqVqqoqOjs7+eIXv6jEMbxVNpWOX3l5OTabDYDZs2cDav07HipfIMdPpiUK\n", "IYQPyl1uCyGESqRICiGED1IkhRDCBymSQgjhgxRJIYTwQYqkEEL4IEVSDAuXy4Xb7R7pGEIMOymS\n", "o9jLL788bD+rqamJt956i3fffZd33nkHp9M54PubN28e8nP19fWsW7eOX/ziF7S2tga9/8OHD/Pv\n", "//7vQX9+rLrVcR9sx44drF+/PsxpxicpkqPYV77ylWH7WXv27OGZZ57hySef5JFHHmHfvn0Dvn+r\n", "qWXZ2dmsXr3aO5MhWLNmzSItLS2knzEW+Tulb8mSJcrMkR5rlJuWKG6voaGBgwcPcu7cOb71rW95\n", "X7darWzYsAGz2YxOp6O6uppvf/vb3u/v3LmTrq4udDodDoeD5cuXEx0dDYBOp6OnpweTyURbW5t3\n", "qSun08m2bduoqqpi48aNABQVFXH33XeH/OfYvXs3FouFqKgodDrdgMv16upqjh49SkxMDL29vcye\n", "PZuJEydy5coV/vCHP1BUVMRTTz1FY2Mjb731FmlpaTz77LNERd36f+nt27dTXV1NUlIS8fHxWK1W\n", "ZsyYwbRp03zuE/qW2tq5cyczZsygtrYWg8FAeno6CxYsAPqmvjU3N6PT6bxT4FavXn3bY1BbW0t5\n", "eTlmsxmtVktLSwt/+Zd/CcCHH3444LgnJSWxcOFCoO/vpbS0FK1Wi8fjUW5x6jFlGNaxFCPknXfe\n", "GbBdU1PjXVTU4/F4amtrvV+Xl5d7qqurvdudnZ2e9evXe7dbW1s9L730kudPf/qT55VXXvG43W6f\n", "+xpsz549nqamJr+znzhxwvPRRx95t5ubmz2vvvqqx+PxeLq7uz2vv/76gPevXbvWY7fbPR6Px9PY\n", "2OjZvXu393tr1qzxe7/f+c53PC6Xy7v99ttve6xW6233eT3zv/zLv3hsNtuA91VXV3sOHTrk3Xa7\n", "3Z7y8nK/8mzZssVTV1fn3e7/d+bx3Pq4b9q0ydPc3OzdPnTokGft2rV+7VMERs4kx5CCggJcLhc7\n", "duzwLlWVl5cHwOXLl5k/f773vWazecBnt2/fzve//32io6O5fPkyu3bt4rHHHgtb1jNnzrBkyRLv\n", "dmpqKjk5OQA0NjbS0dHhPYOCvpVa2traSE9PJz09nebmZqDvrDqQs6jp06ej1d7oMk2ePJn6+nq0\n", "Wq3PfV73yCOP3LSI7OnTp1m8eLF3W6PRDDjWvjzxxBNUVlZy8uRJnE4n6enp3r8zX7q6ugYsmzZz\n", "5kwuXLjg1z5FYKRIjiGffvop99xzD5MmTQL6nu1RV1dHXl4eOTk5nD59msmTJwN9/8gGu37pnZKS\n", "gtVqDWvWoqIijh49yrx58wBobm7m4sWLAOTk5JCRkcHKlSu97x9853zWrFl8/PHHXLx4keXLl/u9\n", "3+PHj+N2u72F8uzZsyxbtgydTnfbfXo8niH7fhMnTuTYsWMD+rL9j7Uvn3zyCffff793+8033/Qu\n", "rOtLbGwsLS0t3kJ55MiRAQvdiuEjqwCNQnv37qW9vZ1jx455z4xKSkrYvHnzgLMkgBUrVnhfu96T\n", "1Gq1OBwOVqxY4S2MtbW1VFRUEB0dTW9vL8uXLx+wBP+HH36IxWJBq9XidDqZP38+mZmZ3v5oTU0N\n", "GRkZxMXFUVJS4teS/bt27aKtrQ2j0Uhvby9NTU3MmzeP2bNnc/HiRSorK709xq6uLpYvXz5g0dTX\n", "XnuNzMxMli5d6vex+93vfofZbMZoNOJwOLjnnnuYOnUqgM99VlRUcPToUQDS09OZMGHCgOK2Z8+e\n", "AcdnypQpzJgx47Z5fvvb35KVlYXH48Htdg/oc0Jfsf3000+Jjo72PmpgxowZOJ1O1q1bh16vR6vV\n", "Yjabqays5Pnnnx+w7qQInRRJMa6sXbuWp59+eqRjiFFEhgCJcWP79u1UVVWxdevWkY4iRhE5kxRh\n", "UVtb6708HSw/Pz8sq2mPxD596erq4v333x+yV2g2m0d8xW7hHymSQgjhg1xuCyGED1IkhRDCBymS\n", "QgjhgxRJIYTw4f8C6l1X89/TDMMAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.347034\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8lfWd9//X2Zec7MlJCDEkJAEEAygISBHUIsYqiKi1\n", "1fpoZ+5fe0/1N22n085tvcfObTen85ve/mY6bW3n7nSxrQurBRFZqmhANhFEMGEJCUvIRvacc3K2\n", "6/4j5JBAOJwlJ/km+TwfDx6PXCdneecCPrmuz/W9vl+dpmkaQgghBqUf6QBCCKEyKZJCCBGGFEkh\n", "hAhDiqQQQoQhRVIIIcKQIimEEGEYE/nmu3fvpqGhAYCCggLmzJlDfX09O3bswGAwsGTJEiZMmJDI\n", "CEIIEZeEFsmFCxeGvt66dSsA+/bt4/HHHwdgw4YNrFy5MpERhBAiLgk/3a6pqeEnP/kJJSUlANjt\n", "9tD3zGZzoj9eCCHikvAiWVhYyFNPPcX+/fsB6H+Dj8lkSvTHCyFEXBJ6ut3HarWSnJwMQCAQCD2u\n", "0+mu+ZqtW7diMBgSnk0IMb6kpaUxZ86ciJ+f0CLZ0tJCRkYGcPkI0u12h7b7vh6MwWDglltuSWQ8\n", "IcQ4dPDgwaien9DT7V27drFmzRrWrFnDjBkzAJg/fz4vv/wyL7/8MvPnz0/kxydURUXFSEcIS/LF\n", "R+V8KmcD9fNFK6FHksuXL7/qsby8PD7/+c8n8mOFEGLI6FSdKm3Hjh1yui2EGHIHDx7k05/+dMTP\n", "lztuhBAiDCmSMVK97yL54qNyPpWzgfr5oiVFUgghwpCepBBiXJGepBBCDCEpkjFSve8i+eKjcj6V\n", "s4H6+aIlRVIIIcKQnqQQYlyRnqQQQgwhKZIxUr3vIvnio3I+lbOB+vmiJUVSCCHCkJ6kEGJckZ6k\n", "EEIMISmSMVK97yL54qNyPpWzgfr5oiVFUgghwpCepBBiXIm2JzksC4GNF+faPXR4AjgdJrKSZLlc\n", "IcYCOd2O0ZV9l5PNLr72+nG+sfE4P9hxmsaunhFK1kv1vpDki53K2UD9fNGSIjlE9p3toMvbu1zu\n", "sUYXZ9pGtkgKIYaGFMkYLVq0aMB2TvLl02u9DhzmkV0z/Mp8qpF8sVM5G6ifL1rSkxwit+Ql89UF\n", "E/m4vptlUzIozrSNdCQhxBCQI8kYXdl3SbebePAmJ88uLWJ+QSomw8juWtX7QpIvdipnA/XzRUuK\n", "pBBChCHjJIUQ44rcuy2EEENIimSMVO+7SL74qJxP5Wygfr5oSZEUQogwpCcphBhXpCcphBBDSIpk\n", "jFTvu0i++KicT+VsoH6+aEmRFEKIMKQnKYQYFt3eACebXfQEgkzOsI3YdIIyn6QQQjmaprHtxEV+\n", "/v55AD41KZW/u72AFKv6JUhOt2Oket9F8sVH5XwqZ4PB87l8ATZXXgxt76ptp83jH85YMZMiKYRI\n", "OKvRwM15yaHtgjQLDvPoKD/SkxRCDIvmbi8fXeii2xvg5rxk8tOsI5JDepJCCCVlJZm5qyRjpGNE\n", "bXQc7ypoNPaFVCL5YqdyNlA/X7QSeiR59OhRqqqqCAaDLFiwgPz8fDZu3Egg0LsWTHFxMWVlZYmM\n", "IIQQcUlokbx48SKrVq0CYPPmzeTn52O1Wrn77rsT+bHDQvV1PCRffFTOp3I2UD9ftBJaJBcvXnzV\n", "Y4FAgHXr1qFpGkVFRXJxRgihtGHpSW7bto158+YBUF5ezqpVq3jooYdoaGgI+7r+vY2Kigqltn/x\n", "i18olUfyjZ98fV+rkme05YtWwocA7dy5k0mTJlFYWHjV97Zv387SpUsHfZ3qQ4AqKiqUPq2QfPFR\n", "OZ/K2UD9fEpNlfbee++Rk5MzoEDW1taGvvZ4PIn8+IRS+R8BSL54qZxP5Wygfr5oJawn2djYyK5d\n", "u5g2bRqVlZV0dnbyxBNPUFtby759+wCYPXt2oj5eCCGGRMKKpNPp5Omnn77q8cEu5oxGqp9SSL74\n", "qJxP5Wygfr5oyWByIYQIQ+7dFkKMK0pduBFCiNFOimSMYh1zNVwkX3xUzqdyNlA/X7SkSAohRBjS\n", "kxRCjCvSkxRCiCEkRTJGqvddJF98VM6ncjZQP1+0pEgKIUQY0pMUQowrssaN4nr8Qeo6etDrID/V\n", "ikGvG+lIQogw5HQ7RrH0XXz+IFuPX+S/r6vkb9ZVsvdMO4k6kFe9LyT5YqdyNlA/X7SkSA6ji24f\n", "P3//HAABDV7cc56OUbJAuxDjlRTJGMUyy4lJryfVernDkZVkwmRIzF+B6rOwSL7YqZwN1M8XLelJ\n", "DqPMJBPfWzaZ3+yvw2Yy8MW5E7CbDSMdSwgRhhxJxijWvsuU7CR+UF7CPy4tYlK6bYhTXaZ6X0jy\n", "xU7lbKB+vmjJkeQIkCvaQoweMk7yCj3+AGfbe9ABBalWTEY52BZiLJFxknHwBYJsPd7CT3efQwf8\n", "/eICPl2SIUd+QoxjcpjUT6vbz6/2ngdAA/5zXx1tHt+gz1W97yL54qNyPpWzgfr5oiVFsh+zQUdO\n", "sjm0neswYU7QEB0hxOggPckrnG5x88rheow6PZ+d5UzoFWghxPCTnmScijJsfOfOopGOIYRQhJxL\n", "xkj1vovki4/K+VTOBurni5YUSSGECEN6kkKIcWVY1rjp6uqK5WVCCDHqhC2Sx44dG/TPn/70p+HK\n", "pyzV+y6SLz4q51M5G6ifL1phi+Tu3bvR6/WcPn2avXv34vV62bNnDxkZGcOVTwghRlTYnmRXVxcO\n", "h4NXXnmFz33uc6HHX331VR599NGEBpOepBAiEYa0J+lwOAAwm80DHr9yWwghxqqILty4XC6CwSAA\n", "gUCAzs7OhIYaDVTvu0i++KicT+VsoH6+aEV0x829997LH/7wB8xmMz09Pdx3332JziWEEEqQcZJC\n", "iHFlWMZJ1tfXx/IyIYQYdSIqkkePHh2wvXv37oSEGU1U77tIvvionE/lbKB+vmhFVCRPnDgxYNto\n", "lMmDhBDjQ0yn231Xuscz1dcWlnzxUTmfytlA/XzRCntIuGnTJtxuN5WVlfh8l5cxyMnJiejNjx49\n", "SlVVFcFgkAULFpCfn099fT07duzAYDCwZMkSJkyYEN9PcA1tbj/HGrpo7wkww2mnQCbPFULEIGyR\n", "vP/++wHYuHEjy5cvj/rNL168yKpVqwDYvHkz+fn57Nu3j8cffxyADRs2sHLlyqjfNxI7Tl7kl3vr\n", "AHAmmfjJ8inkOIZuEHxFRYXSvzElX3xUzqdyNlA/X7QiOt2+9957Y3rzxYsXX/WY3W4PfZ2oO3cC\n", "QY09ZzpC243dPto9/oR8lhBibIuoSMZ7oWbbtm3MmzcPgP7DMk0mU1zvey0GvY5lpZcn4ZiabSfT\n", "NrQXm1T/TSn54qNyPpWzgfr5ohVR5di8eTNlZWUEAgF2797NvHnzKCkpiegDdu7cSWlpKVlZWUDv\n", "bY19dLrw61n3P2zvG1YQ6Xa66zz/tDgXvcVGUYaNTz7cF9XrZVu2ZXvsbkcjojtuNmzYwIoVK/jz\n", "n//MypUree211/jsZz973Td/7733yM7OZtq0aaHH1q9fz4MPPoimaWzatOmavU7V77hRve8i+eKj\n", "cj6Vs4H6+RKyWqJer0ev12O1WgGwWCzXfU1jYyO7du1i2rRpVFZW0tnZyRNPPMH8+fN5+eWX0TSN\n", "pUuXRhxUCCFGQkRF0uv10tXVFSqSkdzu7XQ6efrpp696PC8vj89//vNRxlSPyr8pQfLFS+V8KmcD\n", "9fNFK6ILN3l5eWzYsIEFCxbw8ccfU11dnehcCVXd4mbv2XZqW90jHUUIobiIiuTChQv5whe+gNVq\n", "Zdq0aTz55JOJzpUwJ5pdfOPPx3n2rWr+buMJTrfEVihVvz9V8sVH5XwqZwP180Ur6tsSjUZj6LQb\n", "4NChQ0MaKNFqWz14/L23VXZ5A5xt94xwIiGEymK6d7u/mpqaIYgxfJyOy2Mz9TrIssc2VlP1vovk\n", "i4/K+VTOBurni9a4m85nanYSP/5MCSebXUzNtlOaZb/+i4QQ41bcR5KjjcWo5+a8ZB6ZmcPMCcmY\n", "DLHtAtX7LpIvPirnUzkbqJ8vWuOuSCq6WoUQQlHj5nTbH9Q4cLaDDUcbuTEnic9MzSI7jlmBVO+7\n", "SL74qJxP5Wygfr5ojZsiebrFzf/aXk1Qg4N1XaRbTayYkT3SsYQQiov7dHv27NlDkSPhXN4AwX5n\n", "2vVd3rjeT/W+i+SLj8r5VM4G6ueLVkRFcteuXVRWVgJw8uTJAaslFhYWJiTYUMtPs7JwUioAyRYD\n", "dxanj3AiIcRoENEsQC+//DLLli0jMzOTYDDI2rVreeSRRxIaLBGzALW5fTR2+XCY9eSlWq//AiHE\n", "mJOQWYCSkpLIzMwEemcEMhgMsaUbYWk2E2m2xEz0K4QYm2LqSer1427k0FVU77tIvvionE/lbKB+\n", "vmhFVO10Oh0tLS0AtLS0DJhdXAghxrKIepKBQIBt27aF5pQsLy+Pe92b60lET7Kzx8/JZjdBTaM4\n", "0yan3kKMQwnpSRoMBsrLy2MOpQKfP8j6j5v4w4e9V+YfmJ7FX9+ah800OvurQojhEdHp9okTJxKd\n", "I+E6vH42fdIc2n6j8iIdcSwzq3rfRfLFR+V8KmcD9fNFK6Iiefjw4QHbp0+fTkiYRLKbDJTlOkLb\n", "05127HIUKYS4jojXuOnv8OHDFBUVJSRQothMBr4yP4+5+ckENI1bJqaQbI29r6r6/amSLz4q51M5\n", "G6ifL1oRL9/w1ltvJTpLwuUkW7h3Whb335hNXsr1V3wUQoiIiuRLL71ER0cHq1evZvXq1Rw5ciTR\n", "uZSnet9F8sVH5XwqZwP180UrovPNe++9l7lz54a2N2/enLBAQgihkojGSY6ERIyTFEKIaMdJyv2F\n", "QggRRkRFsqOjgzVr1vC73/0Ov9/P+vXrE51Lear3XSRffFTOp3I2UD9ftCIqklu2bOGBBx4gNTU1\n", "4bcjCiGESiIqklarFZPp8n3Oo3WqtKGk+lgwyRcflfOpnA3UzxetiIrklYPJg8FgQsIIIYRqIiqS\n", "TqeTiooK/H4/e/bsoaCgING5lKd630XyxUflfCpnA/XzRSuiIrl48WIyMjKwWq3k5ubK0BwhxLgh\n", "4ySFEONKQuaTbG5u5s0338Rms+H1eikvLycjIyPmkEIIMVpEPATo8ccf5+GHH+bRRx9l69atic6l\n", "PNX7LpIvPirnUzkbqJ8vWhEVSbvdHlr8y2AwYLXKcqxCiPEhoiLp8XgGbLtcLgD27ds39IlGCdXH\n", "gkm++KicT+VsoH6+aEVUJIPBIL/+9a85ePAgv/nNb7BarRw7doxDhw4lOp8QQoyoiIqky+Xitttu\n", "w2q1Mn/+fKZNm4aiF8WHjep9F8kXH5XzqZwN1M8XrYiubj/22GM4HI6rHi8oKODcuXPk5+cP+rpg\n", "MIimaXIboxBi1Ip7nOSGDRtYuXLlVY9v2bKF6upqVq5cSV5eHgAbN24kEAgAUFxcTFlZ2TXfV8ZJ\n", "CiESISHjJGNRXl7OsWPHBjxmtVq5++67E/WRQggx5IZ10t1AIMC6detYu3YtBw8eHM6PHnKq910k\n", "X3xUzqdyNlA/X7SGdXLI8vLy0NdvvvnmdZ9fUVERGk7Qt+NV2e5bDE2VPJJvfOWT7fi2o5GwniTA\n", "sWPHSEtLC/Uk+9u+fTtLly695vtKT1IIkQhKr3FTW1sb+vrKAepCCKGiuIvktYb/bN++nYqKCrZv\n", "3867774L9BbJvrW7p06dGu9Hj6hr9V0aOnu40NFDIDiy40hV7wtJvtipnA3UzxetiHqS7733Hrff\n", "fvug3+u/Hnd/g51KL168OIpoidXQ6cXtC5CZZCLZMjSt2Q/Od/DcttP4AkG+c2chnypMw6DXDcl7\n", "CyFGRkQ9yeeee46bbrqJ22+/HafTORy5EtqTPHXRxTNbTtHq9nN3aQZfnpdHms10/ReG0e728bd/\n", "Pk59Z+9SF2aDjl8/fCM5yZahiCyEGCIJ6Uk++OCDrFixgmPHjvHaa69dNf5xtNlxspVWtx+AbSda\n", "ONMWf3/UoNdhN13enVajXo4ihRgDIiqSM2fOxGQycccdd3DPPffw+uuvJzpXQmXaLx816ugtaNG6\n", "su/isBj51uJJTM2yU5hu5bm7J5OVZI43asxU7wtJvtipnA3UzxetiJpxFRUVFBYWsnv3bhwOB1/7\n", "2tcSnSuhFhWmcqGjh6pmF4+UOSnKsA3J+5Zk2fmX+0oIahpJZlmfXIixIOKe5J133smnPvWpYZus\n", "ItHjJDVNwxsIYjHK5BtCjCcJuXf7wQcfZObMmTGHUpFOpxt3BbLF5UUDMu0j1wYQYrSJuCcpBlK9\n", "73Jlvo8udPLkhiqeXF/FobrOEUp12WjbfypRORuony9aERXJjo4O1qxZw+9+9zv8fj/r169PdC4x\n", "hFpdPp5/u5YWl59Wt5/n367hYrd3pGMJMSpEvFriAw88QGpqKkajXJAA9dfxuDKfaoORRtv+U4nK\n", "2UD9fNGKqEharVZMpsvDZmSm8dEl3W7i6TsnkWk3kWE38sydhWSO4PAkIUaTiIqk1zvw1CwYDCYk\n", "zGiiet/lynwzJyTzs5VT+fnKqczKSx6hVJeNtv2nEpWzgfr5ohXRubPT6aSiogK/38+ePXsoKChI\n", "dC6RABn2+G69FGI8ing+yWPHjlFdXc1NN91EYWFhgmPJfJJCiMRI2Bo306dPZ/r06UDvlGeTJk2K\n", "Pp3iWlw+qpq6CWowNds+orcVCiHUELZIrl27Fp2u97poXx9S0zROnDjBM888k/h0w6jHH+CPH9az\n", "8ZNmAO4uzeCp2/Kxmwe/SNV/aQkVSb74qJxP5Wygfr5ohb1w43A4WLVqFTk5ORQUFLBixQpuuOEG\n", "br311uHKN2w6ewK8U90a2t5Z3UqXNzCCiYQQKghbJO+55x4ALly4wLx58zCbzSxYsICurq5hCTec\n", "kswGFhSkhrYXFKTiuMZRJKg/FkzyxUflfCpnA/XzRSuinmTfKXefsTgEyGYy8KW5E1hQkEJQgxud\n", "Sdc81RZCjB8RjZMMBoM0N/f26pqbm/H5fAkNNVKyk8zcXpTOksnpOB3hL9r0jQULahoub4BgfItO\n", "DjnVx6pJvtipnA3UzxetiGcB2rJlC11dXSQlJfHwww8nOteo0O7xs+mTJnZWt7G4KI37b8wmzSa3\n", "bQoxlsS97va5c+euuWJiPEbDOMm9Z9p5dmt1aPv7yyYzv19fUwihnmFfd/vAgQPxvsWo1eMf2Jv1\n", "+Mder1aI8S7uIjleVVRUMCXbzk05dgBmOO1MybKPcKrLVO8LSb7YqZwN1M8XLWmgxSE32cKzSyfT\n", "6QmQYjXEvSytEEI9UiRj1DcWLN1mIl3B4qj6WDXJFzuVs4H6+aIlp9tjiMsboM3tI85rcUKIfqRI\n", "XkN9h4cj9Z0cb+rGN8gFGdX6LrWtHp7deoq/ff04u2ra2X/gg5GOFJZq++9KKudTORuony9acZ9u\n", "J2L4z0g72+bh9x9cYP+5DmZNSObBm7KYnZcy6HM7PD6ONbho9/iZ5rQzKd3GRZeP0y1uLAYdJZl2\n", "bAm+c0fTNP744QWO1HcD8IO/nOZHS3IS+plCjBdxF8m5c+cORQ6lnGx2sfN0GwDvn2nn5omOq4pk\n", "X9/lneo2/mP3OQCcSSaev7eY339QH3r9334qn/unZV11a+dQ0gC37/LRblCDtPSMhH3eUFC9b6Vy\n", "PpWzgfr5oiWn24PQ6wcWNIvh2rtpT2176OvGbh8tLn+oQAJsPNaMy5fY2YT0Oh1fnDOBTLsJvQ6e\n", "ui2fvFRLQj9TiPEibJF855136Orq4oUXXmDdunUD/rz66qscPHhwuHIOq5tykri7NAObSc/iojTK\n", "ch1XPaev7/Lp0stHbEUZVgKaxt0l6aHHZk1wYDUmfqKMkiw7//HAFH77yHQ+MzWTA3veT/hnxkP1\n", "vpXK+VTOBurni1ZEp9tFRUWsXLnyqsfXrFmj/K2DschMMvP/3pbPl+ZMIMlsCDsb0MJJqfzgnsmc\n", "aHLhD2o8s+UU//OuQooz7SRZDNySl4xBPzwLusoKiEIMvbBF8o477gj/4jG8BrfNbLjmBZegppE1\n", "5Wa2VDWTl2IhqMHvDtaHvt/Q5eXhspG9cKJ6X0jyxU7lbKB+vmhFVOXS09MHfTwtLW1IwwwHly+A\n", "xxck2WKgrsPL6RY3aTYjU7Pt2EyRnRafbHbxzU0n8Ad7xyO+cH8peSlm6jq8WI36QU/PhRCjU0QX\n", "bpYsWTLo49c70lRF4FIxq+vo4fm/1PDV9ZXsP9fB02+e5Edv1/APm09y4FxHxO/X2O0LFUiAcx09\n", "/Ki8hB/fW8y/rZjC1OykIf8ZoqV6X0jyxU7lbKB+vmiN3fNlwB/U2H+2g/UfNzI7LxmDDvae7S2G\n", "1RfdXHRdnjx4d007BWlWJqXbrvu+eclm7CY9Ll8Qo17HpDQreSkW8lLkirIQY03YIun3+9m5cyd2\n", "u50FCxawbds2XC4Xy5Ytw25XZ8abaznd4ua57dUENaht81A+JTP0PX9QI8NupMXlB2BSho3vvHmS\n", "5+8tuW6hnJxp53/fX8qFTi/ZSSZKFJr9p4/qfSHJFzuVs4H6+aIV9nR73bp1zJo1i6ysLH784x8z\n", "Y8YMysvL2bhxY0RvHgwGCQRGbsXB3mUVer9udfspybIxNcuOQQfo4If3FPPkbRP5m/kT2X+2nWaX\n", "nxZXZEtTTM6086nCNKZkJ6G/xkDxoKaFTvWFEKNT2CJpsVjIysqitLSUiRMnMnHiRKxWK1ar9bpv\n", "vGXLFl588UUaGhpCj9XX1/PHP/6RV155hQsXLsSf/jpuSLOyqLB3pvBki4HcZAs/LC/mt5+dzudm\n", "5lCcaacgzcqv9p3nSH03WXbTdde26XO9vsuZNg8/2FHDM1tOUtXYHffPEi3V+0KSL3YqZwP180Ur\n", "7Om22+1G0zTcbjcnT56kp6cHi8VCT0/Pdd+4vLycY8eODXhs3759PP744wBs2LBh0LGXQynDbuLr\n", "nyrgsdle7GZDqGeYYr38Y5flOnjh/lJaPX7yU61MTB38F4CmaRHfWujxBfjZ7rN8WNe79O4/bq3m\n", "5yunkh1hARZCqCNskbzrrrt47bXXMBgMfP3rX2ft2rUALFy4MKYP69/HNJsTWzC6vQGau3uH5ITr\n", "GZoMem7MufaQnXa3j7+camXf2Q6WlmawcFIqNpMhbN/FF9Ro6r582t7h8eMb5tNu1ftCki92KmcD\n", "9fNFK2yRdDqdPProo6Htxx57LK4P6z/PocmUuIlqu3r8/OlQA2uONJJsMfCj8hKmZl+7UDZ09nD4\n", "Qhf+oMbsvOQBV6mPNnTziz3nAfjgfCc/ua+EsgnJYT8/2WLkK/Mn8r3tp/EHNZ68bSJZdvUm5hVC\n", "XN+wDgHqfxEnklPXioqK0G+lvj5HJNvn23tYc6QRgM6eAGuPNHBvehvd3d1XPX/u/Nv4zYEL/OVU\n", "KwAzc5P47tLJfHRgDzqdjvbMqQMydXl7f4Zf/OIXlJWVXTOPvuE4P1w8gbSMTCakmNm3Z3fE+Ydi\n", "+3r5Rnpb8sW+3b/np0Ke0ZYvWhEtKatpGqdOncLr9QKwf/9+vvjFL173zY8dO0ZaWhp5eXkArF+/\n", "ngcffBBN09i0aRPLly+/5mvjWVL2dIubJ9dXErj0kz10Uzb/fcHg8162uHw8ub6SFnfvUCC9Dn77\n", "2enkJvceTda2unnmzVM0uXyUZtp4dmkRucmWAQVcRZIvPirnUzkbqJ8v2iVlIyqS69ato6ioCJut\n", "d/zg/v37eeKJJ8K+Zvv27VRXV2O1WiksLGTx4sXU1dWxc+dONE1j6dKlOJ3Oa74+niIZCGrsP9fB\n", "SwcvUJBq5Ylbcsm7xgUZXyDIK4cbeOnSvdefmZrJV+ZPHDCpRUNnD20eP5k2E1ly8UWIUS0hRXLj\n", "xo1hj/oSIZ4i2afHF8Bo0F93Fp5Oj58TF10EgxrFWfaYFvbq9gb46EIXZ9s8zJzgYGq2PaET7Qoh\n", "YhNtkYzo3u3Ozs4B242NjdGlGiEWkyGiacqSrUZumZjC3BtSMeh6T9cbu3pbC03dXipOt7Grpo3m\n", "bm/oNVeOBfuwrpN/2lbN/9lfx7ffOEF1i2dof5goxTJWbTgHvqs+lk7lfCpnA/XzRSuiCzenT5/m\n", "xRdfJDOz97a+yspKnn322YQGGwmtLh8v7jnH29VtZNiMfP+eYtZ/3Ei6zYTNpMfjC7JwUgp6vQ5r\n", "TiG1rW7yU60Y9DpONbtC79MT0Ghz+4DBb29sd/v4qL6L8+09zMlPpjRr5CfEONrQxR8+uECWw8zn\n", "ZuVcc7yoEONNREVy2bJl3HrrraHtd955J1F5RlRNq5u3q3uXXmhx+9lZ3Up+qoV3qtuoafVgMujI\n", "SiqmttXNf7zfhEHXxHeXFrGgIJVb8lN49aNG/EGNXIeZ3ORr9y7fP9PO/37vLACvHG7g31dMpSB9\n", "aItSNI3zug4P/3PLKVyX1snxBTT+4Y5J17zdciio3NgHtfOpnA3UzxetiIpk/wIJo2eKtGgFNdDR\n", "u7AWQJrViM1koKa199TZF9DYe7aDXTW9hTSgwS/31jEj18F0ZxL/tmIKrW4fE1MsYY/EjjZcvk3R\n", "5QvS7vEn6keKiNevhQok9E4pFwhq6A3SUxUipoXA6uvrr/+kUSioafzV3AlMy7azrDSDgjQrxZk2\n", "TP2KRVG6lf6dO2eSCaOu98JNUbqVeTekXvdU9Y7J6fS1SidnWHE6TNR19HC+3TNkfcFo+kJOh5nH\n", "b+6dSd1k0PGluRMwhVn8bCio3rdSOZ/K2UD9fNGKaTD5nj17En7f9UjITbZwstnNXcXpmAw6chwm\n", "CtJt/Mu9JeyubWdyhpW5+SlMSrfxm/3ncViMPHZzLus+bmL7yRYWFKTySFkOmUnhr47Pykvm31ZM\n", "ocMTID/VwulWD9/ffpqApvGdOwtZVJg2bOviANjNBh4uy2FRYRpmg558WWlRiJCwRbKpqYn09HRa\n", "W1sHPN7dPfyz2gwHm0nPgXMdfNzQjV4HPyovYVKGjhm5Dmb0W5Ih1WbiB+Ul6HW9tyr+/tIYy3Uf\n", "N3FTjoMtBGKGAAAY3ElEQVRFReGXtTDqdaHZy1tcPv7/ijP4ghrFmTYO1XVyo9OO0xFfoYq2L5Rk\n", "NlCcOXzzYqret1I5n8rZQP180QpbJFevXs0jjzzCSy+9NGDMYv/pz8aSxi4vs/KSubUglbp2D9tP\n", "XuTmib33aQeCGtUtblze3qO/vpUJvYHggPfo8Qevet9wjAYdyWYjZbkOHGYD+891oNfp+PzsHLJk\n", "9UMhRlzYxtOTTz5JdnY2JSUl3HHHHaE/kydPHq58w6bF5ePfd53lDx/W81/760CnY25+Suj7H5zv\n", "4G9fr+Lbm0/yQsUZPvzkBAClmXYWFPTOWTnDaWd6TnTDeVIsRv7HHZOYkZPEG5UXaezysfGTZj6J\n", "cw5K1ftCki92KmcD9fNFK6KeZHl5+YDtkpKShIRJpNpWN+0eP7kOM87kq09lu3oCVLd4sBr12Ex6\n", "Khu7+cLNuaHvbzzWHJrlfN/ZTu4vygYg22Hm24sL6Ojx4zAbSO13t04gqEXUWyzJstPQ5R3wmC8g\n", "M5qLgVyXJlfR6xN7UU0MFFGRvHLuxylTpiQkTKJUNXXzD5tP4vYFKc6w8U93F4UmsOiTajPy7KcL\n", "0TRodfvITjJj6vdv8UZnUmgRMYfZwA05WaHvJVuNJFsH7sqPLnTyxw/ryUux8MhMJ3kp4a94T822\n", "s6gwlYqadmZOcER9RHol1ftCki86nzR28++7zqIHvr5o1kjHCUu1fRevmK5ub9myhRUrVgx1loQ5\n", "cK4T96VxgKda3Jxr77mqSLa4fPxq73kaunzMzU/mhlQrmXYT6fbeXxALC1OwmfTUd3qZMzGZ/ec6\n", "CGhQkHZ18Tvb5uEf36rG4w+GZif/+qKCsBmzksz83e0F/D/zAiSZDaRaY/qrEWNQi8vHD3acDk3k\n", "/KO3a/m3FaWkWmWO0uEQ03F7MBjdxYmRNrHfkBa9DlIthques/dMOw1dvf8ID5zrJNliCJ3ynmx2\n", "8e03TrH3TDt6PXx3WzU/f/88/2tbNS0u71Xv5Q0E8fS7gHP+0uDs60m2GMlLsQxJgVS9LyT5IhfQ\n", "Bg72d/sCBBT+L6jSvhsKYf83/uQnP6Gg4OojoMrKylE1TvLmCQ6+tbiAysZubi9KZ/IVQ11qWtxc\n", "eXNJus1E3qXiuru2jZUzskm3GTnV4g71Js+199DtDZJxxciZHIeZh8uyWXOkCatRzxduzh3WcY9i\n", "bMm0m/jW4gJ++JcadDp48tbef4tieISdKu1ai3UNxyJeQzFVWjgnm11s/KSZDLuRGTlJnG3r4XSL\n", "m5MX3dw7NZN5N6SQc+mU/L3TbfzLOzX0BDQ+XZyON6DxXk0bny5J56nb8nFYrv4H29Xjp6HLi9mg\n", "54ZBTsmFiEZQ02jo7D1ryU02yzR8cYh2qrSwv45uu+22QR9PSws/WFp1jV1ennnrFG1uP5PSrFx0\n", "+dhS1cLkDBsTks1MybKHCqQ/EGTr8Wa8l069d5xq5fnyYu67MZOidNugBRLAYTFe83tCREuv0zEh\n", "Re6EGglhe5I5OTmDPj7aJ7jw+IK0XVquwWrSh76ubnGzq7Z9wL3Zx5tdzM5L4UtzJ7BiehYWg45s\n", "hxnX6Y9Ij3FxL03TONPm4dRFF25v4PoviIHqfSHJFzuVs4H6+aI1LgdcZdiNfGPRDUzJslPT4mbF\n", "9GySL13MeXSmM3TvcofHz3/uq+OXe8/zmwMX6OoJ8MPy4kGvaEfjg/OdfHV9JV9dX8W6o424fYkp\n", "lEKI+EW0fMNISFRPsrPHz+bKi2ypusgtEx2UT8mkMMNGi8tHu8dPc7cPq0lPIKiRbjfxtQ1V6HQ6\n", "AppGpt3Ej8qLmZQ++GS6kejxBfjmGyc40ewGIC/FzDcWFdDq9pGXYqE0y57QeRyFGO+GtCc5Vrh9\n", "AdrdfqwmPdUtbn69vw7oHZpTlptMaXYSAQ1+9HYNdR1e9Dr4mwUT+eXe83xv2WSONnRjMupxJpkG\n", "rMkdC4NBT67DEiqSq2Y4efrNkwS13mnKXri/lCnZIz9T+WjjD2qcaHbR1OUlP9Vy1QgGIWI15k+3\n", "O3v8/OFgPV9afYz/sflk6NauPn0TUjR0eqnr6L16GNTgRLMbb6C3d/jHQw389sAFPmm8vERDrH0X\n", "o17HX986gbtLM7glz4HRoAsNKfIFNOo7rx53GQvV+0JDna+qsZu/23icH/ylhm9uOsHpFndc76fy\n", "/lM5G6ifL1pjtkh6A0FaXT6qW9x0eQOU5TpYVeaksdvHPywpINliYEqmjZsn9k6Blmk3MqHfkgs3\n", "pFrQNI2OnstF9YPzl+/cicfEVCvfXjKJH5aXUJRhC43RNBvkCmasTl68PH7V5QtS39kzsoHEmDHm\n", "epIdHh9vHW/BqNfxl5MtVDW7me60c8+UTF453EBeioWmbh9fmZeHxx+kscuLxdjbg+zoCXCj0x66\n", "uyHbbuLPnzTzl1O982n+t1vzeLjMOaQDwwNBjePNLho6e0I9SRkDF72PLnTyrTdOAmAx6Hhh+RRK\n", "suSUW1xt3PYkL7p8nGhy4fYHqGn1kJdioepS36/V7acnEOS2SalUNrlYVJjKRZePFyrO8oWbczh1\n", "0c2OS4Uw12Hm64tu4Gybh5cO1vPoTCdLJqdhNRkozbRFVSCDmsaR+i62H2+h9NIEFhn2gZOFGPQ6\n", "bnQmcaNT+pDxuDE7iZ/cX0pDpze07IYQQ2FMnG67vQF+d6CO726r5vm3awlqGln2y/W/udtHssXI\n", "uo+bONbQzZ8ONYTWcGno8nKqX/+qvsvLJ43dvLj3PMtvzOJf3z1DjsPCzXnJAwaHR9J3Od3i5pk3\n", "T/HWiRb+Y/c59pzpGMKfOjzV+0JDnc9k1FOW62BpaQZTsuM/Gld5/6mcDdTPF60xUSQ7vYHQKTHA\n", "vrMdeAMaD5VlMznDxhduzsV3xYwADV29PSuDTs9dJRmhx28vSqWh00tQ67367XSYsBhj+w/X1RPA\n", "129ii9pLqy4KIUaPMdGT7Orx86/vnmF3bTsAdxan8/lZOaRaDFhMBmwmPfvPdvCz989xodPLlKze\n", "wtnpDTAxxcLZdg82owG3P0imzcjP3j/H+Q4v37y9gBvSLMzIcVwnweCaur38+O0aPqrvxmrU88/3\n", "FjM9xvcSQgyNcdmTdFiMfPW2fJYUpaHX6Ziek0S2wxyaGTwQ1Hj1owZum5SKw2zA4w9iNOiwGvWX\n", "VkW08P0dp+nsCZBiMfD0nYUkW/Rk2cw4BplWLVLZSWaevrOQhk4vDoshrkHoQoiRMSZOt6F3erI7\n", "SzJYUpyOBvzX/jq+8+ZJ3r90L/a8G1JY93ETvz/YO1v4P75Vzfd31PDtN05yts1D56WhPh09ATo8\n", "fuo6vDy/s5af7j5H9UXXVZ8Xad+l2xvgVIub060eWly+IfyJw1O9LyT5YqdyNlA/X7TGxJHklXbV\n", "tPHK4d4VHT+q7+KnD0zl0yUZZNpNdPYE6PEHB4ypu3JuPofFwPe2n8ZmMlCWk8TpVjcTUy1YjNEd\n", "VTZ1efnu1mouXBog/sQtuTxxy4T4f0AhxLAZk0Wy8dKiWjNyklg4KZXz7R5SrQ4WTkpl7ZGmAevR\n", "mAw6PP4gf7NgIrWtHuZMTMZi1GHQ63jillx+vb8Oty9Iyzw/y2/MwmrqLZSRrOPR2eMPFUiA/Wc7\n", "+NysnNCV9URSfZ0RyRc7lbOB+vmiNSaL5F0lGew/18Gcicn8577e+7RnTXDw5Xl5vPRhPYXpVr66\n", "YCIef5Cp2Xb+v51naPf4SbcZCQSDPHHLBL5wcy5/OdkausPmP/fVcWt+CoUZkfcV0+0mbs5zhNa5\n", "+cy0zGEpkEKIoTPm/se2e/y4vAG+c0ch+89dHpd4+EIX9Z1e7CY9Na0efrHnPNUX3eQ6zBh0vRMk\n", "NHX7mHdDKm5/EIsB0vqdhlsMOkz91niIpO+SbjPx94sn8f1lk/nX+0pZMjl9aH/YMFTvC0m+2Kmc\n", "DdTPF60xdSTp8QV45XA9a480cUOqhU8VpoYmpXA6TFS3uHn6zkI2fNxIZpKZz8/OIS/Vyo/uLeZ0\n", "i4dUq5Gp2XbOt/fws/fr+MbtNxAIarS4fTwwPZtY7kZ0Osw4HebrP1EIoaQxMU6yT0NXD3/92if4\n", "ghrpNiNP3JKLDh0XOntIt5n4rwN1PLe0iEnpNs62ezDpdRgNenRAfqoldEeN2xdg0yfNBIIaB893\n", "YjMZOFLfxUNl2Tx+s1x4EWI0G5fjJPvYjQamOe0cqe8ODel5+1QL8wpS+eB8B1+Zl8cNaVbWHGkg\n", "3WbCbNTzq73nCWrw2OwcHp2Vg81kwGYysHx6Fsfqu/mvAxdC7z8UMwAJIUaXMdWTTLYa+ebtBTx5\n", "20S+umAis/McPDwzB7MevjJvIiumZxPQICvJTHWLhzcqm0NDgf50qIGL/cYxWo0GSrPtPDrLiV7X\n", "O3XastLM0PdV77tIvvionE/lbKB+vmiNqSNJ6J2rcWLq5TVo8lNtQGpoO8ViwKjX0e7xk+uwcLat\n", "9x7uDJsRq3Hg74xki5HHZufymalZWE160m2xLfwlhBi9xlRPMlI1LW7+9d0zLChIoanLiy8ID5Vl\n", "UyxT/gsx5infk9y4cSOBQG+/sLi4mLKysuGOQGGGje/dPZlWj48Mm5F0u5nmbi91HR6y7GbMxjHV\n", "hRBCxGHYq4HVamXlypWsXLlyRApkn4wkE8WZdtLtZo43uXhqQxV/vfoT3qhqpsd//SVeVe+7SL74\n", "qJxP5Wygfr5oDfuRZCAQYN26dWiaRlFRUcJOqSMV1DR+98EFWt1+AH7x/nlm5TpktT0hBDACR5Ll\n", "5eWsWrWKhx56iIaGhrDP7f8bqaKiIiHbOiDJfHk3GHS9Sypc7/XDlS/Wbck3dvMtWrRIqTyjLV+0\n", "RvTCzfbt21m6dOmg30vkhZsr1ba6+dnuczR2e/nyvIksKEgd0sW+hBDqiPbCzbAfSdbW1oa+9njU\n", "WM5gUrqN7y2bzL+vmMrCSZEVyFh/Kw0XyRcflfOpnA3UzxetYe9J1tbWsm/fPgBmz5493B9/TVaT\n", "AasMgxRCXGFcjpMUQoxfyp9uCyHEaCJFMkaq910kX3xUzqdyNlA/X7SkSAohRBjSkxRCjCvSkxRC\n", "iCEkRTJGqvddJF98VM6ncjZQP1+0pEgKIUQY0pMUQowr0pMUQoghJEUyRqr3XSRffFTOp3I2UD9f\n", "tKRICiFEGNKTFEKMK9KTFEKIISRFMkaq910kX3xUzqdyNlA/X7SkSAohRBjSkxRCjCvSkxRCiCEk\n", "RTJGqvddJF98VM6ncjZQP1+0pEgKIUQY0pMUQowr0pMUQoghJEUyRqr3XSRffFTOp3I2UD9ftKRI\n", "CiFEGNKTFEKMK9KTFEKIISRFMkaq910kX3xUzqdyNlA/X7SkSAohRBjSkxRCjCvSkxRCiCEkRTJG\n", "qvddJF98VM6ncjZQP1+0pEgKIUQY0pMUQowr0pMUQoghJEUyRqr3XSRffFTOp3I2UD9ftKRICiFE\n", "GNKTFEKMK9KTFEKIISRFMkaq910kX3xUzqdyNlA/X7SMw/2B9fX17NixA4PBwJIlS5gwYcJwRxBC\n", "iIgNe0/yz3/+MytWrABgw4YNrFy5ctDnSU9SCJEIyvck7XZ76Guz2TzcHy+EEFEZ9iLZ/8DVZDIN\n", "98cPGdX7LpIvPirnUzkbqJ8vWsN+ur1lyxbKy8sB2L59O0uXLh30eR988AFtbW3DGU0IMQ6kpaUx\n", "Z86ciJ8/7Bdu3G430HtE2ff1YKL5IYQQIlGG/Uiyrq6OnTt3omkaS5cuxel0DufHCyFEVJS940YI\n", "IVQgg8mFECIMKZJCCBGGFMkxIhgMEggERjrGNameT4hrGfar29ej+m2LGzduDP1nLy4upqysbIQT\n", "9Q6rqq6uZuXKleTl5QFq7cfB8qm2H48ePUpVVRXBYJAFCxaQn5+vzD4cLJtK+2/37t00NDQAUFBQ\n", "wJw5c5TZd9fKF9X+0xTz+uuvh75ev379CCYZ3NatW0c6wqCOHj2qnT9/PrSt2n68Mp9q+3Hnzp2h\n", "r9944w1N09TZh4NlU23/9Xnrrbc0TVNn312pL180+0+5I0nVb1sMBAKsW7cOTdMoKipS9v5y2Y/R\n", "Wbx48VWPqbIPB8um2v6rqalh7dq1PPjgg4A6+67Plfmi2X/KFUlN8dsW++4WAnjzzTdHMEl4sh9j\n", "s23bNubNmweotw/7Z1Nt/xUWFvLUU0/x+uuvM3nyZOX23ZX5otl/yl246d/c1+l0I5jk+lT4y78W\n", "2Y/R27lzJ6WlpWRlZQFq7cMrs/Wnyv6zWq0kJycDau27Pv3z9Xe9/adckYz0tsWRUltbG/ra4/GM\n", "YJLwZD9G57333iMnJ4fCwsLQY6rsw8GyqbT/WlpaQl/3HUGqsu9g8HzR7D/lTrfnz5/Pyy+/HLpt\n", "UTW1tbXs27cPgNmzZ49wml7bt2+nuroaq9VKYWEhixcvVmo/DpZPpf3Y2NjIrl27mDZtGpWVlXR2\n", "dvLEE08osQ+vlU2l/bdr1y56enoAmDt3LqDW/+PB8kWz/+S2RCGECEO5020hhFCJFEkhhAhDiqQQ\n", "QoQhRVIIIcKQIimEEGFIkRRCiDCkSIohEQgECAaDIx1DiCEnRXIUe+6554bsvRobG3nllVd4/fXX\n", "ee211/D7/QO+v2nTpkFfV1dXx5o1a3jhhRe4ePFizJ//wQcf8Mtf/jLm149V19rvV3rrrbdYu3Zt\n", "gtOMT1IkR7Evf/nLQ/Zeb7/9No8++igPPPAAd911Fzt37hzw/WvdWpaXl8fDDz8cupMhVnPmzCE7\n", "Ozuu9xiLIr2l75577lHmHumxRrnbEsX11dfXs2fPHk6dOsXf//3fhx53uVysW7cOh8OBwWCgqqqK\n", "b33rW6Hvb926la6uLgwGAz6fj+XLl2OxWAAwGAy43W7sdjutra2hqa78fj9vvvkmlZWVbNiwAYDS\n", "0lJmzJgR98+xfft2WlpaMBqNGAyGAafrVVVVHDp0CJvNhsfjYe7cuUyePJkLFy7w29/+ltLSUlat\n", "WkVDQwOvvPIK2dnZfO5zn8NovPY/6S1btlBVVUV6ejopKSm4XC5mzpzJTTfdFPYzoXeqra1btzJz\n", "5kxqamowm804nU4WLVoE9N761tTUhMFgCN0C9/DDD193H9TU1LBr1y4cDgd6vZ7m5mb+6q/+CoB3\n", "3313wH5PT09nyZIlQO/fy/r169Hr9Wiaptzk1GPKEMxjKUbIa6+9NmC7uro6NKmopmlaTU1N6Otd\n", "u3ZpVVVVoe3Ozk5t7dq1oe2LFy9q3/3ud7Xf//732vPPP68Fg8Gwn3Wlt99+W2tsbIw4+9GjR7X3\n", "338/tN3U1KT98z//s6Zpmtbd3a299NJLA56/evVqzev1apqmaQ0NDdr27dtD33v55Zcj/txvf/vb\n", "WiAQCG2/+uqrmsvluu5n9mX+6U9/qvX09Ax4XlVVlbZ3797QdjAY1Hbt2hVRnjfeeEOrra0Nbff/\n", "O9O0a+/3jRs3ak1NTaHtvXv3aqtXr47oM0V05EhyDCkqKiIQCPDWW2+FpqqaNGkSAOfPn2fhwoWh\n", "5zocjgGv3bJlC8888wwWi4Xz58+zbds2li1blrCsJ06c4J577gltZ2VlkZ+fD0BDQwMdHR2hIyjo\n", "namltbUVp9OJ0+mkqakJ6D2qjuYoqqysDL3+cpdpypQp1NXVodfrw35mn7vuuuuqSWSPHz/O3Xff\n", "HdrW6XQD9nU4n/nMZ9i/fz/Hjh3D7/fjdDpDf2fhdHV1DZg2bfbs2Zw5cyaizxTRkSI5hhw+fJhZ\n", "s2ZRUlIC9K7tUVtby6RJk8jPz+f48eNMmTIF6P1PdqW+U+/MzExcLldCs5aWlnLo0CEWLFgAQFNT\n", "E2fPngUgPz+fnJwcVq5cGXr+lVfO58yZw4EDBzh79izLly+P+HM//vhjgsFgqFCePHmS+++/H4PB\n", "cN3P1DRt0L7f5MmTOXLkyIC+bP99Hc6HH37IrbfeGtr+05/+FJpYN5ykpCSam5tDhfLgwYMDJroV\n", "Q0dmARqF3nnnHdra2jhy5EjoyKi8vJxNmzYNOEoCWLFiReixvp6kXq/H5/OxYsWKUGGsqalh3759\n", "WCwWPB4Py5cvHzAF/7vvvktLSwt6vR6/38/ChQvJzc0N9Uerq6vJyckhOTmZ8vLyiKbs37ZtG62t\n", "rVitVjweD42NjSxYsIC5c+dy9uxZ9u/fH+oxdnV1sXz58gGTpv76178mNzeX++67L+J996tf/QqH\n", "w4HVasXn8zFr1iymTZsGEPYz9+3bx6FDhwBwOp1MnDhxQHF7++23B+yfqVOnMnPmzOvmefHFF5kw\n", "YQKaphEMBgf0OaG32B4+fBiLxRJaamDmzJn4/X7WrFmDyWRCr9fjcDjYv38/jz322IB5J0X8pEiK\n", "cWX16tU88sgjIx1DjCIyBEiMG1u2bKGyspLNmzePdBQxisiRpEiImpqa0OnplQoLCxMym/ZIfGY4\n", "XV1d7NixY9BeocPhGPEZu0VkpEgKIUQYcrothBBhSJEUQogwpEgKIUQYUiSFECKM/ws3Ygj5DZf1\n", "4wAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.309237\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VPd97//X7CNptKIFLaAFBJjdFgaMiagdMNgxNmBT\n", "x3bdOE1y21v3Jr1N2jj53SZxblL7kTb1vb+0afbNsXHMbjA7xmCBQezGYIlFSICE9nU0M9Js94+B\n", "QQJpmEUjfSV9no9HHg+d0cyctw/hw/d8zvd8j8br9XoRQgjRJ+1QBxBCCJVJkRRCiACkSAohRABS\n", "JIUQIgApkkIIEYAUSSGECEAfzS8/dOgQdXV1AIwfP56ioiK2bNmC2+0GYMKECcyYMSOaEYQQIiJR\n", "LZILFizw/7xr1y4AzGYzS5YsieZuhRBiwES1SAJUVlayfv16Vq5cCYDb7WbDhg14vV7y8/O57777\n", "oh1BCCHCphmMO24cDgebN2/mmWee6fX69u3befTRR6O9eyGECFvUR5LgO8WOj4+/43WDwdDvZ3bt\n", "2oVOp4tmLCHEKJSUlERRUVHQ749qkWxubiYlJQWAmwPWqqoqcnNzAd8Isz86nU5OxYUQA+7EiRMh\n", "vT+qU4AOHjzIunXrWLduHdOmTQN8RXLt2rWsXbuWyZMnR3P3UVVSUjLUEQKSfJFROZ/K2UD9fKGK\n", "6khy+fLld7xWXFwczV0KIcSAGpQLN+HYu3evnG4LIQbciRMn+OxnPxv0++WOGyGECECKZJhU77tI\n", "vsionE/lbKB+vlBJkRRCiACkJymEGFWkJymEEANIimSYVO+7SL7IqJxP5Wygfr5QSZEUQogApCcp\n", "hBhVpCcphBADSIpkmFTvu0i+yKicT+VsoH6+UEmRFEKIAKQnKYQYVaQnKYQQA0iKZJhU77tIvsio\n", "nE/lbKB+vlBJkRRCiACkJymEGFWkJymEEANIimSYVO+7SL7IqJxP5Wygfr5QSZEUQogApCcphBhV\n", "pCcphBADSIpkmFTvu0i+yKicT+VsoH6+UEmRFEKIAKQnKYQYVaQnKYQQA0iKZJhU77tIvsionE/l\n", "bKB+vlBJkRRCiACkJymEGFWkJymEEANIimSYVO+7SL7IqJxP5Wygfr5QSZEUQogAotqTPHToEHV1\n", "dQCMHz+eoqIiamtr2bt3LzqdjkWLFpGZmdnnZ6UnKYSIhlB7kvooZmHBggX+n3ft2gVAaWkpzz//\n", "PACbNm1ixYoV0YwQlktNNk5Ud5BhMTIz00JSjGGoIwkhhkjUT7crKyv58Y9/zMSJEwGIjY31/85o\n", "NEZ79yGrbnPwT9su8svSGn7wfiUHLrf2+T7V+y6SLzIq51M5G6ifL1RRL5J5eXm89NJLHD16FICe\n", "Z/cGg3ojtDaHm44ut3/7dI11CNMIIYbaoFy4MZvNxMfHA+B23ypAGo0m4Od6/otUUlIyKNtpFgOT\n", "U32jXQ2wuDClz/cPVb5gtyXfyM23cOFCpfIMt3yhiuqFm+bmZlJSfEXmvffe43Of+xwbN25k5cqV\n", "eL1etm7dyvLly/v87FBeuKnt6OJqqwOLSc/ElBgMepkEIMRIodRk8oMHD7Ju3TrWrVvHtGnTAJg3\n", "bx5r1qxhzZo1zJs3L5q7D9vYeBP3j0vknvS4fgtkuP8qDRbJFxmV86mcDdTPF6qoXt3ua5SYlZXF\n", "s88+G83dCiHEgJF7t4UQo4pSp9uib+0OF9Yu11DHEEIEQYpkmMLtu5yu6eCr757n61svcKHRNsCp\n", "blG9LyT5wqdyNlA/X6ikSA6iems339tzmZr2Li63OPj3A1dkRCmE4qRIhmnhwoUhf8br9eJ0e/zb\n", "DpcHT5Q6wuHkG0ySL3wqZwP184VKiuQgSrMY+dZDeRh1GixGHf/zM+NJMEd1goEQIkJSJMMUTt9F\n", "q9HwQG4iv376Hn6+agozMy1RSOajel9I8oVP5Wygfr5QyTBmkGk1GjLiTUMdQwgRJJknKYQYVWSe\n", "pBBCDCApkmFSve8i+SKjcj6Vs4H6+UIlRVIIIQKQnqQQYlSRnqQQQgwgKZJhUr3vIvkio3I+lbOB\n", "+vlCJUVSCCECkJ6kEGJUkZ6kEEIMICmSYVK97yL5IqNyPpWzgfr5QiVFUgghApCepBBiVJGepBBC\n", "DCApkmFSve8i+SKjcj6Vs4H6+UIlRVIIIQKQnqQQYlQZlJ7ksWPHwvmYEEIMOwEf3/Dzn/+ctLQ0\n", "PB4Ply5dIicnh6tXr2KxWJgzZ85gZVRSSUmJ0k+Fk3yRUTmfytlA/XyhClgk58yZQ1FREZs3b+ZL\n", "X/oSqampNDQ0sG/fvsHKJ4QQQyrg6XZRUREAbreb1NRUANLS0jCbzdFPpjjV/6WUfJFROZ/K2UD9\n", "fKEKqifpcrl6bTscjqiEEUII1QRVJFNSUjh8+DAOh4PDhw+TnJwc7VzKU30umOSLjMr5VM4G6ucL\n", "VVBFcvHixSQkJLBz504SEhJYsmRJtHMJIYQSojpP8uzZs5SXl+PxeJg/fz45OTls2bIFt9sNwIQJ\n", "E5gxY0afn5V5kkKIaAh1nmTAq9s3uVwu9Ppbb33//fd5+OGH7/q5pqYmVq1aBcC2bdvIycnBbDbL\n", "SFQIMWwEdbq9bdu2XttWqzWoLy8uLr7jNbfbzYYNG1i/fj0nTpwI6ntUpHrfRfJFRuV8KmcD9fOF\n", "KqiRpMfjiWgnu3fvZu7cuQAsW7bM//r27dsj+l4hhIi2gCPJlpYWGhoa6OzspLGxkYaGBmpra4Me\n", "SQLs37+fwsJC/zzLngwGQ8DP9vwXqaSkRKltySf5hmp74cKFSuUZbvlCFfDCzcGDB3E6nZw4ccJ/\n", "EUWv1zNr1izi4+Pv+uUffvghaWlpTJkyxf9aVVUVubm5AGzdupXHH3+8z8/KhRshRDQM6IWbBx98\n", "EID09HSmTp0aUpD6+noOHjzIlClTKCsro6OjgxdeeIGqqipKS0sBmD17dkjfqZKSErXvT5V8kVE5\n", "n8rZQP18oQqqJxlqgQRfYX355ZfveL2vizlCCKGqkOdJVlVVMW7cOLTa6K7XK6fbQohoiMp6kv/2\n", "b/9GVVUV27Zto7q6mnfffTfsgEIIMZwEVSQnT57sv9iyYMGCqAYaLsK9UjZYJF9kVM6ncjZQP1+o\n", "giqSN28j1Ol0UQ0jhBCqCapIWq1Wdu3axYQJE6KdZ9hQ/eqd5IuMyvlUzgbq5wtVUFe3V61aRV1d\n", "Hfn5+Zw+fTriO3CEEGK4CGokGRsbS35+PgCzZs3yL1oBYLfbo5NMcar3XSRfZFTOp3I2UD9fqCKe\n", "x7N79+6ByCGEEEqKuEiO1lNv1fsuki8yKudTORuony9U0Z0RLoQQw5wUyTCp3neRfJFROZ/K2UD9\n", "fKGSIimEEAFIkQyT6n0XyRcZlfOpnA3UzxeqiIuk2WweiBxCCKGkkIukw+Hotd3zcQyjiep9F8kX\n", "GZXzqZwN1M8XqqCK5E9/+lMOHToEQENDA++//35UQ6mmy+WmxebE6R6d052EGM2CKpJZWVn+1X/G\n", "jRtHc3NzVEOppMHazX8equalTeW8daqONocTUL/vIvkio3I+lbOB+vlCFVSRvH2B3Z7P4B7pPqmz\n", "suN8E402J2+erOVi4+i8DVOI0SqoIulyuXptd3d3RyWMipzu3gu3uzy+bdX7LpIvMirnUzkbqJ8v\n", "VEENCWfMmMG6desoKCjg0qVLTJ8+Pdq5lDFjrIWZmRbOXLfy8MRkCsfEDnUkIcQgCvoZNw6Hg5qa\n", "GjIzM4mJiYl2LqWecdPucNHpdJNg0hNnlIWHhRjOBvSRsj2ZzWYKCgrCCjXcJZj1JJhHTx9WCHFL\n", "UD3JjRs3RjvHsKN630XyRUblfCpnA/XzhSqoInn7cmjbt2+PShghhFBNUEXSaDRSX1/v3+7q6opa\n", "oOFC9blgki8yKudTORuony9UQTXaOjs7ef311/0XUsrKylixYkVUgwkhhAqCGknGxMTw6quvsnr1\n", "alavXs2MGTOinUt5qvddJF9kVM6ncjZQP1+ogiqSt18unzlzZlTCCCGEaoKeJznYVJonKYQYOUKd\n", "Jxn0UmmVlZWUlpbicrmoqKgIK5wQQgw3QRXJw4cPU1NTw7Vr19Dr9Rw5ciTauZSnet9F8kVG5Xwq\n", "ZwP184UqqCJZU1PDggUL/KsBxcXFRTWUEEKoIqgpQDpdePcrnz17lvLycjweD/PnzycnJ4fa2lr2\n", "7t2LTqdj0aJFZGZmhvXdQ031uWCSLzIq51M5G6ifL1RBFUm73Y7T6Vts1ul03nEHTn+amppYtWoV\n", "ANu2bSMnJ4fS0lKef/55ADZt2iTzLYUQSgvqdPuRRx7hzTffpKysjHfffZclS5YE9eXFxcV3vBYb\n", "e2upMaPRGGRM9ajed5F8kVE5n8rZQP18oQpqJJmSksKLL74Y9k52797N3LlzAeg548hgMAT8XElJ\n", "iX/ofvPAq7J95swZpfJIvtGVT7Yj2w5F0PMkz507x6VLl5g8eTKTJk0Kegf79+8nNzeXvLw8AHbs\n", "2OF/wuKePXtYvHhxn5+TeZJCiGiIyjzJ3bt3Y7VaWbp0Ka2trXzwwQdBffmHH35IRkaGv0CCr78J\n", "vhHlzZ+FEEJVQRXJ1tZW5s6di9FoZO7cuTQ1Nd31M/X19Rw8eJCysjI2bdrEG2+8AcC8efNYs2YN\n", "a9asYd68eZGlH0Kq910kX2RUzqdyNlA/X6iC6kn21ztsb28nISGhz9+lp6fz8ssv3/F6VlYWzz77\n", "bAgRhRBi6AQ1krTZbDQ2NgLQ2Njov/iyb9++6CVTnOpzwSRfZFTOp3I26D/ftTYH/7fkCt/bfYny\n", "hs5BThW+oEaStbW1/OpXvyI7O5vq6mry8vJYu3YtZWVlPPnkk9HOKIQY5pxuD785WkNJZRsAZ2o7\n", "+emKKWTEqz8NMKgiWVxczJw5c+54/dixYwMeaLjoOT1JRZIvMirnUzkb9J3P6fZS097t3+7octPt\n", "Du6mlKEW1Ol2XwXy5ut79uwZ0EBCiJEn1qjjxaJMdBrf9l/cO5bUuMDzpFUR8XqS0bq1UOZJCjGy\n", "uD1errY5cLq9ZCWYhuwZ9lF77rYQQkRCp9WQlxwz1DFCFvSiu6I31eeCSb7IqJxP5Wygfr5QSZEU\n", "QogApEiGSeWriyD5IqVyPpWzgfr5QhVxkdRoNAORQwghlBRUkayvr+/3d6FcJRpJVO+7SL7IqJxP\n", "5Wygfr5QBVUkf//739PW1tbn7ywWy4AGEkIIlQQ1T/Ktt94iJSWFjo4O7r///l5Ln0WLzJMUQkRD\n", "VOZJPv300xiNRjweD8eOHWP//v184QtfCDukEEIMF0Gdbre3twPQ3NzMtWvXSEpKimqo4UD1vovk\n", "i4zK+VTOBurnC1VQI8m3336b1NRUUlNTefzxx4f1A7yEECIUQfUkf/vb3/Liiy8O6nQf6UkKIaIh\n", "Ks+4ef7552U+pBBiVAqqSBqNRiorKyktLcXlclFRURHtXMpTve8i+SKjcj6Vs4H6+UIVVJE8fPgw\n", "NTU1XLt2Db1ez5EjR6KdSwghlBBUkaypqWHBggVotb63x8XFRTXUcKD6/amSLzIq51M5G6ifL1RB\n", "FUmdbmgWxxRCiKEWVJG02+04nU4AnE4nHs/weDZFNKned5F8kVE5n8rZQP18oQpqnuQjjzzCm2++\n", "SW1tLW63m2XLlkU7lxBCKCHiZ9xEi8yTFEJEQ1TmSd5ux44d4XxMCCGGnYBF8oc//CEbNmzgt7/9\n", "Ld/61rd48803+eY3v0llZeUgxVOX6n0XyRcZlfOpnA3UzxeqgD3Jv/iLvyA3N5c//elP/OAHP0Cn\n", "0/HMM8/wzjvvDFY+IYQYUgFHkrm5uQAYDAb/NCC9Xk9sbGz0kylO9blgki8yKudTORuony9UQfUk\n", "HQ5Hr22r1RqVMEIIoZqgiuTs2bN5++23OXHiBGvWrGH27NnRzqU81fsuki8yKudTORuony9UQc2T\n", "nDp1Kvn5+VRXV7NixQpiYmKC+nKPx4PX65U7doQQw1bE8yT37NnD4sWL73h9x44dVFRUsGLFCrKy\n", "sgDYsmULbrcbgAkTJjBjxox+v1fmSQohoiEqz7gJpL/+5LJlyzh37lyv18xmM0uWLIl0l0IIMWjC\n", "mkweLrfbzYYNG1i/fj0nTpwYzF0PONX7LpIvMirnUzkbqJ8vVBGPJEPR857v7du33/X9JSUl/ukE\n", "Nw+8KttnzpxRKo/kG135ZDuy7VBE3JPctGkTK1as6PN3586dIykpyd+T7Km/XuZNA9GT7HK60eu0\n", "6LTy6AkhhM+g3LsdrqqqKv/Pt8+9HEhuj5fDV9r4h/cu8OMDV6hpj96+hBAjW8RFsr8HhO3Zs4eS\n", "khL27NnDgQMHAF+RXLt2LWvXrmXy5MmR7rpfV1odvLK7gguNdvZcbGbLucYB34fqfRfJFxmV86mc\n", "DdTPF6qIe5L9DVv7OpUuLi6OdHdB6XZ5cPdoIjTZnIOyXyHEyDMi15O0drl461Qd687UE2/S8S/L\n", "JjA5TZ7LI4SI0jzJDz744I7XYmNjue+++9DrB/UCeVAsJj3P3zuWpZNSMOm1jI03DXUkIcQwFbAn\n", "+corr1BTU8P169eZOXNmr/+lpaUpvWRanFFHbnJM1Aqk6n0XyRcZlfOpnA3UzxeqgMPA7373uwDE\n", "xMSQkpLS63cpKSl8/PHH0UsmhBAKiOjqtqLtzEGh+pp5ki8yKudTORuony9UQRXJBx54oM/X58+f\n", "P6BhhBBCNUEVyYyMjD5fHzt27ICGGU5U77tIvsionE/lbKB+vlAFfbrd1tZGRUVFVO+UEUII1QSc\n", "J1laWsrcuXP58MMPsVqtZGVlcenSJSZNmsT06dOjGkzWkxRCRMOA3rtdU1MDQF1dHY8++iizZs1i\n", "1apVd6wTKYQQI1VQp9u3TxjXagd1XYwB19jZzVsna/nOzkscvdqO2xP6VXrV+y6SLzIq51M5G6if\n", "L1QB50meOXMGp9PJxYsX/cuhOZ1OnM7hfS/0oao2fnf8OgCl19r5jycnMzFVHpMrhLhTyPduV1ZW\n", "kpCQcMfk8oEWzZ7kf310jY1nG/zb//rYRGZlxUdlX0IItUR9Pcm8vLyoF8hoe3hiMnFG3xMc546L\n", "Z1yieYgTDb3Gzm5Kr7ZxptaK3eke6jhCKCPoIul0Oqmvr8fj8dDR0RHNTFE3OS2OnzwxiZ88MYmv\n", "fyaXlDhDyN+het8llHytdievf3iF/7Wzgq9vvcD+ipYoJvMZScdvsKmcDdTPF6qgimRFRQWbN29m\n", "165dgO/RsMNdTpKZyelxJMeGXiBHmha7i6PXbv3D915ZE10uGU0KAUEWyWPHjvH0009jsVjQarVY\n", "LJZo51Ke6venhpLPYtSRGW/0b9+bFY9Jr4tGLL+RdPwGm8rZQP18oQpqMUizWXp2I1maxcj3Hyng\n", "ZI2VBJOOWZlyEUuIm4IaSdrt9l7bLpcrKmGGE9X7LqHmy02OYcW0NB6emMKYMHq0oRppx28wqZwN\n", "1M8XqqBGkrNnz+aPf/wj7e3trF+/nrlz50Y7lxBCKCHoeZI2m426ujpycnIwGKI/0pB7tweW3emm\n", "qsWB1+slLzmGGGN0e45CqCoqz7gB3zNt8vPzwwolhpbT7WFHeRP/dbgagP82N4snp6Zh0A/v20uF\n", "GAxB/S3Ztm0bV69epbKykrfeeouLFy9GO5fyTp4to7rNQZtdzVs0e/aF2hwu/nCi1r/9xslaWh1D\n", "21dWvW+lcj6Vs4H6+UIVVJHs7u4mOzubU6dO8dxzz3HixIlo51JaQ2c3G6/q+OLaT/nO7gpq2ruG\n", "OlJAZr2WvKRbMxTGJ5kxGWQUKUQwgjrd1mq1aLVa/1Qgk2l0P6L1YqONw9esAHxab+NsnZWsBLWO\n", "Sc+5ahaTnn8oHs/O8024PV4em5JKgmloHwWs+lw6lfOpnA3UzxeqoP6mdHd3Y7Va/UVyND8ADMCo\n", "6z0KM+nUH5WNSzLz5bnZQx1DiGEnqL/dWVlZbNq0ifnz5/PJJ59QUVER7VxKK0yN4bmZY8hKMLJi\n", "WhpTM+KGOtIdVO8LSb7wqZwN1M8XqqBGkgsWLGDBggUATJkyhYkTJ0Y1lOoSzAam6xpZ9cRMYg1a\n", "9MNgJCmECE/I60kOFpknKYSIhqivJwmwY8eOcD4mhBDDTlBFcteuXbzzzju8+uqrrFmzhpMnTwb1\n", "5R6PB7d7ZC65pXrfRfJFRuV8KmcD9fOFKqgiabVa+fM//3OmTZvGs88+S2Fh4V0/s2PHDn72s59R\n", "V1fnf622tpY333yTt99+m+vXr4efWgghBklQF240Gg3gGxnCnU9P7MuyZcvuePRsaWkpzz//PACb\n", "Nm3yP1xsOFJ9Lpjki4zK+VTOBurnC1VQI8mbS6PpdDra29vDflpibOytJxIajcYA7xRCCDUEVSSf\n", "euopAB555BH27t3L1KlTw9pZzwvpg7GSUDSF0nfxDMEEAtX7QpIvfCpnA/XzhSro2xLBdzviypUr\n", "w95Zz4s4N0/hAykpKfEP3W8eeFW2z5w5c9f3m8wxuNMnsvGTeiamGClKdHHfPROUyaf68ZN8sh2t\n", "7VCENU/ywIEDFBcX3/V9586dIykpiaysLAA2btzIypUr8Xq9bN26leXLl/f72UjmSTpcbsobbLTY\n", "XeQnm8lNjgnreyJ1odHG/9hcjufGEf7bB7JZMS39jve12p1Yu9zEm/Ukmof2nmohRrqorCdZUlLC\n", "9evX0el8C7V++umndy2Se/bsoaKiArPZTF5eHsXFxcybN481a9bg9XpZvHhx0CFDdbLaynd3+26d\n", "TI7R86PHJg5JobR1u/0FEqCuo/uO91xv7+K1Dyr5tN7Gfdnx/MPCcaTHq7VYhhCjWVBFsqmpidWr\n", "V/u3a2trA7zbp68imJWVxbPPPhtCvPCcqG73/9xid1HeYCMtzki320NDp5M4o5ashMgebtazFdBi\n", "c9Lt9pASY+i1kO24JDMP5iZysKqNeJOOhycm3/E9n9Z38mm97UbuDs432QekSPbMpyLJFz6Vs4H6\n", "+UIV1rldamrqQOcYUPdmx7P5XCMASTF66qzd1LR38ebJWn/Beu3RiRSmxt7lm+6uosnOK3sqaOh0\n", "8tfzslg2eYz/cawpsQa+tnAcz907tt/CbNLfvqLQ3Xu1QojBo/ve9773vf5+ee7cORoaGrh48SJN\n", "TU04HA4aGhrYsmVL1O+rvnz5MpmZmWF9NjXOwLgkExPHxDAz08L6j+u5Lyee3x/3jYC73V5iDTqK\n", "chLCzjd+/HgAfnr4Gp/UdeLxwtFrHXwmP4mU2FtX7s0GHWNiDcT3s35jvFGHTqOhvcvFymlpPJCb\n", "iHkAnnl9M5+qJF/4VM4G6ue7fv06BQUFQb8/4Ejy5rB53rx5EQcbTDEGHfekx3G4qp3aji5efiiP\n", "hBgdWg3+HmGGpf95mi12JxogKebu05R6ri2pAdrtLmzdbmKDfNBWcqyBF+dk8sysdGIMOnRaGUkK\n", "oZKA8ySfe+45pk6d6p8XeenSJXQ6HX/5l385KOEikZNo5lsP5/HjxwuZMy6BgpRYvru4gNlZFp6b\n", "ncGC3MQ+P3e6poO/21TO9/dc5lKTrd/vvzml4M9npjMtPZYxN4rdz0ur+aTOGlJWnVaDxaQf0AKp\n", "+lw1yRc+lbOB+vlCFbBIWiwWAHbv3o3VamXp0qW0t7dz6NChQQkXKb1Wg9mg8//8QG4irz06kRfn\n", "ZJHWx0iysbObH75fSUFKDPdkxPF/Sq7y9qnagA/7yk2O4a/uz2L++AS2lzVxudlBVYsjrLx2p5sG\n", "aze27pG5KIgQw1FQd9y0trYyd+5cjEYj999/P01NTdHOFTXau0xid3u9zMi0sPbjesobbPzm2HXK\n", "Gu4cUd68etdqd2LUaTl8pZ1aazcGnYbpGZaQczXbnPziSDVfWvcpr394hXprZA8XU/3qouQLn8rZ\n", "QP18oQrq6nZ/txC2t7eTkBD+xQ/VpMYZ+fZDeZTfVhRtN0Z4dqeHlFg9lhsXYWo7uvjRB5VcaLTz\n", "lbnZpMYZSLcYmTAm9DmZ5xtsvFfm+8dn/+VWHsxLIt0i8yWFz9VWB7svNKPTwmcnppCTGNkUNhG8\n", "oEaSNpuNxkbflJrGxkb/Pdj79u2LXrIhUpSTwAO5iUy+MT0oP8VMdoKJv996ni+v/5RfH62hzeGi\n", "pKSE8w02Pqmz0eX28h8fXcPp8TIxNfaut1w6XR4+re/k8JU2atp9p+a3fyTS7qTqfSHJF7x2h4sf\n", "7a/i7dN1vHmyjtcPVGHtGtrnpgei0rEbCEGNJGtra/nVr35FdnY21dXV5OXlsXbtWsrKynjyySej\n", "nXHQ5afE8MojBbTaXWg0XkqvtPPY5FRa7E7ePdfIwxNSAO54dnVKjJ4GazfxZl3AaTwnr3fwzzsr\n", "8ALjk0z8cOkEClNjWX5PKnsvNjN3XAL3KPhwMTE0HC4Plc12/3ZlaxddLg9yojE4giqSxcXFzJkz\n", "547Xjx07NuCBVJESa0AD/H87L3Gxyfd/0IcmJPPCvWNp6OzGmzGV8RYTf3nfWA5cbuULRZn84UQt\n", "5Q02Vk5P4+kZ6f3Ojfzwcis371a80tpFvdXJjEwLX5mbxednZxBn0AU9hag/qveFJF/wksx6nrt3\n", "LL895luo+rnZY0lQ+B5/lY7dQAjqSPdVIAO9PlLYnG5/gQQob7AxO9PCax9UkW4xkJtk5h8XjWfl\n", "9DR2nm/m9HXf1J81p+q4Nyue2VnxfX7vzLEWdp5vBiDepCM5xvfHYDbo/FfjhbjJqNfyxNQ0ZmZa\n", "0Go05CWZMcgTOgeNHOkAEs16lkxM5sWiTF64byxfuj+T841W/mZeNkXZCWQnmmnsdBFn1N/RQwzU\n", "U5yXm8grSwp46YEcfvTYRHKSBr4Jr3pfSPKFJs6oY1qGhXvS4zhe+tFQxwlItWMXKXXH7IPM7fHi\n", "8nj8910DGHQanr03g2++d4kGm+8unH/+bB6/PX6dq62+KTpNtm7+aVEu88YncvRaO5/W21g5LY2C\n", "G1e4PR4P7V1uDDoNcUbf4U4w6Xmgn8nsQgi1jPrnbrc7nJRebae8wcbMTAtdLg9dLg/JsQbWnKpj\n", "rMVIbrLlzTpfAAAXxklEQVSZP5zw3fe9anoahyrbqLX6lj0bG2/kJ09MJjFGT2eXC7vTQ4LZt6jG\n", "Wydr6eh282BuInsvNfN3D4wjL2Vo1rYUQvhEZT3JkaKmvYuSy604PV4W5SeRHm/k+LUOfrT/CgDb\n", "ypt44b5MPB4v//lRNS6Pl/IGG5/VJVOQEkNFs51pGXEYdBr+dLoegM/PyiDe7Bt9xpn0xJnA4XTz\n", "04+ucby6A4DzjTaWTEzhN8dq+O7iArk/W4hhZNQUSVu3m58eukbpNd9akx9VtbKoIJl6662FcJ1u\n", "Ly6374mQLo8XnQYW5idRkBLDwwWJaLQ6pqbHMTsrnskJMCY5iYIU8x138TjdXmp7LLDbZndhNmhx\n", "uDyD8F/qo/qafpIvfCpnA/XzhWrUXLixu9yc77FgxeVmB53dbnISzRhujOzGJ5mwuzzotBqevCeV\n", "v56fTU1bF5vONuD0arg3K55Yo843tafhMvekx2HS67A73dRbu+m8cc91vFnPV+ZlcXNpyKdnpFNW\n", "38mX78+WUaQQw8yI60l6vV4aO52ggbS4W4tYON0eNp1t4JelNQA8NnkMlS0OGjq7+drCcXi8vuk4\n", "Vc0OtFqobLFT1dLlP2XWazW8vryQyWm9J3k325z84fh19l5sZs64BP5mXjZ2p4ej19rJTjSRZNaT\n", "HKPHqNMypkeeuo4uXB4vaXFGjPpR82+VEENuVPckvV4vx66188P3K9FpNfzzZ/P9cxUNOi2PTUll\n", "SlosDpeHq61dbCtvIjfJxLhEEx4vtDlcJMfo6eh2k2ExcaHx1hxJ943+ZFaCqdck8fONNraV++65\n", "PljZxoO5Sfz+WA11nb6Vg5ZNSuGrC8ej7zGC/KTWyv/aeQm708PfLchh6aQxUiiFUNSI+pvZaHPy\n", "6r4qbE4PHV1u/nV/FS09ljmzO93svtDMax9UUdXq4KcrJvPaoxNpsbv4203l/P2WC+yraOWjK20c\n", "vdbOiqlppMTqMWg1vHDfWD641EzXjb7izblgfZ0813fe2mdZg43uHr3ILpebXxypxub04AV+cuha\n", "r/5luGrbu/jtsRr+5f3LnKvr5PDhwxF/ZzSpPpdO5XwqZwP184VqRBVJDfTq+Rl0Gnq2AMsbbOw4\n", "30xHl5vt5U20OXyLBLzzcT12p6+QfVDRQkFKDMeudTAm1sDLi/JYPTOdDypaWTxxzB2rlU9KjeXJ\n", "qanEGXX8WUES4xJN/O0D2f7fr56R3usWQ51GQ7zp1rZJp0E/AM+12XiugTWn6vigopVv77iIaUz2\n", "3T8khLirEXW6nRpn5J8/m8e/7b+CVqvhm3+WS6L5VlHr+XjXWZkWzjfa+PXRGian3XogmEGnQafR\n", "kGDSkRijZ0ysAYtJS2FqLF0uD9fbuxiXZPZfvUuONfDluVksmzSGNadr+R/vnmfeuAT+z/JCNBoN\n", "+Sm976bR67T8t3nZuDzVtNid/M38bDLj+3+URDDcHi+XeyyAYHN6iE8eE9F3RpvqVz9VzqdyNlA/\n", "X6hGVJEEyEs28+W5WVxutnO+oZPsRBMJN3qImfFGvvZgDhXNdgpTYymrt7Ew3zf683qhur2Lx+9J\n", "pba9i9cenUj2jTX7zjfa+cWRap6Ymkaz3YlOA1k91vMz6XV8dKWdA5fbADhytZ2V09O4L7vvtTZz\n", "k2P4/iP5uDy+280ipdNqeGZmBmdrO3F6vDw6OSXgM3yEEMEbUafbAJ/W2/jB+5W8eaqO//yomvL6\n", "TuxON2dqrXzjvQv834PXuNLaRW6SmY5uN787dp0d5c1My4jjc1PGcL2ti5PXO+h23+ojflTVypfu\n", "z2JbWSO/OFLDjvPNHP/4k177TY279e+NBt8Dws7WWalotuP23DmBwKTXDUiBvOne7Hj+Y8Vk/v8n\n", "JvGl+7M5fUx6kpFQOZ/K2UD9fKEacSNJu7P382G0Gth0toHqti5sN/qOp69babI5OXatnawEI3kp\n", "Zv71wBX0Wg3zxyeQYDLwy9Ia/v7BHHJTYvncPWm892kj7V2+7377dB3TitN67WdOTgLPzs7gzHUr\n", "y6emcvRqO2tO16HTwPcfmcD94/pfwd3udFPZbMeLb5QZTvHUajTkyy2PQgy4ETeSnJQWx8QbxWJy\n", "WixeL6z9uJ60uFu9SZ0GLCYdD09IZuKYWI5ebacoO54vzskkOcZAcUEScQYtHd0enG4PMzMtjInt\n", "/fmM1N49v9Q4I1+ck8WPHptIXpKZNafrAHB74Z2P6/ocTYLvzp6d55v42pYL/P2WC2w+2+C/gh4J\n", "1ftCki98KmcD9fOFasSNJLMSTPzvpQW0d7lJNOup7ejC2u2mvtPJc7MzuNrqoLggmZM1HcQafIWy\n", "pLKV1Dijf6L5jvNNvLI4nwargzaHizk5CayemY612821ti5eLBrLuH6WN9PrtBj1WuKMOv8dOBPH\n", "xPR7p02bw8mbJ+v822+eqmXxxBTSI7yYM1p1udy9VnISIlIjbiQJMCbOSH5KDCmxBvJTYnjpgWxy\n", "k3wTxueNS+Dg5RYSzQZiDFqq27t4MDeJdsetZ4Y43V4utzjodHpZf6aeimY72YlmXv6zXF5fXsj8\n", "3CQ+OnSw3/1nJ5p5bdkElk5K4QtFY1kxLa3f95r1OvKTbxXc8YkmTAMwsVz1vtBA52uxdfOH4zV8\n", "472LbCtrxB7hY3lVPn4qZwP184VqxI0kbxdj0LFs0hj+6/A1tpU38/lZGUzPjOenH13D4wWzXss3\n", "PjOewtRYDDoNTreXsRYjtm43vyqt4YtzMqm3dnNPehx6nZZAg5Tr7V0cudpGt8vDA3lJfL049675\n", "4ow6vrpwHLsvNOPyeFk6KYXEmBH/xzLgPq7t5I83RuTlDTZyEk3MzOx7ZXghQjEq/jZWtjq42ua7\n", "q+VMrZV54xL8cyYdLg8GvYY/na7jC0WZ4PUtdPG/91biBTLjTZyr7WBRQXKv77y97+JwuvllaTUl\n", "lb5pQAcut/LDpRNIjOn7cbw95SSa+eKcrMj/QwPkU81A5+vo6j1yvHmRLlwqHz+Vs4H6+UI1Kork\n", "lRYHSwqTmDcugW63h8lpscQZtHQ6PZh0GlrsLs7V2zhX71sl6K/mZOLyeHl6RjrHrrWxfGr/p8s3\n", "2Z0ePq2/tcrQxSY7dqeHRLngPChmZlrISjBS097NvVkWJsiVfjFARkxP0t7tpqy+k/KGThw3pgFd\n", "b+/i54evcbCqjeQYI388WcsfTtTyL/uq+O6SfP5p0Xj+/fFC/4O4bspKMPFX92eyYHwCK6anc7HJ\n", "zp4LTb3Wnry97xJv1vPU9FvF9MmpaUN62qx6X2ig841PMvOvjxXys5VTePmhPNIinEyv8vFTORuo\n", "ny9Ug/63eMuWLbjdviI2YcIEZsyYEfF3Ol0etpY1+q9Ov/RANo9NHsOfTtexrbwJrQYKUmL8i962\n", "OVxcbnaQYNJRmBbH2C4XX31wHCWVrUxNj+P9i83cl5NAo83J5mM1nK3zjRCXFCbz1QfH9Xn1VK/V\n", "8OiUVCanxeH2eilIiSFGnnw4qNIsRtIsQ51CjDSDXiTNZjNLliwZ0O9scbh448YzaADeOFFLcV4S\n", "Va0OAP9akTdpNeD1QqvDhcPpJt6kJy/ZzPsXPbxX1kiL3UW8Wc/j96Ryru7WKfSpGiutdhcZ8bo+\n", "+y5xRh0zMtX4W6p6X0jyhU/lbKB+vlAN+um22+1mw4YNrF+/nhMnTgzId5r1WnISTf7t8UlmrC43\n", "D01I9q863tnt5tsP5fHk1FT++/wc3itrJN1i9D/n2qjXcq6+kxa7bypQQUoM6XEGHppw64LNooIk\n", "/103QojRYdCL5LJly1i1ahVPPfUUdXV1d/9AEBLMel5+KI+V09J4anoa//Mz47nU6GDtx/U8f+9Y\n", "XrhvLOkWA5eabLi9XraXN/LUjHRmjL016itIieGVJQXMHZfAi0WZfCY/iWa7G5NOwxeKMvmrOZmM\n", "SzT7l15Tve8i+SKjcj6Vs4H6+UI1pBduDIbA02N6HuySkpKA21c+OcZcYx1/PT+HcUlm9O4u6qzd\n", "/O74dd44UUtHl4d3Pq5n2aQx/Pvjk0htr+CT40cA31Jjn1xpQOu0880/y+W5e8dSdrKUmoYmtp9v\n", "5vfHr/ObY9cpb7Ax7sbqP2fOnAkp32BvS76RnU+2I9sOxaA/46aqqorcXN8k661bt/L444/3+b5I\n", "n7tt63Zz5Eobh6raKMpJIM6gITHGyD1psRhu3NHi9nipbLHT0Olk8ycNHK/p4OEJyfz3B7Ix6bXU\n", "tnfzH4eu8nFtJ2a9llcfncC0DDV6jkKI8Cj/jJuqqipKS0sBmD17dtT2E2vU8dDEFB6amNLve45c\n", "aeP7ey/j8cKKaWnY3R7ev9TCqulpnL5u5VelNTw1PY1nZmWQbjGSmyxz74QYbQb9dLu4uJjVq1ez\n", "evVqCgsLB3v3ftYuF785dt1/582msw0UZcdjubFM2S9La/AC6z5pYHtZ0x0FUvW+i+SLjMr5VM4G\n", "6ucL1YiZTB4qo15LVsKtK+JJZj2pcQa+tyQfk17b69k4cSaZ7yjEaDXinrvdk9Pt4WKjjSa7i3GJ\n", "pjtGg9faHKw/U0+b3cWqGemMtRhJtRhxebx8VNXGr49Wkxlv4m8fyOl3aTQhxPCifE9yMJ2r7+Sb\n", "2y7i8fpGij9+vLBXsctJNPO1hePv+Jxeq2FhXiKzsiwYtRr/XEohxOgzok+3z1zv9PccWx0u6qzB\n", "P99ao9GQYNL3WyBV77tIvsionE/lbKB+vlCN6CLZ81GxMQZtr0cwCCFEMEZ0T9LhdPNpg436jm4K\n", "xsRQmBp79w8JIUY06Un2YDbouDdLVqcWQoRvRJ9uR5PqfRfJFxmV86mcDdTPFyopkkIIEcCI7kkK\n", "IcTtQu1JykhSCCECkCIZJtX7LpIvMirnUzkbqJ8vVFIkhRAiAOlJCiFGFelJCiHEAJIiGSbV+y6S\n", "LzIq51M5G6ifL1RSJIUQIgDpSQohRhXpSQohxACSIhkm1fsuki8yKudTORuony9UUiSFECIA6UkK\n", "IUYV6UkKIcQAkiIZJtX7LpIvMirnUzkbqJ8vVFIkhRAiAOlJCiFGFelJCiHEAJIiGSbV+y6SLzIq\n", "51M5G6ifL1RSJIUQIgDpSQohRhXpSQohxACSIhkm1fsuki8yKudTORuony9U+sHeYW1tLXv37kWn\n", "07Fo0SIyMzMHO4IQQgRt0HuS7777Lk888QQAmzZtYsWKFX2+T3qSQohoUL4nGRsb6//ZaDQO9u6F\n", "ECIkg14kew5cDQbDYO9+wKjed5F8kVE5n8rZQP18oRr00+0dO3awbNkyAPbs2cPixYv7fN/x48dp\n", "bW0dzGhCiFEgKSmJoqKioN8/6Bdu7HY74BtR3vy5L6H8RwghRLQM+kiypqaG/fv34/V6Wbx4Menp\n", "6YO5eyGECImyd9wIIYQKZDK5EEIEIEVSCCECkCI5Qng8Htxu91DH6Jfq+YToz6Bf3b4b1W9b3LJl\n", "i/8v+4QJE5gxY8YQJ/JNq6qoqGDFihVkZWUBah3HvvKpdhzPnj1LeXk5Ho+H+fPnk5OTo8wx7Cub\n", "Ssfv0KFD1NXVATB+/HiKioqUOXb95Qvp+HkVs3nzZv/PGzduHMIkfdu1a9dQR+jT2bNnvdXV1f5t\n", "1Y7j7flUO4779+/3//zee+95vV51jmFf2VQ7fjft3LnT6/Wqc+xudzNfKMdPuZGk6rctut1uNmzY\n", "gNfrJT8/X9n7y+U4hqa4uPiO11Q5hn1lU+34VVZWsn79elauXAmoc+xuuj1fKMdPuSLpVfy2xZt3\n", "CwFs3759CJMEJscxPLt372bu3LmAesewZzbVjl9eXh4vvfQSmzdvpqCgQLljd3u+UI6fchduejb3\n", "NRrNECa5OxX+8PsjxzF0+/fvp7CwkNTUVECtY3h7tp5UOX5ms5n4+HhArWN3U898Pd3t+ClXJIO9\n", "bXGoVFVV+X92OBxDmCQwOY6h+fDDD8nIyCAvL8//mirHsK9sKh2/5uZm/883R5CqHDvoO18ox0+5\n", "0+158+axZs0a/22LqqmqqqK0tBSA2bNnD3Eanz179lBRUYHZbCYvL4/i4mKljmNf+VQ6jvX19Rw8\n", "eJApU6ZQVlZGR0cHL7zwghLHsL9sKh2/gwcP0tXVBcCcOXMAtf4e95UvlOMntyUKIUQAyp1uCyGE\n", "SqRICiFEAFIkhRAiACmSQggRgBRJIYQIQIqkEEIEIEVSDAi3243H4xnqGEIMOCmSw9grr7wyYN9V\n", "X1/P22+/zebNm3nnnXdwuVy9fr9169Y+P1dTU8O6det4/fXXaWpqCnv/x48f5+c//3nYnx+p+jvu\n", "t9u5cyfr16+PcprRSYrkMPaVr3xlwL5r3759PPPMMzz55JM8/PDD7N+/v9fv+7u1LCsri6efftp/\n", "J0O4ioqKSEtLi+g7RqJgb+lbunSpMvdIjzTK3ZYo7q62tpbDhw9z6dIlvv71r/tft9lsbNiwAYvF\n", "gk6no7y8nG984xv+3+/atQur1YpOp8PpdLJ8+XJMJhMAOp0Ou91ObGwsLS0t/qWuXC4X27dvp6ys\n", "jE2bNgFQWFjItGnTIv7v2LNnD83Nzej1enQ6Xa/T9fLyck6dOkVMTAwOh4M5c+ZQUFDA9evX+d3v\n", "fkdhYSGrVq2irq6Ot99+m7S0ND7/+c+j1/f/f+kdO3ZQXl5OcnIyCQkJ2Gw2Zs6cyfTp0wPuE3xL\n", "be3atYuZM2dSWVmJ0WgkPT2dhQsXAr5b3xoaGtDpdP5b4J5++um7HoPKykoOHjyIxWJBq9XS2NjI\n", "F7/4RQAOHDjQ67gnJyezaNEiwPfnsnHjRrRaLV6vV7nFqUeUAVjHUgyRd955p9d2RUWFf1FRr9fr\n", "rays9P988OBBb3l5uX+7o6PDu379ev92U1OT9zvf+Y73D3/4g/fVV1/1ejyegPu63b59+7z19fVB\n", "Zz979qz3o48+8m83NDR4X3vtNa/X6/V2dnZ633jjjV7vX7t2rbe7u9vr9Xq9dXV13j179vh/t2bN\n", "mqD3+4//+I9et9vt3/7Tn/7ktdlsd93nzcw/+clPvF1dXb3eV15e7j1y5Ih/2+PxeA8ePBhUnvfe\n", "e89bVVXl3+75Z+b19n/ct2zZ4m1oaPBvHzlyxLt27dqg9ilCIyPJESQ/Px+3283OnTv9S1Xl5uYC\n", "UF1dzYIFC/zvtVgsvT67Y8cOvv3tb2Mymaiurmb37t088sgjUct64cIFli5d6t9OTU0lJycHgLq6\n", "Otrb2/0jKPCt1NLS0kJ6ejrp6ek0NDQAvlF1KKOoGTNmoNXe6jJNmjSJmpoatFptwH3e9PDDD9+x\n", "iOz58+dZsmSJf1uj0fQ61oE89thjHD16lHPnzuFyuUhPT/f/mQVitVp7LZs2e/Zsrly5EtQ+RWik\n", "SI4gp0+fZtasWUycOBHwPdujqqqK3NxccnJyOH/+PJMmTQJ8f8lud/PUe8yYMdhstqhmLSws5NSp\n", "U8yfPx+AhoYGrl69CkBOTg4ZGRmsWLHC//7br5wXFRVx7Ngxrl69yvLly4Pe7yeffILH4/EXyosX\n", "L/L444+j0+nuuk+v19tn36+goIAzZ8706sv2PNaBnDx5kvvvv9+//dZbb/kX1g0kLi6OxsZGf6E8\n", "ceJEr4VuxcCRVYCGoQ8++IDW1lbOnDnjHxktW7aMrVu39holATzxxBP+1272JLVaLU6nkyeeeMJf\n", "GCsrKyktLcVkMuFwOFi+fHmvJfgPHDhAc3MzWq0Wl8vFggULGDt2rL8/WlFRQUZGBvHx8Sxbtiyo\n", "Jft3795NS0sLZrMZh8NBfX098+fPZ86cOVy9epWjR4/6e4xWq5Xly5f3WjT117/+NWPHjuVzn/tc\n", "0MfuF7/4BRaLBbPZjNPpZNasWUyZMgUg4D5LS0s5deoUAOnp6WRnZ/cqbvv27et1fCZPnszMmTPv\n", "mudnP/sZmZmZeL1ePB5Prz4n+Irt6dOnMZlM/kcNzJw5E5fLxbp16zAYDGi1WiwWC0ePHuW5557r\n", "te6kiJwUSTGqrF27ltWrVw91DDGMyBQgMWrs2LGDsrIytm3bNtRRxDAiI0kRFZWVlf7T09vl5eVF\n", "ZTXtodhnIFarlb179/bZK7RYLEO+YrcIjhRJIYQIQE63hRAiACmSQggRgBRJIYQIQIqkEEIE8P8A\n", "4gKrvP2k/WEAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.294634\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0FOeZ9/1vd6tbrda+IyHQwmpsMDEYMCGCcVgUG2wg\n", "dmKH8Tg5dvKeeZJnkkx2P2/2ZJzMOHHyzHviZCaZzCSxcYzZMcgsZmsICIyx2cQmJED7itSSWuql\n", "3j8EbQmkpreSbknX5xyf01Wt7vpRmEtVV913lUHTNA0hhBD9Mg51ACGEUJkUSSGE8EOKpBBC+CFF\n", "Uggh/JAiKYQQfkiRFEIIP6L0/PLOzk5+9atf8eyzz5KdnQ3A1q1b8Xg8AEyYMIHp06frGUEIIcKi\n", "a5Hcv38/y5Yt67POarWyZMkSPTcrhBARo1uRbG5uxmazYbVa+6z3eDxs2LABTdPIz8/ngQce0CuC\n", "EEKETbciabfbefTRRyktLe2zvqioyPd6x44dem1eCCEiQrciWVtby5YtW6irqyMvL8/Xk+zNbDYP\n", "+PmdO3diMpn0iieEGKWSkpKYNWtWwD+vW5F8/vnnATh79ixJSUm+9RUVFeTm5gLgdDoH/LzJZJJT\n", "cSFExJ04cSKon9d1CFBTUxN2u53Tp0/71lVUVLBu3TrWrVvHlClT9Ny8rux2+1BH8EvyhUflfCpn\n", "A/XzBUvXq9spKSl84Qtf6LOusLBQz00KIUREGVS9VdqePXvkdFsIEXEnTpzg4x//eMA/LzNuhBDC\n", "DymSIVK97yL5wqNyPpWzgfr5giVFUggh/JCepBBiVJGepBBCRJAUyRCp3neRfOFROZ/K2UD9fMGS\n", "IimEEH5IT1IIMapIT1IIISJIimSIVO+7SL7wqJxP5Wygfr5gSZEUQgg/pCcphBhVpCcphBARJEUy\n", "RKr3XSRfeFTOp3I2UD9fsKRICiGEH9KTFEKMKtKTFEKICJIiGSLV+y6SLzwq51M5G6ifL1hSJIUQ\n", "wg/pSQohRhXpSQohRARJkQyR6n0XyRcelfOpnA3UzxcsXYtkZ2cnL774IlVVVb51NTU1vPrqq7z+\n", "+utUV1fruXkhhAibrj3J4uJiMjIyGDNmDNnZ2QBs2bKFxx57DIBNmzaxcuXKfj8rPUkhhB6U6Uk2\n", "Nzdjs9mwWq191ttsNt9ri8Wi1+aFECIidCuSdrudBQsW3LG+94Gr2WzWa/O6U73vIvnCo3I+lbOB\n", "+vmCpVuRrK2tZcuWLdjtdk6fPu1b7/F4fK8NBoPf7+i9s+12u1LLp06dUiqP5Btd+WQ5vOVg6D5O\n", "8uzZsyQlJfl6khs3bmTVqlVomsa2bdtYsWJFv5+TnqQQQg/B9iSjdMxCU1MTdrudvLw8X5GcO3cu\n", "a9euRdM0Fi9erOfmhRAibLoOAUpJSeELX/gCS5cu9a3Lzs7m6aef5jOf+QwZGRl6bl5Xtx+6d3S7\n", "OX7tBpvP1HO+vn2IUn0o1FOLwSL5QqdyNlA/X7B0PZIcTT6obud7u8oAiDYZ+PVjUyhIjRniVEKI\n", "cMmMmxDdfuX+UmOH73WXR6Op0zXYkfrob2SBSiRf6FTOBurnC5YUyQi5Pzse482L9ak2M2PiZQyo\n", "ECOBFMkQ3d53mZYRy68fm8yPlhTwr49MJCfROsAnB4fqfSHJFzqVs4H6+YIlPckIMRkNTEmPHeoY\n", "QogIk/tJCiFGFWXmbgshxEggRTJEqvddJF94VM6ncjZQP1+wpEgKIYQf0pMUQowq0pMUQogIkiIZ\n", "ItX7LpIvPCrnUzkbqJ8vWFIkhRDCD+lJCiFGFelJCiFEBEmRDJHqfRfJFx6V86mcDdTPFywpkkII\n", "4Yf0JIUQo4r0JIUQIoKkSIZI9b6L5AuPyvlUzgbq5wuWFEkhhPBDepJCiFFFepJCCBFBuhbJw4cP\n", "s3HjRjZu3Mi7774LwNatW9m0aRObNm3i1KlTem5eV6r3XSRfeFTOp3I2UD9fsHR9xs38+fN9r3fu\n", "3AmA1WplyZIlem5WCCEiRveeZHl5OevXr2fVqlUUFBRQXFxMR0cHmqaRn58/YN9RepJCCD0E25PU\n", "/WmJeXl5fPGLX2Tz5s0UFBRQVFTke2/Hjh16b14IIcIyKBdurFYr8fHxd6w3m81+P9e7t2G325Va\n", "fuWVV5TKI/lGT75br1XJM9zyBUvX0+2mpiZSUlIAeOutt3j00UepqKggNzcXgG3btrF8+fJ+P6v6\n", "6bbdbmfBggVDHWNAki88KudTORuony/Y021di+TWrVvp6uoCYPbs2eTl5XHgwAFqa2sBmDlzJpMm\n", "Ter3s6oXSSHE8KRUT3LFihV3rCssLNRzk0IIEVEymDxEofY3BovkC4/K+VTOBurnC5buV7eFEAKg\n", "sb2bUzUOOlxeZmTFkZNoHepIAZG520II3Xm8Gr8/Vsn6U/UA5CdbefETE0mx+R/hoodBmbt9/Pjx\n", "UD4mhBilnG4P715v8y1faXbi6PIMYaLA+S2Sv/vd79iwYQNvvvkmP//5z3n11Vf52c9+xpEjRwYr\n", "n7JU77tIvvConE/lbNB/PpvZRNGUVN/yvPEJJMYMj26f35SzZ89m1qxZbN68meeee460tDTq6+vZ\n", "u3fvYOUTQowABoOBZZNTKUiJwen2MjE1hkTrCCiSs2bNAsDj8ZCWlgZAeno6VuvwaLjqSeXBsiD5\n", "wqVyPpWzwcD5Yi0mZmbfOfNOdQH1JN1ud59lp9OpSxghhFBNQEUyJSWFI0eO4HQ6OXLkCMnJyXrn\n", "Ut5w7AupRPKFTuVsoH6+YAVUJBcvXkxCQgJvv/02CQkJcj/IYaihvZtD5S3Yr7TQ0N491HGEGDZk\n", "nOQo0Ony8JvD13n7YhMAiyem8KX5OdgspiFOJsTg02Wc5O09yXfeeSe4VGJItXd7OFje4lu2l7fg\n", "6B4eY9SEGGoBFcnt27f3WXY4HLqEGU5U77v0zhdrMfGxvCTf8oK8JOKG+ChyOO0/1aicDdTPF6yA\n", "Bip5vV69cwgdxZhNPDs7i3m5iWgaTM2wyam2EAHyWySbm5txu920t7fT0NCApml4PB45kmT4jVVL\n", "i7WQFmsZojR3Gm77TyUqZwP18wXLb5E8e/YsLpeL2tpaTp8+3fOBqKh+7xMphBAjkd+e5Ec/+lEW\n", "LVpEUVERixYtYtGiRSxYsKDf59WMNqr3XSRfeFTOp3I2UD9fsAK6cDNt2jS9cwghhJKCHidZUVHB\n", "uHHjMBr1vam5jJMUQuhBl3GSL730EhUVFWzfvp3Kykq2bNkSckAhhBhOAiqSU6ZM8T0Gdv78+boG\n", "Gi5U77tIvvConE/lbKB+vmAFVCQ9np7ZGSaTjK0TQowuARVJh8PBzp07mTBhgt55hg3Vx4JJvvCo\n", "nE/lbKB+vmAFNONm9erV1NbWkp+fz/vvvx/wDJzDhw9TW1sLwPjx45k1axY1NTXs2bMHk8nEwoUL\n", "ycrKCj29EELoLKAjSZvNRn5+PgD3338/q1ev9r3X2dk54Ofmz5/PqlWrWLVqFY2NjQCUlJSwZs0a\n", "nnrqKY4ePRpO9iGlet9F8oVH5XwqZwP18wUr7HE8u3bt8vt+eXk5v/jFL5g4cSLQU3BvsVjUmSYn\n", "hBD9CbtI3u3UOy8vjy9+8YscO3YMgN7DMs3mwX/mbqSo3neRfOFROZ/K2UD9fMHSd0T4TVar1TeV\n", "8daVcuh5gpo/vQ/b7Xa7LMuyLMtyRJaDEfadyTdt2sTKlSv7fa+pqYmUlBQA3nrrLR599FE2btzI\n", "qlWr0DSNbdu2DXizDNVn3NjtdqV/Y0q+8KicT+VsoH6+YGfc6Prg20OHDtHV1QX0PMMbYO7cuaxd\n", "uxZN01i8eLGemxdCiLDpeiQZDtWPJIUQw5Muc7f9sVqt4X6FEEIoK+gi6XQ6+ywXFRVFLIxK2rvd\n", "uDwDX7kPtQk8WCRfeFTOp3I2UD9fsAIqkr/5zW84fPgwAPX19SP6aYkuj5eDV5r5ypaL/GxfOZU3\n", "nHf/kBBixAqoSGZnZ/vu/jNu3Diampp0DTWUrrY4+ek75VS0ODl45QbbzjX0+3MqX70DyRculfOp\n", "nA3UzxesgIrk7TfYjYrS9aL4kHJ7Nby9LmXdcLoH/mEhxIgXUJF0u/sWiu7ubl3CqGBsQjRPz8wE\n", "IDkmitX3ZfT7c6r3XSRfeFTOp3I2UD9fsAI6JJw+fTpvvvkmBQUFXL58mfvuu0/vXEMmLjqKp+7P\n", "ZMnEFKLNRtIVegyrEGLwBTxO0ul0UlVVRVZWFjExMXrnknGSQghd6Dbjxmq1UlBQEFIoIYQYrgLq\n", "SW7cuFHvHMOO6n0XyRcelfOpnA3UzxesgIrk7bdD27Fjhy5hhBBCNQEVSYvFQl1dnW/51k0rRjPV\n", "x4JJvvConE/lbKB+vmAF1JNsb2/n5Zdf9l1IKS0t1eWmFqOBy+Ol1tGNEchKiL7rPTWFEEMroCPJ\n", "mJgYXnzxRZ588kmefPJJpk+frncu5YXSd3F7NfaXtfD8m+f4/IZS3q1s0yFZD9X7QpIvdCpnA/Xz\n", "BSugInn75fIZM2boEmaka2jv5pcHr+LVwOXR+PdD17jRKTN6hFBZQEUyLi6uz7IMBQqt72IyGrCZ\n", "P9zlCVYTUaZIpvqQ6n0hyRc6lbOB+vmCFfCt0srLyykpKcHtdlNWVqZnphErPdbCj5YWMDnNxoys\n", "WL66IJdYy8idBy/ESBBQkTxy5AhVVVVcv36dqKioYf287EgJte8yLTOOlx6dyE+XTaAgVb+ZS6r3\n", "hSRf6FTOBurnC1ZARbKqqor58+f77gYUGxura6iRzmo2Ea3XebYQIqICKpImk/yDvp3qfRfJFx6V\n", "86mcDdTPF6yAimRnZyculwsAl8t1xwwcIYQYqQIqkkuXLuXVV1+ltLSULVu2sGTJEr1zKU/1vovk\n", "C4/K+VTOBurnC1ZAl1ZTUlL47Gc/q3MUIYRQT8D3kzx79iyXL19mypQpTJ48OaAvP3PmDOfPn8fr\n", "9TJv3jxycnLYunUrHo8HgAkTJgw4e0fuJymE0IMu95PctWsXiYmJLFu2jJMnT7Jv3z4WLVp01881\n", "NjayevVqALZv305OTg5Wq1VO14UQw0ZAPcmWlhbmzJmDxWJhzpw5NDY2BvTlhYWFd6zzeDxs2LCB\n", "9evXc+LEieDSKkT1vovkC4/K+VTOBurnC1ZAR5Jms7nf9a2trSQkJNz187t27WLOnDkAFBUV+dbL\n", "fSmFEKoL6Eiyo6ODhoae5083NDRwq425d+/eu352//79TJo0ibS0tDveG6j43tL7N5LdbldqWfJJ\n", "vqFaXrBggVJ5hlu+YAV04eaXv/wl3d3djB07lsrKSvLy8jCZTJSWlvLd7353wM8dPHiQ9PR0pk6d\n", "6ltXUVFBbm4uANu2bWP58uX9flYu3Agh9KDLhZvCwkJmz559x/rjx48P+Jm6ujoOHTrE1KlTKS0t\n", "pa2tjWeeeYaKigpKSkoAmDlzZsBBVWO325WeWSD5wqNyPpWzgfr5ghVQkeyvQN5av3v3bhYvXnzH\n", "exkZGXz729++Y31/F3OEEEJVAd8qbSAOhyMSOYYd1X9TSr7wqJxP5Wygfr5ghV0khRBiJJMiGaJQ\n", "r5QNFskXHpXzqZwN1M8XLCmSQgjhhxTJEKned5F84VE5n8rZQP18wQq7SMpzo4UQI1lARbKurm7A\n", "94IZlDmSqN53kXzhUTmfytlA/XzBCqhI/s///A83btzo973bHzcrhBAjSUDTEl977TVSUlJoa2vj\n", "wQcfJC8vT/dgMi1RCKEHXaYlPvHEE1gsFrxeL8ePH2f//v08++yzIYcUQojhIqDT7dbWVgCampq4\n", "fv06SUlJuoYaDlTvu0i+8KicT+VsoH6+YAV0JPn666+TlpZGWloay5cvx2Kx6J1LCCGUEFBP8o9/\n", "/COf/exnB3W4j/QkhRB6CLYnGdDp9po1a2Q8pBBiVAqoSFosFsrLyykpKcHtdlNWVqZ3LuWp3neR\n", "fOFROZ/K2UD9fMEKqEgeOXKEqqoqrl+/TlRUFEePHtU7lxBCKCGgIllVVcX8+fMxGnt+PDY2VtdQ\n", "w4Hq81MlX3hUzqdyNlA/X7ACKpImk0nvHEIIoaSAimRnZyculwsAl8uF1+vVNdRwoHrfRfKFR+V8\n", "KmcD9fMFK6BxkkuXLuXVV1+lpqYGj8fT59nZQggxkgU0TnIoyDhJIYQedBknebvi4uJQPiaEEMOO\n", "3yL505/+lA0bNvDHP/6R73znO7z66qt861vfory8fJDiqUv1vovkC4/K+VTOBurnC5bfnuTf//3f\n", "k5uby1//+ld+8pOfYDKZ+PSnP80bb7wR0JefOXOG8+fP4/V6mTdvHjk5OdTU1LBnzx5MJhMLFy4k\n", "KysrIn8QIYTQg98imZubC4DZbPYNA4qKisJmswX05Y2NjaxevRqA7du3k5OTQ0lJCWvWrAFg06ZN\n", "rFy5MuTwQ0n1sWCSLzwq51M5G6ifL1gB9SSdTmefZYfDEdCXFxYW3rGud4GVuwkJIVQXUJGcOXMm\n", "r7/+OidOnGDt2rXMnDkzqI3s2rWLOXPmAND7YrrZbA7qe1Siet9F8oVH5XwqZwP18wUroHGS06ZN\n", "Iz8/n8rKSlauXElMTEzAG9i/fz+TJk0iLS0NAI/H43vvbncWstvtvkP3WzteleVTp04plUfyja58\n", "shzecjDCHie5e/duFi9e3O97Bw8eJD09nalTp/rWbdy4kVWrVqFpGtu2bWPFihX9flbGSQoh9KDL\n", "M278Gag/WVdXx6FDh5g6dSqlpaW0tbXxzDPPMHfuXNauXYumaQMWVyGEUEXYRXIgGRkZfPvb375j\n", "fXZ2Nk8//bRemx00vVsBKpJ84VE5n8rZQP18wQppxo0QQowWUiRDpPpvSskXHpXzqZwN1M8XLCmS\n", "QgjhR9hFcrQ+IEz1sWCSLzwq51M5G6ifL1hhF8lgLqULIcRwI/eTFEKMKrqMk9y3b98d62w2Gw88\n", "8ABRUbqNIhJCiCHn93T7hz/8IVVVVVRXVzNjxow+/6Wnpwd8y7SRSPW+i+QLj8r5VM4G6ucLlt/D\n", "wO9///sAxMTEkJKS0ue9lJQUPvjgA/2SCSGEAsK6cKNoO3NQqD4WTPKFR+V8KmcD9fMFK6Ai+dBD\n", "D/W7ft68eRENI4QQqgmoSGZmZva7fsyYMRENM5yo3neRfOFROZ/K2UD9fMEK6nTb7XbfcZdyIYQY\n", "yfyOkzx9+jSnT5/G5XIxffp0zpw5Q2xsLNnZ2b47jetFxkkKIfQQ0edunzt3jqeeeoo1a9awfft2\n", "1qxZw8qVK7l+/XrYQUeayhtOjl9v5XJjx6i+oCXESOO3SN4aKG40Gn2PX7i1PNr17rtcv+HkW9sv\n", "8ULxZb685QKl9R1DmKyH6n0hyRc6lbOB+vmC5XecZHx8PPv27cPhcJCYmMjevXvJyMjwPV5W9Ki8\n", "0UVduwuAbo/G6RoH92TEDnEqIUQk3HXudnV1NdHR0aSkpFBWVobD4WDGjBm6BxtOPcmLDR18ecsF\n", "3N6eXfnjpQXMHZ84xKmEEP2J+NztrKws3+uCgoLQUg0jLZ0uLjV0YDAYmJhmI9F697npBSkx/Nsj\n", "EzlZ7aAgJYb7xsQNQlIhxGAIuLnocrmoq6vD6/XS1tamZybdtXS6uNbi5Eanu8/6TpeHv5yo4YW3\n", "y/hO8WXePFVLl9vb73f07ruYjAbuHRPHmo+M4aHcRGItQ9+OUL0vJPlCp3I2UD9fsAIqkmVlZWze\n", "vJmdO3cCsHXrVl1D6am6tYvv7yrjuTfP8S97r1Dr6Pa91+b0sONCo295e2kjji53f18jhBglAiqS\n", "x48f54knniAuLg6j0Uhc3PA9nSytb+dcXc/V5/eqHFysb/e9Z7MYmdHrVHlmVjwxAxwVqj4/VfKF\n", "R+V8KmcD9fMFK6CbQVqt1pC+3Ov1ommaUlfDo019fy9ER32YLS46in/66Djer27DaDBwf1Y8NrM6\n", "2YUQgy+gI8nOzs4+y2733U9Bi4uL+e1vf0ttba1v3datW9m0aRObNm3i1KlTQUaNjHsyY3l6Zibj\n", "k6w8O2sMk9Nj+ryflRBN0ZQ0lk5OJTPeMuD3qN53kXzhUTmfytlA/XzBCuhIcubMmfzlL3+htbWV\n", "9evXBzQlsaioiLNnz/ZZZ7VaWbJkSWhJIyQ5xsw/PJDFk9MzsFlMGEfpg8yEEIEJ+Bk3HR0d1NbW\n", "kpOTg9lsDujLz549S1JSEtnZ2UDP0WVHR8+0vfz8fL/jIIfTOEkhxPChyzNuoOeZNvn5+SGFuqWo\n", "qMj3eseOHWF9lxBCDIaAepLbt2/n2rVrlJeX89prr3Hp0qWwNxzI0Wjv3obdbldq+ZVXXlEqj+Qb\n", "PfluvVYlz3DLF6yATrc3bdrEY489xpYtW1i5ciVvvPEGn/rUp+765befbldUVJCbmwvAtm3bWL58\n", "+YCfVf102263Kz3UQfKFR+V8KmcD9fPpcrptNBoxGo2+oUDR0dF3/czu3bspKyvDarWSl5dHYWEh\n", "FRUVlJSUAD0Xg4Yzlf8nAMkXLpXzqZwN1M8XrICKZHd3Nw6Hw1ckA7nWs3jx4jvWFRYWBhlPCCGG\n", "VkA9yezsbDZt2sS8efM4ffo0ZWVleudSXqj9jcEi+cKjcj6Vs4H6+YIV0JHk/PnzmT9/PgBTp05l\n", "4sSJuoYSQghVBDxOcrCpfuFGCDE8RfQZNwMpLi4O5WNCCDHsBFQkd+7cyRtvvMGLL77I2rVree+9\n", "9/TOpTzV+y6SLzwq51M5G6ifL1gBFUmHw8GnPvUp7r33Xp5++mkmTZqkdy4hhFBCQEXScPMmEF5v\n", "z126bz1FcTRTfSyY5AuPyvlUzgbq5wtWQEXy1q3RTCYTra2tuFwuXUMJIYQqAiqSn/zkJwFYunQp\n", "e/bsYdq0abqGGg5U77tIvvConE/lbKB+vmAFPC0ReqYjrlq1StdAQgihkpDGSR44cED3KYYyTlII\n", "oQddbnBht9uprq72Pavm3LlzMg9bCDEqBNSTbGxs5Mknn2T16tWsXr2a5557Tu9cylO97yL5wqNy\n", "PpWzgfr5ghXSjJu0tLRI5xBCCCX57UneepDX0aNHGTdunO/muYcPH+b555/XNZj0JIUQeojo3O1b\n", "h81z5871FUghhBhN/BbJz3zmM0ybNs03LvLy5cuYTCb+4R/+YVDCqUz1vovkC4/K+VTOBurnC5bf\n", "IhkXFwfArl27cDgcLFu2jNbWVg4fPjwo4YQQYqgFdOGmpaWFOXPmYLFYePDBB2lsbNQ7l/JUn58q\n", "+cKjcj6Vs4H6+YIVUJEc6PGvra2tEQ0jhBCqCahIdnR00NDQAEBDQ4PvQWB79+7VL5niVO+7SL7w\n", "qJxP5Wygfr5gBTTjpqamht///veMHTuWyspK8vLyWLduHaWlpTz++ON6ZxzxGtq7ueF0k2SNIjXW\n", "MtRxhBC9BDR3+/jx48yePTvg9bd4vV40TfNNZwzGaBknef2Gkx/sLOPqjS4mp8Xwfx7OJyvh7s81\n", "j7SWThcVzU6sZiMFyTGYo0KaZyCE8nSZuz1QIfRXIIuLiykrK2PlypW+MZY1NTXs2bMHk8nEwoUL\n", "ycrKCjhosG50uqlu6yLGbCQ3OUa37YTrfH0HV290AXChoZNLjR2DXiTbnG5+d7SSPZeaMQAvPJzH\n", "woLkQc0ghKp0O1woKipi0aJFfdaVlJSwZs0annrqKY4eParXprnR6eaVI9f5py0X+NKm85yqcUR8\n", "G3a7HU3TuFDfzoGyZi7Ut+MN4cGTsZa+R9k2c/BH3QPlC1RDh4s9l5oB0IA3T9XR5fZEJMdAVO9b\n", "qZxP5Wygfr5gDepzGGw2m++1xaJf762qrYt3Lvf8o+/yaGw8Xcf0MXER387Fhg6+uu0iLo+G2WTg\n", "5eWTmJweG9R33JNu4/NzsjlUcYOPT0hmSrrt7h+KMJvZRHJMFM2dPXegn5puw2KS020hYJCLZO/2\n", "50DDiiIh1mzEYjLQ7enZXl6yNeLbWLBgAfsuN+G6uQ2XR6OytSvoIpkYY+bJGZk8Pi2N8mYnx663\n", "MiY+mslpNkxGQ1j5ApUZb+HFoonsudREaqyZBXmJvuca6UX1sXQq51M5G6ifL1iDWiQ9ng9P4QL5\n", "R2i32307/NYhfCDL45Ks/L8fy6K4rI2CVBtFU1KD+nygy7FZEzEZwKOB0QCxdPfJHsz3fVBRxw8O\n", "1NLt0TAa4EeLsuiuvhTRvP6Wq869y8zoaB6878FB2Z4sy/JQLgcjpDuTB+rs2bMkJSX5Ltxs3LiR\n", "VatWoWka27ZtY8WKFQN+Vq+r2x3dHryaRlx0eL8f7HY7D83/KBfqO6hs7WJsYnhHfwevNPPjPeW+\n", "5a8Xjmfp5NSw8qn8G13yhU7lbKB+Pl2ubodi9+7dlJWVYbVaycvLo7CwkLlz57J27Vo0TWPx4sV6\n", "bXpAF+o7ePngVTyaxpcXjOPezPD6lCajgXsyY7knM7hT7P6MiY/2tQiMBshJHPxhQEJtrV1uDBDS\n", "kDoROl2PJMMR6SPJVqebr269wLWbw22SYqJ4ZeUUZQZva5rGxYaeo9IxcdFMTg+vJylGljO1Dl7a\n", "fxWjEb5emMs9GeH/Yh6tIno/yZHE49Vwur2+5S63F49Cvx4MBgOT02P5uwkp3JMZKwVS+DR2dPPj\n", "PVeobO3iWksXL+4tp6XTNdSxRo1RUySTbWa++rHxWKOMmI0GvrUwl7TY0K+wqz4WTPKFR6V8mhff\n", "KAqAbo8Xr0K/4G+n0r6LhEG9uj3UZo2N5z8/ORWv1jPsxXjbFXaPV6Oi2YnT7WFsopVEa2i7p6XT\n", "RXmzE4vJwITUGKKjpIckQpcaa+Zbi3L5yZ5yjAb40oMZpNj0G0In+ho1PUl/rt9w4ujy0O3x8s3t\n", "l/BqUDQ5hefnjiUhyKvgji43rxypZNfFJgD++WPjKZoS+lXqYNQ7uun2eEmNNWOVwjyiaJpGfXvP\n", "KXZGnBp99OFKepJBulDfzv/efIF/2nKB/z5ezfJ7ep4EWXyhiQZH910+fafmTrevQAJsOF1HR7e+\n", "U/wAzte3848bS/ncunNsPdtAp0v/bYrBYzAYyIizSIEcAqO+SNrLW2i/WcRO17aTdPMUOz7ahPXm\n", "PGpHl5vasZaYAAAWh0lEQVTatq4+xW6gvovNbCQr/sP/kadlxhKt8x11vJrGn96tobWrJ99/llRx\n", "urxa122GS/W+lcr5VM4G6ucL1qjqSfYnu9cdd4wGGJ9kZdnkFJbfk0Z2QjQ1bV382n6Nk1VtLJ2c\n", "wrOzsv32g1JjLfxoaQEHr7SQajPzwNh43a9UGw0GEqI/PL02GUBOtoWIjFHfk2zscPHOpSbO1rbz\n", "iampPDA2gaheRe2tcw38+tA13/JPlhUwa2wC5+s7uNzYwfgkK1Mz7jxavNLUyfHrraTYzMzMjifV\n", "T2GtaO7kzVN1uD0an7o/k/yU4G/tdq3FyW+PXKfW4eL5Odk8mJMgw4iE6IcyM26Gi1Rbzw0m+tPY\n", "3k1bl7vPOk2DS40dfG3bBd84y5cencjE1BjO1XVQ09ZNXrKVXx26SkVzz8D1Z2eNYc1H+r93pqPL\n", "zS8PXuVcXQcAFxs7eOnRSSTFBHf1clySle8tzsflCX/KpRDiQ6O6J3n9hpO/nKjmLyequX7D6Vvf\n", "7bk56NwAnW4vD41PJMkaxSempDA+KZr6dlefgehVrV2cqm7nO8WX+fWha3yn+DIfn5Die/9EZRue\n", "2wa2tXW5ae500e3xUN364QWimrZu392LghUdZfIVSNX7QpIvdCpnA/XzBWtEHnK0dLrAAEnWgY/G\n", "bh3Bna5pB+BEVRv/vGA8Z2ocbDvfyEPjE3l0aipzxyWSFW9h+bRU0mOjyEqw4nRrxFlMOLo9pMWa\n", "GZ9kpc7RzdxxCRy91orT7cXS6/R7xT1pfU59yxo7+esHNZgNBhZNSOFL88fy03cq0IDPz8kmOWZE\n", "/rUIMSyNuJ7kB9UO/m1/BUYDfGtRLtMGuIlFbVsX/8+GUjpcPUeNNrORlfemMSktlrKmTvaVNfOl\n", "h3I4dr2V5BgzR6/eYGFBErNyeopmebOTOkcXZpORH+y6gtPt5eMTk+no9nK+oZ2fLp1As9NNrNlE\n", "QarVN6Dc5fGy7VwD5+o6qGx1sqggmYdyE3G6vWgajE+KlsHnQuhoVI+TbGjvmeNa6+imuq2bf91f\n", "wQ1n/3Nc27s9fW5FturedApSbPzX8SrWn6pjYX4yUUYDSTFmfl9SxexxiRy8coMXii9z8EoL45Ks\n", "zB2fxKYz9b454XsuNfPIPan86yOTmJBmY0q6DaMBXjpwlV/br1J5owsNqHV0s6+smYsNnfzhWBUt\n", "nW4mptqYlGaTAimEYkZUkdSgT+/P7dXwevv/2U63l8obXXxhTjY/WpzPhFQb7V1uHpmciqb1PPel\n", "vdvD2IRo5o1PoKyxk5PVDqpau/iXveW8X1YF9B1CZDYZyIq3MD7JysWGDr629SI/eaecezPj+NvV\n", "G7x2sgaz0YDT9WEor9ZzMSjSVO8L6ZGv2+2lpdOFOwITm1XefypnA/XzBWtEFcn0WAsvPJxHrMVE\n", "QrSJbxTmkjzA0JtxidFkJ1jAANdbu9h/pZlqh4szde185WPj0DSN7+26wo/3XGHppFScvR6M5dXw\n", "/UN8fFo6K+5JY2ZWHD9ZOoFxiVY6uj386uBVyluc1Dq6+a9jVRRNTqXqRhdur8bye9J8g9YfnZrK\n", "eB0eLzHa1Dm6+f8OX+dLm8/zxvu1tN42KkGIUI24niRAfXs3BiDaZOR8Qwcd3R4mptn6HPV5NY1a\n", "RxctHW7Wvl/LPRmx/PF4zywVowGeezCb/yzpOVp8MCeeT83I5MV95TR3uPns7CwWT0whvdcUMY9X\n", "812ccXS7+eetFylv7rliHmU08PTMTO7NjOWBsQlAT0+00+UlLdYsQ3YiYM/FJn6+v8K3/LNPTPDt\n", "ayF6k3GS9BxRAmw8XccrRyoBmJgaw4+XFZBqs+DxahyuuMGv7Fd5fFo60zJiaej4sHfp1cB9cxjO\n", "mHgLH8mO57dHrvN3E1JIjDaREhPFV7Ze4CsLxjM7Jx6DwdDn6nWcJYovf3QcP9h9BafLw1c/Np7J\n", "6TbG9irSmfFy5/FI6r6tr+JW6WahYlgbUafbvbk8XvaVNfuWLzV20nLzkam1ji5+eaCCti4Pf3mv\n", "hqSYKB4an+h7BvaE1Bgmp8fwzYXjWZCXyKXGTj4xNY0dpQ381/Fq6tpd1Le7+MHuMmrbujlT6+Ct\n", "cw18UN2G6+ZFnHvHxPHKqin8/olpLCxIJifRqvsTCHtTvS8U6Xz3Z8VzT0bP43g/PjGZCWnhPZpX\n", "5f2ncjZQP1+wRuSRJIDZZKQwP8k3kyU/2UqUAd651MS5WgffXJTL1RYnmgaVN7pAg+dmZxFjMeH2\n", "arR3ezh+vc33/O5j11t5/N503q9q892yyuPtuX3VN7df7DP7ZkZWPABpijwaYjTITojmR0sm0O7y\n", "kBBtkhaGiJgR2ZO85XxdO6dqHDjdXiakxnCmpp0LDR2svDedn+4tx+XRSIg28eUF4/o8qfC7D+ex\n", "62ITLU43pfUdvvU//8QEYiwmfrCzjDiLiefmZOP2ar7PFk1J5b7MWKxRRqZkxJIpt7USQjnSk+zl\n", "eGUb//NuNYlWE5+akckbp+owGw1MzYj13Q6/tctDq7PvlVCHy8O5unY+PXMMFxo68Go9s2YmpdqI\n", "s0bx42UTeOdSE5cbO5mVE4/NbCQvOQaXx8tLB64CMHdcAt9clEu8HNEIMayN2J6kpmlMSbfx/INZ\n", "fGdRHvXtPfOjXV6NFNuHhctk6DktHpvQc9SXkxhNSoyZNQ9k0ely873F+Xz343k8O2sMcdYomjpc\n", "/Ms7V1h/up4/najhrXMN/OLRSXxudhYnqxy+7z12vRVH19Dd+Fb1vpDkC53K2UD9fMEakYc5nS4P\n", "H1Q7uNTQgSXKyM/3lfPNRXnsudRMW5eHq81OvrlwPFeanIxPsnKyqpVHpqYRF23iSpOTay1Ofn+s\n", "ioToKFq7avl64Xjio6Nwebw43V4qe92Q4lRNO1+Ya2FclJGFBUlsOF0PwEPjE4mPltkzQgx3g96T\n", "3Lp1Kx5PzxHWhAkTmD59er8/F2xPst7RTWldOyajAY/2YZ8wyRrF6unp5CZGYzL1PCnxncvNvH2h\n", "iRizkegoI0WTUoiLjmJccjRoPUehbV0e7OU3mJYZy5S0GDpcXnacb2TVfem8V+lg3ak6oOcZNksn\n", "p2A0GGjucFFa347HC1PSbX3GUQoh1KB8T9JqtbJkyZKIfmdHt4f/KKlkf1kLYxOiuW/Mhw9ub3G6\n", "yYi18JsjlayYlk6S1cTccQnYr7TQ6fbyj/PGkhln4d/2X8XR7eF/PZRDrMV4c253Co5uD2fqOogy\n", "Glh+Txrfe7uM//v4FB7KTSTKaCA/xep76mKyzcxDuUl9spU1dVLW2EmKLYqp6TZslhF58C7EiDXo\n", "PUmPx8OGDRtYv349J06ciMh3Oro9/K3iBtBzk4u85A/v7J0SE0WU0cDffySLP79bzUsHrvGy/Rpf\n", "X5jLVz82npwEK388Xk1Dhwun28uv7Fcpb3YSa4ki2WpiR2kjfz5Rwx+PV7OvrIWP5ifR4fLScunk\n", "zTuSD3xKfb3FyTffusi/7q/g2zsuc6LSMeDPRprqfSHJFzqVs4H6+YI16Ic1RUVFvtc7duyIyHfG\n", "WkwU5iez+1ITXR4Np9vDC3+Xx/UbTqKjjLQ53XR5NLpuXtFu6/LQ3u3hWosT+5WWPs/fNt18/UGN\n", "A5fXhtn04e+RU9UOnnlgDOOTojkdQK6GDpfv4VzQcxu3BflJfj4hhFDNkF7dNpv9P6Kg928ku90+\n", "4HKsxcSSMW6+MT+T7y/OZ3ZOAsXnG/nTiRr+s6SK+g4XMeYP/6hGQ88R5uGKG5yobOPjE5PJTbKS\n", "YoviuQez2XWhiYKUGF45UsmSScm+zy2emMz83ETfoxXulk9rb+7zbJtpqVF+fz6Sy8Hsv6FYlnyh\n", "Ly9YsECpPMMtX7AG/cJNRUUFubm5AGzbto3ly5f3+3OhDiY/Vd3G/3m7jOfnZPOHY1V0urx8YU42\n", "ZqMBzQC1Dhc5CdHkJUdzvLKNV9+rxWwy8MxHMnlgbAKXGzrodGu8c7mZCw0dvLx8Eo5uD1FGAxPT\n", "Ykj0c7fz/lxt7qSixUlyjPnm/SJH7KgrIYYF5S/cVFRUUFJSAsDMmTMj/v317T29xT+fqOGT92Vw\n", "T4aNe8fE0drp5lhlKzFRBmItRtLjLDw2LZ0p6bF0u71MSbeRGR9NjNnELw5cpbqti3/6aA4T02L6\n", "7Tva7XYWLFhw1zzjk2MYnxz80w/DFWi+oSL5QqdyNlA/X7AGvUgWFhbq+v25yVZsZiM3nG7sV5qZ\n", "lhHLb/9WycS0GB4a33NF2mYx+grfvPGJfT4/LsnKj5cV0OX2khRj7vN4WSHE6DMi525faeqkvr0b\n", "m9nEt7ZfwnXzBrlfWTCOR6amRTKmEGKYGdXPuLklPyWGOeMS8Xg1X4EEqGh2+vmUEELcaUQWyVvG\n", "JkZzX2bPwHLrzWmDkaL6WDDJFx6V86mcDdTPF6wRPf0jLdbCC3+XR42jm7hoU59B5kIIEYgR2ZMU\n", "QoiBSE9SCCEiSIpkiFTvu0i+8KicT+VsoH6+YEmRFEIIP6QnKYQYVaQnKYQQESRFMkSq910kX3hU\n", "zqdyNlA/X7CkSAohhB/SkxRCjCrSkxRCiAiSIhki1fsuki88KudTORuony9YUiSFEMIP6UkKIUYV\n", "6UkKIUQESZEMkep9F8kXHpXzqZwN1M8XLCmSQgjhh/QkhRCjivQkhRAigqRIhkj1vovkC4/K+VTO\n", "BurnC9agP+OmpqaGPXv2YDKZWLhwIVlZWYMdQQghAjboPcktW7bw2GOPAbBp0yZWrlzZ789JT1II\n", "oQfle5I2m8332mKxDPbmhRAiKINeJHsfuJrN5sHefMSo3neRfOFROZ/K2UD9fMEa9NPt4uJiioqK\n", "ANi9ezeLFy/u9+feffddWlpaBjOaEGIUSEpKYtasWQH//KBfuOns7AR6jihvve5PMH8IIYTQy6Af\n", "SVZVVbF//340TWPx4sVkZGQM5uaFECIoys64EUIIFchgciGE8EOKpBBC+CFFcoTwer14PJ6hjjEg\n", "1fMJMZBBv7p9N6pPW9y6davvH/uECROYPn36ECfqGVZVVlbGypUryc7OBtTaj/3lU20/njlzhvPn\n", "z+P1epk3bx45OTnK7MP+sqm0/w4fPkxtbS0A48ePZ9asWcrsu4HyBbX/NMVs3rzZ93rjxo1DmKR/\n", "O3fuHOoI/Tpz5oxWWVnpW1ZtP96eT7X9uH//ft/rt956S9M0dfZhf9lU23+3vP3225qmqbPvbncr\n", "XzD7T7kjSdWnLXo8HjZs2ICmaeTn5ys7v1z2Y3AKCwvvWKfKPuwvm2r7r7y8nPXr17Nq1SpAnX13\n", "y+35gtl/yhVJTfFpi7dmCwHs2LFjCJP4J/sxNLt27WLOnDmAevuwdzbV9l9eXh5f/OIX2bx5MwUF\n", "Bcrtu9vzBbP/lLtw07u5bzAYhjDJ3anwlz8Q2Y/B279/P5MmTSItLQ1Qax/enq03Vfaf1WolPj4e\n", "UGvf3dI7X29323/KFclApy0OlYqKCt9rp9M5hEn8k/0YnIMHD5KZmUleXp5vnSr7sL9sKu2/pqYm\n", "3+tbR5Cq7DvoP18w+0+50+25c+eydu1a37RF1VRUVFBSUgLAzJkzhzhNj927d1NWVobVaiUvL4/C\n", "wkKl9mN/+VTaj3V1dRw6dIipU6dSWlpKW1sbzzzzjBL7cKBsKu2/Q4cO0dXVBcDs2bMBtf4d95cv\n", "mP0n0xKFEMIP5U63hRBCJVIkhRDCDymSQgjhhxRJIYTwQ4qkEEL4IUVSCCH8kCIpIsLj8eD1eoc6\n", "hhARJ0VyGPvhD38Yse+qq6vj9ddfZ/Pmzbzxxhu43e4+72/btq3fz1VVVfHmm2/y8ssv09jYGPL2\n", "3333XX73u9+F/PmRaqD9fru3336b9evX65xmdJIiOYx9/vOfj9h37d27l09/+tM8/vjjPPzww+zf\n", "v7/P+wNNLcvOzuaJJ57wzWQI1axZs0hPTw/rO0aiQKf0LVu2TJk50iONctMSxd3V1NRw5MgRLl++\n", "zNe+9jXf+o6ODjZs2EBcXBwmk4nz58/z9a9/3ff+zp07cTgcmEwmXC4XK1asIDo6GgCTyURnZyc2\n", "m43m5mbfra7cbjc7duygtLSUTZs2ATBp0iTuvffesP8cu3fvpqmpiaioKEwmU5/T9fPnz3Py5Eli\n", "YmJwOp3Mnj2bgoICqqur+e///m8mTZrE6tWrqa2t5fXXXyc9PZ2nnnqKqKiB/5cuLi7m/PnzJCcn\n", "k5CQQEdHBzNmzOC+++7zu03oudXWzp07mTFjBuXl5VgsFjIyMliwYAHQM/Wtvr4ek8nkmwL3xBNP\n", "3HUflJeXc+jQIeLi4jAajTQ0NPC5z30OgAMHDvTZ78nJySxcuBDo+XvZuHEjRqMRTdOUuzn1iBKB\n", "+1iKIfLGG2/0WS4rK/PdVFTTNK28vNz3+tChQ9r58+d9y21tbdr69et9y42Njdr3vvc97U9/+pP2\n", "4osval6v1++2brd3716trq4u4OxnzpzR/va3v/mW6+vrtZ/97Geapmlae3u79uc//7nPz69bt07r\n", "7u7WNE3Tamtrtd27d/veW7t2bcDb/cY3vqF5PB7f8l//+leto6Pjrtu8lfnf//3fta6urj4/d/78\n", "ee3o0aO+Za/Xqx06dCigPG+99ZZWUVHhW+79d6ZpA+/3rVu3avX19b7lo0ePauvWrQtomyI4ciQ5\n", "guTn5+PxeHj77bd9t6rKzc0FoLKykvnz5/t+Ni4urs9ni4uLeeGFF4iOjqayspJdu3axdOlS3bJe\n", "vHiRZcuW+ZbT0tLIyckBoLa2ltbWVt8RFPTcqaW5uZmMjAwyMjKor68Heo6qgzmKmj59Okbjh12m\n", "yZMnU1VVhdFo9LvNWx5++OE7biJ74cIFlixZ4ls2GAx99rU/jzzyCMeOHePs2bO43W4yMjJ8f2f+\n", "OByOPrdNmzlzJlevXg1omyI4UiRHkPfff5/777+fiRMnAj3P9qioqCA3N5ecnBwuXLjA5MmTgZ5/\n", "ZLe7deqdmppKR0eHrlknTZrEyZMnmTdvHgD19fVcu3YNgJycHDIzM1m5cqXv52+/cj5r1iyOHz/O\n", "tWvXWLFiRcDbPX36NF6v11coL126xPLlyzGZTHfdpqZp/fb9CgoKOHXqVJ++bO997c97773Hgw8+\n", "6Ft+7bXXfDfW9Sc2NpaGhgZfoTxx4kSfG92KyJG7AA1D+/bto6WlhVOnTvmOjIqKiti2bVufoySA\n", "xx57zLfuVk/SaDTicrl47LHHfIWxvLyckpISoqOjcTqdrFixos8t+A8cOEBTUxNGoxG32838+fMZ\n", "M2aMrz9aVlZGZmYm8fHxFBUVBXTL/l27dtHc3IzVasXpdFJXV8e8efOYPXs2165d49ixY74eo8Ph\n", "YMWKFX1umvqHP/yBMWPG8Oijjwa87/7jP/6DuLg4rFYrLpeL+++/n6lTpwL43WZJSQknT54EICMj\n", "g7Fjx/Ypbnv37u2zf6ZMmcKMGTPumue3v/0tWVlZaJqG1+vt0+eEnmL7/vvvEx0d7XvUwIwZM3C7\n", "3bz55puYzWaMRiNxcXEcO3aMz3zmM33uOynCJ0VSjCrr1q3jySefHOoYYhiRIUBi1CguLqa0tJTt\n", "27cPdRQxjMiRpNBFeXm57/T0dnl5ebrcTXsotumPw+Fgz549/fYK4+LihvyO3SIwUiSFEMIPOd0W\n", "Qgg/pEgKIYQfUiSFEMIPKZJCCOHH/w/DyYE3f608egAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.448726\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt4VPd95/H3zGik0WgkhNAdgQRCErYDKAYDxlSklIti\n", "EAUeO7XxepvUTdqtn33S3SSt2z7dbtrtJtsmm6TdXSfppmk2sXEsJIQkjLjFBkvYXA3mYiRASGCQ\n", "RhKS0GWk0VzO/iEzSCANc9GRfpK+r+fxkzmjOXM+HMJX53zP7/yOQdM0DSGEECMyTnQAIYRQmRRJ\n", "IYTwQ4qkEEL4IUVSCCH8kCIphBB+SJEUQgg/IvT88r6+Pn74wx/y+7//+6SnpwNQUVGBx+MBIDs7\n", "m0WLFukZQQghwqJrkTxy5AgbN24c9p7FYmH9+vV6blYIIcaMbkWyo6MDq9WKxWIZ9r7H46G0tBRN\n", "05g3bx5PPvmkXhGEECJsuhXJ6upqNm3axOXLl4e9X1hY6Hu9b98+vTYvhBBjQrciabfbKS8vp6Wl\n", "haysLF9Pciiz2Tzq+gcOHMBkMukVTwgxTcXHx7N06dKAP69bkfzDP/xDAC5dukR8fLzv/cbGRjIz\n", "MwHo7+8fdX2TySSn4kKIMXfmzJmgPq/rEKD29naqq6u5cOGC773GxkaKi4spLi4mLy9Pz83rqrq6\n", "eqIj+CX5wqNyPpWzgfr5gqXr1e2EhAS+9rWvDXuvoKBAz00KIcSYMqg6Vdrhw4fldFsIMebOnDnD\n", "7/zO7wT8ebnjRggh/JAiGSLV+y6SLzwq51M5G6ifL1hSJIUQwg/pSQohphXpSQohxBiSIhki1fsu\n", "ki88KudTORuony9YUiSFEMIP6UkKIaYV6UkKIcQYkiIZItX7LpIvPCrnUzkbqJ8vWFIkhRDCD+lJ\n", "CiGmFelJCiHEGJIiGSLV+y6SLzwq51M5G6ifL1hSJIUQwg/pSQohphXpSQohxBiSIhki1fsuki88\n", "KudTORuony9YUiSFEMIP6UkKIaYV6UkKIcQYkiIZItX7LpIvPCrnUzkbqJ8vWLoWyb6+Pr7zne9w\n", "+/Zt33vNzc288cYbvPXWWzQ1Nem5eSGECJuuPcmqqiqSk5NJTU0lPT0dgPLycrZs2QJAWVkZW7du\n", "HXFd6UkKIfSgTE+yo6MDq9WKxWIZ9r7VavW9joyM1GvzQggxJnQrktXV1axevfqh94ceuJrNZr02\n", "rzvV+y6SLzz+8mmaxoDHO45phpvM+24yitDri+12O+Xl5bS0tJCVleU73fZ4PL7PGAwGv98xtNDe\n", "2/GqLJ8/f16pPJJvfPLl5i+n5EILl+y9bMqJY21uCpERxgnPK8vBLQdD93GSly5dIj4+3lckd+/e\n", "zbZt29A0jcrKSoqKikZcT3qSQkV7Lrbyvz/4FAAD8KMtuSxMjpnYUCIowfYkdTuSBGhvb6e6unrY\n", "keSKFSvYuXMnmqaxbt06PTcvxJhr73P5XmtAv3viTrvF+NB1CFBCQgJf+9rX2LBhg++99PR0Xnzx\n", "RXbs2EFycrKem9eV6n0XyRee0fKtmT+ThOjBY4vfnh9PZrxlxM/pabLuu8lK1yNJIaaa+QnR/NPv\n", "5tE74GGWNYI4y+S9+CgCI/duCyGmFWXGSQohxFQgRTJEqvddJF94VM6ncjZQP1+wpEgKIYQf0pMU\n", "Qkwr0pMUQogxJEUyRKr3XSRfeFTOp3I2UD9fsKRICiGEH9KTFEJMK9KTFEKIMSRFMkSq910kX3hU\n", "zqdyNlA/X7CkSAohhB/SkxRCTCvSkxRCiDEkRTJEqvddJF94VM6ncjZQP1+wpEgKIYQf0pMUQkwr\n", "0pMUQogxJEUyRKr3XSRfeFTOp3I2UD9fsKRICiGEH9KTFEJMK9KTFEKIMaRrkTx27Bi7d+9m9+7d\n", "nD59GoCKigrKysooKyvj/Pnzem5eV6r3XSRfeFTOp3I2UD9fsHR97vaqVat8rw8cOACAxWJh/fr1\n", "em5WCCHGjO49yYaGBkpKSti2bRvz58+nqqoKh8OBpmnMmzdv1L6j9CSFEHoItiep65EkQFZWFq++\n", "+ip79uxh/vz5FBYW+n62b98+vTcvhBBhGZcLNxaLhdjY2IfeN5vNftcb2tuorq5Wavn1119XKo/k\n", "mz757r1WJc9kyxcsXU+329vbSUhIAGDv3r1s2rSJxsZGMjMzAaisrGTz5s0jrqv66XZ1dTWrV6+e\n", "6BijknzhUTmfytlA/XzBnm7rWiQrKipwOp0ALFu2jKysLI4ePYrdbgcgPz+fnJycEddVvUgKISYn\n", "pXqSRUVFD71XUFCg5yaFEGJMyWDyEIXa3xgvki88KudTORuony9YUiSFEMIPuXdbCDGtyL3bQggx\n", "hqRIhkj1vovkC4/K+VTOBurnC5YUSSGE8EN6kkKIaWVcepINDQ2hrCaEEJOO3yJZUlJCaWkppaWl\n", "7Nq1i127dlFcXMybb745XvmUpXrfRfKFR+V8KmcD9fMFy+8dNzabjY0bN1JTU4PZbCY/P58zZ84Q\n", "Hx8/XvmEEGJCBdST3LVrF88995xveffu3Wzbtk3XYNKTFELoQZeepMFgGLbs9XqDSyWEEJNUQEXS\n", "6/XS1tYGQFtbGy6XS9dQk4HqfRfJFx6V86mcDdTPF6yAZgHatm0bVVVV9PT0EBMTM+zUWwghpjIZ\n", "JymEmFbGZZzkxx9/HMpqQggx6QRUJI8cOTJs+fr167qEmUxU77tIvvConE/lbKB+vmAFVCQ7OjqG\n", "LT94tVsIIaaqkE637z23ZjpT+UFHIPnCpXI+lbOB+vmC5ffqdmVlJX19fVy+fHnYsJ8lS5boHkwI\n", "IVTg90hy8+bNPP/886xZs4bnn3/e919ubu545VOW6n0XyRcelfOpnA0Cz6fowJqHBDROUp5wKIQY\n", "K5/e7efX5+zc7XfzUn4qeckxEx3JLxknKYQYNy6Pl/92+Dof3OgCIDbKxOvbFpJsixy3DLo8d/vn\n", "P/85a9euxW63c/XqVebOnRtQc/bYsWPY7XYA5s6dy9KlS2lububw4cOYTCbWrFlDWlpawGGFEJOb\n", "y6PR1D3gW+52ehhwqz0XREBXtxMTE8nMzKSlpYUdO3bQ0tIS0JevWrWKbdu2sW3bNu7cuQPAiRMn\n", "eOmll3jhhRc4fvx46Mkn2FTpC00UyRc6lbOB/3zWSBN/8FQ6ps9GEX55aRqJMeZxShaagI4k7836\n", "ExEx+HGjMfCRQw0NDZSUlPimVrNarb6fRUaO3yG2EEINT2XE8ePtC3F5NGbHRWExmyY6kl8BVbue\n", "nh5u3LjBrFmzgOAGk2dlZfHqq69y8uRJYPgVLbNZ7d8g/qg+FkzyhUflfCpng0fnMxkNZM6MZkGi\n", "lehItQskBFgkn3nmGS5cuMBTTz3FRx99RFNTU1AbsVgsxMbGAuDxeHzvP6rYDj1sr66ulmVZlmVZ\n", "HpPlYOh6dbu9vZ2EhAQA9u7dy6ZNm3yzmmuaRmVlJUVFRSOuq/rV7erqaqV/o0u+8KicT+VsoH4+\n", "Xa5u+3Po0CHWrVs34s9qamp8tzAuW7YMgBUrVrBz5040TRt1PSGEUEXYR5JlZWVs3bp1rPL4qH4k\n", "KYSYnMZlPkkhhJgupEiGKNQm8HiRfOFROZ/K2UD9fMGSIimEEH5IkQyRylfvQPKFS+V8KmcD9fMF\n", "K+wiKbOUCyGmsrCLZDBXiaYS1fsuki88KudTORuony9YARXJXbt2cezYMQDq6uqGPS3RZrPpk0wI\n", "IRQQ8JHk008/DUBubi61tbW6BZosVO+7SL7wqJxP5Wygfr5gBVQko6KihvUe780GJIQQU11ARXLo\n", "pBRwf+q06Uz1vovkC4/K+VTOBurnC1ZARTIpKYkTJ07gdDo5deqUb9IKIYSY6gK+d7uuro66ujrm\n", "z5/P448/rncuuXdbCKEL3WYBys3NlUfJCiGmnYBOt6daj2EsqL5PJF94VM6ncjZQP1+wAiqSDz74\n", "696jGIQQYqoLqEgODAwwMHD/MZC3bt3SLdBkofpYMMkXHpXzqZwN1M8XrIB6kllZWfz0pz9l7dq1\n", "wMNHlkIIMVUFdCT58ccf+wqkjo/EmVRU77tIvvConE/lbKB+vmAFdCS5YcMGsrKyfMu9vb165RFC\n", "CKXo+rTEcMg4SSGEHnR7xo3L5aKlpQWv10t3d3dI4YQQYrIJqEjW19ezZ88eDhw4AEBFRYWuoSYD\n", "1fsuki88KudTORuony9YARXJU6dO8dxzz2Gz2TAajTKHpBBi2gjowo3FYgnpyy9evEhtbS1er5eV\n", "K1eSkZFBRUWFb1ah7OxsFi1aFNJ3jxen28uVNgd3+91kzrSQMWNwX6g+FkzyhUflfCpnA/XzBSug\n", "ItnX1zds2e12B/Tld+7cYfv27QC88847ZGRkYLFYWL9+fZAxJ85Ht7v5LwfqAUiLjeS7X1xAWlzU\n", "BKcSQoyXgE638/Pz+dWvfsXt27cpKSnhqaeeCujLCwoKHnrP4/FQWlpKSUkJZ86cCS7tBPig8a7v\n", "dVP3AG29LkD9vovkC4/K+VTOBurnC1ZAR5J5eXnMmTMHu91ORkYGZrM5qI0cPHiQ5cuXA1BYWOh7\n", "f9++fUF9z0TIT7exr/YOAHFRJmZaZVZ2IaaTgIcAGQwGvF7vQ7OUP8qRI0fIyckhMTHxoZ89qtgO\n", "/Y1UXV09IcvL58zg7zfO50+eSuavnkny9ST1znf69Omw1tc7X7jLki/05dWrVyuVZ7LlC1ZAg8kv\n", "XLjApUuXyM3N5erVq3zuc59j4cKFj/zy999/n6SkpGGfbWxsJDMzE4DKyko2b9484rrTdTB5c7eT\n", "w1fbaXe4+GJeIgsSrRMdSYgpRZfB5B9//DFf+tKXyM/P57nnnuPcuXOPXKelpYWamhouX75MWVkZ\n", "v/zlL4HBIllcXExxcTF5eXkBB1VNqL+V/PFqGr8+Z+cXp5up+OQOf1l1DXu3M6Tv0iPfWJJ8oVM5\n", "G6ifL1gBNdis1uFHM4H0JJOTk3nttdceen+kizlikMvjpa7N4Vvu7HfT55KHrgkxkQI6kuzq6vI9\n", "IdHr9dLf3w8MDuuZrvQYCxYVYeLF/FSMnz29d9PCWSTGBHeR7B7Vx6pJvtCpnA3UzxesgI4kOzo6\n", "eO2111i0aBEXLlwgOzub4uJiLl++zLPPPqt3xmllxZw4/tfv5uF0e8mIt2CLkqvpQkykgIcAff3r\n", "X3/o/aqqqjEPNFlUV1fr8hvTbDKOycUavfKNFckXOpWzgfr5ghXQ6fbQsY0Pvn/27NkxDSSEECoJ\n", "eJzkaBoaGsYgxuSj+m9KyRcelfOpnA3UzxessIukEEJMZVIkQ6T6WDDJFx6V86mcDdTPFywpkkII\n", "4YcUyRCp3neRfOFROZ/K2UD9fMGSIimEEH4EVCT9TbKbn58/ZmEmE9X7LpIvPCrnUzkbqJ8vWAEV\n", "ybfeemvUnw19HrcQQkw1AU2V9oMf/IC0tDTS0tJ45plniIjQ/1a56TpVmhBCX8FOlRZQtXvhhRdI\n", "S0ujubmZiooKIiMj2bRpU8ghhRBisgjodDslJQWA1NRU5syZQ3Nzs66hJgPV+y6SLzwq51M5G6if\n", "L1gBHUmWlpYyc+ZMWltbWbp0Ka+88oreuYQQQgkB9SS/853v8Morr5CcnDwemQDpSQoh9KHL4xu+\n", "/OUvj2uBFEIIVQRUJNPS0nC5XLS0tOD1eunu7tY7l/JU77tIvvConE/lbKB+vmAFVCTr6+vZs2cP\n", "Bw4cAKCiokLXUEIIoYqAiuSpU6d47rnnsNlsGI1GbDab3rmUp/r9qZIvPCrnUzkbqJ8vWAEVSYvF\n", "oncOIYRQUkBFsq+vb9iyv3u5pwvV+y6SLzwq51M5G6ifL1gBjZPMz8/nV7/6FV1dXZSUlLB8+fKA\n", "vvzixYvU1tbi9XpZuXIlGRkZNDc3c/jwYUwmE2vWrCEtLS2sP4AQQugpoHGSAA6HA7vdTkZGBmZz\n", "YM+CPnr0KAUFBcDgM7qfffZZysvL2bJlCwBlZWVs3bp1xHVlnKQQQg+6jJMEsFqtzJs3D7PZzKlT\n", "pwJa516BfPB77omMjAx080IIMSH8nm7/5Cc/ISkpCa/Xy7Vr18jIyODmzZvYbDaWLVsW8EYOHjzo\n", "O0UfeuAa6BGpilR/trDkC4/K+VTOBurnC5bfIrls2TKWLl3Knj17eOWVV0hMTKS1tZV333034A0c\n", "OXKEnJwcEhMTAfB4PL6fGQwGv+sO3dn3msGqLJ8/f16pPJJveuWT5fCWgxFQT7K0tJTt27f7lof2\n", "Ff15//33SUpKYuHChb73du/ezbZt29A0jcrKSoqKikZcV3qSQgg96DKf5INDfvr7+x+5TktLCzU1\n", "NSxcuJDLly/T3d3Nyy+/zIoVK9i5cyeaprFu3bqAgwqhCqfbyyctvdzo7GfBLCt5SVZMRv9nRWLy\n", "CqhIJiQk8OGHH5Kfn8/Zs2eZOXPmI9dJTk7mtddee+j99PR0XnzxxeCTKkb1vovkC4+/fJdbevmz\n", "d64CYDLAD7fkkpcUo0Q2FaieL1gBXd1et24dcXFx7N+/n7i4ONavX693LiGUdbvL6Xvt0aCt1zWB\n", "aYTeAh4nOZqzZ8/q8sRE6UkKVV1u6eUbe6/g8mjERpn43qYc5iVET3QsESBdepL+NDQ0TNvHyorp\n", "KS/Jyg+LcmnrHSAtNoosKZBTWsCDycVwqt+fKvnC4y+fwWAgJ9HK05nxE1IgJ/O+m4ykSAohhB9S\n", "JEOk+tU7yRcelfOpnA3UzxcsKZJCCOGHFMkQqd53kXzhUTmfytlA/XzBCrtIypVtIcRUFvY4Sb3I\n", "OEkhhB7GdD7Juro63njjDd58801u3Ljhe//73/9+6AmFEGIS8Vskz507x0svvcSOHTs4d+4czc3N\n", "AGRnZ49LOJWp3neRfOFROZ/K2UD9fMHyWySHTopbVFTE0aNH6ezs1D2UEEKowm+RNBqNw4ri9u3b\n", "qaioYGBgQPdgqlN9LJjkC4/K+VTOBurnC5bfIvnss8/yySef+JYjIiLYvn07TU1NugcTQggV+C2S\n", "ERERPP3008Pei4mJ4etf/7quoSYD1fsuki88KudTORuony9YIY2TvHcBRwghprqAiuTFixeHLR87\n", "dkyXMJOJ6n0XyRcelfOpnA3UzxesgIrklStXhi1HRIQ9DaUQQkwKIZ1ue73esc4x6ajed5F84VE5\n", "n8rZQP18wfJ7SFhZWUlfXx+XL1/G5br/HI+UlBTdgwkhhAoCune7oqJi1Odj60Xu3RZC6GFM792+\n", "54tf/GJIYbxeLx6PJ6R1hRBCBQEVyVAu1FRVVfHjH/8Yu93ue6+iooKysjLKyso4f/580N+pEtX7\n", "LpIvPCrnUzkbqJ8vWH6rn9vt5siRI1itVlauXMnBgwdxOBxs2LABq9Xq94sLCwu5dOnSsPcsFos8\n", "s1sIMan47Um+/fbbrF27lo6ODkpKSnj55ZeZNWsWe/bs4fd+7/ce+eWXLl0iPj6e9PR0YPDo0uFw\n", "oGka8+bN89tzlJ6kEEIPY/rc7aioKBITE0lMTGT27NnMnj0bGDwiDEVhYaHv9b59+0L6DiGEGE9+\n", "e5J9fX1omobD4eDq1as4nU4A3/+GY+g0bKMZ2tuorq5Wavn1119XKo/kmz757r1WJc9kyxcsv6fb\n", "LS0tvPvuu5hMJtauXUtVVRUAq1atIisr65Ff/uDpdmNjI5mZmcDgGMzNmzePuq7qp9vV1dVK334l\n", "+cKjcj6Vs4H6+YI93dbtGTeHDh2ivr4ei8VCVlYWBQUFHD161He1Oz8/n5ycnFHXV71ICiEmpzHt\n", "SYZj3bp1D71XUFCg1+aEEEIXAY2TdDqdlJaW+v4bi57kZBdqf2O8SL7wqJxP5Wygfr5gBXQkWVFR\n", "QWFhITabjZ6eHsrLy3n++ef1ziaEEBMuoCNJs9mMzWYDwGazBXRleqpTuTENki9cKudTORuony9Y\n", "ARXJB++/lqnShBDTRUBF0mazUVdXB0BdXZ3vqHI6U73vIvnCo3I+lbOB+vmCFVCR3LBhA21tbRQX\n", "F3Pnzh02bNigdy4hhFCCbuMkwyXjJIUQetBlPsmhGhsbpScphJg2AiqS3/ve92hsbOSdd97h1q1b\n", "lJeX651Lear3XSRfeFTOp3I2UD9fsAIqknl5eb57rletWqVrICGEUElQQ4BMJpOuYSYT1ceCSb7w\n", "qJxP5Wygfr5gBVQke3p6OHDgANnZ2XrnEUIIpQRUJLdv305OTg4LFizg3LlzcuEG9fsuki88KudT\n", "ORuony9YAd27bbVamTdvHgBLlizhscce0zWUEEKoIqRxkuXl5WzZskWPPD4yTlIIoQfdx0mC3Lst\n", "hJg+/BbJb3/729y+fZvvf//7FBcX+/6b7M/MHguq910kX3hUzqdyNlA/X7D89iT/5m/+BoDs7Gy2\n", "bt3qe7+srEzfVEIIoYiAepLNzc2kpqb6lt977z2+8IUv6JlLepJCCF3o0pMcWiAB3QukEEKoIqQL\n", "N0L9vovkC4/K+VTOBurnC5YUSSGE8EPX+SS9Xi+apoV0z7f0JIUQelDmudtVVVXU19ezdetW0tPT\n", "gcELQIcPH8ZkMrFmzRrS0tL02rwQQowJ3U63CwsLH7rAc+LECV566SVeeOEFjh8/rtemx4XqfRfJ\n", "Fx6V86mcDdTPF6xx7UlarVbf68jIyPHctBBChGRci+TQ9udkf3a36nPmSb7wqJxP5Wygfr5gjWuR\n", "HPr8boPB8MjPDz1sr66ulmVZlmVZHpPlYOh6dfvSpUvEx8f7Ltzs3r2bbdu2oWkalZWVFBUVjbqu\n", "6le3q6urlf6NKfnCo3I+lbOB+vmUubp96NAh6uvrsVgsZGVlUVBQwIoVK9i5cyeaprFu3Tq9Nj2p\n", "XG/v41aXk6QYMwtmWTEZH32ELYQYP/Lc7XF2s7Ofzj43STYz/S4v/7nyCj0DHkwG+N7mHJ5IsU10\n", "RCGmNGWOJMXDrt1x8GfvXKXb6WF2XCR/unoOPQODfVqPBtfu9EmRFEIxcltiiEJpAl+y99LtHCyK\n", "t7oG6OjzEGm6f3qdGW+Z0HzjSfKFTuVsoH6+YMmRpM5aewb4zbUObnT2s2JOnO99A5BsM/O9TTk0\n", "dPSTHhdJXlLMxAUVQoxIepJh6Oxz0djZT5TJSFaCBUvEw/eo/+pME//vTDMAqzLjWDl3BpfsDp7J\n", "msGT6bGYI+RgXojxJD3JcdLjdPOzE7fZf6UdgG8VzGV97qyHPnetvc/3+lhjFzvyUynMSxy3nEKI\n", "8MhhTIjqbjb7CiTArgstOAY8D31uy+NJmD8b1rM6awbJtvG5HVP1vpDkC53K2UD9fMGSI8lROAY8\n", "9A54sEWZiDY/fBpt8rpJjjHT0usC4LHkGKJGOHVekmbjf23Nw+HykB4bRXz05L4dU4jpRnqSI2jp\n", "dvKT47c5+WkXv5Mzk5c/n0aC9eHi1tDex3v1HcywRLAqcwYpsVETkFYIEQzpSY6Bi/Ze3m/oBGDv\n", "J3dYMWcGK+fOeOhzWQnRfDkherzjCSHGkfQkR/LA5Bsj3Sioet9F8oVH5XwqZwP18wVLiuQInkix\n", "smZ+PFazkaLHEslNtD56JSHElCQ9yVE4XIMXbmIjTVhGuHAjhJicpCc5RqxmE1YpjkJMe3K6HSLV\n", "+y6SLzwq51M5G6ifL1hSJIUQwg/pSYppr7V3AKfLS4LVjDVSWixTnfQkdeLyeLlo7+VcUzcLk2JY\n", "nGYb8U6csXalzcH5ph7S4iL5XIqNWIv8lY2la3cc/FXVNdr73Dy3KJkd+SnYomQfi/vkdDtAV9oc\n", "vLbvKm98ZOevD9Rz+nqr7tts6urnR9U3+PHxW/zNweuc+LQr4HVV7wupkq/8UhvtfW4Adp1v4UZn\n", "P6BOvpGonA3UzxcsKZIBane48Q5pTNzp93K9vY8TN+/S2NE3+ooB6HG6OXe7m49udXG3343L46Wm\n", "oZPvHbnBgllWih4bnDXoUktvWNsRD5sx5MjcaIBIk/yTEMPJeUWA5sZHkWwzkzHDggGNeUmx/GlF\n", "HX0uL7FRJv5xUw7zQ7hF0eXxUvFJGz8/1QTAtieSWJczk789dB0NOG/v5YUlKcRFmVg1wq2Ro1H5\n", "aXWgTr7CvATs3U6ud/Tz0udTyZw5ODu8KvlGonI2UD9fsKRIBmjuzGj+fE0WvzjdhDXSiMcLTrcX\n", "gG6nh0/v9vuKZL/Lw0V7L/XtfTyWHMNjyTGjPgWxy+lm98X7p+7ll1pZMz8es8nAgGfw0NXl8fLd\n", "Ly7w/QMWYyc9zsI312Qy4PESEyn/HMTD5NxiFJqm8UlLL2+fs3P8xl1udzn5u8PX+bi5hw9vdPHG\n", "R02smDN4ZGc0QKL1/jyRn7Q6+Iuqa/zLidt8c+8Vrt5xjLodq9nEE8n3H9vw75em8eldJzvyU/mD\n", "ZWnMjI5gXU4CCxKtmIM4FVS9L6RSPrPJ+FCBVCnfg1TOBurnC5b86hxFfXsf39x7hQijgd9fmsbt\n", "LidfWpLC+aYePrhxlzsON688NZsnUqwsTI4hJ/H+qXZTl9P32qvBHYdr1O1Em0380crZPDk7lmiz\n", "kU9aen2n3vNmWvjHTQuYGy8zDQkxUca9SFZUVODxDM7gnZ2dzaJFi8Y7Ah6vRl2bg6YuJ+lxUeQk\n", "Wh86HW53uHF5NL60KJm3ztrp7B+8AvpSfgp1bQ7+eOVsHkuJ4bGUhx/elT0rmsjPTpdnWCKYHTc4\n", "z+TdPhcnP+3i2p0+VmXF80RKDEaDgdTYKIoeT6Lb6ebNs3bf91zv6Mc44hxEj6Z6X0jyhU7lbKB+\n", "vmCNe5G0WCysX79+vDc7TF2rg/9UWYdXgwijgR8U5ZCXFMPNu/0cqG0nLc6MNTKCryxLI9kW6SuQ\n", "AJ/edfLDohyS/DyGITfRyo+25NLW6yItNpK5MwePBE/d6uYfjtwABoee/NPv5pI96/4MQzGRJjYt\n", "TOQnx28BUDAvnhnRcrAvxEQa956kx+OhtLSUkpISzpw5M96bB6Cp2+kbzuP2ajR3D9DrdPOj6ht8\n", "cOMu1+70899/08DPTzXhdHvJjL8/4/hvZ88kJTaKYzU1o36/wWAge5aVFXNn+AokMGyokMur0TWk\n", "+AIYDQZNzxHqAAARXUlEQVQK82bxD88u4L9tnM9/WDmb2BAHNqveF5J8oVM5G6ifL1jjfphSWFjo\n", "e71v377x3jwA6XFRRBgNuL0aZpOBtNhI+t1eGtr7WZIWywV7DwBWs5Eep4fVWfGsMRqIizKRlTDy\n", "FeZPO/txeryk2CJHvWNj5dwZlF5oZcCjkZ0QTXrcw98VE2kiPz127P6wQoiwTOi924cOHWLdunUj\n", "/uzw4cM4HA5ff+Peb6exWPZ4Nc5cb6atz0t2Sjw5iVYuffIJjdpMii92sGJuHKUXWpmfEM3suEje\n", "b7iL2WhgddYMNuQmDJ6mO+6geb10mBPocLgwGOBnJ5vY+kQiO/JTOXvyw4e2bzZHkpSziK5+N1rP\n", "HXpbPtXlzyfLsizLoy8He+/2uBfJxsZGMjMzAaisrGTz5s0jfm48J7i43NLL7outpNjMPJ05AyMG\n", "7jrd9A54uNvvofRCC19anEJday9Jtkga2vvpd3v4rax4/mf1TQDSYiPZmDuLCJOB2XFR5CZa/fYt\n", "hRATI9giOe49ycbGRoqLiykuLiYvL2+8N/+Q2139/EXVNd691sFb51o4eKWDvOQYls+ZQUZcFInW\n", "CP509Rz+zwefUlXXzi/PNJOdGM3HTT04PhtMDtDUPUDmTAs/O3Gbbx+6zv840uh36I/eVO8LSb7Q\n", "qZwN1M8XrHHvSRYUFIz3Jn3aHS4+sfficHt4PDmG2TMs9Lu89A54fJ9paO+joaOPns/uojnX1MPi\n", "VBvrFsykvr2fujYHrT0DzEuwkD7kEbJLM2K53t7HvcPyj5t6aOsdYNYIj6IVQkwe02Z8iVfTKL/U\n", "6huHmJ0Qzd8XZhNtNvHF3Fnsq7tDhNHA7z6eyN8eqmdhUgzrFiSQMSOKujYHp2918+TsWOYnWHgq\n", "I44NOQm8cbaZP1yejsej8URqDKeGzNITF2XyXZnu7ndxrb2PdoebOfEWcsbhwWKqj1WTfKFTORuo\n", "ny9Y06ZI9ru8fHjjfhG71t5HR5+Lnx6/TU5iNN9aM5e2Xhe/+qiZP16Rwf8708xf7r/GnzydwS9O\n", "NwOwv66dv9swD48XGjr7yUmM4V9P3sarwWtfyCQtLpKvLE2je8DN6qx40uOi6HN5ONvUw/94r5EB\n", "j0a02cj3N+WwQJ7AKMSkMG3u3Y42G1mfM9O3/GS6jW6nh49ud2OJMPKPR27w81NNtPS6+KTVQV2b\n", "A682OHnFPbOsZm51DfBfD13nB+/fpKahk00LEzEaYKY1gr2ftLPzbDOHrnTQ0DE4L+HdPjcNHf2+\n", "ySr6XF5u3u3X/c+rel9I8oVO5Wygfr5gTZsjSYPBwMbcWWQlRKN5vMyINtPl9BBlMqABlggj/W4v\n", "mgZm0+CtgEkxZjJmRPJkuo0zt3v4wvx4aho6fd/Z0NHPv/t8KqsyZ1B9vZOkGDNrs2fy0xO36P/s\n", "oo7FbGSW1YwB0BicDCNFrnoLMWlM+Wfc3OkdwAskWs0YDAbaepxcudNH74CXuCgTGmDvGWBmdAQf\n", "3eome5aVxBgz71/vICcxhn85cYvVWTP47ewEzjd3Y4uM4F8/m4Bidlwkf7chm78+UM+tzya1yJkV\n", "zefTYylcOIuMGYODxW929lHf3o+9Z4DcRCuLUm2jTp0mhNCXPONmiIv2Hv720HWcbi9//oUsls+J\n", "5fin3fxzzU28Grz0+RQ0r4bFbKLb6WFV1gxKzrdy+lY3f7QinTfONjPg0fjNtU5OftrN15bPxjHg\n", "5qvL0zEZDBiN0Ofy0No74Ntmq8PFs4/NGnY3zZz4aObITD5CTEpTtifZ7XTzg/dv0tHnxuHy8ve/\n", "uY69e4Bfn7P77tveedZOXnIMPz/VxC9ON3G3z83HTYO3JH5614llyPyNlggjTreH14/f5l9O3AYD\n", "vP7BLd691s4fr8wAwAD80YrZpNiiHowz7lTvC0m+0KmcDdTPF6wpeyRpZLCneLOz/7NeoAGHy0Nq\n", "bCTN3YNHfgnRZurv3B/buP9KO88vTqa2dXDIzyvL09l51o6Gxo78VKJMBr6yLI2oCCM1DZ1ogMsL\n", "63Jm8liyFYMB5sywyKm0EFPIlOxJNnU5ea++g7v9bubGW3jrrJ2XnkzF7dGYZY3gN9c6GPBoFObN\n", "onfAzS9ONdPcM8CXFifj9mpcbnWwISeB5q4BHC4Pi1Jj2Ffbxoa8RJ7JjOfkzS7+7XQTGTOi+Ory\n", "dGbPkMcqCDFZTPue5IDHy7+evM2R64NXoVNtkXyjYA49Tg8tAy4utThYlTmD3Rdb+fbBegD+/AuZ\n", "XLD3EhcVwf89eRuAT+y9/MFT6URGGJhljeA//VYmiTGRmIwGVs+LJz/dRmSEUZ6uJ8QUN+X+hTvd\n", "Xq7cuT9vY3PPAOebe/m0a4Bkm5lDV9pxDHi40enEo4FHG7y6vSglhi7n/fkdNSAhOoITN7vQMJAS\n", "GzXsNPrsyQ+VLpCq94UkX+hUzgbq5wuWuv/KQxQTaeLFJSm+5cK8BD5u7iHCoNHr9PAfn8mgzz14\n", "qv0HT6VjiTBgNhpJsJpZm51A/GczgT/92eNb//3SNHKS5O4YIaarKdmT7Hd7aGjvx+XVcHu8XLT3\n", "8rlUG7s+thNhMnKs8S4A8xMs/MnTGeDVeDwtlgijgeZuJ70DHhJjIoc9uF4IMTVM+54kgCXCxMLk\n", "GK62Ofjm/ms4XF5eXJJCalwUH9646/tcfXs/n9518liylYjPTqVTYyd++I4QQh1T7nR7qBud/Thc\n", "g7cHvlN7h5Vz4vjC/Pv3b69fkIAlwkByCOMaVe+7SL7wqJxP5Wygfr5gTckjyXuSYu7P5djV78YW\n", "ZWJjbgKLU204PYO3Jc6NjyYm0jSBKYUQKpuSPcl7BtxeLrb0UtvSy2PJMTyeHIM5YkofPAshHkF6\n", "kkNERhj5fHosn5enDwohQiSHVSFSve8i+cKjcj6Vs4H6+YIlRVIIIfyY0j1JIYR4kPKPlBVCiMlE\n", "imSIVO+7SL7wqJxP5Wygfr5gjfvV7ebmZg4fPozJZGLNmjWkpaWNdwQhhAjYuPcky8vL2bJlCwBl\n", "ZWVs3bp1xM9JT1IIoQfle5JW6/0ZdSIj5amBQgi1jXuRHHrgajab/XxSbar3XSRfeFTOp3I2UD9f\n", "sMb9dLuqqorCwkIADh06xLp160b83OnTp+ns7BzxZ0IIEar4+HiWLl0a8OfH/cJNX9/grOGapvle\n", "jySYP4QQQuhl3I8kb9++zZEjR9A0jXXr1pGcnDyemxdCiKAoe8eNEEKoQAaTCyGEH1IkhRDCDymS\n", "U4TX68Xj8Ux0jFGpnk+I0Sg36a7qty1WVFT4/rFnZ2ezaNGiCU40OKyqvr6erVu3kp6eDqi1H0fK\n", "p9p+vHjxIrW1tXi9XlauXElGRoYy+3CkbCrtv2PHjmG32wGYO3cuS5cuVWbfjZYvqP2nKWbPnj2+\n", "17t3757AJCM7cODAREcY0cWLF7Vbt275llXbjw/mU20/HjlyxPd67969mqapsw9Hyqba/rtn//79\n", "mqaps+8edC9fMPtPuSNJ1W9b9Hg8lJaWomka8+bNU/b+ctmPwSkoKHjoPVX24UjZVNt/DQ0NlJSU\n", "sG3bNkCdfXfPg/mC2X/KFUlN8dsW790tBLBv374JTOKf7MfQHDx4kOXLlwPq7cOh2VTbf1lZWbz6\n", "6qvs2bOH+fPnK7fvHswXzP5T7sLN0Oa+wWCYwCSPpsJf/mhkPwbvyJEj5OTkkJiYCKi1Dx/MNpQq\n", "+89isRAbO/jQPZX23T1D8w31qP2nXJEM9LbFidLY2Oh73d/fP4FJ/JP9GJz333+flJQUsrKyfO+p\n", "sg9HyqbS/mtvb/e9vncEqcq+g5HzBbP/lDvdXrFiBTt37vTdtqiaxsZGTpw4AUB+fv4Epxl06NAh\n", "6uvrsVgsZGVlUVBQoNR+HCmfSvuxpaWFmpoaFi5cyOXLl+nu7ubll19WYh+Olk2l/VdTU4PT6QRg\n", "2bJlgFr/jkfKF8z+k9sShRDCD+VOt4UQQiVSJIUQwg8pkkII4YcUSSGE8EOKpBBC+CFFUggh/JAi\n", "KYQQfkiRnMS+/e1vj9l3vf3225SVlVFWVsaePXvo6uoa9vPKysoR13O73ZSXl1NWVkZxcTF1dXUh\n", "bf/06dP85Cc/CWndqWy0/f6g/fv3U1JSonOa6Um5O25E4L761a+O2XcZDAa2bt066s9Hu7Xs5MmT\n", "FBQUEB8fD8Abb7xBbm5u0NtfunTpsFvFxKBAb+nbuHEjpaWlOqeZnqRITkLNzc18+OGHXLt2jW98\n", "4xu+9x0OB6WlpdhsNkwmE7W1tXzzm9/0/fzAgQP09PRgMplwuVwUFRURFRUFQFRUFCUlJZhMJhwO\n", "B5s3byYuLg63282+ffu4fPkyZWVlAOTk5PDEE08A8PTTTw/LFsxkBocOHaK9vZ2IiAhMJhNer9f3\n", "s9raWs6ePUt0dDT9/f0sW7aM+fPn09TUxL/927+Rk5PD9u3bsdvtvPXWWyQlJfHCCy8QETH6/6Wr\n", "qqqora1l5syZxMXF4XA4WLx4MZ/73Of8bhMGp9o6cOAAixcvpqGhgcjISJKTk1m9ejUweOtba2sr\n", "JpPJdwvcc88998h90NDQQE1NDTabDaPRSFtbG1/5ylcAOHr06LD9PnPmTNasWQMMHsHv3r0bo9GI\n", "pmnKTU49pYzBPJZigrz99tvDluvr632TimqapjU0NPhe19TUaLW1tb7l7u5uraSkZMTvdTqdD/3s\n", "wW2NpLy8XGtsbAwo+8WLF7UPPvjAt9za2qp997vf1TRN03p7e7Vf/vKXwz5fXFysDQwMaJqmaXa7\n", "XTt06JDvZzt37gxom5qmad/61rc0j8fjW/71r3+tORyOR27zXuZ//ud/1pxO57DP1dbWasePH/ct\n", "e71eraamJqA8e/fuHbbPhv6dadro+72iokJrbW31LR8/flwrLi4OaJsiOHIkOYXMmzcPj8fD/v37\n", "fVNVZWZmAnDr1i1WrVrl+6zNZhv1e4KdJNXtdlNaWkpBQQGpqakBrXPlyhU2btzoW05MTCQjIwMA\n", "u91OV1eX7wgKBmdq6ejoIDk5meTkZFpbW4HBo+pgjqIWLVqE0Xi/FZ+bm8vt27cxGo1+t3nP2rVr\n", "H9o/dXV1rF+/3rdsMBiG7Wt/nn32WU6ePMmlS5dwu90kJyf7/s786enpGTZtWn5+Pjdu3AhomyI4\n", "UiSnkHPnzrFkyRIWLFgADD7bo7GxkczMTDIyMqirq/P1C3t6enzreb1erl+/TnZ2NgCdnZ1YLJaA\n", "ttnb20tpaSlFRUW+vmQgcnJyOHv2LCtXrgSgtbWVmzdvApCRkUFKSsqwHunQU3EY7GGeOnWKmzdv\n", "UlRUFPB2L1y4gNfr9RXKq1evsnnzZkwm0yO3qWnaiO2E+fPnc/78ed8MM8Cwfe3PRx99xFNPPeVb\n", "fvPNN30T6/oTExNDW1ubr1CeOXNm2ES3YuzILECT0HvvvUdnZyfnz5/3HRkVFhZSWVk57CgJYMuW\n", "Lb737vUkjUYjLpeLLVu2+HqS7733Hna7naioKFwuF9u2bRvW3zt69Cjt7e0YjUbcbjerVq0iNTWV\n", "H/3oR6SlpfmOrh7sk/pz8OBBOjo6sFgs9Pf309LSwsqVK1m2bBk3b97k5MmTvgw9PT0UFRUNmzT1\n", "Zz/7GampqWzatCngfffTn/4Um82GxWLB5XKxZMkSFi5cCOB3mydOnODs2bMAJCcnM3v27GHF7d13\n", "3x22f/Ly8li8ePEj8/z4xz8mLS0NTdPwer3D+pwwWGzPnTtHVFSU71EDixcvxu12s2vXLsxmM0aj\n", "EZvNxsmTJ9mxY8eweSdF+KRIimmluLiY559/fqJjiElExkmKaaOqqorLly/zzjvvTHQUMYnIkaTQ\n", "RUNDg+/09EFZWVm6zKY9Edv0p6enh8OHD4/YK7TZbBM+Y7cIjBRJIYTwQ063hRDCDymSQgjhhxRJ\n", "IYTwQ4qkEEL48f8BEbRlTRZ14MgAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.754742\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VOd97/HPrBpJo31DQggtCLAxGIxZjLHwAkbYQIDY\n", "iZe0uc5t3SZucm9vktY3bdI6feXWzb1ukybtddwmca5jk1gswuxbbIyEWWyMjZElFiGxaUUSWkaa\n", "9dw/BIMEYpgzo5EeSb/36+WWM5qZ8+U4/uk5v/Oc5xg0TdMQQggxIONwBxBCCJVJkRRCiACkSAoh\n", "RABSJIUQIgApkkIIEYAUSSGECMAcyS8/cOAADQ0NAOTk5DB79mw2b96M1+sFoKCggOnTp0cyghBC\n", "hCWiRXLBggX+P+/atQsAm83GkiVLIrlbIYQYNBEtkgA1NTWsX7+e1atXA+D1etmwYQOappGXl8c9\n", "99wT6QhCCBEyw1DccdPT08OmTZv48pe/3O/17du3s2zZskjvXgghQhbxkST0nmLHxcXd9LrFYrnl\n", "Z3bt2oXJZIpkLCHEGJSYmMjs2bODfn9Ei2RLSwvJyckAXBuw1tbWMnHiRKB3hHkrJpNJTsWFEIPu\n", "6NGjut4f0SlA5eXlrFu3jnXr1jFt2jSgt0iWlJRQUlLClClTIrn7iCorKxvuCAFJvvConE/lbKB+\n", "Pr0iOpJcsWLFTa8VFRVFcpdCCDGohuTCTSj27t0rp9tCiEF39OhRHnnkkaDfL3fcCCFEAFIkQ6R6\n", "30XyhUflfCpnA/Xz6SVFUgghApCepBBiTJGepBBCDCIpkiFSve8i+cKjcj6Vs4H6+fSSIimEEAFI\n", "T1IIMaZIT1IIIQaRFMkQqd53kXzhUTmfytlA/Xx6SZEUQogApCcphBhTpCcphBCDSIpkiFTvu0i+\n", "8KicT+VsoH4+vaRICiFEANKTFEKMKXp7kkPyIDARvC6XlzOXHTg9GgUp0STH3PphaUKIyJPT7RBF\n", "ou/i0zR2nbzMd7ae5m92nuEXBy/Q4fSE9F2q94UkX+hUzgbq59NLiqRCulxeNn/e7N9+t7qNK92h\n", "FUkhxOCQIhmihQsXDvp3RpuNzMq6/nzy3MQoYq2hPXs8EvkGk+QLncrZQP18eklPUiFmk5Gn7s5g\n", "anoMDpeP2ePjSJKepBDDSkaSIYpU3yXNbmVJYQpfmJZGdqIt5O9RvS8k+UKncjZQP59eUiSFECIA\n", "mScphBhT5N5tIYQYRFIkQ6R630XyhUflfCpnA/Xz6SVFUgghApCepBBiTJGepBBCDCIpkiFSve8i\n", "+cKjcj6Vs4H6+fSSO26EEEOqw+nhZLMDp8fHpJQY0u3W4Y4UUER7kgcOHKChoQGAnJwcZs+eTX19\n", "PXv37sVkMrFo0SIyMzMH/Kz0JIUYfXyaxrrjjfzn4UsAzMmO468ezCXBNnTjNaXWk1ywYIH/z7t2\n", "7QLg8OHDPPvsswCUlpayatWqSEYQQijE4fay62SLf/vIhQ7aezxDWiT1inhPsqamhldeeYVJkyYB\n", "EBMT4/+Z1ar2MDsQ1fsuki88KudTORsEzhdtNjE/J96/PSklGntUaCtdDZWIl+/c3FxeeOEFNm3a\n", "RH5+Pn3P7i0WWeFGiLHEZDSw5q50pqTF0u32Mi0jlqRotevAkFzdttlsxMX1rpPo9Xr9rxsMhoCf\n", "6/sbqaysTKltySf5hmt74cKFSuXRmy85xoLh4mfENH7O+ATbsOTVI6IXblpaWkhOTgZg69atPP74\n", "42zcuJHVq1ejaRpbtmxhxYoVA35WLtwIISJBqcnk5eXlrFu3jnXr1jFt2jQA5s2bx9q1a1m7di3z\n", "5s2L5O4jKtTfSkNF8oVH5XwqZwP18+kV0Z7kQKPErKwsnn766UjuVgghBo3cuy2EGFOUOt0WQoiR\n", "TopkiFTvu0i+8KicT+VsoH4+vaRICiFEANKTFEKMKdKTFEKIQSRFMkSq910kX3hUzqdyNlA/n15S\n", "JIUQIgDpSQohxhTpSQohxCCSIhki1fsuki88KudTORuon08vKZJCCBGA9CSFEGOK9CSFEGIQSZEM\n", "kep9F8kXHpXzqZwN1M+nlxRJIYQIQHqSQogxRXqSQggxiKRIhkj1vovkC4/K+VTOBurn00uKpBBC\n", "BCA9ScW0OFxUNDjocHmZnhFLdqJtuCOJG/g0DZfHh81iGu4oIgR6e5IRfVqi0G/L58389uMGACYk\n", "RPHjxyaREmsd5lTimsZOFyWfNlDR0MUXp6ezMDcRq1lOyEYz+bcbokj0XZxuL4fOtfu3z19x0uH0\n", "hvRdqveFRmq+A7VtbKpo5tTlbl5+r5bqlu4hTjZyj91IJUVSIVEWE0unpPi3Z2XZSYyWwb5KWrs9\n", "/bZ7PL5hSiKGivQkFdPl8nK62YHD7WVScjQdLi+nmrtJibVwR3ossVbpgw2nsy3d/M2OMzQ73Dwy\n", "KYnn540nKdoy3LGEDtKTHOFirSbuzooD4HxbD9/ddtp/yv03D+eyKD9pOOONeXnJ0fxk5WQcLi8p\n", "MRbibPKf0Ggnp9shGoq+S4vD3a8n+WldZ9CfVb0vNJLzpdut5CZHD1uBHMnHbiSSIqmwdLuVDPv1\n", "U7l5OfHDmEaIsUl6koo7f6WHc609JNjMTE6NkekmQoRJepKjzIQEGxMSZEK5EMNFhiUhUr3vIvnC\n", "o3I+lbOB+vn0kiIphBABRLQneeLECaqqqvD5fMyfP5/s7Gw2b96M19t7xbagoIDp06cP+FnpSQoh\n", "ImFIepKdnZ3Y7fbbvu/y5cusWbMGgG3btpGdnY3NZmPJkiWh7FYIIYZcwNPtioqKAf956623gvry\n", "oqKim17zer1s2LCB9evXc/To0dBSK0D1vovkC0+gfG6Pj+N1neysukxlYxe+IZ4gMpKP3UgUcCR5\n", "4MABFi5cyJkzZ2hsbGTWrFkcPXqU5ORkXTvZvXs3c+fOBaC4uNj/+vbt20OILMTw+rypi+9sPQ2A\n", "xWjgX1ZMZnJazDCnEpEScCT51FNPMXXqVDo6OnjuueeYOXMmX/va1/w9xWDs27ePwsJCUlNTb/qZ\n", "xRL4nte+v5HKysqU2pZ8YzffxStO/+tun0ZTl2tI8y1cuHDYj89IzqdXUBduNmzY4O8tAmzcuJHV\n", "q1ff9sv3799PWloaU6dO9b9WW1vLxIkTAdiyZQvLly8f8LNy4Uao6vOGTr699TQen0aMxcg/r5hM\n", "fnL0cMcSQYrIg8AcDgc+X++SUF6vl46Ojtt+prGxkfLyciorKyktLeWNN94AeotkSUkJJSUlTJky\n", "Jeigqgn1t9JQkXzhCZRvclos/7KikB8szuOflxcOeYEcycduJArq6vayZcv47W9/i9Vqxel08vjj\n", "j9/2M+np6bz44os3vT7QxRwhRhKT0cCUtFimpA13EjEU5N5tIcSYMiTP3a6vrw/lY0IIMeIEVSRP\n", "nDjRb/vAgQMRCTOSqN53kXzhUTmfytlA/Xx6BVUkT5061W/bbJbFg4QQY0NIp9vXrnSPZQsXLhzu\n", "CAFJvvConE/lbKB+Pr0CDgm3bNlCd3c3lZWVuN1u/+sZGRkRDyaEECoIOJJcvnw5Tz75JDNnzuTJ\n", "J5/0/yPTeNTvu0i+8KicT+VsoH4+vYI63V62bFmkcwghhJJknqQQYkyJyDzJbdu2cf78eWpqanjr\n", "rbc4ffp0yAGFEGIkCapIulwuxo8fz7Fjx3jmmWdG9DqQg0X1vovkC4/K+VTOBurn0yuoImk0GjEa\n", "jdhsvU/ti4qKimgoIYRQRdAjyc7OTn+RVLSNOaRUnwsm+cKjcj6Vs4H6+fQKqkhmZWVRWlrK/Pnz\n", "+eyzz6iuro50LiGEUEJQRXLBggV85StfwWazMXXqVL7xjW9EOpfyVO+7SL7wqJxP5Wygfj69dN+W\n", "aDab/afdAMeOHRvUQEIIoZKQ7t3uq6amZhBijDyq910kX3hUzqdyNlA/n15hF0khhBjNpEiGSPW+\n", "i+QLj8r5VM4G6ufTS4qkEEIEIEUyRKr3XSRfeFTOp3I2UD+fXlIkhRAigLCL5MyZMwcjx4ijet9F\n", "8oVH5XwqZwP18+kVVJEsLy+nsrISgNOnT/d7WmJubm5EggkhhAqCKpLnzp0jLa33Sez5+fns378/\n", "oqFGAtX7LpIvPCrnUzkbqJ9Pr6CKZGxsLCkpKb0fMBoxmUwRDSWEEKoIqSdpNMr1HtX7LpIvPCrn\n", "UzkbqJ9Pr6CqncFgoKWlBYCWlha8Xm9EQwkhhCqCesaN1+tl9+7d/jUli4uLMZsDPo02bPKMGyFE\n", "JOh9xk1Qlc5kMlFcXBxyKCGEGKmCOt0+depUpHOMOKr3XSRfeFTOp3I2UD+fXkEVyU8++aTf9tmz\n", "ZyMSRgghVBPU6bbL5eq3/cknn5CXl3fbz504cYKqqip8Ph/z588nOzub+vp69u7di8lkYtGiRWRm\n", "ZoaWfJipPhdM8oVH5XwqZwP18+kV9OMbdu7cqfvLL1++zJo1a3jiiSf49NNPATh8+DDPPvssTz31\n", "FIcOHdL9nUIIMZSCKpJvvPEG7e3tlJSUUFJSwvHjx4P68qKioptei4mJ8f/ZarUGGVM9qvddJF94\n", "VM6ncjZQP59eQZ1uL1u2jHvvvde/vW3bNl072b17N3PnzgX6P47WYrHo+h4hhBhqQY0k+xZIgMce\n", "eyzoHezbt4/CwkJSU1MB+k1ENxgMAT/b9zdSWVmZUtuST/IN1/bChQuVyjPS8ukV1GTyUO3fv5+0\n", "tDSmTp3qf23jxo2sXr0aTdPYsmULK1asGPCzMplcCBEJeieTBzWSbG9vZ926dfzmN7/B4/GwcePG\n", "236msbHRv8RaaWkpb7zxBgDz5s1j7dq1rF27lnnz5gUdVDWh/lYaKpIvPCrnUzkbqJ9Pr6B6kjt2\n", "7GD16tVs3bo16NsR09PTefHFF296PSsri6efflpfSiGEGCZBjSRtNlu/iyyyVJr6c8EkX3hUzqdy\n", "NlA/n15BFckbJ5P7fL6IhBFCCNUEVSTT09MpKyvD4/Fw8OBBcnJyIp1LWV6fhqZpyvddJF94VM6n\n", "cjZQP59eQTUYi4qKqKiooK2tjXHjxo3Z59pUNXXx+pFLRFvNrMzPH+44QoghENEpQOFQbQpQU5eL\n", "FzZW0dbjAWBmpp0fPpqPzSL9WSFGkoisJ9nc3Mz27duJjo7G5XJRXFxMcnJyyCFHIo9Xo93p8W83\n", "dblx+zRsw5hJCBF5QfUkd+zYwbPPPssTTzzBl7/8ZXbt2hXpXMpJibHw9fnZAJiNBv54RjJxUZFd\n", "nT0cqveFJF/oVM4G6ufTK6j/ymNiYvwP/zKZTNhsY2/8ZDUbWTolmRmZdkwGA/WnPwPGDXcsIUSE\n", "BTWS7Onp6bftcDiA3mXPxhKb2URecjQ5STbmzrn39h8YRqrPVZN8oVM5G6ifT6+giqTP5+OXv/wl\n", "R48e5de//jU2m42KigqOHTsW6XxCCDGsgiqSDoeD++67D5vNxrx585g6dSqKXhQfMqr3XSRfeFTO\n", "p3I2UD+fXkH1JJ955hnsdvtNr+fk5HDhwgWys7MHPZgQQqgg7HmSpaWlrFq1arDy+Kk2T1IIMTpE\n", "ZKk0IYQYq6RIhkj1vovkC4/K+VTOBurn00uKpBBCBCBFMkSqzwWTfOFROZ/K2UD9fHpJkRRCiADC\n", "LpJjdfqP6n0XyRcelfOpnA3Uz6dXUEVy//79t/zZjY+bFUKI0SSoeZIvvfQSd911Fw888ADp6elD\n", "kUvmSQohIiIi8yRXr17NypUrqaio4O2336aioiLkgEIIMZIEVSRnzJiBxWLhwQcfZOnSpWzatCnS\n", "uZSnet9F8oVH5XwqZwP18+kV1L3bZWVl5ObmcuDAAex2O9/61rcinUsIIZQQdE/yoYce4v777x+y\n", "Z25LT1IIEQkRecbN6tWrmTFjRsihhBBipAq6JzlWeX0ap5sdHL3YTmOH0/+66n0XyRcelfOpnA3U\n", "z6dXUEWyvb2ddevW8Zvf/AaPx8PGjRsjnUsZx+s7+eamKl7cfoZ/2FtDU6druCMJIYZQ0E9L/MIX\n", "vkBCQgJms7pPCIyEfdWteK92bauaHdR39BZJ1e9PlXzhUTmfytlA/Xx6BVUkbTYbFovFvz1UF29U\n", "UJga4/+zzWwkzjZ2/u5CiCCLpMvV/xTT5/NFJIyKFkxM4K8W5fD0zAz+6bFJ5CZFA+r3XSRfeFTO\n", "p3I2UD+fXkGdO6enp1NWVobH4+HgwYPk5OQE9eU+nw9N00b0yDMx2sLiwpThjiGEGCZBP+OmoqKC\n", "6upq7rrrLnJzc2/7/h07dlBdXc2qVavIysoCYPPmzXi9XgAKCgqYPn36LT8v8ySFEJEQkXmSAHfe\n", "eSd33nknALW1tUycODHg+4uLi2+6x9tms7FkyZKgwwkhxHALWCTXr1+PwWAArvchNU3j1KlTfO97\n", "39O9M6/Xy4YNG9A0jby8vBE9UiwrK1P6Kp7kC4/K+VTOBurn0ytgkbTb7SxdupTy8nIsFgszZ87k\n", "6NGjJCYmhrSz4uJi/5+3b99+2/f3PdjXmsGqbB8/flypPJJvbOWT7fC29QiqJ7lu3TqeeOIJ//bG\n", "jRtZvXr1bb+8oqKCxMREf0+yrz179rB48eJbflZ6kkKISIjIepLXTrmvCXUKUG1trf/PPT09IX2H\n", "EEIMpaCKpM/no7m5GYDm5mbcbvdtP7Nnzx7KysrYs2cP77//PtBbJEtKSigpKWHKlClhxB5+qs8F\n", "k3zhUTmfytlA/Xx6Bb0K0I4dO+js7CQ2NrbfqfetDHQqXVRUpD+hEEIMo6DnSd7KhQsXIvLEROlJ\n", "CiEiISI9yUA+/PDDcL9CCCGUFXaRHKtU77tIvvConE/lbKB+Pr2kSAohRABSJEOk+h0Fki88KudT\n", "ORuon08vKZJCCBGAFMkQqd53kXzhUTmfytlA/Xx6hV0kIzH9RwghVBHSPMn6+nrGjRsXiTx+Mk9S\n", "CBEJEZkneeLEiX7bBw4c0JdKCCFGqKCK5KlTp/ptj7UnJg5ET9+lrcdNY6cLt3fong2kel9I8oVO\n", "5Wygfj69Qqp2Y+lBYOGqaenmR384S32Hiz+ZO57iKclEmUfuM3+EGGsCFsktW7bQ3d1NZWVlv5V/\n", "MjIyIh5MdcHOBSs53khtmxOAf/vgAtMyYpnU5zG1kaL6XDXJFzqVs4H6+fQKWCSXL18O9D7Aa8WK\n", "FUMSaLQx9VmK03DrtwkhFBVUT3LZsmWRzjHiBNt3eWJGBnekx5BoM/M/HsghJ9EW4WS9VO8LSb7Q\n", "qZwN1M+nV1A9SblQE7qcRBs/WlqAy+sjwWbBZJTxpBAjScB5ku3t7cTHx9Pe3s6ePXuA3sfCPvro\n", "oxEvnDJPUggRCYM6T/Ldd98Fei/gLF++nDVr1rBgwQI2btwYXkohhBghAhbJa4PMmJgYrFYrAImJ\n", "iVgslsgnU5zqfRfJFx6V86mcDdTPp1dQF268Xm+/bafTGZEwQgihmoBF0uVyUVJS0m/keObMGZkn\n", "ifpzwSRfeFTOp3I2UD+fXgGvvnzpS1+66bW8vDwKCgoiFkgIIVSie6k0o1GWoAT1+y6SLzwq51M5\n", "G6ifT6+g5vFomsaZM2dwuVwAHDlyhK9+9asRDSaEECoIali4ceNGOjo6MBqN/n/GuoULF3LxSg+7\n", "Tl5m/9k2Whzu239oCKneF5J8oVM5G6ifT6+gRpIWi4VZs2b5t6dOnRqxQCNFi8PNj/bWcLqlG4Av\n", "z8jguTmZGA367qip73DS1OkmKdpM9hDdsiiECF5QQ8KOjo5+242NjREJM5LUXGzwF0iAQ+ev0OPW\n", "t4TcxSs9fG/HGb699RT/bfNJTjc7Bi2f6n0hyRc6lbOB+vn0CmokefbsWV599VVSUlIAqKys5Pvf\n", "/35Eg6nO4HYwe3wcH13s/QXyaGEy0RZ9bYjzbU4uXOmdc9rh9PJ5Y9eQLKMmhAheUEXy0UcfZc6c\n", "Of7t9957L1J5RoxZd04mO8fFqcsObGYjk1NiMOg81Y63mTAA126eT4u1Dlo+1ftCki90KmcD9fPp\n", "FVSR7FsgAR588MFIZBlx0uxW0uyhF7bClBj+YWk+5TVXmD4ulmkZsYOYTggxGEK6TF1fXx/U+3w+\n", "3023NI4Wg9F3sZiNzJ2QwF8+kMPiwhTibIO3spLqfSHJFzqVs4H6+fQKqUgePHjwtu/ZsWMHr776\n", "Kg0NDf7X6uvrefPNN/nd735HXV1dKLse0XyaxqlmBx/UtlHb2n37Dwghhl3AoUtTUxNJSUm0trb2\n", "e72rq+u2X1xcXExFRUW/1w4fPsyzzz4LQGlpKatWrdKbVxmh9F2qmhx8Z8sp3D6NuCgTrywvJDcp\n", "OgLp1O8LSb7QqZwN1M+nV8CRZElJCa2trbzxxhucOHHC/0/f0aEeMTHXr9xeW3ptLDnd7MDt671M\n", "0+H0cunqlW2vT+N8Ww/n2nqG9LGzQojbC1gkv/GNb5CWlsakSZN48MEH/f/k5+eHtLO+i6CP9DUp\n", "Q+m7ZCdcnyxuMRpItVvRNI1D56/w/PrPeX795+yrbsPju+Vi8RHNN5QkX+hUzgbq59MrqCsFxcXF\n", "/bYnTZoU0s76XsQJZrpMWVmZf+h+7cCrsn38+HHdn4+KsfNPj03iQlsPGVFe2qpP0BY7k5+XX8B7\n", "tS7+pOwcMzLtnDx2eMjzqX78JJ9sD9a2HgGfcXMrLpcrqNPliooKEhMTycrKAnrvAV+9ejWaprFl\n", "y5aAj6kdK8+46XB6+Ottpzl9ufdCTmqMhZ+vmkxyzNhrRwgxFPQ+4yakOSc7duxg5cqVAd+zZ88e\n", "qqursdls5ObmUlRUxLx581i7di2aprF48eJQdj3qxEWZ+e6iibx28AIun8afzcuWAimEQkIqkj7f\n", "7S8uDFQEs7KyePrpp0PZpXL6tgLClZcczT8sLUADLKbBWWFpMPNFguQLncrZQP18egUskq+88go5\n", "OTk3vV5ZWTmip++oyDxIxVEIMbgCFsmCgoIBi2FpaWnEAo0Uqv+mlHzhUTmfytlA/Xx6BSyS9913\n", "34CvJyYmRiSMStxeHx9e6GBHVTN3Z8XxUH4SSTEje9qSGJhP0/D4NKwymhcDCPi/ils9FXEsLHBx\n", "5nI3f7+7mg/OtfPqwYt8fKn/mpqqzwWTfMGp73Dy07LzfHvLKT6obcN7dY6qKvkGonI2UD+fXvKr\n", "cwBur492p4ev3DOOr88fT2qMhcZO13DHEhGw62QL26suU9Xk4KU9Z6mRe+rFDQZv2ZlRpKrJwQ92\n", "VePTwGIy8CdzspiRae/3HtX7LpIvOM1d159N5NPA6emduaFKvoGonA3Uz6eXjCQHcPGKk2t3Brq9\n", "GonRZgpSZMXw0Wj5HSnER5kAWHFHKuMTooY5kVCNFMmralq6+fhiB5fanUxIjMJ09a5Jm9nIhAEe\n", "0FVWVkZ7j4e6dicdTs8Qp7091ftCquSbnBbLz1dN4bU1U3nu3kwSbL0X51TJNxCVs4H6+fSS023g\n", "ZFMX3912mm63j3F2Ky8/VsC/rJhMY6eLrPgoJg0wirRnTOBHf6jh40sd3D8xgW/clx3WKuVi+IyL\n", "k9GjuDUZSQInGrrovvqkw/pOF+fanExNj6UoP+mWD+ZqM8b5r3iX117h5CA+6XAwqN4XknyhUzkb\n", "qJ9PLymSQFb89ZGE0QBJQTxGwWw0BNwWQowOUiSBaRmx/O3DuXxpRjovL5tEQRCPdY3tucwX7kwj\n", "3W7hqbszmJym1oUd1ftCki90KmcD9fPpNeZ7kh1ODy6Pj/tzEynKTwr6c12X63l+/gKenZVBrNV0\n", "24UpPF4fBoMBk4w4hRhRQlpPcigMxXqSta3d/HhfLY2dbp6fN54H8xKxmAd/cH2yycF/HL5IlMnI\n", "f52bRV5yZJ5rI4S4vSFZT3K0eOtYPaeae++w+D/7ailIsZGffPNp8/m2HqpbukmwmZmcGk2MNfjD\n", "drnLxQ92n6HF0TtN6IrTzcvLJhGr4zuEEMNnTPck+z5zS/P/n/4aOpz87c4z/OgPNfzVttMcPt8O\n", "BN93cfs0OnquP7aitduD2xv5wbvqfSHJFzqVs4H6+fQa00XymVnjyEmMwmY28t8XTmB8ws2Txi87\n", "3NR1XL9v+0DtlQG/y+nx4vRcL4Zen0any0NytJlv3j8BA2AywNfuzWJfdQuVjbd/LK8QYviN6Z4k\n", "QFu3G5dXIynaPODFl7p2J9/ZcoomR+89vn+1KIfFhSn93lPV2MW/f3ABk9HANxZkk2SzsP6zRo6c\n", "b+fRyck8OimZNqeHy11uflp+nroOF1EmA//6hSnSnxRiiElPUqfE6MBrRGbGR/GPywo4fbm3Jzk1\n", "Pbbfz1scLn649yxNVxdK+N/v1vL0rHGsO94IwH8cvkRBSgz3jI9jz6kW/6jU6dVo63YDUiSFUNmY\n", "Pt0OVk5SNA9PSmZ2djyx1t7FEK71XTw+6HBeP83udHvodnv7ff7aaficCQn+e8LHx1sjejuc6n0h\n", "yRc6lbOB+vn0GvMjyXClxFj4H0U5vPxuDUaDgW8uyGFCYhQFydGcaelmbnac/97vaRmx/OvKybT1\n", "eBifEEVmvNwzLITqxnxPUq9Whxu3TyMlxoLJaEDTNHwa1HU4MWAgM96K0WCgxeGm0+UlwWYmIYjb\n", "HIUQQ0N6khF0qtnBD/ec5UqPh79YkI0B2Hu6hcWFydyfm0i0xeR/b3KMhWR5Jo4QI96Y7Uleaney\n", "r7qVI+ev0H7DepBOj4+jF9p58+N6Pq3r4Eyzg7KzrZxqcuBwe+nx+Pjn/edo6HRx9FInP953TrlV\n", "gFTvC0m+0KmcDdTPp9eYHEk2d7n44Z6zVLf03m3z5/PHs+audP/PTzZ18eKOMwC8cF82v/7wEg63\n", "j1iriWdnjeO1QxcBMABzJ8RjMxtxun037UcIMfKNyZHklR6Pv0AC7Ktuxd3n9pumPs89cXt9OK4W\n", "wC6XF6/PR1K0mb9+cCLj4qx0u32ca+sBA6jU3lV9TT/JFzqVs4H6+fQak0UywWYmv88k7kX5Sf0m\n", "kk9Msvmn+iRGXx9sG4C0WCv/+/FJ3D8xgT+caeN4fSc1rT38cM/ZfnfmCCFGhzFZJFNjrfxgcR7f\n", "eziXHy0u4dF7AAAUg0lEQVTNZ3Fhcr+fF6TE8JMVhfyfxyfR6vDwrfsn8NSMdL6/OI/cJBs5idFU\n", "Vlb2e7aNy6vhGYJ7soOlel9I8oVO5Wygfj69xmRPEnpXI7+2IvmVHg8VDV3YzAYmJkVjMvb+/0Pn\n", "rvAfRy5hAOxRJialxpCfEoPb68NgMvP1+eP5nzvO0O328RcLshkXJ8+4EWK0GbNF8poOp4dfH7nE\n", "tqrLmAzw0pJ8pqTF0NbjoefqM5g1eu+qudLj4VxbD786cpGGTo2v3evjtTVTcfs00mKtWAdpLUqf\n", "pnGioYv91W0UpEYzb0JCv9P+YKjeF5J8oVM5G6ifT68xebrdV1Oni21VlwHwarD2kwZ+/2kDf7q+\n", "kotXepiTHQfAXRmxWEwG1h6r50BtO2cud/P3u6vp8WiMT7DR7fZSXtPG5oomavpcFApFTUs3L247\n", "TWlFE6+8f44jFwZeeUgIEXljvkjaLCbs1uuTwCcm2Th6sROA1z+qp3hKCt9akM1DBUnYrUbauq/3\n", "Id0+Dbevd7T5XnUbL+05y88OXODF7aepa3eGnKm9x4vbd72/WdPSo/s7VO8LSb7QqZwN1M+n15Cf\n", "bm/evBmvt3fBh4KCAqZPnz7UEfrJurrKzzsVzWTYrczKsrOt8rL/55e73GypvMy5th7+fP54HshL\n", "pKrJQafLy3OzM/19zQ8v9C7GGxdlIsps5EqPJ+R7s7PirUxOjeZkczdWk4EFuQnh/0WFECEZ8nu3\n", "d+/ezZIlS277vkjfu93p8mDEQIzVxOUuFx1ODzEWEzFWEztPXmb3qVZmZ8eRFmvGbjXj9mkYMOBw\n", "e8hLiiYl1kparMV/K+L71a0cvdhBvM1MW7eHpVOSmZZhDzlfY6eTunYX8TYzuUk2DAZ5gJgQg0H5\n", "e7e9Xi8bNmxA0zTy8vKGZRGLz+o7+dfy81iMBv5iwQR+deQin9R3kRxt5oX7sul0evnewzls+/wy\n", "USYTr7x/Dq8Gd6TFsGpaGi6vRrrdgs18/TR9Xk48Z1u6efNYAwBlNW387AuTB1ztPBjp9ijS7bJK\n", "kBDDbch7ksXFxaxZs4YvfvGLNDQ0DPXuaepy8fe7q6lp7eHU5W5+Un6OlNjeqTst3R4qmx10e7xs\n", "q2yhotFBl8vLlLTehXY/b3Jwsd3J93dVc+xcS7/vjTKbONl8/YJNp8tLp+v6upJt3W4utPXQ3tP/\n", "PvFIUb0vJPlCp3I2UD+fXsN64cZiCbxKTt+DXVZWFtb2sWPHOHToED6f5p/aA9Dt9mG5uhLu7PFx\n", "5CXZiI+ykBkXRX2Hi9cOX/L3BKMtRv9p79krXn62/yx1Hb0XaD744AMezY/l2mO154yPxdHUe493\n", "XbuTv9t1hq+t+5wf/eEsDZ2usP8+t9s+fvx4RL9f8sn2SN7WY8h7krW1tUycOBGALVu2sHz58gHf\n", "Nxg9yfoOJ0fOt9Pu9JBht+LxatyXm8Chc+38pOw8ZqOBr88fj9VsZN+ZVuZPTOAnZecBsJmNPD0z\n", "g19/WMf3HpqIpoHRAD//4CI9bi//dW4W//7BRZ66O4OvzckCeh/+Vd3SjcPlZUKCjeTY3l8C751p\n", "4X+9W+vP9YNHclmYlxTW300IERrle5K1tbUcPnwYgJkzZ0ZsP06Pl998VMfe060A5CbZuGd8HFmt\n", "UUxMjOL5uVk4PD46nB5mJtuZMyGu36IXPR4fZqOBb92fjc1s5PWP6llxRyrffmAC5644+d3V3uPF\n", "K9en+piMBgpTb35ut/WGB4xF9ellCiHUNuSn20VFRTz55JM8+eSTFBYWRmw/3R4fn9Vff2xrbWsP\n", "92TF8bc7q/nmO6cwm4zkJEZR3+GkrsNFblIMMzPt/tPlDLuVnMQofn7gAn+3+yyPTk7meF07E5Ns\n", "1HU4aen2EGMx8sXpabfNMjU9lqfuzmBCYhR/fM84JqdG/uFfqveFJF/oVM4G6ufTa9TelhhnNbP6\n", "rjRePdjbF3x4UhIfnLvi70eebekm1mIkPyWG1w5fItFm5i8fmMCfzR9Pl9PL+Pgo/nn/ea7N6f5/\n", "H9Xx/UfycHp8fHlGBvelGcnKSCU7iKvXyTEWvjo7ky/NSCfaYsJklOk8QowUo/oZN10uL9WXu+l2\n", "e0mJMfOrD+s4cqEDgJV3pjI7K44f7j3LtcV77p+YwJLCZF7/qI77cuL5oLadmrbeu10mJEQxfZyd\n", "eTnxvPlxPX/9UC4TrhZIp8fL6eZuutxecpOiSbfLQhdCqEr5nuRQirWamJ55fUL38/OyiY+qIzPe\n", "yrQMOxfaXfzZ/GxKTzRyqd1Fu9PL/ppWvjo7k/3VrTw9K4O9p1rxoTFvQgL/eeQid2bE0u328fHF\n", "Dn+RLK+5wsvv9V6YmZFp53sP5crzbYQYJcbUvdvJ0WamZdhJs0fxNzur+bcDF3j14AX+ZE4WfzI3\n", "i5V3pPD+2SscrG1jbk4CXU4Pfzx7HDazgdc/vMSzM8fh9mo0O9wYvL2rl3t9Glsrm/37+LSuM6z7\n", "tgeL6n0hyRc6lbOB+vn0GlNF8tP6Dg6db8diNPJH92TyaGEyPg1qWnv4z8OXqGzqZmFuAvNyErjc\n", "5aa8tp0ul4fiyal8d9FEJiREcby+g0cmJZFt7T0NNxkNzB4f799HSoyFjy91hL0SkBBCDaP6dLuv\n", "breXbpeX8QlR/Hhf76nx/bkJLMiJJ+bq/dfrP2vku0U5NHW5+Y8jl4i1mjhyoZN1xxsxAOMTovhO\n", "UQ6TU2Mw95nWUzwlmZQYM7VtTlJjLfzqyCWizEZykyN/FftWVF/TT/KFTuVsoH4+vUZlkazvcFJe\n", "c4Uul5cH85PISbJhNRlJibXy+tF6//vKa67wj8UF/NPVoplgM1Pb1kPK1X6i16dhMRmIizLxlVnj\n", "/Avvun0afac6JsdYyU608X8PXvQ/NCwpWnqSQowGo+502+X18fqHdfzi0EV++3E9f7f7DC0ONx1O\n", "D06Pj+l9VuYpTIkm2mLknqw45mTH8ZcPTCAzzsrdmXay4q30eHxEmQz8+bzx/Oajuqvfd5ZP6zop\n", "Ly/vt9+ClGi+ef8E7syI5dlZGczKihvqv3o/qveFJF/oVM4G6ufTa9SNJJ0eH5VNDv/2xXYX3W4v\n", "TV1ufrD7LF+ZlcHzc7PQALvVyMeXOqnrcGLAwI/21rD8zlQevyONf1o2idZuD0nRZs5f6fGPEAEq\n", "GruYdsN95zaziUcmJbMoL7HfqbgQYmQbdf81x1pNPDkj3b+98o5UEqMtmK8uYvHbjxt48+N6TIbe\n", "lcctRo3/MjsTm9nAY1NTWHVn7x00GXFRTE2PJSMuinFxUSRdfcaMAZiZGcfcuXMH3L8qBVL1vpDk\n", "C53K2UD9fHqNupGk0WDgkYIk8pJtuL0auUnRxFpNFCRH8/X543G4vJiMBno8Gi8tySc3yYbNYuLu\n", "rDiMt1jYNjvBxo8fm8T5K06So80D3p8thBid1Bj2DDKbxcSd6Xbuzowjwdb7eyDaYiI73srZ1h5+\n", "9WEdr39Ux0/LzvlvU7xVgbxmYlI0C3MTuTPDjsVkVL7vIvnCo3I+lbOB+vn0GnUjyRu1ONycbnZw\n", "/koP08fZqWy6vujFmZYeut0+Eodvpo4QQnGj/t7tnVWX+ehiBwty42nscOHywfrjjQAsm5LM8/Oy\n", "ibXK0mVCjBVy73Yfnzd08uqh3lWAJqfF8PtPG5k9Pp6vzcnCgMYDeUlSIIUQAY3KnuQ1Hc7rz5hp\n", "6HAxOTWaIxfa+dWRS1Q1OUiODv13hOp9F8kXHpXzqZwN1M+n16geSU5KjSEzzkpdh4vKxk7++qFc\n", "TjR0YTEauDc7HptFRpFCiMBGdU8Sem9RbLs6KTwjTh7RKsRYJz3JG4y7OhlcCCFCMap7kpGket9F\n", "8oVH5XwqZwP18+klRVIIIQIY9T1JIYToS29PUkaSQggRgBTJEKned5F84VE5n8rZQP18ekmRFEKI\n", "AKQnKYQYU6QnKYQQg0iKZIhU77tIvvConE/lbKB+Pr2kSAohRADSkxRCjCnSkxRCiEEkRTJEqvdd\n", "JF94VM6ncjZQP59eQ74KUH19PXv37sVkMrFo0SIyMzOHOoIQQgRtyHuS77zzDitXrgSgtLSUVatW\n", "Dfg+6UkKISJB+Z5kTMz1Z1Zbrdah3r0QQugy5EWy78DVYrEM9e4Hjep9F8kXHpXzqZwN1M+n15Cf\n", "bu/YsYPi4mIA9uzZw+LFiwd830cffURbW9tQRhNCjAGJiYnMnj076PcP+YWb7u5uoHdEee3PA9Hz\n", "lxBCiEgZ8pHkpUuX2LdvH5qmsXjxYtLT04dy90IIoYuyd9wIIYQKZDK5EEIEIEVSCCECkCI5Svh8\n", "Prxe73DHuCXV8wlxK0N+dft2VL9tcfPmzf7/2AsKCpg+ffowJ+qdVlVdXc2qVavIysoC1DqOA+VT\n", "7TieOHGCqqoqfD4f8+fPJzs7W5ljOFA2lY7fgQMHaGhoACAnJ4fZs2crc+xulU/X8dMUs2nTJv+f\n", "N27cOIxJBrZr167hjjCgEydOaBcvXvRvq3Ycb8yn2nHct2+f/89bt27VNE2dYzhQNtWO3zU7d+7U\n", "NE2dY3eja/n0HD/lRpKq37bo9XrZsGEDmqaRl5en7P3lchz1KSoquuk1VY7hQNlUO341NTWsX7+e\n", "1atXA+ocu2tuzKfn+ClXJDXFb1u8drcQwPbt24cxSWByHEOze/du5s6dC6h3DPtmU+345ebm8sIL\n", "L7Bp0yby8/OVO3Y35tNz/JS7cNO3uW8wGIYxye2p8C//VuQ46rdv3z4KCwtJTU0F1DqGN2brS5Xj\n", "Z7PZiIuLA9Q6dtf0zdfX7Y6fckUy2NsWh0ttba3/zz09PcOYJDA5jvrs37+fjIwMcnNz/a+pcgwH\n", "yqbS8WtpafH/+doIUpVjBwPn03P8lDvdnjdvHmvXrvXftqia2tpaDh8+DMDMmTOHOU2vPXv2UF1d\n", "jc1mIzc3l6KiIqWO40D5VDqOjY2NlJeXM3XqVCorK+no6OCP/uiPlDiGt8qm0vErLy/H6XQCcO+9\n", "9wJq/Xc8UD49x09uSxRCiACUO90WQgiVSJEUQogApEgKIUQAUiSFECIAKZJCCBGAFEkhhAhAiqQQ\n", "QgQgRXIEe+mllwbtu95++21KS0spLS1l06ZNtLe39/v5li1bBvycx+PhnXfeobS0lJKSEk6ePBnS\n", "/j/66CN+8YtfhPTZ0exWx/1GO3fuZP369RFOMzYpd8eNCN6f/umfDtp3GQwGVq1adcuf3+rWsiNH\n", "jlBUVERiYiIAb775JpMnT9a9/9mzZ/e7VUz0CvaWvqVLl7Jhw4YIpxmbpEiOQPX19Rw8eJAzZ87w\n", "7W9/2/+6w+Fgw4YN2O12TCYTVVVVfOc73/H/fNeuXXR2dmIymXC73axYsYKoqCgAoqKiWL9+PSaT\n", "CYfDwfLly4mPj8fj8bB9+3YqKyspLS0FoLCwkGnTpgFw33339cumZzGDPXv20NLSgtlsxmQy4fP5\n", "/D+rqqri2LFjREdH09PTw7333kt+fj51dXW8/vrrFBYWsmbNGhoaGvjd735HWloaTz31FGbzrf8n\n", "vWPHDqqqqkhKSiI+Ph6Hw8GMGTO46667Au4Tepfa2rVrFzNmzKCmpgar1Up6ejoLFy4Eem99a2pq\n", "wmQy+W+Be+KJJ257DGpqaigvL8dut2M0Gmlubua5554D4P333+933JOSkli0aBHQO4LfuHEjRqMR\n", "TdOUW5x6VBmEdSzFMHn77bf7bVdXV/sXFdU0TaupqfH/uby8XKuqqvJvd3R0aOvXrx/we51O500/\n", "u3FfA3nnnXe02traoLKfOHFC++CDD/zbTU1N2ssvv6xpmqZ1dXVpb7zxRr/3l5SUaC6XS9M0TWto\n", "aND27Nnj/9natWuD2qemadp3v/tdzev1+rd///vfaw6H47b7vJb5Zz/7meZ0Ovu9r6qqSjt06JB/\n", "2+fzaeXl5UHl2bp1a79j1vffmabd+rhv3rxZa2pq8m8fOnRIKykpCWqfQh8ZSY4ieXl5eL1edu7c\n", "6V+qauLEiQBcvHiRBQsW+N9rt9tv+T16F0n1eDxs2LCBoqIixo0bF9RnTp06xdKlS/3bqampZGdn\n", "A9DQ0EB7e7t/BAW9K7W0traSnp5Oeno6TU1NQO+oWs8oavr06RiN11vxkydP5tKlSxiNxoD7vObh\n", "hx++6ficPHmSJUuW+LcNBkO/Yx3IY489xpEjR6ioqMDj8ZCenu7/dxZIZ2dnv2XTZs6cyblz54La\n", "p9BHiuQo8sknn3D33XczadIkoPfZHrW1tUycOJHs7GxOnjzp7xd2dnb6P+fz+Th79iwFBQUAtLW1\n", "YbPZgtpnV1cXGzZsYMWKFf6+ZDAKCws5duwY8+fPB6CpqYnz588DkJ2dTUZGRr8ead9TcejtYX74\n", "4YecP3+eFStWBL3fzz77DJ/P5y+Up0+fZvny5ZhMptvuU9O0AdsJ+fn5HD9+3L/CDNDvWAfy8ccf\n", "M2fOHP/2W2+95V9YN5DY2Fiam5v9hfLo0aP9FroVg0dWARqB3nvvPdra2jh+/Lh/ZFRcXMyWLVv6\n", "jZIAVq5c6X/tWk/SaDTidrtZuXKlvyf53nvv0dDQQFRUFG63m9WrV/fr773//vu0tLRgNBrxeDws\n", "WLCAcePG8dOf/pTMzEz/6OrGPmkgu3fvprW1FZvNRk9PD42NjcyfP597772X8+fPc+TIEX+Gzs5O\n", "VqxY0W/R1F/+8peMGzeOxx9/POhj99prr2G327HZbLjdbu6++26mTp0KEHCfhw8f5tixYwCkp6cz\n", "fvz4fsXt3Xff7Xd8pkyZwowZM26b59VXXyUzMxNN0/D5fP36nNBbbD/55BOioqL8jxqYMWMGHo+H\n", "devWYbFYMBqN2O12jhw5wjPPPNNv3UkRPimSYkwpKSnhySefHO4YYgSReZJizNixYweVlZVs27Zt\n", "uKOIEURGkiIiampq/KenN8rNzY3IatrDsc9AOjs72bt374C9QrvdPuwrdovgSJEUQogA5HRbCCEC\n", "kCIphBABSJEUQogApEgKIUQA/x+rxe7nwaI9rgAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.710131\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XlUXOeZ5/FvbVBAgViL1QgQIGxrs2VLsiIjx5YtbC2R\n", "FDve4tOTniQ97cwkvTg57u7JzLjT3Umm291ZZiZ2etJJ2rHlaEFYkrVrIlkga7Fl7QYtLFoQmwCx\n", "FAW13PkDqQQSKtWtouAFns85PuEWRd2frqKHe5/7vu81aJqmIYQQYkjG0Q4ghBAqkyIphBB+SJEU\n", "Qgg/pEgKIYQfUiSFEMIPKZJCCOGHOZwfvn//fhobGwHIzs5m9uzZNDQ0sHv3bkwmEwsXLiQ9PT2c\n", "EYQQIiRhLZLz58/3fb1jxw4ADh06xMsvvwxAWVkZK1asCGcEIYQISdgvt2tra3nzzTfJz88HIDo6\n", "2ve9iIiIcO9eCCFCEvYimZOTw7e+9S0OHz4MwMAJPhaLJdy7F0KIkIT1cvsGq9VKbGwsAB6Px/e6\n", "wWC448/s2LEDk8kU9mxCiIklPj6e2bNnB/z+sBbJ1tZWEhMTgZtnkD09Pb7tG18PxWQy8eCDD4Yz\n", "nhBiAjpy5Iiu94f1cruiooJ169axbt067r//fgDmzp3L6tWrWb16NXPnzg3n7sOqvLx8tCP4JflC\n", "o3I+lbOB+vn0CuuZ5LJly257LSMjgxdffDGcuxVCiGFjUHWptN27d8vlthBi2B05coQnnngi4PfL\n", "jBshhPBDimSQVO+7SL7QqJxP5Wygfj69pEgKIYQf0pMUQkwo0pMUQohhJEUySKr3XSRfaFTOp3I2\n", "UD+fXlIkhRDCD+lJCiEmFOlJCiHEMJIiGSTV+y6SLzQq51M5G6ifTy8pkkII4Yf0JIUQE4r0JIUQ\n", "YhhJkQyS6n0XyRcaf/ncXo3uPs8dvx9uY/nYjUUj8vgGIcaLxs5e3jvawOdNDp6bbufRvHisZnnM\n", "yHgmPUkhdNhwsolfHLjs2/7Z8kKK7DGjmEjoJT1JIcKow+ketN3r9o5SEjFSpEgGSfW+i+QLzZ3y\n", "LcxLwB7T/yjkxYWJTE6wjmQsYOweu7FKepJC6JCTGMVPlhficHlJjDJji5R/QuOd9CSFEBOK9CSF\n", "EGIYSZEMkup9F8kXGpXzqZwN1M+nlzRUhNCpz+2lsrmbS9d6yU2MYmpKNEaDYbRjiTCRnqQQOh2/\n", "0slrH54DwGw08JNlBRSmyFjJsUJ6kkKE2eVrvb6v3V6N5m7XKKYR4SZFMkiq910kX2j85ctJjMJs\n", "7L+8jokwkR4XOVKxgLF97MYi6UkKodPUlGh+sqyQ5u4+MuIiyU2MGu1IIoykJymEmFCkJymEEMNI\n", "imSQVO+7SL7QqJxP5Wygfj69pEgKIYQf0pMUQkwo0pMUQohhJEUySKr3XSRfaFTOp3I2UD+fXlIk\n", "hRDCD+lJCiEmFOlJCiHEMJIiGSTV+y6SLzQq51M5G6ifT6+wzt0+deoUVVVVeL1e5s2bR1ZWFps2\n", "bcLj6X+w+5QpU5g+fXo4IwghREjCWiSvXr3KqlWrANiyZQtZWVlYrVaefPLJcO52RCxYsGC0I/gl\n", "+UKjcj6Vs4H6+fQKa5EsLi6+7TWPx0NpaSmappGbmys3Z4QQShuRnuTOnTuZM2cOACUlJaxatYov\n", "f/nLNDY2jsTuw0L1vovkC43K+VTOBurn0yvsRXLv3r0UFBSQnJx82/csFovfnx14sMvLy5XaPnHi\n", "hFJ5JN/EyifboW3rEdZxkvv27SMlJYWioiLfa3V1dUyePBmAzZs3s3Tp0iF/VsZJCiHCQe84ybD1\n", "JJuamqioqKCoqIjKyko6Ozt55ZVXqKur49ChQwDMmjUrXLsXQohhEbYiabfbef311297faibOWNR\n", "eXm50nfxJF9oVM6ncjZQP59eMphcCCH8kLnbQogJReZuCyHEMJIiGaRghxOMFMkXGpXzqZwN1M+n\n", "lxRJIYTwQ3qSQogJRXqSQggxjKRIBkn1vovkC43K+VTOBurn00uKpBBC+CE9SSHEhCI9SSGEGEZS\n", "JIOket9F8oVG5XwqZwP18+klRVIIIfyQnqQQYkKRnqQQQgwjKZJBUr3vIvlCo3I+lbOB+vn0kiIp\n", "hBB+SE9SCDGhSE9SCCGGkRTJIKned5F8oVE5n8rZQP18ekmRFEIIP6QnKYSYUKQnKYQQw0iKZJBU\n", "77tIvtConE/lbKB+Pr2kSAohhB/SkxRCTCgj0pPs6uoK5seEEGLM8VskT58+PeR/77333kjlU5bq\n", "fRfJFxqV86mcDdTPp5ffIrl//36MRiM1NTUcPHiQvr4+Dhw4QGJi4kjlE0KMM063h8+bujlW38m1\n", "Hvdox7krvz3Jrq4ubDYb77//Pi+88ILv9d///vc8//zzYQ02FnqSF9p7aOlyYTEZyE6wMslqGe1I\n", "Qihvx5mr/NNHFwBYUpTEf3w4A1ukecT2P6w9SZvNBkBERMSg12/dnohqWnv4+921vL7tPL/59Aon\n", "rnSh6D0wIZTR3edm7fEm3/aHlVdpU/xsMqAbNw6HA6/XC4DH46GzszOsocaC0w2d1LQ5ATjR0E19\n", "Ry89Lu8op7pJ9b6Q5AueytnAf75Ik5GpKdG+7VSbhSiL2iMRAzrHffrpp/nd735HREQEvb29LFmy\n", "JNy5lGc1GQZtJ0RHYFX8L1uI0WY2Gfnqg2nkJlq55vTw+JQEkmPUvjKVcZJBanW4WH+iicOXOliY\n", "F8+i/ERSYyNHO5YQ4i709iSD6pY2NDSQlpYWzI+OG4nRFv744QxeeiCVaIsJg8Fw9x8SQow5AV0f\n", "njp1atD2/v37wxJmLCkvL8dkNBATYVayQI7lvpUKVM6ncjZQP59eARXJs2fPDto2m0fudr0QQoym\n", "oO403LjTPZEtWLBgtCP4JflCo3I+lbOB+vn08ntKuHnzZnp6eqisrMTlcvleT01NDejDT506RVVV\n", "FV6vl3nz5pGVlUVDQwO7d+/GZDKxcOFC0tPTQ/sTCCFEGPk9k1y6dCnPPfccs2bN4rnnnvP9V1xc\n", "HNCHX716lVWrVvHss89y/PhxAA4dOsTLL7/MCy+8wMGDB0P/E4yScPVdWh0u9pxvY/PnLVxsdwb9\n", "Oar3hSRf8FTOBurn0yvgcZLBGKqYRkffHEgqM3du98HpZlYfbQQgMy6Cf1xSoPw4MiHGs4B6kqHe\n", "qNm5cydz5swBGDR1z2IZu3Odw9F36XV5+ORih2/7ckcfXb2eoD5L9b6Q5AueytlA/Xx6BVQkt2zZ\n", "wsWLF6mtreW9997j3LlzAe9g7969FBQUkJycDPRPa7zhbkNnBp62l5eXj/vt40eP8HRRku+1B9Jj\n", "iI8yK5NPtmV7vGzrEdCMm7KyMpYvX87GjRtZsWIFa9as4Stf+cpdP3zfvn2kpKRQVFTke23Dhg2s\n", "XLkSTdPYvHkzy5YtG/JnVZ9xU15eHpbfmI4+D+euOuhxeclLjCLFFtyldrjyDRfJFzyVs4H6+cIy\n", "48ZoNGI0GrFarQBERt59+l1TUxMVFRUUFRVRWVlJZ2cnr7zyCnPnzmX16tVomsaiRYsCDjpRREeY\n", "mJEeO9oxhBDXBVQk+/r66Orq8hXJQKZ72+12Xn/99dtez8jI4MUXX9QZUz0q/6YEyRcqlfOpnA3U\n", "z6dXQD3JjIwMysrKmDdvHidPnqS6ujrcuYQQQgkBFcn58+fz1a9+FavVSlFREa+++mq4cykv2Cbw\n", "SJF8oVE5n8rZQP18eumelmg2m32X3QBHjx4d1kBCCKGSkFeJra2tHYYYY4/qfRfJFxqV86mcDdTP\n", "p5cspS2EEH5IkQyS6n0XyRcalfOpnA3Uz6eXFEkhhPBDimSQVO+7SL7QqJxP5Wygfj69pEgKIYQf\n", "IRfJWbNmDUeOMUf1vovkC43K+VTOBurn0yugIllRUUFlZSUA586do6Ghwfe9nJycsAQTQggVBFQk\n", "L1y4QEpKCgB5eXns27cvrKHGAtX7LpIvNCrnUzkbqJ9Pr4CKZExMDElJ/escGo1GTCZTWEMJIYQq\n", "gupJGo1yv0f1vovkC43K+VTOBurn0yugamcwGGhtbQWgtbV10OriQggxngW0MrnH42Hnzp2+NSVL\n", "SkpCfu7N3ai+MrkQYmwKy8rkJpOJkpKSoEMJIcRYFdDl9tmzZ8OdY8xRve8i+UKjcj6Vs4H6+fQK\n", "qEgeO3Zs0HZNTU1YwgghhGoCKpJ9fX2Dtm8tmhOR6mPBJF9oVM6ncjZQP59eAT++Yfv27eHOIoQQ\n", "ygmoSL7zzjt0dHSwdu1a1q5dy4kTJ8KdS3mq910kX2hUzqdyNlA/n14B3d1++umneeihh3zbW7Zs\n", "CVsgIYRQSUDjJEeDjJMUQoSD3nGSMr9QCCH8CKhIdnR0sG7dOn7729/idrvZsGFDuHMpT/W+i+QL\n", "jcr5VM4G6ufTK6AiuW3bNr70pS8xadKksE9HFEIIlQRUJK1WKxaLxbctS6WpPxZM8oVG5XwqZwP1\n", "8+kV1GByr9cbljBCCKGagIqk3W6nvLwct9vNgQMHyM7ODncu5aned5F8oVE5n8rZQP18egVUJIuL\n", "i0lMTMRqtZKWliZDc4QQE4aMkxRCTChhWU+ypaWFrVu3EhUVRV9fHyUlJSQmJgYdUgghxoqAhwC9\n", "/PLLPPvsszz//PPs2LEj3LmUp3rfRfKFRuV8KmcD9fPpFVCRjI6O9j38y2QyYbVawxpKCCFUEVCR\n", "dDqdg7YdDgcAhw4dGv5EY4TqY8EkX2hUzqdyNlA/n14BFUmv18uvfvUrjhw5wq9//WusViunT5/m\n", "6NGj4c4nhBCjKqAi6XA4eOSRR7BarcydO5eioiIUvSk+YlTvu0i+0KicT+VsoH4+vQK6u/3SSy9h\n", "s9luez07O5tLly6RlZU15M95vV40TZNpjEKIMSvkcZJlZWWsWLHitte3bdtGdXU1K1asICMjA4BN\n", "mzbh8XgAmDJlCtOnT7/j58o4SSFEOIRlnGQwSkpKOH369KDXrFYrTz75ZLh2KYQQw25EF931eDyU\n", "lpayfv16jhw5MpK7Hnaq910kX2hUzqdyNlA/n14jujhkSUmJ7+utW7eO5K6FECIoo/b4hoHrU97J\n", "wN9I5eXlSm1LPsk3WtsLFixQKs9Yy6dX2G7cAJw+fZr4+HjfjZu6ujomT54MwObNm1m6dOkdP1du\n", "3AghwmHEHwR2p+E/u3btory8nF27dvHRRx8B/UXyxrO7p06dGuquR1Wwv5VGiuQLjcr5VM4G6ufT\n", "K6Ce5L59+3j00UeH/N7A53EPtGjRotteKy4u1hFNCCFGX0CX22+88QbTpk3j0UcfxW63j0QuudwW\n", "QoRFWC63V65cyfLlyzl9+jRr1qy5bfyjEEKMVwEVyRkzZmCxWHjsscdYvHgxH3zwQbhzKU/1vovk\n", "C43K+VTOBurn0yugnmR5eTk5OTns378fm83Gt7/97XDnEkIIJQTck/ziF7/IF77whRFbrEJ6kkKI\n", "cAjL3O2VK1cyY8aMoEMJIcRYFXBPUgymet9F8oVG5XwqZwP18+kVUJHs6Ohg3bp1/Pa3v8XtdrNh\n", "w4Zw5xJCCCUE/LTEL33pS0yaNAmzeUTXxFCW6s/xkHyhUTmfytlA/Xx6BVQkrVbroAUpZKVxIcRE\n", "EVCR7OvrG7Tt9XrDEmYsUb3vIvlCo3I+lbOB+vn0CqhI2u12ysvLcbvdHDhwgOzs7HDnEkIIJQS8\n", "VNrp06eprq5m2rRp5OTkhDmWjJMUQoRH2J5xc99993HfffcBg9eFFEKI8czv5fb69espLS2ltLSU\n", "devWsW7dOtauXcu77747UvmUpXrfRfKFRuV8KmcD9fPp5fdM0mazsXjxYioqKrBYLMyaNYsjR44Q\n", "Hx8/UvmEEGJUBdSTXLduHc8++6xve8OGDaxcuTKswaQnKYQIh7CsJ2kwGAZtyxAgIcREEVCR9Hq9\n", "tLS0ANDS0oLL5QprqLFA9b6L5AuNyvlUzgbq59Mr4FWAtm3bRldXFzExMYMuvYUQYjwL+ZGyly5d\n", "uuMTE0MhPUkhRDiM+CNlP/nkk1A/QgghlBVykZyoVO+7SL7QqJxP5Wygfj69pEgKIYQfUiSDpPqa\n", "eZIvNCrnUzkbqJ9PLymSQgjhhxTJIKned5F8oVE5n8rZQP18eoVcJMMx/EcIIVQR1DjJhoYG0tLS\n", "wpHHR8ZJipHg8ng5d7WHjl432ZOspMdFjnYkEWZhGSd56tSpQdv79+/Xl0oIRX1W38mfbTzD97dX\n", "87e7amjq6h3tSEIxARXJs2fPDtqWJyaq33eRfIH5w7k2blxKnW/tobmrf10CVfINReVsoH4+vYLq\n", "ScoqQGK8mJ5u830dG2liUpScAIjB/PYkN2/eTE9PD5WVlRQVFfleT01Npbi4OKzBpCcpRsI1p4sT\n", "V7pp6upjZoaNKUnRox1JhNmwPuNm6dKlAGzatIlly5aFlkwIBU2yWliQKyvtizsL6HL76aefDneO\n", "MUf1vovkC43K+VTOBurn0yugIik3aoQQE5XfnqTb7Wbv3r1ER0czb948du7cicPh4KmnniI6Ory9\n", "G+lJCiHCYVjHSZaWljJz5kySk5P58Y9/zP33309JSQmbNm0K6MO9Xi8ejyfgMEIIoRq/RTIyMpLk\n", "5GQKCgrIzMwkMzMTq9WK1Wq96wdv27aNt956i8bGRt9rDQ0NvPvuu7z//vtcuXIl9PSjSPW+i+QL\n", "jcr5VM4G6ufTy2+R7OnpQdM0HA4H586do7e3fzbCjf/1p6SkhMcee2zQa4cOHeLll1/mhRde4ODB\n", "g8GnFkKIEeL3jszjjz/OmjVrMJlMfOc732H9+vUAzJ8/P6idDexjRkREBPUZqlB9zTzJFxqV86mc\n", "DdTPp5ffImm323n++ed92y+99FJIOxt4j8hisYT0WUIIMRJGdD3JgTdxDAbDXd8/sLdRXl6u1PYv\n", "fvELpfJIvomT78bXquQZa/n0CmipNE3TOH/+PH19fQAcPnyYP/qjP7rrh58+fZr4+HgyMjIA2LBh\n", "AytXrkTTNDZv3ux3Fo/qQ4DKy8uVvqyQfKFROZ/K2UD9fHqHAAVUJEtLS8nNzSUqKgroL5KvvPKK\n", "35/ZtWsX1dXVWK1WcnJyKC4upr6+nr1796JpGosWLcJut9/x51UvksGqbu2hzeEiLTaCzEl3HyUg\n", "hBhewzp3+waLxcIDDzzg2x642MWdLFq06LbXMjIyePHFFwMON96cae7mtQ/P4XR7SYq28D+fyeee\n", "eCmUQqgsoJ5kZ2fnoO2mpqawhBlLgulvVDU7cLr7l5m76nBx6ZpzuGP5BNt/GSmSL3gqZwP18+kV\n", "0JlkTU0Nb731FklJSQBUVlby/e9/P6zBxqOBjwYwGiAh6u53+C+1O6lrdxJvNVOQHE2EWZ7dJsRI\n", "CqgnefjwYR5++GHf9p49e24bKD7cxmNP0tHn4fiVLs60OJiZbuP+NBtm453v8l/p6OV7W87S2OXC\n", "APxgcR5z7pk0coGFGIfC0pMcWCCBsBfI8So6wsS8yZOYNzmwQtfU1Ufj9ccJaMDBix1SJIUYYUFd\n", "uzU0NAx3DuX1uj04+m6O8xyJvktitIXYSJNve0aazc+7B1O9LyT5gqdyNlA/n15BLRR54MABVqxY\n", "MdxZlFXX5uStjy9xtcfFn8zN5MHM2BHZ7z3xVv7nM/mcaekhJcbCvfaYEdmvEOImvz3J5uZmEhIS\n", "aGtrG/T6jh07ePnll8MaTJWepMer8YPd1eyv6wDAYjLwy1VFMsZRiDFqWHuSa9eu5bnnnuOdd94Z\n", "VLAGLn823nk1jQ7nzctsl0fD7b3rvS7d+7jS0YtX678D7u9mjhBiZPntSb766qukpKSQn5/PY489\n", "5vsvLy9vpPKNOovJyH+ck0FMRH9v8FuPZJIaGzFsfRdN0zh0oYNvrK/kG+s/Z291G55hKMKq94Uk\n", "X/BUzgbq59MroJ5kSUnJoO38/PywhFHV/ak23lo1FbdHIzkmgshhHKvY7nTzs4qLvrPTn+y7wPQ0\n", "G3bb2F5KTojxIqAieevaj4WFhWEJo7JUW+Sg7eGawG82GJhkNdHi6B/qY4s0YxqGGqzyAgMg+UKh\n", "cjZQP59eQf1z3LZt23DnmLBirWa+u3AyM9Nt3GeP5n8syiUpWs4ihVBFUEXS6/UOd44xZzj7LnlJ\n", "0fx9yRR+/Ew+U4dpmI/qfSHJFzyVs4H6+fTye7n95ptvkp2dfdvrlZWVE2qc5EiIGI5rbCHEsPNb\n", "JKdMmTJkMSwrKwtboLFC9b6L5AuNyvlUzgbq59PL7+nLI488MuTr8fHxYQkjhBCq8VskU1NTh3xd\n", "FrgY3r5Lr9tz9zfppHpfSPIFT+VsoH4+vYKauy2Gh6PPwx+q29hS2cLDWXEsvy+FxGh5iqQQKglo\n", "PcnRoMrc7eHQ3eehrq0Hk9FAToKVSHP/7J3jVzp57cNzvvf918dzKM5LGK2YQkwIYVlPUgSv1+1h\n", "w8km/v1I//Jyf7bgHhYXJmEyGnC4Bg+l6ugd/stuIURoZNyJDn1uL3VtPVxqd3Lo0OGAfqatx83v\n", "Pru5/ubvjjTQ4XQDkJcY5Vt2LTMugpnpga8XeTeq94UkX/BUzgbq59NLziQD5HJ72XG2lZ9VXMRi\n", "NPC9BfcE9HORZiMr7kvGo8EnlzpJj43Aaun/3WS3RfD6Y5Np63ETG2kiOUZm2gihGulJDsHp7n8W\n", "zcmGLmakxzI9zUarw8XX1p7mxgI9mXGR/Gx5IbFW/79nLrQ7eXNvHfWdfbwwM5W52XFkyVqUQowa\n", "vT1JudweQlWzg/+6vZr3jzXx19vOc6bZgdlowBZx81EKSdEWzKa7r/u47ngjnzc7uOZ08/bByzhd\n", "MqVTiLFEiuQQWq+vyOPb7nGRYovgB4unMD0thnnZcXz1PhtRFtMdPuEmTxDn6bc+TycYqveFJF/w\n", "VM4G6ufTS3qSQ5icEEVspInOXg8pMRbSYyM40dBFUrSFHz2dj9Fg4OP9FZCXftfPem66nTPN3TR0\n", "9vH1OZncEx/p9/01rT384uNLdPZ5+NN5WcwYxps5Qgj9pCd5B3VtPTR29RFjMfF3/6+Gqw43KdEW\n", "fvhMPtnx+nqK7U4XfW6N2EgjUZY7/17qdXn4m+3nOd7QDUCUxcgvVxWRGuu/sAohAifjJIdJbKSZ\n", "333WwOR4K1cd/UN2mh0uqlt7ADh/1UFspJmilGhskf4Po0GDvdVt7Ktp5/H8BJ6YkjjkDR+PNnis\n", "ZK/bi1tamEKMKulJ3sGVjl4A0mIHD8uxWYz8zbZz/PAPdfz1tvPsr7t218+qbHbwr4fqqWx28H8+\n", "vsyZFseQ74uOMPHqI1lYzUYMwJ8tyMZuC26aoup9IckXPJWzgfr59JIzySE0d/Wx+1wrta1OHsyI\n", "5U/mZnK6sZt77dHER5lp7Lp5Y6eitp2nCpP8fp7D5fG7PdCsjFjeXlWEV9Ow2yKwyDqTQowq+Rc4\n", "hM/qO9lceZW6dif/Un4RowEudTj53WcNuL39s2NueDT37svGFSZHk3P9hk1hchT5SdF+358eF0nm\n", "JGtIBVL1Nf0kX/BUzgbq59NLziSH0HXLHOruPg81rU4eyLCRFts/FKj6ag+J0RbMRgMnG7q4J97K\n", "pAF9xuauPjp73cRHWcicZOWHT+dzzekm3mohMUZW+hFirJAzySE8dE8cWZP6z/yKc+N5OCuOH5ZM\n", "4TsL7iE+ykLWJCuRzWdodbj4zsYz/MXms/z6cD1dvf03eC62O/nelrP8pw1V/N3uGho7+0iKiSAv\n", "KXrECqTqfSHJFzyVs4H6+fSSM8lbdPW6SbCa+ccl+XT3eXF7vLy+7TztPW6emZrE1x7OYJLVjDUm\n", "lt8ea+TG+KktVVdZOS0FW6SZU43dXO7oA+BkYzfVrQ5SY2VethBjkZxJDlDV1M1fbD7Ln28+S0Nn\n", "H9nxVrZWXaW9p/8McUvVVc63OLjQ5qSgsJCC5Ju9xYQos28GzsDpiwDRAczMGW6q94UkX/BUzgbq\n", "59NLziSvu+Z08cM9ddRfH/rzg101/J+VU4mPunl5bDTAudYeXt92nq/PyeD5mXbSYyNo7XGzuDAR\n", "u63/bPH+1Bj+w+x0Dl68xlOFSeRfL6adTjfHG7q40O5kVkYsRSnRGAxDz/+uae2hprW/7zk1JTqg\n", "KZBCiOEnZ5LXebX+wdsAi/ITeX5mKicbuilMjuaxvAQKkqL4k7mZ7DrbCsD/PVTPVYebnEQrz0xN\n", "Ii8xyvdZCdEWXnogjX9aUsCSomRirp9ZHqnv5I1dNfz6kyt878Oz1LQ5h8xysd3Jax+e5Ud76vje\n", "lnMcq+/S/edRvS8k+YKncjZQP59eciZ5ndVs5PtP5LDueCMuj5dfHLgMwNceSsfl8TIrw8bZFge1\n", "bU7uiY8kwWrm5JVOfv1pA5EmA/+8bPDlN3DbEJ5zAwaR93o0rvW4gChu1dLtonPAHfbjDV3Mmzxp\n", "GP+0QohATfgzSa+m8cmlDv5801neP9rIszNS2VvT7vv+9jNXSY2NYO2JZnISovj2F7KYlmojOsJE\n", "nNVMvNVMr0fzzdDxZ849kzAb+y+vM+MiSLvDnOwUm4WEqJu/v2Zl6F/kQvW+kOQLnsrZQP18eo34\n", "meSmTZvwePrPkqZMmcL06dNHOsIgl6/18t93VuPyaFS39rB4ahJfn5OB29tf+JxuLwXJUfy3J3JI\n", "i4tka2ULW6uuAnC0vovnZthZfbSR1NgI2npcHL/SxdVuF7MyYwddggPclxrDT5cX0t7jJnNSJOlx\n", "QxfJrElWfvxMPhfanCREWShM8T/4XAgRPiNeJK1WK08++eRI7xbofwRDTVsPvW6N7IT+wd9ur4br\n", "+qKPD2fFsetcKxW1/fOxFxcmsuzeJFxeqGzqpqvPM+hOdX8BjeaflxaQnxRN2akm3j5YD/Tf7f7J\n", "ssJBhdBkNNx2SX4nOQlR5CTcfikeqPLycqV/o0u+4KmcDdTPp9eIF0mPx0NpaSmappGbmzuiy6FV\n", "1F3jh3+oRQOeKUri6w9nkBYbwSsPpPHOZw0U2aN5/2ij7/0f111jzj1x/KziEteuP7zrm3MzSImx\n", "0NztYtkuLa+vAAASXklEQVS9yUxLjfGtAvTppU7fz7b1uOnodZOOLHMmxFg24kWypKTE9/XWrVtH\n", "bL89Lg/vDxj8vbe6nacKkrjq6GNWho3cxBziIk0kPpJFW4+LK5193Fhp80aBBDh5pZuvPpBGfJSZ\n", "aWm2QcukPV2UxCeX+wvlvfZokqNHb/qh6r/JJV/wVM4G6ufTa1Rv3Fgs/ovIwKEE5eXlIW1XnjrJ\n", "lISbZ3UvP5DK93ecp/pqD/9SfpEf7K7lwrVefv1JPf9+pIFWh4sv3ZdEUpSF3ISbi+zOSLdxpqUb\n", "q7OVY4cP+F4/ePAg8YZeflgyhTeezOVrRZF8/tmhYcsv27It28O3rceIr0xeV1fH5MmTAdi8eTNL\n", "ly4d8n3hWJm8sbOXPdXttPe4uC81hjc/usBrxdnUtjk5f7WHOKvZd1MG4LvF2bx3tIFHcxOIMhvJ\n", "io8k1WYhOz6KTw5+POg35smGLv5623mcbi9LipL444cy7vokxXBSvS8k+YKncjZQP5/yK5PX1dVx\n", "6FD/GdasWbNGdN+psZE8PzMVgDPN3Xzvscn880cX6Oj18JUZdqItN0+sjQaIspi43NHH+8f6+5Sv\n", "PJiGLcKEdYjZL+tONOK8Phj9w8qrlExNYuooFkkhxPAY8X/FxcXFI73L21xoc/LBqWbanR7f4xLW\n", "HG/ix89M4aVZqXze1M3CvAS82uBnJ8RGmHD0ebnW47rtN2X/s7Q7ALCYDESZR3cIqsq/yUHyhULl\n", "bKB+Pr0m5KlOQ2cv1W1O7pk0YHiOAeKtFl6cmcqa44386nA9k+Ot/PmCe9DQSIyyYDIaOdvSTazV\n", "xIyowf3Upfcm4/JqXGjt4flZadyj82FhQgg1TcgZNxEmA06Xl7zEKB7OiiMnwcpfP57DhhNNvH+s\n", "kYq6Djp7PbQ73XT1eXjrQD1VzQ7eO9rAbz5t4B/+UMvRmiu+z3O6PLR0u5ieZuOrD6YxyWq+48IV\n", "IyXYJvVIkXzBUzkbqJ9PrwlxJlnf4aSx00VStJnshCgy4638ly9k0dPnocgehdlgpLrVSXuvmwOX\n", "OnhxZipvH7zMF6ck8KvD9RiA3MQoTEYDc7MnsfFUM5Wtbmbl9n9+RW07P957AYCilGjyk6J4qjCJ\n", "InvM6P2hhRDDYtw/d/tiu5O/2nqOpm4XMREm3lyST127kx/vqSPVZuHFWWn8y76LaEBJYSJXOvvo\n", "6nXz/MxUYixG9tVeY3paLBtPN1HV0kOEycA352YSZzXzWF4CHq/G97ac5cT1Z2VD/w2eCJOB52em\n", "hZxfCDG89N7dHveX2xfbnTR19z/dsLvPQ6vDxT99dAGvBkV2G2uPN/kGmG8708rye5MpmZrEkcsd\n", "9Ho0jjd08+7RBp4sTMIWYaLv+mIWM9P7F50wGQ08lBnn219ytAWn23v9Ro4QYqwb90UyPsrMwO5g\n", "dISJmOtDeNocLjIHzK1OirZw9qqD5JgIHs1N4K2Dl6nv6KW+o5fVRxt5PD8BgCJ7DJ9/dtj3c4un\n", "JvE3j+fwzTkZvDo/i6nJUcxI079yz3BSvS8k+YKncjZQP59e47on6fJ4iTAZ+fvFedS1O8mOt3Kt\n", "18Ofzstk7YkmXB6NL09PJiMuktYeN/enxvCvhy6Tn9RNcW48bs/NToTbq1GUEk3Rwsk8kBHL8fqb\n", "w4M8Xg2jAdJiI7k3JZqkGHmejRDjxbjtSWqaxt7qdn60pxavBl+fk8G99mj+cvM5rGYjs7NiWVqU\n", "zBs7q/nawxnsOHOVmjYnXg3mZcdhAB7IjOM3n/Sv6vP6FyczzR6DzTp46E93n4d/2XeBj66vQbmk\n", "KIn/NC+TSLM8bkEIFUlP8roOp4d/O1yP9/qvgH87XE9rd/9CFVazkXvtMTR29fHfn8zjs0sdrJxm\n", "JzcxioezYllSlMznTQ7eP9rAyml23lxSwLzs+NsKJPQ/XXF/3TXf9r6a9tue2y2EGLvGbZGMNBvI\n", "HDBYPDnaQmK0mVnpMfzFo/fg9Wps/ryFH+yu4cszUqlp7WFGmo0XZqZit1l446lcvrtwMk9MSWDK\n", "EGtA3ui72CLNfCHn5qMVFuYlYIsc/bNI1ftCki94KmcD9fPpNW57klaLiVcfyaL0ZBPdfR6em2Gn\n", "7GQzS+5N4W931+Lxanxzbgbbz7RyptnBvtp2mrpcfFbfyZtLC4iNDOzQxESY+JO5mSzMTcBg6L+p\n", "I5faQowf47YnOZTPLnXw0/0Xqe/oA/oXsXitOBsNqGp2EGk2sq+mnZ8vL2RS1OitBSmECB/pSV7X\n", "0Nk/dMfl6b8L7fJ4ibWaiBtwhhgXaSY9NpLfH2ti4+kWrna7+KvHsqVACiF8xmWRPFrfyTfXV/LH\n", "a0+zp7odl8dL9dUe/umjC3xlhp3ZmbFMS43hTx/JZMPJJi609z//ur6jl/zkwKYSqt53kXyhUTmf\n", "ytlA/Xx6jbueZFefm/+9/5Jvbcc3P6rjfns03X0eqlud7DrbxhP5CURbTLQ6+jBfX9LMaIAXZqbe\n", "9qxsIcTENu56kj0uD3+19RynmxwARFuMvP3lIowGA/+4p46jV7qIjTTxt0/lYTYamBRp4mqPG6vZ\n", "yOSEKN9zsYUQ45PyK5OHW5TFxLcXZPO/Ki7S7fLwn+ffQ6qtfyjQf/lCFmdbejAbDViMBiLNRlJj\n", "I0mLk3nWQoihjctry7zEKP6hZAr/vLSQ1BgLv/mknvc+u8JvP73Cj/bU8Xf/r5ayUy38vOIiJxq6\n", "gtqH6n0XyRcalfOpnA3Uz6fXuCyS0D9OMibCRNnpFt472ojLC+W1N2fGfHq5g8kJUZSdah7FlEII\n", "1Y3bIgn987drWnsAqG3rYWZ6rO97M9Jt1Lb1kJsYFdRnq/4cD8kXGpXzqZwN1M+n17jrSQ5kMBh4\n", "5YE0rGYDNa09vDAzjZKpiXg16Ox109nr4anCxNGOKYRQ2Lg+k7zmdHG8oYumbheLC5N4IMPGF6ck\n", "8kR+Iivut/PKg+m+mzp6qd53kXyhUTmfytlA/Xx6jeszycomB//2Sf8Du8629JCfFEVqbHBFUQgx\n", "MY3rM8kel+eWbe8d3qmf6n0XyRcalfOpnA3Uz6fXuC6ShSkx5Cf135iZmhJNwRBLngkhhD/jukhm\n", "xEXyd09N4e1VRbzxZB7pccN3qa1630XyhUblfCpnA/Xz6TWue5IAiTEWEmNkVR8hRHDG3dxtIYTw\n", "R9aTFEKIYSRFMkiq910kX2hUzqdyNlA/n15SJIUQwg/pSQohJhTpSQohxDCSIhkk1fsuki80KudT\n", "ORuon08vKZJCCOGH9CSFEBOK9CSFEGIYSZEMkup9F8kXGpXzqZwN1M+n14jP3W5oaGD37t2YTCYW\n", "LlxIenr6SEcQQoiAjXhPcuPGjSxfvhyAsrIyVqxYMeT7pCcphAgH5XuS0dE313SMiIgY6d0LIYQu\n", "I14kB564Wixjdwkz1fsuki80KudTORuon0+vEb/c3rZtGyUlJQDs2rWLRYsWDfm+Tz/9lPb29pGM\n", "JoSYAOLj45k9e3bA7x/xGzc9Pf3PwdY0zff1UPT8IYQQIlxG/Eyyvr6evXv3omkaixYtwm63j+Tu\n", "hRBCF2Vn3AghhApkMLkQQvghRVIIIfyQIjlOeL1ePB7PaMe4I9XzCXEnyj1SVvVpi5s2bfL9Y58y\n", "ZQrTp08f5UT9w6qqq6tZsWIFGRkZgFrHcah8qh3HU6dOUVVVhdfrZd68eWRlZSlzDIfKptLx279/\n", "P42NjQBkZ2cze/ZsZY7dnfLpOn6aYj744APf1xs2bBjFJEPbsWPHaEcY0qlTp7TLly/7tlU7jrfm\n", "U+047t271/f1hx9+qGmaOsdwqGyqHb8btm/frmmaOsfuVjfy6Tl+yp1Jqj5t0ePxUFpaiqZp5Obm\n", "Kju/XI6jPsXFxbe9psoxHCqbasevtraW9evXs3LlSkCdY3fDrfn0HD/liqSm+LTFG7OFALZu3TqK\n", "SfyT4xicnTt3MmfOHEC9Yzgwm2rHLycnh29961t88MEH5OXlKXfsbs2n5/gpd+NmYHPfYDCMYpK7\n", "U+Ev/07kOOq3d+9eCgoKSE5OBtQ6hrdmG0iV42e1WomNjQXUOnY3DMw30N2On3JFMtBpi6Olrq7O\n", "97XT6RzFJP7JcdRn3759pKamkpOT43tNlWM4VDaVjl9ra6vv6xtnkKocOxg6n57jp9zl9ty5c1m9\n", "erVv2qJq6urqOHToEACzZs0a5TT9du3aRXV1NVarlZycHIqLi5U6jkPlU+k4NjU1UVFRQVFREZWV\n", "lXR2dvLKK68ocQzvlE2l41dRUUFvby8ADz30EKDWv+Oh8uk5fjItUQgh/FDuclsIIVQiRVIIIfyQ\n", "IimEEH5IkRRCCD+kSAohhB9SJIUQwg8pkkII4YcUyTHsjTfeGLbPWrNmDWVlZZSVlfHBBx/Q0dEx\n", "6PubN28e8ufcbjcbN26krKyMtWvXcubMmaD2/+mnn/L2228H9bPj2Z2O+622b9/O+vXrw5xmYlJu\n", "xo0I3De+8Y1h+yyDwcCKFSvu+P07TS07fPgwxcXFxMfHA/Duu+9SWFioe/+zZ88eNFVM9At0St/i\n", "xYspLS0Nc5qJSYrkGNTQ0MCBAwc4f/48f/mXf+l73eFwUFpais1mw2QyUVVVxWuvveb7/o4dO+jq\n", "6sJkMuFyuVi2bBmRkZEAREZGsn79ekwmEw6Hg6VLlxIXF4fb7Wbr1q1UVlZSVlYGQEFBAffffz8A\n", "jzzyyKBsehYz2LVrF62trZjNZkwmE16v1/e9qqoqjh49SlRUFE6nk4ceeoi8vDyuXLnCb37zGwoK\n", "Cli1ahWNjY28//77pKSk8MILL2A23/n/0tu2baOqqoqEhATi4uJwOBzMmDGDadOm+d0n9C+1tWPH\n", "DmbMmEFtbS0RERHY7XYWLFgA9E99a25uxmQy+abAPfvss3c9BrW1tVRUVGCz2TAajbS0tPC1r30N\n", "gI8++mjQcU9ISGDhwoVA/xn8hg0bMBqNaJqm3OLU48owrGMpRsmaNWsGbVdXV/sWFdU0TautrfV9\n", "XVFRoVVVVfm2Ozs7tfXr1w/5ub29vbd979Z9DWXjxo1aXV1dQNlPnTqlffzxx77t5uZm7Uc/+pGm\n", "aZrW3d2tvfPOO4Pev3btWq2vr0/TNE1rbGzUdu3a5fve6tWrA9qnpmnad7/7Xc3j8fi2f//732sO\n", "h+Ou+7yR+ec//7nW29s76H1VVVXawYMHfdter1erqKgIKM+HH3446JgN/DvTtDsf902bNmnNzc2+\n", "7YMHD2pr164NaJ9CHzmTHEdyc3PxeDxs377dt1TV5MmTAbh8+TLz58/3vddms93xc/Qukup2uykt\n", "LaW4uJi0tLSAfubs2bMsXrzYt52cnExWVhYAjY2NdHR0+M6goH+llra2Nux2O3a7nebmZqD/rFrP\n", "WdT06dMxGm+24gsLC6mvr8doNPrd5w2PP/74bcfnzJkzPPnkk75tg8Ew6Fj788wzz3D48GFOnz6N\n", "2+3Gbrf7/s786erqGrRs2qxZs7hw4UJA+xT6SJEcR44dO8bMmTPJz88H+p/tUVdXx+TJk8nKyuLM\n", "mTO+fmFXV5fv57xeLzU1NUyZMgWA9vZ2rFZrQPvs7u6mtLSUZcuW+fqSgSgoKODo0aPMmzcPgObm\n", "Zi5evAhAVlYWqampg3qkAy/Fob+H+cknn3Dx4kWWLVsW8H5PnjyJ1+v1Fcpz586xdOlSTCbTXfep\n", "adqQ7YS8vDxOnDjhW2EGGHSs/fnss894+OGHfdvvvfeeb2Fdf2JiYmhpafEVyiNHjgxa6FYMH1kF\n", "aAzas2cP7e3tnDhxwndmVFJSwubNmwedJQEsX77c99qNnqTRaMTlcrF8+XJfT3LPnj00NjYSGRmJ\n", "y+Vi5cqVg/p7H330Ea2trRiNRtxuN/PnzyctLY2f/vSnpKen+86ubu2T+rNz507a2tqwWq04nU6a\n", "mpqYN28eDz30EBcvXuTw4cO+DF1dXSxbtmzQoqm/+tWvSEtLY8mSJQEfu1/+8pfYbDasVisul4uZ\n", "M2dSVFQE4Hefhw4d4ujRowDY7XYyMzMHFbc//OEPg47P1KlTmTFjxl3zvPXWW6Snp6NpGl6vd1Cf\n", "E/qL7bFjx4iMjPQ9amDGjBm43W7WrVuHxWLBaDRis9k4fPgwL7300qB1J0XopEiKCWXt2rU899xz\n", "ox1DjCEyTlJMGNu2baOyspItW7aMdhQxhsiZpAiL2tpa3+XprXJycsKymvZo7NOfrq4udu/ePWSv\n", "0GazjfqK3SIwUiSFEMIPudwWQgg/pEgKIYQfUiSFEMIPKZJCCOHH/wfw+slkiuBLsAAAAABJRU5E\n", "rkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.756830\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtcVfed7//XvrLZ3BEQEeUmajSoiQYNMSZNNDGtJmhi\n", "0iTNdDptf9OZzvR3ptM57Tzm9zvTTtOm5ze9nE46bTMnnWl/aWIaoxI1ahRjVDSKxlyMBi8gBETu\n", "IGz2BvZlnT+IW1DY7gsLvsDn+Rdr39ablfhh7c/6ru/XoGmahhBCiCEZxzqAEEKoTIqkEEIEIEVS\n", "CCECkCIphBABSJEUQogApEgKIUQAZj0//MiRIzQ2NgIwc+ZMFi9eTENDA/v27cNkMnHPPfcwbdo0\n", "PSMIIUREdC2SRUVF/p/37NkDQHl5OU8//TQAJSUlFBcX6xlBCCEiovvX7erqan72s58xa9YsAOx2\n", "u/85q9Wq9+6FECIiuhfJ7OxsvvnNb3L8+HEABt7gY7FY9N69EEJERNev21fZbDbi4uIA8Hq9/scN\n", "BsOw79mzZw8mk0n3bEKIySUxMZHFixcH/Xpdi2RbWxvJycnAtTNIl8vl377681BMJhO33367nvGE\n", "EJPQyZMnQ3q9rl+3Dx8+zOuvv87rr7/O/PnzAVi6dCkbN25k48aNLF26VM/d66qsrGysIwQk+SKj\n", "cj6Vs4H6+UKl65nk2rVrb3gsIyODJ598Us/dCiHEiDGoOlXavn375Ou2EGLEnTx5kvvvvz/o18sd\n", "N0IIEYAUyTCp3neRfJFROZ/K2UD9fKGSIimEEAFIT1IIMalIT1IIIUaQFMkwqd53kXyRUTmfytlA\n", "/XyhkiIphBABSE9SCDGpSE9SCCFGkBTJMKned5F8kVE5n8rZQP18oZIiKYQQAUhPUggxqUhPUggh\n", "RpAUyTCp3neRfJFROZ/K2UD9fKGSIimEEAFIT1IIMalIT1IIIUaQFMkwqd53kXyRCZTvistDY1cv\n", "PW7vsK/R03g+duPRqCwpK8REUdvRw3P7q7nY5uKxBWk8vmAqcVHyz2gik56kECH448nL/P8nG/zb\n", "P/3CLBZMixvDRCJU0pMUQkdW0+B/MiaDYYySiNEiRTJMqvddJF9khsu3PDuBZTPjSbab+cbS6eQk\n", "R49ysvF77MYraaYIEYKMBBv/+LlsXG4f8TYzZqOcSU500pMUQkwq0pMUQogRJEUyTKr3XSRfZFTO\n", "p3I2UD9fqKRICiFEANKTFEJMKtKTFEKIESRFMkyq910kX2RUzqdyNlA/X6ikSAohRADSkxRCTCrS\n", "kxRCiBEkRTJMqvddJF9kVM6ncjZQP1+opEgKIUQA0pMUQkwq0pMUQogRJEUyTKr3XSRfZFTOp3I2\n", "UD9fqHSdT/L06dOcPXsWn8/HsmXLyMzMZPv27Xi9/Qso5eXlUVBQoGcEIYSIiK5FsrW1lfXr1wOw\n", "c+dOMjMzsdlsrFq1Ss/djorly5ePdYSAJF9kVM6ncjZQP1+odC2SK1asuOExr9fLli1b0DSNnJwc\n", "uTgjhFDaqPQk9+7dS2FhIQCrV69m/fr1PProozQ2No7G7nWhet9F8kVG5XwqZwP184VK9yJ54MAB\n", "8vPzSUlJueE5i8US8L0DD3ZZWZlS26dOnVIqj+SbXPlkO7LtUOg6TvLQoUOkpqYyd+5c/2M1NTVk\n", "ZWUBsGPHDtasWTPke2WcpBBCD6GOk9StJ9nU1MThw4eZO3cuFRUVdHV18cwzz1BTU0N5eTkAixYt\n", "0mv3QggxInQrkmlpaXzve9+74fGhLuaMR2VlZUpfxZN8kVE5n8rZQP18oZLB5EIIEYDcuy2EmFTk\n", "3m0hhBhBUiTDFO5wgtEi+SKjcj6Vs4H6+UIlRVIIIQKQnqQQYlKRnqQQQowgKZJhUr3vIvkio3I+\n", "lbOB+vlCJUVSCCECkJ6kEGJSkZ6kEEKMICmSYVK97yL5IqNyPpWzgfr5QiVFUgghApCepBBiUpGe\n", "pBBCjCApkmFSve8i+SKjcj6Vs4H6+UIlRVIIIQKQnqQQYlIZlZ7kiRMnwnmbEEKMOwHXuHnhhRdI\n", "TU3F5/NRWVlJZmYmtbW1xMbGsmTJktHKqCTV1/GQfJFROZ/K2UD9fKEKWCSXLFnC4sWLeeONN/jq\n", "V79KSkoKzc3N7N+/f7TyCSHEmAr4dXvx4sUAeL1eUlJSAEhNTcVms+mfTHGq/6WUfJFROZ/K2UD9\n", "fKEKqifp8XgGbff09OgSRgghVBNUkUxOTubo0aP09PRw9OhRkpKS9M6lPNXHgkm+yKicT+VsoH6+\n", "UAVVJFeuXEl8fDxvvfUW8fHxrFq1Su9cQgihBBknKYSYVHQZJ3l9T/Ltt98OLZUQQoxTQRXJnTt3\n", "Dtp2OBy6hBlPVO+7SL7IqJxP5Wygfr5QBVUkfT6f3jmEEEJJAQeTt7e34/F46O7upqWlBU3T8Hq9\n", "ciaJ+mPBJF9kVM6ncjZQP1+oAhbJM2fO4Ha7aWxs5OOPP+5/g9nM2rVrRyWcEEKMtYBft++66y7u\n", "vfdeVq9ezb333su9997L8uXLiYuLG618ylK97yL5IqNyPpWzgfr5QhVUT3LevHl65xBCCCWFPE6y\n", "pqaGGTNmYDTqO1+vjJMUQuhBl3GSP/3pT6mpqWHnzp1cunSJbdu2hR1QCCHGk6CK5Jw5c8jKygKg\n", "qKhI10Djhep9F8kXGZXzqZwN1M8XqqCKpNfrBcBkMukaRgghVBNUkXQ4HOzZs4e8vDy984wbqo8F\n", "k3yRUTmfytlA/XyhCjhO8qr169fT2NhITk4OH374YdB34Jw+fZqzZ8/i8/lYtmwZmZmZNDQ0sG/f\n", "PkwmE/fccw/Tpk2L6BcQQgg9BXUmabfbycnJAWDhwoWsX7/e/5zL5Rr2fa2traxfv57HHnuMjz76\n", "CIDy8nKefvppvvjFL3Ls2LFIso8p1fsuki8yKudTORuony9UEY/j2bt377DPrVix4obH7Ha7/2er\n", "1Rrp7oUQQlcRF8lgvnrv3buXwsJCAAYOy7RYLJHufsyo3neRfJFROZ/K2UD9fKHSd0Q4cODAAfLz\n", "8/0LiV29Ug5gMBgCvnfgaXtZWZlsy7Zsy/aIbIci4pnJS0pKKC4uHvK5Q4cOkZqayty5c/2Pbd26\n", "lXXr1qFpGjt27Bh2sgzV77gpK1N7bWHJFxmV86mcDdTPF+odN0Fd3Q5HU1MThw8fZu7cuVRUVNDV\n", "1cUzzzzD0qVL2bhxI5qmsXLlSr12L4QQI0LXM8lIqH4mKYQYn3S5dzsQm80W6UcIIYSyQi6SPT09\n", "g7ZXr149YmHGk3CbwKNF8kVG5XwqZwP184UqqCL561//miNHjgDQ3NwsqyUKISaNoIpkRkaGf/af\n", "GTNm0NbWpmuo8UDlq3cg+SKlcj6Vs4H6+UIVVJG8foJds1m3i+JCCKGUoIqkx+MZtN3X16dLmPFE\n", "9b6L5IuMyvlUzgbq5wtVUKeEBQUFvP766+Tm5lJZWcmtt96qdy4hhFBC0OMke3p6qK+vZ9q0aURH\n", "R+udS8ZJCiF0odsdNzabjdzc3LBCCSHEeBVUT3Lr1q165xh3VO+7SL7IqJxP5Wygfr5QBVUkr58O\n", "bdeuXbqEEUII1QRVJK1WK01NTf7t3t5e3QKNF6qPBZN8kVE5n8rZQP18oQqqJ9nd3c0vfvEL/4WU\n", "iooKXSa1EEII1QR1JhkdHc1zzz3Hhg0b2LBhAwUFBXrnUp7qfRfJFxmV86mcDdTPF6qgiuT1l8sX\n", "LFigSxghhFBNxPNJ6kXGSQoh9KDbfJLV1dWUl5fj8XioqqoKK5wQQow3QRXJo0ePUl9fT11dHWaz\n", "eVyvlz1SVO+7SL7IqJxP5Wygfr5QBVUk6+vrKSoq8s8GFBMTo2soIVR3ubOXTxq7aXLIZC8TXVBD\n", "gEwmk945xh3Vx4JJvsgEylfd5uJ7uy7Q5vKQlRjFD1blkpEwesuYjOdjNx4FdSbpcrlwu90AuN3u\n", "G+7AEWIy+aTZSZurf/rAmo5eqtt7bvIOMZ4FVSQfeOABXn75ZSoqKti2bRurVq3SO5fyVO+7SL7I\n", "BMqXFD34C1hc1Oh+0xrPx248CurrdnJyMn/+53+ucxQhxod5U2P4b8tncKKuk3tzk5idah/rSEJH\n", "QY+TPHPmDJWVlcyZM4fZs2frnUvGSQohdKHLOMm9e/ficDh48MEH6ejo4J133gk3nxBCjCtBFcmO\n", "jg4KCwuxWq0UFhbS2tqqdy7lqd53kXyRUTmfytlA/XyhCqpIWiyWIR/v7Owc0TBCCKGaoIqk0+mk\n", "paUFgJaWFq62Mffv369fMsWpPhZM8kVG5XwqZwP184UqqKvbDQ0NvPjii0yfPp1Lly6RnZ3Npk2b\n", "qKio4JFHHtE7oxBCjJmgiuSKFStYsmTJDY+fOHFixAONF2VlZUr/xZR8kVE5n8rZQP18oQrq6/ZQ\n", "BfLq46WlpSMaSAghVBL0VGnDcTgcI5Fj3FH9L6Xki4zK+VTOBurnC1XERVIIISYyKZJhUn0smOSL\n", "jMr5VM4G6ucLlRRJIYQIQIpkmFTvu0i+yKicT+VsoH6+UEVcJA0Gw0jkEEIIJQVVJJuamoZ9LpTZ\n", "NCYS1fsuki8yKudTORuony9UQRXJP/zhD1y5cmXI52JjY4d9n8/nw+v1hpdskmrs6uX1jxp54Vgd\n", "la3OsY4jxKQX1HySr7zyCsnJyXR1dXHHHXeQnZ190w/evXs3VVVVFBcXk5GRAcD27dv9RTMvL4+C\n", "goJh3z8Z55P0aRr/fqSO7Z/03yefFG3m+UfmkBZrHeNkQkwcoc4nGdRtiY899hhWqxWfz8eJEyc4\n", "cOAAX/7ylwO+Z/Xq1Zw5c2bQYzabTZZ+CMDt9VHR3O3fbnd5cPbJmbgQYymor9tXp0Rra2ujrq6O\n", "xMTEsHbm9XrZsmULmzdv5uTJk2F9hir06LtEmU08vmAqVy+FrcpPZkrM0NPU3YzqfSHJFz6Vs4H6\n", "+UIV1Jnkq6++SkpKCikpKaxZswarNbyvf6tXr/b/vGvXrrA+Y6Irykrg+Udm0+PRmJkYRVxUUP+J\n", "hBA6CepMMiYmhieeeIKVK1eGXSCvN9xEvgMN/ItUVlam1LZe+SwmI7NTY+is/ICP3zumXL6R2pZ8\n", "4W8vX75cqTzjLV+ogrpw09fXF1ZxPHPmDImJif4LNzU1NWRlZQGwY8cO1qxZM+x7J+OFGyGE/nRZ\n", "CMxqtVJdXU15eTkej4eqqqqbvqe0tJSysjJKS0s5ePAg0F8kN23axKZNm5gzZ07QIVUU7l+l0SL5\n", "IqNyPpWzgfr5QhVUw+vo0aP4fD4aGhooLCzk2LFj5ObmBnzPypUrb3hsxYoV4aUUQogxEtSZZH19\n", "PUVFRRiN/S+PiYnRNdR4oPr9qZIvMirnUzkbqJ8vVEEVSZPJpHcOIYRQUlBF0uVy4Xa7AXC73fh8\n", "Pl1DjQeq910kX2RUzqdyNlA/X6iC6kk+8MADvPzyyzQ0NOD1egeNdxRCiIksqCFAY0GGAAkh9KDL\n", "EKDr7d69O5y3CSHEuBOwSP7oRz9iy5Yt/Nd//Rf/+I//yMsvv8x3v/tdqqurRymeulTvu0i+yKic\n", "T+VsoH6+UAXsSX7pS18iKyuLP/3pTzz77LOYTCaeeOIJXnvttdHKJ4QQYyrgmeTVWwgtFot/GJDZ\n", "bMZut+ufTHGqjwWTfJFROZ/K2UD9fKEKqifZ09MzaNvhcOgSRgghVBNUkVy0aBGvvvoqJ0+eZOPG\n", "jSxatEjvXMpTve8i+SKjcj6Vs4H6+UIV1DjJefPmkZOTw6VLlyguLiY6OlrvXEIIoYSIx0mWlpYO\n", "OZlFpGScpBBCD6MyTnIg6U8KISayiIvkZKV630XyRUblfCpnA/XzhUqKpBBCBCBFMkyqjwWTfJFR\n", "OZ/K2UD9fKGSIimEEAFEXCQNBsPNXzQBqd53kXyRUTmfytlA/XyhirhIhnIpXQghxpugxkl6PB7M\n", "5mvjzt9++23uu+8+XYPJOEkhhB50GSe5c+fOQdsyNlIIMVkEVSRlTZsbqd53kXyRUTmfytlA/Xyh\n", "Cnjvdnt7Ox6Ph+7ublpaWtA0Da/XK2eSQohJI2BP8vDhw7jdbk6ePOnvD5rNZhYuXEhcXJyuwaQn\n", "KYTQQ6g9yYBnknfddRcAaWlpzJs3L7JkQggxDgXVk5QCeSPV+y6SLzIq51M5G6ifL1RBj5O8cuUK\n", "VVVVN8xSLoQQE1nAnmR5eTmFhYUcOnQIh8NBRkYGlZWVzJ49m1tvvVXXYNKTFELoYUTHSdbX1wPQ\n", "2NjIQw89xMKFC1m/fj1nzpyJLKUQQowTQX3dHni3DYDRKPNiqN53kXyRUTmfytlA/XyhCnh1+9Sp\n", "U7jdbi5cuEBxcTEAbrcbt9s9KuGEEGKshbzGTXV1NfHx8SQnJ+uVCVCrJ9nr8dLr1Yi1mjBO0lmP\n", "hJgoRnSc5FCys7NDfcu4Vn+lh98dr6eyzcXTi9JZkZtElFnaDUJMFkH/a3e73TQ1NeHz+ejq6tIz\n", "k1JKL7RzqPoK9Z19/OvBT6ludwHq910kX2RUzqdyNlA/X6iCKpJVVVW88cYb7NmzB4Dt27frGkol\n", "3W7voG2PL6IVeIWY9Dp73Byv7eRwdQeNjr6xjnNTQRXJEydO8NhjjxEbG4vRaCQ2NlbvXMpYPXsK\n", "6bFWAB5fkMbMRBug/joeki8yKudTORsEzufTNN78pJV/equSH5Re5OcHa7ji8oxiutAF1ZO02Wxh\n", "fbjP50PTNEwmU1jvV0FOcjS/eDifXo9Gks1MtHX8/i5CjDWn28u+ynb/9vv1Djp7PSREh3x5ZNQE\n", "dSbpcrkGbXs8N6/8u3fv5re//S2NjY3+xxoaGnj55Zd59dVXuXz5cohRx84Uu5WM+KhBBVL1vovk\n", "i4zK+VTOBoHzRZtN3JWd4N+em2onLkrtE4+gyveiRYv44x//SGdnJ5s3b6awsPCm71m9evUNd+aU\n", "l5fz9NNPA1BSUuIfeymEmBxMRgOPzEtlToqdHo+PW9JiSIy2jHWsgIIqknPmzGHGjBk0NjaSmZmJ\n", "xRLeL2W32/0/W63WsD5jtLm9/bOyW0yDT7rHc19IBZIvfCpng5vnS7ZbKMpOHKU0kQu6EWC328nJ\n", "yYloZwPHrYdbaEfThRYnLxy7hIbGN5ZmMivFPuh5r0/D5fZil0HmQkxYQRXJnTt3UlBQgNfr5ciR\n", "IxQWFjJr1qyQd+b1XhtOE8x63WVlZf6/Slf7HKO1/eEn5/m3j/uovdI/ROHZty/ydwuiWDi3//fe\n", "tb+Mi5ZM3rvsZFV+MvnmdlwdrWOW9/rt3/zmNxQUFCiTR/KN3PbAnp8KecZbvlAFdVtiSUkJDz/8\n", "MNu2baO4uJjXXnuNxx9//KYffubMGRITE8nIyABg69atrFu3Dk3T2LFjB2vXrh32vWN9W2JLdx/f\n", "2FJBZ29/YY+xmvjfj84lJaa/TbDnzGV+eqTB//rnHspj8fT4Mck6lIF/YFQk+cKncjZQP58utyUa\n", "jUaMRqN/KFBUVNRN31NaWkpVVRU2m43s7GxWrFjB0qVL2bhxI5qmsXLlyqBDjoVku4VvLZ/Bj9+u\n", "BuC/LZ9B0oAGs8EyuKfa61FrRUmV/ycFyRcJlbOB+vlCFVSR7Ovrw+Fw+ItkMHNiDFUEMzIyePLJ\n", "J0OMODaMBgN3ZSXy4qO3oAEZ8VGYjNdaBPOnxjI7JZpzLS4KZ8SRP8U+/IcJIcatoMZJZmRkUFJS\n", "wrJly/j444+pqqrSO5cSTEYDmYk2ZiTaBhVIgKqPjvPDB/L4z8du4b/fk01qrFpX68fzWDoVqJxP\n", "5Wygfr5QBXUmWVRURFFREQBz584N66LNRJRkt5BkV/8qvRAifCHPJzlaxvrCjRBiYhrRNW6Gs3v3\n", "7nDeJoQQ405QRXLPnj289tprPPfcc2zcuJH3339f71zKU73vIvkio3I+lbOB+vlCFVSRdDgcPP74\n", "48yfP58nn3yS/Px8vXMJIYQSgiqSV++O8fn6xwJev3riZKT6WDDJFxmV86mcDdTPF6qgiuTVqdFM\n", "JhOdnZ2yWqIQYtIIqkg++uijADzwwAPs27ePefPm6RpKVS63l8pWJ9XtLo6feG+s4wSkel9I8oVP\n", "5Wygfr5QBX1bIvTfjrhu3TpdA6mq1+NjZ0ULLxyrx2iA7xRNR9O0oCbqEEKMX2ENATp48OBI51Be\n", "q9PNfxyrB8CnwR9PtdHV573JuwLzaRpnGrvZ+nETJy910uOJ7PMGUr0vJPnCp3I2UD9fqII6kywr\n", "K+Py5cv+tWo++eQTVqxYoWsw1VhNBpKizbR9tmhRepwVqzGys8jKVhffefO8fwXG//nQLG6bHhdx\n", "ViHEyAnqTLK1tZUNGzawfv161q9fz1e/+lW9cyknJcbKDx/M486Z8ayclcyTc+zYLJGtzdHS3Tdo\n", "idraKz2RxvRTvS8k+cKncjZQP1+owhrLk5KSMtI5xoX8FDvfX5WLwWDo/x8hNyOiz8uIjyLBZuZK\n", "jweL0UB+iswkJIRqAt67fXUhr2PHjjFjxgz/5LlHjhzha1/7mq7BJsu92zXtLi539jElxkLelGi8\n", "Po2ajh7cXo0ZCVHERsmYVCFG0ohOunt1huGlS5dGHEwMLSspmqykaP/2weoOnttfjQZ8ceFUnlw4\n", "Vdb6FmIMBexJPvXUU8ybN88/LrKyshKTycSf/dmfjUo4lenRd3H0enjp/ctcPbV/9cNGWl3hDdxX\n", "vS8k+cKncjZQP1+oAhbJ2NhYAPbu3YvD4eDBBx+ks7OTI0eOjEq4ycZqNpKdZPNvJ9vN2MxhjdIS\n", "QoyQoOaT3LRpExs2bPBvb9682X8Xjl5GuyfZ0NXLibpOfBosyYwnI/7m6/joob6zl10VrXT2enh4\n", "Xgp5siyEECNKl4XAhlsju7Ozk/h4dVYIDJezz8tv3q3j3U87AVg4LYb/sTKXuDG4aJIRH8VXCyO7\n", "ai6EGDlBfZdzOp20tLQA0NLS4l8IbP/+/folG0VOt5ePG7v92580Oen1+AIueKZ630XyRUblfCpn\n", "A/XzhSqoItnQ0MCLL77ISy+9xIsvvojH42HTpk189NFHeucbFTazkTVzr439/Os7p1N6vo3v7brA\n", "war2kJaL7fV46erx6BFTCDEGgupJnjhxgiVLlgT9+EgYrZ6k2+Nj59kWPqh3MDvVzvS4KPp8Pv6/\n", "A5/6X/O/1s5m3tSYm35WXUcPvzlax+WuPv5iSQbLshIwR3jrotBfbUcP3X1e0uOsJEbLwm4TnS5r\n", "3AxXCPUqkKOp1eXmt0cvcbjmCvsr2+ns9dDr0fjzJdOIMvUXuG53cBNPbDrVxPG6Luqu9PLs2xep\n", "7QjuNsPGrl72nmtld0ULlzt7AfD4NNqcblxB7luE50yjg2+WnOVb287xqyN1tIc55EpMXJN+fInV\n", "ZCQlxoLZaODzc6fw/JE6fnm4lu1nWnhswVQWpMeQlWi74X1D9V26evu/Zk+Pj+Ivl07nfIuT8y1O\n", "mh29vH+pk2M1HbR29w16T4/by3+euMy/HvyUn5fV8vNDn9La3ce2M8389dYKfvx2NfVh3NOtel9I\n", "lXxvVrTQ81k75eDFDuo/+yOlSr6hqJwN1M8Xqkl/z1uy3cLf3jWDsosd1LT3+gdytzrd5KdEs+aW\n", "FKYEubb2U4vSOd3YzSPzU/nt0Tp8Wn+/86/vnM7GDxp5aG4K51udbFiQTtRn4x+73V7er+/yf8bH\n", "DQ5auvvPbgGO1XZya3oMTyxMH9HfW/SbkXDtD6DFaMBumfTnDeI68n8EYAAuXeklK+na2Ei7xcj0\n", "+KhhC+RQc+bNSrHz78VzMBn655wE6PH4aOl2c7mrj9+fqMdmMeMc8BU63mrmC3On+LdXz5lyw1X1\n", "Pm/oS6OrPqefKvnun5XMM7enU5QVz7MP5vlvEVUl31BUzgbq5wvVpD+TBJg3NZbHFmi0drv5/soc\n", "Ons9zJpiJyspGk3TON3YzTuV7eQkR3NnVjzJdisA3X1eLrQ46fH4yE2OJjXWSkqMlZzkaIyfFcoo\n", "k8E/pZpPg6RoM7EDplizmI2sm59KQXosXp/GrBQ7ZqOBLy6cyqaPGslJjmZ5VgI9bm/EU7OJG6XG\n", "Wnnm9mljHUMoTIokEGM1cWdW4pDPXWzv4bu7LuD+7Gyuzzude3MSqWxopc5l4teffS2+IzOO/35P\n", "NgnRZuak2vn5mnwaHX2k2C38+5E6DMDTt6WzID0Wy3W3GsbbLNw+ffAZ61OLprJ6TjK1Hb18v/Qi\n", "uVOi+fodGWQk3NgfHcrVyUlUJfnCp3I2UD9fqKRI3kRXj8dfIAHOtThJsVt4u8pFg+PaRZjjdV20\n", "u9wkRJuxmIzMmxrLvKn9z/3wwVyauz00O3ppc7rp7vOSFG0hIXr4w2+zmOhs7+H/3VMFwOWuPvKS\n", "o/mSnPUIMaqkSN5EaoyFz89JZkqMFbfXx6zkaJxuD02OPman2KlsdQEwPd5KXNTQX4cbHW7+fsd5\n", "vnJHBr9/r4FLnb0szozj28tnkhprHXbfA2ctB3C5gx/UrvpfcskXPpWzgfr5QiVFcghen8b5FieN\n", "jj4SokxEmU28dLKBxGgzf1uUSVn1FVbPmYLL7eXv7p6Bx6uxKCOOKTFDF7zGrj7MRgM9bi+XPhti\n", "8l5dF+danAGLZFaSjccXpLHpoyYy4q08MDtZl99XCDG8SX11u8nRy8b3G/jXAzV80nTt3u2zzd38\n", "3fZz/Ojtaj5pdrL1dDMAHS4P71R20Nzt4XfH60mMtvDSe5dp7OoldpizSIAZiTZMRm6Y9uxm9+LE\n", "RZl5+rZ0fv/4PH6+ZvagyXlvRvWxapIvfCpnA/XzhWpSn0nu+KSVVz9sBOBwdQe/Kp5DZoKN2o5e\n", "rrYhDeC/Ug2QGG1iSWYKrU43MVYTbS4PFS0uPmnsxmCAnORo0uMGT7OWnxLNz9fOptnRR/H8VD66\n", "7OCOzHhSYm4+/jLaYiJarmoLMWYmbZHUNI0LLU7/ttPtw9Hr5VyzkykxFgyABrxT2c63757J66ea\n", "mJkYxaKMOH64rxqArEQbGwrSsJqNfL/0IgC3pNn55/tzSR5QAA0GA7Om2ImzmrjQ4mJBegyzU6OZ\n", "mRTclerLjxspAAAT4ElEQVRwqN4XknzhUzkbqJ8vVJO2SBoMBh4tSOODyw48Po3P5SXS6uzjB6XV\n", "/OXS6Xzv3ixanG7yU+0sSI+lYGoMJ+o6KfnsqzdATUcPD89L4Z2qdv9jnzQ5aXW5BxXJq6bGRfHU\n", "ben0enzYZd0aIcaFSdOT9PpuvGvltulx/HvxbH65Np+vFmbw+qlmCtJj6e7zsutsK4cudlDV6uJX\n", "h+v4uKmbDy47mJcW639/ZkL/HTnzB8wQlB5nISFAf9JkNIxKgVS9LyT5wqdyNlA/X6gm/Jmks8/L\n", "wYvtvHWujTuzEnggP9k/HZbRYCAn2c4njQ5+faSO3ORols2M57WPmjAaDHzptnR+UHqRBJuZuis9\n", "fC43iaO1nXy9MIMYi5ErvV5+uO8iy3MS+atl07GajBRMiyEtbmyWfhBCjLyg5pMcCyM1n+SH9V38\n", "w84L/u3vr8yhKPva3TWXrvTwzZKzON0+1t6SwvHaTv8g8ZwkG/fmJeFy+zjd2M2ymfG0u9yk2K3c\n", "MSOOb207T3df/33YRTPj+af7c7CYJs3JuRDjki5r3Iyk7du34/X2F5a8vDwKCgp03d/1c0F29Q7e\n", "drl9OD8bpB1tMdIxYFbxjh4PyXYLPzvYPwHvqQYH3703i+RoM9MTbPz4wVz+673LJEdbePq2dCmQ\n", "QkxAo/6v2mazUVxcTHFxse4FEiA3OZpb0vpXHJwWZ+WW62YY9/o0Vs7qH6R9rOYK31g23T/sZ0NB\n", "2g1LN1zu7OWf3qriRFUTt0yN5bnVs/juvVnMGGLOybGkel9I8oVP5Wygfr5QjfqZpNfrZcuWLWia\n", "Rk5Oju5LNKTHRfHPK3Npc7pJsJn9d7i0Ovu44vLS+tm91H92ezoxVhPTYi18956ZXHa42Xm2lScW\n", "pDEjIYraK73MSIjCYDDg8WlcaO+jkP4LMUKIiWtMe5K7du3ioYceGvI5Pde4uXSllx/uu0hVm4u/\n", "XJrBvgvtXGh18RdLpvH79y5zX14yWUk2TAaYGmvl48Zu5k2NoaKpm62nm/Fp8OPVeSzJHP/L6Qox\n", "2SjfkxxouPW8rxo45dLVU/hItu1JqfTETqXd6eau7AQutrn43+X1/Hh1Hr2OTuJirBgNBkovtAHw\n", "QH4y51td7K9sp6y6g8cXTOUrS6aRN8WO1lxNWXXniOaTbdmW7dHZDsWon0nW1NSQlZUFwI4dO1iz\n", "Zs2QrxvpM0lN03jpZAN/fL8BgJxkG7ekxnCx3cW3imaQFtu/zs07VR384eRl4qxmvnZHBvWdvfR4\n", "fXh9GrVXenjmtmlkJtqGnDOvrbsPr6YRbzMTZR7bweKqz+kn+cKncjZQP5/yZ5I1NTWUl5cDsGjR\n", "olHbr8vt49inV1iRk4jNbOR4XSd3Zydwx4x4XjxeT2K0meJ5qWz6qJFvLJ2OT4Pn363l/yrMoMHh\n", "xuvTKMxMIMY69LWui61Oyuu6KK/tZN5UO1+Ym3LDPdxCiPFnwo+TvErTNI7VdvLSe5fp6vXyzOJ0\n", "pkRb+Jd9F/1DgD6Xm8j9+ck0dPZR19lLnNWIV4NXPuifBGNuqp2/uSuT2Sk3rsH91tlWfnbo2lrd\n", "3757JqvnTLnhdUKIsaXLutsTgcenseVUE+db+2cU/1+HavFqmr9AQv/s3/vOtzE9IYp5aXYWZ8ZT\n", "Xtvpf76i2YlnmEW5kqLNrJuf6p94t80p6zcLMRFMmiLp0zT/+soAXk2jx+2jeH4qABaTgftmJXG8\n", "rotX3m/gruxE5k2N5Y4BV7BnJkb5py0bOBbsvbpO/ueBGvZXtfPlxdOYkRDFsplje+Vb9bFqki98\n", "KmcD9fOFasLfu31VlNnEX92ZyT/vqeL26XEsnZmAR9O4PSOWxdPjqGx1semjJhx9XqItRoyG/vGP\n", "OUk2vnVXJj1uHx6fRku3m5zka5PfNnf38aO3q3F8dnviax818tzqWcoNLhdChGfS9CSvqutwUXKm\n", "he1nWoiNMvHorWlUtzmZmxbL1tPNpMZY+Is7MnjjTDOxVhP35SXxwtFLTIuzck9eMllJUcxIvFYk\n", "W7r7+MaWCjo/u90xPc7Kvz0ym0TbzSfUFUKMPuWvbo+lS1d6qGh2crqhm7+6M5P6zl7ibWbWzU/j\n", "9VMN3JYRy8r8ZJ7dd5E2V/893PWdfdySFkOi3cIrHzQwf2oMGxZMJe2zO3dSYqz8P/fn8K8HajAZ\n", "DHz33iwpkEJMIJOmJwlwrtmJ0WBg7bwUfv1uHSWnm3n+cC2fXull1ZxUZqfaif1sSYarmhx9zEq1\n", "84f3LnOh1cUbZ1oor73Cu+++63/Noow4flU8h397ZDbzp8YOtetRp3pfSPKFT+VsoH6+UE2qIplk\n", "N7OzonXQUq0a/X3FqlYXOUnRZCRE8ZUl/WtbGw3wxML+O3QG6nB5MRoHH7qkaIt/nkohxMQxqb5u\n", "ZyXa+FxeIgk2C3aLEafbR4zVhN1iwmQ0kBZrxWY2UTwvldsy4gCYFm+lzenmQquLgxc7SIuxsDw7\n", "gezkpWP82wSm8h0PIPkioXI2UD9fqCZVkcRgoLLVRZuzk+/em4Xbp2EyQEu3h5mJUf7VC7vdXnZ8\n", "0kJZdQd3Zyfy5SXT+NZdmXzptv6ZggKtlS2EmFgm/Ndtl9tLd19/j/FCi5OFGXHcNj2e+s4+4qNM\n", "eL0aMVYTTd1u6jt7ATjb7GTP+Tacbh9vnW/jbLOTeJuF7ORof4FUve8i+SKjcj6Vs4H6+UI1oc8k\n", "K1ud/NvhWlxuH3971wwSbSberbnCjopWAG7PiGP9rak8u6cK6F8f+9kH8rh+UJSag6SEEKNhwp5J\n", "Ovu8/OLQp3zS5KS6vYd/3lOF1WSkvO7abYYn67sYuIji+RYXjj4vc1PtrJyVjM1sZOWsZOam2m/4\n", "fNX7LpIvMirnUzkbqJ8vVBP2TNKraXT3XbsNscfjo8+jUZgZ7z+TXJAei8a1KlmUlUCizUyczczf\n", "FGXylSXT+i/syBrZQkxaE/ZM0uX28Z0VM8n9bIbxb989gwttLnKTo/nOipl8++4Z/N3dM7g1PZaf\n", "PDSLf1mVy98UZRJn6/+7Yf/sAs1wBVL1vovki4zK+VTOBurnC9WEPJM8dbmL/7H3Ir0eH9++eybz\n", "p8bQ6XLz43dquNzVv1zsvDQ7d2cnEhNl5vbpcWOcWAihqgl3Juno8/D8kTq6+7x4fBo/O1iDhobN\n", "aqK5+9qg8AZHH32+8K/IqN53kXyRUTmfytlA/XyhmnBF0mQwYDNf+7UsJiMmg4GMuCi+dkcGAAbg\n", "a3dMJz5qQp5ICyFG0IQrktEWE//38hnMSY0mMyGKf3kgl6lxUVjMRj4/dwq/Lp7Db9bN4Z7cxIiW\n", "g1W97yL5IqNyPpWzgfr5QjUhT6Xyptj5yUP5+HwaTreX/zxeT+2VHh69NY1b09WYgEIIMT5M+Pkk\n", "S8+30dDVS7vLw74LbfzqkTlkyoS4QkxaMp/kAJeu9PDqhw182tFLdpKNRwvScA1YwkEIIW5mwvUk\n", "Bzrf4uTTjv77savbe4i1mkgfockpVO+7SL7IqJxP5Wygfr5QTegief1A8Iz4KP9gcSGECMaE7kl2\n", "9ngovdDGwaoOPpeXxP15ScRKkRRiUpOe5ADxNjPrb03j4VtSMJsm9EmzEEInk6Jy6FEgVe+7SL7I\n", "qJxP5Wygfr5QTYoiKYQQ4ZrQPUkhhLheqD1JOZMUQogApEiGSfW+i+SLjMr5VM4G6ucLlRRJIYQI\n", "QHqSQohJRXqSQggxgqRIhkn1vovki4zK+VTOBurnC5UUSSGECEB6kkKISUV6kkIIMYKkSIZJ9b6L\n", "5IuMyvlUzgbq5wvVqM8C1NDQwL59+zCZTNxzzz1MmzZttCMIIUTQRr0nuW3bNh5++GEASkpKKC4u\n", "HvJ10pMUQuhB+Z6k3W73/2y1jsxSCkIIoZdRL5IDT1wtFsto737EqN53kXyRUTmfytlA/XyhGvWv\n", "27t372b16tUAlJaWsnLlyiFf995779HR0TGa0YQQk0BiYiKLFy8O+vWjfuHG5XIB/WeUV38eSii/\n", "hBBC6GXUzyTr6+s5cOAAmqaxcuVK0tLSRnP3QggREmXvuBFCCBXIYHIhhAhAiqQQQgQgRXKC8Pl8\n", "eL3esY4xLNXzCTGcUb+6fTOq37a4fft2/z/2vLw8CgoKxjhR/7CqqqoqiouLycjIANQ6jkPlU+04\n", "nj59mrNnz+Lz+Vi2bBmZmZnKHMOhsql0/I4cOUJjYyMAM2fOZPHixcocu+HyhXT8NMW88cYb/p+3\n", "bt06hkmGtmfPnrGOMKTTp09rly5d8m+rdhyvz6facTxw4ID/5zfffFPTNHWO4VDZVDt+V7311lua\n", "pqlz7K53NV8ox0+5M0nVb1v0er1s2bIFTdPIyclR9v5yOY6hWbFixQ2PqXIMh8qm2vGrrq5m8+bN\n", "rFu3DlDn2F11fb5Qjp9yRVJT/LbFq3cLAezatWsMkwQmxzE8e/fupbCwEFDvGA7Mptrxy87O5pvf\n", "/CZvvPEGubm5yh276/OFcvyUu3AzsLlvMBjGMMnNqfAffzhyHEN34MAB8vPzSUlJAdQ6htdnG0iV\n", "42ez2YiLiwPUOnZXDcw30M2On3JFMtjbFsdKTU2N/+eenp4xTBKYHMfQHDp0iKlTp5Kdne1/TJVj\n", "OFQ2lY5fW1ub/+erZ5CqHDsYOl8ox0+5r9tLly5l48aN/tsWVVNTU0N5eTkAixYtGuM0/UpLS6mq\n", "qsJms5Gdnc2KFSuUOo5D5VPpODY1NXH48GHmzp1LRUUFXV1dPPPMM0ocw+GyqXT8Dh8+TG9vLwBL\n", "liwB1Pp3PFS+UI6f3JYohBABKPd1WwghVCJFUgghApAiKYQQAUiRFEKIAKRICiFEAFIkhRAiACmS\n", "QggRgBTJcewHP/jBiH3Wa6+9RklJCSUlJbzxxht0dnYOen7Hjh1Dvs/j8bBt2zZKSkrYtGkT586d\n", "C2v/7733Hi+88EJY753Ihjvu13vrrbfYvHmzzmkmJ+XuuBHB+/rXvz5in2UwGCguLh72+eFuLTt+\n", "/DgrVqwgMTERgJdffpnZs2eHvP/FixcPulVM9Av2lr4HH3yQLVu26JxmcpIiOQ41NDRw9OhRKisr\n", "+fu//3v/406nky1bthAbG4vJZOLs2bN85zvf8T+/Z88eHA4HJpMJt9vN2rVriYqKAiAqKorNmzdj\n", "MplwOp2sWbOG+Ph4PB4Pu3btoqKigpKSEgDy8/OZP38+AHfeeeegbKFMZlBaWkpbWxtmsxmTyYTP\n", "5/M/d/bsWT744AOio6Pp6elhyZIl5ObmcvnyZX7/+9+Tn5/P+vXraWxs5NVXXyU1NZUvfvGLmM3D\n", "/y+9e/duzp49S1JSEvHx8TidThYsWMCtt94acJ/QP9XWnj17WLBgAdXV1VitVtLS0li+fDnQf+tb\n", "c3MzJpPJfwvcY489dtNjUF1dzeHDh4mNjcVoNNLS0sJXvvIVAA4ePDjouCclJXHPPfcA/WfwW7du\n", "xWg0ommacpNTTygjMI+lGCOvvfbaoO2qqir/pKKapmnV1dX+nw8fPqydPXvWv93V1aVt3rx5yM/t\n", "7e294bnr9zWUbdu2aTU1NUFlP336tPbuu+/6t5ubm7Wf/OQnmqZpWnd3t/bSSy8Nev2mTZu0vr4+\n", "TdM0rbGxUSstLfU/t3HjxqD2qWma9g//8A+a1+v1b//pT3/SnE7nTfd5NfPzzz+v9fb2Dnrd2bNn\n", "tWPHjvm3fT6fdvjw4aDyvPnmm4OO2cD/Zpo2/HHfvn271tzc7N8+duyYtmnTpqD2KUIjZ5ITSE5O\n", "Dl6vl7feess/VVVWVhYAly5doqioyP/a2NjYYT8n1ElSPR4PW7ZsYcWKFaSnpwf1nvPnz/Pggw/6\n", "t1NSUsjMzASgsbGRzs5O/xkU9M/U0t7eTlpaGmlpaTQ3NwP9Z9WhnEUVFBRgNF5rxc+ePZv6+nqM\n", "RmPAfV5133333XB8zp07x6pVq/zbBoNh0LEO5POf/zzHjx/nzJkzeDwe0tLS/P/NAnE4HIOmTVu0\n", "aBGffvppUPsUoZEiOYF8+OGHLFy4kFmzZgH9a3vU1NSQlZVFZmYm586d8/cLHQ6H/30+n4+LFy+S\n", "l5cHQEdHBzabLah9dnd3s2XLFtauXevvSwYjPz+fDz74gGXLlgHQ3NxMbW0tAJmZmUydOnVQj3Tg\n", "V3Ho72GeOHGC2tpa1q5dG/R+P/74Y3w+n79QXrhwgTVr1mAymW66T03Thmwn5ObmcurUKf8MM8Cg\n", "Yx3I+++/zx133OHffuWVV/wT6wYSExNDS0uLv1CePHly0ES3YuTILEDj0DvvvENHRwenTp3ynxmt\n", "Xr2aHTt2DDpLAnj44Yf9j13tSRqNRtxuNw8//LC/J/nOO+/Q2NhIVFQUbrebdevWDervHTx4kLa2\n", "NoxGIx6Ph6KiItLT0/nlL3/JtGnT/GdX1/dJA9m7dy/t7e3YbDZ6enpoampi2bJlLFmyhNraWo4f\n", "P+7P4HA4WLt27aBJU3/3u9+Rnp7OF77whaCP3X/8x38QGxuLzWbD7XazcOFC5s6dCxBwn+Xl5Xzw\n", "wQcApKWlMX369EHFbf/+/YOOz5w5c1iwYMFN8/z2t79l2rRpaJqGz+cb1OeE/mL74YcfEhUV5V9q\n", "YMGCBXg8Hl5//XUsFgtGo5HY2FiOHz/OU089NWjeSRE5KZJiUtm0aRMbNmwY6xhiHJFxkmLS2L17\n", "NxUVFezcuXOso4hxRM4khS6qq6v9X0+vl52drcts2mOxz0AcDgf79u0bslcYGxs75jN2i+BIkRRC\n", "iADk67YQQgQgRVIIIQKQIimEEAFIkRRCiAD+DyBlrS48Hi9VAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.674557\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4FPed5/G3ulvdrVbrRBdCoAsBBgTYnAZW+ABMYiCA\n", "j/gYT2Ymxzz7+NnjmUwmk+zu7GY3WXtnMslmMhvH2cxkshkMMUHchzlsY0sYxOELsMQhS4CEbgmp\n", "dfVV+4dMg0BqqrrV0k/S9/VXV6u76kMBX1V961e/itI0TUMIIcSATCMdQAghVCZFUgghgpAiKYQQ\n", "QUiRFEKIIKRICiFEEFIkhRAiiIgWye7ubl555RVqa2sD79XV1bF582a2bt3KjRs3Irl5IYQIW0SL\n", "5LFjx3jiiSf6vVdWVsaLL77Ic889x8mTJyO5eSGECFvEimRraysOhwO73d7vfYfDEXhttVojtXkh\n", "hBgSESuSJSUlLF++/J7377zBJzo6OlKbF0KIIWGJ1Irr6+vZvXs3DQ0N5OTkkJmZCYDP5wt8Jioq\n", "atDvHzp0CLPZHKl4QohxKjExkfnz5+v+fMSK5De+8Q0ALly4QGJiYuD97u5uoO+I8tbrgZjNZh56\n", "6KFIxRNCjFNnz5419PmIXrhpaWmhpKSEc+fOBd5bvHgxW7ZsYcuWLSxevDiSm4+okpKSkY4QlOQL\n", "j8r5VM4G6uczKmJHkgDJycl861vf6vdeZmYmzz//fCQ3K4QQQyZK1anSjh49KqfbQoghd/bsWR5/\n", "/HHdn5c7boQQIggpkiFSve8i+cKjcj6Vs4H6+YySIimEEEFIT1IIMa5IT1IIIYaQFMkQqd53kXzh\n", "UTmfytlA/XxGSZEUQoggpCcphBhXpCcphBBDSIpkiFTvu0i+8KicT+VsoH4+o6RICiFEENKTFEKM\n", "K9KTFEKIISRFMkSq910kX3hUzqdyNlA/n1FSJIUQIgjpSQohxhXpSQohxBCSIhki1fsuki88KudT\n", "ORuon88oKZJCCBGE9CSFEOOK9CSFEGIISZEMkep9F8kXHpXzqZwN1M9nlBRJIYQIQnqSQohxRXqS\n", "QggxhKRIhkj1vovkC4/K+VTOBurnM8oSyZUfP36c+vp6AKZMmcL8+fPZs2cPPp8PgPz8fAoLCyMZ\n", "QQghwjJsPclDhw6xevVqDh8+zKpVq+77eelJCiEiwWhPMqJHkgBVVVVs376djRs3AuDz+SguLkbT\n", "NHJzc6UQCiGUFvGeZE5ODi+//DKnTp0CYM2aNWzatImnnnoqcCo+GkWq7+Lq9fJRbQdl127S3OUO\n", "eT2q94UkX+hUzgbq5zMq4keSAHa7nbi4uHvej46ODvq9kpISli9fHngNKLP86aefDvn67fYYqm1Z\n", "vH6yFoClU+L49ooc4mwWJfKpvv/GUz5ZDm/ZiIj2JFtaWkhOTgZg3759PPnkk1RXV5OdnQ3A3r17\n", "Wbt27YDfHY89yY5eL/9h90Wu3+wNvPfPTz9AVqJ9BFMJMbYo1ZMsLS2lt7fvP/yCBQsAqK6upqys\n", "DIB58+ZFcvOjTky0mfmT4gJFMi85hlibeYRTCTG+RbRIrlu37p73ioqKIrnJYXNnK2CoWExRPDsn\n", "nRlpsfR4/MzNdJIUE7wlMZz5hpLkC53K2UD9fEYNS09S6JfqtPL41OSRjiGE+ILcuy2EGFfk3m0h\n", "hBhCUiRDpPpYMMkXHpXzqZwN1M9nlBRJIYQIQnqSQohxRXqSQggxhKRIhkj1vovkC4/K+VTOBurn\n", "M0qKpBBCBCE9SSHEuCI9SSGEGEJSJEOket9F8oVH5XwqZwP18xklRVIIIYKQnqQQYlyRnqQQQgwh\n", "KZIhUr3vIvnCo3I+lbOB+vmMkvkkhTCgo9fLpzdcXL/Zw9zMOKanxo50JBFh0pMUwoBjla386O0q\n", "AOwWEz9bP43c5JiRDSUMkZ6kEBFU0dgVeN3j9dPW7R3BNGI4SJEMkep9F8kXnsHyLZ4cjzmq7/Wk\n", "eCsZcdZhTNVntO670Up6kkIYMDvDyc/WT6Otx0tWgo2J8baRjiQiTHqSQohxRXqSQggxhKRIhkj1\n", "vovkC4/K+VTOBurnM0qKpBBCBCE9SSHEuCI9SSGEGEIRLZLHjx9nx44d7NixgzNnzgBQV1fH5s2b\n", "2bp1Kzdu3Ijk5iNK9b6L5AuPyvlUzgbq5zMqouMkly5dGnh96NAhAMrKynjxxRcB2LlzJxs2bIhk\n", "BCGECEvET7erqqr4+7//e6ZOnQqAw+EI/MxqHf67FYbK8uXLRzpCUJIvPCrnUzkbqJ/PqJCK5OnT\n", "p3V/Nicnh5dffplTp04BcOd1oujo6FA2P6b1en1cqHdxtqadlk7PSMcRYtwLerr9+uuvk5qait/v\n", "58qVK2RlZXHt2jWcTicLFizQvRG73U5cXBwAPp8v8H5UVFTQ75WUlAR+K93qc6iy/Nprr1FYWDik\n", "67darbQn5fO3x64CsHRyHH+xIod4u0WJfKrvv/GS786enwp5Rls+o4IOATpz5gzz589n165dLFu2\n", "jJSUFBobG3nnnXd49tln77vylpYWkpOTAdi3bx9PPvkkO3bsYOPGjWiaxt69e1m3bt2A31V9CNCd\n", "BXyo9Hp9/MXeS1xq6g6896tNM8gJYSquSOQbSpIvdCpnA/XzGR0CFPRIcv78+UDf0V9KSgoAqamp\n", "2O12XSsvLS2lt7cXIHDkuXjxYrZs2YKmaaxcuVJ3UNVE4h+B1WxiToYzUCTTYqOJtZlDWpfK/0hB\n", "8oVD5Wygfj6jdF3d9nr7z5nX09Oja+UDHSVmZmby/PPP6/r+eBMVFcWm2WlMSbTT1uPl4ewEUmNH\n", "78UtIQaiaRq17b14/RrpcVbsltAOBIaLrgs3ycnJnDhxgp6eHk6cOEFSUlKkcykvUmPBUp1WvjQj\n", "hefnZZCTFPqM16qPVZN8oVM5G9w/34e1Hfx5cTnf3F7OgYpmer3+YUoWGl1FcuXKlcTHx/PWW28R\n", "Hx/PqlWrIp1LCDEGdbl9/OpkLW5f36WQ1z6oobHTPcKpgpN7t4UQw8bt8/PfDldy+noHAI5oE69v\n", "mkF63PBNXhyRe7fv7km+/fbbxlIJIQR9Fyf/fPEkHp4Sz6y0WH70RP6wFshQ6CqS+/fv77fscrki\n", "EmY0Ge19oZEm+UKncja4f77spBj+ZmUef/vkVGZlOIcpVeh0Xd32+9VurAohRhezKQozwW8mUUXQ\n", "Itna2orX66Wzs5OmpiY0TcPn88mRJOqPBZN84VE5n8rZQP18RgUtkhcuXMDj8VBfX8+5c+f6vmCx\n", "DHqXjBBCjDVBe5LLli3jkUceYc2aNTzyyCM88sgjLF++PHAf9ng22vtCI03yhU7lbKB+PqN0XbiZ\n", "OXNmpHMIIYSSDI+TrK6uZvLkyZhMkZ2KUsZJCiEiISLjJH/84x9TXV3N/v37qampYffu3SEHFEKI\n", "0URXkZw+fTrZ2dlA/0cyjGeq910kX3hUzqdyNlA/n1G6iuStiXLNZrVn6xBCiKGmq0i6XC4OHTpE\n", "fn5+pPOMGqqPBZN84VE5n8rZQP18Rum642bTpk3U19eTm5vLxx9/LHfgCCHGDV1Hkg6Hg9zcXADm\n", "zp3Lpk2bAj/r7u4e7Gtjmup9F8kXHpXzqZwN1M9nVNjjeA4fPjwUOYQQQklhF8nxeuqtet9F8oVH\n", "5XwqZwP18xkV2RHhQggxykmRDJHqfRfJFx6V86mcDdTPZ5QUSSGECEKKZIhU77tIvvConE/lbKB+\n", "PqPCLpJ2u30ocgghhJIMF8menp5+y2vWrBmyMKOJ6n0XyRcelfOpnA3Uz2eUriL5i1/8guPHjwPQ\n", "2NgoT0sUQowbuopkZmZmYPafyZMn09LSEtFQo4HqfRfJFx6V86mcDdTPZ5Sue7fvnmDXYtH1Nc6f\n", "P09FRQV+v58lS5aQlZXFnj17ArMK5efnU1hYaDCyEEIMH11Hkl6vt9+y2+3WtfLm5mY2bdrE008/\n", "zSeffAL0XejZsGEDGzZsGNUFUvW+i+QLj8r5VM4G6uczStchYWFhIX/4wx/Iy8vjypUrzJ49W9fK\n", "i4qK7nnP5/NRXFyMpmnk5ubKIxqEEErT/Yybnp4eamtrmThxIjExMYY2cvjwYR588EFSUlL6vX/g\n", "wAG+9KUvDfgdecaNECISIvKMG+g7Tc7LyzNcII8dO0ZBQcE9BRIgOjo66HfvPGwvKSmRZVmWZVke\n", "kmUjdB1J7tixg40bNxpe+fvvv09qaiozZswIvFddXR14Xs7evXtZu3btgN9V/UiypKRE6at4ki88\n", "KudTORuon8/okaSunuTd06EFO02+paGhgdLSUmbMmEF5eTkdHR289NJLVFdXU1ZWBsC8efN0BxVC\n", "JT6/RpfHR6zVjCkqaqTjiAjSdSS5Z88eFi9eTFpaGgA7d+5kw4YNEQ2m+pGkGL+aOz384dN6yq61\n", "s3raBL48YwJxNn3D4sTIi8iRZGdnJz/96U8DRau8vDziRVIIVZ2vd7H9XCMA/3SqloKUGB6aFD/C\n", "qUSk6LpwExMTwyuvvMIzzzzDM888M6rHNw6VUJvAw0XyhSdYvh5v//ZTr3d4Z+cfzftuNNJVJO8+\n", "NJ0zZ05EwggxGsxKj6VgQt8ojyVT4pk6wTHCiUQk6R4nOdykJylU1trlodPtI95uId4u/cjRJGLj\n", "JKuqqigrK8Pr9VJZWRlSOCHGiiRHNFmJdimQ44CuInnixAlqa2u5fv06FouFkydPRjqX8lTvu0i+\n", "8KicT+VsoH4+o3QVydraWpYuXRqYDSg2NjaioYQQQhW6iqTZbI50jlFH5TsKQPKFS+V8KmcD9fMZ\n", "patIdnd34/F4APB4PPfcgSOEEGOVriK5evVqNm/eTHl5Obt372bVqlWRzqU81fsuki88KudTORuo\n", "n88oXZfmkpOT+ZM/+ZMIRxFCCPXoHid54cIFrly5wvTp05k2bVqkc8k4SSFERERknOThw4dxuVw8\n", "8cQTtLW18e6774aaTwghRhVdRbKtrY1FixZhtVpZtGgRzc3Nkc6lPNX7LpIvPCrnUzkbqJ/PKF1F\n", "crAZxNvb24c0jBBCqEZXkezq6qKpqQmApqYmbrUx33nnncglU5zqY8EkX3hUzqdyNlA/n1G6rm7X\n", "1dXx61//mkmTJlFTU0NOTg7btm2jvLycr3zlK5HOKIQQI0ZXkSwqKmLBggX3vH/69OkhDzRaqP4c\n", "D8kXHpXzqZwN1M9nlK7T7YEK5K33jxw5MqSBhBBCJbqnShuMy+Uaihyjjuq/KSVfeFTOp3I2UD+f\n", "UWEXSSGEGMukSIZI9bFgki88KudTORuon88oKZJCCBGEFMkQqd53kXzhUTmfytlA/XxGhV0ko6Ki\n", "hiKHEEIoSVeRbGhoGPRnRmbTGEtU77tIvvConE/lbKB+PqN0Fcnf/va33Lx5c8CfOZ3OIQ0khBAq\n", "0TWf5BtvvEFycjIdHR0sXLiQnJwcXSs/f/48FRUV+P1+lixZQlZWFnV1dRw9ehSz2cyKFSuYOHHi\n", "gN+V+SSFEJFgdD5JXbclPv3001itVvx+P6dPn+bYsWN87Wtfu+/3mpub2bRpEwD79+8nKyuLsrIy\n", "XnzxRQB27tzJhg0bdIcVQojhput0+9aUaC0tLVy/fp3ExERdKy8qKrrnPYfDEXhttVp1rUdFqvdd\n", "JF94VM6ncjZQP59Ruo4kt27dSkpKCikpKaxdu9ZwcTt8+DCLFi0C4M6z+8HmqRRCCFXoOpKMjY3l\n", "q1/9KitXrjRcII8dO0ZBQQEpKSkA+Hy+wM/uN3zozt9IJSUlSi1LPsk3UsvLly9XKs9oy2eUrgs3\n", "brc7pFPj999/n9TUVGbMmBF4b8eOHWzcuBFN09i7dy/r1q0b8Lty4UYIEQkReRCY1WqlqqqKsrIy\n", "vF4vlZWV9/1OQ0MDpaWllJeXs3PnTn73u98BsHjxYrZs2cKWLVtYvHix7qCqCfW30nCRfOFROZ/K\n", "2UD9fEbp6kmeOHECv99PXV0dixYt4uTJk+Tl5QX9TlpaGn/91399z/uZmZk8//zzoaUVQohhputI\n", "sra2lqVLl2Iy9X08NjY2oqFGA9XvT5V84VE5n8rZQP18RukqkmazOdI5hBBCSbqKZHd3Nx6PBwCP\n", "x4Pf749oqNFA9b6L5AuPyvlUzgbq5zNKV09y9erVbN68mbq6Onw+H2vWrIl0LiGEUIKuIUAjQYYA\n", "CSEiISJDgO528ODBUL4mhBCjTtAi+aMf/Yji4mJ+85vf8L3vfY/Nmzfz3e9+l6qqqmGKpwafX6Pb\n", "4+v3nup9F8kXHpXzqZwN1M9nVNCe5B/90R+RnZ3N73//e374wx9iNpv56le/yptvvjlc+UZcXUcv\n", "b3xUx6Wmbp6bm87S7ASizfLUCyHGi6D/27Ozs4G+iShuDQOyWCz9ZvIZ696+3MrBihauNHfzP9+u\n", "oqq1B1B/LJjkC4/K+VTOBurnM0rXIVFPT0+/ZZfLFZEwKmrt9gRea0CvV4Y/CTGe6CqS8+bNY+vW\n", "rZw9e5YtW7Ywb968SOdSxprpE0iK6etKPPnABCYn2gH1+y6SLzwq51M5G6ifzyhd4yRnzpxJbm4u\n", "NTU1bNiwgZiYmEjnUkb+BAc//8p0uj0+kh3RxNl07TIhxBgR9jjJI0eOsHLlyqHKEyDjJIUQkTAs\n", "4yTvNJ76k0KI8UfGsoRI9b6L5AuPyvlUzgbq5zNKiqQQQgQhRTJEqo8Fk3zhUTmfytlA/XxGSZEU\n", "Qoggwi6S93vi4Vilet9F8oVH5XwqZwP18xkVdpE0cildCCFGG13jJL1eLxbL7UHUb7/9No899lhE\n", "g8k4SSFEJERknOT+/fv7LcvYSCHEeKGrSMozbe6let9F8oVH5XwqZwP18xkV9Ebk1tZWvF4vnZ2d\n", "NDU1oWkaPp9PjiSFEONG0J5kaWkpHo+Hs2fPBvqDFouFuXPnEhcXF9Fg0pMUQkSC0Z5k0CPJZcuW\n", "AZCWlsbMmTPDSyaEEKOQrp5kqAXS7/fj8/nu/8FRSPW+i+QLj8r5VM4G6uczytDkiF6vF6/Xi91u\n", "v+9nDx48SGVlJRs2bCAzMxOAPXv2BIpmfn4+hYWFIUQWQojhE7Qnee7cOc6dO4fH46GwsJDz588T\n", "GxtLZmYmixYtuu/KL1y4QGJiYqBIHj58mFWrVukKJj1JIUQkDGlP8rPPPuO5557D7/fz6quv8v3v\n", "fx+A4uJiXUXybj6fj+LiYjRNIzc3V4qgEEJ5QXuSt+6yMZlMpKSk3P6SKbS7GdesWcOmTZt46qmn\n", "qK+vv+/n7+xtlJSUKLX82muvKZVH8o2ffLdeq5JntOUzKujp9pEjR7BYLLhcLjo7O0lLSyMtLY3K\n", "ykrWrVt335Xffbp997qDPfZB9dPtkpISpaeEknzhUTmfytlA/XxDerq9cuVKbty4gc1mIzk5mcrK\n", "Slwul64COZDq6urAs7zvfkztaKPyPwKQfOFSOZ/K2UD9fEbd9+r2xIkTA6/z8vJ0r/jIkSNUVlZi\n", "t9vJycmhqKiI6upqysrKAMbVY2mFEKOX7iFAHo+H1tZWUlJS6OzsvO8dNwOdShcVFRlPqCjVTykk\n", "X3hUzqdyNlA/n1G6rsBUVlaya9cuDh06BPSNdxRCiPFAV5E8ffo0Tz/9NE6nE5PJhNPpjHQu5an+\n", "m1LyhUflfCpnA/XzGaWrSOq5w0YIIcYiXUWyu7u737LX641ImNEk1DFXw0XyhUflfCpnA/XzGaXr\n", "ws28efP413/9V9rb29m+fXtId9sIIcRopOsZNwBdXV3U19eTlZVFdHR0pHMpP5hcCDE6Delg8js5\n", "HA5yc3NDCiWEEKOV7geBXbt2jaqqKt544w0uX74c6VzKG46+i6ZpnK938doH1zlY0URrt0f3d1Xv\n", "C0m+0KmcDdTPZ5SuIul2u5k0aRIfffQRL7zwAmfPno10LgFUtXbz3f2X2XG+kZ+8f40T1TdHOpIQ\n", "446uImkymTCZTIGhQDabLaKhRoPhGAvW3uvD7bvdMr7c0h3k0/2pPlZN8oVO5Wygfj6jdB9Julyu\n", "QJHUea1HhCkzzsYDaQ4Aos1RPJKXNMKJhBh/dBXJzMxMdu7cyZIlSzh37hyVlZWRzqW84ei7pDqt\n", "/KfHcvm7L0/l5+unMzs9Vvd3Ve8LSb7QqZwN1M9nlK6r20uXLmXp0qUAzJgxg6lTp0Y0lLgtzWkl\n", "zWkd6RhCjFu6x0kONxknKYSIBKPjJEN6DsPBgwdD+ZoQQow6uorkoUOHePPNN3nllVfYsmULH374\n", "YaRzKU/1vovkC4/K+VTOBurnM0pXkXS5XDz77LPMmjWL559/noKCgkjnEkIIJegqklFRUQD4/X7g\n", "9lMUxzPVx4JJvvConE/lbKB+PqN0FclbU6OZzWba29vxePTfHieEEKOZriL51FNPAbB69WqOHj3K\n", "zJkzIxpqNFC97yL5wqNyPpWzgfr5jNJ13mwy9dVSm83Gxo0bIxpICCFUEtI4yffeey/iTz6UcZJC\n", "iEiIyHySJSUl3LhxA7PZDMBnn302ph4PK4QQg9HVk2xubuaZZ55h06ZNbNq0ia9//euRzqU81fsu\n", "ki88KudTORuon8+okO64SUlJGeocQgihpKA9yQsXLgBw8uRJJk+eTGZmJgDHjx/nG9/4xn1X7vf7\n", "0TQtcJpuhPQkhRCRMKT3bt86bF68eHGgQOp18OBBfvnLX1JfXx94r66ujs2bN7N161Zu3LhhaH3D\n", "rdvjo6nTTY/HN9JRhBAjKGiRfOGFF5g5c2ZgXOSVK1cwm8388R//8X1XvGbNGh555JF+75WVlfHi\n", "iy/y3HPPcfLkydBTR1hTp5tffHCdPy8u5/WyGpq77h08r3rfRfKFR+V8KmcD9fMZFbRIOp1OAA4f\n", "PozL5eKJJ56gvb2d48ePh7Qxh8MReG21qjtHYnljF29dbKGj18e+z5qpaOwc6UhCiBGi68JNW1sb\n", "ixYtwmq1snDhQpqbm0Pa2J3tz+F4dneo7m7TDtS1Vf3+VMkXHpXzqZwN1M9nlK4iOVhBa29vN7Qx\n", "n+92f+/WpBnB3HnYXlJSMmzLM1JjWTYljmhzFI9PTWJ6qmNYty/LsizLkV02QtcdN2+88QarV68m\n", "JSWFpqYm3n33XZ5++ml27drFV77ylUG/d+HCBRITEwMXfXbs2MHGjRvRNI29e/eybt26Qb870le3\n", "u9w+XL0+nDYzDuu9V+dLSkqU/o0p+cKjcj6Vs4H6+SJyx01dXR2//vWvmTRpEjU1NeTk5LBt2zbK\n", "y8sHLZJHjhyhsrISu91OTk4ORUVFLF68mC1btqBpGitXrtQdciQ4rAMXRyHE+KLrSPL06dMsWLBA\n", "9/tDYaSPJMX4ca2th26Pj3SnjYQYmSt1rIvIkeRghTBSBVKI4XKhvpPvHbxMt8fPirxEXn44i8QY\n", "dS8qiuEX0m2JYmjHgnW5ffiH+KGVQ5kvElTJt6+8iW5P34z7xyrbqGnvBdTJNxCVs4H6+YySc4sR\n", "1On2cfhSMwcqmpk/KZ6nZqcyIVbd8aNjUVaCLfA62hSFI1qOG0R/8tztMNxo76WisQu7xcSMtFgS\n", "DfazPqrt4K/2Xw4sf//RbB7JTx7qmCKIBpebA+VNXG7uZuPsVOZlxmHSMTxNjF4R6UmOd23dXupd\n", "vTiizUxOtAPQ2uXh1Xer+KyhC4CXHsrgxQczDP0H6/X6+y13evyDfFJESprTytcWGJuXQIwvcm5x\n", "H23dHl47cY1/t+siL++s4Hy9C4DPa+oDBRLg/c/b6DFY5PInxLBochwAUxJtzJ3oHLLcqveFJF/o\n", "VM4G6uczSo4kB9Dt8fFpnYvyhi6mpzp450obAD1eP3suNDEr3YnJ283sdAfn6vsK5Yq8RGIM9rNS\n", "Yq18Z0UObd0e4mxmkh3SjxRCNVIkB1De0Ml/fqsSgD9bMJFocxQeX1/rdnJiX6N/3gMFZGT1cvGL\n", "nuT0VIeuWy3vlmC3kGAf+r8Gle94AMkXDpWzgfr5jJIiOYDGzttTo+0tb+L7j+bw1sVmcpNjWFlw\n", "+8JKRpyNjDjbAGsQQowV0pMcQG5yTGAoiNunMTnBxn9fnc+fLsgk3dlXFFXvu0i+8KicT+VsoH4+\n", "o+RIcgAFKQ7+97ppNHV5yHBayfriirYQYvyRcZKD8Pj8nL7ewcGKJuZmxvFoXhJJDrldTYjRTsZJ\n", "DpErzd38t8OVaMAHV9tJslt4dOrtfmRHj5fj1Tf5uK6DopxE5k2Kw26RWYOEGGukJzkIl9vHnYfY\n", "9S53v5+fqW7iYlMX6bFWzta6uNzUrXvdPn/kD95V7wtJvtCpnA3Uz2eUHEkOYkqijVnpDs7XdxFv\n", "M7Nwcnz/D5jM9Hh72fNZEwClVW387/XTSA1y73Vrt4fDl1oou9rOmunJLMtJJCZajj6FUJkUyUGk\n", "OW38p8dyaersG+g9KaH/xZuMhBg+P3f7WT+NnR46e32kxg6+zvN1nfy6rBaAT+pc/NhpY84Q3mVz\n", "J9XHqkm+0KmcDdTPZ5QUySBSYq2kDHJkeLPHy8qpyVxurgFgWU4CyY7gu7Otx9tvudMtz/QWQnXS\n", "kwyRraeNli4331yUyb9blsXXF2QSb7999bu1y8P1th7a7yiMhRmxpMX2feaBNAd5yZEbWqR6X0jy\n", "hU7lbKB+PqPkSDJErobrPL/oYTrdPpx3PQ+n5mYP//PtKi41d7NkSgL/flkWKbFWspNi+Pu1BbT1\n", "eEl1WEmOlSFFQqhOxknepa3bgwYkhTGF/6GLzfz4vauB5f++Ko8l2Qk0uNxsP9fA+bpONs1OZVlO\n", "IjaLHMwLMZxknKQBbd0ePq1z0drtZU6Gky6Pj1ffqcanafzVimzmZsaFtF77XYXP59d4r7IVe7SJ\n", "PRea8Po1Xn23mn9Yb2NGWpArPUKIETeuD2OOXm7lfxyt4h+PX+d7By/z8Q0XdS43jZ0efvR2Fc2d\n", "7nu+0+X20ePxUVpaOuh6Z6XHsmlWKpMTbLz0YAZvXWrmh29X8Yvj19kwKzXwOaPzTxqhel9I8oVO\n", "5Wygfj6jxu2RpKZpnLp2M7Dc3OXFfMdMZz5N4+4+xKd1Lv7x+DViLCa+Vpg/6LonxFr5xuJJvPhQ\n", "Br85VcPhdvIvAAAUu0lEQVSJq+0A1Ha4SbT39S5X5CUyJanvwk1Tp5vPGjrx+eGB9FjSnTKvpBCq\n", "GLdFMioqijXTJ3C2tm+m8RlpDmZnOEm0W/BpGt9/NIcEu4X6DjdWS998kn9zqDIwbOc3n8D0San9\n", "Lth0ub1cbOrG5faRl2wnM97O9FQne8tbAMiIi2bh5AQWTe4bLhRvj6bX6+N3Z+o4cLFvzOWSyfH8\n", "1SPZOG3h/dWoPlZN8oVO5Wygfj6jxm2RBFiSncBP1hbgcvvITbKTHmfjtY3T0YA4m5kDFc386mQN\n", "aU4r33skmx7P7XGNnW4fvruueR2vvsnfHuu7YJObbOeHq/O/GD+ZR2u3l+xEO5MT7VhMtw9ZXW4f\n", "H9xxRHvqenvfFfMwi6QQYmiMy56kx+vnkxsdHCxvQQPmT4oj/YvJc30aXGrq4mxNB6euteP2aVy/\n", "2cvRyy18u2gKpqi+CzNff3ACcXcVsrcvtwZef97SQ0u3B5vFRL3Lw4/fu8p/2HORD6pvcueAAqfV\n", "wmP5SYHlorzEe9YbCtX7QpIvdCpnA/XzGTUuD1cqmrr4zr7LaIApCn6ydhoz02O52e3lp+9f5UxN\n", "BwDPFKZx7WYvSXYzS7IT8Ho1vrUoE6fNQhyd96z34ewETn/x3bTYaBLsFpq7PPzig+sA+DX45Ynr\n", "FGbEkvjFECObxcRX56bzYGYcPk1jWoqj3ym8EGJkDXuR3LNnDz5f32lrfn4+hYWFwx2BBpc7cFHG\n", "r0FjpxuI5WaPN1AgAU7XtLNpdirVrT383bGrPDwlgWW5CVxu6iYpKf6e9a7ISyLNaaW9x8v0NAcZ\n", "cTZautwkxVgCj4RIjY0m2tz/AD4pJprFUxKG9M+oel9I8oVO5Wygfj6jhr1I2u12Vq1aNdyb7Wdy\n", "oh27xUSP148j2kRWQt+pttNmJi85hsqWvmnPFk6KJ9ZqDsz0s/uzJlJio/nn0zf48vQJzEhz9js1\n", "jrdb7il2yQ4rP1iVx2/P3MBqMfHHD2UQq/NI0efXMJuMP1xMCDF0hr1I+nw+iouL0TSN3NzcEbmr\n", "piDFwU/XFdDo8pAeZyU3OQaAZEc033s0m6ZOD5qmkR5n5dO6/qfVt6aC3F/RzFdmperqH05NcfCD\n", "1XlEga4nKnp8fk5da6f4XCOz0mNZ+0AKqQaHBZWUlCj9G13yhU7lbKB+PqOGvUiuWbMm8PrAgQPD\n", "vfmA/AkO8ifcXu5ye6lq7eEn71/lalsvG2el8lRhGpPibcyd6OTjGy7mT3Li9vl5fl46MRYTti8G\n", "VtZ39HKuvhNTFMxKd5J2V0Hr9fq50NDJpcYuZqQ5eCAt9p5T7jt93tLND458jkbflGopsdGsm5k6\n", "6OeFEJEzohduoqOD3x9952+kW1fMhnp52txFXL/Zw/tVbdijTVxt6wVgx/lG5mQ46PZqrJ+Zwr/J\n", "TWRivJVej5+fvH8Nl9uH2+1h7ex0/vH4dU5e6xsw/vjUJP79ssmcOflBYHsVjZ18d/9lAKKAn66b\n", "RsulDwfN1+Xx9xvI3tjp5tSpU/T29ur+8w3X/gt1WfKFvrx8+XKl8oy2fEYN+wQX1dXVZGdnA7B3\n", "717Wrl074OciMcFFt9vH5eYuerx+cpNj8Gt9M4r/v7N1WExRrC5IZtunDYHP/9eVudS097LrfANT\n", "EmOYN9HJRzdc/S7u/GxdAd/edxnvF+fhCXYLv9w0nQmO20eTRy+38L/erQ4s/+fHcijKuz3s527N\n", "XR5+XnqN49U3SbBbeOVL+Uyd4BjKXSHEuGV0gothHydZXV3Ntm3b2LZtG9OnTx/WbR+90sK3913m\n", "8KVWPqi+yZXmLmKiTXS6fdzs8ZI/IYYlU+LJiLPy3Nx0is81UnyugTXTUzhT00Flaw+J9tsH39Gm\n", "KOwWM49PvV3wVuQm0uLy9NtudqKdmC+e4+20mgMXigYzwRHNf1w+mV9smM4/rJ8WUoFUfaya5Aud\n", "ytlA/XxGDfvpdlFR0XBvEuibmGLvZ83Mm+jEbIKfH+8bu/jc3DSemp3C9nNNVDZ3ExNt4vm56fz+\n", "kwaaO90snBxPZpyV7EQbK6cm4/X76fL4aOj08GcLMslOtrMsO4GJcTaiovqeovh2ZSt2q5nJXzyv\n", "e+oXz/Fu6HST7rSSkxRz37yJMdGBsZRCiJEzbuaT9Gsa//dkDTHRZt74qC5wlbrvqC0Lj08jwW6m\n", "qdNLa4+Xfzl9g28uzuRgeTMa8M1FmVQ0dgFwsamLZwrTeCDdic+v8Vf7L/W7Cv7SQxksyopnukyD\n", "JoRylD/dHimmqCieKkxjVnosUyfcPpLLnxDDoYt9E1BcaOgiNS4aSxT8zcpc/vBJA5eau7nc3M1P\n", "3r9GQ6eHf/2wjnmZcZy81s7u8420dXtYnpMYWN+keCvZiXbS42QmHyHGgjF9W2Kn28eV5i68fo28\n", "5JjAg72cVjOnrvfdl61p0NTlZt9nzZyp7WBGqoMFWXFcb2+n+475Hrs8PqzmKNw+jc9bunkgLZYf\n", "v3cVl9vHugdSSHdaqXe58fg0DlQ0UZDiIPH+Z9URo/pYNckXOpWzgfr5jBqzR5I+v8bBiib+ct9l\n", "/vrAFX575kZgmrOMeBsFqQ7KGzr5/Sf1FKQ4OFPbd8W6vLGLpk4v01Ji+LcPTyLaFEW0KYoX5mXw\n", "/udtAEyd4ODNT+oBuNTcRZzdgsNq5rUTNfz6VC1nalycut4+Mn9wIcSQGrNHkh1uLzvONwaW95U3\n", "8+ycdGKtZhLsFhJtFl58MJ3HpyYxMc4WOBKEvkkv3vykgcfyEviLfzOZ5i4v8TYT8yfFMSvdSYPL\n", "zdW2XqJNUax/YOBB3iN9M6Hqv8klX+hUzgbq5zNqzBZJR7SZwgwnR7+YvmzqhBhiok00uNx09HpJ\n", "dlj4pK6HpJhoXB4f31qcidfnp9ujcbGpi6rWHj6pj2auyYTbp1HV6mF2eiwzUh0snBzPg5PicFjN\n", "5Hwxu3j+hBien5fOrvONzM6IZUHWvRNgCCFGnzFZJD0+P1dbe/jS9Aksy06godPDosnxdPT6eKui\n", "GafNjCkKFmbFc/J6O/986gYAj+UnkeqIZuHkeCYn2km0W5gQa+HNTxro9viYnxXPlC/u875w9iSz\n", "7/iNGWez8MK8DNbNSCHGatY9iUWkqN4XknyhUzkbqJ/PqDFXJDVNo6TqJq++U4UGvPhgBs/OSSMm\n", "2syHNe243F7e/OKumrLr7eTfMVD77Sut/M3jOXR7fPzfshr8Wt+p9z+sm0ZWov2+8zzaLCZs8nwa\n", "IcaUMXfhxtXr4/+duRG493nzh3XU3Ozls3oXHb3ewKS4AJ/c6GRxVjy3ZiPLjLeS5LDQ7fEHxlH6\n", "tb4HeN1dIFX/TSn5wqNyPpWzgfr5jBpzR5JWSxTZSXZq2vsmqkh1RFPf4abH6yMl1sqirHj2lvc9\n", "dGv+pDhcbh//5fFcPmvoZGFWPMkxVhwZFpJiLLR2e0mKsQT6jkKI8WfMHUnaLGa+uSiTpwpTWTk1\n", "iefmpfPqu1X8tOQaHr9Ggt3Cny3M5E/mT2RaioPz9Z10uX08kpdAdrKdifE2cpNj+MnaAv7uy1P5\n", "ydoCcpLvHfCo+v2pki88KudTORuon8+oMVckASYl2PnzxVmsyEvi/3xwnV6f9sXAcQ2H1cyN9l4u\n", "NXeR7IhmX3kTTpuZqSlOEu3R/dYxNzOOSQlyFCnEeDbmTrfvFGe73Uc0R/VdhMlNtpMZZ6Xd7ePw\n", "xRa+Oje938w+eqned5F84VE5n8rZQP18Ro3pIjk9NZbvPZrD1bYecpPsbD/XyGcNXax/IIW85BiK\n", "chOItVlICKFICiHGhzF5un2L2RTFjFQHUUC318/Zmg463T62fFzPL05c59pNN6VVN8kM4ZRa9b6L\n", "5AuPyvlUzgbq5zNqTBdJgPQ4G3/00ESWZSfyaP7tyXEXZMVzqamLgpQRnIVCCKG8cTOfJEBTp5uL\n", "Td14fX5aujy4/RqP5iUZfhKhEGL0Mjqf5Lhqxt2aKk0IIfQa86fbkaJ630XyhUflfCpnA/XzGSVF\n", "UgghghhXPUkhhJBn3AghxBCSIhki1fsuki88KudTORuon88oKZJCCBGE9CSFEOOK9CSFEGIISZEM\n", "kep9F8kXHpXzqZwN1M9n1LDfcVNXV8fRo0cxm82sWLGCiRMnDncEIYTQbdh7krt372b9+vUA7Ny5\n", "kw0bNgz4OelJCiEiQfmepMNx++mEVqvcRy2EUNuwF8k7D1yjo6ODfFJtqvddJF94VM6ncjZQP59R\n", "w366ffDgQdasWQPAkSNHWLly5YCfO3PmDG1tbcMZTQgxDiQmJjJ//nzdnx/2Czfd3d1A3xHlrdcD\n", "MfKHEEKISBn2I8na2lqOHTuGpmmsXLmStLS04dy8EEIYouwdN0IIoQIZTC6EEEFIkRRCiCCkSI4R\n", "fr8fn8830jEGpXo+IQaj3IPAVL9tcc+ePYH/7Pn5+RQWFo5wor5hVZWVlWzYsIHMzExArf04UD7V\n", "9uP58+epqKjA7/ezZMkSsrKylNmHA2VTaf8dP36c+vp6AKZMmcL8+fOV2XeD5TO0/zTF7Nq1K/B6\n", "x44dI5hkYIcOHRrpCAM6f/68VlNTE1hWbT/enU+1/Xjs2LHA63379mmaps4+HCibavvvlrfeekvT\n", "NHX23d1u5TOy/5Q7klT9tkWfz0dxcTGappGbm6vs/eWyH40pKiq65z1V9uFA2VTbf1VVVWzfvp2N\n", "GzcC6uy7W+7OZ2T/KVckNcVvW7x1txDAgQMHRjBJcLIfQ3P48GEWLVoEqLcP78ym2v7Lycnh5Zdf\n", "ZteuXeTl5Sm37+7OZ2T/KXfh5s7mflRU1AgmuT8V/vIHI/vRuGPHjlFQUEBKSgqg1j68O9udVNl/\n", "druduLg4QK19d8ud+e50v/2nXJHUe9viSKmurg687unpGcEkwcl+NOb9998nPT2dnJycwHuq7MOB\n", "sqm0/1paWgKvbx1BqrLvYOB8RvafcqfbixcvZsuWLYHbFlVTXV1NWVkZAPPmzRvhNH2OHDlCZWUl\n", "drudnJwcioqKlNqPA+VTaT82NDRQWlrKjBkzKC8vp6Ojg5deekmJfThYNpX2X2lpKb29vQAsWLAA\n", "UOv/8UD5jOw/uS1RCCGCUO50WwghVCJFUgghgpAiKYQQQUiRFEKIIKRICiFEEFIkhRAiCCmSQggR\n", "hBTJUewHP/jBkK3rzTffZOfOnezcuZNdu3bR3t7e7+d79+4d8Hter5fdu3ezc+dOtm3bxsWLF0Pa\n", "/pkzZ3j99ddD+u5YNth+v9tbb73F9u3bI5xmfFLujhuh3ze/+c0hW1dUVBQbNmwY9OeD3Vp26tQp\n", "ioqKSExMBGDz5s1MmzbN8Pbnz5/f71Yx0UfvLX1PPPEExcXFEU4zPkmRHIXq6uo4ceIEV65c4dvf\n", "/nbg/a6uLoqLi3E6nZjNZioqKvjLv/zLwM8PHTqEy+XCbDbj8XhYt24dNpsNAJvNxvbt2zGbzXR1\n", "dbF27Vri4+Pxer0cOHCA8vJydu7cCUBBQQGzZs0C4OGHH+6XzchkBkeOHKGlpQWLxYLZbMbv9wd+\n", "VlFRwUcffURMTAw9PT0sWLCAvLw8bty4wb/8y79QUFDApk2bqK+vZ+vWraSmpvLcc89hsQz+T/rg\n", "wYNUVFSQlJREfHw8XV1dzJkzh9mzZwfdJvRNtXXo0CHmzJlDVVUVVquVtLQ0li9fDvTd+tbY2IjZ\n", "bA7cAvf000/fdx9UVVVRWlqK0+nEZDLR1NTEn/7pnwLw3nvv9dvvSUlJrFixAug7gt+xYwcmkwlN\n", "05SbnHpMGYJ5LMUIefPNN/stV1ZWBiYV1TRNq6qqCrwuLS3VKioqAssdHR3a9u3bB1xvb2/vPT+7\n", "e1sD2b17t1ZdXa0r+/nz57UPPvggsNzY2Ki9+uqrmqZpWmdnp/a73/2u3+e3bdumud1uTdM0rb6+\n", "Xjty5EjgZ1u2bNG1TU3TtO985zuaz+cLLP/+97/Xurq67rvNW5l//vOfa729vf0+V1FRoZ08eTKw\n", "7Pf7tdLSUl159u3b12+f3fl3pmmD7/c9e/ZojY2NgeWTJ09q27Zt07VNYYwcSY4hubm5+Hw+3nrr\n", "rcBUVdnZ2QDU1NSwdOnSwGedTueg6zE6SarX66W4uJiioiIyMjJ0fefSpUs88cQTgeWUlBSysrIA\n", "qK+vp729PXAEBX0ztbS2tpKWlkZaWhqNjY1A31G1kaOowsJCTKbbrfhp06ZRW1uLyWQKus1bHnvs\n", "sXv2z8WLF1m1alVgOSoqqt++DubLX/4yp06d4sKFC3i9XtLS0gJ/Z8G4XK5+06bNmzePq1ev6tqm\n", "MEaK5Bjy8ccfM3fuXKZOnQr0Pdujurqa7OxssrKyuHjxYqBf6HK5At/z+/18/vnn5OfnA9DW1obd\n", "bte1zc7OToqLi1m3bl2gL6lHQUEBH330EUuWLAGgsbGRa9euAZCVlUV6enq/Humdp+LQ18M8ffo0\n", "165dY926dbq3e+7cOfx+f6BQXr58mbVr12I2m++7TU3TBmwn5OXl8emnnwZmmAH67etgPvzwQxYu\n", "XBhYfuONNwIT6wYTGxtLU1NToFCePXu230S3YujILECj0LvvvktbWxuffvpp4MhozZo17N27t99R\n", "EsD69esD793qSZpMJjweD+vXrw/0JN99913q6+ux2Wx4PB42btzYr7/33nvv0dLSgslkwuv1snTp\n", "UjIyMvjZz37GxIkTA0dXd/dJgzl8+DCtra3Y7XZ6enpoaGhgyZIlLFiwgGvXrnHq1KlABpfLxbp1\n", "6/pNmvpP//RPZGRk8OSTT+red7/61a9wOp3Y7XY8Hg9z585lxowZAEG3WVZWxkcffQRAWloakyZN\n", "6lfc3nnnnX77Z/r06cyZM+e+eX75y18yceJENE3D7/f363NCX7H9+OOPsdlsgUcNzJkzB6/Xyx/+\n", "8Aeio6MxmUw4nU5OnTrFCy+80G/eSRE+KZJiXNm2bRvPPPPMSMcQo4iMkxTjxsGDBykvL2f//v0j\n", "HUWMInIkKSKiqqoqcHp6t5ycnIjMpj0S2wzG5XJx9OjRAXuFTqdzxGfsFvpIkRRCiCDkdFsIIYKQ\n", "IimEEEFIkRRCiCCkSAohRBD/Hwkn6aEumkFSAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.719420\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtcVPed//HXzDDDAMP9jiggojSKsdGoMQbTxEQSL0UT\n", "21zax7a7vew2++ivv22zv273mt9jf792d5t2u91t2vTXbbNpYhIVjJeoSDYxgokYbzUS8ILglZuA\n", "MNzmdn5/ECegMM6FA1/g83w88njMGebMeXuMH875nO/5HoOmaRpCCCGGZRzvAEIIoTIpkkII4YMU\n", "SSGE8EGKpBBC+CBFUgghfJAiKYQQPuhaJHt7e/nhD3/IlStXvO81Njbyyiuv8Nprr3H16lU9Ny+E\n", "ECHTtUju37+fVatWDXmvqqqKp59+mieeeIJDhw7puXkhhAiZbkWyvb2dyMhIrFbrkPcjIyO9ry0W\n", "i16bF0KIUaFbkayoqGD58uW3vD/4Bh+z2azX5oUQYlSE6fXFTU1NbN++nebmZrKzs8nIyADA7XZ7\n", "P2MwGEZcv6ysDJPJpFc8IcQUFRcXx8KFC/3+vG5F8mtf+xoA1dXVxMXFed/v7e0FBo4ob7wejslk\n", "4q677tIrnhBiijp69GhAn9f1wk1bWxsVFRV89NFH3veWLFnCpk2b2LRpE0uWLNFz87qqqKgY7wg+\n", "Sb7QqJxP5Wygfr5A6XYkCZCQkMA3vvGNIe9lZGTw5JNP6rlZIYQYNQZVp0p7++235XRbCDHqjh49\n", "yoMPPuj35+WOGyGE8EGKZJBU77tIvtConE/lbKB+vkBJkRRCCB+kJymEmFKkJymEEKNIimSQVO+7\n", "SL7QqJxP5Wygfr5ASZEUQggfpCcphJhSpCcphBCjSIpkkFTvu0i+0KicT+VsoH6+QEmRFEIIH6Qn\n", "KYSYUqQnKYQQo0iKZJBU77tIvtConE/lbKB+vkBJkRRCCB+kJymEmFKkJymEEKNIimSQVO+7SL7Q\n", "qJxP5Wygfr5ASZEUQggfpCcphJhSpCcphBCjSIpkkFTvu0i+0KicT+VsoH6+QEmRFEIIH6QnKYSY\n", "UqQnKYQQo0iKZJBU77tIvtConE/lbKB+vkCF6fnlBw8epKmpCYAZM2awcOFCduzYgdvtBiA3N5eC\n", "ggI9IwghREjGrCdZVlbGww8/zL59+3jooYdu+3npSQoh9BBoT1LXI0mA+vp6tm7dyvr16wFwu92U\n", "lJSgaRo5OTkTohDWXeulor6D5Cgzd0+PISnKMt6RhBBjRPeeZHZ2Ns888wyHDx8GoKioiA0bNvDY\n", "Y495T8VV1tjVz/f3nOX3xxr5acVFdn7cCqjfd5F8oVE5n8rZQP18gRqTCzdWq5Xo6Ohb3jebzT7X\n", "G7yzKyoqxmW52+Gmo9flff/kVTtuj8bJkyeVyDfSsuSb3PlkObTlQOjak2xrayMhIQGAXbt2sXr1\n", "ahoaGsjKygJg586drFmzZth1VelJdvQ6ef69Cxy62IkB+OsHsimcGT/esYQQQVKqJ1lZWUl/fz8A\n", "ixYtAqChoYGqqioAFixYoOfmR0VchJnvLJ9OQ0cfkWYTuQkR4x1JCDGGdC2Sa9euveW9wsJCPTep\n", "i8QoC4k3XaypqKhg+fLl45To9iRfaFTOp3I2UD9foGQwuRBC+CD3bgshphS5d1sIIUaRFMkgBTuc\n", "YKxIvtConE/lbKB+vkBJkRRCCB+kJymEmFKkJymEEKNIimSQVO+7SL7QqJxP5Wygfr5ASZEUQggf\n", "pCcphJhSpCcphBCjSIpkkFTvu0i+0KicT+VsoH6+QEmRFEIIH6QnKYSYUqQnKYQQo0iKZJBU77tI\n", "vtConE/lbKB+vkBJkRRCCB+kJymEmFKkJymEEKNIimSQVO+7SL7QqJxP5Wygfr5ASZEUQggfpCcp\n", "hJhSpCcphBCjSIpkkFTvu0i+0KicT+VsoH6+QEmRFEIIH6QnKYSYUqQnKYQQo0jXInnw4EFKS0sp\n", "LS3lyJEjADQ2NvLKK6/w2muvcfXqVT03ryvV+y6SLzQq51M5G6ifL1Bhen75smXLvK/LysoAqKqq\n", "4umnnwZg27ZtFBcX6xlBCCFCovvpdn19Pc8//zyzZs0CIDIy0vszi8Wi9+Z1s3z58vGO4JPkC43K\n", "+VTOBurnC5TuRTI7O5tnnnmGw4cPAzD4OpHZbNZ780IIEZIxuXBjtVqJjo4GwO12e983GAw+1xvc\n", "26ioqFBq+YUXXlAqj+SbOvluvFYlz0TLFyhdhwC1tbWRkJAAwK5du1i9ejWlpaWsX78eTdPYuXMn\n", "a9euHXZd1YcAVVRUKH1aIflCo3I+lbOB+vkCHQKka5HcsWMH/f39ACxatIjs7GyuXLnC/v370TSN\n", "lStXkpKSMuy6qhdJIcTEFGiR1PXq9nBHiRkZGTz55JN6blYIIUaNDCYPUrD9jbEi+UKjcj6Vs4H6\n", "+QIlRVIIIXyQe7eFEFPKmNy7bbfbg1lNCCEmHJ9Fsrq6etj/Xn311bHKpyzV+y6SLzQq51M5G6if\n", "L1A+i+TBgwcxGo2cP3+eQ4cO4XA4+OCDD7xjH4UQYrLz2ZO02+3YbDZee+01nnjiCe/7r7/+Ol/8\n", "4hd1DSY9SSGEHka1J2mz2YBbJ6KYyBNTCCFEIPy6cNPT04PH4wEG7r3u6urSNdREoHrfRfKFRuV8\n", "KmcD9fMFyq87bh555BF+//vfY7FY6O/vZ/Xq1XrnEkIIJcg4SSHElDIm4yQbGxuDWU0IISYcv4rk\n", "qVOnhiwfPHhQlzATiep9F8kXGpXzqZwN1M8XKL+K5JkzZ4Ysh4XpOnmQEEIoI6jT7RtXuqcylScV\n", "BckXKpXzqZwN1M8XKJ+HhDt37qS3t5eamhqcTqf3/dTUVN2DCSGECnweSa5Zs4aNGzeyYMECNm7c\n", "6P2vsLBwrPIpS/W+i+QLjcr5VM4G6ucLlF+n24888ojeOYQQQkkyTlIIMaXoMk7yrbfe4uLFi9TX\n", "1/Pqq69y9uzZoAMKIcRE4leRdDgcTJs2jePHj/PUU09x9OhRvXMpT/W+i+QLjcr5VM4G6ucLlF9F\n", "0mg0YjQasVqtAISHh+saSgghVOH3kaTdbvcWSUXbmGNK9bFgki80KudTORuony9QfhXJjIwMtm3b\n", "xtKlS/noo4+oq6vTO5cQQijBryK5bNkyvvSlL2G1WsnPz+db3/qW3rmUp3rfRfKFRuV8KmcD9fMF\n", "KuDbEsPCwryn3QDHjx8f1UBCCKGSoO7dHqy+vn4UYkw8qvddJF9oVM6ncjZQP1+gdJ3O59SpU9TW\n", "1uLxeFi6dCmZmZns2LEDt9sNQG5uLgUFBXpGEEKIkIR8JOnLtWvX2LBhA48//jh/+MMfALBarRQX\n", "F1NcXDyhC6TqfRfJFxqV86mcDdTPFyhdjySHmwjD7XZTUlKCpmnk5OTIrYdCCKWNyey5+/btY/Hi\n", "xQAUFRV539+9e/dYbF4XqvddJF9oVM6ncjZQP1+gdD3dBti/fz95eXkkJSXd8jOz2exz3cGH7RUV\n", "FbIsy7Isy6OyHIiQZwGqr68nOzt72J8dOHCA5ORk8vPzve81NDSQlZUFDEzqu2bNmmHXVX0WoIqK\n", "CqV/Y0q+0KicT+VsoH6+QGcB8ut0u7KyksTERPLz8zl79iw2m420tDSAEQtkc3MzlZWV5OfnU1NT\n", "Q1dXF1/+8pdpaGigqqoKgAULFvgdVAghxoNfR5KbNm3i4YcfJjExEY/Hw9atW9m4caOuwVQ/khRC\n", "TEy6zCcZFRVFYmLiwApGIyaTKbh0QggxwQR14cZo1P16j/KCbQKPFckXGpXzqZwN1M8XKL+qncFg\n", "oK2tDYC2tjbvHTNCCDHZ+dWTdLvd7Nu3zzunZFFREWFh+g6xlJ6kEEIPulzdNplMQwaBTzXtvU76\n", "XR7iI8IID5N+rBBTiV+n22fOnNE7h7Ia2nt5dtcZvvJGNa+faKbbMdBqUL3vIvlCo3I+lbOB+vkC\n", "5VeRPHHixJDl8+fP6xJGRXtqr3Ghox+PBr8/1khDe+94RxJCjCG/n3Ez2M1FczKzhA3dRSajAVD/\n", "/lTJFxqV86mcDdTPFyi/H9+wd+9evbMo6eG8BO7OjCEp0sz/uHc62fHW268khJg0/CqSL7/8Mp2d\n", "nWzevJnNmzdz8uRJvXMpY1qslb95MJv/KJ5D0ZxE74Ub1fsuki80KudTORuony9Qfl3dfuSRR1i0\n", "aJF3+a233tItkIoizCYizHJVW4ipKORZgPQi4ySFEHrQ5d5tIYSYqvwqkp2dnWzZsoWXXnoJl8tF\n", "aWmp3rmUp3rfRfKFRuV8KmcD9fMFyq8iuWfPHj7/+c8TGxur++2IQgihEr+KpNVqHfKoBZkqTf2x\n", "YJIvNCrnUzkbqJ8vUEENJvd4PLqEEUII1fhVJFNSUqioqMDlcvHBBx8wY8YMvXMpT/W+i+QLjcr5\n", "VM4G6ucLlF9FsrCwkISEBKxWK2lpaTI0RwgxZcg4SSHElKLLfJKtra3s3r2biIgIHA4HRUVFJCQk\n", "BB1SCCEmCr+HAD399NM8/vjjfPGLX6SsrEzvXMpTve8i+UKjcj6Vs4H6+QLlV5GMjIz0PvzLZDJh\n", "tcpMOEKIqcGvItnX1zdkuaenB4CqqqrRTzRBqD4WTPKFRuV8KmcD9fMFyq8i6fF4+M1vfsPRo0f5\n", "7W9/i9Vqpbq6muPHj+udTwghxpVfRbKnp4d77rkHq9XKkiVLyM/PR9GL4mNG9b6L5AuNyvlUzgbq\n", "5wuUX1e3n3rqKWw22y3vz5gxg0uXLpGZmTnqwYQQQgUhj5Pctm0bxcXFw/7s1KlT1NbW4vF4WLp0\n", "KZmZmTQ2NvL2229jMplYsWIF6enpw64r4ySFEHrQZZxksK5du8aGDRuAgdnMMzMzqaqq4umnnwZ8\n", "F1ghhFCBrpPuFhYW3vJeZGSk97XFYtFz87pSve8i+UKjcj6Vs4H6+QI1JjOT79u3j8WLFwMMueAz\n", "ePo1IYRQke5Fcv/+/eTl5ZGUlASA2+32/sxgMPhcd/BvpIqKCqWWJZ/kG6/l5cuXK5VnouULlK4X\n", "bg4cOEBycjL5+fne90pLS1m/fj2aprFz507Wrl077Lpy4UYIoYcxfxDYSMN/mpubqayspKamhm3b\n", "tvHyyy8DsGTJEjZt2sSmTZtYsmRJqJsfN8H+Vhorki80KudTORuony9Qfl3dPnDgAPfdd9+wPxv8\n", "PO7BUlJS+P73v3/L+xkZGTz55JMBRBRCiPHj1+n2c889x7x587jvvvtISUkZi1xyui2E0IUup9vr\n", "169n3bp1VFdX88Ybb1BdXR10QCGEmEj8KpLz58/HbDZz//33s2rVKt588029cylP9b6L5AuNyvlU\n", "zgbq5wuUXz3JiooKsrOzOXjwIDabjW9/+9t65xJCCCX43ZP83Oc+x7333jtmz9yWnqQQQg+63Lu9\n", "fv165s+fH3QoIYSYqPzuSYqhVO+7SL7QqJxP5Wygfr5A+VUkOzs72bJlCy+99BIul4vS0lK9cwkh\n", "hBL8flri5z//eWJjYwkL03V2tQlD9ed4SL7QqJxP5Wygfr5A+VUkrVbrkBl7xurijRBCjDe/iqTD\n", "4Riy7PF4dAkzkajed5F8oVE5n8rZQP18gfKrSKakpFBRUYHL5eKDDz5gxowZeucSQggl+D1VWnV1\n", "NXV1dcybN4/s7GydY8k4SSGEPnR7xs0dd9zBHXfcAUBDQwNZWVmBpxNCiAnG5+n21q1bKSkpoaSk\n", "hC1btrBlyxY2b97MK6+8Mlb5lKV630XyhUblfCpnA/XzBcrnkaTNZmPVqlVUVlZiNptZsGABR48e\n", "JS4ubqzyCSHEuPKrJ7llyxYef/xx7/KNRzDoSXqSQgg96DKf5M0P7JIhQEKIqcKvIunxeGhtbQWg\n", "tbUVp9Opa6iJQPW+i+QLjcr5VM4G6ucLlN+zAO3Zswe73U5UVNSQU28hhJjMQn6k7KVLl0Z8YmIo\n", "pCcphNDDmD9S9sMPPwz1K4QQQlkhF8mpSvW+i+QLjcr5VM4G6ucLlBRJIYTwQYpkkFSfM0/yhUbl\n", "fCpnA/XzBUqKpBBC+KBrkfR4PLjdbj03MW5U77tIvtConE/lbKB+vkCF/CyGkYb/7Nmzh7q6OoqL\n", "i8nIyABgx44d3qKZm5tLQUFBqJsXQghdhTxO0pfq6mri4uK8RXLfvn089NBDfq0r4ySFEHrQbT7J\n", "0eB2uykpKUHTNHJycqQICiGU57NIvvvuuyxatIhf//rXt0yy63Q6ycvLC6jQFRUVeV/v3r37tp+v\n", "qKjwXim70edQZfmFF16goKBAmTySb+rkG9zzUyHPRMsXKJ+n2zeKZHl5OcXFxbf8/OYp1G528+n2\n", "YOXl5axcuXLEdVU/3R5cwFUk+UKjcj6Vs4H6+Ub1tsT7778fm8024s8DfQZ3Q0OD93VfX19A66pG\n", "5f8JQPKFSuV8KmcD9fMFyq8qFx8fP+z7vmYoLy8vp66uDqvVSnZ2NoWFhTQ0NFBVVQXAggULgogr\n", "hBBjS9er26GQ0+3QSL7QqJxP5Wygfr4xnwVICCEmM59Hkp2dncTExNDZ2Ul5eTkAVquVhx9+OOB+\n", "ZKBUP5IUQkxMo3ok+c477wCwc+dO1qxZw4YNG1i2bBmlpaWhpRRCTFmapnHpeh/1bb30u9S/bdln\n", "kbxxkBkZGYnFYgEGLtaYzWb9kylO9ftTJV9oVM6ncja4fb6jl7v4ZkkN3yipYVfNNfoUL5R+9SRv\n", "nqSiv79flzBCiMmtx+HmxarLON0DB2C//OAyrd1qP1jQZ5F0OBxs3rx5yJHjuXPnSE1N1T2Y6lS+\n", "egeSL1Qq51M5G/jOF2YykBT5aT2JspgwGw0jfl4FPq++fOELX7jlvZycHHJzc3ULJISYvCwmI99c\n", "Oo3ww1fp6HPxJ4szSI0OH+9YPgU8BMholFFDMPH7QuNN8gVP5Wxw+3wz4iL46wdz+KdHZzE3deQ7\n", "+lTh1zie/v5+du3a5V1evXo14eFqV38hhLpMRgMm1D7NvsGvO262bNlCUVERNpsNu93O7t272bhx\n", "o67BZJykEEIPutxxYzabvRNd2Gw2GQIkhJgyghoC5PF4dAkzkUz0vtB4k3zBUzkbqJ8vUH4VSZvN\n", "xunTpwE4ffq0z+nThJjs3B6Nj5u72V/XztnWnvGOI3Tm9yxABw8e5PLly2RmZnLPPffonUt6kkJZ\n", "p5rsfHfnGTwaWMOM/HRtHrmJkeMdS/hJt2fcLFu2LKhAQkw2F9r78HxyaNHn8tDY5ZAiOYkFPOix\n", "oaFBepKo33eRfKHxlW96nNU7eMViMpBis4xNqE9M5H03Efl1JPnjH/+YjRs3curUKeLi4jh27Niw\n", "z7wRYqJpsTvYe/oaZ6/18Pk7Urgzw4bR4Hv83pzkSH6yNo+mLgeZseHMSowYo7RiPPh1JDlnzhzv\n", "0xLltHvARL5/VgWq5Pvvc+3819FGDjZ08jd7z9HQ3gv4zmc2GZmbauOBWQnMTo7CcJuiOtpU2Xcj\n", "UT1foAIaAmQymXQNI8RYu9DR633t9Gj0OKWVJIbyq0ja7XbKyspkYotBVO+7SD7/PJqfhDVs4J9B\n", "YU4cGTEDt9uqkm84KmcD9fMFyq+e5IYNG2hqaiInJ4cTJ07IhRsxacxNtfEfxXPocbhJjbYQFyF3\n", "k4mhgnpaosPh8M5UrhcZJymE0MOYPC1xz549wawmhBATTlBFUk631e+7SL7QqJxP5Wygfr5A+exJ\n", "Pvfcc3z9619n06ZNzJgxw/t+TU2NjJMUQkwJfvUkt23bNqQo3rw8Eo/Hg6ZpQQ0dkp6kEEIPuty7\n", "vXTp0iHLcXFxt11nz5491NXVUVxcTEZGBgCNjY28/fbbmEwmVqxYQXp6ut9BhRBiPPjVk0xLSxuy\n", "fP/99992naKiols+V1VVxdNPP80TTzzBoUOH/A6pItX7LpIvNCrnUzkbqJ8vUGP6VK/IyE9nStF7\n", "CFGoep1ughgdJYSYZPyeKm00DC46qj4Cwt7nYu+Za+w70849M2JYNzeZ+GEGGKt+f6rkC43K+VTO\n", "BurnC9SYFsnBj4HwZ1KAiooK7w6/cQiv93JE9nx+degKAHVtvcxKiuTe7Lgx274sy7Is678ciKDu\n", "uPFXdXU1cXFx3gs3paWlrF+/Hk3T2LlzJ2vXrh1x3fG6un2wvoN/KD/vXX52RRYP5SXc8rnBBVxF\n", "ki80KudTORuon0+3mckDVV5eTl1dHVarlezsbAoLC1myZAmbNm1C0zRWrlyp16ZDkpsUyZ3pNk5c\n", "tTMzIYI7UmTGaSGmMl2PJEMxnuMkO3qdXO9zER0eRkKkmr1TIURwlDmSnMjiIswyG4wQAhjjIUCT\n", "iepjwSRfaFTOp3I2UD9foORIUgc9DjfHrnRR3dTNwsxoCtJsmE3y+0iIiUh6kjr48FInP9hzDgAD\n", "8K/rZvOZlKjxDSWEAMZoPknhW7Pd4X2tAe29zvELI4QIiRTJIPnqu+QlRRJpHti1yZFmpsdaxyqW\n", "l+p9IckXPJWzgfr5AiU9yZvY+130uTzEhodhDgvud0heUiT/um42bT1OUm0Wpo1DkRRCjA7pSQ5y\n", "+Xof/1Z5kTOtvXxhfgrr7kgm0iKP0RViMpGeZAgOnO/g2BU7doeb//zwKufaem+/khBiUpMiOUgg\n", "h9Sq910kX2hUzqdyNlA/X6CkSA5SmBPHvNQorGFGvnxXGjnxofcSXR6NM609HLvcRWu34/YrCCGU\n", "Ij3Jm3T1u+hzeoixhhEe5IWbwaouXufvyurwaPDZDBt/eX82ibe5H7yr34XLrREv940LMerk3u2b\n", "uD0aHk3zecdLv8vDR412Pm7uZm6qjbmpUVhGoUACvFXTiueTX0PHrthpsTtuKZLXe12cbu3Go0GM\n", "NYyfHrhAt8PNd5bPYFFmtF9zbwoh9DGpT7fr23r5h311/NWes9Q2d4/4udqWbv5qzzn+62gj3999\n", "ltOtPbf9bn/7Lnek2ryvbRYT0eFDr5Y7XB42n2zir/fWsbv2Gi+8f4n69j5aup08V15HY1dwp+iq\n", "94UkX/BUzgbq5wvUpD2S7HW6+VnFBU41DxS8vy2r4xfr55AUdeuzdVq7P70jRgOu9YzeHTIPzkog\n", "2mLialc/y7PjhoyZdLo81LZ2U3amDQCjAZyeT7sfbo8W0MUkIcTom7RHkk63Rluvy7vc2e/C6R6+\n", "5GTFW7F9Mh4yOtzE9LihF2xcHo22Hgc9jk8fP+HvzMuJkWbmpkYRZjRy4Px1Ll3v8/7szLUeXj7S\n", "yNzUgfu6P7zUxWMFKcRHhGENM/Lsiqyg/4JUnhkaJF8oVM4G6ucL1KQ9koyxhvFn92Tyv8vP4/Zo\n", "fHvZdJKiBnqBvU43Ry93cexKFwunxfDZaTZ+ujaPlm4nKVFmZsRHeL+n1+lm7+lrvHqsiZwEK3+8\n", "KIPEKPOwR6TDae918lz5eS5e7wfg3LUe/nZlDhFmE519bo5ftVM8N5mvLErHZjZRkBrF86vzOHG1\n", "i5eOXKXH6eGHj+QyK1FmSBdiPEzaI0mAxdNj+NWGfF58LJ+VeQneizc1LT08V36e7dWt/P2+Ok63\n", "9JAVH8GizJghBRKgvr2PX7x/mY4+F8eu2Ck708YP36nn+LnLfmXod3m43Nk/5Pv6nB4ApseFkxkb\n", "zrZTLZScbGZuWhSp0eG09jj5WeUlrnY5uN7n4r269oD/7Kr3hSRf8FTOBurnC9SkPZIEMBoMTIsN\n", "p7a5m/KzbWTGhpOfHMX1m2bl6Rh0Wn6zwafYMHDq3Wx30tANC/zIEBcRxpc+m8Z/HW0E4Et3pRFj\n", "Hdjt02Kt/N+iXFrsTuIjwsj85DQ/0mzEaMB7VTzZz6NWIcTom/TjJE+3dPOdHWdweTQenZPIZ1Ii\n", "6fnkSO7FQ5eJjQjjnx6ZRdZNR5AArd0Otp5sJspipORkC6nR4RTPTeb5Axf4h5U5LMuO8ytDt8NN\n", "Q3svJqOB5CgzDrdGdHgYUSPcF+50e6i62EnpRy3ckRrJipnxxFjDpFgKMQpknORNWrqduDwaMxMi\n", "8Ggazx+4CEBmbDg/WZNHjDVs2Fl6Lnb0cb3PhcOt4epz85f3Z+HSoK61m68sTOczqbdOoqtpGi7P\n", "rWMyoywm7ki1cbGjl//z3/WcaurmwVnx/Mnd04Z90JjZZOTe7DgK0my8Wd3Cn5XWkhRp5h+LcpmZ\n", "cGsxF2PL7dFwuD1EmGXyk6lgUvckAdJjwomymMiIsXC69dMJKy5d7yfSYhq2QNa39VLyUTMvHrrM\n", "jo9bebO6lZePNnLyahcrchN46rNpnDpyaMg6Vzr7+deKi/zlrrN8eKkTzzAH6Meu2DnZODBofN+Z\n", "dqqbRh67CXCho4+XPzlNb+1xsu/0Nb//3Kr3hSZqvqaufv794CX+544zlJ9po9/lGeNkE3ffTVST\n", "vkjOTIjgJ2vyWJ2fxEN5Cd73l86IGfGJiKeauomLMHuvSANc6uwnzGikbYQxlDuqW9hde41Tzd38\n", "fVkdFzr6bvnMzYXzdqMgLSYDg++1ibVO+gN/5R1suM6umlbq2nr55/0NnJeZoia9KfGvLichgpyE\n", "CPJToshLjKDX7WFWYgRNXf2833CdtGgL+SmRWMNM9LvcTI8Np9vhYsO8ZF4+2sjCadE8MicRc5gB\n", "k9HAh5c6mbNgMc12B1UXr9PR62J2UiRmkwGnW8Pp0YYcYWiaxrm2XjJjw1kxM46TjXaWZcUyI873\n", "BBrZ8RH8r/uzeP0PTeQlRnJ/brzff2bVx6pN1HwdfUMv8vWNw5HkRN13E9WUKJI3RFlMzM+IBqDu\n", "Wg/f23XW+z/5T9bMwmIy0tnn4sRVO1aziaQoMz9ePYudH7fy4/cusHBaNNNjw0mLCafkZDP3Zsfy\n", "b5WXAEiJMvPYvGReO9HMhnnJTIsJ9273TGsvf7HzNA63xuLMaP72gRxiwk1MH+Zi0WCWMCMPzEpg\n", "6YxYLGFGwoxyD/d4u39mPG+faaO528lDeQlkjcJMUUJtk/50eyQtPU5vgcyOt3L8qp1DFzs5erkL\n", "o8HAS0eu8m8VF7nS2c+7dR30uTxUNlwn2WahvdfJZ1KicAy6g6e528mS6bH8+rF8vvTZNGzhn/7+\n", "udjR5/1a/EOyAAAQ70lEQVRs1aUurvU4b1sgB4u0mAIukKr3hSZqvpyECH66bja/fiyfP106jfgR\n", "WjZ6mqj7bqKaskUy3WZh1ex47ky38dWF6ZgMBqbHWsmMC+e1E00AuDXo6hs6TtLucPPSkUbOt/eS\n", "E//p0eK9WbHs+LiFzj433Q43Tvenp2Gp0RZvb9FogGSbDOWZyJKjLGTFRxAdPqVOxKasMR8nuWPH\n", "DtzugcKTm5tLQUHBsJ/Tcz7Jk1ft/KzyIhaTga8uSmd7dSuHLnYC8I8Pz+T59y5wV2Y0adHhpNss\n", "YGBgirMoM+09Tn57pJH0aAsr8xKwmIw43R4yY8Pp6HOz7VQzLd1OvrlkGqtmJxAeZsLp9lDT0sOF\n", "9j6yE6zkJ0dhklNnIcaF8uMkrVYrDz30kK7baLE7+KjRTp/bw/w025BhPi3dDn516BJGA9S19fL/\n", "qq6QM2js4daPWvi7h3L45fuXeedcO39x3wxePdbIlU+mLPvjRenYLCYezU9kT22b95bD7xXO4Njl\n", "Lq50Dnzu3w9e4o7UKGYlRmI2GSlIs1GQZkMIMbGMeZF0u92UlJSgaRo5OTmjfrTocnt47UQTOz5u\n", "BWB2UgT/uCrXO9zneq+LnIQI+l0eHs1P5Mr1PnISI5keZ6XH6SYMqGnupvaTOSWb7Q5vgQQ409rD\n", "N5dOw2YxMSc5EqfHw+dmxtPd78Js+vTo0MD49jIqKiqUvsoo+YKncjZQP1+gxrxIFhUVeV/v3r17\n", "1L+/x+XhyOVO7/Lp1l66HW7iIsw0dfbx2w+vcPhSFwAfN/fw1UXp/OjdBgDmp9n40yUZnGi0e9d3\n", "ejQSI83eOSbzkiLpdbpB09gwL5k/vjudV481cqGjj/ty4mjsctDS7eDri6fdMuWaEGLiGdcLN2az\n", "7yuDg6+SVVRU+LUcZTbxyJwk7/uFOXHEWMM4dKiK5m4HFzs+HSDe0u1gcEfW5dEoO9tOR6+buzNj\n", "iI8Iw2Qw8O17M/nzZZn8+T2ZxEea+cX7l3n+wEV+U3UZs8nIXdNi+OBCJz9+7wJLp0fz/OpZxHTU\n", "cej9gwHnH63lYPef5FM/3/Lly5XKM9HyBWrML9w0NDSQlZUFwM6dO1mzZs2wnwvlwo2938WZa704\n", "XB5yEyNIirLQbHdw/PJ1+lzwH+9fQgO+UJBCnNVEY7eT7dWtfHPJNP7zwys43RoLp0WTFW9lVmIE\n", "/7z/AuEmA9+5bzpv1bRxctCR5i+K5zAjzsqZaz1cud7Pxev9NNsdfHVRBqnRchVbCNUEeuFmzI8k\n", "Gxoa2Lx5M5s3b2bOnDm6bMMWHsZnM6JZMiPWOzmuAQ2LOYzDl67zlUXpfGVhOnVtvXS7NPKSIvmj\n", "henEhJu8E0gcudxFQ1svH3/ybJx+t8bvjzZRkPbpxBbxEWHYwk1Ywoy4PBr/8t4FXjvRxH+fax9y\n", "yh+oPqebrv6Rp2/zh+pj1SRf8FTOBurnC9SY9yQLCwvHdHtXO/tp6x2YrzHVZsbu8PDbD68CA0Uu\n", "OyECTdPIjA3ndx9e5fGCFJZlxRJmNDA3NYr69j5Mhmu4NVgyI4ai2YlkxIRzpb2be2Ym0utw09bt\n", "xO0ZekAe7MQHDe29/PzgJdp7nPzp0kx5WqIQ42xSzyd5ob2PH+w5S3O3k1SbmR88kE17j4uyM230\n", "ONysmBnP2Ws9GA2QmxBBTUsPq/OTmJMSxaXrfVy63kdbt5MuhxuXW+PODBvz0gZua7zS2cffl9XR\n", "0NHPnORIni2cQWl1C299fI3ZSZF8/3NZw84w5Ivbo/H3ZXVUXRo4CjWbDLy4IT/g7xFCjEz5cZJj\n", "6dy1Hpo/eRJik93J+Wu9uDW43udiTlIEfU43D+bG09rjosfp4pE5ScxOjqSurZdnd52hq99NrDWM\n", "H3wui3CzibzET8dT1jT30PDJRaDalh4aOvr42t3T+EJBKhEWI3HWwG9X82ga3YNmQne6B+anFEKM\n", "n0l9W2JMxNDfAb0ujfKzbZ/MwBPBfTlxpMWEYzUbyYyxkp1gxWAw0NDeS1f/QLG63ufier+bO1Ki\n", "hkyma3D1D/nuSLOJKIuJ9JjwoAokDEy2+40lGUSHmzAa4Nv3Tic9Ovz2Kw5D9b6Q5AueytlA/XyB\n", "mtRHknOSI/nGkgxOXu3m7unRvFfXwcfNPXzc3MMPPpeFJczIv+xv8I6b/Iv7plM0J+mW2cITh5nE\n", "IMZ1na8tzqCyvoMHchOYnTw6TzP8TKqNF9bn4/JoJEeaMYdN6t9jQihvUvckAWqa7fz60BW6HW6e\n", "WJBGTUs3OfFWYq1hmE1G/mrPOe9n5yRH8vyaPDyaxh+u2vmo0c789GgK0myEj1CsnG7PLY9rEEKo\n", "S3qSN8lPsfHdFTPod2mk2CzMTY3kB7vP0XC9n8cKUkizWWi0D9x2eFdGNJZPCt7i6bEsnh572++X\n", "AinE5DYl/oVnxFjJSYggymKitcdFwyePZdh+qoU/WpTGt5Zm8v37s1g3N9nv71S97yL5QqNyPpWz\n", "gfr5AjXpjyRvlhgRRmZsOJeu9+P0aBgwUDzP/+IohJhaJn1PcjiXr/dR19ZLdHgYs5MiiLRMud8V\n", "QkxZ0pP0w7RYqwzQFkL4ZUr0JPWget9F8oVG5XwqZwP18wVKiqQQQvgwJXuSQoipS/mp0oQQYiKR\n", "Ihkk1fsuki80KudTORuony9QUiSFEMIH6UkKIaYU6UkKIcQokiIZJNX7LpIvNCrnUzkbqJ8vUFIk\n", "hRDCB+lJCiGmFOlJCiHEKJIiGSTV+y6SLzQq51M5G6ifL1BSJIUQwgfpSQohphTpSQohxCiSIhkk\n", "1fsuki80KudTORuony9QYz4zeWNjI2+//TYmk4kVK1aQnp4+1hGEEMJvY96T3L59O+vWrQNg27Zt\n", "FBcXD/s56UkKIfSgfE8yMjLS+9pisYz15oUQIiBjXiQHH7iazeax3vyoUb3vIvlCo3I+lbOB+vkC\n", "Nean23v27KGoqAiA8vJyVq5cOeznjhw5QkdHx1hGE0JMAXFxcSxcuNDvz4/5hZve3l5g4Ijyxuvh\n", "BPKHEEIIvYz5keSVK1fYv38/mqaxcuVKUlJSxnLzQggREGXvuBFCCBXIYHIhhPBBiqQQQvggRXKS\n", "8Hg8uN3u8Y4xItXzCTGSMb+6fTuq37a4Y8cO7z/23NxcCgoKxjnRwLCquro6iouLycjIANTaj8Pl\n", "U20/njp1itraWjweD0uXLiUzM1OZfThcNpX238GDB2lqagJgxowZLFy4UJl9N1K+gPafppg333zT\n", "+7q0tHQckwyvrKxsvCMM69SpU9rly5e9y6rtx5vzqbYf9+/f7329a9cuTdPU2YfDZVNt/92wd+9e\n", "TdPU2Xc3u5EvkP2n3JGk6rctut1uSkpK0DSNnJwcZe8vl/0YmMLCwlveU2UfDpdNtf1XX1/P1q1b\n", "Wb9+PaDOvrvh5nyB7D/liqSm+G2LN+4WAti9e/c4JvFN9mNw9u3bx+LFiwH19uHgbKrtv+zsbJ55\n", "5hnefPNNZs6cqdy+uzlfIPtPuQs3g5v7BoNhHJPcngp/+SOR/Ri4/fv3k5eXR1JSEqDWPrw522Cq\n", "7D+r1Up0dDSg1r67YXC+wW63/5Qrkv7etjheGhoavK/7+vrGMYlvsh8Dc+DAAVJTU8nOzva+p8o+\n", "HC6bSvuvra3N+/rGEaQq+w6GzxfI/lPudHvJkiVs2rTJe9uiahoaGqiqqgJgwYIF45xmQHl5OXV1\n", "dVitVrKzsyksLFRqPw6XT6X92NzcTGVlJfn5+dTU1NDV1cWXv/xlJfbhSNlU2n+VlZX09/cDsGjR\n", "IkCtf8fD5Qtk/8ltiUII4YNyp9tCCKESKZJCCOGDFEkhhPBBiqQQQvggRVIIIXyQIimEED5IkRRC\n", "CB+kSE5gzz333Kh91xtvvMG2bdvYtm0bb775Jp2dnUN+vnPnzmHXc7lcbN++nW3btrF582ZOnz4d\n", "1PaPHDnCr371q6DWncxG2u8327t3L1u3btU5zdSk3B03wn9f//rXR+27DAYDxcXFI/58pFvLDh8+\n", "TGFhIXFxcQC88sorzJ49O+DtL1y4cMitYmKAv7f0rVq1ipKSEp3TTE1SJCegxsZGPvjgA86dO8d3\n", "v/td7/s9PT2UlJRgs9kwmUzU1tbyve99z/vzsrIy7HY7JpMJp9PJ2rVrCQ8PByA8PJytW7diMpno\n", "6elhzZo1xMTE4HK52L17NzU1NWzbtg2AvLw85s6dC8A999wzJFsgkxmUl5fT1tZGWFgYJpMJj8fj\n", "/VltbS3Hjx8nIiKCvr4+Fi1axMyZM7l69Sq/+93vyMvLY8OGDTQ1NfHaa6+RnJzME088QVjYyP9L\n", "79mzh9raWuLj44mJiaGnp4f58+czb948n9uEgam2ysrKmD9/PvX19VgsFlJSUli+fDkwcOtbS0sL\n", "JpPJewvc448/ftt9UF9fT2VlJTabDaPRSGtrK1/96lcBeO+994bs9/j4eFasWAEMHMGXlpZiNBrR\n", "NE25yaknlVGYx1KMkzfeeGPIcl1dnXdSUU3TtPr6eu/ryspKrba21rvc1dWlbd26ddjv7e/vv+Vn\n", "N29rONu3b9caGhr8yn7q1Cnt/fff9y63tLRoP/rRjzRN07Tu7m7t5ZdfHvL5zZs3aw6HQ9M0TWtq\n", "atLKy8u9P9u0aZNf29Q0TXv22Wc1t9vtXX799de1np6e227zRuaf//znWn9//5DP1dbWaocOHfIu\n", "ezwerbKy0q88u3btGrLPBv+dadrI+33Hjh1aS0uLd/nQoUPa5s2b/dqmCIwcSU4iOTk5uN1u9u7d\n", "652qKisrC4DLly+zbNky72dtNtuI3xPoJKkul4uSkhIKCwtJS0vza50zZ86watUq73JSUhKZmZkA\n", "NDU10dnZ6T2CgoGZWtrb20lJSSElJYWWlhZg4Kg6kKOogoICjMZPW/GzZ8/mypUrGI1Gn9u84YEH\n", "Hrhl/5w+fZqHHnrIu2wwGIbsa18effRRDh8+THV1NS6Xi5SUFO/fmS92u33ItGkLFizgwoULfm1T\n", "BEaK5CRy4sQJ7rzzTmbNmgUMPNujoaGBrKwsMjMzOX36tLdfaLfbvet5PB7Onz9Pbm4uAB0dHVit\n", "Vr+22d3dTUlJCWvXrvX2Jf2Rl5fH8ePHWbp0KQAtLS1cvHgRgMzMTFJTU4f0SAefisNAD/PDDz/k\n", "4sWLrF271u/tfvTRR3g8Hm+hPHv2LGvWrMFkMt12m5qmDdtOmDlzJidPnvTOMAMM2de+HDt2jLvv\n", "vtu7/Oqrr3on1vUlKiqK1tZWb6E8evTokIluxeiRWYAmoHfffZeOjg5OnjzpPTIqKipi586dQ46S\n", "ANatW+d970ZP0mg04nQ6Wbdunbcn+e6779LU1ER4eDhOp5P169cP6e+99957tLW1YTQacblcLFu2\n", "jLS0NH72s5+Rnp7uPbq6uU/qy759+2hvb8dqtdLX10dzczNLly5l0aJFXLx4kcOHD3sz2O121q5d\n", "O2TS1N/85jekpaWxevVqv/fdiy++iM1mw2q14nQ6ufPOO8nPzwfwuc2qqiqOHz8OQEpKCtOmTRtS\n", "3N55550h+2fOnDnMnz//tnl++ctfkp6ejqZpeDyeIX1OGCi2J06cIDw83Puogfnz5+NyudiyZQtm\n", "sxmj0YjNZuPw4cM89dRTQ+adFKGTIimmlM2bN7Nx48bxjiEmEBknKaaMPXv2UFNTw1tvvTXeUcQE\n", "IkeSQhf19fXe09ObZWdn6zKb9nhs0xe73c7bb789bK/QZrON+4zdwj9SJIUQwgc53RZCCB+kSAoh\n", "hA9SJIUQwgcpkkII4cP/BwbGoPi9fMGfAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.293740\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl81Pd95/HXzGik0WgkdN8ICSGQbS6b0xgLh2Aj20AE\n", "MfUVd5tuku7W3fRwspu0SXfd7jZHk+2m2W7uNq5rYxsQMvdZG1siRhiMDciIQ0gGCV0IIY1mRnP9\n", "9g+ZsQRimEM/6Sv0eT4eeVS/OfR792f7o9/v8/t+vz+DpmkaQgghhmUc6wBCCKEyKZJCCBGEFEkh\n", "hAhCiqQQQgQhRVIIIYKQIimEEEHoWiSdTiff+973aGlpCbzW2trKK6+8wmuvvcbly5f13L0QQkRN\n", "1yJ58OBBVq5cOeS12tpann32WZ566ikOHz6s5+6FECJquhXJq1evYrVasVgsQ163Wq2Bn2NjY/Xa\n", "vRBCjAjdimR1dTVLly696fXBE3zMZrNeuxdCiBERo9cvbmtrY+vWrbS3t1NYWEhubi4APp8v8BmD\n", "wXDL7+/duxeTyaRXPCHEBJWcnMy8efNC/rxuRfIrX/kKAHV1dSQnJwdedzqdwMAZ5fWfh2Mymbjv\n", "vvv0iieEmKCOHTsW1ud1vXHT1dVFdXU1J0+eDLy2aNEiNmzYwIYNG1i0aJGeu9dVdXX1WEcISvJF\n", "R+V8KmcD9fOFS7czSYDU1FS+9rWvDXktNzeXp59+Ws/dCiHEiDGoulTagQMH5HJbCDHijh07xuc/\n", "//mQPy8zboQQIggpkhFSve8i+aKjcj6Vs4H6+cIlRVIIIYKQnqQQYkKRnqQQQowgKZIRUr3vIvmi\n", "o3I+lbOB+vnCJUVyEJfHd/sPCSEmFOlJAtecHnbVX+HdC90sK07h0elpJFp0HWcvhBgj4fYkpRIA\n", "pzsc/PP7AwsAn73ipCglngWTk8Y4lRBCBXK5DThvuMx2em9/2a1630XyRUflfCpnA/XzhUuKJDA9\n", "I4FpafEAlGZYKUmz3uYbQoiJQnqSn+pyeOhxeZlkiSHFKosBC3Gnkp5khFKtZlKlOAohbiCX2xFS\n", "ve8i+aKjcj6Vs4H6+cIlRVIIIYKQnqQQYkKRudtCCDGCpEhGSPW+i+SLjsr5VM4G6ucLlxRJIYQI\n", "QnqSQogJRXqSQggxgqRIRkj1vovki47K+VTOBurnC5cUSSGECEJ6kkKICUV6kkIIMYKkSEZI9b6L\n", "5IuOyvlUzgbq5wuXrqsAHTp0iLa2NgAKCgqYN28e27Ztw+cbWNS2uLiYWbNm6RlBCCGiMmo9yb17\n", "9/LII4+wb98+Hn744dt+XnqSQgg9KLeeZGNjI5s3b2bt2rUA+Hw+Kisr0TSNoqIiKYRCCKXp3pMs\n", "LCzk+eef58iRIwCUl5ezbt06vvjFLwYuxccj1fsuki86KudTORuony9co3LjxmKxkJiYeNPrZnPw\n", "lcAHH+zq6mqltk+cOKFUHsk3sfLJdnTb4dC1J9nV1UVqaioAO3bs4PHHH6epqYkpU6YAsH37dlat\n", "WjXsd6UnKYTQg1I9yZqaGvr7+wGYP38+AE1NTdTW1gIwd+5cPXcvhBBR07VIrl69+qbXysrK9Nzl\n", "qKmurmbp0qVjHeOWJF90VM6ncjZQP1+4ZDC5EEIEIXO3hRATiszdFkKIESRFMkKRDicYLZIvOirn\n", "UzkbqJ8vXFIkhRAiCOlJCiEmFOlJCiHECJIiGSHV+y6SLzoq51M5G6ifL1xSJIUQIgjpSQohJhTp\n", "SQohxAiSIhkh1fsuki86KudTORuony9cUiSFECII6UkKISYU6UkKIcQIkiIZIdX7LpIvOirnUzkb\n", "qJ8vXFIkhRAiCOlJCiEmFOlJCiHECJIiGSHV+y6SLzoq51M5G6ifL1xSJIUQIgjpSQohJhTpSQoh\n", "xAiSIhkh1fsuki86KudTORuony9cUiSFECII6UkKISYU6UkKIcQI0rVIHjp0iC1btrBlyxaOHj0K\n", "QGtrK6+88gqvvfYaly9f1nP3ulK97yL5oqNyPpWzgfr5whWj5y9fsmRJ4Oe9e/cCUFtby7PPPgtA\n", "VVUVFRUVekYQQoio6H653djYyI9//GOmTZsGgNVqDbwXGxur9+51s3Tp0rGOEJTki47K+VTOBurn\n", "C5fuRbKwsJDnn3+eI0eOADD4PpHZbNZ790IIEZVRuXFjsVhITEwEwOfzBV43GAxBvze4t1FdXa3U\n", "9s9+9jOl8ki+iZPv+s+q5Blv+cKl6xCgrq4uUlNTAdixYwePP/44W7ZsYe3atWiaxvbt21m9evWw\n", "31V9CFB1dbXSlxWSLzoq51M5G6ifL9whQLoWyW3bttHf3w/A/PnzKSwspKWlhYMHD6JpGitWrCAz\n", "M3PY76peJIUQ41O4RVLXu9vDnSXm5uby9NNP67lbIYQYMTKYPEKR9jdGi+SLTrB8Lo+Pqw4PXv/Y\n", "TFYbz8duPNL1TFKIO83lnn5+cbiZMx0Ofm9OJitL0oiPNY11LKEjmbstRBje+LCNXx9pCWz/w6oS\n", "7sm2jWEiEa5Rmbttt9sj+ZoQ416/zz9k26fmOYYYQUGLZF1d3bD/e/XVV0crn7JU77tIvujcKt9D\n", "U1MoTo3HaID1szIpSo0f5WTj99iNV0F7kocOHWLp0qWcP3+e9vZ27r33Xo4dOxYY+yjERDM52cL3\n", "HivG5fYzKT6GeLP0I+90QXuSdrsdm83Ga6+9xlNPPRV4/fXXX+fJJ5/UNZj0JIUQehjRnqTNNtCQ\n", "vnEhivG8MIUQQoQjpBs3DocDv3+gYe3z+ejt7dU11Higet9F8kVH5XwqZwP184UrpHGSjz76KP/2\n", "b/9GbGws/f39PP7443rnEkIIJcg4SSHEhDIq4yRbW1sj+ZoQQow7IRXJU6dODdk+dOiQLmHGE9X7\n", "LpIvOirnUzkbqJ8vXCEVybNnzw7ZjomRKd9CiIkhosvt63e6JzKVFxUFyRctlfOpnA3UzxeuoKeE\n", "27dvx+l0cvr0aTweT+D1rKws3YMJIYQKgp5Jrlq1ivXr1zN37lzWr18f+F9ZWdlo5VOW6n0XyRcd\n", "lfOpnA3UzxeukC63H330Ub1zCCGEkmScpBBiQtFlnOTOnTu5ePEijY2NvPrqq5w7dy7igEIIMZ6E\n", "VCTdbjd5eXkcP36cZ555hmPHjumdS3mq910kX3RUzqdyNlA/X7hCKpJGoxGj0YjFYgEgLi5O11BC\n", "CKGKkM8k7XZ7oEgq2sYcVaqPBZN80VE5n8rZQP184QqpSObm5lJVVcXixYs5efIkDQ0Neuea0Dw+\n", "Py6Pb6xjCCEIsUguWbKEL33pS1gsFkpLS/njP/5jvXMpT6++yyfdLv52/wVe2H6W4y2Rr9upel9I\n", "8kVO5Wygfr5whT0tMSYmJnDZDXD8+PERDTSR+fwa/3ykmfcu9nD2ipPv7jlPS0//WMcSYkKLaO72\n", "YI2NjSMQY/zRo+/i1zS6HN7Adr9Pw+OLbJ686n0hyRc5lbOB+vnCpetyPqdOnaK+vh6/38/ixYvJ\n", "z89n27Zt+HwD/bbi4mJmzZqlZ4RxxWwy8tWFeXxn73mcHj//aVEu2YnyPCEhxlLUZ5LBXLlyhXXr\n", "1vHEE0/w0UcfAWCxWKioqKCiomJcF0i9+i6zcmz8fG0pv37iLh67K524mMgeWap6X0jyRU7lbKB+\n", "vnDpeiY53EIYPp+PyspKNE2jqKhIph4OIydJxqEKoYpRWT133759LFy4EIDy8vLA67t27RqN3etC\n", "9b6L5IuOyvlUzgbq5wuXrpfbAAcPHqSkpIT09PSb3jObzUG/O/i0vbq6WrZlW7Zle0S2wxH1KkCN\n", "jY0UFhYO+967775LRkYGpaWlgdeampqYMmUKMLCo76pVq4b9ruqrAFVXVyv9F1PyRUflfCpnA/Xz\n", "hbsKUEiX2zU1NaSlpVFaWsq5c+ew2WxkZ2cD3LJAtre3U1NTQ2lpKadPn6a3t5fnnnuOpqYmamtr\n", "AZg7d27IQYUQYiyEdCa5YcMGHnnkEdLS0vD7/WzevJn169frGkz1M0khxPiky3qSCQkJpKWlDXzB\n", "aMRkimxYihBCjDcR3bgxGnW/36O8SJvAo0XyRUflfCpnA/XzhSukamcwGOjq6gKgq6srMGNGCCHu\n", "dCH1JH0+H/v27QusKVleXk5MjL5DLKUnKYTQgy53t00m05BB4EIIMVGEdLl99uxZvXOMO6r3XSRf\n", "dFTOp3I2UD9fuEIqkh9++OGQ7QsXLugSRgghVBPyM24Gu7FoTkQqzygAyRctlfOpnA3UzxeukB/f\n", "sGfPHr2zCCGEckIqki+//DI9PT1s3LiRjRs3cuLECb1zKU/1vovki47K+VTOBurnC1dId7cfffRR\n", "5s+fH9jeuXOnboGEEEIlUa8CpBcZJymE0IMuc7eFEGKiCqlI9vT0sGnTJl566SW8Xi9btmzRO5fy\n", "VO+7SL7oqJxP5Wygfr5whVQkd+/ezRe+8AUmTZqk+3REIYRQSUhF0mKxDHnUgiyVpv5YMMkXHZXz\n", "qZwN1M8XrogGk/v9fl3CCCGEakIqkpmZmVRXV+P1ennvvfcoKCjQO5fy9Oy7OD0+7P3eqH6H6n0h\n", "yRc5lbOB+vnCFVKRLCsrIzU1FYvFQnZ2tgzN0VFDl5Nv7zrHn207y/GW3rGOI8SEJ+MkFeLy+Pj2\n", "7vOcausDwBJj5JdfLCU7MW6Mkwlx59BlPcnOzk527dpFfHw8breb8vJyUlNTIw4phufXwOn5rN/r\n", "9vnxK/knTIiJI+QhQM8++yxPPPEETz75JHv37tU7l/L06LtYY0388f15WM1GjAb4RtkUMhLMt//i\n", "MFTvC0m+yKmcDdTPF66QziStVmvg4V8mkwmLxaJrqIlsdk4iv1x3F17NT6YtjhijYawjCTGhhXQm\n", "6XK5hmw7HA4AamtrRz7ROKHnWLDMxFhykyxRFUjVx6pJvsipnA3UzxeukIqk3+/nN7/5DceOHeNf\n", "/uVfsFgs1NXVcfz4cb3zCSHEmAqpSDocDu6//34sFguLFi2itLQURW+KjxrV+y6SLzoq51M5G6if\n", "L1wh9SSfeeYZbDbbTa8XFBRw6dIl8vPzRzyYEEKoIOpxklVVVVRUVAz73qlTp6ivr8fv97N48WLy\n", "8/NpbW3lwIEDmEwmli1bRk5OzrDfnYjjJIUQ+tNlnGSkrly5wrp164CB1czz8/Opra3l2WefBYIX\n", "WCGEUIGui+6WlZXd9JrVag38HBsbq+fudaV630XyRUflfCpnA/XzhWtUVibft28fCxcuBBhyw2fw\n", "8mtCCKEi3YvkwYMHKSkpIT09HQCfzxd4z2AIPg5w8F+k6upqpbYln+Qbq+2lS5cqlWe85QuXrjdu\n", "3n33XTIyMigtLQ28tmXLFtauXYumaWzfvp3Vq1cP+125cSOE0MOoPwjsVsN/2tvbqamp4fTp01RV\n", "VfHyyy8DsGjRIjZs2MCGDRtYtGhRtLsfM5H+VRotki86KudTORuony9cId3dfvfdd3nwwQeHfW/w\n", "87gHy8zM5Fvf+tZNr+fm5vL000+HEVEIIcZOSJfbL774IjNnzuTBBx8kMzNzNHLJ5bYQQhe6XG6v\n", "XbuWNWvWUFdXxxtvvEFdXV3EAYUQYjwJqUjOnj0bs9nMQw89xMqVK3nzzTf1zqU81fsuki86KudT\n", "ORuony9cIfUkq6urKSws5NChQ9hsNr7+9a/rnUsIIZQQck/yc5/7HA888MCoPXNbepJCCD3oMnd7\n", "7dq1zJ49O+JQQggxXoXckxRDqd53kXzRUTmfytlA/XzhCqlI9vT0sGnTJl566SW8Xi9btmzRO5cQ\n", "Qigh5KclfuELX2DSpEnExOi6utq4ofpzPCRfdFTOp3I2UD9fuEIqkhaLZciKPaN180YIIcZaSEXS\n", "7XYP2fb7/bqEGU9U77tIvuionE/lbKB+vnCFdO2cmZlJdXU1Xq+X9957j4KCAr1zKaX5mosznQ4S\n", "Yk2UZiaQFCctByEmipCXSqurq6OhoYGZM2dSWFiocyx1xkl29rn59q5zNHX3A/CfF+exdubozF8X\n", "Qow83ZZKu/vuu1m1ahWFhYU0NTVFFG486nZ6AwUS4J0L3fj8E/txukJEq6ffy1WnZ1w8mjpokdy8\n", "eTOVlZVUVlayadMmNm3axMaNG3nllVdGK9+YS4mPYWpqfGB7eXEKJqNB+b6L5IuOyvlUzga3z3eu\n", "08E3tp3l+S311F7swa94oQzaXLPZbKxcuZKamhrMZjNz587l2LFjJCcnj1a+MZeWEMtfryjiXKcD\n", "a6yJGRnW239JCDGsfo+Pf/rdRRq7XQD8zf4L/PqJu8hJihvjZLcW9Exy5cqVAFy+fJmFCxcSGxvL\n", "4sWLsdvtoxJOFblJcZRNTWF+fhKJn960UX0smOSLjsr5VM4GwfNpgNv32ZmjT9NQvXsVUk/yxgd2\n", "yRAgIUQkLGYT/2XJZFKtMVhijHz7c4VkJ6r9aOmQiqTf76ezsxOAzs5OPB6PrqHGg/HeFxprki9y\n", "KmeD2+crzUzgnypm8Osn7mJpYTImY/Cnpo61kFcB2r17N3a7nYSEBJ544gm9cwkh7mBpVrXPHgeL\n", "+pGyly5duuUTE6OhyjhJIcSdZdQfKfv+++9H+yuEEEJZURfJiWq894XGmuSLnMrZQP184ZIiKYQQ\n", "QUiRjNB4HqumAskXOZWzgfr5wiVFUgghgtC1SPr9fnw+n567GDOq910kX3RUzqdyNlA/X7iiXhjx\n", "VsN/du/eTUNDAxUVFeTm5gKwbdu2QNEsLi5m1qxZ0e5eCCF0FfU4yWDq6upITk4OFMl9+/bx8MMP\n", "h/RdGScphNCDLs/dHik+n4/Kyko0TaOoqEiKoBBCeUGL5Ntvv838+fP51a9+xZQpU4a85/F4KCkp\n", "CavQlZeXB37etWvXbT9fXV0duFN2vc+hyvbPfvYzZs2apUweyTdx8g3u+amQZ7zlC1fQy+3rRXL/\n", "/v1UVFTc9P6mTZuCzuO+8XJ7sP3797NixYpbflf1y+3BBVxFki86KudTORuon29EpyU+9NBD2Gy2\n", "W74f7jO4Bz/2weVyhfVd1aj8LwFIvmipnE/lbKB+vnCFVOVSUlKGfT3YCuX79++noaEBi8VCYWEh\n", "ZWVlNDU1UVtbC8DcuXMjiDs6HG4v71/q5f1LvSwsSGJeXiLxZnnWuBATka53t6MxlpfbH7T08t92\n", "ngts//1j05iTmzjkM6pfUki+6KicT+VsoH6+UV8F6E7U7Ry6qHC3yztGSYQQYy1okfR6vRw4cIDf\n", "/e53aJrG3r17qaqqwuFwjFa+MVGUGk9q/EAnIsNqpigl/qbPqPyXEiRftFTOp3I2UD9fuIL2JCsr\n", "K1m+fDlXr17lBz/4Ac899xxpaWm8+eabPPnkk6OVcdQVpsTz41UlXHF4SU8wk6vwk9yEEPoKeiYZ\n", "FxdHeno6JSUl5OXlkZeXh8ViwWKxjFa+MZM3ycLsHNstC6Tq81MlX3RUzqdyNlA/X7iCFkmn04mm\n", "aTgcDs6dO0d/fz9A4P8KIcSdLujd7fb2dt566y1MJhPLly9n9+7dACxZsoTCwkJdg6k+mFwIMT6N\n", "6NztzMzMIb3HZ555JvJkQggxDskQoAip3neRfNFROZ/K2UD9fOEKacZNf38/O3bsCGw//vjjxMXJ\n", "HV8hxJ0vpBk3mzZtory8HJvNht1uZ9euXaxfv17XYNKTFELoQZcZN2azObDQhc1mw2w2R5ZOCCHG\n", "mZCK5I3PqfH7/bqEGU9U77tIvuionE/lbKB+vnCFVCRtNhtnzpwB4MyZM0GXTxNCiDtJyKsAHTp0\n", "iObmZvLz87n//vv1ziU9SSGELnR7xs2SJUsiCiSEEONZ2OMkm5qapCeJ+n0XyRcdlfOpnA3Uzxeu\n", "kIrkj370I5qamti5cyfNzc1s3bpV71xCCKGEkIrkjBkzAk9LlMvuAaqvmSf5oqNyPpWzgfr5whXW\n", "ECCTSZ7zIoSYWEIqkna7nb1791JcXKx3nnFD9b6L5IuOyvlUzgbq5wtXSHe3161bR1tbG0VFRXz4\n", "4Ydy40YIMWFE9LREt9tNbGysHnkCZJykEEIPo/K0xOuL7wohxJ0uoiIpl9vq910kX3RUzqdyNlA/\n", "X7iC9iRffPFFvvrVr7JhwwYKCgoCr58+fZqKigrdwwkhxFgLqSdZVVU1pCjeuH0rfr8fTdMiGjo0\n", "UXqSvS4v3S4vtjgTKfGyBJ0QetNl7vbixYuHbCcnJ9/2O7t376ahoYGKigpyc3MBaG1t5cCBA5hM\n", "JpYtW0ZOTk7IQe9EnX1u/unQJWqarjE1NZ7vfr6QvEl3/uN6hRhPQupJZmdnD9l+6KGHbvud8vLy\n", "mz5XW1vLs88+y1NPPcXhw4dDDqmikei7nL/ipKbpGgANXU4+vGyP+ndep3pfSPJFTuVsoH6+cIW8\n", "CtBIsFqtgZ/1HkI0HsTFDP0bZTXLc9nGA5fXx8dtDhq6nJRmWinNSMBkNIx1LKGTUS2Sg9uf4/0R\n", "ECMxP3VaWjx/tCiXnfVXmJ+XxMzskVvMWPX5s+M53+l2B/9t1zkATAb4hzXTKc1IGK1o4/rYjUej\n", "WiQHPwbCYLj9X97q6urAAb9+Cn+nba994AFWTk/jTN1JTn/QeNP7JXMW0NzTj99pR7vazIIFC5TK\n", "PxG3W3r6uc6nwZU+D9X16uST7dtvhyOiGTehqqurIzk5OXDjZsuWLaxduxZN09i+fTurV6++5XdV\n", "v7s9uIDrpd3ez4v7LnD2ipMYo4HvlRczJzdRmXzRGM/5Trf38Y0dZ3H7NJLiTPzo8RIKU+OVyKYC\n", "1fPptjJ5uPbv309DQwMWi4XCwkLKyspYtGgRGzZsQNM0VqxYodeu7xiXe92cveIEwOvXeKexO+Qi\n", "KfQzI8PKT9ZMp6PPQ05iLFNSRq9AitGn65lkNFQ/kxwNjV1Ovr71DC7vwAynF8oKWDk9bYxTCTG+\n", "KXMmKaJXmBrPDx6bxnufXKMg2cL8PDmLFGK0yZiTW/D6NY5e6uHHB5vYdbqTa07PkPdHayzYXZkJ\n", "fHl+Lp+flsqkMGbkqD5WTaV8/V4fvf3eIaMvVMp3I5Wzgfr5wiVnkrdw/oqDv9pzHr8Ge852YY01\n", "sWxqyljHEiOs+Vo/v6ptpvGqi+fuy6asMBlzjJw7iM/Ivw230Ovy4R/UrR087AOGH0pwzemlw+7G\n", "4xv7VZJUvrsI6uTbVd/JoaZrtPT088O3m2jsdgHq5BuOytlA/XzhkiJ5C5OT45iWNnDX0mo2Mu82\n", "/cDGLif/dddZvrL5Y/ae6cLl9QX9vFCDvf+zf04aA20WIQaTInkLWYlx/O0jU/nfq0v4xzUzmH7D\n", "jIob+y6vf9TGhS4XTo+fn9Rc5FL30DPP0aZ6X0iVfGvuTiczYaDX+/TcLCZPigPUyTcclbOB+vnC\n", "JT3JYfS5fRy52MPxll4WF0yiJM162+8YuWEGkUzlHRempg2MeXR5NVKtMcSb5YmgYigZJzmM9y/1\n", "8Je7zwe2//eqktvOq2666uSHbzfRanfz1YV5LC9OIVZuAAihHBknOQK6HEOH+3S7vLf9TprVzHdX\n", "FBFjhOT4WGJkVRgh7ghyqjOMvKQ4vjwvh68tyqM03cKUlJsXwr3ed/H5NS51O/nL3ef4821nOdXm\n", "GO24w1K9LyT5IqdyNlA/X7jkTPIGDZ+Oj3R4/JhNBr5fXszkYVYLj09O58DZK/R5/JgMsHxaKv/v\n", "d818761Gfr62dFQXPBBC6EeK5A1aevpxeAbGOXp8Gpd73cwa5ikTxpRcGi71svFEOwD3ZCWwcnoq\n", "e850cbtRJP1eH3Ex+t4gUH2smuSLnMrZQP184ZIiOcgn3S68fg2TYWCdQICcpLjA+xe6nGz/uBOr\n", "2cSCyYkca+kNvHeqrY8F+Yn82QOTyZ8Ud+OvBuCqw83Wuk6OXOqlfEYqy4tTscbK3VQhVCY9ScDp\n", "9nGu08Hx5h42fdTOHy3O57l7s/nBY8WUpg8M/+lyuPnrvefZ9nEnr3/UxqaP2llZkhr4HUUpFpYW\n", "JfPw9NRb3tU+0drHK8fbONPp4B9rLnG2U7/+pep9IckXOZWzgfr5wjXhzyQdbh+bT7bz8rFWLDFG\n", "vrmsgBOtdura+lg5Iy0wj9fl1Wi3f3bX+5NrLr6yMJe//Fwhbp+fe7ISbvukw1730Fk4Tu9n0xcH\n", "FliAJMuE/0cihFIm/H+Rrb1uXj7WCsD62ZnsPH2FC11OVt+dgcX02TCelPgYnp6bxavH2zAAX7o3\n", "m/xkCwWfLrjq8fnx+PyYTUPPIj0+P+evOOnoc5OXFEdeUizNPW7uzbVR/OnNnfqOPv7+4Cd4/Rov\n", "lBUwawSedaN6X0jyRU7lbKB+vnBN+CIZG2MgzmQg3myiz+3jaPNAn/Glo5eZm2Pjnk+XJ4s3m/ji\n", "zExm59gwGgwUplgwfvqcnjMdDn5x+BImg4E/WpxH8aAZOkebe/kf+xrwa3B3ppWn5mSRnRjHlBQL\n", "yfFmelxefvh2ExevDUxjfHFfAz9fV0p6gjxNUggVTPieZF5SHP9zZTF3ZVi5cfy374bJSPWdDr6z\n", "p4H/uvMcrx5rpumqk0NN3fzNgQZOtPZx/LKdvz/YRG//Z4PPd9d3Bu5217U76OjzcM3lJfnT4uvX\n", "NNy+z/bj8Wu3vTseCtX7QpIvcipnA/XzhWvCF0mDwcCc3ES+s6KIR2ekU5Iej8kAT83JpGjQWEeP\n", "z8+/Hr0cWCWm6uOrHLnYw8dtDnpcA71GAzAl2YLD7Qss4Dr40jkxzoTRaGBy8me9y+R4My+UFZAQ\n", "a8ISY+TbDxWSkWDG3u/lUreLK33uUTgKQohbkbnbN7jm9OLy+phkicFiNmHv99Lb7yMx1sTPDjez\n", "72wXMLB82tp7MniroZvy6an89uhl/nB+Lh+09NLa6+Y/Lshl8ZRJXO5xUdN4jV63j5lZCXQ5vJRN\n", "TSYxbmino8PuRtMgw2amx+XjX95vYWf9FbITzfzNI8UUysOmhBgRMnc7TB6vn6PNvbx1vos5uYk8\n", "UDiJrMSBcY4ddjf/771LHGq8xr25Nr50XzbxZiOdfW7Wz8piV30nLT39/Pv5q/zwsWnsO9sV6Gke\n", "ONdFTlKjEm5NAAAS20lEQVQs1hgjm060YzIa2PhRO9mJsSwtTL4pR4btsx5kU7eTnfVXAGjt9fD2\n", "+av8wXwpkkKMhQl3ud3b7+V4Sy/vX+rhqsPDuS4n/31fA281dPN/qi/y0WU7vf1ejjX3cryll5rG\n", "a2jAsRY7H17uw97v5S8enMK1ho/4w/l5/F15Mf9lST7TM6z0uQeG9Dw5OwuHx8+fbj3DGyfb+avl\n", "hdjdPuLNRv58aQGT4oP/bYq94Q55JMOCVO8LSb7IqZwN1M8Xrgl1Junza+w8fYXfHGkBYGVJKitK\n", "Uhncb+jo87C7/gq/qm3hDxfkApCRYOaeLBsZCWZeOnqZL87MxJxRgMvnY35+UuC7z8zN4uN2O3Ex\n", "Bj74dDbOjo+vsHjyJH7zxF0YMZCZePu71kWpFl54sIBNJ9qZkWFlyZRJI3cQhBBhmVBFssvhYdvH\n", "HYHtPWe7WDszg2VFyRz65BqWGCOZCWZe/mBg3GTTVSe/f18WJqOR/ee68Pk1vrIwlwtdTn70bgcJ\n", "sV38XXkxd2UOrFo+Ld3KT78wg2PNvUP2azQYyE4cfqricOJiTDwyPZUHiiZhMRmJMYV/wq/6WDXJ\n", "FzmVs4H6+cI1oS63T7b2Mj39szGMJWnxnOl0oAHfXV7E/1hRRMMVZ+B5NgfOXaU4zYpfg89NTaHX\n", "7cXt9fPbY5eBgRXMN3+6wMV16QmxzMmx8dDUZBLjTKybmUFJevj9RIPBgC02JqICKYQYORPiTNLr\n", "17jm9PD6Rx3MzbXxnxbn0evyUpBs4ftvN6EBRy718J8X59Pv8/O5qSnMy0vC5fVhiTHSfM1FTlIc\n", "j05Pw+7xYYkxAQNjIbNsN18+ZyXG8edLC+jz+EiMMwVW/HF5fNR3OLji8FCYEs/UNP1uxlRXVyv9\n", "F13yRU7lbKB+vnDd8UWyx+Vha10ndW12ZmYnUHmygz+Yl83H7X183OEI9COdHj9un59Yk5FzV5z8\n", "qrYFu9vHE7MycHr8gbndf72iiD97YDIbPmolKyGOVXelD7vf+FgT8Tes8PPhZTvf3dsADIyZ/IdV\n", "0ykYZkFfIYQ6Rr1Ibtu2DZ9vYPB1cXExs2bN0nV/Zzud/Ounc7PLE2L5iwcLsMQYMMcYyUqI5USr\n", "HY9P44Epk4gzGUm2mrnc68b+6WIU8WYTNU3XAHB5/eyuv0K308MfLc5nWlo8BkPoj2k40WoP/Nzb\n", "76PT4datSKr+l1zyRU7lbKB+vnCNepG0WCw8/PDDo7Y/t++zlXZ2n+liweQkLnQ5KU6NZ9PJDp67\n", "L5tkSwxWswmPX2NPXSdlUweWQFt9VzpTU+Mxmwx4Pp06mGY1U9/h4KPLdkrShz5FsaHLycVuF+lW\n", "M9MzrDctdjE3N5E3PhroYSZbYsiQ+dlCKG/U7wr4fD4qKyvZvHkzx44d031/JelWHiwaGEJzV6aV\n", "GRkJxMUYscaa0Px+rGYTx5rtNF51kZ8Uxyfd/ZztdPCnD+RzzeVly8l2vvXQFBZNTuL3ZmdiizXR\n", "ZnczKWbosmdNV518c8dZ/te/N/IX289S19Z3U5ZZ2TZ+vKqE7ywv5IePTRsyPXGkqT5WTfJFTuVs\n", "oH6+cI36mWR5eXng5127dum+P6vZxOrSdB4sTGZqajztdjf1HQ7eaejmyblZVH7Uxr35kzAaoN3u\n", "5um5Wbx0tJXJk+J4/1IP/2FeDj86+AmFqRZqGrv52qI8/uyBfDJjhhbBdrub3v6BwqkBde19zMlN\n", "HPKZuBjjiCyDJoQYPWM6vsRsNgd9f/BfpOrq6rC3T124xPGWXi729JMYZ+L8FSdv1nVgd/t4oDCZ\n", "TrubL87OZvOJgUV3L/e6WVKQxJfn55CTGMuCyUnY3T6cXj8ftzto7nFzocuJBnRrFo4cOYLv0wUv\n", "TP12rObPDufkhOjzR7M9EsdP8qmTZ/D20qVLlcoz3vKFa9QXuGhqamLKlCkAbN++nVWrVg37uWgX\n", "uOj3+qhuvMZPqi/i8vr50r3ZnGyzk5cYR5zZSOXJDsqKkvmk20XjVRcARgP87SNTabO7+fl7zay5\n", "K5178xL52wONuLx+LDFG/mBeDhevuZiZbeOa08u7jd0sL07hc8UptNrdNF11kZFgDlzWCyHUEu4C\n", "F6P+X3FTUxMbN25k48aNzJgxQ7f9OL1+2u1uXJ8+IqG330tnn5sHi5KpOtXB1NR4pqXFUzxorKIl\n", "xsjlHjcbP2rna4vyKCtO4fAn1/jWQ1P4/fuyee6+bLacbOe+vESybWb2nu3iVFsfPz10iTOdDqal\n", "Wfn8tFRm5ySOeYFUvS8k+SKncjZQP1+4Rr0nWVZWNir7SYyNYfKkOAwM9Aj3nh2YQtjl8FBxTwYu\n", "j589Z7pYMmUSz87N4vDFHp6am8Xptj7KZ6Txfw9dYklBIvflT+JXtS2suTudU212/uSByfyk+iJX\n", "nR6enJNFrMnA6Q4HfTc8v0YIcWe4o9eT7HF5qO9w8Em3i6LUeC51u/jF4Ra+uayAX9W20NE38GCv\n", "P1mSzwfNvfT2+7DGGokxGijNsGIwGChOi+dsh4P2PjePlabz2/cvc/hiT2Af/2FeDocau/nO54uG\n", "PH5WCKEmWU9ykCSLmQWTJ7Fg8iSOXuqhp9/H783J4kKXiwX5SUxOtvDr2mZ6+33UNF2j4p4Mjlzs\n", "ITHORGOMi55+H4eartHQ5cQWa6LpqjPw2AUY6GHOzbVRPiOVNKuMeRTiTnRH3lnQNI3may4+uerC\n", "/WlPMjsxlnRrDGc7HWz4sI2d9VfY/nEnX56fG1iarNvpobPPzZq70znUdA2TYWAQudPjp6PPw6k2\n", "B783O4t7shLItJn5q+VFlGYkKFkgVe8LSb7IqZwN1M8XrjvyTPLopV7++/4GvD6Nrz8wmUdKUsmb\n", "ZMHn13jl+Ger9rT09DMrO4HcpDhiTUamZ1j5/Xk5xBgNPDI9lWtOL19ZkMvfvd1In9vHCw8WMDXN\n", "yv9aWcyZ8w3MKZwU1rREIcT4c8f1JO39Xv502xkudg88otVogH9efze5SXH4/Bq76jv5x5pLAKy9\n", "J4On5mSRYg0+XvNKnwev3096QiymGx+pKIQYVyZ8TzLGaCA13hwokgmxJmI+LWwmo4EV01IpTrXi\n", "1TQKUyw3PZBrOGkJwYuoEOLOdcf1JC1mE3+yJJ+F+UncnWnlfz4ylcxBaz5azCbuykpgVrYtpAJ5\n", "K6r3XSRfdFTOp3I2UD9fuO64M0mAKSnxvPjIVHyadtNDtYQQIhx3XE9SCCGCUX5aohBCjCdSJCOk\n", "et9F8kVH5XwqZwP184VLiqQQQgQhPUkhxIQiPUkhhBhBUiQjpHrfRfJFR+V8KmcD9fOFS4qkEEIE\n", "IT1JIcSEIj1JIYQYQVIkI6R630XyRUflfCpnA/XzhUuKpBBCBCE9SSHEhCI9SSGEGEFSJCOket9F\n", "8kVH5XwqZwP184VLiqQQQgQhPUkhxIQiPUkhhBhBUiQjpHrfRfJFR+V8KmcD9fOFa9SfcdPa2sqB\n", "AwcwmUwsW7aMnJyc0Y4ghBAhG/We5NatW1mzZg0AVVVVVFRUDPs56UkKIfSgfE/SarUGfo6NjQ3y\n", "SSGEGHujXiQHn7iazebR3v2IUb3vIvmio3I+lbOB+vnCNeqX27t376a8vByA/fv3s2LFimE/d/To\n", "Ubq7u0czmhBiAkhOTmbevHkhf37Ub9w4nU5g4Izy+s/DCef/CSGE0Muon0m2tLRw8OBBNE1jxYoV\n", "ZGZmjubuhRAiLMrOuBFCCBXIYHIhhAhCiqQQQgQhRfIO4ff78fl8Yx3jllTPJ8StjPrd7dtRfdri\n", "tm3bAv+xFxcXM2vWrDFONDCsqqGhgYqKCnJzcwG1juNw+VQ7jqdOnaK+vh6/38/ixYvJz89X5hgO\n", "l02l43fo0CHa2toAKCgoYN68ecocu1vlC+v4aYp58803Az9v2bJlDJMMb+/evWMdYVinTp3Smpub\n", "A9uqHccb86l2HA8ePBj4eceOHZqmqXMMh8um2vG7bs+ePZqmqXPsbnQ9XzjHT7kzSdWnLfp8Pior\n", "K9E0jaKiImXnl8txDE9ZWdlNr6lyDIfLptrxa2xsZPPmzaxduxZQ59hdd2O+cI6fckVSU3za4vXZ\n", "QgC7du0awyTByXGMzL59+1i4cCGg3jEcnE2141dYWMjzzz/Pm2++ydSpU5U7djfmC+f4KXfjZnBz\n", "32AwjGGS21PhH/6tyHEM38GDBykpKSE9PR1Q6xjemG0wVY6fxWIhMTERUOvYXTc432C3O37KFclQ\n", "py2OlaampsDPLpdrDJMEJ8cxPO+++y5ZWVkUFhYGXlPlGA6XTaXj19XVFfj5+hmkKscOhs8XzvFT\n", "7nJ70aJFbNiwITBtUTVNTU3U1tYCMHfu3DFOM2D//v00NDRgsVgoLCykrKxMqeM4XD6VjmN7ezs1\n", "NTWUlpZy+vRpent7ee6555Q4hrfKptLxq6mpob+/H4D58+cDav13PFy+cI6fTEsUQogglLvcFkII\n", "lUiRFEKIIKRICiFEEFIkhRAiCCmSQggRhBRJIYQIQoqkEEIEIUVyHHvxxRdH7He98cYbVFVVUVVV\n", "xZtvvklPT8+Q97dv3z7s97xeL1u3bqWqqoqNGzdy5syZiPZ/9OhRfvGLX0T03TvZrY77jfbs2cPm\n", "zZt1TjMxKTfjRoTuq1/96oj9LoPBQEVFxS3fv9XUsiNHjlBWVkZycjIAr7zyCtOnTw97//PmzRsy\n", "VUwMCHVK38qVK6msrNQ5zcQkRXIcam1t5b333uP8+fO88MILgdcdDgeVlZXYbDZMJhP19fV84xvf\n", "CLy/d+9e7HY7JpMJj8fD6tWriYuLAyAuLo7NmzdjMplwOBysWrWKpKQkvF4vu3bt4vTp01RVVQFQ\n", "UlLCPffcA8D9998/JFs4ixns37+frq4uYmJiMJlM+P3+wHv19fUcP36c+Ph4XC4X8+fPZ+rUqVy+\n", "fJnf/va3lJSUsG7dOtra2njttdfIyMjgqaeeIibm1v9K7969m/r6elJSUkhKSsLhcDB79mxmzpwZ\n", "dJ8wsNTW3r17mT17No2NjcTGxpKZmcnSpUuBgalvHR0dmEymwBS4J5544rbHoLGxkZqaGmw2G0aj\n", "kc7OTr785S8D8M477ww57ikpKSxbtgwYOIPfsmULRqMRTdOUW5z6jjIC61iKMfLGG28M2W5oaAgs\n", "KqppmtbY2Bj4uaamRquvrw9s9/b2aps3bx729/b399/03o37Gs7WrVu1pqamkLKfOnVK+93vfhfY\n", "7ujo0L7//e9rmqZpfX192ssvvzzk8xs3btTcbremaZrW1tam7d+/P/Dehg0bQtqnpmnaN7/5Tc3n\n", "8wW2X3/9dc3hcNx2n9cz//SnP9X6+/uHfK6+vl47fPhwYNvv92s1NTUh5dmxY8eQYzb4n5mm3fq4\n", "b9u2Tevo6AhsHz58WNu4cWNI+xThkTPJO0hRURE+n489e/YElqqaMmUKAM3NzSxZsiTwWZvNdsvf\n", "E+4iqV6vl8rKSsrKysjOzg7pO2fPnmXlypWB7fT0dPLz8wFoa2ujp6cncAYFAyu1XL16lczMTDIz\n", "M+no6AAGzqrDOYuaNWsWRuNnrfjp06fT0tKC0WgMus/rli9fftPxOXPmDA8//HBg22AwDDnWwTz2\n", "2GMcOXKEuro6vF4vmZmZgX9mwdjt9iHLps2dO5dPPvkkpH2K8EiRvIN8+OGHzJkzh2nTpgEDz/Zo\n", "ampiypQp5Ofnc+bMmUC/0G63B77n9/u5cOECxcXFAHR3d2OxWELaZ19fH5WVlaxevTrQlwxFSUkJ\n", "x48fZ/HixQB0dHRw8eJFAPLz88nKyhrSIx18KQ4DPcz333+fixcvsnr16pD3e/LkSfx+f6BQnjt3\n", "jlWrVmEymW67T03Thm0nTJ06lRMnTgRWmAGGHOtgPvjgAxYsWBDYfvXVVwML6waTkJBAZ2dnoFAe\n", "O3ZsyEK3YuTIKkDj0Ntvv013dzcnTpwInBmVl5ezffv2IWdJAGvWrAm8dr0naTQa8Xg8rFmzJtCT\n", "fPvtt2lrayMuLg6Px8PatWuH9Pfeeecdurq6MBqNeL1elixZQnZ2Nj/5yU/IyckJnF3d2CcNZt++\n", "fVy9ehWLxYLL5aK9vZ3Fixczf/58Ll68yJEjRwIZ7HY7q1evHrJo6m9+8xuys7N5/PHHQz52v/zl\n", "L7HZbFgsFjweD3PmzKG0tBQg6D5ra2s5fvw4AJmZmeTl5Q0pbm+99daQ4zNjxgxmz5592zw///nP\n", "ycnJQdM0/H7/kD4nDBTbDz/8kLi4uMCjBmbPno3X62XTpk2YzWaMRiM2m40jR47wzDPPDFl3UkRP\n", "iqSYUDZu3Mj69evHOoYYR2ScpJgwdu/ezenTp9m5c+dYRxHjiJxJCl00NjYGLk9vVFhYqMtq2mOx\n", "z2DsdjsHDhwYtldos9nGfMVuERopkkIIEYRcbgshRBBSJIUQIggpkkIIEYQUSSGECOL/A2E9GslP\n", "H4luAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.443736\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VPd97//X7CNptO9CgBYEMmaLwYAxESTGgGMggO14\n", "oWlv0jj51f41/d2bpM2vzVI3bZOmyW16cx+1k95sdWxsAxI22Owx2IKAWAzGLGIREovQhoR2zXru\n", "H4JBAjHMojP6Svo8Hw/nMedoZs47x9ZH53zO93yPQdM0DSGEEAMyDnUAIYRQmRRJIYQIQIqkEEIE\n", "IEVSCCECkCIphBABSJEUQogAdC2S3d3d/PCHP6S2tta/rq6ujtdee4033niDq1ev6rl5IYSImK5F\n", "cs+ePSxZsqTfuoqKCtasWcMzzzzDgQMH9Ny8EEJETLci2dLSQmxsLHa7vd/62NhY/2ur1arX5oUQ\n", "YlDoViTLy8uZP3/+Hev73uBjsVj02rwQQgwKs15fXF9fzzvvvENDQwN5eXnk5OQA4PV6/e8xGAx3\n", "/fz27dsxmUx6xRNCjFJJSUnMnDkz6PfrViS/8pWvAHDy5EmSkpL867u7u4HeI8qbrwdiMpl44IEH\n", "9IonhBiljhw5EtL7db1w09zcTHl5OZ988ol/3Zw5c1i7di1r165lzpw5em5eV+Xl5UMdISDJFxmV\n", "86mcDdTPFyrdjiQBUlJS+OpXv9pvXU5ODs8++6yemxVCiEFjUHWqtF27dsnpthBi0B05coRHHnkk\n", "6PfLHTdCCBGAFMkwqd53kXyRUTmfytlA/XyhkiIphBABSE9SCDGqSE9SCCEGkRTJEFxtc7LzbDMf\n", "VLXw0elzQx0nINX7QpIvfCpnA/XzhUrXcZIjSWu3m3/dU80n9V0APD4xiSlFPiwm+TsjxEgmv+FB\n", "6nD5/AUS4PDVLrrdviFMFNhAk4uoRPKFT+VsoH6+UEmRDFKC3cT8vET/8uKiFGKtMgGHECOdFMkg\n", "xdvMvPBQLi89ms8/Ly1ksrUVs/HusxgNNdX7QpIvfCpnA/XzhUp6kiFIi7OSFtc7UXB59cdDnEYI\n", "EQ0yTlIIMarIOEkhhBhEUiTDpHrfRfJFRuV8KmcD9fOFSoqkEEIEID1JIcSoIj1JIYQYRFIkw6R6\n", "30XyRUblfCpnA/XzhUqKpBBCBCA9SSHEqCI9SSGEGERSJMOket9F8kVG5XwqZwP184VKiqQQQgQg\n", "PUkhxKgiPUkhhBhEUiTDpHrfRfJFRuV8KmcD9fOFStf5JPft20d9fT0A48aNY+bMmWzatAmv1wtA\n", "YWEhU6dO1TOCEEJEJGo9ye3bt7N48WJ27NjBo48+es/3S09SCKGHUHuSus9MXl1dzYYNG1i1ahUA\n", "Xq+X0tJSNE0jPz9fCqEQQmm69yTz8vJ48cUXOXjwIABLly5l9erVPPHEE/5T8eFI9b6L5IuMyvlU\n", "zgbq5wtVVC7c2O124uPj71hvsVgCfq7vzi4vL1dq+fjx40rlkXyjK58sR7YcCl17ks3NzaSkpADw\n", "7rvv8vjjj1NTU8P48eMB2Lx5M8uWLRvws9KTFELoQame5N69e3E6nQDMmjULgJqaGioqKgCYMWOG\n", "npsXQoiI6Vokly9ffse6kpISPTcZNeXl5cyfP3+oY9yV5IuMyvlUzgbq5wuVDCYXQogA5N5tIcSo\n", "IvduCyHEIJIiGaZwhxNEi+SLjMr5VM4G6ucLlRRJIYQIQHqSQohRRXqSQggxiKRIhkn1vovki4zK\n", "+VTOBurnC5UUSSGECEB6kkKIUUV6kkIIMYikSIZJ9b6L5IuMyvlUzgbq5wuVFEkhhAhAepJCiFFF\n", "epJCCDGIpEiGSfW+i+SLjMr5VM4G6ucLlRRJIYQIQHqSQohRRXqSQggxiKRIhkn1vovki4zK+VTO\n", "BurnC5UUSSGECEB6kgq62ubE49PIclixmOXvmBCDSannbovQfXSlne/vqMLp8fH/zR/LoqIULCYp\n", "lEIMFfntC5MefZcul5eX91+mx+NDA35WfomGDldY36V6X0jyhU/lbKB+vlDJkeQ99Hi8nGnsoqXb\n", "Q36KnXFJMbpty2SEBJvJvxxjMWI2GnTbnhDi3qQneQ/7qq/z9zsvAJAea+FflxWRk2DTbXvVLd28\n", "8scrtDs9/D8P5TI1y6HbtoQYjaQnOcgOXGrzv27sctPU6da1SOYlx/APSwrw+jRiLKZ7f0AIoStd\n", "e5L79u2jrKyMsrIyDh8+DEBdXR2vvfYab7zxBlevXtVz84Ni5ph4/+ukGDOpsb1/V/Tsu1hNxogL\n", "pOp9IckXPpWzgfr5QqXrkeS8efP8r7dv3w5ARUUFa9asAWDjxo2sXLlSzwgRm5WbwA+XFnK9x0Nh\n", "SgxjEu1DHUkIEUW6n25XV1ezYcMGVq1aBUBsbKz/Z1arVe/NRyzWamJmbsId6+fPnz8EaYIn+SKj\n", "cj6Vs4H6+UKl+xCgvLw8XnzxRQ4ePAhA3+tEFotF780LIUREojJO0m63Ex/f29vzer3+9QZD4OEt\n", "fXsb5eXlSi2//PLLSuWRfKMn383XquQZbvlCpesQoObmZlJSUgB49913efzxxykrK2PVqlVomsbm\n", "zZtZvnz5gJ9VZQjQ3ZSXlyt9WiH5IqNyPpWzgfr5Qh0CpGuR3LRpE06nE4BZs2aRl5dHbW0te/bs\n", "QdM0Fi1aREZGxoCfVb1ICiGGJ6XGSQ50lJiTk8Ozzz6r52ZHDJ+m8UldBzvPtjAhLYb5eYmkxKp/\n", "sUuIkUTu3Q5TuP2NUFS39PD/bznP1jPX+N/7LrOvpjXoz0YjXyQkX/hUzgbq5wuVFEmFtTs9uH23\n", "uiE1LT1DmEaI0UmKZJii0Zgek2BjWlYcADaTgYWFyUF/VuXGOUi+SKicDdTPF6qwepIdHR04HDLx\n", "gt7S4qx8+zN51LW7cNhM5CXrNwOREGJgAY8kT548OeA/r7/+erTyKStafZe0OCtTshwhF0jV+0KS\n", "L3wqZwP184UqYJHct28fRqORCxcucODAAVwuF/v37/ePfRRCiJEu4DjJm6fVb7zxBs8884x//Ztv\n", "vsnTTz+tazAZJymE0MOgPnf7Zt/x9okohsPEFEIIMRiCurrd1dWFz+cDeu+9bm9v1zXUcDDYfZeW\n", "bjfNXe5B+z7V+0KSL3wqZwP184UqqKvbjz32GL///e+xWq04nU4ef/xxvXONKifqO/jh+9V4fBp/\n", "vWA8D4y5c2o2IcTQkGfcDLHWbjd/tekMtW29T0V0WE384oli0uOkpSGEHga1J3k3dXV14XxMDEAz\n", "QN8/U5r/f4TKul1emjpdOD3ee79ZDGtBFckTJ070W963b58uYYaTweq7JNktfGvBeFJizSTazfzd\n", "Z/NId0R+FKl6X2g452vocPJv5Rf5Wulpfn3wKte7B6+XHIzhvO+Go6B6kmfPnuX++++/9SGzPGRx\n", "ME3JcvAfKyfh03oHjwu1fVLXye6q6wCUnWhkZm48s8cmDnEqoZewqt3NK92j2WDfnzrYU6Cpfv/s\n", "cM53ezck2l394bzvhqOARXLz5s10d3dz+vRp3O5bpxSZmZm6BxNCVVMy45g7NoEjte08WpTCxLTY\n", "e39IDFsBi+SyZcuA3hnG7/aYhdFK9SnqJV9kAuXLjLfxNwvH0+n2EW8zRfyM9MHMpgLV84Uq6HGS\n", "Qohb4mxm4mxDnUJEg4yTFEKMKrqMk3zvvfe4dOkS1dXVvP7665w7dy7sgEIIMZwEVSRdLhdjxozh\n", "6NGjPPfccxw5ckTvXMpTfSyY5IuMyvlUzgbq5wtVUEXSaDRiNBqx2+0A2GzSjBFCjA5BH0l2dHT4\n", "i6SibcyoUv3qneSLjMr5VM4G6ucLVVBFMicnh40bNzJ37lw++eQTqqqq9M4lhBBKCKpIzps3jz/5\n", "kz/BbrdTXFzMCy+8oHcu5aned5F8kVE5n8rZQP18oQp5FiCz2ew/7QY4evTooAYSQgiVRPzc7erq\n", "6kGIMfyo3neRfJFROZ/K2UD9fKHSdTqfEydOUFlZic/nY+7cueTm5rJp0ya83t45+AoLC5k6daqe\n", "EYQQIiIRH0kGcu3aNVavXs2TTz7Jxx9/DIDdbmflypWsXLlyWBdI1fsuki8yKudTORuony9Uuh5J\n", "lpSU3LHO6/VSWlqKpmnk5+fLrYdCCKVFZfbcHTt2MHv2bACWLl3qX79ly5ZobJ72Hg+tTg8Oq4mk\n", "GMugfKfqfRfJFxmV86mcDdTPFypdT7cB9uzZQ1FREWlpaXf8zGIJXLD6HraXl5eHtdzU6eInH17k\n", "y+tO8Xdbz1Hb6ozo+2RZlmV5+C+HIuJZgKqrq8nLyxvwZx9++CHp6ekUFxf719XU1DB+/Higd1Lf\n", "m3NW3m6wZgH6Y811vr/jgn/5myXjWDwxNeLvLS9Xe848yRcZlfOpnA3UzxfqLEBBnW7v3buX1NRU\n", "iouLOXfuHA6Hg6ysLIC7FsiGhgb27t1LcXExp0+fpr29nS9+8YvU1NRQUVEBwIwZM4IOGi6buf/B\n", "st2s+8GzEGIECepIcu3atSxevJjU1FR8Ph8bNmzgqaee0jXYYB1Jtjk9vHeqie1nm5mdm8BT0zJI\n", "lYdtCTFq6XIkGRcXR2pq7ymq0WjEZIrudPWRSLCZeWpaJo8XpxFjNWE2GoY6khBiGAnr3NNoHF6n\n", "rCajgXi7eVALZLhN4GiRfJFROZ/K2UD9fKEKqtoZDAaam5sBaG5u9t8xI4QQI11QPUmv18uOHTv8\n", "c0ouXboUs1nfIZbyjBshhB506UmaTKZ+g8CFEGK0COp0++zZs3rnGHZU77tIvsionE/lbHDvfF6f\n", "RnVLN+eauuhyqd+6C6pIHjt2rN/yhQsX7vJOIYQI7OClNv6i9DQvbKyk7EQD3W61C2XQz7jp6/ai\n", "ORqpfEcBSL5IqZxP5WwQOF+Xy8uvD9XivXEl5HeH67jW6Y5SsvAE/fiGbdu26Z1FCDHCWUwGchJu\n", "PW01wWbCqvhdcEGle/XVV2lra2PdunWsW7eO48eP651LecO9LzTUJF/4VM4GgfNZTEa+MjuHxyal\n", "MndcAv+0tJAMh9p3wAV1dfuxxx5j1qxZ/uX33ntPt0BCiJEtN9HOf//0ODRNw2BQ/w64iGcB0ouM\n", "kxRC6CHUcZJqNwOEEGKIBVUk29raWL9+Pb/73e/weDyUlZXpnUt5w7kvpALJFz6Vs4H6+UIVVJHc\n", "unUrn//850lMTNT9dkQhhFBJUEXSbrf3e9TCcJoqTS8DjQVrd3q41unC6xv6Nu9wHkunApXzqZwN\n", "1M8XqqAOC28fTO7z+XQJM5zVtPTw0w+qudru5vnZOSwsSFZ+/JcIXWuPm8OX26lq7uah8YlMzogb\n", "FldoRfiC+i3OyMigvLwcj8fD/v37GTdunN65lHd732Xdx/WcbuymtcfDTz+4yKXWniFK1kv1vtBw\n", "zXfocjs/2l3DWx838NfvnaOqOfr/nofrvhuugiqSJSUlpKSkYLfbycrKkqE5A/D2GUmlAWoOrBKR\n", "utDc7X/t9mq09XiGMI2IBhknOUguNHfzT3+4QH27i6/OGcPiiSnYzNK7HWlO1HXw11vO4fZq5Cfb\n", "eWlxAVnxtnt/UChDl/kkm5qa2LJlCzExMbhcLpYuXUpKSkrYIUei/JQYfrKsCJdHIznGjMUk/ciR\n", "aHJmHP9rxSTaejxkJ1ilQI4CQQ8BWrNmDU8++SRPP/0027dv1zuX8gbquyTZLWQ4rEoUSNX7QsM1\n", "n8FgoDA1hk+NiR+yAjlc991wFdRvc2xsrP/hXyaTCbvdrmsoIYRQRVBFsqen/xW8rq4uACoqKgY/\n", "0TCh+lgwyRcZlfOpnA3UzxeqoIqkz+fjV7/6FUeOHOE3v/kNdrudkydPcvToUb3zCSHEkAqqSHZ1\n", "dfHQQw9ht9uZM2cOxcXFKHpRPGpU77tIvsionE/lbKB+vlAFdXX7ueeew+Fw3LF+3LhxXL58mdzc\n", "3EEPJoQQKoh4nOTGjRtZuXLlgD87ceIElZWV+Hw+5s6dS25uLnV1dezatQuTycSCBQvIzs4e8LPD\n", "bZykEGJ40GWcZLiuXbvG6tWrgd7ZzHNzc6moqGDNmjVA4AIrhBAq0HVAX0lJyR3rYmNj/a+tVrWf\n", "bRGI6n0XyRcZlfOpnA3UzxeqqIx63rFjB7Nnzwbod8Gn7/RrQgihIt2L5J49eygqKiItLQ0Ar/fW\n", "g8jvNcVU379I5eXlSi1LPsk3VMvz589XKs9wyxcqXS/cfPjhh6Snp1NcXOxfV1ZWxqpVq9A0jc2b\n", "N7N8+fIBPysXboQQeoj6g8DuNvynoaGBvXv3cvr0aTZu3Mirr74KwJw5c1i7di1r165lzpw5kW5+\n", "yIT7VylaJF9kVM6ncjZQP1+ogrq6/eGHH/LpT396wJ/1fR53XxkZGXz729++Y31OTg7PPvtsCBGF\n", "EGLoBHW6/dJLLzFlyhQ+/elPk5GREY1ccrothNCFLqfbq1atYsWKFZw8eZK33nqLkydPhh1QCCGG\n", "k6CK5LRp07BYLCxcuJAlS5bw9ttv651Lear3XSRfZFTOp3I2UD9fqILqSZaXl5OXl8e+fftwOBx8\n", "/etf1zuXEEIoIeie5Gc+8xkefvjhqD1zW3qSQgg96HLv9qpVq5g2bVrYoYQQYrgKuicp+lO97yL5\n", "IqNyPpWzgfr5QhVUkWxra2P9+vX87ne/w+PxUFZWpncuIYRQQtBPS/z85z9PYmIiZrOus6sNG6o/\n", "x0PyRUblfCpnA/XzhSqoImm32/vN2BOtizdCCDHUgiqSLper37LP59MlzHCiet9F8kVG5XwqZwP1\n", "84UqqCKZkZFBeXk5Ho+H/fv3M27cOL1zCSGEEoKeKu3kyZNUVVUxZcoU8vLydI41csdJXm1z0trj\n", "ITXWQrpj+M7MLsRwpdszbiZPnszkyZMBqKmpYfz48aGnG+UuNHfz7S3naOn2UJgSw/cW5ZOdYBvq\n", "WEKIAAKebm/YsIHS0lJKS0tZv34969evZ926dbz22mvRyqescPouJ+o7aen2AHC+uZvqlp7BjuWn\n", "el9I8oVP5Wygfr5QBTySdDgcLFmyhL1792KxWJgxYwZHjhwhKSkpWvlGlJSY/rs73iajBIRQXVA9\n", "yfXr1/Pkk0/6l28+gkFPI7En2drj5oOq6xy60sYjhSnMHpeA3SyFUoho0qUnefsDu2QIUHgS7RaW\n", "T05n+eT0oY4ihAhSUEOAfD4fTU1NADQ1NeF2u3UNNRyo3neRfJFROZ/K2UD9fKEKehagrVu30tHR\n", "QVxcXL9TbyGEGMkifqTs5cuX7/rExEiMxJ6kEGLoRf2RsocOHYr0K4QQQlkRF8nRSvW+i+SLjMr5\n", "VM4G6ucLlRRJIYQIQIpkmFSfM0/yRUblfCpnA/XzhUqKpBBCBKBrkfT5fHi9Xj03MWRU77tIvsio\n", "nE/lbKB+vlBF/CyGuw3/2bp1K1VVVaxcuZKcnBwANm3a5C+ahYWFTJ06NdLNCyGEriIeJxnIyZMn\n", "SUpK8hfJHTt28Oijjwb1WRknKYTQg27zSQ4Gr9dLaWkpmqaRn58vRVAIobyARXL37t3MmjWL//zP\n", "/7xjkl23201RUVFIhW7p0qX+11u2bLnn+8vLy/1Xym72OVRZfvnll5k6daoyeSTf6MnXt+enQp7h\n", "li9UAU+3bxbJnTt3snLlyjt+fvsUare7/XS7r507d7Jo0aK7flb10+2+BVxFki8yKudTORuon29Q\n", "b0tcuHAhDofjrj8P9RncNTU1/tc9PfrNyh0NKv9HAJIvUirnUzkbqJ8vVEFVueTk5AHXB5qhfOfO\n", "nVRVVWG328nLy6OkpISamhoqKioAmDFjRhhxI6dpGk6PD7tF/8lufZqG8ba5OIUQw4uuV7cjocfp\n", "dkuXi3dONVFxsY0lk1J5ZEIKcdbwimWgU4rr3R52nWtm/8VWFk9MYX5eEjFRKMrB5lOB5AufytlA\n", "/XxKX90eap/Ud/LaR/UAnN13mXFJdmbkxA/6dk7Wd/CLA1cAOHa1g0yHlWnZg78dIYT+AhbJtrY2\n", "EhISaGtrY+fOnQDY7XYWL14ccj9SBR2u/o+d6HaHfzdQoL+Urc7+39vhjP5dRyr/JQfJFwmVs4H6\n", "+UIV8MLN+++/D8DmzZtZtmwZq1evZt68eZSVlUUl3GCbkhXH2MTe51zPyHZQmBqjy3buz4glI84C\n", "wKT0WPJT9NmOEEJ/AYvkzXZlbGwsVqsV6L1YY7FY9E+mg7GJdn78uQn8cnUxf/vZPDIctrC/K9D9\n", "qeOSY/jp8on8789P4vuL8slOCH874VL9/lnJFz6Vs4H6+UIV1Dnz7ZNUOJ1OXcJEQ2qcldQ4/beT\n", "6bCS6bDqvyEhhK4CHkm6XC7WrVvX78jx/PnzZGZm6h5Mdar3XSRfZFTOp3I2UD9fqAIeSX7hC1+4\n", "Y11+fj6FhYW6BRJCCJWEPJ+k0Sjz9IL6fRfJFxmV86mcDdTPF6qgepKapnH+/HlcLhcABw8e5M/+\n", "7M90DSaEECoI6rCwrKyM9vZ2jEaj/5/RTvW+i+SLjMr5VM4G6ucLVVBHkhaLhU996lP+5eLiYt0C\n", "CSGESoI6JGxvb++33NDQoEuY4UT1vovki4zK+VTOBurnC1VQR5IXLlzglVdeITU1FYDTp0/z3e9+\n", "V9dgQgihgqBmATp48CAPPvigf3n37t0sXLhQz1zKT7rbV3uPh6qWbowYKEiNCXtmISGE/nSZBahv\n", "gQR0L5DDSY/by1vH63nzWG8L4suzsnliagYWk1zcEmIkCOs3ua6ubrBzDDs3+y6tTg+lxxv96zd8\n", "0kib0zNUsfxU7wtJvvCpnA3UzxeqsIrk/v37BzvHsBVjNlGUfmuWn+L0WGLMcrotxEgRsCfZ2NhI\n", "cnIyLS0t/dZv376dNWvW6BpsKHuSXp9GTUs3Lq/GmEQb8bbAXYkrrT3srW7FbDLw0LjEIZn1RwgR\n", "nEHtSa5bt46nnnqKV199tV/Bqq+vDz/hMFBxqZWXdl7Ap8Gq+9P505nZAS/GjEm084Xp9igmFEJE\n", "S8DT7RdeeIH09HQmTJjAwoUL/f8UFBREK1/UOT1efv9RHb4bx9dlJxpp6nTd8T7V+y6SLzIq51M5\n", "G6ifL1RB9SSXLl3ab3nChAm6hFGB2WgkL/lWjzHBZsJulivVQoxWYT0t0eVy+Wcq18tQ9iRr25xs\n", "rbxGY6eLVfdnMDE9dkhyCCEGX1Selrh161ZWrFgRzkeHhZwEG19+MOee7/P6NJq73JiMBlJiQ3+k\n", "haZpnGnsorqlh+wEK8XpcVjlqFUIpYT1G+nz+e79phHu4KHD7K2+zlc2nOIv366ksrEz5O8439zN\n", "N949y08/vMg33z3HqYbQv+NuVO8LSb7wqZwN1M8XqoBHkj/96U8ZN27cHetPnz7NypUrdQs1HJiT\n", "Mvjn96vxadDt9vEf+y7z48cnYAthjGRjhwuX91a3o+Z6D9N1eA64ECJ8AYtkYWHhgMVw48aNQX25\n", "z+dD0zRMppE3uDojPQOj4Rq+Gy1dk9EQ8ndkxdtwWE10uLyYDAzqI25Vn9NP8oVP5Wygfr5QBSyS\n", "Dz300IDrk5KS7vnFW7dupaqqipUrV5KT09vfq6urY9euXZhMJhYsWEB2dnYYkdWQnWDlu4/k8bPy\n", "S8TbTLzwUG5IR5EA+Skx/GRZEbWtPaTFWSlKkwtEQqgmYE/ybk9FDGaCi6VLl97xvoqKCtasWcMz\n", "zzzDgQMHgg6pon179zJ3XCIvryrmfy6byIQwC1xBSgzz85MpzojzH416fRpub2R9X9X7QpIvfCpn\n", "A/XzhSqsq9vhio29VUj0HkIUDQZDeFe1A7l0vYf/OnyVpi43X5qVzbRs6VEKMZSiOt6k75DMvs/y\n", "VoHXp9HY6aKl2x3U+/Xou3h9Gr85dJU9F65zor6T72yrora1J6zvUr0vJPnCp3I2UD9fqKJ6JOn1\n", "ev2vDYZ7X+goLy/37/Cbh/B6LLu9PnaerucXhxpItJv57iP51Fd+hKZpUdn+zeWEpGSaOm/9K+nx\n", "+HDfuD8yGtuXZVkeLcuhCOuOm2CdPHmSpKQk/4WbsrIyVq1ahaZpbN68meXLl9/1s9G84+ZsYxd/\n", "+U6l/37tGdkO/nlpIeYAE+f2LeCD6VhtO9/Zdh6nV+PPH8xhxeQ0Yiyhjw7QK99gkXzhUzkbqJ8v\n", "KnfcBGPnzp1UVVVht9vJy8ujpKSEOXPmsHbtWjRNY9GiRXptOiQdTg/nm7v6rTMagjvS1cP0nHhe\n", "WX0fbq+PzHhrWAVSCDF4dD2SjES0jiTr2p387dbzPDYplXUf955uf2vBOCamxwHQ0uXiZH0X3R4f\n", "kzPiyEmUuSKFGM6UOZIcLuKsJsYk2HjnZBMLCpLIT4lh/I1ZgHyaRtmJJt441jt/5oTUGP5xSeGg\n", "X9EWQqhr1M+mEG8z8/8+PJavzM5hRk48c8YmYrsxyUSP28f+i63+95671k2Hs/fik+pjwSRfZFTO\n", "p3I2UD9fqEb9kSRApsNKpuPOcZsxFiOLilL4PxW1ADwwJp5Eu+wyIUaTUd+TvBtN0zjT1MXVNicm\n", "owEDMDEtlox46UkKMZxJT3KQVDV3883NZ3HemKXnB4sLpECOUHXtTnrcPtLiLDju8dA3MfqM+p7k\n", "3TR3e3B6NdJiLTwwJp6r7c5+P1e97yL5gnOmsZMXN1by1dLT/OpQLa09vXdcqZJvICpnA/XzhWpU\n", "F0mfplHd3M2phk5aezz9fpYdb2VhQRKLJ6bg8vhweTTabnuPGP42n7pG+42Lce+eusaVVuc9PiFG\n", "m1F9bnHsagff2XYet1fj0aIUvjZnDAk3LszkJtr5bGEy39txAYBP6jsZn2xnzrhEQP37UyVfcNLi\n", "bg3nMhrwj2xQJd9AVM4G6ucL1agtkpqmsf7jetw3eo47zjYzc0w8CXYzU7Mc2MxG3D4Ni8nApLRY\n", "nF4fnS7vPb518FzrctPQ4cJhNTE2SZ7prZfFE1No6fZw/loXz87I7PekTCFgFJ9uGwwG8lNu/ULE\n", "WIzYzEZ+Xn6Rs01dfHSljZx4K381byw2s5HseBtjk25duNGz79LU6eLHu2v4q3fOhP38HNX7Qqrk\n", "y4q38fVskDxGAAAVZElEQVSHc/nJsiIeGp/kn9NTlXwDUTkbqJ8vVKP2SBJg+X1pmI0Gqpt7mJkb\n", "zyv7r/DivLH84x8u0Nzl4YufymJ3VQtfmpVNh8tLU6eb3ESv7vdTX2518lFtOwBdbh8fXrjOpBu3\n", "SYrBZzAYsJqG5l59ob5RXSQz423MyHZw8FIbrxy4gtur0djhormr9wKNwQBffjCH14/WcbapG6MB\n", "vvtIPg/nJenad4mzmjAa8M9KNCYh9KFHqveFJF/4VM4G6ucL1ag93b4p1mqiqrnb35tMd1i5eUxx\n", "6HI7Hp/G2aZuoLdovX++ud/nr3W6qG934vEN3pj8gpTee8Tn5yXy/OwcZt+4WCSEiL5RXyQLU2P5\n", "l89NYM2MTP5+UT6TM2L54WOFfGFaBk9PzyQ11kKc9dbpdfGN0959+/ZR2djJi29X8ufrT7HnfEvE\n", "z6W5yWQ0MCs3ge8tKuCpab0ZQqV6X0jyhU/lbKB+vlCN6tNt6C1I07Lj+z1L5oExFsYm2mju8pAa\n", "Y+b7i/I5eLmN3AQbD45NACAuPpFX9l/xn5r/6wc1JMWYyYq3MiZRrkYLMVLIvdsDqGnp5u+2nqeh\n", "001+sp3vL8on57bC5/b6+M6283xU2wGA2Wjg2RmZfFDVwg8fm0Ba3PB/0JkQI5Hcux2EDqeHUw2d\n", "NHW5uS8j7o6xcZWNXTR09t6edqGlhwstPXcUSYvJyNfm5PKTD2po7fHwxJQMNp5spK7dxfVuT78i\n", "6fb6ON3QxcXrPWQnWDEZDGQ4rGSHcUFGCBFdo7InWXHjarbLo7Gl8hoHLrbi9NzqJybcNh2a3Wyk\n", "x91/IHnFoSN0u7186cFs/mbheHaeu0Zdu4vxSTaSYvp/vrKxi6NX2zl6tZ2/3Xqe89e6+c6281xt\n", "0+8WONX7QpIvfCpnA/XzhWpUHkkere3g8UlpvLz/Mj4Nyj5p5F8/N4HpOb19yckZcXz94Vz2X2xj\n", "7tgENp1qZPOpJp6fM4acG0d/vqQx/I/NZ9EAi9HAPywuoN3ppSgtpt9R5PG6Dv52yzmcXo154xMp\n", "yU+iy+3lUquTunanHE0KobhRWSQfHp9IY6eLvqN2GjtvPW87wW5m2X3p3J8Zx1+/d94/+cV9GXF8\n", "YXomANe9Zm5+3O3T6Pb4WFiYfMe2So83+Kdb21fTypdmZpMUa8ZqMpBo1+8xEKqPVZN84VM5G6if\n", "L1Sj8nR7fLIdj6YRb+sd2mM3GxmffOcV6Q6nt9/sQD19TsnHJ9m4eZNGjMVIdvzAF2r63spoNRnI\n", "S40h3mrix58rIj9FroILobpReSTZ6fby20NXeXp6Jl6fRnKMhbxkO91uL1XXunnnZBMmI6yaks4T\n", "96dRdrKJ3EQ703McaJqGwWCgveYU/7ZiMo0dLnISbBSmxg64rcVFqXS7fdS2uXhwbALnGzt5enoW\n", "FrO+f59Uf/ax5AufytlA/XyhGpVFMtFu5s8fzKHN6eXD6ut8eVYOHU4vZ5o6+eWBWi7dmFPw4vUe\n", "/mLuGBJiLHh9Gu+eaiQvKYbEGDMul5Pi9Dj/4PK7yU2y8+yMTC63OnF6fEwoSNK9QAohBs+oGyfp\n", "dHvZUnmN/9h/BZvJwN8/WsD/qail0+3lv88fy3e3V+G60UNMsptZfl8qU7IctDk9uDwaeck2itId\n", "A353t9vLmaYuOp1e8lNi5KKMEAqScZL3UNXcTXO3m2dnZNLa7eZ3h69yvrn33uxtZ5r41oLxXLre\n", "g81sxG42kmg3seGTBsYmxfD+uWYmpMayZJKbBLsZq8lIYUoM1htHhn+saeVHu2sAKEyJ4R+WFJAu\n", "g8qFGNZG1XlfbWsPTV1uNp+6xobjDRSkxvov3lhMBiamOfinP1TzX0fqePNYPQ6biferrjN3bCIb\n", "jjfQ3O2h4nIbpxu6+Pney1y48eiHdmfvxZ2dZ29NfnG+uZvmLveAOaJB9bFqki98KmcD9fOFasQX\n", "yZYuF38418ybx+po7HLz20NX6XB5cXk1fnHgCs/OyCLBZiLDYaW2z8O+2pxeNK33lLuqpZvnZ+dw\n", "Yz5WHDYT2fFWfD6Nb713jp98cJFrnS7/ox0A0mMtJMkzuoUY9qL+W7xp0ya83t67VwoLC5k6daqu\n", "29t+toVfHawF4LFJKVhMt/4uWIwGNE1jycRUrGYDyX3GLSbazbT1eHj39DUAilJj+ExhMhNSY7jS\n", "5sSnacRZTSTFmPljTSuLi1L4TGESmQ4r13s83JcRS+YQPoJW9auLki98KmcD9fOFKupF0m638+ij\n", "j0ZlW5qmceRKm39517kWvvPZfH5zuBanx8dfzM3l14euMndc7+n09Jw4/nFJAc1dbpLsZv7Xvsv+\n", "z15uc/L1h3PZeqbZXziP13Xy1LQMXj1Sh9loIMFuYe54mftRiJEk6qfbXq+X0tJSNmzYwJEjR3Td\n", "lsHQOzPPE1MzyE2w8pcP52I2wd+UjOMHiwuwmY0UZ8SxtfIaJQVJTMuK5/CVNh4Yk8DVth6WFKX4\n", "v+sL0zK4dL2by30eOdrj8WE3G3lmeiaT0gceJzlUVO8LSb7wqZwN1M8XqqgfSS5dutT/esuWLbpu\n", "62R9B/+y+yJOj49vfHosnW4f/3W4jiUTU3nzWD11HS7GJFj56pwxNHd78Hp95CbauNzaQ05iDFk+\n", "jR8sLqCmpZuDl9vJdFhYPSWdUw2duLwan5+cxoKCJJJjLP1O44UQI8eQ/mZbLIHvXe77F6m8vDyk\n", "5WMnz/BvH17iWpebDpeXE/Wd/PpQLVfanCTYTSwsTCbLYeVKm4vz17r5+d5LWM1Gjtd2cPG6k+9u\n", "r+L7Oy/ww/er8Wm9z+jefrYFn6bx0qMF/KAknYcSOshw2LCYjCHn03s50v0n+dTNN3/+fKXyDLd8\n", "oYr6YPKamhrGjx8PwObNm1m2bNmA74t0MHmH08P/2HyW6pYeANZ8KpOtp6/xtbm5/HzfJVweH386\n", "M5tNp5pYMTmdXx64QnF6LFnxVpJiLGw80ej/ri/PyubXh64yKzeeuWMTyE2K4YEx8XfbtBBCYaEO\n", "Jo/6kWRNTQ3r1q1j3bp1TJo0SbftOGxmvlEyjpwEKykxZqZnx/OdR/J59aOrtDu9OL0avz18la/N\n", "GcPBS70Xd8Yl2fB4fYxJsPkfBuawmrgvI45/eayQxUUpxNnMTEqPveOvktvro+JSK//8hwtsOtnI\n", "9W4PQ0n1vpDkC5/K2UD9fKGKek+ypKQkatualB7Hz1ZMxOeDlFgLH19tx2LsPwQoxmwgyW5ixeQ0\n", "YswmchON2EwG/u6zeVzrcqMBCXYT+SmBL8ycv9bN97ZX4dNgd9V1EuxmFhTcOXWaEGJ4GbGjnZu7\n", "3Pg0jdRYCwZD73GhAQOPF6ey6VQTPR4fz88eQ4/Hx6r703l5/xVONXYBkJto409nZtPt9jFzTPyA\n", "BfL2sWDtTm+/+Snr2vWbdTwYqo9Vk3zhUzkbqJ8vVCPykuzphk7+8u1Knt9wmj9ebMV3o+1amGrH\n", "Zjbw6bwk/vzBbApS7MzLS6Y408F/m5VNrMVIjMXIsvvS+OX+K4xJtDEhLbihPeOS7Ey68d54m4mZ\n", "YxJ0+/8nhIieEVcku1xeflZ+icZON50uL/+0q5r6dhcAJ+q7+K/DdRyv7+B6t4eUPs+z/tSYBP7z\n", "ifv45epi5ubG8y+fm8DDeUmYbt6LeJvb+y6Z8Va+tyiff1texM+WTwy6uOpF9b6Q5AufytlA/Xyh\n", "GpGn233rmsEABqDH7eU3h2pp6HTT0OnmaG0Hn8pJYFyyyf/edEdkM/akO6wRf4cQQi0j7kgy1mri\n", "r+aPJSfBRnKMme8tyifOasRkMJDV5xELDqsJq3ngo8RgqN53kXyRUTmfytlA/XyhGpFHkpPS4/j3\n", "FUV0urx8cOE6r+y/wsKCZP50ZjZxVhPNXW7+5IFssoZwAgohxPAw4o4kb0q0W6hpcfLrg1e53Ork\n", "9x/VUd/u4hsl4/nBkkLuywj82IV7Ub3vIvkio3I+lbOB+vlCNWKLJICrz9MNAVze3mWjIfzTbCHE\n", "6DKin3FT1+7kx3tq+KSukxnZDr5RMm5I53gUQgw9ecZNH1nxNr7/SD7tTi8JdjMJMlO4ECJEI/p0\n", "GyAxxkJukn3QC6TqfRfJFxmV86mcDdTPF6oRXySFECISI7onKYQQt1N+qjQhhBhOpEiGSfW+i+SL\n", "jMr5VM4G6ucLlRRJIYQIQHqSQohRRXqSQggxiKRIhkn1vovki4zK+VTOBurnC5UUSSGECEB6kkKI\n", "UUV6kkIIMYikSIZJ9b6L5IuMyvlUzgbq5wuVFEkhhAhAepJCiFFFepJCCDGIpEiGSfW+i+SLjMr5\n", "VM4G6ucLVdSn6q6rq2PXrl2YTCYWLFhAdnZ2tCMIIUTQot6TfOedd1ixYgUAGzduZOXKlQO+T3qS\n", "Qgg9KN+TjI2N9b+2Wq3R3rwQQoQk6kWy74GrxWKJ9uYHjep9F8kXGZXzqZwN1M8Xqqifbm/dupWl\n", "S5cCsHPnThYtWjTg+w4fPsz169ejGU0IMQokJSUxc+bMoN8f9Qs33d3dQO8R5c3XAwnl/4QQQugl\n", "6keStbW17NmzB03TWLRoERkZGdHcvBBChETZO26EEEIFMphcCCECkCIphBABSJEcIXw+H16vd6hj\n", "3JXq+YS4m6hf3b4X1W9b3LRpk/+XvbCwkKlTpw5xot5hVVVVVaxcuZKcnBxArf04UD7V9uOJEyeo\n", "rKzE5/Mxd+5ccnNzldmHA2VTaf/t27eP+vp6AMaNG8fMmTOV2Xd3yxfS/tMU8/bbb/tfl5WVDWGS\n", "gW3fvn2oIwzoxIkT2pUrV/zLqu3H2/Opth/37Nnjf/3uu+9qmqbOPhwom2r776Zt27ZpmqbOvrvd\n", "zXyh7D/ljiRVv23R6/VSWlqKpmnk5+cre3+57MfQlJSU3LFOlX04UDbV9l91dTUbNmxg1apVgDr7\n", "7qbb84Wy/5Qrkprity3evFsIYMuWLUOYJDDZj+HZsWMHs2fPBtTbh32zqbb/8vLyePHFF3n77bcp\n", "KChQbt/dni+U/afchZu+zX2DwTCESe5NhX/5dyP7MXR79uyhqKiItLQ0QK19eHu2vlTZf3a7nfj4\n", "eECtfXdT33x93Wv/KVckg71tcajU1NT4X/f09AxhksBkP4bmww8/JDMzk7y8PP86VfbhQNlU2n/N\n", "zc3+1zePIFXZdzBwvlD2n3Kn23PmzGHt2rX+2xZVU1NTQ0VFBQAzZswY4jS9du7cSVVVFXa7nby8\n", "PEpKSpTajwPlU2k/NjQ0sHfvXoqLizl9+jTt7e188YtfVGIf3i2bSvtv7969OJ1OAGbNmgWo9Xs8\n", "UL5Q9p/cliiEEAEod7othBAqkSIphBABSJEUQogApEgKIUQAUiSFECIAKZJCCBGAFEkhhAhAiuQw\n", "9tJLLw3ad7311lts3LiRjRs38vbbb9PW1tbv55s3bx7wcx6Ph3feeYeNGzeybt06zpw5E9b2Dx8+\n", "zC9+8YuwPjuS3W2/327btm1s2LBB5zSjk3J33IjgPf/884P2XQaDgZUrV97153e7tezgwYOUlJSQ\n", "lJQEwGuvvcbEiRND3v7MmTP73SomegV7S9+SJUsoLS3VOc3oJEVyGKqrq2P//v2cP3+eb3zjG/71\n", "XV1dlJaW4nA4MJlMVFZW8s1vftP/8+3bt9PR0YHJZMLtdrN8+XJsNhsANpuNDRs2YDKZ6OrqYtmy\n", "ZSQkJODxeNiyZQunT59m48aNABQVFXH//fcD8NBDD/XLFspkBjt37qS5uRmz2YzJZMLn8/l/VllZ\n", "ydGjR4mJiaGnp4dZs2ZRUFDA1atX+e1vf0tRURGrV6+mvr6eN954g/T0dJ555hnM5rv/J71161Yq\n", "KytJTk4mISGBrq4upk2bxpQpUwJuE3qn2tq+fTvTpk2juroaq9VKRkYG8+fPB3pvfWtsbMRkMvlv\n", "gXvyySfvuQ+qq6vZu3cvDocDo9FIU1MTX/rSlwD44IMP+u335ORkFixYAPQewZeVlWE0GtE0TbnJ\n", "qUeUQZjHUgyRt956q99yVVWVf1JRTdO06upq/+u9e/dqlZWV/uX29nZtw4YNA36v0+m842e3b2sg\n", "77zzjlZTUxNU9hMnTmh//OMf/cuNjY3aj370I03TNK2zs1N79dVX+71/3bp1msvl0jRN0+rr67Wd\n", "O3f6f7Z27dqgtqlpmvatb31L83q9/uU333xT6+rquuc2b2b++c9/rjmdzn7vq6ys1A4cOOBf9vl8\n", "2t69e4PK8+677/bbZ33/nWna3ff7pk2btMbGRv/ygQMHtHXr1gW1TREaOZIcQfLz8/F6vWzbts0/\n", "VdX48eMBuHLlCvPmzfO/1+Fw3PV7Qp0k1ePxUFpaSklJCVlZWUF95uzZsyxZssS/nJaWRm5uLgD1\n", "9fW0tbX5j6Cgd6aWlpYWMjIyyMjIoLGxEeg9qg7lKGrq1KkYjbda8RMnTqS2thaj0Rhwmzd99rOf\n", "vWP/nDlzhkcffdS/bDAY+u3rQD73uc9x8OBBTp48icfjISMjw//vLJCOjo5+06bNmDGDixcvBrVN\n", "ERopkiPIsWPHmD59OhMmTAB6n+1RU1PD+PHjyc3N5cyZM/5+YUdHh/9zPp+PCxcuUFhYCMD169ex\n", "2+1BbbOzs5PS0lKWL1/u70sGo6ioiKNHjzJ37lwAGhsbuXTpEgC5ublkZmb265H2PRWH3h7moUOH\n", "uHTpEsuXLw96u5988gk+n89fKM+dO8eyZcswmUz33KamaQO2EwoKCjh+/Lh/hhmg374O5KOPPuLB\n", "Bx/0L7/++uv+iXUDiYuLo6mpyV8ojxw50m+iWzF4ZBagYWj37t1cv36d48eP+4+Mli5dyubNm/sd\n", "JQGsWLHCv+5mT9JoNOJ2u1mxYoW/J7l7927q6+ux2Wy43W5WrVrVr7/3wQcf0NzcjNFoxOPxMG/e\n", "PLKysvj3f/93srOz/UdXt/dJA9mxYwctLS3Y7XZ6enpoaGhg7ty5zJo1i0uXLnHw4EF/ho6ODpYv\n", "X95v0tRf/epXZGVl8fjjjwe97375y1/icDiw2+243W6mT59OcXExQMBtVlRUcPToUQAyMjIYM2ZM\n", "v+L2/vvv99s/kyZNYtq0affM88orr5CdnY2mafh8vn59TugttseOHcNms/kfNTBt2jQ8Hg/r16/H\n", "YrFgNBpxOBwcPHiQ5557rt+8kyJyUiTFqLJu3TqeeuqpoY4hhhEZJylGja1bt3L69Gnee++9oY4i\n", "hhE5khS6qK6u9p+e3i4vL0+X2bSHYpuBdHR0sGvXrgF7hQ6HY8hn7BbBkSIphBAByOm2EEIEIEVS\n", "CCECkCIphBABSJEUQogA/i9E33nTx+6z7AAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.462588\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8VOd97/HPbJrRaLTvC1pAErINmBgMGNvg2NjIMWDh\n", "OE1i1zfNdtMkt0nbJDductPUfd0mThOnNze3jZM0TVI3wTGbMBgwSwxYYAyYgDEyq5BYta+jGc16\n", "7h8ygwTSMItm9Aj93q9X8tIZZuZ8fWx+Oud3nvM8Ok3TNIQQQoxIP94BhBBCZVIkhRAiCCmSQggR\n", "hBRJIYQIQoqkEEIEIUVSCCGCMMbyy/ft20dLSwsAxcXFzJkzh+bmZnbu3InBYGDx4sXk5+fHMoIQ\n", "QkQlpkVy4cKFgZ+3bdsGwIEDB3j66acBqK2tpaamJpYRhBAiKjG/3G5sbOSFF16gvLwcAKvVGviz\n", "hISEWO9eCCGiEvMiWVpaype//GUOHjwIwNAHfEwmU6x3L4QQUYnp5fZVFouF5ORkAHw+X+B1nU43\n", "6me2bduGwWCIeTYhxOSSlpbGnDlzQn5/TItkZ2cnGRkZwLUzSKfTGdi++vNIDAYDd911VyzjCSEm\n", "ocOHD4f1/phebu/du5c1a9awZs0a7rjjDgDmz5/PqlWrWLVqFfPnz4/l7mOqrq5uvCMEJfmio3I+\n", "lbOB+vnCFdMzyeXLl9/wWkFBAZ/85CdjuVshhBgzOlWnStu5c6dcbgshxtzhw4d56KGHQn6/PHEj\n", "hBBBSJGMkOp9F8kXHZXzqZwN1M8XLimSQggRhPQkhRCTivQkhRBiDEmRjJDqfRfJFx2V86mcDdTP\n", "Fy4pkkIIEYT0JIUQk4r0JIUQYgxJkYyQ6n0XyRcdlfOpnA3UzxcuKZJCCBGE9CSFEJOK9CSFEGIM\n", "SZGMkOp9F8kXHZXzqZwN1M8XLimSQggRhPQkhRCTSrg9ybgsBCbC09LnwufXyLYlYDLIyb4Q40n+\n", "BkYoVn2Xd6/08YV1J/jMmvfZ1dCNx+eP6HtU7wtJvsipnA3UzxcuKZIKcbh9/OtbF3F4/Pg1eGFP\n", "E239nvGOJcSkJkUyQvfdd9+Yf6deB1bTtbXGEwx69KMvTR5ULPKNJckXOZWzgfr5wiVFUiEWk4G/\n", "uncKt+dYKU6z8I+PTCUv2TzesYSY1KRIRihWfZepGYl8/9Fy/s/yCmYXJEf8Par3hSRf5FTOBurn\n", "C5fc3VZQ4pBLbiHE+JJxkkKISUWe3RZCiDEkRTJCqvddJF90VM6ncjZQP1+4pEgKIUQQ0pMUQkwq\n", "0pMUQogxJEUyQqr3XSRfdFTOp3I2UD9fuKRICiFEENKTFCICl3tddDu9ZCUZybHJo6MTicwnKUSM\n", "net08ndbztDp9FKSZua5h6dSkGoZ71giRuRyO0Kq910kX3SC5TvR5qDT6QWgqdtFY9dAvGIBE/vY\n", "TURSJIUIU0bi8AuwZLM8a38rk56kEGHqdXnZe66bQxf7eGBaGndPScFilEI5UUhPUogYSzEbebQq\n", "i0erssY7iogDudyOkOp9F8kXHZXzqZwN1M8XrpieSR4/fpyTJ0/i9/tZsGABRUVFbNy4EZ/PB8C0\n", "adOYOXNmLCMIIURUYlokOzo6eOKJJwDYvHkzRUVFWCwWHn744VjuNi5UX8dD8kVH5XwqZwP184Ur\n", "pkVy0aJFN7zm8/lYt24dmqZRVlYmN2eEEEqLS09y+/btzJs3D4Dq6mqeeOIJPvrRj9LS0hKP3ceE\n", "6n0XyRcdlfOpnA3UzxeumBfJ3bt3U1FRQVbWjXcCTSZT0M8OPdh1dXVKbR87dkypPJJvcuWT7ei2\n", "wxHTcZJvvvkm2dnZVFVVBV5ramqipKQEgE2bNrFs2bIRPyvjJIUQsaDMOMnW1lb27t1LVVUVJ06c\n", "oK+vj2eeeYampiYOHDgAwOzZs2O1eyGEGBMxK5I5OTk8++yzN7w+0s2ciaiurk7pu3iSLzoq51M5\n", "G6ifL1wymFwIIYKQZ7eFEJOKrHEjhBBjSIpkhCIdThAvki86KudTORuony9cUiSFECII6UkKISYV\n", "6UkKIcQYkiIZIdX7LpIvOirnUzkbqJ8vXFIkhRAiCOlJCiEmFelJCiGU1+nw0GZ34/MreY42jBTJ\n", "CKned5F80VE5n8rZ4Ob5Trb281cbTvL5te+zr6lH+UIpRVIIETcDHh8/3XeRtn4PDo+f7/3xHC12\n", "93jHCkqKZIRUn+VE8kVH5XwqZ4Pg+XSAQXdtW6/TjfpeVUiRFELEjdlk4K/unUJxqpmMRCPfWVJG\n", "XnLCeMcKSopkhCZ6X2i8Sb7IqZwNbp6vPMvKj5dX8m8rq5g/JUX5s8mYrpYohBAjSbFMnNIj4yQV\n", "5/T46HZ6sZj0pCcGXzhNCHFzyqxxI6Jnd3l55d1W/nC0hcJUM99dUkZJeuJ4xxJiUpGeZITi0Rdq\n", "7Brg5aMtaMDFHhfbT3eG/NmJ3rcabyrnUzkbqJ8vXFIkFWbUD29oW4zyr0uIeJOepMJcXh87z3Sx\n", "6kgL0zIT+e/zCylIMY93LCEmNOlJ3kLMRgNLKzO5tyQVs1GPxWQY70hCTDpy/RahePVdDHodqYmm\n", "sAuk6n0hyRc5lbOB+vnCJUVSCCGCkJ6kEGJSict8kna7PZKPCSHEhBO0SNbX14/4v9///vfxyqcs\n", "1fsuki86KudTORuony9cQYvkvn370Ov1nDt3jrfffhu3283+/fvJyMiIVz4hhBhXQXuSdrsdm83G\n", "yy+/zCc+8YnA63/4wx/4+Mc/HtNg0pMUQsTCmPYkbTYbAAkJw+d7u35bCCFuVSHduHE4HPj9fgB8\n", "Ph99fX0xDTURqN53kXzRUTmfytlA/XzhCumJm0cffZT/+q//IiEhAZfLxWOPPRbrXEIIoQQZJymE\n", "mFTiMk6yubk5ko8JIcSEE1KRPH78+LDtffv2xSTMRKJ630XyRUflfCpnA/XzhSukInn69Olh20aj\n", "TB4khJgcIrrcvnqnezKbyGsfq0DyRU7lbKB+vnAFPSXctGkTTqeTEydO4PF4Aq/n5uaG9OXHjx/n\n", "5MmT+P1+FixYQFFREc3NzezcuRODwcDixYvJz8+P7p8gDJqmcbbDSXu/h7yUBEplvRghxE0ELZLL\n", "li0DYOPGjSxfvjzsL+/o6OCJJ54AYPPmzRQVFXHgwAGefvppAGpra6mpqQn7eyN1ss3B1147jcen\n", "kWw28MJjFZRmRFYo6+rqlP6NKfmio3I+lbOB+vnCFdLl9qOPPhrRly9atOiG16xWa+DneD+5c7bD\n", "icc3OOKpz+XjUq8rrvsXQkw8IRXJaG/UbN++nXnz5gGDl7xXmUzxXUe6MPXa+jAGHWQlRb5/1X9T\n", "Sr7oqJxP5Wygfr5whVT9Nm/ezMyZM/H5fOzbt4958+ZRXl4e0g52795NRUUFWVlZwOBjjVfpdLrR\n", "PgYMP22/Oqwgmm2z1cYPHi2nqXuAAouPnnP1kH33mH2/bMu2bE+M7XCE9MRNbW0tK1as4NVXX6Wm\n", "poZXXnmFP/uzP7vpl7/55ptkZ2dTVVUVeG39+vWsXLkSTdPYtGnTqL1O1Z+4Ub3vIvmio3I+lbOB\n", "+vlislqiXq9Hr9djsVgAMJtvvqxpa2sre/fupaqqihMnTtDX18czzzzD/PnzWbVqFZqmsWTJkpCD\n", "CiHEeAipSLrdbux2e6BIhvK4d05ODs8+++wNrxcUFPDJT34yzJjqUfk3JUi+aKmcT+VsoH6+cIV0\n", "46agoIDa2loWLFjAe++9R0NDQ6xzxVyfy8vJtn4au5z41ZzjQwihgJCK5MKFC/nzP/9zLBYLVVVV\n", "fOlLX4p1rpjqc3n5z8NX+KsNp/jS+pMcvhT+/JiqP58q+aKjcj6Vs4H6+cIV9mOJRqMxcNkNcOTI\n", "kTENFA9tdg8bjrcD4PVr/O5PzXh88qilEOJGET27PVRjY+MYxIgvi1GH1XTtH70kzYJRH3w40vVU\n", "77tIvuionE/lbKB+vnBNyul8ClItfP/Rcla/20Jespnlt2XddMymEGJyivpMcqK6LSeJv18ylf8+\n", "v5D8lJsPabqe6n0XyRcdlfOpnA3UzxeuSVskhRAiFJPychvA4/PzXks/x5vtVOUkMSMvCYvREPLn\n", "Ve+7SL7oqJxP5Wygfr5wTdoieardwbObz3B1hOQ/f6Sc2QXJ45pJCKGeqC+3Z8+ePRY54q7D4WHo\n", "EPL2fs+o7x2J6n0XyRcdlfOpnA3UzxeukIrk3r17OXHiBABnzpwZtlpiaWlpTILFWnGqhVTL4Im0\n", "1aSnNN1yk08IISajkGYBWrVqFY888giZmZn4/X7Wrl3Lxz72sZgGi8csQOe7B2i1u8lKMslSDkJM\n", "EjGZBSgpKYnMzExgcEYggyH0GxwqK06zUJwmZ5BCiNFF1JPU62XkkOp9F8kXHZXzqZwN1M8XrpCq\n", "nU6no7OzE4DOzs5hs4sLIcStLKSepM/nY/v27YE5Jaurq6Ne9+ZmxqIn6fH5Od89gE+DKSlmEhNu\n", "jTaBECJyMelJGgwGqqurIw41HjRNo66xh+ffaEQDPnt3AY/fkRXWgHEhhAjpcvv06dOxzjHmegd8\n", "/Prg5cBYyF8fukyXwztm369630XyRUflfCpnA/XzhSukInn06NFh2+fOnYtJmLFkNuqGLSGbZTVh\n", "NspMP0KI8IS8xs1QR48epaysLCaBxorFZODL9xSx7ngb/W4vfzYrlwxrwph9v+rPp0q+6KicT+Vs\n", "oH6+cIVUJBcuXMjrr7/O0qVLY51nTBWlWfjKvVPGO4YQYgIL6XL7pZdeore3l9WrV7N69WqOHTsW\n", "61zKU73vIvmio3I+lbOB+vnCFdKZ5KOPPsrcuXMD25s3b45ZICGEUElI4yTHQzye3RZCTD7hjpOU\n", "5wuFECKIkIpkb28va9as4be//S1er5f169fHOpfyVO+7SL7oqJxP5Wygfr5whVQkt27dyuOPP05q\n", "amrMH0cUQgiVhFQkLRYLJpMpsH2rTJUWDdXHgkm+6KicT+VsoH6+cIVUJK8fTO73+2MSRgghVBNS\n", "kczJyaGurg6v18v+/fspLi6OdS7lqd53kXzRUTmfytlA/XzhCqlILlq0iIyMDCwWC3l5eTI0Rwgx\n", "acg4SSHEpBKT+STb29vZsmULiYmJuN1uqqurycjIiDikEEJMFCEPAXr66ad58skn+fjHP862bdti\n", "nUt5qvddJF90VM6ncjZQP1+4QiqSVqs1sPiXwWDAYpEVBoUQk0NIRXJgYGDYtsPhAODAgQNjn2iC\n", "UH0smOSLjsr5VM4G6ucLV0hF0u/386tf/YrDhw/z61//GovFQn19PUeOHIl1PiGEGFchFUmHw8E9\n", "99yDxWJh/vz5VFVVoehN8bhRve8i+aKjcj6Vs4H6+cIV0t3tp556CpvNdsPrxcXFXLx4kaKiohE/\n", "5/f70TRNHmMUQkxYUY+TrK2tpaam5obXt27dSkNDAzU1NRQUFACwceNGfD4fANOmTWPmzJmjfq+M\n", "kxRCxEJMxklGorq6mvr6+mGvWSwWHn744VjtUgghxlxcJ931+XysW7eOtWvXcvjw4Xjuesyp3neR\n", "fNFROZ/K2UD9fOGK6+SQ1dXVgZ+3bNkSz10LIURExm35hqHzU45m6G+kuro6pbYln+Qbr+377rtP\n", "qTwTLV+4YnbjBqC+vp60tLTAjZumpiZKSkoA2LRpE8uWLRv1e+XGjRAiFuK+ENhow3927NhBXV0d\n", "O3bsYM+ePcBgkby6dvf06dOj3fW4Gu23ktPjo8fpGfdxpJH+1owXyRc5lbOB+vnCFVJP8s033+T+\n", "++8f8c+Grsc91JIlS254bdGiRWFEi49OhweADOvNL/9v5kL3AD/dd4HmXjefnVfAwpJUTAZZkFKI\n", "iSyky+3nnnuOGTNmcP/995OTkxOPXHG53D7WbOd7f2xEQ+PZB0qZXZAc1fe9sKeJ1091AqDXwc9W\n", "VlGWkTgWUYUQYyQml9srV65kxYoV1NfX88orr9ww/nEi6nR4eP6NRjocHjodXr7/RiMdDvfNPxiE\n", "w3Nt7R+/Bj7/5H50U4hbQUhFctasWZhMJh544AGWLl3Khg0bYp0rLoaeQ2uB/wvNSH2XT87OJctq\n", "Qq+DL8wvoDDVHHXGSKneF5J8kVM5G6ifL1wh9STr6uooLS1l37592Gw2vvKVr8Q6V8xlWE08++FS\n", "vvfGOTQN/u7DpWQmJUT1neWZVv5fTSUur0aG1YTZKP1IISa6kHuSH/7wh7n33nvjNllFvIYAdTrc\n", "aBpRF0ghxMQQk2e3V65cyaxZsyIOpbIMqxRHER5N03D7/JiNMrvVZBByT1IMp3rfRfJFZ7R8rXY3\n", "L+6/yNdfO8MbZztxe/0jvi+WJuqxm6hCKpK9vb2sWbOG3/72t3i9XtavXx/rXEIo6a2mHtYfb+dk\n", "m4Pn32iiodM53pFEjIW8WuLjjz9OamoqRmNc58RQlurreEi+6IyWr9PpCfysAQPjcCY5UY/dRBVS\n", "kbRYLMMmpJCZxsVktbgsjYzEwROFD09NoyRNVg691YVUJN3u4YOs/f74//ZUjep9F8kXndHyTc20\n", "8pPHp/PzJ6r48sIi0sfgcdZwTdRjN1GFdO2ck5NDXV0dXq+X/fv3U1xcHOtcQigr1yYjIiaTkKdK\n", "q6+vp6GhgRkzZlBaWhrjWDJVmhAiNmK2xs3tt9/O7bffDgyfF3Ii8/o1GjqdONw+pqSaZUC5EOIG\n", "QYvk2rVr0el0wLU+pKZpnD59mm9961uxTxdj71zs5bvbG/BrMH9KCn+7qJj0xNB6THV1dUrfxZN8\n", "0VE5n8rZQP184QpaJG02G0uXLmXv3r2YTCZmz57N4cOHSUtLi1e+mNE0jdrjbVydqOftC7202T0h\n", "F0khxOQQ9O720qVLAbhy5Qrz5s0jISGBBQsWYLfb4xIulnQ6HXfkJgW2k80GkhJCn5BC9d+Uki86\n", "KudTORuony9cIfUkr15yX3WrDAGqnp5JaqKR5l43D0xLozBVxrwJIYYL6dTJ7/fT3t4OQHt7Ox6P\n", "5yafmBiykhJYfls2n59fSEVW0s0/MITqY8EkX3RUzqdyNlA/X7hCngVo69at2O12kpKSePLJJ2Od\n", "a9x5/RpHL/fxxtkubs9N4t6SVFKlXynEpBP1krIXL14cdcXEaIz3OMmTbf189dVTgRs7336wlMVT\n", "08ctjxBibMR9SdlDhw5F+xVK6nP5GLpEzeVe1/iFEUKMG1lfYBRTUs2UZw6udGg16ZlTOHwlRdX7\n", "LpIvOirnUzkbqJ8vXDLv2Shyk838w8NTabW7STEbKU6XO99CTEZSJIPIsSWQM8pkBqqPBZN80VE5\n", "n8rZQP184ZLLbSGECEKK5BBNXU5+sKuR7//xHOeum5a/uc/F6XYHrfbBuTVV77tIvuionE/lbKB+\n", "vnBFfbkdi+E/48Hu8vKj3U2cbB8sjmc7nfzosQrSEk2caXdwrNlOhtXEmmMt5CQl8KGM3Ij2c6ln\n", "ALvbR3ZSAhnjMGGrECI8URfJuXPnjkWOcefy+WmxX3uSqKXPjdun0Wp388M9TZzrHEAHfG5eAb/7\n", "UzNl904Jex9n2h18c8sZ+lw+7ipI5uuLismK0QSuqveFJF/kVM4G6ucLl1xufyDNYuLz8wq4+pT6\n", "FxYUkp5opL3fzbnOAWBw4af3mvspTDHTM+ANex9vNnbT5/IBcPhyHxd6ZOylEKoLeia5a9cu5s6d\n", "yy9/+csbJtn1eDxUVFTcMrOHG/Q6HpiazrTMRDSgMNWMyaAn1WIkxWyg94PiVpZhocPhoszqC3sf\n", "pWkWvrigkH63j6QEAynm2P2OUn1OP8kXOZWzgfr5whXS5XZZWRk1NTU3vL5mzZpbpkgCmIx6pmZa\n", "h71WmGrhnz9SzrvN/WRajRQkm3msKotTRw/C1Pywvj8t0cTzu5rQAItRz4+XVYxheiFELAQtkg88\n", "8EDwD0+CNbg9Pj8un0ZBSgJFqRYKUswAZN97b9jfdbFngKtPOg54/bT1uynPsgb9TKRU/00u+SKn\n", "cjZQP1+4Qqpy6ekjT+xwK8xQfpXPr2HQ6254/egVO9/eehaNwUcV/35JGSXpiRHtoywjEb0O/Bok\n", "mvSy6p4QE0BITbHFixeP+PrNzjQnApfXxx/PdPLNzWd4+UgzXc7hc2W+ea47cPZ3ocfFu1fs9A54\n", "IxoLVpWTxI+XVfKtB0t54bGKGy7tx5LqY9UkX+RUzgbq5wvXLX+93NHv4dClXtrsbu4pSWXadYXp\n", "TLuT53c1AfBus50paYOX1M19bnJtJmbkJrHlZAcASQkGega8dDgim3TYqNdxe24StxPeBL9CiPET\n", "tEh6vV52796N1WplwYIFbN++HYfDwSOPPILVGruzoLH0+qkOfvPOFQA21LfzkxWVgb4igN0z/C61\n", "Qa/ja5tOY3f7SDDo+L8rKvmb+6dwsdtFts3Ea+938HBlpvJ9F8kXHZXzqZwN1M8XrqCX2+vWrePO\n", "O+8kKyuLH/zgB9xxxx1UV1ezcePGkL7c7/fj84U/VGasaJrGu1f6Ats9A17sruF5ytIszPxgQbBs\n", "qwmH24fdPfget0/jTIeTuYUpFKWZ6R3w8a0HS6WXKMQkErRIms1msrKyqKiooLCwkMLCQiwWCxbL\n", "zacN27p1Ky+++CItLS2B15qbm/nd737Hyy+/zJUrV6JPfxM6nY7lt2cHBojPKUwmO2n4o4A5yWa+\n", "/VAZ/1YznR8vr6AgxczQ+zd5yWaybQk8Oj2L/zYnn7KMwZs2wfouDrePfY3d/PLtSxy+1IvHF/+F\n", "01TvC0m+yKmcDdTPF66gl9tOpxNN03A6nZw5cwaXy4XZbMbluvmTItXV1dTX1w977cCBAzz99NMA\n", "1NbWjjj2cqzNm5LCT1ZU0u/2UZJuIX2E56UzrKbAc9RZSQm88FgFpzuclKZbmJ4dfluhvrWff9hx\n", "DoC177XyL8sruS1H+pBCTERBi+SDDz7IK6+8gsFg4Ktf/Spr164FYOHChRHtbGgfMyEhPpesJoOe\n", "sgwLfS4fSSbDTd9v0Ou4I8/GHXm2oO+bO/8eDl3s5VSbgxl5Sdyea8P4wSno1ZmCYHC4z/V3zONB\n", "9b6Q5IucytlA/XzhClokc3Jy+PjHPx7Yfuqpp6La2dA1x0ym+MyA0+308PLRFrad6mRuUTKfm1dA\n", "js086vtb7W7OdjgwGw1UZiViM498iN5vc/CtrWcB0OsYdrZYkWXFatLj8PjJspookvW8hZiw4joE\n", "aOhNHJ3uxoHb1xv6DOjVPke42+aSmax7rw2AXQ3d3FOSSo7NPOL7kzJyeKVJzzuXBm/2fPpDWXzi\n", "riJ0Ot0N7z9zuSOQ06/BhbZuOk79ifvuu4+KLCt/f28mfR4oL8iiMNUScf5It3/2s58xc+bMuO1P\n", "8sVve2jPT4U8Ey1fuEJaUlbTNM6ePYvbPXgZefDgQT71qU/d9Mvr6+tJS0ujoKAAgPXr17Ny5Uo0\n", "TWPTpk0sX7581M+O1ZKyb5/v4TvbGgLb33yghIfKM0Z87/muAT639v3AdlmGhR8vqyQp4cbL9Hca\n", "mnluTwsDXj9pFiM/fKw84idxYkH1SQYkX+RUzgbq5wt3SdmQziTXr19PWVkZiYmDRUCvv/mDOjt2\n", "7KChoQGLxUJpaSmLFi1i/vz5rFq1Ck3TWLJkScgho1GZZeWx2zLZcaqTDxUmMyN39BsoNrOBqRmJ\n", "NHwwK/n8Kakkmkb+Z50zNY+fpKXS3u8h15ag3EJhKv9HCpIvGipnA/XzhSukM8mNGzcGPeuLhbE6\n", "kwRwenwf3LjRkzRKj/Gqiz0D1Lf0Y9TrSEs0kmox3vCUjhBi4gr3TDKkZ7f7+vqGbbe2toaXapwl\n", "mgzk2BKCFsiOfjddDg9FqRYKU838aM95nt1ylr/ZeJqzHY4b3q/6WDDJFx2V86mcDdTPF66QLrfP\n", "nTvHiy++SGZmJgAnTpzgO9/5TkyDxYumabxzqY9/3tWEyaDjWw+Wcqbdgdc/eII94PVzscfFtEwr\n", "rXY3p9sdGPU6Moor6Ha6sbv9eHwaeckJJIYwxGgor1+jvsXOO5f6qMq2Mis/ecT+pxBi/IRUJB95\n", "5BHuvvvuwPauXbtilSfu2vo9/O+d53B4Bp+KeWHPeT41Jx8dg8s1mPQ60hON9A14+X/7LrL/fA8A\n", "y27LZJbHzo/2nMft0/jM3HwevyM7rEJ5tsPB/9x8hg/qMd+rnsbcopQx+edSvS8k+SKncjZQP1+4\n", "QiqSQwsk3BpTpAXj8/v54j2F9Ll8pCcayU9OoNflCxRIgEMX+0g1G3H7Bivcfxy6wj0lqWHd4e5y\n", "eAMFEuByr6x5I4RqIlpkpbm5eaxzjJscWwJ/e38xaYlGspNMrLwjm3SrCZNehw4dM3JtZNvMJJsN\n", "zMq/9hTO7HwbjiEzCFlNehIMox/ObqeH3usWDytKNZP1weOQlVlWZt3kKZ9wqN4XknyRUzkbqJ8v\n", "XBENJt+/f39cnruOl4IUMw9OS8fj03jp8BX+qbqcx24bvOz1+TXOdw/g92v8zX1TONk22K880+Gg\n", "JC2RxVPT6HR4+PTcAvJTRn6S58jlPl7Ycx6TQcc3HyhhevbgMKSiNAs/fKycLqeXHWc6WfteK0/M\n", "yAlMoiGEGH9BhwC1tbWRnp5OV1fXsNe3bdsWmKgiVsZyCNDN+LXBKdFa+lzkJZspz0wMPBG0/3wP\n", "/7jjHF6/xpfvKeLR6ZkY9Dq6BzyYDXqsCQb8fg3jKGeRbXY3393egMmg41znADm2BP5leQXJH9xp\n", "73d5+e72Bt5t7gcGl4j40bIK0hPj89imEJPNmA4mX716NR/72Md46aWXhhWsodOf3Qr0Oh2VWVYq\n", "r1uUq2/Ay68OXOIbi0ow6Acnv+jod5OfaiHTem2CDr1h9Ecs7W4fVdlWWuwePnt3AW+c7WDoryWX\n", "T+PikPW3m/vcuL3xn1pNCDGyoD3JL33pS2RnZ1NeXs4DDzwQ+N/UqVPjlW9cmQw6PjevkFVHm/nf\n", "f2zkpcPNtH2wdEOofZc9DV1sOtHBwYu9/PLAJT57dyEplmu/m1ItRj49tyCw/Zm788fkLFL1vpDk\n", "i5zK2UChXP7uAAAYEklEQVT9fOEKqSdZXV09bLu8vDwmYcaD3TW4Zs3VAedDWUwGupweGrsGAGjo\n", "dNLQ6WRWfvKw9/n8Go1dTpweP0WpZtKGFLnG7oHAz26fdsPNHYNex4enpTMtMxG/pjElzUKCMaL7\n", "aUKIGAipSF4/92NlZWVMwsRb74CHlw43s6G+nTSLke9VTyM/OYE+t4+WPjeHL/cx9bqbKKkWI3sa\n", "uqiYdW1Y1KGLvXx3ewN+DR4qT+cvFxSSahkslE/MyOHQhV5cPo0l5RnkjXBzJ8GoD6y/faXXxaoj\n", "LbT1u1l5Rw6VEUz6C+qPVZN8kVM5G6ifL1wR3d3eunUrK1asGOssceVw+zjbMcCG+nYAuge8nO8e\n", "4N8PXOJ0h5Ml5Rlc6Bmg1e7mL+bk89b5HuZNSWHX2W7eOt9DZVYi//jwNFITjaw51hoY77jzTBcf\n", "nZETKJIz82z8a00VTq+PvGQzqZbRD7lf0/j9kWZeP9UJwIELvfxrzXTykkef/1IIEVsRXdf5/RP3\n", "xoLH56fN7uLf3rrAqfb+wHo2aYlGmroHOHzZTp/Lx/rjbczMs7HzTBdWk54FU1I42+HkrQ8GlJ9q\n", "d9I94MWg11ExZAIMW4LhhpmDitMtTM9OClogr2Y713nt8rzP5WPAE9mxVr0vJPkip3I2UD9fuIL+\n", "rX3hhRcoLi6+4fUTJ05MyHGSTV0D/OLARbodXh6pzGRPQyefubuAXWe7mJmXhOm6u9QakGI24PFr\n", "bD/TyeKyNPYNLtHN1AwzqYmDjyDWzMgi1WKguc9NdVUmhRHORG42Gnj6Q3k8t2Pw0r3mjmyyZWVG\n", "IcZV0CI5bdq0EYthbW1tzALFisfn5xcHLnLwwuCMRhcOXuajM3NYe6yVbz9Yyh25Nq70uTh0oY+G\n", "TifLbsviQ/k2Ui1Gfvn2JR4qz8Bk0PO5eQXogLsKkwPDgPwapFtNZCYlkJ4Y3WTv86ak8G8103H7\n", "NApTzRFPeKF6X0jyRU7lbKB+vnAF/Rt9zz33jPh6WlpaTMLEks+v0e289ljggNdPgkHHwpJUClMt\n", "GPQ6UsxGZuQlMTPPxpErfZxud/C3903hr+8rxuv388+7zwc+/z8XlzAt00qfy8v/3XuBQxcHi+/i\n", "sjT+ckEhmUmRnQEa9DqmyvyVQigjaE8yNzd3xNcn4gQXFpOBL8wvxPLB8JovLijkofJ0vjC/kMwP\n", "np8e8PqpPd7GH95t4WSbg8auATx+jQyrEb1Ox1OzcwM9TJ97sHfocPs4ctke2M+fLvfx9vkeeq57\n", "TjveVO8LSb7IqZwN1M8XrrguBDbeZuUn8/MnqvD6NXJsCZivG4+YZjHy5x/K4z8OXQHgyRnZ1Lf2\n", "89tDV8hIGiykn5ydS7fTS45hcImHFLORRyoy2HxycGGwe0pS2Xqqk2lZ1pveqBFCqC+k5RvGQ6yf\n", "3W7uc9Hl8JJhNZGbfO3SuN/to6nLyYDHzx/PdnFbjpWkBCO9Li+pZiOZSSYqs6zDBnx3OTzsP99D\n", "94CXc50DvNXUzb/WVCm37o24kdev0dDhoM/lY0qqmRwZbnXLi8lCYLea890DfHvrGVrsHgpSEvjH\n", "h6dS/ME8kEkJBm7PtXG2w0Frn4sZeTa+/0YjGvDQtHSW354VKJA9Ti9N3U4SDHpm5dt4/VQnLq+P\n", "f6qexpQ0+cs2ERy53Mf/ev0sfg2qcqx856EysiPsJ4tb06R8/u1sh4MW++Az2Jd7B5+sabO7h72n\n", "ONXCX9xdwLr3Wrl6qr3zbBeeDybZPXzsOL8+dJmvv3aGr7x6ivdbHXzm7gKee2Qas/KTQ1pXPJZU\n", "7wupku+PZzoDDwKcaHXQ2jf434Eq+UaicjZQP1+4bvkiOeDx0dHvxuW9NkFuynULgqVajBy90kdH\n", "v5vGTifPv9HIj95swu7yUpR67Ywww2ok7eoQn8TUQB8SYPWxFhxuH2JiuS3n2hLDVpOeZOkji+vc\n", "0v9FdPS7+c/DV9jb2MOiqWk8/aF8Mq0mMq1G/vq+Kbx9vpe7CpPZcqKDI1fs3F+aRqbViNPjpzLb\n", "SoLRwN1FKXyoYHBCi5J0S2B5hin5OWRbuwOzAk3Pst5wI2g8qT5WTZV895WlYU0wcKnHxYLiFIrT\n", "BvvIquQbicrZQP184bqli+T7rQ62nBx8DnrT+x3cX5pGu93N3qZunB4/S6dn8MrRFupbB5eMfbOx\n", "m7++bwoDXj9Hr/TR0OHkzcZuAB6cls4DU9MD352dlMB3lpTR1OUkxWIMzCbe6/KSaNBjGlIwPT4/\n", "J9ocnO8aoDTDQlV2Egb9+F6Oi0HpiSYeKs8Y7xhCYeqc+sSAxrUb91XZVlr7Pfzh3RZePtrKhvp2\n", "fnXgMg8O+QtSnGahMMU8OIQn08o7l3oDf7avqYeBIZPh/qnhCv/r9bO88OYFfrL3Ai6vn1fr2/jK\n", "hlP8dN9FWu3XJtI91ebg65tO85O9F/japtOcar9xHe+xpnpfSPJFTuVsoH6+cN3SRbIqO4lFZWmY\n", "9DqW3ZZFj9PD6XZn4M8v9riYkmrmq/dO4RN35rKkPJ33W/rJtZlo6HByV+G1eSPvLU3FNuQRwUv9\n", "Gr2uwR5kp8PLhR4XP9t/icu9Lrae6uDwpb7Ae5v73IFy7de44SaREEJdt/TldrYtgb+5v5jPz/ei\n", "R8fxFjsPlafz+yODy088VpWJzWygy+HmSp+L95r7WX5bJt9dMpXtpzuZnm1lUVkaRr2e0nQLl3pd\n", "JCUYyE8xU5BhA4YsY3HdcFOH+9pZ55Q0CwkGHW6fRqJJT2Fq7IcHqd4XknyRUzkbqJ8vXLd0kYTB\n", "cY9XJ4nQt+p4r6Wfz8zNx6cNLun6D9vP0efy8VhVBk9/KJfFZWkkW0wYDTp6nF4yrSa8fo0X377E\n", "gQu9pCUaeb66nKpsK99dUsbRK3bmFCZTlmHh4YoMtp/upDTNzN1TUgIZKrIS+T/LK2m1u8lNTmCa\n", "PJstxIRxSxbJ5j4XB8730u/xcW9pKsVpgzdVsm0JvNds590rg89aP/dwGTodfG5eAXvOddPh8DIz\n", "z8aVPjff2HwGp8fPlFQzz9yVx4ELg/3JbqeXvY3dVHrPc+/8+dxbem2yjy8uKOSp2blYEwzD1qnR\n", "6XSUZ1kDs4+H4nz3ABe6B0hPNFKRZcUUZE3vkdTV1Sn9G13yRU7lbKB+vnDdckXS4/Xz0uErbD89\n", "uAzuztOd/PCxCtKtJsozE/ledTkHL/Zwe87gbD9fX1TC329rCNyUSTEbybaZcH4w2e2FHhc6nQ4d\n", "g/NLGnRQmWUl0ZWDz68Nu0ttMxuxmaM/pJd6Bvi7zWdoc3jQAd9/dBp3Fabc9HNCiLF3yxXJAZ+f\n", "4y3X7h6f73Hh8PhIx4TJoGdmXhKpZgM+TUOv05FsNgy7a93U7WRmvi2wrdeB0+PjM3cXcPBCD0/M\n", "yOG3h6/Q7vDwRUMX95WmhX2WdzOtdk9g/KUGHLrYF3aRVP03ueSLnMrZQP184brl7m4nJRj46Izs\n", "wPZHpmcGVi/0axq7G7r5Uu1J/seGU7xa30am1cQn7xycEs5s0FFdmYXVqONTc/Kprszgmw+U8Mq7\n", "raw51soDU9PYcbqTMx1Oup1efrCriUu9rhFzRCPTahw22e4duUlB3i2EiKVb7kxSr9OxpCKDssxE\n", "PD6NsnRLoOCcanPwn+9cCQzH+c07V1g8NZ0Vt2eRbjXS5/Lxy4OXeHJGDgfO9/BIZQZ7z3VTPT0T\n", "t9dPeqIJ35C72Jp2w03tMVGcnsgPP1LO6Q4n2UmmYY/OhUr1vpDki5zK2UD9fOG65YokQKLJwIxc\n", "27DX2vvdvHG2k9zkBJo/GKeYaTXR6/KSZTXxuz+1BCbKzbSaKE63cOBCLytn5PB+Sz9piUbKs6zk\n", "pZg53z1Ah8PLl+4pomiEJWLHQrg3eoQQsTFp5pN8v8XOrw9d4a6iFM53DTDg9fFIZSbHrvTxaFUW\n", "zX1uvvfHRsoyEkk1G6hrGlwVMdls4Gcrp5Nju1YMu5wePD6N9ETjmPcjhRCxJfNJjkKv13FPSSpv\n", "nO0i2Wzk8duz2HqqncrsJD67+n1sZgN/9+ESUi1G/qXuQuBzg8u6Dv89MnR4jxDi1jZpToOmZiSS\n", "n2xm/pQUlpSnc6nXxeKp6fzHwcEeZZ/Lx++PtHChe4CllRlcXV32ozOyyU66sSiq/nyq5IuOyvlU\n", "zgbq5wvXpDmTNBn0LChJZUFJKgCapnGp14XJoAtMpGs1GTjb4aTT6eGZu/LxaxqzC2wkRrisqxBi\n", "4ps0PcmR+DWNgxd6+eWBy6RajCwsSaUgxUym1ciJNgdFqWZuz0nCYpIiKcStQvme5MaNG/H5BmfP\n", "mTZtGjNnzox3hAC9Tsf84lRK0yz0uH0Y0MhNNmMzG6nMlrGJQohx6ElaLBZqamqoqakZ1wI5VHZy\n", "At1OD//0RhPf3dZAU5fzpp9Rve8i+aKjcj6Vs4H6+cIV9yLp8/lYt24da9eu5fDhw/He/Ygu9bh4\n", "bvs5Lva4ONbSz78fuIzPr2QXQggRZ3G/3K6urg78vGXLlnjvfkR+TcMzpCj2u334NQ0Doy+xoPoT\n", "BZIvOirnUzkbqJ8vXOM6BMhkCj7ecOhpe11dXcy285PN/OXdOeh1kGI28Pn5hRx8e3/c9i/bsi3b\n", "8d0OR9zvbjc1NVFSUgLApk2bWLZs2Yjvi8fd7aE8Xj9tDjcmvZ5s280Xp6+rU/v5VMkXHZXzqZwN\n", "1M+n/N3tpqYmDhw4AMDs2bPjvftRmYx6ClIs4x1DCKGYST1OUggx+YR7JjlpHksUQohISJGMUKRN\n", "4HiRfNFROZ/K2UD9fOGSIimEEEFIT1IIMalIT1IIIcaQFMkIqd53kXzRUTmfytlA/XzhkiIphBBB\n", "SE9SCDGpSE9SCCHGkBTJCKned5F80VE5n8rZQP184ZIiKYQQQUhPUggxqUhPUgghxpAUyQip3neR\n", "fNFROZ/K2UD9fOGSIimEEEFIT1IIMalIT1IIIcaQFMkIqd53kXzRUTmfytlA/XzhkiIphBBBSE9S\n", "CDGpSE9SCCHGkBTJCKned5F80VE5n8rZQP184ZIiKYQQQUhPUggxqUhPUgghxpAUyQip3neRfNFR\n", "OZ/K2UD9fOGSIimEEEFIT1IIMalIT1IIIcaQFMkIqd53kXzRUTmfytlA/XzhkiIphBBBSE9SCDGp\n", "SE9SCCHGkBTJCKned5F80VE5n8rZQP184ZIiKYQQQUhPUggxqUhPUgghxpAUyQip3neRfNFROZ/K\n", "2UD9fOEyxnuHzc3N7Ny5E4PBwOLFi8nPz493BCGECFnce5KvvvoqK1asAKC2tpaampoR3yc9SSFE\n", "LCjfk7RarYGfExIS4r17IYQIS9yL5NATV5PJFO/djxnV+y6SLzoq51M5G6ifL1xxv9zeunUr1dXV\n", "AOzYsYMlS5aM+L533nmH7u7ueEYTQkwCaWlpzJkzJ+T3x/3GjdPpBAbPKK/+PJJw/iGEECJW4n4m\n", "efnyZXbv3o2maSxZsoScnJx47l4IIcKi7BM3QgihAhlMLoQQQUiRFEKIIKRI3iL8fj8+n2+8Y4xK\n", "9XxCjCbud7dvRvXHFjdu3Bj4yz5t2jRmzpw5zokGh1U1NDRQU1NDQUEBoNZxHCmfasfx+PHjnDx5\n", "Er/fz4IFCygqKlLmGI6UTaXjt2/fPlpaWgAoLi5mzpw5yhy70fKFdfw0xWzYsCHw8/r168cxyci2\n", "bds23hFGdPz4ce3SpUuBbdWO4/X5VDuOu3fvDvz82muvaZqmzjEcKZtqx++q119/XdM0dY7d9a7m\n", "C+f4KXcmqfpjiz6fj3Xr1qFpGmVlZco+Xy7HMTyLFi264TVVjuFI2VQ7fo2Njaxdu5aVK1cC6hy7\n", "q67PF87xU65Iaoo/tnj1aSGALVu2jGOS4OQ4Rmb79u3MmzcPUO8YDs2m2vErLS3ly1/+Mhs2bGDq\n", "1KnKHbvr84Vz/JS7cTO0ua/T6cYxyc2p8C9/NHIcw7d7924qKirIysoC1DqG12cbSpXjZ7FYSE5O\n", "BtQ6dlcNzTfUzY6fckUy1McWx0tTU1Pg54GBgXFMEpwcx/C8+eab5ObmUlpaGnhNlWM4UjaVjl9n\n", "Z2fg56tnkKocOxg5XzjHT7nL7fnz57Nq1arAY4uqaWpq4sCBAwDMnj17nNMM2rFjBw0NDVgsFkpL\n", "S1m0aJFSx3GkfCodx9bWVvbu3UtVVRUnTpygr6+PZ555RoljOFo2lY7f3r17cblcAMydOxdQ6+/x\n", "SPnCOX7yWKIQQgSh3OW2EEKoRIqkEEIEIUVSCCGCkCIphBBBSJEUQoggpEgKIUQQUiSFECIIKZIT\n", "2HPPPTdm3/XKK69QW1tLbW0tGzZsoLe3d9ifb9q0acTPeb1eXn31VWpra1m9ejWnTp2KaP/vvPMO\n", "P//5zyP67K1stON+vddff521a9fGOM3kpNwTNyJ0n//858fsu3Q6HTU1NaP++WiPlh08eJBFixaR\n", "lpYGwO9+9zsqKyvD3v+cOXOGPSomBoX6SN/SpUtZt25djNNMTlIkJ6Dm5mb279/P2bNn+drXvhZ4\n", "3eFwsG7dOmw2GwaDgZMnT/L1r3898Ofbtm3DbrdjMBjweDwsX74cs9kMgNlsZu3atRgMBhwOB8uW\n", "LSMlJQWv18uWLVs4ceIEtbW1AFRUVHDHHXcAcM899wzLFs5kBjt27KCzsxOj0YjBYMDv9wf+7OTJ\n", "kxw5coTExEQGBgaYO3cuU6dO5cqVK/zmN7+hoqKCJ554gpaWFl5++WWys7P5xCc+gdE4+n/SW7du\n", "5eTJk6Snp5OSkoLD4WDWrFnMmDEj6D5hcKqtbdu2MWvWLBobG0lISCAnJ4f77rsPGHz0ra2tDYPB\n", "EHgE7sknn7zpMWhsbGTv3r3YbDb0ej3t7e18+tOfBmDPnj3Djnt6ejqLFy8GBs/g169fj16vR9M0\n", "5SanvqWMwTyWYpy88sorw7YbGhoCk4pqmqY1NjYGft67d6928uTJwHZfX5+2du3aEb/X5XLd8GfX\n", "72skr776qtbU1BRS9uPHj2tvvfVWYLutrU17/vnnNU3TtP7+fu2ll14a9v7Vq1drbrdb0zRNa2lp\n", "0Xbs2BH4s1WrVoW0T03TtG984xuaz+cLbP/hD3/QHA7HTfd5NfNPf/pTzeVyDXvfyZMntbfffjuw\n", "7ff7tb1794aU57XXXht2zIb+O9O00Y/7xo0btba2tsD222+/ra1evTqkfYrwyJnkLaSsrAyfz8fr\n", "r78emKqqpKQEgEuXLrFw4cLAe20226jfE+4kqV6vl3Xr1rFo0SLy8vJC+szp06dZunRpYDsrK4ui\n", "oiIAWlpa6O3tDZxBweBMLV1dXeTk5JCTk0NbWxsweFYdzlnUzJkz0euvteIrKyu5fPkyer0+6D6v\n", "evDBB284PqdOneLhhx8ObOt0umHHOpiPfOQjHDx4kPr6erxeLzk5OYF/Z8HY7fZh06bNnj2b8+fP\n", "h7RPER4pkreQo0ePcuedd1JeXg4Mru3R1NRESUkJRUVFnDp1KtAvtNvtgc/5/X7OnTvHtGnTAOju\n", "7sZisYS0z/7+ftatW8fy5csDfclQVFRUcOTIERYsWABAW1sbFy5cAKCoqIjc3NxhPdKhl+Iw2MM8\n", "dOgQFy5cYPny5SHv97333sPv9wcK5ZkzZ1i2bBkGg+Gm+9Q0bcR2wtSpUzl27Fhghhlg2LEO5k9/\n", "+hN33313YPv3v/99YGLdYJKSkmhvbw8UysOHDw+b6FaMHZkFaALatWsX3d3dHDt2LHBmVF1dzaZN\n", "m4adJQGsWLEi8NrVnqRer8fj8bBixYpAT3LXrl20tLRgNpvxeDysXLlyWH9vz549dHZ2otfr8Xq9\n", "LFy4kLy8PH7yk5+Qn58fOLu6vk8azPbt2+nq6sJisTAwMEBraysLFixg7ty5XLhwgYMHDwYy2O12\n", "li9fPmzS1F/96lfk5eXx2GOPhXzsfvGLX2Cz2bBYLHg8Hu68806qqqoAgu7zwIEDHDlyBICcnBwK\n", "CwuHFbc33nhj2PGZPn06s2bNummeF198kfz8fDRNw+/3D+tzwmCxPXr0KGazObDUwKxZs/B6vaxZ\n", "swaTyYRer8dms3Hw4EGeeuqpYfNOiuhJkRSTyurVq/nYxz423jHEBCLjJMWksXXrVk6cOMHmzZvH\n", "O4qYQORMUsREY2Nj4PL0eqWlpTGZTXs89hmM3W5n586dI/YKbTbbuM/YLUIjRVIIIYKQy20hhAhC\n", "iqQQQgQhRVIIIYKQIimEEEH8f5WRE0PZHMGZAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.464724\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VOeZ7/uvqkpSleYZTQgJIcDMbcmACRGOG2xsgw3Y\n", "xLHdieNOcnqdk+7T3Ul7JZ17zkncN2mn+yYn6U6OE+fG7eS6bRwzGwwYhM0gYRCDwRgQg4QEaJ6l\n", "klRSDfv+ISgQSEXtmvQKPZ+1spZ2qar2z5vwsPez3/fdYZqmaQghhBiWYbQDCCGEyqRICiGEB1Ik\n", "hRDCAymSQgjhgRRJIYTwQIqkEEJ4YArmlx86dIjGxkYAcnJyKCwsZNu2bTidTgDy8/OZPXt2MCMI\n", "IYRfglokFy1a5P559+7dAJjNZpYtWxbM3QohRMAEtUgCVFdXs3HjRlavXg2A0+lk06ZNaJpGXl4e\n", "999/f7AjCCGEz8JCMePGZrOxdetWnn322SGv79y5k8ceeyzYuxdCCJ8F/UwSBi+xY2Nj73g9PDx8\n", "xM/s3r0bo9EYzFhCiHEoISGBwsJCr98f1CLZ1tZGUlISADdOWGtqapg0aRIweIY5EqPRKJfiQoiA\n", "O3HihK73B3UIUFlZGRs2bGDDhg3MnDkTGCyS69evZ/369UybNi2Yuw+q0tLS0Y7gkeTzj8r5VM4G\n", "6ufTK6hnkitXrrzjteLi4mDuUgghAiokN258sXfvXrncFkIE3IkTJ/jzP/9zr98vM26EEMIDKZI+\n", "Ur3vIvn8o3I+lbOB+vn0kiIphBAeSE9SCDGuSE9SCCECSIqkj1Tvu0g+/6icT+VsoH4+vaRICiGE\n", "B9KTFEKMK9KTFEKIAJIi6SPV+y6Szz8q51M5G6ifTy8pkkII4YH0JIUQ44r0JIUQIoCkSPpI9b6L\n", "5POPyvlUzgbq59NLiqQQQnggPUkhxLgiPUkhhAggKZI+Ur3vIvn8o3I+lbOB+vn0kiIphBAeSE9S\n", "CDGuSE9SCCECSIqkj1Tvu0g+/6icT+VsoH4+vaRICiGEB9KTFEKMK9KTFEKIAJIi6SPV+y6Szz8q\n", "51M5G6ifTy8pkkII4YH0JIUQ44r0JIUQIoCkSPpI9b6L5POPyvlUzgbq59NLiqQQQngQ1J7koUOH\n", "aGxsBCAnJ4fCwkIaGhrYu3cvRqORJUuWkJGRMexnpScphAgGvT1JUxCzsGjRIvfPu3fvBqC8vJwX\n", "XngBgC1btrBq1apgRgiI+q5+Ktv6iA43MDU1mugI42hHEkKESNAvt6urq/n5z3/OlClTAIiKinL/\n", "LiIiIti791tr7wA/+egy/1Ryme/trGRfZTugft9F8vlH5XwqZwP18+kV9CKZm5vLt7/9bY4ePQrA\n", "rVf34eHhwd6939p7HVxo6XNv773UhtOl5KgpIUQQhOTGjdlsJjY2FgCn0+l+PSwszOPnbv0XqbS0\n", "dFS2480msuJunvF+ITcBoyFMmXwjbUu+ezff4sWLlcoz1vLpFdQbN21tbSQlJQHwwQcf8MQTT7B5\n", "82ZWr16Npmls376dlStXDvtZlW7cXO2wcb65l9hII9NTo4i3qH8GLIQYnlKDycvKytiwYQMbNmxg\n", "5syZACxYsIB169axbt06FixYEMzdB8zEBDNLC5JYkBPvLpC+/qsUKpLPPyrnUzkbqJ9Pr6De3R7u\n", "LDEzM5PnnnsumLsVQoiAkbnbQohxRanLbSGEGOukSPpI9b6L5POPyvlUzgZ3z1fbaeOXpVf40Z5K\n", "zjf3hiiV74LakxRCiFvZnS7+3/I6DtV0AvB5Qw+vrZ5OWoy6E0vkTNJHixcvHu0IHkk+/6icT+Vs\n", "4Dmf3alR19Xv3u7qdzLgcIUils+kSAohQiYqwshfFmVgvD6P5MXCdJKj1R53LEXSR2O9LzTaJJ/v\n", "VM4Gd8/3wMR4frNmOv9n1TRWz0zDEq72gjHSkxRChJTREEZuomW0Y3hNxkkKIcYVGScphBABJEXS\n", "R2O9LzTaJJ/vVM4G6ufTS4qkEEJ4ID1JIcS4Ij1JIYQIICmSPlK97yL5/KNyPpWzgfr59JIiKYQQ\n", "HkhPUggxrkhPUgghAkiKpI9U77tIPv+onE/lbKB+Pr2kSAohhAfSkxRCjCvSkxRCiACSIukj1fsu\n", "ks8/KudTORuon08vKZJCCOGB9CSFEONKSHqSx44d8+VjQggx5nh8fMPrr79OamoqLpeLyspKsrOz\n", "uXr1KjExMRQVFYUqo5JKS0uVfmqd5POPyvlUzgbq59PLY5EsKiqisLCQrVu38o1vfIOUlBSam5v5\n", "+OOPQ5VPCCFGlcfL7cLCQgCcTicpKSkApKamYjabg59Mcar/Syn5/KNyPpWzgfr59PKqJ+lwOIZs\n", "22y2oIQRQgjVeFUkk5KSOHz4MDabjcOHD5OYmBjsXMpTfSyY5POPyvlUzgbq59PLqyK5dOlS4uLi\n", "+PDDD4mLi2PZsmXBziWEEEoI6jjJM2fOcP78eVwuFwsXLiQ7O5tt27bhdDoByM/PZ/bs2cN+VsZJ\n", "CiGCQe84SY93t29wOByYTDff+tFHH/Hwww/f9XOtra2sWbMGgB07dpCdnY3ZbJYzUSHEmOHV5faO\n", "HTuGbFutVq++vLi4+I7XnE4nmzZtYuPGjZw4ccKr71GR6n0XyecflfOpnA3Uz6eXV2eSLpfLr53s\n", "2bOH+fPnA7B8+XL36zt37vTre4UQItg8nkm2t7fT3NxMT08PLS0tNDc309DQ4PWZJMD+/fspKChw\n", "j7O8VXh4uMfP3vovUmlpqVLbkk/yjdb24sWLlcoz1vLp5fHGTVlZGXa7nRMnTrhvophMJubOnUts\n", "bOxdv/zgwYOkpqYyffp092s1NTVMmjQJgO3bt7NixYphPys3boQQwRDQGzdf+MIXAEhLS2PGjBm6\n", "gjQ1NVFWVsb06dOpqKigu7ubr371q9TU1FBeXg7AvHnzdH2nSkpL1Z6fKvn8o3I+lbOB+vn08qon\n", "qbdAwmBh/f73v3/H68PdzBFCCFXpHidZU1PDxIkTMRiCu16vXG4LIYIhKOtJ/uxnP6OmpoYdO3ZQ\n", "W1vL+++/73NAIYQYS7wqktOmTXPfbFm0aFFQA40Vvt4pCxXJ5x+V86mcDdTPp5dXRfLGNEKj0RjU\n", "MEIIoRqviqTVamX37t3k5+cHO8+YofrdO8nnH5XzqZwN1M+nl1d3t9esWUNjYyN5eXmcOnXK7xk4\n", "QggxVnh1JhkVFUVeXh4Ac+fOdS9aAdDX1xecZIpTve8i+fyjcj6Vs4H6+fTyexzPnj17ApFDCCGU\n", "5HeRHK+X3qr3XSSff1TOp3I2UD+fXsEdES6EEGOcFEkfqd53kXz+UTmfytlA/Xx6SZEUQggPpEj6\n", "SPW+i+Tzj8r5VM4G6ufTy+8iaTabA5FDCCGUpLtI2my2Idu3Po5hPFG97yL5/KNyPpWzgfr59PKq\n", "SL722mscOnQIgObmZj766KOghhpLgvhEXiGEArwqkpmZme7VfyZOnEhbW1tQQ40Fc4oW8P6ZZn6w\n", "q5KSi6302Z2jHWkI1ftCks93KmcD9fPp5dXc7dsX2L31Gdzj1dmmXn79yTUAjtd28//ERDA34+7P\n", "/RFCjC1enUk6HI4h2wMDA0EJM5Y0dQx9YmRPv1pnkqr3hSSf71TOBurn08urU8LZs2ezYcMGJk+e\n", "TGVlJbNmzQp2LuXlRIeRFh1OU4+d/CQLuUmW0Y4khAgCr59xY7PZqKurIyMjA4sl+AVhLDzjpqG7\n", "n06bg6SocFKjI0Y7jhDCCwF9pOytzGYzkydP9inUvSo9NpL02MjRjiGECCKvepKbN28Odo4xR/W+\n", "i+Tzj8r5VM4G6ufTy6sieftyaDt37gxKGCGEUI1XRTIiIoKmpib3dn9/f9ACjRWqjwWTfP5ROZ/K\n", "2UD9fHp51ZPs6enhF7/4hftGSkVFBatWrQpqMCGEUIFXZ5IWi4VXX32VtWvXsnbtWmbPnh3sXMpT\n", "ve8i+fyjcj6Vs4H6+fTyqkjefrt8zpw5QQkjhBCq8XqcZKiNhXGSQoixR+84Sa+XSquurqa8vByH\n", "w0FVVZVP4YQQYqzxqkgePnyYuro6rl27hslk4siRI8HOpTzV+y6Szz8q51M5G6ifTy+vimRdXR2L\n", "Fi1yrwYUHR0d1FBCCKEKr4YAGY1Gn778zJkznD9/HpfLxcKFC8nOzqahoYG9e/diNBpZsmQJGRkZ\n", "Pn33aFN9LJjk84/K+VTOBurn08urItnX14fdbgfAbrffMQNnJK2traxZswaAHTt2kJ2dTXl5OS+8\n", "8AIAW7ZskfGWQgileXW5/cgjj/D2229TUVHB+++/z7Jly7z68uLi4jtei4qKcv8cETF2V85Rve8i\n", "+fyjcj6Vs4H6+fTy6kwyKSmJr3/96z7vZM+ePcyfPx8Y+kyY8PBwn79TCCFCweshQGfPnmXbtm1c\n", "uHBB1w72799PQUEBKSkpADidN1fwDgsL8/jZW/9FKi0tVWpb8km+0dpevHixUnnGWj69vBpMvmfP\n", "HuLj45k3bx4nT56kt7eXhx566K5ffvDgQVJTU5k+fbr7tc2bN7N69Wo0TWP79u2sXLly2M/KYHIh\n", "RDAEZTB5R0cH8+fPJyIigvnz59Pa2nrXzzQ1NVFWVkZFRQVbtmzhrbfeAmDBggWsW7eOdevWsWDB\n", "Aq+DqsbXf5VCRfL5R+V8KmcD9fPp5VVPcqTeYVdXF3FxccP+Li0tje9///t3vJ6Zmclzzz2nI6IQ\n", "Qower84ke3t7aWlpAaClpcV98+Xjjz8OXjLFqT4WTPL5x1O+PruTY9e6eOdkA5/Vd+NwhXb5g7F8\n", "7MYir84kGxoa+P3vf09WVha1tbXk5uayfv16KioqeOqpp4KdUQilnGvq4Qe7KgEwhMEvV05leprM\n", "QrtXeVUki4uLKSoquuP1Y8eOBTzQWFFaWqr0v5iSzz+e8jV033zuvEuD1l57qGIBY/vYjUVeXW4P\n", "VyBvvF5SUhLQQEKobkqyBbNp8K9OgsVEdrw8MfNe5vd6ksGaWihDgITKqlr7aO0dYEJsJDkJ5tGO\n", "I3QI2nO3hRA3TU62MDnZMtoxRAh4PeNGDKX6WDDJ5x+V86mcDdTPp5cUSSGE8ECKpI9Uv3sn+fyj\n", "cj6Vs4H6+fTyu0jebZEKIYQYy7wqkk1NTSP+Ts9donuJ6n0XyecflfOpnA3Uz6eXV0Xyj3/8I52d\n", "ncP+LiYmJqCBhBBCJV6Nk3znnXdISkqiu7ubBx54gNzc3KAHk3GSQohgCMo4yWeeeYaIiAhcLhfH\n", "jh1j//79vPjiiz6HFEKIscKry+2uri4A2trauHbtGgkJCUENNRao3neRfP5ROZ/K2UD9fHp5dSb5\n", "7rvvkpKSQkpKCitWrBjTD/ASQgg9vOpJvvnmm3z9618P6XAf6UkKIYIhKI9veOGFF2Q8pBBiXPKq\n", "SEZERFBdXU15eTkOh4Oqqqpg51Ke6n0XyecflfOpnA3Uz6eXV0Xy8OHD1NXVce3aNUwmE0eOHAl2\n", "LiGEUIJXRbKuro5FixZhMAy+PTpalqpXfX6q5POPyvlUzgbq59PLqyJpNBqDnUMIIZTkVZHs6+vD\n", "bh98jofdbsflcgU11Figet9F8vlH5XwqZwP18+nl1TjJRx55hLfffpuGhgacTifLly8Pdi4hhFCC\n", "38+4CRYZJymECIagjJO83a5du3z5mBBCjDkei+RPfvITNm3axJtvvsk//uM/8vbbb/O9732P6urq\n", "EMVTl+p9F8nnH5XzqZwN1M+nl8ee5F/8xV8wadIk/vSnP/HjH/8Yo9HIs88+y3vvvReqfEIIMao8\n", "nklOmjQJgPDwcPcwIJPJRFRUVPCTKU71sWCSzz8q51M5G6ifTy+vepI2m23IttVqDUoYIYRQjVdF\n", "ct68ebz77rucOHGCdevWMW/evGDnUp7qfRfJ5x+V86mcDdTPp5dX4yRnzJhBXl4etbW1rFq1CovF\n", "4tWXu1wuNE2TGTtCiDHL73GSJSUlLF269I7Xd+3aRVVVFatWrSIzMxOAbdu24XQ6AcjPz2f27Nkj\n", "fq+MkxRCBENQnnHjyUj9yeXLl3P27Nkhr5nNZpYtW+bvLoUQImR8GkzuK6fTyaZNm9i4cSMnTpwI\n", "5a4DTvW+i+Tzj8r5VM4G6ufTy+8zST1unfO9c+fOu76/tLTUPZzgxoFXZfv06dNK5ZF84yufbPu3\n", "rYffPcktW7awatWqYX939uxZEhIS3D3JW43Uy7xBepJCiGAIydxtX9XU1Lh/vn3sZbAMOFyUX+3k\n", "V2VX2FfVTs+AMyT7FULcG/wukiM9IKykpITS0lJKSko4cOAAMFgk169fz/r165k2bZq/u/bKxdZe\n", "/ueHVWw718o/f1TNucbADIRXve8i+fyjcj6Vs4H6+fTyuyc50mnrcJfSxcXF/u5Ot84+B7f2E5p7\n", "7SHPIIQYu/w+k4yJiQlEjqDJSTCTHhMBQGykkakpgZl3rvr8VMnnH5XzqZwN1M+nl1dnkvv27bvj\n", "taioKO6//35MppDeINctO8HMvzw+hSbrAElR4UxMMI92JCHEGOLxTPKVV16hrq6O+vp65syZM+R/\n", "qampY2bJtIy4SOZmxga0QKred5F8/lE5n8rZQP18enk8DfzhD38IgMViISkpacjvkpKS+Oyzz4KX\n", "TAghFOBXT1LRx+OEhOp9F8nnH5XzqZwN1M+nl1dF8sEHHxz29YULFwY0jBBCqMarIjlhwoRhX09P\n", "Tw9omLFE9b6L5POPyvlUzgbq59PL68vtzs5OqqqqQjZTRgghVOBx7nZ5eTnz58/n4MGDWK1WMjMz\n", "qaysZOrUqcyaNSuowWTuthAiGAI6d7uurg6AxsZGHnvsMebOncuaNWvuWCdSCCHuVV5dbt8+YNxg\n", "COm6GEFT39XP9nPNbDvbTF2XvjaC6n0XyecflfOpnA3Uz6eXx3GSp0+fxm63c+nSJfdyaHa7Hbt9\n", "7M9/7hlw8ton1zhytQuAwqxY/q+Hc4mJVHsGkRAitHSvJ1ldXU1cXNwdg8sDLdg9yRbrAN/aVOFe\n", "Os1sMvDGM/eRen2etxDi3hT09SRzc3ODXiBDIdZs4qkZKe7tlfelEGcO/VMdm60DnGvsoa6rP+T7\n", "FkLcnddF0m6309TUhMvloru7O5iZQiLSZODpWWn8y2NT+JfHpvDs3AlEmrwvkoHouzR09/PDPVX8\n", "7bYL/N22C1xu6/P7O29QvS8k+XyncjZQP59eXhXJqqoqtm7dyu7du4HBR8PeC2LNJv4sK5Y/y4ol\n", "zhz6XmR1u41LrYOFsaPPwecNgVkQWAgROF4VyWPHjvHMM88QExODwWBQfg3JUAjE/NTYiKFnrslR\n", "4X5/5w2qz5+VfL5TORuon08vr06fzGZZgzEY8lMs/K8/z2PvpTbuz4plZnr0aEcSQtzGqzPJvr6h\n", "vTKHwxGUMGNJIPouZpORxXkJ/HDZZFbOSCXeHLgzSdX7QpLPdypnA/Xz6eXVmeS8efP4z//8T7q6\n", "uti4cSPz588Pdi4hhFCC1+Mke3t7aWxsJDs7m/DwwJ3xjETmbgtVtfQM0DvgIinKJJMPxiC94yS9\n", "/hOOiooiLy/Pp1BC3Cuq2/r4Hx9W0tRj55GCJL45P5MES/BPGsTo8aonuWPHDq5evUp1dTXvvPMO\n", "ly5dCnYupdjsTjr77LhuOelWve8i+fwzUr59Ve009QxOy919sY3q9tAvHThWj91Y5VWRHBgYICsr\n", "i5MnT/L8889z4sSJYOdSRm1nP69+XMNfb73A7gtt2BzO0Y4kRlH8beNpzaZ7Y7EXMTKvLrcNBgMG\n", "g8E9FCgyMjKooVRScqmNT650AvC/D14hL8nMtNRo5ceCST7/jJRv0aR4rnTYONfUy9OzUslLsoQ4\n", "2dg9dmOVV0VyYGAAq9XqLpLj6QFgffahZ45O1/j5bxd3mhAbyV8vmki/w0VUROjn+ovQ8+paITMz\n", "ky1btrBw4UI+//xzqqqqgp1LGcunJZMVF0EY8NzcCeRcf3a36n0XyecfT/mMhrBRLZBj+diNRV6d\n", "SS5atIhFixYBMH36dKZMmRLUUCrJTbTw8xVT6Xe4SLCYsITL2YMQ44nu9SRDRcZJCiGCIejrSQLs\n", "2rXLl48JIcSY41WR3L17N++99x6vvvoq69at49NPP/Xqy10uF07nvTlkRvW+i+Tzj8r5VM4G6ufT\n", "y6siabVa+fKXv8zMmTN57rnnKCgouOtndu3axW9/+1saGxvdrzU0NPD222/z7rvvUl9f73tqIYQI\n", "Ea9u3ISFhQGDZ4Zw59MTh7N8+fI7Hj1bXl7OCy+8AMCWLVvcDxcbi1QfCyb5/KNyPpWzgfr59PLq\n", "TPLG0mhGo5Guri6fn5YYFRXl/jkiQh64JYRQn1dF8umnnwbgkUceYe/evcyYMcOnnd16Iz0UKwkF\n", "k+p9F8nnH5XzqZwN1M+nl9fTEmFwOuLq1at93tmtN3FuXMJ7Ulpa6j51v3HgVdk+ffq01++3OZwc\n", "rWrmQls/909MYtaEaI4cPqRMPtWPn+ST7UBv6+HTOMkDBw5QXFx81/edPXuWhIQEMjMzAdi8eTOr\n", "V69G0zS2b9/OypUrR/ysP+Mk++xOLrf1YXdq5CZZ7liUINRO1XXz8o7BlZPCgP+9ooCZ6fKcIFX0\n", "2Z3YHC7iIk0YDXf/x1uMbUFZT7K0tJT6+nqMxsHZJufOnbtrkSwpKaGqqgqz2Uxubi7FxcUsWLCA\n", "devWoWkaS5cu9TqkHi5NY++lNv697Bow+Dztv3wgk+jr08j6Bpz02J3ERpqIDNEKLi29N3u4GtDa\n", "61tPVwTetU4bvy67ypWOfl4szOCh/MSQ/f9CjA1eFcnW1lbWrl3r3m5oaLjrZ4YrgpmZmTz33HM6\n", "4unXM+Bkw+lm9/a2cy2smZVKdISRxu5+3jhax/Habh6dmsyqGSm4gJgI411XmO4ZcBBhNBBuHPwL\n", "dGsr4G5yE81EhRvotbuIizQyMSH4D1bTk280qJLvg3MtnKgbfJTvzw9eIS/ZwtSUKGXyDUflbKB+\n", "Pr18ug5NSUkJdI6AiTQauC8tirqufgCy4yPd860/b+xhX1UHAP0OF78rr6W0upOi7Fj+5gs5TIi5\n", "84673eni8JVO3jrRwKREMy8VZZIZp2+puPzkKH755FRaeuykRUeQkyhPn1RFv9M1ZFtWeRK381gk\n", "b4xzbGtro6SkxN1bPHToEN/85jeDn84HESYDLxZmMDUlCuuAkyWTE0m6/jzrW9uvyVHhbDvXAkD5\n", "1W7ONVqZEJN0x/dd6bDxk4+qcWlQ3W5jQkwE35yfpftfytxEC7mJoVt7UPV/yVXJ9+SMVE7VWanr\n", "6udr92e4V3lSJd9wVM4G6ufTy2ORvHHavGDBglDlCYj02EhWz0q74/VZ6THMnxjLp3VW4m67mTNS\n", "w97u1Lj15KK9z/fH6TpdGhdbemnuGSArLpLJyVF3/9D1z8kNheAYXOWpANv1VZ7MJlnlSQzlsUP9\n", "/PPPM2PGDPe4yMrKSoxGI1/72tdCEi7Q0mMj+f5Dubz5zAzmZ8fy9KxUEi0mHpuWzH1p0cN+Jjs+\n", "ki/PGSy4iRYTq2emAr6NBato6uHvtl3g/95bzXe2X+RyW5/H9ztcGp/UdPLyBxf53eFamqwDXu9L\n", "9bFqKuVLsISTHhs5pECqlO92KmcD9fPp5fFMMiZmcJjKnj17iI+P59FHH+XUqVMcOnSIhx56KBT5\n", "Ai4m0kTM9ZbiS0WZrJ0zgegIA5EjnEHERJp4YV46j0xNxtrv4OPKdq512oiJS/R6ny5Nw+50UdXW\n", "5z4r7bW7qO/q97j8/+W2Pl4pqcKlDfZTk6PDeXr2nWfIQojg8erGTUdHB8uWLQPggQceYOPGjUEN\n", "FSoRJgNJHoZ72J0uuvodRIUb6bM7+c72i+4i98qyyV7to67LxjufNlLTYeOFeek3920MI22YG0W3\n", "stldQy719ZxJqt4Xkny+UzkbqJ9PL6+K5EhTCLu6uoiLiwtooFCx2Z30DDiJiTQOexZp7Xew7VwL\n", "m880MzMtmqUFSUMKVm2XDYi/6362nWth98U2AP54vI5/Xp5Pe5+dnAQz+cl3nkW299k519RD74CL\n", "KSkWvjQ5gY+rOoiLNLK04M4bS0KI4PJq1Gxvby8tLYN3gltaWtx3iT/++OPgJQuilp4BfvNJLX+1\n", "qYLfHamjbZjB3ZVtfbx5rJ6OPgdlNZ2YDGEsm5LIi4UZfOOBTKbFezfguKXn5ndXttmIjTSyrCCZ\n", "aanRw07N/OBcCz/ac5l/3V/Dqx9V82JRBr9ZPY1fPTWNghTvbvSA+n0hyec7lbOB+vn08upMsqGh\n", "gd///vdkZWVRW1tLbm4u69evp6KigqeeeirYGQOuoqmHnRdagcEzvcLsWBZNShjyHpdLI8FsYu2c\n", "NPodLsKNYUyIjeSPx+sJA/5+UTqzNO2uc9CfmZXG8WvdWAecPD07lSwPYyz77U4O13QyNyOGCKOB\n", "0w1WBhwa+V7eBRdCBJ5XRbK4uJiioqI7Xj927FjAA4XC7eOFh5u9Pjk5im8/mM3PD17B5nDxtcJ0\n", "3v50cKaRBrz7eRuLJqfeMZTodtPSonlt9TRsdhepMRHu6ZHDiQw38rWiDLacaaZnwMnfLMomwcd5\n", "56r3hSSf71TOBurn08ura8bhCqSn11U3PS2aL+bGYzKE8aX8BKal3nmmFm824ULD5hickWHtd5IS\n", "fbM3OzHeTITRu7GL6bGR5CZZPBZIgH6Hk42nmzl2rZuzTT28driWAZkBIsSoGpcz+dNiIvhO8STe\n", "/PJ9/O0XckiJHv4uc3JUODfq4I5zLfz94hyWFSTx1IwUnrwviYrmXiqaejjTYKXL5v+iFQ6XRnvf\n", "ze/pHXBiv23anLdU7wtJPt+pnA3Uz6fX6K4hNoqiI4x3PbPLiY/kbxdPpNPmJNFi4lRdF1+7P52f\n", "7a9h/+UOnpmdxn8crcOlDa429FJRxl0XyvCcycRfLcjif+2pwu7U+PaD2aSOUMCFEKExrp673dDV\n", "z4HLHbTb7CybkjTstEBNG5w6WNvVz4SYSMymMMpqOunsc7C0IIkw4G/ev8CiSfE0Wwe42Hpz1syr\n", "y/PJjItz8+3hAAAWj0lEQVQkwWLis3or55t7mZsRw8z0GExeTivUNI1rnf009wxQdrmDhKhwHpuW\n", "POLZrhBCn6CsJzlWtfXaqWjuweHUKEiJ4t1TDew8PzhmcV9lO//+5DRSbxvQfam1j+9sv8iAU2Na\n", "ShT5yRZ2nB+8E36wuoN/fSyf7PhI2nrtZMZHuotkgtnEyTorbxyt46WiDP7n7ioA3jkJv1w5lekj\n", "THu8XVhYGH12Jz/YVem+wZRkMfHEfamBOCRCCJ3u2SJpd7p477NGNn0+uLZkYVbskFV4Wnsd9NkH\n", "+30Xmns439yD2WhACwtjwDlYnZKiwrnY0uv+THufA40wXl2eT3VzJzHRUeTEm6nr7ue+tGjeOFqH\n", "w6lR331zZoxLg7Y+ff3K3ttm2jR0ez/T5gbV1/STfL5TORuon0+ve/bGTY/dSWl1h3v7eG03D0yM\n", "5cZF7+PTkkmKMlHfaeNcUy87zrfxUVUHqdHh7rvWF1p6WDUr1f2ZR6cmYQiDjaebeP9CJy4NvlqY\n", "wf1Zsbz2yTX67C7SYsKZkmzBfH26Y5LFRHb83deftDtd7ps0E+MjWTBxcCZTbKSRJZO9nycuhAis\n", "e7YnaXe6+OPxet77rAmABRPj+O4Xc2jqGcDhggkx4cSZTVxs6ePlHRexXz97XJwbz7Nz06hstZFo\n", "MZEVF0mP3YXDqZGbGMkfjje416E0mwy8tnoacZFGzjb10tPvZGpaFBPjzVxu66O11056bATZ8YNr\n", "FNrsTs4399Laayc30cLk69MSq1r7eP3INRwujf+yIJtpqVG099lpttqJiTSQGSeL9AoRKNKTvC7c\n", "aODp2WnMSo/B4dSYmmohISqcWLOJI1c7+beyK+QkmFk1M9VdIAHQwDbgIgyo7+rn14eukR4bwd8u\n", "ziEq3MjVTpv7rTaHi36Hi7h4Mwtzhs7jzkuy3LHCz6l6q7tXGRtp5BcrppIYZeJnB2q4dL23+cqe\n", "Kn69aipJUREkWsb2Y3eFuBfcs5fbAImWcBbmxLM4L4G06+ujXeno459KLnO5zcb+qg7ONfbwl0UZ\n", "wODakQ9PSeJHe6t542gdJqOBfoeL0w09bD3TxOdNPSzOTXBfjq+amTrsIx9GcrrB6v65u99JS+8A\n", "DpdGxy0L+Xb1O3D4NjRyCNXHqkk+36mcDdTPp9c9eyY5koHbVhq/0NLLd4tzWJgTT3e/gx+VXKZn\n", "YPD54H861cgX8xL4oKKVqclR/MfROpqtdp6bl46maXxhUryucZHzMmPdl/8JZhOp0REkmE389Rey\n", "+fHealyaxt8tznE/bkIIMfru2Z7kSHoGnLx3qpF1pxqJN5v4yaOTmZoaTWvPAJ/VW/nN4Vo6bINn\n", "dhmxEfxZZiy5SRZarf3Udg9QWt0JgCXcwG9WTSMz3vt+4YDDxfmWXtp7B5dKy71+Oe50adR39+PS\n", "Bvd544mMQojAk57kXURHGHl0ahJTr8/XNoVBo7Ufh1PD7nLxN1/I5ndH6jAa4Lm56YBGU4+dOLOJ\n", "vGQLYWFhdNkcfGXuBF0FEgYX+Z2dHnPH60ZDmPvmjhBCLePulKXP7mTr2RZeKbnMzw5cobZ7gL/a\n", "WME3NpzDpUF6bDj/fdFE5qTHsK+yjQRLOM1WO+tPN3OizkpxbjzLChKpa7fefWejSPW+kOTzncrZ\n", "QP18eo27ItnZ52Dr2cEB5vdnxfKfnza4B2//svQqvQMaBoNGhCmMqanRVLX1setCKx02B7svtNFr\n", "d1F6uZPESO8Pnd3p4mqHjdpOGy41uxtCiBGMuyJpDjcw6fqzlR1ODcstj26YnhpFh81BQ/cARdnx\n", "7LnYdsdak3aXxtNz0ijMuzlNsMk6wIGqdg5e7qClZ+jsGIdLY19VB9/aeI7/srGC8qtdwfuPu4Xq\n", "Mx4kn+9Uzgbq59Nr3PUkEyzhfKc4h5KLbZhNBmZMSObdUw0MODTWzErjxx9VX3+fiefnTaC+a4Ci\n", "7Fg+re1m/sQ4piZHMX3CzXnY1n4Hrx++xsHrN3Qem5bMf3swy/3cnNaeAX558AoubfCpib8+dJXp\n", "aVEkmOUOthBjwbg6k3S6ND5vsHL0ahf5yVFMS43iX/ZVk2gJ54n7kjlZd7PP2NHnIMkSjt2pUZgZ\n", "y89WFPDcvAl0Dziw2Z0cOnSIy219nKjt5pMrN88Oy6o7sPY73dsmg4GYyJtnqwlmk9crAvlD9b6Q\n", "5POdytlA/Xx6jaszyUutvbz8wUVuTLD5+8UT+dGyPJqsdsLCID/l5gyZ2EgjVzps1HXZuD8rhj8e\n", "q2dJfiL5iWbON/cSnZLJ/9hVSV6yhaLsWA5f6aIwK5aH8hM53WBlSkoU2fFmkqPD+adHJvPbT2qJ\n", "MIXxVwuziYkYV4ddiDFtXI2T/KSmgx/uueze/q8Lszhc08mn9VZMhjB+8uhkWnrt9PQ7cWrw1ol6\n", "eu0ufvClSRy52sVHl9rJTTTzXx/MIskSwTc3ngPgqRkpTEwwo2ka/+eTWmBw9s5PH5vifrZ2v8OJ\n", "ISxMxkAKMcr0jpMcV39js+LNzJoQxUtFGXzjgQwKki18Wj94ie1waTT32PntJ9eIDDfw+pFaeu0u\n", "jGHg1GDvpXY04HK7jc8be0iOMvFycQ5fvT8ds8lIVlwkR2657L7W2T/kUQyRJqMUSCHGoHH1tzYj\n", "NoLHp6fwx+P1vHG0ns8be/jKnDT3712axo8eyaeqtY//tjCLp2el8uNH84m97TEP0eFGKuubeeNo\n", "HW+daGBfVRsTYsL5Yt7Nx9JmxUWQ6OOTDgNB9b6Q5POdytlA/Xx6hfxv8bZt23A6B29s5OfnM3v2\n", "7KDur6PPzucNPfQ7nKTFhPP/nWhwz93+w/F6frg0j79bPJGWnsGpgjMmxBBvNvEf5bXUdfWTEhVO\n", "+bVu1s5JY19lO9NTo1iYE8/xmlbari9M0Wi1c7ndxsKceH78aDg9A06mJEeRFnv3dSSFEGoLeZE0\n", "m80sW7YsZPs73WClpt1GakwEjdYBUqPD3St9J1nCsbs0uvudbDnTzIHLHfxiZQGVrb18cqWLKckW\n", "Pm/q4dO6blp6ByjMjmPF9GQy4iJJT4wBGt37sYQb+dmBGmq7+vnLokwy4ka3QKo+Vk3y+U7lbKB+\n", "Pr1CXiSdTiebNm1C0zTy8vKCsojFDfVd/Ww43cS5pl6+NT+Thi4ba2alkRTVTr/DxZfyE/noYjvT\n", "J0RjHXCSHhuBMSyMCTERvFSUgaZpWMKNlFV3crWjn26bk2evX57flxbNP35pEseudfNgTjwXmns4\n", "eq0bgH/+uJrXVk9jctKdDxoTQowtIe9JLl++nDVr1vD000/T2Nh49w/44UJLL+eaBp9R8/anDTww\n", "MR4D8HB+IssKkrjQ3MOE2Ag6+uxMTjLznS/mYA43cKimk/84Vs+bxxu43NbHj5YNXpL/9PEpZF1f\n", "iOLT8k/4Un4SLy+ZxOK8BC6331yM16URkDUh/aF6X0jy+U7lbKB+Pr1G9cZNeLjnWSe3HuzS0lLd\n", "247+m4Wr1+6ivc/O3sp26rv66e53sCQnim8+kMlzc9P573MsdHe20dg9wNFrN+9S77zQRlZcJPGt\n", "56k7e9z9+unTp4fs7/E8CynRJtKiw/nWAxl011b6nd+f7dvzhXr/kk+2Vd7WI+TjJGtqapg0aRIA\n", "27dvZ8WKFcO+LxDjJNv77Gz+vJmDlzt4KD+RL01O4MDlDtr67Dw+PYUpyVHYnS6arANc7bDx0301\n", "pMdG8HB+Er8/WgdAUXYs31uSS7zFc2fC6dL4rL6b47XdFKREcX9WLLE6FuQVQoSG8utJ1tTUUF5e\n", "DsC8efOCuq9ESzgvFmawdnYaURFGjIYw/uKWx8oOOFzsrWzj30uvEms28Y0HMnn9SC0tPQP89LF8\n", "Bhwak5Mtdy2QAFWtvfxgV6V7Ns+PluaxKDfB84eEEMoL+eV2cXExa9euZe3atRQUFAR9f0ZDGLFm\n", "E8Zh5kvXd/fzy4NXcWqDc7X3VbUzOz2Guu4BJieaWTgp3j1j5na3n7p32Jzc+jyxKx02RpPqfSHJ\n", "5zuVs4H6+fQaV4PJb2cICxtSPCOMBvISzRRmxWLX2YTIio8gK26woEYaw5ibGRvIqEKIUTKu5m43\n", "WQdo6B4gzmwkN9GC06Vx9FoXr31yjUSLiVUzU9l7sY0n7ktlYU4cYWH6Vuup6+qnobufREv4HY+T\n", "FUKoQfme5Ghp7O7nn0ouc7G1D7PJwL8+PoXpadEsmBjHfanTMBnAOuDkvrRo0mIidBdIgMy4SDJH\n", "eRC5ECKwxs3l9rXOfi629gFgc7g4cnVwkdywsDDiLSaiI01MiI0kPTYSgxcFUvW+i+Tzj8r5VM4G\n", "6ufTa9wUyTizCeMttW+iPJ1QCOGFcdOTdLo0TjdY2V/VzrTUKB7MiSfeIo9QEGK8kZ7kCIyGMOZl\n", "xjJP7joLIXQYN5fbgaZ630Xy+UflfCpnA/Xz6SVFUgghPBg3PUkhhAB5xo0QQgSUFEkfqd53kXz+\n", "UTmfytlA/Xx6SZEUQggPpCcphBhXpCcphBABJEXSR6r3XSSff1TOp3I2UD+fXlIkhRDCA+lJCiHG\n", "FelJCiFEAEmR9JHqfRfJ5x+V86mcDdTPp5cUSSGE8EB6kkKIcUV6kkIIEUBSJH2ket9F8vlH5Xwq\n", "ZwP18+klRVIIITyQnqQQYlyRnqQQQgSQFEkfqd53kXz+UTmfytlA/Xx6SZEUQggPpCcphBhXpCcp\n", "hBABJEXSR6r3XSSff1TOp3I2UD+fXqZQ77ChoYG9e/diNBpZsmQJGRkZoY4ghBBeC3lP8v333+fJ\n", "J58EYMuWLaxatWrY90lPUggRDMr3JKOiotw/R0REhHr3QgihS8iL5K0nruHh4aHefcCo3neRfP5R\n", "OZ/K2UD9fHqF/HJ7165dLF++HICSkhKWLl067PuOHz9OR0dHKKMJIcaBhIQECgsLvX5/yG/c9PX1\n", "AYNnlDd+Ho6e/wghhAiWkJ9J1tXVsX//fjRNY+nSpaSlpYVy90IIoYuyM26EEEIFMphcCCE8kCIp\n", "hBAeSJG8R7hcLpxO52jHGJHq+YQYScjvbt+N6tMWt23b5v7Lnp+fz+zZs0c50eCwqqqqKlatWkVm\n", "Ziag1nEcLp9qx/HMmTOcP38el8vFwoULyc7OVuYYDpdNpeN36NAhGhsbAcjJyaGwsFCZYzdSPl3H\n", "T1PM1q1b3T9v3rx5FJMMb/fu3aMdYVhnzpzRamtr3duqHcfb86l2HPfv3+/++YMPPtA0TZ1jOFw2\n", "1Y7fDR9++KGmaeocu9vdyKfn+Cl3Jqn6tEWn08mmTZvQNI28vDxl55fLcdSnuLj4jtdUOYbDZVPt\n", "+FVXV7Nx40ZWr14NqHPsbrg9n57jp1yR1BSftnhjthDAzp07RzGJZ3IcfbNnzx7mz58PqHcMb82m\n", "2vHLzc3l29/+Nlu3bmXy5MnKHbvb8+k5fsrduLm1uR8WFjaKSe5OhT/8kchx1G///v0UFBSQkpIC\n", "qHUMb892K1WOn9lsJjY2FlDr2N1wa75b3e34KVckvZ22OFpqamrcP9tstlFM4pkcR30OHjzIhAkT\n", "yM3Ndb+myjEcLptKx6+trc39840zSFWOHQyfT8/xU+5ye8GCBaxbt849bVE1NTU1lJeXAzBv3rxR\n", "TjOopKSEqqoqzGYzubm5FBcXK3Uch8un0nFsamqirKyM6dOnU1FRQXd3N1/96leVOIYjZVPp+JWV\n", "ldHf3w9AUVERoNbf4+Hy6Tl+Mi1RCCE8UO5yWwghVCJFUgghPJAiKYQQHkiRFEIID6RICiGEB1Ik\n", "hRDCAymSQgjhgRTJMeyVV14J2He99957bNmyhS1btrB161a6urqG/H779u3Dfs7hcPD++++zZcsW\n", "1q9fz4ULF3za//Hjx3n99dd9+uy9bKTjfrsPP/yQjRs3BjnN+KTcjBvhvW9961sB+66wsDBWrVo1\n", "4u9Hmlp29OhRiouLSUhIAODtt99m6tSpuvdfWFg4ZKqYGOTtlL5HH32UTZs2BTnN+CRFcgxqaGjg\n", "8OHDVFZW8t3vftf9em9vL5s2bSImJgaj0cj58+f5h3/4B/fvd+/ejdVqxWg0YrfbWblyJZGRkQBE\n", "RkayceNGjEYjvb29rFixgri4OBwOBzt37qSiooItW7YAUFBQwMyZMwF48MEHh2TTs5hBSUkJbW1t\n", "mEwmjEYjLpfL/bvz589z8uRJLBYLNpuNoqIiJk+eTH19PX/4wx8oKChgzZo1NDY28u6775KamspX\n", "vvIVTKaR/y+9a9cuzp8/T2JiInFxcfT29jJnzhxmzZrlcZ8wuNTW7t27mTNnDtXV1URERJCWlsbi\n", "xYuBwalvzc3NGI1G9xS4Z5555q7HoLq6mrKyMmJiYjAYDLS0tPDSSy8BcODAgSHHPTExkSVLlgCD\n", "Z/CbN2/GYDCgaZpyi1PfUwKwjqUYJe+9996Q7aqqKveiopqmadXV1e6fy8rKtPPnz7u3u7u7tY0b\n", "Nw77vf39/Xf87vZ9Def999/XampqvMp+5swZ7ZNPPnFvNzc3az/96U81TdO0np4e7a233hry/vXr\n", "12sDAwOapmlaY2OjVlJS4v7dunXrvNqnpmnayy+/rDmdTvf2n/70J623t/eu+7yR+Ve/+pXW398/\n", "5H3nz5/Xjhw54t52uVxaWVmZV3k++OCDIcfs1j8zTRv5uG/btk1rbm52bx85ckRbv369V/sU+siZ\n", "5D0kLy8Pp9PJhx9+6F6qatKkSQDU1tayaNEi93tjYmJG/B69i6Q6HA42bdpEcXEx6enpXn3m4sWL\n", "PProo+7tlJQUsrOzAWhsbKSrq8t9BgWDK7W0t7eTlpZGWloazc3NwOBZtZ6zqNmzZ2Mw3GzFT506\n", "lbq6OgwGg8d93vDwww/fcXwuXLjAsmXL3NthYWFDjrUnjz/+OEePHuXs2bM4HA7S0tLcf2aeWK3W\n", "IcumzZs3jytXrni1T6GPFMl7yKlTp5g7dy5TpkwBBp/tUVNTw6RJk8jOzubChQvufqHVanV/zuVy\n", "cfnyZfLz8wHo6OjAbDZ7tc+enh42bdrEypUr3X1JbxQUFHDy5EkWLlwIQHNzM1evXgUgOzubCRMm\n", "DOmR3nopDoM9zGPHjnH16lVWrlzp9X4///xzXC6Xu1BeunSJFStWYDQa77pPTdOGbSdMnjyZ06dP\n", "u1eYAYYca08+/fRTHnjgAff2O++8415Y15Po6GhaWlrchfLEiRNDFroVgSOrAI1B+/bto6Ojg9On\n", "T7vPjJYvX8727duHnCUBPPnkk+7XbvQkDQYDdrudJ5980t2T3LdvH42NjURGRmK321m9evWQ/t6B\n", "Awdoa2vDYDDgcDhYtGgR6enp/Nu//RsZGRnus6vb+6Se7Nmzh/b2dsxmMzabjaamJhYuXEhRURFX\n", "r17l6NGj7gxWq5WVK1cOWTT1jTfeID09nSeeeMLrY/e73/2OmJgYzGYzdruduXPnMn36dACP+ywv\n", "L+fkyZMApKWlkZWVNaS4ffzxx0OOz7Rp05gzZ85d8/z2t78lIyMDTdNwuVxD+pwwWGxPnTpFZGSk\n", "+1EDc+bMweFwsGHDBsLDwzEYDMTExHD06FGef/75IetOCv9JkRTjyvr161m7du1oxxBjiIyTFOPG\n", "rl27qKioYMeOHaMdRYwhciYpgqK6utp9eXq73NzcoKymPRr79MRqtbJ3795he4UxMTGjvmK38I4U\n", "SSGE8EAut4UQwgMpkkII4YEUSSGE8ECKpBBCePD/A7zo8FTkMr6NAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.558051\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VOeZ5/2vapFKK0JoR6ANgYzNEiMWEyITh0WxgQCx\n", "E9vEsdN28r7Tnneme5KeOPNOxp1MMs504nS6M9l6kk4yHRsHAojFgFnM4gKDWIzNKkBCBWhfkUqq\n", "kmo584dMGYFU1KIjPZLuz3X5uupUqer8OOBbp+7zPM+J0DRNQwghRL8Mwx1ACCFUJkVSCCH8kCIp\n", "hBB+SJEUQgg/pEgKIYQfUiSFEMIPk54f7nA4+NnPfsbzzz9PZmYmANu3b8fj8QCQn5/PjBkz9Iwg\n", "hBBh0bVIHjp0iOXLl/d5zmKxsHTpUj13K4QQg0a3Itna2kpMTAwWi6XP8x6Ph82bN6NpGrm5uTz8\n", "8MN6RRBCiLDpViStVitPPPEEly5d6vN8SUmJ7/GuXbv02r0QQgwK3YpkfX0927Zto6GhgZycHF9P\n", "8k5ms3nA9+/Zswej0ahXPCHEGJWYmMicOXMC/nndiuRLL70EwIULF0hMTPQ9b7PZyM7OBsDpdA74\n", "fqPRKF/FhRCD7vTp00H9vK5DgFpaWrBarZw7d873nM1mY+PGjWzcuJFp06bpuXtdWa3W4Y7gl+QL\n", "j8r5VM4G6ucLlq5Xt5OSkvjGN77R57ni4mI9dymEEIMqQtWl0vbv3y9ft4UQg+706dN87nOfC/jn\n", "ZcaNEEL4IUUyRKr3XSRfeFTOp3I2UD9fsKRICiGEH9KTFEKMKdKTFEKIQSRFMkSq910kX3hUzqdy\n", "NlA/X7CkSAohhB/SkxRCjCnSkxRCiEEkRTJEqvddJF94VM6ncjZQP1+wpEgKIYQf0pMUQowp0pMU\n", "QohBJEUyRKr3XSRfeFTOp3I2UD9fsKRICiGEH9KTFEKMKdKTFEKIQSRFMkSq910kX3hUzqdyNlA/\n", "X7CkSAohhB/SkxRCjCnSkxRCiEEkRTJEqvddJF94VM6ncjZQP1+wdC2SDoeD1157jZqaGt9zdXV1\n", "vPHGG7z11lvU1tbquXshhAibrj3J3bt3k5qaSnp6OpmZmQBs27aNVatWAVBaWsrq1av7fa/0JIUQ\n", "elCmJ9na2kpMTAwWi6XP8zExMb7HkZGReu1eCCEGhW5F0mq1smjRonuev/PE1Ww267V73aned5F8\n", "4VE5n8rZQP18wdKtSNbX17Nt2zasVivnzp3zPe/xeHyPIyIi/H7GnQfbarUqtX327Fml8ki+sZVP\n", "tsPbDobu4yQvXLhAYmKirye5ZcsW1qxZg6Zp7Nixg5UrV/b7PulJCiH0EGxP0qRjFlpaWrBareTk\n", "5PiK5Pz581m/fj2aprFkyRI9dy+EEGHTdQhQUlIS3/jGN1i2bJnvuczMTJ555hmeffZZUlNT9dy9\n", "rkI9db+fjm43p262876tjabOnpA/R698g0XyhU7lbKB+vmDpeiYpguPVNHZeauZ3J3rHlT6SPY5v\n", "fWYy8Rb5axJiuMjcbYV0dLv5j9suc/NWt++5f33yAbISLX7eJYQIhjLjJEXwos1G5mUl+LYLkqOJ\n", "jTQOYyIhhBTJEOnRdzEZInhqZir/9bEcvlU8mf/y2RzGx4Q2llT1vpDkC53K2UD9fMGSZpdiJsRG\n", "UpwnM5GEUIX0JIUQY4r0JIUQYhBJkQyR6n0XyRcelfOpnA3UzxcsKZJCCOGH9CSFEGOK9CSFEGIQ\n", "SZEMkep9F8kXHpXzqZwN1M8XLCmSQgjhh/QkhRBjivQkhRBiEEmRDJHqfRfJFx6V86mcDdTPFywp\n", "kkII4Yf0JIUQY4r0JIUQYhBJkQyR6n0XyRcelfOpnA3UzxcsKZJCCOGH9CSFEGOK9CSFEGIQ6Vok\n", "jx49ypYtW9iyZQunTp0CYPv27ZSWllJaWsrZs2f13L2uVO+7SL7wqJxP5Wygfr5g6XqPm4ULF/oe\n", "79mzBwCLxcLSpUv13K0QQgwa3XuSVVVVbNq0iTVr1pCXl8fu3bvp6upC0zRyc3MH7DtKT1IIoYdg\n", "e5K63y0xJyeHl19+ma1bt5KXl0dJSYnvtV27dum9eyGECMuQXLixWCzEx8ff87zZ7P+e0nf2NqxW\n", "q1Lbv/rVr5TKI/nGTr7bj1XJM9LyBUvXr9stLS0kJSUB8Pbbb/PEE09gs9nIzs4GYMeOHaxYsaLf\n", "96r+ddtqtbJo0aLhjjEgyRcelfOpnA3Uzxfs121di+T27dvp7u4GoKioiJycHA4fPkx9fT0As2fP\n", "pqCgoN/3ql4khRAjk1I9yZUrV97zXHFxsZ67FEKIQSWDyUMUan9jqEi+8KicT+VsoH6+YOl+dVuI\n", "0caraVQ0O2js7CEjPorcpOjhjiR0JHO3hQjSxYZOvrXjCi6vRlykkddXFEihHEGGZO72yZMnQ3mb\n", "EKPCtRYHLm/vuYW9x0NNe/cwJxJ68vt1+ze/+Q0pKSl4vV4qKirIysrixo0bxMXFUVRUNFQZlaT6\n", "MAfJFx5/+SaOi/I9NhkiSIn1P953sI3kYzcS+S2SRUVFzJkzh61bt/Liiy+SnJxMY2MjBw4cGKp8\n", "QiinMCWWHz8+hRu3nOQnxZA/IWa4Iwkd+S2Sc+bMAcDj8ZCcnAxASkoKFotF/2SKU/03peQLj798\n", "USYDszLjmZV57yyyoTCSj91IFFBP0u1299l2Op26hBFCCNUEVCSTkpI4duwYTqeTY8eOMX78eL1z\n", "KU/1sWCSLzwq51M5G6ifL1gBFcklS5aQkJDAO++8Q0JCgqwHKcYsr6ZxtamL0zfbqeuQq9pjgYyT\n", "FCII5+rsfHvnVVxejezEKP778nzS46Pu/0ahDF3GSd7dk3z33XeDSyXEKHHs+i3fGElbWze17T3D\n", "nEjoLaAiuXPnzj7bdrtdlzAjiep9F8kXnoHy5d8xsybSGME4y9DP7B2px26kCuhv2Ov16p1DiBFh\n", "TlYC/+WxHGwtDuZOSiA3SYbDjXZ+i2Rraytut5vOzk6amprQNA2PxyNnkqg/FkzyhWegfAkWE4vz\n", "xkPe8I3wGKnHbqTyWyQvXLiAy+Wivr6ec+fO9b7BZOp3nUghhBiN/PYkP/3pT7N48WJKSkpYvHgx\n", "ixcvZtGiRf3er2asUb3vIvnCo3I+lbOB+vmCFdCFm+nTp+udQwghlBT0OEmbzcakSZMwGPRd1FzG\n", "SQoh9KDLOMmf/OQn2Gw2du7cSXV1Ndu2bQs5oBBCjCQBFclp06b5bgO7cOFCXQONFKr3XSRfeFTO\n", "p3I2UD9fsAIqkh6PBwCj0ahrGCGEUE1ARdJut7Nnzx7y8/P1zjNiqD4WTPKFR+V8KmcD9fMFK6AZ\n", "N2vXrqW+vp7c3Fw+/PDDgGfgHD16lPr6egAmT57MnDlzqKurY//+/RiNRh599FEyMjJCTy+EEDoL\n", "6EwyJiaG3NxcAGbNmsXatWt9rzkcjgHft3DhQtasWcOaNWtobm4GoKysjHXr1vH0009z/PjxcLIP\n", "K9X7LpIvPCrnUzkbqJ8vWGGP49m7d6/f16uqqnj99deZMmUK0Ftwb4uMjAx390IIoauwi+T9vnrn\n", "5OTw8ssvc+LECQDuHJZpNg/tXeYGk+p9F8kXHpXzqZwN1M8XLH1HhH/MYrH4pjLevlIOEBER4fd9\n", "d562W61W2ZZt2ZbtQdkORtgrk5eWlrJ69ep+X2tpaSEpKQmAt99+myeeeIItW7awZs0aNE1jx44d\n", "Ay6WofqMG6tV7XsLS77wqJxP5Wygfr5gZ9zoumLokSNH6O7uvQ9IUVERAPPnz2f9+vVomsaSJUv0\n", "3L0QQoRN1zPJcKh+JimEGJl0mbvtj8UiKzMLIUavoIuk0+nss11SUjJoYUaSUJvAQ0XyhUflfCpn\n", "A/XzBSugIvnLX/6So0ePAtDY2Djm7pZY3tDJ64dsvPFBLfVyr2UhxpSALtxkZmb6Vv+ZNGnSiJ4p\n", "E6yadiev7K6gs6d36FJ7t4d/tyBL6at3oP5YNckXOpWzgfr5ghXQmeTdC+yaTEN/G83h4nB5fQUS\n", "oKK5C483rGtdQogRJKAi6Xa7+2z39IydG7KnxkayvKB3rKcxAr48Mx2jIUL5vovkC4/K+VTOBurn\n", "C1ZAp4QzZszgL3/5C3l5eVRUVPDQQw/pnUsZ8RYTL82fyOcLJ2AxG8lOlKv5QowlAY+TdDqd1NTU\n", "kJGRQXR0tN65ZJykEEIXus24sVgs5OXlhRRKCCFGqoB6klu2bNE7x4ijet9F8oVH5XwqZwP18wUr\n", "oCJ593Jou3bt0iWMEEKoJqAiGRkZSUNDg2/79qIVY5nqY8EkX3hUzqdyNlA/X7AC6kl2dnbyj//4\n", "j74LKZcuXdJlUQshxNjQ0e3G7dUYH63+wtsBnUlGR0fz2muv8dRTT/HUU08xY8YMvXMpT/W+i+QL\n", "j8r5VM4G9893tamLb26/wstbyim7foswFyLTXUBF8u7L5TNnztQljBBidOt2efjF+zeoanPS1OXi\n", "e/uvUav4eggBFcm4uLg+2zIUSP2+i+QLj8r5VM4G/vNpQI/nkzNHj1dD0/zfxmW4BbxUWlVVFWVl\n", "ZbjdbiorK/XMJIQYpSxmI//fwkkkxZiwmAx857M5pMerfdfUgIrksWPHqKmp4ebNm5hMpjG1CtBA\n", "RnpfaLhJvtCpnA3un68wNZZffGEav33yARblJGI0jIIzyZqaGhYuXOhbDSg2NlbXUEKI0W1CbCSp\n", "cZHKF0gIsEgajUa9c4w4I7kvpALJFzqVs4H6+YIVUJF0OBy4XC4AXC7XPTNwhBBitAqoSC5btow3\n", "3niDS5cusW3bNpYuXap3LuWN9L7QcJN8oVM5G6ifL1gBzbhJSkrihRde0DmKEEKoJ+D1JC9cuEBF\n", "RQXTpk1j6tSpAX34+fPnKS8vx+v1smDBArKysti+fTseT+/tEPLz8wecvSPrSQoh9KDLepJ79+5l\n", "3LhxLF++nDNnznDw4EEWL1583/c1Nzezdu1aAHbu3ElWVhYWi0W+rgshRoyAepJtbW3MmzePyMhI\n", "5s2bR3Nzc0AfXlxcfM9zHo+HzZs3s2nTJk6fPh1cWoWo3neRfOFROZ/K2UD9fMEK6EzSbO5/pY72\n", "9nYSEhLu+/69e/cyb948AEpKSnzPy7qUQgjVBXQm2dXVRVNTEwBNTU2+VTsOHDhw3/ceOnSIgoIC\n", "kpOT73ltoOJ7252/kaxWq1Lbkk/yDdf2okWLlMoz0vIFK6ALNz/96U/p6elh4sSJVFdXk5OTg9Fo\n", "5NKlS3z3u98d8H3vvfceKSkpFBYW+p6z2WxkZ2cDsGPHDlasWNHve+XCjRBCD7pcuCkuLqaoqOie\n", "50+ePDngexoaGjhy5AiFhYVcunSJjo4OnnvuOWw2G2VlZQDMnj074KCqsVqtSs8skHzhUTmfytlA\n", "/XzBCqhI9lcgbz+/b98+lixZcs9rqampvPLKK/c839/FHCGEUFXAS6UNxG63D0aOEUf135SSLzwq\n", "51M5G6ifL1hhF0khhBjNpEiGKNQrZUNF8oVH5XwqZwP18wVLiqQQQvghRTJEqvddJF94VM6ncjZQ\n", "P1+wwi6SERHqrywshBChCqhINjQ0DPhaMIMyRxPV+y6SLzwq51M5G6ifL1gBFck//vGP3Lp1q9/X\n", "7r7drBBCjCYBTUt88803SUpKoqOjg7lz55KTk6N7MJmWKITQgy7TEp988kkiIyPxer2cPHmSQ4cO\n", "8fzzz4ccUgghRoqAvm63t7cD0NLSws2bN0lMTNQ11Eiget9F8oVH5XwqZwP18wUroDPJt956i+Tk\n", "ZJKTk1mxYgWRkZF65xJCCCUE1JP8/e9/zwsvvDCkw32kJymE0EOwPcmAvm6vW7dOxkMKIcakgIpk\n", "ZGQkVVVVlJWV4Xa7qays1DuX8lTvu0i+8KicT+VsoH6+YAVUJI8dO0ZNTQ03b97EZDJx/PhxvXMJ\n", "IYQSAiqSNTU1LFy4EIOh98djY2N1DTUSqD4/VfKFR+V8KmcD9fMFK6AiaTQa9c4hhBBKCqhIOhwO\n", "XC4XAC6XC6/Xq2uokUD1vovkC4/K+VTOBurnC1ZA4ySXLVvGG2+8QV1dHR6Pp8+9s4UQYjQLaJzk\n", "cJBxkkIIPegyTvJuu3fvDuVtQggx4vgtkj/84Q/ZvHkzv//97/nOd77DG2+8wbe//W2qqqqGKJ66\n", "VO+7SL7wqJxP5Wygfr5g+e1JfuUrXyE7O5s///nP/OAHP8BoNPLlL3+ZDRs2BPTh58+fp7y8HK/X\n", "y4IFC8jKyqKuro79+/djNBp59NFHycjIGJQ/iBBC6MFvkczOzgbAbDb7hgGZTCZiYmIC+vDm5mbW\n", "rl0LwM6dO8nKyqKsrIx169YBUFpayurVq0MOP5xUHwsm+cKjcj6Vs4H6+YIVUE/S6XT22bbb7QF9\n", "eHFx8T3P3VlgZTUhIYTqAiqSs2fP5q233uL06dOsX7+e2bNnB7WTvXv3Mm/ePADuvJhuNpuD+hyV\n", "qN53kXzhUTmfytlA/XzBCmic5PTp08nNzaW6uprVq1cTHR0d8A4OHTpEQUEBycnJAHg8Ht9r91tZ\n", "yGq1+k7dbx94VbbPnj2rVB7JN7byyXZ428EIe5zkvn37WLJkSb+vvffee6SkpFBYWOh7bsuWLaxZ\n", "swZN09ixYwcrV67s970yTlIIoQdd7nHjz0D9yYaGBo4cOUJhYSGXLl2io6OD5557jvnz57N+/Xo0\n", "TRuwuAohhCrCLpIDSU1N5ZVXXrnn+czMTJ555hm9djtk7mwFqEjyhUflfCpnA/XzBSukGTdCCDFW\n", "SJEMkeq/KSVfeFTOp3I2UD9fsKRICiGEH2EXybF6gzDVx4JJvvConE/lbKB+vmCFXSSDuZQuhBAj\n", "jawnKYQYU3QZJ3nw4MF7nouJieHhhx/GZNJtFJEQQgw7v1+3v/e971FTU0NtbS0zZ87s819KSkrA\n", "S6aNRqr3XSRfeFTOp3I2UD9fsPyeBr766qsAREdHk5SU1Oe1pKQkPvroI/2SCSGEAsK6cKNoO3NI\n", "qD4WTPKFR+V8KmcD9fMFK6Ai+cgjj/T7/IIFCwY1jBBCqCagIpmWltbv8+np6YMaZiRRve8i+cKj\n", "cj6Vs4H6+YIV1Ndtt9t9zyrlQggxmvkdJ3nu3DnOnTuHy+VixowZnD9/ntjYWDIzM30rjetFxkkK\n", "IfQwqPfdvnjxIk8//TTr1q1j586drFu3jtWrV3Pz5s2wg45V9R3dXG7sormzZ7ijCCEC4LdI3h4o\n", "bjAYfLdfuL091oXSd6lqcfCftl/h328t5+/3XaOuo1uHZL1U7wtJvtCpnA3Uzxcsv+Mk4+PjOXjw\n", "IHa7nXHjxnHgwAFSU1N9t5cVwTlX30ljlwuA8sYurrU4SY+PGuZUQgh/7jt3u7a2lqioKJKSkqis\n", "rMRutzNz5kzdg43GnqS1qo3v77vm2359RQEz0uOGMZEQY8+gz93OyMjwPc7LywstlQDgobQ4/p/5\n", "Ezlx4xbLpk6gYML97zrZ3OWivqObuEgTk8dbhiClEOJOATcXXS4XDQ0NeL1eOjo69Mw0JDRNo7XL\n", "hb3bHdL7Q+m7JEab+OKMVF77/BQem5KExey/bdHc2cNPDtn4m4/7mBfrO3XNN5QkX+hUzgbq5wtW\n", "QEWysrKSrVu3smfPHgC2b9+uayi9ebwaR6pu8e+3lvOd3VepanEM6f4DXai4ur2bU9W9v5Ccbi/v\n", "VrToGUsI0Y+AiuTJkyd58skniYuLw2AwEBc3svto1be6+cG712jsdFHe6OBfT9bg8QY3D30o5qfG\n", "RhoxGT4pqJMTA/+6rfr8WckXOpWzgfr5ghXQYpAWS2i9MK/Xi6Zpyl0N92oad16u6nF7hy+MH7lJ\n", "0fxweT67y5uYmhLDwuzE4Y4kxJgT0Jmkw9H366jbff8+3u7du/n1r39NfX2977nt27dTWlpKaWkp\n", "Z8+eDTLq4JmYEMXffmYyZkMEyTFmXpyXidEQ3L16hqLvYoiI4FMT4/nOY7l8cUYaE2LNAb9X9b6Q\n", "5AudytlA/XzBCuhMcvbs2fzpT3+ivb2dTZs2BTQlsaSkhAsXLvR5zmKxsHTp0tCSDiKzycDnpozn\n", "U5lxmI0RJMVEDnckIYSiAr7HTVdXF/X19WRlZWE2B3ZGc+HCBRITE8nMzAR6zy67urrQNI3c3Fy/\n", "4yBH4zhJIcTw0+UeN9B7T5vc3NyQQt1WUlLie7xr166wPksIIYZCQD3JnTt3cuPGDaqqqnjzzTe5\n", "evVq2DsO5Gz0zt6G1WpVavtXv/qVUnkk39jJd/uxKnlGWr5gBfR1u7S0lFWrVrFt2zZWr17Nhg0b\n", "+NKXvnTfD7/767bNZiM7OxuAHTt2sGLFigHfq/rXbavVqvRQB8kXHpXzqZwN1M+ny9dtg8GAwWDw\n", "DQWKirr/ogz79u2jsrISi8VCTk4OxcXF2Gw2ysrKgN6LQSOZyv8IQPKFS+V8KmcD9fMFK6Ai2dPT\n", "g91u9xXJQK71LFmy5J7niouLg4wnhBDDK6CeZGZmJqWlpSxYsIBz585RWVmpdy7lhdrfGCqSLzwq\n", "51M5G6ifL1gBnUkuXLiQhQsXAlBYWMiUKVN0DSWEEKoIeJzkUFP9wo0QYmQa1HvcDGT37t2hvE0I\n", "IUacgIrknj172LBhA6+99hrr16/ngw8+0DuX8lTvu0i+8KicT+VsoH6+YAVUJO12O1/60pd48MEH\n", "eeaZZygoKNA7lxBCKCGgInl7kVivt3dJsdt3URzLVB8LJvnCo3I+lbOB+vmCFVCRvL00mtFopL29\n", "HZfLpWsoIYRQRUBF8otf/CIAy5YtY//+/UyfPl3XUCOB6n0XyRcelfOpnA3UzxesgKclQu90xDVr\n", "1ugaSAghVBLSOMnDhw/rPsVQxkkKIfSgywIXVquV2tpa371qLl68KPOwhRBjQkA9yebmZp566inW\n", "rl3L2rVrefHFF/XOpTzV+y6SLzwq51M5G6ifL1ghzbhJTk4e7BxCCKEkvz3J2zfyOn78OJMmTfIt\n", "nnv06FFeeuklXYNJT1IIoYdBnbt9+7R5/vz5vgIphBBjid8i+eyzzzJ9+nTfuMiKigqMRiNf/epX\n", "hyScylTvu0i+8KicT+VsoH6+YPktknFxcQDs3bsXu93O8uXLaW9v5+jRo0MSTgghhltAF27a2tqY\n", "N28ekZGRzJ07l+bmZr1zKU/1+amSLzwq51M5G6ifL1gBFcmBbv/a3t4+qGGEEEI1ARXJrq4umpqa\n", "AGhqavLdCOzAgQP6JVOc6n0XyRcelfOpnA3UzxesgGbc1NXV8dvf/paJEydSXV1NTk4OGzdu5NKl\n", "S3zhC1/QO6MQump3unG6vYy3mDCbQho6LEaxgOZunzx5kqKiooCfv83r9aJpmm86YzDGyjjJVoeL\n", "1i438VFGUuIihzvOmGNrdfKjA9e4eaubF4oyeLwwmWhz8P9excihy9ztgQqhvwK5e/duKisrWb16\n", "tW+MZV1dHfv378doNPLoo4+SkZERcNBw2LvdtHd7iDUbGRetzoLBDfYeXj9s44MaO5kJkXx/WT6T\n", "Ey3DHWtM2X6xkYoWJwC/OV7DQ2lxTEuNHeZUQiW6fbcoKSlh8eLFfZ4rKytj3bp1PP300xw/flyv\n", "XffR1NnDz6w3eGHDBV7dW0Fte3fA763r6OZMTQfXWhz3vDYYfZfKFgcf1NgBqGnv4aNae9ifeZvq\n", "fSFV8hk/XnXf5+NtVfL1R+VsoH6+YA3paVVMTIzvcWTk0Hy1vNLUxeFrbQBcaOjiXL2djISo+76v\n", "tr2b7+6p4HpbNxaTgX94fAqFg3yGEWPu+zsqIUq+5g21FQ8kc6Wpi+ttTp4vyiBn/P3/bYixZUiL\n", "5J3tz4GGFQ22SKPB7/ZAbrZ3c72t96zT6fZyuqajT5EMdCyY26tR2dxFZ4+HSYkWkmM/+eVQMCGG\n", "v1k0iV3lzczNiueh9MErwqqPVVMl36REC99flke328u4aDMmQ++ZpCr5+qNyNlA/X7CG9FKex+Px\n", "PY64+2tOP+48bbdarSFtFyRH89WH00mPj+TxgkQeTIsN6P047RjviJgSpXHkyJGg9v/+++9zurqd\n", "/7DtMt/eVcGP3r1Gc6fL9/qpsvd5vDCZnzwxhQep5cLpsrD/vLId/HZclImLH5Rx7Ghwf7+yPXK3\n", "gxHSyuSBunDhAomJib4LN1u2bGHNmjVomsaOHTtYuXLlgO8dzKvbbq9GZ7ebGLMx4CEeHq/GuTo7\n", "R223mJYSQ9GkBBKiPjnxtlqtAf3G/Pu9FRy1fTLo/p9XTR30r+39CTTfcJF8oVM5G6ifT5er26HY\n", "t28flZWVWCwWcnJyKC4uZv78+axfvx5N01iyZIleu/a52eZk87lGHG4PT85IJX9C4F/xjYYIZmXG\n", "MyszPqwMD6bF+YpkXKSRuAD7jpqmBXS2LYTQl65nkuEI90zS6fLwvX3XOFXdAUBqrJl//sJUkmKG\n", "dixiS1cPJ292UNvRzcLscRQk+z+LrL7VW9gbO3t4ZnY6D8hwFCEGlTJnksOt261RfeuT4T5NXS66\n", "PUP/+yApJpJlUycE9LMer8a/na7j3YpWAM7WdfLL1dMCuhovhNDHqJ2DlWAx8rW5mdz+wvrCnAzG\n", "D+JA8lCbwP64vV6q7xjH2dnjodvtDemz9Mg3mCRf6FTOBurnC9aoPZOMiIhgUc44frlmGh6vxqRx\n", "Fiwm/cYhNth76PF4SYk1E+VnP7Xt3XT2eEiONZMY3bdHGmUy8vzDGby6txKXV+PpWWkyVVGIYTZq\n", "e5Kh6nC6cXo8uDy9F1oSLPf/PXKpoZP//50KOro9vDQvk5UP9D//t6K5i+/srqDN4WZh9jj+w8JJ\n", "JMX2LZReTeNmm5Nuj0ZmQhSxkTLAXIjBJD3JMFxq6OTEjXYuNHRyqrqDh9Ji+btHs/32BD1ejT+e\n", "qqWju3cM6G/LapgzMZ78CTH3/Ox719poc7gBOGq7xerpKfcUSUNEBJPHRw/in0oIEY5R25MM1i2n\n", "ix8drMJgiPBdET9X38mFhs5+f95qteLVNJwuDzmJnxRRkyECs6H/w5pyR0GMAKIj9Tv8qveFJF/o\n", "VM4G6ucXqQ2xAAAVT0lEQVQLlpxJfsyrQY9bw2joOzYx0tD/WMWYpDT+cLKWY9dv8bkpSaybncYR\n", "2y1empdJVmL/Z57zJ4/jGbuLc3V2Vj+UQl6SnDEKoTrpSd7hdHU7ey83MyE2ksOVbTw8MZ6SqUl4\n", "gFsON9njLUwc17uUmfVaG9/ff8333v9Rks/01Fhi+ukhVt9ycqq6A7MhgocnJpAca76nGAshhob0\n", "JMPw8MQEJidaqGzqYlpKDJ3dbm629/DjQzY0YGJCJK99fgrp8VE43J4+7+3xePstkO1ON/9wyMbF\n", "hi4APps/nr9dNAmjQS7ICDESjMmeZH1HDwcrWrBea6W5s6fPawkWE24N/udBG2+XN3PyZju3T7Wr\n", "23tosPcuUJFqcJD/8dflhyfGM2VC/1+dO3s8lDd2+bY/qrXjCHHsYzBU7wtJvtCpnA3UzxesMXcm\n", "2dHt5udHrlN2s/fizMoHJvBCUSbn6jo5U9PB/Em9c7UX5YxjRkY8Xq+Grc3J3KwEnO7e8Y0AHbVV\n", "/LBkPvYeD4lRJhIGGKg+zmLi8cJkdlzsvZHaqunJxMmwHiFGjDHXk6xt7+aFDRd8Z4cTYsz8t8/l\n", "8B+3X2F8tIl1n0pnd3kz8VFG1j6UypXGLiIi4M0P68mMj+SFokyqWh08lp+E0RBB2Y1btDncLMpJ\n", "JGeACzFtDhcVzQ6MhgimTIgmLmrM/W4SQhnSk7yPbreXoqwETtzsXZnnkezeM0SAxwuT+W1ZDc6P\n", "vw7PzUogMcbEPx+5CYCtrRtrVRsVzQ6uNjuYNzHe99ru8mb+x+fzMUREMCHGTLTZiFfTMEREkBht\n", "Zk5W4CsQaZrGpYYuTtxsJ2e8hdmZ8QENahdCDL4x15N0ur1MHBfF83My+KuiDDLio0iNi2KcxYQx\n", "AnLGW3ixKIMX5mQwIdbcZyVx6F3Z3KvBtRZHn8LV0Onifdst/mrjRaxVbWz8qJ5Xdl5l75VmHC7P\n", "3TH8qmp18p93XuFPH9Txg3erOHWz/f5vuovqfSHJFzqVs4H6+YI15orkxIQoXF4vfzxVy1sf1vNg\n", "WiwTx1n46YoC5k+K5wsPptDp6r1S7fFq9LjdrPtUOonRJgpTYlgwOYHrbU4ey0/CckdvcWH2OC43\n", "9t4wrM3h5n+X1XCm1s6PD13nSlPXQHH6dcvh7rNi0ZXme29EJoQYGmPuO5zJGMFjeeNZMGkcGfFR\n", "TB7fO+5xUqKFQ5Wt/M+DNgCizQa+8ql0ssZFcba2g8/kJOLVNKKMBv5qbiYJkQaO227x4txMjAZI\n", "iTHzdnkzUcYIunr6njl29gR3JpmREMnkxCiut3VjMkSwYPK4oP+cKq8MDZIvHCpnA/XzBWtMFUmP\n", "V2PvlRb+19HePuKaB1N4YU4G0R+fEZY3fjIF0eHyEgHcaHMyLTWWaJOBHo+XiAgwAtnjo/nZkZtY\n", "TAa+Pi+T7RebMRrgrxdmkREfxd4rLTR0upiWEkNOkHOx0+Kj+O/L8qlp72acxUTeAMOLhBD6G1Nf\n", "t+3dbjZ+1ODbLj3fSJvTzdWmLv5wspoHUmO5PREmJdbMg+lxTE2Jwdbq5MSNdiYmRNFg7yHeYuRC\n", "Qyd/vzSXkqlJ/Pmjej6qs/NBjZ1t5xvJnxDN6yun8r++MI1Xl+Ted9HcW04Xp262U3bjFq1dveMw\n", "MxKimJOVwJTkGAwh3MZB9b6Q5AudytlA/XzBGnNnkgXJ0dTbeweQT0qMwun28qMDVTxeOIFut5dX\n", "l+Ti1XqLZFePl44eD49MjifKZKKu3YmXCP70QR3Qe0uI//a5XHZfbvHto9XhxuXRSIuLJC2AtSBd\n", "bi9bzjXy5pl6AB6fNoFvzJ/Y7+wdIcTQGzPjJJs6e/g/p2qYnZnA1WYH3W4v2YkW8iZYuNzUhcPl\n", "JWd8ND89bONvP5PNP1qv09HtoWBCNF95OJ0fvFvFQ2lxuL1eztZ98rX8F1+YxvU2Jz8+bCN3fDRf\n", "K8rAaIhgcqIloAVzm7t6+Hdbyn1LqBkj4A9fmk5avNyyQQg9yDjJAVxvc1Jnd/H2pWZsrQ5Mxggq\n", "WqK42BjJ/qu995TJTIjiO5/N4UJDp299yCvNDpxuLy6Phq3VwcrpKb4i+UBKDHFRBorzEpmaEsO1\n", "Fgff3VOJBszKiOOVz+YwIcb/+MgYs5GHM+N997WZmREnZ5FCKGTU9ySrbzn5qLYDi8nAxPgoFucl\n", "0t7toaXLzcz02D7zqmvau6m39/TpIUYAiRYTmQmRtDjcnKlu59Ulufz1IxOZkRHHBzV2zEYDkxIt\n", "7L7c7JvJ82Gtnaa75oX3J9ps5GtFGfznRyfznz4zmb9ZNJn4QZiRo3pfSPKFTuVsoH6+YI3KM0lH\n", "j4eKFgcd3W5O3mxn+8VmJsSYefmRLDaerefr8zIZH20i2hRBjNnEv56sAeDT2eOIjTJyvq6Tp2el\n", "UdXqYP6kcUQZI3hxbiY9bi8JFhN/+qCWiw29YxcfmZzA44XJVN9ykp1o4eTHc8IToozEB3iP7bT4\n", "KPl6LYSihrxIbt++HY+n96tsfn4+M2bMGNTP92oae64084v3qwH4TE4icz+ehtjj8TJ/0jg8Xo3j\n", "19tZNT2Z6ZFmXl2SS017N91uL8kxkWy9YCMp2kRafCSVLV10e7z87kQNeeMtrH0oBXtP77RFYwQs\n", "m5oE9J6Ftnd7+OrD6bQ63MydlEBmgmVQ/2zBUH2smuQLncrZQP18wRryImmxWFi6dKlun9/Z42HL\n", "+Sbf9ntVbXz14XScbi8X6js5V9/JY/nj+VxBEl09Xtp73PzlowZeKMqgrqMHW2sXn582gXevtrBk\n", "ShLvVrRS0ezk/50/kf9dVoPDrfFfH8ulubMHp9vL1WYHMWYTE2IiOVLVhlcDi9nAopzEPrmutTho\n", "7OwhLS6SbLmHjRAjxpAXSY/Hw+bNm9E0jdzc3EFf6cdiNPBQWiw1H9+/enJiFMkxZp6fk85PD9tY\n", "OyONXxy9iUbvYPKqVgcvzcvkRls3+ytaSI6JZNK4KL5ZPJk/nqrz3Qe7xeGiZFoSWQlR5CZFU9t8\n", "i+8fqgXgTer5p5UFvL6igOttTpJjI5mW/MmNwK42dfGtt6/Q5fISH2Xkx08U6H7rBqvVqvRvdMkX\n", "OpWzgfr5gjXkRbKkpMT3eNeuXYP++WaTgeceTqcwNYauHg+PZCcyKdFCu9PN1+dN5DfHa3wXV7Ze\n", "aOTZ2emUN3bxf07X8UJRBlUtDi43d9Hj1bDfMZ3Q3u3h09mJRJt6B3a3Oj9ZOFcDGrpcFOeO7/cu\n", "ibZWJ12u3p/v6PZws80p97cRYoQY1qvbZrP/4TF3XiWzWq0Bb6fFRzGh7SqTHVVMSuztC549dZwo\n", "k4G0+E/GLk6IMWPv8fiG3Lxvu4XT5eWZWWm0dvbwtbkZGCN6e4/PzE7j50dvYDD2HrL02AhizL2P\n", "x1lMxHkdA+ZJiet7l8TkWHNQf55QtsM5fkOxLflC3160aJFSeUZavmAN+WBym81GdnY2ADt27GDF\n", "ihX9/pwei+6evNFORYsDW6sDl1fjs3njaXW42H6xmcoWB6seSObxwglMSrTg1TQcPR4OVLZh7/Hw\n", "7tVWqtu7+d2TD/gKb1Wrg+ZOFylxkUxOHPgiTffH/dDLTZ0UpsYyPTUWs3HUj74SQknBDiYf8v9T\n", "bTYbGzduZOPGjUybNm1I9/1QRiwpsWZiIo3MnRjPmep23F6YMzGeZ2ensTg/kbwJMZiNBqJMRhJj\n", "IslNimbDh/VUt3fz149MJPXjWTRWq5Wc8dHMyUrwWyABokwGPjUxni/PSmdWRvyQFEjVx6pJvtCp\n", "nA3UzxesIe9JFhcXD+n+bjlcnG/opN3p4YHUGB6bkkSixcQ/HLbR0uUmMdrEj0ryiY009jtWcXZm\n", "PL9eW4jHC6nxZqJMcgYoxFgy6udubznXwK+O9Y6ZTI018/qKqcRFGbnU0Emrw82UCdED3ptGCDH6\n", "yNztO2iaxrHrt3zbDZ0ubjndpMVHMicrYRiTCSFGilH93TEiIoKlBUm+7anJ0STFDM7vBdX7LpIv\n", "PCrnUzkbqJ8vWKP6TBLg0zmJ/CQuEnuPh7yk6Htu7CWEEP6M+p6kEELcSfkhQEIIMZJIkQyR6n0X\n", "yRcelfOpnA3UzxcsKZJCCOGH9CSFEGOK9CSFEGIQSZEMkep9F8kXHpXzqZwN1M8XLCmSQgjhh/Qk\n", "hRBjivQkhRBiEEmRDJHqfRfJFx6V86mcDdTPFywpkkII4Yf0JIUQY4r0JIUQYhBJkQyR6n0XyRce\n", "lfOpnA3UzxcsKZJCCOGH9CSFEGOK9CSFEGIQSZEMkep9F8kXHpXzqZwN1M8XrCG/x01dXR379+/H\n", "aDTy6KOPkpGRMdQRhBAiYEPek9y2bRurVq0CoLS0lNWrV/f7c9KTFELoQfmeZExMjO9xZKTcuVAI\n", "obYhL5J3nriazeah3v2gUb3vIvnCo3I+lbOB+vmCNeRft3fv3k1JSQkA+/btY8mSJf3+3KlTp2hr\n", "axvKaEKIMSAxMZE5c+YE/PNDfuHG4XAAvWeUtx/3J5g/hBBC6GXIzyRramo4dOgQmqaxZMkSUlNT\n", "h3L3QggRFGVn3AghhApkMLkQQvghRVIIIfyQIjlKeL1ePB7PcMcYkOr5hBjIkF/dvh/Vpy1u377d\n", "9z97fn4+M2bMGOZEvcOqKisrWb16NZmZmYBax7G/fKodx/Pnz1NeXo7X62XBggVkZWUpcwz7y6bS\n", "8Tt69Cj19fUATJ48mTlz5ihz7AbKF9Tx0xSzdetW3+MtW7YMY5L+7dmzZ7gj9Ov8+fNadXW1b1u1\n", "43h3PtWO46FDh3yP3377bU3T1DmG/WVT7fjd9s4772iaps6xu9vtfMEcP+XOJFWftujxeNi8eTOa\n", "ppGbm6vs/HI5jsEpLi6+5zlVjmF/2VQ7flVVVWzatIk1a9YA6hy72+7OF8zxU65IaopPW7w9Wwhg\n", "165dw5jEPzmOodm7dy/z5s0D1DuGd2ZT7fjl5OTw8ssvs3XrVvLy8pQ7dnfnC+b4KXfh5s7mfkRE\n", "xDAmuT8V/vIHIscxeIcOHaKgoIDk5GRArWN4d7Y7qXL8LBYL8fHxgFrH7rY7893pfsdPuSIZ6LTF\n", "4WKz2XyPnU7nMCbxT45jcN577z3S0tLIycnxPafKMewvm0rHr6Wlxff49hmkKscO+s8XzPFT7uv2\n", "/PnzWb9+vW/aompsNhtlZWUAzJ49e5jT9Nq3bx+VlZVYLBZycnIoLi5W6jj2l0+l49jQ0MCRI0co\n", "LCzk0qVLdHR08NxzzylxDAfKptLxO3LkCN3d3QAUFRUBav1/3F++YI6fTEsUQgg/lPu6LYQQKpEi\n", "KYQQfkiRFEIIP6RICiGEH1IkhRDCDymSQgjhhxRJIYTwQ4rkCPa9731v0D5rw4YNlJaWUlpaytat\n", "W2lvb+/z+o4dO/p9n9vtZtu2bZSWlrJx40YuX74c0v5PnTrFb37zm5DeO5oNdNzv9s4777Bp0yad\n", "04xNys24EYH7+te/PmifFRERwerVqwd8faCpZSdOnKC4uJjExEQA3njjDaZOnRr0/ufMmdNnqpjo\n", "FeiUvuXLl7N582ad04xNUiRHoLq6Oo4dO0ZFRQXf/OY3fc93dXWxefNm4uLiMBqNlJeX861vfcv3\n", "+p49e7Db7RiNRlwuFytXriQqKgqAqKgoNm3ahNFopKurixUrVpCQkIDb7WbXrl1cunSJ0tJSAAoK\n", "CnjwwQcBeOSRR/pkC2Yxg3379tHS0oLJZMJoNOL1en2vlZeXc+bMGaKjo3E6nRQVFZGXl0dtbS1/\n", "+MMfKCgoYO3atdTX1/PWW2+RkpLC008/jck08D/p3bt3U15ezvjx40lISKCrq4uZM2fy0EMP+d0n\n", "9C61tWfPHmbOnElVVRWRkZGkpqayaNEioHfqW2NjI0aj0TcF7sknn7zvMaiqquLIkSPExcVhMBho\n", "amria1/7GgCHDx/uc9zHjx/Po48+CvSewW/ZsgWDwYCmacotTj2qDMI6lmKYbNiwoc92ZWWlb1FR\n", "TdO0qqoq3+MjR45o5eXlvu2Ojg5t06ZN/X5ud3f3Pa/dva/+bNu2TbPZbAFlP3/+vPb+++/7thsb\n", "G7Uf/ehHmqZpWmdnp/Zv//ZvfX5+48aNWk9Pj6ZpmlZfX6/t27fP99r69esD2qemadrf/d3faR6P\n", "x7f95z//Wevq6rrvPm9n/vnPf651d3f3+bny8nLt+PHjvm2v16sdOXIkoDxvv/12n2N259+Zpg18\n", "3Ldv3641Njb6to8fP65t3LgxoH2K4MiZ5CiSm5uLx+PhnXfe8S1VlZ2dDUB1dTULFy70/WxcXNyA\n", "nxPsIqlut5vNmzdTXFxMenp6QO+5cuUKy5cv920nJyeTlZUFQH19Pe3t7b4zKOhdqaW1tZXU1FRS\n", "U1NpbGwEes+qgzmLmjFjBgbDJ634qVOnUlNTg8Fg8LvP2x577LF7js/ly5dZunSpbzsiIqLPsfbn\n", "8ccf58SJE1y4cAG3201qaqrv78wfu93eZ9m02bNnc/369YD2KYIjRXIU+fDDD5k1axZTpkwBeu/t\n", "YbPZyM7OJisri8uXL/v6hXa73fc+r9fLtWvXyM/PB6CtrQ2LxRLQPjs7O9m8eTMrV6709SUDUVBQ\n", "wJkzZ1iwYAEAjY2N3LhxA4CsrCzS0tL69Ejv/CoOvT3MkydPcuPGDVauXBnwfs+dO4fX6/UVyqtX\n", "r7JixQqMRuN996lpWr/thLy8PM6ePetbYQboc6z9+eCDD5g7d65v+8033/QtrOtPbGwsTU1NvkJ5\n", "+vTpPgvdisEjqwCNQAcPHqStrY2zZ8/6zoxKSkrYsWNHn7MkgFWrVvmeu92TNBgMuFwuVq1a5etJ\n", "Hjx4kPr6eqKionC5XKxZs6ZPf+/w4cO0tLRgMBhwu90sXLiQ9PR0/umf/omMjAzf2dXdfVJ/9u7d\n", "S2trKxaLBafTSUNDAwsWLKCoqIgbN25w4sQJXwa73c7KlSv7LJr6u9/9jvT0dJ544omAj92//Mu/\n", "EBcXh8ViweVyMWvWLAoLCwH87rOsrIwzZ84AkJqaysSJE/sUtwMHDvQ5PtOmTWPmzJn3zfPrX/+a\n", "jIwMNE3D6/X26XNCb7H98MMPiYqK8t1qYObMmbjdbv7yl79gNpsxGAzExcVx4sQJnn322T7rTorw\n", "SZEUY8rGjRt56qmnhjuGGEFknKQYM3bv3s2lS5fYuXPncEcRI4icSQpdVFVV+b6e3i0nJ0eX1bSH\n", "Y5/+2O129u/f32+vMC4ubthX7BaBkSIphBB+yNdtIYTwQ4qkEEL4IUVSCCH8kCIphBB+/F9ie0sS\n", "NhnoDQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.664373\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XlYVHeeLvC39qIokLVYRBYBpTUuiRqMTTCJGjEuETt2\n", "TDLpPOnuSd/bPbeXJz3Tmb7dmadn+vaevr3MzE366UwvTmJaEFFRUTGJCkYxEg2RgCiCuLDvUEVt\n", "5/5BKEGLsgo5p4o67+d5fB5OUVXv7xT45ZzvOed3FIIgCCAiIreU/h4AEVEgY5EkIvKARZKIyAMW\n", "SSIiD1gkiYg8YJEkIvJALeabnzx5Eq2trQCA5ORkLFmyBPv27YPD4QAApKenY8GCBWIOgYjonoha\n", "JFesWOH6+vDhwwAAvV6PNWvWiBlLRDRlRC2SANDY2Ihdu3YhPz8fAOBwOFBUVARBEJCWloYHHnhA\n", "7CEQEU2aQoorbiwWC/bs2YOnn3563OMHDx7EunXrxI4nIpo00bckgZFd7LCwsDse12g0E77m8OHD\n", "UKlUYg6LiGQoIiICS5Ys8fr5ohbJrq4uREVFAQBGN1ibmpqQkpICYGQLcyIqlYq74kQ05aqqqnx6\n", "vqinAFVUVKCwsBCFhYWYP38+gJEiWVBQgIKCAsydO1fM+EkrLy9nNrOZHaTZvhJ1S3Ljxo13PJab\n", "mytmJBHRlJLkwM1kHD16lLvbRDTlqqqqsGrVKq+fzytuiIg8YJF0Q669GmYzWw7ZvmKRJCLygD1J\n", "IpIV9iSJiKYQi6Qbcu3VMJvZcsj2FYskEZEH7EkSkaywJ0lENIVYJN2Qa6+G2cyWQ7avWCSJiDxg\n", "T5KIZIU9SSKiKcQi6YZcezXMZrYcsn3FIklE5AF7kkQkK772JCW5Edh01TYwjMZuC0K1KqRHh0Cv\n", "5o3JiOSGu9tulJeXo3PIhp+/14QfHGrAd/bV49TVPsmy/YXZzJZDtq9YJCfQOWhDdeuga/lgbQec\n", "gdmZICIRsSc5gZb+YXx770V0me0AgK8sS8TTi+L8Nh4imhrsSU6R+DAdfrYuA1U3+hFl0GBRgtHf\n", "QyIiP+Duthuj/ZLUqBBsuc+ER2ZHIjJEI2m2PzCb2XLI9hWLJBGRB+xJEpGs8NptIqIpxCLphlx7\n", "NcxmthyyfcUiSUTkAXuSRCQr7EkSEU0hFkk35NqrYTaz5ZDtK15xQxQAuodsuNgxBACYE2NApEGa\n", "ixfo7kTtSZ48eRKtra0AgOTkZCxZsgQtLS04evQoVCoVVq5ciYSEBLevZU+S5MJsc+CPlTew79MO\n", "AMCT82LwlWWJ0Gs4NZ8YAura7RUrVri+Pnz4MACgsrISzz33HACguLgYmzdvFnMIRAFvYNiBsktd\n", "ruUj9V344qI4FskAIXpPsrGxEa+99hoyMjIAAAaDwfU9rVYrdvykyLVXw2z/ZIdqVVg6M8z12NKk\n", "cIRKUCD9vd7Theg9ydTUVHzjG9/Anj17MHv2bIzdu9do2HchMmhVeCl7Jj6fGgGFAphvCoVBy63I\n", "QCHJ0W29Xo+wsJG/lA6Hw/W4QqHw+Lqxf23Ky8slW87JyZE0b+xyTk6O5Os7ujyW1Pm3j0FuP+/6\n", "82egbanBo+lRMIXp+POWIN9boh646erqQlRUFABg//79WL9+PXbv3o38/HwIgoCSkhJs3LjR7Wt5\n", "4IaIxBBQJ5NXVFSgsLAQhYWFmD9/PgAgOzsbO3bswI4dO5CdnS1m/KRN9i8Os5nN7MDP9pWoPUl3\n", "W4mJiYl45plnxIwlIpoyvHabiGQloHa3iYimOxZJN+Taq2E2s+WQ7SsWSSIiD9iTJCJZYU+SiGgK\n", "sUi6IddeDbOZLYdsX7FIEhF5wJ4kEckKe5JERFOIRdINufZqmM1sOWT7ikWSiMgD9iSJSFbYkyQi\n", "mkIskm7ItVfDbGbLIdtXLJJERB6wJ0lEssKeJBHRFGKRdEOuvRpmM1sO2b5ikSQi8oA9SZKVG33D\n", "+KRlAFqVAvPjjIg1av09JNmwOZwAAI3Kv9tmvvYkRb1bIlEg6THb8PP3G/Fp2xAAYOPnovE/spOg\n", "UXOHSmxXusx449Q1WB0CvrZ8JubGhvp7SF7jb4cbcu3VBHv2oNXpKpAAcKa5H0M2Z9Cvt7+zB4bt\n", "eO14E6puDOCT1kH8y5EGfHzxiiTZU4FFkmQjXK/CyrQI1/LauVEw6lR+HJE82J0Cus1213L/sAOC\n", "YvqUHvYkfdTcY8GnbYMI06kwzxSKGSEafw+JfNAxaMWlTjM0SgXmxBoQpmPHSWyCIOD01T7869Er\n", "cAoCXs5NxqPpUVArFX4ZD3uSImrrH8YPDl3GzX4rAOBr2TPxhQUmP4+KfBETqkVMKA/WSEmhUGDZ\n", "rHD84QtZEAQgPkzrtwI5GdNnm1dCE/VqeocdrgIJAKeu9sLhnNoNcTn0qJgtv2yVUoGkGXrMitBD\n", "o1LyPMlgFRmixpyYENfy6swoqKbRX0Qi8h17kj5q6R9GQ6cZBq0Kc2IMMGjZ+CeaTtiTFFl8mA7x\n", "YTp/D4OIJMLdbTfk0idiNrPlmO0rFkkiIg9E7UleuHABdXV1cDqdWL58OZKSkrBv3z44HA4AQHp6\n", "OhYsWOD2tYHakySi6U2SnuTAwACMRuNdn9fZ2YktW7YAAA4cOICkpCTo9XqsWbNmMrFERJLzuLtd\n", "U1Pj9t/bb7/t1Zvn5ube8ZjD4UBRURF27dqFqqqqyY1aZHLt1UiRfbXHjMMXO3Hqai/6LDZJsyfC\n", "bHll+8rjluTJkyeRk5ODy5cvo62tDffffz+qqqoQFRXlU8iRI0fw4IMPAgDy8vJcjx88eHASQ6bp\n", "qqV/GN8/eBltgyPF8R8eSsKm+bF+HhWRZx63JLdt24asrCz09/fjxRdfxOLFi/HlL3/Z1VP0xrFj\n", "x5CZmYmYmJg7vqfReL7ueexfm/LycsmWc3JyJM0bu5yTkyP5+o4ujyXG+zfebHcVSAD44GoPxrbE\n", "+fMOrp+3p+Xbx+CPfG95deCmqKjI1VsEgN27dyM/P/+ub37ixAnExsYiKyvL9VhTUxNSUlIAACUl\n", "JdiwYYPb1/LATfBpH7Tih4ca0NBlBgB8b2UyVmVG+3lUJDei3AhsaGgITufIrMIOhwP9/f13fU1b\n", "WxsqKipQW1uL4uJibN++HcBIkSwoKEBBQQHmzp3r9UClNNm/OMz2LDZUi1dXp+FfVqfhl09kYEXq\n", "rWnLgnm9mR1Y2b7y6uj2unXr8N///d/QarUYHh7G+vXr7/oak8mEV1555Y7H3R3MIflIDNchMZxX\n", "LNH0wWu3iUhWJLnvdktLy2ReRkQ07XhVJC9cuDBu+eTJk6IMJlDItVfDbGbLIdtXXhXJ+vr6cctq\n", "NScPIiJ5mNTu9uiR7mA1eu4as5nN7ODL9pXHTcKSkhKYzWbU1tbCZrt1EnBcXJzoAyMiCgQetyQ3\n", "bNiArVu3YvHixdi6davrX7CfxiPXXg2zmS2HbF95tbu9bt06scdBRBSQeJ4kEcmKKOdJHjhwAM3N\n", "zWhsbMTbb7+NS5cuTXqARETTiVdF0mq1YubMmTh37hyeffbZgJ0HcqrItVfDbGbLIdtXXhVJpVIJ\n", "pVIJvV4PANDpeO0tEcmD11uSAwMDriIZoG3MKSPX88eYzWw5ZPvKqyKZmJiI4uJiLF++HJ988gka\n", "GhrEHhcRUUDwqkiuWLECf/d3fwe9Xo+srCx8/etfF3tcfiXXXg2zmS2HbF/5fFmiWq127XYDwLlz\n", "56Z0QEREgeSez5MsLi7G5s2bp2o8LjxPkojEIMl8kkREcsEi6YZcezXMZrYcsn3FIklE5AF7kkQk\n", "K+xJEhFNoXsukosXL56KcQQUufZqmM1sOWT7yqsiWVFRgdraWgDApUuXxt0tMTU1VZSBEREFAq96\n", "kjt27MDjjz+O6OhoOJ1O7Nq1C1u3bhV1YOxJEpEYROlJhoaGIjo6euQFSiVUKtXkRkdENM1Mqiep\n", "VAb38R659mqYzWw5ZPvKq2qnUCjQ1dUFAOjq6oLD4RB1UEREgcKrnqTD4cCRI0dcc0rm5eVBrfZ4\n", "N9p7xp4kEYnB156kV5VOpVIhLy9v0oMiIpquvNrdrq+vF3scAUWuvRpmM1sO2b7yqkieP39+3PKV\n", "K1dEGQwRUaDxanfbarWOWz5//jzS0tLu+roLFy6grq4OTqcTy5cvR1JSElpaWnD06FGoVCqsXLkS\n", "CQkJkxu5iOR67w9mM1sO2b7y+vYNhw4d8vnNOzs7sWXLFjz11FP4+OOPAQCVlZV47rnnsG3bNpw+\n", "fdrn9yQikpJXRXL79u3o6+tDQUEBCgoKUF1d7dWb5+bm3vGYwWBwfa3Var0cprTk2qthNrPlkO0r\n", "r3a3161bh6VLl7qWDxw44FPIkSNH8OCDDwIYfztajUbj0/sQEUnNqy3JsQUSAJ544gmvA44dO4bM\n", "zEzExMQAwLgT0RUKhcfXjv1rU15eLtlyTk6OpHljl0d7Nf7IH0vq/NvHwJ83f95i53vrnifd9eTE\n", "iROIjY1FVlaW67Hdu3cjPz8fgiCgpKQEGzdudPtankxORGIQZYKLvr4+FBYW4i9/+Qvsdjt27959\n", "19e0tbW5plgrLi7G9u3bAQDZ2dnYsWMHduzYgezsbK8HKqXJ/sVhNrOZHfjZvvKqJ1laWor8/Hzs\n", "37/f68sRTSYTXnnllTseT0xMxDPPPOPbKImI/MSrLUm9Xj/uIEuwT5Um1/PHmM1sOWT7yqsiefvJ\n", "5E6nU5TBEBEFGq+KpMlkQnl5Oex2O06dOoXk5GSxx+VXt/dLnIIAh1O041ses6XEbGbLIdtXXjUY\n", "c3NzUVNTg56eHsTHx8vqvjaNXWb8+exN2BxOvLg0ERkxhru/iIiChqinAN2LQDgFaGDYjlcOXsLF\n", "DjMAwGTU4Heb5iLKwJPgiaYrUeaT7OjowMGDBxESEgKr1Yq8vDxERUVNepDThc0poHPI7lruNtth\n", "dwTk3xQiEolXPcnS0lI899xzeOqpp/D000/j8OHDYo/Lr0b7JTP0avzP5TOhVAAKAP9rxSxEGsSd\n", "kV2ufSJmMztQefU/3mAwuG7+pVKpoNfrRR1UoFAqFFiRGoE3tmRBEICZ4TpoVMF9EzQiGs+r//EW\n", "i2Xc8tDQEICRac+C0dhzuNRKBVIiQ5AaFQKNWvwCKddz15jN7EDl1f96p9OJN998E1VVVfjTn/4E\n", "vV6PmpoanDt3TuzxERH5lVdFcmhoCA899BD0ej2ys7ORlZWFAD0oPiXk2qthNrPlkO0rr3qSzz77\n", "LIxG4x2PJycn49q1a0hKSprygRERBYJ7Pk+yuLgYmzdvnqrxuATCeZJEFHxEmSqNiEiuWCTdkGuv\n", "htnMlkO2r1gkiYg8YE+SiGSFPUkioil0z0UyGE//kWuvhtnMlkO2r7wqkidOnJjwe7ffbpaIKJh4\n", "1ZP80Y9+hPvuuw8PP/wwTCaTFONiT5KIRCFKTzI/Px+bNm1CTU0Ndu7ciZqamkkPkIhoOvGqSC5c\n", "uBAajQaPPPII1q5diz179og9Lr+Sa6+G2cyWQ7avvLp2u7y8HKmpqTh58iSMRiO++c1vij0uIqKA\n", "4HVP8tFHH8XnP/95ye65zZ4kEYlBlHvc5OfnY+HChZMeFBHRdOV1T1JO5NqrkWv2R/VNqLreh8ud\n", "ZsnnSZXrZz6depJeFcm+vj4UFhbiL3/5C+x2O3bv3i32uIgkcaNvGL//aACvHLyMb+2tQ23bkL+H\n", "RAHG67slPvnkk5gxYwbUanHvFhgI5HrvDzlm3+gbxrU+KwDA6hBw9nqfpPly/Mz9ne0rr4qkXq+H\n", "RqNxLUt18IZIbBF6NTRKhWs5JVIedwIl73lVJK1W67hlp9MpymAChVx7NXLMnh0dgh+uTMC2RSb8\n", "78dSsTghTNJ8OX7m/s72lVf7ziaTCeXl5bDb7Th16hSSk5O9enOn0wlBELjlSQFLqVDAfrMeX55G\n", "u38kLa/nk6ypqUFDQwPuu+8+pKam3vX5paWlaGhowObNm5GYmAgA2LdvHxwOBwAgPT0dCxYsmPD1\n", "PE+SiMQgynmSADBv3jzMmzcPANDU1ISUlBSPz8/Ly7vjGm+9Xo81a9Z4PTgiIn/z2JPctWsXioqK\n", "UFRUhMLCQhQWFqKgoABvvfXWpMIcDgeKioqwa9cuVFVVTeo9pCDXXg2zmS2HbF953JI0Go1Yu3Yt\n", "KioqoNFosHjxYlRVVSEiImJSYXl5ea6vDx48eNfnl5eXu04VGP1Qg3157LpLnV9dXe239a+urpZ8\n", "fQNheRR/3tLm+8KrnmRhYSGeeuop1/Lu3buRn59/1zevqalBRESEqyc5VllZGVavXj3ha9mTJCIx\n", "iDKfpEKhGLc82VOAmpqaXF9bLJZJvQcRkZS8KpJOpxMdHR0AgI6ODthstru+pqysDOXl5SgrK8Px\n", "48cBjBTJgoICFBQUYO7cufcwbHHJtVfDbGbLIdtXXs8CVFpaioGBAYSGho7b9Z6Iu13p3Nxc30dI\n", "RORH93zf7WvXrolyx0T2JIlIDJLfd/vDDz+817cgIgpY91wkg5FcezXMZrYcsn3FIklE5ME99ySL\n", "i4uxefPmqRqPC3uSRCQGyXuSRETBjEXSDbn2apjNbDlk++qei6QYp/8QEQWKSfUkW1paEB8fL8Z4\n", "XNiTJCIxiNKTvHDhwrjlkydP+jYqIqJpyqsiWV9fP2452O+YKEa/RBAEtA9a0Tlo9fg8ufaJmM3s\n", "QDWpahfsNwKbak5BQGVzH37+fhO0KgVeXZWG+fFGfw+LiLzgsSdZUlICs9mM2tpaZGVluR6Pi4sT\n", "fbKKYOpJtvYP46uFn2LYMfJRz4rQ4Tcb5iBMH9xb5ESBaErvcbNhwwYAIzfw2rhx472NTNYUUCoV\n", "wGdFUqVQ4LYpOokoQHnVk1y3bp3Y4wgoU90viQvT4tVVaYgxaJAYrsPLDyfDqHP/90mufSJmMztQ\n", "ebW/F+wHaqSwJCkc/5E/F0qFAjO4m000bXjsSfb19SE8PBx9fX0oKysDMHJb2Mcff1z0whlMPUki\n", "ChxTep7ke++9B2DkAM6GDRuwZcsWrFixArt37763URIRTRMei+ToRqbBYIBWqwUAREREQKPRiD8y\n", "P5Jrr4bZzJZDtq+8OnDjcDjGLQ8PD4syGCKiQOOxJ7lz504oFArodDps2rQJAHD58mU0NzfjkUce\n", "EXVg7EkSkRim9DzJL37xi3c8lpaWhvT0dN9HRkQ0Dfk8VZpSGfxTUMq1V8NsZssh21denccjCAIu\n", "X74Mq3VkcoYzZ87ghRdeEHVgRESBwKv5JIuKipCWloaQkBAAI0Xy+eefF3VgwdKTdDgF1LUP4mqP\n", "BUkz9JgTa4BWFfxb40SBakp7kqM0Gg3uv/9+1/LYyS7Is/qOIbxcUg+HACgA/HpDJubHG9E2YEVr\n", "vxXhehVSIkP8PUwimoBXmzT9/f3jltva2kQZTKCYyn5J24B1dF4LCABu9o8Uxx+VNeDl/fX45t6L\n", "qGsfFCXbV8xmthyyfeXVluSVK1fw+uuvIzo6GgBQW1uLH/7wh6IOLFjMnKGDXq2Exe6ERqXArAgd\n", "rvVaUN9hBgCYbU5UXu3D3NhQP4+UiNzxqid55swZLFu2zLX8/vvv8zxJH1zuHMLNPiviwrTIiA7B\n", "pY4hfHPvRdcW5j8/moJH06P8O0gimRClJzm2QAIQvUAGm/RoA9KjDa7l2dEG/CQvA+83dONzsQbc\n", "nxjmx9ERkSeTOsza0tLi1fOcTucdlzROB2L3S1RKBe6fGYbvPJyMvKwYRITcuhZern0iZjM7UE2q\n", "SJ46dequzyktLcXrr7+O1tZW12MtLS1466238M477+DmzZuTiQ4KlzuH8EFTDxq6zP4eChHdhcee\n", "ZHt7OyIjI9Hd3T3u8cOHD+O5556765vX1NQgIiICiYmJAIC9e/e6rgEvLi7G5s2bJ3xtMPUkx6pv\n", "H8TL+y/BYnciRKPErzdkjtsVJyJxTel8kgUFBeju7sb27dtx4cIF17+xW4e+MBhuFYPRqdemix6z\n", "DY1d5rveEvZurvYOw2Ifuduk2eZEcw9nVCIKZB6L5Ne//nXExsYiIyMDjzzyiOvf7NmzJxU2dqM1\n", "kOekvL1f0jYwjJ+824iXimrxvQOX0NxrmfR7xxm1GL0HmFIBmIzjPwe59omYzexA5dXR7by8vHHL\n", "GRkZkwobexBH4cXtAsvLy5GTk+P6GoBfli93mnHu5gCAkS3BCy2DuPrJWQiC4PP7ZT+0Ar/akIna\n", "mz1IDtdgzmfnR97+S+OP9a2urvbb511dXS35+gbC8ij+vKXN94VX50nezmq1erW7fHtPcvfu3cjP\n", "z4cgCCgpKfF4m9pA6kmeu9GPfzpwybX86qo05KRF+HFERDRZopwnebvS0lLXAZiJlJWVoaGhAXq9\n", "HqmpqcjNzUV2djZ27NgBQRCwevXqyUT7RWaMAf+wIgmH6jrxYHI45sXxQAuRXEzqFCCn03nX56xe\n", "vRovvfQSvvSlLyE3NxcAkJiYiGeeeQbPPvssTCbTZKIlcfuuUKhWhU3zYvHahky8sCQRUQbxDjrJ\n", "tU/EbGYHKo9bkq+99hqSk5PveLy2ttbj6TvBSq9R+XsIRCQxjz3Jic5lvNs5jlMhkHqSRBQ8prQn\n", "+dBDD7l9PCJCHgctaloHsKu6HQnhWqzPikFCuA7AyKlMVocTOjW3LImCnceeZFxcnNvHg32Ci/Ly\n", "clzvteD7pZdxorEHOz9uw67qkTk02waG8Z8fXMN391/CsYZu2Ox378/6mu0vzGa2HLJ9xfsITMBi\n", "d2LIdqsANvVY4HAKKG/sxZ6aDtS1D+En7zaiofvO66/7hu2obO7Fu5e60Nwz+RPPicj/JnUKULDL\n", "yclB/7AdGz4XjZJPO6FRKrBtURxUSgW6hmyu5wkALLY7tySPXe7G709eAwAkhmvxiycyYDLqvM72\n", "F2YzWw7ZvmKRnECYTo0XlyRibWY0dBolkiP0AIDH0qNwpL4L3WY7VmVEIiVSP+51giCgvLHHtXyj\n", "z4oeswMmo6TDJ6IpItvd7Zt9w/joej+uuJmubLRfEqZXY64pFKmRITDbnLjZN4xogwa/2zQXb2zJ\n", "wteXJ42bCxIYudzy0fRI13JqhA5RBu//Fsm1T8RsZgcqWW5JXu+14AeHLuN6nxV6tRK/XJ/h8R4z\n", "nUM2vFl5A2WXujDPZMA/PZKKtKiJ73D4cFok4oxa9A87kBFjQEzo9JrxiIhumdS121IQ8zzJyuZe\n", "/OBQg2v5pexEPLXA/ZF8AKi82osfHL71/O88PAvr5saIMjYiEteUzicZrCL0GijHTEI0M1w/8ZMB\n", "qFXjZyzSqmT5sRHJkiz/t6dHh+Dn6zLwxYUm/OCxVNwXP35X+/Z+SWaMAS8siYfJqEHenGgsiBfv\n", "KIxc+0TMZnagklVPctDqgMXmQLhejSyTAYu8vEthmE6NpxfFY31WDEI0KujUsvzbQiRLsulJXu+1\n", "4Pcnr6G+Ywib5sWg3+JArFGLvDlRmBESuLOkE9HUYk9yAicae1B1vR/9ww689VErokM1ePPMDXza\n", "PuT2+dd7LTje0I2q630YtE6/2+IS0dSQTZF03HZhzOjm85CbAniu7gpePdyAH7/biFcOXkbFmJPD\n", "xSbXPhGzmR2oZNOTXDk7AgNWG272WhEfpkVt2yDSovSYG3vnLOM2/Qw0994qjMcaevBYeiTUPKpN\n", "JDuy6UlebB/Ef35wDQoo8FJ2IvRqFcJDVIi+bZbxriErSuu6UFrXiZaBkdvHfumBeNzoHcYz98dj\n", "VoTn04WIKLBJco+b6abbbMOP321ES/9I0fvlsav49aZMROjvPGAzaHXirY9a8PySBISolbA5nDh3\n", "cwCVzX1wAvjeIyle3emRiIKDLPYfHQ4BA8O3eo/9VgccDvcb0BEhamTPMuK/ztxA/7Adf6i8gcrm\n", "PgBAr9kGp8jb3XLtEzGb2YFKFkUyKlSD7zycDJUCUCmAb+fMQqTB/Wk/YTo1NiYBP8lLx5KZRnx5\n", "aQIAwKhV4UtLE6FSciuSSE5k05N0OAW09A8DAOLDdFApFRAEAQqFAmabA33DdoRqVDDqxncgLDYH\n", "2gdt0KoUiAvzbk5IIgpc7ElOQKVUYOaMkYMuw3YHTlzpRWldJ57IisG5G/04dLELC+KN+FbOLNe9\n", "bICROyTOiuC9bIjkSha72wDQ2m/Fh829+KCpF5+2DqFt0IYFCWFwCgJKajthcwqoutGP8zf7UVFR\n", "4bdxyrVPxGxmBypZbEn2WezYce4mDFo1jl/pxpPzYvHHyhsAgAdnhWHl7Agcaxg5L1LJI9dENIYs\n", "epLXe4dRUtuBg7UduH9mGG72WdEwZkbyf340Bf9x8hrmmULxwtIEpEffeYI5EQUHXrvtRphOhVCN\n", "ErMi9GjptyIj+tas4glhWrQPWPFoeiTsgoDCj9v8OFIiCjSyKJLhejXWZEbjK8sScX+iEYsSjPh2\n", "zixsWxSHbzyUhD+fbcGemg58eK0ffcN2nD//sd/GKtc+EbOZHahkUSQBIC5Mi8WJYXgpOwkPpczA\n", "zT4L9ta0428ft+LJ+bEARrY4n38gAQMD/X4eLREFCln0JEdZ7A4cb+jBrk/aMDsqBBF6NXZ90o6s\n", "WAO+uNAEhUKB+SYDIgx33rjrWq8F717qhlMQsCojitdwE01TPE/SgytdZvzq+NXPvrbgmUVxCNep\n", "8MDMMLxzvg0dQ1b8LC8DEbcdtxkctuN35c04d3MAAFB1vR8/zktHuE5WHx+RLMlmd7up24yOQdu4\n", "xxyCgBeWJODU1T5c7BjCzDAd6juHUFVTP+55ZrsTl8ccDb/SZYbFdtsElVNErn0iZjM7UEm+KbRv\n", "3z44HCOTTaSnp2PBggWiZzZ1m/FyST0enDUDj8yOwPsNPTAZNYgJ1SAyRI25sQakR4dgVoQevzp2\n", "Fd9aHj/u9TP0ajy7OA5vnB45t3Lb4jjM0HMrkkgOJO9JHjlyBGvWrLnr86aiJ2mxOWBzCKhrH8Rr\n", "J5qxPisas2boYNCpcbljCAMWOzJiDWjuHUa8UYtBqwMDVgfSokKwImXGuCnRhqwONHZbIAgCUqNC\n", "EKrlpYqOCRjhAAAQcUlEQVRE01HA9yQdDgeKioogCALS0tKm/ODMqKvdZvzHB9fQPmjDi0sT8OLS\n", "BPyuohlWh4CvZSdgcYIRzb3D+Ol7Ta5bOfzDiiT8taoFGpUC/5SbgoyYENf13gatCvPiQnG124wj\n", "F7sQpldhcYIR0aF3HuQhouAheU8yLy8PW7ZswRe+8AW0traKkuEUBLz9UQs+aR3Etc8KoValgE6t\n", "xDOL43C504L/d/o6FAogIfxWkeseskGlAGwOAZ+0DqC+w4w+y60+ZvuAFT883ID/PHUNP3+/CXtq\n", "OqZ87HLtEzGb2YHKrwduNBrPt3Id+0GWl5d7vdzab0VadAi+9EAC/mV1Gl5YkgC1UoGvLkuE2epA\n", "2aVufNo2hNeOX8XGrBgAI/NFhuvVGJ2LN9Kgwa9PXMW5GwOu92+62Yabn81uDgBnr/dh2O7weXyB\n", "ulxdXe23/Orqar+vv9yW5fzz9oXkPcmmpiakpKQAAEpKSrBhwwa3z5tsT9Jsc+BXx5pworEXADAv\n", "LhQLTKHIiguFKVSDndVtrsksAODHj8+GQgnEhWrRb7XjxJVezNCrUdc+hJNNvVg7Jwov546Mt9ds\n", "xy+PN6KyeeRk8+/kzMK6z4osEU0PAd+TbGpqQmVlJQBg8eLFU/7+Q1YHPm4ZdC3Xtw9hy/xYXOoY\n", "wvVeFTZ8LgZnr/VjwOpA3pwo6NRKLEoMcz0/QqfB66ev4XKnBQCwLCnc9b0ZIWp8KycZjV1m6DWq\n", "cdeAE1Fwknx3Ozc3F1u3bsXWrVuRmZk55e8fplNjdUaka3lVRiScgoC9n3bgj2duYO+FdvwsLx0v\n", "PZiILrMdvy1vRm3bSFEVBAGdZhtCNCo8kRWN19ZnYGlS2Lj3jw3VYtmsGVgQb0SIZuqPcMu1T8Rs\n", "ZgeqoDvZT6tWYnVmJCJDNIgP0yIyRI19n3ai/7MbgZ1o7MWiBCNSIkdmBKps7sOnbYPIMoWiqduC\n", "fy69DNtnjcmvZSdiQUKYpzgiCnJBVyQBID06FFqVEt1mO1oHrJg549YRbKUCGLI58cbpG/jysgQM\n", "2RyIDFGjvmMI7YNWV4EERi5dlFpOTo7kmcxmtpyyfRWURfJSxxDO3eyHXq1CvHHkqpon58WgocuM\n", "FSkROFDbAQHAtZ5hrMqIRIhahW/vvYhVmVFYnGDEuZsD0KkUyJsb7e9VISI/C5prtzsGrbjQOoCL\n", "7YP4/qHL+MPpG/hdRfNnp+wokBiuw7aFcSi+0I5+qwP582OhUAAalRI17YOwOQWU1nUiLkyLVx9L\n", "xr9vnov74o2Sr4dc+0TMZnagCootyfZBK372biOqWwfxvUdS0GO2u75X3zEIfHaCuBPAd3NnYcjm\n", "RPugDfFGLWaF62Ads4v97qVurJypQUoktyKJKEjmk/zoRj++d+ASAOAHj6XiTx/egMUuwOpw4uXc\n", "ZPyfdxthcwiI0Kvx1QcT8NrxZggANEoFfrdpDhJn6HChdRCN3WbMMxmRZTLwhmBEQSrgz5MUQ5hW\n", "BZUCcAhAj8WGl3NTcLKxBxEhajT3WFwHY3osdvRaHK5rtbUqBZwCUNHYC51aiUfToxBt8HwVEBHJ\n", "S1D0JJMj9PhWziw8OS8GcUYdfvF+Ewo/accfz9xEZMitoqdSAOnRIZgdFYKZ4Tr869rZ+PcPmvGL\n", "Y034t6NXsKu6FXanINteDbOZLYdsXwXFlqRCARy73I0Hk2fgUscQWgZuXV99urkX3380BU09FiTN\n", "0EOvUuBX6zNgdwoYGHbg07Yh13M/aOrDM4vi3UUQkUwFRU8SAOrbB9FttuNwfScUCoXr+uxv58wC\n", "BAEfXO3Dw2kReDg1AiGfzQXZZ7HjF8duXYv9wpJ4bFsUD5WS/UiiYCXLnqTDKaB32IFzN/uxMCEM\n", "WpUCnzMZkBoZgvlxodCpVcjLirnjYEy4Xo1vfj4ZlzqHoFUpMTfGwAJJROMERU/yeq8F//fEVRRW\n", "t+PfT17DlS4LctMi8cDMcOjUI1uNEx2tNhm1WJESgaVJ4Qj77JYMcu3VMJvZcsj2VVAUSYt95LzH\n", "UZ+2DaJ1YBiWz+Z6JCKarGnfk7TYHfi0dRA7P27D2esjvcWvLEvEoNWOJTPDx02DRkQku57kpQ4z\n", "/uvDm3h0diTmx4VCq1biZGMvliaFjdu6JCKajGm/uz0w7EDHoA1dZhv+WtWCP1beQHOvBQoFkBql\n", "n9R7yrVXw2xmyyHbV9N+SzI1So/IEDXaBmz4yrJEWB1OLIg3IipEjeRIzhxORPdm2vckgZEJLjoG\n", "bYjQq5EQrhN5ZEQ0ncmuJwmM3FIhlve/JiIRTPuepBjk2qthNrPlkO0rFkkiIg+CoidJROQtX3uS\n", "3JIkIvKARdINufZqmM1sOWT7ikWSiMgD9iSJSFbYkyQimkIskm7ItVfDbGbLIdtXLJJERB6wJ0lE\n", "ssKeJBHRFGKRdEOuvRpmM1sO2b6SfBaglpYWHD16FCqVCitXrkRCQoLUQyAi8prkPcm9e/di06ZN\n", "AIDi4mJs3rzZ7fPYkyQiMQR8T9JgMLi+1mo5ByQRBTbJi+TYDVeNRiN1vFfk2qthNrPlkO0ryXe3\n", "S0tLkZeXBwAoKyvD6tWr3T7v7Nmz6OnpkXJoRCQDERERWLJkidfPl/zAjdlsBjCyRTn6tTu+rAQR\n", "kVgk35K8ceMGjh07BkEQsHr1aphMJinjiYh8ErBX3BARBQKeTE5E5AGLJBGRByySfuZ0OuFwOGSX\n", "TTRdSH50+278ednivn37XEUjPT0dCxYsEDWvtLQUDQ0N2Lx5MxITEwFIt/7usqVc/wsXLqCurg5O\n", "pxPLly9HUlKSZOvuLluqdT958iRaW1sBAMnJyViyZIlk6+0uW6r1NpvN+M1vfoMXXnhB8t91d9k+\n", "rbcQYPbs2eP6evfu3ZJmHz58WNI8QRCECxcuCNevX3ctS7n+t2dLuf7Hjh1zfb1//35BEKRbd3fZ\n", "/vjZHzp0SBAE//zOj2ZLtd4HDx4Uzp4965ffdXfZvqx3wG1J+vOyRYfDgaKiIgiCgLS0NL9cOy6X\n", "9c/Nzb3jManW3V22lOve2NiIXbt2IT8/H4C0P/Pbs6VY7+7ubhgMBuj1+nGPS7HeE2X7st4BVyQF\n", "P162OHolEAAcPHhQ0uxRclv/I0eO4MEHHwQg/bqPzZZy3VNTU/GNb3wDe/bswezZsyVd79uzpVjv\n", "8vJyrF+/HrW1teMel2K9J8r2Zb0DrkiOPZCgUCj8Ng5/XVcup/U/duwYMjMzERMTA0Dadb89eywp\n", "1l2v1yMsLAyA9D/zsdljibXera2t2Lt3L9ra2pCamurqC0qx3hNlj3W39Q64IuntZYtiaGpqQkpK\n", "CgDAYrFImj1KLut/4sQJxMXFITU11fWYVOvuLluqde/q6kJUVBSAW1tSUq23u2wp1vurX/0qAKCm\n", "pgYRERGux6VY74myfVnvgCuS2dnZ2LFjh+uyRSk1NTWhsrISALB48WLR88rKytDQ0AC9Xo/U1FTk\n", "5uZKtv7usqVa/7a2NlRUVCArKwu1tbXo7+/H888/L8m6T5Qt1bpXVFRgeHgYALB06VIA0v3Ou8uW\n", "ar27urpQXl4+bmtOqvV2l+3LevOyRCIiD3gyORGRByySREQesEgSEXnAIklE5AGLJBGRByySREQe\n", "sEgSEXnAIjmN/ehHP5qy92pra8M777yDPXv2YOfOnbDb7eO+X1JS4vZ1drsde/fuRXFxMQoKCnDx\n", "4sVJ5Z89exZvvPHGpF4bzCb63G936NAh7Nq1S+TRyFPAXXFD3vv7v//7KXuv9957D08//TQUCgU6\n", "Ojpw7NgxrFq1yvX9iS4bO3PmDHJzc12XfL311luYM2eOz/lLlixBU1PT5AYfxLy9XG/t2rUoKioS\n", "eTTyxCI5DbW0tODUqVO4fPkyXn75ZdfjQ0NDKCoqgtFohEqlQl1dHb773e+6vn/48GEMDAxApVLB\n", "ZrNh48aN0Ol0AACVSgWz2QyDweCaXgoY2VI8ePAgamtrUVxcDADIzMzE/PnzAQAPPfTQuLH5MlFB\n", "WVkZurq6oFaroVKp4HQ6Xd+rq6vDuXPnEBISAovFgqVLl2L27Nm4efMm/vznPyMzMxNbtmxBa2sr\n", "3nnnHcTGxmLbtm1Qqyf+lS4tLUVdXR0iIyMRHh6OoaEhLFy4EPfdd5/HTGBkirHDhw9j4cKFaGxs\n", "hFarhclkQk5ODoCRS/7a29uhUqlcl/499dRTd/0MGhsbUVFRAaPRCKVSiY6ODrz44osAgOPHj4/7\n", "3CMjI7Fy5UoAIz+X3bt3Q6lUQhAESSenlp17mMuS/Gznzp3jlhsaGlyTqQqCIDQ2Nrq+rqioEOrq\n", "6lzL/f39wq5du1zLnZ2dwquvvir89a9/FX76058KTqfTY5Y7e/fuFZqamrwa+4ULF4QPPvjAtdze\n", "3i787Gc/EwRBEAYHB4Xt27ePe35BQYFgtVoFQRCE1tZWoayszPW9HTt2eJUpCILwj//4j4LD4XAt\n", "/+1vfxOGhobumjk65t///vfC8PDwuOfV1dUJp0+fdi07nU6hoqLCq/Hs379/3Gc29mcmCBN/7vv2\n", "7RPa29tdy6dPnxYKCgq8yiTfcEsyiKSlpcHhcODQoUOuaahGZzq5fv06VqxY4Xqu0Wgc99rS0lJ8\n", "//vfh06nw/Xr13HkyBE8/vjjXuXa7XYUFRUhNzcX8fHxXr2mvr4ea9eudS3HxMQgKSkJwMj0Vn19\n", "fa4tKGBkppbu7m6YTCaYTCa0t7cDGNmq9mUrasGCBVAqb7Xi58yZgxs3bkCpVHrMHPXYY4/dMUHs\n", "xYsXsWbNGteyQqEY91l78sQTT+DMmTOoqamB3W6HyWRy/cw8GRgYGDfN2+LFi3H16lWvMsk3LJJB\n", "5Pz581i0aBEyMjIAjNzTZHRKqKSkJFy8eNHVLxwYGLjj9aO73tHR0RgaGvIqc3BwEEVFRdi4ceO4\n", "qajuJjMzE+fOncPy5csBAO3t7WhubgYAJCUlIS4uDps3b3Y9f+yuODDSw/zwww/R3NyMjRs3ep37\n", "ySefwOl0ugrlpUuXsGHDBqhUqrtmCoLgtp0we/ZsVFdXu2bWATDus/bko48+wrJly1zLb7/9tmsi\n", "YE9CQ0PR0dHhKpRVVVXjJrGlqcNZgKah999/Hz09PaiurnZtGeXl5aGkpGTcVhIAbNq0yfXYaE9S\n", "qVTCZrNh06ZNrsLY2NiIyspK6HQ6WCwWbNy4cdz0+sePH0dXVxeUSiXsdjtWrFiB+Ph4/Pa3v0VC\n", "QoJr6+r2PqknR44cQXd3N/R6PSwWC9ra2rB8+XIsXboUzc3NOHPmjKvHODAwgI0bN46bLPbNN99E\n", "fHw81q9f7/Vn94c//AFGoxF6vR42mw2LFi1CVlYWAHjMrKysxLlz5wAAJpMJM2fOHFfc3nvvvXGf\n", "z9y5c7Fw4cK7juf1119HQkICBEGA0+kc1+cERort+fPnodPpXLcaWLhwIex2OwoLC6HRaKBUKmE0\n", "GnHmzBk8++yz4+bJpHvHIkmyUlBQgK1bt/p7GDSN8DxJko3S0lLU1tbiwIED/h4KTSPckiRRNDY2\n", "unZPb5eamirKLNj+yPRkYGAAR48eddsrNBqNks+8T5PDIklE5AF3t4mIPGCRJCLygEWSiMgDFkki\n", "Ig/+P3zuB1IuPtztAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.765101\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtYVPe9LvB3rswMg9wHUEREURKviSYaY9BGEzFegok2\n", "NtYnu3u3z7ObnN2c3TQ93d07PWn33qfN6ck+7W6fJr3ktGmamKggUaN42xEFRVSiVQmIIigg9+sw\n", "A3Nb548JE9BhnAHWmmHW+3ken7AWM/P+1kC+rPmutX5LIQiCACIi8koZ7AEQEYUyFkkiIh9YJImI\n", "fGCRJCLygUWSiMgHFkkiIh/UYr74qVOn0NzcDABIS0vDokWL0NTUhGPHjkGlUmHFihVISUkRcwhE\n", "RGMiapFctmyZ5+vDhw8DAMrKyrBt2zYAQEFBAXJzc8UcAhHRmIj+cbu2thZvvvkmZs6cCQAwGAye\n", "72m1WrHjiYjGRPQimZ6ejpdeeglnz54FAAy9wEej0YgdT0Q0JqJ+3B6k0+kQFRUFAHA6nZ71CoVi\n", "xOccPnwYKpVK9LERkbzExMRg0aJFfj9e1CLZ0dGBuLg4AF/uQVqtVs/y4NfeqFQqPPjgg2IOj4hk\n", "qLy8PKDHi/pxu6SkBLt378bu3bsxZ84cAMCSJUuwY8cO7NixA0uWLBEzftSKi4uZzWxmh2l2oETd\n", "k9ywYcNd6yZPnoyvfe1rYsYSEY0bRahOlXbs2DF+3CaicVdeXo5Vq1b5/XhecUNE5AOLpBdy7dUw\n", "m9lyyA4UiyQRkQ/sSRKRrLAnSUQ0jlgkvZBrr4bZzJZDdqBYJImIfGBPkohkhT1JIqJxxCLphVx7\n", "NcxmthyyA8UiSUTkA3uSRCQr7EkSEY0jFkkv5NqrYTazxTTgcKLf7gxK9lhIcvsGIpK36+0W/OZ0\n", "PWxOAS89kjqhbs3CniQRico84MCrB67herv7di2xejV+sykL8Ybg3AiQPUkiCikOl4DeAYdnuc/m\n", "hMPlCuKIAsMi6YWc+kTMZrbYYvQafOfRqdCoFFAqgFey03Cz8pIk2eOBPUkiEt3i1En4/TNZEAAk\n", "RUWg9HZ/sIfkN/YkiUhW2JMkIhpHLJJeyKFPxGxmyzU7UOxJkqTqOq2oaOlDtE6NOaZIROuDcxoI\n", "kb/YkyTJNPcO4Lv7qtFqsQMAXnxkCnLnmII8KpIb9iQpZHX1OzwFEgDO3OxBiP6NJvJgkfRCrr0a\n", "sbPjDRrMjNd7lldnxkGhUEiS7Quz5ZUdKPYkSTIJkVq8tmo6bnRaYdSqkJlgCPaQiO6JPUkikhX2\n", "JImIxhGLpBdy7dUwm9lyyA4UiyQRkQ/sSRKRrLAnSUQ0jlgkvZBrr4bZzJZDdqBYJImIfGBPkohk\n", "hT1JIqJxxCLphVx7NcxmthyyAyXqtdtXrlxBVVUVXC4Xli5ditTUVOzbtw9Op/sG5TNmzMC8efPE\n", "HAIR0ZiI2pM8ceIEsrOzAQAHDhzAU089hSNHjuCJJ56453PZkyQiMQTakxR1T3KwQA7ldDqRn58P\n", "QRAwffp0FkIiCmmS9CSPHDmChx9+GACQk5ODZ555Bs8++yyam5uliA+YXHs1zGa2HLIDJXqRLCoq\n", "QmZmJhISEu76nkbj+/4mQ9/I4uJiLou8fOnSpTE9fyzLly5dCvr2y21Zzj/vQIjakzx58iQSExOR\n", "lZXlWVdXV4dp06YBAPbv34/169d7fS57kkQkhpDpSba0tKCkpARZWVmorKxEb28vtm/fjrq6OpSV\n", "lQEAFi5cKFY8EdG4EO3jtslkwg9+8APk5uYiNzcX27dvB+A+mLNlyxZs2bIFmZmZYsWPyWh3y5nN\n", "bGaHfnageDI5EZEPvHabiGSF124TEY0jFkkv5NqrYTaz5ZAdKBZJIiIf2JMkIllhT5KIaByxSHoh\n", "114Ns5kth+xAsUgSEfnAniQRyQp7kkRE44hF0gu59mqYzWw5ZAeKRZKIyAf2JIlIVtiTJCIaRyyS\n", "Xsi1V8NsZsshO1AskkREPrAnSUSywp4kEdE4YpH0Qq69GmYzWw7ZgWKRJCLygT1JIpIV9iSJiMYR\n", "i6QXcu3VMJvZcsgOFIskEZEP7EkSkaxI0pM0m82jeRoR0YTjs0hWVFR4/ffBBx9INb6gkGuvhtnM\n", "lkN2oHwWyVOnTkGpVOLGjRs4c+YMbDYbSktLERcXJ9X4iGShz+bE5SYzLjeZ0WdzBns4NITPnqTZ\n", "bIbRaMSHH36IrVu3etZ/9NFHeO6550QdmNg9yZ5+B7r6HTBqVYgzaETLEQQB19qtaOwZQHKUFjPj\n", "DVApFaLl0cRjc7iQd7kFfzx3GwDwt4tT8OxcEzRqHlcVQ6A9SbWvbxqNRgCAVqsdtv7O5Ymmtc+G\n", "X5XUo/RmN9JjdfjR6ulIjdaJknWt3Yp/3HcVNqcAtVKBN9dn4j5TpChZNDF1Dzjw0cVmz/KHF5ux\n", "KjMOieqJ/f9ZuPDrT5XFYoHL5QIAOJ1O9Pb2ijoosdW0W1F6sxsAUNvZj4uNww9EjWe/5HbPAGxO\n", "9866wyWgoXvA5+Pl2ieSc7ZOrURGnN6zbma8HnoJ9iKDvd0Thc89yUFr167FX/7yF2i1WgwMDGDd\n", "unVij0tUEXf8Ahq04v1CJkdpoVEqYHcJUCqAyZO4d0DDRUWo8Up2Gj693gkAWDkjFsYIv/7XJAnI\n", "8jzJPpsTh6+242BVOxZNicKz80xIiBSneLkEAdVtFjR0u3uSsxIjoWZPkihoxrUnOZKmpiYkJyeP\n", "5qkhIVKrQu6cRKyZFY8ItVLUAylKhQKzEyMxO5F9SKKJyK/PmVeuXBm2fOrUKVEGIyWFQgGDVuW1\n", "QMq1V8NsZsshO1B+Fcnq6uphy2o1+yVEJA+jOmIxeKQ7XC1fvpzZzGZ2mGYHyucu4f79+2G1WlFZ\n", "WQm73e5Zn5SU5NeLX7lyBVVVVXC5XFi6dClSU1PR1NSEY8eOQaVSYcWKFUhJSRnbFhARicjnnuT6\n", "9euxZcsWLFy4EFu2bPH8y87O9uvF29vb8cwzz2Dz5s3461//CgAoKyvDtm3bsHXrVpw5c2bsWyAC\n", "ufZq5JDd0N2PA5VtOFbdjtY+m6TZ3jA79Pl9nuRoeCumBoPB8/VEv3KHJpYuqx0/O16HqlYLAGBd\n", "VjxeXJoa5FFRqPOrJznWAzVHjhzBww8/DMB9LfMgjUa8a6bHQq69mnDP7rO5PAUSAM439MLqcIX9\n", "djN7bPwqkgcOHMCtW7dQW1uLDz74ANeuXfM7oKioCJmZmUhISADgvqxxkELh+/zEobvkxcXFXOby\n", "mJabb17H4zNiPetWT5+ESK0qZMbHZemWA+HXFTcFBQXYuHEj9u7di9zcXOzcuRNf/epX7/niJ0+e\n", "RGJiIrKysjzr9uzZg02bNkEQBOzfvx8bNmzw+txgzkxeXFwctL90zBZXR58d19ot0KgUyEwwwBih\n", "lsV2M/tLolxxo1QqoVQqodO5Z8qJiIi453NaWlpQUlKCrKwsVFZWore3F9u3b8eSJUuwY8cOCIKA\n", "1atX+z1QovEQF6nBw5HRwR4GTSB+7Unu3r0bOTk5OHfuHFauXImCggLk5uaKOjDe44aIxCDKPW4m\n", "T56MgoICLF26FJcvX0ZNTc2oB0hENJH4VSSXLVuGr3/969DpdMjKysKLL74o9riCarQNXmYzm9mh\n", "nx2ogC9LVKvVnt4kAFy4cGFcB0REFErGPJ+kWP1J9iSJSAyS3HebiEguWCS9kGuvhtnMlkN2oFgk\n", "iYh8YE+SiGSFPUkionE05iK5cOHC8RhHSJFrr4bZzJZDdqD8KpIlJSWorKwEAFy7dg1NTU2e76Wn\n", "p4syMCKiUOBXT3LHjh148sknER8fD5fLhby8PGzZskXUgbEnSURiEKUnGRkZifj4ePcTlEqoVKrR\n", "jY6IaIIZVU9SqQzv4z1y7dUwm9lyyA6UX9VOoVCgo6MDANDR0TFsdnEionDmV0/S6XTiyJEjMJvN\n", "0Ol0yMnJGfN9b+6FPUkiEoMoM5OrVCrk5OSMelBERBOVXx+3q6urxR5HSJFrr4bZzJZDdqD8KpIX\n", "L14ctnzjxg1RBkNEFGr8KpI2m23Y8p1FM9zI9X7EzGa2HLID5fftGw4dOiT2WIiIQo5fRfK9995D\n", "T08Pdu3ahV27duHSpUtijyuo5NqrYTaz5ZAdKL+Obq9duxaLFy/2LB84cEC0ARERhZIxzycpFp4n\n", "SURi4HySRETjyK8i2dPTg927d+Pdd9+Fw+HAnj17xB5XUMm1V8NsZsshO1B+FcnCwkI8/fTTiI6O\n", "Fv1yRCKiUOJXkdTpdNBoNJ7lcJ8qTa7njzGb2XLIDtSoTiZ3uVyiDIaIKNT4VSRNJhOKi4vhcDhQ\n", "WlqKtLQ0sccVVHLt1TCb2XLIDpRfRTI7OxtxcXHQ6XRITk7mqTlEJBs8T5KIZEWU+STb2tpw8OBB\n", "6PV62Gw25OTkIC4ubtSDJCKaKPw+BWjbtm3YvHkznnvuORw+fFjscQWVXHs1zGa2HLID5VeRNBgM\n", "npt/qVQq6HQ6UQdFRBQq/CqS/f39w5YtFgsAoKysbPxHFALkev4Ys5kth+xA+VUkXS4X3nnnHZSX\n", "l+OPf/wjdDodKioqcOHCBbHHR0QUVH4VSYvFgkceeQQ6nQ5LlixBVlYWQvSg+LiQa6+G2cyWQ3ag\n", "/Dq6/fzzz8NoNN61Pi0tDfX19UhNTfX6PJfLBUEQwv4yRiIKX2M+T7KgoAC5ubl3rS8sLERNTQ1y\n", "c3MxefJkAMC+ffvgdDoBADNmzMC8efNGfF2eJ0lEYhDlPMnRyMnJQUVFxbB1Op0OTzzxhFiRRETj\n", "TtJJd51OJ/Lz85GXl4fy8nIpowMi114Ns5kth+xASTo5ZE5OjufrgwcPShlNRDQqQbt9w9D5KUcy\n", "9K9NcXGxZMvLly+XNG/o8uD5Y8HIH0rq/DvHwJ83f95i5/tLtAM3AFBRUYGYmBjPgZu6ujpMmzYN\n", "ALB//36sX79+xNflgRsiEoPkNwIb6fSfo0ePori4GEePHsWJEycAuIvk4L27Z8+ePdZo0Yz2Lw6z\n", "mc3s0M8OlF89yZMnT+Kxxx7z+r2h9+MeavXq1Xety87ODmBoRETB59fH7R//+MeYO3cuHnvsMZhM\n", "JinGxY/bRCQKUT5ub9q0CRs3bkRFRQV27tx51/mPREThyq8iOX/+fGg0GqxcuRJr1qzBxx9/LPa4\n", "gkquvRpmM1sO2YHyqydZXFyM9PR0nDp1CkajEd/5znfEHhcRUUjwuyf5la98BY8++qhkk1WwJ0lE\n", "YhDl2u1NmzZh/vz5ox4UEdFE5XdPUk7k2qthNrPlkB0ov4pkT08Pdu/ejXfffRcOhwN79uwRe1xE\n", "RCHB77slPv3004iOjoZaLemcGEEh13t/MJvZcsgOlF9FUqfTDZuQgjONE5Fc+FUkbTbbsGWXyyXK\n", "YEKFXHs1zGa2HLID5VeRNJlMKC4uhsPhQGlpKdLS0sQeFxFRSPB7qrSKigrU1NRg7ty5SE9PF3lY\n", "PE+SiMQh2j1u7r//ftx///0Ahs8LSUQUznx+3M7Ly0N+fj7y8/Oxe/du7N69G7t27cL7778v1fiC\n", "Qq69GmYzWw7ZgfK5J2k0GrFmzRqUlJRAo9Fg4cKFKC8vR0xMjFTjIyIKKr96krt378bmzZs9y3v2\n", "7MGmTZtEHRh7kkQkBlHmk1QoFMOWw/0UICKiQX4VSZfLhba2NgBAW1sb7Ha7qIMKNrn2apjNbDlk\n", "B8rvWYAKCwthNpsRGRk57KM3EVE4G/MtZevr60e8Y+JYsCdJRGKQ/Jay586dG+tLEBGFrDEXyXAk\n", "114Ns5kth+xAsUgSEfkw5p5kQUEBcnNzx2s8HuxJEpEYJO9JEhGFMxZJL+Taq2E2s+WQHagxF0kx\n", "Tv8hIgoVo+pJNjU1ITk5WYzxeIRqT9LhEnC9zYKufgemRkdgcrQu2EMiogCI0pO8cuXKsOVTp04F\n", "NqowcqnJjJf3XcVrh2vwz4eu43bPQLCHREQi8qtIVldXD1sO9zsm+uqXlNZ1w/XFvndDjw3NZtuI\n", "jx3vbLExm9lyyA7UqHqScp4F6D6TwfO1XqNEjD68/2AQyZ3PnuT+/fthtVpRWVmJrKwsz/qkpCRk\n", "Z2eLOrBQ7Un29jtwubkPjT0DmJcciVmJkcEeEhEFYFzvcbN+/XoAwL59+7Bhw4axjSxMROnUeGRa\n", "dLCHQUQS8evj9tq1a8UeR0iRa6+G2cyWQ3ag/CqS4X6ghohoJD57kg6HA0VFRTAYDFi6dCmOHDkC\n", "i8WCJ598EgaDYaSnjYtQ7UkS0cQ2rudJ5ufnY8GCBUhISMAbb7yBOXPmICcnB/v27fPrxV0uF5xO\n", "p9+DISIKNT6LZEREBBISEpCZmYkpU6ZgypQp0Ol00OnufZVJYWEh3n77bTQ3N3vWNTU14f3338eH\n", "H36I27dvj330IpFrr4bZzJZDdqB8Fkmr1QpBEGCxWHDt2jUMDLivLhn8ry85OTlYuXLlsHVlZWXY\n", "tm0btm7dijNnzox+1EREEvF5RObxxx/Hzp07oVKp8PLLLyMvLw8AsGzZslGFDe1jarXaUb2GFJYv\n", "X85sZjM7TLMD5bNImkwmPPfcc57l559/fkxhQ48RaTSaMb0WEZEUJJ1PcuhBHIVCcc/HD+1bFBcX\n", "S7Y8+HUw8u8cg5T5b731luTbO+itt97iz5s/b8mWA+HXVGmCIOD69euw2dyTOZw9exYvvPDCPV+8\n", "oqICMTExmDx5MgBgz5492LRpEwRBwP79+31exRPMU4CKi4uD9nGA2cxmtrgCPQXIryKZn5+P6dOn\n", "Q6/XA3AXye3bt/t8ztGjR1FTUwOdTof09HRkZ2ejsbERRUVFEAQBq1evhslkGvH54XyeZF2nFW19\n", "diRGapEWy/koiaQ0rtduD9JoNHjggQc8y0MnuxjJ6tWr71o3efJkfO1rX/N7cOHoersVr35SDbPN\n", "iUkRKvx8XSamx+mDPSwiGoFfPcne3t5hyy0tLaIMJlSMtnfhj7pOK8w2d2+2Z8CJus5+ybLvhdnM\n", "lkN2oPzak7xx4wbefvttxMfHAwAqKyvx2muviTqwUHW7ZwA3Oq2I1KgwK8EAvVYV0PPjI4cf1U+I\n", "5FF+olDmV0/y7NmzeOihhzzLx48fv+tE8fEWij3J9j4bXj96A1WtFgDA97LT8OSs+IBeo9/hxOWm\n", "PlxpNmNeshFzk4zQqnnTSiKpiNKTHFogAYheIENVh9XhKZAAcKS6A6tmxkGlvPfpTIN0ahUWp07C\n", "4tRJYgyRiMbZqHZhmpqaxnsckum3O9Fv9z3pxkj9kugIFVKivrxSaGladEAF0h9y7RMxm9mhalQT\n", "RZaWliI3N3e8xyK6qlYLfl1yCwIEfOfRqQHfesEUFYF/fXIGKlr6MEmnwhwTb91AFO589iRbW1sR\n", "GxuLzs7OYesPHz6Mbdu2iTqw8e5JdlnteHnvVdzudZ8Qn2zU4pdPz0KsngdOiORkXHuSu3btwpYt\n", "W/Dee+8NK1hDpz+bKJwuARb7l3d57LM74XTd85iVR5fVju5+B4wRKsQbQndyDiIaXz57ki+++CIS\n", "ExMxc+ZMrFy50vMvIyNDqvGNmziDBt99LA0apQJqpQKvPJaGeIP3vcg7+yUtZhveOF6Hb+VV4gcH\n", "rqG+u9/r88aDXPtEzGZ2qPKrJ5mTkzNseebMmaIMRkwKhQJL0ibhD5vvAwAkRWn9mmQDAK63W3C+\n", "wX1CfV3XAC439SE1mpcTEsmBX+dJ3slms4k+H2QonSf5WWMv/seBa57l11al47HpsUEcERGN1rje\n", "42YkhYWFo3nahJUZr8e3l05BRpweWxckYU6SMdhDIiKJjKpIulyuez9oAruzX2KMUGPTXBP+Y30m\n", "/mZxCuJG6GWKkS0lZjNbDtmB8tmTfPPNN5GWlnbX+srKygl5nuRYGQK8TpuIJj6fPcmCggKvxXCk\n", "9eMplHqSRBQ+xrUn+cgjj3hdHxMTE9ioiIgmKJ9FMikpyev6cJ/gQqp+yYDDiTt35OXaJ2I2s0PV\n", "qK7dprHpdzhRUtuNPZdbMS85Es/MNSHRyKt4iELRqM6TlIKYPcnGngG099kRZ1BjShBOCv+82YyX\n", "91V7lv9x+VSszUqQfBxEciTKfJLh5GZXP3548Bpa+uyI1avxxtqZSJf4HjNWx/BTqDqtDknzich/\n", "spsS+0aHFS19dgDu4nS9w3rXY4b2S5wuAbe6+lHXaYXdOT7nh06L1eOx6dEAAFOkBsumRXvNlhqz\n", "mS2H7EDJbk8yRu/eZJXCPelFrG7kt0AQBJTe7Ma/HbsBlwB8b0UavjIjDupRTrTbabVDqQDiDRq8\n", "/Ggatj9gh0Grgon9SKKQJbueZL/diUtNZvT0O3Gt3YI5yUY8MDkKkV5OFO+02vHiniq0W9x7nlqV\n", "Av9v8/0wRQVe1M7X9+DNEzehVSvwT19Jx+wAJ/wlovEhybXbE5lOo0JUhBo/P1GHvMut+MnRG6ho\n", "Nnt9rEapQKz+yz3NaJ0aalXge5HNvTb85NgNtFnsaOyx4c0TN2EeYB+SaCKQXZEE3HuIQ+fbHZyt\n", "fNBgv8QYocZ3H0vDQ6lRWJBixOtPZIzyum0BriGBTkHASPvvcu0TMZvZoUp2PUkASIvR4e+XTIbF\n", "7kJ9dz+yTIa7HuN0CThb34M/nWvEkqmTkJOVgJSoiFHlmYxa/POq6XjjeB0iVAp8d3kaonz0Qoko\n", "dMiuJwkAJ2904t//qxYuAViXFY+/e2gyjBHDi1ZdpxV/n18J5xfvzppZcXgle9qoMwVBQJtl8MAN\n", "D9QQBQt7knew2p34rLEX/3WtA7UdVvT02/HBhWbPx+1PKts9B2aGGnC4PAUScN9zeyx/TxQKBRIj\n", "tSyQRBNM2BfJ8gb3rOI/O16H0ze7cfF2L9JjvrzKJkavhl4z/Mh2cXExNEolcuckAgCiIlR4fEYs\n", "Arhv2KjJtU/EbGaHqrBvjJU3uu9Ns2pmLE7XdeOhqZMwJykSUTo1LHYnVkyP8XqeokqlQE2bBdsf\n", "TIbdKeCvjb14fAZv2UAkN2Hfkzxd143/eaQG2x9MRtH1TtyXFIlDVztgMmqgVyvx35enYU7y3bdj\n", "cAkCyut78YezjUg2avDNh6cgNYY3/yKa6Hjt9h0emGLE/1k3E3aHCw6ngJtf3A62xezuQ6qUCnRa\n", "7ajvGoBeo8T0OD1USgWUCgUWT52EGQk6dFgc8PPGikQUZsK+J6lTqzA/JQqLpkZj45xEbLwvETFf\n", "nH6zdUES4gwa/OZ0PV75pBr/7eMqnKvvwenTpwEAfTYnCi634dt7qvDtPVW41OT9pPPxJNc+UTCz\n", "yy9XorbDitY+270fPM7k+p6zJxmi4g0axBs0+HXubAw4XEgwaNDQM4Cimi4AgEsA8i614JtzUtFn\n", "c6Cp14YdF5sBAP0OF94rv42f5syEapTXblPoabfYsbdRjVOllTBFavDvOTMwLVbaWaEotMmqSA4a\n", "eqDGoFVi7ew4JERq0TvghEYJvFvZj4ErNfi7h6ZAq1LA9sW5QElGregFcvny5aK+PrOHq+2w4tRN\n", "98G9lj47Ttd1S1ok5fieBzs7ULIrktfbLbh42wxTpAazEw1wuAS0mO04WNWBKZO0+NuHJiPWoEV7\n", "nw2fN5vx+uoMfHChCclRWqyaEYsTNZ3IMkVy5p4wodcM7zhF80ooukNY9yQ7LXaUN/TgcpMZVpsT\n", "9d39+P6Ba3i7tAE/OVaLw9WdOF3XjfMN7j2Jhh4bGroHcOhqG/Iut+LtM40439CDnzyZgZQoLb5/\n", "8Dr+7b9q8bszDbDYnKKMWa59omBlz4jX4x+WJCEzXo9NcxKxOHWSpPlyfM+DnR2osP2zaR5w4J2z\n", "jThc3QEA+IdlqZiVqIdLAO5PikRHnx3VrRYsmho17HmxBg1udQ14ls/V92LVzFgUVLR51pXe7IbZ\n", "5uR9uMNAhFqFJGs93ly/CBFqJRQ8jYHuoHr99ddfD/YgvLlx4wZSUlJG/fyWPhv+4+Qtz3JjzwCe\n", "mhUPk1GLpl4b5iQb8Wh6NBIjNUg2RqDP7sSqGbFYnh6DLqsDtZ3uU4VeWJSMCLUSfTaXZ93y6TFY\n", "MT0WGpX3HfEOix2lN7tR3tALvUaJWL3/MwelpaWNepvHSq7ZU6ZMgVoVnAIp1/c8mNm3b99GRkaG\n", "34+XfE9y3759cDrdH1VnzJiBefPmiZJj0KiQGh2B2z0D+PqDKTBolGjsteE3pfVwCcD5hl6kRGmx\n", "90orHIL7Y1dTrw0CgL9fmoo1s+KhUyuREadHY+8AIrVKfGNxCtRKBeYlG9HvcI24J3mkugPvnG0E\n", "AMTq1fjFhllImTS6GYSIKLgk70nqdDrk5uYiNzdXtAIJuG/N8OMnMvDPj6fjaHUH3iptwOctfcOu\n", "v27rs8EFoNlsw6m6blS1WbCvog23mtsRZ9DgeocV5xp6EK/XYO3sBKRFR8CoVeHVT6rxDx9X4Wqr\n", "5a5cQRBQ3tDjWe60OtA74H//Uq59ImYzO1RJXiSdTify8/ORl5eH8vJyUbOmxuiQEKlFQ4+7x9hp\n", "dWBesvu2CVER7pPM12YlQKlwz0L+N4tTcPJGJ3oELf7p4DX8+lQ9/vVYLT6t6cSsRAOmxujxy5Jb\n", "GHAKaO2z43dl9XfdHEyhUGDdkNvDzkuKRHzkaCbqJaJQIPnH7ZycHM/XBw8eFCXD7nShvnsAgiAg\n", "RqdGslGLJrMN+z5vw49WpWPbwmT02Z1QK4BTtZ3Y9kAylArA6XKh3eKAWqVEx5DbvJ6r78WmuSYo\n", "FcDQrpVGoYC3LtaStGj8YsMs9NkcmBarQ3wAs5nL9dw1ZjM7VAX16LZG47t4FBcXe97Mwd3zey0/\n", "suxRnLzRhTeO10EA8PKjU/FPX5mG6nYrbE4BhVUdWJ4ejagIJZwCsHleElyCgEitCuYBB769dAqM\n", "ESrMStDjapv7drNPzopDaWkplCo1Xls1E786VY8YnQpfvS8K6i8O3gwdT4RaiY7qzwAApqmBjZ/L\n", "XOay+MuBkHwWoLq6Okyb5p7he//+/Vi/fr3Xx412FqAOix3f3lOJzi/2BLUqBX6aMwPvX2hGeqwO\n", "9yVGIv8Ys0xLAAAP0UlEQVRyM1ZkxOH3ZQ1wCsDKjBisyIh136DL5oQCwP9+aiasDheMWhVmJuih\n", "U7sP0giCgK5+B9RKBaLumM18PAz9wyA1ZjNbDtkhPwtQXV0dysrKAAALFy4c99fXqhRIjNR4imRi\n", "pAZqpQJPzY7H78saYdSqYNCqceJGl2fm8eM1XViZEQvzFyeICwDO3OrB1gVJmHTHFRgKhSKgU3qI\n", "aGILy/kk6zqteP+zJjhcAr7+QArqe/pxpcmMPVfa8LWFSahq6UOsQYNj1zoBAEatCq+tSsfPjteh\n", "0+qAAsCrK9Jwu2cAK2bEIY3zSBKFjZDfk5TCtFg9fvj4dAiCAJcAKBUCItQKZCVGonfAiSVp0UiO\n", "ikCcXoPWPhuWTYuGRqnA609koLyhB3q1CrsvteKBKVEout6B7YsmB3uTiChIwvba7ZbeAVxo7MX/\n", "PHwdzWYb/nK+GT89XocPLzZjepweWqV7ajSFwn33xH6HC51WO94934S3zzSgpsOKFrMNkRJfeijX\n", "c9eYzexQFZZ7khabEyV1XVAAWH9fAuxOAQsnR6Gm04o2ix1VrRZUtfRBq1IgPU6PlCgtrnf0w+F0\n", "4YHJUfissRc6tRJLpk7CfUmRwd4cIgqisOxJVrf2oclsQ1ufHR9dbEan1YE1s+KwKHUS3j1/G1+d\n", "b8LBynY8Oy8R5xt6cbDKPQnG1x9IRr/diXkpRiREajAlKgIGEY5gE1Hw8L7bALqsDuyraIPZ5kSH\n", "1YEXFqegoceGt0rrkTMrHoIg4PNWC2732DwFEgCKajrR1e9AQqQWmQmRLJBEFJ5FMkanQrRODYNG\n", "heQoLZp7bbjUZEaHxYE/nG1EV7/7VJ8OqwMpUV9OnjszQY9n55rQWXMlWEOXbZ+I2cwOVWG3q1TT\n", "YcXNHhtWzYzFX5v68Nz8JFxt67vrcQoAMXo1XslOw4VGM4wRKiyb5j7qfbty4O4XJiJZCpuepNMl\n", "oLFnAPXd/bDaXXjjeB0enBKFOIMGT82Ox/8tvomG7gF8dUESUqK0aOuz42RtF76xeDKWpkWLuCVE\n", "FEpk2ZN0CQJO13XjW3mfo7LFAqNWie0PJmNR6iRcb7eiotmMuUlGbF2QhAS9GvXdAzhZ24UnM+OQ\n", "mcA74xHRyMKiSHZZHfj16VtQKxWwO134w9nb+HN5E35/pgE5s+IwJVqHhEgNWvrsOHC1A7MS9PjG\n", "ohQ8Ni0a8Ya7b+gl114Ns5kth+xAhUVPUqNUYPuDKWjutSHJqEVXvxO1nf0QAEzSqfG7Mw1o7LXh\n", "flMkvjrfhNrOfvzls2asy4rHy8uDN408EYW+sCiS/U4XPrrQjCazDQCw8f4EpEZHoLnXhnaLHY29\n", "7vUVLX1YMysOf/msGQBgHmHGcLnOs8dsZsshO1BhUSR7rA5PgQSAq60W/OPyqXC4BLRb7MMea9Co\n", "oFUqYNSp8NyCJKmHSkQTTFj0JCfpVJhj+vLywezpMXjjeB1eP3oDCZFabLgvAbMSDHh+YRL6HU78\n", "Yct9+PXTszEzweD19eTaq2E2s+WQHaiw2JNMNEbgbx9Kwa3uAejUShysakdLn3sP8q3SejyeEYvW\n", "PjVK6rrx/RXTkBzFOxcSkX/C5jxJlyDgZpcVt7oG8POim+h3uG/QNT85Et9fOQ0tZjuidWpM5dyQ\n", "RLIm2/kkW802NPW49x7/ZVU63jnbiCitCi8tmwqTMQImI/ceiShwYdGTbDfbcLK2Cz86UoN/PVaL\n", "P55txHeWpeJfVk3H9LjATxaXa6+G2cyWQ3agwqJItlntuNBo9ixf7+jHZ41mVH9xt0MiotEKi55k\n", "TbsFJXXdeK+8CYD75l+Pz4hDeqwOqzLjxBwmEU0wsuxJTovVw+50YVqMDo09A1AqFTj4eRueyMwI\n", "9tCIaIKb8B+3+2xOHKxqw3+eqkdNhxXLpkVjXpIR/2vtTKTFjm7yCrn2apjNbDlkB2rC70lea7Pg\n", "P0vqAQDVbVZkxOmRnREb5FERUbiY8D3J0pvd+NHhGs/yy8unYl1WgphDI6IJTHbzSWbE6fHglCgA\n", "wJRJWsxPNgZ5REQUTiZ8kTQZtfjBymn47TNZ+Pm6zHG5okauvRpmM1sO2YGa8D1JAIjRaxCj1wR7\n", "GEQUhiZ8T5KIKBCy60kSEYmJRdILufZqmM1sOWQHikWSiMgH9iSJSFbYkyQiGkcskl7ItVfDbGbL\n", "ITtQLJJERD6wJ0lEssKeJBHROGKR9EKuvRpmM1sO2YGS/NrtpqYmHDt2DCqVCitWrEBKSorUQyAi\n", "8pvkPcm9e/di48aNAICCggLk5uZ6fRx7kkQkhpDvSRoMBs/XWq1W6ngiooBIXiSH7rhqNKE5vZlc\n", "ezXMZrYcsgMl+cftwsJC5OTkAACOHj2K1atXe33c+fPn0dXVJeXQiEgGYmJisGjRIr8fL/mBG6vV\n", "CsC9Rzn4tTeBbAQRkVgk35NsbGxEUVERBEHA6tWrYTKZpIwnIgpIyF5xQ0QUCngyORGRDyySREQ+\n", "sEgGmcvlgtPplF020UQRcreUDeZli/v27fMUjRkzZmDevHmi5hUWFqKmpga5ubmYPHkyAOm231u2\n", "lNt/5coVVFVVweVyYenSpUhNTZVs271lS7Xtp06dQnNzMwAgLS0NixYtkmy7vWVLtd1WqxW/+MUv\n", "8MILL0j+u+4tO6DtFkLMxx9/7Pl6z549kmYfPnxY0jxBEIQrV64IDQ0NnmUpt//ObCm3v6ioyPP1\n", "J598IgiCdNvuLTsYP/tDhw4JghCc3/nBbKm2++DBg8L58+eD8rvuLTuQ7Q65PclgXrbodDqRn58P\n", "QRAwffr0oFw7Lpftz87OvmudVNvuLVvKba+trUVeXh42bdoEQNqf+Z3ZUmx3Z2cnDAYDdDrdsPVS\n", "bPdI2YFsd8gVSSGIly0OXgkEAAcPHpQ0e5Dctv/IkSN4+OGHAUi/7UOzpdz29PR0vPTSS/j444+R\n", "kZEh6XbfmS3FdhcXF2PdunWorKwctl6K7R4pO5DtDrkiOfRAgkKhCNo4gnVduZy2v6ioCJmZmUhI\n", "SAAg7bbfmT2UFNuu0+kQFRUFQPqf+dDsocTa7ubmZuzduxctLS1IT0/39AWl2O6Rsoe613aHXJH0\n", "97JFMdTV1WHatGkAgP7+fkmzB8ll+0+ePImkpCSkp6d71km17d6ypdr2jo4OxMXFAfhyT0qq7faW\n", "LcV2f/Ob3wQAVFRUICYmxrNeiu0eKTuQ7Q65IrlkyRLs2LHDc9milOrq6lBWVgYAWLhwoeh5R48e\n", "RU1NDXQ6HdLT05GdnS3Z9nvLlmr7W1paUFJSgqysLFRWVqK3txfbt2+XZNtHypZq20tKSjAwMAAA\n", "WLx4MQDpfue9ZUu13R0dHSguLh62NyfVdnvLDmS7eVkiEZEPPJmciMgHFkkiIh9YJImIfGCRJCLy\n", "gUWSiMgHFkkiIh9YJImIfGCRnMB+/OMfj9trtbS04MMPP8THH3+MnTt3wuFwDPv+/v37vT7P4XBg\n", "7969KCgowK5du3D16tVR5Z8/fx6//e1vR/XccDbS+36nQ4cOIS8vT+TRyFPIXXFD/vvWt741bq/1\n", "6aef4rnnnoNCoUBbWxuKioqwatUqz/dHumzs7NmzyM7O9lzy9f7772PWrFkB5y9atAh1dXWjG3wY\n", "8/dyvTVr1iA/P1/k0cgTi+QE1NTUhNLSUly/fh2vvPKKZ73FYkF+fj6MRiNUKhWqqqrwve99z/P9\n", "w4cPw2w2Q6VSwW63Y8OGDYiIiAAAqFQqWK1WGAwGz/RSgHtP8eDBg6isrERBQQEAIDMzE3PmzAEA\n", "PPLII8PGFshEBUePHkVHRwfUajVUKhVcLpfne1VVVbhw4QL0ej36+/uxePFiZGRk4Pbt2/jTn/6E\n", "zMxMPPPMM2hubsaHH36IxMREbN26FWr1yL/ShYWFqKqqQmxsLCZNmgSLxYL58+dj7ty5PjMB9xRj\n", "hw8fxvz581FbWwutVguTyYTly5cDcF/y19raCpVK5bn0b/Pmzfd8D2pra1FSUgKj0QilUom2tjZ8\n", "4xvfAACcOHFi2PseGxuLFStWAHD/XPbs2QOlUglBECSdnFp2xjCXJQXZzp07hy3X1NR4JlMVBEGo\n", "ra31fF1SUiJUVVV5lnt7e4W8vDzPcnt7u/CjH/1I+POf/yz89Kc/FVwul88sb/bu3SvU1dX5NfYr\n", "V64Ip0+f9iy3trYKP/vZzwRBEIS+vj7hvffeG/b4Xbt2CTabTRAEQWhubhaOHj3q+d6OHTv8yhQE\n", "QXj11VcFp9PpWf7oo48Ei8Vyz8zBMf/qV78SBgYGhj2uqqpKOHPmjGfZ5XIJJSUlfo3nk08+Gfae\n", "Df2ZCcLI7/u+ffuE1tZWz/KZM2eEXbt2+ZVJgeGeZBiZPn06nE4nDh065JmGanCmk4aGBixbtszz\n", "WKPROOy5hYWF+OEPf4iIiAg0NDTgyJEjePLJJ/3KdTgcyM/PR3Z2NpKTk/16TnV1NdasWeNZTkhI\n", "QGpqKgD39FY9PT2ePSjAPVNLZ2cnTCYTTCYTWltbAbj3qgPZi5o3bx6Uyi9b8bNmzUJjYyOUSqXP\n", "zEGPP/74XRPEXr16FU888YRnWaFQDHuvfXnqqadw9uxZVFRUwOFwwGQyeX5mvpjN5mHTvC1cuBA3\n", "b970K5MCwyIZRi5evIgFCxZg5syZANz3NBmcEio1NRVXr1719AvNZvNdzx/86B0fHw+LxeJXZl9f\n", "H/Lz87Fhw4ZhU1HdS2ZmJi5cuIClS5cCAFpbW3Hr1i0AQGpqKpKSkpCbm+t5/NCP4oC7h3nu3Dnc\n", "unULGzZs8Dv38uXLcLlcnkJ57do1rF+/HiqV6p6ZgiB4bSdkZGTg0qVLnpl1AAx7r3357LPP8NBD\n", "D3mWP/jgA89EwL5ERkaira3NUyjLy8uHTWJL44ezAE1Ax48fR1dXFy5duuTZM8rJycH+/fuH7SUB\n", "wMaNGz3rBnuSSqUSdrsdGzdu9BTG2tpalJWVISIiAv39/diwYcOw6fVPnDiBjo4OKJVKOBwOLFu2\n", "DMnJyfjlL3+JlJQUz97VnX1SX44cOYLOzk7odDr09/ejpaUFS5cuxeLFi3Hr1i2cPXvW02M0m83Y\n", "sGHDsMli33nnHSQnJ2PdunV+v3e/+93vYDQaodPpYLfbsWDBAmRlZQGAz8yysjJcuHABAGAymTBl\n", "ypRhxe3TTz8d9v7Mnj0b8+fPv+d43n77baSkpEAQBLhcrmF9TsBdbC9evIiIiAjPrQbmz58Ph8OB\n", "3bt3Q6PRQKlUwmg04uzZs3j++eeHzZNJY8ciSbKya9cubNmyJdjDoAmE50mSbBQWFqKyshIHDhwI\n", "9lBoAuGeJImitrbW8/H0Tunp6aLMgh2MTF/MZjOOHTvmtVdoNBoln3mfRodFkojIB37cJiLygUWS\n", "iMgHFkkiIh9YJImIfPj//ndKrUfQcZ0AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.770047\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtAVOedN/Dv3IdhuModlAFEiYq6UcGgJRrv8RJiNdfa\n", "tG/S7tvNu+2723abZLdps9u8aXd7281uN+2mu73EaLzgNV4AY1Q0itfESEAFIQoy3IVhZmAu5/2D\n", "MILieAY4MwPn+/mLMzB8nwP648xvnuc5CkEQBBAR0aCUgR4AEVEwY5EkIvKCRZKIyAsWSSIiL1gk\n", "iYi8YJEkIvJCLeU3P3HiBMxmMwBgwoQJmDVrFhoaGnDo0CGoVCo8/PDDSExMlHIIRETDImmRzMvL\n", "83xcVFQEACgrK8Ozzz4LANi5cycKCgqkHAIR0bBI/nK7pqYGv/jFLzBx4kQAgMFg8HxOq9VKHU9E\n", "NCySF0mTyYQXX3wRp0+fBgD0X+Cj0WikjiciGhZJX2730ev1CAsLAwC4XC7P4wqF4p7PKSoqgkql\n", "knxsRCQvkZGRmDVrluivl7RItra2Ijo6GsDtK0ibzeY57vt4MCqVCg8++KCUwyMiGTp37pxPXy/p\n", "y+3jx49j27Zt2LZtG6ZOnQoAyM3NxaZNm7Bp0ybk5uZKGT9kpaWlzGY2s8dotq8kvZJcvXr1XY8l\n", "JSXh6aefljKWiGjEKIJ1q7RDhw7x5TYRjbhz585h0aJFor+eK26IiLxgkRyEXHs1zGa2HLJ9xSJJ\n", "ROQFe5JEJCvsSRIRjSAWyUHItVfDbGbLIdtXLJJERF6wJ0lEssKeJBHRCGKRHIRcezXMZrYcsn3F\n", "IklE5AV7kkQkK+xJEhGNIBbJQci1V8NsZssh21cskkREXrAnSUSywp4kEdEIYpEchFx7NcxmtpSa\n", "unrQaOmBIAijqifpl1vKEpG8fXLTgtdKquF0C3h5oQlarS7QQxKNPUkiktQtmxPf3l2Jm509AAC9\n", "Wom31z2AOKM2IONhT5KIgopCCahVCs+xRqWAQuHlCUGGRXIQcuoTMZvZUgvXqfF3D6difKQOCWFa\n", "vLooDVUXz/kleySwJ0lEkpscG4pfrZ4EtyAgUq9BabUz0EMSjT1JIpIV9iSJiEYQi+Qg5NAnYjaz\n", "5ZrtKxZJIiIv2JMkIllhT5KIaASxSA5Crr0aZjNbDtm+YpEkIvKCPUkikhX2JImIRhCL5CDk2qth\n", "NrPlkO0rFkkiIi/YkyQiWWFPkohoBLFIDkKuvRpmM1sO2b6SdD/JS5cuobKyEm63G3PnzkVKSgr2\n", "7NkDl8sFAMjIyEB2draUQyAiGhZJe5JHjx5Ffn4+AGDfvn149NFHUVxcjCVLltz3uexJEpEUfO1J\n", "Snol2Vcg+3O5XCgsLIQgCEhLS2MhJKKg5peeZHFxMXJycgAAy5cvx9q1a/HlL38ZZrPZH/E+k2uv\n", "htnMlkO2ryQvkkeOHEFmZiZiYmLu+pxGo/H63P4/yNLSUh5LfHzx4sWA5V+8eDHg5y+3Yzn/vn0h\n", "aU/y2LFjiI2NRVZWluex2tpapKamAgD27t2LVatWDfpc9iSJSApB05NsbGzE8ePHkZWVhYqKCnR2\n", "dmLDhg2ora1FWVkZAGDmzJlSxRMRjQjJXm7HxcXhpZdeQkFBAQoKCrBhwwYAvW/mrF+/HuvXr0dm\n", "ZqZU8cMy1MtyZjOb2cGf7StOJici8oJrt4lIVrh2m4hoBLFIDkKuvRpmM1sO2b5ikSQi8oI9SSKS\n", "FfYkiYhGEIvkIOTaq2E2s+WQ7SsWSSIiL9iTJCJZYU+SiGgEsUgOQq69GmYzWw7ZvmKRJCLygj1J\n", "IpIV9iSJiEYQi+Qg5NqrYTaz5ZDtKxZJIiIv2JMkIlnxS0/yzJkzQ3kaEdGo47VI/va3v0VhYSG2\n", "bduGn/3sZ9i4cSN++tOf4uTJk/4aX0DItVfDbGbLIdtXXu+WOHv2bMyaNQu7du3C888/j5iYGDQ1\n", "NeHw4cP+Gh8RUUCJ6kkWFhZi7dq1nuPdu3djzZo1kg6MPUkikoIkPUmn0zng2G63+zYqIqJRSlSR\n", "jI6OxsmTJ2G323Hy5ElERUVJPa6AkmuvhtnMlkO2r0QVycWLFyM8PBwHDx5EeHg4lixZIvW4iIiC\n", "AudJEpGs+KUn+cEHH/g2KiKiUUpUkdy3b9+AY4vFIslggoVcezXMZrYcsn0lqki63W6px0FEFJS8\n", "TiZva2uD0+lEV1cXmpubIQgCXC7XmL+SnD9/PrOZzewxmu0rr0WyvLwcDocDZrMZn376ae8T1Gqs\n", "Xr3aL4MjIgo0ry+3582bhwULFmD58uVYsGABFixYgPnz5yMsLMxf4wsIufZqmM1sOWT7SlRPcsqU\n", "KVKPg4goKPk8T7K2thbjx4+HUintfr2cJ0lEUpBknuTPf/5z1NbWYt++fairq8Pu3buHPEAiotFE\n", "VJGcPHkyUlNTAQB5eXmSDigYyLVXw2xmyyHbV6KKpMvlAgCoVCpJB0NEFGxE9STfeecdxMXFIT09\n", "HRMnTsTOnTtRUFAg6cDYkyQiKfjak/Q6T7LP2rVrYTabkZaWho8//lj0CpxLly6hsrISbrcbc+fO\n", "RUpKChoaGnDo0CGoVCo8/PDDSExMFD1YIiJ/E/Vy22AwIC0tDQAwY8aMAbuU22y2ez6vpaUFa9eu\n", "xbp16/DJJ58AAMrKyvDss8/iqaeewqlTp4YzdsnItVfDbGbLIdtXw57HU1xcfM/P5efn3/WYwWDw\n", "fKzVaocbT0QkqWEXSTEvvYuLi5GTkwMA6N8C1Wg0w42XhFzXtDKb2XLI9pW0M8IBHDlyBJmZmYiJ\n", "iQFw+51yAFAoFF6f2/+SvLS0lMc85jGPR+TYF8PemdzbO93Hjh1DbGwssrKyPI/t2LEDjz/+OARB\n", "wN69e++5WUYg390uLS0N2F86ZjOb2dKS5N3toWhsbMTx48eRlZWFiooKdHZ2YsOGDcjNzcWmTZsg\n", "CAIWL14sVTwR0YiQ9EpyODhPkoikIMnabW/0ev1wvwURUdDyuUja7fYBx8uXLx+xwQSLoTZ4mc1s\n", "Zgd/tq9EFcnf/OY3OHHiBACgqamJd0skItkQ1ZO8s++4bds2rFu3TtKBsSdJRFKQpCd55wa7arVk\n", "b4oTEQUVUUXS6XQOOO7p6ZFkMMFCrr0aZjNbDtm+EnVJmJ2djW3btiE9PR1VVVWYNm2a1OMiIgoK\n", "oudJ2u121NfXIzExESEhIVKPiz1JIpKEZCtu9Ho90tPThzQoIqLRSlRPcseOHVKPI6jItVfDbGbL\n", "IdtXoorknduh7d+/X5LBEBEFG1FFUqvVorGx0XPc3d0t2YCCgVz32WM2s+WQ7StRPcmuri786le/\n", "8ryRUlFRIfmNwIiIgoGoK8mQkBC88cYbWL9+PdavX4/s7GypxxVQcu3VMJvZcsj2lagieefb5dOn\n", "T5dkMEREwWbY+0lKhfMkiUgKku0nWVNTg7KyMjidTlRXVw9pcEREo42oInny5EnU19fjxo0bUKvV\n", "QXu/7JEi114Ns5kth2xfiSqS9fX1yMvL8+wGFBoaKumgaOy6ZXeiorELNW02BGmnh2gAUVOAVCqV\n", "1OMIKnKdPyZ19i27A787VY/iK63QqBR4fVkGZiaF+SXbG2bLK9tXoq4kbTYbHA4HAMDhcNy1AodI\n", "DHOnA8VXWgEADpeAbRcbeTVJQU9UkVy6dCk2btyIiooK7N69G0uWLJF6XAEl116N1NkhGiX06tv/\n", "5NKi9VAoFH7J9obZ8sr2laiX29HR0fja174m8VBorBsfqccbKzKw81ITxkfosGzSuEAPiei+RM+T\n", "LC8vR1VVFSZPnoxJkyZJPS7OkyQiSUgyT7K4uBgWiwXLli1De3s7Pvzww6GOj4hoVBFVJNvb25GT\n", "kwOtVoucnBy0tLRIPa6AkmuvhtnMlkO2r0QVSY1GM+jjHR0dIzoYIqJgI6pIWq1WNDc3AwCam5s9\n", "0zYOHz4s3cgCSK7zx5jNbDlk+0rUu9sNDQ14++23kZycjLq6OphMJmzduhUVFRV47LHHpB4jEVHA\n", "iLqSzM/Px0svvYQNGzbgpZdewlNPPYX169djxYoVUo8vIOTaq2E2s+WQ7StRRXL27Nn3fLykpGRE\n", "B0REFEyGvZ/kzp07JbmVA+dJEpEUJNtPkohIjlgkByHXXg2zmS2HbF+xSBIRecGeJBHJit97kn1b\n", "XRERjUWiimRjY+M9P+dLRR4t5NqrYTaz5ZDtK1FF8o9//CNu3bo16OeMRuM9n+d2u+FyuYY2MiIJ\n", "1LbZ8HZZHd4934D6ju5AD4dGAVE9yXfffRfR0dHo7OzEnDlzYDKZ7vuNDxw4gOrqahQUFCApKQkA\n", "sGfPHk/RzMjIQHZ29j2fz54kjbRWqwPf3XsZdR09AIAvmSLwdwtSoVPL6x5OcudrT1LU2u1169ZB\n", "q9XC7XbjzJkzOHLkCJ577jmvz1m+fDnKy8sHPKbX68f8rR8oeNmdbk+BBICrLTZ0OwXoRP0vILkS\n", "9XK7b0u01tZW3LhxA5GRkUMKc7lcKCwsxPbt23Hu3LkhfQ9/kGuvZqxnR+nVWJcd5zl+akY8jDrV\n", "mD9vZg+PqL+hmzdvRkxMDGJiYrBq1SpotdohhS1fvtzz8f79+4f0PYiGKkSrwtMz4/FQagQ0SgXS\n", "ovVQcnYG3YeoK8nQ0FA8+eSTWLx48ZAL5J3utZFvf/3/2pSWlvrteP78+X7N63/ct89eIPL783f+\n", "nWOQKi9Mp0Z2ghHNl8/j9MmPAPD3HYj8O8cQiHyxRL1x09PTM6TiWF5ejsjISM8bN7W1tUhNTQUA\n", "7N27F6tWrbrnc/nGDRFJQZLJ5FqtFjU1NSgrK4PT6UR1dfV9n1NSUoLS0lKUlJTg6NGjAHqL5Nat\n", "W7F161ZMnjxZ9CD9bah/cZjNbGYHf7avRPUkT548CbfbjYaGBuTk5ODUqVNIT0/3+pzFixff9Vh+\n", "fv7QRklEFCCiriTr6+uRl5cHpbL3y0NDQyUdVKDJ9d4fzGa2HLJ9JapIqlScbEtE8iSqSNpsNjgc\n", "DgCAw+GA2+2WdFCBJtdeDbOZLYdsX4nqSS5duhQbN25EQ0MDXC7XgPmORERj2bD3k5QKpwARkRT8\n", "sp/kgQMHhvI0IqJRx2uRfP3111FYWIj/+Z//wcsvv4yNGzfiBz/4AWpqavw0vMCQa6+G2cyWQ7av\n", "vPYkv/KVryA1NRXvvfcefvKTn0ClUuHJJ5/Eli1b/DU+IqKA8nol2beEUKPReKYBqdVqGAwG6UcW\n", "QHKdP8ZsZssh21eiepJ2u33AscVikWQwRETBRlSRnDlzJjZv3oxz585h06ZNmDlzptTjCii59mqY\n", "zWw5ZPtK1DzJKVOmIC0tDXV1dSgoKEBISIjU4yIiCgrDnidZUlIy6GYWw8V5kkQkBb/fd5v9SSIa\n", "y4ZdJMciufZqmM1sOWT7ikWSiMiLYfckd+7ciYKCgpEajwd7kkQkBb/3JImIxrJhF0nFGLwlp1x7\n", "NcxmthyyfTXsIunLZSsR0WgjqifpdDqhVt+ed/7BBx/gkUcekXRg7EkSkRQk6Unu27dvwDHnRhKR\n", "XIgqkmP9njZ3kmuvhtnMlkO2r7yu3W5ra4PT6URXVxeam5shCAJcLhevJIlINrz2JI8fPw6Hw4Fz\n", "5855+oNqtRozZsxAWFiYpANjT5KIpOBrT9LrleS8efMAAHFxcZgyZcrwRkZENAqJ6knKrUDKtVfD\n", "bGbLIdtXoudJ3rp1C9XV1XftUk5ENJZ57UmWlZUhJycHx44dg8ViQVJSEqqqqjBp0iRMmzZN0oGx\n", "J0lEUhjReZL19fUAALPZjBUrVmDGjBlYu3YtysvLhzdKIqJRQtTL7f6rbQBAqRzb+2LItVfDbGbL\n", "IdtXXt/dvnjxIhwOB65everZDs3hcMDhcPhlcEREgebzfpI1NTUIDw9HdHS0VGMCwJ4k+Y9bEGDp\n", "cSFEpYRGPbZfJdEIz5McjMlk8vUpREHL2uNC8ZUW7LjUhKnxofjqg4mID9MFelgURET/2XQ4HGhs\n", "bITb7UZnZ6eUYwo4ufZq5Jhd3WrDf3xUh/qOHhRfaUPZjQ6/5svxZx7obF+JKpLV1dXYtWsXioqK\n", "AAB79uyRdFBE/uJwDdy8xdbjCsg4WqwOfFR7Cx99fgstVvb8g4moInnmzBmsW7cORqMRSqUSRqNR\n", "6nEF1Pz585ktk+y06BA8OnkcACA1UoeHUiP9mj9//nzYHC786Ww9flRcjR8VVeOdczdhc0hfrOX4\n", "+x4KUT1JvV4/pG/udrshCAJUKtWQnk8ktcgQDb6Rm4z10+Nh0CoRFaLx+xgs3S58WN3uOT5c1YZn\n", "/iIBIRr+vwkGoq4kbTbbgGOn03nf5xw4cABvvfUWzGaz57GGhgZs3LgRmzdvxs2bN30cqv/ItVcj\n", "1+zzZR8hOUIXkAJZWlqKUK0KuePDPY/lTghHqB8KpFx/374SdSU5c+ZMvPPOO+jo6MD27duRk5Nz\n", "3+csX778rpU5ZWVlePbZZwFIdytaotHGoFXhhZxkzDNFQgHggbhQGLS8igwWoork5MmTMX78eJjN\n", "ZqSkpECjGdpfXIPB4PlYq9UO6XsMlVsQ4HC5oVPf/x+fXHs1zA5cdpxRizijf/9PBMN5jwai50ka\n", "DAakpaUNK6z/vPWhFtqhaOjsxqYLZlxttuKpmfGYOyECKqUC1h4X9BoV1Mqxd1tcIhoZoorkvn37\n", "kJ2dDZfLhRMnTiAnJwcTJ070Oczluv2OnZj7dZeWlnr+4vT1MIZyfOhqK/ZXtgAAXv+gBr9ePQnn\n", "r7eipLoTs1LC8cT0OFScL/N8ff9+yUjk+3J85xj8mX/x4kV861vf8uv59h3/53/+J7Kzs/3+8+bv\n", "W36/b1+JWpa4c+dOrFmzBrt370ZBQQG2bNmCJ5544r7fvLy8HJGRkUhKSgIA7NixA48//jgEQcDe\n", "vXuxevXqez53JJclvnn8OvZ81uw5/sclaXi1+Jrn+OWFqViYcXuZZf/i7G/MZjazpSXJskSlUgml\n", "UumZCqTT3X/ZVklJCaqrq6HX62EymZCfn4/c3Fxs2rQJgiBg8eLFogc5XCsmj8Oxa+1otzuxMmvc\n", "XVMrrD0DJxTLtVfDbGbLIdtXoopkT08PLBaLp0iK2RNjsCKYlJSEp59+2schDt/EGAPefGwy7E4X\n", "xhk0sDvdmG+KQGnNLaRF6zEzaWxPjieioRM1TzIpKQk7d+7E3Llz8emnn6K6ulrqcY24+DAtUqNC\n", "YNSpEROqxd/Mn4D/XvcAfrpiIpIjBk6Wl+v8MWYzWw7ZvhJ1JZmXl4e8vDwAQFZW1pDetAk2YXo1\n", "wvQ+b4JERDLj836S/sL9JIlICiN6j5t7OXDgwFCeRkQ06ogqkkVFRdiyZQveeOMNbNq0CefPn5d6\n", "XAEl114Ns5kth2xfiSqSFosFTzzxBKZOnYqnn34amZmZUo+LiCgoiCqSfatj3O7e+YR33j1xrJHr\n", "/DFmM1sO2b4SVST7tkZTqVTo6Ojg3RKJSDZEFckvf/nLAIClS5fi0KFDmDJliqSDCrT+/RKHy41r\n", "rTZUt1hhd0q/W7Rc+0TMZnawEr0sEehdjvj4449LOqBg4hYElNa042cf1sItAN+eNx7LJkVDo+Jt\n", "R4nkYkjzJI8ePYr8/HwpxuMRDPMk22wOfGtHBVqtve0GjVKB/37iAcQbh3/L0cqmLnzWaEVSuBZT\n", "440I5SarRH4hyQYXpaWluHnzpudeNZ999pnkRTIYaFQKxIdqPUUyJlQD7QhcRV5rteH771+F3dn7\n", "RthrS9LxUGrEsL8vEY08Uf/jW1pasH79eqxduxZr167F888/L/W4AqqvX2LUqvG3+ROwMCMS81Ij\n", "8KPFaSNyH5RWq8NTIAHgSrP1ruxAYDaz5ZDtqyHN5YmJiRnpcQSt1KgQvLwwDYIgiNooWIyEMC1i\n", "QzVo6nJApQB3ISIKYl57kn038jp16hTGjx/v2Tz3xIkTeOGFFyQdWDD0JG/ZnKjrsCNEo0JqlB7K\n", "ESqSAHCj3Y4bHd2IClFj4jgDVLyFBJFfjGhPsm/34Nzc3GEPbLS5ZXfirVM3cOhqG9RKBf5paTpm\n", "pYTf/4kipUTqkRI5tPuZE5H/eO1JPvPMM5gyZYpnXmRVVRVUKhW++tWv+mVwgVJaWopGSw8OXW0D\n", "ADjdArZ9YobbDxsmybVPxGxmByuvRdJo7O2VFRcXw2KxYNmyZejo6MCJEyf8MrhACtEoYdDc/vFk\n", "xBhG9OU2EY0OouZJbt26FevXr/ccb9++3bMKRyoj0ZNs6OzG2RudcAkCZiWH3bUD+f181tiFvZ81\n", "ISlch8UToxEfNvz5kUQUWJLMk7zXPbI7OjoQHj5yfbqRZHe48HZZPY5eawcATI034MdLMhDhw27k\n", "D8SF4oG4UKmGSESjgKh5klarFc3NvbdkbW5u9twI7PDhw9KNbJisDjcuNlg8x581WmF33F577e0C\n", "Wq69GmYzWw7ZvhJ1WdXQ0IC3334bycnJqKurg8lkwtatW1FRUYHHHntM6jEOSZhOhcemxOIPZ28C\n", "AFZPiUG4Xo3r7Tbsq2hBTZsdT0yPx7SEUNicbhjUSqi5JpuI7iCqJ3nmzBnMnj1b9OMjYSR6kpZu\n", "J6pabHAJAjKiDVAqBWw8b0bhp00Aetdiv7zQhLdP1yFnfASemB6HmFDtfb/vjVt2WLpdiDdqEWUY\n", "/gocIvIfSXqS9yqEUhXI4WqzOXClyQo3gMwYA8Z9Uchq2my42dHj+TqHW8C1NhvqO3qw81ITpsWH\n", "Ij/97iLpcguobOpCRaMVyRE6bPnEjIsNXZiTEoa//dIEjBNRWIlodBpzry+7nW5s+cSMfyiqxqtF\n", "1fjDmXpYe3p7kQoAcyeEI+SLqT2PZETherv99nNdveup+/dL6ju68UFVKy6Zu3CuvhM/LKrGl9Ii\n", "AQCnb3Tixq1u0WPr7Haiq8f7npRy7RMxm9nBaszdh8HS7UTJlTbP8aGrbfjKgwkwaFWYEKnHLbsT\n", "67PjAAARejVOXb8FAMiKNWBq/MA11E1dPXitpBrXWnsL6VMz4nGt1YY2mxMapQIuQYBB5BZnn9zs\n", "xL8dvwGdSoG/+dIETIwxjMTpEpHExtx9t20OF/6t9DoOVfUWypzxYXhpgQlGXe/fg2PVbfj9mZuw\n", "dDvR0e3C9x+egPhQLSZE6RF5xw4/V5qteHFnped4WnwoQjRKLJ00DoeutmL1AzF4MDn8vuuuGy09\n", "+MvCCs9VZEZ0CP5l1UQYtWPubxRR0JOkJzmahGhU+PqcJOROiIBLEDAtPtRTIAEgTK/G9IRQRBk0\n", "aLc6EKlXIzpUg4omK0I1KmTGhECv6b06jApRIzVSh9r23pfUs1PCERWiRnSICn//iAk6tbirSLcg\n", "oKff1mh2pxtut5cnEFHQGHM9SQCIM2qxICMKi75YJVPTakO52YKLNzvxalE1DlxuxaYLZiRF6DBx\n", "XAh+ebQWrxZV47vvX8HxmnacOnUKABATqsWPl6TjlYWpeH1ZOvLTI5EcrsN/narHDw9W4/M2m6jx\n", "xIZq8YMFqVArFQjRKPGd+eMRfo9J7XLtEzGb2cFqzF1J3qncbMEP9l3FkknjkGDUDNjs9mqLDbnj\n", "XfjUfHvT2/2Vrfhq6u1+YXKE3rOcsabVhr/bfxXuLxoUGy+Y8fJC033HoFIqMM8Uid+vM0ClUECj\n", "UqC2zYZwnZpTiIiC3Jgvkoer2tDtEqBSAC1WJ6bFh+JTcxfUSgVyx0fA0uNERrQeBq0KDZ09mJ0S\n", "hqwHMvB5uw3dDgERIWrEGXun+LgEwVMgAcDa44JbEERtfKFSKpAYrkN9hx3/WFSDy802TIkz4KWF\n", "JiT0WxMu13shM5vZwWpMvtzuzxTVexV49Fo7UiJ0mBgTgudmJeIfFpmw61IjrrXYsHpKLDRKJVZm\n", "xeChCeE49fkt7LrUjBd3VeKvdlSgsskKh8uNcJ0K/3tuMpQKIDpEjQ0PJgxaILt6XDhf14Fj19pQ\n", "f8s+4HOVTVZcbu59mV7eaMXlfrduIKLgM+aL5EOpEfg/eSl4ekY8IAhIjzYgMyYEWz5uwJUWG6IM\n", "Wvy69DrO1XfiD2dvoqrVjs9vdWPPZ71r1Tu6Xdh8oQFFV1rx17suo83qwG8KJuPfCyZjUuzgm1+U\n", "XmvHD/ZX4Z8O1eC1Q9fQ3HV7Arv+jjd79OqBvwK59omYzexgNeaLZLRBizVTYhGiVeHtMzfR0e3E\n", "5SYrnp6ZiDfXTMItu2PA17fZnAhRK6Dqd4EYoVdhT3kzWm1OvPdJI6612u65fFEQBHxQ1eo5vtZq\n", "99xtEejdWei5WQlIjw7B/5qdiKxYzpckCmZjbp7kvfy+rA5atRJ7ypvRbu8tWv9veQaiQ9T45bHP\n", "cbnZhmiDGs/MSEDGuBBUtdrwfkUzksJ0eHxaLL73/lUAwJyUcKzMGofkCB3GRw5+35vd5U349xM3\n", "AACJYVr8y6MTEdev7ygIAuxON0I0vNc2kb/Jfp7kYDrtTkxLMKKqxeopkADwcX0nns9JxpMz4lHT\n", "ZofDJeC/yurw9Mx41HX04Dt5KZgYa0BXtxsrJkfD3OlAQpgGPy65Bo1SgdeWpmP2IPe9WZARhYQw\n", "LTrtLmTGGqBSKVDVYkWEXo2YUC0UCgULJNEoMaZfbru+eCv6SosVJVdaMXGcAWG628XJFB2C3526\n", "gUi9GmfrOvHex2YIADQqJYqvtOKfj16H3SkgyqDBN3NT8LXZidjzWQuA3s0x/nj2Jnpcd88KD9ep\n", "kTM+Aosyo6FRKvDqwWp8a0clfrDvKm7c8UbOneTaJ2I2s4PVmLySbLE6sL+iGWfrOrFuWiycAmC2\n", "9OBIdRv+9ksT0GF3wqBV4dyNDhyqakPxlTa8MCcRX5kZD7PFgT+f792DMjVSD90XzclQrQoRejUM\n", "GiWsjt7CmByug/o+SxKvtlhxpaX33ezrt7pR2WRFio+3kSCiwBmTRfLj+k786VwDgN4e4jvnG+B0\n", "C6hoskKtUmLNlBi897EZHd0ufDM3GX88exNNXQ4UXW7FX+Wl4KkZ8YjQqZEZaxiw9DAxXIc3VkzE\n", "u+cbEBNGiaOsAAARoElEQVSqxbrsuPvOkbxzAwzjfTbEkOvcNWYzO1j5vUju2bMHLtcXGz1kZCA7\n", "O3vEM9ptt/uObkGAs98M8HCdChvPN6C0pnf3n8omK16Yk4hzdRbUd/bgSFUbNn/SCAD48eK0u676\n", "HogLxT8uTYdC5J0TJ8cY8O15KTh0tQ3zTZHIiuO72USjid97knq9HgUFBSgoKJCkQALAg8lhiPli\n", "uZ/d6ULB1BgAvS+ZH4gLhbnz9rzFrh4XNColSmva8dysBHxY3e753LGadpyv68C5uo4B+0CKLZAA\n", "YNSpseqBWPx8ZSa+nB2HCL33ZYhy7RMxm9nByu9Xki6XC4WFhRAEAWlpaSM6zaePKToEP185ETc6\n", "uqFWKuB0uRGuU8PlFvDbU3X46qxE/PLo53C4BazPjkO0QYNfrc6EXq3Eiqxx0KiUeP+zZpii9PjJ\n", "BzXo7HbhO/NSsPKB2CGP6X7bqRFRcAroPMn9+/djxYoVg35uOPMke77YnbyvL/nDR0x448Naz8vu\n", "Hy0yoaa9G4Ig4GJDF9ZMiUFadAhe2ncVDZYeKBXADxelYV9FM07f6ATQu5fkv6zMZLEjGuVG1TzJ\n", "e93Pu09paamnwdt3eS7muMPuhEsAvvpgArRqJc7VdeDHi0240mLHhEgdul2903f6rMwahwqzBQ2W\n", "3pfhbgE4X9cJu/P23485SSE4d/YM5syZ4/N4eMxjHgfXsS/8fiVZW1uL1NRUAMDevXuxatWqQb9u\n", "OFeS5s5uvP5BDSqarEiJ0OHrsxMRqVcjxqCGUa9BQ0c3tl1sxLl6C3LHh8MtCJhnisTPPqz1bKX2\n", "Qk4SFIIAjVqJhDAdHogz3LefOBL6/2HwN2YzWw7ZQX8lWVtbi7KyMgDAzJkzJcmwOdyoaLIib0I4\n", "8kyReP2DGrgF4Nt5KQjTq9FhdyIlQo+suFD0uNz4/embSB8XgufnJMFs6UFatB5VzbbenuX0uAFb\n", "mRGRvIzJtdutVgeKLregxyXgzI0OVDRZMXdCOAQBOHW9AwDw+NRY2JwuJBh12HaxEd/MTcIvj11H\n", "erQeryxMQ0K4Fhqlwqd3soko+AX9laQ/RBs0CNOpsK+yBaZIPSqarMiMMeCdL97IAYBj19rx7Xkp\n", "UCiAb+YmQyEIeHPNJIwzaBBj5H20iajXmF277RKAK802PJgchoKpMdCplMhOuL3/49SEUJyv64Ra\n", "qURHtxPJkTpMjgtFjFEr2/ljzGa2HLJ9NSavJAHgwaQwfGdeCnpcApZkRqOhswdfm5WI8sYuuASg\n", "ucuBHeXNyE+PwopJ4xB2jxtzEZG8jZmepCAIaOjsgQAg3qjFydp2tNmcKLvRAaNWjQUZkXi7rB6P\n", "pEfhfH0nzt+0YFp8KF55xIRwvRpKAGrVmL2wJqIvyLIn6XQLOFHTjp8dqUWCUYP/O38CqlptCNGo\n", "oFEqUXK1FR3dTowzaPDfZ2/ih4tMWDwpGtMSjDBbevBPh64hTKvGN3KTkBoVEujTIaIgMiYuna61\n", "2vDWyTo4XAK+PicZPyq+hnfOm/FfZfWYEKlDpF6Nm53dCNP1/k1otToxd3wEVFDgHw5W47NGK8pu\n", "dOA/TtxAt9Ml214Ns5kth2xfjYki6XQLni3J7A4XLP02o6hptyPWqMGqrBh80tCJ2SlhCNOpoFEp\n", "4HALsPb72jabc8COQUREY6In2dLVgws3Ldh1qQlPzYjDH842oKbNDqUCeGWhCbfszi9u+KVAVIga\n", "f5EUhqQIPRxONw5cbsGbJ25Aq1LgtSXpmDXI7RiIaOyQZU/SqFOhsbMbGx5MAAQB385LwdVWG5wu\n", "ARdudiLfFIl2mxNJ4Tr8RbIR0YbeeZAatRLLJo3DjMQwqJQKJIVzfiQRDTQmXm5rVUokhuvw7gUz\n", "9l1uhd0p4Dcf1aHoSiuyYkNhcbgRH6aFKVrvKZCe56qVmBClR3KEzrO6Rq69GmYzWw7ZvhoTV5L1\n", "Hd345bHrns0p1EoFHogzYGFGFGwON3557HO4BcCgUeIXqzKRMY67gxOROGOiJ3mt1Ya/LKzwHE+N\n", "D+1dq+0WYHUK2Pyx2fO5VxamYkFG9IiPl4hGB197kmPi5XaCUdvbjwSgVyuxMmscYkI1mBJvREyo\n", "Bn1bVOhUCkQbpN/ujIjGjjFRJEO0KizKiMLLC1Pxl7nJUCsVaLI40GDpxqRxevz9Iya8+FAyXl5o\n", "wsTo+08Wl2uvhtnMlkO2r8ZETxIASq624Z3zDZgQqcfiiVH449mbCNGo8OMlaZgaHwq7041xBg30\n", "Gu+3dCUi6m9M9CQB4CeHruHotXZseDABG883oG9OeHp0CH65KvOu+18TkTzJsicJAAVTY6FXK+EW\n", "eqcE9QnRKMF7dxHRUI2ZIjktwYh/L5iMeaYIvLo4DSkROmTFGvDXeeN9fokt114Ns5kth2xfjZme\n", "JADEGjQ4UXsLp2/cwjdzkjApxoDoUK6iIaKhGxM9yVarA202B+xON/7u/atwfNGQfH1ZBuaM51ps\n", "IrpNdmu3zZYe/PPhGlw0dyHBqMXX5yThd6fqAAAddmeAR0dEo92o70lea7XhorkLANBg6UFXjxMa\n", "lQJxoRpkxgxt+aFcezXMZrYcsn016q8kDZqBdT41Uo9frMxEVIga8bxfNhEN06jvSVp7nDhWcwv7\n", "K1uQkxKOFVnjEBXCpYdENDjZ9SQNWjWWTRqHRRlRvJEXEY24MVNVRrJAyrVXw2xmyyHbV2OmSBIR\n", "SWHU9ySJiHwh27XbRERSYJEchFx7NcxmthyyfcUiSUTkBXuSRCQr7EkSEY0gFslByLVXw2xmyyHb\n", "VyySREResCdJRLLCniQR0QhikRyEXHs1zGa2HLJ95fddgBoaGnDo0CGoVCo8/PDDSExM9PcQiIhE\n", "83tPcvfu3VizZg0AYOfOnSgoKBj069iTJCIpBH1P0mC4fUsFrZZ3MiSi4Ob3Itn/wlWjCc4dxOXa\n", "q2E2s+WQ7Su/v9w+cOAAli9fDgAoKSnB4sWLB/26s2fPor293Z9DIyIZiIyMxKxZs0R/vd/fuLHZ\n", "bAB6ryj7Ph6MLydBRCQVv19J1tfX48iRIxAEAYsXL0ZcXJw/44mIfBK0K26IiIIBJ5MTEXnBIklE\n", "5AWLZIC53W64XC7ZZRONFn5/d/t+Arlscc+ePZ6ikZGRgezsbEnzDhw4gOrqahQUFCApKQmA/85/\n", "sGx/nv+lS5dQWVkJt9uNuXPnIiUlxW/nPli2v879xIkTMJvNAIAJEyZg1qxZfjvvwbL9dd42mw2/\n", "/vWv8dxzz/n93/pg2T6dtxBkdu3a5fl4x44dfs0uKirya54gCMKlS5eEuro6z7E/z//ObH+e/5Ej\n", "Rzwfv//++4Ig+O/cB8sOxO/+4MGDgiAE5t98X7a/znv//v3C2bNnA/JvfbBsX8476K4kA7ls0eVy\n", "obCwEIIgIC0tLSBrx+Vy/vn5+Xc95q9zHyzbn+deU1OD7du34/HHHwfg39/5ndn+OO+2tjYYDAbo\n", "9foBj/vjvO+V7ct5B12RFAK4bLFvJRAA7N+/36/ZfeR2/sXFxcjJyQHg/3Pvn+3PczeZTHjxxRex\n", "a9cupKen+/W878z2x3mXlpZi5cqVqKioGPC4P877Xtm+nHfQFcn+byQoFIqAjSNQ68rldP5HjhxB\n", "ZmYmYmJiAPj33O/M7s8f567X6xEWFgbA/7/z/tn9SXXeZrMZu3fvRmNjI0wmk6cv6I/zvld2f/c7\n", "76ArkmKXLUqhtrYWqampAAC73e7X7D5yOf9jx44hPj4eJpPJ85i/zn2wbH+de2trK6KjowHcvpLy\n", "13kPlu2P837hhRcAAOXl5YiMjPQ87o/zvle2L+cddEUyNzcXmzZt8ixb9Kfa2lqUlZUBAGbOnCl5\n", "XklJCaqrq6HX62EymZCfn++38x8s21/n39jYiOPHjyMrKwsVFRXo7OzEhg0b/HLu98r217kfP34c\n", "3d3dAIDZs2cD8N+/+cGy/XXera2tKC0tHXA156/zHizbl/PmskQiIi84mZyIyAsWSSIiL1gkiYi8\n", "YJEkIvKCRZKIyAsWSSIiL1gkiYi8YJEcxV577bUR+16NjY3YvHkzdu3ahS1btsDpdA74/N69ewd9\n", "ntPpxO7du7Fz505s3boVly9fHlL+2bNn8dvf/nZIzx3L7vVzv9PBgwexfft2iUcjT0G34obE+8Y3\n", "vjFi3+vw4cN48sknoVAo0NzcjCNHjmDRokWez99r2djp06eRn5/vWfK1ceNGTJo0yef8WbNmoba2\n", "dmiDH8PELtdbtmwZCgsLJR6NPLFIjkINDQ04efIkqqqq8N3vftfzuNVqRWFhIYxGI1QqFSorK/G9\n", "733P8/mioiJYLBaoVCo4HA6sXr0aOp0OAKBSqWCz2WAwGDzbSwG9V4r79+9HRUUFdu7cCQDIzMzE\n", "1KlTAQAPPfTQgLH5slFBSUkJWltboVaroVKp4Ha7PZ+rrKzEhQsXEBISArvdjtmzZyM9PR03b97E\n", "H/7wB2RmZmLt2rUwm83YvHkzYmNj8dRTT0Gtvvc/6QMHDqCyshJRUVEIDw+H1WrF9OnTMW3aNK+Z\n", "QO8WY0VFRZg+fTpqamqg1WoRFxeH+fPnA+hd8tfU1ASVSuVZ+rdu3br7/gxqampw/PhxGI1GKJVK\n", "NDc34+tf/zoA4OjRowN+7lFRUXj44YcB9P5eduzYAaVSCUEQ/Lo5tewMYy9LCrAtW7YMOK6urvZs\n", "pioIglBTU+P5+Pjx40JlZaXnuLOzU9i+fbvnuKWlRXj11VeFP/3pT8Ibb7whuN1ur1mD2b17t1Bb\n", "Wytq7JcuXRI++ugjz3FTU5Pw05/+VBAEQejq6hL+/Oc/D/j6rVu3Cj09PYIgCILZbBZKSko8n9u0\n", "aZOoTEEQhO9///uCy+XyHL/33nuC1Wq9b2bfmN98802hu7t7wNdVVlYKp06d8hy73W7h+PHjosbz\n", "/vvvD/iZ9f+dCcK9f+579uwRmpqaPMenTp0Stm7dKiqTfMMryTEkLS0NLpcLBw8e9GxD1bfTSV1d\n", "HfLy8jxfazQaBzz3wIEDeOWVV6DT6VBXV4fi4mIsXbpUVK7T6URhYSHy8/ORkJAg6jlXrlzBsmXL\n", "PMcxMTFISUkB0Lu9VUdHh+cKCujdqaWtrQ1xcXGIi4tDU1MTgN6ral+uorKzs6FU3m7FT5o0CfX1\n", "9VAqlV4z+zzyyCN3bRB7+fJlLFmyxHOsUCgG/Ky9efTRR3H69GmUl5fD6XQiLi7O8zvzxmKxDNjm\n", "bebMmfj8889FZZJvWCTHkI8//hgzZszAxIkTAfTe06RvS6iUlBRcvnzZ0y+0WCx3Pb/vpfe4ceNg\n", "tVpFZXZ1daGwsBCrV68esBXV/WRmZuLChQuYO3cuAKCpqQnXr18HAKSkpCA+Ph4FBQWer+//Uhzo\n", "7WGeOXMG169fx+rVq0Xnfvrpp3C73Z5CefXqVaxatQoqleq+mYIgDNpOSE9Px8WLFz076wAY8LP2\n", "5vz585gzZ47n+N133/VsBOxNaGgompubPYXy3LlzAzaxpZHDXYBGoQ8//BDt7e24ePGi58po+fLl\n", "2Lt374CrJABYs2aN57G+nqRSqYTD4cCaNWs8hbGmpgZlZWXQ6XSw2+1YvXr1gO31jx49itbWViiV\n", "SjidTuTl5SEhIQH/+q//isTERM/V1Z19Um+Ki4vR1tYGvV4Pu92OxsZGzJ07F7Nnz8b169dx+vRp\n", "T4/RYrFg9erVAzaL/f3vf4+EhASsXLlS9M/ud7/7HYxGI/R6PRwOB2bMmIGsrCwA8JpZVlaGCxcu\n", "AADi4uKQnJw8oLgdPnx4wM9n8uTJmD59+n3H89ZbbyExMRGCIMDtdg/ocwK9xfbjjz+GTqfz3Gpg\n", "+vTpcDqd2LZtGzQaDZRKJYxGI06fPo1nnnlmwD6ZNHwskiQrW7duxfr16wM9DBpFOE+SZOPAgQOo\n", "qKjAvn37Aj0UGkV4JUmSqKmp8bw8vZPJZJJkF+xAZHpjsVhw6NChQXuFRqPR7zvv09CwSBIRecGX\n", "20REXrBIEhF5wSJJROQFiyQRkRf/H92ra6mb4kkyAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.847746\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtcVOe9LvBnLgzDMFwzICDKTZSY4CUqWKXEJl5IlUSN\n", "JiZpku7TND09affevX2aZp/Ts9Ob7W6z2+7uT5t2t6fdTQ02RryhImAUMxjBSzQqghcElfsdBmaG\n", "uazzB2EEhXENsmYG1vP9a9YwM8+7wPyy1m/e9S6FIAgCiIhoVEpfD4CIyJ+xSBIRucEiSUTkBosk\n", "EZEbLJJERG6wSBIRuSFpkTSbzdi6dSsaGhpczzU1NWHbtm3Yvn07GhsbpYwnIrpvkhbJ0tJSrFmz\n", "ZsRzFRUVeOGFF7BlyxaUl5dLGU9EdN8kK5KdnZ3Q6XTQarUjntfpdK7HGo1GqngiogkhWZE0Go3I\n", "ysq66/nhF/gEBARIFU9ENCHUUn1wc3Mz9u7di5aWFiQmJiIuLg4A4HA4XK9RKBRjvr+oqAgqlUqq\n", "4RGRTIWHh2PRokWiXy9ZkXzllVcAAJWVlQgPD3c9bzabAQweUQ49Ho1KpcIjjzwi1fCISKbOnDnj\n", "0esl/eKmo6MDRqMRFy5ccD2XmZmJvLw85OXlITMzU8r4cTMajcxmNrOnaLanJDuSBIDIyEi8+uqr\n", "I56Li4vDc889J2UsEdGEUfjrUmmHDx/m6TYRTbgzZ87g8ccfF/16XnFDROQGi+Qo5NqrYTaz5ZDt\n", "KRZJIiI32JMkIllhT5KIaAKxSI5Crr0aZjNbDtmeYpEkInKDPUkikhX2JImIJhCL5Cjk2qthNrPl\n", "kO0pFkkiIjfYkyQiWWFPkohoArFIjkKuvRpmM1sO2Z5ikSQicoM9SSKSFfYkiYgmEIvkKOTaq2E2\n", "s+WQ7SkWSSIiN9iTJCJZYU+SiGgCsUiOQq69GmYzWw7ZnmKRJCJygz1JIpIV9iSJiCYQi+Qo5Nqr\n", "YTaz5ZDtKbWUH378+HE0NzcDAGbOnIlFixZh3759cDgcAICUlBSkp6dLOQQiovvitZ5kUVERVq9e\n", "jeLiYqxateqer2dPkoik4GlPUtIjSQCora3Fzp07sWHDBgCAw+FAfn4+BEFAUlISCyER+TXJe5KJ\n", "iYl47bXXcPLkSQBATk4ONm7ciKefftp1Ku5vhvolzaYBnLjRjQtNJljtDq9m+wKzmS2HbE9JfiQJ\n", "AFqtFiEhIXc9HxAQ4PZ9RqMRWVlZrscAvLb9cdVV/KXajkutZgDAN5bGILLvBjIzMyXNH77v3txf\n", "o9GI8+fP++z3ff78ea/vrz9sD+Hf27v5npC0J9nR0YHIyEgAwP79+7F27VrU1dUhISEBAFBQUIB1\n", "69aN+l5f9yQvt/bja3uqXdsL4/TY+sQsKBUKn42JiO6fX/Uky8rKYLVaAQCLFy8GANTV1aGiogIA\n", "sGDBAinj70uYVgWDLgBt/TYAwOL4UBZIIhmStEjm5ube9Vx2draUkRNi6DT/J0+k4JNGEyKC1Hg4\n", "Ru/VbF9gNrPlkO0pr/QkJ6vEiCAkRgT5ehhE5EO8dpuIZIXXbhMRTSAWyVHIdf4Ys5kth2xPsUgS\n", "EbnBniQRyQp7kkREE4hFchRy7dUwm9lyyPYUiyQRkRvsSRKRrLAnSUQ0gVgkRyHXXg2zmS2HbE+x\n", "SBIRucGeJBHJCnuSREQTiEVyFHLt1TCb2XLI9hTXkyQiyTX3WnG6vhc2h4DF8Xff78qfsSdJRJKy\n", "2Bx469gNlF7vAgDMjdbhB6tTEKr1zTEae5JE5Ff6bU6cbzK5tqta+9Fv884tmicCi+Qo5NqrYTaz\n", "pRASqMJTD0W5ttelGVBfc9kr2ROBPUkiklSASoncBw14MDoYTqeA5AeCcOF0na+HJRp7kkQkK+xJ\n", "EhFNIBbJUcihT8RsZss121MskkREbrAnSUSywp4kEdEEkrRIHj9+HLt27cKuXbtw+vRpAEBTUxO2\n", "bduG7du3o7GxUcr4cZNrr4bZzJZDtqcknSe5bNky1+OioiIAQEVFBV544QUAwO7du7F+/Xoph0BE\n", "dF8kP92ura3FW2+9hVmzZgEAdDqd62cajUbq+HHJyspiNrOZPUWzPTWuInnq1CnRr01MTMRrr72G\n", "kydPAgCGf08UEBAwnniicesy2/BxfQ8uNJnQPzB5rh8m33F7uv373/8eUVFRcDqduHbtGuLj43Hz\n", "5k3o9XosXrxYdIhWq0VIyODySA7H7X+YCoXC7fuMRqPr/zhDPQxvbA/vl3g7/84xeDP//Pnz+OpX\n", "v+rV/R3a/t3vfof09HRJ84JCw2HsCcX+qnYAwCuPROHpBdPx0fEyDOHfe+r8vd1te8LtFKDTp09j\n", "0aJF2LNnD5YvXw6DwYDW1lYcOXIEzzzzzD0/vKOjA5GRkQCA/fv3Y+3atdi1axc2bNgAQRBQUFCA\n", "3NzcUd/ryylAw4szs6dOdkOPFV98r9K1HROiwX8+NQefnDoxpfeb2SN5OgXI7ZHkokWLAAwe/RkM\n", "BgBAVFQUtFqtqA8vKyuD1WoFANeRZ2ZmJvLy8iAIAlauXCl6oN4k117NVM8OClAiMTwQtV2D/yYf\n", "mhYMrVo55feb2fdH1Lfbdrt9xLbFYhH14aMdJcbFxeG5554T9X6iiRQRFID/szIZH9V1IShAhYwZ\n", "YdCo/WOqsN0poLFnsHjHhgZCrXTfiiLvEfUvJDIyEidOnIDFYsGJEycQEREh9bh8Sq7zx+SQPSNc\n", "i2fmxyB3bhSmhWi8mj0ao9EIh1OA8XoXvrzzEr688xLKarvgcEp/IZyv93uyEFUkV65cidDQUBw6\n", "dAihoaFYtWqV1OMiko1Osw3/UXYTTgFwCsB/lN1Ep9nm62HRp3jtNpGPdZlt+Ma+K6j/9HR7Rlgg\n", "/j03FWFaTpGTgiTXbt/Zk/zggw88GxURjSk8KAD/8lgiFsTqsSBOj+89lsgC6UdEFckDBw6M2DaZ\n", "TGO8cmqQa6+G2b7LnmXQ4cc5KfjJmhTMekB3j3dNbLYvTKaepKhvt51Op9TjIJK9AJV/fNNOI7kt\n", "kp2dnbDb7ejr60NbWxsEQYDD4ZjyR5JynT/GbGbLIdtTbotkZWUlbDYbmpubceHChcE3qNVjXiVD\n", "RDTVuD2+X758OVasWIGcnBysWLECK1asQFZWlus67KlKrr0aZjNbDtmeEtUEmTt3rtTjICLySx7P\n", "k6yrq8OMGTOgVErbZOY8SSKSgiTzJH/xi1+grq4OBw4cQH19Pfbu3TvuARIRTSaiiuScOXOQkJAA\n", "YOQtGaYqufZqmM1sOWR7SlSRHFooV6VSSToYIiJ/I6on+be//Q3R0dFITk7GrFmzvHIDL/YkiUgK\n", "E7ro7pCNGzeiubkZSUlJOHfuHK/AISLZEHW6rdPpkJSUBACYP38+Nm7c6PqZ2WyWZmQ+JNdeDbOZ\n", "LYdsT933PJ7i4uKJGAcRkV+67/UkpepPsidJRFKQZJ4kEZFcsUiOQq69GmYzWw7ZnmKRJCJygz1J\n", "IpIVr/cktVrt/X4EEZHf8rhIWiyWEds5OTkTNhh/IddeDbOZLYdsT4kqkr/97W9x/PhxAEBrayvv\n", "lkhEsiGqJ3ln3/H999/Hpk2bJB0Ye5JEJAVJrt2+c4FdtVrU23Dx4kVUV1fD6XRi6dKliI+Px759\n", "+1yrCqWkpCA9PV30YImIvE3U6bbdbh+xPTAwIOrD29vbsXHjRmzatAmffPIJgMEvetavX4/169f7\n", "bYGUa6+G2cyWQ7anRB0Spqen4/3330dycjKuXbuGhx9+WNSHZ2dn3/Wcw+FAfn4+BEFAUlIST6mJ\n", "yK+JnidpsVjQ0NCA2NhYBAUFeRRSXFyMhQsXwmAwjHj+4MGDeOKJJ0Z9D3uSRCQFyeZJarVaJCcn\n", "e1wgS0tLkZqaeleBBICAgAC37x1+SG40GrnNbW5ze0K2PSHqSHLXrl3YsGGDxx/+4YcfIioqCmlp\n", "aa7n6urqXPfLKSgowLp160Z9ry+PJI1GI7KyspjNbGZPwWxJvt2+cyVyd6fJQ1paWlBWVoa0tDRU\n", "VVWht7cXL774Iurq6lBRUQEAWLBggeiB0tRhGrBDo1JCo+LSAeT/RB1J7tu3D5mZmYiOjgYg3fXa\n", "w7EnOfU4nALKb3bjzycbERsaiFcz4hAfzstaybskOZLs6+vDL3/5S1fRqqqqkrxI0tRzs8uCH5Zc\n", "h0MA6rosiAhS4xufnenrYRG5Jep8JygoCFu3bsXmzZuxefNmv53fOFHG2+Bltns2pwDHsPOWbsvt\n", "+bdTeb+Z7V/ZnhJVJO88NJ03b54kg6GpLT40EF9cFAsACNOq8fyCGB+PiOje7ns9SamwJzk1WWwO\n", "tPXbEKhSIkqv8fVwSIYkmydZW1uLiooK2O121NTUjGtwRNoAFeLDtCyQNGmIKpInTpxAQ0MDbt26\n", "BbVajfLycqnH5VNy7dUwm9lyyPaUqCLZ0NCAZcuWuVYDCg4OlnRQRET+QlSRVKlUUo/Dr/jqSgBm\n", "M5vZ/kdUkTSbzbDZbAAAm8121xU4RERTlagiuXr1amzbtg1VVVXYu3cvVq1aJfW4fEquvRpmM1sO\n", "2Z4SdcVNZGQkvvjFL0o8FCIi/yN6nmRlZSWuXbuGOXPmYPbs2VKPi/MkiUgSksyTLC4uhslkwpo1\n", "a9DV1YWjR4+Od3xERJOKqCLZ1dWFjIwMaDQaZGRkoL29Xepx+ZRcezXMZrYcsj0lqkiOtYJ4T0/P\n", "hA6GiMjfiCqS/f39aGtrAwC0tbVhqI155MgR6UbmQ3KdP8ZsZssh21Oivt1uamrCH//4R0yfPh31\n", "9fVITEzEjh07UFVVhaeeekrqMRIR+YyoI8ns7Gy8/vrrePHFF/H6669jy5Yt2Lx58z1v4TBZybVX\n", "w2xmyyHbU6KK5OLFi8d8vqSkZEIHRETkT+57PUmp7nfDeZJEJAXJ1pMkIpIjFslRyLVXw2xmyyHb\n", "UyySRERusCdJRLLi9Z6kQqG4348gIvJboopkS0vLmD/zpCJPFnLt1TCb2XLI9pSoIvnf//3f6O7u\n", "HvVner1+QgdERORPRPUk3333XURGRqK3txdLlixBYmKiqA+/ePEiqqur4XQ6sXTpUsTHx6OpqQmH\n", "Dx+GSqXCo48+itjY2FHfy54kEUnB056kqGu3N23aBI1GA6fTiVOnTqG0tBQvv/zyPd/X3t6OjRs3\n", "AgAOHDiA+Ph4VFRU4IUXXgAg3Zc+REQTRdTp9tCSaB0dHbh16xbCw8NFfXh2dvZdz+l0OtdjjcY/\n", "b1Av114Ns5kth2xPiTqS3L59OwwGAwwGA9atW+dxcSsuLkZGRgYAYPjZ/VjrVBIR+QtRRTI4OBjP\n", "PvvsuKb7lJaWIjU1FQaDAQDgcDhcP7vX5xmNRte6c0P/5/HGdlZWllfz/Gl7iLfzh57j35t/b2/l\n", "iyXqi5uBgYFxnRp/+OGHiIqKQlpamuu5Xbt2YcOGDRAEAQUFBcjNzR31vfzihoikIMlkco1Gg9ra\n", "WlRUVMBut6Ompuae72lpaUFZWRmqqqqwe/duvPPOOwCAzMxM5OXlIS8vD5mZmaIH6k1y7dUwm9ly\n", "yPaUqNPtEydOwOl0oqmpCRkZGSgvL0dycrLb90RHR+P111+/6/m4uDg899xz4xstEZGXiTqSbGho\n", "wLJly6BUDr48ODhY0kH5mlzv/cFsZssh21OiiqRKpZJ6HEREfklUkTSbzbDZbAAAm80Gp9Mp6aB8\n", "Ta69GmYzWw7ZnhLVk1y9ejW2bduGpqYmOBwO5OTkSD0uIiK/cN/rSUqFU4CISApeWU+ysLBwPG8j\n", "Ipp03BbJH//4x8jPz8ef//xnfO9738O2bdvw3e9+F7W1tV4anm/ItVcj1+yKigqYbQ44fXBSJdff\n", "+ZTpSX7hC19AQkIC/v73v+NHP/oRVCoVnn32Wbz33nveGh+RpCw2B5q08fhzwRWkTwvG5nnTEKX3\n", "z4VXyDfcFsmEhAQAgwtRDE0DUqvVI1bymYrkOn9MjtnXOsz4z4rmwcftZiRFBuGJNIPX8uX4O/d1\n", "tqdE9SQtFsuIbZPJJMlgiLzNYhs5na3bYvfRSMhfiSqSCxYswPbt23HmzBnk5eVhwYIFUo/Lp+Ta\n", "q5FjdlJkELJmhgAAYkIC8JmEMK/my/F37utsT4maJzl37lwkJSWhvr4e69evR1BQkNTjIvKKSF0A\n", "1sXZ8fKSNARrVDAEsx9JI933PMmSkhKsXLlyosbjwnmSRCQFr993m/1JIprK7rtITkVy7dUwm9ly\n", "yPYUiyQRkRv33ZOU6raw7EkSkRS83pMkIprK7rtIjucOiv5Orr0aZjNbDtmeuu8i6clhKxHRZCOq\n", "J2m326FW3553/sEHH+Cxxx6TdGDsSRKRFCTpSR44cGDENudGEpFciCqSU/2eNneSa6+G2cyWQ7an\n", "3F673dnZCbvdjr6+PrS1tUEQBDgcDh5JEpFsuO1JlpWVwWaz4cyZM67+oFqtxvz58xESEiLpwNiT\n", "JCIpeNqTdHskuXz5cgBAdHQ05s6de38jIyKahET1JMdbIJ1OJxwOx7je60ty7dUwm9lyyPaUqPUk\n", "h9jtdtjtdmi12nu+trCwEDU1NVi/fj3i4uIAAPv27XMVzZSUFKSnp49jyERE3uO2J3nhwgVcuHAB\n", "NpsN6enpuHjxIoKDgxEXF4eMjIx7fnhlZSXCw8NdRbK4uBirVq0SNTD2JIlIChPak7x06RK2bNkC\n", "p9OJn/70p3jjjTcAAPn5+aKK5J0cDgfy8/MhCAKSkpJYBInI77ktkkNX2SiVShgMt+8gp1SO72rG\n", "nJwc1+ODBw/e8/VGo9F1V7WhHoY3tof3S7ydf+cYvJl//vx5fPWrX/Xq/g5t/+53v0N6ejr/3vx7\n", "e2XbE25Pt0tKSqBWq2EymdDX14fo6GhER0ejpqYGubm59/zwO0+37/xsd7d98OXp9vDizGxmM3tq\n", "ZXt6un3Pa7cbGxsRGBiIyMhI1NTUwGQyYd68eaI+/M4iWVdX57qXd0FBAdatWzfme9mTJCIpTGhP\n", "EgBiY2Ndj5OTk0V/cElJCWpqaqDVapGYmIjs7GzU1dWhoqICAKb8bWmJaGoQ3Vy02WxoaWmB0+lE\n", "b2/vPV+/cuVKvPrqq3jppZeQnZ0NAMjOzsbmzZuxefNmpKamjn/UEpPr/DFmM1sO2Z4SVSRramqw\n", "Z88eFBUVARic70hEJAeiiuSpU6ewadMm6PV6KJVK6PV6qcflU75qKDOb2cz2P6KKpJgrbIiIpiJR\n", "RdJsNo/YttvtkgzGX8i1V8NsZssh21Oirt1esGAB/va3v6Gnpwc7d+4c19U2RESTkej7bvf396O5\n", "uRnx8fEICAiQelycJ0lEkpjweZJDdDodkpKSxjUoIqLJSvSNwG7evIna2lq8++67uHr1qtTj8il3\n", "/ZIrbf34Q3k9dl9sQatpwKvZUmM2s+WQ7SlRRXJgYADTp0/H2bNn8fzzz+PMmTNSj8svNfRY8frB\n", "q3j/fAt++1E9Ci61+XpIRCQxUUVSqVRCqVS6pgIFBgZKOihfG2sOV9+AA73W2yutX2rpg8MpqqV7\n", "39newGxmyyHbU6KPJE0mk6tIivyuZ8qJCg5AVmIYAECpADY8HA2VUuHjURGRlEQVybi4OOzevRtL\n", "ly7FhQsXUFNTI/W4fGqsfkl4UAC+tmwGfv75WfjNU3OwZEao17K9gdnMlkO2p0R9u71s2TIsW7YM\n", "AJCWloZZs2ZJOih/FqkLQKRO+ilQROQfRM+T9DbOkyQiKXg6T3Jc92EoLCwcz9uIiCYdUUWyqKgI\n", "7733HrZu3Yq8vDx8/PHHUo/Lp+Taq2E2s+WQ7SlRRdJkMuGZZ57BQw89hOeee86vF8wlIppIooqk\n", "QjE4zcXpdAK4fRfFqUqu88eYzWw5ZHtKVJEcWhpNpVKhp6cHNptN0kEREfkLUUXy6aefBgCsXr0a\n", "hw8fxty5cyUdlK/JtVfDbGbLIdtTos6blcrBWhoYGIgNGzZIOiAiIn8yrnmSx44dc90BUSqcJ0lE\n", "UpBkPUmj0YjGxkaoVCoAwKVLlyQvkkRE/kBUT7K9vR2bN2/Gxo0bsXHjRnzpS1+Selw+JddeDbOZ\n", "LYdsT43rihuDwTDR4yAi8ktue5KVlZUAgPLycsyYMQNxcXEAgOPHj+OVV16554c7nU4IguA6TfcE\n", "e5JEJIUJvXZ76JA4MzPTVSDFKiwsxNtvv43m5mbXc01NTdi2bRu2b9+OxsZGjz5volntTrT1DcBs\n", "c9z7xUQkW26L5PPPP4+5c+e65kVeu3YNKpUKL7300j0/OCcnBytWrBjxXEVFBV544QVs2bIF5eXl\n", "4x/1feq22PHOmUZ8Jb8Kbx27geY77lUj114Ns5kth2xPuS2Ser0eAFBcXAyTyYQ1a9agp6cHx48f\n", "H1eYTqdzPdZoNOP6jIlwpa0f733Sgl6rA8eud+GThl6fjYWI/JuoL266urqQkZEBjUaDJUuWoL29\n", "fVxhw9uf3rh3t5hxAMCdt6mR6zWtzGa2HLI9JapIjlXQenp6PApzOG73/4YWzXBn+CG50WicsO1Z\n", "Bh2eSA1DgEqBxfEhmB+nn9DP5za3ue3f254QdcXNu+++i9WrV8NgMKCtrQ1Hjx7Fpk2bsGfPHjz1\n", "1FNjvq+yshLh4eGuL3127dqFDRs2QBAEFBQUIDc3d8z3Sv3tttnmQK/FAZ1GCX3gyDn1RqPRZ/+n\n", "YzazmS0tSa64aWpqwh//+EdMnz4d9fX1SExMxI4dO1BVVTVmkSwpKUFNTQ20Wi0SExORnZ2NzMxM\n", "5OXlQRAErFy5UvQgpRAUoEJQgOdTk4hIXkQdSZ46dQqLFy8W/fxE8Od5kre6LegbcCBar0FEEG8K\n", "RjSZSHIkOVYhlKpA+rPLrX14/eA1mAYcyJgRgm9kzcQDwb77pp6IpDWuyxKnOncN3qM1nTANDH4B\n", "VXGzF7e6rePO6R9wwHHHV+vjbS5PBGYzWw7Znpra92GQQGxIoOuxUgHoNJ73NS02B0prupB/sQUP\n", "T9Pj2fnTEK3n0SiRP+J9tz3U1jeAossdqGzuw5MPGbBoeihUyrGnMzkFAVfa+lHfbUVsSCBmR+lQ\n", "3dqHf953xfWaf1oej7UPRnlj+ESyJ0lPUo66LTY09Q4gSK3CjPBA17xOQ7AGzy+MEf05V9v68c19\n", "V2BzClAqgH9flwqr3TniNT1WXj9O5K/YkxzFmQtV+FNFA76+5zJe212F802mcX9WU+8AbJ/2HZ0C\n", "0NAzgMSIIHwuJRwAEBuiwbKEMNfr5donYjaz/RWPJEcxoNGj8HIrAMDqEPD++RbMiw0R/f72fhtO\n", "3+pBa58N82P1CAtUodvqgEoBTA8LRIQuAF9bNgPPL4hFsEYJA78dJ/Jb7EmO4kanBa/troLVMfir\n", "eWZeNF7JmC76/e9+3IS/nB5cCi5cq8YPVyejsXcAMSEapBp0bnuYRCQt9iQnwMwILX6ck4L3z7dg\n", "ZrgW6x4UvxK7IAj4pPH2qkJdFjsUCgVWpERIMVQikhh7kqMwGo2YFxuCH6xOwSsZ0xEzbNrPvSgU\n", "CqybG4WhY8WFcSGIChZ/VY5c+0TMZra/4pGkBDLjQ/Hrp2ajz+rAzAgtInS8dJFosmJP0o3K5j7s\n", "PN+C2FAN1qYZEBsq/oiSiPwTe5IiWO1OnL7VgyM1nVgYF4KsxDCEakce7dV3W/BG4VX025yu97y2\n", "bIYvhktEPiTLnuTVtn78a8l1lNZ04e0T9ajpsODdj5tw6HI72vsGYDQaYbE7XQUSAGo7Lejsn7gb\n", "h915zfYQufaJmM1sfyXLI8neYVe4rH8oCj85Uosusx0A8NIjMUjTahGt12Ddgw+g4FI7ApQK5Mx5\n", "AP+49zLmRAXjyxnTMS1kfHMbe612HLnaidLrXfhcSjhWJEfctegvEfkPWfYkG3us+NfiGlzvtOBL\n", "i2Pxp1O3b287L0aPn31+FlRKBXotdjT0WGG2O0fcVfE72TOxavYD48quuNmN/32oxrW9NScFi+JD\n", "72+HiEg09iRFiA0NxA/XpKCtbwDBGhXONZlw6lYvFACenGtwTfYO0aoxR6vGyZs9I247O8aZsih9\n", "AyNP100DvG6byJ/JsicJANF6DeZO0yMhIgjf/OxMbM1Jwa+eTMXSmWEj+iUWuwOG4AC8viIBEUFq\n", "LPn0xmHjlWrQIT5s8FvypAgtUg26ET+Xa5+I2cz2V7I8kryTIVgz4vpppVIJm8OJAbsTB6rb8V8V\n", "DQgJVOHNVclIjNDeVw8xPkyLnz0xC10WO8KD1IjiddtEfk2WPcl7+aSxF38+2YhVqRH4Vdkt1/OL\n", "4vT4Uc4sXntNNImxJzmGvgEHLjSZ0Ng7gLnTdJhtCL7rNYIg4GJzH75fVIN+mxOLZ4RCrVTA/mkT\n", "MjRIjfHWxxbTAC639kOtUmBOlI43ECOaJGTTkzxT34P/U1SD3350C9/ZfxW1Hea7XtNsGsAnjb2u\n", "+ZGHLrfjq0unIyFciyXxIfjCwljX4rue6LXa8Z/Hb+EHh6/j+0U1eP+TFtgczlFfK9c+EbOZ7a9k\n", "UyQvtfS7HpttTnR+Oi9yOEEAym/0YMv8aQAAk9WOpMggZM4MRZReg4YeKyqbTWMWuLGYrA6cuNHt\n", "2j5a03nXt9xE5J9k05P8uKEX3zt4FU4BiNFr8NPPz0JooAo3u61oNQ2u9ZgUGYSTN3uw62ILlsSH\n", "YmFcCH5eegO1XRYAQESQGp9LicDyhHCkx4r/hrvXYsfWo7U4dWtwCbUND0XhlSVxCFDL5v9RRH6D\n", "PckxpMfo8avc2egy2xGlD4DJascnjb14+0Q9+m1OqJUKvLV2FpYmhCE1SgeVAlAqFOgbdhmi2eZE\n", "gFKJG10Wj4pkiFaNf1o+E1WtfVArFXgwOpgFkmiSkM1/qWqlAmnRwZgZEYg/V9SjxWSD3Sm4+o92\n", "p4DaTguUCgVuNrfjw+vduNpmxj8unwGNSgGVAnjxkRgcu96JGeGB6LHefbruzrQQDR5NjsDyxHBE\n", "ulk6Ta59ImYz21/J5khySItpAJ9/MArH67qQOTMMUboAtPbboAAQFxqIW10W/Lis1XV99798LgH/\n", "9fSD6LU3ED61AAAQzUlEQVQ60GkewGuficd/lddjwCngu48mIvmBIN/uEBFJyus9yX379sHhGCxA\n", "KSkpSE9PH/V1UsyTrGw2ofhyBz6TEIZ3Pm5Et8WBLy6KRUigCla7AI1KgTCtCl/fe/ue2DmzH8A3\n", "s2cCAG52WfDqzkv49NY3eCROjx+tSYFaJZsDcqJJz+97klqtFqtWrfJ2LDrNNhy63I7oYA12nG9B\n", "devgFKC3jt3AlzLi8PaJeoRr1fj+yiTMCAvEzW4rFACykm7f7jXg037ipZY+OATALgjwy2+9iGjC\n", "eP0QyOFwID8/Hzt37sSZM2cky2nutaKp1wqnMHTPawFxoYGoau2H1X57Co/dKbim43RZ7LjS1o+v\n", "LwzBD1Yn45e5s7EwbvBWstc7zPhDeT2CNSr8r8/EY3qoBl/JjEfABB9FyrVPxGxm+yuvH0nm5OS4\n", "Hh88eFCSjNO3evBmyXU4BAHfyU6AIViNsEA15hh0uNrWj7ULp6GqpR+7LrbiS0visL+qzfVeQ3AA\n", "BFMrls66vQp5r9WOfyutw7X2waPPW91W/CQnBbGhWknGT0T+w6fNtIAA95fmDf+/jdFoFLXdabbh\n", "3z+8AYvdCZtDwK+MN2AecOBsowmtfQNQKhX4ftF1FF/pwJurknG2vgcrZ0UiKzEM/zNzOspvdGN3\n", "kxbnrt1yff6A3Yn2Ppsrq73fhpbm5nGN717bWVlZE/p5nmwP5+38O8fgzfysrCyf/L759/bN39tT\n", "Xv/ipq6uDgkJCQCAgoICrFu3btTXjfeLm26zHf+87zLqe6wABieAfzt7Jv6j7BY2PhyF352od712\n", "U3oUjtZ0wmwT8OWMOHxU1w21SoGy2m689EgM1qUZEK4LgMMpoLSmE/9WWgdBAL6ZPROPz4qEmgtd\n", "EE06nn5x4/Ujybq6OuzYsQM7duzAnDlzJvzzw4LU+O6KBCRHBiEhXItvZ8/Ez47Wodk0AMcd/z8I\n", "VCnxeEokPpcSgaM1nbjabka4drAD0WWxo+JWDwBApVTgs0nheHtjGt7emIbHkiMkK5By7RMxm9n+\n", "yus9yezsbMkzwrUqvPxIDACgo9+OHqsDC2L1UCsUeDUzDsVXOpAUEQSz3Yl5MXrsrmzF2QYTvpIZ\n", "h32VbUiKHLzHzblGE1Z/epuGAJUSiRGcE0kkN1Pu2m2L3YFzDb1o6BlA3tlmzAjXIneuAR9c7cCt\n", "biu2zJ+G2g4zzjf3oal3AP/38UR0WuxwOAGVQkBbvx01HWZ8cLUDP1wzC49MD5Fg74jIV/x+nqTU\n", "rndY8PvyBnxhYQy6LHZoTFZUNplw4sbgqfNbx27gX1clIUIXgIemBeNgdTsOXe4AALywMAZKCFgc\n", "H4on50YhOZJHjkRyN+UuFbHanbjVbUVD7wCemx8NjUqJ3mHLkgkAatrN6LU6YLE5XQUSAI7VdOLh\n", "GD3C+puQatD5ZAVyufaJmM1sfzXlimRihBarUyPx19ON6Oiz4bVl8ViRHIHo4MHpRqtTI3Gl3YyS\n", "Kx1o77chdtj9s9OidXg4Rg9TV7uvhk9EfmbK9SSBwcVyO/rt0KiBnx29gStt/fjasniYbU58VNeN\n", "s40mLJ0ZCqcg4Nn503Cm3gS9RoXliWGICQmc4D0hIn8i256k3SmgvtsCQQCmhwai02LDhUYT1syO\n", "xCPTQ9Deb0egWoFF8aGYOy0YdqeA2JBAdJvteHlRrK+HT0R+akqcbjsFAWW1XfhKfhW+kl+Fy239\n", "6DbbkWrQ4cytHoQEqiAASIoIQkJoABbG6TEvRg+9Ron5cXd/ey3XXg2zmS2HbE9NiSPJLrMdFTe7\n", "8YWFMQgPUuNcQw/+cqYZSgXwxucS8aMPagEAGpUC33k0AT8/XIu+AQe+kjkdIfdxD20imvqmRE+y\n", "zTSA/3e6ASVXOqFWKvBKRhy2fdwEq92JzenR2Ha22fXab312Bix2JyJ1AUiP0SOct3YlkhVZ9iQb\n", "e60oudIJYLA3eaymC3OidDh1qxfx4VooFYBTAHQBSsSHafFQjPj70xCRvE36nuT1DjPONZoQrFG5\n", "nosPC0RShBY5syOhVgJvrkrGq5lx+NKSOOypbIX9HreElWuvhtnMlkO2pyb9kWRTrxW7LrbifyyO\n", "xclbPYgLCYQ2QImPbnRjwC5Ao1Zi1gNB+EN5AwAgLUoHhyBM/h0nIq+Y9D3Jq+39+Mbey1gYF4JH\n", "UyIQqFJgwCFg36U2JERo8XhKBBp7BvCLD29AF6DEj9ak4GGebhPJlux6kimRQfj52lRUNvfhZ0fr\n", "AAAJ4Vp8fXk8tGolZkcFY06UE3NjgqFWKjhZnIg8Mul7kgqFAkoAZxp6Xc/VdVnQY7Fjetjg7RU0\n", "6sEvbMQWSLn2apjNbDlke2rSF0kAUKsUmDst2LU9PSwQqQbdiC9ziIjGY9L3JAHA4RRwqaUPDT1W\n", "2J0CHowKRtIDXOaMiO4mu54kMHh7hYdj9PxChogm3JQ43Z5ocu3VMJvZcsj2FIskEZEbU6InSUQk\n", "lt/fUpaIaDJhkRyFXHs1zGa2HLI9xSJJROQGe5JEJCvsSRIRTSAWyVHItVfDbGbLIdtTXr/ipqmp\n", "CYcPH4ZKpcKjjz6K2FjeqZCI/JfXe5J79+7Fk08+CQDYvXs31q9fP+rr2JMkIin4fU9Sp9O5Hms0\n", "Gm/HExF5xOtFcviBa0CAf96pUK69GmYzWw7ZnvL66XZhYSFycnIAACUlJVi5cuWorzt9+jS6urq8\n", "OTQikoHw8HAsWrRI9Ou9/sWN2WwGMHhEOfR4NJ7sBBGRVLx+JNnQ0IDS0lIIgoCVK1ciOjram/FE\n", "RB7x2ytuiIj8ASeTExG5wSJJROQGi6SPOZ1OOBwO2WUTTRZ+dyMwX162uG/fPlfRSElJQXp6uqR5\n", "hYWFqKmpwfr16xEXFwfAe/s/WrY39//ixYuorq6G0+nE0qVLER8f77V9Hy3bW/t+/PhxNDc3AwBm\n", "zpyJRYsWeW2/R8v21n6bzWb86le/wssvv+z1f+ujZXu034Kf2bNnj+vxrl27vJpdVFTk1TxBEISL\n", "Fy8K9fX1rm1v7v+d2d7c/9LSUtfj/fv3C4LgvX0fLdsXf/tDhw4JguCbf/ND2d7a74MHDwqnT5/2\n", "yb/10bI92W+/O5L05WWLDocD+fn5EAQBSUlJPrl2XC77n52dfddz3tr30bK9ue+1tbXYuXMnNmzY\n", "AMC7f/M7s72x352dndDpdNBqtSOe98Z+j5XtyX77XZEUfHjZ4tCVQABw8OBBr2YPkdv+FxcXIyMj\n", "A4D39314tjf3PTExEa+99hr27NmD5ORkr+73ndne2G+j0Yi1a9eiqqpqxPPe2O+xsj3Zb78rksO/\n", "SFAoFD4bh6+uK5fT/peWliI1NRUGgwGAd/f9zuzhvLHvWq0WISEhALz/Nx+ePZxU+93c3Iy9e/ei\n", "paUFiYmJrr6gN/Z7rOzh7rXfflckxV62KIW6ujokJCQAACwWi1ezh8hl/z/88ENMmzYNiYmJrue8\n", "te+jZXtr3zs6OhAZGQng9pGUt/Z7tGxv7Pcrr7wCAKisrER4eLjreW/s91jZnuy33xXJzMxM5OXl\n", "uS5b9Ka6ujpUVFQAABYsWCB5XklJCWpqaqDVapGYmIjs7Gyv7f9o2d7a/5aWFpSVlSEtLQ1VVVXo\n", "7e3Fiy++6JV9HyvbW/teVlYGq9UKAFi8eDEA7/2bHy3bW/vd0dEBo9E44mjOW/s9WrYn+83LEomI\n", "3OBkciIiN1gkiYjcYJEkInKDRZKIyA0WSSIiN1gkiYjcYJEkInKDRXISe/PNNyfss1paWrB9+3bs\n", "2bMH7733Hux2+4ifFxQUjPo+u92OvXv3Yvfu3dixYwcuX748rvzTp0/j97///bjeO5WN9Xu/06FD\n", "h7Bz506JRyNPfnfFDYn35S9/ecI+68iRI3j22WehUCjQ1taG0tJSPP74466fj3XZ2MmTJ5Gdne26\n", "5Gvbtm2YPXu2x/mLFi1CXV3d+AY/hYm9XG/NmjXIz8+XeDTyxCI5CTU1NeHEiRO4du0avvWtb7me\n", "7+/vR35+PvR6PVQqFaqrq/Htb3/b9fOioiKYTCaoVCrYbDbk5uYiMDAQAKBSqWA2m6HT6VzLSwGD\n", "R4oHDx5EVVUVdu/eDQBITU3FQw89BAD4zGc+M2JsnixUUFJSgo6ODqjVaqhUKjidTtfPqqurcfbs\n", "WQQFBcFisWDx4sVITk5GY2Mj/vKXvyA1NRUbN25Ec3Mztm/fjqioKGzZsgVq9dj/pAsLC1FdXY2I\n", "iAiEhoaiv78f8+bNw8MPP+w2ExhcYqyoqAjz5s1DbW0tNBoNoqOjkZWVBWDwkr/W1laoVCrXpX+b\n", "Nm265++gtrYWZWVl0Ov1UCqVaGtrwz/8wz8AAI4dOzbi9x4REYFHH30UwODfZdeuXVAqlRAEwauL\n", "U8vOfaxlST723nvvjdiuqalxLaYqCIJQW1vrelxWViZUV1e7tnt7e4WdO3e6ttvb24Xvf//7wl//\n", "+ldh69atgtPpdJs1mr179wp1dXWixn7x4kXho48+cm23trYKP/3pTwVBEIS+vj7hnXfeGfH6HTt2\n", "CAMDA4IgCEJzc7NQUlLi+lleXp6oTEEQhO985zuCw+Fwbf/9738X+vv775k5NObf/OY3gtVqHfG6\n", "6upqoby83LXtdDqFsrIyUePZv3//iN/Z8L+ZIIz9e9+3b5/Q2trq2i4vLxd27NghKpM8wyPJKSQp\n", "KQkOhwOHDh1yLUM1tNJJfX09li1b5nqtXq8f8d7CwkK88cYbCAwMRH19PYqLi7F69WpRuXa7Hfn5\n", "+cjOzkZMTIyo91y5cgVr1qxxbRsMBsTHxwMYXN6qp6fHdQQFDK7U0tnZiejoaERHR6O1tRXA4FG1\n", "J0dR6enpUCpvt+Jnz56NhoYGKJVKt5lDHnvssbsWiL18+TJWrVrl2lYoFCN+1+58/vOfx8mTJ1FZ\n", "WQm73Y7o6GjX38wdk8k0Ypm3BQsW4MaNG6IyyTMsklPIuXPnMH/+fMyaNQvA4D1NhpaEio+Px+XL\n", "l139QpPJdNf7h069H3jgAfT394vK7OvrQ35+PnJzc0csRXUvqampOHv2LJYuXQoAaG1txc2bNwEA\n", "8fHxmDZtGtavX+96/fBTcWCwh3nq1CncvHkTubm5onMvXLgAp9PpKpRXr17FunXroFKp7pkpCMKo\n", "7YTk5GScP3/etbIOgBG/a3c+/vhjLFmyxLX97rvvuhYCdic4OBhtbW2uQnnmzJkRi9jSxOEqQJPQ\n", "0aNH0dXVhfPnz7uOjHJyclBQUDDiKAkAnnzySddzQz1JpVIJm82GJ5980lUYa2trUVFRgcDAQFgs\n", "FuTm5o5YXv/YsWPo6OiAUqmE3W7HsmXLEBMTg1//+teIjY11HV3d2Sd1p7i4GJ2dndBqtbBYLGhp\n", "acHSpUuxePFi3Lx5EydPnnT1GE0mE3Jzc0csFvunP/0JMTExWLt2rejf3R/+8Afo9XpotVrYbDbM\n", "nz8faWlpAOA2s6KiAmfPngUAREdHY/r06SOK25EjR0b8fubMmYN58+bdczxvv/02YmNjIQgCnE7n\n", "iD4nMFhsz507h8DAQNetBubNmwe73Y73338fAQEBUCqV0Ov1OHnyJJ5//vkR62TS/WORJFnZsWMH\n", "Nm/e7Oth0CTCeZIkG4WFhaiqqsKBAwd8PRSaRHgkSZKora11nZ7eKTExUZJVsH2R6Y7JZMLhw4dH\n", "7RXq9Xqvr7xP48MiSUTkBk+3iYjcYJEkInKDRZKIyA0WSSIiN/4/+lLth9NnQtYAAAAASUVORK5C\n", "YII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.831036\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XlYVGeeL/BvbVAUBbLIKrKKkkVjtyYaY9AkLiRKgrZO\n", "TJzunp7byb3dme6emZ6+vd2ZSSYzN72kp7ufdHemt9tLOtEEBRRUFJxILFAxEo2BgAtSyr4qFAW1\n", "nvsHoQJallVQ51TB+X6eJ8/DKar4vqcwP079znveoxAEQQAREbmlDPQAiIiCGYskEZEHLJJERB6w\n", "SBIRecAiSUTkAYskEZEHohbJkZERvPLKK2hvb3c91tnZiTfffBO7d+9GR0eHmPFERNMmapGsqqrC\n", "xo0bJz1WW1uLnTt3YseOHTh16pSY8URE0yZakRwYGIBOp4NWq530uE6nc30dEhIiVjwRkV+IViQN\n", "BgNWr159y+MTL/DRaDRixRMR+YVarB/c1dWF/fv3o7u7G+np6UhOTgYAOBwO13MUCsVtX3/kyBGo\n", "VCqxhkdEMhUVFYVly5Z5/XzRiuSXv/xlAEBDQwOioqJcj4+MjAAYO6Ic/9odlUqFz372s2INj4hk\n", "qq6uzqfni3ripr+/HwaDAR999JHrsRUrVmDXrl3YtWsXVqxYIWb8lBkMBmYzm9mzNNtXoh1JAkBM\n", "TAyef/75SY8lJyfjmWeeETOWiMhvFMG6VNrRo0f5cZuI/K6urg6PPfaY18/nFTdERB6wSLoh114N\n", "s5kth2xfsUgSEXnAniQRyQp7kkREfsQi6YZcezXMZrYcsn3FIklE5AF7kkQkK+xJEhH5EYukG3Lt\n", "1TCb2XLI9hWLJBGRB+xJEpGssCdJRORHLJJuyLVXw2xmyyHbVyySREQesCdJRLLCniQRkR+xSLoh\n", "114Ns5kth2xfsUgSEXnAniQRyQp7kkREfsQi6YZcezXMZrYcsn3FIklE5AF7kkQkK+xJEhH5EYuk\n", "G3Lt1TCb2XLI9pVazB9eU1ODrq4uAEBqaiqWLVuG0tJSOBwOAEBWVhYWL14s5hCIiKZFsp7kkSNH\n", "sGHDBlRUVGD9+vV3fD57kkQkBl97kqIeSQJAS0sL9u7diy1btgAAHA4HioqKIAgCMjIyJCmEdqeA\n", "+k4T6tqHkBOnw31JEdCFqETPJaKZT/SeZHp6Ol544QWcPn0aAJCXl4etW7fic5/7nOujuNgu9Zrx\n", "7UOXsOtsF/614goauoc9Pl+uvRpmM1sO2b6S5MSNVqtFRETELY9rNBqPr5v4RhoMhilvD4zY4JzQ\n", "VOgYtKCmpsZvP3+2bJ8/fz5g+efPnw/4/sttW86/b1+I2pPs7+9HTEwMAODAgQPYtGkTjEYj0tLS\n", "AABlZWXYvHmz29f6syd57foovn3wEnrNNmjVSry6eQEWzg33y88mopklqHqS1dXVsFgsAIDly5cD\n", "AIxGI2prawEAS5cuFTPeZX6UFj/atABdQ1bE6DTIiAmTJJeIZj5RP27n5+dj27Zt2LZtG9LT0wEA\n", "ubm52L59O7Zv347s7Gwx4ydJmaPFspRIrwrkVA/L/YHZzGZ2cOFkciIiD3jtNhHJCq/dJiLyIxZJ\n", "N+Taq2E2s+WQ7SsWSSIiD9iTJCJZYU+SiMiPWCTdkGuvhtnMlkO2r1gkiYg8YE+SiGSFPUkiIj9i\n", "kXRDrr0aZjNbDtm+YpEkIvKAPUkikhX2JImI/IhF0g259mqYzWw5ZPuKRZKIyAP2JIlIVtiTJCLy\n", "IxZJN+Taq2E2s+WQ7SsWSSIiD9iTJCJZYU+SiMiPWCTdkGuvhtnMlkO2r1gkiYg8YE+SiGSFPUki\n", "Ij8StUjW1NSguLgYxcXFOHPmDACgs7MTb775Jnbv3o2Ojg4x46dMrr0aZjNbDtm+Uov5w1etWuX6\n", "+siRIwCA2tpa7Ny5EwBQUlKCgoICMYdARDQton/cbmlpwU9+8hMsWLAAAKDT6VzfCwkJETt+Slav\n", "Xs1sZjN7lmb7SvQimZ6ejhdeeAGnT58GAEw8T6TRaMSOJyKaFklO3Gi1WkRERAAAHA6H63GFQuHx\n", "dRP7FgaDQbLt8a8DkX/zGKTMf/311yXf33Gvv/46f9/8fUu27QtRpwD19/cjJiYGAHDgwAFs2rQJ\n", "xcXF2LJlCwRBQFlZGfLz892+NpBTgAwGQ8A+DjCb2cwWl69TgEQtkqWlpbBYLACA5cuXIz09He3t\n", "7aiqqoIgCFi3bh3i4+PdvpbzJIlIDL4WSVHPbrs7SkxOTsYzzzwjZiwRkd9wMrkbU+1dMJvZzA7+\n", "bF+xSBIRecBrt4lIViS5dttkMk3lZUREM47HItnQ0OD2v7feekuq8QWEXHs1zGa2HLJ95bFI1tTU\n", "QKlU4sqVKzh16hSsVitOnjzpmvtIRDTbeexJmkwm6PV67N69Gzt27HA9/vbbb+Ppp58WdWDsSRKR\n", "GPzak9Tr9QBuXYgiWBemICLyN69O3JjNZjidTgBj114PDQ2JOqhAk2uvhtnMlkO2r7y64ubxxx/H\n", "X/7yF4SEhMBisWDTpk1ij4uIKChwniQRyYok8yQ7Ozun8jIiohnHqyJZX18/abumpkaUwQQLufZq\n", "mM1sOWT7yqsiefHixUnbarWoiwcREQWNKX3cHj/TPVvJ9d4fzGa2HLJ95fGQsKysDCMjI2hsbITN\n", "ZnM9npCQIPrAiIiCgccjyc2bN2P79u1YunQptm/f7vovNzdXqvEFhFx7NcxmthyyfeXVx+3HH39c\n", "7HEQEQUlzpMkIlkRZZ7kwYMHce3aNbS0tOCtt97CpUuXpjxAIqKZxKsiabVaMW/ePJw9exbPPvss\n", "6urqxB5XQMm1V8NsZssh21deFUmlUgmlUgmtVgsACA0NFXVQRETBwusjSZPJ5CqSQdrG9Bu5zh9j\n", "NrPlkO0rr4pkcnIySkpKsHLlSnz00Udobm4We1xEREHBqyK5atUq/PVf/zW0Wi1ycnLw1a9+Vexx\n", "BZRcezXMZrYcsn3l82WJarXa9bEbAM6ePevXARERBZNpz5MsKSlBQUGBv8bjwnmSRCQGX+dJirqc\n", "T319PZqamuB0OrFy5UqkpKSgtLQUDocDAJCVlYXFixeLOQQiommZ0ipA3urr68PWrVuxbds2fPjh\n", "hwAArVaLgoICFBQUBG2BlGuvhtnMlkO2r0Q9knS3EIbD4UBRUREEQUBGRgY/UhNRUJOkJ1lRUYHP\n", "fOYzmDt37qTHDx06dNvFM9iTJCIxSHKPG19UVVUhOzv7lgIJABqNxuNrJx6SGwwGbnOb29z2y7Yv\n", "pn0k2dLSgvT0dLffO378OOLi4pCTk+N6zGg0Ii0tDcDYor6bN292+9pAHkkaDIaAXRHAbGYzW1yi\n", "nN2urq5GbGwscnJycOnSJej1eiQmJgLAbQtkd3c3qqurkZOTg8bGRgwNDeHzn/88jEYjamtrAQBL\n", "ly71eqBERIHg1ZHkrl27sGHDBsTGxsLpdGLv3r3Yvn27qANjT5KIxCBKTzI8PByxsbFjL1AqoVKp\n", "pjY6IqIZZkonbpRK0c/3BNRUG7zMZjazgz/bV15VO4VCgf7+fgBAf3+/64oZIqLZzquepMPhQEVF\n", "hWtNyby8PKjVos5DZ0+SiEQhytltlUqFvLy8KQ+KKJiN2By4MWpHmFqFOWHi/vGnmcerj9sXL14U\n", "exxBRa69Gjlm3xi143cnr+Jv3mnA/zl8Ga03RiXNl+N7HuhsX3lVJM+dOzdp+8qVK6IMhkhqV/rM\n", "KG26DqcANPWaccJ4I9BDoiDj9T1uJrq5aM42cr33hxyzlUrFpO0QlbQzN+T4ngc621de377h8OHD\n", "Yo+FSHILYnV47oFkxOo0eDgjCg/Mjwz0kCjIeFUk33jjDQwODqKwsBCFhYU4f/682OMKKLn2auSY\n", "rQtRId3Whl9tWYRv5aYiKVLa2yXL8T0PdLavvDqV9/jjj2P58uWu7YMHD4o2ICKpWUbMiA7zvCIV\n", "yde0VwESC+dJEpEYgm49SSKimcyrIjk4OIg9e/bgT3/6E+x2O4qLi8UeV0DJtVfDbGbLIdtXXhXJ\n", "8vJyPPXUU5gzZ47olyMSEQUTr4qkVquddKuF2b5UmlznjzGb2XLI9tWUJpM7nU5RBkNEFGy8KpLx\n", "8fEwGAyw2+04efIkUlNTxR5XQMm1V8NsZssh21deFcnc3FzExMRAq9UiMTGRU3OISDY4T5KIZEWU\n", "9SR7e3tx6NAhhIWFwWq1Ii8vDzExMVMeJBHRTOH1FKCdO3di27ZtePrpp3HkyBGxxxVQcu3VMJvZ\n", "csj2lVdFUqfTuW7+pVKpoNVqRR0UEVGw8KpIjo5OXq3ZbDYDAGpra/0/oiAg1/ljzGa2HLJ95VWR\n", "dDqd+P3vf4+6ujr84Q9/gFarRUNDA86ePSv2+IiIAsqrImk2m/Hggw9Cq9VixYoVyMnJQZCeFPcL\n", "ufZqmM1sOWT7yquz288++yz0ev0tj6empqK1tRUpKSl+HxgRUTCY9jzJkpISFBQUuP1efX09mpqa\n", "4HQ6sXLlSqSkpKCzsxNHjx6FSqXCmjVrkJSU5Pa1nCdJRGIQZZ7kVPX19WHr1q0AxlYzT0lJQW1t\n", "LXbu3AnAc4ElIgoGoi66m5ube8tjOp3O9XVISIiY8VMm114Ns5kth2xfSbIyeUVFBR544AEAmHTC\n", "Z+Lya0REwUj0IllVVYXs7GzMnTsXAOBwOFzfUygUt3sZgMl/bQwGg2Tbq1evljRv4vb4/LFA5E8k\n", "df7NY+Dvm79vsfO9JeqJm+PHjyMuLg45OTmux4qLi7FlyxYIgoCysjLk5+e7fS1P3BCRGCS/Edjt\n", "pv90d3ejuroajY2NKCkpwRtvvAEAWLFiBXbt2oVdu3ZhxYoV040XxVT/4jCb2cwO/mxfeXV2+/jx\n", "43j44Yfdfm/i/bgnio+Px3e+851bHk9OTsYzzzzjwxCJiALHq4/bL730Eu699148/PDDiI+Pl2Jc\n", "/LhNRKIQ5eP2li1b8OSTT6KhoQHvvPMOGhoapjxAIqKZxKsiuWTJEmg0GqxduxYbN27Evn37xB5X\n", "QMm1V8NsZssh21de9SQNBgPS09NRU1MDvV6Pr3/962KPi4goKHjdk3zkkUfw0EMPSXbPbfYkiUgM\n", "oly7vWXLFixZsmTKgyIimqm87knKiVx7NcxmthyyfeVVkRwcHMSePXvwpz/9CXa7HcXFxWKPi4go\n", "KHh9t8SnnnoKc+bMgVot6upqQUGu9/5gNrPlkO0rr4qkVqudtGKPVCdviIgCzasiabVaJ207nU5R\n", "BhMs5NqrYTaz5ZDtK6+KZHx8PAwGA+x2O06ePInU1FSxx0VEFBS8XiqtoaEBzc3NuPfee5Geni7y\n", "sDhPkojEIdo9bu6++27cfffdAACj0Yi0tDTfR0dENMN4/Li9d+9eFBUVoaioCHv27MGePXtQWFiI\n", "N998U6rxBYRcezXMZrYcsn3l8UhSr9dj48aNqK6uhkajwdKlS1FXV4eoqCipxkdEFFBe9ST37NmD\n", "bdu2ubbHb8EgJvYkiUgMoqwnefMNu2b7FCAionFeFUmn04ne3l4AQG9vL2w2m6iDCjS59mqYzWw5\n", "ZPvK61WAysvLYTKZEB4ePumjNxHRbDbtW8q2trbe9o6J08GeJBGJQfJbyr7//vvT/RFEREFr2kVy\n", "NpJrr4bZzJZDtq9YJImIPJh2T7KkpAQFBQX+Go8Le5JEJAbJe5JERLOZqEXS6XTC4XCIGSEKufZq\n", "mM1sOWT7atr3Yrjd9J/y8nI0NzejoKAAycnJAIDS0lJX0czKysLixYunG09EJKpp9yQ9aWhoQFRU\n", "lKtIVlRUYP369V69lj1JIhKDaOtJ+oPD4UBRUREEQUBGRgaLIBEFPY9F8tixY1i+fDl++9vf3rLI\n", "rs1mQ3Z2tk+FLi8vz/X1oUOH7vh8g8HguqvaeA9Diu2J/RKp828eg5T558+fx1e+8hVJ93d8+/XX\n", "X8fixYv5++bvW5JtX3j8uD1eJCsrK91O87l5CbWb3fxxe6LKykqsW7futq8N5MfticWZ2cxm9uzK\n", "9usUoLVr10Kv19/2+77eg9toNLq+Hh0d9em1UpLr/YiZzWw5ZPvKqyoXHR3t9nFPK5RXVlaiubkZ\n", "Wq0W6enpyM3NhdFoRG1tLQBg6dKlUxguEZG0RD27PR38uM1sZjNbDLzihojIjzweSQ4ODiIyMhKD\n", "g4OorKwEAGi1WmzYsMHnfqSvOE+SiMTg1yPJd999FwBQVlaGzZs3Y+vWrVi1ahWKi4unN0oimsTu\n", "FHB1YBRXB0ZhdwZlB0y2PBbJ8YNMnU6HkJAQAGMnazQajfgjCyC5XtPK7MBkO5wCjl+5jueLPsbz\n", "RR/DcOU6HBIUykDv90zhVU/y5kUqLBaLKIMhkqOBERteq74GpwA4BeC1mmsYGJndN9ubSTwWSavV\n", "isLCwklHjpcvX0ZCQoLoAwskuc4fY3ZgstUqBaK0n/b4o7VqaFQKD6/yX3agzJp5kn/1V391y2MZ\n", "GRnIysoSbUBEchOl1eD7j6Xjd6faAABfXjEPc7Szu6U1k/g8BUipnP2zhuTaq2F24LKzYnX497wF\n", "+Pe8BciK1UmaHQgzqSfp1Twei8WCAwcOuLY3bdqE0NBQ0QZFJEcqpfgfscl3Xl1xs2fPHuTl5UGv\n", "18NkMuHQoUPYvn27qAPjPEkiEoMoV9xoNBrXQhd6vX7WTwEiIho3pSlATqdTlMEEC7n2apjNbDlk\n", "+8qrIqnX63HhwgUAwIULFzwun0bkSduNUbzXPIC6tkEMW2feTeJIfrxeBaimpgZtbW1ISUnBgw8+\n", "KPa42JOchbpNVnyv/BKuXh+7GOGbuanYuDA2wKMiuRHtHjerVq2a0oCIxg2M2FwFEgCOXR7AhuwY\n", "KBQ8q0vBy+dJj0ajkT1JZk9JtFaN5MgQ1/bq9ChXgZzN+83s4Mr2lVdHkq+++iq2b9+O+vp6REVF\n", "4YMPPnB7zxs56Bu2ouJiPz7uHkb+3XH4THIE57d5KT4iFC9vyMKlPjP0ISrkxIUHekhEd+RVT7K0\n", "tBT5+fk4ePAgnnjiCZSUlIheJIO1J1n6cQ9eq24FACgVwGtPLUL2XGmukCCi6RNlnuT4FCCVSjW1\n", "Uc0i7YOf9tScAmDmGVqiWc2rImkymXDkyBHZLGzhqV+yNjMa4SFjfyyWp0QgZY5/L8+Ua5+I2cwO\n", "Vl71JLdu3Yquri5kZGTg3Llzs/7EjSeL4sLx2lMLYbI4kKAPQbSOVx8RzWZTului1Wp1rVQulmDt\n", "SRLRzCbJ3RLLy8un8jIiohlnSkVytn/clmuvhtnMlkO2rzz2JF966SU899xz2LVrF1JTU12PNzY2\n", "ynaeJBHJi1c9yZvnRXo7T9LpdEIQhClNHWJPkojEIMq12ytXrpy0HRUVdcfXlJeXo7m5GQUFBUhO\n", "TgYAdHZ24ujRo1CpVFizZg2SkpK8HigRUSB41ZNMTEyctL127do7viYvL++W59XW1mLnzp3YsWMH\n", "Tp065fUgpSbXXg2zmS2HbF9Jelcvne7Ty/fEnkJ0J6M2hyQ3gCeimc3rpdL8YWL7M1C3gHA4BdRe\n", "u4E36jqRGqXFFz6biOQ52knPkev9iJnNbDlk+0rSI8mJt4HwZg3BiYfkBoPBL9vGgRG8VHkFl/pG\n", "8N+XB1DW2OfXn89tbnM7+Ld9MaUrbrzV0NCAqKgo14mb4uJibNmyBYIgoKysDPn5+bd9rVhnt5t6\n", "hvG1fRdc249kRuG7j2ZMeo7BYAjYXzpmM5vZ4hJtZXJfVVZWorm5GVqtFunp6cjNzcWKFSuwa9cu\n", "CIKAdevWiRXt0bzIUGxfHI/C892IDFXhc4sTAjIOIpoZRD2SnA4x50kOWx3oHbZCq1YiIcK/q/gQ\n", "UXALmiPJYBYeokJ4SFigh0FEM4CkJ25miqk2eJnNbGYHf7avZHkk6YvLfWa8d+U65oZrsHL+HMTp\n", "Azu/k4ikJcuepLc6Bi34+v4LuDFqBwDsuC8Bf3t/ckDHRETTI8l6knIxbHW4CiQA1HeZeJUOkcyw\n", "SLox3i+ZG67BqrQ5AAAFgC33xIt++1i59omYzexgNWt7kgMjNggCEDONe9BEhWnwtYfm46l74qDT\n", "KJEZwzPiRHIzK3uS9Z0mvHKsBQ4n8O01aVg6L8LPoyOimUr2PcnrIzb8sMqIbpMNfWYbXv7vK+gd\n", "tgZ6WEQ0Q826IgkANx8b+3qoLNdeDbOZLYdsX826IhkVpsH/XpOKmDA15mjV+N6j6YgLD/zcxsFR\n", "Gz7sGEJ9pwkjNsedX0BEQWFW9iQBoN9shVMA5k6jQDoFATdG7dCoFNCHTP0c14jVgT/XdWDvRz0A\n", "gK8+OA/5d8WJfqaciG7Fa7c/EaMLgVMQUN9lwtX+EcyL0iIzJgz6UO922eZwwtByA78+1YqE8BB8\n", "5cEU9JltiAvXICtW51OBuz5qR9EnBRIA9pzvxtrMaESFBWbhYSLy3qz7uD1Rc98IzrQO4ky7Cb+r\n", "bUdd2xCcXhw4GwwGtN6w4IfHWtBvtuPjHjPePteF3ee68PelF3GhZ9incWg1SqRGfbra0KK5OmjV\n", "7t96ufaJmM3sYDVrjyQBYMTuRLfJhveuXAcA/OCYEb+K1iI9+s7zHZ2CgIkX19icAlQKBexOAc39\n", "o7grQe/1OKLDNPjndZmoah5AmFqJVelz8HG3GceaB5ATp8ODaXN4VEkUpGZtTxIAekwWvFbdipPX\n", "Bl2P/eLJbJgdAq70mhGtC8H98yMRHnLrfcFH7Q5UXuzH6yfaMDdcg22L4/GrE61wCMCPnliApclT\n", "n3t5oWcY39h/AY5P3vnvrk3DIwtipvzziMh77ElOEKcPxbYl8TjfNYxhqwPPPZCMxt4R/OWDTiTq\n", "Q/BwRhQau4exLCVy0uvqu0w4dnkAd8WH4/Uti6ALUeHKwAh23JeAOWFqDIzY0HZjFMmRoV7dq+dm\n", "QxaHq0ACQOsNy3R3lYhEMqt7kgCwJCkCvyxYhN9szcHiRD1+UdOK6yN2NPaYcaV/FDaHc9LzW/pH\n", "8J2Dl7CvoRc/OGbEuQ4TFAB+fOwqdp/rwq9OtOGnx6/h8IU+nOswTWlMKVFaZM8d+8gfplHigdRP\n", "i7Rc+0TMZnawmpVHkqM2Bz7uNqNjyIIFsWFIigjFmZ5h2CfXQzicAuZHTb6d7JDFAcuEw7xLfSNY\n", "mxWN2HANrn+yIlCMToMhiwP/73Q7Xt2cjRCVb39rEvQh+Nd1megasmKOVoVUL3qkRBQYs7In+X7r\n", "IL5XfhkAEKZW4Ju5afhFTSvunx+JuTo1Shp6ER+uwddWzcewzYG7E8IxRzt24qTXZMUr77bgo65h\n", "xISp8eKGTGTEhKF90II/vt8Bm0PA5rticaHHjJ5hG/7h4VSf5zuaLHaYrA7oQ1ReT0kiIv9gTxJA\n", "c5/Z9bVSqYTdKSBvUSz6zDZkzdXh7x6ch9jwEOz7uAcDZju2LY7DqvRoAMBcfQj+7qH5aOk3Q6lQ\n", "4j+PX0VCeAieWzEP316TimPNA/i3yisI06jw4voMtwXSKQgwDoxi1O5EcmQo5mg/fZu7hyz4RU0r\n", "alsH8VD6HPyvFSlc7ZxkweZwwikICFXfeqI0mM3KnuTdCXqM166YMDX6zTbsPteFiov9+NExI3rN\n", "dpQ29OKuuHDkxIdj70e9aOwem/s4YLbh1aoWtA/Z8KMqI670j+LktUG8+UEn2get+Klh7Ay3yerA\n", "2+e63M67PNduwt+VNOEb+y/gN6facGPU5vpeY48ZJ68NwikAx6/cQFOvedJr5donYvbszm7uG8H3\n", "yi/j2wcvobF7GCdOnJAse7pmZZG8Kz4cP3tyIV5cl4GXN2Ti6vVR1/esDgF2p4CmHjOu3bAgTKPE\n", "+U4TXn3PiB6TFUNWB6wOQKtWwjZhouT1ERtUSgXUE44co8I0UN50dlsQBLzzYZfrtRUX+9Ft+rRI\n", "Km868lTxykSa5UwWO159b+wkaEO3GS9WNEMXmxjoYXlN9eKLL74Y6EG4c+XKFSQlJU3ptUqFAnPD\n", "QzA/SouITz7qVhtvwCkAd8eHIyJUjbVZUZgTqkJGjBZrMqPxmeQImG0OKBWASqmAzSHgsQXROHl1\n", "EPoQFf4xNw1ZsWFYGKdDy8Ao7orX4YvLkhCpndyxUCgUuNI/goZPjkzDNEo8dU+c63nhGiWsDgG9\n", "w1bkLYrF2sxohGk+/fiRmpo6pX32B2YzWwxmmwNFH/XAbBs7c2oXBOxcmTmt9RCmo6OjA5mZmV4/\n", "f1aeuBl3Y8SGloFRAAJ6hm2w2AUkRWjgFIDXaloxZHHgf9yfhL0f9aDthgVfWp6EtCgt6tqHEKpW\n", "IjJUjZWpkdCqlYiP+PSyQrPVAY1KAc1tzmp3DVlw+EI/2m6M4ql74nD3TVfnWOxODH9y4ibkNpcn\n", "Es0WgiDg1LVBvFx5BQ5BwLdy07AmK3rSpzIpyX7R3XFmqx2lH/fiWwcv4bvlzRAAhGsUiNSq8dbZ\n", "LnQMWWGyOvBaTSseyYqGgLGPxsM2B9qHLBAAdJus0KiUqDbewDvnutB6Y+xjuy5EddsCCQAJEaH4\n", "wrIkfPfRDNydoEfvsBUXe83oNo0t/huqViJGp3FbIOXSo2K2fLIVCgUemB+J33wuB7/73F3IzYzC\n", "yZpqSbL9YVae3QaATpMNf67rBADYnQLePteNv12ehF1nuyYtwjvxb1lyZCiitWo0dZuRoA/F44ti\n", "8OtTragxjl3WWG28jpc3ZN3yEduT9sFRvFzZgsv9I5gXGYJ/25B1y9xMotlOqVBg3pyZ+e9e8iJZ\n", "WloKh2Ns0dmsrCwsXrzYbz+7x2SFzSkgTqeB4HQiSqvC9dGxrDidGrXXbuCDtiF8/7EM/KKmFYMW\n", "O76ych5aBkaw9Z44rEibg/ev3UBEqArrFkSj9YYF9yVFYNjqxLkOEy70mDFic/hUJC/3jeBy/wgA\n", "oG3Qigu9Zo9FcvXq1dN7E6aB2cyWQ7avJC+SWq0W69ev9/vP/bh7GP/n8GWM2Bz4weMLUN81jC8u\n", "S4LJ6sDV66MouDseVc39+M6j6fj1qTbcl6THspQI2OwOhKqUOH3tBqqaB/DP6zKQPVeHn7x3Fdc+\n", "uab6C5+Vh+aJAAAPa0lEQVRNhHFgFOuyYybNefTGzYtn6N0spkFEwUvynqTD4UBRURH27t2Luro6\n", "v/xMm8OJN850YHV6FL62aj5+eaIVf3i/Az+vboVaqUB2rA7vfNiF+IhQnG0bQsvAKA429eHloy3o\n", "NNlR321GWnQYsuN0eOuDTigUCleBBMYK8P/Ny8KO++Kh1fhW5BbFhePvV8/HkkQ9vrJyHu6OD/f4\n", "fDn0qJjNbF677UFeXp7r60OHDvnlZyoVCqzLjkFL/ygitWpc6R87waLA2HSeX51oAwAYWq7j5Q2Z\n", "0H1yVrm0oRdQAHVtQ/j+o+mwOwX88JgRGxfGIl6vcc1vXJUWhQVzdVMaW3iICk/kzMXGhbG8XQPR\n", "DBTQEzcajeeFZg0Gg6t3Mf6Xx922yWKHRqlApFYFk8WB9dnRqLg4ALVKAYv909M025ck4Jcn2tA2\n", "aIFaqcB3HklD4bkuxISpYbba8YuaNsSHa2BzCnj+gWSYRu2YGxGKu+LDPeZ7s33ik7N5U329VNsT\n", "33sp88cfC8T+r169Omjef/6+pcv3luTzJI1GI9LS0gAAZWVl2Lx5s9vn+TJPstdkReH5bhTX9yBU\n", "pcB3H0lH6w0LQlQKZMaG4eWjLbgxasdzDyTjt7XtrtcV3BOHmDANEiM00KqVuHrdgrQoLZYk6ydN\n", "8Cai2SPo50kajUYUFhaisLAQixYt8svPHLI6UFw/dqMti0PAO+e78UH7EH51sg2Glut4dmkCvvDZ\n", "RMSFhyBkwnWAsTo17ooPQ4haif/47xb87nQ7/rmiGe9f6bldlOjk2ieSMttksU+6ra9c9pvZUyP5\n", "x+3c3Fy//0ynIECrVmL0kwUjY8LU6B0e6yeO2pxIi9Ki2ngDc7Q2/Ou6DHzQbkKMTo1QlQIxYRpY\n", "HNZJa0heuWHFwzdlDJhtGBixQR+qRjxX7ZmxPuwYwmvVrQjTKPGN1fORFTu1XjPJx4y/LLF90IL/\n", "rGpBblYMqpoHEB8egtUZUfjp8auYNycUzz8wD+c6TNCoFGjsGUbnoBXrs6MxR6tBqFqBxEgtQlQK\n", "/GPZRVwfsUOpAF7dlI17Ez+9lLDbZMGPqq7iww4TkiJC8PLGTKRGcaHcmaZ7yIrniz52XUOcE6fD\n", "Dx5fAB2nZcmK7NaTNA6M4sMuMy72jyInLhz3JenRZ7bi71fPR1SYGoOjNjR0DaO2deyqmW88NB/3\n", "JoTj+4cvo3vYhjCNEj9+Ihs/fmIB2gYtiA3T3HImu7l/FB9+cquGjiErPuwYZpGcgRyCAMuE5emH\n", "rQ44gvMYgYLIjL92O1I7dhQwYnPig/YhmGxO/LKmDf92tAU/NVzDwrhw/M39SfjO2jT88PEsPJIZ\n", "hfYhC7o/+Tg+YnOiqWcYadFhWJUWhUXx4a4z0eN0mslvU2SoeEcecu0TSZEdpw/Bt9amQaUYW53p\n", "aw/NR0SoetbvN7OnZ8YfSS6I1eHFdRmoah7APQl6XOgddl2bvSBWh2GbE/9yuBm9ZhvUSgV+vGkB\n", "osM0UCrguq92YoTnHmN2rA7/+PB8HGrqw/0pkbg30fOEcApOaqUCuRnRyInTQaVQIGHCyk5EtzPj\n", "e5LjWq+Pot9sQ8eQFQ3dw4gIVeGRzGj0j9jx/cOXXc/70vIkbF+SgI86TahrG8SiuHAsTY5we+/t\n", "m9kcTo+r/xBR8JNdTxIArg6M4h/KLsBkceDxRbF4bEEUUiK1iAkPAfrMCFEpYP3k7HVmTBjUSgWW\n", "JkdgaXKETzkskETyMyv+r+8z2zBkcUAAcLCpDyeuDo4VSIwVxR9vysb/XDEP/7ExC4sT9Z5/GOTb\n", "q2E2s+WQ7atZcSQZp9eM3fBrZOy+2J+dcISoUChwV3w47rrDwhJERO7Mmp6kcWAEV6+PIjpMg4Vz\n", "dbwtAhG5JcueJACkRYchLZpzF4nIv3i45YZcezXMZrYcsn3FIklE5MGs6UkSEXkj6JdKIyKaSVgk\n", "3ZBrr4bZzJZDtq9YJImIPGBPkohkhT1JIiI/YpF0Q669GmYzWw7ZvmKRJCLygD1JIpIV9iSJiPyI\n", "RdINufZqmM1sOWT7ikWSiMgD9iSJSFbYkyQi8iMWSTfk2qthNrPlkO0ryVcm7+zsxNGjR6FSqbBm\n", "zRokJSVJPQQiIq9J3pPcv38/nnzySQBASUkJCgoK3D6PPUkiEkPQ9yR1Op3r65CQEKnjiYh8InmR\n", "nHjgqtFopI73ilx7NcxmthyyfSX5x+3y8nLk5eUBACorK7Fu3Tq3zztz5gyuX78u5dCISAaioqKw\n", "bNkyr58v+YmbkZERAGNHlONfu+PLThARiUXyI8n29nZUVVVBEASsW7cO8fHxUsYTEfkkaK+4ISIK\n", "BpxMTkTkAYskEZEHLJIB5nQ64XA4ZJdNNFNIfnb7TgJ52WJpaamraGRlZWHx4sWi5pWXl6O5uRkF\n", "BQVITk4GIN3+u8uWcv/r6+vR1NQEp9OJlStXIiUlRbJ9d5ct1b7X1NSgq6sLAJCamoply5ZJtt/u\n", "sqXa75GREfzsZz/DF7/4Rcn/rbvL9mm/hSCzb98+19fFxcWSZh85ckTSPEEQhPr6eqGtrc21LeX+\n", "35wt5f5XVVW5vj5w4IAgCNLtu7vsQPzuDx8+LAhCYP7Nj2dLtd+HDh0Szpw5E5B/6+6yfdnvoDuS\n", "DORliw6HA0VFRRAEARkZGQG5dlwu+5+bm3vLY1Ltu7tsKfe9paUFe/fuxZYtWwBI+zu/OVuK/R4Y\n", "GIBOp4NWq530uBT7fbtsX/Y76IqkEMDLFsevBAKAQ4cOSZo9Tm77X1FRgQceeACA9Ps+MVvKfU9P\n", "T8cLL7yAffv2ITMzU9L9vjlbiv02GAzYtGkTGhsbJz0uxX7fLtuX/Q66IjnxRIJCoQjYOAJ1Xbmc\n", "9r+qqgrZ2dmYO3cuAGn3/ebsiaTYd61Wi4iICADS/84nZk8k1n53dXVh//796O7uRnp6uqsvKMV+\n", "3y57ojvtd9AVSW8vWxSD0WhEWloaAGB0dFTS7HFy2f/jx48jISEB6enprsek2nd32VLte39/P2Ji\n", "YgB8eiQl1X67y5Ziv7/85S8DABoaGhAVFeV6XIr9vl22L/sddEVyxYoV2LVrl+uyRSkZjUbU1tYC\n", "AJYuXSp6XmVlJZqbm6HVapGeno7c3FzJ9t9dtlT7393djerqauTk5KCxsRFDQ0P4/Oc/L8m+3y5b\n", "qn2vrq6GxWIBACxfvhyAdP/m3WVLtd/9/f0wGAyTjuak2m932b7sNy9LJCLygJPJiYg8YJEkIvKA\n", "RZKIyAMWSSIiD1gkiYg8YJEkIvKARZKIyAMWyRnspZde8tvP6u7uxu7du7Fv3z688847sNvtk75f\n", "Vlbm9nV2ux379+9HSUkJCgsLceHChSnlnzlzBr/+9a+n9NrZ7Hbv+80OHz6MvXv3ijwaeQq6K27I\n", "e88995zffta7776Lp59+GgqFAr29vaiqqsJjjz3m+v7tLhs7ffo0cnNzXZd8vfnmm1i4cKHP+cuW\n", "LYPRaJza4Gcxby/X27hxI4qKikQejTyxSM5AnZ2dOHnyJC5fvoxvfvObrsfNZjOKioqg1+uhUqnQ\n", "1NSEf/qnf3J9/8iRIzCZTFCpVLDZbMjPz0doaCgAQKVSYWRkBDqdzrW8FDB2pHjo0CE0NjaipKQE\n", "AJCdnY177rkHAPDggw9OGpsvCxVUVlaiv78farUaKpUKTqfT9b2mpiacPXsWYWFhGB0dxfLly5GZ\n", "mYmOjg788Y9/RHZ2NrZu3Yquri7s3r0bcXFx2LFjB9Tq2/+TLi8vR1NTE6KjoxEZGQmz2YwlS5bg\n", "3nvv9ZgJjC0xduTIESxZsgQtLS0ICQlBfHw8Vq9eDWDskr+enh6oVCrXpX/btm2743vQ0tKC6upq\n", "6PV6KJVK9Pb24ktf+hIA4L333pv0vkdHR2PNmjUAxn4vxcXFUCqVEARB0sWpZWcaa1lSgL3zzjuT\n", "tpubm12LqQqCILS0tLi+rq6uFpqamlzbQ0NDwt69e13bfX19wr/8y78If/7zn4VXXnlFcDqdHrPc\n", "2b9/v2A0Gr0ae319vXDixAnXdk9Pj/CDH/xAEARBGB4eFt54441Jzy8sLBSsVqsgCILQ1dUlVFZW\n", "ur63a9curzIFQRC+9a1vCQ6Hw7X99ttvC2az+Y6Z42N+7bXXBIvFMul5TU1NwqlTp1zbTqdTqK6u\n", "9mo8Bw4cmPSeTfydCcLt3/fS0lKhp6fHtX3q1CmhsLDQq0zyDY8kZ5GMjAw4HA4cPnzYtQzV+Eon\n", "bW1tWLVqleu5er1+0mvLy8vxve99D6GhoWhra0NFRQU2bNjgVa7dbkdRURFyc3ORmJjo1WsuXryI\n", "jRs3urbnzp2LlJQUAGPLWw0ODrqOoICxlVoGBgYQHx+P+Ph49PT0ABg7qvblKGrx4sVQKj9txS9c\n", "uBDt7e1QKpUeM8c9+uijtywQe+HCBaxfv961rVAoJr3XnjzxxBM4ffo0GhoaYLfbER8f7/qdeWIy\n", "mSYt87Z06VJcvXrVq0zyDYvkLHLu3Dncd999WLBgAYCxe5qMLwmVkpKCCxcuuPqFJpPpltePf/SO\n", "jY2F2Wz2KnN4eBhFRUXIz8+ftBTVnWRnZ+Ps2bNYuXIlAKCnpwfXrl0DAKSkpCAhIQEFBQWu50/8\n", "KA6M9TDff/99XLt2Dfn5+V7nfvTRR3A6na5CeenSJWzevBkqleqOmYIguG0nZGZm4vz5866VdQBM\n", "eq89+eCDD3D//fe7tt966y3XQsCehIeHo7e311Uo6+rqJi1iS/7DVYBmoGPHjuH69es4f/6868go\n", "Ly8PZWVlk46SAODJJ590PTbek1QqlbDZbHjyySddhbGlpQW1tbUIDQ3F6Ogo8vPzJy2v/95776G/\n", "vx9KpRJ2ux2rVq1CYmIifv7znyMpKcl1dHVzn9STiooKDAwMQKvVYnR0FN3d3Vi5ciWWL1+Oa9eu\n", "4fTp064eo8lkQn5+/qTFYn//+98jMTERmzZt8vq9+81vfgO9Xg+tVgubzYb77rsPOTk5AOAxs7a2\n", "FmfPngUAxMfHY968eZOK27vvvjvp/Vm0aBGWLFlyx/H813/9F5KSkiAIApxO56Q+JzBWbM+dO4fQ\n", "0FDXrQaWLFkCu92OPXv2QKPRQKlUQq/X4/Tp03j22WcnrZNJ08ciSbJSWFiI7du3B3oYNINwniTJ\n", "Rnl5ORobG3Hw4MFAD4VmEB5JkihaWlpcH09vlp6eLsoq2IHI9MRkMuHo0aNue4V6vV7ylfdpalgk\n", "iYg84MdtIiIPWCSJiDxgkSQi8oBFkojIg/8Pp0xmXml7ZIMAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.318473\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4U+edL/CvJGuxLO/7gi1jDA4FQ4AEhxCHhM2UJYbC\n", "ZKGZ3t5J22kzk06ny216ZzqTTqdpO02nnWmfJO3kNm2aQAMYswWDocRBpmCCAwEcm8XYGBuv8iZL\n", "trWc+4djYYMQkq0jyTrfz/P0qY8s+fseO8+Pc37nvO+RCYIggIiIXJIHegBERMGMRZKIyA0WSSIi\n", "N1gkiYjcYJEkInKDRZKIyA1Ri6TFYsHLL7+MlpYW52utra14++23sX37dty8eVPMeCKiSRO1SFZU\n", "VGD16tXjXquqqsLWrVvx1FNP4dSpU2LGExFNmmhFsru7G1qtFhqNZtzrWq3W+bVKpRIrnojIJ0Qr\n", "kgaDAUuXLr3j9bETfJRKpVjxREQ+ESbWD25ra8PevXvR3t4OvV6PtLQ0AIDdbne+RyaT3fXzhw8f\n", "hkKhEGt4RCRRMTExWLhwocfvF61IPvfccwCAmpoaxMTEOF+3WCwARo4oR792RaFQYMGCBWINj4gk\n", "qrq62qv3i3rhxmg0wmAw4MKFC87XFi9ejG3btmHbtm1YvHixmPETZjAYmM1sZodotrdEO5IEgLi4\n", "OHz5y18e91paWhqefvppMWOJiHxGFqxLpR09epSn20Tkc9XV1Vi+fLnH7+eMGyIiN1gkXZBqr4bZ\n", "zJZCtrdYJImI3GBPkogkhT1JIiIfYpF0Qaq9GmYzWwrZ3pJEkRy02hGkXQUiCnIh3ZMctNpRca0H\n", "ey92ID9Vh01zkpCo48pDRFLmbU9S1Bk3gXbVaMErH1wHAFzuskAfF47VM+MDPCoimkpC+nR70OoY\n", "t91rsXn0Oan2apjNbClkeyuki6Q+VoOHs6IBACmRSizOjArwiIhoqgnpniQA9A7a0G22IkKtQGIE\n", "+5FEUsee5G2iNWGI1oT8bhKRSEL6dHuipNqrYTazpZDtLRZJIiI3Qr4nSUQ0FuduExH5EIukC1Lt\n", "1TCb2VLI9haLJBGRG+xJEpGksCdJRORDLJIuSLVXw2xmSyHbWyySRERusCdJRJLCniQRkQ+xSLog\n", "1V4Ns5kthWxvibo8zokTJ9DW1gYAyMzMxMKFC7Fv3z7Y7XYAQE5ODubOnSvmEIiIJsVvPcnDhw9j\n", "1apVKC8vx8qVK+/5fvYkiUgMQbeeZENDA3bt2oWNGzcCAOx2O0pKSiAIArKzs1kIiSioid6T1Ov1\n", "eP7553H69GkAQFFRETZt2oTPfe5zzlPxYCPVXg2zmS2FbG/55cKNRqNBZGTkHa8rlUq3nxv7izQY\n", "DNwWefv8+fMByz9//nzA919q21L+e3tD1J6k0WhEXFwcAODAgQNYu3YtGhsbkZWVBQDYv38/1q1b\n", "5/Kz7EkSkRiCqidZWVmJoaEhAMCiRYsAAI2NjaiqqgIAzJ8/X8x4IqJJE/V0e/369di8eTM2b94M\n", "vV4PACgsLMSWLVuwZcsW5Obmihk/YRM9LGc2s5kd/Nne4s3kRERucO42EUkK524TEfkQi6QLUu3V\n", "MJvZUsj2FoskEZEb7EkSkaSwJ0lE5EMski5ItVfDbGZLIdtbLJJERG6wJ0lEksKeJBGRD7FIuiDV\n", "Xg2zmS2FbG+xSBIRucGeJBFJCnuSREQ+xCLpglR7NcxmthSyvcUiSUTkBnuSRCQp7EkSEfkQi6QL\n", "Uu3VMJvZUsj2FoskEZEb7EkSkaSwJ0lE5EMski5ItVfDbGZLIdtbLJJERG6wJ0lEksKeJBGRD4la\n", "JE+cOIHdu3dj9+7dOHPmDACgtbUVb7/9NrZv346bN2+KGT9hUu3VMJvZUsj2VpiYP3zJkiXOrw8f\n", "PgwAqKqqwtatWwEApaWlKC4uFnMIRESTIvrpdkNDA1555RXMmDEDAKDVap3fU6lUYsdPyNKlS5nN\n", "bGaHaLa3RC+Ser0ezz//PE6fPg0AGHudSKlUih1PRDQpfrlwo9FoEBkZCQCw2+3O12UymdvPje1b\n", "GAwGv22Pfh2I/NvH4M/8V1991e/7O+rVV1/l35t/b79te0PUW4CMRiPi4uIAAAcOHMDatWuxe/du\n", "bNy4EYIgYP/+/Vi/fr3LzwbyFiCDwRCw0wFmM5vZ4vL2FiBRi+S+ffswNDQEAFi0aBH0ej1aWlpQ\n", "UVEBQRCwYsUKJCUlufws75MkIjF4WyRFvbrt6igxLS0NTz/9tJixREQ+w5vJXZho74LZzGb23fUP\n", "2tBrsQUkezJEPZIkIgKAuo4B/KziOqwOAf/4SCbCwqZO6eHcbSISVf+QDf+w7xKaekauT0SqFXht\n", "Ux4SIwJzn7Rf5m6bTKaJfIyIJMjhEGC13zoWs9oFBOehmWtui2RNTY3L/73zzjv+Gl9ASKlPxGxm\n", "iy06XIlvPpIJnUoBTZgcLz6mR0PNOb9k+4LbxsCJEyewdOlSXL16Fe3t7bj//vtRXV3tvPeRiMgT\n", "89Ii8fqmPDgEIFGnxImmoUAPyWNue5Imkwk6nQ7bt2/HU0895Xz9T3/6E5588klRB8aeJBGJwac9\n", "SZ1OB+DOhSiCdWEKIiJf8+jCjdlshsPhADAy97q/v1/UQQWaFPpEzGa2VLO95dHNSmvWrMEf//hH\n", "qFQqDA0NYe3atWKPi4goKPA+SSKSFL/cJ9na2jqRjxERTTkeFcmLFy+O2z5x4oQogwkWUu3VMJvZ\n", "Usj2lkdF8vLly+O2p9K8SyKiyZjQ6fbole5QJdVnfzCb2VLI9pbbQ8L9+/fDYrGgtrYWVqvV+Xpy\n", "crLoAyMiCgZujyTXrVuHLVu2YP78+diyZYvzf4WFhf4aX0BItVfDbGZLIdtbHp1ur1mzRuxxEBEF\n", "Jd4nSUSSIsp9ku+99x6amprQ0NCAd955B1euXJnwAImIphKPiuTw8DDS09Nx9uxZPPPMM6iurhZ7\n", "XAEl1V4Ns5kthWxveVQk5XI55HI5NBoNAECtVos6KCKiYOHxkaTJZHIWySBtY/qMVO8fYzazpZDt\n", "LY+KZFpaGkpLS1FQUIALFy6gvr5e7HERiWbIZofVHtoTIsh3PCqSS5Yswec//3loNBrk5eXha1/7\n", "mtjjCiip9mqkkF3TZsK3DlzBPx26imtGi1+zXWF28PN6WmJYWJjztBsAzp4969MBEYml3TSMfz5c\n", "j7oOMz5qMeG/DNdhsdoDPSwKchOauz1WQ0ODD4YRXKTaqwn1bJvDgYHhW0Wxd8gOm10I+f1m9uSI\n", "upzPxYsXUVdXB4fDgYKCAmRkZGDfvn2w20f+Q83JycHcuXPFHAKRU2KECv+wNBP/efw6lAoZvvZQ\n", "BiI1XNGK3Jv0kaQ7XV1d2LRpEzZv3oyPP/4YAKDRaFBcXIzi4uKgLZBS7dWEerZSIcfyGbH4n833\n", "4fVNeViYHum37LthdvAT9Z9RVwth2O12lJSUQBAEZGdnc+oh+ZVSIce0GM2930j0qUnP3S4tLUVx\n", "cbHb95SXl+P+++9HQkLCuNcPHjx418UzOHebiMTgl2fceKOiogK5ubl3FEgAUCqVbj879pDcYDBw\n", "m9vc5rZPtr0x6SPJhoYG6PV6l987fvw4EhMTkZeX53ytsbERWVlZAEYW9V23bp3LzwbySNJgMATs\n", "6huzmc1scXl7JOlRT7KyshLx8fHIy8vDlStXoNPpkJKSAgB3LZDt7e2orKxEXl4eamtr0d/fj2ef\n", "fRaNjY2oqqoCAMyfP9/jgRIRBYJHR5Lbtm3DqlWrEB8fD4fDgV27dmHLli2iDow9SSISgyg9yYiI\n", "CMTHx498QC6HQqGY2OiIiKaYCV24kctFv94TUBNt8DKb2cwO/mxveVTtZDIZjEYjAMBoNDpnzBAR\n", "hTqPepJ2ux3l5eXONSWLiooQFibudC72JIlIDKJc3VYoFCgqKprwoIiIpiqPTrcvX74s9jiCilR7\n", "NcxmthSyveVRkTx37ty47WvXrokyGCKiYOPxM27Gur1ohhqprrPHbGZLIdtbHj++4dChQ2KPhYgo\n", "6HhUJN966y309fVhx44d2LFjB86fPy/2uAJKqr0aZjNbCtne8ujq9po1a7Bo0SLn9nvvvSfagIiI\n", "gsmkVwESC++TJCIxBN16kkREU5lHRbKvrw87d+7E73//e9hsNuzevVvscQWUVHs1zGa2FLK95VGR\n", "LCsrwxNPPIHo6GjRpyMSEQUTj4qkRqMZ96iFUF8qTar3jzGb2VLI9taEbiZ3OByiDIaIKNh4VCST\n", "kpJgMBhgs9lw8uRJZGZmij2ugBrbL+kftGHQ6r+l4aTaJ2I2s4OVRw3GwsJC1NTUoKenBykpKXd9\n", "rk0osTsEnLzei/+pakFKpApfeyiDz2smkiDeJ3kXDd0W/G1JLRyf/nZW5sbh249mBWw8ROQboqwn\n", "2dnZiYMHDyI8PBzDw8MoKipCXFzchAc5FdgdgrNAAkD/kA2CIEAmkwVuUETkdx7fArR161Zs3rwZ\n", "Tz75JA4fPiz2uALKYDAgLUqNLz+YBhmAmPAwPLsg1S8FUqp9ImYzO1h5dCSp1WqdD/9SKBTQaEK/\n", "NxeuVGDd7AQs0cdApZAhIUIV6CERUQB4dCQ5ODg4bttsNgMAqqqqfD+iIDB6D5cmTIG0KLVfC6RU\n", "711jNrODlUdF0uFw4I033kB1dTV+97vfQaPRoKamBmfPnhV7fEREAeVRkTSbzXjooYeg0WiwePFi\n", "5OXlIUgvivuEVHs1zGa2FLK95VFP8plnnoFOp7vj9czMTNy4cQMZGRk+HxgRUTCY9H2SpaWlKC4u\n", "dvm9ixcvoq6uDg6HAwUFBcjIyEBrayuOHj0KhUKBRx99FKmpqS4/G+j7JIkoNIlyn+REdXV1YdOm\n", "TQBGVjPPyMhAVVUVtm7dCsB9gSUiCgaiLrpbWFh4x2tardb5tUoVnLfVSLVXw2xmSyHbW35Zmby8\n", "vBwPPvggAIy74DN2+TUiomAkepGsqKhAbm4uEhISAAB2+60Vde41g2XsvzYGg8Fv20uXLvVr3tjt\n", "0fvHApE/lr/zbx8D/978e4ud7ylRL9wcP34ciYmJyMvLc762e/dubNy4EYIgYP/+/Vi/fr3Lz/LC\n", "DRGJwe8PArvb7T/t7e2orKxEbW0tSktL8dZbbwEAFi9ejG3btmHbtm1YvHjxZONFMdF/cZjNbGYH\n", "f7a3PLq6ffz4cTzyyCMuvzf2edxjJSUl4bvf/e4dr6elpeHpp5/2YohERIHj0en2Sy+9hDlz5uCR\n", "Rx5BUlKSP8bF020iEoUop9sbN27Ehg0bUFNTg3fffRc1NTUTHiAR0VTiUZHMz8+HUqnEsmXLsHr1\n", "auzZs0fscQWUVHs1zGa2FLK95VFP0mAwQK/X48SJE9DpdHjhhRfEHhcRUVDwuCf52GOP4eGHH/bb\n", "M7fZkyQiMYgyd3vjxo3Iz8+f8KCIiKYqj3uSUiLVXg2zmS2FbG95VCT7+vqwc+dO/P73v4fNZsPu\n", "3bvFHhcRUVDw+GmJTzzxBKKjoxEWJurqakFBqs/+YDazpZDtLY+KpEajGbdij78u3hARBZpHRXJ4\n", "eHjctsPhEGUwwUKqvRpmM1sK2d7y6Nw5KSkJBoMBNpsNJ0+eRGZmptjj8rnLnWY09QwiWafCzEQt\n", "lAq/LKVJRFOcx0ul1dTUoL6+HnPmzIFerxd5WL69T/Jqlxnf2HcZgzYHZAB+ti4Xc1PufLAZEYU+\n", "0Z5xM3v2bMyePRsA0NjYiKysLO9HFyDtpmEM2kZaBAKAa0YLiyQFnZ5BKwAgRsMV+4OJ23POXbt2\n", "oaSkBCUlJdi5cyd27tyJHTt24O233/bX+HwiWadCuHJkV+UyYHpcuNv3S7VXw+zAZV9oNeGFPZfw\n", "wp5LuNhq8mt2IIRMT1Kn02H16tWorKyEUqnE/PnzUV1djZiYGH+Nzyemx2vxytpc3OgbQlLESE+S\n", "KFgYzVb8+58b0GUeOZL80bEG/OqJWYjV8ogyGHjUk9y5cyc2b97s3B59BIOYOHebpKJrYBhfLa1D\n", "j8UGAIgLD8OvN85CvDY4nyY61YmynuTtD+wK9VuAiPwpPkKF7y7Lgk6lQKRage8sy2KBDCIeFUmH\n", "w4HOzk4AQGdnJ6xWq6iDCjSp9mqYHbjsBelReP1zeXhtUx4WpEf5NTsQQqYnOWrjxo0oKyuDyWRC\n", "RETEuFNvIvKNxAgePQajST9S9saNG3d9YuJksCdJRGLw+yNlP/zww8n+CCKioMW5eS5ItVfDbGZL\n", "IdtbLJJERG5MuidZWlqK4uJiX43HiT1JIhKD33uSREShTNQi6XA4YLfbxYwQhVR7NcxmthSyvTXp\n", "ZzHc7fafsrIy1NfXo7i4GGlpaQCAffv2OYtmTk4O5s6dO9l4IiJRTbon6U5NTQ1iYmKcRbK8vBwr\n", "V6706LPsSRKRGERbT9IX7HY7SkpKIAgCsrOzWQSJKOi5LZLvv/8+Fi1ahN/+9rd3LLJrtVqRm5vr\n", "VaErKipyfn3w4MF7vt9gMDifqjbaw/DH9th+ib/zbx+DP/PPnz+Pr371q37d39HtV199FXPnzuXf\n", "m39vv2x7w+3p9miRPHLkiMvbfG5fQu12t59uj3XkyBGsWLHirp8N5On22OLMbGYzO7SyfXoL0LJl\n", "y6DT3f0xB94+g7uxsdH59eDgoFef9SepPo+Y2cyWQra3PKpysbGxLl93t0L5kSNHUF9fD41GA71e\n", "j8LCQjQ2NqKqqgoAMH/+/AkM1zesNgc+utkPw7Ve5KdGYPG0aERq/NqeJaIpQtSr25Mh5ul2TZsJ\n", "39h3GaM7/oOV01GQFe38vlRPQ5jNbClkc8aNB3oHbRj7L0PHwHDAxkJEwc3tkaTNZkNFRQW0Wi0K\n", "CgpQXl4Os9mMVatWQasV92FaYh5JNvcO4p8P1+NG7xAi1Qr8ZM0MzEjgw8GIpMCn90mWlJTg8ccf\n", "R3d3N37yk5/g2WefRXx8PPbs2YMnn3xy0oMNlPRoDX5UlIN2kxWx4WGYFqMJ9JCIKEi5Pd1Wq9VI\n", "SEhAbm4u0tPTkZ6eDo1GA41m6heVlEg18lN1LgukVOe0MpvZUsj2ltsiabFYIAgCzGYzrly5gqGh\n", "IQBw/j8RUahz25Nsb2/HsWPHoFAo8Pjjj6OsrAwAsGTJEuj1elEHxrnbRCQGn/Ykk5KSxvUen3nm\n", "mYmPjIhoCpLkLUD3ItVeDbOZLYVsb3k0zWRoaAgHDhxwbq9duxZqtVq0QRERBQuPZtzs3LkTRUVF\n", "0Ol0MJlMOHjwILZs2SLqwNiTJCIxiDLjRqlUOhe60Ol0UCqVExsdEdEU41GRvP05NQ6HQ5TBBAup\n", "9mqYzWwpZHvLoyKp0+lw6dIlAMClS5fcLp9GRBRKPF4F6MSJE2hubkZGRgYeeughscfFniQRiUK0\n", "Z9wsWbJkQgMiIprKvL5PsrGxkT1JZjOb2VM221seFcmf/exnaGxsxHvvvYfm5mbs3btX7HEREQUF\n", "j4rkrFmznE9LlMJpt1Sf/cFsZksh21te3QKkUChEHQwRUbDxqEiaTCYcPnwYOTk5Yo8nKEi1V8Ns\n", "Zksh21seXd3etGkT2trakJ2djXPnzoX8hRsiolETelri8PAwVCqVGONx4n2SRCQGvzwtcXTxXSKi\n", "UDehIhnqp9tS7dUwm9lSyPaW257kSy+9hC996UvYtm0bMjMzna/X1taiuLhY9MEREQWaRz3J0tLS\n", "cUXx9u27cTgcEARhQrcOhXpP0jRkQ4/FhnCVHPFacfu7RHSLKHO3CwoKxm3HxMTc8zNlZWWor69H\n", "cXEx0tLSAACtra04evQoFAoFHn30UaSmpno80FDSbbHijaoWHL5sRHqUCi+tykEmn/1NFJQ86kmm\n", "pKSM2162bNk9P1NUVHTH+6qqqrB161Y89dRTOHXqlMeD9Dex+yUNRgsOXzYCAJr7hlHZ0OO3bHeY\n", "zWwpZHvL41WAfEGr1Tq/FvsWomCmChv/b1OkWjozma4ZLTjXYkJ8RBjmpOgQG85V7im4+bVIjm1/\n", "BvMjIMSeVzo9Lhxff3gaSi62Y06yDg9kRPkt2x2xs2/2DeHFg1dgtNgAAF9ZnIbPzU32S7Y7zJZW\n", "trf8+kjZsY+BkMlk93z/2ENyg8EQFNtdA8P4qLkfVZdbcPrMRxP6eeFKBZJM1/DCbDn+fkkGkiPV\n", "QbN/Ym433uxwFkgA+PBGn/MfzmAYH7els+2NCc248VRNTQ1iYmKcF252796NjRs3QhAE7N+/H+vX\n", "r7/rZwN5ddtgMLj8l67HYsUrH1zHqaY+yAB8f0U2Htbf+yKWL7L9QezsroFh/ODoNXzSbgYA/NPj\n", "ehROj/VLtjvMlla2aCuTe+vIkSOor6+HRqOBXq9HYWEhFi9ejG3btkEQBKxYsUKsaNF0DFhxqqkP\n", "ACAA2HOxAwWZ0VDI731UTEB8hArfezwbDd0W6JQK5CSEB3pIRPck6pHkZATjfZI3+4bwwt5L6B0c\n", "OWV8dkEKnl0gzduYiKaqoDmSDEWpUWr8eE0Ojl/rQZJOhQenRd37Q0Q0pfn1ws1UMdrgvdQxgF8a\n", "rmP72Va09Q8BAHLitXjm/hQszY5BnNb3V+gn2lxmNrOZLQ4eSd5FS98QXiy7iv6hkSvyvYM2fKUg\n", "Azf7hvC7D2/iUqcZT+Yn4fEZsVCHSec+RyKpkXxPsttshV0QEK9Vjrst6UqXGV/bXefcnpsSgZ9+\n", "Nhc7z7fjjdMtztd/uWEm7kuKEH2cROQbfllPMlTUtg/g7/fW4SsltTh5vReOMf9eJEUosWJGHABA\n", "LgP+Kj8ZCrkMA8P2cT/DZg/tZeOIpE6yRdI8bMcvDE1oN1nRP2THD482oK1/GMBIvyRKo8SXF6fh\n", "5+ty8eviWVj06ayY5TNikRY1MqVy42cSkRXr24UppNonYjazg5Wke5Ljbm+UAbff7RgTrkTMbXOL\n", "s2LD8fN1ubBYHYgNV0KrurMf2WEaxgfXetDSP4RVuXGYlcjTcaKpStI9ybqOAfzozw2wWB34x8JM\n", "LJ4W5dF0yXt588MWvHO2DQAQoVLgV0/MRHo0l0IjCga8T9ILsxIj8MsNM2EXBGjDFOi22BCpVkCp\n", "mHgXQhAE1LYPOLcHhu0wW9m3JJqqJNmTbOkbwodNvbjaaUa4Ug6rXcDPj1/HV3fXYvu5NlRf+GTC\n", "P1smk+Fzc5Oh+PSA9BF9NBIjPL+fUqp9ImYzO1hJ7kiy3TSMt860ID1ag49a+jE/LRLzUnXIitVg\n", "ZqIWZ5r7kTU9elIZC9Ij8aviWTAPO5ARrb6jr0lEU4fkepKftA3gQpsJv60auddx/X0JqGkz4apx\n", "EACw9f4U3J+qQ35apM+zxxqy2XkTOlEAsCd5D9HhYbA5bv27EBse5iyQAPDxTRNy4jR4/eQNrLsv\n", "AQ4AB2u7YLU7sO6+BGTFTm7lmt5BK8rqjDh+rQeP5cRg5cx4RKkl92cgmjIk15NMi1JjUUYU7ksa\n", "eZSETqVAWuStR0nMS43Aa6easetCB45dNeJXlU3Yeb4de2o68cOj19BjsU4qv7bdjDdOt+BSpxmv\n", "n2pB3adrK46Sap+I2cwOViF7CNM3aINDEFz2A3MTtPj+iunos1hR12HGmrwEDNtH+ofVN/rRbhop\n", "hFY70Nh96yizuW8YZqt9Uj1Gs3X8jB3LbdtEFFxCsif5SfsA/qOiEXaHgG8WZiI/daS/aLU7IEDA\n", "1a5BnGvpx+xkHV4suwKrXYAMQEKEEs89kIaX32+EDMC/LNeje9COX1Y2AQA2zUmEVinHmlkJSNR5\n", "9yCz3kEbrhktUCpk+FXlDVw1WjArUYvvPaZHapR6QvtJRN6TfE+yd9CKn7zfgJa+kSmG/3a0Aa9t\n", "nIVuiw2vnboBGWQozI7BHz9qxWfzEhCjDkNBVjRiwsMQrpRjXpoO/7VhJsLkMmTFauAQBCTpVLjc\n", "acbHrSZUN/djWowGj+niPB6TediOP1bfxJ6aTshlwD8vz0ZqpAox4UpRllsjIt8JuZ6kwwFY7bcO\n", "jm0OARarAz/88zV8fHMA526aUHqxA4/nxKKsrgvfWZaFT9oH8FZ1K3Z+3I7eQTs6L32EGQlaKBVy\n", "qMMUcAgC3jxzE9XN/QDG//x7sdodaOi2YG9N58j4BODVkzcQp3VdIKXaJ2I2s4NVyBXJWK0S3340\n", "CzqVAlqlHC8+loXwMBl6B2/1/noHbdAoFbA7BPRYrLjSZQEAGC02nG81QS4f/2uZEa/FihlxkAHI\n", "T4nAnGTP52Jf7rTg8CUjMmNuTUu8LykC4cqQ+9UThaSQ7EkCQMfAMAQBSIxQwiEAxxt68ONjDQCA\n", "rz88DcN2BzJjNBi0OfAv5decn/v+8mwszR7/BERBEHDupgkXWk240TuEpfoYLNFHQ+7BPO8P6rvx\n", "o2MN+N8PpKFrwIp4rRKF02OQEsk+JFEgSL4nOSox4taFFYUMuC9Ri5eLctAxYIVCDkSqlfjJ+41I\n", "1qnwwsMZqGzoxbxUHeak6Mb9HJtDwM2+IZy83ot9n3TCahdw8novfpt037iMu5kWo0GESoH/qWpB\n", "sk6Jf105nQWSaAoJmXO+DtMwqpp6caHVhEEXt9X8pbEX79V14WcfXMehOiP21nTCaLHhkw4z3vzw\n", "JpZNj0F0eBh6B20ov9iMC60mDAzZ8OcrRvzdnjqcvN6HLz+YDoVsZGUfhYerBWXHheOVdbn44erp\n", "+MGqHOTEa92+X6p9ImYzO1iFxJFkj8WKnxuu48yNkQsr3yrMxKqZ8c7v3+wbQmqUGm+euYl4rRKz\n", "kyNgcwg4e9MEYGSlHovVgTitEv9afhXNfcMA2vFyUQ5e+eA6BAAW6xCqmnqxMjcOa+9L8OqqtD42\n", "HPpJztQhosAIiSJpNFudBRIA9n/SicdyYqFUyHGl04wXy64iNyEcK3PjEB+hQvnlLkyLVuPvlmRg\n", "x8ft+OKiVDR0W2CxOtBltkEGQADQZbZCJgNGu7ZKhRxffSgd4Urxfm1Lly4V7Wczm9nM9l5InG7r\n", "1AqkRN46sluYHulcE/Kjln4k6ZSIDVfi4axo2B0ClufEoalnCDd6B7FpTgIutPYjK0aD2ckRKP5M\n", "Ar68OB0ELXtRAAAQkklEQVQL0iOhVcrxnWVZiNaEISdOgy8sTBW1QBJR8AmJIpmkU+PfVs3AVwvS\n", "8d1lWVg3OxHDNgfquyyoN1owLVqNeak61HVa8F5tJ2Qy4PMLUpAVo0bngA37a42QyWT4fnk9tp9r\n", "x+unmlE8OwHqMDkyo9V4fdNM/HRtLrLjxD9llmqfiNnMDlYhc1iUFatBapQKNruAgWEb9n9iRMW1\n", "HnzSbkZuvBqfm5OEdz66hr/KT8ZvqpphtQsoyIzCzAQtNs1JRN+QDZZPVxB/JDsGf77ajffre6BS\n", "yPDvRTmYlyru0mlEFJz8fp/kvn37YLePXH3OycnB3LlzXb7P2/skG7sH8drJGzBarNg6PwV1HWYc\n", "vWqE3QH8n2WZOHa1BzPiw3HupgknGnudn3t2QQqUchnyU3V4+VgD2kxW/PWCFPyhutX5noJpUfjB\n", "6pwJ7jERBZOgv09So9Fg5cqVPv2ZdoeA/3e6GWc+nTb404pG/GBlNhZlRGHQZkfJ+XYszIiGxerA\n", "8hmxqG7ux7DdAa1SAblMhtQoNXLitXh5zQzUGy1QK+RQK2QY+nT6oa8fG0tEU4ffe5J2ux0lJSXY\n", "tWsXqqurffIzHYKAvjHTDp+en4KT13txvWcQrX3DyE+NxOunmvHmmZv49Ykb+JcV2fjbgnT89cIU\n", "ZMdqcOyqEVe6zMiI1iBWo0R9lwXfWZaFgswobPpMItbel+CTcXpCqn0iZjM7WPn9SLKoqMj59cGD\n", "B33yM5UKOb72UBq6LHYoZIBNEHCpQ8AbVc34xiOZONnU53xvlCYMp2/0oeRCBwAgM0aNZxekYmDY\n", "jr809kAdJsfpG71456wF2XHhKJoVP26GzNUuM45e6Ua8NgxL9TFI5uwZopAW0As3SqX7G7INBoPz\n", "fqrRf3lcbV8zWtBlseHHxxphtjqwKjcOC9Ij8VfzkrGnphPLZ8Ti2NVuAMCsRC3OtpicGdd7htDU\n", "M4i3qlvxvxalYv8nnfj60mloMZoQo1Fg7qfTFKuqqqBLnoaXDJ3ottgAAE3dFnz9kSzIZDK345tK\n", "22N/9/7MH30tEPs/Y94DqPjkBnRKGRbkpIXU35N/77vne8rvF24aGxuRlZUFANi/fz/WrVvn8n2e\n", "Xrhp6Lbg1yduQKtU4C/XRy7I6FQKfLtwGjrMNvzqxA3MTo7AI/oYqBQypESq8PHNAfzp4zYAwJzk\n", "CCRHqnD0SjemRasxI0GL7FgNnpqf4sywWO04fq0Hg1YHfvWXG87XZyZo8cq6GXyg1xR2s28I/3To\n", "Kpp6h6BSyPAfn83FfV6s8kRTj7cXbvzek2xsbMSOHTuwY8cOzJo1a9I/72bfEDoGrIgNv3VQ/EBG\n", "JC51WpwP2KppG8Drp5qhVSkQpVbgoawo/PSzOXhxWRbyU3U4emXkKDMtSo1uixWZuvHzsi93WvCz\n", "D67jo5Z+PJw18rhZGYAt+Uk+L5BS7RMFKru5bwhNvUMAgGG7gDPNfff4hG9J8Xce6Gxv+f10u7Cw\n", "0Kc/LyFChQ7TMHRqBZbPiIUcQH5aJN4914Z0owXfXZaF7efa8LA+Gj0WK+razdj7SQcyYzT4yuJ0\n", "zEjQYvXMOERrwpwzdSzNlwAkOzNGn0tT2diL5TNi8eJjWUiPUiOb87GnvBhNGMLkMucTNMeu+0kE\n", "hMB6kg5BQF2HGXUdA5geFw6rzYHvHarH6E4Vz07AitxYHKjtwrzUSPz4/UbnZzfMTsCqmfGYmeB+\n", "ZZ420zB+eqwB59sGkBKpxL+typn0o2UpODgEARfbBnDqei9mxIdjQXoUojQhM8eCXAj6+yR9TS6T\n", "QadSYMfH7VgzKx5pUWqMrfqRGgWudg3CagcU8vGn0SqF3KOnFSbrVPi/y7NhNFsRpVEgSccr2qFC\n", "LpNhborOeYGO6HYhMXe7c8CKjgEr6o0WWO0OPPdgGv56QQr+5oE0TIvW4D8NTThyxYgDtZ34mwdS\n", "kaBV4oGMKGREq5Hh4kmFrvolcVolZiRoRS+QUu0TMZvZwWrKH0kCI4+CjdaEwdDQi+lx4QhXKvCH\n", "6lboVHJsvf/WVeqzLSY8MTsBL6/JAQQBMeEqRIeHxK+AiEQy5XuSo64ZLWjotiAxQoVv7r/sPOX+\n", "xtJpeP1UM8xWB1J0KvxoTQ4yotmcJ5IqyfUkR2XHhSM7Lhxt/UPQqhQYGB7pNVY19eE/1+eid9CO\n", "JJ0KaS5Or4mI7iYkepJjJUeq8e+rp+O+JC0WT4vCFxelITtOi/lpkR4XSKn2apjNbClkeytkjiTH\n", "mp2sw3+szYVCJrvjijYRkTdCpidJROSJoJ+WSEQ0lbBIuiDVXg2zmS2FbG+xSBIRucGeJBFJCnuS\n", "REQ+xCLpglR7NcxmthSyvcUiSUTkBnuSRCQp7EkSEfkQi6QLUu3VMJvZUsj2FoskEZEb7EkSkaSw\n", "J0lE5EMski5ItVfDbGZLIdtbLJJERG6wJ0lEksKeJBGRD7FIuiDVXg2zmS2FbG/5/Rk3ra2tOHr0\n", "KBQKBR599FGkpqb6ewhERB7ze09y79692LBhAwCgtLQUxcXFLt/HniQRiSHoe5Jardb5tUql8nc8\n", "EZFX/F4kxx64KpVKf8d7RKq9GmYzWwrZ3vL76XZZWRmKiooAAEeOHMGKFStcvu/MmTPo6enx59CI\n", "SAJiYmKwcOFCj9/v9ws3FosFwMgR5ejXrnizE0REYvH7kWRLSwsqKiogCAJWrFiBpKQkf8YTEXkl\n", "aGfcEBEFA95MTkTkBoskEZEbLJIB5nA4YLfbJZdNNFX4/er2vQRy2uK+ffucRSMnJwdz584VNa+s\n", "rAz19fUoLi5GWloaAP/tv6tsf+7/xYsXUVdXB4fDgYKCAmRkZPht311l+2vfT5w4gba2NgBAZmYm\n", "Fi5c6Lf9dpXtr/22WCz4xS9+gS984Qt+/2/dVbZX+y0EmT179ji/3r17t1+zDx8+7Nc8QRCEixcv\n", "Cs3Nzc5tf+7/7dn+3P+Kigrn1wcOHBAEwX/77io7EH/7Q4cOCYIQmP/mR7P9td8HDx4Uzpw5E5D/\n", "1l1le7PfQXckGchpi3a7HSUlJRAEAdnZ2QGZOy6V/S8sLLzjNX/tu6tsf+57Q0MDdu3ahY0bNwLw\n", "79/89mx/7Hd3dze0Wi00Gs241/2x33fL9ma/g65ICgGctjg6EwgADh486NfsUVLb//Lycjz44IMA\n", "/L/vY7P9ue96vR7PP/889uzZg+nTp/t1v2/P9sd+GwwGrF27FrW1teNe98d+3y3bm/0OuiI59kKC\n", "TCYL2DgCNa9cSvtfUVGB3NxcJCQkAPDvvt+ePZY/9l2j0SAyMhKA///mY7PHEmu/29rasHfvXrS3\n", "t0Ov1zv7gv7Y77tlj3Wv/Q66IunptEUxNDY2IisrCwAwODjo1+xRUtn/48ePIzk5GXq93vmav/bd\n", "Vba/9t1oNCIuLg7ArSMpf+23q2x/7Pdzzz0HAKipqUFMTIzzdX/s992yvdnvoCuSixcvxrZt25zT\n", "Fv2psbERVVVVAID58+eLnnfkyBHU19dDo9FAr9ejsLDQb/vvKttf+9/e3o7Kykrk5eWhtrYW/f39\n", "ePbZZ/2y73fL9te+V1ZWYmhoCACwaNEiAP77b95Vtr/222g0wmAwjDua89d+u8r2Zr85LZGIyA3e\n", "TE5E5AaLJBGRGyySRERusEgSEbnBIklE5AaLJBGRGyySRERusEhOYS+99JLPflZ7ezu2b9+OPXv2\n", "4N1334XNZhv3/f3797v8nM1mw969e1FaWoodO3bg0qVLE8o/c+YMXn/99Ql9NpTd7fd+u0OHDmHX\n", "rl0ij0aagm7GDXnuS1/6ks9+1rFjx/Dkk09CJpOhs7MTFRUVWL58ufP7d5s2dvr0aRQWFjqnfL39\n", "9tuYOXOm1/kLFy5EY2PjxAYfwjydrrd69WqUlJSIPBppYpGcglpbW3Hy5ElcvXoV3/zmN52vm81m\n", "lJSUQKfTQaFQoK6uDt/61rec3z98+DBMJhMUCgWsVivWr18PtVoNAFAoFLBYLNBqtc7lpYCRI8WD\n", "Bw+itrYWpaWlAIDc3Fx85jOfAQA89NBD48bmzUIFR44cgdFoRFhYGBQKBRwOh/N7dXV1OHv2LMLD\n", "wzE4OIhFixZh+vTpuHnzJt58803k5uZi06ZNaGtrw/bt25GYmIinnnoKYWF3/0+6rKwMdXV1iI2N\n", "RVRUFMxmM/Lz8zFnzhy3mcDIEmOHDx9Gfn4+GhoaoFKpkJSUhKVLlwIYmfLX0dEBhULhnPq3efPm\n", "e/4OGhoaUFlZCZ1OB7lcjs7OTnzxi18EAHzwwQfjfu+xsbF49NFHAYz8XXbv3g25XA5BEPy6OLXk\n", "TGItSwqwd999d9x2fX29czFVQRCEhoYG59eVlZVCXV2dc7u/v1/YtWuXc7urq0v4/ve/L/zhD38Q\n", "Xn75ZcHhcLjNcmXv3r1CY2OjR2O/ePGi8Je//MW53dHRIfz4xz8WBEEQBgYGhLfeemvc+3fs2CEM\n", "Dw8LgiAIbW1twpEjR5zf27Ztm0eZgiAI3/72twW73e7c/tOf/iSYzeZ7Zo6O+b//+7+FoaGhce+r\n", "q6sTTp065dx2OBxCZWWlR+M5cODAuN/Z2L+ZINz9975v3z6ho6PDuX3q1Clhx44dHmWSd3gkGUKy\n", "s7Nht9tx6NAh5zJUoyudNDc3Y8mSJc736nS6cZ8tKyvD9773PajVajQ3N6O8vByrVq3yKNdms6Gk\n", "pASFhYVISUnx6DOXL1/G6tWrndsJCQnIyMgAMLK8VV9fn/MIChhZqaW7uxtJSUlISkpCR0cHgJGj\n", "am+OoubOnQu5/FYrfubMmWhpaYFcLnebOerxxx+/Y4HYS5cuYeXKlc5tmUw27nftzmc/+1mcPn0a\n", "NTU1sNlsSEpKcv7N3DGZTOOWeZs/fz6uX7/uUSZ5h0UyhJw7dw7z5s3DjBkzAIw802R0SaiMjAxc\n", "unTJ2S80mUx3fH701Ds+Ph5ms9mjzIGBAZSUlGD9+vXjlqK6l9zcXJw9exYFBQUAgI6ODjQ1NQEA\n", "MjIykJycjOLiYuf7x56KAyM9zA8//BBNTU1Yv369x7kXLlyAw+FwFsorV65g3bp1UCgU98wUBMFl\n", "O2H69Ok4f/68c2UdAON+1+589NFHeOCBB5zb77zzjnMhYHciIiLQ2dnpLJTV1dXjFrEl3+EqQFPQ\n", "+++/j56eHpw/f955ZFRUVIT9+/ePO0oCgA0bNjhfG+1JyuVyWK1WbNiwwVkYGxoaUFVVBbVajcHB\n", "Qaxfv37c8voffPABjEYj5HI5bDYblixZgpSUFPzyl79Eamqq8+jq9j6pO+Xl5eju7oZGo8Hg4CDa\n", "29tRUFCARYsWoampCadPn3b2GE0mE9avXz9usdg33ngDKSkpWLt2rce/u9/85jfQ6XTQaDSwWq2Y\n", "N28e8vLyAMBtZlVVFc6ePQsASEpKQnp6+rjiduzYsXG/n1mzZiE/P/+e43nttdeQmpoKQRDgcDjG\n", "9TmBkWJ77tw5qNVq56MG8vPzYbPZsHPnTiiVSsjlcuh0Opw+fRrPPPPMuHUyafJYJElSduzYgS1b\n", "tgR6GDSF8D5JkoyysjLU1tbivffeC/RQaArhkSSJoqGhwXl6eju9Xi/KKtiByHTHZDLh6NGjLnuF\n", "Op3O7yvv08SwSBIRucHTbSIiN1gkiYjcYJEkInKDRZKIyI3/DxUxcxZw2AAoAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.535361\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4U+eZNvBbuyzL+26MVwxO2MNiQokhCQEn4MQQyEYz\n", "nbbplnxtZ6ZbZrrMpO006cx0pp1pm6RpOk3TBBKD7bAEs01CkAnYgUAAxwZsbMDGu40XyVrP94dj\n", "YYMQkq0jyTr377pyXT6ypPs9Nnl8zqP3vEcmCIIAIiJySR7oARARBTMWSSIiN1gkiYjcYJEkInKD\n", "RZKIyA0WSSIiN0QtkiaTCc8//zxaWlqcj7W2tuKNN97Ali1bcOXKFTHjiYgmTNQiefDgQaxevXrM\n", "Y1VVVdi0aRMee+wxHD16VMx4IqIJE61I9vT0QKfTQavVjnlcp9M5v1ar1WLFExH5hGhF0mAwYNmy\n", "ZTc8PvoCH5VKJVY8EZFPKMV647a2Nmzfvh3t7e3IzMxEamoqAMButzufI5PJbvr6vXv3QqFQiDU8\n", "IpKo6OhoLFiwwOPni1Ykn3rqKQBATU0NoqOjnY+bTCYAw0eUI1+7olAocMcdd4g1PCKSqOPHj3v1\n", "fFE/uOnu7obBYMDp06edj+Xn52Pz5s3YvHkz8vPzxYwfN4PBwGxmMztEs70l2pEkAMTGxuKrX/3q\n", "mMdSU1Px+OOPixlLROQzsmBdKu3AgQM83SYinzt+/Djuvfdej5/PK26IiNxgkXRBqr0aZjNbCtne\n", "YpEkInKDPUkikhT2JImIfIhF0oXR/ZKOAQver+/BgfPdaO03+zXb35jNbClke0vUeZKTndlmx2vH\n", "rmDvuW4AwMK0CPzj3ZmI0PDHRiQV7Em60W204utlteg12QAAChnw50duR1KEJqDjIqLxY0/Sh/Rq\n", "BVblxjq375kWCz2PIokkhUXShZF+iVopx4bZifjX1dn46apsfHlhKsLV4q5MJNU+EbOZHax4WHQL\n", "0WEqLJoaFehhEFGAsCdJRJLCniQRkQ+xSLog1V4Ns5kthWxvsUgSEbnBniQRSQp7kkREPsQi6YJU\n", "ezXMZrYUsr3FIklE5AZ7kkQkKexJEhH5EIukC1Lt1TCb2VLI9haLJBGRG+xJEpGksCdJRORDLJIu\n", "SLVXw2xmSyHbW6KuJ3n48GG0tbUBANLT07FgwQLs2LEDdrsdAJCTk4PZs2eLOQQiognxW09y7969\n", "WLVqFfbt24f77rvvls9nT5KIxOBtT1L0lckbGxuxbds2rFu3DgBgt9tRWloKQRCQlZXFQkhEQU30\n", "nmRmZiaeeeYZVFdXAwAKCwuxfv16PPzww85T8WAj1V4Ns5kthWxv+eWDG61Wi4iIiBseV6lUbl83\n", "+gdpMBi4LfL2qVOnApZ/6tSpgO+/1Lal/Pv2hqg9ye7ubsTGDt+SddeuXVizZg2ampqQkZEBANi5\n", "cyfWrl3r8rXsSRKRGIKqJ1lZWQmz2QwAWLhwIQCgqakJVVVVAIB58+aJGU9ENGGinm4XFRVhw4YN\n", "2LBhAzIzMwEABQUF2LhxIzZu3Ijc3Fwx48dtvIflzGY2s4M/21ucTE5E5Aav3SYiSeG120REPsQi\n", "6YJUezXMZrYUsr3FIklE5AZ7kkQkKexJEhH5EIukC1Lt1TCb2VLI9haLJBGRG+xJEpGksCdJRORD\n", "LJIuSLVXw2xmSyHbWyySRERusCdJRJLCniQRkQ+xSLog1V4Ns5kthWxvsUgSEbnBniQRSQp7kkRE\n", "PsQi6YJUezXMZrYUsr3FIklE5AZ7km6YrHZ0DlqhVsiQFKEJ6FiIyDeC6r7bk5nRYkfp6Xb85Xgr\n", "IjQK/GJ1DmYkhgd6WETkZzzddsFgMKClz4y/HG8FAPSb7fjrx63wx0G3VPtEzGZ2sGKRvAmVQgal\n", "XObcjtEpIZPJ3LyCJitdSjYONvTgdOsArDZHoIdDQYY9yZuwOwQcu9yHP310BSmRanx5USrSorQB\n", "Gw+J42LvEP5hx1n0me2QAXjh/mmYPyUi0MMiEbEn6SMKuQyL06MwK1kPlUIGlYIH3aGofcCCPrMd\n", "ACAAONU6wCJJY4j6f/7hw4dRVlaGsrIyHDt2DADQ2tqKN954A1u2bMGVK1fEjB+30f0SnVrh1wIp\n", "1T5RoLITwlUIVyuc27cn+ffDOSn+zAOd7S1RjySXLl3q/Hrv3r0AgKqqKmzatAkAUF5ejuLiYjGH\n", "QORWRkwYfvS5BPQ6NIgPV2FGoi7QQ6IgI/rpdmNjI7Zt24Z169YBAHS6a/8I1Wq12PHjsmzZMmZL\n", "KHtBTkrAsqX6Mw9ktrdEP4/MzMzEM888g+rqagAYM41GpVKJHU9ENCF+abZptVpERAw3w+12u/Px\n", "W02pGd23MBgMftse+ToQ+dePwZ/5L774ot/3d8SLL77I3zd/337b9oaoU4C6u7sRGxsLANi1axfW\n", "rFmDsrIyrFu3DoIgYOfOnSgqKnL52kBOATIYDAE7HWA2s5ktLm+nAIlaJHfs2AGz2QwAWLhwITIz\n", "M9HS0oKDBw9CEASsXLkSiYmJLl8b6HmSRBSagmqepKujxNTUVDz++ONixoqqrmMQu2u7kBKpwYqc\n", "aCTpufAFUSjjDGkXbta7aL46hGd31+Pdui68Wt2C7TWdfsv2B2YzWwrZ3mKR9ILR6sCg5doHT+c6\n", "jbA7gvKqTiLyEV677YWrQzb8/sNLeK++FwoZ8NyqbCyeGhXoYRGRF/zSkxwYGIBerx/PSye1KK0S\n", "31iShqLbEhCmkiMzJizQQyIikbk93a6pqXH535tvvumv8QWEu35JdJgKs5L1yInTQSH3/dJpUu0T\n", "MZvZwcptkTx8+DDkcjkuXLiAo0ePwmKx4MiRI865j0REoc5tT3LktHrLli147LHHnI+/9dZbePTR\n", "R0UdWDD2JIlo8vPpfbdH+o7XL0QRrAtTEBH5mkdTgIxGIxyO4WXt7XY7+vv7RR1UoLnql5htdnQO\n", "WGAcNQXIX9n+wmxmSyHbWx59un3//ffjr3/9K9RqNcxmM9asWSP2uIJKr8mKzSfasPdcN+5IjcBX\n", "81N5i1kiieA8SQ9UX+rDD/fUO7d/sCID907jh1dEk5FPe5I309raOp6XTVoCxv4dCdK/K5OC3SGg\n", "a9CC/iFboIdC5BGPiuSZM2fGbB8+fFiUwQSL6/slufE6FN0WD61SjiXpkZidLN5E+lDuE1ltDhw4\n", "342vl9XhHyvOo6nH5Ldsd5gtrWxvedSTPHfuHGbOnHntRUpp3WQxJkyFpxan4tG5SQhXK8bcOIo8\n", "d+nqEH71wUUIGL7Ec/OJNjx7d2aAR0Xk3riq3cgn3aHK1WKgYSoFwlTiF8dQvu+I8Nl/Ixyj2hah\n", "vN/MDq5sb7ktkjt37oTJZEJtbS2sVqvz8aSkJNEHRqEnLUqLb39uKl4+2oxEvQqPz0sO9JCIbslt\n", "T3Lt2rXYuHEj5s2bh40bNzr/Kygo8Nf4AkKqvRqxszVKOVZNj8WrG27Df6zNRVbstQVCQnm/mR1c\n", "2d7yeJ4kkS+oFHIk6HnFFk0enCdJRJIiyjzJd999F5cuXUJjYyPefPNNnD9/ftwDJCKaTDwqkhaL\n", "BVOmTMGJEyfwxBNP4Pjx42KPK6Ck2qthNrOlkO0tj4qkXC6HXC6HVqsFAGg0vG6ZiKTB4yPJgYEB\n", "Z5EM0jamz0h1/hizmS2FbG95VCRTU1NRXl6OJUuW4PTp02hoaBB7XEREQcGjIrl06VJ8/vOfh1ar\n", "RV5eHp5++mmxxxVQUu3VMJvZUsj2lterACmVSudpNwCcOHHCpwMiIgomE54nWV5ejuLiYl+Nx4nz\n", "JIlIDH6577anzpw5g7q6OjgcDixZsgRpaWnYsWMH7PbhWyDk5ORg9uzZYg6BiGhCxrXorqe6urqw\n", "fv16bNiwAZ988gkAQKvVori4GMXFxUFbIKXaq2E2s6WQ7S1RjyRdLYRht9tRWloKQRCQlZXFU2oi\n", "Cmp+6Unu27cP8+fPR3x8/JjHd+/efdPFMybak+wxWjFotSNaq4ReI61Fgono5vxyjxtvHDx4ELm5\n", "uTcUSABQqVRuXzv6kNxgMHi8fal3CN/bdRZfKvkUvz18Gd1Gq1ev5za3uR3a296Y8JFkY2MjMjMz\n", "XX7v0KFDSEhIQF5envOxpqYmZGRkABhe1Hft2rUuXzuRI8nyMx34/YeXndu/KMzBwrRIj19vMBgC\n", "dkUAs5nNbHGJ8ul2ZWUl4uLikJeXh/Pnz0Ov1yM5eXhV6ZsVyPb2dlRWViIvLw+1tbXo7+/Hk08+\n", "iaamJlRVVQEA5s2b5/FAvaFTjT1AVitkouQQUejz6Ehy8+bNWLVqFeLi4uBwOLBt2zZs3LhR1IFN\n", "5EiyfcCCzSdacfLKAIpui8eq6XG8eRcRARDpSDI8PBxxcXEAhlcEUiiCu+Ak6tV45s40mKwOhGsU\n", "kMt4JElE4zOuD27kctE/75kwpUKOCK1yXAVyvA1eX2A2s5kdXDyqdjKZDN3d3QCA7u5u5xUzRESh\n", "zqOepN1ux759+5xrShYWFkKpFHfuIa/dJiIxiNKTVCgUKCwsHPegiIgmK49Ot8+dOyf2OIKKVHs1\n", "zA5ctsXmQEOXEQ1dRlhsDr9mB0LI9SRPnjw5ZvvChQuiDIZIimwOAf9X34Ovl9XhG2V1eK++BzZH\n", "aN8iZTLx+B43o11fNEONVO/9wezAZPcarXj5aDMAQADw8tFm9JqsfskOlJC7x83SpUuxZ88escdC\n", "JElqpRyJ4dfWMUjUq6BWBP80O6nw6Dfx+uuvo6+vDyUlJSgpKcGpU6fEHldASbVXw+zAZEdqlXj2\n", "7kwsz47GiuxoPLsiE5Fa8VeuCvR+TxYe/Sbuv/9+LFy40Ln97rvvijYgIinKig3DD+/JCvQwyIUJ\n", "rwIkFs6TJCIxBN16kkREk5lHRbKvrw9bt27Fa6+9BpvNhrKyMrHHFVBS7dUwm9lSyPaWR0WyoqIC\n", "Dz30EKKiokS/HJGIKJh4VCS1Wu2YWy0E+1Jp3rhqsqHbOHZOmlTnjzGb2VLI9pZHh4XXTyZ3OPxz\n", "2ZTYznYY8cL7jTBa7fiHu9KxKC0SMq49SeRzLX1DqGy8CovNgYLsGEyN1gZ6SB7z6EgyMTERBoMB\n", "NpsNR44cQXp6utjjEp3RYsdvDBdx+aoZ3UYbfrr/Alr7h/8YSLVXw2xmi2HIasfLR5vxSlULXjve\n", "iuffa8TJTyfPehAeFcmCggLExsZCq9UiOTk5JKbmCADsoyY/BedEKKLJz2RzoK7D6Nxu6DYBKk0A\n", "R+QdSc+T/LR9ED/dfwEmqx3fX56BJRlRvNUDkY/ZHAK213TgpSPD16c/MicRn5+fDK0qMJ9tiLKe\n", "ZGdnJ3bv3o2wsDBYLBYUFhYiNjZ23IMMFrclhuN3xTNgFwTE6VQskEQiUMplKJwehxnxOtgFAVmx\n", "YQErkOPh8RSgTZs2YcOGDXj00Uexd+9escflN7E6FRLC1WMKpBT6RMxmtj+zdWoFZibrMSclAhEa\n", "ZejNk9TpdM6bfykUCmi1k+eTKSKiifCoSA4NDY3ZNhqHm7BVVVW+H1EQkOr8MWYzWwrZ3vKoSDoc\n", "Drz66qs4fvw4/vd//xdarRY1NTU4ceKE2OMjIgooj4qk0WjEnXfeCa1Wi/z8fOTl5SFIPxT3Can0\n", "iZjNbClme8ujT7efeOIJ6PX6Gx5PT0/H5cuXkZaW5vOBEREFgwnPkywvL0dxcbHL7505cwZ1dXVw\n", "OBxYsmQJ0tLS0NraigMHDkChUGD58uVISUlx+VquJ0lEYhBlnuR4dXV1Yf369QCGVzNPS0tDVVUV\n", "Nm3aBMB9gSUiCgaiLrpbUFBww2M6nc75tVqtFjN+3KTaq2E2s6WQ7S2/rEy+b98+LF68GADGfOAz\n", "evk1IqJgJHqRPHjwIHJzcxEfHw8AsNvtzu/dalmy0X9tDAaD37aXLVvm17zR2yPzxwKRP5q/868f\n", "A3/f/H2Lne8pUT+4OXToEBISEpCXl+d8rKysDOvWrYMgCNi5cyeKiopcvpYf3BCRGPx+I7CbTf9p\n", "b29HZWUlamtrUV5ejtdffx0AkJ+fj82bN2Pz5s3Iz8+faLwoxvsXh9nMZnbwZ3vLo0+3Dx06hLvu\n", "usvl90bfj3u0xMREPPvsszc8npqaiscff9yLIRIRBY5Hp9vPPfccZs2ahbvuuguJiYn+GBdPt4lI\n", "FKKcbq9btw4PPvggampq8Pbbb6OmpmbcAyQimkw8KpJz5syBSqXCihUrsHr1arzzzjtijyugpNqr\n", "YTazpZDtLY96kgaDAZmZmTh8+DD0ej2+9a1viT0uIqKg4HFP8u6778bnPvc5v91zmz1JIhKDKNdu\n", "r1u3DnPmzBn3oIiIJiuPe5JSItVeDbOZLYVsb3lUJPv6+rB161a89tprsNlsKCsrE3tcRERBweO7\n", "JT700EOIioqCUinq6mpBQar3/mA2s6WQ7S2PiqRWqx2zYo+/PrwhIgo0j4qkxWIZs+1wOEQZTLCQ\n", "aq+G2cyWQra3PCqSiYmJMBgMsNlsOHLkCNLT08UeFxFRUPB4qbSamho0NDRg1qxZyMzMFHlYoT1P\n", "srXfjF6TDTFhSiRFaAI9HCJJEe0eN7fffjtuv/12AEBTUxMyMjK8Hx3hYq8JP9pTj9Z+K6ZEqvGz\n", "1TlIi9IGelhEdBNuT7e3bduG0tJSlJaWYuvWrdi6dStKSkrwxhtv+Gt8ASFmv+R8pwmt/VYAQHOf\n", "BfVdJr9l3wqzmS2FbG+5PZLU6/VYvXo1KisroVKpMG/ePBw/fhzR0dH+Gl/IidQo3W4TUXDxqCe5\n", "detWbNiwwbk9cgsGMYVqT3LAbENl41VUNvWiICsad2ZEI1zNKVVE/iJKT/L6G3aF+hQgMek1Sqye\n", "EYfVM+ICPRQi8oBHU4AcDgc6OzsBAJ2dnbBaraIOKtCk2qthNrOlkO0tj1cBqqiowMDAAMLDw8ec\n", "ehMRhbIJ31L28uXLN71j4kSEak+SiALL77eU/eijjyb6FkREQWvCRTIUSbVXw2xmSyHbWyySRERu\n", "TLgnWV5ejuLiYl+Nx4k9SSISg997kkREoUzUIulwOGC328WMEIVUezXMZrYUsr014QuHbzb9p6Ki\n", "Ag0NDSguLkZqaioAYMeOHc6imZOTg9mzZ080nohIVBPuSbpTU1OD6OhoZ5Hct28f7rvvPo9ey54k\n", "EYlBtPUkfcFut6O0tBSCICArK4tFkIiCntsi+f7772PhwoV45ZVXblhk12q1Ijc316tCV1hY6Px6\n", "9+7dt3y+wWBw3lVtpIfhj+3R/RJ/518/Bn/mnzp1Ct/4xjf8ur8j2y+++CJmz57N3zd/337Z9obb\n", "0+2RIrl//36X03yuX0Ltetefbo+2f/9+rFy58qavDeTp9ujizGxmMzu0sn06BWjFihXQ6/U3/b63\n", "9+Buampyfj00NOTVa/1JqvcjZjazpZDtLY+qXExMjMvH3a1Qvn//fjQ0NECr1SIzMxMFBQVoampC\n", "VVUVAGDevHnjGK57VvvwOpcqhW9nNjkEAfLr1tQkImkQ9dPtifD2dLuhy4Q/HL0Mq0PA1/LTMD1B\n", "N+7s0acCp1oH8ObHrUiN1ODh2QlIjRT3pl1SPQViNrP9RZJX3PQP2fDvBxtxvGUAp1oH8dz+BnQb\n", "J74w8OWrQ/hhRT2ONfdjx6edKPmkwwejJaLJxO3pdl9fHyIjI9HX14f9+/cDALRaLVatWuV1P1JM\n", "VoeAniGbc7tvyAabY/wHyCN/4cw2B4Zs125V0Xx1CHaHAIVcvFNvqfaJmM3sYOX2SPK9994DAOzc\n", "uRNr167F+vXrsXTpUpSVlfllcJ6KCVPim0unQiED5DLg7+5KR5xONeH3TdKr8fCsBACARiHDpvnJ\n", "ohZIIgo+bovkSLtSp9NBrVYDGP6wRqWaeAHyJZlMhiXpUXjl4dvwh4dvQ0FW9ISK2cicKr1GiSfm\n", "J+P3xTPw+3V5mJNy80/6fUWq19Mym9nByqNz5usXqTCbzaIMZiIUchnSon3/oUqERokI3hubSLLc\n", "frr99ttvQyaTQaPR4MEHHwQA1NfX49KlS1ixYoWoA+O120QkBp9eu/3II4/c8FhWVhZycnK8HxkR\n", "0STk9RQguTwkZg25JdVeDbOZLYVsb3nUbBMEAfX19bBYLACA6upqfOELXxB1YEREwcCjK25KS0uR\n", "lZWFsLAwAMNF8sknnxR1YOxJEpEYRFlPUqVSYf78+c7tvLw870dGRDQJedRg7O/vH7Pd3t4uymCC\n", "hVR7NcxmthSyveXRkeSFCxfw0ksvIS4uDgBQW1uLH//4x6IOjIgoGHjUk6yursaiRYuc2++///6k\n", "myfZb7ahodsEGWTIjtVCzwniRJIkSk9ydIEEIHqB9DWzzYHS0x144+NWAMDf3JGMR+YkQa0M/elM\n", "RDQx46oSra2tvh6HqPqGbNh26lofddvpDvSNWjXoelLt1TCb2VLI9ta4iuSRI0d8PQ5RhankmJ4Q\n", "5tyekaCDVsWjSCK6Nbc9yY6ODsTExKCnp2fM43v37sWmTZtEHZive5L1XUZUXeqDQibDsqxopEZq\n", "fPbeRDR5+LQnWVJSgo0bN+L1118fU7Da2trGP8IAaOox4cd7GmCxO5AcocbSzKhAD4mIJgm355xP\n", "P/00EhISMG3aNKxYscL5X3Z2tr/G5xPnO03oNFrRZ7bjbKcJF7pNbp8v1V4Ns5kthWxvedSYKyws\n", "HLM9bdo0UQYjlqiwsQfMkVpO/yEiz4zrbokWi8W5UrlYfNmTHDDb8GHTVVRd7sPnMqKRnx6JMJXC\n", "J+9NRJOLKPMkr1dRUeFchHcy0GuUuG96HO6bHheQfKPFjgGzHeEaBcLVw8X5XKcRF7pNiA9X4bbE\n", "cBZtoiA1rnkwDofj1k+axHzZL+katOB3H17GF7fW4FcfNKF9wIzGbhO+t+sc/uODi3h2dz1OtQ6I\n", "ku0tZjNbCtnecnsk+atf/Qrp6ek3PF5bW4vi4mLRBhVK6jqN2HeuGwBgaLyK5dkx0KsVMFqv/aGp\n", "bTdi8VR+4k4UjNwWyZycHJfFsLy83KM3dzgcEAQBCsXkOpX05T2BZTLZddvDt6qNCVOix2SDXIYx\n", "d2GU6r2Qmc3sYOW2SN55550uH4+Ojr7lG1dUVKChoQHFxcVITU0FMHw544EDB6BQKLB8+XKkpKSM\n", "Y8iTS168Dg/dHo//q+/BkvQo3JYYjoRwNf7tgWm4dNWM2DAlcuN1gR4mEd2E255kUlKSy8c9WeCi\n", "sLDwhudVVVVh06ZNeOyxx3D06FGPB+lvvuyXxOhUeGpxKl5en4f/tzQNCeHDswIyYsKwLDMatyfp\n", "oVJc+zVItU/kz2yr3QG749qkDqnsN7PHx68TBnW6a0dMYk8hCiYapQIa5eRqOYSq2vZB/LG6GTqV\n", "Al9elIqMmLBbv4gkza9FcvSUTJVK5c/oMfrNNpisDkRqFdC6KF5S7dWEenbHgAU/2lOPPrMdAGC0\n", "OPCz1dkhv9/Mnhi/LoVjt9udX1//gYYrow/JDQaDT7abrw7hX/Y14MslNfhL1WX0m20+fX9uB+92\n", "S2sbBizX/g12Ga2w2YWgGR+3/bftjXFdceOpmpoaREdHOz+4KSsrw7p16yAIAnbu3ImioqKbvlas\n", "uyVuOdGKP310xbn972umYW5KxJjnGAyGgP2lY7Z4rDYH9pzrxn9XXoJKLsM/r8zC4vSokN9vZo/l\n", "lytuPLF//340NDRAq9UiMzMTBQUFyM/Px+bNmyEIAlauXClW9E2195sxOOpIAgBkuPURLYUGlVKO\n", "VbmxmJ0cDrlMhilRXC6Pbk3UI8mJ8NWRZI/Jik/bBzFosSMtSotjl/tw4soALnSbsCo3DpvmJ/F+\n", "N0QSEjRHksFid20X/nxs+PQ6PVqDZZnRiFArsHJaLG5L1LFAEpFbIX0PA7PNjg8vXnVuX+w1Y1Fa\n", "JAqyo7FoaiTmT4lw+brxNnh9gdnMZnZwCenDKI1y+IixrsMIAJiZqENqpAYzk/W3eCUR0bCQ70kO\n", "mG0422mCyWrHtLgwJEV43qxv6jHh5JUBRGuVmJWsR6wucHM7icg32JO8jl6jxB03Oa12p23Agh9W\n", "1KN90AoA+OKCFDw+P3n4e/0WGK12xOtUiOAq50QhLaR7kp4YfQ3vCIPBgP4hm7NAAkD15T7YHQLq\n", "u4z41vY6fK20Fr8/chk9JusNr58IqfaJmM3sYCWpInmpdwiftg2ia9CC5qtD+M9DTfjHivNjFr0d\n", "EatTjVnC7P68OCjkMrxX34Me0/BVOgfO9+Biz5Dfxk9E/hfyPckRdR2D+MG752G0OrAmLw5mmwP7\n", "zw/fT1yrlOPFdTMwJUo75jXt/WZc6BmCTq3AtLgwhKkUKD3djpeONAMAZAD++6HpmJEQ7rNxEpG4\n", "2JMcxSEIqGkbRE37IKx2B6bH69DYM4TWfgvMtmsrgw/ZHDDbb/xbkRihQeJnH/SYbQ6c7zRiZlI4\n", "imfG49N2IzbMTkR2LFeRIQplIX26Xd9lwvffPY/LvUOw2AU4AKyblYCFaRHYMDsRGsXwJYmPz01C\n", "kv7a0m3X90vsDgHv1ffg6fI6fPOds7gtQYdfPjANy7NjxqwF6QtS7RMxm9nBKqSPJK8ODfcOp0Rp\n", "8Gr18FU3n1wZwI/vyUBrvwVP35mGqdFaZMWGOe9iOKJz0IKmniGEqxWI1ynxx6pm5/f+y3AZf0yO\n", "gI53OCQKeSFdJFMjNciI1sBouXZqnRyhxqWrFuelinNTwvGje7LHvO72O/Lxy/cb8XHLAGQAfrIy\n", "C9PiwnC8ZcD5HhqlOAtjSHWNP2YzO1iFfJH88cpsdBut2HOuC91GGwoyo/DBhV7nc05eGUS3yYoh\n", "mx0qhRyxOhU6Bi34+LOCKGD4+u+/vysdb55og0MQ8PCsRERpObGcSApCuicJDBfKWcl6vHD/NPzL\n", "yizMTY3AHVOuTe1Jj9agfcCCL5V8im9vr8P5TiNMV7sRqbl2Kj07RY+kCA3+/q50fKcgA5kiflgj\n", "1T4Rs5kdrEL6SHK0zJgwZH52P5OcOB3yEsIxYLEjJzYM395xFg4BaBuw4rVjV/DYVAteeGAajjRd\n", "RaJejQUBye8UAAATW0lEQVRpkV5lCYKAS1eHYLI6kBqh4VU5RJOYZOZJ3kxjjwlfL63FyIU3S9Ij\n", "8bX8KTfMmfTGyZZ+/HBPPSx2AWvy4vClhakslERBwtt5kiFzut1jssJwoRd76rpwudf9VTBnOwax\n", "69NOHG/uQ0K4Ct/+3FTE61SYHq/DvJQINPUM4XhzH860DcBktbt9r+sJgoC3P2mD5bN5l7tqu9A6\n", "YBn3fhFRYIVMkdz5aSd+euAC/vRRC063DWDLiVZ82NTrvNHXiAvdJvz8wAVY7A6caRvE6dYBZMdq\n", "sHp6LO7LjcHJK30wWmx4dnc9/n7HObxf3wNvDrZlMhnSo68dhWqVcoQp5TBZ7TjXaURDlxFWu+Om\n", "r5dqn4jZzA5WIXEOaLbaceSzxXXXzUzA7z9sxtBnV9T86J5MFGTHOJ/bMWhB0e0J+FN1i/Mqm1/e\n", "nwOlXI63TrZjVnI4mvuuHfmVnu5AQXY0wtWe/6gempkAhVyGy71D2DAnCQl6NbbXdOCVqhbIZcAP\n", "VmRieXY05B7cMZKIAiskjiQ1KgVWT48DAFgdgrNAAsDZzuEFd5uvmlFR1wW1Qg6rXRhzGWJ9lwlv\n", "fdKGTqMV7zf0QiGXOa/GmZUc7vLe3O4kR2jw1OIp+JdVOZiVrEe30YpXq1sAAA4B+FN1C/qHbC5f\n", "K9W5a8xmdrAKiSNJALh3Wuxnp7kCUiPVaOmzQCEDFqVFotdkxZaTrTjdOojV02OREaOFTiWH0eqA\n", "XAakR2vHFNYwlQJ/syAFYSo5Fk+NhEI+sSM+jVKGeJ3KufRaSqQaamVI/H0iCnkh839quFqBeakR\n", "mJcaiX9dnYOfrcrGCw9MQ5xOifpuE7qNNsxL1WNqlBa/rbyETfOT8YU7kvHz1Tk4eaUPK7KjIQMw\n", "N1mPuUlaLEqLwMrcWCTqJ37b0VidGs+tysby7GjcPyMW31w6FWE3uaRRqn0iZjM7WIXMkeRoyREa\n", "nOsw4mynEdPjdfj5gQvO02u5TIafrMxCx6AViXo13vz4Co5c6scdUyLwtfxUJEdo8OqxdqREarBk\n", "aiQWTo30Se8wJ06HH96TNeH3ISL/Csl5kl2DFhxuuorGHhNy4nT4teGS83v56ZFYMyMOsWFKdJts\n", "0Cjl6DfboVbI0G204LcftsD22aTJh2cl4on5SYjgbWeJQoZk50mOZrY5YHUIyInTweYQ8NSiFDx5\n", "RzKWpkdi4ZRIPP9+Ey70mBGlkaO134I/VDXjTx9dQVKEFnNHrUbeZbRAy94hkaSFXAUw2+woOTW8\n", "evivDZegkMlwuOkq/nq8FRqVHG0DZpisDrz+8RVAJsfvPryM9gErGnuG8OdjV7BuVgIAQKeSY21e\n", "vHO9yAGzDS19ZjT3mvHR5T6cbvV+orknpNonYjazg1VInUda7Q40dJtw6LNVfpRyGbqMVtS0D08D\n", "eq++F8+uyMDnMqIADK83OfpGYFa7ALPNgV/cnYzk+BikfXZpYtegFX+sboYgAL0mq3PJtO/clY7V\n", "M+L8uYtE5Gd+P5LcsWMHysvLUV5ejlOnTvn0vc91mvDHqhbnLWQdgoBw9bVdzIzRwvbZPMr0aC1M\n", "Vge+vWwqNAoZosOUWHtbHBLCVViYk+IskABQ32XEgfM9SIvSOAskAGz/tANmm2+PJqU6d43ZzA5W\n", "fj+S1Gq1uO+++0R5706jBadaB3H/jDh8aVEqYsOUiNIqcXd2NE63DeKxuUn4t4NNcAjAseZ+fD0/\n", "FRkxWvzj3ZkQICBSq4RKLsPlq0NjiqTys4nlgxY7kvRqtH12Lfb81AhovJxoTkSTi9+PJO12O0pL\n", "S7Ft2zYcP37cp++dHROG7xWkY8GUCKREqJGsV8Nmd2BNXjyWpEei22jF6NtsdwxaMWC2Q69WYEqk\n", "BiWftOMb5WfxrXfO4mzHoPN5ufE6/O2CFBy52IevLE7FVxen4vvL01E8M8Gn4wek2ydiNrODld+P\n", "JAsLC51f796922fv29JnxmvHriApQo3LvUM4fLEPWqUcP1mZhXOdg1iSHgW1Qo75qXp83DKACM3w\n", "5HOdSo6f7LuAr+Wn4sjFPgDAgMWOyqarmP7ZrWIjNEo8MjcJD9wWB51SwatliCQkoP+3q1Tub4Ew\n", "+q+NwWBwu/3e+Q5MidJgerzO2Tccsjlw4Hw3Pm034Yd7GvBfhy7iodvj8Td3JOPB2xPwSlUzek02\n", "PDY3CQ4BGH31YaxawIcffujcPnK4Eqc/OuoskLcaz3i3R3o1Yr2/u+3R/J1//Rj8mb9s2bKA/Lz5\n", "+w7M79tbfp9M3tTUhIyMDADAzp07sXbtWpfP82Yy+aDZil213Xjt2BVEapV4Yl4SXjraDKtdwOfn\n", "J2PfuS60DVgxI0GHWJ0SHzb1OV/7tfxUmKwOTI8Pg0wmw7u1Xbg9KRz3TItFnI73sSEKNUE/mbyp\n", "qQklJSUoKSnBjBkzfPKeDT1mvFrdAqtDQJfRikONvVg3MwFFt8UDEPBAXjyA4VPyxWlRztclR6jR\n", "Y7QhLzEctyeFY9HUKPzzfdnINF8MWIGUap+I2cwOVn7vSRYUFPj+TQUBchkwsvqZWi6D0WLD8ZYB\n", "tPRZ8HfLpqIgKxozE8OhlgPfXJoGuQyI1CoRpVFiZrJ+zEo/ZrPZ92MkokkpJK7d7jVZUdl0FW9+\n", "3IroMCW+lj8FRy/2wWx3YN+5bvztghQcvNCLHyxPx88ONOJ8lwkAoFHI8NviGciIEe/uh0QUXLw9\n", "3Q6JK26iw1RYkRWNWYnh0CplONdpwrt1XdCp5Pj+8gx80NCDx+YmITlCg03zk/GzAxfgEIAH8uIR\n", "H64O9PCJKIiFzFyWcI0SGbFhsAvAL95vwqDFjo5BK978uBV3ZUcjJ1YLmUyG/PQo/K54Bn5TNB2f\n", "vyMZ4eobJ4NLtVfDbGZLIdtbIXEkOYYMGL38o0wmw4FzPVAr5EjQa6CUy5ATpwvc+IhoUgmJnqRD\n", "EDBotiNMrYBcBlRd6sN/HboInUqB9bMS8PLRZvzygWmYmaS/9ZsRUUiTXE9ywGzD7rou7K7rwsK0\n", "SDwyJxH5UyPxn2tzUd9lREVdN75bkI6cOH44Q0Tem/Q9yXNdJrxS1YLLV80oP9OB060DkMlkmBKl\n", "RUF2LH5emIMVObFe3fFQqr0aZjNbCtnemvRF0jLqLocAYLSO3ea9rYloIiZ9T7Jz0ILfHb6Myqar\n", "mBYbhh/em4kpo5Y5IyIaTXI9yfhwNf7hrnR8eZEN4RoFYsJ4vTUR+c6kP90GgAitEmnRWp8VSKn2\n", "apjNbClkeyskiiQRkVgmfU+SiMgbQb9UGhHRZMIi6YJUezXMZrYUsr3FIklE5AZ7kkQkKexJEhH5\n", "EIukC1Lt1TCb2VLI9haLJBGRG+xJEpGksCdJRORDLJIuSLVXw2xmSyHbWyySRERusCdJRJLCniQR\n", "kQ+xSLog1V4Ns5kthWxv+X1l8tbWVhw4cAAKhQLLly9HSkqKv4dAROQxv/ckt2/fjgcffBAAUF5e\n", "juLiYpfPY0+SiMQQ9D1JnU7n/FqtVvs7nojIK34vkqMPXFWq4Lxpl1R7NcxmthSyveX30+2KigoU\n", "FhYCAPbv34+VK1e6fN6xY8fQ29vrz6ERkQRER0djwYIFHj/f7x/cmEwmAMNHlCNfu+LNThARicXv\n", "R5ItLS04ePAgBEHAypUrkZiY6M94IiKvBO0VN0REwYCTyYmI3GCRJCJyg0UywBwOB+x2u+SyiSYL\n", "v3+6fSuBvGxxx44dzqKRk5OD2bNni5pXUVGBhoYGFBcXIzU1FYD/9t9Vtj/3/8yZM6irq4PD4cCS\n", "JUuQlpbmt313le2vfT98+DDa2toAAOnp6ViwYIHf9ttVtr/222Qy4de//jW+8IUv+P3fuqtsr/Zb\n", "CDLvvPOO8+uysjK/Zu/du9eveYIgCGfOnBGam5ud2/7c/+uz/bn/Bw8edH69a9cuQRD8t++usgPx\n", "u9+zZ48gCIH5Nz+S7a/93r17t3Ds2LGA/Ft3le3NfgfdkWQgL1u02+0oLS2FIAjIysoKyLXjUtn/\n", "goKCGx7z1767yvbnvjc2NmLbtm1Yt24dAP/+zq/P9sd+9/T0QKfTQavVjnncH/t9s2xv9jvoiqQQ\n", "wMsWR64EAoDdu3f7NXuE1PZ/3759WLx4MQD/7/vobH/ue2ZmJp555hm88847yM7O9ut+X5/tj/02\n", "GAxYs2YNamtrxzzuj/2+WbY3+x10RXL0BwkymSxg4wjUdeVS2v+DBw8iNzcX8fHxAPy779dnj+aP\n", "fddqtYiIiADg/9/56OzRxNrvtrY2bN++He3t7cjMzHT2Bf2x3zfLHu1W+x10RdLTyxbF0NTUhIyM\n", "DADA0NCQX7NHSGX/Dx06hKSkJGRmZjof89e+u8r21753d3cjNjYWwLUjKX/tt6tsf+z3U089BQCo\n", "qalBdHS083F/7PfNsr3Z76Arkvn5+di8ebPzskV/ampqQlVVFQBg3rx5ouft378fDQ0N0Gq1yMzM\n", "REFBgd/231W2v/a/vb0dlZWVyMvLQ21tLfr7+/Hkk0/6Zd9vlu2vfa+srITZbAYALFy4EID//s27\n", "yvbXfnd3d8NgMIw5mvPXfrvK9ma/eVkiEZEbnExOROQGiyQRkRsskkREbrBIEhG5wSJJROQGiyQR\n", "kRsskkREbrBITmLPPfecz96rvb0dW7ZswTvvvIO3334bNpttzPd37tzp8nU2mw3bt29HeXk5SkpK\n", "cPbs2XHlHzt2DC+//PK4XhvKbvZzv96ePXuwbds2kUcjTUF3xQ157itf+YrP3uu9997Do48+CplM\n", "hs7OThw8eBD33nuv8/s3u2ysuroaBQUFzku+3njjDUyfPt3r/AULFqCpqWl8gw9hnl6ut3r1apSW\n", "loo8GmlikZyEWltbceTIEdTX1+M73/mO83Gj0YjS0lLo9XooFArU1dXhu9/9rvP7e/fuxcDAABQK\n", "BaxWK4qKiqDRaAAACoUCJpMJOp3OubwUMHykuHv3btTW1qK8vBwAkJubi5kzZwIA7rzzzjFj82ah\n", "gv3796O7uxtKpRIKhQIOh8P5vbq6Opw4cQJhYWEYGhrCwoULkZ2djStXruDPf/4zcnNzsX79erS1\n", "tWHLli1ISEjAY489BqXy5v+kKyoqUFdXh5iYGERGRsJoNGLOnDmYNWuW20xgeImxvXv3Ys6cOWhs\n", "bIRarUZiYiKWLVsGYPiSv46ODigUCuelfxs2bLjlz6CxsRGVlZXQ6/WQy+Xo7OzEF7/4RQDABx98\n", "MObnHhMTg+XLlwMY/r2UlZVBLpdDEAS/Lk4tORNYy5IC7O233x6z3dDQ4FxMVRAEobGx0fl1ZWWl\n", "UFdX59zu7+8Xtm3b5tzu6uoSfvKTnwh/+ctfhOeff15wOBxus1zZvn270NTU5NHYz5w5I3z44YfO\n", "7Y6ODuGFF14QBEEQBgcHhddff33M80tKSgSLxSIIgiC0tbUJ+/fvd35v8+bNHmUKgiB873vfE+x2\n", "u3P7rbfeEoxG4y0zR8b8P//zP4LZbB7zvLq6OuHo0aPObYfDIVRWVno0nl27do35mY3+nQnCzX/u\n", "O3bsEDo6OpzbR48eFUpKSjzKJO/wSDKEZGVlwW63Y8+ePc5lqEZWOmlubsbSpUudz9Xr9WNeW1FR\n", "gX/6p3+CRqNBc3Mz9u3bh1WrVnmUa7PZUFpaioKCAiQnJ3v0mnPnzmH16tXO7fj4eKSlpQEYXt6q\n", "r6/PeQQFDK/U0tPTg8TERCQmJqKjowPA8FG1N0dRs2fPhlx+rRU/ffp0tLS0QC6Xu80ccc8999yw\n", "QOzZs2dx3333ObdlMtmYn7U7DzzwAKqrq1FTUwObzYbExETn78ydgYGBMcu8zZs3DxcvXvQok7zD\n", "IhlCTp48iblz52LatGkAhu9pMrIkVFpaGs6ePevsFw4MDNzw+pFT77i4OBiNRo8yBwcHUVpaiqKi\n", "ojFLUd1Kbm4uTpw4gSVLlgAAOjo6cOnSJQBAWloakpKSUFxc7Hz+6FNxYLiH+dFHH+HSpUsoKiry\n", "OPf06dNwOBzOQnn+/HmsXbsWCoXilpmCILhsJ2RnZ+PUqVPOlXUAjPlZu/Pxxx9j0aJFzu0333zT\n", "uRCwO+Hh4ejs7HQWyuPHj49ZxJZ8h6sATULvv/8+ent7cerUKeeRUWFhIXbu3DnmKAkAHnzwQedj\n", "Iz1JuVwOq9WKBx980FkYGxsbUVVVBY1Gg6GhIRQVFY1ZXv+DDz5Ad3c35HI5bDYbli5diuTkZPzm\n", "N79BSkqK8+jq+j6pO/v27UNPTw+0Wi2GhobQ3t6OJUuWYOHChbh06RKqq6udPcaBgQEUFRWNWSz2\n", "1VdfRXJyMtasWePxz+4Pf/gD9Ho9tFotrFYr5s6di7y8PABwm1lVVYUTJ04AABITEzFlypQxxe29\n", "994b8/OZMWMG5syZc8vxvPTSS0hJSYEgCHA4HGP6nMBwsT158iQ0Go3zVgNz5syBzWbD1q1boVKp\n", "IJfLodfrUV1djSeeeGLMOpk0cSySJCklJSXYuHFjoIdBkwjnSZJkVFRUoLa2Fu+++26gh0KTCI8k\n", "SRSNjY3O09PrZWZmirIKdiAy3RkYGMCBAwdc9gr1er3fV96n8WGRJCJyg6fbRERusEgSEbnBIklE\n", "5AaLJBGRG/8f90K0UshUq0oAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.502814\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VNedJ/Bv7YtK+74gSpuRAYFsMGCMAWMMwgYiHBNv\n", "zfhkOt2d2N3JmXZWO8skcaadTrvT6fRMnPRksrgdbBYhFoPYYgMSxmwBg2QJhJAA7btUqlKtb/4o\n", "VKigVKqSapPe93MO5+iVqup7X0lcvfd7990rEQRBABEReSQNdwOIiCIZO0kiIi/YSRIRecFOkojI\n", "C3aSREResJMkIvJCHsw3P3nyJNrb2wEA2dnZWLBgAdra2nD06FHIZDKsWLEC6enpwWwCEdGkBLWT\n", "XLp0qevrQ4cOAQBOnz6NF198EQBQXl6O0tLSYDaBiGhSgn663djYiLfeegv5+fkAAK1W6/qeUqkM\n", "djwR0aQEvZPU6/V45ZVXcObMGQDA6Bt8FApFsOOJiCYlqKfbI9RqNaKjowEAdrvd9bhEIhnzNYcO\n", "HYJMJgt624hIXOLi4rBgwQKfnx/UTrKnpwcJCQkA7hxBmkwm1/bI157IZDI8+OCDwWweEYnQ+fPn\n", "/Xp+UE+3q6qqsGPHDuzYsQNz5swBACxevBhbt27F1q1bsXjx4mDGT1hlZSWzmc3saZrtr6AeSW7Y\n", "sOGexzIyMvD8888HM5aIKGAkkTpV2tGjR3m6TUQBd/78eTz++OM+P5933BARecFO0gOx1mqYzWwx\n", "ZPuLnSQRkResSRKRqLAmSUQUQOwkPRBrrYbZzBZDtr/YSRIRecGaJBGJCmuSREQBxE7SA7HWapjN\n", "bDFk+4udJBGRF6xJEpGosCZJRBRA7CQ9EGuthtnMFkO2v9hJEhF5wZokEYmKvzXJkCwENlUN2+zo\n", "MdqgkEmQHMXlb4nEiKfbHlRWVsJktWNvTRe+uK0Gr+yqw9UuY8iyw4XZzBZDtr/YSY6hZcCM/zzd\n", "AgFA37AN75xvRYRWJogoiFiTHENjrwlfLquF4/an80RBAr6xYmbY2kNEgcFxkgEyI1aN7z2eg6xY\n", "FRZkReO5+anhbhIRhQE7SQ8qKyshk0rwiD4Ov9hwH37weA5mxKlDlh0uzGa2GLL9xavb44hW8yMi\n", "EjPWJIlIVFiTJCIKIHaSHoi1VsNsZosh21/sJImIvGBNkohEhTVJIqIAYifpgVhrNcxmthiy/cVO\n", "kojIC9YkKaT6h21oGTBDo5BiZpwaEokk3E0ikeF8khSx+odt+PWpZhyp74FCJsEba/PwQEZ0uJtF\n", "5BVPtz0Qa60m2NntgxYcqe8BAFjtAnZe6nBNPzed95vZkZXtL3aSFDIahRRq+Z1fudwEnm5T5GNN\n", "kkKqut2A3dWdmBGnxpqCBKRGq8LdJBIZ1iQpos1J1WFOqi7czSDyGU+3PRBrrYbZzBZDtr+CeiRZ\n", "XV2Nuro6OBwOLFmyBFlZWdi7dy/sdjsAIC8vD0VFRcFsAhHRpAS1Jnn8+HEsX74cALB//348+eST\n", "OHz4MJ544olxX8uaJBEFQ0TVJEc6yNHsdjvKysogCAJycnLYERJRRAtJTfLw4cNYtGgRAKCkpARP\n", "P/00Pv/5z6O9vT0U8X4Ta62G2cwWQ7a/gt5JHjt2DAUFBUhKSrrnewqFwutrR3+QlZWV3A7y9qVL\n", "l8KWf+nSpbDvv9i2xfzz9kdQa5InTpxAcnIyCgsLXY81NTVh5kzn+tX79u3D+vXrPb6WNUkiCoaI\n", "qUl2dHSgqqoKhYWFqK2txeDgILZs2YKmpiacPn0aAFBcXByseCKigAja6XZKSgq+/e1vo7S0FKWl\n", "pdiyZQsA58WczZs3Y/PmzSgoKAhW/KRM9LCc2cxmduRn+4uDyYmIvOC920QkKlzjhogogNhJeiDW\n", "Wg2zmS2GbH+xkyQi8oI1SSISFdYkiYgCiJ2kB2Kt1TCb2WLI9hc7SSIiL1iTJCJRYU2SaIrqGrKg\n", "a8gS7mbQXdhJeiDWWg2zw5f9l+YBfLmsFl8uq8WF5sGQZocDa5JE5LNuowVvftSEAbMdA2Y73vyo\n", "ET1GHlFGCtYkicKsx2jFy+W16DHaAABJWgX+o3QWErTeJ6WmiWFNkmiKSdAq8PpjeqToFEjVKfGd\n", "VXp2kBGEnaQHYq3VMDt82UXp0fjlxln49433oShNF9LscJhKNcmgrpZIRL6L59FjRGJN0k8WmwPd\n", "RiuUcikS+UtNNOVEzBo305HZZkdFXTd+daoZcRo53liTh/wkbbibRURBxJqkB2PVS5r7zfjfHzfD\n", "IQA9Rhv+eK4VjgAfiIu1TsRsZkcqdpJ+kEolkErubGuUUkglkrFfQERTHmuSfrA7BHzc1I/ffNKM\n", "1Ggl/uGRGciOU4e7WUTkB9Ykg0gmleARfSyK0nRQyiXQKGThbhIRBRlPtz3wVi+RSCSI1ciD1kGK\n", "tU7EbGZHKnaSREResCZJRKISknu3DQbDRF5GRDTleO0ka2pqPP7705/+FKr2hYVYazXMZrYYsv3l\n", "tZM8efIkpFIprl+/jk8++QQWiwWnTp1CQkJCqNpHRBRWXmuSBoMBOp0O7733Hp577jnX4++//z6e\n", "ffbZoDaMNUkiCoaA1iR1OueUTUql0u3xu7eJiKYrny7cGI1GOBwOAIDdbsfgYGjW4AgXsdZqmM1s\n", "MWT7y6c7btatW4f/+q//glKphNlsxlNPPRXsdhERRQSOkyQiUQnJOMm2traJvIyIaMrxqZOsrq52\n", "2z558mRQGhMpxFqrYTazxZDtL586yatXr7pty+WcPIiIxGFCp9sjV7qnq2XLljGb2cyeptn+8npI\n", "uG/fPphMJtTW1sJqtboeT01N9enNq6urUVdXB4fDgSVLliArKwttbW04evQoZDIZVqxYgfT09Mnt\n", "wW39w1Zc6zLBASAvUYN4DRfpIqLJ83okuX79emzevBnFxcXYvHmz69/y5ct9evPu7m48/fTTeOaZ\n", "Z/Dpp58CAE6fPo0XX3wRzz33HD755JPJ7wGcKxiWXe7Etyuu4bWKa3jnfCtMFvuE30+stRpmM1sM\n", "2f7y6XR73bp1E3pzT52pVntndcFA3bkzaLHhQG23a7uirgcDZltA3puIxM2nTnKyF2oOHz6MRYsW\n", "AQBGD8tUKAJzShylkKE4Q+faLkrTQauc+MzhYq3VMJvZYsj2l0+93/79+1FUVAS73Y6TJ09i0aJF\n", "yM/P9yng2LFjKCgoQFJSEgDnbY0jJOOsNFhZWen6MEcOzz1tqxUyrMuSYF5yKuRKJeanR+PimVNj\n", "Pp/b3Oa2uLf94dMdN+Xl5di4cSP27NmD0tJSbNu2DV/4whfGffMTJ04gOTkZhYWFrsd27dqFTZs2\n", "QRAE7Nu3Dxs2bPD42nDecTO6c2Y2s5k9vbKDslqiVCqFVCqFWu1cPlWlUo37mo6ODlRVVaGwsBC1\n", "tbUYHBzEli1bsHjxYmzduhWCIGD16tU+N5SIKBx8OpLcsWMHSkpKcPbsWaxcuRLl5eUoLS0NasN4\n", "7zYRBUNQ7t3OyMhAeXk5lixZgsuXL6OhoWHCDQwXk8WOK11GNHQbYbVP78HwRBQ4PnWSS5cuxV/9\n", "1V9BrVajsLAQL7/8crDbFVDDNjvKazrx9+V1eLm8Dieb+uHtAFqs48eYzWwxZPvL79sS5XK5qzYJ\n", "ABcuXAhog4Khx2jD78+2AgAcAvC7s60YnMRgcyISjwnduz1aY2NjAJoRXEqZBPHaO9eoMmOUUErH\n", "Hn4k1vFjzGa2GLL9JYrpfJKilHhjbR62XWxHlFKOp4uSoVZMfLA5EYnHpI8kp4r8RC1eW5WDry2b\n", "gRmxaq/PFWuthtnMFkO2v0TTSRIRTcSk17gJ1pjJiY6TFAQBtZ1GnG8eRHacCsXp0YhWi6KqQEQ+\n", "CModN1PJ9d5hfOODq7DYnX3/a4/NxMq8hDC3ioimqkmfbhcXFweiHQHTb7K6OkgAqO82+f0eYq3V\n", "MJvZYsj2l0+dZFVVFWprawEA9fX1bqsl6vX6oDRsotKiVZgR67y3XC6VYHF2bJhbRERTmU81ya1b\n", "t2LNmjVITEyEw+HAzp07sXnz5qA2bDL3brcOmNE8YEacWo7cRA2k40zJRkTiEZSaZFRUFBITEwE4\n", "ZwSSySJ7jGF6jArpMePPVERENJ4J1SSl0uk9ckistRpmM1sM2f7yqbeTSCTo6ekBAPT09LjNLk5E\n", "NJ35VJO02+04fPgwDAYD1Go1SkpKJr3uzXgCNZ+kIAi42TcMo9WB9BgVYjlmkkjUglKTlMlkKCkp\n", "mXCjwulSmwGvVVyDxS7g8fx4fHlJFjtKIvKZT6fbV69eDXY7gqbscodr3OTR+l60DZrHfY1YazXM\n", "ZrYYsv3lUyd58eJFt+3r168HpTHBkBOvcX2tkkmg4ew/ROQHn847LRaL2/bFixeRk5MTlAYFWsms\n", "REACNPUOo3ROCrLjvM8ABIh3nj1mM1sM2f7yqZNcunQpDh48iLVr1wa7PQGXGq3CSwsywt0MIpqi\n", "fDrdfueddzAwMIDt27dj+/btuHTpUrDbFVZirdUwm9liyPaXT0eS69atw8KFC13b+/fvD1qDiIgi\n", "yaTnkwwWrrtNRMEQlHW3iYjEyqdOcmBgADt27MAf/vAH2Gw27Nq1K9jtCiux1mqYzWwxZPvLp06y\n", "oqICn/vc5xAbGxv02xGJiCKJT52kWq2GQqFwbUf6VGmTJdbxY8xmthiy/eVTJ3n3YHKHwxGUxhAR\n", "RRqfOsmUlBRUVlbCZrPh1KlTyM7ODna7wkqstRpmM1sM2f7yqZNcvnw5EhISoFarkZaWxqE5RCQa\n", "HCdJRKISlPkku7q6cODAAWg0GlgsFpSUlCAhgWtZE9H05/MQoBdffBHPPPMMnn32WRw6dCjY7Qor\n", "sdZqmM1sMWT7y6dOUqvVuhb/kslkUKvHn26MiGg68KmTHB4edts2Go0AgNOnTwe+RRFArOPHmM1s\n", "MWT7y6dO0uFw4Le//S3Onz+P3/3ud1Cr1aipqcGFCxeC3T4iorDyqZM0Go14+OGHoVarsXjxYhQW\n", "FiJCL4oHhFhrNcxmthiy/eXT1e0XXngBOp3unsezs7Nx69YtZGVleXydw+GAIAjT/jZGIpq+Jj1O\n", "sry8HKWlpfc8XlFRgYaGBpSWliIjw7l8wt69e2G32wEAeXl5KCoqGvN9OU6SiIIhKOMkJ6KkpAQ1\n", "NTVuj6nVajzxxBPBiiQiCriQTrprt9tRVlaGnTt34vz586GM9otYazXMZrYYsv0V0skhS0pKXF8f\n", "OHAglNFERBMStuUbRs9POZbRf20qKytDtr1s2bKQ5o3eHhk/Fo780UKdf3cb+PPmzzvY+b4K2oUb\n", "AKipqUFcXJzrwk1TUxNmzpwJANi3bx/Wr18/5vvywg0RBUPIFwIba/jPkSNHUFlZiSNHjuD48eMA\n", "nJ3kyNrds2bNmmx0QFjtDvSZrLDY7kwkPNG/OIHAbGYzO7L4VJM8ceIEHn30UY/fG70e92irV6++\n", "57Hly5f70bTAEAQBPUYrZFIJ4jTup/j9w1aUV3fh0JVuLJoRgxeL05CkU4a8jUQUuXw63f7hD3+I\n", "uXPn4tFHH0VKSkoo2hWQ022HIOD0jQG8deIGNAopXl+lx6zkKNf3z94cwGsHr7m2X1+lx4rc+Ell\n", "ElFkC8rp9qZNm7Bx40bU1NRg27Zt94x/jFTtgxb8+Oh19A/b0DZowb9X3YTJand933rXWj0WO9fu\n", "ISJ3PnWS8+bNg0KhwMqVK7F27Vrs3r072O0KCkFw/htRkKTFytw4AEBRmg5zU523Xoq1VsNsZosh\n", "218+1SQrKyuh1+tx8uRJ6HQ6fPWrXw12uwIiNVqJ1x/X463jNxClkOFry2ZAq7xzH3lSlBJffWQG\n", "vrgwA1FKGWLUXFOciNz5XJN87LHH8Mgjj4RssopADQESBAHdty/cxGvGH5tJRNNbUO7d3rRpE+bN\n", "mzfhRoWTRCJBUhSvWBOFm90hwCEIUMjCdg/LhPhckxQTsdZqmM3sYLneY8L3Dl3DdyrqUddpxMmT\n", "J0OWPVk+dZIDAwPYsWMH/vCHP8Bms2HXrl3BbhcRTRMGiw1vHW/C2VuD+LR1CP/zcAOiktLC3Syf\n", "+bxa4uc+9znExsZCLp/+FzfEuvYHs5kdDDa7gF6TzbU9MGxDWnpmSLIDwadOUq1Wu01IwZnGichX\n", "sWo5XlmaBZkEkAD42rIZSJxC1wl86iQtFovbtsMxvQddi6VOxGxmh4JEIsHiGbH4zefvx39+/n48\n", "lhePUyerQpIdCD6dO6ekpKCyshI2mw2nTp1CdnZ2sNtFRNOITCrBjDh1uJsxIT5PlVZTU4OGhgbM\n", "nTsXer0+yM3iVGlEFBxBW+Nm9uzZmD17NgD3eSGnCkEQcL13GP3DNmREK5EarQp3k4hoCvBak9y5\n", "cyfKyspQVlaGHTt2YMeOHdi+fTvefffdULUvYGrah/DV3XX41v56/PDIdbQPmsd8rhjqRMxmtliz\n", "/eX1SFKn02Ht2rWoqqqCQqFAcXExzp8/j7i4uFC1L2A+vtEPi91ZWajvNqFlwMKjSSIal9cjybVr\n", "1wIAWltbsWjRIiiVSixZsgQGgyEkjQuknPg7RWOFTIIY9djDmMQwdo3ZzBZrtr98qklKJBK37ak4\n", "BGhhVgy+uSIb13pMWDozDrkJmnA3iYimAJ/GSTocDnR1dQEAurq6YLVag9qoYIjVKLC6IBF/tzgL\n", "RWm6ezr+0cRaq2E2s8WQ7S+fZwGqqKiAwWBAVFQUnnnmmWC3KyJc6RzC/tpupEYrsSovnjVMIhGa\n", "9JKyt27dGnPFxMkI9zjJlgEz/r68DgaLc7mHz89Nxt8tCfx+ElFohXxJ2bNnz072LSKSyWp3dZAA\n", "cLXbCLtjUn9PiGgKmlqzX4ZIZWUlkqMUWJ2fAACQSYDNRamQSceuYwYyO1yYzWwxZPtr+s97NkEx\n", "agX+dnEGnipMhFohhT6eV8OJxGjSNcny8nKUlpYGqj0u4a5JEtH0FPKaJBHRdCaqTtJidx8E3z5o\n", "xmcdQ273cdd3GfHDQ9fw8xNNuNk3HOomirZOxGxmR6pJ1ySDMfwn0EwWOz5q6MX+um48lBWN9fcn\n", "wWBx4LUD9egYsiIzRokfr82DWi7Fdw9eQ26CBgszY/BZxxD6TFYUJGuhlnM2diIxmnRNMlgCWZP8\n", "tHUQX/+g3rX9+io97A4Bb37U5Hrsu6v0yE/S4q3jTXgiPwF7PutCfbfJ9b3lufEBaQsRhRdrkh6Y\n", "rO6n2QPDNsTeNcFFjFqOBK0cn5+bgi6j1dVBAsDBKz0haScRRR6vneRHH30Eg8GAn//85655JUf+\n", "vf/++zh//nyo2jkpOQkaPJChAwCkRysxP0OHWclRePXRbCydGYNvrZiJ+5Kcp9T62xNfJGjuVCIe\n", "zNQFrC12h4DPOobw5/oe1HUMwXHXgbxY60TMZnak8qkmmZOT43GYz44dO6bEMJ0UnRLffkyPXqMN\n", "0SoZknXOldrWzkrE2lmJbs/NiFFhboIUGYsz0TpgRmasCsUZ0QFry5VOI/5x3xXYBUAuleDnGwow\n", "KzkqYO9PRIHltZNcuXKl9xdPoTW44zUKxGsU4z8RQLE+NWjtaB004/bcv7A5BLQOWtw6SbHO8RfO\n", "bP3chTh1ox8JGjnyErUhubNqhFg/82k3n2R8vOeLFlNthnKD2YaGHhMACXIT1NCpQt/JZ8SoIJdK\n", "YHMIUMgkyIieOusPT0e3+ofxrQP16ByyQiYB/vmpAhSlBa68QlOfTxduVqxY4fHx8Y40I0lL/zD+\n", "dKEdX/+gHl//4CrKqzthtnmePDiY9ZKCJC3+dX0BXlulx8/XFyA/SRuy7PGIMbtt0ILOIef8qHYB\n", "uNA8GNJ8MX7m4c7219Q5X/aB1ebApXYDLrUacH9qFOal6aBWOK9iV3cMYX9tl+u52y91YGFWDHIS\n", "NFDJQ3eRXyaVoDAlCoUprENGggSNAiqZBObbNZC7/2gReR0nabPZcOzYMWi1WixZsgSHDx+G0WjE\n", "mjVroNUG95dpIuMkq9sM+Md9VzGyQz97Mh/zM6LhEAS8c64FF1qHUN0+BACYnRKFZJ0CK3Pj8Yh+\n", "apUNKLBqO4bwWccQMmNVmJOqQ5SSNw5MZwFdd7usrAyrVq1Cb28vfvrTn2LLli1ITEzE7t278eyz\n", "z4775g6HA4IgQCYLzS9dj8mK0T3+yGmUVCLBA5kxUMplKE7XwWRzIEYtxx/OtsLuENhJihyP7Mkb\n", "r+eZKpUKSUlJKCgoQGZmJjIzM6FWq6FWq729DABQUVGBt99+G+3t7a7H2tra8O677+K9995Da2vr\n", "5Ft/lxmxasSpnf1+lFKGnIQ77ZyXHo1H9XF4ZGYsztwawO/PtkIA8GDmvcN7RtdLrnUb8buzLdj3\n", "WSc6DZaAt9lbdqgxm9liyPaX1yNJk8kEQRBgMplQX18Ps9kMlUoFs9ns7WUAgJKSEtTU1Lg9dvr0\n", "abz44osAgjPFmj5Bg7fWF6DDYEFilOKeOSCz4pyd5uurcnC5zYA0nRKzkscuG7QOmPGdA9fQN2wD\n", "ADw/34ovPpQR0DYTUWTz2kmuWrUK27Ztg0wmw9e+9jXs3LkTALB06dIJhY2uYyqVwRn6MiNOjRlx\n", "ahgtdnQNWRCjkkN514WZmXFqDFnsuNRqgACgKC0KWuWdj2JkDNeQxe7qIAHgcrsBdocQ1HF0Yh27\n", "xmxmRyqvnWRKSopb7fGFF16YVNjoa0QKhW8DuyeidcCMX526hcttQ9g4Owmfn5uCaPWdXa3vNuKb\n", "H1x1Der+XyV5WJgVc8/7JEUpsHRmLE429UMCYNOclJAONCai8AvpECC7/c7CWt7WvR5RWVnp+osz\n", "UsPwZft88yBO3RgAAPzpQjvmp0dj6PpF1/dbB+7c9QIAN3qHYblxGQ6HA8uWLXOrl3x16WKUzkmG\n", "xTgISc91IOcBv9vjz/bIY8F6f2/bly5dwle+8pWQ5Y3e/tWvfoWioqKQ7u/I9t2ffSjz724Df96h\n", "2faHT1OlCYKAa9euwWJxXrg4c+YMXnrppXHfvKamBnFxccjIcNbxdu3ahU2bNkEQBOzbtw8bNmwY\n", "87WTmSptb00nfnnylmv7zZI8PDjqSPHMjX68deIGekw2qGQS/OCJXLcjydGdc6gxm9nMDi5/hwD5\n", "1EmWlZUhJycHGo3zQsiZM2ewZcsWr685cuQIGhoaoFarodfrsXz5crS0tODYsWMQBAGrV69GSkrK\n", "mK+fTCfZOmDGv1XeRE27AetnJ+G5+WmIHXW6faltEBdaDJAAUMqlWJAZjbxEDiImEoOAjpMcoVAo\n", "8MADD7i2CwsLx33N6tWr73ksIyMDzz//vM+Nm6j0GBW++7geJqsDMSqZ666bEYVJURAEoHnADH28\n", "BjkJgV0Jcchix9UuIwwWO3IT1MiIGX/IFBFFJp/uxxscdL+ftaOjIyiNCaRolRwpOqWrg2zqNeHc\n", "rQE09w2j32yDPl6DdbOScH9KFKR31UcnO4arqrEP39xfjx8duY4fHWlE55Dv4yvFOnaN2cyOVD4d\n", "SV6/fh1vv/02EhOdcy/W1tbie9/7XlAbFkgN3UZUNfWjdcCM9BgVdl7qQFq0c45JfbwGQxY7OgwW\n", "KGUSZMa6H/X1Gq240mWEXRBwX6IWSTrvQ5cEQcDR+jszmTf0mNBrtCE56s7rHIJz4t2zNweQm6hB\n", "cXq029V3IoocPtUkz5w5g4ceesi1/dFHHwV9BqBArXHzWccQ/r3qJm70DWPTnGRc7xnGmVvOK9+r\n", "8xPwytIsvH+xHe9dbIdGIcVP1uZh7u2pssw2B353tgVllzsBAI/lxeFrj2RDO869vXuqO/EfHzsv\n", "HKVHK/HPT+YjNVrl+v61biO+uvsKrA7nR/+9x/V4NIdr6BCFQlDWuBndQQJTZ4q0m33DOFjXjWvd\n", "JljtArZ92oE5ae736LYNmvHeReetkyarA/913nk/N+CsLf75Wq/ruccb+jBotmE8K/Pi8eM1ufjm\n", "ipl4Y22eWwcJAH0mm6uDBIDrPaFfupaIfDOhOcLa2toC3Y6g6DFZIb1r8HdWjAoPZOjw3x5Mw7Pz\n", "U6CUSaGU3XlOarQKn168AACIUkrx8IxY1/ceyorxaYaYGLUci7NjsbogATPi7r1okxGjQlass+NU\n", "yCRYmHXn/nGx1omYzexINaFC2KlTpwJ+33UwxGsUSI9WoigtCjf7zHimKAWFKVG41G7Ans+6oJJL\n", "UZyuww9W52LrhTakx6jwhXmpuH7pBgBAJZdhy4I0LMiKxpDFDrsg4Pj1PizTxyFmEjXE9BgVfrI2\n", "Dy0DZsRp5MgN8NV1IgocrzXJzs5OxMfHo7e31+3xQ4cOuSaqCJZA1SSv95jQZ7JCq5QhO06FC61D\n", "+MGhBjyUFYMErRwHr/QgUSvHT9bmISdB4/FOoMu356kc8aMncrFkZuw9zyOiyBfQcZLbt2/H5s2b\n", "8c4777h1WKOnP4t0zjGQd47UNHIp/mZROvIStWjqHcac1ChUtw/ht2da8MbaPI/vMXBXHbLHZPW7\n", "Hde6jdh2sR1qhRTPFKV6PA0nosjjtSb58ssvIzk5Gfn5+Vi5cqXrX25ubqjaF1AdBgv+cK4VSpkM\n", "PzjUgF+dasb9KVGYnRKFtGiV6yjy7nqJPl4NfZyzhhivkeN+Pydo7TZa8INDDfiwoQ8H6nrwy5M3\n", "YbLaPT5XrHUiZjM7UvlUWCspKXHbzs/PD0pjgq1ryIJolQyHrna71jTZcakD31o5E1mxKlxqNSBF\n", "p7jnlDsjRo03SvLRNWRFnEaOjBiVp7cfk8UmoMt45+izdcACi80BjYLLBBBFOp/GSd7NYrEEbT7I\n", "EZOtSfaarBAEIEF7Z0q25v5h/OaTZtgccI2V1Cik+KeSPFxoGYRGIcP5W/14eWk20v3sCL0x2xzY\n", "U9OJ/zzdAqkE+NZKPVbkxt1zpw8FX0O3CWWXOxCllGHD7CRkxbLsITZBuXf7bhUVFdi4ceNEXhoS\n", "1W0GvPlRE+wOAd9cORPFGc4hNpmxamycnQyT1Q6FTIK+YRuen5+CNz9sRJvBCqkE+MqSLDT1DUMm\n", "lUAtl06xt3uFAAAVnElEQVTqKvYIlVyK9fcnoTgjGjKJc2JgdpCh1z1kwfcPXUPH7bWPWgbMeH2V\n", "/p57+4lGm9A4SYfD83rVkaDPZMVPjzWh3WBBl9GKN45eR9eoe6etdgE/O3YDg8M2aORS9A3b0WZw\n", "/qdxCEDHkAU2ux1/vb0G3zlQjxt9poC0S6OQoSBJi9xELRSysT92sdaJQpFttguuxeEA4EbfMCx2\n", "YdrvN7Mnx+th0ltvvYXs7Ox7Hq+trY3ocZKjCwgOAW4rKN6fGoVn5qWgqrEf+UlayCSAWi7FsM0B\n", "CYCi1Cj8v7OtMNsFXO024UBtN/5uSZbr9Va7A91GK+RSCZKigltyoMBK0Mix5cE0/PF8GyQAXlqQ\n", "jmgVjyLJO681ybEW6wrGIl53m0xN8tPWQfzkz42wOwR85zE9YtRy7K/tQopOibwEDVJ0CtR3mWCx\n", "C4jVyNE1ZMWQxTkJRW6CGl8pv+J6ry/MS8GXFmUCAKw2B45e68UvKm8gWi3Hj9fkYlYylyKdSoYs\n", "dtzsG4ZcKsHMeLXXo3qangJak3z44Yc9Ph4XF9nrVM9Lj8b/KZ0FAc6LJq+U18FodZYINs5Ogt3h\n", "PO1qHTTjC0WpSIpy3pmTGatCglaBlx/OxDvn2zAzXo219yW63rd10IKfn7gBAc77r399qhk/fTKf\n", "/9GmkCiljGtsk1+8/u9OTU31+PhUmOAiMUqJpCglDGa7q4MEnMX6lgEz1hTEY8sDaWgbNGNPTRca\n", "ekywOwRcbDUgSyPg15sK8aMnct0GfUulcFsITKOQBvwCjFjrRMxmdqSa9odAqdFKLM12rl8jkwAL\n", "s2KwMDMG+Ula7PusC+9/2oEYtQzxWgW+e7AB3z/UgO9+2IJbA2boVO4H2hkxKvxgdQ7SopUoTNbi\n", "S4syuXoi0TQ3oXGSoTCZmmSvyYr2QQu0ShnSo5Vo7B1Gl8ECjVIKlUyKjxp6MWi2477kKPzn6WZY\n", "7QK+vjwb/3L8hus9RtciR7M7BFzpMsJgtmFGnBpp0YEbT0lEwReScZKRrNdoxS+qbuJkUz/Ucile\n", "X6XHG3++DrNNwJqCBCRHybGrugvF6ToUJAn48uJMtA1akKRVuK5yA8CsZM8Lg1W3G/DtA9dgcwjI\n", "iVfjR2ty75kv8m7N/cPoHLIiUavgPdtEU8y0O91uGTTjZFM/AGDY5sDhqz3IvL0Q16GrPdAq5EjS\n", "KjAnTYdfnWrGL0/ewuV2AzJiVPiXp/LxlSWZeP3RdDyYGePx/U829cN2e8Lc673DaB30vn7Njb5h\n", "vPrBVXxzfz3+x94raOjxPu5SrHUiZjM7Uk2LTtJsc6B7yAKTxQ6tQgbFqEl09fFqrCmIx39/KAOZ\n", "MSqkx6qQk6DB+eYB13M+6zBiyOo8/d40NwWyzvoxJ9fNT7wzo5BaLnVbqtaTxl4TeozOWYQGzHY0\n", "dAdmcDoRhcaUr0n2D9uw/dN2VNR1Y26aDk8UxEMhk2J/bTdyE9QwWOxo6hnGY/nONWQcAjAzTo2z\n", "twbw7gXnlG8ZMUr87MkCJI+zyBcADAxbcb7FgBu9w3hoRsy4MwJdajPg1VFzUf50XR4eGOMolYiC\n", "T3Q1yfouI7Z96lz9sDAlCkarA4lyCZbpY2GxOXCl04jH8hNQ025AbqIWxxt68deLMqBPUOPVR2eg\n", "b9iGBzOix+0gWwfM6DBYEK+VY2Wu74t23ZekxRtrc3Hu1iDmpevGrHUSUWSa8qfbDsF52vv03GT8\n", "8VwrfnbsBs7dMsBkdcDiELAoOxb/euIGKq704O1Tt7BUH4fqtiH85M9N+NcTN6FRyFDbaXR7z7vr\n", "Jc39w/hORT2+sb8eX9tzFVe73J/vjUouxaIZsfjKw1l4RB8HrdL73yWx1omYzexINeU7yfwkDV58\n", "IBXnbg26Lqgcb+xHRowK524OwGy7M5DcITjvvR6pNwoAOg1WaBXeP4YbfcNoGXBeoBmy2PFZx1Bw\n", "doaIIs6U7yTjNQp87v5kzE69Uxv83JwklF3uwPrZyUjRKaG53QkmRykwK1mLk43ONXukEqA4Q4eM\n", "WDVu9A67lpJdtmyZW0acRoHRY8ZTfahdTtTd2aHEbGaLIdtfU74mCQBqpQxrChIQpZDhZv8wYlRy\n", "XO0y4c0PG5EVq8Z3V+nRY7IhXi1HvFqGp+5Pxsq8BGTEKFHdYcT/Pd0CuVSC1x7TY05qFOJHTdQL\n", "OK9o/2RtHj65MYDZqVGYk8p7f4nEYsofSY5IjFJi45xkvLJ0BjJjVFiRG4cNs5MxN12Hm/1m5MSr\n", "kRGjQlOfGT8+eh0/O34Djb1m/N/TLQAAm0PA78+1Ytunbbh4rdntvRUyKfISNVg4IxoahRQWe/AG\n", "BIi1TsRsZkeqaXEkOVq30YJ/Od6E5ts1xMfz41GcpoVMKsE7f2lFtEqGDbOT0WGwoG3QghiVDANm\n", "56JciVo5olVyfNZvw/xR72m22fHexXaUXe4EADxVmIi/XZzJNWqIRGDaHEkOmm2o7RhCx6AVjlEH\n", "elc6jYjTKPBxUz8kAKIUcvy5vgcGix3RKileXZ6NBzKi8Yg+FktnxqHDYEW8TnvXe9tx+GqPa/vw\n", "1R4Mmj2vdjhZYq0TMZvZkWpadJIGsw1/PNeKr+65glc/uIrni1NdM04vz41DdfsQLrYaMD8jGlsv\n", "tmPAbMenrQbYHIDN7oDNIaB7yAq7w4FolRQP3F4TZ0SUQoaFWXceezAjGlHjXBEnoulhWvxP7zBY\n", "sbumC4CztlhR14MvL87Ef38oA5+2GhCtluNiqwEOh3stUSIBFmfH4e+XZuHV5dlYXZCAlxZkoPXa\n", "Z27P0yhl+OuHMvCdx2biWytn4pWlWYhSBadSIdY6EbOZHammRU1SIhGgU8pgsDhPgTNilOgesmBn\n", "dRfmpkVhwGTD3y7KgEzinAKtvLoT+UkaPJoTB6VcipwE5/3YDkHAxZZB7GyNwgVbC9bNSkLK7eE+\n", "KToVUnScFo1IbKb8vdsAcKl1EI29w7jQMoholRyxGjlmxCihlMuw77MuqORSPFmYiPuStNCpZOg3\n", "2aFW3LtcbEO3EX+/+4prUPpfP5SBZ+d7np2diKYmf+/dnhan2yqFDL/5pBlz03S43mPC1gvtuNo9\n", "jLrOIWyYnQStUoofHL6Obx2oR9ugBSnRSo/raZusDlcHCQC3+odDuRtEFIGmRSeZm6DBdx/Pwaet\n", "BjxXnIpl+lgMmG2YEa+BwyHgw2t9AIAbfWZ8fHuuSU8yYlVYkeNc5EyjkGLdrKSQtH80sdaJmM3s\n", "SDUtapJyqQSLs2OxaEYMJBIJHsiIxv8724JfnLiBr6+Y6fZctXzsvwvxGgVeWZqFx2cokJmSxFnE\n", "iWh61CQ9aR8042KrAWk6Bc42G3Dieh8KkjR4dn4q8hI5XRmRWEX8fJJ79+6F3e68Cp2Xl4eioqKg\n", "5KRGq7Dm9tozCVoFHs6ORZxGhvQYNSx2B4atztmAuNohEXkT8pqkWq1GaWkpSktLg9ZB3i0rToP7\n", "U6OQHqNG+6AZPz9xA/+wuw77PuuEyXLvnTNirdUwm9liyPZXyI8k7XY7ysrKIAgCcnJyJnVKPREf\n", "3+jH0XrnVGn/++Nm5CVqMTdNF9I2ENHUEdaa5IEDB7Bu3TqP35tsTXIsWy+04XdnW13bP30y/57b\n", "EIlo+ppS4yQVCoXX748+JK+srAzI9iP6OMyMc9Yq1xbEIjdeE9D35za3uR352/4I+ZFkU1MTZs50\n", "DsvZt28f1q9f7/F5wTqSBIBekxUmqwOxarnHpWMrKyvDNksJs5nN7OCK+KvbTU1NOH36NACguLg4\n", "1PEAnOMh4zXjP4+IaNqOkyQi8mRK1SSJiCIdO0kPJlrgZTazmR352f5iJ0lE5AVrkkQkKqxJEhEF\n", "EDtJD8Raq2E2s8WQ7S92kkREXrAmSUSiwpokEVEAsZP0QKy1GmYzWwzZ/mInSUTkBWuSRCQqrEkS\n", "EQUQO0kPxFqrYTazxZDtL3aSREResCZJRKLCmiQRUQCxk/RArLUaZjNbDNn+YidJROQFa5JEJCqs\n", "SRIRBRA7SQ/EWqthNrPFkO0vdpJERF6wJklEosKaJBFRALGT9ECstRpmM1sM2f5iJ0lE5AVrkkQk\n", "KqxJEhEFEDtJD8Raq2E2s8WQ7S92kkREXrAmSUSiwpokEVEAsZP0QKy1GmYzWwzZ/mInSUTkBWuS\n", "RCQqrEkSEQUQO0kPxFqrYTazxZDtL3moA9va2nD06FHIZDKsWLEC6enpoW4CEZHPQl6T3LNnDzZu\n", "3AgAKC8vR2lpqcfnsSZJRMEQ8TVJrVbr+lqpVIY6nojILyHvJEcfuCoUilDH+0SstRpmM1sM2f4K\n", "+el2RUUFSkpKAABHjhzB6tWrPT7v3Llz6OvrC2XTiEgE4uLisGDBAp+fH/ILNyaTCYDziHLka0/8\n", "2QkiomAJ+ZFkS0sLjh07BkEQsHr1aqSkpIQynojILxF7xw0RUSTgYHIiIi/YSRIRecFOMswcDgfs\n", "drvosommipBf3R5POG9b3Lt3r6vTyMvLQ1FRUVDzKioq0NDQgNLSUmRkZAAI3f57yg7l/ldXV6Ou\n", "rg4OhwNLlixBVlZWyPbdU3ao9v3kyZNob28HAGRnZ2PBggUh229P2aHab5PJhH/7t3/DSy+9FPLf\n", "dU/Zfu23EGF2797t+nrXrl0hzT506FBI8wRBEKqrq4Xm5mbXdij3/+7sUO7/sWPHXF9/8MEHgiCE\n", "bt89ZYfjZ3/w4EFBEMLzOz+SHar9PnDggHDu3Lmw/K57yvZnvyPuSDKcty3a7XaUlZVBEATk5OSE\n", "5d5xsez/8uXL73ksVPvuKTuU+97Y2IidO3di06ZNAEL7M787OxT73dvbC61WC7Va7fZ4KPZ7rGx/\n", "9jviOkkhjLctjtwJBAAHDhwIafYIse3/4cOHsWjRIgCh3/fR2aHcd71ej1deeQW7d+9Gbm5uSPf7\n", "7uxQ7HdlZSWeeuop1NbWuj0eiv0eK9uf/Y64TnL0hQSJRBK2doTrvnIx7f+xY8dQUFCApKQkAKHd\n", "97uzRwvFvqvVakRHRwMI/c98dPZowdrv9vZ27NmzBx0dHdDr9a66YCj2e6zs0cbb74jrJH29bTEY\n", "mpqaMHPmTADA8PBwSLNHiGX/T5w4gdTUVOj1etdjodp3T9mh2veenh4kJCQAuHMkFar99pQdiv3+\n", "0pe+BACoqalBXFyc6/FQ7PdY2f7sd8R1kosXL8bWrVtdty2GUlNTE06fPg0AKC4uDnrekSNH0NDQ\n", "ALVaDb1ej+XLl4ds/z1lh2r/Ozo6UFVVhcLCQtTW1mJwcBBbtmwJyb6PlR2qfa+qqoLZbAYALFy4\n", "EEDofuc9ZYdqv3t6elBZWel2NBeq/faU7c9+87ZEIiIvOJiciMgLdpJERF6wkyQi8oKdJBGRF+wk\n", "iYi8YCdJROQFO0kiIi/YSU5hP/zhDwP2Xh0dHXjvvfewe/dubNu2DTabze37+/bt8/g6m82GPXv2\n", "oLy8HNu3b8eVK1cmlH/u3Dn8+te/ntBrp7OxPve7HTx4EDt37gxya8Qp4u64Id/9zd/8TcDe68MP\n", "P8Szzz4LiUSCrq4uHDt2DI8//rjr+2PdNnbmzBksX77cdcvXu+++i/vuu8/v/AULFqCpqWlijZ/G\n", "fL1db+3atSgrKwtya8SJneQU1NbWhlOnTuHatWt49dVXXY8bjUaUlZVBp9NBJpOhrq4OX//6113f\n", "P3ToEAwGA2QyGaxWKzZs2ACVSgUAkMlkMJlM0Gq1rumlAOeR4oEDB1BbW4vy8nIAQEFBAebMmQMA\n", "ePjhh93a5s9EBUeOHEFPTw/kcjlkMhkcDofre3V1dbhw4QI0Gg2Gh4excOFC5ObmorW1Fb///e9R\n", "UFCAp59+Gu3t7XjvvfeQnJyM5557DnL52L/SFRUVqKurQ3x8PGJiYmA0GjFv3jzMnTvXaybgnGLs\n", "0KFDmDdvHhobG6FUKpGSkoJly5YBcN7y19nZCZlM5rr175lnnhn3M2hsbERVVRV0Oh2kUim6urrw\n", "xS9+EQBw/Phxt889Pj4eK1asAOD8uezatQtSqRSCIIR0cmrRmcRclhRm27Ztc9tuaGhwTaYqCILQ\n", "2Njo+rqqqkqoq6tzbQ8ODgo7d+50bXd3dwvf//73hT/+8Y/CP/3TPwkOh8Nrlid79uwRmpqafGp7\n", "dXW18PHHH7u2Ozs7hTfffFMQBEEYGhoS3nnnHbfnb9++XbBYLIIgCEJ7e7tw5MgR1/e2bt3qU6Yg\n", "CMI3vvENwW63u7bff/99wWg0jps50uZf/vKXgtlsdnteXV2d8Mknn7i2HQ6HUFVV5VN7PvjgA7fP\n", "bPTPTBDG/tz37t0rdHZ2urY/+eQTYfv27T5lkn94JDmN5OTkwG634+DBg65pqEZmOmlubsbSpUtd\n", "z9XpdG6vraiowGuvvQaVSoXm5mYcPnwYa9as8SnXZrOhrKwMy5cvR1pamk+vuXr1KtauXevaTkpK\n", "QlZWFgDn9FYDAwOuIyjAOVNLb28vUlJSkJKSgs7OTgDOo2p/jqKKioogld4pxd93331oaWmBVCr1\n", "mjli1apV90wQe+XKFTzxxBOubYlE4vZZe/Pkk0/izJkzqKmpgc1mQ0pKiutn5o3BYHCb5q24uBg3\n", "btzwKZP8w05yGrl48SLmz5+P/Px8AM41TUamhMrKysKVK1dc9UKDwXDP60dOvRMTE2E0Gn3KHBoa\n", "QllZGTZs2OA2FdV4CgoKcOHCBSxZsgQA0NnZiZs3bwIAsrKykJqaitLSUtfzR5+KA84a5tmzZ3Hz\n", "5k1s2LDB59zLly/D4XC4Osr6+nqsX78eMpls3ExBEDyWE3Jzc3Hp0iXXzDoA3D5rb/7yl7/goYce\n", "cm3/6U9/ck0E7E1UVBS6urpcHeX58+fdJrGlwOEsQFPQRx99hL6+Ply6dMl1ZFRSUoJ9+/a5HSUB\n", "wMaNG12PjdQkpVIprFYrNm7c6OoYGxsbcfr0aahUKgwPD2PDhg1u0+sfP34cPT09kEqlsNlsWLp0\n", "KdLS0vCLX/wC6enprqOru+uk3hw+fBi9vb1Qq9UYHh5GR0cHlixZgoULF+LmzZs4c+aMq8ZoMBiw\n", "YcMGt8lif/vb3yItLQ1PPfWUz5/db37zG+h0OqjValitVsyfPx+FhYUA4DXz9OnTuHDhAgAgJSUF\n", "mZmZbp3bhx9+6Pb5zJo1C/PmzRu3PW+//TbS09MhCAIcDodbnRNwdrYXL16ESqVyLTUwb9482Gw2\n", "7NixAwqFAlKpFDqdDmfOnMELL7zgNk8mTR47SRKV7du3Y/PmzeFuBk0hHCdJolFRUYHa2lrs378/\n", "3E2hKYRHkhQUjY2NrtPTu+n1+qDMgh2OTG8MBgOOHj3qsVao0+lCPvM+TQw7SSIiL3i6TUTkBTtJ\n", "IiIv2EkSEXnBTpKIyIv/D5sVrCSIG5yqAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.358193\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VNeZ7/1vjSpJpRHNEmhCgJkNWAxWBLEBg21swMZj\n", "pr7t9BDflXR3hnacXp3lDB7uTTrJ6/V2nNz0TToOxrZAjAYxGTMIMxsigwVGQgIkNEtoLKmGc/8o\n", "KEsgiipJp1TSeT5rZS2dkqp++0jOw6mn9t5HpyiKghBCiH7ph3sAQggRzKRICiGEF1IkhRDCCymS\n", "QgjhhRRJIYTwQoqkEEJ4YVTzxQ8fPkxtbS0A48aNY/bs2WzduhWn0wlAdnY206ZNU3MIQggxKKoW\n", "yQULFni+3rVrFwAWi4UlS5aoGSuEEENG1SIJUFFRwYYNG1i1ahUATqeTwsJCFEUhMzOTWbNmqT0E\n", "IYQYMF0gVtzYbDY2b97M008/3efxHTt2sHz5crXjhRBiwFS/kgT3W+yIiIjbHjeZTHd8zq5duzAY\n", "DGoOSwihQdHR0cyePdvnn1e1SDY1NREbGwvAzQvWyspK0tPTAfcV5p0YDAZ5Ky6EGHKnTp3y6+dV\n", "nQJUXFzM+vXrWb9+PVOmTAHcRbKgoICCggImTpyoZvyAHTp0SLIlW7JHaba/VL2SXLFixW2P5efn\n", "qxkphBBDKiAf3AzE3r175e22EGLInTp1igcffNDnn5cVN0II4YUUyX5otVcj2ZKthWx/SZEUQggv\n", "pCcphNAU6UkKIcQQkiLZD632aiRbsrWQ7S8pkkII4YX0JIUQmiI9SSGEGEJSJPuh1V6NZEu2FrL9\n", "JUVSCCG8kJ6kEEJTpCcphBBDSIpkP7Taq5FsydZCtr+kSAohhBfSkxRCaIr0JIUQYghJkeyHVns1\n", "ki3ZWsj2lxRJIYTwQnqSQghNkZ6kEEIMISmS/dBqr0ayJVsL2f6SIimEEF5IT1IIoSnSkxRCiCEk\n", "RbIfWu3VSLZkayHbX1IkhRDCC+lJCiE0RXqSQggxhKRI9kOrvRrJlmwtZPtLiqQQQnihak/y8OHD\n", "1NbWAjBu3Dhmz55NTU0Ne/fuxWAwsHDhQpKTk/t9rvQkhRBq8LcnaVRxLCxYsMDz9a5duwA4duwY\n", "zz//PACbNm1i5cqVag7Bo7yxk6rWbuLDzeTEhWHQ6wKSK4QY2VR/u11RUcEvf/lLxo8fD0BYWJjn\n", "e2azWe14AC41dfEv2z7np3sr+KetFyit6/D681rt1Ui2ZGsh21+qF8mMjAxefPFFjh8/DkDvd/cm\n", "k0nteABq2rrptLsAcClQ3tQVkFwhxMgXkA9uLBYLERERADidTs/jOp33t7y9/7U5dOjQgI/jrWbM\n", "hi+y0mMsXn8+Ly9vUHmDOc7LywtoXu/j3gKdf+sYApkvf29t/b39peoHN01NTcTGxgLwwQcf8Mgj\n", "j7Bx40ZWrVqFoihs27aNFStW9PvcofzgRlEULjR0crnFRpLVzMT4cMxG+WBfCC0KqsnkxcXFrF+/\n", "nvXr1zNlyhQA5s6dy7p161i3bh1z585VM95Dp9MxMT6cJTljmJYccdcCOdB/cYaCZEu2ZAcXVT/d\n", "7u8qMSUlhWeffVbNWCGEGDKydlsIoSlB9XZbCCFGOimS/dBqr0ayhy/7UlMXr314idf2XaIiQFPU\n", "guG8RwJVe5JCiLtrtTl4/aMKLjXZALjcbOONh3OItMj/PYOB9CSFGGb1HT383YZSOnrcc4itZgO/\n", "f2ISceGBWZGmNdKTFGKEiQk18fdzUwHQAX83N5Xo0MCsRhN3J0WyH1rt1Uj28GQb9ToeyI7hrVUT\n", "+e2qiTyQHYMxABuwDPd5jxTS9BAiCJiNerLGhN39B0XASU9SCKEp0pMUQoghJEWyH1rt1Ui2ZGsh\n", "219SJIUQwgvpSQohNEV6kkIIMYSkSPZDq70ayZZsLWT7S4qkEEJ4IT1JIYSmSE9SCCGGkBTJfmi1\n", "VyPZkq2FbH9JkRRCCC+kJymE0BTpSQohxBCSItkPrfZqJFuytZDtLymSQgjhhfQkhRCaEpCe5IkT\n", "JwbyNCGEGHG8Fsnf/e53FBYWsn79et544w3Wrl3L66+/zpEjRwI1vmGh1V6NZEu2FrL95fUeN3Pm\n", "zGH27Nls3ryZv/3bvyUuLo76+nr27dsXqPEJIcSw8qknWVhYyOrVqz3HW7Zs4bHHHlN1YNKTFEKo\n", "QZWepMPh6HNss9n8G5UQQoxQPhXJ2NhYjhw5gs1m48iRI8TExKg9rmGl1V6NZEu2FrL95VORXLx4\n", "MZGRkezcuZPIyEiWLFmi9riEECIoqDpP8uzZs5w/fx6Xy8W8efNIS0tj69atOJ1OALKzs5k2bVq/\n", "z5WepBBCDf72JL1+un2Tw+HAaPziRz/88EMeeOCBuz6vsbHR84HP9u3bSUtLw2KxyJWoEGLE8Ont\n", "9vbt2/sct7e3+/Ti+fn5tz3mdDopLCxkw4YNnDp1yqfXCTSt9mokW7K1kO0vn64kXS7XoEJ2795N\n", "bm4uAMuWLfM8vmPHjkG9rhBCqM3rlWRzczP19fV0dHTQ0NBAfX09NTU1Pl9JAuzfv5+cnBzi4uJu\n", "+57JZPL63N7/2hw6dChgx3l5eQHN632cl5cX8PO9edxboPNvHYP8veXvrXa+r7x+cFNcXIzdbufU\n", "qVOeD1GMRiMzZswgIiLiri9+8OBB4uPjmTRpkuexyspK0tPTAdi2bRuPPvpov8+VD26EEGoY0snk\n", "999/P4sWLWLZsmUsWrSIRYsWkZeX51OBrKuro7i4mNLSUjZt2sTbb78NuItkQUEBBQUFTJw40eeB\n", "BtJA/8WRbMmW7ODP9pdPPcnJkyf7/cIJCQm89NJLtz3e34c5QggRrPyeJ1lZWcnYsWPR69Xdr1fe\n", "bgsh1KDK2u1f/OIXVFZWsn37dqqqqtiyZcuAByiEECOJT0Vy4sSJng9bFixYoOqAgoFWezWSLdla\n", "yPaXT0Xy5jJCg8Gg6mCEECLY+NST/Mtf/kJCQgJZWVmMHz+eTZs2sXLlSlUHJj1JIYQaVFm7vXr1\n", "ampra8nMzOTMmTODXoEjhBAjhU9vt8PCwsjMzARgxowZfXYp7+rqUmdkw0irvRrJlmwtZPtr0PN4\n", "du/ePRTjEEKIoDTo/STV6k9KT1IIoYaA3HdbCCG0QopkP7Taq5FsydZCtr+kSAohhBfSkxRCaErA\n", "e5IWi2WwLyGEEEHL7yJps9n6HPe+HcNoodVejWRLthay/eVTkfzP//xPDh8+DEB9fT0ffvihqoMK\n", "FBXvpiuEGCV86kne2ndcv349Tz75pKoDU7Mn2e1w8nHldXZeaOK+sZE8kB1LdKhPKzSFECOcKmu3\n", "b91gt/c9uEeiCw1dvLqvEoCTVW0khJvJy4we5lEJIYKRT2+3HQ5Hn+Oenh5VBhMoHT3OPsfNXfY+\n", "x1rt1Ui2ZGsh218+XRJOmzaN9evXk5WVRVlZGVOnTlV7XKrKjLEwMT6M8/WdjAkzMi3ZOtxDEkIE\n", "KZ/nSdpsNqqrq0lOTiY0NFTtcak+T7Kho4emTjuRFiNJESGq5QghgosqPUlwz4fMysoa0KCCUVy4\n", "mbhw83APQwgR5HzqSW7cuFHtcQQVrfZqJFuytZDtL5+K5K07ke/YsUOVwQghRLDxqUiazWbq6uo8\n", "x93d3aoNKBjk5eVJtmRL9ijN9pdPPcmOjg5+9atfeT5IKS0tVf1GYEIIEQx8upIMDQ3ltddeY82a\n", "NaxZs4Zp06apPa5hpdVejWRLthay/eVTkbz14/Lp06erMhghhAg2g95PUi2yn6QQQg2q7SdZUVHB\n", "sWPHcDgclJeXD2hwQggx0vhUJI8cOUJ1dTVXr17FaDRy9OhRtcc1rLTaq5FsydZCtr98KpLV1dUs\n", "WLDAsxtQeHi4qoMSQohg4dMUIIPBMKAXP3v2LOfPn8flcjFv3jzS0tKoqalh7969GAwGFi5cSHJy\n", "8oBeW01anT8m2ZKthWx/+VQku7q6sNvd24nZ7fbbVuDcSWNjI6tXrwZg+/btpKWlcezYMZ5//nlA\n", "vZuICSHEUPHp7fbSpUtZu3YtpaWlbNmyhSVLlvj04vn5+bc9FhYW5vnabA7ODSa02quRbMnWQra/\n", "fLqSjI2N5Rvf+MaAQ3bv3k1ubi7Q974yJpNpwK8phBCB4PMUoHPnzrF161YuXLjgV8D+/fvJyckh\n", "Li4OAKfzi13BdTqd1+f2/tfm0KFDATvOy8sLaF7v45u9muHI7y3Q+beOQf7e8vdWO99XPk0m3717\n", "N1FRUcycOZPTp0/T2dnJokWL7vriBw8eJD4+nkmTJnke27hxI6tWrUJRFLZt28aKFSv6fa5MJhdC\n", "qEGVyeQtLS3k5uZiNpvJzc2lsbHxrs+pq6ujuLiY0tJSNm3axNtvvw3A3LlzWbduHevWrWPu3Lk+\n", "DzSQBvovjmRLtmQHf7a/fOpJ3ql32NraSmRkZL/fS0hI4KWXXrrt8ZSUFJ599lk/hiiEEMPHpyvJ\n", "zs5OGhoaAGhoaPB8+LJv3z71RjaMtDp/LBDZ5Y2dvHemhr0Xm2jq/OKum6P9vCU7eLL95dOVZE1N\n", "DX/4wx9ITU2lqqqKjIwMCgoKKC0t5fHHH1d7jGKUqG7t5qUdZbTY3LcofiE3haemJw7zqITwzqcr\n", "yfz8fF566SW++tWv8tJLL/HMM8+wZs0ali9frvb4hoVWezVqZ7d1OzwFEuB0VZvnXcloPm/JDq5s\n", "f/lUJOfMmXPHx/fs2TOkAxKjV1y4mek37nGuAx6eFHfXaWBCDLdB7yep1tJCmQI0OtW193C5xUa4\n", "2cD42FBMRp+n6goxJFS777YQQyHBaibBGpzLUYXoj/wz3g+t9mokW7K1kO0vKZJCCOGF9CSFEJqi\n", "2j1u7kQ+nRRCjGY+Fcm6uro7fs+fijxSaLVXI9mSrYVsf/lUJP/7v/+b69ev9/s9q9U6pAMSQohg\n", "4lNP8p133iE2Npa2tjbuu+8+MjIyVB+Y9CSFEGpQZZ7kk08+idlsxuVyceLECfbv38/Xv/71AQ9S\n", "CCFGCp/ebre2tgLQ1NTE1atXiY6OVnVQw02rvRrJlmwtZPvLpyvJd999l7i4OOLi4nj00UeD9gZe\n", "Qggx1HzqSf7xj3/kG9/4RkCn+0hPUgihBlXmST7//PMyH1IIoUk+FUmz2UxFRQXHjh3D4XBQXl6u\n", "9riGlVZ7NZIt2VrI9pdPRfLIkSNUV1dz9epVjEYjR48eVXtcQggRFHwqktXV1SxYsAC93v3j4eHh\n", "qg5quGn13h+SLdlayPaXT0XSYDCoPQ4hhAhKPhXJrq4u7HY7AHa7HZfLpeqghptWezWSLdlayPaX\n", "T/Mkly5dytq1a6mpqcHpdLJs2TK1xyWEEEFh0PtJqkXmSQoh1BCQ/SSLiooG8jQhhBhxvBbJn//8\n", "5xQWFvLHP/6RH/7wh6xdu5Z//dd/paKiIkDDGx5a7dVItmRrIdtfXnuSX/nKV0hPT+e9997jZz/7\n", "GQaDgaeffpr3338/UOMTQohh5fVKMj09HQCTyeSZBmQ0GgkLC1N/ZMNIq/PHJFuytZDtL596kjab\n", "rc9xe3u7KoMRQohg41ORnDlzJu+++y6nTp1i3bp1zJw5U+1xDSut9mokW7K1kO0vn+ZJTp48mczM\n", "TKqqqli5ciWhoaE+vbjL5UJRFFmxI4QYsQY9T3LPnj0sXrz4tseLioooLy9n5cqVpKSkALB161ac\n", "TicA2dnZTJs27Y6vK/MkhRBqUOUeN97cqT+5bNkyzp071+cxi8XCkiVLBhsphBABM6DJ5APldDop\n", "LCxkw4YNnDp1KpDRftFqr0ayJVsL2f4a9JWkP3qv+d6xY8ddf/7QoUOeqQI3f6mj/bj3uQc6v6Sk\n", "ZNjOv6SkJODnGwzHN8nfO7D5/hh0T3LTpk2sXLmy3++dO3eO6OhoT0+ytzv1Mm+SnqQQQg0BWbs9\n", "UJWVlZ6vb517OZRaux3s+byRN4svc6qqFYcrKPfwEEKMAIMukne6QdiePXs4dOgQe/bs4cCBA4C7\n", "SBYUFFBQUMDEiRMHG31HJdfa+V/7L7P1s0ZeLiqjrLHTr+drtVcj2ZKthWx/DboneafL1v7eSufn\n", "5w82zifVrd2er10KXLc5ApIrhBh9RuV+khcaOvjBBxfptLsYFx3CT5dmkxwZMsQjFEKMRKrMk/zo\n", "o49ueywsLIxZs2ZhNAb0A3KfTIgL5/97bAItNgcJVjNJEVIghRAD47Un+corr1BdXc21a9eYPn16\n", "n//Fx8cH9ZZp42JCmZ4cMaACqdVejWRLthay/eX1MvDHP/4xAKGhocTGxvb5XmxsLH/961/VG5kQ\n", "QgSBQX26HaTtzEHT6j57ki3ZWsj2l09Fcv78+f0+Pm/evCEdjBBCBBufimRiYmK/jyclJQ3pYIKF\n", "Vns1ki3ZWsj2l89vt69fv055ebmqK2WEECLYeJ0neezYMXJzczl48CDt7e2kpKRQVlbGhAkTmDp1\n", "qqoDk7XbQgg1DOna7erqagBqa2tZvnw5M2bMYPXq1bftEymEEKOVT2+3b50wrtcHdF+MQbnSYmPj\n", "p3XsvNBIXXuPT8/Raq9GsiVbC9n+8jpPsqSkBLvdzsWLFz3bodntdux2e0AGN1jNnXZ+sqecyhb3\n", "Wu6HJ43hxflpmAwjp8gLIYaX32u3KyoqiIyMvG1y+VAbip7k1es2/kfBZ57jtKgQfrNiAhGW4FtK\n", "KYQIDNX3k8zIyFC9QA6VaIuRB8fHeI5X3BNHeEhw3LmxsaOHz+o6qLouswWECGY+F0m73U5dXR0u\n", "l4u2tjY1xzRkrCFGvpmbyqvLsvnFI+NZOmEM+jvsf9mb2v2SuvYeXv2wgu9sucC3t1zgYsMX+11q\n", "tU8k2ZIdrHwqkuXl5WzevJldu3YB7lvDjhSxYSbmpEUyPTmCcHNwXEVeabFRUtsBQFu3kyOXrw/z\n", "iIQQd+JTkTxx4gRPPvkkVqsVvV6P1WpVe1zDSu11pdYQA/peF7RJEeaAZXsj2ZKthWx/+fQJhsVi\n", "UXscmpIVG8orS7IoutDItCQrs1Ijh3tIQog78OlKsqurq8+xwzG6b4egdr/EZNAzd1wUP16cxeqp\n", "CcSGmQKW7Y1kS7YWsv3l05XkzJkz+ctf/kJraysbNmwgNzdX7XEJIURQ8HmeZGdnJ7W1taSlpWEy\n", "me7+hEGStdtCjB4uReFaaw8uRSEpwjysCzpUuccNuO9pk5mZOaBBCSG07fiVVn6y5xJOReEHC9NZ\n", "mBWDQX/36XjBwKdyvn37dq5cuUJFRQXvvPMOFy9eVHtcw0qrvRqtZh8/cZLrNjvdDmfAs7XwO2/p\n", "svPm4SvYXQouBX558DKfll0OSPZQ8KlI9vT0kJqayunTp3nuuec4deqU2uMSIiA6epyU6RL5n5su\n", "8KuDV6hp6777k4RfjHodkSFfvGm1mg3oFNcwjsg/Pr3d1uv16PV6z1SgkJDRfYtWrc4f02L2paYu\n", "/u8n9QDUtvcwJTGcFZPjA5avhd+5NcTId/PH8dsjV+lxKHxrfhqTEsIDkj0UfCqSPT09tLe3e4rk\n", "aL0BmNAeh7PvFY3NMXKucEaS7DFhvLpsPIqiEGIMjpVvvvLp7XZKSgqbNm1i3rx5fPrpp5SXl6s9\n", "rmGlhT6RZLtlxIayPCcKHe5J/vPGRQU0X0u/c7NB7ymQo26e5IIFC1iwYAEAkyZNYvz48aoOSohA\n", "iQ41kR/TydNPTSbMpCc6VP3pbWJk8Xs/yUCReZJCCDWovp8kQFFR0UCeJoQQI45PRXLXrl28//77\n", "vPbaa6xbt45PPvnEpxd3uVw4nYGfezZYWuoTSbZkay3bXz4Vyfb2dp566immTJnCs88+S05Ozl2f\n", "U1RUxFtvvUVtba3nsZqaGtauXcu7777LtWvXBj5qIYQIEJ8+uNHd2M3b5XJPj7j17on9WbZs2W23\n", "nj127BjPP/88AJs2bfLcXCzYaGHummRLtlaz/eXTleTNrdEMBgOtra0DvltiWFiY52uz2ezlJ4UQ\n", "Ijj4VCSfeOIJAJYuXcrevXuZPHnygMJ6f5AeiJ2EBkqrvRrJlmwtZPvL52WJ4F6OuGrVqgGH9f4Q\n", "R+fjDbluXpbf/KUO9njB/ffzWV0HRy41kh5lZl5WPNYQ45C9/mCPe597oPNLSkqG7fxLSkoCfr7B\n", "cHyT/L0Dm++PAc2TPHDgAPn5+Xf9uXPnzhEdHU1KSgoAGzduZNWqVSiKwrZt21ixYsUdnzuYeZIt\n", "XXYqmm2YDTqyYkOxmL5YBnWxoZPvbLmA3eU+7VeWZDI/Pdqv17fZnXQ5XESGGEfMdk9CCDdV9pM8\n", "dOgQ165dw2BwF5vPPvvsrkVyz549lJeXY7FYyMjIID8/n7lz57Ju3ToURWHx4sU+D9JXLV12uh0u\n", "1p2uZfv5RgD+OW8syyaO8Vy5NtscngIJcKnZxvx03zOqW7t56+OrfN7YxTMzElg6YQyhppG1FlUI\n", "4TufimRjYyNr1qzxHNfU1Nz1Of0VwZSUFJ599lk/hue7c7XtvL6vkhWT4zwFEmB9SR1fyozGemOr\n", "ptQIM0lWMzXtPZgMOmYmR9z2Wjff5nf2ODEZdH12Ud5f3syRK60A/P8fV5ETF87kxKHb0aR3iyHQ\n", "JFuytZDtL593Ju8tLi5uqMcxKNe77LzxUSU17T2YDXqSIszUtPUAMCkhnBDjF0UuJcrCa8uzudbW\n", "Q0yokazY0NteL8Ri4ePKFv544hopkSG8kJtCWpR7B6TuW3aJcQbnqk4hxBDx2pO8Oc/x6NGjjB07\n", "1tNbPHz4MC+88IKqA/OnJ9nSZefbmy9Q097D/5iTjNmop+p6N6EmPRPiwsjPivEr+1JTF9/aWIrz\n", "xm/mkUlxfCdvLACXW7r4+d4KKltsPDU9kaemJ3iuUoUQwW9Ie5I3L4nnzp076IGpKTrUxPcWjuNn\n", "H1ag1+l460gVsaFG7C6lz47IvnK4FE+BBGixfTEvdFx0KK8vH0+300W0xdjnQyFfuBSFiw2d1Lb3\n", "kBwRQvaYUJ8+6RdCDA+v8ySfe+45Jk+e7JkXWVZWhsFg4Gtf+1pABueP6ckR/HblRPIzo/n7uakA\n", "TEkMJy/T//0BW6vL+dqsJACiLEaeneH+WlEUzlS38fN9l3jndA1Nnf5Pqv+8oZN/3vY5P91bwT9t\n", "vcDFxr73NNfq3DXJluxg5fUyy2q1ArB7926ioqJ46KGHOHPmDIcPH2bRokWBGJ9fxoS7V/E8PiWe\n", "L2fHEGrSE2oyYHe6KKnp4Ojl60xODGd2aoTXt8hdrS08MfceFmXFYDbqSbC6X/fq9W5+tLOMHqfC\n", "X691YNDpPW/DfWF3urja0o39xmVqj1Oh6no3OXFhd3mmEGK4+LTipqWlhdzcXMxmM/fddx+NjY13\n", "f9IwMup1xIaZPFNzyhq7eLnoIhvP1vPzDys4W9vh9fl5eXmEmgykRIVg1Oto73Yvy+xxuujp9T68\n", "ptWG0+XbBzeldR28tP0iTkXh5tRKgw4SI/ouz9TqelrJluxg5VPD7k5LCFtbW4mMjBzSAamhpctB\n", "71p285PvO3G4FFq67Hxa087vjlYzJszI9xamkxQRwpppCRSU1GEx6nnu3mSfJpM3dPTw77vKabE5\n", "aOxy8E95Y9HpdIyLtjBBriID6lprN+fqOjDrdUxODPe8+xDiTny6kuzs7KShoQGAhoYGzxrsffv2\n", "qTeyITQ2OoTkG1dsYSa913mNXXYnm/5azYdlzbz+USVjwkzcnxHNudoOdMBz9ybx21UT+e2qiUxL\n", "tvqU73AqtN24Gq1u7ead07XMHxfFPQnhtxVZrfaJApF9vcvBL/ZX8sZHlfz0wwreO1OH3eka9ect\n", "2YPj05VkTU0Nf/jDH0hNTaWqqoqMjAwKCgooLS3l8ccfV3uMg5YaZeG15eOpa3fPjUyPCaWjx8nn\n", "DZ102p1kx4aSGOG+TW5ls43fn6jj67OTyYqx8KXMaP7reDXgvkfz45PjyR7j39XfmHAT38kbx68O\n", "Xsag1/Gt+WlEWmTaUKC19zgp6dVqOXL5Os/fmzSMIxIjgU9rt0+cOMGcOXN8fnwoqH2Pmw8+q+c3\n", "xVcBuCc+jBdyU0iKDKGhvYfvbP2c3FQrq6Yl8r/3V9LU5b4KNOl1/N8193gKqj/sDhfX2nrQ6yEl\n", "MgS9TPsJuLZuB/9x4DLFldcB+Mq9STx3bxJGWX+vKaqs3b5TIVSrQKrN7nSx6/Mmz/Fn9Z2cudbO\n", "e2dq+XbeOP72vhScikLR+UaSIkI8RTI50txn9Y4/TEY942IsQzJ+MTARIUa+NT+NJTmxmAw6JsSH\n", "S4EUdzWw/8ePIJ09Dk5VtbLn8yYuNbnnJJoMeuaN/WL+5MopccSHm5maZMVmd5LtvMaMJCsHK1q4\n", "PyOKB8fH8EB2DD96IFP1W45qtU8UqOx4q5kFGdHcNzaKqBstDy2ct2QP3KhvjJ2qaucney8B7onh\n", "v3lsAimRISyfNIb0GAs9ThfFFdf55dnLGHSQHhMK3V3cExvKMzMS+T/HqpmdauWbualk9rPOWwgx\n", "uo36+26/efgKW881YNDBC7mpNHT0YDEamJoUTmOnnTFhJn5YVOb5+RnJVl5fPh6DXkdnj5OK5i5O\n", "VrURG2aix+Hi05oOnr83kSw/P7wRQgQHVXqSI9mXMqJJjgghPszIn0/VcOV6NwCzUiMw6HQsnxhL\n", "uNlAR4971/SUyBBq2rpJjbLQ2u3glT2XaL7Rk1xxTxyXmrt4dV8Fv3g0h2hL8N6CQggxNEZ1T9Lu\n", "dHGlxcbvj1ZR2dJNVWs3ESEGpiVZ6XG4iAs3UVx5nX97IIMHsmNYOSUei1FPaZV7RVF7t9NTIAEq\n", "mruIDzdT127H7lDnAlyrfSLJluxgNaqLZPX1bo5edk/3+KS6jWemJ/LMjEQMepicGE5sqJEvZUTz\n", "51PX0AHZsaHs/ryJ6BD3J55x4SZy09yb8upwX5XanS7+YV4q0aGj/iJcCMEo60l29DgJMeo90zrO\n", "VLdR3tTFb49UAfCDhen84kClZ4nii/PT2HS2jqpW9zLF7NhQvr9wHOFmA5/VdWA26kmPslDd3kO3\n", "3cmBSy3BhgcOAAAT3ElEQVQkRYSw4p444q2ynE2IkUiTPUmbw8nB8hYKSuqYFB/G8/cmkRgRQmpk\n", "CE6Xi58syfTsEdl3DXc3LgWWTYglwWpGAUJNel7dV8FndZ0APDczkRnJEfxob4XneRPiwqRICqER\n", "o+Lt9qUmG//7wGUqmm0UXWji+NVWzta088b+Ss5c6+BqazevfVRJeWMXs1Ldb58jQwykx1j4Zm4K\n", "Fc02/nyqhl0XGmmxOTwFEqC44jqddmefvPaevsdDSat9IsmW7GA1Kopkzy33nYm0GPnRzjLOXGsn\n", "xKjn90ersTsV1p2pZU6qlf94ZDwvLcrgrSNVVLf2UFrvLoq17XbO1nTwYPYXt5hdlB3N+DGh3Jvi\n", "3sxiXFQIU5LufuOvli47de092J2uu/6sECJ4jYq32+kxFpZPiGXHhSYSwk3Eh5notN8oTjr3hy43\n", "32VfaOjiamsPD+WMYVJ8GLcuoXYqMHdcNKlRFkJNBvIyokiMCOGHX86gpcuBSa+jpq2HVpuD8WNC\n", "CTHefvuG8qYufrbnEvUdPfzjvDQezIn1eTmjVvf4k2zJDlajokhGh5p4akYi89Kj6LK7CDXq+fb8\n", "NDocLtKjQ/invLH86eQ1EqxmJieEc+RKK2eutfHi/DSMeggzGdhzsYmcuDAqmrto7LTz4cUmnpqe\n", "SNyN/QajQ03odTp+c+gyByvcn5j/YOE4FueM6TMWRVH4y6karra652P+uvgKkxLCZPK5ECPUqHi7\n", "7VIUNn5az493X+L1jyr52b4KIkKN2OxO1p6uZeeFRr59/1ienp5AfLiJJeNj+LCsmR/sKKOsuZsZ\n", "yeFEmA0cu9LK3ovNTEsM498ezOThSWP67PfY1Gn3FEiAjWfr6Xb07U/qdDp6XzTqbjzmK632iSRb\n", "soPVqLiStDtdnr4iQEa0hc1n65mVGkF5Yxd/NzeV1/dV0O1UeGJqHBcauqhotgHw6ocV/PKR8Xxl\n", "VhKVLTYSws301JQxc9bM23LCzQYSwk3UdbhvADY9yYrZcPu/M8/fm0R1azd17Xb+fl4qaVH+b60m\n", "hAgOo2ae5P7yZl79sAIFeG1ZFtVtPRh1Ouo77Fy5bmN/eQsAuWMjae92cq7OvfmqXgcvfzkDs0HP\n", "vPS731mxormLI5XXiQ41Mjs18o5Tgdq6HdidLqIsJp9u8SCECAxNzpMEWDAuijcfn4DTpbD7YjPb\n", "PnPfbiIvI4rZqZGeInm2tp0fLEznzeKrtHU7+OqsZK7bHByuaGHuuMi7vjXOiAklI+buuwFFDOB+\n", "30KI4DMqepLg3tR2Qnw4CVYzBy+1eB4/ermVuHATX5uVxMLMaH6wMB2zHv4lfxzfW5jO+DGhlDV2\n", "cU+i1VMgh7Jf0u1wcezKdX778VWKK1rosnufY6nVPpFkS3awGnWXO+FmA3PHRnp2Hp+ebOWD0gba\n", "u53cm2qlrr2H3x6pwqXAPQlh/MPcVPIyogkz63G4lCHfqfpCQyf/trMccH/Q88bybO5NDf47TAoh\n", "3EZNT7K3k1dbqWrtxu500dDpYENJHSvuiaO120G3w8WRy60ApEWF8MTUeP7z4yosJj0vfzmD2WlD\n", "W8AOXGrmZ72WNP5gYTqLc2KHNEMI4Tt/e5Kj5u12bzGhRv504hoNnQ6iQwy8viybnLhQkqwhZPXq\n", "Jy7OieXNw1exuxTaup38n2PVdN5hyWFtWzclNe1cbbH5NZaMmFBiw9wX7BEhBrLGyO7mQowko6ZI\n", "VjZ3UfBX95zIEKOeV5dlk5sWwZQkK784cJn/OHiFk9WtzEuP4pu5KTw+OY5pSeGYer29DjHouNjY\n", "ydGL1/osJ6xutfGjnWV8d9vnfGfrBcoaO/sbQr/GRVv45SM5vPHweH69YgJZd7kFhFb7RJIt2cEq\n", "4D3JrVu34nS6r9ays7OZNm3aoF+zrr2HHxWVeeYvrp4az8mrrbgUWD5xDA2d7scvNnRR09ZDRrQF\n", "s15HiE7Hyw9k8rujVwk3GXj0njh+uKMMp6Lwamg4s270Di83d3O5xb2Cpq3bybnaDr/uvZ0aZSE1\n", "Su6UKMRIFPAiabFYWLJkyZC+ZkuX3VMgAc7VdpBgDeHE1VZCTX0vljvsTu7PiOK+cVGUN3ay9VwN\n", "C9KjmDs2kpeLyrHf2EvtVFWbp0hGWgx91n/Hh6u3TZpW19NKtmQHq4AXSafTSWFhIYqikJmZOeib\n", "fTV09HCxoZOZKVZOV7cDcN/YSD4obUABHC6FZ2YkcqGhk+nJVi7UdbAkJ5Yuu5PfFF/hs7pOTlS1\n", "EWUxYjLoPEUyMzaUNpuDCIuR8WPC+MnSLA5camFGspXJPuwCJIQYHQLek1y2bBmrV6/miSeeoLa2\n", "dtCvV9bYxa+Lr/LIxDH847xU/uVLY0mJNGPU65iVYmVslIUEqwlFUfiorJmH74nDbNDjVBS67F/0\n", "HdeX1PHTpVk8f28i/zAvlR3nG/n4xq0fzEY9c8dF8f2F6SydMIZIFSeKa7VPJNmSHayG9YMbk8n7\n", "3QZ7/yIPHTrU77H5xm4SP99XSXHldcaEmYgLNfHP948lymLk5Z1lFJbU85UZcbw4NYSJ8eE0dvRQ\n", "drWOb92XSJhJj0EHf3NvPO3tbbx3po63jlTx12vtnLxy/a75o+m4pKRk2PJLSkqG/fy1dqzlv7c/\n", "Aj5PsrKykvT0dAC2bdvGo48+2u/P+TpPsr3bwfbzjRSdb2R2aiRPz0ggLtxMq83O0cutdPQ4mZQQ\n", "RkSIkXCzgfoOOz/dc4ma9h6+nB3DV2YmYjToibeaaey08/KOi57bzr6yJIv5PqznFkKMHEG/druy\n", "spJjx44BMHPm7Tvt+MsaYuSJqQksnzCGUJMe441deSItJjJiQtl/qZlNZ+vZV9bC+LhQnp2RRE27\n", "+8Zf+8qaeXB8DLlj3YUw0WrmJ0uzuNxiI/JGL1IIoW0Bf7udn5/PmjVrWLNmDTk5OUPymga9jgiL\n", "0VMgAVq7Hbyxv5Iwk4EPy1pQgM8buqho7iLc/MVu4rcuQ0yNsuC88ilTEq0+7yY+lLTaJ5JsyQ5W\n", "o27t9k0ul0K3w8WtS7HDze5bMpyv7+TB8TFkxsj8RSHEnY26tdttNgeVLTYsRh3XbU62nKsnJTKE\n", "A5damJpk5WuzkrA5XNgdCsmRZqJCvX94JIQYXYK+J6mmjh4nf/mkho1n69EB//ZgBt+anwbAU9MT\n", "CTPr+71xlxBC3MmoWbsN0NxpZ+PZesC9Oua/T9YQHmIgMSKEmDCTzwVSq70ayZZsLWT7a1QVSYtJ\n", "T3zYF2+fs8eEEtLPPWiEEMJXo64neampi6LzjURaDDyQHUtypNyESwjxBU33JMG95vofb/QhhRBi\n", "sOS9aD+02quRbMnWQra/pEgKIYQXo64nKYQQ3sg9boQQYghJkeyHVns1ki3ZWsj2lxRJIYTwQnqS\n", "QghNkZ6kEEIMISmS/dBqr0ayJVsL2f6SIimEEF5IT1IIoSnSkxRCiCEkRbIfWu3VSLZkayHbX1Ik\n", "hRDCC+lJCiE0RXqSQggxhKRI9kOrvRrJlmwtZPtLiqQQQnghPUkhhKZIT1IIIYaQFMl+aLVXI9mS\n", "rYVsf0mRFEIIL6QnKYTQFOlJCiHEEJIi2Q+t9mokW7K1kO0vY6ADa2pq2Lt3LwaDgYULF5KcnBzo\n", "IQghhM8C3pPcsmULjz32GACbNm1i5cqV/f6c9CSFEGoI+p5kWFiY52uz2RzoeCGE8EvAi2TvC1eT\n", "yRToeJ9otVcj2ZKthWx/BfztdlFREcuWLQNgz549LF68uN+fO3nyJC0tLYEcmhBCA6Kjo5k9e7bP\n", "Px/wD266uroA9xXlza/7489JCCGEWgJ+JVldXc3+/ftRFIXFixeTkJAQyHghhPBL0K64EUKIYCCT\n", "yYUQwgspkkII4YUUyWHmcrlwOp2ayxZipAj4p9t3M5zLFrdu3eopGtnZ2UybNk3VvKKiIsrLy1m5\n", "ciUpKSlA4M6/v+xAnv/Zs2c5f/48LpeLefPmkZaWFrBz7y87UOd++PBhamtrARg3bhyzZ88O2Hn3\n", "lx2o8+7q6uLXv/41X//61wP+33p/2X6dtxJkNm/e7Pl648aNAc3etWtXQPMURVHOnj2rVFVVeY4D\n", "ef63Zgfy/Pfv3+/5+oMPPlAUJXDn3l/2cPztd+7cqSjK8Pw3fzM7UOe9Y8cO5eTJk8Py33p/2f6c\n", "d9BdSQ7nskWn00lhYSGKopCZmTksa8e1cv75+fm3PRaoc+8vO5DnXlFRwYYNG1i1ahUQ2L/5rdmB\n", "OO/m5mbCwsKwWCx9Hg/Eed8p25/zDroiqQzjssWbK4EAduzYEdDsm7R2/rt37yY3NxcI/Ln3zg7k\n", "uWdkZPDiiy+yefNmsrKyAnret2YH4rwPHTrEI488QmlpaZ/HA3Hed8r257yDrkj2/iBBp9MN2ziG\n", "a125ls5///795OTkEBcXBwT23G/N7i0Q526xWIiIiAAC/zfvnd2bWuddW1vLli1bqKurIyMjw9MX\n", "DMR53ym7t7udd9AVSV+XLaqhsrKS9PR0AGw2W0Czb9LK+R88eJDExEQyMjI8jwXq3PvLDtS5NzU1\n", "ERsbC3xxJRWo8+4vOxDn/cILLwBw7tw5oqOjPY8H4rzvlO3PeQddkZw7dy7r1q3zLFsMpMrKSo4d\n", "OwbAzJkzVc/bs2cP5eXlWCwWMjIyyM/PD9j595cdqPOvq6ujuLiYSZMmUVpaSltbG1/96lcDcu53\n", "yg7UuRcXF9Pd3Q3AnDlzgMD9N99fdqDOu6mpiUOHDvW5mgvUefeX7c95y7JEIYTwQiaTCyGEF1Ik\n", "hRDCCymSQgjhhRRJIYTwQoqkEEJ4IUVSCCG8kCIphBBeSJEcwV555ZUhe626ujreffddNm/ezPvv\n", "v4/D4ejz/W3btvX7PIfDwZYtW9i0aRMFBQVcuHBhQPknT57kd7/73YCeO5rd6fd+q507d7JhwwaV\n", "R6NNQbfiRvjum9/85pC91r59+3j66afR6XQ0NDSwf/9+HnzwQc/377Rs7Pjx4+Tn53uWfK1du5YJ\n", "Eyb4nT979mwqKysHNvhRzNfleg899BCFhYUqj0abpEiOQDU1NRw5coSysjK++93veh7v7OyksLAQ\n", "q9WKwWDg/PnzfO973/N8f9euXbS3t2MwGLDb7axYsYKQkBAADAYDXV1dhIWFebaXAveV4o4dOygt\n", "LWXTpk0A5OTkMGXKFADmz5/fZ2z+bFSwZ88empqaMBqNGAwGXC6X53vnz5/n9OnThIaGYrPZmDNn\n", "DllZWVy7do0//elP5OTksHr1ampra3n33XeJj4/nmWeewWi883/SRUVFnD9/npiYGCIjI+ns7GT6\n", "9OlMnTrVaya4txjbtWsX06dPp6KiArPZTEJCAnl5eYB7yV99fT0Gg8Gz9O/JJ5+86++goqKC4uJi\n", "rFYrer2ehoYG/uZv/gaAAwcO9Pm9x8TEsHDhQsD9d9m4cSN6vR5FUQK6ObXmDGIvSzHM3n///T7H\n", "5eXlns1UFUVRKioqPF8XFxcr58+f9xy3tbUpGzZs8Bw3NjYq//7v/678+c9/Vl577TXF5XJ5zerP\n", "li1blMrKSp/GfvbsWeXjjz/2HNfX1yuvv/66oiiK0tHRobz99tt9fr6goEDp6elRFEVRamtrlT17\n", "9ni+t27dOp8yFUVRvv/97ytOp9Nz/N577ymdnZ13zbw55jfffFPp7u7u83Pnz59Xjh496jl2uVxK\n", "cXGxT+P54IMP+vzOev/NFOXOv/etW7cq9fX1nuOjR48qBQUFPmUK/8iV5CiSmZmJ0+lk586dnm2o\n", "bu50UlVVxYIFCzw/a7Va+zy3qKiIl19+mZCQEKqqqti9ezdLly71KdfhcFBYWEh+fj5JSUk+Pefz\n", "zz/noYce8hzHxcWRlpYGuLe3am1t9VxBgXunlubmZhISEkhISKC+vh5wX1X7cxU1bdo09PovWvET\n", "JkyguroavV7vNfOmBx544LYNYi9cuMCSJUs8xzqdrs/v2puHH36Y48ePc+7cORwOBwkJCZ6/mTft\n", "7e19tnmbOXMmly9f9ilT+EeK5Chy5swZZsyYwfjx4wH3PU1ubgmVlpbGhQsXPP3C9vb2255/8633\n", "mDFj6Ozs9Cmzo6ODwsJCVqxY0WcrqrvJycnh9OnTzJs3D4D6+nquXLkCQFpaGomJiaxcudLz873f\n", "ioO7h3nixAmuXLnCihUrfM799NNPcblcnkJ58eJFHn30UQwGw10zFUXpt52QlZVFSUmJZ2cdoM/v\n", "2ptPPvmE++67z3P8zjvveDYC9iY8PJyGhgZPoTx16lSfTWzF0JFdgEagjz76iJaWFkpKSjxXRsuW\n", "LWPbtm19rpIAHnvsMc9jN3uSer0eu93OY4895imMFRUVHDt2jJCQEGw2GytWrOizvf6BAwdoampC\n", "r9fjcDhYsGABSUlJ/OY3vyE5OdlzdXVrn9Sb3bt309zcjMViwWazUVdXx7x585gzZw5Xrlzh+PHj\n", "nh5je3s7K1as6LNZ7H/913+RlJTEI4884vPv7ve//z1WqxWLxYLdbmfGjBlMmjQJwGvmsWPHOH36\n", "NAAJCQmkpqb2KW779u3r8/uZOHEi06dPv+t43nrrLZKTk1EUBZfL1afPCe5ie+bMGUJCQjy3Gpg+\n", "fToOh4P169djMpnQ6/VYrVaOHz/Oc88912efTDF4UiSFphQUFLBmzZrhHoYYQWSepNCMoqIiSktL\n", "2b59+3APRYwgciUpVFFRUeF5e3qrjIwMVXbBHo5Mb9rb29m7d2+/vUKr1RrwnffFwEiRFEIIL+Tt\n", "thBCeCFFUgghvJAiKYQQXkiRFEIIL/4fk+cYcFxjKqMAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.446816\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtYVOe9L/Avc2cYrsJwVS6CEqPGRKOGUDQ7qLReCtbc\n", "tDbpSZqz90l397N3d9q0Z++26WmatKeX7Ke7TdKdfXqL0WhERKJ4v2Q0isZoVAJeEFSQ+3WYGZjL\n", "On8QJqAwzALWzMD6fp4nz8MaZub7LjA/1vzWu94VJAiCACIiGpLC3wMgIgpkLJJERB6wSBIRecAi\n", "SUTkAYskEZEHLJJERB6opHxzq9WK119/HU8//TQSEhIAALt27YLT6QQATJ8+HXPmzJFyCEREYyJp\n", "kTx69ChWrFgx6DGdTodly5ZJGUtENG4kK5JtbW3Q6/XQ6XSDHnc6nSgsLIQgCEhNTcUDDzwg1RCI\n", "iMZMsiJpMpmwcuVKVFRUDHo8Ly/P/fWePXukiiciGheSFcmGhgYUFxejsbERKSkp7p7kQGq1etjX\n", "79u3D0qlUqrhEZFMRUREYP78+V4/X7Ii+dxzzwEAysvLERER4X68pqYGycnJAACbzTbs65VKJT+K\n", "E9G4O3v2rKjnSzoFqLW1FSaTCRcvXnQ/VlNTg23btmHbtm2YOXOmlPGjZjKZmM1sZk/SbLEkPbsd\n", "FRWF559/ftBjOTk5UkYSEY2roEBdKu3gwYP8uE1E4+7s2bN49NFHvX4+r7ghIvKARXIIcu3VMJvZ\n", "csgWi0WSiMgD9iSJSFbYkyQiGkcskkOQa6+G2cyWQ7ZYLJJERB6wJ0lEssKeJBHROGKRHIJcezXM\n", "ZrYcssVikSQi8oA9SSKSFfYkiYjGEYvkEOTaq2E2s+WQLRaLJBGRB+xJEpGssCdJRDSOWCSHINde\n", "DbOZLYdssVgkiYg8YE+SiGSFPUkionHEIjkEufZqmM1sOWSLJWmRtFqtePXVV1FXV+d+rL6+Hps2\n", "bcKWLVtw+/ZtKeOJiMZM0p5kaWkpjEYj4uLikJCQAAAoLi7GmjVrAABFRUXIz88f8rXsSRKRFAKm\n", "J9nW1ga9Xg+dTjfocb1e7/5ao9FIFU9ENC4kK5ImkwnZ2dl3PT7wwFWtVksVPyZy7dUwm9lyyBZL\n", "siLZ0NCA4uJimEwmXLx40f240+l0fx0UFOTxPQb+IE0mE7cl3r5w4YLf8i9cuOD3/Zfbtpx/32JI\n", "Pk+yvLwcERER7p7kjh07UFBQAEEQUFJSgtWrVw/5OvYkiUgKYnuSKgnHgtbWVphMJqSkpLiL5KJF\n", "i7B582YIgoDc3Fwp44mIxkzSKUBRUVF4/vnnsXz5cvdjCQkJeOqpp7B+/XoYjUYp40et/7C8vqsH\n", "J6rbcb6uC1a7c4RXjW+2PzCb2XLIFkvSI8mJrLm7F68cqkZlkwUA8L0l05CbMcXPoyIiX+O128O4\n", "3GTBt3dWurfnJRjw2pfToRjhZBMRBbaAmSc50YXrVDCGfDFFadHUcBZIIhlikRyCyWRCbKgGr+RN\n", "xz9/aSpeXpaK3Iwon2X7C7OZLYdssdiT9CA5MhjJkcH+HgYR+RF7kkQkK+xJEhGNIxbJIci1V8Ns\n", "ZsshWywWSSIiD9iTJCJZYU+SiGgcsUgOQa69GmYzWw7ZYrFIEhF5wJ4kEckKe5JEROOIRXIIcu3V\n", "MJvZcsgWi0WSiMgD9iSJSFbYkyQiGkcskkOQa6+G2cyWQ7ZYLJJERB6wJ0lEssKeJBHROJK0SJ44\n", "cQI7duzAjh078PHHHwMAdu3ahaKiIhQVFeHChQtSxo+aXHs1zGa2HLLFkvQeN1lZWe6v9+3bBwDQ\n", "6XRYtmyZlLFERONG8p5kdXU1tm/fjoKCAqSlpaG0tBQWiwWCICA1NXXYviN7kkQkBbE9ScnvlpiS\n", "koIXXngBO3fuRFpaGvLy8tzf27Nnj9TxRERj4pMTNzqdDqGhoXc9rlarPb5uYN/CZDL5bLv/a3/k\n", "3zkGX+a/8cYbPt/ffm+88QZ/3/x9+2xbDEk/bre2tiIqKgoA8MEHH2DlypWoqalBcnIyAKCkpASr\n", "Vq0a8rX+/LhtMpmQnZ3NbGYzexJmi/24LWmR3LVrF3p6egAACxYsQEpKCo4dO4aGhgYAwLx585CR\n", "kTHka9mTJCIpBFRPcvXq1Xc9lpOTI2UkEdG44mTyIYy2d8FsZjM78LPFkvzsNtFA9V09uN5qhUGr\n", "QsaUYOjUSn8PicgjXrtNPtPc3Yuf7K/C5WYrAOAHS5PxSHqUn0dFcuOTa7fPnDkzmpeRzLVY7O4C\n", "CQD7rrQiQP9GE7l5LJJvvfUWCgsL8f777+MXv/gFNm3ahNdeew0nT5701fj8Qq69Gqmzw3UqROu/\n", "mBu7cGoYgoKCfJLtCbPllS2Wx57kggULMH/+fOzcuRPPPvssoqOj0dTUhMOHD/tqfDSJxIVq8fO8\n", "6bjU2I1InQr3xob4e0hEI/KqJ1lYWIi1a9e6t4uLi7FmzRpJB8aeJBFJQZKepMPhGLRts9nEjYqI\n", "aILyqkhGRUXh5MmTsNlsOHnyJCIjI6Uel1/JtVfDbGbLIVssr4pkbm4uwsLCsHfvXoSFhXE9SCIS\n", "pbvXiYv1Zpyv60Knze7v4YjCeZJEJCmHS8DOS41461QdAGDdHCM2PhCHYD9dSOCTnuShQ4fEjYqI\n", "ZKurx4FtFxrd24UXG9Fhc3h4RWDxqkju3r170LbZbJZkMIFCrr0aZjNbCsEqBTJjvpjulTFFj/pb\n", "N3ySPR68unbb5XJJPQ4imqR0aiWeX5SIufEG9DpdyE6OQPXFMwCGXiYx0HjsSba1tcHhcGDfvn1Y\n", "sWIFBEGA0+nEoUOHsH79ekkHxp4kEUlhXNeTLC8vh91uR0NDAy5evNj3ApVqyHUiiYgmI489yYcf\n", "fhhLly5FXl4eli5diqVLlyI7O3vI+9VMJnLoEzGb2XLNFsurEzezZs2SehxERAFJ9DzJmpoaTJ06\n", "FQqFtIuasydJRFKQZJ7kr371K9TU1GD37t2ora1FcXHxqAdIRDSReFUkZ86c6b4NbFZWlqQDCgRy\n", "7dUwm9lyyBbLqyLpdDoBAEol70dCRPLiVU/ynXfegdFoRFpaGtLT01FUVIT8/HxJB8aeJBFJQZL7\n", "bq9duxYNDQ1ITU3F+fPnvb4C58SJE2hoaAAATJs2DfPnz0d9fT0OHjwIpVKJJUuWID4+3uvBEhH5\n", "mlcft/V6PVJTUwEA991336BVyq1W63AvQ1ZWFgoKClBQUICWlhYAQFlZGTZs2IAnn3wSp06dGsvY\n", "JSPXXg2zmS2HbLHGPI9n//79Hr9fXV2NX//610hPTwfQV3D7aTSascYTEUlqzEVypI/eKSkpeOGF\n", "F3D69GkAGHQLUbVaPdzL/Co7O5vZzGb2JM0WS9oZ4Z/T6XTuSxn7z5QDcN9OdDgDD8lNJhO3uc1t\n", "bo/LthhjXpnc05nu1tZWREVFAQA++OADrFy5Ejt27EBBQQEEQUBJScmwi2X48+y2yWTy2186ZjOb\n", "2dKS5Oz2aB0/fhw9PT0A+u7hDQCLFi3C5s2bIQgCcnNzpYwnIhozSY8kx4LzJIlICpJcu+2JTqcb\n", "61sQEQUs0UXSZrMN2s7Lyxu3wQSK0TZ4mc1sZgd+tlheFck//OEPOHHiBACgqalpwt0tsdfhwkc1\n", "HfjF4WrsrWxBZ8/EuVMbEfmXVz3JO/uO77//PtatWyfpwMazJ3mpwYx/3nXFvf3TZWlYnBw+Lu9N\n", "RBOLJD3JOxfYVakkPSk+7rpszkHbzZZeP42EiCYar4qkwzH442lv78QqMtMitZgWoQUAhGmVmGUM\n", "8fh8ufZqmM1sOWSL5dUh4Zw5c/D+++8jLS0N165dw+zZs6Ue17hKCNPhlRXT0dxtR3iwCknhPCNP\n", "RN7xep6kzWZDXV0d4uPjERwcLPW4OE+SiCQh2RU3Op0OaWlpoxoUEdFE5VVPcseOHVKPI6DItVfD\n", "bGbLIVssr4rkncuh7dmzR5LBEBEFGq+KpEajQWNjo3u7f9GKyUqu6+wxm9lyyBbLq55kd3c3fvvb\n", "37pPpFRUVEh+IzAiuemw2QEA4brAXIxarrw6kgwODsarr76Kxx57DI899hjmzJkj9bj8Sq69Gmb7\n", "L/tivRn/uPMyvrPzMi7Vm32a7Q+Trid55+nyuXPnSjIYIjlqtdjx80PVqO/qxe2uXvz8cDVaLXZ/\n", "D4s+N+b1JKXCeZIkFy3dvfiHokq0W/uubIsMVuEPBTMxRc8b5UlBsvUkq6urUVZWBofDgaqqqlEN\n", "jojuNiVEg+8vTYZBo4RBo8T3lyazQAYQr4rkyZMnUVdXh1u3bkGlUgXs/bLHi1x7Ncz2X/b8xDC8\n", "9bVMvPW1TDyQGObTbH+YdD3Juro6ZGVluVcDCgnxvEAEEYkXE6JBTAiPIAONV0VSqVRKPY6AItf5\n", "Y8xmthyyxfKqSFqtVtjtfWfb7Hb7XVfgEBFNVl4VyeXLl2PTpk2oqKhAcXExli1bJvW4/EquvRpm\n", "M1sO2WJ5dcVNVFQUnnnmGYmHQkQUeLyeJ1leXo5r165h5syZmDFjhldvfunSJVRWVsLlcmHx4sVI\n", "SkrCrl274HT23U5h+vTpw169w3mSRCQFSdaT3L9/P8LDw7FixQqcO3cOR44cwdKlS0d8XUtLC9au\n", "XQsA2L17N5KSkqDT6Sb9x3Uimjy86km2t7dj4cKF0Gg0WLhwIVpaWrx685ycnLseczqdKCwsxPbt\n", "23H27Flxo/URufZqmM1sOWSL5dWRpFo99KoknZ2dCAsbeeLr/v37sXDhQgBAXl6e+3GuS0lEgc6r\n", "I0mLxYLm5mYAQHNzM/rbmIcPHx7xtUePHkVGRgaio6Pv+t5wxbffwL82JpPJZ9vZ2dk+zRu43T9/\n", "zB/5A/k6/84x8PfN37fU+d7y6sTNb37zG/T29iIxMRG1tbVISUmBUqlERUUF/v3f/33Y13344YeI\n", "iYlBZmam+7GamhokJycDAEpKSrBq1aohX8sTN0QkBUlO3OTk5GDBggV3PX7mzJlhX9PY2Ijjx48j\n", "MzMTFRUV6OrqwsaNG1FTU4OysjIAwLx587weqC8N/AvPbGYze3Jli+VVkRyqQPY/fuDAAeTm5t71\n", "PaPRiJdeeumux4c6mUNEFKjGvJ5kUVGRJLdy4MdtIpKCZOtJEhHJEYvkEEZ7FozZzGZ24GeLxSJJ\n", "ROQBe5JEJCs+70kGBQWN9S2IiAKWV0WysbFx2O+JqcgThVx7NcxmthyyxfKqSP7lL39BR0fHkN8z\n", "GAzjOiAiokDiVU/y3XffRVRUFLq6uvDggw8iJSVF8oGxJ0lEUpDkssR169ZBo9HA5XLhzJkzOHr0\n", "KJ5++ulRD5KIaKLw6uN2Z2cnAKC1tRW3bt1CRESEpIPyN7n2apjNbDlki+XVkeSWLVsQHR2N6Oho\n", "rFq1ChoN7w1MRPLgVU/yT3/6E5555hmfTvdhT5KIpCDJPMkNGzZwPiQRyZJXRVKj0aC6uhplZWVw\n", "OByoqqqSelx+JddeDbOZLYdssbwqkidPnkRdXR1u3boFlUqFU6dOST0uIqKA4FWRrKurQ1ZWFhSK\n", "vqeHhIRIOih/8+eKycxmNrMDi1dFUqlUSj0OIqKA5FWRtFqtsNvtAAC73Q6XyyXpoPxNrr0aZjNb\n", "DtlieTVPcvny5di0aRPq6+vhdDoH3TubiGgyG/N6klLhPEkikoJP1pMsLS0dzcuIiCYcj0XylVde\n", "QWFhIf70pz/hBz/4ATZt2oTvf//7qK6u9tHw/EOuvRpmM1sO2WJ57El+/etfR3JyMt577z387Gc/\n", "g1KpxBNPPIGtW7d69eaXLl1CZWUlXC4XFi9ejKSkJNTX1+PgwYNQKpVYsmQJ4uPjx2VHiIik4LFI\n", "JicnAwDUarV7GpBKpYJer/fqzVtaWrB27VoAwO7du5GUlISysjJs2LABgHT3xxkruc4fYzaz5ZAt\n", "llc9SZvNNmjbbDZ79eY5OTl3PTawwHI1ISIKdF4VyXnz5mHLli04e/YsNm/ejHnz5okK2b9/PxYu\n", "XAgAGHgyXa1Wi3ofX5Frr4bZzJZDtlhezZOcNWsWUlNTUVtbi/z8fAQHB3sdcPToUWRkZCA6OhoA\n", "4HQ63d8baWUhk8nkPizv/6FO9u2B++7r/AsXLvht/y9cuODz/Q2E7X78ffs2X4wxz5M8cOAAcnNz\n", "h/zehx9+iJiYGGRmZrof27FjBwoKCiAIAkpKSrB69eohX8t5kkQkBUnucePJcP3JxsZGHD9+HJmZ\n", "maioqEBXVxc2btyIRYsWYfPmzRAEYdjiSkQUKEY1mdwbRqMRL730EvLz85Gfn4+NGzcCABISEvDU\n", "U09h/fr1MBqNUsWPiVx7NcxmthyyxZKsSBIRTQZj7klKNdeRPUkikoJPrt0mIpKLMRfJyXiDMLn2\n", "apjNbDlkizXmIinmsJWIaKLhepJEJCuSzJM8cuTIXY/p9Xo88MADUKnGPNWSiChgefy4/fLLL6Ou\n", "rg63b9/G3LlzB/0XExPj9ZJpE41cezXMZrYcssXyeBj44x//GAAQHByMqKioQd+LiorCp59+Kt3I\n", "iIgCwJhO3ARoO3PM5LrOHrOZLYdssbwqkg899NCQjy9evHhcB0NEFGi8KpKxsbFDPh4XFzeugwkU\n", "cu3VMJvZcsgWS9THbYfDcdcq5UREk5nHeZIXL17ExYsXYbfbMWfOHFy6dAkhISFISEhwrzQuFc6T\n", "JCIpjOu125999hmefPJJbNiwAbt378aGDRuQn5+PW7dujXmgctZo7sXlJguazL3+HgoRjcBjkeyf\n", "KK5QKNy3X+jfnsyk7JfcbLfh+7uv4Ns7K/GD0quo7RjcvpBrn4jZzA5UHudJhoaG4siRIzCbzQgP\n", "D8fhw4dhNBrdt5cl8a42W1Db2XcEeaO9B1dbrEgM1/l5VEQ0nBGv3b59+za0Wi2ioqJQVVUFs9mM\n", "uXPnSj6wydqTPH2zA/97b5V7+7W86XggKcyPIyKSl3G/djs+Pt79dVpa2uhGNYl02Byo6+iBTq1A\n", "cqQOCpFLxd0TE4LvPJyED6+3Y2laJGYaQyQaKRGNB6+bi3a7HY2NjXC5XOjq6pJyTJJpt9rR1eMY\n", "8XnD9Us6bXa8faoW/7TrMl4oqsQnteJ/DgadCqvuicFrX07HlzOjEaIZ3LqQa5+I2cwOVF4Vyaqq\n", "KuzcuRP79u0DAOzatUvSQUnhbG0nvrPzMr5bcgVXmi2jeo8Gsx17r7QCABwuAe992gCna3SXZk7G\n", "xYqJJiOviuSZM2ewbt06GAwGKBQKGAwGqcc1rhq6evCT/ddRb+5FdZsNr394A929zmGfP9x1pcFq\n", "BfTqL35k06OCoVSMb7GT6/W0zGZ2oPJqMUidbnRnX10uFwRB8PvZcEHAoCM+u0sY1eIcSeE6vPrl\n", "dOy81ITEcC2WZ0SN/CIimtC8OpK0Wq2Dth2Okft6paWlePPNN9HQ0OB+bNeuXSgqKkJRUREuXLgg\n", "cqijF2PQ4KVHUqBVBiFMq8Q/PTwVBu3wfx889UvuMYbgpUdSsPGBeMSGasd9rHLtEzGb2YHKqyPJ\n", "efPm4Z133kFnZye2b9/u1SWJeXl5KC8vH/SYTqfDsmXLRjfSMVAqgvBwSjjeXjcLSgUQHaLx+RiI\n", "aGLy+h43FosFDQ0NSEpKglqt9urNy8vLERERgYSEBAB9R5cWiwWCICA1NdXjPMjJOk+SiPxLknvc\n", "AH33tElNTR3VoPrl5eW5v96zZ8+Y3ouIyBe86knu3r0bN2/eRHV1Nd59911cvXp1zMHeHI0O7FuY\n", "TCafbfd/7Y/8O8fgy/w33njD5/vb74033uDvm79vn22L4dXH7aKiIqxZswbFxcXIz8/H1q1b8fjj\n", "j4/45nd+3K6pqUFycjIAoKSkBKtWrRr2tf78uG0ymfw2RYHZzGa2tCT5uK1QKKBQKNxTgbTakc/q\n", "HjhwAFVVVdDpdEhJSUFOTg5qampQVlYGoO9kUKCS6/wxZjNbDtlieVUke3t7YTab3UXSm3M9ubm5\n", "dz2Wk5MjcnhERP7lVU8yISEBRUVFWLx4MS5evIiqqqqRXzSBjbZ3wWxmMzvws8Xy6kgyKysLWVlZ\n", "AIDMzEykp6dLOigiokDh9TxJX+M8SSKSwrje42Y4paWlo3kZEdGE41WR3LdvH7Zu3YpXX30Vmzdv\n", "xieffCL1uPxKrr0aZjNbDtlieVUkzWYzHn/8cdx777146qmnkJGRIfW4iIgCgldFsn+BWJfLBeCL\n", "uyhOVnKdP8ZsZsshWyyvimT/0mhKpRKdnZ2w2+2SDoqIKFB4VSS/9rWvAQCWL1+OgwcPYtasWZIO\n", "yt/k2qthNrPlkC2W15clAn2XIxYUFEg6ICKiQDKqeZLHjh2T/BJDzpMkIilIssCFyWTC7du33feq\n", "+eyzz3gdNhHJglc9yZaWFjz22GNYu3Yt1q5di2effVbqcfmVXHs1zGa2HLLFGtUVN9HR0eM9DiKi\n", "gOSxJ9l/I69Tp05h6tSp7sVzT5w4geeee07SgbEnSURSGNdrt/sPiRctWuQukEREcuKxSK5fvx6z\n", "Zs1yz4u8du0alEolvvGNb/hkcP4i114Ns5kth2yxPBZJg8EAANi/fz/MZjNWrFiBzs5OnDhxwieD\n", "IyLyN6/mSW7btg2PPfaYe3v79u3uq3Ckwp4kEUlBkvUkh7v9a2dnp9dBREQTkVdF0mKxoLm5GQDQ\n", "3NzsvhHY4cOHpRuZH8m1V8NsZsshWyyvrripr6/H22+/jcTERNTW1iIlJQXbtm1DRUUFvvrVr0o9\n", "xoDT2eOAze5CuE4FrWpUU02JaILwqid55swZLFiwwOvH+7lcLgiC4L6cUYxA7Unearfh/x6twbVW\n", "K568LxYFs40I0Yjfvw6bA60WO0I0ShgNGglGSkRDkeTa7eEKoacCWVpaiqqqKuTn57vnWNbX1+Pg\n", "wYNQKpVYsmQJ4uPjvR6oWO1WOyyfH+2NpogN59C1NnzWZAEA/PVsPeYlhGJ2nEHUe7R22/GfH92E\n", "qboDMXo1XsmbjpSo4HEbIxGNH8k+K+bl5WHp0qWDHisrK8OGDRvw5JNP4tSpU1JFo7bDhh+WXsMz\n", "W8vx5slbaLOIWyS4v1/SarHjfF0XLjd1w+7sW5VdETT4uUFBd756ZNXtVpiqOwAATRY7TtR03JXt\n", "D8xmthyyxfJpQ02v17u/1mik+4h55lYXrrZYAQB7L7fiWqtV9Ht02Bz4w0e38OLuq/hO8WWcvtl3\n", "Jv+R6ZG4P8GAUK0S31qYgNRI8UeAwXf0MSODJ/ftMIgmMp/+3zmw/TnctKLxoLujCKmV4g73srOz\n", "ca3FgmPX2wEALgHYfqERi6aFIzFchx89mgqro++jvFrp3d+ZTpsD11utUCqDMDVMh+8vTcbOS02Y\n", "HWfAgqSwQdn+wmxmyyFbLJ8eSTqdTvfXQV58Th14SG4ymbzevj/RgEenhyMuVINvLUxA+hS9qNcD\n", "QFdrE8K0X/QyZ0zR4twnZwEAIVoVKj4pw6mPTnj1ftZeJ/5cdhMv7r6Kf9l1BYeutSLKfBPPTXfg\n", "+UWJiDFoRI+P29zm9ui3xRjVyuTeKi8vR0REhPvEzY4dO1BQUABBEFBSUoLVq1cP+9qxnt3udbhg\n", "tbtg0CqhvLOROAKTyYTs7Gxcbbbg0LU2GA1qPJwcgZhRnoW+3dmDZ7aWo/8HbTSo8Z9fnYmI4LuP\n", "pvuz/YHZzJZDtiRnt0fjwIEDqKqqgk6nQ0pKCnJycrBo0SJs3rwZgiAgNzdXqmgAgEalgEalQENX\n", "D0orW1DTbkPBbCPmiDgTnR6tR3q0fuQnjiBYrUBKpA7X22wAgMyYEASrOb+SaCKQ9EhyLMZrnuRf\n", "ztRh07kGAIBWGYTf52diWqRuzO8r1s12G0zX26FVK/DQtHDEh2l9PgYCrjZbsOmTeoRolHjivlhM\n", "jfD9vwXyr4A5kgwU19u+OLPd4xRgdTg9PFs6UyN0eOr+OL9kU5/m7l78295raLX23Ue+xWLHj3NT\n", "oVOP3zxamnwm/We+tbON0Hx+dvvR9EjEhY58BDfaBu94YLZ0ep0C2j4vkABwu6sHvS5h0u83s8dm\n", "0h9Jzokz4Pf5M2G1uxAfqkW4buhdbrXY0d3rRESwCjpDGKpaLFApFEiK0EIxmhnjFHCi9Co8tzAB\n", "/1VWB0UQ8NyDiQgdx6uxaHKa9D3JofQ4nGixOKBVBmFKiAY322346YEq1LT34EspEchJC8crh2qg\n", "VgThJ8tS8eDUcEnGQb5ntTtR29EDpSII0yJ0omc+0MTHnuQILL1OFF1qwl8+vo1ovRo/XZGG8oZu\n", "1LT3AAA+rG5H2pS+q2jsLgFvn67DvbEG6HnEMSkEq5XjMmOB5GPS9yTvdLPDhj9/fBvxYRpkxobg\n", "WFXfPMiBtAOu0IkN0Yi+Ymcs5NonYjazA5VsjiQFQYDN4YJKEYT5iaFIn6LHqZsdCNeqkBimw1dn\n", "ReOTOjOyksNhDNFgXrwBBq0SGx+I9/rSQyKafGTRk2yz2FFS0Yzj1R14Ym4MFAoFXjlU7f7+Dx5J\n", "Rk5qJCy9TpQ3mPHa0RrMjg3B0/PjkR4dMi5joMB1o92GW+02ROnVSI/WQ8U+5aTGnuQQKpq68bez\n", "9QCANqsTIdrBfxc6rA4oFUEI1amwYGo43izIhEIRhJiQ0V2GaLM7cbXFCnOvE6mROsR6Me2I/ONW\n", "hw3f230FrRYHFEHAL7+Sjrnxof4eFgWQSfs5stNmx6kbHTh4tRValQL9bUWL3QmtUoF58X2XJyaF\n", "azE14osiplQE4cr506MukADwUU0H/qXkCn60rwqvHK5GS3ev16+Va5/IX9n1Xb1otfTNnXQJwLk6\n", "s0/z5fgz93e2WJPqSNLpEtxTOg5cbcObJ2sBAFPDtdj4QBz+/HE9poZrYXMI+MrMKDw5LxbmHid6\n", "HAKsdieCB1x5YXe60GpxQKMKQuQQC1EMRxAElF5ucW9XNFrQYnFgyhiKLklnil4NnUoBm6NvUeUZ\n", "MTzzTYNNip6k3elC2c1OFF5sxL2xBnx1VjR+dqgalxq63c95MWca4kK1OFHTDrUyCHPiDPjb2duo\n", "7ezFi0uWxXV+AAAStklEQVSS0WGzI1ilwKzYvgV1915uxR9P1SImRIPnFyWiorEbj2ZEYlrEyIvs\n", "br/QiLdO9RXoaL0av12dwY/cAayyqRtXmq2ID9XgHqMees2kOnagO8iyJ1nVasVPD1yHAOBCfTem\n", "hmvxaHqku0imROpgc7iw5Xw9ztzqwnceToKpugORwRpsuD8e11osOF7dgRkxevQ6BaREBeM/T9wC\n", "ANR29mDflRZolAr8/FA1vn5/PFKjdEgMH35hhEfTIxEbqkG7xY7Z8QYWyAA3MyYEM2N4go6GNil6\n", "kla7CwMPh2+027A0LRI/W56G/7EgHhvvj0OUXo0vz5yC367OwLk6M/ZUtuCjGx345dEa2BwCrrRY\n", "8UFFCzp7nDB3dWHg+U1VUBDiQzXISg7HtRYLfvPhDXT1OO4chltEsBrZKRFYNSsGKSJv7yDXPhGz\n", "mR2oJkWRnBahw8PJfZcOhutU+FJqBE7e6ECb1YEFSaE4ebMDLx+4jl8evYFWiwO1nT3u13b1OAdN\n", "FhcEQOhoxItLkhEZrMKMaD3uMYZg87kGNJrtaDD3orLJAqvd5dXYLL1OHLzSgn/bew27K5rRZRu+\n", "uBJR4JkUPUkAqOvswY12KyJ1arx/oRFHP78/zf0JBhi0Knz4+fbStEjMiQvB7z+6BZcA5N8bDQWC\n", "UHipCYlhGvxkWRqSI4PhdAm43mrF1k8bcOx6O1wCMDfeAAWA6VOCsXhaOFKjghE2zIIZ/c7VdeF7\n", "u6+6t19ZMR0PTg3z8AoikpIse5IdNgf+3+k6HLvejq/Oisa5219M47hY343H7zO6t4PVCpy60YH/\n", "9VASInQqnLnVCbtLwD9mJeFeox7Jn388ViqCEBeqwRS9Gi4B0CiDsG62EU3dvThb14UXd1/F8wsT\n", "sG5urMex3Xnk2OnhYzoRBZ5J8XG7pdvuvrNhRZMF2SlfrNqzbEYU5sUb8GBSKJ6aF4vF08IwMyYE\n", "oVolqtusqGy2oOxmJzp7HPg/h6pR12lz90sMWhU23B+H3+fPxK9WZsAluGBzuHC5yQIAOHytDT12\n", "z4v4pk0JxrTP52HGGtTImOJ5iolc+0TMZnagmhRHkiEaBaKCVWi1OlDZZMGKGVH46bI0AH2LVQSr\n", "lZiiVyE5QofXjtS4+4k/eCQZzxpDUNHYdxZ80bRw9DoGdx8MWhXU3Xa8tOdqX/9SEYRvLUrEHz66\n", "hS+lRkA7wqrWieE6/DwvHa0WOyKCVV4t+ktEgWPS9CSrWqw4er0NIRolEsM0EARAq1TA5nShorEb\n", "MQYtHC4X/niqzv2agntjUNVqxfnPP57npkfhHx5KRKh28N+OE9Xt+MmB6+7tv1+UiKRwLWbG6BEu\n", "YqI5EfmfLHuSQN/H2mB1EEzVHbjZ0YvdnzWjYHYM3vj8qpsgAD/Pm46YEDWauu1QBAH3xIaguLzJ\n", "/R4VTd1o6OqFTqUYtPJPdIgaKkUQHC7BnTUvgdf3EsnBpOhJ1nf14NPbXTD3uhAUBDicLjRb7INu\n", "uyAAaOruwf9clIhvPBCHby1MxMW6TuSkRrqfk5MagWNVbThzvWnQ+0+fosevVmbg21lJ+MVX0pEp\n", "4aVrcu0TMZvZgWrCH0nWdvTg3/ZeRW1nLwwaJX6yLBWdNge+nZUEg0aJB5NCcfpWF8J1ff3Apm47\n", "7E4BNW3dWDYjCp/WmfH0/HgoFUG40WaFAEAd5MJDAzKUiiDMig3BrFhelUEkNz7vSe7atQtOZ98Z\n", "4enTp2POnDlDPs/bnuRHNe348f7rSInUYVlGFKZFaHGkqh0Hr7YBAJ59MAEaBRChVyPeoEZNRy/e\n", "OXsbYVoVvpQajulT9Hj7dB1UiiDk3xuDw9fa8PjcWLRZemF3CXgwKRyRevYdiSaLgO9J6nQ6LFu2\n", "bNzeLyJYjRC1AitmTMF/ldVi4/1x7gIJAEeuteKbDyagubsXZ+t6oVUFQa9R4kqLFddarfjVV6bj\n", "7xcmIixYie4eFx6aFo6rLVacqG7DkrQonKhpR97MaFxqMONcnRkZ0XrcF8973hDJhc97kk6nE4WF\n", "hdi+fTvOnj075vdLnxKMV/Km49PbXXAJQIxBg4SwL5YlW39/HH597AZeN93Ckao2dPU48UhaXx9y\n", "il4NISgIyZE6BKuV+OXRGvzuxC28XVaLnLQofNbYjaZuO642W/C93Vfxzif1+PH+KpQ3dg83nDGT\n", "a5+I2cwOVD4/kszLy3N/vWfPnjG/n1qpQGpkMNKn6PHRjU40mXux6p4YNJp7EapRoMHc674hfXWb\n", "DTmpEQjVqZCdEo658aFo6bZjTlwoPqntRGO3HUDf4qtVLRYYDWosmhqGVqsdrgFNiboB134T0eTm\n", "17PbarXnXt/AvzYmk2nYbYvDiRarHc/Mj0d8mBbvnL2Ng1dbsf1iE0LvWBswLlSLJnMPbnf1ovRy\n", "M6I/XwxXsHYiWP3FjyMjWo+F8XrMNIYgKVyHKZ/3JXUqBTJj9B7HM5bt7OzscX0/MdsD+Tr/zjH4\n", "Mj87O9svP2/+vv3z+xbL5yduampqkJycDAAoKSnBqlWrhnye2EV33zvfgC3nG2A0aPAPixNx8kYn\n", "poSoEQRApQjChXpz36IUkTq4BKDF0osovRqpUXqEfN5fvNJkwWdN3Yg1aJB5x0TxWx021Hf1vSYt\n", "StzyZ0QUOMSeuPH5kWRNTQ22bduGbdu2YebMmePyni6XgKbuXnz9/jjkZkTh09tm3GPU43KjBXq1\n", "EtdbrWi3OmDucSA2VIN74wzISYvC7LhQd4EEgIwYPdbMioH9xoW7rqRJCtdhQVKY5AVSrn0iZjM7\n", "UPm8J5mTkzPu76lVKxFr0GJPZQsKZhvhcgmIDdXgn7KT0ON04YFEA1wCEGvQQDfCtdZERANNmmu3\n", "260OXGm24Ef7rsEp9F2G+OtVGZgdZ5BukEQ04QT8x22pRASrYHU44fy85Avou10oEdFYTJoiCQCJ\n", "YVr3GWq1MmjQ/bTFkGuvhtnMlkO2WBP+2u2Bpk/R4zerMlDf1QujQYP0KTwLTURjM2l6kkRE3pBt\n", "T5KISAoskkOQa6+G2cyWQ7ZYLJJERB6wJ0lEssKeJBHROGKRHIJcezXMZrYcssVikSQi8oA9SSKS\n", "FfYkiYjGEYvkEOTaq2E2s+WQLRaLJBGRB+xJEpGssCdJRDSOWCSHINdeDbOZLYdssVgkiYg8YE+S\n", "iGSFPUkionHEIjkEufZqmM1sOWSL5fN73NTX1+PgwYNQKpVYsmQJ4uPjfT0EIiKv+bwnWVxcjDVr\n", "1gAAioqKkJ+fP+Tz2JMkIikEfE9Sr9e7v9ZoNL6OJyISxedFcuCBq1qt9nW8V+Taq2E2s+WQLZbP\n", "P26XlpYiLy8PAHDgwAHk5uYO+byPP/4Y7e3tvhwaEclAREQE5s+f7/XzfX7ixmq1Aug7ouz/eihi\n", "doKISCo+P5Ksq6vD0aNHIQgCcnNzYTQafRlPRCRKwF5xQ0QUCDiZnIjIAxZJIiIPWCT9zOVywel0\n", "yi6baKLw+dntkfjzssVdu3a5i8b06dMxZ84cSfNKS0tRVVWF/Px8JCQkAPDd/g+V7cv9v3TpEior\n", "K+FyubB48WIkJSX5bN+HyvbVvp84cQINDQ0AgGnTpmH+/Pk+2++hsn2131arFa+//jqefvppn/9b\n", "Hypb1H4LAWbnzp3ur3fs2OHT7H379vk0TxAE4dKlS0Jtba1725f7f2e2L/f/6NGj7q8/+OADQRB8\n", "t+9DZfvjd793715BEPzzb74/21f7vWfPHuHjjz/2y7/1obLF7HfAHUn687JFp9OJwsJCCIKA1NRU\n", "v1w7Lpf9z8nJuesxX+37UNm+3Pfq6mps374dBQUFAHz7O78z2xf73dbWBr1eD51ON+hxX+z3cNli\n", "9jvgiqTgx8sW+68EAoA9e/b4NLuf3PZ///79WLhwIQDf7/vAbF/ue0pKCl544QXs3LkTaWlpPt3v\n", "O7N9sd8mkwkrV65ERUXFoMd9sd/DZYvZ74ArkgNPJAQFBfltHP66rlxO+3/06FFkZGQgOjoagG/3\n", "/c7sgXyx7zqdDqGhoQB8/zsfmD2QVPvd0NCA4uJiNDY2IiUlxd0X9MV+D5c90Ej7HXBF0tvLFqVQ\n", "U1OD5ORkAIDNZvNpdj+57P+HH36I2NhYpKSkuB/z1b4Ple2rfW9tbUVUVBSAL46kfLXfQ2X7Yr+f\n", "e+45AEB5eTkiIiLcj/tiv4fLFrPfAVckFy1ahM2bN7svW/SlmpoalJWVAQDmzZsned6BAwdQVVUF\n", "nU6HlJQU5OTk+Gz/h8r21f43Njbi+PHjyMzMREVFBbq6urBx40af7Ptw2b7a9+PHj6OnpwcAsGDB\n", "AgC++zc/VLav9ru1tRUmk2nQ0Zyv9nuobDH7zcsSiYg84GRyIiIPWCSJiDxgkSQi8oBFkojIAxZJ\n", "IiIPWCSJiDxgkSQi8oBFcgJ7+eWXx+29GhsbsWXLFuzcuRNbt26Fw+EY9P2SkpIhX+dwOFBcXIyi\n", "oiJs27YNly9fHlX+xx9/jLfeemtUr53Mhvu532nv3r3Yvn27xKORp4C74oa8961vfWvc3uvw4cN4\n", "4oknEBQUhObmZhw9ehSPPvqo+/vDXTZ2+vRp5OTkuC/52rRpE2bMmCE6f/78+aipqRnd4Ccxby/X\n", "W7FiBQoLCyUejTyxSE5A9fX1OHnyJK5du4bvfve77sctFgsKCwthMBigVCpRWVmJf/3Xf3V/f9++\n", "fTCbzVAqlbDb7Vi9ejW0Wi0AQKlUwmq1Qq/Xu5eXAvqOFPfs2YOKigoUFRUBADIyMnDvvfcCAB56\n", "6KFBYxOzUMGBAwfQ2toKlUoFpVIJl8vl/l5lZSXOnTuH4OBg2Gw2LFiwAGlpabh9+zb+/Oc/IyMj\n", "A2vXrkVDQwO2bNmCmJgYPPnkk1Cphv8nXVpaisrKSkRGRiIsLAwWiwVz587F7NmzPWYCfUuM7du3\n", "D3PnzkV1dTU0Gg2MRiOys7MB9F3y19TUBKVS6b70b926dSP+DKqrq3H8+HEYDAYoFAo0Nzfjm9/8\n", "JgDg2LFjg37ukZGRWLJkCYC+38uOHTugUCggCIJPF6eWnTGsZUl+tnXr1kHbVVVV7sVUBUEQqqur\n", "3V8fP35cqKysdG93dXUJ27dvd2+3tLQIP/rRj4S//vWvwquvviq4XC6PWUMpLi4WampqvBr7pUuX\n", "hI8++si93dTUJLz22muCIAhCd3e38Le//W3Q87dt2yb09vYKgiAIDQ0NwoEDB9zf27x5s1eZgiAI\n", "L774ouB0Ot3b7733nmCxWEbM7B/z7373O6Gnp2fQ8yorK4VTp065t10ul3D8+HGvxvPBBx8M+pkN\n", "/J0JwvA/9127dglNTU3u7VOnTgnbtm3zKpPE4ZHkJJKamgqn04m9e/e6l6HqX+mktrYWWVlZ7uca\n", "DIZBry0tLcUPf/hDaLVa1NbWYv/+/Vi+fLlXuQ6HA4WFhcjJyUFcXJxXr7ly5QpWrFjh3o6OjkZS\n", "UhKAvuWtOjs73UdQQN9KLW1tbTAajTAajWhqagLQd1Qt5ihqzpw5UCi+aMXPmDEDdXV1UCgUHjP7\n", "/d3f/d1dC8RevnwZy5Ytc28HBQUN+ll78pWvfAWnT59GeXk5HA4HjEaj+3fmidlsHrTM27x583Dj\n", "xg2vMkkcFslJ5Pz587jvvvuQnp4OoO+eJv1LQiUlJeHy5cvufqHZbL7r9f0fvadMmQKLxeJVZnd3\n", "NwoLC7F69epBS1GNJCMjA+fOncPixYsBAE1NTbh58yYAICkpCbGxscjPz3c/f+BHcaCvh3nmzBnc\n", "vHkTq1ev9jr34sWLcLlc7kJ59epVrFq1CkqlcsRMQRCGbCekpaXhwoUL7pV1AAz6WXvyySef4MEH\n", "H3Rvv/vuu+6FgD0JCQlBc3Ozu1CePXt20CK2NH64CtAEdOTIEbS3t+PChQvuI6O8vDyUlJQMOkoC\n", "gDVr1rgf6+9JKhQK2O12rFmzxl0Yq6urUVZWBq1WC5vNhtWrVw9aXv/YsWNobW2FQqGAw+FAVlYW\n", "4uLi8B//8R+Ij493H13d2Sf1ZP/+/Whra4NOp4PNZkNjYyMWL16MBQsW4ObNmzh9+rS7x2g2m7F6\n", "9epBi8X+93//N+Li4rBy5Uqvf3Z//OMfYTAYoNPpYLfbcd999yEzMxMAPGaWlZXh3LlzAACj0YjE\n", "xMRBxe3w4cODfj4zZ87E3LlzRxzPm2++ifj4eAiCAJfLNajPCfQV2/Pnz0Or1bpvNTB37lw4HA68\n", "//77UKvVUCgUMBgMOH36NNavXz9onUwaOxZJkpVt27bhscce8/cwaALhPEmSjdLSUlRUVGD37t3+\n", "HgpNIDySJElUV1e7P57eKSUlRZJVsP2R6YnZbMbBgweH7BUaDAafr7xPo8MiSUTkAT9uExF5wCJJ\n", "ROQBiyQRkQcskkREHvx/lOajYPrhamwAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.582852\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd97/H3rBqN9l0IIbQgIwwYbLDBmM02tmUb28K7\n", "Tbh52qdtWrs3aXLbLDd1UifNbdLUzW3ujZMn63Ud2yk7BgNmiQ0IwmLLeJEsQGhjk4T20TIzmplz\n", "/xAMEkijWTSjn6Tv63nyRGckzfnoh/XVOd/zO7+j0zRNQwghxJD0Yx1ACCFUJkVSCCF8kCIphBA+\n", "SJEUQggfpEgKIYQPUiSFEMIHYzjf/MiRIzQ2NgKQk5PDggULaGhoYP/+/RgMBlasWMGUKVPCGUEI\n", "IUIS1iK5ZMkS78d79uwB4Pjx46xduxaArVu3UlJSEs4IQggRkrCfbtfW1vLKK68wY8YMAKxWq/dz\n", "ZrM53LsXQoiQhL1I5ubm8uKLL3LixAkABt7gYzKZwr17IYQISVhPt6+yWCzExcUB4Ha7va/rdLph\n", "v2fPnj0YDIawZxNCTC6JiYksWLDA768Pa5FsbW0lOTkZuHYE2dvb692++vFQDAYDt912WzjjCSEm\n", "obKysoC+Pqyn24cPH2bjxo1s3LiR2bNnA7Bo0SLeeust3nrrLRYtWhTO3YdVaWnpWEfwSfKFRuV8\n", "KmcD9fMFKqxHko888sgNr2VlZfHcc8+Fc7dCCDFqdKoulbZ//3453RZCjLqysjLuvfdev79e7rgR\n", "QggfpEgGSfW+i+QLjcr5VM4G6ucLlBRJIYTwQXqSQohJRXqSQggxiqRIBkn1vovkC43K+VTOBurn\n", "C5QUSSGE8EF6kkKISUV6kkIIMYqkSAZJ9b6L5AuNyvlUzgbq5wuUFEkhhPBBepJCiElFepJCCDGK\n", "pEgGSfW+i+QLjcr5As3mcLmx97lH/sJRovLYBSMij28QQoyN6pZefvanczhcGi/eOZVZGbFjHWnc\n", "kZ6kEBNUt9PFN3ZWcbq5/zEpCRYjP18zk9SYyf2UUulJCiEAcLmh03HtNLvH6cblUfKYSGlSJIOk\n", "et9F8oVG5Xz+ZkuINvLfl0zDZNCh18HXlueQFoGjSJXHLhjSkxRiAluYHcevnijCo0FmXBQG/fCP\n", "cRZDk56kEGJSkZ6kEEKMIimSQVK97yL5QqNyPpWzgfr5AiU9SSHGidrWXj6/3I0ldQadDhfxUfLr\n", "GwnSkxRiHLjY6eCr20/T1usC4O+WTuOhotQxTjU+SU9SiAmovdflLZAAH5y3jWGayUWKZJBU77tI\n", "vtColi81xsT0xCjv9sr8xDFM45tqYxcqaWoIMQ6kx5p5+f58atvs6Jy93JoTP9aRJg3pSQohJhXp\n", "SQohxCiSIhkk1fsuki80KudTORuony9QUiSFEMIH6UkKISYV6UkKIcQokiIZJNX7LpIvNCrnUzkb\n", "qJ8vUFIkhRDCB+lJCiEmFelJCiHEKJIiGSTV+y6SLzQq51M5G6ifL1BhvXe7vLycU6dO4fF4WLx4\n", "MdnZ2Wzfvh23u/8JbgUFBcydOzecEYQQIiRhLZItLS08/vjjAOzcuZPs7GwsFgv33XdfOHcbEUuX\n", "Lh3rCD5JvtConE/lbKB+vkCFtUguX778htfcbjebN29G0zTy8vLk4owQQmkR6Unu3buXO+64A4Di\n", "4mIef/xxnnjiCRobGyOx+7BQve8i+UKjcj6Vs4H6+QIV9iJ54MABCgsLSU29cal5k8nk83sHDnZp\n", "aalS259++qlSeSTf5Mon26FtByKs8yQPHTpEWloaRUVF3tfq6uqYPn06ADt27GD16tVDfq/MkxRC\n", "hEOg8yTD1pNsamri8OHDFBUVUVlZic1mY926ddTV1XH8+HEA5s+fH67dCyHEqAhbkUxPT+eb3/zm\n", "Da8PdTFnPCotLVX6Kp7kC43K+VTOBurnC5RMJhdCCB/k3m0hxKQi924LIcQokiIZpGCnE0SK5AuN\n", "yvlUzgbq5wuUFEkhhPBBepJCiElFepJCCDGKpEgGSfW+i+QLjcr5VM4G6ucLlBRJIYTwQXqSQohJ\n", "RXqSQggxiqRIBkn1vovkC43K+VTOBurnC5QUSSGE8EF6kkKISUV6kkIIMYqkSAZJ9b6L5AuNyvlU\n", "zgbq5wuUFEkhhPBBepJCiElFepJCCDGKpEgGSfW+i+QLjcr5VM4G6ucLlBRJIYTwQXqSQohJRXqS\n", "QggxiqRIBkn1vovkC43K+VTOBurnC5QUSSGE8EF6kkKISSUiPcmurq5gvk0IIcYdn0WyoqJiyP+9\n", "+eabkcqnLNX7LpIvNCrnUzkbqJ8vUD6L5JEjR9Dr9dTU1HDs2DGcTidHjx4lOTk5UvmEEOOMTqej\n", "webgo4s2alp7xzpOyHz2JLu6uoiNjeUPf/gDzz77rPf1//qv/+KZZ54Ja7CJ0pN0ezQabE50OsiI\n", "NWPQ68Y6Euc77FS39BJnMTIz1YrVbBjrSGICabA5eOnds9S1O4gy6PjXhwuZlR4z1rG8Au1JGn19\n", "MjY2FgCz2Tzo9eu3xdA8msaf6jr4wR9r0Ol0/OM9udw5PQGdbuwKZaPNyT++e5aLnU4AvrFyOvfO\n", "kDMDMXoudDioa3cA4HBrnDjXqVSRDJRfF256enrweDwAuN1ubDZbWEONB/70XVq7+/j3Q/W4NXB5\n", "NH5Seo7Wnr4IpBs+X2tPn7dAApTWtEckz/VU71upnE/lbACavQvjgDOm6UmWMUwTOp9Hklc9+OCD\n", "/P73v8dsNuNwOHj44YfDnWtCMBp0xJoNdDndAMSaDRgMY3u6nWQ1kh5joqm7v1jfOT1hTPOIicfT\n", "doEfPljEn+o7mJFi5dasuLGOFBKZJxlmpy/38H+PnEOvgxeXTKMw1TrWkahvt1PV3EO8xcis9Bhi\n", "pCcpJpFR7UkOp6GhgczMzGC+ddK5Kc3Kjx+aATqIMqpRjHISLeQkju9TICEixa+eZHl5+aDtI0eO\n", "hCXMeBJIXyjKZIh4gVS9byX5gqdyNlA/X6D8KpJnzpwZtG00BnUAKoQQ405QtyVevdI9mS1dunSs\n", "I/gk+UKjcj6Vs4H6+QLl85Bwx44d9Pb2UllZSV/ftakrGRkZfr15eXk5p06dwuPxsHjxYrKzs2lo\n", "aGD//v0YDAZWrFjBlClTQvsJhBAijHweSa5evZqnnnqK+fPn89RTT3n/t3z5cr/evKWlhccff5wn\n", "n3ySTz75BIDjx4+zdu1ann32WY4dOxb6TzBGVO+7SL7QqJwv0Gy1rb28XXGZ0tp2OnrDP09X5bEL\n", "ht/zJIMxVDG1Wq9NgZE7d4QIr0udDr6xq4q2XhcAL9yZTcnstDFONb741ZMM9ULN3r17ueOOOwAY\n", "OC3TZDKF9L5jSfW+i+QLjcr5AsnWYXd5CyRA2YXOcEQaROWxC4ZfRXLnzp2cO3eO2tpa3nzzTaqq\n", "qvzewYEDBygsLCQ1NRXov63xqpHuYR542F5aWirbsi3bAW6nxpi4KTXa+/qqK/fpq5JvrLYD4dcd\n", "N1u3buXRRx/l7bffpqSkhPXr1/P000+P+OaHDh0iLS2NoqIi72tbtmxhzZo1aJrGjh07eOSRR4b8\n", "XtXvuCktLVX6L6bkC43K+QLN1mBzUNtmJ9ZsYEZqNJYwz9lVeewgTHfc6PV69Ho9Fkv/XRpRUVEj\n", "fk9TUxOHDx+mqKiIyspKbDYb69atY9GiRbz11ltomsaqVav8DiqECE5mXBSZcSP/zoqh+VUknU4n\n", "XV1d3iLpz+3e6enpfPOb37zh9aysLJ577rkAY6pH5b+UIPlCpXI+lbOB+vkC5VdPMisri61bt7J4\n", "8WI+++wzqqurw51LCCGU4FeRXLJkCV/4whewWCwUFRXxwgsvhDuX8oJtAkeK5AuNyvlUzgbq5wtU\n", "wLclGo1G72k3wMmTJ0c1kBBCqCSoe7cHqq2tHYUY44/qfRfJFxqV86mcDdTPF6iQi6QQQkxkUiSD\n", "pHrfRfKFRuV8KmcD9fMFSoqkEEL4IEUySKr3XSRfaFTOp3I2UD9foKRICiGEDyEXyfnz549GjnFH\n", "9b6L5AuNyvlUzgbq5wuUX0Xy8OHDVFZWAlBVVUVDQ4P3c7m5uWEJJoQQKvCrSNbX15OW1r9QZ35+\n", "PocOHQprqPFA9b6L5AuNyvlUzgbq5wuUX0UyJiaGlJSU/m/Q6zEY1Hh+tBBChFtQPUm9Xq73qN53\n", "kXyhUTmfytlA/XyB8qva6XQ6WltbAWhtbR20urgQQkxkfq1M7na72bt3r3dNyeLi4pCfezMS1Vcm\n", "F0KMT2FZmdxgMFBcXBx0KCGEGK/8Ot0+c+ZMuHOMO6r3XSRfaFTOp3I2UD9foPwqkh9//PGg7Zqa\n", "mrCEEUII1fhVJJ1O56Dt64vmZKT6XDDJFxqV86mcDdTPFyi/H9/w7rvvhjuLEEIox68i+frrr9PZ\n", "2cmGDRvYsGEDn376abhzKU/1vovkC43K+VTOBurnC5RfV7cffPBBFi5c6N3euXNn2AIJIYRK/Jon\n", "ORZknqQQIhwCnScp9xcKIYQPfhXJzs5ONm7cyGuvvYbL5WLLli3hzqU81fsuki80KudTORuony9Q\n", "fhXJ3bt389hjj5GQkBD22xGFEEIlfhVJi8WCyWTybstSaerPBZN8oVE5n8rZQP18gQpqMrnH4wlL\n", "GCGEUI1fRTI9PZ3S0lJcLhdHjx4lJycn3LmUp3rfRfKFRuV8KmcD9fMFyq8iuXz5cpKTk7FYLGRm\n", "ZsrUHCHEpCHzJIUQk0pY1pNsbm5m165dREdH43Q6KS4uJjk5OeiQQggxXvg9BWjt2rU8+eSTPPPM\n", "M+zZsyfcuZSnet9F8oVG5XwqZwP18wXKryJptVq9D/8yGAxYLJawhhJCCFX4VSTtdvug7Z6eHgCO\n", "Hz8++onGCdXngkm+0KicT+VsoH6+QPlVJD0eD7/5zW8oKyvjd7/7HRaLhYqKCk6ePBnufEIIMab8\n", "KpI9PT3ceeedWCwWFi1aRFFREYpeFI8Y1fsuki80KudTORuony9Qfl3dfv7554mNjb3h9ZycHM6f\n", "P092dvaQ3+fxeNA0TW5jFEKMWyHPk9y6dSslJSU3vL57926qq6spKSkhKysLgO3bt+N2uwEoKChg\n", "7ty5w76vzJMUQoRDWOZJBqO4uJiKiopBr1ksFu67775w7VIIIUZdRBfddbvdbN68mU2bNlFWVhbJ\n", "XY861fsuki80KudTORuony9QEV0csri42Pvxrl27IrlrIYQIypg9vmHg+pTDGfgXqbS0VKltySf5\n", "xmp76dKlSuUZb/kCFbYLNwAVFRUkJiZ6L9zU1dUxffp0AHbs2MHq1auHfV+5cCOECIeIPwhsuOk/\n", "+/bto7S0lH379nHw4EGgv0hefXb3zJkzQ931mAr2r1KkSL7QqJxP5Wygfr5A+dWTPHToEMuWLRvy\n", "cwOfxz3QqlWrbnht+fLlAUQTQoix59fp9ssvv8ycOXNYtmwZ6enpkcglp9tCiLAIy+n2mjVrePTR\n", "R6moqGD9+vU3zH8UQoiJyq8iecstt2AymVi5ciUPPPAA27ZtC3cu5aned5F8oVE5n8rZQP18gfKr\n", "J1laWkpubi5HjhwhNjaWL3/5y+HOJYQQSvC7J3n33Xdz1113RWyxCulJCiHCISz3bq9Zs4Zbbrkl\n", "6FBCCDFe+d2TFIOp3neRfKFROZ/K2UD9fIHyq0h2dnayceNGXnvtNVwuF1u2bAl3LiGEUILfT0t8\n", "7LHHSEhIwGiM6JoYylL9OR6SLzQq51M5G6ifL1B+FUmLxTJoQQpZaVwIMVn4VSSdTuegbY/HE5Yw\n", "44nqfRfJFxqV86mcDdTPFyi/imR6ejqlpaW4XC6OHj1KTk5OuHMJIYQS/F4qraKigurqaubMmUNu\n", "bm6YY8k8SSFEeITtGTc333wzN998MzB4XUghhJjIfJ5ub9q0ic2bN7N582Y2btzIxo0b2bBhA2+8\n", "8Uak8ilL9b6L5AuNyvlUzgbq5wuUzyPJ2NhYHnjgAQ4fPozJZGL+/PmUlZWRmJgYqXxCCDGm/OpJ\n", "bty4kSeffNK7vWXLFtasWRPWYNKTFEKEQ1jWk9TpdIO2ZQqQEGKy8KtIejwempubAWhubqavry+s\n", "ocYD1fsuki80KudTORuony9Qfq8CtHv3brq6uoiJiRl06i2EEBNZyI+UPX/+/LBPTAyF9CSFEOEQ\n", "8UfKfvDBB6G+hRBCKCvkIjlZqd53kXyhUTmfytlA/XyBkiIphBA+SJEMkupr5km+0KicT+VsoH6+\n", "QEmRFEIIH6RIBkn1vovkC43K+VTOBurnC1TIRTIc03+EEEIVQc2TbGhoIDMzMxx5vGSe5I1sDhdV\n", "Lb24PRozUqJJjDaN/E1CiEHCMk+yvLx80PaRI0cCSyVC1uf2sK38Mt/YWcX/3H2W1z68RI/TPdax\n", "hJjw/CqSZ86cGbQtT0yMfN/F5nCzo7LZu73rVAudDtewX696X0jyBU/lbKB+vkAF1ZOUVYAiz2rS\n", "M29KrHd7VroVq0meWilEuPnsSe7YsYPe3l4qKyspKiryvp6RkcHy5cvDGkx6kjdqtDn46KINl0fj\n", "1qx4piZEjXUkIcadUX3GzerVqwHYvn07jzzySGjJRMgy4qIonimFUYhI8ut0+8EHHwx3jnFH9b6L\n", "5AuNyvlUzgbq5wuUX0VSLtQIISYrnz1Jl8vFgQMHsFqtLF68mL1799LT08P999+P1WoNazDpSQoh\n", "wmFU50lu3ryZefPmkZqayo9+9CNmz55NcXEx27dv9+vNPR4PbrfM5RNCjF8+i2RUVBSpqakUFhYy\n", "depUpk6disViwWKxjPjGu3fv5he/+AWNjY3e1xoaGnjjjTf4wx/+wKVLl0JPP4ZU77tIvtConE/l\n", "bKB+vkD5LJK9vb1omkZPTw9VVVU4HA4A7//7UlxczMqVKwe9dvz4cdauXcuzzz7LsWPHgk8thBAR\n", "4vOKzD333MP69esxGAx85StfYdOmTQAsWbIkqJ0N7GOazeag3kMVqq+ZJ/lCo3I+lbOB+vkC5bNI\n", "pqen88wzz3i3n3/++ZB2NvAakckkizMIIdQX0fUkB17E0el0I379wN5GaWmpUts///nPlcoj+SZP\n", "vqsfq5JnvOULlF9LpWmaxtmzZ3E6nQCcOHGCL37xiyO+eUVFBYmJiWRlZQGwZcsW1qxZg6Zp7Nix\n", "w+ddPKpPASotLVX6tELyhUblfCpnA/XzjeptiVdt2bKFvLw8oqOjAdDrRz4A3bdvH9XV1VgsFnJz\n", "c1m+fDmLFi3irbfeQtM0Vq1a5XdIFan8HwFA3tyFfHi+k6RoI3nJ0X4duUeS6uOncj6Vs4H6+QLl\n", "V5E0mUzceuut3u2Bi10MZ6gimJWVxXPPPRdAPBGMCx12vrXrLA1dTswGHT9+uJBZ6TFjHUuIccmv\n", "nqTNZhu03dTUFJYw40mw/Y1IuNjpoKGrvzXidGt8esk2wndEnsrjB2rnUzkbqJ8vUH4dSdbU1PCL\n", "X/yClJQUACorK3nppZfCGkwELzHahFGvw+XpbzdPS4we40Qiki522KltsxMXZaAw1YpF1h0NiV8X\n", "bk6cOMHtt9/u3X7//fdvmCg+2lS/cKMyt0ejoqmbjy7YKEiJZt6UWGKjZJGSyaCpy8m3d1dR195/\n", "w8c/3pPL8vykMU6llrBcuBlYIIGwF0gRGoNex9zMWOZmxo78xWJCae7u8xZIgPer26RIhiioeZIN\n", "DQ2jnWPc8afv4vZodDlcuD0BP5AyZKr3hSRf8HxlS4o2khx97dhnYXZ8JCINovLYBSOoc7CjR49S\n", "UlIy2lkmlLbePt6uuMzB6naW5yfx2M2p8ghYEXZT4qP44UMzqGzqISnayKwMmdUQKp9F8vLlyyQl\n", "JdHW1jbo9e7u7rCGGg9GmgtW2dTDGx/1r4D0xkcNzEyzsjgnIRLRAPXnqkm+4I2ULTcpmtyksbtY\n", "p/LYBcNnkdywYQNPPfUUr7/++qCLKAOXPxNDc7oHP1HS6YrMEyabu5x097lJtpqIk4s1QoTMZ0/y\n", "hRdeIC0tjRkzZrBy5Urv//Lz8yOVT1kj9V1mplmZk9l/qnPLlFhuSgvvSu4AdW29fHXHaf5yUyX/\n", "+2AtbT19Yd9nsFTvW6mcT+VsoH6+QPl1qFFcXDxoe8aMGWEJM5FkxkXx3XvzsDncxEUZSYgO/1Fd\n", "aW0HjV39hfFQnY3VN/eSZJU+qBCh8Os39/q1H2+66aawhBlP/Om7JESbSIjgxZoEy+BJw1HGiC7y\n", "FBDV+1Yq51M5G6ifL1BB/Rbt3r17tHOIUXDHtAQeuzmV/ORo/sfyHApS5E4bIUIVVJH0eCJzEUJl\n", "KvZd0mPN/PXibH7ySCFJ7WeJMqp7O5qK4zeQyvlUzgbq5wuUz9PtV155hZycnBter6yslHmSijLo\n", "dUTrDd61P4UQofFZJAsKCoYshlu3bg1boPFC9b6L5AuNyvlUzgbq5wuUz9PtO++8c8jXExMTwxJG\n", "CCFU47NIZmRkDPm6LHChft/FVz6Hyz3s5yJlPI/fWFM5G6ifL1ByS8Yk0tHbx+7TrRysaePu/CTu\n", "vymFeIv8JyCEL36tJzkWJtN6kg6Xm9o2O26PxvSkaGLM4bkqfay+g5f2VHu3f/BAAbdPi/wqMUKM\n", "pbCsJynCx+3R2Hemjf84fA6ALy7I5Im56VjCMH2nt8/tc1sIcSN1b8lQ3Gj1XTrsLl4vu+Td/n1Z\n", "Ax29rpDfd6h8N6XFMOPKBPOZaVYKU8N/P/lwIt23cns06tvt1LfZ6XOPPM9X5b6aytlA/XyBkiPJ\n", "MWYx6slLstDa2wVAdkJU2G4nzIqP4p/vL6DD4SLBYiQ5wPu6uxwuHG4PiRYTBr1aj6j1xaNpHKnr\n", "4Ad/rAHgH1ZMZ2V+0rj6GcTYkZ5kGNW09nKopp1kq5FF0xJIizUP+XXnO+zsOd2Kw+3hoZkpTB/D\n", "tQCHU99m598O1nLJ1sdf3pHFyvwkzArfGz5Qa08ff72lkvYrR+gWo57fPDlr2H8PMbFJT1IRTV1O\n", "vrWritYrv5hPznXyV4umDvm12QkW/vz2rEjGC9j6TxqpvNwLwCsH6ylIiaYgZexO1wNhMuhIijZ6\n", "i2SixYjJIEeRwj/j41BAQSP1Xbocbm+BBPisocuvXthoGe2+kHvACYcGhHr+Ecm+VVyUkW+syGVh\n", "dhzzp8TynVV5Iz5KQ+W+msrZILR8Hm3sngs1HDmSDJOUGBNfviubtiuFMjfJgskwfv8mPX1LBmea\n", "e2i0OfnLRVOZlhg11pECkp8SzffvL0DTNIzj+N9hIut2utlzuoV3KltYMDWOp25JJzVm7Fsi0pMM\n", "UJ/b41exu9hp56V3qznX4SAuysCPHpzBjFG4muzyaDTYHOh1OjLjzOh1kTttbO/tw+nWSIo2juuC\n", "L9R08qKNr++s8m5/c+V07pmRPOr7kZ5kmNS19rL982bOtPTw+Jx0lkxP8Fko6tscnOvof/6xzeHm\n", "86bukIuk26NRWtvOD9+rxaDT8dKqPBZNi0cXoUIpT3sU4XT9c6F6+tRYklEOB4bR1ttHaW07u041\n", "U9vay6HadnadaiHBYuS9s218dq7Z5/fHWwwMLF1po3Da0NLTx78frMejQZ9H4z9Kz9FuH3pO5UTu\n", "W0WCyvlUzgbB58tPjuau6f1PFM1NsjA/K3Y0YwVNjiSHsftUC7/7oH+Sd2acmbXzM/irRVN5r7oN\n", "l1vDbfDdkytMsfK9+/M5WNPOvCmxzM4M/fnHRj3EmA3Yrzx5MS7KgFHm+okJIjXGzNeW5fDnt7uI\n", "MRsCnscbLtKTHILL7eHvd1ZR0Xjt+eL/vnoGPz18nto2OwDJViM/e2wmKRFuLJ+63M3PjpzHZNDx\n", "N3dmM2OcTMMRQhXSkxwFRoOe4puSvUVyToaVuCgj3c5r9zp3O9wM9yhtp8tDbVsvfR6NnETLDc+/\n", "9mgaFzocuD0amfHmgO7TnpkWw48fmoFOr8MsF0+ECDv5LRvGirwkfvzQDF6+L49vrMwjJ9HCl++a\n", "hsmgQ6+Dv12UQWrMjacDmqZxsKaNv912mq9uP8MbHzUMKq4AJ8518qXNlfzV5krePdWKc7hqO4wo\n", "k2HEAjke+1ZtPX3UtvbS0jP2j55QefxUzgbq5wuUHEkOI9psYF5W3KDXbp8Wz6+emIXT5aGr5eKQ\n", "9/52Od28dbLRu735s8usnpXqXf7M5nDxy2MXcF2ZLPvqn85z+7R4suLH17zD0dZoc/CjA3V81tBN\n", "XrKF79ybx9QEy1jHEkKOJAOh1+lo7nby/f01/OzTPk5f7r7hayxGPfkDHuWamxiF261R19ZLt9ON\n", "Sa8jZUBDOjbKgCkMF19Uf87I9fnOtPTyWUP/eNa02qls6hmLWF4qj5/K2UD9fIGSI8lhnL7czWcN\n", "3WTFRzEnM4bYKCOXu528vK8GvU7Hivw4jp3rZEp8FF0ON6cud2M26pmVHsOfLcwiN8lCt9PN4pwE\n", "vvbOGWwON0/fks6z8zJ4cck0fvfBRbocbp6el47cRtz/x2WgaLP8/RZqkP8Sh1DT2svfv1PFL45d\n", "4Dt7qzl5ycaFDjtVzT184dZM/uL2KZTWtrOzsoXz7Xb+9f1a/td7dfzT3hq2ll8mI9bM2lun8FeL\n", "stla3ozN0d+TXP9JExc7Hf0FQdMw6HV8b18N2ytvnHNp73PzySUbh2raONdhD/hnUL0vdH2+olQr\n", "X1o0lRkp0ay7LZNZ6aFPmQqFyuOncjZQP1+g5EhyCG29fd65iNB/p8u3dp2locuJyaDjhcVTae3p\n", "n8T9WUM35U09LM1NIDshirMt3fT2uYm9ckU7NebaEBt0YDLo6XK6OFLf6X39o4tdPD9/8O2OH5y3\n", "8b39/esfTokz88OHZjAlbuL2LWMtRp6Ym87DRSlYTOF5fIUQwZAjySFkxkWReWWtQb0OXG6Nhq7+\n", "K659bo36dgdpMSZMeh1NXU7+aVUeUUY9tW12HipK816UASiZnc7dBYkUpkTz3fvyyUm0kGI1cUf2\n", "tYtCj85KveEWx8N17d6PbQ43TTYnGz5p5FBNGx32vhF/BtX7QsPlU6VAqjx+KmcD9fMFKuJHktu3\n", "b8ft7j8iEcpdAAATHklEQVT9LCgoYO7cuZGOMKKs+Cj+5cECTjX30OfqP8L7b7dlYtTr+P1HDczO\n", "iCHRYgCdjgVZcfz2g0uUXbQBcLq5h5fuubYUV1Z8FF9fkYvL7SHqSgFIjDbxd8tyqG2zYzUZyE+5\n", "8Sru7dnx7K9qA+CZeen8074a71Siry2dRnFRaiSGQohJL+JHkhaLhZKSEkpKSpQskFdNTbCgeTQ6\n", "HG7++Y+1/GdZA29XNPPyffkcre/gdx828LsPLlHR1E1Dl8P7fW09LvquWwvPoNd5C+RVqTFmFmbH\n", "YzLo2H2qlWP1HXQ5rt2HPSMlmhfunMq62zJJjzUPmmv5aeONV9Wvp3pfSPIFT+VsoH6+QEX8SNLt\n", "drN582Y0TSMvL0/J5dCuykmK5mj9tTmPzT19tPX2se/KER5AaW07z83L4Cel5/Bo8NQt6aQPMcl8\n", "KHVtvfzDO2e8q518+55cVuQn9X+u3c6rf7oAwONz0shLslDTZkevg5X5iaP1IwohRhDxIllcXOz9\n", "eNeuXZHevU91bb3Ut9tJjjZxU6qVY/UdzMuK5UBNO4tz4pmdEUN8lJG78xN5r7q/ZzgnM5YDNW18\n", "6+7pmA16qlt6aehykuXHROi2Hteg5aAqm7q9RTLBcq3Qbi2/zI8fmkGvy0N8lJGClJGfgaN6X0jy\n", "BU/lbKB+vkCN6dVtk2nkJfSvDvjVQ/hwbZedOccPj7fT3utCB7y0IotEs8b71e186+7pnLxo4zcn\n", "LhFl0PHte/ofBRBjNtJhdzI1Ppk+t0aPsw+jXken3cVH5ZV0tzX73H9M+jSmxJm5ZHOi18HslGv/\n", "HI6Gs3z9rkw+bnJyW3YcjqZanLYOiiI0HrIt2xN5OxARXwWorq6O6dOnA7Bjxw5Wr1495NdFehWg\n", "svOdfHP3We/2c/MzeHxOGn+q6yDWbOB7+2u9n5ufFYvbA+WNXXxnVR7f21dDvMXIs/My+OWxC3g0\n", "eGJuGl+4dYr3dsThnO+wc77dgdWsJyXaRGqsiagAFrwYzsA/MCqSfMFTORuon0/5VYDq6uo4fvw4\n", "APPnz4/07oeVEmMixmzwXiC5OT2GBIuJ4pmpnLzQicWo986dTIsxU9XSg0eDix0ONA1mp8ew90wr\n", "V6/ZbPr0Mivykrjc5STRaqIwNXrI1X6yEyzYHG7+8d2z2Bxu/uKOLB6ZlUq0IlNhhJjsZD3JAc62\n", "9FDTaifFaqIo3UqDzcnmz5qIMxsoyojlnc+bmRpvJsFi5I2TjRj1Ol66N5fv7q3h5owYkqONlNZ2\n", "AP2PLV0zO5XffdgAwPfuz2dxTsIN+3R7NL69u4qyi13e136xpmjQ/d9CiNGj/JGkygpSrExPtGDQ\n", "66hts/Ph+U4cLo22XgdTE6K4pyCRTy51kZ8Szd8vz0EHmPQ6/m7pNGwOF3MzY8lOsNDS08d9hcl8\n", "d2+1971PnOsYskjqdZAQfe2fwaTXYZSbuYVQhtxxc4WmaXx80cbOyhZOXrTx9++c4ZfHL2J3uZmb\n", "EcP/OXKegzXtLJwWzw/+WEuUAX58sJ7v7a9lf1Ub59rtFKZa+fPbs/iHFdNJjTENWvNx3pS4Ifer\n", "0+n4wq1TWDQtntwkC9+9L4/shNBvP1R9rprkC57K2UD9fIGa9EeSl7udnG93ABotPX2kxphosDnp\n", "udKbPFrfSWGqFY8GJ87bWDI9gb+9M5vUaANfXTaNnxw6x9mWHv5sYcGgWwuzEyz86KEZnG3pJTna\n", "6HPBhmmJFl5alYfLrWEd4UKPECKyJnVPsqXbyb+8V8snDd3odfA3i7P5zYmLpMeYWJqXyJsnG1kw\n", "NY4Hi1J486NGGmwOvr5yOj96vw57n4cv3zWNWzJjMBr0TJnki+YKMV4E2pOc1KfbjV19fHJloVeP\n", "BmUXbExLjKK+w0FqjIm/WTwVi1HPq0fOMzczhi/flc3rZQ309nnQgJ8ePodOr5MCKcQENqmLZFyU\n", "Aatp4ClyFK09/ZPJU64sUHG4roPWXhfbKpoxGfTEDjgdjjLqMerUvMiiel9I8gVP5Wygfr5ATeqe\n", "5LTE/r7hoZp20mJMJEUbaepycuvUOPQ66LC7Bn29DvjLO7L4zYlLdNhd/M3iqWQGcRTZ1tPH503d\n", "9Hk0itJiyIiL7GNphRD+m5Q9yeZuJ512N4nRRpKtJuraevlTbTufNXXT3O3iks1BqtXE2lsz2fzZ\n", "ZapaerivMBm3R+PugmRumRKD20NQF1lcbg+//eAiGz+9DMCCqXF86+5c4i2T+u+VEBEj8yRHcKHD\n", "zst7q6ltdzAzzcpfL5rKHz5uYPWsNLZ83swDhSmYDTosJj19bg/Pzk/HqNPx0UUbW8qbudDp4N+y\n", "CokK8hks3U43pTUd3u0PL9jocrqlSAqhqEnXkzx1uYeLVxaUONdu59OGLpq6+2jtcfI/luZgMel5\n", "82Qjvzx2EYtJT3a8mf/34SW2lPc/hybnymTzYPsuVrOB5QOWOrs9O25Qn3O0qN4XknzBUzkbqJ8v\n", "UJPu8CUlxsTjc9Kxmg3Ut/WSGWfm9ux43jvbzslLXWTGmvmzhVP41fGLvH+2ncx4Mw8XpXL8XCeJ\n", "0UaenJuOPoSLNSaDnifnpjM7I4Y+t8bM9Bg5ihRCYZPqt7Opy8G/Hayj0db/jJjn5mVQlGbFrfU/\n", "yRCgoau/Xxll0DEzzUrjlWfb2F0eLnY6ibvygK9QVjlJjDZx5/TwLpyr8iosIPlCoXI2UD9foCZV\n", "kbQ53N4CCfBxQxe5SRZM+sFHhplxZv568VTKLnRxqLad+CgDj8xKZXZmLMlW/1YdF0JMDJOqJ5kc\n", "beKWKbHe7bvzk7jc08fbnzfzhVszuSnVyjO3pLMwO453T7dyqLZ/9fFOh5tFOQksmHrt/mvV+y6S\n", "LzQq51M5G6ifL1CT6kgyyWri68tzqL7ylMJup4t/2luDBlzqdLAkN4Fnbkkn1mLi2XkZfG9/DR4N\n", "Hi5KITshCp2iE8eFEOEzKedJXlXZ1MU/vFOFw90/BLdNjeX79/cvVOHyaNS19WJ3eZiWYJGLK0JM\n", "EDJPchhnW3o43+EgPdbMTalWDHodRemxvLQqj18fv0iCxcifL8yiqrmXZKuRjLgoClKsYx1bCDHG\n", "JkVP8mxLD1/bcYYf/LGWr24/zacN11YBv2NaAj95pJCv3JXN9/fV8JXtp/nW7rNc6LD7fE/V+y6S\n", "LzQq51M5G6ifL1CTokie73DQe+XRrR4NPm/qxjOgyxBjNlJ5uZfG7j7v11e39o5JViGEWiZFkUy2\n", "mjBfeSSCDkiKNuLyDG7FJlzXc4yP8t2JUH0umOQLjcr5VM4G6ucL1KToSeYnWfj2Pbmca3dgNuhI\n", "jzUPerQCQFG6la8tm8bx+k6W5SdyU5r0I4UQk+RI8kKng02fNfHhhU5uSrMO+byZuCgjxTNT+c59\n", "+dxdkDziI11V77tIvtConE/lbKB+vkBN+CPJ1p4+Xt5Xw+Ur/cZO+zn+9eFC7+2FQgjhy4Q/knR5\n", "NGwOt3e7rddFnzv0qaGq910kX2hUzqdyNlA/X6AmfJFMsZr4ytJp6HVg0MHfLplGUrQcRQoh/DPh\n", "i6RBr2N5XiK/fHwWv3piFndOTxiV2wtV77tIvtConE/lbKB+vkBNikMqk0FPTpJlrGMIIcahSX3v\n", "thBi8pHnbgshxCiSIhkk1fsuki80KudTORuony9QUiSFEMIH6UkKISYV6UkKIcQokiIZJNX7LpIv\n", "NCrnUzkbqJ8vUFIkhRDCB+lJCiEmFelJCiHEKJIiGSTV+y6SLzQq51M5G6ifL1ARv3e7oaGB/fv3\n", "YzAYWLFiBVOmTIl0BCGE8FvEe5Jvv/02jz76KABbt26lpKRkyK+TnqQQIhyU70lardeeHWM2myO9\n", "eyGECEjEi+TAA1eTyRTp3Y8a1fsuki80KudTORuony9QET/d3r17N8XFxQDs27ePVatWDfl1H374\n", "Ie3t7ZGMJoSYBBITE1mwYIHfXx/xCze9vb1A/xHl1Y+HEsgPIYQQ4RLxI8mLFy9y4MABNE1j1apV\n", "pKenR3L3QggREGXvuBFCCBXIZHIhhPBBiqQQQvggRXKC8Hg8uN3usY4xLNXzCTEc5R4pq/pti9u3\n", "b/f+shcUFDB37twxTtQ/raq6upqSkhKysrIAtcZxqHyqjWN5eTmnTp3C4/GwePFisrOzlRnDobKp\n", "NH5HjhyhsbERgJycHBYsWKDM2A2XL6Dx0xSzbds278dbtmwZwyRD27Nnz1hHGFJ5ebl24cIF77Zq\n", "43h9PtXG8cCBA96P33nnHU3T1BnDobKpNn5Xvfvuu5qmqTN217uaL5DxU+5IUvXbFt1uN5s3b0bT\n", "NPLy8pS9v1zGMTDLly+/4TVVxnCobKqNX21tLZs2bWLNmjWAOmN31fX5Ahk/5Yqkpvhti1fvFgLY\n", "tWvXGCbxTcYxOHv37uWOO+4A1BvDgdlUG7/c3FxefPFFtm3bRn5+vnJjd32+QMZPuQs3A5v7Op1u\n", "DJOMTIV//OHIOAbuwIEDFBYWkpqaCqg1htdnG0iV8bNYLMTFxQFqjd1VA/MNNNL4KVck/b1tcazU\n", "1dV5P7bb7WOYxDcZx8AcOnSIjIwMcnNzva+pMoZDZVNp/FpbW70fXz2CVGXsYOh8gYyfcqfbixYt\n", "4q233vLetqiauro6jh8/DsD8+fPHOE2/ffv2UV1djcViITc3l+XLlys1jkPlU2kcm5qaOHz4MEVF\n", "RVRWVmKz2Vi3bp0SYzhcNpXG7/DhwzgcDgAWLlwIqPV7PFS+QMZPbksUQggflDvdFkIIlUiRFEII\n", "H6RICiGED1IkhRDCBymSQgjhgxRJIYTwQYqkEEL4IEVyAmhsbGTr1q288sorQ37+1Vdf5fLlywG9\n", "5/r169m6dStbt25l27ZtdHZ2Dvr8jh07gs571bvvvsumTZtCfp+Jxp+x7erq4te//jUVFRURSDS5\n", "KXfHjQhcRkYGJSUlbNiwYcjPP/XUUyQlJQX0njqdjpKSkmE/Pxq3mj3wwANs3rw55PeZaPwZ29jY\n", "WJYuXYrH44lAoslNiuQE5nQ62b17N1VVVaxbt460tDTv506cOMGePXvIy8sjLi6Ovr4+1qxZ412M\n", "ICoqik2bNmEwGOjp6WH16tXEx8fjcrnYtWsXlZWVbN26FYDCwkJmz549Yh6Xy8WWLVvQ6/VomnbD\n", "QqwHDx6kqakJs9mM3W6nuLiY+Ph4PvnkE7Zs2cK9997L0qVLvdv33HMPy5YtG3Z/XV1dvPnmm1it\n", "VvR6PRaLhZ6eHoqLi70LRQy3T4APPviAXbt2sW7dOo4cOYLZbGbevHkUFhbidrvZuXOn917g7u5u\n", "cnJyuOuuu0YchyNHjnDx4kXMZjMejwez2cxDDz004ti2tLSwa9curFYrTqeTuLg48vLyRtyfCFHo\n", "y1gKVaxfv37I19977z2tqanphtd//vOfez8uKyvTzpw5M+T3OxwObdOmTX7ty5ft27drly9f9m4f\n", "O3ZM27Bhg6Zp/YvyHjp0yPs5p9Pp/Zym9S88e+7cOe/nNm7c6Nc+y8vLtV//+tfebbfbrf3nf/6n\n", "X/vUtP6fc/fu3Te8765du7SWlhbvdnNzs/b555/7len111/XbDabN099ff0N+xzKa6+9prndbu/2\n", "b3/7W628vNyvfYrgyZHkJJaSkuL9ODo6GqfTOeTXjdaiqV1dXYOW+po/fz719fUAVFdXY7fbvUdQ\n", "0H90dtVdd93Fpk2bePrppzl8+LDPI8jr3Xrrrd6P9Xo90dHRfu3zqgceeGDInyU5Odm7nZKSMmg8\n", "fXnyySc5evQodrsdu93u9wIVZrMZvf7aZYSBP5cIHymS4gYej4eamhoKCgoAaG9vx2KxhPy+MTEx\n", "NDc3ewtlWVmZ93R1zpw5NDQ0sHjxYu/Xu1wu78cGg4HY2Fg6Ojpoampi5cqVfu/3448/9q487Xa7\n", "vX8MRtqnLxaLhdbWVm+h9Hg8VFdXM2PGDJ/f53K5qKqqGpT/zTffHLQM2nAcDgdutxuDwQD0j9/A\n", "7CI8ZBWgCeD999+nvb2dTz/9lLlz56LX6ykuLub06dNUVVVRXV1NRkYGMTExLF68mMzMTN5//30O\n", "HTrEl770JdLT03n99dfxeDx88Ytf9L5nY2MjUVFR3n6l0Xjtb+rBgwdpbW1Fr9fjcrlYsmQJmZmZ\n", "PnO6XC42btyIyWRCr9cTGxvLiRMnWLt2LdOnT6esrIz6+nr0er130dary+1D/1HeT3/6Ux577DFu\n", "vvlmv8amoqKCyspK7HY7VqsVu93O/fff7y1uvva5c+dOPvzwQ+9DoubNm+ftAbpcLrZt24bBYPA+\n", "CXLZsmUjjoHdbufVV18lPz8fnU6Hw+HgtttuG1Rchxvb5uZmdu7cSVxcHE6nE4PBQGtrK88//zyx\n", "sbF+jYcInBRJMaGVl5ej0+n8LqpCXE9Ot8WEZbPZOHz4MNDfQ7z6fBghAiFHkmLUfPDBB5w/f37I\n", "zy1cuJDs7OwJsU9famtrOXny5JCfy83NHfNVxEXgpEgKIYQPcluiEEL4IEVSCCF8kCIphBA+SJEU\n", "Qggf/j90Cry+THmuzQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.717852\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt81PWd7/HXXDOZzOR+gRByIYSrCAoCIqKrgKkFuSi2\n", "1nW72/ZxetqePXtrz7bbPWfbblt7trXt9nTV9sHWbbuKK3dBQC4ikFBAxCoCAUlIIPcbITPJXH8z\n", "54/AQCAZZjKZ5Bvyef6V30xm5u1P/eQ3n9/3ogsGg0GEEEL0ST/cAYQQQmVSJIUQIgwpkkIIEYYU\n", "SSGECEOKpBBChCFFUgghwjDG880PHz5MU1MTAPn5+cyePZvGxkb27duHwWDgoYceYuzYsfGMIIQQ\n", "MYlrkVywYEHo5927dwNw7Ngxnn32WQC2bNnCypUr4xlBCCFiEvev29XV1bzwwgtMnDgRAKvVGnrO\n", "bDbH++OFECImcS+ShYWFfO1rX+O9994D4MYJPiaTKd4fL4QQMYnr1+1rLBYLdrsdAE3TQo/rdLp+\n", "X7N7924MBkPcswkhRpfU1FRmz54d8e/HtUi2t7eTnp4OXL+CdLlcoeNrP/fFYDBw7733xjOeEGIU\n", "OnHiRFS/H9ev2+Xl5WzYsIENGzYwffp0AObNm8e6detYt24d8+bNi+fHx1VZWdlwRwhL8sVG5Xwq\n", "ZwP180UrrleSy5cvv+Wx3NxcnnnmmXh+rBBCDBqdqkul7du3T75uCyEG3YkTJ3j00Ucj/n2ZcSOE\n", "EGFIkRwg1fsuki82KudTORuony9aUiSFECIM6UkKIUYV6UkKIcQgkiI5QKr3XSRfbFTOp3I2UD9f\n", "tKRICiFEGNKTFEKMKtKTFEKIQSRFcoBU77tIvtionE/lbKB+vmhJkRRCiDCkJymEGFWkJymEEINI\n", "iuQAqd53kXyxUTmfytlA/XzRkiIphBBhSE9SCDGqSE9SCCEGkRTJAVK97yL5YqNyvmiztXZ5aXZ6\n", "CQzRl0aVz91ASJEU4g52stHJlzdV8KUNZzh6sXPICuWdRHqSQtyhOj1+/mrrOeo6PQAkGHSsfWoq\n", "OfaEYU42vKQnKYQAQAeYDLrQsUGvQ6fT9f8C0ScpkgOket9F8sVG5XyRZrMnGPm7Rfnkp1oYYzPz\n", "nSUTyLaZ45xO7XM3EHHdd1sIMbwmZyXxs+UlaMEgqRbTcMcZkaQnKYQYVaQnKYQQg0iK5ACp3neR\n", "fLFROZ/K2UD9fNGSIimEEGFIT1IIMapIT1IIIQaRFMkBUr3vIvlio3I+lbOB+vmiJUVSCCHCkJ6k\n", "EGJUkZ6kEEIMIimSA6R630XyxUblfCpnA/XzRUuKpBBChCE9SSHEqCI9SSGEGERSJAdI9b6L5IuN\n", "yvlUzgbq54tWXNeTPHXqFGfPniUQCDB//nzy8vLYtm0bmqYBUFxczIwZM+IZQQghYhLXItnW1sbq\n", "1asB2LFjB3l5eVgsFpYsWRLPjx0SCxcuHO4IYUm+2KicT+VsoH6+aMW1SC5atOiWxzRNY9OmTQSD\n", "QYqKiuTmjBBCaUPSk9yzZw9z584FoLS0lNWrV/Pkk0/S1NQ0FB8fF6r3XSRfbFTOp3I2UD9ftOJe\n", "JA8cOEBJSQmZmZm3PGcyhd9z48aTXVZWptTxyZMnlcoj+UZXPjmO7TgacR0neejQIbKyspgyZUro\n", "sZqaGgoKCgDYvn07y5Yt6/O1Mk5SCBEP0Y6TjFtPsrm5mfLycqZMmUJFRQUOh4PnnnuOmpoajh07\n", "BsCsWbPi9fFCCDEo4lYks7Oz+eY3v3nL433dzBmJysrKlL6LJ/lio3I+lbOB+vmiJYPJhRAiDJm7\n", "LYQYVWTuthBCDCIpkgM00OEEQ0XyxUblfCpnA/XzRUuKpBBChCE9SSHEqCI9SSGEGERSJAdI9b6L\n", "5IuNyvlUzgbq54uWFEkhhAhDepJCiFFFepJCCDGIpEgOkOp9F8kXG5XzqZwN1M8XLSmSQggRhvQk\n", "hRCjivQkhRBiEEmRHCDV+y6SLzYq51M5G6ifL1pSJIUQIgzpSQohRpUh6UkeP358IC8TQogRJ+we\n", "N7/61a/IysoiEAhQWVlJXl4ely5dwmazMWfOnKHKqCTV9/GQfLFROZ/K2UD9fNEKWyTnzJnD7Nmz\n", "2bp1K1/84hfJzMykpaWF/fv3D1U+IYQYVmG/bs+ePRsATdPIzMwEICsrC4vFEv9kilP9L6Xki43K\n", "+VTOBurni1ZEPUm/39/r2O12xyWMEEKoJqIimZ6ezpEjR3C73Rw5coS0tLR451Ke6mPBJF9sVM6n\n", "cjZQP1+0IiqSixcvJjk5mbfffpvk5GSWLFkS71xCCKEEGScphBhV4jJO8uae5DvvvBNdKiGEGKEi\n", "KpI7duzodex0OuMSZiRRve8i+WKjcj6Vs4H6+aIVUZEMBALxziGEEEoKO5j88uXL+P1+urq6aG1t\n", "JRgMommaXEmi/lgwyRcblfOpnA3UzxetsEXy9OnT+Hw+mpqa+Pjjj3teYDSyfPnyIQknhBDDLezX\n", "7QceeICHH36Y0tJSHn74YR5++GEWLlyI3W4fqnzKUr3vIvlio3I+lbOB+vmiFVFPctq0afHOIYQQ\n", "Sop6nGRNTQ3jx49Hr4/ver0yTlIIEQ9xGSf5k5/8hJqaGnbs2EFdXR1vvvnmgAMKIcRIElGRnDx5\n", "MgUFBQAsWLAgroFGCtX7LpIvNirnUzkbqJ8vWhEVSU3TADAYDHENI4QQqomoSDqdTnbv3k1xcXG8\n", "84wYqo8Fk3yxUTmfytlA/XzRCjtO8prVq1fT1NREUVERH374YcQzcE6dOsXZs2cJBALMnz+fvLw8\n", "Ghsb2bdvHwaDgYceeoixY8fG9A8ghBDxFNGVpNVqpaioCICZM2eyevXq0HMul6vf17W1tbF69Wqe\n", "euopPvroIwCOHTvGs88+y2c/+1mOHj0aS/ZhpXrfRfLFRuV8KmcD9fNFK+ZxPHv27On3uUWLFt3y\n", "mNVqDf1sNptj/XghhIirmItkJF+99+zZw9y5cwG4cVimyWSK9eOHjep9F8kXG5XzqZwN1M8XrfiO\n", "CAcOHDhASUlJaCOxa3fKAXQ6XdjX3njZXlZWJsdyLMdyPCjH0Yh5ZfItW7awcuXKPp87dOgQWVlZ\n", "TJkyJfTY5s2bWbVqFcFgkO3bt/e7WIbqM27KytTeW1jyxUblfCpnA/XzRTvjJqK72wPR3NxMeXk5\n", "U6ZMoaKiAofDwXPPPce8efNYt24dwWCQxYsXx+vjhRBiUMT1SjIWql9JCiFGprjM3Q7HYrHE+hZC\n", "CKGsqIuk2+3udVxaWjpoYUaSgTaBh4rki43K+VTOBurni1ZERfLFF1/k8OHDALS0tMhuiUKIUSOi\n", "Ipmbmxta/Wf8+PG0t7fHNdRIoPLdO5B8sVI5n8rZQP180YqoSN68wK7RGLeb4kIIoZSIiqTf7+91\n", "7PV64xJmJFG97yL5YqNyPpWzgfr5ohXRJeGMGTPYsGEDEyZMoLKykrvuuiveuYQQQgkRj5N0u93U\n", "19czduxYEhMT451LxkkKIeIibjNuLBYLEyZMGFAoIYQYqSLqSW7evDneOUYc1fsuki82KudTORuo\n", "ny9aERXJm5dD27lzZ1zCCCGEaiIqkmazmebm5tCxx+OJW6CRQvWxYJIvNirnUzkbqJ8vWhH1JLu6\n", "uvjZz34WupFSUVERl0UthBBCNRFdSSYmJvL888+zZs0a1qxZw4wZM+KdS3mq910kX2xUzqdyNlA/\n", "X7QiKpI33y6/++674xJGCCFUE/N6kvEi4ySFEPEQt/Ukq6urOXbsGH6/n6qqqgGFE0KIkSaiInnk\n", "yBHq6+upra3FaDSO6P2yB4vqfRfJFxuV86mcDdTPF62IimR9fT0LFiwIrQaUlJQU11BCiFt1uHxU\n", "NHdhHVOIol2yO1JEQ4AMBkO8c4w4qo8Fk3yxUS1fh8vHvx2u5cCFDhIMOn5oS2XGGNtwx+qTaucu\n", "VhFdSbpcLnw+HwA+n++WGThCiPhqcHg5cKEDAI8W5M3TLcOcaPSIqEguXbqUV199lYqKCt58802W\n", "LFkS71zKU73vIvlio1o+q0mP2aALHRemqbsBn2rnLlYRfd1OT0/nz//8z+McRQjRn/xUCz8snci2\n", "My2MsxlYUpIx3JFGjYjHSZ4+fZrKykomT57MpEmT4p1LxkkKIeIiLuMk9+zZg9Pp5LHHHqOjo4N3\n", "3313oPmEEGJEiahIdnR0MHfuXMxmM3PnzqWtrS3euZSnet9F8sVG5XwqZwP180UroiJpMpn6fLyz\n", "s3NQwwghhGoiKpLd3d20trYC0NraGhrIun///vglU5zqY8EkX2xUzqdyNlA/X7Qiurvd2NjI2rVr\n", "GTduHHV1dRQWFrJ+/XoqKipYsWJFvDMKIcSwiahILlq0iDlz5tzy+PHjxwc90EhRVlam9F9MyRcb\n", "lfOpnA3UzxetiL5u91Ugrz2+d+/eQQ0khBAqiXiptP44nc7ByDHiqP6XUvLFRuV8KmcD9fNFK+Yi\n", "KYQQdzIpkgOk+lgwyRcblfOpnA3UzxctKZJCCBGGFMkBUr3vIvlio3I+lbOB+vmiFXOR1Ol0t/8l\n", "IYQYoSIqks3Nzf0+F81qGncS1fsuki82KudTORuony9aERXJ3/72t1y5cqXP52y2/peQDwQCaJo2\n", "sGRCiEFxtqWLl/5Qy9ZTLbR2eYc7zogT0XqSr732Gunp6TgcDu677z4KCwtv+8a7du2iqqqKlStX\n", "kpubC8C2bdtCRbO4uJgZM2b0+3pZT1KI2NVecfM/tpyl29ez5cqfzx7L5+4ZM8yphle060lGNC3x\n", "qaeewmw2EwgEOH78OAcOHODzn/982NeUlpZy+vTpXo9ZLBbZ+kGIIeT0aKECCT1XlSI6EX3dvrYk\n", "Wnt7O7W1taSmpg7owzRNY9OmTWzcuJETJ04M6D1UoXrfRfLFRuV80WTLsZmZO94OgEEHy6dmxitW\n", "iMrnbiAiupJ8/fXXyczMJDMzk2XLlmE2mwf0YaWlpaGfd+7cOaD3EEJELs1q4m8W5lPb6SHJZKAo\n", "PXG4I404EV1JJiUl8ZnPfIbFixcPuEDerL+FfG9041+ksrIypY4ln+QbruOFCxdG9fsZSWYclR/S\n", "WHECg16nXL7hOI5GRDduvF7vgIrj6dOnSU1NDd24qampoaCgAIDt27ezbNmyfl8rN26EEPEQl43A\n", "zGYz1dXVHDt2DL/fT1VV1W1fs3fvXsrKyti7dy8HDx4Eeork+vXrWb9+PZMnT444pIoG+ldpqEi+\n", "2KicT+VsoH6+aEXUkzxy5AiBQIDGxkbmzp3L0aNHmTBhQtjXLF68+JbHFi1aNLCUQggxTCK6kqyv\n", "r2fBggXo9T2/npSUFNdQI4Hq81MlX2xUzqdyNlA/X7QiKpIGgyHeOYQQQkkRFUmXy4XP5wPA5/MR\n", "CARu84o7n+p9F8kXG5XzqZwN1M8XrYh6kkuXLuXVV1+lsbERTdN6jXcUQog7WURDgIaDDAESQsRD\n", "XIYA3WzXrl0DeZkQQow4YYvkD37wAzZt2sQrr7zCt771LV599VX+/u//nurq6iGKpy7V+y6SLzYq\n", "51M5G6ifL1phe5J/+qd/SkFBAf/1X//F97//fQwGA5/5zGd44403hiqfEEIMq7BXktemEJpMptAw\n", "IKPRiNVqjX8yxak+FkzyxUblfCpnA/XzRSuinqTb7e517HQ64xJGCCFUE1GRnDVrFq+//jonTpxg\n", "3bp1zJo1K965lKd630XyxUblfCpnA/XzRSuicZLTpk2jqKiIuro6Vq5cSWKirEknhBgdYh4nuXfv\n", "3j4Xs4iVjJMUQsTDkIyTvJH0J4UQd7KYi+RopXrfRfLFRuV8KmcD9fNFS4qkEEKEIUVygFQfCyb5\n", "YqNyPpWzgfr5oiVFUgghwoi5SOp0usHIMeKo3neRfLFROZ/K2UD9fNGKuUhGcytdCCFGmojGSfr9\n", "fozG6+PO33nnHR555JG4BpNxkkKIeIjLOMkdO3b0OpaxkUKI0SKiIil72txK9b6L5IuNyvlUzgbq\n", "54tW2Lnbly9fxu/309XVRWtrK8FgEE3T5EpSCDFqhO1JlpeX4/P5OHHiRKg/aDQamTlzJna7Pa7B\n", "pCcphIiHaHuSYa8kH3jgAQCys7OZNm1abMmEEGIEiqgnKQXyVqr3XSRfbFTOp3I2UD9ftCIeJ3nl\n", "yhWqqqpuWaVcCCHuZGF7kseOHWPu3LkcOnQIp9NJbm4ulZWVTJo0ibvuuiuuwaQnKYSIh0EdJ1lf\n", "Xw9AU1MTn/rUp5g5cyarV6/m9OnTsaUUQogRIqKv2zfOtgHQ62VdDNX7LpIvNirnUzkbqJ8vWmHv\n", "bp88eRKfz8f58+dZuXIlAD6fD5/PNyThhBBiuEW9x011dTXJycmkp6fHKxMgPcnRSAsE6fJqWE16\n", "jAb5tiLiY1DHSfalsLAw2pcIcVtX3H62nmph3/l27i9IYc3dOWRYTcMdS4jIhwD5fD6am5sJBAI4\n", "HI54ZhoRVO+7jLR851q6+M8PGmlweNn0cQtnmrqGKVkPlc+fytlA/XzRiqhIVlVVsXXrVnbv3g3A\n", "tm3b4hpKjD4+rXfXx6vJoiojlcFgoLrdxaELlznV5MTnH9n/LiMqksePH+epp57CZrOh1+ux2Wzx\n", "zqU81ffxGGn5SjKtzM9PBuCuHCtTs5OGI1aIyudP5WwA46bewzd2nOef91Xzt9s+4eNh/lYQq4h6\n", "khaLZUBvHggECAaDGAyGAb1ejB5ZNjPfWFRAp8ePzWwkJTHqdrlQRLPTyxW3H4AgcLLRyT3j4rsg\n", "TjxFdCXpcrl6Hfv9/tu+ZteuXbz88ss0NTWFHmtsbOTVV1/l9ddfp6GhIcqoalG97zIS89ktRsal\n", "WJQokCqfP5WzAejdnVhN10vLcH8riFVE/zXOmjWL//zP/6Szs5ONGzcyd+7c276mtLT0lpk5x44d\n", "49lnnwVgy5YtobGXQog7h7e1lheW3c2FdjdZSSYmZ1uHO1JMIiqSkydPZvz48TQ1NZGXl4fJNLCh\n", "GVbr9ZNlNpsH9B5DLRgM4vEHsJh6twxU7wtJvtionE/lbADz588HoDhjZBfHayL+XmO1WikqKorp\n", "w24ctz7QQjuUWru8bP64hQ/qHSyfmsnDxWkkmqLvr7p8Gjq4pdAKIdQX8UZgly5dorq6mtdee43z\n", "588P6MM0TQv9HMl+3Tf2XsrKyob0uLy8nCMXWll/spnzbS5+VnaJDy5c76++9NJLt32/w4cPc7al\n", "i6+/9Qlff+sTTlQ1hf39wTyOJN9wHku+gR9f+1mVPCMtX7Qimpa4ZcsWnnjiCd58801WrlzJG2+8\n", "wdNPP33bNz99+jSpqank5uYCsHnzZlatWkUwGGT79u0sX76839eqMC1x08fNvHykLnT8g9Ji7svr\n", "GaZSVlZ22689l10+/ufWczQ5vQDkJpv5+ROTSLXE/yo6knzDSfINnMrZQP18cZmWqNfr0ev1oaFA\n", "CQkJt33N3r17qaqqwmKxUFhYyKJFi5g3bx7r1q0jGAyyePHiiEMOl9nj7Iy1m2lweJmfn0JR2vWh\n", "UJH8R6AFgnT7rl89d3sDaFpUU+UHTOX/SEHyxULlbKB+vmhFVCS9Xi9OpzNUJCNZE6OvIpibm8sz\n", "zzwTZcThU5CWyAvLSnB6NNKsJlIs0Q1NSbea+NsH8/nBO9XogL99MJ90mY8sxIgSUU8yNzeXLVu2\n", "MH/+fD7++GOqqqrinUsZmUlmCtMTbymQkfQ39Dod8/NTWPvUVNY+NZW5+ckR9WIHw0D7L0NF8g2c\n", "ytlA/XzRiujSaMGCBSxYsACAKVOmMHHixLiGupMY9Dpyk2/fnhBCqCnq9SSHigo3boQQd55B3eOm\n", "P7t27RrIy4QQYsSJqEju3r2bN954g+eff55169bxwQcfxDuX8lTvu0i+2KicT+VsoH6+aEVUJJ1O\n", "J08//TTTp0/nmWeeoaSkJN65hBBCCREVyWt3ZAOBnsUzb949cTRSfSyY5IuNyvlUzgbq54tWREXy\n", "2tJoBoOBzs5O2S1RCDFqRFQkn3zySQCWLl3Kvn37mDZtWlxDjQSq910kX28+LcCFdhdV7d14IthO\n", "QOXzp3I2UD9ftCKelgg90xFXrVoV10BCDDYtEOTghQ7+5d0agsBfLxzPkpJ0TLJtrYjAgMZJHjx4\n", "kEWLFsUjT4iMkxx8Pi3AmeYuKttcTMy0MiXLOioKRXu3l/++6SwdV7cUSDDo+Pc108i2jYw1TcXg\n", "issCF2VlZTQ0NIT2qjlz5kzci6QYfGdbuvnGW+cJAnod/HRZCdNy7vxN3UwGPVk2U6hIZtvMmA1D\n", "Mz1UjHwRXUa0tbWxZs0aVq9ezerVq/niF78Y71zKU73v0le+ZqeXa18bAkFo6Rq+G3BDef7sCUa+\n", "8VABD09IZWFhCv/4aBGpieEXGlH536/K2UD9fNEa0FiezMzMwc4hhkB+qgWLUY/bH8Bq0pOXMnrm\n", "lBemJfIPjxQRDAaHbJERcWcI25O8tpHX0aNHGT9+fGjx3MOHD/OlL30prsGkJxkflW3dtDh95NjN\n", "FKUnDnccIXppdnpocfpISTSSlzKwraxvZ1B7ktdWGJ43b17MwYQaijOsFGcMdwohbtXQ6eE7e6q4\n", "cNlNcoKBf3l8IhMU2EwsbE/yc5/7HNOmTQuNi6ysrMRgMPBnf/ZnQxJOZar3XSRfbFTOp3I2GHi+\n", "mg43Fy67Aej0aJxs7BrMWAMWtkjabD13Pvfs2YPT6eSxxx6js7OTw4cPD0k4IcTokZxg4MZucbZN\n", "jVX8IxonuX79etasWRM63rhxY2gWTrwMR0/yQruL47WdZFhNzMq1kW6VcXRCDBWvP8CJOgcHqi4z\n", "c6yNBYUpJMdh07y4jJPsb4/szs5OkpOTI/4wlTV0evjmzvNcdvWMpfvCnLF8dtaYYU4lxOhhNuqZ\n", "X5DC/IKU4Y7SS0TjJLu7u2ltbQWgtbU1tBHY/v3745dsiDk8WqhAAnxQ7wi74Vl5eflQxBqwO7Vv\n", "NVRUzqdyNlA/X7QiupJsbGxk7dq1jBs3jrq6OgoLC1m/fj0VFRWsWLEi3hmHRGaSibvH2viowQnA\n", "p6dkotPpcPs16q540NGzsdfrHzbh1QKsnDwFt0/DYjIMb3AhRFxF1JM8fvw4c+bMifjxwTAcPclm\n", "p5eaDjdJJgPFGYnodbD7XDv/Wn6JRUWpNDu9VLR0AzDGbubxyRnMy08ZsvGGPi3AxQ43gSDkpSSQ\n", "KAVaiKjFpSfZXyGMV4EcLtk2c69FD5qdXl4+UoteB/Pzk2np8vFgUSpHL3VypqkLlz/ALw9f4oel\n", "xbh8AQw6HfYo9+YO52KHm2anl6wkE+NTLRyo6uDHB3pWsvnyvHEsn5qJ2Xi9Y9Ll1Tjd5KS+08vU\n", "bCuTspIGLYsQo5UsMR6G2aAj22ZmVq6dDSdbqGp3AfDcvWO4b5ydd6ouo0NHZZuLH+6vJslk4BsP\n", "FTAxM/wA2MsuH2dbuvFpASZlJWHQQUVzF1oApuQkkWMzU93u4hs7znPF7SfJbOAnn57Ib96rD829\n", "XnusjgcKUxhjvz618KMGB/+05wIAFqOenz8xiQmDeJXr9ml4tSD2BEPMU/uuTVRQlcr5VM4G6ueL\n", "lhTJMFITTXz70SIqmrvYdqY19PjJBifjUxJocnj5p8UT+M6eKjrcGuDjl4cv8aNPTey3V+kPBNn8\n", "cQuvf9gEwL25dhYUJPPLP9QBMH98Mv/r4QIuXXFz5eqqNV1ejcvdPnKTzbR29yxKkZVkJuGmZc7O\n", "XW0FALj9AS53+2CQiuSlDjcvHaml7oqHL9yXy4KClFGxzJoQ8l/5bUxIT2T2ODtj7NeHQc3LT+bp\n", "u7P59ZNTGZtsptOjhZ7zakHCNXm7vRoHqi6Hjk/UO3DdsFL2sdpOnF6N9ERTr4G1JoOe/7kwn09N\n", "TudPilP5ztIJpFl7D826Z5wd/dUXZVpNjLEP3jjPjR83c7zWQYPDy/P7q7nU4Y7p/VS/0lA5n8rZ\n", "QP180ZIryT4EgkE+bnRy6EIHEzOtzBufzPeXTuRMcxfJFgPTspNIubrUlhYI8q0/KeQnB2qwmg38\n", "5QPj0QJB/ljvwOMPMC45gRybGdPV3qHVbODBolTe+KgZgFljbdjN1/81PFiYis1sICPRxI8+NZGT\n", "jU6mZluZnGXFYjLwNw8W9Jt7eo6Nf10+ictuP3nJCYwbxAUCur3X/xAEgqBFvVSzGCqBYBCHWyPB\n", "qJPRF4NAimQfqtpcfHNnJf5ATyX4Xw/l80BhKt2+nqJjNuhDfReDXsfCwlSmZFkx6vWkWY1sOtnM\n", "r4/VA3Bfnp35+cksLEwjzWrCqNfx5IxspufY8GoBpmRZMRv0pCWZCASCTM6yYkvo+ddyzzg794yz\n", "R5zboNcxObvnZk1ZWRl5g/gX/emZOZxs7KK928cX7suNeZk11ftWKucLl82nBSir7uCV4w2MT0ng\n", "K/PzyEuNz2o6A8k3EkmR7IPDo4UKJPRMvLfWddLo8HHF46fD5SPJdn2mkUGvI+fqDRSH28+Os22h\n", "596rdTAlO4kzLV0sKEgFIC3RxP03zSq4P39wZxkkpWVRfdmFzWwgMyn2r90TM6z8csVkPJpGutWE\n", "xShXKCq62OHmR/t7RkA0Orzknm7hawvGD3esEU2KZB/GJZuZlJnIuVYXCQYd9+UlU9Hcxdr3GgCw\n", "mQ3838cn9npNS5eXVqePtEQD946zU3vFA0BBqoVgMIjV2Lv96/ZptHT50Ot6vr4mmvSDUswA2rq8\n", "vFlvovwPFYy1m/ne0gkUpMV+AycjyQQMzlxa1a80VM4XLps/0Lsn3u3T+v3deFH53A2EFMk+ZNsT\n", "+D+LJ9DQ6SHZYiTHZuLtc+2h551ejU739SmMTQ4P399XzdnWblIsRn5YWszkTCvNXT7yUxP4oM7B\n", "+pMt6HQ67h5rw+0P8ObpVqraXaGd/LKTTPzzY8W9BqZ3ezU8WoDkBCP1nR4utLtITTQyKdMattd0\n", "4bKb8porADQ4vByvdQxKkRTqG59i4S9mj+U/3m8gK8nEk3flDHekEU/ubvcj22ZmZq6dovRErGYj\n", "CwtTQ3eyfacRAAAWiUlEQVSbx9jM6F3X71DXdLg529oz/OaK28/JBidLJmWwYnomZ5u72V7Rxnu1\n", "nXz77UoudrhpdHj59/fqyU+1cPBCBwDNXT7eqmil8ur71F5x8929VXxlcwXv13byD7vO8/13qvn6\n", "W+c5XusIm91y01VrskW9r8aqz+9VOV+4bFazgVUzsnjl6an8YsUkJmQM/R9Hlc/dQMiVZB+qL7uo\n", "u+IhM8nExAwrBr2OOePs/Gx5CR1uP/kpFmpOvQ8lPXeakxOMfOG+XLRAkC6vRtbVdfBsZiN1nZ7Q\n", "+3q1IG5/gCSTAZNBh1Hfe0C22aDn++9c4AelxeyoaOWD+p555Odau2lyXt+06w8Xr7CwKLXf/MUZ\n", "iXzlvmzernQwK9fGrLGR3/wRI5/FaCA3Wb0/jCOVFMmb1Fx28XfbP8Hh0TDo4CfLSpieY8Nk1DMt\n", "x0Zbl5eLHW7SJs7E7dMw6HWUV1/hvz66Ojh8nJ0V07JC77d6Rjbv1zlw+wOUTkpnjN1McoKR7y2Z\n", "wO5P2vjq/HHsONtGfqoFnQ7qOr24fAG8/uudJS0QJC3RGFqlaPZt7ngnmgysmjmO0mkaCUY9egU3\n", "vlK9b6VyPpWzgfr5oiVF8iYNnV4cVweHa8GeWSxjbAnsPd+O26/R4fLzVkUbZoOObz5cyPQxSb0H\n", "h9c5et0ZnzHGxr+tnIzLF2CM3RRaRHR2XjLTcpIw6nWUZFpZe6yegxc6eKwknewkM8unZfLHBgd1\n", "Vzwkmg38sLSYC+1uUhONTM2ObE52fwtgODx+mp1eLEb9oI6lFOJOJD3Jm2QmmTDdsHF9YVoip5oc\n", "nGx0YjUZeKuiZ3iPVwuy9XQLumCQBwqvD9+5e4yNDxs6qWpzhR4bn2phUpb1llWWE00GTAY9U7KT\n", "+MuF4/n58hK+NG8cdouRgrREfvzpEv7j6WmsmJZFcYaVxSXpzMlLJsl8+69S/fWFOt0+fnO8nq9s\n", "PsvXtpzlTPPw7COiet9K5XwqZwP180VLriRvUpyRyAufLqGq3UVucgJZSSb2V7bT6fZjTzBSkpHI\n", "J1cLYLbNjNmo54mpmRRnJIYW7v15WS3pViO/XDGZdKvptl93DXpdnwtRpCUO/tL19Z1e3jrTU+i7\n", "fQE2f9zM1EeKBv1zhLhTSJG8iU6nY0p2ElOyk2jv9rL9TBu7rg7/Odd6ke8umcCbp1vItpl5dGI6\n", "39pVydKSDI7XddLQ6Q2tFDTWnsD7tQ72nm/nvvHJLClJj0vR609/faEEox6jXhdqCdy4itBQUr1v\n", "pXI+lbOB+vmiNeRFctu2bWhaT8+vuLiYGTNmDHWE2/JpAc61dNPg8NDi9IYeDwTB7dconZzByQYn\n", "p5u70AJBnF4/Z5q7WDEtiwvtLoLA45Mz+PHBiwB82OAk154Q9o70UClIs/C9pRN4/cNGClITeXyK\n", "bMItRDhDXiQtFgtLliwZ6o+NykcNTr79diUAf7VwPEcudXLF7edPJqSSaDTwj7urQr/7T4sLQwvu\n", "HrzQwVfuH0deigXPDSv7AHS4fAyG1i4vn7R2o9fpmJRpvWUloGv6mz+r1+mYk5fMPbl2DPrhu+ut\n", "+vxelfOpnA3UzxetIS+SmqaxadMmgsEgRUVFQ75FQyQOXejg2g3qXx2p4+8W5dPtCzApI5FTTV18\n", "Yc5Y/IEgiSY9jQ4vvznewMrpWSQa9UzJsjIl20aTo2d18DPN3WRZTcwYa4s5V7dX49/fq2ff+Z67\n", "6aumZ/GF+3JJMEZ//204C6QQI8mQF8nS0tLQzzt37hzqj7+tcy1dvbZwANDr4GxLNx5fgGybid8c\n", "b8Dp1bAY9XzjoXx8WpD1V5c+mzGmpxjm2M3806MTaHX5SEkwkjMIazs6PH4OVHWEjvdXXubpmdkk\n", "GG99b9X/kku+gVM5G6ifL1rDeuOmv/28r7nxsv3asIJ4HhsMBtpSJzLWbubri/Jp6/aRaDLw00OX\n", "cHg0vjBnLJXtfpxX11Z0+wNccWvk2s3UO7w8VpJK4dU50mVlZSSl52BIGwPBIBfPncLj6oopX1Jq\n", "BnPy7By52AnAnNwkkq6OhRyK8yPHcnynHEcjot0SB1NNTQ0FBT3T+bZv386yZcv6/L3h2C0R4EyT\n", "k+/uvUCHy8//frQAjxak2ekjw2rCYtTh8gf56aGLoa/jf/dgPt0+DS0YZFFhKtlX7xZ3un382x9q\n", "2V/ZgQ74x0cLebAoLeZ8TU4vZ5q60OthalYSWba+r1BV7wtJvoFTORuony8uuyUOppqaGo4dOwbA\n", "rFmzhvrj+9Xe7WXn2XY+qHPw1IxsSjITuezy0+7y0+0L8Fr5Jf7h0SK6fV6+en8eDQ4vOTYTu861\n", "MSU7iZ0Vrcwcayf76ozB1i4/+yt7vhoHgfUfNTM/P/Z9YXJsZnL6KYxCiME35FeSkRrqK8nd59r4\n", "ydUhO49MSKUwPZHfHO9ZP3JiRiKTs6z4tCBfvX8cvz5az4ELHXR5NR6dmEazw8tDxWlcaOvmr65u\n", "r9Dk8PCXb56j4+p861V3ZfGV+XlD9s8jhOib8leSqvL6Nb48bxwun8b9Bcn8v8N1oefOt7m4vyAF\n", "/9VVfj4zM4f81AQCQUi3GnH7g5xpcsINM2ty7Ak8X1rMvvOXyUoy8UBh7zGS7d1etGDPhl2xbs8q\n", "hIifUT932x8Icrali0SzkV8dreN3Jxp55XgDs3Ovr7Qz1m5mfEoCl11+6jq9jE1OoNjqw2jQccWt\n", "0eHy0dzl4+m7ey9wWpxh5b/NG8equ7J73TE/3eTkq1vO8t82VnDkYieBOFzMqz5/VvINnMrZQP18\n", "0Rr1V5Jnmrt46Q+1jLthY6tjlxwsnpjO3z6YT7dXY3JWIoeqOwhqATKsRk41Oenw6XioKI3URCMO\n", "j8bqu7Ij2pnO6fHz87JLtHf3fA3//jsX+Penpg7b9EAhRHij8kqyw+WjtsNNp9tPdbuL8SkJ3HvD\n", "Go15KWYcHo3fn2ggN8VMZZuLHFsC7W4/B6s62Ha6lR+UNfPrY3U4vRrJFmOfBfKK209lWzcNNyy8\n", "i45eC14YdDri8WVb5buLIPlioXI2UD9ftEbdlWRDp4cfvVvNmeZulpSkMScvmdpOD0HgXz5VjDcQ\n", "5HyrC4tJz48/PZFLHR48WpC1x+oJ0rP74V/MGYtJr2Pf+ct8btYY7Am3nsbLLh8v/6GW/VUd2BMM\n", "/OhTEynJtGIzG/mbB8fz/P4a3H6Nry8quGXwuhBCHaPuSrKipYszzT37yOSlWPi/79bwSauLd6s6\n", "OHzxCr97v4H/eL+BHx+4yJGaTlq7fHj8gV470HW4/FhMenKTzVhNfZ/CSx0e9l+dHePwaOz55PpG\n", "YpOzkvjXJ0p4ceUU5uQlx+XGjep9Ick3cCpnA/XzRWvUXUkm3DBOUQsEuWERcS67/Ny4LsWHDU5m\n", "j7NjNvQsJnHu6m6I9+XZsRmDPFSSRUY/28AmmvSh7WKBW8Y2pliGbtk0IcTAjbpxkpe7fWw+1UJ5\n", "TQefvTubipZutp1pIznBwF8vHM/6j5o40+JCR88KQL8+WscDhanMybOTkmBkTLKZ3OTbb3ngDwR5\n", "71InG042MTkriZXTs+RrtRAKkHGSt5FmNfHsPTl85u5sdDo41dzNF+8by5QsK93eALPzUpifn8rE\n", "zETG2MykJhrZd76d3GQzc6enRLR1AoBRr+P+ghTmjk+WFXeEGMFGXU/yo3oH39pZyS//UEu7y49J\n", "r8Pl1ejyBmh3+SlIs5BuNfHykTosZgM/XTaJ3z49jcenZHDD1jcR912Gq0Cq3heSfAOncjZQP1+0\n", "RtWVZO0VN99+uxKPFuTjpi70Oh1fmDOWix1uvrevmi6vhl4HX70/j09PzUQHpCYaeb/WwctHa8m0\n", "mvjq/eMpSJMdBoUYLUbVlaTXH8SjXW/BNjk9pCaa8Gg90w2h50ZLk8NLRqKRzCQz9Z0evrOniksd\n", "Hj6od/LK8Tq0QFD5sWCSLzYq51M5G6ifL1qjqkiOsZt59p6eqYMWo55nZ43ljY+auOLyY7lhde8x\n", "djOFV3cv1AJBfDfcAne4tbhMIxRCqGlUFEm3T+PdynZ+uL+agrRE/m3FJF5aNYV6h4d3zl+mw+3n\n", "7x8u4K8Xjue7S4qYMcZGwdXFc8fYE/gf9+ehA+wJBr40bxwmg175vovki43K+VTOBurni9ao6El+\n", "0trND/fXAHDsUiffWVLEgqwk9le289CEVP7jeD1Ws4Fv/0kh9+Yl93ptglFP6eQM5oxPxqjXyTAe\n", "IUaZUXEl6fBovY6vrfF4zzg7vz/RiBbs+Z1X3m/A49Nueb3ZqCc3OaFXgVS97yL5YqNyPpWzgfr5\n", "ojUqimRReiLFV3uMGVYj07KTAEi1GDHeMK4n0ahHJ2MahRA3GBVFcmxyAt97bAK/eGISP102KXRT\n", "Jjc5ge8umcC45ASmZlv5yv15mCPcXkH1vovki43K+VTOBurni9ao6EkCtHX5WP9RM9k2E8unZZGb\n", "nIBOp2NOXjL/umISRp0Oa4SzaYQQo8eomLtd3+nmYFUHWhDeqWxnWnYSf/Ngfq91HYUQo4PM3b6J\n", "PxDkgzonrxxvQKeDL9yXy6lGJ/5AELNBiqQQIrw7vifZ3u3j5SO1BOmZTbPpZDNrZuRE3Hvsj+p9\n", "F8kXG5XzqZwN1M8XrTu+SJoMOtISr6/dmG41kS9zr4UQERoVPcnzrd28crweg17HX8zJpejq3W0h\n", "xOgjPck+TMy08r2lxehu2oRLCCFu547/un2NQa8b1AKpet9F8sVG5XwqZwP180Vr1BRJIYQYiFHR\n", "kxRCiGui7UnKlaQQQoQhRXKAVO+7SL7YqJxP5Wygfr5oSZEUQogwpCcphBhVpCcphBCDSIrkAKne\n", "d5F8sVE5n8rZQP180ZIiKYQQYUhPUggxqkhPUgghBpEUyQFSve8i+WKjcj6Vs4H6+aI15KsANTY2\n", "sm/fPgwGAw899BBjx44d6ghCCBGxIe9JvvnmmzzxxBMAbNmyhZUrV/b5e9KTFELEg/I9SavVGvrZ\n", "bDYP9ccLIURUhrxI3njhajKZwvym2lTvu0i+2KicT+VsoH6+aA351+1du3ZRWloKwN69e1m8eHGf\n", "v/f+++/T0dExlNGEEKNAamoqs2fPjvj3h/zGjcvlAnquKK/93Jdo/iGEECJehvxKsr6+ngMHDhAM\n", "Blm8eDHZ2dlD+fFCCBEVZWfcCCGECmQwuRBChCFFUgghwpAieYcIBAJomjbcMfqlej4h+jPkd7dv\n", "R/Vpi9u2bQv9z15cXMyMGTOGOVHPsKqqqipWrlxJbm4uoNZ57Cufaufx1KlTnD17lkAgwPz588nL\n", "y1PmHPaVTaXzd/jwYZqamgDIz89n9uzZypy7/vJFdf6Citm6dWvo582bNw9jkr7t3r17uCP06dSp\n", "U8G6urrQsWrn8eZ8qp3HAwcOhH5+6623gsGgOuewr2yqnb9r3n777WAwqM65u9m1fNGcP+WuJFWf\n", "tqhpGps2bSIYDFJUVKTs/HI5j9FZtGjRLY+pcg77yqba+auurmbjxo2sWrUKUOfcXXNzvmjOn3JF\n", "Mqj4tMVrs4UAdu7cOYxJwpPzODB79uxh7ty5gHrn8MZsqp2/wsJCvva1r7F161YmTJig3Lm7OV80\n", "50+5Gzc3Nvd1Ot0wJrk9Ff7l90fOY/QOHDhASUkJmZmZgFrn8OZsN1Ll/FksFux2O6DWubvmxnw3\n", "ut35U65IRjptcbjU1NSEfna73cOYJDw5j9E5dOgQOTk5FBYWhh5T5Rz2lU2l89fe3h76+doVpCrn\n", "DvrOF835U+7r9rx581i3bl1o2qJqampqOHbsGACzZs0a5jQ99u7dS1VVFRaLhcLCQhYtWqTUeewr\n", "n0rnsbm5mfLycqZMmUJFRQUOh4PnnntOiXPYXzaVzl95eTkejweAOXPmAGr9f9xXvmjOn0xLFEKI\n", "MJT7ui2EECqRIimEEGFIkRRCiDCkSAohRBhSJIUQIgwpkkIIEYYUSSGECEOK5B2gqamJLVu28MIL\n", "L/T5/IsvvkhLS0tU7/nGG2+wZcsWtmzZwtatW+ns7Oz1/Pbt2wec95q3336bjRs3xvw+d5pIzq3T\n", "6WTt2rWcPn16CBKNbsrNuBHRy8nJYeXKlaxfv77P59esWUNaWlpU76nT6Vi5cmW/zw/GVLPHHnuM\n", "TZs2xfw+d5pIzq3NZmPhwoUEAoEhSDS6SZG8g3m9Xnbt2sX58+d57rnnyMrKCj333nvvsXv3boqK\n", "irDb7fh8PlatWhVajCAhIYGNGzdiMBjo7u5m2bJlJCcn4/f72blzJxUVFWzZsgWAkpISpk+ffts8\n", "fr+fzZs3o9frCQaDtyzEevDgQZqbmzGbzbjdbkpLS0lOTuajjz5i8+bNPProoyxcuDB0/Mgjj/Dg\n", "gw/2+3lOp5PXXnsNq9WKXq/HYrHQ3d1NaWlpaKGI/j4T4Pjx4+zcuZPnnnuOw4cPYzabmTlzJiUl\n", "JWiaxo4dO0Jzgbu6usjPz+eBBx647Xk4fPgw9fX1mM1mAoEAZrOZxx9//Lbntq2tjZ07d2K1WvF6\n", "vdjtdoqKim77eSJGsS9jKVTxxhtv9Pn4/v37g83Nzbc8/tJLL4V+PnHiRPCTTz7p8/Uejye4cePG\n", "iD4rnG3btgVbWlpCx0ePHg2uX78+GAz2LMp76NCh0HNerzf0XDDYs/DspUuXQs9t2LAhos88depU\n", "cO3ataFjTdOCv/vd7yL6zGCw559z165dt7zvzp07g21tbaHj1tbW4JkzZyLK9Pvf/z7ocDhCeS5e\n", "vHjLZ/blt7/9bVDTtNDxb37zm+CpU6ci+kwxcHIlOYplZGSEfk5MTMTr9fb5e4O1aKrT6ey11Nes\n", "WbO4ePEiAFVVVbjd7tAVFPRcnV3zwAMPsHHjRp5++mnKy8vDXkHe7J577gn9rNfrSUxMjOgzr3ns\n", "scf6/GdJT08PHWdkZPQ6n+E89dRTHDlyBLfbjdvtjniBCrPZjF5//TbCjf9cIn6kSIpbBAIBLly4\n", "QHFxMQAdHR1YLJaY3zcpKYnW1tZQoTxx4kTo6+pdd91FY2Mj8+fPD/2+3+8P/WwwGLDZbFy5coXm\n", "5mYefvjhiD/3ww8/DK08rWla6I/B7T4zHIvFQnt7e6hQBgIBqqqqmDhxYtjX+f1+zp8/3yv/a6+9\n", "1msZtP54PB40TcNgMAA95+/G7CI+ZBWgO8C7775LR0cHJ0+eZMaMGej1ekpLSzl37hznz5+nqqqK\n", "nJwckpKSmD9/PmPGjOHdd9/l0KFDfPnLXyY7O5vf//73BAIBPv/5z4fes6mpiYSEhFC/0mi8/jf1\n", "4MGDtLe3o9fr8fv9LFiwgDFjxoTN6ff72bBhAyaTCb1ej81m47333uPZZ5+loKCAEydOcPHiRfR6\n", "fWjR1mvL7UPPVd4vfvELVqxYwbRp0yI6N6dPn6aiogK3243VasXtdrN06dJQcQv3mTt27OD9998P\n", "bRI1c+bMUA/Q7/ezdetWDAZDaCfIBx988LbnwO128+KLLzJhwgR0Oh0ej4d77723V3Ht79y2tray\n", "Y8cO7HY7Xq8Xg8FAe3s7n/vc57DZbBGdDxE9KZLijnbq1Cl0Ol3ERVWIm8nXbXHHcjgclJeXAz09\n", "xGv7wwgRDbmSFIPm+PHj1NbW9vncnDlzyMvLuyM+M5zq6mr++Mc/9vlcYWHhsK8iLqInRVIIIcKQ\n", "aYlCCBGGFEkhhAhDiqQQQoQhRVIIIcL4/4rtKWF4kgSrAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.710793\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XlgFPed5/13H2q1Wi0hhC6E0InMYRNjg4EAlhmbQ7Eh\n", "FviIbcbJ7CbjTMazs7uZ2cRzJJmdSdaeZ5LJbjKPPdnlmTyOg/EYcxkMmMtghAIyyI7NITAICZDQ\n", "fbakvnv/kNVcUquqWy39hL6vv7r6qo/K5ttV3/rVrwyBQCCAEEKIARlHO4AQQqhMiqQQQoQgRVII\n", "IUKQIimEECFIkRRCiBCkSAohRAhRLZK9vb28/PLL1NXVBZ+rr69nw4YNvPXWW1y7di2aqxdCiIhF\n", "tUgePnyYlStX3vRceXk569at45lnnuH48ePRXL0QQkQsakWyra0Nm82G1Wq96XmbzRZ8bLFYorV6\n", "IYQYFlErkqWlpSxZsuS252+8wCcmJiZaqxdCiGFhjtYXNzQ08O6779LY2Ehubi6ZmZkA+Hy+4HsM\n", "BsOgn9+7dy8mkyla8YQQ41RSUhJz587V/P6oFclvfetbAJw5c4akpKTg8729vUDfHmX/44GYTCbu\n", "v//+aMUTQoxTFRUVut4f1RM3ra2tlJaWcurUqeBzCxYsYOPGjWzcuJEFCxZEc/VRVVpaOtoRQpJ8\n", "kVE5n8rZQP18ekVtTxIgOTmZF1544abnMjMzefbZZ6O5WiGEGDYGVadKO3DggBxuCyGGXUVFBY88\n", "8ojm98sVN0IIEYIUyTCp3neRfJFROZ/K2UD9fHpJkRRCiBCkJymEGFekJymEEMNIimSYVO+7SL7I\n", "qJxP5Wygfj69pEgKIUQI0pMUQowr0pMUQohhJEUyTKr3XSRfZFTOp3I2UD+fXlIkhRAiBOlJCiHG\n", "FelJCiHEMJIiGSbV+y6SLzIq51M5G6ifTy8pkkIIEYL0JIUQ44r0JIUQYhhJkQyT6n0XyRcZlfOp\n", "nA3Uz6eXFEkhhAhBepJCiHFFepJCCDGMpEiGSfW+i+SLjMr5VM4G6ufTS4qkEEKEID1JIcS4Ij1J\n", "IYQYRlIkw6R630XyRUblfCpnA/Xz6WWO5peXlZXR0NAAQHZ2NnPnzmXHjh34fD4ACgoKmD17djQj\n", "CCFEREasJ7l3715WrFjBvn37WL58+ZDvl56kECIa9PYko7onCVBdXc3mzZtZs2YNAD6fjy1bthAI\n", "BMjLy5NCKIRQWtR7krm5ubz44ot89NFHABQXF7N27VqeeOKJ4KH4WKR630XyRUblfCpng8jyXW7r\n", "5VhNB5839+BXZOBN1PckAaxWKwkJCbc9HxMTE/JzpaWlLFmyJPgYUGb5s88+UyqP5Btf+e7E5fiM\n", "XF4+1ka700uM0cDfLZ3MA/npUVmfHlHtSba2tpKcnAzAe++9x2OPPUZNTQ05OTkA7Ny5k1WrVg34\n", "WelJCjG+HLvcwQ/3VgWX//TLWZTcnTrs61GqJ3n06FFcLhcA8+bNA6Cmpoby8nIA5syZE83VCyHG\n", "kEm2GGKMBjz+vv227KTYUU7UJ6pFcvXq1bc9V1RUFM1VjpgbWwEqknyRUTmfytkg/HwFk+L46WOF\n", "nGvuITsplllp8VFIp9+I9CSFEGIoRoOBmenxzExXozj2k2u3hRDjily7LYQQw0iKZJju5LFqI0Hy\n", "hU/lbKB+Pr2kSAohRAjSkxRCjCvSkxRCiGEkRTJMqvddJF9kVM6ncjZQP59eUiSFECIE6UkKIcYV\n", "6UkKIcQwkiIZJtX7LpIvMirnUzkbqJ9PLymSQggRgvQkhRDjivQkhRBiGEmRDJPqfRfJFxmV86mc\n", "DdTPp5fMJynEHayhy83J2k7cvgAPZCUwZYJ1tCONOdKTFOIO5fL6+PmRKxy82AbA9FQbP15RwIS4\n", "8b1vJD1JIQQAPW4/n15zBJfPN/XQ4/WNYqKxSYpkmFTvu0i+yKicT2u2BKuZr96dElx+dMYkJsRG\n", "fy9S5W0XjvG93y3EHcxsNLBqRgoz0+Lx+gIUTIrDZjGNdqwxR3qSQohxRXqSQggxjKRIhkn1vovk\n", "i4zK+VTOBurn00uKpBBChCA9SSHEuCI9SSGEGEZRLZJlZWVs3bqVrVu3cvLkSQDq6+vZsGEDb731\n", "FteuXYvm6qNK9b6L5IuMyvlUzgbq59MrquMkFy1aFHy8d+9eAMrLy1m3bh0A27Zto6SkJJoRhBAi\n", "IlE/3K6uruZnP/sZ06ZNA8BmswVfs1gs0V591CxZsmS0I4Qk+SKjcj6Vs4H6+fQKq0ieOHFC83tz\n", "c3N58cUX+eijjwC48TxRTExMOKsXQujQ6HBz8monlU3deHz+0Y4z5oQ83P7Vr35Famoqfr+fixcv\n", "kpWVxZUrV7Db7cybN0/zSqxWKwkJCQD4fNcvsDcYDCE/V1paGvxV6u9zqLL82muvMXv2bGXySL7x\n", "k+/Gnt9Q75913wL+n0PVfFrfjQH4u+X5fDlngjL5RmtZj5BDgE6ePMncuXPZvn07ixcvJiUlhaam\n", "Jj744AOefvrpIb+8tbWV5ORkAN577z0ee+wxtm7dypo1awgEAuzcuZPVq1cP+FnVhwDdWMBVJPki\n", "o3I+PdkqG7v583fPB5cXZify9ysKohUNUHvbgf4hQCH3JOfOnQv07f2lpPTNJpKamorVqm3izqNH\n", "j+JyuQCCe54LFixg48aNBAIBli1bpjmoalT+nwAkX6RUzqcnW0KsiYRYE12uviO4L2XYoxUrSOVt\n", "Fw5NZ7e9Xu9Ny06nU9OXD7SXmJmZybPPPqvp80KIyEyZYOUfH53G8cudpNtjuH9Kwoist9PppaXH\n", "g91iItU+dk/QgsYTN8nJyRw7dgyn08mxY8eYOHFitHMpT/WxYJIvMirn05tt2iQb6+7LYFnhJJJt\n", "0S9YH5+9wP8qvcy3t1TyX949T3Vbb9TXGU2aiuSyZctITEzk/fffJzExkeXLl0c7lxBijOrAypHq\n", "DgCaejyU1XSMcqLIaB5MPmvWLGbNmhXNLGOK6n0XyRcZlfOpnA0gLTkJaAouT7SO7bm9Ne1J3tqT\n", "PHjwYFTCCCHGvvxJcXzvoWzuSrHxxD2pzMtKHO1IEdFUJHft2nXTssPhGOSd44fKPSuQfJFSOZ/K\n", "2QBOHPsdywon8bNV03hhwZQxf+JG036w3y+j9IUQ+sSa74z76YQskm1tbXi9Xrq7u2lubiYQCODz\n", "+WRPEvX7QpIvMirnUzkbqJ9Pr5BF8syZM3g8HhoaGjh16lTfB8zmQa+SEUKIO03InuTixYtZunQp\n", "xcXFLF26lKVLl7JkyZLgddjjmep9IckXGZXzqZwN1M+nl6YTNzL0RwgxXum+x01NTQ1Tp07FaIzu\n", "VJSqT3AhhBibonKPm5/+9KfU1NSwa9cuamtreffdd8MOKIQQY4mmIjl9+nRycnKAm2/JMJ6p3neR\n", "fJFROZ/K2UD9fHppKpL9E+WaTHfGuCchhNBKU5F0OBzs3buXgoLoTtY5lqg+FkzyRUblfCpnA/Xz\n", "6aXpipu1a9fS0NBAXl4ev//97+UKHCHEuKFpT9Jms5GXlwfAvffey9q1a4Ov9faO7bniwqV630Xy\n", "RUblfCpnA/Xz6RXxOJ59+/YNRw4hhFBSxEVyvB56q953kXyRUTmfytlA/Xx6RXdEuBBCjHFSJMOk\n", "et9F8kVG5XwqZwP18+klRVIIIUKQIhkm1fsuki8yKudTORuon0+viIuk1WodjhxCCKEk3UXS6XTe\n", "tFxcXDxsYcYS1fsuki8yKudTORuon08vTUXy1VdfpaysDICmpia5W6IQYtzQVCQzMzODs/9MnTqV\n", "1tbWqIYaC1Tvu0i+yKicT+VsoH4+vTRdu33rBLtms7abjZ8+fZpz587h9/tZuHAhWVlZ7NixIzir\n", "UEFBAbNnz9YZWQghRo6mPUmv13vTstvt1vTlLS0trF27lieffJJPP/0U6DvRU1JSQklJyZgukKr3\n", "XSRfZFTOp3I2UD+fXpp2CWfPns0777xDfn4+Fy9e5J577tH05UVFRbc95/P52LJlC4FAgLy8PLlF\n", "gxBCaZrvceN0Oqmrq2Py5MnExcXpWsm+ffu47777SElJuen53bt385WvfGXAz8g9boQQ0RCVe9xA\n", "32Fyfn6+7gJ5+PBhCgsLbyuQADExMSE/e+Nue2lpqSzLsizL8rAs66FpT3Lr1q2sWbNG95cfOXKE\n", "1NRUZsyYEXyupqYmeL+cnTt3smrVqgE/q/qeZGlpqdJn8SRfZFTOp3I2UD+f3j1JTT3JW6dDC3WY\n", "3K+xsZGjR48yY8YMKisr6erq4vnnn6empoby8nIA5syZozmoEAIcLi/2xAmjHWNc0VQkLRYLjY2N\n", "pKWlAeByuYb8TFpaGi+99NJtzw90MmcsUvmXEiRfpFTL5/H5OXa5g9dP1pOdFE9qh5MpE9S8JFi1\n", "bRcpTUWyu7ubn//858HD38rKSkpKSqIaTAhx3eV2Jz85WI0/0Pc43W7h2wuzRjvWuKDpxE1cXBwv\n", "v/wyTz31FE899dSYHt84XMJtAo8UyRcZ1fJ5/QH8N5w9aHd6B3/zKFNt20VKU5G8tcn5pS99KSph\n", "hBADy5pg5bk56QBMjDPzxD1po5xo/NA8TnKkqX52W4iR1uvx0dLjwWo2khJvGe04Y1bUxklWV1dT\n", "Xl6O1+ulqqoqrHBCiPDFxZjImmCVAjnCNBXJY8eOUVdXx9WrVzGbzRw/fjzauZSnet9F8kVG5Xwq\n", "ZwP18+mlqUjW1dWxaNGi4GxA8fHxUQ0lhBCq0FQkTSZTtHOMOaqPBZN8kVE5n8rZQP18emkqkr29\n", "vXg8HgA8Hs9tV+AIIcSdSlORXLFiBRs2bKCyspJ3332X5cuXRzuX8lTvu0i+yKicT+VsoH4+vTRd\n", "cZOcnMwf/dEfRTmKEEKoR/M4yTNnznDx4kWmT5/OXXfdFe1cMk5SCBEVURknuW/fPhwOBytXrqS9\n", "vZ1Dhw6Fm08IIcYUTUWyvb2d+fPnY7FYmD9/Pi0tLdHOpTzV+y6SLzIq51M5G6ifTy9NRXKwGcQ7\n", "OzuHNYwQQqhGU5Hs6emhubkZgObmZvrbmB988EH0kilO9bFgki8yKudTORuon08vTWe36+vrWb9+\n", "PVOmTKG2tpbc3Fw2bdpEZWUljz/+eLQzCiHEqNFUJIuKipg3b95tz584cWLYA40Vqt/HQ/JFRuV8\n", "KmcD9fPppelwe6AC2f/8/v37hzWQEEKoRPNUaYNxOBzDkWPMUf2XUvJFRuV8KmcD9fPpFXGRFEKI\n", "O5kUyTCpPhZM8kVG5XwqZwP18+klRVIIIUKQIhkm1fsuki8yKudTORuon0+viIukwWAYjhxCCKEk\n", "TUWysbFx0Nf0zKZxJ1G97yL5IqNyPpWzgfr59NJUJF9//XU6OjoGfM1utw9rICGEUImm+STffPNN\n", "kpOT6erq4oEHHiA3N1fTl58+fZpz587h9/tZuHAhWVlZ1NfXc+DAAUwmEw899BCTJ08e8LMyn6QQ\n", "Ihr0ziep6bLEJ598EovFgt/v58SJExw+fJhvfOMbQ36upaWFtWvXArBr1y6ysrIoLy9n3bp1AGzb\n", "to2SkhLNYYUQYqRpOtzunxKttbWVq1evkpSUpOnLi4qKbnvOZrMFH1ssY/cm66r3XSRfZFTOp3I2\n", "UD+fXpr2JN966y1SUlJISUlh1apVuovbvn37mD9/PgA3Ht0PNk+lEEKoQtOeZHx8PF/72tdYtmyZ\n", "7gJ5+PBhCgsLSUlJAcDn8wVfG2r40I2/SKWlpUotSz7JN1rLS5YsUSrPWMunl6YTN263O6xD4yNH\n", "jpCamsqMGTOCz23dupU1a9YQCATYuXMnq1evHvCzcuJGCBENUbkRmMViobq6mvLycrxeL1VVVUN+\n", "prGxkaNHj1JZWcm2bdt44403AFiwYAEbN25k48aNLFiwQHNQ1YT7qzRSJF9kVM6ncjZQP59emnqS\n", "x44dw+/3U19fz/z58zl+/Dj5+fkhP5OWlsZLL7102/OZmZk8++yz4aUVQogRpmlPsq6ujkWLFmE0\n", "9r09Pj4+qqHGAtWvT5V8kVE5n8rZQP18emkqkiaTKdo5hBBCSZqKZG9vLx6PBwCPx4Pf749qqLFA\n", "9b6L5IuMyvlUzgbq59NLU09yxYoVbNiwgfr6enw+H8XFxdHOJYQQStA0BGg0yBAgIUQ0RGUI0K32\n", "7NkTzseEEGLMCVkkf/KTn7BlyxZ+/etf81d/9Vds2LCB73//+1RXV49QPHWp3ncZq/l6PT5UOLhR\n", "efupnA3Uz6dXyJ7kH/7hH5KTk8O///u/8+Mf/xiTycTXvvY13n777ZHKJ8aJLpeXvedb2Pd5G4tz\n", "J7B6ZgpJcXJtvxh9IYtkTk4O0DcRRf8wILPZfNNMPuOV6mPBxlq+c009/Op4HQBVrb0UTIpjUY62\n", "2aaiQeXtp3I2UD+fXpp6kk6n86Zlh8MRlTBi/HJ6bx5W1uuWYWZCDZqK5Jw5c3jrrbeoqKhg48aN\n", "zJkzJ9q5lKd632Ws5SucZGN2Rt+tQAqS45iRNrpHKypvP5Wzgfr59NI0TnLWrFnk5eVRW1tLSUkJ\n", "cXFx0c4lxpn0BAs/eCSXdqeXxFgzyTbpRwo1RDxOcv/+/Sxbtmy48gTJOEkhRDSMyDjJG0l/Ughx\n", "J4u4SI5XqvddJF9kVM6ncjZQP59eUiSFECIEKZJhUn0smOSLjMr5VM4G6ufTS4qkEEKEEHGRHOqO\n", "h3cq1fsuki8yKudTORuon0+viIuknlPpQggx1mgaJ+n1ejGbr487P3jwIA8//HBUg8k4SSFENERl\n", "nOSuXbtuWpaxkUKI8UJTkZR72txO9b6L5IuMyvlUzgbq59Mr5LXbbW1teL1euru7aW5uJhAI4PP5\n", "ZE9SCDFuhOxJHj16FI/HQ0VFRbA/aDabuffee0lISIhqMOlJCiGiQW9PMuSe5OLFiwFIS0tj1qxZ\n", "kSUTQogxSFNPMtwC6ff78fl8YX1Wdar3XSRfZFTOp3I2UD+fXprmk+zn9Xrxer1YrdYh37tnzx6q\n", "qqooKSkhMzMTgB07dgSLZkFBAbNnzw4jshBCjJyQPclTp05x6tQpPB4Ps2fP5vTp08THx5OZmcn8\n", "+fOH/PIzZ86QlJQULJL79u1j+fLlmoJJT1IIEQ3D2pM8e/YszzzzDH6/n1deeYW//uu/BmDLli2a\n", "iuStfD4fW7ZsIRAIkJeXJ0VQCKG8kD3J/qtsjEYjKSkp1z9kDO9qxuLiYtauXcsTTzxBQ0PDkO+/\n", "sbdRWlqq1PJrr72mVB7JN37y9T9WJc9Yy6dXyMPt/fv3YzabcTgcdHd3k5aWRlpaGlVVVaxevXrI\n", "L7/1cPvW7w512wfVD7dLS0uVnhJK8kVG5XwqZwP18w3r4fayZcu4du0asbGxJCcnU1VVhcPh0FQg\n", "B1JTUxO8l/ett6kda1T+nwAkX6RUzqdyNlA/n15Dnt2ePHly8HF+fr7mL96/fz9VVVVYrVZyc3Mp\n", "KiqipqaG8vJyALktrRBiTNA8BMjj8dDW1kZKSgrd3d1DXnEz0KF0UVGR/oSKUv2QQvJFRuV8KmcD\n", "9fPppekMTFVVFdu3b2fv3r1A33hHIYQYDzQVyRMnTvDkk09it9sxGo3Y7fZo51Ke6r+Uki8yKudT\n", "ORuon08vTUVSyxU2QghxJ9JUJHt7e29a9nq9UQkzloQ75mqkSL7IqJxP5Wygfj69NJ24mTNnDr/9\n", "7W/p7Oxk8+bNYV1tI4QQY5Gme9wA9PT00NDQQFZWFjExMdHOpfxgciHE2DSsg8lvZLPZyMvLCyuU\n", "EEKMVZpvBHblyhWqq6t58803uXDhQrRzKU/1vovki4zK+YbKVtnYza+OXWXn2SZauj0jlOo6lbdd\n", "ODQVSbfbzZQpU/jkk0947rnnqKioiHYuIUQYrrQ7eWn3BTafauIXR69y8GLraEca8zQVSaPRiNFo\n", "DA4Fio2NjWqosUD1sWCSLzIq5wuVzeHy0eO5fnfTs43dIxHpJipvu3Bo3pN0OBzBIqnxXI8QYoSl\n", "J1i4P7PvkmGTAR6dkTLEJ8RQNBXJzMxMtm3bxsKFCzl16hRVVVXRzqU81fsuki8yKucLlS3ZFsNf\n", "PpTNPz06jV8+Pp37MqN7V9OBqLztwqHp7PaiRYtYtGgRADNmzGDatGlRDSWECF9KvIWUeMtox7hj\n", "aB4nOdJknKQQIhr0jpMM6z4Me/bsCedjQggx5mgqknv37uXtt9/m5ZdfZuPGjXz88cfRzqU81fsu\n", "ki8yKudTORuon08vTUXS4XDw9NNPc/fdd/Pss89SWFgY7VxCCKEETUXSYDAA4Pf3jb/qv4vieKb6\n", "WDDJFxmV86mcDdTPp5emItk/NZrJZKKzsxOPZ+QvdRJCiNGgqUg+8cQTAKxYsYIDBw4wa9asqIYa\n", "C1Tvu0i+yKicT+VsoH4+vTQdNxuNfbU0NjaWNWvWRDWQEEKoJKxxkh9++GHU73wo4ySFENEQlfkk\n", "S0tLuXbtGiaTCYCzZ8/eUbeHFUKIwWjqSba0tPDUU0+xdu1a1q5dyze/+c1o51Ke6n0XyRcZlfOp\n", "nA3Uz6dXWFfcpKTIzCJCiPEhZE/yzJkzABw/fpypU6eSmZkJQFlZGd/61reG/HK/308gEAgepush\n", "PUkhRDQM67Xb/bvNCxYsCBZIrfbs2cO//uu/0tDQEHyuvr6eDRs28NZbb3Ht2jVd3zcW+QMBWnrc\n", "dLrkFrxCjFUhi+Rzzz3HrFmzguMiL168iMlk4utf//qQX1xcXMzSpUtveq68vJx169bxzDPPcPz4\n", "8fBTK2CovovPH+DIpXa+s/Uc/+29z7nU2hvy/cNN9b6Q5AufytlA/Xx6hSySdrsdgH379uFwOFi5\n", "ciWdnZ2UlZWFtTKbzRZ8bLHc2fPd1Xa4ePmDatp7vVxqdbK+vBafX8lZ6YQQIWg6cdPe3s78+fOx\n", "WCw88MADtLS0hLWyG9ufI3Hv7mga6vrUAAFu7PZ6R7hAqn79rOQLn8rZQP18emkqkoMVtM7OTl0r\n", "8/l8wcf9k2aEcuNue2lp6Zhabrx4lj9fmI7VbGRygoWvzUzg2O/Kwv4+WZZlWR6+ZT00XXHz5ptv\n", "smLFClJSUmhububQoUM8+eSTbN++nccff3zQz505c4akpKTgSZ+tW7eyZs0aAoEAO3fuZPXq1YN+\n", "VvWz26WlpUP+Yvr8AVp7PMSYDCTFjeyes5Z8o0nyhU/lbKB+vqhccVNfX8/69euZMmUKtbW15Obm\n", "smnTJiorKwctkvv376eqqgqr1Upubi5FRUUsWLCAjRs3EggEWLZsmeaQY5XJaCDVfmf3XoW402na\n", "kzxx4gTz5s3T/PxwUH1PcjR4fH6utDvxByBrQizWGP3jT4UY76KyJzlYIYxWgRS38wf6hhT946Ea\n", "AsB3Fk5h1YwUYsxhXTQlhNBI/oWFKdwmcLg6er2sL6+jf7f/fx+vpaV38MmPB8sXCATocfsY7Ztk\n", "jvT200vlfCpnA/Xz6SX3YRgjLGYjGQkWmnv6CmNqvAWLSd9vXHuvl51nmzhS3c5DeRN5bOYkJljH\n", "9lAsIaJN7rs9hlxu7+Xt3zfi8vl59t4M8ifF6fr8sZoOfrivKrj8Nw/nMi8rkXiL9DbF+BGVnqSI\n", "nrYeD43dbuItJrImWEO+Nzspjr98KCfsdTm9vpuWr7Q7cXn9rLhrUtjfKcSdTnqSYRqOvktLt5uf\n", "fVjDf9p+nj/ffp7zTd3DkKzPQPmmp8YzPaXv0tC7Umx4/AF+V9MxbOvUQ/W+lcr5VM4G6ufTS4rk\n", "KLra4aL8ahcADrePQ1Xtg773fFM3v624xsELrbSHOGETyuTEWL63NIcX5meSl2xl4ycNLM5NCuu7\n", "hBgv5HA7TMNxRYHNYsJogP7LujMTBx54frnNyfd2XaDH03ff8/+8OIvHZqaGlW9qUt8hfardwsMF\n", "yUxPtQ34vmhT+YoMUDufytlA/Xx6SZEcRXnJcfz9inx2nGlmZlo8C7MnDPi+Tpc3WCABzjT28NjM\n", "8Nc7NckaLJZCiNDkcDtMw9F3MRsNzJ86gX9YWcBz92WQEj/wnmS63RLsJRoN8HDBxBHJF02SL3wq\n", "ZwP18+kle5JjQKrdwt8+ksvVDheJsSbyJ43OIbIQ45GMkxxjLrX28s6njZhNBp6YnUp2kr6xkkKM\n", "dzJOUjGX25xsPd2I0WDg8VkpZE8Mv6i193r4ycFLXG53AX3jHP9+ZT52i/xnFCJapCcZplB9l4Yu\n", "FzvPNrHxk3pONTjYc66FHWeb+emHl+nScVMwh8tLS7c7OKu52xvgWpc7+Hptpwu3d+ADgePHjyt9\n", "uwjV+1Yq51M5G6ifTy8pksPM4/Oz4eMGfnH0Kr8+cY23P23gsZl99ym/2uHC5fUP8Q19rrQ7+eHe\n", "Kr69pZLdlc24vD4mxpn54/l9ExgbgG8+kMkE6+17kU6vj7aEbL6/6wJvflxPa0944yqFEHK4HbbB\n", "xoI5PX5ONTiCy3Wd7mAh+48PTNY8Q/l7Z5s51dB3Bc4vy65yV2o801NtFN81ibvT7RjpG8pjMt5+\n", "G4yqFif/XFYPwKf1DjISLDw8LVnPnxd1qo+lUzmfytlA/Xx6SZEcZvGxJtbcncovy64CsLwwmS9n\n", "J7IgewI5SbGYByhqA/Hdej7ti2VrjInClNBnt7s9N1+j3SJ7kkKETQ63wzRY38VoMLCsMJl/XlXI\n", "K18p4I/nZzItJZ67UmzEmq/PtlPf5aK2w4XHN/Dh9+qZqRQkW4k1GXhhfibZE7UP/s5NsvKl9L5C\n", "mmwzMy8rUcdfNjJU71upnE/lbKB+Pr1kTzIK4mJM3JNhH/T1j+u6+NHeKtw+P999MJs/KJhIzC1z\n", "Q2ZPtPLKVwpx+fxMtJp1zUCearewbpqRP/nydOyxJjISYsP+W4QY72ScZBjaej0YDJAUxoS1DpeX\n", "/7Ljcy63O4G+K2j+5fHpTBviEFoIMTxknGSUfVzbyT8dvkyMycBLf5DLzLR4XZ83GQ3YLdf3Cq1m\n", "I83dbuo6XXQ4vXxpcgI5Og6tR0q328e5ph4cLi/5k+KGnPtSiDuF9CR1aHS4+e/7L9Hc4+Fal5uf\n", "flija9xxwUwRAAAUp0lEQVQj9B2Kv7BgCrPS48lPjuPbC6ZwvrmHHx+s5pdlV/mbPRdocLiH/qIh\n", "DHdfqKy6nZd2X+DHB6v5wfsXaXS4Ivq+0ehb9Xp89Lh9Q78RtftqKmcD9fPpJXuSOt3Ym/D5gyed\n", "dcmbGMeq6ZP43eVOKuq6aO6+fva5sduDw+UlPYz7dTs9Piqbemju9jAxs0B/sBA+vHR9rsvaTjet\n", "PV7S7GOn1/l5cw//q/QyvgD8+eKpuo8AxPglRVKH1PgY/ubhXD5v7mGCNYaJVjPaBvTcLM5iYnFe\n", "EoWpNmLNBj6r7+b0F2MiZ6fHM1HjWMpbfVbfzd+8fxGAeIuJn09MIjeCyyBvtDhnAsevdAIwOcES\n", "dsZ+IzmWrtPp5eUPqrna0bf3+w/7L/EvJdNJtg3+N6g81k/lbKB+Pr2kSOpgMBiYnmJjy2eNVNT1\n", "DRj/+v0ZPHdfBkaDvnIZF2Mi54sClmAx8z+KC+hx+yhMsYX8xxvKmRsGsXe7fbR0e4avSOYlkWK3\n", "0OXyMm2SjfQE/Xu6o8XnD9Bzw9jRHo/v9nGoQgxCepIh+AMBPm/u4Wh1O1UtPVxs6aG6zRkskAAf\n", "VLXR5Ah/sLY/EOBEbRd/+/5FfnywmorarkHHTg7lS5PtwT3bJKuZtDAO2QeTENs33vIPCpKHZcLe\n", "kexbJcWZ+e6D2VhMBsxGA//toRwmDfFDpHJfTeVsoH4+vWRPMoTzTT38xc7P8fgD2GKM/PH8TCba\n", "YshPjqOqtReA2el2rGYDHU4vbT0e7LGm4OS5PW4v7U4vibFm7LEDb+oOp5dfHasN3sLh1d9dZV5W\n", "AulhjG28J93OP68upLXHQ7y/R2Yf/4LBYGBeViL/54mZBAiQbo/Vvecvxq8RL5I7duzA5+s79Cko\n", "KGD27NkjHUGTDqeX9l4PT8xOY9vpJno8fvyBvn7WuvsyWJw7gcRYM3en2/D6A/zP0sscv9JJZqKF\n", "v1+Rj9lo5L2zzRyqauNLk+2snplCZmLsbddux5gMpMbH0PzFpYPJNvNtA8u1ijEbuTu9fxD70LOX\n", "j6aR7lsZDQYmJ2r/4VG5r6ZyNlA/n14jXiStVivLly8f6dXq0trj4f8tu8KR6g4mxpn55gOZ/OrY\n", "VZJtMfgD8JuKegzAguxEVs9KoeJqJz0eP9NTbZxr6qHiqoNkm5lNnzUCcOBCG1MnWHn3bBPfWTCV\n", "CXHXN7vdYua7Rdm8frIej8/PN+ZODrsnKYQYfiPek/T5fGzZsoXNmzdTUVEx0qvX5HK7kyPVffej\n", "buv1Ut/l4heP30VGQgz/sCKfCbEmMhMtfGPuZIwGAyajMbhH+L2HsslKig3OAdnP4/NzpKqD+q7b\n", "xxfmTIzjB4/k8t9X5A/blTeq94UkX/hUzgbq59NrxPcki4uLg49379490qsPqbnbTU2bE4Ohb77G\n", "/jI3PdXGJ3UO1n9UR5LVzI+W5xPjdWIxGTjX2M2rv7vCw9OSKZgUx8mrnVxo7eWb8zJ5KC+JDy+1\n", "U5hiw2Q0YDIaiIsx0dzt5nRDN26fn3vS7UxOjMVgMIQ1nEgIEV2jeu32/v37WbZs2YCvHThwgJ6e\n", "nmB/o//XKVrLH5/9nLeq/Hx8rYeCSXGsmZXCrvOtzEy18UBWIi/tuRjM9kBWAiZD37RlDxdMpN3p\n", "41/KruDxBfj63Mkcrmqj0eHmH5dPxRgTy5V2F2U1bSzLszM3J5Vfldfy7plmAO5Jt/GjZQV8dvJY\n", "VP8+WZZlWe5b1nvt9ogXyZqaGnJycgDYuXMnq1atGvB9Iz3BxfmmHv5s+7ng8t8+nEMgABPizNR2\n", "uPll2ZXgGeiH8pLInmjljYp6fvBIHr8+URccqGw0wHNzMvjtx/Wsf3Im2becYe7o9fCftp+n/oZL\n", "D///p2eROcBJhUutvTQ43KTGx1Agd0gUYljoLZIj3pOsqalh06ZNbNq0ienTp4/06geVEGtigtVM\n", "QqyJF788Ba8/wL4LbRy73MnmU438ycIpTE6wMDsjnulp8TR0ufkP8zIwGSDBcn2eyHiLCY8vwDcf\n", "yCQt/vYTMPGxZlbcdX2W8AdzJ5AYa7rtfVUtPXx35+f8cG8V/3XH55xv7tH196jeF5J84VM5G6if\n", "T68R70kWFRWN9Co1mZwYyz89No3GLje7zzWztCCZ+zLteP0Bpqfa8Hh8zMtKpKnbzfryWgz0XQPc\n", "0evlufsy2PRZI06Pn+fmpJNsM5MzMQ5rzO3Fz2w08NVZKcxIi8fj81OYYhtwDOXVThfdX0zG4PT6\n", "udzm5C6ZTk2IETfuB5M3dbupbXcRZzHS5HDT2O3hrtR4fnKwmpK7U+nx+Khs7CEjwYLdYmTH2b7r\n", "l2em2fjkmoOpE2L51+NX+c6Xs0i3W5iSGEvaFwPBzzZ287uadnKSrMzNSgyOkUy0xjAvK/Qwn9R4\n", "C0YDwUP8dLu+YUGqj1WTfOFTORuon0+vcV0kW7rd/OOhGj695sBo6NszzEmK5cCFNu5Jj2dygoXX\n", "jtUCsOHjBv5qaQ7P35+BxWTAH4A951qYYDXT6w2w51wrf7wgM1ggq1t7+f6uCzi/uDviXzyYzcrp\n", "kzRnK0yx8dPHCrnQ3EveJCvTU2XWGiFGw7i+drvB4eHTa33XYfsDUH6lk73nW1mSO4GFORNuu4FW\n", "XZeb3edayE2Ko9fj508WTiE3ycoPHsnlq7NSsN/Qm+x0eYMFEuB8c7eubGajgXsy7JTck8q9kxOw\n", "6Lh9A6jfF5J84VM5G6ifT69xXSQTYk3YYq5vgimJsXxa30351U7KajpIiDUzNalvz7AoL4mZaTb+\n", "dOEUNnx8DbPJwD8cqGaizcyPD1TzyqEaXtp9kasdfbdlyEiI5a6Uvhl4zEYDRXlqXyYohBjYuL/H\n", "zbmmbkqr20mMNVPd5mTf561MnRDL/KmJbD3dxKMzUpicYMEWY+Sz+m68/gALsxO51Ork/kw7H19z\n", "8PanjcHve+UrBdw/pe/uhA1dLuo6XSRazeQlx8mkCkIoQO5xo0Fzt5sOp5ckq5npqfEkxprocvkw\n", "GQ1kJGSQlRhLSpyZrCQrl9ucmI0GXjtWy4q7JpFiM7MkN4llhX2H1i7f9d+YeIvppim40hNiw5rN\n", "RwihjnF3uH21w8lLuy/wna3n+NG+Ks41OTh+uQOH24fL6ych1sTe8y10+wLsO99Cqj2G9ypbWJCd\n", "yP2Zdh7MS8IaYwr2XeZk2nmluIC/eDCbf3p0WnAi3dGmel9I8oVP5Wygfj69xt2eZF2Hi6X5EzEZ\n", "DVzr6GXv+TYyEiz8aG9VcK/wT7+cxdV2J2cae2h0eLgnI54HpiRy+FI7383Kvun7bBYz92cljsaf\n", "IoQYAeNqT9Lh8nK0poPfVNTzRkU9c6ZM4ODFNlxe/02Hzd1uL3elxJEQa6K5x0P5lU4S48ysvTst\n", "+B7Vx4JJvsionE/lbKB+Pr3GxZ5kc7eb8809WExGdp9rAcDrD/De2Wbuz7RjNhmxW0w43D6Mhr45\n", "Hn+47xLfW5rDrrPNrJw+if9ZepmWHi9/tiiLx2akYDLKSRghxoM7fk+yx+3j//uojr/bd4nTDd03\n", "DfmZmhRLUf5ErrQ5+c9LpvIXRdm8MH9KcCbygxfa+MuiHH76YV+BBNj4SQOdLq/yfRfJFxmV86mc\n", "DdTPp9cdvyfZ5fJyuKrvntE7zjTxwvwpnKzrZEqilalJsbzyQTXzsxNp7/VgNRtZ/1FdcMLcjAQL\n", "RiNk2C1causb/1gwKQ6rzoHdQoix644fJ+lweXntd1coTI2ny+UjM9FCr9vPiumTKL3UziuHajAa\n", "4M8WZdHj9pISH8vOs83kTLTy9L3pTE6I5XJ7LwcutGExGVian8yUCTKsR4ixSsZJ3sIea6Z4egov\n", "7bmIxxfAAHx/aQ5mo4H5UxP53kPZ1Ha6SYu38LnTS2O3mweyEviDaclkfDHGMTspjv8wT42hPUKI\n", "kTUujhu7XD48X5y9DgAOlw+jwYA91sz9UxIpTI6jweHm9ZP1/NtH1/j1yXo+H2L+RtX7LpIvMirn\n", "UzkbqJ9Pr3FRJDO+uKwQwGSAaSnX9wqTbTEsyku67XajE6xyx0IhxDjoSfaraumhttNFarwleGOu\n", "G3W7fRy73EFFbSdfzk5iXlbCgJPmCiHGNulJDiJ/ko38EPeJibeYeGRaMo9MSx70PUKI8WdcHG5H\n", "g+p9F8kXGZXzqZwN1M+nlxRJIYQIYdz0JIUQAsbALWWFEGIskSIZJtX7LpIvMirnUzkbqJ9PLymS\n", "QggRgvQkhRDjivQkhRBiGEmRDJPqfRfJFxmV86mcDdTPp9eIX3FTX1/PgQMHMJlMPPTQQ0yePHmk\n", "IwghhGYj3pN89913+epXvwrAtm3bKCkpGfB90pMUQkSD8j1Jm+369dMWi2WkVy+EELqMeJG8ccc1\n", "JmbsTkemet9F8kVG5XwqZwP18+k14ofbe/bsobi4GID9+/ezbNmyAd938uRJ2tvbRzKaEGIcSEpK\n", "Yu7cuZrfP+Inbnp7e4G+Pcr+xwPR80cIIUS0jPieZF1dHYcPHyYQCLBs2TLS0tJGcvVCCKGLslfc\n", "CCGECmQwuRBChCBFUgghQpAieYfw+/34fL7RjjEo1fMJMRjlbgSm+mWLO3bsCP5jLygoYPbs2aOc\n", "qG9YVVVVFSUlJWRmZgJqbceB8qm2HU+fPs25c+fw+/0sXLiQrKwsZbbhQNlU2n5lZWU0NDQAkJ2d\n", "zdy5c5XZdoPl07X9AorZvn178PHWrVtHMcnA9u7dO9oRBnT69OlAbW1tcFm17XhrPtW24+HDh4OP\n", "33vvvUAgoM42HCibatuv3/vvvx8IBNTZdrfqz6dn+ym3J6n6ZYs+n48tW7YQCATIy8tT9vpy2Y76\n", "FBUV3facKttwoGyqbb/q6mo2b97MmjVrAHW2Xb9b8+nZfsoVyYDily32Xy0EsHv37lFMEppsx/Ds\n", "27eP+fPnA+ptwxuzqbb9cnNzefHFF9m+fTv5+fnKbbtb8+nZfsqduLmxuW8wGEYxydBU+I8/GNmO\n", "+h0+fJjCwkJSUlIAtbbhrdlupMr2s1qtJCQkAGptu3435rvRUNtPuSKp9bLF0VJTUxN87HQ6RzFJ\n", "aLId9Tly5Ajp6enk5uYGn1NlGw6UTaXt19raGnzcvwepyraDgfPp2X7KHW4vWLCAjRs3Bi9bVE1N\n", "TQ3l5eUAzJkzZ5TT9Nm/fz9VVVVYrVZyc3MpKipSajsOlE+l7djY2MjRo0eZMWMGlZWVdHV18fzz\n", "zyuxDQfLptL2O3r0KC6XC4B58+YBav07Hiifnu0nlyUKIUQIyh1uCyGESqRICiFECFIkhRAiBCmS\n", "QggRghRJIYQIQYqkEEKEIEVSCCFCkCJ5B2hoaGDbtm387Gc/G/D1V199laamJl3f+fbbb7Nt2za2\n", "bdvG9u3b6ezsvOn1nTt3hp233/vvv8/mzZsj/p47jZZt63A4WL9+PWfOnBmBROObclfcCP3S09Mp\n", "KSlh06ZNA77+1FNPMXHiRF3faTAYKCkpGfT14bjUbOXKlWzZsiXi77nTaNm2drudJUuW4Pf7RyDR\n", "+CZF8g7mdrvZs2cPFy5c4Pnnnyc1NTX42kcffcTevXvJy8sjISEBj8fDmjVrgpMRxMbGsnnzZkwm\n", "Ez09PaxatYrExES8Xi+7d++msrKSbdu2AVBYWMjdd989ZB6v18vWrVsxGo0EAoHbJmL98MMPaWxs\n", "xGKx4HQ6KS4uJjExkU8//ZStW7fyyCOPsGTJkuDyww8/zIMPPjjo+hwOB2+++SY2mw2j0YjVaqWn\n", "p4fi4uLgRBGDrRPgxIkT7N69m+eff56ysjIsFgv33nsvhYWF+Hw+du3aFbwWuLu7m+zsbBYvXjzk\n", "digrK6Ourg6LxYLf78disfDoo48OuW1bWlrYvXs3NpsNt9tNQkICeXl5Q65PRCjyaSyFKt5+++0B\n", "n//ggw8CjY2Ntz3/2muvBR9XVFQEPv/88wE/73K5Aps3b9a0rlB27NgRaGpqCi4fP348sGnTpkAg\n", "0Dcp75EjR4Kvud3u4GuBQN/Es1euXAm+9s4772ha5+nTpwPr168PLvt8vsBvfvMbTesMBPr+zj17\n", "9tz2vbt37w60tLQEl5ubmwNnz57VlOmNN94IdHV1BfNcvnz5tnUO5PXXXw/4fL7g8r/9278FTp8+\n", "rWmdInyyJzmOTZo0Kfg4Li4Ot9s94PuGa9JUh8Nx01Rfc+bM4fLlywBUVVXhdDqDe1DQt3fWb/Hi\n", "xWzevJmnn36ao0ePhtyDvNV9990XfGw0GomLi9O0zn4rV64c8G9JTk4OLk+aNOmm7RnKk08+ybFj\n", "x3A6nTidTs0TVFgsFozG66cRbvy7RPRIkRS38fv9XLp0iYKCAgDa29uxWq0Rf298fDzNzc3BQllR\n", "URE8XL3nnnuor69n4cKFwfd7vd7gY5PJhN1up6Ojg8bGRpYuXap5vb///e+DM0/7fL7gj8FQ6wzF\n", "arXS2toaLJR+v5+qqiqmTZsW8nNer5cLFy7clP/NN9+8aRq0wbhcLnw+HyaTCejbfjdmF9EhswDd\n", "AQ4dOkR7ezufffYZs2fPxmg0UlxczPnz57lw4QJVVVWkp6cTHx/PwoULycjI4NChQxw5coRvf/vb\n", "pKWl8cYbb+D3+/nGN74R/M6GhgZiY2OD/Uqz+fpv6ocffkhraytGoxGv18uiRYvIyMgImdPr9fLO\n", "O+8QExOD0WjEbrfz0UcfsW7dOnJycqioqODy5csYjcbgpK390+1D317eL37xCx5//HFmzZqladuc\n", "OXOGyspKnE4nNpsNp9PJihUrgsUt1Dp37drFyZMngzeJuvfee4M9QK/Xy/bt2zGZTME7QT744IND\n", "bgOn08mrr75Kfn4+BoMBl8vF/ffff1NxHWzbNjc3s2vXLhISEnC73ZhMJlpbW3nuueew2+2atofQ\n", "T4qkuKOdPn0ag8GguagKcSs53BZ3rK6uLo4ePQr09RD77w8jhB6yJymGzYkTJ7h69eqAr82bN4+s\n", "rKw7Yp2hVFdX88knnwz4Wm5u7qjPIi70kyIphBAhyGWJQggRghRJIYQIQYqkEEKEIEVSCCFC+L//\n", "x8ZmiiQXQQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.926027\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X10VPd95/H3PGo0Gj0jCYQQEkJGtsEmhgC2ARMbG9ng\n", "WGCT2Cbe7Hbz1PicNm1P22T3ZFO33WZPE3eb7jbuNk5T17FxzIPAPAgDjo2RZBBYNmDJ4klIPOkB\n", "IfSsmdHM3P1DZpBADHNndEc/oe/rHJ+jO6PR/XANX937vb/f75o0TdMQQggxIvNYBxBCCJVJkRRC\n", "iBCkSAohRAhSJIUQIgQpkkIIEYIUSSGECMHQItnf389Pf/pTLl68GHytubmZN954g7feeoumpiYj\n", "dy+EEFEztEju27ePFStWDHutqqqKdevW8eyzz3Lw4EEjdy+EEFEzrEheuXIFp9OJw+EY9rrT6Qx+\n", "bbfbjdq9EEKMCsOKZHl5OYsXL77h9aETfGw2m1G7F0KIUWE16ge3tLTwzjvv0NraSl5eHtnZ2QD4\n", "/f7g95hMppt+fvfu3VgsFqPiCSEmqJSUFObNmxf29xtWJL/1rW8BUFtbS0pKSvD1/v5+YPCM8urX\n", "I7FYLNx3331GxRNCTFDV1dW6vt/QGzft7e2Ul5fz2WefBV9buHAh69evZ/369SxcuNDI3RuqvLx8\n", "rCOEJPmio3I+lbOB+vn0MuxMEiAtLY3vfOc7w17Lzs7mueeeM3K3QggxakyqLpX23nvvyeW2EGLU\n", "VVdX88gjj4T9/TLjRgghQpAiGSHV+y6SLzoq51M5G6ifTy8pkkIIEYL0JIUQE4r0JIUQYhRJkYyQ\n", "6n0XyRcdlfOpnA3Uz6eXFEkhhAhBepJCiAlFepJCCDGKpEhGSPW+i+SLjsr5VM4G6ufTS4qkEEKE\n", "ID1JIcSEIj1JIYQYRVIkI6R630XyRUflfCpnA/Xz6SVFUgghQpCepBBiQpGepBBCjCIpkhFSve8i\n", "+aKjcj6Vs4H6+fSSIimEECFIT1IIMaFIT1IIIUaRFMkIqd53kXzRUTmfytlA/Xx6SZEUQogQpCcp\n", "hJhQpCcphBCjSIpkhFTvu0i+6KicT+VsoH4+vaxG/vDKykpaWloAyM3NZd68eWzbtg2/3w9AQUEB\n", "c+bMMTKCEEJEJWY9yd27d/PYY4+xZ88eHn300Vt+v/QkhRBG0NuTNPRMEqChoYFNmzaxevVqAPx+\n", "P5s3b0bTNPLz88dtIfQHNGpbezl8vovCdCdfmppIgt0y1rGEEKPM8J5kXl4eL774IocOHQKguLiY\n", "NWvW8PTTTwcvxcej6vom/mLHSdZ/2sJfv3eGo009Yx1pGNX7QpIvcipnA/Xz6RWTGzcOh4PExMQb\n", "XrfZbCE/N/Rgl5eXK7Xd0tmLf0ijov5SFx999JEy+Y4dO6bU8ZJ8sq3Sth6G9iTb29tJS0sDYMeO\n", "HaxcuZLGxkamT58OwPbt21m1atWIn1W9J3mh082Pyk7T3OMlzmLiZysLKcpMGOtYQohbUKonWVFR\n", "gcfjAWD+/PkANDY2UlVVBcDcuXON3L2hpiY7+F9PFNDU5SXVaWNGWvxYRxJCGMDQIvnkk0/e8NrS\n", "pUuN3GXMlJeXs3jxYrKTHGMdZURX86lK8kVO5Wygfj69ZDC5EEKEIHO3hRATiszdFkKIUSRFMkKR\n", "DieIFckXHZXzqZwN1M+nlxRJIYQIQXqSQogJRXqSQggxiqRIRkj1vovki47K+VTOBurn00uKpBBC\n", "hCA9SSHEhCI9SSGEGEVSJCOket9F8kVH5XwqZwP18+klRVIIIUKQnqQQYkKRnqQQQowiKZIRUr3v\n", "Ivmio3I+lbOB+vn0kiIphBAhSE9SCDGhSE9SCCFGkRTJCKned5F80VE5n8rZQP18ekmRFEKIEKQn\n", "KYSYUKQnKYQQo0iKZIRU77tIvuionE/lbKB+Pr2kSAohRAjSkxRCTCjSkxRCiFFkaJGsrKyktLSU\n", "0tJSPv74YwCam5t54403eOutt2hqajJy94ZSve8i+aKjcj6Vs4H6+fSyGvnDH3jggeDXu3fvBqCq\n", "qop169YBsGXLFkpKSoyMIIQQUTH8cruhoYGXX36ZmTNnAuB0OoPv2e12o3dvmMWLF491hJAkX3RU\n", "zqdyNlA/n16GF8m8vDxefPFFDh06BMDQ+0Q2m83o3QshRFRicuPG4XCQmJgIgN/vD75uMplCfm5o\n", "b6O8vFyp7VdeeUWpPJJv4uS7+rUqecZbPr0MHQLU3t5OWloaADt27GDlypWUlpayevVqNE1j+/bt\n", "PPnkkyN+VvUhQOXl5UpfVki+6KicT+VsoH4+vUOADC2S27Ztw+PxADB//nzy8vK4ePEi+/btQ9M0\n", "li9fTmZm5oifVb1ICiHGJ71F0tC72yOdJWZnZ/Pcc88ZuVshhBg1Mpg8QpH2N2JF8kVH5XwqZwP1\n", "8+klRVIIIUKQudtCiAklJnO3e3p6IvmYEEKMOyGLZG1t7Yj/vfnmm7HKpyzV+y6SLzoq51M5G6if\n", "T6+QRbKyshKz2cyZM2c4ePAgXq+XAwcOBMc+CiHE7S5kT7KnpweXy8Vbb73Fs88+G3z9d7/7HV//\n", "+tcNDSY9SSGEEUa1J+lyuYAbF6IYzwtTCCGEHmHduOnr6yMQCACDc6+7u7sNDTUeqN53kXzRUTmf\n", "ytlA/Xx6hTXj5vHHH+e3v/0tdrsdj8fDypUrjc4lhBBKkHGSQogJJSbjJJubmyP5mBBCjDthFcma\n", "mpph25WVlYaEGU9U77tIvuionE/lbKB+Pr3CKpInT54ctm21Grp4kBBCKCOiy+2rd7onMpUXFQXJ\n", "Fy2V86mcDdTPp1fIU8Lt27fT399PXV0dAwMDwdezsrIMDyaEECoIeSa5atUq1q5dy9y5c1m7dm3w\n", "v6VLl8Yqn7JU77tIvuionE/lbKB+Pr3Cutx+/PHHjc4hhBBKknGSQogJxZBxkjt37uTcuXM0NDTw\n", "5ptvcurUqYgDCiHEeBJWkfR6vUydOpVPP/2U559/nurqaqNzKU/1vovki47K+VTOBurn0yusImk2\n", "mzGbzTgcDgDi4uIMDSWEEKoI+0yyp6cnWCQVbWPGlOpjwSRfdFTOp3I2UD+fXmEVyezsbLZs2cKi\n", "RYv47LPPqK+vNzqXEEIoIawi+cADD/CNb3wDh8NBUVER3//+943OpTzV+y6SLzoq51M5G6ifTy/d\n", "0xKtVmvwshvg008/HdVAQgihkojmbg/V0NAwCjHGH9X7LpIvOirnUzkbqJ9PL0OX86mpqeH48eME\n", "AgEWLVpETk4O27Ztw+/3A1BQUMCcOXOMjCCEEFGJ+kwylMuXL7NmzRqeeeYZjh49CoDD4aCkpISS\n", "kpJxXSBV77tIvuionE/lbKB+Pr0MPZMcaSEMv9/P5s2b0TSN/Px8mXoohFBaTFbP3bNnDwsWLACg\n", "uLg4+HpZWVksdm8I1fsuki86KudTORuon08vQy+3Afbt20dhYSGTJk264T2bzRbys0NP28vLy2Vb\n", "tmVbtkdlW4+oVwFqaGggLy9vxPf2799PRkYGRUVFwdcaGxuZPn06MLio76pVq0b8rOqrAJWXlyv9\n", "G1PyRUflfCpnA/Xz6V0FKKzL7YqKCtLT0ykqKuLUqVO4XC4mT54McNMC2draSkVFBUVFRdTV1dHd\n", "3c0LL7xAY2MjVVVVAMydOzfsoEIIMRbCOpNcv349jz32GOnp6QQCATZt2sTatWsNDab6maQQYnwy\n", "ZD3JhIQE0tPTBz9gNmOxWCJLJ4QQ40xEN27MZsPv9ygv0iZwrEi+6KicT+VsoH4+vcKqdiaTifb2\n", "dgDa29uDM2aEEOJ2F1ZP0u/3s2fPnuCaksXFxVitxg6xlJ6kEMIIhtzdtlgswwaBC2GEHo+PHq+f\n", "BLuFxLiYzHMQ4pbCutw+efKk0TnGHdX7LuMtX1uvl19UnOObv6vl795voKXbM0bJBql8/FTOBurn\n", "0yusInnkyJFh22fOnDEkjJi4TrT1sa++Aw34+Hw3NS29Yx1JCEDHM26Gur5oTkQqzyiA8ZfPYjIN\n", "27aZh2/HmsrHT+VsoH4+vcJ+fMO7775rdBYxgc3KcPK1ezJJc1pZWZTOnVkJYx1JCCDMIvn666/T\n", "1dXFhg0b2LBhA8eOHTM6l/JU77uMt3wp8Ta+ed8UXlldxPcW5TApwT5GyQapfPxUzgbq59MrrFuI\n", "jz/+OPPnzw9u79y507BAYuKyWc2kWmWiglBL1KsAGUXGSQohjGDI3G0hhJiowiqSXV1dbNy4kdde\n", "ew2fz0dpaanRuZSnet9F8kVH5XwqZwP18+kVVpHctWsXTz31FMnJyYZPRxRCCJWEVSQdDsewRy3I\n", "UmnqjwWTfNFROZ/K2UD9fHpFNJg8EAgYEkYIIVQTVpHMzMykvLwcn8/HgQMHyM3NNTqX8lTvu0i+\n", "6KicT+VsoH4+vcIqkkuXLiUtLQ2Hw8HkyZNlaI4QYsKQcZJCiAnFkPUk29raKCsrIz4+Hq/XS3Fx\n", "MWlpaRGHFEKI8SLsIUDr1q3jmWee4etf/zq7d+82OpfyVO+7SL7oqJxP5Wygfj69wiqSTqcz+PAv\n", "i8WCw+EwNJQQQqgirCLpdruHbff19QFQVVU1+onGCdXHgkm+6KicT+VsoH4+vcIqkoFAgF//+tdU\n", "V1fzm9/8BofDQW1tLZ9++qnR+YQQYkyFVST7+vq4//77cTgcLFy4kKKiIhS9KR4zqvddJF90VM6n\n", "cjZQP59eYd3dfv7553G5XDe8npuby/nz58nJyRn1YEIIoYKox0lu2bKFkpKSEd+rqanh+PHjBAIB\n", "Fi1aRE5ODs3Nzbz33ntYLBYeeughpkyZMuJnZZykEMIIhoyTjNTly5dZs2YNMLiaeU5ODlVVVaxb\n", "tw4IXWCFEEIFhi66u3Tp0hteczqdwa/t9rF9jkk0VO+7SL7oqJxP5Wygfj69YrIy+Z49e1iwYAHA\n", "sBs+Q5dfE0IIFRleJPft20dhYSGTJk0CwO/3B98zmUI/W3nob6Ty8nKltiWf5Bur7cWLFyuVZ7zl\n", "08vQGzf79+8nIyODoqKi4GulpaWsXr0aTdPYvn07Tz755IiflRs3QggjxPxBYDcb/tPa2kpFRQV1\n", "dXVs2bKF119/HYCFCxeyfv161q9fz8KFC6Pd/ZiJ9LdSrEi+6KicT+VsoH4+vcK6u71//36WLFky\n", "4ntDn8c9VGZmJj/84Q9veD07O5vnnntOR0QhhBg7YV1uv/TSS8yePZslS5aQmZkZi1xyuS2EMIQh\n", "l9urV6/mq1/9KrW1tbz99tvU1tZGHFAIIcaTsIrkPffcg81mY9myZaxYsYKtW7canUt5qvddJF90\n", "VM6ncjZQP59eYfUky8vLycvLo7KyEpfLxR/90R8ZnUsIIZQQdk/yK1/5Cg8++GDMnrktPUkhhBEM\n", "mbu9evVq7rnnnohDCSHEeBV2T1IMp3rfRfJFR+V8KmcD9fPpFVaR7OrqYuPGjbz22mv4fD5KS0uN\n", "ziWEEEoI+2mJTz31FMnJyVithq6uNm6o/hwPyRcdlfOpnA3Uz6dXWEXS4XAMW7EnVjdvhBBirIVV\n", "JL1e77DtQCBgSJjxRPW+i+SLjsr5VM4G6ufTK6wimZmZSXl5OT6fjwMHDpCbm2t0LiGEUELYS6XV\n", "1tZSX1/P7NmzycvLMziWjJMUQhjDsGfc3HXXXdx1110ANDY2Mn36dP3phBBinAl5ub1p0yY2b97M\n", "5s2b2bhxIxs3bmTDhg288cYbscqnLNX7LpIvOirnUzkbqJ9Pr5Bnki6XixUrVlBRUYHNZmPu3LlU\n", "V1eTkpISq3xCCDGmwupJbty4kWeeeSa4ffURDEaSnqQQwgiGrCd5/QO7ZAiQEGKiCKtIBgIB2tra\n", "AGhra2NgYMDQUOOB6n0XyRcdlfOpnA3Uz6dX2KsA7dq1i56eHhISEoZdegshxO0s6kfKnj9//qZP\n", "TIyG9CSFEEaI+SNlDx8+HO2PEEIIZUVdJCcq1fsuki86KudTORuon08vKZJCCBGCFMkIqb5mnuSL\n", "jsr5VM4G6ufTS4qkEEKEYGiRDAQC+P1+I3cxZlTvu0i+6KicT+VsoH4+vaJ+FsPNhv/s2rWL+vp6\n", "SkpKyM7OBmDbtm3BollQUMCcOXOi3b0QQhgq6nGSodTW1pKSkhIsknv27OHRRx8N67MyTlIIYQTD\n", "1pMcDX6/n82bN6NpGvn5+VIEhRDKC1kkP/jgA+bPn8+vfvWrGxbZHRgYoLCwUFehKy4uDn5dVlZ2\n", "y+8vLy8P3im72udQZfuVV15hzpw5yuSRfBMn39Cenwp5xls+vUJebl8tknv37qWkpOSG969fQu16\n", "119uD7V3716WL19+08+qfrk9tICrSPJFR+V8KmcD9fON6rTEZcuW4XK5bvq+3mdwNzY2Br92u926\n", "Pqsalf8SgOSLlsr5VM4G6ufTK6wql5qaOuLroVYo37t3L/X19TgcDvLy8li6dCmNjY1UVVUBMHfu\n", "3AjiCiFEbBl6dzsacrkdHckXHZXzqZwN1M8X81WAhBDidhbyTLKrq4ukpCS6urrYu3cvAA6Hg8ce\n", "e0x3P1Iv1c8khRDj06ieSb7//vsAbN++nVWrVrFmzRoeeOABSktLo0sphLitdbp9nGnvp7XHO9ZR\n", "ohaySF49yXQ6ndjtdmDwZo3NZjM+meJUn58q+aKjcj6VswF8UneKf9x/lu9uruMH75zgTHv/WEeK\n", "Slg9yesXqfB4PIaEEUKMf52ag4rGTgDa+gb46Iuvx6uQRdLr9bJhw4ZhZ46nT58mKyvL8GCqU/nu\n", "HUi+aKmcT+VsAJlpw4cGpsbHdPbzqAuZ/mtf+9oNr+Xn51NQUGBYICHE+FaQ7uQvl01na80l5kxx\n", "MT8naawjRUX3ECCzWUYNgfp9IckXHZXzqZwN4NCBSh6ZmcbPVxXy7QVTyXDZxzpSVMI6D/Z4POzY\n", "sSO4vXLlSuLi4gwLJYQY/+yW2+OEKqwZNxs3bqS4uBiXy0VPTw9lZWWsXbvW0GAyTlIIYQRDZtzY\n", "bLbgQhcul0uGAAkhJoyIhgAFAgFDwownqveFJF90VM6ncjZQP59eYRVJl8vFiRMnADhx4kTI5dOE\n", "EMY43+nmw/orkFlAv/f2fMCeisJeBaiyspILFy6Qk5PD/fffb3Qu6UkKMURzt4cflp3iYtfgNL8f\n", "LZvOV2amjXGq8cmwZ9w88MADEQUSQkSvvc8XLJAA+xs6pUjGiO579I2NjdKTRP2+i+SLjmr50pxW\n", "MhOu3TC9P1fdAdqqHbtohXUm+fOf/5y1a9dSU1NDSkoKn3zyyYjPvBHGOtfhZuOxFjw+ja/dm8WM\n", "tPixjiRiZHJiHH9XPJNTl/uw+j3My7v5UwHE6ArrTHLWrFnBpyXKZfegWM+f7fP6+UX5WcqOt/P7\n", "01d4aU89V/oGbvr9qs/vlXz65aY6eHhmGktnTSHBbhnrODel4rGLhq4hQBaLuv9jbnceX2BYT6q1\n", "x4vHL20PIYwWVpHs6elh9+7dsrDFELHuuyTHW/mvC7IxfbH9rQVTSYu/+aB+1ftCki9yKmcD9fPp\n", "FVZPcs2aNbS0tJCfn8+RI0fkxs0YMJtMLM1PIS/VQUCDnOQ47NbbY26sECqL6GmJXq83uFK5UWSc\n", "pBDCCDF5WuKuXbsi+ZgQQow7ERVJudxWv+8i+aKjcj6Vs4H6+fQK2ZN86aWX+Pa3v8369evJzc0N\n", "vl5XVyfjJIUQE0JYPcktW7YMK4rXb99MIBBA07SIhg5JT1IIYQRD5m4vWrRo2HZKyq1H++/atYv6\n", "+npKSkrIzs4GoLm5mffeew+LxcJDDz3ElClTwg4qhBBjIaye5OTJk4dtL1u27JafKS4uvuH7qqqq\n", "WLduHc8++ywHDx4MO6SKVO+7SL7oqJxP5Wygfj69YjrQzul0Br82eghRLPkDGv0Dsr6fELejmD4Q\n", "d2j7c7w/AuLq/NTWHg+/O9JKbWsvT8/OYEl+KnEKDPJWff6s5IucytlA/Xx6xbRIDn0MhMlkCvGd\n", "g8rLy4MH/OopvErbVquV5sQZbPu8DYC/33eWnGQHRZkJSuSTbdmW7ZG39Yhoxk24amtrSUlJCd64\n", "KS0tZfXq1Wiaxvbt23nyySdv+lnV725fLeCvfdzEG580B1//+ydmMjc7cQyTDRr6C0ZFki9yKmcD\n", "9fMZtjK5Xnv37qW+vh6Hw0FeXh5Lly5l4cKFrF+/Hk3TWL58uVG7jqml+SnsOXGZ1t4Bls9MY3qq\n", "Y6wjCSFGkaFnktFQ/UxyqEu9Xvq8ftKcNhLjYtrBEELopMyZ5ESSkWCHhLFOIYQwwtjfhh2nVB8L\n", "Jvmio3I+lbOB+vn0kjPJMdDc7aGioZNer5+HZqRKH1MIhUlPMsa8/gD/8OFZfn/6CgBTk+y8vOoO\n", "0pzje9yoEONFTNaTFJFz+wLUXeoLbl/o8spsHSEUJkUyQpH2XVx2C2vnZAS3v3rnJFJCPKsmUqr3\n", "hSRf5FTOBurn00t6kmHyBzSu9A9gt5hJckR+2MwmE4/MTCM/LZ6BgEZearzSjwcVYqKTnmQYBvwB\n", "Pqjv4F8OnCczwcZfLssjLy1+rGMJISIgPUkDnOvw8PN9jXR7/Jxud/P6J80o+rtFCDHKpEiG4fq1\n", "OLSAxpEjR8cmTJhU7wtJvsipnA3Uz6eXFMkw5CTF8adLcom3mclNieMb86bQ09M91rFiyhfQOHGp\n", "l08udNPW6x3rOELEjPQkw+T74saNzWIixTHxxjQePNvJT/bUE9DgvuxE/mLZdBnbKUbdgC9At9dP\n", "vM1MvM2YG5oyd3uUdbl9HGvqpt+nUZDuID/NeesPjZEBf4BTbX209/uYlhxHburo3VzaUddG4Itf\n", "p9UXu7nU45UiKUZVl3uA0po2dtS18aXsRP5g/hSyEuPGOpZcbt/KkYvdtPX52P55G/9+uJnjl3oB\n", "NfsuNS29/Mn2k7y09wx/sfMU5zvdo/az78q8toKHy27BFRfdb3kVj99QKudTORtEnu/U5X7e+KSZ\n", "jn4f75++wtGmnlFOFhk5k7wFX0Dj14cu4vYFALBZTPy3h/PGNtRNHLnYHTzba+/30dLtJSf52rzw\n", "Pq+Pw+e7OXy+mwXTkpiXkxj2Jc2jhekkO6w0dXtYkp/C1GSZby5GVyAwvPPnC6jRCZQieRMD/gDd\n", "Hh9TEu3BAglwuW8Af0AbtvJy/4Cfpi4PVrOZnJQ4zGE8mmKo851u3j3ejtcf4ImidKZHeJlcNORs\n", "L95mvuFy+Pilfv729w0A7DpxmZ89MZN7w1xFPT3BxuNFkyLKNRKVV64GtfOpnA0iz1eQ7mTlnens\n", "qrvM7MkuJVb4BymSI+r1+tlZ18aGo63cMcnJ/3gkn79+7wwOq5nn7s2k+kI3mS4b+WlO3D4/2z5v\n", "49Wqi1jNJv5qeT4LcpPD3lef18//qTjHJxcHLy2qL3Txs5WFEU1VvGeKi/9VXEBLr5eZ6U7yrxvw\n", "3uEeuG7bp3sfQhgl1Wnj21+eyrP3ZBFvs0Q1s200SU9yBGfa+/lV1UU63D6qzndxocvDKyV38OID\n", "U6k828WPd9fzx++c5LPmHtp6B3i16iIweHnw6qGL9HrDLz5uX4DGK9d6h+c7PXiGnLnqEW+zcF9O\n", "Eo/PmkRLXfUN7+enxZMWP/gXL8NpI38Ub+zodbv21WJB5WwQXT6n3UJWYpwyBRKkSI4ocN2oqP4B\n", "P++fvoLFZA4WNLcvwG+rm7CaTSQOuYmR6bJhs4R/WJMdVl64b0pw+xv3TSY53pi/IHmp8by8qpCX\n", "Vxbys5WF5Mo6lkLckoyTHEG3x8fGY61sPtbKvVMSeDAvlV9+dB6PX+N7i6byLwcuAFA8K40/XTKd\n", "45d6+ffDTSQ7rKz70mSmpegrPh6fn4YrbgIBjdwwFrxwD/gxAXEhbrr0e/10enw4FbpsEbHR5/Vz\n", "uW+AOKuZTJd9rOMoR8ZJRsgf0DhzpZ9ej5/s5DhWFaVTNMlJc4+XY829/MGXs9lRdxmr2cTdWQlk\n", "J9n5+j1ZAMxIi+dvHpuBxWwK63niMHiz5nhrHwl2M3dmJjArI/RDcq70DdDU7SWgabz5STP9Pj8v\n", "3j+NmZNuHLfZ0T/Abz9pZvvnbczKcPIXD02Xu9ETRI/Hx9tHW3nrSAvJDit/VzyDvNR4AppGnFVW\n", "m4qEFMkvHG3u4b/vOo0voPFwQQo5yQ7sVnOw3/j70/DdhVOZ7LLz0+IC6mqOMSVpOtUXuni9upmc\n", "5DieuzeL7DCKUVuvl5/srudcpweAby/IZu0XBXck7X0D/OP+sxw414XDauZbC7L5fwcu8PcfNPLy\n", "k4U3PKGxvr2fd2rbAPi8tY/D57uVK5KqP5tZ5Xyhsl3o8vDWkRYAOt2DV0ROq4XT7f384f053Jlp\n", "/BPrVD52kZCe5Bf2nrwcHJfV6fZT09pLe9+1u8EBbXBYTcMVNwENenp6ON/p5se766lp6eXdE+2U\n", "1lwKa1+dbl+wQAJUNHYy4L/5zZqmLg8HznUBg73Qo009TE2Oo9vrH3EsmeW6s1mbRd+QJDF+2cwm\n", "zEP+dzusFo4291B3qY+f7K6XefcRmPBFsr1vgJrmHhbnpZCRMDjspqnLw9K8FKYkxuG0DR6i6SmD\n", "d9y8/gDnO93cO38RvR4/A/5rRaq524umabR0e9hac4myujZOX+7jxKUeDp7tpKV7sDCmOmzMyrh2\n", "mbx8ZmrImz1Ou2VYoct02en3+vnB4mmkjNBvLEiP57/Mn0Ka08pD+SnMm6rGeLOhVD/TUDlfqGy5\n", "qfH8+JF8ZqTF81B+CtOS44K/kHtu8ks1lvnGowl94+ZK3wD/u/wsB852YbOY+MuHpvNZSw9zpySS\n", "4bJxsq2fxDgLvd4ACXYTmmai2+vnQoebj8528eWcRL6UncjO45c51tzD3xUXUDjJyS/Kz+HXNMyY\n", "2N/Q8UXP0cknF7v5yfJ8JiXYaerycLq9H6fNzKyMhJA3azRN40hTDzvr2piRFs+CaUk4bBYmJ9pv\n", "OnB9cDC8H6fNjMOghQKEuvq8fuwWE9UXu3lpzxn8msafLc3lKwVpWM0T+8pCbtzo0NTt5cDZwcvY\n", "Ab/G+6c6tlwiAAATFUlEQVSv4Nc0/vbzM/zNYwX8U8U5AhqU3J3BybY+alp6SYu38uzcLC50ebhQ\n", "6yEtwc6MNAcPzUhh5iQnbl+A2tZelhem8e+HmwD45GI3sycncPpyP229A6Q7bWho5KU6yHLZbzlk\n", "yGQyMTc7UdcMhIMfVd70N3q320dLj5d4m3nMepWx7ls1dXn46Gwn/oDGA9OTb/nnVrmvFk425xe/\n", "dOfnJPGvT9+JpmlkJdpjUiBVPnaRmNBF0mU347Cag9MOsxLt7D/TgS8AHzV0sHZOJr872kpSnIWa\n", "lsGFLdr7fXT0+/jhsuk0XHGDpvHR2U6+NDWJI009TEm08/TsTLo8Nw4oT463kuSwUn2hm5/sqccX\n", "0PjTJbl8pSD05fZo6nQP8JtDTew8fhmnzcxPiwu4M8sVk32PlT6vn3+uPE/V+cFfiB81dvLSozNI\n", "nABDo8wmE1OTx34lnfEs5n9Ltm3bht8/+AjVgoIC5syZE+sIQbmp8fy0uIB3T1xmalIc7f0+LvUO\n", "YDZBRqKd+3OTyHLZg+MMkx1WHi1M444MJ1s+a2VxfirTku1kuibzV3vq6RsIkBRn4ecrZ9Lh9vHV\n", "Oyex91Q7cya7yEmO4/l7szAD//zRebx+DYfVTHvfAPvPdJDhsnPHJCdx1tEpljf7Td7U5WXn8csA\n", "9A0E2Fxzif8+BkUylmca/QN+6r5YvQngeFsf/b4Aoc7LVT4TUjkbqJ9Pr5gXSYfDwaOPPhrr3d6U\n", "yTR4Bmm3mlk+M5V0p5X8tHjaegd4/3QHd2Ul4Iqz8McP5mA1m/nXqgvsqGvjm/OmsPFoC2tmZ+Kw\n", "mekbCFCU4eTBvBQaOzwk2i1kuGysmZ3JqbY+/rH8HMlxVhblJgdn6Dw9J5MttZdo7xs86/yfK2bw\n", "5WnX5n2fauujqdtDlsvOzElO3QtnjMRhNWMzmxj4ooGfnXT7n2UkOaw8PSeT33zR/lgzO4Nkh/Rp\n", "RXhiXiT9fj+bN29G0zTy8/PHZFZN/4CfXq+fAX+An394FrvFzPLCNN460srsyQmYTSZePXSRbs/g\n", "CsnPzc1i1qR4/vf+83R7Bs+C/+PjJp68cxImk4lJCXYyEmwsmJbErw8NjqtcNiOVOzLimZRg5cMz\n", "XrJcdv5kSS4ZLjs/WJzLKx+dJ8FuDhZIgI8vdAeL5Km2Pv50+0ncvgA2s4mXVxUOW+XnVm7WF8pN\n", "dfA3K2bw1pEW8lMdPH5HejSHMmKx7FvZLGaevHMSd2e50NCYkRZ/y4HVKvfVVM4G6ufTK+ZFsri4\n", "OPh1WVlZzPbb6/XT7fER0DTe+KSFA2c7+f6iqZzv9PCdhVP51cELaMD+hg6+syCbZ+/N4ldVF0mN\n", "tzEt2QGYsA4ZhmMxmyjKTCDOYmKyy8b378+hqdvLIzNTee/UFT6ov8KcyQlc6PKwND+ZGWnxwYG8\n", "+Wnx/G1xARc7PayPawkW3sJ0J01dHqYkxXGx2xPslQ4ENM53enQVyZsxm0zcNzWJe6ckYplAdzld\n", "cVbumXJ7916FMcZ0nKTNFno5sKGriZSXl0e8fblvgP9b3sh/fruWrTVtfDknkZK7M6hp7WPe1ETc\n", "A36GjoPy+APMSHOQ7rSydk4Gf/PeGX6y5wzP3ptFTnIckxPt/OWy6UyKt1I4KZ7Ks128tPcM/3rw\n", "Ar6AxrypiWQm2MhJtHGqrQ+/Bk7PlWH5qj6qpOn4p/zsiUJevD+H7y2cyo66Nl7ae4a2Xi/xAXfw\n", "TqTZBIkmr64//62O30eVFaN2fCPZvlW+sd5WOd/ixYuVyjPe8ukV83GSjY2NTJ8+HYDt27ezatWq\n", "Eb9vNMdJHjzbyY9313Pf1ESmJNrZUXc5OL2vMD2evoEA/3rwAmeuuEmMs/Cf7pvM9s8v88eLp7Gz\n", "7jJ7T7UDg/28nz0xk6wkOykOGy3dHs53uPlF5Xmau6/NZPjxw3lMS3UE58yG6iX6Axp/vuMkn7Vc\n", "u7Hwy5JZ5KfFc6Ktj3MdbqYmxXFHhjNmd8CFuJ3pHScZ8391jY2NbNiwgQ0bNjBr1qyY7PPqZeXs\n", "rAR21A3e2XX7Auyrv0L/QIB/OXCOHyyexl8tz+epuzL4zeEmGjvc7Kxroyjz2swYk2lwamKKw0b1\n", "sRperbrI+qOtFAxZ3HZ6Shx3THKS98Vajbe62WIxm1iSnxLczk2JIyXeisVs4s7MBB67I527J7t0\n", "F8ho1vSLBckXOb3ZNE2j2+3D4/MblGg4lY9dJGLek1y6dGmsd0leioO1czKxWUzDxkVOToyjy+2j\n", "36fR2OEm0W7lt580X/ugaXAe9H+ZP4W23gGW5KcEn0BoiXPy8YVuerx+1s7J5Ll7s3DYzCzOSyFL\n", "5x3jR2amMTU5jl6vn8JJTiYlDC5v1dTloX8gQIbLdsMiFkKEwxfQqGzo4DeHm5iaZOd7i3LI0bmU\n", "30R3209L9PoCvFN7iffrr3BfdiJ3ZyWw8bNWJrvieHZuFh39Ps51uDna3EOPx8fc7CTeOtLClEQb\n", "P1g8nTSnhdaeARLslmGzNDw+P//+cRObjg0uarFmdgbfnDdl2IO12vsGaLziJt5mZkZaPHYdYyBP\n", "XOrjR7tO0e3x8/isNP7gy1NJngCDn8XoOtPexx+WHg8+IG5V0ST+aPG0sQ01xmRa4nU6+n385uMm\n", "BvwaJ9v6mZw4uNRZdlIcx5p7+FHZaSxmE99bNJVflJ/jQpeXp+5KZ3FeKnlfXEanxN+4cGmc1cLX\n", "78nivuwkNDQK053DCmSn28c/f3SO/Wc6MQE/ejiPZTNSw869/fO24F3vsuPtrLgjnWSH3J0V+gwE\n", "YOiaFt06Hi0iBt32dwLsVhPZideKXGq8lfKGDgIafHD6CgMBDbcvwJaaS/zP4hl8e0E2XylIIyvR\n", "zrHmHqrOdY64vFR5eTkp8Ta+PC2JBdOSSb3uyYSXewfYf6YTAA3YfKw15HJo18t0Xft5ZhO6F0xV\n", "vS8k+SKnJ1tOUhz/ed7g40HS4q3BhaKNpPKxi8RtfyaZEm/jz5ZOp7TmEhaTifw0BxUNHayZnUlB\n", "uhMYvJHT1OVhktMePHvcdbyNf9h/DoAv5yTy5w9N1/UEwwS7hbR4K+39g7+5Z+u8+bK8MI2Ofh+n\n", "Lvfz7Nws8uR5NCICTruFp+dksKwgFbvFFOx3i/Dd9j1JGJxh8/tTV9hc08qlngH+9rEZ3JOdyJW+\n", "AarOd9F4xc2D05Oxmk2c7XRTkBbPP+w/x4m2vuDP+H9rim54ROut1F/uo7yhkzSnlYXTksmI4Hkj\n", "A/6ADP0RYhRJT3IE8TYLD89M5e6sBGwWU/AGTKrTxoovpuXVNPfwx9tOENAGn1kzb2pisEhOSbTj\n", "usXDuUYyI93JjPQbn0GjhxRIIcbWhPkXGG+zkJcWf9N1BJu6PcEGd317P/fluPjhsul8f1EOf/3Y\n", "jBvOAlXvu0i+6KicT+VsoH4+vSbEmWQ4cpIdWM0mfIHBJcyS42zMm5p86w8KIW5rE6InGY6ApnGy\n", "rY+Wbi/ZSXEjPqpVCDH+SU8yQmaTiVkZt37+tRBiYpkwPcnRpnrfRfJFR+V8KmcD9fPpJUVSCCFC\n", "kJ6kEGJCUX6pNCGEGE+kSEZI9b6L5IuOyvlUzgbq59NLiqQQQoQgPUkhxIQiPUkhhBhFUiQjpHrf\n", "RfJFR+V8KmcD9fPpJUVSCCFCkJ6kEGJCkZ6kEEKMIimSEVK97yL5oqNyPpWzgfr59JIiKYQQIUhP\n", "UggxoUhPUgghRpEUyQip3neRfNFROZ/K2UD9fHrFfGXy5uZm3nvvPSwWCw899BBTpkyJdQQhhAhb\n", "zHuS77zzDl/96lcB2LJlCyUlJSN+n/QkhRBGUL4n6XRee8CW3W4P8Z1CCDH2Yl4kh5642my2WO9+\n", "1Kjed5F80VE5n8rZQP18esX8cnvXrl0UFxcDsHfvXpYvXz7i93388cd0dHTEMpoQYgJISUlh3rx5\n", "YX9/zG/c9Pf3A4NnlFe/HomeP4QQQhgl5meSFy9eZN++fWiaxvLly8nMzIzl7oUQQhdlZ9wIIYQK\n", "ZDC5EEKEIEVSCCFCkCJ5mwgEAvj9/rGOcVOq5xPiZmJ+d/tWVJ+2uG3btuA/9oKCAubMmTPGiQaH\n", "VdXX11NSUkJ2djag1nEcKZ9qx7Gmpobjx48TCARYtGgROTk5yhzDkbKpdPwqKytpaWkBIDc3l3nz\n", "5ilz7G6WT9fx0xSzdevW4NelpaVjmGRku3fvHusII6qpqdEuXLgQ3FbtOF6fT7XjuG/fvuDXO3bs\n", "0DRNnWM4UjbVjt9V7777rqZp6hy7613Np+f4KXcmqfq0Rb/fz+bNm9E0jfz8fGXnl8tx1Gfp0qU3\n", "vKbKMRwpm2rHr6GhgU2bNrF69WpAnWN31fX59Bw/5Yqkpvi0xauzhQDKysrGMElochwjs2fPHhYs\n", "WACodwyHZlPt+OXl5fHiiy+ydetWZsyYodyxuz6fnuOn3I2boc19k8k0hkluTYX/+Tcjx1G/ffv2\n", "UVhYyKRJkwC1juH12YZS5fg5HA4SExMBtY7dVUPzDXWr46dckQx32uJYaWxsDH7tdrvHMElochz1\n", "2b9/P1lZWeTl5QVfU+UYjpRNpePX3t4e/PrqGaQqxw5Gzqfn+Cl3ub1w4ULWr18fnLaomsbGRqqq\n", "qgCYO3fuGKcZtHfvXurr63E4HOTl5bF06VKljuNI+VQ6jq2trVRUVFBUVERdXR3d3d288MILShzD\n", "m2VT6fhVVFTg8XgAmD9/PqDWv+OR8uk5fjItUQghQlDuclsIIVQiRVIIIUKQIimEECFIkRRCiBCk\n", "SAohRAhSJIUQIgQpkkIIEYIUydtAS0sLW7Zs4eWXXx7x/V/+8pdcunRJ1898++232bJlC1u2bGHr\n", "1q10dXUNe3/79u0R573q3XffZdOmTVH/nNtNOMe2p6eHV199ldra2hgkmtiUm3Ej9MvKyqKkpIQN\n", "GzaM+P7atWtJTU3V9TNNJhMlJSU3fX80ppqtWLGCzZs3R/1zbjfhHFuXy8XixYsJBAIxSDSxSZG8\n", "jXm9Xnbt2sWpU6d44YUXyMjICL536NAhdu/eTX5+PomJiQwMDLB69ergYgRxcXFs2rQJi8VCX18f\n", "q1atIikpCZ/PR1lZGXV1dWzZsgWAwsJC7r777lvm8fl8lJaWYjab0TTthoVYP/zwQ1pbW7Hb7bjd\n", "boqLi0lKSuLo0aOUlpbyyCOPsHjx4uD2ww8/zJIlS266v56eHt58802cTidmsxmHw0FfXx/FxcXB\n", "hSJutk+Aw4cPU1ZWxgsvvEBlZSV2u517772XwsJC/H4/O3fuDM4F7u3tJTc3lwcffPCWx6GyspKL\n", "Fy9it9sJBALY7XaeeOKJWx7by5cvU1ZWhtPpxOv1kpiYSH5+/i33J6IU/TKWQhVvv/32iK+///77\n", "Wmtr6w2vv/LKK8Gvq6urtZMnT474eY/Ho23atCmsfYWybds27dKlS8HtgwcPahs2bNA0bXBR3v37\n", "9wff83q9wfc0bXDh2XPnzgXf27hxY1j7rKmp0V599dXgtt/v1/7jP/4jrH1q2uCfc9euXTf83LKy\n", "Mu3y5cvB7ba2Nu3zzz8PK9Prr7+udXd3B/OcPXv2hn2O5LXXXtP8fn9w+9/+7d+0mpqasPYpIidn\n", "khNYenp68Ov4+Hi8Xu+I3zdai6b29PQMW+pr7ty5nD17FoD6+nrcbnfwDAoGz86uevDBB9m0aRNf\n", "+9rXqKioCHkGeb0vfelLwa/NZjPx8fFh7fOqFStWjPhnSUtLC26np6cPO56hPPPMMxw4cAC3243b\n", "7Q57gQq73Y7ZfO02wtA/lzCOFElxg0AgwJkzZygoKACgo6MDh8MR9c9NSEigra0tWCirq6uDl6uz\n", "Z8+mubmZRYsWBb/f5/MFv7ZYLLhcLjo7O2ltbWXZsmVh7/fIkSPBlaf9fn/wl8Gt9hmKw+Ggvb09\n", "WCgDgQD19fXMnDkz5Od8Ph+nTp0alv/NN98ctgzazXg8Hvx+PxaLBRg8fkOzC2PIKkC3gQ8++ICO\n", "jg6OHTvGnDlzMJvNFBcXc+LECU6dOkV9fT1ZWVkkJCSwaNEiJk+ezAcffMD+/fv57ne/S2ZmJq+/\n", "/jqBQIBvfvObwZ/Z0tJCXFxcsF9ptV77nfrhhx/S3t6O2WzG5/PxwAMPMHny5JA5fT4fGzduxGaz\n", "YTabcblcHDp0iHXr1jF9+nSqq6s5e/YsZrM5uGjr1eX2YfAs75/+6Z946qmnuOuuu8I6NrW1tdTV\n", "1eF2u3E6nbjdbh577LFgcQu1z507d/Lxxx8HHxJ17733BnuAPp+PrVu3YrFYgk+CXLJkyS2Pgdvt\n", "5pe//CUzZszAZDLh8Xi47777hhXXmx3btrY2du7cSWJiIl6vF4vFQnt7O88//zwulyus4yH0kyIp\n", "bms1NTWYTKawi6oQ15PLbXHb6u7upqKiAhjsIV59PowQesiZpBg1hw8f5vz58yO+N3/+fHJycm6L\n", "fYbS0NDAp59+OuJ7eXl5Y76KuNBPiqQQQoQg0xKFECIEKZJCCBGCFEkhhAhBiqQQQoTw/wG0nS0L\n", "RoI//wAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.254892\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VHWe7/F3VaUqlUplX8hmSAgIKAgKLZElooJEgTao\n", "tAtt99Pz9PTMtLfnTvfc23b3LFdn6+kefWbu3Dt6Z9rpfhxbsWUJyBIEbEFCBMQIIpE1JGHJQlZS\n", "SWqv+0ekSCApasmp/EK+r+fx6TqVqpyPx+bLOd/z+/2Ozufz+RBCCDEk/WgHEEIIlUmRFEKIAKRI\n", "CiFEAFIkhRAiACmSQggRgBRJIYQIQNMi2dfXx89//nMuXbrkf6+pqYm33nqLd955h8bGRi13L4QQ\n", "EdO0SO7du5dly5YNeu/QoUOsWbOGp59+moMHD2q5eyGEiJhmRbKjowOLxYLZbB70vsVi8b82mUxa\n", "7V4IIUaEZkWysrKShQsX3vD+wAk+RqNRq90LIcSIiNHqFzc3N/Pee+/R0tJCQUEBOTk5AHg8Hv9n\n", "dDrdsN/fuXMnBoNBq3hCiHEqOTmZOXPmBP15zYrkd7/7XQBqampITk72v9/X1wf0n1FefT0Ug8HA\n", "Pffco1U8IcQ4VV1dHdLnNb1x097eTmVlJV988YX/vXnz5rF27VrWrl3LvHnztNy9piorK0c7QkCS\n", "LzIq51M5G6ifL1SanUkCpKam8r3vfW/Qezk5OTzzzDNa7lYIIUaMTtWl0j744AO53BZCjLjq6moe\n", "euihoD8vM26EECIAKZJhUr3vIvkio3I+lbOB+vlCJUVSCCECkJ6kEGJckZ6kEEKMICmSYVK97yL5\n", "IqNyPpWzgfr5QiVFMghenw+Hy3PzDwohbjnSk7yJ5m4H737ewonLPay+awIL8pMwxsjfLUKMVdKT\n", "HGGVdV1s+bKV0619/Pz3ddR2DD/fXAhx65EieRPtvS7/ax/gcHsB9fsuki8yKudTORuony9UUiRv\n", "4qHJqaTG9U9xXzI5lfxk802+IYS4lUhPMgjNNie9Tg/p8UYSYjVdE0QIobFQe5LyJz4IE6zymAkh\n", "xiu53A6T6n0XyRcZlfOpnA3UzxcqKZJCCBGA9CSFEOOKjJMUQogRJEUyTKr3XSRfZFTOp3I2UD9f\n", "qKRICiFEANKTFEKMK9KTFEKIESRFMkyq910kX2RUzqdyNlA/X6ikSAohRADSkxRCjCvSkxRCiBEk\n", "RTJMqvddJF9kVM6ncjZQP1+oNF0FqKqqiubmZgDy8/OZM2cOW7ZswePpf15MUVERM2fO1DKCEEJE\n", "JGo9yZ07d/Lwww+za9culi5detPPS09SCKEF5daTrKurY8OGDaxatQoAj8fDxo0b8fl8FBYWSiEU\n", "QihN855kQUEBzz//PJ988gkApaWlPP744zzxxBP+S/GxSPW+i+SLjMr5VM4G6ucLVVRu3JjNZhIS\n", "Em5432g0BvzewINdWVmp1PaxY8eUyiP5xlc+2Y5sOxSa9iTb29tJTU0FYNu2bSxfvpz6+nomTpwI\n", "wNatW1mxYsWQ35WepBBCC0r1JPfv34/D4QBg7ty5ANTX13Po0CEAZs+ereXuhRAiYpoWyZUrV97w\n", "XklJiZa7jJrKykoWLlw42jGGJfkio3I+lbOB+vlCJYPJhRAiAJm7LYQYV2TuthBCjCApkmEKdzhB\n", "tEi+yKicT+VsoH6+UEmRFEKIAKQnKYQYV6QnKYQQI0iKZJhU77tIvsionE/lbKB+vlBJkRRCiACk\n", "JymEGFekJymEECNIimSYVO+7SL7IqJxP5Wygfr5QSZEUQogApCcphBhXpCcphBAjSIpkmFTvu0i+\n", "yKicT+VsoH6+UEmRFEKIAKQnKYQYV6QnKYQQI0iKZJhU77tIvsionE/lbKB+vlBJkRRCiACkJymE\n", "GFekJymEECNIimSYVO+7SL7IqJxP5Wygfr5QSZEUQogApCcphBhXpCcphBAjSNMiWVVVRXl5OeXl\n", "5Xz66acANDU18dZbb/HOO+/Q2Nio5e41pXrfRfJFRuV8KmcD9fOFKkbLXz5//nz/6507dwJw6NAh\n", "1qxZA8CmTZsoKyvTMoIQQkRE88vturo6XnnlFSZPngyAxWLx/8xkMmm9e80sXLhwtCMEJPkio3I+\n", "lbOB+vlCpXmRLCgo4Pnnn+eTTz4BYOB9IqPRqPXuhRAiIlG5cWM2m0lISADA4/H439fpdAG/N7C3\n", "UVlZqdT2a6+9plQeyTd+8l19rUqesZYvVJoOAWpvbyc1NRWAbdu2sXz5csrLy1m1ahU+n4+tW7ey\n", "cuXKIb+r+hCgyspKpS8rJF9kVM6ncjZQP1+oQ4A0LZJbtmzB4XAAMHfuXAoKCrh06RJ79+7F5/Ox\n", "ZMkSMjMzh/yu6kVSCDE2hVokNb27PdRZYk5ODs8884yWuxVCiBEjg8nDFG5/I1okX2RUzhdqtm67\n", "m64+t0ZpbqTysQuHpmeSQojRdepyLy9/VI/T4+WHC/OZlZMw2pHGHJm7LcQtyuZw86Otp6nrsAMQ\n", "bzLwH49PI8M6dscnj4SozN222WzhfE0IEUVeHzg9186B3B4vXjXPiZQWsEjW1NQM+c/bb78drXzK\n", "Ur3vIvkio3K+YLMlmmP40aLbsJoMxBp0/PSBgqicRap87MIRsCdZVVXFwoULOXv2LC0tLdx9991U\n", "V1f7xz4KIdR2V3YC//7ENLxeHxlWE/qbTOAQNwrYk7TZbFitVt555x2efvpp//u/+93veOqppzQN\n", "Jj1JIYQWRrQnabVagRsXohjLC1MIIUQogrpx09vbi9frBfrnXnd3d2saaixQve8i+SKjcj6Vs4H6\n", "+UIV1DjJRx55hN/+9reYTCYcDgfLly/XOpcQQihBxkkKIcaVqIyTbGpqCudrQggx5gRVJI8fPz5o\n", "u6qqSpMwY4nqfRfJFxmV86mcDdTPF6qgiuTp06cHbcfEyJRvIcT4ENbl9tU73eOZyouKguSLlMr5\n", "VM4G6ucLVcBTwq1bt9LX18eJEydwuVz+9ydMmKB5MCGEUEHAM8kVK1awevVqZs+ezerVq/3/lJSU\n", "RCufslTvu0i+yKicT+VsoH6+UAV1uf3II49onUMIIZQk4ySFEOOKJuMkt2/fzvnz56mrq+Ptt9/m\n", "zJkzYQcUQoixJKgi6XQ6yc3N5ciRIzz77LNUV1drnUt5qvddJF9kVM6ncjZQP1+ogiqSer0evV6P\n", "2WwGIDY2VtNQQgihiqDPJG02m79IKtrGjCrVx4JJvsionE/lbKB+vlAFVSRzcnLYtGkTxcXFfPHF\n", "F9TW1mqdSwgxgvpcHtxeObkJR1BFcv78+Xzzm9/EbDYzbdo0vv/972udS3mq910kX2RUzhdKNo/X\n", "x4H6Ln609TS/3FPHxS6Hhsn6qXzswhHytMSYmBj/ZTfAkSNHRjSQEGLkNHTaeWl3LWfb+thT28mm\n", "mpbRjjTmhDV3e6C6uroRiDH2qN53kXyRUTlfKNlcHi8DnipLe49bg0SDqXzswqHpcj7Hjx/n5MmT\n", "eL1eiouLycvLY8uWLXg8HgCKioqYOXOmlhGEGNdyk8w8PWsC7xxtJiHWwDdmZY52pDEn4jPJQNra\n", "2nj88cd58skn+fzzzwEwm82UlZVRVlY2pguk6n0XyRcZlfOFki3eZODpWRN4/YnpvFo2lakZ8Rom\n", "66fysQuHpmeSQy2E4fF42LhxIz6fj8LCQpl6KITGLCYD+SbDaMcYs6Kyeu6uXbu49957ASgtLfW/\n", "X1FREY3da0L1vovki4zK+VTOBurnC5Wml9sAe/fuZcqUKaSnp9/wM6PRGPC7A0/bKysrZVu2ZVu2\n", "R2Q7FBGvAlRXV0dBQcGQP9u3bx8ZGRlMmzbN/159fT0TJ04E+hf1XbFixZDfVX0VoMrKSqX/xpR8\n", "kVE5n8rZQP18oa4CFNTl9v79+0lLS2PatGmcOXMGq9VKVlYWwLAFsqWlhf379zNt2jROnDhBd3c3\n", "zz33HPX19Rw6dAiA2bNnBx1UCCFGQ1BnkmvXruXhhx8mLS0Nr9fLhg0bWL16tabBVD+TFEKMTZqs\n", "JxkfH09aWlr/F/R6DAa5UyaEGB/CunGj12t+v0d54TaBo0XyRUblfCpnA/XzhSqoaqfT6Whvbweg\n", "vb3dP2NGCCFudUH1JD0eD7t27fKvKVlaWkpMjLZDLKUnKYTQgiZ3tw0Gw6BB4EIIMV4Edbl9+vRp\n", "rXOMOar3XSRfZFTOp3I2UD9fqIIqkkePHh20fe7cOU3CCCGEaoJ+xs1A1xfN8UjlGQUg+SKlcj6V\n", "s4H6+UIV9OMb3n//fa2zCCGEcoIqkm+++SZXrlxh3bp1rFu3jmPHjmmdS3mq910kX2RUzqdyNlA/\n", "X6iCurv9yCOPMHfuXP/29u3bNQskhBAqiXgVIK3IOEkhhBY0mbsthBDjVVBF8sqVK6xfv5433ngD\n", "t9tNeXm51rmUp3rfRfJFRuV8KmcD9fOFKqgiuWPHDh577DGSkpI0n44ohBAqCapIms3mQY9akKXS\n", "1B8LJvkio3I+lbOB+vlCFdZgcq/Xq0kYIYRQTVBFMjMzk8rKStxuNwcOHCA/P1/rXMpTve8i+SKj\n", "cj6Vs0Fk+TxeH1fsblwedU7EgmowlpSUUFNTQ2dnJ1lZWcM+10YIIcJlc7jZfrKNbV+2ck9uAs/O\n", "ziLDahrtWDJOUgihhiOXuvnx9jP+7RcWT+Shyakjvh9N1pNsbW2loqKCuLg4nE4npaWlpKaOfHgh\n", "xPjlvO4S2+5S45I76CFAa9as4cknn+Spp55i586dWudS3q3cF4oGyRc+lbNB+Pkmp1p4YFIyAFPS\n", "4pidYx3JWGEL6kzSYrH4H/5lMBgwm82ahhJCjD+p8UZ+sOA2vjUnm3iTgeQ4482/FAVBnUna7fZB\n", "2729vQAcOnRo5BONEaqPBZN8kVE5n8rZILJ81tgYcpPMyhRICLJIer1e/vM//5Pq6mp+85vfYDab\n", "qamp4ciRI1rnE0KIURVUkezt7eW+++7DbDYzb948pk2bhqI3xaPmVu0LRYvkC5/K2UD9fKEKqif5\n", "7LPPYrXe2ETNz8/nwoUL5OXljXgwIYRQQcTjJDdt2kRZWdmQPzt+/DgnT57E6/VSXFxMXl4eTU1N\n", "fPDBBxgMBu6//36ys7OH/K6MkxRCaEGTcZLhamtr4/HHHwf6VzPPy8vj0KFDrFmzBghcYIUQQgWa\n", "LrpbUlJyw3sWi8X/2mQa/SlH4VK97yL5IqNyPpWzgfr5QhWVlcl37drFvffeCzDohs/A5deEEEJF\n", "mhfJvXv3MmXKFNLT0wHweDz+n+l0uoDfHfg3UmVlpVLbkk/yjdb2woULlcoz1vKFStMbN/v27SMj\n", "I4Np06b53ysvL2fVqlX4fD62bt3KypUrh/yu3LgRQmgh6g8CG274T0tLC/v37+fEiRNs2rSJN998\n", "E4B58+axdu1a1q5dy7x58yLd/agJ92+laJF8kVE5n8rZQP18oQrq7va+fftYtGjRkD8b+DzugTIz\n", "M/nJT35yw/s5OTk888wzIUQUQojRE9Tl9ksvvcSMGTNYtGgRmZmZ0cgll9tCCE1ocrm9atUqvv71\n", "r1NTU8O7775LTU1N2AGFEGIsCapI3nXXXRiNRhYvXsyyZcvYvHmz1rmUp3rfRfJFRuV8KmcD9fOF\n", "KqieZGVlJQUFBVRVVWG1WvnTP/1TrXMJIYQSgu5JPvDAAyxYsCBqz9yWnqQQQguazN1etWoVd911\n", "V9ihhBBirAq6JykGU73vIvkio3I+lbOB+vlCFVSRvHLlCuvXr+eNN97A7XZTXl6udS4hhFBC0E9L\n", "fOyxx0hKSiImRtPV1caMW/k5I9Eg+cKncjZQP1+ogiqSZrN50Io90bp5I4QQoy2oIul0Ogdte71q\n", "PDR8NKned5F8kVE5n8rZQP18oQrq2jkzM5PKykrcbjcHDhwgPz9f61zKi4mJ4UxbLw0ddjKsJqam\n", "WzDFRGV5TiFEFAW9VFpNTQ21tbXMmDGDgoICjWOpP07yXHsfP9xyil5X/1n1Lx+dzOychFFOJYS4\n", "Gc2ecXPHHXdwxx13AFBfX8/EiRNDT3cLaelx+gskwKnLPVIkhfiKy+Ol2+HGbDRgMY7texgBi+SG\n", "DRv8q4df7UP6fD5Onz7Nz372M+3TKczosBFvMtDj9KADpmbGj3akQSorK5W+yyj5wqdyNoDqz49z\n", "ypvGxi8uMy3Twh8X55GTGDvascIWsEharVaWLVvG/v37MRqNzJ49m+rqapKTk6OVT1nO1vO8svwu\n", "GrocZFiM3J5hufmXhBgHemOT+fW+RgAONFzh7pwuVs2IzhKLWgh4p2HZsmUANDY2cu+992IymSgu\n", "LsZms0UlnMqKi4uZlGZh8aQU7syyYjSoddNG5TMNkHyRUDkbgDUhcdC22xvRE2JGXVB/sq9/YJcM\n", "ARJCDGdSqpknZ2YSo9cxPdPCfROTRjtSRIIqkl6vl9bWVgBaW1txuVyahhoLVB8LJvkio3I+lbMB\n", "fH74IN+6J4vfrJ7O3y4rIi/JPNqRIhL0KkA7duzAZrMRHx/Pk08+qXUuIcQYZjYaMI/xu9pXRfxI\n", "2QsXLgz7xMRIqD5OUggxNkX9kbKHDx+O9FcIIYSy1LolO4ao3heSfJFROZ/K2UD9fKGSIimEEAFI\n", "kQyT6mPVJF9kVM6ncjZQP1+opEgKIUQAmhZJr9eLx+PRchejRvW+i+SLjMr5VM4G6ucLVcTPYhhu\n", "+M+OHTuora2lrKyMnJwcALZs2eIvmkVFRcycOTPS3QshhKYiHicZSE1NDcnJyf4iuWvXLpYuXRrU\n", "d2WcpBBCC5qtJzkSPB4PGzduxOfzUVhYKEVQCKG8gEVyz549zJ07l1/96lc3LLLrcrmYMmVKSIWu\n", "tLTU/7qiouKmnx+4bt7VPocq26+99hozZ85UJo/kGz/5Bvb8VMgz1vKFKuDl9tUiuXv3bsrKym74\n", "+fr16wPO477+cnug3bt3s2TJkmG/q/rltuoLn0q+yKicT+VsoH6+EZ2WuHjxYqxW67A/D/UZ3PX1\n", "9f7Xdrs9pO+qRuX/E4Dki5TK+VTOBurnC1VQVS4lJWXI9wOtUL57925qa2sxm80UFBRQUlJCfX09\n", "hw4dAmD27NlhxB1bzrT2UnGylfR4Ew8UpZCVMHaXsBdivAqqSN5///1Dvr948eJhvzPUpXRJSUlw\n", "qcaAm11SNF5x8JOKM1xx9A95autx8fz8vBsWMB6tfKNN8oVP5Wygfr5QyYwbjfS5vP4CCXC6rXfM\n", "L2MvxHgU8MaN2+1m7969WCwWiouL2bVrF729vTz88MNYLNo++Er1Gzc3c8Xh5lcHLvL+6Xb0Ovjr\n", "hwqZXyAPUBNitI3oOMmNGzfy4IMP0tHRwS9+8Quee+450tLS2Lx5M0899VTEYW9libExfPfeXJZN\n", "TcMco6cgNW60IwkhwhDwcjs2Npb09HSmTJlCbm4uubm5mM1mzOax/cyKkRDM/NSkuBhmZFmZnG4h\n", "Rh+dXuRVqs+flXzhUzkbqJ8vVAGLZF9fHz6fj97eXs6cOYPD4QDw/68QQtzqAvYkW1pa+PDDDzEY\n", "DDz44IPs2LEDgPnz51NQUKBpsLHekxRCqGlEe5KZmZmDeo/PPvts+MmEEGIMkiFAYVK97yL5IqNy\n", "PpWzgfr5QhXUYHKHw8G2bdv828uXLyc2VmaPCCFufUGtJ7l+/XpKS0uxWq3YbDYqKipYvXq1psGk\n", "JymE0IImz902Go3+hS6sVitGozG8dEIIMcYEVSSvf06N1+vVJMxYonrfRfJFRuV8KmcD9fOFKqgi\n", "abVaOXXqFACnTp0KuHyaEELcSoJ+xk1VVRUXL14kLy+P++67T+tc0pMUQmhCs2fczJ8/P6xAQggx\n", "loU8TrK+vl56kqjfd5F8kVE5n8rZQP18oQqqSL788svU19ezfft2Ll68yHvvvad1LiGEUEJQRXLq\n", "1Kn+pyXKZXc/1VdelnyRUTmfytlA/XyhCmkIkMFg0DSMEEKoJqgiabPZ2LlzJ0VFRVrnGTNU77tI\n", "vsionE/lbKB+vlAFdXf78ccfp7m5mcLCQo4ePSo3boQQ40bQ4yQHcjqdmEwmLfL4yThJIYQWNJm7\n", "fb2ri+8KIcStLqwiKZfb6vddJF9kVM6ncjZQP1+oAvYkX3rpJf7wD/+QtWvXkp+f73//xIkTlJWV\n", "aR5OCCFGW1A9yU2bNg0qitdvD8fr9eLz+cIaOiQ9SW109rnodnhIjI0hKS7oWalC3DI0mbtdXFw8\n", "aDs5Ofmm39mxYwe1tbWUlZWRk5MDQFNTEx988AEGg4H777+f7OzsoIOKyDV1O/jlnjq+aO5lVraV\n", "/1GSz4QEWWFeiECC6klmZWUN2l68ePFNv1NaWnrD5w4dOsSaNWt4+umnOXjwYNAhVaR632WofCdb\n", "evmiuReAo402TrX2RjuW31g8fqpQORuony9UUb3eslgs/tdaDyESNzLFDP47MdYgz4EbS2rbejna\n", "aMOaVkRXn4ukOHlCQDREtUgObH+O9UdAqD4/dah80zMtPDt7AvvOdbK4KIWpmfGjkKzfWDx+o+li\n", "l50XKs7SZXcD8ANfDCvvyBjlVENT7dhFKqqnEgMfA6HT6W76+YGn7ZWVlbId4fYXnx7kuXuy+d9f\n", "v53pvkaOHT6gVD7ZHn67vqnVXyABqi9c4ciRI0N+/rLNyd4vL/DJmUu4vT4l8qu2HYqwZtwEq6am\n", "huTkZP+Nm/LyclatWoXP52Pr1q2sXLly2O+qfne7srJS6b8xJV9kVMt32ebkxV21nG7rQwf8ryWF\n", "zC+48QZqW4+Tn39Yx+dNPeh18LcPT+JrtyVFNatqx+56mq1MHqrdu3dTW1uL2WymoKCAkpIS5s2b\n", "x9q1a/H5fCxZskSrXQtxy8mwmvirJYXUd9jxOXq5Jy9xyM+12Fx83tQDgNcHFSfbol4kbzWanklG\n", "QvUzSSFUdKHLzg82n6LH2d/a+qN5uTwxM3OUU6lFmTNJIUT05SWZ+cUjReyv7yInMZav5SWMdqQx\n", "T8aAhCncJnCkznfa2f5lK28cvsSFLvuwnxutfMGSfOG7WbbbM+L5ztwclt2eRqol+kPtVD524ZAi\n", "OYacaOnhHz+sY1PNZVIsRn518KL/skoIoQ3pSUbI7fXR0evCFKMjyazd2M9uu5s/33aauo7+s8fE\n", "WAMr70hn5fQMUi1je8ypENEkPckocrq9fHC2nX8/cJFMq4mfPlBAYWqcJvvy+HzYXdeWqHO4vUzP\n", "jCfRLP8JhdCSXG6HqbKykgtddv5533l6XV7qOuy8faRJs/0lxxn57wtvwxyjJ0av488W5TNzQjwx\n", "+qEH5aveF5J84VM5G6ifL1RyGhIhHXC1XzFMvYqYz+ejpqWHo43d/OVDBWTGm7gt2YxBqx0KIfyk\n", "JxkBl9vLh7Ud/PvB/svtFxZPpCBl5C+36zr6+MGmkzg8/f+pvn9fLmV3ytg3IcIhPckR4HJ76XZ6\n", "iDPqiTMOv2CwMUbPQ5NTuSc3AVOMnsRYbQ6nzeHxF0iAs619muxHCHEj6Ulep9vu5u2jzfxJ+Qn+\n", "pbKB5m7HkJ+72nfx+nxc7nHxRZON851Dj1v0+nx4Izhhz04wMTvHCoDRoGPp7ak3/Y7qfSHJFz6V\n", "s4H6+UIlZ5LXOd3Wy1uf9d+A+fBsJ3NzE1kaYPXuL5p6+OmOM3h9kBlv5BePTsYaa+B0ax9Ot5dM\n", "q4nfftYI6Pj2nOyw7n6nxZv48f0TabziJD7WQGGKOdx/PSFEiKRIXsfrHXzG5/IOfQZ4dZWTTy9e\n", "4epHWnpcdPS52FPbwRuf9hfau7KspFqM7KntoLHbwT89OiWsYTvp8SbS44OfPbFw4UIcbg8mgz6o\n", "ZemiTeVVYkDtfCpnA/XzhUqK5HWK0i0sn5ZGxck2ZmRZuTtn8NzXc+19bDp+GXOMnpV3pHPHgIVr\n", "LUY9CbEGPjjT4X/v8yYb37qn//EXrT0uXB7tH8drd3nYe66TLTWtzM6xUnZnRkgF9lZ0vtPO9hOt\n", "eHywYlo6+XI2LoIkRfI6KXFG/vDeXJ6eNQGL0UDCgLO+jl4Xf7O7lotXnED/XeefPjCRfygtwuv1\n", "EWfUkxBr5L6JSaz7vAWAqRkWmm1OdMD378sjOQpL7p9p6+OVjxoAONXaS0GKmSVT0jTfbyiiueag\n", "zenmXyobOPbVEmLHGrv5x0emBHxapMprIqqcDdTPFyopkkOwmAxYTIPvant9PrqdbmZkWWnsbsfr\n", "g/OdDnw+HVkJJl7aVUt9p4PpmRZ+tCifOzLjcbi9TE234PT6eGJmJrmJsZqPbbS7PNium8/dZR/f\n", "87sdLi8NndduwJ3vcuCIwhm9uDXI3e0guDxe9pzt4IXtZ6nvsPN3y4pIMcfw7bnZJJpjONnSS/1X\n", "fwi/bOnlfKeDBQXJPDg5ldxkM4WpcRSkxGEc8OAtt8c74pfeTd0O/mlvPcebbMz9aomsrASj/3Uk\n", "XB4vJy/38OmFK1y2OSP+fdE800iKM/KtOdee+PmtOdkk36QvrPKZkMrZQP18oZIzySBc7HLwy731\n", "eH3Q1uti65et/PyRIvKS+me9WEyD/66JMw7ebui00+fykJVgIslspK69j/84dJE+p5fvFecyfYQe\n", "yPVxfRf76roAeLAohV8+OpncpFgyRqAf+emFbl7cXYvXB3dlW/npAwWkjZGFNWL0OpZOTuX2dAs+\n", "H0xMNt/w5EghhiP/TwlC/zjHa9suj48r3d3+P2jTM638wdxspmVY+P59udyece3RuceabDxffoIf\n", "bD7F6wcv0drj4F/3n+fwhW6Ot/TwV++f5bLNic3pptvhvn7XIXEOODP9/dn+m0dDFcizbb2s+7yZ\n", "vbUddPa5gvrd20+2+o/B5422iM8moz2Wzmw0MDUjnmmZ8cSZhp8gcJXKY/1Uzgbq5wuVFMkg5CTF\n", "8sfFuRj1OiZYTTxQlEysAfpc/b2+eJOexUUp/OVDBZTdmUnCgJk3G441+2fLvH+6nWabi46+a8XQ\n", "5vTQ1uvif249ww+3nOaLJlvYORdMTOb29Dj0Olg5NZlJQ4zJvNhl54XtZ/jVoUv8/e/r2FPbMcRv\n", "utHMLKtHiplIAAAUjElEQVT/dUKsgYTYmxcaIW4FMnc7SHaXh4ZOOx6vjx6Xl9cOXCDBZOBPF9zG\n", "qdZe/nnfeVLiYnhx6SSS42JIjzcRo9fx608u8c7RZgBMBh3/VjaVFpuTF3efw+3x8d8X3saB+i4O\n", "nL8CQJI5htdWTQ17yE6X3UWf00tSXMyQUyprmnv4sy2n/NsLCpL4X0sm3fT3tvc6+fRiN83dTorz\n", "k5icbrnpd4RQkczd1ojZaOD2jHgaOvp4oeIsdnf/pe2/fXwBi9FAbIyeNfdk8dc7a7E5Pfxw4W1M\n", "Sotjdo4Vt9fLhS4HT8zMJD/ZzG3JZl4rm4rHC8lxetYeafbvx+H2Msz49aAkmY0kBRgCmBlvZGqG\n", "hZOXe9EBS6fcfIojQKrFxFLFhhEJEQ3j7nL7ss3JofNdfNFkw+4KPDSmrcfJgfouDl+44n8wfHuf\n", "e1Dvr9flxWLSMyvbyq5T7XTa3bi9Pl7Z18DBhi5+UnGWTy92892v5TArOwGdTsfJy738pOIsP9p2\n", "mi8v9/Hj+28jzqjHaNDxwuKJpMf33xDp7HPR0Gmnoze4vuFAw/WF0q0m/vKhQv5+2ST+5eu387Vh\n", "Hk2qNdX7VirnUzkbqJ8vVOPqTLKj18XLHzXw2aVuAH58f/6wg6xtjv7phZV1XRxv7uGZ2RNYUpSC\n", "1+vlO3Oz+c3hRswxer4zNxsdUFXfRZ/7WvE06HVcXbjnXLud2vY+8lPi6HV6+N+V52n9qvD9/Qd1\n", "vP7kdH71+HS8+Mi0mtDrdDTbnLyyt54jjTamZlj42QMFZCcOP4c8FBOsJiZYx/cMHCGCNa6KZHuf\n", "y18gAbaeaOP+SSmDxi8CONwe9tR2sv1kGwXJcay+K5Ndp9rp6nOz41Qb/+2+PP54Xi5Wk4GClDja\n", "ep10O9w8OjWNPpeHboeH792bw/87cBEAgw4mfLVIhg8YOJVap+v/JzNhcNE609rLkcb+mzgnL/fy\n", "ZUtPSEVS9bFqki98KmcD9fOFalwVyYTYGDLjjbT09J/FzclNuKFAApxt7+Otz5pZPq3/LDPRHMOc\n", "3ATOd9nJSohFpwOn14fb5+OdI40sn57BooJkdpxqY/XMTKZlxJNijiFmgZ5z7X1MsJpI+WrwcrzJ\n", "wJ8tvI2ff1hPn8vDn5fko8PHbw5foumKg7IZmUzPjMd0XS6zjOsTYlQYXnzxxRdHO8RQzp07R3Z2\n", "9oj+zniTgTl5CeQlxbJ0SiqLClMG3QH+osnGqx+fJyXOyNSMeN6sbqT6ko2sBBMLCxL57JKN5+7J\n", "osXmovpSN+XHW3locipvH2niW3OyKZ2aTmGqBWtsDLXtffx4+xk+u2Sjsq6LlLgYZnw1jCY93sSc\n", "XCt35yaQYDJwsrWPPpeX35/tYNfpdhYVJpOTaCLeaKCjz82j09JYVJgccAHg61VWVpKfnz+ix28k\n", "Sb7wqZwN1M/X2NjIpEk3H9Fx1bg6kwSYmBLHxOseseBwe2i84uRnO/rvWs+cYKWqocs/vvGj2k5K\n", "CpN5aHIKf/NBHQBPzMigx9k/T7qzz43L40M/4Dra6fEx8CZ1p/3a2MjWHid/s/scM7KsXOhycLTR\n", "RrzJwHfmZvPqxxewu73kJpl5avYEVt6ZTlyMQZ5nI8QoiXqR3LJlCx5P/13loqIiZs6cGe0Ig9R3\n", "9PHaxxf52m0J2N1eYvQ60uONZHx1h3nplFRS44zUd9gHDdXZXNPK07MysZoMX63uM/hQ3pZsZuX0\n", "dLZ82Uq6xcjDt1+7QdRld1Pf6aBkUgrbTrQB0OP0cOpyL0/dlUnmVzdV9DodVlN4/4lU7wtJvvCp\n", "nA3UzxeqqBdJs9nM0qVLo73bIbk9Xv7j4EWqL3VTensKPy8tQgfsPddBbpKZb86eQH6KmfNdDuKM\n", "eialxdF+of/GT06CiZlZVhJiDRSmWm5Y2DbJHMMffC2Hx+7MIM6oHzQ9MDkuhslpcZgMevQ6/OMi\n", "i9LieGhyyqAZO0KI0RX1uwEej4eNGzeyYcMGqquro737wVl8Pq44PKTExZAYZ+RCl52Trb1MTI7j\n", "t9VNZCfG8g8f1vNmdRP/t+oCy6els2J6OstuT+WxOzP4i/dr+T/7L9A7xHhLr8/H+U47nzfauNjl\n", "wO6+9pk0i4m/eqiQwpRY/uKBAopvS+Q7c7NZVJhMonlkFo1Qfaya5AufytlA/XyhivopS2lpqf91\n", "RUVF1Pbb0NFHk82Jxdj/VMNOu5v0eBPfL86lsduJ3eWlrdeFyaDHYIQ/uS+Xhq5rD/bqdXlpvOIg\n", "OS6GNIuRyzYnj0xN48OzHZxu7SUvKZZM67UhOmfb+vjzraf9j3/4xaOTB61ynp0Y6x/Ss2hSSpSO\n", "ghAiVKM6rsRoDHzWNPBvpMrKyrC3a9t6efmjev7y/Vp+uaeB850OXt7bwObjLaw92sw/7qnn7z+s\n", "Iyshlt8dbaaq/gqTUuPISYjl6kV0vMlAaryR31Y30dXnJs5oIDvBxJq7s3jt44v86uAljhw/4d9/\n", "fUvHoOfjnG7qoqqqKqT81dXVeL76HaH++4/k8dNi+/p8VVVVfHb6PJ9dvEJDZx8ff/yxUvlG+3gN\n", "3F64cKFSecZavlBFfYGL+vp6Jk6cCMDWrVtZsWLFkJ8bqQUu+pwedp5u598+vuB/7w/mZnPycg9F\n", "aRb+q7rJ//59+Um09jg53dbHzx6YyIZjLTxQlIpeB0lxMfxb1QWyE0wsKEjm14cbWT4tjdykWP7j\n", "4CVMBh2vPzmdrK8Gjdd39PGjrafpdniI0et4ZfkUpk8Ift3Ipm4H5V+0cKa1j2/MmsDcvMRb+g53\n", "fUcfL2w/Q3ufG6vJwD8tn0xRmiyiIUZeqAtcRP1Msr6+nnXr1rFu3TqmTp2q+f6uOAbPtQZIsxip\n", "73Sg1+mINVwrPFkJJnQ6HQ8UpZBqieGJmZkkxBpIiovh/ZNt/I+SfGblJPCbw40AbDvRhtvjIyHW\n", "wJ8U5+L2+PxnfhNT4nhlxRReXFrIv6y8fdAak8H44Ew75cdbOdbcw4u7aqkf5pnew1G9L3R9voZO\n", "O+1fLSFnc3qobe8bjVh+Kh8/lbOB+vlCFfWeZElJSVT3ZzEZaOt1sebuLD671M2MCfHkJcVyV5aV\n", "u7IsFD5YwJ7aDiYmx5Gd2D+neduJVtYf83BHZjw7TrWzZHIyX7stkXXHLpMSZ/CPf0yOi2FKWhx/\n", "XpLPKx814HBf5IXFBcyfmIRBr6Mgpf+xDeFo7r62qIXHx00X4xjrUuKM6MB/bNPHyKrn4tY3LtaT\n", "bOp2cPJyL1ajnoIUM2lf3WDZfbqNf953nrzkWP5gTjZOj5dX9p2n19V/5vnotDQKU+J452gz+clm\n", "Vs3IwO7ycLq1j067m1V3ZpCVYOLPtpym4aszPaO+/7I70sUoTl7u4acVZ7E5PSybksp35+WSFMbz\n", "uscKl9vL0SYbn13sZkaWldk51pBmGAkRLFlPcghZCbH+XuFAx5t7cHl9uL0+XF6ovmjjqVkTONZk\n", "4/CFbnqcHt4/1UZbr4u2XhdZCSY+u9TNTxdPZPqE/imGvU7PoEv2GIOOkWgdTs2I5/+W3U6fy0tm\n", "vGnQo21vRcYYPXPzEpk7Sku3CTGccb1qwoKCZKZnWPj2Pdn83e/Pse1kG7853Mg9uYmkxcXw6NQ0\n", "zg3ojbk8PkwGHTEGvb/vYjEZ+OGifCalmslOMPHSkkn+FX8ilZNopijNElaBVL0vJPnCp3I2UD9f\n", "qG7t05ObmJ5hYWFhMg2d9kGrgXu9Pv5uWRF6nY5n787irc+ayE2MZU5eAouL+p8d0zzg90xOt/Dy\n", "8il4vAR84L0QYuwZFz3J4TR02vnu+i/55t1Z7D7TTlN3/2Dzv3l4EjOzrOh0Ouzu/gUsYmP0pMTJ\n", "zQQhxjrpSYbAqNcRZ9Tzu6PNPDEzk1RLDLOyrRSmXhuuY44xkJUgNxCEGK/GdU8yOzGWv3u4iKK0\n", "OOo7+rgnN2FQgQxE9b6L5IuMyvlUzgbq5wvVuD6TBJiZbeXlFVMw6HS39IwWIUR4xnVPUggx/ig/\n", "LVEIIcYSKZJhUr3vIvkio3I+lbOB+vlCJUVSCCECkJ6kEGJckZ6kEEKMICmSYVK97yL5IqNyPpWz\n", "gfr5QiVFUgghApCepBBiXJGepBBCjCApkmFSve8i+SKjcj6Vs4H6+UIlRVIIIQKQnqQQYlyRnqQQ\n", "QowgKZJhUr3vIvkio3I+lbOB+vlCJUVSCCECkJ6kEGJckZ6kEEKMICmSYVK97yL5IqNyPpWzgfr5\n", "QhX1Z9w0NTXxwQcfYDAYuP/++8nOzo52BCGECFrUe5LvvfceX//61wHYtGkTZWVlQ35OepJCCC0o\n", "35O0WK49stVkMkV790IIEZKoF8mBJ65GozHaux8xqvddJF9kVM6ncjZQP1+oon65vWPHDkpLSwHY\n", "vXs3S5YsGfJzn376KZ2dndGMJoQYB5KTk5kzZ07Qn4/6jZu+vj6g/4zy6uuhhPIvIYQQWon6meSl\n", "S5fYu3cvPp+PJUuWkJmZGc3dCyFESJSdcSOEECqQweRCCBGAFEkhhAhAiuQtwuv14vF4RjvGsFTP\n", "J8Rwon53+2ZUn7a4ZcsW/x/2oqIiZs6cOcqJ+odV1dbWUlZWRk5ODqDWcRwqn2rH8fjx45w8eRKv\n", "10txcTF5eXnKHMOhsql0/KqqqmhubgYgPz+fOXPmKHPshssX0vHzKWbz5s3+1+Xl5aOYZGg7d+4c\n", "7QhDOn78uO/ixYv+bdWO4/X5VDuOe/fu9b/etm2bz+dT5xgOlU2143fV+++/7/P51Dl217uaL5Tj\n", "p9yZpOrTFj0eDxs3bsTn81FYWKjs/HI5jqEpKSm54T1VjuFQ2VQ7fnV1dWzYsIFVq1YB6hy7q67P\n", "F8rxU65I+hSftnh1thBARUXFKCYJTI5jeHbt2sW9994LqHcMB2ZT7fgVFBTw/PPPs3nzZiZNmqTc\n", "sbs+XyjHT7kbNwOb+zqdbhST3JwK//GHI8cxdHv37mXKlCmkp6cDah3D67MNpMrxM5vNJCQkAGod\n", "u6sG5hvoZsdPuSIZ7LTF0VJfX+9/bbfbRzFJYHIcQ7Nv3z4mTJhAQUGB/z1VjuFQ2VQ6fu3t7f7X\n", "V88gVTl2MHS+UI6fcpfb8+bNY+3atf5pi6qpr6/n0KFDAMyePXuU0/TbvXs3tbW1mM1mCgoKKCkp\n", "Ueo4DpVPpePY0tLC/v37mTZtGidOnKC7u5vnnntOiWM4XDaVjt/+/ftxOBwAzJ07F1Drz/FQ+UI5\n", "fjItUQghAlDuclsIIVQiRVIIIQKQIimEEAFIkRRCiACkSAohRABSJIUQIgApkkIIEYAUyVtAc3Mz\n", "mzZt4pVXXhny56+++iqXL18O6Xe+++67bNq0iU2bNrF582auXLky6Odbt24NO+9V77//Phs2bIj4\n", "99xqgjm2NpuN119/nZqamigkGt+Um3EjQjdhwgTKyspYt27dkD9fvXo1KSkpIf1OnU5HWVnZsD8f\n", "ialmy5YtY+PGjRH/nltNMMfWarWycOFCvF5vFBKNb1Ikb2FOp5MdO3Zw5swZnnvuOTIyMvw/++ST\n", "T9i5cyeFhYUkJCTgcrlYtWqVfzGC2NhYNmzYgMFgoLe3lxUrVpCYmIjb7aaiooITJ06wadMmAKZM\n", "mcKdd9550zxut5vy8nL0ej0+n++GhVg/+ugjWlpaMJlM2O12SktLSUxM5PPPP6e8vJyHHnqIhQsX\n", "+rcffPBBFi1aNOz+bDYbb7/9NhaLBb1ej9lspre3l9LSUv9CEcPtE+Dw4cNUVFTw3HPPUVVVhclk\n", "YtasWUyZMgWPx8P27dv9c4F7enrIz89nwYIFNz0OVVVVXLp0CZPJhNfrxWQy8eijj9702La1tVFR\n", "UYHFYsHpdJKQkEBhYeFN9yciFPkylkIV77777pDvf/jhh76WlpYb3n/ttdf8r6urq32nT58e8vsO\n", "h8O3YcOGoPYVyJYtW3yXL1/2bx88eNC3bt06n8/Xvyjvvn37/D9zOp3+n/l8/QvPnj9/3v+z9evX\n", "B7XP48eP+15//XX/tsfj8f3Xf/1XUPv0+fr/PXfs2HHD762oqPC1tbX5t1tbW31ffvllUJnefPNN\n", "X3d3tz9PQ0PDDfscyhtvvOHzeDz+7V//+te+48ePB7VPET45kxzH0tLS/K/j4uJwOp1Dfm6kFk21\n", "2WyDlvqaPXs2DQ0NANTW1mK32/1nUNB/dnbVggUL2LBhA9/4xjfYv39/wDPI6919993+13q9nri4\n", "uKD2edWyZcuG/HdJTU31b6elpQ06noE8+eSTHDhwALvdjt1uD3qBCpPJhF5/7TbCwH8voR0pkuIG\n", "Xq+Xc+fOUVRUBEBnZydmszni3xsfH09ra6u/UFZXV/svV2fMmEFTUxPFxcX+z7vdbv9rg8GA1Wql\n", "q6uLlpYWFi9eHPR+jx496l952uPx+P8yuNk+AzGbzbS3t/sLpdfrpba2lsmTJwf8ntvt5syZM4Py\n", "v/3224OWQRuOw+HA4/FgMBiA/uM3MLvQhqwCdAvYs2cPnZ2dHDt2jJkzZ6LX6yktLeXUqVOcOXOG\n", "2tpaJkyYQHx8PMXFxWRlZbFnzx727dvHH/3RH5GZmcmbb76J1+vl29/+tv93Njc3Exsb6+9XxsRc\n", "+zv1o48+or29Hb1ej9vtZv78+WRlZQXM6Xa7Wb9+PUajEb1ej9Vq5ZNPPmHNmjVMnDiR6upqGhoa\n", "0Ov1/kVbry63D/1nef/6r//KY489xh133BHUsampqeHEiRPY7XYsFgt2u52HH37YX9wC7XP79u18\n", "+umn/odEzZo1y98DdLvdbN68GYPB4H8S5KJFi256DOx2O6+++iqTJk1Cp9PhcDi45557BhXX4Y5t\n", "a2sr27dvJyEhAafTicFgoL29nWeffRar1RrU8RChkyIpbmnHjx9Hp9MFXVSFuJ5cbotbVnd3N/v3\n", "7wf6e4hXnw8jRCjkTFKMmMOHD3PhwoUhfzZ37lzy8vJuiX0GUldXx5EjR4b8WUFBwaivIi5CJ0VS\n", "CCECkGmJQggRgBRJIYQIQIqkEEIEIEVSCCEC+P8Fw/V7cBFmWwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.576605\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VOeZ5/FvValKpVJp34XQgpDB2BhsMGAWGdsYZAO2\n", "8JLYpj2Z7mxn4unOpJPuTiedSaeTTibTcc50MraTTpyMQ2zcZhEYbDBLbIzALEbBxsjCCCEhIbTv\n", "S1Wpqu78ISgkEKVaVKVX6Pmc43N0S1W6P17Mo3uf+9736jRN0xBCCDEi/XgHEEIIlUmRFEIIL6RI\n", "CiGEF1IkhRDCCymSQgjhhRRJIYTwIqRFsr+/n5/85CfU19d7XmtoaODVV1/l9ddf59KlS6HcvRBC\n", "BC2kRfLAgQOsWrVq2GvHjh1j/fr1PPXUUxw9ejSUuxdCiKCFrEi2t7djsVgwm83DXrdYLJ6vTSZT\n", "qHYvhBBjImRFsrS0lKVLl173+tAbfIxGY6h2L4QQYyIiVD+4sbGRN998k6amJnJzc8nMzATA5XJ5\n", "3qPT6W74+T179mAwGEIVTwgxScXHxzNv3jyf3x+yIvmlL30JgPLycuLj4z2v9/f3A4NHlFe+HonB\n", "YOCuu+4KVTwhxCRVVlbm1/tDeuGmra2N0tJSPvnkE89rCxcuZOPGjWzcuJGFCxeGcvchVVpaOt4R\n", "vJJ8wVE5n8rZQP18/grZkSRAYmIiX/nKV4a9lpmZydNPPx3K3QohxJjRqbpU2v79++V0Wwgx5srK\n", "ynjggQd8fr/ccSOEEF5IkQyQ6n0XyRcclfOpnA3Uz+cvKZJCCOGF9CSFEJOK9CSFEGIMSZEMkOp9\n", "F8k3XFOPg3fPtfGnyjYau+2jvl/l8VM5G6ifz18hnScphApsAy5+d7yeP51rB2DR1Fj+fnkO1kj5\n", "31+MTnqS4qbX2uvgK1sr6LYPrhtgNOj4/ZOzSLXKKlSTkfQkhbiGNTKCBwsSPdsrpicQY5LFU4Rv\n", "pEgGSPW+i+S7KjJCz1Nz0vjRymn8cOU0vjAvk6hRiqTK46dyNlA/n7+kKSMmhfgoIwuy48Y7hpiA\n", "pCcphJhUpCcphBBjSIpkgFTvu0i+4KicT+VsoH4+f0mRFEIIL6QnKYSYVKQnKYQQY0iKZIBU77tI\n", "vuConE/lbKB+Pn9JkRRCCC+kJymEmFSkJymEEGNIimSAVO+7SL7gqJxP5Wygfj5/SZEUQggvpCcp\n", "hJhUpCcphBBjSIpkgFTvu0i+4KicT+VsoH4+f4V0PcnDhw/T2NgIQHZ2NvPmzWPHjh24XIPL6Ofn\n", "5zN79uxQRhBCiKCErSe5Z88eVq5cyd69e3nwwQdHfb/0JIUQoeBvTzLkK5NXV1ezZcsW1q1bB4DL\n", "5WLr1q1omkZeXp4UQiGE0kLek8zNzeW5557j+PHjABQVFfHYY4/x+OOPe07FJyLV+y6SLzgq51M5\n", "G6ifz19huXBjNpuJiYm57nWj0ej1c0MHu7S0VKntU6dOKZVH8k2ufLId3LY/QtqTbGtrIzFx8FGe\n", "b731FqtXr6ampoacnBwAdu7cyZo1a0b8rPQkhRChoFRP8tChQ9jtdgDmz58PQE1NDceOHQNg7ty5\n", "ody9EEIELaRFcu3atde9VlhYGMpdhk1paSlLly4d7xg3JPmCo3I+lbOB+vn8JZPJhRDCC7l3Wwgx\n", "qci920IIMYakSAYo0OkE4SL5gqNyPpWzgfr5/CVFUgghvJCepBBiUpGepBBCjCEpkgFSve8i+YKj\n", "cj6Vs4H6+fwlRVIIIbyQnqQQYlKRnqQQQowhKZIBUr3vIvmCo3I+lbOB+vn8JUVSCCG8kJ6kEGJS\n", "kZ6kEEKMISmSAVK97yL5gqNyPpWzgfr5/CVFUgghvJCepBBiUpGepBBCjCEpkgFSve8i+YKjcj6V\n", "s4H6+fwlRVIIIbyQnqQQQhldNicd/U6iI/UkWUwh2YdSz90WQghftfQ4+OUHdXxQ00l2fCT/vGIa\n", "WfHm8Y4lp9uBUr3vIvmCo3I+lbNB4Pmq2vv5oKYTgAsddk5e6hnLWAGTI0mhBE3TONfaT32XnVSr\n", "iYJkCwa9brxjiTCKNAw/Zos2qnEMJz1JoYTKlj6+seMz7C4Ngw5+vvYWbk2NHu9YIox6HS72nm3l\n", "7YpW5k2J4fHZqSRHj31fUnqSYkK61G3H7hr8fe3SoLbDJkVykok2GXh0VgoPFiRhjtArcyYR0uPZ\n", "w4cPU1JSQklJCSdOnACgoaGBV199lddff51Lly6FcvchdbP2hcLl2nxpVhPGy/8o9DqYEhs5HrE8\n", "VB4/lbNBcPl0Oh3RJoMyBRJCfCS5ePFiz9d79uwB4NixY6xfvx6Abdu2UVxcHMoIYoKYnmzh52sK\n", "qO20kxFrYkaKHEUKNYT8dLu6upotW7awbt06ACwWi+d7JlNo5kGFw9KlS8c7glcTLZ9ep2NGajQz\n", "FDnFVnn8VM4G6ufzV8gvH+Xm5vLcc89x/PhxYPAq5hVGozHUuxdCiKCE5Rq72WwmJiYGAJfL5Xld\n", "p/Pedxja2ygtLVVq+6WXXlIqj+SbPPmufK1KnomWz18hnQLU1tZGYmIiAG+99RarV6+mpKSEdevW\n", "oWkaO3fuZO3atSN+VvUpQKWlpUqfVki+4KicT+VsoH4+f6cAhbRI7tixA7vdDsD8+fPJzc2lvr6e\n", "AwcOoGkaK1asIDU1dcTPql4khRATk1LzJEc6SszMzOTpp58O5W6FmNTKG3t457M2suPNFObFk2Kd\n", "uBdIVaDGfT8TUKD9jXCRfMFROZ+3bBfabXx71zl2nWnl10cvsr+yLYzJBqk8doGQIinETaR3wIXN\n", "6fZsV7b2j2Oam4MUyQCp3JgGyRcslfN5y5ZuNbFoaiwARr2O1TOTwxXLQ+WxC0RAPcmenh6sVutY\n", "ZxFCBCnBYuR/LMumvsuOxWQgN2H812Oc6LweSZaXl4/432uvvRaufMpSve8i+YKjcr7RsiVajNye\n", "bmVaYhT6UeYih4LKYxcIr0Xy8OHD6PV6zp8/z9GjR3E4HBw5csQz91EIIW52XudJXjmtfv3113nq\n", "qac8r//nf/4nn//850MaTOZJCiFCYUyfu32l73jtQhQTeWEKIYTwh09Xt/v6+nC7B6cVuFwuuru7\n", "QxpqIlC179Jrd9LS6+B42Z/HO4pXqo7fFSrnUzkbqJ/PXz5d3X7ooYf44x//iMlkwm63s3r16lDn\n", "EgGo77Lzi0O1nGnuY+2MJG61O7FGyuLzQgRDnnFzE9lyqolfH73o2f7Z6gLuyJCpWkIMNaY9yRtp\n", "aGgI5GMixK79faeh5O8/ESCnW6O110G33TneUSYVn4rk6dOnh20fPnw4JGEmEhX7LvfkxDEnIxpz\n", "hJ4nb0tkWmLUeEe6IRXHbyjV8tmcLvZ81spXt1bwnV2VXGhX93ZD1cYuWD4VybNnzw7bjoiQPpeK\n", "psSZ+f6Kabz8xK3caW4nRvqRN43aDjv/p7SWLruLMy39lJxuHu9Ik0ZA/4quXOmezFS9P9UaGYE1\n", "ElLunDveUbxSdfyuUC3fta0Ut5qXEgD1xi5YXovkzp076e/vp6KigoGBAc/raWlpIQ8mhLgqO97M\n", "1+6Zwu+OXyIjxsRjt4+8WLUYe16L5Jo1a4DBFcZv9JiFyUr1JeolX3BUy2c2Glg9M5nFOfFcqq0h\n", "J0HtfrNKYxcsn3qSDz30UKhzCCFGYTToSbWa6G5tHO8ok4rMkxRCTCohmSf59ttvU1tbS3V1Na+9\n", "9hqVlZUBBxRCiInEpyLpcDiYMmUKJ0+e5JlnnqGsrCzUuZSn+lwwyRcclfOpnA3Uz+cvn4qkXq9H\n", "r9djNg+uchwZGRnSUEIIoQqfjyR7eno8RVLRNmZYqX71TvIFR+V8KmcD9fP5y6cimZmZybZt21i0\n", "aBGffPIJVVVVoc4lhBBK8KlILl68mL/4i7/AbDYzc+ZMvva1r4U6l/JU77tIvuConE/lbKB+Pn/5\n", "vQpQRESE57Qb4OTJk2MaSAghVBL0c7erq6vHIMbEo3rfRfIFR+V8KmcD9fP5K6TLxJw+fZozZ87g\n", "drtZtGgRWVlZ7NixA5fLBUB+fj6zZ88OZQQhhAhK0EeS3rS2tvLYY4/xxBNP8PHHHwNgNpspLi6m\n", "uLh4QhdI1fsuki84KudTORuon89fIT2SLCwsvO41l8vF1q1b0TSNvLw8ufVQCKG0sKzKunfvXhYs\n", "WABAUVGR5/Vdu3aFY/dBc7k1Gnsc6IG0GBM6nU75vovkC47K+VTOBurn81dIT7cBDhw4QEFBAcnJ\n", "ydd9z2g0ev3s0MP20tLScdl2uTVKqzv44qZyvrzlU8oudo9rHtmWbdkOftsfQa8CVF1dTW5u7ojf\n", "O3jwICkpKcycOdPzWk1NDTk5OcDgor5X1qy8liqrADV1O/ji5nLsrsFhSrOa+GXxLXzy4VGlf2OW\n", "lqq9pp/kC5zK2UD9fP6uAuTT6fahQ4dISkpi5syZVFZWYrVaSU9PB7hhgWxqauLQoUPMnDmTiooK\n", "uru7efbZZ6mpqeHYsWMAzJ2r9iMGAPR6iDIasLsGn1AXbdJj0OnGOZUQIlx8OpLcuHEjK1euJCkp\n", "CbfbzZYtW3jyySdDGkyVI0mA8sYefnGojsgIHX+9eCrTky3jHUkIEaCQHElGR0eTlJQEDK4IZDAY\n", "Aks3Qc1Ks/LzNQXodINHlUKIySOgCzd6fciv9yjHYjIMK5CBNoHDRfIFR+V8KmcD9fP5y6dqp9Pp\n", "aGtrA6Ctrc1zx4wQQtzsfOpJulwu9u7d61lTsqioiIiI0E6xVKknKYS4eYSkJ2kwGIZNAhdCiMnC\n", "p9Pts2fPhjrHhKN630XyBUflfCpng8F8bX0DfNbcR32XfbzjBM2nIvnRRx8N2z5//nxIwgghJr7o\n", "lEx++l41/337Gb7+5meca+0b70hB8fkZN0NdWzQnI5XvKADJFyyV86mcDcAdncyf63sA6LQ5OXKh\n", "a5wTBcfnxze88847oc4ihLgJRJsMDL0nLSXa+xoNqvOpSG7YsIGuri42bdrEpk2bOHXqVKhzKW8i\n", "9IVUJvkCp3I2gO7az/ifK/KYNyWGv5yXwfys2PGOFBSfrm4/9NBDzJ8/37P99ttvhyyQEGJis/f3\n", "sjQ3nsU5cehugnUOgl4FKFRknqQQIhT8nSc5+e4vFEIIP/hUJLu6uti8eTOvvPIKTqeTkpKSUOdS\n", "nup9IckXHJXzqZwN1M/nL5+K5O7du3n00UeJi4sL+e2IQgihEp+KpNlsHvaohcm2VNpIrsxVc7k1\n", "WnsddNud45xoONXn0km+wKmcDdTP5y+fDguvnUzudrtDEmaiGXC6ee98B785epFUq5G/uzeHnISo\n", "8Y4lhEd9l53D1R3YnG7unZbA1HjzeEeacHw6kkxNTaW0tBSn08mRI0fIzs4OdS7llZaWUttl42cH\n", "auiwOfmspZ/XTjaMdywP1ftCki9wvmazDbj47bGL/Mexev5Q1sCP9p+no38gxOnUHrtA+FQkCwsL\n", "SUxMxGw2k56eLlNzrtBg6PwplxxgC4XYnG7ONF+9b7qmw4bNKf+T+kvmSQbB7nSz72wbvzpSR1qM\n", "ie/en0deopxuCzW43Bo7Pm3mxQ8uAvDE7FSevSt90j+CJCTrSba0tLBr1y6ioqJwOBwUFRWRmJgY\n", "cMibRWSEnpW3JHL31FhMBh3xURP7HlVxczHodawqSOKWZAtOt0ZeQtSkL5CB8HkK0Pr163niiSf4\n", "/Oc/z549e0KdS3lX+i5Gg55Uq0m5Aql6X0jyBc6fbFEmA7PSrNyREUOMOTzT91Qeu0D4VCQtFovn\n", "4V8GgwGzWa6QCSEmB5+KpM1mG7bd1zfYDD527NjYJ5ogVJ8LJvmCo3I+lbOB+vn85VORdLvdvPzy\n", "y5SVlfH73/8es9lMeXk5J0+eDHU+IYQYVz4Vyb6+Pu655x7MZjMLFy5k5syZKHpRPGxU77tIvuCo\n", "nE/lbKB+Pn/51Ml95plnsFqt172enZ1NXV0dWVlZYx5MCCFUEPQ8yW3btlFcXDzi906fPs2ZM2dw\n", "u90sWrSIrKwsGhoa2L9/PwaDgXvvvZeMjIwRPzsR5kkKISaekMyTDFRrayuPPfYYMLiaeVZWFseO\n", "HWP9+vWA9wIrhBAqCOmiu4WFhde9ZrFYPF+bTKZQ7j6kVO+7SL7gqJxP5Wygfj5/hWVl8r1797Jg\n", "wQKAYRd8hi6/JoQQKgp5kTxw4AAFBQUkJycD4HK5PN8b7SFBQ38jlZaWKrUt+STfeG0vXbpUqTwT\n", "LZ+/Qnrh5uDBg6SkpDBz5kzPayUlJaxbtw5N09i5cydr164d8bNy4UYIEQphfxDYjab/NDU1cejQ\n", "ISoqKti2bRsbNmwAYOHChWzcuJGNGzeycOHCYHc/bgL9rRQuki84KudTORuon89fPl3dPnjwIMuW\n", "LRvxe0Ofxz1Uamoq3/72t697PTMzk6efftqPiEIIMX58Ot3+wQ9+wO23386yZctITU0NRy453RZC\n", "hERITrfXrVvHI488Qnl5OW+88Qbl5eUBBxRCiInEpyJ5xx13YDQaWb58OatWrWL79u2hzqU81fsu\n", "ki84KudTORuon89fPvUkS0tLyc3N5fDhw1itVv7mb/4m1LmEEEIJPvck77vvPpYsWRK2Z25LT1II\n", "EQohuXd73bp13HHHHQGHEkKIicrnnqQYTvW+i+QLjsr5VM4G6ufzl09Fsquri82bN/PKK6/gdDop\n", "KSkJdS4hhFCCz09LfPTRR4mLiyMiIjxPXFOd6s/xkHzBUTmfytlA/Xz+8qlIms3mYSv2hOvijRBC\n", "jDefiqTD4Ri27Xa7QxJmIlG97yL5gqNyPpWzgfr5/OVTkUxNTaW0tBSn08mRI0fIzs4OdS4hhFCC\n", "z0ullZeXU1VVxe23305ubm6IY8k8yWC19Dpo6R0gJtLAlDjzeMcRQhkhe8bNrFmzmDVrFgA1NTXk\n", "5OT4n06ERWO3nR+/W82nTX3ERhr46cPTyU+yjP5BIcR1vBbJLVu2eFYPv9KH1DSNs2fP8p3vfCf0\n", "6RRWWlqq7FW8Cx12Pm3qA6DL7qLsYrdyRVLl8QO186mcDdTP5y+vRdJqtbJq1SoOHTqE0Whk7ty5\n", "lJWVER8fH658IgDWSAM64EofJcU6cR+4JsR486knuXnzZp544gnP9pVHMISS9CQDN+B08+HFLt75\n", "rJU5GTEsz08gIUoeuiYEhKgnee0Du2QKkNqMEXruyYnnnhw54hciWD5NAXK73bS0tADQ0tLCwMBA\n", "SENNBKrPBZN8wVE5n8rZQP18/vJ5FaDdu3fT09NDdHT0sFNvIYS4mQX9SNm6urobPjExGNKTFEKE\n", "QtgfKfvhhx8G+yOEEEJZQRfJyUr1vovkC47K+VTOBurn85cUSSGE8EKKZIBUv6NA8gVH5XwqZwP1\n", "8/lLiqQQQngR0iLpdrtxuVyh3MW4Ub3vIvmCo3I+lbOB+vn8FfSzGG40/Wf37t1UVVVRXFxMZmYm\n", "ADt27PAUzfz8fGbPnh3s7oUQIqSCnifpTXl5OfHx8Z4iuXfvXh588EGfPivzJIUQoRCy9STHgsvl\n", "YuvWrWiaRl5enhRBIYTyvBbJ9957j/nz5/Ob3/zmukV2BwYGKCgo8KvQFRUVeb7etWvXqO8fui7d\n", "lT6HKtsvvfQSs2fPViaP5Js8+Yb2/FTIM9Hy+cvr6faVIrlv3z6Ki4uv+/61S6hd69rT7aH27dvH\n", "ihUrbvhZ1U+3VV9YVPIFR+V8KmcD9fON6W2Jy5cvx2q13vD7/j6Du6amxvO1zWbz67OqUfl/ApB8\n", "wVI5n8rZQP18/vKpyiUkJIz4urcVyvft20dVVRVms5nc3FwKCwupqanh2LFjAMydOzeAuGPHNuDC\n", "bBzf54drmnbdWp1CCLWE9Op2MEJ1ut3R7+TtihYOVXdw//QEVt6SREyk/9evgjmlqO2w8drJBnrs\n", "Lp69K51bUqID+jneqH7KI/kCp3I2UD+f0le3VfBpUw//78QlAM629pObEMW8rNiw7d824OLFD+o4\n", "cbEbgDPNfbywbgYp0fIcGiFU5LVIdnV1ERsbS1dXF/v27QPAbDazcuVKv/uRqugfGP7oib6BwO4I\n", "CvQ35YBLo7HH4dnutDkZcI39wbzKv8lB8gVD5Wygfj5/eb1w8+677wKwc+dO1qxZw2OPPcbixYsp\n", "KSkJS7hQmJkSTX5iFACzUi0UJIf3Uasx5gi+eHcmhsutyC8vyCTRMjF/4QgxGXgtklfalRaLBZNp\n", "8HQwPj4eo3HiPnkvMy6SHxVN4z8em8n3V0wjPSYyoJ8TzP2pi7LjeOmxmby0bgarb03GHDH2F5BU\n", "v39W8gVO5Wygfj5/+XQIc+0iFXa7PSRhwiXJYiIpvAeQwxj0OnITosYvgBDCZ16PJB0OB5s2bRp2\n", "5Hju3DnS0tJCHkx1qvddJF9wVM6ncjZQP5+/vB5Jfu5zn7vutby8PPLz80MWSAghVOL3epJ6vazT\n", "C+r3XSRfcFTOp3I2UD+fv3zqSWqaxrlz53A4BqeuHD9+nC984QshDSaEECrw6bCwpKSE7u5u9Hq9\n", "57/JTvW+i+QLjsr5VM4G6ufzl09HkkajkTvvvNOzPXPmzJAFEkIIlfh0SNjd3T1su6mpKSRhJhLV\n", "+y6SLzgq51M5G6ifz18+HUmeP3+eX/3qVyQlJQFQUVHB9773vZAGE0IIFfi0CtDx48e5++67Pdvv\n", "vfcey5cvD2Uu5RfdDUa/w8W5tn6cbo28hCjiouS2RCHCJSSrAA0tkEDIC+TNzOXW2HO2lRc+uAjA\n", "2luT+au7M4k2je/alkKIkQV0mbqhoWGsc0w4gfZdeuwutnzS7Nne8WkLnTbnWMXyUL0vJPkCp3I2\n", "UD+fvwIqkkeOHBnrHJNGlEnPrNSri+zmxkcSZZQpVUKoymtPsrm5mYSEBNrb24e9vmfPHtavXx/S\n", "YKr1JGs7bHTbXaRZTSRFB7cKUkO3naMXuugbcLE0N56p8eYxSimEGM2Y9iQ3bdrEk08+yYYNG4YV\n", "rMbGxsATTkAVTb18e1clfQNu5mZa+fvCHJKtga8knh4TyaO3pYxhQiFEqHg9z/va175GSkoK06dP\n", "Z/ny5Z7/pk2bFq58Snj/fAd9l1c0P1nfQ12XXfm+i+QLjsr5VM4G6ufzl0/NsKKiomHb06dPD0kY\n", "VWXFXV2Y16ADq1yJFmLSCOhpiQ6Hw7NSeaio1JNs6xvg3XPtVDT38tCMJOZkxGDQy6NghZiIwvK0\n", "xN27d/PII48E8tEJKdFi5PHZqeMdI2hOt8aZpl5qO21kxESSnRBJQpQ8pVEIbwKae+J2u0d/001O\n", "9b7LSPk+a+7lm2+d5ecHa/mHXZUcru6kur1/HNJNzPFThcrZQP18/vJ6JPn888+TnZ193esVFRUU\n", "FxeHLJQIjYZuB+7LzRW3Bu39TracauKbhTnjG0wIhXktkvn5+SMWw23btvn0w91uN5qmYTDcfBc6\n", "VF8zb6R8WXFmTAYdDpdGpEGHxWgYt97qRBw/VaicDdTP5y+vRfKee+4Z8fX4+PhRf/Du3bupqqqi\n", "uLiYzMxMYPB2xv3792MwGLj33nvJyMgIILIIVEFyFM+vKaCqtR+7083xuk6+ujBrvGMJoTSvPckb\n", "PRXRlwUuioqKrnvfsWPHWL9+PU899RRHjx71OaSKVO+7jJRPp9MxIyWalbcksSwvnn+8L4/scXq0\n", "7UQcP1UEkm3A5cbt/0SWgKg8doEI6xpdFsvVh12HegqRuDGDXkdStIz/ZODWNE7UdbOh7BI5CWae\n", "nptGZqzcBuuPsBbJoVMyhz7LW0WdtgEcTo34qAiMhusPuFXvu0i+4Kicz59sFzpsfH9vFU63RkVz\n", "H1aTga8uCm2LReWxC0RYl59xuVyer3W60S8YDD1sLy0tDdt2dVs/39p5li9u/pTdZ1qxO11h3b9s\n", "y/ZYbdudbpzuqwcnjT0OpfKN17Y/Arrjxlfl5eXEx8d7LtyUlJSwbt06NE1j586drF279oafHc87\n", "bv7tvRr2VrZ5tv911TQG3BozUqJJsgweAZeWlir9G1PyBUflfP5k67E7efVkA1tONRNtMvDjonxu\n", "HbJU33jnGw9huePGF/v27aOqqgqz2Uxubi6FhYUsXLiQjRs3omkaK1asCNWug3btE3MrW/v5/YeX\n", "WHNrEl9dOIXIiJtvSpO4OVkjI/iLOzNYWZBEZISezNjI0T8khgnpkWQwxvNI8kK7jX87UE17v5Ov\n", "3ZNFdYeNSIOeUw3d/PXiqXLRQ4gJTJkjyYksO8HMj4um09hj5zu7q+i4/HiF/7ZoijyLRohJRp4b\n", "cAMx5gj6BzRPgQSobOnHbBwskoE2gcNF8gVH5XwqZwP18/lLiqQXKVYjGTFXT62X5MaNYxohxHiQ\n", "nuQo6jpsVHfYiDdHMD05CvM4X7S51GXno/pu9HodczJiSIuR/qgQ/pCe5BjLijeTpciDurpsA5y4\n", "2EVHv5PS6k6O13bxzcJsTwtACDH25HQ7QN76Li732B+ca5rGR5d6eOFwHRvKGliaG0dLr4O+AdeI\n", "71e9LyT5AqdyNlA/n7/kSHIM1XbY2HiykbY+B1+Yl8GtaVafPudya1zosGF3usmINRFnvv6WzU6b\n", "k18duYjrcv3deLKRf1ieQ4xJ/gqFCCX5Fxaga+8ocLk1fv9hPaXVnQCcaanipXUzSI8ZffLun+u7\n", "+Z97Bu+vXT0zib+8O5PYyOF/NREGHQlRETT3DgAQYzZQkByFMWLkkwGV73gAyRcMlbOB+vn8Jafb\n", "o+i0DXDofDu7Kpo529w34nt6HS4udPTT2O0Y9prDOfppt8ut8fpHDZ77a9+qaKW5x3Hd+6ymCL5Z\n", "mMOCrFjmZFj5lwfzyZDVXIQIOSmSoyhv7KWyzcb+cx28f76D8219nG/r571PL3Kx00a/w8mJui6O\n", "13bx2O0pGA2DC3f813kZpFhHX+nIoNeRN2RNR4tRj/kGR4d5iVH8YOU0flyUzy0plhHfc4XqfSHJ\n", "FziVs4H6+fwlp9uj6La7ePXPDQB8fKmHguQofvb+BWxON6nR7XxjWTY/PVDDgEtjboaV79yXS0q0\n", "kalxZpqms5vhAAAWZklEQVR6HFzsspNsMTE9OQr9CCsfNXTbmTclhtnpVk419HD/9ESmxN34CNGg\n", "12FAHmcrRLhIkRzFtXWto9+JzTn4tEgNOHGxm4HLV1NOXuphSW48C6bGcrHLzrd2nqXL7iJCr+P5\n", "1QXcmjZ89ZXGbgff31PF+XYbEXod/+uhsVuhRfW+kOQLnMrZQP18/pLT7VHMSo0mL2HwyG5KrIm8\n", "xKtHeT0OFzkJV7eNBt3gxRSDntoOG132wek5TrfG2dbr+5mXuu2cb7d53vNBTWco/yhCiABIkRzF\n", "lDgzPyrK54XiGfz04QKmJVn4wYPTePK2RH64choLp8byj8tzeGpOKv/74encmhpNeWMPLX0DGIc8\n", "iXDqCKfQceYIIg1X3zM9yXuf0R+q94UkX+BUzgbq5/OXnG6PoLKlj9pOG6nRJm5JsZASbSJlyPJo\n", "9+TEYWg8wx0Zg8+rvm96Ivdd/l6fw8UvDtXRbXfylYVTaO0bYHZ6NLemXV8A8xKj+N8PF3C8rovs\n", "BDN3Zd54XmVH/wCNPQ4sRgNTFbkDSIjJQO7dvkZVaz/f2PkZ/QNudMC/rS7gjgzfJoUD9A+4+Ie3\n", "K6m4PF3IatLzYvFM0oNY7LS9b4AXPqjj/fMdRBn1/K+Hpod8dWkhblb+3rs96U+32/ocHDzfwTtn\n", "WqnrtNHU66B/4OqFmXOXe4m9DhfHazt5q6LF89pIoowG/mbJVPISzKRajXzn/rwRF6Fo7XVwoq6L\n", "T5t6cFy+EHQj9V123j/fAUD/gJtdFa0B/mmFEP6a1EVS0zS2l7fww/3nefnDek439OJya0QZB4dF\n", "B+QnDc5hPFHXxXffqeLfS2v5u7cqKausA6Db7qTL7hz2c6cnW/jZmgL+76MzyEmI5P2qDg6ca/dM\n", "Eu/oH+DfD9Xyj7vP8fU3z3L4gvcLNlFGPRFD+ptZ8aMflY51X0jTNC602zjT3EunzTn6B0ahet9K\n", "5XwqZwP18/lrUvckbU43Ry90AbDuthRe+KCOyAg9/+WuDKKMenISzNySPNhLPNXQ4/lcj8NFr0vH\n", "p029PP/+BTRN428Ls7ltyL3aMZER9DlcvHC4jgOXjwLvz0/g60um0to3wJHL+wWo77TzflU7Lk1j\n", "Vmo0adfcypibGMWPVk1j2+lmCpItLJ+WELIxuZFTDb18d3cldpfGyoJEvrxwCnHmSf2/j5gkJvWR\n", "ZJTRwKpbEoHBKTg2p5tOm5NfH71IbYeN29KsnmduL8yO80zhTreamJqSyE/ereZCh43aTjs/3H+e\n", "tr7htxPWd9k4Wnu1GB6t7aJ3wIXVZCAxarDAzE6Ppq7Tzo/+VM1P3q3hl4dr6b7myFSv03HXlFj+\n", "ZWU+z96VQap19DUkx3qu2pZTjdgvzwfdc7aNhm57UD9P9bl0KudTORuon89fk/5Q4MGCRHITotDr\n", "YEpcJBc77eh1g0VxqLnpVv79kQLa+p1kx5mxmAw4XFd7iQMujbY+J063Rqo1kgsdNv5wooG7p8Zy\n", "cMiRpNVkwGw08JOHpvNBTafnDp4rPqzrptfhIiZSrb+anIQoPrh89Btp0BElT4wUk8SkPpKEwUdu\n", "3jklhjmZMfzrqnx+tGoaP1tdgNVkoLVvgOYeB38su8S//Ok8fQNuZqdH02Fzcv5SC99alu251/qL\n", "d2fyvT1V/O2Os9S099PeN8CR2i6sJgP/dX4GX18ylfV3pnsWyM1LjOKZO9OZkxHD/dOvnj7fOy1+\n", "TArkWPeFHp6ZxFNz0rgnO5Z/Lcpnqg99UW9U71upnE/lbKB+Pn+pdbgyzpIsEdicJl76oJZPm/r4\n", "+8JsqtptvHayERg8yvvu/blUt9vQNJiWpPHrx2bS3Ovgx3+qobVvcBmzsovdLMqO47Y0C5e67Byv\n", "7eIby6aSaLl+wQtThJ7P35HG3IwYXJrGLckWJZ/ImB4TyV/dnTneMYQIu0lfJF1ujU6bE4fLxSsn\n", "GjhZ38PyafE8MD2Rfqfbs34jDPYtHS43r/55cGmzZ+amkRdvBnS09F19X5w5AqvJwPJpCZRWd/LU\n", "3DRmJN/4bpr4KON1p/cwOKn9UredNKuJ6cmWERfIuBHV+0KSL3AqZwP18/lrUhdJu9PNe+fa+f2J\n", "eu7Ni+feaQno0LH1k2b+6f5cfn7wAn95dyZHajp4bHYakQYdOnQsyIrh8IUuXjvZSEGyhbsyrfxw\n", "ZR71XQ5METrmZMZwprmXFz64yIMFiXTZnGz+pJnCvHimeymWQ1W29PG3O89ic7ox6nU8v6aAmTKB\n", "XIiwm9Q9yQsdNp4/eIG7s2Jp7h3g+3uquNDRz7N3pdPcN0DvgJuST5r5u3tz+FNlG/9xrJ4fv1vN\n", "rHQryRYjMZEGLnbZae4d4J3P2vjt8Xo+bewDTaPH4SLVaiQ20sAfyhp4/aNG/mFXJRc7bT5lu9Rj\n", "p2hGEs/elU5BioW6Tv+uJqveF5J8gVM5G6ifz1+T5kiypr2fY7VdxEdFcGdmDMnRJq7ckZkRE8n/\n", "O3EJgM9a+lmSG49ep7EkJ468xCja+p3UDilSx2q7WFmQSFK0kQvt/Zxt7aeh20F+YhR/OtfO4tx4\n", "8pMs3JoSTU3H1aLYbXfRbR/5wV3XSowycqSmk8YeB2tuTSYrLrgLJUKIwIS9SO7YsQOXa7BQ5Ofn\n", "M3v27JDvs7nHwXd3n6Ppcn/xc3ek8qUFU5gab+bLCzK59uGGMSYDXXYnd02J4ZeH61h3WwpZcZGe\n", "o7mFU2NJiTbSYXNya5qVhKgIMmMjsTvd/LdFU4jQD97SmBFjIiveTNnFbtwa3JFhHbZQhjf7K9to\n", "uHyHzo5PW3hgun8TyFXvC0m+wKmcDdTP56+wF0mz2cyDDz4Y1n32OFyeAgnw0aUe7E4XUUYDS3Pi\n", "ONfWz+fuSOXdc+3MybASHxUx7KLN9vJmnr0rg9hIAyaDDmukgeo2G1PizNyWZuH592spq+8G4Gxr\n", "H8+vLsDp1vjPj5vISTDzV3dnEqHTsSQvjqTo0R/pAGAZ8ixtHXgmtQshwivs//JcLhdbt25ly5Yt\n", "lJWVhWWfiVFGHpqRxLK8eKYlRvHIrclERhiwDbiobOunut3G3Awrn78jlVtTozFF6DHqdeQnRRFt\n", "MuDW4EBVO3dkWClIsfDysUu8UtbAb45dpK7LTkPP1VPx9j4nOp2OzNhIvlmYTX2XnTfLm7kjw0qa\n", "1fdT5odmJLFwaizpVhPfKswmx8/l0VTvC0m+wKmcDdTP56+wH0kWFRV5vt61a1dY9mnQw9S4SPac\n", "bWPelBjP0mdlF7v54f5qUq1GOm1OOm0u7E43H1zoxByh5/sr8vjnFXn0OJyYDHrer2onLSaSFQWJ\n", "9DhcbD7VRGVLH8W3pfCrIxdxa/ClBZkkWiIwGvTcPz2RuZkxROh1I86R9GZKnJnv3p+L3akRYzb4\n", "Nf1HCDF2xvXCjdHovXCUlpZ6+htXfjsFsn22pZ//OFbv+bkLs+NobW7ieN3gPdIWo4Eeh4up8ZFs\n", "KBt86JfN6WZ7eTNtfU4yYyNJtxpp63ey4c+DE8vvmhLD4pw4dDo971d18E/352LBwa1ZyZgjDEHl\n", "HYvtsRw/yTf+eYZuL126VKk8Ey2fv8K+6G5NTQ05OYMreu/cuZM1a9aM+L6xXHT3g5oOvr/3PAXJ\n", "USycGsfrHzUSb47gW/dm8713qliWF8e8rFhsA25+ffQijssLOay9NZkP67q41O3gu/fl8sKROjr6\n", "BwurXgf/dH8uuz9rY3pSFG5N4y/nZ6KTIz4hlKb8ors1NTVs2rSJTZs2MWPGjLDsc3qShbuzYlic\n", "E88fL98t09I3wKaPm/j52gJWzUhm2ydNmA06vrxgCndnxfL47SkkRkVwqdtBTKSBTruTxTlX74pZ\n", "kh1LYpSRZXnxJERF8NCMZKUKpOp9IckXOJWzgfr5/BX20+3CwsJw75IUq4m/X57LpS47G8oueab8\n", "REboKUi24HC6WTsrhZc/vETfgJu8RDMnLtp5ak46D+QnsDQvHjSNO2Yls3BqLG4Nou1tzEq3Mivd\n", "90c7CCEmnkn1jBvX5ce2vnSkjmSLkW8UZjM1zkxb/wBN3XZePlbPJ02Dj2ZIjzHx+O0ppMdE4nC6\n", "yUkwk50QNaZ5hBDh5+/p9qS54wbAoNexJDeO29OjMRp0mCMMHKru4OcHLxATGcF/X5xF/Get2J0a\n", "T85O5Y1TjXx9aTZpPixyK4S4OU26Gco6nY74KCPRpgguddv58bvV9A24aexx8NrJBh6/PYXHZycT\n", "bTLwd/fm3LBAqt53kXzBUTmfytlA/Xz+mnRFcigdDJt/qNfp2PhRE9/eVUVDj52EKP/mNgohbj6T\n", "pkj2OVz0DwxfXCI9JpJ/uj+X+KgIsuMiuS8/gT9fHLy9cLSFb1W/P1XyBUflfCpnA/Xz+WtS9CQ/\n", "berll4dqidDr+OslUym4vKajQa/jnpw4ZqZacLo1jl7oYlZaNPflJzAjRdZuFEJMgiPJ1j4HP9hX\n", "RWVrPxXNffz0vWq6hjw3WqfTkWgxkWqNZO2sFH768HQenpk86pGk6n0XyRcclfOpnA3Uz+evm75I\n", "utzQP3D1qYa9DjcuL7Oe5B5pIcRQN/08SZdb43BNJz/+03n0eh3fX5HHgqnXP09GCDE5yDzJaxj0\n", "OhbnxPHyk7PQMThJXAghfHXTn27DYKHMjI0kIzZyzO6vVr3vIvmCo3I+lbOB+vn8NSmKpBBCBOqm\n", "70kKIcRQyi+VJoQQE4kUyQCp3neRfMFROZ/K2UD9fP6SIimEEF5IT1IIMalIT1IIIcaQFMkAqd53\n", "kXzBUTmfytlA/Xz+kiIphBBeSE9SCDGpSE9SCCHGkBTJAKned5F8wVE5n8rZQP18/pIiKYQQXkhP\n", "UggxqUhPUgghxpAUyQCp3neRfMFROZ/K2UD9fP4K+8rkDQ0N7N+/H4PBwL333ktGRka4IwghhM/C\n", "3pN88803eeSRRwDYtm0bxcXFI75PepJCiFBQvidpsVg8X5tM8rwZIYTawl4khx64Go3GcO9+zKje\n", "d5F8wVE5n8rZQP18/gr76fbu3bspKioCYN++faxYsWLE9504cYKOjo5wRhNCTALx8fHMmzfP5/eH\n", "/cJNf38/MHhEeeXrkfjzhxBCiFAJ+5FkfX09Bw4cQNM0VqxYQWpqajh3L4QQflH2jhshhFCBTCYX\n", "QggvpEgKIYQXUiRvEm63G5fLNd4xbkj1fELcSNivbo9G9dsWd+zY4fnHnp+fz+zZs8c50eC0qqqq\n", "KoqLi8nMzATUGseR8qk2jqdPn+bMmTO43W4WLVpEVlaWMmM4UjaVxu/w4cM0NjYCkJ2dzbx585QZ\n", "uxvl82v8NMVs377d83VJSck4JhnZnj17xjvCiE6fPq1dvHjRs63aOF6bT7VxPHDggOfrt956S9M0\n", "dcZwpGyqjd8V77zzjqZp6ozdta7k82f8lDuSVP22RZfLxdatW9E0jby8PGXvL5dx9E9hYeF1r6ky\n", "hiNlU238qqur2bJlC+vWrQPUGbsrrs3nz/gpVyQ1xW9bvHK3EMCuXbvGMYl3Mo6B2bt3LwsWLADU\n", "G8Oh2VQbv9zcXJ577jm2b9/OtGnTlBu7a/P5M37KXbgZ2tzX6XTjmGR0Kvzl34iMo/8OHDhAQUEB\n", "ycnJgFpjeG22oVQZP7PZTExMDKDW2F0xNN9Qo42fckXS19sWx0tNTY3na5vNNo5JvJNx9M/BgwdJ\n", "S0sjNzfX85oqYzhSNpXGr62tzfP1lSNIVcYORs7nz/gpd7q9cOFCNm7c6LltUTU1NTUcO3YMgLlz\n", "545zmkH79u2jqqoKs9lMbm4uhYWFSo3jSPlUGsempiYOHTrEzJkzqaiooLu7m2effVaJMbxRNpXG\n", "79ChQ9jtdgDmz58PqPXveKR8/oyf3JYohBBeKHe6LYQQKpEiKYQQXkiRFEIIL6RICiGEF1IkhRDC\n", "CymSQgjhhRRJIYTwQorkTaCxsZFt27bx/PPPj/j9F198kebmZr9+5htvvMG2bdvYtm0b27dvp6ur\n", "a9j3d+7cGXDeK9555x22bNkS9M+52fgytj09Pfz2t7+lvLw8DIkmN+XuuBH+S0tLo7i4mE2bNo34\n", "/SeffJKEhAS/fqZOp6O4uPiG3x+LW81WrVrF1q1bg/45NxtfxtZqtbJ06VLcbncYEk1uUiRvYg6H\n", "g927d1NZWcmzzz5LSkqK53vHjx9nz5495OXlERMTw8DAAOvWrfMsRhAZGcmWLVswGAz09fWxZs0a\n", "YmNjcTqd7Nq1i4qKCrZt2wZAQUEBt91226h5nE4nJSUl6PV6NE27biHW999/n6amJkwmEzabjaKi\n", "ImJjY/n4448pKSnhgQceYOnSpZ7t+++/n2XLlt1wfz09Pbz22mtYLBb0ej1ms5m+vj6Kioo8C0Xc\n", "aJ8AH374Ibt27eLZZ5/l8OHDmEwm5syZQ0FBAS6Xi7fffttzL3Bvby/Z2dksWbJk1HE4fPgw9fX1\n", "mEwm3G43JpOJhx9+eNSxbW1tZdeuXVgsFhwOBzExMeTl5Y26PxGk4JexFKp44403Rnz93Xff1Zqa\n", "mq57/aWXXvJ8XVZWpp09e3bEz9vtdm3Lli0+7cubHTt2aM3NzZ7to0ePaps2bdI0bXBR3oMHD3q+\n", "53A4PN/TtMGFZ2traz3f27x5s0/7PH36tPbb3/7Ws+1yubQ//OEPPu1T0wb/nLt3777u5+7atUtr\n", "bW31bLe0tGiffvqpT5k2bNigdXd3e/JcuHDhun2O5JVXXtFcLpdn+3e/+512+vRpn/YpAidHkpNY\n", "UlKS5+uoqCgcDseI7xurRVN7enqGLfU1d+5cLly4AEBVVRU2m81zBAWDR2dXLFmyhC1btvC5z32O\n", "Q4cOeT2CvNadd97p+Vqv1xMVFeXTPq9YtWrViH+WxMREz3ZSUtKw8fTmiSee4MiRI9hsNmw2m88L\n", "VJhMJvT6q5cRhv65ROhIkRTXcbvdnD9/nvz8fAA6Ojowm81B/9zo6GhaWlo8hbKsrMxzunr77bfT\n", "0NDAokWLPO93Op2erw0GA1arlc7OTpqamli+fLnP+/3oo488K0+7XC7PL4PR9umN2Wymra3NUyjd\n", "bjdVVVVMnz7d6+ecTieVlZXD8r/22mvDlkG7EbvdjsvlwmAwAIPjNzS7CA1ZBegm8N5779HR0cGp\n", "U6eYPXs2er2eoqIiPvvsMyorK6mqqiItLY3o6GgWLVpEeno67733HgcPHuSrX/0qqampbNiwAbfb\n", "zRe+8AXPz2xsbCQyMtLTr4yIuPo79f3336etrQ29Xo/T6WTx4sWkp6d7zel0Otm8eTNGoxG9Xo/V\n", "auX48eOsX7+enJwcysrKuHDhAnq93rNo65Xl9mHwKO8Xv/gFjz76KLNmzfJpbMrLy6moqMBms2Gx\n", "WLDZbKxcudJT3Lzt8+233+bEiROeh0TNmTPH0wN0Op1s374dg8HgeRLksmXLRh0Dm83Giy++yLRp\n", "09DpdNjtdu66665hxfVGY9vS0sLbb79NTEwMDocDg8FAW1sbzzzzDFar1afxEP6TIiluaqdPn0an\n", "0/lcVIW4lpxui5tWd3c3hw4dAgZ7iFeeDyOEP+RIUoyZDz/8kLq6uhG/N3/+fLKysm6KfXpTXV3N\n", "yZMnR/xebm7uuK8iLvwnRVIIIbyQ2xKFEMILKZJCCOGFFEkhhPBCiqQQQnjx/wH0xxMgMTh2TgAA\n", "AABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.736836\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd97/H37KPRvq8ICUlYxhYGg1ltTGwwcoyxcLzE\n", "dp3c9LZJr/MkuW1yWzdp06TJzda4TXx7k/QmTeM4MY7ZAwEMdmyMwDYYAsYIsQnEql1CGkmzn/uH\n", "YJBAGs2imfkhfV/Pk+fRGWnmfHRivjrne37n99NpmqYhhBBiWPp4BxBCCJVJkRRCiACkSAohRABS\n", "JIUQIgApkkIIEYAUSSGECMAYzQ/fs2cPzc3NABQXFzNr1iyampp48803MRgM3HvvveTn50czghBC\n", "RCSqRXLBggX+r7dv3w7A3r17eeaZZwDYsGEDNTU10YwghBARifrl9pkzZ3jhhRcoLy8HwGaz+b9n\n", "NpujvXshhIhI1ItkSUkJn//859m3bx8Agx/wMZlM0d69EEJEJKqX21dZrVaSk5MB8Hq9/td1Ot2I\n", "79m+fTsGgyHq2YQQE0taWhqzZs0K+uejWiQ7OjrIyMgArp1B9vf3+7evfj0cg8HAnXfeGc14QogJ\n", "6MCBAyH9fFQvt3fv3s2aNWtYs2YNt912GwBz585l1apVrFq1irlz50Zz91FVW1sb7wgBSb7IqJxP\n", "5Wygfr5QRfVM8uGHH77htYKCAp566qlo7lYIIcaMTtWp0t5880253BZCjLkDBw5w//33B/3z8sSN\n", "EEIEIEUyTKr3XSRfZFTOp3I2UD9fqKRICiFEANKTFEJMKNKTFEKIMSRFMkyq910kX2RUzqdyNlA/\n", "X6ikSAohRADSkxRCTCjSkxRCiDEkRTJMqvddJF9kVM6ncjZQP1+opEgKIUQA0pMUQkwo0pMUQogx\n", "JEUyTKr3XSRfZFTOp3I2UD9fqKRICiFEANKTFEJMKKH2JGOyEJgQQgTD7vRw2eHBZjKQblNjNVW5\n", "3A6T6n0XyRcZlfOpnA3Cz9fe6+LF3ef4zOqjfO31U1y47BjjZOGRIimEUMKpjn7ebugC4GR7Pwcv\n", "2uOcaIAUyTDdfffd8Y4QkOSLjMr5VM4G4eczG4aWI6tRNxZxIiZFUgihhPLMBP5iTgEFKWYeqsxk\n", "ekFyvCMBUiTDNl77QrEi+cKncjYIP1+Sxcgnbs/hxUdu4bn5RWQnmsc4WXjk7rYQQhkGvY4Ui1pl\n", "ScZJCiEmFHl2WwghxpAUyTCN175QrEi+8KmcDdTPFyopkkIIEYD0JIUQE4r0JIUQYgxJkQyT6n0X\n", "yRcZlfOpnA3UzxcqKZJCCBGA9CSFuEl09bu51OPCZtJTnGZFp1Pj2eabjcwnKcQ41NXv5v/uOc/O\n", "012YDTq+U13O9PykeMeaEORyO0yq910kX2RUy3epx8XO0wPTiLm8GpuOtsY50chUO3aRkiIpxE3A\n", "ZtJjNly7vC5NT4hjmolFepJC3AQ0TeOj5l421bVSkp7AkooMcpLUmCXnZiM9SSHGIZ1OR1VeElV5\n", "0oeMNbncDpPqfRfJFxmV86mcDdTPF6qonkkeOXKEY8eO4fP5mDdvHkVFRWzatAmv1wtAWVkZVVVV\n", "0YwghBARiWqRbG9v59FHHwVgy5YtFBUVYbVaWbp0aTR3GxPjdZ2RWJF84VM5G6ifL1RRLZKLFi26\n", "4TWv18u6devQNI3S0lK5OSOEUFpMepI7duxgzpw5AFRXV/Poo4/yiU98gubm5ljsPipU77tIvsio\n", "nE/lbKB+vlBFvUju3LmTiooKsrKybvieyWQK+N7BB7u2tlap7cOHDyuVR/JNrHyyHdl2KKI6TnLX\n", "rl1kZ2dTWVnpf62xsZHJkycDsHnzZpYvXz7se2WcpBAiGpQZJ9nS0sLu3buprKykvr6enp4enn32\n", "WRobG9m7dy8AM2bMiNbuhRBiTEStSObk5PD888/f8PpwN3NuRrW1tUrfxZN8kVE5n8rZQP18oZLB\n", "5EIIEYA8uy2EmFBkjRshhBhDUiTDFO5wgliRfJFROZ/K2UD9fKGSIimEEAFIT1IIMaFIT1IIIcaQ\n", "FMkwqd53kXyRUTmfytlA/XyhkiIphBABSE9SCDGhSE9SCBF3To+XFruLHocn3lEiJkUyTKr3XSRf\n", "ZFTOp3I2gAMf1fObPzXxmdV1/NOOBi5cdsQ7UkSkSAohxlSvMZnfHWrB7R1YBvfdxu54R4qIFMkw\n", "qT7LieSLjMr5VM4GkJKaMmRbf5NXmZs8vhBCNWUZCXx6Vh4pFgNzJqUwvzg13pEiIkUyTKr3hSRf\n", "ZFTOp3I2gIP73uOJqlz+49FKvvqxEvJTLPGOFJGorpYohJiYTEY9mUZzvGOMCRknKcQ44/B46ezz\n", "YDHqyLCNj0I1lpRZ40YIEXt9Li+/r2vlV/svkZ1o4ptLy5iSmRDvWDc16UmGSfW+kOSLjMr5AmU7\n", "f9nBLz+4hE+DZrubtR+1xDDZAJWPXTikSAoxjhh0OnSDtm0m+SceKelJCjGOuL0+dp3u4lcfXKIw\n", "1cJzC4qYlGqNdyylSE9SiAnMZNCzuCydWYXJWIx6rCZDvCPd9ORcPEyq910kX2RUzjdaNr1OR2qC\n", "KW4FUuVjFw4pkkIIEYD0JIUQE0pM5pO02+3hvE0IIW46AYtkXV3dsP975ZVXYpVPWar3XSRfZFTO\n", "p3I2UD9fqAIWyT179qDX6zl9+jTvv/8+LpeL9957j4yMjFjlE0KIuArYk7Tb7SQlJfHqq6/yyU9+\n", "0v/67373O5588smoBpOepBAiGsa0J5mUlASA2Tz0Ifnrt4UQYrwK6sZNX18fPp8PAK/XS09PT1RD\n", "3QxU77tIvsionE/lbKB+vlAF9cTNgw8+yG9+8xvMZjNOp5OHHnoo2rmEEEIJMk5SCDGhxGScZFNT\n", "UzhvE0KIm05QRfLIkSNDtvfs2ROVMDcT1fsuki8yKudTORuony9UQRXJEydODNk2GmXyICHExBDW\n", "5fbVO90TmeprH0u+yKicT+VsoH6+UAU8Jdy8eTP9/f3U19fjdrv9r+fm5gb14UeOHOHYsWP4fD7m\n", "zZtHUVERTU1NvPnmmxgMBu69917y8/Mj+w1CpGkaDR39tNrd5CabKc2Q9T+EECMLWCSXL18OwKZN\n", "m3j44YdD/vD29nYeffRRALZs2UJRURF79+7lmWeeAWDDhg3U1NSE/LmRONHez5c3Hcfp1bCZ9Lyw\n", "vIKyTFvIn1NbW6v0X0zJFxmV86mcDdTPF6qgLrcffPDBsD580aJFN7xms10rSPF4cudspwOnd2DU\n", "U5/bx4XLzphnEELcPIIqkpHeqNmxYwdz5swBBi53rzKZTBF9bjhyk67tU6+D7KTwCrXqfyklX2RU\n", "zqdyNlA/X6iCqn5btmyhqqoKr9fLnj17mDNnDuXl5UHtYOfOnVRUVJCVlQUMPNZ4lU6nG+ltwNDT\n", "9qvDCiLdnjtvAT98qJz6S5eZnGqiIss2pp8v27It2+pvhyKoJ242bNjAihUr+P3vf09NTQ2vvfYa\n", "TzzxxKgfvmvXLrKzs6msrPS/tn79elauXImmaWzevHnEXqfqT9yo3neRfJFROZ/K2UD9fFFZLVGv\n", "16PX67FaB5amtFgso76npaWF3bt3U1lZSX19PT09PTz77LPMnTuXVatWoWkaS5YsCTqoEELEQ1BF\n", "0uVyYbfb/UUymMe9c3JyeP755294vaCggKeeeirEmOpR+S8lSL5IqZxP5Wygfr5QBXXjpqCggA0b\n", "NjBv3jw++ugjGhoaop1rXOjsc1Pf0su5Lke8owghwhRUkVywYAF/9md/htVqpbKykueeey7auZQ3\n", "2vOp7X1u/nXXWb74++N8YeMx6lt6Y5RsgOrPz0q+8KmcDdTPF6qQH0s0Go3+y26AgwcPjmmg8eLC\n", "ZQfvn+sGBsZjvnmyI86JhBDhCOvZ7cHOnDkzBjFuPqP1XWxmA4ZBI5wKUka/2TWWVO8LSb7wqZwN\n", "1M8XKpnOJ0pK0xP49rIyNh1t5ZasRO4pTYt3JCFEGCI+k5yoRuu7GPQ6ZhWl8I2lZTw1M4+sxNg+\n", "gql6X0jyhU/lbKB+vlBJkRRCiADkcnuQ+pZe9l/oYVKqhRkFyaRYRz48qvddJF9kVM6ncjZQP1+o\n", "pEhecbqjn//1hxP+GYKeXzyZ+8oz4pxKCBFvEV9uz5gxYyxyxN3lfo+/QAKcaO8L+POq910kX2RU\n", "zqdyNlA/X6iCKpK7d++mvr4egJMnTw5ZLbGkpCQqwWItL8VMcdrAMB2jXsf84tQ4JxJCqCCoWYBW\n", "rVrFAw88QGZmJj6fj7Vr1/L4449HNVg8ZgG61O3kQreTVKuRKRkJGPSBp3ITQtx8ojILUGJiIpmZ\n", "mcDAjEAGgyG8dIrLT7GQH+NB30IItYXVk9TrZeSQ6n0XyRcZlfOpnA3UzxeqoKqdTqejo2Pg2eOO\n", "jo4hs4sLIcR4FlRP0uv1smPHDv+cktXV1RGvezMalWYmtzs9XOh2YjboKU6zSq9SiJtYVHqSBoOB\n", "6urqsEPdzHpdXl4+0MT6I60Y9Tq+uXQKd01KiXcsIUSMBHW5feLEiWjnUFaL3cX6I60AeHwav/nT\n", "Jdxen/J9F8kXGZXzqZwN1M8XqqCK5KFDh4Zsnz59OiphVGQ16kk0X7ubPzldLreFmEiCKpIul2vI\n", "9vVFczzLT7Hw3eoyFpWm8VhVDp+8Iw+9Tqf886mSLzIq51M5G6ifL1RB9SQXLFjA66+/zrJly6Kd\n", "R0mVOYn8w/2l8Y4hhIiDoM4kX375Zbq7u1m9ejWrV6/m8OHD0c6lPNX7LpIvMirnUzkbqJ8vVEGd\n", "ST744IPMnj3bv71ly5aoBRJCCJUENU4yHlQaJymEGD9CHScpzxcKIUQAQRXJ7u5u1qxZw0svvYTH\n", "42H9+vXRzqU81fsuki8yKudTORuony9UQRXJbdu28cgjj5Camhr1xxGFEEIlQRVJq9WKyWTyb4/X\n", "qdJCofpYMMkXGZXzqZwN1M8XqrAGk/t8vqiEEUII1QRVJHNycqitrcXj8fDee+9RXFwc7VzKU73v\n", "Ivkio3I+lbOB+vlCFVSRXLRoERkZGVitVvLy8mRojhBiwpBxkkKICSUq80m2tbWxdetWEhIScLlc\n", "VFdXk5Eha1ILIca/oIcAPfPMMzz22GM8+eSTbN++Pdq5lKd630XyRUblfCpnA/XzhSqoImmz2fyL\n", "fxkMBqxWa1RDCSGEKoIqkg6HY8h2X18fAHv37h37RDcJ1ceCSb7IqJxP5Wygfr5QBVUkfT4f//mf\n", "/8mBAwf4r//6L6xWK3V1dRw8eDDa+YQQIq6CKpJ9fX3Mnz8fq9XK3LlzqaysRNGb4jGjet9F8kVG\n", "5XwqZwP184UqqLvbTz/9NElJSTe8XlxczPnz5ykqKhr2fT6fD03T5DFGIcRNK+Jxkhs2bKCmpuaG\n", "17dt20ZDQwM1NTUUFBQAsGnTJrxeLwBlZWVUVVWN+LkyTlIIEQ1RGScZjurqaurq6oa8ZrVaWbp0\n", "abR2KYQQYy6mk+56vV7WrVvH2rVrOXDgQCx3PeZU77tIvsionE/lbKB+vlDFdHLI6upq/9dbt26N\n", "5a6FECIscVu+YfD8lCMZ/BeptrZWqW3JJ/nitX333XcrledmyxeqqN24AairqyMtLc1/46axsZHJ\n", "kycDsHnzZpYvXz7i58qNGyFENMR8IbCRhv+88cYb1NbW8sYbb/DOO+8AA0Xy6trdt9xyS6S7jquD\n", "R4/T5/LGO8aIwv2rGSuSL3wqZwP184UqqJ7krl27uOeee4b93uD1uAdbsmTJDa8tWrQohGhq6HF4\n", "cHp9pFqNmAx6NE3jwIUe/s9hN0nHTvA390xmSmZCvGMKIaIkqDPJP/7xj6xdu5aWlpZo51HK2c5+\n", "vvr6Kf5ybT1b6ttwuL009bj4xo4GLna7ON7Wz7/vOYfTo94ZperPz0q+8KmcDdTPF6qgiuTKlStZ\n", "sWIFdXV1vPbaazeMfxyvNh1t41hrH70uL//33Quc7XLg0zTcvmttXIfHh29iP6EpxLgWVJGcPn06\n", "JpOJxYsXs2zZMjZu3BjtXEoY7pZWbrKFv713Mka9jmSLgc8vKCLBpN5jl6r3hSRf+FTOBurnC1VQ\n", "Pcna2lpKSkrYs2cPSUlJfPGLX4x2LiWsuC2b+tZezl928t9m51OcZsWo17FoSjqZ2CnIzyM70Rzv\n", "mEKIKApqCNA3v/lNPvaxj7Fw4cKYTVahyhCgbqcHp8dH2pUbN0KIm1tUnt1euXIl06dPDzvUzSzF\n", "YgRLvFMIET6vT8OnafJHPkxB9yTFUKr3XSRfZFTOF0q20x39fH37Kf5+20mOtfZGMdU1Kh+7cARV\n", "JLu7u1mzZg0vvfQSHo+H9evXRzuXECJCvS4v/7brLPvO9/DhpV6+vr2B9l53vGPddIJeLfGRRx4h\n", "NTUVozGmc2IoS/WxYJIvMirnCzabx+ujq9/j3+5xenH7fNGK5afysQtHUEXSarUOmZBCZhoXQn0p\n", "ViPPzS/EqNehA764cBKZttEnlhFDBVUkXS7XkG1fDP4aqU71vovki4zK+YLNptPpmFOcyn88Wsn/\n", "+0Ql95elx+TmjcrHLhxBXTvn5ORQW1uLx+Phvffeo7i4ONq5hBBjQK/TMSnNGu8YN7Wgp0qrq6uj\n", "oaGB22+/nZKSkijHUmecpBBifInaGjfTpk1j2rRpwNB5IUXk3F4fpzv66Xf7mJRmJUP6RkIoI2CR\n", "XLt2LTqdDrjWh9Q0jRMnTvDVr341+ukUVltbO2Z38fae6+Zbb57Gp8E9Jal88e5iUq2RjSIYy3zR\n", "IPnCp3I2UD9fqAL+S0xKSmLZsmXs3r0bk8nEjBkzOHDgAGlpabHKN+55fRrrDrf4ZxLadeYyT890\n", "RVwkhRBjI+CtrmXLlgFw6dIl5syZg9lsZt68edjt9piEU9lY/aU06HVMy0v0b6dajSSaIx9ipfpf\n", "cskXPpWzgfr5QhXU6crVS+6rZAjQ2FpxazbZNjMtvS4WT0knL1keFhdCFUENmvL5fLS1tQHQ1taG\n", "2y2PNo3lWLDsJDMrbsvmL+YUUp5lG5PPVH2smuQLn8rZQP18oQp6FqBt27Zht9tJTEzksccei3Yu\n", "MYKznQ7+UN+GyaCj+pZMilJlDJwQ0RTxkrLnz58fccXESMg4yRt1Odz83R9OcrrTAcCM/CT+aemU\n", "MelhCjFRxHxJ2Q8++CDSjxBBcnp8nL/s9G+f6XLg9Eh/WIhoklk4wxSPvkua1cSzd+b5tz91Zx4p\n", "IwwVUr0vJPnCp3I2UD9fqGQw3k3EYtTz8LRs7shPQq/XUZI+sOaOECJ6pEiGKV5jwRLNBm7NTRr1\n", "51Qfqyb5wqdyNlA/X6jkclsIIQKQIjkCTdNwe2+8KXKqvY9vv3ma7/+xgTOd/Rxr6eV0Rz9eX0SD\n", "BMac6n0hyRc+lbOB+vlCFfHldjSG/8Rbc4+TNYdbONbaxxPTc5lbnILJoKejz803d5ymye7irqIU\n", "1nzYwvYTHRh08M8PlHHXpJSg92F3erjU7UJDo6PfQ5rVSHmWTXqMQigm4nGS0RLPcZKrP2zm53sv\n", "AqDXwf955BYqsmw09Tj5zGt1eLWBO8u/PtDkf8+tOTZ++FBFUDM/250eXj7QhMWo5+2GTpp6XOh1\n", "8N3qcmYWJkft9xJCxGGc5HjUNmhFOZ8G/e6By+6MBBOfnVsIgMenkTRoEPfkEO40t9hdrD/Sitmg\n", "o6nH5d/P3nOXx+pXEEKMkYCX22+//TazZ8/m5z//+Q2T7LrdbioqKsblUzFLKzJ461QnXQ4PSysy\n", "KE4bmHDCbNTz4C2ZVOUl0dPdxdzqMtZ91EJ2opmHb826YSKQkViMemwmPXq9DptJT9+VInxLduIo\n", "7wze/lOXuKxZyE40cUt2ImajWn8PVZ9zUOV8KmcD9fOFKqieZGlpKTU1NTe8vmbNmnFZJMuzbLz4\n", "yFT63T6ybCaSBw3YtpoMlGfZqK0/wMy77+Zr95WG/PmFqVa+U13G5qOtfGXRZJrtTopSrUzLHZsi\n", "eaajn2/VtviL7/c/Xs7MArmMFyIcAYvk4sWLA795HK/BPdp0ZZH+pZyWm8S0IMY7hqOl1+UvkADH\n", "WnqVK5LDHb/THf00211kJ5ooyxyb2ZDCpfKZkMrZQP18oQqqyqWnpw/7+kSeodzr0zCM0oM82+mg\n", "rddFVpKZ4hiuWJeTZCbJbMDu8qIDbs0Zu8v4aGno6Ocrm09gd3mxGHS8sHwqU7PjWyiFgCBv3Nx7\n", "773Dvj7ameZ41Nnn5rUPm/nbLSd480Q7Drd32J873dHPX28+zvPbTvE3m45zuqM/ZhlL0hP42sIs\n", "vnpfCf+6vIJpChbJ68fSXbjswO4aOJZOr0ZjV+yO13BUHuuncjZQP1+oxu/18nVOd/Szp/Ey6QlG\n", "7ipKITvJHNbnfNRs5xdXhgcdburlxykWdDodXQ4PRakW//yOZzr76XEO/KPvdnpp7HRQmpEwNr9M\n", "EPovNbD4JrrsyUo0o9fhX+snN8z/f4QYawGLpMfjYefOndhsNubNm8eOHTvo6+vjgQcewGa7eS6F\n", "WuwuvrbtFG19A0N7Hrs9h7+cWxD03ejBuvo9/q8NOujs9/DPV1Y6zE0y8b0HyylMtZJ53bKwGbbY\n", "/j1SvS90fb6KrIFxpsdb+5iSmTCmd/rDofLxUzkbqJ8vVAEvt9etW8cdd9xBVlYW3//+97ntttuo\n", "rq5m06ZNQX24z+fD6x3+cjSWel1ef4EEONxsxzXMI4fBqMpPIidxoADOK07ho+Ze/9lPs91Ni31g\n", "3OPUbBv/e1kZn7wjh+9UlzF1jJZlGK+Meh235yXxaFUOMwqSsSg2ZElMXAH/S7RYLGRlZVFRUUFh\n", "YSGFhYVYrVas1tFvQmzbto2f/exnNDc3+19ramrit7/9La+++iqXLl2KPH2QMmwm7ilJ9W+vvC0b\n", "izG82bxL0hN4YflUvrUomy8sLB7S70sw6Um/cgZpNRq4a1IKf35XIbOLUrCaru2vqcfJ2sMt/Hr/\n", "JRqvzDI+1lTvC0m+8KmcDdTPF6qA14D9/f1omkZ/fz8nT57E6XRisVhwOp2B3gZAdXU1dXV1Q17b\n", "u3cvzzzzDAAbNmwYduxlNKRajTy3YBIP3ZqF1aiPeHhJbrKZE4fOkDG1iJmFyXx72RQudbu4NddG\n", "SXrgvqPL6+NXH1zij6c6AXjrVAcvLJ9KxnWX50IINQQskvfddx+vvfYaBoOBL33pS6xduxaABQsW\n", "hLWzwX1Mszm2jflMm+mGPmEoOvrc6HWQljDwGVf7LolmA3MmpY74vovdTvaeu4wOHXMmpZBoMVDf\n", "2uf//oVuF/1uLzC2RVL1vpDkC5/K2UD9fKEKWCRzcnJ48skn/dtPP/10RDsbPJeGyaT+mZNP0zjV\n", "3k9jZz92l4/tx9r5wt2Tgh53aHd6+HHtOf50sQeAveeS+fuPlfBYVTYv7j4PwIpbs/yFVwihnpje\n", "ch18EyeYO8uDnwG92ueI5bYlv5xv7GzC7dOwmfQ8MzOPf9nZyI9WTOW3v/w5VVVVAd+fnDuJoy29\n", "/t+nrqUPh8fH/eUZZBrdeLwa00tySTQbxjz/T3/601HzxXNb8oW/Pbjnp0Kemy1fqIKaKk3TNE6d\n", "OoXLNXDndt++fXz6058e9cPr6upIS0ujoKAAgPXr17Ny5Uo0TWPz5s08/PDDI75XhSVltx9v54fv\n", "nPVvf+rOPN442cmLK6by4QfvjXrAnR4vv/1TE68eagHgmZl5PHVHbkwmm1B9kgHJFz6Vs4H6+UKd\n", "Ki2oM8n169dTWlpKQsLATQm9fvR/5G+88QYNDQ1YrVZKSkpYtGgRc+fOZdWqVWiaxpIlS4IOGS/5\n", "yWZ0gMbAmMhki5GvLComxWoM6j8Ci9HA41W53Fk4MBlvWWZCzGbjUfk/UpB8kVA5G6ifL1RBFUmT\n", "ycTMmTP925WVlaO+Z7giWFBQwFNPPRVCvPiqzEnkXx4q5/xlJ0WpFgpTzGQmBp744nrJViMzxmBy\n", "ifOXHZzu6CfVamJqdgLWMIcwCSFCE9RpTU9Pz5DtlpaWqIRRjcmgZ3p+8sBdaZOB811OmnsGhj/F\n", "cizYpW4nX916im+9eYav/OEE+8/3jPoe1ceqSb7wqZwN1M8XqqDOJE+fPs3PfvYzMjMzAaivr+cf\n", "//EfoxpMFX+60M333m4kzWrkv99VQO3pLhZNGX5WpKt8msbFy048Po38FHPYA9evau9z03TlSR6A\n", "PY2XWVgS+gxMDo+Xj5p6OdxkZ3peElV5ScpNxhstnX1ujrX1oWkaU7NsZCbKs+EiOEEVyQceeIC7\n", "7rrLv/32229HK49S2npd/O8/ngHg45VZ/GBnIxqQn2IJ2Hf54Hw339xxGrdP43/ML+Tjt2RF9Jhd\n", "eoKR9AQjnVeeG58VxDo4w+U73trHV7edAmAVzbzwUAVV+dGZ03I0sexbOT1eXjnYxMa6NmBg5vnP\n", "zy/CZh75j5fKfTWVs4H6+UIVVJEcXCBh4k2RtmhKOq8eaqb7yqw+/1Z7jqnZNrKGORuxuzz8/P2L\n", "uK880P3Tdy8wpyiFwtTw55MsTLXyvQfLOdXeT1qCMez5IdsHPb8O0NHvHuEnxxe70+t/wgng7YZO\n", "Pj0rP2CRFOKqsE5vmpqaRv+hcSAr0cxz84uwGHQMXgRRr4ML588P+x6TXkfWoCd7ki2GoFZQ7HZ4\n", "6ApQtEozElhSkcHsohQSg/jH/e67797w2uS0BJItA+9NsRiYHMOJgK8Xy76VzWxgXvG1p6LmThr9\n", "GKrcV1M5G6ifL1RhDSZ/7733YvbcdbylJRjR6+Av5xTyn/suomnwt4sn425u4ExHP3qdjsJUi3+W\n", "covRwP+YX8iv9jfR4/Tw53cVkDPK3Ij1Lb38YGcjHq/GlxcVc0eYd8M7+tzsbOjko6Ze7plUisen\n", "DVnBcUpmAv+2vILWXjfZiWaK0+NXJGMpwWTgv83OZ25xCj4fTMuxBfWHRggYZTB5a2sr6enpdHZ2\n", "Dnl9+/bt/okqokWFweQATo+PE219dDs9FCabSU0wkWg28MaJDn5Uew6dDv7hvlIWlqQOeYrIp2lo\n", "GqMu8dA1UxQrAAAYLklEQVTt8PDXm45z7vLAXfNki4GfPVpJdhg3Ft440c4Pdg4Mftfr4McrpsZ9\n", "XkYhVDOmg8lXr17N448/zssvvzykYA2e/my8unDZwbnLTtKtRipzEoeckTX3OPn3PefRAE2Dn753\n", "nttyE/3TpAHodTo6HW46+zwkWwwjzoSuaZq/fwkD63mP/gzU8C52X7sD7tMGenFjpanHyZb6dho7\n", "+/lEVQ7T89VaWEyIaAnYLHvuuefIzs6mvLycxYsX+/83ZcqUWOWLi4vdTp7fepKvb2/gS5uO81GT\n", "fcj3jQYdqYOWmc2wGTEZh54xtthdfO+tRv5qfT1/u+UEZ7uGnzcyNcHEVxYVk2wxYDPp+erHSshO\n", "DG/Ci/mTU0i6chk5LTuBSWPYc9xS386rh5p592w3X9t2irMRzoOpet9K5XwqZwP184UqqJ5kdXX1\n", "kO3y8vKohFHFuS4HzfaBmyg+Dfad7x7y1EymzcyX52ez+mg3ZqOeP59dQJJ56KFs6Oj3z/5zodvF\n", "h5fsI66YOD0/mf94tBJNg6xEU1jLSgBUZCXy4iNT6XF4cXQ2jdoLDUVj57WFuZxejX5P/GecFyIW\n", "giqS18/9OHXq1KiEUcHFbieXepwkmPT0X1m7OjfRTLvdCTodZqOeZIuRWaW5zJicAwzfd7SZhp6k\n", "m/Q6zl92+BcKu95ww4nCUZRqhVQgt2xMPu+qT1TlcOBCD06vxtKKjFHXJR+N6mPpVM4XarYjTXZ+\n", "X9dKcbqVpRWZY/rHczgqH7twhHV3e9u2baxYsWKssyjhbKeDjUda+cqiYupb+8hMMHGqow+jXscv\n", "P7hIdpKZL99TTHmWbUhxbGjv4/xlJ1mJZiqyEshKNPOpO/N4/1w3U7NsfNhk59VDTXzvwXJyIyww\n", "8VCVl8S/19yCw+MjL9kypN0g1HW2y8HfbzuFwzPwB9/r0/jUrII4p7q5hDVO0ucLbxGtm0GK1Uhb\n", "r5sznQ421bXxH+9fIDfJwo93n6Pb6eVUez8vH7jE8fPXnl8/09nPl/9wkm//8Qx/s/k4R1t6cbh9\n", "nGzr587CZA5e6mHHiQ4udLv8T81E21j3hXQ6HZPTB1YxHIsCqXrfSuV8oWTrd3n9BRKgoT3665mr\n", "fOzCEfC/9hdeeIHi4uIbXq+vrx+34yQrshL4xyWltNhdPDA1gyPNvUweZjxhj3bt5kpzj4te10CP\n", "zqfB8bY+llZkkmQxYNDpONc1MLwnP9lMusxCLmIoL9nCx6ak8VZDFyaDjprbc+Id6aYTcJzkSIt1\n", "xWIRLxXGSe5s6KC5x4XJoMft1fjNn5rITjTxyLRsXv2wiX9eWkZ5lo2G9n7+evNxfw/zBx8vZ0ZB\n", "Mu29bi52O+h2enF6fFRk2ZiUZqXN7hpY1tajUZWfREHKzXf5LW4eXf1uLna7sJn0TE63hn1jcLwY\n", "03GS8+fPH/b1tLTQZ6C5GV3sdtHv9vHqoUtMSrNQc1sW5Zk2vv92I26fxq8+uMTffawYt8/Hd6rL\n", "6Ohzk2Y1+gdwZyaayLxuOI/b42PVoSY2HW0H4NYcG/+8dAqpcoYpoiQtwSTrKEUgYE8yNzd32Ncn\n", "ygQX95Sm0XRl/shzXU5ePdTCxW4nz87K51N35rG4LI13Grr4wsbj/N2Wk6RYjVTlJwecfqzP7WXf\n", "uWvzQR5t6aPXPfY9XtX7QpIvfCpnA/XzhWpiTCYYpqJUKx+/JROTYeDyZHp+ErfnJfLaoWZ+faCJ\n", "H9eeI9NmJtVqxOXVWH2ohdGWDEqyGFl2S4Z/+97SNFIs8hyxEKoKaiGweIh1T7LV7uKPpzox6GFy\n", "mpWcJDPFaVY6+lycv+zC6fUxJT2Bj5rtfOetRv/7Pj0rn44+N5uOtvFYVQ6fnVs46r56nB6Ot/bh\n", "9mlUZCYEPQFsr8tLQ3s/Xk1jSkYCKTIMR4iQRWUhsIng7YZOTnf00+vy8v/ev4jZoONbD0xhzeEW\n", "9p3vwWTQ8d3qcrJsJvS6gbvYMDDlWIJRxxPTc3hwaiZ/utiD0+1jSmbCiIN2ky1GZhWlhJTP49PY\n", "Ut/Gz/deBOATt2fzqVn5JJhCPwtt63Vx4bKTRLOB0oyEUSfhEGIik8vtK850OihKtfD+uW4AXF6N\n", "TUfbuOwYGNrj9mq8caKDytwkvr2sjCen5/ClhZOoyErg0apc/mJOIfsudPN3W07y9R0N/Kj2LJfH\n", "cExkj9PD2o+ujc1cf6SVy46RP3+kvlBHn5sX3jnL/9pyki9sPMbBi6OvlxMNqvetVM6ncjZQP1+o\n", "JkyR7OxzB5zUdmlFOlMyE7AYrp1VTUqz0u++9ozylEwrRr2O2UUpzM9wsbA0lcqcgeUP+t1eth3r\n", "8P/sB+d76HKM3czfCUY9tw6a9qwi00ZCGEtCNNtd7L8wUBi9Gvyhvm3MMgoxHk2Iy+2DF3v4l52N\n", "GPQ6nl88mWm519Z1ae5xsrvxMpNSLLx2sJnPzi1k3/luitOsJJsNfHZuIRe7nUxOt2IAjrf1crbT\n", "QUdfAon9HtKsA0MrLEY9cyal0NAx8ETD5DSLfxbwcNmdHuwuL4lmA8kWI5+dW8j0/CTcXo0FJakB\n", "hw2N9PxsknlgtqG+K3fUK8NcCiJSqj/fq3I+lbOB+vlCNe6LZFuvi++9dYYHpmZiNuioa+6lMNVC\n", "qtWE16fx6qEWjjbbeWpmHsXpVvrdPjJtJjJtJvQ6HV/f3oDGwIQVn7wjl1cPNfOZ2QX8Yt8lth5r\n", "54cPVZCZaEav01FzWzblmQn0ur1U5SWRYQt/IoHWXid/umCnxe7CZtSzsDSd/BQLKyN8YmJS2sB6\n", "OTtPd1KYYmF+8cQY8ypEuMZ9kdSAmtuy2VLfTpPdRbLFQFV+EqlWE26vj/rWXpZOzeS7b53x34z5\n", "3NxCClIsHLpk5+qt/z63D49Po8/t40K3k2SLgQvdLvrcPjKv/EyGzTTqcrPBOtHaz49qz+Hxadya\n", "Y2NyRgK5ycEX3dra2hH/olfmJMbtDPKqQPlUoHI+lbOB+vlCNe57ktmJZrISTf51q3uuTFIBYDUZ\n", "eLwqB03TGDQ5OB6fjySTjllFyVztUNpMev/s5Jk2E/1uH/eVpZOWEJ2/M++c7sJzJdTRlr4hkxQI\n", "IWJn3J9JAhSkWNCB/6xw8MzfMwqSudjtJDfJRLPdjdWox2I08O65Hp66I4cXllfQ2usixWJkZ0Mn\n", "n5mdT06Sia8vKeWWLBvJlugcwqnZNv8yqFajnpyk0B4rU/0vueQLn8rZQP18oZoQRbIi08a3l03h\n", "vbOXuT0vyX/jptvh4aX9F/ngfA8PVWaSm2yh1e7ilT810evysuLWLG7PG/hZt8dHeoKR1l43Jr2O\n", "qdk2bGYDl7qdaGjkJg1MUjFWYw4XT0nDYtDT2OXg3ilpVGTJgl5CxMOEKJImo567JqVy16TUIa9f\n", "7HYyOS0Bk0GP06thd3rYebqLLoeHP5uZx97zPXT2dbCwNI3iNCsfNtn5ybsXAPhkVSYzitL4x+0N\n", "/NXcQnqcnew738P95el8rCwj4iVLM2xmHro1K+z3q94XknzhUzkbqJ8vVBOiSI7EZNCx7kgLLVfW\n", "s1k2NYNHb8uivc9Nj9PHi7vPAbC5vo1vLi1l1cFrq0SuOdJBgtnMwsmp6HVwqcdFaUYCLx9ooiDF\n", "wp2FoT1RI4RQ04Qrkj0ODxe6nViMeswGnb9AApxo68di0FF9Syb/fuWMEaCz38PZLieT0qx09g+s\n", "nDg5zUKv20tpupV0m4nDTb04PT6empGL0x3/RbJU/0su+cKncjZQP1+oJlSRtDs9/Nf+i2w+2o5R\n", "r+MbS0t58JZMth4bmNtxYUkq2461c6S5l8ercjna3IsGzCxI5sCFHu4sSObWbBs6nY4lFek43Rrn\n", "uhz8en8TF7sHplT75b5L/Ojhijj+lkKIsTTuhwAN1mJ3sfnKZLcen8bvDjbzxPQcvrGklM/NLWT/\n", "+R5ae930uX2YjDp+vGIq/7SklIIUM3881cmv9l9ifnEqf35XAWc/2k9Fto2ZhUn4Bk2k5NU0bBH2\n", "I8eC6s/PSr7wqZwN1M8XqglVJK0m/ZClXovTrfzwnbP8666zFKSYae9zU5Bi5rHpOey8sibIR012\n", "puUm8vSMXL5TXcaUrIQhn5luM/M/755Ehs2IzaTnH+4rjfqSnUKI2Jlw80kebell/Uct5CVbKE6z\n", "8IOdZwH42n0ltPe5OdPRz7tnL/NP95dyuNmOxwfvn71MTqKZr9w7ecSzxPY+Fz7fwJIN+gm+hogQ\n", "KpP5JEdxa04it95XCsC6QVOP7T/fTVlmApNSrcycn0yf28eaw63YnV4+OSOXhvY+XF4fNoYvkpkR\n", "PKcthFDXhLrcvt49JWk8PSOX2UXJlGQkcPBiD+WZCRxusrPqUDM9Ti8asOpgMytuyxkyE7jqfRfJ\n", "FxmV86mcDdTPF6oJXSSzk8zkJZvpdXn59f5L7G7spssxMNwnYVDv0mTQkZtklstoISagCXe5fb0p\n", "GQmc7nDg8PjITzZTlpnA0zNy8fo0PD6Njj4PfzW3kEmpQ9fGVn0smOSLjMr5VM4G6ucLVcyL5KZN\n", "m/B6BwZbl5WVUVVVFesIQ0zNTuTFFVPp7PeQl2wmP8VCcXoCDreX8kwbJoOOpChNYiGEUF/ML7et\n", "Vis1NTXU1NTEvUBeVZKRwMzCZPJTBs4Wz1128K03T/PXm4+z/0IPbu+N05Sp3neRfJFROZ/K2UD9\n", "fKGKeZH0er2sW7eOtWvXcuDAgVjvPijrDrey73wPF7tdfPetM5zrcsQ7khAiTmJ+HVldXe3/euvW\n", "rbHefVD6XNdWIfRp+Ce/HUz1vovki4zK+VTOBurnC1Vc726bTIEnkh182l5bWxuz7cfvyCXTZkIH\n", "fGZ2PpNSrTHdv2zLtmxHdzsUMX/iprGxkcmTJwOwefNmli9fPuzPReuJm2C197pxen1k2IxYjTcO\n", "IK+tVXvOPMkXGZXzqZwN1M+n/BM3jY2N7N27F4AZM2bEevdBy0wMbbkEIcT4NOGe3RZCTGyhnklO\n", "6CduhBBiNFIkwxRuEzhWJF9kVM6ncjZQP1+opEgKIUQA0pMUQkwo0pMUQogxJEUyTKr3XSRfZFTO\n", "p3I2UD9fqKRICiFEANKTFEJMKNKTFEKIMSRFMkyq910kX2RUzqdyNlA/X6ikSAohRADSkxRCTCjS\n", "kxRCiDEkRTJMqvddJF9kVM6ncjZQP1+opEgKIUQA0pMUQkwo0pMUQogxJEUyTKr3XSRfZFTOp3I2\n", "UD9fqKRICiFEANKTFEJMKNKTFEKIMSRFMkyq910kX2RUzqdyNlA/X6ikSAohRADSkxRCTCjSkxRC\n", "iDEkRTJMqvddJF9kVM6ncjZQP1+opEgKIUQA0pMUQkwo0pMUQogxJEUyTKr3XSRfZFTOp3I2UD9f\n", "qKRICiFEANKTFEJMKNKTFEKIMSRFMkyq910kX2RUzqdyNlA/X6ikSAohRADSkxRCTCjSkxRCiDEk\n", "RTJMqvddJF9kVM6ncjZQP1+ojLHeYVNTE2+++SYGg4F7772X/Pz8WEcQQoigxbwn+fvf/54VK1YA\n", "sGHDBmpqaob9OelJCiGiQfmepM1m839tNptjvXshhAhJzIvk4BNXk8kU692PGdX7LpIvMirnUzkb\n", "qJ8vVDG/3N62bRvV1dUAvPHGGyxZsmTYn9u/fz9dXV2xjCaEmADS0tKYNWtW0D8f8xs3/f39wMAZ\n", "5dWvhxPKLyGEENES8zPJixcvsnPnTjRNY8mSJeTk5MRy90IIERJln7gRQggVyGByIYQIQIqkEEIE\n", "IEVynPD5fHi93njHGJHq+YQYSczvbo9G9ccWN23a5P/HXlZWRlVVVZwTDQyramhooKamhoKCAkCt\n", "4zhcPtWO45EjRzh27Bg+n4958+ZRVFSkzDEcLptKx2/Pnj00NzcDUFxczKxZs5Q5diPlC+n4aYrZ\n", "uHGj/+v169fHMcnwtm/fHu8Iwzpy5Ih24cIF/7Zqx/H6fKodx507d/q//sMf/qBpmjrHcLhsqh2/\n", "q15//XVN09Q5dte7mi+U46fcmaTqjy16vV7WrVuHpmmUlpYq+3y5HMfQLFq06IbXVDmGw2VT7fid\n", "OXOGtWvXsnLlSkCdY3fV9flCOX7KFUlN8ccWrz4tBLB169Y4JglMjmN4duzYwZw5cwD1juHgbKod\n", "v5KSEj7/+c+zceNGpkyZotyxuz5fKMdPuRs3g5v7Op0ujklGp8L/+SOR4xi6nTt3UlFRQVZWFqDW\n", "Mbw+22CqHD+r1UpycjKg1rG7anC+wUY7fsoVyWAfW4yXxsZG/9cOhyOOSQKT4xiaXbt2kZubS0lJ\n", "if81VY7hcNlUOn4dHR3+r6+eQapy7GD4fKEcP+Uut+fOncuqVav8jy2qprGxkb179wIwY8aMOKcZ\n", "8MYbb9DQ0IDVaqWkpIRFixYpdRyHy6fScWxpaWH37t1UVlZSX19PT08Pzz77rBLHcKRsKh2/3bt3\n", "43Q6AZg9ezag1r/j4fKFcvzksUQhhAhAucttIYRQiRRJIYQIQIqkEEIEIEVSCCECkCIphBABSJEU\n", "QogApEgKIUQAUiTHgebmZjZs2MALL7ww7Pd/8pOf0NraGtJnvvbaa2zYsIENGzawceNGuru7h3x/\n", "8+bNYee96vXXX2ft2rURf854E8yxtdvt/OIXv6Curi4GiSY25Z64EaHLzc2lpqaG1atXD/v9xx9/\n", "nPT09JA+U6fTUVNTM+L3x+JRs2XLlrFu3bqIP2e8CebYJiUlcffdd+Pz+WKQaGKTIjmOuVwutm3b\n", "xsmTJ3n22WfJzs72f2/fvn1s376d0tJSkpOTcbvdrFy50j8ZgcViYe3atRgMBvr6+li+fDkpKSl4\n", "PB62bt1KfX09GzZsAKCiooLbbrtt1Dwej4f169ej1+vRNO2GiVjfeecdWlpaMJvNOBwOqqurSUlJ\n", "4cMPP2T9+vXcf//93H333f7t++67j3vuuWfE/dntdl555RVsNht6vR6r1UpfXx/V1dX+iSJG2ifA\n", "Bx98wNatW3n22WfZs2cPZrOZO+64g4qKCrxeL1u2bPE/C9zb20txcTELFy4c9Tjs2bOHixcvYjab\n", "8fl8mM1mPv7xj496bNvb29m6dSs2mw2Xy0VycjKlpaWj7k9EKPJpLIUqXnvttWFff+utt7SWlpYb\n", "Xv/pT3/q//rAgQPaiRMnhn2/0+nU1q5dG9S+Atm0aZPW2trq337//fe11atXa5o2MCnvrl27/N9z\n", "uVz+72nawMSz586d839vzZo1Qe3zyJEj2i9+8Qv/ttfr1X79618HtU9NG/g9t23bdsPnbt26VWtv\n", "b/dvt7W1aUePHg0q08svv6z19PT485w9e/aGfQ7npZde0rxer3/7l7/8pXbkyJGg9inCJ2eSE1hm\n", "Zqb/64SEBFwu17A/N1aTptrt9iFTfc2YMYOzZ88C0NDQgMPh8J9BwcDZ2VULFy5k7dq1PPHEE+ze\n", "vTvgGeT1Zs6c6f9ar9eTkJAQ1D6vWrZs2bC/S0ZGhn87MzNzyPEM5LHHHuO9997D4XDgcDiCnqDC\n", "bDaj11+7jTD49xLRI0VS3MDn83H69GnKysoA6Orqwmq1Rvy5iYmJtLW1+QvlgQMH/Jert99+O01N\n", "TcybN8//8x6Px/+1wWAgKSmJy5cv09LSwuLFi4Pe76FDh/wzT3u9Xv8fg9H2GYjVaqWjo8NfKH0+\n", "Hw0NDZSXlwd8n8fj4eTJk0Pyv/LKK0OmQRuJ0+nE6/ViMBiAgeM3OLuIDpkFaBx4++236erq4vDh\n", "w1RVVaHX66murub48eOcPHmShoYGcnNzSUxMZN68eeTl5fH222+za9cuPve5z5GTk8PLL7+Mz+fj\n", "05/+tP8zm5ubsVgs/n6l0Xjtb+o777xDR0cHer0ej8fDggULyMvLC5jT4/GwZs0aTCYTer2epKQk\n", "9u3bxzPPPMPkyZM5cOAAZ8+eRa/X+ydtvTrdPgyc5b344os88sgjTJs2LahjU1dXR319PQ6HA5vN\n", "hsPh4IEHHvAXt0D73LJlC/v37/cvEnXHHXf4e4Aej4eNGzdiMBj8K0Hec889ox4Dh8PBT37yE6ZM\n", "mYJOp8PpdHLnnXcOKa4jHdu2tja2bNlCcnIyLpcLg8FAR0cHTz/9NElJSUEdDxE6KZJiXDty5Ag6\n", "nS7ooirE9eRyW4xbPT097N69GxjoIV5dH0aIUMiZpBgzH3zwAefPnx/2e7Nnz6aoqGhc7DOQM2fO\n", "cPDgwWG/V1JSEvdZxEXopEgKIUQA8liiEEIEIEVSCCECkCIphBABSJEUQogA/j9zTPyARoRBwgAA\n", "AABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.631216\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt81fWd7/vXumbdcr9BCCQhBJC7goCIERUQrShQsVut\n", "bXc7+7S7Tmef0/Yx6syZ3fbMtJ6ZjsdpZ49tZ3vqbq1i5RYEAbmISGAwQBQRCBJCAknI/X5ZK+u2\n", "/wgsEkgW655vyOf5eMzjkXX9vf11+Kzf7/P7/r5fjdfr9SKEEGJI2pEOIIQQKpMiKYQQfkiRFEII\n", "P6RICiGEH1IkhRDCDymSQgjhhz6aX37kyBHq6+sBmDRpEvPnz2f79u243W4A8vPzmT17djQjCCFE\n", "WKJaJJcsWeL7e8+ePQCYTCZWrFgRzc0KIUTERLVIAlRWVrJ582bWrl0LgNvtZsuWLXi9XvLy8rjr\n", "rruiHUEIIUKmicUdN3a7nW3btvG1r31t0PO7du3ikUceifbmhRAiZFE/koT+U+z4+PibnjcYDMN+\n", "Zs+ePeh0umjGEkKMQUlJScyfPz/g90e1SLa0tJCSkgLAtQPWqqoqcnJygP4jzOHodDo5FRdCRFxp\n", "aWlQ74/qEKDDhw+zadMmNm3axMyZM4H+Irlx40Y2btzItGnTorn5qCouLh7pCH5JvvConE/lbKB+\n", "vmBF9Uhy9erVNz1XWFgYzU0KIURExeTCTSj2798vp9tCiIgrLS3loYceCvj9cseNEEL4IUUyRKr3\n", "XSRfeFTOp3I2UD9fsKRICiGEH9KTFEKMKdKTFEKICJIiGSLV+y6SLzwq51M5G6ifL1hSJIUQwg/p\n", "SQohxhTpSQohRARJkQyR6n0XyRcelfOpnA3UzxcsKZJCCOGH9CSFEGOK9CSFECKCpEiGSPW+i+QL\n", "j8r5VM4G6ucLlhRJIYTwQ3qSQogxRXqSQggRQVIkQ6R630XyhUflfCpnA/XzBUuKpBBC+CE9SSHE\n", "mCI9SSGEiCApkiFSve8i+cKjcj6Vs4H6+YIlRVIIIfyQnqQQYkyRnqQQQkSQFMkQqd53kXzhUTmf\n", "ytlA/XzBkiIphBB+SE9SCDGmSE9SCCEiSIpkiFTvu0i+8KicT+VsoH6+YEmRFEIIP6Lakzxy5Aj1\n", "9fUATJo0ifnz51NXV8f+/fvR6XTcf//9jB8/fsjPSk9SCBENwfYk9VHMwpIlS3x/79mzB4CSkhKe\n", "ffZZAIqKilizZk00I0TVxZZeqtvtpFkMTEmzYNDJgbkQt5uo/6uurKzklVdeYcqUKQBYLBbfa0aj\n", "Mdqbj5rS8mp+/P55/n5/Jf/XjvOcbegZ6UiDqN4XknyhUzkbqJ8vWFEvkrm5uTz//PMcO3YMgIFn\n", "9waDIdqbj5q2Pg2dDjcAHi+UNXSNcCIhRDTE5PzQZDIRHx8PgNvt9j2v0Wj8fm7gL1JxcbFSjxON\n", "Gkz667svy6JW3mvPqZJH8kXu8dKlS5XKM9ryBSuqF25aWlpISUkB4P333+crX/kKW7duZe3atXi9\n", "Xnbs2MHq1auH/OxouHBzvrGbqjY76VYj09ItmAy6kY4khLgFpQaTHz58mE2bNrFp0yZmzpwJwKJF\n", "i9iwYQMbNmxg0aJF0dx8VBUXF1OQbmV5QSpzs+KVK5Ch/mrGiuQLncrZQP18wYrq1e2hjhKzsrJ4\n", "+umno7lZIYSIGLl3Wwgxpih1ui2EEKOdFMkQqd53kXzhUTmfytkAjp34lCOVbfzNrnLe+ayO5h7n\n", "SEcKS1R7kkKIsceTkMnP9l3ECxyv6STVYmDF1NSRjhUyOZIM0dKlS0c6gl+SLzwq51M5G4DebGPg\n", "hY6G7tF9JClFUggRUTnJJu7MsgGQaNKzeFLCCCcKjxTJEKneF5J84VE5n8rZAMo+LeGFZbn8jyem\n", "8qvHp5Kfarn1hxQmPUkhRMSlWAykWEbv3AwDyThJIcSYIuMkhRAigqRIhkj1vpDkC4/K+VTOBurn\n", "C5YUSSGE8EN6kkKIMUV6kkIIEUFSJEOket9F8oVH5XwqZwP18wVLiqQQQvghPUkhxJgiPUkhhIgg\n", "KZIhUr3vIvnCo3I+lbOB+vmCJUVSCCH8kJ6kEGJMkZ6kEEJEkBTJEKned5F84VE5n8rZQP18wZIi\n", "KYQQfkhPUggxpsSkJ3n8+PFQPiaEEKOO3+Ubfve735Geno7H4+HChQtkZ2dz+fJlbDYbCxYsiFVG\n", "JRUXFyu9ap3kC4/K+VTOBurnC5bfIrlgwQLmz5/Ptm3b+M53vkNaWhqNjY0cOHAgVvmEEGJE+T3d\n", "nj9/PgBut5u0tDQA0tPTMZlM0U+mONV/KSVfeFTOp3I2UD9fsALqSbpcrkGP7XZ7VMIIIYRqAiqS\n", "KSkpHD16FLvdztGjR0lOTo52LuWpPhZM8oVH5XwqZwP18wUroCK5fPlyEhIS+OCDD0hISGDFihXR\n", "ziWEEEqI6jjJ06dPc+7cOTweD4sXLyY7O5vt27fjdrsByM/PZ/bs2UN+VsZJCiGiIdhxkn6vbl/j\n", "crnQ66+/9cMPP+TBBx+85eeam5tZt24dADt37iQ7OxuTySRHokKIUSOg0+2dO3cOetzV1RXQlxcW\n", "Ft70nNvtZsuWLWzevJnS0tKAvkdFqvddJF94VM6ncjZQP1+wAjqS9Hg8YW1k7969LFy4EIBVq1b5\n", "nt+1a1dY3yuEENHm90iytbWVxsZGuru7aWpqorGxkbq6uoCPJAEOHjxIQUGBb5zlQAaDwe9nB/4i\n", "FRcXK/VY8km+kXq8dOlSpfKMtnzB8nvh5vDhwzidTkpLS30XUfR6PXPnziU+Pv6WX37o0CHS09OZ\n", "Pn2677mqqipycnIA2LFjB4899tiQn5ULN0KIaIjohZt7770XgIyMDGbMmBFUkIaGBg4fPsz06dMp\n", "Kyujs7OT5557jqqqKkpKSgCYN29eUN+pkuJite9PlXzhUTmfytlA/XzBCqgnGWyBhP7C+uKLL970\n", "/FAXc4QQQlVBj5Osqqpi4sSJaLXRna9XTreFENEQlfkk//mf/5mqqip27txJTU0N7733XsgBhRBi\n", "NAmoSE6bNs13sWXJkiVRDTRahHqlLFYkX3hUzqdyNlA/X7ACKpLXbiPU6XRRDSOEEKoJqEh2dXWx\n", "Z88e8vPzo51n1FD96p3kC4/K+VTOBurnC1ZAV7fXrVtHfX09eXl5nDx5Muw7cIQQYrQI6EjSYrGQ\n", "l5cHwNy5c32TVgD09vZGJ5niVO+7SL7wqJxP5Wygfr5ghT2OZ+/evZHIIYQQSgq7SI7VU2/V+y6S\n", "Lzwq51M5G6ifL1jRHREuhBCjnBTJEKned5F84VE5n8rZQP18wZIiKYQQfkiRDJHqfRfJFx6V86mc\n", "DdTPF6ywi6TJZIpEDiGEUFLQRdJutw96PHA5hrFE9b6L5AuPyvlUzgbq5wtWQEXytdde48iRIwA0\n", "Njby4YcfRjWUEEKoIqDbErOysnyz/0ycOJFPPvkkqqFGg0D7LhdbetnwWR0aDTw9dxy5KeYoJ+un\n", "el9I8oVO5Wygfr5gBVQkb5xgd+Aa3GJ47b0uXj5QSWVrf4viUpuDf3p0CvFxsv+EGC0COt12uVyD\n", "Hvf19UUlzGgSSN+lz+Ohoev6vmro6sPhis0dSqr3hSRf6FTOBurnC1ZARXL27Nls2rSJ0tJSNm7c\n", "yKxZs6Kd67aQbDbw3UUTANAA3100gWSz/2V0hRBqCXiNG7vdTm1tLePHj8dsjn5f7XZZ46bP5eFy\n", "ux0NMDHRhEEvQ1OFGEkRXVJ2IJPJxOTJk0MKNZYZ9VryUy0jHUMIEaKADmu2bt0a7Ryjjup9F8kX\n", "HpXzqZwN1M8XrICK5I3Toe3atSsqYYQQQjUBFUmj0UhDQ4PvscPhiFqg0UL1sWCSLzwq51M5G6if\n", "L1gB9SS7u7t59dVXfRdSysrKWLNmTVSDCSGECgI6kjSbzbz88susX7+e9evXM3v27GjnUp7qfRfJ\n", "Fx6V86mcDdTPF6yAiuSNl8vnzJkTlTBCCKGagMdJxtrtMk5SCKGWYMdJBjyyubKykpKSElwuFxUV\n", "FSGFE0KI0SagInn06FFqa2uprq5Gr9fLLECo33eRfOFROZ/K2UD9fMEKqEjW1tayZMkS32xAVqs1\n", "qqGEEEIVAQ0B0ul0IX356dOnOXfuHB6Ph8WLF5OdnU1dXR379+9Hp9Nx//33M378+JC+e6SpPhZM\n", "8oVH5XwqZwP18wUroCLZ29uL0+kEwOl03nQHznCam5tZt24dADt37iQ7O5uSkhKeffZZAIqKimS8\n", "pRBCaQGdbq9cuZK33nqLsrIy3nvvPVasWBHQlxcWFt70nMVyfbIHo9EYYEz1qN53kXzhUTmfytlA\n", "/XzBCuhIMiUlhW9961shb2Tv3r0sXLgQgIEjjgwGmVtRCKG2gIcAnTlzhu3bt/Pll18GtYGDBw9S\n", "UFBAWloaAG632/eaRqPx+9mBv0jFxcVKPZZ8km+kHi9dulSpPKMtX7ACGky+d+9eEhMTmTdvHp99\n", "9hk9PT0sW7bsll9+6NAh0tPTmT59uu+5rVu3snbtWrxeLzt27GD16tVDflYGkwshoiEqg8nb2tpY\n", "uHAhRqORhQsX0tzcfMvPNDQ0cPjwYcrKyigqKuLNN98EYNGiRWzYsIENGzawaNGigIOqJtRfpViR\n", "fOFROZ/K2UD9fMEKqCc5XO+wo6ODhISEIV/LyMjgxRdfvOn5rKwsnn766SAiCiEGulWbSkRWQEeS\n", "PT09NDU1AdDU1OS7+HLgwIHoJVOc6mPBJF94VMxX3tTDO5/V4Rx3B629zpGOMywV9104AjqSrKur\n", "4/XXX2fChAnU1NSQm5vLxo0bKSsr44knnoh2RiHGvOp2Oy/sKqfT0X/h8/v3TGDNzIwRTjU2BFQk\n", "CwsLWbBgwU3PHz9+POKBRovi4mKlfzElX3hUy9dhd/sKJMCpK92smTmCgfxQbd+FK6DT7aEK5LXn\n", "9+3bF9FAQoibZVgNTM/ovxFDA6woSBnZQGNIwEvKDqerqysSOUYd1X8pJV94VMuXZjPytw/kcqnd\n", "QbxRR36qeaQjDUu1fReusIukECI2MuPjyIyPG+kYY07Ad9yIwVQfCyb5wqNyPpWzgfr5giVFUggh\n", "/JAiGSLV+y6SLzwq51M5G6ifL1hhF0kZ/S+EuJ0FVCQbGhqGfS2YG8VvJ6r3XSRfeFTOp3I2UD9f\n", "sAIqkn/4wx9ob28f8jWbzRbRQEIIoZKApkp7++23SUlJobOzk7vvvpvc3NyoB5Op0oQQ0RDsVGkB\n", "jZN88sknMRqNeDwejh8/zsGDB/nmN78ZckghhBgtAjrd7ujoAKClpYXq6mqSkpKiGmo0UL3vIvnC\n", "o3I+lbOB+vmCFdCR5DvvvENaWhppaWk89thjo3oBLyGECEZAPck33niDb33rWzEd7iM9SSFENERl\n", "+YZnn31WxkMKIcakgIqk0WiksrKSkpISXC4XFRUV0c6lPNX7LpIvPCrnUzkbqJ8vWAEVyaNHj1Jb\n", "W0t1dTV6vZ5PPvkk2rmEEEIJARXJ2tpalixZglbb/3ar1RrVUKOB6venSr7wqJxP5Wygfr5gBVQk\n", "dTpdtHMIIYSSAiqSvb29OJ39q7M5nU48Hk9UQ40GqvddJF94VM6ncjZQP1+wAhonuXLlSt566y3q\n", "6upwu92sWrUq2rmEEEIJAY2THAkyTlIIEQ1RGSd5o927d4fyMSGEGHX8Fsmf//znbNmyhTfeeIOX\n", "XnqJt956ixdeeIHKysoYxVOX6n0XyRcelfOpnA3Uzxcsvz3Jr3/96+Tk5PDnP/+Zf/iHf0Cn0/G1\n", "r32Nd999N1b5hBBiRPk9kszJyQHAYDD4hgHp9XosFkv0kylO9bFgki88KudTORuony9YAfUk7Xb7\n", "oMddXV1RCSOEEKoJqEjOmzePd955h9LSUjZs2MC8efOinUt5qvddJF94VM6ncjZQP1+wAhonOWPG\n", "DPLy8qipqWHNmjWYzeaAvtzj8eD1euWOHSHEqBX2OMl9+/axfPnym57fvXs3FRUVrFmzhqysLAC2\n", "b9+O2+0GID8/n9mzZw/7vTJOUggRDVFZ48af4fqTq1at4syZM4OeM5lMrFixItxNCiFEzIQ0mDxU\n", "brebLVu2sHnzZkpLS2O56YhTve8i+cKjcj6Vs4H6+YIV9pFkMAbe871r165bvr+4uNg3nODajlfl\n", "8alTp5TKI/nGVj55HN7jYITdkywqKmLNmjVDvnbmzBmSkpJ8PcmBhutlXiM9SSFENMS8JxmMqqoq\n", "3wD1G8deqqyq1c7e880YdVoempLMhETTSEcSQsRI2D3J4RYI27dvH8XFxezbt4+PP/4Y6C+SGzdu\n", "ZOPGjUybNi3cTcdEW6+TX3x4kXc/b+BPn9bx2n/U0Ot0K993kXzhUTmfytlA/XzBCvtIcrjD1qFO\n", "pQsLC8PdXMzZXR6q2q4f9Va09GJ3yaTDQowVMp/kLThcbv58sv8oEuAH92bz6LQ0dFpZYleI0Sgq\n", "PcmPPvropucsFgt33XUXen1M25oxF6fXsW5WOvOz49FpNOQmm6RACjGG+O1J/uxnP6O2tpYrV64w\n", "Z86cQf+Xnp4+ZqZMs8XpmZlpY3qGFZOh/xZL1fsuki88KudTORuony9Yfg8Df/KTnwBgNptJSUkZ\n", "9FpKSgqff/559JIJIYQCwrq6rWg7MyZUnzNP8oVH5XwqZwP18wUroCJ5zz33DPn84sWLIxpGCCFU\n", "E1CRzMzMHPL5cePGRTTMaKJ630XyhUflfCpnA/XzBSvg0+329nYqKipG1Z0yQggRLr/jJEtKSli4\n", "cCGHDh2iq6uLrKwsLly4wNSpU5k1a1ZUg6kyTlIIcXuJ6LrbtbW1ANTX1/PII48wd+5c1q1bd9M8\n", "kUIIcbsK6HT7xgHjWm1Mp6EcMe29Tj6+2MrGz+spb+4Z9JrqfRfJFx6V86mcDdTPFyy/4yRPnTqF\n", "0+mkvLzcNx2a0+nE6XTGJNxIK65s41eHqwGIj9Pxq8enki0zAAkxpgR973ZlZSUJCQk3DS6PNBV6\n", "ki9/eJEDFW2+x6+uLmBmpm0EEwkhwhXRnuRQcnNzo14gVfHglBSu3aVdkGomw2oc0TyRUN/p4Gx9\n", "N/VdfSMdRYhRIeAi6XQ6aWhowOPx0NnZGc1MyrhrQjy/enwqP394Mv99eR7ptutFUvW+y1D5LrXZ\n", "+fH75/lv27/khZ3nqW4fueFco3H/qULlbKB+vmAFVCQrKirYtm0be/bsAfqXhh0LDDot0zOs3D0x\n", "kcz4uJGOE7YLzT3Ud/X3k2s7+rjQ3DvCiYRQX0BF8vjx4zz55JPYbDa0Wi02m/TlVL8/dah8CXGD\n", "r9MlmEZumrvRuP9UoXI2UD9fsAL6V2IyyRXd28H0DCs/LpzEkao2luYmMy3NMtKRhFBeQEeSvb2D\n", "T8tcLldUwowmqvddhspnNepYOTWVn67IZ3lBChajbgSS9RuN+08VKmcD9fMFK6AjyXnz5vGnP/2J\n", "jo4ONm/ezMKFC6OdSwghlBDwOMmenh7q6+vJzs7GYDBEO5cS4ySFGO28Xi9XOvvweLxkxhsx6MbG\n", "3XL+RG3dbYvFQl5eXkihhBAj43h1Bz/ddxG3x8uPC3NYlp+MXtZoCkpAPys7d+7k8uXLVFZW8vbb\n", "b1NeXh7tXMpTve8yGvM53R7a7E6cCizZq/L+CzRbe6+Tfz1SjdPtxeOFVw9doqk7+jcRqLzvQhFQ\n", "kezr62PChAl89tlnPPPMM5SWlkY7lxhj2u0u3vq0jr8sOse/l9TQHIN/zLc7vU5DQtz1i3NWo06O\n", "IkMQUJHUarVotVrfUKC4uNE/sDpcqo8FG235zjV28/Zn9TR0Odl2pokzDT3DfDI2VN5/gWazGvX8\n", "sDCHueNtTEu38LOVk0mLwa21Ku+7UATUk+zr66Orq8tXJMfyAmAiOlzuwf8/5XSP/Cn37WByiplf\n", "rMrH4/ESZxi5IV+jWUBHkllZWRQVFbF48WK++OILKioqop1Lear3XUZbvqnpFu7NSQRg3ngbMzKt\n", "IxHLR+X9F2w2g04b0wKp8r4LRUBHkkuWLGHJkiUATJ8+nSlTpkQ1lBh70qxGflQ4if/icGMz6kb0\n", "lkkhBgp6PslYkXGSQohoiPp8kgC7d+8O5WNCCDHqBFQk9+zZw7vvvsvLL7/Mhg0b+PTTTwP6co/H\n", "g9vtDiugqlTvu0i+8KicT+VsoH6+YAVUJLu6unjqqaeYOXMmTz/9NAUFBbf8zO7du/ntb39LfX29\n", "77m6ujreeust3nnnHa5cuRJ6aiGEiJGAuuMaTf8AVI+nf1jGjasnDmXVqlU3LT1bUlLCs88+C0BR\n", "UZFvcbHRSPWxYJIvPCrnUzkbqJ8vWAEdSV6bGk2n09HR0RHyaokWy/X5C43G0b9ejBDi9hdQkfzq\n", "V78KwMqVK9m/fz8zZswIaWMDL6THYiahaFK97yL5wqNyPpWzgfr5ghXQ6bZW219L4+LiWLt2bcgb\n", "G3gR59opvD/FxcW+Q/drO36kHp84dZYmXRKNdliQneCb5EOVfDc+PnXqlFJ5JJ88VulxMEIaJ/nx\n", "xx9TWFh4y/edOXOGpKQksrKyANi6dStr167F6/WyY8cOVq9ePexnYzVOsrXXSVWrnTi9lrwUEyb9\n", "0Hcm7DvfzD8dvASASa/l149PJTfFHPV8N+p0uPB4INEsg62FCEVU5pMsLi7mypUr6HT9BeTs2bO3\n", "LJL79u2joqICk8lEbm4uhYWFLFq0iA0bNuD1elm+fHnAISOt1+mmu8+NTgP/s+QK+8pbAPhx4SRW\n", "Tk0d8jNfNl5fwsLu8tBuj/0SFucau/nlwUu4PB5+uHQSc7LiY55BiLEmoCLZ3NzM+vXrfY/r6upu\n", "+ZmhimBWVhZPP/10EPEir7G7j/91/ApHL7Xz/XuyfQUSYMsXjcwZZ8Ns0JJoHtwzvTc3ke1nG3F7\n", "IS/ZhLerGYhMkerqc2HSadH7mTW60+Hilwcvcamtf63sn+2/yG/XTSd9mFldBrYqVCT5QqdyNlA/\n", "X7BCOmdLS0uLdI6YKWvoZu/5/sJY3txLhtVAQ3f/1fopaWZ+caASl8fLSw/kMjHp+iqRs8bZ+PUT\n", "02i3u8hOjKP85DGYmhtWFrvLzaGKNt79vIFp6Ra+ftc4xg2zvrfH4x00M47T7cUjE+UIEXV+e5LX\n", "xjl+8sknTJw40ddbPHLkCH/xF38R1WDR6kkerGjl5x9WAmDQafjFw/mcvNKF1ailsdvJli8aAfj6\n", "neP4xvzxEd/+QGUN3fzVe1/6Hv8fC7N4ck7msO8/WdvJz/Zd9BXxRZMS0AZwAUwIcV1Ee5LXDpsX\n", "LVoUdjBV3JFh4b7cRI5e7uD+vGSyE+OYmxXP2YYu/tt7533vM+iiX3z6bpgzscPhv885Nyue362b\n", "jtcLaTaD3wJ5saWX6nY7qRYDBWkWWQBqjHF7vOhkFvKI8Psv55lnnmHGjBm+cZEXLlxAp9PxjW98\n", "IybhoiHDFscPC3N448kZPL8km9SrPb3cJDPfWzyBFLOehRMTWDY52e/3RGIsWE6yma9M779QlGE1\n", "8GB+yi0/k24zkhFv9Fsgq1p7+fH75/n7/ZX8cMd5zjZ0h5010lQfS6dyPn/ZPF4vx6s7+Ov3z/Ov\n", "hy9zpdMRw2T9VN53ofB7JGmz2QDYu3cviYmJPPzww5w8eZIjR46wbNmyWOSLCqtRh9U4eKiP2ajj\n", "8RnpLJucjMvj5dPaTt4708h9eUnckWENaFxnsBJNer5zdxbrZmVgNmgjNrV+fVcfnY7+MakeL5xt\n", "6GbO+PAvMrk9XlweD3HDDJMSI6+q1c5/31OBy+PlVH03tjgd/3lB1kjHGtUCOgdra2tj4cKFGI1G\n", "7r77bpqbm6Oda0TotRpSLAZOVHfwyseX2PxFIy/sLKey1X7TeyN19c4Wp2dikimoAtnW66S9d/hT\n", "83SrEZP++v+0BWmWYd8bqNp2O//foUv8+P1ySi634/aENw2p6lc/Vc7nL5vD5cE14H+bKx2xP5JU\n", "ed+FIqCr28PdQtjR0UFCQkJEA6mgvOX6mEiH2+vrFTrdHjocLkz6m49EY+Xz2k7++dAldBoNf70s\n", "hzsybl7mIC/FzCuPFVDZ2kuG1ci0jPCL5LYzTb5RAT/de5HX1k4jNzn2g+mFf1kJRr5yRyrvn23G\n", "YtCydmYGVa29fNnUQ0KcnjsyrSTEyY0IwQjoSLKnp4empiYAmpqafPdgHzhwIHrJRtD9eckYrja9\n", "p2dYyIqPo6fPzXtnmvjelnP8/b4KTl6ojnmupu4+/p/9F6nr7KOmw8E/flQ17BFlfVkpKwpSmZsV\n", "P+xdRMFoHLDEq8vjpS/MtbFj3beyu9ycb+rhy8Zuep23nuNU5b6av2wJJgPfXpDFb9ZO49/WTCPF\n", "oudvd1/glwcv8Xd7KjhU0Tai+UajgH5S6urqeP3115kwYQI1NTXk5uayceNGysrKeOKJJ6KdMeZm\n", "jbPy6yem0elwkZUQR7rNyOn6Ln73SQ0ApbVdTEuNY27+4M91Olycb+rF7nIzJcVMxjBjHkPl9cLA\n", "RQVdHg9eYrP6xlNzMvmstouuPjfrZ2eQlTB6lhV2e7x8WN7KvxRfBuB7iyewenoaBv3tecU/Pk5P\n", "/NWjxbKGbt84YICjl9r5yh1qj3N2ON0Y9dqoXAcIRUBFsrCwkAULFtz0/PHjxyMeSAVajYb81MGn\n", "kjeOJtXeMKfmlQ4HBy+28vtj/ZMJ35ll46UHckkyR262ozSrgZceyOEXH1ai02r4cWHOsN8f6b7Q\n", "9Awr/7ZmGg6Xh3SbMex2Qyz7Vm12J28cvz7J8xvHalmam0SGbfg+sMp9tWCypVgM5CTFUdXW35tc\n", "lu9/1EYkhLrvevvcfFjRys6zTczPTuCJmemkWkZ+trCAiuRQBdLf87ej3GQT37hrHBtO1pOXbB40\n", "XKe6zc6fP6/jfNP1Czyf1nbRbndFtEhqNBruzk7gf371DjQaYrLQ/EDjR9HR40BxOi0TEuJ899tn\n", "JcQRp1fjKCXaMmxGfrYyn4rmXmxxOqalh9+fjpbzzb386urR/vnmXianmm85FC8Wbs/zjSjodXrI\n", "TjTxo/u/71C6AAAXp0lEQVQm8eIDOVR9cf0ouqbDwbnGXu64eoEkP9XM8/dMoM3uousWA8SDpdFo\n", "SLcZb1kgVe8LxTKfLU7PDwsnsfqONB6ZlsrfPJhLosn/j5fK+y/YbFkJcSzNS2JeVjzmGKy/Heq+\n", "s9/QK+4agUlkhiKXuQLQ63Tz++O17C9vBeC+3CS+knn9Fy7VYiDBqCM+Tsdf3jMBrVbDvx6uxgus\n", "n53Bs3eOwzJCV8NFv0lJJn5w78SRjiH8yEsxMz87nhPVnUxIMDJXkVmuZN3tIVQ099Bmd/FlUw+N\n", "XX3ck5PEq4cu0Xi1AR6n0/D/r59Bhs2I3eXm89ouLrXZSbEYyE408o8fXeJy+/Xxab9ffwfZidcn\n", "y6jvdFByuYMep5slOUmDJtIQYixr63XS1uvCFqeLWjspKvNJjiUXW3r51eHL5CSZ2P1l/7jAgxVt\n", "/KhwEpfbHZQ1dGM16Ii/emT4aU0nP9l7EYCEOB0/vG8iuSkmX5FMsxgGDezuc3n4Y+kV9p7vPyrd\n", "e76FXz5aQLICDWohRlqS2RDRPn4kjPmeZKfDxUcXWvnt0Wo+remkrtOBxaAbdCTY4XBzobmX10tq\n", "yU818+27x3Oi5D8A+LyuC4D785J4dHoqHXYX37hrPM/My2T1Han8w6r8Qb+IdreH0/XX76W+1Oag\n", "J4Bxe8FSuacGki8cKmcD9fMFa8wXydN13fziQCVbvmjkpd3lWI06LrX2siQnkWuTqCyamOC7NfHo\n", "pY5B/cV54+N5aVkOaKCi2U6i2UiyxcC3FmTxg3snMfmGJR5sRh1rZ6b7Hj8yLSWiv5xer7d/nJms\n", "RilERIz50+3aAbOkeLz9p8M/WZFPQ5eDX6zKx+HyUNbQzYaTDQDcm5NInF7HnAWL6XC4mJFh4e/3\n", "V/LZlf4jyvLmHv5ueR4zM21Dbk+r0bCyIJXsRBOdDhcpFgNujweIwF0xXX1sOlXPF3XdrJ2Vj93l\n", "jsjdNtGg8jhEUDufytlA/XzBGvNFctY4K2aDll6nh/HxRqra7MTpndyfl0i8ycCXjd3Mz06gIM1C\n", "V5+b03VdfFrTwb8eqUYDvLgsh4YBt+y19rpwugdfC6tpt2N3eci0GbHF6el2uvnN0WouXR3g+91F\n", "E/jq7Iyw/1tKqjvYerr/9tF/OniJrIQ4ZgxTrIUQgRnzp9tT06z86vGp/N8P5nL/5GTON/VQ3W7n\n", "7/Zc5P2yJvQ6Lf/jSDUvH6iiosVOboqZfzp4iep2B5fbHfz68GW+NX+879T8P83NJDP++qnumfou\n", "ni86x3/deo4/nLhCp8NFu93lK5AAhyrbBi3NEKq2G+7jdoR5f3U0qd63UjmfytlA/XzBGvNFEiA3\n", "2YzL4+Wdk/Xkp1rY8kUjZxq62fh5PbvLmqlsteP0eCk63Uiy2TCooDV0O8mwGXl1dQGvPFbA6hmp\n", "jB9wz/bGUw30OPvfv+1ME7UdDpLMeqYMuO3xwcnJt5w5vM/loaGrz+8UaffmJpJh7e9vLp0UT47M\n", "0iNE2Mb86fY10zOsTE830+u8XgA9XrixdlmNWr67eALtvS6OVLVRODmZn+67yOKJCfzXxdmYr17U\n", "6bA7OVLVTuKAaakMWg0mvZZUi5G/eyiP8009WI06pt7iVrHePjfby5r444krTEyM48UH8shJvnls\n", "ZW6ymVcfn0q3w02KRU/CLe4qGUmq961UzqdyNlA/X7DGfJGs63RQfLGNtl4X/+fSSfS5PbT09HGo\n", "sp27s+NZXpBCRUsvF1vtPDMvk4qWXjQaLS63h6/OzuR/Ha+lrdfFgQutfP2u8b4iebaxhx1nm1k3\n", "K50Mm4ETNZ08M2+cb+D4+IS4gO+Frmqz83pJLQAXWuy8X9bE9+/JHvK96VYj6TdPMSmECNGYPt12\n", "e7z8+WQ9/15SiyVOxz9+VMVfvXee7j4Pf/NADk3dTmo7HKyfk8HLD+czb3w8Hq+G3x+r5Y+ldXx8\n", "sY2FExMBWDgxAduAoUE6NBSkmfnt0Rq+bOrhPy8Yz/zs0FY3vPETgazppXpfSPKFTuVsoH6+YI3p\n", "I0mn20NZYw8GnQaPx8vFq2MhD15sIzfFzJ0TEnj10GW6+tzkJpv44X0TOVjR6vv8gQut/OMj+UxJ\n", "NTMz0zpo/KTT4+H9sv5lLo5UdbBwYiKzxg19L2pth51tp5uo63Swfk4ms8YNviKdk2ziB0uy+WNp\n", "HZOS4nh0mtrzAQpxOxnTRdJk0PHUnAx++VEVCabBu8Kk11Lf6aCrz41WA/flJXGhuZd1s9I5WNHG\n", "iZpO0q0GSqo7ybAaSLnhPtMbL1a321043R4MOi2tPU7ONHTjcnuZlmHh3ZP17DzXfwvkZ1e6+Lc1\n", "08hONOH2eOl2urEYdDwyPY0lOYnE6bXYAph+X/W+kOQLncrZQP18wRrTRRJgaU4SWY/H4XJ7eTA/\n", "mbLGHpZPSabd4fTdT/34jHQ+qmjl8oBxjZNTzKRZDbx+rJaEOD3L8pNJHnDnTKpVz/2Tkyi+2Mb0\n", "DCtJJj1ajQaX28O7n9ez+YtGoH9y3hkD1qnpdXrosLtoj3Ox7XQjH15oYUlOIk/OzvQtfyuEiJ0x\n", "3ZMEMOi1TEu38uGFVu7IsPLsnZkYdRoWTUxgSqqJ5+/JJi/Z5CuQ0D8F/sQEI789WoPT7WVyiumm\n", "ufAMGg335iTyFwsncGeWjSSzHp1WQ3efm8OV7b73fVrbxYxMKwZdf+fxoSnJpJgNnGvo5k+f1lHb\n", "0cemU42UBbl2tr++0LnGbn73STU7zjbSPGBq/1hSvW+lcj6Vs4H6+YI15o8k7S43rT0u7s6O5/2y\n", "Zj653AHArEwr3100AQ0OUiwGshKM1Hb031lzR4aVxl4Xf/tgLj1ON43dTopON/K9xdm+dTmyk01c\n", "andQ2+Eg2azzjVm0GHUsy0/mnZP1ACzMjifDauD7i7Nxuj3MHGdlXEIcFwas2AjgiMBgc4DLbXZe\n", "2FnuG7vZ4/Tw1JzMiHy3ELejMV0ke/rcbDvTyB9OXCHDauSpuZkcq+7A44Wyxh66nW46HG66nXa+\n", "vSCLy+0OjDoNp+q6OF7dydfmZOD0eCm53IFJr8Xp8WK8ekRo0vcXw7snJhCn12K8eknaoNOyblY6\n", "MzKtON0epqVbyLDFkZVowgu+901Ns7AwO56S6k5mjbMyPchxPcP1hbr63L4CCQR9hBopqvetVM6n\n", "cjZQP1+wxnSRvNxu543jV9AAd09MQKuB79ydxZuldTw0JRm3x0uy2cDuc82snZXO6fr+4ggwOcVM\n", "Q7eTssZu8lMs3JeX6Ctw12g1Gt+qdQMlmQ0snpQ46Lkb77hJsxr45oLxrJ2Vwfh4Y8TWl8m0GZk/\n", "IZ4TNZ3oNPDodLlSLoQ/Y6ZItttddNhd2F0ePr/SRZJZz8TEODTA+jkZlNZ0sv1sEylmPT9/eDJ6\n", "rYbtZc3MyrDwn+Zmotdr+PaC8cwdb6O1t3/2nt8fq+Wp2Zk8kJ9EdoRnF/+ivpuXdpXT5/ayIDue\n", "HxXmBLVyXHFx8ZC/6CkWAz8qnERNuwOrUUdeysjcujhcPlWonE/lbKB+vmDFvEhu374dt7v/Ikd+\n", "fj6zZ8+O+jYbu/r4l+JL5KaYOVDeSlNP/8WK5+4cx0+W53G5zU55c38PsKXXxdHLHXxS1cb3l0zk\n", "y4Ye8tMsTEm1oNNq0Gk1nKjuxOH28u27s5g7zkaqzYjb4yWSayztPtdM39XZhI5Xd1LX4YjY8ppp\n", "1lsvJCaE6BfzImkymVixYkVMt3musZtj1Z3ckWH1FUiAE7WdfG1eBmbD4FPdhDg91R197Dvfwl8v\n", "yx30WnW7g3+/eosgwA+WZPP/flTFuHgj378nO2Lr1QycrNeo02CNC64Cq/5LLvlCp3I2UD9fsGJe\n", "JN1uN1u2bMHr9ZKXlxf1xb48Xi+eq9M7XunsY1amlS+uLp+wenoqRl3/KefzS7I5WtVOXoqZ8uYe\n", "PF4wGbQcqWzD7vIwe5yNdJuRdKsRnQbc3v7bBd1eLzUdDmo6HLz7eT0/KsyJSO77JyehoX/NnZXT\n", "UsmRxcKEGBExL5KrVq3y/b1r166ob6+528lHFa2sn51ByeUO1s1K54kZ6aRaDRSk9R+tJZkNFKSY\n", "ae7qI81q4NDFNuZl2ZiaZuGn+/oX+Xp4agp/uSSbgjQLrzxWwLm6diamxPPvJTW+bXU5IrdWTZrV\n", "yLowJuJVvS8k+UKncjZQP1+wRnQwucEQ+ALxxcXFIT3WauFMQzdHqtrJTTFRcrmdmeOstJV/xrGj\n", "/+F7f0tHF3aXB41GwyPTkvkvC8fzL4cu+14/Xt3J2fKL6LQaZmTaaDi6A5orWV6QggZIMetZPcV6\n", "yzyxenzq1KkR3b7kk8cqPw5GzNfdrqqqIien/5R0x44dPPbYY0O+L5Lrbp9t6ObXhy+j12j4q6UT\n", "KUi7ef7Gpu4+Pq3ppKKll4UTE9h7vpkZmTaae1wcrmzj3twknpmXedNQHbvLTUuPC6NOIxdDhBgF\n", "lF93u6qqipKSEgDmzZsXk23ekWHlla8UoNGAeZhL0F829vDLjy8xNc1CfVcfd2bF88fSOjrtLr63\n", "OJvCyYlDzh5u0uvISlBzsS0hRPhifrpdWFjI+vXrWb9+PQUFBTHbrsWoG7ZAAr4lYx2u/rtgDlxo\n", "pa3XhdsLr/1HNR32wf3GUA/dY0XyhUflfCpnA/XzBWvMT3BxzcxMK3E6DVVtdjJtRuL013eNTqsJ\n", "abJcIcToF/OeZKAi2ZMcjtfrpbLVTqfDzfh4A+ebe6lo7kWngTsnJPDbo9W09Lr4/uJsFk4KbVZx\n", "IYRalO9JquR0fTcvXr31b3amlReW5ZCXbMZw9SLML1ZNwen2kmge07tJiDFtTJ9uf1je4rv171R9\n", "N3VdTsYnxPmuUluMumELpOp9F8kXHpXzqZwN1M8XrDFdJCenDr71Lz7IW/+EELe/Md2TbOnp40hV\n", "OxdbenkgP4WZmVbfpLlCiNuT9CSDkGIx8tgd6SMdQwihsDF9uh0O1fsuki88KudTORuony9YUiSF\n", "EMKPMd2TFEKMPcH2JOVIUggh/JAiGSLV+y6SLzwq51M5G6ifL1hSJIUQwg/pSQohxhTpSQohRARJ\n", "kQyR6n0XyRcelfOpnA3UzxcsKZJCCOGH9CSFEGOK9CSFECKCpEiGSPW+i+QLj8r5VM4G6ucLlhRJ\n", "IYTwQ3qSQogxRXqSQggRQVIkQ6R630XyhUflfCpnA/XzBUuKpBBC+CE9SSHEmCI9SSGEiCApkiFS\n", "ve8i+cKjcj6Vs4H6+YIlRVIIIfyQnqQQYkyRnqQQQkSQFMkQqd53kXzhUTmfytlA/XzB0sd6g3V1\n", "dezfvx+dTsf999/P+PHjYx1BCCECFvOe5Hvvvcfjjz8OQFFREWvWrBnyfdKTFEJEg/I9SYvF4vvb\n", "aDTGevNCCBGUmBfJgQeuBoMh1puPGNX7LpIvPCrnUzkbqJ8vWDE/3d69ezerVq0CYN++fSxfvnzI\n", "9504cYK2trZYRhNCjAFJSUnMnz8/4PfH/MJNb28v0H9Eee3voQTzHyGEENES8yPJ2tpaDh48iNfr\n", "Zfny5WRkZMRy80IIERRl77gRQggVyGByIYTwQ4qkEEL4IUXyNuHxeHC73SMdY1iq5xNiODG/un0r\n", "qt+2uH37dt8/9vz8fGbPnj3CifqHVVVUVLBmzRqysrIAtfbjUPlU24+nT5/m3LlzeDweFi9eTHZ2\n", "tjL7cKhsKu2/I0eOUF9fD8CkSZOYP3++MvtuuHxB7T+vYrZt2+b7e+vWrSOYZGh79uwZ6QhDOn36\n", "tLempsb3WLX9eGM+1fbjwYMHfX+///77Xq9XnX04VDbV9t81H3zwgdfrVWff3ehavmD2n3JHkqrf\n", "tuh2u9myZQter5e8vDxl7y+X/RicwsLCm55TZR8OlU21/VdZWcnmzZtZu3YtoM6+u+bGfMHsP+WK\n", "pFfx2xav3S0EsGvXrhFM4p/sx9Ds3buXhQsXAurtw4HZVNt/ubm5PP/882zbto3Jkycrt+9uzBfM\n", "/lPuws3A5r5GoxnBJLemwv/4w5H9GLyDBw9SUFBAWloaoNY+vDHbQKrsP5PJRHx8PKDWvrtmYL6B\n", "brX/lCuSgd62OFKqqqp8f9vt9hFM4p/sx+AcOnSIzMxMcnNzfc+psg+HyqbS/mtpafH9fe0IUpV9\n", "B0PnC2b/KXe6vWjRIjZs2OC7bVE1VVVVlJSUADBv3rwRTtNv3759VFRUYDKZyM3NpbCwUKn9OFQ+\n", "lfZjQ0MDhw8fZvr06ZSVldHZ2clzzz2nxD4cLptK++/w4cM4HA4AFixYAKj173iofMHsP7ktUQgh\n", "/FDudFsIIVQiRVIIIfyQIimEEH5IkRRCCD+kSAohhB9SJIUQwg8pkkII4YcUydtAfX09RUVFvPLK\n", "K0O+/tprr9HY2BjUd7777rsUFRVRVFTEtm3b6OjoGPT6jh07Qs57zQcffMDmzZvD/p7bTSD7tqur\n", "i9dff50zZ87EINHYptwdNyJ4mZmZrFmzho0bNw75+vr160lOTg7qOzUaDWvWrBn29Ujcavbwww+z\n", "ZcuWsL/ndhPIvrXZbCxduhSPxxODRGObFMnbWF9fH7t376a8vJznnnuO9PR032vHjh1jz5495OXl\n", "ER8fj9PpZO3atb7JCOLi4ti8eTM6nY6enh4ee+wxEhIScLlc7Nq1i7KyMoqKigAoKChg5syZt8zj\n", "crnYunUrWq0Wr9d700SsH3/8MQ0NDRiNRux2O6tWrSIhIYHPP/+crVu38tBDD7F06VLf4wcffJD7\n", "7rtv2O11dXXx9ttvY7FY0Gq1mEwmenp6WLVqlW+iiOG2CXD8+HF27drFc889x5EjRzAajcydO5eC\n", "ggLcbjc7d+703Qvc3d3NpEmTuPfee2+5H44cOUJtbS1GoxGPx4PRaOTRRx+95b5tbm5m165dWCwW\n", "+vr6iI+PJy8v75bbE2EKfxpLoYp33313yOcPHDjgbWhouOn53/zmN76/S0tLvefPnx/y8w6Hw7t5\n", "8+aAtuXP9u3bvY2Njb7Hn3zyiXfjxo1er7d/Ut5Dhw75Xuvr6/O95vX2Tzx7+fJl32ubNm0KaJun\n", "T5/2vv76677Hbrfb+8c//jGgbXq9/f+du3fvvul7d+3a5W1ubvY9bmpq8p49ezagTG+++aa3s7PT\n", "l+fSpUs3bXMof/jDH7xut9v3+Pe//7339OnTAW1ThE6OJMew1NRU399ms5m+vr4h3xepSVO7uroG\n", "TfU1b948Ll26BEBFRQV2u913BAX9R2fX3HvvvWzevJmnnnqKw4cP+z2CvNGdd97p+1ur1WI2mwPa\n", "5jUPP/zwkP8tKSkpvsepqamD9qc/Tz75JEePHsVut2O32wOeoMJoNKLVXr+MMPC/S0SPFElxE4/H\n", "w8WLF8nPzwegra0Nk8kU9vdarVaampp8hbK0tNR3ujpr1izq6upYvHix7/0ul8v3t06nw2az0d7e\n", "TkNDA8uWLQt4uydPnvTNPO12u30/Brfapj8mk4mWlhZfofR4PFRUVDBlyhS/n3O5XJSXlw/K//bb\n", "bw+aBm04DocDt9uNTqcD+vffwOwiOmQWoNvARx99RFtbG6dOnWL27NlotVpWrVrFl19+SXl5ORUV\n", "FWRmZmK1Wlm8eDHjxo3jo48+4tChQ3z3u98lIyODN998E4/Hwze/+U3fd9bX1xMXF+frV+r1139T\n", "P/74Y1paWtBqtbhcLpYsWcK4ceP85nS5XGzatAmDwYBWq8Vms3Hs2DGeffZZcnJyKC0t5dKlS2i1\n", "Wt+krdem24f+o7xf//rXPPHEE8yYMSOgfXPmzBnKysqw2+1YLBbsdjsrV670FTd/29y5cycnTpzw\n", "LRI1d+5cXw/Q5XKxbds2dDqdbyXI++6775b7wG6389prrzF58mQ0Gg0Oh4O77rprUHEdbt82NTWx\n", "c+dO4uPj6evrQ6fT0dLSwjPPPIPNZgtof4jgSZEUt7XTp0+j0WgCLqpC3EhOt8Vtq7Ozk8OHDwP9\n", "PcRr68MIEQw5khQRc/z4caqrq4d8bcGCBWRnZ98W2/SnsrKSzz77bMjXcnNzR3wWcRE8KZJCCOGH\n", "3JYohBB+SJEUQgg/pEgKIYQfUiSFEMKP/w3ps/vHcXw7nQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.434963\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt8VPd95//XXDUzuiAG3RFIQggwBoMBA8FYEBuDEmMb\n", "HNuxTYi9TZp26/627a+7bbLZNOttUjfduGnT39rJL954U8fGMQbExYC5BDCCAMbY5iKEDULiovtd\n", "I81obmf/kDVGIA0zGh3pK+nzfDzyeMyZ23nrOHzmnM/5nu8xaJqmIYQQok/G4Q4ghBAqkyIphBBh\n", "SJEUQogwpEgKIUQYUiSFECIMKZJCCBGGWc8vd7vd/Mu//AvPPvssWVlZAGzfvp1AIABAfn4+s2fP\n", "1jOCEELERNcieejQIVatWtXrOZvNxoMPPqjnaoUQYtDoViSbm5txOBzYbLZezwcCATZv3oymaeTl\n", "5TFv3jy9IgghRMx0K5IlJSU89NBDlJWV9Xq+qKgo9HjXrl16rV4IIQaFbkWytraWbdu2UVdXR25u\n", "bqgneSOLxdLv5/fs2YPJZNIrnhBijEpOTmb+/PkRv1+3Ivntb38bgNLSUpKTk0PPV1ZWkpOTA4DH\n", "4+n38yaTSQ7FhRCD7tSpU1G9X9chQE1NTZSUlHD27NnQc5WVlWzcuJGNGzcyffp0PVevq5KSkuGO\n", "EJbki43K+VTOBurni5auZ7edTiff+c53ej1XWFio5yqFEGJQGVSdKm3//v1yuC2EGHSnTp3igQce\n", "iPj9csWNEEKEIUVygFTvu0i+2KicT+VsoH6+aEmRFEKIMKQnKYQYU6QnKYQQg0iK5ACp3neRfLFR\n", "OZ/K2UD9fNGSIimEEGFIT1IIMaZIT1IIIQaRFMkBUr3vIvlio3I+lbOB+vmiJUVSCCHCkJ6kEGJM\n", "kZ6kEEIMIimSA6R630XyxUblfCpnA/XzRUuKpBBChCE9SSHEmCI9SSGEGERSJAdI9b6L5IuNyvlU\n", "zgbq54uWFEkhhAhDepJCiDFFepJCCDGIpEgOkOp9F8kXG5XzqZwN1M8XLV2LpNvt5sUXX6Sqqir0\n", "XE1NDW+88QZvvfUW1dXVeq5eCCFipmtPcvfu3aSlpZGRkUFWVhYA27Zt45FHHgGguLiYNWvW9PlZ\n", "6UkKIfSgTE+yubkZh8OBzWbr9bzD4Qg9tlqteq1eCCEGhW5FsqSkhKVLl97y/I07rhaLRa/V6071\n", "vovki43K+VTOBurni5ZuRbK2tpZt27ZRUlLC2bNnQ88HAoHQY4PBEPY7btzYJSUlSi2fOXNGqTyS\n", "b2zlk+XYlqOh+zjJ0tJSkpOTQz3JLVu2sHbtWjRNY8eOHTz88MN9fk56kkIIPUTbkzTrmIWmpiZK\n", "SkrIzc0NFclFixaxYcMGNE1jxYoVeq5eCCFipusQIKfTyXe+8x1WrlwZei4rK4unn36aZ555hrS0\n", "ND1Xr6uB7roPFckXG5XzqZwNYstX0eTmSEULF+o7CATVuBhQ1z1JIYSIVGWzm79+9zPauwKYDPDS\n", "6gJmpicMdyy54mag+jpzrxLJFxuV86mcDQaer7rdS3tX94ndgAYX6jsHM9aASZEUQighJd6CxfTF\n", "iJdcp30Y03xBiuQAjea+0FCQfAOncjYYeL58p52XHirgL5dO4p++OpU70hy3/9AQkJ6kEEIJBoOB\n", "GWnxzEiLH+4ovch8kkKIMUWZa7eFEGI0kCI5QKO1LzRUJN/AqZwN1M8XLSmSQggRhvQkhRBjivQk\n", "hRBiEEmRHCDV+y6SLzYq51M5G6ifL1pSJIUQIgzpSQohxhTpSQohxCCSIjlAqvddJF9sVM6ncjZQ\n", "P1+0pEgKIUQY0pMUQowp0pMUQohBJEVygFTvu0i+2KicT+VsoH6+aEmRFEKIMKQnKYQYU6QnKYQQ\n", "g0jXInn06FG2bNnCli1b+PDDDwHYvn07xcXFFBcXc+bMGT1XryvV+y6SLzYq51M5G6ifL1q63uNm\n", "yZIlocd79uwBwGaz8eCDD+q5WiGEGDS69yQrKirYtGkTa9euZcqUKezevZvOzk40TSMvL6/fvqP0\n", "JIUQeoi2J6n73RJzc3N5/vnn2bp1K1OmTKGoqCj02q5du/RevRBCxGRITtzYbDYSExNved5isYT9\n", "3I29jZKSEqWWX3nlFaXySL6xk6/nsSp5Rlq+aOl6uN3U1ITT6QTg3Xff5aGHHqKyspKcnBwAduzY\n", "werVq/v8rOqH2yUlJSxdunS4Y/RL8sVG5XwqZwP180V7uK1rkdy+fTtdXV0ALFiwgNzcXN5//31q\n", "a2sBmDt3LgUFBX1+VvUiKYQYmZTqST788MO3PFdYWKjnKoUQYlDJYPIBGmh/Y6hIvtionE/lbKB+\n", "vmjpfnZbCDE4qtq6qGx2Y0rPx+MPYDObhjvSmCDXbgsxAtS5vPzgvUtcbvYA8HcP5LE0L3mYU41M\n", "Q3Lt9smTJwfyMSHEADV0+EIFEuD3l5qGMc3YEvZw+5e//CWpqakEg0EuXbpEdnY2V69eJSEhgQUL\n", "FgxVRiWpPsxB8sVGtXzJdjPJdjMtbj8A8ycmDXOi/qm27WIVtkguWLCA+fPns3XrVr71rW+RkpJC\n", "fX09Bw4cGKp8QgggKymOn3xlKqW1HTiMfubnyKH2UAlbJOfPnw9AIBAgJSUFgNTUVGw2m/7JFKf6\n", "L6Xki42K+fKcdvKc9uGOcVsqbrtYRNST9Pv9vZY9Hk8/7xRCiNEloiLpdDo5duwYHo+HY8eOMX78\n", "eL1zKU/1sWCSLzYq51M5G6ifL1oRFckVK1aQlJTEe++9R1JSkswHKcQI0ekNcLbGxSdV7bR5/Lf/\n", "gLiFjJMUYpQKBDW2ltbzi2PXAVh7ZyrPLcjEbhnbg9B1GSd5c0/y97//fXSphBBDrr3Lz6YzdaHl\n", "raX1oSFEInIRFcmdO3f2Wna5XLqEGUlU77tIvtionC/SbDazkRmpjtDyFKcdu1X/6RpU3nYDEdG1\n", "28FgUO8cQohBZrOY+ONFE5mVkYDHH2RpbjLJtvATXYtbhS2Szc3N+P1+Ojo6aGhoQNM0AoGA7Emi\n", "/lgwyRcblfNFky0jMY61s9J0THMrlbfdQIQtkqWlpfh8Pmprazl79mz3B8zmPueJFEKI0Shsg+Le\n", "e+9l+fLlFBUVsXz5cpYvX87SpUv7vF/NWKN630XyxUblfCpnA/XzRSuiLu7MmTP1ziGEEEqKepxk\n", "ZWUlkyZNwmjU9yyZjJMUQuhBl3GSP/3pT6msrGTnzp1cv36dbdu2DTigEEKMJBEVyenTp4duA7tk\n", "yRJdA40UqvddJF9sVM6ncjZQP1+0IiqSgUAAAJNpbF/OJIQYeyIqki6Xiz179pCfn693nhFD9bFg\n", "ki82KudTORuony9aEV1x89hjj1FbW0teXh6ffPJJxFfgHD16lNraWgAmT57M/PnzqampYf/+/ZhM\n", "JpYtW0ZmZubA0wshhM4i2pN0OBzk5eUBMGfOHB577LHQa263u9/PLVmyhLVr17J27VoaGxsBOHHi\n", "BOvWreOpp57i+PHjsWQfVqr3XSRfbFTOp3I2UD9ftGIex7N3796wr1dUVPDSSy8xdepUoLvg9rBa\n", "rbGuXgghdBVzkbzdoXdubi7PP/88H3zwAQA3Dsu0WEbuxfaq910kX2xUzqdyNlA/X7T0nzcJsNls\n", "oUsZe86UAxgMhrCfu3G3vaSkRJZlWZZleVCWoxHzzOTFxcWsWbOmz9eamppwOp0AvPvuuzz00ENs\n", "2bKFtWvXomkaO3bs6HeyDNWvuCkpUfvewpIvNirnUzkbqJ8v2ituIjq7PVBHjhyhq6sL6L6HN8Ci\n", "RYvYsGEDmqaxYsUKPVcvhBAx03VPMhaq70kKIUYmXa7dDsdms8X6FUIIoayoi6TH4+m1XFRUNGhh\n", "RpKBNoGHiuSLjcr5VM4G6ueLVkRF8uWXX+bo0aMA1NfXy90SgTibgxNXW/nJgQrePd9Aq9s33JGE\n", "EDqI6MRNVlZWaPafSZMmjegrZQZL4uTp/MW2T9GA/ZeaSbKZuC9v/HDHClH57CJIvlionA3Uzxet\n", "iPYkb55g12zW9aT4iNDW5efGM161Lu+wZRFC6CeiIun3976hudcrBcHibiHfaQcgMc7E3Ey17vuj\n", "el9I8g2cytlA/XzRimiXcPbs2bzzzjtMmTKFS5cuMWvWLL1zKa+j7iovrFxIvcvLOLuZ7HFyll+I\n", "0SjicZIej4eqqioyMzOx2+1655JxkkIIXeh2xY3NZmPKlCkDCiWEECNVRD3JLVu26J1jxFG97yL5\n", "YqNyPpWzgfr5ohVRkbx5OrRdu3bpEkYIIVQTUZG0Wq3U1dWFlnsmrRjLVB8LJvlio3I+lbOB+vmi\n", "FVFPsqOjg5/97GehEyllZWW6TGohhBgdfIEg7V0B7BYjdsvIvstqRHuSdrudF198kSeeeIInnniC\n", "2bNn651Lear3XSRfbFTOp3I2gFOnz7HpbB1/uqWMfzxQQXXbyD7yjKhI3ny6/K677tIljBBi5OuM\n", "S+bXH1TT4vbzhyttHLvSOtyRYhJRkUxISOi1LEOB1O+7SL7YqJxP5WwACYlJvZb9wZimrB12EU+V\n", "VlFRwYkTJ/D7/ZSXl+uZSQgxgk1x2nh8dhpmo4E70hwsyRk33JFiElGRPHbsGFVVVVy7dg2z2Syz\n", "AKF+X0jyxUblfCpnAzh98jjr52Xw2hN38Pcr85k4wi/ZjahIVlVVsWTJktBsQPHx8bqGEkKMbHaL\n", "ifTEOJJsI3/GsIiKpMk0sk/h60H1vpDki43K+VTOBurni1ZERdLtduPzdc+87fP5brkCRwghRquI\n", "iuTKlSt54403KCsrY9u2bTz44IN651Ke6n0hyRcblfOpnA3UzxetiBoGTqeT5557TucoQgihnojn\n", "kywtLeXSpUtMnz6dadOmRfTl586d48KFCwSDQRYvXkx2djbbt28nEAgAkJ+f3+/VOzKfpBBCD7rM\n", "J7l3717GjRvHqlWr+Pjjjzl48CDLly+/7ecaGxt57LHHANi5cyfZ2dnYbDY5XBdCjBgR9SRbWlpY\n", "uHAhVquVhQsX0tjYGNGXFxYW3vJcIBBg8+bNbNq0iVOnTkWXViGq910kX2xUzqdyNlA/X7Qi2pO0\n", "WCx9Pt/W1kZSUlKfr91o7969LFy4EICioqLQ8zIvpRBCdRHtSXZ2dtLQ0ABAQ0MDPW3MAwcO3Paz\n", "hw4doqCggJSUlFte66/49rjxF6mkpESpZckn+YZreenSpUrlGWn5ohXRiZt//ud/xuv1MnHiRK5f\n", "v05ubi4mk4mysjJ+8IMf9Pu5w4cPk5qayowZM0LPVVZWkpOTA8COHTtYvXp1n5+VEzdCCD3ocuKm\n", "sLCQBQsW3PL8yZMn+/1MXV0dR44cYcaMGZSVldHe3s769euprKzkxIkTAMydOzfioKopKSlR+soC\n", "yRcblfOpnA3UzxetiIpkXwWy5/l9+/axYsWKW15LS0vju9/97i3P93UyRwghVBXxVGn9cblcg5Fj\n", "xFH9l1LyxUblfCpnA/XzRSvmIimEEKOZFMkBGuiZsqEi+WKjcj6Vs4H6+aIlRVIIIcKQIjlAqvdd\n", "JF9sVM6ncjZQP1+0Yi6SBoNhMHIIIYSSIiqSdXV1/b4WzaDM0UT1vovki43K+VTOBurni1ZERfI3\n", "v/kNra193zv35tvNCiHEaBLRZYlvvvkmTqeT9vZ27rnnHnJzc3UPJpclCiH0oMtliY8//jhWq5Vg\n", "MMjJkyc5dOgQzz777IBDCiHESBHR4XZbWxsATU1NXLt2jeTkZF1DjQSq910kX2xUzqdyNlA/X7Qi\n", "2pN86623SElJISUlhdWrV2O1WvXOJYQQSoioJ/naa6/x3HPPDelwH+lJCiH0EG1PMqLD7XXr1sl4\n", "SCHEmBRRkbRarVRUVHDixAn8fj/l5eV651Ke6n0XyRcblfOpnA3UzxetiIrksWPHqKqq4tq1a5jN\n", "Zo4fP653LiGEUEJERbKqqoolS5ZgNHa/PT4+XtdQI4Hq16dKvtionE/lbKB+vmhFVCRNJpPeOYQQ\n", "QkkRFUm3243P5wPA5/MRDAZ1DTUSqN53kXyxUTmfytlA/XzRimic5MqVK3njjTeoqakhEAj0une2\n", "EEKMZhGNkxwOMk5SCKEHXcZJ3mz37t0D+ZgQQow4YYvkj3/8YzZv3sxrr73G9773Pd544w3+9m//\n", "loqKiiGKpy7V+y6SLzYq51M5G6ifL1phe5Lf+MY3yMnJ4Xe/+x0/+tGPMJlMfP3rX+ftt9+O6MvP\n", "nTvHhQsXCAaDLF68mOzsbGpqati/fz8mk4lly5aRmZk5KH+IEELoIWyRzMnJAcBisYSGAZnNZhwO\n", "R0Rf3tjYyGOPPQbAzp07yc7O5sSJE6xbtw6A4uJi1qxZM+Dww0n1sWCSLzYq51M5G6ifL1oR9SQ9\n", "Hk+vZZfLFdGXFxYW3vLcjQVWZhMSQqguoiI5d+5c3nrrLU6dOsWGDRuYO3duVCvZu3cvCxcuBODG\n", "k+kWiyWq71GJ6n0XyRcblfOpnA3UzxetiMZJzpw5k7y8PK5fv86aNWuw2+0Rr+DQoUMUFBSQkpIC\n", "QCAQCL12u5mFSkpKQrvuPRteleUzZ84olUfyja18shzbcjRiHie5b98+VqxY0edrhw8fJjU1lRkz\n", "ZoSe27JlC2vXrkXTNHbs2MHDDz/c52dlnKQQQg+63OMmnP76k3V1dRw5coQZM2ZQVlZGe3s769ev\n", "Z9GiRWzYsAFN0/otrkIIoYqYi2R/0tLS+O53v3vL81lZWTz99NN6rXbI3NgKUJHki43K+VTOBurn\n", "i9aArrgRQoixQorkAKn+Syn5YqNyPpWzgfr5oiVFUgghwoi5SI7VG4SpPhZM8sVG5XwqZwP180Ur\n", "5iIZzal0IYQYaWQ+SSHEmKLLOMmDBw/e8pzD4WDevHmYzbqNIhJCiGEX9nD7hRdeoKqqiurqau66\n", "665e/0tNTY14yrTRSPW+i+SLjcr5VM4G6ueLVtjdwB/+8IcA2O12nE5nr9ecTienT5/WL5kQQigg\n", "phM3irYzh4TqY8EkX2xUzqdyNlA/X7QiKpJf+tKX+nx+8eLFgxpGCCFUE1GRTE9P7/P5jIyMQQ0z\n", "kqjed5F8sVE5n8rZQP180YrqcNvv998yS7kQQoxmYcdJnj17lrNnz+Lz+Zg9ezbnzp0jPj6erKys\n", "0EzjepFxkkIIPQzqfbfPnz/PU089xbp169i5cyfr1q1jzZo1XLt2LeagQl+NnT4+re+kuq1ruKMI\n", "MaKFLZI9A8WNRmPo9gs9y2Odyn2XOpeXH+27xJ9vvcBfbv+Uy03u4Y50C5W3H6idT+VsoH6+aIUd\n", "J5mYmMjBgwdxuVyMGzeOAwcOkJaWFrq9rFBTZYuHc3XdhbHZ7efktTbynJHfl0gI8YWwRXLFihVU\n", "V1cTFxeH0+mkvLwcl8vV731pxhKVx4LFW3r/iKXEq3dXSpW3H6idT+VsoH6+aN32wuvMzMzQ4ylT\n", "pugaRgyO/Al2/tv9uewsa+DuiUnMyUwY7khiCLW4fVS1eXFYjeQk28bsdIaDJeLmos/no66ujmAw\n", "SHt7u56ZRoRI+i6BoEZTp49OX+C27x1McWYj1roLvPiVqXx9TjpOh3VI1x8J1ftWKucLl63F7eP/\n", "O3qNv9z+KX9efIEzNX3fqE9PKm+7gYioSJaXl7N161b27NkDwPbt23UNNRq4fQF2ljXwZ8Vl/Hh/\n", "Bddbh3Z8qd/vlz2IMai63cv7l1sA8AY0tpU2DHOikS+iInny5Ekef/xxEhISMBqNJCTI4dvt+i4V\n", "zR7+7eg1mjr9fHCtjf0Xm4coWTfV+0KSb+DCZYu3GIkzffHjmOe0DUWkXlTedgMR0WSQNtvANnQw\n", "GETTtDF5Njx40xh9byA4TEnEWDJ5vJ0XvzKV7efryU2280CB8/YfEmFFtCfpdvceZ+f3+2/7md27\n", "d/OLX/yC2tra0HPbt2+nuLiY4uJizpw5E2VUtdyu75KTbOMbd2dgMkDeeBsrh/j/rKr3hSTfwN0u\n", "26yMBL735TyevjuDtISh70ervO0GIqI9yblz5/Lb3/6WtrY2Nm3aFNEliUVFRZSWlvZ6zmaz8eCD\n", "Dw4s6QiTEGfm63PSWDXNSZzZSLJdvWE4Qojbi/geN52dndTW1pKdnY3FEtk/+NLSUpKTk8nKygK6\n", "9y47OzvRNI28vLyw12bLtdtCCD3oco8b6L6nTV5e3oBC9SgqKgo93rVrV0zfJYQQQyGinuTOnTu5\n", "evUqFRUVvPnmm1y8eDHmFUeyN3pjb6OkpESp5VdeeUWpPJJv7OTreaxKnpGWL1oRHW4XFxfzyCOP\n", "sG3bNtasWcPbb7/Nk08+edsvv/lwu7KykpycHAB27NjB6tWr+/2s6ofbJSUlSg91kHyxUTmfytlA\n", "/Xy6HG4bjUaMRmNoKFBcXNxtP7Nv3z7Ky8ux2Wzk5uZSWFhIZWUlJ06cALpPBo1kKv+fACRfrFTO\n", "p3I2UD9ftCIqkl6vF5fLFSqSkZzrWbFixS3PFRYWRhlPCCGGV0Q9yaysLIqLi1m8eDFnz56lvLxc\n", "71zKG2h/Y6hIvtionE/lbKB+vmhFtCe5ZMkSlixZAsCMGTOYOnWqrqGEEEIVEY+THGqqn7gRQoxM\n", "g3qPm/7s3r17IB8TQogRJ6IiuWfPHt5++21efPFFNmzYwEcffaR3LuWp3neRfLFROZ/K2UD9fNGK\n", "qEi6XC6efPJJ7rzzTp5++mkKCgr0ziWEEEqIqEj2TN4aDHZP99VzF8WxTPWxYJIvNirnUzkbqJ8v\n", "WhEVyZ6p0UwmE21tbfh8Pl1DCSGEKiIqkl/72tcAWLlyJfv372fmzJm6hhoJVO+7SL7YqJxP5Wyg\n", "fr5oRXxZInRfjrh27VpdAwkhhEoGNE7y/fff1/0SQxknKYTQgy4TXJSUlFBdXR26V8358+flOmwh\n", "xJgQUU+ysbGRJ554gscee4zHHnuMb33rW3rnUp7qfRfJFxuV86mcDdTPF60BXXGTkpIy2DmEEEJJ\n", "YXuSPTfyOn78OJMmTQpNnnv06FG+/e1v6xpMepJCCD0M6rXbPbvNixYtChVIIYQYS8IWyWeeeYaZ\n", "M2eGxkVeunQJk8nEN7/5zSEJpzLV+y6SLzYq51M5G6ifL1phi2RCQgIAe/fuxeVysWrVKtra2jh6\n", "9OiQhBNCiOEW0YmblpYWFi5ciNVq5Z577qGxsVHvXMpT/fpUyRcblfOpnA3UzxetiIpkf7d/bWtr\n", "G9QwQgihmoiKZGdnJw0NDQA0NDSEbgR24MAB/ZIpTvW+i+SLjcr5VM4G6ueLVkRX3NTU1PDqq68y\n", "ceJErl+/Tm5uLhs3bqSsrIxHH31U74ziBo0dXjRggsMSmsJOCKGfiK7dPnnyJAsWLIj4+R7BYBBN\n", "00KXM0ZDxkne6myNi7/ffxl/UOO7y3NYkJ0UdaFs7PTS6g6QbDPjjO+7jSLEaKbLtdv9FcJwBXL3\n", "7t2Ul5ezZs2a0BjLmpoa9u/fj8lkYtmyZWRmZkYcdDgFghp1Li9GA6Qnxg1LhjaPn5++f4Vmd/fc\n", "nj/6fQW/+todpCVYI/6OqrYu/n7fZS41uZmWYuf79+eRmTQ8f48QI8WALkuMRFFREcuXL+/13IkT\n", "J1i3bh1PPfUUx48f12vVgyqoafyhspVvv3OeP95UxkfXu09WDUffxXjDTqOB7uLdn77yfVrfwaUm\n", "d/fjBjefNXQOdsSIqd63UjmfytlA/XzR0q1I9sXhcIQeW62R7wENp3qXj58crMAX1PD4g/zs8FVa\n", "PEM/M3uSzcxfF04mM9FKisPCcwuyOHW9HV8gGPF32C292x4OS/RtECHGmiG9Wc2N7c/+hhWpxmSE\n", "OLORrkAAAJvFiMlgGJaxYKkOC/MmJmIwGHjjoxoMwJdyknA6bv3B6SvfjDQH316YxeHLLSyfMp5p\n", "aY5b3tMfXyBIeZObTm+A7GQbqfGx/cipPpZO5XwqZwP180VrSItk4PNCA0R0wqGkpCS0wXt24Ydj\n", "+YUHp/AvJVexmOCv7sshMc48LHkSJ6TzaUOAzxq6D5nnZcZjM5ui+r4nly7l0ZkpnP7oFKc/+DTi\n", "9R+5WMc/llQT1ODurASeyjPQ0VijxH8fWZblaJejMaCZySNVWlpKcnJy6MTNli1bWLt2LZqmsWPH\n", "Dh5++OF+P6va2e0Orx8D4LB2/67cWMCH0tUWD7+/1IzZCMunjGfiOFuf7xvsfH+35xLHrnxx8cC/\n", "PTKN6WnxA/6+4dp+kVI5n8rZQP18upzdHoh9+/ZRXl6OzWYjNzeXwsJCFi1axIYNG9A0jRUrVui1\n", "6kFXVtfBprN1pMZbWX1HClnDeEZ4UrKNZ+cP/aiAO9MTQkUyMc5EQpz0M0cSTdNkXO0A6bonGQtV\n", "9iSr27r4s+ILdHi7WwVF05381dLJY+7/cI2dPk5ea6OmvYt7c5KZmhJ5P1MMH03TOF3t4u3TteSM\n", "t/PIHSlkjPFhX8rsSY4WHn8wVCABKps9+IMaFtPYKpITHBZWTZsw3DFElK62ePj+e5fwBjQ+uNaO\n", "2Wjgj+6RuWGjMaRDgEai1HgLa+9MBcBsNPCNuzOxmIzKjwWTfLFROV802dz+IN7AFweLV1rcekTq\n", "ReVtNxCyJ9mHdo+fFo+feKsJp8PCN+Zl8OX88cSZjUxO7vtESbQ6vAFq2ruIMxnJHqTvFOJmmYlW\n", "vjLdya4LTdjMRh6fnT7ckUYc6UnepKHDyyt/uMbhilbyxtv4wYo8sm86g9zm8WM0QEJc929Ms9uH\n", "2xck2WbGYb39CY0Ob4DffVLLW5/UEmcy8KNV+czJStTl7xGizeOjpt2H3WJkkvwgS08yVuVNbg5X\n", "tAJwudnDx1XtvYrk6ep2/vnwVawmA/+5MAeb2cAL+y5ztbWLR+9MYf3dmSTZwm/W2nYvb31SC0BX\n", "QOP1j6q5Mz0es0m6H2LwJdksJNlGxsUbKpJ/lTex3lSobrx0r97l5YV9l6lq66Ki2cOvTlznYHkL\n", "V1u7ANh6roHLTbf2fLr8Abr8X5z8iTMbsJm/WE9mYhwm4+CeCFK9LyT5Bk7lbKB+vmjJnuRNClIc\n", "/OniiewSy/lxAAAWj0lEQVQsa2T+xERmZ3Tf5ycQ1AhoGolxJtq7ugtepzeA3dK7qN581vvT+k5e\n", "/sNVDBj4syXZFKQ4mDjOxo9X5fP6qWoykqx8/a6MMTekSIiRQnqSfdA0jQ5fALvZhMlooLa9i7c+\n", "qeV8XSePzExhz4UGKlu9/PcVeaQlWHntZDUX6jt4/K40Vkx1hiaSuNbi4b/uvkSNywtAdlIcP3uk\n", "gHGfH/oEghomo4Ga9i4+ut6OL6gxf2Jiv1fRjHaXm9xUt3eRFm8lf4JdfjiELqQnOQgMBgMJ1i82\n", "TUlFK++Wdd/87F9LrvLTh6aSkRhH6udzOf7nZZPx+ILEW02hw+bGTh9HK1tx3TDGst0bwH/DcAyT\n", "0YDHF+B/n6ji0OUWAGalx/PDB6cw7qa+ZlWbhyvNXSTZTBRMcGAxj65OSXljJ//vjs/o9AWxmgy8\n", "tLqA6akDv+xRiMEyuv6l6eTGqdHunzqehk4fH15ppKrNA3T3MZNs5l59xVa3n+3nG3h6bjomQ/cY\n", "y79YOgmno3cDvdMX5HSNK7RcWteB2xfo9Z7a9i7+bk85f7e3nL/a/hmnqtpvm1n1vtDN+a63dtHp\n", "6572zRvQqGz2DEesEJW3n8rZQP180ZI9yZv0HAL3aHX7+NLkcZytdtHhC5IUZ+bFA5UAFKS08tf3\n", "TWbKBEfos5XNbrwBjWSbmcnjrHxS1c76eZnkOW0snDTulkPIOJOB/7Qkm6NX2th/sYnVM1IYF9f7\n", "P0t9h48rLd0nhzTg/cstLJo8TsetMPRSE6wYDdAzj3Bm4siYb1SMflIkP9fq8bH/YjMll1tYUeBk\n", "2ZTxeP0B3j5dx4fX21mSM46ZaQ5+daI69JnPGtx8Uu0iJcFKUpyZ41da+R/7L/O1WWnEW03cmZHA\n", "jNTuAjo52XbLGWxXl5/NZ+v53Se15I638T8fKmDSuDjsN421TLabe50wmpOZcNu/R+VZWODWfAUp\n", "Dl5aXcDlJjeTk23MGORD7WutHvZfbCYY1FhR4LzteEGVt5/K2UD9fNGSIvm5srpOfnHsOgBnazvI\n", "TLTS6Q2y6Ww9RgO0ePykxVu4L28clR91HwrekebgWmsXVa1dnGxrY+OZOu5Ii6em3Uuty0vhlGSK\n", "SxuYnurgxNV27p6YyILspFCxrGj28NuPagD4rNHNR9fbQ2fTb5Q9zsY/fXUqpbUdpMRbuTNj9PXq\n", "TEYDd6YncGf67X8AotXR5efnJVf5uLq7rfHh9Xb+oSj/tuNZhQApkiGurt59wK6Ahs1i5D/dm01m\n", "YhyNnT4m2M3Mykwge5yNqrYuPP4gs9ITePFABU6HhYxEK1aTkc8aOvnK9An86kQVAMeutPHHC7N4\n", "YW85L6+dgclo4M2Pa5h1U0EIN5Y8f4KD/AmRz7yj+px+Q5nP4++eVb1HRbMbjz9IUpjPqLz9VM4G\n", "6ueLlpy4+dy0VAcTk7r7YLPSHNjMRv7h95cJavCTgxW0dQU4X9/JxQY3czISmJVi5a6MBIxGqG73\n", "cq62g9zxdtITLKwscNLl733vmfauAEajAU3TePkP19h/sZlDl5t58q40km1m5mcnsnzKeN3/Tk3T\n", "+KS6nR/uucRrJ6uobe/SfZ3DLclm5pm7M0LLT89Nv2X0gBD9GXPjJBs7fVxt8WC3GJky3t5rKE29\n", "y0urx0+yzcxPDlXS7PYzxWknNcHCwUvN1Hd0n+V+dn4GmYlx7L/YjMnYfXb7/c+H8HzvyzksmpRE\n", "ZbOHnx+5yqUmD8l2M0/NSaexw8faWan8zc6LXPv8Kp3c8Ta+f38uqfHWiK77jlVls5vniy+EZob5\n", "xt3pfHP+6J86y+0NUNHsIYhG3nj7kGxroSYZJxlGq9vP/zp6lZKKVgzAf3sgl/vyvth7S02wkppg\n", "pbyxg8Q4E1dbPEyIt2A3G0MFEuDjKhef4OKO9Hj2ftrEvTnj+Ntlk7GZjbi8ATx+jTvSE/gfK/Np\n", "6PRhNRkwGw2kxFuJt5p4dn4mLx6oIKjB/fnjSU+0hu5Vo7dO381TZ43+PUkAu9XEHemjr5cr9Dem\n", "DrcbOr2UfD55hQZsPltPu8fHHypa+N8nrvNxVTv+oEa7N8i0FAfTUh0kWk2kJ1opmGAPfc/dWYlU\n", "tHg4W+NiUrKN/BQ77V0BLja6aej0h8Y9piZYuSMtnvwJDnLG24m3mnD7Ahy53Mw352Xy7PxMztW4\n", "QmetY+UPapTVdfCHyhY+unitz/dkJcbxwNTuHwab2cijn8+VOdRUH0uncj6Vs4H6+aI1pvYkE6wm\n", "ku1mWtx+AGZlxHO9zUtpXSepCVbc3gDvltYzNcVBRbMnNOfj0txxfP/+HMqbPAQ1cHkD5CTbWJCd\n", "xMx0O/s+a2HXhe4rcvIn2Fk3t/85+3xBjc8aPRy83F2sjQZ6XYUTi9JaF3+z8yJBrXsm8f+ZmnLL\n", "NG/j7Gb+dHE2a+5MxW4xDdr8mEKMVmOqSKYnxvFiUT7vX24hNd5CvtPOf919KXTp4B8tyKTTFyDB\n", "5cVogLlZibS4/Zyv6+BsjYsZaQn865GrQHdf8s40BxmJcXx0/YsrYC41uklL6H8gdFKcmf/4pYm8\n", "sPcy/qDG/7NkEuNsRs7VuOjwBcgdbw/7+XA+ut4eGozd2Omjtt17S5EEGGczD/uJC9XPfqqcT+Vs\n", "oH6+aI2pIgm9h9K892lDr2urS+s6aOz0sfF0HX90Txa/OlGFyQA5i7N5oGAC/3igIvTeNz+qxXeX\n", "RlZ7Fw9Oc/L6qe7xjktyxoUm4+3Pguwkfvm1GQSCGpmJcRyuaOEnB7uv4pmbmcD3vpzLeEf08/9N\n", "u2EAts1svOUSSCFE9MZET7LDG6C01sX5m66LdlhMoV6j0QBzMhO51tpFQOt+bUF2In+8cCI17R68\n", "/iCZN9xlLj3RSqvHz9un68lOiuOP7sni2fmZjLeb+5xT8kZGg4HscTZyxtsxGQ3sON8Qeu3jahdN\n", "7u6TRLUuL6W1LqrbIju5MiczgX8oyufPl2Tzw8J08pz2239omKjet1I5n8rZQP180Rr1e5Jd/iDF\n", "5+r4zYfde3p/9qWJrL4jFbPRwPTUeP7DgkzaugI4LCYOX27C7QsywWEhd7wNuyWZnx+5zl8uncQL\n", "+8p5bkEWGYlWDBiYlmrn/z9exdLcZJo9fn79QVVonUtyIr+u2mQ0MH9iIudqOwBIdVhIiDNzrdXD\n", "D967xPU2L6kOC//wlXxyxocveg6riQXZ3UOkS0pKYEpG2PcLIW5vyMdJbt++nUCge28uPz+f2bNn\n", "9/m+wRonWdvexX/ccoG1s1IxAHaLiS/nJ+N0WGnv8vNvR65ysLx7jOOfLpqIwdA9c/jExDjavAEm\n", "OMy4fUH+teQaNS4vk5NtPDJzAm5vkCDQ6vHT6Q1gMBj4pLqd+/OdPDozhXH2yA91mzp9fFLdTrPb\n", "z7ysRHKddg5fbuafDlYSbzXR7PbzN8tyeKDAGfP2EGKsU36cpM1m48EHHxy69ZlNPLcgkzc/qqHJ\n", "7cdmNnJnejxOh5WmTj8Hy1swGuDhO1LQ6J4Yt7zJTYpDI85k4N2yJi42drKiwMmZGhdldR1MTLLR\n", "4fWTbLdwudGNN6hxT3Yi37onq9eckpFyOix8Ob93ARxvt/D03Rk0dPjISbZJf1GIYTLkPclAIMDm\n", "zZvZtGkTp06d0n194+xmkuLMNH0+7MfjD3K+roNfHb9Ge5ePzEQrT96VzukaF788fp2fvn8Fq9nI\n", "3//+MrUuH3s/a+JyU/dEFKvvSOG7X87lf/3hGj/6fSXf332JglQHX52RQq7TccuckrG43OTm/5ys\n", "Zsf5Bl47WcU4W3SDzVXvC0m+gVM5G6ifL1pDvidZVFQUerxr164hWWdGYu+5CjVg45l6is818E8P\n", "TeVKs4fLTd0z+7R4/DR1+oi3mGjq9PX6Hl8gyNUWb+iSwq6AxvW2LmbqMHNNWX1H6HGnL4jbFwzz\n", "biGEXob17LbFEv4Q8sZfpJKSkgEvT01x8N+XZfHULCffW57D4c+vs/YFNepdXlLie+dIsplp8fiZ\n", "nhYfmvx1/sRE/EGNCQ4LN+4spn8+pjGWfH0tL860hdYzPcWBt7Uuqs8P5vbTY1nyDXx56dKlSuUZ\n", "afmiNeQnbiorK8nJyQFgx44drF69us/36TXBRXmTm//y7me0dwVw2s38xdJJ/PajGoqmTeDE1TZm\n", "Z8RjNRvx+IIUTLBz/Fo7SXEmKpo9OCwm5mXFk2i3cL21i5xkG3ekdb9/sAWCGpcaO2nvCpA9Lo70\n", "xLjbf0gIcVvRnrgZ8j3JyspKNm7cyMaNG5k+ffpQr54pTjs/e3gaP/nKVH7y1als+LiWzxrc/ObD\n", "apZPSaah00d5o4c5mQl0BYJ0+gL8+6kaTte4eGRmCsunTmD+xCRSWj5jTlaiLgUSuocGTUuNZ352\n", "0oAKpOp9Ick3cCpnA/XzRWvIe5KFhYVDvUoArrZ6KK3p+Py2CvFMTrahaRr3TEqirL6Ttq4Am87U\n", "8/0Hcom3mkj+fAjPXZmJPDE7DZu5e6KLHsGg9AiFGAvGxHySDR3eXnM4rp+Xwfp5mQA0u32cr+3A\n", "7Q9yR2o8WePksFaI0Uz5cZLDob0rECqQACeutvHkXWnEmU2Mt1tYkps8jOmEECobE9duJ9vM3HXD\n", "HQZXTnMSF+Mkt6r3XSRfbFTOp3I2UD9ftMbEnuR4h4X/siyH8sZObBYT01Iiv6GWEGJsGxM9SSGE\n", "6KH8ECAhhBhJpEgOkOp9F8kXG5XzqZwN1M8XLSmSQggRhvQkhRBjivQkhRBiEEmRHCDV+y6SLzYq\n", "51M5G6ifL1pSJIUQIgzpSQohxhTpSQohxCCSIjlAqvddJF9sVM6ncjZQP1+0pEgKIUQY0pMUQowp\n", "0pMUQohBJEVygFTvu0i+2KicT+VsoH6+aEmRFEKIMKQnKYQYU6QnKYQQg0iK5ACp3neRfLFROZ/K\n", "2UD9fNEa8nvc1NTUsH//fkwmE8uWLSMzM3OoIwghRMSGvCe5bds2HnnkEQCKi4tZs2ZNn++TnqQQ\n", "Qg/K9yQdji/uVGi1Wod69UIIEZUhL5I37rhaLJahXv2gUb3vIvlio3I+lbOB+vmiNeSH27t376ao\n", "qAiAffv2sWLFij7f9+GHH9LS0jKU0YQQY0BycjLz58+P+P1DfuLG7XYD3XuUPY/7Es0fIYQQehny\n", "PcmqqioOHTqEpmmsWLGCtLS0oVy9EEJERdkrboQQQgUymFwIIcKQIimEEGFIkRwlgsEggUBguGP0\n", "S/V8QvRnyM9u347qly1u37499I89Pz+f2bNnD3Oi7mFV5eXlrFmzhqysLECt7dhXPtW247lz57hw\n", "4QLBYJDFixeTnZ2tzDbsK5tK2+/o0aPU1tYCMHnyZObPn6/MtusvX1TbT1PM1q1bQ4+3bNkyjEn6\n", "tmfPnuGO0Kdz585p169fDy2rth1vzqfadjx06FDo8bvvvqtpmjrbsK9sqm2/Hu+9956maepsu5v1\n", "5Itm+ym3J6n6ZYuBQIDNmzejaRp5eXnKXl8u2zE6hYWFtzynyjbsK5tq26+iooJNmzaxdu1aQJ1t\n", "1+PmfNFsP+WKpKb4ZYs9VwsB7Nq1axiThCfbcWD27t3LwoULAfW24Y3ZVNt+ubm5PP/882zdupUp\n", "U6Yot+1uzhfN9lPuxM2NzX2DwTCMSW5Phf/4/ZHtGL1Dhw5RUFBASkoKoNY2vDnbjVTZfjabjcTE\n", "RECtbdfjxnw3ut32U65IRnrZ4nCprKwMPfZ4PMOYJDzZjtE5fPgw6enp5Obmhp5TZRv2lU2l7dfU\n", "1BR63LMHqcq2g77zRbP9lDvcXrRoERs2bAhdtqiayspKTpw4AcDcuXOHOU23ffv2UV5ejs1mIzc3\n", "l8LCQqW2Y1/5VNqOdXV1HDlyhBkzZlBWVkZ7ezvr169XYhv2l02l7XfkyBG6uroAWLBgAaDWv+O+\n", "8kWz/eSyRCGECEO5w20hhFCJFEkhhAhDiqQQQoQhRVIIIcKQIimEEGFIkRRCiDCkSAohRBhSJEeB\n", "2tpaiouLeemll/p8/eWXX6a+vj6q73z77bcpLi6muLiYrVu30tbW1uv1HTt2DDhvj/fee49NmzbF\n", "/D2jTSTb1uVy8eqrr1JaWjoEicY25a64EdFLT09nzZo1bNy4sc/Xn3jiCcaPHx/VdxoMBtasWdPv\n", "64NxqdmqVavYvHlzzN8z2kSybRMSEli6dCnBYHAIEo1tUiRHMa/Xy+7du7l48SLr168nNTU19NoH\n", "H3zAnj17yMvLIzExEZ/Px9q1a0OTEcTFxbFp0yZMJhOdnZ2sXr2apKQk/H4/u3btoqysjOLiYgAK\n", "Cgq48847b5vH7/ezZcsWjEYjmqbdMhHr+++/T11dHVarFY/HQ1FREUlJSZw+fZotW7bwwAMPsHTp\n", "0tDy/fffz3333dfv+lwuF2+++SYOhwOj0YjNZqOzs5OioqLQRBH9rRPg5MmT7Nq1i/Xr13P06FGs\n", "Vitz5syhoKCAQCDAzp07Q9cCd3R0MHnyZO69997bboejR49SVVWF1WolGAxitVr56le/ettt29jY\n", "yK5du3A4HHi9XhITE8nLy7vt+kSMYp/GUqji7bff7vP5AwcOaHV1dbc8/8orr4Qenzp1Svvss8/6\n", "/HxXV5e2adOmiNYVzvbt27X6+vrQ8vHjx7WNGzdqmtY9Ke/hw4dDr3m93tBrmtY98ezVq1dDr73z\n", "zjsRrfPcuXPaq6++GloOBALav//7v0e0Tk3r/jt37959y/fu2rVLa2xsDC03NDRo58+fjyjT66+/\n", "rrW3t4fyXLly5ZZ19uU3v/mNFggEQsu//vWvtXPnzkW0TjFwsic5hk2YMCH02G634/V6+3zfYE2a\n", "6nK5ek31NXfuXK5cuQJAeXk5Ho8ntAcF3XtnPe699142bdrEk08+yZEjR8LuQd7s7rvvDj02Go3Y\n", "7faI1tlj1apVff4tTqcztDxhwoRe2zOcxx9/nGPHjuHxePB4PBFPUGG1WjEavziNcOPfJfQjRVLc\n", "IhgMcvnyZfLz8wFoaWnBZrPF/L3x8fE0NDSECuWpU6dCh6uzZs2ipqaGxYsXh97v9/tDj00mEwkJ\n", "CbS2tlJXV8fy5csjXu8nn3wSmnk6EAiEfgxut85wbDYbTU1NoUIZDAYpLy9n6tSpYT/n9/u5ePFi\n", "r/xvvvlmr2nQ+tPV1UUgEMBkMgHd2+/G7EIfMgvQKHDw4EFaWlo4c+YMs2fPxmg0UlRUxKeffsrF\n", "ixcpLy8nPT2d+Ph4Fi9eTEZGBgcPHuTw4cP8yZ/8CWlpabz++usEg0GeffbZ0HfW1tYSFxcX6lea\n", "zV/8pr7//vs0NTVhNBrx+/0sWbKEjIyMsDn9fj/vvPMOFosFo9FIQkICH3zwAevWrSMnJ4dTp05x\n", "5coVjEZjaNLWnun2oXsv7+c//zmPPvooM2fOjGjblJaWUlZWhsfjweFw4PF4WLlyZai4hVvnzp07\n", "+fDDD0M3iZozZ06oB+j3+9m6dSsmkyl0J8j77rvvttvA4/Hw8ssvM2XKFAwGA11dXcybN69Xce1v\n", "2zY0NLBz504SExPxer2YTCaampp45plnSEhIiGh7iOhJkRSj2rlz5zAYDBEXVSFuJofbYtRqb2/n\n", "yJEjQHcPsef+MEJEQ/YkxaA5efIk165d6/O1BQsWkJ2dPSrWGU5FRQUff/xxn6/l5uYO+yziInpS\n", "JIUQIgy5LFEIIcKQIimEEGFIkRRCiDCkSAohRBj/F1cRTL20xCPHAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.760646\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8FPed5/+X+lJ36xaSAEmgAwSYw2BzhsvE5lAyYGOM\n", "7diO4+zYu9lMHtnZmd2ZXyY7STYzSZzdjTfzy8zYkxk/8hsnsXEwGDAEMIcxIDDIGNtgZHEJCZDQ\n", "je5udXd1/f4QtCVATZekkvorfZ5/qbrVXW9XyEdVn/p+vxWj67qOEEKIO7IMdQAhhIhmUiSFECIM\n", "KZJCCBGGFEkhhAhDiqQQQoQhRVIIIcKwmfnlR48epaamBoDx48cze/Zsqqur2b9/P1arlQceeICx\n", "Y8eaGUEIIfrF1CK5cOHC0M979uwBoLi4mGeeeQaArVu3snbtWjMjCCFEv5h+uV1eXs5LL73ExIkT\n", "AXC73aH3HA6H2bsXQoh+Mb1I5ubm8p3vfIcPP/wQgO4TfOx2u9m7F0KIfjH1cvsmp9NJQkICAJqm\n", "hV6PiYnp9TN79uzBarWank0IMbIkJycze/bsiH/f1CLZ2NhIamoq8MUZpMfjCW3f/PlOrFYr999/\n", "v5nxhBAj0MmTJw39vqmX20eOHGHTpk1s2rSJadOmATB//nw2bNjAhg0bmD9/vpm7HzJFRUVDHaFP\n", "VM0N6mZXNTeond0IU88k16xZc9trmZmZPPXUU2buVgghBkxMtC6Vtn//frncFkIMuJMnT/LQQw9F\n", "/Psy40YIIcKQImkCVXs1quYGdbOrmhvUzm6EFEkhhAhDepJCiBFFepJCCDGApEiaQNVejaq5Qd3s\n", "quYGtbMbIUVSCCHCkJ6kEGJEkZ6kEEIMICmSJlC1V6NqblA3u6q5Qe3sRkiRFEKIMKQnKYQYUaQn\n", "KYQQA0iKpAlU7dWomhvUza5qblA7uxFSJIUQIgzpSQohRhTpSQohxACSImkCVXs1quYGdbOrmhvM\n", "z17f7qO2zUdwiC92pUgKIaLOmeo2vr3lLC9s+pyj5c1owaErlNKTFEJElTZfgL/cfp7y614A7JYY\n", "Xl1/D2MTYwfk+6UnKYRQmoUY7JaY0LbVEkO3zSHIIwacqn0mVXODutlVzQ3mZXc7rPzXJePJTXYy\n", "Ot7Bj1bkMTphYM4i+8LU524LIURfFKS5eWlNAVpQJ9llH9Is0pMUQowo0pMUQogBJEXSBKr2mVTN\n", "DepmVzU3qJ3dCCmSQggRhvQkhRAjivQkhRBiAEmRNIGqvRpVc4O62VXNDWpnN0KKpBBChCE9SSHE\n", "iCI9SSGEGEBSJE2gaq9G1dygbnZVc4Pa2Y2QIimEEGFIT1IIMaJIT1IIIQaQFEkTqNqrUTU3qJtd\n", "1dygdnYjTF1P8syZM5w9e5ZgMMiCBQvIzs5m+/btaJoGwIQJE5gxY4aZEYQQol9MLZINDQ2sW7cO\n", "gJ07d5KdnY3T6WTFihVm7nbILV68eKgj9ImquUHd7KrmBrWzG2FqkVy6dOltr2maxttvv42u6+Tl\n", "5cnNGSFEVBuUnuTevXuZN28eAIWFhaxbt47HHnuMmpqawdj9oFO1V6NqblA3u6q5Qe3sRpheJA8e\n", "PEhBQQFpaWm3vWe3h392Rff/EYqKimTb5O3Tp09HVR4j26dPn46qPCNhW+V/L0aYOk7y8OHDpKen\n", "M2XKlNBrFRUV5OTkALBjxw5Wr159x8/KOEkhhBmMjpM0rSdZW1vLkSNHmDJlCqWlpbS2tvLss89S\n", "UVFBcXExALNmzTJr90IIMSBMK5IZGRl873vfu+31O93MGW6KioqUvPOnam5QN7uquUHt7EbIYHIh\n", "hAhD5m4LIUYUmbsthBADSIqkCfo61GCoqZob1M2uam5QO7sRUiSFECIM6UkKIUYU6UkKIcQAkiJp\n", "AlV7NarmBnWzq5ob1M5uhBRJIYQIQ3qSQogRRXqSQggxgKRImkDVXo2quUHd7KrmBrWzGyFFUggh\n", "wpCepBBiRJGepBBCDCApkiZQtVejam5QN7uquUHt7EZIkRRCiDCkJymEGFEGpSd54sSJvnxMCCGU\n", "E/YZN7/+9a9JT08nGAxy8eJFsrOzuXLlCvHx8cyZM2ewMipH1Wd/qJob1M2uam5QO7sRYYvknDlz\n", "mD17Ntu2beP5558nLS2Nuro6Dhw4MFj5hBBiSIW93J49ezYAmqaRlpYGQHp6Ok6n0/xkClP1r6uq\n", "uUHd7KrmBrWzGxFRTzIQCPTY9nq9poQRQohoE1GRTE1N5dixY3i9Xo4dO0ZKSorZuZSm6vgxVXOD\n", "utlVzQ1qZzcioiK5fPlyEhMTeffdd0lMTGTFihVm5xJCiKgg4ySFECOKKeMkb+1Jvvfee8ZSCSGE\n", "oiIqkjt37uyx3dbWZkqY4ULVXo2quUHd7KrmBrWzGxFRkQwGg2bnEEKIqBR2MPn169cJBAK0t7dT\n", "X1+PrutomiZnkneh6vgxVXODutlVzQ1qZzcibJEsKSnB7/dTU1PDZ5991vUBm401a9YMSjghhBhq\n", "YS+3Fy1axLJlyygsLGTZsmUsW7aMxYsXk5CQMFj5lKRqr0bV3KBudlVzg9rZjYioJzl16lSzcwgh\n", "RFQyPE6yoqKCcePGYbGYu16vjJMUQpjBlHGSv/jFL6ioqGDnzp1UVlbyzjvv9DmgEEKoJKIiOXny\n", "ZHJycgBYuHChqYGGA1V7NarmBnWzq5ob1M5uRERFUtM0AKxWq6lhhBAi2kRUJNva2tizZw8TJkww\n", "O8+woOr4MVVzg7rZVc0Namc3Iuw4yZvWrVtHTU0NeXl5fPrppxHPwDlz5gxnz54lGAyyYMECsrOz\n", "qa6uZv/+/VitVh544AHGjh3br/8AIYQwU0Rnkm63m7y8PABmzpzJunXrQu95PJ5eP9fQ0MC6detY\n", "v349p06dAqC4uJhnnnmGr33taxw/frw/2aOWqr0aVXODutlVzQ1qZzei3+N49u7d2+t7S5cuve01\n", "t9sd+tnhcPR390IIYap+F8lILr337t3LvHnzAOg+LNNut/d391FJ1V6NqrlB3eyq5ga1sxth7ohw\n", "4ODBgxQUFIQeJHbzTjlATExM2M92P50vKiqSbdmWbdkekG0j+r0y+datW1m7du0d3zt8+DDp6elM\n", "mTIl9NqWLVt49NFH0XWdHTt29LpYhsozboqK1Hwesaq5Qd3squYGdbMbnXET0d3tvqitreXIkSNM\n", "mTKF0tJSWltbefbZZ5k/fz4bNmxA13WWL19u1u6FEGJAmHom2R8qn0kKIaKXKXO3w3E6nf39CiGE\n", "iFqGi6TX6+2xXVhYOGBhhou+NoiHmqq5Qd3squYGtbMbEVGRfPnllzl69CgAdXV18rREIcSIEVGR\n", "zMzMDK3+M27cOBobG00NpToV7/iBurlB3eyq5ga1sxsRUZG8dYFdm820m+JCCBFVIiqSgUCgx7bP\n", "5zMlzHChaq9G1dygbnZVc4Pa2Y2I6JRwxowZbNq0ifz8fC5evMj06dPNziWEEFEh4nGSXq+Xqqoq\n", "xo4di8vlMjuXjJMUQpjCtBk3TqeT/Pz8PoUSQghVRdST3LJli9k5hhVVezWq5gZ1s6uaG9TObkRE\n", "RfLW5dB27dplShghhIg2ERVJh8NBbW1taLuzs9O0QMOBquPHVM0N6mZXNTeond2IiHqS7e3t/PKX\n", "vwzdSCktLTVlUQshhIg2EZ1JulwuXnzxRR5//HEef/xxZsyYYXYupanaq1E1N6ibXdXcoHZ2IyIq\n", "krfeLr/33ntNCSOEENGm3+tJmkXGSQohzGDaepLl5eUUFxcTCAQoKyvrUzghhFBNREXy2LFjVFVV\n", "cfXqVWw227B9XvZAUbVXo2puUDe7qrlB7exGRFQkq6qqWLhwYWg1oLi4OFNDCSGGtyaPn9Ladiqu\n", "e4jSjl9IREOArFar2TmGFVXHj6maG9TNrmpu6Hv2Zk+AV45d5cDFJhzWGH5WOIF7xyYMcLqBE9GZ\n", "pMfjwe/3A+D3+2+bgSOEEJG61trJgYtNAPg0nS2f1Q1xovAiKpIrV67k9ddfp7S0lHfeeYcVK1aY\n", "nUtpqvZqVM0N6mZXNTf0PbvbYSHWGhPazkuN7ocJRnS5nZqayje/+U2TowghRoLxyS5+9pWJvFNS\n", "R06ykxWTUoc6UlgRj5MsKSnh4sWLTJ48mUmTJpmdS8ZJCiFMYco4yb1799LW1saqVatoamri/fff\n", "72s+IYRQSkRFsqmpiXnz5uFwOJg3bx4NDQ1m51Kaqn0mVXODutlVzQ1qZzcioiJpt9vv+HpLS8uA\n", "hhFCiGgTUZHs6Oigvr4egPr6+tDgzwMHDpiXTGGqjn1TNTeom13V3KB2diMiurtdXV3Nq6++SlZW\n", "FpWVleTm5vLWW29RWlrKI488YnZGIYQYMhEVyaVLlzJnzpzbXj9x4sSABxoOioqKlPwrq2puUDe7\n", "qrlB7exGRHS5facCefP1ffv2DWggIYSIJhEvldabtra2gcgxrKj611XV3KBudlVzg9rZjeh3kRRC\n", "iOFMiqQJVB0/pmpuUDe7qrlB7exGSJEUQogwpEiaQNVejaq5Qd3squYGtbMb0e8iGRMTc/dfEkII\n", "RUVUJGtra3t9z8hqGiOFqr0aVXODutlVHmus6jE3KqIi+dprr9Hc3HzH9+Lj43v9XDAYRNO0viUT\n", "Ypg7V9fOB55RbD1TS12bb6jjiF5ENOMmKyuLDz74gNbWVubOnUtubu5dP7N7927KyspYu3YtmZmZ\n", "AGzfvj1UNCdMmMCMGTP6njyKqdqrUTU3qJe9stnL93ZdpM2nAU20eAN8Y3bmUMcyRLVj3lcRFcn1\n", "69fjcDgIBoOcOHGCgwcP8txzz4X9TGFhISUlJT1eczqd8ugHIYB2X/BGgexSWtuBruvS449CEV1u\n", "31wSrbGxkatXr5KcnNynnWmaxttvv83mzZs5efJkn75DBar2alTNDeplz4i3szAnCQBLDDwyLV25\n", "AqnaMe+riM4k33zzTdLS0khLS2P16tU4HI4+7aywsDD0865du/r0HUIMB8kuO/9l0TgeGudgTFoq\n", "+amuoY4kehFRkYyLi+PJJ58c0L90vS3k2133VUZu/tVSYXvx4sVRlcfI9k3RkifS7ZuvRUueSLeX\n", "RFmekfTvJVIRPQjM5/P16eyxpKSE5OTk0I2biooKcnJyANixYwerV6/u9bPyIDAhhBlMeRCYw+Gg\n", "vLyc4uJiAoEAZWVld/3Mvn37KCoqYt++fRw6dAjoKpJvvfUWb731FpMnT444pGpU7dWomhvUza5q\n", "blA7uxERXW4fO3aMYDBIdXU18+bN4/jx4+Tn54f9zPLly297benSpX1LKYQQQySiM8mqqioWLlyI\n", "xdL163FxcaaGUp2q48dUzQ3qZlc1N6id3YiIiqTVajU7hxBCRKWIiqTH48Hv9wPg9/sJBoOmhlKd\n", "qr0aVXODutlVzQ1qZzciop7kypUref3116murkbTtB7jHYUQYjiLaAjQUJAhQEIIM5gyBOhWu3fv\n", "7svHhBBCOWEvt3/6059yzz330NzczLlz55g+fTqnTp0iLy9vsPIpSdXnEauaG9TNrmpuUDu7EWGL\n", "5Ne//nVycnL4wx/+wE9+8hOsVitPPvkkGzduHKx8QggxpMJebt+cQmi320PDgGw2G2632/xkClP1\n", "r6uquUHd7KrmBrWzGxFRT9Lr9fbYbmtrMyWMEEJEm4iK5KxZs3jzzTc5efIkGzZsYNasWWbnUpqq\n", "48dUzQ3qZlc1N6id3YiIxklOnTqVvLw8KisrWbt2LS6XrH0nhBgZ+j1Oct++fXdczKK/ZJykEMIM\n", "gzJOsjvpTwohhrN+F0lxO1V7NarmBnWzq5ob1M5uhBRJIYQIQ4qkCVQdP6ZqblA3u6q5Qe3sRkiR\n", "FEKIMPpdJFV7VvBgULVXo2puUDe7qrlB7exG9LtIGrmVLoQQqolonGQgEMBm+2Lc+XvvvceDDz5o\n", "ajAZJymEMIMp4yR37tzZY1vGRgohRoqIiqQ808YYVXs1quYGdbOrmhvUzm5E2Lnb169fJxAI0N7e\n", "Tn19Pbquo2manEkKIUaMsD3JI0eO4Pf7OXnyZKg/aLPZmDlzJgkJCaYGk56kEMIMRnuSYc8kFy1a\n", "BEBGRgZTp07tXzIhhFBQRD1JKZDGqNqrUTU3qJtd1dygdnYjIh4n2dzcTFlZ2W2rlAshxHAWtidZ\n", "XFzMvHnzOHz4MG1tbWRmZnLx4kUmTZrE9OnTTQ0mPUkhhBkGdJxkVVUVADU1NXzlK19h5syZrFu3\n", "jpKSkv6lFEIIRUR0ud19tg2AxSLrYoSjaq9G1dygbnZVc4Pa2Y0Ie3f79OnT+P1+Lly4wNq1awHw\n", "+/34/f5BCSeEEEPN8DNuysvLSUxMJDU11axMwPDsSfq0IN5AkHiHFYusniTEkBjQcZJ3kpuba/Qj\n", "Aqhu7eS1j67xeW07j03PYHlBKi67dahjCSHuIuLmot/vp7a2lmAwSGtrq5mZlHenXs2xy83sv3Cd\n", "qhYf/3j0KhcbPUOQLDyVe0yqZlc1N6id3YiIimRZWRnbtm1jz549AGzfvt3UUMORx9dzkZCA1q8n\n", "+YoRRNd1ztd3cOjSdc7VtRPs31OghUERFckTJ06wfv164uPjsVgsxMfHm51LaXd69seivCTGJcUC\n", "8Cf3jCIvxTXYse5K5WeWqJo9ktwXGjz8xfZz/GR/OX+x/Tzn6joGIdndqXrMjYqoJ+l0Ovv05cFg\n", "EF3XsVql9zY+2cUv/qSADn+QZJeNOIccExGZquZOfDeuPPxBncrmTqZkxA1xqpEjojNJj6dn/ywQ\n", "CNz1M7t37+Zf/uVfqKmpCb1WXV3N66+/zptvvsm1a9cMRlVHb72aFLedrKTYqC2QKveYVM0eSe4x\n", "iQ5slq7REJYYGJvoMDtWRFQ95kZFdCY5a9Ysfv/739PS0sLmzZuZN2/eXT9TWFh428yc4uJinnnm\n", "GQC2bt0aGnsphOjdxFFu/u/qAq42d5KZ6GBSupxFDqaIiuTkyZMZN24cNTU1ZGdnY7fb+7Qzt9sd\n", "+tnhiI6/hpHQgjqaruOwRjYYQNVejaq5Qd3skeS2WmKYkhEXdZfYqh5zoyIeJ+l2u8nLy+vXzrqP\n", "W+9roR1sV5q8/OZEFfXtfp6fm8msTHMXGxbiVn4tSGcgSJzDKo9wHgIRPwjsypUrlJeX88Ybb3Dh\n", "woU+7UzTtNDPkfyP3b3nUVRUNOjbn3x6in//6BpHyps5W9fBD969SGWz966fv/nzUOc3uv3KK69E\n", "VR4j26+88kpU5Yl0+9Z/M7e+X93ayT8UXebPt59j++lreANa1ORX+d+LERFNS9y6dSsPP/ww77zz\n", "DmvXrmXjxo088cQTd/3ykpISkpOTyczMBGDLli08+uij6LrOjh07WLNmTa+fjYZpiX4tyF/vvMCZ\n", "mvbQa/+6bgq5qeGH7xQVFSl5KaJqblA3+91ybzpVw78WV4W2f/XwpKi57Fb1mJsyLdFisWCxWEJD\n", "gWJjY+/6mX379lFWVobT6SQ3N5elS5cyf/58NmzYgK7rLF++POKQQ8VutfCnc8byP94twxsI8vzc\n", "TEYn3L2XquI/HFA3N6ib/W65W31aj22fFj1PLlX1mBsVUZH0+Xy0tbWFimQka2LcqQhmZmby1FNP\n", "GYw4tGaMTeDX66bg04KMjnfglPnWYhB9eUIK71+8zrVWH6vvSSMnCichDHcR9SQzMzPZunUrCxYs\n", "4LPPPqOsrMzsXFFlbGIsOSmuiAtkX3sfQ03V3KBu9rvlzk1x8X9XF/Cb9ffw/NxMkpyG16QxjarH\n", "3KiIjvjChQtZuHAhAFOmTGHixImmhhJCfGFUnDrD5YYjw+tJDpZouHEjhBh+BvQZN73ZvXt3Xz4m\n", "hBDKiahI7tmzh40bN/Liiy+yYcMGPv74Y7NzKU3VXo2quUHd7KrmBrWzGxFRkWxra+OJJ55g2rRp\n", "PPXUUxQUFJidSwghokJERfLm7JhgsGuM1q1PTxQ9qTp+TNXcoG52VXOD2tmNiKhI3lwazWq10tLS\n", "Ik9LFEKMGBEVycceewyAlStXsn//fqZOnWpqKNUNVK/mWksn5+o6uN4xOH+UVO4xqZpd1dygdnYj\n", "Ip6WCF3TER999FFTA4kuZQ0evrfrAk3eAPdlJvBXD4wnTcbLCTHo+jQE6NChQwOdY1gZiF7NsSvN\n", "NHm72hwfV7VyoaGDveca2FlaT1VLZ7+//05U7jGpml3V3KB2diMiOpMsKiri2rVroWfVfP755yxd\n", "utTUYCNdetwX623GAK2dGv/n0GUAZoyO40cr8kmMoilqQgxXEZ1JNjQ08Pjjj7Nu3TrWrVvH888/\n", "b3YupQ1Er+b+rET+w+yx3JcZz/cfzGXf+YbQe2dq2+nwa2E+3Tcq95hUza5qblA7uxF9OhVJS0sb\n", "6BziFqPcdp66bwxfmzWaQFDnSpOXj6u61rVcNSmVhFg5ixRiMISdu33zQV7Hjx9n3LhxocVzjx49\n", "ygsvvGBqsJE2d9uvBam47sUf1BmXFEv8LUWw1RvgfEMHWlBn4ig3KW41Hn8hRLQZ0EV3b648PH/+\n", "/H4HE73TdZ3Dl5r4X+9XoAPP3DeaJ+4djavb0mwJThv3ZyUOXUghRqiwPcmnn36aqVOnhsZFXrx4\n", "EavVyje+8Y1BCacqo72atk6N352s5uYp/esf19A4SGMju1O5x6RqdlVzg9rZjQhbJOPj4wHYu3cv\n", "bW1trFq1ipaWFo4ePToo4UYKhy2GnBRnaDvdbcdpkxXQhYgGEXX/m5qaWLFiBQBz585l8+bNpoaK\n", "VtWtnXx0tRVN15mdlUBWkvOOv2d0/Fiszcp/nJdJdlIsrZ0aj0xNZ1Tc4PccVR73pmp2VXOD2tmN\n", "iKhI9vaM7JaWFhITR0afzOPX+NfjlRSVNwMwfXQcP16RT8IAjVXMSnLywrysAfkuIcTAiWicZEdH\n", "B/X19QDU19eHHgR24MAB85JFGY9f47PqLx4tW1rXgaeXsYpGejXRtDC8yj0mVbOrmhvUzm5ERKdB\n", "1dXVvPrqq2RlZVFZWUlubi5vvfUWpaWlPPLII2ZnHDRaUOdKsxe/ppOZGEuco9vd5VgbD09N47cn\n", "qwFYfU9ar2eRCakZeP1a2AeHXWny8uanNbT7Ajw9awyT0qPjWcpCiJ4iesbNiRMnmDNnTsSvD4Sh\n", "GCd57HIzP95bhqbDN+4fw2MzMnoMw2nrDHCxwUNQh/xRrtueXKcFdYqvNPNqcRUZ8Q7+7EvZjEu+\n", "vW/p9Wv8eP8lPrraCkCKy8Y/r52szAIW9W0+6jr8JDltZCbe/RnsQkSTAR0neVNvhdCsAjkUOnwa\n", "/37iGtqNPxm/PVnNA/kpjEv+okjGx9qYmZnQ43NaUOd8Qwf17X5SXTZeOnSZlk6NK82d/P7ja/z1\n", "A7k0ewM4bRbcN85M/ZpOdYsv9B1NngA+rf+X3e0+jTM1bVxr8XFPhtuUs9Pq1k5+sv8S5+o9JLts\n", "/K+vTCQvVZ4FLYavPq0CNBzZrTGMTfziTC4h1kqs9e6Hp7S2nb945xx/t+8SP9hTxvoZGaH3Wr0a\n", "xy8382dbS/nxvjIqmz18Vt3GR5UtfHdRNgmxXUXzhXmZpLp7/r3y+DVaOgNoQZ2Smnb2n2+ktLYd\n", "Ldh7Mf24spW/fbeMf/7gKv/9jxe41OgxdAwi6TGVX/dyrr7re5s8AU5dazO0D7Oo2h9TNTeond0I\n", "mQB8g91q4fm5mSQ7bTR2+Hl61hgyEu5++XuuviN09tnaqREfayUGSHTaWH9vBj/YU4Zf02nytHGu\n", "3sPPD3TNqol3WPnJqnwcVgtZSbE9xkVWXPfyT0evUNfu5z/MGcu/n6iissWHzRLDL9cUMLmXM8TS\n", "ui9uLHkDQZo8fmBgz/ISHD37rKPc8k9IDG/yL7yb7CQnf754vKHP5Ha71HRYY4gBvn7/GDoDQXRd\n", "RwvqZCY6sMXEcLHBE5pV0+bTaPcFmTouvsf3BXWd1z66xqc3ztB+fqCcr98/ltc+ukYgqHOt1ddr\n", "kZyTncim07UEdciIs5MRb6zHGcm4t4lpbn7wUC57zzdyf1YCM8Ym3PUzg0HVMXuq5ga1sxshRbKf\n", "7kl387+/OpHqVh85KbF0+oM0dAS4PyuBiaNc/Gh5HocvNZMeZ2fq6Dg2nqoFIM5h7bFm5E26Dh5f\n", "ILSt6V3rSUJXSyAzzNnt9DHx/L9rJnHdGyA7KZYkp41mT4Aklw0tqNPWGcBptxDbj9k8sTYLS/JS\n", "WJKX0ufvEEIlUiT7yWm3MuuWmzm+ylLuz5pHVYuXXxy6TGtn13jK/zg3kz9fNI7rHj9xDitBXaeh\n", "3UdVq494h5XcFCdWSwzfnJvFxT0XafEG+PaCbKaNdpOVFMvYBAcFae5es9gsMUzO6DrLvNDQwV/9\n", "8QIdfo3vLhxHbbuPNz+pYdqYOJ6bPZYxCbfflb65oImKVM2uam5QO7sRUiRN4PN13bnu8AVDBRLg\n", "w6stAHxy41L6/1mWQ7MngDcQJKjrePwJTB0dz+R0Ny+vnYxf0xnltuOwWZiYFvmdaq9f4x+PXOHi\n", "jRs3P95Xxvp7R1Pd5qP6go8lucl4A0ESY22kypJrQoQlRXKANHsC1LR1outQMHMuAOlxDpbkJnG+\n", "wUO6284j09L55eGuRzDEAMlOG4cvNXG0omuq46fXWvnR8nziY239GjMZ1KEz8MVd8EBQx3Ljmv3x\n", "GRls/qyW09Xt5KU6+eFDeaE56CqfFaiaXdXcoHZ2I6RIDoAmj5/tJXW0dGpsK6knIdbK33w5hxjg\n", "sekZFF9t4WxdB4Ggzt+tnMC5ug4mpLmId1goqfnijvRn1e20+7TbFtw1yu2w8t2F2fxobxmeQJD/\n", "vmQ8Fc1dZ5XJLhunb0yvvNTopaSmvdeFOoQQUiT7rLHDx8GyJs7Xd/BAfgpOu5XffVwDdA0Fevuz\n", "OrSgzrxxibzxSdfrH1e18g9rJrF2ejoAnQGNhwpS2Hy6DoDlBQP3WIZpY+J5Zd0UgkGdtDgH3kAS\n", "KwvSqGz29vg9d7cZRSr3mFTNrmpuUDu7EVIkDSi/7qGquZP0ODvnGzy8cqwSgPfLmvgfD+ZijSE0\n", "ZjLZaWPiBxzgAAAVEUlEQVRWZkKPwd9BnR4P8Iq1WfnazDHMzkokqHc9lsHtGLh1JNO7XbLHOazE\n", "OawkxFr51vws9p5vZMH4RO4ZLXPGhQgnornbQyHannFTcd3Df9txnpZOjexEB7OzE9lWUh96/2er\n", "8qnvCLDlTC0ZcQ6mjY7jNyeusWpSKtc9foqvtHJfZjx/vnh8VMx39vg1nDYLMTExd/9lIYYRo3O3\n", "ZVpihK61+mi5cae6qtXHfVkJOG0WXHYLy/KTSI+zk5viZP30DLRgkN+cuAbA0Ypmvjo5jR89lEdG\n", "vINtZ+po9w3842CNctmtUiAV0ewNcLGhg+rWzqGOMiJJkYxQmtuOw9pVVII6OG0WvvOlbL41PwuH\n", "zcq5eg+HLl7nw8oWbN3mfC8Yn0ijx8/fv3eJd881suVMHfXtvt52M6RUnourava75b7e4ecfj1zh\n", "21vO8t1t57hQ3zFIye5O1WNulPQkI9Da2fWX/LsLx9HqC5CX4iLFZae80cu/HO/qS+4518iPV+Rx\n", "uakTdJ3ZWYnE2mLIT3Wz8/N6gt16la5e1pkM6joWObsT3Vxu8nLoUhPQdUZ54OJ1JoaZUCAGnhTJ\n", "CJyr6+Clw1eArvnZ//urEympacdq6VnQLDEx/ObDqtD87Cfu7RqT+LcP5pHsttHYEeDhqWm3zalu\n", "6Qxw4MJ1isqbWJafwrIJKT0W/B0sKt+pVDX73XK77BYsMYT+yKbHR8/gf1WPuVGDXiS3b9+OpnX1\n", "5CZMmMCMGTMGO4Jh7TfuSKfH2fnP87M4W9eBxx/EfeNucWunRnqcnUBQp/tdsBZvgE6/jt1q4Ztz\n", "Mnv9/tKadv75g6sAfHqtjTGJDmbLM7YFkJfq4gcP5bH5dC1TR8exKCd5qCONOINeJJ1OZ+jJi6qY\n", "mOpiYqqLwimj+Pn7FfiDOskuG+ump/PEvRmkuGxoetfK5Utykzlc3kSKy8aEUW6ykpy3rRXZnS8Q\n", "pOGWZ2y3dw7NjR2Vx72pmv1uue1WC4tyk1kwPum2K5ehpuoxN2rQi6Smabz99tvouk5eXl5UDfPp\n", "TWaSk79flc++C434b1z3NHkCBDSdVLed1k4NnRhs6CzLT2bFpBS0YNcq3rMy48I+Q/tUdRtN3gBj\n", "Exxca/WRmxwrPSdxm2grkCPJoBfJwsLC0M+7du0a7N33S/fZMHZLDPdkxPHr45WUX/cSA/zlkvHE\n", "x1r5wZ6y0OMYxic7+eWagl5n0pysbGXLZ7U8Mi2dOIeV+zMThmwcpcpnBapmVzU3qJ3diCG9cdPb\n", "87xv6n46f3O4wWBux40aQ2dc1xRCF372nG/k2wuyqG/3k5/qosMXoPx61zQ/HThZ1cLyiak37lB3\n", "FUmrBT6vaccRaKf92iUWLVoU+n6LxcKMrGlsOl3L25/VkRBr5YH8FJo8fk5X1BBrtXBf3hjsNsuQ\n", "/PfLtmwP120jBn3GTUVFBTk5OQDs2LGD1atX3/H3BnvGja7rPQZXe/wa/3a8kk5NZ3S8g9yUWFo7\n", "NXyazq6zDczJTiTZaeMPp2pCy6H95/lZ7D5bz1fvSWPjp7U47RYenZbOvxVXkeyy8n/+ZBKjb7mz\n", "7fFrlNa209ARID/VSXq8g389Vsm75xuJAb735Ry+PCF1UI6Byj0mVbOrmhvUzW7K0xIHUkVFBcXF\n", "xQDMmjVrsHd/RxfqO/j9x9dw2218bWYGiS4bnf4g2clO9p5vJD/VycsfVNLo6eodfmt+FoFgkHZf\n", "kL9ZlsPHVW0kuWy47RbKmzp54+Ma1k1PJ6jr/FtxFd5AkOrWIC3eQI8iWdXipazBS6LTyqLcJFx2\n", "KxXXPbx7vhHoOhfdeKqWL41PCvsMbyGEeQa9SC5dunSwdxlWQ4efv91zkcaOrkcm1LV3MibBQYcv\n", "yNjEWArS3FhiYmj0dL1/rdVHWaOHgjQ3LZ0an9d18MfSeryBIH86N5OsxFgqWzo5X9/B3HGJeANB\n", "AApGuUhxfXG469p8/HjvJS7duFz/m2U5fHliKi67ldQbYyoBpqTH4bANzsQoFc8KblI1u6q5Qe3s\n", "Roz4weS+QJAmzxfPlKlp85MRH4vHH+SejDj+/cQ1pqT3vNvssltp82nE2iwkxFrp8HcVwtdOVPHT\n", "VROwWS1kJTlwWq2MTYilzaeRn+rqsZBuQ4c/VCABDly8zpcnppIR7+DFwonsv9BIisvO4twkmYUj\n", "xBAa8XO3R7nt/Kd5XQO9LTGw5p40/FqQyeluSmrasVljaPdpfOP+MSzMSeLPvpRFZ0BjcpqbmWMT\n", "aPIE+O7CbL42M4P/ung8V5o7aa84Q4rLgcthZWZmAotykxl7yx3rZJeN9G6PTpg77ovB43mpLl6Y\n", "l8VjMzIYfYdn0ZhF5bm4qmZXNTeond2IEX8m6bBZ+OqUNGbeeJjXuboOclNcbD1Tx4MTUygY5eJo\n", "RRNL8lKYPjoOawwsyk0mO7lrNe910zM4WdnCBxUeztV28N3F47h02h9ulwCMSYjlZ1+ZQGltB0ku\n", "G1MzZF1HIaKRrCd5i2MVTfg0nZ8dKOfpWWNo9wWYlBbH6x9fY3yKi0AwyIzR8WQmxZKdFIvTZiXN\n", "bae5M4DTZgk9esHr1zh2uZn9F64zb1wiD+Qnk+iMnnm3QoxUUX93eyi1eP28X9bE8cvNPDQxlS/l\n", "JPVYkSeod82zPlvfzl8/kAO6ToffRktngAU5yXxS1crU0XGMctv56XvlfGP2WLZ+VseLX5nAhFE9\n", "+5bn6jv42YEKAI5faSEtzsGXcpIG9b9XCNF/I6onWVLTwT8dvcqHV1v5+fsVnLtlbb6LDR5+sKeM\n", "1z+u5ufvV9DUqRFrtxDvsLLpdC0XGjy8U1KPpnetyhIM6jR5Axy+sZTVTUVFRT0eJQvQ5A0Q7VTu\n", "MamaXdXcoHZ2I0ZUkWy+pVC13ShkrZ0BTl1ro7LZS6DbM2nq2v2U1LSHVgG6qb7DT+HkUZTWdRXZ\n", "9LjbL6PzUl3kp7qArgV770mX+dhCqGhEXW5PyXCTEWen9sa0wvxUF96AxubTtbzxSQ3PzR4bGqNo\n", "t8YwNcNNrNVCu1/jngw3n9d2kJ/qYm52Ai3eABs+qeGpmaOZN67nZfTN8WN/vzKfhg4/yS4bYwbx\n", "LnVfqTzuTdXsquYGtbMbMaKKZE6Ki5dWF9DkDTDKbSctzkFtm49Np2uJc1g5W9vGC3MzibVZiLVZ\n", "+PWxStp8Gt+cM5Zvzh6LNSaG7CQnqTfOHO/LSgy7Okt6vIP0W6YhCiHUMqIutwFGJ8QyOT0uNLDb\n", "ZbMwLzuBby/IYkFOMi2dGqluOy8dusyV5k6uewIcLmuipVPjSrOX6rbO0GNieyuQqvZqVM0N6mZX\n", "NTeond2IEXUmeScJThtPzhrD57XtvPJBJTqQGGvlG7PH8k9Hu1YLX5SXzM/eK0ena8D5P6yZxBQZ\n", "1yjEiDDiziTvxG6J4XJTZ+jRCy2dGgmxXeMfMxMdaN0eyxDUobYt/NMOVe3VqJob1M2uam5QO7sR\n", "I75IXmr0cPxyc4/52W67hcaOAA9NTOHpWWMYl+wMPU7WZbeQlRT9N2GEEANjRBXJQFCn+EozP3z3\n", "Ihs+rqay2UvRpesEdGjqCPC3D+byl0vG8bPCCRy/3MQfTtXyQUUz45Mc/MOaSfzP5Xn8cnXBbQPH\n", "b6Vqr0bV3KBudlVzg9rZjRhRPclLjR5+uKeMoA7HrrQwMc3F/ovXudbiY+WkVC41eXhhbiaj4hx8\n", "/8E82nwaSU4bCbE2RsUhz54RYgQaUWeS7T4t9PziMfEOjl9uoarFhw68e66RL41PItnVNbwn2WUn\n", "O8nZ67NpwlG1V6NqblA3u6q5Qe3sRoyoIjkuKZY52V2r/TisMSQ6e672nRZnl6fSCSF6GFFFclSc\n", "g79amsOvHp7E/1yZz/KCVJbkJjEmwcFfLB7HhFGuAdmPqr0aVXODutlVzQ1qZzdiRPUkyxo6eOt0\n", "LXZLDOvvzSA7ycVfL8vB69eJj7XKWaQQ4jbDej1JLahztdmLrncNEP9vfzxPZUvXGMcZo+P4u5X5\n", "xPWh5yiEUJesJ3mDrut8UNHMT967RFCH7y7MxtntgVqVrZ10ajoyb0YIEc6w7Uk2ewO8cuxq6G72\n", "K8cqeW5O17NsYoDn52aR5DTnb4SqvRpVc4O62VXNDWpnN2LYnknaLTGkue3UtXc9bybJaSM/xck/\n", "r52MJQbGJzmlBymEuKth3ZOsuO7h/ztxjU6/xp/Oy6QgTS6uhRjppCfZTU6Kix8uz0PXe1/WTAgh\n", "whm2PcmbLDExg14gVe3VqJob1M2uam5QO7sRw75ICiFEfwzrnqQQQtzKaE9SziSFECIMKZImULVX\n", "o2puUDe7qrlB7exGSJEUQogwpCcphBhRpCcphBADSIqkCVTt1aiaG9TNrmpuUDu7EVIkhRAiDOlJ\n", "CiFGFOlJCiHEAJIiaQJVezWq5gZ1s6uaG9TObsSgrwJUXV3N/v37sVqtPPDAA4wdO3awIwghRMQG\n", "vSf5zjvv8PDDDwOwdetW1q5de8ffk56kEMIMUd+TdLvdoZ8dDsdg714IIQwZ9CLZ/cTVbrcP9u4H\n", "haq9GlVzg7rZVc0Namc3YtB7kpqmhX6Oiel9Mdzk5GROnjw5GJEGnNvtVjK7qrlB3eyq5gZ1sycn\n", "Jxv6/UEvkh6PB+g6o7z5853Mnj17sCIJIUSvBv3GTVVVFQcPHkTXdZYvX05GRsZg7l4IIQyJ2hk3\n", "QggRDWQwuRBChCFFUgghwpAiOYIFg8Eeow1UonJ2oZZBv7t9NypPW9y+fXvo/7gTJkxgxowZQ5yo\n", "d7t376asrIy1a9eSmZkJqHPs75RdlWN/5swZzp49SzAYZMGCBWRnZytz3O+UXYXjfvToUWpqagAY\n", "P348s2fPNnbM9Sizbdu20M9btmwZwiTG7dmzZ6gjGHLmzBm9srIytK3Ssb81uyrH/uDBg6Gf//jH\n", "P+q6rs5xv1N2VY77Te+++66u68aOedSdSao8bVHTNN5++210XScvL0+5uedy7M23dOnS215T5bjf\n", "Kbsqx728vJzNmzfz6KOPAsaOedQVSV3haYuFhYWhn3ft2jWESfpGjv3g2bt3L/PmzQPUO+7ds6ty\n", "3HNzc/nOd77Dtm3byM/PN3TMo+7GTaTTFqOdCv/YbyXHfnAcPHiQgoIC0tLSALWO+63Zu4v24+50\n", "OklISACMHfOoK5KRTluMRhUVFaGfvV7vECbpGzn25jt8+DCjR48mNzc39Joqx/1O2VU47o2NjaGf\n", "b55BGjnmUXe5PX/+fDZs2BCatqiSiooKiouLAZg1a9YQpwlv3759lJWV4XQ6yc3NZenSpcoc+ztl\n", "V+HY19bWcuTIEaZMmUJpaSmtra08++yzShz33rKrcNyPHDlCZ2cnAHPmzAGM1RmZliiEEGFE3eW2\n", "EEJEEymSQggRhhRJIYQIQ4qkEEKEIUVSCCHCkCIphBBhSJEUQogwpEgOAzU1NWzdupWXXnrpju+/\n", "/PLL1NXVGfrO2tpa3nzzTbZt28bGjRsJBAI93t+xY0ef89707rvvsnnz5n5/z3ATybFta2vj1Vdf\n", "paSkZBASjWxSJIeB0aNHs3btWsaPH3/H9x9//HFSUlIMfeeBAwd48skneeSRR3jwwQc5ePBgj/cH\n", "YvrcqlWron6u8lCI5NjGx8ezePHiQUgjom5aohg4Pp+P3bt3c+HCBZ599lnS09ND73344Yfs2bOH\n", "vLw8EhIS8Pv9PProo6GiZbVa8Xg8uN1url+/HlpaKhAIsGvXLkpLS9m6dSsABQUFTJs27a55AoEA\n", "W7ZswWKxoOv6bQudHjp0iNraWhwOB16vl8LCQhITEzl16hRbtmzhoYceYvHixaHtBx98kCVLlvS6\n", "v7a2Nt544w3cbjcWiwWn00lHRweFhYWhBRp62yfAiRMn2LVrF88++yxHjx7F4XAwc+ZMCgoK0DSN\n", "nTt3huYCt7e3M378eBYtWnTX43D06FGqqqpwOBwEg0EcDgdf/epX73psGxoa2LVrF263G5/PR0JC\n", "Anl5eXfdn+inAVvNUgy5jRs33vH1AwcO6LW1tbe9/sorr4R+PnnypH7+/PnQdkNDg/7DH/5Q/+1v\n", "f6u/+OKLejAYjGhf4Wzfvl2vq6sLbR8/flx/6623dF3vWkT38OHDofd8Pl/oPV3vWvD1ypUrofc2\n", "bdoU0T7PnDmjv/rqq6FtTdP03/72txHtU9e7/jt379592/fu2rVLb2hoCG3X19frn3/+eUSZfve7\n", "3+mtra2hPJcvX75tn3fy2muv6ZqmhbZ/85vf6GfOnIlon6Lv5ExyBBs1alToZ5fLhc/nC23v3r2b\n", "73//+8TGxlJZWcnevXtZuXJlv/bX1tbWY4mtWbNmcfnyZQDKysrwer2hMyjoOju7adGiRWzevJkn\n", "nniCI0eOhD2DvNV9990X+tliseByuSLa502rVq26439LampqaHvUqFE9jmc469ev59ixY3i9Xrxe\n", "b8QLQzgcDiyWLzpk3f+7hHmkSIpexcbGAl0FoKOjo9/fFxcXR319fahQnjx5MnS5On36dKqrq1mw\n", "YEHo97vfLLJarcTHx9Pc3ExtbS3Lli2LeL+ffvppaMVsTdNCfwzuts9wnE4njY2NoUIZDAYpKytj\n", "4sSJYT8XCAS4cOFCj/xvvPFGj+XHetPZ2YmmaVitVqDr+HXPLswhqwANA++//z5NTU2cPn2aGTNm\n", "YLFYKCws5Ny5c1y4cIGysjJGjx5NXFwcCxYsYMyYMbz//vscPnyYb33rW2RkZPC73/2OYDDIc889\n", "B3Qtd19cXExsbCxer5c1a9b0WPL+0KFDNDY2YrFYCAQCLFy4kDFjxoTNGQgE2LRpE3a7HYvFQnx8\n", "PB9++CHPPPMMOTk5nDx5ksuXL2OxWEKLot5cbh+6zvJ+9atf8cgjjzB16tSIjk1JSQmlpaV4vV7c\n", "bjder5eVK1eGilu4fe7cuZOPPvoo9HCrmTNnhnqAgUCAbdu2YbVaQ09uXLJkyV2Pgdfr5eWXXyY/\n", "P5+YmBg6Ozu5//77exTX3o5tfX09O3fuJCEhAZ/Ph9VqpbGxkaeffpr4+PiIjocwToqkGNbOnDlD\n", "TExMxEVViFvJ5bYYtlpbWzly5AjQ1UO8+VwWIYyQM0kxYE6cOMHVq1fv+N6cOXPIzs4eFvsMp7y8\n", "nE8++eSO7+Xm5kbt6t2id1IkhRAiDJlxI4QQYUiRFEKIMKRICiFEGFIkhRAijP8f4yx1OJPGfv0A\n", "AAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.807721\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8FOed5/GPulutVqsldEtIAnQggzEYMBhh7tiA5Rhi\n", "IPgkTrI72SQeT/a1O7uZwztHZjYZZzPx5LXZXTuZ8WYn9tgQY3MYDBjwgREEMFZsTmGDkDh0t86W\n", "utXn/iGruaRWlVBJ/Ui/919drT6+lOWfqn71PE/FhEKhEEIIIfpkGukAQggRzaRICiFEBFIkhRAi\n", "AimSQggRgRRJIYSIQIqkEEJEYGiRdLvdPP/889TU1ISfq6ur47XXXmPTpk3U1tYa+fVCCHHbDC2S\n", "Bw4c4MEHH7zhuWPHjrFhwwaeeOIJjh49auTXCyHEbTOsSLa0tGC327HZbDc8b7fbw4+tVqtRXy+E\n", "EEPCsCJZVlbGokWLbnn++gk+sbGxRn29EEIMCYtRH1xfX8/bb79NQ0MD+fn55OTkABAIBMKviYmJ\n", "6ff9e/fuxWw2GxVPCDFGJScnM2fOHM2vN6xIfuc73wHgzJkzJCcnh593u91AzxFl7+O+mM1m7rnn\n", "HqPiCSHGqPLycl2vN/TCTXNzM2VlZZw6dSr8XElJCRs3bmTjxo2UlJQY+fUjpqysbKQjDIqquUHd\n", "7KrmBrWz62HYkSRAamoq3/3ud294LicnhyeffNLIrxVCiCETE61Lpb333ntyui2EGHLl5eU88MAD\n", "ml8vM26EECICKZIGULVXo2puUDe7qrlB7ex6SJEUQogIpCcphBhTpCcphBBDSIqkAVTt1aiaG9TN\n", "rmpuUDu7HlIkhRAiAulJCiHGFOlJCiHEEJIiaQBVezWq5gZ1s6uaG9TOrocUSSGEiEB6kkKIMUV6\n", "kkIIMYSkSBpA1V6NqrlB3eyq5ga1s+shRVIIISKQnqQQYkyRnqQQQgwhKZIGULVXo2puUDe7qrlB\n", "7ex6SJEUQogIpCcphBhTpCcphBBDSIqkAVTt1aiaG9TNrmpuUDu7HlIkhRAiAulJCiHGFOlJCiHE\n", "EJIiaQBVezWq5gZ1s6uaG9TOrofFyA8/fPgw9fX1AEycOJE5c+awY8cOAoEAAEVFRcyYMcPICEII\n", "cVsMLZILFiwIP967dy8ANpuNFStWGPm1I27RokUjHWFQVM0N6mZXNTeonV0PQ4skQFVVFW+99RZr\n", "164FIBAIsGXLFkKhEAUFBXJxRggR1QzvSebn5/Pss8/y8ccfA1BaWsq6dev4+te/Hj4VH20G06vp\n", "6PbzaU0Hxy634ez0GpBqYCr3mFTNrmpuUDu7HsNy4cZms5GYmHjL87GxsRHfd/1/hLKyslG7HQiG\n", "ePtkLX+26zx/9W4lvzp6lfJTZ4c9z8mTJ6Nifwxm++TJk1GVZyxsq/z7ooeh4ySbm5tJTU0F4J13\n", "3uHhhx+murqaSZMmAbBz505WrVrV53vH0jjJ9m4//3H7OWrarx1B/r9H7yR3nG0EUwkxOukdJ2lo\n", "T/LQoUN0d3cDMHfuXACqq6s5duwYALNmzTLy65URbzFxT24iNe1OACanxWOPNY9wKiEEGFwkV69e\n", "fctzS5YsMfIro0JZWZmuK3+xZhNPzszmriwHHl+QWTkOUuyRWxFG0Js7mqiaXdXcoHZ2PQy/ui20\n", "yXBYeWBy6kjHEELcROZuCyHGFJm7LYQQQ0iKpAEGO9RgpKmaG9TNrmpuUDu7HlIkhRAiAulJCiHG\n", "FOlJCiHEEJIiaQBVezWq5gZ1s6uaG9TOrocUSSGEiEB6kkKIMUV6kkIIMYSkSBpA1V6NqrlB3eyq\n", "5ga1s+shRVIIISKQnqQQYkyRnqQQQgwhKZIGULVXo2puUDe7qrlB7ex6yHqSQoio0+DqpvxqB25f\n", "kLkTkpgwgrcykZ6kECKq+PxBfnn4Mu9+3gxAUWo8//BQESnxQ7Nav/QkhRBKc/uDnKh1hbcvNLvp\n", "8gZHLI8USQOo2qtRNTeom13V3GBc9gSrma9NywhvryxOZZxt5G6MJz1JIURUMZtiKJ2SRnF6PN5A\n", "iKLUeBxxI1eqpCcphBhTpCcphBBDSIqkAVTtM6maG9TNrmpuUDu7HlIkhRAiAulJCiHGFOlJCiHE\n", "EDK0SB4+fJitW7eydetWPvnkEwDq6up47bXX2LRpE7W1tUZ+/YhRtVejam5QN7uquUHt7HoYOvho\n", "wYIF4cd79+4F4NixY2zYsAGAbdu2sWbNGiMjCCHEbTH8dLuqqooXXniByZMnA2C328M/s1qtRn/9\n", "iFi0aNFIRxgUVXODutlVzQ1qZ9djUEXy+PHjml+bn5/Ps88+y8cffwzA9deJYmOHZsK6ECpq6vTy\n", "yZV2Kho68flHbm6yiCzi6favf/1rMjIyCAaDXLhwgby8PC5fvozD4WDu3Lmav8Rms5GYmAhAIBAI\n", "Px8TExPxfWVlZeG/Vr39DxW2r+/VREMerdsnT57kmWeeiZo8erZfeuklZsyYETV5Btr+w9kveP1C\n", "kM/quogBfrgwG0dbNfPnz4+KfKP990WPiEOAPvnkE+bMmcP27dtZuHAh6enpNDY28sEHH/DYY48N\n", "+OHNzc2kpqYC8M477/Dwww+zdetW1q5dSygUYufOnaxevbrP96o8BOj64q4SVXODetk/b+ziT7af\n", "C2/PyU3kH0qLBjxwiCaq7fNeeocARTySnDNnDtBz9Jeeng5ARkYGNpu2BTAPHTpEd3c3QPjIs6Sk\n", "hI0bNxIKhVi+fLnmoCpR8RcH1M0N6mV3xJkZZ7PQ5vEDcPd4h1IFEtTb54Ol6eq23++/Ydvj8Wj6\n", "8L6OEnNycnjyySc1vV+I0SonKY6fPlTE0UvtZDhiuSc3KeLrW7p8tHr8JNnMpNlH5wXPaKXpwk1q\n", "aipHjhzB4/Fw5MgRUlJSjM6lNFXHj6maG9TMXpRmp8hbzYriNNLs/V/ErOvo5m/3VfK9LRX81Z5K\n", "rrZ1D2PK/qm4zwdDU5Fcvnw5SUlJvPvuuyQlJbFixQqjcwkxJvh8vgFf80VTFxWNXUDPKt2fN3Ua\n", "HUtcR/Ng8mnTpjFt2jQjs4waqvZqVM0N6mbXkjvecuOq3PGxI7dK9/VU3ed6aTqSvLkn+f777xsS\n", "Rghxqzsy7XyvJJfi9Hj+3dzx3JmZMNKRxhRNRXLXrl03bLtcrn5eKUDdXo2quUHd7FpyJ8VZ+PqM\n", "TP7p4WKenJXNOFt03HVF1X2ul6YiGQzKbAAhRlpclJxmjzUR/yS1tLTg9/vp7OykqamJUChEIBCQ\n", "I8kBqNqrUTU3qJtd1dygdnY9IhbJM2fO4PP5qK+v59SpUz1vsFj6nSUjhBCjTcTT7YULF7Js2TJK\n", "S0tZtmwZy5YtY9GiReF52KJvqvZqVM0N6mZXNTeonV0PTT1JGfojhBirdN/jprq6mgkTJmAyGbsU\n", "pcoLXAghopch97j5+c9/TnV1Nbt27eLq1au8/fbbgw4ohBAq0VQkp0yZwqRJk4Abb8kg+qZqr0bV\n", "3KBudlVzg9rZ9dBUJHsXyjWbZZyWEGJs0VQkXS4Xe/fupaioyOg8o4Kq48dUzQ3qZlc1N6idXQ9N\n", "85vWrVtHfX09BQUFfPbZZzIDRwgxZmg6krTb7RQUFAAwc+ZM1q1bF/6Z2+02JpnCVO3VqJob1M2u\n", "am5QO7setz2OZ9++fUORQwghotJtF0k59b6Vqr0aVXODutlVzQ1qZ9fD2BHhQgihOCmSBlC1V6Nq\n", "blA3u6q5Qe3sekiRFEKICKRIGkDVXo2quUHd7KrmBrWz63HbRdJmsw1FDiGEiEq6i6TH47lhu7S0\n", "dMjCjBaq9mpUzQ3qZlc1N6idXQ9NRfLFF1/k8OHDADQ2NsrdEoUQY4amIpmTkxNe/WfChAk0Nzcb\n", "Gkp1qvZqVM0N6mZXNTeonV0PTXO3b15g12LRdkvL06dPc+7cOYLBIPPnzycvL48dO3aEVxUqKipi\n", "xowZOiMLIcTw0XQk6ff7b9j2er2aPtzpdLJu3TrWr1/PiRMngJ4LPWvWrGHNmjWjtkCq2qtRNTeo\n", "m13V3KB2dj00HRLOmDGDN998k8LCQi5cuMD06dM1ffiSJUtueS4QCLBlyxZCoRAFBQVyiwYhRFTT\n", "fI8bj8dDTU0N48ePJz4+XteX7Nu3j9mzZ5Oenn7D87t37+ahhx7q8z1yjxshhBEMuccN9JwmFxYW\n", "6i6QBw4coLi4+JYCCRAbGxvxvdcfzpeVlcm2bMu2bA/Jth6ajiS3bt3K2rVrdX/4wYMHycjIYOrU\n", "qeHnqqurw/fL2blzJ6tWrerzvSofSZaVlSl55U/V3KBudlVzg7rZ9R5JaupJ3rwcWqTT5F4NDQ0c\n", "OnSIqVOnUlFRQUdHB08//TTV1dUcO3YMgFmzZmkOKoQYXVxeP1azCas5umdHazqS3LFjByUlJWRm\n", "ZgKwbds21qxZY2gwlY8khRD98wdDHKlu418/qSVvXBz/YV4OueOGb3qzIUeSnZ2d/OIXvwgXrYqK\n", "CsOLpBBidLrU4ubH718kGIJLrR4yEmJ5dsGEkY7VL03HufHx8Tz//PM8+uijPProo6N2fONQGWyD\n", "eKSpmhvUza5qbhh8dl8wRPC689c2j7//F0cBTUXy5kPTu+++25AwQojRL2+cjW/MzgYgOd7CY3dn\n", "jXCiyDSPkxxu0pMUYvRy+wI4u3zEmU1kOKzD+t2GjZOsqqri2LFj+P1+KisrBxVOCCEA4mPN5I2z\n", "DXuBHAxNRfLIkSPU1NRw5coVLBYLR48eNTqX0lTtM6maG9TNrmpuUDu7HpqKZE1NDQsWLAivBpSQ\n", "kGBoKCGEiBaaiqTZbDY6x6ii4iwEUDc3qJtd1dygdnY9NBVJt9uNz+cDwOfz3TIDRwghRitNRXLl\n", "ypW89tprVFRU8Pbbb7NixQqjcylN1V6NqrlB3eyq5ga1s+uhacZNamoq3/72tw2OIoQQ0UfzOMkz\n", "Z85w4cIFpkyZwh133GF0LhknKYQwhCHjJPft24fL5eLBBx+ktbWVDz/8cLD5hBBCKZqKZGtrK/Pm\n", "zcNqtTJv3jycTqfRuZSmaq9G1dygbnZVc4Pa2fXQVCT7W0G8vb19SMMIIUS00VQku7q6aGpqAqCp\n", "qYneNuYHH3xgXDKFqTp+TNXcoG52VXOD2tn10HR1u66ujpdffpnc3FyuXr1Kfn4+mzdvpqKigkce\n", "ecTojEIIMWI0FcklS5Ywd+7cW54/fvz4kAcaDVS994equUHd7KrmBrWz66HpdLuvAtn7/P79+4c0\n", "kBBCRJPbvgOPy+Uaihyjiqp/XVXNDepmVzU3qJ1dj+i+TZkQQowwKZIGUHX8mKq5Qd3squYGtbPr\n", "IUVSCCEikCJpAFV7NarmBnWzq5ob1M6ux20XyZiYmKHIIYQQUUlTkWxoaOj3Z3pW0xgrVO3VqJob\n", "1M2uam5QO7semorkb3/7W9ra2vr8mcPhGNJAQggRTTStJ/n666+TmppKR0cH9957L/n5+Zo+/PTp\n", "05w7d45gMMj8+fPJy8ujrq6O9957D7PZzNKlSxk/fnyf75X1JIUQRtC7nqSmaYnr16/HarUSDAY5\n", "fvw4Bw4c4Fvf+taA73M6naxbtw6AXbt2kZeXx7Fjx9iwYQMA27ZtY82aNZrDCiHEcNN0ut27JFpz\n", "czNXrlwhOTlZ04cvWbLklufsdnv4sdUa/TcmHwxVezWq5gZ1s6uaG9TOroemI8lNmzaRnp5Oeno6\n", "q1at0l3c9u3bx7x58wC4/uy+v3UqhRAiWmgqkgkJCTz++OODGu5z4MABiouLSU9PByAQCIR/NtDn\n", "Xb/KSO9fLRW2Fy1aFFV59Gz3ipY8Wrd7n4uWPGNlu1e05NHz+6KVpgs3Xq93UKfGBw8eJCMjg6lT\n", "p4af27p1K2vXriUUCrFz505Wr17d53vlwo0QwgiG3AjMarVSVVXFsWPH8Pv9VFZWDviehoYGDh06\n", "REVFBdu2bePVV18FoKSkhI0bN7Jx40ZKSko0B1WJqr0aVXODutlVzQ1qZ9dD0+n2kSNHCAaD1NXV\n", "MW/ePI4ePUphYWHE92RmZvIXf/EXtzyfk5PDk08+Obi0QggxzDQdSdbU1LBgwQJMpp6XJyQkGBpK\n", "darOaVU1N6ibXdXcoHZ2PTQVSbPZbHQOIYSISpqKpNvtxufzAeDz+QgGg4aGUp2qvRpVc4O62VXN\n", "DWpn10NTT3LlypW89tpr1NXVEQgEKC0tNTqXEEJEBU1DgEaCDAESQhjBkCFAN9uzZ89g3iaEEMqJ\n", "eLr9k5/8hDvvvJO2tjY+//xzpk+fzokTJygoKBiufErq737EgWAIbyBIfGx0XghT+T7KqmZXNTeo\n", "nV2PiEXyG9/4BpMmTeJ3v/sdP/7xjzGbzTz++OO88cYbw5Vv1Ghwedl8op5T9Z2svSuDJYXJ2CzR\n", "WSyFENdEPN2eNGkS0LMQRe8wIIvFcsNKPuJWff11PXq5je1nmrjgdPPzjy5R6XSPQLLIVD4qUDW7\n", "qrlB7ex6aOpJejyeG7ZdLpchYUazNrf/hu1uf1ReLxNC3ERTkZw1axabNm2ivLycjRs3MmvWLKNz\n", "Ka2v8WOL8pPJTOhZGu4rhcnkp9iGO9aAVB73pmp2VXOD2tn10DROctq0aRQUFHD16lXWrFlDfHy8\n", "0blGnfzUeH7xtTvo8gZIjY8l0aZp1wshRthtj5Pcv38/y5cvH6o8YTJOUghhhGEZJ3k96U8KIUaz\n", "2y6S4laq9mpUzQ3qZlc1N6idXQ8pkkIIEYEUSQOoOn5M1dygbnZVc4Pa2fWQIimEEBHcdpEczB0U\n", "RztVezWq5gZ1s6uaG9TOrsdtF0k9l9KFEEI1msZJ+v1+LJZrg5/ff/997r//fkODyThJIYQRDBkn\n", "uWvXrhu2ZWykEGKs0FQk5Z42+qjaq1E1N6ibXdXcoHZ2PSJOIG5pacHv99PZ2UlTUxOhUIhAICBH\n", "kkKIMSNiT/LQoUP4fD7Ky8vD/UGLxcLMmTNJTEw0NJj0JIUQRtDbk4x4JLlw4UIAMjMzmTZt2u0l\n", "E0IIBWnqSQ62QAaDQQKBwKDeqzJVezWq5gZ1s6uaG9TOroeuRQ39fj9+vx+bbeAFY/fs2UNlZSVr\n", "1qwhJycHgB07doSLZlFRETNmzBhEZCGEGD4Re5KnTp3i1KlT+Hw+ZsyYwenTp0lISCAnJ4d58+YN\n", "+OFnzpwhOTk5XCT37dvHihUrNAWTnqQQwghD2pM8e/YsTzzxBMFgkJ/+9Kc899xzAGzZskVTkbxZ\n", "IBBgy5YthEIhCgoKpAgKIaJexCLZO8vGZDKRnp4eft5kGtxsxtLS0vDj3bt3D/j66+/r29v/UGH7\n", "+l5NNOTRun3y5EmeeeaZqMmjZ/ull15ixowZUZNH63bvc9GSZ6z8vugR8XR7//79WCwWXC4XnZ2d\n", "ZGZmkpmZSWVlJatXrx7ww28+3b75syPd9kHl021Vb9quam5QN7uquUHd7EN6ur18+XJqa2uJi4sj\n", "NTWVyspKXC6XpgLZl+rq6vC9vG++Te1oouIvDqibG9TNrmpuUDu7HgNe3R4/fnz4cWFhoeYP3r9/\n", "P5WVldhsNvLz81myZAnV1dUcO3YMQG5LK4RQguYhQD6fj5aWFtLT0+ns7Bxwxk1fp9JLlizRn1BB\n", "qp6GqJob1M2uam5QO7semq7AVFZWsn37dvbu3Qv0jHcUQoixQFORPH78OOvXr8fhcGAymXA4HEbn\n", "Upqqf11VzQ3qZlc1N6idXQ9NRVLLDBshhBiNNBVJt9t9w7bf7zckzGih6pxWVXODutlVzQ1qZ9dD\n", "04WbWbNm8W//9m+0t7fz1ltvDWq2jRBCqEjTPW4Aurq6qK+vJy8vj9jYWKNzKT2YXAgRvYZ0MPn1\n", "7HY7BQUFgwolhBCq0nwjsMuXL1NVVcXrr7/O+fPnjc6ltGjr1QSCIT6r6eCl319h/xdO2j1995Sj\n", "LbceqmZXNTeonV0PTUXS6/WSm5vLp59+ylNPPUV5ebnRucQQqmx28xe7z7P1dCM/O3CJT2s6RjqS\n", "EMrQVCRNJhMmkyk8FCguLs7QUKqLtvFjbR4/ges6z5da+543H2259VA1u6q5Qe3semg+knS5XOEi\n", "qfFaj4gSeePiyE/u+cNms5iYm5c0womEUIemIpmTk8O2bduYP38+p06dorKy0uhcSou2Xk12Yhx/\n", "/2ARP/vqZP7n1+5gamZCn6+Lttx6qJpd1dygdnY9NF3dXrBgAQsWLABg6tSpTJ482dBQYuhlJ8aR\n", "nShtEiH00jxOcrjJOEkhhBH0jpMc1H0Y9uzZM5i3CSGEcjQVyb179/LGG2/w/PPPs3HjRv7whz8Y\n", "nUtpqvZqVM0N6mZXNTeonV0PTUXS5XLx2GOPcdddd/Hkk09SXFxsdC4hhIgKmopkTEwMAMFgELh2\n", "F0XRN1XHj6maG9TNrmpuUDu7HpqKZO/SaGazmfb2dnw+n6GhhBAiWmgqkl//+tcBWLlyJe+99x7T\n", "pk0zNJTqVO3VqJob1M2uam5QO7sems6bTaaeWhoXF8fatWsNDSSEENFkUOMkP/roI8PvfCjjJIUQ\n", "RjBkPcmysjJqa2sxm80AnD17dszcHlYIMbZp6kk6nU4effRR1q1bx7p16/ijP/ojo3MpTdVejaq5\n", "Qd3squYGtbPrMagZN+np6UOdQwgholLEnuSZM2cAOHr0KBMmTCAnJweAw4cP853vfGfADw8Gg4RC\n", "ofBpuh7SkxRCGGFI5273Hk6XlJSEC6RWe/bs4Ve/+hX19fXh5+rq6njttdfYtGkTtbW1uj5vLAmG\n", "Qji7vP3eZkEIMXwiFsmnnnqKadOmhcdFXrhwAbPZzDe/+c0BP7i0tJRly5bd8NyxY8fYsGEDTzzx\n", "BEePHh186ih3O72aQDDE76vb+OOt5/gvO7/ggrNrCJNFpnKPSdXsquYGtbPrEbFIOhwOAPbt24fL\n", "5eLBBx+kvb2dw4cPD+rL7HZ7+LHVah3UZ4x2tR3d/Pi9i7S4/VS3enjpyBV8geBIxxJizNJ04aa1\n", "tZV58+ZhtVq59957cTqdg/qy69ufw3Hv7pFyW3NaQ3B9k3g466PKc3FVza5qblA7ux6aimR/Ba29\n", "vV3XlwUCgfDj3kUzIrn+cL6srGxMbGcnxfHny/KJjzWR5bDyx/flEWs2RU0+2Zbt0bCth6YZN6+/\n", "/jorV64kPT2dpqYmPvzwQ9avX8/27dt55JFH+n3fmTNnSE5ODl/02bp1K2vXriUUCrFz505Wr17d\n", "73tVvrpdVlZ2W39lA8EQzV0+LKYYUuzDd8R9u7lHkqrZVc0N6mY3ZMZNXV0dL7/8Mrm5uVy9epX8\n", "/Hw2b95MRUVFv0Vy//79VFZWYrPZyM/PZ8mSJZSUlLBx40ZCoRDLly/XHHKsMZtiyHBIz1aIaKDp\n", "SPL48ePMnTtX8/NDQeUjydGuqdOLs8tHUpyF8UlyczGhFkOOJPsrhEYVSBG96ju6+fH7VZxr7CI1\n", "3sJPH5pMfmr8SMcSwjCDmpYoIhtsg3gg3kCQbn9g4BcOkpbcF1s8nGvsGbvZ7PbzWa3LsDx6GLXP\n", "jaZqblA7ux5yHwZFVDrdvHjkMl5/iGfuy+POzIQRyeGw3jjFNM0uv0JidJP7bivA1e3nz3ef54sm\n", "NwDJ8RZeWjOVtIThH2vq8Qc4eqmdvZ87mZOXxP1FKSTHj94xr9GgqtlNZbObVHssUzPs2GL1r4Ug\n", "rjGkJym06fD4qenoxmYxMTHZpmksqBb+YIh2z7XT7E5vAH9wZGbh2CxmlhamsLQwZUS+f6y53Orh\n", "h7vO0/blPP6/W1HIfZPGjXCqsUV6kkOko9vPb47X8IPtn/PstnOcGMJeXXJ8LD9YkEesKQZTDPzp\n", "4omkJwz9ECGVe0yqZh8ot7PLFy6QAJ/WdBgdSTNV97leciQ5RGo7vLxT0TNd0xsIsemzejz+AEVp\n", "9iEpaHMnJPEv6+8kEAyRnWjFbBqao1QR3dITYkmOt9Dq7imUs3MTRzjR2CM9ySFyudXDs9vO4fH3\n", "nAavLE7lXGMXC/PH8e25+paZE+J6Vc1uqlo8pNot3JFhx2aRnuTtkJ7kCJmQbOMfSot440Q9yfGx\n", "JMWZqW71kFRrJhAMyZGfGLT81HgZizqCpCc5hKZnO/jh0knEBAO8caIBgK/dlaFMgVS5x6RqdlVz\n", "g9rZ9ZAjySGWGGfhK1lBlhYVEW81UyRHAEIoTXqSI8zZ5eO9L5o50+Di4anp3JObpMyRpxAqkp6k\n", "Yo5eauPlj2sAOHKpnf/9yBQmp9sHeJcYK5ydXg5cbKWioZPSKWnMHJ8of0SHmfQkDdDbq/EFgjg7\n", "vXR6ewaCd/uDfHKlnVc+qeWTK+14/UFq2rvD7wuGwOU1bm729QLBW08gVO4xqZp9oNxHL7fzqyNX\n", "+bCylf+25wIXm93DlGxgqu5zveRI0iCd3gA7zzbxxol6itPt/GDBBJq7vPzlngvh17zwcDFLCpJ5\n", "p8JJpzfAPTmJ5I0zdumxLm+Ag1Wt7Pu8mfsmjWP55BTGybTCqHWl7dof0cAw/hEV10iRNMCiRYs4\n", "Vefi/355Gl1+tYODVS1k3bSQrrPLx7KiFP7XI3fg6g6Q4bCSZvBK5J83dfHCR5cAOFHnIifJyn2T\n", "ksO5VaVq9oFyLy1IZldFE12+IDPHO8g1+I+oHqruc72kSBrk5pPZQBAmpcTjsJpxeQMkxpmZmNzz\n", "C583zjZsuTpvOhK5fk64iD5TMhP45SNTcHX7yXJYSTNgOqqITHqSBigrK6MgxcY3ZmcTZ45hWpad\n", "pYXJFKbG88Kqyfz84cm88HAxhWnDf4GmKC2eO9J7hiWNT7QyLevakmsq95hUza4l98RkG9OyHFFX\n", "IFXd53rJkaRBHHEWHpuZSemUNGJNMSTZLFxq9fDf36viSls3D0xO4bvzcof1Rl8A2Ylx/GhFIS1u\n", "P+NsZjId0XP6JkQ0knGSBgqFQnxW6+I3H9cwKdlGXnIc//fj2vDPny8tYk5e0ggmFGLskXGSw8TV\n", "7edUXSd1Li93ZSVQ3MfYxqvt3fz1uxfoDoSoavHw1KysG34eZ+m729Hh8XOuqYsub4DJ6XZy5GZb\n", "QowY6UkmZZ1gAAAUgUlEQVQO0vErHfzNvkpe/P0VfvjOF1S3XBu/dm2cZIjuQM+BuscfxBQDD0xO\n", "YUJyHH9yX16/UxY/qGzhuT0X2HK6kV1nm3B2dvf5uqGmco9J1eyq5ga1s+shRXKQzjR0hh93+YK0\n", "uP23vCY70cq354wHID7WRHysmeYuLz9aXsiqaenEW29d8ioQDPH+hRa+Pj2DdHsshy+18dHFNty+\n", "ga9Cu30B/lDTwf4vmrng7LqNf50Qopecbg/S/IlJvH2mkWAIcpKs4TGQte3dkDedP9R0cEe6nRXF\n", "qczOdVDpdPO7Ew38u7k5jE+Kw9TPrR3MphjuL0rB2eXjo4utALx05CrF6XamZzsiZjpR6+Kv91YC\n", "PTfs+sXqYialaF9gQ+Vxb6pmVzU3qJ1dDymSgzQj28EvVt9Bm9vPhOQ4xifF0dTp5SfvX+TzL2/Y\n", "9YMFebx3vpnzTjffK8nlH786mfSEgVcV/0phCm+fabzhuXaPn6ZOb8RVzk/WXbtlhMsbwNnl01Uk\n", "hRC3ktPtQWhz+zh6qZ3PG7vISrSS++Vg8Fa3P1wgAT6sbGFOXhLeQIj/dfgKLm9A0+IEiTYLiwtT\n", "mPDl7IrF+eM4VN3GX71becNc75vNykmk99OT4y1kOvSNq1O5x6RqdlVzg9rZ9ZAjyUH4sLKV//P7\n", "K0BPMfqfq+8gyWYJ33+mrsMLwJSMBALBEIWp8VS1uPs9xQbw+YN0+gIkWM3EmnvutviPDxdzsdnN\n", "ttONHKxqBuB8U1e/V7vvznbwwqpiWtw+JiXbGGez0Or2yS1fhbgNw14kd+zYQSDQcxGiqKiIGTNm\n", "DHeE2/bJlfbw41a3n45uP4eqWjnv7OL7Jbmcd7qJjzVR0dBFYpyZ78wbTyAICX1cqAFwdvr43Wf1\n", "HKpu5StFKayfkUlyfCyp9ljOO7s4evna99n7+QwAq8UU7lueb+riv+78gi5fkP+0aAL35CYOeItb\n", "lXtMqmZXNTeonV2PYS+SNpuNFStWDPfXDqkVd6Ry5MvCdUd6PN3+IPvPt5A7Lo6yqjautHmoaOzi\n", "3rxElhUl85P3q+n0BpielcBffiWfjJtOg882dLLtyx7kGycamJ7tYP7EnnsrT81M4I/vy+Wjyp4C\n", "OjVj4KmMbl+AXx66zMUWDwA/2lfJv6y/k+xEGW8phF7DXiQDgQBbtmwhFApRUFCg5Kyaeyck8YtV\n", "xXR4AxSl2ujyBVk+OYX0hFheLa9jWVEKD0xOZUJyHAcvtoYXlThV38mlVs8tRdIfDN64Hbi2nRRn\n", "Yc1dmay+U/u9ckKhntvaXvv8EFrmVZWVlSl7dKBqdlVzg9rZ9Rj2IllaWhp+vHv37uH+es0qnW7O\n", "NXWRbrcwLctBgtVMpzdATZuHYAgmJscRCMVwtsHFq+V1nHe6WVqQzL+/dzwZ8WZsViudvkD44guA\n", "KQYS4248Xa7r6MZuNTMrx8GnNS4WThrHlIyEm+PoWo3abjXzHxfm8aN9F3H7Avxw2STdF3GEED1G\n", "9MJNbGzkCwrX/6XqvZI2HNuXWz38cNcXJMaZeXhqOh3dATLNHtqxseeLFuo6vKybnkFKXAwVTd2c\n", "d/Zc0T5wsZVFBeOobvfxwkcXMMXE8GdLJ/JHc8dztqGTZUUp4ZV/ysrKSEhKZmdjAgcvtrK0MJkf\n", "LMjlvonjSHdYb/vf01Z5kv82bzzjx+eQlhDL7w8f0vT+6/f9cO3vodjufS5a8oyV7V7RkkfP74tW\n", "w77ARXV1NZMmTQJg586drFq1qs/XjeQCFydqO/jL3Rf4bkkuvzpyhUAISiYkkuGwsvOsE+g5KvzR\n", "8gLOO928Ul4Xfu9PS4v4+/cu0uXrOWVOjrfwZ4sncvhSK6VT07kjveco0dXtp6Kxk/NNbmo7vOw+\n", "58RiiuFfH72TTOkdCmEYvQtcDPs4yerqajZv3szmzZuZMmXKcH+9JhkJVu7KSuBcYxeBUM+6iyUT\n", "xjEpOZ4nZmZhs8QQDAExMQRCIZYWJpPtsPKN2dlUtbpxXHdKnWg1k+aIZf2MrHCBDARD7D7n5Lk9\n", "lfzmeC0tbh/zJybx8NQ0Em0jd3Cv8rg3VbOrmhvUzq7HsP8fuWTJkuH+St3GJ8Xx/ftyOVnbycGL\n", "LXxnXg5lF1spr3ExLs7Mny6eCMRQ6ewiNymOzAQr8/KSSLNb+NH+Kv7DvBz2n28mJiaGtdMyOFnn\n", "YmlhSvjze+9/0+vIpXZeWFXMhHFxxMf2P8RHCDH8ZDB5P1JtFlLiLfxoRSGbPqunxe3n+/NzaXP7\n", "qHd5eaW8jm/PGU+r209RWjxxZhONXT6WFibzz0evsrw4hVk5Sfzsw2p8wRAZCXHcN6lnWE+8xcTs\n", "nERqz/Wcuk9Oi2fCuLgRH/St8pVKVbOrmhvUzq6HFMl+uLxBfl/dSqc3yGe1PXOi/+ngJZ6enc3E\n", "ZBu+QAiH1YzZFMPPP7pEY6ePP1mQR22Hl8dmZjFxXBw//aCK3pE4rZ5rqwTFWkw8NTubOzPtdHiD\n", "FKbY+PhKO/fkJhl+IzAhhD4yd7sfbR4/C/NTbriFpy8Qwh8McbHFwzibBW8gSILVzENT0vh+SS6n\n", "6118dUoaPp+PdIeVgi/Xi8xMiGVa5o2DwM0xsPcLJ/96vIa/3HOBVrefI9Wtw/pvvJnKPSZVs6ua\n", "G9TOroccSfbh88ZOdpxtJMlmYfWd6VS1eOj0Bnh8ZhZHL7fz2N2Z/OfFEzADL5RdptXtxxQDz8zP\n", "A2C21cldWRP5+5WFOLt8JNssZN10xbqx08fJumtrPv6hpoO7B1gKTQgx/KRIXqfTG6DS2cV5p5vD\n", "1e18a854TtR18txXJuEPwbmGTpYWphAI9sySMcXE0PrlYrvBEDR2eslw2Jk9ezYA6QnWfpc2S7KZ\n", "GWez0PblaXhBSjyzchKH5x/aD5V7TKpmVzU3qJ1dDymSgMcfoKatm4ZOH/985CqrpqXj8Qcpv9rB\n", "gklJtHcHaOj0kmSz0O0P4gsGKUyNxxQTQ3ysCfeXYyLzU+IpTrt1tkxfcpJs/I+HJnP0chup8bFM\n", "TounME3WfhQi2oz5nmRVs5ujl9o4XN1GbXs3X7srg3FxZv7TojxWTU2jusVDss3Cpk/reenIVd46\n", "1Ui8xcS2040UpMbz84eL+S+LJ/LTh4pYmD+OjOtmywykMC2eJ2dl8+CUNIrS7QOu0mM0lXtMqmZX\n", "NTeonV2PMX0keba+kz/ffR5fIMifLpnIPx64BIA91sTfLi/gZwcu4ezykWSzhGfQtHn8VLV4wmtD\n", "Fqfb+7xTohBidBjTRfKDCy14/EEeuiON89etKN7lC+LyBnjs7ky6/cEbhuXEAKn2WBYXpPTxiT1U\n", "7dWomhvUza5qblA7ux6juki2un2ca+zCHwxxR4adjJsuokxI7rninOGIxRFnIQYIAck2C53eAKEQ\n", "/OZ4Ld+8J5vnvjKJ0/Wd3JmZQGGqjUkptuH/Bwkhht2o7Un6/EE2n2jgr/dW8nf7L/LrI1dp7vRx\n", "rrGTLxo76fYHuXdCEhtmZ5Fmj2Xf506+V5LLN+/J5pn7ctlxtgmn24fNYuKdCieXWz0crGrlZweq\n", "udDsifjdqvZqVM0N6mZXNTeonV2PUXsk6fIFeP9CS3j74MVWHpicwt/uu0gM8J8XT2RWjoP3z7cw\n", "PtFK6ZQ0yq92kGKPpdMX5IsmN4vzk/EFgszNTebTWhfNXT3DdVLlnjFCjBnDvlSaVre7VFq3P8iv\n", "j1xhZ0XP/Og5uYmkJ8RSkBJPpy9AUpyFeXmJvHjkKkcvt2M1x/Dv544nyWZhZ4WT6VkJFKbGEwyF\n", "mJ7toKrFQ/mVDmbmOLgnN1EWohBCUXqXShu1R5JxFhMbZmczOzeRQLBnuM3xK+289oc6Orp7phqm\n", "3J/P90tymZnjwOsP0djp40q7l797IJ8uf4hYc0x4MHh2Ylz4vjNCiLFj1PYkAdISrCwuSGFZUQoT\n", "k21kJsSGCyTAyToXuck2FuenkJ1oZUpGAk/MzGKc3cr4pLh+Z8sMRNVejaq5Qd3squYGtbPrMWqP\n", "JPuSGGch1W4J9xZ7pwFmJVrJSkwdyWhCiCg1anuSfem5ZUIXl1s9jE+K464sO4lxchFGiLFEepIR\n", "OOIszM1LYm5e0khHEUIoYlT3JEeKqr0aVXODutlVzQ1qZ9dDiqQQQkQwpnqSQggR9beUFUIIlUiR\n", "NICqvRpVc4O62VXNDWpn10OKpBBCRCA9SSHEmCI9SSGEGEJSJA2gaq9G1dygbnZVc4Pa2fUY9hk3\n", "dXV1vPfee5jNZpYuXcr48eOHO4IQQmg27D3Jt99+m6997WsAbNu2jTVr1vT5OulJCiGMEPU9Sbv9\n", "2p0FrdbBLUUmhBDDZdiL5PUHrrGxo3MFHlV7NarmBnWzq5ob1M6ux7D3JAOBa4vexnx57+q+JCcn\n", "U15ePhyRhpzdblcyu6q5Qd3squYGdbMnJyfrev2wF0m3u+f+1qFQKPy4L3PmzBmuSEII0a9hv3BT\n", "U1PDgQMHCIVCLF++nMzMzOH8eiGE0CVqZ9wIIUQ0kMHkQggRgRRJIYSIQIrkGBYMBm8YbaASlbML\n", "tUTdjcBUnra4Y8eO8P+4RUVFzJgxY4QT9W/Pnj1UVlayZs0acnJyAHX2fV/ZVdn3p0+f5ty5cwSD\n", "QebPn09eXp4y+72v7Crs98OHD1NfXw/AxIkTmTNnjr59Hooy27dvDz/eunXrCCbRb+/evSMdQZfT\n", "p0+Hrl69Gt5Wad/fnF2VfX/gwIHw43feeScUCqmz3/vKrsp+7/Xuu++GQiF9+zzqjiRVnrYYCATY\n", "smULoVCIgoIC5eaey7433pIlS255TpX93ld2VfZ7VVUVb731FmvXrgX07fOoK5IhhactlpaWhh/v\n", "3r17BJMMjuz74bNv3z7mzZsHqLffr8+uyn7Pz8/n2WefZfv27RQWFura51F34UbrtMVop8Iv+81k\n", "3w+PAwcOUFxcTHp6OqDWfr85+/Wifb/bbDYSExMBffs86oqk1mmL0ai6ujr82OPxjGCSwZF9b7yD\n", "Bw+SlZVFfn5++DlV9ntf2VXY783NzeHHvUeQevZ51J1ul5SUsHHjxvC0RZVUV1dz7NgxAGbNmjXC\n", "aSLbv38/lZWV2Gw28vPzWbJkiTL7vq/sKuz7hoYGDh06xNSpU6moqKCjo4Onn35aif3eX3YV9vuh\n", "Q4fo7u4GYO7cuYC+OiPTEoUQIoKoO90WQohoIkVSCCEikCIphBARSJEUQogIpEgKIUQEUiSFECIC\n", "KZJCCBGBFMlRoL6+nm3btvHCCy/0+fMXX3yRxsZGXZ/Z0NDApk2b2L59O2+88QZ+v/+Gn+/cuXPQ\n", "eXu9++67vPXWW7f9OaONln3rcrl4+eWXOXPmzDAkGtukSI4CWVlZrFmzhokTJ/b580cffZSUlBRd\n", "n/nBBx/w+OOP88gjj3D//fdz4MCBG34+FNPnHnzwwaifqzwStOxbh8PBokWLhiGNiLppiWLoeL1e\n", "9uzZw/nz53n66afJyMgI/+zjjz9m7969FBQUkJiYiM/nY+3ateGiZTabcbvd2O12WlpawktL+f1+\n", "du/eTUVFBdu2bQOguLiYu+66a8A8fr+frVu3YjKZCIVCtyx0+tFHH9HQ0IDVasXj8VBaWkpSUhIn\n", "Tpxg69atPPDAAyxatCi8ff/997N48eJ+v8/lcvH6669jt9sxmUzYbDa6urooLS0NL9DQ33cCHD9+\n", "nN27d/P0009z+PBhrFYrM2fOpLi4mEAgwK5du8JzgTs7O5k4cSILFy4ccD8cPnyYmpoarFYrwWAQ\n", "q9XKV7/61QH3rdPpZPfu3djtdrxeL4mJiRQUFAz4feI2DdlqlmLEvfHGG30+/8EHH4QaGhpuef6l\n", "l14KPy4vLw998cUX4W2n0xn6m7/5m9Arr7wSev7550PBYFDTd0WyY8eOUGNjY3j76NGjoc2bN4dC\n", "oZ5FdA8ePBj+mdfrDf8sFOpZ8PXy5cvhn7355puavvP06dOhl19+ObwdCARCr7zyiqbvDIV6/p17\n", "9uy55XN3794dcjqd4e2mpqbQ2bNnNWV69dVXQx0dHeE8ly5duuU7+/Lb3/42FAgEwtu/+c1vQqdP\n", "n9b0nWLw5EhyDEtLSws/jo+Px+v1hrf37NnDc889R1xcHFevXmXfvn2sXLnytr7P5XLdsMTWrFmz\n", "uHTpEgCVlZV4PJ7wERT0HJ31WrhwIW+99RaPPfYYhw4dingEebPZs2eHH5tMJuLj4zV9Z68HH3yw\n", "z39LampqeDstLe2G/RnJ+vXrOXLkCB6PB4/Ho3lhCKvVisl0rUN2/b9LGEeKpOhXXFwc0FMAurq6\n", "bvvzEhISaGpqChfK8vLy8Onq9OnTqaurY/78+eHXX3+xyGw243A4aGtro6GhgWXLlmn+3s8++yy8\n", "YnYgEAj/MRjoOyOx2Ww0NzeHC2UwGKSyspLJkydHfJ/f7+f8+fM35H/99ddvWH6sP93d3QQCAcxm\n", "M9Cz/67PLowhqwCNAh9++CGtra2cPHmSGTNmYDKZKC0t5fPPP+f8+fNUVlaSlZVFQkIC8+fPJzs7\n", "mw8//JCDBw/yve99j8zMTF599VWCwSDf+ta3gJ7l7o8dO0ZcXBwej4fVq1ffsOT9Rx99RHNzMyaT\n", "Cb/fz4IFC8jOzo6Y0+/38+abbxIbG4vJZMLhcPDxxx+zYcMGJk2aRHl5OZcuXcJkMoUXRe1dbh96\n", "jvJ++ctf8sgjjzBt2jRN++bMmTNUVFTg8Xiw2+14PB5WrlwZLm6RvnPXrl188skn4ZtbzZw5M9wD\n", "9Pv9bN++HbPZHL5z4+LFiwfcBx6PhxdffJHCwkJiYmLo7u7mnnvuuaG49rdvm5qa2LVrF4mJiXi9\n", "XsxmM83NzTz11FM4HA5N+0PoJ0VSjGqnT58mJiZGc1EV4mZyui1GrY6ODg4dOgT09BB778sihB5y\n", "JCmGzPHjx7ly5UqfP5s7dy55eXmj4jsjqaqq4tNPP+3zZ/n5+VG7erfonxRJIYSIQGbcCCFEBFIk\n", "hRAiAimSQggRgRRJIYSI4P8DUg2Y+YPiqw8AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.741037\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd97/H3zGhGo9FoQRLaEEICBAo2GBsKMmAZ2xjk\n", "GMIS4434tn1u2jRxb9vctrm+6XPT+KY3vn3apG36XNM2TlvbifECFphFmMUGIylYLGaTDEYIiU0r\n", "kpBG0mjW+4fMWAIxzJF0RvOTvq/n4XnmzHY+HMRX53zP7/yOwe/3+xFCCDEo42gHEEKISCZFUggh\n", "gpAiKYQQQUiRFEKIIKRICiFEEFIkhRAiCF2LZE9PD6+88grXrl0LPNfQ0MBvfvMb3n77berr6/Vc\n", "vRBCDJuuRfLgwYOsWLFiwHMVFRVs2LCBZ599lk8//VTP1QshxLDpViTb2tqw2WxYrdYBz9tstsBj\n", "i8Wi1+qFEGJE6FYkS0tLWbJkyW3P97/Ax2w267V6IYQYEVF6fXFjYyMffPABTU1N5OTkkJmZCYDX\n", "6w28x2Aw3PHze/bswWQy6RVPCDFOJSYmMm/evJDfr1uR/Pa3vw1AVVUViYmJged7enqAvj3Km48H\n", "YzKZeOCBB/SKJ4QYp44fP67p/bqeuGltbaW0tJQzZ84Enlu4cCGbNm1i06ZNLFy4UM/Vj5rS0tLR\n", "jjAkquYGdbOrmhvUzq6FbnuSAElJSfzhH/7hgOcyMzN57rnn9FytEEKMGEOkTpW2f/9+OdwWQoy4\n", "48eP89hjj4X8frniRgghgpAiqQNVezWq5gZ1s6uaG9TOroUUSSGECEJ6kkKIcUV6kkIIMYKkSOpA\n", "1V6NqrlB3eyq5ga1s2shRVIIIYKQnqQQYlyRnqQQQowgKZI6ULVXo2puUDe7qrlB7exaSJEUQogg\n", "pCcphBhXpCcphBAjSIqkDlTt1aiaG9TNrmpuUDu7FlIkhRAiCOlJCiHGFelJCiHECJIiqQNVezWq\n", "5gZ1s6uaG9TOroUUSSGECEJ6kkKIcUV6kkIIMYKkSOpA1V6NqrlB3eyq5ga1s2shRVIIIYKQnqQQ\n", "YlyRnqQQQowgKZI6ULVXo2puUDe7qrlB7exaROn55eXl5TQ2NgKQnZ3NvHnz2L59O16vF4Bp06Yx\n", "e/ZsPSMIIcSw6FokFy1aFHi8Z88eAKxWK48//rieqx11S5YsGe0IQ6JqblA3u6q5Qe3sWuhaJAFq\n", "a2vZsmULa9euBcDr9fL+++/j9/vJzc0dMydnGjp7+W3dDZweH0tyEpmcaB3tSEKIEaB7TzInJ4cX\n", "X3yRI0eOAFBUVMS6dev45je/GTgUV12vx8u/H7nGxsNX+Y+j9fxkXw1tPe7RjqWZyj0mVbOrmhvU\n", "zq5FWE7cWK1W4uLibnvebDYH/Vz/f4TS0tKIXXa6fXze1B14ra69l7qrDRGTL9Tl06dPR1QeLcun\n", "T5+OqDzjYVnlnxctdB0n2draSlJSEgA7d+7kySefpK6ujilTpgCwY8cOVq5cOehnVRon6fX5+aCq\n", "mY2HrwKwelYKvz8/E5vFNMrJhBC30jpOUteeZFlZGb29vQDMnz8fgLq6OioqKgCYO3eunqsPG5PR\n", "QNGMZPJSbHh8fnKTYqRACjFG6FokV61addtzhYWFeq5y1MRYTNybbgf6du1VPPOnam5QN7uquUHt\n", "7FrIYHIhhAhCrt0WQowrcu22EEKMICmSOhjqUIPRpmpuUDe7qrlB7exaSJEUQoggpCcphBhXpCcp\n", "hBAjSIqkDlTt1aiaG9TNrmpuUDu7FlIkhRAiCOlJCiHGFelJCiHECJIiqQNVezWq5gZ1s6uaG9TO\n", "roUUSSGECEJ6kkKIcUV6kkIIMYKkSOpA1V6NqrlB3eyq5ga1s2shRVIIIYKQnqQQYlyRnqQQQowg\n", "KZI6ULVXo2puUDe7qrlB7exaSJEUQoggpCcphBhXpCcphBAjSIqkDlTt1aiaG9TNrmpuUDu7FlIk\n", "hRAiCOlJCiHGFelJCiHECNK1SJaXl1NcXExxcTHHjh0DoKGhgd/85je8/fbb1NfX67n6UaNqr0bV\n", "3KBudlVzg9rZtYjS88sXLVoUeLxnzx4AKioq2LBhAwBbt25lzZo1ekYQQohh0f1wu7a2lp/97GdM\n", "nz4dAJvNFnjNYrHovfpRsWTJktGOMCSq5gZ1s6uaG9TOroXuRTInJ4cXX3yRI0eOAND/PJHZbNZ7\n", "9UIIMSxhOXFjtVqJi4sDwOv1Bp43GAxBP9e/51FaWqrM8s3HkZIn1OWNGzdGVB4tyxs3boyoPKEu\n", "3/ozM9p5tCyr/POiha5DgFpbW0lKSgJg586dPPnkkxQXF7N27Vr8fj87duxg1apVg35W5SFApaWl\n", "Sh6KqJob1M2uam5QN7vWIUC6Fsnt27fT29sLwPz588nJyeHatWscPHgQv9/PsmXLSE1NHfSzKhdJ\n", "IUTk0lokdT27PdheYmZmJs8995yeqxVCiBEjg8l1MNTex2hTNTeom13V3KB2di2kSAohRBBy7bYQ\n", "YlwJy7XbDodjKB8TQgjlBC2SVVVVg/556623wpVPSar2alTNDepmVzU3qJ1di6BFsry8HKPRyMWL\n", "F/n0009xuVwcPnw4MPZRCCHGuqA9SYfDgd1u5+233+bZZ58NPP/OO+/wzDPP6BpMepJCCD2MaE/S\n", "brcDt09EMVYnphBCiFuFdOKmu7sbn88H9F173dnZqWso1anaq1E1N6ibXdXcoHZ2LUK64uaJJ57g\n", "17/+NRaLhd7eXp588km9cwkhRESQcZJCiHElLOMkGxoahvIxIYRQTkhFsrKycsByeXm5LmHGClV7\n", "NarmBnWzq5ob1M6uRUhF8vz58wOWo6J0nTxICCEixpAOt2+e6RaDU3EiUlA3N6ibXdXcoHZ2LYLu\n", "Eu7YsYOenh7Onj2L2+0OPJ+WlqZ7MCGEiARB9yRXrlzJ+vXrmTt3LuvXrw/8KSwsDFc+Janaq1E1\n", "N6ibXdXcoHZ2LUI63H7iiSf0ziGEEBFJxkkKIcYVXcZJ7tq1i8uXL1NbW8tbb71FdXX1kAMKIYRK\n", "QiqSLpeLSZMmceLECZ5//nmOHz+udy6lqdqrUTU3qJtd1dygdnYtQiqSRqMRo9GI1WoFIDo6WtdQ\n", "QggRKULek3Q4HIEiGaFtzIih6vgxVXODutlVzQ1qZ9cipCKZmZnJ1q1bKSgo4MyZM9TU1OidSwgh\n", "IkJIRXLRokV861vfwmq1kp+fz/e+9z29cylN1V6NqrlB3eyq5ga1s2uh+bLEqKiowGE3wIkTJ0Y0\n", "kBBCRJIhXbvdX21t7QjEGFtU7dWomhvUza5qblA7uxa6TudTWVnJuXPn8Pl8FBQUkJWVxfbt2/F6\n", "vQBMmzaN2bNn6xlBCCGGZdh7ksFcv36ddevW8dRTT3Hq1CkArFYra9asYc2aNWO2QKraq1E1N6ib\n", "XdXcoHZ2LXTdkxxsIgyv18v777+P3+8nNzdXLj0UQkS0sMyeu3fvXhYsWABAUVFR4PmSkpJwrD7s\n", "VO3VqJob1M2uam5QO7sWuh5uAxw8eJC8vDxSUlJue81sNgf9bP/d+dLSUlmWZVmW5RFZ1mLYswDV\n", "1taSk5Mz6GuHDh1i4sSJ5OfnB56rq6tjypQpQN+kvitXrhz0syrPAlRaWqrkb1lVc4O62VXNDepm\n", "1zoLUEiH22VlZSQnJ5Ofn091dTV2u5309HSAOxbIpqYmysrKyM/P5+zZs3R2dvLCCy9QV1dHRUUF\n", "AHPnzg05qBBCjIaQ9iQ3bdrE8uXLSU5OxufzsWXLFtavX69rMJX3JIUQkUuX+SRjY2NJTk7u+4DR\n", "iMlkGlo6IYRQzJBO3BiNup/vUdpQG8SjTdXcoG52VXOD2tm1CKnaGQwGWltbAWhtbQ1cMSOEEGNd\n", "SD1Jr9fL3r17A3NKFhUVERWl7xBL6UkKIfSgy9ltk8k0YBC4GJobTjc9bh8J1ihizNLXFUIFIR1u\n", "nz9/Xu8cY8pgvZor7U7+Z8kFfu/dKt44Vk+H0zMKyYJTucekanZVc4Pa2bUIqUiePHlywPLFixd1\n", "CTOWlda1U329B58ftpxp5mJrz2hHEkKEIOR73PR3a9EUAw12FYLFNHBTm4yGcMUJmYpXT9ykanZV\n", "c4Pa2bUI+fYNH374od5ZxrQHsxNYkpNAss3MdxZmkpsUM9qRhBAhCKlIvvnmm3R0dPDee+/x3nvv\n", "cfr0ab1zKW2wXk1GfDQ/eHgKr66dyep7Uom1RN6JG5V7TKpmVzU3qJ1di5DObj/xxBPMnz8/sLxr\n", "1y7dAo1lVrMJq5zVFkIpw54FSC8yTlIIoQddrt0WQojxKqQi2dHRwebNm3n99dfxeDwUFxfrnUtp\n", "qvZqVM0N6mZXNTeonV2LkIrk7t27Wb16NQkJCbpfjiiEEJEkpCJptVoH3GpBpkoLTtXxY6rmBnWz\n", "q5ob1M6uxZAGk/t8Pl3CCCFEpAmpSKamplJaWorH4+Hw4cNkZ2frnUtpqvZqVM0N6mZXNTeonV2L\n", "kIpkYWEhSUlJWK1W0tPTZWiOEGLckHGSQohxRZf5JFtaWigpKSEmJgaXy0VRURFJSUlDDimEEKoI\n", "eQjQhg0beOqpp3jmmWfYs2eP3rmUpmqvRtXcoG52VXOD2tm1CKlI2my2wM2/TCYTVqtV11BCCBEp\n", "QiqSTqdzwHJ3dzcAFRUVI59oDFB1/JiquUHd7KrmBrWzaxFSkfT5fPzqV7/i+PHj/Md//AdWq5Wq\n", "qipOnDihdz4hhBhVIRXJ7u5uHnzwQaxWKwsXLiQ/P58IPSkeEVTt1aiaG9TNrmpuUDu7FiGd3X7+\n", "+eex2+23PZ+dnc2VK1fIysoa8WBCCBEJhj1OcuvWraxZs2bQ1yorKzl37hw+n4+CggKysrJoaGhg\n", "//79mEwmHn74YTIyMgb9rIyTFELoQZdxkkN1/fp11q1bB/TNZp6VlUVFRQUbNmwAghdYIYSIBLpO\n", "ultYWHjbczabLfDYYrHoufpRo2qvRtXcoG52VXOD2tm1CMvM5Hv37mXBggUAA0749J9+TQghIpHu\n", "RfLgwYPk5eWRkpICgNfrDbxmMAS/93T/31SlpaXKLC9ZsiSi8oS63F8k5NGyfOvfYbTzhLp8c6xh\n", "pOTRstxfJOTR+vMSKl1P3Bw6dIiJEyeSn58feK64uJi1a9fi9/vZsWMHq1atGvSzcuJGCKGHsN8I\n", "7E7Df5qamigrK+Ps2bNs3bqVN998E4CFCxeyadMmNm3axMKFC4e7+og01N9Yo03V3KBudlVzg9rZ\n", "tQjp7PahQ4d46KGHBn2t//24+0tNTeWll1667fnMzEyee+45DRGFEGL0hLQn+dFHH7Flyxaampr0\n", "zjMmqHpNq6q5Qd3squYGtbNrEVKRXLt2Ld/4xjeoqqri3XffpaqqSu9cQggREUIqknPmzMFsNrN0\n", "6VJWrFjBtm3b9M6lNFV7NarmBnWzq5ob1M6uRUg9ydLSUnJycigvL8dut/Mnf/IneucSQoiIENIQ\n", "oJdffplHHnmExYsXh+2e2zIESAihB12u3V67di1z5swZcighhFBVyD1JETpVezWq5gZ1s6uaG9TO\n", "rkVIRbKjo4PNmzfz+uuv4/F4KC4u1juXEEJEhJDvlrh69WoSEhKIitJ1drUxQdXxY6rmBnWzq5ob\n", "1M6uRUhF0mq1DpixJ1wnb4QQYrSFVCRdLteAZZ/Pp0uYsULVXo2quUHd7KrmBrWzaxFSkUxNTaW0\n", "tBSPx8Phw4fJzs7WO5cQQkSEkKdKq6qqoqamhnvvvZecnBydY8k4SSGEPnS7x82sWbOYNWsWAHV1\n", "dUyZMkV7OiGEUEzQIrlly5bA7OE3+5B+v5/z58/zwx/+UP90iuo/47RKVM0N6mZXNTeonV2LoEXS\n", "brezYsUKysrKMJvNzJ07l+PHj5OYmBiufEIIMaqCnrhZsWIFAPX19SxYsACLxUJBQQEOhyMs4VSl\n", "6m9XVXODutlVzQ1qZ9cipLPbt96wS4YACSHGi5CKpM/no6WlBYCWlhbcbreuoVSn6vgxVXODutlV\n", "zQ1qZ9ci5FmAdu/ejcPhIDY2lqeeekrvXEIIERGGfUvZK1eu3PGOicMh4ySFEHoI+y1ljx49Otyv\n", "EEKIiDXsIilup2qvRtXcoG52VXOD2tm1kCIphBBBSJHUgarjx1TNDepmVzU3qJ1dCymSQggRhK5F\n", "0ufz4fV69VxFRFK1V6NqblA3u6q5Qe3sWgz7Xgx3Gv6ze/duampqWLNmDZmZmQBs3749UDSnTZvG\n", "7Nmzh7t6IYTQ1bDHSQZTVVVFYmJioEju3buXxx9/PKTPyjhJIYQedJtPciR4vV7ef/99/H4/ubm5\n", "UgSFEBEvaJE8cOAA8+fP55e//OVtk+y63W7y8vI0FbqioqLA45KSkru+v/98dTf7Hyos9+/VREKe\n", "UJdPnz7Nd7/73YjJo2V548aNzJ49O2LyhLp887lIyTNefl60CHq4fbNI7tu3jzVr1tz2+ubNm4Ne\n", "x33r4XZ/+/btY9myZXf8rMqH26pORqpqblA3u6q5Qd3sI3pZ4tKlS7Hb7Xd8Xes9uOvq6gKPnU6n\n", "ps+qRMUfHFA3N6ibXdXcoHZ2LUKqchMmTBj0+WAzlO/bt4+amhqsVis5OTkUFhZSV1dHRUUFAHPn\n", "zh1CXCGECC9dz24Phxxuh5+quUHd7KrmBnWzh30WICGEGMuC7kl2dHQQHx9PR0cH+/btA8BqtbJ8\n", "+XLN/UitVN6TFEJErhHdk/z4448B2LFjBytXrmTdunUsWrSI4uLi4aUUQmjS2u2m5noP17tdox1l\n", "3AlaJG/uZNpsNiwWC9B3ssZsNuufTGGqXtOqam5QN3soues7evnrvTX8UfFZfrj7AldvRMbIEFW3\n", "uVYh9SRvnaSit7dXlzBCiNtVX+/mXHM3ABdbnYHHIjyCFkmXy8V77703YM/xwoULpKWl6R5MZSqe\n", "8QN1c4O62UPJHRNlGrBss5ju8M7wUnWbaxX07MvTTz9923O5ublMmzZNt0BCiIFmptr4o4JJHLjQ\n", "xuKcRL420TbakcYVzUOAjEYZNXQ3qvZqVM0N6mYPJXdcdBTr7k3l756czjP3pZEQExnnBFTd5lqF\n", "NI6nt7eXnTt3BpaffPJJoqOjdQslhLhddFRkHGaPNyFdcbN582aKioqw2+04HA5KSkpYv369rsFk\n", "nKQQQg+6XHFjNpsDE13Y7XYZAiSEGDeGNATI5/PpEmasULVXo2puUDe7qrlB7exahFQk7XY7X3zx\n", "BQBffPFF0OnThBDibq7ccPJJTRufXeuk2xXZNwsMeRag8vJyrl69SlZWFg8++KDeuaQnKcQY1djZ\n", "y0sl1Vzt6LvE8gcPZ7MsLzls69ftHjeLFi0aUiAhhOivrccTKJAAn1xsD2uR1ErzoMe6ujrpSd6F\n", "qr0aVXODutlVzQ1Dzz4hJor0uK9O/i6acufJuyNBSHuSf//3f8/69euprKwkMTGRzz77bNB73oix\n", "r9fjo+LyDfaeb+WBSXEsnZpEYkxYb7opFJcWF83frJjOhevdxEVHkR/hVxCFtCc5c+bMwN0S5bD7\n", "7lS9pjWU3NUt3fxkfy2HL3Xw6m+vcqbREYZkdzeWt3mkGk727EQrj0xLYn5WPPboyP4lq2kIkMkk\n", "I/7Hu85bzkRe73KPUhIhwiOkIulwONizZ49MbBEiVftMoeTOmWBlRkoMAIkxUczJiIzhYGN5m0cq\n", "lbNrEdJ+7rp162hsbCQ3N5eTJ0/KiZtxLD0umh8/PpWWLjfx1igy4+UafjG2DeluiS6XKzBTuV5k\n", "nKQQQg9huVvi7t27h/IxIYRQzpCKpBxuB6dqr0bV3KBudlVzg9rZtQjak3z55Zf5gz/4AzZt2kR2\n", "dnbg+bNnz8o4SSHEuBBST3Lr1q0DiuKty3fi8/nw+/1DGjokPUkhhB50uXa7oKBgwHJi4t0vI9q9\n", "ezc1NTWsWbOGzMxMABoaGti/fz8mk4mHH36YjIyMkIMKIcRoCKknmZ6ePmB56dKld/1MUVHRbe+r\n", "qKhgw4YNPPvss3z66achh1SNqr0aVXODutlVzQ1qZ9cirHf1stm+ukZT7yFE4dTj9uLTPpJKCKGA\n", "sF402b/9ORZuAeF0ezlQ087WymbmZMSyfk4aE2Mtyl6Pq2puUDe7qrlB7exahHVPsv9tIAwGw13f\n", "3393vrS0NOKWP6tt5OeHLlHT2sPWyhbKLzRHVD5ZlmVZHnxZiyFdcROqqqoqEhMTAyduiouLWbt2\n", "LX6/nx07drBq1ao7flaFs9vHr3bwUsmFwPK3fyeDp+9Lp7S0VMnfsqrmBnWzq5ob1M2u28zkWu3b\n", "t4+amhqsVis5OTkUFhaycOFCNm3ahN/vZ9myZXqtOmymTIihMDeRTy62kxFnYWF2wmhHEkKMMF33\n", "JIdDhT1JgA6nm7YeD7EWEymxY+dklBBjVcTsSY4X8VYz8Vb1T0IJIQYX1hM348VQG8SjTdXcoG52\n", "VXOD2tm1kD3JMOp0ejh2tZPzLd0szI7nnjQ7JuPdz/ILIUaP9CTDqKy2nZf3XQTAZIBfrJ5JXkpk\n", "3wRJiLEmLPNJiqG51O4MPPb6od3pGcU0QohQSJHUwZ16NfdnxhFt6ju8zkqIZlKE3fpA5R6TqtlV\n", "zQ1qZ9dCepIjoNvlpdvlJc5qIjrqztPC5afG8k+rZ3Kjx0N6nIWMCCuSQojbSU9ymBo6e/mXw1c5\n", "We/gyfxk1s9JI8Eqv3uEiFTSkwyzk9cclNfdoMvl5d1TTVS3dI92JCHECJIiOUx+/Lcsq9urUTU3\n", "qJtd1dygdnYtpEgO09zMOBZMjsMaZWTtPROZnhwz7O90e32ca+7ixLVOrne7RyClEGKopCc5Ahy9\n", "HnrcPuKiTVjN2u/nc1Nnrwevz8/Zpi7+eu9F/MDiKQn82ZJsEmKkzynESJCe5Ajq9Xjv/ibAHh3F\n", "RLtlWAXyfEs3f779PC9uPUdrj4ckW9/14GV1N2jpdoX0HW6vj6pGB2W17QPGZAohhk6K5CDaety8\n", "ebyev9hZzY7Pm+lyhVYsb9Laq+l2efmn0kvUtjtp7nKz8bdXKJqRBEBiTBSxltCK75mGLr6//Twv\n", "77vID3ad5+oNbYVS5R6TqtlVzQ1qZ9dCjuEGcaahizePNwBwrrmbrAQrczPjdF2n2/dV18Prh6+l\n", "xfLc3DQKcxNJj4umsbOXPV+04nB7+frMZKZMuL33eexqR+A0Umu3h0aHi0kJVl1zCzHWyZ7kIBy3\n", "7Dn2uLXtSfafrfmG00V1SzdXguzV2Swm/nTxZBJjorBGGfnhIznMmxTP78/PJCMumgMX2vjVkWtY\n", "ooyca+7mJ/sv0tZz+wmde9Jiv/pOszFwyD6U3KpRNbuquUHt7FrInuQg7k2LZVK8hasdLuZk2Jma\n", "PHASipYuF+W1N7jS0cuj0yaQn/pVcbrW0YvT7WOi3YzH6+PgxXY2nWgk2WbmjxdlMSvNPug6Z6XZ\n", "2bgmH6/fT0qsGeOX9wA629zFTz+uBeBATTvfWTiJX1Zcpdfju+077suw80rRNJq6XOQl28gZZG9T\n", "CKGN7EkOYnKilb97Mo9/WZvPXz2SQ5p94Izj5bU3ePXwFbZWNvNSSXVgL/FsUxcvbj3HHxWf5Y1j\n", "9Vxq77sap63HQ/X1Ht491UiwwQTJsWZS7ZZAgQRo7xk4CUaP28u37k9nwiBnu22WKOZlxfPEzBSm\n", "D2F2IZV7TKpmVzU3qJ1dC9mTvIOUWAspX+4gen1+zjZ30eH00Njpoq7dyfcezOL1Y/V09nrp6u07\n", "HN9ypilwkmdbVQuLcxLo12rE6+sbbK5lBsmpSTEkxUTR2uMhNdbM/Zlx5CTFBL1GXAgxcqRIhqDm\n", "ejf/efQaeck2Np/pu22szWzkm7NTOdfcRardgtvrI6VfDzDKaCApxsz3HpzEaxXXSLKZ2XB/+oC9\n", "xJs8Pj+9Hi+xltv/OXKSYvjZyjxauz0kx5rJHOKkGJ29nr578ZiNWM0mOnv77ssTF/3VOlXuMama\n", "XdXcoHZ2LaRI3kVjZy+/vdRBZryV6Sk2bGYj3W4f3W4fMyfaWJWfQmy0iZrWHswmI0unTqDJ4eKb\n", "syfiBxZmxTM9OQaTwXDbrD8XW3v47GoHZpORK+29TEuJoXBqItZb9hInJViZNIwbMbZ2u/m3T6/y\n", "0YU2npmTSlOXm4M1bdyfGcefLplMepzMRiQij9vrw+f3j/pRk/Qkg/D7/bxzqolff9ZAybnrbDx8\n", "ldWzJgLwQGYcmXHRnGpw8M7JRqqbu6lsdJAUY+J3Jsfxj6WX+W7xOY5e7eR/7bnIn24/z+5z1wPf\n", "Xd/Ry0sl1fzLp9f45/IrmKMM/OfRempbR34QeG1rDx9daAMgxmzi4wtt+Pxw7GonlY1dgfep3GNS\n", "NbuquUHf7LWtPfxoTw1/ubOaykaHbusJhRTJINw+/4BZfW44PUxPieFvVkzlvxdmU9PazT+WXmZf\n", "dRteYHFOAvboKF4/1kBnrxePz8+BmjZmfHkSpbyuHbfXF/iutn4nZWpae0i1WwY9az1c0VFf/TPf\n", "ekudKLnHjogwPW4vvyi7zLGrnZxt7uZHe2pocoR21Zke5HA7CIvJyNNz0vibjy7i88Mj0ybg9vrJ\n", "jIvi3ZONeHx+XnggjbPNPVy90cuCyfFYTAYmxVuYlxWPx+sn0dp3P+5702OZlRrLqXoHpxoczM+K\n", "Y2aKjXNfFuFHpyVhwK/LbOVTk2P4/pLJFFc2Y7OYeHpOKvuqW1mQFc+sfmMrVe4xqZpd1dygX3aP\n", "18+Nfrc26XJ58fhGfuchVDLBxV24vT6qmro429RNTWsPJ6918q0H0vlF2RWmJsWwfEYSOz9vYXKC\n", "lXWzJ+L3+XC4/fxz2WWWz0hidrqdE9ccbK1sJskWxWPTk3jrRCMG4Oer8qhr6yHNHs2us9c5cqWD\n", "h6cm8nvzMkiOtdw1m1ZdLi/WKCM+n59Ol5dYi3HU+z1CDObolQ5+vLcGt9fP9x/K5rHpEzCbRubA\n", "Vya4GCFdLi+X2p20Oz10OD386sg1Pr7QRmvPV4fJS6cm8q+Hr3L5Ri/ll27wUXUb5igTf3ugjuUz\n", "kjlypZOtYAwSAAASjElEQVS/+rCGTy6283vzM2h0uAOHt36godPFfx5t4FxLN4dq23F6fHz4RSvn\n", "mrvpdHo4dLGNN47VU9nowDeE32Wt3S6aHa7AZ2MtJkxGA+aovqtxbi2Q0h8Lv1By13c4+aK5iysR\n", "NmmJntt83qQ4/u2bX+O1p77GY9NGrkAOhRxuD6LD6eGNY/V88HkLSbYo/vyh7AGv3xxc7vUzYMrd\n", "LrcXk9HAdxZmEmUy8vbJHgAaHS66Xd6+4Tdf9gfjo03kTLBy/6RBrgk3wMl6Bz/ZXwvAOycb+cXq\n", "GUxLDn2A+OdNXby8r4Yet4+/LJzCg1MS5B7fCrpwvZufflTLlRu9LM9LYs29EzX9HKjKYDAMebjb\n", "SAt7kdy+fTteb9+A62nTpjF79uxwR7iNz++nqdOFx+ejweHG5fHxwectQN9EEW6vjxcfzOJUfSf3\n", "ZcTh9vr4bsEk8lJsrJ89kfdONzMx1swTM5K52NpDdJSRW/f70uOj+fHjuSRao8hNmkaq3YLX52fR\n", "lATMRijMTeDolU6WTp3AzJRYSvqdCXf7/ANO8txNt6uv8d3a3feZn35cy2tP5ZMZH3yyC+mPhd/d\n", "ch+40MblG70AfHi+ldkZ9ogpkqpuc63CXiStViuPP/54uFc7KEevh8rGLi7fcBJrNnGjx80ntTd4\n", "dNoEDMC96bE8Nj2JL1p62FrZTHpcNJ9dq+ePF2cx0Wzi/5Vf5g8WTGLGxFiSbWb+uewyF9v6Dol+\n", "f34Gf7ggk99eusGcjDjON3dxpT2KXq+X352XSW1rDy/vu4jT4+OFB9KxmIx8tyCLwqmJxJhNPDDJ\n", "zqaTBtxeP5PiLZp+qxoMYOq302g0gEHTdT4iUljNAw8zY8zSIQs3049//OMfh3OF58+f59SpU1RV\n", "VeF0OsnIyBj0fRcvXrzjayOlvK6d/72/lmNXO4mPjiIhJgqn20d2opUHs+OZlGDl3VONZCdEUzAl\n", "kYw4C/MmxeN0e/l56WX+eNFkXvm4lo8utDEpPpqPa9q/+nI/tDvdJNksxEQZ2HKmhQcmxfHuqSYe\n", "nz6Bv/vkEg0OFx6fn9P1DhZmJ5ARb2FqUt9eQkqsmYLsBJbkJLL6nlRNRdJsMpKXYuN0gwOz0chL\n", "j0xh5kQbhkGu9umvtLSU7OzsoO+JVKpmv1vuZJuZ5i4XLq+fZ+akMi8rHnt0ZHTJVN3m9fX1TJ06\n", "NeT3h31rFxUVBR6XlJSEe/U43V5uOD3YzEZOfzmQ2mIykJkQza+O1APw20s3+J9Lp+Dt9fDUvalk\n", "JVr50Z4aPD4/FpOBP1syGY/Pj6PXQ7e7b2hCR6+XdLuFhi/Hc/1OVjyT4i30eH383cFL5E+00dLl\n", "JtEahSXKiLlff9BkNLAgK57c5K8Ohw0Gw7AOq/JSbPzDyhl4fH7NU6aJyDEpwcpLS3PodvtIsEZJ\n", "X3kUjOqvJLM5+H/e0tLSQN/j5pm04SzbEpI56Uzg3VONTE+y8sx9aeyoasFmMdHZb1yWzw9Go4GS\n", "c62YTQaWTU/C8+VMFS6vn4ZOF8k2M/H97q+9rbKZv/36dD5v6sJuMXH4Uge/PHKN5+em8X+WT+WG\n", "082xKx38tGga6XHR/Ne5E9h4zEePx8f3l2TTUVvJ0fOuEf37DmW5/7YfjfUPdfnmc5GSZySXrWYT\n", "Rz/9bcTk6b98U6Tk0fLzEqqwj5Osq6tjypQpAOzYsYOVK1cO+j49xkmebnDw5zvOB5a/VzCJGamx\n", "9Hq8OHq9/PzQZbpcXmakxPDo9CQcvV5+/VkD318ymX8qu4zPD2ajgb9elovD5aXk3HUKshO41O7k\n", "/kw73W4fDZ0u3j/ThMvbt1njok3867p8UgYZ93jzxl+JMbKnJ0S4aB0nGfY9ybq6OioqKgCYO3du\n", "WNdtuuVIxenxMSs1lvMt3fzN/lrW3TsRA2CNMnLoYjv3ZdixmAzsP9/KDx6ewrWOXmItJq7ccJJg\n", "NXOy3kFVYxeTE60sn5FEt8vLmQYHU5NiONvcdyXN11Jt2O5wg7C4COkt3dR/T0w1qmY/WfUFM/Om\n", "DesmcqNF1W2uVdj/lxYWFoZtXS6Pj7p2J16fn+xEK7kTYvhuwSTeOdVIXrKNwqkTAIg2GXF6fIH7\n", "2iybnkSXy4vBYMBsMrDynom8c6KBC61OJidEs3TaBCYlGPnbr0+nrdtNblIMuUkx7PniOvmpsfxO\n", "VjxXO3oxmwzcnxlHZ68HW4g38xLjg9fn5/ClG/yq0kP6pYt8tyCLyYlyP6JINGYvS/T6/Ow738rP\n", "Dl0C+obkrL13IkYMdPZ6iLGYsJlNOHo9XGl30t7r5b2TjaTFWchKsHKmwUFRfjIuj48Wh4upKTau\n", "d7mpbXNypcPJnyyaTNotU4x93tjFX+w8T5zVhN1s5Pn7M/i/B+qYEBPFK0XTmZoc2u0U2rr71mM1\n", "G5maFDNgggoxNtS29vBHxWcDkzKvmJHEnxdOGd1Q40TEH26HS4fTw+vH6gPLrx+r54FJcfyq4hpm\n", "k4FvL5hEZnw0WyubeeN4AzazkT9dPJkZE23sr27FaDTw049q+atHc4iNjuLzxm4ey5vA3Mw4Yi2m\n", "ASdtbpqZauMfVs2gpduF3WLiR3tqAGjr8XDwYltIRbLT6eHfKq6yv7pvarMfPJzNsrzkEdoqIlJ4\n", "fP4Bs9Z39nrw+/13HaYlwm/M7qJERxmZnPjVnl5GnIXSi+2cqHdw5Eonf/9JHS1dLt452cjyvCTW\n", "z0mjuduN0QCPTU9i1ddS+KdVMyjITuCRaRN4fm4aWQlWMuKjBy2QAEaDgRkTbfgunyHaZKTH/dXM\n", "JSkhDsNp7XEHCiTAljPNODXerXGoVL3+GdTLPikhmm8vyMRA373VN9yfrlyBVG2bD9WY3ZO0WUz8\n", "8eLJ7Kxqocfj48n8ZP5yV3Xg9dZuDyajgaKZybR0uwN7nT6fn6fmpA24X/VQLq6fmhTDXz2Ww/un\n", "m5mVFktBdmhTi9ssJlJjzTR19d0y9p60WCxyuD3mxJhNfGNWCjNsLrIy0gYd/SAiw5jtSd7K4/Oz\n", "v7qVn39yCaMB/sfSKRTmJlLT6uR7W88F3pdmt/DPq2eM2LAct9enucjWtvbwycV2JsREsTA7gVS7\n", "/AcSYqRIT/IOoowGpiRE81/mZeD3+/nN8QYmJViZGGtm5kQb574csjM3007MCA7HGMpeaE5SDDlJ\n", "cs9sISLBuDqOq2138vqxet443kDdjV4aHS4SY8y8tHQK/21RFn9RmM0LD6QP+2yyqr0aVXODutlV\n", "zQ1qZ9di3OxJAmQnWjEZ+uaBtEYZyYjrO4ztuxuhjFETQtxu3PQkoW/s5PmWbpocLjITopkeIfPy\n", "CSHCR3qSQZiMBvJTY8lPjb37m4UQgnHWkwwXVXs1quYGdbOrmhvUzq6FFEkhhAhiXPUkhRBCbikr\n", "hBAjSIqkDlTt1aiaG9TNrmpuUDu7FlIkhRAiCOlJCiHGFelJCiHECJIiqQNVezWq5gZ1s6uaG9TO\n", "roUUSSGECEJ6kkKIcUV6kkIIMYKkSOpA1V6NqrlB3eyq5ga1s2shRVIIIYKQnqQQYlyRnqQQQowg\n", "KZI6ULVXo2puUDe7qrlB7exahH1m8oaGBvbv34/JZOLhhx8mIyMj3BGEECJkYe9JfvDBB3zjG98A\n", "YOvWraxZs2bQ90lPUgihh4jvSdpsX918y2KxhHv1QgihSdiLZP8dV7PZHO7Vh4WqvRpVc4O62VXN\n", "DWpn1yLsPUmv1xt4bDAY7vi+xMREjh8/Ho5II85msymZXdXcoG52VXODutkTExM1vT/sRbKnpwfo\n", "26O8+Xgw8+bNC1ckIYS4o7CfuLl27RoHDx7E7/ezbNkyUlNTw7l6IYTQJGKvuBFCiEggg8mFECII\n", "KZJCCBGEFMlxzOfzDRhtoBKVswu1hP3s9t2ofNni9u3bA/9xp02bxuzZs0c50Z3t3r2bmpoa1qxZ\n", "Q2ZmJqDOth8suyrbvrKyknPnzuHz+SgoKCArK0uZ7T5YdhW2e3l5OY2NjQBkZ2czb948bdvcH2G2\n", "bdsWeFxcXDyKSbTbs2fPaEfQpLKy0n/16tXAskrb/tbsqmz7gwcPBh7v3LnT7/ers90Hy67Kdr/p\n", "ww8/9Pv92rZ5xO1JqnzZotfr5f3338fv95Obm6vcteey7fVXWFh423OqbPfBsquy3Wtra9myZQtr\n", "164FtG3ziCuSfoUvWywqKgo8LikpGcUkQyPbPnz27t3LggULAPW2e//sqmz3nJwcXnzxRbZt28bU\n", "qVM1bfOIO3ET6mWLkU6FH/ZbybYPj4MHD5KXl0dKSgqg1na/NXt/kb7drVYrcXFxgLZtHnFFMtTL\n", "FiNRXV1d4LHT6RzFJEMj215/hw4dIi0tjZycnMBzqmz3wbKrsN1bW1sDj2/uQWrZ5hF3uL1w4UI2\n", "bdoUuGxRJXV1dVRUVAAwd+7cUU4T3L59+6ipqcFqtZKTk0NhYaEy236w7Cps+6amJsrKysjPz+fs\n", "2bN0dnbywgsvKLHd75Rdhe1eVlZGb28vAPPnzwe01Rm5LFEIIYKIuMNtIYSIJFIkhRAiCCmSQggR\n", "hBRJIYQIQoqkEEIEIUVSCCGCkCIphBBBSJEcAxobG9m6dSs/+9nPBn391Vdfpbm5WdN3NjU18fbb\n", "b7Nt2zbeffddPB7PgNd37Ngx5Lw3ffjhh2zZsmXY3zPWhLJtHQ4Hr732GlVVVWFINL5JkRwD0tLS\n", "WLNmDdnZ2YO+vn79eiZMmKDpOz/++GOeeeYZVq9ezaOPPsrBgwcHvD4Sl8+tWLEi4q9VHg2hbFu7\n", "3c6SJUvCkEZE3GWJYuS4XC52795NdXU1L7zwAhMnTgy8duTIEfbs2UNubi5xcXG43W7Wrl0bKFom\n", "k4menh5sNhttbW2BqaU8Hg8lJSWcPXuWrVu3ApCXl8c999xz1zwej4fi4mKMRiN+v/+2iU4/+eQT\n", "mpqasFgsOJ1OioqKiI+P59SpUxQXF/PYY4+xZMmSwPKjjz7KQw89dMf1ORwO3nrrLWw2G0ajEavV\n", "Snd3N0VFRYEJGu60ToCjR49SUlLCCy+8QHl5ORaLhfvuu4+8vDy8Xi+7du0KXAvc1dVFdnY2ixcv\n", "vut2KC8v59q1a1gsFnw+HxaLha9//et33bbXr1+npKQEm82Gy+UiLi6O3Nzcu65PDNOIzWYpRt27\n", "77476PMff/yxv6mp6bbnN27cGHh8/Phx//nz5wPL169f9//oRz/yv/HGG/5XXnnF7/P5QlpXMNu3\n", "b/c3NzcHlj/99FP/e++95/f7+ybRPXToUOA1l8sVeM3v75vw9fLly4HXNm/eHNI6Kysr/a+99lpg\n", "2ev1+t94442Q1un39/09d+/efdv3lpSU+K9fvx5Ybmlp8X/++echZXrzzTf9nZ2dgTyXLl26bZ2D\n", "ef311/1erzew/O///u/+ysrKkNYphk72JMex5OTkwOOYmBhcLldgeffu3fzwhz8kOjqaq1evsnfv\n", "XpYvXz6s9TkcjgFTbM2dO5dLly4BUFNTg9PpDOxBQd/e2U2LFy9my5YtPP3005SVlQXdg7zV/fff\n", "H3hsNBqJiYkJaZ03rVixYtC/S1JSUmA5OTl5wPYM5qmnnuLw4cM4nU6cTmfIE0NYLBaMxq86ZP3/\n", "XkI/UiTFHUVHRwN9BaC7u3vY3xcbG0tLS0ugUB4/fjxwuHrvvffS0NBAQUFB4P39TxaZTCbsdjs3\n", "btygqamJpUuXhrzekydPBmbM9nq9gV8Gd1tnMFarldbW1kCh9Pl81NTUMH369KCf83g8VFdXD8j/\n", "1ltvDZh+7E56e3vxer2YTCagb/v1zy70IbMAjQEHDhygvb2d06dPM3v2bIxGI0VFRXzxxRdUV1dT\n", "U1NDWloasbGxFBQUkJ6ezoEDBzh06BDf+c53SE1N5c0338Tn8/G7v/u7QN909xUVFURHR+N0Olm1\n", "atWAKe8/+eQTWltbMRqNeDweFi1aRHp6etCcHo+HzZs3YzabMRqN2O12jhw5woYNG5gyZQrHjx/n\n", "0qVLGI3GwKSoN6fbh769vF/84hesXr2aWbNmhbRtqqqqOHv2LE6nE5vNhtPpZPny5YHiFmydu3bt\n", "4tixY4GbW913332BHqDH42Hbtm2YTKbAnRsfeuihu24Dp9PJq6++ytSpUzEYDPT29vLAAw8MKK53\n", "2rYtLS3s2rWLuLg4XC4XJpOJ1tZWnn/+eex2e0jbQ2gnRVKMaZWVlRgMhpCLqhC3ksNtMWZ1dnZS\n", "VlYG9PUQb96XRQgtZE9SjJijR49y5cqVQV+bP38+WVlZY2KdwdTW1nLixIlBX8vJyYnY2bvFnUmR\n", "FEKIIOSKGyGECEKKpBBCBCFFUgghgpAiKYQQQfx/5LoubB806u4AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.185137\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VPed5/13ValKpVJpX0ALWhACzGKwIRbGGLxh5AUb\n", "OTje4skkz0mnE/eTmXSWcTIz7k6fyZNOP3G6Oz3tdHccdztkTHcQW1gks8RghGwwlsFYmEUIiVUS\n", "ktBaKtV25w9BIYFUuleopPqh7+scH9et7X50ga/u/d7f/V2TpmkaQgghBmUe7wBCCBHJpEgKIUQI\n", "UiSFECIEKZJCCBGCFEkhhAhBiqQQQoQQFc4vr6yspLGxEYCcnBwWLFjAli1b8Pv9ABQUFDB37txw\n", "RhBCiFsS1iK5ePHi4OMdO3YAYLfbWb58eThXK4QQoyasRRKgrq6O9evXU1JSAoDf72fDhg1omkZ+\n", "fj533313uCMIIcSImcbiihu3283mzZt57rnnBjxfVlbGY489Fu7VCyHEiIV9TxL6DrHj4uJuet5q\n", "tQ75mR07dmCxWMIZSwgxASUmJrJgwQLd7w9rkWxtbSU5ORmAazus9fX15ObmAn17mEOxWCxyKC6E\n", "GHVVVVWG3h/WIUD79++ntLSU0tJSZs+eDfQVyXXr1rFu3TpmzJgRztWPm4qKivGOMCKq5gZ1s6ua\n", "G9TObkRY9yRXrlx503NLly4N5yqFEGJUjcmJm5HYvXu3HG4LIUZdVVUVDz/8sO73yxU3QggRghTJ\n", "MFC1V6NqblA3u6q5Qe3sRkiRFEKIEKQnKYSYUKQnKYQQo0iKZBio2qtRNTeom13V3KB2diOkSAoh\n", "RAjSkxRCTCjSkxRCiFEkRTIMVO3VqJob1M2uam5QO7sRUiSFECIE6UkKISYU6UkKIcQokiIZBqr2\n", "alTNDepmVzU3qJ3dCCmSQggRgvQkhRATivQkhRBiFEmRDANVezWq5gZ1s6uaG9TOboQUSSGECEF6\n", "kkKICUV6kkIIMYqkSIaBqr0aVXODutlVzQ1qZzdCiqQQQoQgPUkhxIQiPUkhhBhFUiTDQNVejaq5\n", "Qd3squYGtbMbIUVSCCFCkJ6kEGJCkZ6kEEKMIimSYaBqr0bV3KBudlVzg9rZjZAiKYQQIYS1J1lZ\n", "WUljYyMAOTk5LFiwgIaGBnbv3o3FYmHZsmVkZGQM+lnpSQohwsFoTzIqjFlYvHhx8PGOHTsAOHjw\n", "IC+99BIAmzZtYtWqVeGMIIQQtyTsh9t1dXW8/vrrTJs2DQCHwxF8zWazhXv140LVXo2quUHd7Krm\n", "BrWzGxH2IpmXl8crr7zCRx99BED/o3ur1Rru1QshxC0ZkxM3druduLg4APx+f/B5k8kU8nP9f1NV\n", "VFQos7xkyZKIyqN3ub9IyGNk+cafYbzz6F1esmRJROUxstxfJOQx+vdFr7CeuGltbSU5ORmAbdu2\n", "8cQTT7Bx40ZKSkrQNI2tW7eycuXKQT8rJ26EEOEQUYPJ9+/fT2lpKaWlpcyePRuAoqIi1q5dy9q1\n", "aykqKgrn6sfNSH9jjTdVc4O62VXNDWpnNyKsZ7cH20vMzMzkhRdeCOdqhRBi1Mi120KICSWiDreF\n", "EGKkNE0jEAH7cFIkw0DVXo2quUHd7KrmhvBmP9vm5md76vmLHbWcvOwK23r0CGtPUgghjHJ7/fxj\n", "5Tk+udgFwIlmF/+4agZpseNz8YnsSYbBtbFvqlE1N6ibXdXcEL7sXr9GU5c3uNze48PrH7/DbimS\n", "QoiIEmeP4utFmViuXmvyjaJMUhzjd3WeFMkwULXPpGpuUDe7qrkhvNmLpiTwT8/M5FclM3h8ZirR\n", "UeNXqqQnKYSIOBazidykmPGOAcg4SSHEBCPjJIUQYhRJkQwDVftMquYGdbOrmhvUzm6EFEkhhAhB\n", "epJCiAlFepJCCDGKpEiGgaq9GlVzg7rZVc0Namc3QoqkEEKEID1JIcSEIj1JIYQYRVIkw0DVXo2q\n", "uUHd7KrmBrWzGyFFUgghQpCepBBiQpGepBBCjCIpkmGgaq9G1dygbnZVc4Pa2Y2QIimEECFIT1II\n", "MaFIT1IIIUaRFMkwULVXo2puUDe7qrlB7exGSJEUQogQpCcpxDi51NFL3ZUeYm0WClMdxFgt4x1p\n", "QjDak5S7JQoxDpq7Pfzkj2c42dwDwH9blsvDhcnjnEoMRg63w0DVXo2quUG97K0ub7BAAuw81UKE\n", "HtQNSbVtPlJSJIUYBwn2KNJjrcHlopwETCbTOCYSQwlrT7K6upoTJ04QCARYtGgR2dnZbNmyBb/f\n", "D0BBQQFz584d9LPSkxS3u/orPVQ3dpNoj2L2pFgSYqzDf0jcsjHpSXZ1deF0Ood9X0tLC8888wwA\n", "27dvJzs7G7vdzvLly0eyWiFuK7lJMeQmxYx3DDGMkIfbx44dG/S/d955R9eXL1269Kbn/H4/GzZs\n", "YP369VRVVY0sdYRTtVejam5QN7uquUHt7EaE3JOsrKxkyZIlnD59mqamJu666y6qqqpITjZ2Fm7n\n", "zp3cc889ABQXFwefLysrG0FkIYQYOyH3JJ9//nlmzpxJZ2cnX/3qV5k/fz5f+9rXgj1FPfbu3Uth\n", "YSGpqak3vWa1hu7B9P9NVVFRoczykiVLIiqP3uX+IiGPkeUbf4bxzqN3ecmSJRGVx8hyf5GQx+jf\n", "F710nbjZsGFDsLcIsHHjRkpKSob98n379pGWlsbMmTODz9XX15ObmwvA1q1befLJJwf9rJy4EUKE\n", "Q1gmuHC5XAQCAaCvp9jZ2TnsZ5qamti/fz/Hjx9n06ZNrFmzBugrkuvWrWPdunXMmDFDd1CVjPQ3\n", "1nhTNTeom13V3KB2diN0nd1+7LHH+N3vfofNZqO3t5cnnnhi2M+kp6fz6quv3vT8YCdzhBAiUsm1\n", "20KICWVM5pNsaGgYyceEEEI5uopkdXX1gOXKysqwhLldqNqrUTU3qJtd1dygdnYjdBXJU6dODViO\n", "ipLJg4QQE8OIDrevnekWg7s29k01quYGdbOrmhvUzm5EyF3CrVu30tPTw/Hjx/F6vcHnJ02aFPZg\n", "QggRCULuST755JM8++yzzJ8/n2effTb4nwzjCU3VXo2quUHd7KrmBrWzG6HrcPuxxx4Ldw4hhIhI\n", "Mk5SCDGhhGWc5Pbt2zl37hx1dXW888471NTUjDigEEKoRFeR9Hg8ZGVlcfjwYV588cXbdh7I0aJq\n", "r0bV3KBudlVzg9rZjdBVJM1mM2azGbvdDkB0dHRYQwkhRKTQvSfZ1dUVLJIR2saMGKqOH1M1N6ib\n", "XdXcoHZ2I3QVyczMTDZt2sSiRYv47LPPqK2tDXcuIYSICLqK5OLFi/nyl7+M3W5n5syZfOtb3wp3\n", "LqWp2qtRNTeom13V3KB2diMMX5YYFRUVPOwGOHz48KgGEkKISDKia7f7q6urG4UYtxdVezWq5gZ1\n", "s6uaG9TObsQtF0khhLidSZEMA1V7NarmBnWzq5ob1M5uhBRJIYQIQYpkGKjaq1E1N6ibXdXcoHZ2\n", "I2SK8QjR4/VT29qD16+RnxRDQoz80QgRCW55T3L+/PmjkeO2YrRXE9A0dte08p0tp/jB9hr+reoi\n", "3R5/mNINTeUek6rZVc0Namc3QleR3L9/P8ePHwegpqZmwN0S8/LywhJsIun2+Ck9ejm4vO3zFtp6\n", "vCE+IYQYK7qK5NmzZ0lLSwNg6tSp7Nu3L6yhVGe0VxNtMXNHuiO4nJ0QTYzVMtqxhqVyj0nV7Krm\n", "BrWzG6Gr8RUbG0tKSgrQNyOQxTL2/4BvZ7YoM19ZkMH0VAfdHj9LpyaR7LCOdywhBCPsSZrNclI8\n", "lJH0aibHRVMyJ50v351BTqJ9+A+Egco9JlWzq5ob1M5uhK5qZzKZaG1tBaC1tRW/f+xPKgghxHjQ\n", "dY8bv9/Pzp07g3NKFhcXExUV3iEqco8bIUQ4GL3Hja5KZ7FYKC4uHnEoIYRQla7D7VOnToU7x21F\n", "1V6NqrlB3eyq5ga1sxuhq0geOXJkwPKZM2fCEkYIISKNrsNtj8czYPnIkSPk5+cP+7nq6mpOnDhB\n", "IBBg0aJFZGdn09DQwO7du7FYLCxbtoyMjIyRJY9gqo4fUzU3qJtd1dygdnYjdN++4d133zX85S0t\n", "LTzzzDOsXr2aTz/9FICDBw/y0ksv8fzzz3PgwAHD3ymEEGNJV5Fcs2YNHR0drFu3jnXr1nH06FFd\n", "X7506dKbnnM4rl9ZYrPZdMZUi6q9GlVzg7rZVc0Namc3Qtfh9mOPPcbChQuDy9u3bze0kp07d3LP\n", "PfcAA29Ha7XKVSVCiMima0+yf4EEePzxx3WvYO/evRQWFpKamgowYCC6yWQK+dn+v6kqKiqUWV6y\n", "ZElE5dG73F8k5DGyfOPPMN559C5f6+tFSh4jy/1FQh6jf1/00jWYfKT27dtHWloaM2fODD63ceNG\n", "SkpK0DSNrVu3snLlykE/K4PJhRDhYHQwua49yY6ODkpLS3n77bfx+Xxs3Lhx2M80NTUFp1jbtGkT\n", "a9asAaCoqIi1a9eydu1aioqKdAdVyUh/Y403VXODutlVzQ1qZzdCV0+yvLyckpIStm3bpvtyxPT0\n", "dF599dWbns/MzOSFF14wllIIIcaJrj1Ju90+4CSLTJUWmqrjx1TNDepmVzU3qJ3dCF1F8sbB5IFA\n", "ICxhhBAi0ugqkunp6VRUVODz+fjwww/JyckJdy6lqdqrUTU3qJtd1dygdnYjdBXJpUuXkpycjN1u\n", "Z/LkyXLWWQgxYYR1CNCtkCFAQohwCMt8ks3NzZSVlRETE4PH46G4uJjk5OQRhxRCCFXoOtwuLy/n\n", "pZdeYvXq1Tz33HPs2LEj3LmUpmqvRtXcoG52VXOD2tmN0FUkHQ5H8OZfFosFu318blQlhBBjTVeR\n", "dLvdA5ZdLhfQN+2ZuJmq48dUzQ3qZlc1N6id3QhdRTIQCPCb3/yGqqoq/vVf/xW73c6xY8c4fPhw\n", "uPMJIcS40lUkXS4X9957L3a7naKiImbOnEmEnhSPCKr2alTNDepmVzU3qJ3dCF1nt1988UWcTudN\n", "z+fk5HD+/Hmys7NHPZgQQkQCXXuSgxVIgLi4OA4dOjSqgW4HqvZqVM0N6mZXNTeond0IXUVS6OPx\n", "B3B7/cO/UQihDCmSo6S2tYcfldfw3W2n+Ki2cbzjjIjKPSZVs6uaG9TOboQUyVHg8vj5u31n+fRS\n", "N6eae/jr/Y1c7vIM/0EhRMSTIjkKfJpGR+/1w2yXx48voN7Zf5V7TKpm15u71+enpdsTUe0cVbe5\n", "UVIkR0F8dBR/tjgbm8WE2QR/vjSH1Fi5E6QYHa0uL28evMifbjzBGx+cp7lbjlLG0i0XSRn+02dB\n", "Vhz/8sWZvLn6DpI66rFa1Pv9o3KPSdXsenIfv9zN5mPNtLt9lJ9s5fOm7jFINjxVt7lRuv4l79u3\n", "b8jXbrzd7ERlMpnIjLeTnWDH3eMa7zjiNnLjdRsKdnKUpqtI/vGPf2T9+vU0NTWFO89tQdVejaq5\n", "Qd3senLPSHXwYEEiUWYT9+UmcEe6YwySDU/VbW6UrituSkpKuOOOO9i/fz979uxhzpw5zJo1K9zZ\n", "hBBAqtPGf7kvh68t9BFrs+CM1nfHUjE6dO1J3nnnnVitVh544AFWrFjB5s2bw51Laar2alTNDepm\n", "15vbYbMwKS46ogqkqtvcKF1bvKKigry8PCorK3E6nXz7298Ody4hhIgIuu5x8+Mf/5gHH3yQ++67\n", "b8zuuS33uBFChENY7nFTUlLCnXfeOeJQQgihKt09SaGfqr0aVXODutlVzQ1qZzdCV5Hs6OigtLSU\n", "t99+G5/Px8aNG8OdSwghIoLuuyU+/fTTJCQkEBUVOWfXIpWq48dUzQ3qZlc1N6id3QhdRdJut2O1\n", "Xr8WeaxO3gghxHjTVSQ9noEX1AcCgbCEuV2o2qtRNTeom13V3KB2diN0Fcn09HQqKirw+Xx8+OGH\n", "5OTk6PryQCCA3x85UzsJIYRRusZJAhw7doza2lrmzJlDXl7esO8vLy+ntraWVatWkZmZCcCWLVuC\n", "RbOgoIC5c+cO+XkZJymECIewjJMEmDVrVvB67fr6enJzc0O+v7i4mGPHjg14zm63s3z5ct3hhBBi\n", "vIUskuvXr8dkMgHX+5CapnHq1Cl+9KMfGV6Z3+9nw4YNaJpGfn7+bbunWFFRoeSZP1Vzg7rZVc0N\n", "amc3ImSRdDqdrFixgv3792O1Wpk/fz5VVVUkJiaOaGXFxcXBx2VlZcO+v/8fwrUmsSyHb/no0aMR\n", "lcfI8tGjRyMqj97layIlz0T5+2KErp5kaWkpq1evDi5v3LiRkpKSYb/82LFjJCYmBnuS/e3atYtH\n", "HnlkyM9KT1IIEQ5Ge5K6zm5fO+S+ZqRDgOrr64OP3W73iL5DCCHGkq4iGQgEaG5uBqC5uRmv1zvs\n", "Z3bt2kVFRQW7du3i/fffB/qK5Lp161i3bh0zZsy4hdiR7VbHj2maRqvLS2evb5QS6aPyuDdVs6ua\n", "G9TOboTuWYDKy8vp6uoiNjZ2wKH3UAY7lF66dKnxhBOMP6Bx4Fw7v9x/jkR7FN9flktBSmRM1y/E\n", "RKR7nORQzp8/H5Y7Jk7UnuT5djd/sv548L7d8zOc/KS4QMm7LwoRicLSkwzl0KFDt/oVoh9Ng0C/\n", "31teuTWeEONKdk/C4FZ6NZPjbPzggVzsUWbSYq18c1H2mO1FqtxjUjW7qrlB7exGyLxnEcZqMbMs\n", "P4k5k5xEmU0kO6zDf0gIETZSJMPgVq9CsJhNpDtto5RGP5WvnlA1u6q5Qe3sRsjhthBChCBFMgxU\n", "7dWomhvUza5qblA7uxG3XCTDMfxHCCEixS2PkwyXiTpOUggRXmM+TlIIIW5nIc9u79mzh4ULF/Lr\n", "X//6pkl2vV4vhYWFsrc3CFXn2VM1N6ibXdXcoHZ2I3QNAcrPz2fVqlU3PV9aWipFUghxWwtZJB94\n", "4IHQH5Z7cA9K1d+uquYGdbOrmhvUzm6Erp5kUlLSoM+PdIZyIYRQha4iuWzZskGfH25Pc6JSdfyY\n", "qrlB3eyq5ga1sxshZ7eFECKEkOMkfT4fe/fuxeFwsGjRInbu3InL5eLRRx/F4QjvRLAyTlIIEQ6j\n", "Ok5yw4YNzJs3j9TUVH72s58xe/ZsiouL2bJlyy0HFUIIFYQsktHR0aSmplJYWEhWVhZZWVnY7Xbs\n", "dvtY5VOSqr0aVXODutlVzQ1qZzciZJHs6elB0zRcLhc1NTX09vYCBP8vhBC3u5A9yaamJt577z0s\n", "FgsPPfQQ5eXlACxevJi8vLywBpOepBAiHIz2JEOOBk9PT+e5554LLr/44osjTyaEEAqSIUBhoGqv\n", "RtXcoG52VXOD2tmN0HVdYW9vL9u2bQsuP/HEE0RHR4ctlBBCRApd80mWlpZSXFyM0+mkq6uLsrIy\n", "nn322bAGk56kECIcwjKfpNVqxel0AuB0OrFa5Q5+QoiJQVeR9Pv9A5YDgUBYwtwuVO3VqJob1M2u\n", "am5QO7sRuoqk0+nk5MmTAJw8eTK4VymEELc73fe4qays5MKFC2RnZ3PvvfeGO5f0JIUQYTGq4yT7\n", "W7x48YgCCSGEygyPk6yvr9fdkwwEAjf1MyeCcPRqOtxePj7fwcGz7bS6vKP+/aB2j0nV7KrmBrWz\n", "G6FrT/LnP/85zz77LNXV1SQmJvLJJ58Mes+b/srLy6mtrWXVqlVkZmYC0NDQwO7du7FYLCxbtoyM\n", "jIxb/wkmAK8/wKbqZn73SQMAKwqT+dN7s4m1WcY5mRC3P117kjNmzAjeLVHvYXdxcfFNM5cfPHiQ\n", "l156ieeff54DBw4YS6qQ0b73R5fHz/YTzcHlnTWtdLp9o7oOUPueJapmVzU3qJ3dCENDgCyWW9tz\n", "6T9Rr81mu6XvmkgcVjMLMuOCy3MmO2UvUiit/koP755o4cDZdjp6R/8X/mjSVSS7urrYsWMHBQUF\n", "t7Sy/ifSb+cB6aPdq4mOsvCVhZn8t2U5/Pn9U/ju/TnE2Uf/TpUq95hUza5qbhh59ksdvfyw7DSv\n", "7zvL/9xRy77atlFONrp0FclnnnmGwsJCpk2bxpEjR0Y8mLz/SRyTyTTs+/v/IVRUVEzo5ZOHDxLd\n", "+DnFM1LJiI82/PmPPv6EIydO4/L6h3z/0aNHI+bnNbp89OjRiMozEZZH+vel3e2jud/JxwPn2jly\n", "5MiY5jdC9zjJ/jwej67D5WPHjpGYmBg8cbNx40ZKSkrQNI2tW7eycuXKIT8r4yRHT1evj62fN7Oh\n", "+jKz0h18oyibjHiZoESMj6YuD/+jvIa6tr7Ju3/0YC4PFCSP2frDNk6yv/Lycp566qmQ79m1axe1\n", "tbXY7Xby8vJYunQpRUVFrF27Fk3TeOSRR0ayajECta09vHXoEgCV9R3Mz2xn1ez0cU4lJqp0p42/\n", "XD6VM1fcxEVbKEwN700Fb9WIiqSew+3BimBmZiYvvPDCSFaplIqKiog68xe44VjBN8TQ1UjLbYSq\n", "2VXNDbeWPTPBTmaCGvfKClkkf/zjH/P1r3+dtWvXkpOTE3z++PHjw46TFJFjarKd1XPT2VR9mcLU\n", "GO7NjR/vSEIoQ1dPctOmTQOK4o3L4SA9ydHl9vppd/uIsVqID8OZcSFUEZae5KJFiwYsJyYmGksl\n", "htTW4+XguQ5Ot/SwJD+R2ZNiMes482+U3WrBbpWxlUIYpWsI0OTJkwcs33gljRjIyFCDj8538PP3\n", "z7Kx+jKvbq+hrrUnjMlC05O71xeg4kwbf7HjNJurL9PeE57ryI0a6fCO8aZqblA7uxFy3DXO6lrd\n", "wcfegEa7O7InBKlpdvFXu88A8MHZDlJjrdyXJ0cW4vYld0u8BW6vn6oLHWz67DKfN3UTuNreNXLG\n", "b3FuAjZL3+H19NQYsuLH73JNPbk7PQOLeHN3ZOxJqnqGWNXcoHZ2I2RP8hZUN3bzw/LTAFjNJv7u\n", "qemGx3zNmhTLL5+eQafbR0a8jXRnZA/yzkuyU5gSw6mWHhJjorgzQ2apF7c32ZO8BfVtAw+VW65e\n", "anXw4Edc6fHSpePCfZPJxNTkGOZlxo17gdTTY5ocF81fPjqVXz41nb9bOZ385JgxSDY8VftjquYG\n", "tbMbIXuSt2BmWixRZhO+gEaiPYrMOBu+gEZbXDbf2niCFEcU31uWS15SZBSS0ZIWayMtVmZxEhPD\n", "iK7dHgsqjJMMaBqnm120uHxkxtvISYqh/koP39hwPHiVy+LcBF57JD8sw3qEEMaNybXbE5k/oGEx\n", "9xU8s8lEYVoshf1eD2gDLwP0+jU0DZAaKYSSpCepk9vrZ9epFr677RS/q7rEFZcHgBaXlxOXu7nY\n", "0TejSVZ8NN/6QjpWi4lJTitfXZgRLKqRTuUek6rZVc0Namc3QvYkdTrV0sPf7D0LwLHGbrIT7cxO\n", "h5/trefTS10k2KP468cKKEhxkOVr5F9Xz8FqMZHkGDi5cFuPl85eP3HRFhJjbt+Jh8XocHv9nLjs\n", "orXHS15STMScKJtIpEjq1OMdOD6wrcdHfZubTy91AX0TiR4810FBioMvLBi8l9rQ2cvf7K3ns4Zu\n", "5k528oNlOUyKi5whPyqPe1M1+3C5D1/s4rWdtQAk2KP4xZOFTEmMjNlzVN3mRsnhtk55STHMvzom\n", "MD3Wyl2ZTpw2y4BWY7pz6DO+F9rdfNbQxWcN3QAcbejixGVXyHU2d3uov9Iz6jf9auz0UN3QxYV2\n", "9/BvFuPqyKXO4ON2t4+WCBm8P5FIkdQp3Wnjhw/m8auSGby+cjq5STEUJMfw2iP5LMyK4//5QiZ3\n", "ZfYV0Rt7NYcvdvLNjSdocQ0sdtFRQ2/++ituvrv1FF9ff5x/qDw3avfavtDu5tWyU3xna99/Z/pd\n", "K65yj0nV7MPlnt/vBnCJMVGkOiOnRaPqNjdKDrcNSHJYB/QYrVFm7stLZHFuwoB79tid8VQ3duHz\n", "a2TFR/PmwYu4fQFqW3t48o5UjlzqZGl+EjPSYodc1wdn27jU2XdyaE9tGyump5DsuPV/IHVX3Fzo\n", "6Pveth4fJy+7pM8VweZlOvn5E9No7fGRl2gnW5GJam8nUiRHgdsXwOX1E2+LwmIxcSk6g3/YcgqA\n", "p2alcnemk5PNLt47fYXpqTH81fKpTI6LDnnWOz564B+N3apvp9/t9dPjDRBnjyJqkO9PuGEuySTH\n", "9WWVe0yqZh8utz3Kwp0ZcSHfM15U3eZGSZG8RY2dvbx16BKfXOzkiZmpFE9PpvTTpuDrfzjWzD+u\n", "msHZdjetLh9fvyeTrH57A02dvRxt6Mavacyd7CQjPhp/QGNaSgxPzkzhWJOLp2elUqBjb+9iRy//\n", "cuACJy+7WH1nOsXTU3DccH/uaal9LYKKM20syIrjjvSh92aFEFIkB6VpGtWN3bxXe4X8JDuLcxOH\n", "PNT99FIX752+AsD/+aSBOZNimZ5iDx4qT0mIJtFu4c8WTyHWZibGen2T93j9vHXoEn+8+vm7M+P4\n", "7w/n8XljN3+xs5apKTE8WpjE/XmJuibMraxro7K+HYB/+vACM1IdzJ48cAIKe5SFJXmJLBlkerOJ\n", "er+V8aRqblA7uxFSJAdRd8XNq2U1ePzXL5158o60Qd/ru+EuWwFN44ncKO6YnIXL46coJ56/rzjP\n", "iWYXX5ybxso70oi9unfn8vqpunD97OWRS530+gL8x5FG/Bqcau7hVHMP8zLjcOq45UKvb+AN2vyR\n", "ecWpMOhyt4dLHR7ioy3kSf94zMnZ7UF09voHFMgzIWYLn5fpZF6GE4sJnpiZwrRUB/MLc3lmTjpf\n", "vjuDIxe7OHi+g3a3j7c+ukRty/XvirNF8diMlODyiukpxNosTEu9/g/BabPg9Wu8d7qVE5evz1k5\n", "mKVTk5iWEoPZBKvnppNvcGINlfcKVM0+XO7LXR5+svsM39t2iv938wmONXaNUbLhqbrNjZI9yUFk\n", "xtuYMymWzxq7sVpMPDB16BunZ8bbee3h/L4TN9FRuLx+PrnQicNqZmpKDL3+gXt3/YucLcrMM3PT\n", "uTPDSUCDaSkxxFgtPDMnnXh7FI2dXh6elsT/fPc07b1+rGYTf7uykOlDnBWfkmjn/3usALcnQEJM\n", "FDFyTxtJCMTrAAAVG0lEQVTlXejo5VhT33jaXr/Gvro2Zk2SOTzHkhTJQaTG2vjhQ3lc6ujFGR1F\n", "ftLQwy7OtPZwudtDUowVi8nE3+8/x4FzHZiAVx/MxWmzUJgaQ12rm6dmpTI1ZeDeXYI9igXZA2/x\n", "OikumpfuygDgvZpW2nv7rvbxBjQudnqGLJIAiXYrjHCUiMo9JlWzD5c7LtqC1WzCe7WtkxshV9uA\n", "utvcKCmSQ9AzZ+KpZhff23aKHm+ABHsU31+Ww4FzHQBowLbPW7CYISfRzsLseOxmEy5vgKYuFykO\n", "q65rtzPio7GYwK/1zX6eGadvHsdLHb3sO9NGl8fPQwVJ0stSVH5yDD99rIA/1lxhWmoMRVMSxjvS\n", "hCNF8qqLHW5qW904bRampzpuGjrTX1NXL8ebXLS7ffR4+w6n290+Gjs9JNqjaLt6GeHsSbGcbO5m\n", "d03f2eu/eXwa3/nDSZpdXu7JjuO/LskhNcSljACFqQ5+sXI6DZ29ZMZHM03H7SG8vgBvf3z9rPne\n", "2iv84slCUoYp+irvFaiafbjcZpOJOzPiInKspKrb3CgpkvSdPfyrXXXUXj1B8/2lOSyfnjLoe7t6\n", "fbzxwQUq69v55qKs4PNmU9+Z7u8tzeGDs+2kxdpYnBvPo9OTae724rCZqbrQSfO1Wzyc76SuzU2c\n", "3UKry4fdaiZpkD1Li9nEHemxhsYzuv0BTjZfvy78UqeHnhvOfAsh9JGz28AVlzdYIAF217Qy1ITt\n", "Xb1+PjzbNxbxvdNXeOXebJ67M51vLcqmqcvDh+c6+PBsB7//tJFLnR463H7KTrRw8Gz7TVe7REeZ\n", "+Y8jTXx13TG+u/UU9VdG557bTpuF5+6cFFx+elbqoAX4Ripfi6tqdlVzg9rZjZA9SSAhxkpGnC04\n", "AHzRDddi9+eMtrA4N4GKunaOX3axYnoyd2fF4fVrTEm08fq+c8EbgsVaLfywvAbX1UPy794/hRfm\n", "TeLIpS5WzkrFbjFx5FInUxLs1Le52X68hW/em33LP4/JZGJZQSK5SXY8/gB5STHBsZlCCGPkHjdX\n", "nWtz89nVSSnq29wsyUscMAMLgMvj58yVHgKaxoX2XuxRZnacauXQ+U6iLSb+5J4sJsXbKP20iXkZ\n", "Tu7Ojue//OFk8PPzM538tHgaAU0jymzi04Yudp+6gqZpxMf0XWv91YWZY/YzCzERyT1uRmhSnI03\n", "Ktv4+GLfFTA7Trbyz8/MJCM+moCmcbGjl4ozbfzboUtMT3OQlxRDmtPKofN977dazMRGW/iwvp27\n", "s+LITbLT1evjkWlJ7Kq5QpTZRMnsNCxmExZMnLzcze5Trbh9AWZNcnKxo5en7kgdz00ghBiE9CQB\n", "rz9AU2cv7f3uk93rC+ANaBy+2MHBc+3Utfbg8Qf4wQO5LMyO5/6piSTaLdgsfYflT89O439Xnmfr\n", "8RbeOnSJwxe7eOODC+QlxfDNRVl8+e7JvH+6FX9Ao9fn53efNFB+spU9tW2s+7SR7ATbuM9SrnKP\n", "SdXsquYGtbMbMeZ7klu2bMHv7xscXVBQwNy5c8c6wgD+gMbe2jb+sfIcX/1CJr/56CJub4Bv3zeF\n", "QCDAx+e7WHe0kcempzA3w8lf76kH+sYs/q8VU/nhg3m8X3uF3MRoujzXb/FQd8XNC/Mnsaaqgadm\n", "pbL+aBOzr56h7vVrnG3rDb73creXaSnDD+0RQoy9MS+Sdrud5cuXj/Vqh9Tq8vLL/edw+wL8rqqB\n", "5++cxD058UxJsFN7xcWUxGheuTebzl4f9igzUWYTvoCGN6BdPXvtxeUJ8FlDN0VT4jlwrgOzCb4w\n", "JZ7z7W6+/oUMzlxx87WFmcyZHIvFbCLOZuE/3T2Zn+2pRwOen5ceERPfqjzuTdXsquYGtbMbMeZF\n", "0u/3s2HDBjRNIz8/f0xPzgwmymIiOSaKi50e2tw+9p65whOzUrGYTQT8fZcdrv/sMgCTnTZWzUql\n", "9LPLJMVE4bRZaHV5OXC+7yqbHz6Yy4w0B1aLmbLjzdwzJZ5/P9JIRrwdl9fP3KvTlplMJu7PS2TK\n", "Kju+gEZ2QjRnWnu41OEhKyGa6WkOzEOcXRdCjK0xL5LFxcXBx2VlZWO67h6vn4sdbtBMTI6zERsd\n", "RVKMlf/xSD6/OXgRi8nE14syOXXZxftn2pif4eSzxu7g5xu6PBTlJJCbbCc91saZVjdpsVbsUWbc\n", "vgDn2tx4/RprjzSSn2QnyWGlptVNTaub/7wwA0+/yS6sUWYKr149c6yxiz/feoqABlFXJ7EIdWuH\n", "cFH5WlxVs6uaG9TObsS4nt22WkMPcO7/h3CtSWxk2Wq1kj/7LjRN41JdDZcsKTS6Avyx5gpTU2J4\n", "piCaO6dmMS3FwfNZPVjtDs619fLT9+rwBjQOne/gi3PTg3c1nD0plmNN3RSmxNDjDbD9eDN/em82\n", "P39iGtWX2rBGWdlxqpUvzkmnICWGn75XF/xZ7BYTvW1NtDqyiIu2cOCDymDeSx0erk1L6QtoNHR4\n", "uHziE8M/760uHz16dEzXN5rLR48ejag8epeviZQ8E+XvixFjPk6yvr6e3NxcALZu3cqTTz456PtG\n", "Y5zk4Yud/OXOWnwBjR8sy6W528s/HbgQfP1rCzN4fv7k4PLpFhcf1Lfz26qG4HN/tjiLpBgrdVfc\n", "dHv8bPjsMt9ZMoUDZ9upPNuBPcrMr1fPZJIzmtd2nObDs32H3o/PSKHH62fvmTbunOzkT4oyWfNJ\n", "AyeaXHxxbjqPz0wNDvA+3tTNn289hS+gYbOY+MXK6UzXcY22EMK4iB8nWV9fz8GDBwGYP39+2NbT\n", "3uPjb/edDV7t8v/vree/LskZ8J7+1zP7AxoxVjMuj5+ZaTEcv9xDtMVEVrydFpeXNf0Kp8lkovJq\n", "MdQ0rW/KH6BoSkKwSFZd7OS7908hK8FOS7eHjy908kF932u/PniRmemxwR7l9DQHf7uykIZOT98k\n", "FinjfxJHCNFnzIvk0qVLx2Q9ZtPA+1rboszkJ9t5fEYKZSdayE6I5uFpfZPpnrjczb8dukSM1cIX\n", "56QyPyuOQEAjymLCYTMDVpYXJvHRuU7mZTjJSYgm1WGl1x/g+8tySb86k8+inHjiovPQNI0oi5na\n", "Vjc1LS4+b3Lx+IyBE/cG+t32wWwyMSMtdlz6kP2p3GNSNbuquUHt7EbctlfcxNmj+N7SXH6xr55e\n", "n8Z37p/C1BQH3yjK4kvzJhFzddadmmYXr+2o5UqPjy/OSePNg5eobuomLdbK6rnp/Oaji7z2SD4F\n", "yQ6KpvRNjpuVYOd/r5pBV6+Pi50ePr3URWGqg5RYG0U5Fv7t4HnWH2sFYOUdqbTEerkrK46qC13U\n", "tLgomZPO1AgY8iOEGN5tWySh7zD2508UEqDvPtYeX98UYufaeylIjkELwCcXO2m/Ov9jXLSFhi4P\n", "ZlPfAO9mlxeL2cQ/f3iBryzIoL7NjS8QYGa6E5vFxD8duBC8LPHb92Xz5B1ptLv9bDlxJZhhT+0V\n", "Xns4n6nJMfykuIAer594e2TeWkHlvQJVs6uaG9TObsRtXSQBnNHXf8Tjl7v5/vYaACwm+PunplNR\n", "18aX7pzE6ZYekmKsLMqJJy8pht9/2kiczYLHFyA6ykxFXTt7avuK34zUWDLio4MFEqDseAvLpyUT\n", "YzUzI83B0Ya+oUN3pMdS2G8S33gddz0UQkSOCXXt9sWO65cC+jVo6/Hx0vzJmNC4Pz+Bv604x7bj\n", "LfzLgQt8Y1EWLq+fmemx/OcFGeyvawt+1hZlJi7aQlb89Zm+F2THX30+ipdnOvjToiy+dW8Wr9yb\n", "HXKW80ii8rW4qmZXNTeond2ICbVbk5cUg9ViwuvXiLVZSIyJYmP1ZZo6r49ThL4bbjmsFl6cPxl/\n", "QKOj189Ts1L54GwHj0xLojA1hgS7lb96tIAjFztxRluYmxEXnIOyq6GOZybIoYgQt7sJNZ9kQNM4\n", "3dJDc7eHrPhoKuvbeevQJUzAK4uz+ecDF/D6NbLibfykeBqZ8ddn5fEFNHq8fhxWCxazXDIohKoi\n", "fpzkeDKbTBSmOoKXA5afbAH6hjn+x5FGfrKiAH9AIyM+ekCBhL7LBeOiJ9TmEkIwwXqSN1pemEJ6\n", "bN+lkffmJDA1OYYF2fE3FUijVO3VqJob1M2uam5QO7sRE3rXKD85hr97ajpub4Akh1XuAyOEuMmE\n", "6kkKIYTRnuSEPtwWQojhSJEMA1V7NarmBnWzq5ob1M5uhBRJIYQIQXqSQogJRXqSQggxiqRIhoGq\n", "vRpVc4O62VXNDWpnN0KKpBBChCA9SSHEhCI9SSGEGEVSJMNA1V6NqrlB3eyq5ga1sxshRVIIIUKQ\n", "nqQQYkKRnqQQQowiKZJhoGqvRtXcoG52VXOD2tmNkCIphBAhSE9SCDGhSE9SCCFGkRTJMFC1V6Nq\n", "blA3u6q5Qe3sRkiRFEKIEKQnKYSYUKQnKYQQo0iKZBio2qtRNTeom13V3KB2diPG/L7bDQ0N7N69\n", "G4vFwrJly8jIyBjrCEIIoduY9yT/8Ic/8NRTTwGwadMmVq1aNej7pCcphAiHiO9JOhyO4GObzTbW\n", "qxdCCEPGvEj233G1Wq1jvfoxoWqvRtXcoG52VXOD2tmNGPOepN/vDz42mUxDvi8xMZGqqqqxiDTq\n", "HA6HktlVzQ3qZlc1N6ibPTEx0dD7x7xI9vT0AH17lNceD2bBggVjFUkIIYY05iduLl68yN69e9E0\n", "jUceeYT09PSxXL0QQhgSsVfcCCFEJJDB5EIIEYIUSSGECEGK5AQWCAQGjDZQicrZhVrG/Oz2cFS+\n", "bHHLli3Bf7gFBQXMnTt3nBMNrby8nNraWlatWkVmZiagzrYfLLsq2766upoTJ04QCARYtGgR2dnZ\n", "ymz3wbKrsN0rKytpbGwEICcnhwULFhjb5lqE2bx5c/Dxxo0bxzGJcTt27BjvCIZUV1drFy5cCC6r\n", "tO1vzK7Ktt+7d2/w8bZt2zRNU2e7D5Zdle1+zbvvvqtpmrFtHnF7kipftuj3+9mwYQOappGfn6/c\n", "teey7cNv6dKlNz2nynYfLLsq272uro7169dTUlICGNvmEVckNYUvWywuLg4+LisrG8ckIyPbfuzs\n", "3LmTe+65B1Bvu/fPrsp2z8vL45VXXmHz5s1MnTrV0DaPuBM3ei9bjHQq/GW/kWz7sbF3714KCwtJ\n", "TU0F1NruN2bvL9K3u91uJy4uDjC2zSOuSOq9bDES1dfXBx+73e5xTDIysu3Db9++fUyaNIm8vLzg\n", "c6ps98Gyq7DdW1tbg4+v7UEa2eYRd7hdVFTE2rVrg5ctqqS+vp6DBw8CMH/+/HFOE9quXbuora3F\n", "breTl5fH0qVLldn2g2VXYds3NTWxf/9+Zs6cyfHjx+ns7OTll19WYrsPlV2F7b5//356e3sBWLhw\n", "IWCszshliUIIEULEHW4LIUQkkSIphBAhSJEUQogQpEgKIUQIUiSFECIEKZJCCBGCFEkhhAhBiuRt\n", "oLGxkU2bNvH6668P+vobb7zB5cuXDX1nU1MT//7v/87mzZv5/e9/j8/nG/D61q1bR5z3mnfffZf1\n", "69ff8vfcbvRs266uLt58802OHTs2BokmNimSt4FJkyaxatUqcnJyBn392WefJSkpydB3vvfeezz3\n", "3HM8/fTTPPTQQ+zdu3fA66Nx+dyKFSsi/lrl8aBn2zqdTpYsWTIGaUTEXZYoRo/H46G8vJyamhpe\n", "fvll0tLSgq999NFH7Nixg/z8fOLi4vB6vZSUlASLlsVioaenB4fDwZUrV4JTS/l8PsrKyjh+/Dib\n", "Nm0CoLCwkNmzZw+bx+fzsXHjRsxmM5qm3TTR6fvvv09TUxM2mw23201xcTHx8fF8+umnbNy4kYcf\n", "fpglS5YElx966CHuv//+IdfX1dXFO++8g8PhwGw2Y7fbcblcFBcXBydoGGqdAIcOHaKsrIyXX36Z\n", "yspKbDYb8+bNo7CwEL/fz/bt24PXAnd3d5OTk8N999037HaorKzk4sWL2Gw2AoEANpuNxx9/fNht\n", "29LSQllZGQ6HA4/HQ1xcHPn5+cOuT9yiUZvNUoy73//+94M+/95772lNTU03Pf+rX/0q+Liqqko7\n", "depUcLmlpUV77bXXtN/+9rfaT3/6Uy0QCOhaVyhbtmzRLl++HFw+cOCAtm7dOk3T+ibR3bdvX/A1\n", "j8cTfE3T+iZ8PXfuXPC10tJSXeusrq7W3nzzzeCy3+/Xfvvb3+pap6b1/Zzl5eU3fW9ZWZnW0tIS\n", "XG5ubtY+//xzXZnWrFmjdXZ2BvOcPXv2pnUO5u2339b8fn9w+a233tKqq6t1rVOMnOxJTmApKSnB\n", "xzExMXg8nuByeXk5P/rRj4iOjubChQvs3LmTRx999JbW19XVNWCKrfnz53P27FkAamtrcbvdwT0o\n", "6Ns7u+a+++5j/fr1fOlLX2L//v0h9yBvdNdddwUfm81mYmJidK3zmhUrVgz6syQnJweXU1JSBmzP\n", "UFavXs2HH36I2+3G7XbrnhjCZrNhNl/vkPX/uUT4SJEUQ4qOjgb6CoDL5brl74uNjaW5uTlYKKuq\n", "qoKHq3PmzKGhoYFFixYF39//ZJHFYsHpdNLe3k5TUxMPPPCA7vUeOXIkOGO23+8P/jIYbp2h2O12\n", "Wltbg4UyEAhQW1vLtGnTQn7O5/NRU1MzIP8777wzYPqxofT29uL3+7FYLEDf9uufXYSHzAJ0G9iz\n", "Zw9tbW0cPXqUuXPnYjabKS4u5uTJk9TU1FBbW8ukSZOIjY1l0aJFTJ48mT179rBv3z6+8Y1vkJ6e\n", "zpo1awgEAnzlK18B+qa7P3jwINHR0bjdblauXDlgyvv333+f1tZWzGYzPp+PxYsXM3ny5JA5fT4f\n", "paWlWK1WzGYzTqeTjz76iJdeeonc3Fyqqqo4e/YsZrM5OCnqten2oW8v75e//CVPP/00s2bN0rVt\n", "jh07xvHjx3G73TgcDtxuN48++miwuIVa5/bt2/n444+DN7eaN29esAfo8/nYvHkzFosleOfG+++/\n", "f9ht4Ha7eeONN5g6dSomk4ne3l7uvvvuAcV1qG3b3NzM9u3biYuLw+PxYLFYaG1t5cUXX8TpdOra\n", "HsI4KZLitlZdXY3JZNJdVIW4kRxui9tWZ2cn+/fvB/p6iNfuyyKEEbInKUbNoUOHOH/+/KCvLVy4\n", "kOzs7NtinaHU1dVx+PDhQV/Ly8uL2Nm7xdCkSAohRAhyxY0QQoQgRVIIIUKQIimEECFIkRRCiBD+\n", "Ly1oabqAYfzlAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.658507\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd97/H37KPRaEcrQgtCoGDA2GDAgDEO2Mgx2MKx\n", "44W6Sds0uYmT9PamTRvfGye5N23aps7WGzu5cdM6ro1jDIKAAYMdGyMIi5HBIFkYEBKrdrRr9nP/\n", "EAwIxDAjdDTzk76v5/HzzJntfDiWvjrne37ndwyapmkIIYQYlDHaAYQQIpZJkRRCiBCkSAohRAhS\n", "JIUQIgQpkkIIEYIUSSGECEHXItnX18cPf/hDzp07F3yuoaGBV155hddee43z58/ruXohhLhpuhbJ\n", "HTt2sGzZsgHP7du3j1WrVvH444+zd+9ePVcvhBA3TbcieeHCBRwOB3a7fcDzDocj+Nhqteq1eiGE\n", "GBa6FcmKigoWLlx4zfNXXuBjsVj0Wr0QQgwLs15f3NjYyO9//3uampooKCggJycHAL/fH3yPwWC4\n", "7ue3bduGyWTSK54QYoxKTk5m1qxZYb9ftyL5xS9+EYDq6mqSk5ODz/f19QH9e5SXHg/GZDJx++23\n", "6xVPCDFGVVZWRvR+XU/ctLW1UVFRwZEjR4LPzZ07l9WrV7N69Wrmzp2r5+qjpqKiItoRhkTV3KBu\n", "dlVzg9rZI6HbniRAamoqX/rSlwY8l5OTwxNPPKHnaoUQYtgYYnWqtHfeeUcOt4UQw66yspIlS5aE\n", "/X654kYIIUKQIqkDVXs1quYGdbOrmhvUzh4JKZJCCBGC9CSFEGOK9CSFEGIYSZHUwXD0avq8fj48\n", "28XWo60ca+kdhlQ3pnKPSdXsquYGtbNHQtdxkmLoDjd087/eqgUgzmLkpysmU5gaF+VUQow9siep\n", "g8Em9ojU0abLe4993gCtvd6b/s4bGY7c0aJqdlVzg9rZIyFFMkbNyHZivDj/R3KcmSynTCsnRDRI\n", "kdTBcPRqpmbG85MVk/nu0kJ+9JlJ5Cbbb/yhm6Ryj0nV7KrmBrWzR0J6kjHKYjLyqYz4aMcQYsyT\n", "cZJCiDFFxkkKIcQwkiKpA1V7NarmBnWzq5ob1M4eCSmSQggRgvQkhRBjivQkhRBiGEmR1IGqvRpV\n", "c4O62VXNDWpnj4QUSSGECEF6kkKIMUV6kkIIMYykSOpA1V6NqrlB3eyq5ga1s0dCiqQQQoQgPUkh\n", "xJgiPUkhhBhGUiR1oGqvRtXcoG52VXOD2tkjoet8krt376axsRGAvLw8Zs2axcaNG/H7/QAUFRUx\n", "ffp0PSMIIcRN0bVIzp8/P/h427ZtANjtdu699149Vxt1qt77Q9XcoG52VXOD2tkjofvM5HV1daxd\n", "u5aVK1cC4Pf7WbduHZqmUVhYKCdnhBAxTfeeZEFBAU8//TT79+8HoLS0lIcffpjPfvazwUPx0UbV\n", "Xo2quUHd7KrmBrWzR2JETtzY7XYSEhKued5isYT83JX/EyoqKmRZ5+XDhw/HVJ5Ilg8fPhxTecbC\n", "sso/L5HQdZxkW1sbqampALz55ps88MAD1NfXk5+fD8CmTZtYvnz5oJ+VcZJCCD1EOk5S157krl27\n", "cLvdAMyePRuA+vp69u3bB8DMmTP1XL0QQtw0XYvkihUrrnlu0aJFeq4yJlRUVCh55k/V3KBudlVz\n", "g9rZIyGDyYUQIgS5dlsIMabItdtCCDGMpEjqYKhDDaJN1dygbnZVc4Pa2SMhRVIIIUKQnqQQYkyR\n", "nqQQQgwjKZI6ULVXo2puUDe7qrlB7eyRkCIphBAhSE9SCDGmSE9SCCGGkRRJHajaq1E1N6ibXdXc\n", "oHb2SEiRFEKIEKQnKYQYU6QnKYQQw0iKpA5U7dWomhvUza5qblA7eySkSAohRAjSkxRCjCnSkxRC\n", "iGEkRVIHqvZqVM0N6mZXNTeonT0SUiSFECIE6UnGkPOdbvyaRqbTisUkf7+E0ENM3XdbhO/Ds508\n", "u60Wj1/jr+/KY8mkFCmUQsQA+S3UQaS9mm63j1/88Sxuv4YG/LTiFM09Xn3ChaByj0nV7KrmBrWz\n", "R0L2JEeI1xfgaEsvrb1e8pPtFKTGBV8zGw0k2kzB5TiLCbPBEI2YQoirSE9yhBw408m3t54AIMlu\n", "5sfLi5mQbA++XtfWx/N/PEOPx89X7sxlWpYzWlGFGNWkJxmjPmroDj7ucPlo6vYMKJIFqXH8oLSI\n", "QEDDbjEN9hVCiCjQtSe5e/duysvLKS8v58CBAwA0NDTwyiuv8Nprr3H+/Hk9Vx81g/VqbsmMDz6O\n", "t5oYF2+55j1WkzGqBVLlHpOq2VXNDWpnj4Sue5Lz588PPt62bRsA+/btY9WqVQCsX7+esrIyPSPE\n", "jBnZTv7lM5No7fFSkGonPyXuxh8SQkSd7ofbdXV1rF27lpUrVwLgcDiCr1mtVr1XHxULFy685jm7\n", "2cTMnIQopAnfYLlVoWp2VXOD2tkjofsQoIKCAp5++mn2798PwJXniSyWaw85hRAilozIOEm73U5C\n", "Qv9elN/vDz5vuMEwlyt7HhUVFcosX3ocK3nCXX7hhRdiKk8kyy+88EJM5Ql3+eqfmWjniWRZ5Z+X\n", "SOg6BKitrY3U1FQA3nzzTR544AHKy8tZuXIlmqaxadMmVqxYMehnVR4CVFFRoeShiKq5Qd3squYG\n", "dbNHOgRI1yK5ceNG3G43ALNnz6agoIBz586xY8cONE1j6dKlZGRkDPpZlYukECJ2xdQ4ycH2EnNy\n", "cnjiiSf0XK24ij+gceh8F++daKckw8GC/CSS4qQfLEQ45NptHQy196GXE629PLP1BFs/aeWnFaep\n", "PNc16PtiLXckVM2uam5QO3skpEiOAZ1uP4ErmirnOj3RCyOEYqRI6iDWmtkTkuxMSusfvO6wGLkj\n", "d/DxmrGWOxKqZlc1N6idPRJD6kl2d3fjdMoEDKrITLDyvXsn0tTtIdFmJi/FfuMPCSGAG+xJVldX\n", "D/rfq6++OlL5lBSLvZoMp5VpWc6QBTIWc4dL1eyq5ga1s0ciZJHcvXs3RqORkydPsnfvXjweD3v2\n", "7AmOfRRCiNEu5DjJS4fVr732Go8//njw+d/97nc89thjugaTcZJCCD0M6323L/Udr56IYrROTCGE\n", "EFcL6+x2b28vgUAA6L/2uqtr8HF2ol80ezXdbh8tPR68vkDEn1W5x6RqdlVzg9rZIxHW2e3777+f\n", "//qv/8JqteJ2u3nggQf0ziWG4GyHi59XnOZYax+PTM/goVvSibfKLOdC3Ay5x80o8tqhBn6z//Js\n", "7z9eXiz3yhHiKsPak7yehoaGoXxM6O2qP3eBmPzzJ0T/fAKtPR663L5oR7mhsIpkVVXVgOXdu3fr\n", "Ema0iFavZmFhMtOz4rGbjTx1exYTUyMbNK5yj0nV7KrmhqFnd/sCbD/WxpfX1fDtLcepv+Aa5mTD\n", "K6ye5LFjx7jlllsuf8gsN1mMRblJdr5370Rc3gCJdjM2s1x1KmLP6XYXP955CoBOdx9vHG7km4vy\n", "o5zq+oZU7S6d6RaDi+Y1rQk2Mwm2oX1W5WtxVc2uam4YvuyxXk5CFslNmzbR19dHTU0NXq83+Hxm\n", "ZqbuwYQQo9OEZBtfm5/Li/vOkZVg5dFbB594O1aELJLLly8H+mcYv95tFsS1VJ3WXtXcoG52VXPD\n", "0LPbzCbun5LGnXlJWM0GkuyxPQF02OMkhRBiuFhMRtKdaly5J+MkhRBjii7jJDdv3szp06epq6vj\n", "1Vdf5fjx40MOKIQQKgmrSHo8HsaPH8/Bgwd58sknqays1DuX0lQd+6ZqblA3u6q5Qe3skQirSBqN\n", "RoxGI3Z7/+Bkm22IY0yEEEIxYe9Jdnd3B4tkjLYxY4aqZytVzQ3qZlc1N6idPRJhFcmcnBzWr1/P\n", "vHnzOHLkCLW1tXrnEkKImBBWkZw/fz5/8id/gt1up6SkhK9+9at651Kaqr0aVXODutlVzQ1qZ49E\n", "xBf3ms3m4GE3wMGDB4c1kBBCxJKbngGhrq5uGGKMLqr2alTNDepmVzU3qJ09ErpO51NVVcXRo0cJ\n", "BALMmzeP3NxcNm7ciN/vB6CoqIjp06frGUEIIW6KrnNptba28vDDD/PII4/w0UcfAWC32ykrK6Os\n", "rGzUFkhVezWq5gZ1s6uaG9TOHgld9yQXLVp0zXN+v59169ahaRqFhYVy6aEQIqaNyOy527dvZ86c\n", "OQCUlpYGn9+yZctIrH5YdLh8dLl9JFhNJMWFnrVE1V6NqrlB3eyq5ga1s0dC9yK5Y8cOiouLGTdu\n", "3DWvWSyhi82VUzFd2rWPxnJjt4fndpzk4PlepmU6+NbiAo4f2h+1PLIsy7J8c8uRuOlZgOrq6igo\n", "KBj0tZ07d5Kenk5JSUnwufr6evLz+6dq37RpU3DOyqvF0ixAFScv8L/fqQsuf/uefO4pSr3++xWd\n", "I1DV3KBudlVzg7rZI50FKKw9yV27dpGWlkZJSQnHjx/H6XSSlZUFcN0C2dTUxK5duygpKaGmpoau\n", "ri6eeuop6uvr2bdvHwAzZ84MO2g0WU0Dz2/ZTHLvGCHGirD2JFevXs19991HWloagUCAtWvX8uij\n", "j+oaLJb2JDtcPjZUNfNe7QUW5Cezclo6qY7Ynk1ZCDE4XfYk4+PjSUtLA/pnBDKZTENLp6gku5lV\n", "t2Wx8pZ0HFYTJqMh2pGEECNkSMeNRuPYO9w0GQ0k2M1hFUhVx4+pmhvUza5qblA7eyTCqnYGg4G2\n", "tjYA2traglfMCCHEaBdWT9Lv97N9+/bgnJKlpaWYzfqOHoqlnqQQYvTQpSdpMpkGDAIXQoixIqzD\n", "7WPHjumdY1RRtVejam5QN3u4uZu7PXzS3ENTl1vnROFTdZtHKqwieejQoQHLJ0+e1CWMEOJaZzvc\n", "fHvrcb624RO+teU4p9td0Y40poR9j5srXV00xUAqXoUA6uYGdbOHk/tEWy+n2vv3IM91ejjW0qt3\n", "rLCous0jFfbtG9566y29swghBuG0DhyXnGAbW+OUoy2sIvnyyy/T2dnJmjVrWLNmDYcPH9Y7l9JU\n", "7dWomhvUzR5O7inp8fyPuyYwa3wC31iQy6fS40cg2Y2pus0jFdbZ7fvvv5/Zs2cHlzdv3qxbICHE\n", "QPFWE6VTxrFschoGg1ztNdJuehYgvcg4SSGEHiIdJzn2ri8UQogIhFUkOzs7eeONN3jppZfw+XyU\n", "l5frnUtpqvZqVM0N6mZXNTeonT0SYRXJrVu38tBDD5GUlKT75YhCCBFLwiqSdrt9wK0WxtpUaaH0\n", "ev209Hhw+wLB51QdP6ZqblA3u6q5Qe3skQhrt/DqweSBQOA67xxbGrvc/L+95zh4vovlJeN4eHo6\n", "SXaZjFeIm3W+083u+g56vX7unphCXrI9alnC2pPMyMigoqICn8/Hnj17yMvL0zuXEg6e62ZnXTtd\n", "bj+rDzVyoqUPULdXo2puUDe7qrlBv+wef4D/PHCeX+09y8uVDXx/ey1tvV5d1hWOsIrkokWLSE1N\n", "xW63k5WVJUNzLgpcNXpK9q+FuHkub4CjzT3B5dMdbvq80fvtknGSN+F8p5ufVZzmcGM3nylJY9XM\n", "LJJvcE9uIURoAU1jc00LP991BoCHpo7jC7NziLcOz7kQXeaTbGlpYcuWLcTFxeHxeCgtLSU19fq3\n", "VB0rshNt/M8lBfR5AyTYTMRZ5ISWEDfLaDCwZFIqE1Pj8AY0ClLihq1ADilPOG/aunUrq1at4pFH\n", "HuGxxx5j27ZteudSRoLNTIbTOqBAqtpnUjU3qJtd1dygb/Y4i4mpmU5uzU4gyR7dYYdhFUmHwxG8\n", "+ZfJZMJuj96ZJiGEGElhFUmXa+Akn729/fPZ7du3b/gTjQKqjh9TNTeom13V3KB29kiEVSQDgQD/\n", "/u//TmVlJf/xH/+B3W6nurqagwcP6p1PCCGiKqwi2dvby5133ondbmfu3LmUlJQQoyfFY4KqfSZV\n", "c4O62VXNDWpnj0RYHdEnn3wSp9N5zfN5eXmcOXOG3NzcYQ8mhBCx4KbHSa5fv56ysrJBX6uqquLo\n", "0aMEAgHmzZtHbm4uDQ0NvPPOO5hMJu6++26ys7MH/awK4ySFEOrRZZzkULW2tvLwww8D/bOZ5+bm\n", "sm/fPlatWgWELrBCCBELdJ10d9GiRdc853A4go+tVqueq48aVXs1quYGdbOrmhvUzh6JEZmZfPv2\n", "7cyZMwdgwAmfK6dfE0KIWKR7kdyxYwfFxcWMGzcOAL/fH3ztRjc1uvIvVUVFhTLLCxcujKk84S5f\n", "KRbyRLJ89b8h2nnCXb401jBW8kSyfKVYyBPpz0u4dD1xs3PnTtLT0ykpKQk+V15ezsqVK9E0jU2b\n", "NrFixYpBPysnboQQehjxG4Fdb/hPU1MTu3btoqamhvXr1/Pyyy8DMHfuXFavXs3q1auZO3fuza4+\n", "Jg31L1a0qZob1M2uam5QO3skwjq7vXPnTu66665BX7vyftxXysjI4O///u+veT4nJ4cnnngigohC\n", "CBE9Ye1J/uEPf2Dt2rU0NTXpnWdUUPWaVlVzg7rZVc0NamePRFhFcuXKlTz44INUV1fz+uuvU11d\n", "rXcuIYSICWEVyRkzZmCxWFi8eDHLli1jw4YNeudSmqq9GlVzg7rZVc0NamePRFg9yYqKCgoKCti9\n", "ezdOp5NvfOMbeucSQoiYENYQoO9///vcc889LFiwYMTuuS1DgIQQetDl2u2VK1cyY8aMIYcSQghV\n", "hd2TFOFTtVejam5QN7uquUHt7JEIq0h2dnbyxhtv8NJLL+Hz+SgvL9c7lxBCxISw75b40EMPkZSU\n", "hNkc3TuXqUDV8WOq5gZ1s6uaG9TOHomwiqTdbh8wY89InbwRQohoC6tIejyeAcuBQECXMKOFqr0a\n", "VXODutlVzQ1qZ49EWEUyIyODiooKfD4fe/bsIS8vT+9cQggRE8KeKq26upra2lqmTZtGQUGBzrFk\n", "nKSemro9tPV6SbKbyU60RTuOECNKt3vcTJ06lalTpwJQX19Pfn5+5OlE1J3rcPG97bXUtbsZ57Dw\n", "j/cXUZASF+1YQsSskEVy7dq1wdnDL/UhNU3j2LFjPPPMM/qnU9SVM07HmpMXXNS1uwFo6fVytKk3\n", "WCRjOfeNqJpd1dygdvZIhCySTqeTZcuWsWvXLiwWCzNnzqSyspLk5OSRyieGWYJt4MiE5DgZ0iVE\n", "KGH1JN944w0eeeSR4PKlWzDoSXqS+ujz+tl7qoN3ay8wJzeJuyYmk2iTQinGDl16klffsEuGAKkr\n", "zmJicVEqi4tSox1FCCWENQQoEAjQ0tICQEtLC16vV9dQqlN1/JiquUHd7KrmBrWzRyLsWYC2bt1K\n", "d3c38fHxAw69hRBiNLvpW8qeOXPmundMvBnSkxRC6GHEbyn7wQcf3OxXCCFEzLrpIimupWqvRtXc\n", "oG52VXOD2tkjIUVSCCFCkCKpA1WvQlA1N6ibXdXcoHb2SEiRFEKIEHQtkoFAAL/fr+cqYpKqvRpV\n", "c4O62VXNDWpnj8RNX492veE/W7dupba2lrKyMnJycgDYuHFjsGgWFRUxffr0m129EELo6qbHSYZS\n", "XV1NcnJysEhu376de++9N6zPyjhJIYQedJtPcjj4/X7WrVuHpmkUFhZKERRCxLyQRfK9995j9uzZ\n", "/PrXv75mkl2v10txcXFEha60tDT4eMuWLTd8/5Xz1V3qf6iwfGWvJhbyhLt8+PBhvvKVr8RMnkiW\n", "X3jhBaZPnx4zecJdvvRcrOQZKz8vkQh5uH2pSL799tuUlZVd8/rVU6hd7erD7Su9/fbbLF269Lqf\n", "VflwW9XJSFXNDepmVzU3qJt9WC9LXLx4MU6n87qvR3oP7vr6+uBjl8sV0WdVouIPDqibG9TNrmpu\n", "UDt7JMKqcikpKYM+H2qG8rfffpva2lrsdjsFBQUsWrSI+vp69u3bB8DMmTOHEHdkaJqG2xfAbtHn\n", "/uIBTcN41RydQojYpOvZ7ZsRrcPt5m4P5UeaOdTQRdnUdBZNTMZmjqxYXu8wpLXXy1tHWzl4rovl\n", "nxrH3LwkbObYGc+v6uETqJtd1dygbvYRnwVotDlwtpM3jjRxrKWPH71/ihOtfcP23QfPdfGfB85z\n", "8Hw3P/hDHbWtvcP23UIIfYQ83O7s7CQxMZHOzk7efvttAOx2O/fdd1/E/UhVdLh8A5b7vJHfquJ6\n", "f11bejwDlnuG8N16UnGv4BJVs6uaG9TOHomQe5LvvvsuAJs2bWL58uU8/PDDzJ8/n/Ly8hEJFw3z\n", "8pLIiLcAsLAgicJhvCf1HbmJpFy8O+FtOU7yk+3D9t1CCH2ELJKX2pUOhwOr1Qr0n6yxWCz6J4uS\n", "/JQ4fvLgZP7fwyX81cI8UuMj/7de75rWiWkOfrpiMr8om8LfLS4g3Wm92bjDSuVrcVXNrmpuUDt7\n", "JMI6Zr56kgq3261LmFiRHm8lPV6f785OtOnzxUIIXYTck/R4PKxZs2bAnuOJEyfIzMzUPZjKVO3V\n", "qJob1M2uam5QO3skQu5Jfu5zn7vmucLCQoqKinQLJIQQsSTiIUBGo4wauhFVezWq5gZ1s6uaG9TO\n", "HomwepKapnHixAk8nv4hLPv37+fzn/+8rsGEECIWhLVbWF5eTldXF0ajMfifuD5VezWq5gZ1s6ua\n", "G9TOHomw9iQtFgu33XZbcLmkpES3QEIIEUvC2iXs6uoasNzU1KRLmNFC1V6NqrlB3eyq5ga1s0ci\n", "rD3JkydP8stf/pK0tDQAampq+M53vqNrMCGEiAVhzQK0f/9+7rjjjuDye++9x+LFi/XMFfVJdxu7\n", "PZxpd5FoNzMxNQ6TUaY2E2I00OUeN1cWSED3AhltTd0evr+9luOtfZgM8I/3T+K2nIRoxxJCRMGQ\n", "TlM3NDQMd46Y0tDl4fjFKdL8GrxfeyGiz6vaq1E1N6ibXdXcoHb2SAypSO7Zs2e4c8SURLsJ+xWT\n", "4U4Z54hiGiFENIU83G5ubiYlJYULFwbuSfX09OgaKtoKUuL4l89MYt/pTnKTbMwaP/ihdpfbx9kO\n", "N1aTgfyUy31LVcePqZob1M2uam5QO3skQhbJNWvW8Oijj/Lyyy8POInS2Nioe7BoK8mIpyTj+lMB\n", "9Xj8vFzZwPqqZowG+O7SidyZnzSCCYUQIyHk4fZXv/pV0tPTmTRpEosXLw7+N3HixJHKF7Oauz2s\n", "r2oGIKDBKx824Pb1Tymnaq9G1dygbnZVc4Pa2SMRVk+ytLR0wPKkSZN0CaMSu8VIgu3yDcIKUuxY\n", "THK5phCjzZDulujxeIIzlesl2uMkw/FJcy/lVU2kx1u5f0qaTKgrhAJ0GSd5ta1bt/Lggw8O5aOj\n", "yuR0B3+3uGBE1tXc7aG6sQefpnFLZjxZCVKQxwq3L0CHy4fdbCTRPjpvwBfLhnR8GAjE1l3+Ys1w\n", "92rcPj//VdnAP7xbxz+/V8/PKk7TddVdHYeDyj0mVbPfKHe328eajxr58zXV/K+3TnC63TVCyW5M\n", "1W0eqZB/lp577jny8vKueb6mpoaysjLdQomBer0B9p7pCC5/eK6LHo+fBNmrGPXqLrj4bWX/xRs1\n", "zb28e+ICfzorO8qpxpaQv2VFRUWDFsP169eH9eWBQABN0zCZTDd+8ygy3OPHnBYT9xan8rtD/bMv\n", "3T0xWZcCqfK4N1Wz3yj31TMGxNIUAqpu80iF/E278847B30+OTn5hl+8detWamtrKSsrIycnB+i/\n", "nPGdd97BZDJx9913k50tfxHDYTEbeWRaJtOznPgDUDwujnjr2PrDM1YVpsbxpTk5vHaokaK0OO4p\n", "Sol2pDEnZE/yendFDGeCi9LS0mvet2/fPlatWsXjjz/O3r17ww6pGj16NUlxZuZMSOLO/CTGxesz\n", "skDlHpOq2Q8driIQYoCJw2rioVvS+dXDJTy7dCLjk+wjmC40Vbd5pEZ0YJ/DcfkaaL2HEAkRywKa\n", "xoEznfzmpJnn3j/Fuc7r38veYjKSFm+Vo4coGdHO/5VDMq+8l3cs63L56PMFSLKbsZnD+5uiaq9G\n", "1dygXvYz7S6e3VaLN6DxcVMvdrORry+YEO1YEVFtmw/ViO5J+v3+4GOD4cYd6Ct35ysqKkZ8+eCJ\n", "s3xn+wn+Yk01rxw4Q+XhqqjmkeXRs3y+uRVv4PJOQ0OXi0OHDsVMvtG+HIkhXXETrurqapKTk4Mn\n", "bsrLy1m5ciWaprFp0yZWrFhx3c9G44qbjj4vR1t6cfsClKQ72PZJGy9VXp4787nlxUzPct7weyoq\n", "KpT8K6tqblAve4/Hz2uHGvjdoSYcFiP/WFrE1Mwb/2zFEtW2+SUjcsVNON5++21qa2ux2+0UFBSw\n", "aNEi5s6dy+rVq9E0jaVLl+q16iEJaBpv1rTynwfOAzA/P4niq+aRjKHRF0Jx8VYTj9+axa3JAXIy\n", "M8iRS1pjlq57kjdjpPckez1+/vvGT6i7cPmKhl88NIUX95+lz+vn0RmZ9Hj8FKTEUTzOIfe8EUJR\n", "MbMnqRq7xcjCgmTqLvQfXn8qw8G4eAvPLinkWGsff7f5OBpgNhr46YpiJqdff65JIcToIXN7XWQ0\n", "GFgxdRzfv3ciz9yTz98vLiDFYSHeZqap28Ol3W1fQKOx2xPyu4baII42VXODutlVzQ1qZ4+E7Ele\n", "ISXOMujs4nnJdixGA96ARpzFKP0jIcYQ6UmGIaBpHG/ppanbQ3aijaK04bsxWI/Hz5GGbs53epia\n", "5WDyODmMF0JP0pPUgdFgYHJ6vC59yANnOvnBH+oAiLMY+dmKyRSkxg37eoZTe5+XC30+nFYT6U65\n", "ckqMbtKTHAb+wMCd8Uh6NTXNvcHHfd4AF/qGf57IcIWTu7nbwz+/V8+X19Xwt5uPcaq9bwSS3Ziq\n", "/TFVc4Pa2SMhRfIm1LX18btDjfztm8fYXNNCj8d/4w9d5Y4JicHpr7KcVjITYnvPrLatjwNnuwA4\n", "1+nh0LnuKCcSQl9yuD1ENU09HGno5t/3nwPgSGMP2Qk2bhufENFVCNOznPxsxWQuuHxMSLJF9aRQ\n", "OLnjLAMnWYiViX9VvPID1M0NamePRGz8hCsmoGnsrm+/5u6IPd5r9yQv9Hpp6PYQbzGRl3LtNFdm\n", "o4EpIe69DswwAAAYdklEQVTvHWuK0+L464UT2Hy0lVnjE5gRxmWaQqhMDrcj0NDp5ld7zvDtLceZ\n", "lOYgyWYi5+Lh8aRxcWQ5+2c2utSraev18rNdp/mr33/C1zYcpboxtg9Nw+kxxVlN3F8yjn99YBJf\n", "mJ1DqiM2ZnNStT+mam5QO3skZE8yAluOtrL2SDMARxp6+D/3TWRpcSoAnS4fLT1emrrbsWROxOsP\n", "cK7Tze76/nvTuHwB3vqkbdBJDDRNo7atj8ZuD1lOKxOHcYiRXmxmmdtQjA1SJCNwruvyxKjegIY3\n", "oAVv0rRscipvHGnmo/PdGIBnLQ7GJ9mCg9Chf1D6YI619PLNTcdw+/sHq/94efGwjsUMl8o9JlWz\n", "q5ob1M4eCTncjkDZLenEWfo3WenkVNIcFswXT01nOK18dL7/cFoDNlY3MyHJxg+WFbGwIIk/m5XN\n", "osJkut0+GrrcdLsvD/U53e7G7e8vpH3eAGc6rj9LtRBiZEmRjMAtmU6eL5vC82VT+Ms54ylMjeOf\n", "7i/is9PSmTzOQdIVZ3qnZzsxGY3cNj6BZ5dO5InbstCA594/xRder+bHO0/RfPEa8MwEa3AaNqMB\n", "MuKj0+dTucekanZVc4Pa2SMhh9sRONHay6kLLtKdVuwWIyajgRnZCczITgDgn+4v4o/1HSRZDUzO\n", "TKD+Qh95yfbgLOxHm3vZdbFHWVHXwaeLUkl3WpmS7uBHDxRzqr2PwpQ4imWGISFihhTJMJ1s6+Ob\n", "m47R6w1gAH70wKRgcbykKM1BltPKKx828G97PsFiMvB/7pvI7eMTgWvvmWy8uB9vMRmZke1kRnZ0\n", "h9Oo3GNSNbuquUHt7JGQIgk0drk50tiDAZiWFU+G89oB3Y3dHnq9AaC/53ispe+aIgnQ0O3hjYtn\n", "wL1+jVcONuAwG9HoH2P44NRx7DzZzqLCZErS42nq9nCkoRu/pjE9y0lWgswwJEQsGfNFssft4xe7\n", "z7DndCcA9xQl898X5BFnNVF/oY8PznSRHGcmN8mGw2IM7kkWjxt8EgqL0UCcxUjfxYKa5bTxs91n\n", "ONHax7fvyecv54znyZlZxFtNBDSNn+86zTvHLwAwKzeBZ+4pIN5q4nS7C7cvQHaijQTbyPxvUvWe\n", "JaBu9hvl7vX4qGnupa3Xy8TUuJgaHqbqNo+UFElvgAPnuoLLH5zposfrp9Pj55ktJ2ju9QLwxTuy\n", "+dcHijnd4SI9vr+PeLXmbg+balr48pzx7DnVQXaiDZvZyPZjbQCsr2pmYUFycAB2a6+HA2cur/vg\n", "2S76PH6OtfTynbf6bzf60NRxLJ2UwqkON7lJdibLrSPGlIPnuvne2ycBSLCZ+MmKydcdSib0MebP\n", "bifYTNx7cUA4wH3FqSTYTHS7fcECCbD7VCf5KXbuKUplWpaTugsuNn3cwgenO4ITW3x0vpv1VS08\n", "v+cM7S4f8/OT2HasNfgdM7KdAy5lTLCaWTblinVPTiXeZuaVDxuCYys3VLfwwZkufrTjFP9j4ycc\n", "a7k8a9BwU3mvQNXsN8p9uOHyVVpdbj9tPd4Q7x5Zqm7zSI35Pck4i4nP357NnXlJGAwweZwDm9lE\n", "msPCrPEJwRlvVnxqXLDA1bX18TdvHgseUn93aSEzsp30ef04LEYKUuJo7fXi8gX4Yekk/ljfQarD\n", "zOzcxAHrtpqNPDI9k1uzEwhoGpPSHMRbTeQlx3G4oQcAh8XIxSGU+LX+nmeJQtd6i5tz+/iE4FVe\n", "qQ4z6c7YuAx0LBnzRRIgxWFhbt7A2zYkx1n45qI8Tl5w4bAYmZQWR6fLS2O3l7YeL3nJdvwBjROt\n", "fVQ39XCitZcEm4m/mJPDH+s7mJ6VTE6ijQnJdnITbdRd6ON8pweLyThgPGWS/dri+bkZGcSZjZzv\n", "crNi6jh+9F49ADaTgfE6zhKkco9J1ew3yn1rdgI/Xl7MhT4v+cl2xifFzqG2qts8UlIkQxgXb2Vc\n", "fP8EFqcu9F9bXdXQzZSMeNLiLJhMBpZMSiU3ycb3ttfyhdk5/GrvGQJaf28zM8HKhGQ7u0518MM/\n", "1KEB909J5S/njMcZ4mRMdqKNL80bD/TPOPT9+ybS2O0hO8FGUVpks5ZrmhYcpynUYzUbmSYzLUWV\n", "FMlBtPZ4aez24LSZyEu280lzD7vqOvBpGgk2Exf6fOw+1T8ovK3Xy18vnHCxEGlcOUn5uU43Lq+f\n", "dYebSHGYae/zseVoGw9Py8BpM9Pt9tHY7cFuNl53D2Got4443e5i9cFGutw+/uT27EFPNF1N5b0C\n", "VbOrmhvUzh4JKZJXaHd5ae/1seVoK+VVzTgsRp57oJiWHi8tvV4+ONPJjGwnSyddPtliNsCFPh9f\n", "n59LdqKNO/OS+OOpDuKtJuZMSOJocw9/ensWHzV0k+G08ubHLTgsJrrcPn574DwbqltwWIw8u7SQ\n", "6VnOa+aoHAq3z88v95xh/8Uz5zXNvTxfNkXuRyPEEIz5s9uXnO5w8cyWE3x5XQ0dLh+LJ6bQ6w1Q\n", "Ud+OL6BR09xDh8vHjtp22vt8ZDqtGA2wcloG39p8nJ9UnOa722u5e2Iy31lSwDfvmsCrH57nbzef\n", "4Oe7z+C0mXlhz1menj+BdKeVc51uNlS3ANDrDbDuSDPHW/vvF6NpGm29XrrcQ7vfjdev0XDFvcE7\n", "XD48/sANP6fytbiqZlc1N6idPRJjqkie7XCxvqqJTR8309A1cKadPfUdHG/tQwP+cOIC+RdnEZ8y\n", "zkFtWx9FqQ6+emcuDosRXyDAZ6el88LKKTR2e7h0hN3nDdDj8fPKhw10uf30ejWMBmjo8tDnDRAI\n", "aLh9/cXKbjZiMV3uFaY6LOyp78Af0PjjqQ6eXn+Uv33zGCdaIx/y47SZ+eIdOVz6+i/OySEtSpNm\n", "CKG6ET/c3rhxI35//7jCoqIipk+fPiLr7XT5+Nf366lq7C86dxUk8Td35wfv2WK96jA3Jc7MN++a\n", "wK66Dt66OBi88mwnf35HDue6PKz5qIl/faB/3sf+bmT/LWFzEm2svCWDfac7SHda+PSk8fx671kc\n", "FiPZCZfvYTMh2c6zSwp5/aMmMpwWku1mxifZON/l5gfv1OELaLT2evnVnrP8Q2lRxIfhcyYk8cuH\n", "S/AFNHISbdjDmCRX5R6TqtlVzQ1qZ4/EiBdJu93OvffeO9Krpc/rp6bp8l7ZkcYe+ryBYJGcm5fI\n", "kYZkqpt6uG9yKs3dHrISrNS3u4Kf6XT7sRgNrPmoCQCXz8+k1Dj+obSItl4vTquJA2c62Xe6k1MX\n", "54Rs6PLwN4vysJgMPLMkn+yLRdJoMDA3L4mcBCuftPRhtxiZnuWkw+UjoF0+++O96na14TIZDeSn\n", "xPb9u4VQwYgfbvv9ftatW8fatWuprKwcsfUm2s08ODWdcQ4LdxUk84VZWSTYTLR0e9hV105tWx9f\n", "mjue//npApLtZrITbbS7fNxVmBycvefeSSkcvXif7LkTEkm2m/nFH8/yzNYT/N/dZ7CYDdwxIZGm\n", "K66KaOnx4rSaKclwMint2jPUE1LiWFKcyoKCZBLtZrISrHxrcT42k4H0eAv/bV7usJzMCYfKPSZV\n", "s6uaG9TOHokR35MsLS0NPt6yZcuIrTfOYuKxWzPJT7GzobqZ+GYj07MTeOXDBtr7fEzLcmI1GXnp\n", "wHmONveSHGfmrxdOoLHLzdfuzKXd5eN0u4vUeBP/8plJbK5pZd/pTnbWtQP997DZUtPKqtuy+LNZ\n", "mbyw9zwG4C/uyGZGdjxx1oGb+kKvl4+be/D6NKZkOIKz/1hMRu4uTGFaphOz0RAzN9oSYqyK6hAg\n", "iyV0AbhyRP+lv1o3s2zJnMhPKxoBONnmYnyClR63j5xEGztPtpOfYqck3cHJtj7a+3ycbHNRlGbn\n", "+T+e5XxX/9lio6H/muv3ai/wZ7OzsZgMeC9eN5geb6XL5aPDHeALs7LBAD6/hsVsGpDH6w/w2odn\n", "Kf+4f/afW7OdrCrU6G5rYuHChZiMBj45uO+m/71DWb5y20dj/UNdvvRcrOQZK8uXxEqeSH5ewmXQ\n", "NG1oTa8hqq+vJz8/H4BNmzaxfPnyQd/3zjvvcPvttw/rug+c6eTbW08Elz83I4OitDg2VLUwPcvJ\n", "2iNNpDrMPDo9k1/uOcM3Fk6gx+3HaTXx891n8AU0vjY/F5vJwK/2niPOYuRrd+by5tFWshKsxJmN\n", "zMpN5FubjwfXkem08m9lk0m2X/6D0Ony8fUNR4OFF+A/Hv1UTF1yJsRoVVlZyZIlS8J+/4j3JOvr\n", "61mzZg1r1qxhypQpI7pug0HjroJkANLjLcyZkEhxmoOFBUn87qNGfAGNpm4vB8528lcLJvDh2S5e\n", "3H+OHq+fr88fzz/dX8TZdjdtfT6+vTifBXlJJMaZWZCfxPhEGwaDAZ8/QMm4y8Xu9pwEHFedWXZY\n", "TSwuSgkuz85NGLE5I0NRucekanZVc4Pa2SMx4r+ZixYtGulVBrX2+vAGAvzp7Vn0XBzTOCM7gRKX\n", "D6OB4CWFDouJ3fXt7Dndf8XKuiPNfGXeeH6683RwkPZX5o3nczMzSYmz4PYF2H6sjSnpDiamOfjz\n", "aU7O+9OxmozMyHJiNQ/8W2Q2Glh5SzpTM+Lx+gNMTo8n0R79IimEuNaY+s28JcPJ+qpmflvZwJzc\n", "BB6+JZ1Ot4+MeAt/tzifF/edI8Np5ZHpGXx3W23wc+nxFuLMxgFXsfR4/Gha/1Cb28cnBu9jA5A6\n", "aQIzb5AlOe7amYeiTeVxb6pmVzU3qJ09EmOqSOYk2fjBfUV0e/wk2c10uHz873dOUtfWx1/ckcNP\n", "lhdjNhq40OfjmSUFrD7YiMlgYEa2E5PRQJbTSkO3hzSHhelZTsbJVSxCjHpjqkhC/9yRKReH1aw9\n", "0hQc9/j8nrNMTItjV10H5VXNOK0m/vkzRSRZTXgC/dOX/csDk2jo9JBoN1OYar/uFGSqzrOnam5Q\n", "N7uquUHt7JEYU9duX+3qW8V4/RrlVf2zQHd7/Pxm3znGJdjITbb370km2Jg5PoGJaXEyR6MQY8So\n", "L5Iur5/ei/egudqSSancmu0kwWbiy3PHkxFvwXbFpBPjk+wYh1AMVf3rqmpuUDe7qrlB7eyRGNWH\n", "28dbevm33adx+zS+viCXWzIHzvCcm2Tnu0sLcfsCJNrNWExG/qG0iFc/bGB8kp2Hp2dEKbkQIlaM\n", "2j3JbreP594/xcdNvdS29fG97Sdp6fFc8z6nzUxavDV4ffSM7AT+8f5JfH3BhOCMPZFSdfyYqrlB\n", "3eyq5ga1s0di1BZJX0AL3uoVoNfrxx/mjDpDOcQWQoxOI35ZYriG47LED8508v3ttXgDGn9/TwF3\n", "FSRjuvpsjRBiTIn0ssRR3ZOcNT6BX3/2UwTov4ZaCqQQIlKj9nAbwGAwkJXYPxv4SBZIVXs1quYG\n", "dbOrmhvUzh6JUV0khRDiZo3qnqQQQlwt5qdKE0IIlUiR1IGqvRpVc4O62VXNDWpnj4QUSSGECEF6\n", "kkKIMUV6kkIIMYykSOpA1V6NqrlB3eyq5ga1s0dCiqQQQoQgPUkhxJgiPUkhhBhGUiR1oGqvRtXc\n", "oG52VXOD2tkjIUVSCCFCkJ6kEGJMkZ6kEEIMIymSOlC1V6NqblA3u6q5Qe3skRjxmckbGhp45513\n", "MJlM3H333WRnZ490BCGECNuI9yR///vf8+CDDwKwfv16ysrKBn2f9CSFEHqI+Z6kw+EIPrZarSO9\n", "eiGEiMiIF8krd1wtFstIr35EqNqrUTU3qJtd1dygdvZIjHhP0u+/fC9sQ4j7WycnJ1NZWTkSkYad\n", "w+FQMruquUHd7KrmBnWzJycnR/T+ES+SfX19QP8e5aXHg5k1a9ZIRRJCiOsa8RM3586dY8eOHWia\n", "xtKlS8nIyBjJ1QshRERi9oobIYSIBTKYXAghQpAiKYQQIUiRHMMCgcCA0QYqUTm7UMuIn92+EZUv\n", "W9y4cWPwF7eoqIjp06dHOdH1bd26ldraWsrKysjJyQHU2faDZVdl21dVVXH06FECgQDz5s0jNzdX\n", "me0+WHYVtvvu3btpbGwEIC8vj1mzZkW2zbUYs2HDhuDj8vLyKCaJ3LZt26IdISJVVVXa2bNng8sq\n", "bfurs6uy7Xfs2BF8/Oabb2qaps52Hyy7Ktv9krfeekvTtMi2ecztSap82aLf72fdunVomkZhYaFy\n", "157LttffokWLrnlOle0+WHZVtntdXR1r165l5cqVQGTbPOaKpKbwZYulpaXBx1u2bIlikqGRbT9y\n", "tm/fzpw5cwD1tvuV2VXZ7gUFBTz99NNs2LCBiRMnRrTNY+7ETbiXLcY6FX7YrybbfmTs2LGD4uJi\n", "xo0bB6i13a/OfqVY3+52u52EhAQgsm0ec0Uy3MsWY1F9fX3wscvlimKSoZFtr7+dO3eSmZlJQUFB\n", "8DlVtvtg2VXY7m1tbcHHl/YgI9nmMXe4PXfuXFavXh28bFEl9fX17Nu3D4CZM2dGOU1ob7/9NrW1\n", "tdjtdgoKCli0aJEy236w7Cps+6amJnbt2kVJSQk1NTV0dXXx1FNPKbHdr5ddhe2+a9cu3G43ALNn\n", "zwYiqzNyWaIQQoQQc4fbQggRS6RICiFECFIkhRAiBCmSQggRghRJIYQIQYqkEEKEIEVSCCFCkCI5\n", "CjQ2NrJ+/Xqee+65QV9//vnnaW5ujug7m5qaeO2119iwYQOvv/46Pp9vwOubNm0act5L3nrrLdau\n", "XXvT3zPahLNtu7u7efHFF6murh6BRGObFMlRIDMzk7KyMvLy8gZ9/dFHHyUlJSWi73z33Xd57LHH\n", "eOihh/j0pz/Njh07Brw+HJfPLVu2LOavVY6GcLat0+lk4cKFI5BGxNxliWL4eDwetm7dyvHjx3nq\n", "qadIT08PvrZ//362bdtGYWEhCQkJeL1eVq5cGSxaJpOJvr4+HA4HFy5cCE4t5fP52LJlCzU1Naxf\n", "vx6A4uJibrnllhvm8fl8lJeXYzQa0TTtmolO33//fZqamrBarbhcLkpLS0lMTOSjjz6ivLycJUuW\n", "sHDhwuDypz/9ae66667rrq+7u5tXX30Vh8OB0WjEbrfT29tLaWlpcIKG660T4IMPPmDLli089dRT\n", "7N69G6vVyq233kpxcTF+v5/NmzcHrwXu6ekhLy+PBQsW3HA77N69m3PnzmG1WgkEAlitVj7zmc/c\n", "cNu2trayZcsWHA4HHo+HhIQECgsLb7g+cZOGbTZLEXWvv/76oM+/++67WlNT0zXPv/DCC8HHlZWV\n", "2rFjx4LLra2t2rPPPqv99re/1X74wx9qgUAgrHWFsnHjRq25uTm4vHfvXm3NmjWapvVPortz587g\n", "ax6PJ/iapvVP+Hr69Onga2+88UZY66yqqtJefPHF4LLf79d++9vfhrVOTev/d27duvWa792yZYvW\n", "2toaXG5padE+/vjjsDK9/PLLWldXVzDPqVOnrlnnYF566SXN7/cHl3/zm99oVVVVYa1TDJ3sSY5h\n", "aWlpwcdxcXF4PJ7g8tatW3nmmWew2WycPXuW7du3c999993U+rq7uwdMsTVz5kxOnToFQG1tLS6X\n", "K7gHBf17Z5csWLCAtWvX8rnPfY5du3aF3IO82m233RZ8bDQaiYuLC2udlyxbtmzQf0tqampwOS0t\n", "bcD2DOWRRx5hz549uFwuXC5X2BNDWK1WjMbLHbIr/11CP1IkxXXZbDagvwD09vbe9PfFx8fT0tIS\n", "LJSVlZXBw9Vp06bR0NDAvHnzgu+/8mSRyWTC6XTS0dFBU1MTixcvDnu9hw4dCs6Y7ff7g38MbrTO\n", "UOx2O21tbcFCGQgEqK2tZdKkSSE/5/P5OH78+ID8r7766oDpx67H7Xbj9/sxmUxA//a7MrvQh8wC\n", "NAq89957tLe3c/jwYaZPn47RaKS0tJRPPvmE48ePU1tbS2ZmJvHx8cybN4+srCzee+89du7cyZe/\n", "/GUyMjJ4+eWXCQQCfP7znwf6p7vft28fNpsNl8vFihUrBkx5//7779PW1obRaMTn8zF//nyysrJC\n", "5vT5fLzxxhtYLBaMRiNOp5P9+/ezatUq8vPzqays5NSpUxiNxuCkqJem24f+vbyf//znPPTQQ0yd\n", "OjWsbVNdXU1NTQ0ulwuHw4HL5eK+++4LFrdQ69y8eTMHDhwI3tzq1ltvDfYAfT4fGzZswGQyBe/c\n", "eNddd91wG7hcLp5//nkmTpyIwWDA7XZz++23Dyiu19u2LS0tbN68mYSEBDweDyaTiba2Np588kmc\n", "TmdY20NEToqkGNWqqqowGAxhF1UhriaH22LU6urqYteuXUB/D/HSfVmEiITsSYph88EHH3DmzJlB\n", "X5s9eza5ubmjYp2h1NXVcfDgwUFfKygoiNnZu8X1SZEUQogQ5IobIYQIQYqkEEKEIEVSCCFCkCIp\n", "hBAh/H8lJAw4i9GS+AAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.430533\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt8lPWd9//XnA+ZnI+EkAMkyFFRESIoWEWIVhSs1q2W\n", "u3v6bU+77d6977Wuu9vDtt2u23rvbrtru3fd7q22ahUEhHKUyiFhES2KQAwQEsIx5+NkZjKn6/fH\n", "wJBAGGYgk5lv8nk+Hj4euSaHeXOBn1zX5/oedJqmaQghhBiWPtEBhBAimUmRFEKICKRICiFEBFIk\n", "hRAiAimSQggRgRRJIYSIwBjPH753715aWloAKC4u5vbbb6e5uZkdO3ZgMBhYvHgxEyZMiGcEIYS4\n", "IXEtkgsWLAh/vG3bNgD279/PU089BcC6detYsWJFPCMIIcQNifvt9smTJ3n++ecpLy8HwG63hz9n\n", "Npvj/fZCCHFD4l4kS0tL+epXv8r7778PwOAJPiaTKd5vL4QQNySut9sXWa1WUlNTAQgEAuHXdTrd\n", "Vb9n27ZtGAyGuGcTQowvGRkZ3H777VF/fVyLZGdnJ1lZWcClK0i32x0+vvjxcAwGA7fddls84wkh\n", "xqEDBw7E9PVxvd2uqalh9erVrF69mpkzZwIwf/58XnvtNV577TXmz58fz7dPmOrq6kRHuC6q5gZ1\n", "s6uaG9TOHou4XkkuX778itcKCwv53Oc+F8+3FUKIEaNL1qXSduzYIbfbQogRd+DAAe67776ov15m\n", "3AghRARSJONA1V6NqrlB3eyq5ga1s8dCiqQQQkQgPUkhxLgiPUkhhBhBUiTjQNVejaq5Qd3squYG\n", "tbPHQoqkEEJEID1JIcS4Ij1JIYQYQVIk40DVXo2quUHd7KrmBrWzx0KKpBBCRCA9SSHEuCI9SSGE\n", "GEFSJONA1V6NqrlB3eyq5ga1s8dCiqQQQkQgPUkhxLgSa09yVDYCE9Fp6RsgoGnkOSwY9VffJE0I\n", "MXrkdjsOrqdXc/BcH3/2Vh1//OYn7Growh8c/Qt8lXtMqmZXNTeonT0WUiSTgNPr59/2nsHtCxLU\n", "4Ee7mmh1ehMdSwiBFMm4uOuuu2L6eoNOh9186a/CYtRjSMDddqy5k4mq2VXNDWpnj4UUySRgMxn4\n", "+sJipufZKcmw8r37J5Ofakl0LCEEUiTj4np6NZOzbfzjA+X88/IKbi5MjUOqa1O5x6RqdlVzg9rZ\n", "YyFPt5OIzWRIdAQhxGVknKQQYlyRudtCCDGCpEjGgaq9GlVzg7rZVc0NamePhRRJIYSIQHqSQohx\n", "RXqSQggxgqRIxoGqvRpVc4O62VXNDWpnj4UUSSGEiEB6kkKIUdft9nG+z4vNpKckw4pON3qLFch6\n", "kkKIpNbt9vHCf59hZ0M3ZoOOHyybwi0JmoobDbndjgNVezWq5gZ1s6uaG64/e3Ofl50N3QB4Axrr\n", "jrSNZKwRJ0VSCDGq7CYDVuOl0lOWZU1gmmuTnqQQYtQdanayobaN4gwrS6dmk+cwj9p7S09SCJH0\n", "Zhc4mF3gSHSMqMjtdhyo2mdSNTeom13V3KB29ljE9UryyJEjHD16lGAwSGVlJUVFRWzYsIFAIADA\n", "lClTmD17djwjCCHEDYlrkezo6ODRRx8FYNOmTRQVFWG1Wrn//vvj+bYJp+reH6rmBnWzq5ob1M4e\n", "i7gWyUWLFl3xWiAQ4K233kLTNMrKyuThjBAiqY1KT3L79u3MmzcPgKqqKh599FE+85nP0NLSMhpv\n", "P+pU7dWomhvUza5qblA7eyziXiR37dpFRUUFOTk5V3zOZDJF/N7BfwnV1dVyHOfjQ4cOJVWeWI4P\n", "HTqUVHnGw7HK/15iEddxknv27CE3N5dp06aFX2tqaqKkpASAjRs38tBDDw37vTJOUggRD0kzTrK1\n", "tZWamhqmTZtGXV0dfX19rFq1iqamJvbv3w/AnDlz4vX2QggxIuJWJPPy8njmmWeueH24hzljTXV1\n", "tZJP/lTNDepmVzU3qJ09FjKYXAghIpC520KIcUX2uBFCiBEkRTIOrneoQaKpmhvUza5qblA7eyyk\n", "SAohRATSkxRCjCvSkxRCiBEkRTIOVO3VqJob1M2uam5QO3sspEgKIUQE0pMUQowr0pMUYgzq9wZo\n", "7fPS7w0kOsq4I0UyDlTt1aiaG9TNHk3u9n4v/7b3NH+0upb/s6eJVqd3FJJdm6rnPFZSJIVIckfb\n", "XOyo78IX0NjT2MMnrf2JjjSuSJGMA1VXRlE1N6ibPZrcOt3QY71u+K8bbaqe81hJkRQiyU3LTWH5\n", "9BxSLQaWVWQxPS8l0ZHGFSmScaBqr0bV3KBu9mhyZ9lN/Nn8Qv7j0Wl8ZUEROSnmUUh2baqe81jF\n", "dbdEIcTIsBgNWIyGRMcYl2Sc5Djh8gbo8fixmfRk2CJvwCbEWJY0e9yI5NHj9vPygfNs/KSdyVk2\n", "nr23lEkZ1kTHEkIJ0pOMg2Tr1TR0utjwSTsacKLTzb5TPcN+XbLljoWq2VXNDWpnj4UUyXHAqB/6\n", "12w1yl+7ENGSnuQ40O8NsOVoB2uPtDIzz8Ef3TGBglRLomMJkRDSkxRXSDEbWDEzl/sqMrEZ9fKU\n", "VIgYyH1XHCRjr8ag15FhNUUskMmYO1qqZlc1N6idPRZSJIUQIgLpSQohxpVRWU/S6XRez7cJIYRy\n", "IhbJ2traYf979dVXRyufklTt1aiaG9TNrmpuUDt7LCIWyb1796LX62lsbOS9997D6/Wyb98+srKy\n", "RiufEEIkVMSepNPpxOFw8Prrr/MHf/AH4dd/85vf8MQTT8Q1mPQkhRDxMKI9SYfDAYDZPHRppsuP\n", "hRBirIrqwY3L5SIYDAIQCATo6+uLayjVqdqrUTU3qJtd1dygdvZYRDXj5oEHHuBXv/oVZrOZgYEB\n", "Pv3pT8c7lxBCJAUZJymEGFdGZZxkc3Pz9XybEEIoJ6oieeTIkSHHe/fujUuYsULVXo2quUHd7Krm\n", "BrWzxyKqInn8+PEhx0ajLB4khBgfrut2++KTbjE8VfcjVjU3qJtd1dygdvZYRLwk3LhxI263m7q6\n", "Onw+X/j1/Pz8qH74kSNHOHr0KMFgkMrKSoqKimhubmbHjh0YDAYWL17MhAkTbuxPMMICQY36Dhdd\n", "Lj8T0y2yF4wQ41zEIvnQQw8BsGHDBpYvXx7zD+/o6ODRRx8FYNOmTRQVFbF//36eeuopANatW8eK\n", "FSti/rnxVNvaz9O/PU5Ag2y7iR99upyi9NgKZXV1tZK/ZVXNDepmVzU3qJ09FlHdbj/wwAPX9cMX\n", "LVp0xWt2uz38cTLO3Dl4zkngwqCoDpeP5j5vYgMJIRIqqiJ5ow9qtm/fzrx58wAYPCzTZEq+/Z8r\n", "cmzhjy0GHVnXsUe1qr9dVc0N6mZXNTeonT0WUVW/TZs2MXv2bAKBAHv37mXevHmUl5dH9Qa7du2i\n", "oqKCnJwcIDSt8SKdThfxewdfzl8cbhDv49vmVfIPVVNoaO1lcoaRydm2UX1/OZZjOY7/cSyimnGz\n", "bt06Hn74Yd5++21WrFjBG2+8wWc/+9lr/vA9e/aQm5vLtGnTwq+tXbuWlStXomkaGzduvGqvU+UZ\n", "N6r2alTNDepmVzU3qJs9Lrsl6vV69Ho9VmvoAYbFcu3tSFtbW6mpqWHatGnU1dXR19fHqlWrmD9/\n", "Pq+99hqaprFkyZKogwohRCJEVSS9Xi9OpzNcJKOZ7p2Xl8czzzxzxeuFhYV87nOfizGmWlT87Qrq\n", "5gZ1s6uaG9TOHouoHtwUFhaybt06KisrOXz4MA0NDfHOlfQ6XT7qWvs50+NJdBQhRBxFVSQXLFjA\n", "5z//eaxWK9OmTeMrX/lKvHMltfZ+L8/tPMnX3j7G19Yf41h7/5DPqzqnVdXcoG52VXOD2tljEfO0\n", "RKPRGL7tBvjoo49GNJAKTnUP8OG50I6RTm+AmpM9CU4khIiX65q7PdjJkydHIIZaHGY9+kGjlyak\n", "Dh0Ur2qvRtXcoG52VXOD2tljIcv5XIfJ2Xa+e/9kflvXzqwCB3dMSk90JCFEnNzwleR4ZNTrmF+c\n", "zt8vncJnb84n2z50Vo6qvRpVc4O62VXNDWpnj4UUSSGEiEButyNo7HSz71QPWXYTt09MJSclugU5\n", "VO3VqJob1M2uam5QO3sspEheRUufl2e31NPh8gPw5Jx8/nBuYYJTCSFG2w3fbs+ZM2ckciQdp9cf\n", "LpAAH5134gtEtyK7qr0aVXODutlVzQ1qZ49FVEWypqaGuro6AOrr64fsllhaWhqXYImWbTcxf1Ja\n", "+PiRGTmYDNLCFWK8iWoVoNdee42lS5eSnZ1NMBhkzZo1PP7443ENlgyrALX3e2nq8mA3G5icZcNi\n", "lCIphOrisgpQSkoK2dnZQGhFIIPBcH3pFJOTYo76YY0QYmy6rksjvV6uqCJRtVejam5QN7uquUHt\n", "7LGIqtrpdDo6OzsB6OzsHLK6uBBCjGVR9SQDgQDbt28PrylZVVV1w/veXEuie5Lnewfo9vjJsZvI\n", "dcgttxBjRVx6kgaDgaqqqusOpZqTXW6e2VRPp9vP5Cwb31pSRmHatVdjF0KMPVHdbh8/fjzeOZJK\n", "bUs/ne7QGMmGTjdNXe6Yvl/VXo2quUHd7KrmBrWzxyKqInnw4MEhx42NjXEJkywyL9tG1mGRiUlC\n", "jFdR73Ez2MGDBykrK4tLoGQwM9/O1xYWsf90L/eVZzF10F7c0VB1TququUHd7KrmBrWzxyKqIrlg\n", "wQK2bt3KsmXL4p0nKaRZTTw0PZeHpucmOooQIsGiut1+5ZVX6O3t5c033+TNN9/k0KFD8c6lNFV7\n", "NarmBnWzq5ob1M4ei6iuJB944AHmzp0bPt60aVPcAgkhRDKJapxkIiR6nKQQYmyKdZykzC8UQogI\n", "oiqSvb29rF69mpdeegm/38/atWvjnUtpqvZqVM0N6mZXNTeonT0WURXJLVu28Mgjj5Cenh736YhC\n", "CJFMoiqSVqsVk+nSAOvxslTa9VJ1/JiquUHd7KrmBrWzxyKqInn5YPJgMLptDIQQQnVRFcm8vDyq\n", "q6vx+/3s27eP4uLieOdSmqq9GlVzg7rZVc0NamePRVRFctGiRWRlZWG1WikoKJChOUKIcUPGSQoh\n", "xpW4rCfZ3t7O5s2bsdlseL1eqqqqyMrKuu6QQgihiqiHAD311FM89thjPPHEE2zbti3euZSmaq9G\n", "1dygbnZVc4Pa2WMRVZG02+3hzb8MBgNWqzWuoYQQIllEVSQ9Hs+QY5fLBcD+/ftHPtEYoOr4MVVz\n", "g7rZVc0NamePRVRFMhgM8p//+Z8cOHCA//qv/8JqtVJbW8tHH30U73xCCJFQURVJl8vFnXfeidVq\n", "Zf78+UybNo0kfSieFFTt1aiaG9TNrmpuUDt7LKJ6uv3kk0/icDiueL24uJgzZ85QVFQ07PcFg0E0\n", "TZNpjEIIZd3wOMl169axYsWKK17fsmULDQ0NrFixgsLCQgA2bNhAIBAAYMqUKcyePfuqP1fGSQoh\n", "4iEu4ySvR1VVFbW1tUNes1qt3H///fF6SyGEGHGjuuhuIBDgrbfeYs2aNRw4cGA033pUqdqrUTU3\n", "qJtd1dygdvZYjOrikFVVVeGPN2/ePJpvLYQQ1yVh2zcMXp/yagb/pqqurlbm+K677kqqPNEeD5YM\n", "eWI5vvzPkOg80R5fHGuYLHliOR4sGfLE+u8lWnF7cANQW1tLRkZG+MFNU1MTJSUlAGzcuJGHHnro\n", "qj9XHtwIIeJh1DcCu9rwn3feeYfq6mreeecddu/eDYSK5MW9u2+66aYbfeukpGkaH31yHLcvkOgo\n", "Mbve37TJQNXsquYGtbPHIqqe5J49e7j77ruH/dzg/bgHW7JkyRWvLVq0KIZoyUHTNDpdPgx6HRm2\n", "yC2CQFDjv5t6+L8fe8k70cBfLJxESabMcxdCZVFdSf7ud79jzZo1tLa2xjtPUglqGu+d7uVLa4/y\n", "tbePcbS1P+LXn+728P3fNdLc5+XjZie/+vC8UjOTVJ6Lq2p2VXOD2tljEVWRXLlyJQ8//DC1tbW8\n", "8cYbV4x/HKta+rx8b0cjPR4/zX1eflJzOuJtdFAL/XeR2xtEnRIphBhOVEXy5ptvxmQycc8997Bs\n", "2TLWr18f71zJY1CVCwKRLgwnppv56p1F6HWQZTfyhbkT0Ot0cY84UlTuMamaXdXcoHb2WETVk6yu\n", "rqa0tJS9e/ficDj42te+Fu9cSSE/1czf3lfGj3c3YTcZ+Mu7JmE3X30eusVo4MGbsimxuJlUOIFs\n", "+7WHOQkhkltUQ4C++93v8qlPfYqFCxeO2mIVyTIESNM0Oi48uMm8xoMbIUTyi8vc7ZUrV3LzzTdf\n", "dyiV6XQ6clLMiY4hxLgTCGoENQ2TIWFzXoAYepIieqr2alTNDepmVzU3xDd7U5eb72xv4Jub6vnk\n", "GqNK4i2qItnb28vq1at56aWX8Pv9rF27Nt65hBDjlMcX4Kd7z/De6V4Ot/Tzd1tP0Ob0JixP1Lsl\n", "PvLII6Snp2M0juqaGEpSdfyYqrlB3eyq5ob4ZfcFQhM4LnJ6A/iCiRtMF1WRtFqtQxakkJXGhRDx\n", "kmo18qXKiZj0oeFzf75gErkJHCkSVZH0eode6gaDwbiEGStU7TOpmhvUza5qbohv9rlFafzHZ6bx\n", "i89MY2lFFiZj4h7eRHXvnJeXR3V1NX6/n3379lFcXBzvXEKIcUyv01GUnhzrHkS9VFptbS0NDQ3M\n", "mjWL0tLSOMdKnnGSQoixJW573MyYMYMZM2YAQ9eFHK80TaOh00PvgJ/CVDP5qZZERxJCxEHEIrlm\n", "zRp0F+YeX+xDaprG8ePHefbZZ+OfLokdaennm5vr8QU0pubY+NaSMvIcoUI5eMVplaiaG9TNrmpu\n", "UDt7LCIWSYfDwbJly6ipqcFkMjFnzhwOHDhARkbGaOVLWnsau/EFQp2KY+1uzvV6w0VSCDF2RHxk\n", "tGzZMgDOnz/PvHnzMJvNVFZW4nQ6RyVcMpuSbQt/bDboSLNe+n2j6m9XVXODutlVzQ1qZ49FVD1J\n", "3WXLfckQIJg3KZ2/WlRMQ5ebu0oyKJMVyIUYk6IafBQMBmlvbwegvb0dn893je8Y+zJsRu6fms0X\n", "5xcxs8Ax5BeJqmPfVM0N6mZXNTeonT0WUa8CtGXLFpxOJykpKTz22GPxzjVudLl8VJ/s5li7i/vK\n", "s5hd4MCgV2ehXiHGuhveUvbMmTNX3THxRoyXcZJbj3Xw/O5TABj1On7y8FTKc+wJTiXE2DXqW8p+\n", "8MEHN/ojxrVTXZ7wx/6ghnNAva1ohRjLErua5RgVS6/mrrIMrBfmpc7Mt1OYnrhhRCr3mFTNrmpu\n", "UDt7LGTdswSbnpfCTx+ZSt9AgPxUM7myCroQSUWKZBzEOn6sJNN27S8aBSqPe1M1u6q5Qe3ssZDb\n", "bSGEiECK5HVw+QKc7HJzrK0ft/fKBy2X92rO9nj4ac1pvrP9BEcTvF9HJCr3mFTNrmpuUDt7LG64\n", "SMZj+E+y6nT5eOmDc3xzUz17Grv5j/fOsr62DY8/VChbnF7eO9WDIX9K+LUej4+D551k202c6PDw\n", "7NYTtPQNJPKPIYSIwQ33JOfOnTsSOZRw8Fwfv/6oBYCjbS7+dF4hv3z/HIsnZ2I2BPjh7xqpbXUB\n", "8Nd6C3cUpfHqRy2sPdyGSa/jT+cV8vKBZjz+xO3XEYnKPSZVs6uaG9TOHgu53Y5B72VjGL3+IDl2\n", "E2ajjg6XP1wgAbYc7aDH7Wft4TYAfEGNXY3dfHF+IbkpiduvQwgRm4hXkjt37mTu3Ln84he/uGKR\n", "XZ/PR0VFxbiYFXPRnEIHE1LNnO/zcvMEB5k2I99dOplsuxlfQCPLbqTT5QdCe3QY9TrsJj0uX2hB\n", "kElpFhaVZWA3J24jNU3TON7u5kyPh4JUM1NzUzBemAap8vqAqmZXNTeonT0WUd1ul5WVsWLFiite\n", "X7169bgqkiWZNn706QqcAwGy7EYybJeuCAtSLfxjVTkHzzux6fzcUZpFpt3ED6um8JuPW8hPtfDI\n", "jFzs5sSOuqrvcPONjcfwBjT0Onj+0xXMLHAkNJMQySzi/7H33HNP5G8eh3tw5znM5F2lppRm2SjN\n", "GjrmcXq+g+/c7yAQ1KjvcLHvlIeidEvCNjlqcXrxXlgsOKjB6Z6BcJFU+apA1eyq5ga1s8ciqiqX\n", "mZk57OuyQvklgaAWcfWeIy1Ont5UT1CDvBQTzz1YzsQ4Fkq3L0BjpxtvQKM00xq+6p2QasZq1OPx\n", "B9HroDhDVlMXIpKoHtwsXrx42NevdaU5HvQN+Hm7to1vbqpn4ydt9A34hx0/9vuzfQQvPNRu7ffR\n", "3Oe94mtGSlDTeLe+i7/ccJynN9Xz/z44T/+F8ZyTs2w8/1AFz95byj8vn8pNuSnh71N53Juq2VXN\n", "DWpnj8W4ul8+0+Nh78kejAYdlcXpFKbd+FVUY4ebXo+fypJ0Vh9qpeAquyZOHbT8mdWoJ9Mevyfc\n", "/d4Aqw+3ho83He3gsZvzSDEb0Ol0VOTYqZDl2ISISsQi6ff72bVrF3a7ncrKSrZv347L5WLp0qXY\n", "7Wr9T9br8fNPO5uoawsN0/n4fB/fvKcUm+n6nzSf6fHww51NdLh8GHTwpcoi+r0BFg/Tq5lTmMr3\n", "lk7mXO8AM/JTmJwVv/naVqOe6XkpnOkJDVqfmGbGbrr2TYPKPSZVs6uaG9TOHouIRfKtt97i3nvv\n", "pauri+eee45Vq1aRnZ3N+vXreeKJJ675w4PBIJqmYTAkbsjLRW5fgOPtl8YxftLqwu0L3lCRbO7z\n", "0uEKbWUR0OBs7wDzJqUO+7UpZgPzi9Ov+71iYTLoWXVbARU5Nvq9Qe4uzSDLLqsLCXE9Il5eWCwW\n", "cnJyqKioYOLEiUycOBGr1YrVeu0HDlu2bOHnP/85LS0t4deam5v59a9/zeuvv8758+dvPH0M0qxG\n", "Vs7KCx9/ZlYeqZYbK95ZNhMWw6WHNXMmOJiQZr1qr6bP42dXQxcv7j/Lx+edBILxm3lTkGphxcw8\n", "nrq1gOIoNylTucekanZVc4Pa2WMR8UrS7XajaRput5v6+noGBgawWCwMDFx77nFVVRW1tbVDXtu/\n", "fz9PPfUUAOvWrRt27GW82EwG/uCWPOZPSkOv0zE524bJcGMTjiZn2/jxQxXUtbqYmG5hRl7kFsTH\n", "zU5+8LuTALx1uI1/fXiq9AaFSHIRi+S9997LG2+8gcFg4Otf/zpr1qwBYMGCBdf1ZoP7mGbz6N/+\n", "pVlN3FJ4fQ9MPL4ATm+AFLNhyC36TbkpQ54Qw9V7Nae6h27V0O3xX1eWeFG5x6Rq9mvl7h3wc/Bc\n", "H2d6Bri1MJVpeSkRv340qXrOYxWxSObl5Q3pPT755JM39GaD9xwzmdSZv9zh8vGrD8+z60Q3d5ak\n", "80e3TyDHcfUi397vpb7DjVGvoyLHRro19Ge9tTCVVw3NDAQ0itItTByBp+tibPv96V5+uLMJgNeM\n", "Lfzrw1Mpi+NDP3GlUR0CFAhcWiBi8D7VVzN4bujF/kcijo+29fPbTzoA2H68k8riNHQf7R/26+fc\n", "UckLNaeoPtUHwOdvLeDJWwvYt7cGk8nEvz5yMz1uP7g6aTz0AYULFyb8z3fx+NChQ3z5y19Omjyx\n", "HP/sZz9j9uzZSZMn2uOLrw33eavVyjF/QfjrPP4gPRfuPpIhv8r/XmIR1ZaymqZx4sQJvN7QAOj3\n", "33+fL3zhC9f84bW1tWRkZFBYWAjA2rVrWblyJZqmsXHjRpYvX37V702mLWVrTnbz3Xcaw8d/c28p\n", "iycPPwvpXO8Af/jGpV5svsPMT1dMJcOa/FfOKi9YoGr2a+U+eK6PZzbXE9BgUrqFH1RNuepY3NGm\n", "6jmPdUvZqK4k165dS1lZGTZb6DJfr7/2A4933nmHhoYGrFYrpaWlLFq0iPnz5/Paa6+haRpLliyJ\n", "OmSi3ZRr5/6KLHY3dFFZnM70CH0hh9nArPwUDreEViC/oyiVFGPih0BFQ8V/8Bepmv1auWcVOPjJ\n", "w1Pp9gSYmG5JmgIJ6p7zWEV1Jblhw4aIV33xkExXkgAub+jBjcNsuOZSZw0dLo609mMx6JldkMKE\n", "tMQsZiGEuFKsV5JRjYHp6+sbctza2nqVr1Rft9tHe7+X4GW/O+xmA3kO85AC2eny8eHZPj5pdYa3\n", "a+jo9/Lj3U38+94zPL/7FAfOOkc1/41QedybqtlVzQ1qZ49FVLfbjY2N/PznPyc7OxuAuro6/u7v\n", "/i6uwRLheLuL7+9oxOkN8I27i6ksTr/qyj69Hh8/++8z7GrsBuDpxSUsqciiy+2nvuPSUJ936jup\n", "uik7/HPa+730evyk24xk2814/UG63X4sRj3ptkt/HT5/kGMdLjpcPorTrViNev77VA8DgSB3lWRQ\n", "lCFXp0KMhqiK5NKlS7njjjvCxzt37oxXnoQZ8Af4972nOX9hdZ7v72jkxcemX3U5sw6XP1wgAdYe\n", "aeXu0nTSrUYmppk52xv6OQtLLhXac70D/P07jTR0uinPtvHMp0rZe7KbVz5spjjdwl/fW0bxheJ3\n", "uLWfZzbVowHpViN/cscEfrbvLADVjd38YNkU0m0j+zBI5R6TqtlVzQ1qZ49FVEVycIEEWSINQnOx\n", "c+0m2i7M3Z6Vn4LZqCfXZODvl07haJsLh8XA9NxLA+iPtbto6HQDoRXCj7b288sPQtMzT3R62FTX\n", "zpcqQ7tPHj7v5OINf4/HT7f70sDz+g43bn+Q0ZkJLsT4dl3z8pqbm0c6R8JZjAa+umAShWlmUi0G\n", "/va+sohPEvMcZn5QNYX/cdsEvr6wiM/Mzg+P/Ww6/AFLKrKoLE4fcrWXctlKPLbLHgAZB93aT8+/\n", "9ATdbtIzNdfOjAuvrZyZS7p15Ie4qtxjUjW7qrlB7eyxuK7/0/bt2zeq865HS0WOnX9ZPhV/UCPL\n", "bkJ/jQHvF7draO/30uPxY9TryIqwTuS03BS+OH8iuxq6uGdKJjNy7fz5giJ+daCZ4kwrVTdlh792\n", "VkEKP3qwnOY+L1ajjn/be4ZbC1P5szsKKcqwDrt6UafLy7snuqlt6afqpixunZg2pPAKIWIXcQhQ\n", "W1sbmZltf1hxAAAZbElEQVSZdHV1DXl927Zt4YUq4iXZhgBdzZkeD9/Z1sCpngFuyrXzN/eWXnMs\n", "my8QDC+u4Q9q9Hh8WA16UixX/s7a29TNd7ZfGsj+3fvLuLNk+G0zth7r4PndpwDQ6+Anj9w0ZLFf\n", "IcQIDyZ/8803efzxx3nllVeGFKzBy5+Nd3WtLk5dWNz2aJuL+g73kCLZ4vTS2OnGYTZQnm3DajIM\n", "WX3IqNeRbTfT4fLS0uEmw2ZkwB9kwyftnO8b4IGp2aRZDOE9vwMRRrWe6720OlNQg/7L9gkXQsQu\n", "Yk/yK1/5Crm5uZSXl3PPPfeE/5s8efJo5Ut6KeahpzDFpA/3ajpcPp57t5FvbWvgGxuPU9PUM+zP\n", "ONvj4dktJ/jS2jq+vb2B2tZ+Vh9qpeZkD//w7kn+5I5C9DpYXJbBtNyrXxkuLEkn5UKf8+aCFIrS\n", "Y5udoXKPSdXsquYGtbPHIqqeZFVV1ZDj8vLyuIRJRm1OLy5fgGy7iX5vgFanjwybkUkXhurMyHfw\n", "J3cUsrepmyXlWUzNTeHDC3fHnS4fh1surYa+ua6DeyZnXjH28li7i8bO0NjKo20uui48MQdw+YJM\n", "ybbx0mdn4LAYw0VwOFNzU/jJw1NxDgTIc5jITpHVyJNdSkryLH0mhhdVkbx87cepU6fGJUyyaeh0\n", "8+yWejpdfu6vyCTdYmT14TYcZgPPPVhORY6ddKuR5TNy+NSUDNKtJixGfXj8WJrFwNxCB3OL03F5\n", "A0zOsg07OP3yhzB5DjMmvQ5fUGP59BwK0yw4hulXDmfSDQwyV3ncm4rZa1ucbO3O5PCB8yytyCI/\n", "ieZlR0PFc349ruvp9pYtW3j44YdHOkvS2XG8k05XaHzi9uNd/I/bQstWOb0BPj7fR4bViC+o8Yv3\n", "znLwvJP7K7JYVJbB5CwbNrOB/FQLy2fm8u0LD17SLAYmZVivKGTTc+38yR2FVJ/sZlFZBkeanTx1\n", "awFBTSM1irniQj2nuz389ZYTuH1BAAb8Qf503sQEpxLDua5xksFgcKRzJKUs+6XfIToY8sBFr9Px\n", "5bV17D/VQ01TD05vgLVH2vi42cm7xy/Nbb+4OyNA70CAVueV+22n20w8cUs+P/50OQtK0llb287/\n", "+/15Xj7QzJbjnXj9o3O+Ve4xqZbd7QuGCyRAY6ebKNaaSSqqnfPrFfFK8vnnn6e4uPiK1+vq6sbk\n", "OMnL3VWawZkeL3Vt/Tw+O49su5GqqdlMyrDw4bk+3L4gPZc9Qc6whvqGPS4f6XYTMwcNCk+1GMiN\n", "0Ce0GA2kWTQ+NTmDdxtCUx4fnZmL9QZ2dBTJKT/VzJLyLN6p78Sk1w2ZjCCSS8RxklfbrGs0NvFK\n", "9DjJEx0u6lpdFGdYmJRhJWPQzJl/33ua9bXtADw5J5+jbS4ON4dut+dOSmPniW4qcmwsLssgzWbk\n", "WFtooYqSTFtU+213unw0dXmwGEMbllkVWY9SxKbH7eds7wA2k56STOs1Jy+IkTGi4yTvvPPOYV/P\n", "yBh+MPNYcbrbw9Ob6um7cJX4zD0l3FueFf78Q9NzqGvtp9PtY2Z+CgtLQrOo2/p9/GDHSXxBjZ0N\n", "XdhMeh6ansvNE4bfi/tqsuymiDN3xNiQbjMOWflJJKeIPcn8/PxhXx/rC1x0uX3hAgnw8fmha0KW\n", "ZNr4hwfK+faSyRxrd/He6V4auzz0eQP4Bu2lfbrbQ6/HR6vTiy+Q/H1clXtMqmZXNTeonT0WN7bx\n", "9BiV5zBTmBbqHeqABaVXrreTajHS4fLx7oluXj7QzPO7T5GbYqIiO3Q7bTHoqCxO5y/fPsYfv1nL\n", "1mOdDIzSAxghxMiJavuGREhUT7K930ub04fJAB39PhxWI2lmA/Udbly+IOU5tvA+25dvEPapKRn8\n", "4e2FnO8bINNm5K1DbWw93hn+/M9W3sSUbPXnUp/t8dDc5yXLbpLtTYVy4rIR2HjR3DfA93c0cqzd\n", "TbrVyHMPTKEwzcLuxm5+sf8cPR4/eQ4T371/MlOy7RSlW/hy5UT6vQHMRj0ZViMT0ixMuLCftmfQ\n", "laNex5hozJ/p9vDM5npa+31YjXp+9Ony8C8NER+tTi/negdIsxopy7TKU/BRJrfbgzR1eTjWHloU\n", "t8fj5+B5JwP+IO39vvB+x61OH6e6Q1MIPb4gL75/jpcPNPPqh804zAaa+wbCvZrP31bATTk2Mm1G\n", "nl5cEvNc6tEWTY/pTM8Arf2haZMef5BPBk27TCRV+2PXyt3qHOB77zTy9KZ6vrb+KLUXduFMBqqe\n", "81iN+SvJbo8PTYPMKLY6SLUY0UF4RfAMm5Fff3ie2RNS+f/mFeIPauh1OnJTQj+rqduD78KyPC5f\n", "kIZONy1OLxOModNakmnjhw+U4w1opFuNV90vRyWZdiN6XWiVIYCJSV74VXeu18vR9tAvIm9AY8/J\n", "bmYWOBKcanwZ00Xyk9Z+ntt5El9A438vKubWiWnDft3pbg87G7rIthn5+6WT2Xa8g5sLHNS19tPa\n", "7ycQ1PAGggQ1WHekleceDC3wUZB6aWC4QQd2k4EUs4HSmbfiHPDjvLAgRpbdqMSQnmjm4pZn2/mn\n", "B8v56JyTihxbeLX0RFN1HvG1cqdZjJgMuvAv42jG2Y4WVc95rMbsg5veAT//c8MxTneH1li0m/T8\n", "389MB0K9x1SLkdJMK30DAf5u6wnSrEZm5KfQ1u/l7tIM9Do43+flTM8Ab3wcmmZYmmllZn4KswpS\n", "uK88G58/yOGWfupa+7GbDWhakA/OOHn/TC/fuHsSr37Uwvk+L2mW0IIYwz20aXV6OdzsJKBpzC5w\n", "JNXm8yLxNE3jSEs/exq7mZJtY96ktCETG0Ts5MHNRRoMHpoY1MDlC/B/9pyirtWFxaDjuQfLyUkx\n", "09Tt4XNzCvjP988BsOVoJ384dwJHmp10uC5twHWyy8OisgxsJgOdLh9ZdhO3Tkxlaq6dLpePY+0u\n", "9p/pBWAgoIV3XuwdCHCkpf+KIun2BfivD86xoz608vvcolT++lOlpEa54s9Iq66uVvbqQNXs18qt\n", "0+mYVeBgVhLeYqt6zmM1Zh/cpFmN/K9FxWTajDjMBv7m3lK6XX7qWkP9nYGARvXJHtKtRj5/a8GQ\n", "hSf8QQ2LQcftE9OoLL50iz45y0pFrp1TXR7qWi810FPMBooyrJgHLYCRZhk6ldBqvPJUu3wBfn+m\n", "L3z84dk+XF5ZTVyIZDJ2rySB2QUOXlhxE0Egx26iodMdXqcRQrfPFqOeqpuyOdbuYuuxDrwBjYlp\n", "FmwmAz/efYqFJen81eJighrkO8x0unz86sB5/tfikiveb3qeneUzcth7sgerUccX50+krq2fskwb\n", "qcMsd5ZqNrJ0alb4dv7+iqyEXUWC2j0mVbOrmhvUzh6LMduTHE5Q0zjc3M+uxi7Ks2xUlqSHn3pr\n", "mkZjl4dutw+bSc//3niciytZ/fHcCexq6OJEp4fCNDOfvTmf2yamDts/bO/30uvxk2Uz0uH2c+BM\n", "LzkpZm6bmDpke1mPP8DJTg8efxCjHvq9QSpy7Eo84BFCZbH2JMfs7fZw9DodN09w8BcLJvHAtBz0\n", "wLsnOnn59+c52uZicpaN2yamMSHVQlH6pYVxjQYdJy5sr3Cu14tJrxu2QJ7p8fDtrQ18eM7Jv9Sc\n", "4cX955ie78Bm0nO6ZyA8LTGoaew80c3X3j7G05vq2Xmim9IsW8ILpMrj3lTNrmpuUDt7LMZVkbzc\n", "e6d7+eG7Tfzqw2ae3lTPyc7QQPIMm4m/va+MJ+fks+q2givWgDQb9cMunnuo2Um2w8SH53rJsBrJ\n", "c5j58a4mDrX0842NxzlwNtR/dA4EeP1gc/j73v6knYaO5BiULYQYalwXyePtlwpTZXEarf1eTnaF\n", "VoiekGbhphw72491UnOym6/cOZHZBSk8fnMeOxu6+Md3T9LRP7RQWo16clJMLCzJ4P0zvXx4to/P\n", "zM4j9cJDnL0nQwvpWk36IePdChxmWvquLLqjTeUek6rZVc0NamePxZh+cHMtd5VmsPGTdhaUZhAI\n", "avzt1gZMBh3fWVJGtt3Ed3c0EtSg2eklx27ilgIH2+u7aLlwFdna7xuyI+HsAgc64IV9Z+l2h4YO\n", "vfFxK/dXZAIwpzC0rqTZoGfVbRMoSDXTNxDaIOzifG8hRHIZd1eSLX0DHG3rp63fy6wCB//y8FSW\n", "VmSx52RoT2xfQGPN4TYaO11DFqRodnrR6XXhAplqMWA1Dp1mmJNiZka+g8CgNSWDmsa03BS+v2wy\n", "8wYNJyrLsvGZ2XlUTc1iRn4Kt02MbWHeeFC5x6RqdlVzg9rZYzGuriSbutz8zZYTtPb7mJJl41v3\n", "lXGs3UW324/VqA+v2pPvMLPtWBd/fmcRr3zYTKrFwBO35LPtWCdfuH0CHn+AskwbG2rbWTErl+KM\n", "S7fOeQ4z/7Myn3/e14Jep+PpxSXcUjh8Acy2m8m2y97YQiSzcVUk61pd4RVsTnS6aev38ov3zjE5\n", "y8pfLS5m54kuMmwmzAYdH553Mindwgsrb8Ko12E3GWjIcdPU5eFIcz+/ORga29jU5eF7y6YM2fb1\n", "rop8phWGbrFzImz8lWxU7jGpml3V3KB29liMq9vtdOvQ3wlmo55Z+XYqi9P50a4mutx+FpSkc/C8\n", "k5snpLBoSiY2o55Ui5FOl4/fn+nj5gIHJy48BYfQ/O7hVhzPSTErVSCFEMMbV0Vyer6dP19QxNyJ\n", "qXxzcQklmVb+6I6JvHygGY9f43BLP/+29wz3V2RjNxl4elM9Ry/sm93e72N3YzevfNjMo7NygdDW\n", "Dn86r/CKzZxU7dWomhvUza5qblA7eyzG1e12utXEwzNyWT49J7y6c4bViNWox3lhzrTdpOdwi5N9\n", "p0ILVXS6Q7fn6TYjGTYjJzrcWI16vr2kjAmpZiZlyFagQoxl42pa4tUcanby05rT2Ex6vjh/It//\n", "3Una+32kWQz86NMV4X1cGjrdHGl2km03MbMghXSrTCEUQjVJv1Tahg0bCARCV21Tpkxh9uzZox3h\n", "CrMLHPzL8qnodWA1GfinB8tpc/rISTGR5zDR6/HjsBiYnGVLqkVPhRDxN+o9SavVyooVK1ixYkVS\n", "FMiL7GYDVlPoCXVRupVbJ6Zi1Ot4fvdp/mL9UTbXdeD2RbeMmaq9GlVzg7rZVc0NamePxahfSQYC\n", "Ad566y00TaOsrCwh28ZGq/pkNzsbQgvi/mvNacqyrczIS77FT4UQ8TPqRbKqqir88ebNm0f77WPi\n", "8g0d2uMPRNe+VXX8mKq5Qd3squYGtbPHIqFDgEymyA8+Bl/OV1dXj/rxLZlaeBvYh6ZmEOg8l9A8\n", "cizHcjwyx7EY9afbTU1NlJSEVvXeuHEjDz300LBfN5pPtyPpcvlw+4NkWI1DZtVEUl2t5t4fquYG\n", "dbOrmhvUzZ70T7ebmprYv38/AHPmzBntt49Zpt1EZqJDCCESRsZJCiHGFdm+QQghRpAUyTi43gZx\n", "oqmaG9TNrmpuUDt7LKRICiFEBNKTFEKMK9KTFEKIESRFMg5U7dWomhvUza5qblA7eyykSAohRATS\n", "kxRCjCvSkxRCiBEkRTIOVO3VqJob1M2uam5QO3sspEgKIUQE0pMUQowr0pMUQogRJEUyDlTt1aia\n", "G9TNrmpuUDt7LKRICiFEBNKTFEKMK9KTFEKIESRFMg5U7dWomhvUza5qblA7eyykSAohRATSkxRC\n", "jCvSkxRCiBEkRTIOVO3VqJob1M2uam5QO3sspEgKIUQE0pMUQowr0pMUQogRJEUyDlTt1aiaG9TN\n", "rmpuUDt7LKRICiFEBNKTFEKMK9KTFEKIESRFMg5U7dWomhvUza5qblA7eyykSAohRATSkxRCjCvS\n", "kxRCiBEkRTIOVO3VqJob1M2uam5QO3sspEgKIUQE0pMUQowr0pMUQogRJEUyDlTt1aiaG9TNrmpu\n", "UDt7LIyj/YbNzc3s2LEDg8HA4sWLmTBhwmhHEEKIqI16T/Ltt9/m4YcfBmDdunWsWLFi2K+TnqQQ\n", "Ih6Svidpt9vDH5vN5tF+eyGEiMmoF8nBF64mk2m0335UqNqrUTU3qJtd1dygdvZYjHpPMhAIhD/W\n", "6XRX/bqMjAwOHDgwGpFGnN1uVzK7qrlB3eyq5gZ1s2dkZMT09aNeJN1uNxC6orz48XBuv/320Yok\n", "hBBXNeoPbs6dO8euXbvQNI0lS5aQl5c3mm8vhBAxSdoZN0IIkQxkMLkQQkQgRVIIISKQIjmOBYPB\n", "IaMNVKJydqGWUX+6fS0qT1vcsGFD+H/cKVOmMHv27AQnurotW7bQ0NDAihUrKCwsBNQ598NlV+Xc\n", "HzlyhKNHjxIMBqmsrKSoqEiZ8z5cdhXO+969e2lpaQGguLiY22+/PbZzriWZ9evXhz9eu3ZtApPE\n", "btu2bYmOEJMjR45oZ8+eDR+rdO4vz67Kud+1a1f449/+9reapqlz3ofLrsp5v2jr1q2apsV2zpPu\n", "SlLlaYuBQIC33noLTdMoKytTbu65nPv4W7Ro0RWvqXLeh8uuynk/efIka9asYeXKlUBs5zzpiqSm\n", "8LTFqqqq8MebN29OYJLrI+d+9Gzfvp158+YB6p33wdlVOe+lpaV89atfZf369UyePDmmc550D26i\n", "nbaY7FT4x345OfejY9euXVRUVJCTkwOodd4vzz5Ysp93q9VKamoqENs5T7oiGe20xWTU1NQU/tjj\n", "8SQwyfWRcx9/e/bsIT8/n9LS0vBrqpz34bKrcN47OzvDH1+8gozlnCfd7fb8+fN57bXXwtMWVdLU\n", "1MT+/fsBmDNnToLTRPbOO+/Q0NCA1WqltLSURYsWKXPuh8uuwrlvbW2lpqaGadOmUVdXR19fH6tW\n", "rVLivF8tuwrnvaamhoGBAQDmzp0LxFZnZFqiEEJEkHS320IIkUykSAohRARSJIUQIgIpkkIIEYEU\n", "SSGEiECKpBBCRCBFUgghIpAiOQa0tLSwbt06nn/++WE//8ILL9DW1hbTz2xtbeX1119n/fr1vPHG\n", "G/j9/iGf37hx43XnvWjr1q2sWbPmhn/OWBPNuXU6nbz44ovU1taOQqLxTYrkGJCfn8+KFSsoLi4e\n", "9vOPP/44mZmZMf3Md999lyeeeIJHHnmEe++9l127dg35/EhMn1u2bFnSz1VOhGjOrcPh4K677hqF\n", "NCLppiWKkeP1etmyZQv19fWsWrWK3Nzc8Ofef/99tm3bRllZGampqfh8PlauXBkuWgaDAbfbjd1u\n", "p6urK7y0lN/vZ/PmzdTV1bFu3ToAKioqmDlz5jXz+P1+1q5di16vR9O0KxY63b17N62trZjNZjwe\n", "D1VVVaSlpfHxxx+zdu1a7rvvPu66667w8b333svdd9991fdzOp28+uqr2O129Ho9VqsVl8tFVVVV\n", "eIGGq70nwAcffMDmzZtZtWoVe/fuxWw2c8stt1BRUUEgEGDTpk3hucD9/f0UFxezcOHCa56HvXv3\n", "cu7cOcxmM8FgELPZzIMPPnjNc9vR0cHmzZux2+14vV5SU1MpKyu75vuJGzRiq1mKhHvjjTeGff3d\n", "d9/VWltbr3j9Zz/7WfjjAwcOaMePHw8fd3R0aN/61re0l19+WfvhD3+oBYPBqN4rkg0bNmhtbW3h\n", "4/fee0978803NU0LLaK7Z8+e8Oe8Xm/4c5oWWvD19OnT4c+tXr06qvc8cuSI9uKLL4aPA4GA9vLL\n", "L0f1npoW+nNu2bLlip+7efNmraOjI3zc3t6uffLJJ1FleuWVV7S+vr5wnlOnTl3xnsN56aWXtEAg\n", "ED7+5S9/qR05ciSq9xTXT64kx7Hs7OzwxzabDa/XGz7esmULzz77LBaLhbNnz7J9+3aWLl16Q+/n\n", "dDqHLLE1Z84cTp06BUBDQwMejyd8BQWhq7OLFi5cyJo1a/jsZz9LTU1NxCvIy916663hj/V6PTab\n", "Lar3vGjZsmXD/lmysrLCx9nZ2UPOZySPPfYY+/btw+Px4PF4ol4Ywmw2o9df6pAN/nOJ+JEiKa7K\n", "YrEAoQLgcrlu+OelpKTQ3t4eLpQHDhwI367OmjWL5uZmKisrw18/+GGRwWDA4XDQ09NDa2sr99xz\n", "T9Tve/DgwfCK2YFAIPzL4FrvGYnVaqWzszNcKIPBIA0NDZSXl0f8Pr/fT319/ZD8r7766pDlx65m\n", "YGCAQCCAwWAAQudvcHYRH7IK0Biwc+dOuru7OXToELNnz0av11NVVcWxY8eor6+noaGB/Px8UlJS\n", "qKyspKCggJ07d7Jnzx6++MUvkpeXxyuvvEIwGOQLX/gCEFrufv/+/VgsFjweD8uXLx+y5P3u3bvp\n", "7OxEr9fj9/tZsGABBQUFEXP6/X5Wr16NyWRCr9fjcDh4//33eeqppygpKeHAgQOcOnUKvV4fXhT1\n", "4nL7ELrK+8lPfsIjjzzCjBkzojo3tbW11NXV4fF4sNvteDweli5dGi5ukd5z06ZN/P73vw9vbnXL\n", "LbeEe4B+v5/169djMBjCOzfefffd1zwHHo+HF154gcmTJ6PT6RgYGOC2224bUlyvdm7b29vZtGkT\n", "qampeL1eDAYDnZ2dPPnkkzgcjqjOh4idFEkxph05cgSdThd1URXicnK7Lcasvr4+ampqgFAP8eK+\n", "LELEQq4kxYj54IMPOHPmzLCfmzt3LkVFRWPiPSM5efIkH3300bCfKy0tTdrVu8XVSZEUQogIZMaN\n", "EEJEIEVSCCEikCIphBARSJEUQogI/n+h4OP2jdCMUAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.393690\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VPed5/23aq9Sad/QAtoQYBaDDQYMWHZswDjxAsTY\n", "bbudpLtnJj1Jd85M0plO0k/iuDsdJ5N40k/6GSfp9mRO4rZxDBgwmB0DRhA2K8YYLEAICZDQvi+1\n", "1/NHQSFAKm4JXal+6Ps6Jyd1a7sfXYuv7v3d3xIXDAaDCCGEGJBhtAMIIUQskyIphBARSJEUQogI\n", "pEgKIUQEUiSFECICKZJCCBGBSc8vP3jwIA0NDQBMmDCB2bNns2nTJvx+PwDFxcXMmDFDzwhCCHFb\n", "dC2SCxYsCD/esWMHADabjSVLlui5WyGEGDa6FkmA6upq1q1bx4oVKwDw+/28++67BINBCgsLuffe\n", "e/WOIIQQQxY3EiNuXC4XGzdu5Nlnn73u+a1bt/LYY4/pvXshhBgy3c8kIXSJnZCQcNPzZrN50M/s\n", "2LEDo9GoZywhxBiUnJzM7NmzNb9f1yLZ2tpKamoqAFdPWGtqasjPzwdCZ5iDMRqNcikuhBh25eXl\n", "Ub1f1y5ABw4cYO3ataxdu5Zp06YBoSK5Zs0a1qxZw+TJk/Xc/agpKysb7QhDompuUDe7qrlB7ezR\n", "0PVM8oknnrjpudLSUj13KYQQw2pEbtwMxe7du+VyWwgx7MrLy3nkkUc0v19G3AghRARSJHWgaluN\n", "qrlB3eyq5ga1s0dDiqQQQkQgbZJCiDFF2iSFEGIYSZHUgaptNarmBnWzq5ob1M4eDSmSQggRgbRJ\n", "CiHGFGmTFEKIYSRFUgeqttWomhvUza5qblA7ezSkSAohRATSJimEGFOkTVIIIYaRFEkdqNpWo2pu\n", "UDe7qrlB7ezRkCIphBARSJukEGJMkTZJIYQYRlIkdaBqW42quUHd7KrmBrWzR0OKpBBCRCBtkkKI\n", "MUXaJIUQYhhJkdSBqm01quYGdbOrmhvUzh4NKZJCCBGBtEkKIcYUaZMUQohhJEVSB6q21aiaG9TN\n", "rmpuUDt7NKRICiFEBNImKYQYU6RNUgghhpEUSR2o2lajam5QN7uquUHt7NGQIimEEBHo2iZ58OBB\n", "GhoaAJgwYQKzZ8+mvr6e3bt3YzQaefDBB8nOzh7ws9ImKYTQQ7RtkiYds7BgwYLw4x07dgBw5MgR\n", "XnjhBQA2bNjA8uXL9YwwYjpcPs409eANBClJc5DhtIx2JCHEMND9cru6uppXX32ViRMnAuBwOMKv\n", "WSx3RiHx+gO8+2kj/7C9ih/uPM+/ltXQ5faNdqyoqdzGpGp2VXOD2tmjoXuRLCgo4Otf/zpHjx4F\n", "oP/Vvdls1nv3I6LH62d3ZWt4+9Clbrrc/lFMJIQYLiNy48Zms5GQkACA33+teMTFxUX8XP+/VGVl\n", "ZTG7HW8ycl9OfPi1WdlOGi7VxEw+rdv9xUKeaLZv/BlGO4/W7UWLFsVUnmi2+4uFPNH+vmil642b\n", "1tZWUlNTAXj//ff5whe+wPr161mxYgXBYJDNmzfzxBNPDPhZ1W7ctPR4+KyxF48/wNSseMYlWEc7\n", "khBiADHVmfzAgQOsXbuWtWvXMm3aNADmzZvH6tWrWb16NfPmzdNz9yMqLd7CosJkHp6YSuXxo6Md\n", "Z0iG+pc2FqiaXdXcoHb2aOh6d3ugs8ScnByee+45PXcrhBDDRsZuCyHGlJi63BZCCNVJkdSBqm01\n", "quYGdbNryd3j8bP9TAvf3VrJ+5810+2KjT64qh7zaOnaJimEuH2nm3p49cMLAHxU20Wm08x945NG\n", "OdXYIWeSOrja9001quYGdbNryd19w8CEWBmooOoxj5YUSSFiXHGanQnJoX632QkWStIdt/iEGE5S\n", "JHWgaluNqrlB3exacucm2Xhl2UT+9alJ/OzzExmfbBuBZLem6jGPlrRJCqGADKdFZpYaJdJPUggx\n", "pkg/SSGEGEZSJHWgaluNqrlB3eyq5ga1s0dDiqQQQkQgbZJCiDFF2iSFEGIYSZHUgaptNarmBnWz\n", "q5ob1M4eDSmSQggRgbRJCiHGFGmTFEKIYSRFUgeqttWomhvUza5qblA7ezSkSAohRATSJimEGFOk\n", "TVIIIYaRFEkdqNpWo2puUDe7qrlB7ezRkCIphBARSJukEGJMGZE2yWPHjg3lY0IIoZyIyzf85je/\n", "ISMjg0AgwLlz58jLy+PixYs4nU7mzJkzUhmVU1ZWpuRKcqrmBnWzq5ob1M4ejYhFcs6cOcyePZuN\n", "GzfyV3/1V6Snp9PU1MSePXtGKp8QQoyqiJfbs2fPBsDv95Oeng5ARkYGNltsrNYWq1T966pqblA3\n", "u6q5Qe3s0dDUJunz+a7bdrlcuoQRQohYo6lIpqamcujQIVwuF4cOHSIlJUXvXEpTtf+YqrlB3eyq\n", "5ga1s0dDU5FcvHgxiYmJbN++ncTERJYsWaJ3LiGEiAm69pM8efIkp0+fJhAIMH/+fPLy8ti0aRN+\n", "vx+A4uJiZsyYMeBnpZ+kEEIP0faTjHh3+yqfz4fJdO2tH3zwAQ8//PAtP9fS0sLKlSsB2LJlC3l5\n", "edhsNjkTFUIoQ9Pl9pYtW67b7u7u1vTlpaWlNz3n9/t59913WbduHeXl5Zq+RzWqttWomhvUza5q\n", "blA7ezQ0nUkGAoHb2snOnTuZO3cuAMuWLQs/v3Xr1tv6XiGE0FvEM8m2tjaampro6emhubmZpqYm\n", "6uvrNZ9JAuzbt4+SkpJwP8v+zGZzxM/2/0tVVlamzPaiRYtiKo/W7f5iIU802zf+DKOdR+v21b6G\n", "sZInmu3+YiFPtL8vWkW8cXPgwAG8Xi/l5eXhmygmk4mZM2eSkJBwyy/fv38/GRkZTJkyJfxcTU0N\n", "+fn5AGzevJnHH398wM/KjRshhB6G9cbNwoULAcjMzGTq1KlRBWlsbOTAgQNMmTKFiooKurq6ePHF\n", "F6mpqeHIkSMAzJo1K6rvVEX/MwSVqJob1M2uam5QO3s0NLVJRlsgIVRYv/Od79z0/EA3c4QQIlZF\n", "3U+ypqaG8ePHYzDoO1+vXG4LIfSgy3ySP//5z6mpqWHLli3U1tby3nvvDTmgEEKoRFORnDx5cvhm\n", "y4IFC3QNdCcY6l200aZqblA3u6q5Qe3s0dBUJK8OIzQajbqGEUKIWKOpSHZ3d7Njxw6Ki4v1znNH\n", "UPWOn6q5Qd3squYGtbNHQ9Pd7ZUrV9LQ0EBhYSHHjx+/7RE4QgihCk1nkg6Hg8LCQgBmzpwZnrQC\n", "oK+vT59kClO1rUbV3KBudlVzg9rZo3Hb/Xh27tw5HDmEECIm3XaRlEvvm6naVqNqblA3u6q5Qe3s\n", "0dC3R7gQQihOiqQOVG2rUTU3qJtd1dygdvZoSJEUQogIpEjqQNW2GlVzg7rZVc0NamePxm0XSZvN\n", "Nhw5hBAiJkVdJF0u13Xb/ZdjECGqttWomhvUza5qblA7ezQ0FcnXXnuNgwcPAtDU1MQHH3ygaygh\n", "xPV0XPlZ3IKmIpmTkxOe/Wf8+PG0trbqGkp1qrbVqJob1M1+q9zNPR7+o/wy/7DtHIcvdOALxE6x\n", "VPWYR0tTkbxxgt3+a3ALIfRz6EIHvy+v51htFy/trOJ8qwwDHmmaiqTP57tu2+Px6BLmTqFqW42q\n", "uUHd7LfKfbnz2r+1QBB6PX69I2mm6jGPlqZTwhkzZrB27VqKioo4d+4c06dP1zuXEAJ4qDiZbWda\n", "6HL7mTs+gbwk62hHGnM0r3Hjcrmoq6sjOzsbu92udy5Z40aIK2o7XPR4/GQ4LaTYI69VL25tWJeU\n", "7c9ms1FUVDSkUEKIoctNkr7Io0lTm+T69ev1znFHUbWtRtXcoG52VXOD2tmjoalI3jgd2tatW3UJ\n", "I4QQsUZTkbRYLDQ2Noa33W63boHuBKr2H1M1N6ibXdXcoHb2aGhqk+zp6eEXv/hF+EZKRUUFy5cv\n", "1zWYEELEAk1nkna7nVdeeYVVq1axatUqZsyYoXcupanaVqNqblA3u6q5Qe3s0dBUJG+8XX733Xfr\n", "EkYIIWKN5n6SI036SQoh9BBtP0nNU6VVV1dz5MgRfD4fVVVVQwonhBCq0VQkDx06RF1dHZcuXcJk\n", "MnH48GG9cylN1bYaVXODutlVzQ1qZ4+GpiJZV1fHggULwrMBxcfH6xpKCCFihaYuQEajcUhffvLk\n", "SU6fPk0gEGD+/Pnk5eVRX1/P7t27MRqNPPjgg2RnZw/pu2OZqv3HVM0N6mZXNTeonT0amopkX18f\n", "Xq8XAK/Xe9MInMG0tLSwcuVKALZs2UJeXh5HjhzhhRdeAGDDhg3S31IIEdM0XW4vXbqUN998k4qK\n", "Ct577z2WLFmi6ctLS0tves7hcIQfWywWjTHVompbjaq5Qd3squYGtbNHQ9OZZGpqKl/5yleGvJOd\n", "O3cyd+5c4Pq1OsxmmfZJCBHbNHcBOnXqFJs2beLMmTNR7WDfvn2UlJSQnp4OgN9/bWbluLi4iJ/t\n", "/5eqrKxMme1FixbFVB6t2/3FQp5otm/8GUY7j9btq+16sZInmu3+YiFPtL8vWmnqTL5z506SkpKY\n", "NWsWH3/8Mb29vTz00EO3/PL9+/eTkZHBlClTws+tX7+eFStWEAwG2bx5M0888cSAn5XO5EIIPejS\n", "mby9vZ25c+disViYO3cuLS0tt/xMY2MjBw4coKKigg0bNvDGG28AMG/ePFavXs3q1auZN2+e5qAq\n", "GepfrNGmam5QN7uquUHt7NHQ1CY5WNthZ2cniYmJA76WmZnJd77znZuez8nJ4bnnnosiohBCjB5N\n", "Z5K9vb00NzcD0NzcHL75smfPHv2SKUzV/mOq5gZ1s6uaG24v+7mWXt7+uJ4PKltp6/UOY6rhp+lM\n", "sr6+ntdff53c3Fxqa2spKChgzZo1VFRU8NRTT+mdUQhxB6ntcPH3WyrpdIdu4v71/FxWTs8c5VSD\n", "01QkS0tLmTNnzk3PHzt2bNgD3Qn637VUiaq5Qd3squaGoWfvcvvDBRLgk8tdMV0kNV1uD1Qgrz6/\n", "a9euYQ0khLizpcebmZYVGlQSBywtSRvdQLegeUnZwXR3dw9HjjuKqmcGquYGdbOrmhuGnj093sJ3\n", "HyrgQocbp8VIcZp9mJMNr9sukkIIEa3MBCuZCdbRjqGJ5hE3QjtV+4+pmhvUza5qblA7ezSkSAoh\n", "RARSJHWgajuTqrlB3eyq5ga1s0fjtovkrSapEEIIlWkqko2NjYO+Fs1A8bFC1bYaVXODutlVzQ1q\n", "Z4+GpiL5u9/9jo6OjgFfczqdwxpICCFiiaap0t566y1SU1Pp6urivvvuo6CgQPdgMlWaEEIP0U6V\n", "pqmf5NNPP43FYiEQCHDs2DH27dvHl7/85SGHFEIIVWi63O7s7ASgtbWVS5cukZycrGso1anaVqNq\n", "blA3u6q5Qe3s0dB0Jvn222+Tnp5Oeno6jz/++B27gJcQQtxIU5GMj4/n2Wefle4+Gqnaf0zV3KBu\n", "dlVzg9rZo6HpcvuFF16QAimEGJM0FUmLxUJ1dTVHjhzB5/NRVVWldy6lqdpWo2puUDe7qrlB7ezR\n", "0FQkDx06RF1dHZcuXcJkMnH48GG9cwkhREzQVCTr6upYsGABBkPo7fHx8bqGUp2qbTWq5gZ1s6ua\n", "G9TOHg1NRdJoNOqdQwghYpKmItnX14fXG1rRzOv1EggEdA2lOlXbalTNDepmVzU3qJ09Gpq6AC1d\n", "upQ333yT+vp6/H4/y5Yt0zuXEELEBE1jt0eDjN0WQugh2rHbQ5pPctu2bUP5mBBCKCfi5fY///M/\n", "c9ddd9HR0cGZM2eYPn06n3zyCYWFhSOVT0mqrqWsam5QN7uquUHt7NGIWCT//M//nPz8fP7whz/w\n", "ox/9CKPRyLPPPss777wzUvmEEGJURbzczs/PB8BsNoe7AZlMJhwOh/7JFKbqX1dVc4O62VXNDWpn\n", "j4amNkmXy3Xddnd3ty5hhBAi1mgqkrNmzeLtt9+mvLyc1atXM2vWLL1zKU3V/mOq5gZ1s6uaG9TO\n", "Hg1N/SSnTp1KYWEhtbW1LF++HLvdrunLA4EAwWBQRuwIIZR12/0kd+3axeLFi296ftu2bVRVVbF8\n", "+XJycnIA2LRpE36/H4Di4mJmzJgx6PdKP0khhB50WeMmksHaJ5ctW8apU6eue85ms7FkyZLb3aUQ\n", "QoyYIXUmHyq/38+7777LunXrKC8vH8ldjyhV22pUzQ3qZlc1N6idPRojWiSXLVvGypUr+eIXv0hD\n", "Q8Mt39//P0JZWZls67x94sSJmMoTzfaJEydiKs9Y2Fb59yUat90muWHDBpYvXz7ga6dOnSI5OTnc\n", "JtnfYG2ZV0mbpBBCDyMydnuoampqwo9v7HsZy1w+P3+s6eBfD1yg7Hw7vR7faEcSQoyQ2y6Sgy0Q\n", "tmvXLsrKyti1axcffvghECqSa9asYc2aNUyePPl2dz1izjT18tLOKjZ91sI/7j7P6aa+iO8f6mn9\n", "aFM1N6ibXdXcoHb2aNz23e3BTlsHupQuLS293d2Niva+688cW/u8o5RECDHSbvtM0ul0DkeOmFaQ\n", "aifVEfp7kmwzUZQauTO9qmNaVc0N6mZXNTeonT0ams4k9+7de9NzDoeDe++9F5Pptk9GY96EZBuv\n", "fqGE5h4vafFm8pJsox1JCDFCIp5Jvvzyy9TV1XH58mXuvvvu6/6XkZExpqZMy02yMTMnQVOBVLWt\n", "RtXcoG52VXOD2tmjEfE08KWXXgLAbreTmpp63Wupqal88skn+iUTQogYcFttkjG6PM6oU7WtRtXc\n", "oG52VXOD2tmjoalI3n///QM+P3/+/GENI4QQsUZTkczKyhrw+XHjxg1rmDuFqm01quYGdbOrmhvU\n", "zh4NzZfbHR0dVFVVKTVSRgghblfEsdtHjhxh7ty57N+/n+7ubnJycjh37hyTJk1i+vTpugaTsdtC\n", "CD0M69jturo6ABoaGnjssceYOXMmK1euvGmeSCGEuFNputy+scO4wTCi82KMqovtLtZ/2sj20y00\n", "dns0fUbVthpVc4O62VXNDWpnj0bEfpInTpzA6/VSWVkZng7N6/Xi9Y6NscttfV7+aVcV1e1uAB6b\n", "nMbfLMjDbBw7fySEGOuink+yurqaxMTEmzqXD7dYaJO81OHiL9d8Ft7OTbTyy6cmkWC984diCnGn\n", "0n0+yYKCAt0LZKxItpl4ZGJKePvJqenEW0Zn5UevL8C55l7ONPXQ5/WPSgYhxiLNRdLr9dLY2Egg\n", "EKCrq0vPTDHDaTXxn+fm8uNlxfz8CxNZOikNwyDzZ/Y33G01gWCQfefb+dqG0/zNxjNs/qwZty8w\n", "rPsAtduYVM2uam5QO3s0NBXJqqoqNm7cyI4dO4DQ0rBjRarDzJy8RO7OThi1s8iOPh+/PVrH1XaR\n", "3x6to03mtBRiRGgqkseOHePpp5/G6XRiMBjGxBySt2O4x7RaTQZyk6zh7awEC1bT8N88UnksrqrZ\n", "Vc0NamePhqY7EDabzJ84mhwWI99YOJ71nzbh9gV4+u5MUuzm0Y4lxJig6XSkr+/6NV18PlkIKxI9\n", "2mrGJ9v4xqLxfPuhfApvMTP6UKncxqRqdlVzg9rZo6HpTHLWrFn8x3/8B52dnaxbt465c+fqnUsI\n", "IWKC5n6Svb29NDQ0kJeXh9ms/6VeLPSTFEKMjmAwyOVON4FgqA1+OAdwRNtPUnOvaIfDQWFh4ZBC\n", "CSFENMrrunhpRxVef5BvPjCBhyemjNpIN0173bJlCxcvXqS6upq33nqLyspKvXMpbbC2GrfPT0ef\n", "F38gNmd0V7mNSdXsquYG/bJ3uXy8dvASHn+QIPCLsgs09WibN0EPmoqkx+MhNzeXjz/+mOeff57y\n", "8nK9c91x6rvcvPrhBf5m4xneO9VEn0dGzQgxEJMxjkTbtT7JDrMR0yhOqqNpzwaDAYPBEO4KZLVa\n", "b/GJsW2g/mN/rOlgb1U7Dd0efnWolnOtfQN8cnSp3O9N1eyq5gb9stvNRr6xcAKzsp1MSnfwT48W\n", "kem06LIvLTS1SXo8Hrq7u8NFUhYAi57rhmGEvhi95BYiFhSm2vnRsmKCgSBW8+iMdLtK05lkTk4O\n", "GzZsYP78+Xz66adUVVXpnUtpA7XVLCpIpjDFRhzw1NR03fo63g5pHxt5quYG/bNbjIZRL5Cg8Uxy\n", "wYIFLFiwAIApU6YwceJEXUPdicYn2/jJ5yfi8gZIsplwjNI4cCFEdKKeT3KkSD9JIYQedJ9PEmDb\n", "tm1D+ZgQQihHU5HcsWMH77zzDq+88gqrV6/mT3/6k6YvDwQC+P1jr6uLqu1MquYGdbOrmhvUzh4N\n", "TUWyu7ubZ555hmnTpvHcc89RUlJyy89s27aNX//61zQ0NISfq6+v58033+Ttt9/m8uXLQ08thBAj\n", "RNONm7grs3EHAqFuLDeunjiQZcuW3bT07JEjR3jhhRcA2LBhQ3hxsTuNqn3fVM0N6mZXNTeonT0a\n", "ms4kr06NZjQa6ezsHPJqiQ6HI/zYYhm9zqFCCKGVpiL5xS9+EYClS5eye/dupk6dOqSd9b+RPhIz\n", "CY0WVdtqVM0N6mZXNTeonT0amoclQmg44ooVK5g2bdqQdtb/Jk5clAtqlZWV3ZHblzvdbDjZyFvH\n", "LvLxuUujmufEiROjfjyGun3ixImYyjMWtlX+fYnGkPpJfvjhh5SWlt7yfadOnSI5OZmcnBwA1q9f\n", "z4oVKwgGg2zevJknnnhi0M+ORD/JQDBIVUsfXW4fOYlWshJGdkx6n9fPT/dWc7CmE4C7Mh3806PF\n", "JMb4ut5ef4Bujx+H2YDVJJ3ihVp0mU+yrKyMy5cvYzSG/kF89tlntyySu3btoqqqCpvNRkFBAaWl\n", "pcybN4/Vq1cTDAZZvHix5pB6+bS+m+9sPYcvEGRimp0fLikk02ml1+On1+snyWrCrMOCW1f1ef2c\n", "auwNb59t7qPP44/pItnl9rHxZBObK5q5JyeBr8zOHvE/LkKMJE3/GltaWli1alV4u76+/pafGagI\n", "5uTk8Nxzz0URT1/7z7eHJ5qobOnjcqcHXwB+9cdLnGrs4Uv3jGN2XiIOi5FUh7Y21B6Pn8qKU8y8\n", "e8Yt35tgNbFyWga/PRbqDrV8WgZJttErkGVlZbe8Y3m2uZffl4f++++ubOPe3ASWxECR1JI9Fqma\n", "G9TOHo0h/YtMT08f7hyjYmL6tbvtNpOBRJuJIxc7OXyxk4lpdjo9fr66voJkm4mXlxRd9/4b+QNB\n", "jl7q5LdH6xgXbydtgou85MirTJqNBh6/K52pWfEEglCUascWAwP6I7lxwmCvPyZHtQoxbIw//OEP\n", "fzjYi6dOnaKpqYnKykpaWlpwuVw0NTWxadMm3dsLz58/T3Z2tq77yHCYKUqzMyHZxl/MzqEkw8Gp\n", "xh6OXeriiakZvFFejz8Ivd4A9V0ePlecgmGQG04X2118+/2ztPX5uNTpweULsCA/+ZYZLCYDWQlW\n", "xiVYdVlLOxoTJky45XscZiM9Hh9VrX1Mz4pn5YxMEmKgeUBL9likam5QN/vly5cpKirS/P6Iv91X\n", "T6fnzZt328FiUZLdzCMTU697bt74RA5Wt2OIg7g4uHpby2KKI9INea8/SP+Tqg6Xj2AwqOku/kjx\n", "B4IYDXGca+mlrtNNptPCxDQHRoP2jCkOM/9lXh7PzRyHw2IkcRSbB4QYCRFPXZ5//nmmTp0a7hd5\n", "7tw5jEYjX/rSl0Yk3GjITbLx0uIiHpmYyvceLiDdYWZSup2/mJ0z6FkkQG6ila/MDp35JliNvHDP\n", "uJgpkG5fgL1Vbfzd+2cpO9/GNzef5Z92V/Pf3jvDmaae8Pu0dpGItxgZl2iNqQI51O4do03V3KB2\n", "9mhE/C13Op0A7Ny5k6SkJB599FGOHz/OwYMHeeihh0Yi36hIsJlIANLjzczIcmI2xuG0muhy+/jo\n", "UhefNfYwf0ISM7KdmK6chdktRlZOz6C0MJmWpgYmZ8TfVgZ/IIg/GMQyDCvEVbX08uMPqgGYnZtA\n", "nzc0vNQfhJp2N3dlOW97H0LcqTT9C2xvb2fu3LlYLBbuu+8+Wlpa9M4VEwxxcaQ4zDivtLmdrO/h\n", "x3uqWX+yie9uq6Syufe699vMRvKSbcwsyY9qP71eP629Xrz+UPG61OHip3ur+bvNZ/lTbedtL5fR\n", "6722dITdbMR8pbDHAXlJ1+5Mq3ynUtXsquYGtbNHQ9P10mBDCDs7O0lMTBzWQLGsrssdfhwIQkuv\n", "N9zON+Tv7HTz2h8vcba5l2fuzuLzk1N5608N7K1qB+D7O6r49Yopt7xTHkl+io254xM4crGL3Wdb\n", "+PFjxTR2e8hOsDIpY/A79kJfF9pcnG7uIdFq4q7M+JhqvhDXaDqT7O3tpbm5GYDm5ubwmc2ePXv0\n", "SxaDpo+Lx2EOHbLsBAsX2lzsrmzFc8MiX9G01Xx4vo0jFztp6/Pxm8O1XO700NzjwWkx8uK94/iz\n", "mVn03fD90UqPt/B3pfn8asVkXlpSxMzsBJaUpDF9nPO6y3mV25hUy97Q7eH7O87xs30X+P6OKvac\n", "axvtSFFT7ZgPlaY/XfX19bz++uvk5uZSW1tLQUEBa9asoaKigqeeekrvjDFjUno8//LkJE7Wd9PQ\n", "7WXr6RaenJZBWU07+ck2itOiPyvzXbklboiDu8c5CRLky3OyqWrp4/8eu0y3x8/Ri538w8MFZN5G\n", "p+1ku5lk+507qYhqOvq8XO7yhLf/WNPOk1PTY+Zmn7hGU5EsLS1lzpw5Nz1/7NixYQ8U6wpS7Pzh\n", "eAO7K9v42v25/PvhOryBIA6zgZcWF2I1GZk3f4Hm73uwKIXDFzv4XHEqH13q5P87WMt/vT+XdpeP\n", "bk9oQpDPmnq52OG+rSKphcptTKplT3WYKU61h9dff3hiqnIFUrVjPlSaiuRABTLS83e6Z+7OorK5\n", "ly63H++VESi93gAnG3p4o7yelxYXsqDg1h3JIbSK4stLivnxnvN8cjnUHeelnVX85X054fcY4sBp\n", "je2ROCI66fEWvr+4gKoWF06rkUkRRnOJ0TW6QzwUVZhq52dfKGF6lpOrf/tNhjgcZiNBYNvp5kE/\n", "W9fh5kQim0kpAAAYE0lEQVR9N3WdoZtA1a19VLX20dbnC7+ntddHSbqDr9+fx4NFyfzj0iKKRmCd\n", "bpXbmFTMnpNog9pPmZWToOQSwyoe86GQ22lDlGw3M32ckZ8/XkJNWx/BIKz5pBGAaRnX34m+OvKm\n", "pq2P72+vwhMIYIqL4/uLC/nff7xEj9vP43el8/rROrz+IH+7cDy5CVYKptl5alrGaPx4QogrZN3t\n", "KJxv7eNSh4t0h5mSjHhMhjjOtfRxsb0Pp9VEfZebYDA0+mZqVjxmo4E/1XWx7kQjJekO7spwcLHT\n", "zeVON8VpdnISLew820a6w0IgGKQo1c7EdDvZCVYsozyOW4g7lS7zSY41Xn+AM829NHR5yEuyUpLu\n", "oLrNxbc2n6Xb48cQBz/7QgmJViPffv9s+AbL1+/P498OX8IbgP/5+YkkWk18f/s5/EE4frmbbz0w\n", "nteP1AFgNsTxF3Oy2V0Z6vqxfFoGyXYT+Sn6X1YLIbST05UbuHx+ymu7+Oams/xkbw3f2nyWc619\n", "NHR7wsUwEIQzTb009XjDzwFcaHfhtJowG8Bmigv9/5V+lU6LkZr2a53RvYEgrn79H+u73Ewfd3tD\n", "GW+Xym1MqmZXNTeonT0aUiRvUNnUx6nGHq62Qbj9QRq7PGTEm7H1uwQuSrOTEW/G2a/BPT/Fhsvr\n", "5+UlRaz+uIH/89Flvv9IIck2I15/gFk5oXHgAOOclnC/RWMcPDk1Y1iWQggEg7i9/lu/UQihyZhr\n", "k/QHgrh8fhxm44D90vZVtdHe5+NXhy4RCIYm4/3FEyUUpzk429xLTVsfmU4LkzPiaezxUNvhprXX\n", "S3aClUyniT5vgB/vqeFSR+issSjVzjcfGI/bFyA/2UpTr4/2Ph/ZiRasJiO1HS4cZiOFqfbbGt4I\n", "0NjtYc0nDZxq6OGLMzJZWJA86nNUChFrpE0ygtZeLxtONnHoQgdLSlJ5bHJaePKKq/JTbLx7oob/\n", "Mi8XtzfA3dlOCq60E5akOyi50p+tucfD97efo64zNGriz2Zm8RdzsrnU4aK559q65C29Xvq8ATpc\n", "PrrdPu4vSLluf2kal4XQ4tCFDjaeCnU/+sneGn75pJUpmaN7CS+E6sbUacaphh7ePt5AdZuLfz9S\n", "x5kbZvGB0Iiabz9YQHGKnVk5Caw+3sBLO6s413L9e7vc/nCBBPjoUiftfV6OXuzi6RmZQGiWna/M\n", "zub1I7X86INqNle0UHNlhIUe+ve1BK5r89RC5TYmVbOrmhvUzh6NMXUm2ee7vq1usCKSl2wjwWbk\n", "W5vOcuHKZXN9l5tXH58UXqgrxW7ivrwEjl7qAuDzd6VzqdPDrw/XMindwVdmZ5OTaKG118fp5lBh\n", "PHqpi9m5XTitRtLiLcP+85UWJrP9dAvNvV4eLk6mMMWG1x/APAxzUgoxVo2pIjk1M56JqXYqW/uY\n", "k5vAxAgTUnj9QVpvGAVzdb5HCHUm/+8PTKCqtQ+byUhJmp1PG7oBONPcy5nmXp6flYWz38JecYTu\n", "and7/KTpcBVcmGrnX56cRK/HTyAY5NX9F+h2+/lPc3OYqmFiXZXH4qqaXdXcoHb2aIypIpmbZONH\n", "y4rp9vhJspnCZ4UX2118cK4NQxx8rjiFvCQbKXYzX1+Qx8/21ZDuMPP3n8unvtOD2xcgNyk0oiY9\n", "3kJ6vzNCfyDIqhmZ7DzbSn6KjYIUG2ajgWfuzuRkQw/zJiTR3OMecDYet89Pt8eP02K8rbvcmU4L\n", "bp+fH+yo4k91oaL9/2yv4tcrp5DpHP6zVyHudGOqSEJo9pX+a2h3un38bF8NFU29pNhNJNtMeP1B\n", "chKtlBYmMynNTkufj7PNfZxs6KHT5eOv5+VS3G9CgkAwSJ/Hz7bTrdR1uSktSqa5x0tLj5dEu4nO\n", "Pi+LCpKYkhlPljPlprW1m3s8vFFezx9rOnioKIVVd2fi9gcwGeIYN4SZf7yBIK29186Cezx+TUu/\n", "qryOsqrZVc0NamePxpgrkjdyeQNUtfYRbwkt3vXvR+pw+QL87YI8Hp2UxqVODy/vqiIQhIeKkrGb\n", "DVQ09xIgdDf5dFMvS0tS8foDTM50cPBCB9VtLhKsRh6dlMore2qutH228cRd6fztwvE3Zaho7GHr\n", "6dCSGBtONTEx3c6rH17Abjbwo0eLyUm00un2kWQ1kaLhbrjTYuKr83J5aVcVXn+Qr92fR0a8zCUp\n", "xFCM+SKZZDPx3MwsKlv72Ha6BZcvgM1kwOUL8HFdF6s/rufKbGjsrWrnS/eOw2EycPRiB2+U1zM+\n", "yUpzrxezIY7sBAv/o3QC9d0eZuclEsf1N4dqO1wDLvdw40lec4+XIKHp1/7tcC1TMh1sONnM1EwH\n", "3/lcgaazy9l5Cfxm5RT8gSDjNI4FV/msQNXsquYGtbNHY8wXSavJwPLpmVzudPF/jl4G4IszMll7\n", "opG8RAs5iVYqmkLdfxKsRsYnWUlzmPikPtTe9+TUjHDHc4fZwHc/V8B7nzVhMcLUrAS+Oi8XowF2\n", "nG7huXvGDdhh/K4MBwvzkzh0oYNFBcl0uK71s0ywGqlucwFwqjF0Q0hLkYyLiyMvaejr4gghQsZ8\n", "kYTQOtIT0+P56/m5/NvhWpwWA8unZdDt8XNXRjwZ8Waae70sLUnlbHMPW0638Pkp6Zxt7qWx2xM+\n", "0+z1Buhy+/AGQnMF/v3WSrz+IHHAK8uKmZmdEN5nn9fP+dY+vIEgBSl2vlU6gZ4rN27ONPfy8eVu\n", "Um1mnrk7i7/fWhn+nF3HETQqtzGpmv1WuYPBICcbeiirbqcw1c688YkxswyHqsc8WlIk+8lPsfPD\n", "JUXUdbr5yd4azrWE+jd+YUoaM7Pj6ejzUdni4k913Xxa38P3Hi7AEAdrT0CQ0BDGNIeFxyan0em+\n", "drMkCNR3X+t4HggG2V3Zxi8PXATgqanpfGVODllXzhDvyU3kF4/HYzLG0esJ8KV7s/nwfDufK05h\n", "sqxuOKacb3WF/9gC/F3pBJZOShvlVGOLFMkbmI0GLEYD5/uNjEmwmjhY3cmhi51My4rnz2Zm8fbx\n", "BjpcPhwWA//1/lz6vAFyE628UV7Hpw29/Oe5OdjNBvq8AYxxUJBy7dK32+1n7YmG8PbGU80sn5ZJ\n", "fL/JMq7OVG2xG3huVhYrpmdgN+s7e7XKZwWqZr9V7k6377qeCVU6jtiKlqrHPFoyFKOfuk4Xp5t6\n", "MMTBF6akh5/PdFo4dLETgJMNPVhNBh4oSOaj2i6au73kJFpx+QI4zEY+bQi1X/7heAN/PT+Xr83P\n", "5aePTWRyxrXe4zazgSn9tvOSrNjNg/+niIuL071AitiUk2hhUnpo7gCzMY5FGtdOEsNnzJ1Jdrt9\n", "tPX5sJsN13UEP9nQzUs7quh0+7l7XDxfuz+PmdlO6jrdBG6YKCk7wcKcvAS8/iAJViO1nW7uy0sk\n", "zWFmQrKVC+1uOt1+mrq9ZDrN/GBnFT95bGJ4sgmL0cBX5mQzKcNBj8fPg0Up1/XdHC0qtzGpmv1W\n", "uTOdVn6wuJC6Tg+JNhOFKbFzM07VYx6tES+SmzZtwu8PjaEuLi5mxowZI7bvC219/OF4Azsr28iM\n", "N/OjR4spSLXT0OVm77k2Ot2hXJ/U93D8cjc2k4HxyTYaujysmJ5B2fl27s9PYma2k7R4Cw1dbr63\n", "7RwXr4zv/uHiQl5eUsQnF1tJiHdQ0djNv5SFuhAdqG6/bkaecQlWVk7PHLGfXagr02kl06nvcsJi\n", "cCNeJG02G0uWLBmRfQWDQRq6PAQAp9lAeV0XO68sl9DY4+WDc238ZaqdDpfvulEwcYTO9i53ebjQ\n", "7uKzxh4ynWa+sSCPe3ITw30O6zrd4QIJsO98G98tKCQ3KYezzb388wdN4Tvf45Nj5wxgMCqfFaia\n", "XdXcoHb2aIx4kfT7/bz77rsEg0EKCwt1Xezro9ouXt5ZhS8Q5NsP5sMNnbYTrqxlnXZlIa4V0zK4\n", "0O7iwaJkdpxp4Z7cRHo9AZp6vOQk2mjo8WAxGbjcGVoWNskWGsbY7goNAZwx7loXn6JUOz9eNpHd\n", "la1MznBwX16ibj+nEEI/I14kly1bFn68detW3fbT0efllwcu4r5yZ/B/7b/Adx/K58uzs9lX1UZx\n", "mp2FVxrB0+LNLJucRnWri7njE9lS0UyS3YzJEMfsvERSHBaspjhm5ybS6fLxv/Zf4PjlbuxmA99Y\n", "OJ76LjdWk5HxSaE2zqttNffkJnBPbsKgGWONym1MqmZXNTeonT0ao3p322yOfLOi/6SeZWVlUW1X\n", "n6/C0e+Osd1sJMXkZVqWg/+2aDxP5kHVJ0fDr5/5+Chmdye//+gyhal25uQkkGYzMDHNzvwJidzl\n", "cFH96Uf0evycuDLaps8b4N8P19La6+V0QxeBjsYh542F7RMnTsRUnmi2T5w4EVN5xsK2yr8v0Rjx\n", "NW5qamrIz88HYPPmzTz++OMDvm841ripbO7lXw9exO0L8rcL85g2yJyK/kCQph4Phrg4Ovu8bKpo\n", "ISfRyj05Tv5x13kae7w8OimVR0tSqW53cbKhJ7wU7J/NzGLZpFQSbaabloIQQsSemF/jpqamhiNH\n", "jgAwa9YsXfc1Md3BTx6bSDB4rXP2jfyBIAdq2vnp3hosRgMvLynivz8wAYD/e6yOxivr1Ww/08q4\n", "BCu/++gyj01O47sP5ZNgM1GSbifJNvrdd4QQ+hjxy+3S0lJWrVrFqlWrKCkp0X1/drNx0AIJ0NTj\n", "4ad7avD6g/R4/Py/ZRfounIj5sZ5H01XJqfYerqFui4PhSm2AQvkUE/rR5uquUHd7KrmBrWzR2PM\n", "Xx8a4uIwG+PwXumrYzUZMFz507EwP4maNhcVTT0sn5rBh+dDl9hOi5F4s+GmKc6EEHeeMbfu9o16\n", "PH4+re/mV4dqsZsMfLN0QnjZWAhdjrt9ARwWI8cvd3Gyvpu4uDiKUu3cNz4RwwBrdwshYlfMt0nG\n", "Eo8vwKbPmljzSSPzxiexID/xuokoAIyGuPDl+szsBMY5LQQJjeeWAinEnW9MT3DR7vLxZnk9XW4/\n", "uypb+UXZRTpdvoifyUqwMi7BGrFAqtpWo2puUDe7qrlB7ezRGNNF0mYykJ9iD28XpNiw6jiprRBC\n", "PWO+TfJiu4vtZ1owxMWxdFKqLHkgxB1O2iSjND7Zxn+amzvaMYQQMUquLXWgaluNqrlB3eyq5ga1\n", "s0dDiqQQQkQw5tskhRBjS7RtknImKYQQEUiR1IGqbTWq5gZ1s6uaG9TOHg0pkkIIEYG0SQohxhRp\n", "kxRCiGEkRVIHqrbVqJob1M2uam5QO3s0pEgKIUQE0iYphBhTpE1SCCGGkRRJHajaVqNqblA3u6q5\n", "Qe3s0ZAiKYQQEUibpBBiTJE2SSGEGEZSJHWgaluNqrlB3eyq5ga1s0dDiqQQQkQgbZJCiDFF2iSF\n", "EGIYSZHUgaptNarmBnWzq5ob1M4eDSmSQggRgbRJCiHGFGmTFEKIYSRFUgeqttWomhvUza5qblA7\n", "ezRMI73D+vp6du/ejdFo5MEHHyQ7O3ukIwghhGYj3ib53nvv8eSTTwKwYcMGli9fPuD7pE1SCKGH\n", "mG+TdDgc4ccWi2Wkdy+EEFEZ8SLZ/8TVbDaP9O5HhKptNarmBnWzq5ob1M4ejRFvk/T7/eHHcXFx\n", "g74vOTmZ8vLykYg07BwOh5LZVc0N6mZXNTeomz05OTmq9494kezr6wNCZ5RXHw9k9uzZIxVJCCEG\n", "NeI3burq6ti3bx/BYJDFixeTmZk5krsXQoioxOyIGyGEiAXSmVwIISKQIimEEBFIkRzDAoHAdb0N\n", "VKJydqGWEb+7fSsqD1vctGlT+B9ucXExM2bMGOVEg9u2bRtVVVUsX76cnJwcQJ1jP1B2VY79yZMn\n", "OX36NIFAgPnz55OXl6fMcR8ouwrH/eDBgzQ0NAAwYcIEZs+eHd0xD8aYjRs3hh+vX79+FJNEb8eO\n", "HaMdISonT54M1tbWhrdVOvY3Zlfl2O/bty/8+P333w8Gg+oc94Gyq3Lcr9q+fXswGIzumMfcmaTK\n", "wxb9fj/vvvsuwWCQwsJC5caey7HXX2lp6U3PqXLcB8quynGvrq5m3bp1rFixAojumMdckQwqPGxx\n", "2bJl4cdbt24dxSRDI8d+5OzcuZO5c+cC6h33/tlVOe4FBQV8/etfZ+PGjRQVFUV1zGPuxo3WYYux\n", "ToVf9hvJsR8Z+/bto6SkhPT0dECt435j9v5i/bjbbDYSEhKA6I55zBVJrcMWY1FNTU34scvlGsUk\n", "QyPHXn/79+8nKyuLgoKC8HOqHPeBsqtw3FtbW8OPr55BRnPMY+5ye968eaxevTo8bFElNTU1HDly\n", "BIBZs2aNcprIdu3aRVVVFTabjYKCAkpLS5U59gNlV+HYNzY2cuDAAaZMmUJFRQVdXV28+OKLShz3\n", "wbKrcNwPHDiA2+0GYM6cOUB0dUaGJQohRAQxd7kthBCxRIqkEEJEIEVSCCEikCIphBARSJEUQogI\n", "pEgKIUQEUiSFECICKZJ3gIaGBjZs2MCrr7464OuvvfYaTU1NUX1nY2Mjb7/9Nhs3buSdd97B5/Nd\n", "9/rmzZuHnPeq7du3s27dutv+njuNlmPb3d3N66+/zqlTp0Yg0dgmRfIOkJWVxfLly5kwYcKAr69a\n", "tYqUlJSovnPPnj08++yzPPXUUzz88MPs27fvuteHY/jco48+GvNjlUeDlmPrdDpZtGjRCKQRMTcs\n", "UQwfj8fDtm3bqKys5MUXXyQjIyP82tGjR9mxYweFhYUkJCTg9XpZsWJFuGgZjUb6+vpwOBy0tbWF\n", "p5by+Xxs3bqViooKNmzYAEBJSQnTpk27ZR6fz8f69esxGAwEg8GbJjr98MMPaWxsxGKx4HK5WLZs\n", "GYmJiXzyySesX7+eRx55hEWLFoW3H374YR544IFB99fd3c1bb72Fw+HAYDBgs9no7e1l2bJl4Qka\n", "BtsnwLFjx9i6dSsvvvgiBw8exGKxMHPmTEpKSvD7/WzZsiU8Frinp4cJEyawcOHCWx6HgwcPUldX\n", "h8ViIRAIYLFY+PznP3/LY9vS0sLWrVtxOBx4PB4SEhIoLCy85f7EbRq22SzFqHvnnXcGfH7Pnj3B\n", "xsbGm57/1a9+FX5cXl4ePHv2bHi7paUl+IMf/CD4+9//PvjKK68EA4GApn1FsmnTpmBTU1N4+/Dh\n", "w8E1a9YEg8HQJLr79+8Pv+bxeMKvBYOhCV8vXrwYfm3t2rWa9nny5Mng66+/Ht72+/3B3//+95r2\n", "GQyGfs5t27bd9L1bt24NtrS0hLebm5uDn332maZMb7zxRrCrqyuc58KFCzftcyC/+93vgn6/P7z9\n", "29/+Nnjy5ElN+xRDJ2eSY1haWlr4sd1ux+PxhLe3bdvG9773PaxWK7W1tezcuZOlS5fe1v66u7uv\n", "m2Jr1qxZXLhwAYCqqipcLlf4DApCZ2dXLVy4kHXr1vHMM89w4MCBiGeQN7rnnnvCjw0GA3a7XdM+\n", "r3r00UcH/FlSU1PD22lpadcdz0iefvppDh06hMvlwuVyaZ4YwmKxYDBcayHr/3MJ/UiRFIOyWq1A\n", "qAD09vbe9vfFx8fT3NwcLpTl5eXhy9Xp06dTX1/P/Pnzw+/vf7PIaDTidDrp6OigsbGRhx56SPN+\n", "jx8/Hp4x2+/3h/8Y3GqfkdhsNlpbW8OFMhAIUFVVxcSJEyN+zufzUVlZeV3+t95667rpxwbjdrvx\n", "+/0YjUYgdPz6Zxf6kFmA7gB79+6lvb2dEydOMGPGDAwGA8uWLePMmTNUVlZSVVVFVlYW8fHxzJ8/\n", "n3HjxrF3717279/PV7/6VTIzM3njjTcIBAJ8+ctfBkLT3R85cgSr1YrL5eKJJ564bsr7Dz/8kNbW\n", "VgwGAz6fjwULFjBu3LiIOX0+H2vXrsVsNmMwGHA6nRw9epQXXniB/Px8ysvLuXDhAgaDITwp6tXp\n", "9iF0lvfLX/6Sp556iqlTp2o6NqdOnaKiogKXy4XD4cDlcrF06dJwcYu0zy1btvDRRx+FF7eaOXNm\n", "uA3Q5/OxceNGjEZjeOXGBx544JbHwOVy8dprr1FUVERcXBxut5t77733uuI62LFtbm5my5YtJCQk\n", "4PF4MBqNtLa28vzzz+N0OjUdDxE9KZLijnby5Eni4uI0F1UhbiSX2+KO1dXVxYEDB4BQG+LVdVmE\n", "iIacSYphc+zYMS5dujTga3PmzCEvL++O2Gck1dXVfPzxxwO+VlBQELOzd4vBSZEUQogIZMSNEEJE\n", "IEVSCCEikCIphBARSJEUQogI/n9AfmBQ9Iam5AAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.527222\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt4VPd97/u35qaZ0X10QRICXbgajI0NBgxYxg4XNTY2\n", "uL7FxHXa5DjnbLc5PW26t5PdOifdyXG726RJemqaU+/snaQ2rm2MuBgwlwBGEJAxtrkKA0ICISQh\n", "Cd01M5qZdf4QGhBIo7UkLWl+6Pt6Hj/PrLmtjxbyV2t912/9VoymaRpCCCH6ZBntAEIIEc2kSAoh\n", "RARSJIUQIgIpkkIIEYEUSSGEiECKpBBCRGAz88s7Ozv52c9+xksvvUR2djYAmzdvJhgMAjBp0iRm\n", "zZplZgQhhBgSU4vkvn37WLFiRa/nnE4ny5YtM3O1QggxbEwrkteuXcPtduN0Ons9HwwG+eCDD9A0\n", "jfz8fO6//36zIgghxJCZViRLSkp47LHHKCsr6/V8UVFR+PG2bdvMWr0QQgwL04pkbW0tmzZtoq6u\n", "jry8vHBP8mZ2u73fz+/YsQOr1WpWPCHEGJWcnMycOXN0v9+0Ivmtb30LgFOnTpGcnBx+vrKyktzc\n", "XAC8Xm+/n7darXIoLoQYdkePHjX0flOHADU2NlJSUsKJEyfCz1VWVvLee+/x3nvvMW3aNDNXP2pK\n", "SkpGO8KgqJob1M2uam5QO7sRpp7d9ng8vPzyy72eKywsNHOVQggxrGKidaq03bt3y+G2EGLYHT16\n", "lK985Su63y9X3AghRARSJE2gaq9G1dygbnZVc4Pa2Y2QIimEEBFIT1IIMaZIT1IIIYaRFEkTqNqr\n", "UTU3qJtd1dygdnYjpEgKIUQE0pMUQowp0pMUQohhJEXSBKr2alTNDepmVzU3qJ3dCCmSQggRgfQk\n", "hRBjivQkhRBiGEmRNIGqvRpVc4O62VXNDWpnN0KKpBBCRCA9SSHEmCI9SSGEGEZSJE2gaq9G1dyg\n", "bnZVc4Pa2Y2QIimEEBFIT1IIMaZIT1IIIYaRFEkTqNqrUTU3qJtd1dygdnYjTC2SnZ2dvP7661RX\n", "V4efq6mp4a233uKdd97hypUrZq5eCCGGzNSe5Pbt28nIyCAzM5Ps7GwANm3axBNPPAFAcXExq1at\n", "6vOz0pMUQpghanqS165dw+1243Q6ez3vdrvDjx0Oh1mrF0KIYWFakSwpKWHx4sW3PX/zjqvdbjdr\n", "9aNK1V6NqrlB3eyq5ga1sxthWpGsra1l06ZNlJSUcOLEifDzwWAw/DgmJibid9z8j1BSUiLLJi8f\n", "P348qvIYWT5+/HhU5RkLyyr/vhhh+jjJU6dOkZycHO5JbtiwgdWrV6NpGlu2bGHlypV9fk56kkII\n", "MxjtSdpMzEJjYyMlJSXk5eWFi+T8+fNZt24dmqaxdOlSM1cvhBBDZuoQII/Hw8svv8zy5cvDz2Vn\n", "Z/O1r32NF154gYyMDDNXP2oGs1vf6gvwaVULhyqbqW/3m5BqYIM9HIkGqmZXNTeond0IU/ckhT7B\n", "kMaW0/X8zyPd40YX5SbxF4UTSYiVfx4hRptccWOCvs7qR9LeFeSjLxvCywcqm2n2BoY71oCM5o4m\n", "qmZXNTeond0IKZJRwG2z8EBOUnh5WrqbeId1FBMJIXpIkTSB0V6NzWrhuXsz+K+P5vHdwol875E8\n", "kl0jP4ZU5R6TqtlVzQ1qZzdCml5RIi3OwcMFcgWSENFG5pMUQowpUXPtthBC3AmkSJpA1V6NqrlB\n", "3eyq5ga1sxshRVIIISKQnqQQYkyRnqQQQgwjKZImULVXo2puUDe7qrlB7exGSJEUQogIpCcphBhT\n", "pCcphBDDSIqkCVTt1aiaG9TNrmpuUDu7EVIkhRAiAulJCiHGFOlJCiHEMJIiaQJVezWq5gZ1s6ua\n", "G9TOboQUSSGEiEB6kkKIMUV6kkIIMYxMLZIHDx5kw4YNbNiwgU8//RSAzZs3U1xcTHFxMcePHzdz\n", "9aNG1V6NqrlB3eyq5ga1sxth6j1uFi5cGH68Y8cOAJxOJ8uWLTNztUIIMWxM70lWVFSwfv16Vq9e\n", "TUFBAdu3b6ejowNN08jPz++37yg9SSGEGYz2JE2/W2JeXh6vvPIKGzdupKCggKKiovBr27ZtM3v1\n", "QggxJCNy4sbpdJKQkHDb83Z75HtL39zzKCkpUWa553G05NG7vHbt2qjKY2R57dq1UZVH7/KtvzOj\n", "ncfIssq/L0aYerjd2NiIx+MB4MMPP+Sxxx6jsrKS3NxcALZs2cLjjz/e52dVPtwuKSlh8eLFox3D\n", "MFVzg7rZVc0N6maPqsPtAwcO4PP5AJg7dy4AlZWVlJaWAjB79mwzVz9qVPzFAXVzg7rZVc0Namc3\n", "wtQiuXLlytueKywsNHOVQggxrGQwuQkG2/sYbarmBnWzq5ob1M5uhOlnt4UQ4lZXWnxUXOskPtbG\n", "lDQXTpt1tCP1S67dFkKMqKttfl7bUc75xk4A/vrRPAoLUkZs/SNy7faRI0cG8zEhhKChoytcIAF2\n", "nWscxTQDi3i4/ctf/pL09HRCoRDnz58nJyeHS5cuER8fHz5bLW6n6tAIVXODutlVzQ2Dz57ktOFx\n", "2WjsDADwQE7icEcbVhGL5Ny5c5kzZw4bN27km9/8JmlpaVy9epU9e/aMVD4hxB0mKzGWv/uDyZys\n", "a8fjsjNjnHu0I0UUsUjOmTMHgGAwSFpaGgDp6ek4nU7zkylM1T0DVXODutlVzQ1Dy57ncZHncQ1j\n", "GvPo6kkGAoFey16v15QwQggRbXQVSY/Hw6FDh/B6vRw6dIiUlJE7E6UiVcePqZob1M2uam5QO7sR\n", "uork0qVLSUxM5KOPPiIxMVHmgxRCmKqzK8jJ2jY+r26luTMw8AdMJOMkhRBRJRjS2FpWzz8frAJg\n", "5V1p/MkD2cQ5hmfAuSnjJG/tSf7ud78zlkoIIXRq9wd5/3hdeHnz6XqaRnFvUleR3Lp1a6/ltrY2\n", "U8LcKVTt1aiaG9TNrmpuMC+7025hxri48PLE5Fjc9tGbZkLXtduhUMjsHEIIAYDDauEbc7KYlu6m\n", "0x9iUX4yKe7IE3SbKWKRvHbtGoFAgPb2durr69E0jWAwKHuSA1B17JuquUHd7KrmBnOzj0uIZdXM\n", "DNO+34iIRfLUqVN0dXVRW1vLiRMnuj9gs/U5T6QQQtyJIh7oL1q0iCVLllBUVMSSJUtYsmQJixcv\n", "7vN+NeIGVftMquYGdbOrmhvUzm6Erm7ojBkzzM4hhBBRyfA4ycrKSiZMmIDFYu7ZJhknKYQwgynj\n", "JP/xH/+RyspKtm7dyuXLl9m0adOgAwohhEp0Fclp06aFbwO7cOFCUwPdCVTt1aiaG9TNrmpuUDu7\n", "EbqKZDAYBMBqjd77UAghhBl0Fcm2tjZ27NjBpEmTzM5zR1B17JuquUHd7KrmBrWzG6HripunnnqK\n", "2tpa8vPz+eKLL3RfgXPw4EFqa2sBmDhxInPmzKGmpobdu3djtVp5+OGHycrKGnx6IYQwma49Sbfb\n", "TX5+PgD33nsvTz31VPi1zs7O/j7GwoULWb16NatXr6ahoQGA0tJS1qxZw/PPP8/hw4eHkj1qqdqr\n", "UTU3qJtd1dygdnYjhjyOZ+fOnRFfr6io4Cc/+QmTJ08GugtuD4fDMdTVCyGEqYZcJAc69M7Ly+OV\n", "V17hk08+AeDmYZl2++hdtG4mVXs1quYGdbOrmhvUzm7EiMw/5HQ6w5cy9pwpB4iJiYn4uZt350tK\n", "SmRZlmVZlodl2Yghz0xeXFzMqlWr+nytsbERj8cDwIcffshjjz3Ghg0bWL16NZqmsWXLln4ny1D5\n", "ipuSEjXvpaxqblA3u6q5Qd3sRq+40XV2e7AOHDiAz+cDuu/hDTB//nzWrVuHpmksXbrUzNULIcSQ\n", "mbonORQq70kKIaKXKdduR+J0Oof6FUIIEbUMF0mv19truaioaNjC3CkG2yAebarmBnWzq5ob1M5u\n", "hK4i+cYbb3Dw4EEArl69KndL7MPlZi//VnqZn5dcJH785NGOI4QYJrpO3GRnZ4dn/5kwYcIde6XM\n", "YHm7gqw9dJnSSy0AfFrl4GfjPHjcag2WV/FMZQ9Vs6uaG9TOboSuPclbJ9i12Uw9Ka4cX0Dj4rUb\n", "bYi6dj++wJDOhwkhooSuIhkI9L4xuN/vNyWMqhKcVl68P5OeofHPzkwlxaXeHxKVe0yqZlc1N6id\n", "3Qhd/yfPmjWL999/n4KCAs6fP8/dd99tdi6lWGJieLgghTyPi2BIo6O2Aqdd5t4U4k6ge5yk1+ul\n", "urqarKwsXC6X2blknKQQwhSmXXHjdDopKCgYVCghhFCVrp7khg0bzM5xR1G1V6NqblA3u6q5Qe3s\n", "RugqkrdOh7Zt2zZTwgghRLTRVSQdDgd1dXXh5Z5JK0TfVB0/pmpuUDe7qrlB7exG6OpJtre380//\n", "9E/hEyllZWWmTGohhOibLxCi3R8gzmEl1iYjJ0aSrj1Jl8vF66+/zjPPPMMzzzzDrFmzzM6lNFV7\n", "NarmBnWz68l9raOL//FJNf/7B2dY+/vLNLRHxzhlVbe5UbqK5K2ny++55x5Twgghbld2tZ3ik1dp\n", "8gbYeqaB03Xtox1pTNFVJOPj43sty1CgyFTt1aiaG9TNrid36JaRzMEoueJV1W1ulO6p0ioqKigt\n", "LSUQCFBeXm5mJiHETaamu3mkIBlrDCzMTeKudPfAHxLDRleRPHToENXV1VRVVWGz2WQWoAGo2qtR\n", "NTeom11P7vQ4B99ZPJH/9ewMvls4kYyE2BFINjBVt7lRuopkdXU1CxcuDM8GFBcXZ2ooIURvcQ4r\n", "4xJiiY9Vb+IU1ekqklarDDkwQtVejaq5Qd3squYGtbMboatIdnZ20tXVBUBXV9dtV+AIIcSdSleR\n", "XL58OW+99RZlZWVs2rSJZcuWmZ1Laar2alTNDepmVzU3qJ3dCF0NDo/Hwze+8Q2TowghRPTRPZ/k\n", "qVOnOH/+PNOmTWPq1Km6vvzkyZOcOXOGUCjEggULyMnJYfPmzQSDQQAmTZrU79U7Mp+kEMIMpswn\n", "uXPnTpKSklixYgWff/45e/fuZcmSJQN+rqGhgaeeegqArVu3kpOTg9PplMN1IYQydPUkm5qamDdv\n", "Hg6Hg3nz5tHQ0KDrywsLC297LhgM8sEHH7B+/XqOHj1qLK0iVO3VqJob1M2uam5QO7sRuvYk7XZ7\n", "n8+3tLSQmJg44Od37tzJvHnzACgqKgo/L/NSCiGina49yY6ODurr6wGor6+np425Z8+eAT+7b98+\n", "pkyZQlpa2m2v9Vd8e9z8l6qkpESZ5cWLF0dVHr3LN4uGPEaWb/0ZRjuP3uWesYbRksfI8s2iIY/R\n", "3xe9dJ24+elPf4rf72f8+PFcvnyZvLw8rFYrZWVl/M3f/E2/n9u/fz/p6elMnz49/FxlZSW5ubkA\n", "bNmyhccff7zPz8qJGyGEGUw5cVNYWMjcuXNve/7IkSP9fqauro4DBw4wffp0ysrKaG1t5cUXX6Sy\n", "spLS0lIAZs+erTuoSm7eQ1CJqrlB3eyq5ga1sxuhq0j2VSB7nt+1axdLly697bWMjAxeffXV257v\n", "62SOEEJEK91TpfWnra1tOHLcUVT966pqblA3u6q5Qe3sRgy5SAohxJ1MiqQJBnsWbbSpmhvUza5q\n", "blA7uxFSJIUQIgIpkiZQtVejam5QN7uquUHt7EYMuUjGxMQMRw4hhIhKuopkXV1dv68ZGZQ5Vqja\n", "q1E1N6ibXdXcoHZ2I3QVyV//+tc0Nzf3+dqtt5sVQog7ia7LEt9++208Hg+tra088MAD5OXlmR5M\n", "LksUQpjBlMsSn376aRwOB6FQiCNHjrBv3z5eeumlQYcUQghV6DrcbmlpAaCxsZGqqiqSk5NNDaU6\n", "VXs1quYGdbOrmhvUzm6Erj3Jd955h7S0NNLS0nj88cdxOBxm5xJCiKigq0jGxcXx3HPPyXAfnVQd\n", "P6ZqblA3u6q5Qe3sRug63F6zZo0USCHEmKSrSDocDioqKigtLSUQCFBeXm52LqWp2qtRNTeom13V\n", "3KB2diN0FclDhw5RXV1NVVUVNpuNw4cPm51LCCGigq4iWV1dzcKFC7FYut8eFxdnaijVqdqrUTU3\n", "qJtd1dygdnYjdBVJq9Vqdg4hhIhKuopkZ2cnXV1dAHR1dREKhUwNpTpVezWq5gZ1s6uaG9TOboSu\n", "IUDLly/nrbfeoqamhmAw2Ove2UIIcSfTde32aJBrt4UQZjB67fag5pPcvn37YD4mhBDKiXi4/eMf\n", "/5i77rqL5uZmvvzyS+6++26OHTtGfn7+SOVTkqr3I1Y1N6ibXdXcoHZ2IyIWya9//evk5ubyH//x\n", "H/zoRz/CarXy3HPP8e677+r68pMnT3LmzBlCoRALFiwgJyeHmpoadu/ejdVq5eGHHyYrK2tYfhAh\n", "hDBDxCKZm5sLgN1uDw8DstlsuN1uXV/e0NDAU089BcDWrVvJycmhtLSUNWvWAFBcXMyqVasGHT5a\n", "qfrXVdXcoG52VXOD2tmN0NWT9Hq9vZbb2tp0fXlhYeFtz91cYGU2ISFEtNNVJGfPns0777zD0aNH\n", "WbduHbNnzza0kp07dzJv3jwAbj6ZbrfbDX2PKlQdP6ZqblA3u6q5Qe3sRugqkjNmzODJJ58kMTGR\n", "VatWcffdd+tewb59+5gyZQppaWkABIPB8GsDzSx08z9CSUmJLJu8fPz48ajKY2T5+PHjUZVnLCyr\n", "/PtixJDHSe7atYulS5f2+dr+/ftJT09n+vTp4ec2bNjA6tWr0TSNLVu2sHLlyj4/K+MkhRBmMOUe\n", "N5H015+sq6vjwIEDTJ8+nbKyMlpbW3nxxReZP38+69atQ9O0fourEEJEiyEXyf5kZGTw6quv3vZ8\n", "dnY2X/va18xabVQoKVFz/JiquUHd7KrmBrWzGzGoK26EEGKskCJpAlX/uqqaG9TNrmpuUDu7EVIk\n", "hRAigiEXSblB2O0GO9RgtKmaG9TNrmpuUDu7EUMukkZOpQshhGpkPkkhxJhiyjjJvXv33vac2+3m\n", "/vvvx2YzbRSREEKMuoiH2z/84Q+prq7mypUr3HPPPb3+S09P1z1l2lijaq9G1dygbnZVc4Pa2Y2I\n", "uBv4gx/8AACXy4XH4+n1msfj4dixY+YlE0KIKDCkEzdR2s4cdaqOH1M1N6ibXdXcoHZ2I3QVyQcf\n", "fLDP5xcsWDCsYYQQItroKpLjxo3r8/nMzMxhDXOnULVXo2puUDe7qrlB7exGGDrcDgQCt81SLoQQ\n", "d7KI4yRPnDjBiRMn6OrqYtasWZw8eZK4uDiys7PDM42bRcZJCiHMMKz33T59+jTPP/88a9asYevW\n", "raxZs4ZVq1ZRVVU15KBi9NS3+/nyage1bf7RjiJE1ItYJHsGilsslvDtF3qWRf+iuVdzpcXHazvK\n", "+dONZ/juli+52NQZfi2acw9E1eyq5ga1sxsRcZxkQkICe/fupa2tjaSkJPbs2UNGRkb49rJCPeWN\n", "nZxr6C6MtW1dlNV1MDHZNcqphIheEYvk0qVLuXLlCrGxsXg8HsrLy2lra+v3vjSiWzSPH4t39P4D\n", "l+i88SsQzbkHomp2VXOD2tmNGPDC66ysrPDjgoICU8MI89S3+alr9+Nx2/irhyey+2wjC3KTuCvD\n", "PfCHhRjDdDcXu7q6qKurIxQK0draamYmJQRCGo0dXXR2BW97Ldp6NbWtPv7b7y7w55vP8p1NZ5nk\n", "cfH6H0xm1cwMkpw37n0ebbmNUDW7qrlB7exG6CqS5eXlbNy4kR07dgCwefNmU0NFuw5/kI0nr/Kf\n", "isv4u70VXGnxjXakiKqafZyu6wCg3R/k9xdbZLJkIXTSVSSPHDnC008/TXx8PBaLhfj4eLNzRbXy\n", "xk5+efgyjR0Bfl/ZwoGKpl6vR1uvJt5hxXJTTcxMcPT5vmjLbYSq2VXNDWpnN0LXZJBOp3NQXx4K\n", "hdA07Y47Gx66Zfy9LxjdE30UpLr42+UF7DrbyMxx8dw/PmG0IwmhDF17kp2dnb2WA4HAgJ/Zvn07\n", "//qv/0ptbW34uc2bN1NcXExxcTHHjx83GDV65HtcPDMrA0sMTE51UZif3Ov1aOvV2K0W5k1I4vuP\n", "5vPkzHRSXPY+3xdtuY1QNbuquUHt7Ebo2pOcPXs2//7v/05LSwvr16/XdUliUVERp06d6vWc0+lk\n", "2bJlg0saRRJibXz9/kxWzkjDZbOQ1E/REUKoT/c9bjo6OqitrSUnJwe7XV9ROHXqFMnJyWRnZwPd\n", "e5cdHR1omkZ+fn7Ea7Pl2m0hhBlMuccNdN/TJj8/f1ChehQVFYUfb9u2bUjfJYQQI0FXT3Lr1q1c\n", "unSJiooK3n77bc6dOzfkFevZG72551FSUqLMcs/jaMmjd3nt2rVRlcfI8tq1a6Mqj97lW39nRjuP\n", "kWWVf1+M0HW4XVxczBNPPMGmTZtYtWoV7777Ls8+++yAX37r4XZlZSW5ubkAbNmyhccff7zfz6p8\n", "uF1SUqLk8AhVc4O62VXNDepmN+Vw22KxYLFYwkOBYmNjB/zMrl27KC8vx+l0kpeXR2FhIZWVlZSW\n", "lgLdJ4PuVCr+4oC6uUHd7KrmBrWzG6GrSPr9ftra2sJFUs+5nqVLl972XGFhocF4QggxunT1JLOz\n", "sykuLmbBggWcOHGC8vJys3MpbbC9j9Gmam5QN7uquUHt7Ebo2pNcuHAhCxcuBGD69OlMnjzZ1FBC\n", "CBEtdI+THGkqn7gRQkSvYb3HTX+2b98+mI8JIYRydBXJHTt28O677/L666+zbt06PvvsM7NzKU3V\n", "Xo2quUHd7KrmBrWzG6GrSLa1tfHss88yc+ZMvva1rzFlyhSzcwkhRFTQVSR7JmgNhULAjbsoir6p\n", "On5M1dygbnZVc4Pa2Y3QVSR7pkazWq20tLTQ1dVlaighhIgWuorkH/7hHwKwfPlydu/ezYwZM0wN\n", "pTpVezWq5gZ1s6uaG9TOboTuyxKh+3LE1atXmxpICCGiyaDGSX788cemX2Io4ySFEGYwZYKLkpIS\n", "rly5Er5XzenTp+U6bCHEmKCrJ9nQ0MAzzzzDU089xVNPPcU3v/lNs3MpTdVejaq5Qd3squYGtbMb\n", "MagrbtLS0oY7hxBCRKWIPcmeG3kdPnyYCRMmhCfPPXjwIN/61rdMDSY9SSGEGYb12u2e3en58+eH\n", "C6QQQowlEYvkCy+8wIwZM8LjIs+fP4/VauWP/uiPRiScqlTt1aiaG9TNrmpuUDu7ERGLZHx8PAA7\n", "d+6kra2NFStW0NLSwsGDB0cknBBCjDZdJ26ampqYN28eDoeDBx54gIaGBrNzKU3Va1pVzQ3qZlc1\n", "N6id3QhdRbK/27+2tLQMaxghhIg2uopkR0cH9fX1ANTX14dvBLZnzx7zkilM1V6NqrlB3eyq5ga1\n", "sxuh64qbmpoa3nzzTcaPH8/ly5fJy8vjvffeo6ysjCeffNLsjCLKdHYFafUFcdstxMfKtHnizqbr\n", "2u0jR44wd+5c3c/3CIVCaJoWvpzRCBkn2VswpFHd4iOkaWQnxGK3Deo6gCFr6uzirc9r2FrWwD2Z\n", "8Xxn0QSyEge+D7sQ0cKUa7f7K4SRCuT27dspLy9n1apV4TGWNTU17N69G6vVysMPP0xWVpbuoKOt\n", "1Rug1R8kzmElyTmye0+apnH4UjP/bdcFQhr8xUMTeXRyCnbryBfKc/WdbDzZ3Xr59HIrX1S3SpEU\n", "dzTT/i8rKipiyZIlvZ4rLS1lzZo1PP/88xw+fNisVQ+7ujY/f7+vgm+8e4of775ATasv4vuN9Go0\n", "TaO8sZPPq1up6+d7m70B/uVgFUENNOAXBy7R2DH8Ex/ryX19kvoby5aYvt84wlTtj6maG9TObsSI\n", "7oq43e7wY4fDMZKrHpIvr7ZTeqkVgM+vtFFW1z5s332qrp3vbDzDf956jh/uvkBtH4XSbo0hxXVj\n", "7zXBacU2SsVpSpqb5+7NICHWykN5yczOih+VHEKMlBE9bry5/dnfsKJoZLvlsHagw1wj48cOVjTj\n", "D3Zvl7P1nVS3+PG47Jxv7KSzK0RushNPnJ2/LMzlf5RW4wuG+N/mjSc1bvj/yOjJnei08fX7snhy\n", "RjpuhxW33Xi/2QyqjtlTNTeond2IES2SwWAw/Djm1uO2PpSUlIT/IXp27UdjeXq6mz+c4eHApTYW\n", "5SZxV0bcsHy/1WolL21q+Oft3mO0cuhSMz/aXYEGLMxN4s8XT+DyqU95JjuJmTNnYrNaRnV7xNos\n", "fHKodNTWL8uyPNRlIwY1M7lep06dIjk5OXziZsOGDaxevRpN09iyZQsrV67s97PRdna7Kxiiwx/E\n", "7bAOuCd5c3EfSHNnF6WXWihv7GRhXjJ3pbv5q63nOFl745B+7eppTEp1R/iW4WEkd7RRNbuquUHd\n", "7Kac3R6MXbt2UV5ejtPpJC8vj8LCQubPn8+6devQNI2lS5eateoha/EG+PjCNY5UtfDIJA/zJybi\n", "tFlJcg1/CzfJZWfZ1NRez83KjA8XyRSXjThHdBzSiuGXkJA42hHEAEzdkxyK0dyT/H1lMz/YWR5e\n", "/unjU7g7c+ROUFxt8/NJVQv17V0szkumINU1YusWI+f4lVb+44s6cpJjeXJGugylGiFRsyepsmud\n", "vYfXtPoCI7r+9HgHX50us7/fyS41efn+9vP4ghqlVRADfHtBzmjHEn0Yncs2otyMcXF4rg+5yfc4\n", "yU0xtien6vgxVXODetk7u0L4gjcO4i42+YjSg7p+qbbNB0v2JPuQl+Lipyun0uwNkOa2kx7fPdym\n", "1RegqTNAnMOKx61vCFO7P0hNq49Yq4XxSbG6zuqLO19WooPH70ply+kGYq0xPHdvhvxuRCnpSerU\n", "0O7njUNV7L/QTG5yLD9YWkBOspN2f5BmbwCX3UKKq3fhbPcHefdYLes+ryXWGsMPlxdw/3hp1Itu\n", "rb4AV1r8uOwWJiQ7RzvOmCE9SZOcb+xk/4VmACqbfBytbiU+1sr/OnKFrWcayPc4+etH83v9ste2\n", "+ln3eS0AvqDGb4/WEGu1cNe4OCyy1zDmJcTaSEiX/wWjnfQkdYq9ZWyk226hvLGTrWe6Z2m/0Ojl\n", "0MXuItpfhAk6AAAXHUlEQVTTq4m1WXDeNFuPx23nzdLLXGmJfO33aFG5x6Rqdj25AyGNDn9wwPeN\n", "NFW3uVFSJHWanObm/1gwnonJTp6ckca9WQm3DSp323svj0+K5UcrCrgnK56HC5LJT3Fy+moHoahs\n", "cIhoVNvq558PXOT/2vIlu8424guERjvSmCM9SQM0TaO9K4jLZsVqieFkTRufVLXwu/PXmDkujm/M\n", "yWZcwu3XVF9o7GT9sVryU93EO6xMz3BHPGNe2+rjbH0HTruVSR4XFU1ezl5tZ1pGHDMy4kZlijQx\n", "OtYfr+OXhy+Hl//5ialMy4gbxUTqk56kiWJiYoh3dG+yy81eXt12jox4B7My4/G4bKTFdZ+4qW3z\n", "c6GxE7fdypQ0F/keF49M9vBfPzpPSINUt51/eGwyOUm3N+uvdXbx93srOXH9ips/npvFR182UN3i\n", "J4buge0zR3BguxhdLbeM0fUFZU9ypMkuiQ6dXUE+u9zC7rONXGjsBLr7RL6gxqVmHzvPNvLFlTaC\n", "mkZjRxev7y7ntR3lfPfDs3xe3UpI0zhW0xY+zG7o6KK21d/nupo7A+ECCfDxhSbyPd17nRpQb8I8\n", "kj1U7jGpmn2g3I8UpJBx/Y9v0VQPE6PoLLiq29yoMbknGQxpWA3Mx/jZ5Vb+710XAEiMtfJPK6eS\n", "meDglQXZNHQGcdoszM6OJ4buoUJT0uNIi49lbk4CByub2HK6nmVTPOHvc9os/Y6zTIy1MTnVxbmG\n", "TuIcVpZPTmFP+TUA4hxWJiTJpWtjSZ7Hxc+emEqHP4THbZN7Co2CMbXFmzoD7DzbwO8rm1k+1UNh\n", "fgpuHZNHfH6lLfy4xRekoaOLCclOZmUn8P3t52nsCLCoPpH7xify/x2+TKrbzgv3ZbLrbAOL81I4\n", "1N5E5bVO/nZZAdWtPjLiHDR7A/gCIWJvuVeNJ87OXz+az8WmTurbu7hwzcvX78/CbokhxWUnz6Pv\n", "6p/qZi87z12jzRfgD6anUaDjcyrO6NJD1ex6cqfFOSAK25CqbnOjxlSRPFXbxr+VVgNworadzIRY\n", "ZmcnDPi5OeMTKD55FQCP20b69cOf8w2dNHZ094wmp8Xx/x6sAuBKq5+SC034At1DNzITYim91Ep6\n", "fCynatv5vbeZC42d/GBpAbOy4mnzBThQ0czvLzbxUF4KD+YmcbZB4xfXv29rWT0/f2Kq7gLpD4b4\n", "n0eusO9CE9A9YcfPn5hGapw6Ex0LES3GVE+y7ZaxZu06x57dmx3PTx6bwveW5PJXhbkcqGzmXEMH\n", "ibE39kKtMd2TFPRwWC0ku+z4gyE+LGvgbEMnJ2vbyb4+08vT94wjGApRca2T4zXt/GT/RQ5WtvD3\n", "+yo5c7WDS003xlIGte49WL18gRDnr/dOAerau/AGBv68yj0mVbOrmhvUzm7EmCqSd2XEkXV9iM60\n", "dLeuQ1AAp83KrKx4mrwBvrf9PG+WVvNftp7DbrXwfy7K4S8LJ5IUa+PPH5pAisvGlFQX92TF8eDE\n", "RALXz9Y4rDGMT4zlnS9q+eJKG7/6pJrGzgAvry+jvKGj1/pafAHm5iSEB6LnpzjJMdCLjHdYWXNf\n", "ZrhoPzMrA49L9iJVFAxpfHKphdd2nGfdZzXUt/d9wk+YZ0wdbk9IdvKPj02h2RsgxWXrdZ+Y+nY/\n", "VU0+3A4L+R4XdqsFXyCIw2oJTzxw7KbeZKsvSGdXkIRYGz/6XQUAOYkO/mxhDh9faGbtocusmpnO\n", "gxMT2XXuGv5giI6u3ntzl69feWOzWkiPs3O1vYvxiQ4mpbrISXLyiyen0twZIDPBwbgE/UUyJiaG\n", "h/KSmbjKSVcwxIRkJy4dvVeVe0yqZh8od3ljJ3+zo3vo2KGLLcQ7ray8K32E0kWm6jY3akwVSeie\n", "q7FnVp8e1zq6+Nn+i5RWtWKJgdeW5hMDvP15LZNT3Tx/bwbjEmJZMTWVg5XNaMCMDDcTk5zsr2gO\n", "f09Vi5+Ka172ll/DZokhM97Bf99byaOTPDjtFqamudlxtpGmzgD3ZsWFD/d/c/QKf7F4AtlJTjwu\n", "W7gg5qW4IGVwP6fDZmFKmvm3fBDmavcHe12hdaVF9iRH2pgrkn252t5FaVX3LWNDGmw+VY8lRuNs\n", "fQdnrnYwLt7O87MzmZOTwM+emEqrL0BmvIMJKS6mdXRhs8QQCGkkOW1MSnXxpwtz8Ac1HFYLSyZ5\n", "eO94HQCLc5P42cqptPuDeFw2zjd0cqKmnQlJsdw1Lj7crxysQEjjXH0H1zq7mJDkJMfgmDpV71kC\n", "6mYfKPeEpFjm5SRQWtVKnMPKkoLkEUwXmarb3KgxXyS7AiFAIyHWSuv1kyPT0t3E2izcNz6Jzy63\n", "EghpfFbdyrHqVpJddnada8QSA99/JJ97MuP50YoCrrb5SXbZKaloorbVHx429ODERB7ISeRsQwfP\n", "zx4XLoRdwRCpbjuvLBxPTqKTBOfQ/ylO1LTx6rZzhDTIiLPz91+dzPg+ruoR6kiNc/CXhbnUtfmJ\n", "j7XKv+coGNNFMhDS+N35a/zroSr+5IFsalr9eNx2qlu8vP159+w+33wgm0mpLl7deo6eo57vLMrh\n", "FweqKLvajsNqwWWLocUXwGGNoWhqKv9l27nwOk7UtvOTx6cQ77B2j3ej+xrwkopm/m5P921jX7w/\n", "k2dmZeAc4j2sj1S1hA/N6tq7qG3zG/qfSuW9AlWz68md4raTonOS55Gk6jY3akwXyWsdXfzL76vw\n", "BkIcutiMy24l0Wll8+mG8HuutPhIiLVy8ywgPZfP1rX5+bfSarITHTyUl4Iv4KPimpdHJ3vYfn0K\n", "taWTPYyLd+C6qQC2+oP8+tMr4e/896M1zM5KoCDVNaQ7I06/aeIDl90iZ7SFGAZ39BAgb1eQsrp2\n", "Tta20dbHzbzs1hhSr/+Fdlgt1LT6yE6IJfv6MCFLDOSmOEly2sJjIt12C+Pi7fzpwhw+vj5Yu7rF\n", "T6wthrwUNzVtXcQ7LLw8L5v//PBEMhMdHLnUQof/xvpjrTFMTL7Rf0x12zlY2UTppRsngQbjvuwE\n", "fryigD9bmMM/fHWK7sHnPVQe96ZqdlVzg9rZjbhj9ySDIY1d5xr5xYHuq1bW3JfJ8/dmEGu7saeW\n", "cH1s44XGTmKt3VPo/7zkIo9M9pCd6KDNF2TL6Xqeu3ccT8/KoCuk4bRZ6PAHcdstnLnaPb7RZbdg\n", "s8QQ1DTs1hiOXWnnkUkp/MO+i+G9xdeLJjEnp/vWDbE2K9+eP55x8bE0dnZxT2Y8b5ZeZok/hUcm\n", "eRisOIeVByYkDfrzQojbjXiR3Lx5M8Fg9wmSSZMmMWvWLFPW0+IN8PZnteHldZ/XsGKqB00LcLnF\n", "R7LTRps/yPe2nSOodQ/Y/ovCiVQ2+aj8rAaXzcJrS/P4k7mZ2G1WbJYY6tv9pMXZKb3YzPKpqfzt\n", "snwuNHYyKdXN7843MjHZydQ0NwsmJFHd4ut1iF7X1nvoxvgkJ8/ck8HPSy6y9lAVIQ0enDi6BU7l\n", "HpOq2VXNDWpnN2LEi6TT6WTZsmXmr8fePSi8Z2qxnKRY/IEQf7v7AhebfOQmO7k7M47gTSc6fIEQ\n", "338kF4Dati4clhgsDhvvHquj2Rtg+dRU/u1wNX+2KIfvbT9PrDWGHywroN0fZOWMdCwx3XNJ1rT5\n", "mJbuxuO20dgRwH09y60y4h28vGA8F695iYmJYWq6jGsUItqMeJEMBoN88MEHaJpGfn6+abOPu+xW\n", "/tOD49l1zo0vEGTF1DQaO7q4eP2a6PqO7rGEPf5kbhY/3HWBVl+Qaelu7smMw2p1s/7YVT693D2G\n", "8mLpZV6eP55jV7rnhvzqXen8y++rwtdZ/2BpPklOG/vLr1GQ4uSx6WkAWC0xNLT7uXUql65giP3l\n", "TfzmaA0Aq2am88dzs3qd5BlJKo97UzW7qrlB7exGjHiRLCoqCj/etm2bqesan+TkpTlZ4eWQphFr\n", "jcEX1Gj3Bxmf6OB7j+RR1eSlrt0fHid55moH8yckcr7RS5P3xgkXf1DD47JTVtc9KW6c3dJrIor9\n", "F5p49ZE8PG0X0WIy+O314gfw7D0ZLMrvfflMiy/AplP14eUtp+t5+u70USuSQojbjerZbbs98hCV\n", "m8+elZSUDHm57uwx/vtjU3hpThbfXZiJrfkK09Pd7DjbgPOmEzqWmO47HYZC8OiklPANvp6elcH7\n", "J+pYlJfM5FQXCbFWkm4aBD7d0/3zzJ49G9obmZDUfZbcZonhbo/ttjwXz5/l7swbe5fT0pzhAjkc\n", "P6/R5ZuNxvqHsnzrzzDaefQu9+yJRUseI8s3i4Y8Rn9f9BrxG4FVVlaSm9vd99uyZQuPP/54n+8b\n", "qRuBXW3z873t55iS5ibNbedik4+FuUnEoLHr/DUuNHp58f5MHNYYtp1p4HRdBz9Yms/94xOIAapb\n", "fJysbSctzsHMcXEk3lQ0r7T4qG7xkeS0UZDq6vNe2zWtPj6taiWoacwZnyBXVAhhsqi/EVhlZSWl\n", "paXA9T2uUaYBRVNTqW3z47JbeCg/iUmpLtp8QVJcdjIm2EmPs/OrT65Q2eRlVmY8k1Nd4T2+glQ3\n", "Bam9T7j07CFkJcaSNcD12JkJsTx2V3TckkHlHpOq2VXNDWpnN2LEi2RhYeFIrzLsyvW9PqsF7h4X\n", "T3q8gziHlVN17ZyobScQ1HgwN4lFecm4PFZmZSXQ0RWksaOL15bmEQxBkstGilzJIsSYMWbuu93q\n", "C/D/7Kng0+uz/SybnMKfLZqA026lrs3HqdoOLDFw17g40uNuv3e2EOLOEPWH26Olwx/ks+tDeQCO\n", "XG6lvSuI024lIz6WjPjoOOQVQkSXO/ra7ZvFx9pYOvnGJX/LpnhIcJjzN0LVa1pVzQ3qZlc1N6id\n", "3YgxsycZ57Dyxw9k81B+MtaYGKakuXHYxszfCCHEII2ZnqQQQoDxnqTsSgkhRARSJE2gaq9G1dyg\n", "bnZVc4Pa2Y2QIimEEBFIT1IIMaZIT1IIIYaRFEkTqNqrUTU3qJtd1dygdnYjpEgKIUQE0pMUQowp\n", "0pMUQohhJEXSBKr2alTNDepmVzU3qJ3dCCmSQggRgfQkhRBjivQkhRBiGEmRNIGqvRpVc4O62VXN\n", "DWpnN0KKpBBCRCA9SSHEmCI9SSGEGEZSJE2gaq9G1dygbnZVc4Pa2Y0Y8Xvc1NTUsHv3bqxWKw8/\n", "/DBZWVkjHUEIIXQb8Z7kpk2beOKJJwAoLi5m1apVfb5PepJCCDNEfU/S7XaHHzscjpFevRBCGDLi\n", "RfLmHVe73T7Sqx8RqvZqVM0N6mZXNTeond2IEe9JBoPB8OOYmJh+35ecnMzRo0dHItKwc7vdSmZX\n", "NTeom13V3KBu9uTkZEPvH/Ei2dnZCXTvUfY87sucOXNGKpIQQvRrxE/cVFdXs2/fPjRNY+nSpWRk\n", "ZIzk6oUQwpCoveJGCCGigQwmF0KICKRICiFEBFIkx7BQKNRrtIFKVM4u1DLiZ7cHovJli5s3bw7/\n", "jztp0iRmzZo1yon6t337dsrLy1m1ahXZ2dmAOtu+r+yqbPuTJ09y5swZQqEQCxYsICcnR5nt3ld2\n", "Fbb7wYMHqa2tBWDixInMmTPH2DbXoszGjRvDjzds2DCKSYzbsWPHaEcw5OTJk9rly5fDyypt+1uz\n", "q7Lt9+3bF3784YcfapqmznbvK7sq273HRx99pGmasW0edXuSKl+2GAwG+eCDD9A0jfz8fOWuPZdt\n", "b77CwsLbnlNlu/eVXZXtXlFRwfr161m9ejVgbJtHXZHUFL5ssaioKPx427Zto5hkcGTbj5ydO3cy\n", "b948QL3tfnN2VbZ7Xl4er7zyChs3bqSgoMDQNo+6Ezd6L1uMdir8st9Ktv3I2LdvH1OmTCEtLQ1Q\n", "a7vfmv1m0b7dnU4nCQkJgLFtHnVFUu9li9GosrIy/Njr9Y5iksGRbW++/fv3M27cOPLy8sLPqbLd\n", "+8quwnZvbGwMP+7ZgzSyzaPucHv+/PmsW7cufNmiSiorKyktLQVg9uzZo5wmsl27dlFeXo7T6SQv\n", "L4/CwkJltn1f2VXY9nV1dRw4cIDp06dTVlZGa2srL774ohLbvb/sKmz3AwcO4PP5AJg7dy5grM7I\n", "ZYlCCBFB1B1uCyFENJEiKYQQEUiRFEKICKRICiFEBFIkhRAiAimSQggRgRRJIYSIQIrkHaC2tpbi\n", "4mJ+8pOf9Pn6G2+8wdWrVw19Z11dHe+88w4bN27k3XffJRAI9Hp9y5Ytg87b46OPPmL9+vVD/p47\n", "jZ5t29bWxptvvsmpU6dGINHYJkXyDjBu3DhWrVrFxIkT+3z9mWeeISUlxdB37tmzh+eee44nn3yS\n", "Rx99lH379vV6fTgun1uxYkXUX6s8GvRs2/j4eBYvXjwCaUTUXZYoho/f72f79u2cO3eOF198kfT0\n", "9PBrn3zyCTt27CA/P5+EhAS6urpYvXp1uGhZrVY6Oztxu91cu3YtPLVUIBBg27ZtlJWVUVxcDMCU\n", "KVOYOXPmgHkCgQAbNmzAYrGgadptE51+/PHH1NXV4XA48Hq9FBUVkZiYyLFjx9iwYQNf+cpXWLx4\n", "cXj50Ucf5aGHHup3fW1tbbz99tu43W4sFgtOp5OOjg6KiorCEzT0t06AI0eOsG3bNl588UUOHjyI\n", "w+Hg3nvvZcqUKQSDQbZu3Rq+Fri9vZ2JEyeyaNGiAbfDwYMHqa6uxuFwEAqFcDgcfPWrXx1w2zY0\n", "NLBt2zbcbjd+v5+EhATy8/MHXJ8YomGbzVKMunfffbfP5/fs2aPV1dXd9vzatWvDj48ePaqdPXs2\n", "vNzQ0KC99tpr2m9+8xvt9ddf10KhkK51RbJ582bt6tWr4eXDhw9r7733nqZp3ZPo7t+/P/ya3+8P\n", "v6Zp3RO+Xrp0Kfza+++/r2udJ0+e1N58883wcjAY1H7zm9/oWqemdf+c27dvv+17t23bpjU0NISX\n", "6+vrtdOnT+vK9Nvf/lZrbW0N57l48eJt6+zLr3/9ay0YDIaXf/WrX2knT57UtU4xeLInOYalpqaG\n", "H7tcLvx+f3h5+/btfP/73yc2NpbLly+zc+dOli9fPqT1tbW19Zpia/bs2Vy8eBGA8vJyvF5veA8K\n", "uvfOeixatIj169fz7LPPcuDAgYh7kLe67777wo8tFgsul0vXOnusWLGiz5/F4/GEl1NTU3ttz0ie\n", "fvppDh06hNfrxev16p4YwuFwYLHc6JDd/HMJ80iRFP2KjY0FugtAR0fHkL8vLi6O+vr6cKE8evRo\n", "+HD17rvvpqamhgULFoTff/PJIqvVSnx8PM3NzdTV1bFkyRLd6/3iiy/CM2YHg8HwH4OB1hmJ0+mk\n", "sbExXChDoRDl5eVMnjw54ucCgQDnzp3rlf/tt9/uNf1Yf3w+H8FgEKvVCnRvv5uzC3PILEB3gL17\n", "99LU1MTx48eZNWsWFouFoqIivvzyS86dO0d5eTnjxo0jLi6OBQsWkJmZyd69e9m/fz/f/va3ycjI\n", "4Le//S2hUIiXXnoJ6J7uvrS0lNjYWLxeLytXruw15f3HH39MY2MjFouFQCDAwoULyczMjJgzEAjw\n", "/vvvY7fbsVgsxMfH88knn7BmzRpyc3M5evQoFy9exGKxhCdF7ZluH7r38n7xi1/w5JNPMmPGDF3b\n", "5tSpU5SVleH1enG73Xi9XpYvXx4ubpHWuXXrVj799NPwza3uvffecA8wEAiwceNGrFZr+M6NDz30\n", "0IDbwOv18sYbb1BQUEBMTAw+n4/777+/V3Htb9vW19ezdetWEhIS8Pv9WK1WGhsbeeGFF4iPj9e1\n", "PYRxUiTFHe3kyZPExMToLqpC3EoOt8Udq7W1lQMHDgDdPcSe+7IIYYTsSYphc+TIEaqqqvp8be7c\n", "ueTk5NwR64ykoqKCzz//vM/X8vLyonb2btE/KZJCCBGBXHEjhBARSJEUQogIpEgKIUQEUiSFECKC\n", "/x+2haCG6EsURAAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.597971\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4FOeZ7/1vL2q1Wq0F0ZLQApIQYjPEGDDCGMvEBowX\n", "bCA4sUMceyZ5M+P4TM5MZs47TuacXOe9klxOZuJrTs7kOOPEOZnEg8HGZjGYndjYEgGxGLPIwiAh\n", "ARISWtHS3VIv9f4hq41ANNVCJfUj3Z+/uorurh+FuFV111NPmTRN0xBCCNEv83AHEEKIaCZFUggh\n", "wpAiKYQQYUiRFEKIMKRICiFEGFIkhRAiDEOLpMfj4aWXXqK2tja0rq6ujrVr17J+/XouX75s5OaF\n", "EOK2GVok9+/fz0MPPdRnXWlpKWvWrOGpp57i0KFDRm5eCCFum2FFsqWlBYfDgd1u77Pe4XCEXtts\n", "NqM2L4QQg8KwIllcXMzChQtvWH/tDT4xMTFGbV4IIQaF1agvrq+v59133+XKlSvk5uaSmZkJQCAQ\n", "CL3HZDLd9PO7d+/GYrEYFU8IMUolJyczZ84c3e83rEh++9vfBqCsrIzk5OTQeo/HA/QcUfa+7o/F\n", "YmH27NlGxRNCjFLHjh2L6P2GXrhpbm6muLiYU6dOhdYVFhaybt061q1bR2FhoZGbHzbFxcXDHWFA\n", "VM0N6mZXNTeonT0Shh1JAqSkpPCd73ynz7rMzEyefvppIzcrhBCDxhStU6Xt27dPTreFEIPu2LFj\n", "PPjgg7rfL3fcCCFEGFIkDaBqr0bV3KBudlVzg9rZIyFFUgghwpCepBBiVJGepBBCDCIpkgZQtVej\n", "am5QN7uquUHt7JGQIimEEGFIT1IIMapIT1IIIQaRFEkDqNqrUTU3qJtd1dygdvZISJEUQogwpCcp\n", "hBhVpCcphBCDSIqkAVTt1aiaG9TNrmpuUDt7JKRICiFEGNKTFEKMKtKTFEKIQSRF0gCq9mpUzQ3q\n", "Zlc1N6idPRJSJIUQIgzpSQohRhXpSQohxCCSImkAVXs1quYGdbOrmhvUzh4JKZJCCBGG9CSFEKOK\n", "9CSFEGIQSZE0gKq9GlVzg7rZVc0NamePhNXILz9w4AD19fUATJgwgTlz5rB161YCgQAA+fn5zJw5\n", "08gIQghxWwwtkgsWLAi93r17NwB2u50lS5YYudlht3DhwuGOMCCq5gZ1s6uaG9TOHglDiyRAVVUV\n", "77zzDitXrgQgEAiwceNGNE0jLy9PLs4IIaKa4T3J3NxcXnjhBQ4fPgzAsmXLWLVqFV/5yldCp+Ij\n", "jZG9Gk3TqGhyc7D6KuebPYP63Sr3mFTNrmpuUDt7JIbkwo3dbichIeGG9TExMWE/d+0/QnFxsSwX\n", "F3O20cPfvvsZP9pTyfe3naWyyT1o33/y5Mlh//sNdPnkyZNRlWc0LKv88xIJQ8dJNjc3k5KSAsB7\n", "773Ho48+SnV1NTk5OQBs27aNxx57rN/PyjjJ/u0928Q/778QWv4fD+ZyX96YYUwkhFoiHSdpaE+y\n", "pKSErq4uAObOnQtAdXU1paWlAMyaNcvIzY9IaU5b6LXZBK54W5h3CyFul6FFcvny5TesKyoqMnKT\n", "UaG4uNiwK39TU+P5l0cmcb7ZS4ErjgKXY9C+28jcRlM1u6q5Qe3skTD86rYYXDarmTszE7gz88Ye\n", "rxBi8Mm920KIUUXu3RZCiEEkRdIAAx1qMNxUzQ3qZlc1N6idPRJSJIUQIgzpSQohRhXpSQohxCCS\n", "ImkAVXs1quYGdbOrmhvUzh4JKZJCCBGG9CSFEKOK9CSFEGIQSZE0gKq9GlVzg7rZVc0NamePhBRJ\n", "IYQIQ3qSQohRRXqSQggxiKRIGkDVXo2quUHd7KrmBrWzR0LmkxRCDLtWj49PLndwpaOb2VkJ5I8d\n", "vMmkb5f0JIUQw+7dsgZ+deASAAmxFv7345PJSrIbsi3pSQohlHO8tj30ur0rQJs3MIxp+pIiaQBV\n", "ezWq5gZ1s6uaGwY3+9KCsZg+fz3F5cDlDP+46aEkPUkhxLCbk53A/3p8Mh1dfiYkx5EaRU8BlZ6k\n", "EGJUkZ6kEEIMIimSBlC1z6RqblA3u6q5Qe3skZAiKYQQYUhPUggxqkhPUgghBpGhRfLAgQNs2rSJ\n", "TZs2cfToUQDq6upYu3Yt69ev5/Lly0Zuftio2qtRNTeom13V3KB29kgYOk5ywYIFode7d+8GoLS0\n", "lDVr1gCwefNmVqxYYWQEIYS4LYafbldVVfHyyy8zadIkAByOL25ct9miZ8DoYFq4cOFwRxgQVXOD\n", "utlVzQ1qZ4/EgIrkkSNHdL83NzeXF154gcOHDwNw7XWimJjoufVIqK3F7eNYTRun6jrw+KLnvl+h\n", "vrCn26+++iqpqakEg0EqKirIzs7m4sWLOJ1O5s6dq3sjdrudhIQEAAKBL36ATSbTzT4C9PQ8en9b\n", "9fY/VFi+tlcTDXn0Lp88eZLnn38+avLoXe7o8vNKyXn2V3cC8Df3ZjOuo5quLm9U5Au33LsuWvKM\n", "hp+XSIUdAnT06FHmzJnDli1buPfee3G5XDQ0NPD+++/z1a9+9ZZf3tzcTEpKCgDvvfcejz76KJs2\n", "bWLlypVomsa2bdtYvnx5v59VeQjQtcVdJarmvtjq5VtvfxpaHp8cyy+XT8YZG/1TE6i6z0Hd7JEO\n", "AQr7UzRnzhyg5+jP5XIBkJqait2ub563kpISurq6AEJHnoWFhaxbtw5N01i8eLHuoCpR8QcH1M0d\n", "bzOTlWijpq0bgBnpTuxWNUa3qbrPQe3skdD1q9bv9/dZ9nq9ur68v6PEzMxMnn76aV2fF8Onzeuj\n", "ye3HYbOQ7ozuC2wpDhv/39KJ/Ln6Kk6bhbnZiVgtahRJEf10/SSlpKRw8OBBvF4vBw8eZMyYMUbn\n", "Upqq48d6c7e4ffyfA5f4q43l/Nd3z1DZ5B7mZLd24dRRvnbnOB6dlkp6Quxwx9FN1Z8VUDt7JHQV\n", "ycWLF5OYmMiuXbtITExkyZIlRucSw6i61cv7la0ANLv9fHi+dZgTCTF8dHe2p0+fzvTp043MMmKo\n", "2qvpzX19Py8lLvqHaqm+z1WkcvZI6DqSvL4n+ac//cmQMCI6TEyJ4wdfzmGyy8GK6S7m5yQNdyQh\n", "ho2uIrl9+/Y+yx0dHYaEGSlU7dX05rZZzXw5P4WXH5vE8/dkkxblF25A/X2uIpWzR0LX6XYwGDQ6\n", "h4hCsVbLcEcQYtiFLZItLS34/X46OztpbGxE0zQCgYAcSd6Cqr0aVXODutlVzQ1qZ49E2CJZVlaG\n", "z+ejvr6eU6dO9XzAar3pXTJCCDHShO1J3nvvvSxatIhly5axaNEiFi1axMKFC0P3YYv+qdqrUTU3\n", "qJtd1dygdvZI6LpwI0N/hBCjVcTPuKmurmb8+PGYzcbe9qXyBBdCiOhlyDNufvGLX1BdXc327dup\n", "qanh3XffHXBAIYRQia4iOWXKFHJycoC+j2QQ/VO1V6NqblA3u6q5Qe3skdBVJHsnyrVYZNycEGJ0\n", "0VUkOzo62L17N/n5+UbnGRFUHT+mam5QN7uquUHt7JHQdcfNqlWrqK+vJy8vj08++UTuwBFCjBq6\n", "jiQdDgd5eXkA3HnnnaxatSr0Zx6Px5hkClO1V6NqblA3u6q5Qe3skbjtcTx79uwZjBxCCBGVbrtI\n", "yqn3jVTt1aiaG9TNrmpuUDt7JORBIEIIEYYUSQOo2qtRNTeom13V3KB29khIkRRCiDCkSBpA1V6N\n", "qrlB3eyq5ga1s0fitouk3W4fjBxCCBGVIi6SXq+3z/KyZcsGLcxIoWqvRtXcoG52VXOD2tkjoatI\n", "vvLKKxw4cACAhoYGeVqiEGLU0FUkMzMzQ7P/jB8/nubmZkNDqU7VXo2quUHd7KrmBrWzR0LXvdvX\n", "T7Brter6GKdPn+bMmTMEg0Hmz59PdnY2W7duDc0qlJ+fz8yZMyOMLIQQQ0fXkaTf7++z3N3drevL\n", "m5qaWLVqFatXr+bEiRNAz4WeFStWsGLFihFbIFXt1aiaG9TNrmpuUDt7JHQdEs6cOZO3336biRMn\n", "UlFRwYwZM3R9eVFR0Q3rAoEAGzduRNM08vLy5BENQoiopvsZN16vl9raWjIyMoiLi4toI3v27OGu\n", "u+7C5XL1Wb9jxw4efvjhfj8jz7gRQhjBkGfcQM9p8sSJEyMukPv376egoOCGAgkQExMT9rPXHs4X\n", "FxfLsizLsiwPynIkdB1Jbtq0iZUrV0b85R999BGpqalMnTo1tK66ujr0vJxt27bx2GOP9ftZlY8k\n", "i4uLlbzyp2puUDe7qrlB3eyRHknq6klePx1auNPkXleuXKGkpISpU6dSXl5Oe3s7zzzzDNXV1ZSW\n", "lgIwa9Ys3UGFGEqBoIbbFyDeZsFsMg13HDGMdB1Jbt26lcLCQtLS0gDYvHkzK1asMDSYykeSQm1N\n", "bh/vnKzn0IU2lhSk8Mg0F4mx+oa9iehnyJFkZ2cn//qv/xoqWuXl5YYXSSGGS1l9J2+fbADg/x65\n", "TEGqgzlZicOcSgwXXRdu4uLieOmll3jyySd58sknR+z4xsEy0AbxcFM1Nwxudq8/0Ge5y2/c7Puy\n", "z6OfriJ5/aHpl770JUPCCBEN7kh3MtnVM4pj3vgECsY6hjmRGE66x0kONelJiuHU4vbR2R0g0W4l\n", "0S79yJHEsHGSVVVVlJaW4vf7qaysHFA4IVQxxhFDdrJdCqTQVyQPHjxIbW0tly5dwmq1cujQIaNz\n", "KU3VXo2quUHd7KrmBrWzR0JXkaytrWXBggWh2YDi4+MNDSWEENFCV5G0WCxG5xhRVLwLAdTNDepm\n", "VzU3qJ09ErqKpMfjwefzAeDz+W64A0cIIUYqXUVy6dKlrF27lvLyct59912WLFlidC6lqdqrUTU3\n", "qJtd1dygdvZI6Lp0l5KSwnPPPWdwFCGEiD66x0mWlZVRUVHBlClTmDx5stG5ZJykEMIQhoyT3LNn\n", "Dx0dHTz00EO0trbywQcfDDSfEEIoRVeRbG1tZd68edhsNubNm0dTU5PRuZSmaq9G1dygbnZVc4Pa\n", "2SOhq0jebAbxtra2QQ0jhBDRRleRdLvdNDY2AtDY2EhvG/P99983LpnCVB0/pmpuUDe7qrlB7eyR\n", "0HV1u66ujtdee42srCxqamrIzc1lw4YNlJeX88QTTxidUQghho2uIllUVMTcuXNvWH/kyJFBDzQS\n", "qPrsD1Vzg7rZVc0NamePhK7T7f4KZO/6vXv3DmogIYSIJrqnSruZjo6Owcgxoqj621XV3KBudlVz\n", "g9rZI3HbRVIIIUYyKZIGUHX8mKq5Qd3squYGtbNHQoqkEEKEIUXSAKr2alTNDepmVzU3qJ09Erdd\n", "JE0m02DkEEKIqKSrSF65cuWmfxbJbBqjhaq9GlVzg7rZVc0NamePhK4i+Yc//IGrV6/2+2dOp3NQ\n", "AwkhRDTRNZ/kG2+8QUpKCu3t7dx9993k5ubq+vLTp09z5swZgsEg8+fPJzs7m7q6Ovbt24fFYuH+\n", "++8nIyOj38/KfJJCCCNEOp+krtsSV69ejc1mIxgMcuTIEfbv38+zzz57y881NTWxatUqALZv3052\n", "djalpaWsWbMGgM2bN7NixQrdYYUQYqjpOt3unRKtubmZS5cukZycrOvLi4qKbljncDhCr202m67v\n", "UY2qvRpVc4O62VXNDWpnj4SuI8n169fjcrlwuVw89thjERe3PXv2MG/ePACuPbu/2TyVQggRLXQV\n", "yfj4eL72ta8NaLjP/v37KSgowOVyARAIBEJ/dqvvu3aWkd7fWiosL1y4MKryRLLcK1ry6F3uXRct\n", "eUbLcq9oyRPJz4teui7cdHd3D+jU+KOPPiI1NZWpU6eG1m3atImVK1eiaRrbtm1j+fLl/X5WLtwI\n", "IYxgyIPAbDYbVVVVlJaW4vf7qaysvOVnrly5QklJCeXl5WzevJnXX38dgMLCQtatW8e6desoLCzU\n", "HVQlqvZqVM0N6mZXNTeonT0Suk63Dx48SDAYpK6ujnnz5nHo0CEmTpwY9jNpaWm8+OKLN6zPzMzk\n", "6aefHlhaIYQYYrqOJGtra1mwYAFmc8/b4+PjDQ2lOlXvaVU1N6ibXdXcoHb2SOgqkhaLxegcQggR\n", "lXQVSY/Hg8/nA8Dn8xEMBg0NpTpVezWq5gZ1s6uaG9TOHgldPcmlS5eydu1a6urqCAQCLFu2zOhc\n", "QggRFXQNARoOMgRICGEEQ4YAXW/nzp0D+ZgQQign7On2T3/6U6ZNm8bVq1f57LPPmDFjBidOnCAv\n", "L2+o8ilJ1ecR3yy3LxAkqGnEWqP3At5I2+cqUDl7JMIWyW984xvk5OTw5ptv8pOf/ASLxcLXvvY1\n", "3nrrraHKJ4bZhRYvvzlUw9UuP98pzGLmOJk/VIwuYU+3c3JygJ6JKHqHAVmt1j4z+Ygbqfrb9frc\n", "3YEgvz54idJLbZxpcPPfd1VQ1941TOnCGyn7XCUqZ4+Erp6k1+vts9zR0WFIGBFdAkGNFo8/tOzx\n", "BfEHo/I6nxCG0VUkZ82axfr16zl27Bjr1q1j1qxZRudSmqrjx67PHRdj4a/nZxFr6Zmt6YV7skmL\n", "j845QEfKPleJytkjoWuc5PTp08nLy6OmpoYVK1YQFxdndC4RJWZlJvDqqqn4NUh32rBZ5SnEYnS5\n", "7XGSe/fuZfHixYOVJ0TGSQohjDAk4ySvJf1JIcRIJudOBlC1V6NqblA3u6q5Qe3skZAiKYQQYUiR\n", "NICq48dUzQ3qZlc1N6idPRJSJIUQIozbLpIDeYLiSKdqr0bV3KBudlVzg9rZI3HbRTKSS+lCCKEa\n", "XeMk/X4/VusX487/9Kc/8cADDxgaTMZJCiGMYMg4ye3bt/dZlrGRQojRQleRlGfaREbVXo2quUHd\n", "7KrmBrWzRyLsvdstLS34/X46OztpbGxE0zQCgYAcSQohRo2wPcmSkhJ8Ph/Hjh0L9QetVit33nkn\n", "CQkJhgaTnqQQwgiR9iTDHknee++9AKSlpTF9+vTbSyaEEArS1ZMcaIEMBoMEAoEBfVZlqvZqVM0N\n", "6mZXNTeonT0SuuaT7OX3+/H7/djt9lu+d+fOnVRWVrJixQoyMzMB2Lp1a6ho5ufnM3PmzAFEFkKI\n", "oRO2J3nq1ClOnTqFz+dj5syZnD59mvj4eDIzM5k3b94tv7ysrIzk5ORQkdyzZw9LlizRFUx6kkII\n", "IwxqT/LTTz/lqaeeIhgM8rOf/Ywf/vCHAGzcuFFXkbxeIBBg48aNaJpGXl6eFEEhRNQLWyR777Ix\n", "m824XK7QerN5YHczLlu2LPR6x44dt3z/tc/17e1/qLB8ba8mGvLoXT558iTPP/981OSJZPnXv/41\n", "M2fOjJo8epd710VLntHy8xKJsKfbe/fuxWq10tHRQWdnJ2lpaaSlpVFZWcny5ctv+eXXn25f/93h\n", "Hvug8um2qg9tVzU3qJtd1dygbvZBPd1evHgxly9fJjY2lpSUFCorK+no6NBVIPtTXV0depb39Y+p\n", "HUlU/MEBdXODutlVzQ1qZ4/ELa9uZ2RkhF5PnDhR9xfv3buXyspK7HY7ubm5FBUVUV1dTWlpKYA8\n", "llYIoQTdQ4B8Ph8tLS24XC46OztvecdNf6fSRUVFkSdUkKqnIarmBnWzq5ob1M4eCV1XYCorK9my\n", "ZQu7d+8GesY7CiHEaKCrSB45coTVq1fjdDoxm804nU6jcylN1d+uquYGdbOrmhvUzh4JXUVSzx02\n", "QggxEukqkh6Pp8+y3+83JMxIoeo9rarmBnWzq5ob1M4eCV0XbmbNmsV//ud/0tbWxjvvvDOgu22E\n", "EEJFup5xA+B2u6mvryc7O5uYmBijcyk9mFwIEb0GdTD5tRwOB3l5eQMKJYQQqtL9ILCLFy9SVVXF\n", "G2+8wblz54zOpTS9vZr69i7ePlHPbw/VcL7Zc+sPGEzlHpOq2VXNDWpnj4SuItnd3U1WVhbHjx/n\n", "61//OseOHTM614gXCGq8cbye35TWsuHkFf5pZwUNnd3DHUsIcR1dRdJsNmM2m0NDgWJjYw0NpTo9\n", "48e6A0HONLhDy41uH+7u4Z3FXeVxb6pmVzU3qJ09ErqPJDs6OkJFUue1HhFGXIyFr34pLbT88JQU\n", "xjqMvyAmhIiMriKZmZnJ5s2bmT9/PqdOnaKystLoXErT26tZmJvMvz0+mV88Oom/mJuJMzaip2kM\n", "OpV7TKpmVzU3qJ09Err+Vy5YsIAFCxYAMHXqVCZNmmRoqNHCZjUzJS1+uGMIIcLQPU5yqMk4SSGE\n", "ESIdJzmg5zDs3LlzIB8TQgjl6CqSu3fv5q233uKll15i3bp1fPzxx0bnUpqqvRpVc4O62VXNDWpn\n", "j4SuItnR0cFXv/pV7rjjDp5++mkKCgqMziWEEFFBV5E0mUwABINB4IunKIr+qTp+TNXcoG52VXOD\n", "2tkjoatI9k6NZrFYaGtrw+fzGRpKCCGiha4i+ZWvfAWApUuXsm/fPqZPn25oKNWp2qtRNTeom13V\n", "3KB29kjoOm82m3tqaWxsLCtXrjQ0kBBCRJMBjZP88MMPDX/yoYyTFEIYwZD5JIuLi7l8+TIWiwWA\n", "Tz/9dNQ8HlYIMbrp6kk2NTXx5JNPsmrVKlatWsW3vvUto3MpTdVejaq5Qd3squYGtbNHYkB33Lhc\n", "rsHOIYQQUSlsT7KsrAyAQ4cOMX78eDIzMwE4cOAA3/72t2/55cFgEE3TQqfpkZCepBDCCIN673bv\n", "4XRhYWGoQOq1c+dO/v3f/536+vrQurq6OtauXcv69eu5fPlyRN8Xrby+AI2d3Xh8wzthrhDCGGGL\n", "5Ne//nWmT58eGhdZUVGBxWLhm9/85i2/eNmyZSxatKjPutLSUtasWcNTTz3FoUOHBp46SjS5fbxa\n", "WsNfbSznlT9fovHzxy+o2qtRNTeom13V3KB29kiELZJOpxOAPXv20NHRwUMPPURbWxsHDhwY0MYc\n", "Dkfotc1mG9B3RJMzDZ2892kT7V0Bdn3WTPkV960/JIRQiq4LN62trcybNw+bzcbdd99NU1PTgDZ2\n", "bftzKJ7dbbTru7m9fz9V72lVNTeom13V3KB29kjoKpI3K2htbW0RbSwQ+KJv1ztpRjjXHs4XFxdH\n", "3bLD28SDk8YQYzGxYEICCf7WqMony7Isy/0vR0LXHTdvvPEGS5cuxeVy0djYyAcffMDq1avZsmUL\n", "TzzxxE0/V1ZWRnJycuiiz6ZNm1i5ciWaprFt2zaWL19+08+qcnXb3R2goytAfKyFeFvPVfzi4mIl\n", "f8uqmhvUza5qblA3uyF33NTV1fHaa6+RlZVFTU0Nubm5bNiwgfLy8psWyb1791JZWYndbic3N5ei\n", "oiIKCwtZt24dmqaxePFi3SGjmcNmwWGLfIiTEEINuo4kjxw5wty5c3WvHwyqHEkaoa69i6tePymO\n", "GFLj1b/AJUQ0MeRI8maF0KgCOZpVt3j4wY4KGt0+Jo2N4388mEdGYuxwxxJi1BrQbYkivIE2iAFO\n", "13fS6O6Z1Phck4fzzR5dn/P4AvgDwQFvF9Qe96ZqdlVzg9rZIyHPYYgyyfa+/yQJseH7nUFN48il\n", "Nn5/5DIZCTb+8u5MspPsRkYUYlSR524bqNsf5EyDm4bObiYk25nkctzyM1e9Pj6oaKX04lUWF6Rw\n", "z4Qk7DE3L5TVLR6e33QGf7Dnn3HZlBS+f1/OoP0dhBhpDOlJioE5faWTf9x+DgBHjJn/tXwyuSlx\n", "XLrqpbM7QFq8jTGOvmNQk+wxPHFHKk/ckaprG76AFiqQAC1uP5qm6RqHKoS4NelJGqC3V3O2oTO0\n", "zu0LcqWzm88aOvnels/4my2f8fKH1TR9fr/3QGUmxvLN2eOAnlPzNXeNG3CBVLnHpGp2VXOD2tkj\n", "IUeSBpqSGo8J0IB4m4WsxFi2ljXS0d1z51HppXYuXe1i7G0M83HYLHxlZhpFE8cQazGRniBXwoUY\n", "TFIkDdB7F8L09HhefqyARreP8Umx+IIa9pgvDt7NJgZlIHpcjIUJybf/PSrePdFL1eyq5ga1s0dC\n", "iqSBYixmZoxzhpaP1bTT4vGz4o5ULrZ6+XL+GPJS4oYxoRDiVqQnaYCb9WoyEm2cru/g4IWr+AIa\n", "WYmxWM3Rc4FF5R6TqtlVzQ1qZ4+EHEkaIDa2/75gRkIsP16aT21bF0l2KxPHylGkENFOxkkOEn9Q\n", "41hNG9vLG5me7uTBSSmMdag/Z6YQI42Mkxwm55s9/Gh3JUENDlS3kRhrYdmU6H6qZM1VL++VN9Lu\n", "DbBiRir5Y2892F2I0UZ6koOkoyvANWO6udze//jHti4/ze5ugpqGLxCkrL6DPx69zIGqVjq7h+5h\n", "Yt2BIK+V1vL2yQZ2nW3mn3ZVcOKzqiHb/mBTtT+mam5QO3sk5EhykGQnxzIr08nx2g6cNgv35iTd\n", "8J7KJg8//6CKuzITsFpMnGlwc/f4RA5UX+U/P67jx0snUjjhxs8Zocsf5EKrN7Tc7PYTMMu8mEJc\n", "T4rkIEmNt/GP9+fS0NmNM9ZywyQTgaDGbw9dor6jm7gYM2uP9zxq98TlDv7y7kwqmz1cvOqlkKEp\n", "kk6bhW/OyeCl96sIarDmrnSm5qQPybaNoOqYPVVzg9rZIyFFchCNjY9hbHz/F2s0TSNAz8DvVq//\n", "i/X0nPraLCZmpDv7/awRTCYTC3KS+D9PTMEX1BifbCcuzEQaQoxW0pM0QH+9GqvFzHfmZWGzmJiY\n", "EkfS51OizctOZFZGAr98fDLjk2K51Oq97fu59YqxmMl3OZiaFk+8zaJ0j0nV7KrmBrWzR0KOJIfQ\n", "JJeDXz4+GV9AY1amE69fIzU+huS4GNq8fv7j6GW2lDWSFh/DTx7KJ1fuxhFi2MmRpAGu79V4fAGa\n", "Orvp8gfoDmhsPFXPzz+4QM3VLhyfn+JWt3rZUtYIwJVOH3vONg97bpWoml3V3KB29khIkTRYQ2c3\n", "vzpwib/aWM6hi218eL6FeJuVO9Ljeen9qtDjGa6/OzHBLv1BIaKBFEkDXNur+bS+kz1nmymckMSb\n", "n9Tzm0O1/PFYHY2dPmaMc+LxB9E0jepmL9+cPY4JyXYW5iZxzwCGAvkDQdq9foIDvIlK5R6TqtlV\n", "zQ1qZ49WuJT6AAAWtUlEQVSE9CQN1jvAfFyCjb3XnEKXN3Ty5JfSyEm24/EF2VzWQLc/wHN3Z+Hp\n", "DnDpahdjHDEkxur7J2ro6ObNT+o5WtPOY9PG8tDksTh1flYIcXNy7/Zt8vmDtHj82KwmkuNuHP5z\n", "pb2LVw7WENQ0Yi1m9p9vBeCZ2eN4YpqLxLgYgprG2o/r8PiCFJ9vJX9sHFPT4kmyW5idlUCa89YT\n", "6e4718zPP6gOLf/zI5OYlZkweH9RIUYIuXd7CHl8AXaeaeK1w7VkJNj47w/k3XBFOi0hln8omoDb\n", "13NavWRyClaziQKXg4TPj/TMJhPLp7k40+Dm0MWrpCfY+N3hWgDmZiXwj1/ODQ0Zuhmvr+/jZLtv\n", "8/GyQoge0pO8DRdbvfz6YA2+gIbTZuWzRjcfVDRzovJSn/dZTCYsJhgTF8O88UnMzkoMFchrNXR2\n", "MzcrkSOX2kPrjtS003bN4PObmZXpZOLnBbooL5n8AQwfUrnHpGp2VXOD2tkjIUeSt8H8+QO3EmIt\n", "FE5I5BcfXgBgaqqDH7i8OG1WPP4gvzlUw/Hadh6ZOpbVM9PxBYO0eQOMibNiNZvwBzXq2rr41YFL\n", "fPeeLDScofuqJ7vicOp4xENWkp2XHs6nsztAkt3abxEWQkRuyHuSW7duJRDome0mPz+fmTNn9vs+\n", "FXqS3f4g71e0UFzVSlDTOHypHUeMmW/Ny2TL6UY0NL4zL4uX3q/C/fnp8M8ezqe6xYvXHyQn2U5J\n", "dSu5Y+LIT4njjY8vc6LezdKCFO4YF0+M2cz09HgyE+XhXkIMlqjvSdrtdpYsWTLUmzWEzWpmcUEK\n", "E8faKb3YxuFL7Xw5fwxvfXKF+o6eWwv/d8lFHpyUwtZPG8kdY+dco4fXPu83fuvuDCYk2/ltaS0x\n", "ZhMvfjmHgtROMhJimZ2ZIE8+FCIKDHlPMhAIsHHjRt555x2OHTs21JsfdBaziYkpDu7OTuAHX85h\n", "/oQkuq65aNLlDzIt1YHNbOKrX0pj7fG60J+9deIKze6efqMvqPHHo3VMTnVgMdNnEoyhonKPSdXs\n", "quYGtbNHYsiPJJctWxZ6vWPHjqHe/IB1+QN0dgc41+Shxe1napqDcQk22rsCOGIs5KU4SI6LoaMr\n", "wH+Zn8kvPuq5ePOXd2dyoq6dXz4xmaAGX5+VzuvH6ugOaGQm2PD6v5hotygvidILbeyraGFCsp1/\n", "XDSBAlc8TZ3dVLd6iYuxkJ8Sh80q19uEGCrD2t2PiQn/DJji4uLQ/aG9v7WGY/l8s4dflVzA69dY\n", "NmUs/3H0MgUpcayYkUpFs4cJyXYqGjvZ+VkLU1Ljmeyy87NH8qm52sVnDZ2AiTc/qeeDylZSHTH8\n", "v4tyOFB1lenp8YyJs3K5rRunzUx2kp3XP+6ZZ/JCq5fSC1dJi7fxy+KLHLzYBsAPH8hl0cQxhv19\n", "r933w7W/B7Lcuy5a8oyW5V7RkieSnxe9hvzCTXV1NTk5OQBs27aNxx57rN/3RcuFG48vwIs7zvHp\n", "FTfQM1ntijtSiYsx81ppLRrw3flZvHKwJvSZHy/JA5OJ/3ukFn9A4xuzx/HS+18M9F49I43zLR6O\n", "1bRjs5hYOSOV5+ZmUnrhKj/acz70vu/MyyQ7KZY/VbTwQWXPIPTp6fH84pFJWC1yNCnEQER64WbI\n", "/6dVV1ezYcMGNmzYwJQpU4Z68xHzBzT8gSB/t3A8f7twPF+7Mx1XfAwf17bT+9vFfd1A7tgYM78t\n", "reV8s5eLV7to6vT1+fPkOAsWc++EuxqTU+Mxm0xkJMby3JxxjHPauC83mVavnx/tOY/damZ6WjwA\n", "d45zGlYgVe4xqZpd1dygdvZIDPnpdlFR0VBv8rYk2K389T3jefvEFcxmuDMjgXFOGzPGOUODvhs7\n", "u3lw0hg+qe3gubkZtHcF6PZ/UThLqlr53r3ZbP20kZxkO9PTndyfn0J1iwenzcqkz5+/ffFqF/vO\n", "tfCN2eP4oKKFt05cAeDD8638fVEOD3X5uXt84qD/HT2+noeYWSwy85AQ15MRx2EEghpnrnRyttHN\n", "5FQHFU1u9nzWxFdmphJjgr9dOJ7qFg+ZiXaOXrrK8/dk8/MPqrBbzTwzO4PfH6nFH9R4dJqLd8sa\n", "yEqMpa69m08ud7DmrnGkO219tudyxFDb1sWfq6/iu+bRi1/KcDInKwGHjkHlkTrX5ObfSi7S5df4\n", "m3v7H7OqAlXnNlQ1N6idPRJSJMP4rKGT45c7+I+jlwFYUpCCKz4GlyOGsQ4bLR4fk10O/nC0jrqO\n", "bmZmJNAd0OgOBHjjeB3/rSiHFo8Pd3eAC61dlDf0zB357JwM3N0BDl9q48ilNgrHJzE3O4ECl4Nf\n", "PFbA2QYPBa44LrR6MQF3ZhpTIDu6/by8/wIVn89p+aPdlby6aiqueNstPinE6CFF8nOe7gDnmtx0\n", "BzTyUuJwxlpo8fh5r7wx9J5955r58dKJNHT6QoXRajbxo8V5XGz1ckd6PEl2K1e9ftq8flq9Pjz+\n", "IOs/qeebszMIahqTXA6mpjkoq+/kp3+qAmDXZ838y6OTuDMjgTvSndzx+QPB7hhn7IPBgkFw+74Y\n", "guT1BwkEo3JSqFu69sq2SlTNDWpnj4QUSXqeZLi3opl/K+kZ2/jl/GSen59Ns9vHxJQ4Gj6/8DIh\n", "2c6n9Z2YzSbqPr+jxh/UOHqpjRXTXRy40MaqGakEghpj42Po6PJzb24ySXYrFrOJmePiQ9OetXj6\n", "Dha/et3yUEi0W/newvH8z92V+IMa3ytMl6NIIa4jRRLo7A6w+XRDaPn9ilaeuSuDmRlOHDYLBS4H\n", "gaDG3OwE/tv2c/zF3ExsFhPdgZ6jrlSnjYpmDzvPNHHxalfoe371xGQyE+1kJtpv2OaksXGkxFlp\n", "9vhJi48hd8wX79E0jYomD01uHxmJsUxIvvHzg2V2ZgK/XT2NoAbpThuW658joQhVj2hUzQ1qZ4+E\n", "FEnAHmPhS+OczMlKJCHWQkqclXibiTEOO+MSenqP3X4NjZ6+5ObTDfzTA7l8XNtBanwMx2raeWDS\n", "GKanx4eK5GRXHGnOmx+V5YyJ4+XHCmh2+xkbH9NnEoszDW7+/r2z+AIayXFWfvHIJCaMMebJiSaT\n", "iXFyj7gQNzWqRyRfaPFQVt9Bu9fPqhlpoTkYuwIap+o9nGvspOZqF3+z5Szbypt4+cMLNLv9PD0r\n", "DQATsOdsE5NTe3qMJnpuQ3zhnix++EBevzOVXysryc7MDOcNs/ycaXDj+/wotdXjp6atq7+PDzqV\n", "x72pml3V3KB29kiM2iPJ0/Ud/GBHBV5/kMLxiTw1K53flNbQ3tVzIePvFo7nD5818cCkMVz1+kmM\n", "tVDe0HPXzcLcJP55/wXSnTbyUhx8XNPGtDQnm8p7Ttm/f0/6bU1vNj75i89azSbGOqRPKMRwGbVF\n", "cteZZryfD/g+dLGNZVNSQgUSesYPLi4YQ3Ksle/fNx6Xw4bLYSXeZkUDUhxWKps9VDZ7yE22kzPG\n", "TrzNwrzxiczOceHuDlDV4kXTNHJT4oiPYAjPtLR4XlqWT1WLl2lpDvLHGnOqfT2Ve0yqZlc1N6id\n", "PRIjvkj6AkHONrppdPuYkGQPPYMmZ8wXR2sxFhPJ9hhSHFaa3X5MQHaSHV9A49ClNt4+2YDdauaf\n", "HsjlYquXnWeaWD4tlcMX2zCZYM1d45iYYmfe+ETiYyxYLSbeLWvg1UM980Y+O2ccq2emE6tz9p64\n", "GAtzshOZkz34d9cIISIz4nuSn17p5PvbzvKTfVX8/XtnOV3Xgdcf4P6JY/j23Zncl5vM/zMvi/cr\n", "mnnmrnF8c/Y4/qowi49r2okxm3j7ZM8ptNcfZMOJKywuGMPighT+/eAl3L4AWYk2MhJsxFotuOJt\n", "xNkslJ2r4o3j9aEM64/Xc3UY5oeMlMo9JlWzq5ob1M4eiRF/JFlW3xl69nV7V4CPa9upbvXy0OSx\n", "PDBpDCXVrfyutAZfUOO/LMimvr0btz/I7OwEGjp92K3m0Gl5qjOG5DgbD05KYUKyHa8vSP7YuBsu\n", "0Gj+LvJT4jh+uQOAvJQ47DEj/veRECPSiC+Sk1MdoddxMWasFjP/ceQy8yck0uULUpQ3hsIJSbR6\n", "/Jys6+CvC7M51+Tm0ytuJo218717s9lxpomUuBhW3pEKQLzNEvaZ1rPumIYr28v7FS0ENXggfwyJ\n", "CjyYS+Uek6rZVc0NamePRPT/z71N09Pi+fnD+ZQ3uLFbzbxxvJ7xSbFowG8P13Kg+irQc5fNX8zN\n", "YIwjhqROK2+dqCc7yc4T010sm5xCqzdAeUMneSlxxOiYqiw7yc4zszMM/tsJIYw24s8B7TEW7spK\n", "ZEFOEhdavSyamMzf3TeBQAAOX2oLve/IpXas5p7dkT/Wwb88WsC352Xy64M1/MuHF/ltaS1/OFqn\n", "6xnYqvZqVM0N6mZXNTeonT0SI/5IslfOmDj+68IJoWV3d4AvTxzD7rPNADwwaQwJsT3DdCxmE9PS\n", "4mnz+slOiuVcU88sOTnJdt1XqIUQI8OQP75Br6F4fENTZzefNXowm2Cyy8EYx413yFxo9bLt00Ys\n", "JnhkqovxBt5HLYQwXtQ/dzuajI23cc8tZr2ZkGznu/dkD1EiIUS0kXNHA6jaq1E1N6ibXdXcoHb2\n", "SEiRFEKIMEZ1T1IIMfpE/SNlhRBCJVIkDaBqr0bV3KBudlVzg9rZIyFFUgghwpCepBBiVJGepBBC\n", "DCIpkgZQtVejam5QN7uquUHt7JEY8jtu6urq2LdvHxaLhfvvv5+MDJkpRwgRvYa8J/nuu+/y+OOP\n", "A7B582ZWrFjR7/ukJymEMELU9yQdji8mwbXZ5CmAQojoNuRF8toD15iY8M+lVpWqvRpVc4O62VXN\n", "DWpnj8SQ9yQDgS8e22oymW76vuTkZI4dOzYUkQadw+FQMruquUHd7KrmBnWzJycnR/T+IS+SHk/P\n", "BLaapoVe92fOnDlDFUkIIW5qyC/c1NbWsn//fjRNY/HixaSlpQ3l5oUQIiJRe8eNEEJEAxlMLoQQ\n", "YUiRFEKIMKRIjmLBYLDPaAOVqJxdqCXqHgSm8m2LW7duDf3Hzc/PZ+bMmcOc6OZ27txJZWUlK1as\n", "IDMzE1Bn3/eXXZV9f/r0ac6cOUMwGGT+/PlkZ2crs9/7y67Cfj9w4AD19fUATJgwgTlz5kS2z7Uo\n", "s2XLltDrTZs2DWOSyO3evXu4I0Tk9OnTWk1NTWhZpX1/fXZV9v3+/ftDr9977z1N09TZ7/1lV2W/\n", "99q1a5emaZHt86g7klT5tsVAIMDGjRvRNI28vDzl7j2XfW+8oqKiG9apst/7y67Kfq+qquKdd95h\n", "5cqVQGT7POqKpKbwbYvLli0Lvd6xY8cwJhkY2fdDZ8+ePcybNw9Qb79fm12V/Z6bm8sLL7zAli1b\n", "mDhxYkT7POou3Oi9bTHaqfDDfj3Z90Nj//79FBQU4HK5ALX2+/XZrxXt+91ut5OQkABEts+jrkjq\n", "vW0xGlVXV4dee73eYUwyMLLvjffRRx+Rnp5Obm5uaJ0q+72/7Crs9+bm5tDr3iPISPZ51J1uFxYW\n", "sm7dutBtiyqprq6mtLQUgFmzZg1zmvD27t1LZWUldrud3NxcioqKlNn3/WVXYd9fuXKFkpISpk6d\n", "Snl5Oe3t7TzzzDNK7PebZVdhv5eUlNDV1QXA3LlzgcjqjNyWKIQQYUTd6bYQQkQTKZJCCBGGFEkh\n", "hAhDiqQQQoQhRVIIIcKQIimEEGFIkRRCiDCkSCqso6OD3/zmN5SVlQ35tn/84x+zefNmNm/eHBpM\n", "3KukpISWlpbb+v7q6mp++tOf3tZ3jER69+3Ro0d59dVXhyDRyBd1d9wI/ZxOJwsXLhyWbU+dOpUV\n", "K1b0+2c+nw+/339b35+Tk8O0adNu6ztGIr37ds6cOX1uGRQDJ0VSAUeOHOHDDz9k3LhxOBwOfD4f\n", "ycnJLFmyBIBDhw5x9uxZAMaOHRsqnMFgkHfeeQer1YqmaTidTpYuXRr63gMHDlBbW4vNZiMYDGKz\n", "2XjkkUcAOHPmDMePHycuLg6v18vcuXOZOHFi6LPnzp1j8+bN+P1+0tPTue+++wAoKyvj2LFj1NTU\n", "EB8fj9ls5pFHHsFqvfWPWllZGcePH8dut+Pz+XC73aE/a25uZvfu3cTFxREIBMjMzGT+/Pl0d3ez\n", "du1aOjs7eeqpp0hMTOTtt9+mpqaGZ599NuzTOG+1X2+2Teg5it+3bx8ej4f4+Hi6u7sxm82hqbjO\n", "nj3LyZMnsVqtBINBamtr+e53v3vLfeB2u9m4cSNOpxOLxcKZM2f4h3/4B137du/evTQ3N2O1WrFY\n", "LASDwVtuT+gweNNZCiO99NJLWkNDQ2j50KFD2unTp7XTp09re/bsCa1/6623bvodb775Zp/l119/\n", "XWtvb9c0TdMCgYB24cIFTdM0rbOzU3v99df7vHfDhg1ad3d3v9+7fft2rbW1NbT8/vvv98mqh9vt\n", "1tatWxda9vv92osvvhha/v3vf99n+yUlJdr58+c1TdO0YDDY57M7duzokyecm+3XW22z14svvqjV\n", "19f3WefxeLQNGzb0WVdSUqIrT2VlZWhiWE3TtKqqqj5/frN9e/r0ae3Pf/5zaLmhoUH72c9+pmub\n", "Ijw5klREVlZWn+mpZs2axa5du8jPzw89wgDAYrGEXnd1dbF7924CgQBms5mKioo+37l69WoOHjyI\n", "1+vF6/WGJiior6+nra2NzZs3h97r9XppaWnp98gsMzOTpqYmkpKSQuu0CKcEqKmpYfLkyX3+HjNm\n", "zAgt19XV8d5774WWg8EgVquV3NxcTCYTLpeLxsZGUlJSaG9v75MlnJvt1+nTp4fdZq/Zs2ffsE9q\n", "a2v7HHUDLFiwQFeevLw8AoEAu3btCk3nlZOT0+c9/e3bs2fP8tBDD4WWXS4X2dnZurYpwpMiqYia\n", "mhoaGxtD/6E/+eQTJk+eHPZhWNu3b+fBBx8kMTERgM7OztCf+f1+zp07x6JFi0Lr3njjDXJzc8nO\n", "ziY9Pb1Pz/HaU7eqqiqysrJC8wdWVFSETtMBrFZrxA/pysrK4vDhw6GZrf1+PydOnGDNmjUAFBQU\n", "8Oijj/aZs/Da3lxRURHbtm0jOzubu+++W/d2r9+vx48fZ8qUKbq2eTMZGRkcPXq0zyzdFy9eJDU1\n", "FbvdHvazn3zyCXfeeSeTJk0Celoi1dXVoUJ5s31bUFDA8ePHQ+2AhoYGLl68eMus4tZkFiBFrF+/\n", "HqvVGpogdOzYsSxYsIA//vGPADz33HM0Njbyu9/9jvvuu4+ioiJOnz5NWVkZMTEx+P1+zp49y113\n", "3cWyZcvwer288sorTJw4EZPJRFdXF7Nnzw7957x48SKHDx8O9bs6OjpYvnw5CQkJNDc3s2vXLmJi\n", "YggGg0yfPr3PUV97eztbt27F6XQCPReYHnjggVv+HU+dOsXx48dxOp243W7a2trIzc1l2bJldHZ2\n", "smfPHszmngEZnZ2dFBYW9jli27JlC62trTz77LO3tV97f3GE22ZlZSUnTpzg5MmTzJw5k9jYWB5+\n", "+OHQ95aVlXHq1ClsNht+v5+UlBRd+2Djxo2h7fV6/PHHQ+vC7ds9e/bQ0tKC3W7H6/Vy5coV5s+f\n", "H5oeTAyMFElFbNiwgSeffHK4Y4w4sl/Frcg4SQUcOXKE8vJytmzZQltb23DHGTFkvwo95EhSDIne\n", "ITP9/bg5nU5DZuQejm3eys6dO/t9zIHZbGbJkiXExcUNeSYRnhRJIYQIQ063hRAiDCmSQggRhhRJ\n", "IYQIQ4qkEEKE8f8Dm6GJyTGvLwQAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.770588\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0FPeZ5/93X9VqtYTud0BCCAQxNgYMGGOZ+IZswAZi\n", "EjvkNrO5TOxJdjInu+NfdmZ2vJmMZzbJJpnMiSfJZrKxx8YO9wDmHocgERA2BoNkQCAkhIQkhO6X\n", "7lZ31+8PQSOBaHVLqlZ/ped1js/pKnV3fSiLh6qnvvUtg6ZpGkIIIQZlHOsAQggRyaRICiFEAFIk\n", "hRAiACmSQggRgBRJIYQIQIqkEEIEoGuR7Onp4dVXX6Wurs6/rr6+njfffJO3336bq1ev6rl5IYQY\n", "MV2L5KFDh1i+fPmAdaWlpaxfv57nn3+eY8eO6bl5IYQYMd2KZEtLC3a7HZvNNmC93W73v7ZarXpt\n", "XgghRoVuRbK4uJilS5fesb7/DT4Wi0WvzQshxKgw6/XFDQ0N/O53v6OxsZGcnBwyMzMB8Hq9/vcY\n", "DIa7fn7fvn2YTCa94gkhJqj4+Hjmz58f9Pt1K5Jf/vKXASgvLyc+Pt6/vqenB+g7orz5ejAmk4l5\n", "8+bpFU8IMUGdOHEipPfreuGmubmZ4uJizpw541+3aNEiNmzYwIYNG1i0aJGemx8zxcXFYx1hWFTN\n", "DepmVzU3qJ09FLodSQIkJiby1a9+dcC6zMxMXnjhBT03K4QQo8YQqVOlHTx4UE63hRCj7sSJEzz2\n", "2GNBv1/uuBFCiACkSOpA1V6NqrlB3eyq5ga1s4dCiqQQQgQgPUkhxIQiPUkhhBhFUiR1oGqvRtXc\n", "oG52VXOD2tlDIUVSCCECkJ6kEGJCkZ6kEEKMIimSOlC1V6NqblA3u6q5Qe3soZAiKYQQAUhPUggx\n", "oUhPUgghRpEUSR2o2qtRNTeom13V3KB29lBIkRRCiACkJymEmFCkJymEEKNIiqQOVO3VqJob1M2u\n", "am5QO3sopEgKIUQA0pMUQkwo0pMUQohRJEVSB6r2alTNDepmVzU3qJ09FFIkhRAiAOlJCiEmFOlJ\n", "CiHEKJIiqQNVezWq5gZ1s6uaG9TOHgqznl9+5MgRGhoaAJgyZQrz589nx44deL1eAPLy8pgzZ46e\n", "EYQQYkR0LZJLlizxv963bx8ANpuNJ554Qs/NjrmlS5eOdYRhUTU3qJtd1dygdvZQ6FokAaqqqti8\n", "eTNr1qwBwOv1smXLFjRNIzc3d1xdnLnW6ab0Sjst3b08lBNPbmL0WEcSQoyQ7j3JnJwcXnrpJY4f\n", "Pw5AUVERa9eu5VOf+pT/VHy82Fp2jZ8U1/D6iXq+s+cCjZ3usY4UEpV7TKpmVzU3qJ09FGG5cGOz\n", "2YiNjb1jvcViCfi5/v8TiouLI3r51OkyztR3+pevd3uovtoYMfmCWT59+nRE5Qll+fTp0xGVZyIs\n", "q/z7Egpdx0k2NzeTmJgIwK5du1ixYgXV1dVMnToVgJ07d7Jy5cpBP6viOMn3Ljbz6nvVADw0dRJ/\n", "9fAUJtl072gIIUIQ6jhJXf8Gl5SU4HK5AFiwYAEA1dXVlJaWAjB37lw9Nx92S6bG85Nnoujp9TI1\n", "PloKpBDjgK5/i1etWnXHusLCQj03OaaizEZmpcZQXFxMkoJX/oqLi5W9YqlqdlVzg9rZQyGDyYUQ\n", "IgC5d1sIMaHIvdtCCDGKpEjqYLhDDcaaqrlB3eyq5ga1s4dCiqQQQgQgPUkhxIQiPUkhhBhFUiR1\n", "oGqvRtXcoG52VXOD2tlDIUVSCCECkJ6kEGJCkZ6kEEKMIimSOlC1V6NqblA3u6q5Qe3soZAiKYQQ\n", "AUhPUggxoUhPUgghRpEUSR2o2qtRNTeom13V3KB29lBIkRRCiACkJymEmFCkJymEEKNIiqQOVO3V\n", "qJob1M2uam5QO3sopEgKIUQA0pMUQkwo0pMUQohRJEVSB6r2alTNDepmVzU3qJ09FFIkhRAiAOlJ\n", "CiEmFOlJCiHEKNK1SB45coStW7eydetWPvjgAwDq6+t58803efvtt7l69aqemx8zqvZqVM0N6mZX\n", "NTeonT0UZj2/fMmSJf7X+/btA6C0tJT169cDsG3bNlavXq1nBCGEGBHdT7erqqr44Q9/yPTp0wGw\n", "2+3+n1mtVr03PyaWLl061hGGRdXcoG52VXOD2tlDoXuRzMnJ4aWXXuL48eMA9L9OZLFY9N68EEKM\n", "SFgu3NhsNmJjYwHwer3+9QaDIeDn+vc8iouLlVm++TpS8gS7/Nprr0VUnlCWX3vttYjKE+zy7b8z\n", "Y50nlGWVf19CoesQoObmZhITEwHYtWsXK1asYOvWraxZswZN09i5cyerVq0a9LMqDwEqLi5W8lRE\n", "1dygbnZVc4O62UMdAqRrkdyxYwculwuABQsWkJOTQ11dHYcOHULTNB5//HFSU1MH/azKRVIIEblC\n", "LZK6Xt0e7CgxMzOTF154Qc/NCiHEqJHB5DoYbu9jrKmaG9TNrmpuUDt7KKRICiFEAHLvthBiQgnL\n", "vdudnZ3D+ZgQQignYJEsLy8f9L+33norXPmUpGqvRtXcoG52VXOD2tlDEbBIHjlyBKPRyKVLlzh2\n", "7Bhut5ujR4/6xz4KIcR4F7An2dnZicPh4O233+b555/3r3/nnXf4zGc+o2sw6UkKIfQwqj1Jh8MB\n", "3DkRxXidmEIIIW4X1IWb7u5ufD4f0HfvdUdHh66hVKdqr0bV3KBudlVzg9rZQxHUHTdPPfUU//mf\n", "/4nVasXlcrFixQq9cwkhRESQcZJCiAklLOMk6+vrh/MxIYRQTlBFsqysbMDykSNHdAkzXqjaq1E1\n", "N6ibXdXcoHb2UARVJCsqKgYsm826Th4khBARY1in2zevdIvBqTgRKaibG9TNrmpuUDt7KAIeEu7c\n", "uZOenh7Onj1Lb2+vf31aWpruwYQQIhIEPJJcuXIl69atY+7cuaxbt87/X2FhYbjyKUnVXo2quUHd\n", "7KrmBrWzhyKo0+2nnnpK7xxCCBGRZJykEGJC0WWc5LvvvktNTQ1VVVW89dZbXLhwYdgBhRBCJUEV\n", "SbfbTVZWFidPnuSzn/0sJ06c0DuX0lTt1aiaG9TNrmpuUDt7KIIqkkajEaPRiM1mAyAqKkrXUEII\n", "ESmCPpLs7Oz0F8kIbWNGDFXHj6maG9TNrmpuUDt7KIIqkpmZmWzbto3Fixdz5swZKisr9c4lhBAR\n", "IagiuWTJEj73uc9hs9koKCjgxRdf1DuX0lTt1aiaG9TNrmpuUDt7KEK+LdFsNvtPuwFOnjw5qoGE\n", "ECKSDOve7f6qqqpGIcb4omqvRtXcoG52VXOD2tlDoet0PmVlZZw7dw6fz8fixYvJzs5mx44deL1e\n", "APLy8pgzZ46eEYQQYkRGfCQZyPXr11m7di3PPfccH330EQA2m43Vq1ezevXqcVsgVe3VqJob1M2u\n", "am5QO3sodD2SHGwiDK/Xy5YtW9A0jdzcXLn1UAgR0cIye+7+/ftZuHAhAEVFRf71u3fvDsfmw07V\n", "Xo2quUHd7KrmBrWzh0LX022AQ4cOkZ+fT3Jy8h0/s1gsAT/b/3C+uLhYlmVZlmV5VJZDMeJZgKqq\n", "qsjJyRn0Z4cPHyYlJYWCggL/uurqaqZOnQr0Teq7cuXKQT+r8ixAxcXFSv4rq2puUDe7qrlB3eyh\n", "zgIU1Ol2SUkJSUlJFBQUcOHCBRwOB+np6QB3LZCNjY2UlJRQUFDA2bNn6ejo4POf/zzV1dWUlpYC\n", "MHfu3KCDCiHEWAjqSHLDhg08+eSTJCUl4fP52Lx5M+vWrdM1mMpHkkKIyKXLfJIxMTEkJSX1fcBo\n", "xGQyDS+dEEIoZlgXboxG3a/3KG24DeKxpmpuUDe7qrlB7eyhCKraGQwGmpubAWhubvbfMSOEEONd\n", "UD1Jr9fL/v37/XNKFhUVYTbrO8RSepJCCD3ocnXbZDINGAQuJpamLjden0ZyjBWT0TDWcYQIq6BO\n", "tysqKvTOMa6o2qsZLPfHjV28uPUcf77pYw5dasHji8xZ6cfTPleFytlDEVSRPHXq1IDlS5cu6RJG\n", "RBZnr5d/O1JDq9NDr1fjf/+hmoYO11jHEiKsgn7GTX+3F00xkIp3IcCduQ0GiDLd+hUxGQ0YDZF5\n", "uj1e9rlKVM4eiqAf37B37169s4gIE2U28ZdLsslPjibNYeUfHs8lPdY61rGECKugiuQbb7xBe3s7\n", "GzduZOPGjZw+fVrvXEpTtVczWO5pSXb+5anp/HT1DB6YPAlDhB5Jjqd9rgqVs4ciqKvbTz31FAsW\n", "LPAvv/vuu7oFEpHHERWWGfWEiEgjngVILzJOUgihB13u3RZCiIkqqCLZ3t7Opk2b+M1vfoPH42Hr\n", "1q1651Kaqr0aVXODutlVzQ1qZw9FUEVyz549PPvss0yaNEn32xGFECKSBFUkbTbbgEctyFRpgak6\n", "fkzV3KBudlVzg9rZQzGsweQ+n0+XMEIIEWmCKpKpqakUFxfj8Xg4evQoU6ZM0TuX0lTt1aiaG9TN\n", "rmpuUDt7KIIqkoWFhSQmJmKz2UhPT5ehOUKICUPGSQohJhRd5pNsampi9+7dREdH43a7KSoqIjEx\n", "cdghhRBCFUEPAVq/fj3PPfccn/nMZ9i3b5/euZSmaq9G1dygbnZVc4Pa2UMRVJG02+3+h3+ZTCZs\n", "NpuuoYQQIlIEVSSdTueA5e7ubgBKS0tHP9E4oOr4MVVzg7rZVc0NamcPRVBF0ufz8atf/YoTJ07w\n", "61//GpvNRnl5OSdPntQ7nxBCjKmgimR3dzcPPvggNpuNRYsWUVBQQIReFI8IqvZqVM0N6mZXNTeo\n", "nT0UQV3d/uxnP4vD4bhj/ZQpU7hy5QrZ2dmjHkwIISLBiMdJbtu2jdWrVw/6s7KyMs6dO4fP52Px\n", "4sVkZ2dTX1/PwYMHMZlMPPLII2RkZAz6WRknKYTQgy7jJIfr+vXrrF27FuibzTw7O5vS0lLWr18P\n", "BC6wQggRCXSddLewsPCOdXa73f/aah2fD5VStVejam5QN7uquUHt7KEIy8zk+/fvZ+HChQADLvj0\n", "n35NCCEike5F8tChQ+Tn55OcnAyA1+v1/2yoJ+/1/5equLhYmeWlS5dGVJ5gl/uLhDyhLN/+Zxjr\n", "PMEu3xxrGCl5QlnuLxLyhPr7EixdL9wcPnyYlJQUCgoK/Ou2bt3KmjVr0DSNnTt3smrVqkE/Kxdu\n", "hBB6CPuDwO42/KexsZGSkhLOnj3Ltm3beOONNwBYtGgRGzZsYMOGDSxatGikm49Iw/0Xa6ypmhvU\n", "za5qblA7eyiCurp9+PBhHn744UF/1v953P2lpqby8ssv37E+MzOTF154IYSIQggxdoI6kvz973/P\n", "5s2baWxs1DvPuKDqPa2q5gZ1s6uaG9TOHoqgiuSaNWt45plnKC8v57e//S3l5eV65xJCiIgQVJG8\n", "9957sVgsLFu2jOXLl7N9+3a9cylN1V6NqrlB3eyq5ga1s4ciqJ5kcXExOTk5HDlyBIfDwTe/+U29\n", "cwkhREQIagjQK6+8wic/+UkeeuihsD1zW4YACSH0oMu922vWrOHee+8ddighhFBV0D1JETxVezWq\n", "5gZ1s6uaG9TOHoqgimR7ezubNm3iN7/5DR6Ph61bt+qdSwghIkLQT0t89tlnmTRpEmazrrOrjQuq\n", "jh9TNTeom13V3KB29lAEVSRtNtuAGXvCdfFGCCHGWlBF0u12D1j2+Xy6hBkvVO3VqJob1M2uam5Q\n", "O3sogiqSqampFBcX4/F4OHr0KFOmTNE7lxBCRISgp0orLy+nsrKSe+65h5ycHJ1jyThJIYQ+dHvG\n", "zezZs5k9ezYA1dXVTJ06NfR0QgihmIBFcvPmzf7Zw2/2ITVNo6Kigu985zv6p1NU/xmnVaJqblA3\n", "u6q5Qe3soQhYJB0OB8uXL6ekpASLxcLcuXM5ceIE8fHx4conhBBjKuCFm+XLlwNw9epVFi5ciNVq\n", "ZfHixXR2doYlnKpU/ddV1dygbnZVc4Pa2UMR1NXt2x/YJUOAhBATRVBF0ufz0dTUBEBTUxO9vb26\n", "hlKdquPHVM0N6mZXNTeonT0UQc8CtGfPHjo7O4mJieG5557TO5cQQkSEET9S9sqVK3d9YuJIyDhJ\n", "IYQewv5I2ffff3+kXyGEEBFrxEVS3EnVXo2quUHd7KrmBrWzh0KKpBBCBCBFUgeqjh9TNTeom13V\n", "3KB29lBIkRRCiAB0LZI+nw+v16vnJiKSqr0aVXODutlVzQ1qZw/FiJ/FcLfhP3v27KGyspLVq1eT\n", "mZkJwI4dO/xFMy8vjzlz5ox080IIoasRj5MMpLy8nPj4eH+R3L9/P0888URQn5VxkkIIPeg2n+Ro\n", "8Hq9bNmyBU3TyM3NlSIohIh4AYvkH/7wBxYsWMAvf/nLOybZ7e3tJT8/P6RCV1RU5H+9e/fuId/f\n", "f766m/0PFZb792oiIU+wy6dPn+brX/96xOQJZfm1115jzpw5EZMn2OWb6yIlz0T5fQlFwNPtm0Xy\n", "wIEDrF69+o6fb9q0KeB93Lefbvd34MABHn/88bt+VuXTbVUnI1U1N6ibXdXcoG72Ub0tcdmyZTgc\n", "jrv+PNRncFdXV/tfO53OkD6rEhV/cUDd3KBudlVzg9rZQxFUlUtISBh0faAZyg8cOEBlZSU2m42c\n", "nBwKCwuprq6mtLQUgLlz5w4jrhBChJeuV7dHQk63w0/V3KBudlVzg7rZwz4LkBBCjGcBjyTb29uJ\n", "i4ujvb2dAwcOAGCz2XjyySdD7keGSuUjSSFE5BrVI8n33nsPgJ07d7Jy5UrWrl3LkiVL2Lp168hS\n", "iojX7vRwqbmHxk73WEcRYkwFLJI3DzLtdjtWqxXou1hjsVj0T6YwVe9pvZm7pbuXnx6p4WtbzvLN\n", "7eeobO4Z42RDU32fq0jl7KEIqid5+yQVLpdLlzAiMlS3OjlU2QpAc4+HQ5UtY5xIiLETsEi63W42\n", "btw44Mjx4sWLpKWl6R5MZSpe8YNbuaPNRvo/RDjJHvlnDqrvcxWpnD0UAa++fPrTn75jXW5uLnl5\n", "eboFEmMvNzGa7zyaw+bTjXwiLYbFUyaNdSQhxkzIQ4CMRhk1NBRVezU3c1vNRh6ZlsAPVubz1UVZ\n", "pDqsY5xsaKrvcxWpnD0UQY3jcblc7Nq1y7+8YsUKoqKidAslIoPVJP8gChHUHTebNm2iqKgIh8NB\n", "Z2cnu3fvZt26dboGk3GSQgg96HLHjcVi8U904XA4ZAiQEGLCGNYQIJ/Pp0uY8ULVXo2quUHd7Krm\n", "BrWzhyKoIulwODh//jwA58+fDzh9mhCq8/o0Pm7s4lBlCxeausc6jhhjQc8CdOTIEWpra8nOzubB\n", "Bx/UO5f0JMWYKW/o5K93VuDTwGY28n9W5TM9yT7WscQo0e0ZN0uWLBlWICFUc7nVie/GoYPT46O+\n", "wy1FcgILeYxHdXW19CSHoGqvRtXcMLrZsyfZMN645chqMpCm4zhR2eeRL6gjyR/84AesW7eOsrIy\n", "4uPj+fDDDwd95o0YuXZnL4cqWzl+pZ1H8xJZPCUOm8U01rEmlJkpdn64Mp+GDjfZk2xMT4oe60hi\n", "DAV1JDlz5kz/0xLltHtoI7mntayhm58eucLRy+3803tVVITxwoHK9+KOZnaLycgn0hw8Oj2RGSl2\n", "DAbD0B8aJtnnkS+kIUAmkxzR6K2lp3fAcofLe5d3CiHCIagi2dnZyb59+2RiiyCNpFczOy2GRHtf\n", "F2RaYjS5ieE71VO5x6RqdlVzg9rZQxFUT3Lt2rU0NDSQm5vLqVOn5MKNjnISovnRyhm0OT0k2S2k\n", "KDC5hBDj2bCeluh2u/0zletFxkkKIfQQlqcl7tmzZzgfE0II5QyrSMrpdmCq9mpUzQ3qZlc1N6id\n", "PRQBe5KvvPIKX/nKV9iwYQNTpkzxrz979qyMkxRCTAhB9SS3bds2oCjevnw3Pp8PTdOGNXRIepJC\n", "CD3ocu/24sWLByzHx8cP+Zk9e/ZQWVnJ6tWryczMBKC+vp6DBw9iMpl45JFHyMjICDqoEEKMhaB6\n", "kunp6QOWly1bNuRnioqK7nhfaWkp69ev5/nnn+fYsWNBh1SNqr0aVXODutlVzQ1qZw9FWB9iYrff\n", "mklF7yFEY6XX6yM2PnGsYwghRknQU6WNhv7tz/H4CIjqlh5+cayWdpeJryV3ck+6WpMTq3wvrqrZ\n", "Vc0NamcPRViPJPs/BiKYSQP6H84XFxdH9PKpM2X8W0kNx690cO5aN3+79yKnKi5HTD5ZlmVZHl57\n", "YFh33ASrvLyc+Ph4/4WbrVu3smbNGjRNY+fOnaxatequn1Xt6na328tf7ThPVYsTAAPwH+tmkTXJ\n", "NrbBQlBcXKzs0YGq2VXNDepm121m8lAdOHCAyspKbDYbOTk5FBYWsmjRIjZs2ICmaTz++ON6bXpM\n", "2K0mvr44i7/fV4nbq/GNhyaTGjM++65CTCS6HkmOhGpHktDXc73a7sKjQbrDitUc1m6GECIIEXMk\n", "OREZDAYyFTq9FkIMTQ51dDDcBvFYUzU3qJtd1dygdvZQyJFkhNC0vmc9H6luY2qCjQey44iPHn/D\n", "pIRQjfQkI8Sl5h6+uf0cLm/f/45vF07hyRlJY5xKiPEnLPNJitHX7vT4CyTAhaaeMUwjhLhJiqQO\n", "htOryYiLYkZy3/NsLEYDS3OHnkRktKncY1I1u6q5Qe3soZCeZIRIdVj5u8dyaerqJcpsJC1WxlgK\n", "EQmkJxlBOl0etpVdY8uZa8xMsfONhyaTGRc11rGEGFekJ6mwi809vH6ink63lw9qOzh2uW2sIwkx\n", "4UmR1MGwezW3HdP7wnyMr3KPSdXsquYGtbOHQopkhHB6vNgtRtbNScVmNnJfRgyLp8SNdSwhJjzp\n", "SUaI/eev8/0/XqYgxc7KWcnMy4ol+S4TZLg8XrrcPhxWk9wfLkSI5N7tEfD6NHyahsV098LT6/VR\n", "1tDFmfpOClJjuCc9Bps59Aed9dft9rLpTCNGA9yfFUtDp5tLzT3EWE1EWwZ+d1Onmzc+rOdPl9t4\n", "LC+BT9+XRoLcmSOEbuQw5IbLLT1892Alf/PuBcoaOu/6voqmbv7m3Qu8fqKe7+y5yMeN3Xe8J9Re\n", "TZTZyKzUGFbOSubo5TbeOFHP/9hbSUlV6x3vLb/Wxe5z12nt8bD5zDXOX7tz+8Olco9J1eyq5ga1\n", "s4dCiiTg9vp47VgtR6rbOdPQxd/uraSh0zXoe6939w64vtLU5R7x9k1GAy/cl8Z9GQ4uNTv96w9U\n", "NHN7N8TnG/hZr6ZxrrGLfy2+zMaPGmjsHHkeIcQtcroN9Ho1rnf1+pe73F56vYO3aidPshFvM9Pq\n", "9GC3GMlNiL7jPaHO1tzS00u0xUhajIWUGAvXbmRZNGXSHY+5mJUaw6LJcRy/0s6yaQlkxFr5650X\n", "6HL3PRqj0+Xlzx7IDGn7w80dSVTNrmpuUDt7KKRIAjFWE19blMXf76+k16vx9QezSLnLRZOcxGh+\n", "sDKfxk43SXYLuYnRtDt7OVbTzvlr3TyUE8+cdAcm463i1tjpptPlISHaQoL9Vv9Q0zSOX2nnx4dr\n", "sFuNfG1RFp+6J4UOl5dUh5UF2bF3bD8t1sp/XzaVLreX2CgztW0uf4EEOH+tC03TgnqGkBBiaHK6\n", "fcO8rFh+vraAX6wt4KmZSUQFuGo8Jd7Gguw4chP7jiJP1nXy/UOX2V7exP+3+wInKq/633u5tYf/\n", "tquCv9h6jn96r4rGfqfx9R1uXjlwiabuXi63unjjRD2n67vYcKqBHxXX0On23bFtgNgoM+mxUcRY\n", "TaQ5rDwyre8+b5MB1s5JHXaBVLnHpGp2VXOD2tlDIUeSNxgMBrLvMqv41XYXhy610NPr49G8BKbe\n", "dopd1+HGaOgb/O3VoLNXo6HDxceNXTR1e7ja0dcnPHW1k8pmJ6mOvlsNNU3D12/EuMenYbjxPdEW\n", "I1GmoYvdpGgzLz6YzbOzU4i2GMkZ5PRfCDF8UiSH4PJ4+dXxWv54qe8WwcOXWvnBinwSb5w2X7ze\n", "jdkIX16YSXWzkxiriVnZyfzH+3UcqmzlS/MzBnyf3dJ3hNrW04vBYOCVJ6bxj7+v8p9uv3exhfsz\n", "HXxhXkbQj4JIiLaMyjAglXtMqmZXNTeonT0UUiSH4PJonO83t+OVNheNnW6utDmpaOrGbjFx+mon\n", "rU4Pn5yWwLvnrtPV6yU9NgqfBpdbXayalUxFUzdPz0wi2W7ho6sdvPanK1xqcbI8P5G/WJxJkt1K\n", "QWoM92XG4vVpA3qaeqptc7KvohmXx8dTM5PuOEoWIly8Po1erw+bZWTjjkeb9CSH4Igy8Zn70vzL\n", "y/MTuXi9h7/dW8nPj9Xxo+IaHsqJ57HpCfzsaC1VLU72nm/GajQQG2Xi/dp25mY4+PvHcnhgShz/\n", "frSWw5daudjsxKfB7vPNtPZ4+bt9lf7hO+EqkM5eLz87WsuGkw1sOXONV/ZX0trTO/QHI5Cq/TFV\n", "c8PoZq9rc/L9Q9V8a2cFR6pb8YZ74oIA5EhyCEaDgcfyEpiWGE1Ldy8HL7TQ3NOL03ProsrHjV3c\n", "n+nwL1tNBmKsJl5dnse17l5+UlKDyWDgL5dkU97YRVb8wNNoq6mvoJrDVBxvcnp8VDXfOkqu63Dj\n", "7PWBHEyKMNt59jq/v9gCwP86cImfrZ7JtCT7GKfqI0VyCC6Pj5q2vivSabFWjl5uY0qCzT+e0WSA\n", "nIRoUmKs/MPjubT09E2a6/b6uN7Ty4d17bT2eIC+oUDzs+K4Jy2GK61xVFzvZtWsZDQ0Xnwwmzhb\n", "eP93xEaZ+dz96fyouAaAF+amk2BX81dC1f6YqrlhdLM3d986g/Fp4L7LOOWxoObfiDDx+jT+cLGF\n", "Hx6+DMD6+9P5P6vyOVDRwjcfmky7y4PNbCTGYuSj+i72nLvOA9mxzEqL4fXSejTgxQez+VNVG9e6\n", "PdS2OYm1mXjlwCUeyI7jzxdk8kFNG+/duCj0v56YxuKpk+7I0dLdS02bk2iLiZwEW8B7y0NhMhp4\n", "dHoC05Ki8fo0psTbiBrhfehCDMen5qTyQW0HbU4P6+akkj0pciablp5kAB0uD6+fuDXmccPJerpc\n", "XuZm2Ok3mbrRAAATrklEQVR0efi/pXV892AVNW0ufnW8jtp2F14NfnGsjuYeDy09Hn72pys8XZBM\n", "SoyFx/KT2He+GYDjV9r596O1JPQbtH6l3XlHhnanh9eOXuHbuy7wje3nOF7TPmjWLreXP1W38pv3\n", "6/joakfQPZ12p5dJNjMzU2I4efxoKLsnoqja21M1N4xu9vxkO//27Az+76dm8dn703FERc7xW+Qk\n", "iUBRZiNTE2z+2wTTHFY+qO3A5fVhNRnIS4rm/SsdeAcf8w2AAZiWFM2zs1OIt5n5RFoMH9R2AHBP\n", "egydrr67ZaJMBj6Rdquveb3LjVeDLreHP1T2TXTh02DT6UYWTo7DfNvRZHlDF/9z/yUA3j7VwI+f\n", "mcHMlJiAf74z9Z38z/2VOHt9fPuRKThs0owUYyctNnKOHvsLe5HcsWMHXm9fYcjLy2POnDnhjhCU\n", "DqeHhk43az6RQmqMFafHx8wUO7+/0MLymUn8a0kNf74gg4WT47BbTDycM4nDVW1UXu/hrx+ezI8O\n", "1+BD47Nz0zlT38XJug5yk2x8Y0k2lS1O2p0eku0Wzjd184V56VhMRuKi+k51P27s4l+La1g4OY77\n", "Mh08kB3L8St9hbUgJeaOAglQ237rTh6vBi03+qB30+328m9HrtBxo0j/yx+q+Y9194zW7gs7VXt7\n", "quYGtbOHIuxF0maz8cQTT4R7s3focHooa+jiWpebT6TFDLiSdr3Lzbbya1S3OPmgtoPvLc/jDxdb\n", "+LC2g8fyE+h0eXhwchxZk6K43OLE7dUwGuAHT+fR49E4f62bbzyUjdvj41pXLwl2M19elMWHV9rp\n", "Tvbxvd9XAZBoN/PUzGTe/LAekwGWTJ1EdUsPr39Qx/KZSfy/9+v43cdN/PdHpjAzxY4jyszSnMEf\n", "NTsr1Y7NbMTp8ZESYyF7iAeIGQ1gM9+6mm41GQnzxXUhlBD2Iun1etmyZQuappGbmztms48fvdzG\n", "9//Yd0EmNsrET5+dQU2riwMXmpmeZGdWip3z13ro9WqUN3RR3epE0+Dfj9byZwsymZcdy3cPVgGQ\n", "EmNhWV4C9Z29/Li4Bs+NfuC3lk7ml6V1aMCfzc+gvLGL6/2O8Jq7PcRYjCRGm/mLxVl4fT7e+aiR\n", "+zNjeevDerp7+87jf1xcw2trZpJov/tjZmemxPCTZ2bQ3N1LeqyVrCHu1rFZTHzjocn86PBlOt0+\n", "/utD2Vz++BTpCxeOYK+OneLiYiWPbFTNDWpnD0XYi2RRUZH/9e7du8O9eb+TV29NrNvh8lLf4eYf\n", "9lfi1eBQZStfX5zFc/ck09jp4np3L7FRJo5ebmdWqp2Fk2M529jN4slxtLu91La5sJmNGMBfIBdk\n", "x2I2GfizBRlUNvdgMMDTBUlomoH9FX0Xb2KjTMxIsfOPRXnkJUZTUt3GHytbWfF0HuayJn8+s9EQ\n", "1KQVuYnR/kk3gpGXZOdfnp6O1wdxNjPFl2QuSiFuN6YXbiyWwPcb9/+X6uaVtNFafiDDxoGKvgcU\n", "ZsVF0dPrpf/QrCttLtIdVv7mkan0eHy4PD5WzEwiwW7h7/dWkpsUzSfSYzhV18mn7kkhPykal1cj\n", "2W7BEWViaryN7x/qO1L91tLJbD7TyOVWF3PSYvjOJ3O43u3GbjHR7fZyb0YsxcXF2DLyAHj9g3r+\n", "69LJvHb0CmDgvxVO4ezJ9/F6vbrtj9uvVOr1/Xot31wXKXkmyvJNkZInlN+XYIX9QWDV1dVMnToV\n", "gJ07d7Jy5cpB36f3g8AaO10UV7XR7e4rjtMTo9l0ppGyhi6iLUZeXjaVkkstzEqL5efHakm0m/nW\n", "0insPX+dAxda+MrCTH5ZWuf/vpeXTcVuMZIZZ6Pd5eEfD16i+cap9RfnpfObE/X+9z4+PZGGDhfZ\n", "8TaezE/kE+l9V7V9Wl8/83Krk+xJUaTHRmEyGJgULYMQhBgtoT4ILOzjJKurq9m4cSMbN25k5syZ\n", "4d68n8lg4O1TDbx+op43P6yn4no3s1LtfGFeOp++N42fltSweGoC/1pSg9Pjo67dzW8/aiAnwYYB\n", "BtyWCH1XlzeebiQ+2kzvtWoKUm8Nv4mzmbH1m58ya1IU05KieXR6PPnJty4YGQ0GClJjeHJGErPT\n", "HCTaLWEtkCqP2Tt69CidLg89vd6h3xxBVN7nKmcPRdgPUQoLC8O9Sa60OWlzekiNsZLi6Lv4kRRj\n", "5e8ey+UHh6oxGgwszYnnx8WX/TP+pDmsxEaZMBjg5rG20WCgIMXO/OxY4qJM/lsTb94dcKa+i65e\n", "L11tLXxt0XTuy3DQ69WYnx1LfvJ0SmvaSHVEkWQ3MyU+IWLHhanIm5TLX+2owGE18s2lU5gWQm9W\n", "iEDG/XO3LzR18ze7L9Dh8pKfHM3fPppLRr/hMdc6XTT3ePBpGlaTkTdOXMXt1fjc/en4fBpnGrvZ\n", "crqRBLuZL87LYNfH13h0eiLRViMt3R7ioy14fBp1bS4autx8ZWEWMdbBb+0rq+/k7/ZdpNPt4wvz\n", "0vnUPalE3+W9Inj1HS6+uvms/+j+nrQYXi3KIyrCptwSkUGeu32bE7Ud/gHTFU09HL3cxn0ZDqYl\n", "2XF5fOw938zrN/qFX12YyXc+mYPJaMRkNFDb5uRoVQuF0+LpufEohbVz0kiNsdDm9BBrNfPdg1W0\n", "Oj3ERpn4p+V5dy2QvV4fvyyt8z+S4fUT9TyUEx/S1WgxOK+v74mXN3X3+oig+RGE4sb9vdtpsbfG\n", "FhoNfUN0vn+omg6Xhzanh3dONfh/vuFUA+0ur38+x6xJNr69LIcHsuNYNTuZezMczM+OY3JCNJMT\n", "orne7WH1PSk8Mi2eDpfXf9fLYL0ao8FAquPW1Xyb2Yg1iMczhJOqPaZUh4WXFqZhNPTN/P7Sg1nY\n", "FTlCV3Wfg9rZQzHujyTvy3Dwlw9mc6KugznpDvaev06b00OvVyPabGRaYjQfX+sG+q5wR9/2ALDs\n", "SbY7nn3j8nh551QDm043AlA0I5FZqXaS7Hcf0mQyGvjC/AyMBgPXOt18aUHGkAO+RXAsJiPp7nr+\n", "Y91szAYjqbF3H3QvRKjGfU8S+qY8O36lnX9+rwqnx8f/eDSXh3ImYTQYuNLq5L3KFozAsryEOwpX\n", "Y6eL8oZujIa+Z16nOKxc63TzXzZ97O+B2S1G/nH5NKYn27ENMdWY78bDvwa7/1oIoT/pSQ7CZDQw\n", "PyuWnzwzAwMGsiZFYbxxB0t2vI3Pz8sY9HNdbi8/P1rL4aq++R4fn57INx7Kxm4xcm9GDKU1fZNO\n", "3JvuIDdx6AIJfafdxgg7zRZC3N2EOZyxmIxMTYhmSoIt6GfIdLm9HOs3f+Oxmja63F5iosy89OBk\n", "/mrpZL61dDIvLskecMFG1V6NqrlB3eyq5ga1s4diQhxJDles1cQnpyWw98a91sumJRB7YzqzjLio\n", "AUOJhBDj04ToSY7E9S4355u6MRgMzEi2+5+3LYRQk/QkR1lSjJUHY+RqqRAT1YTpSYaTqr0aVXOD\n", "utlVzQ1qZw+FFEkhhAhAepJCiAkl4qdKE0IIlUiR1IGqvRpVc4O62VXNDWpnD4UUSSGECEB6kkKI\n", "CUV6kkIIMYqkSOpA1V6NqrlB3eyq5ga1s4dCiqQQQgQgPUkhxIQiPUkhhBhFUiR1oGqvRtXcoG52\n", "VXOD2tlDIUVSCCECkJ6kEGJCkZ6kEEKMIimSOlC1V6NqblA3u6q5Qe3soQj7zOT19fUcPHgQk8nE\n", "I488QkbG4E8qFEKISBD2nuTvfvc7nnnmGQC2bdvG6tWrB32f9CSFEHqI+J6k3W73v7Za5dkxQojI\n", "FvYi2f/A1WIZn08eVLVXo2puUDe7qrlB7eyhCHtP0uv1+l8bDIa7vi8+Pp4TJ06EI9Kos9vtSmZX\n", "NTeom13V3KBu9vj4+JDeH/Yi2dPTA/QdUd58PZj58+eHK5IQQtxV2C/c1NXVcejQITRN4/HHHyc1\n", "NTWcmxdCiJBE7B03QggRCWQwuRBCBCBFUgghApAiOYH5fL4Bow1UonJ2oZawX90eisq3Le7YscP/\n", "FzcvL485c+aMcaK727NnD5WVlaxevZrMzExAnX0/WHZV9n1ZWRnnzp3D5/OxePFisrOzldnvg2VX\n", "Yb8fOXKEhoYGAKZMmcL8+fND2+dahNm+fbv/9datW8cwSej27ds31hFCUlZWptXW1vqXVdr3t2dX\n", "Zd8fOnTI/3rXrl2apqmz3wfLrsp+v2nv3r2apoW2zyPuSFLl2xa9Xi9btmxB0zRyc3OVu/dc9r3+\n", "CgsL71inyn4fLLsq+72qqorNmzezZs0aILR9HnFFUlP4tsWioiL/6927d49hkuGRfR8++/fvZ+HC\n", "hYB6+71/dlX2e05ODi+99BLbt29n2rRpIe3ziLtwE+xti5FOhV/228m+D49Dhw6Rn59PcnIyoNZ+\n", "vz17f5G+3202G7GxsUBo+zziimSwty1Gourqav9rp9M5hkmGR/a9/g4fPkxaWho5OTn+dars98Gy\n", "q7Dfm5ub/a9vHkGGss8j7nR70aJFbNiwwX/bokqqq6spLS0FYO7cuWOcJrADBw5QWVmJzWYjJyeH\n", "wsJCZfb9YNlV2PeNjY2UlJRQUFDA2bNn6ejo4POf/7wS+/1u2VXY7yUlJbhcLgAWLFgAhFZn5LZE\n", "IYQIIOJOt4UQIpJIkRRCiACkSAohRABSJIUQIgApkkIIEYAUSSGECECKpBBCBCBFUmGdnZ384he/\n", "oLy8POzb/u53v8u2bdvYtm2bfzDxTSUlJbS0tIzo+6urq/ne9743ou8Yj4Ldtx988AE///nPw5Bo\n", "/Iu4O25E8BwOB0uXLh2TbRcUFLB69epBf9bb24vH4xnR90+dOpVZs2aN6DvGo2D37fz58wfcMiiG\n", "T4qkAt5//33++Mc/kp6ejt1up7e3l/j4eJ544gkAjh07RkVFBQBJSUn+wunz+di8eTNmsxlN03A4\n", "HDz55JP+7z1y5Ah1dXVYrVZ8Ph9Wq5Wnn34agHPnznHy5Emio6NxOp0sWLCAadOm+T974cIFtm3b\n", "hsfjIS0tjYcffhiA8vJyTpw4QW1tLTExMRiNRp5++mnM5qF/1crLyzl58iQ2m43e3l66u7v9P2tu\n", "bmbfvn1ER0fj9XrJzMxk8eLFuN1u3nzzTbq6unj++eeJi4tj06ZN1NbW8sUvfjHg0ziH2q932yb0\n", "HcUfPHiQnp4eYmJicLvdGI1G/1RcFRUVnD59GrPZjM/no66ujhdffHHIfdDd3c2WLVtwOByYTCbO\n", "nTvHt7/97aD27YEDB2hubsZsNmMymfD5fENuTwRh9KazFHp69dVXtWvXrvmXjx07ppWVlWllZWXa\n", "/v37/et/+9vf3vU73nnnnQHLb7zxhtbR0aFpmqZ5vV7t8uXLmqZpWldXl/bGG28MeO/GjRs1t9s9\n", "6Pe+++67Wmtrq3/5vffeG5A1GN3d3dqGDRv8yx6PR3v55Zf9y7/+9a8HbL+kpES7dOmSpmma5vP5\n", "Bnx29+7dA/IEcrf9OtQ2b3r55Ze1hoaGAet6enq0jRs3DlhXUlISVJ7Kykr/xLCapmlVVVUDfn63\n", "fVtWVqb96U9/8i9fu3ZN++d//uegtikCkyNJRWRlZQ2Ynmru3Lns3buXvLw8/yMMAEwmk/+1y+Vi\n", "3759eL1ejEYjFy9eHPCdzz33HEePHsXpdOJ0Ov0TFDQ0NNDe3s62bdv873U6nbS0tAx6ZJaZmcn1\n", "69eZNGmSf50W4pQAtbW1zJgxY8Cf45577vEv19fXs2vXLv+yz+fDbDaTk5ODwWAgOTmZpqYmEhMT\n", "6ejoGJAlkLvt19mzZwfc5k3z5s27Y5/U1dUNOOoGWLJkSVB5cnNz8Xq97N271z+d19SpUwe8Z7B9\n", "W1FRwfLly/3LycnJZGdnB7VNEZgUSUXU1tbS1NTk/wt96tQpZsyYEfBhWO+++y6PPfYYcXFxAHR1\n", "dfl/5vF4uHDhAsuWLfOve+utt8jJySE7O5u0tLQBPcf+p25VVVVkZWX55w+8ePGi/zQdwGw2h/yQ\n", "rqysLI4fP+6f2drj8fDRRx+xfv16APLz81mxYsWAOQv79+YKCwvZuXMn2dnZPPDAA0Fv9/b9evLk\n", "SWbOnBnUNu8mIyODDz74YMAs3TU1NaSkpGCz2QJ+9tSpU9x3331Mnz4d6GuJVFdX+wvl3fZtfn4+\n", "J0+e9LcDrl27Rk1NzZBZxdBkFiBFvP3225jNZv8EoUlJSSxZsoTXX38dgC996Us0NTXxq1/9iocf\n", "fpjCwkLKysooLy/HYrHg8XioqKjg/vvvp6ioCKfTyc9+9jOmTZuGwWDA5XIxb948/1/Ompoajh8/\n", "7u93dXZ2smrVKmJjY2lubmbv3r1YLBZ8Ph+zZ88ecNTX0dHBjh07cDgcQN8FpkcffXTIP+OZM2c4\n", "efIkDoeD7u5u2tvbycnJoaioiK6uLvbv34/R2Dcgo6uri0WLFg04Ytu+fTutra188YtfHNF+vfkP\n", "R6BtVlZW8tFHH3H69GnmzJlDVFQUTz31lP97y8vLOXPmDFarFY/HQ2JiYlD7YMuWLf7t3fTMM8/4\n", "1wXat/v376elpQWbzYbT6aSxsZHFixf7pwcTwyNFUhEbN25k3bp1Yx1j3JH9KoYi4yQV8P7773P2\n", "7Fm2b99Oe3v7WMcZN2S/imDIkaQIi5tDZgb7dXM4HLrMyD0W2xzKnj17Bn3MgdFo5IknniA6Ojrs\n", "mURgUiSFECIAOd0WQogApEgKIUQAUiSFECIAKZJCCBHA/w+YAZdMyqSGKgAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.218466\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VOed5/93qRaVSqUF7RtIAgQyBhuzyhhkx4ARZgk4\n", "pr21E8/E3TOJ+9c9pztzxp3TnaXTmSS/pDPpk1/iX9LtpNOOjRM2YfYtNraEjcBYGCR2IQES2iW0\n", "l2q584egLBlR1JV0pXrQ93WOT+qWqup+uBFfbn3vc5/HpGmahhBCiEGFjXUAIYQIZVIkhRAiACmS\n", "QggRgBRJIYQIQIqkEEIEIEVSCCECMLRIdnd384Mf/ICamhr/c7W1tbz55pu8/fbbXL9+3cjdCyHE\n", "sBlaJA8fPsyKFSsGPFdSUsILL7zAs88+y9GjR43cvRBCDJthRbKlpQWHw4Hdbh/wvMPh8D+22WxG\n", "7V4IIUaEYUWyqKiIxYsX3/Z8/xt8rFarUbsXQogRYTHqg+vq6njnnXeor68nKyuLtLQ0ALxer/81\n", "JpPpju/fv38/ZrPZqHhCiHEqNjaWuXPnBv16w4rkyy+/DEB5eTmxsbH+57u7u4G+M8pbjwdjNpuZ\n", "M2eOUfGEEOPUiRMndL3e0As3zc3NFBUVcfr0af9zCxcuZOPGjWzcuJGFCxcaufsxU1RUNNYRhkTV\n", "3KBudlVzg9rZ9TDsTBIgLi6Ov/zLvxzwXFpaGs8995yRuxVCiBFjCtWp0g4dOiRft4UQI+7EiRMs\n", "Xbo06NfLHTdCCBGAFEkDqNqrUTU3qJtd1dygdnY9pEgKIUQA0pMUQowr0pMUQogRJEXSAKr2alTN\n", "DepmVzU3qJ1dDymSQ9Tj9t79RUII5UlPUqf2Hg8HLjZz6EIzD2fGsOq+BCZEyEQdQqhCb0/S0Dtu\n", "7kXnGrv4/z+qBuBCUzeT4yNYlBl7l3cJIVQlX7d16vH4Bmx39fpue42qvRpVc4O62VXNDWpn10OK\n", "pE458RHMTO6bODh7gp37khx3eYcQQmXSkxyCli43N3o8RNnNxDtkdnUhVCI9yVEwwWFlgkMu1ggx\n", "HsjXbQOo2qtRNTeom13V3KB2dj2kSAohRADSkxRCjCty77YQQowgKZIGULVXo2puUDe7qrlB7ex6\n", "SJEUQogApCcphBhXpCcphBAjSIqkAVTt1aiaG9TNrmpuUDu7HlIkhRAiAOlJCiHGFelJCiHECJIi\n", "aQBVezWq5gZ1s6uaG9TOroehswAdOXKEuro6ACZNmsTcuXPZsWMHXm/f+jBTpkxh1qxZRkYQQohh\n", "MbRILlq0yP94//79ANjtdpYvX27kbsfc4sWLxzrCkKiaG9TNrmpuUDu7HobPJ1lZWcmWLVtYv349\n", "AF6vl61bt6JpGtnZ2XJxRggR0gzvSWZlZfHKK69w7NgxAAoKCnjqqaf40pe+5P8qfq9RtVejam5Q\n", "N7uquUHt7HqMyoUbu91OVFTUbc9brYFn9+7/f0JRUZFsG7x96tSpkMqjZ/vUqVMhlWc8bKv8+6KH\n", "oeMkm5ubiYuLA2DXrl2sWrWKqqoqMjMzAdi5cyerV68e9L0yTlIIYYSQWuOmuLgYl8sFwLx58wCo\n", "qqqipKQEgNmzZxu5eyGEGDZDi+SaNWtuey4/P9/IXYaEoqIiJa/8qZob1M2uam5QO7seMphcCCEC\n", "kHu3hRDjity7LYQQI0iKpAGGOtRgrKmaG9TNrmpuUDu7HlIkhRAiAOlJCiHGFelJCiHECJIiaQBV\n", "ezWq5gZ1s6uaG9TOrocUSSGECEB6kkKIcUV6kkIIMYKkSBpA1V6NqrlB3eyq5ga1s+shRVIIIQKQ\n", "nqQQYlyRnqQQQowgKZIGULVXo2puUDe7qrlB7ex6SJEUQogApCcphBhXpCcphBAjSIqkAVTt1aia\n", "G9TNrmpuUDu7HlIkhRAiAOlJCiHGFelJCiHECJIiaQBVezWq5gZ1s6uaG9TOrocUSSGECEB6kkKI\n", "cUV6kkIIMYIMLZJHjhxh27ZtbNu2jY8//hiA2tpa3nzzTd5++22uX79u5O7HjKq9GlVzg7rZVc0N\n", "amfXw2Lkhy9atMj/eP/+/QCUlJTwwgsvAFBYWMi6deuMjCCEEMNi+NftyspK/uVf/oWpU6cC4HA4\n", "/D+z2WxG735MLF68eKwjDImquUHd7KrmBrWz62F4kczKyuKVV17h2LFjAPS/TmS1Wo3evRBCDMuo\n", "XLix2+1ERUUB4PV6/c+bTKaA7+vf8ygqKlJm+9bjUMkT7PZrr70WUnn0bL/22mshlSfY7c//zox1\n", "Hj3bKv++6GHoEKDm5mbi4uIA2LVrF6tWrWLbtm2sX78eTdPYuXMna9asGfS9Kg8BKioqUvKriKq5\n", "Qd3squYGdbPrHQJkaJHcsWMHLpcLgHnz5pGVlUVNTQ2HDx9G0zSWLVtGUlLSoO9VuUgKIUKX3iJp\n", "6NXtwc4S09LSeO6554zcrRBCjBgZTG6AofY+xpqquUHd7KrmhpHP3tXrpaXLjdcXWjcBGnomKYQQ\n", "wbja2sPPj1yl+oaL/zIvjUezY7FaQuMcTu7dFkKMuZ8XX2XHmUYATMAv1k1naoIj8JuGaFTu3e7o\n", "6BjK24QQYlAuj8//WAN8IXTuFrBIlpeXD/rfW2+9NVr5lKRqn0nV3KBudlVzw8hm/9KsJFKjbJhN\n", "8PKCNCbG2Efss4crYE/yyJEjLF68mEuXLlFfX89DDz3EiRMn/GMfhRBiJGTHRfCzNdNweX1MiLAS\n", "HiL9SLhLT7KjowOn08nbb7/Ns88+63/+D3/4A88884yhwaQnKYQwwoj2JJ1OJ3D7RBT36sQUQgjx\n", "eUGd03Z1deHz9TVWvV4v7e3thoZSnap9JlVzg7rZVc0NamfXI6hxkitXruT3v/89NpsNl8vFqlWr\n", "jM4lhBAhQcZJCiHGlVEZJ1lbWzuUtwkhhHKCKpJlZWUDto8cOWJImHuFqr0aVXODutlVzQ1qZ9cj\n", "qCJ54cKFAdsWi9zyLYQYH4b0dfvWlW4xOBUnIgV1c4O62VXNDWpn1yPgKeHOnTvp7u7m7NmzuN1u\n", "//PJycmGBxNCiFAQ8Exy9erVbNiwgdmzZ7Nhwwb/f/n5+aOVT0mq9mpUzQ3qZlc1N6idXY+gvm6v\n", "XLnS6BxCCBGSZJykEGJcMWSc5O7du7l69SqVlZW89dZbXLx4ccgBhRBCJUEVyd7eXtLT0yktLeX5\n", "55/nxIkTRudSmqq9GlVzg7rZVc0NamfXI6giGRYWRlhYGHZ730SY4eHhhoYSQohQEfSZZEdHh79I\n", "hmgbM2SoOn5M1dygbnZVc4Pa2fUIqkimpaVRWFhIXl4ep0+fpqKiwuhcQujmcntxe+VGBzGygiqS\n", "ixYt4s///M+x2+3k5uby9a9/3ehcSlO1V6NqboCjl+r4u10X+db+Cqpausc6TtBUPuYqZ9dD922J\n", "FovF/7UboLS0dEQDCaFXXbuLHxTVcr6xi4+r2/nFh9dwebxjHUvcI4a92k5lZeUIxLi3qNqrUTW3\n", "x6fR7f7sa3ZrtwePIt+6VT3moHZ2PQydzqesrIxz587h8/nIy8sjIyODHTt24PX2/Ss/ZcoUZs2a\n", "ZWQEMQ4kRdr4fx6ZyM+Lr2Izm/haXjqRNvNYxxL3CEOLZFNTE0899RTQNyA9IyMDu93O8uXLjdzt\n", "mCsqKlLyX1lVc1stYSR3X+Xfn74PcxikRYfOms13o+oxB7Wz62FokRxsIgyv18vWrVvRNI3s7Gy5\n", "9VCMCFdXJxNj1SmOQh2jMnvugQMHWLBgAQAFBQX+5/fs2TMaux91qv7rqmpuUDe7qrlB7ex6DPvC\n", "zd0cPnyYnJwcEhISbvuZ1WoN+N7+QwyKiopkW7ZlW7ZHZFuPYc8CVFlZSVZW1qA/++CDD0hMTCQ3\n", "N9f/XFVVFZmZmUDfpL6rV68e9L0qzwJUVKRmr0bV3KBudlVzg7rZ9c4CFNTX7eLiYuLj48nNzeXi\n", "xYs4nU5SUlIA7lgg6+vrKS4uJjc3l7Nnz9Le3s6LL75IVVUVJSUlAMyePTvooEIIMRaCOpPcuHEj\n", "TzzxBPHx8fh8PrZs2cKGDRsMDabymaQQInQZMp9kZGQk8fHxfW8IC8NsljFoQojxYUgXbsLCDL/e\n", "o7ShNojHmqq5Qd3squYGtbPrEVS1M5lMNDc3A9Dc3Oy/Y0YIIe51QfUkvV4vBw4c8M8pWVBQgMVi\n", "7BBL6UkKIYxgyNVts9k8YBC4EEKMF0F93b5w4YLROe4pqvZqVM0N6mZXNTeonV2PoIrkyZMnB2xf\n", "vnzZkDBCCBFqgl7jpr/PF00xkIp3IYC6uUHd7KrmBrWz6xH08g379u0zOosQQoScoIrkG2+8QVtb\n", "G5s2bWLTpk2cOnXK6FxKU7VXo2puUDe7qrlB7ex6BHV1e+XKlcybN8+/vXv3bsMCCSFEKBn2LEBG\n", "kXGSQggjGHLvthBCjFdBFcm2tjY2b97M7373OzweD9u2bTM6l9JU7dWomhvUza5qblA7ux5BFcm9\n", "e/fyxS9+kZiYGMNvRxRCiFASVJG02+0DllqQqdICU3X8mKq5Qd3squYGtbPrMaTB5D6fIiu/CyHE\n", "MAVVJJOSkigqKsLj8fDRRx8xadIko3Mpzehejcfro63Hg9c3sgMTVO4xqZpd1dygdnY9gmow5ufn\n", "U15eTmtrKykpKXdc10YYr6nLzaZP6/iw6gZLp8bxxfsTibFLn1gIo8g4ScUUV7by3YOfTTDy/RWT\n", "mT8xZgwTCaEWQ+aTbGxsZM+ePURERNDb20tBQQFxcXFDDimGzuUZ2A/u9Ybkv3FC3DOCHgL0wgsv\n", "8PTTT/PMM8+wf/9+o3MpzchezX1JkcxMiQRg4cRochIcI/bZKveYVM2uam5QO7seQZ1JOhwO/+Jf\n", "ZrMZu91uaChxZ6nR4Xx76WQ6ej1Eh1uIkn6kEIYK6kyyp6dnwHZXVxcAJSUlI5/oHmD0+LGYCAvp\n", "MfYRL5Aqj3tTNbuquUHt7HoEVSR9Ph+vv/46J06c4Le//S12u53y8nJKS0uNzieEEGMqqCLZ1dXF\n", "ww8/jN1uZ+HCheTm5hKiF8VDgqq9GlVzg7rZVc0NamfXI6jva88//zxOp/O25ydNmsS1a9fIyMgY\n", "8WBCCBEKhj1OsrCwkHXr1g36s7KyMs6dO4fP5yMvL4+MjAxqa2s5dOgQZrOZRx99lNTU1EHfK+Mk\n", "hRBGMGSc5FA1NTXx1FNPAX2zmWdkZFBSUsILL7wABC6wQggRCgyddDc/P/+25xyOz8b12Ww2I3c/\n", "ZlTt1aiaG9TNrmpuUDu7HqMyM/mBAwdYsGABwIALPv2nXxNCiFBkeJE8fPgwOTk5JCQkAOD1ev0/\n", "M5lMAd/b/1+qoqIiZbYXL14cUnmC3e4vFPLo2f78n2Gs8wS7fWusYajk0bPdXyjk0fv7EixDL9x8\n", "8MEHJCYmkpub639u27ZtrF+/Hk3T2LlzJ2vWrBn0vXLhRghhhFFfCOxOw3/q6+spLi7m7NmzFBYW\n", "8sYbbwCwcOFCNm7cyMaNG1m4cOFwdx+Shvov1lhTNTeom13V3KB2dj2Curr9wQcfsGTJkkF/1n89\n", "7v6SkpJ49dVXb3s+LS2N5557TkdEIYQYO0GdSf7pT39iy5Yt1NfXG53nnqDqPa2q5gZ1s6uaG9TO\n", "rkdQRXL9+vWsXbuW8vJy/vjHP1JeXm50LiGECAlBFckHHngAq9XKY489xooVK9i+fbvRuZSmaq9G\n", "1dygbnZVc4Pa2fUIqidZVFREVlYWR44cwel08td//ddG5xJCiJAQ1BCg7373u3zhC1/gkUceGbU1\n", "t2UIkBDCCIbcu71+/XoeeOCBIYcSQghVBd2TFMFTtVejam5QN7uquUHt7HoEVSTb2trYvHkzv/vd\n", "7/B4PGzbts3oXEIIERKCXi3xi1/8IjExMVgssvDU3ag6fkzV3KBudlVzg9rZ9QiqSNrt9gEz9ozW\n", "xRshhBhrQRXJ3t7eAds+n8+QMPcKVXs1quYGdbOrmhvUzq5HUEUyKSmJoqIiPB4PH330EZMmTTI6\n", "l5Ju9LgpuXKD9thsqm+4xjqOEGIEBD1VWnl5ORUVFcycOZOsrCyDY6k5TnLTp3X8W0kNAJPjIvh+\n", "wWTiHffm7OtCqMqwNW5mzJjBjBkzAKiqqiIzM1N/unuY2+vjg8ut/u2K5m5udHuJdwR4Uwhze320\n", "uTxEWMw4bNKDFuNXwCK5ZcsW/+zht/qQmqZx4cIFvvnNbxqfTiFWcxiPTZnA2YYuAHLiI4i1qzUS\n", "4NZM2Z29XnafbWTTqXpy4iN4ZdFE0qLDxzpeQP1n+VaJqrlB7ex6BPxb7HQ6WbFiBcXFxVitVmbP\n", "ns2JEyeIjY0drXxKWZ4Tx6RYO4032nlwYgJxkWqu4XO5udvfNjh2rZ0PLrfwzIMpY5xKiLER8MLN\n", "ihUrALh+/ToLFizAZrORl5dHR0fHqIRTTVS4hXkZ0RTcn05qiJ95DebWWcHn29Qe77BW+BgVqp7R\n", "qJob1M6uR1BXtz+/YJcMAbq3ZcdF8NzsZKxhJqYnOHh08oSxjiTEmAmqSPp8PhobGwFobGzE7XYb\n", "Gkp1qo4fu5XbGW7h+dnJ/GbDfXy/YAoZsfYxTnZ3qh9zFamcXY+gZwHau3cvHR0dREZG8vTTTxud\n", "S4yxcIuZ5Ci5qi3EsJeUvXbt2h1XTBwOFcdJCiFC36gvKXv8+PHhfoQQQoSsYRdJcTtVezWq5gZ1\n", "s6uaG9TOrocUSSGECECKpAFUHT+mam5QN7uquUHt7HpIkRRCiAAMLZI+nw+v12vkLkKSqr0aVXOD\n", "utlVzQ1qZ9dj2DMw3Gn4z969e6moqGDdunWkpaUBsGPHDn/RnDJlCrNmzRru7oUQwlDDHicZSHl5\n", "ObGxsf4ieeDAAZYvXx7Ue2WcpBDCCIbNJzkSvF4vW7duRdM0srOzpQgKIUJewCL53nvvMW/ePP7t\n", "3/7ttkl23W43OTk5ugpdQUGB//GePXvu+vr+89Xd6n+osN2/VxMKeYLdPnXqFF/72tdCJo+e7dde\n", "e41Zs2aFTJ5gt289Fyp5xsvvix4Bv27fKpIHDx5k3bp1t/188+bNAe/j/vzX7f4OHjzIsmXL7vhe\n", "lb9uqzoZqaq5Qd3squYGdbOP6G2Jjz32GE6n844/17sGd1VVlf9xT0+PrveqRMVfHFA3N6ibXdXc\n", "oHZ2PYKqchMmDD6fYKAZyg8ePEhFRQV2u52srCzy8/OpqqqipKQEgNmzZw8hbmjpcXv5uLqdo1fa\n", "mJcRxbyMKBw2tZZsEEIEZujV7eFQ4ev2yevt/M9dF/3bP1o5lYfSo5T9GqJqblA3u6q5Qd3soz4L\n", "0HjW2u0ZuN0jkxELca8JWCQ9Hg+HDh3iww8/RNM09u/fT2FhIV1dXaOVL6Rlx0WQ6Ohb7CsuwkJ2\n", "XASgbq9G1dygbnZVc4Pa2fUI2EDbunUrjz/+OC0tLfzoRz/ixRdfJD4+nu3bt/PMM8+MVsaQNSnW\n", "zo9X5dDY5SbeYSE9JvSXORBC6BPwTDI8PJyEhARycnJIT08nPT0du92O3S7F4Ja0mHAeSHUOKJCq\n", "3tOqam5QN7uquUHt7HoELJLd3d1omkZXVxcXL17E5XIB+P9XCCHudQGvbtfX1/Puu+9iNpt5/PHH\n", "2bt3LwCLFi0iKyvL0GAqXN0WQqhnRO/dTkpKGtB7fP7554eeTAghFCRDgAygaq9G1dygbnZVc4Pa\n", "2fUI6vYQl8vFrl27/NurVq0iPDzcsFBCCBEqgrrjZvPmzRQUFOB0Ouno6GDPnj1s2LDB0GDSkxRC\n", "GMGQO26sVqt/ogun04nVah1aOiGEUExQRfLz69T4fD5DwtwrVO3VqJob1M2uam5QO7seQRVJp9PJ\n", "+fPnATh//nzA6dOEEOJeEvQsQEeOHKG6upqMjAwefvhho3NJT1IIYQjD1rhZtGjRkAIJIYTKdI+T\n", "rKqqkp7kXajaq1E1N6ibXdXcoHZ2PYIqkj/5yU+oqqpi9+7dVFdX88477xidSwghQkJQRXL69On+\n", "1RLla/fdqTrPnqq5Qd3squYGtbProWsIkNlsNjSMEEKEmqCKZEdHB/v372fKlClG57knqNqrUTU3\n", "qJtd1dygdnY9grq6/dRTT1FXV0d2djYnT56UCzdCiHFjSKsl9vb2YrPZjMjjJ+MkhRBGGJXVEm9N\n", "viuEEPe6IRVJ+bodmKq9GlVzg7rZVc0NamfXI2BP8rvf/S5/8Rd/wcaNG5k0aZL/+bNnz7Ju3TrD\n", "wwkhxFgLqidZWFg4oCh+fvtOfD4fmqYNaeiQ9CSD1+P20tjlxmYOI8lpbK9YCNUZcu92Xl7egO3Y\n", "2Ni7vmfv3r1UVFSwbt060tLSAKitreXQoUOYzWYeffRRUlNTgw4qBtfd62V7eQO/OX6d6HAz3y+Y\n", "yvREx1jHEuKeEVRPMiUlZcD2Y489dtf3FBQU3Pa6kpISXnjhBZ599lmOHj0adEjVjGavprrNxW+O\n", "XwegzeXlzU+uM4QBC4DaPSZVs6uaG9TOrkfQswCNBIfjszMco4cQjRcWswmzCbw362KM3YLJZBrb\n", "UIrr8Xg5U9dFRXM3uYkOcpMiMYfJMR2vRrVI9j/DuZeXgBjNe1onxtj59vLJvF5SQ2qUjT97MHnI\n", "n6Xyvbgjmf1cfRf/a89FAMJM8LM108hNihyxz+9PjnnoG9Ui2X8ZiGDOdoqKivz/R9w6tb+Xtu2R\n", "UUSmT8Hl0dBaa+lsrhvS5+VNiiGi/Tqar5uJMfaQ+fOpun29vZdbfBo0dblDKp9sD39bjyHdcROs\n", "8vJyYmNj/Rdutm3bxvr169E0jZ07d7JmzZo7vlflq9v9i3sg+8838ZP3rwCwbGoc//3hdKLDR/Xf\n", "rQGCzR2KRjL7+YZO/m7nBVxejahwMz9ZlUN2XMSIfPbnyTEffYbNTK7XwYMHqaiowG63k5WVRX5+\n", "PgsXLmTjxo1omsayZcuM2rUSut1etp5u8G8fvNjMMw8mjWmRFH1yEhz8bO00GjvdpETZyJxgTIEU\n", "ajD0THI4VD6TDIbXp/GLI9fYebYRgKRIKz9bO42ESLmgJYSRQuZMUgRmDjPx7OwksuLstHZ7yJ8c\n", "KwVSiBA0pHu3xe28Po1Patr56ftX2FJaTUuX+67vSXKGs3ZGIl+em0pWv690bq+Pth4PXt/onuSr\n", "PO5N1eyq5ga1s+shZ5Ij5HJzN9/cc9E/XjE60s7ynHjdn9PY2cvbJ+s4fq2NFdPiWXVfgvQphRhD\n", "ciY5DG09Hho6enF7fLS5vP4CCXC1tWdIn3m6tpN3yhupaevlt8evc6Gha4TS3p2KVypvUTW7qrlB\n", "7ex6yCnKEF1p7eb/fa+KqzdcfHlOCg9nxnBfkoMz9V3YLWEsyrz7/e2D6fUOnIbO7Q3J62pCjBty\n", "JjlEu840cb6xm263j18draGtx8s/LM3mp6tz+M7i+CHfoTEzxemfoGJJVgxTE0Zv+InKPSZVs6ua\n", "G9TOroecSQ7R52/lNQGJkTYSI20UFZXC1Izb3uPTNE5d7+C9ihZyEhwsyowhNmLg7Zlp0eF874nJ\n", "dPZ6ibZbiJJ+pBBjSv4GDtGTuQmcqe/kSquLF+ekMGmC3f+zO/VqKpq6+fu9l/D4NKAJq9k06MWd\n", "2AjrbcVzNKjcY1I1u6q5Qe3sekiRHKKJsXb+ecUUejw+YuwWrObAnQu310dLt/tmgexzpWVoF3eE\n", "EKNHepLD4Ay3kBBp8xfIDpeHE9XtHCqvprHzs0kSOlwetpyqp6yuk6nxfT3G4VzcGUmapvnHY6rc\n", "Y1I1u6q5Qe3sesiZ5AjxaRq7zzXx7yU1AORdc/GN/ElE2y1caurmN8evE2aCtTMS2fBAEtlxEWRN\n", "iOByczfXbvSQ4LCSkxiJZRTnLbza2sObn9TS7vLw5TmpQ1pmQ4h7nRTJEdLZ62XfuSb/9kdXbtDW\n", "4yHabsF38/Z4nwaFZQ2kONN5bLKd6hs9/POfLnO11UWYCX68KodZKc5RyevyeHnto2scv9YOwLmG\n", "Ll5bP3dU9m0EVftjquYGtbPrIV+3R4jDamb+xGj/9tT4CCLDzXS4PPR6fBRMi8NsgvsSHTyY5uRX\n", "R6v54XtVLJ0aR05CBD4NztZ3Dnn/bT0e9p1v4seHKzl65QZuT+Blf91ejfqOz26dbHN56ZUxmULc\n", "RorkCDGHmdgwK4l/eDyLV+b3/W97j5dLTd38uqSGmvZenn0wmVceTqe8rpOtpxs419DFfxy/Tn72\n", "BACmxg99Aa+yug7+5f0rHLjQwrf2V3CxuTvg653hFl5ekOb/ev+XC9K4XnFmyPsfa6r2x1TNDWpn\n", "10O+bo+g+Egb+ZNtHD9eQXl9BD95vwqA/zo/jXfKG/j0ege5SQ5auj0D3pfktPLjJ6eSmxRJr8dL\n", "Y6cbh82saxhQ/7NCDbjR47nzi2+anxHNa+un4/VppEWHc/zohaD3J8R4IUVSJ69Pw+PzEW6580WO\n", "zNxZ/NPmM9wa7bP5VD1LsmL5uLqN9Gg7Sc5w9pxrpKnLwyOZMUxLcBDvsHKltYcPq26w+2wjU+Ij\n", "eGleGjkJwZ1dzkyJJCrcTLvLS2ZsOJNi7Xd9jznMNGBCWZV7TKpmVzU3qJ1dDymSOtS0ufjPj69z\n", "9UYPX5mbytz06EFX0bOYTcRGWKi9uVZKbISFFdPi2PBAEhMirFxq7OKvFk2kvqOX03WdfFrbgQkT\n", "VrOJ339SC0DztXZyk24EXSSnxDv417XTaO32kBhpJTkqfOT+4EKMY9KT1KHwdD1/utTChcZuvnPg\n", "MldvDD4Y/Mwnx/jW0mxmpzmZmx7FV+el4fVpxEVYOHSxmf+x8wL/dPAynb1eKpq6aelys62s3n8V\n", "/Ba316drDe2MGDszU5xDLpAq95hUza5qblA7ux5SJHVo6DeRrsen0esZvID5fD6mJjh4aU4qXp/G\n", "dw5U8I1dF6lqcfGro9VAX99wW1kD8ydGMyMpkpnJTq609LA6N54wE0xLiOCRrFhZQ1uIMSZFUodn\n", "HkjGaevrRf7ZA0mkRQ++3MKtXs3lli5mJEfy1Kwk7NYwXF4vyc7P3pPstLE8ZwL3Jzt5IieOGLuF\n", "aYkR/HQARzh1AAAVC0lEQVR1DvMnRvPjw1V8Ut1m/B/sc7lVpGp2VXOD2tn1kJ6kDrlJkfxy/XRc\n", "Hh8JkTYibbdfvKls6WZ7WQMJkVYSI21s+rSGCGsYL89PY0KElW9+IYu3SmsxmUx8aWYibT1ejl69\n", "QbLTRk27i2k2B8evtbGxtA6fBt8+cJlfPZVLarT0GIUYC3Im2U+7y8MnNe18fK2N1u7B16hJiQon\n", "c0LEoAWypdvNj96tJNHZtwzpTz+4gtun0ebysr28kQkRVsLCwOX10eP2UlzZyt/vvcQ/Hapk/4Vm\n", "nDYzv/jwGh9daeO/zu9bq7zX67utV2kUlXtMqmZXNTeonV0PKZI3uT0+tp1u4H/tvsjf773Em5/U\n", "0u326vqMXo+PR7JieaesgUtN3Vj7XfmOsJoIM8GZui4+rGrDhInj19qJtJlZkh1L5gQ7b5+sx+XV\n", "uNjUzfU2FylRVv52ySSSnLKKohBjRYrkTe29HnaeafRv7zrbRNvNAdlen0ZX7+AFs7bNRWl1G2V1\n", "HUTazCQ5bTR3e9h7romvLkgnNcpGTkIEf7VoInaruW+x+1g7czOimJ8RzUtzU7l2o4fPL4wYYQ3j\n", "G/mZfGHKhLtOwzZSVO4xqZpd1dygdnY9pCd5k8Nq5oFUJ+9fbgVgRpIDh9VMQ0cvm07VUVrTwZoZ\n", "CSybEkeEzUx9u4sLTd3UtvfS6fIwcYKd07WdZMaG82BqJCevd/LmJ7V8a2k22fF2nDYLFc3d7L/Q\n", "zP3JkSQ5bVjNJl77qJput4+iylaeezCZnWcbmRhr5/5kJ+0uL81dbhnzKMQYkiJ5k91q5uUFacxL\n", "j8KjacxJjybKbuGjC00UlvWdYf68+BpZsXZSo8P5WfFVjl9rZ0KEhb9dMol/OngZ983Twe8szeIL\n", "U+JIjLSRHmPDabPQ3OXmO/sr6HR7WXd/InUdvSRFWnHdnIiitKaDSGsY//B4Fi6Pj11nGrkvxUlT\n", "Zy9TEhxs/rSelCgba2ckGnYRp6ioSNmzA1Wzq5ob1M6uhxTJflKiwinI7StAPk2jw+Uh3GziqZmJ\n", "xDmsuL0aHp/GlZYe/xRjLd0eTtV2EBlupq3Hw/r7E+ny+MieYGfL6QZ6PF6en53ChAgrjV29/Pe8\n", "DH57/DqdvV7mpDn55hcy+d/vVmEzh7H+/iRmpjp590IzWXEO/uP4dQCeezCZ6jYXxVU36PFo/M3i\n", "iWN2jIQYb0a9SO7YsQOvt6+/N2XKFGbNmjXaEe6qvcfD7rONOO0WSq+1MS0pkn8vqUGjb6zkgolR\n", "mOgbEA59C4CFm8N45sFkiitvsPV0Ay8vSCPeYaWjN4xLTd3kTbLxtbwMzjV00Xmzv3mipoN19yfy\n", "+tMzMIf1FWmAxCgbP//wmj/PO2caKZgWR2VLD1dau/H6tEFvhxwulc8KVM2uam5QO7seo14k7XY7\n", "y5cvH+3d6nLlRg9WSxhn6jqwWc386WIzy3Li0DTYcaaBR7Ki+atFGbxX0cL9yZE4bWG8NC8Vl8fH\n", "ldYeFmXGUHK1jVO1HX3zRDZ0MjcjiqVT4/rWuLk52U6YCSLDzaTHDPz6nBoVTlp0OBeb+qY7S4uy\n", "0drjwRpm4vnZKSNaIJu73Jyp78Tj08hNihww2F0IMQZF0uv1snXrVjRNIzs7mzlz5ox2hIAqmrv5\n", "Px9cobHTzXOzU/B4fTyU5uT3n9RhNsF/y0unsaOXKLuZDbOSKL3eQafbR4+7b0EwE/BIZgwNnW4e\n", "SHXi8vjYcqoes8mEw2ZmUWYMnb1ezjV2UTAtnhlJt89Enui08eoXsthR3gDAytwEPF4fzz6YzMQg\n", "ZvcJVq/Hx9uldRTe3M+8tEj+fulkJZexVbU/pmpuUDu7HqP+t6GgoMD/eM+ePaO236bOXs43dvfd\n", "F53oYEKEFbfHR3WbC5MJ0mPsuD0+zjd0sigzlnfKG/iw6gZfnptMRXMPy3PiKKvr4A8n63goLYpd\n", "Z5v46vw0dp5pxBJm4kuzkujo9fDd5dnsOtvE0at9txPOSY/irxdP5N1LfWttP5Dq5M/npN4176RY\n", "O68sMrb32Nnrpaiy1b/9cU0nHb1eJYukEEYZ078NVmvgSWX7/0t1a3S/3u2HFz3CuYZOzjd00e3x\n", "sbG0jpXT43kkup1KXwy/OFqHyQTfejyTsoYuNn3aQIzdwlfnp2EyweVmF78+2re419oZCVjDTP7Z\n", "vGvaXMTYLTR0ujEBTpuZ1psXcm4pr+vk4cwY/0JgP12dw/TESI5+9CE+n2/Yf77hbEdEOnl0SgJb\n", "TvWdSS7IcBJ1806iW6+fn/cwFc09NDS3EOXr4qEZ08Ysb6DtW8+FSp7xsn1LqOTR8/sSLJOmZy6u\n", "EVBVVUVmZiYAO3fuZPXq1YO+7tChQyPyVfx0bQf/c9cFvBpMiLCwdkYi207X839W5/DK9vP03ByC\n", "89X5abx+rMb/vrxJ0fzZA0n84N0qGjr7blEMM8H3nphMbXsvv/zwGl/Ly+CXH11jbnpfv/H1YzV8\n", "e1k2O840su98MwAF0+KobnNxqrZv/ZpXHs6guLKVL89NZeYoLfoVSEuXm7MNfT3J6YmRt93ds/98\n", "Ez95/woAK6bF8d8WpuOUM02hsBMnTrB06dKgXz/qd9xUVVWxadMmNm3axPTp0w3f3+naDm6tb9XS\n", "7UHTNBZOisFuNRMX8dlfdrsljP7XQ5KcNlKd4QMuqqQ4bZys6cDt0/jeE5Nx2ML4uyWTyJsUww/f\n", "qyIz1k6Cw0qCw8J/mZfKS/NSeTgzhktN3cxMjuQvFqQRbTdzqraDb+69RM0d5qMcTRMcVh7OjGVJ\n", "9gTOl5YM+FlXr5fNp+r92/vON9+29ESoUPU+YlVzg9rZ9Rj1U4L8/PxR3d+UfotrhZtN5CZGsmJa\n", "PIlOG/+4LJvfHKshzGRiYkw4L89P48DFZlKdfbcOXr3Rw/OzU0iLaqHXq/Ho5Fi+d/Ayf7N4Igcv\n", "tlDf0UvmBPvNAeUTSYy0ERdpY3aciT9V9+Ly+FicFcOPVk7lvYoWXj9WQ3pMOC8vSOdXR6txhfjq\n", "hDZLGLmJDipb+op5SpQVh1XW5hbjy6h/3Q7WSH3d7nZ7OVPfSU2bi5wEB9MSHP6JbDtcHt78pJZz\n", "DV1YzSbW359IZ6+X9ypaOXq1ja/MTeHNT+pIctowh/VdTFmcGUOX28uVVhc3ejx8WtvB/IxonsiJ\n", "Y1KsnZh+i3e5vT52n22is9fLf3x83f/8k9PjmRgTzpO5CUQMMptQKKlrd3Gk6gZtLi+PTo4lq9+a\n", "OEKoSO/X7Xu+uRRhNTMnPZo56bf/rMvtY8eZRnq9GomRVtpcXsrqOpiW6MBmDgNMeHwaNW0uAOIj\n", "rDR3uSm93sm8jCi2l/fdrrjvfDOLMmMGFEiAli4Pvy6p5sWHUgY8Hx9pVaJAAiRHhbN+ZtJYxxBi\n", "zIzrWYA8Xh9/u2QSCyZGs2ZGIv9adJU955p540Qt2XF2Iq1hvDS3b7hOVLiZL81K4v4UJ2fqO29b\n", "VqH/6fitXo3VYiLZaePYtTaefTCZBIeVvEnRLJ0aF5IFUuUek6rZVc0NamfX454/k7yTi41dfHPv\n", "JVp7PKy8+fXX3W++so5eL6tz43n3UgvfWpqNV9MorWnjy3PT+P/WTafD5WFeRhQnqttZkh3LtEFW\n", "NZwQYeUfl2bz9slafJqP7xdMJjUqHLv09YRQxj3fk7yTfy26wq6zTZ9tr53Gz4uvcrGpG5vZxI9W\n", "TuX+FCeNnb2cqe8izATTEx0kRH42RKbd5aHT5cUZbpZhMUIoQnqSQYp3fNY/DDOBNczEt5dlU9ve\n", "S5TdQvaEvtv/EiJtLMke/H7mqHCL3J0ixD1u3PYkl+XEsXJ6HDkJEfzj0myy4iJIjgrnwbQoJsdF\n", "DGspV1V7NarmBnWzq5ob1M6ux7g9DUqJCudvFk/C7fERLj1CIcQdjNuepBBifAr52xKFEEIlUiQN\n", "oGqvRtXcoG52VXOD2tn1kCIphBABSE9SCDGuSE9SCCFGkBRJA6jaq1E1N6ibXdXcoHZ2PaRICiFE\n", "ANKTFEKMK9KTFEKIESRF0gCq9mpUzQ3qZlc1N6idXQ8pkkIIEYD0JIUQ44r0JIUQYgRJkTSAqr0a\n", "VXODutlVzQ1qZ9dDiqQQQgQgPUkhxLgiPUkhhBhBUiQNoGqvRtXcoG52VXOD2tn1GPU1bmprazl0\n", "6BBms5lHH32U1NTU0Y4ghBBBG/We5DvvvMPatWsBKCwsZN26dYO+TnqSQggjhHxP0uFw+B/bbIOv\n", "Zy2EEKFi1Itk/xNXq9U62rsfFar2alTNDepmVzU3qJ1dj1HvSXq9Xv9jk8l0x9fFxsZy4sSJ0Yg0\n", "4hwOh5LZVc0N6mZXNTeomz02NlbX60e9SHZ3dwN9Z5S3Hg9m7ty5oxVJCCHuaNQv3NTU1HD48GE0\n", "TWPZsmUkJSWN5u6FEEKXkL3jRgghQoEMJhdCiACkSAohRABSJMcxn883YLSBSlTOLtQy6le370bl\n", "2xZ37Njh/4s7ZcoUZs2aNcaJ7mzv3r1UVFSwbt060tLSAHWO/WDZVTn2ZWVlnDt3Dp/PR15eHhkZ\n", "Gcoc98Gyq3Dcjxw5Ql1dHQCTJk1i7ty5+o65FmK2b9/uf7xt27YxTKLf/v37xzqCLmVlZVp1dbV/\n", "W6Vj//nsqhz7w4cP+x/v2rVL0zR1jvtg2VU57rfs27dP0zR9xzzkziRVvm3R6/WydetWNE0jOztb\n", "uXvP5dgbLz8//7bnVDnug2VX5bhXVlayZcsW1q9fD+g75iFXJDWFb1ssKCjwP96zZ88YJhkaOfaj\n", "58CBAyxYsABQ77j3z67Kcc/KyuKVV15h+/btTJ48WdcxD7kLN8HethjqVPhl/zw59qPj8OHD5OTk\n", "kJCQAKh13D+fvb9QP+52u52oqChA3zEPuSIZ7G2Loaiqqsr/uKenZwyTDI0ce+N98MEHJCcnk5WV\n", "5X9OleM+WHYVjntzc7P/8a0zSD3HPOS+bi9cuJCNGzf6b1tUSVVVFSUlJQDMnj17jNMEdvDgQSoq\n", "KrDb7WRlZZGfn6/MsR8suwrHvr6+nuLiYnJzczl79izt7e28+OKLShz3O2VX4bgXFxfjcrkAmDdv\n", "HqCvzshtiUIIEUDIfd0WQohQIkVSCCECkCIphBABSJEUQogApEgKIUQAUiSFECIAKZJCCBGAFEmF\n", "dXR08Otf/5ry8vJR3/f3vvc9CgsLKSws9A8mvqW4uJiWlpZhfX5VVRXf//73h/UZ96Jgj+3HH3/M\n", "r371q1FIdO8LuTtuRPCcTieLFy8ek33n5uaybt26QX/mdrvxeDzD+vzMzEzuu+++YX3GvSjYYzt3\n", "7twBtwyKoZMiqYDjx4/z/vvvk5KSgsPhwO12Exsby/LlywE4evQoFy5cACA+Pt5fOH0+H1u2bMFi\n", "saBpGk6nkyeeeML/uUeOHKGmpgabzYbP58Nms/Hkk08CcO7cOUpLS4mIiKCnp4d58+YxefJk/3sv\n", "XrxIYWEhHo+H5ORklixZAkB5eTknTpygurqayMhIwsLCePLJJ7FY7v6rVl5eTmlpKXa7HbfbTVdX\n", "l/9nzc3N7N+/n4iICLxeL2lpaeTl5dHb28ubb75JZ2cnzz77LNHR0WzevJnq6mq+8pWvBFyN827H\n", "9U77hL6z+EOHDtHd3U1kZCS9vb2EhYX5p+K6cOECp06dwmKx4PP5qKmp4etf//pdj0FXVxdbt27F\n", "6XRiNps5d+4c3/jGN4I6tgcPHqS5uRmLxYLZbMbn8911fyIIIzedpTDSD37wA62hocG/ffToUa2s\n", "rEwrKyvTDhw44H/+j3/84x0/4w9/+MOA7TfeeENrb2/XNE3TvF6vduXKFU3TNK2zs1N74403Brx2\n", "06ZNWm9v76Cfu3v3bq21tdW//e677w7IGoyuri5t48aN/m2Px6O9+uqr/u3f/va3A/ZfXFysXb58\n", "WdM0TfP5fAPeu2fPngF5ArnTcb3bPm959dVXtbq6ugHPdXd3a5s2bRrwXHFxcVB5Kioq/BPDapqm\n", "VVZWDvj5nY5tWVmZ9uGHH/q3GxoatB/+8IdB7VMEJmeSikhPTx8wPdXs2bPZt28fU6ZM8S9hAGA2\n", "m/2PXS4X+/fvx+v1EhYWxqVLlwZ85tNPP81HH31ET08PPT09/gkK6urqaGtro7Cw0P/anp4eWlpa\n", "Bj0zS0tLo6mpiZiYGP9zms4pAaqrq5k2bdqAP8fMmTP927W1tezatcu/7fP5sFgsZGVlYTKZSEhI\n", "oLGxkbi4ONrb2wdkCeROx3XGjBkB93nLnDlzbjsmNTU1A866ARYtWhRUnuzsbLxeL/v27fNP55WZ\n", "mTngNYMd2wsXLrBixQr/dkJCAhkZGUHtUwQmRVIR1dXVNDY2+v9Cnzx5kmnTpgVcDGv37t0sXbqU\n", "6OhoADo7O/0/83g8XLx4kccee8z/3FtvvUVWVhYZGRkkJycP6Dn2/+pWWVlJenq6f/7AS5cu+b+m\n", "A1gsFt2LdKWnp3Ps2DH/zNYej4dPP/2UF154AYCcnBxWrVo1YM7C/r25/Px8du7cSUZGBvPnzw96\n", "v58/rqWlpUyfPj2ofd5JamoqH3/88YBZuq9evUpiYiJ2uz3ge0+ePMmDDz7I1KlTgb6WSFVVlb9Q\n", "3unY5uTkUFpa6m8HNDQ0cPXq1btmFXcnswAp4u2338ZisfgnCI2Pj2fRokX853/+JwAvvfQSjY2N\n", "vP766yxZsoT8/HzKysooLy/HarXi8Xi4cOECDz30EAUFBfT09PDLX/6SyZMnYzKZcLlczJkzx/+X\n", "8+rVqxw7dszf7+ro6GDNmjVERUXR3NzMvn37sFqt+Hw+ZsyYMeCsr729nR07duB0OoG+C0yPP/74\n", "Xf+Mp0+fprS0FKfTSVdXF21tbWRlZVFQUEBnZycHDhwgLKxvQEZnZycLFy4ccMa2fft2Wltb+cpX\n", "vjKs43rrH45A+6yoqODTTz/l1KlTzJo1i/DwcFauXOn/3PLyck6fPo3NZsPj8RAXFxfUMdi6dat/\n", "f7esXbvW/1ygY3vgwAFaWlqw2+309PRQX19PXl6ef3owMTRSJBWxadMmNmzYMNYx7jlyXMXdyDhJ\n", "BRw/fpyzZ8+yfft22traxjrOPUOOqwiGnEmKUXFryMxgv25Op9OQGbnHYp93s3fv3kGXOQgLC2P5\n", "8uVERESMeiYRmBRJIYQIQL5uCyFEAFIkhRAiACmSQggRgBRJIYQI4P8CtIt5/3byQtIAAAAASUVO\n", "RK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.540778\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8U/ed7/+XVsvyJu8rXjAGh4SEsIcQoAkkJCHEpEmb\n", "hEnTue3tnSb318f8Ol3y6/11Ou3caTtL2pnptOlyO10yCWkIW1jDkoRgE/ayOiaAsTF4xzZeJVnS\n", "uX8YCxuMLBkfW1/783w88njoyJLOmxP4+Ohzvuf7NWiapiGEEGJAxtEOIIQQ4UyKpBBCBCBFUggh\n", "ApAiKYQQAUiRFEKIAKRICiFEALoWya6uLn70ox9RXV3tf662tpY33niDt956i5qaGj13L4QQt03X\n", "Irlnzx4eeeSRfs8dPHiQVatW8eyzz3LgwAE9dy+EELdNtyLZ3NyM3W7HZrP1e95ut/sfW61WvXYv\n", "hBDDQrciWVxczIIFC256vu8NPhaLRa/dCyHEsDDr9cF1dXW8++671NfXk5ubS0ZGBgBer9f/GoPB\n", "cMv379ixA5PJpFc8IcQ45XA4mDlzZtCv161IfvnLXwagtLQUh8Phf76rqwvoOaPsfTwQk8nEjBkz\n", "9IonhBinjh49GtLrdb1w09TURHFxMadOnfI/N3fuXFavXs3q1auZO3eunrsfNcXFxaMdYUhUzQ3q\n", "Zlc1N6idPRS6nUkCJCQk8JWvfKXfcxkZGTz33HN67lYIIYaNIVynStu9e7d83RZCDLujR4/y0EMP\n", "Bf16ueNGCCECkCKpA1V7NarmBnWzq5ob1M4eCimSQggRgPQkhRDjivQkhRBiGEmR1MFo9Gqc3V6O\n", "V7ex/UwjZxo6GMoXBJV7TKpmVzU3qJ09FLqOkxQj55OGTr699RwAVpOBf31iMpOS7IO8SwgxGDmT\n", "1MFAE3voraLp+i2ebq9GY2d3yJ8xGrmHi6rZVc0NamcPhRTJMWJysh3TtflCYiJMpMXINHRCDAcp\n", "kjoYjV5NYXIUP10xme8tyeNfHi8gNz4y5M9QucekanZVc4Pa2UMhPckxwmQ0UJgcBcmjnUSIsUXG\n", "SQohxhUZJymEEMNIiqQOVO3VqJob1M2uam5QO3sopEgKIUQA0pMUQowr0pMUQohhJEVSB6r2alTN\n", "DepmVzU3qJ09FFIkhRAiAOlJCiHGFelJCiHEMJIiqQNVezWq5gZ1s6uaG9TOHgopkkIIEYD0JIUQ\n", "44r0JIUQYhhJkdSBqr0aVXODutlVzQ1qZw+FrvNJ7tu3j7q6OgCys7OZOXMmmzZtwuv1ApCfn8+0\n", "adP0jCCEELdF1yI5f/58/+MdO3YAYLPZWLp0qZ67HXWqrv2ham5QN7uquUHt7KHQfWbyiooK1q5d\n", "y8qVKwHwer2sW7cOTdPIy8uTizNCiLCme08yNzeXl19+mUOHDgGwbNkynnrqKT772c/6v4qPNar2\n", "alTNDepmVzU3qJ09FCNy4cZmsxETE3PT8xaLJeD7+v5PKC4ulm2dt0+ePBlWeULZPnnyZFjlGQ/b\n", "Kv99CYWu4ySbmppISEgAYMuWLTz++ONUVlaSk5MDwObNm1m+fPmA75VxkkIIPYQ6TlLXnmRJSQku\n", "lwuAWbNmAVBZWcnBgwcBmD59up67F0KI26ZrkXziiSduem7hwoV67jIsFBcXK3nlT9XcoG52VXOD\n", "2tlDIYPJhRAiALl3Wwgxrsi920IIMYykSOpgqEMNRpuquUHd7KrmBrWzh0KKpBBCBCA9SSHEuCI9\n", "SSGEGEZSJHWgaq9G1dygbnZVc4Pa2UMhRVIIIQKQnqQQYlyRnqQQQgwjKZI6ULVXo2puUDe7qrlB\n", "7eyhkCIphBABSE9SCDGuSE9SCCGGkRRJHajaq1E1N6ibXdXcoHb2UEiRFEKIAKQnKYQYV6QnKYQQ\n", "w0iKpA5U7dWomhvUza5qblA7eyikSAohRADSk1RQc2c3bS4vsTYTjkjLaMcRQilhte62GH7VrS5+\n", "+P4FPm3sYnp6NH+zKIfUaOtoxxJizJKv2zrQs1dTVt/Bp41dAByraedcY+ewfbbKPSZVs6uaG9TO\n", "Hgo5k1SMzdz/91qEWd/fc1ed3Xza0IXT42Vykp3UmAhd9ydEuJGepGKau7rZeLqBfZVXeWhSAo9N\n", "SSTGps/vOp+m8daxOn5/pAaAe9Kj+V8P5kofVChNepJjXHykhS/MTOeZu1OwW0wYDAbd9tXV7eWD\n", "883+7eM17bS6vFIkxbii63e1ffv2sX79etavX8+RI0cAqK2t5Y033uCtt96ipqZGz92PGr17NUaD\n", "gSiredgL5I25Iy0m7s+N828XJtuJjTAN6z6Hi6r9MVVzg9rZQ6HrmeT8+fP9j3fs2AHAwYMHWbVq\n", "FQAbNmygqKhIzwjiNhgNBoruTGZykh2X10dhcpScRYpxR/ev2xUVFaxdu5aVK1cCYLfb/T+zWsfm\n", "0JUFCxaMdoQhGSi3I9LC/FzHKKQJzVg65qpQOXsodB8ClJuby8svv8yhQ4cA6HudyGKRsxIhRHgb\n", "kXGSNpuNmJgYALxer//5wXpqfXsexcXFymz3Pg6XPMFuv/baa2GVJ5Tt1157LazyBLt949+Z0c4T\n", "yrbKf19CoesQoKamJhISEgDYsmULjz/+OOvXr2flypVomsbmzZt54oknBnyvykOAiouLlfwqompu\n", "UDe7qrlB3eyhDgHStUhu2rQJl8sFwKxZs8jNzaW6upo9e/agaRpLliwhJSVlwPeqXCSFEOErrMZJ\n", "DnSWmJGRwXPPPafnbpVR0+pi97kmmru6eawwifxE++BvEkKMKLl3WwfB9D68Po03/lzLH4/WsumT\n", "K3xn+3nq290jkO7WhtqzCQeqZlc1N6idPRRSJEeJ2+vj3JUu/3Zzlwdnt28UEwkhBiJFUgfBNLMj\n", "LSaem55K7/X9J6cmkWAf3btEVWzC91I1u6q5Qe3soRjSv8r29naio6OHO8u4Mz8njp8XTcHl8THB\n", "EUF0hNxKL0S4CXgmWVpaOuB/b7755kjlU1KwvRqLycikJDt3pkUTaxv9gfUq95hUza5qblA7eygC\n", "Fsl9+/ZhNBq5cOECBw4cwO12s3//fv/YRyGEGOsCjpPs/Vr91ltv8eyzz/qf/9Of/sTnP/95XYPJ\n", "OEkhhB6Gdd3t3r7jjRNRjNWJKYQQ4kZBXd3u7OzE5+sZnuL1emlra9M1lOpup1fj9Wk0drhpdXmG\n", "MVFwVO4xqZpd1dygdvZQBHU59dFHH+W//uu/sFqtuFwuHn/8cb1zjUvdHh8flDfzqwOXSYmy8O3F\n", "ueQmRI52LCHGNVnjJoyUN3Xy1XVn6P0fsniig+88mDeqmYQYa4a1J3krtbW1Q3mbGIwGfX9j+cLy\n", "19f40OX20tjhxuXxDv5iMaYFVSRPnz7db3vfvn26hBkrhtqryYqz8fUHsrFbjOQ4Ilh1b9owJwtM\n", "5R7TcGavb3fzryUX+R/ryvjtoRpaurqH7bNvJMc8/AXVkzx79ix33nnn9TeZ5c4QPVjNRpYUJDAz\n", "KwaryUBcGAwwH49O17XzwfkWADacbmBWZgxzsuMGeZcYq4ZU7XqvdIuB3c49rWajgeSo0RlipfK9\n", "uMOZ/cYuvZ5dDznm4S9gkdy8eTNdXV2UlZXR3X39K0dqaqruwYQYLXemRjMvO5ajl9tYMimBgiSZ\n", "53M8C1gkly9fDvTMMH6rZRbEzVSd1l7V3DC82VNjrHx7UQ4d3T5iIkxEWvRba1yOefgLepykEONJ\n", "VISZqIjRTiHCgYyTFEKMK7qMk9y6dStVVVVUVFTw5ptvcu7cuSEHFEIIlQRVJN1uN5mZmRw7dozn\n", "n3+eo0eP6p1LaaqOH1M1N6ibXdXcoHb2UARVJI1GI0ajEZvNBkBEhDRrhBDjQ9Bnku3t7f4iGaZt\n", "zLCh6hU/VXODutlVzQ1qZw9FUEUyIyODDRs2MG/ePE6dOkV5ebneuYQQIiwEVSTnz5/PX/zFX2Cz\n", "2SgsLOSll17SO5fSVO3VqJob1M2uam5QO3soQp4FyGw2+792Axw7dmxYAwkhRDi57XW3KyoqhiHG\n", "2KJqr0bV3KBudlVzg9rZQ6HrdD6nT5/mzJkz+Hw+5s2bR1ZWFps2bcLr7ZmjLz8/n2nTpukZQQgh\n", "bsttn0kGcuXKFZ566imefvppTpw4AYDNZqOoqIiioqIxWyBV7dWomhvUza5qblA7eyh0PZNcuHDh\n", "Tc95vV7WrVuHpmnk5eXJrYdCiLA2IrPn7ty5kzlz5gCwbNky//Pbtm0bid2PuAULFuDTNOra3ACk\n", "RFsxGQ2jnGpwKveYVM2uam5QO3sodC+Se/bsoaCggKSkpJt+ZrEEnnm771RMvaf2Kmxrmsbes/X8\n", "U0kNmgb/68FcLPVncbtdYZFPtmV7vG+H4rZnAaqoqCA3N3fAn+3du5fk5GQKCwv9z1VWVpKTkwP0\n", "TOrbO2fljVSeBej4mfP86HAnTV09a2fbLUZ+8/QdozbjeLBUnh9Q1eyq5gZ1s4c6C1BQZ5IlJSUk\n", "JiZSWFjIuXPniI6OJi2tZ5GqWxXI+vp6SkpKKCwspKysjLa2Nl544QUqKys5ePAgANOnTw86qFI0\n", "X89ErdeKZJTVhMkQ/l+3hRA3C+pMcvXq1Tz88MMkJibi8/lYu3YtzzzzjK7BVD6TBDjb0Mm/lVzE\n", "p8HX7p9AYUrUaEcSQqDTmWRUVBSJiYlAz4xAJpN+09mPFQXJdv758QI0DexWOV5CqGpI4ySNRl2H\n", "Vyqvt0kcaTEpVSBVHvemanZVc4Pa2UMRVLUzGAw0NTUB0NTU5L9jRgghxrqgepJer5edO3f655Rc\n", "tmwZZrO+o4dU70kKIcKTLj1Jk8nUbxC4EEKMF0F93T579qzeOcYUVXs1fXM3d3bzaUMnl686RzFR\n", "8MbCMVeNytlDEVSRPH78eL/tCxcu6BJGhIcrHW5e/aiS/7nxDF9791PONnaOdiQhRk3Qa9z0dWPR\n", "FP2peBcCXM9d1eLi4KU2ANpcXvZeaB7NWEFR/ZirSOXsoQh6+Yb33ntP7ywiTNitRvrOx5EWI6tj\n", "ivErqCL5+uuv09raypo1a1izZg0nT57UO5fSVO3V9ObOS4jke0smMiszhhdnpjFnQuwoJxuc6sdc\n", "RSpnD0VQV7cfffRRZs2a5d/eunWrboHE6LOYjNyXE8e87FgMcs+5GOduexYgvcg4SSGEHkIdJyn3\n", "FwohRABBFcnW1lbeeecd/vCHP+DxeFi/fr3euZSmaq9G1dygbnZVc4Pa2UMRVJHcvn07Tz75JHFx\n", "cbrfjiiEEOEkqCJps9n6LbUgU6X1aHd7uNLhxuPr39ZVdfyYqrlB3eyq5ga1s4ciqNPCGweT+3w+\n", "XcKopKrFyb8WX+Rii4sXZqTxcEECNov88hBiKJo63RysaqW61cWCXAeTk8NnkuqgziRTUlIoLi7G\n", "4/Gwf/9+srOz9c4V9raWNXKytoOrTg//se8Slc3X73FWtVejam5QN7uquWF4s39wvoWf7K3ireP1\n", "fHvbeapawmfOgKCK5MKFC0lISMBms5GWliZDc4AbvmEj59ZCDF1pXYf/cYfbS7srfOasDfoqzNSp\n", "U5k6daqeWZTyWGEiJ2raqLrq4gsz08l12Pw/U7VXo2puUDe7qrlheLM/WphISWULPg3uTo8mJTrw\n", "ctMjKagi2djYyLZt24iMjMTtdrNs2TISEhL0zhbWcuIj+cfHCnB6fDhsZqxmGXIqxFDdmxHDz56c\n", "QrvLywRHBIlhtPxy0EOAVq1axdNPP83nP/95duzYoXcuJcTazKREW28qkKr2mVTNDepmVzU3DG92\n", "k9FAQZKdezNjSAqjAglBFkm73e5f/MtkMmGz2QZ5hxBCjA1BFUmns/+Vps7OnklYDx48OPyJxgBV\n", "+0yq5gZ1s6uaG9TOHoqgiqTP5+O3v/0tR48e5Xe/+x02m43S0lKOHTumdz4hhBhVQRXJzs5O7rvv\n", "Pmw2G3PnzqWwsJAwnTwoLKjaZ1I1N6ibXdXcoHb2UAR1dfv5558nOjr6puezs7O5dOkSWVlZwx5M\n", "CCHCwW3PJ7lhwwaKiooG/Nnp06c5c+YMPp+PefPmkZWVRW1tLbt378ZkMrFo0SLS09MHfK/MJymE\n", "0IMu624P1ZUrV3jqqaeAntnMs7KyOHjwIKtWrQICF1ghhAgHuo6AXrhw4U3P2e12/2OrNbzGQw0X\n", "VXs1quYGdbOrmhvUzh6KEblNZOfOncyZMweg3wWfvtOvCSFEONK9SO7Zs4eCggKSkpIA8Hqv37g+\n", "2CJTfX9TFRcXK7O9YMGCsMoT7HZf4ZAnlO0b/wyjnSfY7d6xhuGSJ5TtvsIhT6h/X4Kl64WbvXv3\n", "kpycTGFhof+59evXs3LlSjRNY/PmzTzxxBMDvlcu3Agh9DDiC4HdavhPfX09JSUllJWVsWHDBl5/\n", "/XUA5s6dy+rVq1m9ejVz58693d2HpaH+xhptquYGdbOrmhvUzh6KoK5u7927lwceeGDAn/Vdj7uv\n", "lJQUXnnllZuez8jI4LnnngshohBCjJ6gziTff/991q5dS319vd55xgRV72lVNTeom13V3KB29lAE\n", "VSRXrlzJihUrKC0t5e2336a0tFTvXEIIERaCKpJ33303FouFxYsX88gjj7Bx40a9cylN1V6NqrlB\n", "3eyq5ga1s4ciqJ5kcXExubm57Nu3j+joaL72ta/pnUsIIcJCUEOAvv/97/OZz3yG+++/f8TW3JYh\n", "QEIIPehy7/bKlSu5++67hxxKCCFUFXRPUgRP1V6NqrlB3eyq5ga1s4ciqCLZ2trKO++8wx/+8Ac8\n", "Hg/r16/XO5cQQoSFoFdLfPLJJ4mLi8Ns1nV2tTFB1fFjquYGdbOrmhvUzh6KoIqkzWbrN2PPSF28\n", "EUKI0RZUkXS73f22fT6fLmHGClV7NarmBnWzq5ob1M4eiqCKZEpKCsXFxXg8Hvbv3092drbeuYQQ\n", "IiwEPVVaaWkp5eXl3HXXXeTm5uoca+yPk7x01Umby0tKtJVEu0w+LMRI0W2Nm6lTpzJ16lQAKisr\n", "ycnJCT2dAODTxg5e2XqedreXe9Kj+dbiHJKjxuZSFkKoLmCRXLt2rX/28N4+pKZpnD17lu985zv6\n", "p1NU3xmnB1JScZV2d88M7cdr2qlqcYVFkRwsdzhTNbuquUHt7KEIWCSjo6N55JFHKCkpwWKxMH36\n", "dI4ePYrD4RipfGNSesz1gmg0QLR1RJYaEkIMQVA9yXfeeYenn37av927BIOexnJP8kpnN++fa+J0\n", "XTuPFSYxIzMWszHwej9CiOGhS0/yxgW7ZAjQ7Um0W3jm7lSeIXW0owghBhHU9zyfz0djYyMAjY2N\n", "dHd36xpKdaqOH1M1N6ibXdXcoHb2UAQ9C9D27dtpb28nKiqq31dvIYQYy257SdlLly7dcsXE2zGW\n", "e5JCiNEz4kvKHj58+HY/QgghwpaMPdGBqr0aVXODutlVzQ1qZw+FFEkhhAhAiqQOVL0LQdXcoG52\n", "VXOD2tlDIUVSCCEC0LVI+nw+vF6vnrsIS6r2alTNDepmVzU3qJ09FLe9FsOthv9s376d8vJyioqK\n", "yMjIAGDTpk3+opmfn8+0adNud/dCCKGr2x4nGUhpaSkOh8NfJHfu3MnSpUuDeq+MkxRC6EG3+SSH\n", "g9frZd26dWiaRl5enhRBIUTYC1gkP/zwQ2bNmsVvfvObmybZ7e7upqCgIKRCt2zZMv/jbdu2Dfr6\n", "vvPV9fY/VNju26sJhzzBbp88eZKvfvWrYZMnlO3XXnuNadOmhU2eYLd7nwuXPOPl70soAn7d7i2S\n", "u3btoqio6Kaf3ziF2o1u/Lrd165du1iyZMkt36vy121VJyNVNTeom13V3KBu9mG9LXHx4sVER0ff\n", "8uehrsFdWVnpf+x0OkN6r0pU/IsD6uYGdbOrmhvUzh6KoKpcfHz8gM8HmqF8165dlJeXY7PZyM3N\n", "ZeHChVRWVnLw4EEApk+fPoS4o8OnaXR7fERY9F9v3KdpGA0yAa8Q4ULXq9u3I1y+bte1uXj7RD1l\n", "DR187u5U5mfHYTEHHl46lK8hHp/GkUutrD1Vzx3JUSy/I4nk6JFd90bVr0+gbnZVc4O62Ud8FqCx\n", "rriihU2fNHK2sYsfvl/BheYuXfZzoamL7+0s51h1O6uP11Fc0aLLfoQQoQn4dbu1tZXY2FhaW1vZ\n", "tWsXADabjYcffjjkfqSqrnR6/I81wOkZ/MR7KL9du7q9+Pp8dG2bO+TPuF0qnhX0UjW7qrlB7eyh\n", "CHgm+cEHHwCwefNmli9fzlNPPcX8+fNZv379iIQLB0smJRAf2fML4eGCBLIdEbrsJyvOxoLcOABi\n", "Ikw8NGngPrAQYmQFLJK97Uq73Y7V2tMfczgcWCwW/ZOFiYmJkfzsySn8+qlCvjIvE0fk4H/2odzT\n", "mmC38LX7J/Dzoin8+4rJTE6OGkrc26LyvbiqZlc1N6idPRRBfWe+cZIKl8ulS5hwlTJCF1AckZag\n", "irAQYuQEPJN0u92sWbOm35nj+fPnSU2VpVADUbVXo2puUDe7qrlB7eyhCHgm+bnPfe6m5/Ly8sjP\n", "z9ctkBBChJOQhwAZjTJqaDCq9mpUzQ3qZlc1N6idPRRB9SQ1TeP8+fO43T3DUg4dOsSLL76oazAh\n", "hAgHQZ0Wrl+/nra2NoxGo/8/cWuq9mpUzQ3qZlc1N6idPRRBnUlaLBbuvfde/3ZhYaFugYQQIpwE\n", "dUrY1tbWb7u+vl6XMGOFqr0aVXODutlVzQ1qZw9FUGeSFy5c4Je//CWJiYkAlJWV8d3vflfXYEII\n", "EQ6CmgXo0KFDzJ4927/94YcfsnjxYj1zhc0sQH11e32UN3XR4fKSHW8jKWpkZ+kRQtw+Xda46Vsg\n", "Ad0LZLg6fKmN7+8qx6fBPenRvPKZXBLtcoeMEGPZkC5T19bWDncOJWwta/TP1HO8pp3GjoFn6lG1\n", "V6NqblA3u6q5Qe3soRhSkdy/f/9w51DCXWnXl7KIiTARbdV/pnIhxOgK+HW7oaGB+Ph4mpub+z3f\n", "0dGha6hwtWRSPPGRZura3NyXE0dmnG3A1/UdP9bV7aWqxYnBYCDbYSNikFnNR5PK495Uza5qblA7\n", "eygCFsk1a9bwzDPP8Prrr/e7iFJXV6d7sHCUGGXl4cmJQb++2+Nja1kjvzpQDcDXH8hmaUECJqOs\n", "YSOEKgKe1rz00kskJyczadIkFi9e7P9v4sSJI5VPSb29miZnN/95uMb//O8OV3PV6bnV20adyj0m\n", "VbOrmhvUzh6KoL77LVu2rN/2pEmTdAkz1kSYjKTHXB8mlBUbQYRJziKFUMmQVkt0u93+mcr1Eo7j\n", "JIeiormL9acasJoMrJiazATHwH1MIcTI0GWc5I22b9/OihUrhvLWcSfRbuELM9KJthp1W7f7YrOT\n", "soYOYiJM3JkaRaxNxm4KMVyGdKnV5/MNd44xpbdXU93q4ge7yvnC26f5/ZEaXfqRde1uvrvjPP/y\n", "0UW+t/MC759vHvxNt6Byj0nV7KrmBrWzhyLgmeSrr75Kdnb2Tc+XlZVRVFSkW6ix4silVo7X9AyX\n", "WnuqgTkT4rg3M2ZY93G1y0NNn+VnP668ypNTkzEYpPcpxHAIWCTz8/MHLIYbNmwI6sN9Ph+apmEy\n", "ja9B173jx4wjUKgS7GYmJUZy7koX0LME7lALpMrj3lTNrmpuUDt7KAIWyfvuu2/A5x0Ox6AfvH37\n", "dsrLyykqKiIjIwPouZ1x9+7dmEwmFi1aRHp6+hAiq2NGZgzzc2I5WdvBiqnJTEqKHPZ9JEVZ+f8f\n", "yuNCUxdRVhNTkuzDvg8hxrOAPclbrYoYzAQXy5Ytu+l1Bw8eZNWqVTz77LMcOHAg6JCq6e3VpMdG\n", "8K3Fufz6qUKeuyeVmIghXScbVEZsBPfnOpieEUPkbdwqqXKPad++fXR7fXh9IQ/WGFUqH3OVs4dC\n", "n3+1t2C3Xz/L0XsIUbiwW0zYdbqqLa6zpOXzytZzxNjM/OWsdHLih/+sXYxPI1ok+w7J7LuWt2pa\n", "nR5cHh+OSDMW080n46r2alTNXdfm4ofFdXS4vQC4un383cN5RJjD/5eTqscc1M4eihGdbcHr9fof\n", "B3Nxoe/pfHFxcVhsVzZ38a2tZ/nSO5+w7ng1Xd3esMo3Hrc9Ps1fIAGudHXzyZmzYZNPtsNvOxRD\n", "uuMmWKWlpTgcDv+Fm/Xr17Ny5Uo0TWPz5s088cQTt3xvuN5x8+/FVWwua/Rv/+zJyUxJjur3muLi\n", "4tv6Ldvt9XG2sYuGDjdZcRHkJ47MxZjbzT1aXB4fG09U83+ONmAxGfj+0onMyood7VhBUfWYg7rZ\n", "R+SOm2Ds2rWL8vJybDYbubm5LFy4kLlz57J69Wo0TWPJkiV67VpXN66mq8cgnzMNnXxjy1l8Gtgt\n", "Rn6yfDITE6XHdisRZiMTDVf4zWcLMRkNZMZGjHYkMYboeiZ5O8L1TPJii5NXP6pE0zSevSeNVpeH\n", "3PhICpLswzYF2sbTDfz840v+7e8vzeO+nMGHXQkhBhc2Z5JjVbbDxv9+JJ/zV7r49tZzaIDZaOCn\n", "TxTc9LV7qPISbBgADbCZjaREj4+RAEKEo/CdJjuMxUSYaehw03sK7vFp1PW5NXCoDeJed6RE8ery\n", "Al5ZnMOrywtGtCepKlWzq5ob1M4eCjmTHKIJcTYsRgPdPg2b2UhG3PD1wSwmY7/1dIQQo0d6kkPk\n", "0zTONXZS3+4mPbbnCvSnDR2U1nWSHmvlrrRoomShMCHCjvQkR4jRYGBychSTr/UhLzR18c2t5+jq\n", "7plG7m8fymNB3tAutjR2uGl1eYmPNBMfqe6geyHGAulJDpOWrm5/gQQ409AzRZrXpxHKyXpVi5Nv\n", "bjnLX60r4x/er6CufeC1vfWgco9J1eyq5ga1s4dCziSHSWpMBGnRVmrb3RgNMHtCLGfqO/jD0Rpi\n", "I8ysujeNRLuFS1edmIwGsuNsWAZYXvZUXQeXW3sK44madsqvdJIqV7eFGDVSJIdJRmwEP3w0n0tX\n", "XcTbzDgizby04Qxtrp7b5dpcHh7Mj+cf91zEAHxrcQ6fyY+/ac7JmBv6mJEjODmGindP9FI1u6q5\n", "Qe3soZB1ZDZ2AAAZc0lEQVQiGQJN0/B4NU7WtXO8pp2pKVHcnR7tL2RZcTay4noW+rp81ekvkAD1\n", "7d0cqGrt+Rzg94drmJkVg6PPejRen0Z6jJXnp6dy+FIby6YkUCDzQwoxqqQnGYSLLU5+/EEF39tZ\n", "zicNHXx/5wVWH6vjuzvKKavv8L/O2e3lZE0bH51vpMPl5ctzeu5ZNxsN/LfZ6Vy+6vK/NisuAtsN\n", "MwgdudzK/9x4hr0XWnhkcgKfmRg/olfIVe4xqZpd1dygdvZQyJnkIJzdXn6+r4o/V7cDPfdVP35H\n", "Eu+crAegsbMb6DnL/OB8Mz8truLB/HjuTNVIjrLwi6LJWE0mshwRpMVEsPPTKxQk24kwG2lxeki7\n", "dhba7fXxX0dr8WpQddXFz/Zd4q60aPJ0mqhXCBEc+Rc4CLdP63eF+arTQ0xET2GzW4zkXZvctcPt\n", "5Z1T9dyZGoXJaOBn+3ruvV4xNYkvz87AaDCQlxDJvBwHr2w7h8enkeuI4AeP5JMWE4HJaCA3wUZZ\n", "QycA0VYTtgEu7OhJ5R6TqtlVzQ1qZw+FFMlBxFhN/Pc5mfz97gv4NPjKnAxmT4hjcpKdpCiLfwbs\n", "CLORwuQoYm1mtvWZSm3Hp018/u5UbNfOGD++2ILn2hIDFS0uqq99BbdbTDx7TxqxEWbq29189q4U\n", "0mU2GyFGnfQkB2EwGJiXHcevnirktZVTeKwwiQkOGzOzYvstEWAxGXlhRhpTkuxM63NL4fSMaOx9\n", "+oqT+tyHHWEy0OL08MW3S/m7neWgwZfnZPKdB/OYkjI8k2WEQuUek6rZVc0NamcPhZxJBsFkNAS1\n", "ZkpaTE/fMdHQwaKJ2WjA3dduTyy/0klls5PM2Ai+uTCbS1dd3J0ezT9/VIlP6xkfeeRyKxlxyfr/\n", "gYQQQZMiqYNpE7OY1me7ormLb2w5x2fy49n0SSOfNvYMEC9MsdPU6fG/zjJM81EOlco9JlWzq5ob\n", "1M4eCvm6PQCvT6O0rp1tZY2crGmn2+Mb/E0BNLR30+7uuRf7VF0Hbq9G1VUX9e3dPD89lYRIM4vy\n", "HEzPjBmmP4EQYrhIkRzA+Sud/M3ms7y2/zLnmzp551Q9H5xvounacJ8btbk8tDqvnxHe2KtJjrYQ\n", "bTVhMRnpe7LY0tXNseo2/nrBBP76gWy6un182tDRb1ErPTV1dlNS0cL755qoaXUp3WNSNbuquUHt\n", "7KGQr9sDqGt349Xgc3cls/pYHc1dPQXwy3My+Nzdqf1e+2lDJ//yUSVur8bXF0zg7oybzwZz4yP5\n", "58cLqG938e3FOew620RWnI3Gzm5K6zv5sLwFDQM/2FWOV4Nn7k7h6Wkpus4A5PFprD1Vz5oTPeM9\n", "p6bY+WJB6iDvEmL8kTPJAWTGRmC3GLEYDf4CCXD0Uis+3/Wv3u0uD69+VElFs5PqVhff23WBhnb3\n", "gL2a/MRI7stxYDYYmJkVy8UWJ+992gTAwwUJ/OFIDd5rkwWtOVHP+Stduv4Zu9xe9lVc9W+X1neS\n", "lDFB133qSdX+mKq5Qe3soZAzyQFMTLTzk+UFtLo83Jkaxem6nlsP782MpbLFSV5CzzAenwYu7/Vp\n", "0DxeH75BpkW7JyOG81c6yYu38fDkBJLsFvITIsmItVLe1FMYYyJMXLnFV/vhYreaeGhSPH88WgvA\n", "7KwYYuXuHiFuIv8qbmHitfGM7S4vMzNjiDAb+bC8mdwEG3kJPa+JtZn5fxdM4O92XcDj9fE3C7Mx\n", "GGD//v1kFN7DmhP1uL0+Vt6ZjNujkRRtxevT+PeSKi63urkr1c63F+dijzDz/PQ0Ii1GWp1e5kyI\n", "JS5C33u2TUYDT0xNYkqyHbdXY3KSnROH9yt7dqDqGtCq5ga1s4dCimQfPk2j1enBajL6B4DHR1r4\n", "4fsVPDIlkQdyHSTd0Ce8JyOGny4v4MilVv7zUA1ZcVaevusOfvLRRUrre24xLKvvZFZWLAcvXuW5\n", "6Wn++SJP1XVS2+4mOdrKpCQ7L8xIp6bVhdlopCBZ/3W242wWZk+I82+f0X2PQqhHepLXdHt9fHi+\n", "mZc3nOF7O8upanECkBxt5adPTMYRaeadk/X8YPcFLrY4aenq5lxjJ7VtLqrbXPzqYDW17W6mZ8ay\n", "t/IqtX3u927o6CYmwkRdRzdWs5GYCBMxESZenJnOrrNNfPe985TWtZMWE0GszYzb6+PopTb2VbZQ\n", "P4Izk6t8VqBqdlVzg9rZQyFnktdcbHGypewKj0xOpKmzm3Wn6nlhRhrHa9p463gd3R6N/2f+BDaW\n", "NlDb6uLXnzRwsKqN+Egz31qUw1fmZlJc0YLb4+PI5TaK7kzmd4dq0IDP3Z3CgapWDEBmrJWiqclo\n", "aCTbLZRUtDA/J44/V7cRaTZQVt+J26uhAbvONvV8/uJc4mzyv0qI0SD/8q7RNMiItfLmsVqy4mw8\n", "Pz2VK53drDlRT1VLzyQUPy2+yLcW5eD0+DhY1QZAc5eHfZVX2VvRwrP3pJIXb8NsgJw4G1+anQ4Y\n", "KEiKJD3WSo7Dxm8OVnOytudC0PT0aIqmJvHq3iqsJgNTU6L4z8M1/sl6vzovk18fuEyr0zMiRVLl\n", "HpOq2VXNDWpnD8W4KZLVV10cutSK0QCzsmJvmmGn3e3xD8m52OLkYouTvEQb3X2uXnt9GheandyV\n", "GoWBnhnGAZKiLDi7fbR0erhscvHhhasUtLkxGQxsPXOF5CgLC3Lj0LSeC0G9zl3pYmJiJBo9V8nP\n", "XenqN5v5xRYn0zNiiNbxIs7lqz1DkZweH/Mz83XbjxCqGvEiuWnTJrzenkKQn5/PtGnTBnnH7Wtz\n", "enh1b6X/DG5+ThzfWpyDvc/6MdYbZgm3W0xkxdp46b5M/vHDnsHiL85M58ilqzw8KZ5vLcphS1kj\n", "eQmRJNgtTE62MzHRxg8/qASgvKmLL85Mx2w0kBkbwcQEOx+UNzMrK5apqVFsKbvCiqlJnKhp67fP\n", "mAiTv1DemxFDfmKkboPKnd1efvHxZQ5d6llW4vClCF5NS1JyGVtVz2hUzQ1qZw/FiBdJm83G0qVL\n", "R3SfnR4vZdeuNAOcruugq9vbr0jmJUTy8n2ZvH2inslJdhbkObCYjMyeEMc/PjqJ0voOztR3sCAv\n", "no8qWuhwe7GajRyrbmNLWSM/fCSfq31uTQRwenxkxFgpujOZH1ybj/Lo5Ta+NCuDv5qbwdTUKAqS\n", "7HT76oiJMDEtPYp/fmwSF1ucJNqtTL42g7lenB4fFc3XB61Xt7pwdftA/wvrQihjxIuk1+tl3bp1\n", "aJpGXl4eM2bM0H2fcRFmVtyZxNqTDQA8OTWJWGvPH72x3UV1m5uubi+zs2KZlRVLfKTFPwSozeWh\n", "ze0lMzaCmqtO2pwe9l28yqREOxmxERy93Mbn707l/xyqZmpqFPdmxPDn6jYyY63clxPHo1MSKG9y\n", "4uszxvxSq5MH8+OZnByF0WBgVmYMRqMBy7Wz2YmJI7P4V0yEmRdmpPOTvRcBeObOROLtanZgVO2P\n", "qZob1M4eihH/F7Fs2TL/423bto3IPm3XZv2ekxWHwQCTEiOxmI18Ut/Bax9fwmg0sGp6Kt957zwt\n", "XR6+uTCHeTlxdHV7+cORGt4tbcRiNPDNRdn8W3EVHd0+TAYDK6YmMSEugpQoC386Uce5K10snhjP\n", "95bkcbquna9v+pS/nJ3B4onxzJsQy/6qVqKtJh6bksQdqdcn1Y0YYNnYhnY3ZfUdGAwwJSWK5Kjh\n", "X3vbZDSwON9BXoINr0/DWVdJhHnkFh4TQgWjetpgsQTuffX9TdU748hQt08e3t9v+/iZ8/zT0S4a\n", "Onpu//vlgcvMzoolP9GOZoDNp+vIjrfxbmnPUgzdPo1NnzQyOTmK5q5u7kyN9vcfvzQ7g9x4GxXN\n", "Tj4sb+aOFDser4ZX61k6dlGeg5UTvDyWl8yE1CQy42wB83a6vfz64yr2VPb0CpdMSmBJQhudrS3D\n", "djz6bk9JjrppRpfh/PyR2O59LlzyjJftXuGSJ5S/L8EyaNogNxsPs8rKSnJycgDYvHkzy5cvH/B1\n", "u3fv1vWreEO7my+v/YSu7p4JK7IdEfzFven8W0kVXp/G1+7PwmI08NPiKjqvveaxKQnYzCaMRgNb\n", "yxr9z0dZTbyyOId3SxuZmBBJdZuLvHgbfzxaS1ZcBD9ZXoAjhIshDe1uvvTOJzivzWNptxj5j6Ip\n", "xEeaibKq+XVYiHBx9OhRHnrooaBfP+J33FRWVrJmzRrWrFnDlClTRnr3fgl2C19/IBujoWdd7Jfv\n", "y+K3h6rpcHtxenz8x75LuLwa/99ncpkzIZZlkxOYkx1H0Z1JzMqMIaPPEKLMWCsuj482l4ed565w\n", "qrad9Fgrj05J5G+X5IVUIKFnpcRFeQ7/9v25Dn5/uJrvbDvf70LLcFN5fkBVs6uaG9TOHooRPy1Z\n", "uHDhSO9yQCajgQW5Dn779B2AgWirEXOfGXEtJiMXmp1MjI+g1enBYjJwoqadKcl20mKtrLgjieO1\n", "7RgwMC0tivp2N8vvSMLt8ZFp83DvxEQempQ4pGyRVhNfnJXOvJw4PD6NY9Vt7DzbM63Z7w/X8LdL\n", "8jAaRnepByHGi3F973aH24vFZCQlykJcpIVvL85hgiOCjFgrX5iRxgfnm4i3W5gzIZaJ8ZFMz4gh\n", "IdKC1WTkNwer+bSxkzONHfzywGWauzzUtrlZPjWZeyem33a2xCgr9+c6yHHY2FJ2xf+8y+NDrwaJ\n", "ylcqVc2uam5QO3soxm2D62KLkx9/UMGlqy5emJHG8sIkClOi+P6SiZyqbefji1f59qJcpqVFkRFr\n", "AzTSYiIwGAzERph4YUYav9h/Gei5N/tsQyd/dV/WsOfMiI3grxdM4D/2XcJhM/Ol2RmYRnnBMCHG\n", "k3FbJLd+0si5a7N//+ZgNdPSoilMiSLLYSPLYWPp5ER/Mcq44RbGk7UdFF9o4S9npZMWYyUv3saT\n", "U5NJju4ZpjOc48esZiNLCxKYmRmD2WQg0T78Q4F6qTzuTdXsquYGtbOHYtwWScMNjYYbW3y3Oltz\n", "ebz87nANnzZ2cuLajOW/+Wyhv0DqwWIykhoTMfgLhRDDblz0JD1eH21OT7+lFR6bksRdqVHERJh4\n", "+b5Mchy2oD7LbDSSHnu9INotxpvu+1b1t6uquUHd7KrmBrWzh2LMn0nWt7tZfayW4zXtPDk1iaUF\n", "iditJiY4bPzg4Ym4PD5ibWb/LYGDMRkNfHFmOpEWI40d3bxwb9pNMwoJIcaOMX8m+efqNraUXeHS\n", "VRc///gy569cn+giOsJMYpQ16ALZKzPOxtcfyOF/P5LPHanRN/1c1fFjquYGdbOrmhvUzh6KMV8k\n", "O9zeftt9Vze8XTJWUYixb8wXydlZsWQ7er4OPzQpnokJ+s8DpmqvRtXcoG52VXOD2tlDMeZ7khMc\n", "Nv7psQI6u704bGaiZW1pIUQIxvyZJPTcp50VZxuxAqlqr0bV3KBudlVzg9rZQzEuiqQQQgzViE+V\n", "Fiy9p0oTQoxPYT9VmhBCqESKpA5U7dWomhvUza5qblA7eyikSAohRADSkxRCjCvSkxRCiGEkRVIH\n", "qvZqVM0N6mZXNTeonT0UUiSFECIA6UkKIcYV6UkKIcQwkiKpA1V7NarmBnWzq5ob1M4eCimSQggR\n", "gPQkhRDjivQkhRBiGEmR1IGqvRpVc4O62VXNDWpnD8WIT9NdW1vL7t27MZlMLFq0iPT09JGOIIQQ\n", "QRvxnuS7777LihUrANiwYQNFRUUDvk56kkIIPYR9T9Jut/sfW63Wkd69EEKEZMSLZN8TV4vFMtK7\n", "HxGq9mpUzQ3qZlc1N6idPRQj3pP0eq+vg20IsG61w+Hg6NGjIxFp2NntdiWzq5ob1M2uam5QN7vD\n", "4Qjp9SNeJLu6uoCeM8rexwOZOXPmSEUSQohbGvELN9XV1ezZswdN01iyZAkpKSkjuXshhAhJ2N5x\n", "I4QQ4UAGkwshRABSJIUQIgApkuOYz+frN9pAJSpnF2oZ8avbg1H5tsVNmzb5/+Hm5+czbdq0UU50\n", "a9u3b6e8vJyioiIyMjIAdY79QNlVOfanT5/mzJkz+Hw+5s2bR1ZWljLHfaDsKhz3ffv2UVdXB0B2\n", "djYzZ84M7ZhrYWbjxo3+x+vXrx/FJKHbsWPHaEcIyenTp7XLly/7t1U69jdmV+XY79mzx/94y5Yt\n", "mqapc9wHyq7Kce/13nvvaZoW2jEPuzNJlW9b9Hq9rFu3Dk3TyMvLU+7eczn2+lu4cOFNz6ly3AfK\n", "rspxr6ioYO3ataxcuRII7ZiHXZHUFL5tcdmyZf7H27ZtG8UkQyPHfuTs3LmTOXPmAOod977ZVTnu\n", "ubm5vPzyy2zcuJGJEyeGdMzD7sJNsLcthjsV/rLfSI79yNizZw8FBQUkJSUBah33G7P3Fe7H3Waz\n", "ERMTA4R2zMOuSAZ722I4qqys9D92Op2jmGRo5Njrb+/evaSmppKbm+t/TpXjPlB2FY57U1OT/3Hv\n", "GWQoxzzsvm7PnTuX1atX+29bVEllZSUHDx4EYPr06aOcJrBdu3ZRXl6OzWYjNzeXhQsXKnPsB8qu\n", "wrGvr6+npKSEwsJCysrKaGtr44UXXlDiuN8quwrHvaSkBJfLBcCsWbOA0OqM3JYohBABhN3XbSGE\n", "CCdSJIUQIgApkkIIEYAUSSGECECKpBBCBCBFUgghApAiKYQQAUiRVFh7ezu//vWvKS0tHfF9//3f\n", "/z0bNmxgw4YN/sHEvUpKSmhubr6tz6+srOQf/uEfbuszxqJgj+2RI0f41a9+NQKJxr6wu+NGBC86\n", "OpoFCxaMyr4LCwspKioa8Gfd3d14PJ7b+vycnBzuuOOO2/qMsSjYYztz5sx+twyKoZMiqYDDhw/z\n", "0UcfkZaWht1up7u7G4fDwdKlSwE4cOAAZ8+eBSAxMdFfOH0+H2vXrsVsNqNpGtHR0Tz88MP+z923\n", "bx/V1dVYrVZ8Ph9Wq5XHHnsMgDNnznDs2DEiIyNxOp3MmjWLiRMn+t977tw5NmzYgMfjITU1lQce\n", "eACA0tJSjh49yuXLl4mKisJoNPLYY49hNg/+V620tJRjx45hs9no7u6ms7PT/7OmpiZ27NhBZGQk\n", "Xq+XjIwM5s2bh9vt5o033qCjo4Nnn32W2NhY3nnnHS5fvsyLL74YcDXOwY7rrfYJPWfxu3fvpqur\n", "i6ioKNxuN0aj0T8V19mzZzl58iRmsxmfz0d1dTUvvfTSoMegs7OTdevWER0djclk4syZM3zjG98I\n", "6tju2rWLpqYmzGYzJpMJn8836P5EEIZvOkuhpx/96EdaQ0ODf/vAgQPa6dOntdOnT2s7d+70P//2\n", "22/f8jP+9Kc/9dt+/fXXtba2Nk3TNM3r9WoXL17UNE3TOjo6tNdff73fa9esWaO53e4BP3fr1q1a\n", "S0uLf/uDDz7olzUYnZ2d2urVq/3bHo9He+WVV/zbv/vd7/rtv6SkRLtw4YKmaZrm8/n6vXfbtm39\n", "8gRyq+M62D57vfLKK1pdXV2/57q6urQ1a9b0e66kpCSoPOXl5f6JYTVN0yoqKvr9/FbH9vTp09rH\n", "H3/s325oaNB+/OMfB7VPEZicSSoiMzOz3/RU06dP57333iM/P9+/hAGAyWTyP3a5XOzYsQOv14vR\n", "aOT8+fP9PvPpp59m//79OJ1OnE6nf4KCuro6Wltb2bBhg/+1TqeT5ubmAc/MMjIyuHLlCnFxcf7n\n", "tBCnBLh8+TKTJ0/u9+e46667/Nu1tbVs2bLFv+3z+TCbzeTm5mIwGEhKSqKxsZGEhATa2tr6ZQnk\n", "Vsd16tSpAffZa8aMGTcdk+rq6n5n3QDz588PKk9eXh5er5f33nvPP51XTk5Ov9cMdGzPnj3LI488\n", "4t9OSkoiKysrqH2KwKRIKuLy5cs0Njb6/0EfP36cyZMnB1wMa+vWrTz00EPExsYC0NHR4f+Zx+Ph\n", "3LlzLF682P/cm2++SW5uLllZWaSmpvbrOfb96lZRUUFmZqZ//sDz58/7v6YDmM3mkBfpyszM5NCh\n", "Q/6ZrT0eDydOnGDVqlUAFBQU8Pjjj/ebs7Bvb27hwoVs3ryZrKwsZs+eHfR+bzyux44dY8qUKUHt\n", "81bS09M5cuRIv1m6q6qqSE5OxmazBXzv8ePHueeee5g0aRLQ0xKprKz0F8pbHduCggKOHTvmbwc0\n", "NDRQVVU1aFYxOJkFSBFvvfUWZrPZP0FoYmIi8+fP549//CMAX/ziF2lsbOS3v/0tDzzwAAsXLuT0\n", "6dOUlpZisVjweDycPXuWe++9l2XLluF0OvnFL37BxIkTMRgMuFwuZsyY4f/HWVVVxaFDh/z9rvb2\n", "dp544gliYmJoamrivffew2Kx4PP5mDp1ar+zvra2NjZt2kR0dDTQc4HpwQcfHPTPeOrUKY4dO0Z0\n", "dDSdnZ20traSm5vLsmXL6OjoYOfOnRiNPQMyOjo6mDt3br8zto0bN9LS0sKLL754W8e19xdHoH2W\n", "l5dz4sQJTp48ybRp04iIiODRRx/1f25paSmnTp3CarXi8XhISEgI6hisW7fOv79eK1as8D8X6Nju\n", "3LmT5uZmbDYbTqeT+vp65s2b558eTAyNFElFrFmzhmeeeWa0Y4w5clzFYGScpAIOHz5MWVkZGzdu\n", "pLW1dbTjjBlyXEUw5ExSjIjeITMD/XWLjo7WZUbu0djnYLZv3z7gMgdGo5GlS5cSGRk54plEYFIk\n", "hRAiAPm6LYQQAUiRFEKIAKRICiFEAFIkhRAigP8LCG1RuxzpDIQAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.480212\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VNeZ7/1vjaqSSvM8oAEQCAwYAwZCMGCbQZ6IcOzY\n", "DnE7fTu388bpTnr1TW7T6aR7Oe6M3U7fm15JnOmm046DY2aDmXGMEZjBxmBABgQSAgSaJVRSTaqq\n", "8/4hKCQQpSpQlWqj57OW19IpSXV+HEuPznnOPnvrNE3TEEIIMSD9cAcQQohYJkVSCCGCkCIphBBB\n", "SJEUQoggpEgKIUQQUiSFECIIYyTffN++fTQ2NgJQWFjI9OnTaWhoYNeuXRgMBubPn09ubm4kIwgh\n", "xB2JaJGcM2dO4OPt27cDcPDgQZYvXw7A+vXrqaioiGQEIYS4IxG/3D537hyvvPIKY8eOBSA+Pj7w\n", "ObPZHOndCyHEHYl4kSwuLuarX/0qhw4dAqDvAz4mkynSuxdCiDsS0cvtaywWC4mJiQD4fL7A6zqd\n", "7pbfs337dgwGQ8SzCSFGlpSUFKZPnx7y10e0SLa1tZGWlgZcP4N0Op2B7WsfD8RgMDBt2rRIxhNC\n", "jECHDx8O6+sjerm9d+9eVq9ezerVq7nnnnsAmDVrFitXrmTlypXMmjUrkrsfNpWVlcMd4baomhvU\n", "za5qblA7ezgieib5xBNP3PRaXl4ezz33XCR3K4QQQ0YXq1Ol7dq1Sy63hRBD7vDhwzz88MMhf708\n", "cSOEEEFIkYwAVXs1quYGdbOrmhvUzh4OKZJCCBGE9CSFECOK9CSFEGIISZGMAFV7NarmBnWzq5ob\n", "1M4eDimSQggRhPQkhRAjivQkhRBiCEmRjABVezWq5gZ1s6uaG9TOHg4pkkIIEYT0JIUQI4r0JIUQ\n", "YghJkYwAVXs1quYGdbOrmhvUzh4OKZJCCBGE9CSFECNKuD3JqCwEJoZWh7OHbo+PxDgjSRb5XyhE\n", "JMnldgREsldzudPNd3fW8JerPuHHu8/R1OUZsvdWucekanZVc4Pa2cMhRVIxnzR1c7zRAcDBC3aq\n", "WxzDnEiIu5sUyQiYO3duxN47ztj/f5nZcOu1y8MVydyRpmp2VXOD2tnDIUVSMROyEvjspEzyksx8\n", "4b4cxmUmDHckIe5qUiQjIJK9mrR4E391fx4/XTqe5fflkDyEN25U7jGpml3V3KB29nDIrVEFGQ16\n", "kgzy902IaJBxkkKIEUWe3RZCiCEkRTICVO3VqJob1M2uam5QO3s4pEgKIUQQ0pMUQowo0pMUQogh\n", "JEUyAlTt1aiaG9TNrmpuUDt7OKRICiFEENKTFGIAlzvdtDu9ZCQYybLFDXccMYRkPkkh7tC5Nicr\n", "tpyhzemlMCWOlxaNJj/ZMtyxxDCRy+0IULVXo2puGNrsp5odtDm9AJzvcHOu3TVk730jOeaxT4qk\n", "EDdIsfa/wEqKMwxTEhELpCcpxA3sbi97z3Vw6IKd+aNTmDkqCYtJCuXdQnqSQtyhxDgj5eMzKB+f\n", "MdxRRAyQy+0IULVXo2puUDe7qrlB7ezhiOiZ5IkTJzh16hR+v5/Zs2dTUFDAxo0b8fl8AIwZM4bJ\n", "kydHMoIQQtyRiBbJ1tZWnnzySQA2b95MQUEBFouFRYsWRXK3w07VtT9UzQ3qZlc1N6idPRwRLZLz\n", "5s276TWfz8fatWvRNI2SkhK5OSOEiGlR6Unu2LGDmTNnAlBeXs6TTz7JZz/7WRobG6Ox+6hTtVej\n", "am5QN7uquUHt7OGIeJHcvXs3paWlZGTcfKfQZDIF/d6+/xMqKytlO8Lbx44di6k84WwfO3YspvKM\n", "hG2Vf17CEdFxknv27CEzM5OysrLAa3V1dRQVFQGwadMmHn/88QG/V8ZJCiEiIWbGSTY1NbF3717K\n", "yso4efIkdrud559/nrq6Og4ePAjA1KlTI7V7IYQYEhErkllZWaxYseKm1we6mXO3qaysVPLOn6q5\n", "Qd3squYGtbOHQwaTCyFEEPLsthBiRJE1boQQYghJkYyA2x1qMNxUzQ3qZlc1N6idPRxSJIUQIgjp\n", "SQohRhTpSQohxBCSIhkBqvZqVM0N6mZXNTeonT0cUiSFECII6UkKIUaUmHl2W6jN5fXR6fJhMepJ\n", "ssiPiRi55HI7AlTt1VzL3eX28ubRJv7Hqiq+s/0sFzsit+70UFH9mKtI5ezhkCIpblLb7uIPHzXg\n", "8Wl80uRgd23HcEcSYthIkYwAVWdGuZZbd8PrBgV+SlQ/5ipSOXs4FPjxF9FWkmblr+7PIynOwPT8\n", "RB4oTh3uSEIMGymSEaBqr+Za7gSzgScnZfLLJ8v49sMl5CfHDXOywal+zFWkcvZwyG1LMSCTQU96\n", "gnm4Ywgx7GSc5DBr6fbg9Wlk2MwY9Td2A4UQQ02e3VbIJ41d/H9rT/KXq6r485k2enz+4Y4khLiB\n", "FMkICKVX4/b6+MX+ejrdPnwavLLnPI12TxTS3ZrKPSZVs6uaG9TOHg4pksNEp9NhMV4//Aa9Dr1c\n", "bgsRc6QnOYxq25z8x57zdLq9/M2cUUzPT0Snk0IpRCTJs9sKKUmz8sNHxuL1a/J8tBAxSi63IyCc\n", "Xk282RAzBVLlHpOq2VXNDWpnD4cUSSGECEJ6kkKIESUq4yS7urpu59uEEEI5QYtkVVXVgP/98Y9/\n", "jFY+Janaq1E1N6ibXdXcoHb2cAQtkvv27UOv11NbW8uBAwfweDzs37+ftLS0aOUTQohhFbQn2dXV\n", "hc1m44033uDZZ58NvP6nP/2JZ555JqLBpCcphIiEIe1J2mw2AMzm/rPB3LgthBB3q5Bu3DgcDvz+\n", "3skXfD4fdrs9oqFUp2qvRtXcoG52VXOD2tnDEdIo5kceeYQ//OEPmM1m3G43jz32WKRzCSFETJBx\n", "kkKIESUq4yQbGhpu59uEEEI5IRXJEydO9Nvet29fRMLcLVTt1aiaG9TNrmpuUDt7OEIqktXV1f22\n", "jcbYmJBBCCEi7bYut6/d6RYDU3U9YlVzg7rZVc0NamcPR9BTwk2bNuF0Ojl58iQ9PT2B17Ozs0N6\n", "8xMnTnDq1Cn8fj+zZ8+moKCAhoYGdu3ahcFgYP78+eTm5t7ZvyDCenx+zrY66XB5GZVsUWJ5VSHE\n", "0AlaJB9//HEANm7cyBNPPBH2m7e2tvLkk08CsHnzZgoKCjh48CDLly8HYP369VRUVIT9vtH08eUu\n", "/mnbWfwa5CWZ+UH5WHKTghfKyspKJf/Kqpob1M2uam5QO3s4QrrcfuSRR27rzefNm3fTa/Hx8YGP\n", "VXhyZ//5K/ivDpK61OmhqWt4F+sSQkRXSEXyTm/U7Nixg5kzZwLQd1imyWS6o/eNhnuyEwIfx5v0\n", "pFoHPxaq/nVVNTeom13V3KB29nCEVP02b97M5MmT8fl87Nu3j5kzZzJ27NiQdrB7925KS0vJyMgA\n", "eh9rvGawRa/6ns5fG24Q7e3p98/m5cWjOd9qZ3SykcJU67DmkW3Zlu073w5HSE/crF+/nqVLl/LW\n", "W29RUVHBm2++yec+97lB33zPnj1kZmZSVlYWeG3dunUsW7YMTdPYtGnTLXudKj9xo2qvRtXcoG52\n", "VXODutkjslqiXq9Hr9djsVgAiIsb/A5vU1MTe/fupaysjJMnT2K323n++eeZNWsWK1euRNM0Fi5c\n", "GHJQIYQYDiEVSY/HQ1dXV6BIhvK4d1ZWFitWrLjp9by8PJ577rkwY6pFxb+uoG5uUDe7qrlB7ezh\n", "COnGTV5eHuvXr2f27NkcP36cmpqaSOeKKZc6XZxs6qalW+5sCzHShFQk58yZwxe+8AUsFgtlZWW8\n", "+OKLkc4VM2paHXz9rWq+9tZpXt5VS2MIQ4BUfaZV1dygbnZVc4Pa2cMR9mOJRqMxcNkNcOTIkSEN\n", "FGsOX7JzxeUF4JMmB+fbncOcSAgRTbf17HZf586dG4IYsSsz4fqAdx2QYJZxkrFI1eyq5ga1s4dD\n", "pvMZxJRcG1+Znc9Hl+wsGZfO2HTrcEcSQkTRHZ9J3u1SrSaWTcriu4vH8OniFMzGwQ+Zqr0aVXOD\n", "utlVzQ1qZw+HFEkhhAhCLrcHUdPq5MCFK2QkmJiWn0R6/ODPm6vaq1E1N6ibXdXcoHb2cEiRDOJy\n", "p5sVW87QcfXu9l/OyOW5qTnDnEoIEU13fLk9derUocgRk+xuX6BAAhy9ZA/paSNVezWq5gZ1s6ua\n", "G9TOHo6QiuTevXs5efIkAGfOnOm3WmJxcXFEgsWCjAQT9+XZgN7hP49PyBx05iIhxN0lpFmAVq5c\n", "yeLFi0lPT8fv97NmzRqefvrpiAaLlVmAmrs8nO9wkWA2MCbNiimEu9tCiNgVkVmAEhISSE9PB3pn\n", "BDIYDLeXTkGZNjOZttifQV0IERm3dVqk18vZVDCq9mpUzQ3qZlc1N6idPRwhVTudTkdbWxsAbW1t\n", "/WYXF0KIu1lIPUmfz8eOHTsCc0qWl5ff8bo3g4l2T9Lr1zjf7qTHr1GQbCHBPHJaCkKMJBHpSRoM\n", "BsrLy287lAoOnL/Cy7tq8Wuw/L4cPjclC6tJCqUQI11Il9vV1dWRzjGsuj1e/uuDy4GlY1//qIFW\n", "R89tv5+qvRpVc4O62VXNDWpnD0dIRfLo0aP9tmtrayMSZriYDXoKkq+v25NiMRJnkJtTQogw1rjp\n", "6+jRo5SUlEQk0HAwGfR8aWYemQkmOlxenp6SfUfDflR9plXV3KBudlVzg9rZwxFSkZwzZw7btm1j\n", "yZIlkc4zbPKTLbw4Z9RwxxBCxJiQrilfe+01Ojs7WbVqFatWreLYsWORzqU0VXs1quYGdbOrmhvU\n", "zh6OkM4kH3nkEWbMmBHY3rx5c8QCCSFELAlpnORwiJVnt4UQd5dwx0nKLVwhhAgipCLZ2dnJ6tWr\n", "+f3vf4/X62XdunWRzqU0VXs1quYGdbOrmhvUzh6OkIrk1q1b+cxnPkNycnLEH0cUQohYElKRtFgs\n", "mEzX13YZSVOl3Q5Vx4+pmhvUza5qblA7ezhCKpI3Dib3+/0RCSOEELEmpCKZlZVFZWUlXq+X/fv3\n", "U1hYGOlcSlO1V6NqblA3u6q5Qe3s4QipSM6bN4+0tDQsFgs5OTkyNEcIMWLIOEkhxIgSkfkkW1pa\n", "2LJlC1arFY/HQ3l5OWlpabcdUgghVBHyEKDly5fz1FNP8cwzz7B9+/ZI51Kaqr0aVXODutlVzQ1q\n", "Zw9HSEUyPj4+sPiXwWDAYrFENJQQQsSKkIqky+Xqt+1wOAA4ePDg0Ce6C6g6fkzV3KBudlVzg9rZ\n", "wxFSkfT7/fz2t7/l8OHD/O53v8NisVBVVcWRI0cinU8IIYZVSEXS4XDwqU99CovFwqxZsygrKyNG\n", "b4rHBFV7NarmBnWzq5ob1M4ejpDubn/+85/HZrPd9HphYSEXL16koKBgwO/z+/1omiaPMQohlHXH\n", "4yTXr19PRUXFTa9v3bqVmpoaKioqyMvLA2Djxo34fD4AxowZw+TJk2/5vjJOUggRCREZJ3k7ysvL\n", "qaqq6veaxWJh0aJFkdqlEEIMuahOuuvz+Vi7di1r1qzh8OHD0dx1VKnaq1E1N6ibXdXcoHb2cER1\n", "csjy8vLAx1u2bInmroUQ4rYM2/INfeenvJW+f6kqKyuV2Z47d25M5Ql1u69YyBPO9o3/huHOE+r2\n", "tbGGsZInnO2+YiFPuD8voYrYjRuAqqoqUlJSAjdu6urqKCoqAmDTpk08/vjjt3xfuXEjhIiEqC8E\n", "dqvhPzt37qSyspKdO3fy3nvvAb1F8tra3ePHj7/TXces2/2L1ZfD46PT5R2CNKEbitzDRdXsquYG\n", "tbOHI6Se5J49e3jggQcG/Fzf9bj7Wrhw4U2vzZs3L4xosaHD1YPXp5EWb0Kv00VlnzWtTn6yp44u\n", "j4+/nTOKafmJ6KK0byFEfyGdSb7zzjusWbOGpqamSOeJKWdaHPz9W9V8ee1JKs914POH1pm4k2da\n", "3V4fP3v/AqdbnFzq9PAvO2posHsG/8YhoPKzuKpmVzU3qJ09HCEVyWXLlrF06VKqqqp48803bxr/\n", "eDfq8fl59cBFLna6sbt9fP+dc1zudEd8v34NXD3X1xDy+jX88gioEMMmpCI5ZcoUTCYTCxYsYMmS\n", "JWzYsCHSuWLC7damO+nVWE0GvjqngMQ4A0a9jm/OLyI7Me623y8cKveYVM2uam5QO3s4QupJVlZW\n", "UlxczL59+7DZbHzta1+LdK5hZzLo+crsAr73Ti1XXD7+bu4ocpOiU6wmZtt49ckyfH6NjAQzRr30\n", "I4UYLiENAXrppZd48MEH+fSnPx21ySpiZQhQh7MHr18j1WrCIMVKCOVF5NntZcuWMWXKlNsOpbIU\n", "6+CD3oUQd86vaXj9GmbDsD3jMqCQe5IidKr2alTNDepmVzU3DG32y51u/mPPeb6xqZr956+EPJIk\n", "GkIqkp2dnaxevZrf//73eL1e1q1bF+lcQogRZPPJVradbuNks4OXdtRwvsM53JECQl4t8TOf+QzJ\n", "yckYjVGdE0NJqo4fUzU3qJtd1dwwtNmbuq8Pr/Np4PYqdiZpsVj6TUghM40LIYbSk5OySIzrrSsV\n", "92SSnxydkSShCKlIejz9n/jw+/23+EoB6vaZVM0N6mZXNTcMbfbxmQn8rGI8v3qyjL+YlkNiXOxc\n", "sYaUJCsri8rKSrxeL/v376ewsDDSuYQQI0xOlB6aCFfIU6VVVVVRU1PDpEmTKC4ujnCs2BknKYS4\n", "u0RsjZuJEycyceJEoP+8kCJ0dpeXc+1ODHodJWlWrCbp7QoR64IWyTVr1gSm6LrWh9Q0jerqar71\n", "rW9FPp2i+s44fY2zx8cbRxtZdax3JqW/mVPAY2UZMfUUz0C5VaFqdlVzg9rZwxG0SNpsNpYsWcLe\n", "vXsxmUxMnTqVw4cPk5KSEq18d40Ol5fVx65PNffmx43MK0mRJ3qEiHFB724vWbIEgMuXLzNz5kzM\n", "ZjOzZ8+mq6srKuFUNdBfV4tRT2HK9cb0uIx4LMbYevxK5bMCVbOrmhvUzh6OkHqSN86KLUOAwpdq\n", "NfGdhaN550wbFpOe+SWpWKQnKUTMC+lUxu/309LSAkBLSws9PT0RDaW6/fv3D/h6YYqFL87I49l7\n", "c6I27Vo4ZMxe9KmaG9TOHo6QZwHaunUrXV1dJCQk8NRTT0U6l3J8fo2PG7p450wbxUmjaHf0kBov\n", "/UYhVHfHS8pevHjxlism3gnVxkmeaXHwtxtO4bt6NL85v5BFpenDG0oIcZOoLyn7wQcf3Olb3BXs\n", "bl+gQAJc6HANXxghxJCJrdurCstPjmNCVjwAVpOeOUXqDZNSucekanZVc4Pa2cMRO0+RKy7LZubb\n", "D5fQaPfg6eqgLCthuCMJIYaAFMkhlJlgJjPBDNiGO8ptUXncm6rZVc0NamcPh1xuCyFEEFIkI+CT\n", "02epa3dyurmbNoeHTZ80860tZ9hxuhWHxzfc8W5J5R6TqtlVzQ1qZw/HHV9uR2L4j6qcPT7eq+lg\n", "00kvY5ua6fFpFCTHsae2g+pWJx/U2ylIjqPHr9Hu9FKYYqEkzTrcsYUQQdxxkZwxY8ZQ5LgrnGlx\n", "8sqe8wCcanbwxRm5vP5RA09NzqK61UmcQUe7y8t3d9bi1yAn0cxLi0bHTKFUucekanZVc4Pa2cMh\n", "l9tDyOntfynd7fGRlxSHn94BlHNLUjh0oZNrq2U22D1c6nTf+DZCiBgS9Ezy3XffZcaMGfz617++\n", "aZLdnp4eSktLlXoqJtJKUq1ML0jkw4t2sm1mxqZbWTg2jXiTgTlFKaRbTRy62MnbtAIQb9LH1Foe\n", "Ks8PqGp2VXOD2tnDEdJvaElJCRUVFTe9vnr1aimSfWTazPzD/CKqLzZSnJd1dThQr+zE3o/vy7Ox\n", "YkERZ9ucZCaY+Y89dby0aAyFqZbhii2ECCJokVywYEHwb5Y1uG+SYjVxf+mtb2blJFnYfKqVTZ+0\n", "4OzpnXKupdsTE0VyoLOCbo+PMy0O3D4/o9OsZPQp/LFE1TMaVXOD2tnDEVJPMjU1dcDXZYbygfk1\n", "jWDzhkzJTQwUyGSLEaNBR7sj9qaf0zSNHdWtfHPzGb69rYaf7btIp8s73LGEiKqQiuT8+fMHfH2w\n", "M82R6Eyrg3/Zfpbvv3OOunbngF8zOcfGK4+V8ndzR/H0lCz+eXsNP99/kU7X8BbKG8e9OXp8vP1J\n", "a2B7b90VrsRokVR1zJ6quUHt7OEYMXe3L15x8ebRRtYca+JSZ2Rm6Gm0uzl6qYuyLBuJFiM/ee88\n", "XZ6bi0qcUc+4DCtvn2zhNwcv4ejxs7umgzZHbBUgi9HAtPzEwHZhShwJZplNXYwsQZuKXq+X3bt3\n", "Ex8fz+zZs9mxYwcOh4PFixcTHx8frYx3rNPl5d/fq6Oq0QHAkUt2/vHBYuKH8Bfer2m8V9vBrw9e\n", "AmB6fiJFqRZ6fANfdpuMeu7JSqC6pfdsMzPeNKR5bseNPSaDXsfTU7IYlxmPw+Njal4iaTE6kbCq\n", "/TFVc4Pa2cMRtEiuXbuWhx56iPb2dn70ox/x/PPPk56ezoYNG3jmmWcGfXO/34+maRgMw/vL7/T6\n", "qG6+ful7stmB0+sb0qLU7fGx9dT1S9MP6+38sHwMyZaBD7Fep+OpKdkUplpod3iZW5JCli32bopk\n", "JJh5eGzacMcQYtgEvdyOi4sjIyOD0tJS8vPzyc/Px2KxYLEMfid269atvPrqqzQ2NgZea2ho4PXX\n", "X+eNN97g8uXLd54+RCkWI09Ozgxsf3ZSJklDPD7RajIwreD6pWlJqoWiVAt63a3X1c6ymXl8QibP\n", "T8+lONVCVWM3vzlYz87qVjqc0e9PqtxjUjW7qrlB7ezhCFopnE4nmqbhdDo5c+YMbrebuLg43O7B\n", "nxIpLy+nqqqq32sHDx5k+fLlAKxfv37AsZeREGc08LnJ2czIT0Kn0zEm3YrJMLTtWKNexzNTspmQ\n", "mUBHl5NZJemkhzFc5ly7i3/YXI376uX5N+YVsnicLP8gxHALWiQfeugh3nzzTQwGA1//+tdZs2YN\n", "AHPmzLmtnfXtY5rN0b20TLQYuTcvcfAvvAMZCWYe6nNp2n71bDDVOngfr9PlDRRI6H0OfPG4oc/Y\n", "V1OXmw8u2nH0+Jk1KknpHpOq2VXNDWpnD0fQIpmVldWv9/j5z3/+jnbWd+ygyRSbNwBul6vHx+kW\n", "B11uHyVpVlodPfzw3XP4/fAPC4oGLdC5SWZKM6xUtzgx6XXMLUmOaN4en5/XP2pky9U+6tZTLfz4\n", "0dKYvTEjxHCJ6iMzPt/1CSB0QXp11/R9NvRa/yNWt9893chP3u/tv5akWphTlExTV++Z5PfeOcc/\n", "zbRhb6q/5fefPnKIL00sgIR8kiwGWs+eoPKsO2J5q06d4ePL14ccne9w83HVKRbMmBQTxzPc7V/8\n", "4hdMnjw5ZvKEun3ttVjJE872sWPH+MpXvhIzecLZDkdIS8pqmsbZs2fxeDwAHDp0iBdeeGHQN6+q\n", "qiIlJYW8vDwA1q1bx7Jly9A0jU2bNvHEE0/c8ntVW1L2n7efZf/5zsD2l+7P5TeHem9OJcUZePXJ\n", "sph6pM+vaWysauZn79cDsHBsGgvTu5k2eeIwJ7s9qk62oGpuUDd7uEvKhnQmuW7dOkpKSrBae+c9\n", "1OsHv+mxc+dOampqsFgsFBcXM2/ePGbNmsXKlSvRNI2FCxeGHFIFM0clBYpkRryJe7JtpFiNaBr8\n", "44NFMVUgoXcI0qLSdEanx+Px9j6XnarwpbaKv6ygbm5QO3s4QiqSJpOJ++67L7BdVlY26PcMVATz\n", "8vJ47rnnwoinjnklqWQkmOlwepmQFU9RqpVfVIxHg34F8ny7i7oOJ2lWE6UZ8ZiNw/fQU7zZwOQc\n", "NRctEyJaQvoNtdvt/babmpoiEkZlSRYjswuTKR+fzoUTHwKQnmAmzqDn6GU7xxu6ONfm5H9vrubl\n", "Xef4+03VfNzQdcv36/b4aO7y4PZGb00clce9qZpd1dygdvZwhHQmWVtby6uvvkp6eu+4vZMnT/Kd\n", "73wnosHuBq4eH28ea+RPR3v/qHxzXiFtzt6bJRpwuL6TnEQTTo9GstVAli0OgAa7m1+8f5Ejl7t4\n", "ZHw6z96bTUqQYURnWx0cvWQnN8mCy+ujKMXC6HR1HhsVIpaFVCQXL17M/fffH9h+9913I5Un5vk1\n", "jdPNDi5ccZGXGMe4zPibBqZf69VccXlZc6w58Hq7y4vNbKDr6oqJU3Jt/OS9Cxxv7CYrwcT3ysdQ\n", "lGrl48tdvH+1v7n2eDMzCpKYUTBwkbzU6WbFlrM8Py2Hl3bW4NcgwWzgJ4+Xhr12jso9JlWzq5ob\n", "1M4ejpCKZN8CCSN7irTqFgd/v6kar19DB7zyeCmTbtHXs5oMlGZY+aSpd2KNMy0OfvToGOraXViM\n", "euqvuDne2A1AU3cPh+vtFKWGV9i63D48Pj+Ndk9g7Zxuj4/GLk/MLDAmhMpu665BQ0PDUOdQRpPd\n", "g/dqNdJgwIW8rvVqkixGvjm/iL+6P5cvz8rnizNyKc1IYGFpOhpw4wRByRYjbY4e7suz8dj4NOJN\n", "ep6clElpkEvnzAQTE7MT+k2OYTHqyUwI/061yj0mVbOrmhvUzh6O2xpMvn///qg9dx1r8pLjsBj1\n", "uLx+HhmfRpbNTFOX55Yz+BQkW3jm3pybXp+QlcCFDhdfnJ7DgQudTM1NJMFs4P26Dg5dtFOUYuH/\n", "PDGO3CQzccZbz1aUGm/ifz1QyOVOF99bMpoOl5eiVCtjpCcpxJAIOpi8ubmZ1NRU2tvb+72+ffv2\n", "wEQVkRLLg8nPtjrodHn5w0cNHGvoJjfRzMtLxlCYEt46Na4eH44eHxajnsYuDx/Vd/H7w5cDSzt8\n", "bkoWX5qZH4l/ghAjVriDyYNebq9atYr29nZee+01Tpw4Efiv7/RnI9GY9HjcPo1jDb39xMt2D8cu\n", "Xx/O4/VrnG93cb7dFbg0H4jFZEDT4HhjNw12D9mJpkCBBKhtcwZdK0cIEXlBi+SLL75IZmYmY8eO\n", "ZcGCBYH/Ro8eHa18MSve1P/QJVl6L4l9fo1dJxv467Wf8NdrP2FPbTu+WxRKu9vLz/df5NvbaviX\n", "HbWcaXWdyyVuAAAZuElEQVTyxITeYVYmg46nJmeH9Iz7UFG5x6RqdlVzg9rZwxFST7K8vLzf9tix\n", "YyMSRiWl6fF8f8lo6jvdJMYZuCe79w53u7OHX33YHLjT/NO9F5mcbcMPNNo9JFuMgeVjrzi97Km9\n", "EnjP92o6eGR8On8xLYfpBUmMz5S+ohDDLaQieePcj+PGRXiiQwWcv+LiB+/WYXf7+MzETDISzMSb\n", "9Zj0elItRuzu3rGQKRYjLq+f7//5HGdanSy7J4OyzATiTPreQd9pVmraepeWGJcZz5lWB7MLk8m1\n", "mYPOah4JKo97y5kwjX/bXUeSxcDjZZnkJ8cNd6SQqHzMVc4ejtu6u71161aWLl061FmU8qejTYFC\n", "uKGqmWSLgR6fxqScBP7xoWJ+c6AeP/A/Z+XT2OXhTKuT6fmJNHb1sO5EHQBLxqXxnYeLOHKpG4tJ\n", "T3GqhcpzHfznvouMz4znbz5VQF5yeDeDRqLmbg//tPUs7VefZmq0e1jxYDHmIZ59XoxMt/VT5Pf7\n", "B/+iu1xG/PW/LwYd6PU6TjZ184ePGrA3nOdfy8fy/fKxjE2PxxZnQK+DMelWDtdffw6+8twVnD0a\n", "j03I4OGxaXR5fLz+USN2t48PLto5cKFzoF1HjKo9JrfXHyiQ0Ds3pserxs+oqscc1M4ejqBnkq+8\n", "8gqFhYU3vX7y5MkRO07ymopJWXS4vNRfcfPw2DR2Vrfy+Wm5fHdnLaVzszDor18qZ9nM/PtjpTTY\n", "PcwoSKTyXG8f8r48G53uPmtt33B/J8iNcdFHeryJz05MY01VG3odPD8tB9sQL/QmRq6gP0ljxowZ\n", "sBiuX78+YoFi2RVnDycau2l3ebknO4Hn78vhdIuDVqeXuSWpHG/oIttmJjkpiforLrZXt+H2+ilO\n", "tfDTygs8ODaNZ6ZkMzYjHh29N3kS+/wyj06z8uy92aw73sT4zHhmFyZF9d+nao/JajKwfHo+88dm\n", "YDLowh6vOpxUPeagdvZwBC2Sn/rUpwZ8PSUlJSJhYt27NR387P2LAKTHG/nOwyVctnuo73Sz60w7\n", "C0an8LkpWRSmWPjx7jo+vHppXZhiYdG4dLacamVeSQr35tho6PIwLT+RsenXn69OtBhZfl82j0/I\n", "wGrS9yugIjhbnJGyLDleYugF7UlmZ2cP+PpIneDiYJ8eYavDy9FLXVSeu8KUnAT+dfFoPl2cwvjM\n", "eC7W11N79Y41QP0VF2nW3l9gk0HHPTk2Hh6bxvjMhJvGQcYZDWTZzMNSIFXuMamaXdXcoHb2cMif\n", "3jAsKk3lWEMXo5LjSLh6M2ZGQSIdLh+/+/A8HU4vJr2O7z2cz/JpCfzn3t6zzmX3ZHK21cFfTMth\n", "bIaMfRRCJVIkB2F3eanvdGMx6rm/IJEVC4p452wbE7JsFKdY+KS5m/zkOLqvzhHZ49eotWs8Mj6d\n", "0vR4/JpGXlLvmD1bnBGjfvCxj7VtTtocPWQnmimI4hAglXtMqmZXNTeonT0cUiSDsLu9/L8PL/H2\n", "J60Y9Tq+/VAxr+w5j93toyzLxo9219Hh8pKZYOIL9+Xwuw96V0csTLFgMRnISDDxSWM37U4vRamW\n", "oLOLX1Pd7OB/vV2Ny+snLd7Ijx8tVepGhBB3GxltG0RTl4e3P2kFeietWHO8idKrd6adPT46XL3D\n", "d5q7e0ixGvnrWXn8oHwMWnMtdpeXn+69wMvvnOOlnbVsOdlKg/3muSdvdLrVgevqGL82h5cLHa6I\n", "/ftupHKPSdXsquYGtbOHY0QUSUePj9ZuDz2DDDButLs5cP4KJxq7cHv9WIz6fhNZFKdayEowodG7\n", "REJfSXFGHhydxvSCJFzddq64vP3W4X7//BVauj2DZs3pMy+lXtc7BlAIMXyCzic5nIZqPsnLnW5+\n", "eeAixxu6WToxk2WTMge8c9zS7eHlnbW0OHqwu3187dMFNNk9jMuMZ1t1G1kJZqbnJ4IOOl1euj0+\n", "dDodRy7ZKc2I573aDh4bn055WQbQOwbyW1vOcLat90xwUWkaT03KoiQ9+JIK7Y4eTjR1U93iYFpe\n", "Ivfk2ELqY96uNkcPp5odeP0a4zOtgcXIhLhbhTuf5F3fk/ywvpN9db1ndH/4qIEpuTam5iUCvWvB\n", "1LU70el06NB4uDSNM61Ocmxm6q+4OXq5C5vFwNRcG6uONbPqWBPP3pvN1LwEfn3wEl+amUdavIlV\n", "HzfR4fL2FtGrUq0mVjxYzEf1dgx6HSVpVnKTzJxu7sbt9WM1GTjd4iDVamJidjzJFhOt3R5+c+gS\n", "e2o7+FRhMo+MT49ogezx+vnTx42sO967WNnswmS+Ob9QxmcK0cddf7l946N9186b3V4/b1U183cb\n", "q/n6W6fp9vj55YF6tp5q5b8+vEyK1cini5NxePz8fH99YC2bLada8frhWw8Ws+rjJo5c6uL5aTlk\n", "2UzMLe4dZH+tV1OUaqViUhZPTMxkUo6Ngxc7+dsNpzl00c53ttfwfyov8C87anivpgOA6lYnu860\n", "4/Fp7K7t4MTVRcIipcvjY8/VfQMcOH8lsJKjalTtj6maG9TOHo67vkjOKEji3twETAYdn52Uyeir\n", "l7tXXF5e/+j6gmZnWh309FmZ6+IVN/lJcVy84mZUn2m38pPjSLMY+fHuOs60Oqlpc/LG0Ua+v2RM\n", "0DGQHp+f1R83oQFmg45WR0/gc4cu9p7pGm44aYzkWSSAzWzggZLrT0/NyE/AZr71ejpCjER3/XVV\n", "XlIc//zwaJw9fhItBqym3iJgMeopTrVyuqV3uVeTQU9JqoXadhcmvY6CZAtvVTVTmm5lzvRcnB4f\n", "bQ4vE7LjSUsw4exzE8jl9RPfp7gMNH7MpNcxPjOek80OOt0+ilMtnGvv7Vc+NCYVgHEZCTx7bzY7\n", "qtuYWZDExOyEiB0XAJNRzzP3ZnNvrg2fpjE+I17ZS21Vx+ypmhvUzh6Ou/7GTTAXO1zsOdeBx+fn\n", "4bFpGPU6Dpy/gtOrsbGqGU2D/3F/Hv/+Xh1+Db44PZf95zv4zsMl1LS5+Nn7FzHp4etzC8mIN5Gd\n", "GNdv9h+fX0OnIzB5bqPdzd66K7R29zBvdAptjh5sZgOlGfFYrhbvHq8fu8eHQa9x8YoHHVCcau1X\n", "hIUQt09u3ISow9nDqZbeS+zZhcmBJ1scPf7AoPAnJmTw+w8vB/qa/334MsunZuPXNGxmAwtGp1KQ\n", "HMe64028f76Tf1hQxLySVA7sf5/s8VP5rw8uY9DDC9PzKEmzkp0Yx5OTsm6Zqdvj43SzA7/m53SL\n", "M5DjSzPzWHZPJqYITyJbWVmp7NmBqtlVzQ1qZw/HiC2Se8918H+vPlu99ngTP106nsJUC4tL07CZ\n", "DVy2u1k4No3aNieNXb3jG1OtJmYUJGF3+/nfm8/Qc7V6/tX9eRy8aOff3zvPxKwEEtKy+dddtdR3\n", "9n5fY1cPPywfg9evYTEZbhpjec07Z9v4z70XeXpyFptOtgReX3mkkYfGpJKRMPDa3kKIyLnrb9zc\n", "yskmR+BjR4+fTrcXj9dPfacbn1+j9er4wb+dM4q5xclMz0/k81Oz+XNNO+3OnkCBBGiw9y4GZjXq\n", "0et15BaMotVxfTLdHJuZ7dVtfHntSb67s4b6Kzc/ReP2+th+ug2AFkcPo/o8s12SZsFijPz/KpXP\n", "ClTNrmpuUDt7OEZskXxwbCrX2ofjM+LJSTDx57PtfOPtM/x8fz0ZCWbe+qQFnQ7QNDw+P6/ur2f9\n", "iRZS400UXL3jbTLomJCVQKrFxEuLR5OZYCYt3sRX5xSgo/epmYWlafz64CU63T4+utTFn8+235Qn\n", "zmhg1qjeSXZ317SzeFwaz96bzfL7svnSzDz+Y88Ffn2gnsudgz/aKIQYOiP2cvve3ER+unQcnW4v\n", "SXFGOjw+/t8HlwKfX3+imacnZ6Gn9y7wsasD0otT4vD7NR4cnYpOB6UZ8UzKimducUrg5sqhA/t5\n", "6P5ZjM+IR6eDTnf/sYe+W9wqe6wsg5JUK10eHxOzExiVYqGx08WX153C0dN7N93p9fO1T48a+gOC\n", "2j0mVbOrmhvUzh6OEVskrz0Fs+10K9/aWsMDJSnkJZoDC0pl28zcm2vjbJuTjAQzz96bjdGgY15J\n", "Cv9ZeYFjVwd664Bff3YCham9z1j3+Py40kp4aVctk3NsLCxNIz3exF9My+GNo42MTrMGhvzcKDXe\n", "xKdL+s/63t3jDxRIgLp2Jz6/1u8uuhAickZskQTocHr51YHes8e95zr48qx8itOs9Pg0PnNPJikW\n", "A/+yo7Z3HKRJT3q8kaVl6cSZ9GTbzCwsTUOvA6Ohdw7IBrsbq8nAD/dcRqN3JvNUq5HF49J5akoW\n", "i0rTsZr0JFlCP+xZNjNLJ2bwVlULJr2O56bmRKxAqnxWoGp2VXOD2tnDMaKLpNmoI9tmoq7DjV+D\n", "XWfa+NGjY0kw9x6WDlcPWTYT5zvcJJgNfG5KztXnt7Ooa3fz6v560EFJqoXffXCZC1fcvDA9p9+i\n", "hw323jvcFqMBS2L4Yx1tcUZemJ7LotI04ox6mVtSiCgbsTduAJItJv7poRIeGpPKotI0vjm/KFAg\n", "AVKufn7B6BS+OCOXn+67wKpjzew718l/fXiZHr9Gj0/j/+69yPSC3psuHU4vU3J6n5RJjDMwpyj5\n", "jnMmxhkZn5lAcao1MDA9ElR+FlfV7KrmBrWzh2NEn0kCFKdZWfFg8S0/X5Jm5VsPlfBRvT3wbLfb\n", "5yfeZMB+9YaM1aTHc/UxxQ1VLfxbeRGWuHxsZgP5UVx+QQgx9EZ8kQxVXlIco9Os1LQ5ea+2g+88\n", "VMKvDtajA742dxR+v0ZJmpXiVAsTshIwR2Fc41BTucekanZVc4Pa2cMR9SK5ceNGfL7eM7AxY8Yw\n", "efLkaEe4LdmJZl5aNJpLnW7SrEZSrEb+7bGx6NAFhv5MyLYNc0ohxFCL+umOxWKhoqKCiooKZQrk\n", "NdmJZrJsJn77wSW+vvE0B853YhrgTrOqvRpVc4O62VXNDWpnD0fUzyR9Ph9r165F0zRKSkoiPtPP\n", "UNv0SUtg7ZofvVtHYYVF1tIW4i4W9SJZXl4e+HjLli3R3v0d6+4zc7dG7yqKN1K1V6NqblA3u6q5\n", "Qe3s4RjWuwsmU/CVAPuezldWVsbEdsU9WWQlmNABz0xKZ9TVcYuxkk+2ZVu2B98OR9Qn3a2rq6Oo\n", "qAiATZs28fjjjw/4ddGYdPd2tXZ7cPs00qzGwGS5fVVWqvlMq6q5Qd3squYGdbPH/KS7dXV1HDx4\n", "EICpU6dGe/dDIl3mdRRixBjRyzcIIUaecM8k1RvxLIQQUSRFMgJut0E83FTNDepmVzU3qJ09HFIk\n", "hRAiCOlJCiFGFOlJCiHEEJIiGQGq9mpUzQ3qZlc1N6idPRxSJIUQIgjpSQohRhTpSQohxBCSIhkB\n", "qvZqVM0N6mZXNTeonT0cUiSFECII6UkKIUYU6UkKIcQQkiIZAar2alTNDepmVzU3qJ09HFIkhRAi\n", "COlJCiFGFOlJCiHEEJIiGQGq9mpUzQ3qZlc1N6idPRxSJIUQIgjpSQohRhTpSQohxBCSIhkBqvZq\n", "VM0N6mZXNTeonT0cUiSFECII6UkKIUYU6UkKIcQQkiIZAar2alTNDepmVzU3qJ09HFIkhRAiCOlJ\n", "CiFGFOlJCiHEEJIiGQGq9mpUzQ3qZlc1N6idPRxSJIUQIgjpSQohRhTpSQohxBCSIhkBqvZqVM0N\n", "6mZXNTeonT0cUiSFECII6UkKIUYU6UkKIcQQkiIZAar2alTNDepmVzU3qJ09HMZo77ChoYFdu3Zh\n", "MBiYP38+ubm50Y4ghBAhi3pP8q233mLp0qUArF+/noqKigG/TnqSQohIiPmeZHx8fOBjs9kc7d0L\n", "IURYol4k+564mkymaO8+KlTt1aiaG9TNrmpuUDt7OKLek/T5fIGPdTrdLb8uJSWFw4cPRyPSkIuP\n", "j1cyu6q5Qd3squYGdbOnpKSE9fVRL5JOpxPoPaO89vFApk+fHq1IQghxS1G/cXPp0iV2796Npmks\n", "XLiQrKysaO5eCCHCErNP3AghRCyQweRCCBGEFEkhhAhCiuQI5vf7+402UInK2YVaon53ezAqP7a4\n", "cePGwC/umDFjmDx58jAnurWtW7dSU1NDRUUFeXl5gDrHfqDsqhz7EydOcOrUKfx+P7Nnz6agoECZ\n", "4z5QdhWO+759+2hsbASgsLCQ6dOnh3fMtRizYcOGwMfr1q0bxiTh2759+3BHCMuJEye0+vr6wLZK\n", "x/7G7Koc+927dwc+fvvttzVNU+e4D5RdleN+zbZt2zRNC++Yx9yZpMqPLfp8PtauXYumaZSUlCj3\n", "7Lkc+8ibN2/eTa+pctwHyq7KcT937hxr1qxh2bJlQHjHPOaKpKbwY4vl5eWBj7ds2TKMSW6PHPvo\n", "2bFjBzNnzgTUO+59s6ty3IuLi/nqV7/Khg0bGD16dFjHPOZu3IT62GKsU+GH/UZy7KNj9+7dlJaW\n", "kpGRAah13G/M3lesH3eLxUJiYiIQ3jGPuSIZ6mOLsaiuri7wscvlGsYkt0eOfeTt2bOH7OxsiouL\n", "A6+pctwHyq7CcW9rawt8fO0MMpxjHnOX27NmzWLlypWBxxZVUldXx8GDBwGYOnXqMKcJbufOndTU\n", "1GCxWCguLmbevHnKHPuBsqtw7Juamti7dy9lZWWcPHkSu93O888/r8Rxv1V2FY773r17cbvdAMyY\n", "MQMIr87IY4lCCBFEzF1uCyFELJEiKYQQQUiRFEKIIKRICiFEEFIkhRAiCCmSQggRhBRJIYQIQoqk\n", "wrq6uvjVr35FVVVV1Pf98ssvs379etavXx8YTHzN3r17aW9vv6P3r6ur43vf+94dvcfdKNRj++GH\n", "H/LLX/4yConufjH3xI0Inc1mY+7cucOy77KyMioqKgb8XE9PD16v947ev6ioiAkTJtzRe9yNQj22\n", "06dP7/fIoLh9UiQV8MEHH/Dee++Rk5NDfHw8PT09pKSksGjRIgAOHDhAdXU1AOnp6YHC6ff7WbNm\n", "DUajEU3TsNlsLF68OPC++/bt49KlS5jNZvx+P2azmUcffRSAU6dOceTIEaxWKy6XixkzZjB69OjA\n", "9545c4b169fj9XrJzs7mgQceAKCqqorDhw9TX19PQkICer2eRx99FKNx8B+1qqoqjhw5gsVioaen\n", "B4fDEfhcW1sb27dvx2q14vP5yMvLY/bs2Xg8Hl5//XW6u7t59tlnSUpKYvXq1dTX1/PCCy8EXY1z\n", "sON6q31C71n8rl27cDqdJCQk4PF40Ov1gam4qqurOXbsGEajEb/fz6VLl3jxxRcHPQYOh4O1a9di\n", "s9kwGAycOnWKb3zjGyEd2507d9LW1obRaMRgMOD3+wfdnwjB0E1nKSLpBz/4gdbc3BzYPnDggHbi\n", "xAntxIkT2o4dOwKvv/nmm7d8jz/96U/9tl977TXNbrdrmqZpPp9PO3/+vKZpmtbd3a299tpr/b52\n", "1apVmsfjGfB9N2/erHV0dAS2//znP/fLGgqHw6GtXLkysO31erUVK1YEtn/3u9/12//evXu12tpa\n", "TdM0ze/39/veLVu29MsTzK2O62D7vGbFihVaY2Njv9ecTqe2atWqfq/t3bs3pDw1NTWBiWE1TdPO\n", "nTvX7/O3OrYnTpzQ3n///cB2c3Oz9sMf/jCkfYrg5ExSEfn5+f2mp5o6dSrbtm1jzJgxgSUMAAwG\n", "Q+Bjt9vN9u3b8fl86PV6zp492+89n3rqKfbv34/L5cLlcgUmKGhsbKSzs5P169cHvtblctHe3j7g\n", "mVleXh6tra0kJycHXtPCnBKgvr6ecePG9ft3TJo0KbDd0NDA22+/Hdj2+/0YjUaKi4vR6XRkZGTQ\n", "0tJCWloadru9X5ZgbnVcJ06cGHSf10ybNu2mY3Lp0qV+Z90Ac+bMCSlPSUkJPp+Pbdu2BabzKioq\n", "6vc1Ax3b6upqlixZEtjOyMigoKAgpH2K4KRIKqK+vp6WlpbAL/TRo0cZN25c0MWwNm/ezMMPP0xS\n", "UhIA3d3dgc95vV7OnDnDggULAq/98Y9/pLi4mIKCArKzs/v1HPteup07d478/PzA/IFnz54NXKYD\n", "GI3GsBfpys/P59ChQ4GZrb1eLx9//DHLly8HoLS0lMcee6zfnIV9e3Pz5s1j06ZNFBQUcP/994e8\n", "3xuP65EjRxg/fnxI+7yV3NxcPvzww36zdF+4cIHMzEwsFkvQ7z169Cj33nsvY8eOBXpbInV1dYFC\n", "eatjW1paypEjRwLtgObmZi5cuDBoVjE4mQVIEW+88QZGozEwQWh6ejpz5szhv//7vwH44he/SEtL\n", "C7/97W954IEHmDdvHidOnKCqqgqTyYTX66W6upr77ruP8vJyXC4XP//5zxk9ejQ6nQ632820adMC\n", "v5wXLlzg0KFDgX5XV1cXTzzxBImJibS1tbFt2zZMJhN+v5+JEyf2O+uz2+1s3LgRm80G9N5geuih\n", "hwb9Nx4/fpwjR45gs9lwOBx0dnZSXFxMeXk53d3d7NixA72+d0BGd3c3s2bN6nfGtmHDBjo6Onjh\n", "hRfu6Lhe+8MRbJ81NTV8/PHHHDt2jMmTJxMXF8cjjzwSeN+qqiqOHz+O2WzG6/WSlpYW0jFYu3Zt\n", "YH/XLF26NPBasGO7Y8cO2tvbsVgsuFwumpqamD17dmB6MHF7pEgqYtWqVTz99NPDHeOuI8dVDEbG\n", "SSrggw8+4OTJk2zYsIHOzs7hjnPXkOMqQiFnkiIqrg2ZGejHzWazRWRG7uHY52C2bt064DIHer2e\n", "RYsWYbVao55JBCdFUgghgpDLbSGECEKKpBBCBCFFUgghgpAiKYQQQfz/It/9K95O+4UAAAAASUVO\n", "RK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.335500\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VOed5/93raoqlVa0oA1JCLHZGMxu2ZaJbRy8YAM2\n", "7dh04iyeLZ5Jen6T/sWd6Yknqzv5xZ3uPh1PnE6m03HbOGYxGMyOMUZgVhkjEGBAltCC9rUkVam2\n", "3x+CQgJRVAndUj3o+zrH5+iWVHU/XMNX937vc59H5/f7/QghhBiSfrQDCCFENJMiKYQQQUiRFEKI\n", "IKRICiFEEFIkhRAiCCmSQggRhFHLDz9w4AANDQ0ATJgwgTlz5rBp0ya8Xi8ABQUFzJgxQ8sIQghx\n", "SzQtkkVFRYGvd+zYAYDFYmHx4sVa7lYIIUaMpkUSoLKyknXr1rF8+XIAvF4v69evx+/3k5+fz+zZ\n", "s7WOIIQQw6aLxBM3TqeTjRs38uyzzw56fevWrTz66KNa714IIYZN8zNJ6L/EjouLu+51k8l0w/fs\n", "2LEDg8GgZSwhxBiUmJjInDlzQv55TYtka2srycnJAFw5Ya2qqiI3NxfoP8O8EYPBIJfiQogRV1pa\n", "GtbPazoEaP/+/axdu5a1a9dyxx13AP1Fcs2aNaxZs4YpU6ZouftRU1JSMtoRhkXV3KBudlVzg9rZ\n", "w6HpmeTSpUuve624uFjLXQohxIiKyI2b4di9e7dcbgshRlxpaSkPPfRQyD8vT9wIIUQQUiQ1oGqv\n", "RtXcoG52VXOD2tnDIUVSCCGCkJ6kEGJMkZ6kEEKMICmSGlC1V6NqblA3u6q5Qe3s4ZAiKYQQQUhP\n", "UggxpkhPUgghRpAUSQ2o2qtRNTeom13V3KB29nBIkRRCiCCkJymEGFOkJymEECNIiqQGVO3VqJob\n", "1M2uam5QO3s4pEgKIUQQ0pMUQowp0pMUQogRJEVSA6r2alTNDepmVzU3qJ09HFIkhRAiCOlJCiHG\n", "FOlJCiHECJIiqQFVezWq5gZ1s6uaG9TOHg4pkkIIEYT0JIUQY4r0JIUQYgRJkdSAqr0aVXODutlV\n", "zQ1qZw+HFEkhhAhCepJCiDFFepJCCDGCpEhqQNVejaq5Qd3squYGtbOHQ4qkEEIEoWlP8sCBAzQ0\n", "NAAwYcIE5syZQ319Pbt378ZgMPDAAw+QkZEx5HulJymE0EK4PUmjhlkoKioKfL1jxw4ADh8+zKpV\n", "qwDYsGEDy5Yt0zJCRDlcHs429dDr8TFpnJXxcTGjHUkIcYs0v9yurKzktddeY9KkSQDYbLbA98xm\n", "s9a7j6gPz7fxN9su8ONdX/Dqnkpae9yjHSksKveYVM2uam5QO3s4NC+SeXl5vPTSSxw5cgSAgVf3\n", "JpNJ691HjNvrY9f51sD26cYe2ns9o5hICDESInLjxmKxEBcXB4DX6w28rtPpgr5v4G+qkpKSqN7+\n", "7NNS5mZePUuekGCms/lS1OQLZXugaMgTzva1f4bRzhPq9n333RdVecLZHiga8oT79yVUmt64aW1t\n", "JTk5GYAPPviAxx9/nPfee4/ly5fj9/vZvHkzS5cuHfK9Kt64ae/1cLrRQU+fjylpNrITLKMdSQhx\n", "jagaTL5//37Wrl3L2rVrueOOOwBYsGABq1evZvXq1SxYsEDL3UdcotXIPbmJxDSUK1kgh/ubNhqo\n", "ml3V3KB29nBoend7qLPEzMxMnnvuOS13K4QQI0ae3RZCjClRdbkthBCqkyKpAVV7NVdyu70+Dl7s\n", "4Adbz/P2p/U0d/eNcrKbU/2Yq0jl7OHQtCcp1PRFay//e2cFPj8cre0i0Wrksakpox1LiFEhZ5Ia\n", "uDL2TTVXcvf0+fAN6FTXd7lGKVHoVD/mKlI5ezikSIrrZCfGMC+7f/B/XIyB+/OTRjmREKNHiqQG\n", "VO3VXMmdEmvme8W5/PNTk/mnJydTmGK7yTtHn+rHXEUqZw+H9CTFkJJsJpJst8+z9UIMl4yTFEKM\n", "KTJOUgghRpAUSQ2o2qtRNTeom13V3KB29nBIkRRCiCCkJymEGFOkJymEECNIiqQGVO3VqJob1M2u\n", "am5QO3s4pEgKIUQQ0pMUQowp0pMUQogRJEVSA6r2alTNDepmVzU3qJ09HFIkhRAiCOlJCiHGFOlJ\n", "CiHECJIiqQFVezWq5gZ1s6uaG9TOHg4pkkIIEYT0JIUQY0pEepJHjx4dztuEEEI5QZdveOONN0hN\n", "TcXn83HhwgWys7Oprq7Gbrczd+7cSGVUTklJiZIryamaG9TNrmpuUDt7OIIWyblz5zJnzhw2btzI\n", "t771LVJSUmhqamLPnj2RyieEEKMq6OX2nDlzAPB6vaSk9C9On5qaisVi0T6ZwlT97apqblA3u6q5\n", "Qe3s4QipJ+nxeAZtO51OTcIIIUS0CalIJicnc/DgQZxOJwcPHiQpSRarD0bV8WOq5gZ1s6uaG9TO\n", "Ho6QiuTDDz9MfHw827dvJz4+nsWLF2udSwghooKm4yRPnTrF2bNn8fl8LFy4kOzsbDZt2oTX6wWg\n", "oKCAGTNmDPleGScphNBCuOMkg97dvsLj8WA0Xv3RDz/8kAcffPCm72tpaWHFihUAbNmyhezsbCwW\n", "i5yJCiGUEdLl9pYtWwZtOxyOkD68uLj4ute8Xi/r169n3bp1lJaWhvQ5qlG1V6NqblA3u6q5Qe3s\n", "4QjpTNLn893STnbu3Mn8+fMBWLJkSeD1rVu33tLnCiGE1oKeSba1tdHU1ER3dzfNzc00NTVRX18f\n", "8pkkwN69eyksLAyMsxzIZDIFfe/A31QlJSXKbN93331RlSfU7YGiIU8429f+GUY7T6jbV8YaRkue\n", "cLYHioY84f59CVXQGzf79+/H7XZTWloauIliNBqZOXMmcXFxN/3wffv2kZqaytSpUwOvVVVVkZub\n", "C8DmzZt54oknhnyv3LgRQmhhRG/c3HvvvQCkpaUxffr0sII0Njayf/9+pk6dypkzZ+jq6uKrX/0q\n", "VVVVHD58GIBZs2aF9ZmqGHiGoBJVc4O62VXNDWpnD0dIPclwCyT0F9aXX375uteHupkjhBDRKuxx\n", "klVVVeTk5KDXaztfr1xuCyG0oMl8kr/61a+oqqpiy5Yt1NbW8v777w87oBBCqCSkIjllypTAzZai\n", "oiJNA90OhnsXbbSpmhvUza5qblA7ezhCKpJXHiM0GAyahhFCiGgTUpF0OBzs2LGDgoICrfPcFlS9\n", "46dqblA3u6q5Qe3s4Qjp7vaKFStoaGggPz+fzz777JafwBFCCFWEdCZps9nIz88HYObMmYFJKwB6\n", "e3u1SaYwVXs1quYGdbOrmhvUzh6OWx7Hs3PnzpHIIYQQUemWi6Rcel9P1V6NqrlB3eyq5ga1s4dD\n", "2xHhQgihOCmSGlC1V6NqblA3u6q5Qe3s4ZAiKYQQQUiR1ICqvRpVc4O62VXNDWpnD8ctF0mLxTIS\n", "OYQQIiqFXSSdTueg7YHLMYh+qvZqVM0N6mZXNTeonT0cIRXJ119/nQMHDgDQ1NTEhx9+qGkoIYSI\n", "FiE9lpiZmRmY/ScnJ4dDhw5pGkp1qvRqatqdvFvWQJfTy/N3j1cm91BUza5qblA7ezhCKpLXTrA7\n", "cA1uoSaXx8sbh2o4VN0FwKmGbn6zfAqpseZRTiZEdAnpctvj8Qza7uvr0yTM7UKFXo3b66eu6+r/\n", "x3anh5pLDaOY6NaocMyHompuUDt7OEIqkjNmzGDt2rWUlpayZs0a7rzzTq1zCY3ZY4x8c24mel3/\n", "9jfnZuB1tI5uKCGiUMhr3DidTurq6sjIyMBqtWqdS9a4iQCvz091uxOPz09WfAxWs0yqLG5/I7qk\n", "7EAWi4WJEycOK5SITga9jrxk7X/hCaGykC6333vvPa1z3FZU7dWomhvUza5qblA7ezhCKpLXToe2\n", "detWTcIIIUS0CalIms1mGhsbA9sul0uzQLcDVcePqZob1M2uam5QO3s4QupJdnd38+tf/zpwI+XM\n", "mTMsW7ZM02BCCBENQjqTtFqtvPrqq6xcuZKVK1cyY8YMrXMpTdVejaq5Qd3squYGtbOHI6Qiee3t\n", "8rvuukuTMEIIEW1CHicZaTJOUgihhXDHSYY8VVplZSWHDx/G4/FQUVExrHBCCKGakIrkwYMHqaur\n", "o6amBqPRKLMA3YSqvRpVc4O62VXNDWpnD0dIRbKuro6ioqLAbECxsbGahhJCiGgR0hAgg2F4z/Se\n", "OnWKs2fP4vP5WLhwIdnZ2dTX17N7924MBgMPPPAAGRkZw/rsaKbq+DFVc4O62VXNDWpnD0dIRbK3\n", "txe32w2A2+2+7gmcG2lpaWHFihUAbNmyhezsbA4fPsyqVasA2LBhg4y3FEJEtZAutx955BHeeust\n", "zpw5w/vvv8/ixYtD+vDi4uLrXrPZbIGvzebbc4JXVXs1quYGdbOrmhvUzh6OkM4kk5OT+frXvz7s\n", "nezcuZP58+cDMHDEkclkGvZnCiFEJIQ8BKi8vJxNmzbx+eefh7WDvXv3UlhYSEpKCgBerzfwPZ1O\n", "F/S9A39TlZSUKLN93333RVWeULcHioY84Wxf+2cY7Tyhbl/p60VLnnC2B4qGPOH+fQlVSIPJd+7c\n", "SUJCArNmzeL48eP09PSwaNGim374vn37SE1NZerUqYHX3nvvPZYvX47f72fz5s0sXbp0yPfKYHIh\n", "hBY0GUze3t7O/PnzMZvNzJ8/n5aWlpu+p7Gxkf3793PmzBk2bNjAm2++CcCCBQtYvXo1q1evZsGC\n", "BSEHVclwf2ONNlVzg7rZVc0NamcPR0g9yRv1Djs7O4mPjx/ye2lpabz88svXvZ6Zmclzzz0XRkQh\n", "hBg9IZ1J9vT00NzcDEBzc3Pg5suePXu0S6YwVcePqZobRja70+3laE0nbx+v58SlLjw+7aY3kGMe\n", "/UI6k6yvr+f3v/89WVlZ1NbWkpeXx5o1azhz5gxPPfWU1hmFiKjTTT38YNsFAPQ6+PXSyUxLk6fM\n", "xqqQimRxcTFz58697vWjR4+OeKDbwcC7lipRNTeMbPaGAeuR+/zQ2uMekc8dihzz6BfS5fZQBfLK\n", "67t27RrRQEKMtoJkKxZj/z+NRIuRrISYUU4kRlPIS8reiMPhGIkctxVVf7uqmhtGNnthqo1/eHIy\n", "Ld1u0u1mJiRZRuyzryXHPPrdcpEU4nY0MdnKRFmTXBDGEzcidKqOH1M1N6ibXdXcoHb2cEiRFEKI\n", "IKRIakDVXo2quUHd7KrmBrWzh+OWi+TNJqkQQgiVhVQkGxsbb/i9cB4UHytU7dWomhvUza5qblA7\n", "ezhCKpL/9m//RkdHx5Dfs9vtIxpICCGiSUhTpb399tskJyfT1dXFvHnzyMvL0zyYTJUmhNBCuFOl\n", "hTRO8plnnsFsNuPz+Th69Ch79+7lhRdeGHZIIYRQRUiX252dnQC0trZSU1NDYmKipqFUp2qvRtXc\n", "oG52VXOD2tnDEdKZ5DvvvENKSgopKSk88cQTt+0CXkIIca2QimRsbCzPPvusDPcJkarjx1TNDepm\n", "VzU3qJ09HCFdbq9atUoKpBBiTAqpSJrNZiorKzl8+DAej4eKigqtcylN1V6NqrlB3eyq5ga1s4cj\n", "pCJ58OBB6urqqKmpwWg0cujQIa1zCSFEVAipSNbV1VFUVIRe3//jsbEylX0wqvZqVM0N6mZXNTeo\n", "nT0cIRVJg8GgdQ4hhIhKIRXJ3t5e3O7+dT7cbjc+n0/TUKpTtVejam5QN7uquUHt7OEIaQjQI488\n", "wltvvUV9fT1er5clS5ZonUsIIaJCSM9ujwZ5dlsIoYVwn90e1nyS27ZtG87bhBBCOUEvt3/2s58x\n", "bdo0Ojo6+Pzzz7nzzjs5ceIE+fn5kcqnJFXXI1Y1N6ibXdXcoHb2cAQtkn/5l39Jbm4uf/7zn/np\n", "T3+KwWDg2Wef5d13341UPiGEGFVBL7dzc3MBMJlMgWFARqMRm82mfTKFqfrbVdXcoG52VXOD2tnD\n", "EVJP0ul0Dtp2OByahBFCiGgTUpGcNWsW77zzDqWlpaxevZpZs2ZpnUtpqo4fUzU3qJtd1dygdvZw\n", "hDROcvr06eTn51NbW8uyZcuwWq0hfbjP58Pv98sTO0IIZd3yOMldu3bx8MMPX/f6tm3bqKioYNmy\n", "ZWRmZgKwadMmvF4vAAUFBcyYMeOGnyvjJIUQWtBkjZtgbtSfXLJkCeXl5YNes1gsLF68+FZ3KYQQ\n", "ETOsweTD5fV6Wb9+PevWraO0tDSSu44oVXs1quYGdbOrmhvUzh6OiBbJJUuWsGLFCp5++mkaGhpu\n", "+vMD/yeUlJTItsbbZWVlUZUnnO2ysrKoyjMWtlX++xKOW+5JbtiwgWXLlg35vfLychITEwM9yYFu\n", "1Mu8QnqSQggtRLwnGY6qqqrAAPVrx17ebmo6nOw+34rXB4sLk8lJtIx2JCHEMNzy5faNFgjbtWsX\n", "JSUl7Nq1i48//hjoL5Jr1qxhzZo1TJky5VZ3HbWOnzrNP5ZU89anDbzzWQO/+KiKTpdntGPd1HAv\n", "R6KBqtlVzQ1qZw/HLZ9J3ui0dahL6eLi4lvdnRJ0xhgqWq/e9a9q68Xp9hEfM4qhhBDDcstnkna7\n", "fSRy3FamT8pj1d3jA9vP3z2eREtEOxvDovKzuKpmVzU3qJ09HCH9y/3oo4+ue81mszF79myMxuj/\n", "xx9pJoOeRyePY1paLH6/n9wkK2ZjRAcSCCFGSNB/uT/60Y+oq6vj0qVL3HXXXYP+S01NlSnTbqCk\n", "pASr2cC0tFimp9uJNavxWKbKPSZVs6uaG9TOHo6gp4GvvPIKAFarleTk5EHfS05O5sSJE9olE0KI\n", "KHBL14BRujzOqFO1V6NqblA3u6q5Qe3s4QipSN5zzz1Dvr5w4cIRDSOEENEmpCKZnp4+5Ovjx48f\n", "8vWxTtVejaq5Qd3squYGtbOHI+TL7Y6ODioqKm77J2WEEGKgoM9uHz58mPnz57Nv3z4cDgeZmZlc\n", "uHCByZMnc+edd2oaTJ7dFkJoYUTX3a6rqwOgoaGBRx99lJkzZ7JixYrr5okUQojbVUiX29cOGNfr\n", "x8bA6ObuPnaea2F9WSMX20NvM6jaq1E1N6ibXdXcoHb2cAQdJ1lWVobb7eb8+fOB6dDcbjdutzsi\n", "4UaT3+9n/ckm1pY1ApBR3sRrTxSSEmse5WRCiEgKez7JyspK4uPjrxtcPtJGuyfpdHv575vPcaGl\n", "N/Da71ZMJS85tEXQhBDRaUR7kkPJy8vTvEBGA4vJwJPTUgLbRbkJJNlMo5joxjqdHs40dlPZ1isD\n", "/IUYYSEXSbfbTWNjIz6fj66uLi0zRY1FBUm89kQhP/9yAf+1KJuEEGfyiWSvptPp5l8O1/Kd9z/n\n", "pQ1nOX5p6IXZQqFyj0nV7KrmBrWzhyOkIllRUcHGjRvZsWMH0L807FhgNRmYMd7O3Jz4qO1FNjjc\n", "bP+8FQC318+7nzXI2aQQIyikInn06FGeeeYZ7HY7er1e5pC8iUg+02ox6rGarv5vzE+23nC2+JtR\n", "+VlcVbOrmhvUzh6OkK4fLRZZnyVa5SRa+PmSAt472URWQgyPThk32pGEuK2EdCbZ29s7aNvjif71\n", "WkZTpHs1d6Tb+duH8vnG3EzGxw1/jQiVe0yqZlc1N6idPRwhnUnOmjWLf//3f6ezs5N169Yxf/58\n", "rXMJIURUCHmcZE9PDw0NDWRnZ2MyaT8UZrTHSQohIquhqw+Xx8e4WJOms/lrtu62zWYjPz9/WKGE\n", "ECKYc809/GDbBTqcHv7irjS+MjMde0x0rJ8VUk9yy5YtVFdXU1lZydtvv8358+e1zqU0VXs1N8rd\n", "0+eN+nXDb7djroKRzL7+ZCMdzv6/Y++eaKSmwzVin32rQiqSfX19ZGVlcfz4cZ5//nlKS0u1ziWi\n", "REVrLy9vPc93Nn7OsZpOGYMpNJFkvdrC0+vAbBjeMDYthFQk9Xo9er0+MBQoJmb4d1DHAlXHj12b\n", "2+Xx8psD1Zxp6qGu08UrOyuo7+obpXTB3S7HXCUjmf2JaSl8aWIiE5Ot/K+H8slNip45EkK66O/r\n", "68PhcASKpJxNjA1+PzjdvsC2x+fHJ//vhQYy42P460V5uL0+rKboWoI5pDPJzMxMNmzYwMKFCzl5\n", "8iQVFRVa51Kaqn2ma3NbTAZeKsomLsaAQQffK84lzR6dj2feLsdcJSOd3ajXRV2BhBDPJIuKiigq\n", "KgJg6tSpTJo0SdNQInpMT7fz2+VT8fj8pNrNGPXR0ysSIhLCnk8yUmScpBBCC5rPJwmwbdu24bxN\n", "CCGUE1KR3LFjB++++y6vvvoqq1ev5tNPPw3pw30+H16v95YCqkjVPpOquUHd7KrmBrWzhyOkIulw\n", "OPiLv/gL7rjjDp577jkKCwtv+p5t27bx29/+loaGhsBr9fX1vPXWW7zzzjtcunRp+KmFECJCQrpx\n", "c2V+Qp+vfzjItasnDmXJkiXXLT17+PBhVq1aBcCGDRsCi4vdblQd+6ZqblA3u6q5Qe3s4QjpTPLK\n", "1GgGg4HOzs5hr5Zos9kCX5vN0TmURAghBgqpSD799NMAPPLII+zevZvp06cPa2cDb6RHYiah0aJq\n", "r0bV3KBudlVzg9rZwxHyY4nQ/zji8uXLueOOO4a1s4E3cUJZYmDg/4SSkpLbarv0i3r+9dBFdp1r\n", "obWnb9TzlJSUUFZWFjXHJ9ztsrKyqMozFrZV/vsSjmGNk/z4448pLi6+6c+Vl5eTmJhIZmYmAO+9\n", "9x7Lly/H7/ezefNmli5desP3aj1O0uvz80VrL10uD1kJlog+SVLb4eQ7739Ol6v/l8Z/nJ/JM3el\n", "B77v8njpcfuwmw2YDMMapSWEuAFN5pMsKSnh0qVLGAz9jwydPn36pkVy165dVFRUYLFYyMvLo7i4\n", "mAULFrB69Wr8fj8PP/xwyCG1cOKSgx9sO4/XD9PSbPztQ/mk3mBFxG6XB6fHR7zFOCJFq8vlDRRI\n", "gBP1jkCRbHT08WbpJY7UdLJk8jhW3JlGfIhL2QohRl5I//paWlpYuXJlYLu+vv6m7xmqCGZmZvLc\n", "c8+FEU87H55vxXv5HPp0Yw8NXX1DFsnajl6O1Tqo73SRajezZPI4rDeZNbmkpCTonb/0WBOrZqaz\n", "43wrzd1uHp2SEvjeqQZHYInYt483cOd4O3Oz44fxJwzfzXJHM1Wzq5ob1M4ejmGdFqWkpNz8h6Lc\n", "lLSrd9qtJj3xMdcXPpfHy77KDt44WEtJZQd6nY4v2py3tN+GLhd/OHqJkqoOnpuVzj8/NZm52XGB\n", "77u9g7sfXl9UPjUqxJgR9EzyyjjH1tZWdu3aFegtHjhwgBdffFH7dBq6NzeRGKOemg4X90xIYMIQ\n", "89fVdrj4v0f6B73XO/o4WtPJjPGxN/3sYL9dSyrb2XGu/0zxn/bX8E9PTh50CT9jvJ2ZGXbK6h08\n", "WJDMpHG2G33UiFP5rEDV7KrmBrWzhyNokbxyOr1gwYJI5YmYJJuJxYXB16jW6XTodXDlZM5i1JMR\n", "f2sTDne6vNdse/D6/Bguz66TER/D/3oon54+L/EWIzYNF0QSQtxc0Mvt559/nunTpwfGRV64cAGD\n", "wcDXvva1iIQbbdkJMXx/US7jbCampcXy/N3jQ5rv7ujRozf83pcmJpEW2z9G9IGJiRyo7GDLmWbK\n", "GxyBn4m3GBkfHxPxAjncIRLRQNXsquYGtbOHI2iRtNvtAOzcuROHw8GXv/xlOjs7OXDgQETCjTaT\n", "Qc8DE5N4ffkUfr5kIvnJwaeU9/j8fFrbxSe94/joQhtdQyyelZds5cX5mXxt9nh6+nxsOdtCu9PD\n", "326voMnhwu31DfHJQojREtKNm/b2dubPn4/ZbGbevHm0tLRonStq6HU6kqwmYs03HwhwrrmHv9l2\n", "nk1n2/n5nkpO1ncP+XMWo4E/ldZzpKaTWLMBg07Hc7PS+c2BWv76g/OcrHcM+T6tqdxjUjW7qrlB\n", "7ezhCGkI0I0eIezs7CQ+PjLDU6JdW28fVW29DLwZXdc59LKYMzPt/OLRSdR2uujz+jhR58Dt83Gk\n", "pguAv91+gd+umMr4OFlwLVR1nS7KG7qxGPVMT48l2Xb7PvYqIiukM8menh6am5sBaG5uDjyDvWfP\n", "Hu2SKeRSp4sDlZ00ONxkxPWPtbSa9De8E241Gbg7K47Hp45jXnY835yXQVvv1UvzHrfvuqFAoajt\n", "cFLe4KDJMbwVDVXtMbX3uvnZ7gp+ubeKH+/+gnUnG5UZOqXqMQe1s4cjpDPJ+vp6fv/735OVlUVt\n", "bS15eXmsWbOGM2fO8NRTT2mdMeodqu6gp8/Hnz9r4JkZaZgNOvKSrCRbTXxS1Y7ZqKcwxUZ8zODD\n", "rdPpyEnsX4HyP8zP4oc7LuDy+vnPCzJJtQc/E3K5vcQMuIlU0dLD97deoMPpoSDZyg8fzr/lO/Gq\n", "cLi8nGu5On71YFUHX5mZTlyMPKkkbl1If4uKi4uZO3fuda8Hu4s7lvj8/f3IxYXJrC1rZGKyheL8\n", "RP5xfzWHqjsB+ObcDFbelY5eBxWtvTT3uMmwmwPjM2dl2vntiml4fD7Gx5mJMQ59Z7u9182WMy3s\n", "r2znocJkHpmUjN1ipKy+mw5n/9nohdZeqtqdYRdJVXtMcRYjc7PjOHq5XfFwYTK2KFx1byiqHnNQ\n", "O3s4QiqSQxXIYK+PNQty4in5op0up4fvL8plWpqNPo8/UCABdp5r5fFpKdR1uvje5nO4vH7iYwz8\n", "6olC8pKs6HQ6shJuXtRON3bzx2P9A9zPtdSSm2RhTlY8KbFXzzx1MOQTRLerBIuRv7pvAuebezAb\n", "9ExJtQXGnQpxq2SKmRGQlWDhR4sn8tdfymVBTjyfHz+CPcbA5JSrQ4bm58RjNRmoaO3F5fWTGR/D\n", "V2ePp76rj0MXO7gY4uOOPe7BQ4R6L2/fOT6W796bwwMTE3nl4fxhPamjco/p8+OHKcpLZG5OPHEK\n", "TQii8jFXOXs41PnbFOXiLEbiBhzORKuJHzyYz6kGR/8d1zQ7Rr0ucMf6qekptPZ42HS6hYvtTmLN\n", "Bv6/xyYxKcWG3++/4XybU1Nt5Cdb+KLVyZ3pNgrH9RfiBIuJx6el8Pg09Z+rFyKayLrbw+D1+TlZ\n", "72BfZTuIX1cmAAAYhklEQVR5SVa8Ph8GvY7ZmXFUtfcP65mSahs0hKeytZfqDidJVhN+v5+KVied\n", "Lg9vlvbPqJRkNfJX9+VQVu8gNdbMtDQbU9PsQ+6/paePTqeXRIuRJBnqIkRYNJlPcixo63FzpqmH\n", "Po+PKWm2oGMUK1p7eXnr+cBUa9+Ym8H+ynbqOl2sLWsC+ieq+OFDeSRYTVS19fK9D87R6fKiA37x\n", "2CSmptooa3CgA/zAsjtSeXVPFU5P/+XzC3PGk2AxDXnzZZzNTATnvRBiTJOeJP1nhhvLm3hlZwU/\n", "21PJLz+qpL138GJnPr+fsnoHbxysoaqtl4HDGJu63UxJjeXQxas3aj5v6qbb7cPl8dLkcOPz9xfO\n", "jPgYTjV0U5hq4+6MOP7mwTwenpTM+DhzoEAC1HS48ER4rJ/KPSZVs6uaG9TOHg4pkkCv28u+yvbA\n", "9smGnkEzh0P/5fLLW86z7mQTX7Q5yU/uH99oMerJS7JwpsHBvbmJgde+e98EfrGnkpe3XiAuxsBX\n", "Z4/HoIc5WXHMGB+LXqejIMXGoolJ/L+LcpmeFkt+Uv9nGnRQlJsgT40IEQXkcpv+J2AWTUwK9Adn\n", "ZtgHDfx2ub209XpwXz6zW1fWyF/dm0OH08PUtFisJj0zx+cRbzEwfXwsMQYdv/r4Ik3d/WejZ5p6\n", "eONQLT4/HK9zkBlvpqPXQ3aiJTBpRnpcDK8szudcc3+BLqvvYmKyldgIzgSk8rg3VbOrmhvUzh4O\n", "KZKAQa/jyempTE6x0ef1MTnFRoK1/9B83tTNbw7UcH9+IgXJFi60OjHqdbi8fk5c6iLBauTN0noy\n", "42P4zr05LJyQQJOjD70Onr4zFb1Oh9vrG/RMd21nH0a9nnUnL/I/inMDT914vH5++dHFQDF2e3V8\n", "976ciB8PIcRVcrl9WYLFyIIJCdyfn0T65Zs2bb1ufrz7C0439fD7I3Xcn5/Iq0sK+NXjhUxLs/H8\n", "3Rn8el81Td1uPrvkYP3JRgAufn6Sl+7JYdf5Nj4400xekpU5Wf1LNMTFGMhPsvDGoRoW5iYO6n32\n", "ef2BAgnQ3N1HJAcfqNxjUjW7qrlB7ezhkCIZhMfnx3G5N+nzw4byZvKTLUxNi2Vyaiwur4+BJezK\n", "wG6jNY7/c7CGDqeHHrePn374BYsmJvK/H85nxR2p/N+jl/D4YO2JBhIsxsAckhnxMTw3q3/VxFiz\n", "gefvHh/S+uRCCO1IkQxinM3E/yjOxaADo17Hf78vhyTr1ZspsSY9z81Mx6CD8XFmFuTE43B5yM/P\n", "H/RYnEGvIyXWTKxZz67zbXT39RfeZJuJIzVd/PUH5zlxqYtYs4Fn70rnX56eyuvLpjAt7ebr6Ywk\n", "lXtMqmZXNTeonT0c0pMcwOn20tLjwaTXcbGjl8MXu5iXHccbK6bi8vafVVa3OwOTUthjjJxv7uEr\n", "M9PpdHl5bd9F/uWZaWTExfA3i/L46Is2jlR3sHRaKr/4qAqLUc+3i7LZeKoJvU7Hw4VJ/ENJNQXJ\n", "Vv549BLfKzaRmWAh1xx8BnQhROTImeRlPX1e1p9s4htryvnO+2ep6+xj0+km/ueOCtqdHn60s4Lv\n", "bz3Pdzed43xzDy6Pl1izgXvyEjDodfR5fcxIt2PU6Th0oYGffvgF+75o51vzslhX1ki700O9o4/z\n", "zT30ef3kJcWw/WwLL87LJMaoJ8lqoqvv6rCjlp7+SXyvzOyjFZfHx+fNPZxp7ObYiZOa7ktLqvbH\n", "VM0NamcPh5xJXlbT6QrMrtPa6+FYTRcTx1m50NJLo6OPxsvDebr7vJxu6uatTy+xuHAcey60UVbf\n", "zbRUG0/flcaeC21sLG8KDP/5h5Jq7s1L4P3yZvQ6yEmMYWN58+Wxkxm8srMisIKi0+vlvyzIps/r\n", "47WPqzjX4mRBTjzfvS+HlFjziP+ZvT4/H1W08drHFwF4/q5x3OHxYrnBNG1CjEVSJC8z6hi0fKzN\n", "rMfd5efF+Vk4Pb7A44MAiRYjy+5I42xzN2WX17E53dRDdbuLtl73oFmxvT4/D+QnER9jYJzNzK5z\n", "rXypIAmLUYc9xjBoidmOXi9nmrppcrh5blYGb31az6HqTs639GpSJLtcHv50+RcDwDtlLSyZms74\n", "ePWKpKr9MVVzg9rZwyFF8rIJSVZ+8KU8/njsEtnxMTx9Zxo9bi/nmntx9Hn57r05eHx+0uwmNpY3\n", "0eny8u2F2UxLs1Hb4aLT5cVk0OFy+/iv9+bw630X8fvh+4tymZFhJ81u4htryul/8rCLdLuZp6an\n", "8OL8TH5/uA6DDlbdnc5rH18MPOP93+7N5p8P1GAxatMViTHqyU20BM56M+LMxJikAyPEQFIkLzPq\n", "ddyfn8iUVBs1HU5KazuZm51ATkIMm043BybQ/VJBUmAFxdON3cTFGFl5VwJWk54Um5lkq4m9F9r4\n", "8uRxTEuz4fH5+D+f9A9G/+a8TH53qA69Dr41L5Mkm5ml01KYkxWH0+PjVL0jcGbpBy519vHDh/IC\n", "g81HmtVk4KWibD4400Kv28sDWaZBd+9VUlJSouSZjaq5Qe3s4ZAiOYBOp6OksoM3DtUCsKasiV8+\n", "WkB+spWJ46zsudDGsZpO/ss92bT1evjd5Z87XN3JjxdP5Jd7q3D0eXmkMJmaDicfnm+lKC+Rzaeb\n", "2VjexD8/NYXfLJuCQQ85CRb0Oh1Wk4GCcTbcXh89ff03g64MERoXa+Inuyv56uyM/rVzNDijzEqw\n", "8B8XZAGXG/H5GSO+DyFUJkXyGsfrugJf+/x+mrrdbDrdjNvr44U5GTR39+H2+K5bja+uy4XjcnHb\n", "ca6Vr80ej9cHDV19lz8LWnvdzM9JGHK/JoOegnFWXl40gaZuNx6fn13n2vD6YU1ZI49MTibFOPJ9\n", "yYFUPitQNbuquUHt7OGQBtQAbT1unpiWwtdmjyfWbOCp6Sm8frCW7j4vfV4//3bsEvfkJjInO46c\n", "hBhSL68rkxUfQ9KAJQOMeh3ZCRaenJ5CWb0DgOyEGLITLFxo6eFUg4POIYb2JNvMFCTbqG53sedC\n", "G5839wAwaZxVs76kECK4MX0m6fX5qe/qQ6cDk17H3++7yLHaLuJiDLzyUB7JNhP7KzsCP28y6Em3\n", "m0i1x7DnfBsPFiQTY9Th9ftJizPz7XuyMBv0JFt0pNrN9Png758oxNHnJSPeTEVLLz/a9QU+Pzw2\n", "dRwvzsvEfs2yp0k2E7FmPQsnJDAlNRaTXsfiwuTrfk4LKveYVM2uam5QO3s4Il4kN23ahNfbf1la\n", "UFDAjBkzIrLfS50uTlxyoNfBXRl2UmLN7K9s5+d7KtHrdPzPB/M4Vtt/qd3l8rK3op2ivAS+MTeT\n", "Px67hMvj4z8tyKSqzUWaPYYHC5M5UNVBXaeL+/MSeWVH/3hHgw5+/KVMClIGP1LY5/Wx+nhlYIjR\n", "ljMtPDU99brid2VGojONPUxI8lM4zkqafWysny1ENIp4kbRYLCxevDii+6zvclFa28Xh6k4+udjB\n", "oomJfGNuBn+/7yI+f3/v0e31DRonmWA1YjHq+cG2CxTlJWLQ6dj+eSs+v4+8JAvNPW7MBh1Wo466\n", "LlfgrrTXD9U9OuZdk8Gk11EwzsaZpv5L6PgYA9YbDLdJtJpYmDt071JLKp8VqJpd1dygdvZwRLxI\n", "er1e1q9fj9/vJz8/X/PFvqrbnfx4VwVV7S7umZDAksnJfHKxkxf8/TPtXFmi9WR9F//P/RPYc6GN\n", "nEQLiVYjfT4fHp+fPRfaACiaEI/dbORscw+v7uk/K1w0MZHxcRbMBh19l9d0yIqP4YPTzaTHmZme\n", "ZsNmNqLT6Xh2ZhopsUYaHf29z2Dr6AghokPEi+SSJUsCX2/dulXz/R2t6aSq3QXAJxc7eGFOBo9O\n", "GUdqrJkfPpTPbz6pwaCHJVNSSY8zk5Ngod3pxuXxMs5q4jv35bD60waSbEYen5ZCfIyRfzpQHTjj\n", "/KiinckpVn7ySAGXulykxJp453g9Jxv6zxh/tHgi91w+KxwfF8Oqu6N3iI3KPSZVs6uaG9TOHo5R\n", "vXFjMgUfuDzwf8KVh+nD2dbr9VjHTR70mROTLUxPt3P44AH0ej2/fGwBOh0cPXSQer8/8P6DBw9S\n", "c8nDovkLmTE+Fmd3N90djUzKmsRT01NpcPRR0dJLdbuTVHsM/tZqEjrbMNhnBAokwNmmbu7JTRhW\n", "/khvl5WVRVWecLbLysqiKk+o21dES56x8vclHBFfd7uqqorc3FwANm/ezBNPPDHkz43UutuNjj5W\n", "H6/ns0sOnpyewuLCcbe0bsz55h5+sP0CRp2OF+dlkmA1kB5rJvvy9Gk1HU6+98E5Wns86HXwi0cn\n", "MTMz7pb/HF2u/incLCb1nqsWIppE/brbVVVVHD58GIBZs2Zpvr80u5mX7smm1+0jNsaA/hZn+t5w\n", "qgm9DlbelcY/7K8G4D8vzCLRZsIeYyQ7wcIvHyukpt1Jss3EpJRbWyDb6/NzpLqT3x6qJTXWxH8r\n", "ymFCkjaPKQohrhfxEcrFxcWsXLmSlStXUlhYGJF9Gg164izGWy6QAIlWI8X5Sbx9vAGnx4fT4+OP\n", "xy7R1nN1rZqLJ49SlJfI1LRYjPpb22dth4sf7aqgrtPFZ5cc/PHYJXwanfyrPD+gqtlVzQ1qZw+H\n", "PMYRpsemjCMn3ozZcLX4xRj0WDVa+tXr9+MdUBN7+jxEtkEixNgW8Z5kqEaqJ3kz3X1eqtp60QF5\n", "yVasIfT8PD4/pxu7+ceSanTAX92fwx3pdk3yOT1edpxt5fWDNcTHGPnplycyOTWya98IcTuJ+p5k\n", "NOnz+Nh8upk/HKkD+nuLS6elYDIEP8E26nXMGG/n108Ugg7iNHxk0GI0sGTKOOblxGMy6DSZfFcI\n", "cWNj+nK73enh30uvzsz91qf1Q048cSNxFuOQBXKkezVmo56M+BjNC6TKPSZVs6uaG9TOHo4xXSQt\n", "Rj25SVdXJsxLssjM3EKIQcZ8T7K63cn2z1vQ63Q8MjmZ7AQZXiPE7Ux6kmHKSbTw4vys0Y4hhIhS\n", "cm2pAVV7NarmBnWzq5ob1M4eDimSQggRxJjvSQohxpZwe5JyJimEEEFIkdSAqr0aVXODutlVzQ1q\n", "Zw+HFEkhhAhCepJCiDFFepJCCDGCpEhqQNVejaq5Qd3squYGtbOHQ4qkEEIEIT1JIcSYIj1JIYQY\n", "QVIkNaBqr0bV3KBudlVzg9rZwyFFUgghgpCepBBiTJGepBBCjCApkhpQtVejam5QN7uquUHt7OGQ\n", "IimEEEFIT1IIMaZIT1IIIUaQFEkNqNqrUTU3qJtd1dygdvZwSJEUQoggpCcphBhTpCcphBAjSIqk\n", "BlTt1aiaG9TNrmpuUDt7OIyR3mF9fT27d+/GYDDwwAMPkJGREekIQggRsoj3JN9//32efPJJADZs\n", "2MCyZcuG/DnpSQohtBD1PUmbzRb42mw2R3r3QggRlogXyYEnriaTKdK7jwhVezWq5gZ1s6uaG9TO\n", "Ho6I9yS9Xm/ga51Od8OfS0xMpLS0NBKRRpzNZlMyu6q5Qd3squYGdbMnJiaG9fMRL5K9vb1A/xnl\n", "la+HMmfOnEhFEkKIG4r4jZu6ujr27t2L3+/n4YcfJi0tLZK7F0KIsETtEzdCCBENZDC5EEIEIUVS\n", "CCGCkCI5hvl8vkGjDVSicnahlojf3b4ZlR9b3LRpU+AfbkFBATNmzBjlRDe2bds2KioqWLZsGZmZ\n", "mYA6x36o7Koc+1OnTnH27Fl8Ph8LFy4kOztbmeM+VHYVjvuBAwdoaGgAYMKECcyZMye8Y+6PMhs3\n", "bgx8/d57741ikvDt2LFjtCOE5dSpU/7a2trAtkrH/trsqhz7vXv3Br7+4IMP/H6/Osd9qOyqHPcr\n", "tm/f7vf7wzvmUXcmqfJji16vl/Xr1+P3+8nPz1fu2XM59torLi6+7jVVjvtQ2VU57pWVlaxbt47l\n", "y5cD4R3zqCuSfoUfW1yyZEng661bt45ikuGRYx85O3fuZP78+YB6x31gdlWOe15eHi+99BIbN25k\n", "4sSJYR3zqLtxE+pji9FOhb/s15JjHxl79+6lsLCQlJQUQK3jfm32gaL9uFssFuLi4oDwjnnUFclQ\n", "H1uMRlVVVYGvnU7nKCYZHjn22tu3bx/p6enk5eUFXlPluA+VXYXj3traGvj6yhlkOMc86i63FyxY\n", "wOrVqwOPLaqkqqqKw4cPAzBr1qxRThPcrl27qKiowGKxkJeXR3FxsTLHfqjsKhz7xsZG9u/fz9Sp\n", "Uzlz5gxdXV189atfVeK43yi7Csd9//79uFwuAObOnQuEV2fksUQhhAgi6i63hRAimkiRFEKIIKRI\n", "CiFEEFIkhRAiCCmSQggRhBRJIYQIQoqkEEIEIUVSYQ6Hg9/97neUl5dHfN8/+clP2LBhAxs2bAgM\n", "Jr5i//79tLW13dLnV1VV8bOf/eyWPuN2FOqxPXbsGG+88UYEEt3+ou6JGxE6u93OfffdNyr7njp1\n", "KsuWLRvye263G4/Hc0ufn5uby7Rp027pM25HoR7bOXPmDHpkUAyfFEkFHD16lI8//pjx48djs9lw\n", "u90kJiayePFiAA4dOsS5c+cAGDduXKBw+nw+1q1bh9FoxO/3Y7fbeeSRRwKfe+DAAerq6jCbzfh8\n", "PsxmM4899hgAZ8+e5fjx41itVpxOJ3PnzmXixImB954/f54NGzbg8XhIT0/n/vvvB6C8vJzS0lJq\n", "a2uJjY1Fr9fz2GOPYTTe/K9aeXk5x48fx2Kx4Ha76enpCXyvtbWVHTt2YLVa8Xq9ZGZmsnDhQvr6\n", "+njrrbfo7u7mK1/5CvHx8axdu5ba2lpeeOGFoKtx3uy43mif0H8Wv3v3bnp7e4mNjaWvrw+9Xh+Y\n", "iuvcuXOUlZVhNBrx+XzU1dXx7W9/+6bHoKenh/Xr12O32zEYDJw9e5bvfe97IR3bXbt20draitFo\n", "xGAw4PP5bro/EYKRm85SaOnVV1/1NzU1BbYPHTrkP3XqlP/UqVP+nTt3Bl5/9913b/gZf/7znwdt\n", "v/nmm/6uri6/3+/3e71e/8WLF/1+v9/f3d3tf/PNNwf97Jo1a/x9fX1Dfu6WLVv87e3tge09e/YM\n", "yhqKnp4e/+rVqwPbHo/H//LLLwe2//Vf/3XQ/vfv3+//4osv/H6/3+/z+Qa9d+vWrYPyBHOj43qz\n", "fV7x8ssv+xsaGga91tvb61+zZs2g1/bv3x9SnoqKisDEsH6/319ZWTno+zc6tqdOnfJ/8sknge2m\n", "pib/3/3d34W0TxGcnEkqIisra9D0VLNmzWL79u0UFBQEljAAMBgMga9dLhc7duzA6/Wi1+u5cOHC\n", "oM985plnOHjwIE6nE6fTGZigoKGhgc7OTjZs2BD4WafTSVtb25BnZpmZmbS0tJCQkBB4zR/mlAC1\n", "tbVMnjx50J/jzjvvDGzX19fzwQcfBLZ9Ph9Go5G8vDx0Oh0pKSk0NzeTnJxMV1fXoCzB3Oi4Tp8+\n", "Peg+r5g9e/Z1x6Surm7QWTdAUVFRSHny8/Pxer1s3749MJ1Xbm7uoJ8Z6tieO3eOL3/5y4HtlJQU\n", "srOzQ9qnCE6KpCJqa2tpbm4O/IP+7LPPmDx5ctDFsLZs2cJDDz1EfHw8AN3d3YHveTwezp8/z6JF\n", "iwKvvf322+Tl5ZGdnU16evqgnuPAS7fKykqysrIC8wdeuHAhcJkOYDQaw16kKysriyNHjgRmtvZ4\n", "PJw4cYJVq1YBUFhYyOOPPz5ozsKBvbni4mI2b95MdnY28+bNC3m/1x7X48ePM2XKlJD2eSMZGRkc\n", "O3Zs0Czd1dXVpKamYrFYgr73s88+Y+bMmUyaNAnob4lUVVUFCuWNjm1hYSHHjx8PtAOampqorq6+\n", "aVZxczILkCLeeecdjEZjYILQcePGUVRUxJ/+9CcAvv71r9Pc3Mwf/vAH7r//foqLizl16hTl5eWY\n", "TCY8Hg/nzp3j7rvvZsmSJTidTl5//XUmTpyITqfD5XIxe/bswD/O6upqjhw5Euh3ORwOli5dSlxc\n", "HK2trWzfvh2TyYTP52P69OmDzvq6urrYtGkTdrsd6L/B9OCDD970z3jy5EmOHz+O3W6np6eHzs5O\n", "8vLyWLJkCd3d3ezcuRO9vn9ARnd3NwsWLBh0xrZx40ba29t54YUXbum4XvnFEWyfFRUVnDhxgrKy\n", "MmbMmEFMTAyPPvpo4HPLy8s5efIkZrMZj8dDcnJySMdg/fr1gf1d8eSTTwZeC3Zsd+7cSVtbGxaL\n", "BafTSWNjIwsXLgxMDyaGR4qkItasWcPKlStHO8ZtR46ruBkZJ6mAo0ePcubMGTZu3EhnZ+dox7lt\n", "yHEVoZAzSRERV4bMDPXXzW63azIj92js82a2bds25DIHer2exYsXY7VaI55JBCdFUgghgpDLbSGE\n", "CEKKpBBCBCFFUgghgpAiKYQQQfz/BvQkqYvZJkcAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.385980\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0FPed7/13r2q1WgtCuwRaQIAx2NhgIBgLkgBWYuwA\n", "CYkdkpDnJjfzTJw7mS15fO9kJjczk3Huc7Odeyd2kps8OYnHxjExiMXsBGMLDDJgVlksEhKgfZda\n", "rVZv9fwhaCOQmm5JJfUPfV/n5JyuUnfXh7LyVdW3fvUrg6ZpGkIIIQZlHO8AQggRzaRICiFECFIk\n", "hRAiBCmSQggRghRJIYQIQYqkEEKEYNbzy3t7e/n5z3/Oxo0bycrKAmDHjh34/X4Apk2bxty5c/WM\n", "IIQQI6JrkTx8+DBPPvnkgHU2m42VK1fquVkhhBg1uhXJ9vZ27HY7NpttwHq/38+WLVvQNI38/Hwe\n", "ffRRvSIIIcSI6VYkS0tLeeqpp6ioqBiwvri4OPh69+7dem1eCCFGhW5FsrGxke3bt9PU1EReXl6w\n", "J3k7i8Uy5Of37duHyWTSK54QYoJKSkpi/vz5Yb9ftyL59a9/HYDy8nKSkpKC62tqasjNzQXA7XYP\n", "+XmTySSn4kKIUXfq1KmI3q/rEKC2tjZKS0s5f/58cF1NTQ2bN29m8+bNzJw5U8/Nj5vS0tLxjjAs\n", "quYGdbOrmhvUzh4JXa9uJycn841vfGPAuqKiIj03KYQQo8oQrVOlHTx4UE63hRCj7tSpU3zyk58M\n", "+/1yx40QQoQgRVIHqvZqVM0N6mZXNTeonT0SUiSFECIE6UkKISYU6UkKIcQokiKpA1V7NarmBnWz\n", "q5ob1M4eCSmSQggRgvQkhRATivQkhRBiFEmR1IGqvRpVc4O62VXNDWpnj4QUSSGECEF6kkKICUV6\n", "kkIIMYqkSOpA1V6NqrlB3eyq5ga1s0dCiqQQQoQgPUkhxIQiPUkhhBhFUiR1oGqvRtXcoG52VXOD\n", "2tkjIUVSCCFCkJ6kEGJCkZ6kEEKMIimSOlC1V6NqblA3u6q5Qe3skdC1SPb29vLiiy9SV1cXXNfQ\n", "0MCrr77K66+/Tn19vZ6bF0KIEdO1J7lnzx7S0tLIyMggKysLgO3bt/PMM88AUFJSwpo1awb9rPQk\n", "hRB6iJqeZHt7O3a7HZvNNmC93W4PvrZarXptXgghRoVuRbK0tJSlS5fetf72A1eLxaLX5seVqr0a\n", "VXODutlVzQ1qZ4+EbkWysbGR7du3U1payvnz54Pr/X5/8LXBYAj5Hbf/RygtLZVlnZfPnTsXVXki\n", "WT537lxU5ZkIyyr/vkRC93GS5eXlJCUlBXuSW7duZe3atWiaxs6dO3n66acH/Zz0JIUQeoi0J2nW\n", "MQttbW2UlpaSl5cXLJKLFi1i06ZNaJrGihUr9Ny8EEKMmK5DgJKTk/nGN77BqlWrguuysrJ47rnn\n", "+OIXv0haWpqemx83wz2sD4emaVxucXGkuoOqVteofreeufWmanZVc4Pa2SOh65GkGH2XWlz87c7L\n", "eP0adouRn6wuZNpk+70/KIQYFrnjRgeDXdUfLdc63Hj9/W1klzdAXVffqH23nrn1pmp2VXOD2tkj\n", "IUVSMZnxMdwaE2AyQGqcjDUVQk9SJHWgZ69mZqqdHz9VyLcfn8JPVs+gMGX0TrVV7jGpml3V3KB2\n", "9khIT1IxFpORuZkO5mY6xjuKEBOCzCcphJhQoubebSGEuB9IkdSBqr0aVXODutlVzQ1qZ4+EFEkh\n", "hAhBepJCiAlFepJCCDGKpEjqQNVejaq5Qd3squYGtbNHQoqkEEKEID1JIcSEIj1JIYQYRVIkdaBq\n", "r0bV3KBudlVzg9rZIyFFUgghQpCepBBiQpGepBBCjCIpkjpQtVejam5QN7uquUHt7JGQIimEECFI\n", "T1IIMaFIT1IIIUaRrkXy6NGjbN26la1bt3Ly5EkAduzYQUlJCSUlJZw7d07PzY8bVXs1quYGdbOr\n", "mhvUzh4JXZ9xs2TJkuDrffv2AWCz2Vi5cqWemxVCiFGje0+yurqaN998k7Vr11JQUMCePXtwuVxo\n", "mkZ+fv6QfUfpSQoh9BBpT1L3pyXm5eXx/PPPs23bNgoKCiguLg7+bPfu3XpvXgghRmRMLtzYbDbi\n", "4+PvWm+xWEJ+7vaeR2lpqTLLt15HS55wl19++eWoyhPJ8ssvvxxVecJdvvN3ZrzzRLKs8u9LJHQ9\n", "3W5rayM5ORmAt956i6eeeoqamhpyc3MB2LlzJ6tXrx70syqfbpeWlrJ06dLxjhExVXODutlVzQ3q\n", "Zo+q0+0jR47Q19cHwIIFCwCoqamhrKwMgHnz5um5+XGj4i8OqJsb1M2uam5QO3skdC2STz/99F3r\n", "ioqK9NykEEKMKhlMroPh9j7Gm6q5Qd3squYGtbNHQver20KoRtM0rrT20tzjITM+hvzk2PGOJMaR\n", "3LstxB0qmnr4u7cu4/VrxFlN/HR1oRTK+8iY3Lt94sSJ4XxMCCVUt/fi9fcfO/R4/NR29Y1zIjGe\n", "Qp5u/+pXvyI1NZVAIEBlZSU5OTlcv34dh8MRvFot7qbq0AhVc8PoZs9KsAVfmwyQGhd6PO9IyD6P\n", "fiGL5IIFC5g/fz7btm3ja1/7GikpKTQ3N3Po0KGxyifEmJuVaud/fno61zv7KEiOZfpk+3hHEuMo\n", "ZJGcP38+AH6/n5SUFABSU1Ox2WyhPjbhqfrXVdXcMLrZrWYjD2fF83DW3XeJjTbZ59EvrJ6kz+cb\n", "sOx2u3UJI4QQ0SasIpmcnMyxY8dwu90cO3aMSZMm6Z1LaaqOH1M1N6ibXdXcoHb2SIRVJFesWEFC\n", "QgJ79+4lISFB5oMUQowqX0DjUnMPp2q7aHZ6xjvOADJOUggx7t6/3sk/7qsioMHc9Dj+2yfymBxn\n", "1WVbuoyTvLMn+ec//zmyVEIIEcKei20Ebh6unWvsocnpHd9AtwmrSO7atWvAstPp1CXM/ULVXo2q\n", "uUHd7KrmhtHN/mBGXPC1w2oi3mYate8eqbDu3Q4EAnrnEEJMYMsLkoiPMVHf5WHx1ARyEqNnmGHI\n", "Itne3o7P56Onp4eWlhY0TcPv98uR5D2oOn5M1dygbnZVc8PoZk+2W1lZOHnUvm80hSyS5eXleL1e\n", "GhsbOX/+fP8HzOZB54kUQoj7Ucie5OOPP87y5cspLi5m+fLlLF++nKVLlw76vBrxEVX7TKrmBnWz\n", "q5ob1M4eibAu3MyePVvvHEIIEZUiHidZU1PDlClTMBr1ndRcxkkKIfSgyzjJH//4x9TU1LBr1y5q\n", "a2vZvn37sAMKIYRKwiqSM2fODD4GdsmSJboGuh+o2qtRNTeom13V3KB29kiEVST9fj8AJlP0DPAU\n", "QoixEFaRdDqd7Nu3j2nTpumd576g6tg3VXODutlVzQ1qZ49EWHfcrFu3jsbGRvLz8zlz5kzYd+Ac\n", "PXqUxsZGAKZOncr8+fNpaGjg4MGDmEwmli1bRmZm5vDTCyGEzsI6krTb7eTn5wPw8MMPs27duuDP\n", "ent7h/zckiVLWLt2LWvXrqW1tRWAsrIyNmzYwLPPPsvx48dHkj1qqdqrUTU3qJtd1dygdvZIjHgc\n", "z/79+0P+vLq6mp/85CdMnz4d6C+4t1it+kyFJIQQo2XERfJep955eXk8//zzvP/++0D/g99vsVj0\n", "ewrdeFK1V6NqblA3u6q5Qe3skdB3RPhNNpsteCvjrSvlAAaDIeTnbj+cLy0tlWVZlmVZHpXlSIx4\n", "ZvKSkhLWrFkz6M/a2tpITk4G4K233uKpp55i69atrF27Fk3T2Llz55CTZah8x01pqZrPI1Y1N6ib\n", "XdXcoG72SO+4Cevq9nAdOXKEvr4+oP8Z3gCLFi1i06ZNaJrGihUr9Ny8EEKMmK5HkiOh8pGkECJ6\n", "6XLvdig2W/TMICyEEKMt4iLpdrsHLBcXF49amPvFqVOnxjvCsAy3sR0NVM2uam5QO3skwiqSL730\n", "EkePHgWgublZnpY4hIbuPl45Vc+BziQuNbvGO44QYhSEVSSzsrKCs/9MmTKFtrY2XUOpSNM03jjb\n", "xCunGjhQ2cl/3XOFhu6+8Y4VERWvVN6ianZVc4Pa2SMRVpG8c4Jds1nXi+JK8gU0Kls/Onrs7vPT\n", "65WnTAqhurCKpM/nG7Ds8Xh0CaMyi8nIc/MyMN4cH//UrMmkxql1R5HKPSZVs6uaG9TOHomwDgnn\n", "zp3Ln/70JwoKCqisrGTOnDl651LSYzkJvLRmFg0trczJzcARI0fcQqgu7HGSbreburo6MjMziY2N\n", "1TuXjJMUQuhCtztubDYbBQUFwwolhBCqCqsnuXXrVr1z3FdU7dWomhvUza5qblA7eyTCKpJ3Toe2\n", "e/duXcIIIUS0CatIWq1Wmpqagsu3Jq0Qg1N1/JiquUHd7KrmBrWzRyKsnmRPTw8/+9nPghdSKioq\n", "dJnUQkQPrz9Ad58fm8WI3SJPyRQTV1hHkrGxsbz44ousX7+e9evXM3fuXL1zKU3VXs2t3C6Pn+3l\n", "zfzfWyv4t4PV1HVF/5mD6vtcRSpnj0RYRfLOy+UPPfSQLmFEdLja1suvjtfR0euj7EYXpVc7xjuS\n", "EOMmrCLpcDgGLMtQoNBU7dXcyu2/Y+isxx/9t1eqvs9VpHL2SIQ9VVp1dTVlZWX4fD6qqqr0zCTG\n", "WX5yLM89nI7ZaGBmip1lBZPGO5IQ4yasInns2DHq6uq4ceMGZrP5vn1e9mhRtVdzK3d8jJnn5qXz\n", "u/UP8MPiaUxJiv6JlVXf5ypSOXskwiqSdXV1LFmyJDgbUFxcnK6hxPizWUykx8eQYJP7z8XEFlaR\n", "NJlkCEgkVO3VqJob1M2uam5QO3skwiqSvb29eL1eALxe71134AghxP0qrCK5atUqXn31VSoqKti+\n", "fTsrV67UO5fSVO3VqJob1M2uam5QO3skwmo4JScn89WvflXnKEIIEX3Cnk+yvLycyspKZs6cyYwZ\n", "M8L68gsXLnDx4kUCgQCLFy8mJyeHHTt24Pf7AZg2bdqQd+/IfJJCCD3oMp/k/v37SUxM5Mknn+T0\n", "6dO8/fbbLF++/J6fa21tZd26dQDs2rWLnJwcbDabnK4LIZQRVk+yo6ODhQsXYrVaWbhwIa2trWF9\n", "eVFR0V3r/H4/W7Zs4c0331T2+dT3omqvRtXcoG52VXOD2tkjEdaRpMUy+AOturq6SEhIuOfn9+/f\n", "z8KFCwEoLi4Orpd5KYUQ0S6sI0mXy0VLSwsALS0t3GpjHjp06J6fPXz4MIWFhaSkpNz1s6GK7y23\n", "/6UqLS1VZnnp0qVRlSfc5dtFQ55Ilu/8N4x3nnCXb401jJY8kSzfLhryRPr7Eq6wLtz89Kc/xePx\n", "kJ2dTW1tLXl5eZhMJioqKvjHf/zHIT/37rvvkpqayqxZs4LrampqyM3NBWDnzp2sXr160M/KhRsh\n", "hB50uXBTVFTEggUL7lp/4sSJIT/T1NTEkSNHmDVrFhUVFXR3d/PlL3+ZmpoaysrKAJg3b17YQVVy\n", "+xGCSlTNDepmVzU3qJ09EmEVycEK5K31Bw4cYMWKFXf9LC0tjRdeeOGu9YNdzBFCiGgV9lRpQ3E6\n", "naOR476i6l9XVXODutlVzQ1qZ4/EiIukEELcz6RI6mC4V9HGm6q5Qd3squYGtbNHQoqkEEKEIEVS\n", "B6r2alTNDepmVzU3qJ09EiMukgaDYTRyCCFEVAqrSDY1NQ35s0gGZU4UqvZqVM0N6mZXNTeonT0S\n", "YRXJ3//+93R2dg76szsfNyuEEPeTsG5LfO2110hOTqa7u5vHHnuMvLw83YPJbYlCCD3oclvi5z73\n", "OaxWK4FAgBMnTnD48GE2btw47JBCCKGKsE63u7q6AGhra+PGjRskJSXpGkp1qvZqVM0N6mZXNTeo\n", "nT0SYR1Jvv7666SkpJCSksLq1auxWq165xJCiKgQVpGMi4vjC1/4ggz3CZOq48dUzQ3qZlc1N6id\n", "PRJhnW5v2LBBCqQQYkIKq0harVaqq6spKyvD5/NRVVWldy6lqdqrUTU3qJtd1dygdvZIhFUkjx07\n", "Rl1dHTdu3MBsNnP8+HG9cwkhRFQIq0jW1dWxZMkSjMb+t8fFxekaSnWq9mpUzQ3qZlc1N6idPRJh\n", "FUmTyaR3DiGEiEphFcne3l68Xi8AXq+XQCCgayjVqdqrUTU3qJtd1dygdvZIhDUEaNWqVbz66qs0\n", "NDTg9/sHPDtbCCHuZ2Hduz0e5N5tIYQeIr13e1jzSe7Zs2c4HxNCCOWEPN3+4Q9/yAMPPEBnZyeX\n", "Ll1izpw5nD17lvz8/LHKpyRVn0esam5QN7uquUHt7JEIWSS/9KUvkZubyx//+Ef+9V//FZPJxBe+\n", "8AXeeOONsL78woULXLx4kUAgwOLFi8nJyaGhoYGDBw9iMplYtmwZmZmZo/IPEUIIPYQskrm5uQBY\n", "LJbgMCCz2Yzdbg/ry1tbW1m3bh0Au3btIicnh7KyMjZs2ABASUkJa9asGXb4aKXqX1dVc4O62VXN\n", "DWpnj0RYPUm32z1g2el0hvXlRUVFd627vcDKbEJCiGgXVpGcN28er7/+OqdOnWLTpk3Mmzcvoo3s\n", "37+fhQsXAnD7xXSLxRLR96hC1fFjquYGdbOrmhvUzh6JsIrk7Nmz+cxnPkNCQgJr1qxhzpw5YW/g\n", "8OHDFBYWkpKSAoDf7w/+7F4zC93+H6G0tFSWdV4+d+5cVOWJZPncuXNRlWciLKv8+xKJEY+TPHDg\n", "ACtWrBj0Z++++y6pqanMmjUruG7r1q2sXbsWTdPYuXMnTz/99KCflXGSQgg96PKMm1CG6k82NTVx\n", "5MgRZs2aRUVFBd3d3Xz5y19m0aJFbNq0CU3ThiyuQggRLUZcJIeSlpbGCy+8cNf6rKwsnnvuOb02\n", "GxVKS9UcP6ZqblA3u6q5Qe3skRjWHTdCCDFRSJHUgap/XVXNDepmVzU3qJ09ElIkhRAihBEXSXlA\n", "2N2GO9RgvKmaG9TNrmpuUDt7JEZcJCO5lC6EEKqR+SSFEBOKLuMk33777bvW2e12Hn30Ucxm3UYR\n", "CSHEuAt5uv2DH/yAuro66uvreeihhwb8LzU1Newp0yYaVXs1quYGdbOrmhvUzh6JkIeB3//+9wGI\n", "jY0lOTl5wM+Sk5M5e/asfsmEECIKjOjCTZS2M8edquPHVM0N6mZXNTeonT0SYRXJj33sY4OuX7x4\n", "8aiGEUKIaBNWkUxPTx90fUZGxqiGuV+o2qtRNTeom13V3KB29khEdLrt8/numqVcCCHuZyHHSZ4/\n", "f57z58/j9XqZO3cuFy5cIC4ujqysrOBM43qRcZJCCD2M6nO3P/zwQ5599lk2bNjArl272LBhA2vW\n", "rOHGjRsjDjrR1XX1canZRbvLO95RhBAhhCyStwaKG43G4OMXbi2Lod2rV3Ol1cVfbbvIt7Zd5Mfv\n", "1NDS4xmjZKGp3GNSNbuquUHt7JEIOU4yPj6et99+G6fTSWJiIocOHSItLS34eFkxPEeudtDV1/+s\n", "n/dvdHOto4+UOHlypBDRKGSRXLFiBfX19cTExJCcnExVVRVOp3PI59KIfvcaP5bm+KggGg0QZ42O\n", "I3OVx72pml3V3KB29kjc88brzMzM4OuCggJdw0wUC6cksHF+BufqnXxqVgoGgwFnnw9HjNwHL0S0\n", "CfsQxuv10tTURCAQoLu7W89MUcft9dPm8uL1B8J6/716NZPjrGx4JJMvPpLB/z5ynW+VXOS10430\n", "ePwhP6c3lXtMqmZXNTeonT0SYRXJqqoqtm3bxr59+wDYsWOHrqGiSUN3Hz955xrf3FrBG2cbcfb5\n", "RuV7e71+XnqvNtib/NO5Jlp75Eq3ENEmrCJ54sQJPve5z+FwODAajTgcDr1zRY0Pars5fLWDtl4f\n", "vz/ZwJXW3nt+JpxejcVkJHdSTHA5yWbGZhnf3qTKPSZVs6uaG9TOHomwmmA2m21YXx4IBNA0Temr\n", "4d7AwLH2/sDoTOphNhrYOD+TtLgY2nq9rH0wdcAFHSFEdAjr0KW3d+DRk89371POPXv28Mtf/pLG\n", "xsbguh07dlBSUkJJSQnnzp2LMOr4mJ8dz4PpdowGePqBFKZNjr3nZ8Lt1WQl2Pjawiy+syyX6Sn2\n", "kUYdMZV7TKpmVzU3qJ09EmEdSc6bN4//+I//oKurizfffDOsWxKLi4spLy8fsM5ms7Fy5crhJR0n\n", "2Yk2frByGi6vn8QYM7FWdY+KhRCRC/sZNy6Xi8bGRnJycrBYLGF9eXl5OUlJSWRlZQH9R5culwtN\n", "08jPzw95b7bcuy2E0IMuz7iB/mfa5OfnDyvULcXFxcHXu3fvHtF3CSHEWAirJ7lr1y6uX79OdXU1\n", "r732GleuXBnxhsM5Gr2951FaWqrM8q3X0ZIn3OWXX345qvJEsvzyyy9HVZ5wl+/8nRnvPJEsq/z7\n", "EomwTrdLSkp45pln2L59O2vWrOGNN97g85///D2//M7T7ZqaGnJzcwHYuXMnq1evHvKzKp9ul5aW\n", "Kjk8QtXcoG52VXODutl1Od02Go0YjcbgUKCYmJh7fAIOHDhAVVUVNpuNvLw8ioqKqKmpoaysDOi/\n", "GHS/UvEXB9TNDepmVzU3qJ09EmEVSY/Hg9PpDBbJcK71rFix4q51RUVFEcYTQojxFVZPMisri5KS\n", "EhYvXsz58+epqqrSO5fShtv7GG+q5gZ1s6uaG9TOHomwjiSXLFnCkiVLAJg1axbTp0/XNZQQQkSL\n", "sMdJjjWVL9wIIaLXqD7jZih79uwZzseEEEI5YRXJffv28cYbb/Diiy+yadMmPvjgA71zKU3VXo2q\n", "uUHd7KrmBrWzRyKsIul0Ovn85z/Pgw8+yHPPPUdhYaHeuYQQIiqEVSQNBgPQP/UZfPQURTE4VceP\n", "qZob1M2uam5QO3skwiqSt6ZGM5lMdHV14fXKDNpCiIkhrCL52c9+FoBVq1Zx8OBBZs+erWso1ana\n", "q1E1N6ibXdXcoHb2SIR9WyL03464du1aXQMJIUQ0GdY4yXfeeUf3WwxlnKQQQg+6THBRWlpKfX19\n", "8Fk1H374odyHLYSYEMLqSba2trJ+/XrWrVvHunXr+NrXvqZ3LqWp2qtRNTeom13V3KB29kgM646b\n", "lJSU0c4hhBBRKWRP8taDvI4fP86UKVOCk+cePXqUr3/967oGk56kEEIPo3rv9q3D6UWLFgULpBBC\n", "TCQhi+QXv/hFZs+eHRwXWVlZiclk4itf+cqYhFOVqr0aVXODutlVzQ1qZ49EyCLpcDgA2L9/P06n\n", "kyeffJKuri6OHj06JuGEEGK8hXXhpqOjg4ULF2K1WnnsscdobW3VO5fSVL2nVdXcoG52VXOD2tkj\n", "EVaRHOrxr11dXaMaRgghok1YRdLlctHS0gJAS0tL8EFghw4d0i+ZwlTt1aiaG9TNrmpuUDt7JMK6\n", "46ahoYHf/OY3ZGdnU1tbS15eHps3b6aiooLPfOYzemeccJx9PlzeAPExJmItpvGOI8SEFta92ydO\n", "nGDBggVhr78lEAigaVrwdsZITNRxkg3dffzi6A1O1XWzqjCZrzyayST74O2OW3o8fpqdHqxmA1kJ\n", "tjFKKoSadLl3e6hCGKpA7tmzh6qqKtasWRMcY9nQ0MDBgwcxmUwsW7aMzMzMsIOqRtM0mpweNCDN\n", "YcV4c+Lieznf4OT49f5e71sVrSyemsiiqYlDvr/H4+ePZxp5/UwjdouRfyuexux0x2j8E4QQDPO2\n", "xHAUFxezfPnyAevKysrYsGEDzz77LMePH9dr0+OmsbuP03XdnKqq50x9N//5zQq+/qcPKbvWRbiT\n", "LRnuKKb3Kq71XX28fqYRAJc3wGsfNIa9rTup3GNSNbuquUHt7JHQrUgOxm63B19brdax3LTuGp0e\n", "fnDgKt/ddYV/OtxIbWcfHn8Aj1/jfxyuocUV3mzuc9PjWF6QRHyMic/OTaUwJTbk+y0mAxbTR4U0\n", "1WG9q9AKIYZvTB9Wc/sRzlDDilRV1+nmSmsvAB6/xqUWFylxFpqcXmxmI6Z7FK4+n5/K1l48fo2v\n", "L8ziGwYD8TEmYsyh+7lTk2z888oC/nCqnuwEG+sfShv2v0HlcW+qZlc1N6idPRJjWiT9fn/wdThH\n", "O6WlpcH/ELcO7aN12d/rxGI04A30/yGYlWKnus2N3WLib5ZO4eKZE/j9/iE/v+/DRv738f7T5hXT\n", "k1mR4sLV0RrW9ufnJGBuv47m7yArITcq9ocsy3I0L0diWDOTh6u8vJykpKTghZutW7eydu1aNE1j\n", "586dPP3000N+VrWr2wFN40JjD0eqO8iJM/LE9FRMJgNo4IgJ/bfI5fHzNzsvcbXNHVz3m88+wNRJ\n", "Y3ul+vY/SqpRNbuquUHd7Lpc3R6OAwcOUFVVhc1mIy8vj6KiIhYtWsSmTZvQNI0VK1botelhqe10\n", "U3KhmS63j/UPpTM9xX7vD93GaDAwN8PB3AwH7733Homx4c+aFGM2MjstLlgkM+It2K1j2i5WnvRh\n", "hV50PZIcibE8kvT6A7x4qJrS6k4AkmLN/OIzM0l1jN3FpcbuPo5f76LL7WNpfhJ5k0JfsBEDXWp2\n", "8drpehJsZj7/UDo5iTJeVAwuao4kVdLnD3C9oy+43NHro88fGNMM6fExPDM7dUy3eb9ocnr4h72V\n", "dLr7nw/f4fLxvRX5WE1yNC5GTn6LAIfVzMYFmRhvnrFteCSDyfe4yyUUVcePqZrb4w8ECyRAfbcH\n", "zxj/kRsuVfc5qJ09EnIkedPiqYm8tGYm3oBGTqJt1O+Zdvb5aO/1EWc14vFrOPv8pMZZSYyV/wQj\n", "lWK3sOGhybx6thWTAf6vxzJxWGW/itEhPclR1uT04A9opDqsmG8emjY7Pfzm/ToOVbaTnWBlzYOp\n", "/OK9Wh7PTeRbj08Z0VGr6Nfr8VPb1YfZZGBKog2TUS7kiMGN6jNuRGTONzj5iy0V/KfN5bxd2Y4v\n", "oNHS46HseieHKtsBqO3yUN/tIT7GxJGaTq53uO/xrSIcsVYT01Ps5E2KlQIpRpUUyVHi8vj596M3\n", "6PH48Wvw43dqaOz28GFTD92egf2xWIsJr1/DAMRaxvc/gccfwO3tH+Svco9J1eyq5ga1s0dCGjej\n", "xGgYWPCHiO5DAAAYC0lEQVSsJiMmY/8g8y63j42PZnCoqoMH0+OYkhhDYUosa+ekUZA8fkN9qtt6\n", "efnYDZweP3+5OAezWX4dhLiT9CRHQNM0rrT2Ut/VR0Z8fw/y56XX6fH4+daSHB7JTuBCg5P/U1ZH\n", "SpyZT89KITfJxuQ4K/6Adtdp4ZUWFx/UdZMZb2VupoNEm369SrfXz/f2VnK2oQcAu8XIrz47i3RH\n", "zID3Oft8XG7tpc8XYPrkWFLi7q+JScTEI+Mkx9CV1l7+ZsclPH4Ni9HAT58u5Eefmo4/oBFvM9Pm\n", "8vDDP1cHZwCq7/LwnWW5XGrpYFKshekp9uDFnWsdbr6z6wo9nv5T3799YgrFM1N0y+7TNLr6PrqX\n", "3u0LcOeoGU3T2HupjV8drwVg0ZQEvrMslwSb/NqIiUN6kmHQNI2LzT0cuNzG+QZncAxeXVcfZqOB\n", "hzMdZCfGUNvZh91q4syJYwD4AuD0fFSIluYn8b29lXx//1X+esclztU7gz/rdPuCBRLg/M0jPL04\n", "rGb+cnE2MSYDBuDbS6dQe7l8wHtcXj97Ln70ZMzj17vouG08YjRRtT+mam5QO3sk5JAgDFdae/nb\n", "nZeDF1v+ZVUBJ2u7WTw1ga8uyORIdSczbl5ZdXn8wWngYs1GXvh4Ltfa3RyuaicrIYYWl5eVhcmk\n", "xFm42tbLI9nxAKQ7LOQn27ja5sZogGUFSbr/ux7JTuDXn30AX0Ajw2Hl+LGKAT+3mU0smBJPzc0r\n", "8PnJNuKt8swdMbFIT/IeqlpdnK5z8subp5wAG+al8/qZRv7zwix++3493oDGxvmZXG5xUd/dx8b5\n", "mTyS6WDf5TZeeq8WgwG+uyyXwsmxvH+jm/2X27jW4WbdnFTmZcVz/FonD6TFMSPFTr2zj8QYM3nJ\n", "sVgiuK2u2+3j/RtdXGjq4WNTE3k40xHR54fS2uPhfGMPLq+fuRkOuSdaKE/GSY6ijl4v/3qwGr+m\n", "YTP37yqjARJjLZiMBuJtZrwBjdwkG7WdfRyt6aSm3U19l4dfHKvlXEMPf7EoGwPw2ulGku0WOt0+\n", "Ktt68QY0/ni2icutLkrKW3jx7Rqudbrx+TUqml3UdvaFDneHC409/OjtGnaUt/C9vZVU3pwAeKQm\n", "x1lZVjCJT81MkQIpJiQpkiF4/RqtvV56vQG+s2wqz38shxeLp3G4qo3vLsvFAPzV4znEWU04Pf29\n", "uo9Pm8T+y23su9TGO1c72HuplefmpTM1KQa3P4Db5x+wjUk3L4JMSYrB6fGz5Xwz1zrcHLjSRpPT\n", "E3bWhtveG9AYVu9Q5R6TqtlVzQ1qZ4+E9CRDmGS38MLyXPZdbuM/PmgAoCA5lv9n+VR+f7KeozVd\n", "pMZZ+O6y/tnAP2xykWgzDyhujU4P+cmxzM+Ox+vXmBRr4aFMB9fa3awsTEYDPjFtEo9mO/htWR3P\n", "zsugzeVlapINl8cHhDfk5sH0OOwWIy5vgOwEK1MSY+79ISHEPUlP8jY9Hj/Vbb34tZsXKWLMtLu8\n", "fHv7pQFHav+8qoB/2lcVXH5mdgrL8pNIj4/B4wtwqq6bfz96A4AvzkvnvZpOvjI/k0mxZpqcXt6u\n", "aic1zsJjOQmYjQZ+cewGT81MwRPQeO2DBty+/qvn/31lPktyw7+Ac62jl3aXj/R4KxnxUiSFGIyM\n", "kxwmrz/ArooW/k9ZHQDPPZzOFx9JJ8FmZs2cVH55rP/CzcenJeHsG3jKHG81cb2jj7mZ/Veq42P6\n", "rwA7PX6OX+uk1xfgVG03715t58XiaTw5I5lWV/8Dwr63rwq3L0B1ey/5ybHBAglwpaU3oiI5NSmW\n", "qfpfFBdiQpGe5E3dfX42n2sKLm8+10RHrw+T0cCTMybzs9XT+eulUzAZjGwvb2bj/EwKJ8eyqjAZ\n", "p8cffB5Na4+HD681MivNzvUON5NizTz7cH9PsnhmCtc6+9he3sL/OnKDM7eNudxzqY1JsebgjEBG\n", "AzyU6RjTfaByj0nV7KrmBrWzR2LCH0l6fQFqu/owGGBGip2y610ATEuOxWY2UtHUw5n6bnwByE2y\n", "8efKNgIaNPd4+f6KPLrdPuJiLBSmxNLo9PDin69S3uQiObadn6wupKvPz+nabv54thGXt78g/qcF\n", "mVxo7OFwVQf/5fEp/PuR68SYjUyyW9jwSAYdvV6S7RZ8fo1LzT0kxJip7nBjtxgpnGwnVsYqCjFm\n", "JnSR9AU0/lzVzk/fuUac1cg/r5rGjBQ7/oDG4qkJtPZ4efWDBo4HC6eNZx5IoaS8hSW5ify5sp2Z\n", "qXEkxxlodHqo7eyjvMkFQFuvj/eudfJ4biJ5ybZggYT+izkfnzaJylYX87Pj+f/Wz8ZkNNDl9vG/\n", "jlznk9OTsBiN/Ly0EoCvPJrB21UdXOtw83dFU3lyxmRd9oeKT767RdXsquYGtbNHYkKfbre7vLz0\n", "3g004DMPpvH9/VXs+LCFvZdaebe6kxaXl6q2j8YbVrW5WTAlga/Oz+ChjDi2l7dw8kYXla29nKt3\n", "ErjjEpg/AH+xpYI4q4mMmw8VMxpgapKNjHgL31ycw9l6Jx29XibbLcTHmJiVEsvHpiax6UxD8Hu2\n", "nG/msZz+fufui634FHk0gRD3gwlRJGvaezlb301j98BxhxaTgcmx/T1Ak6G/L9np9tHW66Om3U2P\n", "18/yaZOC739yRjKTbP13wxiNBv7bx/OIs5r48TvX+FnpdU7XdvHNj2UzPzue9XPTqGztxe3T+H/f\n", "ruF7n8zjK49m8PWF2eyqaGXnh63svdzGj9+5xt/uvMzlFhfp8TH89RNTudTsGnB1OjPBGhz3uCgn\n", "AbNOD7hSucekanZVc4Pa2SNx359uX2ru4bu7ruDyBshLiuEHq6aRmRCDL6DR5PTwtceyaO314PVr\n", "zEmP43xjDwZgXpaDP5ys57vLckmLs+D0BLjW4eZ3J+tZPzeNRqeXq229HLn5GFqAkvIWnl+SzWM5\n", "8Ryq7OBiS/+pt8VkJNFm5vj1Li42969bXpBEXVf/XTV+rf8UPMFmZtPpBmItJlYVJnOxxYXR0D/E\n", "qLrNzeO5STyYETfm+1CIiWzMi+SOHTvw+/uH0EybNo25c+fqur3Tdd3BfmB1Rx83Ot1kJsRwpq6b\n", "f9hbSUCD6Smx/MPH83gifxJVbS68fo3Kll6+/fhUOtw+fl1Wh9fffy6dEGPivWtd7L/cxgvLc8lP\n", "juWdq+2cuNHNvCwHyXYr9Z1uvvRoBr87UY/RAM8vySE9PoYXludysrabGLOR3CQbf/fWZQBiTAay\n", "EmK42tbL4audrJuTijcQYE6anXnZ8UxJiuWBNP2udHv9AQKapnSPSdXsquYGtbNHYsyLpM1mY+XK\n", "lWO2vayEj+43Nhog8eZtgIcq24M9xCstvXzY1MPDGQ6SbBYcMSaeyO8/za5u7+W/LMmhu8/P21Xt\n", "zEl3cKbeSY/Hz5l6J6dqu3g4M57PzkmlzeXDZjLQ2uvllQ8aWTl9EsUzJ1OY2n/0ZzUZsZkMtLm8\n", "FCTH8l+X52IxGUmNs/SPkbz5GIUt55uxW4z84yfzmZKk78zlV9t6eem9G/T5Avzlx3J4IE2OVIW4\n", "3ZgXSb/fz5YtW9A0jfz8fN3vqnko08F3iqbyYVMPS/OTKJhsB2Bmqp19l9uA/lm5rSYj//Pda5yu\n", "c2K3GPnBygLS4q38pqyWsuvdAPzdE1M5WdtNVVsvi6cmMCfdzvzseFxeP//j7Wt0uH2YjQb+cnE2\n", "bl+AHRWtpMRZg0Vy64Vm/nSuidUPpPDz0mtcbunFAPzTinwKJtspTLHzvU/kcbiqg8emxDMjxa7r\n", "vunx+PjJOzVcaum/OPX9fVW8tHamkrOPl5aWKnlko2puUDt7JMa8SBYXFwdf7969W/ftJdjMrJwx\n", "mZV3DJt5LCeBv1iUTV1XH1OTbHS6fZyu658E1+UNcPBKG/OzE4IFEmDPpVa+8HAaiTYT+cmxnKpz\n", "Ut7YPzXZsoIktpW34AtoNHR7gvdRO27efePxBzjX0P/9ybFmLt8sTBqw91Irj+clYbOYKCqYRFHB\n", "JMaCzz9wdvIejx/fnZfohZjgxvXq9q3JaYdy+9Wz0tLSUV2+cvZ9CuM8FCTb0NDIdpi4/ZEzk+Os\n", "1HS4SY796O9IQXIsFqOBjHgrPR4/28tbuNLayysfNDB98kdHfTNT7UyOs7ByehILpyQAcPrkCT41\n", "rX8Yjz+gBU/7AeZlxVNWVqbrv3ew5Yqzp/jWkhwsJgNGA3xzYXrwKHIstj+ay7fWRUuecJdvHYlF\n", "S55Ilm8XDXki/X0J15hPcFFTU0Nubv+sOTt37mT16tWDvm+sJ7jwBzQ+qOtmx4fNZCXY6Hb7OH69\n", "i+99Io93qztItJkJBDTMRnhsSiIf1Dn57ft1wc+/sDwXp8dPTmIMD6Ta8WtgMxsHDNfp8wWobHXR\n", "5wtgt5o4W+8k1WHl4QwHk+z6PfQrlIDWf+QbCGikx1tHZaJeIaJZ1E+6W1NTw+bNm9m8eTMzZ84c\n", "680PyWQ0sCAngb9aMoWEGBOdbh9feiSDXx+vZdGURGJMBty+ABkJNqZN7u9F5t+8X3tOehwPpsfx\n", "zOxUHs1O4GTZMRwx5rvGM8aYjcxOd/BIdgIzU+NY/1A6ywsmjVuBBDAa+q+s5yTZOP7e0XHLMVKq\n", "jtlTNTeonT0SY96TLCoqGutNAtDQ3cf5hh5MRngw3UGaY/CLE5PjrCyekkDZtS5+U1aLx69htxh5\n", "In8SGpDmsGIyGpieYuffPjWNbrefRJt5XAudEEI/E2I+SWefjx+9XR28CPOJaZP49tIpxFoGnygi\n", "oGlcanZxvdNNVnwMM1LtchoqxH1C5pMcRI/Hz6najx7ferK2G5fHP2SRNBoMzEqLY5aMGRRiwpsQ\n", "h0fxMWZWFn40rGZlYTKOGP3+Pqjaq1E1N6ibXdXcoHb2SEyII0m71cTG+VksyU3CaIDCFDsx5gnx\n", "90EIMUIToicphBC3RP0QICGEUIkUSR2o2qtRNTeom13V3KB29khIkRRCiBCkJymEmFCkJymEEKNI\n", "iqQOVO3VqJob1M2uam5QO3skpEgKIUQI0pMUQkwo0pMUQohRJEVSB6r2alTNDepmVzU3qJ09ElIk\n", "hRAiBOlJCiEmFOlJCiHEKJIiqQNVezWq5gZ1s6uaG9TOHgkpkkIIEYL0JIUQE4r0JIUQYhRJkdSB\n", "qr0aVXODutlVzQ1qZ4/EmD/jpqGhgYMHD2IymVi2bBmZmZljHUEIIcI25j3J7du388wzzwBQUlLC\n", "mjVrBn2f9CSFEHqI+p6k3W4PvrZarWO9eSGEiMiYF8nbD1wtFstYb35MqNqrUTU3qJtd1dygdvZI\n", "jHlP0u/3B18bDIYh35eUlMSpU6fGItKos9vtSmZXNTeom13V3KBu9qSkpIjeP+ZFsre3F+g/orz1\n", "ejDz588fq0hCCDGkMb9wU1dXx+HDh9E0jRUrVpCWljaWmxdCiIhE7R03QggRDWQwuRBChCBFUggh\n", "QpAiOYEFAoEBow1UonJ2oZYxv7p9Lyrftrhjx47g/3GnTZvG3LlzxznR0Pbs2UNVVRVr1qwhKysL\n", "UGffD5ZdlX1/4cIFLl68SCAQYPHixeTk5Ciz3wfLrsJ+P3r0KI2NjQBMnTqV+fPnR7bPtSizbdu2\n", "4OutW7eOY5LI7du3b7wjROTChQtabW1tcFmlfX9ndlX2/eHDh4Ov33rrLU3T1Nnvg2VXZb/fsnfv\n", "Xk3TItvnUXckqfJti36/ny1btqBpGvn5+crdey77Xn9FRUV3rVNlvw+WXZX9Xl1dzZtvvsnatWuB\n", "yPZ51BVJTeHbFouLi4Ovd+/ePY5Jhkf2/djZv38/CxcuBNTb77dnV2W/5+Xl8fzzz7Nt2zYKCgoi\n", "2udRd+Em3NsWo50Kv+x3kn0/Ng4fPkxhYSEpKSmAWvv9zuy3i/b9brPZiI+PByLb51FXJMO9bTEa\n", "1dTUBF+73e5xTDI8su/19+6775Kenk5eXl5wnSr7fbDsKuz3tra24OtbR5CR7POoO91etGgRmzZt\n", "Ct62qJKamhrKysoAmDdv3jinCe3AgQNUVVVhs9nIy8ujqKhImX0/WHYV9n1TUxNHjhxh1qxZVFRU\n", "0N3dzZe//GUl9vtQ2VXY70eOHKGvrw+ABQsWAJHVGbktUQghQoi6020hhIgmUiSFECIEKZJCCBGC\n", "FEkhhAhBiqQQQoQgRVIIIUKQIimEECFIkVSY0+nk17/+NeXl5WO+7X/5l3+hpKSEkpKS4GDiW44c\n", "OUJ7e/uIvr+mpoYf/vCHI/qO+1G4+/bkyZP86le/GoNE97+ou+NGhM/hcLB06dJx2fasWbNYs2bN\n", "oD/zer34fL4RfX9ubi4PPPDAiL7jfhTuvp0/f/6AWwbF8EmRVMCJEyd45513yMjIwG634/V6SUpK\n", "YuXKlQAcP36cy5cvAzB58uRg4QwEArz55puYzWY0TcPhcLBq1arg9x49epS6ujqsViuBQACr1cqn\n", "P/1pAC5evMjp06eJjY3F7XazYMECCgoKgp+9cuUKJSUl+Hw+0tPTeeKJJwAoLy/n1KlT1NbWEhcX\n", "h9Fo5NOf/jRm871/1crLyzl9+jQ2mw2v14vL5Qr+rK2tjX379hEbG4vf7ycrK4vFixfj8Xh49dVX\n", "6enp4dlnnyUhIYE//elP1NbWsnHjxpBP47zXfh1qm9B/FH/w4EF6e3uJi4vD4/FgNBqDU3FdvnyZ\n", "c+fOYTabCQQC1NXV8c1vfvOe+8DlcrFlyxYcDgcmk4mLFy/y93//92Ht2wMHDtDW1obZbMZkMhEI\n", "BO65PRGG0ZvOUujpxRdf1Jqbm4PLx48f1y5cuKBduHBB279/f3D9G2+8MeR3/PGPfxyw/Morr2jd\n", "3d2apmma3+/Xrl27pmmapvX09GivvPLKgPdu3rxZ83g8g37vrl27tI6OjuDyoUOHBmQNh8vl0jZt\n", "2hRc9vl82gsvvBBc/t3vfjdg+0eOHNGuXr2qaZqmBQKBAZ/dvXv3gDyhDLVf77XNW1544QWtsbFx\n", "wLre3l5t8+bNA9YdOXIkrDxVVVXBiWE1TdOqq6sH/HyofXvhwgXtvffeCy43NzdrP/rRj8LapghN\n", "jiQVkZ2dPWB6qnnz5rF3716mTZsWfIQBgMlkCr7u6+tj3759+P1+jEYjlZWVA77zc5/7HMeOHcPt\n", "duN2u4MTFDQ2NtLV1UVJSUnwvW63m/b29kGPzLKysmhtbSUxMTG4TotwSoDa2lpmzJgx4N8xZ86c\n", "4HJDQwNvvfVWcDkQCGA2m8nLy8NgMJCSkkJLSwvJycl0d3cPyBLKUPt19uzZIbd5y6OPPnrXPqmr\n", "qxtw1A2wZMmSsPLk5+fj9/vZu3dvcDqv3NzcAe8ZbN9evnyZJ598MrickpJCTk5OWNsUoUmRVERt\n", "bS0tLS3B/0OfOXOGGTNmhHwY1q5du/jkJz9JQkICAD09PcGf+Xw+rly5wvLly4PrXnvtNfLy8sjJ\n", "ySE9PX1Az/H2U7fq6mqys7OD8wdWVlYGT9MBzGZzxA/pys7O5v333w/ObO3z+Th79iwbNmwAoLCw\n", "kKeeemrAnIW39+aKiorYuXMnOTk5PPbYY2Fv9879evr0aWbOnBnWNoeSmZnJyZMnB8zSff36dVJT\n", "U7HZbCE/e+bMGR5++GGmT58O9LdEampqgoVyqH1bWFjI6dOng+2A5uZmrl+/fs+s4t5kFiBFvP76\n", "65jN5uAEoZMnT2bJkiX84Q9/AOCrX/0qLS0t/Pa3v+WJJ56gqKiICxcuUF5ejsViwefzcfnyZR55\n", "5BGKi4txu9289NJLFBQUYDAY6Ovr49FHHw3+n/P69eu8//77wX6X0+nk6aefJj4+nra2Nvbu3YvF\n", "YiEQCDB79uwBR33d3d3s2LEDh8MB9F9g+sQnPnHPf+P58+c5ffo0DocDl8tFV1cXeXl5FBcX09PT\n", "w/79+zEa+wdk9PT0sGjRogFHbNu2baOjo4ONGzeOaL/e+sMRaptVVVWcPXuWc+fOMXfuXGJiYvjU\n", "pz4V/N7y8nLOnz+P1WrF5/ORnJwc1j7YsmVLcHu3PPPMM8F1ofbt/v37aW9vx2az4Xa7aWpqYvHi\n", "xcHpwcTwSJFUxObNm1m/fv14x7jvyH4V9yLjJBVw4sQJKioq2LZtG11dXeMd574h+1WEQ44kxZi4\n", "NWRmsF83h8Ohy4zc47HNe9mzZ8+gjzkwGo2sXLmS2NjYMc8kQpMiKYQQIcjpthBChCBFUgghQpAi\n", "KYQQIUiRFEKIEP5/sa3DkLkKlSoAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.596735\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VPed5/13rSqVSkJoRwipQGwmYGODESaybMfYyAZs\n", "QZvYDp12nomTfjqeyfR050y7u2fydKY74zzTzmQ5feJOuvNkEgdDwm7A7HGwJQwYMJtkViFZCLQh\n", "Ca2l2u7zh0whUUVRJelW/ZC+r3N8ju5VVd2Pr8RX937v7/6uQdM0DSGEECEZ4x1ACCFUJkVSCCHC\n", "kCIphBBhSJEUQogwpEgKIUQYUiSFECIMXYtkb28vb7zxBlevXg2sa2hoYM2aNaxbt45r167puXkh\n", "hBg2XYvkgQMHWLJkyaB1R44cYfXq1bz00kscPnxYz80LIcSw6VYk29rasNvt2Gy2Qevtdnvga6vV\n", "qtfmhRBiROhWJMvLyykuLg5aP/AGH4vFotfmhRBiRJj1+uDGxkbeffddmpqacDqd5ObmAuDz+QKv\n", "MRgMd3z/nj17MJlMesUTQoxRqampzJs3L+LX61YkX331VQCqqqpITU0NrO/t7QX6jyhvfh2KyWTi\n", "oYce0iueEGKMOn78eFSv1/XCTWtrK+Xl5Zw5cyawrqioiLVr17J27VqKior03PyIKS8vj3eEAMkS\n", "mmQJpkoOUCtLtHQ7kgRIS0vjm9/85qB1ubm5vPzyy3puVgghRoxB1anS9u/fL6fbQogRd/z4cZ58\n", "8smIXy933AghRBhSJCOgUj9FsoQmWYKpkgPUyhItKZJCCBGG9CSFEGOK9CSFEGIESZGMgEr9FMkS\n", "mmQJpkoOUCtLtKRICiFEGNKTFEKMKdKTFEKIESRFMgIq9VMkS2iSJZgqOUCtLNGSIimEEGFIT1II\n", "MaZIT1IIIUaQFMkIqNRPkSyhSZZgquQAtbJES4qkEEKEIT1JIcSYIj1JIYQYQVIkI6BSP0WyhCZZ\n", "gqmSA9TKEi0pkkIIEYb0JIUQY4r0JIUQYgRJkYyASv0UyRKaZAmmSg5QK0u0pEgKIUQY0pMUQowp\n", "0pMUQogRJEUyAir1UyRLaJIlmCo5QK0s0TLr+eEHDx6ksbERgPz8fObNm8e2bdvw+XwAFBYWMmfO\n", "HD0jCCHEsMSsJ7lnzx6efvpp9u7dy1NPPXXX10tPUgihh2h7kroeSQLU1NSwceNGVqxYAYDP52PT\n", "pk1omsbkyZOVLIQen58zDd2cuNbJfZlJPJDrINFiincsIUQc6N6TdDqdvPbaa3z88ccAlJaWsnLl\n", "Sv7kT/4kcCqumgstPby+8yJrTzTy3b3VHL3cHO9IASr1diRLaKpkUSUHqJUlWjG5cGOz2UhOTg5a\n", "b7FYwr5v4I4tLy+P2XJbr5eBPYjrvT4qKirilkfV5dOnTyuT5/Tp03HfH6oty8/nzsvR0LUn2dra\n", "SlpaGgA7duxg6dKl1NbWUlBQAMD27dtZtmxZyPfGsyf5WVsv//W9i7T2erFbjPzz0mlMy7DHJYsQ\n", "YmQp1ZOsqKigr68PgPnz5wNQW1vLkSNHAJg7d66emx+y/PGJvLl0Go1dbtLtFpxpifGOJISIE12L\n", "5PLly4PWlZSU6LnJEZOXaiMv1Qb0H6oXFxfHOVE/yRKaZFE3B6iVJVoymFwIIcKQe7eFEGOK3Lst\n", "hBAjSIpkBIY6dEAPkiU0yRJMlRygVpZoSZEUQogwpCcphBhTpCcphBAjSIpkBFTqp0iW0CRLMFVy\n", "gFpZoiVFUgghwpCepBBiTJGepBBCjCApkhFQqZ8iWUKTLMFUyQFqZYmWFEkhhAhDepJCiDFFepJC\n", "CDGCpEhGQKV+imQJTbIEUyUHqJUlWlIkhRAiDOlJCiHGFOlJCiHECJIiGQGV+imSJTTJEkyVHKBW\n", "lmhJkRRCiDCkJymEGFOkJymEECNIimQEVOqnSJbQJEswVXKAWlmiJUVSCCHCkJ6kEGJMkZ6kEEKM\n", "IF2L5MGDB9m8eTObN2/m2LFjADQ0NLBmzRrWrVvHtWvX9Nz8iFGpnyJZQpMswVTJAWpliZZZzw9f\n", "tGhR4Os9e/YAcOTIEVavXg3Ali1bKCsr0zOCEEIMi+6n2zU1Nfzwhz9k6tSpANjt9sD3rFar3psf\n", "EcXFxfGOECBZQpMswVTJAWpliZbuRdLpdPLaa6/x8ccfAzDwOpHFYtF780IIMSwxuXBjs9lITk4G\n", "wOfzBdYbDIaw7xvYxygvL4/b8s2vVchze6Z45nnrrbfivj9ueuutt+K+P1T7fZGfz52Xo6HrEKDW\n", "1lbS0tIA2LFjB0uXLmXz5s2sWLECTdPYvn07y5cvD/lelYYAlZeXK3O6IFlCkyzq5gC1skQ7BEjX\n", "Irlt2zb6+voAmD9/Pk6nk6tXr3LgwAE0TWPx4sVkZWWFfK9KRVIIMXpEWyR1vbod6igxNzeXl19+\n", "Wc/NCiHEiJHB5BEYai9DD5IlNMkSTJUcoFaWaEmRFEKIMOTebSHEmBKTe7e7urqG8jYhhLjnhC2S\n", "VVVVIf975513YpVPCSr1UyRLaJIlmCo5QK0s0QpbJA8ePIjRaOTy5cscPnwYt9vNoUOHAmMfhRBi\n", "tAvbk+zq6sLhcLBu3TpeeumlwPrf/e53vPjii7oGk56kEEIPI9qTdDgcQPBEFPfKxBRCCDFcEV24\n", "6enpwe/3A/33Xnd2duoaSjUq9VMkS2iSJZgqOUCtLNGK6I6bZ555ht/+9rdYrVb6+vpYunSp3rmE\n", "EEIJMk5SCDGmxGScZENDw1DeJoQQ95yIimRlZeWg5YMHD+oSRlUq9VMkS2iSJZgqOUCtLNGKqEhe\n", "uHBh0LLZrOvkQUIIoYwhnW7fvNI9VqgyWShIljuRLMFUyQFqZYlW2EPC7du309vby9mzZ/F4PIH1\n", "2dnZugcTQggVhD2SXLZsGatWrWLu3LmsWrUq8F9JSUms8ilBpX6KZAlNsgRTJQeolSVaEZ1uP/PM\n", "M3rnEEIIJck4SSHEmKLLOMn33nuPuro6ampqeOedd7h48eKQAwohxL0koiLpdruZOHEiJ06c4Ctf\n", "+QrHjx/XO5dSVOqnSJbQJEswVXKAWlmiFVGRNBqNGI1GbDYbAAkJCbqGEkIIVUR8JNnV1RUokoq2\n", "MXWj0hgvyRKaZAmmSg5QK0u0IiqSubm5bNmyhYULF3LmzBmqq6v1ziWEEEqIqEguWrSIP/3TP8Vm\n", "szFz5ky+9a1v6Z1LKSr1UyRLaJIlmCo5QK0s0Yr6tkSz2Rw47QY4ceLEiAYSQgiVDHuc5JYtWygr\n", "KxupPAEyTlIIoYdox0nqOp1PZWUl586dw+/3s3DhQvLy8ti2bRs+nw+AwsJC5syZo2cEIYQYliHN\n", "AhSp69evs3LlSl544QVOnToFgM1mo6ysjLKysnumQKrUT5EsoUmWYKrkALWyREvXI8lQE2H4fD42\n", "bdqEpmlMnjxZTqmFEEqLSU9y7969PPjgg2RkZAxav3PnzjtOniE9SSGEHmLyjJtoHDhwgGnTpgUV\n", "SACLxRL2vQMP0cvLy2VZlmVZlkdkORrDPpKsqanB6XSG/N6HH35IZmYmM2fODKyrra2loKAA6J/U\n", "d9myZSHfq9KRZHl5uTJ3DEiW0CSLujlArSy6XN2uqKggPT2dmTNncvHiRRwOBzk5OQB3LJBNTU1U\n", "VFQwc+ZMzp49S2dnJ1/96lepra3lyJEjAMydOzfioEIIEQ8RHUmuXbuWp59+mvT0dPx+Pxs3bmTV\n", "qlW6BlPpSFIIMXro0pNMSkoiPT29/w1GIyaTaWjphBDiHjOkCzdGo+7Xe5Qy1IavHiRLaJIlmCo5\n", "QK0s0Yqo2hkMBlpbWwFobW0N3DEjhBCjXUQ9SZ/Px969ewNzSpaWlmI26zoOXXqSQghd6HJ122Qy\n", "UVpaOuRQQkSipduN3w8ZDgtGgyHecYQAIjzdvnDhgt45lKZSP2W0Zjl1rZM/33SWr2+o4qPaG/ij\n", "HL47WvfLcKiSA9TKEq2IiuTJkycHLV++fFmXMGJs6uzz8uPyOjr7fPT5NN54v4amLne8YwkBRPGM\n", "m4FuL5qjnSp3CsDozGIArKZbp9dmoyHq0+3RuF+GS5UcoFaWaEX8+Ibdu3frnUWMUY4EM3/1aAHO\n", "8TYmJFv5h6emkOWwxjuWEECERfLtt9+mo6OD9evXs379ek6fPq13LqWo1E8ZrVmmZ9r54bJp/PS5\n", "6czNTY5rluFSJYsqOUCtLNGK6Or2M888w/z58wPL7733nm6BxNiVnKDvsDIhhmLYswDpRcZJCiH0\n", "oNx8kkIIcS+LqEh2dHSwYcMGfv3rX+P1etm8ebPeuZSiUj9FsoQmWYKpkgPUyhKtiIrkrl27eP75\n", "5xk3bpzutyMKIYRKIiqSNptt0KMWxtpUaSqN8ZIsoUmWYKrkALWyRGtIg8n9fr8uYYQQQjURFcms\n", "rCzKy8vxer0cOnSI/Px8vXMpRaV+imQJTbIEUyUHqJUlWhEVyZKSEtLS0rDZbOTk5MjQHCHEmCHj\n", "JIUQY4ou80m2tLSwc+dOEhMTcbvdlJaWkpaWNuSQQghxr4h4CNDq1at54YUXePHFF9mzZ4/euZSi\n", "Uj9FsoQmWYKpkgPUyhKtiIqk3W4PPPzLZDJhs9l0DSWEEKqIqEi6XK5Byz09PQAcOXJk5BMpSKUx\n", "XpIlNMkSTJUcoFaWaEVUJP1+P7/85S85fvw4v/rVr7DZbFRVVXHixAm98wkhRFxFVCR7enp45JFH\n", "sNlsFBUVMXPmTBS9KK4LlfopkiU0yRJMlRygVpZoRXR1+ytf+QoOhyNofX5+PleuXCEvL2/Egwkh\n", "hAqGPU5yy5YtlJWVhfxeZWUl586dw+/3s3DhQvLy8mhoaGD//v2YTCYee+wxJkyYEPK9Mk5SCKEH\n", "XcZJDtX169dZuXIl0D+beV5eHkeOHGH16tVA+AIrhBAq0HXS3ZKSkqB1drs98LXVem887Emlfopk\n", "CU2yBFMlB6iVJVoxmZl87969LFiwAGDQBZ+B068JIYSKdC+SBw4cYNq0aWRkZADg8/kC3zPc5dnK\n", "A//6lJeXx225uLg4rtsfuHxzvJkKeQaKd57bM8nvi/x87pYnUrpeuPnwww/JzMxk5syZgXWbN29m\n", "xYoVaJrG9u3bWb58ecj3yoUbIYQeYv4gsDsN/2lqaqKiooKzZ8+yZcsW3n77bQCKiopYu3Yta9eu\n", "paioaLibj4mh/gXSg2QJTbIEUyUHqJUlWhFd3f7www959NFHQ35v4PO4B8rKyuL1118PWp+bm8vL\n", "L78cRUQhhIifiE63v/e97zF79mweffRRsrKyYpFLTreFELrQ5XR7xYoVPPfcc1RVVfH73/+eqqqq\n", "IQcUQoh7SURF8v7778disfD444+zZMkStm7dqncupajUT5EsoUmWYKrkALWyRCuinmR5eTlOp5OD\n", "Bw/icDj49re/rXcuIYRQQsQ9ySeeeIIvfvGLMXvmtvQkhRB60OXe7RUrVnD//fcPOZQQQtyrIu5J\n", "jmUq9VMkS2iSJZgqOUCtLNGKqEh2dHSwYcMGfv3rX+P1etm8ebPeuYQQQgkRPy3x+eefZ9y4cZjN\n", "us6upiSVns8hWUKTLMFUyQFqZYlWREXSZrMNmrEnVhdvhBAi3iIqkm63e9Cy3+/XJYyqVOqnSJbQ\n", "JEswVXKAWlmiFVGRzMrKory8HK/Xy6FDh8jPz9c7lxBCKCHiqdKqqqqorq5m9uzZOJ1OnWPJOEkh\n", "hD50e8bNrFmzmDVrFgC1tbUUFBREn04IIe4xYU+3N27cyKZNm9i0aRMbNmxgw4YNrF+/njVr1sQq\n", "nxJU6qdIltAkSzBVcoBaWaIV9kjS4XCwZMkSKioqsFgszJ07l+PHj5OamhqrfEIIEVcR9SQ3bNjA\n", "Cy+8EFi++QgGPUlPUgihB13mk7z9gV1jbQiQEGLsiqhI+v1+WlpaAGhpacHj8egaSjUq9VMkS2iS\n", "JZgqOUCtLNGKeBagXbt20dXVRVJS0qBTbyGEGM2G/UjZK1eu3PGJicMhPUkhhB5i/kjZo0ePDvcj\n", "hBBCWcMukmOBSv0UyRKaZAmmSg5QK0u0pEgKIUQYw+5JbtmyhbKyspHKEyA9SSGEHmLekxRCiNFM\n", "1yLp9/vx+Xx6biImVOqnSJbQJEswVXKAWlmiNexnMdxp+M+uXbuorq6mrKyM3NxcALZt2xYomoWF\n", "hcyZM2e4mxdCCF0NuycZTlVVFampqYEiuXfvXp566qmI3is9SSGEHnSbT3Ik+Hw+Nm3ahKZpTJ48\n", "WYqgEEJ5YYvkH//4R+bPn8+//du/BU2y6/F4mDZtWlSFrrS0NPD1zp077/r68vLywFPWbvY04rE8\n", "sJ8S7zy3Z4pnntOnT/MXf/EXcd0fN5ffeust5syZE/efj0q/L/LzufNyNMKebt8skvv27Qs5zOf2\n", "KdRud/vp9kD79u1j8eLFd3yvSqfbA4t1vEmW0CSLujlArSwjOgTo8ccfx+Fw3PH70T6Du7a2NvC1\n", "y+WK6r3xpMoPFyTLnUiWYKrkALWyRCuiKjd+/PiQ68PNUL5v3z6qq6ux2Ww4nU5KSkqora3lyJEj\n", "AMydO3cIcYUQIrZ0vbo9HHK6HZpkCU2yqJsD1Moid9wIIcQICnsk2dHRQUpKCh0dHezbtw8Am83G\n", "008/HXU/MloqHUkKIUaPET2SfP/99wHYvn07y5YtY+XKlSxatIjNmzcPL6UQYkQ0dbm53NrLDZc3\n", "3lFGrbBF8uZBpt1ux2q1Av0XaywWi/7JFKLSfaeSJbSxmOVyay9/+e55/nzTWX784We0dg9+9tRY\n", "3Cd6iKgnefskFX19fbqEEUJE7qPaG7T09BfGitobXG7rjXOi0SlskXS73axfv37QkeOlS5fIzs7W\n", "PZhKVLkqB5LlTsZilvGJg68LJFoG/3Mei/tED2Gvvnz5y18OWjd58mQKCwt1CySEiMz8vBRW3Z/F\n", "6WtdPP+FTArT7fGONCpFPQTIaBx7o4ZU6qdIltDGYpZMh5VvLJjIm8um8eTUNBLMg/9tjsV9ooeI\n", "xvH09fWxY8eOwPLSpUtJSEjQLZQQInJW09g7cImliO642bBhA6WlpTgcDrq6uti5cyerVq3SNZiM\n", "kxRC6EGXO24sFktgoguHwzHmhgAJIcauIQ0B8vv9uoRRlUr9FMkSmmQJpkoOUCtLtCIqkg6Hg/Pn\n", "zwNw/vz5sNOnCTHa3XB5OfLZDcovt9HY5Y53HKGziGcBOnjwIPX19eTl5fHII4/onUt6kkJJPr/G\n", "mk8a+O0nDQA8NDGZv33CyThbTJ+EIoZBt2fcLFq0aEiBhBhNetw+3r/UFlg+Xt9JZ59XiuQoFvXY\n", "gdraWulJxpFkCS1WWexWE8XOW5NNz85JItk6uECqsl9UyQFqZYlWRH/+3nzzTVatWkVlZSWpqal8\n", "8sknIZ95I4bvRq+HA5fbOVrXweJpaSzIT8FmNsU7lvicyWhgxexM7su24/b6mZmVxLhEOYoczSI6\n", "kpwxY0bgaYlj8bQ7lvedVjV18y8Hr3CoroN/+kMNF1sGT1qg0j2wYzVLmt3CooJUHi9MIyc5+KYK\n", "VfaLKjlArSzRimoIkMkkRzR6u94zeF7Azj7fHV4phIiFiIpkV1cXe/bsGbMTW8SynzI7O4m0z0/f\n", "pqYn4hxvi1uWu5EsoamSRZUcoFaWaEXUTFm5ciWNjY1MnjyZkydPjrkLN7HkTEvkR8unc8PlJT3J\n", "QmaSNd6RhBjThvS0RLfbHZipXC8yTlIIoYeYPC1x165dQ3mbEELcc4ZUJMfa6bZK/RTJEppkCaZK\n", "DlArS7TC9iS/973v8Y1vfIO1a9eSn58fWH/27FkZJymEGBMi6klu2bJlUFG8fflO/H4/mqYNaeiQ\n", "9CSFEHrQ5d7thQsXDlpOTU29wytv2bVrF9XV1ZSVlZGbmwtAQ0MD+/fvx2Qy8dhjjzFhwoSIgwoh\n", "RDxE1JPMyckZtPz444/f9T2lpaVBrzty5AirV6/mpZde4vDhwxGHjDeV+imSJTTJEkyVHKBWlmjF\n", "9OEYdvutp7npPYQoUr0eH/7oR0EJIcaImN6ZP7D9Ge9HQPR5ffyxup3NZ5qZk5PEqvuzyXKELtwq\n", "3XcqWUKTLMFUyQFqZYlWTI8kBz4GwmAw3PX1Aw/Ry8vLR3T5eHUjP/zgM6pbe9la1UL5pWY++ugj\n", "3bYny7Isy+osR2NId9xEqqqqitTU1MCFm82bN7NixQo0TWP79u0sX778ju/V++r2J/Ud/M3OS4Hl\n", "r82fwFfm5oR8bXl5uTJ/CSVLaJJF3RygVhbdZiaP1r59+6iursZms+F0OikpKaGoqIi1a9eiaRqL\n", "Fy/Wa9MRKRifyBNTUnm/up2cZAtfLBgX1zxCCDXpeiQ5HLEYJ9np8tLa6yHJaiJDJpIQYkxQ5kjy\n", "XpBsM5MszyYRQoQR0ws396qhNnz1IFlCkyzBVMkBamWJlhxGjZD2Xg9Hr3RQ0+ZiUcE47stKiugK\n", "vhBCbWO6JzmSdp+/zg8/+AyABJOBnz4/g8lpiXFOJYS4XUzmkxTBLg14YFefT6PD5Q3zaiHEvUKK\n", "ZAQi6acUT07FYuw/vZ6WnsiEFH2ulqvU25EsoamSRZUcoFaWaElPMozOPi99Xj8Jifa7vnZ2ThI/\n", "eX46nS4fuSlWshzBjxoVQtx7pCd5B3XtLv73B5/x2Q0XX30ohyXT00m0yCN1hbjXSU9yhLx3toXK\n", "pm46+3z87KN6PmtzxTuSECIOpEjewe3H16ocbqvU25EsoamSRZUcoFaWaEmRvINn70tneoYdm9nI\n", "//VgBgXjbSFf19jZxyf1nVy63iPzUgoxCklPMoyOPi99Hj+pNjMWc/Dfk6bOPv5h32UuXu/FYjTw\n", "g2enMifHEYekQqjH4/PT2efDbjFiU6ifL/duR6nP6yPBbOKz9l4O1d4gyWri4UkpZDkSSEkwwx0u\n", "UtffcHG2uYcvTU3DaGjjfEsPFTXtUiSFoH9kyNbKZt79tIUHchx8fUEuOcn35oiPMXu63eP2sePT\n", "Zr6z4yK/PnqN985e598/vsZPKq6w5pNGvP5bB9i391MaO938t92X+H//WMsvDtdTMiUVu8VIYQzu\n", "sFGptyNZQlMlSzxzXLzey2+ON9De6+XA5XYOX26JW5bhGrNHkhdaevhJxRUAzjX38PWHczHQf4Hm\n", "TGMXLo8PR0Lo3dPS7aa+wz3os/72iQJmZiYNOc/Vjj72XrhOj9vPMzPSccotjeIe5vcP7uJ5fEp2\n", "9SIyZotkr8c/aFnTNExGA16/xoovZJJkNeHx+anv6CN/1jyaO91YzAYO13VgBFJtZto/v/VwQV4K\n", "Rfl3f8zunbg8Pn5+qJ6PPrsBwKHPbvCj5dNJswc/B0iV2Z1BstyJKlnimaMwPZHl92Xw3tkWvpCd\n", "xKLCzLhlGa4xWySnpNl4YIKDk9e6mJhi5eFJKUzPtGM1GSlMT8SvwQeX2/mszcX5lh4uXu9l6cx0\n", "JiRb+aCmnRcfyMZiMpDtsDIra+hHkAB9Xo3Lbbfu/W7odOPy+sO8Qwi1pSZaePXhXL58fxaJFhMp\n", "9/C8rWO2J5mVnMDffcnJv66YyT8vnUZhup2HJqYwO8dBosXEDZeHd880gQGO1Xdyw+XlnRONtPV6\n", "yUiycqSug5xkK0X544Y9cW+yzcTqAc/XefGBbMYnhv5MVfpdIFnuRJUs8c6RaDWRnZxAis0c9yzD\n", "ce+W9wh5/RrnmrqpbXeRn2pjRqYdi6n/b8P4RAvjE4NPaa919PHB5Tbuy3Fgu23ojx/YcfY63yzK\n", "JW/cyFytMxoMPF44HmeaDZ9fIz/VJrdACqGIUT9Osqqxm7/afh6/BkYD/O9l05iVHXqYjl/TuNzS\n", "y5qTDZTX9PcH/7xoIuWX2zjX0ssThePx+DQ+qm3nf5ZOZc6E8MN9mrvcaEBmkoU+rx8DkKBQ8fN4\n", "/TR0uTEbDUxIuTeHZwgRLRkneZumbjc3L7T5tf5+36zs/uUet5ezzT24PH7ONvfQ7fbxcF4KdTdu\n", "3af9i8P1/PsLM/H6ND6sucEnVzv574snMyv7Vh+ypdvNp43deP0as7KTyE5O4Fh9B/+47zIA//Wx\n", "ArZ/2kKv18drj0xiaoadzj4v9Tf6sJoMFIxPxGSM7SzmHq+fPRda+WlFHQlmI//j6SnMzU2OaQah\n", "FpfHh8VkjPnvoupGfU8yLyUhcMqcYDIETpE1TeNUQzfrTjSy+3wr6042su3TFn5aUcfX5uUG3l/2\n", "hUyaai8yOd3OVx/K4X89O5UFk8YFfpH6vH7WfNLAP/6hhjf+WMtPK+po6Ozjn/9YS4/HT4/Hz4/K\n", "65iUaqOysYf/9cdaWrrd/Ob4Nb797nle23KOj690RPz/M1K9ncZuNz+tqEMDXF4//3qonh63L6rP\n", "UKnPJFmCRZpD0zSOXengr7df4J/+cHnQQUKss6ho1B9JTs2w86Pl02jsdJOVbA0M+O52+6hp7SU1\n", "0cKl1p7A61t6PNjMBv5L8STSkyzMzEzi1NEaAAwGAxbT4L+yPR5fYOgO9F/k8fj8mAe8zmI04Pu8\n", "q9Hp9tHa42FrZf/gWp8G73zSwIO5DhLMsTsVNxsN2CzGwFCocTbzoMxi7Lhyo4/v7q3G49O4cL2X\n", "BJORv3m8QJ7R9LlRfyQJUJhuZ5Ezlanp9sAPPsFsJDPJSn17L8/dl8nNX4flMzM439KDBiQnmKi/\n", "4SJ7xoOcbuji0vUernf20d1369EMDouJJwvTAsuPTk5lfKKFv3vCSd64BHJTEviPi/JIMBqwGA38\n", "ZfEkUhLMJCfcKogF422Bi0l3M1Jj33KSE/inJYVMTU9k3sRkvvXIRKwRZhjpLCNBsgSLNIfHpw0a\n", "7N3a48E/wlcqVNknQzHqL9yEU9nYidursfF0E7NzHBiAGVl2Gjs97LnQSofLy6sLcmnudrPhdBMd\n", "Lh/fWJDLp01dvDR3ArmfX+xo7/VwrrkHn6YxPcNORpKV5i4360810uPxU17TzpLp6aycnUmmw4rR\n", "YOBcczdbzjST6bDyzIz0uF046fX4MBkNURdIMXr0enxsqWzmV0evYbcY+X5pIV+4w8XN0UAm3Y3C\n", "qWvdnG38UUrNAAAS80lEQVTq4ciVTv6/o9f45dFrnG7opsvto6XbTd0NFzd6vfzhYhtXO9x0uX38\n", "pKKOLEcCNa29bKtqZu2JBm64vBTlj2NRQSoZSf3Ptuly+9hS1cKeC630ePxUNXWTmmjG+PmR7IzM\n", "JP7mCSf/4eFc7FYTF1p6uBpBL2ikezuJFtOQC6RKfSbJEizSHIkWE2VfyOTf/+Q+/nXlTF0KpCr7\n", "ZChGfU8ynC9kJ3G9xzNond1iYu2JBv5z8STqb/SRmmhiYGvGQP/pcUXtDfZeaAVgz/nrvLlsGun2\n", "Ww//SrdbeNSZyoc17QAsKhjHhZZeZt82S1Bbr4d//egK71e347Ca+MEzU5meefdn6ggxkhItJvLH\n", "qzM8TSUxP93etm0bPl//VdTCwkLmzJkT8nUjcbrd7fbR3uvFbjEyfsB90Oebu6m/0cfEcQns+LSF\n", "qZl2TlztpDDNzo0+L1lJVnJTLPzD3hq+tXAieak2/uXgFTr6vPyH+ROwW0z89kQDde19gc/80bJp\n", "5KXaGDfg7pvP2nopr2nHbDLyQXU7nX1efvrcDMZ9fjeNz69x8lonVY3dJJiNrDvZyONTUvlPX8wf\n", "1v+3EOLOlB8nabPZeOqpp3TfTnuvh18fu8aOs9fJT03gu4sn097jpanbg6Zp/PaTBpbOTGfn+VZy\n", "rnbyt084OdPYTYerfx68+7KS+H8WT+bKDRedfR4emujAZDTi8Wn86tQ1niwcz5oTjQAUO8ex7mQj\n", "4xPNfKNoIsmfzx6UaDWx8UwznX39fxSc420YB5zZnm3q5u92XcKvgd1i5OW5OcgQNSHUEvOepM/n\n", "Y9OmTWzcuJHjx4/rtp3LbS52nL0OwGftfdS3u6hpd1FR2051ay9/WZxPt9tH0aQUvjQ1jZPXujAZ\n", "Dey/2IZfg8rGbs619PCb4w2cb+mlx+Pjg+o2xtstNHS6OdXQxdcfzuU7Jfmk2swcrutg1/lWmrpu\n", "TaGWmWTlH56awqRxCRSmJfKdkoJAAQWobu0NXEXs8fixW4w8NmV82P8vlXo7kiU0VbKokgPUyhKt\n", "mB9JlpaWBr7euXOnLtvo8/qxmY0snZnO7vOtZCZZMBiN/OJwPe7PhzrYLCbyU208OTWNa51ujtR1\n", "BJ5jk+OwsmxWBuMSzLwwJ4tNp5v4dvEkUm0WzAaNlbMz+cPFNiymTv70wWyautx8Y0EulY1d2G+7\n", "7XBOjoMfPTcdIwTNT1kw3haYw9JqMnBfdhJZDitCCHXE9cKNxRI8ucRA5eXlgfFVN/8S3W153oJH\n", "ePfTFv7P0atMSE7g9ccL8GsaBggUSIAr7S4mJlv5tyP1LJmezoWWHiYkW/nyA1nkOKz87KN6vH6N\n", "vHEJ/Nm8CRyr72T/xTZOXkvkm0W5LJhgx5Fg5M3yOmo+701+a+HEwFCegflSEswh8ybY7Ly5bDoN\n", "nX2MN3q4fvEMU9MXRPX/G+/lgT+reOa5uS7e+6O4uJji4uK47w/5+dw9T6RifuGmtraWgoICALZv\n", "386yZctCvm6oF27ONXfzn7aeDyy/UVpIY5ebunYX1a0uPrnaidVk4P9eOBG/Bv9y8AomA/z9l5zY\n", "zEYO1XWgabDt01vTzX/3SSf/uL8Gjf47VX7y3HSmZdg539zDf9x6LvC6B3Md/OCZqXKnghAKU36c\n", "ZG1tLevXr2f9+vXMmDFjxD/fOKBA2cxGLrf20tztYeOZZrIcFv7soRz++5OTGW8zs7WyGei/NbCm\n", "zUVTlxuvTyM96dYRboLJgMPo5a9L8nl+VgZvlBYy5fNbG1MTTUxMuXV6XOxM1b1AqtTbkSyhxTOL\n", "z6/R4fLi9flln4yQmJ9ul5SU6Pr5+ak2/urRfP7Psas8NjkVjf4rxwC7z/ePa/z7J5wYjdDa2397\n", "4dwJDsbZzNS092ExGRhvM/Gfv5hHS4+HBXnj6Kip5OmiBTw9PX3QtrIcCfyPpwu5eL0Hh9XEfbc9\n", "46b+Rh9un58sh5Ukq4xBE/rqdHl599Nm9l5o5eG8cSzKyLn7m8RdjcrbEn1+jRsuL70eH+U17bi9\n", "Gj0eH58291AyOZUki5EPq9t4+cEJ1LW7SE0009Hn461D9XS7faQkmPhBaSFTh/Fgr9PXuvj73Zdw\n", "ef28PDebL9+fPexC6fH6udTaS6/HT0GqjbSk8D1dMbYcu9LB3+66FFj+b19yUnKX0RJjkfLjJGPB\n", "ZDRgNBi40u6i3eWj/oaL6Zl2niwcz5TxNlp6PXy9KI/JaYnkJFvp9fhp6Xbz3SeddPX5yElJYEr6\n", "0J9W6PNrvH38WuA5NWtPNFIyOZXC9OHdSXOo7gb/9Hlv9JGCcfyX4kmkhphZXYxNbt/g5yL1+eQ5\n", "SSNh1N67XdXUhduvUdfmYla2AwMGspMtmExGEswmzJ+P2k5PspKXamPuxBQenJjCo1PGMy3DPqi3\n", "GW0/xWiA7ORbvcoE0/AnkPD5NTafaebmYf9HtTeCbqmMNZX6TJKlf1rALxaMA+C+LDuZhp67vCN2\n", "VPr5RGtUHkkC9Lj99Hl9zMtL5tS1LiaOS8BoMPLX2y/g8WukJZr556XTmJRqG/FtGwwGXnogG7/W\n", "/7ycP5s3YdjPwzEZDczOcXCmsRuA1ESz9DnFIJlJVv6qJJ9XXV6SrCbOHDsMUyfFO9Y9b9T1JL1+\n", "jXPN3fR5/PzuVAPFzvG0u7xMGW+jvsPNv398NfDaf1wyhaJJ40Yy9iCapuH1axHPFXk3zV1uPr7S\n", "QXO3m0ed44fVEhBirBrzPcnzzd389fYLADw/KwPneBuTUm2kJlr4uO7WYxIsRgPpOvfzQs1kPhyZ\n", "DivPzswYsc8TQtzdqOtJXu3of/CXX4PNlS209noDFze+kG3n+0sK+fOiiby5dFrER2Iq9VMkS2iS\n", "JZgqOUCtLNEadUeSeeMSMBsNeP0aCSYDEwfM+G23mnl4UgoPT0qJY0IhxL1k1PUk/ZrGhZYeGjvd\n", "TEhJYGp6otwmKIQIGPM9SaPBwIzMJGYMYyC4EELcNOp6knpQqZ8iWUKTLMFUyQFqZYmWFEkhhAhj\n", "1PUkhRAiHOWnShNCiHuJFMkIqNRPkSyhSZZgquQAtbJES4qkEEKEIT1JIcSYIj1JIYQYQVIkI6BS\n", "P0WyhCZZgqmSA9TKEi0pkkIIEYb0JIUQY4r0JIUQYgRJkYyASv0UyRKaZAmmSg5QK0u0pEgKIUQY\n", "0pMUQowp0pMUQogRJEUyAir1UyRLaJIlmCo5QK0s0Yr5zOQNDQ3s378fk8nEY489xoQJE2IdQQgh\n", "IhbznuS7777Lc889B8CWLVsoKysL+TrpSQoh9KB8T9Jutwe+tlqtsd68EEJEJeZFcuCBq8ViifXm\n", "h0SlfopkCU2yBFMlB6iVJVoxP93etWsXpaWlAOzbt4/FixeHfN2xY8dob2+PZTQhxBiQmprKvHnz\n", "In59zC/c9Pb2Av1HlDe/DiWa/wkhhNBLzI8kr169yoEDB9A0jcWLF5OVlRXLzQshRFSUveNGCCFU\n", "IIPJhRAiDCmSQggRhhRJxfn9fnw+X7xjAGplESJWYn51+25Uum1x27ZtgaJQWFjInDlzYrr9Xbt2\n", "UV1dTVlZGbm5uUD89k+oLPHcP5WVlZw7dw6/38/ChQvJy8uLy74JlSNe++XgwYM0NjYCkJ+fz7x5\n", "8+L2+xIqS7z2S29vLz/+8Y955ZVXhvbvSFPM1q1bA19v3rw5jkk0bc+ePXHdvqZpWmVlpVZfXx9Y\n", "juf+uT1LPPfPgQMHAl/v2LFD07T47JtQOVT4vdm9e7emaWr8e7qZJV77ZefOndqxY8eG/O9IuSNJ\n", "lW5b9Pl8bNq0CU3TmDx5shL3ksv+6VdSUhK0Lh77JlSOeO6XmpoaNm7cyIoVK4D4/r7cniUe+6Wt\n", "rQ273Y7NZhu0Ppr9olyR1BS6bfHmnUEAO3fujGOSW2T/DLZ3714WLFgAxHffDMwRz/3idDp57bXX\n", "2Lp1K1OmTInrPrk9Szz2S3l5OUuXLuXs2bOD1kezX5QrkgMvDBgMhjgmGSzeBekm2T+3HDhwgGnT\n", "ppGRkQHEb9/cnmOgeOwXm81GcnIyEP/fl4FZBorVfmlsbOTdd9+lqakJp9MZ6ElGs1+Uu7od6W2L\n", "sVBbWxv42uVyxTHJLbJ/+n344YdkZ2fjdDoD6+Kxb0LliNd+aW1tDXx980gpXr8vobLEY7+8+uqr\n", "lJWVUVxczOzZswPro9kvyh1JFhUVsXbt2sBti/FUW1vLkSNHAJg7d27Mt79v3z6qq6ux2Ww4nU5K\n", "Skritn9CZYnX/mlqaqKiooKZM2dy9uxZOjs7+epXvxrzfXOnHPHaLxUVFfT19QEwf/58IH7/nkJl\n", "idd+aW1tpby8fNCRZDT7RW5LFEKIMJQ73RZCCJVIkRRCiDCkSAohRBhSJIUQIgwpkkIIEYYUSSGE\n", "CEOKpBBChCFF8h7W1dXFL37xC6qqqmK+7X379rF582bWr1/PmTNnBn2voqKCtra2YX1+bW0t3//+\n", "94f1GaNRpPv22LFj/PznP49BotFPiuQ9zOFwUFxcHPPtXrt2DbPZzIoVK1i1alVQkfR4PHi93mFt\n", "o6CggPvuu29YnzEaRbpv582bR2ZmZgwSjX7K3ZYogh09epQPPviAnJwc7HY7Ho+H1NRUnnrqKQAO\n", "Hz7MhQsXAEhPTw8UTr/fz8aNGzGbzWiahsPh4Omnnw587sGDB7l69SpWqxW/34/VauXZZ58F4Ny5\n", "c5w4cYLExERcLhfz589nypQpACQkJNDV1RXYhsfjCXxmVVUVx48fp76+nqSkJIxGI88++yxm891/\n", "1aqqqjhx4gQ2mw2Px0NPT0/ge62trezZs4fExER8Ph+5ubksXLgQt9vNmjVr6O7u5qWXXiIlJYUN\n", "GzZQX1/PK6+8EvZpnHfbr3faJvQfxe/fv5/e3l6SkpJwu90YjcbAtGAXLlzg9OnTmM1m/H4/V69e\n", "5Vvf+tZd90FPTw+bNm3C4XBgMpk4d+4c3/nOdyLat/v27aO1tRWz2YzJZMLv9991eyICw57RUsTE\n", "G2+8oTU3NweWDx8+rFVWVmqVlZXa3r17A+t///vf3/Ezfve73w1afvvtt7XOzk5N0zTN5/Npn332\n", "maZpmtbd3a29/fbbg167fv16ze12B5bXrVun/fznP9e+//3va5988smg177//vuDskaip6dHW7t2\n", "bWDZ6/Vqr7/+emD5V7/61aDtV1RUaJcvX9Y0TdP8fv+g9+7cuVNrb2+PaLt32q932+ZNr7/+utbY\n", "2DhoXW9vr7Z+/fpB6yoqKiLKU11dHZikVtM0raamZtD377RvKysrtY8++iiw3NzcrP3gBz+IaJsi\n", "PDmSvEdMnDhx0FRcc+fOZffu3RQWFgZu2gcwmUyBr/v6+tizZw8+nw+j0cilS5cGfeYLL7zAoUOH\n", "cLlcuFyuwKQDjY2NdHR0sGXLlsBrXS4XbW1tZGVlUV1dTVZWFi+++CIAa9asYfbs2YOOFrUopwSo\n", "r69n+vTpg/4/Bs7a0tDQwI4dOwLLfr8fs9mM0+nEYDCQkZFBS0sLaWlpdHZ2Mm7cuIi2e6f9OmvW\n", "rLDbvOmhhx4KOlq9evVq4Kj7pkWLFkWUZ/Lkyfh8Pnbv3h2YzqugoGDQa0Lt2wsXLrBkyZLAckZG\n", "Bnl5eRFtU4QnRfIeUV9fT0tLS+Af9MmTJ5k+fXrYB3O99957PPnkk6SkpADQ3d0d+J7X6+XixYs8\n", "/vjjgXXvvPMOTqeTvLw8srOzKSsrC3xv4KlbV1fXoMKQlJSE1+sNFEmz2Rz1A8MmTpzIxx9/HJit\n", "2uv1curUKVavXg3AtGnTWLp06aB5CAf25kpKSti+fTt5eXk8/PDDEW/39v164sQJZsyYEdE272TC\n", "hAkcO3Zs0MzbdXV1ZGZmBs2QfbuTJ0/ywAMPMHXqVKC/JVJbWxsolHfat9OmTePEiROBdkBzczN1\n", "dXV3zSruTmYBukesW7cOs9kcmCA0PT2dRYsW8Zvf/AaAr33ta7S0tPDLX/6SRx99lJKSEiorK6mq\n", "qsJiseD1erlw4QIPPvggpaWluFwufvaznzFlyhQMBgN9fX089NBDgX+cdXV1fPzxx4HC19XVxfLl\n", "ywMTqN58qJPf7ycvLy8wKzdAZ2cn27Ztw+FwAP0XmL70pS/d9f/xzJkznDhxAofDQU9PDx0dHTid\n", "TkpLS+nu7mbv3r0Yjf3XGru7uykqKhp0xLZ161ba29t55ZVXhrVfb/7hCLfN6upqTp06xenTp5kz\n", "Zw4JCQk888wzgc+tqqrizJkzWK1WvF4vaWlpEe2DTZs2BbZ303PPPRdYF27f7t27l7a2Nmw2Gy6X\n", "i6amJhYuXBiYqkwMjRTJe8T69etZtWpVvGOMOrJfxd3IEKB7wNGjRzl79ixbt26lo6Mj3nFGDdmv\n", "IhJyJCli4uaQmVC/bg6HQ5dZs+OxzbvZtWtXyEcXGI1GnnrqKRITE2OeSYQnRVIIIcKQ020hhAhD\n", "iqQQQoQhRVIIIcKQIimEEGH8/wT6H5Gw7l8vAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.263878\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtYVHee5/F3XYCiKC6CchOlEPHWaoyaeIkh5qKSqAmm\n", "dXKx05md6Z7pSbp7Z3p7dtM7M7uTnsmmZ5/MTOayk033dmfSmUQTbxjvt07bARNvRKMQFUVRQUAE\n", "5FoFVXX2D2IJVlFWAYf6Ad/X8/TTnENVnU8O+OV3vuec3zFomqYhhBDCL2O4AwghhMqkSAohRABS\n", "JIUQIgApkkIIEYAUSSGECECKpBBCBKBrkWxvb+f111+nqqrKu666upr333+f9evXc+3aNT03L4QQ\n", "/aZrkTx48CDLli3rse7IkSOsXbuWZ599lsOHD+u5eSGE6DfdimRDQwNWqxWLxdJjvdVq9X4dGRmp\n", "1+aFEGJA6FYkCwsLWbRokc/67jf4RERE6LV5IYQYEGa9PrimpoaPP/6Y2tpa7HY76enpALjdbu9r\n", "DAZDr+/fu3cvJpNJr3hCiBEqISGBOXPmBP163Yrkd77zHQBKS0tJSEjwrm9vbwe6RpS3vvbHZDIx\n", "e/ZsveIJIUao4uLikF6v64mb+vp6CgsLOX36tHfdvHnzWLduHevWrWPevHl6bn7AFBYWhjuCl2Tx\n", "T7L4UiUHqJUlVLqNJAESExP5oz/6ox7r0tPTee655/TcrBBCDBiDqlOlHThwQA63hRADrri4mEcf\n", "fTTo18sdN0IIEYAUySCo1E+RLP5JFl+q5AC1soRKiqQQQgQgPUkhxIgiPUkhhBhAUiSDoFI/RbL4\n", "J1l8qZID1MoSKimS3XS4Pbg9SnYfhBBhIj3Jr5VUt/DzI5XERZn5zv1jyRxlufubhBBDTqg9SV3v\n", "uBkqapqd/MWeC7R1egBwuTVeXTaBSJMMtIUY6aQKAC6PRvvXBRLgRnsnLvftAbZK/RTJ4p9k8aVK\n", "DlArS6ikSAJjYiJ5aUEGAJEmA9+bPxZrpEzTJoSQnqSX0+WhutmJ2WgkPS4y4FyXQoihS3qSfRRl\n", "NpI5KjrcMYQQipHD7SCo1E+RLP5JFl+q5AC1soRKiqQQQgQgPUkhxIgi924LIcQAkiIZBJX6KZLF\n", "P8niS5UcoFaWUEmRFEKIAKQnKYQYUaQnKYQQA0iKZBBU6qdIFv8kiy9VcoBaWUIlRVIIIQKQnqQQ\n", "YkSRnqQQQgwgKZJBUKmfIln8kyy+VMkBamUJla6zAB06dIiamhoAxo8fz5w5c9i2bRtutxuA7Oxs\n", "ZsyYoWcEIYTol0HrSe7du5elS5eyb98+lixZctfXS09SCKEH5eaTvHTpEps2bWLVqlUAuN1uNm/e\n", "jKZpZGVlSSEUQihN956k3W7n5Zdf5ujRowDk5eXx9NNP881vftN7KK46lfopksU/yeJLlRygVpZQ\n", "DcqJG4vFQmxsrM/6iIiIgO/rvmMLCwtlWbHlU6dOKZPn1KlTYd8fqi3Lz6f35VDo2pOsr68nMTER\n", "gB07drB8+XIqKirIzMwEYPv27axYscLve6UnKYTQg1I9yaKiIpxOJwBz584FoKKigiNHjgAwa9Ys\n", "PTcvhBD9puvh9sqVK1m9ejWrV6/GbrcDkJuby5o1a1izZg05OTl6bn7A9HWYrgfJ4p9k8aVKDlAr\n", "S6jkYnIhhAhA7t0WQowocu+2EEIMICmSQVCpnyJZ/JMsvlTJAWplCZUUSSGECEB6kkKIEUV6kkII\n", "MYCkSAZBpX6KZPFPsvhSJQeolSVUUiSFECIA6UkKIUYU6UkKIcQAkiIZBJX6KZLFP8niS5UcoFaW\n", "UEmRFEKIAKQnKYQYUaQnKYQQA0iKZBBU6qdIFv8kiy9VcoBaWUIlRVIIIQKQnqQQYkSRnqQQQgwg\n", "KZJBUKmfIln8kyy+VMkBamUJlRRJIYQIQHqSQogRRXqSQggxgKRIBkGlfopk8U+y+FIlB6iVJVRS\n", "JIUQIgDpSQohRhTpSQohxADStUgeOnSILVu2sGXLFo4fPw5AdXU177//PuvXr+fatWt6bn7AqNRP\n", "kSz+SRZfquQAtbKEyqznhy9cuND79d69ewE4cuQIa9euBaCgoID8/Hw9IwghRL/ofrh96dIl/v7v\n", "/56JEycCYLVavd+LjIzUe/MDYtGiReGO4CVZ/JMsvlTJAWplCZXuRdJut/Pyyy9z9OhRALqfJ4qI\n", "iNB780II0S+DcuLGYrEQGxsLgNvt9q43GAwB39e9j1FYWBi25Vtfq5DnzkzhzPPWW2+FfX/c8tZb\n", "b4V9f6j2+yI/n96XQ6HrJUD19fUkJiYCsGPHDpYvX86WLVtYtWoVmqaxfft2Vq5c6fe9Kl0CVFhY\n", "qMzhgmTxT7KomwPUyhLqJUC6Fslt27bhdDoBmDt3Lna7naqqKg4ePIimaTz22GMkJyf7fa9KRVII\n", "MXyEWiR1Pbvtb5SYnp7Oc889p+dmhRBiwMjF5EHoay9DD5LFP8niK5QcmqbR2N5Jq9MV9iyq0XUk\n", "KYRQn9uj8VnFTf7v4auMtkbwZw+OJ3NUdLhjKUPu3RZihKtoaOePN5/B83UleCAznr96LAvjXa4+\n", "GaoG5d7tlpaWvrxNCKEgj4a3QAI4XB7UHDqFR8AiWVpa6vd/H3zwwWDlU4JK/RTJ4p9k8RVsjrFx\n", "UfzwgXGYjQaSrBH8wX1pmIwDO4pUZZ/0RcCe5KFDh1i0aBEXLlygtraWe++9l+LiYu+1j0KIoS/S\n", "bGTZpETmZsQSaTKQaB0atwsPloA9yZaWFmw2G+vXr+fZZ5/1rv/www955plndA0mPUkhhB4GtCdp\n", "s9kA34kohsrEFEII0V9Bnbhpa2vD4/EAXfdeNzc36xpKNSr1UySLf5LFlyo5QK0soQrqOsnHH3+c\n", "//iP/yAyMhKn08ny5cv1ziWEEEqQ6ySFECPKoFwnWV1d3Ze3CSHEkBNUkSwpKemxfOjQIV3CqEql\n", "fopk8U+y+FIlB6iVJVRBFcmysrIey2az3PIthBgZ+nS4fetM90ihymShIFl6I1l8qZID1MoSqoBD\n", "wu3bt9Pe3s6ZM2fo7Oz0rk9JSdE9mBBCqCDgSHLFihWsWbOGWbNmsWbNGu//cnNzByufElTqp0gW\n", "/ySLL1VygFpZQhXU4fbjjz+udw4hhFCSXCcphBhRdLlOcufOnVy5coVLly7xwQcfcP78+T4HFEKI\n", "oSSoItnR0cHYsWM5ceIEzz//PMXFxXrnUopK/RTJ4p9k8aVKDlArS6iCKpJGoxGj0YjFYgEgKipK\n", "11BCCKGKoEeSLS0t3iKpaBtTNypd4yVZ/JMsvlTJAWplCVVQRTI9PZ2CggLmz5/P6dOnKS8v1zuX\n", "EKKP2jrceEbYQEZPQRXJhQsX8q1vfQuLxcKUKVN46aWX9M6lFJX6KZLFP8kCzU4Xm07V8qPtZfz7\n", "sWsUl5bd/U2DRKWfT6hCvi3RbDZ7D7sBTpw4MaCBhBB9U1bXztuHKymvb2f9yRpuGGzhjjQs9One\n", "7e4uXbo0ADHUplI/RbL4J1nA4XL3WNZM6jxmRaWfT6h0nc6npKSEs2fP4vF4mD9/PhkZGWzbtg23\n", "u+uHmZ2dzYwZM/SMIMSIMTEpmnvTbXxR1UJWooVpKTHhjjQs9HskGciNGzd4+umnWb16NV9++SUA\n", "FouF/Px88vPzh0yBVKmfIln8kyyQbIviJw/b+cU3p/B63kQunToWlhz+qPTzCZWuI0l/E2G43W42\n", "b96MpmlkZWXJrYdCDKCE6AgSoiPCHWNY6fe92wUFBeTn5wd8zb59+7j33nsZPXp0j/W7du3qdfIM\n", "uXdbCKGHQXnGTSgOHjxITk6OT4EEiIgI/Bev+xC9sLBQlmVZlmV5QJZD0e+R5KVLl7Db7X6/9+mn\n", "nzJmzBimTJniXVdRUUFmZibQNanvihUr/L5XpZFkYWGhMmfnJIt/kkXdHKBWllBHkkH1JIuKikhK\n", "SmLKlCmcP38em81GamoqQK8Fsra2lqKiIqZMmcKZM2dobm7mhRdeoKKigiNHjgAwa9asoIMKIUQ4\n", "BDWSXLduHUuXLiUpKQmPx8OmTZtYs2aNrsFUGkkKIYYPXXqSMTExJCUldb3BaMRkMvUtnRBCDDF9\n", "OnFjNOp+vkcpfW346kGy+CdZfKmSA9TKEqqgqp3BYKC+vh6A+vp67x0zQggx3AXVk3S73ezbt887\n", "p2ReXh5ms67XoUtPUgihC13ObptMJvLy8vocSgghhqqgDrfLytSZly4cVOqnSBb/JIsvVXKAWllC\n", "FVSRPHnyZI/lixcv6hJGCCFUE/Qzbrq7s2gOd6rcKQCSpTeSxZcqOUCtLKEK+vENe/bs0TuLEEIo\n", "J6gi+d5779HU1MSGDRvYsGEDp06d0juXUlTqp0gW/ySLL1VygFpZQhXU2e3HH3+cuXPnepd37typ\n", "WyAhhFBJv2cB0otcJymE0INy80kKIcRQFlSRbGpqYuPGjbz77ru4XC62bNmidy6lqNRPkSz+SRZf\n", "quQAtbKEKqgiuXv3bp566ini4+N1vx1RCCFUElSRtFgsPR61MNKmSlPpGi/J4p9k8aVKDlArS6j6\n", "dDG5x+PRJYwQQqgmqCKZnJxMYWEhLpeLzz//nPHjx+udSykq9VMki3+SxVe4c7g9Gk0OF50uT9iz\n", "9EdQDcbc3FxKS0tpbGwkNTW11+faCCEEQGuHm91n6/i4tI5Z6bEsTh4b7kh9JtdJCiEG3MmqZv58\n", "53nv8o9zx7N0UlIYE92my3ySdXV17Nq1i+joaDo6OsjLyyMxMbHPIYUQw1unp+fYy+Eauucxgr4E\n", "aO3ataxevZpnnnmGvXv36p1LKSr1UySLf5LFVzhzTEiM5tGJowDITowmM6rjLu9QV1AjSavV6n34\n", "l8lkwmKx6BpKCDG0JVojeHlBBt+6NxVrhImS4sOQPTT7kkGNJB0OR4/ltrY2AI4cOTLwiRSk0jVe\n", "ksU/yeIr3DlsUWbGxlsYZY0Ie5b+CKpIejwefvnLX1JcXMw777yDxWKhtLSUEydO6J1PCCHCKqgi\n", "2dbWxoIFC7BYLMybN48pU6ag6ElxXajSYwLJ0hvJ4kuVHKBWllAF1ZN8/vnnsdlsPuvHjx/P1atX\n", "ycjIGPBgQgihgn5fJ1lQUEB+fr7f75WUlHD27Fk8Hg/z588nIyOD6upqDhw4gMlk4qGHHiItLc3v\n", "e+U6SSGEHnS5TrKvbty4wdNPPw10zWaekZHBkSNHWLt2LRC4wAohhAp0nXQ3NzfXZ53VavV+HRkZ\n", "qefmB4xK/RTJ4p9k8aVKDlArS6gGZWbyffv2cf/99wP0OOHTffo1IYRQke5F8uDBg+Tk5DB69GgA\n", "3G6393sGgyHge7v/9SksLAzb8qJFi8K6/e7Lt643UyFPd+HOc2cm+X2Rn8/d8gRL1xM3n376KWPG\n", "jGHKlCnedVu2bGHVqlVomsb27dtZuXKl3/fKiRshhB4G/UFgvV3+U1tbS1FREWfOnKGgoID33nsP\n", "gHnz5rFu3TrWrVvHvHnz+rv5QdHXv0B6kCz+SRZfquQAtbKEKqiz259++ikPPvig3+91fx53d8nJ\n", "ybzyyis+69PT03nuuedCiCiEEOET1OH2q6++yvTp03nwwQdJTk4ejFxyuC2E0IUuh9urVq3iySef\n", "pLS0lI8++ojS0tI+BxRCiKEkqCI5c+ZMIiIiWLx4McuWLWPr1q1651KKSv0UyeKfZPGlSg5QK0uo\n", "gupJFhYWYrfbOXToEDabjR/+8Id65xJCCCUE3ZN8+OGHeeCBBwbtmdvSkxRC6EGXe7dXrVrFzJkz\n", "+xxKCCGGqqB7kiOZSv0UyeKfZPGlSg5QK0uogiqSTU1NbNy4kXfffReXy8WWLVv0ziWEEEoI+mmJ\n", "Tz31FPHx8ZjNus6upiSVns8hWfyTLL5UyQFqZQlVUEXSYrH0mLFnsE7eCCFEuAVVJDs6ej4z1+MZ\n", "ug8a7wuV+imSxT/J4kuVHKBWllAFdeycnJxMYWEhLpeLzz//nPHjx+udK6w0TaOsro2rN52kxkYS\n", "aYkOdyQhRJgEPVVaaWkp5eXlTJ8+HbvdrnOs8F4nWVbXxp9tO0eHW8NogDeW5zA91fdBaEKIoUe3\n", "Z9xMmzaNadOmAVBRUUFmZmbo6YaImuYOOtxdfzs8GlxpdEiRFEpq63Tj6HQTG2UmwjQoDxoYcQLu\n", "1U2bNrF582Y2b97Mxo0b2bhxIxs2bOD9998frHxhkRoXicXctWuMBkiKcIU50W0q9XYki3+DlaWq\n", "ycnPPrnE9zafZdOpWlo73D2+PxL3iR4CjiRtNhvLli2jqKiIiIgIZs2aRXFxMQkJCYOVLywmJln5\n", "hxU5XG1ykmKLpLniK8hODXcsIXo4fPkmn19uAuBXx64xLcXGzDQ54hloAUeSy5YtA+DatWvcf//9\n", "REZGMn/+fFpaWgYlXDhNHG1l8YRRTE2O4f77/E8sHA4qXW8mWfwbrCwuT8/TCZ47Ti+MxH2ih6Ca\n", "GHc+sGukXQIkhIoWZMYzNdmK2Whg9YxkshPlKgw9BFUkPR4PdXV1ANTV1dHZ2alrKNWo1E+RLP6N\n", "xCwZ8Rb+Zlk276yZyrdnpxJr6dk9G4n7RA9BzwK0e/duWlpaiImJYfXq1XrnEkIEIS7KTFzUyLtV\n", "eDD1+5GyV69e7fWJif0h80kKIfQw6I+UPXbsWH8/QgghlCVXnwZBpX6KZPFPsvhSJQeolSVUUiSF\n", "ECKAfvckCwoKyM/PH6g8XtKTFELoYdB7kkIIMZzpWiQ9Hg9ut/vuL1ScSv0UyeKfZPGlSg5QK0uo\n", "+n2BVW+X/+zevZvy8nLy8/NJT08HYNu2bd6imZ2dzYwZM/q7eSGE0FW/e5KBlJaWkpCQ4C2S+/bt\n", "Y8mSJUG9V3qSQgg96Daf5EBwu91s3rwZTdPIysqSIiiEUF7AIvnb3/6WuXPn8otf/MJnkt3Ozk5y\n", "cnJCKnR5eXner3ft2nXX1xcWFnpnD7nV0wjHcvd+Srjz3JkpnHlOnTrFn/zJn4R1f9xafuutt5gx\n", "Y0bYfz4q/b7Iz6f35VAEPNy+VST379/v9zKfjRs3BryP+87D7e7279/PY4891ut7VTrc7l6sw02y\n", "+CdZ1M0BamUZ0EuAFi9ejM3W+ySeoT6Du6Kiwvu1w+EI6b3hpMoPFyRLbySLL1VygFpZQhVUlRs1\n", "apTf9YFmKN+/fz/l5eVYLBbsdju5ublUVFRw5MgRAGbNmtWHuCNbTbOT35Y3UtviZNmkJCaNiQl3\n", "JCGGPV3PbveHHG77evvzq2w6fR2A2CgT//LUZNLjosKWR5X9ApJF5RygVha542aYcns0zl1v8y43\n", "O920dw79C/WFUF3AkaTL5eLgwYNYrVbmz5/Pvn37aGtrY+nSpVitVl2DqTSSVMXnFTf56/3leDR4\n", "dOIovjd/LPGWiHDHEmJIGdDrJDdv3swjjzxCQ0MDf/d3f8cLL7xAUlISW7du5Zlnnul3WBGa+8bF\n", "8a/5k3F0esiIj5ICKcQgCHi4HRUVxejRo8nJyWHs2LGMHTsWi8WCxWIZrHxKUOW+U5PRQPVXxUxP\n", "tZEQHf4Cqcp+Acnijyo5QK0soQpYJNvb29E0jba2Ns6fP4/T6QTw/r8QQgx3AXuStbW1fPLJJ5hM\n", "Jh555BF2794NwMKFC7Hb7boGk56kEEIPA9qTTE5O7tF7fP755/ueTAghhiC5BCgIKvVTJIt/ksWX\n", "KjlArSyhCuqOG6fTyY4dO7zLy5cvJyoqfBcxCyHEYAnqjpuNGzeSl5eHzWajpaWFXbt2sWbNGl2D\n", "SU9SCKEHXe64iYiI8E50YbPZiIgI/+UnQggxGIIqknc+p8bj8egSRlUq9VMki3+SxZcqOUCtLKEK\n", "qkjabDbOnTsHwLlz5wJOnyaEEMNJ0LMAHTp0iMrKSjIyMliwYIHeuaQnKYTQhW7PuFm4cGGfAgkh\n", "xFAW8nWSFRUV0pMMI8nin2TxpUoOUCtLqIIqkm+88QYVFRXs3LmTyspKPv74Y71zCSGEEoIqkpMn\n", "T/Y+LXEkHnarMqMySJbeSBZfquQAtbKEKqRLgEwmk65hhBBCNUEVyZaWFvbu3Ut2drbeeZSkUj9F\n", "svgnWXypkgPUyhKqoM5uP/3009TU1JCVlcXJkydH3IkbIcTI1aenJXZ0dBAZGalHHi+5TlIIoYdB\n", "eVrircl3hRBiuOtTkRxph9sq9VMki3+SxZcqOUCtLKEK2JN89dVX+e53v8u6desYP368d/2ZM2fI\n", "z8/XPZwQQoRbUD3JgoKCHkXxzuXeeDweNE3r06VDI7EnWd3kxK1BSmwkZqMh3HGEGJZ0uXd7/vz5\n", "PZYTEhLu+p7du3dTXl5Ofn4+6enpAFRXV3PgwAFMJhMPPfQQaWlpQQcd7r6obOJ/7C2n06Px49xM\n", "FmePkkIphAKC6kmmpqb2WF68ePFd35OXl+fzuiNHjrB27VqeffZZDh8+HHTIcNO7n9LscPEvh67i\n", "dGt4NPj731VwvaUjLFlCIVn8UyWLKjlArSyhCnoWoIFgtVq9X+t9CdFQYjIasEXebklER5gwyShS\n", "WddbOzhZ1Ux7p4d7x8aSEW8JdySho0Etkt3bn0PpERB633dqjTTxp4vG86+HrtDW6eH7CzNItvn/\n", "I6LSPbAjMYvL7WH9iRq2fVUHwITEaF5/PJtR0bd/n1XZL6rkALWyhGpQi2T3x0AYDHcfKRUWFnp3\n", "7q3h+nBdvnammBezRpEzaTLWSNOgbD8mMRlDQhqRJgPt1y7Q3tKszP5QdfmeufMprmzmlvL6dlo7\n", "3JQcP6xEPlkObjkUfbrjJlilpaUkJCR4T9xs2bKFVatWoWka27dvZ+XKlb2+V6Wz292LdbgNVJYW\n", "p4ufH65k97l6AH704DiWTUoK6o/XQGcZCIOVxaNpbDl9nbcPVwLw0IQEfvjAOGKjbo83VNkvquQA\n", "tbLoNjN5qPbv3095eTkWiwW73U5ubi7z5s1j3bp1aJrGY489ptemRRAa2l3eAgmw8dR1FmUlYIsc\n", "1IOLIcdoMJA3OYmJSdF0uD1kJ1p7FEgx/Og6kuwPlUaSw9GN1g5+tL2Ma81dZ9Efn5zEDx4YJ5cd\n", "iWFPmZGkUFtSTCQ/XTqBg+WNxFlMLBgfLwVSCD/6dO/2SNPfa7wuNzh467Or/L8jlVxtdNz19Z1u\n", "D00OF26P7yB/IK83yxwVzbfnpJH/jWRSYqNCfr9K175JFl+q5AC1soRKRpI6a3R08tpvLnKxoas4\n", "nrvexv9cMoGYSP+3ata1dLDuZA3HK5vIm5TEiqmjsUnPS4iwkZFkN5qmUdfaQX1bZ4/1/Tkr5+z0\n", "cPWm07t8qdGB09X7LEqnalrY9lUdVU0d/OrYNc7VtQ1YloEmWfxTJYsqOUCtLKGSIvk1j6Zx+EoT\n", "f7z5DD/YepavalsH5HMToiN4Yfbt2zpfmJ1KnKX3keGdBbTTreR5NSFGDCmSX6tt6eBvD1yk2enm\n", "emsn//jpZVo6XED/+ilRZiMrp43hn1bm8C9PTWJpTmLAEyQzUm1MGh0NQG5WAtlJ0T2+r1JvR7L4\n", "p0oWVXKAWllCJc2ubrqXLqPBwECd642JNDE1xdZj3fkbbew9W0+i1czD2aO8J07Gxlv422XZtHa4\n", "ibOY5Ro8IcJMrpP8mqZpHL3axBu/u4zFbOQvHrYzOTlGl23VNDv5wdZzNDq6Rqorpo7mBwszQrrb\n", "RQjRN3KdZB8ZDAZmj43jH1bkYDEZGd3LBBMDob3T4y2QAGV1bXS4PUSZ5bnmQqhmRPckLzc6OFTR\n", "yJnaVlqcLraWXOfH28t4s+gKVU23z0j3t5/i0bQeMyAlxUSQNykRAKMBfm9mctAFUqXejmTxT5Us\n", "quQAtbKEasSOJK/edPBfd5ZR3+bCaICfLpnAL45U4tHgyJUmpqc28Ow9qXf/oACqm52U1rTS1umm\n", "od1FblYCmaOiiY0y84f3jWXppCSizEbso2Q+QiFUNWJHkjXNHdS3dR3yejQ4Vd3SY07A7pfe9OUa\n", "r/q2TjaeqmFvWT1vfVaJ0+Xh3ePXaO3omi4uPtrM9FQbOaOtRJiC/zGodL2ZZPFPlSyq5AC1soRq\n", "xI4kE60RREcYae/sui5xakoMJqOBD0/WkJUYzeIJowK+v6rJyZ5zN7jZ7mLe+Dg+q7jJE1NGM+Xr\n", "kz3Xmp1cbnDiAf54/lg+Od/A2PhIOt0eQHqPQgwVI3YkmZUYzRtP5PCni8bxs8ezmZVm49l7Uvj3\n", "35vG3y7LxqNpXGl04PZoPv2UTreHd45Vse5EDTvP3uCfi65iizLzk90XqGpycLPdxT/+7jInrrXw\n", "5bUWNp++Tt6UJB6aMIr4ABeSB0Ol3o5k8U+VLKrkALWyhGrEjiQBcsZYyRlj7bHOZDTwm/MN/OOn\n", "l1mYGc9T3xiD1RbX4zVOl4eL9bcnqrjR1kl0hJHWDjftnR6iTD3PXt90uMhOjCYrMVou8xFiiBmx\n", "I8ne1Ld18s9FV/j9uWncdLp4/beXuBqZhtN1+9ETZqOBp6eP8V5svuobY0i1RfLMzDGMsUUyyhrB\n", "Dx4Yh9HQdfb6hw9kkJUYPSAP91KptyNZ/FMliyo5QK0soRrRI0l/IkwGckZbqWru4FR11/3b/3ro\n", "KuPio8iItzDGFsnlm04+Lq3jP81Nw+XRiDIb+ejLWl5aMJa4r++QWWRP4BffnIqmQXp8lDz9UIgh\n", "SkaSd0i0RvK9eel47rgR6avaNv5qbzlXGx10uNyU17fzq2PX+HVxNedvtKMBn19u8r7eZDQwLsHC\n", "+FGWu05mW1bXxkcnqym82ECTozPga1Xq7UgW/1TJokoOUCtLqKRI+uHS4J40G+MSojAbDeR/Ywyn\n", "qlsor2/nWGUThRcb+fPc8dyTZiM9LpKpyVauNDq8E1OE4nKDgz/fUcb/O3qNnx641KPQCiHCT4qk\n", "H/ZRFq41OXn+nhT+ZukEvqpt5fjXjxE1G41ERZh4/0Q1iVYzP3nYTovTzX9/xM594+ICf7AfjQ4X\n", "bZ23p0crqQk8RZtKvR3J4p8qWVTJAWplCdWI70m2OF18fvkmR680sSgrgfsy4rBFmZmaHMNrv7nE\n", "fRlx5GbNXAErAAAT7ElEQVQlEBtlYkFmPElWM/9cdAWAqqYOpibH8K3ZaQA0OV3UtnSQYDETaQ7u\n", "70+KLQJ7QhSXGp0YDV3Towkh1DEiRpKapnHhRhuHL9+koqG9x/fOXG/jfx+8zCfljfzNgUtcuNHO\n", "F5VNvFl4hbZODwcvNrLrbB0Lxsfz3vFqqpo6ery/vaNrFHil0cFf7r7AH24oZdPpWto63AQjJTaK\n", "V5dm89qyCbz55CTuSY8N+HqVejuSxT9VsqiSA9TKEqoRMZIsq2vjv2wvw+nWiIsy8cbyHOyJXf1D\n", "p8vDi3PS0DSNJqebd49fIyU2kshutwqmxkZhNoI10khZXRuPT05k19l6xsVHsejrkd+B8/Wcud71\n", "qIV3jl1jZqqNb6TafMP4kRYXRVpc6A/iEkLob0QUyQv17Ti/vhe7yemmssmJPTGaTpeH6y0dvHv8\n", "Gmajgb961E5ByXUs14189/50tn1Vx4NZCdS2dLDx1HVys0ZR19rBiqmj+b2ZqVgjjIyydt3vfedF\n", "4npdNK5Sb0ey+KdKFlVygFpZQjUiimRat8elGg0QZzFzuroFS4SRikYH356dSlunh7K6NjITopg0\n", "JoZ2l4dv3ZtCk8PNe8XVAKw/WcNPl07APiraOylFaU0LBSXXeWhCAjPTbFysb+f5WSkys48Qw8SI\n", "6ElOTIrmf+Vl80f3p/N6Xjbrv7jGj7aXUXXTwbm6Nn5dXM3vLjaQaovizxZ1Xdrj6PTw9uEqqlt6\n", "9iA9mkbT17ccXr3p4Ce7L/Db8kZ+uv8Siyck8ObKSTw5bQzWXh4Ze6drTU7O1LZyvbXj7i9Grd6O\n", "ZPFPlSyq5AC1soRqWI8kux4R28mhiptsPl3L4gkJNDpcHK1sAeDqTSdldV0ncmpbOomNMvFPRVe4\n", "2OAgNsrEj3PH0+x0My4+iis3nSzKjOfzipv84nAlry7NxuHyeGcR0oBPL96kusnJM7NSg5r+7FJD\n", "O6/sPE99u4uJSdH81aNZ0psUQjGDPpLctm0bBQUFFBQUcOrUKd22097pZufZG/xk9wVKalpYkBnP\n", "upO1mI23H/B1ZyFrdLq42NA1cUWz083FegfVTU7+S+543lg+EbcGu8/VU9nUwaGKRtJsESzJ6ZpS\n", "LcJoYEFmHDvO3vDOGXk3p6tbqW/vGpWev9HOpTvOvPujUm9HsvinShZVcoBaWUI16CNJi8XCkiVL\n", "dN9OeX07/1TYdT3j5UYHz81KYVxcJLGRJv5X3gR+c6GB7MRovr8wg/rWTpJjIzEAz89K4YMTNQBE\n", "mgy0d2qYjQacLg9Hr96+G0bT4GqTkz+8L51ZabFcb+tk46laZo+NxRbkoXZidM/db5MnIwqhnEEf\n", "SbrdbjZv3symTZsoLi7WbTsdrq7DYKMBZo+NZWxsJL93Twp/85tLvFl4lTlj43C43ESZDLg1jTcL\n", "r/APn17hi6pmvnt/OmtnpVBS20pclJnO9lbq21z8wX1pfH9BBg9nj6Kx3cV/23mBlg4PczPimJAY\n", "zZ/Mz+B78zKCLnbfSInh+wszmDcujr94xB7UbY0q9XYki3+qZFElB6iVJVSDPnTJy8vzfr1r1y5d\n", "ttHkdBEdYeL1vGxcHo2CkutsP3ODJTmJPGiPZ3RMJK1OFyeq2nG5Nc7WtXnf+1VtGw9nj2LHmRvM\n", "zYjl3nQbn5yvY0NJPQDj4qN4eUEGPz1wEYfLQ1uHm/EJFuaPjw85Z3x0BE9OG8OT08YM2H+7EGJg\n", "hfX4LiIiIuD3CwsLvb2MW3+J7rY8Y+58fnW0kl1n63loQgL1bZ3eKc/uSbNR1dTBzrP1ZCVayJuU\n", "RITJgDXKxJWbXU9HnJESQ6LVzB/PS6fsRjs32joprr7dK7xy00nZjTaenDaGyw1tpMZG9prHZrMx\n", "Y+Y9mIyGoPMPteVb+vt5x0+cwmlNwhYbi32UhS+PHQ7p/bfWhXt/LFq0iEWLFg27n09/l2+tC/f+\n", "6Etv1KBpd8wJprOKigoyMzMB2L59OytWrPD7ugMHDjB79uyQP/+rmlb+87ZzACyeMIoL9W1caewq\n", "gN+encqvv77mEeB788fS1uGmotFBdpIVl9tD5igLjQ4XBrrunPmHFTmcqGrm/3xWCcD0lBhSY6NY\n", "OikR+ygLCdH+C33lTSfrT1ZT3dzBC7NTmZkW+HbDkczt0dj+1XXvPn56+hhenJ1GdJC9XSFCUVxc\n", "zKOPPhr06we9J1lRUcGGDRvYsGEDkydPHvDPj4owYvr69HVxZRPP3ZPCosw4/mBuGjmje17gbTTA\n", "uAQLB8sb+dXRKn5dXI2j08O6L6oZFR3B3y6dQLItkkztBv/jUTvfnp3K5DFWOj0eshKjey2QAB9+\n", "Wc2ec/WcvNbCX+4p5+pNR6+vDYVKvZ2BytLc4WLDqVrv8pbT13s8/mIwswwEVbKokgPUyhKqQT/c\n", "zs3N1fXzMxMsvLp0Ah+eqCEz0UJslAlrlJk95+pZNimRHz6QwceldUxNjsGeYMHp8vD9BRmU1LaS\n", "mWBh//kGVk1P5tfHr1HR6OCb05OZE2Ng3vh4UmKjaO90My7eEvCBXm6PRnW3iTAcLg9Ol6fX1490\n", "0WYjk0dbqW25CUBmQhSWiBFxn4MYAgb9cDtYfT3cdnu6Zvxp6XCTEGXmVE2L9zDOaIC/fiyLw1ea\n", "mJBo4fPLTZTXO3hiShIGDVLjojhR1UxCtJmPvrw9snlj+cSQD5e/vNbMX+4px+Hy8Ow9KTxzTwox\n", "cvjYq2tNToouNdLu8vDQhFGMT5DbOoU+Qj3cHnYX5p273saPtp/DrcEf3tf1DBqABIuZb81O5ejV\n", "ZhKtERgMBo5e7ZpI973iav5gbhrVzU6aHJ0+d73c7fEL/sxMi+XfVk2mw+UhJTZKCuRdpMVFsXpm\n", "SrhjCOFj2B3TVDY5+XrCH5wujcwEC+Pio3jqG2P45dEqtn1Vx3vF1TS2u0i03v4bYTIaiI4wMS3F\n", "xvRkKw9kxjMmJoKXFoylvfpin7JkxFuYkGQd0AKpUm9HsvinShZVcoBaWUI17IpkelwUtwZ+W07X\n", "kmiN4M8fGk/O6GjvfdbQdRfO9BQbRgM8MzOZmWkxxEQaiY8yMT4xmv+2OJN/fWoyK6eOob35Zpj+\n", "a4QQ4TYse5Ln6tq41uRkbHwUOaOtGA0Gjl65yftf1FBa24rJAH/xiJ3pqTYcLg8JFjOWCDkcFmIk\n", "GPE9SZPRwNTkGKYmx/RY3+nRmDg6mjkZsUSYjMRFmQNewiOEEDAMD7d7M3VMDAkWM59V3CTSZCAr\n", "MfjHv6rUT5Es/kkWX6rkALWyhGrYjSR7M8oawbdmp7F6RrIcWgshgjbsepJCCBGI8rclCiHEUCJF\n", "Mggq9VMki3+SxZcqOUCtLKGSIimEEAFIT1IIMaJIT1IIIQaQFMkgqNRPkSz+SRZfquQAtbKESoqk\n", "EEIEID1JIcSIIj1JIYQYQFIkg6BSP0Wy+CdZfKmSA9TKEiopkkIIEYD0JIUQI4r0JIUQYgBJkQyC\n", "Sv0UyeKfZPGlSg5QK0uopEgKIUQA0pMUQowo0pMUQogBJEUyCCr1UySLf5LFlyo5QK0soRr0Z9xU\n", "V1dz4MABTCYTDz30EGlpaYMdQQghgjboPcmPP/6YJ598EoCCggLy8/P9vk56kkIIPSjfk7Rard6v\n", "IyMjB3vzQggRkkEvkt0HrhEREYO9+T5RqZ8iWfyTLL5UyQFqZQnVoB9u7969m7y8PAD279/PY489\n", "5vd1x48fp7GxcTCjCSFGgISEBObMmRP06wf9xE17ezvQNaK89bU/ofxHCCGEXgZ9JFlVVcXBgwfR\n", "NI3HHnuM5OTkwdy8EEKERNk7boQQQgVyMbkQQgQgRVIIIQKQIqk4j8eD2+0OdwxArSxCDJZBP7t9\n", "Nyrdtrht2zZvUcjOzmbGjBmDuv3du3dTXl5Ofn4+6enpQPj2j78s4dw/JSUlnD17Fo/Hw/z588nI\n", "yAjLvvGXI1z75dChQ9TU1AAwfvx45syZE7bfF39ZwrVf2tvbefPNN3nxxRf79u9IU8zWrVu9X2/Z\n", "siWMSTRt7969Yd2+pmlaSUmJVllZ6V0O5/65M0s498/Bgwe9X+/YsUPTtPDsG385VPi92bNnj6Zp\n", "avx7upUlXPtl165d2vHjx/v870i5kaRKty263W42b96MpmlkZWUpcS+57J8uubm5PuvCsW/85Qjn\n", "frl06RKbNm1i1apVQHh/X+7MEo790tDQgNVqxWKx9Fgfyn5RrkhqCt22eOvOIIBdu3aFMcltsn96\n", "2rdvH/fffz8Q3n3TPUc494vdbufll19m69atTJgwIaz75M4s4dgvhYWFLF++nDNnzvRYH8p+Ua5I\n", "dj8xYDAYwpikp3AXpFtk/9x28OBBcnJyGD16NBC+fXNnju7CsV8sFguxsbFA+H9fumfpbrD2S01N\n", "DR9//DG1tbXY7XZvTzKU/aLc2e1gb1scDBUVFd6vHQ5HGJPcJvuny6effkpKSgp2u927Lhz7xl+O\n", "cO2X+vp679e3Rkrh+n3xlyUc++U73/kO+fn5LFq0iOnTp3vXh7JflBtJzps3j3Xr1nlvWwyniooK\n", "jhw5AsCsWbMGffv79++nvLwci8WC3W4nNzc3bPvHX5Zw7Z/a2lqKioqYMmUKZ86cobm5mRdeeGHQ\n", "901vOcK1X4qKinA6nQDMnTsXCN+/J39ZwrVf6uvrKSws7DGSDGW/yG2JQggRgHKH20IIoRIpkkII\n", "EYAUSSGECECKpBBCBCBFUgghApAiKYQQAUiRFEKIAKRIDmEtLS38/Oc/p7S0dNC3vX//frZs2cKG\n", "DRs4ffp0j+8VFRXR0NDQr8+vqKjgtdde69dnDEfB7tvjx4/z9ttvD0Ki4U+K5BBms9lYtGjRoG/3\n", "2rVrmM1mVq1axZo1a3yKZGdnJy6Xq1/byMzMZOrUqf36jOEo2H07Z84cxowZMwiJhj/lbksUvo4d\n", "O8bvfvc7UlNTsVqtdHZ2kpCQwJIlSwA4fPgwZWVlACQlJXkLp8fjYdOmTZjNZjRNw2azsXTpUu/n\n", "Hjp0iKqqKiIjI/F4PERGRvLEE08AcPbsWU6cOEF0dDQOh4O5c+cyYcIEAKKiomhpafFuo7Oz0/uZ\n", "paWlFBcXU1lZSUxMDEajkSeeeAKz+e6/aqWlpZw4cQKLxUJnZydtbW3e79XX17N3716io6Nxu92k\n", "p6czf/58Ojo6eP/992ltbeXZZ58lLi6OjRs3UllZyYsvvhjwaZx326+9bRO6RvEHDhygvb2dmJgY\n", "Ojo6MBqN3mnBysrKOHXqFGazGY/HQ1VVFS+99NJd90FbWxubN2/GZrNhMpk4e/YsP/7xj4Pat/v3\n", "76e+vh6z2YzJZMLj8dx1eyII/Z7RUgyK119/Xbt+/bp3+fDhw1pJSYlWUlKi7du3z7v+o48+6vUz\n", "Pvzwwx7L7733ntbc3Kxpmqa53W7t8uXLmqZpWmtrq/bee+/1eO2GDRu0jo4O7/L69eu1t99+W3vt\n", "tde0L774osdrP/nkkx5Zg9HW1qatW7fOu+xyubRXXnnFu/zOO+/02H5RUZF28eJFTdM0zePx9Hjv\n", "rl27tMbGxqC229t+vds2b3nllVe0mpqaHuva29u1DRs29FhXVFQUVJ7y8nLvJLWapmmXLl3q8f3e\n", "9m1JSYn22WefeZevX7+u/exnPwtqmyIwGUkOEWPHju0xFdesWbPYs2cP2dnZ3pv2AUwmk/drp9PJ\n", "3r17cbvdGI1GLly40OMzV69ezeeff47D4cDhcHgnHaipqaGpqYmCggLvax0OBw0NDSQnJ1NeXk5y\n", "cjLPPPMMAO+//z7Tp0/vMVrUQpwSoLKykkmTJvX47+g+a0t1dTU7duzwLns8HsxmM3a7HYPBwOjR\n", "o6mrqyMxMZHm5mbi4+OD2m5v+3XatGkBt3nL7NmzfUarVVVV3lH3LQsXLgwqT1ZWFm63mz179nin\n", "88rMzOzxGn/7tqysjGXLlnmXR48eTUZGRlDbFIFJkRwiKisrqaur8/6DPnnyJJMmTQr4YK6dO3fy\n", "6KOPEhcXB0Bra6v3ey6Xi/Pnz7N48WLvug8++AC73U5GRgYpKSnk5+d7v9f90K2lpaVHYYiJicHl\n", "cnmLpNlsDvmBYWPHjuXo0aPe2apdLhdffvkla9euBSAnJ4fly5f3mIewe28uNzeX7du3k5GRwX33\n", "3Rf0du/crydOnGDy5MlBbbM3aWlpHD9+vMfM21euXGHMmDE+M2Tf6eTJk9xzzz1MnDgR6GqJVFRU\n", "eAtlb/s2JyeHEydOeNsB169f58qVK3fNKu5OZgEaItavX4/ZbPZOEJqUlMTChQv59a9/DcDv//7v\n", "U1dXxy9/+UsefPBBcnNzKSkpobS0lIiICFwuF2VlZdx7773k5eXhcDj4t3/7NyZMmIDBYMDpdDJ7\n", "9mzvP84rV65w9OhRb+FraWlh5cqV3glUbz3UyePxkJGR4Z2VG6C5uZlt27Zhs9mArhNMjzzyyF3/\n", "G0+fPs2JEyew2Wy0tbXR1NSE3W4nLy+P1tZW9u3bh9HYda6xtbWVefPm9Rixbd26lcbGRl588cV+\n", "7ddbfzgCbbO8vJwvv/ySU6dOMWPGDKKionj88ce9n1taWsrp06eJjIzE5XKRmJgY1D7YvHmzd3u3\n", "PPnkk951gfbtvn37aGhowGKx4HA4qK2tZf78+d6pykTfSJEcIjZs2MCaNWvCHWPYkf0q7kYuARoC\n", "jh07xpkzZ9i6dStNTU3hjjNsyH4VwZCRpBgUty6Z8ffrZrPZdJk1OxzbvJvdu3f7fXSB0WhkyZIl\n", "REdHD3omEZgUSSGECEAOt4UQIgApkkIIEYAUSSGECECKpBBCBPD/AYf8xDvAfRKWAAAAAElFTkSu\n", "QmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.643864\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd97/H3bNJotO9ICC0IsdnYbDHYBnljkY2xhQOx\n", "HeI66eO2id2mbZL2uu1Nm6WJkzRpcm9v4yxNU8exccxqgw1miY2RMIvB2IDMKiQWoQ3tGs1+7h+C\n", "QWKGYUboaH6Svq/n4Xl0ZjsfjqSvzvme3/kdg6ZpGkIIIYIyRjuAEEKoTIqkEEKEIEVSCCFCkCIp\n", "hBAhSJEUQogQpEgKIUQIuhbJnp4eXnjhBerq6vyP1dfX88orr/Daa69x8eJFPVcvhBA3TdciuXPn\n", "ThYvXtzvsX379rFy5UqeeOIJ9u7dq+fqhRDipulWJFtbW7HZbFit1n6P22w2/9cxMTF6rV4IIQaF\n", "bkWyoqKCefPmBTze9wIfi8Wi1+qFEGJQmPX64IaGBt58800aGxspLCwkNzcXAK/X63+NwWC47vu3\n", "bt2KyWTSK54QYpRKSUlh1qxZYb9etyL5zDPPAFBVVUVKSor/8Z6eHqB3j/LK18GYTCZmzpypVzwh\n", "xCh18ODBiF6v64mblpYWKioqOHLkiP+xOXPmsGrVKlatWsWcOXP0XP2gqaioiHYEP8kSnGQJpEoO\n", "UCtLpHTbkwRIS0vjz//8z/s9lpuby5NPPqnnaoUQYtAYVJ0qbceOHXK4LYQYdAcPHuSBBx4I+/Vy\n", "xY0QQoQgRTIMKvVTJEtwkiWQKjlArSyRkiIphBAhSE9SCDGqSE9SCCEGkRTJMATrp1yyu9l1po1t\n", "Jy9R1+GMapZokSzBqZJFlRygVpZI6TpOcqTy+DTWHm5gzeEmACZmxPGvi4tJiZNr0YUYaaQnOQCd\n", "Tg9/8+YJzrVf3YP87+VTyEuxhniXEEIF0pMcAjaLiYUlaf7lO8YlkmSVnXIhRiIpkmG4tp9iMhp4\n", "aEoGLzxYzLcWFvHXd+cPWZFUqbcjWYJTJYsqOUCtLJGS3Z8BSoo1M2tsUrRjCCF0Jj1JIcSoIj1J\n", "IYQYRFIkw6BSP0WyBCdZAqmSA9TKEikpkkIIEYL0JIUQo4r0JIUQYhBJkQyDSv0UyRKcZAmkSg5Q\n", "K0ukpEgKIUQI0pMUQowq0pMUQohBJEUyDCr1UyRLcJIlkCo5QK0skZIiKYQQIUhPUggxqkhPUggh\n", "BpEUyTCo1E+RLMFJlkCq5AC1skRK1/kkd+/eTUNDAwD5+fnMmjWLjRs34vV6ASguLmbatGl6RhBC\n", "iJsyZD3JrVu3smjRIrZt28bChQtv+HrpSQoh9BBpT1L3mclrampYu3Yty5YtA8Dr9bJu3To0TaOo\n", "qEgKoRBCabr3JAsLC3nuuefYv38/AGVlZTz22GN89rOf9R+Kq06lfopkCU6yBFIlB6iVJVJDcuLG\n", "arWSmJgY8LjFEvo+1X03bEVFhSwrtnz48GFl8hw+fDjq20O1Zfn+XH85Err2JFtaWkhL67316ltv\n", "vcWSJUuora2loKAAgE2bNvHwww8Hfa/0JIUQelCqJ1lZWYnT6QRg9uzZANTW1rJv3z4Apk+frufq\n", "hRDipul6uL106VKWL1/O8uXLKSwsBKC0tJQVK1awYsUKSkpK9Fz9oBnobroeJEtwkiWQKjlArSyR\n", "ksHkQggRgly7LYQYVeTabSGEGERSJMOgUj9FsgQnWQKpkgPUyhIpKZJCCBGC9CSFEKOK9CSFEGIQ\n", "SZEMg0r9FMkSnGQJpEoOUCtLpKRICiFECNKTFEKMKtKTFEKIQSRFMgwq9VMkS3CSJZAqOUCtLJGS\n", "IimEECFIT1IIMapIT1IIIQaRFMkwqNRPkSzBSZZAquQAtbJESoqkEEKEID1JIcSoIj1JIYQYRFIk\n", "w6BSP0WyBCdZAqmSA9TKEikpkkIIEYL0JIUQuuhwuGnr8RIfayTdFhPtOH5K3XdbCDE6Xep28fMP\n", "zrOrpp285Fi+vXA841Ks0Y41IHK4HQaV+imSJTjJEiiaOapbHOyqaQfgfLuTD6qbo5blZsmepFBC\n", "a4+bE012PD6NiRk2MhPUOTwTkYs1G/ot22KG7/6Y9CRF1Lm9Pl46cJHXP2kE4O6CZL5Wmk9irPwN\n", "H67sLi/bT7Ww6dNmZuQmsGJaNhmK/OGTnqQYdrpdXt493epfrqxt58+cXimSw5gtxsTSKRk8MCEN\n", "q9mIyWi48ZsUpes+8O7du1m/fj3r16/nwIEDANTX1/PKK6/w2muvcfHiRT1XP2hU6THByMwSbzFx\n", "d0GKf3nW2EQSYkxRyTIYVMkS7RwGg4H4GBMmoyHqWW6Grn+q77rrLv/XW7duBWDfvn2sXLkSgA0b\n", "NlBeXq5nBDEMWMxGHp+ezW05CXh8PqZkxZNklb1IoQbdfxJrampYu3Yty5YtA8Bms/mfi4lRo0dx\n", "I/PmzYt2BL+RmiXdZmFeUcqNXzgEWW6WKllUyQFqZYmU7qecCgsLee6559i/fz8Afc8TWSwWvVcv\n", "hBA3ZUjOy1utVhITEwHwer3+xw2G0M3cvn2MioqKqC1f+VqFPNdmimaeF198Merb44oXX3wx6ttD\n", "tZ8X+f5cfzkSug4BamlpIS0tDYC33nqLJUuWsH79epYtW4amaWzatImlS5cGfa9KQ4AqKiqUOVyQ\n", "LMFJFnVzgFpZIh0CpGuR3LhxI06nE4DZs2dTWFhIXV0dO3fuRNM0FixYQFZWVtD3qlQkhRAjh1Lj\n", "JIPtJebm5vLkk0/quVoRpupLPbx1vJnkWDMLStLITYqNdiQhlDN8rxUaQgPtZehhsLI0dbv4p3dO\n", "s7Gqmd9/VM9LBy7i9vqikmUwSJZAquQAtbJESorkKOVw+7hkd/uXqy/14IqwSAoxGsi126NUt8vL\n", "ywcvsu5IEwbg+fsKuK84LdqxhNDdkPQku7q6SEhIGMhbhSLiY0ysnDGG+YUpxJiNFA7Tuf6E0FvI\n", "w+2qqqqg/1599dWhyqcElfopg5klMdbMLWMSKMmwYTFH3nkZqdvlZqmSRZUcoFaWSIX8zdi9ezdG\n", "o5EzZ86wd+9eXC4Xe/bs8Y99FEKIkS5kT/LKYfVrr73GE0884X/8D3/4A48//riuwaQnKYTQw6De\n", "d/tK3/HaiSiGy8QUQghxs8JqRNntdny+3uEhXq+Xzs5OXUOpJlg/xe310dztotPpiXqWaJEswamS\n", "RZUcoFaWSIV1dvvBBx/k97//PTExMTidTpYsWaJ3LqU53F7eOXGJlw7UMy45lm/cUzBs7wQnhAhN\n", "xkkOwPGmbv7qjRP+5WW3ZPKVO/OimEgIEa5B7UleT319/UDeNnJc82fFp+bfGaGjdoebFrsbRfcx\n", "xCAKq0gePXq03/Lu3bt1CaOqa/sp+alWvjxnLHEWIyXpcSydmhm1LNE0WrOcaLLzN2+e5Nn1x9h3\n", "riOgUKqyXVTJAWpliVRYPcmTJ09yyy23XH2TeXTffyTOYmLp1AzmF6UQazbK/VhGkR63l/9beZYL\n", "Hb1TAH5nxxn+67NTyJEZlEasAf12XznTPVoEmyzUYjKSGYX7CKsycSmMziyaBl6t/3K0styIKjlA\n", "rSyRClkkN23aRE9PD8eOHcPtvjpjTHZ2tu7BhFCRLcbEX989ju/uOIPd7eMbpflkJ8q44ZEsZE/y\n", "4YcfZsWKFUyfPp0VK1b4/5WWlg5VPiWo1E+RLMENZZbJWfH8x6OT+NVnJ3NnQTLGa+7VpMp2USUH\n", "qJUlUmGPkxRCXJVmkzt9jhYyTlIIMaroMk7y7bff5ty5c9TU1PDqq69y6tSpAQcUQojhJKwi6XK5\n", "GDt2LIcOHeLzn/88Bw8e1DuXUlTqp0iW4CRLIFVygFpZIhVWkTQajRiNRqzW3uuTY2NlTJgQYnQI\n", "e0+yq6vLXyQVbWPqRqUxXpIlOMkSSJUcoFaWSIVVJHNzc9mwYQNz587lyJEjVFdX651LCCGUEFaR\n", "vOuuu/jCF76A1Wpl8uTJPPvss3rnUopK/RTJEpxkCaRKDlArS6QingXIbDb7D7sBDh06NKiBhBBC\n", "JTc9TnLDhg2Ul5cPVh4/GScphNDDkNx3O1xHjx7l+PHj+Hw+5s6dS15eHhs3bsTr9QJQXFzMtGnT\n", "9IwghBA3ZUCT7obr0qVLPPbYYyxfvpxPPvkEAKvVSnl5OeXl5cOmQKrUT5EswUmWQKrkALWyRErX\n", "PclgE2F4vV7WrVuHpmkUFRXJIbUQQmlD0pPctm0bM2bMICMjo9/jmzdvvu7kGYPZk+xweOhwekiM\n", "MZMcJxPkCjGaDck9biKxc+dOSkpKAgokgMUSeiaVvrvoFRUVA1pu6HTxvT+e4U9Xf8q3t52ivtN5\n", "U58ny7Isy8N/ORI3vSdZU1NDYWFh0Od27dpFZmYmkydP9j9WW1tLQUEB0Dup78MPPxz0vYO1J7nr\n", "TCvf3VHjX/6n+wu5Z3xqRJ9RUVGhzBUDkiU4yaJuDlAriy5ntysrK0lPT2fy5MmcOnWKhIQExowZ\n", "A3DdAtnY2EhlZSWTJ0/m2LFjdHZ28tRTT1FbW8u+ffsAmD59ethBByrGZAy5LIQQoYS1J7lq1SoW\n", "LVpEeno6Pp+PtWvXsmLFCl2DDdaeZFuPmzeqmnnvdCvzi1JYdmsmqXEyYaoQo5Uue5Lx8fGkp6cD\n", "vTMCmUymgaWLgpQ4C1+YMYbHbsnEFmPCZDTc+E1CCHHZgI49jcbhdchqMhpItJoHXCAH2vDVg2QJ\n", "TrIEUiUHqJUlUmFVO4PBQEtLCwAtLS3+K2aEEGKkC6sn6fV62bZtm39OybKyMsxmfccbyrXbQgg9\n", "6NKTNJlMlJWVDTiUEEIMV2Edbp88eVLvHEpTqZ8iWYIbrVnqOpycaLLTYndHNceNqJQlUmEVyY8/\n", "/rjf8pkzZ3QJI4QI3+lLdv76zRP85RvH+eF7NTR1u6IdaUQK+x43fV1bNEc6Va4UAMlyPaMxy56z\n", "HbQ7PAB8VNfF2VZHVHKEQ6UskQr79g3vvPOO3lmEEBHIjL96UYQBiI8ZPuOXh5OwiuTLL79MR0cH\n", "q1evZvXq1Rw+fFjvXEpRqZ8iWYIbjVlm5SXxpdk5zBqbyD8vKKI4PS4qOcKhUpZIhXV2+8EHH2T2\n", "7Nn+5bffflu3QEKI8KTbLDw5fQxP3K5hMMiVZHq56VmA9CLjJIUQelBuPkkhhBjOwiqSHR0drFmz\n", "hpdeegmPx8P69ev1zqUUlfopkiU4yRJIlRygVpZIhVUkt2zZwqOPPkpycrLulyMKIYRKwiqSVqu1\n", "360WhtNUaZFqsbtpd/S/ekGlMV6SJTjJEkiVHKBWlkiFtVt47WByn8+nS5ho0jSNAxc6+cn7Z4k1\n", "G/mH+wqYlBkf7VhCDInTl+y8f6aNjHgLc8clk5kQE+1IyghrTzIrK4uKigo8Hg979uwhPz9f71xD\n", "rqHLxXe2n+GS3U1dh5Of7jpHt6v3agaV+imSJTjJEijcHPWdTv5hy2lWHWrgPyrP8+anTVHLoqKw\n", "imRpaSlpaWlYrVbGjBkzYofmePuMhvJpGmoOjhJicHW7vLT1ePzLR+q78XhH3tHiQMk4yct8msbe\n", "s+388L1arBYj//JAEVOyE4Zs/UJES3uPh59VnKWyth0D8L8fKGR+UWR3FB1OdJlPsrm5mc2bNxMX\n", "F4fL5aKsrIy0tLQBh1SR0WBgbn4yv14+BZMB0mzSkxGjQ3Kcmb+8exyP3pJJnMXI+NS4G79pFAl7\n", "CNDKlStZvnw5jz/+OFu3btU7V1QYDAYy42MCCqRK/RTJEpxkCRRJjnSbhem5iUzKjMdiHvxrTFTZ\n", "JgMR1taw2Wz+m3+ZTCasVquuoYQQQhVhFUmHo/88dXa7HYB9+/YNfiIFqTTGS7IEJ1kCqZID1MoS\n", "qbCKpM/n4ze/+Q0HDx7kt7/9LVarlaqqKg4dOqR3PiGEiKqwiqTdbufOO+/EarUyZ84cJk+ejKIn\n", "xXWhUj9FsgQnWQKpkgPUyhKpsM5uf/7znychIXA4TH5+PufPnycvL2/QgwkhhApuepzkhg0bKC8v\n", "D/rc0aNHOX78OD6fj7lz55KXl0d9fT07duzAZDJxzz33kJOTE/S9Mp+kEEIPuoyTHKhLly7x2GOP\n", "Ab2zmefl5bFv3z5WrlwJhC6wQgihAl0n3S0tLQ14zGaz+b+OiRkeA7ZV6qdIluAkSyBVcoBaWSI1\n", "JDOTb9u2jTvuuAOg3wmfvtOvCSGEinQvkjt37qSkpISMjAwAvF6v/7kb3byo71+fioqKqC3Pmzcv\n", "quvvu3xlvJkKefqKdp5rM8nPi3x/bpQnXLqeuNm1axeZmZlMnjzZ/9j69etZtmwZmqaxadMmli5d\n", "GvS9cuJGCKGHIb8R2PWG/zQ2NlJZWcmxY8fYsGEDL7/8MgBz5sxh1apVrFq1ijlz5tzs6ofEQP8C\n", "6UGyBCdZAqmSA9TKEqmwzm7v2rWL+fPnB32u7/24+8rKyuL5558PeDw3N5cnn3wygohCCBE9YR1u\n", "f/vb3+bWW29l/vz5ZGVlDUUuOdwWQuhCl8PtZcuW8cgjj1BVVcXrr79OVVXVgAMKIcRwElaRvO22\n", "27BYLNx7770sXryYN954Q+9cSlGpnyJZgpMsgVTJAWpliVRYPcmKigoKCwvZvXs3CQkJfPWrX9U7\n", "lxBCKCHsnuR9993H3XffPWT33JaepBBCD7pcu71s2TJuu+22AYcSQojhKuye5GimUj9FsgQnWQKp\n", "kgPUyhKpsIpkR0cHa9as4aWXXsLj8bB+/Xq9cwkhhBLCvlvio48+SnJyMmazrrOrKUml+3NIluAk\n", "SyBVcoBaWSIVVpG0Wq39ZuwZqpM3QggRbWEVSZfL1W/Z5/PpEkZVKvVTJEtwkiWQKjlArSyRCqtI\n", "ZmVlUVFRgcfjYc+ePeTn5+udSwghlBD2VGlVVVVUV1dz6623UlhYqHOs4T9O0unxca7NgQbkp8QS\n", "a5YWhRAq0O0eN1OnTmXq1KkA1NbWUlBQEHm6UcLj09hxqoWfVZwD4Kt357F4YjoW05BMBC+EGEQh\n", "f2vXrl3LunXrWLduHWvWrGHNmjWsXr2aV155ZajyKSHSfkpbj5v/2lfnX/6vfXW0OTxRyaInyRKc\n", "KllUyQFqZYlUyD3JhIQEFi9eTGVlJRaLhenTp3Pw4EFSUlKGKt+wFGsykpMYw8lLPQCMSYwhxih7\n", "kUIMR2H1JNesWcPy5cv9y1duwaCn4d6TrG3tYc3hRnwarLgti8LUuGhHEkKgU0/y2ht2jbYhQANR\n", "kBrH10ulbyvEcBfWMaDP56O5uRmA5uZm3G63rqFUo1I/RbIEJ1kCqZID1MoSqbBnAdqyZQtdXV3E\n", "x8f3O/QWQoiR7KZvKXv+/Pnr3jHxZgz3nqQQQk1DfkvZDz/88GY/QgghlCXjUsKgUj9FsgQnWQKp\n", "kgPUyhIpKZJCCBHCTfckN2zYQHl5+WDl8ZOepBBCD0PekxRCiJFM1yLp8/nwer16rmJIqNRPkSzB\n", "SZZAquQAtbJE6qbvxXC94T9btmyhurqa8vJycnNzAdi4caO/aBYXFzNt2rSbXb0QQujqpnuSoVRV\n", "VZGSkuIvktu2bWPhwoVhvVd6kkIIPeg2n+Rg8Hq9rFu3Dk3TKCoqkiIohFBeyCL53nvvMXv2bH79\n", "618HTLLrdrspKSmJqNCVlZX5v968efMNX19RUeG/y9qVnkY0lvv2U6Kd59pM0cxz+PBhvvKVr0R1\n", "e1xZfvHFF5k2bVrUvz8q/bzI9+f6y5EIebh9pUhu37496DCfa6dQu9a1h9t9bd++nQULFlz3vSod\n", "bvct1tEmWYKTLOrmALWyDOoQoHvvvZeEhITrPh/pPbhra2v9XzscjojeG02qfHNBslyPZAmkSg5Q\n", "K0ukwqpyqampQR8PNUP59u3bqa6uxmq1UlhYSGlpKbW1tezbtw+A6dOnDyDuzdM0DafHh9Wiz425\n", "fJqG8Zr5N4UQw5euZ7dvhh6H283dLtYdaeLjuk4emZpJ6fgU4sIoluEcKjR1udh0rJlPG7t57JYs\n", "Zo9Lwmwc/GKp0mGLZAlOlSyq5AC1ssgVNyF8dKGTNYcbOXmph5/sOsvpy/egGQwVNW2sOtTAobou\n", "vrW9mjMtg/fZQojoCXm43dHRQVJSEh0dHWzfvh0Aq9XKokWLIu5HqqDd2f/qH4cnvNtQhPMXsKHL\n", "5f/ap4Hdrc+VRqr8NQbJcj2qZFElB6iVJVIh9yTfffddADZt2sTDDz/MY489xl133cX69euHJNxg\n", "+0xeEjmJMQDcWZBMYap10D77/uJUEmN7D93nFSYzLnnwPlsIET0hi+SVdqXNZiMmpre4pKSkYLFY\n", "9E+mg4JUKz9eUsKvHpvM1+bnkxEfE9b7wrnudGJmPP/3kYn8Z/kkvnr3ONJs+mwjla6BlSzBqZJF\n", "lRygVpZIhXXMfO0kFU6nU5cwQyEzIYZMnT57rOw9CjHihDy7/frrr2MwGIiNjeWRRx4B4PTp05w7\n", "d457771X12AqDSYXQowcg3rt9uc+97mAx4qKiiguLo48mRBCDEMRDwEyGkfVqCFArX6KZAlOsgRS\n", "JQeolSVSYfUkNU3j9OnTuFy9w1z279/P008/rWswIYRQQVhX3Kxbt46ioiLi4uKA3iL51FNP6RpM\n", "epJCCD3oMp+kxWJhxowZ/uXJkydHnkwIIYahsBqMnZ2d/ZYbGxt1CaMqlfopkiU4yRJIlRygVpZI\n", "hbUneebMGX7xi1+Qnp4OwLFjx/jmN7+pazAhhFBBWD3J/fv385nPfMa//N577434cZJNXS7OtTmI\n", "jzUxPi0Oi2n0ndUXYiTSpSfZt0ACuhfIaLvU7eIH79ZwuKEbowG+s2g8d4xLjnYsIUQUDGj3qL6+\n", "frBzKKWx283hhm6gd0aftz9tinKiq1Tq7UiW4FTJokoOUCtLpAZUJPfs2TPYOZSSGGsiIebqZLyT\n", "0mOjmEYIEU0he5JNTU2kpqbS2tra7/GtW7eycuVKXYMNdU+yqctFU7eLJKuZvGQrJ5vtfFDbTk5S\n", "DLPGJuk2q48QYmgNak9y9erVrFixgpdffrlfwWpoaBh4QgU1dDr51z/WcLzJTmKsiR8+OIGSDBsl\n", "GbZoRxNCRFnIw+1nn32WzMxMJkyYwL333uv/N378+KHKNyTOtTs53mQHoNPp5cMLHf2eV6mfIlmC\n", "kyyBVMkBamWJVFg9ybKysn7LEyZM0CVMtCTEmOh7z64xCdKDFEL0GtDdEl0ul3+mcr0MZU/S7fVx\n", "8EIn20+1MG1MAvOLUkiNkx6kECORLuMkr7Vlyxb/JLwjgcVkZE5+MnPyozMW0uXxcbHTyZmWHjw+\n", "uCU7npwk2ZsVQgUDGgLk84V3l8GRQs9+SrfLyx9PtfDaxw18/91afrSzln/bWUuHwzPkWSIlWYJT\n", "JYsqOUCtLJEKuSf5k5/8hPz8/IDHjx07Rnl5uW6hRpPa1h6ONHRztL7b/9iRhm66XF6SrMPvtr1C\n", "jDQhfwuLi4uDFsMNGzaE9eE+nw9N0zCZTDd+scL0vGewwWDg1KUeZo9LYtOnzb3rK0z23552KLNE\n", "SrIEp0oWVXKAWlkiFbJI3nnnnUEfT0lJueEHb9myherqasrLy8nNzQV6L2fcsWMHJpOJe+65h5yc\n", "nAFEHlkKU60snpjGqUt2nrtzLKlxFqZkx5MYK3uRQqggZE8yOzs76OPhTHBRVlYW8Lp9+/axcuVK\n", "nnjiCfbu3Rt2yGjTs58SZzHx8JQM/nR2Lg9MSKN0fCqZIe4HrlJvR7IEF+0sTo9XiRx9qZQlUkO6\n", "u2KzXb2CRe8hRMOJxWQkPURhFCIc3S4vfzzdwtYTLczNT2JKala0I40IQzpJYt8hmRaLGuMQe9xe\n", "GrtcdDmDn00GtfopkiU4yQInmuz8R+V5jjfZeelAPT3x6hRJlb4/kRrSPUmv1+v/2mAwhHhlr4qK\n", "Cv/GvbK7PpjLttQsPmiPY/PxS0zLtvF4SSzTSwp0W58sy7Keyz2pRfTV3NENpCiTT6XlSAzoiptw\n", "VVVVkZKS4j9xs379epYtW4amaWzatImlS5de9716XnFz+pKd8+1OTAb4zo4a/+Nfn5/P4knpAa/v\n", "W6yjTbIEJ1mgodPFD3fWcKS+m3HJsXx1VjK3jx875DmCUen7MyRX3IRj+/btVFdXY7VaKSwspLS0\n", "lDlz5rBq1So0TWPBggV6rTqkMy09fH3TSexuH1+anYPR0DuxLkAYO7dCKCs7MYZv3l9Em8NDYqyJ\n", "44f2gyJFcjjTdU/yZui1J7nnbDv/vLWa23MSeGBCGl1ODxazkWON3XxxVg7ZiXI5oBAjmTJ7kqrK\n", "ireQYjUzOy+Jf991FuidifzHS0qkQAohAoy6WwCOT7fxbw9NoL7D6X+s0+m97rXSoNYYL8kSnGQJ\n", "pEoOUCtLpEZdkQQoSIvjzsKrM/5kxVvITFBjSJIQQi2jrid5hcvj40SznTaHh4IUK+NSrLqt62KH\n", "k0N1nZiMBm7PTSQ7QQaOCxEt0pMMU4zZyK1jEnRfT6fDw88qzvFRXScA9xSl8PXSfKyW60/60dzt\n", "otPpJTXOTIpM/itEVI3Kw+1waZqGT9OorKwc8GfY3V4O13f5lz++2IXd7b3u68+1Ofi7t07yF+uO\n", "8f0/1tDY5ez3vEq9HckSnCpZVMkBamWJ1Kjdk7yRmpYefnfgIh5NY1lJ8XVf1+7wcLHDidVsJD/V\n", "ivGawZZJsWYenJTOxsvToD00OZ3EmOtv9sP1XVzocAFw6GIX1S0OsuSeO0JEjRTJILqcHn78fi0n\n", "mnsAqG118LMx6QH3vWl3uPnV3jq2nWzBYjTw3cXjmTk2qd9r4mJMPDVzDHcWJGM0wIT0OCzm6+/A\n", "J8T0PwyPu+a1qly1AJLlelTJokoOUCtLpKRIXna21cGumjYSY0zMGJtAstXMLdnxnGiyc8nuxuH2\n", "wjVFsqHLzbaTLQC4fRqrP2lkRm5iwHXpKXEWZueF11ucNiaeL8zIZv/5Tsompsm9v4WIslHdk6zv\n", "dPLRhU4OX+ziUF07mqbx3x/WUdvqICHGRJzFyJfnjmXljDEcbejG7e1/bx+bxUic5eomLEqLC2vi\n", "jlBSbTHuPHBAAAAX3ElEQVT8yaxcfrxkAkumZGK7Zs9Spd6OZAlOlSyq5AC1skRq1O5JXuxw8s2t\n", "pznb5iTGZODP54xl47FGvnr3ON6oaubji70nW05d6uHPPpNLW4+HvWfbmZgZT9blITx5yVZeKCtm\n", "w9Em8pJjWTwxcHKMGznT0kOL3U12Ygx5yVeHIcWah/ctL4QYKUZtkazrcHK2rffMscurUdPq4Mo+\n", "YHO32/86q8nIJbub//7wIgCzxibyv+4t8A/NmZqdwNTsgQ0lOtFk5xtvncTh8ZFmM/Ojh0rIv8F4\n", "TZV6O5IlOFWyqJID1MoSqVF7uJ1sNWMxXj00zkqIocvpJd1m4Zk7cjFdfuqpWWPYeabN/7oDFzpp\n", "67n+JYx9eXwaDZ1OLtldQZ8/0WzH4ek9hG+xezjf5hjg/0YIoZdRWyTHp8fxg4cm8Lnbsvj6/HEk\n", "xxr57qJipmbFMzc/mV88NpkXl01iXmEyM8dcPXmSnxx73TsZ9uX2+vjjqRb+dM2n/NWGE5xosge8\n", "Zkzi1StvjAZIs9345I5KvR3JEpwqWVTJAWplidSoPdw2GgxMG5PAtD5X3dS09FBZ20aqzcKkTBvW\n", "y33BWclOJt1fSJfLy21jEsK6H83FDhc/ef8sGtBsd/PrfRf4flkxFlPv36Uup4dkq5n/fX8hZ1p6\n", "mJ6byAQ5ky2EckZtkbzWuTYHf/f2Kdovzwb03UXjmZPfOwnGzKklEX+ewdC7d+i9fGV8jMngH2je\n", "7fKy6lADqw83YjUb+c6i8dyemxjW56rU25EswamSRZUcoFaWSI3ow+2TzXY2H2/mwPkOekJcCgi9\n", "J2uuFEiL0YDb62Pz8WYqa9po7XGHfG+3y3t5GFGn/zNyk2L55gNFZMZbmJgRxzN3jMV0uQfa1OVi\n", "9eFGABweH/+9vw7XNcOLhBBqGLFF8kxLD9946yQ/3XWOf9hymk8udl33tY1dTjw+H7fnJPDQpHS+\n", "9JkcfrW3jp/uOse3t59h05H66763udvN/nMdHLrYyXd3nOHVj+rpcXsxGQ3cWZDMDx+cwJ/OzuV8\n", "u4Pm7t4TOLFmI/F9xj+OS7FiNoY3vlKl3o5kCU6VLKrkALWyRGrEHm632N30uK/unR1vsvsPn/ty\n", "eXz87kA9Xk2jJD2O96rbmJKVQ33X1TPSB+t7+LxPw+PTON7UTUOXi8LUONLizPx011n2n+8kPsbE\n", "l2bn8Is951l2ayZxFhNdLi8/33OeD8/3zgC0ZHI6X56bR05SLN8vK+b1TxrIirfw6NTMgGu+hRBq\n", "GLFFMjsxhrQ4My09HowGuD0n+FjGHrePTy528dDkdP9YyGNN3UzJtPHp5TPSZZPSMRkNfFLfxf96\n", "+xQAVrORf7q/kP2XC2C3y8vxJjt35CUTd/mET7fLy4HLzwPsOdvBn8zyEms2MiUrnn9ZMD7i/5dK\n", "vR3JEpwqWVTJAWplidSILZJ5yVZ+9NAEzrU7SbNZmJAeF/R1Xp+Pe8an+E+wAByt7+Zv54+j3eEh\n", "zmJiYoaNxk4Xxxu7/a9xeHyYjYZ+d1vMT7EyvyiZ5LjezZoQY6J0fAo7q3vHWd5fnEpCiHkkhRDq\n", "GbE9SYD81DjuLkxhSla8f+gN9J7JPtlsp8PpodPl5XRLD3nJscwvSuHpWWOYkm1j9SeNpNos3J6b\n", "yPELTXz1zePEWUxcaR0mxprIjLfwnYXjmTMuiadmjuHugmRyk65eMZMQa+Yv5ozlWwuL+O6i8Sy/\n", "LSvkDEDhUKm3I1mCUyWLKjlArSyRGrF7ktdzrLGL7adaOdPSQ0Gqlcdvy8YAfP+PNfzjfQVU1Lb7\n", "9/w+ru/i5+WTONjoItVmoaqhi6/MGYstxsSEDBv5qXHUdzrpcnnZdqKF820OnrtrHEnWq5s1Iz6G\n", "jDDGVQoh1DTii6Tb6+NsqwOPppEaZ2b7yVYqa9u5JTseAwbaHR6enpnDn8zM4dPGbi6097+LYo/H\n", "x225yXS5DdR3ObGYDIxNjqWuw0mP28sfT7dytKH3MLy+y8Xnbs/uVyQHm0q9HckSnCpZVMkBamWJ\n", "1IgukpqmUVnTzgvv1qAB//xAIYlWM3cXJrP52CW+PHcsH9S209jt5sPzHdwxLokvzs7hX7ZWMzU7\n", "ngcnpXOq2U5qnAVbjJH7ilPpcfn4zo4ztNh7Twj9/T0F7Kxuw6tBUqyp39AeIcTwN6J7kl1OLy8d\n", "uIgGzBybyMlmO6sO1bPvXAd/NicX6B2zuO1kCxaTgaqGbmpbHfzLA0UsmpjOj3ae5Uc7z/Lj989i\n", "Mhr4yftnyUqMocXeO2Dcp/WOx/yru/NYdksmLzw4gTGJV2+10Nzt4mKHE7dn8AaKf1x1nBa7G58C\n", "N7lUqc8kWQKpkgPUyhKpEbsn6fB4OdfmYGxyLBc6nNw2JoH/OdA7xKe+08WxRjuPTcviw3MdrJwx\n", "hg6HB7vbS16ylfVHGylKjePW7HhqWh1csruxGA34NGjvcWOzGLFfHoNZkmGjdHxqwPpPNNn55tbT\n", "tDs8fGVuHosnpfmvBR+oMy09/PK4j5aPjvGVO/O4uzAl7EHoQoiBGfIiuXHjRrze3ksEi4uLmTZt\n", "mi7rOdZo5+/fPsUXZ+eQYjWTEd9/hp1kq4mMODOTM+N489Nmdtd2AHCorosvz8mlutVBjNnIyhlj\n", "+KC2Dbevt6eZZrPw9KwcvJqGxWgMOrTI69P47Yd1tF6eUu0/PzjPbTkJFKUFH4YUDp+m8dKBOk5d\n", "6p1O7YV3a/jlY5MpSB34Z94slfpMkiWQKjlArSyRGvIiabVaWbhwoe7rabx8xcz/fHiRccmxlE1K\n", "42vzx/HywXpykmKZlBWPhoHcpFjO9TlZ4/D4aHV4WHWoAYBDdZ18b3Exta09/OVdeaw70sjZVidf\n", "K80nI95CbnLgJLkGA/1uu2C6PNnFzdA06Hv5uaZdHZ8phNDPkPckvV4v69atY+3atRw8eFC39ZSk\n", "x3HnuES+MncsX5qdg93tIzcxhll5SdgsRn70bi0XOx289nEDj07N9M9KvmRyOg19Lkn0aeB0Opk3\n", "PhWTwcDsvGS+V1bMrLyk6+7FGQ0Gnp6Zw205CeQkxvDNBUX9bs0wECajgS/NziE7wUKMycDfzs8n\n", "Lym6t5pVqc8kWQKpkgPUyhKpId+TLCsr83+9efPmQf98t9fH3rMd/P6jevJTYhmTGMO/7zpHu8PD\n", "lEwby2/L4mybg4Ulabz6UT0fXuhifFoPfzNvHOnxFmwWI11OL1tPtNDp9HJbTgLJthiy4mNwuH0Y\n", "DOD0+vD6NP+sPsHkp1r57qLxuL0aibGmm75BGMCEDBvfmBFHzthxpMaZ+w2QF0LoI6onbiyW0DNx\n", "V1RU+HsZV/4S3Wg5Z8pM/vWPZ/BpvYfcYxJjaXd4uHd8CnnJVhxuHy8dqGd8mpX7i9P48EIX1S09\n", "/LTiHP/20AT+cUs1JqOB8lsyGZ9m5aO6TixmMx+dOseP9rVzye7GaIBv3ZuL5+LJiPONtOW+36to\n", "5rnyWLS3x7x585g3b17Ut4d8f26cJ1wGTRvasSS1tbUUFBQAsGnTJh5++OGgr9uxYwczZ86M+PMP\n", "13fy9U29k1BYjAaeuSOXdoeHjy928WljN/MLU0iINfHWsUv8XWk+P6s4h9un8cVZY7BajPxiT53/\n", "s56cns2UTBtTshM42WznH7ec9j/3JzPH8IWZORHnE0JE18GDB3nggQfCfv2QH6/V1tayevVqVq9e\n", "zaRJkwb9891ejUUlaQDEx5qYnGkj2WrmaEM3Pg12nmkjMz4GA5AaZ+Yb9+Tzt/PGMTHDRnZCLLbL\n", "99E2GmBsUix7z7ZTXXOWNJsFa5/rriekR+dWCyr1diRLcKpkUSUHqJUlUkN+uF1aWqrr57c7PDR1\n", "u3lq5hicHh8N3a6AWb+TrWb+/t4CGrpc/J/K8wDEWYx8bX4+X5iZQ6zJgNun8fonjZxtczApLZsZ\n", "aXH825IJnGiyk5MUy9QsuR+NEKPBiOv8T86Mx+nx8vLBek4220mLi6G52838whTSbGY+e2smkzPj\n", "mJufREVNu/99PW4fdpeXX+29QKfTyy/2XODs5Vu8WmJ7z0xPyoxn6dRMZuclYYuJTjtXpfFmkiU4\n", "VbKokgPUyhKpEXfFTU5SLN9aOJ5Op5dkq5k4s5F2hxu3x8fULBvvn2ml2+Xl6dm5rLgti08uduH2\n", "aTwwIZUJGXEkxZpo6nYxrzCZ3bXtTM9N5Jbs+Gj/t4QQUTLi9iQBUuIsjEuxkmQ1YzEbmZGTiN3t\n", "45f76vi0qYctJ1o42WRnem4i/698Ej9bWsJfzBlLSUY8/1k+ifJbMvnLu8bxPyum8k/3FXLq4/3R\n", "/i/5qdTbkSzBqZJFlRygVpZIjbg9yWAudDrpcPW/W2LvLV8NAZcKZidGd4C2EEItQz4EKFwDHQJ0\n", "LU3TONvmYP/5dg5ftHO4vot5hcl8aXYuqbbQ4zSFECNPpEOARvSepMPt5b3qNlZ/0sDEDBv3Facw\n", "vyiZW7ITpEAKIcIyInuSV5xp7eHfd53lXLuTHadbabF7WFCSTk6E1zyr1E+RLMFJlkCq5AC1skRq\n", "RBdJl6d/J6Hrmr6kEELcyIjuSbb3ePifA3W8dewSOYkxfGfR+KjOvyiEiD7pSfaRHGfmmTvG8tlp\n", "WcRZjKTb5K6FQojIjOjDbYD4GBN5ydabKpAq9VMkS3CSJZAqOUCtLJEa8UVSCCFuxojuSQohxLWU\n", "nypNCCGGEymSYVCpnyJZgpMsgVTJAWpliZQUSSGECEF6kkKIUUV6kkIIMYikSIZBpX6KZAlOsgRS\n", "JQeolSVSUiSFECIE6UkKIUYV6UkKIcQgkiIZBpX6KZIlOMkSSJUcoFaWSEmRFEKIEKQnKYQYVaQn\n", "KYQQg0iKZBhU6qdIluAkSyBVcoBaWSI15DOT19fXs2PHDkwmE/fccw85OTlDHUEIIcI25D3JN998\n", "k0ceeQSADRs2UF5eHvR10pMUQuhB+Z6kzWbzfx0TI/ecEUKobciLZN8dV4vFMtSrHxCV+imSJTjJ\n", "EkiVHKBWlkgN+eH2li1bKCsrA2D79u0sWLAg6OsOHDhAW1vbUEYTQowCKSkpzJo1K+zXD/mJm56e\n", "HqB3j/LK18FE8p8QQgi9DPmeZF1dHTt37kTTNBYsWEBWVtZQrl4IISKi7BU3QgihAhlMLoQQIUiR\n", "FEKIEKRIKs7n8+H1eqMdA1ArixBDZcjPbt+ISpctbty40V8UiouLmTZt2pCuf8uWLVRXV1NeXk5u\n", "bi4Qve0TLEs0t8/Ro0c5fvw4Pp+PuXPnkpeXF5VtEyxHtLbL7t27aWhoACA/P59Zs2ZF7eclWJZo\n", "bZeenh5+9rOf8fTTTw/s90hTzBtvvOH/ev369VFMomlbt26N6vo1TdOOHj2qXbhwwb8cze1zbZZo\n", "bp+dO3f6v37rrbc0TYvOtgmWQ4Wfm3feeUfTNDV+n65kidZ22bx5s3bgwIEB/x4ptyep0mWLXq+X\n", "devWoWkaRUVFSlxLLtunV2lpacBj0dg2wXJEc7vU1NSwdu1ali1bBkT35+XaLNHYLq2trdhsNqxW\n", "a7/HI9kuyhVJTaHLFq9cGQSwefPmKCa5SrZPf9u2beOOO+4Aortt+uaI5nYpLCzkueee44033mD8\n", "+PFR3SbXZonGdqmoqGDJkiUcO3as3+ORbBflimTfEwMGgyGKSfqLdkG6QrbPVTt37qSkpISMjAwg\n", "etvm2hx9RWO7WK1WEhMTgej/vPTN0tdQbZeGhgbefPNNGhsbKSws9PckI9kuyp3dDveyxaFQW1vr\n", "/9rhcEQxyVWyfXrt2rWL7OxsCgsL/Y9FY9sEyxGt7dLS0uL/+sqeUrR+XoJlicZ2eeaZZygvL2fe\n", "vHnceuut/scj2S7K7UnOmTOHVatW+S9bjKba2lr27dsHwPTp04d8/du3b6e6uhqr1UphYSGlpaVR\n", "2z7BskRr+zQ2NlJZWcnkyZM5duwYnZ2dPPXUU0O+ba6XI1rbpbKyEqfTCcDs2bOB6P0+BcsSre3S\n", "0tJCRUVFvz3JSLaLXJYohBAhKHe4LYQQKpEiKYQQIUiRFEKIEKRICiFECFIkhRAiBCmSQggRghRJ\n", "IYQIQYrkMNbV1cWvfvUrqqqqhnzd27dvZ/369axevZojR470e66yspLW1tab+vza2lq+973v3dRn\n", "jEThbtsDBw7wy1/+cggSjXxSJIexhIQE5s2bN+TrvXjxImazmWXLlrFixYqAIul2u/F4PDe1joKC\n", "AqZMmXJTnzEShbttZ82aRWZm5hAkGvmUuyxRBPrwww95//33GTNmDDabDbfbTUpKCgsXLgRg7969\n", "nDx5EoD09HR/4fT5fKxduxaz2YymaSQkJLBo0SL/5+7evZu6ujpiYmLw+XzExMTw0EMPAXD8+HEO\n", "HTpEXFwcDoeD2bNnM378eABiY2Pp6uryr8Ptdvs/s6qqioMHD3LhwgXi4+MxGo089NBDmM03/lGr\n", "qqri0KFDWK1W3G43drvd/1xLSwtbt24lLi4Or9dLbm4uc+fOxeVy8corr9Dd3c0TTzxBUlISa9as\n", "4cKFCzz99NMh78Z5o+16vXVC7178jh076OnpIT4+HpfLhdFo9E8LdvLkSQ4fPozZbMbn81FXV8ez\n", "zz57w21gt9tZt24dCQkJmEwmjh8/zje+8Y2wtu327dtpaWnBbDZjMpnw+Xw3XJ8Iw03PaCmGxAsv\n", "vKA1NTX5l/fu3asdPXpUO3r0qLZt2zb/46+//vp1P+MPf/hDv+WXX35Z6+zs1DRN07xer3b27FlN\n", "0zStu7tbe/nll/u9dvXq1ZrL5fIvv/baa9ovf/lL7Xvf+5720Ucf9Xvtu+++2y9rOOx2u7Zq1Sr/\n", "ssfj0Z5//nn/8m9/+9t+66+srNTOnDmjaZqm+Xy+fu/dvHmz1tbWFtZ6r7ddb7TOK55//nmtoaGh\n", "32M9PT3a6tWr+z1WWVkZVp7q6mr/JLWapmk1NTX9nr/etj169Kj2wQcf+Jebmpq0H/zgB2GtU4Qm\n", "e5LDxNixY/tNxTV9+nTeeecdiouL/RftA5hMJv/XTqeTrVu34vV6MRqNnD59ut9nLl++nD179uBw\n", "OHA4HP5JBxoaGujo6GDDhg3+1zocDlpbW8nKyqK6upqsrCwef/xxAF555RVuvfXWfnuLWoRTAly4\n", "cIGJEyf2+3/0nbWlvr6et956y7/s8/kwm80UFhZiMBjIyMigubmZtLQ0Ojs7SU5ODmu919uuU6dO\n", "DbnOK2bOnBmwt1pXV+ff677irrvuCitPUVERXq+Xd955xz+dV0FBQb/XBNu2J0+eZPHixf7ljIwM\n", "8vLywlqnCE2K5DBx4cIFmpub/b/QH3/8MRMnTgx5Y663336bBx54gKSkJAC6u7v9z3k8Hk6dOsW9\n", "997rf+zVV1+lsLCQvLw8srOzKS8v9z/X99Ctq6urX2GIj4/H4/H4i6TZbI74hmFjx45l//79/tmq\n", "PR4Pn3zyCStXrgSgpKSEJUuW9JuHsG9vrrS0lE2bNpGXl8dnPvOZsNd77XY9dOgQkyZNCmud15OT\n", "k8OBAwf6zbx97tw5MjMzA2bIvtbHH3/M7bffzoQJE4Delkhtba2/UF5v25aUlHDo0CF/O6CpqYlz\n", "587dMKu4MZkFaJh47bXXMJvN/glC09PTueuuu/jd734HwBe/+EWam5v5zW9+w/z58yktLeXo0aNU\n", "VVVhsVjweDycPHmSGTNmUFZWhsPh4Oc//znjx4/HYDDgdDqZOXOm/5fz3Llz7N+/31/4urq6WLp0\n", "qX8C1Ss3dfL5fOTl5fln5Qbo7Oxk48aNJCQkAL0nmO6///4b/h+PHDnCoUOHSEhIwG6309HRQWFh\n", "IWVlZXR3d7Nt2zaMxt5zjd3d3cyZM6ffHtsbb7xBW1sbTz/99E1t1yt/OEKts7q6mk8++YTDhw8z\n", "bdo0YmNjefDBB/2fW1VVxZEjR4iJicHj8ZCWlhbWNli3bp1/fVc88sgj/sdCbdtt27bR2tqK1WrF\n", "4XDQ2NjI3Llz/VOViYGRIjlMrF69mhUrVkQ7xogj21XciAwBGgY+/PBDjh07xhtvvEFHR0e044wY\n", "sl1FOGRPUgyJK0Nmgv24JSQk6DJrdjTWeSNbtmwJeusCo9HIwoULiYuLG/JMIjQpkkIIEYIcbgsh\n", "RAhSJIUQIgQpkkIIEYIUSSGECOH/A7c73WZmKLT+AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.589094\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VOeZ7/tvjSqVSgOaJ5CEBMg22NhgwBjjCRthbCwc\n", "EzshDp2snM6Nc5Osc5KVdqfbnZPbNx3ndqfTY6abdDpxHGwzGwyYITFYYMxkMCALCyRkQGhCEhqq\n", "SjXt84egkKhSqQqpql6k57MWa2mXqmr/2EgPu5797vfVaZqmIYQQIih9vAMIIYTKpEgKIUQIUiSF\n", "ECIEKZJCCBGCFEkhhAhBiqQQQoRgjOab79+/n+bmZgAmTZrErFmzaGpqYvfu3RgMBh588EHy8vKi\n", "GUEIIUYkqkVy/vz5/q937NgBwMGDB1m5ciUAGzdupLKyMpoRhBBiRKL+cfvcuXP85Cc/oaysDACr\n", "1er/ntlsjvbuhRBiRKJeJIuLi/n617/OoUOHABh4g4/JZIr27oUQYkSi+nH7GovFQnJyMgBer9f/\n", "uE6nG/I1O3bswGAwRD2bEGJ8SUtLY9asWWE/P6pFsr29nfT0dOD6GaTD4fBvX/s6GIPBwD333BPN\n", "eEKIcejo0aMRPT+qH7f37dvH2rVrWbt2LXfccQcAc+fOZfXq1axevZq5c+dGc/ejpqqqKt4R/CRL\n", "cJIlkCo5QK0skYrqmeRTTz0V8Fh+fj6f+9znorlbIYQYNTpVp0rbvXu3fNwWQoy6o0eP8uijj4b9\n", "fLnjRgghQpAiGQaV+imSJTjJEkiVHKBWlkhJkRRCiBCkJymEGFekJymEEKNIimQYVOqnSJbgJEsg\n", "VXKAWlkiJUVSCCFCkJ6kEGJckZ6kEEKMIimSYVCpnyJZgpMsgVTJAWpliZQUSSGECEF6kkKIcUV6\n", "kkIIMYqkSIZBpX6KZAlOsgRSJQeolSVSUiSFECIE6UkKIcaVSHuSMVkITAgx/vT0ebji9GA1G5iQ\n", "eOuujCoft8OgUj9FsgQnWQLFM0e73c1/vn+BL635mL/edpbjZy/GLctISZEUQoy6unYHu890+L/+\n", "pEvJrl5YpEiGYcGCBfGO4CdZgpMsgeKZw6TXDdpOTUqMU5KRkyIphBh1ZZlWvjo3n/yUBJZMy2Bm\n", "fnK8I900KZJhUKXHBJJlKJIlUDxzJJkNVN6Rzb89PZX/e34hnxw7GLcsIyVXt4UQUWHQ60hJuPVL\n", "jIyTFEKMK3LvthBCjCIpkmFQpccEkmUokiWQKjlArSyRkiIphBAhSE9SCDGuSE9SCCFGkRTJMKjU\n", "T5EswUmWQKrkALWyREqKpBBChCA9SSEi5Pb6+LTTicenUZhqIclsiHckEQGZT1KIKNvfcIUf/fkc\n", "Pg1W3p3LZ+/MJtEkhXKsko/bYVCpnyJZgotVlp4+D78/cgnf1c9fr33YRLvdHZcsw1ElB6iVJVJS\n", "JIWIgNmoZ2Kaxb+dnmgkwSi/RmOZ9CSFiNDFK062fNzGFaeHZ2ZkU5ZhjXckEQHpSQoRZQWpFr46\n", "rzDeMUSMyOeEMKjUT5EswUmWQKrkALWyRCqqZ5KnTp3i9OnT+Hw+5s2bR2FhIZs3b8br9QJQWlrK\n", "jBkzohlBCCFGJKo9yb1797Jw4UIAtm7dyhNPPMHOnTt57LHHhn2t9CSFENGgVE/yWoEcyOv1sn79\n", "ejRNo6SkRAqhEEJpMelJ7ty5kzlz5gBQUVHBM888w2c+8xmam5tjsfsRU6mfIlmCkyyBVMkBamWJ\n", "VNSL5J49e5gyZQqZmZkB3zOZTCFfO/DAVlVVybZi2ydOnFAmz4kTJ+J+PFTbln+fobcjEdWe5Hvv\n", "vUdWVhbl5eX+xxoaGigqKgJgy5YtPPnkk0FfKz1JIUQ0KNOTbGlpYd++fZSXl1NTU0N3dzcvvPAC\n", "DQ0NHDzYv7zkzJkzo7V7IYQYFVErktnZ2bz00ksBjwe7mKO6qqoqFixYEO8YgGQZimRRNweolSVS\n", "MphcCCFCkHu3hRDjiqxxI4QQo0iKZBhuduhANEiW4CRLIFVygFpZIiVFUgghQpCepBBiXJGepBBC\n", "jCIpkmFQqZ8iWYKTLIFUyQFqZYmUFEkhhAhBepJCiHFFepJCjCPdTg8tPS76PN54RxmzpEiGQaV+\n", "imQJbjxmuXjFyfd31vGlNdW89mET3U5PXHKEQ6UskZIiKcQt6v2GLk429+L2arx+vIW6dke8I41J\n", "UiTDoNLsJZIluPGYRX/Db69OF58c4VApS6SkSApxi5o3KYU5hSmkJBhYNSuXyemJ8Y40JkmRDINK\n", "/RTJEtx4zJKfYuF7jxTzy2fK+eyMHGwJg6eHHY/HJBqiulqiECK6rGYDVrMh3jHGNBknOY55fBpt\n", "vS4Meh1ZSeZ4xxEiJmScpAiL2+tjT10HX17zMf/X+hpONffEO5IQSpIiGQaV+imjlaWlx8U/7mnA\n", "49Po7vPyn/sv4HBHNiB5LB6X0aBKFlVygFpZIiVFcpzS63SY9NfHjFiMevS6EC8QYpySnuQ4pWka\n", "Ry928+/7z5OcYOB/LihicoYMIRFjnzLrbgu16XQ6ZhWm8G/LpmHU6+QKqRBDkI/bYVCpnzLaWVIs\n", "xpsukGP5uIyEKllUyQFqZYmUFEkhhAhBepJCiHElJuMke3pkTJ0QYnwIWSSrq6uD/vnjH/8Yq3xK\n", "UKmfIlmCkyyBVMkBamWJVMgiuX//fvR6PfX19XzwwQe4XC4OHDhAenp6rPIJIURchexJ9vT0YLPZ\n", "eP3113n++ef9j7/xxhs899xzUQ0mPUkhRDSMak/SZrMBYDYPnvzgxm0hhBirwrpwY7fb8fl8AHi9\n", "Xrq7u6MaSjUq9VMkS3CSJZAqOUCtLJEK646bJUuW8Ic//AGz2UxfXx9Lly6Ndi4hhFCCjJMUQowr\n", "MRkn2dTUdDMvE0KIW05YRfLUqVODtvfv3x+VMKpSqZ8iWYKTLIFUyQFqZYlUWEWytrZ20LbRKJMH\n", "CSHGh5v6uH3tSvd4odKawZIlOMkSSJUcoFaWSIU8JdyyZQsOh4Oamhrcbrf/8ZycnLDe/NSpU5w+\n", "fRqfz8e8efMoLCykqamJ3bt3YzAYePDBB8nLyxvZ3yACXp/G2ct22u0e8lMTmJRmidm+hRC3ppBn\n", "kk8++SQrVqxg5syZrFixwv9n4cKFYb355cuXeeaZZ3j22Wf56KOPADh48CArV67k+eef54MPPhj5\n", "3yACNS29fOutT/i7nXV89+1aznc6w3qdSv0UyRKcZAmkSg5QK0ukwvq4vWTJkpt682DF1Gq1+r+O\n", "9Z07J5p68F4d8NTu8NDU3RfT/Qshbj1hFcmRXqjZuXMnc+bMAfrXVrnGZDKN6H0jVZoxoEAbdKRb\n", "w9u/Sv0UyRKcZAmkSg5QK0ukwqp+W7duZcaMGXi9Xvbv38+cOXMoKysLawd79uxhypQpZGZmAv23\n", "NV6j04Venq+qqsp/cK+dro9k22JL4UcVpVy40kdBope2MycpzZgzau8v27It27fGdiTCuuNm48aN\n", "LFu2jLfeeovKykrefPNNPvvZzw775u+99x5ZWVmUl5f7H9uwYQPLly9H0zS2bNnCU089FfS1Kt1x\n", "M7BYx5tkCU6yqJsD1MoSldUS9Xo9er0ei6X/anBCQsKwr2lpaWHfvn2Ul5dTU1NDd3c3L7zwAnPn\n", "zmX16tVomsaiRYvCDiqEEPEQ1pnk2rVrqaio4PDhwzz00ENs3LiRysrKqAZT6UxSCDF2ROXe7fz8\n", "fDZu3Mi8efM4efIkdXV1Nx1QRT19Hk639lLf7sDrU3K+DyFEnIRVJOfPn88XvvAFLBYL5eXlvPji\n", "i9HOFTN2l5c3P2rhG5s+4cUNNRy60BXwHJXGeEmW4CRLIFVygFpZIhXxbYlGo9HfmwQ4duzYqAaK\n", "tdZeF68fbwbAq8Hvj1zC6fYO8yohxHhxU/duD3Tu3LlRiBE/FqOe5ASDf3tiagImw+DDospVOZAs\n", "Q5EsgVTJAWplidS4n84nJzmBf6go5c3jLWQmGXn6jmwM+tDjN4UQ48eIzyTHgmlZSby8qISv3TeR\n", "/JTA4U0q9VMkS3CSJZAqOUCtLJGSIimEECGMeI2baI2ZjOU4yeZuFwfPX8Hp8TFvUioTZQo1Icas\n", "qNxxM5a5vD7++0gju890ALDrTDuvLCljQmJsJ98QQqhpxB+3Z86cORo54sbh8nGqude/Xd/uxOEe\n", "PPO6Sv0UyRKcZAmkSg5QK0ukwiqS+/bto6amBoAzZ84MWi2xuLg4KsFixZZgYPkdWf7tpeUZpFrG\n", "/Qm2EOKqsHqSq1ev5vHHHycjIwOfz8e6detYsWJFVIPFsidpd3mpa3fg8vqYnJ5ImnzUFmLMikpP\n", "MikpiYyMDKB/RiCDwTDMK24tVrOB6bm2eMcQQijopnqSev34GjmkUj9FsgQnWQKpkgPUyhKpsKqd\n", "Tqejvb0dgPb29kGziwshxFgWVk/S6/Wyc+dOenp6sFgsVFRUjHjdm+HEoifZ2uOize4mzWIkL8id\n", "NkKIsScqPUmDwUBFRcVNh1LRpa4+frCrnrp2B+mJRl5ZUkZxemK8YwkhFBPWx+3a2tpo54i5cx0O\n", "6todQP/ysqdaeod8rkr9FMkSnGQJpEoOUCtLpMIqksePHx+0XV9fH5UwsZScMPgkOl2G/Qghggir\n", "SLpcrkHbNxbNW1FZZiJ/+0gx8yal8I35hdyeYx3yuSrNhSdZgpMsgVTJAWpliVRYPcn58+fzzjvv\n", "sHjx4mjniRmL0cDCyRNYOHlCvKMIIRQW1pnkq6++SldXF2vWrGHNmjWcOHEi2rmUolI/RbIEJ1kC\n", "qZID1MoSqbDOJJcsWcLs2bP921u3bo1aICGEUMmI55OMFll3WwgRDVFZd1sIIcarsIpkV1cXa9eu\n", "5Xe/+x0ej4cNGzZEO5dSVOqnSJbgJEsgVXKAWlkiFVaR3L59O08//TSpqalRvx1RCCFUElaRtFgs\n", "mEzXB1uPtanShqPSGC/JEpxkCaRKDlArS6RuajC5z+cb4plCCDG2hFUks7OzqaqqwuPxcODAASZN\n", "mhTtXEpRqZ8iWYKTLIFUyQFqZYlUWEVy4cKFpKenY7FYyM3NlaE5QohxQ8ZJCiHGlajMJ9nW1sa2\n", "bdtITEzE5XJRUVFBenr6TYcUQohbRdhDgFauXMmzzz7Lc889x44dO6KdSykq9VMkS3CSJZAqOUCt\n", "LJEKq0harVb/4l8GgwGLxRLVUEIIoYqwiqTT6Ry0bbfbATh48ODoJ1KQSmO8JEtwkiWQKjlArSyR\n", "CqtI+nw+fvOb33D06FF++9vfYrFYqK6u5tixY9HOJ4QQcRVWkbTb7dx3331YLBbmzp1LeXk5il4U\n", "jwqV+imSJTjJEkiVHKBWlkiFdXX785//PDabLeDxSZMmceHCBQoLC4O+zufzoWnauLuNUQgxdox4\n", "nOTGjRuprKwMeHz79u3U1dVRWVlJfn4+AJs3b8br9QJQWlrKjBkzhnxfGScphIiGqIyTvBkVFRVU\n", "V1cPesxisfDYY49Fa5dCCDHqYjrprtfrZf369axbt46jR4/GctcjolI/RbIEJ1kCqZID1MoSqZhO\n", "DllRUeH/etu2bbHctRBC3JS4Ld8wcH7KoQz836eqqipu2wsWLIjr/gduXxtvpkKegeKd58ZM8vMi\n", "/z7D5QlX1C7cAFRXV5OWlua/cNPQ0EBRUREAW7Zs4cknnxzyfeXCjRAiGmK+ENhQw3927dpFVVUV\n", "u3btYu/evUB/kby2dve0adNGuuuYufF/IK9Po9Ppps/jjXuWeJIswamSRZUcoFaWSIXVk3zvvfd4\n", "4IEHgn5v4HrcAy1atCjgsYULF0YQLXZ6+jw4PT5SE4yYjKH/37C7vOyovczaEy3clpXEl+/NJy8l\n", "IUZJhRCxFtbH7R/84AdMnz6dBx54gOzs7FjkitnH7fNXnPx076fUtTv4/N25PFmeidU89OD3k009\n", "/K8ttf7tr80rYPn02BwTIcTIReXj9vLly1m2bBnV1dW8+eabAeMfb2V/OtPByeZe7G4fvz7YyLkO\n", "Z8jne32D/09xemS9HyHGsrCK5J133onJZOKhhx5i8eLFbNq0Kdq5YubGE2mNwBPrgf2U4vREKu/I\n", "QgeUTLCwoDgt2hGHzBJvkiU4VbKokgPUyhKpsHqSVVVVFBcXs3//fmw2G9/85jejnStmFpWlc7yx\n", "h/oOB5+bmUvxhMSQz0+1GPnSrDyW35FFoklPWuLwQ5mEELeusHuSDz/8MPfff3/MJquI5RCgbqcH\n", "p9dHWhgXboQQt7ao3Lu9fPly7rzzzpsOpbpki5HkeIcQIs7cXh96nQ6DXhfvKEoJuyc5nqnUT5Es\n", "wUmWQOHm0DSNDxu7+faWWn787jkuXAl98TKaWVQUVpHs6upi7dq1/O53v8Pj8bBhw4Zo5xJCxMiF\n", "K328/M5ZalrtvFvXyR8/bB5Xk2oPJ+zVEp9++mlSU1MxGmM6J4YSVFqfQ7IEJ1kChZvD7dVwea8X\n", "xdZeF75RrpGqHJObEVaRtFgsgyakkJnGhRg7cpPNfOHuXAASTXpWzcqTvuQAYRVJl8s1aNvnG18D\n", "qFXqp0iW4CRLoHBzWM0GVszI5lfPlPPzymlMzw1cqiVWWVQU1mfn7Oxsqqqq8Hg8HDhwgEmTJkU7\n", "lxAihhLNBorTQ48RHq/Cniqturqauro6pk+fTnFxcZRjyVRpQojoiNoaN7fffju33347MHheyPHu\n", "cq+b81ecWM0GJqcnYpRejhBjSsie5Lp161i/fj3r169n7dq1rF27ljVr1vDaa6/FKp8ShuqndDrc\n", "/GvVp3x36xm+uek0h853xS1LPEiW4FTJokoOUCtLpEKeSdpsNhYvXsy+ffswmUzMnDmTo0ePkpYW\n", "20kdVNXS4+bA1cLo02DTqRbmTUpBp5OzSSHGipBnkosXLwbg0qVLzJkzB7PZzLx58+jp6YlJOFUM\n", "NcYryawnOeH6cKg7cm1RL5AqjTeTLMGpkkWVHKBWlkiF1ZO88Rd/vA0BGkpBqoVXlpTx7tkOcpPN\n", "3FeUGu9IQohRFtY4SZ/PR1tbGwBtbW243e6ohlJNqH7KlEwr/2NuAU/dnkVmkjmuWWJNsgSnShZV\n", "coBaWSIV9ixA27dvp6enh6SkJJ599tlo5xpTPu1w8nZNGyaDjoqpGRSmWeIdSQgRphEvKXvhwoUh\n", "V0wcibEyTrLT6eav3j5D/dVlIWbm2fj+Y5NJCrGOjhAiemK+pOzhw4dH+hZjWp/bx4Urff7tc51O\n", "+mRdHCFuGTINdxhG0k9JSzTxwj25/u0X7sklxXLzMymp1NuRLMGpkkWVHKBWlkiNv3nPYizBqOep\n", "27O4K8+GXq+jeIJF7soR4hYy4p7kxo0bqaysHK08fmOlJymEUEvMe5JCCDGWSZEcwOXx0njFSU1L\n", "L13O62NBQ/VTGrv6+PmBC/zdjrOcao7+nUgq9XYkS3CqZFElB6iVJVIj7klGY/hPrPk0jaMXu3n1\n", "6CWyksxMTLPQ6XTz5dn5JCeEPkRrPmqhuqWHBydP4MSlHlITDBSmhTcvn6ZpnG130NbrJj/ZzKRh\n", "1vwWQsTeiHuS0RLLnuS5DgcvbjiN5+rCHo9NSeeTVjsvPVxEaYZ1yNd5fRo/+nMdpRlJ/PfhS2jA\n", "/5iTz9O3Z2EOY/3umpZevv12LW6vRkqCgZ88OYUiKZRCRJX0JG+Cy6P5CyRAp8PDhEQjFmPoAd8G\n", "vY7l03PY8nEb1179X4ca6XCEd9vmmct23FcXYOrq83JxwHhKIYQaQhbJd999l56eHn7605/655W8\n", "9ueNN97g6NGjscoZVfkpZj4zIwuAJLOBRWUT+PLsPApSE4DQ/ZTiNAu5ydfv2c5KMmMy6GnrcVFV\n", "38l79R209bqCvrYg5frtiQYdZCaZgj5vIJV6O5IlOFWyqJID1MoSqbB6kiUlJUGH+axdu3ZMDNOx\n", "JRj5wt15PD4lgwSjnvyUhLBfm5Rg5FsLJrLmoxb6PD6euyuHRJOe/9h/gZ217QA8UjqBb9w/MeBW\n", "xNtyrLyypJRzHU7Ks6whP9oLIeIjrJ7kUGMhozVGEm7tcZJtvS6+svZj7O7+2w8tRj2/fvY2sm3R\n", "nyXoVtXT56H2sgOP10dphpV06/Bn1ULcjKiscTNhwoSgj4+lGcq9Pm3ItYb7PD7q2x043D6KJliG\n", "/QVOMht4cHIa2073n0k+UJKGTSa0GJLHp7H54zZ+e/gSAI9PSedr9xXKJCBCCWFduHnwwQeDPv7Q\n", "Qw+NZpa4uOJ0s+FkC3+19Qzba9rodXkDnvOn0818861P+KttZ/j5+xfocnpCvmeiycAX78njfz9W\n", "wvcXlfCl2XlYR+kXXqXezmhl6enzsOXjNv/2jtr2YY9xtLKMBlWyqJID1MoSqTF7ddvp9nLw/BV+\n", "d7iRDy924/YGzrxzodPJ4QvdeDVos7v556rzfNJqH/Qcl9fH1jPXF/jaU9/JZfvwV68zkszML0rj\n", "/uK0mEzGeytLNBm4Oz/Zv12ebcVqGrM/muIWE/LjtsfjYc+ePVitVubNm8fOnTux2+08/vjjWK1q\n", "X2T4uKWXv32nDoA/Hmvmn5+awh05Nv/3L15x8t2tZ2izu9Hr4GvzCvn5gQv0ugefSZr0OqbnJHH6\n", "avHMtJpG7azwZqi0VshoZUkw6vnirDzuyrfh8mjMzLeRmhhZT3IsHpeRUiUHqJUlUiGL5Pr163nk\n", "kUfo6Ojgxz/+MS+88AIZGRls2rSJ5557btg39/l8aJqGwRD7otI24GxPA9pvOPtr6nb5n+PT+geU\n", "352fTGn64MHcOp2OZ6ZnU5CaQLvdwwMlaeTIBZhRl20z89iUjHjHECJAyM80CQkJZGZmMmXKFAoK\n", "CigoKMBisWCxDL/8wPbt2/nFL35Bc3Oz/7GmpiZee+01Xn/9dS5dujTy9CGUTEj0f2RLsxiZdMOS\n", "CelWE5YBd8XcnZ/MtxdOIi/I8J/Txw7y5G1ZfHFWHiXpwe+I6XS42VV7mV8fvEh1cy/RupFJpd6O\n", "ZAlOlSyq5AC1skQq5Jmkw+FA0zQcDgdnzpyhr6+PhIQE+vqGvzOkoqKC6urqQY8dPHiQlStXAtEd\n", "PgRQlmnlX5ZN5XKvm2xb//3YA5WkJ/KPS8uoabFTkJrAbdlJI7qa+sH5Ln6y91MANp1q5d+enjZk\n", "QRVC3DpCFslHHnmEN998E4PBwLe+9S3WrVsHwPz5829qZwP7mGZz9D+yFk9IpHhCIk63l7ZeF0lm\n", "A4mm64VwWlYS07KShn2fcPopZ9sc/q/7vJr/6uyFK04Onu/CpNdx78QUcpPDH6h+s1liRbIEp0oW\n", "VXKAWlkiFbJIZmdnD+o9fv7znx/RzgZ+BDWZYjNY+HKvmz98eIk9dZ3cX5TKqtl5N321+dMOB+ev\n", "9JFuNVGWkYjJcP3j+oKSNN6uacPt0yjLSCQvxcwVh4cf/7mB0239F30eLEnj2wsnYTHJ+D8hbhUx\n", "Xb7B671+5VinG34Jg6qqKv//QNd6GpFu6ydO5+2aywC8U9vO3KJUFiSZI3q/qqoqrDlF/PhgJx0O\n", "D3odfP/BfLxNtf7nO89/zA8WFmBITCY/xcwnxw6RnDuJ2svXhxSdbO7F4fFhMRlu+u8zMNPNvH40\n", "t0+cOMHXvva1uO1/4PbPf/5zZsyYEdfjcW37xn+reOWRf5+htyMR1m2JmqZx9uxZXK7+iRoOHTrE\n", "qlWrhn3z6upq0tLSyM/PB2DDhg0sX74cTdPYsmULTz311JCvHa3bEved6+QHu+r92y8/WswDJcHv\n", "IBpKVVUVluI7+d72s/7HvnhPLl+4Jy/k6xwuL/91uJFN1f0Dpb98bx7PzsgZ0Ro3A//jiDfJEpwq\n", "WVTJAWplicptiRs2bKCkpITExP4LEXr98AN9d+3aRV1dHRaLheLiYhYuXMjcuXNZvXo1mqaxaNGi\n", "sEOOxLRMK4vK0tlb38H8olTKw+hB3mjBggXUtzuwGPU4ry4HOzVr+HGiiWYDX7g7j/uKUjHqdZRm\n", "WEe8CJgqP2ggWYaiShZVcoBaWSIV1pnk5s2bQ571RcNoTnDR6/LS6/JiMxtGNBD8kzY7Zy/bybUl\n", "UJ5tHXQRKFJN3X2cuewg0ahnWpYV2zAzoAshRkdUJt3t7u4etN3S0hJZqjhLMhvItpn9BbLP46W1\n", "1zXoPu3Grj6OXOii7rIjYIzjtX7G1EwrS6ZlcndB8ogKZIfdzSt/Psf/s6uev95+1j+lWjhUGm8m\n", "WYJTJYsqOUCtLJEK6/Slvr6eX/ziF2Rk9N8RUVNTw8svvxzVYNFyxenhjeNNvF1zmbtybXx9fgEO\n", "t4/3znWy/mQbbq+Pf3xiCrflhP5YfsXp5pNWBy6vjymZ1qDToDlcXpp6XJgNOgpSr4/T7HR6qG65\n", "fkFn95n+VsD7n17B4faxoDgtYFynECI+wvq4fejQIe69917/9rvvvhv1GYCiNZ/k0QtdvHT1AkyO\n", "zcyqWbn8x/4LWIx6Vt6dy28ONbLizmxW3j30RRmvT+P140387kgTALMKknnp4WJSLdf/z3G4vaw/\n", "2cLvjjSRYNDx94tLmXl1Eoe2Xhd/s/0s9R1OAFbNyqOnz8O6k60AFKcl8OOlU5gQ4f3LQojhReXC\n", "zcACCWNjijSARWUT+GnVedxeDbvbx+aP25gzMZUMqynk/JJ2t5c/nenwbx+52E230zOoSDZ3u/xF\n", "tM+r8dvDjfzT0imYDHoyk8z83aISalrtWE16iick8ldbz/hfe66zD4fbh6wJJkT83dR8VE1NTaOd\n", "I2ZKM608OyMLq0lPZpIJw4DxmnqdjvlFKZxq7sUxYDaggf0Up9uL2+vjvqJU/2O3ZVuxJQzuUZoM\n", "ukH3hmfbzOgH7Ksg1cKjZencV5RGts3MM1fX2AF46rbMQQV3IJV6O5IlOFWyqJID1MoSqZu6pHrg\n", "wIGo3ncdTakWI6tm5bF8ejZWo57c5AR+svdTLCY9T9+eyb/vO8/Ku/PodHpo6XGTM2CRr+buPn59\n", "sJELV5x8ZU4B2TYzmgZ35iWRdsNH44JUCz9cXMp/H2kkK8nMF+7JHfLM1KDXsXhKBmWZVjxejZL0\n", "RJmVWwi60zSgAAAX20lEQVRFhOxJtra2MmHCBDo6OgY9vmPHDv9EFdESyzVuOhxu7C4vn3Y6STDq\n", "Meh0vLyjDqfHx2fvzOZzM3NJMhvYXtPGP1ed50uz8/jDh03+5WC/Miefz96ZE/S9PV4fBr0urDuM\n", "hBDRN6o9yTVr1rBixQpeffXVQQVr4PRnY8GERBMTEk0UpFrw+jT+dvsZ/6DxvfWd3DcxBY/W/5H5\n", "7jwbXp/mL5AAtW12ttW0ce/ElID7wo0GmWFbiFtZyN/gF198kaysLMrKynjooYf8fyZPnhyrfDFn\n", "0OvIuTpTjw743F05nG138rfvnOWl7WeZnts/u/m9hSlA/0qIM3Jt/Mf7F3i/4UrU86nU25EswamS\n", "RZUcoFaWSIXVk6yoqBi0XVZWFpUw8dba66Kp28XS8gzuzLPR5XRj1Ot4u+YyfVfPHF/9sIn/eHoq\n", "j09J51ynkzNtDv549aN3Y/fw82yOVDxmeRdiPAurSN449+PUqVOjEiaeWnpc/MOf6rktx0ZNSy8f\n", "t/Sy/I5MHppsY2pmIp9cne4s0aQnOcFIdnICBr2Ot0610u7wkGQ28NDkyCbOiFRbr4vOCVP4w9FL\n", "zC9OY3KcJ/VV6X5cyQJOj5dD57vZW9/BrIJk7p89Ly45glHp3ydSN3V1e/v27Sxbtmy0s8TVxSt9\n", "VLfYmV3YPwToK3PyqarvZEdtBytmZPPsjCyqW+ysnJnjXxYiI8nMtxcW0dzjwpZgoDA1unfJbK5u\n", "Y/Xx/n7w5o/b+NdlU0c8ia8YO2pb7fz97v4Zr/bUdZJuNTFnYuowrxLDuamrCj5f4PKst7rkBANG\n", "vQ6zUU9+SgLnO53UtNrp7vPyX4cvkZucQKJRz7l2J7vPtFPX3j8T+QSrifLspKgXSK9P46OmHv92\n", "h8NDT5A1wmNJpT6TZIGuvsE/D43tPUM8M/ZU+veJVMgzyZ/85CdMmjQp4PGamppbdpzkUErSE/l/\n", "F0/mdGsvK2fmcLK5d9D3e1xeTjT18ER5Bu12N3842sTLjxbHbGiPQa9j+R1Z/YuMAXMnppBpldsW\n", "xXXFEyxMTE3g/JU+JiQaKUqWkRWjIWSRLC0tDVoMN27cGLVA8WLQ6zDqdOh1euo7HMwuSKa2zc6F\n", "K308f1cOBclm/nJuAT9//wKVd2RTkGKO+djHeZNS+ddlU7G7vRSlWQIGsMeaSn0mydJ/A8M/VJRy\n", "2e4mLdFEfpCVP+NFpX+fSIUskvfdd1/Qx9PS0qISJt4SjDoaOhzsOtOBXtfKk+WZfPbObHzAe/Wd\n", "7D3XP8Tn14ca+elTU2Kez2zUU54d+aTBYvzISU7wD2EToyPk+XhOTvC7SMbKBBcDOT1eGrtc/pl5\n", "fBq89XEbGrD3bAd5A37wDDow6fW4PbHvzarU25EswamSRZUcoFaWSEnT4qp2u4dffXCRR0oncO1D\n", "9IOT0/ik1c6SqWk8Pi2d6TlJ5Nr6P3b/f3vO8fbpNpzu+F48EUJEV1jzScbDaN67ffGKky6nlyyb\n", "yX/boKZp1LTY+fSKE6/Xx+QMKz/6cz33TkxhUloiXU4Pn3Y6ebeuk59VTqMs04rd5WVn7WVeP97C\n", "ZbsbgP+snMaUzOHXu4lEXbuDDnv/5BrRvmouxHgTlfkkb2VnL9v57tYzdPd5Kc+28jcPl5CTbKa6\n", "uZeXtp2hz6sxNdPK3fkuXn50MrvPtHPxSh8dDjcl6YlMybSSYOg/t7SaDZxtd/gLpA4YjWs3rT0u\n", "Lnb1kZxgxOvz8Z23++8dz7Ca+PETZUySWcqFiJsx/3H7yIVuuq+OH6tpsfNpZ//4xnfrOv23Gn7S\n", "ZifBqMeo1/HVeYWsuDObCVYTvz18if//YCNvHLuE4+qYxGdn5HBHThITEo18e+EkJo3wTK+118UP\n", "/1TPd7ee4TtbPuFkU49/co3LdjcXrzgHPV+l3o5kCU6VLKrkALWyRGrMn0kOXHtGB5gMeg58eoVZ\n", "hcm8d66DdrsHk15HfkoCfR4vqz9swmLUD5p5/E/1Xbww20Oi2cCkNAt/v3gyLo9GqsU45ByR4brU\n", "5fKvd9Pr9g1aNVGvQ5ZwECLOxmxP0qdpnG7ppaHTSWOXi3MdDh4tS2fP2XaONvbg8Wl875Fi9p+7\n", "wsOT0+hwevD4NLKSTPS6fFS39LL+6pozswqT+d7DxSRHYdnX+nYH39x02n9W+71HikgwGPikzc7M\n", "PBt35NpGvFa3EOI66UnSPxHE2csOPF6NIxe6uSPXRtEEC1aTHpvFxGdmZNPY1UeH3UNZhoXDF7v9\n", "i3CVZ1l58rZMZhckU5iSgAbclWeLuEC6vT7OdThxuL1MTLUwYYi7Y0rSE3nliTKq6jspSrNwV24y\n", "E6ymQctDCCHiZ8z1JC/3uvmnPZ/y8o46/utwI2WZifzs/Qtc6urjh386x/bTl3n1aBMZVhOFqQn0\n", "un0cPN/lf31Nq512u5tel49ffHCRn71/gb1n2iLOceh8F9/YdJrvvH2Gn71/gStOz5DPvSPHxlfn\n", "FVJRnjlkMb1Gpd6OZAlOlSyq5AC1skRqzBXJ5p4+jjZ2AzA1y8qOT9pZcWc2eSkJ2N2+Ac9z0dDp\n", "ZG99J7MnpvgfL8+y0ufxYdCDy6vh1eBokwOvL/yuhNense5EC9desqe+k7Ze1+j8BYUQMTXmPm7b\n", "EgxYjHqcHh/N3S6enZHN2pMtON0+pmVZOd1qR6+DRWXp7Kq9TEOHk6XTMnnpoSKcHh9Wk57URBNv\n", "Hru+IuTjU9MjukBj0Osoz0nixNVJMlISDFhNozNZrkr3wEqW4FTJokoOUCtLpMZckZyUlsgrS8r4\n", "89l2JqVZSE00cr6zjwudfSyfnsXS8gzsbh+NXU5W3JlDaYaVLTVtnOtwUpiawHcfLKK7z8OX7s3n\n", "C14fHh9MvYnB4k/fnkWm1URrr5tHSieQp9BkA0KI8I25j9sAt+ck8fX5E3nq9iyyk8wY9Tpuy04i\n", "O8lMQ4cTgw7cXo3JGVbSrSbOXb1f+8KVPj682M3fvFPHd7eeobnHjU4HB84203F1AHm4sm1mlk/P\n", "5i/nFlA2infkqNTbkSzBqZJFlRygVpZIjbkzyRtNzug/s2ztcfHjPQ1A/3jJV54o5UybPeCCivHq\n", "3TV35ydj1Ouov2znRHMfH7Vf4i/nFJA4Sh+bhRC3hjE7TvJGh89foabVTq/Ly8ZTrXznwSISjXq2\n", "1LQxNdPKiaYe7i1M4XSrnckZiRxr7KGhw8HS8gwK0yz8+74L/PrZ2wYNThdC3HpknGQQ5zoc/NPe\n", "T2l3eJiYmsAXZ+Vhd3kpTU+kvt3JuXYnZRkWbs+xUpiawOlWOyeuLpWw+ngLf/1wEXfn2/xr2wgh\n", "xo8x+Vvf3OPidGsvrT0uLve6OXmph3ZH/8fq81f6SEkwsKeug5xkM/+0tIxvL5zEl+4t4I6cZGbk\n", "2rjx1Nps0PPifYWDbhmMF5V6O5IlOFWyqJID1MoSqfj/1o+yTzudvPzOWS51u1h1Ty5HG7upmJox\n", "6DleDb46r5BEk4GCVAMFAyapaOpxcVeejeOXuqlvd7Ls9ky8Hjc5yWNzNnYhRGhjrkjWttm51N0/\n", "cNsHnGjqZfHUDFbOzOHMZQfzi1LJTTbj9fpo6u4btCRrc3cf39t+ll6Xl8enpPNkeSYNHQ6KMmxx\n", "+tsEUmm8mWQJTpUsquQAtbJEaswVyeSE61efLUY9OmDNRy0svS2TRWUW1p9s5eNWOw8UpzEjL4kF\n", "xWn+iXj7PJp/WrXtn7RTe9nB9x8tIVfGOAoxbo25nuRtWUl86/6JzCpIJjfZzN8tKiEv2YxZD212\n", "Nx+39k9L9t65Tqwmg38CXYCsJBOfn9m/ro9BB6tm5ZGbkqBUP0WyBCdZAqmSA9TKEqmxdyZpMbL0\n", "tkyeKM/wL/l6f3F/P/GtU62DnmvU60i1XD8EiWYDK+7MYX5RGmajjomydIIQ4964GScJ/f3KtR+1\n", "8EmbnfuLU1lYksbULFmiVYjxRPlxkps3b8br7e/7lZaWMmPGjJjte0qmlS/OyqPL6SE10UB+igWv\n", "T6Onz4vVpMdkHHPdByHECMW8KlgsFiorK6msrIxpgbymIDWB23KSyE+x0NPnYe2JFr7x1ml+duAC\n", "rT3BpzNTqZ8iWYKTLIFUyQFqZYlUzM8kvV4v69evR9M0SkpKRv0jdSRq2+z85lAjAG/XXGZ6ro1H\n", "y9LjlkcIoZ6YF8mKigr/19u2bYv17gdx3zCRbp/HF/R5Ko3xkizBSZZAquQAtbJEKq5NOJMp/KUK\n", "qqqqRn3b1NvKw6X9V77LMiwUmJwjej/Zlm3ZvjW2IxHzq9sNDQ0UFRUBsGXLFp588smgz4vG1e1g\n", "evo8dF29cJM2xPKtVVVVyvxPKFmCkyzq5gC1sih/dbuhoYGDBw8CMHPmzFjvPoAtwajExBVCCDWN\n", "q3GSQggR6ZmkDAwUQogQpEiG4WYbvtEgWYKTLIFUyQFqZYmUFEkhhAhBepJCiHFFepJCCDGKpEiG\n", "QaV+imQJTrIEUiUHqJUlUlIkhRAiBOlJCiHGFelJCiHEKJIiGQaV+imSJTjJEkiVHKBWlkhJkRRC\n", "iBCkJymEGFekJymEEKNIimQYVOqnSJbgJEsgVXKAWlkiJUVSCCFCkJ6kEGJckZ6kEEKMIimSYVCp\n", "nyJZgpMsgVTJAWpliZQUSSGECEF6kkKIcUV6kkIIMYqkSIZBpX6KZAlOsgRSJQeolSVSUiSFECIE\n", "6UkKIcYV6UkKIcQokiIZBpX6KZIlOMkSSJUcoFaWSEmRFEKIEKQnKYQYV6QnKYQQo0iKZBhU6qdI\n", "luAkSyBVcoBaWSIlRVIIIUKQnqQQYlyRnqQQQowiKZJhUKmfIlmCkyyBVMkBamWJlBRJIYQIQXqS\n", "QohxRXqSQggxiqRIhkGlfopkCU6yBFIlB6iVJVLGWO+wqamJ3bt3YzAYePDBB8nLy4t1BCGECFvM\n", "e5JvvfUWy5YtA2Djxo1UVlYGfZ70JIUQ0aB8T9Jqtfq/NpvNsd69EEJEJOZFcuCJq8lkivXub4pK\n", "/RTJEpxkCaRKDlArS6Ri/nF7+/btVFRUALBr1y4WLVoU9HlHjhyhs7MzltGEEONAWloas2bNCvv5\n", "Mb9w43A4gP4zymtfBxPJX0IIIaIl5meSjY2N7NmzB03TWLRoEdnZ2bHcvRBCRETZO26EEEIFMphc\n", "CCFCkCIphBAhSJFUnM/nw+v1xjsGoFYWIWIl5le3h6PSbYubN2/2F4XS0lJmzJgR0/1v376duro6\n", "Kisryc/PB+J3fIJliefxOXXqFKdPn8bn8zFv3jwKCwvjcmyC5YjXcdm/fz/Nzc0ATJo0iVmzZsXt\n", "5yVYlngdF4fDwb/8y7+watWqm/s90hSzadMm/9cbNmyIYxJN27FjR1z3r2madurUKe3ixYv+7Xge\n", "nxuzxPP47Nmzx//122+/rWlafI5NsBwq/Ny88847mqap8ft0LUu8jsu2bdu0I0eO3PTvkXJnkird\n", "tuj1elm/fj2aplFSUqLEveRyfPotXLgw4LF4HJtgOeJ5XM6dO8e6detYvnw5EN+flxuzxOO4dHR0\n", "YLVasVgsgx6P5LgoVyQ1hW5bvHZnEMC2bdvimOQ6OT6D7dy5kzlz5gDxPTYDc8TzuBQXF/P1r3+d\n", "TZs2MXny5LgekxuzxOO4VFVVsXTpUmpqagY9HslxUa5IDrwwoNPp4phksHgXpGvk+Fy3Z88epkyZ\n", "QmZmJhC/Y3NjjoHicVwsFgvJyclA/H9eBmYZKFbHpbm5mbfeeouWlhaKi4v9PclIjotyV7fDvW0x\n", "FhoaGvxfO53OOCa5To5Pv/fee4+cnByKi4v9j8Xj2ATLEa/j0t7e7v/62plSvH5egmWJx3H5yle+\n", "QmVlJQsWLGD69On+xyM5LsqdSc6dO5fVq1f7b1uMp4aGBg4ePAjAzJkzY77/Xbt2UVdXh8Viobi4\n", "mIULF8bt+ATLEq/j09LSwr59+ygvL6empobu7m5eeOGFmB+boXLE67js27ePvr4+AGbPng3E7/cp\n", "WJZ4HZf29naqqqoGnUlGclzktkQhhAhBuY/bQgihEimSQggRghRJIYQIQYqkEEKEIEVSCCFCkCIp\n", "hBAhSJEUQogQpEjewnp6evjVr35FdXV1zPe9a9cuNmzYwJo1azh58uSg7+3bt4+Ojo4RvX9DQwM/\n", "/OEPR/QeY1G4x/bIkSP88pe/jEGisU+K5C3MZrOxYMGCmO/30qVLGI1Gli9fzooVKwKKpNvtxuPx\n", "jGgfRUVF3HbbbSN6j7Eo3GM7a9YssrKyYpBo7FPutkQR6PDhw+zdu5fc3FysVitut5u0tDQee+wx\n", "AD744ANqa2sByMjI8BdOn8/HunXrMBqNaJqGzWbj8ccf97/v/v37aWxsxGw24/P5MJvNPPHEEwCc\n", "Pn2aY8eOkZiYiNPpZPbs2UyePBmAhIQEenp6/Ptwu93+96yurubo0aNcvHiRpKQk9Ho9TzzxBEbj\n", "8D9q1dXVHDt2DIvFgtvtxm63+7/X3t7Ojh07SExMxOv1kp+fz7x583C5XLz22mv09vby/PPPk5KS\n", "wtq1a7l48SKrVq0KuRrncMd1qH1C/1n87t27cTgcJCUl4XK50Ov1/mnBamtrOXHiBEajEZ/PR2Nj\n", "Iy+++OKwx8But7N+/XpsNhsGg4HTp0/zne98J6xju2vXLtrb2zEajRgMBnw+37D7E2EY8YyWIiZ+\n", "9KMfaa2trf7tDz74QDt16pR26tQpbefOnf7H33zzzSHf44033hi0/eqrr2rd3d2apmma1+vVPv30\n", "U03TNK23t1d79dVXBz13zZo1msvl8m+//vrr2i9/+Uvthz/8ofbhhx8Oeu6f//znQVnDYbfbtdWr\n", "V/u3PR6P9tJLL/m3f/vb3w7a/759+7T6+npN0zTN5/MNeu22bdu0zs7OsPY71HEdbp/XvPTSS1pz\n", "c/OgxxwOh7ZmzZpBj+3bty+sPHV1df5JajVN086dOzfo+0Md21OnTmnvv/++f7u1tVV75ZVXwtqn\n", "CE3OJG8RBQUFg6bimjlzJu+88w6lpaX+m/YBDAaD/+u+vj527NiB1+tFr9dz9uzZQe/57LPPcuDA\n", "AZxOJ06n0z/pQHNzM11dXWzcuNH/XKfTSUdHB9nZ2dTV1ZGdnc1zzz0HwGuvvcb06dMHnS1qEU4J\n", "cPHiRaZOnTro7zFw1pampibefvtt/7bP58NoNFJcXIxOpyMzM5O2tjbS09Pp7u4mNTU1rP0OdVxv\n", "v/32kPu85p577gk4W21sbPSfdV8zf/78sPKUlJTg9Xp55513/NN5FRUVDXpOsGNbW1vL4sWL/duZ\n", "mZkUFhaGtU8RmhTJW8TFixdpa2vz/0IfP36cqVOnhlyYa+vWrTz66KOkpKQA0Nvb6/+ex+PhzJkz\n", "PPTQQ/7H/vjHP1JcXExhYSE5OTlUVlb6vzfwo1tPT8+gwpCUlITH4/EXSaPRGPGCYQUFBRw6dMg/\n", "W7XH4+Gjjz5i5cqVAEyZMoWlS5cOmodwYG9u4cKFbNmyhcLCQu69996w93vjcT127BjTpk0La59D\n", "ycvL48iRI4Nm3j5//jxZWVkBM2Tf6Pjx49x1112UlZUB/S2RhoYGf6Ec6thOmTKFY8eO+dsBra2t\n", "nD9/ftisYngyC9At4vXXX8doNPonCM3IyGD+/Pn8/ve/B+Av/uIvaGtr4ze/+Q0PPPAACxcu5NSp\n", "U1RXV2MymfB4PNTW1nL33XdTUVGB0+nkZz/7GZMnT0an09HX18c999zj/+U8f/48hw4d8he+np4e\n", "nnrqKf8EqtcWdfL5fBQWFvpn5Qbo7u5m8+bN2Gw2oP8C0yOPPDLs3/HkyZMcO3YMm82G3W6nq6uL\n", "4uJiKioq6O3tZefOnej1/dcae3t7mTt37qAztk2bNtHZ2cmqVatGdFyv/ccRap91dXV89NFHnDhx\n", "ghkzZpCQkMCSJUv871tdXc3Jkycxm814PB7S09PDOgbr16/37++aZcuW+R8LdWx37txJR0cHFosF\n", "p9NJS0sL8+bN809VJm6OFMlbxJo1a1ixYkW8Y4w5clzFcGQI0C3g8OHD1NTUsGnTJrq6uuIdZ8yQ\n", "4yrCIWeSIiauDZkJ9uNms9miMmt2PPY5nO3btwddukCv1/PYY4+RmJgY80wiNCmSQggRgnzcFkKI\n", "EKRICiFECFIkhRAiBCmSQggRwv8Bq5ExBnqLDUIAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.590682\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VOeZ5/1vrSqVVrQiIdDCIsxiMLsxlmkbHGGbGLBp\n", "x3ESuyfO9LzJTDrpJB2nZ964k27HWafTnRm3nU7a7XYTHIvVYMAstrElAhgwZjOrkADtK1JJKqmW\n", "M38IyhJVFKeEquqRdH+uy9elUyrV+fFY3Jxzn+c8x6BpmoYQQoiAjNEOIIQQKpMiKYQQQUiRFEKI\n", "IKRICiFEEFIkhRAiCCmSQggRhDmcH75v3z7q6uoAGDduHLNnz2bLli14PB4Axo8fz/Tp08MZQQgh\n", "bktYi+TChQt9X+/cuRMAm83G0qVLw7lbIYQYNGEtkgAVFRWsX7+elStXAuDxeNiwYQOappGfn8+s\n", "WbPCHUEIIQbMEIk7bpxOJ5s3b+aJJ57o9/r27dtZtmxZuHcvhBADFvYjSeg9xU5ISPB73WKx3PRn\n", "du7ciclkCmcsIcQIlJyczOzZs3W/P6xFsrm5mZSUFACuH7BWVlaSm5sL9B5h3ozJZJJTcSHEoDty\n", "5EhI7w/rFKCysjLWrVvHunXrmDp1KtBbJEtKSigpKaGwsDCcux80paWl0Y7gI1kCkyz+VMkBamUJ\n", "VViPJJcvX+73WlFRUTh3KYQQgyoiF24GYs+ePXK6LYQYdEeOHOGBBx7Q/X6540YIIYKQIqmDSv0U\n", "yRKYZPGnSg5QK0uopEgKIUQQ0pMUQowo0pMUQohBJEVSB5X6KZIlMMniT5UcoFaWUEmRFEKIIKQn\n", "KYQYUaQnKYQQg0iKpA4q9VMkS2CSxZ8qOUCtLKGSIimEEEFIT1IIMaJIT1IIIQaRFEkdVOqnSJbA\n", "JIs/VXKAWllCJUVSCCGCkJ6kEGJEkZ6kEEIMIimSOqjUT5EsgUkWf6rkALWyhEqKpBBCBCE9SSHE\n", "iCI9SSGEGERSJHVQqZ8iWQKTLP5UyQFqZQmVFEkhhAhCepJCiBFFepJCCDGIpEjqoFI/RbIEJln8\n", "qZID1MoSKimSQggRhPQkhRAjivQkhRBiEEmR1EGlfopkCUyy+FMlB6iVJVRSJIUQIoiw9iT37dtH\n", "XV0dAOPGjWP27NnU1tayZ88eTCYT9913H1lZWQF/VnqSQohwCLUnaQ5jFhYuXOj7eufOnQAcPHiQ\n", "p556CoBNmzaxYsWKcEYYsAtNnVS3dZMRb2VCqh2T0RDtSEKIKAj76XZFRQW/+tWvmDBhAgB2u933\n", "PavVGu7dD8iFpk7+eus5/n5PBd966yyHL9ZFO5KPSr0dyRKYKllUyQFqZQlV2ItkXl4e3/jGN/jo\n", "o48A6Ht2b7FYwr37Aalt76HL5QXAo0G1wxPlREKIaInIhRubzUZCQgIAHs9nBcdgCH4K2/dfn9LS\n", "0ohtp8dZsZh6sxmA8ZlJEd1/sO1FixZFdf99t/uKdp4bM0Uzz6JFi6I+HvL/59Z59ArrhZvm5mZS\n", "UlIAePvtt3n44YfZuHEjK1euRNM0tm7dyvLlywP+bDQv3Hg1jbMNnVy56mR0QgyF6XYsJpkIIMRw\n", "oNRk8rKyMtatW8e6deuYOnUqAPPnz2ft2rWsXbuW+fPnh3P3A2Y0GJicEceSialMGx3PgT/ti3Yk\n", "n4H+axgOkiUwVbKokgPUyhKqsF7dDnSUmJ2dzZNPPhnO3QohxKCRe7eFECOKUqfbQggx1EmR1EGl\n", "fopkCWwkZmnudPHG0Vr+dvt59lW04vJ4o5JDD5WyhEqKpBBD1KErbfzboRoOVbXzo90XudDUFe1I\n", "w5IUSR2uz01UgWQJbCRmqXf0+L7WgI6e/jc9jMQxCQcpkkIMUXfnJpEYYwLgrux4ckfZopxoeJIi\n", "qYNK/RTJEthIzDI+1c4/P1rI/3l0Et9fnEdaXP+1EEbimIRDWOdJCiHCKzsxBoiJdoxhTeZJCiFG\n", "FJknKYQQg0iKpA4q9VMkS2CSxZ8qOUCtLKGSIimEEEFIT1IIMaJIT1IIIQaRFEkdVOqnSJbAJIs/\n", "VXKAWllCJUVSCCGCkJ6kEGJEkZ6kEEIMIimSOqjUT5EsgUkWf6rkALWyhEqKpBBCBCE9SSHEiCI9\n", "SSGEGERSJHVQqZ8iWQKTLP5UyQFqZQmVFEkhhAhCepJCiBElIj3JQ4cODeTHhBBiyAlaJF955RU2\n", "bNjAunXr+NnPfsaaNWv46U9/yv79+yOVTwkq9VMkS2CSxZ8qOUCtLKEK+oybOXPmMHv2bDZv3sxX\n", "v/pV0tLSaGho4L333otUPiGEiKqgR5KzZ88GwOPxkJaWBkB6ejo228h6dKVKzwyWLIFJFn+q5AC1\n", "soRKV0/S7Xb323Y6nWEJI4QQqtFVJFNSUti/fz9Op5P9+/czatSocOdSikr9FMkSmGTxp0oOUCtL\n", "qHQVySVLlpCYmMg777xDYmIiS5cuDXcuIYRQQljnSZ48eZIzZ87g9XpZsGABOTk5bNmyBY/HA8D4\n", "8eOZPn16wJ+VeZJCiHAIdZ5k0Kvb17ndbszmz9767rvvcv/999/y55qamli1ahUA27ZtIycnB5vN\n", "JkeiQoghQ9fp9rZt2/ptOxwOXR9eVFTk95rH42HDhg2sX7+eI0eO6PqcaFOpnyJZApMs/lTJAWpl\n", "CZWuI0mv13tbO9m1axfz5s0DoLi42Pf69u3bb+tzhRAi3IIeSba0tNDQ0EBHRweNjY00NDRQW1ur\n", "+0gSYO/evUycONE3z7Ivi8US9Gf7/utTWloate1FixZFdf99t6/PN1MhT1/RznNjJvl9kf8/t8qj\n", "V9ALN2VlZbhcLo4cOeK7iGI2m5kxYwYJCQm3/PAPP/yQ9PR0Jk+e7HutsrKS3NxcALZu3cojjzwS\n", "8Gflwo0QIhwGdYGLe+65h8WLF1NcXMzixYtZvHgxixYt0lUg6+vrKSsr4/Tp02zatInXX38d6C2S\n", "JSUllJSUUFhYqDtoNA30X6BwkCyBSRZ/quQAtbKESldPcsqUKSF/cEZGBs8995zf64Eu5gghhKpC\n", "nidZWVnJ2LFjMRrDu16vnG4LIcIhLOtJ/vKXv6SyspJt27ZRVVXFW2+9NeCAQggxlOgqkoWFhb6L\n", "LQsXLgxrIBWp1E+RLIFJFn+q5AC1soRKV5G8fhuhyWQKaxghhFCNriLpcDjYuXMn48ePD3ceJam0\n", "Fp5kCUyy+FMlB6iVJVS6rm6vWrWKuro68vPz+eSTT277DhwhhBgqdB1J2u128vPzAZgxY4Zv0QqA\n", "rq6u8CRTiEr9FMkSmGTxp0oOUCtLqG57Hs+uXbsGI4cQQijptteT3LRpEytWrBisPD4yT1IIEQ4R\n", "ee62EEKMFFIkdVCpnyJZApMs/lTJAWplCZUUSSGECEJ6kkKIESXiPUmbzXa7HyGEEMoKuUg6nc5+\n", "230fxzBcqdRPkSyBSRZ/quQAtbKESleRfOmll9i3bx8ADQ0NvPvuu2ENJYQQqtDVk7yx77hu3Toe\n", "f/zxsAYbLj3JC02drPm4DpvZyBdmZDBuVGy0IwkxooXluds3LrDb9xnc4uaaO1383a5y6hwuAOod\n", "3fz4wfHYrbKakhBDha7Tbbfb3W+7p6cnLGFUNdB+So/HS2OHy7dd095Dj+f2FgdRqbcjWQJTJYsq\n", "OUCtLKHSdUg4ffp01q1bR0FBARcuXGDatGnhzjUspMZa+MsFY3jpT1UYDfDsvDEk2uQoXIihRPc8\n", "SafTSXV1NVlZWcTGhr+vNlx6kt1uD5dbuzEZDeQkxWAxyfx9IaIpLD1J6J0PWVBQMKBQI1mM2cSE\n", "NHu0YwghBkjXYc3GjRvDnUNpKvVTJEtgksWfKjlArSyh0lUkb1yJfPv27WEJI4QQqtFVJK1WK/X1\n", "9b7t7u7usAVSkUrP55AsgUkWf6rkALWyhEpXT7Kjo4N//Md/9F1IOX36dFgWtRBCCNXoOpKMjY3l\n", "xRdfZPXq1axevZrp06eHO5dSVOqnSJbAJIs/VXKAWllCpatI3ni5/M477wxLGCGEUM1trycZLsNl\n", "nqQQQi1hW0+yoqKCgwcP4na7KS8vH1A4IYQYanQVyf3791NdXc2VK1cwm80cOHAg3LmUolI/RbIE\n", "Jln8qZID1MoSKl1Fsrq6moULF/pWA4qLiwtrKCGEUIWuKUAm08CW9jp58iRnzpzB6/WyYMECcnJy\n", "qK2tZc+ePZhMJu677z6ysrIG9NmRpNIcL8kSmGTxp0oOUCtLqHQVya6uLlyu3iW/XC6X3x04N9PU\n", "1MSqVasA2LZtGzk5ORw8eJCnnnoKCN9DxIQQYrDoOt1+8MEHWbNmDadPn+att95i6dKluj68qKjI\n", "7zW7/bPFHqxWq86Y0aVSP0WyBCZZ/KmSA9TKEipdR5IpKSk888wzA97Jrl27mDdvHgB9ZxxZLJYB\n", "f6YQQkSC7ilAp06dYsuWLZw9ezakHezdu5eJEyeSlpYGgMfj8X3PYDAE/dm+//qUlpZGbXvRokVR\n", "3X/f7eu9HRXy9BXtPDdmkt8X+f9zqzx66ZpMvmvXLpKSkpg5cyZHjx6ls7OTxYsX3/LDP/zwQ9LT\n", "05k8ebLvtY0bN7Jy5Uo0TWPr1q0sX7484M/KZHIhRDiEZTJ5a2sr8+bNw2q1Mm/ePJqamm75M/X1\n", "9ZSVlXH69Gk2bdrE66+/DsD8+fNZu3Yta9euZf78+bqDRtNA/wUKB8kSmGTxp0oOUCtLqHT1JG/W\n", "O2xrayMxMTHg9zIyMnjuuef8Xs/OzubJJ58MIaIQQkSPriPJzs5OGhsbAWhsbPRdfHnvvffCl0wh\n", "Ks3xkiyBRTJLvaOb7acbWX+8nsutzqhmCUaVHKBWllDpOpKsra3ld7/7HWPGjKGqqoq8vDxKSko4\n", "ffo0jz76aLgzCqEMl8fLmo/r2H6mt+W0/Uwjv3hoIqPsMlNjuNJVJIuKipgzZ47f64cOHRr0QCrq\n", "e1U52iRLYJHK4nR5OVbj8G1fau2mw+VhFJ8VSVXGRZUcoFaWUOk63Q5UIK+/vnv37kENJITK4mJM\n", "rJia5tteMiGFZHmW+rB22+tJhuvWQpkCJFTV2ePhQlMnPR6NgpRYOdUeYsL23G0hRC+71cT0rIRo\n", "xxARovuOm5FMpTlekiUwyeJPlRygVpZQSZEUQoggpCcphBhRwvaMm5u51SIVQggxlOkqkvX19Tf9\n", "XigVeahSqZ8iWQKTLP5UyQFqZQmVriL52muvcfXq1YDfi4+PH9RAQgihEl09yT/84Q+kpKTQ3t7O\n", "3LlzycvLC3sw6UkKIcIhLPMkH3/8caxWK16vl0OHDrF3716efvrpAYcUQoihQtfpdltbGwDNzc1c\n", "uXKF5OTksIZSjUr9FMkSmGTxp0oOUCtLqHQdSb7xxhukpaWRlpbGI488MmQe4CWEELdLV0/y1Vdf\n", "5ZlnnonodB/pSQohwiEs8ySfeuopmQ8phBiRdBVJq9VKRUUFBw8exO12U15eHu5cSlGpnyJZApMs\n", "/lTJAWplCZWuIrl//36qq6u5cuUKZrOZAwcOhDuXEEIoQVeRrK6uZuHChRiNvW+Pi4sLayjVqLSi\n", "smQJTLL4UyUHqJUlVLqKpMlkCncOIYRQkq4i2dXVhcvlAsDlcuH1esMaSjUq9VMkS2CSxZ8qOUCt\n", "LKHSNU/ywQcfZM2aNdTW1uLxeCguLg53LiGEUMJtrycZLjJPUggRDhFZT3LHjh0D+TEhhBhyghbJ\n", "F154gQ0bNvDqq6/ygx/8gDVr1vD973+fioqKCMVTg0r9FMkSmGTxp0oOUCtLqIL2JL/0pS+Rm5vL\n", "H//4R/7hH/4Bk8nEE088wZtvvhmpfEIIEVVBjyRzc3MBsFgsvmlAZrMZu90e/mQKUWmOl2QJTLL4\n", "UyUHqJUlVLp6kk6ns9+2w+EISxghhFCNriI5c+ZM3njjDY4cOcLatWuZOXNmuHMpRaV+imQJTLL4\n", "UyUHqJUlVLrmSU6ZMoX8/HyqqqpYsWIFsbGxuj7c6/WiaZrcsSOEGLJue57k7t27WbJkid/rO3bs\n", "oLy8nBUrVpCdnQ3Ali1b8Hg8AIwfP57p06ff9HNlnqQQIhzC8oybYG7WnywuLubUqVP9XrPZbCxd\n", "uvR2dymEEBEzoMnkA+XxeNiwYQPr16/nyJEjkdz1bVGpnyJZApMs/lTJAWplCVVEi2RxcTGrVq3i\n", "scceo66u7pbv7zuwpaWlsq3Y9vHjx5XJc/z48aiPh2rb8v/n5tuhuO2e5KZNm1ixYkXA7506dYrk\n", "5GRfT7Kvm/Uyr5OepBAiHCJy7/ZAVVZW+r6+ce5luDhdHv5U2cpvyi5RWtFKl8sTkf0KIYaH2y6S\n", "N3tA2O7duyktLWX37t188MEHQG+RLCkpoaSkhMLCwtvdtS5nGjt5ftdFtnzaxI93X+RMQ2fInzHQ\n", "w/RwkCyBSRZ/quQAtbKE6ravbt/ssDXQqXRRUdHt7i5krV3uftstXa6IZxBCDF3Dfj3JypYuvr/9\n", "PM2dbpJjzfz8oQnkjdI3GV4IMfyEZZ7k+++/7/ea3W5n1qxZmM23fTAaVrmjYvnVwxNp7HCRGmch\n", "J8kW7UhCiCEkaE/yRz/6EdXV1dTU1HDnnXf2+y89PX3ILJk2JsnGjOyEARdIlfopkiUwyeJPlRyg\n", "VpZQBT0MfP755wGIjY0lJSWl3/dSUlI4duxY+JIJIYQCbuvqtqLtzEGn0lp4kiUwyeJPlRygVpZQ\n", "6SqSd999d8DXFyxYMKhhhBBCNbqKZGZmZsDXR48ePahhVKVSP0WyBCZZ/KmSA9TKEirdp9tXr16l\n", "vLw8YnfKCCGECoLOkzx48CDz5s3jww8/xOFwkJ2dzYULF5g0aRLTpk0LazC5d1sIEQ6Deu92dXU1\n", "AHV1dSxbtowZM2awatUqv3UihRBiuNJ1un3jhHGjMaLrYoRVW7ebsopW3vyklrMNHQHfo1I/RbIE\n", "Jln8qZID1MoSqqDzJI8fP47L5eL8+fO+5dBcLhcu1/C5//mjS238bG/v6kR2Sx3/9PlJ5Mpti0KI\n", "a0K+d7uiooLExES/yeWDLVI9yf+z7zJvnWr0bf/ioQnMyE4I+36FENER9vUk8/Lywl4gI+me3GSM\n", "11Z7G5ccQ2aCNSo5XB4vF5o6OdPQQWePrHkphCp0F0mXy0V9fT1er5f29vZwZoqoO7Pi+afPT+KF\n", "zxXw9w+OZ3RCjN97wt1P0TSN0oqrfH3jGf7H5rNsPtlAtztwoVSptyNZAlMliyo5QK0sodJVJMvL\n", "y9m8eTM7d+4Eeh8NO1yYjAYK0+OYOzaJrET/AhkJ7d0e/v1QNdf7Hv9+uIamTnfQnxFCRIauInno\n", "0CEef/xx4uPjMRqNxMfHhzuXUsJ936nVZCAn6bMCnWa3EGMKvOK7SvfASpbAVMmiSg5QK0uodC0G\n", "abPJGozhZLOY+P8W5JB9qgFHj4fHp2eQGhed3qgQoj9dR5JdXV39tt3ukXUqGIl+Sk6yjW8sHMv3\n", "F+cxPtUe1Sx6SZbAVMmiSg5QK0uodB1Jzpw5k//8z/+kra2N9evXM2/evHDnEkIIJeieJ9nZ2Uld\n", "XR05OTlYLJZw55J7t4WIIKfLQ0OHC4vJEHCGx3ASlmfcQO8zbfLz8wcUSgihri6Xh80nG/i3QzXY\n", "LUZ+UjyeKZkj6+JsMLp6ktu2bePy5ctUVFTwhz/8gfPnz4c7l1JU6qcM5ywdPW7auwfW7x7O4zJQ\n", "enPUtPXwb4dqAOh0efn3QzV4vIP71AFVxmQgdBXJnp4exowZw9GjR/niF7/IkSNHwp1LjDDnGzv5\n", "3tvn+au3znKsZvjcrDAUWEwGLH2mnI2ym313oQmdRdJoNGI0Gn1TgWJihnfP4kYqzfEajlkcPW5+\n", "9cElzjd1ceVqN8/vuki9oycqWQaDKln05shJiuFHSwsYnxrLwnGJfOmuLAyGwa2SqozJQOjqSfb0\n", "9OBwOHxFcqQ8AExEhqaB0+31bfd4vHjldyxiDAYDc3ISmZYZh9lowGwaPkshDgZdo5Gdnc2mTZtY\n", "sGABJ06coLy8PNy5lKJSP2U4ZkmIMfOtRWOxW4xYjAa+vziX9BAn0w/HcbldoeawWUxhK5CqjMlA\n", "6DqSXLhwIQsXLgRg8uTJTJgwIayhxMgzIzuB3z52B15NIz3OikmaYkIRIa8nGSkyT1IIEQ5hX08S\n", "YMeOHQP5MSGEGHJ0FcmdO3fy5ptv8uKLL7J27Vo+/vhjXR/u9XrxeIb+ArIq9VMkS2CSxZ8qOUCt\n", "LKHSVSQdDgd//ud/ztSpU3nyySeZOHHiLX9mx44dvPzyy9TV1fleq62tZc2aNbzxxhvU1NQMPLUQ\n", "QkSIrgs31+dMeb290zRufHpiIMXFxX6Pnj148CBPPfUUAJs2bfI9XEx1Ks3xkiyBSRZ/quQAtbKE\n", "SteR5PWl0UwmE21tbQN+WqLd/tkSYFarrJcohFCfriL52GOPAfDggw+yZ88epkyZMqCd9b2QHomV\n", "hAaLSv0UyRKYZPGnSg5QK0uodN+WCL23I65cuZKpU6cOaGd9L+Loue2p78CWlpZGdPvoxVpeO3iJ\n", "d842YU8dHfH9D4Xt48ePK5Pn+PHjUR8P1bbl/8/Nt0MxoHmSH3zwAUVFRbd836lTp0hOTiY7OxuA\n", "jRs3snLlSjRNY+vWrSxfvvymPxuOeZKVLV00dbrIiLeSk3TzR1LUtnfzV2+dpaWrt83wpbsy+crs\n", "7EHNEky320Ony0u81YRFbhETYlCFZT3J0tJSampqMJlMAHz66ae3LJK7d++mvLwcm81GXl4eRUVF\n", "zJ8/n7Vr16JpGkuWLNEdcjBcaOrku2+fp6PHQ0qsmReXTSA/JTbgex3dHl+BBPik2oHnLi0id4HU\n", "O3p47VA1h6vbWVaYxsqpaSTahk5rQojhRleRbGpqYvXq1b7t2traW/5MoCKYnZ3Nk08+GUK8wXOh\n", "qYuOnt7T/eYuNydqHaTFWUiI6R2Cxo4evBqkxVlIi7MwLyeBg1d6l+x6cHxC2Aqkx6vR5fIQZzVh\n", "MBg4XuNg1/kWANZ8XMu0zDhm53xWJEtLS5W5UihZAlMliyo5QK0sodK9MnlfaWlpg50j7PoumGAA\n", "XB6NC01dzMxO4EStgx/tvki328v3F+dyd24S37p3HJUtTuxWI44r54CsQc/U1NHDuuP1fHSlnWWF\n", "KTw4KRX3DYudDvbip0KI0ATtSV6f53jgwAHGjh3r6y3u27ePZ599NqzBBrsn2eXyUFZxlWM17eSn\n", "xLLjbBN/OX8Mk9LsfHvLOSpbnQBYjAZ+9/gdZCWGf83M9y+08JP3KnzbP3toAqPjrfzqw0ucqHWw\n", "ZEIK/2VuNil2Od0WYrAMak/y+iHy/PnzbztYtMVaTEzJjOPA5VZeO1zDssmpjE+1YzT0X5XZZDQM\n", "yqrMzZ0uzjZ2omkwKd1OaoBC1+Xuf8tmt9tLVmIMP3wgn84eDwk2M3FW0+2HCcLj1TAa9M02EGIk\n", "Cnrp9Itf/CJTpkzxzYu8cOECJpOJr3zlKxEJN9iyE2P45j3j+O1jd/D0rCySbGbsVhPfWjSW3GQb\n", "UzPt/P2D+WTe8LS4UKcOOF0e1nxcyw93lvP8rnL+43ANXS7/e9inj44nP6X3KvuCcYlMSO29kJRo\n", "MzM6MSZggRzoNIZAPq3v4Ac7zvPiexVcvnYkHYrBzHK7JIs/VXKAWllCFbRIxsf3PjFt165dOBwO\n", "Pve5z9HW1sa+ffsiEi4cEmLMZMRbsVk+K0CT0uP466JxTE6P41JrN40doT06oNvt6TdR3tHjYc/5\n", "Zt/2exdaaO/2L5I5STZeLJ7A7x+/g+8W5ZIW4kKzt6OuvZv/9c4FjlY7eL+8lVcOXKHH4731Dwox\n", "wuiahNfa2sq8efOwWq3MnTuXpqamcOeKqCtXnfztjgusP9HAb/ZdYefZ5n7fv9lVOZfby97yFr6z\n", "9Tz/d98V6tq7AYizmJg/LtH3vvljEzGgcbXL/0mAKXYLY5NtJNr0XUMbrCuELq/Wr3DXO1y4PaFd\n", "JFLpaqVk8adKDlArS6h0/c282S2EbW1tJCYmBvzeUNLR4/FND4Le09BAPF6Nq043VpOB+BgzF1u6\n", "+Mm7FWjA2cZOspNiWDUtg1iriWfnjmFhbjKaBhlxFr6z9Twmo4G/WZzLHRlxEfqT3VxanIWvzcvm\n", "Xw9WYzEa+Nq8MdjD3P8U4eXVNM42dHKp1UlWYgyT0+1yM8Ig0DWCnZ2dNDY2AtDY2Og7tXzvvffC\n", "lyyCMuKszMtJAMBogOVT+k9xKi0txeXx8n55C/9t42me236ey61ddPR4+crsLObm9P5D0dTx2cIf\n", "6fFW7isYxbTRcfxwVzm1jh6q2rr52fuVAY8o9Rqs3o7NbOKRO9J4eeVk/mXVZGZf+/NHI8tgkCxw\n", "vrGL72w9xy8/uMR3t57j8MWGqOQIRKX/P6HSdSRZW1vL7373O8aMGUNVVRV5eXmUlJRw+vRpHn30\n", "0XBnDLtRdgvfvnccV652Y7eaKEiJpbXLxbnGTrwaxKWO5srVbn7+fiUavYX04yoHL+2/gleDhwpT\n", "uXtcIg9MSPH7bE2Dvmexbq8XDTXmPsZaTBSkBr7rSAw9DR09uK7Nq9WAmo6B/2M8WLpdHqzmoX00\n", "q6tIFhUVMWfOHL/XDx06NOiBoiU1zkrqtQsnPW4vJcfqKTleD0DxpBSKUzx8edZovBpUtzl569NG\n", "rs/z3namiZdWFAYsOGlxFn7wZ7n85N0KTEYD3yvKJTl24PMeVertSJbAopUlK8GK3WKk0+XFZIDC\n", "0UlRyQG985L3lrew5VQjd41JYOVd86KW5XbpKpKBCmSw14e69h43O899dvFm9/kWUu0W1hytIzPe\n", "yjOzs+h2a1y6Nm0mJdZMUmzgoTQYDMzNSeRfH7sDg4GIXsEWI0tBqp1fPTKRmrZu0uOtTEi13/qH\n", "wuR8Uxf/+8PLAJxr6qIgJZb7A5xpDQVD+zh4ENS2d/PehWbKKlpp6uztKdotJub26dHdObp3ahBA\n", "naOHhBgTz87L5rHp6SydmMI/FI8P+Jzoq043J2sdXGjuYpTdMigFUqXejmQJLJpZxqfaWZQ/isL0\n", "OP60ryysSrh8AAAYTUlEQVRqOZw3zAtuaOuMUpLbN6B7t4eLNqebX5dept7RQ3Oni88VpvLs3Gxi\n", "LSb+Yk4288Ym4dE0Muwmvre9HIAYk4G0eCtjkmz85fycm362o9vNqx9Vs+1ME0YD/P8P5HNPXnKk\n", "/mhCRFV+SizzxiZw8HI7WQlWJicP3eOxEf3c7XP1HVy66uSTGgfjkm2k2s14tN5T5DiLgbS4GN48\n", "VodXg0fuSON8UyfTMuOZHGAKz1Wni6PVDi61OJk7NhG7xciz60/7vj853c4vH5mIVaZkiBHiapeb\n", "li4XcVYT6fHqtJnCsp7kcHSptYsT9R28vL/Kd6356wvG8NL+KgB+uCSfX314iQtNXUDvgr2/eGQi\n", "yTdZ2/HgpTZ+8cElAEqO1/OLhyaQGGOi7dqE7fGpsVgisB6lEKpICtKrH0pG1GFNl8vDvopWXt5/\n", "hYpmJx09nn6Tca52e7AYDdjMRuItRu4em0DytTth6jtcuNw3P+g+2/hZz8Xp9uJ0e3lx2QQeKkzl\n", "6dmjeWJG5qAsIiG9t8Akiz9VcoBaWUI19Mt8CE7Xd/B3uy8CMO2BeMxGA6PjrdQ6eoi3mkiJNWMx\n", "9U7T+dPlNi42d/Ff549h/fE6Hp2awagbVvLpdnuwmIwYDQYW5SWz9dNGPBrkj7IxOsFKZkIM37p3\n", "XDT+qEKIQTIse5JerXe171iLCWOfo7fd55r5+d5KoPfU2guk2S24vBppdgudLg9Wo4ET9R2s+bgO\n", "6J04/vOHJjA5Pc43KdbR7ebj6nbe+KSOgpRYHpuWQb2jGwwGvBrkjbIxOiH861EKIUI34nuSrV0u\n", "Np9soKzyKn82fhQPT071PSOmIDWWhBgT7d0e3j7TyF/dM47GThejYs38332XqWjt5jtFY3H0WfjB\n", "q0GXy8ulVicpsRY6XB6O1Tj4zb7LeDU419hFvNVEWcVVah09zBubwPcX50XpTy+EGGzDrid5qq6D\n", "NUfrqGhx8uqhGs40dPm+V5ASy6+XT+Jnyybwd0sKmDY6nsUFo/B4oaK1mydnZBBvNVOQ0ltMAebm\n", "JHKq1sHXN53h+d3lnGnooKXLRd+nKjR2uLBZeofy0JX2fotlDDaVejuSJTBVsqiSA9TKEqphdyTZ\n", "fcOaiM4bVv8em2xjbHL/x8lmJVqZMyaBmdnxvHakjormLlZOTcdsNHBndjzf2XoegDMNnXT0eLjY\n", "7OT+8aN490ILSTYz9+YnU3rtMQwLc5OI17Gajser0dzpwmwyMOo2blMUQoTXsCuShel2CtPtnGno\n", "ZEZWPJPSbr0sWU6SjS/PGs0fj9VhMhjodHlZc7QOs9HA1NHx/d6bGmdlQqqHU3WdPL8kny6Xh4+r\n", "23l6dhZeDeaOTSA+JviwujxePrjYyj+VXibJZuaHS/KZmKbvFjK5RzkwyeJPlRygVpZQDbsimZ1o\n", "48dLC2jrdtPZ42H9iXompsUyb2wiSTYL7d1u2pxu4qymfgtNtDrdFKTEMinNjqPbzdVuN/994VjG\n", "JcXwpbsy0YBxyTbKypuZnp3If12QTWZ8DHsvtvD26d5FiO/MimdZYeotM9a09/CLvZV4NXA6evjt\n", "gSp+Ujxe1v4TQkHD8m/lKLsFl0fjr7eeY9PJBn6x9xJHqx00dvTwqw8u8Rcln/LDneWUN3Xi8ni5\n", "2uUi1mzCZjHxztkmJmfE8fwD+dyTm4Tn2oO89lVe5bcHqrljdAJOl4cej4bVbGRRXjL/srKQXzw8\n", "gb+5L9dvmlAghmv/XWc29N8O5pNzlVy56vRrI0SDSn0myeJPlRygVpZQDbsjyeuuOt391nGsbHFi\n", "NRnYV3kVgNMNney/1EZtezf1Dhf/cu3Om+JJKdS0dXOuqQuXR6Pb42Xd8QYuNveu+PPy/iq+eU8O\n", "1mtPWLzQ1EXJsTpykmx+i/XeTHZiDP/z/nx+s+8yo2LNfG1BDmYdR5Gf1nfw4/1Xae9u5mvzsnnk\n", "jjRiLbKauBDhNGyLZE5SDPmjbFxscWIzG5k7NtHvqrPJ2Lvw7NbTtb47b3acbeYrs0aTHmehuctN\n", "p8vDnxWM4tP6DlweDa+mkRxr4bXDtXxhRiZ/u+MCTrcXaMOjafy3BTdf9OKz/RpYmJfElMw4LCYD\n", "CbfoYULvhZ5/P1Ttey7Nvx6sZvaYxKgumqtSn0my+FMlB6iVJVTDtkhmJsTw4wcLqGnvIclmJj8l\n", "lnanmydnZLL3YitTMuIoSInlSFU72YnWz9aGtJuZNSaBi81O/qmsdz289DgLX5yZyRtH6/ja/DH8\n", "/mA1la1OPjcp5VqB7HWp1YmmabpuPzQaDKToODX/7P2Q1OdhYRajAbNJ7gUXItyGZU/yusyEGGZk\n", "xeN0e3njaC0n6hwsmZDMl+8azcJxiXxc7aC82cnKqeksvyONxQXJ/NU9Y2ns6OFErcP3OQ0dLiam\n", "2fn5QxPweL3MHZuIxWQg3mrm4cm9F2qsJgNP3Dmw+7NP1Tl4ef8VdpxupKXTFfA9BoOBL8/KYu6Y\n", "ePJG2Xh+aT45SdG9q0elPpNk8adKDlArS6iG7ZHkdRebu/je2+foudagfH5JPvfkJfHO2SbWXXs8\n", "w6LcJHKTY0iPT+Dl/VW0dXt44s4M32ekxJpJt1t57UgNR6vb+Ys52fyPhTn0eLx8ZVYWxYWp2MxG\n", "xt0w/1Jvvu9vO0/3tXzfvEfjkTvSA753bLKN1TndTCq8Q55sKESEDPsi2dLl9hVI6L3Qck9eMtVt\n", "PQCsmJpOaWUrH11pZ0ZWPEX5o/jjsTqOVLXzN/eNo97Rw6wxibQ6XeyrvMrTs7N4/UiNbwm0nxSP\n", "Z07OwB+r297t8RVI6H3iXTAzp08b8L4Gm0p9JsniT5UcoFaWUA3r023ovZtmdLwVA7CsMJWpmXFc\n", "bnWyZMIo7BYjyTYzH11pB+CTGofv9sKjNQ6uOj2AgfyUWGKuLW6haZqvQAIc73Na3pfHq3GhqYuT\n", "tY6gj5DNSrQyJaN3IrnFaOD+CaMG4U8thBgsw7JIdvZ4uNzqpMHRQ3aijR89mM/Plo2nvdvND3Zc\n", "4L9vPkO3R+M3jxb69fUy4y0svyON7xWNY2ySlbvGJPDR/n0UpMbyvfvGkRBj9t3XDTD9hjtyrjt8\n", "pY1vbDrNt7ee47cHq2hzBu41psdZ+dv78/n5QxP450cnMe0mn3edSr0dyRKYKllUyQFqZQlVxE+3\n", "t2zZgsdzbbXu8eOZPn36oH6+o9vN2qN1lByvJz3ewg8W51HZ4qSly0VpRe8cyS6Xl7dONfDcn+WR\n", "EGPiz+/M4L0LLdyd2zstx+XR+Oeyy3R7NO7MiuOpgkxsZhNLJ6bS7fYwfXQ8la1dpNotTEr3v53Q\n", "49X447XHPgDsOtfMqmnpvtWIbpQRbyVDoeXthRCfiXiRtNlsLF26NGyff+Vqt+952dMz4zh0pQ0D\n", "YDUbsRgNvoe3p9gtdPZ4SI618PTsLB6fnkFtWzclx+o519jl6xMeq+ngG3dP9n1+jNlEQWps0PmJ\n", "JqOBCWl2jtd2ABBvNQ3apG+VejuSJTBVsqiSA9TKEqqIF0mPx8OGDRvQNI38/PxBf9iXxWTAaODa\n", "UZwBs9FAfIyZt07W87X52Ry41EbuKBtjk2zYrvUZLSYjPW43f/vOBb46N5s4q8n3OIacpJh+p9d6\n", "rZqaTnKMmVpHDw9NTiU7URbhFWIoinhPsri4mFWrVvHYY49RV1c36J8/LtnG/7w/j7xRNgxoTM2M\n", "43xjJ8unpGO3mHh61mjykm1MHR3X71ZAj6bxwIQUNpxooKnTxVfnZvO1edn8aGkBZ45+FHKOzIQY\n", "nrxrNN++dxyF6bdeiUgvlXo7kiUwVbKokgPUyhKqqF64sViC33HSd2BLS0t1bVtMRu7NH8U3p5p5\n", "uDCFH++pYHxqLAlWEz1uDz95v5KmTheNF05SWlpKm9PNpRYnTQ11zBkTz+Wr3ew538LvP6rm3QvN\n", "pNotaJqme/8jafv48ePK5Dl+/HjUx0O1bfn/c/PtUET8GTeVlZXk5uYCsHXrVh555JGA7xuM5247\n", "XR7eu9DCuuP1TEqzc9eYBGItRnKSbGTEW2nu6OHlA1V8dKWdcckx/K/783nlQBWHq3qnBP3l/Gw+\n", "PyVdljATYhhR/hk3lZWVHDx4EICZM2eGdV82i4niwlQW5SdjMxupd/Tw0/crOdvQSXFhCnfnJvvm\n", "SF5q7eZYjYNv3zuOc42ddLk8HKlq57cHqnhiRiZpcXL1WYiRKOKHSEVFRaxevZrVq1czceLEsO/P\n", "YOhdZcdiMnK4qp0zDZ1owPYzzXR0918VKNZiJCPeitVk4Od7L7H7fAubTzVypLIp7Dn1Uqm3I1kC\n", "UyWLKjlArSyhGva3JfZ1/a6Z62wWI0/cmcmBy1eZkhnHHRm9F1hc3v4diL63NQohRpZh+dztvuod\n", "3dS2u0iymYg1G3ntcA1HaxwsvyONZYWpNHb20OPuvdMm5dopdUNHDy//6QofVlxlWqad792XR5ZM\n", "4RFiWFC+JxlJde3d/Gj3Rc43dRFrMfLzZRP45qKxdLm8xMeYMRsNJAV4UmF6nJVv3TuOr87zEG81\n", "kWgb1sMkhAhiWF+2vXy1m/NNvavqdLm8fHSlnRhz7wPAzMbg6z4mxJjJTowh0WZWqp8iWQKTLP5U\n", "yQFqZQnVsC6SSTEm+i7enZMsp8xCiNAM656kx6txrNbBB+UtTM6IY8HYxICn10KIkUN6kn2YjAbu\n", "yk7gruyEaEcRQgxRw/p0e7Co1E+RLIFJFn+q5AC1soRKiqQQQgQxrHuSQghxo1B7knIkKYQQQUiR\n", "1EGlfopkCUyy+FMlB6iVJVRSJIUQIgjpSQohRhTpSQohxCCSIqmDSv0UyRKYZPGnSg5QK0uopEgK\n", "IUQQ0pMUQowo0pMUQohBJEVSB5X6KZIlMMniT5UcoFaWUEmRFEKIIKQnKYQYUaQnKYQQg0iKpA4q\n", "9VMkS2CSxZ8qOUCtLKGSIimEEEFIT1IIMaJIT1IIIQaRFEkdVOqnSJbAJIs/VXKAWllCJUVSCCGC\n", "kJ6kEGJEkZ6kEEIMIimSOqjUT5EsgUkWf6rkALWyhMoc6R3W1tayZ88eTCYT9913H1lZWZGOIIQQ\n", "ukW8J/nWW2/x+c9/HoBNmzaxYsWKgO+TnqQQIhyU70na7Xbf11arNdK7F0KIkES8SPY9cLVYLJHe\n", "/YCo1E+RLIFJFn+q5AC1soQq4qfbO3bsoLi4GIDdu3ezZMmSgO87fPgwra2tkYwmhBgBkpOTmT17\n", "tu73R/zCTVdXF9B7RHn960BC+UMIIUS4RPxIsrq6mr1796JpGkuWLCEjIyOSuxdCiJAoe8eNEEKo\n", "QCaTCyFEEFIkhRAiCCmSivN6vXg8nmjHANTKIkSkRPzq9q2odNvili1bfEVh/PjxTJ8+PaL737Fj\n", "B+Xl5axYsYLs7GwgeuMTKEs0x+fkyZOcOXMGr9fLggULyMnJicrYBMoRrXHZt28fdXV1AIwbN47Z\n", "s2dH7fclUJZojUtXVxe//vWvefrppwf290hTzObNm31fb9y4MYpJNG3nzp1R3b+madrJkye1qqoq\n", "33Y0x+fGLNEcn7179/q+fvvttzVNi87YBMqhwu/NO++8o2maGn+frmeJ1rhs375dO3z48ID/Hil3\n", "JKnSbYsej4cNGzagaRr5+flK3Esu49OrqKjI77VojE2gHNEcl4qKCtavX8/KlSuB6P6+3JglGuPS\n", "0tKC3W7HZrP1ez2UcVGuSGoK3bZ4/c4ggO3bt0cxyWdkfPrbtWsX8+bNA6I7Nn1zRHNc8vLy+MY3\n", "vsHmzZspKCiI6pjcmCUa41JaWsrDDz/M6dOn+70eyrgoVyT7XhgwGAxRTNJftAvSdTI+n9m7dy8T\n", "J04kLS0NiN7Y3Jijr2iMi81mIyEhAYj+70vfLH1Falzq6up46623qK+vJy8vz9eTDGVclLu6rfe2\n", "xUiorKz0fe10OqOY5DMyPr0+/PBDMjMzycvL870WjbEJlCNa49Lc3Oz7+vqRUrR+XwJlica4PPvs\n", "s6xYsYJFixYxbdo03+uhjItyR5Lz589n7dq1vtsWo6myspKDBw8CMHPmzIjvf/fu3ZSXl2Oz2cjL\n", "y6OoqChq4xMoS7TGp76+nrKyMiZPnszp06dpb2/ny1/+csTH5mY5ojUuZWVldHd3AzBnzhwgen+f\n", "AmWJ1rg0NzdTWlra70gylHGR2xKFECII5U63hRBCJVIkhRAiCCmSQggRhBRJIYQIQoqkEEIEIUVS\n", "CCGCkCIphBBBSJEcwhwOB7/97W85depUxPe9e/duNm7cSElJCSdOnOj3vbKyMlpaWm7r8ysrK3nh\n", "hRdu6zOGI71je/jwYV555ZUIJBr+pEgOYfHx8SxatCji+62pqcFsNrNy5UpWr17tVyRdLhdut/u2\n", "9pGbm8sdd9xxW58xHOkd29mzZ5Oenh6BRMOfcrclCn+HDh3igw8+YPTo0djtdlwuF8nJySxduhSA\n", "AwcOcO7cOQBSU1N9hdPr9bJ+/XrMZjOaphEfH8+DDz7o+9x9+/ZRXV2N1WrF6/VitVp56KGHADhz\n", "5gxHjx4lNjYWp9PJnDlzKCgoACAmJgaHw+Hbh8vl8n3mqVOnOHLkCFVVVcTFxWE0GnnooYcwm2/9\n", "q3bq1CmOHj2KzWbD5XLR2dnp+15zczM7d+4kNjYWj8dDdnY2CxYsoKenhzVr1tDR0cEXvvAFEhMT\n", "WbduHVVVVTz99NNBn8Z5q3G92T6h9yh+z549dHV1ERcXR09PD0aj0bcs2Llz5zh+/Dhmsxmv10t1\n", "dTVf//rXbzkGnZ2dbNiwgfj4eEwmE2fOnOG73/2urrHdvXs3zc3NmM1mTCYTXq/3lvsTOtz2ipYi\n", "Il588UWtoaHBt33gwAHt5MmT2smTJ7Vdu3b5Xn/zzTdv+hl//OMf+22//vrrWnt7u6ZpmubxeLRL\n", "ly5pmqZpHR0d2uuvv97vvSUlJVpPT49v+4033tBeeeUV7YUXXtA+/vjjfu997733+mXVo7OzU1u7\n", "dq1v2+12a88995xv+9VXX+23/7KyMu3ixYuapmma1+vt97Pbt2/XWltbde33ZuN6q31e99xzz2l1\n", "dXX9Xuvq6tJKSkr6vVZWVqYrT3l5uW+RWk3TtIqKin7fv9nYnjx5UvvTn/7k225oaNB++tOf6tqn\n", "CE6OJIeIMWPG9FuKa+bMmbzzzjuMHz/ed9M+gMlk8n3d3d3Nzp078Xg8GI1GLly40O8zH3/8cfbv\n", "34/T6cTpdPoWHairq6OtrY1Nmzb53ut0OmlpaSEjI4Py8nIyMjJ44oknAFizZg3Tpk3rd7Sohbgk\n", "QFVVFZMmTer35+i7akttbS1vv/22b9vr9WI2m8nLy8NgMJCWlkZjYyMpKSm0t7eTlJSka783G9cp\n", "U6YE3ed1s2bN8jtara6u9h11X7dw4UJdefLz8/F4PLzzzju+5bxyc3P7vSfQ2J47d47Pfe5zvu20\n", "tDRycnJ07VMEJ0VyiKiqqqKxsdH3F/qTTz5h0qRJQR/MtW3bNh544AESExMB6Ojo8H3P7XZz/vx5\n", "Fi9e7HvtD3/4A3l5eeTk5JCZmcmKFSt83+t76uZwOPoVhri4ONxut69Ims3mkB8YNmbMGD766CPf\n", "atVut5tjx47x1FNPATBx4kQefvjhfusQ9u3NFRUVsXXrVnJycpg7d67u/d44rkePHqWwsFDXPm8m\n", "KyuLw4cP91t5+/Lly6Snp/utkH2jTz75hBkzZjBhwgSgtyVSWVnpK5Q3G9uJEydy9OhRXzugoaGB\n", "y5cv3zKruDVZBWiIeOONNzCbzb4FQlNTU1m4cCH/8R//AcAzzzxDY2Mjv//977n33nspKiri5MmT\n", "nDp1CovFgtvt5ty5c9x1110UFxfjdDp56aWXKCgowGAw0N3dzaxZs3x/OS9fvsxHH33kK3wOh4Pl\n", "y5f7FlC9/lAnr9dLTk6Ob1VugPb2drZs2UJ8fDzQe4Hp/vvvv+Wf8cSJExw9epT4+Hg6Oztpa2sj\n", "Ly+P4uJiOjo62LVrF0Zj77XGjo4O5s+f3++IbfPmzbS2tvL000/f1rhe/4cj2D7Ly8s5duwYx48f\n", "Z/r06cTExLBs2TLf5546dYoTJ05gtVpxu92kpKToGoMNGzb49nfd5z//ed9rwcZ2165dtLS0YLPZ\n", "cDqd1NfXs2DBAt9SZWJgpEgOESUlJaxevTraMYYdGVdxKzIFaAg4dOgQp0+fZvPmzbS1tUU7zrAh\n", "4yr0kCNJERHXp8wE+nWLj48Py6rZ0djnrezYsSPgowuMRiNLly4lNjY24plEcFIkhRAiCDndFkKI\n", "IKRICiFEEFIkhRAiCCmSQggRxP8DfXEbZ75/skIAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.432036\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4FPed7/t3r+rWLiEJEBLa2IzBJoABEyKTGLBibCKI\n", "ndgmjn1ufDKTOOfMnNxk4tzJLJmMx8lMJpOTe08czyTHJ8lgiAkgdswSjC0wu7ERsjAgSwYJSWhX\n", "S91SL3X/kNVIdKvpllTqH9L39Tw8j6p6qQ8l6avqb/3qVwZN0zSEEEIEZYx2ACGEUJkUSSGECEGK\n", "pBBChCBFUgghQpAiKYQQIUiRFEKIEMx6vrnT6eTnP/85zzzzDJmZmQDs3LkTr9cLQEFBAXPnztUz\n", "ghBCDIuuRfLIkSM89NBDA9bZbDZWrlyp52aFEGLE6FYkW1paiI2NxWazDVjv9XrZunUrmqaRl5fH\n", "/Pnz9YoghBDDpluRLC0tZfXq1VRUVAxYX1RU5P967969em1eCCFGhG5Fsr6+nh07dtDQ0EBubq6/\n", "J9mfxWIZ9PX79+/HZDLpFU8IMU4lJyezYMGCsJ+vW5F87rnnACgvLyc5Odm/vrq6mpycHABcLteg\n", "rzeZTPJRXAgx4s6ePRvR83UdAtTc3ExpaSllZWX+ddXV1WzevJnNmzczc+ZMPTc/YkpLS6MdwU+y\n", "BCdZAqmSA9TKEildz26npqby9a9/fcC6wsJCPTcphBAjyqDqVGmHDh2Sj9tCiBF39uxZHnzwwbCf\n", "L1fcCCFECFIkw6BSP0WyBCdZAqmSA9TKEikpkkIIEYL0JIUQ44r0JIUQYgRJkQyDSv0UyRKcZAmk\n", "Sg5QK0ukpEgKIUQI0pMUQowr0pMUQogRJEUyDCr1UyRLcJIlkCo5QK0skZIiKYQQIUhPUggxrkhP\n", "UgghRpAUyTCo1E+RLMFJlkCq5AC1skRKiqQQQoQgPUkhxLgiPUkhhBhBUiTDoFI/RbIEJ1kCqZID\n", "1MoSKSmSQggRgvQkhRDjivQkhRBiBEmRDINK/RTJEpxkCaRKDlArS6R0LZJOp5OXXnqJ2tpa/7q6\n", "ujo2bNjApk2buH79up6bF0KIYdO1J7lv3z4yMjKYNGkSmZmZAOzYsYM1a9YAUFJSQnFxcdDXSk9S\n", "CKEHZXqSLS0txMbGYrPZBqyPjY31f221WvXavBBCjAjdimRpaSnLli0LWN//wNVisei1+RGlUj9F\n", "sgQnWQKpkgPUyhIp3YpkfX09O3bsoLS0lLKyMv96r9fr/9pgMIR8j/47trS0VJYVWz5//rwyec6f\n", "Px/1/aHasnx/Bl+OhO7jJMvLy0lOTvb3JLdt28batWvRNI1du3bx6KOPBn2d9CSFEHqItCdp1jEL\n", "zc3NlJaWkpub6y+SixcvZuPGjWiaxooVK/TcvBBCDJuuQ4BSU1P5+te/zqpVq/zrMjMzefLJJ3nq\n", "qafIyMjQc/MjZqiH6XqQLMFJlkDRzlHd4uRYVSsXb3Ry8tTpqGYZDl2PJIUQ49PHLU6+s/sybS4P\n", "JgP8/fLsaEcaMrniJgzBztJHi2QJTrIEimaO6x09tLk8AHg1+LgzalGGTYqkEGLEpcVZiDHdHL1S\n", "kGqPYprhkSIZhmj3dvqTLMFJlkDRzJGfauenj0znL5dl85OHp+G7URm1LMMlPUkhxIgzGAzMTI9j\n", "ZnocAKWVjignGjqZT1IIMa4oc+22EEKMBVIkw6BKjwkky2AkSyBVcoBaWSIlRVIIIUKQnqQQYlyR\n", "nqQQQowgKZJhUKmfIlmCkyyBVMkBamWJlBRJIYQIQXqSQohxRXqSQggxgqRIhkGlfopkCU6yBFIl\n", "B6iVJVJSJIUQIgTpSQohxhXpSQohxAiSIhkGlfopkiU4yRJIlRygVpZISZEUQogQpCcphBhXpCcp\n", "hBAjSNcieezYMbZt28a2bds4c+YMADt37qSkpISSkhLOnz+v5+ZHjEr9FMkSnGQJpEoOUCtLpHS9\n", "x83SpUv9X+/fvx8Am83GypUr9dysEEKMGN17klVVVWzZsoW1a9eSn5/Pvn376OrqQtM08vLyBu07\n", "Sk9SCKGHSHuSut8tMTc3l+eff57t27eTn59PUVGR/7G9e/fqvXkhhBiWUTlxY7PZSEhICFhvsVhC\n", "vq5/H6O0tDRqy31fq5Dn1kzRzPPyyy9HfX/0efnll6O+P1T7eZHvz+DLkdD143ZzczOpqakA7N69\n", "m9WrV1NdXU1OTg4Au3bt4pFHHgn6WpU+bpeWlrJs2bJoxwAky2Aki7o5QK0skX7c1rVI7ty5k+7u\n", "bgAWLlxIbm4ub731FvX19QDMmzeP6dOnB32tSkVSCDF2KNWTfPTRRwPWFRYW6rlJIYQYUTKYPAxD\n", "7WXoQbIEJ1kCqZID1MoSKd3Pbgsx1ji6PXzY2EWPV2PaBDtpcdZoRxI6kmu3hYiA16ex5XwDvz5V\n", "C8Cy3CT+x2emkhAjxxt3ilG5dvv06dNDeZkQd7yuHi97Lzb5l0ur2mhzeaKYSOgtZJF85ZVX2Lp1\n", "K3/84x/5yU9+woYNG/jxj3/M8ePHRyufElTqp0iW4EYri91q4r7sRP/y9DQ78VZTVLLcjio5QK0s\n", "kQr5GWHhwoUsWLCA7du387WvfY20tDRu3LjB4cOHRyufEEoxGw186Z4MZk+Mw+X2cc/kOJLtoS+K\n", "EHe2sHqSW7duZd26df7lHTt2sGbNGl2DSU9SCKEHXXqSHs/AnovL5YoslRBC3KHCKpKpqakcP34c\n", "l8vF8ePHSUlJ0TuXUlTqp0iW4CRLIFVygFpZIhVWkVyxYgWJiYm88cYbJCYmynyQQowxTZ09vFvT\n", "QUVDJz0eX7TjKEXGSQoxzrU63fxb6VXeqW7DAPz153IpzB+7nxZHpSf5pz/9KbJUQghlNXW5eae6\n", "DQAN2HbhBh6vHE32CatI7tmzZ8Cyw+HQJYyqVOqnSJbgJEugcHPEWU2k2G+OBpw7KR6zaWSndVBl\n", "nwxFWNdS+XzyV0WIsWpSQgwvfX4apR+1kh5nGTBYXtymSLa0tODxeOjs7KSxsRFN0/B6vePuSFKV\n", "yUJBsgxGsgSKJEd+qp38VLsSWVQTskiWl5fjdrupr6+nrKys9wVmc9B5IoUQYiwK2Xj49Kc/zfLl\n", "yykqKmL58uUsX76cZcuWBb1fzVimUj9FsgQnWQKpkgPUyhKpsLqzs2fP1juHEEIoKeJxktXV1WRn\n", "Z2M06jupuYyTFELoQZdxkj/96U+prq5mz5491NTUsGPHjiEHFEKIO0lYRXLmzJn+28AuXbpU10Aq\n", "UqmfIlmCkyyBVMkBamWJVFhF0uv1AmAymW7zTCGEGFvCKpIOh4P9+/dTUFCgdx4lqTTGS7IEJ1kC\n", "qZID1MoSqbCuuFm3bh319fXk5eXx3nvvhX0FzrFjx6ivrwdg6tSpLFiwgLq6Og4dOoTJZOKBBx5g\n", "8uTJQ08vhBA6C+tIMjY2lry8PADuvffeAbOUO53OQV+3dOlS1q5dy9q1a2lq6r150smTJ1m/fj1P\n", "PPEEJ06cGE72UaNSP0WyBCdZAqmSA9TKEqlhj+M5cOBAyMerqqr413/9V6ZNmwb0Ftw+Vqvcr1gI\n", "obZhF8nbffTOzc3l+eef59SpUwD0H5ZpsdwZN1BSqZ8iWYKTLIFUyQFqZYmUviPCP2Gz2fyXMvad\n", "KQcwGAwhX9f/EL20tFSWZVmWZXlEliMx7JnJS0pKKC4uDvpYc3MzqampAOzevZvVq1ezbds21q5d\n", "i6Zp7Nq1a9DJMlS64qa0tFSZv4SSJTjJom4OUCtLpFfchHV2e6iOHj1Kd3c30HsPb4DFixezceNG\n", "NE1jxYoVem5eCCGGTdcjyeFQ6UhSCDF26HLtdig2m224byGEEMqKuEi6XK4By0VFRSMWRlVDbfjq\n", "QbIEJ1kCqZID1MoSqbCK5C9/+UuOHTsGwI0bN8b83RJdHi/Hqlr5yeEqDnzYhC1x7N5eUwgRWlhF\n", "MjMz0z/7T3Z2Ns3NzbqGirbLjU7+/uBHHLrSwr+89TG+lKxoR/JT5QwhSJbBqJJFlRygVpZIhVUk\n", "b51g12zW9aR41LW7Bt5nvLnLM8gzhRBjXVhF0uMZWCR6enp0CaOKnBQbUxJ7L5lMtpuZaFHn/6tS\n", "b0eyBKdKFlVygFpZIhXWIeHcuXP54x//SH5+PleuXGHOnDl654qqKUk2fvz56TR29pBsN/Nx+buQ\n", "L7MVCTEehT1O0uVyUVtby+TJk7Hb9bs/bx8ZJymE0INuV9zYbDby8/OHFEoIIe5UYfUkt23bpncO\n", "panUT5EswUmWQKrkALWyRCqsInnrdGh79+7VJYwQQqgmrCJptVppaGjwL/dNWjFeqDTGS7IEJ1kC\n", "qZID1MoSqbB6kp2dnfzbv/2b/0RKRUWFLpNaCCEi43R7cbp9JMSYsJhGZXrYcSesvWq323nppZd4\n", "/PHHefzxx5k7d67euZSiUj9FsgQ3HrNcb+/mx4er+PNtFWwpa6Czxzvg8fG4T/QQVpG89XT5Pffc\n", "o0sYIUT4jn/cxjsft9Pq9PC/T13nStPgN+UTQzfs+ST1IuMkhQht8/v1/MfJWv/yPz88jXmZCVFM\n", "dGfQbT7JqqoqTp48icfjobKyckjhhBAjZ2lOEndlxGI2Gnhsbgb5qTK3qx7CKpLHjx+ntraWa9eu\n", "YTab75j7ZY8UlfopkiW48ZhlSpKNH60q4NXH7+Lp+ZNItA28++h43Cd6CKtI1tbWsnTpUv9sQHFx\n", "cbqGEkKEJ9FmZmJCDHaLKdpRxqywiqTJNL6/ASqN8ZIswUmWQKrkALWyRCqsIul0OnG73QC43e6A\n", "K3CEEGKsCqtIrlq1ig0bNlBRUcGOHTtYuXKl3rmUolI/RbIEJ1kCqZID1MoSqbCuuElNTeXZZ5/V\n", "OYoQQqgn7HGS5eXlXLlyhZkzZzJjxoyw3vzChQtcvHgRn8/HkiVLyMrKYufOnXi9vVcGFBQUDHr1\n", "joyTFELoQZf5JA8cOEBSUhIPPfQQ586d480332T58uW3fV1TUxPr1q0DYM+ePWRlZWGz2cbdx3Uh\n", "xJ0rrJ5ka2srixYtwmq1smjRIpqamsJ688LCwoB1Xq+XrVu3smXLFs6ePRtZ2ihRqZ8iWYKTLIFU\n", "yQFqZYlUWEeSFosl6Pr29nYSExNv+/oDBw6waNEiAIqKivzrZV5KIYTqwjqS7OrqorGxEYDGxkb6\n", "2piHDx++7WuPHDnC9OnTSUtLC3hssOLbp/9fn9LS0qgtL1u2LKrb77/cN95MhTz9RTvPrZnk50W+\n", "P7fLE66wTtz87Gc/o6enhylTplBTU0Nubi4mk4mKigr+5m/+ZtDXvf3226SnpzNr1iz/uurqanJy\n", "cgDYtWsXjzzySNDXyokbIYQedDlxU1hYyMKFCwPWnz59etDXNDQ0cPToUWbNmkVFRQUdHR08/fTT\n", "VFdXc/LkSQDmzZsXdtBo6n8EF22SJTjJom4OUCtLpMIqksEKZN/6gwcPsmLFioDHMjIyeOGFFwLW\n", "BzuZI4QQqhr2fJIlJSW63MpBPm4LIfSg23ySQggxHkmRDMNQz4rpQbIEJ1kCqZID1MoSKSmSQggR\n", "gvQkhRDjyqj3JA0Gw3DfQgghlBVWkWxoaBj0sUgq8p1KpX6KZAlOsgRSJQeolSVSYRXJ3/72t7S1\n", "tQV9LD4+fkQDCSGESsLqSb722mukpqbS0dHBfffdR25uru7BpCcphNCDLpclPvbYY1itVnw+H6dP\n", "n+bIkSM888wzQw4phBB3irA+bre3twPQ3NzMtWvXSE5O1jWUalTqp0iW4CRLIFVygFpZIhXWkeSm\n", "TZtIS0sjLS2NRx55BKvVqncuIYRQQlg9yVdffZVnn312VIf7SE9SCKEHXcZJrl+/XsZDCiHGpbCK\n", "pNVqpaqqipMnT+LxeKisrNQ7l1JU6qdIluAkSyBVcoBaWSIVVpE8fvw4tbW1XLt2DbPZzIkTJ/TO\n", "JYQQSgirSNbW1rJ06VKMxt6nx8XF6RpKNSrNqCxZgpMsgVTJAWpliVRYRdJkMumdQwghlBRWkXQ6\n", "nbjdbgDcbjc+n0/XUKpRqZ8iWYKTLIFUyQFqZYlUWOMkV61axYYNG6irq8Pr9Q64d7YQQoxlw55P\n", "Ui8yTlIIoYdRmU9y3759Q3mZEELccUIWyRdffJGtW7fy6quv8v3vf58NGzbwve99j6qqqlGKpwaV\n", "+imSJTjJEkiVHKBWlkiF7El+5StfIScnhz/84Q/84z/+IyaTiS9/+cu8/vrrYb35hQsXuHjxIj6f\n", "jyVLlpCVlUVdXR2HDh3CZDLxwAMPMHny5BH5jwghhB5CFsmcnBwALBaLfxiQ2WwmNjY2rDdvampi\n", "3bp1AOzZs4esrCxOnjzJ+vXrAf3ujzPSVBrjJVmCkyyBVMkBamWJVFg9SZfLNWDZ4XCE9eaFhYUB\n", "6/oXWJlNSAihurCK5Lx589i0aRNnz55l48aNzJs3L6KNHDhwgEWLFgHQ/2S6xWKJ6H2iRaV+imQJ\n", "TrIEUiUHqJUlUmEVydmzZ/OFL3yBxMREiouLmTNnTtgbOHLkCNOnTyctLQ0Ar9frf+x2Mwv137Gl\n", "paWyrNjy+fPnlclz/vz5qO8P1Zbl+zP4ciSGPU7y4MGDrFixIuhjb7/9Nunp6cyaNcu/btu2baxd\n", "uxZN09i1axePPvpo0NfKOEkhhB50ucdNKIP1JxsaGjh69CizZs2ioqKCjo4Onn76aRYvXszGjRvR\n", "NG3Q4iqEEKoY0mDycGRkZPDCCy9QXFxMcXExTz/9NACZmZk8+eSTPPXUU2RkZOi1+RE11MN0PUiW\n", "4CRLIFVygFpZIqVbkRRCiLFg2D1JvcY6Sk9SCKGHUbl2WwghxothF8nxcIMwlfopkiU4yRJIlRyg\n", "VpZIDbtIRnLYKoQQdxqZT1IIMa7oMk7yzTffDFgXGxvL/PnzMZuHPdRSCCGUFfLj9g9/+ENqa2u5\n", "fv0699xzz4B/6enpYU+ZdqdTqZ8iWYKTLIFUyQFqZYlUyMPAv/u7vwPAbreTmpo64LHU1FTef/99\n", "/ZIJIYQChnXiRtF25ohTaS48yRKcZAmkSg5QK0ukwiqS999/f9D1S5YsGdEwQgihmrCK5MSJE4Ou\n", "nzRp0oiGUZVK/RTJEpxkCaRKDlArS6Qi+rjt8XgCZikXQoixLOQ4ybKyMsrKynC73cydO5cLFy4Q\n", "FxdHZmamf6Zxvcg4SSGEHkb02u0PPviAJ554gvXr17Nnzx7Wr19PcXEx165dG3bQsc7t8VHZ3EVl\n", "Uxc9Hl+04wghhihkkewbKG40Gv23X+hbHk8i7ad4fRqHK1v4xtaL/Pm2i/zpSgse38iMBFCptyNZ\n", "glMliyo5QK0skQo5TjIhIYE333wTh8NBUlIShw8fJiMjw397WRFci9PNKydq6CuLvzp+jQVZCaTH\n", "yd0hhbjT3Pba7evXrxMTE0NqaiqVlZU4HA7uuece3YPdyT3J9m4P39t9iSvNvSe5clNs/MvqaSTZ\n", "7oy7Qwoxlo34tduTJ0/2f52fnz+0VONMYoyZ7y3P5bVzdfg0WP+pSUoWSEe3h2tt3VhMBqYm27CY\n", "xlcbRYhwhP1b4Xa7aWhowOfz0dHRoWemUadpGi1dbhzdnqCPD6Wfkptq5//5XB4/eDCPvFT7cCMO\n", "K0swzh4vr7/fwH/f8SHPl1zknY/bopZlJEiWQKrkALWyRCqsIllZWcn27dvZv38/ADt37tQ11Gjy\n", "aRonrrbzre0X+as9l6lsckY70qho7HKz6b16AHwa/P5MHZ09wf9ICDGehVUkT58+zWOPPUZ8fDxG\n", "o5H4+Hi9c42a6+3d/OjgR9zodHO5ycnLx6/h9g4csqPSdacjlcVmNpJiv9ltyU2xYY3w4/ZY3C8j\n", "QZUsquQAtbJEKqzJIG0225De3OfzoWma0mfDNQ28/c5dub0+fONg4o70eCsvPlTAtgs3SLaZWX1X\n", "mvQkhQgirN8Kp3PgR1CP5/Yfy/bt28evfvUr6uvr/et27txJSUkJJSUlnD9/PsKo+piYYOW7D+Rg\n", "MRlItZv5xpIsYswDi7pK/ZSRzDItLZbvPpDDf108hczEmKhmGS7JEkiVHKBWlkiFdSQ5b948/vM/\n", "/5P29na2bNkS1iWJRUVFlJeXD1hns9lYuXLl0JLqxGIy8kB+CnMmxmE2GpggYxmFEP2EfY+brq4u\n", "6uvrycrKwmIJbzhLeXk5ycnJZGZmAr1Hl11dXWiaRl5eXshxkHfyOEkhhLp0uccN9N7TJi8vb0ih\n", "+hQVFfm/3rt377DeSwghRkNYPck9e/Zw9epVqqqqeO2117h8+fKwNxzO0Wj/PkZpaWnUlvu+ViHP\n", "rZmimefll1+O+v7o8/LLL0d9f6j28yLfn8GXIxHWx+2SkhLWrFnDjh07KC4u5vXXX+dLX/rSbd/8\n", "1o/b1dXV5OTkALBr1y4eeeSRQV+r0sft0tJSZYYwSJbgJIu6OUCtLLp83DYajRiNRv9QoJiY258J\n", "PXjwIJWVldhsNnJzcyksLKS6upqTJ08CvSeD7hSqfHNBsgxGsgRSJQeolSVSYRXJnp4eHA6Hv0iG\n", "c65nxYoVAesKCwsjjCeEENEVVk8yMzOTkpISlixZQllZGZWVlXrnUspQexl6kCzBSZZAquQAtbJE\n", "KqwjyaVLl7J06VIAZs2axbRp03QNJYQQqgh7nORoU+nEjRBi7BjRe9wMZt++fUN5mRBC3HHCKpL7\n", "9+/n9ddf56WXXmLjxo28++67eudSikr9FMkSnGQJpEoOUCtLpMIqkg6Hgy996UvcfffdPPnkk0yf\n", "Pl3vXEIIoYSwiqTBYAB6pz6Dm3dRHC9UGuMlWYKTLIFUyQFqZYlUWEWyb2o0k8lEe3s7brdb11BC\n", "CKGKsIrkF7/4RQBWrVrFoUOHmD17tq6hVKNSP0WyBCdZAqmSA9TKEqmwL0uE3ssR165dq2sgIYRQ\n", "yZDGSb711lu6X2Io4ySFEHrQZYKL0tJSrl+/7r9XzQcffCDXYQshxoWwepJNTU08/vjjrFu3jnXr\n", "1vG1r31N71xKUamfIlmCkyyBVMkBamWJ1JCuuElLSxvpHEIIoaSQPcm+G3mdOHGC7Oxs/+S5x44d\n", "47nnntM1mPQkhRB6GNFrt/sOkRcvXuwvkEIIMZ6ELJJPPfUUs2fP9o+LvHLlCiaTia9+9aujEk4V\n", "KvVTJEtwkiWQKjlArSyRClkk4+PjAThw4AAOh4OHHnqI9vZ2jh07NirhhBAi2sI6cdPa2sqiRYuw\n", "Wq3cd999NDU16Z1LKSpddypZgpMsgVTJAWpliVRYRXKw27+2t7ePaBghhFBNWEWyq6uLxsZGABob\n", "G/03Ajt8+LB+yRSiUj9FsgQnWQKpkgPUyhKpsK64qaur49e//jVTpkyhpqaG3NxcNm/eTEVFBV/4\n", "whf0zjjuOLo9dLl9JMSYsFtM0Y4jxLgW1rXbp0+fZuHChWGv7+Pz+dA0zX85YyTG2zhJn6ZR29aN\n", "0+Pj/5yu5dx1B0UzJvCV+ZNIsQdvdwghIqfLPW4GK4ShCuS+ffv41a9+RX19vX9dXV0dGzZsYNOm\n", "TVy/fj3skMPV7vJQ295Nu8szatuM1Kmr7XxjWwXHP27j1LUO3F6NnR80cqmxK9rRhBjXhnRZYjiK\n", "iopYvnz5gHUnT55k/fr1PPHEE5w4cUKvTQ/Q0NHNP79ZxbOvl/NPh6uo7+iO+D2G209xdHsoq3NQ\n", "Xu/A2eMNeLy928PLx2tw+zQMtzxmNAxco1JvR7IEp0oWVXKAWlkipVuRDCY2Ntb/tdVqHZVtXmzs\n", "4uS1DgDO1nRQcWN0j8xcHi9by27w7V2X+Mudl9j7YRNur2/AcyxGA6l2Mz4NnG4fi7ITSYgx8fjc\n", "DKZPiB3knYUQo2FUb1bTv/052LCikWYxGW9ZvvVY7fZCjfGq6+imtq2bJLuZvFR7wJFfm9PDpvdu\n", "thw2navngfxkJsTe/CNht5j4i2XZ/OZULRcbO/nzxVkk280kxJiJMQ/Mr9J4M8kSnCpZVMkBamWJ\n", "1KgWSa/35kdNg+H2xaq0tNS/c/sO1yNdnrNgMV++ZyJHKltYkhXHXelxw3q//stxGVm8UuakstmF\n", "2Wjgbx+YzJKCiQOeP3fBEvJSbVxqdAJQkGbHbjYFvN/VC2f44qQkZt99NxaTcUTyybIsy3Lw5UgM\n", "aWbycJWXl5OcnOyfHGPbtm2sXbsWTdPYtWsXjz766KCvHcmz226vj64eL7FWU8CRZTj6F+v+3qvt\n", "4Lt7LvuX196dzjfuzwp43tVWF3+60oLZCMvzU5iSZIs4w+2yRINkCU6VLKrkALWy6DIz+VAcPHiQ\n", "yspKbDYbubm5FBYWsnjxYjZu3IimaaxYsUKvTQewmIwk2QcWR5fHy8mP2/nTlWYWTEnkgfxkEm2R\n", "tQASbWZiTAa6vb1/Z6an2YM+LzvZxjMLJg8tvBAR0jQtrE9qIjy6HkkOh97jJMvqHHx71yX/8g9X\n", "5nN/TlJE76FpGh80dHHiahu5yTbmT0kgScY0iihxur0cq2rlwKVmluQk8dmCFJIi/MM/HihzJKm6\n", "ju6BYyabnZHfS9xgMDB7YhyzJ8aNVCwhhuzDG1385MjHAJytdTAxPibiP/wi0KgOAVJJboqd/NTe\n", "j8cpdjOzMwYvdCqN8ZIswUkW6LxlDG5DqyMqOYJR6fsTqXF7JDk5MYYfrcqnsctNss3M5MQYHN0e\n", "Wp0e7BYjE+LCH8fp8WnUtLnw+mBKUkzAsB0hRkNeqp1pE+xcbnKSEWchJ0H6kiNh3PYkofcvb5vL\n", "Q6zFiAED/+dMLbsrmpiUYOEfVhWQmxL8REx/mqbx9ket/NPhKnwa/MWns1k1I3VIZ9GFGK7Gzh6a\n", "u9wk2cxMTIiJdhwl6XLt9ljU5vTw61M1PPt6OX+1+xLX2lzsruidTLiuw82bV1rCep+qFievnKjB\n", "98mfmv/1zjWauyLvbwoxEtLirMxIj5MCOYLGbZGsbHGy+4PeoljV2s27tR0k2W52HxJibn49WD/F\n", "p2mcqG4jNfbmGcQUuzngqp5ut5duT+A120OhUm9HsgSnShZVcoBaWSI1bnuSFuPAQpYQY+LPFmfy\n", "h/camJm33u1qAAAWoklEQVQey6dzb39WUNOgrKGTzxakkGI34/ZqrP/UJFL7XXL4QUMnv3znGlaT\n", "gW/en0WBXIstxB1l3PYknT1e3rjUxNayG9ydEcdnp6WwrayBZXnJLM5KJC0+8ONKV4+HsvpOqpqd\n", "zJkUz6yMOK40OfnbA1eYFBfDY/dksDAr0X/iprGzh2+WXKTV2TvcaHqanZ98fhrxMUP729TZ4+Xi\n", "jU66erzkT4glM3HsfKTqcHn4sLELj09j2gR7RCfOhIiEjJMMk91q4tG70vlsfir1jm6+tf1DAM7U\n", "OPi/C6fy0IzAAlRW38kP3qgEeo9Ef75mBtPTYvn/1szE7dOYEGsZcMLG69MGDMtod3nxfPI3qcHR\n", "Q2WzE7vZyPS0WGKtt5+Y+PCVZn5x9BoA0yfY+YeH8gdMlHGncnt9bC+/we/O1gHw4LQUnr8/a8h/\n", "TIQYSeO2JwlgMhpIsptp7/aSGmvmG0um8PT8ScRajPT0m86sr59S3eICIDfFxuyJcbR9MgB9QpyV\n", "SQkxAWe00+KsfPszUzEaemcf+m+fziLZZqHV6eZnb3/M3+6v5Lt7LnO48vYnibw+jUOXbz7vUpOT\n", "lq7oTiI8Un2mzh4vey/evAPnocsttHdH1sNVqeelShZVcoBaWSI1Zv9Ue30aJmN448TyU+x8bWEm\n", "//PoVXq8vRPf/svqadgtJjRNwx6fCMCirESSbSaud/Rwvq4Tk9EQ8jpZk9HAA/kpzErv7UP2fTxu\n", "cXo4W9M7x+Vn8pLp8fhod7pJDHFJo8loYFluMhfqOwHISooZcKLpThZrMbFwSiJ7P+wtlHMmxhIf\n", "xpG1EKNhbPyW9dPucnPocgtvf9TK56alsDw/5bYf2zQ0utxeej6ZqEIDLjV28ZtT1/H4NL79mWze\n", "rWnn41YXdouJpi43n585gXc+buf41XaKZkwgLzVwTOVHzU6OVrWSYjezKDvJX0wTYkxMSbRSmJ9C\n", "WZ2D/zhZS3Wri2fmTyYldvBCuWJ6ClOSYujs8TIzPZb0+Oh+1B6pWV2sZiNfWTCJeZnx9Hg15k6O\n", "JzHCPwCqzDAD6mRRJQeolSVSY65IftDQxcvHa4DeHuLkxBgWTEkM+Rqn20ePV8NuMeJ0+zAawGYx\n", "YTMbWZSdiNVk5M3KFjq6vRTmpTArPY5j1W289VErAEc/auV/rpnBhDgrPk3DaDBQ7+jhr/ddofGT\n", "MZNfnNPN1xdPwWAwkBZn5R9WFXC2poPzdb1Hhnsqmlg6NYlFUwc/q55ks7AkxON3svQ4K5+dlhrt\n", "GEIEGHM9Scct16923aa31ep04/L4mJxg5XsP5PBnizP5p6ICEmNMfHXBZJYXJFFa1crei82UVrXx\n", "/x67ysQEKx+1OP3v0dDpps3l4dXTtXx/72WOV7fhcnv9BRJ6C3b/Pmd2so0468Ddf+us5sGo1NuR\n", "LMGpkkWVHKBWlkiNuSI5Mz2WrKTe3t+0VDsFg8zxCL1nmH/8ZjXfLLnI/z59nQZHDzazkR+8Ucn+\n", "D5uJMRuoaethUXYisZbeXdXR7aXd5eGxORn+9/nyvRmcu+5g47l63q118PcHK3G6fRTmJfufs/bu\n", "dGLMA/tscyfF89mCZJJsZh6ZNYEWl5sbjp6R3B1CiGEak+Mkbzh6aHN5SLabSftkvF11i5PmLjcZ\n", "8Vb/zODHq9v42wOV/td9tzCbkguN1Dl6KL47nd9/MiQlIcbE2rvT+d3ZOtbdnU7RzAlMToyhqsVJ\n", "j1cjNyWGDe/Ws7Xshv+9frp6GllJNqpbXNgsRvJT7UEnvqhqdrKnopEPbnRx8UYXf7Z4Cl+cmxHw\n", "PCHEyJBxkkB6vHXASY3LjV18Z/clutw+JsRa+MnD05iabMNmGVi0ku1mJiZY8WgaVc0urCYDPV6N\n", "jm4vuak2vv2ZbMxGAz95s5ofPZTPzPSb06t9riCFA5ea6ej28umcJLKSbKTGWgZcshhMR7eXkvJG\n", "/3JNm2uE9oIQYiSMuY/bwVxuctLl7u0HNnW5ea+2g9PX2slLsfHflmYxfYKd/7JgEok2K1++dyIr\n", "C1JZlpfEujkZfPP+LGamxVJe38XP3r5KvcNNVYuTpi43x6vbuFDvoMfjY0Z6HL9YM4P/VTyTv1iW\n", "fdvi2GdKUgxLP5kYNdZiZOWMCSGfr1JvR7IEp0oWVXKAWlkiNSaPJPu72tp7VUsfA71jDg9eaiIx\n", "JoMHC5KZnGDl3VoHF+odoGkkx5p56XA10Fu4/uqBHH506COW5SZR297N0/Mn8dMj1VS3dgM3b/0w\n", "lBt8pcZa+Mtl2Tw5byKxFhPZyUO/SZgQYuSNyZ5kn0ZHN785fZ0Gh5slUxO53t7NgqxEattcxMWY\n", "aXN6yE6x8aODH9G3E763fCrv1jjYf6nZ/z5/tyIPl7v3LHmry8P0tFjev+7Aajayo/wGd2fE86V7\n", "M8hKssmEu0IoTnqS/TR0uvmgoZPa9h4u3ujk+fuzeOlwlX/Q+LeWZuFye+n/V6Kuo4dpaXYOXgaf\n", "BhnxFuyfnHhx9HgpMBn44YGPqGnvxmI08GdLptDm9PC9PZf51tJslhekROc/K4TQxZg+7LGYDHw2\n", "v7do9XgHXlUDvfNBToi1kBjTOzQn1mLEbjax84NGnls0hf+xLJviu9OxaB4mJ8YwPS2W5k43Ne29\n", "H7PdPo3a9m7qHd20d3vZe7ERvQ/MVertSJbgVMmiSg5QK0ukxvSRZLzVTEe3h6/dl4nZANPSYvm/\n", "Fk7G49PY9UEj2Uk2att7+MGDuVxucmI1GdE0jeykGHo8Pj6o7+Ram4u77rUDvVeDJH8yqa77k2I7\n", "IdbCrg96z07Pn5Io9zsWYowZ9Z7kzp078Xp7+3sFBQXMnTs36POG05Os7+jmWlvv0d7Lx2v4uNXF\n", "N5ZM4bdnrtPl9pFsM/M3D+Zytc3FL45e4/G5GVS3uDAYDHzY2ElWko37pybxpyvN/OWyqUxL652g\n", "4lJjFyc+bqNggp0PG7soSLWTmRjDuVoHqXEW7p0cT4rcd1sIpSnfk7TZbKxcuVK397/R2cOLh6uo\n", "aOjCaID/vjSLzk+G/9yfk8SUxBgMBgNtLg9by3qPALOSbXzY2EVnj4+n5k2ixekhK8nKV+dPxqdp\n", "uDxemjrdvLD3Mh3dXgzAf12UybK83o/y+UFmG2/s7OH0tXaaujzcPzUx6HOEEOob9Z6k1+tl69at\n", "bNmyhbNnz474+zc4eqho6AJ6T7zYLCZ+e+Y6aXEW2l1efne2jj+8V0+M2cinpybw1LxJ7P+wmXdr\n", "HXzY2MVvTtUyOyOOH+z/iB/sr+Q/Ttby3tVWXG4fHZ9cB64Bp6+1h+w/7vqgkZ+9fZXfnrnO9/dd\n", "oa6je0T+fyr1diRLcKpkUSUHqJUlUqN+JFlUVOT/eu/evSP+/okxZuKsJjp7vCTEmKhp76bHq9HY\n", "6ebUtXYAXB4fBy41k5Nso6vHi6Pn5uS1TrePa+03C9p71x18JjeJuyZZWJKdyPGr7RgNUHx3xqD9\n", "R69P4/3rN28M3+L0BNw4XghxZ4jq2W2LJXT/rv9fn9LS0rCWs5Nt/PPD03hq7gS+ft8ksj6Z6Nbl\n", "8Q24i+GkhBj2XGxi36VmHp6ZRozJgAH4xpIpOPsVzcwEK8l2Cx9eeI+1UzX+5eFp/OILMzE1Xh40\n", "j8lo4KGCBP9ji7ITaK+/NqT/z63LffPyDfX1I7ncX7Tz3JopmnmWLVsW9f0h35/b5wnXqJ+4qa6u\n", "JicnB4Bdu3bxyCOPBH3ecAeT17S5+Ks9l/kvCybT4vLQ0e1hRlocBy83MzHeSnZyjP9+Mal2M3/9\n", "uVyS7RYmxVtpcropr++k2emmINXO1BQ7E8K8zLBPj8fHlWYnXT1eclJs/ok2hBDRFemJm1E/kqyu\n", "rmbz5s1s3ryZmTNn6raduo4ebnS62Xy+AbPRQKPDTU27iy/OSSfRZiI7yUaqvbfbcF9WItnJNrKT\n", "bVjMRiYlxPC5aak8Nncin5qSyAdnT0S8favZyF0ZcSzIShzRAqlSb0eyBKdKFlVygFpZIjXqPcnC\n", "wsJR2U56nJlvLc2iucuN1WSk+O50spJtNDvdPDwzjZRYC7/4wky6erxMiLOQIHfmE0IEMWav3T5/\n", "vYPv7L6MBpgM8LNHpnPXxPiRCyiEuCMp/3F7tFzv6PFfk+3VoLHTHfL5QggRzJgtklOTbf6z2bEW\n", "I5mf3NJhKFTqp0iW4CRLIFVygFpZIjVmG3Ez0mP5+aMzaHD0MDnBKle8CCGGZMz2JIUQIhjpSQoh\n", "xAiSIhkGlfopkiU4yRJIlRygVpZISZEUQogQpCcphBhXpCcphBAjSIpkGFTqp0iW4CRLIFVygFpZ\n", "IiVFUgghQpCepBBiXJGepBBCjCApkmFQqZ8iWYKTLIFUyQFqZYmUFEkhhAhBepJCiHFFepJCCDGC\n", "pEiGQaV+imQJTrIEUiUHqJUlUlIkhRAiBOlJCiHGFelJCiHECJIiGQaV+imSJTjJEkiVHKBWlkiN\n", "+j1u6urqOHToECaTiQceeIDJkyePdgQhhAjbqPckd+zYwZo1awAoKSmhuLg46POkJymE0IPyPcnY\n", "2Jt3LbRaraO9eSGEiMioF8n+B64Wi2W0Nz8kKvVTJEtwkiWQKjlArSyRGvWP2/v27aOoqAiAgwcP\n", "smLFiqDPO3PmDK2traMZTQgxDiQnJ7NgwYKwnz/qJ26cTifQe0TZ93UwkfwnhBBCL6N+JFlbW8uR\n", "I0fQNI0VK1aQkZExmpsXQoiIKHvFjRBCqEAGkwshRAhSJIUQIgQpkorz+Xx4vd5oxwDUyiLEaBn1\n", "s9u3o9Jlizt37vQXhYKCAubOnTuq29+3bx+VlZUUFxeTmZkJRG//BMsSzf1z4cIFLl68iM/nY8mS\n", "JWRlZUVl3wTLEa39cuzYMerr6wGYOnUqCxYsiNrPS7As0dovTqeTn//85zzzzDND+z3SFLN9+3b/\n", "19u2bYtiEk3bv39/VLevaZp24cIFraamxr8czf1za5Zo7p8jR474v969e7emadHZN8FyqPBz88Yb\n", "b2iapsbvU1+WaO2XvXv3amfOnBny75FyR5IqXbbo9XrZunUrmqaRl5enxLXksn96FRYWBqyLxr4J\n", "liOa+6WqqootW7awdu1aILo/L7dmicZ+aWlpITY2FpvNNmB9JPtFuSKpKXTZYt+VQQB79+6NYpKb\n", "ZP8MdODAARYtWgREd9/0zxHN/ZKbm8vzzz/P9u3byc/Pj+o+uTVLNPZLaWkpq1evpqKiYsD6SPaL\n", "ckWy/4kBg8EQxSQDRbsg9ZH9c9ORI0eYPn06aWlpQPT2za05+ovGfrHZbCQkJADR/3npn6W/0dov\n", "9fX17Nixg4aGBnJzc/09yUj2i3Jnt8O9bHE0VFdX+792uVxRTHKT7J9eb7/9NhMnTiQ3N9e/Lhr7\n", "JliOaO2X5uZm/9d9R0rR+nkJliUa++W5556juLiYZcuWMWfOHP/6SPaLckeSixcvZuPGjf7LFqOp\n", "urqakydPAjBv3rxR3/7BgweprKzEZrORm5tLYWFh1PZPsCzR2j8NDQ0cPXqUWbNmUVFRQUdHB08/\n", "/fSo75vBckRrvxw9epTu7m4AFi5cCETv9ylYlmjtl+bmZkpLSwccSUayX+SyRCGECEG5j9tCCKES\n", "KZJCCBGCFEkhhAhBiqQQQoQgRVIIIUKQIimEECFIkRRCiBCkSN7BHA4H//7v/055efmob/vgwYNs\n", "27aNzZs3U1ZWNuCxo0eP0tLSMqz3r66u5sUXXxzWe4xF4e7bM2fO8Morr4xCorFPiuQdLD4+nmXL\n", "lo36dq9fv47ZbGbt2rU8/vjjAUXS7Xbj8XiGtY2cnBzuuuuuYb3HWBTuvl2wYAHp6emjkGjsU+6y\n", "RBHo9OnTvPXWW0yaNInY2FjcbjfJycmsXLkSgBMnTnDp0iUAJkyY4C+cPp+PLVu2YDab0TSN+Ph4\n", "Vq1a5X/fY8eOUVtbi9VqxefzYbVaefjhhwG4ePEi586dw26343K5WLhwIfn5+QDExMTgcDj823C7\n", "3f73LC8v5+zZs9TU1BAXF4fRaOThhx/GbL79j1p5eTnnzp3DZrPhdrvp6uryP9bc3Mz+/fux2+14\n", "vV4yMzNZsmQJPT09bNiwgc7OTp544gkSExP54x//SE1NDc8880zIu3Hebr8Otk3oPYo/dOgQTqeT\n", "uLg4enp6MBqN/mnBLl26xPnz5zGbzfh8Pmpra/nmN795233Q1dXF1q1biY+Px2QycfHiRb7zne+E\n", "tW8PHjxIc3MzZrMZk8mEz+e77fZEGIY9o6UYFS+99JJ248YN//KJEye0CxcuaBcuXNAOHDjgX//6\n", "668P+h5/+MMfBiz//ve/1zo6OjRN0zSv16t9/PHHmqZpWmdnp/b73/9+wHM3b96s9fT0+Jc3bdqk\n", "vfLKK9qLL76ovfvuuwOee/jw4QFZw9HV1aVt3LjRv+zxeLQXXnjBv/zqq68O2P7Ro0e1jz76SNM0\n", "TfP5fANeu3fvXq21tTWs7Q62X2+3zT4vvPCCVl9fP2Cd0+nUNm/ePGDd0aNHw8pTWVnpn6RW0zSt\n", "qqpqwOOD7dsLFy5o77zzjn/5xo0b2o9//OOwtilCkyPJO8SUKVMGTMU1b9483njjDQoKCvwX7QOY\n", "TCb/193d3ezfvx+v14vRaOTKlSsD3vOxxx7j+PHjuFwuXC6Xf9KB+vp62tvbKSkp8T/X5XLR0tJC\n", "RkYGlZWVZGRk8OUvfxmADRs2MGfOnAFHi1qEUwLU1NQwY8aMAf+P/rO21NXVsXv3bv+yz+fDbDaT\n", "m5uLwWAgLS2NxsZGUlNT6ejoICkpKaztDrZfZ8+eHXKbfebPnx9wtFpbW+s/6u6zdOnSsPLk5eXh\n", "9Xp54403/NN55eTkDHhOsH176dIlHnroIf9yWloaWVlZYW1ThCZF8g5RU1NDY2Oj/xf6vffeY8aM\n", "GSFvzLVnzx4efPBBEhMTAejs7PQ/5vF4uHz5MsuXL/eve+2118jNzSUrK4uJEydSXFzsf6z/RzeH\n", "wzGgMMTFxeHxePxF0mw2R3zDsClTpnDq1Cn/bNUej4f333+f9evXAzB9+nRWr149YB7C/r25wsJC\n", "du3aRVZWFvfdd1/Y2711v547d46ZM2eGtc3BTJ48mTNnzgyYefvq1aukp6cHzJB9q/fee497772X\n", "adOmAb0tkerqan+hHGzfTp8+nXPnzvnbATdu3ODq1au3zSpuT2YBukNs2rQJs9nsnyB0woQJLF26\n", "lN/97ncAPPvsszQ2NvKb3/yGz3zmMxQWFnLhwgXKy8uxWCx4PB4uXbrEpz71KYqKinC5XPzyl78k\n", "Pz8fg8FAd3c38+fP9/9yXr16lVOnTvkLn8Ph4NFHH/VPoNp3Uyefz0dWVpZ/Vm6Ajo4Odu7cSXx8\n", "PNB7gulzn/vcbf+PZWVlnDt3jvj4eLq6umhvbyc3N5eioiI6Ozs5cOAARmPvucbOzk4WL1484Iht\n", "+/bttLa28swzzwxrv/b94Qi1zcrKSt5//33Onz/P3LlziYmJ4fOf/7z/fcvLyykrK8NqteLxeEhN\n", "TQ1rH2zdutW/vT5r1qzxrwu1bw8cOEBLSws2mw2Xy0VDQwNLlizxT1UmhkaK5B1i8+bNPP7449GO\n", "MebIfhW3I0OA7gCnT5+moqKC7du3097eHu04Y4bsVxEOOZIUo6JvyEywH7f4+HhdZs2OxjZvZ9++\n", "fUFvXWA0Glm5ciV2u33UM4nQpEgKIUQI8nFbCCFCkCIphBAhSJEUQogQpEgKIUQI/z+LysO7jzRK\n", "JwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.779257\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtcVPedN/DPzDDDMAyI3EGEQUSJUUOiUaJIbGKUxBta\n", "rUlc29226TbNPr1s2te23fbZJ9s+21f7art9+nSb7jbbbJpNTKNcjBe8thqBGBJ5NEaCNwRFucid\n", "YZj7ef4gjsAM4wzMmfnhfN6vV16ZMxfOxwN8Oed7fud3FJIkSSAiIo+UoQ5ARCQyFkkiIi9YJImI\n", "vGCRJCLygkWSiMgLFkkiIi9kLZJDQ0P4yU9+gps3b7qea2trwxtvvIG33noLra2tcq6eiGjSZC2S\n", "J06cwJo1a0Y9V1tbi+3bt+Ppp5/G+++/L+fqiYgmTbYi2dPTA51OB61WO+p5nU7neqzRaORaPRFR\n", "QMhWJKuqqlBYWOj2/MgLfNRqtVyrJyIKiAi5vnB7ezveeecddHR0wGAwID09HQDgcDhc71EoFON+\n", "/vDhw1CpVHLFI6IwFRcXh0WLFvn8ftmK5Je//GUAQH19PeLi4lzPDw0NARjeo7z92BOVSoWHHnpI\n", "rnhEFKbq6ur8er+sJ266u7tRVVWFjz/+2PXc0qVLsXPnTuzcuRNLly6Vc/UBU1VVFeoILsziGbO4\n", "EyUHIFYWf8m2JwkA8fHx+MpXvjLqufT0dDzzzDNyrpaIKGAUok6VduzYMR5uE1HA1dXV4fHHH/f5\n", "/bzihojICxZJH4jUT2EWz5jFnSg5ALGy+ItFkojIC/YkiSissCdJRBRALJI+EKmfwiyeMYs7UXIA\n", "YmXxF4tkEFgdTjicQnY1iOgu2JOU2ZmbA/jDBzeRGK3G3yxOx8w47d0/RESy8bcnKesVN+HuRp8Z\n", "Pzx0BRaHBNwClAoFvvcZA1TK8Sf2ICKx8HDbBxPtp9gc0nCB/FTXoA3OSe64i9TbYRbPRMkiSg5A\n", "rCz+YpGUUUqMBl96eHiKOG2EEl98OA1qFTc50VTCnqTMhmwOdBitUKsUSI9lP5Io1NiTFEyUWoWs\n", "6VGhjkFEE8RjPx+I1E9hFs+YxZ0oOQCxsviLRZKIyAv2JIkorPDabSKiAGKR9IFI/RRm8YxZ3ImS\n", "AxAri79YJImIvGBPkojCCnuSREQBxCLpA5H6KcziGbO4EyUHIFYWf7FIEhF5wZ4kEYUV9iSJiAKI\n", "RdIHIvVTmMUzZnEnSg5ArCz+knUWoJqaGrS3twMAMjMzsWjRIuzduxcOhwMAkJOTgwULFsgZgYho\n", "UoLWkzx8+DBWr16NI0eO4Iknnrjr+9mTJCI5CDefZFNTE0pLS7Fp0yYAgMPhQFlZGSRJQnZ2Ngsh\n", "EQlN9p6kwWDACy+8gA8++AAAUFxcjM2bN+Ozn/2s61BcdCL1U5jFM2ZxJ0oOQKws/grKiRutVouY\n", "mBi359VqtdfPjdywVVVVXBZs+dy5c8LkOXfuXMi3h2jL/P6Mv+wPWXuS3d3diI+PBwDs378fa9eu\n", "RXNzM7KysgAA+/btw7p16zx+lj1JIpKDUD3J6upqWCwWAMDixYsBAM3NzaitrQUA5Ofny7l6IqJJ\n", "k/Vwe/369diyZQu2bNkCg8EAACgqKsLWrVuxdetW5Obmyrn6gJnobrocmMUzZnEnSg5ArCz+4mBy\n", "IiIveO02EYUVXrtNRBRALJI+EKmfwiyeMYs7UXIAYmXxF4skEZEX7EkSUVhhT5KIKIBYJH0gUj+F\n", "WTxjFnei5ADEyuIvFkkiIi/YkySisMKeJBFRALFI+kCkfgqzeMYs7kTJAYiVxV8skkREXrAnSURh\n", "hT1JIqIAYpH0gUj9FGbxjFnciZIDECuLv1gkiYi8YE+SiMIKe5JERAHEIukDkfopzOIZs7gTJQcg\n", "VhZ/sUgSEXnBniQRhRX2JImIAohF0gci9VOYxTNmcSdKDkCsLP5ikSQi8oI9SSIKK+xJEhEFkKxF\n", "sqamBuXl5SgvL8fp06cBAG1tbXjjjTfw1ltvobW1Vc7VB4xI/RRm8YxZ3ImSAxAri78i5Pziy5Yt\n", "cz0+fPgwAKC2thbbt28HAFRUVKCkpETOCEREkyL74XZTUxN+8YtfYPbs2QAAnU7nek2j0ci9+oAo\n", "LCwMdQQXZvGMWdyJkgMQK4u/ZC+SBoMBL7zwAj744AMAwMjzRGq1Wu7VExFNSlBO3Gi1WsTExAAA\n", "HA6H63mFQuH1cyP7GFVVVSFbvv1YhDxjM4Uyz8svvxzy7XHbyy+/HPLtIdrPC78/4y/7Q9YhQN3d\n", "3YiPjwcA7N+/H2vXrkV5eTk2bdoESZKwb98+rF+/3uNnRRoCVFVVJczhArN4xizi5gDEyuLvECBZ\n", "i+TevXthsVgAAIsXL4bBYMDNmzdx4sQJSJKEVatWITk52eNnRSqSRHTv8LdIynp229NeYnp6Op55\n", "5hk5V0tEFDAcTO4Db72MAYsdfUN2IbIEG7N4JkoWUXIAYmXxl6x7kve6S50m/PxEM8x2J75VmIn8\n", "GTGhjkREAcZrtyfIaLXjO/su40r3EABAp1biPz57H5L1U2PsJ1G4Csq120ajcSIfu6dITsDqcLqW\n", "bU4JTjH/3hDRJHgtkvX19R7/e/PNN4OVTwie+ikx2gh8s3AmYiJViFQp8L2VhqDsRYrU22EWz0TJ\n", "IkoOQKws/vLak6ypqUFhYSGuXLmCjo4OPPjgg6irq3ONfQx3C9Ji8LvNeXA6JSTpNVDeZXA8EU09\n", "XnuSRqMRer0eb731Fp5++mnX83/605+wbds2WYOJ3pMkoqkpoD1JvV4PwH0iiqkyMQUR0WT5dOLG\n", "ZDLB6Rw+SeFwODAwMCBrKNGI1E9hFs+YxZ0oOQCxsvjLp3GSTz75JP77v/8bGo0GFosFa9eulTsX\n", "EZEQOE6SiMJKUMZJtrW1TeRjRERTjk9F8vz586OWa2pqZAkjKpH6KcziGbO4EyUHIFYWf/lUJC9d\n", "ujRqOSKCl3wTUXiY0OH27TPd4UKUyUIBZhkPs7gTJQcgVhZ/ed0l3LdvH4aGhtDQ0ACbzeZ6PiUl\n", "RfZgREQi8LonuW7dOmzduhX5+fnYunWr67+ioqJg5ROCSP0UZvGMWdyJkgMQK4u/fDrcfvLJJ+XO\n", "QUQkJI6TJKKwIss4yQMHDuD69etoamrCm2++icuXL084IBHRVOJTkbRarZgxYwbOnDmDZ599FnV1\n", "dXLnEopI/RRm8YxZ3ImSAxAri798KpJKpRJKpRJarRYAEBkZKWsoIiJR+LwnaTQaXUVS0DambEQa\n", "48UsnjGLO1FyAGJl8ZdPRTI9PR0VFRUoKCjAxx9/jMbGRrlzhYTN4YTF5gh1DCISiE9FctmyZfir\n", "v/oraLVa5OXl4Wtf+5rcuYKuuWcI/+tII17cfxnnWkfPlylSP4VZPGMWd6LkAMTK4i+/L0uMiIhw\n", "HXYDwJkzZwIaKBSsDidefu8GPmgZwMVOE35wuBFtA5ZQxyIiAUzo2u2RmpqaAhAjtOwOCb1mu2t5\n", "yOaE3Xmn7ypSP4VZPGMWd6LkAMTK4i9Zp/M5f/48Lly4AKfTiYKCAmRkZGDv3r1wOIb7fjk5OViw\n", "YIGcEXyi06jwtwUz8E+HG2G2O/E/lmUgOZr38SGiAOxJetPV1YXNmzdjy5Yt+OijjwAAWq0WJSUl\n", "KCkpEaJA3vZgegx+t3kuXtlyH9bMSYAm4s6mEamfwiyeMYs7UXIAYmXxl6x7kp4mwnA4HCgrK4Mk\n", "ScjOzhbq0sP0WO3d30REYWXS125XVFSgpKTE63uOHDmCBx98EImJiaOer6ysHHfyDF67TURyCMo9\n", "bvxx4sQJ5ObmuhVIAFCr1V4/O3IXvaqqistc5jKXA7Lsj0nvSTY1NcFgMHh87eTJk0hKSkJeXp7r\n", "uebmZmRlZQEYntR33bp1Hj8r0p5kVVWVMGfnmMUzZhE3ByBWFn/3JH3qSVZXVyMhIQF5eXm4fPky\n", "9Ho9UlNTAWDcAtnR0YHq6mrk5eWhoaEBAwMD2LFjB5qbm1FbWwsAyM/P9zkoEVEo+LQnuXPnTqxe\n", "vRoJCQlwOp0oLS3F1q1bZQ0m0p4kEd07ZOlJRkdHIyEhYfgDSiVUKtXE0hERTTETOnGjVMp+vkco\n", "E234yoFZPGMWd6LkAMTK4i+fqp1CoUB3dzcAoLu723XFDBHRvc6nnqTD4cCRI0dcc0oWFxcjIkLW\n", "cejsSRKRLGQ5u61SqVBcXDzhUEREU5VPh9uXLl2SO4fQROqnMItnzOJOlByAWFn85VORPHv27Kjl\n", "q1evyhKGiEg0Pt/jZqSxRfNeJ8qVAgCzjIdZ3ImSAxAri798vn3DoUOH5M5CRCQcn4rk66+/jv7+\n", "fuzatQu7du3CuXPn5M4lFJH6KcziGbO4EyUHIFYWf/l0dvvJJ5/E4sWLXcsHDhyQLRARkUgmPQuQ\n", "XDhOkojkINx8kkREU5lPRbK/vx+7d+/Ga6+9BrvdjvLycrlzCUWkfgqzeMYs7kTJAYiVxV8+FcmD\n", "Bw9i48aNmDZtmuyXIxIRicSnIqnVakfdaiHcpkoTaYwXs3jGLO5EyQGIlcVfExpM7nQ6ZQlDRCQa\n", "n4pkcnIyqqqqYLfbcerUKWRmZsqdSyiT7aeYbQ4MWOxCZAkkZvFMlCyi5ADEyuIvnxqMRUVFqK+v\n", "R29vL1JTU8e9rw25a+4Zwm9qWtBlsuGrBTOwOCMWSoUi1LGIyEccJykjh1PCj441oqa5HwCgVirw\n", "u815mBmnDXEyovAly3ySnZ2dqKysRFRUFKxWK4qLixEfHz/hkOFCkiQMWu/0b21OCQ6nkH+TiGgc\n", "Pg8B2r59O7Zs2YJt27bh8OHDcucSykT7KREqJb70cDpiI1VQKoC/W5aBtNjIkGSRA7N4JkoWUXIA\n", "YmXxl097kjqdznXzL5VKBa2Wh4u+ykuOxsub8mBzSkjSqaGO4EVORFOJT7+xZrN51LLJZAIA1NbW\n", "Bj6RgCY7xitJr0F6bGRACqRI482YxTNRsoiSAxAri798+q11Op34z//8T9TV1eHVV1+FVqtFfX09\n", "zpw5I3c+IqKQ8qlImkwmPPLII9BqtVi6dCny8vIg6ElxWYjUT2EWz5jFnSg5ALGy+MunnuSzzz4L\n", "vV7v9nxmZiZaWlqQkZER8GBERCKY9DjJiooKlJSUeHzt/PnzuHDhApxOJwoKCpCRkYG2tjYcO3YM\n", "KpUKjz76KNLS0jx+9l4YJ0lE4pFlnOREdXV1YfPmzQCGZzPPyMhAbW0ttm/fDsB7gSUiEoGs41GK\n", "iorcntPpdK7HGo1GztUHjEj9FGbxjFnciZIDECuLv4IyaO/IkSNYsmQJAIw64TNy+jUiIhHJXiRP\n", "nDiB3NxcJCYmAgAcDofrNcVdJnoY+denqqoqZMuFhYUhXf/I5dvjzUTIM1Ko84zNxJ8Xfn/ulsdX\n", "sp64OXnyJJKSkpCXl+d6rry8HJs2bYIkSdi3bx/Wr1/v8bM8cUNEcgj6jcDGG/7T0dGB6upqNDQ0\n", "oKKiAq+//joAYOnSpdi5cyd27tyJpUuXTnb1QTHRv0ByYBbPmMWdKDkAsbL4y6ez2ydPnsSKFSs8\n", "vjbyftwjJScn47vf/a7b8+np6XjmmWf8iEhEFDo+HW6/9NJLmD9/PlasWIHk5ORg5OLhNhHJQpbD\n", "7U2bNmHDhg2or6/H22+/jfr6+gkHJCKaSnwqkgsXLoRarcbKlSuxZs0a7NmzR+5cQhGpn8IsnjGL\n", "O1FyAGJl8ZdPPcmqqioYDAbU1NRAr9fj61//uty5iIiE4HNP8jOf+QyWL18etHtusydJRHKQ5drt\n", "TZs2YeHChRMORUQ0VfnckwxnIvVTmMUzZnEnSg5ArCz+8qlI9vf3Y/fu3Xjttddgt9tRXl4udy4i\n", "IiH4fLfEjRs3Ytq0aYiIkHV2NSGJdH8OZvGMWdyJkgMQK4u/fCqSWq121Iw9wTp5Q0QUaj4VSavV\n", "OmrZ6XTKEkZUIvVTmMUzZnEnSg5ArCz+8unYOTk5GVVVVbDb7Th16hQyMzPlzkVE94Cb/RZcvDUI\n", "KTEHfUM2TIuaenPI+jxVWn19PRobGzF//nwYDAaZY3GcJNFU122y4YeHruBS1xAA4G8Wp+GZ/NQQ\n", "p5JxqrR58+Zh3bp1MBgMaG5unlA4Ep/J5kCXyQqbI7xaKhR4/Wa7q0ACwMmrvTDbHF4+ISavRbK0\n", "tBRlZWUoKyvD7t27sXv3buzatQtvvPFGsPIJQaR+ipxZWvst+NnxJjxfdgG7z3XAaLGHLIu/mMVd\n", "qHNM00bgvuQ797RamTMdWvXUO+nrtSep1+uxZs0aVFdXQ61WIz8/H3V1dYiLiwtWPgqi2uv9qGnu\n", "BwC8+mEr5qVE44G0mBCnoqlquk6N76404FKnCU6rGYsMCaGONCFe9yTXrFkDAGhtbcWSJUug0WhQ\n", "UFAAo9EYlHCiEGmMl5xZ7M7R7WnJ6b1dHS7bxV+iZBEhR1psJIpmTcfKvDTEaKfmGGufepJjb9gV\n", "bkOAwkVBZizuT9EhQqnAlgXJmJWgu/uHiO5xPhVJp9OJzs5OAEBnZydsNpusoUQT6t7OSHJmmTFN\n", "i5eeyMGrW+/DjodSEXuXv/zhsl38JUoWUXIAYmXxl8+zAB08eBBGoxHR0dHYsmWL3LkoRGK1EXct\n", "jkThZNK3lG1paRn3jomTwXGSRCSHoN9S9sMPP5zslyAiEtaki2Q4EKmfwiyeMYs7UXIAYmXxF4sk\n", "EZEXk+5JVlRUoKSkJFB5XNiTJCI5BL0nSUR0L5O1SDqdTjgcU++C9rFE6qcwi2fM4k6UHIBYWfw1\n", "6QFx4w3/OXjwIBobG1FSUoL09HQAwN69e11FMycnBwsWLJjs6omIZDXpnqQ39fX1iIuLcxXJI0eO\n", "4IknnvDps+xJEpEcZLnvdqA4HA6UlZVBkiRkZ2ezCBKR8LwWyePHj2Px4sX4/e9/j6ysrFGv2Ww2\n", "5Obm+lXoiouLXY8rKyvv+v6qqirXTCa3exqhWB7ZTwl1nrGZQpnn3LlzeP7550O6PW4vv/zyy1iw\n", "YEHIvz8i/bzw+zP+sj+8Hm7fLpJHjx71OMxn9+7dXq/jHnu4PdLRo0exatWqcT8r0uH2yGIdaszi\n", "GbOImwMQK0tAhwCtXLkSer1+3Nf9vQf3yNs+mM1mvz4bSqJ8cwFmGQ+zuBMlByBWFn/5VOWmT5/u\n", "8XlvM5QfPXoUjY2N0Gq1MBgMKCoqQnNzM2prawEA+fn5E4gbeGa7A3U3BnCquR8PzYjBwzNjEa2Z\n", "elPME5E8ZD27PRnBOtw+12bEi/suuZZ/UpyDRRmxo94j0qECs3jGLOLmAMTKwitu/NQ7NHoC4e6h\n", "8JpQmIi887onabfbceLECeh0OhQUFODIkSMwmUxYvXo1dDp5p/YP1p7k9V4zvn/wMtqNNsRpI/DT\n", "p2YjOz5K9vUSUWgEdJxkWVkZHnvsMfT09OCnP/0pduzYgYSEBOzZswfbtm2bdFgRzIzT4mdP5eLW\n", "oA3xughkTNOGOhIRCcTr4XZkZCQSExORm5uLGTNmYMaMGdBqtdBq761CkhYbiYVp+nELpEjXnTKL\n", "Z8ziTpQcgFhZ/OW1SA4NDUGSJJhMJly+fBkWiwUAXP8nIrrXee1JdnR04C9/+QtUKhUee+wxHDx4\n", "EACwbNkyGAwGWYOJNJiciO4dAe1JJicnj+o9PvvssxNPRkQ0BYX9ECBfiNRPYRbPmMWdKDkAsbL4\n", "y6crbiwWC/bv3+9aXrt2LSIjI2ULRUQkCp+uuNm9ezeKi4uh1+thNBpRWVmJrVu3yhqMPUkikoMs\n", "V9yo1WrXRBd6vR5qtXpi6YiIphifiuTY+9Q4nU5ZwohKpH4Ks3jGLO5EyQGIlcVfPhVJvV6Pixcv\n", "AgAuXrzodfo0IqJ7ic+zANXU1ODGjRvIyMjAI488Incu9iSJSBay3eNm2bJlEwpERDSV+T1Osrm5\n", "mT3JEGIWz5jFnSg5ALGy+MunIvnzn/8czc3NOHDgAG7cuIF33nlH7lxERELwqUjOnTvXdbfEcDzs\n", "FmVGZYBZxsMs7kTJAYiVxV9+DQFSqXjvFyIKLz4VSaPRiMOHDyMnJ0fuPEISqZ/CLJ4xiztRcgBi\n", "ZfGXT2e3N2/ejPb2dmRnZ+Ps2bNhd+KGiMLXhO6WaLVaodFo5MjjwnGSRCSHoNwt8fbku0RE97oJ\n", "FclwO9wWqZ/CLJ4xiztRcgBiZfGX157kSy+9hOeeew47d+5EZmam6/mGhgaUlJTIHo6IKNR86klW\n", "VFSMKopjl8fjdDohSdKEhg5N9Z6kzeFEh9EGlQJIjeUExUSikOXa7YKCglHLcXFxd/3MwYMH0djY\n", "iJKSEqSnpwMA2tracOzYMahUKjz66KNIS0vzOehUYnM4caKxFz9/txkalRIvPZGNB2fEhjoWEU2A\n", "Tz3J1NTUUcsrV66862eKi4vd3ldbW4vt27fj6aefxvvvv+9zyFDzt5/SOWjDz99thlMCzHYnfvNe\n", "CwYs9pBkkROzeCZKFlFyAGJl8ZfPswAFgk6ncz2WewhRKKmUCkSpVRi0Dl+ppNeoEKFUhDTTxc5B\n", "fNw2iLSYSMxPjUZMZFC/9URTVlB/U0a2P6fSLSD8ve40Wa/Bj1bPwm9qWqBTK/F3y2ciSh2YSzon\n", "cg1sU88QvrP/MoZsw6MS/vExAx6dNT0kWeTCLO5EyQGIlcVfQS2SI28DoVDcfc+qqqrKtXFv766L\n", "trxs+XJc7R5CS0c3pqnsyJ9jAAAMXD2H5+fGIW9ODiLVqpDm7R2yuwokAHzSMYjo7iswm80h335c\n", "5nIolv0xoStufFVfX4+4uDjXiZvy8nJs2rQJkiRh3759WL9+/bifFens9shiPda5NiO+e+AybE4J\n", "2dO1+OfVs5ASI9/ZbG9ZxtPab8H3D17GjX4rlArgJ8Wz8eCMmJBkkQuziJsDECuLbDOT++vo0aNo\n", "bGyEVquFwWBAUVERli5dip07d0KSJKxatUquVQfVe819sDmH/85c7THjZr9V1iI5EWmxkfjxmhy0\n", "9FkQp41ATqLu7h8iIgAy70lOhkh7kt4cu9yNnx5vBgBoVAr8euNczIqPCnEqIhqPMHuS4WJxRgy+\n", "tzILTb1mLJkZi+zp2lBHIqIAmtC12+HG2xivQasTN/otUADQqVU+nZCSK8tYg1Y7TFbH3d8YhCxy\n", "YxZ3ouQAxMriL+5JToLF7sArtTdQ1dQHADh6qRv/Z8McJESHfgzoJ+1G/Kr6OiIUCnyjMBNzktiH\n", "JJoI9iQnod9ix9f3XMTNfovruVe3zsOMaaE9cdNtsuJr5RfQPTR8lc/MaZH41/VzEKvl30SioMwn\n", "ScNu9JmxZk68a/lzC5MRrwt9IXI4hy+HvM1kc8Ih5t9CIuGxSPrAUz+l12zDT/7SjA+v9+ObyzPw\n", "3JJ0PJWXGLAra/zJMlZCtBrfeTQLaqUCkSoFXizKxPSowF/hJFKfiVnciZIDECuLv0K/2zNFKQDM\n", "S9Yha3oUzrQakZccjYjQXp7tolQo8EjWNLyy5T4oFECKPvQ9UqKpij3JSahq6sU/H73qWv7lulzM\n", "T9WHMBER3Q17kgEmSRJ6TDYYPUx1NnZ4Te9QYKZDIyJxsEh64XBKeK+5Dy9UXMA/VF5GS58ZDued\n", "He/ZCTrERg73IFP0amTFyzOQvN9sw+mWfrx/rQ//r+GKLOuYCJH6TMziTpQcgFhZ/MWepBet/Rb8\n", "6NhVOCTg0Vlx2P1RB270W/D5h1LRZ3YgSq3EL9blos9sR1K0Bmky3KbB5nBiT30nXq9rAwCsyIpB\n", "brYdes4HSRQU/E3zwikN/5cUrYZDAg5e7MLTD6Sg9FwHaq71AwD+dukMbJqfBLtTntbuoNWBQxe7\n", "XMsnmwfwJYtDiCIpyqwuALN4IkoOQKws/uLhthdpsRr8/YqZmBYVgUGLHV97JAO3Bm1I1GuwbWHK\n", "p++S8K8nr+Hb+y7h1LW+UYfjgaBTq/Bwxp3748xP0UGvkXeYERHdwSLphVqlRKo+EksyYvHUfQl4\n", "va4NRy514536TrQbrVieNQ0dRhsOXexGwy0TXjrSiOaeoYBm0EQo8Wx+Kr7/mSx8uygTX7hPJ8yV\n", "MyL1mZjFnSg5ALGy+ItF8i5umWywOSRc7hxCn/nO2eub/RY8k58y6jmHBFgdo/ck7U4JPUM2mG2j\n", "z4QbrXb0DNng9GEEVpJeg5U58Vg9JwEDbc2T/BcRkT84TvIumnqG8F5zH+rbBxGlVuJ4Yy+UCuCb\n", "hTORpNNAF6nCDw5dwYDFgY33J+LzD6W5brI1aHXgQEMnyj++hbxkHTbdn+TaC/zlu9fQMWjDVwtm\n", "YLkhLuQ3CiMKF5xPMsAM06Nwy2jFqx+2YkV2HD7/UCruS9bh1qANZ9uMWJgajX8rmQuzzYnEaPWo\n", "EyqNXUP4fe1NAEBVUx8ypmnR1G1ChEqJT26ZAAA/+UsTfrc5D4bpnKiXSEQ83PZBRN9NfGVJOjqM\n", "VqTGaPDqh6345cnrOHSxC3YnkBoTCUN81KgCOWC2w+Jwjvo6NocTdgmwjph8wikB/uzLi9TbYRbP\n", "RMkiSg5ArCz+YpH0gX3IiDhtBFYYpqHPbMfFzuGTMz1DdrT0md3e/0m7EUcudaG934L19yVCqQBm\n", "xUdhWpQaZ24asXVhClL0aqiVCnxj+UykyzC+kogCgz3JuzBa7Gg3WnHqWh+OXOrBFxen4cd/bnK9\n", "/sPHDViRfece1lc6Tfjff2lCS58FD2fEYnlWLOan6mG0OnC6ZQB5yTosSNXDZHPC5nAiXqeGWsW/\n", "VUTBwp5kAF3rGcIf61px8mof7kuJHr7q5lwHvlOUieONPViUEes2ocXZNiNa+oYn4f2gpR/56XpM\n", "16mROT0K81LuvFc7Zko1h1NC95ANEUqFLNOaEdHEcBdmDKck4VKnCVVXe3Cj34L3r/VDAlDfPgi1\n", "UoELt0ww2534m8XpmJ0QhYgx97SJGTPQe+Y0rets93gcTgnVTb14bvcn+Pqei7j46UkdT0Tq7TCL\n", "Z6JkESUHIFYWf3FPcoxPOgbxnf2XYXdKSNCp8bkHUlzXTUcoFdh4fxKqm/vQZ7bjj3Vt+MKiVDz9\n", "QCpUnw5r3PtjAAARAElEQVThyZ8Rg689MgM3+6zIjIvEgrS7T53WOmDBv/ylCU4JMNms+O171/HT\n", "p2YjMoJX1hCFGvckxzjXanRdh91lsmF6VAQSdWoUz0lAcowGF2+ZcLPPDNunZ64PX+xG24AFp5r7\n", "cK7NCKPFjvev9+NM6wCSYzSIUt99EyswPFHubSqlYty7Lop0DSyzeCZKFlFyAGJl8Rf3JMeYFX9n\n", "vKJapUC8To0fPG7Ayau9GLQ4sG1hErpMdnSabPji4jRoVEp83G5Eh9GGS50mRCgUON0yAAB46chV\n", "/PvmPGTEeZ9CLTUmEj94zIBfVV9HrEaF5wsyoOHJHCIh8DdxjPmpevzTqmx8dn4SvrJkBt6sa4XV\n", "LmFukg6G6VqcaTXi1zUtePNMO9qNVrQOWPCLd69j10cdWGGIg3nE2EibU4LNhwkvVMrh2y38btNc\n", "/HL9HMxOHP/2ryL1dpjFM1GyiJIDECuLv7gnOYLV7sTVniE4JQnHG3uQoFPjrxfPwB/rWvFx+yD0\n", "GhX+fkUmKs53QgKQoFPjj5/2K812J/58pQc7HkpBQ4cJRqsDX106A+mxvt1fRqFQIF7He9EQiSbo\n", "4yT37t0Lh2N4soecnBwsWLDA4/tCMU7yg+t9+MGhRnxhURr0GhW6hmyIj1Lj395rcb3ns/OT8O7V\n", "XtwatOEbyzPwu1M3YPl0UovHZ09Hx4AV2/JTEBOpQlpMJOI4nIdIKMKPk9RqtXjiiSeCvVqf1F7v\n", "x7KsaciYFokf/7kJKXoNvvhwGpSK4csHgeH+4dcKZqBnyIZ2oxU/Ls7BpVsmREYoERWhxM/evYaB\n", "2pt4OCMGsVo1ti5MHnVShoimlqD3JB0OB8rKylBaWoq6urpgr96rR7KmYXFGDG4NWgEA7UYrWnrN\n", "eHFFJh7OiMWOh1IRH6VCm9GGQZsTS2bGYueZNvxH7U3835oWfNRmRG5CFDKmRaKxawiHL3ZhcMzN\n", "wiZLpN4Os3gmShZRcgBiZfFX0Pcki4uLXY8rKyuDvXo3vUM2XLhlgkoB2CXgQEMXNsxLRKpegzaj\n", "Fe980oX/+XgWVs0ens6s4dYQdp3rAAAkR6uxMmc66m4YAQBnW43Y9kAy1EolBm0OGK0ORKk51pFo\n", "KgvpiRu12nu/rqqqyjW+6vZfokAuR0XrcdqaiD9f6cE3CzPxo6NXYXNK+HV1C77/mAG9QzZ0mez4\n", "VVULvlowA0aLA5c671wN0zFoQ3L0nZMty7Km4f1r/XjvWj9UCuBf1mSjsqETNqeEnCgrBlqbZP33\n", "hGL5tlDnuf1cIL9+pFaLOMM8GC0OKIy3YLx106fPFxYWhnx7hMP3Z7J5fBX0EzfNzc3IysoCAOzb\n", "tw/r1q3z+L5gnLjpNtnwfHkDni+YgZv9FvzX6TbXay88kjHqhE3x3ATkJUbB7gR+8+nzs+Kj8JWl\n", "6fikwwS1UoHcxCj8Q+WVEV9jBv7tvRsAgPuSdfjR6hxhbr1Ad3e6pR//eOgKnBKwMDUa3/uMAQnR\n", "HIEw1fl74iboPcnm5mbs2rULu3btwty5c4O9+lF6hmx4Nj8FapUS13vNWH9fIgCg0DANeUlR+NLD\n", "afhMzvAMP3qNCv91ug3ToyLw3JJ0fP6hVCyZGQuT1YnZCVF4eGYsYiJV0EYMb9LMuEgYLXf6kRdu\n", "mWCyTb4/KVJv517Pcuhil+uE3Udtg2g3WkOWZSJEyQGIlcVfQd+tKSoqCvYqPWrqHsJ39l+G0eqA\n", "UgE8X5CBd6/24qUnstHSZ8HOs+14r7kf81Ki8WJRJq71mNFrtuPPV3pQkDkNH97qx8MzYxEfFYGM\n", "uEjEaodbB7/eOAd9Q3YkRatx8mqva33r5yViGvcip5T7kqNxvHH4e6hTK+86UQndm8JyPslrvUO4\n", "eMuEn5245nrurxelIlmvwUdtRqToI/Ha6VbXa98qnInWfiu6hmzYdH8SZifqcKFjED88fAW9ZgfW\n", "5iXgi4vTETOmCBotdjR2D8HhlDArQcciOcV0m6z4oGUAN/rMWG6Iw9yk6FBHogAQfpxkqLX2W/D9\n", "yivYeH8SIlUK10DwtJhITI9SYcDsQHrM6M/YnRKK8xJcM4hLkoTX6lrRax4+fN7f0IWn8hLdiqQ+\n", "MgIL08Z8MZoy4nUarJmTEOoYFGJhd+12l8mGjkEbSs914IsPp+PvlmXghUdm4O1zHdh97hY2zEvC\n", "jX4LSuYlIlGnRlF2HJp6zPj3Uzdct4VVKBTIGjFphfbTgeTBIFJvh1k8EyWLKDkAsbL4K+z2JBN0\n", "aiTp1LhlsuHlUzfww8cNyJimRUpMJJKjNUiLVUOtiocSClgdEq73mfHu1V4kRatxvc+M3MThQ66N\n", "9ydBpVSgpc+MLQtS7jrTDxFNTeHZk+wx40q3CXFaNeYm6aAbM5u4JEnDA8nP30Lpx7cAAE8/kIIB\n", "sw3fWJElSyYiCg72JH2QOV2LzOnj7/kpFAqkxURi9ZwExERGQKkYvl8N741NFH7Crifpj6zpWuQm\n", "6lDV1IekaA0+uyA51JGE6u0wi2eiZBElByBWFn+F5Z6kr5QKBR6eGQtNXwvmz8ty3ceGiMJHWPYk\n", "iSh8CX9ZIhHRVMIi6QOR+inM4hmzuBMlByBWFn+xSBIRecGeJBGFFfYkiYgCiEXSByL1U5jFM2Zx\n", "J0oOQKws/mKRJCLygj1JIgor7EkSEQUQi6QPROqnMItnzOJOlByAWFn8xSJJROQFe5JEFFbYkyQi\n", "CiAWSR+I1E9hFs+YxZ0oOQCxsviLRZKIyAv2JIkorLAnSUQUQCySPhCpn8IsnjGLO1FyAGJl8VfQ\n", "73HT1taGY8eOQaVS4dFHH0VaWlqwIxAR+SzoPcl33nkHGzZsAABUVFSgpKTE4/vYkyQiOQjfk9Tp\n", "dK7HGo0m2KsnIvJL0IvkyB1XtVod7NVPiEj9FGbxjFnciZIDECuLv4J+uH3w4EEUFxcDAI4ePYpV\n", "q1Z5fN/p06fR29sbzGhEFAbi4uKwaNEin98f9BM3Q0NDAIb3KG8/9sSffwQRkVyCvid58+ZNnDhx\n", "ApIkYdWqVUhOTg7m6omI/CLsFTdERCLgYHIiIi9YJImIvGCRFJzT6YTD4Qh1DABiZSEKlqCf3b4b\n", "kS5b3Lt3r6so5OTkYMGCBUFd/8GDB9HY2IiSkhKkp6cDCN328ZQllNvn/PnzuHDhApxOJwoKCpCR\n", "kRGSbeMpR6i2S01NDdrb2wEAmZmZWLRoUch+XjxlCdV2GRoawq9+9St84QtfmNjvkSSYPXv2uB6X\n", "l5eHMIkkHT58OKTrlyRJOn/+vHTjxg3Xcii3z9gsodw+J06ccD3ev3+/JEmh2Taecojwc3Po0CFJ\n", "ksT4fbqdJVTbpbKyUjp9+vSEf4+E25MU6bJFh8OBsrIySJKE7OxsIa4l5/YZVlRU5PZcKLaNpxyh\n", "3C5NTU0oLS3Fpk2bAIT252VsllBsl56eHuh0Omi12lHP+7NdhCuSkkCXLd6+MggAKisrQ5jkDm6f\n", "0Y4cOYIlS5YACO22GZkjlNvFYDDghRdewJ49ezBr1qyQbpOxWUKxXaqqqrB27Vo0NDSMet6f7SJc\n", "kRx5YkChUIQwyWihLki3cfvcceLECeTm5iIxMRFA6LbN2BwjhWK7aLVaxMTEAAj9z8vILCMFa7u0\n", "t7fjnXfeQUdHBwwGg6sn6c92Ee7stq+XLQZDc3Oz67HZbA5hkju4fYadPHkSKSkpMBgMrudCsW08\n", "5QjVdunu7nY9vr2nFKqfF09ZQrFdvvzlL6OkpASFhYWYP3++63l/totwe5JLly7Fzp07XZcthlJz\n", "czNqa2sBAPn5+UFf/9GjR9HY2AitVguDwYCioqKQbR9PWUK1fTo6OlBdXY28vDw0NDRgYGAAO3bs\n", "CPq2GS9HqLZLdXU1LBYLAGDx4sUAQvf75ClLqLZLd3c3qqqqRu1J+rNdeFkiEZEXwh1uExGJhEWS\n", "iMgLFkkiIi9YJImIvGCRJCLygkWSiMgLFkkiIi9YJO8hL730UsC+1ttvv42KigpUVFRgz5496O/v\n", "d3vP8ePHcfz48Qmv49ChQygtLZ1EynvTvn377voeo9GIV155BfX19UFIFN6Eu+KGJu65554L2NdS\n", "KBQoKSnx+p7bV1JM1Jo1a1BWVjapr3Ev8uXyQb1ej8LCQjidziAkCm8skveAtrY2nDp1CleuXMGL\n", "L77oet5kMqGsrAx6vR4qlQoXLlzAt7/9bdfrhw8fhtFohEqlgs1mw/r16xEZGQkAiIyMRGlpKVQq\n", "FUwmE9atW4fY2FgAwxM69PT0AACuXr2Kb33rWz7ltNvtKC8vh1KphCRJbhOdvvvuu+jo6IBGo4HZ\n", "bEZxcTFiY2Px0Ucfoby8HI8//jgKCwtdy4899hhWrFgx7vqMRiPefPNN6HQ6KJVKaLVamEwmFBcX\n", "uyajGG+dAPDhhx+isrISO3bsQE1NDTQaDR544AHk5ubC4XDgwIEDruuSBwcHkZmZieXLl991O9TU\n", "1ODmzZvQaDRwOp3QaDR46qmnYLfbUVlZiYaGBlRUVAAAcnNzcf/99wMAurq6UFlZCZ1OB6vVipiY\n", "GGRnZ/u07WkSJjuhJYnj7bffHrXc2NjomvBUkiSpqanJ9bi6ulq6cOGCa3lgYEAqLS31+HUtFsu4\n", "r433vCd79+6Vbt265Vp+//33pV27dkmSNDyh78mTJ12vWa1W12uSNDy57fXr112v7d6926d1nj9/\n", "XnrllVdcyw6HQ/rjH//o0zolaXibHjx40O3rVlZWSl1dXa7lzs5O6ZNPPvEp0+uvvy4NDAy48ly7\n", "ds1tnZ689tprksPhcC3/4Q9/kM6fP+/TOmniuCd5D8vOzobD4cChQ4dcU0NlZWUBAG7cuIFly5a5\n", "3qvX68f9OoGarNVoNI6aTiw/Px/Xrl0DADQ2NsJsNrv2oIDhvbPbli9fjtLSUnzuc59DdXW11z3I\n", "sR588EHXY6VSiaioKJ/WeduaNWs8/lvi4+NdywkJCUhISPApz5YtW3Dq1CmYzWaYzWafJ3vQaDRQ\n", "Ku+cRhj57yL5sEjew86ePYsHHngAs2fPBjB8mNfc3IysrCxkZGTg4sWLmDNnDoDhX/rbnE4nrl69\n", "ipycHABAb2+v28zOExEdHY3Ozk5Xoayrq3Mdrs6fPx9tbW0oKChwvd9ut7seq1Qq6PV69PX1oaOj\n", "AytXrvR5vWfPnnXNgu1wOGC1Wn1apzdarRbd3d2uQul0OtHY2Oja1uOx2+24fPnyqPxvvvnmqKnW\n", "xmOxWOBwOKBSqQAMb7+R2UkenAXoHnD8+HH09vbi3LlzWLBgAZRKJYqLi7Fv375Rex4AsGHDBtdz\n", "t3uSSqUSNpsNGzZscPUkjx8/jvb2dkRGRsJms2HTpk2IiHD/m1pWVobNmzf7lNNut2P37t1Qq9VQ\n", "KpXQ6/X44IMPsH37dmRlZaGurg7Xrl2DUql07fnenvofGN7L+/Wvf42NGzdi3rx5Pq2zvr4eDQ0N\n", "MJvN0Ol0MJvNWL16tau4eVvngQMHcPr0adcNqx544AFXD9But2PPnj1QqVSuu0iuWLECqampXvOY\n", "zWb89re/xaxZs6BQKGCxWPDQQw+NKq7vvvsuuru7oVQqYbfbsWzZMqSmpqKzsxMHDhxATEwMrFYr\n", "VCoVuru78eyzz3o9EqDJYZGkSfnTn/6Ebdu2hTrGuM6fPw+FQuFzUSUai4fb5Lfbe652ux25ubmh\n", "jjOugYEBVFdXAxhuJ9y+Bw2RP7gnSQHz4YcfoqWlxeNrixcvRkZGxj2xTm+amppw5swZj68ZDIaQ\n", "zHBPk8MiSUTkBS9LJCLygkWSiMgLFkkiIi9YJImIvPj/JD7IIPUZgEwAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.264134\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0U+eZP/Cv9sWS993GC8ZgCE7YgtliSNmcsAQIzUZz\n", "OtNf0yXpOp1Ol1+bpNOZZn4z006nc6bptOmSSROSgDEUgwlLAsGmYMBhs2NjvAHGu2VLsvar+/tD\n", "IGxsC/laV8vr53NOztGVJd3nscLje5/73veV8DzPgxBCyJikoQ6AEELCGRVJQgjxgYokIYT4QEWS\n", "EEJ8oCJJCCE+UJEkhBAfRC2SVqsVr732Gm7duuV9rrOzE2+//TbeffdddHR0iLl7QgiZNFGL5IkT\n", "J7B+/foRz1VXV2PHjh145plncObMGTF3TwghkyZakTQYDNBqtVCr1SOe12q13sdKpVKs3RNCSECI\n", "ViQrKyuxYsWKUc8Pv8FHoVCItXtCCAkIuVgf3NXVhb/85S/o7u5GTk4O0tPTAQAcx3lfI5FIxn3/\n", "4cOHIZPJxAqPEDJFxcbGYuHChX6/XrQi+cUvfhEAUFdXh9jYWO/zVqsVgOeI8s7jschkMixYsECs\n", "8AghU1RNTc2EXi/qhZv+/n5UVlbiypUr3ueKioqwc+dO7Ny5E0VFRWLuPqxVVlaGOgRRUX6Ri+Xc\n", "hBDtSBIA4uPj8aUvfWnEc+np6Xj22WfF3C0hhASMJFynSjt27BidbhNCAq6mpgarV6/2+/V0xw0h\n", "hPhARTJEWO/7UH6Ri+XchKAiSQghPlBPkhAypVBPkhBCAoiKZIjc2/fpHXLg42YDjjb2o8NoD1FU\n", "gcN6X4vl/FjOTQhRx0kS/zg5N9672IV9db0AgAeStXh1bR5iNPT1EBJqdCQZIsMn/7A43Dhzw+jd\n", "ru22YMjJjfW2iDHW5CYsYTk/lnMTgopkGIhSybAuP967vSInBnoVTe5BSDigIhkiw/s+cqkEm+ck\n", "4mclefjJ2ly8uDQTelVkn2qz3tdiOT+WcxMisv8lMiRarcCiTJpfk5BwQ+MkCSFTCo2TJISQAKIi\n", "GSKs930ov8jFcm5CUJEkhBAfqCdJCJlSqCdJCCEBREUyRFjv+1B+kYvl3ISgIkkIIT5QT5IQMqVQ\n", "T5IQQgKIimSIsN73ofwiF8u5CUFFkhBCfKCeJCFkSqGeJCGEBBAVyRBhve9D+UUulnMTQtT5JE+d\n", "OoWuri4AQFZWFhYuXIj9+/eD4zxLE+Tl5aGwsFDMEAghZFJELZLLli3zPj58+DAAQK1WY+3atWLu\n", "NiKwvo4I5Re5WM5NCNFnJm9tbUVpaSm2bt0KAOA4Dnv27AHP88jNzaWLM4SQsCZ6TzInJwcvvfQS\n", "zp49CwAoKSnBtm3b8OSTT3pPxaci1vs+lF/kYjk3IYJy4UatVkOv1496XqHwvabL8C+rsrKSqe3L\n", "ly+HVTyUH+U3lbYnQtRxkv39/YiP9yyVeuDAAWzYsAFtbW3Izs4GAJSXl2Pjxo1jvpfGSRJCxDDR\n", "cZKi9iSrqqpgt9sBAIsWLQIAtLW1obq6GgAwb948MXdPCCGTJmqR3LRp06jniouLxdxlxKisrGT6\n", "KiLlF7lYzk0IGkxOCCE+0L3bhJAphe7dJoSQAKIiGSJChyNECsovcrGcmxBUJAkhxAfqSRJCphTq\n", "SRJCSABRkQwR1vs+lF/kYjk3IahIEkKID9STJIRMKdSTJISQAKIiGSKs930ov8jFcm5CUJEkhBAf\n", "qCdJCJlSqCdJCCEBREUyRFjv+1B+kYvl3ISgIkkIIT5QT5IQMqVQT5IQQgKIimSIsN73ofwiF8u5\n", "CUFFkhBCfKCeJOP6hhwYcrgRp5FDrxZ1cUxCIkJYrbtNQuv6gA2vHG5Cu9GB4txYfHVpJhK0ilCH\n", "RUhEodPtEAlG3+fcDSPajQ4AwMctA2jpt4q+zztY72uxnB/LuQlBR5IMi1LJRmyr5PQ3kUQeo82J\n", "hh4rbC4OMxO1SNGrgrp/KpIhsmLFCtH3sSBDjyfmJOJihxmb5yRiRoJG9H3eEYz8Qonl/MIpN57n\n", "caC+D3881wEAKEzV4cercxCrCV7biIokw5KilPjKkkzYXG5oFVJIJJJQh0TIhFicbnzUZPBuX+40\n", "Y9DGBbVIinr+derUKZSVlaGsrAznz58HAHR2duLtt9/Gu+++i46ODjF3H9aC1feRSSWIUsqCXiBZ\n", "72uxnF845aZRSLE8J8a7PTNRg+h72khiE/VIctmyZd7Hhw8fBgBUV1djx44dAIC9e/diy5YtYoZA\n", "CIlgUokEm+ckIT9RC7vLjYKkKMQFeYSG6Kfbra2tKC0txdatWwEAWq3W+zOlUin27sNWOPV9xED5\n", "Ra5wyy1Oo8Cy7NiQ7V/0y505OTl46aWXcPbsWQCeRuwdCgWN2SOEhLegjAlRq9XQ6/UAAI7jvM/f\n", "r082vDdSWVnJ1Pbrr78eVvFQfpTfne07j8MlHjG2J0LU2xL7+/sRHx8PADhw4AA2bNiAsrIybN26\n", "FTzPo7y8HJs2bRrzvazfllhZWRl2pzWBRPlFLpZzA8LstsSqqirY7XYAwKJFiwAARUVF2LlzJ3ie\n", "x5o1a8TcfVhj+X9CgPKLZCznJoSoRXKso8T09HQ8++yzYu6WWY29QzhY34ekKCU+MyMOqUG+84CQ\n", "qYjuUwuRifZHOk12/KCiCQfq+/Cn8x3YfalbpMgCQ2j/J1KwnB/LuQlBRTJCWBxuGO13L3o19lng\n", "5NwhjIiQqYGKZIhMtO+TpFNg/UzPRTCpBHjmoRQoZOH79bHe12I5P5ZzE0JQT9JsNkOn0wU6FuKD\n", "XiXHFx/OQMnMBKgUUuTEBW+yCkKmMp+HInV1dWP+98477wQrPmYJ6fvEaOR4IFWHGQlayKXhPVkF\n", "630tlvNjOTchfBbJU6dOQSqVoqWlBWfOnIHD4cDp06e9Yx8JIYR1PgeT3zmtfvfdd/HMM894n3/v\n", "vffw9NNPixoY64PJCSGhEdB1t+/0He+diGIqT0xBCJla/Lo8arFY4HZ7hptwHAeTySRqUFNBMPo+\n", "NieHXrMDVgd3/xcHGOt9LZbzYzk3Ify6uv3YY4/hz3/+M5RKJex2OzZs2CB2XGSSDBYn/vxJJz5s\n", "MuDhTD2+uDgDyTo6AyBkomjdbUadvj6Ilw83e7f/76M5WJkXF7qACAkTAe1Jjqezs1PI20gw3fOn\n", "j7V7cwxWJwxWZ6jDIFOAX0WytrZ2xPapU6dECWYqEbvvMzNJi8dnJUAtl+KRnBg8kKy9/5sCSMz8\n", "rnSa8fV9Dfja3gZc6ghNf5zlvh3LuQnhV5FsbGwcsS2X0yKL4S5eq8CXl2Tgje2z8Z3ibCQzMmPQ\n", "gNWJ1z5qRbfZiZ4hJ/75w1b0WRyhDoswTFC1u3OlmwgXjPtjNQoZNIrgrix3h1j58Tzg5kdu39ta\n", "CAaW729mOTchfBbJ8vJyWK1W1NfXw+m82/9JSUkRPTBCxhKnVeB7q7Lxsw9bwQP4waPZSIiiq/ZE\n", "PD6L5MaNGwEA+/fvH3eZBSIM61Pki5nfvHQ9Xt86CzyAxBAVSJa/P5ZzE8LvcZKEhBM6eiTBQuMk\n", "CSFTiijjJA8ePIgbN26gtbUV77zzDq5duyY4QEIIiSR+FUmHw4GMjAxcuHABzz33HGpqasSOi3ms\n", "j0Wj/CIXy7kJ4VeRlEqlkEqlUKvVAACVio0xd4QQcj9+H0mazWZvkQzTNmZEYf3qIeUXuVjOTQi/\n", "imR6ejr27t2LJUuW4MqVK2hubr7/mwghhAF+Fclly5bhc5/7HNRqNQoKCvDiiy+KHRfzWO/7UH6R\n", "i+XchJjwLEByudx72g0AFy5cCGhAhBASTia9cHNra2sAwph6WO/7UH6Ri+XchBB1Op/a2lo0NDTA\n", "7XZjyZIlyMzMxP79+8FxnuUE8vLyUFhYKGYIhBAyKZM+kvSlr68P27Ztw/bt23Hp0iUAgFqtxpYt\n", "W7Bly5YpXSBZ7/tQfpGL5dyEEPVIsri4eNRzHMdhz5494Hkeubm5dOshISSsBWX23CNHjmDx4sUA\n", "gJKSEu/zFRUVwdh9WJps36fb7ICT45EUpYBSLuoJgSCs97VYzo/l3IQQ/V/XiRMnkJ+fj8TExFE/\n", "UygUPt87/LC/srKStm9v13aZ8ZU99fjCrjp8cLUPdpc7rOKjbdoO9+2JmPQsQK2trcjJyRnzZydP\n", "nkRSUhIKCgq8z7W1tSE7OxuAZ1LfO3NW3ov1WYAqK4XN2efk3PiHA9dQ2z3kfe6NJ2cjK07t413B\n", "JzS/SMFyfiznBkx8FiC/TrerqqqQkJCAgoICXLt2DTqdDqmpqQAwboHs7u5GVVUVCgoKUF9fD5PJ\n", "hOeffx5tbW2orq4GAMybN8/vQImHVCKBTnV3SQaFTAJZ+J1tE8IMv44kd+7ciXXr1iEhIQFutxul\n", "paX47Gc/K2pgrB9JTkabwYr//utNGCwufGVJBhZk6CGRSEIdFiERQZQjyaioKCQkJADwzAgkk4Vm\n", "cSnikR2nwU/XTYfTzUOnpJUrCRGToBM1qZTO7yZLaBP5DpVcFtYFcrL5hTuW82M5NyH8qnYSiQT9\n", "/f0AgP7+fu8dM4QQwjq/epIcx+HIkSPeOSVLSkogl4t7FEM9SUKIGETpScpkshGDwAkhZKrw63S7\n", "sbFR7DimHNb7PuGcX7fZgas9Q+g2OwR/RjjnN1ks5yaEX0Xy4sWLI7ZbWlpECYYQsd0ctOF7Bxvx\n", "tX1X8f2Ka7g5aAt1SCTM+b3GzXD3Fk0ycSzf0QCEb37Xeq1oN3r+f745aMe1PqugzwnX/AKB5dyE\n", "8Hv5hg8++EDsWAgRnU45coyvXkljfolvfhXJt956C0ajEbt27cKuXbtw+fJlseNiHut9n3DNb1ay\n", "Ft9aMQ0L0nX41oppmJWkFfQ54ZpfILCcmxB+Xd1+7LHHsGjRIu/2wYMHRQuIEDHpVXI8XpCIx2Yl\n", "0K2cxC+TngVILDROkhAihomOk6T7CwkhxAe/iqTRaMTu3bvx5ptvwuVyoaysTOy4mMd634fyi1ws\n", "5yaEX0Xy0KFDeOKJJxATEyP67YiEEBJO/CqSarV6xFILNFXa5E1kLBrn5mGwOGCyu0SMKLBYH2vH\n", "cn4s5yaEX4eF9w4md7vdogRDRnO43LjcaUZl6wDiNXIsy45FXqKwYSuEkInz60gyOTkZlZWVcLlc\n", "OH36NLKyssSOi3n+9n3aDFb864k2HKjvw1ufdKGioU/kyAKD9b4Wy/mxnJsQfhXJ4uJixMfHQ61W\n", "IzU1lYbmBJHV5YbBevc0+1q/FU6OjuQJCRa/r8LMmTMHc+bMETOWKcXfvk96tApLs6Lx1+tGSABs\n", "np0IRQSs/MV6X4vl/FjOTQi/imRvby8qKiqg0WjgcDhQUlKC+Ph4sWMjABKjlPja8kxsnG2DVinD\n", "zATqRxISTH4PAdqxYwe2b9+Op59+GocPHxY7LuZNpO+TFKXCw9Ni8ECKDgp5+B9FAuz3tVjOj+Xc\n", "hPDrX5xWq/Uu/iWTyaBWq0UNihBCwoVfRdJmGzkxqcViAQBUV1cHPqIpgvW+D+UXuVjOTQi/iqTb\n", "7cbvf/971NTU4I9//CPUajXq6upw4cIFseMjhJCQ8qtIWiwWLF26FGq1GkVFRSgoKECYTh4UMVjv\n", "+1B+kYvl3ITw6+r2c889B51ON+r5rKws3Lx5E5mZmQEPjBBCwoFfRXKsAgkAer0ex44dG7dI1tbW\n", "oqGhAW63G0uWLEFmZiY6Oztx7NgxyGQyrFy5EmlpacKjj2Cs930ov8jFcm5CiDqlT19fH7Zt2wbA\n", "M5t5ZmYmqqursWPHDgDA3r17sWXLFjFDIISQSRF10F1xcfGo57Tau4OhlUqlmLsPa6z3fSi/yMVy\n", "bkIEZWTykSNHsHjxYgAYccFn+PRrhBASjkQvkidOnEB+fj4SExMBABzHeX92v4WYhv9Fq6ysZGqb\n", "8ovsbZbzW7FiRVjFI8b2REx6ITBffcWTJ08iKSkJBQUF3ufKysqwdetW8DyP8vJybNq0acz30kJg\n", "hBAxBH0hsPGubHd3d6Oqqgr19fXYu3cv3nrrLQBAUVERdu7ciZ07d6KoqGiyu49YQv+qRQrKL3Kx\n", "nJsQfl3dPnnyJB555JExfzZ8Pe7hkpOT8f3vf3/U8+np6Xj22WcnECIhhISOX0eSH374IUpLS9Hd\n", "3S12PFMG62PRKL/IxXJuQvhVJLdu3YrNmzejrq4O77//Purq6sSOixBCwoJfRfLBBx+EQqHAqlWr\n", "sH79euzbt0/suJjHet+H8otcLOcmhF89ycrKSuTk5ODUqVPQ6XT4xje+IXZchBASFvwqkseOHcOj\n", "jz6KJ598ktbcDhDW+z6UX+RiOTch/CqSW7duxYMPPih2LIQQEnb87kmSwGK970P5RS6WcxPCryJp\n", "NBqxe/duvPnmm3C5XCgrKxM7LkIICQt+r5b4xBNPICYmBnK5qLOrTRms930ov8jFcm5C+FUk1Wr1\n", "iBl76OINIWSq8KtIOhyOEdtut1uUYKYS1vs+lF/kYjk3IfwqksnJyaisrITL5cLp06eRlZUldlyE\n", "EBIW/J4qra6uDs3NzZg7dy5ycnJEDoumShuLwepEp8kBnVKGabHqUIdDSESa6FRpfl+FmTNnDubM\n", "mQMAaGtrQ3Z29sSjI4L1W5z4z6ob+GvbIDQKKf6lZAZmp0SFOixCmOezSJaWlnpnD7/Th+R5Ho2N\n", "jfjhD38ofnQMq6ysnNBVxFtGO/7aNggAsDrdONzYF9ZFcqL5RRqW82M5NyF8FkmdTof169ejqqoK\n", "CoUC8+bNQ01NDWJjY4MVH7lNq5RBLpXA5fZ0RzJj6HSbkGDweeFm/fr1AICOjg4sXrwYSqUSS5Ys\n", "gdlsDkpwLJvoX+qcODX+eX0elmfH4G8WpqE4N7z/ULF+JMJyfiznJoRfPcl7F+yiIUDBJ5VIMD9D\n", "j/kZ+lCHQsiU4tcQILfbjd7eXgBAb28vnE6nqEFNBayPRaP8IhfLuQnh9yxAhw4dgtlsRlRUFLZv\n", "3y52XIQQEhYmvaTszZs3x10xcTJonCQhRAxBX1L23Llzk/0IQggJW5MukkQY1vs+lF/kYjk3IahI\n", "EkKID1QkQ4T1sWiUX+RiOTchqEgSQogPohZJt9sNjuPE3EXEYr3vQ/lFLpZzE2LSazGMN/zn0KFD\n", "aG5uxpYtW5Ceng4A2L9/v7do5uXlobCwcLK7J4QQUU16nKQvdXV1iI2N9RbJI0eOYO3atX69l8ZJ\n", "EkLEINp8koHAcRz27NkDnueRm5tLRZAQEvZ8Fsnjx49j0aJF+N3vfjdqkl2n04n8/PwJFbqSkhLv\n", "44qKivu+fvi8dnf6JKxsv/766ygsLAybeCg/yu/O9vCeZDjEI8b2RPg83b5TJI8ePYotW7aM+vnu\n", "3bt93sd97+n2cEePHsWaNWvGfS/rp9usT2xK+UUulnMDAnxb4qpVq6DT6cb9+UTX4G5ra/M+ttls\n", "E3ova1j+nxCg/CIZy7kJ4VeVi4uLG/N5XzOUHz16FM3NzVCr1cjJyUFxcTHa2tpQXV0NAJg3b56A\n", "cCOfzclBJZeOmqMzXPE8HzGxEiIGUa9uTwZrp9tWJ4fjTQaUf9qL+Rl6LNBbsWD2jFCH5dPVHgv+\n", "/EkHohQyPDc/dUIrNLJ+ysZyfiznBoT51e2p7FqfFf9ReQMA0NhnRfqS1BBH5FvvkAM/OtyEAasL\n", "ADBgc+GVNblQK2QhjoyQ4PJZJI1GI6Kjo2E0GnH06FEAgFqtxrp16ybcj5zqbM6Rdx45JOH9+3Nw\n", "PAZvF0gA6DQ54OR4qBX+vZ/lIxGA7fxYzk0InxduPvroIwBAeXk5Nm7ciG3btmHZsmUoKysLSnAs\n", "yY3XYPE0z/o0aXolFqSPf0EsHMRr5XhhsWdUgkwCvFCUDr06vAs7IWLw+X/9nXalVquFUqkE4LlY\n", "o1D4eThBvBKjlPhucQ4MVid0KhkaLpxF1vLloQ5rXGq5DBtmJ2J+hh4yqQTTJriELet9LZbzYzk3\n", "Ifw6NLh3kgq73S5KMKyL0cgRo/H8yuvD83rZCBqFDHkJ2lCHQUhI+Tzddjgc2LVr14gjx6amJqSk\n", "pIgeGOtY/0tN+UUulnMTwueR5FNPPTXqudzcXOTl5YkWECGEhJMJzycpldI8vYHA+px9lF/kYjk3\n", "IfzqSfI8j6amJjgcDgDA2bNn8fnPf17UwAghJBz4dVhYVlYGk8kEqVTq/Y9MDut9H8ovcrGcmxB+\n", "HUkqFArMnz/fu11QUCBaQIQQEk78OiQ0mUwjtru7u0UJZiphve9D+UUulnMTwq8jyZaWFvzmN79B\n", "QkICAKC+vh4//vGPRQ2MEELCgV9Fct26dXj44Ye928ePHxcrniljeN/HybnR0m+F2c5hWqwaSTpl\n", "CCMLDNb7Wiznx3JuQvhVJIcXSMAzGS8JnJp2E1450gw3DzyYGoUfPJqDhKjIL5SEsEDQZerOzs5A\n", "xzHlDO/7HGrog/v2XYqXOofQM+QMUVSBw3pfi+X8WM5NCEFF8vTp04GOY0qbmxrlfaxXyaBT0ZyN\n", "hIQLn6fbPT09iIuLg8FgGPH80NCQqEFNBcP7Po/mxSFaLUen0YEl2THIHDbjzi2jHQNWJxK0CqTo\n", "VaEIVRDW+1os58dybkL4LJK7du3CZz/7Wbz11lsjllLo6uoSPbCpJF6rxNr8hFHPt/Zb8f2Ka+i3\n", "ujAtRoV/XJeHjJjIKZSEsMDn6faLL76IpKQkzJgxA6tWrfL+N3369GDFxyx/+j5Xey3ovz07+I1B\n", "O1oNVrHDChjW+1os58dybkL41ZMsKSkZsT1jRngvYMWKWM3IA3099SoJCTpBqyU6HA7vTOViYW21\n", "RCFMNhdOtQ3iXLsRj+TEYvG0aFqIi5BJCspqiYcOHcLmzZuFvJWMw2RzwepyI0Ytg0ruKYR6tRzr\n", "ZyVg/azR/crxXDdYUd9jQbRajjnJWkT7u3IXIWRMgoYAud3uQMcx5Qzv+7QP2vDKkWb87a46vP1J\n", "J0x2l493jq/TZMcPDzXh3z++jpcPN+N480Cgwp0w1vtaLOfHcm5C+DyS/PnPf46srKxRz9fX12PL\n", "li2iBTXVnGobxJUuz7Cqdy92Y2FGNB5K10/4cwZtLnQPG4h+um0Qm2YnQiKRBCxWQqYan0UyLy9v\n", "zGK4d+9evz7c7XaD53nIZNRHu9fwsWgy6cgiJrSoJWgVmB6vQXO/5yr46hlxISuQrI+1Yzk/lnMT\n", "wmeRXLp06ZjPx8bG3veDDx06hObmZmzZsgXp6Z71mzs7O3Hs2DHIZDKsXLkSaWlpAkJmz5KsaNTc\n", "NKG+Zwjb5iZjevzElm+9IzFKiZfX5KCl34YopQwzEzUBjpSQqcdnT3K8VRH9meCipKRk1Ouqq6ux\n", "Y8cOPPPMMzhz5ozfQUYazs3Dyfnu2w7v+6RHq/HDz+Tgf7YV4LOFydCpBF1P837W8pxYzEvXQ6sU\n", "/jmTxXpfi+X8WM5NiKD+K9Jq767hLPYQolBpM9jwx3O3YLK58H8Wp2NOis6v92mVMmiV1JYgJNwE\n", "dbGa4UMyh6/lzQq7i8Nv/noTp9oGcblrCD/6oBndZs/iaQarEz1DDnC3p/thve9D+UUulnMTIqhF\n", "kuM472N/LigMP+yvrKwM++36hkb0Wu5eXR5ycHByblzrteBbf2nAF3d/iuPNBjg5d1jES9u0PVW3\n", "J0LQHTf+qqurQ2xsrPfCTVlZGbZu3Qqe51FeXo5NmzaN+95IvePm3A0jXjnaDCfH46WlGVg/MwGv\n", "HmlGzS0zAEAqAf5nWwE6r15CQl4h2o12JEcpkZ+khVzKzlCdyspKpo9IWM6P5dyAIN1x44+jR4+i\n", "ubkZarUaOTk5KC4uRlFREXbu3Ame57FmzRqxdh1SCzP1+J9tBeDcPFL0SiikUkilEkgl8E6sK4EE\n", "8sRp+LvyRthcbkglwM835OOBVP/6l4SQ4BH1SHIyIvVIcixXOs241GGGVilDhl6B+ZkxqL4xiFeP\n", "tHhf883l07BhdmIIoyRkagibI0nicd3gueXQZPf0Y19Zkwu5VIJknRIqmQR2jocEQHacsLGRhBBx\n", "BfXCzVTUb3F6CyQAXOrw9CZ7Gy/j5xvz8f1V2fjFpnzMStKO9xERSWiTPFKwnB/LuQlBR5IiS9Ip\n", "kKhVoNfihATAw5mee7JdLidmJkVhZlKU7w8ghIQU9SSD4PqADdcHbIhVyzEzUQulfOIH8HaXG592\n", "D6Gl34qZiVoUJEeNuuebEHJ/1JMMQ1mxamTFTq7n2NAzhH84eA2AZxjRLzfNREEy20ehbp5H+6Ad\n", "bp5Hml4l6I8LIZNF/9eFyKVLlyf0+k6Tw/vYzQM9Qw4frw69QPS1zt4w4st76vGl0nocaey/7/3w\n", "wcRy347l3ISgIhkkgzYn6ruH0Gaw4pNbJrx1Q4VfVd3ALaPdr/dnx6mhknlOr3VKGTJi2L4abrS7\n", "8PrpdrjcPHgA/3XqBnqHzZVJSLDQ6XYQGO0u/OlcBw7U9+FvFqbhnQudcHA8LnYMQS4BXlw27b6f\n", "MTNRi19unomeISdSdUrkxIf3NGiTvWNDIZUgTiPDLaNnW6+SQyELnx4sy3eksJybEFQkg6DH7MCB\n", "+j4Anj6bg7t7reyW0QGe5+97L7tEIkFeghZ5w5a7cfM8pLffd3PQBpOdQ3KUAglRnhmWWg1WVLYM\n", "IEYtR1FWDJJ1kTPzkkYhw7dWZOH3Z29hyMHhS0UZSIyKnPgJO6hIBoFaLoVWIYXF6cbVXgsem5WA\n", "ioY+qOVSbJ2bhAu3TMiIUftdxHqHHKho6MPlTjOemJOEVL0C3z3QBLODw4OpUfjeqhxAAvzoUJN3\n", "OYe2ARteXJrpLapiaDNY0W9xIlmnRFttDZYtWzapz8uO0+CVNdPh5nkoZOHVGWL5/maWcxOCimQQ\n", "ZMSo8dpjM7C3tgdpeiXW5sfjkTQp1LoYXOn0rG1TeqUb31qeBZ1ahmu9VpjsLmTHaZAerRr1edU3\n", "jHirphMAcPGWGT94NBtmh2fA+qXOIdwYtCFBqxix3k1t1xDsLjc0Ii1J29hrwXcPNMLidCM5SoHv\n", "PDx6bSSOzJFkAAAWOElEQVQhZFIJZAif02wy9VCRDJLZyVGYPWzIjptPxPcOXkOvxQm1XIovPJyO\n", "XosDDb0u/OSo557u3Dg1fro+b9QRZpf57pVtHncnzgA8w4N0ShniNQo8mheLj5o8KyZueyBJtAIJ\n", "AFd7LLA4PVefu4ecsCrYnqyD5SMtlnMTgopkiNwctHvnnrS53Oi3OBGnicbuyz3e17QYbOg2O0YV\n", "yUdyY3Gwvg+DNheKpkVjZqIGXy7KwJUuMx6blYDpCZ5p175SlImSmYlQKyTIFflCT4ru7iTKUgkQ\n", "p2FvUmUyNVGRDBGZ0zJi+rRZSVqk6FVYkKHHxy2eo79YjRwGqxNDDg5Rw5Z2mJGgxa82z4TZwSEp\n", "SoFYjQKZsRo8WZg8Yh9xWgXitMEpVrNTdHhlTS4+7R7CwoxomG/UA8kLg7LvUGC5b8dybkJQkQwB\n", "i8MFiVSGl1fnor7HgoIkLebdXmd7RU4spBIJOkx2xKjl+LcT1/Evj+UhXqvAgNWFxCgFEqOUSBuj\n", "VxlKUUoZlufEYnmOZyXNyhZriCMiJDCoSIbAuZsm/NOH7ZBKgBnxGpTMSvAuAhatlqPDZMfuy91w\n", "3h4q5OB4fGd/I3osTuTFa/DjNbljXtAJJ6wfibCcH8u5CRFe4yqmiDM3BgF4TrWv9lnRec9dN4/k\n", "xGJuig7xWjleWpoJk92Fntv9y6Z+K5r76SiNkGChIimi1n4LKlsMON9uhGHYAmEPZ8Z4HydqFbBz\n", "blS1DuBYYz9a+63471M3oJZLsTQrBgarY9TYRp7n4Z7g5E29Qw7Udw+hw8/bICeL9ft/Wc6P5dyE\n", "oNNtkdwy2nD6hhH763qRqlfiqQdTUJTlKY6zErX4ypIMWBwcEqMU+OSWCXtrewEAufFqzE3RYf+n\n", "nu0UnRIrp8fhmYdS0NhrQWGaDh83GzAvXQ+96u7XZ7Q5UddtgdnOYVaSFtOGzTrUYbTjH4+2oKnf\n", "igStHK89NgM5ceF9WyMh4YKKpEh6hpz449kO8Lcfp+oHvEUyViOHXCqBXCaFRALU3h5QDgAt/TZs\n", "fSDJu71+Zjyi1XJc7jQBkKDsSg+WZsVAfc+0YceuGfD66XYAQEa0Ev/v8Xzv0KFWgxVNt0/R+ywu\n", "1HUNiV4kWe9rsZwfy7kJQUVSJDKJBMNPiBVSCXieR4fRDjcPGKwuvP1JJ9L0ShTnxqKxz1PE5qZo\n", "UZiqw0/XTYdcKsHMRC30ajm+/UgWTrUO4jMzZFicGT3iNj3OzaOyddC73W50YNDm8hZJnXLkIHIa\n", "w0iI/6hIiiQvXoMvLErDn853YHGmHg+l6fCjD5qQG6+BWi7F+Zue6W06TA60Gmx4dW0u3DyQn6BB\n", "il41aiq0rFgNsuaNffQnk0qwZkYcLnd61s+ZkaBBnObuV5ufqMUPH83GsWsGPDwtGnNSxF9Ph/Wx\n", "diznx3JuQlCRFIlGKcPWuclYNT0OXUMOfPeAZ1bxszdN+PaKadhQkIDrAzY88UAS4jVyZMUokRGj\n", "gUQigcHixLFr/ahpN+GxggQsnhYD1X1m5S6eHodUvRJDDg55CdoRM+aoFTKsyovHqrx4UXMmhEVU\n", "JEXg5nm0GWywudxIj1bBNjByRu12ox1KmQT/tH46Xj3SAqOdw5KsaCzM0GN2chQGrC70W53QKKT4\n", "6bFW/HLTTOQnatB++8p0RrRq1Kw4UUoZ5mdEBy3H+2H9SITl/FjOTQgaAiSCi7fM+NreBnzzL1fx\n", "2zPtSI9WoiDZc4pbmBqFwlQdrE43OowOGG8vN3v6uhEpOiWuD9jQYrDiw2sGWF1u/PDRHDhcHI43\n", "D+DLpfX4yp56HG82wOpweffHuXncHLTh5qANnNv/oUFOzo26LjM+aupHY68loL8DQlhBRTJAHC43\n", "eocc6DXb8f6lLjhvF6sjjf2wuXi8vDoXP1ufi6KsGLx6pBkfNRsQq5FDcXvFw+nxatwyOdAz5MTv\n", "z3ag3+rCuZsmNPdbkKRT4Nd/vYkErQKZMWr87kw7Pmw2oNtsR6fRjmPX+vHF3Z/ihd2f4q9tg36P\n", "oWzoseDvyhvx2kdt+E55I5r6AlcoWR9rx3J+LOcmBJ1uB0BTnwVHGvvx4TUDVuTGICNGhfPtJgCA\n", "RiGFRiFFYpSnX/jLqpvgeKDf4kLp5W68sDgdJ1sHsb0wCf94tAXPL0gb8dk2Fw+1XIbthUkw2jgY\n", "rC4syEhGY88QUnRKXO2xYNflHu9EGf9ZdQOzk7Xe2cl9aTVYve+zudzoMjuQlyD+RR1CIknQi+T+\n", "/fvBcZ5TzLy8PBQWFgY7hIC6ZbTj/E0T9lzxTHFW/mkf/u9nciCVSDBodWLj7CSoZBKcbDHgYH0f\n", "HsmNg8HixIdNBshlUtT3DOGxWfGo6xpCrEbhnbn88NU+5MRpUDQtGglRSgzaOOyt9ezjfLsRT8xJ\n", "hNnOoWfICb1ShqHbk+5Gq2SQ+7kWTE6cxjsTkVouRUoAl3dgva/Fcn4s5yZE0IukWq3G2rVrg71b\n", "0ZjsLrjuOb1tM9jQb3Hg8wvS8OPDzdj8QBJ+c3ug9/l2E15YnI5Okx0LMvT47Zl25MVrUdU6gO+t\n", "zMb7l7ugU8rwi435kEg8hYxz82ga1jM02TnEqOVIi1bh9dPt+Nz8VBxrMkAG4KtLMxGj9m8c5Kwk\n", "LX6xMR9dZgemxajpKJKQMQS9J8lxHPbs2YPS0lLU1NQEe/cBl6hVQg5gbX485FIJClOioFd5hv/8\n", "ovIGlufGQqMY+Wt2uXnkxmvw2zPtWJcfj8VZ0fj5ppnIilVi0+xE1HUP4dvljai+YYTJ7oLN5cbj\n", "sxNxu32J1TPisCQrBrOSovDT9dPh4Nz4wqI0vLwmFzMSPYXO6uTQbXbAbHdhPAqZFHNSdHg0L977\n", "vkBhva/Fcn4s5yZE0I8kS0pKvI8rKiqCvfuAumW0w2BxojBdhytdZjw3PwUamRQPpEThWGM/VufF\n", "4d1LXSjOjcPMRC2u9loQp5HjoTQdBm0uzEjQQquQQq+SI06jwPGmfrx5vtM71OftT7owPV4DlVyK\n", "tz/pxN8sTIPTzaMwNQopes9UaTMTozAzMWpEXANWJ97+pBMVDX14KE2Hry+fhlR9eE+tRki4CumF\n", "G4XC92nh8JH/d/66hXp76bLlsDo5NHX04bVT3ei3uJCqU6JkVgL+dL4DAPDtFdNQ2TaAp2NTEa9R\n", "QCWX4vGCeGxXJOH6gB1KqQS7LnXhSpfnFHrr3CSsz1Khw+hEWrTSWyTjtHKo5FKY7BxuDtrxh3Oe\n", "z//uymyf8V7rs2JfnWeCjLM3Tbh4y4ym3nPgeT5ov69w/f4ov/tvr1ixIqziEWN7IiQ8P8E5tyap\n", "ra0N2dnZAIDy8nJs3LhxzNcdO3YMCxYsCGZo92WwOvGXuh583DyATbMT8evbfUYA+PzCVLx5vhNS\n", "CfDzDfnoszjhcvOo6x5C+ae9SNOr8I3lmfiPkzfw5SXp+MnRVu9706NVWJ0Xi4enxaDVYMXFDjNs\n", "TjfmZ+gx5OAwP12P10/fxKfdFmTFqPDquunIvOe2xeHO3zTiB4eavNvfLc7C2pkJ476ekKmkpqYG\n", "q1ev9vv1QT+SbGtrQ3V1NQBg3rx5wd79pDR0W/D2J10AAO6ePy0zErT4/qpspOqVmJkUBQmAi7dM\n", "+MvtI7p2ox0fNhnw1aUZuNprwbw0HS50eO61np+uw6k2I5ZkxaLL5EBTnxUKqQTvXejE4wWJiNPI\n", "8cqa6RiwOhGtlo+45XAsMxK1eOrBZO/p9oNpwV+5kPX7f1nOj+XchAh6kSwuLg72LgPGzt29vfDc\n", "TSO+uXwaLneasSw7Bg+m6UYt2Tr89QAglUhQ0dCHKIUUn1uQipWDdpjtHJr6rJibGoXfVrcjWiXH\n", "2vx4mOwcHkrTIVYt9/Yf4/1c1CtGLcfzC9Kw5YEkaJUyaEVcSpYQ1tFg8gmYlaTF3NQoXOkcgoPj\n", "sShTjw2zE8d9fY/ZiRcWp6PsSg/SY1RI1SthsLqwMDMaZrsL89J06DI5kKpXoiBJi5992IqTHQOo\n", "bB2AUi7Buvx4ZMaOf1rti0ouhUoeuHGPE8X6kQjL+bGcmxBUJCcgVa/Cy6tzYbJz0KtkiL3PvIz5\n", "iVr8rvomvrE8E3XdFrQZrJibooWT4/G7T26h3+rC15dNw8rpsVDIpPjq0ky8cqQZZgeHb63IQoo+\n", "dEWOEOJB925PUKxGgWmx6vsWSKPNiY9bDFiQEY02gw2P5sXia8umYXlOLE62DqDd6IDV6ca/nWjD\n", "rdtXswuSo/DrLQX4w/bZWDk9btRMP5GE9bF2LOfHcm5C0JGkSDqMDpTevlURABp6LXh5zXRoFDLI\n", "hi3sdc8aX0iIolnDCQknVCQDzObkPPdCK6RQyCTetbPvDNmRSSX424fT0TPkQJ/FhZeWZY6ahZwF\n", "rPe1WM6P5dyEoCIZQE19FvxX1Q3YXDy+viwTr63PwzsXOpEdr8HjBXfHKU6P1+BfN+TDybkRq1ZA\n", "JvVvQgpCSPBFbtMrzJjtLvz7ieuo67agud+KV4+2ID1GhZ89NgNfXZI56rbAS2dPI0GrZLZAst7X\n", "Yjk/lnMTgopkgHBuHkNOzrttcXLg3Dyk9zYdCSERhYpkgMRoFPjm8mlQySSQSoDvFmf7vDOG9b4P\n", "5Re5WM5NCOpJBtCCDD1+9+RsuAGk6Ng9lSZkKqEjyQCSSCRIjVYhPVp13wLJet+H8otcLOcmBBVJ\n", "QgjxIehTpfkrHKdKI4REvolOlUZHkoQQ4gMVyRBhve9D+UUulnMTgookIYT4QD1JQsiUQj1JQggJ\n", "ICqSIcJ634fyi1ws5yYEFUlCCPGBepKEkCmFepKEEBJAVCRDhPW+D+UXuVjOTQgqkoQQ4gP1JAkh\n", "Uwr1JAkhJICoSIYI630fyi9ysZybEEGfmbyzsxPHjh2DTCbDypUrkZaWFuwQCCHEb0E/kqyursaO\n", "HTvwzDPP4MyZM8HefdhgfR0Ryi9ysZybEEEvklqt1vtYqRx/oSxCCAkHQS+Swy+mKxSKYO8+bLDe\n", "96H8IhfLuQkR9J4kx91dm1riY03q2NhY1NTUBCOkkNBqtZRfBGM5P5ZzAzy1ZSKCXiStVisAzxHl\n", "ncdjWbhwYbBCIoSQcQV9MPmtW7dw4sQJ8DyPNWvWIDk5OZi7J4SQCQnbO24IISQc0GByQgjxgYok\n", "IYT4QEWSBITb7R4xcoE1rOdHxhf0q9v3w/pti/v37/f+Y8vLy0NhYWGII5q8Q4cOobm5GVu2bEF6\n", "ejoAtr7HsfJj6Xusra1FQ0MD3G43lixZgszMTKa+v7Hym9D3x4eZffv2eR+XlZWFMBJxHD58ONQh\n", "iKK2tpZvb2/3brP2Pd6bH0vf44kTJ7yPDxw4wPM8W9/fWPlN5PsLuyNJ1m9b5DgOe/bsAc/zyM3N\n", "ZXbOTPoeI0dxcfGo51j6/sbKbyLfX9gVSZ7x2xZLSkq8jysqKkIYibjoe4w8R44cweLFiwGw+f0N\n", "z28i31/YXbjx97ZFFrDyP99Y6HuMLCdOnEB+fj4SExMBsPf93ZvfcPf7/sKuSPp722Kkamtr8z62\n", "2WwhjERc9D1GjpMnTyIlJQU5OTne51j6/sbKbyLfX9idbhcVFWHnzp3e2xZZ09bWhurqagDAvHnz\n", "QhxNYBw9ehTNzc1Qq9XIyclBcXExU9/jWPmx8j12d3ejqqoKBQUFqK+vh8lkwvPPP8/M9zdefhP5\n", "/ui2REII8SHsTrcJISScUJEkhBAfqEgSQogPVCQJIcQHKpKEEOIDFUlCCPGBiiQhhPhARZIhP/nJ\n", "TwL2We+//z727t2LvXv3Yt++fTAajaNec/z4cRw/flzwPj744AOUlpZOIko2lZeX3/c1ZrMZb7zx\n", "Burq6oIQ0dQWdnfcEOFeeOGFgH2WRCLBli1bfL5m0aJFk9rH+vXrsWfPnkl9Bov8uQ1Qp9NhxYoV\n", "cLvdQYhoaqMiyYDOzk6cPn0aTU1N+M53vuN93mKxYM+ePdDpdJDJZGhoaMDf//3fe39++PBhmM1m\n", "yGQyOJ1ObNq0CSqVCgCgUqlQWloKmUwGi8WCjRs3Ijo6GoBnsgCDwQAAaGlpwbe//W2/4nS5XCgr\n", "K4NUKgXP86Mmcv3444/R3d0NpVIJm82GkpISREdH49KlSygrK8Pq1auxYsUK7/ZnPvMZPPLII+Pu\n", "z2w245133oFWq4VUKoVarYbFYkFJSYl3ooPx9gkA586dQ0VFBZ5//nmcOnUKSqUSDz30EPLz88Fx\n", "HA4ePOidLWdoaAhZWVlYvnz5fX8Pp06dwq1bt6BUKuF2u6FUKvH444/D5XKhoqIC9fX12Lt3LwAg\n", "Pz8fDzzwAACgr68PFRUV0Gq1cDgc0Ov1yM3N9et3TyZh0jNakrDx/vvvj9hubm7mP/jgA+92a2ur\n", "93FVVRXf0NDg3TaZTHxpaemYn2u328f92XjPj2X//v18T0+Pd/vMmTP8rl27eJ73TGp78uRJ788c\n", "Dof3ZzzvmTj1xo0b3p/t3r3br33W1tbyb7zxhneb4zj+f//3f/3aJ897fqeHDh0a9bkVFRV8X1+f\n", "d7u3t5f/9NNP/Yrprbfe4k0mkzee69evj9rnWN58802e4zjv9h/+8Ae+trbWr30S4ehIkmG5ubng\n", "OA4ffPCBd+qr7OxsAEB7ezuWLVvmfa1Opxv3cwI16arZbB4xVdW8efNw/fp1AEBzczNsNpv3CArw\n", "HJ3dsXz5cpSWluKpp55CVVWVzyPIe82fP9/7WCqVQqPR+LXPO9avXz9mLvHx8d7thIQEJCQk+BXP\n", "9u3bcfr0adhsNthsNr8nyFAqlZBK715GGJ4XEQ8VSYZdvHgRDz30EGbMmAHAc5rX1taG7OxsZGZm\n", "4urVq5g5cyYAzz/6O9xuN1paWpCXlwcAGBgYgFqtnnQ8UVFR6O3t9RbKmpoa7+nq3Llz0dnZiSVL\n", "lnhf73K5vI9lMhl0Oh0GBwfR3d2NVatW+b3fixcvemee5jgODofDr336olar0d/f7y2Ubrcbzc3N\n", "3t/1eFwuF65duzYi/nfeeWfENF7jsdvt4DgOMpkMgOf3Nzx2Ig6aBYgBx48fx8DAAC5fvozCwkJI\n", "pVKUlJSgvLx8xJEHAGzevNn73J2epFQqhdPpxObNm709yePHj6OrqwsqlQpOpxNbt26FXD76b+qe\n", "PXuwbds2v+J0uVzYvXs3FAoFpFIpdDodzp49ix07diA7Oxs1NTW4fv06pFKp98h369at3vcPDQ3h\n", "V7/6FZ544gnMmTPHr33W1dWhvr4eNpsNWq0WNpsN69at8xY3X/s8ePAgzp8/710k6qGHHvL2AF0u\n", "F/bt2weZTOZdSfGRRx5Bamqqz3hsNht+/etfY/r06ZBIJLDb7ViwYMGI4vrxxx+jv78fUqkULpcL\n", "y5YtQ2pqKnp7e3Hw4EHo9Xo4HA7IZDL09/fjueee83kmQCaHiiSZlPfeew9PP/10qMMYV21tLSQS\n", "id9FlZB70ek2mbA7R64ulwv5+fmhDmdcJpMJVVVVADzthDvrmxAyEXQkSQLm3LlzuHnz5pg/W7Ro\n", "ETIzM5nYpy+tra24cOHCmD/LycmJ6FnMpyoqkoQQ4gPdlkgIIT5QkSSEEB+oSBJCiA9UJAkhxIf/\n", "Dy0aAOQ0PwdPAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.515194\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd96P/37KPRaN8XtCAWsWPAgDEG78gxYEEc2zF1\n", "3ebn/G6a3CRNk3vjptdp0jxJm/b6lzZPmqTZeh33ZydmdcDsJGAEwRgr3hDCgEAChNC+jEazn/uH\n", "YEBGDKNBM6P56vN6Hp5nzmzn+9FBH53zOd9Fp2mahhBCiGHp490AIYQYyyRJCiFECJIkhRAiBEmS\n", "QggRgiRJIYQIQZKkEEKEYIzmlx8+fJjLly8DUFJSwvz582lpaWHfvn0YDAaWL19OQUFBNJsghBC3\n", "JapJcsmSJcHHu3fvBuDo0aOsW7cOgC1btlBdXR3NJgghxG2J+uX2uXPnePHFF5k0aRIANpst+JrZ\n", "bI727oUQ4rZEPUmWlZXxhS98gbfffhuA6wf4mEymaO9eCCFuS1Qvt6+yWq2kpKQA4Pf7g8/rdLqb\n", "fmb37t0YDIaot00IMb6kp6czf/78sN8f1STZ2dlJZmYmcO0McmBgILh99fFwDAYD8+bNi2bzhBDj\n", "UG1t7YjeH9XL7UOHDrFhwwY2bNjAjBkzAFi0aBGvvvoqr776KosWLYrm7se0mpqaeDchqiS+xKVy\n", "bJGI6pnkqlWrbniusLCQT3/609HcrRBCjBrdWJ0qbd++fXK5LYQYdbW1tTzwwANhv19G3AghRAiS\n", "JONE9bqPxJe4VI4tEpIkhRAiBKlJCiHGFalJCiHEKJIkGSeq130kvsSlcmyRkCQphBAhSE1SCDGu\n", "SE1SCCFGkSTJOFG97iPxJS6VY4uEJEkhhAhBapJCiHFFapJCCDGKJEnGiep1H4kvcakcWyQkSQoh\n", "RAhSkxRCjCsjrUnGZCEwET9dA16cHj9pViN2ixxuIUZKLrfjJBZ1nwvdLr7+xin+cv0JfvLHi3Q5\n", "vVHf51Wq17VUjk/l2CIhSVJhRy/0cq7bDcCe0500dN58dUohxPAkScbJ0qVLo74Pm2no4TUZbr7O\n", "+WiLRXzxpHJ8KscWCSlSKWxeUQpVU7J4v6WPx6bnUJFli3eThEg4ciYZJ7Go++TaLXxxSTE/fGwq\n", "q6fnkGw2RH2fV6le11I5PpVji4ScSSrOZNRjMsrfQiEiJf0khRDjiozdFkKIUSRJMk5Ur/tIfIlL\n", "5dgiIUlSCCFCkJqkEGJckZqkEEKMIkmScaJ63UfiS1wqxxYJSZJCCBGC1CRFwnH5/JzvdoOmMSHd\n", "itUUu5FEIvHJfJJCab6Axr5TXfzbofMAfOGuYj5RmYXJIBdFIjrkf1acqF73iVZ83QNefnWsObj9\n", "q2PNdA/4orKvUFQ+firHFglJkiKhWIx6ilItwe2CFDMWGZsuokhqkiLhNHW72PxhKwEN1s7MoTQj\n", "Kd5NEglEapJCeSXpVr68tCTezRDjhFynxInqdR+JL3GpHFskonomefz4cU6ePEkgEGDx4sUUFxez\n", "detW/H4/ABUVFcyaNSuaTRBCiNsS1STZ0dHB2rVrAdi+fTvFxcVYrVYeeuihaO42Iai+jojEl7hU\n", "ji0SUU2Sy5Ytu+E5v9/Ppk2b0DSN8vJyuTkjhBjTYlKT3LNnDwsXLgSgqqqKtWvX8slPfpLLly/H\n", "Yvdjkup1H4kvcakcWySiniQPHDjA5MmTyc7OvuE1k8kU8rPXH6yamhqltj/44IMx1R6JT+IbT9sj\n", "EdV+kgcPHiQnJ4fKysrgc42NjZSWlgKwbds2Vq5cOexnpZ+kECIaxkw/ydbWVg4dOkRlZSX19fX0\n", "9fXxzDPP0NjYyNGjRwGYO3dutHYvhBCjImpJMjc3l+eff/6G54e7mTMe1dTUKH0XUeJLXCrHFgnp\n", "TC6EECHI2G0hxLgia9wIIcQokiQZJ5F2R0gUEl/iUjm2SEiSFEKIEKQmKYQYV6QmKYQQo0iSZJyo\n", "XveR+BKXyrFFQpKkEEKEIDVJIcS4IjVJIW7B6fHT2ufB6fHHuykiAUiSjBPV6z5jNb42h4cf1DTx\n", "lxvq+LeaJtr6PRF9z1iNbzSoHFskJEmKceVkm5MDDd14/Rp/aOjmZKsz3k0SY5wkyThRfZaVsRqf\n", "Thd6O1xjNb7RoHJskZAkKcaVqTk2HpmaRYrFwKOVWUzLSY53k8QYJ0kyTlSv+4zV+LKTzfzV4iL+\n", "Y20l/21REZnJoZcQuZmxGt9oUDm2SER1tUQhxiKryYDVZIh3M0SCkH6SCcTrD9DR78Vo0JGdbI53\n", "c4RISNJPUlFuX4DdH3XyF+vr+PyWk5xs6493k4QYFyRJxslI6z6Xet3826HzBDToHvDxy6PN+ANj\n", "8iIAUL+upXJ8KscWCUmSCUKv12HUX+uvYjXJoRMiFqQmmSD8AY23z/fy4yMXyLIZ+eulJZRmJMW7\n", "WUIknDGz7rYYXQa9jkUlqUzPm4pRr8NmlruzQsSCXLPFSSR1H51OR6rVmBAJUvW6lsrxqRxbJCRJ\n", "CiFECFKTFEKMKzHpJ+lwOCL5mBBCJJyQSbKurm7Yf6+88kqs2qcs1es+El/iUjm2SIRMkocPH0av\n", "13P27FneeustPB4PR44cITMzM1btE0KIuApZk3Q4HNjtdn7zm9/w1FNPBZ//7W9/y5NPPhnVhklN\n", "UggRDaNak7Tb7QCYzUMnU/j4thBCqCqsGzdOp5NAIACA3++nr68vqo0aD1Sv+0h8iUvl2CIR1oib\n", "Rx55hP/6r//CbDbjdrt59NFHo90uIYQYE6SfpBBiXIlJP8mWlpZIPiaEEAknrCR5/PjxIduHDx+O\n", "SmPGE9XrPhJf4lI5tkiElSRPnTo1ZNtolMmDhBDjQ0SX21fvdIvIqb62scSXuFSOLRIhTwm3bdvG\n", "wMAA9fX1eL3e4PN5eXlhffnx48c5efIkgUCAxYsXU1xcTEtLC/v27cNgMLB8+XIKCgpuL4IE0tQ9\n", "QHOPh0ybiYqsJAzXzTQuhBibQibJlStXArB161ZWrVo14i/v6Ohg7dq1AGzfvp3i4mKOHj3KunXr\n", "ANiyZQvV1dUj/t5E1NTt4mtvnKZ7wIdRr+NbywtYWBHeH5tEVFNTo/QZicrxqRxbJMK63H7kkUci\n", "+vJly5bd8JzNZgs+Hk8jdy71uuke8AHgC2ic7vLEuUVCiHCElSRv90bNnj17WLhwIQDXd8s0mUy3\n", "9b2JJCvZhMlw7fJ6Sn5aHFsTfaqfiagcn8qxRSKs7Ld9+3ZmzZqF3+/n8OHDLFy4kEmTJoW1gwMH\n", "DjB58mSys7OBwWGNV+l0oWty15/2X+2WkKjbHac/5FvLSmh2GShOs6C1naXmXN+YaZ9sy/Z42h6J\n", "sEbcbNmyhdWrV/O73/2O6upqXnvtNZ544olbfvnBgwfJycmhsrIy+NzmzZtZs2YNmqaxbdu2m9Y6\n", "VR9xo3rdR+JLXCrHBlFaLVGv16PX67FarQBYLJZbfqa1tZVDhw5RWVlJfX09fX19PPPMMyxatIhX\n", "X30VTdN48MEHw26oEELEQ1hJ0uPx4HA4gkkynOHeubm5PP/88zc8X1hYyKc//ekRNlM9Kv+lBokv\n", "kakcWyTCunFTWFjIli1bWLx4MR9++CENDQ3RbpfyAprGuc4BTrb143D74t0cIcRNhJUklyxZwp/9\n", "2Z9htVqprKzk85//fLTbpbyaU618fstJvvj6R7xc26JcolR9/K/K8akcWyRGPCzRaDQGL7sB3n33\n", "3VFt0Hjg9QfYWN+NLzBYtth8vI22fu8tPiWEiIeIxm5f79y5c6PQjPHFoNdRmnHtD02y2YDFeNuH\n", "YkxRva6lcnwqxxYJmc4nDvQ6HU/NycduMtLicPOp2XkUpt66x4AQIvbUOn1JIA3vv83/u7iIbz44\n", "kWm5yfFuzqhTva6lcnwqxxYJSZJCCBGCXG5H0ZkOJ2819ZJrNzGvKIVM27UJPVSv+0h8iUvl2CIh\n", "STJKmntdfH37aXrdg2PVn1tYyBOz1Z0aTQhV3fbl9ty5c0ejHcrpc/uDCRLgvWbHkNdVr/tIfIlL\n", "5dgiEVaSPHToEPX19QCcPn16yGqJZWVlUWlYostONjO7wA6ADni0Miu+DRJCRCSsy+2mpqbgTD4T\n", "J05k48aNfOpTn4pqwxJdls3E15eX0tTtItlsoCIracjrqtd9JL7EpXJskQgrSSYnJ5OVNXgmpNfr\n", "MRgMUW2UKnLsZnLs42f2dSFUFFFNUq+XnkO3S/W6j8SXuFSOLRJhZTudTkdnZycAnZ2dQ2YXF0II\n", "lYU1M7nf72fPnj3BOSWrqqpue92bW1F9ZvJoa+v30NHvJdVqlCGPQlwnKjOTGwwGqqqqIm6UiK2W\n", "Pjff2XuWUx0DpCcZ+f4jkyjPTLr1B4UQNwjrcvvUqVPRbse4E826z7kuF6c6BgDoHvDxYYvjFp8Y\n", "farXtVSOT+XYIhFWknzvvfeGbJ89ezYqjRGjI8UytPdBpm38LN0rxGgLK0l6PJ4h2x9PmmLkotkX\n", "rSIriRceKGNJaSr/fUkxM/NiP8uQ6n3tVI5P5dgiEVZNcsmSJezatYsVK1ZEuz1iFFiNBu4pz+Ce\n", "8ox4N0WIhBfWmeTLL79Mb28v69evZ/369XzwwQfRbpfyVK/7SHyJS+XYIhHWmeQjjzzCggULgtvb\n", "t2+PWoOEEGIsCaufZDxIP0khRDSMtJ+kjC8UQogQwkqSvb29bNiwgZdeegmfz8fmzZuj3S7lqV73\n", "kfgSl8qxRSKsJLlz504ee+wx0tLSoj4cUQghxpKwkqTVasVkutYhWaZKu32q90WT+BKXyrFFIqLO\n", "5IFAICqNEUKIsSasJJmbm0tNTQ0+n48jR45QUlIS7XYpT/W6j8SXuFSOLRJhJclly5aRmZmJ1Wol\n", "Pz9fuuYIIcYN6ScphBhXojKfZHt7Ozt27CApKQmPx0NVVRWZmZkRN1IIIRJF2F2A1q1bx+OPP86T\n", "Tz7J7t27o90u5ale95H4EpfKsUUirCRps9mCi38ZDAasVmtUGyWEEGNFWEnS5XIN2XY6nQAcPXp0\n", "9Fs0TqjeF03iS1wqxxaJsJJkIBDgl7/8JbW1tfznf/4nVquVuro63n333Wi3Twgh4iqsJOl0Ornr\n", "rruwWq0sWrSIyspKxuhN8YShet1H4ktcKscWibDubj/99NPY7fYbni8pKeHChQsUFxcP+7lAIICm\n", "aTKMUQiRsMJKksMlSICUlBT27ds3bJLcuXMnDQ0NVFdXU1hYCMDWrVvx+/0AVFRUMGvWrEjbnfBU\n", "r/tIfIlL5dgiEbUpfaqqqqirqxvynNVq5aGHHorWLoUQYtTFdNJdv9/Ppk2b2LhxI7W1tbHc9Zij\n", "et1H4ktcKscWiZhODllVVRV8vGPHjljuWgghIhK35Ruun5/yZq7/i1ZTU6PUtsSX2Nsqx7d06dIx\n", "1Z5obI/EbU9wsWXLFqqrq4d9ra6ujvT09OCNm8bGRkpLSwHYtm0bK1euvOn3ygQXQohoiPlCYDfr\n", "/rN3715qamrYu3cvb775JjCYJK+u3T116tTb3XVCu/pXzesL0D3gxetXayLjSP9qJwqV41M5tkiE\n", "VZM8ePAg99xzz7CvXb8e9/UefPDBG55btmzZCJqmvk6nl9++d5mac90sL0/nU7PzyLDdugwhhIid\n", "sM4kf//737Nx40ZaW1uj3Z5xY+nSpbx/ycHm42209XvZ8GEbJ9r6492sUaN6XzuV41M5tkiElSTX\n", "rFnD6tWrqaur47XXXruh/6MYOY8/QLtz6NpBbp9al9xCqCCsJDl79mxMJhP33nsvK1as4PXXX492\n", "u5R3oq4OPTC7YHA009wCOyXp6kxBp3pdS+X4VI4tEmHVJGtqaigrK+Pw4cPY7Xa+9KUvRbtdynP0\n", "9jB76kQu9rqZX5TClOwkyjKS4t0sIcTHhNUF6Nvf/jb33Xcfd999d8wmqxgvXYC6B7z4AhoZSSYM\n", "el28myOE8qKyxs2aNWuYPXt2xI0SN5eeFN7dbK8/gF6nk0QqRIyFXZMUoyvcuo+mafypuY+vvXGK\n", "f9p/jgs9rlt/aAxQva6lcnwqxxaJsJJkb28vGzZs4KWXXsLn87F58+Zot0tccbHXzTd3neFEq5MD\n", "Dd38/7UtMuGxEDEU9mqJjz32GGlpaRiNMZ0TQ1nh9kXz+jXc/mtJsc3pwR8Y+0lS9b52KsencmyR\n", "CCtJWq3WIRNSyEzjsZNvN/Pn8/IBSDLpeXZ+IUZD3OYlEWLcCeu3zeMZ2uk5EJBOz7cr3LpPktnA\n", "J2fl8rO1lfykeiqz8oefJX6sUb2upXJ8KscWibCunXNzc6mpqcHn83HkyBFKSkqi3S5xnSSTgbJM\n", "6UMpRDyEPVVaXV0dDQ0NzJw5k7Kysig3a/z0kxRCxFZU+kkCTJ8+nenTpwND54UU4el0ejnf7SLJ\n", "pKc8MwmT1BWFSAghk+TGjRvR6QY7L1+tQ2qaxqlTp/jGN74R/dYpomfAx78fPs/Bcz3odfDCA+UY\n", "WupZvHhxvJsWNTU1NUrfJVU5PpVji0TIJGm321mxYgWHDh3CZDIxd+5camtrSU9Pj1X7lNDW7+Hg\n", "uR4AAhps+rCVZ0sT4waMEONdyGu+FStWAHDp0iUWLlyI2Wxm8eLFOByOmDROFXaLgTTrtb9H0/OS\n", "mT1rZhxbFH2qn4moHJ/KsUUirJrk1Uvuq6QL0Mjkp1j4x6oK9jd0kZts5q7StHg3SQgRprDuHgQC\n", "Adrb2wFob2/H6/VGtVEqmpRt47mFRayekUOO3ax8XzSJL3GpHFskwp4FaOfOnTgcDpKTk3n88cej\n", "3S7xMQ6Pn6NNPdRe7GNJaRrzilOwGmXkkxDRdttLyl64cOGmKybeDuknOdSxC718Y+eZ4PaLKycn\n", "zOgbIcaSmC8pe+zYsdv9ChGGTufQEkfPgJQ8hIgF6dEcJyOt+0zOtpGeNFgdKUgxj/lhiqrXtVSO\n", "T+XYIiHzniWI8swkfrByMp1OH9nJJgpSLfFukhDjgiTJOImkL1pRmpWiBOk9pHpfO5XjUzm2SMjl\n", "thBChCBJMk7qz15g18l2vvf7s/zpYh+Bj3UyON/t4kRrP13OxLxBo3pdS+X4VI4tErd9uR2N7j+q\n", "u9TrZucFPxVZGvOKUrjQ4yLDZgyuu33icj/P7zzNgDfA4gmp/PU9JViNei72ujHqdZSkW2XVRCFi\n", "5LaT5IIFC0ajHePKjpMd5KZYeLm2hW6XD5Nex3dWTAwmyd2nOhjwDg79PHK+l/PdLj687OCld1qC\n", "swjdXTa2JxlRva6lcnwqxxYJudyOg1bH4GJe3S4fAN6ARmPXtaViJ6Rbg4+Neh0mg46X3mkBBmcR\n", "+tWxZhxuX2wbLcQ4FfJMcv/+/SxYsICf//znN0yy6/V6mTx5soyKicCamTkcv9yPUa/Dd2Xlw9KM\n", "a4lxWXk6bm+AUx1OVk7LISfZRF6yiVUzcnD7AmQnmxnrCyaqPiehyvGpHFskwrrcLi8vp7q6+obn\n", "N2zYIEkyAlNzkvH2dfG9qgoaOgcoy7AyPTc5+Hp2splP35E/5DPfeKCcb+9poHNg8Awy2VTGsokZ\n", "MW23EONRyCR57733hv6wrMEdsZkTB294zS1MCev9Xr8WTJAAxy70jekkqfqZiMrxjbXY+j1+zrQ7\n", "cfkDTMxMIjvZHNP9h5XlMjKG/2WUGcpHR7/Hz7muAbx+jfLMpCET9F6VbTORYzPRdqVL0MKS1Fg3\n", "U4iY0zSNfac6+dEfLwCwpDSNv7mnhNRhfkeiJawbN8uXLx/2+VudaYqbq6mp4XKfm1f+dInNH7by\n", "la2n+J/bT/Prdy7R7/Hf8P7CNAv/+IlJ/N39ZfzLJyYxvyi8M9B4Ub2vncrxjaXYnN4A2+rbg9uH\n", "G3voHojtTUu5Xh4FZzqcHG7sIc9uZn5xKlk20y0/Y7FY2H2qk0u9Hupary2HsfVEO2tn5pJsvnGu\n", "yJJ0KyXX3fkeSwKaxpmOAdr7vRSmmjEYZK5LcfusRj3zClM4d6X3R0mahWRLbDvlhEySPp+PAwcO\n", "YLPZWLx4MXv27MHpdPLwww9js9li1cYx7WKPi69vP02ve/Ds7zMLCnhqbv4tPgV33nknv99/jrZ+\n", "L+UZSTT3egCYkGbBZkq8nlkftTn56hun8Po1UiwGXlw5N95NiqqxVrcbTWMpNoNex+Ozc5mSY6Pf\n", "42duYQpZttjWJEP+Nm7atIk5c+aQnZ3N97//fWbMmEFVVRVbt24N68sDgQB+/42XjipxePzBBAnw\n", "QUv4i6StnpbD6XYnxWlWnpmXz5/Py+fvHywnI4wz0bHmdMdgTRWgz+2nuccd5xYJVWQnm7l/Uiar\n", "pucM6UMcKyHPJC0WC9nZ2WRnZ1NUVERRUREAVuutG7pz504aGhqorq6msLAQgJaWFvbt24fBYGD5\n", "8uUUFBSMQgjxlZNs5o5CO39qdqADHq3MDutzV/ui/Xv1VAa8AXLtJlKtYys5NnW5OHC2C5vJwN1l\n", "aeSn3Hx6tqK0a68Z9TpMPieg7o09lfsSqhxbJEImyYGBATRNY2BggNOnT+N2u7FYLLjdtz5LqKqq\n", "oq6ubshzR48eZd26dQBs2bJl2L6XiSbTZuJ/LC+lscuF3WxgYtbIJsMtShubNcZOp5dv7W3gwpUz\n", "wlPtTv5mWQlmw/AXH9NybXz/kUk0druYkm3D0VgHFMawxUJER8gkef/99/Paa69hMBj48pe/zMaN\n", "GwFYsmRJRDu7vo5pNse2rhBN2cnmEffduv4vdZvDQ21zHz0DXhaVpFGacetE2+vy4Q0EyEgyodeN\n", "/mQXA15/MEEC1Lc5cfkCN02SVqOBO4pSuOPqXfe8O0e9TWOJymdaKscWiZBJMjc3lyeffDK4/fTT\n", "T9/Wzq5fc8xkGluXlvGiaRqbPmxl44dtAGyrb+dv7yuj0+ljYmbSsDOQn+lw8k9/aKTH5eOLd09g\n", "SWnaqM8KlJ5kYvW0bH53YrD7xadm5WIf5o67EKqL6W3U62/i6MI4+7m+v1ZNTY1S2z/5yU+oqanB\n", "7Qvw/qVrN3ta+ry8c6GPb+89y7d2n6HN4Rnyea8/wH+8dZHGbhfdLh/f/f1ZLvW6R719fzr6R+5O\n", "d/Ivj07iX1dNJt/dzOFDh0YcX7x+vrE6fmOlPaO5ffXxWGlPNLZHIqwlZTVN48yZM3g8g7+wb7/9\n", "Ns8+++wtv7yuro709PTgjZvNmzezZs0aNE1j27ZtrFq16qafVX1J2euL47s+6uDFN5sAWFCUgt1i\n", "YH9DNwA/XD2FyuvGdXv9Af5252nev9QPgF4HP//ktLjc9Qvl+vhUpHJ8KscGI19SNqzO5Js3b6a8\n", "vJykpMFamV5/6xPQvXv30tDQgNVqpaysjGXLlrFo0SJeffVVNE3jwQcfDLuRKrr+P+Hy8nSKUy24\n", "fAE8/gB/v+csMDgU8eoKiVeZDHo+t6iYf9h3ll6Xjy8vnTAmFwVT+ZcM1I5P5dgiEdaZ5NatW0Oe\n", "9UWD6meSN9Pr8lJ32Um3y8e0XBulGUn4AxqnO5y0OjwUplqoyLLRPeDFG9DITDLJLOVCjMBIzyTD\n", "qkn29fUN2W5tbR1Zq8QNampqcHn9tDk8OK8bq51qNbG4NI2qqVmUZiTR2DXAny728te/+4jv7DvH\n", "32w7RUOHk/QkEznJ5jGbICOt/yQKleNTObZIhHW5ffbsWX7605+SlZUFQH19PS+88EJUG6a65Mxc\n", "fvX2Jfac7uDpufnML0qhtd+LP6AxOdtGQNNoc3jYXt9OfoqFK4NZGPAGuNTnYWLW8MNCT3c4OXyu\n", "h7wUMwvCHEcuhLi5sJLkww8/zJ13Xuv3tn///mi1Z9zwpeSz5fAZ/p87CznZ1k9zr5s36jsAWFic\n", "SlqSgT2nuri7NI2JWTZ0gAaYDDpy7cP3yWzudfH8dePI/2J+PqXpSeh0MC03OabDHVWva6kcn8qx\n", "RSKsJHl9ggSZIm20ZNlMtDo8WIwG3rl4raRx9EIvz8wbnCTjUGMP0/OS+au7ijAb9FRkJlFxk1E9\n", "DvfQceTvt/Rz7EIfH17u58/uyOeZeflhdb0SQlwTUT/JlpaW0W7HuGPsa2HFlEz0OmjqdjEr3x58\n", "bUZeMs29g6Nd9DrItZspTU/iocmZTM1NvukImzSriefuLCTPbkYHLC5JxajXkW41crixB5cvEIvQ\n", "APXrWirHp3JskYhoPskjR44oMe46nvo7W3lqUQXNvW4u9LpJNun56j0T0OsG19Xee6aT6bnJPDE7\n", "l4UlaRhvcYOmsWuAF99spLXfy2cWFFKeaaXucj8Wo55Hp2VTlGomySQjZoQYqZBJsq2tjYyMDLq6\n", "uoY839/fH9VGjQdX6z4Ts2y8cH85Az4/rX0evrGrgX6Pn88sKODPH84nJYyZgTRN4+XaFurbBgD4\n", "/w428Z2HK/j3P14E4K3zvfzDQxOjF8wwVK9rqRyfyrFFIuTl9vr16+nq6uLll1/m+PHjwX+XL1+O\n", "VfvGBZvZQJbNzObjg+O3n56bhy+gcanPE9bnuwe8zM6385cLCrh3YjoBDfo+ti53a7+Hb+46w+/q\n", "2uhxeUc9BiFUFfJM8vOf/zwAkyZNGnKzpru7O6qNGg+GG/qVn2LmMwsK+D/vXKLP7adrwEdBioWU\n", "EIseubx+fvNeazDBrpiSyd/dV0p5lo3iNAsXetxk2Yy4fQGOnO/lyPlecpLN3FWaFvP4VKJyfCrH\n", "FomwbtxUVVUN2Z40aVJUGjNeBAIB0spn8GGLgzbHtenIVk3L4d1LDvqu3KHeeqKdi72h5+7sdfvZ\n", "cbIjuF1zrofK3GRK0q38Y1UF/7pqCl+/t5Rfv3Mp+J6uATmTFCJcYd24+fjcj1OmTIlKYxKVL6Bx\n", "vMVBbXMfFZlJtDs9nOlwsXZmDhXDdPo+0tTL9/7QiNev8ez8Ah6anEmO3UyO3UzRdeOwDbrBu9uh\n", "2Ex6Zhckc/T8YBeiOQXJpFgGD2teioW8FAuXet0Up1k50zlAps3I9LxrE2Y4vX6cHj8pFgMW4+jd\n", "2FH9TETl+FSOLRIR3d3euXMnq1evHu22JKzTHU6+vuM0gSujYj63uIg9pzp550IvP6qeGpyQt9fl\n", "paXPw6+E/ikKAAAWcUlEQVSOXcJzZQjNr2svMbfQTs6VDuIPTMqg1eGhudfN8okZnGjtZ3K27ab9\n", "G+0WI59bVMySUgd6nY65hXZsH5v3sSDVwj88PJEOp5c0qzE4IcblPjc/P9pM7cU+VkzN5MnZeaQn\n", "yQgdIa4XUT/JQCB2/e0SQZfTG0yQAN0DPswGHZ0DvmDfRE3T2HGyky3H20i1XEtiNpMBi/HaYdCh\n", "40KPmxSLkVfebeGN+g4GvEN/3k6Pn8CVeUk6nV42fNDKz966yNvne9AxfDLNsZupzE0eMmPQBy0O\n", "3jzbjcPjZ+MHbZxuH7jtn8VVqve1Uzk+lWOLRMgzyRdffJGSkpIbnq+vr5d+ktcpTrOSbTPR7vRi\n", "NerJspnw+DWenpsXHDs94A1wotXBhy39fOnuCViMevo9fp6dX8DEzGsjaFIsBgx6ePtCLwDVM3Kw\n", "Xllitt/jZ9/pTt6ob2d+USprZ+ZwvttFVrKJByZlsuNkB3eXOchLyQyr3R+f/+mW00EJMQ6FTJIV\n", "FRXDJsMtW7ZErUGJaEK6lX9+dBKX+zxkJBnRMzhZ7oR0K0kmA15/gLrWfpLNRh6bkcPe051UZFn5\n", "5Mw8Mmwmel1ePrzcT9eAjxm5yTx/bxkftTmxGPVU5tqCI2xOtzv50eELAJztdDG30M57zQ42fthK\n", "foqF5xYWjmjY4awCO4smpPKn5j5WTMliUvbIFjELRfW6lsrxqRxbJEImybvuumvY59PT1V0qNFLF\n", "aVaKb7Ly4ZmOAf7XrjPBS/Kv31s6ZMKJN89288NDg8kvI8nID1ZNYXlFRvDzPQNeWhweNDQybUY6\n", "nYN9IF3eAOs/GJy2rrnXTVO3i+Xl4R+b/BQLz99bSr83QIrFICNyhBhGyJpkXl7esM/LBBcj0+Py\n", "DalZ9rh8NB6vxRfQ6HR6g5fWAJOzbTR2uXj7fA8dTi89Lh8/P9rMF1//iBd2NfDcnUVYjXpK0iyk\n", "faz/ZGaSkawRrtqYbDGSax/9IYuq17VUjk/l2CIR0d1tMTIT0q2UpFto6naTbDYwK99Oj8fK3lOd\n", "/J9jzTw+K5c/NvYyId1CaYaVv9/TAMB9Fek8PjOX3ac6sZsNFKSaeediDz9bW4nJqMNuNvDXSyfw\n", "yrstTMxM4oFJWXGOVAj1hLV8QzyosnxDS5+by30ezAYdDo+fPLuFkgwrZzsH+NymejSgMsfGI1Oz\n", "KEyz8IODTTT3XhuO+KPHpvKzty6wYEIadZcdzClI4eEpmcG+kP6ARp/Hh9Wgx6rY5bLT46ehcwBv\n", "QGNiRhJpSfI3Xdy+qCwEJiLT1OXiGztP09rvpTDVTNWULJLNRlr6BuuHzy0s5FBjD3WX+8lMMvHM\n", "/DzmFKTQ3Ds4gmZSVhI5ySYen53HN3cPnl0eaeqlJN3CnRMGhxUa9DrSw5gEI9H4Axq7T3Xw4yuT\n", "dKyals1n7iwkWdb+FjEW03W3x5tTHU5a+weHADb3evAFNN4828VP/3iR7/7+HD8/2sziCancUWjn\n", "jqIUvrDlI3KSTXzlngn8+bx8qqZkca7LhS8w9GS/a8A33O7GlNutazncfjZ90Bbc3nqinR7X2Ilb\n", "5bqdyrFFQs4kR1m3y4umQUaSiTTL0B9visVIRVYSqRYXU3Nt/Oa9y3zQ4uDTc3L5xs4GAhocv9yP\n", "AY13W/rx+DUsBh0/WDUlOFlFZpKRKdnDr2+jkiSznml5ybQ4BksP5RlWkkzyN13EntQkR1F9az//\n", "tP8cXr/GV5eVMCXbxuHGHg439jC3wE5xmoVv7TlLqtWI2aDjqbl5BDS47PCQZTNxvMXB7IIU/JrG\n", "H053caKtH02DXzw+DR1wrsuFyxdgWm4yRWljb63t0dbS5+ZoUy9On5+7S9OZkD58FyshRkJqknHS\n", "5/bxL2820tzrYWJmEmc7XXj8GnML7dxVksalXhfvtfTz3KIiznUOkJZkJCPJyAu7zwKDE1NU5iTz\n", "b4fOA/DZhYXcNymdnGQz+XYzb5xsD9bnyjOtfHdFRXBMuKryUyysnpET72aIcU6uX0aJ2xcgEBgc\n", "Vnj/pAx+9tZFvrm7gX8+0Ehtcy///XenmJBm4ZV3W9h+soNX373Mn5odlF45O5qZnxLsGA6w5Xgb\n", "ZzpcHD3fi1/TONBwbQ7Ps50uusd4XVL1upbK8akcWyQkSY4Sjy/A2pk5zMpP5tiF3uA46PcvDS51\n", "8ez8AjQYktzq25zkJg/emda0wJBp0orSLHQ6vRy70IfbH2D5xGsjacozrKRLdxghYkJ+00aJxaQf\n", "nGCiNA2XP8C7zQ4A7q/I4EhjL/vOdHHvxAwWTUjlrfO96IDl5elUZCbx2MwcJqRZua8ik+31HUxI\n", "G5yNvKFzgBl5ySSbjTwwKZOiVAv9ngCTs5PG/KW26uN/VY5P5dgiITduRtG5zgH2nu5kYmYSvW4f\n", "nU4v8wpT+J87zgTf8/TcPGbl2zEbdJgMOkBHWaYVk16PQa+jw+nlhzVN/LGplzSrke+umMiUnOSb\n", "71QIMSIjvXEjl9ujqCwziecWFnFHYQoftfbj1+DohT6ybdc6e/e4fBSkmDnR2s+eU13Ut/Xzxol2\n", "fnCwkTMdTs53u/hjU2/wvYcaewC42ONi/fuXWf/+ZS72uIbs1+sPcOKyg0PnumnqHr05IW+H6nUt\n", "leNTObZIyOV2FGTYTNw3KZO/29WA2aDjuYWFDHgDlF4Zw/1GfTvrr3SUzkwyUj0jB78G39l7lv+x\n", "vBQd1+Z2zE424XD7+EFNU7C+eexCL59bVETngI/CVAstfR7+dufgzOiZNiP/+9HJN52RSAgxMpIk\n", "oyTTZkKvg+UTM7AZ9XT0e3nxYBOVOTbmF6UG39c54CPFYqC930uH00t2solvPljO5g/bmJGXzOIJ\n", "aQz4Apy6btbwk21O9p7uYv0HrUxIs/DM/ILgLEOdTh+X+zxxT5Kq17VUjk/l2CIhl9tRUpJu5btV\n", "FXT0e+kY8PHb91vpc/t5+0IfAW1wJA3AncUpmAx63r/k4K/uKmbf6U7eOt/DF+8u5i/vLCTHbibV\n", "YuSTM3OD371yWjbvXhpc+Ot8j3vIQbSZ9MHZ0IUQt0/OJEeo1eGma8BHRpKJXPu1O8xtDg8dTi/p\n", "SUbyUyz4/Bp9Lh+1zX3MLrQP+Y4Br5//dX8JJqORCWlWnF4/P11byb7THbz2/uBl+EetTr73SAWZ\n", "NjMWo561M3OYW5iCDnD5A7z2/mCfSrNBR0GKmX+sqqC138OkLBtlmaM3w3ikVF+7WeX4VI4tEpIk\n", "R+BCj4sXdp3hYq+H4rTBFQiL06w097j41p4GznW7ybGZ+N4jFbh9AVr6PJj0Ohq7XDw0OZP9DV1M\n", "ybZRmpGEydHGvBnXluZ1ef28c3Gw29B9FRlk20y8+GYTj0zNZuGEVOwWI7MLBpNtr9vHCw+UcbbT\n", "xZ3FqUwKsZqiEOL2SJIcgdPtTi5emevxQo+b1r7Bx20OD+e63YOPnV5OtjmZlJXE9voOPruokNqL\n", "fcwvTOFTswYX9cpIMuPw2Dna1IPRoGNSto1Ui5Fn5+Xz3d+fozzDyq+OXQLg7Qt9/OuqKUPWyk61\n", "GLmnPIN7ymP8AxgB1c9EVI5P5dgiIUlyBOzmaz+udXPz+HXtJepancwrsvP4rFw2XBlWmGY1MiHd\n", "yrMLCvjNuy3MKbAzq8BOWebg7D0Ot49fHL3IvtNdADw7P58n5+Rz54Q0flQ9lSNNPUP22+8Z20MQ\n", "hVCZ3LgZgcpcG19ZOoH5RSlkJ5upa3UCUHvRQWm6hUUTUvnS3cVMy0tG06D+soMpOcm0OLx8Z99Z\n", "Op2DZ569bn8wQQLsONmBw+3DoNdRmpHEncWppF9Zv2Z6ro2SjPjXGEdK9b52KsencmyRkDPJEbBb\n", "jDxSmU3V1CwONw4928tIMvGdFRXB7T6Xj2MXHVzsdQefG/AGAEg2GZiWk8SJtsFuPfMLU7Fdt/TC\n", "xCwb/7p6Cn1uH9k204gX9xJCjB5JkhHQ6XRMz03midm5HDrXw/2TMpiaM3Qi3GSLgSdm5/KDmsGp\n", "z1ZNyyY9abBrTlqSka/fV857l/ow6/XMKrBjNg49qS9MtQCJO2ek6nUtleNTObZIxDxJbt26Fb/f\n", "D0BFRQWzZs2KdRNGRYbNxF8sKOTJOXnYTAYM+qF3l/U6HfdVZFCakYQvEKA4zUrgumUYClMtVxKh\n", "EGIsi3lN0mq1Ul1dTXV1dcImyKuMeh0pFuMNCfIqq8nA9Lxk0qxGvveHc3zpdx/xVlMPAU1Tvu4j\n", "8SUulWOLRMzPJP1+P5s2bULTNMrLyxNupp+R8gc0fvl2M+9fGuwD+Q97z/Ifayvj3CohRLhiniSr\n", "qqqCj3fs2BHr3cecpmk4vf7gtjeg4Qtoytd9JL7EpXJskYhrFyCTKfQY4+tP+2tqahJy22jQ89yd\n", "RaRaDOh18MUlxRSkWsZM+2Rbtsfj9kjEfNLdxsZGSktLAdi2bRsrV64c9n2JOOluKG39Hrz+ADk2\n", "MyajnpoatcfHSnyJS+XYIAFWS2xsbOTo0aMAzJ07N9a7j5sc6esoREKS5RuEEOOKLN8ghBCjSJJk\n", "nERaRE4UEl/iUjm2SEiSFEKIEKQmKYQYV6QmKYQQo0iSZJyoXveR+BKXyrFFQpKkEEKEIDVJIcS4\n", "IjVJIYQYRZIk40T1uo/El7hUji0SkiSFECIEqUkKIcYVqUkKIcQokiQZJ6rXfSS+xKVybJGQJCmE\n", "ECFITVIIMa5ITVIIIUaRJMk4Ub3uI/ElLpVji4QkSSGECEFqkkKIcUVqkkIIMYokScaJ6nUfiS9x\n", "qRxbJCRJCiFECFKTFEKMK1KTFEKIUSRJMk5Ur/tIfIlL5dgiIUlSCCFCkJqkEGJckZqkEEKMIkmS\n", "caJ63UfiS1wqxxYJSZJCCBGC1CSFEOOK1CSFEGIUSZKME9XrPhJf4lI5tkhIkhRCiBCkJimEGFek\n", "JimEEKNIkmScqF73kfgSl8qxRcIY6x22tLSwb98+DAYDy5cvp6CgINZNEEKIsMX8TPLo0aOsW7eO\n", "p556irfeeivWux8zli5dGu8mRJXEl7hUji0SMU+SNpst+NhsNsd690IIMSIxT5LX30w3mUyx3v2Y\n", "oXrdR+JLXCrHFomY1yT9fn/wsU6nu+n70tPTqa2tjUWT4sJms0l8CUzl+FSODQZzy0jEPEkODAwA\n", "g2eUVx8PZ/78+bFqkhBC3FTMO5M3Nzdz4MABNE3jwQcfJDc3N5a7F0KIERmzI26EEGIskM7kQggR\n", "giRJIYQIQZKkGBWBQGBIzwXVqB6fuLmY392+FdWHLW7dujX4y1ZRUcGsWbPi3KLbt3PnThoaGqiu\n", "rqawsBBQ6zgOF59Kx/H48eOcPHmSQCDA4sWLKS4uVur4DRffiI6fNsa8/vrrwcebN2+OY0uiY/fu\n", "3fFuQlQcP35cu3jxYnBbteP48fhUOo4HDhwIPn7jjTc0TVPr+A0X30iO35g7k1R92KLf72fTpk1o\n", "mkZ5ebmyc2bKcUwcy5Ytu+E5lY7fcPGN5PiNuSSpKT5ssaqqKvh4x44dcWxJdMlxTDx79uxh4cKF\n", "gJrH7/r4RnL8xtyNm3CHLapAlf98w5HjmFgOHDjA5MmTyc7OBtQ7fh+P73q3On5jLkmGO2wxUTU2\n", "NgYfu1yuOLYkuuQ4Jo6DBw+Sl5dHWVlZ8DmVjt9w8Y3k+I25y+1Fixbx6quvBoctqqaxsZGjR48C\n", "MHfu3Di3ZnTs3buXhoYGrFYrZWVlLFu2TKnjOFx8qhzH1tZWDh06RGVlJfX19fT19fHMM88oc/xu\n", "Ft9Ijp8MSxRCiBDG3OW2EEKMJZIkhRAiBEmSQggRgiRJIYQIQZKkEEKEIElSCCFCkCQphBAhSJJU\n", "yLe//e1R+67XXnuNLVu2sGXLFl5//XV6e3tveM/+/fvZv39/xPvYtWsXGzduvI1Wqmnbtm23fI/D\n", "4eAXv/gFdXV1MWjR+DbmRtyIyH32s58dte/S6XRUV1eHfM+CBQtuax8rVqxg06ZNt/UdKgpnGKDd\n", "bmfp0qUEAoEYtGh8kySpgJaWFo4cOcKZM2f46le/Gnze6XSyadMm7HY7BoOBkydP8rWvfS34+u7d\n", "u3E4HBgMBrxeL6tWrcJisQBgsVjYuHEjBoMBp9PJypUrSU1NBQYnC+jq6gLg7NmzfOUrXwmrnT6f\n", "j82bN6PX69E07YaJXN98801aW1sxm824XC6qqqpITU3l/fffZ/PmzTzwwAMsXbo0uH3//fdzzz33\n", "3HR/DoeDV155BZvNhl6vx2q14nQ6qaqqCk50cLN9Ahw7dowdO3bwzDPPcPjwYcxmM3PmzGHy5Mn4\n", "/X62b98enC2nv7+fkpIS7r777lv+HA4fPkxzczNms5lAIIDZbOYTn/gEPp+PHTt2UF9fz5YtWwCY\n", "PHkyM2bMAKCjo4MdO3Zgs9nweDykpKRQXl4e1s9e3IbbntFSjBmvvfbakO2GhgZt165dwe1z584F\n", "Hx86dEg7efJkcLuvr0/buHHjsN/rdrtv+trNnh/O1q1btba2tuD2W2+9pa1fv17TtMFJbQ8ePBh8\n", "zePxBF/TtMGJU8+fPx98bcOGDWHt8/jx49ovfvGL4Lbf79d+/etfh7VPTRv8me7cufOG792xY4fW\n", "0dER3G5vb9dOnDgRVptefvllra+vL9iepqamG/Y5nJdeeknz+/3B7V/96lfa8ePHw9qniJycSSqs\n", "vLwcv9/Prl27glNflZaWAnDx4kWWLFkSfK/dbr/p94zWpKsOh2PIVFVz586lqakJgIaGBlwuV/AM\n", "CgbPzq66++672bhxI0888QSHDh0KeQb5cXfccUfwsV6vJykpKax9XrVixYphY8nMzAxuZ2VlkZWV\n", "FVZ7Hn/8cY4cOYLL5cLlcoU9QYbZbEavv3Yb4fq4RPRIklTYe++9x5w5c5g0aRIweJnX2NhIaWkp\n", "xcXFfPTRR0yZMgUY/KW/KhAIcPbsWSoqKgDo7u7GarXednuSk5Npb28PJsra2trg5erMmTNpaWlh\n", "8eLFwff7fL7gY4PBgN1up6enh9bWVu69996w9/vee+8FZ572+/14PJ6w9hmK1Wqls7MzmCgDgQAN\n", "DQ3Bn/XN+Hw+Tp8+PaT9r7zyypBpvG7G7Xbj9/sxGAzA4M/v+raL6JBZgBSwf/9+uru7+eCDD5g1\n", "axZ6vZ6qqiq2bds25MwDYPXq1cHnrtYk9Xo9Xq+X1atXB2uS+/fv5/Lly1gsFrxeL2vWrMFovPFv\n", "6qZNm1i7dm1Y7fT5fGzYsAGTyYRer8dut/P222+zbt06SktLqa2tpampCb1eHzzzXbNmTfDz/f39\n", "/PCHP+Sxxx5j+vTpYe2zrq6O+vp6XC4XNpsNl8vFww8/HExuofa5fft23nnnneAiUXPmzAnWAH0+\n", "H6+//joGgyG4kuI999xDfn5+yPa4XC5+/OMfM3HiRHQ6HW63m3nz5g1Jrm+++SadnZ3o9Xp8Ph9L\n", "liwhPz+f9vZ2tm/fTkpKCh6PB4PBQGdnJ08//XTIKwFxeyRJitvy29/+lieffDLezbip48ePo9Pp\n", "wk6qQnycXG6LEbt65urz+Zg8eXK8m3NTfX19HDp0CBgsJ1xd30SIkZAzSTFqjh07xoULF4Z9bcGC\n", "BRQXFyuxz1DOnTvHu+++O+xrZWVlCT2L+XglSVIIIUKQYYlCCBGCJEkhhAhBkqQQQoQgSVIIIUL4\n", "vw4vqFlLMdPMAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.330317\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VOeZ7/tvDSqVSiNCEmhAI5OZbTFZxhjbYMsz4OnY\n", "dGL3ibvPyfHqk05358bp9O20M9wMnb4Zujud3HYnN3YwjpmEwczYYCSCGWRjDBYGhARIaJ5VKtV4\n", "/ihTSFSp2CVUVa/Q81nLa2nXtH/eiIddz37fd+s8Ho8HIYQQAemjHUAIIVQmRVIIIYKQIimEEEFI\n", "kRRCiCCkSAohRBBSJIUQIghjOD/80KFDNDY2ApCbm0txcTFbt27F5XIBUFRUxOzZs8MZQQghbkpY\n", "i2RJSYnv5927dwNgNptZsWJFOHcrhBAjJqxFEqCmpoaNGzeyatUqAFwuF5s2bcLj8VBQUMAdd9wR\n", "7ghCCDFsukjMuLHZbGzZsoVnn3120OM7duzgoYceCvfuhRBi2MJ+Jgner9iJiYl+j8fExAz5nt27\n", "d2MwGMIZSwgxBqWkpFBcXKz59WEtkm1tbaSmpgJw9YS1traWvLw8wHuGORSDwSBfxYUQI66ysjKk\n", "14d1CFBFRQUbNmxgw4YNzJw5E/AWyfXr17N+/XqmTZsWzt2PmPLy8mhH8JEsgUkWf6rkALWyhCqs\n", "Z5KPPfaY32NLly4N5y6FEGJEReTCzXDs27dPvm4LIUZcZWUl999/v+bXy4wbIYQIQoqkBir1UyRL\n", "YJLFnyo5QK0soZIiKYQQQUhPUggxpkhPUgghRpAUSQ1U6qdIlsAkiz9VcoBaWUIlRVIIIYKQnqQQ\n", "YkyRnqQQQowgKZIaqNRPkSyBSRZ/quQAtbKESoqkEEIEIT1JIcSYIj1JIYQYQVIkNVCpnyJZApMs\n", "/lTJAWplCZUUSSGECEJ6kkKIMUV6kkIIMYKkSGqgUj9FsgQmWfypkgPUyhIqKZJCCBGE9CSFEGOK\n", "9CSFEGIESZHUQKV+imQJTLL4UyUHqJUlVFIkhRAiCOlJCiHGFOlJCiHECJIiqYFK/RTJEphk8adK\n", "DlArS6ikSAohRBDSkxRCjCnSkxRCiBEkRVIDlfopkiUwyeJPlRygVpZQSZEUQoggwtqTPHToEI2N\n", "jQDk5uZSXFxMQ0MD+/btw2AwcM8995CZmRnwvdKTFEKEQ6g9SWMYs1BSUuL7effu3QAcOXKENWvW\n", "AFBWVsbKlSvDGUEIEUWN3f2cbe0jzqhnWrqFhNiwlpywCPvX7ZqaGv7lX/6FyZMnA2CxWHzPmUym\n", "cO9+RKjUT5EsgUkWf9HO0W518OP9tXx37wW+tfM8uz5vi2qe4Qp7kczPz+fll1/m6NGjAAz8dh8T\n", "ExPu3QshoqTT5uTTxl7f9r5zbdgcrigmGp6IXLgxm80kJiYC4HJdO0g6nS7o+wb+S1heXh617SVL\n", "lkR1/wO3lyxZEvXjcXV7oGjnuT6T/L5E/8+no6mewtQ432MLsiyYYwxRy3P9MdEqrBdu2traSE1N\n", "BeDdd9/lkUceYfPmzaxatQqPx8O2bdt47LHHAr5XLtwIMfrVddqoarYSF6Pntox4xsVF/9ujUoPJ\n", "Kyoq2LBhAxs2bGDmzJkALFq0iHXr1rFu3ToWLVoUzt2PmOH+CxQOkiUwyeJPhRzZyWbun5yK+9Kn\n", "ShTI4QjrpaZAZ4lZWVk899xz4dytEEKMGJm7LYQYU5T6ui2EEKOdFEkNVOjtXBXOLG1WO3880cjf\n", "7zhHRU0HDqc7allCJVn8qZID1MoSKimSwqeyrpv/OlrPsbpuvrv3Aufa+qIdSYiokyKpwdWxiSoI\n", "Z5bmHofvZw9gtQcf+DtWjkuoVMmiSg5QK0uopEgKn4W5SSSbvQMe5mQmkJtijnIiIaJPiqQGKvVT\n", "wpmlaLyFXzw+lX97Yip/f28+6QnB59aPleMSKlWyqJID1MoSqtG3JIcIq6ykWCA22jGEUIaMkxRC\n", "jCkyTlIIIUaQFEkNVOqnSJbAJIs/VXKAWllCJUVSCCGCkJ6kEGJMkZ6kEEKMICmSGqjUT5EsgUkW\n", "f6rkALWyhEqKpBBCBCE9SSHEmCI9SSGEGEFSJDVQqZ8iWQKTLP5UyQFqZQmVFEkhhAhCepJCiDFF\n", "epJCCDGCpEhqoFI/RbIEJln8qZID1MoSKimSQggRhPQkhRBjSkR6kseOHRvO24QQYtQJWiR/85vf\n", "sGnTJjZs2MCPf/xj1q5dy49+9CMOHz4cqXxKUKmfIlkCkyz+VMkBamUJVdB73MyfP5/i4mK2bNnC\n", "V77yFdLS0mhubub999+PVD4hhIiqoGeSxcXFALhcLtLS0gBIT0/HbB5btxpV6Z7BkiUwyeJPlRyg\n", "VpZQaepJOp3OQds2my0sYYQQQjWaimRqaiqHDx/GZrNx+PBhxo0bF+5cSlGpnyJZApMs/lTJAWpl\n", "CZWmIrl8+XKSkpLYtWsXSUlJrFixIty5hBBCCWEdJ3nq1CnOnDmD2+1m8eLF5OTksHXrVlwuFwBF\n", "RUXMnj074HtlnKQQIhxCHScZ9Or2VU6nE6Px2kvfe+897rvvvhu+r7W1ldWrVwOwfft2cnJyMJvN\n", "ciYqhBg1NH3d3r59+6Dtnp4eTR++dOlSv8dcLhebNm1i48aNVFZWavqcaFOpnyJZApMs/lTJAWpl\n", "CZWmM0m3231TO9mzZw8LFy4EoLS01Pf4jh07bupzhRAi3IKeSba3t9Pc3Exvby8tLS00NzfT0NCg\n", "+UwS4MCBA0yZMsU3znKgmJiYoO8d+K9PeXl51LaXLFkS1f0P3L463kyFPANFO8/1meT3Rf58bpRH\n", "q6AXbioqKnA4HFRWVvouohiNRubOnUtiYuINP/zgwYOkp6czffp032O1tbXk5eUBsG3bNh599NGA\n", "75ULN0KIcBjRBS7uuusuli1bRmlpKcuWLWPZsmUsWbJEU4FsamqioqKCqqoqysrKeOONNwBvkVy/\n", "fj3r169n2rRpmoNG03D/BQoHyRKYZPGnSg5QK0uoNPUkZ8yYEfIHZ2Rk8Morr/g9HuhijhBCqCrk\n", "cZK1tbVMmjQJvT686/XK120hRDiEZT3Jn/70p9TW1rJ9+3bq6up45513hh1QCCFGE01Fctq0ab6L\n", "LSUlJWENpCKV+imSJTDJ4k+VHKBWllBpKpJXpxEaDIawhhFCCNVoKpI9PT3s3r2boqKicOdRkkpr\n", "4UmWwCSLP1VygFpZQqXp6vbq1atpbGykoKCAEydO3PQMHCGEGC00nUlaLBYKCgoAmDt3rm/RCoC+\n", "vr7wJFOISv0UyRKYZPGnSg5QK0uobnocz549e0YihxBCKOmm15MsKytj5cqVI5XHR8ZJCiHCISL3\n", "3RZCiLFCiqQGKvVTJEtgksWfKjlArSyhkiIphBBBSE9SCDGmRLwnaTabb/YjhBBCWSEXSZvNNmh7\n", "4O0YblUq9VMkS2CSxZ8qOUCtLKHSVCR/9atfcejQIQCam5t57733whpKZWG8A68QQkGaepLX9x03\n", "bNjAU089FdZgqvUkm3rsvPtZC+da+1g9K53bsxPR63TRjiWECFFY7rt9/QK7A+/BPVa8d66NdSca\n", "Afiovpt/e2IqheMtUU4lhAg3TV+3nU7noG273R6WMKqqrKzkcme/b9vp9tDnjM4iHyr1diRLYKpk\n", "USUHqJUlVJpOCWfPns2GDRsoLCzk/PnzzJo1K9y5lNLX18cj09Mor+nA6nBzb2EK2Umx0Y4lhIgA\n", "zeMkbTYb9fX1ZGZmEhcXF+5cyvUkAS532rDa3UxINJFsHnstByFuBWHpSYJ3PGRhYeGwQt0qcpJl\n", "TKgQY42mnuTmzZvDnUNpKvVTJEtgksWfKjlArSyh0lQkr1+JfMeOHWEJI4QQqtFUJE0mE01NTb7t\n", "/v7+IK++9ah0fw7JEphk8adKDlArS6g09SR7e3v52c9+5ruQUlVVFZZFLYQQQjWaziTj4uL44Q9/\n", "yNNPP83TTz/N7Nmzw51LKSr1UyRLYJLFnyo5QK0sodJUJK+/XD5nzpywhBFCCNXc9HqS4aLiOEkh\n", "xOgXtvUka2pqOHLkCE6nk+rq6mGFE0KI0UZTkTx8+DD19fVcvnwZo9HIhx9+GO5cSlGpnyJZApMs\n", "/lTJAWplCZWmIllfX09JSYlvNaD4+PiwhhJCCFVoGgJkMBiG9eGnTp3izJkzuN1uFi9eTE5ODg0N\n", "Dezbtw+DwcA999xDZmbmsD47klQa4yVZApMs/lTJAWplCZWmItnX14fD4QDA4XD4zcAZSmtrK6tX\n", "rwZg+/bt5OTkcOTIEdasWQOE7yZiQggxUjR93X7ggQdYu3YtVVVVvPPOO6xYsULThy9dutTvMYvl\n", "2kK1JpNJY8zoUqmfIlkCkyz+VMkBamUJlaYzydTUVF588cVh72TPnj0sXLgQGHyPmJiYmGF/phBC\n", "RILmIUCnT59m69atfP755yHt4MCBA0yZMoW0tDQAXC6X7zndDe4RM/Bfn/Ly8qhtL1myJKr7H7h9\n", "tbejQp6Bop3n+kzy+yJ/PjfKo5WmweR79uwhOTmZefPm8fHHH2O1Wlm2bNkNP/zgwYOkp6czffp0\n", "32ObN29m1apVeDwetm3bxmOPPRbwvTKYXAgRDmEZTN7R0cHChQsxmUwsXLiQ1tbWG76nqamJiooK\n", "qqqqKCsr44033gBg0aJFrFu3jnXr1rFo0SLNQaNpuP8ChYNkCUyy+FMlB6iVJVSaepJD9Q67urpI\n", "SkoK+FxGRgavvPKK3+NZWVk899xzIUQUQojo0XQmabVaaWlpAaClpcV38eX9998PXzKFqDTGa7hZ\n", "zjT3su7jBsovtNPV77zxG8KYJRwkiz9VcoBaWUKl6UyyoaGB1157jezsbOrq6sjPz2f9+vVUVVXx\n", "xBNPhDujuEk1bX18491z2L64De63luVx7+TUKKcSYnTQVCSXLl3K/Pnz/R4/duzYiAdS0cCrytE2\n", "nCwdNqevQAKcabGOSJEc7cclXFTJokoOUCtLqDR93Q5UIK8+vnfv3hENJEbexEQTuSne+4QbdHBn\n", "bnKUEwkxetz0epLhmlooQ4BGVn1XP3Wd/SSbDRSNt2DQBx+jKsStKmz33RajW1ZSLFlJsdGOIcSo\n", "o3nGzVim0hgvyRKYZPGnSg5QK0uopEgKIUQQ0pMUQowpYbvHzVButEiFEEKMZpqKZFNT05DPhVKR\n", "RyuV+imSJTDJ4k+VHKBWllBpKpK///3v6ezsDPhcQkLCiAYSQgiVaOpJvvnmm6SmptLd3c2CBQvI\n", "z88PezDpSQohwiEs4ySfeuopTCYTbrebY8eOceDAAV544YVhhxRCiNFC09ftrq4uANra2rh8+TIp\n", "KSlhDaUalfopkiUwyeJPlRygVpZQaTqTfOutt0hLSyMtLY1HH3101NzASwghbpamnuTvfvc7Xnzx\n", "xYgO95GepBAiHMIyTnLNmjUyHlIIMSZpKpImk4mamhqOHDmC0+mkuro63LmUolI/RbIEJln8qZID\n", "1MoSKk1F8vDhw9TX13P58mWMRiMffvhhuHMJIYQSNBXJ+vp6SkpK0Ou9L4+Pjw9rKNWotKKyZAlM\n", "svhTJQeolSVUmoqkwWAIdw4hhFCSpiLZ19eHw+EAwOFw4Ha7b/COW4tK/RTJEphk8adKDlArS6g0\n", "jZN84IEHWLt2LQ0NDbhcLkpLS8OdSwghlHDT60mGi4yTFEKEQ0TWk9y5c+dw3iaEEKNO0CL5gx/8\n", "gE2bNvG73/2Ob33rW6xdu5ZvfvOb1NTURCieGlTqp0iWwCSLP1VygFpZQhW0J/lnf/Zn5OXl8cc/\n", "/pHvf//7GAwGnn32Wd5+++1I5RNCiKgKeiaZl5cHQExMjG8YkNFoxGKxhD+ZQlQa4yVZApMs/lTJ\n", "AWplCZWmnqTNZhu03dPTE5YwQgihGk1Fct68ebz11ltUVlaybt065s2bF+5cSlGpnyJZApMs/lTJ\n", "AWplCZWmcZIzZsygoKCAuro6Vq5cSVxcnKYPd7vdeDwembEjhBi1bnqc5N69e1m+fLnf4zt37qS6\n", "upqVK1eSlZUFwNatW3G5XAAUFRUxe/bsIT9XxkkKIcIhLPe4CWao/mRpaSmnT58e9JjZbGbFihU3\n", "u0shhIiYYQ0mHy6Xy8WmTZvYuHEjlZWVkdz1TVGpnyJZApMs/lTJAWplCVVEi2RpaSmrV6/mySef\n", "pLGx8YavH3hgy8vLZVux7ZMnTyqT5+TJk1E/Hqpty5/P0NuhuOmeZFlZGStXrgz43OnTp0lJSfH1\n", "JAcaqpd5lfQkhRDhEJG528NVW1vr+/n6sZejXVVTL/9+6BJlp5po6bVHO44QYoTcdJEc6gZhe/fu\n", "pby8nL179/LBBx8A3iK5fv161q9fz7Rp02521xFzo9P0Sx02Xtlxji2nW/jVn+rYc7YtalkiSbIE\n", "pkoWVXKAWllCddNXt4c6bQ30VXrp0qU3uzsl9dpdWB3XFiI+09wbxTRCiJEk60mOgHarg//34EU+\n", "vNSFQQffe7CI+TlJ0Y4lhAggLOMk9+/f7/eYxWLhjjvuwGi86ZPRUW+cJYa/XpJLXVc/8SY9+eO0\n", "zUgSQqgvaE/y1Vdfpb6+nitXrjBnzpxB/6Wnp4+ZJdO09FPGx8cwJzOBovEWDPrAfdpIZYkUyRKY\n", "KllUyQFqZQlV0NPA73znOwDExcWRmpo66LnU1FQ++eST8CUTQggF3NTVbUXbmSNOpbXwJEtgksWf\n", "KjlArSyh0lQk77zzzoCPL168eETDCCGEajQVyQkTJgR8fOLEiSMaRlUq9VMkS2CSxZ8qOUCtLKHS\n", "/HW7s7OT6urqW26mjBBCBBN0nOSRI0dYuHAhBw8epKenh6ysLM6fP8/UqVOZNWtWWIONpnGSQojR\n", "Y0TnbtfX1wPQ2NjIQw89xNy5c1m9erXfOpFCCHGr0vR1+/oB43p9RNfFiLqPz15k22fNbD3dzJWu\n", "/qhmUam3I1kCUyWLKjlArSyhCjpO8uTJkzgcDs6dO+dbDs3hcOBwOCISTgVWu4v15/o5WtcKwB3Z\n", "ifzDffkkxMpMIyHGgpDnbtfU1JCUlOQ3uHykqdKTbOm185cbq+ixe+/NYzbqee2p28hIMEU5mRBi\n", "OMK+nmR+fn7YC6RKkmKNPD4jzbf92G1pJJtvfPfHXruLM829nG+14nC5b/h6IYSaNBdJh8NBU1MT\n", "breb7u7ucGZSismoZ05sJz9+aDI/fmgyz86dQKwxeJG0OVxsOdXMX235nJfLzlBR0zlis5NU6u1I\n", "lsBUyaJKDlArS6g0Fcnq6mq2bNnC7t27Ae+tYccSa2crt2cncnt2IknmG/ci2/qc/P74FQDcHvj/\n", "j1+h+4uv60KI0UVTkTx27BhPPfUUCQkJ6PV6EhISwp1LKaHOO4016Em1xPi2c5JMxBpGZmUglebA\n", "SpbAVMmiSg5QK0uoNF2iNZvN4c5xSxkfH8P3Hyxkw8kmEkwGnpiZfsOv6EIINWk6k+zr6xu07XQ6\n", "wxJGVcPppxSNt/DNZfm8XDKJnOSR+0dGpd6OZAlMlSyq5AC1soRK05nkvHnz+MMf/kBXVxcbN25k\n", "4cKF4c4lhBBK0DxO0mq10tjYSE5ODjExMTd+w01SZZxkMB6PhyvddtxuDxMSTcQYxtZMJCFGo7Dc\n", "4wa897QpKCgYVqhb1fG6br6zpxqX28Pf3J3LvUXjpFAKcYvR9Dd6+/btXLp0iZqaGt58803OnTsX\n", "7lxKCdRP6bI5+bdDl3G4PLg98LODF2ntDf90TZV6O2Mhi83horPPiTuEca6qHBdVcoBaWUKlqUja\n", "7Xays7P5+OOPef7556msrAx3LuUZ9TqSYq9dsbaYDBhGaJiPUMPlThvf23eBv9pyhvfPt+Nwysyp\n", "sUhTkdTr9ej1et9QoNjY2LCGUk2gMV4Wk4Gv353LvMwEpqZZ+N4DhaTHh38+t0rjzW71LFtPt3D0\n", "cjcNPXZ+sr+W2g5tC06rclxUyQFqZQmVpp6k3W6np6fHVyTHyg3AbqQgNY7vlxbhcXuIjZFxkLca\n", "q+PaLCkP4JLf+zFJ05lkVlYWZWVlLF68mE8//ZTq6upw51JKsH6KyaCPaIFUqbdzq2dZPSuDiQkm\n", "9Dp4oXii5vGuqhwXVXKAWllCpelMsqSkhJKSEgCmT5/O5MmTwxpKCBUUpMbx88en0O/0kGoxyqyp\n", "MSrk9SQjZTSMkxRCjD5hX08SYOfOncN5mxBCjDqaiuTu3bt5++23+eEPf8i6dev46KOPNH242+3G\n", "5Rr9S4Sp1E+RLIFJFn+q5AC1soRKU5Hs6enhmWeeYebMmTz33HNMmTLlhu/ZuXMnv/71r2lsbPQ9\n", "1tDQwNq1a3nrrbe4cuXK8FMLIUSEaLpwo9N5B0m73d7BtNffPTGQ0tJSv1vPHjlyhDVr1gBQVlbm\n", "u7mY6lQa4yVZApMs/lTJAWplCZWmM8mrS6MZDAa6urqGfbdEi8Xi+9lkkhtpCSHUp6lIPvnkkwA8\n", "8MAD7Nu3jxkzZgxrZwMvpEdiJaGRolI/RbIEJln8qZID1MoSKs3TEsE7HXHVqlXMnDlzWDsbeBHn\n", "6lf4YAYe2PLyciW23R4Ppxp7+K/Dtez97Ao9/U6l8kVy++TJk8rkOXnyZNSPh2rb8ucz9HYohjVO\n", "8oMPPmDp0qU3fN3p06dJSUkhKysLgM2bN7Nq1So8Hg/btm3jscceG/K9qoyTbOm1c6mjn3iTnoLU\n", "OGrbbXztnc9xuL2H7Z+WF1CSnxLllIF12ZzodJAYq3lFPCFueWFZT7K8vJwrV65gMHhnHHz22Wc3\n", "LJJ79+6luroas9lMfn4+S5cuZdGiRaxbtw6Px8Py5cs1h4yWK939/LL8EsfrutHr4J+WF2Iy6HwF\n", "EqC2w0ZJFDMO5WRDD//ywUUMOvjGPXlMz4iPdiQhRiVNRbK1tZWnn37at93Q0HDD9wQqgllZWTz3\n", "3HMhxIs8h8tNm9VBr93FiSs9HK/rJiMhhtsy4vmovounZnvn8zb02Ikx6JibmRjRfOXl5Te8Utja\n", "a+d7ey/QYfO2An60v5ZfPD6FZPPI9oG1ZIkUyaJuDlArS6iG9T0sLS1tpHMood/pYtfnbfzmcB3j\n", "LTH8r5Ic7shKYObEBD6o7sCYFofbo+OHDxVxpdvOuDgjhalx0Y7txw2DznYdLjduJSefCqG+oD3J\n", "q+McP/zwQyZNmuTrLR46dIiXXnoprMGi0ZM832rlq5vP+LaXFaZwT+E4Xt17wffYVxdns2pWRkRz\n", "hcrj8XDkUhc/eK8Gg17Hd5YXMC8rsme8QqhqRHuSV0+RFy1adNPBRgO9Todeh++sy+X20NhjH/Sa\n", "rv7B0yz7HC4+b7bS1e+kIDVuRG8fO1w6nY6Fk5J47anb0AHpCTImVYjhCjoE6Pnnn2fGjBm+cZHn\n", "z5/HYDDw5S9/OSLhIi0nOZb/6548xltimDkhnudvn8iinCRWTPZevc5MNLGscPCV7D/VdvKN7ef4\n", "3r4a/u9d57nSpW316uHSOoxBp9ORkWAKa4Ec7pCKcJAs/lTJAWplCVXQM8mEhAQA9uzZQ3JyMg8+\n", "+CAnTpzg0KFDLFu2LBL5IirGoGdZ0Thuz07EpNcRH2vkfKuVqePjuLtgHNnJZialDD5TPHihw/dz\n", "XZeduq5+MpMCn032O1yygrkQo4ymweQdHR0sXLgQk8nEggULaG1tDXeuqNHrdIyLiyE+1khDdz/f\n", "2nmef//wCv+45wLbq1r8Xj97YoLv5/GWGMxG/0Pa0+9k06dN/M27Z3nzowY6+pzDzqfSFULJEpgq\n", "WVTJAWplCZWmq9tDTSHs6uoiKSlpRANFS7vVwanGXmxONzMmxJOVFIvV7hpU0E439eJwuQfdW/u2\n", "DAv/c3E2vXYXmYkmMhNNtFkd3rspmr2H90yzlV8frgPgbEsfBalm7sxTcwC6EGIwTWeSVquVlhbv\n", "WVRLS4tvDvb7778fvmQR5HJ72PRpM9/dd4GfHKjlB+9doN3qIC3+Wg9SB3z5jomcb+2juq0Pl9uD\n", "1e7iP4/U09HnRAdU1nVT32Xn5bIz/M22zznbYgW8F3cGsjqGf2tSlXo7kiUwVbKokgPUyhIqTWeS\n", "DQ0NvPbaa2RnZ1NXV0d+fj7r16+nqqqKJ554ItwZw67P6eLwxU7f9tmWPrrtLnJTzDwzZwIluYmk\n", "J5o5cL6DstPNvtk3szPj6XW4eOuEd81Mo15HZlIsrVYHrVb414pL/OThyUxLt7B6Vho7z7QxIdHE\n", "9HTLUFGEEIrRVCSXLl3K/Pnz/R4/duzYiAeKBkuMgfsnj+O3x7wLAd+RnUiK2ciphh6+ves8Voeb\n", "F4snUna6GfAOEVr7cQM/zZ7M/75rEq/uvYDN4eZv7s7l9eP1vs91fjGE6PXjDTT32vn2ffkUpcWR\n", "Gjf8K84q9XYkS2CqZFElB6iVJVSaimSgAhns8dFGr9Px8G1pTE6z0O90M2V8HM29Dk5c6fZ9Ne53\n", "eUiMNdD9xTjJ/HFmYgx6Zk5I4D9WTsPlgXFxRgx6HT/9oBZLjIFv3JPLHz5q4GCN9wr4d/de4Ner\n", "p4N6k3SEEEMY1o3AbkVJsUbm5yRxV34KGYmxXOrow2w0YNR7l3TberqFb9+bz72F43hmTgYPTRtP\n", "dWsfDpeb8fEmMhJMxBj03JWfzGtP3sa/r5xKTrKZ1t5rCxT3uzw4XDc3P1Cl3o5kCUyVLKrkALWy\n", "hErW0BpCWryJ/zp6hb9clI3D5SYuxsB/Hqlj1sQE9Oj4661n0evgH+7LZ0nBON/79Dod6QkmPB4P\n", "Op2OP5+fybd3VWNzuvnz+ZlMSJTZL0KMJnLf7SE4nG5ON/fS2++i1+6i3ebk5JUepqVbeL3SuwpS\n", "gsnA/1yczdkWK0lmIwXjzOSlxPGnS50cv9zFw9PTWJSbRFuvA4fbQ0aCibghBpPXtvdxqLaTpFgj\n", "CyYlkTFgpky71cFnzb04XR6mZcQzQaYZCjFsYVlPciyKMeqZlGzmu3urOd3kHcrzzJwMDHodKWYj\n", "HTYnT8xM5zcf1vn6lI9MH4/D5eG1I96LNx/V9/DdBwqxO91Mz7AMWSBbeu384+5qrnR754k/PiON\n", "ry7OwaDwmetLAAAU2UlEQVTX4XC5efuTRjZ+6r1otCAnkVeW5ZNolj86ISJBepLXudxp443KK2z4\n", "pJFOm4PmL3qKWUmxeDywODeJ7z9YyCPTx5ObEusrkAB1nf30OQePiTzXYuX779Xwi/JLXO4IPK+7\n", "1+72FUiATxt66Xe6v3jO5bvwA3D0cjfddjXuZa5Sn0my+FMlB6iVJVRSJAfotjn55/21fFzfjc3p\n", "5j/+VMfyyamsmTeRkrxkjl7uYt+5dtLiTXxtSS63ZyVyV34yAHodLMxNJjfZTGqc9yxvWroFvQ5K\n", "8pJpszqpau4lUHcj1WLk3gELZ6ycmYbF5D3rjDcZWFpw7bnirHgSTTL/W4hIGbM9Savdhcmgwzhg\n", "imFTj52vrD/Nl4sz+c8j18Y7fnNZHj/eX+vb/of78pk9MYFPG3vAAwaDDpNeR0qckYJUC009djpt\n", "Tpp6+rnY0c+fajuZnGZh5oR47i0aN2ha41VtVgc17X3EGvUUpcZhHvDVfGBPcnq6hYzE2DAdFSFu\n", "fdKTvAGHy82fLnay9qMG8seZeaE4k6wvVu1JNht5du4E31fdq7pszkHrTMYa9Xza2ENVk5Wy080k\n", "xhp4YMp48seZmZwWT2ZSLJlJsdicbl6v9BbXs63eOduBCiRAqiWGVEvgOfLjLDGUyFxvIaJizH3d\n", "ru2w8f+8V8OFNhvvn+9g1+dtvudijXpWzkynODuJwlRv4UyPjyF/nJmZE7w30nqxOJP1nzTyvX01\n", "7K9u5yvzs2izOjEZdHx4qXPQvlzX3TPBdhNztq9SqbcjWQJTJYsqOUCtLKEac2eSdqdn0P1erl+2\n", "rKvfRX13P7MmJrAkP4U+p5uqZisZ8Sb+150pJJgMfNLQC0Bzr4Meu4uX78zG7nL7ne3lp8Zxd0Ey\n", "By90khEfw515yWH//xNCjKwx15Ps7ney7uNGNpxsYlyckR+UFjF5vHfBiaYeO3+/8xz3T07ld1/M\n", "4wb4q5Ic2vucXOqwMSczgX89dNn33FcXZ/Pbo/XcXZDCi8UT6ba7ae9zkploIjvZTJfNSZvVQXys\n", "gfR4Gd8oRLRJT/IGEmONrLl9Ig9NG4/ZqB90e4M2q4OLHf1c7LDxwJRUjlzqYl5WAoWpcTR096PX\n", "QXufg1eW5dHYY0ePd8WgfpeHfefauXdyKv+0p5rcFDPZiSb++4IsspLNvnUlhRCjz5jrSYJ3WM2k\n", "FLOvQHbavGeJCSYDE+Jj2HeunfT4GP77gkw6bE5+cqCWzn4Xf/iogZxkM5s/bWbLqWaS4ozEGnW8\n", "UJzJSwuzqOuw8d/mTiAvxUy33U1dV/+IZ1eptyNZAlMliyo5QK0soRrzpzhN3f38rPwSx+u6mZZu\n", "4R9XFNLY3Y8H+N6+Gt/ratttLMhJ4uCFDs58sZjuzw9e4pvL8vjR/lp0wF/fPYlLnTbeO98OQFVz\n", "L79aOY1sBe6gKIQYnjF5JjnQ2dY+jtd1A97bLFxstzEhMZYrXYNvJWuJ0eP2eHAOuOrjARq+mCnj\n", "Af54omnQV+s+h5uG625JC9573hy/3MUHF9qpD/FsU6V1+SRLYKpkUSUHqJUlVGP+TDL2uht3mWP0\n", "WO0uLnXaeHF+Jrs/b2PyeO8QoLgYA7MnxnOxw0aL1cFLC7KorOvyvTc3xcyC7ETWf9KE3eWhdGoq\n", "751tY+p4y6C51geq2/lFhffiT2FqHN97sFAu6gihqDF/JjktzcKfz89kUkosz86ZwIwMC2ajnpzk\n", "WEx6eGVZLo/elk5Xv4upaXH8w+5qinOSeGZOBoWpZopzkllWOI6VM9K5MzeJ/dXt/P29+Xz5jom0\n", "Wp3Ud/djNOh8+3O5Pb6v4wDVbX0h3T1Rpd6OZAlMlSyq5AC1soRqzJ9JJn4xy+ax29KIizHQ1e9g\n", "06km3j/fQVyMnpcWGPj3P13G7YGZE+J5YEoqPf1OxsUZ6XO4+fXhy/zlwmz2nW/z3d6hodtBekIM\n", "bo+Hr92VO2j1H4Nex90FKZz8YqzlpORYUuTqtxDKGnPjJG+kvtPGt3dVU9fVz9Q0C6kWI4cvXvtK\n", "/Y/357Pp02Y+bexlcW4Sd+Ym02Vz8l8DxlXmjzPzzw9PxmIyBJyG2NXvpKqpl167iylpFnLkwo4Q\n", "ERPqOMkx/3X7qksdNj5t6MFo0FE6NZXEWANpFiP3Fo3jxfmZ5I8zE28y0G138Wmj9yzw8MUuTEY9\n", "9xaN48+LMwHvHRO/siCL5LiYIedpJ8UaWTgpmXuLUqVACqE4KZLA2RYrf7XlDD/eX8uxy11kp5h5\n", "cX4m0zPi+eH7tbx+/AqPTE/jq4uzsF63lmO8yUBGYiwrZ6bzH6um8R+rprFgUlLYsqrU25EsgamS\n", "RZUcoFaWUEW8GbZ161ZcLm+hKSoqYvbs2ZGOMEhzTz+HajtIjzexYvI4zEYD3917gTW3T2Tdx97b\n", "NLg9sP5kI1+/axIZCSbunzyOT670sGhSEpOSY+mxO0kwGSkaL/fTFuJWE/EiaTabWbFiRaR3G5DN\n", "4eL3x6+QkxLHM3MyeO98O4Wp3vu99tpdjLfE+FYmn5gYS8H4OL7x7jkSv7iz4pkWK0cvd7G9qpWv\n", "LZnEzAkJYc+s0ngzyRKYKllUyQFqZQlVxL9uu1wuNm3axMaNG6msrIz07gexOtwcvdxNitmA1eGi\n", "w+akaHwcMXodO6paWHP7RJbkJ3N/0Ti+ujibZHMMCyclcbqplx1nWnG7PcQa9NS023h17wVae/0H\n", "jgshRreIF8nS0lJWr17Nk08+SWNjY6R3P0iiycDD08fT0utgz9l2Fk9Kos/u5OWSHNbcPpHUOCNP\n", "3JbG09MTKBpvwaDX8ehtafyPRVmsuX0idxd4v3bflmHB5nBzk7fU1kSl3o5kCUyVLKrkALWyhCqq\n", "A/RiYgKvxH1VeXm57zT96kEe6e1V8xdx9FI3n7dYsbvcLM5NZn52An0WIyaDjsnp8Xx05BPqz3sz\n", "FcxewP/3YT16Hbg8MDHRxLzMBB6fmkzN6RNkLFwQ1rwDj004Pj+U7ZMnT0Z1/wO3T548GfXjodq2\n", "/PkMvR2KiI+TrK2tJS8vD4Bt27bx6KOPBnxdJMZJ9tpddNm8s122VbXwp9pOlhWmMHNCAv98oJa2\n", "PierZqbzZ7dP9E0r7Ohz8K8Vl313MPxy8USWF6WSkWhCr9MNuS8hhBqUX0+ytraWI0eOADBv3rxI\n", "796nzergt0fr2XO2jekZFr5xTx7PzpnABxfa2X22jbYvpgpuPtXMPYUpzDAn0NHnYMPJJrKTTHzt\n", "rkmkx8cwfUI8SbEyY0aIW1XEe5JLly7l6aef5umnn2bKlCmR3r3P+VYru8+24QE+a7Jyor4Hk0HH\n", "4dpOEgbcslWvg94u771rPmvq5e1PmnjrkyZ+UXEJp8cT8QKpUm9HsgSmShZVcoBaWUI1Zk+BDPrB\n", "X41NRh3mGAPLilK53GljSX4ydV39/Le5E6CjBsgetEwagCMSV2qEEFE1Zudud/c72Xq6hXerWpiX\n", "lcDD09JIiTMyPj6GC202dB5IizeSlnDtHteNPXZ+WX6Ro5e7uSM7ka8vmcQEuQe2EKOK8j1JVSTG\n", "Gnlm7gRK8pJ4/XgDX992lpQ4Iz95aDK3ZcQHfM+EBBPfXJZPj91Fgskg964RYgwY03O3jXodFzv6\n", "Ka/19hw7+pxUt/X5vW5gPyXJbCQrKTZqBVKl3o5kCUyVLKrkALWyhGpMF0mAlLjBxW5cnJwdCiGu\n", "GbM9yatsDhcf1Xdz5FIXd2QnUpydiMUkhVKIW5X0JENkjjFwZ14Kd+alRDuKEEJBY/7rthYq9VMk\n", "S2CSxZ8qOUCtLKGSIimEEEGM+Z6kEGJskXvcCCHECJIiqYFK/RTJEphk8adKDlArS6ikSAohRBDS\n", "kxRCjCnSkxRCiBEkRVIDlfopkiUwyeJPlRygVpZQSZEUQoggpCcphBhTpCcphBAjSIqkBir1UyRL\n", "YJLFnyo5QK0soZIiKYQQQUhPUggxpkhPUgghRpAUSQ1U6qdIlsAkiz9VcoBaWUIlRVIIIYKQnqQQ\n", "YkyRnqQQQowgKZIaqNRPkSyBSRZ/quQAtbKESoqkEEIEIT1JIcSYIj1JIYQYQVIkNVCpnyJZApMs\n", "/lTJAWplCZUx0jtsaGhg3759GAwG7rnnHjIzMyMdQQghNIt4T/Kdd97h8ccfB6CsrIyVK1cGfJ30\n", "JIUQ4aB8T9Jisfh+NplMkd69EEKEJOJFcuCJa0xMTKR3Pywq9VMkS2CSxZ8qOUCtLKGK+NftnTt3\n", "UlpaCsDevXtZvnx5wNcdP36cjo6OSEYTQowBKSkpFBcXa359xC/c9PX1Ad4zyqs/BxLK/4QQQoRL\n", "xM8k6+vrOXDgAB6Ph+XLl5ORkRHJ3QshREiUnXEjhBAqkMHkQggRhBRJIYQIQoqk4txuNy6XK9ox\n", "ALWyCBEpEb+6fSMqTVvcunWrrygUFRUxe/bsiO5/586dVFdXs3LlSrKysoDoHZ9AWaJ5fE6dOsWZ\n", "M2dwu90sXryYnJycqBybQDmidVwOHTpEY2MjALm5uRQXF0ft9yVQlmgdl76+Pn7+85/zwgsvDO/v\n", "kUcxW7Zs8f28efPmKCbxeHbv3h3V/Xs8Hs+pU6c8dXV1vu1oHp/rs0Tz+Bw4cMD387vvvuvxeKJz\n", "bALlUOH3ZteuXR6PR42/T1ezROu47Nixw3P8+PFh/z1S7kxSpWmLLpeLTZs24fF4KCgoUGIuuRwf\n", "r6VLl/o9Fo1jEyhHNI9LTU0NGzduZNWqVUB0f1+uzxKN49Le3o7FYsFsNg96PJTjolyR9Cg0bfHq\n", "zCCAHTt2RDHJNXJ8BtuzZw8LFy4EontsBuaI5nHJz8/n5ZdfZsuWLRQWFkb1mFyfJRrHpby8nEce\n", "eYSqqqpBj4dyXJQrkgMvDOh0uigmGSzaBekqOT7XHDhwgClTppCWlgZE79hcn2OgaBwXs9lMYmIi\n", "EP3fl4FZBorUcWlsbOSdd96hqamJ/Px8X08ylOOi3NVtrdMWI6G2ttb3s81mi2KSa+T4eB08eJAJ\n", "EyaQn5/veywaxyZQjmgdl7a2Nt/PV8+UovX7EihLNI7LSy+9xMqVK1myZAmzZs3yPR7KcVHuTHLR\n", "okWsW7fON20xmmprazly5AgA8+bNi/j+9+7dS3V1NWazmfz8fJYuXRq14xMoS7SOT1NTExUVFUyf\n", "Pp2qqiq6u7v50pe+FPFjM1SOaB2XiooK+vv7AZg/fz4Qvb9PgbJE67i0tbVRXl4+6EwylOMi0xKF\n", "ECII5b5uCyGESqRICiFEEFIkhRAiCCmSQggRhBRJIYQIQoqkEEIEIUVSCCGCkCJ5C3n11VdH7LPe\n", "fvttysrKKCsrY8uWLXR1dfm9Zv/+/ezfv3/Y+9i1axcbN268iZS3pm3btt3wNT09Pbz22mucPn06\n", "AonGNuVm3Ijh+4u/+IsR+yydTsfKlSuDvubqTIrhevDBB9m0adNNfcatSMv0wYSEBJYsWYLb7Y5A\n", "orFNiuQtoKGhgcOHD3P+/Hn+9m//1ve41Wpl06ZNJCQkYDAYOHPmDH/3d3/ne3737t309PRgMBhw\n", "OBw89thjxMbGAhAbG8vGjRsxGAxYrVYeffRRkpKSAO+CDu3t7QBcuHCBr3/965pyOp1ONm/ejF6v\n", "x+Px+C10+sEHH9DU1ITJZMJms1FaWkpSUhKffPIJmzdv5v7772fJkiW+7fvuu4+77757yP319PTw\n", "5ptvYrFY0Ov1mM1mrFYrpaWlvsUohtonwLFjx9ixYwdf+tKXOHToECaTiblz5zJlyhRcLhfbt2/3\n", "zUvu7e0lNzeXu+6664bH4dChQ9TX12MymXC73ZhMJh5++GGcTic7duygqqqKsrIyAKZMmcLMmTMB\n", "aG1tZceOHVgsFux2O4mJiRQUFGg69uIm3OyClkIdb7/99qDt6upq34KnHo/HU1NT4/u5oqLCc+bM\n", "Gd92d3e3Z+PGjQE/t7+/f8jnhno8kK1bt3qam5t92x9++KFn/fr1Ho/Hu6DvwYMHfc/Z7Xbfcx6P\n", "d3HbS5cu+Z7bsGGDpn2eOnXK89prr/m2XS6X5/XXX9e0T4/He0x37tzp97k7duzwtLa2+rZbWlo8\n", "n332maZMb7zxhqe7u9uX5+LFi377DOT3v/+9x+Vy+bZ/+9vfek6dOqVpn2L45EzyFlZQUIDL5WLX\n", "rl2+paHy8vIAqKuro6SkxPfahISEIT9npBZr7enpGbSc2Lx587h48SIA1dXV2Gw23xkUeM/Orrrr\n", "rrvYuHEjzzzzDBUVFUHPIK93++23+37W6/XExcVp2udVDz74YMD/l9TUVN/2+PHjGT9+vKY8Tz31\n", "FIcPH8Zms2Gz2TQv9mAymdDrr11GGPj/JcJHiuQt7MSJE8ydO5fJkycD3q95tbW15OXlkZOTw+ef\n", "f87UqVMB71/6q9xuNxcuXKCoqAiAjo4Ov5WdhyM+Pp6WlhZfoaysrPR9XZ01axYNDQ0sXrzY93qn\n", "0+n72WAwkJCQQGdnJ01NTSxbtkzzfk+cOOFbBdvlcmG32zXtMxiz2UxbW5uvULrdbqqrq33HeihO\n", "p5Nz584Nyv/mm28OWmptKP39/bhcLgwGA+A9fgOzi/CQVYBuAfv376ejo4OTJ08ye/Zs9Ho9paWl\n", "bNu2bdCZB8Djjz/ue+xqT1Kv1+NwOHj88cd9Pcn9+/fT2NhIbGwsDoeDVatWYTT6/5u6adMmVq9e\n", "rSmn0+lkw4YNxMTEoNfrSUhI4OjRo6xZs4a8vDwqKyu5ePEier3ed+Z7del/8J7l/fKXv+SJJ55g\n", "xowZmvZ5+vRpqqqqsNlsWCwWbDYbDzzwgK+4Bdvn9u3bOX78uO+GVXPnzvX1AJ1OJ1u2bMFgMPju\n", "Inn33XczceLEoHlsNhu/+tWvKCwsRKfT0d/fzx133DGouH7wwQe0tbWh1+txOp2UlJQwceJEWlpa\n", "2L59O4mJidjtdgwGA21tbTz//PNBvwmImyNFUtyUP/7xjzz77LPRjjGkU6dOodPpNBdVIa4nX7dF\n", "yK6euTqdTqZMmRLtOEPq7u6moqIC8LYTrt6DRohQyJmkGDHHjh3j8uXLAZ+bP38+OTk5t8Q+g6mp\n", "qeHjjz8O+Fx+fn5UVrgXN0eKpBBCBCHTEoUQIggpkkIIEYQUSSGECEKKpBBCBPF/ALHsZWAJ5nKm\n", "AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.677801\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4FPed7/t3d0utVmtBCCEkIdCGDGYzBgwEY5nELBqD\n", "sUS8M7YzEydn8ZznnNzJOXEymeQ4MzlOJuvNvcd27njGNwvGNgYEyIg1BiMIYEyM2YQBIYEkJKF9\n", "bamXOn/Iakt0q6mWVOqf0Pf1PH6eruqlPi6Jr6q/9atfmTRN0xBCCOGXOdQBhBBCZVIkhRAiACmS\n", "QggRgBRJIYQIQIqkEEIEIEVSCCECCDPywzs7O/n1r3/N888/T0pKCgA7d+7E7XYDkJWVxZw5c4yM\n", "IIQQQ2JokTx06BCrV6/ut85ms7Fy5UojNyuEEMPGsCLZ2NiI3W7HZrP1W+92u9m6dSuappGRkcH8\n", "+fONiiCEEENmWJEsLi5mzZo1lJSU9Fufm5vrfVxUVGTU5oUQYlgYViRramrYsWMHtbW1pKene3uS\n", "fYWHhw/4/r1792KxWIyKJ4QYo+Li4liwYIHu1xtWJF944QUAzp8/T1xcnHd9eXk5aWlpADgcjgHf\n", "b7FY5Ku4EGLYnTp1KqjXGzoEqKGhgeLiYs6ePetdV15ezubNm9m8eTPTp083cvPDpri4ONQRvCSL\n", "f5LFlyo5QK0swTL07HZ8fDzf/OY3+63LyckxcpNCCDGsTKpOlXbgwAH5ui2EGHanTp3ioYce0v16\n", "ueJGCCECkCKpg0r9FMnin2TxpUoOUCtLsKRICiFEANKTFEKMKdKTFEKIYSRFUgeV+imSxT/J4kuV\n", "HKBWlmBJkRRCiACkJymEGFOkJymEEMNIiqQOKvVTJIt/ksWXKjlArSzBkiIphBABSE9SCDGmSE9S\n", "CCGGkRRJHVTqp0gW/ySLL1VygFpZgiVFUgghApCepBBiTJGepBBCDCMpkjqo1E+RLP5JFl+q5AC1\n", "sgRLiqQQQgQgPUkhxJgiPUkhhBhGUiR1UKmfIln8kyy+VMkBamUJlqFFsrOzk1deeYWqqirvuurq\n", "ajZu3Mjbb7/NjRs3jNy8EEIMmaE9yd27d5OYmEhSUhIpKSkA7Nixg3Xr1gFQUFBAXl6e3/dKT1II\n", "YQRlepKNjY3Y7XZsNlu/9Xa73fvYarUatXkhhBgWhhXJ4uJili1b5rO+74FreHi4UZsfVir1UySL\n", "f5LFlyo5QK0swTKsSNbU1LBjxw6Ki4s5e/asd73b7fY+NplMAT+j744tLi6WZcWWz5w5o0yeM2fO\n", "hHx/qLYsP5+Bl4Nh+DjJ8+fPExcX5+1Jbtu2jfz8fDRNo7CwkEceecTv+6QnKYQwQrA9yTADs9DQ\n", "0EBxcTHp6eneIrl48WI2bdqEpmmsWLHCyM0LIcSQGToEKD4+nm9+85usWrXKuy4lJYWnn36aZ555\n", "hsTERCM3P2wGe5gO0N7t5pOqVv5c3kRNW3dIsww3yeKfKllUyQFqZQmWoUeSAj640sBvjlQAMCcp\n", "mu9/JZ3x9tFxwkoIIdduG6rb7eHbhZcoudnhXfd6/gwyJ0SGMJUQY5sy4yQFWC1mFk2J9S5PjrUS\n", "a7OEMJEQIlhSJHUYSj9lzd0J/GBFBt96YCo/WpVFQtTQBtCr1NuRLP6pkkWVHKBWlmBJT9Jg4yPD\n", "WZYeF+oYQohBkp6kEGJMkZ6kEEIMIymSOqjUT5Es/kkWX6rkALWyBEuKpBBCBCA9SSHEmCI9SSGE\n", "GEZSJHVQqZ8iWfyTLL5UyQFqZQmWFEkhhAhAepJCiDFFepJCCDGMpEjqoFI/RbL4J1l8qZID1MoS\n", "LCmSQggRgPQkhRBjivQkhRBiGEmR1EGlfopk8U+y+FIlB6iVJVhSJIUQIgDpSQohxhTpSQohxDAy\n", "tEgePXqUbdu2sW3bNj7++GMAdu7cSUFBAQUFBZw5c8bIzQ8blfopksU/yeJLlRygVpZgGXqPm6VL\n", "l3of7927FwCbzcbKlSuN3KwQQgwbw3uSZWVlbNmyhfz8fDIzM9m9ezcdHR1omkZGRsaAfUfpSQoh\n", "jBBsT9LwuyWmp6fz4osvsn37djIzM8nNzfU+V1RUZPTmhRBiSEbkxI3NZiMmJsZnfXh4eMD39e1j\n", "FBcXh2y597EKeW7NFMo8r732Wsj3R6/XXnst5PtDtd8X+fkMvBwMQ79uNzQ0EB8fD8D777/PmjVr\n", "KC8vJy0tDYDCwkLWrl3r970qfd0uLi5m2bJloY4BSJaBSBZ1c4BaWYL9um1okdy5cyddXV0ALFy4\n", "kPT0dD788ENqamoAmDdvHtnZ2X7fq1KRFELcOZTqST7yyCM+63JycozcpBBCDCsZTK7DYHsZRpAs\n", "/kkWX6rkALWyBMvws9tCDRXNDq41OhgfGca0BDvhFvn7KIQecu32GFDV0sV3dl2ips2JCXjlr7KY\n", "Pzk21LGECIkRuXb75MmTg3mbCJHatm5q2pwAaMDxay2hDSTEKBKwSP72t79l69atvPfee/z0pz9l\n", "48aN/OQnP+HYsWMjlU8JKvVTBpMlPjIMe/gXP+pZk6JClsUoksWXKjlArSzBCtiTXLhwIQsWLGD7\n", "9u18/etfJyEhgZs3b/LBBx+MVD4xDKaOj+Rna7L57GYHidFWZg5TkRRiLNDVk9y6dSvr16/3Lu/Y\n", "sYN169YZGkx6kkIIIxjSk3S5XP2WHQ5HcKmEEGKU0lUk4+PjOXbsGA6Hg2PHjjF+/HijcylFpX6K\n", "ZPFPsvhSJQeolSVYuorkihUriI2NZc+ePcTGxsp8kJ/r7HZztqaN01WtNDtct3+DEGLUkXGSg+T2\n", "aOy8cJNX/1wJwKMzE/ibhSnYrZYQJxNCBDIiPck//elPwaW6A7V2udhy5qZ3ecf5OjmaFOIOpKtI\n", "7tq1q99yW1ubIWFU5a+fEhluZkai3bucPt6GLdz4S/1U6u1IFv9UyaJKDlArS7B0Xbvt8XiMzjHq\n", "RIRZ+NuFKcxMjMLh9LAsI47xkYEnERZCjD4Bi2RjYyMul4v29nbq6urQNA232z3mjiQHmiw0OTaC\n", "/NmJSmQJBcninypZVMkBamUJVsAief78eZxOJzU1NZw9e7bnDWFhfueJFEKIO1HAJtr999/P8uXL\n", "yc3NZfny5Sxfvpxly5b5vV/NnUylfopk8U+y+FIlB6iVJVi6zjTMnDnT6BxCCKGkoMdJlpeXM2XK\n", "FMxmY8/kqj5OUggxOhkyTvLnP/855eXl7Nq1i8rKSnbs2DHogEIIMZroKpLTp0/33gZ26dKlhgZS\n", "kUr9FMnin2TxpUoOUCtLsHQVSbfbDYDFIpfcCSHGFl1Fsq2tjb1795KVlWV0HiWpNMZLsvgnWXyp\n", "kgPUyhIsXVfcrF+/npqaGjIyMjh9+rTuK3COHj1KTU0NAFOnTmXBggVUV1dz4MABLBYLDz74IMnJ\n", "yYNPL4QQBtN1JGm328nIyADgnnvu6TdLeWdn54DvW7p0Kfn5+eTn51NfXw/AiRMn2LBhA0899RTH\n", "jx8fSvYRo1I/RbL4J1l8qZID1MoSrCGP49m3b1/A58vKyvjFL37BtGnTgJ6C28tqtQ5180IIYagh\n", "F8nbffVOT0/nxRdf5KOPPgKg77DM8PDRMSGESv0UyeKfZPGlSg5QK0uwjJ/bC7DZbN5LGXvPlAOY\n", "TKaA7+t7iF5cXCzLsizLsjwsy8EY8szkBQUF5OXl+X2uoaGB+Ph4AN5//33WrFnDtm3byM/PR9M0\n", "CgsLB5wsQ6UrboqLi5X5SyhZ/JMs6uYAtbIEe8WNrrPbg3XkyBG6urqAnnt4AyxevJhNmzahaRor\n", "VqwwcvNCCDFkhh5JDoVKR5JCiDuHIdduB2Kz2Yb6EUIIoaygi6TD4ei3nJubO2xhVDXYhq8RJIt/\n", "ksWXKjkA7+iW0UhXkXz11Vc5evQoADdv3pS7JQohdLlU18EvP7zGaXciN1q6Qh1nUHSduElJSfHO\n", "/jNlypRRc6XMcFHlrBxIloFIFl+hzlHT2sX3dl/x3mq5uRv+27KpWMyBh/6pRteR5K0T7IaFGXpS\n", "XAhxB3C4PP3uRV/a0InLPfruvKqrSLpcrn7L3d3dhoRRlUq9Hcnin2TxFeocE+zhPDozAQCzCZ6Z\n", "l0RE+OibblHXIeGcOXN47733yMzM5MqVK8yePdvoXEKIUS46Iozn5ifz5ax4OlqbmDd1XKgjDYru\n", "cZIOh4OqqiqSk5OJjIw0OpeMkxRCGMKwK25sNhuZmZmDCiWEEKOVrp7ktm3bjM6htFD3dvqSLP5J\n", "Fl+q5AC1sgRLV5G8dTq0oqIiQ8IIIYRqdBVJq9VKbW2td7l30oqxItTjzfqSLP5JFl+q5AC1sgRL\n", "V0+yvb2dX/3qV94TKSUlJYZMaiFCr9PppsPpJjYijHDLiEw3KoTSdP0riIyM5JVXXuHxxx/n8ccf\n", "Z86cOUbnUopK/RQjs9xo6eKnB8v5T9su8t6ZWtq6XAFfP1b2S7BUyaJKDlArS7B0FclbT5fPnTvX\n", "kDAitD663sLR8maaOl28efIGVxoGvsmbEGPFkOeTNIqMkxx5W87U8tvjld7lf/mrLOZNjg1hIiGG\n", "n2HzSZaVlXHixAlcLhelpaWDCifUtmRqLDMn2Qkzm/jqnIlkTrDf/k1C3OF0Fcljx45RVVVFRUUF\n", "YWFhY24WIJX6KUZmmTzOxo9WZvHm43fz3PxkYm2Bz+uNlf0SLFWyqJID1MoSLF1FsqqqiqVLl3pn\n", "A4qKijI0lAidWFsYk2IiiByFExEIYQRdRdJiGdv/YFQa4yVZ/JMsvlTJAWplCZauItnZ2YnT6QTA\n", "6XT6XIEjhBB3Kl1FctWqVWzcuJGSkhJ27NjBypUrjc6lFJX6KZLFP8niS5UcoFaWYOm64iY+Pp6v\n", "fe1rBkcRQgj16B4nef78ea5cucL06dO56667dH34uXPnuHjxIh6PhyVLlpCamsrOnTtxu90AZGVl\n", "DXj1joyTFEIYwZD5JPft28e4ceNYvXo1n3zyCQcPHmT58uW3fV99fT3r168HYNeuXaSmpmKz2cbc\n", "13UhxOilqyfZ1NTEokWLsFqtLFq0iPr6el0fnpOT47PO7XazdetWtmzZwqlTp4JLGyIq9VMki3+S\n", "xZcqOUCtLMHSdSQZHh7ud31LSwuxsbe/bG3fvn0sWrQIgNzcXO96mZdSCKE6XUeSHR0d1NXVAVBX\n", "V0dvG/ODDz647XsPHTpEdnY2CQkJPs8NVHx79f3rU1xcHLLlZcuWhXT7fZd7x5upkKevUOe5NZP8\n", "vsjP53Z59NJ14uaXv/wl3d3dTJ48mcrKStLT07FYLJSUlPCP//iPA77v8OHDTJw4kRkzZnjXlZeX\n", "k5aWBkBhYSFr1671+145cSOEMIIhJ25ycnJYuHChz/qTJ08O+J7a2lqOHDnCjBkzKCkpobW1lWef\n", "fZby8nJOnDgBwLx583QHDaW+R3ChJln8kyzq5gC1sgRLV5H0VyB71+/fv58VK1b4PJeYmMhLL73k\n", "s97fyRwhhFDVkOeTLCgoMORWDvJ1WwhhBMPmkxRCiLFIiqQOgz0rZgTJ4p9k8aVKDlArS7CkSAoh\n", "RADSkxRCjCkj3pM0mUxD/QghhFCWriJZW1s74HPBVOTRSqV+imTxT7L4UiUHqJUlWLqK5O9+9zua\n", "m5v9PhcdHT2sgYQQQiW6epJvvfUW8fHxtLa2ct9995Genm54MOlJCiGMYMhliY899hhWqxWPx8PJ\n", "kyc5dOgQzz///KBDCiHEaKHr63ZLSwsADQ0NVFRUEBcXZ2go1ajUT5Es/kkWX6rkALWyBEvXkeTb\n", "b79NQkICCQkJrF27FqvVanQuIYRQgq6e5JtvvsnXvva1ER3uIz1JIYQRDBknuWHDBhkPKYQYk3QV\n", "SavVSllZGSdOnMDlclFaWmp0LqWo1E+RLP5JFl+q5AC1sgRLV5E8duwYVVVVVFRUEBYWxvHjx43O\n", "JYQQStBVJKuqqli6dClmc8/Lo6KiDA2lGpVmVJYs/kkWX6rkALWyBEtXkbRYLEbnEEIIJekqkp2d\n", "nTidTgCcTicej8fQUKpRqZ8iWfyTLL5UyQFqZQmWrnGSq1atYuPGjVRXV+N2u/vdO1sIIe5kQ55P\n", "0igyTlIIYYQRmU9y9+7dg3mbEEKMOgGL5I9//GO2bt3Km2++yXe/+102btzId77zHcrKykYonhpU\n", "6qdIFv8kiy9VcoBaWYIVsCf513/916SlpfHOO+/wz//8z1gsFp588kneffddXR9+7tw5Ll68iMfj\n", "YcmSJaSmplJdXc2BAwewWCw8+OCDJCcnD8v/iBBCGCFgkUxLSwMgPDzcOwwoLCwMu92u68Pr6+tZ\n", "v349ALt27SI1NZUTJ06wYcMGwLj74ww3lcZ4SRb/JIsvVXKAWlmCpasn6XA4+i23tbXp+vCcnByf\n", "dX0LrMwmJIRQna4iOW/ePN5++21OnTrFpk2bmDdvXlAb2bdvH4sWLQKg78n08PDwoD4nVFTqp0gW\n", "/ySLL1VygFpZgqWrSM6cOZNHH32U2NhY8vLymD17tu4NHDp0iOzsbBISEgBwu93e5243s1DfHVtc\n", "XCzLii2fOXNGmTxnzpwJ+f5QbVl+PgMvB2PI4yT379/PihUr/D53+PBhJk6cyIwZM7zrtm3bRn5+\n", "PpqmUVhYyCOPPOL3vTJOUghhBEPucRPIQP3J2tpajhw5wowZMygpKaG1tZVnn32WxYsXs2nTJjRN\n", "G7C4CiGEKgY1mFyPxMREXnrpJfLy8sjLy+PZZ58FICUlhaeffppnnnmGxMREozY/rAZ7mG4EyeKf\n", "ZPGlSg5QK0uwDCuSQghxJxhyT9KosY7SkxRCGGFErt0WQoixYshFcizcIEylfopk8U+y+FIlB6iV\n", "JVhDLpLBHLYKIcRoI/NJCiHGFEPGSR48eNBnnd1uZ/78+YSFDXmopRBCKCvg1+2XX36Zqqoqbty4\n", "wdy5c/v9N3HiRN1Tpo12KvVTJIt/ksWXKjlArSzBCngY+MMf/hCAyMhI4uPj+z0XHx/Pp59+alwy\n", "IYRQwJBO3Cjazhx2Ks2FJ1n8kyy+VMkBamUJlq4i+aUvfcnv+iVLlgxrGCGEUI2uIjlp0iS/65OS\n", "koY1jKpU6qdIFv8kiy9VcoBaWYIV1Ndtl8vlM0u5EELcyQKOkzx79ixnz57F6XQyZ84czp07R1RU\n", "FCkpKd6Zxo0i4ySFEEYY1mu3L1y4wFNPPcWGDRvYtWsXGzZsIC8vj4qKiiEHvZNUNDu4VNdBs8MZ\n", "6ihCiGEWsEj2DhQ3m83e2y/0Lo8lgfop52vaeLHgIi8WXOT/O15Fs8MVsiwjTbL4p0oWVXKAWlmC\n", "FXCcZExMDAcPHqStrY1x48bxwQcfkJiY6L29rIDt527S6fQAsO9SA2vvTmCcTa5CEuJOcdtrt2/c\n", "uEFERATx8fGUlpbS1tbG3LlzDQ82WnqSfzh1gz+cqgYg3Gzif+dNJz0+MsSphBADGfZrt5OTk72P\n", "MzMzB5fqDrYqO57ObjdljQ7yZ09k6nhbqCMJIYaR7uai0+mktrYWj8dDa2urkZmUc+r0GRo6nDjd\n", "Hp/nmhwuPq1uo8vtoeDcTeo7jD15o1JvR7L4p0oWVXKAWlmCpatIlpaWsn37dvbu3QvAzp07DQ2l\n", "kprWLopu2vnP20p453QNrbecmPmwtInP6jo5U93ORxWtVDR3hSipEMIIuorkyZMneeyxx4iOjsZs\n", "NhMdHW10LmWcvtHGobIWGjpd/P5UNZfqO/o9nzouwvvYYoIYq7EntVS6Blay+KdKFlVygFpZgqXr\n", "NKzNNrg+m8fjQdO0UX023OXpf17Lc8vy4qmx/Mclk7lY286quyaQISdthLij6DqS7Ozs7Lfsct1+\n", "LODu3bt5/fXXqamp8a7buXMnBQUFFBQUcObMmSCjhsa8lBhmJUZiNsHDMyaQlWDv93y83cr62Yl8\n", "9ysZLEiNxWI29p4/KvV2JIt/qmRRJQeolSVYuo4k582bxx//+EdaWlrYsmWLrksSc3NzOX/+fL91\n", "NpuNlStXDi5piKTERvD8NDNJX55JbEQYdoO/Tgsh1KL7HjcdHR3U1NSQmppKeHi4rg8/f/48cXFx\n", "pKSkAD1Hlx0dHWiaRkZGRsBxkKNlnKQQYnQx5B430HNPm4yMjEGF6pWbm+t9XFRUNKTPEkKIkaCr\n", "J7lr1y6uX79OWVkZb731FpcvXx7yhvUcjfbtYxQXF4dsufexCnluzRTKPK+99lrI90ev1157LeT7\n", "Q7XfF/n5DLwcDF1ftwsKCli3bh07duwgLy+Pd999lyeeeOK2H37r1+3y8nLS0tIAKCwsZO3atQO+\n", "V6Wv28XFxcoMYZAs/kkWdXOAWlkM+bptNpsxm83eoUARERG3eQfs37+f0tJSbDYb6enp5OTkUF5e\n", "zokTJ4Cek0GjhSo/XJAsA5EsvlTJAWplCZauItnd3U1bW5u3SOo517NixQqfdTk5OUHGE0KI0NLV\n", "k0xJSaGgoIAlS5Zw9uxZSktLjc6llMH2MowgWfyTLL5UyQFqZQmWriPJpUuXsnTpUgBmzJjBtGnT\n", "DA0lhBCq0D1OcqSpdOJGCHHnGNZ73Axk9+7dg3mbEEKMOrqK5N69e3n33Xd55ZVX2LRpE3/5y1+M\n", "zqUUlfopksU/yeJLlRygVpZg6SqSbW1tPPHEE8yaNYunn36a7Oxso3MJIYQSdBVJk6lnZhuPp2dm\n", "7t67KI4VKo3xkiz+SRZfquQAtbIES1eR7J0azWKx0NLSgtMp95cWQowNuorkV7/6VQBWrVrFgQMH\n", "mDlzpqGhVKNSP0Wy+CdZfKmSA9TKEizdlyVCz+WI+fn5hgYSQgiVDGqc5Icffmj4JYYyTlIIYQRD\n", "JrgoLi7mxo0b3nvVXLhwQa7DFkKMCbp6kvX19Tz++OOsX7+e9evX8/Wvf93oXEpRqZ8iWfyTLL5U\n", "yQFqZQnWoK64SUhIGO4cQgihpIA9yd4beR0/fpwpU6Z4J889evQoL7zwgqHBpCcphDDCsF673XuI\n", "vHjxYm+BFEKIsSRgkXzmmWeYOXOmd1zklStXsFgsPPfccyMSThUq9VMki3+SxZcqOUCtLMEKWCSj\n", "o6MB2LdvH21tbaxevZqWlhaOHj06IuGEECLUdJ24aWpqYtGiRVitVu677z7q6+uNzqUUla47lSz+\n", "SRZfquQAtbIES1eRHOj2ry0tLcMaRgghVKOrSHZ0dFBXVwdAXV2d90ZgH3zwgXHJFKJSP0Wy+CdZ\n", "fKmSA9TKEixdV9xUV1fzxhtvMHnyZCorK0lPT2fz5s2UlJTw6KOPGp1RDFJdezcmYEKUNdRRhBi1\n", "dF27ffLkSRYuXKh7fS+Px4Omad7LGYMx2sdJdrk8VLd2YTGZSBkXgfnzOTlHysmKFl75oAyL2cT3\n", "v5LO3OSYEd2+EKoy5B43AxXCQAVy9+7dvP7669TU1HjXVVdXs3HjRt5++21u3LihO+Ro4HC5qWrp\n", "or7DidPlYe9n9XxjSwn/YWsJJytGtndb197NKx+U0drlpqnTxc8OXaOxQ+YAFWIwBnVZoh65ubks\n", "X76837oTJ06wYcMGnnrqKY4fP27UpoddoH5Kl8vNueo2jlxt4t8+quLvCi5ytbGT//3nCgCcHo3X\n", "j1XS6nAZnqWvvsetJhOYDPhJq9Rnkiy+VMkBamUJlmFF0h+73e59bLWO/j6ZR9P40+VGvlV4iZ8e\n", "uobVYmJqnI0rDZ1EW79oMcTbwwm3jNzX7YQoK99/KIOJUeEkRVt5aXkacTb/IxSEEIGN6M1q+rY/\n", "BxpWpKKBxni1dbt559Na7/KBy408Oz+J8gYH/7Q6izdOVBJltfDCfSncbHdS29ZOQlQ4aeMjhz3L\n", "realxPD/PDodEzDebsy+Vmnsm2TxpUoOUCtLsEa0SLrdbu9jk44TGcXFxd6d23u4rtJyVOw47kqI\n", "oaqlC4CkGCvRVjPLs8Zz/dwpnkuLZfasWVQ0O/j2+5do6nQRZbXw8zXTuHHhVMjzy7Isj9XlYAxq\n", "ZnK9zp8/T1xcnHdyjG3btpGfn4+maRQWFvLII48M+F6Vzm73Lda3utHSxaGrjXR0u3kwczyTYyOw\n", "hfc/m3/4aiP/dKDMu/w/HkxjRXb8sGcZaZLFP1WyqJID1MpiyMzkg7F//35KS0ux2Wykp6eTk5PD\n", "4sWL2bRpE5qmsWLFCqM2PSSapuk6yu2VHBvBU/ck+X3uWpODrWdrmT0pChPQ+9doQtToaTUIMdYZ\n", "eiQ5FCN9JFnR7GDzpzU0dbp45t4kpk+MGtLntXe7+eHeK3xa3U5mfCRrZkygts3J7KQo7kmO9jna\n", "FEKMDGWOJEcTp9vDGyeqOFreDMDZmnZey59BYvTgz8B3uz1UtnQDUNrQyb+eqOLfHpvBxOiIYcks\n", "hBgZIzoESFXdbo0brV3e5dYuN10uj3d5MGO8YiPC+NuFyd7xis8vSGLcMAzDUWm8mWTxT5UsquQA\n", "tbIES44kgSirhb9ZkMLL+0txa/Dc/CQSPu8bdrk8RCWlU9PaxaQY36PAVoeL2vZubGFmJo+zeddb\n", "zCaWZ44nY0Ikmgap4yKwhsnfJCFGG+lJfs7t0bje7MDl1kiJjcButeBwudl9sZ5X/1yJPdzMj1dn\n", "MSsp2vueZoeLN45XsudSA1FWCz/JzWJ64tB6mQOpbevG49GYGG3FYh7Z68CFuJMYcu32WGAxm0gf\n", "H8m0BDv2z6+WqWnt5tU/VwLQ4fTwrx9V9bsGurLZwZ5LDUDPiZodF+oMyfZJVSvf3HKBv33vAsVl\n", "Tbg9Sv5dE+KOJEUygDCzCWufywnvnminrr3bu2wLM9P3asPkmOG/1LKly8Vvjlynw+nB5dH4l4Pl\n", "3OyTIZRU6jNJFl+q5AC1sgRLimQAKbERfGd5GhnxNv5uaSp1HU5+cfg6H15txOn2kDrOxi/WZrNk\n", "agz5syeycpADxAMxm3qKcS9rmHnEp10TYiyTniRwua6DqpYuJsVYmTbB3q/nV9PaxdGyZqpau9h+\n", "vufrtNkEP1+TTcG5m1S1dPG1BcksnBLrLV4VzQ4+rmjFFmbm3snRJA5x2M/lug5+dfgaDreH/3r/\n", "FJkbcoQ1KXxsAAAT6UlEQVR0uTxcquugtctF2vhIUmJl+NadQMZJBulyXQf/V+ElHC4PYWYTv1ib\n", "zd19Tr5Miolg1V3x/PZEpXedR+sphOdq2lk/eyKX6jqIibBw96Romjqd/K8/lXG5vhOA1dnx/Jf7\n", "pwzpzPa0BDs/W5ONW9OIiRjzP7IRc7KihZf3XwUgLS6CH+dmDfkPnhh9xvzX7RutXTg+HxPp8mhc\n", "b3L4vOazK1dZMDmWry1I5tn5SXx19kRq27p58p5EfvfxDX53qprv7SmltKGTDqfHWyABTle30en0\n", "+HxmsOxWCzERYUr1du70LAdLG72Py5u6qGvXN3GxKvtFlRygVpZgjdki2XuGeFK0lfDPv16bTTB5\n", "XP8jhZttXZS5Yylt6KSyuYsrdR3kzUrggYw4NI9Gt7vnc9q73VQ2OxhnC2NVn97kw9MnsOezOrad\n", "raW2TY0TLkKf+SlftDXibGGMs8lR/Fg05nqSbo/GqcpW3v20hqwJkeTPSqCx001Fs4PkmAjummgn\n", "3NLzt6Oy2cGJ6y1cb+5iz8V6MuJtfHVOIq0ONxnxNmrauqho6uat0zWYTfDrdXcxY2IUjR1OrjU5\n", "cHo87PmsgUOlTQDkz0rgPy5JDWoCDRE6LQ4X52raaehwcvekKDLjBz8PqFCH9CRvo7yxkx/svYJb\n", "g9M32oiJsLDh3mRm+BkEfrXRgVvTKPx8/ONndZ1cqe9E0zROVbbwUHY8k8dZ+c6DU0mKiSB7gp32\n", "bjcXatu5XN/JrElRXLzZ4f28C7UdOD1av2FFfXk0Tc5cKyTWFsaX0saFOoYIsTH3ddvh8uDuc+x8\n", "o8X/V+Cb7d3YLGafr1hmk4l9lxo5eq2Fnx26xvjIcNyaBiYovHCTfZfq+eRGG3/8SzXf33OF5+b3\n", "TKNmAr46JxGrxf8uL6lt5wd7SvnFh+VUNPv2RXup1NuRLP6pkkWVHKBWlmCNuSPJyeNsrMqOZ+/n\n", "lxKuvTvB5zVVLV380/6rXGnoZHlmHM/NT2LH+Toy4yOZFG2l6fObejlcHpodLn7+4XXs4Wa+fl8K\n", "b5yoZMO9yTx1TyJ7PmvAbrXws4enYQs3e7+uNXY6OVfdTpPDxZykaGxhJr63+wpt3T0zt7d3u/ne\n", "l9MJG6CgCiFGzpjrScIXk1JEhplJ6TMpRa+PK1q4UNtOt1vjvTO1fHd5GvH2MMItJuraXfz4gzKc\n", "bo2HssbT7dY4XNbTc5w/OYbc7Hh2XKijsdNF3qwE7psSS0ps/228c7qGf/uoCoDEqHD+56pM/vO2\n", "i97nsyZE8su12UTKnJNCDDvpSeoQYwsjZoAzlSW17by8/yoOl4e0uAienJtIt9tDY6ebkxUt1Hd0\n", "86OVmbR1u0mwh/M/dl32vjfOFsb52nbO1rQD8NvjVcyfHNvv890ejRPXm73Lte1O3G6N5+Yn8ftT\n", "1YSZTfzNwmQpkEIoQr7P3eJUZStxtjBe/FIqS6bGkTUhEluYGbMJTla2cPx6K9/fc4XmThdmM/zP\n", "lRnclWBneWYcD8+YQFnjF/1El0ejtcvFn8ubuFjbjtujYTGbyJ0+wfuamYl2EqKsrJ+dyKt503kt\n", "fzoLU2P9RQPU6u1IFv9UyaJKDlArS7DG5JHkrerau2nudOHyaMTbw1k3ayKvH6vwnuD5hy+nU9HS\n", "yX9YPJkd52+yNC2Oug4nqd0RzEuJYW5yNGFmM59WtfJARhxXGx20drn4xqLJbPzLDT6qaMNsgn95\n", "eBpzk2NYlh7HpOgIOpxuMsZHeu95My3BPnBIIURIjMmeZF9VLV38aP9VFqbGcOByI5nxkSxNG8f/\n", "feS69zUb5k3i7dM1LEiNZe2MBH6wrxToOWP9k7/KYlqCnerWbiIsJlq6XDjdWs98lE4P/73P1/G/\n", "vjeJ5xYkG/7/JIQYmMwnGaTL9R2UNnRiCzNT3+Hko4oWOp1uoj+fUzLcYmJcZDhuDU5cb6G2zzRl\n", "GlDe5KDw/E1eLLjIiwUX8Whw7+RYpk+MIsYW1m8Gn7vkSFGIUWfMF8mocAv2cDMpsRHMmtQzoHzj\n", "JzV898tpfH1hMv89Zyrvnq4BIMJiIjU2Ant4z26Ljei5nvrQ1Z4TMV1ujbdP1+D5/OA8Mz6Sn62Z\n", "xt8tTeV/5WYxN3nos5ar1NuRLP6pkkWVHKBWlmCN+Z7k9Il2vveVdH526Bors+NZPCWW9PhImjtd\n", "7L3cwJNzJ7FhfhJhJhPxUeG8eqyCJ++ZhMejkT3RTlS4mQcz4rgvNZat52qZMi6i31Uz0ydGDfn2\n", "tEKI0BnxnuTOnTtxu3sGTWdlZTFnzhy/rxvJ+ST3XarnZ4eueZf/y5dSSY2LINxi4v8/eYNPq9sx\n", "Af/tgSn86/Eq76Dv7345jU2f1JAUY8UebmZpWhxJMVaKy5qJibDwQEYcSX5uHiaECB3lx0nabDZW\n", "rlw50psNKK7PmMkZEyNJjrVS09bNxKhw5k+OZUFqLIdKmzhc2sRdCXZOVbUyKdpKjNXCI3cnsPdS\n", "A51OM9ERFn7yQRkVn1/qeLWhk289MNU7YYYQYvQZ8SLpdrvZunUrmqaRkZExondEvFVls4Pq1m7C\n", "LSb+05LJXG1wMH9yNP+wp5TsBDuLpsTyx79UYwKeX5hMuAkyJtiZnRSF09NzvfabJ294jyxdHo2p\n", "4yO9RfLizQ66XJ5hLZLFxcUsW7Zs2D5vKCSLf6pkUSUHqJUlWCNeJHNzc72Pi4qKRnrzXhXNDl7a\n", "dZnadie2MDPfWJRCt9vD3ksNaMCiKbG89Uk10HMWe1dJHS8tT+NXh69zvbkLgISlqXQ43d7PbHG4\n", "eChrPEfLe07kPDF3ElFWuXJGiNEspN8Dw8PDAz7f94xYcXHxsC5frKyn9vOZph0uD9Wt3Vyu72Dm\n", "51OmtXW7mRj1xd0Pk2KsRFk07p38xUSsJ6+38HdfSsUEWC0m/mbeBHIyx/PzNdP40YOJTOio8M4d\n", "OVz5e/8aD/f+GMxyX6HOc2umUOZZtmxZyPeH/Hxun0evET9xU15eTlpaGgCFhYWsXbvW7+uMPnFz\n", "8WY7/3XHZ/TewvoHKzJodbiYEhfBhdoObrZ1c9+Ucey+WEdMRBj3TYnh9T9X8k+rM/msrpO2bjcz\n", "JtpJHRdBi8ON2WwiOcYqE+oKoTjlB5OXl5ezefNmNm/ezPTp00d6817TJtj5l4en8fS8SfxwRQb3\n", "psQwIzGKfz9RxdS4CDwaFF2sY/2cRNLGR/Dy/jJq2p20dHlYddcE1s9OZOakaGJt4aTG2UiJjRiR\n", "AqnSeDPJ4p8qWVTJAWplCdaI9yRzcnJGepN+Wcwm5ibHMDk2grM1bfy5vJnZSVH8w0MZOFweJo+z\n", "EW42UdbYyWvHeqY1i7OFEW8f80NLhRhTxvS12w6nm//3aAV7LzUAPTd++oeH0vvdtrW9201JbTuN\n", "nS6yJkSSIfc5EWJUU36cpEo6nB4+qmjxLn9yo5X2bne/IhlltbAgwNRlQog725ge5RxttbD6ri/m\n", "dnxoWny/AtlLpX6KZPFPsvhSJQeolSVYY/pI0hpm5quzE5mbFI1b05iWYJdxjUKIfsZ0T1IIMfYo\n", "PwRICCFGEymSOqjUT5Es/kkWX6rkALWyBEuKpBBCBCA9SSHEmCI9SSGEGEZSJHVQqZ8iWfyTLL5U\n", "yQFqZQmWFEkhhAhAepJCiDFFepJCCDGMpEjqoFI/RbL4J1l8qZID1MoSLCmSQggRgPQkhRBjivQk\n", "hRBiGEmR1EGlfopk8U+y+FIlB6iVJVhSJIUQIgDpSQohxhTpSQohxDCSIqmDSv0UyeKfZPGlSg5Q\n", "K0uwRvweN9XV1Rw4cACLxcKDDz5IcnLySEcQQgjdRrwnuWPHDtatWwdAQUEBeXl5fl8nPUkhhBGU\n", "70na7XbvY6vVOtKbF0KIoIx4kex74BoeHj7Smx8UlfopksU/yeJLlRygVpZgjfjX7d27d5ObmwvA\n", "/v37WbFihd/XffzxxzQ1NY1kNCHEGBAXF8eCBQt0v37ET9x0dnYCPUeUvY/9CeZ/QgghjDLiR5JV\n", "VVUcOnQITdNYsWIFiYmJI7l5IYQIirJX3AghhApkMLkQQgQgRVIIIQKQIqk4j8eD2+0OdQxArSxC\n", "jJQRP7t9Oypdtrhz505vUcjKymLOnDkjuv3du3dTWlpKXl4eKSkpQOj2j78sodw/586d4+LFi3g8\n", "HpYsWUJqampI9o2/HKHaL0ePHqWmpgaAqVOnsmDBgpD9vvjLEqr90tnZya9//Wuef/75wf070hSz\n", "fft27+Nt27aFMImm7d27N6Tb1zRNO3funFZZWeldDuX+uTVLKPfPoUOHvI/ff/99TdNCs2/85VDh\n", "92bPnj2apqnx76k3S6j2S1FRkfbxxx8P+t+RckeSKl226Ha72bp1K5qmkZGRocS15LJ/euTk5Pis\n", "C8W+8ZcjlPulrKyMLVu2kJ+fD4T29+XWLKHYL42Njdjtdmw2W7/1wewX5YqkptBli71XBgEUFRWF\n", "MMkXZP/0t2/fPhYtWgSEdt/0zRHK/ZKens6LL77I9u3byczMDOk+uTVLKPZLcXExa9asoaSkpN/6\n", "YPaLckWy74kBk8kUwiT9hbog9ZL984VDhw6RnZ1NQkICELp9c2uOvkKxX2w2GzExMUDof1/6Zulr\n", "pPZLTU0NO3bsoLa2lvT0dG9PMpj9otzZbb2XLY6E8vJy72OHwxHCJF+Q/dPj8OHDTJo0ifT0dO+6\n", "UOwbfzlCtV8aGhq8j3uPlEL1++IvSyj2ywsvvEBeXh7Lli1j9uzZ3vXB7BfljiQXL17Mpk2bvJct\n", "hlJ5eTknTpwAYN68eSO+/f3791NaWorNZiM9PZ2cnJyQ7R9/WUK1f2prazly5AgzZsygpKSE1tZW\n", "nn322RHfNwPlCNV+OXLkCF1dXQAsXLgQCN2/J39ZQrVfGhoaKC4u7nckGcx+kcsShRAiAOW+bgsh\n", "hEqkSAohRABSJIUQIgApkkIIEYAUSSGECECKpBBCBCBFUgghApAieQd5+eWXh+2z3n33XQoKCigo\n", "KGD79u20tLT4vObgwYMcPHhw0NvYs2cPW7ZsGULKO1NhYeFtX9PW1sYbb7zB+fPnRyDR2KbcFTdi\n", "8L7xjW8M22eZTCby8vICvqb3SorBWr16NVu3bh3SZ9yJ9Fw+GB0dzbJly/B4PCOQaGyTInkHqK6u\n", "5tixY1y5coW///u/967v6Ohg69atREdHY7FYuHjxIt/+9re9z+/du5e2tjYsFgtOp5NHHnmEiIgI\n", "ACIiItiyZQsWi4WOjg7Wrl1LbGws0DOhQ2NjIwBXr17lW9/6lq6cLpeLbdu2YTab0TTNZ6LTDz/8\n", "kNraWqxWKw6Hg9zcXGJjY/n000/Ztm0bDz30EMuWLfMuf+UrX+GBBx4YcHttbW289dZb2O12zGYz\n", "NpuNjo4OcnNzvZNRDLRNgJMnT1JUVMSzzz7L0aNHsVqt3HPPPWRnZ+N2u9m1a5f3uuT29namTp3K\n", "/ffff9v9cPToUaqqqrBarXg8HqxWKw8//DAul4uioiJKSkooKCgAIDs7m1mzZgFQX19PUVERdrud\n", "7u5uYmJiyMjI0LXvxRAMdUJLoY53332333Jpaal3wlNN07SysjLv4yNHjmgXL170Lre2tmpbtmzx\n", "+7ldXV0DPjfQen927typ3bx507t8/PhxbfPmzZqm9Uzoe/jwYe9z3d3d3uc0rWdy2+vXr3ufe++9\n", "93Rt89y5c9obb7zhXXa73drvf/97XdvUtJ59unv3bp/PLSoq0urr673LdXV12oULF3Rl+sMf/qC1\n", "trZ681y7ds1nm/787ne/09xut3f53//937Vz587p2qYYPDmSvINlZGTgdrvZs2ePd2qotLQ0ACor\n", "K1m6dKn3tdHR0QN+znBN1trW1tZvOrF58+Zx7do1AEpLS3E4HN4jKOg5Out1//33s2XLFp544gmO\n", "HDkS8AjyVvfee6/3sdlsJjIyUtc2e61evdrv/0t8fLx3ecKECUyYMEFXnscee4xjx47hcDhwOBy6\n", "J3uwWq2YzV+cRuj7/yWMI0XyDnb69Gnuuecepk2bBvR8zSsvLyctLY3U1FQ+++wz7rrrLqDnH30v\n", "j8fD1atXycrKAqCpqclnZufBiIqKoq6uzlsoT5065f26Onv2bKqrq1myZIn39S6Xy/vYYrEQHR1N\n", "c3MztbW1LF++XPd2T58+7Z0F2+12093drWubgdhsNhoaGryF0uPxUFpa6t3XA3G5XFy+fLlf/rfe\n", "eqvfVGsD6erqwu12Y7FYgJ791ze7MIbMAnQHOHjwIE1NTZw5c4Y5c+ZgNpvJzc2lsLCw35EHwLp1\n", "67zrenuSZrMZp9PJunXrvD3JgwcPUlNTQ0REBE6nk/z8fMLCfP+mbt26lfXr1+vK6XK5eO+99wgP\n", "D8dsNhMdHc1HH33Ehg0bSEtL49SpU1y7dg2z2ew98u2d+h96jvJ+85vf8OijjzJz5kxd2zx//jwl\n", "JSU4HA7sdjsOh4NVq1Z5i1ugbe7atYuPP/7Ye8Oqe+65x9sDdLlcbN++HYvF4r2L5AMPPEBSUlLA\n", "PA6Hg1dffZXMzExMJhNdXV3Mnz+/X3H98MMPaWhowGw243K5WLp0KUlJSdTV1bFr1y5iYmLo7u7G\n", "YrHQ0NDAM888E/CbgBgaKZJiSN555x2efPLJUMcY0Llz5zCZTLqLqhC3kq/bImi9R64ul4vs7OxQ\n", "xxlQa2srR44cAXraCb33oBEiGHIkKYbNyZMnqaio8PvcwoULSU1NvSO2GUhZWRmffPKJ3+fS09ND\n", "MsO9GBopkkIIEYBcliiEEAFIkRRCiACkSAohRABSJIUQIoD/A9tUvA6zWzXGAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.483918\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XtclPed9//XzDDDMAyIgKiICiIJMWpMtNHEQ2zigdRo\n", "0Jqjm0d7/zY9Jfd2t7t97N1t027TvXfTbbe99972brpt2j7SNDGJCiaaaNQ0GtEoGushEjwheEBA\n", "zqc5z/X7gzCKM+AMcM18gc/z8fCRuYYZrncu8cN1feZ7fb8GTdM0hBBChGSMdQAhhFCZFEkhhOiD\n", "FEkhhOiDFEkhhOiDFEkhhOiDFEkhhOiDrkXS4XDwwgsvUF1dHXiupqaGV199lddff50rV67ouXsh\n", "hBgwXYvknj17WL58eY/nSktLWbduHY8//jgHDx7Uc/dCCDFguhXJpqYmbDYbVqu1x/M2my3w2GKx\n", "6LV7IYQYFLoVyZKSEhYsWBD0/PU3+JjNZr12L4QQgyJOr29cW1vL22+/TV1dHdnZ2WRmZgLg8/kC\n", "rzEYDL2+f8eOHZhMJr3iCSFGqJSUFGbPnh3263Urkk8//TQAZWVlpKSkBJ53OBxA1xll9+NQTCYT\n", "d911l17xhBAj1JEjRyJ6va4f3DQ2NlJSUsInn3wSeG7u3LmsX7+e9evXM3fuXD13P2hKSkpiHSFA\n", "soQmWYKpkgPUyhIp3c4kAVJTU/nqV7/a47nMzEyeeOIJPXcrhBCDxqDqVGnvv/++XG4LIQbdkSNH\n", "eOCBB8J+vdxxI4QQfZAiGQaV+imSJTTJEkyVHKBWlkhJkRRCiD5IT1IIMaJIT1IIIQaRFMkwDKSf\n", "cqXVxa4zjeypaKK+wx3TLINNsoSmShZVcoBaWSKl6zjJka7V6eU/PrzAiZp2AFbels7X5k7AEie/\n", "m4QYKqQnqaPqVhdffrMssD3WbuEXhbeQYpWJPYSIFelJKiQ53sSinGv3rS/JSyXRLJN2CDGUSJEM\n", "Q3/7Kfb4OL4+bwI/WjaFf1ueS+Ht6ZhNAzvkKvV2JEtoqmRRJQeolSVS0pPUWXqihfREmVxYiKFK\n", "epJCiBFFepJCCDGIpEiGQaV+imQJTbIEUyUHqJUlUlIkhRCiD9KTFEKMKNKTFEKIQSRFMgwq9VMk\n", "S2iSJZgqOUCtLJGSIimEEH2QnqQQYkSRnqQQQgwiKZJhUKmfIllCkyzBVMkBamWJlBRJIYTog/Qk\n", "hRAjivQkhRBiEEmRDINK/RTJEppkCaZKDlArS6R0nU9y//791NbWAjBp0iRmz57Nli1b8Pl8AOTm\n", "5jJjxgw9IwghxIBErSe5Y8cOli1bxs6dO1m6dOlNXy89SSGEHiLtSeo+M3llZSWbNm1i9erVAPh8\n", "PoqKitA0jZycHCmEQgil6d6TzM7O5tlnn+XQoUMAFBQUsGbNGr74xS8GLsVVp1I/RbKEJlmCqZID\n", "1MoSqah8cGO1WklKSgp63mzue2nV6w9sSUmJbCu2feLECWXynDhxIubHQ7Vt+fvpfTsSuvYkGxsb\n", "SU1NBeCdd95hxYoVVFVVMXnyZAC2bt3KQw89FPK90pMUQuhBqZ7kvn37cLlcAMyZMweAqqoqSktL\n", "AZg1a5aeuxdCiAHT9XJ75cqVrF27lrVr15KdnQ3AokWLeOSRR3jkkUfIy8vTc/eDpr+n6XqQLKFJ\n", "lmCq5AC1skRKBpMLIUQf5N5tIcSIIvduCyHEIJIiGQaV+imSJTTJEkyVHKBWlkhJkRRCiD5IT1II\n", "MaJIT1IIIQaRFMkwqNRPkSyhSZZgquQAtbJESoqkEEL0QXqSQogRRXqSQggxiKRIhkGlfopkCU2y\n", "BFMlB6iVJVJSJIUQog/SkxRCjCjSkxRCiEEkRTIMKvVTJEtokiWYKjlArSyRkiIphBB9kJ6kEGJE\n", "kZ6kEEIMIimSYVCpnyJZQpMswVTJAWpliZQUSSGE6IP0JMWIcaXVhdevMdZuwRIn5wcjlVLrbguh\n", "iuPVbTy3owKX18/fzJ/I8rxUzFIoRRjkpyQMKvVTJEtofWVxeHy8ePAyTq8fDfjFvovUdrhjkiWa\n", "VMkBamWJlJxJ3kDTNM42OKhudTEuycLUNFusI4kBMhkNjIq/9qMeH2ckzmiIYSIxlEhP8gZn6jv5\n", "+y2ncfk04owGfvZQHrdlJEY9hxhcVU0Ofn3gMi1OL1+fN4GZ45NiHUnEiPQkB+hKqwuXr+v3htev\n", "cbnFKUVyGJg8OoHnl03B59dIMJtiHUcMIbr2JPfv309xcTHFxcV8/PHHANTU1PDqq6/y+uuvc+XK\n", "FT133y9jkyyBSzGjAcYnxyvVT5EsoYWTxWIyRqVAqnJcVMkBamWJlK5nkvfee2/g8Y4dOwAoLS1l\n", "3bp1AGzevJnCwkI9I0QsL93Gzx/K41KLi8xkC7eMSeTAmVinEkLEiu6X25WVlWzatInVq1cDYLNd\n", "+yDEYrHovfuIGQ0G8jMSyb/uEnvBggUxTNSTZAlNsgRTJQeolSVSug8Bys7O5tlnn+XQoUNA16fH\n", "3cxms967F0KIAYnKOEmr1UpSUteniT6fL/C8wdD3MIzr+xglJSUx2+5+rEKeGzPFMs+LL74Y8+PR\n", "7cUXX4z58VDt50X+fnrfjoSuQ4AaGxtJTU0F4J133mHFihUUFxezevVqNE1j69atrFy5MuR7Vbot\n", "saSkRJnLBckSmmRRNweolSXSIUC6FsktW7bgcrkAmDNnDtnZ2VRXV7Nnzx40TWPJkiVkZGSEfK9K\n", "RVIIMXwoNU4y1FliZmYmTzzxhJ67HTacXh9HLrXxUVULd2UlcffEUSRaZIyfENEk926Hob+9jIE6\n", "c9XBD3ed570zjbzwQRWf1nXELEsokiU0VbKokgPUyhIpKZIKa3Z6emw3OTy9vFIIoRe5d1thF1uc\n", "fHfbWWrbPaQkxPHvD04lJzUh1rGEGNKi0pNsb2/Hbrf3560iAhNHWfnJF/Ko7/CQaotjwihrrCMJ\n", "MeL0ebldVlYW8s9rr70WrXxKiGU/ZXxyPDPG2wMFUqXejmQJTZUsquQAtbJEqs8iuX//foxGI+fP\n", "n+fgwYO43W4OHDgQGPsohBDDXZ89ye7L6tdff53HH3888Pwbb7zBY489pmsw6UkKIfQwqOtud/cd\n", "b5yIQsWJKYQQQg9hDQHq7OzE7/cDXfdet7W16RpKNf3pp7Q4vDR0uPEP8uABlXo7kiU0VbKokgPU\n", "yhKpsD7dfvDBB/nTn/6ExWLB5XKxYsUKvXMNaecaOnnhz5U0O718c/5E5menYJI1VYQYkmSc5CDz\n", "+Px8b/s5jl5pB7pmN3/pi7eRlSLDd4RQwaD2JHtTU1PTn7eNGDf+1hmM30I+v0ZDh5s2l3cQvpsQ\n", "IlxhFcmTJ0/22N6/f78uYVQVST/FbDLytbkTGJ9kwWY28r8WZzM+OX5A+/f4/OyuaOLrxaf4x3fO\n", "cL7RMaDvN1hU6jNJlmCq5AC1skQqrJ7kmTNnuP3226+9KU4WWezL1HQb/3fVLXj9GqMTzAPuR15u\n", "cfGT3VVoQIvTyytHavj+A9k3nbRYCDFw/ap23Z90jxT9mSw0JWHwlqYIunxXpI2syiSqIFlCUSUH\n", "qJUlUn0Wya1bt+JwOCgvL8fjuTYDzdixY3UPJq6ZkBzPtxZO4lcfXSLdZuapu8bLWaQQUdJnkXzo\n", "oYeArhnGe1tmYSSI9dTzljgjS/JSmT0hiepLF5iSpsZMQLE+LteTLOrmALWyRCqsD24efPBBvXOI\n", "m4gzGhhjt9BWLyMLhIgmGScphBhRdBkn+e6773Lx4kUqKyt57bXXOHv2bL8DCiHEUBJWkXS73UyY\n", "MIGjR4/y5JNPcuTIEb1zKUWlMV6SJTTJEkyVHKBWlkiFVSSNRiNGoxGrtevWuvj4gQ2OFkKIoSLs\n", "M8n29vZAkVS0jakblT6VkyyhSZZgquQAtbJEKqwimZmZyebNm5k3bx6ffPIJFRUVeucSQgglhFUk\n", "7733Xv7qr/4Kq9VKfn4+zzzzjN65lKJSP0WyhCZZgqmSA9TKEqmIZwGKi4sLXHYDHD16dFADCSGE\n", "SgY8TnLz5s0UFhYOVp4AGScphNBDVNbdDtfJkyc5deoUfr+fefPmkZWVxZYtW/D5fADk5uYyY8YM\n", "PSMIIcSA9GvS3XA1NDSwZs0a1q5dy/HjxwGwWq0UFhZSWFg4ZAqkSv0UyRKaZAmmSg5QK0ukdD2T\n", "XLRoUdBzPp+PoqIiNE0jJydHLqmFEEqLSk9y586d3HnnnaSnp/d4ftu2bb1OnqFiT7K2zYVPgzGJ\n", "ZswmXU/ChRA6UaonCbBnzx7y8vKCCiSA2dz3xLTXT6/Ufboeq+2D52p5oaQGp9fP3y6YyJj2izgd\n", "Hcrkk23Zlu3wtyMx4DPJyspKsrOzQ35t7969jBkzhvz8/MBzVVVVTJ48Geia1Ld7zsobqXQmeeyT\n", "Mn5z1siZ+q61ZQzAS2tvY2IMVkBUaV4+yRKaKllUyQFqZdHlTHLfvn2kpaWRn5/P2bNnsdvtjBs3\n", "DqDXAllXV8e+ffvIz8+nvLyctrY2nnrqKaqqqigtLQVg1qxZYQeNKc2P3XLtrNdiMhAn62gLMSKE\n", "dSa5fv16li1bRlpaGn6/n02bNvHII4/oGkylM0mAykYHv9x/kVaXj2/Mm8CdE5JjHUkI0Q+6nEkm\n", "JiaSlpYGdM0IZDKZ+pduCMtOTeBfl+fi0TTsFlktUoiRol8f0RqNI+uT3e6mb7zZFPMCqdJ4M8kS\n", "mipZVMkBamWJVFjVzmAw0NjYCEBjY2PgjhkhhBjuwupJ+nw+du7cGZhTsqCggLg4fc+oVOtJCiGG\n", "B116kiaTiYKCgn6HEkKIoSqsy+0zZ87onUNpKvVThnIWTdOoanJwpr6Tdpc3pln0pEoWVXKAWlki\n", "FVaRPHbsWI/t8+fP6xJGDG9/qW7jmc2neHbzKV47WkuHW3rbQn1hr3FzvRuL5nCnyp0CMHSzeHx+\n", "/nSkBo+vqwW+8UQdtW3um7xLnyx6UyWLKjlArSyRCnv5hvfee0/vLGIYizMamDDq2iqbNrOR+Di5\n", "a0moL6wi+corr9Da2sqGDRvYsGEDJ06c0DuXUlTqpwzVLAaDgSdmjWXVbenMnZjMvxbkMmHU4N37\n", "PlSPi55UyQFqZYlUWJ9uP/jgg8yZMyew/e677+oWSAxfmclW/uf8iWiahsEgZ5FiaBjwLEB6kXGS\n", "Qgg9RDpOcmTdXyiEEBEKq0i2trayceNGXn75ZbxeL8XFxXrnUopK/RTJEppkCaZKDlArS6TCKpLb\n", "t2/n4YcfZtSoUbrfjiiEECoJq0hardYeSy2MtKnS9B7j1eby0tDhxue/eXtYpfFmkiU0VbKokgPU\n", "yhKpsE4LbxxM7vf7dQkzElU1Ofjpnirq2j18de4E7stJwRwnrWLRt7p2NweqWmhyeFg0ZTQ5qQmx\n", "jjRshfWvMSMjg5KSErxeLwcOHGDSpEl651KKnv2U147WcLreQbPTy0/3VHGxxRmzLJGSLKHpnUXT\n", "NDYer+WXH13i1aO1fG/7Oerag+9eGknHRE9hFclFixaRmpqK1Wpl3LhxMjRnEPmuOynXPvsjRF/c\n", "Pj9ldZ2B7fpOD51yH7xuZJxkjFU0dPJvH1RS2+bm6/OyWJKXSrxcboub+OBcIy98UAXA53NTePae\n", "LJKtfS/RLLroMp9kfX0927ZtIyEhAbfbTUFBAampqf0OKa6ZkmbjP1bk4fZpjE6Iw2ySAilubv7k\n", "FP5rVTxOr5/JKVYpkDoKewjQunXrWLt2LY899hg7duzQO5dS9O6npCSYybBbwiqQKvV2JEto0chi\n", "iTOSn5HIrMwkRttCF8iRdkz0ElaRtNlsgcW/TCYTVuvgTUwghBAqC6tIOp09P3Ht7OxqGpeWlg5+\n", "IgWpNMZLsoQmWYKpkgPUyhKpsIqk3+/nd7/7HUeOHOEPf/gDVquVsrIyjh49qnc+IYSIqbCKZGdn\n", "J/fccw9Wq5W5c+eSn5+Poh+K60KlfopkCU2yBFMlB6iVJVJhfbr95JNPYrfbg56fNGkSly5dIisr\n", "a9CDCSGECgY8TnLz5s0UFhaG/NrJkyc5deoUfr+fefPmkZWVRU1NDe+//z4mk4n77ruP8ePHh3zv\n", "SBknKYSILl3GSfZXQ0MDa9asAbpmM8/KyqK0tJR169YBfRdYIYRQga4jlxctWhT0nM1mCzy2WCx6\n", "7n7QqNRPkSyhSZZgquQAtbJEKiq3d+zcuZO7774boMcHPtdPvyaEECrSvUju2bOHvLw80tPTAfD5\n", "rt2If7PFoK7/7VNSUhKz7QULFsR0/9dvd483UyHP9WKd58ZM8vMifz83yxMuXT+42bt3L2PGjCE/\n", "Pz/wXHFxMatXr0bTNLZu3crKlStDvlc+uBFC6CHqC4H1Nvynrq6Offv2UV5ezubNm3nllVcAmDt3\n", "LuvXr2f9+vXMnTt3oLuPiv7+BtKDZAlNsgRTJQeolSVSYX26vXfvXhYuXBjya9evx329jIwMvvOd\n", "7wQ9n5mZyRNPPBFBRCGEiJ2wLreff/55pk+fzsKFC8nIyIhGLrncFkLoQpfL7dWrV7Nq1SrKysp4\n", "8803KSsr63dAIYQYSsIqkjNnzsRsNrN48WKWL1/OW2+9pXcupajUT5EsoUmWYKrkALWyRCqsnmRJ\n", "SQnZ2dns378fu93ON7/5Tb1zCSGEEsLuSX7+859n/vz5UVtzW3qSQgg96HLv9urVq5k5c2a/Qwkh\n", "xFAVdk9yJFOpnyJZQpMswVTJAWpliVRYRbK1tZWNGzfy8ssv4/V6KS4u1juXEEIoIezVEh9++GFG\n", "jRpFXJyus6spSaX1OSRLaJIlmCo5QK0skQqrSFqt1h4z9kTrwxshhIi1sIqk2+3use33+3UJoyqV\n", "+imSJTTJEkyVHKBWlkiFVSQzMjIoKSnB6/Vy4MABJk2apHcuIYRQQthTpZWVlVFRUcH06dPJzs7W\n", "OdbwGSfp8fqpanGiaZA1Kp4Es7QqhIgl3da4mTZtGtOmTQOgqqqKyZMnR55uhPH5Nfacb+ane6rQ\n", "gK/NzWTlbWOwxEVlQnghxCDo81/rpk2bKCoqoqioiI0bN7Jx40Y2bNjAq6++Gq18SuhvP6XV6eX3\n", "h6rpPlV/qbSaRocnJln0IFlCUyWLKjlArSyR6vNM0m63s3z5cvbt24fZbGbWrFkcOXKElJSUaOUb\n", "0uLjjGQmW6jv7CqMGXYL8SY5ixRiKAmrJ7lx40bWrl0b2O5egkFPw6UnebHZSdEndTi9fh6ZOZYp\n", "qQmxjiTEiKZLT/LGBbtG2hCggZiYYuVvF8hoACGGqrCu/fx+P/X19QDU19fj8QysrzbUqNRPkSyh\n", "SZZgquQAtbJEKuxZgLZv3057ezuJiYk9Lr2FEGI4G/CSspcuXep1xcSBGC49SSGEWqK+pOzhw4cH\n", "+i2EEEJZMh4lDCr1UyRLaJIlmCo5QK0skZIiKYQQfRhwT3Lz5s0UFhYOVp4A6UkKIfQQ9Z6kEEIM\n", "Z7oWSb/fj8/n03MXUaFSP0WyhCZZgqmSA9TKEqkBr8XQ2/Cf7du3U1FRQWFhIZmZmQBs2bIlUDRz\n", "c3OZMWPGQHcvhBC6GnBPsi9lZWWkpKQEiuTOnTtZunRpWO+VnqQQQg+6zSc5GHw+H0VFRWiaRk5O\n", "jhRBIYTy+iySu3fvZs6cOfz2t78NmmTX4/GQl5cXUaErKCgIPN62bdtNX19SUhJYZa27pxGL7ev7\n", "KbHOc2OmWOY5ceIE3/jGN2J6PLq3X3zxRWbMmBHzvx+Vfl7k76f37Uj0ebndXSR37doVcpjPjVOo\n", "3ejGy+3r7dq1iyVLlvT6XpUut68v1rEmWUKTLOrmALWyDOoQoMWLF2O323v9eqRrcFdVVQUeO53O\n", "iN4bS6r85YJk6Y1kCaZKDlArS6TCqnKjR48O+XxfM5Tv2rWLiooKrFYr2dnZLFq0iKqqKkpLSwGY\n", "NWtWP+JGl9PjwxrGwl1+TcN4w5ybQojhQddPtwcilpfbLQ4P20838mFFE/fljibX0MjsGbcFve5K\n", "q4vNJ+u40OTksVnjuGO8PWiC4sGm0mWLZAlNlSyq5AC1ssgdN4Og/GonvztUzZkGBy+VVtNuCX3G\n", "vKWsnuKT9Xxc3c5z753jYrMrykmFEHrr83K7tbWV5ORkWltb2bVrFwBWq5Vly5ZF3I8cShyenstT\n", "GMzWkK+71Hqtr+r2aTi9+i9rocpvY5AsvVEliyo5QK0skerzTPKDDz4AYOvWrTz00EOsWbOGe++9\n", "l+Li4qiEi5Vbx9jIS0+47rEt5OsenTkW62draK+8LZ3xyZaoZRRCREefRbK7XWmz2bBYugpASkoK\n", "ZrNZ/2QxND45nn9Zlstv1uTz/NIpnDt+KOTrpo+z8/8Kb+VXhbfypTnjSYrX/+xapXtgJUtoqmRR\n", "JQeolSVSYf2rvnGSCpdr+PfeUm1mUm03/2UwMSX0pbgQYnjo89PtN998E4PBQHx8PKtWrQLg3Llz\n", "XLx4kcWLF+saTKXB5EKI4WNQ791+9NFHg57LyckhNzc38mRCCDEERTwEyGgceaOGVOqnSJbQJEsw\n", "VXKAWlkiFVZPUtM0zp07h9vtBuDQoUN86Utf0jWYEEKoIKw7boqKisjJySEhoWtYzKFDh3jqqad0\n", "DSY9SSGEHnSZT9JsNnPnnXcGtvPz8yNPJoQQQ1BYDca2trYe23V1dbqEUZVK/RTJEppkCaZKDlAr\n", "S6TCOpM8f/48v/71r0lLSwOgvLyc73//+7oGE0IIFYTVkzx06BCf+9znAtu7d++WcZK96HD7ON/o\n", "wOfXyE5NYJR1+N7jLsRQpEtP8voCCeheIIcqn19j+6kG/vvgZQBW3z6GL88eT4Ll5nNSCiHU1K9B\n", "jzU1NYOdQ2nh9lPaXF6KPrnWr32r7CotLm9MskSDZAlNlSyq5AC1skSqX0XywIEDg51jWLDGGckf\n", "c23GoCmpCVjNI2/wvRDDSZ89yatXrzJ69Giampp6PL9jxw7WrVuna7Bo9ySrW500O7ykJ1rIsPd/\n", "yrMrrS4OXGjB5fMzf3KKTIAhhGIGtSe5YcMGHnnkEV555ZUeBau2trb/CRV0vtHB/9p2lmaHl+yU\n", "eH64LJfM5Ph+fa/xyfGsnp4xyAmFELHS57XgM888w5gxY5g6dSqLFy8O/JkyZUq08kVFWV0HzY6u\n", "3mFls4uqJkePr6vUT5EsoUmWYKrkALWyRCqshllBQUGP7alTp+oSJlZSE3rOGxmNyXOFEENDv1ZL\n", "dLvdgZnK9RLNnmSr08u+ymY+vtzG4tzRzMlKwhonw3aEGI50GSd5o+3btwcm4R0Okq1xPJifzoP5\n", "6QP6Pl6/RlOnhziTgdEJ+ixx0eH2UV7XQUOnh9y0BHLTQq+/I4QYHP0an+L3678qoErC6ad4vH7+\n", "fLaRv974Kd96+zTnGjp1ybLvbB3/tP0c//HhBf7x3bNcbHbe/E06UanPJFmCqZID1MoSqT7PJH/2\n", "s58xadKkoOfLy8spLCzULdRQdLnVxc8+vIAGVLe5+f2hK/xo2RRMRsOg7ufT+mtFsc3lo7HTI8OM\n", "hNBRn0UyNzc3ZDHcvHlzWN/c7/ejaRom09Du74WzZrDB0PWnu8NrMnZtD7Z7clJ553QzABmJZsbY\n", "Y7dypUprKUuWYKrkALWyRKrPInnPPfeEfD4lJeWm33j79u1UVFRQWFhIZmYm0HU74/vvv4/JZOK+\n", "++5j/Pjx/YispgmjrHxncTa/+ugSabY4/secTIw6VMlZ45P4+UN5NDu9TE6xkpksZ5FC6KnPnuTY\n", "sWNDPh/OBBcFBQVBrystLWXdunU8/vjjHDx4MOyQsRZOPyXOaGBhTgovrrmVn6zIIyc1QZcspQf2\n", "M32cnQXZsb+bR6U+k6pZfH4Njy82PXxVj8lQE9UBgTbbtU9i9R5CFAsmo4E02/D7/xL9U9Xk4HeH\n", "qun0+PjK5yZwa0ZirCOJfojq7AvXD8k0m2PXS+tNQ6eb+g530PMq9VMkS2iqZXF4fPxnyQUOXGjl\n", "+JUOnttREfJnS+8cqlApS6SiWiR9Pl/gsSGMft31p+glJSW6bh84W8szxaf4WlE5hy+1cvDgwaju\n", "X7aH1/apM+doclybJq/N5eXSlZqw3y/b+m5Hol933ISrrKyMlJSUwAc3xcXFrF69Gk3T2Lp1KytX\n", "ruz1vdG846bZ4eGbb5+mpq3rN32ixcRvvpjPmMSuS+eSkhIWLFiAz69xtqGTmjY3mcnxTE1LCKvY\n", "D6buLCqQLKF1ZzlwoYUf7TqP16/xd/MnsvSWVMym6J2XqHhMVBCVO27CsWvXLioqKrBarWRnZ7No\n", "0SLmzp3L+vXr0TSNJUuW6LXryBnA+Nkfv9b131Cl7/TVTv5+62l8GlhMBv7PylvIS5c7XkRod09M\n", "5r/X5OPXNMYnxUe1QIrBo+uZ5EBE80yyyeHhWHUb1a1u4uOM5KYmMGtCUtDrdp1p5Cd7qgLbz92f\n", "zaIpo6OSUQgxOJQ5kxxK3i2v5+WPu/pFk1Pi+fGDoWc5yky2BM42zUYD45Lkk2whhrsRf/7v8vrY\n", "X9US2K5qdtHq8vV4TXfD99Yxifz8oVv4zuLJ/HxlHlNjcKnd3+azHiRLaKpkUSUHqJUlUiP+TDI+\n", "zsTSvFTO1HetcDh9bCIpvSwDazIamDY2kWljZbybECOF9CSBdpeX0/WdODx+pqYlMDapf0s3DNTl\n", "FidHq9uJjzMwc3zSgNbaEUKEJj3JfrDHx3HXhOSYZmh2uDl8qY02l5fSi62cqOng2XuysMSN+I6I\n", "EDEl/wLDEE4/xecf2An5qasOflt6mT8eqWHmeDtNDg8OT/A9vyr1diRLaKpkUSUHqJUlUnImGSGH\n", "x8fFZidGg4FJKVYaHR6KT16losHBozPHcteEpIjnkOx0+/jD4Su4fV2F9s3jdfzzkhzs8UN7ijkh\n", "hgPpSUbA7fXzdtlVflNajQH43v3ZXGh28scjXcOH4owGfvnwLUyJcEkFt8/P8zsrOHSpDQCb2cgv\n", "H76VLJlMV4hBJz1JHbW5vBSfvAqABrxT3kC67dpEHV6/RtsNw4fCYTEZ+dq8CVgOXaHZ6eXpuzOl\n", "QArRiyuopWuJAAAWDUlEQVStLj660ILL64/KlIHSkwzDkU/KKf6kjh/vrmJFfjqzxts/+4rGg/lp\n", "JFq6LosXZI/iRE17r7O9XGl18ZfLrZxvdHDjCfyklASeeyCHn3xhKrePtYd8P6jV25EsoamSRZUc\n", "MHhZnB4fvy29zK8PXOYPh6/wwgeVNDs8g/K9eyNnkn2oaXNxvtGBPzGDw6camT0hCa9f45GZY8lJ\n", "TeDBW9M4dLGFZ+ZNoLbdTUWjgz8eqWHGODvpiT2H71S3unjuvXNcanERbzLwkxV53HbD/IImowFT\n", "yLvGhRAADo+f8rpri+xVNDpwePyk6DPHNSBFsldXO9z8y67znGlwAPDDJTn8eHcVTq+fVFscP/lC\n", "HhaTgTeO17HitnTWH60FwGQgcGZ5vepWF5daXAC4fBpHq9uCimQ4VJlJBSRLb1TJokoOGLwsSdY4\n", "1s7M4NcHum7+eHjaGFIS9C1jUiR70dDhCRRIs9HA+SYHTm/XkJzGTi+XWpxMy0gkw26hqdPDF6eP\n", "4XKri5W3jQm5dMNoaxxP3TmO2nY3u842Mkl6jkJELM5ooOCWNG5Jt+Hza+SkJpBg1ncUiPQkezHK\n", "Gkeqret3iMevkZl87S4cowFSE8ykJJj5p89nkzkqnsmjrfzt/Il8bmJy0BCgNqeXDyqaePVoDeca\n", "Hfz4wanMHNd737Evw7HPNBgkSzBVcsDgZrFZTEwfZ+eOzCSSe7mFeDDJmWQvxid3zQZ0srYDq+Zh\n", "xthEfrR0CqeudjArMykwucXEFCuPp4zr83udb3Lw5vE6AM41ODha3UaG3cyVdjdmo4GJKVbiBnl9\n", "biHE4JBxklHwSU07f7/1TGD7sTvGEmeAV4/WYjTA9+7PYUH2qKjPci7ESCTjJHXQ0OHmZG0HnR4/\n", "E0bFE28ykJtm6/XOmovNTj6p7SA53sS0jERyUhP4yt2ZbDpRR05qAremJ/Cj9yuBrrkp/3C4mlnj\n", "7SRF4dJBCBEZ6Ul+5mq7mx2nGyj+pI6LzU58fo2mTg8dLi+vHbnM//5zJT/fe4H/t/8SWz+t59iV\n", "tpDfp67dzQfnGqnvcFNe18nO0w0kWkzcN2U031owkftzR+P2aYy+7hO5CckWLHHhnUUO1z7TQEmW\n", "YKrkALWyREpOXei6U+aN47W8XVYPwOKcdmaMT+L1Y7XkpiZwR2YS0Ax0jctamD2KPRVNPWYOanZ4\n", "KKvtINFi4sPzLVxodpJuM/PU7PG0Ob384VA1759rAuDeyaP4l2VTeONYHclWE2tmZBAfJ/dpC6Ei\n", "KZJ0jeI/Wt0e2J6SZuMX+y8BcLXDw8QUK2MSzVzt8PD03ZnEGQ1kWxKobnGROSoeTdN4u+wqf/pL\n", "Lc/eM4ELzU4A6js9uDw+XD4/By+2Br7/x5daeeaeLL6/JCfirMNx7NtgkCzBVMkBamWJlBRJugZ/\n", "r5qWzi8/K4zJ8TccFoPG80tzcHr87DjbyPZTjQD8+VwT31k8Ga9fY39VVxHsnsmn29gkC3aLic/n\n", "jmbLp5+dqeaOJinEgHMhhHqkJwkYDAaWTE3lZyum8m8FudyVlcSTs8ZiNMDUNCtzs5J541gdO882\n", "MWV0QuDGwepWF2fqO/nFvkt8LqtrdcWPqlr4yt2Z3D0xmb+5N4upaQmcbXCw7JZUnl+aw/NLp/Dl\n", "2Zkk9LNIqtTbkSyhqZJFlRygVpZIyZnkZ2wWEzPGdxW6unY3C7NTWJidQpPDw7/trqKx0wvAXZl2\n", "5mQl09DpYUV+GnvPN7MwZxRxRgPP3Z+N0WjglnQbj8wci9Pj4/Vjtbz22S2LfzM/iy/cmh7xfJNC\n", "iNiRcZI3uNjs5MCFFuo73JhNRu6aYOeftlXQfZAyky38432T8fo0fvnRJZbmpdLs8DBpdAIWk4Hb\n", "x9oDa9PUtLr48oYyuictH5No5pcP38ro66ZXE0JEl4yTjJDPr3G1w02c0UB6ooWKRgfJ8XGcru/k\n", "+JV2Wpxe/vG+Sfz7ngsYDfBQfjr/+/1KJoyK59l7sij+pI7xo6z87MMLzBxvp8Ptw2g0kGg24fVr\n", "/POSHN48XsfJ2g5yUhOwmqXDIcRQMqL/xXr9GrsrmvjrDZ/y9aJyymrbGRVvxO3zs6eimSaHlz+f\n", "ayLBbOIHD2Tz3P3ZvHe6kfpOD8eutHOipp38jERqWro+zZ4/eRQbjtdxsdnFv/65kn/fXcUfDl+h\n", "4JZUvr1wEt+YlzXgm/Fj0dtp6vTQ6vQqkaU3kiWYKjlArSyRGtFFsrbNxU/3VOHxa7S6fGw4Xkea\n", "zYL1sxUKxySa+erdE9hb2cypqw6MBgNVnw3vAYiPM/KHw1eYP2U0FpOBJoeXSSlWPqm5NpyossnJ\n", "1Q4PGUkWJoyKzVK1/aVpGocvtfI/3zrFt7ac5kx9583fJMQwE/We5JYtW/D5upY4yM3NZcaMGSFf\n", "F42e5JVWF1/Z9Clun8bq28fg9WtUt7p46LZ09lc2MzHFyit/qcHz2bCep+/OxOH2c+xKG3Oykjl4\n", "sYWqJic/LsjlSrsbu8XEbw5W87mJyWw80TWhRfZoK9PH2bkvJ+WzQelDR02bi69uKg9MEZeXlsBP\n", "V+Rhk+FLYghTvidptVpZunRptHcb0rgkCz9cOoVX/1KDwUBgHOPxK+08vzQHl08LFEiAc/UO2t1e\n", "vjp3AptO1OHX4LkHsrk1I5H8z5ZcSE+00O7yMi3DRk2bG49fw+/XyE3TcepknWhaz6VyPX4NP0p+\n", "zieEbqJ+ue3z+SgqKmLTpk0cOXIk2rvvwWAwMCcrmR8tzaHZca3n5vFraIABmD62a/Zwi8nAtLGJ\n", "ODx+PqpqodPj4+tzJzAnq+fsPTmpCcwYn8SCnNF8IT+dZXmpPDpzLPYbB6j3UzR7Oxl2C9+9P5sE\n", "s5HRCXH83YKJ2C3X/j9U6jNJlmCq5AC1skQq6meSBQUFgcfbtm2L9u5Dcvs1Fk1J4aMLLTg8fhZk\n", "j8IaZ+RHu86xJC+V2ROSyEu3ER9nwJedgsEA5xu7lpJ97v7JJFlDD+mxWUxD+tLUZDRwz+RR/PaL\n", "t2EyQNoN6/YIMRLEdAiQ2dz3eMGSkpLAPZ/dv4n02G51eNlwvI61MzIwABeanXj9XbcYvlPeAMA/\n", "LJzE/ym5gF/rWs7h//tcJh6fn4ZOL34MnDh8QLd8sd7OsFt6/Xq3WOftfk6F47VgwYKYHw/5+7l5\n", "nnBF/YObqqoqJk+eDMDWrVt56KGHQr4uWoPJXV4/5+o7WH+sLjAJRYo1jq/NzaSyyckbx+tIiDPy\n", "13dnBu7tBvjnB3LYf6GF9882Mi0jkW/fN7nHEg9CCDVF+sFN1HuSVVVVbNiwgQ0bNnDrrbdGe/dB\n", "KhsdvPBBFYW3j+GBqaOZNymZv1s4Ebdfo7LJyTfnZ/F3CyeSbjNj+qz1GG8y4NM0dp5pxK/BJ7Ud\n", "HK0OPb/kYFOptyNZQlMliyo5QK0skYr65faiRYuivcs+uX0as7OS+dmHF7DHm7CYjPz4gyr+tSCX\n", "ldPMvHeqkb2VzTx5RwbPL51CTZubDLuFunZ3j+9jNsn92EIMRyP63u02p5cWl5ezVzvZdPIqp652\n", "DZYek2hmfnYKE0fF4/T6cXr9dHr8tDm9fHq1g4vNLpbnpZJuN7PtVAN3Zibx5dnjGZskl9tCqE75\n", "cZKquNzi5Od7L3D6aidrZmTwzXuzeON4HW6vn0VTUjjX4CDNZqboZB3Hr3SQYDbygwdy2FfVTKLF\n", "xP1TRzN9nJ1V08aQEGfEqvPav0KI2BixtyXur2rhRE0HLp/G+qO1dHr9fO/+bH64bApT02wcudzG\n", "D3edZ9qYRP5lySR+sepW7pqQxH+vuY3frMnnzgnJmE1GRieYo1ogVertSJbQVMmiSg5QK0ukRmyR\n", "NN6wfKsRAwaDAaPBwMUWJ+ebuu7Rfv14HfVtTiaNtmIwGMiwWxhjl/GCQowUI7ZI3jN5FLOzkkiK\n", "N/Gl2ePISbUGvpaSEMf9uaO5LcMGwJgUe6xiBlFprRDJEpoqWVTJAWplidSI7UlmJsfz3P05ODw+\n", "RsXHYf5s5p9Ot49zDQ5O13dy6xgbj80cS/6YxBinFULEyog9k4SuBcDSEy2BAglwrqGTX310mUst\n", "Lt4/20Sry8snR0pjmLInlXo7kiU0VbKokgPUyhKpEV0kQ7lxtcNOt7/HBBZCiJFlRI+TDKWx08Nv\n", "Sy/z/tkmJqXE889LpjAxxXrzNwohhgQZJzlAqTYzz96Txbo7x2Ezm0iVRbuEGNHkcjsEe3wcWaOs\n", "gQKpUj9FsoQmWYKpkgPUyhIpKZJCCNEH6UkKIUYU5adKE0KIoUSKZBhU6qdIltAkSzBVcoBaWSIl\n", "RVIIIfogPUkhxIgiPUkhhBhEUiTDoFI/RbKEJlmCqZID1MoSKSmSQgjRB+lJCiFGFOlJCiHEIJIi\n", "GQaV+imSJTTJEkyVHKBWlkhJkRRCiD5IT1IIMaJIT1IIIQaRFMkwqNRPkSyhSZZgquQAtbJEKuoz\n", "k9fU1PD+++9jMpm47777GD9+fLQjCCFE2KLek3z77bdZtWoVAJs3b6awsDDk66QnKYTQg/I9SZvN\n", "FnhssViivXshhIhI1Ivk9SeuZvPQWGRLpX6KZAlNsgRTJQeolSVSUb/c3r59OwUFBQDs2rWLJUuW\n", "hHzdxx9/THNzczSjCSFGgJSUFGbPnh3266P+wY3D4QC6zii7H4cSyf+EEELoJepnktXV1ezZswdN\n", "01iyZAkZGRnR3L0QQkRE2TtuhBBCBTKYXAgh+iBFUggh+iBFUnF+vx+fzxfrGIBaWYSIlqh/un0z\n", "Kt22uGXLlkBRyM3NZcaMGVHd//bt26moqKCwsJDMzEwgdscnVJZYHp+TJ09y6tQp/H4/8+bNIysr\n", "KybHJlSOWB2X/fv3U1tbC8CkSZOYPXt2zH5eQmWJ1XFxOBz853/+J1/60pf69+9IU8xbb70VeFxc\n", "XBzDJJq2Y8eOmO5f0zTt5MmT2uXLlwPbsTw+N2aJ5fHZs2dP4PE777yjaVpsjk2oHCr83Lz33nua\n", "pqnx76k7S6yOy7Zt27SPP/643/+OlDuTVOm2RZ/PR1FREZqmkZOTo8S95HJ8uixatCjouVgcm1A5\n", "YnlcKisr2bRpE6tXrwZi+/NyY5ZYHJempiZsNhtWq7XH85EcF+WKpKbQbYvddwYBbNu2LYZJrpHj\n", "09POnTu5++67gdgem+tzxPK4ZGdn8+yzz/LWW28xZcqUmB6TG7PE4riUlJSwYsUKysvLezwfyXFR\n", "rkhe/8GAwWCIYZKeYl2QusnxuWbPnj3k5eWRnp4OxO7Y3JjjerE4LlarlaSkJCD2Py/XZ7letI5L\n", "bW0tb7/9NnV1dWRnZwd6kpEcF+U+3Q73tsVoqKqqCjx2Op0xTHKNHJ8ue/fuZezYsWRnZweei8Wx\n", "CZUjVselsbEx8Lj7TClWPy+hssTiuDz99NMUFhayYMECpk+fHng+kuOi3Jnk3LlzWb9+feC2xViq\n", "qqqitLQUgFmzZkV9/7t27aKiogKr1Up2djaLFi2K2fEJlSVWx6euro59+/aRn59PeXk5bW1tPPXU\n", "U1E/Nr3liNVx2bdvHy6XC4A5c+YAsfv3FCpLrI5LY2MjJSUlPc4kIzkucluiEEL0QbnLbSGEUIkU\n", "SSGE6IMUSSGE6IMUSSGE6IMUSSGE6IMUSSGE6IMUSSGE6IMUyWHk+eefH7TvVVdXx+uvv85bb73F\n", "m2++idfrDXrN7t272b17d7/38d5777Fp06YBpByetm7detPXtLe389JLL1FWVhaFRCObcnfciP77\n", "yle+Mmjf64MPPuCxxx7DYDBQX1/Pnj17eOCBB3q8pvtOiv5avnw5RUVFA/oew1E4tw/a7XYWLFiA\n", "3++PQqKRTYrkMFBTU8OBAwc4d+4c//AP/xB4vrOzk6KiIux2OyaTiVOnTvHtb3878PUdO3bQ3t6O\n", "yWTC4/GwcuVK4uPjATCZTDgcDmw2W2C6qW579uyhqakJgPPnz/Otb30rrJxer5fi4mKMRiOapgVN\n", "dPrhhx9SV1eHxWLB6XRSUFBAcnIyx48fp7i4mAceeIAFCxYEtu+//34WLlzY6/7a29t57bXXsNls\n", "GI1GrFYrnZ2dFBQUBCaj6G2fAIcPH2bbtm089dRT7N+/H4vFwh133EFeXh4+n4933303cF9yR0cH\n", "kyZNYv78+Tc9Dvv376e6uhqLxYLf78disfCFL3wBr9fLtm3bKC8vZ/PmzQDk5eVx++23A9DQ0MC2\n", "bduw2Wy43W6SkpLIyckJ69iLARjohJZCHW+++WaP7YqKisCEp5qmaZWVlYHH+/bt006dOhXYbmtr\n", "0zZt2hTYbmho0H7wgx9of/zjH7UXXnhB8/v9Ifd5/XtuZsuWLdrVq1cD2wcPHtQ2bNigaVrXhL57\n", "9+4NfM3tdge+pmldk9tevHgx8LWNGzeGtc+TJ09qL730UmDb5/Npf/zjH8Pap6Z1HdPt27cHfd9t\n", "27ZpDQ0Nge36+nrt008/DSvTK6+8orW1tQXyXLhwIWifobz88suaz+cLbP/+97/XTp48GdY+Rf/J\n", "meQwlpOTg8/n47333gtMDTV58mQALl++zL333ht4rd1u7/He7du3893vfpf4+HguX77Mzp07WbZs\n", "2YDytLe395hObNasWVy4cAGAiooKnE5n4AwKus7Ous2fP59Nmzbx6KOPsm/fvj7PIG905513Bh4b\n", "jUYSEhLC2me35cuXh/x/SU1NDWynpaWRlpYWVp61a9dy4MABnE4nTqcz7MkeLBYLRuO1jxGu//8S\n", "+pEiOYwdO3aMO+64g6lTpwJdl3lVVVVMnjyZrKwsTp8+zS233AJ0/aO/Ufeld1paGp2dnQPOk5iY\n", "SH19faBQHjlyJHC5On36dGpqapg3b17g9dd/WGQymbDb7bS0tFBXV8fixYvD3u+xY8cCs2D7fD7c\n", "bndY++yL1WqlsbExUCj9fj8VFRWBY90br9fL2bNne+R/7bXXeky11huXy4XP58NkMgFdx+/67EIf\n", "MgvQMLB7926am5s5ceIEM2bMwGg0UlBQwNatW3uceQCsWrUq8Fx3T9JoNOLxeFi1alWgMFZWVlJa\n", "Wkp8fDxOp5OVK1f26Et2KyoqYs2aNWHl9Hq9bNy4EbPZjNFoxG63c+jQIdatW8fkyZM5cuQIFy5c\n", "wGg0Bs58u6f+h66zvP/6r//i4YcfZtq0aWHts6ysjPLycpxOJzabDafTybJlywLFra99vvvuu3z8\n", "8ceBBavuuOOOQA/Q6/Xy1ltvYTKZAqtILly4kHHjxvWZx+l08qtf/YopU6ZgMBhwuVzcddddPYrr\n", "hx9+SGNjI0ajEa/Xy7333su4ceOor6/n3XffJSkpCbfbjclkorGxkSeffDLoSkAMHimSYkDeeOMN\n", "HnvssVjH6NXJkycxGAxhF1UhbiSX2yJi3WeuXq+XvLy8WMfpVVtbG/v27QO62gnda9AIEQk5kxSD\n", "5vDhw1y6dCnk1+bMmUNWVtaw2GdfKisrOXr0aMivZWdnx2SGezEwUiSFEKIPcluiEEL0QYqkEEL0\n", "QYqkEEL0QYqkEEL04f8Hk/dzuY83QJ4AAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.336498\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VOed5/93VakWlUr7LoQWQBizGGwwmzF4wSAvYHAc\n", "O7bjpH9Zenrs7mQy8fQk6UmmnaQ7k0786ySnE7sn289xYhzMajDILLYxEsbYYGMsWWxCAgHad6lK\n", "td3fH0KFZJWKKklV9SB9X+f4HN2SVPfji/TVvd/73OfRaZqmIYQQwi99tAMIIYTKpEgKIUQAUiSF\n", "ECIAKZJCCBGAFEkhhAhAiqQQQgQQE843P3ToEPX19QDk5eUxf/586urq2L9/PwaDgRUrVpCdnR3O\n", "CEIIMSphLZJLly71fbxnzx4Ajhw5whNPPAHAtm3bWLduXTgjCCHEqIT9cru6uprnnnuOadOmAWC1\n", "Wn2fM5lM4d69EEKMStiLZEFBAU8//TTvv/8+AAMf8DEajeHevRBCjEpYL7f7WSwW4uPjAfB4PL7X\n", "dTrdsN+zZ88eDAZD2LMJISaWpKQk5s+fH/TXh7VItrS0kJKSAlw9g7Tb7b7t/o/9MRgM3HLLLeGM\n", "J4SYgI4dOxbS14f1crusrIxNmzaxadMmZs2aBcCiRYvYsGEDGzZsYNGiReHc/ZgpLS2NdgQfyeKf\n", "ZBlKlRygVpZQhfVMcs2aNUNey8nJ4bHHHgvnboUQYszoVJ0qbf/+/XK5LYQYc8eOHePuu+8O+uvl\n", "iRshhAhAimQQVOqnSBb/JMtQquQAtbKESoqkEEIEID1JIcSEIj1JIYQYQ1Ikg6BSP0Wy+CdZhlIl\n", "B6iVJVRSJIUQIgDpSQohJhTpSQohxBiSIhkElfopksU/yTKUKjlArSyhkiIphBABSE9SCDGhSE9S\n", "CCHGkBTJIKjUT5Es/kmWoVTJAWplCZUUSSGECEB6kkKICSXUnmREFgITQgUNnU7cXi/pNhNGg1xE\n", "ieDIT0oQVOqnSBb/rpXlk7ou/nbLp3xl06e8eaYVl8cbtSyRokoOUCtLqKRIinHP7vLwm3dr6XF5\n", "8Wrw/x48T32XM9qxxHVCimQQli1bFu0IPpLFv0BZ9DqIM139UTcZdBgCrPkeziyRpEoOUCtLqKRI\n", "inHPHGPgqSWTmZUZR16ShR+umkJ2gjnascR1QopkEFTqp0gW/66VpTAlln8tnsov1hRx86SEqGaJ\n", "FFVygFpZQiV3t8WEEWs0RDuCuA7JOEkhxIQiz24LIcQYkiIZBJX6KZLFP8kylCo5QK0soZIiKYQQ\n", "AUhPUggxoUhPUgghxpAUySCo1E+RLP5JlqFUyQFqZQmVFEkhhAhAepLXiXaHm8sdvVhi9OQlW9CH\n", "8dljIcYzmU9yHOp0uPn9kYuUnGrBqNfxo1VTuCU3vI/WCSH6yOV2EKLdT6nvclJyqgUAl1fjrx/X\n", "41XgAiDax2UgyTKUKjlArSyhkiJ5HYg16rEar/5TTUmJlcttISJEepLXiU/ru9ha3sikBDOrb0gl\n", "K16m+hJiJKQnOU7dmGnjxkxbtGMIMeHI5XYQVOqnSBb/JMtQquQAtbKEKqxnkuXl5Zw8eRKv18vi\n", "xYvJzc1lx44deDweAKZOncqcOXPCGUEIIUYlrD3Jd955h+XLlwOwa9cu7rvvPvbu3cs999xzze+V\n", "nqQQIhyU6kn2F8iBPB4PW7ZsQdM0CgsLpRAKIZQWkZ7k3r17WbhwIQDFxcU89NBDfO5zn6O+vj4S\n", "ux81lfopksU/yTKUKjlArSyhCnuRPHDgAEVFRaSlpQ35nNFoDPi9Aw9saWmpbCu2feLECWXynDhx\n", "IurHQ7Vt+fcZfjsUYe1JHjx4kPT0dGbMmOF7raamhvz8fAB27tzJAw884Pd7pScphAgHZXqSDQ0N\n", "lJWVMWPGDCorK+ns7OTJJ5+kpqaGI0eOADBv3rxw7V4IIcZE2IpkRkYG3/nOd4a87u9mjupKS0tZ\n", "tmxZtGMAkmU4kkXdHKBWllDJYHIhhAhAnt0WQkwossaNEEKMISmSQRjp0IFwkCz+SZahVMkBamUJ\n", "lRRJIYQIQHqSQogJRXqSQggxhqRIBkGlfopk8U+yDKVKDlArS6ikSAohRADSkxRCTCjSkxRKa7O7\n", "aOxy4vEq+bdZiCGkSAZBpX7K9ZzlTFMP33ztFF/d9ClvnmnB5fFGLUs4qZJFlRygVpZQSZEUEeHx\n", "avz+/Utc7nTicHv5+TvnudTRG+1YQlyTFMkgqDR7yfWcxaDT+T4e8GFUsoSTKllUyQFqZQmVrLst\n", "IsKg1/HVhTk09Thpsbt5ekkukxIt0Y4lxDXJmWQQVOqnXM9ZClNi+dn9RTy//gZuL0wiRj92p5PX\n", "83EJF1VygFpZQiVnkiKi4s3yIyeuLzJOUnFdvW46ez3EmQwkWKTACDFayqxxI0avsdvJC+/WcrC6\n", "nXnZNv778jyy4s3RjiXEhCI9ySBEq59yurGHg9XtAHx0uYuK+m6lejuSxT9VsqiSA9TKEiopkgr7\n", "7I0No2GMx80IIa5JepIKa7e72fJJA/vOtLAkP5EvzM0kLc4U7VhCXNekJzmOJMbG8MVbslg/O504\n", "owFjjJz4CxFp8lsXhGj2U4wGPUmxRl+BVKm3I1n8UyWLKjlArSyhkiIphBABSE9SCDGhRGQ+ya6u\n", "rpF8mxBCXHcCFsmKigq//7388suRyqcElfopksU/yTKUKjlArSyhClgkDx06hF6v59y5c7z33ns4\n", "nU4OHz5MSkpKpPIJIURUBexJdnV1YbPZeOWVV/jCF77ge/2vf/0rjz76aFiDSU9SCBEOY9qTtNls\n", "AJhMgwcwf3ZbCCHGq6Bu3PT09OD19q1H4vF46OzsDGso1ajUT5Es/kmWoVTJAWplCVVQT9zce++9\n", "/PnPf8ZkMtHb28v9998f7lxCCKEEGScphJhQIjJOsq6ubiTfJoQQ152gimR5efmg7UOHDoUljKpU\n", "6qdIFv8ky1Cq5AC1soQqqCJ5+vTpQdsxMTJ5kBBiYhjR5Xb/ne6JQqU1gyWLf5JlKFVygFpZQhXw\n", "lHDnzp3Y7XYqKytxuVy+1zMzM4N68/Lyck6ePInX62Xx4sXk5uZSV1fH/v37MRgMrFixguzs7NH9\n", "H4RJVXMPDV0uMuJNTEmJjXYcIUSUBCySDzzwAAA7duxgzZo1Ib95c3MzDz30EAC7du0iNzeXI0eO\n", "8MQTTwCwbds21q1bF/L7htvpph6+vfM0DreXWKOeHyzLYP5UNYp5aWmpMn+VJYt/qmRRJQeolSVU\n", "QV1u33vvvSN68+XLlw95zWq1+j5W9cmd2nYHDndfS8Hu8tJgn1jtBSHEVUEVydHeqNm7dy8LFy4E\n", "YOCwTKPROKr3DZeMOBP9S27pdZCfnhjVPAOp9NdYsvinShZVcoBaWUIVVPXbtWsXc+bMwePxcOjQ\n", "IRYuXMi0adOC2sGBAwcoKioiLS0N6HussZ9OF3j1v4Gn6P1DCCKxPT3dyrN35lDT7mJWThJFadaI\n", "7l+2ZVu2w7sdiqCeuNm2bRtr167ltddeY926dWzcuJFHHnnkmm9+8OBB0tPTmTFjhu+1rVu3sn79\n", "ejRNY+fOncP2OlV64kalfopk8U+yqJsD1MoSltUS9Xo9er0ei8UCgNlsvub3NDQ0UFZWxowZM6is\n", "rKSzs5Mnn3ySRYsWsWHDBjRNY+XKlUEHFUKIaAjqTHLTpk0UFxfzwQcfcMcdd0TkrrRKZ5JCiPEj\n", "LM9u5+TksG3bNhYvXswnn3xCVVXViANe71weL1XNPZxq6sHu9Fz7G4QQ17WgiuTSpUv54he/iMVi\n", "YcaMGTz11FPhzqWU/qavpmkcqmnnqW0n+fttJ9le0UivO7KFUqVnYCWLf6pkUSUHqJUlVCE/lhgT\n", "E+PrTQJ89NFHYxpIZZ1OD3/84BLeKw2KP35wmeYed3RDCSHCakTPbg9UXV09BjHU1n9XzqTXMSnh\n", "6k2rZGsMZsOoD+GIsqhAsvinShZVcoBaWUIl0/mEwGI08F+X5JJxopFup5tH5maSGqfmgHghxNiI\n", "7GnQdWpgPyU30cI3l03me3cVMi3VGuC7wp8l2iSLf6pkUSUHqJUlVFIkhRAigFGvcROuMZORHifZ\n", "0OXk/QsddDvdLM5LJC9ZpkcTYjwKyxM3453bq7Hhozper2wGYPfJZn7+QBGpVjVnKRJCRM6oL7fn\n", "zZs3FjmiyuHy8Eldt2/7YoeTHufV6dFU6qdIFv8ky1Cq5AC1soQqqCJZVlZGZWUlAGfOnBm0WmJB\n", "QUFYgkVSnMnAulnpvu27pyWTHCsn2UKIIHuSGzZsYNWqVaSmpuL1etm8eTOf//znwxos0j1Ju8vD\n", "2WY7vW4vU1JiSbbK0B4hxqOw9CTj4uJITU0F+mYEMhgMI0unsFijgdlZtmjHEEIoZkQ9Sb1+Yo0c\n", "UqmfIln8kyxDqZID1MoSqqCqnU6no6WlBYCWlpZBs4sLIcR4FlRP0uPxsHfvXrq6urBYLBQXF496\n", "3ZtrieZ8kp29bi519GI26MlLtqC/xjITQojrR1h6kgaDgeLi4hGHup509bp56Vgd28obidHr+OGq\n", "KSzITYh2LCFElAR1uX369Olw51BGQ5eLbeWNQN8g878cq+PjE59EOdVVKvV2JIt/qmRRJQeolSVU\n", "QRXJ48ePD9o+d+5cWMKoINaoJ8509e59XrIFj1vmjBRiogrqctvpdA7aPn78OIWFhWEJFG3ZCWb+\n", "tXgqmz5uIDPexJob08hOyIt2LB+V5uWTLP6pkkWVHKBWllAFVSSXLl3KG2+8werVq8OdRwk3ZsTx\n", "/ZXj84+AECI0QV1uv/TSS3R0dPDqq6/y6quvcuLEiXDnUopK/RTJ4p9kGUqVHKBWllAFdSZ57733\n", "smDBAt/2rl27whZICCFUMur5JMNF1t0WQoRDWNbdFkKIiSqoItnR0cGmTZt48cUXcbvdbN26Ndy5\n", "lKJSP0Wy+CdZhlIlB6iVJVRBFcmSkhIefPBBEhMTw/44ohBCqCSoImmxWDAar86vOB6nSgtEpTFe\n", "ksU/yTKUKjlArSyhCqpIfnYwudfrHeYrhRBifAmqSGZkZFBaWorb7ebw4cPk5anzBEokqNRPkSz+\n", "SZahVMkBamUJVVBFcvny5aSkpGCxWMjKypKhOUKICUPGSQohJpSwzCfZ1NTE7t27iY2Nxel0Ulxc\n", "TEpKyohDCiHE9SLoIUBPPPEEDz/8MI8++ih79uwJdy6lqNRPkSz+SZahVMkBamUJVVBF0mq1+hb/\n", "MhgMWCyWsIYSQghVBFUkHQ7HoO2enh4Ajhw5MvaJFKTSGC/J4p9kGUqVHKBWllAFVSS9Xi+///3v\n", "OXbsGH/84x+xWCxUVFTw0UcfhTufEEJEVVBFsqenhyVLlmCxWFi0aBEzZsxA0ZviYaFSP0Wy+CdZ\n", "hlIlB6iVJVRB3d1+/PHHsdlsQ17Py8ujtraW3Nxcv9/n9XrRNG3CPcYohBg/Rj1Octu2baxbt27I\n", "6yUlJVRVVbFu3TpycnIA2LFjBx6PB4CpU6cyZ86cYd9XxkkKIcIhLOMkR6K4uJiKiopBr1ksFu65\n", "555w7VIIIcZcRCfd9Xg8bNmyhc2bN3Ps2LFI7npUVOqnSBb/JMtQquQAtbKEKqKTQxYXF/s+3r17\n", "dyR3LYQQIxK15RsGzk85nIF/fUpLS6O2vWzZsqjuf+B2/3gzFfIMFO08n80kPy/y73OtPMEK240b\n", "gIqKCpKSknw3bmpqasjPzwdg586dPPDAA8O+r9y4EUKEQ8QXAhtu+M++ffsoLS1l3759vPPOO0Bf\n", "kexfu/uGG24Y7a4jJpi/QD1ODx0OtxJZIkWy+KdKFlVygFpZQhVUT/LgwYPcfvvtfj83cD3ugVau\n", "XDnkteXLl4cQTR16vZ42uwuPVyPFakSn0w36fFWznX8vraGz18M/LJ3MLZPih3yNEOL6FNTl9rPP\n", "Psvs2bO5/fbbycjIiEQupS63TzZ28y9vVmN3efn28jwWTk5Af6UI9ro9fK/kLCfqugEwGXT89nM3\n", "kp1gjmZkIcQwwnK5vX79etauXUtFRQUbN24cMv5xPOtxevhl6QXqOp20O9z8aP856juvrvmjaeBw\n", "X13zx+3V8E6gRzaFGO+CKpI33XQTRqORO+64g9WrV7N9+/Zw51LXZ+qfxWjg6SW5xJsNxOh1/I/l\n", "+WTYTGHbvUq9HcninypZVMkBamUJVVA9ydLSUgoKCjh06BA2m41vfOMb4c6lDKvJwFfmJvPLIx56\n", "XB6eWZ5PZvzgIjgz08YLD83A49VIizMRo5d+pBDjRdA9yTvvvJPbbrstYpNVqNSTBGi9cuMm1c+N\n", "GyHE9SMsz26vX7+em266acShxoPk2GsPfhcikjxX+t9GQ9SeCZkQgu5JTmQq9VMki38TLUttm4N/\n", "ebOaZ14/zceXO6OWI1gqZQlVUEWyo6ODTZs28eKLL+J2u9m6dWu4cwkhhuHxavzhg8uUVrfxaUMP\n", "/+uNKi62O679jWJEgl4t8cEHHyQxMZGYmIjOiaEEldbnkCz+TaQsHk2jqfvqMDSH24vbO/TWwkQ6\n", "JuEUVJG0WCyDJqSQmcaFiB6TQc9Xb83BEtP36/vVW3PCOuxsoguqSDqdzkHbXq93mK8cn1Tqp0gW\n", "/yZalrk58Ty//gZ++7kZrJ2ZRqxx6InLRDsm4RLUtXNGRgalpaW43W4OHz5MXl5euHMJIa5hUqIl\n", "2hEmhKCnSquoqKCqqorZs2dTUFAQ5ljqjZMUQowPYVvjZubMmcycORMYPC/kRNPV6+ZcqwO9DqYk\n", "xxJrkv6sEONZwJ7k5s2b2bJlC1u2bGHTpk1s2rSJV199lb/85S+RyqeE/n6Kw+Xh1RMNfHvnab61\n", "4zQlp5r93lWMRBYVSBb/VMmiSg5QK0uoAp5J2mw2Vq9eTVlZGUajkXnz5nHs2DGSkpIilU8p7Q43\n", "G4/X+7b/+nE9K6Ykk2KVp3GEGK8CnkmuXr0agMuXL7Nw4UJMJhOLFy+mq6srIuFU0T/Gy2LUU5gS\n", "63u9KNVKrDGyj4SpNN5MsvinShZVcoBaWUIVVE/ysxM6TLQhQP0SLUa+e2cBb51txWTQsXxKst+h\n", "F0KI8SOo0yCv10tTUxMATU1NuFyusIZSzcB+yuQkC1+an80X5mWRE4XZx1Xq7UgW/1TJokoOUCtL\n", "qIKeBaikpISuri7i4uJ4+OGHw51rQjrXYuf1yiasRgOrp6cyKVGWgBAi2ka9pGxtbe2wKyaOxkQb\n", "J9nS4+S/vXaauq6+p5uW5ify3TvzMcfI5bwQYyniS8p+8MEHo30LATjcmq9AQt9ZZa9b1soRItpk\n", "ts4gRKKfkhwbw+PzMn3bX7w5C5tZnscNlmQZSpUcoFaWUE28ec8UFWs08PCcDBZOTiBGr6cg2eJb\n", "tlYIET2j7klu27aNdevWjVUen4nWkxRCREbEe5JCCDGeSZEcxuWOXj5t6Kaxy+nrpzg9oQ+iP9vc\n", "w4/3n+PnB2o432YfdS6VejuSxT9VsqiSA9TKEqpR9yTDMfwn2qpb7Xxn1xla7G4Kky38w4Iitpc3\n", "EGPQY9BBQXIsMzLirvk+LT0u/nlvFfVdfYPv6zqd/HDVFKwyc5AQ141RF8kFCxaMRQ6lfNrQTYvd\n", "DcC5VgeNbiMaHn7zbi0uj0aC2cA/r5zC7GxbwPdxerw0dV99OulyZy9OjxcrIy+SKj0DK1n8UyWL\n", "KjlArSyhksttP5Itg2f1cbq9tNpduDx997g6ej2cbbn2pXNKrJGvL5oEgF4HX1s4iQSLDCgQ4noS\n", "8Df27bffZsGCBfz2t78dMsmuy+WiqKhoXN6BnpkZxzduy+WD2g7umppCsqEXt3fAQmg6SI279vRo\n", "phg9t+UnkhxrxOPVmJFuHfWwntLSUmX+KksW/1TJokoOUCtLqII6rSksLPQ7zGfTpk3jskgmWGJ4\n", "4MZ0HrgxHej7B14wdwHP3lNIVbOd/ORYbkiNvca7QK/by6snGnitom9ykMV5ifzjijxsZjmbFOJ6\n", "EfC39Y477gj8zeN0De5zLXbqO52k24xMTbX6/gJmxltYkh/8hMPdTg+l1W2+7SMX2unq9YyqSKr0\n", "11iy+KdKFlVygFpZQhXUb2tycrLf18fjDOVVzT18+/UzdDs9WGL0/Pz+aUxPH/5Odl1nL5fae0m0\n", "xFCYGjvoctpmMrCiMJmt5Y0A3Jaf6PdRQyGEuoK6cbNixQq/r1/rTPN6VNveS7fTA4DD7eV8W++w\n", "Y7zqOnv5/htn+U7JWb7x2ik+utQ56POmGD1fmJvJs/cU8oO7C/m7xbmjvtRWabyZZPFPlSyq5AC1\n", "soRK7m5/RnqcEf2AeytWkx5LYorfrz3f5qCmrRcAl1fj4Lk27FcKbL9kq5El+UksK0zC7vbybk07\n", "Jxu78UR4ATEhxMgEPK1xu90cOHAAq9XK4sWL2bt3Lz09PaxatQqr1RqpjBFVlB7Hv6yeytGLnWTY\n", "TPzpaB2Pzcv2+7XxZgNGg843NCgr3kSvx0usn3GQte0O/nHXaVp63Bh08G/3FzEnK/A4S39U6u1I\n", "Fv9UyaJKDlArS6gCnklu2bKFuXPnkpaWxk9/+lNmzZpFcXExO3bsCOrNvV4vHo/n2l+okBi9Dh2w\n", "q7KJ37xbS1WLnaphxkROTY7lB3cX8OhNGfw/C7KZmmIlcZhxkJc7nbT09A1Q92hwom5iLaYmxPUq\n", "YJE0m82kpaVRVFTEpEmTmDRpEhaLBYvFcs03Likp4YUXXqC+/uoSrHV1dfzlL3/hlVde4fLly6NP\n", "HybZCWZSrywTa9TrmJns/2ZLp9NDc48bDbgpy8a8SfFDFk3rlxobg9lw9XNTU649hMgflXo7ksU/\n", "VbKokgPUyhKqgJfbdrsdTdOw2+2cOXOG3t5ezGYzvb2913zj4uJiKioqBr125MgRnnjiCSB8U6yN\n", "hewEMz9ePZVLHX13rVuqymFq5pCv23OqhT8e7Sv2u08286u105mU6P8PSGFKLM89UMTpJjuZ8SZm\n", "ZozPdoUQ403AInnXXXexceNGDAYD3/zmN9m8eTMAS5cuHdHOBvYxTSbTiN4jUrITzGT3r4aYdisA\n", "7XY3Hs1LcqwRnU7HJ/Xdvq/v7PXQ5Ry+tXC508mnDT1oaOQkmLGaRnaXW6XejmTxT5UsquQAtbKE\n", "KuBvakZGBo8++qhv+/HHHx/VzgbO72s0XvuxPpVUNfdQXt9Nl9PDjRlWbsqOZ+3MNI5e7MCrwfzc\n", "eDLi/Bf+bmff5BhHLnQAcKi6nR+sLJQnb4S4DkR0CNDAmzjD9e4GGtjHKC0tjdr2x+UVfNrQzX8c\n", "quWPH1zmZwfOU3GxBX3jGX61djr/du80HinQUX7sPb/fb3d5qBhw1lnZ2MPZ8xdHlKf/tWgej/7t\n", "559/Pqr7H7j9/PPPR/14fPbfJtp55N9n+O1QBLV8g6ZpnD17FqezbzW/999/ny9/+cvXfPOKigqS\n", "kpLIyckBYOvWraxfvx5N09i5cydr1qwZ9ntVWr7h01NneP2ykT2nW3yv/Wj1FBZNTgzq+51uLxuO\n", "1/OXD+sAeOSmDJ68JWtEy8WWlqozUYBk8U+VLKrkALWyhLp8Q1DXe1u3bqWwsJDY2L47snr9tU9A\n", "9+3bR1VVFRaLhYKCApYvX86iRYvYsGEDmqaxcuXKoENG243Tp3FJ3+IrkjaTgSxb8D1VU4yeh2an\n", "M/fK/JNTUiwjXk9blR80kCzDUSWLKjlArSyhCqpIGo1Gbr75Zt/2jBkzrvk9/opgTk4Ojz32WAjx\n", "1LE4L5EfrZpCY7eLGelW8pNDG8ITb45hXk68b7uhy8mZph6MBj3T04cfXymEiK6gepKdnYOfSW5o\n", "aAhLmGg612LnaG0Hte2OIZ8rLS0lzmRgUV4id01LJtESg9018kHyHQ43vyo7zz/vO8c/vXGW1yoa\n", "g35McaR9lXCQLP6pkkWVHKBWllAFdfpy7tw5XnjhBVJTUwGorKzk+9//fliDRdLpxh6e2XUau8tL\n", "qtXIT++bRl7S0PGOjV1Ofvf+Rd4738FXFuQwLyeeDJsRi3H4S+fGLienmnrQ63RkxBmxmQ14vBpH\n", "Llz9w7P/TCsPzkonIYi73bFJabx1toXzrQ4W5iVyYxBr7QghRi6oIrlq1SpuvfVW3/bbb78drjxR\n", "caqpB7urbyXE5h4Xte2OQUWyv5/yaUM3b51t48vzs9l3poX/fO8ia2el8YW5WX4vlzt73fzm3VrK\n", "atoBuO+GVOo6e/nqrTnMzrTySX0PAEvyErAGKLQDtZjT+dlbNQBs/qSRX66dTuEIn94ZLZX6TJJl\n", "KFVywNhmaep2UtHQjdujMTMzjqx485i9tz9BFcmBBRLG3xRpmfFXb8LodX1r0wzHatRjd3mobOwr\n", "cJtPNLIwN5GbJ8UP+drOXo+vQAIcvdjJzTk2Dp1v53/eUUB5fTfmGD0zMuKI0Qe3rMPppqvPkTvc\n", "Xjoc7qC+T4jxoNft5eUP69hZ2QzA/EnxfO/OAuLD2NMf0TjJurq6sc4RVTMz4nj2nik8Ni+T/3Pv\n", "NKalDX5ksL+fcmNGHLcXJmL4TEHrH/LZ6XDTanf5Bs3bTAZuzrk608+cLBvVrQ5SrUYy483cNS2F\n", "2wqSfM+JB+PmdKOvoE5JsZAVH70nl1TqM0mWoVTJAWOXpcfp4fD5Dt/2sYuddI3i/kAwRlR+Dx8+\n", "rOxz1yNhNRlYkp/IkvzA4x7TbSb+y6JcLrQ5yLSZeOtsK3OzbUxLjaWquYefHaih3eHhO3fkc6S2\n", "g6ZuF1+5NYeL7b14NI36Ticp1pigx1f6Y2g9z6/WzqLd4WZSopnMMF9qCKESm8nAXdOS2fhx383j\n", "2wuTiA/zOvYBB5M3NjaSnJxMa2vroNf37Nnjm6giXFQaTN5P0zTKqtv58Zvn0DT4xrLJ3DUliRiD\n", "nu+WnOHjy93MSLeSaTNx4Fzf2jbxZgO/XncDWfFmXB4vRoPMcyzEaLTZXZxs7MGjaUxPs5I2zOPA\n", "wxnTweSvvvoqn//853nppZcGFayB05+NZ91ODw1dTswxenISzLTZ3Tx/uJb5kxK4KdtGu91NQ7eL\n", "rHgT7iupaK/5AAAX3ElEQVQT787OiuPjy4MnvnBcuSkkBVKI0UuKNbIob+RXY6EK+Fv71FNPkZ6e\n", "zrRp07jjjjt8/02ZMiVS+aKmq9fNXz68zH/ZUsnT207yaUM3RoOOG9JjyU+28Pv3L/H/Hb3Mn47W\n", "4fRo/NfFuaRYY8iON3Pn1GT6p45cc2Mq6SE8nXMt47HPNBYky1Cq5AC1soQqqFOb4uLiQdvTpk0L\n", "SxiVXOroZdOJvlUOu50eNh6vx2aO4cu3ZHP4/NU71ger22h3uLkhI47frLuBBEsMOz9t4kvzs/nS\n", "LVksyE0g7krPxO3VONPUQ3ldF+1yV1qI60JQN24+O/fj9OnTwxJGJUaDjhi9DveVJ2H670BPSrRw\n", "c048te19Ew9PSYn1FcEEi5FESwz3zUghO95MTauD3MSrN1aOnG/nh/vP4dWgeHoKX180ifgQp0uL\n", "9Ni3820OyqrbiDXqWZyXOGhM2ngdhzda/Vlq2x3sqGiix+Vh/ewMpkR4PKuKx+R6NKK72yUlJaxd\n", "u3assyjFEmPg6wtzeOtsKxk2E5nxJpq6naTFmfjC3ExmZsZhd3mYmmLlxOUuJiVasLs8/FPJGb6+\n", "KJcXj9bR5nAzOclCToIFr6bxyvF6+p8+LDnVwvrZGSEXyUhq7XHxw31VnL+yIuTJxh6+tSwPU4z0\n", "Vq/F4fLw/Lu1vF/b92TVhxc7+eWD00m1qj3ZtBhqRD/tXq93rHMox6DXsfWTRuLNMTR0OSmraWd7\n", "eSMX2x2k20wsyUskP8nCt3ae4sdvVvPd3ac53dTDrEwb79a0U9PmoN3h5l/fquZiey8xet2g8ZcJ\n", "ZgOWERSbSPZ2elxeX4EEqKjvxuG++m+vUp9JtSy9bo0LA45dY7eLXndkf29UOybXq4CnMc899xx5\n", "eXlDXq+srBxX4yT9SbUaeWZFHr87cgmrsW9s1kvHLpOfbOH45S7eONXMgkkJvjPDNoeHnAQz6AbP\n", "wA6goaHT6XjkpgzSrEYau53cNyPt6vIQikqKjeH+G1N5/dO+pxs+NzsDmzm8Y9LGi3iLgS8vyObf\n", "3q5BA750S1ZIDw0IdQQcJzncYl2RWMQrmuMk3V6Nd6pa+fWhWm7NtVE8I529p1uwxOhZVpDI/9x9\n", "FoCnl+Ty63drAbDE6PnFmiI6ez04PV5+faiWVoebb9w2meWFSdft8J92u5tzrXZiDDqmpsQSG+Qz\n", "5gJcbi81bQ48mkZuosXXuxbRNabjJJcsWeL39aSkpNBSXWfqO53824EavBokxJp47p3z1Hf1zcre\n", "3O3klknxHLvYya6TTXz/7gKcbo28ZAuTEi38x6ELvHW2lXuKUpicZGHBpPiABVLTNM63OXC4vWTH\n", "m0iwqHW2kRgbw7zYoc+li2szxuiHPOIqrj8BT28yM4cuowrjb4KLz9Lr+tbbhr4nZvoLJMC5Vgdr\n", "bkzl6wtzyEkwkZ8cy91FKRSlWelxejha24nTo/F6ZTP/efgiPdfoQ31c18XT207yD9tP8fv3L9Ph\n", "cAX8epV6O5LFP1WyqJID1MoSquvzGjDMsuJN/PM9U8hLMqNpGutnpfk+d+8Nqfzn4Uv89sglbstP\n", "HjSlms1soPiGVN/2XdOSA84RqWkaG4/X47zytM7uk83UdQYukkKIyApqIbBoiGRP0uXxcqHNQWev\n", "hxiDjoLkvrGPH1/u5LWKJmZlxmEz9d2NfvVEg2+atJtzbPyfe6cNWvmxw+HidJMdl1djeqqVlLjA\n", "l8//972LbDrRwKzMOJbmJzI5ycINaVaSpckvRFiEZSGw8e7DS51Utzr4w/uX8Grw2LxM7pmWzP/e\n", "e45up4d3zrVxT1EKN2XZaOi+eum9IDcBp0fjdFM3nb1usuPNtDvcxJsNFKbEBnWzZu2NacSb9KDT\n", "8dsjlwC4e1oyTy/JlXW5hVDAhL/c7nV7+PhyF3tOtfiG82z4qJ4up5du59V56uo6e5mcaOJfVk/l\n", "6SW5fP/uAlZOS+FobQf/fedp/vfec/xw/zkOX+jgG6+d4siFjmH2OFhWgpm1s9J588zVmZb2n2ml\n", "xe7/sUWVejuSxT9VsqiSA9TKEqoJXySNBj2JlhgyB0xCkRwbg9ur8fSSXJ68JQtLjJ5V01P50ZvV\n", "dDjcPDgrndsLk0m2Gn1TogHUtvcSZ9Tj1WDziQbcnuAGD5tjDMzKurpWTXa8iTjjhP+nEUIJE/56\n", "Tq/TsWJKEvlJFtJtRuxOL6tvSOF/vXEWj1fjawtzeGrJJAw6yIo30zXg7LLd7mJuto23zvadBSZZ\n", "YrhyD4aZWXHEBDk2Mkav4/F5mUxNjaXL4embrXyYOfJUegZWsvinShZVcoBaWUI14YtkTaudA1Vt\n", "xJsNPDY3k+YeF7tPNtPj8vL4vEw2HK+npafv0ve/LZtMTauDWZlOup1efrz/HJnxJp5ZnofT46Uw\n", "OZYPajv48eopNHa5KKtuY2ZmHMkB1szpl2Ezs+bG9HD/7wohQjShr+maup38YE8Vf/6wjucPX+TP\n", "H9bR0u1k0pXHBQ16na9AQt+zyweq2uh1e3nzbCvnWh0cPt/Bz985T0GShVlZNu6dkcZv3q3ll2UX\n", "eHbfOUpONo9pZpV6O5LFP1WyqJID1MoSqgldJO0uL5c7r96trmzoIclq4tOGbv5+aS4FSRZSYq+e\n", "bN+UbeP2wkQSLUZMhsGLgemvDD7v7HVzqePqe753oQNXkL1JIYR6JvQ4ya5eN//3vYuUnGoB4Is3\n", "Z3GoupXH5mVhMRroaynqON/qICPeRENnL3odLMpLQgNeOFzLmSY7j8zNYPX0VGKNBlp6XPxofxXl\n", "V9bU/tayydw7I23YDEKIyJJxkiGwmWP4yq05LJ+STE2rg4Pn2qhq7eVyp5M9p1uobe9lSoqFv100\n", "id8euciXbsnmbLOd2nYHt05O5Lt3FuBwe0kwx/iWmU2xGvnOHQVUtdhJtsQwOTmyE60KIcbWhL3c\n", "7nS4eaeqle0VjVhi9FS19FDR0LeAl06Hb+bxqhYHzd0uHpubxXPvnOdPx+r494MXOFHXhcmgJznW\n", "iNerUV7fRVl1GxfaHWTGm5meZuVIbQfff+Msb1e1jtlcgir1diSLf6pkUSUHqJUlVBP2TPLDS538\n", "+M1qADZ+3MDP7pvGrbkJAMR+ZjJcc4yejl43Hb19w3+aelx8fKkTs0HP9HQrx+u6+KeSs2hARpyR\n", "n91XxCf1Xfz5w75VJT+p7+aXa6dzY0YcQojry4Qtkuda7L6PXR4NrwavVTRxob2XL96cxd8tnkRZ\n", "dRtzc+LxaF483sGtW4vRgN3t4dP6bjocbixGPXaXl4ZuF012F809gyeq6BkwvnI0VBpvJln8UyWL\n", "KjlArSyhmrCX2wsmJ2C8cof61tx43jrbyif13bQ73Pz63VrykyzMyYxjz8lmLrQ5OVjdzrdun8xd\n", "U5P520WTMBt0vPBuLd/ccYoXDl/kb+ZnA2AzGUg0x7AoL9F3Z3xhbjz5yZZhswgh1DVhi+SNGXH8\n", "cs10flI8laeW5PpWRezX2evmQnsvDd0u4s0GPr7cxSsf1XNTto3kWANGg46zLQ4A2hxu3F6NZ5ZP\n", "5mf3TyMv2UJhSiy/XDud59ffwDMr8kkb5gmaUKnU25Es/qmSRZUcoFaWUE3YIqnX9S3MVZASy/6z\n", "rczLsZGfZMFk0PE387PZWdnMrEwbRWmxHK3t4Ht35nPrlVl/Xvmowff4Yb/MeBOrpqcxNdU64DUz\n", "U1OtJAXxxI0QQk0TepwkwMeXOzl+uYuXP6zjbxZkMynBTKxRz/f3nMOraSwvTGL19BSSLDGcabbz\n", "76UX8Grwk9VTONvq4MTlLgpTYpmZYWVx/vhe1kKI8UDGSYbIemVhq7unpXCm2c7v37/MpAQT/3RX\n", "Af95+CImg54DVW3sOd3Cz+8v4j8evAGAVruLDR/Vk5toZs+pZixGPYvzo/l/IoQIhwl7ud2vMCWW\n", "WZlx3Jobz4GqvmnPLnY4OX65i+/dmU9Nm4OSK3NNHj7fzrQ0a99lenIsU1NjOdnYg9ursWhyQkTy\n", "qtTbkSz+qZJFlRygVpZQTfgzSYNexy2TEiiv7xr0usmgo67Lyfk2h++1geMc020mvntHAU09TuLN\n", "BnIS5O61EOPRhO9J9rO7POw51cy28iYKUywUJMeyvDAJp0ejsrGb7HgTMzNtsnayENc55XuSO3bs\n", "wOPpG1g9depU5syZE+kIfsUaDayclsLNk+Lp6fUQZ45h8pWVEKeny9rJQkxUEe9JWiwW1q1bx7p1\n", "65QpkACnGnv4H7vO8OP91XjAVyBBrX6KZPFPsgylSg5QK0uoIl4kPR4PW7ZsYfPmzRw7dizSu/er\n", "w+HmpweqOdNsp7rVwbP7ztE8YFVEIcTEFdWe5O7du7n33nv9fi6SPcnWHhd/v/0kjd19z1vHGvX8\n", "9nM3kmEbm6dkhBDqCLUnGdUhQEZj4CdRBp6il5aWhm072Wrk7xakY4nRY9Tr+McV+VRXHI/Y/mVb\n", "tmU7stuhiPiZZE1NDfn5faOud+7cyQMPPOD36yJ9d1vTNBq6nHi1vkcM9bqryzOUlpYqM4uJZPFP\n", "sqibA9TKovzd7ZqaGo4cOQLAvHnzIr37Yel0OjLjzdGOIYRQjIyTFEJMKNdVT1IIIVQnRTIII234\n", "hoNk8U+yDKVKDlArS6ikSAohRADSkxRCTCjSkxRCiDEkRTIIKvVTJIt/kmUoVXKAWllCJUVSCCEC\n", "kJ6kEGJCkZ6kEEKMISmSQVCpnyJZ/JMsQ6mSA9TKEiopkkIIEYD0JIUQE4r0JIUQYgxJkQyCSv0U\n", "yeKfZBlKlRygVpZQSZEUQogApCcphJhQpCcphBBjSIpkEFTqp0gW/yTLUKrkALWyhEqKpBBCBCA9\n", "SSHEhCI9SSGEGENSJIOgUj9FsvgnWYZSJQeolSVUUiSFECIA6UkKISYU6UkKIcQYkiIZBJX6KZLF\n", "P8kylCo5QK0soZIiKYQQAUhPUggxoUhPUgghxpAUySCo1E+RLP5JlqFUyQFqZQmVFEkhhAhAepJC\n", "iAlFepJCCDGGpEgGQaV+imTxT7IMpUoOUCtLqKRICiFEANKTFEJMKNKTFEKIMSRFMggq9VMki3+S\n", "ZShVcoBaWUIVE+kd1tXVsX//fgwGAytWrCA7OzvSEYQQImgR70m+9tprrF27FoBt27axbt06v18n\n", "PUkhRDgo35O0Wq2+j00mU6R3L4QQIYl4kRx44mo0GiO9+xFRqZ8iWfyTLEOpkgPUyhKqiF9ul5SU\n", "UFxcDMC+fftYuXKl3687evQobW1tkYwmhJgAkpKSmD9/ftBfH/EbN3a7Heg7o+z/2J9Q/ieEECJc\n", "In4meenSJQ4cOICmaaxcuZKMjIxI7l4IIUKi7BM3QgihAhlMLoQQAUiRFEKIAKRIKs7r9eLxeKId\n", "A1ArixCREvG729ei0mOLO3bs8BWFqVOnMmfOnIjuv6SkhKqqKtatW0dOTg4QvePjL0s0j095eTkn\n", "T57E6/WyePFicnNzo3Js/OWI1nE5dOgQ9fX1AOTl5TF//vyo/bz4yxKt42K32/nFL37Bl7/85ZH9\n", "HmmK2b59u+/jrVu3RjGJpu3Zsyeq+9c0TSsvL9cuXrzo247m8flslmgenwMHDvg+fv311zVNi86x\n", "8ZdDhZ+bN954Q9M0NX6f+rNE67js3r1bO3r06Ih/j5Q7k1TpsUWPx8OWLVvQNI3CwkIlniWX49Nn\n", "+fLlQ16LxrHxlyOax6W6uprNmzezfv16ILo/L5/NEo3j0traitVqxWKxDHo9lOOiXJHUFHpssf/J\n", "IIDdu3dHMclVcnwG27t3LwsXLgSie2wG5ojmcSkoKODpp59m+/btTJkyJarH5LNZonFcSktLuf/+\n", "+6msrBz0eijHRbkiOfDGgE6ni2KSwaJdkPrJ8bnqwIEDFBUVkZaWBkTv2Hw2x0DROC4Wi4X4+Hgg\n", "+j8vA7MMFKnjUl9fz2uvvUZDQwMFBQW+nmQox0W5u9vBPrYYCTU1Nb6PHQ5HFJNcJcenz8GDB8nM\n", "zKSgoMD3WjSOjb8c0TouLS0tvo/7z5Si9fPiL0s0jsvXvvY11q1bx7Jly5g9e7bv9VCOi3JnkosW\n", "LWLDhg2+xxajqaamhiNHjgAwb968iO9/3759VFVVYbFYKCgoYPny5VE7Pv6yROv4NDQ0UFZWxowZ\n", "M6isrKSzs5Mnn3wy4sdmuBzROi5lZWX09vYCsGDBAiB6v0/+skTruLS0tFBaWjroTDKU4yKPJQoh\n", "RADKXW4LIYRKpEgKIUQAUiSFECIAKZJCCBGAFEkhhAhAiqQQQgQgRVIIIQKQIjmOPPvss2P2Xg0N\n", "Dbzyyits376djRs34na7h3zN22+/zdtvvz3ifbzxxhts3rx5FCnHp507d17za7q6uvjd735HRUVF\n", "BBJNbMo9cSNG7utf//qYvddbb73Fo48+ik6no6mpiQMHDnD33XcP+pr+JylGavXq1WzZsmVU7zEe\n", "BfP4oM1mY9myZXi93ggkmtikSI4DdXV1HD58mLNnz/Ltb3/b93pPTw9btmzBZrNhMBg4efIkzzzz\n", "jO/ze/bsoaurC4PBgMvlYs2aNZjNZgAMBgN2ux2r1eqbbqrfgQMHaG1tBeDcuXN861vfCiqn2+1m\n", "69at6PV6NE0bMtHpO++8Q0NDAyaTCYfDQXFxMQkJCXz88cds3bqVu+++m2XLlvm277rrLm6//fZh\n", "99fV1cXLL7+M1WpFr9djsVjo6emhuLjYNxnFcPsE+OCDD9i9ezdPPvkkhw4dwmQyMXfuXIqKivB4\n", "POzatcv3XHJ3dzd5eXncdttt1zwOhw4d4tKlS5hMJrxeLyaTifvuuw+3283u3buprKxk27ZtABQV\n", "FTFr1iwAmpub2b17N1arFafTSXx8PIWFhUEdezEKo53QUqhj48aNg7arqqp8E55qmqZVV1f7Pi4r\n", "K9NOnjzp2+7s7NQ2b97s225ubtZ+8IMfaH/605+0n/zkJ5rX6/W7z4Hfcy07duzQGhsbfdvvvfee\n", "9uqrr2qa1jeh78GDB32fczqdvs9pWt/kthcuXPB9btOmTUHts7y8XPvd737n2/Z4PNqf/vSnoPap\n", "aX3HtKSkZMj77t69W2tubvZtNzU1aZ9++mlQmV566SWts7PTl+f8+fND9unPiy++qHk8Ht/2H/7w\n", "B628vDyofYqRkzPJcaywsBCPx8Mbb7zhmxoqPz8fgIsXL7J06VLf19pstkHfW1JSwve+9z3MZjMX\n", "L15k7969rFq1alR5urq6Bk0nNm/ePM6fPw9AVVUVDofDdwYFfWdn/W677TY2b97MI488QllZWcAz\n", "yM+6+eabfR/r9XpiY2OD2me/1atX+/1/SUlJ8W2npqaSmpoaVJ6HH36Yw4cP43A4cDgcQU/2YDKZ\n", "0Ouv3kYY+P8lwkeK5Dh2/Phx5s6dy7Rp04C+y7yamhry8/PJzc3l1KlTTJ8+Hej7pf+s/kvv1NRU\n", "enp6Rp0nLi6OpqYmX6E8duyY73J19uzZ1NXVsXjxYt/XD7xZZDAYsNlstLe309DQwB133BH0fo8f\n", "P+6bBdvj8eB0OoPaZyAWi4WWlhZfofR6vVRVVfmO9XDcbjdnzpwZlP/ll18eNNXacHp7e/F4PBgM\n", "BqDv+A3MLsJDZgEaB95++23a2to4ceIEc+bMQa/XU1xczM6dOwedeQCsXbvW91p/T1Kv1+NyuVi7\n", "dq2vMFZXV3PkyBHMZjMOh4M1a9YM6kv227JlCw899FBQOd1uN5s2bcJoNKLX67HZbLz//vs88cQT\n", "5Ofnc+zYMc6fP49er/ed+fZP/Q99Z3m/+tWvePDBB5k5c2ZQ+6yoqKCyshKHw4HVasXhcLBq1Spf\n", "cQu0z127dnH06FHfglVz58719QDdbjfbt2/HYDD4VpG8/fbbycrKCpjH4XDwm9/8hilTpqDT6ejt\n", "7eWWW24ZVFzfeecdWlpa0Ov1uN1uli5dSlZWFk1NTezatYv4+HicTicGg4GWlhYef/zxIVcCYuxI\n", "kRSj8te//pVHH3002jGGVV5ejk6nC7qoCvFZcrktQtZ/5up2uykqKop2nGF1dnZSVlYG9LUT+teg\n", "ESIUciYpxswHH3xAbW2t388tWLCA3NzccbHPQKqrq/noo4/8fq6goCAqM9yL0ZEiKYQQAchjiUII\n", "EYAUSSGECECKpBBCBCBFUgghAvj/AcnRXJh2WZsNAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.317066\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt8lPWd9//XzGQmk8n5SAiBJEAAOQgKEooYqQLGKnJQ\n", "6622W7eH3f1t79+23e5uu2631ke3de3abe/dX73be73rWqtYOQsCclAOATFCBBEMCiEBEnIm50wy\n", "h+v3R8iQMJPhmiTXzBfyeT4ePh65Jpm53l7AJ9/rc32v72XSNE1DCCFEQOZIBxBCCJVJkRRCiCCk\n", "SAohRBBSJIUQIggpkkIIEYQUSSGECCLKyA8/dOgQtbW1AEyYMIG5c+eyZcsWPB4PAJMmTWLWrFlG\n", "RhBCiGExtEguXLjQ9/XOnTsBsNvtLF261MjdCiHEiDG0SAJUVFSwfv16Vq1aBYDH42HDhg1omkZe\n", "Xh6333670RGEEGLITOG448bpdLJ582Yee+yxAa9v376d+++/3+jdCyHEkBk+koTeU+z4+Hi/161W\n", "66Dv2blzJxaLxchYQohRKCkpiblz5+r+eUOLZFNTEykpKQD0DVgrKyvJyckBekeYg7FYLHIqLoQY\n", "caWlpSH9vKFTgA4ePMi6detYt24dM2bMAHqL5Nq1a1m7di1Tp041cvcjpri4ONIRfCRLYJLFnyo5\n", "QK0soTJ0JLl8+XK/1woLC43cpRBCjKiwXLgZij179sjpthBixJWWlnLvvffq/nm540YIIYKQIqmD\n", "Sv0UyRKYZPGnSg5QK0uopEgKIUQQ0pMUQowq0pMUQogRJEVSB5X6KZIlMMniT5UcoFaWUEmRFEKI\n", "IKQnKYQYVaQnKYQQI0iKpA4q9VMkS2CSxZ8qOUCtLKGSIimEEEFIT1IIMapIT1IIIUaQFEkdVOqn\n", "SJbAJIs/VXKAWllCJUVSCCGCkJ6kEGJUkZ6kEEKMICmSOqjUT5EsgUkWf6rkALWyhEqKpBBCBCE9\n", "SSHEqCI9SSGEGEFSJHVQqZ8iWQKTLP5UyQFqZQmVFEkhhAhCepJCiFFFepJCCDGCpEjqoFI/RbIE\n", "Jln8qZID1MoSKimSQggRhPQkhRCjivQkhRBiBEmR1EGlfopkCUyy+FMlB6iVJVRSJIUQIghDe5KH\n", "Dh2itrYWgAkTJjB37lxqamrYs2cPFouFu+++m7FjxwZ8r/QkhRBGCLUnGWVgFhYuXOj7eufOnQCU\n", "lJTw5JNPArBp0yZWrlxpZAShqAvNTioud5EUYyU/LQZ7lCXSkYQIyPDT7YqKCn75y18yefJkABwO\n", "h+97NpvN6N2PCJX6KTdDlkut3Ty94ww/3VPB97d+zkdV7RHLYgRVsqiSA9TKEirDi2Rubi7f/va3\n", "+fDDDwHof3ZvtVqN3r1QUH2Hi9p2l2/78PmWCKYRIriwXLix2+3Ex8cD4PF4fK+bTKag7+v/26e4\n", "uDhi24sWLYro/vtvL1q0KOLHo2+7v1Den+KIIsl+tdNzW1Y877///rDyXJtJ/r4M/c/HiO1rM6mQ\n", "Ry9DL9w0NTWRkpICwNtvv80DDzzAxo0bWbVqFZqmsXXrVpYvXx7wvXLh5uZ2rqmLM41dpMREMS0j\n", "llib9CRFeCg1mfzgwYOsW7eOdevWMWPGDAAKCgpYs2YNa9asoaCgwMjdj5ih/gYyws2SJS8lhqX5\n", "KczNThiRAnmzHJeRpEoOUCtLqAy9uh1olJiVlcXjjz9u5G6FEGLEyL3bQohRRanTbSGEuNFJkdRB\n", "pX7KjZylutXJi4cu8OOdZzlZO/y5kcPJYiRVsqiSA9TKEipDe5JC9NE0jTeO17LjdBMAH19q5zcr\n", "pzIu0R7hZEIEJz1JERYuj5cfbDvDJ7Udvtd+u2oaE1NjIphKjEbSkxRKslrMfOW2TKyW3hsIHp6V\n", "zpj4G+O2VDG6SZHUQaV+yo2cZc64eP73yqn8ZuVUnpyTOaITyG/k42IUVXKAWllCJT1JETZmk4kJ\n", "yXJ6LW4s0pMUQowq0pMUQogRJEVSB5X6KZIlMMniT5UcoFaWUEmRFEKIIKQnKYQYVaQnKYQQI0iK\n", "pA4q9VMkS2CSxZ8qOUCtLKGSIimEEEFIT1IIMapIT1IIIUaQFEkdVOqnSJbAJIs/VXKAWllCJUVS\n", "CCGCkJ6kEGJUkZ6kEEKMICmSOqjUT5EsgUkWf6rkALWyhEqKpBBCBCE9SSHEqBKWnuSRI0eG8jYh\n", "hLjhBC2Sv/vd79iwYQPr1q3j+eef57XXXuNf//VfOXz4cLjyKUGlfopkCUyy+FMlB6iVJVRBn3Ez\n", "b9485s6dy+bNm/nGN75BWloa9fX1vPfee+HKJ4QQERV0JDl37lwAPB4PaWlpAKSnp2O3j64Hyi9a\n", "tCjSEXwkS2CSxZ8qOUCtLKHS1ZN0u90Dtp1OpyFhhBBCNbqKZEpKCocPH8bpdHL48GGSk5ONzqUU\n", "lfopkiUwyeJPlRygVpZQ6SqSS5YsISEhgXfeeYeEhASWLl1qdC4hhFCCofMkT548yenTp/F6vSxY\n", "sIDs7Gy2bNmCx+MBYNKkScyaNSvge2WepBDCCKHOkwx6dbuP2+0mKurqj7777rvcc889131fY2Mj\n", "q1evBmDbtm1kZ2djt9tlJCqEuGHoOt3etm3bgO329nZdH15YWOj3msfjYcOGDaxfv57S0lJdnxNp\n", "KvVTJEtgksWfKjlArSyh0jWS9Hq9w9rJrl27mD9/PgBFRUW+17dv3z6szxVCCKMFHUlevnyZ+vp6\n", "Ojo6aGhooL6+npqaGt0jSYB9+/aRn5/vm2fZn9VqDfre/r99iouLI7a9aNGiiO6//3bffDMV8vQX\n", "6TzXZpK/L/Lnc708egW9cHPw4EFcLhelpaW+iyhRUVHMnj2b+Pj46374gQMHSE9PZ9q0ab7XKisr\n", "ycnJAWDr1q08+OCDAd8rF26EEEYY0QUu7rzzThYvXkxRURGLFy9m8eLFLFq0SFeBrKur4+DBg5SV\n", "lbFp0yZeffVVoLdIrl27lrVr1zJ16lTdQSNpqL+BjCBZApMs/lTJAWplCZWunuT06dND/uCMjAx+\n", "+MMf+r0e6GKOEEKoKuR5kpWVlYwfPx6z2dj1euV0WwhhBEPWk3zhhReorKxk27ZtVFVV8dZbbw05\n", "oBBC3Eh0FcmpU6f6LrYsXLjQ0EAqUqmfIlkCkyz+VMkBamUJla4i2XcbocViMTSMEEKoRleRbG9v\n", "Z+fOnUyaNMnoPEpSaS08yRKYZPGnSg5QK0uodF3dXr16NbW1teTl5XH8+PFh34EjhBA3Cl0jSYfD\n", "QV5eHgCzZ8/2LVoB0NXVZUwyhajUT5EsgUkWf6rkALWyhGrY83h27do1EjmEEEJJw15PctOmTaxc\n", "uXKk8vjIPEkhhBHC8txtIYQYLaRI6qBSP0WyBCZZ/KmSA9TKEiopkkIIEYT0JIUQo0rYe5J2u324\n", "HyGEEMoKuUg6nc4B2/0fx3CzUqmfIlkCkyz+VMkBamUJla4i+eKLL3Lo0CEA6uvreffddw0NJYQQ\n", "qtDVk7y277hu3ToeeeQRQ4PdbD3JiqYu1hyvQdPg8TmZ5KXERDqSEKOSIc/dvnaB3f7P4BbX19bt\n", "5hf7KjnT2HsL57mmLl54MJ9Ee/AHoQkhIk/X6bbb7R6w3dPTY0gYVQ23n9Lt9lLXfvWY1XW46HEP\n", "bVKBSr0dyRKYKllUyQFqZQmVriI5a9Ys1q1bR2lpKWvXrmXmzJlG57qpJMdY+YuCcZiubP9lwTiS\n", "YmQ0LsSNQPc8SafTSXV1NWPHjiUmxvh+2s3Wk3S5vVxocaIB2Yl2oqNkHr8QkWBITxJ650NOnDhx\n", "SKEEWKPMTEx1RDqGECJEuoYzGzduNDqH0lTqp0iWwCSLP1VygFpZQqWrSF67Evn27dsNCSOEEKrR\n", "VSRtNht1dXW+7e7ubsMCqUil53NIlsAkiz9VcoBaWUKlqyfZ0dHBr371K9+FlLKyMkMWtRBCCNXo\n", "GknGxMTw3HPP8eijj/Loo48ya9Yso3MpRaV+imQJTLL4UyUHqJUlVLqK5LWXy2+99VZDwgghhGqG\n", "vZ6kUW62eZJCCDUYtp5kRUUFJSUluN1uysvLhxROCCFuNLqK5OHDh6murubixYtERUXxwQcfGJ1L\n", "KSr1UyRLYJLFnyo5QK0sodJVJKurq1m4cKFvNaDY2FhDQwkhhCp0TQGyWCxD+vCTJ09y+vRpvF4v\n", "CxYsIDs7m5qaGvbs2YPFYuHuu+9m7NixQ/rscFJpjpdkCUyy+FMlB6iVJVS6imRXVxculwsAl8vl\n", "dwfOYBobG1m9ejUA27ZtIzs7m5KSEp588knAuIeICSHESNF1ur1s2TJee+01ysrKeOutt1i6dKmu\n", "Dy8sLPR7zeG4usiDzWbTGTOyVOqnSJbAJIs/VXKAWllCpWskmZKSwlNPPTXknezatYv58+cD0H/G\n", "kdUqK3MLIdSmewrQqVOn2LJlC5999llIO9i3bx/5+fmkpaUB4PF4fN8zmUyDvQ0Y+NunuLg4YtuL\n", "Fi2K6P77b/f1dlTI01+k81ybSf6+yJ/P9fLopWsy+a5du0hMTGTOnDkcO3aMzs5OFi9efN0PP3Dg\n", "AOnp6UybNs332saNG1m1ahWaprF161aWL18e8L0ymVwIYQRDJpM3Nzczf/58bDYb8+fPp7Gx8brv\n", "qaur4+DBg5SVlbFp0yZeffVVAAoKClizZg1r1qyhoKBAd9BIGupvICNIlsAkiz9VcoBaWUKlqyc5\n", "WO+wtbWVhISEgN/LyMjghz/8od/rWVlZPP744yFEFP1dr0UhhBhZukaSnZ2dNDQ0ANDQ0OC7+PLe\n", "e+8Zl0whKszxOtfUxZvHa+jKmEZjpyvScQA1jksfyeJPlRygVpZQ6RpJ1tTU8NJLLzFu3DiqqqrI\n", "zc1l7dq1lJWVsWLFCqMzjno1bd38cPsZLnf1Ptr3qbljeeK2zAinEmJ00FUkCwsLmTdvnt/rR44c\n", "GfFAKup/VTkS2ro9vgIJcKy6jf8xZwzmCJ96R/q49CdZ1M0BamUJla7T7UAFsu/13bt3j2gg4S/N\n", "YeW2rHjf9gO3pEW8QAoxWgx7PUmjbi2UKUAD1bf3UNnsxGG1MCk1Rp7bLcQQGfbcbRFZ6XE20uNu\n", "jNs4hbiZyHBEB5XmeEmWwCSLP1VygFpZQiVFUgghgpCepBBiVDHsGTeDkTtAhBA3M11Fsq6ubtDv\n", "hVKRb1Qq9VMkS2CSxZ8qOUCtLKHSVSRfeeUVWlpaAn4vLi5uRAMJIYRKdPUkX3/9dVJSUmhra+OO\n", "O+4gNzfX8GDSkxRCGMGQeZKPPPIINpsNr9fLkSNH2LdvH1/72teGHFIIIW4Uuk63W1tbAWhqauLi\n", "xYskJSUZGko1KvVTJEtgksWfKjlArSyh0jWSfOONN0hLSyMtLY0HH3zwhnmAlxBCDJeunuTLL7/M\n", "U089FdbpPtKTFEIYwZB5kk8++aTMhxRCjEq6iqTNZqOiooKSkhLcbjfl5eVG51KKSv0UyRKYZPGn\n", "Sg5QK0uodBXJw4cPU11dzcWLF4mKiuKDDz4wOpcQQihBV5Gsrq5m4cKFmM29Px4bG2toKNWotKKy\n", "ZAlMsvhTJQeolSVUuoqkxWIxOocQQihJV5Hs6urC5ep9Qp/L5cLr9RoaSjUq9VMkS2CSxZ8qOUCt\n", "LKHSNU9y2bJlvPbaa9TU1ODxeCgqKjI6lxBCKGHY60kaReZJCiGMEJb1JHfs2DGUtwkhxA0naJH8\n", "2c9+xoYNG3j55Zf5x3/8R1577TV+8IMfUFFREaZ4alCpnyJZApMs/lTJAWplCVXQnuRXvvIVcnJy\n", "+NOf/sS//Mu/YLFYeOyxx3jzzTfDlU8IISIq6EgyJycHAKvV6psGFBUVhcPhMD6ZQlSa4yVZApMs\n", "/lTJAWplCZWunqTT6Ryw3d7ebkgYIYRQja4iOWfOHN544w1KS0tZs2YNc+bMMTqXUlTqp0iWwCSL\n", "P1VygFpZQqVrnuT06dPJy8ujqqqKlStXEhMTo+vDvV4vmqbJHTtCiBvWsOdJ7t69myVLlvi9vmPH\n", "DsrLy1m5ciVZWVkAbNmyBY/HA8CkSZOYNWvWoJ8r8ySFEEYw5Bk3wQzWnywqKuLUqVMDXrPb7Sxd\n", "unS4uxRCiLAZ0mTyofJ4PGzYsIH169dTWloazl0Pi0r9FMkSmGTxp0oOUCtLqMJaJIuKili9ejUP\n", "P/wwtbW11/35/ge2uLhYthXbPnHihDJ5Tpw4EfHjodq2/PkMvh2KYfckN23axMqVKwN+79SpUyQl\n", "Jfl6kv0N1svsIz1JIYQRwnLv9lBVVlb6vr527qXqatq6eeNYDb87fJHypq5IxxFChMmwi+RgDwjb\n", "vXs3xcXF7N69m/379wO9RXLt2rWsXbuWqVOnDnfXYfPRseP8sbSG3x+5xPpP6vnRjrPUd/REJMtQ\n", "TxmMIFkCUyWLKjlArSyhGvbV7cGGrYFOpQsLC4e7u4gwW2183tjp227odNHlGl0LDwsxWsl6kjq9\n", "e6aJ5/dWogEP3pLG1+eNJS562L9jhBBhZsg8yb179/q95nA4uP3224mKGh2F4q7cJLJXRNPt1piQ\n", "bJcCKcQoEbQn+eyzz1JdXc2lS5e49dZbB/yXnp4+apZMKy4uxhplZkp6LLPGxpFoj1yBVKm3I1kC\n", "UyWLKjlArSyhCvqv/ZlnngEgJiaGlJSUAd9LSUnh448/Ni6ZEEIoYFhXtxVtZ444ldbCkyyBSRZ/\n", "quQAtbKESleR/MIXvhDw9QULFoxoGCGEUI2uIjlmzJiAr2dmZo5oGFWp1E+RLIFJFn+q5AC1soRK\n", "9+l2S0sL5eXlN9ydMkIIMRxB50mWlJQwf/58Dhw4QHt7O1lZWZw9e5YpU6Ywc+ZMQ4OpNk9SCHFz\n", "GNF7t6urqwGora3l/vvvZ/bs2axevdpvnUghhLhZ6TrdvnbCuNkc1nUxIu6j0+d457NGNn5Sx4Xm\n", "yLYbVOrtSJbAVMmiSg5QK0uogs6TPHHiBC6XizNnzviWQ3O5XLhcrrCEU4HL42XPJdh55jwAOUkN\n", "/OKBfJJjrBFOJoQIh5Dv3a6oqCAhIcFvcvlIU6Un2eZ08zdvfUZVa7fvtd8/egvZifYIphJCDJXh\n", "60nm5uYaXiBVEhtt4aHpab7teycnkxTB2xIBLjQ7+bSug6bO0TOiFyJSdBdJl8tFXV0dXq+XtrY2\n", "IzMpxWwyMcFbxwsPTObnRZP4i/njIrq4xZHyWv7fzaf5zluf8cL+ShojtK4lqNVnkiz+VMkBamUJ\n", "la4iWV5ezubNm9m5cyfQ+2jY0aSrtZlbx8YzLzuBZEdke5HvV3XSeWUtyyMX27jY0n2ddwghhkNX\n", "kTxy5AiPPPIIcXFxmM1m4uLijM6lFJXuO81NvXrsLSaItVkilkWl4yJZ/KmSA9TKEipd5412u1yk\n", "UMXCnEQ6XV5O13fwwLQ08lJiIh1JiJuarpFkV9fAB1+53W5DwqhKpX7Kpx+V8NjsMfx4yUTmZidg\n", "MQd+xlA4qHRcJIs/VXKAWllCpWskOWfOHP74xz/S2trK+vXrmT9/vtG5hBBCCbrnSXZ2dlJbW0t2\n", "djZWq/EXL1SZJymEqi61duP2aqTHWbFHRa43faMx5Bk30PtMm7y8vCGFEkKMrE9q2vmnd87S5fLy\n", "VwvG8cC0VKKlUBpCV09y27ZtXLhwgYqKCl5//XXOnDljdK6Icnm8NDtduNy9U21U6qdIlsBGUxaX\n", "x8t/lVT5Hmv828NV1LT5z5cdTcfESLqKZE9PD+PGjePYsWM88cQTlJaWGp0rYlq63PyxtIb/uek0\n", "/1VSTWOH3NUi1GI2mUiOuXoSGG0xETXKFp0JJ12n22azGbPZ7JsKFB0dbWioSCqr72DN8VoANp2q\n", "59axsUrN8ZIsgY2mLBazia/fMQ63F5o6XXxr/jjGJfr/mxxNx8RIuopkT08P7e3tviJ5Mz8AzO0d\n", "+P/m8t68/6/ixjUhyc4zS/LweDXsVulFGknXGD0rK4tNmzaxYMECPvnkE8rLy43OFTFT0hzcmZMI\n", "wJyxcdySEatUP0WyBDYas1gt5qAFcjQeEyPoGkkuXLiQhQsXAjBt2jQmT55saKhISo+z8beFE/hW\n", "t4c4m4UEexQ392UqIUQwIa8nGS4yT1IIYQTD15ME2LFjx1DeJoQQNxxdRXLnzp28+eabPPfcc6xZ\n", "s4aPPvpI14d7vV48Hs+wAqpApX6KZAlMsvhTJQeolSVUuopke3s7X/7yl5kxYwaPP/44+fn5133P\n", "jh07+O1vf0ttba3vtZqaGl577TXeeOMNLl26NPTUQggRJrou3JhMvSvNeL29M/yvfXpiIEVFRX6P\n", "ni0pKeHJJ58EYNOmTb6Hi6lOpTlekiUwyeJPlRygVpZQ6RpJ9i2NZrFYaG1tHfLTEh0Oh+9rm802\n", "pM8QQohw0lUkH374YQCWLVvGnj17mD59+pB21v9CejhWEhopKvVTJEtgksWfKjlArSyh0lUkzVfu\n", "C42OjmbVqlXMmDFjSDvrfxGn7xQ+mP4Htri4+IbZPtfUxSsl53nr42oarjyoS6V8I7V94sQJZfKc\n", "OHEi4sdDtW358xl8OxRDmie5f/9+CgsLr/tzp06dIikpiaysLAA2btzIqlWr0DSNrVu3snz58kHf\n", "a/Q8SU3TONfkpMXpYmxCNJnxI3M/em1bN9956zOaunpbFI/PHsOf35Gl673t3W7cmkaS/cYZZQtx\n", "ozFkPcni4mIuXbqExdJ7C9Snn3563SK5e/duysvLsdvt5ObmUlhYSEFBAWvWrEHTNJYsWaI7pBE+\n", "revg77edweXRmJAUzU+XTWJswtVC6XR5aO/pvesmlHtj23s8vgIJcLymHZfHi9USfNB+trGTX+4/\n", "T1u3h7+5czzzsuN1jbaFEMbSVSQbGxt59NFHfds1NTXXfU+gIpiVlcXjjz8eQjzjfHihFZendxB9\n", "vrmb6tZubBYTbi9EmTT+8FENxRUtFOYlUZjaw223TMbj1ehyeYi1WQYtYKkOKwXjE/jgQisAK6an\n", "XbdAdrs9/ObQRc409j5L6Ce7y/mvh6eRleD/ALbi4mJlrhRKlsBUyaJKDlArS6h0r0zeX1pa2kjn\n", "CLvcfk8ZtJpNWC0m/nrTaTp7PHx7YTYnajpo6/bwdlkjM+4cQ2NHD+s+qePDC20UTUnhvqmpxEf7\n", "H76kGCvfWTSeystOHFYzE1Mdfj9zLU2Dbo/Xt+3xaqh5s6gQo0/QnmTfPMcPPviA8ePH+3qLhw4d\n", "4pvf/KahwYzuSbZ2uymtaqO8sZN52Qm8ebyGkovtAJhN8ORtmbxa2jtifubePNyaxs/erfC9//n7\n", "J3PbuPgRy/NpXQfP7Cynw+Xh+4UTKMxLJiqCT0IU4mY1oj3JviFyQUHBsIOpJiE6isUTk1k8MZlu\n", "l4cO19XfFRaziYw4K1aLiUW5iUzJcFB6sW3A+7vd3ms/MqDmLhen6zvxaBpTUh2kxQWeH3pLRiwv\n", "rpqKx6uRFmsb8KhYj1eL6KNjhRjNgjbLnnjiCaZPn+6bF3n27FksFgt/9md/FpZw4RJttfDthdnk\n", "JdtJj7XyzJI87spJ4uVHpvOdOydw+qMSZmbGMunKKXrB+AQmpcZc51Ohx+1l7cd1/PPOcn6y6xz/\n", "p6SK9u7Bn1meFmtjTHy0ryB29Hh4+9MGvv/256z7uJaWLteQpzEYQbIEpkoWVXKAWllCFXQkGRcX\n", "B8CuXbtITEzkvvvu4/jx4xw6dIjFixeHI1/YTE518MID+bi9GsmO3ik4jisXu+2xCVRedrJqZjoZ\n", "cTYmJEWT4gh+x1Dv6NTLnrNNvtf2n2vm6/OyiAvQywzks/oO/tfBCwCcqu0gO8AS/UIIY+maTN7c\n", "3Mz8+fOx2WzccccdNDY2Gp0rIuLtUb4C2Z8lI4+f7D7HC/vP8w/bzlDV4v9kuj7t3W42n6zjb9/+\n", "nMOVzRSMT/R9b+64eGKjg08nutzpotXZO9rscA08pW/v8Sp1hVCyBKZKFlVygFpZQqVrSDPYLYSt\n", "ra0kJCSMaCAVNXYOLIqXuwa/d/2zhi5+834VAL9uuMgvvjSZudnxeDwa08fEBrwi3ufoxVZ+VXye\n", "6CgzP7g7l0kpMUxNd3C6vpPsxGimZlz/SrlQR0NHD5/WdtDj1ZieETtgHq64cegaSXZ2dtLQ0ABA\n", "Q0OD7x7s9957z7hkimjvdmOPMpFwZQSYEhNFTvLg/Uine+D6mV09bsbE2RifZCclZvA7aWrbunl2\n", "9znq2l1caO7m18XnSbBb+MmSPF5cOZXn75/M+ES7Ur0dyRJYcXExLreXPx2v5afvVvD83kp+eeA8\n", "Lc7B+9FG5VCFSllCpWskWVNTw0svvcS4ceOoqqoiNzeXtWvXUlZWxooVK4zOGFFnG7t4Yf8FHp6V\n", "gQmYnBpDTvLVSd5Ot4czDV20Ot3kJMcwKcXBrMw4TtS0U5iXyNkmJ8/srsAE/MPiHL44KRlzgIno\n", "Gr1Xsfu4PL1zJVNjbaTGyopJI8Hj1fBq2nUn94+EDpeHw+dbfdsfX2qno8dDon1IU5NFBOn6Eyss\n", "LGTevHl+rx85cmTEA6lG0zQ6XV7fnMm/WjBuwPcOV7bw8/cqAchOjOa5okn86J5cmp1uTGj81cbT\n", "vT8LvHL0EvPGxZMYYESZEWfj6XtyeX5vJfYoM99dND7gBR6Vejs3Upbzl7v4vx9W0+J0883545iZ\n", "GWdoFpfHy72Tk3n9WO+i04tyE4m/Tj/aiByqUClLqHQVyUAFMtjrN5OJqTE8OiuDTSfrmZruYMGE\n", "qz3YistO9pY3+7YvtnTT0OFiRmYcyQ4rjZ09pMdaqW3v7WGOT4wmOirwKMZsMvGFnEReeuQWLCYT\n", "qbGyyMVI6fF4+d0HVXx4Za7rj945y+9WT2PMCC1qEojVYmbVzAymj4nF7dWYkuYI2o8W6jL+vOMG\n", "l2C3cputkd9/+RaeXTqRrAQ7TreH49VtlNV1MCfr6ogkKSaKpJir/xBSHTaeXTaJZfkprJiexpO3\n", "ZVLXPviVcbPJREacLWiBVKm3c6Nk8Xg1Gjuv9gM7XV5cXuPu++zLkmiPYv74RBbmJJEWgZbJjfLn\n", "ozr51aaOSCvyAAAWxUlEQVSDs6OVMXFXRx1nGrp4+p2zuDwaX8xL5Ef35HChuZvbs+MZlzhwUYqJ\n", "KTF8/Y4s/vfhi3x3y+fEWM08f/9kpmXEhvt/Y9SKsVr4y4IsfryznG6Pxv/zhXGkS59X6CTP3Q5B\n", "m9NNyYUWjl9qJy8lhvqOHhxWi+90audnjdw/LY252QkD7rv+qKqVH2w/69t+ZGY6K2akMSbef5Uf\n", "YQxN06hu7cbt1RgTb8MeFd7+oFCHIetJjjZVLd183tCBw2ZhWrqDhCuL4J6oaef5fecBGBtv457J\n", "yfzhygWdhGgLy29J45ld5fzniqnkp12d0xgfHYXFBFdWZsNhs3DsUgd3WCykBJi8LkaeyWTyG+UL\n", "oYf0JPvpdnn4vKGD5/dW8PP3KvnRO+Xs/KyJDz/8EIDqtm7fz6Y6rJyu7/Rtt3Z7sJhNeDXo7Omd\n", "K+nxanT0eMhLieGf783jrrwkHp8zhvPN3XxW30nbEObNqdTbkSyBqZJFlRwwslkuNDv5j+IL/GJv\n", "BeVNXSP2uYORkeQVtW3dbDpZz7kmJ/dMTqa5y01New/7zzXzzUm9o8Jbx8bhsJrpdHnpdnu5b2oq\n", "Ry+2oQHTM2Kp73CxMCeR7CQ7tW3dvPlxHSdq2lk1I50ZYxw0drj4+FI7LU4337kzm7gwTwkR4kbX\n", "5fLwn4cucKy6d1nDT2o6+PVDUww9I5OeJL0Twt84Vuub02Y1m/jK7Zm8fOQS37kzm0W5yZhN0OJ0\n", "UdPWg8urERdtITHaQqerd7SYEhOFywsZcVbauz0UVzTz+yOXfPv41YP5WC0mzjZ2kRgTxYSkaLIT\n", "r7+SkBDiquYuF9/edJr6jt5pdWYT/Pej08kM4ZZP6UmGqMft5dPaTiqbnb7XXF6NsfE2fnbfRCxm\n", "E8/uPkvB+CQmptr55f7zNHW5efqLuczK9F90t7atm5O17QOmAkHvyuMzMhOYki5XtYUYqgR7FF+/\n", "I4tf7K1EA75xR1bARWlG0qjvSVZc7uL4pTZuy4rHYe09HHdPTOJckxO3F353uIqFucm8fryGF/af\n", "5y8LxuGwmjl6sdXvs85f7uIftp3hlwcusON0E1+bmwlAYV4ibo9GXb+e5lDdrH2m4ZIs/lTJASOX\n", "xWwyUZibxIurpvL/rZjCg7ekDXqDxkgZ9UWy262RFGNlzbEaHp6VwY/uzcVigmirGY/Xy6LcRF7+\n", "sJoul5fLXW7WHK9l/vgECiYk9vsMD5qmcaK2g0ttvZPFT9V1kBAdxT/dk0NGnI0f7Szn5aOX6L6y\n", "AIZX06jv6KGpc/DJ5UIIf9YoM5NSHUxJjyUmhCeZDtWoP92ekGyn5EILq2dm4PFqdLu9jImPpqXL\n", "TbXJxMzMeCwn6n13aFjMJh6elUFOkp0et5dDlS2s/6SO6WNiueWaU+kxcTZeP17LqdoOAI5Vt9PZ\n", "0/t42fcrW/i3fZXEWC38eEket+icXK7SPbCSJTBVsqiSA9TKEqpRXyQT7VE8NnsMl7vcxFjNuNxe\n", "UmKicHvAZIKLzV08sySvd51Hi5m//kI2U68Uw4qmTv5tfyUuj8bp+k5m3RvLn88bS8mFVoqmppKf\n", "5iAnMdpXJB+YlkpctIXath5+/m4FLm/v4hn/q/gC//5gPg6bXO0WQjWj/nQbIC46ivFJdtJibXS5\n", "vVxs6WbLp/WcaezitWO1vHL0Ev+4OJd7Jifz0cVWTtf3zqV86cNL/NWVHiXA541dPD4nkxceyOe+\n", "KakkO6w8NS+Ln983kefvn8SKGelYLWZMpt4C3McSwjO+wt1ncnm8VLU4udTq30+9GXteI0GVLKrk\n", "ALWyhGrUjySvdbG1m3NNTqZnxvHKkUtoQFOXm40n61kxPQ23V+O/j1ziaFXvijJldR08eEsau880\n", "8YUJiZy/7CQj3orF3DsqTHZYmedIHLCPMXE2nlmSxy8PnMdhtfDdRROUHEW6PF72ll/ml/vPY7OY\n", "eXZpHreNu/lXoheiP5kneY2PL7XxfmUL8dFR/PfRq/Mc78xJZHKqAw2NveXNnO83Zeg/V0zB49X4\n", "8c5yFuYksmBCIj0eLxowLX3wZfubOl1YTCYSY9T8XVXd6uTraz+lb8Gc8UnR/Hr5FFnyS9zQQp0n\n", "Kafb15icGkPBhAS6ejx8/Y6xWC0mshKimZ0VR4zVxMeX2rl/aqrvFPmpuWNpc7r5vKGTxZOScdgs\n", "nKzr4OfvVfLce5X8/N0KmjoCPxMnxWFVtkACRJnMA64extssAxbuEGI0kCJJ74jp3TNNvH6shm1l\n", "jaTEWPnipCQmJEbzkyV5rJieRnOXi7yUGJZNSWFsvI2n5mXxz/fkMjElmqffKec371cxLd1Bq9PN\n", "x5fafZ99uqGT5hF8tkk4ezsZ8TZ+umwik1JjmJUZy9/cOX5A0VSpzyRZ/KmSA9TKEip1hzFh4tU0\n", "DpQ3c6K2g5ILvRPED5xr5i8LxlHf4eKTmg4utHTz0C1p/HRPBe09HpJjonj6i7lEW0x8b+vnFOYl\n", "MSXdQYvTw6LcRE7UdPgWv8hLsZNgV6/fqNfMzDj+/cF8zCaIluXFxCg06ouk26vh1jTONFxd0efW\n", "sfG8UnqJj6rbmTsunlvHxtHa7ab9yuo+l7vc1Lb3cKnVyfzxCSTFRPFSSTXQu9DFV24bw8TUGEzA\n", "LRmxI7oqdSTmmw02YVeluW+SxZ8qOUCtLKEa9afbLo/G1PRY/qJgHOOuXGBJdUTx0ZVVRo5WtTEx\n", "xc6Y+KuFzkRvP3H59HS+fsdYPq6+enp9qq53FOmwWliSnyprGApxgxvVRbLL5WHjJ3U8veMs/7av\n", "kq/NzeTfH8gn6pqJi23dHhKjo/jh4hxWzUznn+7JJdZmorq1hw/Ot/LY7DHMGNM7wfyWdAcFExKY\n", "P96YqTIq9XYkS2CqZFElB6iVJVRhP93esmULHk/vaeukSZOYNWtWuCP4NHS4fCuLezR4/VgtuUl2\n", "vjg5mS9NTeXDi63My44nN9lObUcPDqu5d6L5qQb+fN5YXj5yCfeV+TE/vjeXFTPSmZrmGHTKz2Cc\n", "Lg89Xo14mwVTgGdyCyEiJ+xF0m63s3Tp0nDvNqDoKDMJ0RZau3uLdnqsjeZuN8/uPsff352DBpxp\n", "7GRfeTMPTU8nL9nOh1cu7nS7vb4CCdDQ4WblzPSQM1xodvLi+xe51NbDN+/IYkFOYtBpNir1diRL\n", "YKpkUSUHqJUlVGE/3fZ4PGzYsIH169dTWloa7t0PkBFn4+dFk1iYk8i9k5KZkRnLsep2rGYTzV0u\n", "tp9u5POGLtxejegoM2YzpF953KvZZCL5yhxHq8VEfvrQFtB98+Najla1Ud3azb+8e44L/SapCyEi\n", "L+xFsqioiNWrV/Pwww9TW1sb7t37mZIey0+WTuSJ28ZwqKKZrAQb371rAmNibSTao4ixmvnuoglM\n", "z3Dw2ke1fP2OLP7mzvGMT4rmG3eM5au3Z/K1uWPpdnmGtP/27qvv82q9z8UJRqXejmQJTJUsquQA\n", "tbKEKqJTgKzW4CsKFxcX+4bpfQfZqO2az0/yP+flYLI5ePH9i9ijzDw1dywpjihiLR5cdeX89Yw4\n", "puUkYrdaeO/TKl44WOfL+j9mpeKqKqOgoED3/k0mE0/cdhuf1nVwucvNn81JY1xidND39z82Rh4P\n", "PdsnTpyI6P77b584cSLix0O1bfnzGXw7FGG/d7uyspKcnBwAtm7dyoMPPhjw58J577amaXxwoZXN\n", "n9QxPTOOKWkxbDpZT3KMlaIpqRypaiM32c7ccfFYzCZMJmjqdPP3b39OU5cbswl+8aXJ3DrW/3EO\n", "ejR09NDj0UhxRMnzoIUwmPLPuKmsrKSkpASAOXPmhHv3ATU73RyubCHZYeOPpTVMSLLz94tzsEeZ\n", "+euNZfRceWD29+4az/ayRno8Gn9713h+8cBkLrZ0kxJjZXK/52yHaiQnmwshRlbYe5KFhYU8+uij\n", "PProo+Tn54d79wFFmU2MT4pm95kmNKCy2UnJ+RZanW5fgQQ4WdNBi9NNeVMXz71XSWK0lYU5SUzL\n", "iA3bwg8q9XYkS2CqZFElB6iVJVSjejJ5n/joKHKSB94Z47BZyIizMTGl93Wr2cTUdIfvUZZOtxeP\n", "mqvMCSFGkKwneUV9ew/7yi+z8WQ9t2Q4+MYd4xibEE1NWzfVrd0kREdx2eniJ7vOYTGZeGZJHnOz\n", "ZQFaIW40yvckVdTidPN/Sqoob+xiXnYC905O9t01kxkfTWZ879deTeP/PnILJnrnWAohbn5yug3U\n", "tfewr7yZCy3dbD/dyB9LawbMV+zrp5hNJjLjoxkTHx2x2wdV6u1IlsBUyaJKDlArS6ikSAKxNjNx\n", "/Z4xMyXdgUVW4BZCID1Jn8/qO9n5eSNj423clZcsp9NC3KSkJzlEU9IdTEkf+lxHIcTNSU63dVCp\n", "nyJZApMs/lTJAWplCZUUSSGECEJ6kkKIUUWeuy2EECNIiqQOKvVTJEtgksWfKjlArSyhkiIphBBB\n", "SE9SCDGqSE9SCCFGkBRJHVTqp0iWwCSLP1VygFpZQiVFUgghgpCepBBiVJGepBBCjCApkjqo1E+R\n", "LIFJFn+q5AC1soRKiqQQQgQhPUkhxKgiPUkhhBhBUiR1UKmfIlkCkyz+VMkBamUJlRRJIYQIQnqS\n", "QohRRXqSQggxgqRI6qBSP0WyBCZZ/KmSA9TKEiopkkIIEYT0JIUQo4r0JIUQYgRJkdRBpX6KZAlM\n", "svhTJQeolSVUUeHeYU1NDXv27MFisXD33XczduzYcEcQQgjdwt6TfOutt3jooYcA2LRpEytXrgz4\n", "c9KTFEIYQfmepMPh8H1ts9nCvXshhAhJ2Itk/4Gr1WoN9+6HRKV+imQJTLL4UyUHqJUlVGE/3d6x\n", "YwdFRUUA7N69myVLlgT8uaNHj9Lc3BzOaEKIUSApKYm5c+fq/vmwX7jp6uoCekeUfV8HEsr/hBBC\n", "GCXsI8nq6mr27duHpmksWbKEjIyMcO5eCCFCouwdN0IIoQKZTC6EEEFIkRRCiCCkSCrO6/Xi8Xgi\n", "HQNQK4sQ4RL2q9vXo9Jti1u2bPEVhUmTJjFr1qyw7n/Hjh2Ul5ezcuVKsrKygMgdn0BZInl8Tp48\n", "yenTp/F6vSxYsIDs7OyIHJtAOSJ1XA4dOkRtbS0AEyZMYO7cuRH7+xIoS6SOS1dXF7/+9a/52te+\n", "NrR/R5piNm/e7Pt648aNEUyiaTt37ozo/jVN006ePKlVVVX5tiN5fK7NEsnjs2/fPt/Xb7/9tqZp\n", "kTk2gXKo8PfmnXfe0TRNjX9PfVkidVy2b9+uHT16dMj/jpQbSap026LH42HDhg1omkZeXp4S95LL\n", "8elVWFjo91okjk2gHJE8LhUVFaxfv55Vq1YBkf37cm2WSByXy5cv43A4sNvtA14P5bgoVyQ1hW5b\n", "7LszCGD79u0RTHKVHJ+Bdu3axfz584HIHpv+OSJ5XHJzc/n2t7/N5s2bmThxYkSPybVZInFciouL\n", "eeCBBygrKxvweijHRbki2f/CgMlkimCSgSJdkPrI8blq37595Ofnk5aWBkTu2Fybo79IHBe73U58\n", "fDwQ+b8v/bP0F67jUltby1tvvUVdXR25ubm+nmQox0W5q9t6b1sMh8rKSt/XTqczgkmukuPT68CB\n", "A4wZM4bc3Fzfa5E4NoFyROq4NDU1+b7uGylF6u9LoCyROC7f/OY3WblyJYsWLWLmzJm+10M5LsqN\n", "JAsKClizZo3vtsVIqqyspKSkBIA5c+aEff+7d++mvLwcu91Obm4uhYWFETs+gbJE6vjU1dVx8OBB\n", "pk2bRllZGW1tbXz1q18N+7EZLEekjsvBgwfp7u4GYN68eUDk/j0FyhKp49LU1ERxcfGAkWQox0Vu\n", "SxRCiCCUO90WQgiVSJEUQoggpEgKIUQQUiSFECIIKZJCCBGEFEkhhAhCiqQQQgQhRfIm8uyzz47Y\n", "Z9XV1fHGG2+wefNm3nzzTdxut9/P7N27l7179w55H++88w7r168fRsqb09atW6/7M+3t7bz00kuc\n", "OnUqDIlGN+XuuBFD961vfWvEPuu9997jsccew2Qy0dDQwL59+7j33nsH/EzfnRRDdd9997Fhw4Zh\n", "fcbNSM/tg3FxcSxatAiv1xuGRKObFMmbQE1NDYcPH+bs2bN8//vf973e2dnJhg0biIuLw2KxcPr0\n", "af7u7/7O9/2dO3fS3t6OxWLB5XKxfPlyoqOjAbBYLHR1deFwOHzLTfXZt28fly9fBuDcuXN873vf\n", "05XT7XazceNGzGYzmqb5LXS6f/9+6urqsNlsOJ1OioqKSEhI4OOPP2bjxo3ce++9LFq0yLd9zz33\n", "cNdddw26v/b2dl5//XUcDgdmsxm73U5nZydFRUW+xSgG2yfAkSNH2L59O1/96lc5dOgQNpuN2bNn\n", "k5+fj8fjYdu2bb77kjs6OpgwYQJ33nnndY/DoUOHqK6uxmaz4fV6sdlsfOlLX8LtdrN9+3bKysrY\n", "tGkTAPn5+cyYMQOAxsZGtm/fjsPhoKenh/j4ePLy8nQdezEMw13QUqjjzTffHLBdXl7uW/BU0zSt\n", "oqLC9/XBgwe106dP+7bb2tq09evX+7YbGxu1H//4x9of/vAH7bnnntO8Xm/AffZ/z/Vs2bJFq6+v\n", "921/8MEH2tq1azVN613Q98CBA77v9fT0+L6nab2L2164cMH3vXXr1una58mTJ7WXXnrJt+3xeLQ/\n", "/OEPuvapab3HdMeOHX6fu337dq2xsdG33dDQoH366ae6Mr366qtaW1ubL8/58+f99hnIK6+8onk8\n", "Ht/273//e+3kyZO69imGTkaSN7G8vDw8Hg/vvPOOb2monJwcAKqqqli4cKHvZ+Pi4ga8d8eOHTz9\n", "9NNER0dTVVXFrl27WLZs2bDytLe3D1hObM6cOZw/fx6A8vJynE6nbwQFvaOzPnfeeSfr16/ny1/+\n", "MgcPHgw6grzWbbfd5vvabDYTExOja5997rvvvoD/LykpKb7t1NRUUlNTdeV55JFHOHz4ME6nE6fT\n", "qXuxB5vNhtl89TJC//8vYRwpkjex48ePM3v2bCZPngz0nuZVVlaSk5NDdnY2n332GVOmTAF6/9Ff\n", "q+/UOzU1lc7OzmHniY2NpaGhwVcoS0tLfaerM2fOpKamhgULFvh+vv/FIovFQlxcHC0tLdTV1bF4\n", "8WLd+z1+/LhvFWyPx0NPT4+ufQZjt9tpamryFUqv10t5ebnvWA/G7XZz5syZAflff/31AUutDaa7\n", "uxuPx4PFYgF6j1//7MIYsgrQTWDv3r00Nzdz4sQJZs2ahdlspqioiK1btw4YeQA89NBDvtf6epJm\n", "sxmXy8VDDz3kK4wVFRWUlJQQHR2N0+lk+fLlA/qSfTZs2MDq1at15XS73axbtw6r1YrZbCYuLo4P\n", "P/yQJ598kpycHEpLSzl//jxms9k38u1b+h96R3n/8R//wYoVK5g+fbqufZ46dYqysjKcTicOhwOn\n", "08myZct8xS3YPrdt28bRo0d9D6yaPXu2rwfodrvZvHkzFovF9xTJu+66i8zMzKB5nE4nL774IhMn\n", "TsRkMtHd3c3tt98+oLju37+fpqYmzGYzbrebhQsXkpmZSUNDA9u2bSM+Pp6enh4sFgtNTU088cQT\n", "fmcCYuRIkRTD8qc//YnHHnss0jEGdfLkSUwmk+6iKsS15HRbhKxv5Op2u8nPz490nEG1tbVx8OBB\n", "oLed0PcMGiFCISNJMWKOHDnCxYsXA35v3rx5ZGdn3xT7DKaiooJjx44F/F5ubm5EVrgXwyNFUggh\n", "gpDbEoUQIggpkkIIEYQUSSGECEKKpBBCBPH/A2VIC1M4VLZzAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.355100\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X1cVPed9/8XM8wwDPe3KqKAihoTjYlGjTHERjRso0at\n", "uXXTdNu016/NddNut9tut+1u9tpuHtf1aHbz615X0l6/bPtrdxNNjIo3EeJN1ThaNWo13mFUBBUE\n", "BEQYYGBuzvUHYQLOMJ4BDvMVPs/Ho4/HnMPMnHcP+Mk5n/M93xOlaZqGEEKIoEyRDiCEECqTIimE\n", "ECFIkRRCiBCkSAohRAhSJIUQIgQpkkIIEUK0kV/e3t7OG2+8wUsvvURWVhYAW7duxev1AjBx4kSm\n", "T59uZAQhhBgQQ4vkvn37eOKJJ3qts9lsLF682MjNCiHEoDGsSN68eRO73Y7NZuu13uv1snHjRjRN\n", "Iy8vjwcffNCoCEIIMWCGFUmHw8GTTz5JWVlZr/VFRUX+1yUlJUZtXgghBoVhRbK2tpYtW7ZQV1dH\n", "bm6uvyfZk8Vi6fPzO3bswGw2GxVPCDFCJScnM2vWLN3vN6xIvvzyywCcPXuW5ORk//rKykpycnIA\n", "cLlcfX7ebDbLqbgQYtAdP348rPcbOgSosbERh8PB6dOn/esqKytZv34969evZ8qUKUZuftA4HI5I\n", "R/CTLMFJlkCq5AC1soTL0KvbqampfOtb3+q1rqCgwMhNCiHEoIpSdaq03bt3y+m2EGLQHT9+nEWL\n", "Ful+v9xxI4QQIUiR1EGlfopkCU6yBFIlB6iVJVxSJIUQIgTpSQohRhTpSQohxCCSIqmDSv0UyRKc\n", "ZAmkSg5QK0u4pEgKIUQI0pMUQowo0pMUQohBJEVSB5X6KZIlOMkSSJUcoFaWcEmRFEKIEKQnKYQY\n", "UaQnKYQQg0iKpA4q9VMkS3CSJZAqOUCtLOGSIimEECFIT1IIMaJIT1IIIQaRFEkdVOqnSJbgJEsg\n", "VXKAWlnCJUVSCCFCkJ6kEGJEkZ6kEEIMIimSOqjUT5EswUmWQKrkALWyhMvQItne3s5rr71GdXW1\n", "f11NTQ3vvPMO69at4/r160ZuXgghBszQnmRpaSmZmZmMHj2arKwsALZs2cLy5csBKC4uZsWKFUE/\n", "Kz1JIYQRlOlJ3rx5E7vdjs1m67Xebrf7X1utVqM2L4QQg8KwIulwOFiwYEHA+p4HrhaLxajNDyqV\n", "+imSJTjJEkiVHKBWlnAZViRra2vZsmULDoeD06dP+9d7vV7/66ioqJDf0XPHOhwOWVZs+dSpU8rk\n", "OXXqVMT3h2rL8vvpezkcho+TPHv2LMnJyf6e5KZNm1i5ciWaprFt2zaWLVsW9HPSkxRCGCHcnmS0\n", "gVlobGzE4XCQm5vrL5Jz585l7dq1aJpGYWGhkZsXQogBM3QIUGpqKt/61rdYsmSJf11WVhbPP/88\n", "L7zwApmZmUZuftD09zDdCJIluDtlcXZ4OF7Vwh8rm7jh7IxolqGiSg5QK0u4DD2SFEIFmqbx0WcN\n", "/Ppw13jdOdkJ/GBhLkk2+fMXdyb3bothz9np4XtbLlDZ5PKve3v1PYxPtoX4lBiulBknKYQqYqPN\n", "PDQu0b88MTWWeKs5gonE3USKpA4q9VMkS3ChsphNUXxleiY/eTyX7z86np8syiXVbtwYXVX2iyo5\n", "QK0s4ZKmjBgR0uwWCiakRDqGuAtJT1IIMaJIT1IIIQaRFEkdVOqnSJbgJEsgVXKAWlnCJUVSCCFC\n", "kJ6kEGJEkZ6kEEIMIimSOqjUT5EswUmWQKrkALWyhEuKpBBChCA9SSHEiCI9SSGEGERSJHVQqZ8i\n", "WYKTLIFUyQFqZQmXFEkhhAhBepJCiBFFepJCCDGIpEjqoFI/RbIEJ1kCqZID1MoSLimSQggRgvQk\n", "hRAjivQkhRBiEBlaJA8ePMimTZvYtGkTx44dA2Dr1q0UFxdTXFzMqVOnjNz8oFGpnyJZgpMsgVTJ\n", "AWplCZehz7iZP3++//WOHTsAsNlsLF682MjNCiHEoDG8J1lRUcGGDRtYuXIlEyZMoLS0lLa2NjRN\n", "Iy8vr8++o/QkhRBGCLcnafjTEnNzc3nllVfYvHkzEyZMoKioyP+zkpISozcvhBADMiQXbmw2GwkJ\n", "CQHrLZbQzz7u2cdwOBwRW+5+rUKe2zNFMs9bb70V8f3R7a233or4/lDt70V+P30vh8PQ0+3GxkZS\n", "U1MB+PDDD3nyySeprKwkJycHgG3btrF06dKgn1XpdNvhcLBgwYJIxwAkS18ki7o5QK0s4Z5uG1ok\n", "t27dSkdHBwCzZ88mNzeXjz/+mNraWgBmzpxJfn5+0M+qVCSFEMOHUj3JZcuWBawrKCgwcpNCCDGo\n", "ZDC5Dv3tZRhBsgQnWQKpkgPUyhIuw69ui8FR29JBeWM7UZkTaHd7ibWYIx1JiBFB7t2+CzS0dvLq\n", "7suU1bUB8NePjacwPy3CqYS4Ow3JvdtHjx7tz8dEPzW2e/wFEqD0fCM+Nf/bJsSwE/J0+9e//jUZ\n", "GRn4fD4uXbpEdnY2V69eJT4+ntmzZw9VxoiL9PCFRFs0mXEW6lrdAMwdn4gpKipiebpFer/0JFnU\n", "zQFqZQlXyCI5e/ZsZs2axebNm/nGN75Beno6N27cYM+ePUOVTwCj4q38vGgiZ2pbsWpuZuemRjqS\n", "ECNGyCI5a9YsALxeL+np6QBkZGRgs9mMT6YQFf4LmJMSS05KbKRj9KLCfukmWQKpkgPUyhIuXT1J\n", "j8fTa9nlchkSRgghVKOrSKampnLo0CFcLheHDh0iJSXF6FxKUWmMl2QJTrIEUiUHqJUlXLqKZGFh\n", "IYmJiXz00UckJibKfJBCRJjL4+VcXSt/qm6hsc0d6TjDmoyTFOIutPtiI/9jbyUAj+Ul858fySbJ\n", "FnpWLdHFkHGSt/ck//CHP4SXSggxaDo8XjaervMv77vcxM02T4hPiIHQVSS3b9/ea9npdBoSRlUq\n", "9VMkS3AjKYvVbOK+0fH+5Qy7Bbs18DbVkbRPjKTr3m2fz2d0DiGETlFRUay+L5PxSTHcbPewIDeZ\n", "zHhrpGMNWyGL5M2bN/F4PLS2tlJfX4+maXi93hF3JKnSGC/JEtxIy5IRb+XJezIinkMvlbKEK2SR\n", "PHv2LG63m9raWk6fPt31gejooPNECiHEcBSyJ/nII4+wcOFCioqKWLhwIQsXLmTBggVBn1cznKnU\n", "T5EswUmWQKrkALWyhEvXhZtp06YZnUMIIZQU9jjJyspKxo0bh8lk7KTmMk5SCGEEQ8ZJ/uIXv6Cy\n", "spLt27dTVVXFli1b+h1QCCHuJrqK5JQpU/yPgZ0/f76hgVSkUj9FsgQnWQKpkgPUyhIuXUXS6/UC\n", "YDbLc1WEECOLriLpdDrZsWMHEydONDqPklQa4yVZgpMsgVTJAWplCZeuO25WrVpFbW0teXl5nDx5\n", "UvcdOAcPHqS2thaA8ePHM2vWLGpqati9ezdms5nHHnuMMWPG9D+9EEIYTNeRpN1uJy8vD4D777+f\n", "VatW+X/W3t7e5+fmz5/PypUrWblyJQ0NDQAcOXKENWvW8Nxzz3H48OGBZB8yKvVTJEtwkiWQKjlA\n", "rSzhGvA4np07d4b8eUVFBa+//jqTJk0CugpuN6tV7jcVQqhtwEXyTqfeubm5vPLKK3zyyScA9ByW\n", "abHcHfPfqdRPkSzBSZZAquQAtbKEy9gR4Z+z2Wz+Wxm7r5RD12wmofQ8RHc4HLIsy7Isy4OyHI4B\n", "z0xeXFzMihUrgv6ssbGR1NSux59++OGHPPnkk2zatImVK1eiaRrbtm3rc7IMle64cTjUeWawZAlO\n", "sqibA9TKEu4dN7qubvfXgQMH6OjoALqe4Q0wd+5c1q5di6ZpFBYWGrl5IYQYMEOPJAdCpSNJIcTw\n", "Yci926HYbLaBfoUQQigr7CLpcrl6LRcVFQ1aGFX1t+FrBMkSnGQJpEoOUCtLuHQVyTfffJODBw8C\n", "cOPGDXlaohgQn6bx6fUW/ufeCjaerqOhtTPSkYTok66e5O19xw8++IDVq1cbGkx6ksNXeWM7/2Xz\n", "edzerj+97zw8lhX3ZkY4lRgpDOlJ3j7BbnS0oRfFxTDX2uH1F0iAypuuEO8WIrJ0FUmPp/eDzzs7\n", "R9bpkUr9lOGQJSvRyqzsrpsLbNEmCvNTI5bFCKpkUSUHqJUlXLoOCadPn84HH3zAhAkTuHTpEvfd\n", "d5/RucQwlhZn5a8ezaHG2UG81UxOSmykIwnRJ93jJF0uF9XV1YwZM4bYWOP/qKUnKYQwgmF33Nhs\n", "NiZMmNCvUEIIcbfS1ZPctGmT0TmUplI/RbIEJ1kCqZID1MoSLl1F8vbp0EpKSgwJI4QQqtFVJK1W\n", "K3V1df7l7kkrRgpVZi8BydIXyRJIlRygVpZw6epJtra28i//8i/+CyllZWWGTGohhj9nhwe3TyPJ\n", "Fo3pDvOJCqECXUeSsbGxvPbaazz99NM8/fTTTJ8+3ehcSlGpn3I3Z7nc2M4PSy7y7U1lHKhowusb\n", "0ARUA8piJFWyqJID1MoSLl1F8vbL5TNmzDAkjBi+vD6N3x6t5kJ9O41tHn7+hwqqbo2sto24Ow14\n", "PkmjyDjJ4cXr0/hJ6UWOVTsBiAJ+vWoquakykFwMLcPmk6yoqODIkSN4PB7Ky8v7FU6MXGZTFF+f\n", "M5bMeAtWcxR/WTCesYkxkY4lxB3pKpKHDh2iurqaa9euER0dfdc8L3uwqNRPuZuz5Kfb+eXyKfzb\n", "6mksmpSKJXrwnkN3N+8Xo6iSA9TKEi5df6XV1dXMnz/fPxtQXFycoaHE8JVqtzAqwUq0Sa5si7uD\n", "riJpNpuNzqE0lcZ4SZbgJEsgVXKAWlnCpatItre343a7AXC73QF34AghxHClq0guWbKEd955h7Ky\n", "MrZs2cLixYuNzqUUlfopkiU4yRJIlRygVpZw6brjJjU1la997WsGRxFCCPXoHid59uxZLl26xJQp\n", "U5g8ebKuLz9z5gznz5/H5/Mxb948srOz2bp1K16vF4CJEyf2efeOjJMUQhjBkPkkd+7cSVJSEk88\n", "8QQnTpxg7969LFy48I6fa2hoYNWqVQBs376d7OxsbDbbiDtdF0LcvXT1JJuampgzZw5Wq5U5c+bQ\n", "0NCg68sLCgoC1nm9XjZu3MiGDRs4fvx4eGkjRKV+imQJTrIEUiUHqJUlXLqOJC0WS9D1zc3NJCYm\n", "3vHzO3fuZM6cOQAUFRX518u8lEII1ek6kmxra6O+vh6A+vp6utuYe/bsueNn9+3bR35+Punp6QE/\n", "66v4duv5Xx+HwxGx5QULFkR0+z2Xu8ebqZCnp0jnuT2T/L3I7+dOefTSdeHmn//5n+ns7GTs2LFU\n", "VVWRm5uL2WymrKyMn/70p31+bv/+/WRkZDB16lT/usrKSnJycgDYtm0bS5cuDfpZuXAjhDCCIRdu\n", "CgoKmD17dsD6o0eP9vmZuro6Dhw4wNSpUykrK6OlpYUXX3yRyspKjhw5AsDMmTN1B42knkdwkSZZ\n", "gpMs6uYAtbKES1eRDFYgu9fv2rWLwsLCgJ9lZmbyox/9KGB9sIs5QgihqgHPJ1lcXGzIoxzkdFsI\n", "YQTD5pMUQoiRSIqkDv29KmYEyRKcZAmkSg5QK0u4pEgKIUQI0pMUQowoQ96TjJJnJwshhjFdRbKu\n", "rq7Pn4VTke9WKvVTJEtwkiWQKjlArSzh0lUkf/e733Hr1q2gP4uPjx/UQEIIoRJdPcl3332X1NRU\n", "WlpaeOihh8jNzTU8mPQkhRBGMOS2xNWrV2O1WvH5fBw9epR9+/bx0ksv9TukEELcLXSdbjc3NwPQ\n", "2NjItWvXSE5ONjSUalTqp0iW4CRLIFVygFpZwqXrSHLdunWkp6eTnp7O0qVLsVqtRucSQggl6OpJ\n", "/va3v+VrX/vakA73kZ6kEMIIhoyTXLNmjYyHFEKMSLqKpNVqpaKigiNHjuDxeCgvLzc6l1JU6qdI\n", "luAkSyBVcoBaWcKlq0geOnSI6upqrl27RnR0NIcPHzY6lxBCKEFXkayurmb+/PmYTF1vj4uLMzSU\n", "alSaUVmyBCdZAqmSA9TKEi5dRdJsNhudQwghlKSrSLa3t+N2uwFwu934fD5DQ6lGpX6KZAlOsgRS\n", "JQeolSVcusZJLlmyhHfeeYeamhq8Xm+vZ2cLIcRwNuD5JI0i4ySFEEYYkvkkS0tL+/MxIYS464Qs\n", "kj//+c/ZuHEjv/3tb/mbv/kb3nnnHX74wx9SUVExRPHUoFI/RbIEJ1kCqZID1MoSrpA9yT//8z8n\n", "JyeH9957j3/8x3/EbDbz7LPP8v777+v68jNnznD+/Hl8Ph/z5s0jOzubmpoadu/ejdls5rHHHmPM\n", "mDGD8n9ECCGMELJI5uTkAGCxWPzDgKKjo7Hb7bq+vKGhgVWrVgGwfft2srOzOXLkCGvWrAGMez7O\n", "YFNpjJdkCU6yBFIlB6iVJVy6epIul6vXstPp1PXlBQUFAet6FliZTUgIoTpdRXLmzJmsW7eO48eP\n", "s3btWmbOnBnWRnbu3MmcOXMA6Hkx3WKxhPU9kaJSP0WyBCdZAqmSA9TKEi5dRXLatGk89dRTJCYm\n", "smLFCu677z7dG9i3bx/5+fmkp6cD4PV6/T+708xCPXesw+GQZcWWT506pUyeU6dORXx/qLYsv5++\n", "l8Mx4HGSu3btorCwMOjP9u/fT0ZGBlOnTvWv27RpEytXrkTTNLZt28ayZcuCflbGSQohjGDIM25C\n", "6as/WVdXx4EDB5g6dSplZWW0tLTw4osvMnfuXNauXYumaX0WVyGEUEW/BpPrkZmZyY9+9CNWrFjB\n", "ihUrePHFFwHIysri+eef54UXXiAzM9OozQ+q/h6mG0GyBCdZAqmSA9TKEi7DiqQQQgwHA+5JGjXW\n", "UXqSQggjDMm920IIMVIMuEiOhAeEqdRPkSzBSZZAquQAtbKEa8BFMpzDViGEuNvIfJJCiBHFkHGS\n", "e/fuDVhnt9t58MEHiY4e8FBLIYRQVsjT7VdffZXq6mquX7/OjBkzev0vIyND95RpdzuV+imSJTjJ\n", "EkiVHKBWlnCFPAz8u7/7OwBiY2NJTU3t9bPU1FQ+/fRT45IJIYQCBnThRtF25qBTaS48yRKcZAmk\n", "Sg5QK0u4dBXJhx9+OOj6efPmDWoYIYRQja4iOWrUqKDrR48ePahhVKVSP0WyBCdZAqmSA9TKEq6w\n", "Trc9Hk/ALOVCCDGchRwnefr0aU6fPo3b7Wb69OmcOXOGuLg4srKy/DONG0XGSQohjDCo926fO3eO\n", "5557jjVr1rB9+3bWrFnDihUruHbt2oCDjhRur4/Lje1camijw+O98weEEEoJWSS7B4qbTCb/4xe6\n", "l0eS/vZTfJqGo+IW395Uxrc3naf0fCNujy8iWYwgWYJTJYsqOUCtLOEKOU4yISGBvXv34nQ6SUpK\n", "Ys+ePWRmZvofLytCu9Xu4e0jVfg+b2j8+nAVc8cnMjohJrLBhBC63fHe7evXrxMTE0Nqairl5eU4\n", "nU5mzJhheLDh0JNs7fTyk48ucaa2FYBR8Rb+3+VTSLXfHU+JFGI4GvR7t8eMGeN/PWHChP6lGqHi\n", "rGa+u2A8607U0OHxsebB0WEXyFpnJ/WtnaTEWshKlCNQIYaa7uai2+2mrq4On89HS0uLkZmUc3s/\n", "paXDQ1O7W9dnc1Js/PBLufy0MI+Jafawtnvtlosfbb/A97Ze4C+3fUblzXalejuSJThVsqiSA9TK\n", "Ei5dRbK8vJzNmzezY8cOALZu3WpoKJVdqG/j+9su8F83f8bxqmbdn+vP5MSXG9upau4EoLHNw2f1\n", "bWF/hxBiYHQVyaNHj7J69Wri4+MxmUzEx8cbnUsp3fedtnZ6eWP/FSpuuqhxdvL3Oy9T29Jh2HYT\n", "Y3p3Q5JtFqXugZUswamSRZUcoFaWcOmaDNJms/Xry30+H5qmDZur4Zqm4fZ9cZ3L69Mwco6PyRl2\n", "fvJ4LvsrmpiTncjUzPBO14UQA6frSLK9vb3XssfjueNnSktL+dWvfkVtba1/3datWykuLqa4uJhT\n", "p06FGTVyuvsp8THR/LdHxpFkiybGHMXffCmXjHirYduNtZgpmJDC3z6ex+LJaSTERCvV25EswamS\n", "RZUcoFaWcOk6kpw5cyb/8R//QXNzMxs2bNB1S2JRURFnz57ttc5ms7F48eL+JVXEvaPjeWvlFLw+\n", "yIi3YBoBD0ITYiTT/YybtrY2amtryc7OxmLRN4zl7NmzJCcnk5WVBXQdXba1taFpGnl5eSHHQQ6H\n", "cZJCCPUY8owb6HqmTV5eXr9CdSsqKvK/LikpGdB3CSHEUNDVk9y+fTtXr16loqKCd999l4sXLw54\n", "w3qORnv2MRwOR8SWu1+rkOf2TJHM89Zbb0V8f3R76623Ir4/VPt7kd9P38vh0HW6XVxczPLly9my\n", "ZQsrVqzg/fff55lnnrnjl99+ul1ZWUlOTg4A27ZtY+nSpX1+VqXTbYfDocwQBskSnGRRNweolcWQ\n", "022TyYTJZPIPBYqJufPtcbt27aK8vBybzUZubi4FBQVUVlZy5MgRoOti0N1ClV8uSJa+SJZAquQA\n", "tbKES1eR7OzsxOl0+ouknms9hYWFAesKCgrCjCeEEJGlqyeZlZVFcXEx8+bN4/Tp05SXlxudSyn9\n", "7WUYQbIEJ1kCqZID1MoSLl1HkvPnz2f+/PkATJ06lUmTJhkaSgghVKF7nORQU+nCjRBi+BjUZ9z0\n", "pbS0tD8fE0KIu46uIrljxw7ef/99XnvtNdauXcuf/vQno3MpRaV+imQJTrIEUiUHqJUlXLqKpNPp\n", "5JlnnuHee+/l+eefJz8/3+hcQgihBF1FsnvCWJ+v60l/3U9RHClUGuMlWYKTLIFUyQFqZQmXriLZ\n", "PTWa2WymubkZt1vfowuEEOJup6tIfuUrXwFgyZIl7N69m2nTphkaSjUq9VMkS3CSJZAqOUCtLOHS\n", "fVsidN2OuHLlSkMDCSGESvo1TvLjjz82/BZDGScphDCCIRNcOBwOrl+/7n9Wzblz5+Q+bCHEiKCr\n", "J9nQ0MDTTz/NqlWrWLVqFd/4xjeMzqUUlfopkiU4yRJIlRygVpZw9euOm/T09MHOIYQQSgrZk+x+\n", "kNfhw4cZN26cf/LcgwcP8vLLLxsaTHqSQggjDOq9292HyHPnzvUXSCGEGElCFskXXniBadOm+cdF\n", "Xrp0CbPZzFe/+tUhCacKlfopkiU4yRJIlRygVpZwhSyS8fHxAOzcuROn08kTTzxBc3MzBw8eHJJw\n", "QggRabou3DQ1NTFnzhysVisPPfQQDQ0NRudSikr3nUqW4CRLIFVygFpZwqWrSPb1+Nfm5uZBDSOE\n", "EKrRVSTb2tqor68HoL6+3v8gsD179hiXTCEq9VMkS3CSJZAqOUCtLOHSdcdNTU0Nb7/9NmPHjqWq\n", "qorc3FzWr19PWVkZTz31lNEZR4ybbW48mkaa3YLp8+nphBCRpeve7aNHjzJ79mzd67v5fD40TfPf\n", "zhiOkTZO8vyNVv5h12VaO718v2A883OSMZuCF8ralg7a3D7S7RYSbCNrbk8hBsqQZ9z0VQhDFcjS\n", "0lJ+9atfUVtb619XU1PDO++8w7p167h+/brukKqoc3ZyvbkDt9c3qN/rcnv5XwevcaPVTZvbxz/9\n", "oYKals6g773U0MZ/2fIZ/2ljGW8eukZTu8ztKYSR+nVboh5FRUUsXLiw17ojR46wZs0annvuOQ4f\n", "PmzUpgfdH//4R87UOvn2pjL+Yv1Z9ly6OaiFMorev4ioqCh8fRzgl56ro6m9axLk3RdvcqXJNWg5\n", "wqVSn0myBFIlB6iVJVyGFclg7Ha7/7XVah3KTQ+IPSGJN/94jZYOLz4NXv/4Sp9Hev0RYzHznfnZ\n", "jEuKISU2mpcfyuJCfSteX2ChTI39onURBdiih/RXKMSIM6QNrZ7tz76GFanonnumEld5yb9sMUdh\n", "DlGbrt1yUdvSSXqchZyUWF3bSIiJZtqoOKxmE+tP1WExRzFrbBJJsb1/RY9PzuRmB5TdaOPpGZnk\n", "per7fiOoNPZNsgRSJQeolSVcQ1okvV6v/3WUjqu3DofDv3O7D9cjsWw1m3hhWgIdHi8tnT5eeTib\n", "q+c+pdzdGfD+8ffO4q9LLtLY5sFuMfGLJ/OZlG6/4/ZuXL/G6RoXVc1dR6gLchIov3COB2ZMD3j/\n", "tx/O5tSZs7TXfYYlb27E948sy/LdthyOfs1MrtfZs2dJTk72T46xadMmVq5ciaZpbNu2jWXLlvX5\n", "WZWubncX67ZOL16fFvKKsqOiiX/Yddm//P1Hx/PElDRd27ly08Wui43YrSYey0thTGJMn1lUIFmC\n", "UyWLKjlArSyGzEzeH7t27aK8vBybzUZubi4FBQXMnTuXtWvXomkahYWFRm16wMrqWtlwuo6MOCvL\n", "7vli7ky79c5DmVJjo4kCuv/LkxGvv60wPsXG1x+S2ZaEUImhR5IDEakjyevNHXyn+DytnV2tgT+b\n", "ksZ3F4zT1R4AcHt9nK5p5cT1FqZmxDEzK55YS/jjRMXd72qTi3Una2nr9LLmgdFMSrff+UPCcMoc\n", "Sd6t2t0+f4GErlNgj0/DYtZXJC1mEw+MTeCBsQlGRRR3gXa3l389eJUT1U4Azt1o5X8/NZW0uLvn\n", "gqXoIuNHbpMRb+Gpe7tOsaNNUbzwwGiOfXIkwqm+oNJ4M8kSnMPhoNOjUdtjmFhTu4fOQb4JQU8O\n", "VaiUJVxyJHmbhJhoXnxwDIsmphITbSInxcbByq7B27dcbm443ditJrISbf36/tqWDtw+jYw4KzEy\n", "xnHYSrSZ+cZDWfzTngp8GnxzThapdjmKvBtJT1KnpnY3/+dwNbsuNpIQY+afiiYxJUNfj6nZ5cEU\n", "BdXNHRyraqHO2cn4ZBtfnppGTLT0K4crj0/japMLr09jbFKM9KYVIT1Jg1Td6mDXxUYAWjq8lJ6v\n", "Z0rG+Dt+7tPrLfzz/qusujedM3Vt7Ll0k5xkG2MSY7je3EluBAeDC2NFm6IiOthfDA4539PB4XBg\n", "s5joOSnPqPg731Z5w9nJ3++8THVzBxrQ1ull3vhErrd0cLPdo/ti0O1ZVCFZglMliyo5QK0s4ZIj\n", "yc/5NI2iqBI2AAAU3klEQVQOj6/PU6LclFheXTyB9adqyU+z86WJKbq+0+31EWOOYlS8lZYOLxoa\n", "/2nuWDQgK8hgcSGEWqQnCTS2uSk+c4MjV5tZNi2Nyelx3HB2kplgZWJqbK8xkl6fFnSexxvOTk5c\n", "b6Glw8vs7ETGJ9vwaRp/rLzF0au3OFnTyrVbHUDXUehrRRPITlb/VKzO2cmF+jYspiimZMaRJPNX\n", "iruc9CT74XSNk3Unu+a9bOv08YMPL9Dm9mE1R/H60nymZMT53xusQPo0jQ9O1bHpzA0Axibe4BdP\n", "5pMWZ+XhnCTGJcVwoPKi//0tHR404PCVW1ijTeSnxRIfo96vosXl4V8PXOXw1a5nGa15YDRrHhhN\n", "dB+TAQsxHElPEmh1fzF43OfTaHN3jWfr9GpcaXJx8uSnIT/vcvs4ed3pX65q7sT5+YB0U1QU45Jt\n", "fPfRcUSbojBHwXcXjGPz6Rv8dEc5P9x+ke3nG4JOixbMUPZ2mjs8/gIJ8IeLjbT1GGivUp9JsgRS\n", "JQeolSVcUiSB6aPiyUnu6g/mpMT6L9BEAUm2aNZft/NPf7jM1SYXVbdctPcoFAA3WjtZ88AoFuen\n", "AvBIThIpsV+MiYuKimLuuCT+bfU9/Nvqe5icbmdL2ReP5d1e1tCrUKsi3hrNjDHx/uX5OUnYLfIn\n", "IyKr+paLdSdq+P+PVnOlqd3w7Y34nqTHp/HJ1WauNrWTGW9F0zRudfhobHOTHmchxRbNvx2t5muz\n", "xrC9rIHTta18aWIKX5s1hlS7hWNVzfz3XZfp8Go8PD6RF2aOJtUeTUZ8V9GtvNnOzguNWExRTEiL\n", "xafBlHQ7/333ZS40dP2Cl92Tzv8zbyyWUJNURkhNSwfnaluxRpu4JzNOBkSLiHK5vby2t4I/Vnad\n", "4eSl2PgfX55Ecqz+v0vpSYbpcmM7r+4qp/ts9+8L8/j1viukxVl4dsYodl+6yeyxiTR3eDnx+Sn1\n", "zguNzBuXSE6KjaPXmpmcEcfFhjbiY6L5uKKJE1UtFE1JY864RF7dddl/weah7ER8moamafzt47mc\n", "uO4kNtrEhLRYap2dpNst2BQbcDw6IYbRCXIVXqih3e3jYv0XR4+VTS7a3T6MvAaq3qHLEGt3e+nZ\n", "DrzU0Ma/LJvM9xaM5/87Us3ByltsK6sPfOZMFDg7vXR6Ncwm+IvZWUxOj2X9p3VcaGjnf//xGg1t\n", "bqo+L5DQNStMepyF8sZ2spJsfHlqOmOTbPzgw4t8ff05is/cCDiVv51KvR3JEpwqWVTJAYOXJdEW\n", "zbMzRvmXV0/PJDnW2GO9EV8kxyXZeCwvGYCEGDPzcpKZmhlHfIwZl6frAo5PA02D+TmJJNmi+bMp\n", "qTS2ufn4chPbyxo4Ue3k7SNVZH5+il04KZWvzc7isxtt/Kwwz381eFF+Kmdrncwdl+Tf/rsnrtPk\n", "6ro3/DdHr1PV3IEQIjizKYrFk1N5Y9lkXl+az7P3jzL8ds8Rf7qdYrfwnx8Zx3MzR2G3mP2zgcdZ\n", "zHxpQjJ7ypuwmqMwRUXh9WksnZqGBuy/fIuFE5L56oNdQ2I2nr6Bx+dj1th4Yi0mfvNJNQBZiVZe\n", "XzqJTq+GCViQm9TrVrWEHkN/zFHccXiNKrM7g2TpiypZVMkBg5sl1mJm2qi4O79xkIz4IgldV7B7\n", "DpK+1e7hlweukhxr4QePjaep3cN7J2upb3Pj8mjERJt4YGw86z6tpc7pJtZi4i8fHU+H28tfzM7i\n", "Xw9e839XdXMnMWYz92QGb5o8c/8obrV7qG7p5OsPjWFccv9mFxJCGGPEn253a3Z5OFjRxIZTtVxq\n", "aONCQxtna528fbiKlNhoJmfYKZyUwvJp6TS1uUmJtVDndANdzeRrt1x0eDV+f7yGh8cn+r/3/jFx\n", "pNj7/m/RuCQbPynM441l+czPSQ46WL2n4dhnGgySJZAqOUCtLOGSI8nPOSqaeMNxFeg6svzJ43n8\n", "qbqFCamxZMZZsJi7hvA0uzy88kg2lxraMUXhv+gTG21mQmosuy7cJCEmmm/OyaLD4yPOauZO96dY\n", "zSasCg7/EULIOEkA2jo9vL7/Cvsv3/Kv++qDo/n98RqigJ8uyuN6SwcbT9+goc3N2EQrP3gsB2en\n", "lyNXmslPjyXNbsGndV38+V8Hr3GpsZ0np6aTHBvNo7lJ5KbK802EUIGMk+yHG043D2Yl+otkTnKM\n", "/zk3GtDa6cHl8dHQ1nV6XdXcyfGqFryaxqJJyfyp2snr+7uOQhdNTOHL96TR1umj9HwDV291UNvS\n", "yctzssIa8CqEUIOc4wEmUxRHrzXzrblj+cZDY/jOw9l89FnXbYOJMWZS7BZybrugYrOYKSlroLzR\n", "xd7yJv/63ZduMi0jjg6Pj6ufj5HccaGR8sbBuX1Kpd6OZAlOlSyq5AC1soRrxB5J+jSN8oZ2mlwe\n", "shKs5KfH8n8OV/HCzFHUt7p5ZsYoPD4Nu9XM2dpWrrd08N8WjOOTq7eYkhHHgYom8tPtVDS2Mznd\n", "TsVNF9A15CfRFk3KbQNcpecoxN1pyHuSW7duxevtOpWdOHEi06dPD/o+o3uSZ2qd/PWHF3H7NMYm\n", "Wvn7xRNoanfT2ulj3YkaXpqdxeXGdtw+jYv1bTS0efjKfRlkxFn4rL6dmy4PafZoWju93JMZx7m6\n", "Njw+jUdzkxmfYqO2pYN/P17D6dpWVtybzhP5acRa1brlUIiRSPmepM1mY/HixUO92QBHrzbj9mk8\n", "lJ3ItFFxNLS6cXl83Orw8M25Y6lq7sBmMeHp9FHV3Mm45BjS4ix4fBoZ8RZGJVg5XevkvZN1ZCVa\n", "+dvHc8lP7xrgWt/aydVbHay4N52vPzSGJJvljkN7hBBqGvJzQK/Xy8aNG9mwYQPHjx8f6s375aXG\n", "MmNMPJnxFn537Do//ugSVc0d/O7odT4sq++aOk2D335STXljO/vKmzhytZl1J2v5u52X+emOcmIt\n", "ZpJt0VR/fiEHup6q+Pr+K/y49BLfKf6MP1U7B7VAqtTbkSzBqZJFlRygVpZwDfmRZFFRkf91SUnJ\n", "UG/e74GsBOJjzPyo5BLQNd5x54VG7hsdzx8uNfHk1HQSbNH07EU0tbupav7igfMnqloYn2Kj6brT\n", "f3thQ5ubY9da/O/Zeq6egrxkJadBE0LcWUT/5VosoYfE9Pyvj8PhGNTlk0cPEd12k+QetyNmxltp\n", "dnnISrTi8WmkxJpZPKnrgV+psdEsnJhKh9fnf/+M0fGYouDPpqQxJqoFh8NBfEw0GT3mXHwwKwGL\n", "2TRo+bvvgR3s/dGf5Z4inef2TJHMs2DBgojvD/n93DmPXkN+4aayspKcnBwAtm3bxtKlS4O+b6gG\n", "k392o5X3TtaRZDPz4NgEPq1pZXxyDKPirHxyrZlEm5kZoxM4cq2ZkvMNfGvuWFpcHkYnxHDvKDsW\n", "swmbxdxrYoqKxnaOVjWTEmth5pgE0uJkfKQQqgj3ws2QH0lWVlayfv161q9fz5QpU4Z68wEmZ8Tx\n", "3P2ZTM2M4/DVZjo8XsYl2ciItzA/J5lHclN481AV739aR0uHl9c/vsL9Y+JZkJdMit1KfEx0wMw9\n", "uamxrJ4+ikWTUge9QKrU25EswamSRZUcoFaWcA15T7KgoGCoN3lH+RlxxMWYuW90HGmxFmIsZi7U\n", "t1Hd0oFH01g0IdE/GHxapp3MeGuEEwshhorcux1ERWM73936mf+piT9blIcpClweH/dkxvnnnBRC\n", "3H2UHyd5N2hoc/sLJMCFhjb+YnZWBBMJISJFxqUEMSrBStrnV6hNUTA5SZ3dpFJvR7IEp0oWVXKA\n", "WlnCJUeSQWQndT2m8lqTixS7BefVMmB0pGMJISJAepJCiBFF+SFAQghxN5EiqYNK/RTJEpxkCaRK\n", "DlArS7ikSAohRAjSkxRCjCjSkxRCiEEkRVIHlfopkiU4yRJIlRygVpZwSZEUQogQpCcphBhRpCcp\n", "hBCDSIqkDir1UyRLcJIlkCo5QK0s4ZIiKYQQIUhPUggxokhPUgghBpEUSR1U6qdIluAkSyBVcoBa\n", "WcIlRVIIIUKQnqQQYkSRnqQQQgwiKZI6qNRPkSzBSZZAquQAtbKEa8ifcVNTU8Pu3bsxm8089thj\n", "jBkzZqgjCCGEbkPek9yyZQvLly8HoLi4mBUrVgR9n/QkhRBGUL4nabfb/a+tVutQb14IIcIy5EWy\n", "54GrxWIZ6s33i0r9FMkSnGQJpEoOUCtLuIb8dLu0tJSioiIAdu3aRWFhYdD3HTt2jKampqGMJoQY\n", "AZKTk5k1a5bu9w/5hZv29nag64iy+3Uw4fyfEEIIowz5kWR1dTX79u1D0zQKCwvJzMwcys0LIURY\n", "lL3jRgghVCCDyYUQIgQpkkIIEYIUScX5fD68Xm+kYwBqZRFiqAz51e07Uem2xa1bt/qLwsSJE5k+\n", "ffqQbr+0tJTy8nJWrFhBVlYWELn9EyxLJPfPmTNnOH/+PD6fj3nz5pGdnR2RfRMsR6T2y8GDB6mt\n", "rQVg/PjxzJo1K2J/L8GyRGq/tLe388Ybb/DSSy/179+RppjNmzf7X2/atCmCSTRtx44dEd2+pmna\n", "mTNntKqqKv9yJPfP7VkiuX/27dvnf/3hhx9qmhaZfRMshwp/Nx999JGmaWr8e+rOEqn9UlJSoh07\n", "dqzf/46UO5JU6bZFr9fLxo0b0TSNvLw8Je4ll/3TpaCgIGBdJPZNsByR3C8VFRVs2LCBlStXApH9\n", "e7k9SyT2y82bN7Hb7dhstl7rw9kvyhVJTaHbFrvvDAIoKSmJYJIvyP7pbefOncyZMweI7L7pmSOS\n", "+yU3N5dXXnmFzZs3M2HChIjuk9uzRGK/OBwOnnzyScrKynqtD2e/KFcke14YiIqKimCS3iJdkLrJ\n", "/vnCvn37yM/PJz09HYjcvrk9R0+R2C82m42EhAQg8n8vPbP0NFT7pba2li1btlBXV0dubq6/JxnO\n", "flHu6rbe2xaHQmVlpf+1y+WKYJIvyP7psn//fkaNGkVubq5/XST2TbAckdovjY2N/tfdR0qR+nsJ\n", "liUS++Xll19mxYoVLFiwgPvuu8+/Ppz9otyR5Ny5c1m7dq3/tsVIqqys5MiRIwDMnDlzyLe/a9cu\n", "ysvLsdls5ObmUlBQELH9EyxLpPZPXV0dBw4cYOrUqZSVldHS0sKLL7445PumrxyR2i8HDhygo6MD\n", "gNmzZwOR+/cULEuk9ktjYyMOh6PXkWQ4+0VuSxRCiBCUO90WQgiVSJEUQogQpEgKIUQIUiSFECIE\n", "KZJCCBGCFEkhhAhBiqQQQoQgRXIYefXVVwftu+rq6li3bh2bN2/m/fffx+PxBLxn79697N27t9/b\n", "+Oijj9iwYcMAUg5P27Ztu+N7nE4nb7/9NmfPnh2CRCObcnfciP775je/OWjftWfPHp599lmioqKo\n", "r69n3759LFq0qNd7uu+k6K8nnniCjRs3Dug7hiM9tw/Gx8ezYMECfD7fECQa2aRIDgM1NTUcOnSI\n", "S5cu8f3vf9+/vq2tjY0bNxIfH4/ZbOb8+fP81V/9lf/nO3bswOl0YjabcbvdLFu2jJiYGADMZjPt\n", "7e3Y7Xb/dFPd9u3bx82bNwG4fPky3/ve93Tl9Hg8bNq0CZPJhKZpAROdfvzxx9TV1WG1WnG5XBQV\n", "FZGYmMinn37Kpk2bWLRoEQsWLPAvP/744zz66KN9bs/pdPLuu+9it9sxmUzYbDba2tooKiryT0bR\n", "1zYBjh49SklJCS+++CIHDx7EarVy//33k5+fj9frZfv27f77kltbWxk/fjyPPPLIHffDwYMHqa6u\n", "xmq14vP5sFqtfPnLX8bj8VBSUkJZWRnFxcUA5Ofnc++99wLQ0NBASUkJdrudzs5OEhISyMvL07Xv\n", "xQAMdEJLoY7333+/13J5ebl/wlNN07SKigr/6wMHDmjnz5/3L7e0tGgbNmzwLzc0NGg/+9nPtN//\n", "/vfaa6+9pvl8vqDb7PmZO9m6dat248YN//Lhw4e19evXa5rWNaHv/v37/T/r7Oz0/0zTuia3vXr1\n", "qv9nH3zwga5tnjlzRnv77bf9y16vV/v973+va5ua1rVPS0tLA763pKREa2ho8C/X19dr586d05Xp\n", "3//937WWlhZ/nitXrgRsM5jf/e53mtfr9S//5je/0c6cOaNrm6L/5EhyGMvLy8Pr9fLRRx/5p4bK\n", "yckBoKqqivnz5/vfGx8f3+uzpaWl/PjHPyYmJoaqqip27tzJkiVLBpTH6XT2mk5s5syZXLlyBYDy\n", "8nJcLpf/CAq6js66PfLII2zYsIFnnnmGAwcOhDyCvN0DDzzgf20ymYiNjdW1zW5PPPFE0P8vqamp\n", "/uW0tDTS0tJ05Vm9ejWHDh3C5XLhcrl0T/ZgtVoxmb64jNDz/5cwjhTJYezkyZPcf//9TJo0Ceg6\n", "zausrCQnJ4fs7Gw+++wzJk+eDHT9o79d96l3WloabW1tA84TFxdHfX29v1AeP37cf7p63333UVNT\n", "w7x58/zv73mxyGw2Ex8fz61bt6irq2PhwoW6t3vy5En/LNher5fOzk5d2wzFZrPR2NjoL5Q+n4/y\n", "8nL/vu6Lx+Ph4sWLvfK/++67vaZa60tHRwderxez2Qx07b+e2YUxZBagYWDv3r00NTVx6tQppk+f\n", "jslkoqioiG3btvU68gBYvny5f113T9JkMuF2u1m+fLm/MFZUVHDkyBFiYmJwuVwsW7asV1+y28aN\n", "G1m1apWunB6Phw8++ACLxYLJZCI+Pp5PPvmENWvWkJOTw/Hjx7ly5Qomk8l/5Ns99T90HeX98pe/\n", "5KmnnmLatGm6tnn27FnKyspwuVzY7XZcLhdLlizxF7dQ29y+fTvHjh3zP7Dq/vvv9/cAPR4Pmzdv\n", "xmw2+58i+eijjzJ69OiQeVwuF2+++SYTJkwgKiqKjo4OHnzwwV7F9eOPP6axsRGTyYTH42H+/PmM\n", "Hj2a+vp6tm/fTkJCAp2dnZjNZhobG3nhhRcCzgTE4JEiKQbkvffe49lnn410jD6dOXOGqKgo3UVV\n", "iNvJ6bYIW/eRq8fjIT8/P9Jx+tTS0sKBAweArnZC9zNohAiHHEmKQXP06FGuXbsW9GezZ88mOzt7\n", "WGwzlIqKCk6cOBH0Z7m5uRGZ4V4MjBRJIYQIQW5LFEKIEKRICiFECFIkhRAiBCmSQggRwv8Fj74a\n", "rBhFDkAAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.577531\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VOd59/HvzGgWjfYdCRASIJAxYGxjwBgDtrERNrbl\n", "PYlLszRdkjRJE6d50zRtkyZtkr51s7RN8jZbHcfGNrvBiDUGIwhmMwYjCyS0sGrfNaNZz/uHzCCh\n", "YZiRNDMPmvtzXVzXnNHMnJ8O0qNz7vMsOk3TNIQQQvilj3YAIYRQmTSSQggRgDSSQggRgDSSQggR\n", "gDSSQggRgDSSQggRQFw4P/zAgQM0NjYCkJ+fz5133klDQwO7d+/GYDCwZMkScnNzwxlBCCFGJKyN\n", "5MKFC32Pd+zYAcChQ4d4/vnnAdi4cSOlpaXhjCCEECMS9svturo6XnzxRaZOnQqA1Wr1fc1kMoV7\n", "90IIMSJhbyQLCgr4whe+wOHDhwEYOMDHaDSGe/dCCDEiYb3cvsJisZCUlASAx+PxPa/T6a77nh07\n", "dmAwGMKeTQgRW1JTU7nzzjuDfn1YG8m2tjbS09OBq2eQdrvdt33lsT8Gg4E77rgjnPGEEDHo2LFj\n", "Ib0+rJfb+/fvZ+3ataxdu5Zbb70VgPnz57N69WpWr17N/Pnzw7n7UVNeXh7tCD6SxT/JMpQqOUCt\n", "LKEK65nko48+OuS5vLw8Pv7xj4dzt0IIMWp0qk6Vtnv3brncFkKMumPHjvHAAw8E/XoZcSOEEAFI\n", "IxkEleopksU/yTKUKjlArSyhkkZSCCECkJqkECKmSE1SCCFGkTSSQVCpniJZ/JMsQ6mSA9TKEipp\n", "JIUQIgCpSQohYorUJIUQYhRJIxkEleopksU/yTKUKjlArSyhkkZSCCECkJqkECKmSE1SCCFGkTSS\n", "QVCpniJZ/JMsQ6mSA9TKEippJIUQIgCpSQohYkqoNcmILAQmhFBHm82F3eUhNd5IgkkW27sRudwO\n", "gkr1FMnin2QZyl+O+nY7L2w5w6fXfMj/HrlEV587alluFtJIChFD3j7bzsUuJwCbKlqoa7/+iqWi\n", "nzSSQVi0aFG0I/hIFv8ky1D+clx7eW00RKYJUOWYDIfUJIWIIYsKUqlutXO62cazs7OZnG6JdiTl\n", "yZlkEFSqp0gW/yTLUP5y5CabeWFxPv/5+DRKpmdgjovMjRtVjslwyJmkEDHGZNBjitBl9lgg/SSF\n", "EDFFxm4LIcQokkYyCCrVUySLf5JlKFVygFpZQiWNpBBCBCA1SSFETJGapBBCjCJpJIOgUj1Fsvgn\n", "WYZSJQeolSVU0kgKIUQAUpMUQhFeTaO+vQ+H20tusokUizHakcYkmU9SiJvUsYvd/OOOGtxejYen\n", "Z/CZeXkkm+VXNNrkcjsIKtVTJIt/N3sWj1fj9fcbcXv7L+y2nm6luccZ8RzholKWUEkjKYQCDHod\n", "BWlXZ+SxGvVY4uTXUwVSkxRCEQ3dDradbuVyl4PSW7O5JSch2pHGJKlJCnGTGpdk5lNz86IdQ1xD\n", "zueDoFI9RbL4J1mGUiUHqJUlVGE9kzx16hSnT5/G6/WyYMECJkyYwObNm/F4PABMmTKFWbNmhTOC\n", "EEKMSFhrku+88w6LFy8GYOvWrTz88MPs3LmTBx988IbvlZqkECIclKpJXmkgB/J4PKxfvx5N0ygs\n", "LJSGUAihtIjUJHfu3Mm8efMAKCkp4cknn+Spp56isbExErsfMZXqKZLFP8kylCo5QK0soQp7I7l3\n", "716KiorIzMwc8jWjMfCwq4EHtry8XLYV2z558qQyeU6ePBn146Hatvz/XH87FGGtSe7bt4+srCyK\n", "i4t9z9XX1zNp0iQAtmzZwsqVK/2+V2qSQohwUKYm2dTUxP79+ykuLqayspLu7m5WrVpFfX09hw4d\n", "AmDOnDnh2r0QQoyKsDWS2dnZfOMb3xjyvL+bOaorLy9n0aJF0Y4BSJbrkSzq5gC1soRKOpMLIUQA\n", "MnZbCBFTZI0bIYQYRdJIBmG4XQfCQbL4J1mGUiUHqJUlVNJICiFEAFKTFELEFKlJCiHEKJJGMggq\n", "1VMki3+SZShVcoBaWUIljaQQQgQgNUkhREyRmqQQo6TH4aap24nd5Yl2FBFF0kgGQaV6imTxb7Sz\n", "XO5y8C9v1/HptRX8+tAlOuyuqGUZLlVygFpZQiWNpBB+nLjcw9EL3bg8Gm9+2EJViy3akUSUSCMZ\n", "BJVmL5Es/o12Fr3u2m2d/xdGIMtwqZID1MoSKmkkhfBjdm4SiwtTSTIbeHZ2NlMzrdGOJKJEGskg\n", "qFRPkSz+jXaWnCQTLyzO53+eLGbVHbmkWIKfelWV46JKDlArS6jCulqiEDezeKOBeKMh2jFElEk/\n", "SSFuYh6vRnOvE71OR3aiKdpxbgrST1KIGOHxapTXdfBnaz7kL9dXcrKhJ9qRxiRpJIOgUj1FsvgX\n", "i1mae5z8cE89Lq9Gr9PDT8rP0+1wRzxHMFTKEippJIW4Sen0YDJc7ZpkNugwhNBVSQRHapJC3MSO\n", "X+rmJ+XniTfq+eq9+dJVKQjKrLsthAi/OXlJ/OTxaRh0kGCSX+dwkMvtIKhUT5Es/sVylmRznN8G\n", "MpaPyWiSRlIIIQKQmqQQIqZEpJ9kT4/0xxJCxIaAjWRFRYXff6+++mqk8ilBpXqKZPFPsgylSg5Q\n", "K0uoAjaSBw4cQK/XU1tby7vvvovT6eTgwYOkp6dHKp8QQkRVwJpkT08PiYmJvPbaa3zsYx/zPf/6\n", "66/z3HPPhTWY1CSFEOEwqjXJxMREAEymwQPnr90WQoixKqgbNzabDa/XC4DH46G7uzusoVSjUj1F\n", "svgnWYZSJQeolSVUQXXRX7FiBb///e8xmUw4HA4eeeSRcOcSQgglSD9JIURMiUg/yYaGhuG8TQgh\n", "bjpBNZKnTp0atH3gwIGwhFGVSvUUyeKfZBlKlRygVpZQBdVIVlVVDdqOi5PZRoQQsWFYl9tX7nTH\n", "CpXWDJYs/kmWoVTJAWplCVXAU8ItW7Zgt9uprKzE5XL5ns/JyQnqw0+dOsXp06fxer0sWLCACRMm\n", "0NDQwO7duzEYDCxZsoTc3NyRfQcibLr73FS12vB4NaZkWEm3GqMdSYiIC3gmuXLlSp555hnmzJnD\n", "M8884/u3ePHioD68tbWVJ598kqeffpoTJ04AcOjQIZ5//nk+9rGP8e677478O4gAleopkcri8njZ\n", "VNHMN8rO8vfba/jt4Uv0Oj1RyRIMyTKUKjlArSyhCupye8WKFcP6cH+NqdV6dXp5Gbmjrh6nh62V\n", "rb7tndVtgxaZEiJWBNVIjvRGzc6dO5k3bx4AA7tlGo03x+WbSvWUSGWxGvXcnpfo256RnYDVaIhK\n", "lmBIlqFUyQFqZQlVUI3k1q1bOX/+PHV1dbz66qtUV1cHvYO9e/dSVFREZmYm0D+s8QrdDVZ2G3iK\n", "Xl5eLtsR3D588I8sy9X4+pJ8vrJoIp+cYeXEkYPK5JNt2R7JdiiCGnGzceNGHnvsMd58801KS0t5\n", "4403ePbZZ2/44fv27SMrK4vi4mLfcxs2bOCJJ55A0zS2bNnCo48+6ve9Ko24KS8vV+YvoWTxT7Ko\n", "mwPUyhKW1RL1ej16vR6LxQKA2Wy+4XuamprYv38/xcXFVFZW0t3dzapVq5g/fz6rV69G0zSWLVsW\n", "dFAhhIiGoM4k165dS0lJCUeOHGHp0qVs3LiR0tLSsAZT6UxSCDF2hGXsdl5eHhs3bmTBggV88MEH\n", "1NTUDDvgWNTZ5+Z0Uy/17XYUnS9ECDFMQTWSCxcu5E/+5E+wWCwUFxfz+c9/Pty5lBKo4NvZ5+JX\n", "717ki2+e4QsbT3OyIbyLpA23+BwOksU/VbKokgPUyhKqkIclxsXF+WqTAMePHx/VQDebhm4n26va\n", "AHB6NNaebIpyIiHEaBrW2O2B6urqRiGG2gLdlYs3GrDEXT2Mk9Is131tuLNEmmTxT5UsquQAtbKE\n", "SqbzGaH8VAv/UjKF9SebyE+18HBxRrQjCSFG0YjPJGPBjeops8Yl8k8PTubTd+WRk3Tj7lHhzBJJ\n", "ksU/VbKokgPUyhIqaSSFECKAEa9xE64+kzdjP8naNjsHz3WSYTVyx/gkMhNkAg8hVBOWETfixhq7\n", "HfxdWTVt9v6Zcp6fk8Mn5+ZFOZUQYqRGfLk9Z86c0cihtGDqKT1Oj6+BBDh+uQe3Z/RncFeptiNZ\n", "/FMliyo5QK0soQqqkdy/fz+VlZUAVFdXD1otsaCgICzBbjYZViPzJib5th+/NYs4g5R8hbjZBVWT\n", "XL16NQ899BAZGRl4vV7WrVvHM888E9ZgN2NNsqXXSX17H1aTgcnp8ZjjpJEUQjVhqUkmJCSQkdHf\n", "/0+v12MwGG7wjtiUmWCSmzVCjDHDOtXR62PrDEmleopk8U+yDKVKDlArS6iCau10Oh1tbf3jk9va\n", "2gbNLi6EEGNZUDVJj8fDzp076enpwWKxUFJSMuJ1b24k2jVJTdM419GH3eUlN9lMikV6SwkxFoSl\n", "JmkwGCgpKRl2qJvRics9/P32szg9Gg8VpfMX88eTLA2lEDEnqMvtqqqqcOdQztqTTTg9/SfZO6ra\n", "aOh2RDlRP5VqO5LFP1WyqJID1MoSqqAayffff3/Qdm1tbVjCqKQwPd732BKnJ94od/SFiEVBXT86\n", "nc5B2++//z6FhYVhCaSKR4oz0OvgXEcfT87MZmJqeOeJDJZK8/JJFv9UyaJKDlArS6iCaiQXLlzI\n", "9u3bWb58ebjzKCMnycynZOy1EDEvqMvtl19+ma6uLtasWcOaNWs4efJkuHMpRaV6imTxT7IMpUoO\n", "UCtLqII6k1yxYgVz5871bW/dujVsgYQQQiUjnk8yXKLdT1IIMTaFZd1tIYSIVUE1kl1dXaxdu5aX\n", "XnoJt9vNhg0bwp1LKSrVUySLf5JlKFVygFpZQhVUI7lt2zYef/xxUlJSwj4cUQghVBJUI2mxWDAa\n", "jb7tWJsqTaU+XpLFP8kylCo5QK0soQqqkby2M7nXO/rLEgghhIqCaiSzs7MpLy/H7XZz8OBB8vPz\n", "w51LKSrVUySLf5JlKFVygFpZQhVUI7l48WLS09OxWCyMGzdOuuYIIWKG9JMUQsSUsMwn2dLSQllZ\n", "GfHx8TidTkpKSkhPTx92SCGEuFkE3QXo+eef5+mnn+a5555jx44d4c6lFJXqKZLFP8kylCo5QK0s\n", "oQqqkbRarb7FvwwGAxaLGtOGCSFEuAXVSPb19Q3attlsABw6dGj0EylIpT5eksU/yTKUKjlArSyh\n", "CqqR9Hq9/PrXv+bYsWP89re/xWKxUFFRwfHjx8OdTwghoiqoRtJms3H33XdjsViYP38+xcXFKHpT\n", "PCxUqqdIFv8ky1Cq5AC1soQqqLvbn/jEJ0hMTBzyfH5+PhcuXGDChAl+3+f1etE0LeaGMQohxo4R\n", "95PcuHEjpaWlQ57ftm0bNTU1lJaWkpfXvwzC5s2b8Xg8AEyZMoVZs2Zd93Oln6QQIhzC0k9yOEpK\n", "SqioqBj0nMVi4cEHHwzXLoUQYtRFdNJdj8fD+vXrWbduHceOHYvkrkdEpXqKZPFPsgylSg5QK0uo\n", "Ijo5ZElJie9xWVlZJHcthBDDErXlGwbOT3k9A//6lJeXR2170aJFUd3/wO0r/c1UyDNQtPNcm0l+\n", "XuT/50Z5ghW2GzcAFRUVpKam+m7c1NfXM2nSJAC2bNnCypUrr/u5cuNGCBEOEV8I7Hrdf3bt2kV5\n", "eTm7du3inXfeAfobyStrd0+fPn2ku46Ya/8CebwaHXYXDrcn6lmiSbL4p0oWVXKAWllCFVRNct++\n", "fdx7771+vzZwPe6Bli1bNuS5xYsXhxAtelweL519bixxehLNgw9Rr9PDttOtbDjVxK3ZiXz6rlzG\n", "JZmjlFQIEW5BXW5/5zvfYebMmdx7771kZ2dHIlfULrdtTg9vVbbwynsNFKbH88K9+UxIvTqhx8nL\n", "PbzwVpVv+4sLJ/DojKyI5xRCDE9YLrefeOIJHnvsMSoqKnjjjTeG9H8cS+ra7fzy0CVsLi+nGnvZ\n", "Wd026Ovua9b36XPLej9CjGVBNZKzZ8/GaDSydOlSli9fzqZNm8KdSxmaBocPH/ZtT0638tgtmeiA\n", "Kenx3J2fEtE8KtV2JIt/qmRRJQeolSVUQdUky8vLKSgo4MCBAyQmJvKlL30p3LmipiAtns/Oy+PV\n", "9xooSLPwYFE69R/U+L6eEh/HZ+7K46lZ2cQb9aTG37grkxDi5hV0TfK+++7jnnvuidhkFdHsAuRy\n", "e+lwuLEY9CRZItrfXggRZmEZu/3EE08we/bsYYe62Rjj9GTFmaIdQ4SJy+NFr9Nh0OuiHUXcBIKu\n", "ScYyleopksW/YLN80NDD19+q5nu7aznX0XfjN4QxS7ipkgPUyhKqoBrJrq4u1q5dy0svvYTb7WbD\n", "hg3hziXEqLvc5eDvt5/lVFMv++s7+dWhi7g80jtBBBb0aomPP/44KSkpxMXFXo1OpfU5JIt/wWRx\n", "ezXsrquNYmuvC4939GfYV+W4qJID1MoSqqAaSYvFMmhCCplpXNyMshKN/MW8/nkEzAYdn503HotR\n", "fpZFYEE1kk6nc9C21xtblygq1VMki3/BZLHEGXh0Ria/fKqYXzxZzJy8oUuSRCpLJKiSA9TKEqqg\n", "rp2zs7MpLy/H7XZz8OBB8vPzw51LiLAwxxmYlBYf7RjiJhL0VGkVFRXU1NQwc+ZMCgoKwhxLpkoT\n", "QoRH2Na4mTFjBjNmzAAGzwsphudcex9tNhdZiUbGp1hu/AYhRFQErEmuW7eO9evXs379etauXcva\n", "tWtZs2YNr7zySqTyKWG06ylnW238zeYzfL2smr99q5rzIfTXU6m2I1n8UyWLKjlArSyhCngmmZiY\n", "yPLly9m/fz9Go5E5c+Zw7NgxUlNTI5VvTDrbaqfH2T9hb4vNRX1HHxNT5WxSCBUFPJNcvnw5AJcv\n", "X2bevHmYTCYWLFhAT09PRMKpYrT7eGVYr3an0gFp8cH3PVWpv5lk8U+VLKrkALWyhCqo306dbvAY\n", "11jrAjTabslO4B+XFfJBQw9zJyQzLcMa7UhCiOsIqp+k1+ulpaUFgJaWFlwuV1hDqWa06ylWk4FF\n", "Ban81YIJzJ2QjDEu+KWGVKrtSBb/VMmiSg5QK0uogp4FaNu2bfT09JCQkMDTTz8d7lwxpbKpl7LT\n", "reQlm7lvShrZiTIDkRCqGPGSshcuXLjuiokjESv9JC929vGFjaexfTSm+GO35fCZu/KinEqIsSvi\n", "S8oeOXJkpB8R02wur6+BBKhq7sU7sr9bQohRNOJGMhaEs56SnWhi6eT+LlUGHTw1Owe97vqTwapU\n", "25Es/qmSRZUcoFaWUMXevGeKSbHE8fm7J/DYjCzijQYK0qS/pBAqGXFNcuPGjZSWlo5WHp9YqUkK\n", "ISIr4jVJIYQYy6SRDOByl4MPm3p573QtAB6vhvuj6f57nR62nW7hm2XVbKtsocfhjkgmlWo7ksU/\n", "VbKokgPUyhKqEdckw9H9RwX17Xb+ruwsLTYXBakmvpbey+/fa8Dm8vDnd42n1+XhP/adB+DIxW4y\n", "E03MnZBMc4+TVpuL1Pg4xiWZfZ9X126nodtJVoKRyenxQ0YxCSHUNOKaZLhEuya5s6qV/7v3HAD3\n", "FKTQYXdxqtEGQKoljm/eN4mvl531vf6b9xUwLcvKd3bVUNvWR5bVyL+umMKktHhq2+x87a0quh0e\n", "TAYdL64sYnpWQjS+LSFintQkR0mK+epJttVooM129XK6y+EmyRLH+OT+kTHjk01MzexvDGvb+qc9\n", "a7a5qGzqb1QvdjrodvTP+uP0aNS1hWcpUyHE6At4ub1nzx7mzp3LL3/5yyGT7LpcLoqKisbsHehb\n", "chL4m0UTOXS+kzvGmVlUkMp3d9fi8Wp8ceFE8lMt/PDhqbTb3aTFx5GdaKbVNnhMe8pHs/tkJhjR\n", "6+DKwnzjkoY/7LC8vFyZGVWGk8Xl8XKmxUZjt5MJKWaKMq2jUnq42Y/LWM4BamUJVVA1ycLCQr/d\n", "fNauXTtmG8kkcxwPF2fycHEmBw8eZN78+fy/J4vxahq5SWaMBj3ZiWayE6/WHadlWvnG0kn84Ww7\n", "8ycmMyO7/5K6KNPKiyuLONNsoyA9nuLs2L3UPt1s42tvVeHV+lcs/I9Hp1GUKbMgCXUFbCSXLl0a\n", "+M0xsgb3ggULAG44MW680cD9U9O5f2r6oOcNeh235iRya87IV+dT6a/xcLKc6+jznVE7PBpNPc5R\n", "aSRv9uMSDgNzXOzs43yng1RLHFMzrcTpI3vjUJVjMhxBtXJpaWl+n4/VGcp7HG5q2/rQgMnpFhLN\n", "wf+x8Hg1DBH+AVXJpFSLr/RgidOPqPQggnOpy8E3t53lcrcTvQ6+v2Iqt+clRTvWTSOoGzdLlizx\n", "+/yNzjTHioF9vJxuLxtPNfPCW1V87a0qNp5qxuG+8STENqeH7Wda+T9bq1n/QROd9uHNyalSf7Ph\n", "ZJmencCPHp3GN+8v4D9WFjFllCYcvtmPSzhcydHY7eRytxPo/+N0+HxX1LLcjOTudhD0ej21bXZe\n", "ea+B9y93s/Zkk+9ra0420RVER/KzrTba7W7m5CXi8WpUtdjCGVlZcXodt2QnsHRyGlOlFhkRafFx\n", "xBuv/qoXZ8lxD0XAfpJut5u9e/ditVpZsGABO3fuxGaz8dBDD2G1hvdAR7uf5ECN3U6+/OZp2uxu\n", "7i1MpdPu4kRDLwCzcxP49rLJN7zkPnaxi+/urqPX6cFs0PEPywqZNzElEvGF4ExzL6cae8lNMjNz\n", "XEJIJaKxZlTX3V6/fj33338/7e3t/PCHP2TVqlVkZGSwadMmnnvuuRt+uNfrRdM0DAZD0IFU1Ot0\n", "02bvP1ssr+3giwsnMC8/BbT+jubB/MB12N30frRCosOjDep3KUS4TctKYJoMYBiWgJfbZrOZzMxM\n", "ioqKGD9+POPHj8disWCx3Hg6r23btvGLX/yCxsZG33MNDQ288sorvPbaa1y+fHnk6SOks/ECd0/q\n", "P+vTgESzgWdn5/DsbTmMTwluarPcZDMD79fkJQ/vhkUkazsXO/t47XgDq483cLFzaAd4lepMkmUo\n", "VXKAWllCFfAUyG63o2kadrud6upqHA4HZrMZh8Nxww8uKSmhoqJi0HOHDh3i+eefB8I3xVo49LY1\n", "8aWF83h8RibxRgNT0uND/oyiTCv//kgRZ1vtFKRbKFb8r3qPw82Py8/z/uX+5YOPXuji2w/euKwg\n", "xFgT8Cf+/vvv54033sBgMPDlL3+ZdevWAbBw4cJh7WxgHdNkunm6flzp45WREDhzVYuNIxe6yE0y\n", "MScvmdQB62nH6XXMHJfIzHEj6ysZqf5mdrd30M2l6lY7dreXAX3nler7Fs0sPQ43fW4vKZY4jAa9\n", "MsdFlRygVpZQBWwks7OzB9UeP/GJT4xoZwPvERmNxhF9VrjVt9u50Okgw2oMqvPt+Y4+vr612ld3\n", "/NI9E1h5S1YkooZFijmOZ2Zn89LRBgCenpU9aDy76Hehs48fl5+jtq2PT8wZx8PTM4g33dw1eDFY\n", "RH/qPR6P73Ew43UHjve8UtOIxPa5Djtfe6uazj43eh18Z2kerstVAd9/rqHF10ACvH+pi/F9F7j9\n", "9ttHNd+V58J9PA4dPEBxchr/sbIIAEdTPYcOnh30+pMnT/K5z30uLPsPdfvnP/85s2bNiuj+zWYz\n", "FfrxnLjc39Ph/717kRk5CbSeeY8ronU85P8n8HYogpoqTdM0zp49i9PZ3yH18OHDfPKTn7zhh1dU\n", "VJCamkpeXv8SqRs2bOCJJ55A0zS2bNnCo48+et33RrML0KFznXxrR41ve9Vtmay6a2LA9zT3Ovnn\n", "nbWcbrGh18E/PzQ5LF18VJooQLLAbw5f4rX3r96c/PGjRbRVHVfiuMj/j3+j2gXoig0bNlBYWEh8\n", "fP8NC73+xn3Qd+3aRU1NDRaLhYKCAhYvXsz8+fNZvXo1mqaxbNmyoENGWmaCEbNBh8PT//djRu6N\n", "G7usBBPfeqCQ8x19JFkMTB7GzZ1gqPKDBpIF4MGidI5f6qauvY+Pz8lhUlo8MxQ5LvL/MzqCOpPc\n", "vHlzwLO+cIh2Z/Izzb2cbbMzLsnMLdlWLHHB15mujKhp7nUyPtnM5FEaeifU1OVw0+fykmqJwxQn\n", "g9hUF5ZJd7u7uwdtNzU1XeeVY8e0rARWTM/k9rwkjhz8Y0jvPd3cy99sPsN3d9fx1S1V1LTah5XB\n", "5fbS3OsctH5OMP3N6tvtHL3QxQU/fRtHk0p936KZJdkcR3aiyddAqnJcVMkBamUJVVCX27W1tfzi\n", "F78gIyMDgMrKSv7hH/4hrMFUZXd56HK4STAarttnsKatfzqwJLOBx27JpM3uItthDKmPYa/Tw+aK\n", "Zl57v5HJ6fF8dXE+E/x0XK9q6eWP9V3kJpu4c3wybTYXX3urCpvLS1p8HP/28FQmpYXn0l+IaLrY\n", "2UdNm50kcxzTMuOxmsJzHzqoT33ooYe46667fNt79uwJSxhVXamndNhd/P5YA2WnW5k5LpG/WTSR\n", "3GTzkNfnp5ox6XV86s5cfnvkMq8cb+TRWzL51J25dDncVDbZiDfquSUngbR4/12h6trt/OZI/6ik\n", "Dxp7eftsO6vuyB1U2+nvdnTWd1f9cwvGk2AyYHP1z0rUbndzvsMRtkZSpTqTZBlKlRww+lkaux18\n", "a/tZLnb130z+u/smcd+U9Bu8a3iCutwe2EBC7EyRdq3qFhtvftiCy6vx3qVu3r/U7fd1t2Ql8KNH\n", "izhxuYeejxqwzR+2UNtu57u76/jh3nq+vauWtz5sGVGebodnULejU429ZCZcbXR1QLpV+jaKsafN\n", "5vY1kAD7ajvCtq9hVZkbGhpGO4fSrtRTru3bqR/Qwdzj1Wizueh1ejDG6SnKShh0lhmn12HQ66hp\n", "u1qfPFDfSZ/Lgz8FafF8Zm4uVqOemeMSuG9K2qAsANmJRmbm9A9v1OvgoWnp3JKdwHcfmszH5+Tw\n", "gxVTw7o0gkp1JskylCo5YPSzpMbHkT3ghGB+GGfUGtZpxsGDB2+acdcj0ef20NDlxDquAK+mUZQZ\n", "z8fn5LDZv7H4AAAZWElEQVS1spU5uYnclpvke93b1e28dPQyE1MtfOmeiUxMtbBiegbdDg917XY+\n", "MWcceUkmZuUkcLKxv/PxA1PTsRj93zVPMBl4amY2DxSlEx+n91vPzEww8Y37CrjQ0Uei2cDkjP6R\n", "QfPzU5ifL9Ow3cwauhxsO9PKpS4HpbdmMyNH7bH+kZabbOZfS6ZQ1WIn2RJHcXb4TgYCdgFqbm4m\n", "LS2N9vb2Qc/v2LHDN1FFuES7C5DT7aXsdAv//ceLxOl1/NOyQubnp+B0e+l2uLEaDb7hZ2dabPz1\n", "xtNkWI3kJJm4bVwin76rvwO9pmm4vRpGQ/9Je2O3g6pWO/FxeqZlWUmSoX7Cj58fvMCGD5oBsBr1\n", "/FfpdL837kToRrUz+Zo1a3jmmWd4+eWXBzVYA6c/G6tabC5+9seLALi9Gv/z7kWKs600dDlp73Mz\n", "IcXMhI8aSa9X456CFCamWKhqsZFuNeJwezDHGdDpdBgNOjrtblptLhLNBhYVxObaQCI4Hq9G7YCy\n", "jM3lpc914yVCRHgErEl+/vOfJysri6lTp7J06VLfv8mTJ0cqX9QY9TqSzFcvhbMSjNS22vny5jP8\n", "444a/q6smktd/f0QJ6VaWJCfwmvvN3L0Yjf//ccLnGm5+kPe0uvkxXfq+asNlXx18xnq24fXbxLG\n", "dp1pJMZSFoNex3OzczB+VPNeMT2dnMTQZ80aS8ckmoK61ispKRm0PXXq1LCEUUlWoonvLZ/Cbw5f\n", "ItWi5/k78th+us23HGpjj4vGbid5yRbiTQbcnsF/6TtsLk429JBkMtBic3Hwo8WXmnpdHL7QNexu\n", "OeFeNkOo4fbxSfxX6XQcbi95yWaSLFKWiZagjvy1cz9OmzYtLGFUU5ydwPdXTKWmzcY3t53l8Vuz\n", "+Nz8PDISTGhopAz4wb11XCLp1jjabG4mp8fTZnfx3T/UYTbo+MdlhYM+N2UYP/DnO/p4s6IZpyeT\n", "tDY7hWEaGx6KsdwPbyRGI4tepxvx//FYOybRMqw/T9u2beOxxx4b7SxKMuh1bK5opbnXRYo5jktd\n", "Dn5//DwTUsx8/LYcPJrG5S4n+akWfrRyGp19bjyaxgtb+qdWc3g0alrt/O2SfN6saGFOXmLIax7b\n", "nB5+sv88Jz6aJfyDhh7+fWXRdTuiCyFGz7D6SXq9sVVETjH314aMBh2r32+k2+HhwyYbhy90s6Wi\n", "le/9oY4X3qrC6fFSnJ1AvNGAYUAfygSzgQeLMnhxZRF/dtd4Mm8ww/m1HB7voHHYl7udQa31HW4q\n", "1Zkky1Cq5AC1soQq4Jnkiy++SH5+/pDnKysrY6Kf5BVzM6FlatqQ5/W6/j6SOYkmGnucNPW4mJQW\n", "T0Gahe+XTGFXVTtTM+NZ+NEiYibD8GaISTbH8ek783hx3zkAPjU3V84ihYiQgP0kr7dYVyQW8Yp2\n", "P8lrtfQ4OH6phwtdDtZ/0Ex+qpnP3z2BstOtGHQ6xqeYmTshOWy1QqfbS31HH15NIz/VQvx1OqFf\n", "y+PVON3cS21bHxNTzRRnJch0XiKmjWo/ybvvvtvv86mpsdfP72xbH//2zjmKMuJ5fEYWt+Ul8t8H\n", "LlD10TRos8cl8vD0jLDt3xSnH9YQw+pWGy9sqeKj+YP590emMjs3tJroWOLVNM539OFwe8lNNktn\n", "fnFDAU8pcnJy/D4fKxNcaJpGdYuN3RUXsRj1WI16qlrtvH6iEU3TqO+4Wies7+ijzxP+OmGotZ3m\n", "XpevgQS4PGBSgEhnCadgsxy/1M3nN5zmrzed4XdHLw+aqzPSWcJNlRygVpZQyXVXAKebbbz4Tj2v\n", "f9jFd3fV8rXFk8hKMHJvYSrNPS4+ftvVPyLP355DikW9OmFeshmrsf+/2WjQMSktdoe2ebwar7zX\n", "gOujzq6bKlpo7Bm9PxpibApq+YZoUKEmefJyN+c7HXg1Dbenv1/ke5d7uNjZx8mGXr6+JJ+8ZDN6\n", "XX/jE2yd8ApN06hps9Nhd5ObbCbvo1mDWntdXOpykGA2UJBmQR/EypKB1LbZudztICvBxNSM+KBW\n", "qhyrflJ+nrcq+6eosxr1/HfpdMbLmOiYEpaFwGJRdYuN7/2hjna7m/xUC8unpZOTZGLbnlbfa7oc\n", "HpblJA7r8zvs/SNyLnQ6uNDpoKKxh39ZPhWLUc+P9tVz6EI3Rr2O75VMuW6/So+3v5G1OT1MSDGT\n", "cZ2uRYXp8Up0PlfBs7OzsRh1XO5y8OzsHGkgxQ3J5bYfXX1uTlzuod3eX68619GH0+0l2RzHZ+7K\n", "JdUSx4L8ZBbkJw/r8x1uD2+caOS7u+v47ZHLuL0aGQkmLnU7aOh2cuhC/2S+Lq9GWeXgiXkH1naO\n", "Xezii5tO87dbq/nRvnO021zD/I6HR6U6U7BZcpPN/OX8CXz7wSnMGOYfuNHKEm6q5AC1soQqJs8k\n", "u/rcuL0aafFxgy49z3X08fr7jdhdHu6ZNHg+xgmpFrITTTw1M5v7p6RxucvJ+U4HJoM+5M7h3Q4P\n", "2063+bb313Xw5Mxs0uLjMOr1WOL09H3UWXxqgDvamytafGPJD13oprHHSZpVvbqoEDezmGskq1ps\n", "/ODtOnpdHr66KJ+7Jiaj0+mwOT38tPw8Jxr6h/5ZjQb+fF4eHzT0sqgwhSnp8Rw810mcDgwGHf+0\n", "sxavBneOT+LrS/JJs/Y3lKebe9lX20FukokF+alkJAxttKwmA3eMT+Kdj6acnzUukUUFKRSmx6PX\n", "6fjBiinsqm5jYoqFewsHd7caOAa2ODvBN3FGgslAojm0muhIqTQeV7IMpUoOUCtLqGKqkbS7+hvC\n", "850OAL6zu5ZfPXULuclmnB4vnX0uFhem9o/H7u5j4aQUcpJMFKZZ+NnBC6RY4shLNtPZ5+Yr9+bz\n", "y3cvcvRiNxc6HaRZTVzo6OPDxl7i9DpsLi/HL3XzQNHQxYmsRgN/Pn88d+cn46W/kRyXdHWphxk5\n", "iUFdCj40LZ0ks4HL3U6WTk6VSVmFCIOYq0l6BtzM1zS4spVsieOz88ZzvrMPj0dj8eR0vr2rlu/t\n", "ruNsi42aVjuZVhMvH2vgzYoWfv7HC5TemsW4pKuX2j1OD6+faOLV44388tAlGrod182Rk2jigaIM\n", "HizKGNRA3sjA2k5mgolHZ2TxF/PHMy0r8tP7q1RnkixDqZID1MoSqphqJOONBr50z0QyrUasRj3f\n", "vK/AN5lpq83FL969wNLJaczLT8bm9PgmPT1wrpu7J6UMmmTC5uqf5++pmdm+OqDLo9E64OZJZbMt\n", "ct+cECIsYrKfZJvNiccLGQlGXx/Exm4H757v4teHL2F3eclNMnH/1HReea+B3CQTX1s8kVabhx/s\n", "qcOrwYzsBP709hyMcXpmfTTMr6XXybe21/hWRPzmfZNYGqa1gIUQwyP9JIOQbh16NzozwUSP04Pd\n", "5UUH3DUxmfxUM19fMgmXx8PbZzuYlZvIdx+azOlmG10OD+9d7uGZ2dm+z/BoGl9bkk9Tt5MksyGs\n", "y7kKISIjpi63/Wm1udhxppVX3mvgliwrVqOelbdkcqbZxvffrudH+87h8MDe2g6KMqy88l4jvzvW\n", "wMZTzbx+oonW3v6+lKcae/ir9af5wobTtNhcTMtKGLJcrFfTONPcy/66jkHrb4dCpdqOZPFPlSyq\n", "5AC1soQqJs8kB9p5ppXfHLkMQLLZwD8uK6S518nmD/s7cbu8GmdbbfygZArn2u1MSDVT0dS/bna8\n", "UY/D48Xl8fI/716k1+kB4L8OXGBObhL514yTrm6xcexiNxqwt6adj80Zx2QZCSOE0mK+kTzZ0Ot7\n", "3OXwkGyOw6DT8ak7x3G+08Gh810syE/hO7tr0aHjrxdOAKCx28niwlRsLg96nY7kAVNumQw6rp1f\n", "1+n28k5tB2+caALgkeIM2m1OCLGRVKm/mWTxT5UsquQAtbKEKuYvt1dMz+DKmJu5E5Jos7v41vaz\n", "/O/RBnqdHv7+/gJ+uv88TT0uGnuc/OeB84z/qNvPplPN5CSaMOh1fHZeHrfnJVGQZuE7D032TVZx\n", "RZfDzZYPrw4x/MPZ9kENqxBCTTHdSF7s7GNvTTt/Ni+Pr947kRXTM9h+ug3HRxMwHjzXhcej+Yb+\n", "AXi8cMf4ZJ6dnc0/L5/smyBhUlo8//xQIT96tIg7xycPmWnHEqenOPtqX8ZpmVbGJctayqNFsgyl\n", "Sg5QK0uoYvpU5r1L3eyt7WBvbQfzJyaj0zHoDNBk0IEO/vSOcfzv0cvodTr+z9JJTM9OoLbNzu+O\n", "NqDTwcduy2FSWjzmOAPX6xaeaI7jS/dM5OC5TjQNFuSnkGSWcdZCqC4m+0lesfNMK//3nf7FtZLM\n", "Br58z0ROXu5Br++f0fvBonSOnO+kvL6Lv5yfx+zcJDITTHT2ufjalirqO/pH1EzLjOf7JVNlAXkh\n", "bgKh9pOM6cvt2/KSKJmWwbhEE8/OzmFWTgKTM+KZOzGZBKOBf/1DHfWdTu6fkkZjj4vOvv7uPk63\n", "RmPP1ZE1Dd1OmntlhmshxqKYbiSzE0389cIJ/Ofj03l6VjZpCSZm5iZyvsPB9qr+2uSJyz3kJZtp\n", "6Hby9a3VXOzsIzU+jlV3jANABzx+axbtttFfK8UflWo7ksU/VbKokgPUyhKqmL8+NMXpBy2xOjHF\n", "wrn2vkGvcXo0yk73z0je6/RiNOi5JdvKp+7MBR0crOtgQf7g+SeFEGNDTNckr6fN5mLtyUb+WN/F\n", "vYWpXOx0sK+ug3kTknhh8STSrEb63B4+bLRxvrOPoox4pmcnjHgtGiFE+Ck/dnvz5s14PP0jU6ZM\n", "mcKsWbMiHeGG0q1GPnPXeD4+Zxxmg566djsrZ2SSn2L2zfhjiTNw+/gkbh8f/jWs+1wenB6NJLMh\n", "phfxEiIaIl6TtFgslJaWUlpaqmQDeUWcXkeSOQ5TnJ6m0+9xe17SdRfaCqfzHX18Z1ctX3rzDOV1\n", "HRw+ejTiGa5HpTqTZBlKlRygVpZQRfxM0uPxsH79ejRNo7CwMOrLxqpuzclGjl7sXxjsX/5Qx/cW\n", "59zgHUKI0RTxRrKkpMT3uKysLNK7H5ZojjvtcXh9j70apKSpMz+lSuNxJctQquQAtbKEKqpdgIzG\n", "wCNOBp6il5eXx9z2/v37+cScHNLj49ABf3pbJhNSzMrkk23Zvlm3QxHxu9v19fVMmjQJgC1btrBy\n", "5Uq/r4vm3e1rlZeXR/UvYUuvE6dHI90ax5GDf1Tmr3K0j8tAkkXdHKBWFuXvbtfX13Po0CEA5syZ\n", "E+nd35RCXddbCDF6pJ+kECKmyNhtIYQYRdJIBmG4Bd9wkCz+SZahVMkBamUJlTSSQggRgNQkhRAx\n", "RWqSQggxiqSRDIJK9RTJ4p9kGUqVHKBWllBJIymEEAFITVIIEVOkJimEEKNIGskgqFRPkSz+SZah\n", "VMkBamUJlTSSQggRgNQkhRAxRWqSQggxiqSRDIJK9RTJ4p9kGUqVHKBWllBJIymEEAFITVIIEVOk\n", "JimEEKNIGskgqFRPkSz+SZahVMkBamUJlTSSQggRgNQkhRAxRWqSQggxiqSRDIJK9RTJ4p9kGUqV\n", "HKBWllBJIymEEAFITVIIEVOkJimEEKNIGskgqFRPkSz+SZahVMkBamUJlTSSQggRgNQkhRAxRWqS\n", "QggxiqSRDIJK9RTJ4p9kGUqVHKBWllBJIymEEAFITVIIEVOkJimEEKNIGskgqFRPkSz+SZahVMkB\n", "amUJlTSSQggRgNQkhRAxRWqSQggxiqSRDIJK9RTJ4p9kGUqVHKBWllDFRXqHDQ0N7N69G4PBwJIl\n", "S8jNzY10BCGECFrEa5Jvvvkmjz32GAAbN26ktLTU7+ukJimECAfla5JWq9X32GQyRXr3QggRkog3\n", "kgNPXI1GY6R3Pywq1VMki3+SZShVcoBaWUIV8cvtbdu2UVJSAsCuXbtYtmyZ39cdPXqUjo6OSEYT\n", "QsSA1NRU7rzzzqBfH/EbN3a7Heg/o7zy2J9QvgkhhAiXiJ9JXrp0ib1796JpGsuWLSM7OzuSuxdC\n", "iJAoO+JGCCFUIJ3JhRAiAGkkhRAiAGkkFef1evF4PNGOAaiVRYhIifjd7RtRadji5s2bfY3ClClT\n", "mDVrVkT3v23bNmpqaigtLSUvLw+I3vHxlyWax+fUqVOcPn0ar9fLggULmDBhQlSOjb8c0TouBw4c\n", "oLGxEYD8/HzuvPPOqP28+MsSreNit9v58Y9/zCc/+cnh/R5pitm0aZPv8YYNG6KYRNN27NgR1f1r\n", "mqadOnVKu3jxom87msfn2izRPD579+71PX7rrbc0TYvOsfGXQ4Wfm+3bt2uapsbv05Us0TouZWVl\n", "2tGjR4f9e6TcmaRKwxY9Hg/r169H0zQKCwuVGEsux6ff4sWLhzwXjWPjL0c0j0tdXR3r1q3jiSee\n", "AKL783Jtlmgcl/b2dqxWKxaLZdDzoRwX5RpJTaFhi1dGBgGUlZVFMclVcnwG27lzJ/PmzQOie2wG\n", "5ojmcSkoKOALX/gCmzZtYvLkyVE9JtdmicZxKS8v55FHHqGysnLQ86EcF+UayYE3BnQ6XRSTDBbt\n", "BukKOT5X7d27l6KiIjIzM4HoHZtrcwwUjeNisVhISkoCov/zMjDLQJE6Lo2Njbz55ps0NTVRUFDg\n", "q0mGclyUu7sd7LDFSKivr/c97uvri2KSq+T49Nu3bx85OTkUFBT4novGsfGXI1rHpa2tzff4yplS\n", "tH5e/GWJxnH57Gc/S2lpKYsWLWLmzJm+50M5LsqdSc6fP5/Vq1f7hi1GU319PYcOHQJgzpw5Ed//\n", "rl27qKmpwWKxUFBQwOLFi6N2fPxlidbxaWpqYv/+/RQXF1NZWUl3dzerVq2K+LG5Xo5oHZf9+/fj\n", "cDgAmDt3LhC93yd/WaJ1XNra2igvLx90JhnKcZFhiUIIEYByl9tCCKESaSSFECIAaSSFECIAaSSF\n", "ECIAaSSFECIAaSSFECIAaSSFECIAaSTHgMbGRjZu3MiLL77o9+s/+9nPaG5uDukz33jjDTZu3MjG\n", "jRvZtGkTXV1dQ16zZ88e9uzZM5zIAGzfvp1169YN+/1j1ZYtW274mp6eHn71q19RUVERgUSxTbkR\n", "NyJ0OTk5lJaWsmbNGr9ff+aZZ0hLSwvpM3U6HaWlpQFfc2UkxXAtX76c9evXj+gzxqJghg8mJiay\n", "aNEivF5vBBLFNmkkxzCn08m2bduorq5m1apVZGVl+b52+PBhduzYQWFhIUlJSbhcLp544gnfYH+z\n", "2cy6deswGAzYbDZWrlxJcnIy0D+hQ3t7OwC1tbV85StfCSqP2+1mw4YN6PV6NE0bMtHpO++8Q1NT\n", "EyaTib6+PkpKSkhOTubEiRNs2LCBBx54gEWLFvm277//fu69997r7q+np4dXX30Vq9WKXq/HYrFg\n", "s9koKSnxTUZxvX0CHDlyhLKyMlatWsWBAwcwmUzcdtttFBUV4fF42Lp1q29ccm9vL/n5+dxzzz03\n", "PA4HDhzg0qVLmEwmvF4vJpOJhx9+GLfbTVlZGZWVlWzcuBGAoqIibr31VgBaW1spKyvDarXidDpJ\n", "SkqisLAwqGMvRmCkE1oKdbzxxht+n3/77be1pqamIc///Oc/9z0+duyYVlVV5ff9DodDW7dund+v\n", "Xe95fzZv3qw1Nzf7tt99911tzZo1mqb1T+i7b98+39ecTqfva5rWP7nt+fPnfV9bu3ZtUPs8deqU\n", "9qtf/cq37fF4tN/97ndB7VPT+o/ptm3bhnxuWVmZ1tra6ttuaWnRPvzww6Ayvfzyy1p3d7cvz7lz\n", "54bs05+XXnpJ83g8vu3f/OY32qlTp4Lapxg+OZOMYRkZGb7H8fHxOJ1Ov68brclae3p6Bk0nNmfO\n", "HM6dOwdATU0NfX19vjMo6D87u+Kee+5h3bp1PPvss+zfvz/gGeS1br/9dt9jvV5PfHx8UPu8Yvny\n", "5X6/l/T0dN92RkbGoOMZyNNPP83Bgwfp6+ujr68v6MkeTCYTev3V2wgDvy8RPtJIiiG8Xi+1tbVM\n", "mTIFgI6OjiEzOw9HQkICLS0tvoby2LFjvsvVmTNn0tDQwIIFC3yvd7vdvscGg4HExEQ6Oztpampi\n", "6dKlQe/3/fff982C7fF4fH8MbrTPQCwWC21tbb6G0uv1UlNTw9SpUwO+z+12U11dPSj/q6++Omiq\n", "tetxOBx4PB4MBgPQf/wGZhfhIY3kGLBnzx46Ojp8tSy9Xk9JSQlnzpyhurqampoaLl68SEJCAgsW\n", "LGDcuHHs2bOHyspKmpqayM7O5vDhw3i9XmbMmIFer+f8+fMcOXIEs9nsq1eO1IoVK1i7di1GoxG9\n", "Xk9iYiJVVVXU19dTUFBAW1ubL/+VSVEH7nfJkiX89Kc/5fHHHw9pvykpKb7a5JW6I3DDfW7dunVQ\n", "ffC2227z1QBLSkrYtGkTBoPBt4pkMGe3brebHTt2UF1djU6nw+Fw+GY0vyInJ8eXye12s3DhQsaN\n", "G8cjjzzCK6+8QlJSEk6nk+TkZMrLy8nPzycxMTGkYyKCJ1OliRF5/fXXee6556Id47pOnTqFTqdj\n", "xowZ0Y4iblJyJilCduXM1e12U1RUFO0419Xd3c3+/fuB/hritWdsQgRDziTFqDly5AgXLlzw+7W5\n", "c+cyYcKEMbHPQOrq6jh+/LjfrxUUFERlhnsxMtJICiFEADIsUQghApBGUgghApBGUgghApBGUggh\n", "Avj/58oUnS3vlqkAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.534783\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VOed5/93ValKpX1BO0JICAFht1mDMRAbbDm2Y8AQ\n", "j+M48Uwy3Z2T+eWc5KQny0w609nTnUxn6ThOfv4lnXYwjtkNBsxig5EIYKxgY0CAEBJIQjtCW+11\n", "f38IFRJVFLckVdUj9H2d43N0S1V1P1xLXz31vc99rkHTNA0hhBABGaMdQAghVCZFUgghgpAiKYQQ\n", "QUiRFEKIIKRICiFEEFIkhRAiiJhwvvnRo0dpamoCoKCggHnz5rFz5048Hg8AxcXFzJo1K5wRhBBi\n", "WMJaJJcsWeL7et++fQBYrVZWrVoVzt0KIcSICWuRBKipqWHLli2sWbMGAI/Hw9atW9E0jaKiIu6/\n", "//5wRxBCiCEzROKKG7vdzo4dO3jmmWcGPb5nzx4ee+yxcO9eCCGGLOwjSej7iJ2UlOT3uNlsvuNr\n", "9u3bh8lkCmcsIcQYlJqayrx583Q/P6xFsr29nfT0dAD6B6y1tbVMnDgR6Bth3onJZJKP4kKIEVdR\n", "URHS88M6Bai8vJzNmzezefNmZsyYAfQVyU2bNrFp0yamTp0azt2PmLKysmhH8JEsgUkWf6rkALWy\n", "hCqsI8knn3zS77Fly5aFc5dCCDGiInLiZigOHjwoH7eFECOuoqKChx9+WPfz5YobIYQIQoqkDir1\n", "UyRLYJLFnyo5QK0soZIiKYQQQUhPUggxpkhPUgghRpAUSR1U6qdIlsAkiz9VcoBaWUIlRVIIIYKQ\n", "nqQQYkyRnqQQQowgKZI6qNRPkSyBSRZ/quQAtbKESoqkEEIEIT1JIcSYIj1JIYQYQVIkdVCpnyJZ\n", "ApMs/lTJAWplCZUUSSGECEJ6kkKIMUV6kkIIMYKkSOqgUj9FsgQmWfypkgPUyhIqKZJCCBGE9CSF\n", "EGOK9CSFEGIESZHUQaV+imQJTLL4UyUHqJUlVFIkhRAiCOlJCiHGFOlJCiHECJIiqYNK/RTJEphk\n", "8adKDlArS6ikSAohRBDSkxRCjCnSkxRCiBEkRVIHlfopkiUwyeJPlRygVpZQSZEUQoggwtqTPHr0\n", "KE1NTQAUFBQwb948GhsbOXjwICaTieXLl5ObmxvwtdKTFEKEQ6g9yZgwZmHJkiW+r/ft2wfAiRMn\n", "eO655wDYvn07q1evDmcEIYQYlrB/3K6pqeHnP/85kydPBiA+Pt73PYvFEu7djwiV+imSJTDJ4k+V\n", "HKBWllCFvUgWFhby5S9/mffeew+AgZ/uzWZzuHcvhBDDEpETN1arlaSkJAA8Ho/vcYPBEPR1A//6\n", "lJWVRW176dKlUd3/wO2lS5dG/Xj0bw8U7Ty3Z5KfF/n/c7c8eoX1xE17ezvp6ekAvPnmmzz++ONs\n", "27aNNWvWoGkau3bt4sknnwz4WjlxI4QIB6Umk5eXl7N582Y2b97MjBkzAFi0aBEbN25k48aNLFq0\n", "KJy7HzFD/QsUDpIlMMniT5UcoFaWUIX17HagUWJeXh7PPvtsOHcrhBAjRq7dFkKMKUp93BZCiNFO\n", "iqQOKvVTJEtgI52lw+Zm20fNfGtPFYcutWN3e+7+ojBlGSpVcoBaWUIlRVKIAD5q7Oa3x+p5v76L\n", "H71TS1WrLdqRRJRIkdShf26iCiRLYCOd5brNNWi726F/JKnKcVElB6iVJVRSJIUIYFZOIunxfZM/\n", "pmbGU5RujXIiES1SJHVQqZ8iWQIb6SyF6XH84skp/PtTU/juyiKyk2KjlmWoVMkBamUJVVjnSQox\n", "muUkxZITQnEU9yaZJymEGFNknqQQQowgKZI6qNRPkSyBSRZ/quQAtbKESoqkEEIEIT1JIcSYIj1J\n", "IYQYQVIkdVCpnyJZApMs/lTJAWplCZUUSSGECEJ6kkKIMUV6kkIIMYKkSOqgUj9FsgQmWfypkgPU\n", "yhIqKZJCCBGE9CSFEGOK9CSFEGIESZHUQaV+imQJTLL4UyUHqJUlVFIkhRAiCOlJCiHGlIj0JE+e\n", "PDmUlwkhxKgTtEj+7ne/Y+vWrWzevJmf/vSnbNiwgZ/85CccO3YsUvmUoFI/RbIEJln8qZID1MoS\n", "qqD3uJk/fz7z5s1jx44dfOELXyAjI4OWlhbeeeedSOUTQoioCjqSnDdvHgAej4eMjAwAMjMzsVrH\n", "1u01VbpnsGQJTLL4UyUHqJUlVLp6km63e9C23W4PSxghhFCNriKZnp7OsWPHsNvtHDt2jLS0tHDn\n", "UopK/RTJEphk8adKDlArS6h0FcmVK1eSnJzMW2+9RXJyMqtWrQp3LiGEUEJY50meOXOG8+fP4/V6\n", "Wbx4Mfn5+ezcuROPxwNAcXExs2bNCvhamScphAiHUOdJBj273c/tdhMTc+upb7/9Ng899NBdX9fW\n", "1sbatWsB2L17N/n5+VitVhmJCiFGDV0ft3fv3j1ou7u7W9ebL1u2zO8xj8fD1q1b2bJlCxUVFbre\n", "J9pU6qdIlsAkiz9VcoBaWUKlayTp9XqHtZP9+/ezcOFCAEpLS32P79mzZ1jvK4QQ4RZ0JHn9+nVa\n", "Wlro6emhtbWVlpYWGhsbdY8kAQ4fPkxJSYlvnuVAZrM56GsH/vUpKyuL2vbSpUujuv+B2/3zzVTI\n", "M1C089yeSX5e5P/P3fLoFfTETXl5OS6Xi4qKCt9JlJiYGObMmUNSUtJd3/zIkSNkZmYybdo032O1\n", "tbVMnDgRgF27dvHEE08EfK2cuBFChMOILnDxwAMPsGLFCkpLS1mxYgUrVqxg6dKlugpkc3Mz5eXl\n", "VFZWsn37dl555RWgr0hu2rSJTZs2MXXqVN1Bo2mof4HCQbIEJln8qZID1MoSKl09yenTp4f8xllZ\n", "WXzzm9/0ezzQyRwhhFBVyPMka2trmTBhAkZjeNfrlY/bQohwCMt6kj/72c+ora1l9+7d1NfX88Yb\n", "bww5oBBCjCa6iuTUqVN9J1uWLFkS1kAqUqmfIlkCkyz+VMkBamUJla4i2X8ZoclkCmsYIYRQja4i\n", "2d3dzb59+yguLg53HiWptBaeZAlMsvhTJQeolSVUus5ur127lqamJoqKivjggw+GfQWOEEKMFrpG\n", "kvHx8RQVFQEwZ84c36IVADabLTzJFKJSP0WyBCZZ/KmSA9TKEqphz+PZv3//SOQQQgglDXs9ye3b\n", "t7N69eqRyuMj8ySFEOEQkftuCyHEWCFFUgeV+imSJTDJ4k+VHKBWllBJkRRCiCCkJymEGFMi3pO0\n", "Wq3DfQshhFBWyEXSbrcP2h54O4Z7lUr9FMkSmGTxp0oOUCtLqHQVyRdffJGjR48C0NLSwttvvx3W\n", "UKNZGO/QK4SIAl09ydv7jps3b2bdunVhDTbaepJeTeNUQxdbTrdQPC6Oxz82juzE2GjHEkLcJiz3\n", "3b59gd2B9+AWfWqv2/nOW9W4vBrv1XVijTHymftyoh1LCDFMuj5uu93uQdtOpzMsYVSlp59ic3lw\n", "eW8Nyus77UGeHd4skSJZAlMliyo5QK0sodI1JJw1axabN29m0qRJXLp0iZkzZ4Y716iTlxzLJ4pT\n", "eedSB3FmI49Py4x2JCHECNA9T9Jut9PQ0EBubi5xcXHhzjXqepIAN+xumrqcxFuM5KfI1CghVBSW\n", "niT0zYecNGnSkEKNFSnWGFKs0q8V4l6iqye5bdu2cOdQmkr9FMkSmGTxp0oOUCtLqHQVydtXIt+z\n", "Z09YwgghhGp0FUmLxUJzc7Nv2+FwhC2QilS6P4dkCUyy+FMlB6iVJVS6Gmg9PT3827/9m+9ESmVl\n", "ZVgWtRBCCNXoGknGxcXx4x//mPXr17N+/XpmzZoV7lxKUamfIlkCkyz+VMkBamUJla4iefvp8tmz\n", "Z4cljBBCqGbY60mGy2icJymEUF/Y1pOsqanhxIkTuN1uqqurhxROCCFGG11F8tixYzQ0NFBXV0dM\n", "TAzHjx8Pdy6lqNRPkSyBSRZ/quQAtbKESleRbGhoYMmSJb7VgBISEsIaSgghVKFrCpDJZBrSm585\n", "c4bz58/j9XpZvHgx+fn5NDY2cvDgQUwmE8uXLyc3N3dI7x1JKs3xkiyBSRZ/quQAtbKESleRtNls\n", "uFwuAFwul98VOHfS1tbG2rVrAdi9ezf5+fmcOHGC5557DgjfTcSEEGKk6Pq4/cgjj7BhwwYqKyt5\n", "4403WLVqla43X7Zsmd9j8fHxvq8tFovOmNGlUj9FsgQmWfypkgPUyhIqXSPJ9PR0XnjhhSHvZP/+\n", "/SxcuBAYfA8Ys9k85PcUQohI0D0F6OzZs+zcuZMLFy6EtIPDhw9TUlJCRkYGAB6Px/c9g8EQ9LUD\n", "//qUlZVFbXvp0qVR3f/A7f7ejgp5Bop2ntszyc+L/P+5Wx69dE0m379/PykpKcydO5dTp07R29vL\n", "ihUr7vrmR44cITMzk2nTpvke27ZtG2vWrEHTNHbt2sWTTz4Z8LUymVwIEQ5hmUze0dHBwoULsVgs\n", "LFy4kLa2tru+prm5mfLyciorK9m+fTuvvPIKAIsWLWLjxo1s3LiRRYsW6Q4aTUP9CxQOkiUwyeJP\n", "lRygVpZQ6epJ3ql32NnZSXJycsDvZWVl8c1vftPv8by8PJ599tkQIgohRPToGkn29vbS2toKQGtr\n", "q+/kyzvvvBO+ZApRaY6XZAnsXsjS1uviwMU2Xv+gkcvttqjlCAeVsoRK10iysbGRl19+mfHjx1Nf\n", "X09hYSGbNm2isrKSp556KtwZhRgTdle28kpFIwBbP2rhl5+aQnZSbJRTCV1FctmyZcyfP9/v8ZMn\n", "T454IBUNPKscbZIlsNGexePV+Ft9l2+73eamy+EhOymyOcJFpSyh0vVxO1CB7H/8wIEDIxpIiLHI\n", "ZDTwqekZvu1545MYlyDziFUw7PUkw3VpoUwBEmONw+3lUpuNXpeHwjQrGQmj44q00SZs990WQoRX\n", "bIyR6dmywpZqdF9xM5apNMdLsgQmWfypkgPUyhIqKZJCCBGE9CSFEGNK2O5xcyd3W6RCCCFGM11F\n", "srm5+Y7fC6Uij1Yq9VMkS2CSxZ8qOUCtLKHSVST/9Kc/cePGjYDfS0xMHNFAQgihEl09yVdffZX0\n", "9HS6urpYsGABhYWFYQ8mPUkhRDiEZZ7kunXrsFgseL1eTp48yeHDh/n85z8/5JBCCDFa6Pq43dnZ\n", "CUB7ezt1dXWkpqaGNZRqVOqnSJbAJIs/VXKAWllCpWsk+dprr5GRkUFGRgZPPPHEqLmBlxBCDJeu\n", "nuQf//hHXnjhhYhO95GepBAiHMIyT/K5556T+ZBCiDFJV5G0WCzU1NRw4sQJ3G431dXV4c6lFJX6\n", "KZIlMMniT5UcoFaWUOkqkseOHaOhoYG6ujpiYmI4fvx4uHMJIYQSdBXJhoYGlixZgtHY9/SEhLG1\n", "nJNKKypLlsAkiz9VcoBaWUKlq0iaTKZw5xBCCCXpKpI2mw2XywWAy+XC6/WGNZRqVOqnSJbAJIs/\n", "VXKAWllCpWue5COPPMKGDRtobGzE4/FQWloa7lxCCKGEYa8nGS4yT1IIEQ4RWU9y7969Q3mZEEKM\n", "OkGL5A9/+EO2bt3KH//4R771rW+xYcMGvvGNb1BTUxOheGpQqZ8iWQKTLP5UyQFqZQlV0J7kZz/7\n", "WSZOnMhf/vIXfvCDH2AymXjmmWd4/fXXI5VPCCGiKuhIcuLEiQCYzWbfNKCYmBji4+PDn0whKs3x\n", "kiyBSRZ/quQAtbKESldP0m63D9ru7u4OSxghhFCNriI5d+5cXnvtNSoqKti4cSNz584Ndy6lqNRP\n", "kSyBSRZ/quQAtbKEStc8yenTp1NUVER9fT2rV68mLi5O15t7vV40TZMrdoQQo9aw50keOHCAlStX\n", "+j2+d+9eqqurWb16NXl5eQDs3LkTj8cDQHFxMbNmzbrj+8o8SSFEOITlHjfB3Kk/WVpaytmzZwc9\n", "ZrVaWbVq1XB3KYQQETOkyeRD5fF42Lp1K1u2bKGioiKSux4WlfopkiUwyeJPlRygVpZQRbRIlpaW\n", "snbtWp5++mmampru+vyBB7asrEy2Fds+ffq0MnlOnz4d9eOh2rb8/7nzdiiG3ZPcvn07q1evDvi9\n", "s2fPkpqa6utJDnSnXmY/6UkKIcIhItduD1Vtba3v69vnXgoxGl3vdbG7spVfH73K6cZuFF0vRgzD\n", "sIvknW4QduDAAcrKyjhw4ADvvvsu0FckN23axKZNm5g6depwdx0xQx2mh4NkCSxaWf565Qa/KLvK\n", "zrOtfGtPFTXX7cocF1VygFpZQjXss9t3GrYG+ii9bNmy4e5OCKVcarf5vnZ6NLoc7iimEeEg60kK\n", "MQwfNXbzzT1VOD0aM7Lj+V8PFZGRYIl2LBFEWOZJHjp0yO+x+Ph47r//fmJihj0YFWLUmpGdwK+f\n", "mkqXw01ucqwUyHtQ0J7kP//zP9PQ0MC1a9eYPXv2oP8yMzPHzJJpKvVTJEtg0cpiMBgoSo9jdm4S\n", "mTcLpCrHRZUcoFaWUAUdBn73u98FIC4ujvT09EHfS09P58MPPwxfMiGEUMCwzm4r2s4ccSqthSdZ\n", "ApMs/lTJAWplCZWuIvnxj3884OOLFy8e0TBCCKEaXUUyOzs74OM5OTkjGkZVKvVTJEtgksWfKjlA\n", "rSyh0v1x+8aNG1RXV8uVMkKIMSXoPMkTJ06wcOFCjhw5Qnd3N3l5eVy6dIkpU6Ywc+bMsAaTeZJC\n", "iHAY0Wu3GxoaAGhqauKxxx5jzpw5rF271m+dSCGEuFfp+rh9+4RxozGi62JE3IWWHl7/oJHymg46\n", "7W6l+imSJTDJ4k+VHKBWllAFnSd5+vRpXC4XVVVVvuXQXC4XLpcrIuGi4cp1G/9zdxW9Li8A/7i8\n", "gES5R48QY1bI127X1NSQnJzsN7l8pEWrJ/nhtS6+/maVb/vJj43j/3mgIOI5hBDhEfZ73BQWFob6\n", "klElOzGWgtRYrnQ4MBrggcLUaEcKqsPmorHLSbzFSEGqvrtYCiH0091cdLlcNDc34/V66erqCmem\n", "qMpOsvD9R4r54aOT+OWnpjA7N0mpfsrALB02F7/5ax1feeMCX952ntONgW/KFoks0SZZ/KmSA9TK\n", "EipdRbK6upodO3awb98+oO/WsPey3ORYFkxIYWpmAjHGwIsKq+Bap5PD1R0AODwaO8+2RDmREPce\n", "XUXy5MmTrFu3jsTERIxGI4mJieHOpRSVrjsdmCXOYsRiulXEJ6ZZo5Yl2iSLP1VygFpZQqWrJ2m1\n", "RvaXT+gzMdXKj0qL2XGmlaJ0K6tKxkU7khD3HF0jSZvNNmjb7R5bS9Sr1E8ZmMVgMDA7N4nvrCzi\n", "s/fnkpUY2QVfVT0u0aZKFlVygFpZQqVrJDl37lz+/Oc/09nZyZYtW1i4cGG4cwkhhBJ0z5Ps7e2l\n", "qamJ/Px8zGZzuHPJtdsiLBxuL83dTmKMBnKTY6MdR0RB2OZJxsfHU1RUNKRQQqjA4fay93wbv/lr\n", "HdYYIz94dBKzc5OiHUsoTldPcvfu3Vy9epWamhpeffVVqqqq7v6ie4hK/RTJEpieLM3dTn7z1zoA\n", "7G4vvztej93liUqWSBiYw+PVuGFz4XCP/L831Cyjja4i6XQ6GT9+PKdOneIzn/kMFRUV4c4lxIiL\n", "MRqwxtz6kU+Ni8Gk8DzYkWJzedh9vpX/seMC/3KolmudjmhHGlV0FUmj0YjRaPRNBYqNHVu9HJXm\n", "eEmWwPRkyU2O5fuPTKJkXBwL8pP4u4X5mE0jv6KVKselP8fldhu/Lq+jqdvJkZobHKnpiFqW0UhX\n", "T9LpdNLd3e0rkmPlBmDi3jMnL4mfP1GCyWgIS4FUkds7+PfVdnOFK6GPrp+SvLw8tm/fzuLFi/no\n", "o4+orq4Ody6lqNRPkSyBhZLFajaFtUCqclz6cxSmWXl6ZiYGoCA1lk8Up0Uty2ikayS5ZMkSlixZ\n", "AsC0adOYPHlyWEMJIUZOstXM5+7P5VPTM4kzG0mNC/8UvntJyOtJRorMkxRChMOI3uPmTvbu3TuU\n", "lwkhxKijq0ju27eP119/nR//+Mds3LiRv/3tb7re3Ov14vFEZ17WSFKpnyJZApMs/lTJAWplCZWu\n", "Itnd3c2nP/1pZsyYwbPPPktJScldX7N3715eeuklmpqafI81NjayYcMGXnvtNa5duzb01EIIESG6\n", "TtwYDH0Tbr3evqkDt989MZDS0lK/W8+eOHGC5557DoDt27f7bi6mOpXmeEmWwCSLP1VygFpZQqVr\n", "JNm/NJrJZKKzs3PId0uMj4/3fW2xRHZZLyGEGApdRfLpp58G4JFHHuHgwYNMnz59SDsbeCI9EisJ\n", "jRSV+imSJTDJ4k+VHKBWllDp+rhtNPbV0tjYWNasWTPknQ08idP/ET6YsrIy3zC9/yCrvG0ymcic\n", "MofjVzpJMXvJNXYzb/qUEd3fwGMT7X/v6dOnlTn+p0+fjvrxUG1b/v/ceTsUQ5on+e6777Js2bK7\n", "Pu/s2bOkpqaSl5cHwLZt21izZg2aprFr1y6efPLJO742UvMkXR4vl9tt9Di9TEiNJSNh6G2A+ht2\n", "vvLGBbocfX8M/m5hHutmZwd9jd3lweb2khQbo/RNx4S4V4RlPcmysjKuXbuGyWQC4Ny5c3ctkgcO\n", "HKC6uhqr1UphYSHLli1j0aJFbNy4EU3TWLlype6Q4fR+XRf/50A1Xg3mjU/iH5dPJD1+aK2ALofH\n", "VyABPmzsDlokr3U6ePlEPWebe1kzM5PHp2WQYDENad/h0mFz4dUY8jERYrTTVSTb2tpYv369b7ux\n", "sfGurwlUBPPy8nj22WdDiBd+O8+10n/9//v1XbT0OP0KwsCP/cGMizczKyeB0409GIDHpmb4vufV\n", "NHqdHuLMJt/yXCeudnKk5gYAL59o4GOZCczKDX4nSr1ZRsK55h5+8k4NLo/G15cXcP/45KhluRvJ\n", "om4OUCtLqHSvTD5QRkbG3Z80SszMSeC9uk4AkmJNJA5xJOd0ezlZ18mUjHgW5CczNTOBmTkJAHQ5\n", "3OyubGP/xXYWFySzdmYW6fFmnJ7Bq7F4vOqsztLlcPOzd2u51uUE4HsHLvP7pz8W8ZuNCRFtQYtk\n", "/zzH9vZ2Dhw44OstHj16lC9+8YvhTxcBj5SMIy0uhmtdTh4sTGV8iv/tc/X8BWzodPCLsqv0N3gX\n", "5CcxO7cYgAstvfx/7zUAcKXDztTMBB4sSuXjE1N4t7qDi229PDU9k6Jx8Xd499CyjAQNGNit9mqD\n", "tyOZRQ/J4k+VHKBWllAFLZL9Q+RFixZFKk/EjUswUzp1+CNjg6Hvv/5CYjYZ6T+B77htxGi/uYR+\n", "foqVHzxajM3lISUuhjizOv3I5NgYvvZgAd8/eBmXR+MbKyaSlTj8vqTHq3GxtZeWHid5ybEU6/jD\n", "IILzeDWMBn0zRkTogs6T/MxnPsP06dN98yIvXbqEyWTic5/7XETCqULPHK/xKVa+/YlCMuLNTM2M\n", "44X5uRhv/tBOHhfP/Py+G06VZMQxI+tW3zElLoac5FjdBTKS881m5iTy4uqp/O7paSyckOz3SziU\n", "LOdbevnqzgt8/2ANX9t1kUttvSOSVaV5eJHMcr6ll/+9t4rvH6zhSoc9ajnuRqUsoQo6kkxM7Ptl\n", "3r9/PykpKTz66KN88MEHHD16lBUrVkQinzKudTo4fPk6NpeXh4rTmJgWN+j7MUYDS4tSmZGdgDXG\n", "SELsrUOblWjhGysK6bS7SbSYSBtFZ4rHDWNKVCA11214bo62bS4vjV1OGU0OUWuPk++8dYkOe98V\n", "cd0ON997ZBJWhT6R3At0XXHT0dHBwoULsVgsLFiwgLa2tnDnUsqCxR/n5RP1/OG9a2w81cT3Dlzm\n", "um3wpZnXe538ueIa/7S/mrerr9PjHLz6UYo1hgmp1oAF0qtptPe66Ha475pFpd7OULJMSLHSPx41\n", "mwwjdiJotB+XoXB5NDoH/Mw097hwDrhVw1g8JuGg6+z2nS4h7OzsJDk5OeD37iU2l5cLrTbfdt0N\n", "B3aXFwYMJj9q6uHPf+tb8ehiax0TUqzMzbv7PZ1dHi9lNR387ng92QkWvraswG+UCtDS7eRscw8e\n", "r8aM7ASyk0bnzdimZcXzsydKaOxyUJBiZfI4/3+r0GdcvJkvLR7Pb/5aT4zRwD8sGk9y7JAmrIgg\n", "dI0ke3t7aW1tBaC1tdV3DfY777wTvmQKufDRBzwzJ8u3/fSsLFLjBv8wdt82crTrvNlS3Q0HPz1U\n", "S3uvm3Mtvbx6yn8OqsPt4ZWKa/zw7Rp+cqiWX5dfpUvHqDPchtJnMpuMzMpJZFXJOKZmJYzYyQaV\n", "el6RymKJMfLo1HG8tGYaL62ZxoIJ/vNYVRGOLB02F+eaeqi5bgvrzQl1/dlpbGzk5ZdfZvz48dTX\n", "11NYWMimTZuorKzkqaeeCls4VTgddh6em07xuHjcHi+FaXF+J1pmZicyPtlCfaeTubmJTBrnP5Vo\n", "oA6biwstvTjcXlaVpPPWhfa+fbk1NE0bVDx6nF6OX+30bZ+s76LH6SFJRg1jnjXGxKQQR+OapuH0\n", "eImNGb29yw6bi38/Wse7lzuwmAz8qLSY2bl3/+Q2FLp+y5YtW8b8+fP9Hj958uSIB1JRfz/lY1kJ\n", "gx73ahqX2my097oYnxLLvz5eQpfDQ1pcTNCbLTncHjaeamLbmRYAHilJZ974RBo6nXz2/hy/0VWi\n", "xcTKyelsOt0MwCeK05QokCr1mSSLv0A5mrsdbPqwmbPNPayblcXSiamYY8J/a92RPiaNXU7evdx3\n", "/3CnR2PnudboFslABTLY42PFueYe/vHNKtxejcwEM//yyckUpd/9r3qXw8P+i+2+7cPV1/n31VNJ\n", "tsaQFqC4WmKMrJudxZzcRDxa3zQi1a7xFqNDec0Ndpzta5395J1afvVULFMzE+7yKvXEm43Emgw4\n", "bk6VKEwL/sltOMbG3dmHaWA/5UJrLwcutvPhtS6q222+G7+39Lho6HQOep1X07jc3stHjd209946\n", "G55gNrFgwq2/evePTyIjwRKwQPZLizOzsCAFz9XTw1qpaCTd6z2voVIlS6Ac1223etka+nvn4cgy\n", "HBNSrfzqgX4EAAAX4UlEQVToscl8YlIqL8zLZVXJuBF9/4Gi/5ltFLnU1svXd13EaOhbFefvF+b5\n", "vmc2GUiPH3w4P7zWzf/aewmXV2PxhGS++mABafFmrGYjX1iQx+KCFDQNZmQnyshQRMSK4jT2XWyj\n", "vdfNw5PTKAjjCCycDAYDs3ISmZUTfEGYEdmX3HdbvyOXr7P/YjtTMxO42mFncUEKaVYTF9pszMxO\n", "ZFpWvK+f2Njl4PfH6ym7ucoPwA8fnURjlxOLyUC8xcj8/BSlLkW8XUOng2NXboAGiwpSGJ8yOqcd\n", "icGau530Oj2MizeTZB1746SwrCc5FnU53Jxv7qHL6WHyuHjGp8Ti8WjMzknk9yf6Fqs4VH2dX35q\n", "CutvWzOy4Yadnx6qZdqAEz3WGCMX22z8x8lrGA3wD4vHc6G1lzlhajYPV7fDza/Kr1JR3wXA8Ss3\n", "+M7KIhIVOGEkhkdWcgqN9CTv4MjlDr79VjU/fqeWf9p3iffrOkmJi8HpvtXD8Wpww+4/X7Glx8W5\n", "ll6cHi/rZmXxUHEa//uhQnbcPJvt1fpO3nTYQp/rGKl+l83tpbK5x7dd2dqLzT24f6VK7w0kSyCq\n", "5AC1soRKiuQdlN2cXmA2GnhqRha7K9vYda6Vj2UnkGTpO2wTUmLJD7C02rgEMynWGN6sbOPtqnZW\n", "Tk4jPd7sm3BuNEBGvBmH24vHq2S3g+TYGNbOvDWBfu3MLLmaI8I8Xg2H23P3J4qwkp5kAE6Pl7er\n", "rvN/j1yhdOo4zjR1c7XDAcCk9Dj+y5ws6m44WFSQTEnGrY/UmqZxobWXa50OMhIsXOtyMC7ezLTM\n", "BOLMRj5q7OZSm41xCWaq2228d7WTnz9eQuwI9iUdbi9nm3u43GZjamY807ISfCuhh6rb4eZSe9/l\n", "mJPS45SYmzlW1N2w86f3r3Gt08l/nZ/L/eOTZCm0ESI9yWGqv2Fn59kWXB6N/7OyCIvJwOHq677v\n", "t/Q4fUugofVtG4CMBAtVbTa+tusiLk/f+n4/e7yEmQPOvk0aF8+xK528eKwekwG+u2rSiBZIgPMt\n", "PXxjdxXQN2L9xZNTBvVGQ5EYG6Nsz/Re95cPmjhc3fdp5p/2V/PbNdMoSB2dZ6JHO/m4PUB1Wy8v\n", "Haun+rqdwvQ4flV+lQlpVr4wPxcAA/DZ+3L4w8lrvHW+lcZuJ3+3pZJ/2FrJqYYu2npcuG5ObvVq\n", "faOBgRIsJp6dm82vn5rCi2umsSA/9MVB7tbbaey6NVfTq0FrjyvIs4dHpT7TvZTF49UG/X9zeTRc\n", "ntDnM95LxySaZCR5U6/Tw6/Kr3K2uW8R2Csddj5RnIbHC3mOBl5aM5Uuh4eXjtfT0Ong6VlZ/KLs\n", "qm9JtH89XMs3lk/k8/NycLg16m/YKUqLw+byDJrmkxgbw9TM8B32iWlW35UISbEmmbYzCpmMBp6/\n", "P4dzzT30urx89r4cckbpqk/3AulJ3nTD7uJ/bL9AU3ffSMxkgO8/Wsyc3ETMpr4B94WWHv7n7ip6\n", "XV7Wzszk7arrvgVPc5MszMlLYu/5Nr60eDwnrnby4bVuHpmazufuy43YQruaplHdbqOlx0VOkoXC\n", "AMuuidHhWqcDp8dLVoKFOLnYYMSE2pOUj9s3JcfG8A+Lx2O62W780sfzmZEd7yuQVzvs/OzdK3xt\n", "WQGLC5IpyYjj68sLyE60kJds4TNzc3i3+jomQ9+yae/Xd+Hyarx5ro2Lbb24PF7aep3YXOE9W2kw\n", "GCgeF8/ighQpkKNcbnIsE9PipEBGmRTJmwwGA4sLUvjd2o/x+7XTWFWSjtvb1x8qKyujtcfJ0zMz\n", "0bywblYmL/61nn85VMt/m5/LPz1cRIfNRa/LiwZYTIMPq9Vk5C8fNPGlref5l0O1XOt06MrU7XBz\n", "5bqdlp5bfUaVejuSJTBVsqiSA9TKEirpSQ5gMhooSLPS3uvilYprON0aUzPjyZ74MU7Wd/Pah00Y\n", "gC8szCPebKKp28mPD9Xy/UcnMX9CEtlJFq7b3GQkmFk0IZmzzT2UThmHy6vxnxV9i+mW197g/vFJ\n", "mAxQXtvJQ5PTWDLR//LEGzY3fzhZz57z7WTGm/lBabGuFYaEECNLRpIBnGvuobrdjheNS+02bFoM\n", "f/mwiViTgf+6IA+vV+Nz83KYlhmP2WQg1mRk8+kWfvROLRtPNfVdSaNpfG/VJD43L5fbp7fZ3F5+\n", "f6KB9+o6+emhWi60+t8xsLbDxp7zfcuptfS6OFjV93Wo6/JpmsaFlh7ermrnbFO3b9WikaDKuokg\n", "WQJRJQeolSVUMpIMwOvVuC8vkTiziT9XNGIyGMhMNLNycjo7zrTQdnPZsy8tHs8zc7Jo7LRxsKpv\n", "LmWH3U1lSw//fdF4xqdYMRn7eoRrZmSy81wr0zLjmZoRh33AJX7dDv8+ZUpsDLlJFq7dnNKTOsSF\n", "CKrabHx1wNzNnz9ewowIrJwixL1CRpID9Do9HL9yg9oOO9OzEnB7vDw9K4vjV27wzOxsMhMtvgIJ\n", "UN1uI8FsosPuZeBFLRkJFgrS4nxXuqRYY/jktHT+eVURC/KT2X6mla88MAGz0UBRmpWi9FuThDVN\n", "44OGLv7j/Wssm5TK5+bl8NjUdJYWpQKDezutPU52nm3hd8fruNBy6zrrgZq6nbfN3dTXD9VDpT6T\n", "ZPGnSg5QK0uoZCQ5wEdN3XxnXzWrZ2Ty0rF6LrbZiDEa+LtFebxxtoUvLswjNS7GtzDFrJxE2ntd\n", "TEqP4+8XjWf/xXYK06yUTvFfALTD7uH3xxuovXkD+bobDn75qSmkWGPIHLAqS22HnW+/damvsNXC\n", "5+fl8pUHCgJeWrjvQjv/8f41APaeb+fXT03xu5Y8N8nimzdpNMCEVJlvJ0QopEgOcOVmAUuONXGx\n", "re+aZbdX42xTD8/dl0OHzcXXlxVQ1WrDGmPEAKTFm5mbl8R0h4eVJWnEm2MCFjSryThoFNrS4yQ1\n", "LsZvlXGb0+sb+QFcuW4b9H4DezsDV+npcXoCfmyflB7H/31yCvWdDrITLUzJiA/xqNyZSn0myeJP\n", "lRygVpZQycftAWZkJ2I2GTAZDYwbsMr4tKwEXj3VyKU2G01dTjyaRmVLDz979wrdDg8Gg4FEawxJ\n", "seY7LiZRmGblCwvyMNB3eeOXFo8PeLuG3GQLyyf1fbS2xhh5cnrmHfM+OT3D9zF/YX4S2QHWCTQY\n", "DJRkxLNiUhofG8ZiF0KMVXLFzQCapnGprZfqdjutPS5KMuIwGcBoNFLV1kua1cyvjl7F5vKyaEIy\n", "SbEmSqeO032XNpfbS93NOZL5ybF3vEtdh81FY5eTeLPJb3n9srIy319lj7fv6ppep4f8lFjGRfje\n", "NwOzRJtkUTcHqJVF+VWAdu7cicfT97GwuLiYWbNmRTrCHRkMBs409fKbv9YBkBRr4qnpmVS19TIj\n", "O4ETdZ3Ybt446fjVTv7p4SLGJ+kvTOYYo665jqlx5qC3pO1nMvaNEkVo7C4PLq8mS78JXSL+U2K1\n", "Wlm1alWkdztIU5cDjwaZCWYau5zcsLvJTDCTnRTLh41dvud1OTwYDXDsSif35yWRnXircJmNBpq6\n", "HVhMBsYlRu5kiCp/jWF0Zqm9buM3R+to6XHx94vyWDAhZcRbEKocF1VygFpZQhXxIunxeNi6dSua\n", "plFUVBTxj9QfNnTxnf3VONxevvLABN4638a5ll4KU2P53iPFfGJSOmWXb6ABRelWOm+eDLG7vczJ\n", "TcLl0ai5bmdlSTodNhctPS6auhxkyyotyvNqGq9UNHLqWjcA3ztYw0trpo3aOwaKyIj4iZvS0lLW\n", "rl3L008/TVNTU0T33ev08JtjddhcXrwa/Kr8KvMn9K3pWNPhoLbDzqKCZH7yycl8+xOFrJ6eydHa\n", "DtbPzqIo3cof3qtnQoqVB4tSOVTVzu+ON/DL8qv8vyca6A3zwhX9VJpvNtqyaBr0OG7dV8jt1Ub0\n", "CqRQskSCKjlArSyhiurZbbM5eN9t4IEtKysb9vbFC+dJGHCNdGyMEe/NXxIDgLMXs8nIfXlJWFvO\n", "M8nczb9+cjIPZriJc9xg7dRk8lNjmZmT4BuNAFTUd3Hx8pURz9u/3dzlpKKqjpOnPgzL+w91+/Tp\n", "08rkOX369F2ff+yvR3lhQR6p1hiMBvjivEzGp1iUyC//fyK7HYqIn92ura1l4sSJAOzatYsnnngi\n", "4PPCdXb7cruNX5dfpdvp4UuL87lhd/F+XRcPTkolO9FCWU0HsSYjiwpSiDEaSIo1+d1G1eby8PKJ\n", "BnaeawXg6VmZvDAvl9iYkV/S6nxLD9/ee4kuh4fn7sth3awsEmTprGFp6em7Cikj3ozlDjMMxL1L\n", "+bPbtbW1nDhxAoC5c+dGevcUpcfxo9JiPJpGgqXvn7+iuK+/+K09VVxqt/Nf5mTzi7IrnG7s4cGi\n", "FL60OH/QpO84s4nP3p/DooJkDBgoyYgLS4EEeO1UE103+6Ib/tbIkokpckZ7mDIjPFVKjG4R/zO6\n", "bNky1q9fz/r16ykpKYn07gGwmk2+Atmv1+Xh8vW+K25iY4ycbuy7muXI5Rv8rbbV7z3S4swsnJDC\n", "ggnJuqbrDNXA9zYZoLOjPWz7CpVKfSbJ4k+VHKBWllDJZ42bkmNjeLSk75pr020zQmKieJHKulmZ\n", "LC1MYVJ6HN9dOQnP9cbohRFiDJIrbga40NJDRUMXOYkWTjV0815dJ8uLUnm4JJ1J6XFRu++x2+PF\n", "5dX8FuYVQoRO+Z6kyqZkJpAWb8bt0ZiemUBmopmjNTfYea6Vnzw2OWrrMMaYjISp5SmEuAv5uH2b\n", "zAQLucmxXOt28qf3G7nYZsPh0Xj3cke0owFq9XYkS2CqZFElB6iVJVRSJO8gKTYG84DmZKFclSHE\n", "mCQ9yTvwahofNfZwqLqd4vQ4lkxMjdi9s4UQ4SM9yRFiNBiYnZvI7Fy5H4wQY5l83NZBpX6KZAlM\n", "svhTJQeolSVUUiSFECII6UkKIcaUUHuSMpIUQoggpEjqoFI/RbIEJln8qZID1MoSKimSQggRhPQk\n", "hRBjivQkhRBiBEmR1EGlfopkCUyy+FMlB6iVJVRSJIUQIgjpSQohxhTpSQohxAiSIqmDSv0UyRKY\n", "ZPGnSg5QK0uopEgKIUQQ0pMUQowp0pMUQogRJEVSB5X6KZIlMMniT5UcoFaWUEmRFEKIIKQnKYQY\n", "U6QnKYQQI0iKpA4q9VMkS2CSxZ8qOUCtLKGSIimEEEFIT1IIMaZIT1IIIUaQFEkdVOqnSJbAJIs/\n", "VXKAWllCFRPpHTY2NnLw4EFMJhPLly8nNzc30hGEEEK3iPck33jjDT71qU8BsH37dlavXh3wedKT\n", "FEKEg/I9yfj4eN/XFosl0rsXQoiQRLxIDhy4ms3mSO9+SFTqp0iWwCSLP1VygFpZQhXxj9t79+6l\n", "tLQUgAMHDrBy5cqAz3v//ffp6OiIZDQhxBiQmprKvHnzdD8/4idubDYb0Dei7P86kFD+EUIIES4R\n", "H0k2NDRw+PBhNE1j5cqVZGVlRXL3QggREmWvuBFCCBXIZHIhhAhCiqQQQgQhRVJxXq8Xj8cT7RiA\n", "WlmEiJSIn92+G5UuW9y5c6evKBQXFzNr1qyI7n/v3r1UV1ezevVq8vLygOgdn0BZonl8zpw5w/nz\n", "5/F6vSxevJj8/PyoHJtAOaJ1XI4ePUpTUxMABQUFzJs3L2o/L4GyROu42Gw2fvGLX/D5z39+aL9H\n", "mmJ27Njh+3rbtm1RTKJp+/bti+r+NU3Tzpw5o9XX1/u2o3l8bs8SzeNz+PBh39dvvvmmpmnROTaB\n", "cqjwc/PWW29pmqbG71N/lmgdlz179mjvv//+kH+PlBtJqnTZosfjYevWrWiaRlFRkRLXksvx6bNs\n", "2TK/x6JxbALliOZxqampYcuWLaxZswaI7s/L7VmicVyuX79OfHw8Vqt10OOhHBfliqSm0GWL/VcG\n", "AezZsyeKSW6R4zPY/v37WbhwIRDdYzMwRzSPS2FhIV/+8pfZsWMHkyZNiuoxuT1LNI5LWVkZjz/+\n", "OJWVlYMeD+W4KFckB54YMBgMUUwyWLQLUj85PrccPnyYkpISMjIygOgdm9tzDBSN42K1WklKSgKi\n", "//MyMMtAkTouTU1NvPHGGzQ3N1NYWOjrSYZyXJQ7u633ssVIqK2t9X1tt9ujmOQWOT59jhw5QnZ2\n", "NoWFhb7HonFsAuWI1nFpb2/3fd0/UorWz0ugLNE4Ll/84hdZvXo1S5cuZebMmb7HQzkuyo0kFy1a\n", "xMaNG32XLUZTbW0tJ06cAGDu3LkR3/+BAweorq7GarVSWFjIsmXLonZ8AmWJ1vFpbm6mvLycadOm\n", "UVlZSVdXF88//3zEj82dckTruJSXl+NwOACYP38+EL3fp0BZonVc2tvbKSsrGzSSDOW4yGWJQggR\n", "hHIft4UQQiVSJIUQIggpkkIIEYQUSSGECEKKpBBCBCFFUgghgpAiKYQQQUiRvAc0NTWxfft2fv7z\n", "nwf8/osvvkhLS0tI7/n666+zfft2tm/fzo4dO+js7PR7zqFDhzh06NBQIgPw1ltvsWXLliG//l61\n", "a9euuz6nu7ubl19+mbNnz0Yg0dim3BU3InTZ2dmsXr2aTZs2Bfz++vXrSUtLC+k9DQYDq1evDvqc\n", "/isphurRRx9l69atw3qPe5GeywcTExNZunQpXq83AonGNimS9zCn08nevXupqqri+eefJzMz0/e9\n", "9957j3379lFUVERSUhIul4s1a9b4LvaPjY1ly5YtmEwment7eeKJJ0hOTgb6FnS4fv06AJcvX+ar\n", "X/2qrjxut5tt27ZhNBrRNM1vodN3332X5uZmLBYLdrud0tJSkpOT+fDDD9m2bRsPP/wwS5cu9W0/\n", "9NBDPPjgg3fcX3d3N6+++irx8fEYjUasViu9vb2Ulpb6FqO40z4BTp48yZ49e3j++ec5evQoFouF\n", "OXPmUFJSgsfjYffu3b7rknt6eigoKOCBBx6463E4evQoDQ0NWCwWvF4vFouFT37yk7jdbvbs2UNl\n", "ZSXbt28HoKSkhBkzZgDQ1tbGnj17iI+Px+l0kpSURFFRka5jL4ZhuAtaCnW8/vrrAR9/5513tObm\n", "Zr/Hf/vb3/q+rqio0C5evBjw9Q6HQ9uyZUvA793p8UB27typtbS0+LaPHz+ubdq0SdO0vgV9jxw5\n", "4vue0+n0fU/T+ha3vXr1qu97mzdv1rXPM2fOaC+//LJv2+PxaP/5n/+pa5+a1ndM9+7d6/e+e/bs\n", "0dra2nzbra2t2rlz53RleuWVV7Suri5fnitXrvjtM5A//elPmsfj8W3/4Q9/0M6cOaNrn2LoZCQ5\n", "ho0bN873dVxcHE6nM+DzRmqx1u7u7kHLic2dO5crV64AUF1djd1u942goG901u+BBx5gy5YtfPrT\n", "n6a8vDzoCPJ29913n+9ro9FIXFycrn32e/TRRwP+W9LT033b48aNG3Q8g1m3bh3Hjh3Dbrdjt9t1\n", "L/ZgsVgwGm+dRhj47xLhI0VS+PF6vVy+fJni4mIAOjo6/FZ2HoqEhARaW1t9hbKiosL3cXXmzJk0\n", "NjayePFi3/Pdbrfva5PJRGJiIjdu3KC5uZkVK1bo3u8HH3zgWwXb4/H4/hjcbZ/BWK1W2tvbfYXS\n", "6/VSXV3N5MmTg77O7XZTVVU1KP+rr746aKm1O3E4HHg8HkwmE9B3/AZmF+EhRfIecOjQITo6Ony9\n", "LKPRSGlpKRcuXKCqqorq6mrq6+tJSEhg8eLF5OTkcOjQISorK2lubiYrK4v33nsPr9fL9OnTMRqN\n", "XL16lZMnTxIbG+vrVw7XY489xubNmzGbzRiNRhITE7l48SK1tbUUFhbS3t7uy9+/KOrA/S5fvpxf\n", "/epXPPXUUyHtNyUlxdeb7O87Anfd5+7duwf1B+fMmePrAZaWlrJjxw5MJpPvLpJ6Rrdut5t9+/ZR\n", "VVWFwWDA4XD4VjTvl52d7cvkdrtZsmQJOTk5PP7442zYsIGkpCScTifJycmUlZVRUFBAYmJiSMdE\n", "6CdLpYlh+ctf/sIzzzwT7Rh3dObMGQwGA9OnT492FDFKyUhShKx/5Op2uykpKYl2nDvq6uqivLwc\n", "6Osh3j5iE0IPGUmKEXPy5Enq6uoCfm/+/Pnk5+ffE/sMpqamhlOnTgX8XmFhYVRWuBfDI0VSCCGC\n", "kMsShRAiCCmSQggRhBRJIYQIQoqkEEIE8f8DMl6w78pERboAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.441617\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VPeZ5/93ValKpdK+oBXQAjIYg40NBowJJjGLHLwI\n", "Yju2aWLP2O2Zbs/pmZ7umTg9nZNkOmkn/cviX0+3nfTJJO0kGMc2IBYjmSWAERgwxjaLEJuQWIR2\n", "CW2lUm3zh1BZokrFLamu6iv0vM7xOXVrux9fiUf3Pvd7v9fg9Xq9CCGECMgY6QBCCKEyKZJCCBGE\n", "FEkhhAhCiqQQQgQhRVIIIYKQIimEEEFE6fnldrud119/neeff57s7GwAtm7ditvtBmDKlCnMmjVL\n", "zwhCCDEiuhbJffv2sWLFikHPWa1Wli1bpudqhRAibHQrkq2trdhsNqxW66Dn3W43GzduxOv1kp+f\n", "z3333adXBCGEGDHdimR5eTkrV66ksrJy0PNFRUW+x6WlpXqtXgghwkK3IllfX8+WLVtoaGggLy/P\n", "15McyGw2D/n5HTt2YDKZ9IonhBinkpKSmDNnjub361YkX3rpJQAqKipISkryPV9TU0Nubi4APT09\n", "Q37eZDLJobgQIuyOHTsW0vt1HQLU0tJCeXk5J0+e9D1XU1PDe++9x3vvvce0adP0XH3YlJeXRzqC\n", "j2QJTLL4UyUHqJUlVLqe3U5JSeHll18e9NzixYv1XKUQQoSVQdWp0nbv3i2H20KIsDt27BgPP/yw\n", "5vfLFTdCCBGEFEkNVOqnSJbAJIs/VXKAWllCJUVSCCGCkJ6kEGJckZ6kEEKEkRRJDVTqp0iWwCSL\n", "P1VygFpZQiVFUgghgpCepBBiXJGepBBChJEUSQ1U6qdIlsAkiz9VcoBaWUIlRVIIIYKQnqQQYlyR\n", "nqQQQoSRFEkNVOqnSJbAJIs/VXKAWllCJUVSCCGCkJ6kEGJckZ6kEEKEkRRJDVTqp0iWwCSLP1Vy\n", "gFpZQiVFUgghgpCepBBiXJGepBBChJEUSQ1U6qdIlsAkiz9VcoBaWUKla5G02+289tpr1NbW+p6r\n", "q6tj3bp1vPPOO1y7dk3P1QshxIjp2pMsKysjPT2dzMxMsrOzAdiyZQuPP/44ACUlJRQXFwf8rPQk\n", "hRB6UKYn2drais1mw2q1DnreZrP5HlssFr1WL4QQYaFbkSwvL2fRokV+zw/ccTWbzXqtPqxU6qdI\n", "lsAkiz9VcoBaWUKlW5Gsr69ny5YtlJeXc/LkSd/zbrfb99hgMAT9joEbtry8XJYVWz5x4oQyeU6c\n", "OBHx7aHasvx8hl4Ohe7jJCsqKkhKSvL1JDdt2sSqVavwer1s27aNxx57LODnpCcphNBDqD3JKB2z\n", "0NLSQnl5OXl5eb4iOX/+fNavX4/X62Xp0qV6rl4IIUZM1yFAKSkpvPzyyyxfvtz3XHZ2Ns8++yzP\n", "Pfcc6enpeq4+bIa7m64HyRKYZPEXKIfT7aGivpMD1W1cbuuJaJaxQtc9SSGEWk5c6+Q7ZRfwAumx\n", "Zn7y9ankJFpv+bnxTK7dFmIc+dXhK2w40ehb/skjU7k3Jz6CiUafMuMkhRDquSs9zvfYZjaSYpOD\n", "yVuRIqmBSv0UyRKYZPEXKMe9OfH8Y9EU/tuiSfx0ZSG5yTERyzJWyJ8RIcaRWIuJuRMTIh1jTJGe\n", "pBBiXJGepBBChJEUSQ1U6qdIlsAkiz9VcoBaWUIlRVIIIYKQnqQQYlyRnqQQQoSRFEkNVOqnSJbA\n", "JIs/VXKAWllCJUVSCCGCkJ6kEGJckZ6kEEKEkRRJDVTqp0iWwCSLP1VygFpZQiVFUgghgpCepBBi\n", "XJGepBBChJEUSQ1U6qdIlsAkiz9VcoBaWUIlRVIIIYKQnqQQYlyRnqQQQoSRrkXy4MGDbNq0iU2b\n", "NvHpp58CsHXrVkpKSigpKeHEiRN6rj5sVOqnSJbAJIs/VXKAWllCpes9bhYuXOh7vGPHDgCsVivL\n", "li3Tc7VCCBE2uvckq6ur2bBhA6tWraKgoICysjK6u7vxer3k5+cP2XeUnqQQQg+h9iR1v1tiXl4e\n", "r7zyCps3b6agoICioiLfa6WlpXqvXgghRmRUTtxYrVbi4+P9njebzUE/N7CPUV5eHrHl/scq5Lk5\n", "UyTzvPnmmxHfHv3efPPNiG8P1X5f5Ocz9HIodD3cbmlpISUlBYAPPviAlStXUlNTQ25uLgDbtm3j\n", "0UcfDfhZlQ63y8vLWbRoUaRjAJJlKJJF3RygVpZQD7d1LZJbt27F4XAAMHfuXPLy8vjoo4+or68H\n", "YPbs2RQWFgb8rEpFUghx+1CqJ/nYY4/5Pbd48WI9VymEEGElg8k1GG4vQw+SJTDJ4k+VHKBWllDp\n", "fnZbCKGN3enmbGM33U43BSkxZMRHRzqSQK7dFkIZO84289OPLgFwV7qNv19aQKot+AgQEbpRuXb7\n", "6NGjw/mYEGIIbo+XsjPNvuVTDd20djsjmEj0C1okf/WrX7Fx40bef/99fvKTn7Bu3Tp+/OMfc+jQ\n", "odHKpwSV+imSJbCxnsVkNDBvUoJvOTPeTEK0adRz6EWlLKEK2pOcO3cuc+bMYfPmzbz44oukpaXR\n", "2NjInj17RiufEOPGimmpTEyy0t7jYmZGLOnSk1SCpp7kxo0bWb16tW95y5YtPP7447oGk56kEEIP\n", "uvQkXS7XoOWenp7QUgkhxBilqUimpKRw6NAhenp6OHToEMnJyXrnUopK/RTJEphk8adKDlArS6g0\n", "FcmlS5eSkJDAhx9+SEJCgswHKcas1m4nn9V2UFHficPljnQcMQbIOEkxbnQ4XLzx8RV2n28F4G8X\n", "T2b5HakRTiVG26j0JP/0pz+FlkoIBbR2u3wFEmDjyUbsTtmbFMFpKpLbt28ftNzZ2alLGFWp1E+R\n", "LIFpyWIzG8mI+/IKlrsyYrGYwj99gSrbRZUcoFaWUGm6dtvj8eidQwjdpcVZ+OGKKey/2EZiTBTz\n", "JyVgMhoiHUsoLmiRbG1txeVy0dXVRVNTE16vF7fbPe72JFWZLBQky1C0ZslNjiE3OUaJLHpTJQeo\n", "lSVUQYtkRUUFTqeT+vp6Tp482feBqKiA80QKIcTtKGhD5sEHH2TJkiUUFRWxZMkSlixZwqJFiwLe\n", "r+Z2plI/RbIEJln8qZID1MoSKk1d6xkzZuidQwghlBTyOMmamhomTZqE0ajvpOYyTlIIoQddxkn+\n", "9Kc/paamhu3bt3P16lW2bNky7IBCCDGWaCqS06ZN890GduHChboGUpFK/RTJEphk8adKDlArS6g0\n", "FUm3u++qBJNpZJOACiHEWKOpSHZ2drJjxw6mTJmidx4lqTTGS7IEJln8qZID1MoSKk1X3KxevZr6\n", "+nry8/P54osvNF+Bc/DgQerr6wGYPHkyc+bMoa6ujt27d2MymXjooYfIysoafnohhNCZpj1Jm81G\n", "fn4+APfcc8+gWcrtdvuQn1u4cCGrVq1i1apVNDf33eToyJEjrFmzhmeeeYbDhw+PJPuoUamfIlkC\n", "kyz+VMkBamUJ1YjH8ezcuTPo69XV1fzsZz9j6tSpQF/B7WexWEa6eiGE0NWIi+StDr3z8vJ45ZVX\n", "+OSTTwAYOCzTbB4b9xRWqZ8iWQKTLP5UyQFqZQmVviPCb7Barb5LGfvPlAMYDMFnYBm4i15eXi7L\n", "sizLshyW5VCMeGbykpISiouLA77W0tJCSkoKAB988AErV65k06ZNrFq1Cq/Xy7Zt24acLEOlK27K\n", "y8uV+UsoWQKTLOrmALWyhHrFjaaz28N14MABHA4H0HcPb4D58+ezfv16vF4vS5cu1XP1QggxYrru\n", "SY6ESnuSQojbhy7XbgdjtVpH+hVCCKGskItkT0/PoOWioqKwhVHVcBu+epAsgUkWf6rkALWyhEpT\n", "kXzjjTc4ePAgAI2NjXK3RCHEuKGpSGZnZ/tm/5k0aRItLS26hlKNKmflQLIMRbL4UyUHqJUlVJqK\n", "5M0T7EZF6XpSXAghlKGpSLpcrkHLvb29uoRRlUr9FMkSmGTxp0oOUCtLqDTtEs6aNYv333+fgoIC\n", "Lly4wMyZM/XOJYQQStA8TrKnp4fa2lqysrKIidH3vsUg4ySFEPrQ7Yobq9VKQUHBsEIJIcRYpakn\n", "uWnTJr1zKE2lfopkCUyy+FMlB6iVJVSaiuTN06GVlpbqEkYIIVSjqUhaLBYaGhp8y/2TVowXKo3x\n", "kiyBSRZ/quQAtbKESlNPsquri1/84he+EymVlZW6TGohhErsTjd2p5t4SxTmqFGZelUoSNNPPiYm\n", "htdee42nnnqKp556ilmzZumdSykq9VMkS2DhzlLf4eD18kv8541n+MPndbT3OCOWZbhUyQFqZQmV\n", "piJ58+nyu+++W5cwQqjieF0ney600dbjYv3n9ZxrGvqGd+L2NuL5JPUi4yRFJJWdaeLn+y/7ln+0\n", "ooD7JyVGMJEIF93mk6yurubIkSO4XC6qqqqGFU6IseKerHjuzY7HZICV01OZmmq79YfEbUlTkTx0\n", "6BC1tbVcuXKFqKioMXO/7HBRqZ8iWQILd5ashGj+/mt5/PvTM3h5Xg7JNu139lRlu6iSA9TKEipN\n", "RbK2tpaFCxf6ZgOKjY3VNZQQKoi3RpERH02MxRTpKCKCNBVJk2l8/5KoNMZLsgQmWfypkgPUyhIq\n", "TUXSbrfjdPYNgXA6nX5X4AghxO1KU5Fcvnw569ato7Kyki1btrBs2TK9cylFpX6KZAlMsvhTJQeo\n", "lSVUmq64SUlJ4YUXXtA5ihBCqEfzOMmKigouXLjAtGnTuOOOOzR9+alTpzhz5gwej4cFCxYwceJE\n", "tm7ditvtBmDKlClDXr0j4ySFEHrQZT7JnTt3kpiYyIoVK/j888/Zu3cvS5YsueXnmpubWb16NQDb\n", "t29n4sSJWK3WcXe4LoQYuzT1JNva2pg3bx4Wi4V58+bR3Nys6csXL17s95zb7Wbjxo1s2LCBY8eO\n", "hZY2QlTqp0iWwCSLP1VygFpZQqVpT9JsDjyQtr29nYSEhFt+fufOncybNw+AoqIi3/MyL6UQQnWa\n", "9iS7u7tpamoCoKmpif425p49e2752X379lFYWEhaWprfa0MV334D//qUl5dHbHnRokURXf/A5f7x\n", "ZirkGSjSeW7OJL8v8vO5VR6tNJ24+fnPf05vby85OTlcvXqVvLw8TCYTlZWVfPe73x3yc/v372fC\n", "hAlMnz7d91xNTQ25ubkAbNu2jUcffTTgZ+XEjRBCD7qcuFm8eDFz5871e/7o0aNDfqahoYEDBw4w\n", "ffp0Kisr6ejoYO3atdTU1HDkyBEAZs+erTloJA3cg4s0yRKYZFE3B6iVJVSaimSgAtn//K5du1i6\n", "dKnfa+np6bz66qt+zwc6mSOEEKoa8XySJSUlutzKQQ63hRB60G0+SSGEGI+kSGow3LNiepAsgUkW\n", "f6rkALWyhEqKpBBCBCE9SSHEuDLqPUmDwTDSrxBCCGVpKpINDQ1DvhZKRR6rVOqnSJbAJIs/VXKA\n", "WllCpalIvvXWW1y/fj3ga3FxcWENJIQQKtHUk3z77bdJSUmho6OD+++/n7y8PN2DSU9SCKEHXS5L\n", "fPLJJ7FYLHg8Ho4ePcq+fft4/vnnhx1SCCHGCk2H2+3t7QC0tLRw5coVkpKSdA2lGpX6KZIlMMni\n", "T5UcoFaWUGnak3znnXdIS0sjLS2NRx99FIvFoncuIYRQgqae5G9/+1teeOGFUR3uIz1JIYQedBkn\n", "uWbNGhkPKYQYlzQVSYvFQnV1NUeOHMHlclFVVaV3LqWo1E+RLIFJFn+q5AC1soRKU5E8dOgQtbW1\n", "XLlyhaioKA4fPqx3LiGEUIKmIllbW8vChQsxGvveHhsbq2so1ag0o7JkCUyy+FMlB6iVJVSaiqTJ\n", "ZNI7hxBCKElTkbTb7TidTgCcTicej0fXUKpRqZ8iWQKTLP5UyQFqZQmVpnGSy5cvZ926ddTV1eF2\n", "uwfdO1sIIW5nI55PUi8yTlIIoYdRmU+yrKxsOB8TQogxJ2iR/NGPfsTGjRv57W9/y3e+8x3WrVvH\n", "t7/9baqrq0cpnhpU6qdIlsAkiz9VcoBaWUIVtCf5Z3/2Z+Tm5vLHP/6RH/7wh5hMJr75zW/y7rvv\n", "avryU6dOcebMGTweDwsWLGDixInU1dWxe/duTCYTDz30EFlZWWH5HxFCCD0ELZK5ubkAmM1m3zCg\n", "qKgobDabpi9vbm5m9erVAGzfvp2JEydy5MgR1qxZA+h3f5xwU2mMl2QJTLL4UyUHqJUlVJp6kj09\n", "PYOWOzs7NX354sWL/Z4bWGBlNiEhhOo0FcnZs2fzzjvvcOzYMdavX8/s2bNDWsnOnTuZN28eAANP\n", "ppvN5pC+J1JU6qdIlsAkiz9VcoBaWUKlqUjOmDGDJ554goSEBIqLi5k5c6bmFezbt4/CwkLS0tIA\n", "cLvdvtduNbPQwA1bXl4uy4otnzhxQpk8J06ciPj2UG1Zfj5DL4dixOMkd+3axdKlSwO+tn//fiZM\n", "mMD06dN9z23atIlVq1bh9XrZtm0bjz32WMDPyjhJIYQedLnHTTBD9ScbGho4cOAA06dPp7Kyko6O\n", "DtauXcv8+fNZv349Xq93yOIqhBCqGNZgci3S09N59dVXKS4upri4mLVr1wKQnZ3Ns88+y3PPPUd6\n", "erpeqw+r4e6m60GyBCZZ/KmSA9TKEirdiqQQQtwORtyT1Guso/QkhRB6GJVrt4UQYrwYcZEcDzcI\n", "U6mfIlkCkyz+VMkBamUJ1YiLZCi7rUIIMdbIfJJCiHFFl3GSe/fu9XvOZrNx3333ERU14qGWQgih\n", "rKCH2z/4wQ+ora3l2rVr3H333YP+mzBhguYp08Y6lfopkiUwyeJPlRygVpZQBd0N/N73vgdATEwM\n", "KSkpg15LSUnh+PHj+iUTQggFjOjEjaLtzLBTaS48yRKYZPGnSg5QK0uoNBXJBx54IODzCxYsCGsY\n", "IYRQjaYimZGREfD5zMzMsIZRlUr9FMkSmGTxp0oOUCtLqEI63Ha5XH6zlAshxO0s6DjJkydPcvLk\n", "SZxOJ7NmzeLUqVPExsaSnZ3tm2lcLzJOUgihh7Beu3369GmeeeYZ1qxZw/bt21mzZg3FxcVcuXJl\n", "xEHF+FXX4eBsYzdNXb2RjiLELQUtkv0DxY1Go+/2C/3L44lK/ZSxnqWm1c7fbjvHf9l8hu/vrKKu\n", "wxGxLHpRJYsqOUCtLKEKOk4yPj6evXv30tnZSWJiInv27CE9Pd13e1khQlXR0E1DlxOAs012qprt\n", "ZMZHRziVEEO75bXb165dIzo6mpSUFKqqqujs7OTuu+/WPZj0JG9PH9dc53s7q3zLP105lbuz4iOY\n", "SIw3Yb92Oysry/e4oKBgeKmEuGFGuo2/WJDD4UvXWVaYQmGa7dYfEkPq6nVzua2HKKOB3GQrZtP4\n", "aoWNBs1b1Ol00tDQgMfjoaOjQ89MyrlVP8Xj9dJqd9LlcEU8y2gaTpbEGDOrZqbz2iNTebgwlRhz\n", "eFo3Y327DEeP082mkw381ZazvFJyhv0X2wZdBTcet4keNBXJqqoqNm/ezI4dOwDYunWrrqHGEqfb\n", "w94Lrbyy6Qzf3VHFpVZ7pCONCeNhsma9tdhd/P5YHQBe4K1Pr9HhcAf/kAiZpiJ59OhRnnzySeLi\n", "4jAajcTFxemdSynBrju93NbDT/bW0NTt5GR9F+8eb4hYltEmWQIbrSzRJgMTYs2+5clJViymL//4\n", "jMdtogdNk0FardZhfbnH48Hr9d7WZ8M99P0V7+dweyIVRYwzqbEW/vfyKWw61UCcxcTKO9Owhql9\n", "Ib6kaU/Sbh98COly3br3VlZWxi9/+Uvq6+t9z23dupWSkhJKSko4ceJEiFEjJ1g/ZVJiNH/5QA5R\n", "RgOZcRaevUff69lV6u1IlsBGM0tBagx/sziX/7RgIhMTB+/MjNdtEm6a9iRnz57NH/7wB9rb29mw\n", "YYOmSxKLioqoqKgY9JzVamXZsmXDS6qo6CgTK6el8cDkRCwmI8k2860/JIQYMzTf46a7u5v6+nom\n", "TpyI2aytEFRUVJCUlER2djbQt3fZ3d2N1+slPz8/6DhIGScphNCDLve4gb572uTn5w8rVL+ioiLf\n", "49LS0hF9lxBCjAZNPcnt27dz+fJlqqurefvttzl//vyIV6xlb3RgH6O8vDxiy/2PVchzc6ZI5nnz\n", "zTcjvj36vfnmmxHfHqr9vsjPZ+jlUGg63C4pKeHxxx9ny5YtFBcX8+677/L000/f8stvPtyuqakh\n", "NzcXgG3btvHoo48O+VmVDrfLy8uVGcIgWQKTLOrmALWy6HK4bTQaMRqNvqFA0dG3npBg165dVFVV\n", "YbVaycvLY/HixdTU1HDkyBGg72TQWKHKDxcky1Akiz9VcoBaWUKlqUj29vbS2dnpK5JazvUsXbrU\n", "77nFixeHGE8IISJLU08yOzubkpISFixYwMmTJ6mqqrr1h24jw+1l6EGyBCZZ/KmSA9TKEipNe5IL\n", "Fy5k4cKFAEyfPp2pU6fqGkoIIVSheZzkaFPpxI0Q4vYR1nvcDKWsrGw4HxNCiDFHU5HcsWMH7777\n", "Lq+99hrr16/ns88+0zuXUlTqp0iWwCSLP1VygFpZQqWpSHZ2dvL0009z11138eyzz1JYWKh3LiGE\n", "UIKmItk/QarH0zcNWP9dFMcLlcZ4SZbAJIs/VXKAWllCpalI9k+NZjKZaG9vx+l06hpKCCFUoalI\n", "fuMb3wBg+fLl7N69mxkzZugaSjUq9VMkS2CSxZ8qOUCtLKHSfFki9F2OuGrVKl0DCSGESoY1TvKj\n", "jz7S/RJDGScphNCDLhNclJeXc+3aNd+9ak6fPi3XYQshxgVNPcnm5maeeuopVq9ezerVq3nxxRf1\n", "zqUUlfopkiUwyeJPlRygVpZQDeuKm7S0tHDnEEIIJQXtSfbfyOvw4cNMmjTJN3nuwYMHeemll3QN\n", "Jj1JIYQewnrtdv8u8vz5830FUgghxpOgRfK5555jxowZvnGRFy5cwGQy8a1vfWtUwqlCpX6KZAlM\n", "svhTJQeolSVUQYtkXFwcADt37qSzs5MVK1bQ3t7OwYMHRyWcEEJEmqYTN21tbcybNw+LxcL9999P\n", "c3Oz3rmUotJ1p5IlMMniT5UcoFaWUGkqkkPd/rW9vT2sYYQQQjWaimR3dzdNTU0ANDU1+W4EtmfP\n", "Hv2SKUSlfopkCUyy+FMlB6iVJVSarripq6vj17/+NTk5OVy9epW8vDzee+89KisreeKJJ/TOeFvr\n", "6HFhd3lItJqIjjJFOo4Q4iaart0+evQoc+fO1fx8P4/Hg9fr9V3OGIrxME7y6vUefr7/Emcau1k1\n", "cwJPz8og3hraXJ0dDhdNXU6sUUayEm59P3Qhxjtdrt0eqhAGK5BlZWVUVVVRXFzsG2NZV1fH7t27\n", "MZlMPPTQQ2RlZWkOejs6dKmdE3VdAPzxiwbm5CQwOzte8+c7HC5+9+k1Nlc0ER9t4h+LpjBtQqxe\n", "ccUQWrqd9Lg8JMdEEWOWo4HbzbAuS9SiqKiIJUuWDHruyJEjrFmzhmeeeYbDhw/rteqw06ufYjQM\n", "Xna4PLg8wXfsB2a5et3B5oq+XnGHw82mk41hz6g1S6RFKktNq52/2XaW//BuBX84VkeHw6XMdlEl\n", "B6iVJVS6FclAbDab77HFYhnNVStpweRE7p+UQHy0icdnpPFBZRNHr2gfMWAxGTANKLTpcbJNR9uO\n", "sy1cbe/FC7x3ooGa1p5IRxJhNqo3qxnY/hxqWJGKtI7xqm6x09ztJDPeQk6i9Zbvz0qI5sX7syk7\n", "08zJuk7ON9txuDzMm5SA0WAI+JmBWXKTY/j+sgLWfVZHfkoMj0xL1fY/FCYqjX2LVJYY8+D9DLPR\n", "oMx2USUHqJUlVKNaJN1ut++xYYgiMFB5eblv4/bvrqu6/GlVHf97fz12p4c0m5n/MS+JrrrqW36+\n", "YNZcdp9vocPRt23uyojFaDCEtP77cuI5efw4F45fIkuR7TFelr9291wuttg532xn9Z3J5KVYlcon\n", "y4GXQzGsmcm1qqioICkpyXfiZtOmTaxatQqv18u2bdt47LHHhvysSme3Dx48yMKFC4O+54PTTfz/\n", "By77lr+/LJ+FuUmavv9cUzd7LrSSGWfhgdxEJgQ5bB74hyPSJEsfh8uNw+UlLtrk+wOnwnZRJQeo\n", "lUWXs9vDsWvXLqqqqrBareTl5bF48WLmz5/P+vXr8Xq9LF26VK9Vh0V9h4PSM81cauthef6UW74/\n", "I/7LwmY0QHKM9nZCYZqNwjTbrd8IxMdrP/stRkd0lIno8XWX5XFF1z3JkYj0nuRvPqnlnS/qAbBG\n", "GfnX4mlMShq6z9jd6+bz2g4qG7u4NyeBmRmxmE3hOy9W09rDO1/U4XB5WXNvBlNStRVVIcRgyuxJ\n", "jnUXW+y+xz0uD3anO8i7wWYxsTAviYV52g6xQ9HlcPF6+SVO1feNqbzQ3M3rj91Bsm3snPwSYqwa\n", "1SFAY8mTs9Ix3xhf89X8BDLjI3c1S6/HS11Hr2+5qctJr9sTsTz9VBr7Jln8qZID1MoSKtmTHMLd\n", "WXG8UTwNu9NDd+MVEjReLtjc1Uur3UWsxYjbA1azkbTYkY1fTLRG8fL8HH6ytxqPF/7T/BxSQuh5\n", "CiGGT3qSI+B0eejsdRNnMWGOMlLX4eBHf6omPc5CtMnArvOtTLCZ+WHRFPJTYuhwuOhw9L1fa9H1\n", "rcvt4cp1Bx6vl4mJ0TIZhhDDJD3JUdLS7eSPx+vZX9XGV/KT+OY9GVQ12znT2M2CyYm89ek1ABq7\n", "new428zqmen8y8dX+LjmOndnxfG3iyeHdAhvNhnJT4nR639HCDEE6UlqEKifUtnYxaaTjTR1O9l0\n", "qpHKhi4SrFEsyktkQuzgQ+EEaxRnm7r5uOY6AMevdXL6xkmYcGSJFMkSmCpZVMkBamUJlRTJYXK5\n", "B3cpTEYDLd1Oatt7OXz5Ov+wvIDcJCsPT01mSUEy5ptms7BE6bfpvV7vLc/GCyG0kZ6kRp0OF2ca\n", "u7E73UxJtWEywr8cvMrhS9d5qCCJldPT+Hbpefon8XnmngyeuScdi8lIlMlIm93F5ooGdp9v5YHc\n", "RJ6elUFKOLAvAAAXdUlEQVRqbPhPvrR0O9la0cjHl9pZVpjMisJU4kLsf4rbz5W2Hi619ZBkM1OY\n", "GhPWMbxjjfQkdfKn8638y8dXAJg2wcYPlhbwPx6aTGevmx6nh8OXrjNwlrPmbifnmrpJijGTmxxD\n", "UkwUa+7NonhGOjaLUbdf0tMNXaz7vG8Q/K8O28lLiWFOToIu6xJjQ217D6+Wnqehy4nRAP9YNIX7\n", "5HdCs/H75yQEx0+cYveFFgASok3kJ1uparVz+FI7nQ43DpeH0w3dLCtMASApJorpE2x8u/QC/33b\n", "Oapb+wamRxkNJMZEjahA3qq30+0cPH7S4dRvPKVKfSbJ4q8/R32Hk4YuJwAeL3wSwnR84c4yFsme\n", "ZABerxe3x4vD7cEaZaLXYefBvEk4XF6+NjWZhGgTf1d2Aei7ZPGfvj6Vxq5eHO4onp+TSUGqjdf+\n", "1Dem0en20tTVS3qshQ6Hi26nh93nW8hNspKVEI3FZGBykhVrmGa0npFuoyAlhqoWO7Oz4pii8Zpw\n", "cftKsUVhMxt9f0BnpMdFONHYIj3Jm1xu62HPhRZMBgP7LrZxT3YcT8/KwGIycKapm385cJm1c7Io\n", "O9PCybpOvNB3kibZyqW2HhKio7A7PXy79DwPT00mJyGazDgLx2o72FvVxszMWB6YlEC7w+07LP7L\n", "B3JYOT0tbIfgLd1OOhwuEq1RJMmgc0HfTFNnGrvJiDMzIyOOWMvYH2d7uqGLPedbmZgYzcK8RM0X\n", "bUhPcgQcLjdvHLrC7Kx4/u8ntQBUt/ZwR6qNZXekYo0y8q052WypaCTBGsWL87J55/N6Um1mMuOj\n", "feMee1xufr6ykON1nfz7p9f483nZ7DrfCsDntZ0sKUhm640CCfCbT67xYG5S0CnSQpFiM5MSpuu6\n", "+/+Gapn/c6xo6OzF6faQGmvGOk4G5Ycy09RYcLmtr89qv7F33OP28PTdGbqsS3qSAzjdXt8/oIGa\n", "O7oBiLOYeOPjK8zKjGX6BBtxZiOvLsnF5fEO+ow1ysTMrDiqbkyScfPVNV7gW3MyfcvZCRaiNQ4J\n", "Gs3ezsUWO/+wu5p/2F09aMKPSGS5Fa1ZKhu6+ItNlfyH906z/XQTPToMlVJlu6iSA8KfpbPX7SuQ\n", "AGcausP6/QNJkRwgLjqKP5+XQ0u3k/sn9p39y0mwMC09nla7E7PJwLeX5GI2GUmIjsJoNPD3O6r4\n", "r1vOsq+qDfdNN/FacUcqRgOYDLCsMIVEaxQLcxOxGA0cu9LBX8zP5uvTU/nOV/NCvkwRoK7DwW8+\n", "qeV7Oy5w/FpnODaBT3uPix/vraa8uo3y6jZ+vKea63ZXWNcx2tweL/9+tNY3C/wvD9dS2957i08J\n", "FWXEWZg7sW9u1SijgZV36nfrEjncvsl92fHEmk109bp47M5UjtV28nc7LvLcvZnMzYnnJ3tr6Ozt\n", "+0f2wpwsX0P83w5f5b6cOFJsXx4y35sTzz8/fge9bg9GvCwpSKKxs5dup4fPrnXywtwsVs0K7RBh\n", "4OzO2yubfXNeHrvawb8WT2dycuA5Lx0ud0jXe/e6PTR2On3L9QH2sFWZaRq0ZTEaGHRf8yijgaib\n", "b1k5SllGgyo5IPxZUmxm/uYrk7na7iDWYiIvWb9LdqVI3uR4XSd//+EFPF6YPsHGlNQY3F5Is0Vx\n", "uc3hK5AAl9p6SI01093mID3OjJHB/+CijAbuuHEf7AmxFk7WdxIfHcVvj9by2J1pZCaMbPq1mtYv\n", "D4Edbi92l/+hY6fDxa7zLew618qCyQmsvDNN06zpyTFm/vOCHH720SUA/vKBiWN+/kqDwcDa+7Lo\n", "6nXT0Onk5XnZTEyK3BR4YmRSYy2kjnCGLS3kcPsmO842+waFVzZ2k2oz88w9GTg94HB7eOFGL9EA\n", "PJibSEFyDA/mJfK1KSlc6xz60C0jPpp5kxK5OyuO7y8r4Jt3ZwzrpMHA3s43ZqUTfWPOy+WFKWQF\n", "mDDjbJOdNz6+ytmmbn53rE7zNeMmo4GvFiTzy9XT+eXq6Xy1IBnTTXtdY7HnNTnJyveW5vP644XM\n", "m5w45F0pRyNLMHanm+PXOjl06Tr1HcNrCYzFn4+KZE9ygO5eN1NSY9hb1QaAzWxkTk4Cv//sGu98\n", "0QHAA7kJfH9pPr1uD+mxZjBAQ0cvv6q+yo+Kgt8LJz46itnZod2jpqvXRfSNSxtvNiszjn8tno7d\n", "5SYrPjpgX/PmExNdvdpPVJijbs+Zh6KjTKi+/3iguo1/2te3Fz8j3cZ3Hy7Q5TJWcWtSJAf404UW\n", "alod/MWCHK609ZCbEsOx2nZODDgpcuJaF9nx0Ww42Uiazcz/+loe3yk7z305cSRbo9h5roU4i5EZ\n", "GXEk3lS0Gjp7ae52khITRWevm6auvnt05wbopzhcHj6qauXd4w3cMcHG2vsyyYyPHtTbMRgMQ/Yg\n", "+01JjWFmRiwn67vITYrmzozYEW6lL93OPa+RGGkWt8dL2ZkW33JFQzctdmfIRfJ22iaRJEXyBofL\n", "TemZZjLiLFijjBy63M4HZ5q5KyOOJQXJfHiu75f2K/lJnL4x3KCp20lFQxc/WjGFeIuJY7WddDvd\n", "XPF4uXLdwVMDxm3Vtjv43o4L1LQ5+KsHJ/KrQ1dxuL3ER5v42cpC8m7aY7vYYuf/u9EPrGnrIS/Z\n", "Ouj7tMqIj+a7D+fT1uMiIdo0Kj0cMTImo4H7JyVwvK7vj3N6rHlYox9EeIy7Le9weahptdPr9pKT\n", "GE3tdQeNXb0UpMbw1Kx0wEBdh4M2uwuPF07UdVI0bTL3T0rA4fYQZzZReqYZgHuz4znfbMdiMmB3\n", "evjN0b6JdgtTY3ggNxGX2+M7TL7YYqemzYHRAC3dLhw3plrrcLi50u7wK5I3n0m+3tM3/GY49y9O\n", "tpl1Oemi0r2Ub7csy+9IISchmrYeF7MyY8kYxoUGt9s2iZRxVSS9Xi/7L7bxT/tqAHhiRhq9bg85\n", "iVbaHW48Xi/X7S4OVLfx5/Nz+Ly2gykpMaTZzCTHRHGmyc4HlU383VdzuXzdQavdRXOXE7vTw0cX\n", "23zrOddsZ+19mYP6iPHRfSdpPN4vH0PfsJS0AAVscnIMK+9M5YPTzaTHmlk6NUWvzSIUlBxjZlF+\n", "+O+8KUI36tdub926Fbe77+TBlClTmDVrVsD36XHtdqfDxX/dcpbL1x1A3xU0L8/P5hf7L+MF7ky3\n", "cUeajclJVtweN8kx0fzbkas0djn5LwtziDOb2HWhFbvTzQO5SUyINZMSE8W+C60kx1r4/bE6AApS\n", "rHx/WcGg2zPYnW4OX7rO3qpWlhQkExcdxcUWO9PTY7kzPTbgeL2uXjct3U5sZqMcJgsRJspfu221\n", "Wlm2bNlorxaA6CgjU9NsviJ5b3Yc+y620f9X4nRDN/dPTGDzqUb+4/3ZXOvo5ZFpqZhNBkwGI7su\n", "tLIwN4mEaBMVDV30ujz8dN8lvvPVPGZmxlKYZsNsNOBweWi1u0iNMWO+cblhjNnEkikpLJny5R7h\n", "3InB5/SLtZjo7nXz0cU2rrX38nBhMtMmhO/EixDi1kZ9nKTb7Wbjxo1s2LCBY8eOjeq6zSYjL8zJ\n", "4vk5mayeOYHn52QxM+PLaaMSok3clRHHi/OyiTEbeevTa/zuWB1Ot5ffH7vGgsmJ/Nvhq/zwT9Vc\n", "63BQ19GL0+Pl/xy8jNvrpTA1ht8fu8b3d13kv205y5ERzNvncLr7znKebebNQ1cpqWjk1dILfHbu\n", "cjg2hSa17T2880Udb316jUttPX6vqzT2TbL4UyUHqJUlVKO+J1lUVOR7XFpaOtqrJyshmjX3ZvmW\n", "H4k2kRFnpqHTyaysWH667xJNXU6emZ1Bj6vv5InH23cZ1Ge1Hb7nPq5p51v39Q0st5lNRBkNXGvv\n", "peLGmW8v8OHZZh7MC62v5PZ4OXL5On/4rI68pBjuTP9y5pauXjcO7+jMxtPjdPOrw1f5uKav0B+s\n", "buMnX58qU6+JcSeiV9yYzcH/wQ3861NeXq7LcorNwtLCVApdlzl1tY1rN/YOB863V17dxhMz0kgf\n", "0Bc0mwzER5uYPsHG330tj1PHPqGnvXnQ2MgZaVa/9d1quabVzg92XeRck52d51u42u5gUmJfb3Pe\n", "xDimT8rQdXv0O3PhIuebvrzssaath5qr1wa9fyC989xq+eZMkcyzaNGiiG8P+fncOo9Wo37ipqam\n", "htzcXAC2bdvGo48+GvB9kZh0d//FVv5hdzUAszJjeWRaKqfqu7h/UgJmo4H46CgOX7pOTVsPT8yY\n", "wB1pMRgMBt+s4o0dDo5e7aCmrYckaxQFKTHMm5wYUobKhi7+astZ3/LDU5N59p4M2npc5CRaSR2l\n", "66fdHi/bTjfyrx9fBeDpu9NZc28mMWGaQV2ISFH+xE1NTQ1HjhwBYPbs2aO9+qBmZcbzygMT+ay2\n", "na/kJ9NmdzJ9go0/fl7HqlkZ3JdjY3r60CdOmuwuflF+mTiLiR6Xh3mT4kMukjmJ0ayeOYGNJxtJ\n", "iDaxemY6k5NjmHzj9dEab2YyGlh+RyqFaTbcHi95KTF+BVKlsW+SRd0coFaWUI16kVy8ePFor1Kz\n", "pJgonrhrAk/cNQHoG1dZ19FLpslOcnIMu861EBdtYkZGbMCZdJJjokiPNftuurQgxAIJfdd3r70v\n", "i0em9c2EnhFg0orREmM2MSND7ocixje5x40GjZ29/M/t57h6Y4LW/zg3i2dmZwZ876VWO+ea7CRY\n", "o5iebiM+elyN1xdCecofbo9F7Q6Xr0ACHLrUzjdmpQe8cdfk5Bgm6zgBqBBidMl8khq0N9RyV8aX\n", "Q3GW35EStjsbhkql8WaSJTBVsqiSA9TKEirZk9Sgq7mOV5fcT1WLHZvZxNTb6K5zQojgpCcphBhX\n", "Qu1JyuG2EEIEIUVSA5X6KZIlMMniT5UcoFaWUEmRFEKIIKQnKYQYV6QnKYQQYSRFUgOV+imSJTDJ\n", "4k+VHKBWllBJkRRCiCCkJymEGFekJymEEGEkRVIDlfopkiUwyeJPlRygVpZQSZEUQoggpCcphBhX\n", "pCcphBBhJEVSA5X6KZIlMMniT5UcoFaWUEmRFEKIIKQnKYQYV6QnKYQQYSRFUgOV+imSJTDJ4k+V\n", "HKBWllCN+j1u6urq2L17NyaTiYceeoisrKzRjiCEEJqNek9yy5YtPP744wCUlJRQXFwc8H3SkxRC\n", "6EH5nqTN9uWdBi0Wy2ivXgghQjLqRXLgjqvZbB7t1Q+LSv0UyRKYZPGnSg5QK0uoRv1wu6ysjKKi\n", "IgB27drF0qVLA77v008/pa2tbTSjCSHGgaSkJObMmaP5/aN+4sZutwN9e5T9jwMJ5X9CCCH0Mup7\n", "krW1tezbtw+v18vSpUtJT08fzdULIURIlL3iRgghVCCDyYUQIggpkkIIEYQUScV5PB7cbnekYwBq\n", "ZRFitIz62e1bUemyxa1bt/qKwpQpU5g1a9aorr+srIyqqiqKi4vJzs4GIrd9AmWJ5PY5deoUZ86c\n", "wePxsGDBAiZOnBiRbRMoR6S2y8GDB6mvrwdg8uTJzJkzJ2K/L4GyRGq72O12Xn/9dZ5//vnh/Tvy\n", "Kmbz5s2+x5s2bYpgEq93x44dEV2/1+v1njp1ynv16lXfciS3z81ZIrl99u3b53v8wQcfeL3eyGyb\n", "QDlU+L358MMPvV6vGv+e+rNEaruUlpZ6P/3002H/O1JuT1KlyxbdbjcbN27E6/WSn5+vxLXksn36\n", "LF682O+5SGybQDkiuV2qq6vZsGEDq1atAiL7+3Jzlkhsl9bWVmw2G1arddDzoWwX5YqkV6HLFvuv\n", "DAIoLS2NYJIvyfYZbOfOncybNw+I7LYZmCOS2yUvL49XXnmFzZs3U1BQENFtcnOWSGyX8vJyVq5c\n", "SWVl5aDnQ9kuyhXJgScGDAZDBJMMFumC1E+2z5f27dtHYWEhaWlpQOS2zc05BorEdrFarcTHxwOR\n", "/30ZmGWg0dou9fX1bNmyhYaGBvLy8nw9yVC2i3Jnt7VetjgaampqfI97enoimORLsn367N+/n4yM\n", "DPLy8nzPRWLbBMoRqe3S0tLie9y/pxSp35dAWSKxXV566SWKi4tZtGgRM2fO9D0fynZRbk9y/vz5\n", "rF+/3nfZYiTV1NRw5MgRAGbPnj3q69+1axdVVVVYrVby8vJYvHhxxLZPoCyR2j4NDQ0cOHCA6dOn\n", "U1lZSUdHB2vXrh31bTNUjkhtlwMHDuBwOACYO3cuELl/T4GyRGq7tLS0UF5ePmhPMpTtIpclCiFE\n", "EModbgshhEqkSAohRBBSJIUQIggpkkIIEYQUSSGECEKKpBBCBCFFUgghgpAieRuor6+npKSEn/3s\n", "ZwFff+ONN2hsbAzpO999911KSkooKSlh8+bNtLe3+71n79697N27dziRAfjwww/ZsGHDsD9/u9q2\n", "bdst39PZ2cmvf/1rKioqRiHR+KbcFTcidBkZGRQXF/Pee+8FfP2pp54iOTk5pO80GAwUFxcHfU//\n", "lRTDtWLFCjZu3Dii77gdabl8MC4ujkWLFuHxeEYh0fgmRfI21tvbS1lZGefPn2ft2rVMmDDB99on\n", "n3zCjh07yM/PJz4+HqfTyapVq3wX+0dHR7NhwwZMJhPd3d08+uijJCQkAH0TOrS2tgJw8eJF/vqv\n", "/1pTHpfLxaZNmzAajXi9Xr+JTj/66CMaGhqwWCz09PRQVFREQkICx48fZ9OmTTz88MMsWrTIt/y1\n", "r32Nr3zlK0Our7Ozk7fffhubzYbRaMRqtdLd3U1RUZFvMoqh1glw9OhRSktLWbt2LQcPHsRisXDP\n", "PfdQWFiI2+1m+/btvuuSu7q6mDx5Mg8++OAtt8PBgwepra3FYrHg8XiwWCx8/etfx+VyUVpaSmVl\n", "JSUlJQAUFhZy1113AdDc3ExpaSk2m43e3l7i4+PJz8/XtO3FCIx0QkuhjnfffTfg83v27PE2NDT4\n", "Pf/mm2/6Hh87dsx77ty5gJ93OBzeDRs2BHxtqOcD2bp1q7exsdG3fPjwYe97773n9Xr7JvTdv3+/\n", "77Xe3l7fa15v3+S2ly9f9r32/vvva1rnqVOnvL/+9a99y2632/u73/1O0zq93r5tWlZW5ve9paWl\n", "3ubmZt9yU1OT9/Tp05oy/f73v/d2dHT48ly6dMlvnYG89dZbXrfb7Vv+zW9+4z116pSmdYrhkz3J\n", "cSw1NdX3OCYmht7e3oDvC9dkrZ2dnYOmE5s9ezaXLl0CoKqqip6eHt8eFPTtnfV78MEH2bBhA08/\n", "/TQHDhwIugd5s3vvvdf32Gg0EhMTo2md/VasWBHw/yUlJcW3nJqaOmh7BvPkk09y6NAhenp66Onp\n", "0TzZg8ViwWj88jTCwP8voR8pksKPx+Ph4sWLTJkyBYC2tja/mZ2HIzY2lqamJl+hPHbsmO9wdebM\n", "mdTV1bFgwQLf+10ul++xyWQiLi6O69ev09DQwJIlSzSv94svvvDNgu12u31/DG61zmCsVistLS2+\n", "QunxeKiqqmLq1KlBP+dyuTh//vyg/G+//fagqdaG4nA4cLvdmEwmoG/7Dcwu9CFF8jawd+9e2tra\n", "fL0so9FIUVERZ8+e5fz581RVVXH16lViY2NZsGABmZmZ7N27l8rKShoaGkhPT+eTTz7B4/EwY8YM\n", "jEYjly9f5ujRo0RHR/v6lSP1yCOP8P7772M2mzEajcTFxXHu3DlqamrIy8ujpaXFl79/UtSB633o\n", "oYf453/+Z5544omQ1puYmOjrTfb3HYFbrnP79u2D+oP33HOPrwdYVFTE5s2bMZlMvrtIatm7dblc\n", "7Nixg/Pnz2MwGHA4HL4ZzftlZGT4MrlcLhYuXEhmZiYrV65k3bp1xMfH09vbS0JCAuXl5UyePJm4\n", "uLiQtonQTqZKEyPyxz/+kW9+85uRjjGkU6dOYTAYmDFjRqSjiDFK9iRFyPr3XF0uF4WFhZGOM6SO\n", "jg4OHDgA9PUQb95jE0IL2ZMUYXP06FGuXLkS8LW5c+cyceLE22KdwVRXV/P5558HfC0vLy8iM9yL\n", "kZEiKYQQQchliUIIEYQUSSGECEKKpBBCBCFFUgghgvh/YGzSt++iIdMAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.603131\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4VPd97/H37Iv2HSShBUkIsxhsMGCMwQvYwjYxYGNf\n", "x3GTtumatvemTdo8vmmWNombxq57m/3GT3qT1MYxYMBgwCwGzGLAFBtksAAhJISE9l2aGc12/xAa\n", "JJDEGaEjzQ99X8/j59EZaWY+PhLfOed7fr/fMQSDwSBCCCEGZBzrAEIIEcmkSAohxBCkSAohxBCk\n", "SAohxBCkSAohxBCkSAohxBDMer744cOHqa2tBSArK4s5c+awZcsW/H4/AHl5ecycOVPPCEIIcUt0\n", "LZILFy4Mfb1z504A7HY7y5Yt0/NthRBixOhaJAHKy8vZsGEDq1atAsDv9/P2228TDAbJzc3l7rvv\n", "1juCEEIMm2E0Zty43W42b97Ms88+2+/x7du3s3z5cr3fXgghhk33I0noOcWOiYm54XGLxTLoc3bu\n", "3InJZNIzlhBiHIqPj2fOnDmaf17XItnU1ERiYiIAvQesFRUVZGdnAz1HmIMxmUxyKi6EGHEnTpwI\n", "6+d1HQJ06NAh1q9fz/r165k+fTrQUyTXrVvHunXrKCws1PPtx8zBgwfHOsKwqJob1M2uam5QO3s4\n", "dD2SXLFixQ2PLV68WM+3FEKIETUqF26GY8+ePXK6LYQYcSdOnODhhx/W/PMy40YIIYYgRVIHqvZq\n", "VM0N6mZXNTeonT0cUiSFEGII0pMUQowr0pMUQogRJEVSB6r2alTNDepmVzU3qJ09HFIkhRBiCNKT\n", "FEKMK9KTFEKIESRFUgeq9mpUzQ3qZlc1N6idPRxSJIUQYgjSkxRCjCvSkxRCiBEkRVIHqvZqVM0N\n", "6mZXNTeonT0cUiSFEGII0pMUQowr0pMUQogRJEVSB6r2alTNDepmVzU3qJ09HFIkhRBiCNKTFEKM\n", "K9KTFEKIESRFUgeq9mpUzQ3qZlc1N6idPRxSJIUQYgjSkxRCjCvSkxRCiBEkRVIHqvZqVM0N6mZX\n", "NTeonT0cUiSFEGII0pMUQowr0pMUQogRJEVSB6r2alTNDepmVzU3qJ09HFIkhRBiCLr2JA8fPkxt\n", "bS0AWVlZzJkzh5qaGvbs2YPJZGLJkiVMnDhxwOdKT1IIoYdwe5JmHbOwcOHC0Nc7d+4E4NixYzz/\n", "/PMAbNq0iZUrV+oZQQghbonup9vl5eW88sor5OfnA+B0OkPfs1qter/9mFC1V6NqblA3u6q5Qe3s\n", "4dC9SObk5PCVr3yFjz76CIC+Z/cWi0XvtxdCiFsyKhdu7HY7MTExAPj9/tDjBoNhyOf1/aQ6ePCg\n", "MtuLFi2KqDxat/uKhDzhbF///zDWebRuL1q0KKLyhLPdVyTkCffvRStdL9w0NTWRmJgIwLvvvsvj\n", "jz/Oxo0bWbVqFcFgkK1bt7JixYoBnysXboQQeoioweSHDh1i/fr1rF+/nunTpwMwf/581q5dy9q1\n", "a5k/f76ebz9mhvuJNdZUzQ3qZlc1N6idPRy6Xt0e6CgxPT2d5557Ts+3FUKIESNzt4UQ40pEnW4L\n", "IYTqpEjqQNVejaq5Qd3so5m7ps3Dr45W8c0dFzh1pZ1bPYlUdZ+HS9eepBAicmwtaWBdcR0An1xp\n", "56crC8lOcIxxqsgnR5I66B37phpVc4O62Ucz9+VWd+jrbn8Qty9wS6+n6j4PlxRJIcaJp2amYTf3\n", "/JNfXpjIxJjbc1rwSJMiqQNVezWq5gZ1s49m7pkTovnpykJ+8mQhf3xPOrH2W5sWrOo+D5f0JIUY\n", "RybF28c6gnJknKQQYlyRcZJCCDGCpEjqQNVejaq5Qd3squYGtbOHQ4qkEEIMQXqSQohxRXqSQggx\n", "gqRI6kDVXo2quUHd7KrmBrWzh0OKpBBCDEF6kkKIcUV6kkIIMYKkSOpA1V6NqrlB3eyq5ga1s4dD\n", "iqQQQgxBepJCiHFFepJCCDGCpEjqQNVejaq5Qd3squYGtbOHQ4qkEEIMQXqSQohxZVR6ksePHx/O\n", "04QQQjlD3r7hl7/8JSkpKQQCAS5cuEBmZiaVlZVER0czd+7c0cqonIMHDyp5JzlVc4O62VXNDWpn\n", "D8eQRXLu3LnMmTOHzZs388d//MckJydTX1/P3r17RyufEEKMqSFPt+fMmQOA3+8nOTkZgJSUFOx2\n", "uZnQUFT9dFU1N6ibXdXcoHb2cGjqSfp8vn7bbrd7kJ8UQojbi6YimZiYyJEjR3C73Rw5coSEhAS9\n", "cylN1fFjquYGdbOrmhvUzh4OTUVy6dKlxMbG8t577xEbG8uyZcv0ziWEEBFB13GSp0+f5uzZswQC\n", "ARYsWEBmZiZbtmzB7/cDkJeXx8yZMwd8royTFELoIdxxkkNe3e7l8/kwm6/96Pvvv89DDz100+c1\n", "NjayevVqALZt20ZmZiZ2u12ORIUQytB0ur1t27Z+2x0dHZpefPHixTc85vf7efvtt9mwYQMnTpzQ\n", "9DqqUbVXo2puUDe7qrlB7ezh0HQkGQgEbulNdu3axbx58wAoKioKPb59+/Zbel0hhNDbkEeSzc3N\n", "1NfX09nZSUNDA/X19dTU1Gg+kgTYv38/BQUFoXGWfVksliGf2/eT6uDBg8psL1q0KKLyaN3uKxLy\n", "hLN9/f/DWOfRut071jBS8oSz3Vck5An370WrIS/cHDp0CK/Xy4kTJ0IXUcxmM7NmzSImJuamL37g\n", "wAFSUlKYOnVq6LGKigqys7MB2Lp1K0888cSAz5ULN0IIPYzohZv77rsPgNTUVKZNmxZWkLq6Og4d\n", "OsTUqVMpKSmhvb2dF154gYqKCo4dOwbA7Nmzw3pNVfQ9QlCJqrlB3eyq5ga1s4dDU08y3AIJPYX1\n", "G9/4xg2PD3QxRwghIlXY4yQrKiqYNGkSRqO+6/XK6bYQQg+6rCf58ssvU1FRwbZt26iqquKdd94Z\n", "dkAhhFCJpiJZWFgYutiycOFCXQPdDoZ7FW2sqZob1M2uam5QO3s4NBXJ3mmEJpNJ1zBCCBFpNBXJ\n", "jo4Odu7cSV5ent55bguqXvFTNTeom13V3KB29nBourq9evVqamtryc3N5eTJk7c8A0cIIVSh6UjS\n", "6XSSm5sLwKxZs0KLVgC4XC59kilM1V6NqrlB3eyq5ga1s4fjlsfx7Nq1ayRyCCFERLrlIimn3jdS\n", "tVejam5QN7uquUHt7OHQd0S4EEIoToqkDlTt1aiaG9TNrmpuUDt7OKRICiHEEKRI6kDVXo2quUHd\n", "7KrmBrWzh+OWi6Tdbh+JHEIIEZHCLpJut7vfdt/bMYgeqvZqVM0N6mZXNTeonT0cmorkz372Mw4f\n", "PgxAfX0977//vq6hxOgLBoM4nc6xjiFExNFUJNPT00Or/0yaNImmpiZdQ6lOtV7NmdoOvr2rjA/d\n", "KVS3um/+hAik2j7vpWpuUDt7ODTN3b5+gd2+9+AWaqtudfPijgt0eXsmBbh9Af72/iwMBsMYJxMi\n", "Mmg6kvT5fP22u7u7dQlzu1CpV+P2BUMFEuByqwdfIKzF6iOCSvu8L1Vzg9rZw6HpkHDmzJmsX7+e\n", "yZMnc+HCBWbMmKF3LjFK0mKsPD0zlfXFdViMBr5w1wQsJhkZJkQvzfe4cbvdVFdXM3HiRBwOh965\n", "5B43o6jD46O6vRubyUBWvF1OtcVtbURvKduX3W5n8uTJwwolIlu0zcwUm/SZhRiIpvOqjRs36p3j\n", "tqJqr0bV3KBudlVzg9rZw6GpSF6/HNr27dt1CSOEEJFGU5G0Wq3U1dWFtj0ej26Bbgeqjh9TNTeo\n", "m13V3KB29nBoakR1dnby6quvhi6klJSUsHLlSl2DCSFEJNB0JOlwOHjppZdYs2YNa9asYebMmXrn\n", "UpqqvRpVc4O62VXNDWpnD4emInn95fI777xTlzBCCBFpNI+THG0yTlIIoYdwx0lqnlpRXl7OsWPH\n", "8Pl8lJWVDSucEEKoRlORPHLkCNXV1Vy+fBmz2czRo0f1zqU0VXs1quYGdbOrmhvUzh4OTUWyurqa\n", "hQsXhlYDioqK0jWUEEJECk1DgEwm07Be/PTp05w9e5ZAIMCCBQvIzMykpqaGPXv2YDKZWLJkCRMn\n", "ThzWa0cyVcePqZob1M2uam5QO3s4NBVJl8uF1+sFwOv13jADZzCNjY2sXr0agG3btpGZmcmxY8d4\n", "/vnnAdi0aZOMtxRCRDRNp9uPPPIIr7/+OiUlJbzzzjssW7ZM04svXrz4hsf63iLAarVqjKkWVXs1\n", "quYGdbOrmhvUzh4OTUeSiYmJfOlLXxr2m+zatYt58+YBPfdS6WWxWIb9mkIIMRo0DwE6c+YMW7Zs\n", "4dy5c2G9wf79+ykoKCA5ORkAv98f+t7N1i3s+0l18OBBZbYXLVoUUXm0bvcVCXnC2b7+/2Gs82jd\n", "7u3rRUqecLb7ioQ84f69aKVpMPmuXbuIi4tj9uzZfPLJJ3R1dfHAAw/c9MUPHDhASkoKU6dODT22\n", "ceNGVq1aRTAYZOvWraxYsWLA58pgciGEHnQZTN7S0sK8efOwWq3MmzePxsbGmz6nrq6OQ4cOUVJS\n", "wqZNm/jd734HwPz581m7di1r165l/vz5moOqZLifWGNN1dygbnZVc4Pa2cOhqSc5WO+wra2N2NjY\n", "Ab+XmprKN77xjRseT09P57nnngsjohBCjB1NR5JdXV00NDQA0NDQELr4snfvXv2SKUzV8WOq5gZ1\n", "s6uaGwbO7vb6OX65jTc+qeHUlXa8fm3DBSOZpiPJmpoaXnvtNTIyMqiqqiInJ4d169ZRUlLCk08+\n", "qXdGIYQiSuq7eHHHBQCMBnh1xRTuSFV7hp6mIrl48WLmzp17w+PHjx8f8UC3g75XLVWiam5QN7uq\n", "uWHg7LXt3aGvA0Fo7PKOdqwRp+l0e6AC2fv47t27RzSQEEJdk5Mc2M09ZSXebiYzzjbGiW7dLd9H\n", "tKOjYyRy3FZUPTJQNTeom13V3DBw9oJkJ//+uSk0dnaTFmMjK94+BslGltxsWQgxoiYnOpic6Bjr\n", "GCNG84wboZ2q48dUzQ3qZlc1N6idPRxSJIUQYghSJHWgap9J1dygbnZVc4Pa2cNxy0XyZotUCCGE\n", "yjQVybq6ukG/F85E8fFC1V6NqrlB3eyq5ga1s4dDU5H8zW9+Q2tr64Dfi46OHtFAQggRSTQtlfbG\n", "G2+QmJhIe3s799xzDzk5OboHk6XShBB6CHepNE3jJJ9++mmsViuBQIDjx4+zf/9+vvjFLw47pBBC\n", "qELT6XZbWxsATU1NXL58mfj4eF1DqU7VXo2quUHd7KrmBrWzh0PTkeSbb75JcnIyycnJPPHEE7ft\n", "DbyEEOJ6mopkVFQUzz77rAz30UjV8WOq5gZ1s6uaG9TOHg5Np9vPP/+8FEghxLikqUharVbKy8s5\n", "duwYPp+PsrIyvXMpTdVejaq5Qd3squYGtbOHQ1ORPHLkCNXV1Vy+fBmz2czRo0f1ziWEEBFBU5Gs\n", "rq5m4cKFGI09Px4VpfZy7HpTtVejam5QN7uquUHt7OHQVCRNJpPeOYQQIiJpKpIulwuvt+deFV6v\n", "l0BA/Tug6UnVXo2quUHd7KrmBrWzh0PTEKBHHnmE119/nZqaGvx+P0VFRXrnEkKIiKBp7vZYkLnb\n", "Qgg9hDt3e1jrSe7YsWM4TxNCCOUMebr9/e9/nzvuuIPW1lbOnTvHjBkzOHXqFLm5uaOVT0mq3ktZ\n", "1dygbnZVc4Pa2cMxZJH8whe+QHZ2Nr///e/53ve+h8lk4tlnn+Wtt94arXxCCDGmhjzdzs7OBsBi\n", "sYSGAZnNZpxOp/7JFKbqp6uquUHd7KrmBrWzh0NTT9Ltdvfb7ujo0CWMEEJEGk1Fcvbs2bz55puc\n", "OHGCtWvXMnv2bL1zKU3V8WOq5gZ1s6uaG9TOHg5N4ySnTZtGbm4uVVVVrFy5EofDoenFA4EAwWBQ\n", "ZuwIIZR1y+Mkd+/ezdKlS294fMeOHZSVlbFy5UrS09MB2LJlC36/H4C8vDxmzpw56OvKOEkhhB50\n", "ucfNUAbrTxYVFXHmzJl+j9ntdpYtW3arbymEEKNmWIPJh8vv9/P222+zYcMGTpw4MZpvPapU7dWo\n", "mhvUza5qblA7ezhGtUgWFRWxevVqnnrqKWpra2/6831/CQcPHpRtnbeLi4sjKk8428XFxRGVZzxs\n", "q/z3Eo5b7klu2rSJlStXDvi9M2fOEB8fH+pJ9jVYL7OX9CSFEHoYlbnbw1VRURH6+vqxl2Js1HV0\n", "s6G4lp9/eJnzDZ1jHUeIiHPLRXKwG4Tt3r2bgwcPsnv3bj744AOgp0iuW7eOdevWUVhYeKtvHbGG\n", "e1g/FjafqeeXR6vZeLqeb2y/QHWbZ6wjDYtK+7wvVXOD2tnDcctXtwc7bB3oVHrx4sW3+nZiBPkD\n", "QUrqrh09tnv8uLz+MUwkROS55SPJ6OjokchxW1FlTqvJaODpmWkYr54MPDA5nuQo69iGGiZV9vn1\n", "VM0NamcPh6YjyX379t3wmNPp5O6778ZsvuWDUTGG7pkUy4+fLMTlDTAp3kacXX6fQvQ15JHkd7/7\n", "Xaqrq7ly5Qp33nlnv/9SUlJkybRBqNSrMRsNFCQ7uXNiNKf/W91bBau0z/tSNTeonT0cQx42fPvb\n", "3wbA4XCQmJjY73uJiYmcOnVKv2RCCBEBbqknGaG3xxlzqvZqVM0N6mZXNTeonT0cmorkvffeO+Dj\n", "CxYsGNEwQggRaTQVybS0tAEfnzBhwoiGuV2o2qtRNTeom13V3KB29nBoPt1ubW2lrKxMZsoIIcaV\n", "IeduHzt2jHnz5nHgwAE6OjpIT0/nwoULTJkyhRkzZugaTOZuCyH0MKJzt6urqwGora1l+fLlzJo1\n", "i9WrV9+wTqQQQtyuNJ1uXz9g3Ggc1XUxlKNqryZSczd1dfN+aRPri2u52OQa8GciNfvNqJob1M4e\n", "jiHHSRYXF+P1eiktLQ0th+b1evF6vaMSTgiA98428Z//fQWAREcd//65KUyIsY1xKjFehL2eZHl5\n", "ObGxsTcMLh9p0pMUAIFgkH/YVsrJK9duE/LTlYUUJMu938Xw6L6eZE5Oju4FUoy8Do+Ps3WdXGxy\n", "4Q+oMwnAaDDw+B3Joe07J0aT5LSMYSIx3mgukl6vl7q6OgKBAO3t7XpmUl6k9Wo6u/288UkNf/3O\n", "Of5yYwnHL7cN+HORlrvXvVlxvLqigO8/msffL8kmcYAiGanZb0bV3KB29nBoKpJlZWVs3ryZnTt3\n", "Aj23hhXqaOjsZn1xPQD+IPzuRA0enzrrRtrMRqanRXPPpFhSo9Vcyk2oS1ORPH78OE8//TTR0dEY\n", "jUZZQ/ImIm1Oq81sJMZmCm1nx9sxDzBCIdJyh0PV7KrmBrWzh0PT4oF2u13vHEJHE2Js/KAojw3F\n", "dSRHWXnijiRMxoFvuyGE6E/TkaTL1X9sms/n0yXM7SISezWFKVG8+FAufzo/g/TYgT/0IjG3Vqpm\n", "VzU3qJ09HJqOJGfPns1//dd/0dbWxoYNG5g3b57euYQQIiJoHifZ1dVFbW0tmZmZWCz6D8GQcZLj\n", "TyAY5EpbN4FgkAkxViwmmdklRl644yQ139DE6XSSm5s7rFBCaPFRZRv/tPsi/mCQry/J5oHJCdI7\n", "FWNO00f1tm3bqKyspLy8nDfeeIPS0lK9cylN1V7NYLl9gSAtbi8eX0C3925xefnx4Uq8gSCBIPzb\n", "gUs0dHZrfv7tts9VoHL2cGgqkt3d3WRkZPDJJ5/w+c9/nhMnTuidS0SIDo+P9cW1/NWms/zkcCV1\n", "HdoLVzjMRgOxtmsnNtFW04DDlIQYbZr+Co1GI0ajMTQUyGaTxQWGour4sYFyn2908euPrlDX4eW9\n", "c018Uq3PbKtom5mvLc7mzolRTE1x8t1lk0mK0t77vp32uSpUzh4OTT3J7u5uOjo6QkVSbgA2fvj8\n", "/X/X3X79TrknJzn4QVE+wWAQm9l08ycIMQo0HUmmp6ezadMmFixYwKeffkpZWZneuZSmaq9moNx5\n", "SQ4eKehZ0KQwxcld6TG6ZrCajMMqkLfTPleFytnDoelIcuHChSxcuBCAqVOnkp+fr2soETkSnRb+\n", "4t5MPn/XBJwWI/EOWYFHjC9hryc5WmScpBBCD7qvJwmwY8eO4TxNCCGUo6lI7ty5k7feeouXXnqJ\n", "tWvX8vHHH2t68UAggN+vzpJcI0XVXo2quUHd7KrmBrWzh0NTkezo6OCZZ55h+vTpPPfccxQUFNz0\n", "OTt27OAXv/gFtbW1ocdqamp4/fXXefPNN7ly5crwUwshxCjRdOHGYOiZGhYI9Az/uP7uiQMpKiq6\n", "4dazx44d4/nnnwdg06ZNoZuL3W5UHT+mam5QN7uquUHt7OHQdCTZuzSayWSira1t2HdLdDqv3bzJ\n", "apUVpoUQkU9TkXzqqacAeOSRR9izZw/Tpk0b1pv1vZA+GisJjRVVezWq5gZ1s6uaG9TOHg5Np9vG\n", "q3NobTYbq1atGvab9b2I03sKP5SDBw+GDul7fyG387bJZCJlyiyOXmoj3hJgorGDu6dNGbX3Ly4u\n", "jqj9Ec52cXFxROXRut0rUvKMl7+XcAxrnOQHH3zA4sWLb/pzZ86cIT4+nvT0dAA2btzIqlWrCAaD\n", "bN26lRUrVgz63PEwTrK5y0tFsxu7xUhuooOGzm7+5p1ztHt6Pkz+bH46T81Mw+sL0OH147QMbzaK\n", "EOIaXdaTPHjwIFeuXMFk6vkH+tlnn920SO7evZuysjLsdjs5OTksXryY+fPns3btWoLBIEuXLtUc\n", "8nbU5vbyiyOX2VvWAsA/PJBNdrw9VCABTl7pYGl+Ehs+rWPn+UbmZ8bxhbsnkCJ3DLxtdPsCtHl8\n", "OC0mnFb5AIxEmopkY2Mja9asCW3X1NTc9DkDFcH09HSee+65MOKpqW+bYDBNXb5QgQR4+9M6vrs0\n", "l5lpURTXdmIAlhcmc66hkzdP9gyj2n6ukbszYliiU5HUkrtXMBiks9uPw2KKiIVxw8k+0nyBII2d\n", "3VhMBhKd2n837W4fv/+4iu2lrcycEMWfL8hkQow6K2yN5T4fTZpXJu8rOTl5pHOMO06riWSnhYau\n", "npEC01OjSIqy8g8P5lDZ4ibKaiIvycHxy/2XJvMGxn4WaWe3n93nG9nyWSN3ZUTzzMy0cXt06/UH\n", "2Huhmf9zqJI4m5nvPjKZgmTnzZ8IlDa6eOt0EwCHK9qYN6mdx6aqUyTHiyGLZO84x6amJnbv3h3q\n", "LR4+fJgvf/nL+qdTlJZP19RoK98vyuPAxRYSHGbmZ8VhMBhIjbaS2qfgFCQ7eDg/gb0Xmpk1MYYZ\n", "E6LGNDfAhYYufvphFQCXWtwUJjtZWpCkWy4txuqIprrNwysfXCIINHR5+dXRKn5QlIdZw/15gvT/\n", "wAtE5jIKgxoPR5FwkyLZezg9f/780cozruQmOshNdAz5M8lRVv5q4SS+ePdEoqwmYuzDOvgfEZUt\n", "bsqbXVz/b7nLq98ak5HOaDBgNEDvspsWk0HTyA2AvCQnq2eksOWzBqanRTEnI3bEcvkDwYhog9wO\n", "hvy4+/znP8+0adNC4yIvXLiAyWTiD/7gD0YlnKpGevxYlNXEhFib7gVyqNxX2jy8uKOUf95TzsfV\n", "7SzMjgMgK96m+xqTWozVmL30WBvffDiXZKeFgmQHX56Xobk4xdnN3GNv4j/XTONbD+cyMfbWT7Vr\n", "2j38/MNK/v7d8xy71Ipfx/aMjJMEoqOjAdi1axdxcXE8+uijnDx5ksOHD/PAAw+MRj4xDF5/AANo\n", "OuXTqr7TS21HT//03ZJG/mx+Oo9NTaKre/weRQKYjAYWZscxLTUKi8lAtC28DzJXR1u/9sqt2lPa\n", "xMbTDQCc2VXGT1dNZfJNzlbE0DT9K2ppaWHevHlYrVbuueceGhsb9c6ltLHs1Zxv6OLFHRf45nsX\n", "uNDYFdZzh8qd5DQT3+dI1oCBH7xfzg/2lvPS3nJaXTdOVW3u8tLm9oWVYbjGcp8bDAYSnJawCySM\n", "fO7a9mu/B38Q3F79VuGSnmQfg00hbGtrIzZ25PooInwdHh9NXV4qW91EWcy8cuAStVfvaPiv+yt4\n", "+fECYobxj/d6GXF2fvhYPqWNLmJtJnacbQj1Ii82uXD7AsT1+fn/rmrj1QOXsJmN/MOSHKakaLvi\n", "K27N43ckcbC8hY5uP48WJJIRZx/rSMrTdCTZ1dVFQ0PPIXxDQ0NoDvbevXv1S6aw0erVVDS7eHFH\n", "KV/bVkpFs4fzjV209jlya3H58F69otDY2c2Z2k4qW9yDvt7NcucmOlhWkMiczFjunHitD/nMrDTi\n", "HdcKcW27h+/uukhdh5fKFg+vHrhEZ7e+R5Sq9sdGOndhShQ/WTmFn68q5E/nZxCnYx9b1X0eLk17\n", "sKamhtdee42MjAyqqqrIyclh3bp1lJSU8OSTT+qdcVyraHZxudVDktNCfrITc5+LAm+erKWk3gXA\n", "b/77Cn+5MIPn75rAfx6vxgD89cJJxDvM1Hd288O95Zyq6cRpMfLDx/IpTBn+UCKz0UDRlCQKU5z4\n", "g5CbYO83XTII+PtcAvcGgjdcERf6SY9V9+gxEAzi9QciavqtpiK5ePFi5s6de8Pjx48fH/FAt4OR\n", "6tVcanHz9XdLaXH7MBrgXx/L73cERzDI87PTMBkN2MxGCIKBIL9cNRWj0UB6rA2jwcDlFg+najqB\n", "nuE6h8pbBiyS4eR2WE1MS4se8Hup0VZefDCHH+6rwG428tVFk4bVrwuHqv0xVXPDyGevaffw+5N1\n", "nGvo5H/MSmNBVhyWEbz4OFya/nIHKpBDPS5GRm27h5arp8+BIJyu7exXJFfNSOUHe8upbuvGaIDv\n", "LM1lamrUDXc0jLGZMBp6XgN6hq3oyWgwcG92HK89fQcmg4GkqNt3WTwxcvZdaObdkp623vffL+fH\n", "TxZqnr2kp7Ev07ehkerVJEdZsZuv/Yqu/4Pp7A5Q3dZzkSYQhFM1nQPe8jU1ysI/PpzL/blxfPme\n", "dOZNGvhi20j2mIxXZw+NVoFUtT+mam4Y+eyNXdeuzAeC4PFFxvCysZu+IYCehSIGm6GRm+jg5ccL\n", "uNDUxYQ9T1TlAAAarElEQVQYG3dcd4U4wWHGbjbivvrHNGWQT92zDV38+FAlSVEW2t1+7smMCWsh\n", "BiFGw6OFSewva6HF7WN5YSKT4iOjtyr33R4jXl+AT2s72FfWQqLDzJK8BHIStA/6rW5z82FFK2nR\n", "Npo6PaTHO+jw+MmMs5GX5OhXeH91tIp1xXWh7X98OIf7cxNueM2KZheHK1qJs5vJT3JQ1eohJdpK\n", "YbITi1lOOoT+ats9uLwBkqIsIzJ0bSC6rCcpRl5Zs4sf7qugydXTc2zo8vLV+7Mwapj36/H5ee1Y\n", "NQfLWwH46qJJfHtnGd5AEKvJwKsrpvQ7Ne/7iWw0QMIAp+QNnd18a2cZV9p7Tt+X5idS0eKitMHF\n", "vz6Wz6wImHo4Frz+AOcauqht7yYzzkZBslPz3GwRvrQIXCpODg900LdXc7HJxa8/qmJDcR217Z7Q\n", "48FAzwUUm6nnH1xZowuvxh6M2xuktMEV2m7o8oaWUOv2B6lq7fM+wSA58Tb+fEEGD+cl8O2rF3eu\n", "19UdCBVIgLImF2nRVoLA2frwZu6MBb16e2fru/i7ref5l30V/N3W81xoct38SWGQnmTkkyKpo/rO\n", "br654wJvnqzjl0ereP3jGvyBINVtbnaVNmIzG/mT+RnE2808OT0Fm0Xb2LAYu4nnZqeFtrPi7fQO\n", "nzQZYEJMT7/R6w9Q3ebh77eX8sbHNVxoclHT5uk31rJXgtPM/dnXjhYX5cRxtr4LA1A4jmfLXGpx\n", "h0YFePxBavt8kIjxQU63ddA7fszVHaC+zxW7sw1ddHp8/P5kHdvP9sx/P1PXyd8vyebdz+q5JzOW\n", "BOfgV4O7uv14fAHiHGYeyk8gN9GBLxBkUryNf3uigOo2DxlxdgqSnZyt7+SXR6qwmAz80T0ZbPms\n", "nifuSKbZ5eXj6nampUb1jK28KsZm5iv3ZfP4NBc2sxGH2UhGnI2UqJ6eZF9ef4Cz9T2noJMS7BRc\n", "1wMdC3qNN8y++gEUCILdbAx9AI0UGScZ+aRI6ijRaWb5lES2n+tZfbpoShJvnqzlcuu1qYEub4Cy\n", "Jhdn6rrwXbesVe8yVyajgcoWN/9xqJLqNg9/Pj+DghQnKVEWkqKstLp92MxGpqdFMzHWRlNXN9/Z\n", "dTE0pKLN4+cP50zke++XEwjC6x/X8vLj1w1MBxKdFhL7FOnJSQMfQZbUd/G1recJArarPdD8CBjP\n", "pofC1CheXTGF2o5uMmNt5A2yT8TtS063ddDbq4m2mfnDe9L50WP5/NOyyewpbWbb2Ubuz03AerUX\n", "uawgkbN1Xfzt/Vn9CtSFxi6+tbOM7+wq43Krmw2f1nHySgdmo4Gajm7+7O0SvrLpLMVXOvi/Ry/z\n", "FxvP8jfvnKO0oQuvP0ib59pc6Ta3D4fFRN8aXDPAaaPWHlNFsyu0prbHH6S0sYuaPv3WsaBXf8xs\n", "NHBHahQPTE7Q5YNA5b6eytnDIUeSOot3WIh3WNhW0sC5hp4LIOtO1fK9R/NwmI0ECeLyBkiJsoQW\n", "a21xefnenotUXR0obrMYMV89nX0oP5H/d/wK3kDP837yYSWTrq700ur28f6FZv7onnS+uiiLlz+o\n", "wGgw8FcLJ5EcZSHGZiIzzsbd6TFMTtQ+Bs3j8/ebS5ub4AidgjosRto8fn5xpIq/fyAbp8a+qhCq\n", "kCKpg4F6NXdOjCY3wc7FZjd5SQ4y42xcaHTxjzvLAEhxWvjRE/mkx9rxBoKhoUEAxVc6+OdHJnOm\n", "thNDMEjf6y5mg6Hf4hEpURbMRgNLJsczJcWJ0QATY2yYjAZefryA3eebeKu4jhPV7Xx9STaZfZbS\n", "uj53u8fHntImdp9vZmF2HI9NTSLeYaEwNYp/fSyf4isd2Cwm3vykhiA9PdOxKpKq9sdUzQ1qZw+H\n", "FMlRkhln56Xl+XR4/MQ5zMTZzay9eqtYgPouL/UdXtJj7bS7ffzvB3PwB4Ocb+hiUryDvCQn//65\n", "Kfj8fiYnOfnZh5dxWI2suTMVi8lAi8tLYWoU92bH0dDZTZzdTNZ1MxbaPf7QoPLP6ro4cLGF52ZP\n", "GDTz+YYufnb1hl/nGrrISbSzMDses9HAlGQnh8pb2Xii5/bCz85K1W3wrxBjSXqSOri+V9PZ7edK\n", "mwejEbIS7KE1/mZPvLaKTqzNRKLTQnWrm6o2D7Ud3VxsclN8pYOcBDsmo4FEp4XUGDufXGlnflYs\n", "U1OieOWDSyTYLXz9gWyW5Sfw08OX+ctNZ/mvEzX9xmUC+AL9x2FePxTo+tyu627w1fdWDXaLic/P\n", "nsBLRXn8y/I81sxM63e1fLSp2h9TNTeonT0c8tGvs2aXl/93vJrtZ5uYkuzgGw/mhE5x52TE8i/L\n", "82js8pGX5GBSvJ3P6jrYfLqBUzUd2M1GvjwvnSMVrXR4fMy8ejU6O97Ojw9fBnpuEtbW7efF9y7w\n", "P2alcbSyDYC1J2vJS3LQ5vYzKd5GebObdz9rYPWMFHafb6Iwxcl9OfFDZs9PcjA91cnpui6y421M\n", "Te1/4SLOYWZOpvaV6Tu7/Rwub2FfWQv35cRxf278bX/02eL20unxE2s33/b/r7cr+a3poG+vpqzR\n", "xfazPUOAzjW4OH65PVQknVYTd193G9EOj59TNR0AuH0BPqvrZGZaNMer2oi1m8lOcDA9LYr/ed8k\n", "bGYDWXE2imu7eObOVDL7jOkDcPkCvHLgEi/cPYFPazo4UN7K5EQHD+Unsrww6YYl067vMaXF2PjW\n", "0sk0u33E2kwkR93aGMGz9Z386INLAHx0uY2UKAv3TIq7ybO0icT+WHWbh5f2lnO2vov7c+L4i3sz\n", "b9iHkZhbK5Wzh0OKpM6uP6W1m69tB4LBG+ZqR1lNWIyG0DTDSfF2UqMtfHCxhYPlF/nreyfxy6OX\n", "udDkJiXKwsrpKfzqWDXQs0L4F++eyO8+ruHh/AQcZiNlTS4uNrmYnNSzeEZZk4tLLW6emJp00+wd\n", "Hh+XWz0E6Vlu7Va1e/xDbt9uPq3pCE3pPFDeyrKCpFv+oBGjT3qSOujbq8lLcvDleemkRltYmp/A\n", "XekxuLr97DzXyLd2lvFhRQvHKlspvtLO+lO1uLwB/mR+BvfnxvGFuyYwe2I0n9V3YTIaeHByAjvO\n", "NYYGeU+Kt/NhRWvovS42u5k+IYofLs8nL9HBj/ZXYDL0zBTJTrCzKCeOyYkOvrMsl8z4a8OGLja5\n", "qO/o5tChQ6HX6vYF2Hymnr979zxfe/c8Gz6t77e+X2e3nw/Kmvnp4Uo+qmzVNO88P8nBpLieo9eJ\n", "MdYRHXcYif0x63WraltMN85KisTcWqmcPRxyJKmzaJuZp2ak8siURJwWE1aTkZPV7bz8wSX+ZF46\n", "rx6oZN6kWDLjbCRHWfisrpM3T9aSGWfndE0nKVEWfnf1CvJHl9v4yr0ZoYHgl1vdPDE1mU9re27N\n", "MCnORqzdRJLDSm2Hh4fzEylMcTIpzkZBkpMXH8zBGwjiuDpMp7HTy88+rORAeSupURa+tmByKHeb\n", "x8f64vrQ9obiOh4rTCLl6j2iP6vr5HvvlwPwzpkG/m1FAdMHuZ1Dr4yrV/ibu7zEOy2khXG/6Va3\n", "l7P1Xbi9AQqSnUzUeXX1kTBjQhSfm5bMR5VtFBUmUTCO58CrTIqkDq7v1ZiMBuLt105XO7t7TjM9\n", "vgArp6dwoLyFXeebeCgvgYU5cQSDPafFVpOBOEf/X5HTYuKJO5KZmhpFjM1EVrydjDg7l5pdGIwG\n", "frTvEt9aOpmlBUk8mJeIzx8ILZxhNhnoe3+l8mYXB64ut1bX6aWk1cDsq99zmI1MSXbycXU7AFNS\n", "HDgs146M6juvzdgJ0nNnRi1So62khlEce20vaeTXx68AcEeqk+8sndxvnnsk9seSo6z82fwM/uDu\n", "iURZTaHJAn1FYm6tVM4eDimSY2BykoPZE6OIsZpodPm40Niz/NaeC83MyYzhu4/kEghCrM3IhUY3\n", "adFWaju6mRhj5Y60KDLi7P3up1za2MDaT66Nuaxqc5MWY8VkNGAyDj64u2/RA/rdFjbKZuZv7pvE\n", "hxWtBIJB7suJ63czrynJTqKtJjq6/aRGWW4YkzmSXF4/+8paQtuf1XXR5vENuRhIpLCYjBFxMysx\n", "fFIkdXDw4MFBP2XdPj+XWz3MTo8hPc7Wr1DNmhjNxSY364rrMBngfz+cy10ZMeQnOfEFgtgtRi41\n", "u+no9lOQ5AwdmWT3KVAWo4FYjUNNJic5+PqSLDadrufOCdGkBtuA5ND3M+JsPH1n6oDP7R3c3tzl\n", "JSXaquvNxexmI4tz4ym7upZjYYrzhv/HofZ5JFM1N6idPRyjXiS3bNmC399zupmXl8fMmTNHO8KY\n", "Kqnr4sUdF4CeVcK/+XAuD+XFU1zTyeemJfPPe8oB8AfhjY9r+MeHc/nVR9WcutLB/EmxpEZb2VbS\n", "wI8eL2DGhJ4e4JyMGL6+JIvSBhf35cSFrmTfjN1sYllBEotz47GajFcv3PT0JStb3Jy80kGMzcTM\n", "CdH9Ft/olRVv1/UIspfBYODxO5LJS3Lg8gYoTHEqcRQpbg+jXiTtdjvLli0b7bcdVYN9ugaD/VcN\n", "DwShvMnFvVlxWM0mYm1mYmym0NCYCTFWLrW4OHWlZ9zk0co2vjRnIv4gfFzdTlaCnVibmTiHhWUF\n", "SSwrGF7e3sUrenP33MrhQmiBjedmp/GHc9OH9+IjJM5uZn7W4GMqVT2iUTU3qJ09HKPeLPH7/bz9\n", "9tts2LCBEydOjPbbj5madg/bShpDdziEnqmIdouRzu4AO8420tDp5UtzJnJPZiwP5yfw6JQkGrr6\n", "XxAxXj3FjrGZOK/TbRXaPf5QgQQ4XtmG23t7j2kUYjCjXiSLiopYvXo1Tz31FLW1tTd/goKuHz/W\n", "4fHxk8OV/J9Dlfz7oUq+cm8mX1+cxf9alMXdGTFMnxDFHSlOPP4An9V10dXtw2Iy0NTlpazRxfLC\n", "JFKiLDxzZyoJdhN/eW8Ge0qbQwPORzp3gsPMnIxrC/IWTU3CHuFLoKk6Zk/V3KB29nCM6YUbi2Xo\n", "vlLfxnDvLySSty0WC1l3zCZqQg4fnfgYT1cnixYtossb4JPqnlPmFpeP/3usiuWFScxNhsmJPfOn\n", "/yg/QDDYzP0Lsvm0touPq9p59WAlZqOBX66eyoMp3VgdJn51spHTdV0syorB3tUAxI1Y/uLiYhYt\n", "WkS8w8KzeSaWZqeSHB9LQbIzIvbvUNvFxcURlUfrdq9IyTOcv5dIyRPOdjhG/b7bFRUVZGdnA7B1\n", "61aeeOKJAX9Oxftun6pu55s7y3D7Avz1wkwenZKE1WykrqOb07UdbDnTwKe1PRdolk9JZHJS/9uT\n", "1rZ7+PBSK2nRVt4500B9p5c/nZfO3EmxoemLLS4vnd2yYIIQwxXx992uqKjg2LFjAMyePfsmP60O\n", "t9fPL45W4b46Pe8nhy9zV3oM/mCQf9p9kao2D6tnpPD8XRM4frmNH31Qyd/en8WUq7MwfP4Ab3xS\n", "w/azTRiAZQUJ/K/7JpF23dCa3pXOhRCjY9R7kosXL2bNmjWsWbOGgoJhXo6NQEajIbROJIDNbMRq\n", "MrDzXBOVrR4CQVhfXE9po4sNn9ZT1uTih/vKaXP3XJhx+wOcqe25EBMEdp5vpnuEe443o3KPSdXs\n", "quYGtbOHQ6YCjBCrycifL8hgbkYM+UkOvvfIZFJjbDcsRNt3YprbF8B/tdsRZTHx1MxrA7cfnZJI\n", "gkNOp4UYa6Pek9RKxZ4k9NyT2h8Ihq4GV7d5+MWRy5Q1uXjmzjTSoqz80/sXMRkMfHtpbr9Fa91e\n", "P2VNLrp9QXIS7XJaLYQOIr4nebvrmat7bTs91saLD+ZQ3ebh5Q8q6PAE+OKcidyTEUNOYv+ZMXaL\n", "iWk3WUlHCDG65HRbB9f3auwWE5/VdVHa6Kamo5vXjlVzpb2735XtSKByj0nV7KrmBrWzh0OK5ChJ\n", "ib526myAG5ZAE0JEJulJjpIOj4+PKts4eaWDhTlx3DUxBssY3l1QiPFKepIRKtpm5sH8RB7MTxzr\n", "KEKIMMihjA5U7dWomhvUza5qblA7ezikSAohxBCkJymEGFfC7UnKkaQQQgxBiqQOVO3VqJob1M2u\n", "am5QO3s4pEgKIcQQpCcphBhXpCcphBAjSIqkDlTt1aiaG9TNrmpuUDt7OKRICiHEEKQnKYQYV6Qn\n", "KYQQI0iKpA5U7dWomhvUza5qblA7ezikSAohxBCkJymEGFekJymEECNIiqQOVO3VqJob1M2uam5Q\n", "O3s4pEgKIcQQpCcphBhXpCcphBAjSIqkDlTt1aiaG9TNrmpuUDt7OKRICiHEEKQnKYQYV6QnKYQQ\n", "I0iKpA5U7dWomhvUza5qblA7ezjMo/2GNTU17NmzB5PJxJIlS5g4ceJoRxBCCM1GvSf5zjvv8LnP\n", "fQ6ATZs2sXLlygF/TnqSQgg9RHxP0ul0hr62Wq2j/fZCCBGWUS+SfQ9cLRbLaL/9qFC1V6NqblA3\n", "u6q5Qe3s4Rj1nqTf7w99bTAYBv25+Ph4Tpw4MRqRRpzT6VQyu6q5Qd3squYGdbPHx8eH9fOjXiRd\n", "LhfQc0TZ+/VA5syZM1qRhBBiUKN+4aa6upr9+/cTDAZZunQpqampo/n2QggRloidcSOEEJFABpML\n", "IcQQpEgKIcQQpEiOY4FAoN9oA5WonF2oZdSvbt+MytMWt2zZEvqHm5eXx8yZM8c40eB27NhBWVkZ\n", "K1euJD09HVBn3w+UXZV9f/r0ac6ePUsgEGDBggVkZmYqs98Hyq7Cfj98+DC1tbUAZGVlMWfOnPD2\n", "eTDCbN68OfT1xo0bxzBJ+Hbu3DnWEcJy+vTpYFVVVWhbpX1/fXZV9v3+/ftDX7/77rvBYFCd/T5Q\n", "dlX2e6/33nsvGAyGt88j7khS5WmLfr+ft99+m2AwSG5urnJzz2Xf62/x4sU3PKbKfh8ouyr7vby8\n", "nA0bNrBq1SogvH0ecUUyqPC0xaKiotDX27dvH8MkwyP7fvTs2rWLefPmAert977ZVdnvOTk5fOUr\n", "X2Hz5s1Mnjw5rH0ecRdutE5bjHQq/LFfT/b96Ni/fz8FBQUkJycDau3367P3Fen73W63ExMTA4S3\n", "zyOuSGqdthiJKioqQl+73e4xTDI8su/1d+DAAdLS0sjJyQk9psp+Hyi7Cvu9qakp9HXvEWQ4+zzi\n", "Trfnz5/P2rVrQ9MWVVJRUcGxY8cAmD179hinGdru3bspKyvDbreTk5PD4sWLldn3A2VXYd/X1dVx\n", "6NAhpk6dSklJCe3t7bzwwgtK7PfBsquw3w8dOoTH4wFg7ty5QHh1RqYlCiHEECLudFsIISKJFEkh\n", "hBiCFEkhhBiCFEkhhBiCFEkhhBiCFEkhhBiCFEkhhBiCFMnbQG1tLZs2beKVV14Z8Ps/+9nPqK+v\n", "D+s16+rqePPNN9m8eTNvvfUWPp/vhp/Zt28f+/btG05kAN577z02bNgw7OffrrZu3XrTn+no6OC1\n", "117jzJkzo5BofJMieRtIS0tj5cqVZGVlDfj9NWvWkJCQENZr7t27l2effZYnn3yShx56iP3799/w\n", "M3Pnzg3NYBiORx99NOLnKo8FLVMTo6OjWbRo0SikERE3LVGMnO7ubnbs2EFpaSkvvPACKSkpoe99\n", "9NFH7Ny5k9zcXGJiYvB6vaxatSpUtEwmEy6XC6fTSXNzc7+lpfbv309zczMAFy9e5Ktf/aqmPD6f\n", "j40bN2I0GgkGgzcsdPrBBx9QV1eH1WrF7XZTVFREbGwsp06dYuPGjTz88MMsWrQotP3QQw9x//33\n", "D/p+HR0dvPHGGzidToxGI3a7na6uLoqKikILNAz2ngDHjx9n+/btvPDCCxw+fBir1cqsWbMoKCjA\n", "7/ezbdu20Fzgzs5OsrKyuO+++266Hw4fPkx1dTVWq5VAIIDVauWxxx7D5/Oxfft2SkpK2LRpEwAF\n", "BQVMnz4dgMbGRrZv347T6aS7u5uYmBhyc3M17XtxC0ZsNUsx5t56660BH9+7d2+wrq7uhsd//vOf\n", "h74+ceJE8Pz586HtxsbG4Le+9a3gb3/72+BLL70UDAQCA772hg0bNOfbsmVLsL6+PrR99OjR4Lp1\n", "64LBYM8iugcOHAh9r7u7O/S9YLBnwdfKysrQ99avX6/pPU+fPh187bXXQtt+vz/429/+VtN7BoM9\n", "+3THjh03vO727duDjY2Noe2GhobgZ599pinT7373u2B7e3soz6VLl254z4H85je/Cfr9/tD2r3/9\n", "6+Dp06c1vacYPjmSHMeSkpJCXzscDrq7u0PbO3bs4MUXX8Rms1FVVcWuXbt45JFHbun9Ojo6+i2x\n", "NXv2bC5dugRAWVkZbrc7dAQFPUdnve677z42bNjAM888w6FDh4Y8grzeXXfdFfraaDTicDg0vWev\n", "Rx99dMD/l8TExNB2UlJSv/05lKeffpojR47gdrtxu92aF4awWq0Yjdc6ZH3/v4R+pEiKQdlsNqCn\n", "AHR1dd3y60VFRdHQ0BAqlCdOnAidrs6YMYOamhoWLFgQ+vm+F4tMJhPR0dG0trZSV1fHAw88oPl9\n", "T548GVox2+/3hz4MbvaeQ7Hb7TQ1NYUKZSAQoKysjPz8/CGf5/P5KC0t7Zf/jTfe6Lf82GA8Hg9+\n", "vx+TyQT07L++2YU+pEjeBvbt20dLS0uol2U0GikqKuLcuXOUlpZSVlZGVVUVUVFRLFiwgAkTJrBv\n", "3z5KSkqoq6sjNTWVjz76iEAgwLRp0wBYuHAhb731FjabDbfbzYoVK2455/Lly1m/fj0WiwWj0Uh0\n", "dDTnz5+noqKCnJwcmpqaQvl7F0XtXW4fYMmSJfzHf/wHTz75ZFjvGxcXF+pN9vYdgZu+57Zt2/r1\n", "B2fNmhXqARYVFbF582ZMJlPozo1ajm59Ph87d+6ktLQUg8GAx+MJrfLdKy0tLZTJ5/OxcOFCJkyY\n", "wOOPP87rr79OTEwM3d3dxMbGcvDgQbKysoiOjg5rnwjtZKk0cUt+//vf8+yzz451jEGdPn0ag8EQ\n", "Kv5ChEuOJEXYeo9cfT4fBQUFYx1nUO3t7Rw6dAjo6SFef8QmhBZyJClGzPHjx7l8+fKA35s7dy6Z\n", "mZm3xXsOpby8nE8++WTA7+Xk5ETs6t1icFIkhRBiCDLjRgghhiBFUgghhiBFUgghhiBFUgghhvD/\n", "AWPE/zntD+cmAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.528399\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl0VOeZ7/tvzYPmGQkhJIEAYzDYYMAYC+wwKAFsIB5D\n", "yOScpE/ct+9Jerjp3M7YSbvPSdzJSZ8VJ6t9ck/SsXGwMWIwYAYDtsCACcZmEpOQAAnNs6pKNd4/\n", "hMoSSEWVpC3VKz2ftbxW7VJV7R8b+WHXs9/33bpAIBBACCFEn/QjHUAIIaKZFEkhhAhBiqQQQoQg\n", "RVIIIUKQIimEECFIkRRCiBCMWn640+nkV7/6FV/+8pfJysoCYPv27fh8PgAmTZrEzJkztYwghBCD\n", "ommRPHToECtWrOj1nNVqZdmyZVruVgghhoxmRbKpqQm73Y7Vau31vM/n46233iIQCJCXl8cDDzyg\n", "VQQhhBg0zYpkSUkJK1eupLS0tNfzRUVFwce7du3SavdCCDEkNCuSNTU1bNu2jdraWnJzc4M9yZ5M\n", "JlO/79+zZw8Gg0GreEKIMSoxMZE5c+aE/XrNiuTXv/51AM6dO0diYmLw+YqKCiZOnAiAy+Xq9/0G\n", "g0G+igshhtzJkycjer2mQ4AaGxspKSnhzJkzwecqKip44403eOONN5g6daqWux8xJSUlIx1hQFTN\n", "DepmVzU3qJ09Eppe3U5OTuYb3/hGr+cKCwu13KUQQgwpXbQulbZ//375ui2EGHInT57kM5/5TNiv\n", "lxk3QggRghRJDajaq1E1N6ibXdXcoHb2SEiRFEKIEKQnKYQYU6QnKYQQQ0iKpAZU7dWomhvUza5q\n", "blA7eySkSAohRAjSkxRCjCnSkxRCiCEkRVIDqvZqVM0N6mZXNTeonT0SUiSFECIE6UkKIcYU6UkK\n", "IcQQkiKpAVV7NarmBnWzq5ob1M4eCSmSQggRgvQkhRBjivQkhRBiCEmR1ICqvRpVc4O62VXNDWpn\n", "j4QUSSGECEF6kkKIMUV6kkIIMYSkSGpA1V6NqrlB3eyq5ga1s0dC0yLpdDp58cUXqaqqCj5XXV3N\n", "q6++yuuvv87Nmze13L0QQgyapj3J3bt3k56ezrhx48jKygJg27ZtPP744wAUFxezZs2aPt8rPUkh\n", "hBaipifZ1NSE3W7HarX2et5utwcfm81mrXYvhBBDQrMiWVJSwqJFi+54vueJq8lk0mr3I0rVXo2q\n", "uUHd7KrmBrWzR0KzIllTU8O2bdsoKSnhzJkzwed9Pl/wsU6nC/kZPf8SSkpKZFvj7dOnT0dVnki2\n", "T58+HVV5xsK2yr8vkdB8nOS5c+dITEwM9iS3bNnC2rVrCQQC7Nixg9WrV/f5PulJCiG0EGlP0qhh\n", "FhobGykpKSE3NzdYJOfPn8/GjRsJBAIsXbpUy90LIcSgaToEKDk5mW984xssX748+FxWVhbPPfcc\n", "X/jCF0hPT9dy9yNmoKf1I03V3KBudlVzw9Bnd3v9nK1p53B5M5UtriH97MHQ9ExSCCHC9VFVG9/f\n", "UwZAZpyZf/3sZDLjLSOcSmbcaKKvq/oqUDU3qJtd1dww9Nk/qGgJPr7Z5qauwz2knz9QUiSFEFHh\n", "vszY4OM4i4EkW3QMEZQiqQFV+0yq5gZ1s6uaG4Y++7wJ8fxsRT7/bdEE/sfnJjMh0Xr3Nw0D6UkK\n", "IaJCrMXIgxMSRjrGHWQ9SSHEmBI1c7eFEGI0kCKpAVX7TKrmBnWzq5ob1M4eCSmSQggRgvQkhRBj\n", "ivQkhRBiCEmR1ICqvRpVc4O62VXNDWpnj4QUSSGECEF6kkKIMUV6kkIIMYSkSGpA1V6NqrlB3eyq\n", "5ga1s0dCiqQQQoQgPUkhxJgiPUkhhBhCUiQ1oGqvRtXcoG52VXOD2tkjIUVSCCFCkJ6kEGJMkZ6k\n", "EEIMIU2L5JEjR9iyZQtbtmzhL3/5CwDbt2+nuLiY4uJiTp8+reXuR4yqvRpVc4O62VXNDWpnj4Sm\n", "97hZuHBh8PGePXsAsFqtLFu2TMvdCiHEkNG8J1leXs7mzZtZu3Yt+fn57N69G4fDQSAQIC8vr9++\n", "o/QkhRBaiLQnqfndEnNzc3nhhRfYunUr+fn5FBUVBX+2a9curXcvhBCDMiwXbqxWK3FxcXc8bzKF\n", "vvl4z55HSUmJMtvdj6MlT7jbL7/8clTliWT75Zdfjqo84W7f/jsz0nki2Vb59yUSmn7dbmxsJDk5\n", "GYC3336blStXUlFRwcSJEwHYsWMHq1at6vO9Kn/dLikpYdGiRSMdI2Kq5gZ1s6uaG9TNHlVftw8f\n", "PkxnZycAc+fOBaCiooLjx48DMHv2bC13P2JU/MUBdXODutlVzQ1qZ4+EpkVy9erVdzxXWFio5S6F\n", "EGJIyWByDQy09zHSVM0N6mZXNTeonT0Sml/dFkKMHYFAgMsNTuo63GTGWchLto10pEGTudtCiCFT\n", "WtvB3759CY8vQIzZwEurCsiPskI5LHO3T5w4MZC3CSFGufImFx5f13lXh9tHVWvnCCcavJBft3/3\n", "u9+RlpaG3+/nypUrZGdnc/36dWJjY4NXq8WdVB0aoWpuUDe7qrmh7+xZ8ZbgY4MO0mJCj4VWQcgi\n", "OXfuXObMmcPWrVt5/vnnSU1Npa6ujgMHDgxXPiGEQqal2fn55yZzvcVFfrKdySn2kY40aCGL5Jw5\n", "cwDw+XykpqYCkJaWhtVq1T6ZwlQ9M1A1N6ibXdXc0Hd2s1HPrKw4ZmXdOcNOVWH1JL1eb69tl8ul\n", "SRghhIg2YRXJ5ORkjh49isvl4ujRoyQlJWmdS2mqjh9TNTeom13V3KB29kiEVSSXLl1KfHw877zz\n", "DvHx8bIepNBEh9vHmep2Pq5qo9XlGek4QgAyTlJECa8/wNaztfzuWBUAn5+ZxpceyMRmMoxwMjHa\n", "aDJO8vae5LvvvhtZKiHuoq3Tyxuna4PbW87U0eLyhniHEMMjrCK5c+fOXtvt7e2ahBktVO3VjGRu\n", "m1HPtLSY4PbkFBs2Y/hzHeSYDz+Vs0cirLnbfr9f6xxijLOaDHxz/njuy4zF7fOzaGIiCTb1ByIL\n", "9YUskk1NTXi9Xjo6OqivrycQCODz+eRM8i5UHfs20rkz4y2sm5E+oPeOdPaBUjU3qJ09EiGL5Llz\n", "5/B4PNTU1HDmzJmuNxiNfa4TKYQQo1HIps/DDz/MkiVLKCoqYsmSJSxZsoRFixb1eb8a8SlVezWq\n", "5gZ1s6uaG9TOHomwOuPTp0/XOocQQkSliMdJVlRUMGHCBPR6bRc1l3GSQggtaDJO8he/+AUVFRXs\n", "3LmTyspKtm3bNuCAQgihkrCK5NSpU4O3gV24cKGmgUYDVXs1quYGdbOrmhvUzh6JsIqkz+cDwGCQ\n", "KWJCiLElrCLZ3t7Onj17mDRpktZ5RgVVx4+pmhvUza5qblA7eyTCmnGzbt06ampqyMvL4+OPPw57\n", "Bs6RI0eoqakBICcnhzlz5lBdXc3+/fsxGAwsXryYzMzMgacXQgiNhXUmabfbycvLA2DWrFmsW7cu\n", "+DOn09nv+xYuXMjatWtZu3YtDQ0NABw/fpz169fz7LPPcuzYscFkj1qq9mpUzQ3qZlc1N6idPRKD\n", "Hsezd+/ekD8vLy/npZdeYvLkyUBXwe1mNpsHu3shhNDUoIvk3b565+bm8sILL/Dhhx8CXTcv72Yy\n", "jc4FDFTt1aiaG9TNrmpuUDt7JLQdEX6L1WoNTmXsvlIOoNPpQr6v5+l8SUmJbMu2bMv2kGxHYtAr\n", "kxcXF7NmzZo+f9bY2EhycjIAb7/9NitXrmTLli2sXbuWQCDAjh07+l0sQ+UZNyUlat5LWdXcoG52\n", "VXODutkjnXET1tXtgTp8+DCdnZ1A1z28AebPn8/GjRsJBAIsXbpUy90LIcSgaXomORgqn0kKIaKX\n", "JnO3Q7FarYP9CCGEiFoRF0mXy9Vru6ioaMjCjBYDbRCPNFVzg7rZVc0NamePRFhF8je/+Q1HjhwB\n", "oK6uTu6WKIQYM8IqkllZWcHVfyZMmEBjY6OmoVSn4hU/UDc3qJtd1dygdvZIhFUkb19g12jU9KK4\n", "EEJEjbCKpNfb+ybxbrdbkzCjhaq9GlVzg7rZVc0NamePRFinhDNnzuTNN98kPz+fK1euMGPGDK1z\n", "CSFEVAh7nKTL5aKqqorMzExsNpvWuWScpBBCE5rNuLFareTn5w8olBBCqCqsnuSWLVu0zjGqqNqr\n", "UTU3qJtd1dygdvZIhFUkb18ObdeuXZqEEUKIaBNWkTSbzdTW1ga3uxetEH1TdfyYqrlB3eyq5ga1\n", "s0cirJ5kR0cHv/zlL4MXUkpLSzVZ1EIIoa12txe3N0CC1YhBH3o9V9ElrDNJm83Giy++yFNPPcVT\n", "Tz3FzJkztc6lNFV7NarmBnWzD2fuiiYn/7S7jP+6pZQDVxrxeMO7oV9/VD3mkQqrSN5+ufy+++7T\n", "JIwQQjtvnq7lXG0HTU4vPz90jWstrru/SYRXJGNjY3tty1Cg0FTt1aiaG9TNPpy53b5PzxwDwOBW\n", "klX3mEcq7KXSysvLOX78OF6vl7KyMi0zCSE08MyscYyPt2Ay6HjhofFMSLSMdCQlhFUkjx49SlVV\n", "FTdu3MBoNI7a+2UPFVV7NarmBnWzD2fu/GQbv1xdwO+fvIfPTU3FYjQM6vNUPeaRCqtIVlVVsXDh\n", "wuBqQDExMZqGEkJoI9FmIiPOgsk4LDdKHRXCOlIGw+D+xRlrVO3VqJob1M2uam5QO3skwiqSTqcT\n", "j8cDgMfjuWMGjhBCjFZhFcnly5fz6quvUlpayrZt21i2bJnWuZSmaq9G1dygbnZVc4Pa2SMR1oyb\n", "5ORkvvKVr2gcRQghok/Y60meO3eOK1euMHXqVKZMmRLWh589e5YLFy7g9/tZsGAB2dnZbN++HZ/P\n", "B8CkSZP6nb0j60kKIbSgyXqSe/fuJSEhgRUrVnDq1CkOHjzIkiVL7vq+hoYG1q1bB8DOnTvJzs7G\n", "arXK13UhhDLC6kk2Nzczb948zGYz8+bNo6GhIawPLywsvOM5n8/HW2+9xebNmzl58mRkaRWhaq9G\n", "1dygbnZVc4Pa2SMR1pmkyWTq8/nW1lbi4+Pv+v69e/cyb948AIqKioLPy7qUQohoF9aZpMPhoL6+\n", "HoD6+nq625gHDhy463sPHTpEQUEBqampd/ysv+Lbree/VCUlJcpsL1q0KKryhLvdUzTkiWT79j/D\n", "SOcJd7t7rGG05Ilku6doyBPp70u4wrpw82//9m+43W7Gjx9PZWUlubm5GAwGSktL+f73v9/v+95/\n", "/33S0tKYNm1a8LmKigomTpwIwI4dO1i1alWf75ULN0IILWhy4aawsJC5c+fe8fyJEyf6fU9tbS2H\n", "Dx9m2rRplJaW0tbWxoYNG6ioqOD48eMAzJ49O+ygKul5hqASVXODutlVzQ1qZ49EWEWyrwLZ/fy+\n", "fftYunTpHT9LT0/nu9/97h3P93UxRwghotWgZ7m3t7cPRY5RRdV/XVXNDepmVzU3qJ09ErIUiBBC\n", "hCBFUgMDvYo20lTNDepmVzU3qJ09ElIkhRAiBCmSGlC1V6NqblA3u6q5Qe3skRh0kdTp5N69QojR\n", "K6wiWVtb2+/PIhmUOVao2qtRNTeom13V3KB29kiEVST/8Ic/0NLS0ufPbr/drBBCjCZhTUt87bXX\n", "SE5Opq2tjQcffJDc3FzNg8m0RCGEFjSZlvjkk09iNpvx+/2cOHGCQ4cO8eUvf3nAIYUQQhVhfd1u\n", "bW0FoLGxkRs3bpCYmKhpKNWp2qtRNTeom13V3KB29kiEdSb5+uuvk5qaSmpqKqtWrcJsNmudSwgh\n", "okJYRTImJoZnnnlGhvuESdXxY6rmBnWzq5ob1M4eibC+bq9fv14KpBBiTAqrSJrNZsrLyzl+/Dhe\n", "r5eysjKtcylN1V6NqrlB3eyq5ga1s0cirCJ59OhRqqqquHHjBkajkWPHjmmdSwghokJYRbKqqoqF\n", "Cxei13e9PCYmRtNQqlO1V6NqblA3u6q5Qe3skQirSBoMBq1zCCFEVAqrSDqdTjweDwAejwe/369p\n", "KNWp2qtRNTeom13V3KB29kiENQRo+fLlvPrqq1RXV+Pz+XrdO1sIIUazsOZujwSZuy2E0EKkc7cH\n", "tJ7k7t27B/I2IYRQTsiv2z/72c+45557aGlp4eLFi8yYMYNPPvmEvLy84cqnJFXvR6xqblA3u6q5\n", "Qe3skQhZJL/4xS8yceJE/vznP/PTn/4Ug8HAM888w6ZNm8L68LNnz3LhwgX8fj8LFiwgOzub6upq\n", "9u/fj8FgYPHixWRmZg7JH0QIIbQQskhOnDgRAJPJFBwGZDQasdvtYX14Q0MD69atA2Dnzp1kZ2dz\n", "/Phx1q9fD0BxcTFr1qwZcPhopeq/rqrmBnWzq5ob1M4eibB6ki6Xq9d2e3t7WB9eWFh4x3M9C6ys\n", "JiSEiHZhFcnZs2fz+uuvc/LkSTZu3Mjs2bMj2snevXuZN28eAD0vpptMpog+RxWqjh9TNTeom13V\n", "3KB29kiEVSSnT5/OE088QXx8PGvWrGHGjBlh7+DQoUMUFBSQmpoKgM/nC/7sbisL9fxLKCkpkW2N\n", "t0+fPh1VeSLZPn36dFTlGQvbKv++RGLQ4yT37dvH0qVL+/zZ+++/T1paGtOmTQs+t2XLFtauXUsg\n", "EGDHjh2sXr26z/fKOEkhhBY0ucdNKP31J2trazl8+DDTpk2jtLSUtrY2NmzYwPz589m4cSOBQKDf\n", "4iqEENFi0EWyP+np6Xz3u9+94/msrCyee+45rXYbFUpK1Bw/pmpuUDe7qrlB7eyRGNCMGyGEGCuk\n", "SGpA1X9dVc0N6mZXNTeonT0SUiSFECKEQRdJuUHYnQY61GCkqZob1M2uam5QO3skBl0kI7mULoQQ\n", "qpH1JIUQY4om4yQPHjx4x3N2u50HHngAo1GzUURCCDHiQn7d/vGPf0xVVRU3b97kvvvu6/VfWlpa\n", "2EumjTWq9mpUzQ3qZlc1N6idPRIhTwN/+MMfAmCz2UhOTu71s+TkZD755BPtkgkhRBQY1IWbKG1n\n", "jjhVx4+pmhvUza5qblA7eyTCKpIPPfRQn88vWLBgSMMIIUS0CatIZmRk9Pn8uHHjhjTMaKFqr0bV\n", "3KBudlVzg9rZIxHR122v13vHKuVCCDGahRwneebMGc6cOYPH42HmzJmcPXuWmJgYsrKygiuNa0XG\n", "SQohtDCk990+f/48zz77LOvXr2fnzp2sX7+eNWvWcOPGjUEHFeppcXq5WOegskW+TYixI2SR7B4o\n", "rtfrg7df6N4W/VO1VxMqd5PDw/86cp2/3nqBv956kdLajmFMdnej8ZhHO5WzRyLkOMm4uDgOHjxI\n", "e3s7CQkJHDhwgPT09ODtZcXYUdnayaGrzQB0uH3sudjAtPSYEU4lhPZCFsmlS5dy8+ZNLBYLycnJ\n", "lJWV0d7e3u99aUQXVcePhcptM+kx6MB3q4OdFW8ZplThGY3HPNqpnD0Sd514nZmZGXycn5+vaRgR\n", "vXKTbPxk+STeOlPLlDQ7hflJIx1J9KOiyUmH20dmnIUk++i8bfNwCru56PF4qK2txe/309bWpmUm\n", "5anaqwmV26DX8eCEeP6laBJfnZtFeqx5GJPdXbQe806vj0aHB4/X3+fPhzr3mep2/rr4Av9t+yV+\n", "+f41Gh2eIf38nqL1mA+1sIpkWVkZW7duZc+ePQBs375d01Aieskiy+Gra3fz74dv8K0tpfzpo2pa\n", "XF7N97n7QgOdt3oiR6+3crO1U/N9jnZhFckTJ07w5JNPEhsbi16vJzY2VutcSlO1V6NqbojO7Ker\n", "29lzqZFGp5eNH9dwqc5xx2uGOvfEJGvwscmgI8as3UXWaDzmWghrMUir1Xr3F/XB7/cTCATkargY\n", "k3y3zdO4fVsLS/KTCATgSoODz01L7VU0xcCEdSbpdDp7bXu9d//asHv3bn77299SU1MTfG779u0U\n", "FxdTXFzM6dOnI4yqDlV7NarmhujMPiMjlvuzYtHrYFlBMpNT7Xe8Zqhzp8WaeXpWBv/4WB6zsuI0\n", "bY9E4zHXQlhnkrNnz+ZPf/oTra2tbN68OawpiUVFRZw7d67Xc1arlWXLlg0sqRCKyYy38E+P5dHh\n", "8RFnMWr61VdoJ+x73DgcDmpqasjOzsZkCm9Ywblz50hMTCQrKwvoOrt0OBwEAgHy8vJCzs2WudtC\n", "CC1oco8b6LqnTV5e3oBCdSsqKgo+3rVr16A+SwghhkNYPcmdO3dy/fp1ysvLee2117h8+fKgdxzO\n", "2WjPnkdJSYky292PoyVPuNsvv/xyVOWJZPvll1+Oqjzhbt/+OzPSeSLZVvn3JRJhfd0uLi7m8ccf\n", "Z9u2baxZs4ZNmzbx9NNP3/XDb/+6XVFRwcSJEwHYsWMHq1at6ve9Kn/dLikpUXJ4hKq5Qd3squYG\n", "dbNr8nVbr9ej1+uDQ4EslrvP2923bx9lZWVYrVZyc3MpLCykoqKC48ePA10Xg0YrFX9xQN3coG52\n", "VXOD2tkjEVaRdLvdtLe3B4tkONd6li5desdzhYWFEcYTQoiRFVZPMisri+LiYhYsWMCZM2coKyvT\n", "OpfSBtr7GGmq5gZ1s6uaG9TOHomwziQXLlzIwoULAZg2bRqTJ0/WNJQQQkSLsMdJDjeVL9wIIaLX\n", "kN7jpj+7d+8eyNuEEEI5YRXJPXv2sGnTJl588UU2btzIRx99pHUupanaq1E1N6ibXdXcoHb2SIRV\n", "JNvb23n66ae59957ee655ygoKNA6lxBCRIWwimT3SiJ+f9fqyt13URR9U3X8mKq5Qd3squYGtbNH\n", "Iqwi2b00msFgoLW1FY9HuyXhhRAimoRVJD//+c8DsHz5cvbv38/06dM1DaU6VXs1quYGdbOrmhvU\n", "zh6JsKclQtd0xLVr12oaSAghosmAxkm+9957mk8xlHGSQggtaLLARUlJCTdv3gzeq+b8+fMyD1sI\n", "MSaE1ZNsaGjgqaeeYt26daxbt47nn39e61xKU7VXo2puUDe7qrlB7eyRGNCMm9TU1KHOIYQQUSlk\n", "T7L7Rl7Hjh1jwoQJwcVzjxw5wte//nVNg0lPUgihhSGdu919Oj1//vxggRRCiLEkZJH8whe+wPTp\n", "04PjIq9cuYLBYOBLX/rSsIRTlaq9GlVzg7rZVc0NamePRMgiGRsbC8DevXtpb29nxYoVtLa2cuTI\n", "kWEJJ4QQIy2sCzfNzc3MmzcPs9nMgw8+SENDg9a5lKbqnFZVc4O62VXNDWpnj0RYRbK/27+2trYO\n", "aRghhIg2YRVJh8NBfX09APX19cEbgR04cEC7ZApTtVejam5QN7uquUHt7JEIa8ZNdXU1r7zyCuPH\n", "j6eyspLc3FzeeOMNSktLeeKJJ7TOOOY53T7a3D5iTHpiLLJMnRDDKay52ydOnGDu3LlhP9/N7/cT\n", "CASC0xkjIeMkuzQ6PPzhL1Xsu9zEnPFxvPDQBDLizBF/jtPjo6bNjcmgY3yCVYOkQqhBk7nb/RXC\n", "UAVy9+7dlJWVsWbNmuAYy+rqavbv34/BYGDx4sVkZmaGHXSsuljvYNeFRgCOXmtlSX47GXHJEX2G\n", "0+Nj27l6/veHVViNen6yPJ/ZWXHBn9d3uHH7/KTazZiNA5qEJcSopdn/EUVFRSxZsqTXc8ePH2f9\n", "+vU8++yzHDt2TKtdj7ih7NXc/hfUvUp8JGrb3fzvD6sAcHn9/P7DKjq9PgAu1jn4VvEFvvbGeYo/\n", "+fT5wWpzeTl9s43ztR24PEPzmaGo2h9TNTeonT0Sw3raYLfbg4/N5si/Mo5FBWl21t6bRpzFwKOT\n", "krg3IybizzAZdFh7nCGmxpgw6vX4/AH+8Jcqmp1e/AF45WQdlS3uQWd2un1s/Liav337Mv/3tovs\n", "v9KEzx+Vdy4W4q6G9SpAz/Znf8OKRoOhHD+WZDPxtQczeeq+dGLNBqym0P3dtk4vVxtd6ID8FBsx\n", "ZgNZ8VZ+tmISvz9RRYrdxJfnZGLQ6wgEAth7fJ5BB4Yh+GezyeXlzdN1we0/n6ph0cREEmza/bqp\n", "OmZP1dygdvZIDGuR9Pk+/doVztfGkpKS4F9E96n9WNy2GA18ePSDu77eGhPHaV8aG0/VALBhVirP\n", "PjAek0FPe/lpvpIbx4x7CzDodcH3b5gzlxaXl9oOD1+6L5nsWxd1BpPXatQzPt5MZWvXWWlBqo2y\n", "S6V0tDZHxfGUbdmOxIBWJg/XuXPnSExMDF642bJlC2vXriUQCLBjxw5Wr17d73tVvrrds7gPp9o2\n", "N1998xweX9dfabzFwO/WTSMlJnRrw+Xx4fYHOH/qJPPnzxuSLNeaXOy73IjdrGdxXhKZ8ZYh+dz+\n", "jNQxHyxVc4O62TW5uj0Q+/bto6ysDKvVSm5uLoWFhcyfP5+NGzcSCARYunSpVrses6wmPQWpNs7V\n", "OACYmmbHdpev513vM2AFPJ7B9yO75SRZ+dqD6q8c1ery8t7VJk7caOXRScksyInHYox8SJtQl6Zn\n", "koOh8pnkcLvS4ODVj2qwGHWsvTeNk1VtGHU6FuYmkqXxGdxod7SihR/sLQtuv7SqgJnjYkcwkRis\n", "qDmTFMOj0eHhR3vLqGnvuhd6TZubf14xiRiznO0MhSZX73vMt3V6RyiJGCkyclgDwzl+zO3z0+D4\n", "9H/cmnY3bq9/QJ+l8rg3rbLfkx5D8q2r8rmJFnKTbEP6+XLMo5+cSSouxWbim/OzuNLgJCPWzLT0\n", "GE2H2nSrbeuktdNHkt1Ein30DufKTbLxy9VTaHZ5SbWbSIuV8b1jjfQkR4EbLS5+frCC83UOZmXG\n", "8neFOWTEDa4X2d7ppbXTh92kJ9HWuwhea3Ly/T1l3Gxzc2+Gnb8tzCE7YWjPsITQypDe40ao4VK9\n", "g/N1XVe0P77ZzsV6x6A+r8nh4bdHK/nKpnN8b/cVbrS4ev38TE0HN9u6roSfrXFwuLyV0tqOQe1T\n", "iGglRVIDw92rsdy2KIVlANNmnB4fH39yGoArjU72XOpaVONyg5OTlW29Xht/23Jteh28eKCcZmfv\n", "ixzDSdX+mKq5Qe3skZCe5CgwPT2G52ZnUFLezKP5SUxNs/f7WqfHh9WoD854CgQCnKxs45UPq0ix\n", "WUnOcWH6aX87AAAZD0lEQVTS954NdXsRvndcDF+dm8nx6608MD6Oo9da6fT5kenZYjSSnuQoUN3W\n", "yaV6BxaDnmnpduKtJho6PJy62UaL08uc7DhS7CbeudjA3ktNPJQTz+rpaSTbTdxocfHNt0qDs3QK\n", "8xL5ziMTeLu0ge3n65mbHUfRlBTqHR5S7CYmp9iD877P13bw3w9W0OLy8oOleTwwPn6Ej4QQdyfj\n", "JMeYJoeH/3GwnDO3Ztl8c34Wn5+ZwbbzdcE53OlnTHz30Yn8fydu8uysDAAu1zt4IDsery8QLJAA\n", "TU4PZoOedTPSWV6QQpPTw9/vvEyLy4tBB79YWcC942LR6XTckx7Dzz9XADpIl6u+YpSSnqQGBtur\n", "qWxx8e7lRo5ea6Hltj6f/7YT/xaXN1ggAd693ERHp5ePevQRazs8uLx+npqZzq4LDfzxZDU/2FvG\n", "mep2xsWZ+S/zuqYP2k16vvZgFkaDHoNeR4LNSHW7mxZX1zhMXwBK6z7dl06nIz3OHBUFUtX+mKq5\n", "Qe3skZAzyWHm8wcw6PtfAam+w81P9l3lalPXFeWvzs1kbnYcOuDQ1WYu1Dl4btY4Zmd1nc3FW43k\n", "J9soa3QCsDA3gRiLkVX3pFJadw2AOeO73p+bZKXz1kBzfwBOVrYyOyuO5QXJzJ+QQFN9Lfdm9J5y\n", "l2o3YTLogmebecldqwQ5PT5aXV7sJgNxVvk1EqOX9CSHSZPDw55LjRy71sJnp6WwKDexz8Unyhqc\n", "/NWW0uD2tDQ7CVYj52o72PBAJr/54AYmg47frJnKxFuzP262uqhsdWPUQ16SjQSbCZfHx+UGJ81O\n", "Lw63B5vZxIfXW8hLtnG92cWO0gZeLJpEbbubLWfrmJERy7OzM3qdFbq8Ps7cbKPNHaDB4SE3ycqM\n", "cTG4PH5e/aiat0sbuDcjhu88kqP5Kj9CDBXpSUapszXtwVsonKnpYHy8Bb1ex4fXWslLtjErK5Y4\n", "i5FEm5GpaXYu3Ppae19mLO+VNdPW6aOqtZN4i4HWTh/tnV1rc3q8fi7WO9n0SQ0rpqRwqd7JuZoO\n", "VkxJYU52HJfqHeh08C/vluO5dfn5bx7O5sWifEwGHb8suQ5AeZOLqWk2lk1JQX/ryveleiffe+cq\n", "0LW6+Y+X5WM1Gjhb3cHWc123GP74ZjsnK9tYKUVSjFLSk9RAX72aZtenCw5PSLDQ1unjVGUbk1Jt\n", "NDjcnL81GDvZbuJ7j+by/cdy+eHSPK41uahu7xq4nWI34vT4+cL9GdQ73Fyo6+Bas5N/PVBOVWsn\n", "7Z0+/uN4FYcrWvjRvjLKGp2MizXT6vIGCyRAZUsnc7IT8Pa4YBNrNhBrNvCDd8p46b0KbrS4evVD\n", "Pb4ATbe2b+8WDMVq5oOlan9M1dygdvZIyJnkMJk5Lob0GBO1HR6enJnO66dqmJ4Rw4/2XsVq1PN3\n", "hTnB12bGW8iMt9Dq8uD2+tHrYXpGLNPSbPzXBVnUtHv42bsV6HXwz8vzeX5eFu2dPiYkWoL9Q3+g\n", "qxga9TomJtmCfUuLQceCnAQA8pJtPDYpiXevNPHsrHReev867e6uYu5w+/kv87MYF2umut1NotXI\n", "5JSu8ZeTU+ysv38cb5+vZ2ZmLPf3uPOiEKON9CSHUU27m45OL01OL/UODzVtbt74pIZOX4CpaXZ+\n", "sXJyrwVdT1a28pN9VxmfYKHJ4eHLc7Ko7XDzp5PVBIDMODMP5yby5ulaANJiTCwrSOa1UzVMS7Pz\n", "+PRU/teRG/z68Sl0ev3UdnSNdZyW/unNxNpu5XF7/Xyr+ELw+UkpNn65qqAra4eHZLux1/26PV4/\n", "re6uCzfhLOwrRLSQnmQUy4g1c9nl5afvluP0+EiPMfPc/eP4PydukmI3YtT3/t7a1unD4fFzqb7r\n", "ynVKjJE4i54Em5Fmp5fMeEuvOdN1HV0XV770wDganV5utrnx+APUtLt5cEICBWl3ZoqzGImzGHF6\n", "fHzpgXH88WQ1Rr2Or83NwmoykGky9HlRxmTUk2Ic+aE/QmgtCrpJo0/PXk15o5P/c6KKLWdqqWnr\n", "5EqDk/kT4vnq3CwenZzEpGQbS/Li+fq88XcMDZqUYmN8fFchyowzkxFrISveyob7xzFvQjyZcWYe\n", "nZQUfP096XY+qmrnjyer2XG+PljsUmPuvpSZzWTgHkM9v1kzlZfXTmVOduiv0B6fn7JGB1caHEN2\n", "r+7BULU/pmpuUDt7JORMUkP17W7+6Z0r1HZ4MOl1xJj1pMdaiLcag1e6M2JNfPuRHPZfbuSB8fGY\n", "DHC22kF+so17Muz8S9EkOjr9xNuMpMeauVjXwctHK5mcYqPB4cFq1PNPj+VyrdnFtPQY3r3cBHSN\n", "Z9QBvztWyfr7xwXvgujxBbD3s2q5s62FOan9z/vu5vMHeP9qM//9YAUB4IWHxvO5qamYjPJvrhh9\n", "DD/60Y9+NNIh+nL16lUyMzNHOsaA5OR0XYSp7/Cw8eOuqYHPP5jFmep24iwGjt9oo66j60pxh9tP\n", "VryFP31Uw7uXm8iKt7D9fD3jEywcu9ZKk9PDwbImUmPMZMaZsRr1uH1+3i9vweML8NTMdH7xXgUX\n", "6hysuieVRyclsWRSEo0OL2+eqSVA1wye+RMS+PfD13njdC1psWYy4yzBoT635+7m8voob3TR4PAQ\n", "a9YH2wHNTi//vL8ch6drYPpHVe2smJJMrOXu/+aWNzm5UOfA7QuQZAt/sV5Hp5cL9Q5uNLuwGPV3\n", "9EFvzz6cbrS4OHa9lZr2TuIsd783ek8jmXuwVM1+8+ZN8vPzw369nElqKNluZMWUZPZfbqLD7WN8\n", "vJU3T9exenoq52q6eonT0+3U3iqYXn+ATq+f1dNTefmDG3SP0Pmr+eP58d4y/uPz9zAu3sIX7x/H\n", "nOx4zla388G1Fr79SA55STayE7vOFgMBqGztDK7Kc//4OCpbXUxKtXPvuFj+9UA5//PxKcHB6H3x\n", "+gO8e7mJX90aR/k3D2ezYkoKJoMei0HHuDgzDY6u3GkxJsxhnEWWNTj427cv0+H2YTPp+cXKAgrC\n", "OHO92eqipLyF/zjedfa9OC+R/+vhbOKtI78ien2Hmx/tLeNacycAX5mTyRfuHzfCqcRQku9HGuju\n", "1cRajDx+TyrrZ2cwLs6C1x9gdlYsNe1u/n5xDt95ZALPzs7g3ctdazemx5hIsBqJMxvoMYSROocH\n", "s0EXnLftC8C/H77Oq6dqeLu0gZ+9W96rnxlnNfKdR3L4ziM5/MPiHJbkJ/HjfeX858lqis/Wsfqe\n", "tF6LWtyeG6DZ6eGVW0UJ4JXjVTTfmsMdYzHyrYfGU5iXyIKceL72YBb+MNZJu97SScetIUZOj59r\n", "za67vKPLBxUtvHulKbh96GozTc7eN+Qaqf5Yq8sXLJAAH1xriahHq3JfT+XskZAzSY01ubz84WQ1\n", "KwqSmZpux+Xx0+Lycrq6g/xkK22dPv5xyUQCQKLNSJPTS3mTi7QYE3UdHiwGHfeNi2FWZiwdHj8e\n", "rx/zrTO57tXBE21GzLeN6O4eawnwg3euBJ+v6/CQn2Jl/F1myFiMerLizVy8dWV9XJy512K+FU0u\n", "brZ2YtDrePFAOT9cmsdDMaGvdqfGmNAB3eU0LYwLSv5AgKpWN/nJNq40dGXJiDVFzd0gk2xGZmTY\n", "g4uMLJ2cLPflHmWGvUhu374dn6/rX9pJkyYxc+bM4Y6guUWLFgUfZ8dbyIo30+h0Y9LH0ujxotd1\n", "fc3+oKKVD661APDXC7NxewN0eHzsu9TIV+Zk4vH7SbSauNnq4rfHbqID/n7xRB6dlMQLCyfw+qlq\n", "2t0+Pjs1hQaHm9ZOL8n2rrPRnpZMSuLo9VYAJiZamJZmx9ZHkemZO85i5O8XT2Tz6Vr8AXjqvnTi\n", "e3yuUa/n0q2iBWDS3/1LyZRUOz9fOZkLdQ4mp9qZlhZz1/fodTo+U5DM+2XNrL9/HD5/gCX5iaTe\n", "VpB7Zh9OSXYT/7AklysNTmwmPVPCaB/0NFK5h4LK2SMx7IPJ9+7dy7Jly+76OhUHk99s6+TQlSZa\n", "Or0sK0ghP7l7AYpOztd28PNDFeh1Op6fl4VZr+PXR24E31uQauOb88bT4fHh9vppdvmobHWxaGIi\n", "52o78N76OvvulSa+92gueck29lysZ/fFRh6blMTGj2todHgpzEvkWw9lk9zjDoZOj4+LdQ7a3D7y\n", "k21kDcE867oON3/6SzUf3mhl+ZRk1s5Iv6M4D6Watk7cvgCpMSYZvC4GJeoHk/t8Pt566y0CgQB5\n", "eXnKFcL+eP0BXj1ZHbw3zKErzfzPJ6aQbDPR5PRQ3dbJuhnpbD5Ty6aPa/jpiknBaYoA92bEotMF\n", "OFXVzpazdeh18PV547lQ72D3xQaqWt0k2Yx86YFMNp6q5vMz0ykpb6Wm3U15k4vGW/fefu9qMyun\n", "pfYqkjaTgVlhTB0sKSkJ++wgLcbMtxZm43D7iLUYMGk8gftud3+MJHu08PkDHCur5XS9h6lpduaM\n", "j1dq2TkVj/lADPvfSFFRUfDxrl27hnv3mnF7/b3uUljv8OD0+DnT0s53d13GF+gau7jm3jSOX28l\n", "LcbMT1dM4oNrLcSYDTR0uDl1s4MtZ+uArvUe919u5LNTkuk+129yejHqdZSUtzA9I5Z1M1L5lwMV\n", "vb4GA9hMw3M9zmLU33H/GxG+Kw0OfnKoKjgK4cfL8nloYsLIhhJ3GNHfcJMpdOO+59WzkpKSqN4+\n", "c+ovrJmaSPc15s8WJNBac533rjYFr1RfbXSRHmPmHx/N5exHx7lx7i88MysDfwA2flyLxxcg3vLp\n", "V8mMWDNT02KovnWBRq8Du9lAAEi3+PFVX+ZfPzuZednxrJmewrQ0O//46ETyk20D+vP0NNLHM9Lt\n", "2/8MI50nnO0bdc29bp52ta41qvKN9t+XcA17T7KiooKJEycCsGPHDlatWtXn61TsSbq9fsqbnHT6\n", "AuQkWkmwGnnnQgMvvd+1QrjVqOdXqwvIT/m0ue/zB9h1oYFfH76O3aTn+Qez+ORmO4k2IwtyEmjv\n", "9NLg8HKjtZOcRCvxFgOJNiP3pMfc0Ztz+/x3XOUW0auqxcX/+84VKlvdWI16fr5yMlPDuJglBifq\n", "e5IVFRUcP34cgNmzZw/37jVlNuqZkhZDSUkJCbd6NQty4vnukolcb3YxLyehV4EEMOh1FKTa+Mqc\n", "TM7WdBCga2jMXyrb2Hqunr+aP56DZY3Udni42mjmHxbn9rsK+GALpMo9JhWzZyVY+Zv7Y9HZk0m0\n", "GclN7n9wfzRS8ZgPxLAXycLCwuHe5YhKsJl4bHJyyNdMTYshyWZiWUESep2OH/W4x02zy8sPl+bT\n", "1ukjwWokyT48s0xuNLs4W9NBjNnA9IyYXheCxNDpqLnOokUTRzqGCEHWk4xCN1s7OVfbgc2o556M\n", "mIjmOA+Fhg43/8/Oy1xr6ZpJ8sX7M/jSnKxhzSCEVqL+67a4u56zZUZCa6cvWCABjl1r5en7MiJa\n", "uEGI0UK6/BpQdU5rd+4km5FZmZ/eWnbZlOSoL5CqH3MVqZw9EnImKe6QaDPxd4snUtbgwGoyRDzV\n", "TojRRHqSQogxJdKepHzdFkKIEKRIakDVXo2quUHd7KrmBrWzR0KKpBBChCA9SSHEmCI9SSGEGEJS\n", "JDWgaq9G1dygbnZVc4Pa2SMhRVIIIUKQnqQQYkyRnqQQQgwhKZIaULVXo2puUDe7qrlB7eyRkCIp\n", "hBAhSE9SCDGmSE9SCCGGkBRJDajaq1E1N6ibXdXcoHb2SEiRFEKIEKQnKYQYU6QnKYQQQ0iKpAZU\n", "7dWomhvUza5qblA7eySG/R431dXV7N+/H4PBwOLFi8nMzBzuCEIIEbZh70lu27aNxx9/HIDi4mLW\n", "rFnT5+ukJymE0ELU9yTt9k/vvGc2m4d790IIEZFhL5I9T1xNJtNw735YqNqrUTU3qJtd1dygdvZI\n", "DHtP0ufzBR/rdLp+X5eYmMjJkyeHI9KQs9vtSmZXNTeom13V3KBu9sTExIheP+xF0ul0Al1nlN2P\n", "+zJnzpzhiiSEEP0a9gs3VVVVHDp0iEAgwNKlS0lPTx/O3QshRESidsaNEEJEAxlMLoQQIUiRFEKI\n", "EKRIjmF+v7/XaAOVqJxdqGXYr27fjcrTFrdv3x78H3fSpEnMnDlzhBP1b/fu3ZSVlbFmzRqysrIA\n", "dY59X9lVOfZnz57lwoUL+P1+FixYQHZ2tjLHva/sKhz3I0eOUFNTA0BOTg5z5syJ7JgHoszWrVuD\n", "j7ds2TKCSSK3Z8+ekY4QkbNnzwYqKyuD2yod+9uzq3LsDx06FHz89ttvBwIBdY57X9lVOe7d3nnn\n", "nUAgENkxj7ozSZWnLfp8Pt566y0CgQB5eXnKzT2XY6+9wsLCO55T5bj3lV2V415eXs7mzZtZu3Yt\n", "ENkxj7oiGVB42mJRUVHw8a5du0YwycDIsR8+e/fuZd68eYB6x71ndlWOe25uLi+88AJbt24lPz8/\n", "omMedRduwp22GO1U+GW/nRz74XHo0CEKCgpITU0F1Drut2fvKdqPu9VqJS4uDojsmEddkQx32mI0\n", "qqioCD52uVwjmGRg5Nhr7/333ycjI4Pc3Nzgc6oc976yq3DcGxsbg4+7zyAjOeZR93V7/vz5bNy4\n", "MThtUSUVFRUcP34cgNmzZ49wmtD27dtHWVkZVquV3NxcCgsLlTn2fWVX4djX1tZy+PBhpk2bRmlp\n", "KW1tbWzYsEGJ495fdhWO++HDh+ns7ARg7ty5QGR1RqYlCiFECFH3dVsIIaKJFEkhhAhBiqQQQoQg\n", "RVIIIUKQIimEECFIkRRCiBCkSAohRAhSJEeBmpoaiouLeemll/r8+W9+8xvq6uoi+sza2lpef/11\n", "tm7dyqZNm/B6vXe85uDBgxw8eHAgkQF455132Lx584DfP1rt2LHjrq9pb2/nlVde4dy5c8OQaGyT\n", "IjkKZGRksGbNGnJycvr8+VNPPUVSUlJEn3ngwAGeeeYZnnjiCR577DEOHTp0x2vmzp0bnMEwECtW\n", "rIj6ucojIZypibGxsSxatGgY0oiom5Yoho7b7Wb37t1cvnyZDRs2kJaWFvzZhx9+yJ49e8jLyyMu\n", "Lg6Px8PatWuDRctgMOB0OrHb7TQ1NfVaWurQoUM0NTUBcPXqVb797W+Hlcfr9bJlyxb0ej2BQOCO\n", "hU7fe+89amtrMZvNuFwuioqKiI+P55NPPmHLli185jOfYdGiRcHtxx57jEceeaTf/bW3t/Paa69h\n", "t9vR6/VYrVYcDgdFRUXBBRr62yfAiRMn2LVrFxs2bODIkSOYzWZmzZpFQUEBPp+PnTt3BucCd3R0\n", "kJOTw8MPP3zX43DkyBGqqqowm834/X7MZjOf+9zn8Hq97Nq1i9LSUoqLiwEoKCjg3nvvBaChoYFd\n", "u3Zht9txu93ExcWRl5cX1rEXgzBkq1mKEbdp06Y+nz9w4ECgtrb2judffvnl4OOTJ08GLl26FNxu\n", "aGgI/OAHPwj88Y9/DLz44osBv9/f52dv3rw57Hzbt28P1NXVBbePHTsWeOONNwKBQNciuu+//37w\n", "Z263O/izQKBrwdfr168Hf/bmm2+Gtc+zZ88GXnnlleC2z+cL/PGPfwxrn4FA1zHdvXv3HZ+7a9eu\n", "QENDQ3C7vr4+cP78+bAy/ed//megra0tmOfatWt37LMvf/jDHwI+ny+4/fvf/z5w9uzZsPYpBk7O\n", "JMewlJSU4GObzYbb7Q5u7969m+9973tYLBYqKyvZu3cvy5cvH9T+2tvbey2xNXv2bK5duwZAWVkZ\n", "LpcreAYFXWdn3R5++GE2b97M008/zeHDh0OeQd7u/vvvDz7W6/XYbLaw9tltxYoVff5ZkpOTg9sp\n", "KSm9jmcoTz75JEePHsXlcuFyucJeGMJsNqPXf9oh6/nnEtqRIin6ZbFYgK4C4HA4Bv15MTEx1NfX\n", "BwvlyZMng19XZ8yYQXV1NQsWLAi+vufFIoPBQGxsLC0tLdTW1rJkyZKw9/vxxx8HV8z2+XzBfwzu\n", "ts9QrFYrjY2NwULp9/spKytj8uTJId/n9Xq5fPlyr/yvvfZar+XH+tPZ2YnP58NgMABdx69ndqEN\n", "KZKjwMGDB2lubg72svR6PUVFRVy8eJHLly9TVlZGZWUlMTExLFiwgHHjxnHw4EFKS0upra0lPT2d\n", "Dz/8EL/fz/Tp0wFYuHAhmzZtwmKx4HK5WL169aBzfvazn+XNN9/EZDKh1+uJjY3l0qVLVFRUkJub\n", "S2NjYzB/96Ko3cvtAyxevJhf//rXPPHEExHtNyEhIdib7O47Anfd586dO3v1B2fNmhXsARYVFbF1\n", "61YMBkPwzo3hnN16vV727NnD5cuX0el0dHZ2Blf57paRkRHM5PV6WbhwIePGjWPlypW8+uqrxMXF\n", "4Xa7iY+Pp6SkhJycHGJjYyM6JiJ8slSaGJQ///nPPPPMMyMdo19nz55Fp9MFi78QkZIzSRGx7jNX\n", "r9dLQUHBSMfpV1tbG4cPHwa6eoi3n7EJEQ45kxRD5sSJE9y4caPPn82dO5fs7OxRsc9QysvLOXXq\n", "VJ8/y83NjdrVu0X/pEgKIUQIMuNGCCFCkCIphBAhSJEUQogQpEgKIUQI/z+3Zdaa/r8AxAAAAABJ\n", "RU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.728432\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUkAAAFHCAYAAAAsgL7YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt8VfWd7//XvmZn50pIQm6QGwGKosjdiBEVNFWxwGhH\n", "S1s9o23PqW3PzG/aX+1vfnM6vTja08v0tOfR1jntONMOYkUhXATkUkQDQgQEgZhwCYmQkPt1Z2cn\n", "+7LOHyFbAslmX7KSb8jn+Xj08cja2XuvN8vyYa3P+n6/y6BpmoYQQoghGcc6gBBCqEyKpBBCBCBF\n", "UgghApAiKYQQAUiRFEKIAKRICiFEAGY9v7ynp4df/vKXPPXUU2RkZACwdetWvF4vAPn5+cyZM0fP\n", "CEIIERFdi+T+/ft58MEHB71ms9lYsWKFnrsVQogRo1uRbGtrw263Y7PZBr3u9XrZuHEjmqaRm5vL\n", "vHnz9IoghBAR061IlpaW8vDDD1NRUTHo9eLiYv/PO3bs0Gv3QggxInQrkg0NDWzZsoXGxkZycnL8\n", "PcmrWSyWYT+/a9cuTCaTXvGEEBNUYmIi8+fPD/r9uhXJZ599FoDy8nISExP9r9fU1JCdnQ2Ay+Ua\n", "9vMmk0kuxYUQI+7YsWMhvV/XIUCtra2UlpZy6tQp/2s1NTVs2LCBDRs2MHPmTD13r6vS0tKxjhCQ\n", "5IuMyvlUzgbq5wuVrne3k5KS+OpXvzrotaKiIj13KYQQI8qg6lJpe/fulcttIcSIO3bsGPfff3/Q\n", "75cZN0IIEYAUyTCp3neRfJFROZ/K2UD9fKGSIimEEAFIT1IIMaFIT1IIIUaQFMkwqd53kXyRUTmf\n", "ytlA/XyhkiIphBABSE9SCDGhSE9SCCFGkBTJMKned5F8kVE5n8rZQP18oZIiKYQQAUhPUggxoUhP\n", "UgghRpAUyTCp3neRfJFROZ/K2UD9fKGSIimEEAFIT1IIMaFIT1IIIUaQFMkwqd53kXyRUTmfytlA\n", "/XyhkiIphBABSE9SCDGhSE9SCCFGkBTJMKned5F8kVE5n8rZQP18odK1SPb09PDiiy9SV1fnf62+\n", "vp5169bx2muvcfnyZT13L4QQEdO1J7lz505SU1NJS0sjIyMDgC1btvDoo48CUFJSwqpVq4b8rPQk\n", "hRB6UKYn2dbWht1ux2azDXrdbrf7f7ZarXrtXgghRoRuRbK0tJSlS5de9/rVJ64Wi0Wv3etO9b6L\n", "5IuMyvlUzgbq5wuVbkWyoaGBLVu2UFpayqlTp/yve71e/88GgyHgd1x9sEtLS5XaPnnypFJ5JN/E\n", "yifbkW2HQvdxkuXl5SQmJvp7kps2bWL16tVomsa2bdtYuXLlkJ+TnqQQQg+h9iTNOmahtbWV0tJS\n", "cnJy/EVy8eLFrF+/Hk3TWL58uZ67F0KIiOk6BCgpKYmvfvWrPPDAA/7XMjIyePLJJ/nCF75Aamqq\n", "nrvXVbin7sHocHk4crGTQ5900NLtDus79Mw3EiRf+FTOBurnC5WuZ5IidG6vj5LTjaz7sAGA+6dP\n", "4huFU4mxmsY4mRATk8zdVkxbj5uvb6qkxdl/BmkA/uOvZ5MWFzW2wYS4SSgzTlKEx24xsiArzr89\n", "Jz2WGIucRQoxVqRIhkmvvkuU2cSX56XzvXuz+XbRNP7+7mnE2ULviqjeF5J84VM5G6ifL1TSk1RQ\n", "SqyVe2OTxjqGEALpSQohJhjpSQohxAiSIhkm1fsuki8yKudTORuony9UUiSFECIA6UkKISYU6UkK\n", "IcQIkiIZJtX7LpIvMirnUzkbqJ8vVFIkhRAiAOlJCiEmFOlJCiHECJIiGSbV+y6SLzIq51M5G6if\n", "L1RSJIUQIgDpSQohJhTpSQohxAiSIhkm1fsuki8yKudTORuony9UUiSFECIA6UkKISYU6UkKIcQI\n", "0rVIHjx4kE2bNrFp0yaOHj0KwNatWykpKaGkpISTJ0/quXtdqd53kXyRUTmfytlA/Xyh0vUZN4WF\n", "hf6fd+3aBYDNZmPFihV67lYIIUaM7j3J6upq3nzzTVavXk1eXh47d+7E6XSiaRq5ubnD9h2lJymE\n", "0EOoPUndn5aYk5PDc889x+bNm8nLy6O4uNj/ux07dui9eyGEiMio3Lix2WzExcVd97rFYgn4uat7\n", "G6WlpUpt//a3v1Uqj+SbOPkGflYlz3jLFypdL7dbW1tJSup/fvRbb73Fww8/TE1NDdnZ2QBs27aN\n", "Rx55ZMjPqn65XVpaytKlS8c6xrAkX2RUzqdyNlA/X6iX27oWya1bt9Lb2wvAggULyMnJ4d1336Wh\n", "oQGAuXPnUlBQMORnVS+SQojxSame5MqVK697raioSM9dCiHEiJLB5GEKt78xWiRfZFTOp3I2UD9f\n", "qHS/uy2EahocfVxo6SHaYqQg2Y7dahrrSEJhMndbTChtTjc//ks1J+sdAPzd0ql8dlbyGKcSo2lU\n", "5m4fOXIknI8JMeZae9z+Agmwo7IFt9c3homE6gIWyZdffpmNGzfyxhtv8JOf/IR169bx0ksvcejQ\n", "odHKpyzV+y6Sb2hxUWYy4q3+7cXT4rGYrv9roPLxUzkbqJ8vVAF7kgsWLGD+/Pls3ryZZ555huTk\n", "ZJqamti3b99o5RNiRKXGWvnhA/mcqncQH2XmlrSYsY4kFBewSM6fPx8Ar9dLcnJ/3yYlJQWbzaZ/\n", "MsWpPFgWJF8g0xJtTEsM/P9hlY+fytlA/XyhCqon6fF4Bm27XC5dwgghhGqCKpJJSUkcOnQIl8vF\n", "oUOHmDRpkt65lKd630XyRUblfCpnA/XzhSqoIrl8+XLi4+N5++23iY+Pl/UgbyI+TeNcs5Njlzqp\n", "7+od6zhCKEfGSU5wp+odfHf7Odw+jezEKH70YD5pcVFjHUsI3egyTvLanuRf/vKX0FIJZR36pAO3\n", "r//fyZr2Xi539o1xIiHUElSR3L59+6Bth8MxzDsnDtX7LsHmy0+K9v9sNRlIsI3OTNWb5fiNBZWz\n", "gfr5QhXU3wifT2Yk3KzmZ8Xz/92XQ01rDwunxpObJMO7hLhawCLZ1taGx+Ohu7ub5uZmNE3D6/XK\n", "mSTqjwULNl+8zcyyvEmQN7ojFm6W4zcWVM4G6ucLVcAiWV5ejtvtpqGhgVOnTvV/wGwecp1IIYS4\n", "GQXsSd51110sW7aM4uJili1bxrJly1i6dOmQz6uZaFTvu0i+yKicT+VsoH6+UAV142b27Nl65xBC\n", "CCWFPE6ypqaGqVOnYjTqu6i5jJMUQuhBl3GSP/vZz6ipqWH79u3U1tayZcuWsAMKIcR4ElSRnDlz\n", "pv8xsIWFhboGGi9U77tIvsionE/lbKB+vlAFVSS9Xi8AJpM8C0QIMbEEVSQdDge7du0iPz9f7zzj\n", "hupjwSRfZFTOp3I2UD9fqIKacbNmzRoaGhrIzc3lxIkTQc/AOXjwIA0NDQBMmzaN+fPnU19fz969\n", "ezGZTNxzzz2kp6eHn14IIXQW1Jmk3W4nNzcXgNtvv501a9b4f9fT0zPs5woLC1m9ejWrV6+mpaUF\n", "gLKyMtauXcsTTzzB4cOHI8k+plTvu0i+yKicT+VsoH6+UEU8jmf37t0Bf19dXc3Pf/5zpk+fDvQX\n", "3AFWq3W4jwkhhBIiLpI3uvTOycnhueee44MPPgDg6mGZFosl0t2PGdX7LpIvMirnUzkbqJ8vVPqO\n", "CL/CZrP5pzIO3CkHMBgMAT939Wl7aWmpbMu2bMv2iGyHIuKVyUtKSli1atWQv2ttbSUpKQmAt956\n", "i4cffphNmzaxevVqNE1j27Ztwy6WofqMm9LSUqX/xZR8kVE5n8rZQP18oc640XWF1QMHDtDb2//c\n", "lAULFgCwePFi1q9fj6ZpLF++XM/dCyFExHQ9k4yE6meSQojxSZe524HYbLKStRDi5hVykXS5XIO2\n", "i4uLRyzMeBJuE3i0SL7IqJxP5WwAH3744VhHGFFBFcnf/OY3HDx4EICmpiZ5WqIQ4jpen8ax2k52\n", "tiawpbyJNqd7rCONiKBu3GRkZPhX/5k6deq4nikzUlS+eweSL1Iq51M124XWHv5h53m8Guy70EG0\n", "xciKgsljHStiQZ1JXrvArtk8Oo8dFUKMH129XrxX3Qa+1NE7dmFGUFBF0uPxDNru65MH2KveF5J8\n", "kVE5n6rZMhOiuGVK/7Rju8VIYXbCGCcaGUGdEs6ZM4c33niDvLw8zp8/z6233qp3LiHEOJMaa+Uf\n", "7s2lsraRqanJTJt0c4x8CXqcpMvloq6ujvT0dKKjo/XOJeMkhRC60G3Gjc1mIy8vL6xQQggxXgXV\n", "k9y0aZPeOcYdVftCAyRfZFTOp3I2UD9fqIIqktcuh7Zjxw5dwgghhGqCKpJWq5XGxkb/9sCiFROZ\n", "qmPVBki+yKicT+VsoH6+UAXVk+zu7uZf/uVf/DdSKioqdFnUQgihtnaXG4MGCdHjd8HsUAV1Jhkd\n", "Hc2LL77I448/zuOPP86cOXP0zqU81fsuki8yKucbq2wn6x18a/MZvrXlDKcbHMO+T+VjF46giuS1\n", "t8tvu+02XcIIIdTU6uzjhb0XqO/q43JXHy/tq6Gt5+aYm30jQRXJ2NjYQdsyFEj9vovki4zK+cYi\n", "m6aBx/fpkGq3z8dwI6xVPnbhCHqptOrqasrKyvB4PFRVVemZSQihmMkxVr53bw6xVhNxUSaeX5ZD\n", "kn1i9CWDKpKHDh2irq6OS5cuYTabZRUg1O+7SL7IqJxvrLLNz4rn5TWz+N2aWczNiBv2fSofu3AE\n", "VSTr6uooLCz0rwYUExOjayghhJpSYq2kxFjHOsaoCqpImkwmvXOMO6r3XSRfZFTOp3I2UD9fqIIq\n", "kj09Pbjd/Xey3G73dTNwhBDiZhVUkXzggQdYt24dFRUVbNmyhRUrVuidS3mq910kX2RUzqdyNlA/\n", "X6iCmnGTlJTE008/rXMUIYRQT9DrSZaXl3P+/HlmzpzJjBkzgvry06dPU1lZic/nY8mSJWRlZbF1\n", "61a8Xi8A+fn5w87ekfUkhRB60GU9yd27d5OQkMCDDz7I8ePHeeedd1i2bNkNP9fS0sKaNWsA2L59\n", "O1lZWdhsNrlcF0KMG0H1JNvb21m0aBFWq5VFixbR0tIS1JcXFRVd95rX62Xjxo28+eabHDt2LLS0\n", "ClG97yL5IqNyPpWzgfr5QhXUmaTFMvTI+s7OTuLj42/4+d27d7No0SIAiouL/a/LupRCCNUFdSbp\n", "dDppbm4GoLm5mYE25r59+2742f3791NQUEBycvJ1vxuu+A64+l+k0tJSpbYln+Qbq+2lS5cqlWe8\n", "5QtVUDdufvGLX9DX10dmZia1tbXk5ORgMpmoqKjgH//xH4f93HvvvUdKSgqzZs3yv1ZTU0N2djYA\n", "27Zt45FHHhnys3LjRgihB11u3BQVFbFgwYLrXj9y5Miwn2lsbOTAgQPMmjWLiooKurq6+NKXvkRN\n", "TQ1lZWUAzJ07N+igqiktLVV6ZoHki4zK+VTOBurnC1VQRXKoAjnw+p49e1i+fPl1v0tNTeX555+/\n", "7vWhbuYIIYSqgl4qbTgOx/ArFN/MVP+XUvJFRuV8KmcD9fOFKuIiKYQQNzMpkmEK907ZaJF8kVE5\n", "n8rZQP18oZIiKYQQAUiRDJPqfRfJFxmV86mcDdTPF6qIi6TBYBiJHEIIoaSgimRjY+OwvwtlUObN\n", "RPW+i+SLjMr5VM4G6ucLVVBF8j/+4z/o6OgY8nfXPm5WCCFuJkFNS3z11VdJSkqiq6uLhQsXkpOT\n", "o3swmZYohNCDLtMSH3vsMaxWKz6fjyNHjrB//36eeuqpsEMKIcR4EdTldmdnJwCtra1cunSJxMRE\n", "XUONB6r3XSRfZFTOp3I2UD9fqII6k3zttddITk4mOTmZRx55BKt1Yj13VwgxcQXVk3zllVd4+umn\n", "R3W4j/QkhRB6CLUnGdTl9tq1a2U8pBBiQgqqSFqtVqqrqykrK8Pj8VBVVaV3LuWp3neRfJFROZ/K\n", "2UD9fKEKqkgeOnSIuro6Ll26hNls5vDhw3rnEkIIJQRVJOvq6igsLMRo7H97TEyMrqHGA9Xnp0q+\n", "yKicT+VsoH6+UAVVJE0mk945hBBCSUEVyZ6eHtxuNwButxufz6drqPFA9b6L5IuMyvlUzgbq5wtV\n", "UOMkH3jgAdatW0d9fT1er3fQs7OFEOJmFtQ4ybEg4ySFEHrQZZzktXbu3BnOx4QQYtwJWCRfeOEF\n", "Nm7cyCuvvML3vvc91q1bx3e/+12qq6tHKZ66VO+7SL7IqJxP5Wygfr5QBexJfvGLXyQ7O5s///nP\n", "/PjHP8ZkMvHXf/3XvP7660F9+enTp6msrMTn87FkyRKysrKor69n7969mEwm7rnnHtLT00fkDyKE\n", "EHoIWCSzs7MBsFgs/mFAZrMZu90e1Je3tLSwZs0aALZv305WVhZlZWWsXbsWgJKSElatWhV2+LGk\n", "+lgwyRcZlfOpnA3UzxeqoHqSLpdr0LbD4Qjqy4uKiq577eoCK6sJCSFUF1SRnDt3Lq+99hrHjh1j\n", "/fr1zJ07N6Sd7N69m0WLFgFw9c10i8US0veoRPW+i+SLjMr5VM4G6ucLVVDjJGfPnk1ubi61tbWs\n", "WrWK6OjooHewf/9+CgoKSE5OBsDr9fp/d6OVhUpLS/2n7gMHXpXtkydPKpVH8k2sfLId2XYoIh4n\n", "uWfPHpYvXz7k79577z1SUlKYNWuW/7VNmzaxevVqNE1j27ZtrFy5csjPyjhJIYQedHnGTSDD9Scb\n", "Gxs5cOAAs2bNoqKigq6uLr70pS+xePFi1q9fj6ZpwxZXIYRQRcRFcjipqak8//zz172ekZHBk08+\n", "qdduR83VrQAVSb7IqJxP5Wygfr5QhTXjRgghJgopkmFS/V9KyRcZlfOpnA3UzxcqKZJCCBFAxEVy\n", "oj4gTPWxYJIvMirnUzkbqJ8vVBEXyVBupQshxHgj60kKISYUXcZJvvPOO9e9ZrfbmTdvHmazbqOI\n", "hBBizAW83P7BD35AXV0dly9f5rbbbhv0v5SUlKCXTLsZqd53kXyRUTmfytlA/XyhCnga+P3vfx+A\n", "6OhokpKSBv0uKSmJjz76SL9kQgihgIhu3CjazhwVqo8Fk3yRUTmfytlA/XyhCqpI3nnnnUO+vmTJ\n", "khENI4QQqgmqSE6ZMmXI19PS0kY0zHiiet9F8kVG5XwqZwP184UqpMttj8dz3SrlQghxMws4TvLU\n", "qVOcOnUKt9vNnDlzOH36NDExMWRkZPhXGteLjJMUQuhhRJ+7/fHHH/PEE0+wdu1atm/fztq1a1m1\n", "ahWXLl2KOKgIT5vTzZkmJ3WdvWMdRYgJIWCRHBgobjQa/Y9fGNie6Mai79Lc3cfP363hG5sr+dbm\n", "Ss41O4d9r+p9IckXPpWzgfr5QhVwnGRcXBzvvPMODoeDhIQE9u3bR2pqqv/xsmJ0XWzvpexSFwCd\n", "vV7eq25nenJwj/cVQoTnhnO3L1++TFRUFElJSVRVVeFwOLjtttt0DyY9yetVNnXz37ecwXflv9jf\n", "LZ3KZ2clB/6QEGKQEZ+7nZ6e7v85Ly8vvFRiRGQlWPnevTnsqGjm1rRYFk6NH+tIQtz0gm4uut1u\n", "Ghsb8fl8dHV16ZlpXLhR38XZ56XV6cbrG5lZSR6fxv6qDn514CJuH6TEWkmIGv7fONX7QpIvfCpn\n", "A/XzhSqoIllVVcXmzZvZtWsXAFu3btU11HhX2+Hix3sv8PWSCnZUtuBye2/8oRvo6HHzypHLdPV6\n", "OVnv4NcHLtLm8oxAWiFEIEEVySNHjvDYY48RGxuL0WgkNjZW71zKCzQ/ddfZVo7UdtHq9PCrAxep\n", "aY98AH6U2UhmfJR/OzM+iijz8KvCqz5/VvKFT+VsoH6+UAW1GKTNZgvry30+H5qmTbi74W6vb9D2\n", "SFxyx0aZ+X+KprH5dBNeTWP1LSkk2CwRf68QIrCgziR7enoGbXs8N77M27lzJ7/73e9oaGjwv7Z1\n", "61ZKSkooKSnh5MmTIUZVS6C+S/GMZLITozAZ4Mvz0siZFD0i+5yWaOObd03lb5dOI/sG36l6X0jy\n", "hU/lbKB+vlAFdSY5d+5c/vM//5POzk7efPPNoKYkFhcXU15ePug1m83GihUrwks6jkybZOOnDxfQ\n", "6/GREG3GZp5YZ9JC3EyCfsaN0+mkoaGBrKwsLJbgLvPKy8tJTEwkIyMD6D+7dDqdaJpGbm5uwHGQ\n", "Mk5SCKEHXZ5xA/3PtMnNzQ0r1IDi4mL/zzt27Ijou4QQYjQE1ZPcvn07Fy9epLq6mldffZVz585F\n", "vONgzkav7m2UlpYqtf3b3/5WqTySb+LkG/hZlTzjLV+ogrrcLikp4dFHH2XLli2sWrWK119/nc9/\n", "/vM3/PJrL7dramrIzs4GYNu2bTzyyCPDflb1y+3S0lKlhzpIvsionE/lbKB+Pl0ut41GI0aj0T8U\n", "KCoq6gafgD179lBVVYXNZiMnJ4eioiJqamooKysD+m8GjWcq/58AJF+kVM6ncjZQP1+ogiqSfX19\n", "OBwOf5EM5l7P8uXLr3utqKgoxHhCCDG2gupJZmRkUFJSwpIlSzh16hRVVVV651JeuP2N0SL5IqNy\n", "PpWzgfr5QhXUmWRhYSGFhYUAzJo1i+nTp+saSgghVBH0OMnRpvqNGyHE+DSiz7gZzs6dO8P5mBBC\n", "jDtBFcldu3bx+uuv8+KLL7J+/Xo+/PBDvXMpT/W+i+SLjMr5VM4G6ucLVVBF0uFw8PnPf55bbrmF\n", "J598koKCAr1zCSGEEoIqkgZD/7qFPl//EmADT1GcyFQfCyb5IqNyPpWzgfr5QhVUkRxYGs1kMtHZ\n", "2Ynb7dY1lBBCqCKoIvlXf/VXADzwwAPs3buX2bNn6xpqPFC97yL5IqNyPpWzgfr5QhX0tETon464\n", "evVqXQMJIYRKwhon+e677+o+xVDGSQoh9KDLAhelpaVcvnzZ/6yajz/+WOZhCyEmhKB6ki0tLTz+\n", "+OOsWbOGNWvW8Mwzz+idS3mq910kX2RUzqdyNlA/X6jCmnGTnJw80jmEEEJJAXuSAw/yOnz4MFOn\n", "TvUvnnvw4EGeffZZXYNJT1IIoYcRnbs9cNq8ePFif4EUQoiJJGCR/MIXvsDs2bP94yLPnz+PyWTi\n", "y1/+8qiEU5nqfRfJFxmV86mcDdTPF6qARTI2NhaA3bt343A4ePDBB+ns7OTgwYOjEk4IIcZaUDdu\n", "2tvbWbRoEVarlYULF9LS0qJ3LuWpPj9V8kVG5XwqZwP184UqqCI53ONfOzs7RzSMEEKoJqgi6XQ6\n", "aW5uBqC5udn/ILB9+/bpl0xxqvddJF9kVM6ncjZQP1+ogppxU19fz+9//3syMzOpra0lJyeHDRs2\n", "UFFRwec+9zm9M4obaO9x4/ZqJNktmIyGsY4jxE0lqLnbR44cYcGCBUG/PsDn86Fpmn86YyhknGRw\n", "zjU7+eGeC3T0evjvd03l7txELKaw5ggMqbm7j06Xl0nRZibZh267CDGe6DJ3e7hCGKhA7ty5k6qq\n", "KlatWuUfY1lfX8/evXsxmUzcc889pKenBx1UXM/t9fHy4VrqHX0A/M/9NUxPtjMt0TYi33+x3cU/\n", "7a7iYkcvc6bE8P8uy2FKnDWk7/D4NJocfZiMBlJjQ/usECoYuVOOaxQXF7Ns2bJBr5WVlbF27Vqe\n", "eOIJDh8+rNeuR8Vo9V3cXh9nmro5UddFm3PwYscGwHTN1fXA5kjk+7ixm4sdvQCcbOjmfKszpM97\n", "fBr7q9r4mw3lfG1jBSfrHf7fqd63UjmfytlA/Xyh0q1IDsVut/t/tlrlrCIYhz7p4Jubz/Cd7ef4\n", "3aFLdLg+LZRmk5GvLM4kZ5KNxGgz/3BfLhnxUSO27xjr4DZJtDm0tkmjo4+f7q/Bq0F3n5f/ffAi\n", "3X2eEcsnxGgY1YfVXN3+HG5Y0XgxGmPB3F4fb5xsZG5GHHdkxOLToLnbTYLt02OXP9nOzx4uwOPz\n", "kRhtwXjleUQjkW92agxPzU/j0CedPFCQxIwU+40/dBWjAawmIy5P/7OR7BYjphHMpyeV86mcDdTP\n", "F6pRLZJer9f/88DDxQIpLS31H/CBU/iJtG2321kyLR1Hr49/O3IZgM5eDxnxURw9/L7//fE2s255\n", "1i5dyuO3TeHEsaN8WFYZ0uctFgs/XDGbXx+8SIzVyFO3JmCzmJQ5vrI9cbdDEdbK5MEqLy8nMTHR\n", "f+Nm06ZNrF69Gk3T2LZtGytXrhz2s6rf3b66gOvpUoeL77x1jpYr/UijAf798dmk3eCyerTyBaPL\n", "5cFkNGC/6vJdpXxDUTmfytlA/Xy63N0Ox549e6iqqsJms5GTk0NRURGLFy9m/fr1aJrG8uXL9dr1\n", "uOHTNE7UOdhS3kRBsp0VBUmkXHMHONluYVaKnQM1HQDkJUVjs45qKzlicTZ5BLEYv3Q9k4yE6meS\n", "I6GqtYdvlFTi8fX/J/ivSzJZc2uq//cDRbS2w0VbjweDAe7Jm8TUERriI8REpMyZpLix7l6vv0AC\n", "XGp3Dfp9TZuL///t87h9GnFRJp68fYoUSCFG2fi6blPISIwFy0yIYsnUeACiLUZWFEwe9Psetw/3\n", "lSLa1evlXEvPqObTk+QLn8rZQP18oZIzyTHQ6XLT6HBjtxr5u7un0dTdP2Nm8jXT/jLjo7h/+iT2\n", "nmsj2mLk0dnybCEhRpv0JEeRpmnUO3r509F69pxrI9Zq4qWH8jl6qROPD3w+jWX5k8ieFO3/TIfL\n", "Q0NXH9EWo1xqCzECpCepKI9P42B1O/Vdvew51waAo89Lk8PN5c4+dp5pJS3OyowU+6AimWAzkyB3\n", "h4UYM9KTDFOofZdLHS7+eV81Pq1/rOMATdPYeaYVgPquPo5e6hqTfKPtZs/X6/HS6/He+I1huNmP\n", "nWrkFGWU+HwaPg3ePtPKc3dm0ejoIznGQvw1Z4kypnD8O9Pk5DfvX8SAgecKs5ieHNp0TqEW6Unq\n", "wNHrobLJiaPPS5/Xx8xkO1PirOysbGXjyUYeuy2VHZUtpMdF8V8WpnOqvpv1x+vJnxzNswszyEjQ\n", "v/fY3eflTLOTXreP/MnR1w1iF+Fp73Hzzc1naLiyfN3UhCh+sbJg0Hx7MbakJ6mAE5e7qO9y8/Lh\n", "WgAWZsWuN/L2AAAWxklEQVTyV3OmkBpj4Xv3ZfOdt87R69U419JDTJSRv106jcLsBKLMBqJCXGkn\n", "XLvPtvCb9/vzLciK47v35JAQLf93iJTHp+Ho+/Qyu6vXi8er5HmICJL0JMMUqO9yubOXcy1OUmMt\n", "fKMwi4VTE6lpc/FyWS2/PniJL85LY05aLFEmA63d/UuHxdvMI1ogA+Vz9nnZWdnq3z5yqYt2l3vY\n", "9+tB9b5VuPmS7Bb+bulUTAYwGw387dKpJI3wiu4367FTlZw6jCCvT8Pl8XFrWiw+DBRMtvO7Q7V4\n", "fBpGA3yzcCodLg+ftPdiNhr42pJMkmOsbDjRwNLcRDKvusxu7u6judtNYrSZtLihF7No6e7Dp8Hk\n", "mE+XSAuGzWJk0dR4qlr7B6dPS4wiLmp0zmBvdkaDgbtyEvn9Y58BDKTFWYNa8UqoS3qSI6TR0ctr\n", "xxs51eBg9S0pzEi2c6bZyYaTjURbjFS3uvibhelkxUexo7KVsy1Ouvu8PDl3Cn/44DKPz0nhtvQ4\n", "yhu7mZ0aw9mmbsxmE9WtPSzNTWRhVjxR5k9P/D9ucPCDPRfo8fj4TlE2hTkJIRXKFqeb0/UOHH1e\n", "bkuLJUvGYIoJItSepFxuh6mhq5fajl7c3v4FZcsudrKtoplGRx8vH66l1+sjNymaOWmxTLZb+NqS\n", "TDLjo3j/k06auvt4cMZk8idHkxpj5W8WpDMvI45/P3qZ9ccb+MddVWQm2vi3D+r4y/k2frjnAmeb\n", "P310grPPy/86cInWHg89bh8v7qumoasvpPyT7RaK8ibx0KxkKZBCBCBFMgwn6x18bWMFz7xRzp5z\n", "rbg9Prp6vXzxjjRWfiaFRz6TjNVoYGdlCzsqWzj0SSevXFk0NznGwpLsBGraXRTPnEyM1URaXBRv\n", "nGoiP8nGVxZlYDRAm3PwYw7aXYO3r362jdEA155Eqt4XknzhUzkbqJ8vVFIkQ+Rye/nd+5dwun34\n", "NPjlexdp6O7jruwETtY72F7ZTHKMhSO1XUyfHM38zDigf8iN0Wjg9Y8a+dOxejRNIyHKTEK0mV+W\n", "fsLR2i52nW3jbLOTu3MSyJ8c7e8TpsZYBj0B0W418bd3T2NqQhTJdgvfX5HHFBnCI4Qu5MZNiIxG\n", "g/8BWQ/NnExqrIU2p4cEm4mzzU4+f9sU/v3IZZzu/svwZxZmcLqhm+UFSVQ0dvuf91Ja3cGq2Sl4\n", "ffjfC/2zbp6/N5u0uCh+uXIGrU43KbHW6x7wVZBs519WzsCraUyKvv7uqcorQ4Pki4TK2UD9fKGS\n", "M8kQWU1Gvn5nFl+8YwoNjj7+/Wg9337rLOdbe3ho5mR8mjao6DV09fI3C9OxWwx09/mu+h4DCdFm\n", "Em0mHprZv0SaxWTgszMn09jZy/Pbz/H+Jx1Mm2Qb9gmI8TbzkAVSCDFypEiGIScpmluTTByt7Z9n\n", "rQHbyptZkBXHZ1Ls/ktfowGmJtr4P4fr2FnZSkFyNKtvSWFhVjz//GA+Jy87OFrbxfKCSXz9zky+\n", "cWcWeUk2nn+7iuOXHfy+rI5TV55V3d3n5Wyzk+q2Hry+Gw9IUL0vJPnCp3I2UD9fqORyewjN3X20\n", "93hIjDZjMxs529JDr8dHftKn0/esJiOJNrP/hsqMFDsXO/uYlhDFf12SwaWOXjITbLx+op5JdjNr\n", "bk3l3z64zAsP5tHQ1ce64w18WNdfZBdmxbG8IIm7chI5VtvF1TWwvcdDj9vLplON/PFYPSYDfH95\n", "LkuyE0f9uAgxEck4yWvUdrj4p91V1LT3sjAzljuyEvjXK9MLF2XF8Z1lOSTYzKz78DKxVjPVbT2k\n", "xUXR4Ohj28fNxFj7H7NgMECzo4/pyXZqO3u5NS2GWKuZ5BgLOypa2HCycdDzqJ+4fQqFOQlYTUZe\n", "2ldNeaOTFLuFf/5sPkaDgWfe+NifMWeSjZeK8znX2kN7j4eZ1yyvpieX24vJaMBikosQMT7J3O0I\n", "nW12UtPeC4DNambXmRb/78ouddHR48FuMXL4k04qm5zMy4zD7dXYdbZ/ml/3lUUtEm1mUuOi+Om7\n", "nwD9j2f4/v25tBggymxg+fRJbKvo/+778pNIi7NwvM6B0QBPzE1jst1MfJSZKXFRNDr6iI8y0dnb\n", "Pyc4Iz6KymYn3999AYDJdjO/eGQG6Td4zGwkNE3jaG0Xf/igjikxFp5dlCnjK8WEIKcD14i56tnQ\n", "tR293JEZxxfmTuHL89L4b0sysRg1zjX3cP/0JDTgdEM387Pi/GtE5iVF0+HyEBNl4nzLpwPAe9w+\n", "yhu7+ebmM9yeHkeU2cjTC9L5LwvS6XF7sVnMrPuwnl8duMT/2FVFTZuLKVemI6bGWnmhOJ/C7Hge\n", "mjmZZxdlsPvsp3OvW5we2noGj6Mc6b7QpY5evr+7ivMtPRz8pJP//LB/GFO4VO9bqZxP5Wygfr5Q\n", "yZnkNWalxvCNO7N4p6qNZfmTmJsey0/f/YTKJidmo4HkmGx+8k4NM5LtfKMwC6MBbCYj3yqcitVs\n", "oLvPS1evl33n27g3fxL7zrfh1fovkbuvrA5zobWHUw0OKpv6507bLUbuyk0YVOiOXupi+VUPBpuZ\n", "EsM/rcj3bxflTqK0uoNoi5Gn5qfT6XJT3dpDTpI+l91ur4b7qtVsWnvc+LTBg9qFuBmNek9y69at\n", "eL39xSI/P585c+YM+b6xnrvt9WmYjAZq2nr4ypsVxFpNzEqxc0uqHc1gwGiAaIuJuCgTyXYLBoOB\n", "th43b5xsosHRR4fLw9PzpjA3Mx5Hr4fyRievnWjAp8F/W5JJziQbrxy5TI/bx1cXZ9Lq7L+ZU39l\n", "euH/uD+XmSl2DtS009zt5t78SeRP/nTx1h53/3qQPh/8875qOlz9bYCfPVygyyKvPW4vm0838W9H\n", "LhNjNfHCg3nMnhI74vsRQm/K9yRtNhsrVqwY7d2GzHTl+jneZubxOSlEmU2YDNDr1XjtRD23p8Xw\n", "5B1p+HwafT6Ny5099K/Wr9Hh8nD/9El0uzX+14GL3Js3yX9TxmYx8k5VG5c6evntqpnYrSZio8xo\n", "msYtabFUt7lIiDJTkBLNH4/W88bJRgB2nWnlV5+b4V8RKNpi4vb0ON670EbHlTvsTrePymYnWQlR\n", "2Cwju6pPtMXEqltSuCsnEYvJMOzKRELcbEa9SHq9XjZu3IimaeTm5iq/0k98lJlb02I539LD1EQb\n", "L/ylGpvZyGdnJVPd6uLPHzXQ1uMhL8nG43NSeWZhBm09Hjw+jZ9duWlzofUyuUnR/OVcK5909N8U\n", "mmy3YDIZiI3q/09gMBjISrCRdWW5NI+3v4c5oN3l8V+uD2hy9GHEgIH+sZoAfR4f715oJ7H9PIsW\n", "LRrRY2GzmJiaODLFt7S0VOmZGSrnUzkbqJ8vVKNeJIuLi/0/79ixY7R3H7ITl7v4wZ4L+DSYkRzN\n", "o7OTOdXQTdmlTlJjrP4+YlWri263j5/sOI/ZaOC5OzMHfY/bp/Hde3P4VelFPJrGt+6aymT78POt\n", "zSYjj89J5YcNF9CAe3ITSY4Z/P7N5U2UXezke/fl8NFlB1nxUew734YGPJsfM8JHQoiJaUzvblss\n", "gafUXX2XrLS0dNS3P/zwQ/acbfUP7j7T3MMtU2KINhvJT4q+bqHa3ivjHj1XHvo1Pan/rPDWKTHE\n", "mDQcDRf5nw9P5+cPF9B27sQN929tqeLXn5vBTx+azkMZHk4eOeT//UcnT1He4KC6zcWZJidnmrr5\n", "P2W1VDQ5mZsRi7evd8yPX6DtgddUyTOe8i1dulSpPOMtX6hG/cZNTU0N2dnZAGzbto1HHnlkyPeN\n", "9Y2bAVvKm/jfBy8B/Xehf/pwARnxVo5d6gSDgdqOXioandydl8iOimY+qu+/RL4/fxJr70jj+OUu\n", "Pm50svtsK0/NT+PJuWkhLY4bSOmFdn609wJmk4G/v3saLU43k6LNzM2Iu+6sUwjRT/kbNzU1NZSV\n", "lQEwd+7c0d59yO7OScRuMVLb0cuS7AQKrtw5jqGPX5c1ExNl5sEZSSzKiiPOasJubSYx2sJ9eYkY\n", "0PjVgUv+7/rL+TY+NzvF34eM1OJp8fz6czPocfuYmmgb9CwV1ftCki98KmcD9fOFatSLZFFR0Wjv\n", "MiKT7JZB4xUHGNF47LY04m0mPpNiJ85m4Y7MOLIn2dCAlBgrXb0eZqXYqWjqH1ReOC2R6BG862wx\n", "GZmRIr1HIfQkc7fD0NDVy99vO0tjd/8TBr9+Zyarbkkd8r2XO3spb+zGZjYyOzWGSSP85DwhRGiU\n", "v9y+GbS7PP4CCXD4k04+NztlyKfipcdH6TqnWgihL5m7HYYku4X8pE8Xd1g+PUm5x4aqPn9W8oVP\n", "5Wygfr5QyZlkGFJirHxtTgxOazqxVpP/Zo4Q4uYjPUkhxIQiz90WQogRJEUyTKr3XSRfZFTOp3I2\n", "UD9fqKRICiFEANKTFEJMKNKTFEKIESRFMkyq910kX2RUzqdyNlA/X6ikSAohRADSkxRCTCjSkxRC\n", "iBEkRTJMqvddJF9kVM6ncjZQP1+opEgKIUQA0pMUQkwo0pMUQogRJEUyTKr3XSRfZFTOp3I2UD9f\n", "qKRICiFEANKTFEJMKNKTFEKIESRFMkyq910kX2RUzqdyNlA/X6hG/Rk39fX17N27F5PJxD333EN6\n", "evpoRxBCiKCNek9yy5YtPProowCUlJSwatWqId8nPUkhhB6U70na7Z8+WdBqtY727oUQIiSjXiSv\n", "PnG1WCyjvfsRo3rfRfJFRuV8KmcD9fOFatQvt3fu3ElxcTEAe/bsYfny5UO+7+jRo7S3t49mNCHE\n", "BJCYmMj8+fODfv+o37jp6ekB+s8oB34eSih/CCGE0Muon0nW1dWxf/9+NE1j+fLlpKamjubuhRAi\n", "JMrOuBFCCBXIYHIhhAhAiqQQQgQgRfIm4fP58Hq9Yx1jWKrnE2I4o353+0ZUn7a4detW/1/2/Px8\n", "5syZM8aJ+odVVVVVsWrVKjIyMgC1juNQ+VQ7jqdPn6ayshKfz8eSJUvIyspS5hgOlU2l43fw4EEa\n", "GhoAmDZtGvPnz1fm2A2XL6Tjpylm8+bN/p83bdo0hkmGtmvXrrGOMKTTp09rtbW1/m3VjuO1+VQ7\n", "jvv37/f//NZbb2maps4xHCqbasdvwNtvv61pmjrH7loD+UI5fsqdSao+bdHr9bJx40Y0TSM3N1fZ\n", "+eVyHENTVFR03WuqHMOhsql2/Kqrq3nzzTdZvXo1oM6xG3BtvlCOn3JFUlN82uLAbCGAHTt2jGGS\n", "wOQ4hmf37t0sWrQIUO8YXp1NteOXk5PDc889x+bNm8nLy1Pu2F2bL5Tjp9yNm6ub+waDYQyT3JgK\n", "//GHI8cxdPv376egoIDk5GRArWN4bbarqXL8bDYbcXFxgFrHbsDV+a52o+OnXJEMdtriWKmpqfH/\n", "7HK5xjBJYHIcQ/Pee+8xZcoUcnJy/K+pcgyHyqbS8WttbfX/PHAGqcqxg6HzhXL8lLvcXrx4MevX\n", "r/dPW1RNTU0NZWVlAMydO3eM0/Tbs2cPVVVV2Gw2cnJyKCoqUuo4DpVPpePY2NjIgQMHmDVrFhUV\n", "FXR1dfGlL31JiWM4XDaVjt+BAwfo7e0FYMGCBYBaf4+HyhfK8ZNpiUIIEYByl9tCCKESKZJCCBGA\n", "FEkhhAhAiqQQQgQgRVIIIQKQIimEEAFIkRRCiACkSI5jDoeDf/3Xf6W8vHzU9/2jH/2IkpISSkpK\n", "/INyr/WDH/wg7O+vqanhhRdeCPvzN6sDBw7Q1tZ2w/cdPXqUl19+eRQS3fyUm3EjghcbG8vSpUvH\n", "ZN+zZs1i1apVAd/zla98Jezvz87O5jOf+UzYn79Zud1uPB7PDd83f/78QVPvRPikSI4DR44c4d13\n", "3yUtLQ273Y7b7SYxMZEVK1YAcPjwYc6ePQvA5MmT/YXT5/Px5ptvYjab0TSN2NhYHnjgAf/3Hjx4\n", "kLq6OqxWKz6fD6vVykMPPQRAZWUlx48fJzo6GpfLxYIFC8jLy/N/9ty5c5SUlODxeJgyZQp33303\n", "AA0NDbz//vtA//zd9PR0li1bFtSfs7y8nOPHj2Oz2XC73TidTv/vWltb2bVrF9HR0Xi9XjIyMliy\n", "ZAl9fX2sW7eO7u5unnjiCeLj43njjTeora3lqaeeCvg0zhsd1+H2Cf1n8Xv37qWnp4eYmBj6+vow\n", "Go3+pbjOnj3LyZMnMZvN+Hw+6urq+PrXv37DY+B0Otm4cSOxsbGYTCYqKyv59re/7T8+x44do7a2\n", "lpiYGIxGIw899BBmc/9f4z179tDa2orZbMZkMuHz+YI67uIGRmAdSzEKXnzxRa2pqcm/ffjwYe30\n", "6dPa6dOntd27d/tff/3114f9jj//+c+Dtv/0pz9pXV1dmqZpmtfr1T755BNN0zStu7tb+9Of/jTo\n", "vRs2bND6+vqG/N7t27dr7e3t173e0tKi7du3L/Af7Aqn06mtX7/ev+3xeLTnn3/ev/3KK68M2v+B\n", "Awe0CxcuaJqmaT6fb9Bnd+zYMWSeoQx3XG+0zwHPP/+81tDQMOi1np4ebcOGDYNeO3DgQFB5qqqq\n", "/AvDapqmVVdXD/r9vn37BuUdcPr0ae3999/3bzc1NWkvvfRSUPsUgcmZ5DiRmZk5aJmsuXPn8vbb\n", "b5Ofn+9/JAKAyWTy/9zb28uuXbvwer0YjUbOnz8/6Dsfe+wxDh06hMvlwuVy+Sf6NzQ00NnZSUlJ\n", "if+9LpeLtra2Ic/MMjIyaGlpISEhIew/X21tLTNmzBj057j11lv92/X19bz11lv+bZ/Ph9lsJicn\n", "B4PBQHJyMs3NzSQlJdHV1RV0luGO6+zZswPuc8C8efOuOyZ1dXWDzroBCgsLg8qTm5uL1+vl7bff\n", "9i83lp2dPeg92hDLLZw9e5YHH3zQv52cnExWVlZQ+xSBSZEcJ2pra2lubvb/hT5x4gQzZswI+HCt\n", "7du3c//99xMfHw9Ad3e3/3cej4dz584NuhR+9dVXycnJISsriylTpgzqOV596VZdXU1mZqZ/Hb7z\n", "58/7L9PDlZmZyQcffOBfIdrj8fDRRx+xdu1aAAoKCnj44YcHrf13dW+uqKiIbdu2kZWVxcKFC4Pe\n", "77XH9fjx48ycOTOofQ4nPT2do0ePDlrt+uLFi6SkpGCz2QJ+9sSJE9x+++1Mnz4d6G+J1NTU+Aul\n", "2Wwe8r95QUEBx48f97cDmpqauHjx4g2zihuTVYDGiddeew2z2exfwHTy5MkUFhbyxz/+EYCnn36a\n", "5uZm/vCHP3D33XdTVFTE6dOnKS8vx2Kx4PF4OHv2LHfccQfFxcW4XC5+85vfkJeXh8FgoLe3l3nz\n", "5vn/cl68eJEPPvjA3+9yOBysXLmSuLg4Wltbefvtt7FYLPh8PmbPnj3orG9Aa2srH330UdA9yVOn\n", "TnH8+HFiY2NxOp10dnaSk5NDcXEx3d3d7N69G6Oxf0BGd3c3ixcvHnTGtnnzZtrb23nqqaciOq4D\n", "eQPts6qqio8++oiTJ08yZ84coqKi+OxnP+v/3vLyck6dOoXVasXj8ZCUlMR99913wzwbN27072/A\n", "o48+6n+tq6uLrVu3EhsbC/TfvBv43t27d9PW1obNZsPlctHY2MiSJUv8y4OJ8EiRHCc2bNjA448/\n", "PtYxQnLhwgWampr8jxxQ0Xg8rmJ0yTjJceDIkSNUVFSwefNmOjs7xzpOQPX19ZSUlLB582bef//9\n", "MX9AVSDj6biKsSNnkmJUDAyZGer/brGxsbqsXj0W+7yRnTt3Dvm4AKPRyIoVK4iOjh71TCIwKZJC\n", "CBGAXG4LIUQAUiSFECIAKZJCCBGAFEkhhAjg/wLllZJ5kfxUrgAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.613616\n" ] } ], "source": [ "# original scale plots for comparison\n", "\n", "def scatter_by_colnum(dfo, ilocx, ilocy, *args, **kwargs): \n", " #inversed = lambda df: 1.0/df\n", " df_temp = pd.concat([dfo.T.iloc[ilocx],\n", " dfo.T.iloc[ilocy]],\n", " axis=1)\n", " df_temp.plot(x=0,y=1, kind='scatter', **kwargs)\n", " plt.show()\n", " print('r = %f' % df_temp.corr().iloc[0,1])\n", " \n", "import itertools\n", "pairs = list(itertools.combinations(percstds, 2))\n", "\n", "pair_nums = [(x[0], y[0]) for x, y in pairs]\n", "\n", "for (x, y) in pair_nums:\n", " scatter_by_colnum(dfo, x, y, figsize=(5, 5))\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def sideplots(series_top, series_bottom, \n", " plotname_top=\"pre-filter\",\n", " plotname_bottom=\"post-filter\"):\n", " from matplotlib import pyplot as plt\n", " fig, axes = plt.subplots(nrows=2, ncols=3)\n", " \n", " fig.set_figheight(7)\n", " fig.set_figwidth(15)\n", " \n", " #fig.suptitle('t', fontsize=25)\n", " #plt.xlabel('xlabel', fontsize=18)\n", " #plt.ylabel('ylabel', fontsize=16)\n", " \n", " ax1 = plt.subplot2grid((2,3), (0,0), colspan=2)\n", " ax2 = plt.subplot2grid((2,3), (1,0), colspan=2)\n", " \n", " ax3 = plt.subplot2grid((2,3), (0, 2)) #, rowspan=2)\n", " ax4 = plt.subplot2grid((2,3), (1, 2))\n", " #ax5 = plt.subplot2grid((4,4), (2, 1))\n", " \n", " ax1.set_title(plotname_top, fontsize=16)\n", " ax2.set_title(plotname_bottom, fontsize=16)\n", " ax3.set_title(plotname_top, fontsize=16)\n", " ax4.set_title(plotname_bottom, fontsize=16)\n", " #ax5.set_title('ax5 title', fontsize=35)\n", "\n", "# series_l.plot(ax=axes[0,0], linewidth=3)\n", "# series_r.plot(ax=axes[0,1], linewidth=3)\n", "# series_l.hist(ax=axes[1,0])\n", "# series_r.hist(ax=axes[1,1])\n", " series_top.plot(ax=ax1, linewidth=3)\n", " series_bottom.plot(ax=ax2, linewidth=3)\n", " series_top.hist(ax=ax3, bins=20)\n", " series_bottom.hist(ax=ax4, bins=20)\n", " fig.tight_layout()\n", " " ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", "T1_SMS_5\n", "================================================================================\n", "------------------------------------------------------------\n", "P. 011\n", "150 taps ==> 140 taps\n", "pre-filter:\tsd= 4.53454486945 \t mean= 0.12922621229 \t md= -0.369563627668\n", "post-filter:\tsd= 4.43198730634 \t mean= 0.0753302472248 \t md= -0.317041022576\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXmYG9WVxv1q61ard7vt9r5gbEzMvoUQY2PsBA/bOIQk\n", "EEhIYEgmZEg+SJgwWcl8w2RmYGASJom/xDMsWSAhw2awDbYDNs1qbDCN93bbbfe+r9pV9/tDrdK9\n", "pSqpSiotJZ3f8/hxl1Qq1T26VXXvuee8x8YYYyAIgiAIgiAIgiAIgihg7Pk+AYIgCIIgCIIgCIIg\n", "iFSQA4MgCIIgCIIgCIIgiIKHHBgEQRAEQRAEQRAEQRQ85MAgCIIgCIIgCIIgCKLgIQcGQRAEQRAE\n", "QRAEQRAFDzkwCIIoWMLhcL5PoWAIhUK69iObEQRBEEQi9HyMQ2MKwsqQA4MgipQFCxbgxIkTOfmu\n", "T3/601i1apX8b82aNWl/986dO3HXXXfhggsuwPbt200+08JhYGAAN9xwA6644gpceeWVePvttxP2\n", "6ejowH/+53/iuuuuw1e/+lXNY5WKzYzQ09ODz372s1i9ejWuuuoqXH311ejo6EjY77LLLsOOHTtU\n", "jxGJRHDVVVdh1apVOP3007N9ygRBEAULjSkKGxpTZBcaUxQWznyfAEEQ2WHx4sVwuVw5+a6pU6fi\n", "ySefTLnfHXfcgV/96ldJ99m/fz++9a1v4ZxzzjHr9JLy9NNP41//9V/h9Xoxa9Ys2Gw2MMawevVq\n", "/OAHP4DNZsvK995666348Y9/jPPPPx+jo6O49tpr8cILL6Cmpkbep7m5GRdccAHuuusu3HTTTZrH\n", "yrXNrMCPf/xj3H///Vi6dGnS/RYsWIDKykrV9xwOB1566SUAwI033pj0OHr6NkEQhFWhMYU+aExR\n", "nNCYorAgBwZBFClbt27N9ykkMDQ0lHKfv//7vwcQXQHIBZ/73Ocwffp0HDp0CF/72tfk13/zm9/g\n", "wQcfxD333GP6d7a0tKC+vh7nn38+AKCmpgZ33HEH/vSnP+H222+X91u7dq2u4+XaZlZgdHQ05UAD\n", "AB577DFTvk9P3yYIgrAqNKbQB40pihMaUxQWlEJCEEXGnXfeiVWrVmH+/Ploa2tT3cfv9+Pb3/42\n", "VqxYgU996lO47rrrcNttt+Hw4cPCfp2dnbj55ptx8cUX4xOf+ASuu+66hH0AYGJiAjfffDPWrFmD\n", "lStX4qc//SkYY/L7u3btwuWXX46//vWvQljoHXfcYW7jM4A/XwC4/fbbsWvXrqx814cffohVq1YJ\n", "r11++eVobm7OyveZyS9+8QucfvrpePLJJ3HrrbfiwgsvxPLly3H99dejtbVV2HfDhg1YtWoVbrzx\n", "RgwNDeHrX/86li9fjrVr16Kzs1Pe7+DBg7j++uuxZs0afPKTn8TNN9+M7u7utM7viSeewKpVq4S+\n", "dvnll+Ott94S9rv//vuxatUqnHbaaZrhnnp48cUXE75v1apV+Od//ueEfTdv3owrrrgCl19+OS65\n", "5BJ8//vfT8gv1mszgiCIXEBjivSgMYU+aEwhQmMKnTCCIIqSe++9lx0/flz1vV/96ldsw4YN8rYk\n", "Sey2225jhw8fll8bGhpiK1euZLt375ZfO3z4MFu5cmXCcbdt28Z6e3vl7QceeID98pe/TPjeG264\n", "Qff5P/bYY2zLli2698+E1157ja1fv17eHhkZYd/+9rfZE088kZXve/zxx9nmzZuF1yRJYjfeeKPm\n", "Z/TYLlc2e+yxx1hDQwPbuHGj/NqBAwfY8uXL2cDAQML+F154Ibv88svZjh07GGOM9ff3s5GREcYY\n", "Y/v372eXXnopO3bsmLz/Bx98wNasWcO8Xm/a56i3r61fv5699tprGR8v1fu/+93v2Je//GU2NjYm\n", "v/bUU0+xW2+9VXX/ZDYjCILINTSm0A+NKYxBYwrj75f6mIJSSAiiBLngggvwzDPP4ODBg1i0aBFc\n", "Lhc2bNgg7LNhwwZ873vfw3nnnSe/tnjxYvzyl7/Egw8+iEceeUR+ffXq1cJnv/vd7+Lzn/98Qa2G\n", "JIMxhoceeghPPfUU7HY7qqqq8I1vfEN3uGU6ZCsPNld87Wtfw9VXXy1vL126FD/60Y/w2GOP4e67\n", "7xb29fv92LJlC6ZMmQIgmt8c46GHHsJvf/tbLFiwQH7t7LPPxne+8x38/ve/l8Nf77vvPs1VjVde\n", "eSVnudnpsmHDBmzfvh0Oh0N+7Qtf+ALef/99HDlyBIsXLxb2T2YzgiCIQoLGFCI0pjAOjSmMUepj\n", "CnJgEEQJcuGFF2LhwoXYsWMHXnjhBYyNjaG6uhrf/e53YbdHM8uOHDmCr3zlKwmfXbZsmaryshL+\n", "plro2Gw2fOc73xHyVbPJtGnT0NfXJ7zW3d2N6urqnHy/GfCDUP61Z599NuH1ZcuWyQ9NJV1dXXK+\n", "LY8kSbjsssvk7fvuuy/tcy0EWlpasGbNmoTXfT4fVq5cmTDYSGYzgiCIQoLGFCI0pjAOjSmMUepj\n", "CnJgEEQRo+WRHxsbQ0NDAz772c/Kr7388svYsGGD/MBdsmQJ3n33XVx55ZXCZ/ft24c5c+Yk/d7x\n", "8fEMz1wfv/71r9Hb24uvfvWrmDdvXkbHYop81WR0dXVh5syZaX/XmWeeiZ/85Ce4+eab5df++te/\n", "5kTx2yyb7d69W+g/sdcWLVpk6DhnnHEGbr31VixZsiTtc7ECF198MZ5++mnLr5IRBFG60JhCPzSm\n", "MAaNKYxR6mMKEvEkiCJG6wF67bXXCuJIkiThrbfeQlVVlfza7bffjgceeAC7d++WXzty5AjuvPNO\n", "QUX78ccfx49+9CMEAgEAQCAQwDe/+U18/etfT/je8vJyHD9+XN4eGRnBc889Z+jc+c9+61vfwvPP\n", "P5/TgcY3v/lNzJ49Gw8++GDa3zdnzhwMDQ3Jth0eHsZvfvOblGW1UpErmzHG8Nxzz2Hjxo3ya/v3\n", "78f999+P2267zdCx7r77btx9990JQm5vvfUWXnzxxbTPUS9Gfvtk+P1+QTW8p6cHW7ZskbfvvPNO\n", "3HrrrcI+oVAITz/9NPbt22fKORAEQWQTGlPog8YUxr+HxhQiNKZIDkVgEEQR8cwzz8h5pK2trXjt\n", "tdfgdrvhdrvx9NNPy4OJZcuW4dFHH0VzczPGx8cRDAZxzTXX4Itf/KJ8rJqaGvzxj3/EPffcg5aW\n", "FthsNsyYMQPr16/H3Llz5f1uueUWbNy4Eddeey2CwSAmJiZw5513CqF6MX7605/iH/7hH+D1euHz\n", "+TBz5kwh1I8xhr/927/F2NgYuru7UVZWhn/7t3/D3Llz8cQTTwjHevnllxGJRPDQQw9lZDO+ZvtT\n", "Tz2FyspKPPfcc3A61W+PjY2NKC8vzzh/cP369bjzzjvlh8/DDz+Muro6YZ9HHnkEzzzzDIDow3zV\n", "qlWw2Wx45JFHsGzZMgD5sZnNZsPPfvYz7NixA/fff7/cNx599FHU19fL+11//fUYGBiQzx2Ihrr+\n", "+c9/lveZPn061q9fj+9///s4duyYfPxLL700rXJz//Iv/4Lt27cL3+l0OvG73/0OM2bMAAC8+eab\n", "+OEPfwjGGDo7O+HxeFBXVweHw4ENGzbIubOxYwEQjnfqqafit7/9rfC9P/nJT3DDDTcgGAwiGAxi\n", "/vz5uOuuu+T3V65cCZfLhS996UsYHh4GYwyVlZW47rrrcPrppxuyGUEQRC6gMYVxaExhHBpT0JjC\n", "KDaWpqtIkiQwxiyVk0YQRPFwyy23JF1tIRIxy2aPP/44ZsyYgSuuuMKkMyMIgiCI/EFjCuPQmILI\n", "F2lFYGzZsgWtra1Yt24dZs2aBQDYuHEjIpEIAGDRokU488wzzTtLgiAIBS0tLXj88cfzfRqWwiyb\n", "mRUiSRAEUUzs27cPhw4dgiRJuPjiizFnzhwaH1sEGlMYh8YURL5IOwJj//79qKurkx0YW7duxac+\n", "9SlTT44gCIIoLH7+859j/fr1KCsrQ0NDA9avX5+gdk0QBFGK7Ny5EytWrAAAbNq0CVdeeSWNjwki\n", "CTSmINLBNAfGli1b4PV6wRjDwoULVcvhEARBEARBEESxE3Ng0PiYIAjCXEwT8Vy7dq389+bNm806\n", "LEEQBEEQBEFYhq1bt+Kiiy4CQONjgiAIs8lKFRKXy5X0/VdeeYXEPwmCIAiCIIi8UVdXh/PPP9/U\n", "Y+7YsQOLFy9GQ0NDwnvJxsc0NiYIopQxcj82zYHR1taG+fPnA4jWrk2Gw+FIO4RuX8847tp4BABw\n", "+nQPfn7taWkdp9hoamrC8uXL830aRQPZ03zIpuZC9jQfsqm5kD3Nh2xqLnv27DH1eK+//joaGxvl\n", "somA/vFxJmPjYqDU+za1v7TbD5ANjNyP03JgbNu2Da2trXC73ViwYAFWrFiBtrY2vPvuuwCAc845\n", "J53D6sLttMt/+0NS1r6HIAiCIAiCIPTQ29uLN954A0uXLsXBgwcxNjaGL33pSzkbHxMEQZQKaYt4\n", "ZsL27dvT9jJ3jATw1af3AwBmVpfh8S8sM/PUCIIgCIIgiBJgz549WL16db5PA0BmY2OCIAirY+R+\n", "bE+9S2HhdnERGGGKwCAIgiAIgiAIgiCIUsB6DgwnOTDUaGpqyvcpFBVkT/Mhm5oL2dN8yKbmQvY0\n", "H7IpUayUet+m9pd2+wGygRGs7cAISchDBgxBEARBEARBEARBEDnGchoYAHDVox8gFIme9savnI1y\n", "p+X8MARBEARBEEQeIQ0MgiCIwqCoNTAASiMhCIIgCIIgCIIgiFLD+g4MKqUKgPKmzIbsaT5kU3Mh\n", "e5oP2dRcyJ7mQzYlipVS79vU/tJuP0A2MIL1HRjhSB7PhCAIgiAIgiAIgiCIXGBJDYxvPncQR/p9\n", "AIBH/nYJTptWadapEQRBEARBECUAaWAQBEEUBiWggeGQ/6YUEoIgCIIgCIIgCIIofizqwCARTyWU\n", "N2UuZE/zIZuaC9nTfMim5kL2NB+yKVGslHrfpvaXdvsBsoERrOnAcJEDgyAIgiAIgiAIgiBKCWe+\n", "TyAdKAIjkeXLl+f7FIoKsqf5kE3NhexpPqVo04jE8NDrJ9A1GsC3l8/F/PoK045divbMNmRToljJ\n", "Vt/uGg2gdzyY1menV5VhZk25yWekTqlf26XefoBsYATrOzBIA4MgCIIg0uL9zjFsPTIIAPi/5j7c\n", "vWJens+IIAjCPHrHg7hnU0tan33gylNz5sAgCEI/1kwhoQiMBChvylzInuZDNjUXsqf5lKJNB70h\n", "+e9+b3qrlFqUoj2zDdmUKFZKvW9T+0u7/QDZwAjWdGCQBgZBEARBZAz/DPVRRCNBEARBEAWONR0Y\n", "QgpJJI9nUjhQ3pS5kD3Nh2xqLmRP8ylFmwY4B4Y3aO7ztBTtmW3IpkSxUup9m9pf2u0HyAZGsL4D\n", "gyIwCIIgCCIt+GeolyIwCIIgCIIocKzpwKAUkgQob8pcyJ7mQzY1F7Kn+ZSiTYUIDJMjGkvRntmG\n", "bEoUK6Xet6n9pd1+gGxgBGs6MJwO+W+qQkIQBEEQ6REgDQyCIAiCICyERR0YFIGhhPKmzIXsaT5k\n", "U3Mhe5pPKdqUf4aGJYZgxLxnainaM9uQTYlipdT7NrW/tNsPkA2MYE0HBqWQEETBcqhvAv+xow1v\n", "nxjJ96kQBJEC5TPUbCFPgiAIgiAIM7GmA4MiMBKgvClzIXumz8Ovn8C2I4P4t1ePC9cn2dRcyJ7m\n", "U4o2DSieoWamkZSiPbMN2ZQoVkq9b1P7S7v9ANnACNZ3YFDOLkEUDBJjOD7kBxCtaDAwEczzGREE\n", "kQylA8NsIU+CIAiCIAgzsaYDg1JIEqC8KXMhe6bHWCACicW3h/1h+W+yqbmQPc2nFG2akEJi4qJA\n", "Kdoz25BNiWKl1Ps2tb+02w+QDYxgTQcGpZAQREEy7AsJ26N+Ws0liEImMYWErlmCIAiCIAoX6zsw\n", "aLAFgPKmzIbsmR5DvrCwzUdgkE3NhexpPqVoU3+YCdsTQdLAKGTIpkSxUup9m9pf2u0HyAZGsKQD\n", "w+Www2GL/h1hQMjEsm8EQaTPsMKBMeoPa+xJEEQh4A+LiwAUgUEQBEEQRCFjSQcGALhdDvlvSiOh\n", "vCmzIXumx5AihWSENDCyBtnTfErRpgFFBIaZZVRL0Z7ZhmxKFCul3rep/aXdfoBsYATrOjBIB4Mg\n", "Co5hRcTFCEVgEERBk1iFhJ6nBEEQBEEULhk5MCRJQiSSn3BTKqUqQnlT5kL2TA9lCskIaWBkDbKn\n", "+ZSaTcMSQ1gSIzDMTCEpNXvmgkxs2jHixy/eOImdx4ZMPCOCMIdSv19Q+0u7/QDZwAjOdD+4ZcsW\n", "tLa2Yt26dZg1axYAoLu7G9u3b4fD4cDKlSsxc+ZM005UCZVSJYjCI5kDgyCIwkIZfQFQBEYxs/7t\n", "DrxzchRbDg3g9OmVmFZZlu9TKjr27duHQ4cOQZIkXHzxxZgzZ05Ox8YEQRClQNoOjLVr12L//v3C\n", "a++++y5uuukmAMBzzz2HdevWZXZ2SaAUEhHKmzIXsmd6kAZG7iB7mk+p2VTt2ek1MQKj1OyZCzKx\n", "6ckRP4Bo5E1Lv48cGFlgYGAA1113HQBg06ZNmDNnTk7Hxlam1O8X1P7Sbj9ANjCCqRoYHo9H/rus\n", "LLsPRkohIYjCQ6mBQVVICKJwUXt2ek0so0oUFvxv2zHpzCDMZcWKFQmv5XJsTBAEUQqY6sBgLJ5L\n", "63K5zDx0AhSBIUJ5U+ZC9kyPIUUKiTckIThZ5phsai5kT/MpNZuqpZCQBkZhk4lN+eia9tGAGadD\n", "aLB161ZcdNFFAHI7NrYypX6/oPaXdvsBsoERTHVg8IKeNpst6b78j9TU1GR4e3RoQN7+cP/BjI9n\n", "9e3m5uaCOh+rb5M9jW/7QhHVCdG2nW8VxPnRNm3TtrgdiCRer33DowVzfrSduN3c3JzW5yMSQzAS\n", "n0h3jAQKoj353s4GO3bswOLFi9HQ0AAgt2NjK2+n27f1bqfDyMhI1s4n1+0v9O1Sb39TE809jGBj\n", "vGvYIPv370ddXZ0s4vnss8/iM5/5DBhjePHFF3HNNdeofm779u0477zz0v1aAMDPm07gpYNRJ8ad\n", "l8zBNR+bltHxCILIjK7RAG758/6E13/9mdOwaKpH5RMEQeST9zvG8L3NLcJrM6rL8MQXluXpjIhs\n", "MRYI47O/iw+OGzwu/PGLZ+TxjAqDPXv2YPXq1aYd7/XXX8e0adOwdOlS+bVcjo2JRPZ2juGeTS2p\n", "d1ThgStPxdmzqk0+I4Ig1DByP3am+yXbtm1Da2sr3G43FixYgBUrVuDjH/84nnzySTDGsGbNmnQP\n", "rQtKISGIwkKpfxGDKpEQRGGi9uz0WUhTaiIYwa6To1g2gypqpEL5u/Z7Q/CFIqhwOfJ0RsVHb28v\n", "3njjDSxduhQHDx7E2NgYvvSlL+V0bEwQBFEKpO3AULsJz5o1CzfeeGNGJ6QXN/fQJQdGNPSG1GvN\n", "g+xpHGUFkhgxBwbZ1FzInuZTajZVLaMaNFcDI5v2/HnTCbzWOowpFU787oZlcDlMzYotSNK1qVp1\n", "mc7RAEXHmcj06dNx7733Jryey7GxlSm1+68San9ptx8gGxjBsk97qkJCEIWFUsAzxojfvAkRQRDm\n", "oaaBEZIYQiqvFxphieHNtmh++qAvjK6xYJ7PqLBRqy7TPkJCngRBEIT1KA4HBkVgkMfOZMiexhnm\n", "HBi8TFksAoNsai5kT/MpRpsGwxKajg+jayxxsqrl/DcrjSSb9jw+6BNEKYMGxgEZSH/lnXRtqhaB\n", "QQ4MopAoxvuvEaj9pd1+gGxgBOs6MFzkwCCIQmKYSyGZUR3PRycNDILIH/+zqxP/vO0YvvHMQUwo\n", "0kPUUkgAYMLEUqrZ4mCfV9jWagsPYww/e/U4Pvf7ZuxsHcrWqRUkak6pjhF/Hs6EIAiCIDLDug4M\n", "isAQyLRUFCFC9jQOH4Exv94t/81rYBDmQfY0n2K06Z6OMQCANyTh6IBPeE/r2elTSTdIh2za87DC\n", "gaFnHHByOIBXjw5hNBDB08292Tq1rJKuTX0UgUEUOMV4/zUCtb+02w+QDYxQHA4M0sAgiLwzJDgw\n", "KuS/RykCgyDyxoA3HhmlTCPQdGBYIALjcP+EsK2m56GEr5RUavclr1oExig5MAiCIAjrURwODIrA\n", "oLwpkyF7GoefHMyvcye8TjY1F7Kn+RSbTQNhCeNc2oiywki2U0iyZU9/WMLxITH9QU8KiT/M2cKi\n", "Cx9pa2CoVJcZC0RKzpFDFC7Fdv81CrW/tNsPkA2MYF0HhqCBUfirRQRR7PBlVBdwKSQ0QCaI/DDo\n", "FUsbKyftWpN+s0Q8s8XRfi8khQ6nP5xamJOvxOG3QJSJmWhF1VAaCUEQBGE1rOvAoBQSAcqbMhey\n", "pzHCEsNYIDpAttuAuXWiBobEGNnUZMie5lNsNlU6MJQinnz0Yjn3TFVbrU+HbNnzUL834TU9ERg+\n", "bp9AhCGi9IJYgHRtqhVx0k5CnkSBUGz3X6NQ+0u7/QDZwAgWdmA45L8phYQg8ssIp39RU+5EudMO\n", "z2SUlMQSJ04EQWSfAWUERpIUkikVzvh+Bb4ocKgvTQeGTg2QYoRve0OlS/67gyIwCIIgCIthXQcG\n", "lVEVoLwpcyF7GmPYH58o1U1OhGrd8QnRiD9MNjUZsqf5FJtNExwYSSbw9RXxSa1ZIp7ZsqeyAgmg\n", "z4GhdMxYQaxUSbo2neDavrjBI//dTkKeRIFQbPdfo1D7S7v9ANnACNZ1YJCIJ0EUDHwFkvpJB0aN\n", "woFBEERuGfSJ192EYgIvOjCsEYExFgirVs/QMw5Q6l4UutaHmfDOGt6B0UEpJARBEITFsKwDo8xh\n", "g23y75BFc1nNhPKmzIXsaYxhbqJUN7mSW6dwYJBNzYXsaT7FZlMjKST1nngEhjJSI12yYU+16Asg\n", "3QgM6zkw0rUp39YlDfEy1x2jQUistMdPRGFQbPdfo5jd/q7RAPZ2jqX9ryvH0Vml/vsDZAMjOFPv\n", "UpjYbDa4XXb5oewPS6gsc6T4FEEQ2YCvQFKnGoERQXXOz4ooNAJhCW+2DWNenRuLpnpSf4DIiMQq\n", "JDo1MApYs+YwJ+BZ7rTLbQhG0onAKNx2mg3/mzZWlaGm3IHRQASBsIQBbwjTKsvyeHYEQZhN73gQ\n", "92xqSfvzD1x5KmbWlJt4RgRhHpaNwADyn0bCGCuYlQvKmzKXYrQnYwy/frsdd288jCMqKv6ZIERg\n", "uNU0MEJFadN8YkV7/uH9bvzs1TZ86/nDGJgIpf5AjrGiTZOhjMBIVoWkTtDAMOd5mg178gKeyxor\n", "5b/1jAESIjAsmH6ark3537TC5cCc2nilKCqlShQCxXb/NQq1v7TbD5ANjFA8Dowch4IOeEP4u78c\n", "wG1PH8h5mBVRfEwEI/j9+93YdLAfLEtOsf29E3j2oz581DOBJz/oMfXYQ35eAyM6EeIdGKP+0lnp\n", "JLTZ2zUGAAhJDAf6JvJ8NsVPQgRGUHxOChEYHmtoYPApJGfOqJL/TqcKSUlFYHBt9bjsmF0bX1ml\n", "SiQEQRCElSgeB0Y4twORVw4P4ORIAB2jAWxvGczpd6tBeVPmkmt7vrC/D0/s7sJ/NZ1Ec3d2JnYn\n", "huODVOXEJlOGVVJIeAfGMGlgmI4V7cmLvY4WoLCrFW2qRTAiYSwgPhf5SSxjTLMKSaFqYAx4Q+if\n", "vHeVO+1YzGk56HNglKYGBmNMJQIj7sBoJyFPogAopvtvOlD7S7v9ANnACNZ2YOSxlGrXaFD+ezRQ\n", "Oqs4RHY4PhQfQLYN+bLyHT1jcQeG2Q6/YZUqJGIERvLJ6iuHB/DzphPoHqOVwGKFMSY4MKgyTXZR\n", "c1LyOgghiSGmfe2021BdHteQKtTIBD76YvHUClS64uccCKeOXCsGB0Y6+MMSYtYpd9jgsNswu4Yi\n", "MAiCIAhrYlkRTyC/KSR9E3EHRq6/Ww3KmzKXXNuT70PBSHZSSHrGuT5rssNvSNDASEwhGfGHsfwK\n", "dZse6J3AgztPAIiGrv/TqgWmnluxYrVr3heShFXyQozAsJpNkzHoTbRvIMIQlhicdpvwW5Q77fBw\n", "zoCJYGFqYBzi0o6WTPOg3KAOli9s/RSSdGzKpwR5JsXOhRQSSoMlCoBiuv+mA7W/tNsPkA2MYO0I\n", "DGd8wJXrCIw+ToAuoEP9nCCSwfdfPWr66SA4MEx0ujHGNFJI4tdnstX2LYcG5L9pJTCRiMTw+O4u\n", "/OqtdowHCm/SrxfeyQUAIxS5llWUAp4xYlEYvAPD7bSjgotoLNSJPV+B5DSFA6NUUkjSgY+8qZh0\n", "VM3iIjC6RgMIl3gpeoIgCMI6WNuBkacUEsZYwUVgUN6UueTanoFwDiIwxrITgTEWiCB2yh6XXZ5U\n", "KCMw1GwaCEvY0Tokb5uVe19MvNU2gj+8343n9vVh44F++XWrXfO8kwsARnyF54yxmk2ToaVzMxFK\n", "dGCUO+1wO+2w26LbwclIjUwx056MMaECyZKGyswdGBasQpKOTfl2eybHTRUuBxoqo9FyESamGBJE\n", "PijE+6/DDuztHEv7nxGR/0Jsfy4p9fYDZAMjFE8KSQ4HIhPBiDAgyLWAKFF88H0omIW+HJaYsCLr\n", "D0tgjMFms2V87GEuuoIvxVhZ5oDDFh0c+0IS1Jr1ZtuwEN5cKiuiRjjJCeydtHCEijICY9TC0SRW\n", "IFUEhl+IwLDBZrOhwuWQS616gxHUuAtniDDoDcuipJVlDsyqKRNESlNFQgYjUoJTplAjTcyGdwxX\n", "cKlCc2rL0T8ZTdo+EsBsrrQqQRDAiD+Cn247lvbnH7jyVMzkop0IgjAHa0dg5EkDg08fAXKfvqIG\n", "5U2ZS841MLKcQtI3EQQ/dpdYVMTPDIT0EW7CY7PZhCiMZedflPDZrUfECj6lMqEwAu/gGeOcRVa7\n", "5geVERikgZFVtCIwYv1JdGBEJ7ViGknm9yEz7dnvjUeQNVaVwWazGdLAUGuPFR2m6dhULQIDAGZW\n", "xydWfIohQeSDYrr/pgO1v7TbD5ANjFA8DowcOhH49BGgMFJICGuTbRFPPn1E7TszQa0CSQx+BVeZ\n", "MjAwEcKaaKLxAAAgAElEQVSejjHhNW9IgsQoF5tngstfHw9a18EzrIzAKEAHRjHBO4zsXKCVmgZG\n", "uTO6A1/Vo9DSufiIkljqQ5kj3rBQhCGSxCmr5hy1ogMjHfjfMibiCUQjWWLQOIYgCIKwCtZ2YPAa\n", "GDkcbPWOF14EBuVNmUuu7cn3IT253EbpVVldM6vfDgkODJfwHh+B8cbuD4T3trcMQm2+QQNpEcGB\n", "wYXMW+2aH1JEYHhDUtYEa9PFajZNxgAXKcivtMcms36FBgYgRmCY4cAw0558e6Z6ovcZZRRGsv6k\n", "HoFRWE4aPaRjU1HEM26vfC0CEYQaxXT/TQdqf2m3HyAbGMHaDowCicDIxoSTKB0YY4oUEvMjELrV\n", "IjBM6reiBoYYgcE7MLzh+GopYywhfSRGqayK6oWffIwFrRu1oNTAACgKI5sMcvaew5XMjJVIVYp4\n", "AqI+QqFdh3wERsyBAYjjgGTPYlUHRok8u8UUkvhvbIXKMwRBEAShhBwYaUAaGMVPLu0ZijAhEiEb\n", "q9JqERhmOd6GVEqoxuAdGDPmL5L/PtzvRdtwVJzS7bQLE5JCC13PNxOcPXjRQqtd88oIDKDwdDCs\n", "ZlMtQhFJtq3dBsziHBhxEc/4TSf2LK0ssyfslwlm2pN3YEzh7hd8GkkgrO38VbuvWDHaKx2biiKe\n", "FIFBFCbFcv9NF2p/abcfIBsYwdoODFeeRDwVk8FYRQeCSAflwDEbDgw1gTbTIjB8+iIw+MkqH31x\n", "6cI6QTuj0FZ+8w0/kQxFmGUjvtQjMLLjrApGpKKN7ohILGWloiHFNVldHr++Yg4xPu3SrRKB4S2w\n", "61ArAkNvKVW1+0qpOEu1IzAKN+KGIAiCILSwtgPDyQlQ5TECQ2LRiUU+obwpc8mlPRMcGElWEdNF\n", "NYUkKyKe2hoYh463A4hOLl89OiS//qnFU4RBdalMKvQSC/mPEdPBsNo1r+bAGM6Ck2HIG8JNT+7D\n", "jX/8CLvbRw19ttBt2jsexI1//Ag3PvkRWgd8mvsJ0QoVLlTy2haxFJJIYgqJ2ddhtjQwYiKegCKK\n", "IKkGRnFEYKSlgcGLeFIEBlGgFPr9N9tQ+0u7/QDZwAgWd2Dk/uHLGEP/RPZWs4nSI9sRGBEpu312\n", "2K9eRhUQq5B4I9FQ7zePj8ipEI1VZThrZpXp5RuLCeVE0oo6GL5QRHV1PBtREjuODWPEH0ZIYtjW\n", "oq6zYlVePjyAYX8YY4EItidpmzJaga88EetPAZUUEo8g4llY12E2IjBCEkOowIRkswH/W/JRF266\n", "7xIEQRAWxNoODFfuHRgj/rCqyGK+HRiUN2UuubSnsu+YnSIw4A1BLUDIHzYn0mEoSRlV3qHhqqxD\n", "MCLh0fc65dfWLJ4Cu82mOsEiog7TCYUWQcz5Y6VrXi36AsiOBsbJSW2VdI5f6Dbl2zYa0G7boEIv\n", "QoisCCamkMgRGNx16CsgDYxgRMLoZL+328TILt0ODI37ndUm7unY1CeUUY3bq0IYQ+n7vd8+MYK7\n", "Nh7Giwf6DZ9HKSBJEiIReoalQ6Hff7MNtb+02w+QDYzgTL2LfjZu3CjfuBctWoQzzzzTzMMnIERg\n", "5GgQokwfkb+fIjCINFH2XbOrkKjpX6h9bzr4w5I8AXDZbajkJkAAUOOOb4/4w3j2oz50TaazVJc7\n", "8Jll0wAo1fDpWorhD0sJpWb5UqpWYcirft9MNglPl5Mj6TswCp32kYD891iSfpAQgaFSHpWPwMhW\n", "GVWzGFSkxDjsceHOcp2RmL6g+nv+sIQaE86xkPEGNSIw0hhDrX+7HZ2jQRzu9+LyRfWC06vU2bJl\n", "C1pbW7Fu3TrMmjULQO7HxQRBEKWAqREYbrcb69atw7p163Jyk85HCkl/gTowKG/KXHKrgSFOFMxO\n", "IelR0b8AzIn0GOYqS9S6nbDZbML7de54qHfXqA9//KBb3v7yeTPlFBO1FWJCnHjEGJuc9Fvpms9t\n", "BEZ8km9UJLSQbcoYExwYysgcnoQIDG6SGdNU4fUi3KoaGJnfH8yyp+CQqRR1dnSXUdV4z2rlQ9Ox\n", "qU9DA0MQ8dTxPJAYk/WUQhFWdA7CTFm7di0uu+wy4bVcj4utTCHff3MBtb+02w+QDYxgagRGJBLB\n", "M888A8YYFi5ciPPOO8/MwyeQDwdGn4qWAGBNMTBCHxGJoWXAi0VTPXDabak/YJBEDQxzIzC6tSIw\n", "THFgaFcgAcQIjKBkA6Tod86vc+Pq0xvk9wp15TffTKjYYtyCDh6+hOr0Khd6x6PbZk+AJoIRYbJb\n", "TBOsfm9IuGaNRGBUqqRo8c8s2YFhchlVs+AFPPkSqgBQ7tCrgaHenkLT+sgGXo0qJEYjMMYDESEi\n", "LJkTjYiS63ExQRBEKWCqA2Pt2rXy35s3bzbz0KqIZVRz8yBVllCVv98kPYF0obwpc+Htef9fj6Pp\n", "+DDOnlmFB65abPp3JaSQmOyM6+UiMKZVuuQ0KDMcGPwEUc2B4XLY4XHZEyYJf3/xbCEM3FPE5fye\n", "/rAH7SMBfOm8GWioLDP0WbUJgtU1MBbUV8gODLNFPHmNCCDaxwNhSUgzSEYh27SdiywBgPEkYq6D\n", "3vh7Uz0uVKpEOPGT/XKVMqrJrkPGGA71eTHF48L0Ku0+bZY9eYdMg9KBoTMCQ8tRYbXFh3RsyjuF\n", "K1zqGhh6IjCUDkFyYKQm1+NiK1PI999cQO0v7fYDZAMjmOrA4HG5XEnfb2pqkn+oWMiM0e1LPvlJ\n", "+XiBCIPEGOw2W9rH07Pdq5FCsrd5Py6a+wnTv4+287vNGMMbx4cA2LC3axzjgTA+2PW2qd+3/9AR\n", "AOWIEZIYXn+9CZdeas7xD7X3AohOTObXuxMcGJkcny+DGRPsVO5fjjC8XLbakqowfMc/BObEj9cx\n", "7JRtcKy9E01Nxwvi9890e2/nGH77blS0tMxhwzcvmWvo82oThMPHTqLJd7Qg2qd3+0B3GYDoM8E5\n", "0Q8gOukd8UdM/T5e/yLG9tffQo2LFZQ90tkenHKa0C5lOV1+/54RD4Cog7Dlo/fR7mAAKgEAY/4Q\n", "mpqaEAg3ysc6cmAfPj7vEtHREdI+/u4hJ17qKYfLbsMdCydQm2X77u11IdZnxvs60dTUJr/f190h\n", "v+cPS5rH84VmyG2zg0GatM+eDz/CxLFI3n/fbG5PBOL94YNd78Bpj76vdP5IjOHNN97QPJ7S4TgR\n", "Mvf6zcd2Lkk1Lgai51cotimW7epTzka6hMPh1DslYWRkBJhVnfT8tLbfP9yGsYgDtbW18WMBurfH\n", "fYnPQ6Pn3tS6N++/H22XzrbH44FebIwx0+LV29raMH/+fADAiy++iKuvvlp1v+3bt5sWRnfNox8g\n", "MBly//wtZwkrSNng7hcP46PuCQDAFI9TXum6Z+U8fGrx1Kx+dzL4hx6ROTF7TgQj+MwTH8qvP/75\n", "j2FmTXmSTxrn6Q975ElujBe+crYQ3psJX/nzfnSORldvrztjGp75qA8A8OnFU/DdlfMzOvaf9vbg\n", "f3ZFz/36M6fjax+fnbDPt54/hIN9XgCA027Dbz+7FLNr3cI+rx0dwr++ehwAsGJhHX64emFG51Uo\n", "/H5PF57YE9X9uGBONf517amGPr/z2BD+Zftx4bXLF9Xj3lULLHXN37e1FW+2RQdX96ychwd2nAAQ\n", "FX598atnJ2inpMv/7urEU3t7hNd+/ZnTsGiqvodiIdv0V2+147l9fcJrm289R4hkAoCwxHDl/34A\n", "IDpl3XTrObDbgLX/8wEY97lvv3AYh/uj1+Uvrl2CpdMrcXLYj9v+cgAAMKumHI99/mOq5/K9TUfw\n", "fuc4AOC7K+bh00vUn31m2fPfXzuO7S1DAIDvrJiHK7jv46+xm86dgVvOn6l6jLs2Hsa+nuizu6HS\n", "JetZ/ePK+VizeErG55iKsMTgsCHjvm7UpsGIhKsf3QsAcNii/YE/h2se2ytHrqQaQ73ZNoz7th6T\n", "t/M97jGDPXv2YPXq1aYdb//+/airq5NFPPWOiwFzx8ZWJFv3372dY7hnU0tan/3JmoX46bZjqXfU\n", "4IErT8XZkw6MVCjbn8l5A7k9dzMo5Odvrih1Gxi5HzvN/OK2tja8++67AIBzzjnHzENr4nY5EIhE\n", "nQj+kJR1B0bfeDwCY26tG4Pecfm7ieJDueI0FoxAfXicPmqpHMGwZIoDQ2IMvVza0/y6uOPAHA2M\n", "+PXAl0zlaah0AZPzrnXLpiU4LwBF7n0RaWC0DPjkv9O5R0yoingm2ufYoA/bWwax8pR6LG7Q78HO\n", "FbxWSmNVOcqddgTCEkISgzckJVSvSRdlCglQPDoY7SrRJRPBiCyEG4PXG6mrcMoODk+ZQ47o8YYi\n", "qikkYiqX9nV4khMTHc6BfZWaHjy6y6hy199UT9yBkQv9rAO9E/jhy0dR63biv65ZkvCbZRO+3Z4y\n", "R4IDpWLyWoztm2wMNaIQxVW7P5Uy27ZtQ2trK9xuNxYsWIAVK1bkZVxMEARR7Jj6FF2xYoWZh9OF\n", "22nHyOTf2R6ISIwJA6m5tW7s7RrPyXenopQ9dtkgZk/lZHEsC4N1tYltyCQhz0FvCOFJ1bWacgfq\n", "KuKDfzOqkPCTw1oVDQwg6rQ42OvF3Lpy3HTuDNV99ObeW42WAa/8dzpigWopJDHtA/6av/+vx3Fi\n", "2I/XWofw+OeXJazK5xt+Ul1f4USt24He8ag9Rv1h8xwYI4GE15STrmQU8n305HBi28ZVHBi84CU/\n", "2fe47HJ/mghGhGeWERFPbzAiVOMa1qgwA5hnT602AQbKqHIOmSncfTAXVUg2HezHWCCCsUAErxwe\n", "wPVnNab+kAZGbcr/jh4V54TbZQcmfWOpxjEJKSSkgSGwZs2ahNfyMS62KoV8/80F1P7Sbj9ANjCC\n", "qWVU80EuK5EM+cLyZLC63CFM2PLtwCCyw2hAEYGRRPk/XdT6TsCkUqo9XPRFY3WZKHxrRgSGigaG\n", "krNmVuOPXzwD/37lYs2JKl/az2plDbUY9YdlsUogvXapTSKVfdAXiuDEZORB73ioICcVg9wkd4rH\n", "hVqur5gVIRGWmJwqxWO2UGg+CIQlIZIqxrjK/WjQp16xgy+l6g1KggMz9hx1O+2Iub4CEYaIlOhI\n", "bVfYOBcRLmZEYPAOxCmeeP/LhcOUP/8Pu8ez/n08WgKe8mtO/fdeEvEkCIIgCgHrOzBMnpAlg69A\n", "Mq2yDOXO+CpnvlNIYmIohDnE7JkQgRHIQgSGWgqJWQ4MrgJJY1WZ6Q6/VGVUeZL1UT4Co1jCko9y\n", "6SNAehMl1TKqCvHGIcUKuNLplm98XLqCy2GDx2UXHBhmnW/3WEB2MPMYmWAX6n20YyQAtZgstUok\n", "ygokMZQCnX6VFBKbzSZWplDpf+2KNJ1kERhm2NMbjMjOB5fDhupy0Qmqt4wqX6mMd+zkwmHK2+ij\n", "7glVx5BejNrUp1FCNYaRMZTSGVhM6X5E/inU+2+uoPaXdvsBsoERrO/AMFjHPBP6uDDWaZUuuJ3x\n", "wYBZK+ZEYaF0WIxnYcVJXQPDnBQSIQJD6cAw4XrhIzBqM8jrTjVpsiJHuPQRwMwIjDB47eUhb0jx\n", "fv7s96e9PfjHTUewrye+ysw7WOornLDZbKgpj/eVZBNgI6ilWADZcTrmGjX9C0A9AoNf7RcjMOLX\n", "2ERQXQMDECe5amlPyjSdbEdg8BElUz2uBA0HPREYEYnJYt92mxgtpqd8aKbw98nxYATHh3xJ9jYX\n", "3snA94EY/DgmlZOVIjAIgiCIQqC4HBjZjsCY4CIwsjAZzATKmzKXmD1HEyIwsuDAUOk7pkVgCCkk\n", "5aZeL4wxjPj0OzCS9VFPEWpgKCMwtELyk6EWjRJh0d8uZs9BZQRGnlImDvZO4H92deKDznH88s12\n", "+XVR/yI6oRYiMEw6X17Ak1+lNzLBLtT7qJq2B6DuUB3USLfgIzBG/GE5osPlsAmaKbwzUW2FXSmU\n", "msy+Ztgzmf4FoG8MoNT7yKXmjvI+CQAfdqWfRmJcAyPePjWBTkMRGAFyYBDZo1Dvv7mC2l/a7QfI\n", "BkYoMgdGdh+mYgqJK6fOEyI/KFdvs7Gaq7ZqaIbAJpDdFBJvKFpFAkicFBilzGGDY3IOFZIYQkUQ\n", "0dTS7014zajNtSYIvCNtsEAiMLa1DMp/Hx3wyec+xKU0xFa+BQ0Mk873JBel8LHplfHjGxDxLFT4\n", "CAxeLyZ1BEbczrwGBr+PstqRUisj2bkAYiWibJBM/wLQF4Eh6kA4chrxxd8nYzSnqYMxMBEy7Nzm\n", "2+dJoYGRaiFG6axS6x8EQRAEkW2s78Bw5SuFxHxBxEygvClz0dLAUEZkmIG6BkaWUkhM7LPDinKN\n", "qUjWR202mzBxsnoUhi8UQbvKqrnRyZJWjvl4ICLbc1AxgcyHBkYoIuG1o0PyNkM0IgMQIzBiKQ01\n", "WYnAiNv7jBlV8eMbsEeh3kf5vnTatLhzZixFBAZfbYOfvPI6GbyGhHI/Zf+TGEvo14EI0+zXvD23\n", "HRnEt184hL8090Ji+u9v/SkdGPHoES0HBn8/qXDZcxrxpebgae6eENLA9LD1yAC++ORHuOF37+Po\n", "QKJzVAtvSH8ERmoRT2UZVes7B4nCoVDvv7mC2l/a7QfIBkawvgMjTykk06tcBZVCQmQHZdlUtRXP\n", "TMmWiCdjTKhc0FhdlrBaaWQiocQs/YsYqULXrUTroE9VdNFoKVV+gsCnRfCRQHyEQ/S93NtuV/to\n", "gnPvgOzASBR65fvLsAkODMaYEIFxxgw+AsPaGhiMMSFt4/TpHvnviRQRGFMr1auQ8E4lt0vpwNCe\n", "3PeOB1Wdq6l+w+NDPvznzjYc6PXiN+904Kfbjume/Gq1Rz5//p6mcd/0KSpxiJP2bDswEm0z4g/L\n", "lYP0sr1lCAzAeNiOezcfxYkhfZ9Xtl1Jhc4xVFhiCb8ZOTAIgiCIfEAODAP0jYsRGOU6Bk65gvKm\n", "zCVmz9xUIUkcBJrhwBj2heXJRlWZA5VlDthtNpQ7Uq9Y6j1+DK0Sqjyp+mgu89KzjVL/IoZRRycv\n", "4tlYVSb/PRaMcBoYigiMPEzYtx0ZSnht/6QDY1gQ8YxpYMR/azPOd9gflq/VCpcdp0ypEI6vd7W7\n", "EO+jQ76w7PjyuOyYV+eW3xtTVCGJSEzV3gCEEsZ8lEa5IoWkokysVsKjJZSq1HiIsXz5cjDG8N9v\n", "tIP3e7zVNoI7nz+ENh1iloMpNDDKdYwBvIpKHLlMIRnS6N9GdTB45/mIP4zvbW5Bl0rZYCV82ytV\n", "IjD03nfVrlO1KkkEkS6FeP/NJdT+0m4/QDYwguUdGOXcwzebURARiYlq6EoNDItPuAh1lOHnuRLx\n", "DJhQhaRbEX0RQ8+AXw/8qqueFJJUJAtdtxpHVPQvAOPtmuD6xgzuNxxPqoGRWwfGWCCMd06MJLx+\n", "sNcLiTGFiGe0n/ApJGZESPAT67m1briddpRNOuqCEZb3FL9M4DUn5tS6UVXOlxwW+xMvzlnrdsLJ\n", "iXPykRW88GvSFBLF8U9qVENJFoHx16ND+HBS84GvH9I+EsCdzx9G0/Fhzc8CxjQwtKo38fdYt1OR\n", "QpLlvsE7lDjfsWEdDOVvPeAN4XubW4TIUDW8KSIw9C4CqV2nvpCUUUlYgiAIgkgHyzswchWBMeAN\n", "Ifacrq9wosxhJw2MIkZLAyM7ERiJfccMEUtewHM6t3pvVr8dMRiBkaqPFmsEhifNcPWwxOQIGbst\n", "GvUVYzwQlu05pKxCkuMUkp3HhmWRwlOnVsjpIePBCNqHA4oyqtmpQsJPrOfWlUdLtQrfoc8mhXgf\n", "5SuQzKktR1VZvF3K+1OyqCi+hKbeFBJlylO7VgSGxm+4bUcTfvtOh7z92TOn459WLZCdDv6whJ+9\n", "ehxdY9qRBGaLeHrKHMK4IespJJxtzp1dLf/9Yfe4IR0M3oER80t1jwXxvU0tGE/yXPIZ0MBIthCj\n", "dZ1a3dlMFA6FeP/NJdT+0m4/QDYwAjkwdCJWICnL6XcT+YExluCwCEaYaRVCgGhkj1pOuRkpSYf6\n", "JuS/Z/AODKc5UUuCBkZF4sTCKMlWfq1EKCLhOJef/rHGuB6DkXB13gYel0OhgRF9TxnhEH0vtxEY\n", "247Eq498avEUoQLIvt4J9QiMcnESnukqLq8nMLc2mmIhVjqxrg5GO9e2OXViBIZSk2coibCulrZF\n", "QgpJkvQKwVFUWy7/rZVCsqO/TI72mOpx4eZzZ2DVonr84tolckRRKMLwVltiBA8QvQenEvF02W3y\n", "hD4kqZcqVop4KttoVFDTCCPcb3LurGo5lWfQG0bnaPLoCR7egfGDyxfK0TXtIwFsOjSg+TnhPlKW\n", "KgJD+/6kdQ2RDgZBEASRa8iBoZNeoQKJK/G787wKQXlTUZq7x/Gbdzp0C5xpsXz5cnhDEtTmVWYK\n", "eWo5Q7RCofXSMxbECwf65e0zuaoMbh0rlnoQqpCYrIFhVOyykGgb8iM82XFmVJcJkRNGwtUnQuLE\n", "o4qf9E9qYIz4wwl9VG+0gRl0jQawryfqKLPbgMsW1eP0xrjI5IGeCUUERrQNDrtNdsgwZO504UUu\n", "505qRPBOEr1RHoV4H+UjMObWlqOK06gYV0wek6V18RoYPMoyqpVl2tchb2e+0otaCsnRAS92Dccd\n", "Dl//+GxZSHThlAp8/qxG+b3d7WOq5zYWiCA06eD1uOyCEGkMm82GMkfye5ogZOm0w+WwwzXpAJAY\n", "5O/IBnxUzBSPC2dwDs0PdaaRBMPxUqxOuw3LF9Ti1gtmyu8f6dOuSpIqAkO/Bob6fYVKqRJmUYj3\n", "31xC7S/t9gNkAyNY34GRozKqfJ7ptMnVbFHEk2VU0YHInEBYwn1bW/GX5l48uLMt4+NplV80s0yl\n", "pgMjwwiM/32vUx6UnzbNg0sW1MrvmeX0y6YGRraF9bJJC5c+curUCrHigYHVSn7ltNLlECeuk31Q\n", "WYEE0O8MONLvxatHhxDMoA9sb4lHX1w4pwb1FS4hAuP9zjG5j7nsNmFyLDoYMvu9BQ2MumhkAC8U\n", "auVKJO0jYnSJsh/w0QNq6ToxPCr6B0CiBkaFRiTURDAiR1O47DYsnRZ3VCkdGIwx/Peb7bJz7dxZ\n", "VVh5Sp2wz/lzuHSKrjHVex6fPjJFJfpCbkMKp6zaJN6dI80d4T7pduLMmXHHT3OXuuNGCR/lUFnm\n", "gM1mwzLOgdSWpKIJ3zY1EU8hncagBgZAQp4EQRBE7rG+A0Nn+GOmiBVIogMpMys6ZArlTUWjDmKh\n", "9cczjMBoamrSFOw0U8hTy4GgllailwO9E3j1aLwqxNc/Pht2W7yfGtHA8IUiWP92O/7wfneCgy6b\n", "GhhWjsA4OhBfDT11qidtwcAJbmXTU+ZAjVtMIWlqakqoQAJEbRdOkZLRPRbAt54/hJ+9ehxP7u3R\n", "fU48jDFsa4n3szWLpwAAFjd45JD+Hi71rt7jhI3rh2alePjDklwu2G4DZtXEHBjGIzAK7T4ajEjo\n", "ntSysQGYXVuOMk6gNMLEa3gkSVSUZgSGS+nAUF+R56MvZtWWo55zKAwr+mHroE+OzHHabfjmJXOF\n", "3x4AZlaXY/bkbxWIMHl/nlT6F3Ib+HGAiiNErZRoroQ8hxVlhPlouObuxDarwTsJ7JFof+Cr0bSP\n", "BDSvea8ifUZJhc5FIE0HBqWQECZRaPffXEPtL+32A2QDI1jegaG3hnmm9E8kamAAgJuvgpLh94cl\n", "hn9/7Ti+8+IRdIykLo9GiPCDXX84c3X0MY0B23jQvNVcrT6TrjOMMYb/7+24aN6lC+uEUG9AUYUk\n", "haPgid1deOajPjy+uwtvKvLUTY/AKCvCCIyGCuEeZUQwULnqyos3xlIHlBVIYqSKwvioe0Iua6lW\n", "QUQPB/u86Jws4+hx2XHxvGiUT4XLIZQxjaGMCKg1qRJJx4hfrrwxo7pcTicwu9JJPugaDchRDNOr\n", "4qW7BR0Mrp+opevE8KisvgOJGhiVgiMxfuyTikiQZL8f//w6f3a1MNnm4aMwdrePJrw/qNOBkSoC\n", "w5siAiOb0ZvifdKFxQ0e2eHSMx4UxJa14O8Fbnu0Q1SWOeTFlLDE0KkxZuDvpWp9QLcGBtcO3hVF\n", "DgyCIAgi11jegZGrQYiyhKr8/SY6UN45MYLtLUNo7h7H47s7DX2W8qZEBwaQWVjw8uXL8xqBkW4V\n", "kp3HhrG/N77yeduFsxL20dtnJcbwamt8hf0Ql2ctMSYMaGtN0MBIVv3AKkQkJlQgWTTVI4bkG+iT\n", "CQ4MhYjn8uXLEyqQyO+nSMngU+LahvxpOfsO9sZXjy9ZUCdMInnh0hjKiIAak1I8xBKqcWHJ2jSq\n", "kBTafVRZgSRGNe/MCqg7MOoUDiO3yw4xBiJKMhFPvr+2K+zMOy2Vvx8feTOjuhxanD+7Rv57d0di\n", "OoXeCIxyZ/JISP4+F0ul4R2Lya7LUETCnz/swV+aew1fJxGJCdE/sdK2ywQdjNRpJPxv3Dg1ng44\n", "vz7uGNJKIzEUgZHkecC3o4EbA5EDgzCLQrv/5hpqf2m3HyAbGMH6DowcRWBorWy5Daxmp6JrND5A\n", "fL/TWIk1ItGBkenASkvrQisyIx20+kw6KSTBsIQN78YdX+uWTZPD6Xn0XjP7eiYwyGksdHArsOOB\n", "iLwyXFnmgMuR+a0kWfUDq9A5GpBtOqXCiakeV9rlYYXSjy47qlU0MNRSSIDUERj9nChxSGKCzoJe\n", "+rhj8I4DAIIORoxkERiZlFLlhRDnciv9vMaGVauQ8L/LnNp42yo1hDyH/dpVSOw2m+oEViniyQtl\n", "8gKNYqlat+CQGvaJWhy8A6OxOh6xqOTsmVWIZWEeHfBhSHEP5/spv3CgJGUERpBPIXEI/wPJr8tt\n", "LUPY8G4nfvNOh5Cap4fRQFiODqoud8iVQ/g0kv0qqTNKJjR0LOZz/b1tyAclEa4Usw2J6UKAGEWa\n", "zA68k4p/rpADgyAIgsg1ReDAMC+FQwvGmDCw4gfi5SY6UAY5J8mIPyyUBkwF5U0lhtNnoo6u1MDg\n", "V0TnRMsAACAASURBVC5zEYGRTgrJxgP98sShptyBL57TqLqf3iokO1uHhW0+LHzYoP4FUBoaGC2K\n", "6AsgfcdMsgiM8WAEr7/epJlCMpqij/ITQwBoHTTuwEi2On66SgSGMqUh0xQSiTH85p0OvMhV2zl1\n", "ajx1pRg0MPjJbUycFIBQUlcrAkNpbwCqVTyUDgz+eu4YDWBfT9RBpBRKdTvtsgZUMMKEexmfFsGX\n", "cFY7n481xifzyigMvo816NXASBGBEbse9Wo/8OWoDyWp9qGG1n1yIZdipaeUKq+HMz4c7+/z6uPH\n", "UYvAUGp/2G2JMThunSluvEOfd2BYueQ1UVgU2v0311D7S7v9ANnACJZ3YPB58+OBSMa6B2r4QhIC\n", "kyviZQ6boOZuVklKIHECvrdLX4k1IkpCBEaGq/j8KvZ0bhA+ZuKAjc855icl6URgvHMyrmVw07kz\n", "hLKbPHpEPCXG0HRc4cAYDchCnslWetOlGKqQ7OmI5/HHJtOedCMwFA4Ml8Mu328kBgQksQrJFA9X\n", "ZjVFxAGfQgIAxwYTV29TwTtBGhSr4zOqyhIm0PUe8yIwQhEJ//FaG/7S3Cu/dkZjJVacUi9vm5Wi\n", "ki+ajg3j7RPx/rSUi2oRIzCibWOMicK6FYkTfrUqFHz6BRDVDlnOVS367zfbEYpIst4JEI0Gsdls\n", "qK0QozBidOuMwACiGhkx+OsHMJBCIpRRTbx3elVEPPWmdvH9vHcitbOBR6l/EWNmTdwmPeOp9a5E\n", "DYz46wv4FBIV4Wo17Q8lyjGMVjW1ES4Niz//CSqjShAEQeQYyzswKlwOeWATkpgwyDILZWk6W5oV\n", "HVJ/T/oOjEzypkIRCbtOjgpCpVYkQQMjA0eDUgNjFjdg01umUg/8yl8153BIp4xqLzdpOH9OjeZ+\n", "YtqTuo0O9Ewk2DMYYfJgnp+s6NG/AFL3USECI0eD4o6RgGkh0H0TQWznqnJcNC/6GwhlVI2IeHL7\n", "xpwgfBTGGeddKKSQzK+Lr8amcgj0KSIw0nFgDHjj/a3BI05SbTYbTlekkSgdGrzIprIMZzK8wQh+\n", "9Eor/sqF818yvxY/+5tT5RB9ID0HSaHknw55Q/j5Gyfl7TWn1mNJQ7xsqVoExkQwgtCkA7/CZU+I\n", "rADUK5HwUYwxvv7xOXKlk6MDPvzPrk752FM8Tvk4tSq/IWNMiMBoTBKBAQAXzBF1MPhUFKGMagYp\n", "JGplVCt0CnD3cfdV/m89KCuQxOBt0jseSrnwwj/LFi+YK/+dqhKJWvUVJQ67Tf6tGbQ1RGKvu+w2\n", "4XqnMqqEWRTK/TdfUPtLu/0A2cAIlndgAMDCKfGHeGsaA/FU8I4F5SDcTA2MQYUg34ddudHB+N9d\n", "nfjBy0fxtf87aNmVbyALGhgaOb/ZSiGpdfMRGMb6ksSYaqlfNfSkPe08Nqz6eiyNxOwKJIAYgZGJ\n", "AKteth0ZxFef3o+bn9qX0He0GPCGsPXIgOqE+P+ae+UJxBmNlVg2GRqfbmSJMoUEiKYGxRgPRATn\n", "Kr8am6yPBsNSQkTCUYP3TcZYSn0CpQ5GshQSvSKbAPDoe13Yw6UaXLV0Kn60emGCGKWggeEPW0ZT\n", "iDGG/3rjpPwbNVS6cMcn5gj78NFVsd96SEdaFx+xGEMZgQFEoyZuOGeGvP3MR33y33M5LY46N19K\n", "Nfr9o4GIfF+pcNkFZ4sai6ZWyP16yBfGscl0JokxsQqJSkRJvA2cA0O1jKpKConO1Il+7hx6DTsw\n", "1MvaVrgc8nZYYinvP+Mq94LY3w18JRLFAo5XxQmqRipnDn+/q3E7hXMgDQyCIAgi1xSFA4Mv2Zcd\n", "BwYXgaEIYzVTRFSZQjLiD2sqiyvJJG/q9clUgfFgBEf6zbdfLmAscRCYiY6CUgNDdGBkp4wqP+EK\n", "qoRBJ2PYF5ZXSGvKHZrhwkDqPisxhtc5Bwa/WtgxOUDOtgaGkUiFdImlyEwEI3jjuLrDhocxhvu2\n", "tuKBHSfw988cFBybo/4wNh0ckLe/cHZcfyRtEU9uYhCbePKlVHe+t1eePDjtNqGPagnQAomOPiAa\n", "Jm8kjWMsEJHTnCpcdtWVfaUOhjKlQelg0Mt7XLnNm86dgW99ci4c9sRJeJnTLk9WI0zf/cDIfTQQ\n", "lvBh15jp2ktbjwziLa5k8XcunZeQDqY2geSdikrB1BipymjyfP7M6ULkWQxeKLVWpRIJH31RbQ8L\n", "EYtqOOw2nMulkbw3mUYy7AvLQsHV5Q6UaZynsg3qERiJpUT1pJD4QhHhOTAaiKg6IZnC2RIjmaN3\n", "Bpda05UicpR3EnS2tQrvJUsjUbuHqJFqIUaspOIgBwaRFUo9/5/aX9rtB8gGRig6B0Y6odCpSBaB\n", "YZaIZzAiqa6afphlHYzxQBi93Mq9VQcjY4EIQgrdiEzbMqYhWjaepQiManf6KST8yuD0FCHbqUoP\n", "H+idkFcda8od+PSSKfJ7saoIWrndmZCpBkZYYobShvj+caQ/tTjfoC8si/j1e0P4j9fa5Hzx5/f3\n", "yb/lKVPcuGhuPCxeEPE0cI9QqzzAp5D0B+LHra9wCikZySIwlOkjMY6rVDHQQo82wZIGj5DSodyP\n", "n9Alc7go4X+3q09vSDpBTtdJkgrGGL63qQXffakF39/SYpr2Uu94EL96q13evub0BtV0MD6qIabJ\n", "wz+ntKKi1B0Y6s7OMqcd37h4TsLrfMWZOhUhVr4CSa1TX38X0kjao2kkvIBpMgHP2LnGUDowGGOC\n", "4zA2WReiDjScW0qxW0D9+rlv2zHc8MeP8GvutwOSO3pncs+U7hSRHaIGhtjX+DQS5YKHWuqMGqlS\n", "YYcTIjA4549FxwwEQRCEdSkKB8ZCwYFhXE0/FUoNDB6zRDyHfeqD6w869Tkw0s2bOqZYsbGqA0Ot\n", "nKS5GhjZTyHh0wPUwqCTwTswpqVyYKQIt+ajLz65oE4o1RdLIRkRVuTM18DwhSRDIf8t/V7c8qd9\n", "+NwfmrHr5GjqD0Ac3B/WUV3ghOJa2d0xhj/t7YEvFMFz++Ih9l84u1GYVIvtiuhul1LEExAnro76\n", "eIj/FI9LeC+ZQ0Ap4BnDSCWSZAKeMcqddnzh7EY4bNE0D2WUhsdll0to+kISgjrvn8rysskwWulE\n", "73102B/G/t7oBPuj7gm8dLA/xSf0sf7tDjlSZFZNOf7uolmq+wkr4JP3Iy29BR69KSQxPj6vFhfP\n", "Ex0ofASGWEo12id6xuLRBB+bH++jyTiPi8D4qHscX3/mIP55+zH5tWQlVIHkCwn+sCSXMi132ORo\n", "nQod2jRq14oyjaR/IihHzLx4oF9wZiVz9PLVWbrH9Dswzj97mfDefL4SicIJqfdaSVWJRIjAKFek\n", "kFg47ZQoLEo9/5/aX9rtB8gGRigKB8bcOre80tczHsS4iSH+QAoNDJNEPPnwU36g0dw9rqkKbgbK\n", "iBWrOjAGVFbFMhlYMcaECAx+tWw8aF61G37lj18tVkaTpEKIwKhM5cDQXnlUpo9curAOs7kVV9UU\n", "EpM0MBx2mzwRYdB/PZ0Y8uOfthxF30QIoQjD5kP6JpP84L5t2J/y+9TSuR7f3YWHXz8hO7VmVpdh\n", "xcJ6YR+n3QbX5ExdYvorzPDq/h7ZgRG3NR8ubiQCg3c+xMT7AGPRa/06y1vecv5MPP+Vs/Ht5fMS\n", "3rPZbKKDQcd9OxSRZPvZbdrpDzH4SiRGK50kQznhfOy9rgQR5nTY2xXX9rj70nmaq+bVZXwERrRd\n", "w0kc7THUIjCU2iFKvnHxHLn/AsB8LmWhTi2FZFy/gGeMaZVlsqM0JDEcVzgLly+oS/p5N3d+yoUE\n", "rSgEPeWNVSMwFA4Mvry0Ukh8JMl9kk8h6R7Tn0KidAQmSyHRG4GRyhaCw7rCKfQjqkJCEARB5Jqi\n", "cGA47TYhjFIZVZApfKnCZBEYWhUddH0HN9D5WGOlPLAf8YdVy6MpSTdvSqkZYlkHhkr+cSYRGH/d\n", "+QZi88xyZ1TRPxt5v0IEBjeZMxrN08sNtKdXJV+tTOZ0O9TnlUOkq8sdOGdWtRB90jUaQERimuJ0\n", "ydDTR0Uhz9Q26BoL4N7NLcIAWytFQgnvwJAYcDRFGgkfgeGyxx0Sr7XGHT6fO6tRVY+BFwzUK1DK\n", "7xfre1VcH2wdiIfY11coIjCSTNb5akPnzIqvfBvRDxrgjjE1hcOszKH9mKkxWCmE7xOVZY6U+gpG\n", "IzD03keVE87xYAQb3u3U9VktJMaE+8rHFBoiPFUqVUj06NKoVyFJPgyYWVOOu5bPQ2NVGb5wdiOm\n", "cb+3WhUS3rkz1C7qNSTjgjnVwna5045PLZ6Ch69ejCuXNiT9bLIqJGoCntG/ucgojfttr8q9RPma\n", "UjiTf14L5abdSgcGl0JiIALjYPMHwnvKSiS8c11vBEYF79RWE/HkHKI1iggMbzCS1UUWonQo9fx/\n", "an9ptx8gGxihKBwYAHDK1OzpYPAra1OSVSHJIAJDmVN+5owqeTubOhhFE4Gh4sCYyEAI0heJT4xi\n", "qR1C3rlJaSSiA4OvQsIMpVAY0sBwaPfZna1iaUqn3SaUKo6w6GBbCI3W6cDQgzLdIhn9E0F8b1OL\n", "EA0QfV2fA0MZKn04hQPj+HD8WvnmJXMSUmfqK5z49OIpyo8B0Jdvz8MUk9nY5IOfuAYlUV+iRqUy\n", "hRq8g4fX6jg+5NcdWaQ3AiMVRh0MgihhkhXlGEYdJHrpGk2ccG49MoiPutO/V/tCkixa6XbaBf0Q\n", "JbyY67iKBoYyUjCGR8WBkSoCAwDWLJ6C392wDLddKKa0CA4Mn4oGhkv/Pez6sxpx/uxqnDurCndd\n", "Og9/+uIZuGflfCzjnoVaJHdg8KVEuQgMHVVI1EqLK1NIOpQODC5SK1mkmiDiaSACQ6mBoaxEwp+P\n", "3iokqUo9K1MGHXabPPZhGp8hCIIgiGxRPA6M+uyVUhXK0ykiMMwS8RSdJC6cPTM+aOPDiod8IWw+\n", "2C+ErQLJ86beax/FH9/vTpggSIwlaIaMW9SBoaYAn0kExmlnnSv/HQvbFx0Y5kyG/IoBJj9pMZJG\n", "YpaI5wecs+zShfGw7TlcGsmJYb88QbZBnCQmQ09un94IjLFAGPduPiqvXPIh7kO+UMqJuKQQ9gOS\n", "OzAYY8LK6vmza/CPK+cL+1x3xnTNSgl6Kh7w+MPxyWyZwwbXpNNJqyRlfYVT0JTwhyVNIVg+r3/R\n", "1ArZKRsISylD2WMMpCihqhfRgZHaLmIoferHVy0v4qnD6ag3/5RfMed/2/9+82Ta6WW8OHBVitKj\n", "ahEYQzrSuipVVuH1ODC0UKaQMMYEB8YVl16k+1hTPS787G9Oxb9fuRh/c9pUVWeLFuJCgmh/PrpC\n", "MwLDQApJggNjRBmBER1/BMKSfA9z2MToKSCqVRS73Q96w5pRd0pn5qpLL0nYh9cp4iPFROeNziok\n", "OsqoAuqVcAgiE0o9/5/aX9rtB8gGRigaB8bCLFUiYYyJzgVPEg2MDFYh+Al4vceFs2aKERgSY1Fx\n", "s/87iIebTuI7Lx3WVamhbyKIH718FI/t7sIv3zwpvNc9FkwYrFhVUXzAm+hQyGRQxTsoquUIDH0r\n", "3EbgB61up13QJDBSiYRfVU+tgaE9WB3i+iFf3YdPI4mJFwLRwaxaykS68JOKZH3xpYP9ODG50umw\n", "AT9avVCeDEtMWxQ3htqKYTIhz2F/WP7N3U47plW5cOHcGtx24SzYEK08cvXp2mHuHoMRGF4ur5yf\n", "KFSXq09M6z0u2Gw2XX2Un5RNqywT7p16hTzNisCoMRqBoVIOU+/xTY3A4Bw9t180W3YCtA768fz+\n", "Pq2PJWU8GD8/5WRXSYXLLk9+/WEJYYnpqgykdAqUOWywp0jDSYYyhWQsEJGvLbfTLggTZxP9ERh2\n", "1b81RTxVqoMohT21UkhGFL+HMt3JabcJ6Tg9GpVIAhEmpzO6HDbVlCxel+Q4FwEiRGAk6VPiOCaF\n", "BsZkpCA5MAiCIIh8UTQOjFMUlUjMysn0huKiceVOe4IQVqqKDnoZ5CZcUzxOLKh3y4PD0UA0v/of\n", "N7XIg9RBb1hWPge086aODfrkwc9bJ0aFSbGao8eqiuKqERgZtGXX3n3y33IEBjdg4ycbmeBPcGDw\n", "/UlfH/aHJXmA6bTbUO9JHhGhVTlHYuIkiJ+c8BEY+3rGVfdJhVENjGRhyXw0xFcumIWL59UKZTr7\n", "vclzytX6RvtIQHMgzq9qzqtzy5O+L5zdiKdvPhO/XLdUVV8ghtugtseERqqE1sR2yuSENZUORigi\n", "ySv1dlu0ekk6zl89VUj0wKcf6Yn+mNBw7GiRPQ2MeP86a2YVbjq3Ud5+YndXWo5g/jdP5cCw22xC\n", "+8cDYV26NEqnTyr9i1RUuByy8yAUYUIp3sbqMrzxxhsZHV8vejUwPFoinmENZ5/Kc6VvPCSPLyTG\n", "EhwYMR0KPULHeoQ8JwJiv1Dro3wlkhPcb+AL6ovAqDAQgVErR2BQKVU1JElCJEL2SIdSz/+n9pd2\n", "+wGygRFMd2B0d3fjD3/4A5566il0dXWZfXhN6j0uedDmD0uqOcrpkCqvOFlFB0Pf4xVTSGw2mxCF\n", "8ZfmXoQVocmvHh1CKvhBVCAs4UBPfPVc1YFh0YGIqgZGBuroggaGO3sRGIIDw2UXBuJ6IzD4VcKG\n", "SlfKFVWXwyav3oYkJoe8jwUictpCVZlDTlsAIFQi4SMVzNS/APSnWvCT0ZgKPz+RTqWD4VPpGwzA\n", "0QH1KAw+r30et9oJ6ItC8SRR+e8aDeB/d3UKWjcTKgKegHYKSSwyLFUlEv46qa9wwWm3Cc5fPel3\n", "wUjcYWa3aVe80MOSaR75bz1aP4JjR5cDw/wqJGGJCavwM6rK8NkzpssVN7whSdMRFJGY5j12PEml\n", "CTV4J8egNyw7xpx2m2Y/UZZRzSR9JAZ/DzjI3Rtm6KxAYgblSRYSvHpEPFWe3b5QRL6GeJuGOOfE\n", "oDeU4GiOVSJJJuAZQ3RgqI9ZklUgicGnkPDOXdM0MAIpUkgsuvBhNlu2bMH69evR09Mjv5avMTFB\n", "EEQxY7oD491338VNN92EG264Ae+8847Zh09KNoQ8+bziKSoDddPKqAppKtHv4XUwYvADlffaR+VB\n", "uVbelDKUfk9HXE9DLVw8WyXReseD+P6WFvw/LxxOCMHNFMaY6VVIps9ZIP+tpoExapoDgxNnc9oF\n", "LYdQWF8EhpESqkC0fKVaGomwgqtw1s2pifc7vgyokRKqenL7Uk0qYqitbvIRGGr9gUfLOaKVRsJP\n", "ChbUuVX3SUayigcPN53AU3t78ONXjsoloLW0HjRTSNQiMFR0WvpUIicWTuEqOOm4bw4qnCCZpBCd\n", "OaNKdqYdHfCldDLoraoQw2iKip4+2jselB19Uz0ulDntcDnsQjnLYZXvGg+E8aU/7cMX/tCM99pH\n", "Vd6Pt03LAcHD62C0j8T7Z53bqVmdRTkBNsOBwUe58NdPY3VZzvJ5taLKAG0RT7GCmJQQtamMMuK1\n", "hWL3XKX+RYy2Ib+uCIyZOiqRKJ2ZajblU0j4SiR6U674KiTK+xNjDKOcPk1MV6ZSKKVKDgwAWLt2\n", "LS677DLhtXyOia1Gqef/U/tLu/0A2cAIpjswPJ74ilpZWe5WYAAYXknUAx8ZoTYISVbRQS+MMUWp\n", "1uj3KB0Yl51Sh0fWnYalk6uWEQbsPDaMZCgH0ns64w4MtcmKWakRPCP+MO7d3IL32sewv3cCT3/Y\n", "a+rxRwMROTqFFzIMScyQjgSPmgZGVZZFPMud9qQriVoYKaHKf5fyHJKVYZxRExec4zHiwNCDR2cE\n", "hlqqi5EIDE0HhoaQ54kkERh6ECJLFIP9ln7f5DlJOCL/rT7xUFuBrSyLh/GnqkTCV1WI5d/PrXPL\n", "10zXWDCl42/ApPQRIHruixui9zMGoDlFFQ+10rLJ4EU8zXI68qH+M7kVdP5aUHNgvNk2gv6JEIIR\n", "hlcODyS8L0ZgpL6u+AiMk9xEOtk1aXYKifL7DnEOjFRiwmaiu4wqt5/DbkP5ZMdnKp/jHe0NlS7B\n", "Odw7+Z4yfSRG27DowNBKtdOVQqKj8k5lmUPWoolFgADaJWSVJFuI8YYk+fla4bLLQsUeQQODqpBo\n", "kc8xMUEQRLFiugODL/3ocmU2uDUKv5JomgPDSARGmikkY4EIQtwAIbZKNL++Ap8/azpm1ZThax+f\n", "jX9atQBupx2rFtXLn42lkWjlTfGr6kB0hWwsEIYvFFEdfJk9EPGFIvjhy0fRzg2wk4klpoM4oSpT\n", "DKzSm7S0nOiU/45HYHClC02YDDHGVDQwjIt48ikk03ROGsQIjGhbRBFAccBd5rCrTkjM1sDQE4HB\n", "GMOIyuRA1MBI5cCIH5v/3OF+9fsGH4ExP8MIDP43D0tMmLgem8xf19J6cNhtCZEHfGqbUClHZRLd\n", "Jwh4Rttd5rBjLtem40PJhTz7FSWfM+XsmfpLRvN20SPiWS2k1IRTVgjR00e7uJXyGZy4LS+cqSYi\n", "y0fZqVVcMVKFJLpPvG1CBEYSB4ZyEmuGA4O/B/BClDOqynKWz6tbxFORQpPsfqMUu+Wdw73j0ff4\n", "kqXTOGde25Av6f00xgw9ERiKFBItm/JRGLH7lf4IDG0RTz5yiXeQ8vcl0sDQJp9jYqtR6vn/1P7S\n", "bj9ANjCCucungCBepBXGCkR/pFioTOwHy3T7lNPPk49/oDOuD5HJ8QdVwur599VEPI1+3/Y33gEQ\n", "9dJPqXAJ7//dRbOxNHgMGBmCzTYdAFDRfwQ2VIDBho+6x/HSq2/gxMFm1eMrVwIZgKe270KNi4Eh\n", "GrHSUCZhIGgDgw2BsIQdrzfBYcv897joE5fgp9uOCatyAHCkbxw7X2/CikvN+f137voAQHTwNsXj\n", "xOiEFzHfnDcoYd9u48fvGQ4A9ikAgI7Ww2jqi6B6zhlyG9q6egHMz9g+sfmUHQwuhyjiGZxMIUl1\n", "vObWkwCiA6Pp3KQh2fdHghWyjd7atQcz3BKG60+Tv9s33A/gFOHzs2tmJAyy69xO3e2NkWx/3vkU\n", "G3wnXC8730BIqgQQnbjsfuctAEDD/DPlzx7t6EOy32fviBNAdPLQ6PBhCA5IsKFzNICtO5pQ4Yjv\n", "/8prTRj2T36fw4aWvbtw1OD10dvvAhB1AB1ubUPTeAuWL1+ekNZwbNCHpqYmfDQYP7/h/h40NZ2U\n", "j+diYfC+Z0fIK99PaxQTduX5qIlvNjU1oSpSjtjjYOu7zRisD2u2Z9dHh+Rza6h0pd3/Y9vOwROI\n", "Xb97u8aS7u9V0cBItr/TboPbzuCXbJBYdDL44XtvZ3S+7+0/ithvyU/S62qXyOd2oPUEcO4M4fND\n", "zgXy+10D8ci52PsTjvj7vR1twPkzk55PVdm8+Pe19wOI2iM4Oqj5fLXbbCizMwSl6LO53GnP+Pcb\n", "H+iW7cHTWF2GvjSOl8521B8UvUYnAiGh/a0nOhC7P1Y4HcLnK1x2xIKrYg6M2Pu9lafKbQkM9WDa\n", "qQvk7b2Hj+P6M6cLiwCfmF+LF/b3AwD2dwzirLlT5ff6Th4Hzhb7w/Lly1U1MJTt+2B//HqrKnOg\n", "ublZ1R7z6xdg92SK6Eu7D2PBlLOE6yXmvFKz39FxB2LXYFffAJqaOuPP13d2A5NjhVrufl/J2edg\n", "63Hg7EbN4xfydrbROyaOkY2xsVW2tfr2orMuRO94ECMjUeH62tpaANC9XVFVjXQJhzOLto2Eg9g7\n", "Gfmc6nzH3NOw80C7vD3u01cVTItMz31kZARNrXvz/vuX0nZzs/pcrlS2+Yi1VNgYM6lcxyTPPvss\n", "PvOZz4AxhhdffBHXXHNNwj7bt2/Heeedp/LpzAhGJPztY3vlqhvPffksQ7Xk1Xj49RPYfCga7nvn\n", "JXNwzcemid8ZlnD1Y3sBAC67DS/deo7h73i/cwzf29QCADhjRiUeunpJik8A925ukfUsbr9oFj53\n", "VqPqfnc8exAtA+Kq8lVLp2JJgwcPN0XLqq48pQ57OsbkkPO/3HymMBFKh4jE8G+vHscOLsXFZbfJ\n", "kSYbrj8d89JYyVbj5cMD+M+dJwAAq0+tx7FBvxyB89/rTsOSBv0XRIy7Nh7GvknB0wevWoyzZlbh\n", "w65xfPelIwCAZY2VePia1L9TMkb9YVz/++gNu7LMgWe/fBZ+sOUodk3mx/+/nz4FH59XK+//YdcY\n", "Pugcx98snSqU3/vHTUfwQWd05fr+Kxbhwrk1Kb/72y8cwoHeqGPp4WsWY1ljFR7f3YU/vN8NALj5\n", "3Bn48uQEKsYv3zyJ5ycH6DF+tHohLl1YZ7Tpmmw62I//muyXa5dMxd0r5iXs0zESwFef3g8AaKwq\n", "w+/+f/bOPEyOstr/36pep2emZ9+TyUwmG1nIagIYEkICRIjIZZNFQJCLgshVueoVf+CKIIuK3itc\n", "r4jovbLJDgFJIiZMkDUSQkKAZEJCMvu+z/RSvz96qvp9q6u6q7qrl+k5n+fhYbrTXV19qrrqfc/7\n", "Pd9z0QIAIQPOa5/8AAAwvcCF+y+Yr/s5T+/twH/94ygAYNNxpdjfPqT8Tn72mVlYWhMe8LDHfVZJ\n", "Dn7zL/NMf68n32vHva8dAwB8bn4pvnrSdABAU9cIvvLkfuV1c0o9+M9z5uKPb7fgfyeOxaVLK3EF\n", "cyzUv+lTZhbiplPrAQDPvd+JX+0Mxe8zc0vwjZP5+P1wSxN2TnQv+u66OkXN9cjuNtz/Zkh19Nnj\n", "SvG1T0/X/S7//dpRPP5eqFXolSuqcPGSSpPR4BnxBXDuH99VrtuPfWGRrrLn9pc/xt8mVGffWluL\n", "02aXaL6O5YuP7lMmmveffxynNomHW7cdUq5r7D5sO9CNn/39MIDQNfV7E8dE5raXP1YUc+x5K3PH\n", "9sPY+lE3AODGNbU4Y0707/Y/rx/DY3tC5Xgeh6ioii5YVI5/XVWj+75L/vyeoqL59IwCfP+0mbG/\n", "dBQefbcNv3ujOfL5SxfqtnO1Gl8giLMeCN2HbQLwwpeWKv92x98/xtYDobj/+5panM7E9StPA4MG\n", "fgAAIABJREFUvK94Qd37L3PRUBK+V/yy8Qg27w/d+7964jQUuO346csfAwjH7cuPv49DE2qH2zY2\n", "4LsvHgQQutctrMzFPyeuyz86fSZOYK7lMpIk4ew/7FaMQB+/bFGEzw0b3/MWluHLJ0zTjMEL+zuV\n", "e7oWm69aAruOX020e9vrR/pw80tNAIAV0/Lx042hxMVTezvwm4lr6NnzS3H9SfrXjExm165dWL9+\n", "vWXb27dvHwoLC1FdXQ3A2JhYJllj48nO7uYBfGtijBwP399Qjx9uPZTy907mzwaAO8+chcXV8Sd/\n", "CMIsZq7HlpeQrFq1Cg899BAeeughrFq1yurNR8WsFNoInGGdhlxar6NDvJ9RYnDAp1VGooWWlHnX\n", "sQHOwHNmcQ4nLx20QA763PudXPLi8uVV3KRQr9tDPLAlJCUehyXS1gENQz1Onm9BCQnrcSEreVx2\n", "QfPfB8f8+N5fm/C//2zFL145wm2HM/E06IGhNrADopt4AkA1I5eXMVNCYgRe0q0dY87dn9nPUiap\n", "Y8bEM9chct0w1D4YrP/FjDj8LwD+e7HlK2oFxsc9I6FOFar9Y1GXF7DXJW8Mnxa2/IOVvJsx8mS3\n", "kagHBhCKzdyyXOVxtDISo5J4Fqs7kbSyZRJMCQDrG6N13WU7WmkZrLLtMg11IXFpn1OxfGnYpL7V\n", "XUjY7Vp9bYiGXQzfhwMSuI5d0Tpx6P0ugVC7VJkIE8+h8YgWqnPKPJwPxQcGujUJghCzjMRIFxIA\n", "WFCZB731/RyHqJu8kP9dRu2B0afTWpstZSMTzxBbt25FY2Mjtm7dih07dgBI75iYIAgiW7E8gVFd\n", "XY2LL74Yl1xyCcrLy63efEzqLTbyZEswtNqoCoLAGyLGYeTZEyNJosXqukKlY8WBrhE8tW1nxGsk\n", "SeL2X/ZXaBkYx2tH+pTn64tz+JZoFgxGXv8kvP1Nx5Xi0iUVaGC6xBzQ8RqIhy5VTb4VA6uugfD+\n", "eTW6kAxaYOLJeqbICQWHRgkJEKq1lmu7/3lsQJncByWJG2gbNc7TOmd7YrjmTyuInLybMfFUl5Jo\n", "wR07nQQGO6BmJwZel035TQz7glGTV3xrRRun0lEnMFj/i3hVQx6dNoXqEq/xgISWgTHNUgmZPJXB\n", "I5v0ZFdv+zV8Fjo0TDwB/rrJtozVgvOc8VhjSsf6YOxuGdB93bCON0g02Lr9vhi/WyPnaEt/fCae\n", "7O9rxBeET+VxwyaO80y2UWWJ1daW7WpjSQJD4xpQmeeEIAiG4mkF6s5KrA8G+3tzq5KBOVHaG3OG\n", "t3mRHhhsC9V8lw35LjuX4DSaVIrVSnXYoAdGbaEb3z+tHqc2FGFhZS4q8sLGy2fNK9X9fIBPaKu9\n", "QNikH6vMtHrMkA1s2LAB11xzDS6//HKsWbMGQPrHxJOJVF0viMyEjj/FwAypWyJJETOLcxRFgpzA\n", "6Bry4eWD3SjMcWDD7GJT22NXzbRMPIHQzV++6Y/6goYH1jLdI9GTJFrkOm1YNd2Lxo9DiYL3+u04\n", "R/WaofEA5x6+sCJPKU9gzdZmJiGB0c5Mqs+cWwJBEDCLkeeqy1oSQZ3AyNXwUTCDJEkYYd4WVmCE\n", "j83AWACSJBmqadWDM/CcGEi72AQGM8Fhj0lAAt5vH8KyGi96R/xKWU6+y8atKEZDu40qmxiIPNdr\n", "CiIVGHori/FixMRTrz2hIAgo8TiUSUDnsA+1Or9FdrLicdowl1VgqDxbDveGz9W6ohzEg1tnoqTV\n", "2vNQ96iuiScQ2WKzyMMkcVi1gWqy7g+Gux0JCPnFyBTnOCAKQFAKndvjgSDnx8LCmXhaoMAAgMXV\n", "eXhodxsAYHezvgJjyKef2NGjgGulmti1bWg8oHQzcdgEpeU1ENvEU/3cwFgAxR422Rr+d0MJDJ2W\n", "ujEVGGwrUQOtaGOhpbRIZQcSGZc9XEYz6g/fh0eiqHbcTPtQtQk3Z3jrccDrtsMmhK6/faN+boGk\n", "ZkKdVlvkVnwoWKKpUWJ1Ihk0qMAAgJNmFOKkGeGSvsBEJ65Y9wVOgaE28WSUQYW6CQzqQkIQBEGk\n", "DssVGOmGlULvaR3E3TsO47JH9uK3bzTjju2H8Y/DfVHezaNub6o3MNSaDJqhO05X/3UN4WTMAV8+\n", "1HYmvaqV6mU1kbVsuU4bynId3KpcogkMSZK4BIk8mJ3FKDAOdg1H7G+8sPEr9jgSbu824gsiiLDJ\n", "nVMp7wh3CfEFpbjb5sqoO5AAgNPOdiEJx0dd1rOnNeTP0a4RZyNwA3c5gRHDNb8iz8nJkEXBWLcE\n", "GSOmaZ4oK6Iy0doTljK/n2hlJLysXMSMohxFvdE2OM6V0xyxRIGhnZhRdwkCQiUc0WTjEQkMHQWG\n", "usypa8gHSXmPnVP72ESBO+bsdY9FkiQurqUWdCEBgPkVecq5dbh3lFOlsXCr0QYn3+yqcawSkljn\n", "KDvBDK1wh38PBarPYcsJA0Ep4rPVJT4DJruQqM8DmVhJcPb66NZJUplBK9lZMTEpT5VRIqDfiWTE\n", "z6qt+O/Lt21mVRsB5ZrrEAUU5NhhEwWuTO0dJtEml9fVaVwf3HYxagKhwmQJiZmY2kTBUFI72hiG\n", "FBhEqkjl9YLIPOj4UwzMkHUJjIbi8Erq4Z5R/PXDbq4e9sUPuwxva2hcu72pGq2WlGZgVR6x5L8s\n", "K6d7lQFYc/9YhKpBvVKtlcCoL3ZDEARuxS/RwUj/WEAZQOY4RGWgXZHvVPa3fyzArXABoUHj7uYB\n", "jJtMDERVYMTxXbT8L2TyLPTBYFf85ME334WEUWCoPmvPhE9AOyNzLs81kcBwRA72OQ8MjRVDmyjw\n", "knm3nZvAWUG0mnQZvRISgFcEdA1FSWBw7vw22EUBDUwZxUcTJU79o35FIeW0CdxqqRn0pOraCoyR\n", "qF4P6sltMZfA4BUYbJKQlcSXapwr7Ha6NRIroW0G4JtIrHkcYsImyTJuu4h55eFr924dHwwu8RSX\n", "AiOx0i+2hWpVPq9IsouCEn8JvAKmd9QPdbq2X/WbHjJZQqK3Gh/LOJOdtFtRQlKgU0KSanQTGGwb\n", "VYMlJOy9qSTXoVzn2CTxO81hpYWsTqvV8MiJpYipilFCEk2NZRVuVYKVvW6wie0CnTaqlMAgCIIg\n", "UknWJTCKPXbOyE7Nm5/0a5rbaWG0tMMdxQDL0Ocwq52srDsWLruIFdPCHSfU5nvqkoC6IjeKVd9j\n", "5sSkzcrBiFp9IZdZiILAubwfZBIukiThlpea8K3NBxQndyMEJSlSgZGgBwZ7fqjPJXaFezDRBIaW\n", "AsPGKjAYE0/V93i/YwjjgSBXqmPUwJP9PCCUSBn3B5XJoS2KsoItIzHjfwGY98DQLSHhlCL8d2YV\n", "AZ3DkZOB8LbZBEHoM1kjz52HQwa0nzB+ENML3bBFMcKLBlcawxx3zQRGj1qBoTLxVHlgsNcMt12E\n", "Y2IffQFJqdEHVJJ4jdIPthyiW0cBESsJkghLqsIJVi0fDEmS+LgYLJcyo8CIdY6yE0ytZJaekaeW\n", "0obdl0BQUn5/AowlZ/QUGLHMM1mVn9GSxWi47SJ3PQHCCoxU1vPqqQhGoph4shN39j2dOl4x7DWW\n", "vX/JCowZGgqMWGV27HnUolFColZgJCOmdlFQFGgSePWfEQVGPKWaBKGG6v+nNnT8KQZmyLoEhiAI\n", "Sg2ogFBv9l9smq3UuPuDEhqZ7hjR4Fek9SeHLtVk0CzdBnw29GBXb9pVK87qkgBBELhOIEDYvM9j\n", "YQKjnRnkV6hW4tgykgNMJ5Km7hFl1XVP66Bu+YCavlG/0n4x32WDyy4mPLBiV07VLe3yY3R5MAOr\n", "1nEzZSoy7ORTfUx8AQkfdgyjY5A3mjOKerDPrbLl6CsrWCPPgii/iXjJMXDsopWQlLCdSKIpMDRW\n", "8pcy7cI27+/Czo978XFv4uUjgHqlV9/EEwBa+sc5w0f1ZJZNqokCP6kQBAH5Ol03zCgwejQ8HIBI\n", "tZOV8EaekQoMX0BS1HTshCsWbBeSRBUYbAlJlVYCg/XBYD5LK56sgmtIZdpqRNmktRrvddmidpsA\n", "gDPnlWJRZR5WTvdi7cyiqK81ivp3qL7upwLWP8ioiadeCUkna1TLJPtYlRurqJE9MPJc9oiyqliJ\n", "XrYLSdtgqLsJi9EuJInCG3lqq8TY35J60cOqklCCIAiCiEXWmXgCwA2rp2N1fQFqvG5lxXhdQ5HS\n", "1uxvB3vwmRiu3AA/6IymjEjEA2M8EFQGsurJiBHYSSs7mQW0SwKW1eRj24Fw29VkKzDUA1muEwmz\n", "gvX3Jj6pNDAWMFS7y6kvJiYP7CpbfAoMtoRElcBgVr+tLCGRB9YOAyaeMntaB3kPDBMr4uouJLxf\n", "iv7EdBqjwDCjFgKM1fa5JtoSB6XwhFU9IevTaaMKqBQYBktI5EnMSTMKcGJtAf4x0aHn7h1HcDwz\n", "qdZaXTWKXnvYPuYa4xAF+IISJCCq0oBVxxTlOCImu/kuu6LqGhjzK7L3Dp0Wqsq2mOOpr8CwtoUq\n", "y3HluXDYBPgCEo72jaFryMeVBKknckYNdFnZe6wERqxztKVfu4WqDNeJZIRNYGgoMJgEqNkOJHqv\n", "i1U+AoRUcXdvmm3oM4xSmGPnr/tp9sCQr53jgSCX9FIb0/JKtPAxaNdRK+kliVllWm2RmzO6jXY9\n", "BULncr7LhoGJ8qyeYX/U8z5ZMc1xiMo9jR3H6Ckw7KIAl03AWEBCUAq9x6iJNEFoQfX/Uxs6/hQD\n", "M2SdAgMI3VhXTi/gBhVrZxYpLcXebRnk2gnqwQ7iow0ME0lgqH0qzErUWXmr+jtpmTIuqw6XnAgA\n", "6iZqdvMSNL5kaY+SwJjFlZCEEkqSJGFHUw/3OqPqhi5V+Qiglraa/y7RPDCsVGCMxSoh8euXkAAT\n", "CYyhOE08HbxqqJfzYdFPTKydWYRpBS7kOW0400AS0CyCIHAJKC0Pk6gmnrlsCYl+AoNdlZUH3YIg\n", "4MY1tco5OzgewKuM6a9WfbtR5MQMEJJnywaP7IR6fkVuxPsERNbts8e5yht5zNm2oazPAttuVyv5\n", "wCoq9DwwuASGxQoMp13E/PJwDN5RlZEMa5T9GIGdDH7YOYwDqja5ZuAUGBqx50tIwrGKpcDgEhgG\n", "jXEdNjHCw8KKkpB4YL+3yyZY3p3ICFqtoUe533nkOaPX9chICYmM3EJVZobqOmGk1K6KM/IMn2OS\n", "JHHnfXIVGJGxCAQl7jz1qhL6vN8UdSIhCIIgUkNWJjC0KPE4sHiixloC8PeDPdHfAH6ipPaOYGFv\n", "/GMmExhaCgIzsKtD7AQF0J7oleQ6cNa8EgDA2fNLlQEcOxDRmiyboTVKZ4zaIrci/W4f9KF/1I+P\n", "Okc4czwg0uBOjy7GP0SeqCTaUSW6BwaTwEgwTloeGPwqItOFRCMee9uGuJr8uD0w/AHd1qRqcp02\n", "3H/+cXj40oVYVJmn+zotjNb26ZVbACHPE0tMPHUmw163HTedWget6oS6BBIYgiBwMR/2BSImB2wJ\n", "hbJvGkqDaQVuXLy4AtXuAL64vDriPXpJNm5SppHsYg2E9RQYXUloocqymCnjUbdTHYrDwBMIKSWW\n", "VodiG5SAe3Z+wnUIYYl2jgYlibu2xVRgMOepVltVdmWbNek1qsAAgHzVa8360lgFm0hkfY9S64ER\n", "/p3I9+HhKAaegH4JiV6yTytJLJePyKg7kRg5JrwPRvgcG/EFIZ+qLrsIuygkLaY5Gl5eg+MBpVQm\n", "32WLWGCxsvSUIKj+f2pDx59iYIYpk8AAgFNnhet9XzaQwGBXIaMqMBIw8eyOswOJDDugilBg6ExK\n", "/211LZ6+4nh89aTpynNWlpC0a0iJZeyiwE0ED3aN4O9NkcdiwGCtulZNfqJdSNiJRaQHRnwlJE1d\n", "I3jonVZudY1LYDiiKzCGNPwgRnzh8iObYO78cXOO/ZLK8DX6gFsQIqXYVsIpMFTfe3AsoHieeBzh\n", "FrcyahWB1kRVkiRNBYbMceW5+NLKGu45hyhEdJ0wi7qVav+Yn5scsAa3MmoDT5krP1WNq+tGuRIX\n", "GU6BMRqOX6zyD7YkSM8DI5klJAAwn+lEcrRvlPu3eAw8Zb726emKuekHHcN47v1O7t8lScKHncMY\n", "8Osr4HqG/UoHlnyXTXM1XM/EU6uERE+BYWaVXa3WiFWukCzY+4v6mp8qnKprGqBSWtkj48rfu9nf\n", "inayr0yjTK9alcBQK7WMqFEquU4k4XvEEKe+SO5wTW3sDPCJTC1zWG7cQEaeBEEQRIqYUgmM1XWF\n", "yur/ga4RHOkZjfr6XoMeGImYeMbbgUQm32WDa+I7DfuC3CA/mq+BetJmpaN4exQFBsCXkXzUNYwd\n", "hyITGEYVGN1DkQkMj4FWnNHgSkhUg7a8OEpIuod9uPH5j/DAWy348bZDyvO8AiO0Xa6NKmviyeyT\n", "WqIMhEwZzZQfRSgwonT2sAqjtX05Dl6pwNKnURbF4rSJykA7KGmvfI/6g0riwGUXNeN23sIynFAb\n", "LreaVuCKuwOJjFvVslGtkKovjjyu0SbqevHUUmAEghKXLNUy4GQVYF26CgzGCNRj/US1SMcEE1D5\n", "lpiczE0rcOPiJRXK4wfealYUOl3DPnzvrwdx/VMf4H+O5ONYX2QnCIDvEKGXzDJn4sl4YHDGwSYS\n", "GKpkR7pKSNgONqwyJV0eGPK1dSTOEhKuYw/z3XKdtoiYs6WqQKRXjjEFBltCEv6NaSXtkhVTzsRz\n", "IpnT3B8+57W67iTqN0UQLFT/P7Wh408xMMOUSmDkOm1YNb1Aefy3g91RX29UHZGIB0aiJSSCIHAr\n", "RGzygDPxjDGIyrVoIDI8HlASAA5R0BxQs0aeL37QxbUClYnPAyP0WYmqSaJ7YJhXYDz4douyHx91\n", "jmjWZ4c9MLRNPNkV2hNrw+ewjBn/CyBSNWTmXEk2epMKIHpSTqYkRitVtlZbz0tBEAT8+5oZOK7c\n", "A7so4ILjKzRfZwa1AkNdClOR54zYHzOlEjKs0Z58jnYN+xQpeqHbrqmgKWLi1jvij+iGAPAKjGSU\n", "kLDnntpwM1EvgAsXVygmtMO+IH7z2lE0ftyLLz/+Pt46GvLbGBwP4IG3mjXfzyYwtCZzEfsfo43q\n", "gI6JZ0IKjDT9dtfOLEJZrgNel00pUUw1bo0uJHwJSWRcPaqkovx/+Xg4RAEFqpiqS/XUCgx1JxIj\n", "yjhegcEkMMYSO+fNoPZFAvgEhrpURr1PlMAgCIIgUkVWdiGJxqmzitD4cajjxcsHe3DF8ipdN/se\n", "g74AiSQwWGlxcZymeGW5DhydWDXsGBpHfXEOAkGJUzFoyT9ZcpmBsJbfglHaVG09tdoBsgqMo8xq\n", "p02AUh5gNDmgVULiUalJJElSjvGh7hHcsf0wxvxB1HhdqClwocbrwoKKPMycSKwY9cAYNJBkaeoa\n", "wV8/7OKea+kfQ31xDneuuBQPDKaOW6cLyYkzCvDw7jZum2b8L4BIuXBvFF8Jq2hsbDSUXfZEUWBE\n", "M/CUKc11oKk71OGmc8iHuWX8v/P+F/qTAq/bjl98dg58ASnCLDEe1N4ebBeKAneozXFdUQ72tQ8p\n", "z0ebtOjFU0uBwSYeynTOFbddhMchYtgX6twwOBbgkiHj/qByTRGF5JwnXpcdAkI+RQNjAa4LzRCX\n", "eDI/mXPaRPzbp6fjW5sPAABeOdSLVzRaau841Iv97UOYV86bqrITS60WqoCqhGQ0uoknW94TTxcS\n", "rdfGU4ZoBSUeB/74+QUIShLXScnob94KuBbUBk08tYwrO1RJOvU9rCzXiabusHpTa2J/zsIy/O6N\n", "ZiyszDXkncMqetikAVuWISerkhVTtsRmZCJ+bNedKs0ERmJ+UwTBksrrBREbmwjsbh6I/UINyvOc\n", "mteMaFh1/Fv6x7jFXLPEs+9WQb8B40y5BMbKaV7kOm0YGg+gZWAc+zuGcVx5pPu/JPG+AFEVGI7I\n", "gZMWLf1j+PM7rTi+Kg+nzQ6tUnWznxFHCQnA1+XKagZ29dKrYb6lxqpaVr4DiXbM6ovdyiSFZXVd\n", "IbZPTCj6E/DAiNbe7Yn32nFwon3r0b4x4JPwti5bVonLllVFbaPqNaHAkCQJ//36UahtGI71RSYw\n", "5IQCO/iX6+0DQUkphREAzCn1oMBt546xmRaq7OcBsgLDWLIuFeQ49RUYsUpIAF6BoVUKEcvYj0UU\n", "BC6plAhcAsMf4L6LvMpbX+zmEhhmum3IaHlgsDX9pVHOlWKPA8MTScWuYR+XwFB3/Em0pEYLmyjA\n", "y5zb/aN+JbHLl5DEtxq9uDofp80uxpaPePVdaa4DFXlO7G0Lxf7+N5txx5mzuOQ2a65YoVtCEumB\n", "EQhKmu1b2USpulWmUfJU16d0/nZtogAbrD8njKKVwIjVuUbLMFivA4mMWu2mLiEBgAuPr8DGOSXI\n", "dxlr91uZ71QS+J3DPoz4Qm3EE/F9MUuOhgLjGJNMUStNAFJgEEQ20zcawA+3Hor9Qg3uPHNW2pIA\n", "7YPjykJFPKRz3wnjTKkSEiBk9HVyXaHyWK8bibz6B4QGPu4oK7BGFBiBoISbX2rCXz/sxp3bj+Dd\n", "lpDDfqIlJIC2kSc/IY29XZdNUDov+AISV75ghrYY/hdASMo7TTXoK3DbcXJ9+LgYUWAEgpKugoVT\n", "YTArt839+lnZP+1qxUPvtHIr4+q2cbwHRvR9fOOTfvxT1UkBCA8KuRKSicGjK4YM2uMMJaPUHUC0\n", "ukpEg115jEhgJMkI0GhWmVNgjKsVGEypi44CgEtgaHQiYX1Rki3LZslx8OeklnFqfXEO955o+2fG\n", "A4PtnlEWpfSDvQapjSfZtrRWt1BlKdAxwuQn+fHfuq5ZVcMpq06ZWYj/PnceblxTq7S63d0yqJSV\n", "yHAtVHUUGHlOm3IdHfYFMeYPKW3kJGa+y6YoSsYCkvIbj5Y0jYZagZHu5KOadHtgsGWgWr+lHI0S\n", "ko4YRrXsfU3dQpXFO6GqMoJNFLgBs6zC4FRHzlR6YEwoMJhzvlojaUcJDMJKaOV5akPHn2JghimX\n", "wACANTPDE+W3j2nLo4yqLwBjJp5/b+rBkd6w7PQPbzdDkvQn4GbgWqlODL5Y+bIRqbcgCJYMRvgO\n", "JPoZzFmlfMeF1XUF3OC730B5Rt8oPzFg6/r1vgvbqeXaE2pw5YoqzGcUOA+81cLJvdU15notKtX4\n", "gxL++/VjymN2UiabBLIlIooHBrPaL5t4DmpM3BZV8qoh0yUkag8MA8qGVBHNA0NLtaCGnXR0aigw\n", "RkwoMKxE3aaQ+y5xJDD0YFUT/WMB9I748MSeduU5rZVUGdZImDUYBpLfgUSGvV6xMTJa+hOLArcd\n", "t25swMY5Jbh5fT1uOrUe+S47phW4cea8UuV19795jOti0xpDTg+ErqNswrhv1B+RqPJqXEPiV2Co\n", "u5BkVgIjlbg1FBgftA8rz81U/bbk98hX3LGAhJtePIB/HO5T/r1cM4ERfk6rfCRe2KT+J72he8Tg\n", "ePjcSa0HRgC+QFC5nwvQ9n3h77PxLXoQBEEQhFmmZAJjUWWe0o3kSO9oRPtRQG3gGX1QqO7ooCYQ\n", "lPC/u1q5595rHcLbxwbQM8wmSuIsIWEVGINaCgxj22UHw/G0HwV4BYZeCQnAG3kCIRM4swaZWuUj\n", "Mpw7+sTEJyhJ3CRs49wSXLykEj87cxaWVke2o3TZhAjvg1xnWCQtewVo8fz7nYq/h8ch4surwm05\n", "NRUYWiaeE4Nw1shNXnFVt880beJp56XTrNrICr8HLYz2t9Yy1pMx0u6VS2BoKTDG2br4FCowmLgO\n", "+wKa5TD1qnr5aBN1vXiySbb+UT9+0fiJUqpW6LZj/axi3W0WqdrQsnQx18mSJHQgkWETU2willXO\n", "JJLAAIC5Zbn45ppaTvUFAHN8R5TfRlP3qNJue9wfVK43ohD996YuI+lRmUHna5T4sL5D6qRENFgF\n", "htsupvR8NkIqe9prlZDs7wgnMNSeJkAo4cSWgLx1dACvMgkMrXKr46vylXbXJ2gYKsfLtILwb/+o\n", "hgJDThYkK6ZqJWn74LiyQFCa64hoWc3uE0BtVInESeX1gsg86PhTDMwwJRMYLruIhRXhwcw/NVQY\n", "PSZKMHJilJD87WA3V0sqc99rx+CbGCHkOOIffGorMMwnMNhJwaAVCowog/zZjJFnUY4diyrzVP4S\n", "0RUYI74Afv9muFuAOoGhZS7WM+JXJur5LpsSb5ddxA9Om4mFKlWDljRYFARugqFl5Nk74sOfdrUo\n", "jy9ZUon5zPl2rD+kxOE8MBxyAoNVYAS5/Q99r9A+1RXlKKv2LpsQNdZa2EQBDg0Pg3SrL4DobXB7\n", "NVQLasx4YCS7rpyF/X2P+oKahqR5Ljv3e45n1ZU9b3tH/dyK8r+vrY1q6FvCXOu6h6OUkKRIgaFf\n", "QpKc45Znl3D+onLl8e/eOIbvvnAAX/rL+4pnT1muUykD0UJt5Nkzwiep893RFRimTDyZa1G6Wqhm\n", "CmoD5I6hceX377aLqC3UNtP8wYaZOKHWq+neoWV4W+Jx4LfnHYefbmzA5xcn3p1IhlVgHJ1Qa8Z7\n", "XsSDWvnGllvqqbZyHYkvehAEQRCEWaZkAgMAltV4lb+1ykh6udKOGAqMKCaegaCE//tnWH1x1rwS\n", "Tv2hfEYC7vGs0VjH0HiEAalRWbEVJSRGPDCAkIJgfnkuRAG4fHkVbKIQsXIsabRxBELH5tubD3DH\n", "bV1DEfcafhI8Uds8qG/OluOw4SenN+C4ciaxonPc86P4YASCEm7/+2GlW0NFnhPnLChDRZ5TqY3v\n", "HvZjxBfQNPHkVhE1SkjkQaxNFPDva2qxpDoPN6yeHlfyS0tpkSz/C8B4bV9OtC4kBhJz7Kppp4a6\n", "aiRGZ4Jkoe6uolVCAvBS92ir8XrxdNlFuGyR07HPzS/FyunRV4zZc17dOYPtwpHMBAbngcGWkFjk\n", "gRGN1atX47xF5co+dI/48faxAe66Nr0wetlApAKDT4ZzJqsT14mBcf2ytWiw5Y3JaGtyr1/GAAAg\n", "AElEQVSbKKms5+VLSCTsZ8pH5pR6dE1na4vc+NHpDXjw8/Px+cUVyrHPcYhYUBGpzANCE/oV07yW\n", "GtmyCoxjigIjMmmXCg+MUX+Q64aim8AgDwzCQqj+f2pDx59iYIYpu2SztCYfeDP09z+PDXCtNgG+\n", "O0gsBUY0E8+tB7qVlYx8lw1Xr6yB0y7iyfc6uNfF24EECJl7yZ1VfAEJveq6a4PJkUTrWccDQaVu\n", "XhSidzuwiQJ+8dnZXIcQpz1UvjDmDyIghSaa6m4DrQNjuOnFg1z71cuXVeK02bwsXuu7sOZsWp4R\n", "HqcNt57RgDu2H8betiFceLz26lpohTt0TN9rG8J0ZmXv//7Zil1MYuVrn56mSG+rvC5lv5v7xzDK\n", "TM61Skh8gSAkSdI1L1xVW4BVCUiY3XYxQmmj5yuRSqIqMAyc116XDQ6bAF8g1L1FdvRXtmlBN4t4\n", "cKtWOPnWteHvcvb8Muw6NoCCHDtWTvciHvLddowx5/uMQjeuXlkT5R0hiqMoMNiE63Sd1WwrYBMA\n", "yfDAiEWu04YrllfhVzs/4Z4XAMwocuOyZVVR369WkLB+PkU5dq7MUFFgaJSJGWFumQerpnvxfvsQ\n", "LlhknRpgMqIuIdnPdPOZV+7RegtHZb4LX/pUNS5bWol97UOo9rpith+3Et4DYxSSJKmSdqnrQjLi\n", "C6CZNa31at/LKYFBEARBpIP0z1bSxKySHHhdtpDJ3agfh7pHMZPxZeAUGDEmdXomnn6V+uL8ReXI\n", "ddpw0fEV2Ly/i1NrlCSgwACAXMGHoQlBTceQz7SJJ5D4YIRVOJR4HFFl1kCo/litHPC6bOiYiEv/\n", "mJ+bYHYP+/CNZz/iatGvP2k6Nh1XCjV8F5LQd2mPosCQyXPZ8aPTG/DKK404eWaR5mtmFufgg4na\n", "6l++cgS+QBBnzy/DG5/0ccf74iUV3Ip3DZPAONo3pigsgPA5ZBMFpZ1eUAqdQ4MaJSRW4NZQHyTT\n", "BNBof2utzgBASN3ClhbpTS4EQUCJx6EoBjqHfJheqJ0UiadNabyou6uw38XLlBV8aroXj35hEZw2\n", "gWurqyZaPL0um+L/YRcF/Me6GYa8TVgjYTaB4QvwK7LTNVpHWoV+CUnyu8fIMT1rXgm8LhvaBsdR\n", "7XWhpsCF6nyXpg+AGjax1jvq5xJVRTl27traP+bHeCCoXAtEAVE7XqkRBQE/PqMBQUmCaLDjRSpJ\n", "ZU97dQLjA9b/oizS/0IPp13Ekup8S/fNCEU5dngcIoZ9QQxPlJhpGTgnK6YRCow+IwoMfbUcQbC0\n", "9I9xYzAt+vr6UFAQuSgTb1c8YnKRyvtFpkIxMM6UTWCIgoCl1fnYfqgXALDrWD+XwOjmzDXjU2Bs\n", "+bBLmUR5XTZ8bn5ZaHseB85ZUIZHdreFPyPBtoReexDtYxMJjMHx+Ew8mUlBLA+MMX8QR3pHUV+c\n", "oyQq2gz6X0Qj32VXlBIDYwFUMuPI5/d3KskLhyjgu+vqsFplwiejlYxhzVq1aptZos0FvrCsErtb\n", "BtHcPwYJwH++ehRHekOGf3JKYml1Hi5XrdRWF7iAiUXdpu4R5XmXTeAmH067qJQ5jAekuA3+YqE1\n", "UcoIDwwnr1SQGdBpR6lFKZvAGPZxioFhrgtJejww2ofCBnm5TltEoiLRCXpFvgtN3SHFxJUrqtBQ\n", "EnsFGlAlMJhrSHP/mLK/5XmOpMbNkAIjyavRgiBgjU4CMxZ8CYlPVfbkQB+TuBoYDXAJjXyX8dab\n", "LJmYvEg1bAvqYV+Aux8ZUWCkG0EQMK3AjQ87Q4mXT/rGUuL7IqP26JENZgHtFqoA/zukLiRENNoH\n", "x/GtzQcMvLIj4pnvb6i3focIgpjUTFkPDABYVhOeHe9q5n0wesx0IWFv/P6Q7D8oSfjzO+EExQXH\n", "V3A3+wsWlXMrsokasM2dHpYPdwz5NDscxCJXQ7WgRf+oH9c+uR9ffeoD3NN4RHm+bZAt0YgvgcGu\n", "RPcz3wEAtwJ89cpq3eQFEOk3APAlJHoKDJloGdCyXCd++dnZmFsWHhQ/s69T8cMo9TjwH+vqIuqj\n", "2ZZ7TV3hBIZbNRlUdyJh3d2tHMRqJjCSqMCIywODOQ+NGHjKsH4AXapOJCPcRDg9bVRZP4l4Yx4t\n", "nl9cXoVV0724ZEkFzmNMKWOR77IpXi1D4wFFJXakN/zb0zNDtIoCDQWGupQqWcoZK1Y+ClUeHmoT\n", "T94Dw88lKJM9SU01qVxJYhUYHUM+ZTGh1OOIWs6YSbAdUY71jabWA0N1z2zhSkhim3gOjQd0fasI\n", "giBiQcoDioEZpnQCYymTwNjTMqjI1EZUqzexFBh2UVBWg4MS4AtIONI7qmwjz2nD2fP5Mgev246L\n", "loSTDnpmYUZhJ+Ttg+Oq+nqDXUgMlJAEJQl3bj+slEK89GG3MkE02oEkGtFaqbKS9lg1+FrfpcOg\n", "wagRCnMcuOPMWVil8iiwCcD31tdpnjOsDPcgm8BQJRL4TiQSVx9vaQJDq4QkwVImK/A4tBUYfSaM\n", "aUsZJUHnMC9btbIdpxnYBEaPRgcSK6kvzsGPz2jAF1dUm1qdFwVBs5VqqvwvAP4clBOxo/6gogCJ\n", "VVqTbsy0UR0YC2ia9BLm0SuRYhPNmQ5bmpVqBQZ7H2obGIdvoqypwG3X/WynXVS6WfmDEsYDlMAg\n", "CIIgkk/mjgJTQGW+S5lUjgUk7GsLmX79aVerMnkudNsNOe6ry0j2tAwqjxdX5WlKrj9/fAVuXl+P\n", "2z/TgOOrEktg9DR/rPx9rG9MmfjZRcHwwMeIB8bje9rx+if9ymMJoTaxgKqEJD9OBQbbiUTVorSL\n", "KeuJ1bUlV8MIsp0tIYlxTI30Ys5x2PCD02Zi45wS5blrVtXoJqPY1TW2JaU6gcF3IgkmbYLj0pgE\n", "JrMVo9H+1npdSMy0Bi5hEnpqBQar6khlFxK9sot4jVOT1S+c/W31TPzm2ARGshUY+S4bZPHS4HgA\n", "vkAwZUknK2LKGrJ2j/i4cr6QAoO/xqVykppqUtnTXi+BMa/cuP9FuqlhOpF80jvKJXDl8z5ZMWWv\n", "hWweokZHfaHsFxl5EgRhAam8X2QqFAPjpL/gPc0sq8lXShN2HRtArtOGJ95rV/79SyurDbVKczEd\n", "HUb9QbzbGk5g6CUnBEHAyVHKIMxQYA8PdD7qDJuXFbqN11TnxRiI7Gsbwu/fbI54ftuBHlxwfAXa\n", "BxJXOERTYHQxk/5YLQPZ0oChiUmQPBkTEL1DihlsooBvnDwda2cWwiYKUc3fynOdcIgCfEF+lUqt\n", "hGAVGL5AkDsWViYwtBUY6b8keBwhfwt/MNRFpGfEh6Ich27bUS04BUZECUn6FRgsySzbiQc2iSWr\n", "nj5hFRgFyU1giIIAr8uuJKz6RwNJK6NKBgVc/MLnrMchwmkX+WvcaIArIcm30ONmqiErIf2q6+u8\n", "SarA+KhzWPFUynGIlrZs1ULPPFavA4lMrtOmXJuHxgOcjw5BEARBJIMprcAAeB+Mt4724xevHFGk\n", "your8nC6qj2nHhEKDCaBsagyMXWFEU49cbnyN7u6b2ZCyjqKq008+0f9+OnLh5SVmTmlHmWi3dQ9\n", "gkPdIxaZeGorMEb94Ym8XRS4VUzt78L7eXQN+5TBYLGBDilm6tAEQcDyad6YzvU2UUClhjIlsoSE\n", "ddNXtVFNtolnBnhg2ESBk33LaiYzrYFZ1VSXqh3oUIracarR+6x4S0iSVStZrCohCUoSPuljPTCS\n", "14FEhk0C9I76VK1vk3fbsiKmbruomaySy8pYn5+BMXWniexKYKS6nletwhAFYM4kSmCwKj3WRJc9\n", "L5IVU4dN1Lwv6nUgkclVLRYQBEHEA/k/UAzMkFlLf2lgSVUeRCHkXXGA8SVw2AR8ffV0w+oFdjW7\n", "qWtEWXnLddpQX5yj9zbL0CtzMZfA0FZgSJKEu3YcRvuESWee04b/t74O97/ZjO1NoS4uWz7qRudQ\n", "4goMr1tbgcH6XxR7YqtKPCpzsfZB1sAzfStENQUubjIIRE9gjKtKSHItnHCrP1cUeAVMOllclYe9\n", "EyVd7zQPYs3MIi6BYcbEM6oCI4UmnnornMnwwEgENoHRM+JHx6BPMfP0umwp8UkpdNtxeOLv3hE/\n", "1xUolUmneCl02zHi471XZGVLPmfiybfTJQ+MxHDZBTC3IcwodKe001Ci5DhsKPU4uEUIIHWJLTej\n", "JJWp0ulAIpNo+3WCILIPmwjsVjVHMEN5nlPXPJggAEpgIM9lx5xSD/YzPeMB4AtLK7l61Fiwk5M3\n", "j4Y9IhZW5CZd+gkAb/zjVRS6CzifAMDcijqnWmBWqfe0DuK1I+Hv9O9ra1GZ78L6WcVKAmPz/k5F\n", "nVHotuvWI8eCVWAMMN+FKx8xIFHlv0tQ1UI1dnIlWb2YteqJ1bFy2lkTT1UJiZUKDNXA3uuyJ/Vc\n", "NRPTxdX5Shefd1pCN0EzxrQlKhVBICjBJgqQJInvQpLCyY1NFOCyCRhTGd3Fm8BI1jlarCohSaX/\n", "hQx7fPtG/ZxpZzInc1bFtDDHjpaBcdVzoXPSZReV88AflLhrm5W/70wg1T3t1UnCuWWTx/9CpqbA\n", "FZnAYK5TyYyp2xGZwIipwNDwmyIIYmrTNxrAD7ceivv9d545a0omMFJ9z5zMTPkSEoAvIwGA+iI3\n", "Lji+QufV2rADp7eYBEYqykdkyvIiJ/ZmVkv5lmjhgQib3FnXUISTZoR8O1ZM8yqlHOzAJV4DTwBc\n", "i0FdBYaB76ROxnSYMPBMJlpJMVMlJFaaeNr5ZEUm+F/IzC/PhWOiROlo3xi6hnzoHTVeGuW0icqK\n", "d1AKJ8DU3SxSkVxk0VoNzqS4A+C7kKgSGMnuQCLDdfIY9XMJVc8kUCmwRp4yrLcIq8Jg20OTAiMx\n", "1MbE88onT/mIzLSCyEF7KhUYaqpjeGDMKfNgxbR8rJ1ZyCU/CYIgCCJZUAIDwLKacCtMAcDXT66N\n", "6ZGghr3xsy0SFyXYXcQoq1evRrmGMWW8CozBMb/S05018JvPOLrbRQGnNBRFbCeRFqV6HhhmDDwB\n", "3jBxxBdEm0mD0WRlQLUGg9FMPPtG/cqE223XrlGOF7edHxQneyJtJqYuu8ida++0DHBtVI2oFtjW\n", "wnICK10GnjJa3gjx+o4k6xxVq1fSocBgj2/fiJ/zwMhNYucYq2Kq9VtiExisD0ZLf/jalG0KjHR7\n", "YMybhAqMaRpJbtZnIpkxVV+fPA4x5rX24iWV+OnGWfjeqfVYkMIFG4IgiGyD1BfGsXTG8uyzzyIQ\n", "CA00GxoasGjRIis3nzQWVORi5XQv3jraj6s+VY3j4mi7plUy4bKLmF2auhUgrdIIM5NSp12EwybA\n", "F5AQkEKtZd12AYd79Ccw62cV45l9ndxz8Rp4AvoKDLYVppESElEQ4HGIijKE/Q5lFnUgiYcab2wF\n", "BnsuscoTq1fh1J+bad0wFlfnY/eEgefu5kFTbVSBkNLmw4lTs2PQB1SALx9Jof+FjJYCI942qsmC\n", "nWj3DPvxiS0NJSSMyqp31K+ocYDJosCIPKbsd2IVGKz5cbaZeKYa9trptouYUZSa89VKtBQYec7U\n", "XCNyVEntaq/LsA8Yoc9kHRsTBEFkKpaO4N1uN8455xycc845k+oCbRMF/OSMBjxzxWJcaLJ0REar\n", "JeX88lxLV8yj0djYqFkaYXZVPVdlfilJUtQV2Hllnoga2UQSGOwK5MCYH8EJFUj3CGviaawEhJ3o\n", "HO5lExix35+sXsxleQ5uMgZEJhLYev8e5ntbLS9Xf25Rks0ZzcZ0CaNe2tXcryS0BPCJLj1KNRQY\n", "QxmowEjEAyMZsCVaPSM+7reTDgVGqIQkfNysNLJVY1VMYykw2AQG2/YzVRPVVJHqnvZsAmN2qSfl\n", "JWJWEEuBkcyYqscxU7EGPRlM1rExQRCpJdX3zMmMpQmMQCCAJ554Ao8//jh27dpl5aZTgjNO40lA\n", "u3Y0VeUjMlrKAq1a7GioHcW7h8OTB49DRLGHH2ALgoD1s/gykkRKSBw2EZ6JQVRQgiIdN2viCfAT\n", "HVbNkcj+JYooCKhWubpHKDCYBIdeKz0rUA9WM82LYW6ZR5mQsF1kvG5jZqOsJ4zciWSEKUVIR3cC\n", "LYm205ZZlXxOu6gkywJS+LfjsouaPjvJgD0X+0b8nA/MpFBgaCYwWAWG9nfIthKSVMMmMOZNovap\n", "LJX5Tqhy3Ck753NU96JYBp6EMSb72JggCCLTsHTGsnHjRuXvF154wcpNZzxaCYzjK1NXf7t69Wrs\n", "bRuMeN60AkOVwGBLN2YUuTXlpKc2FONPu1qVx4koMIDQ6uTwRAvCgbEA8lx20yUkgPaE3y4KhmKS\n", "zDq06gIXt6qt7gbCTmh7ktihINUlJGZj6rCJWFiRi7eP8a24jO6nlgfGMKfASH8JSSItVJN5jhZ7\n", "HBHdCKYXuCCmSE6uVmCUcUa2k8ADI4aJp1fnuGebiWeq63lZhdCKad4or8xcbKKAKq8LR5l22+y9\n", "LJkxVSe1qxMw5CbCTOWxMUEQxiEPDOPENXru7OzEo48+yj23adMm1NbWKo8djuiTTLZVjCyZmcyP\n", "W7scAMI3e5sgKQZiqdqfuUtXQk2B225qe+oExjFmECUPDtXvP7TnTczKdeHAkB2lHgeO7H0bzWL8\n", "30f0jQAI7Uf/mB8HG99E+4AHoeIB4KN338Yxe+zteZyVEfEozXXg1Z07Te2P1Y8x0AH2XDnSdACN\n", "XfuVf2859ony72zpjHxsrNqfkjlLudjINfqZ8HuSHy+uzotIYGBsyND1o3zWEuUtTa3dAGZqdrNI\n", "5fdRJ03M/j5T9Vgcd0P+Dcro/f6T8XgkAACh62fX4ChyAkOQb1eHPvoAjpZARsVL/bhtVADAKwDk\n", "xGljYyO6VPcLmTynLSP2f7I+Pm9hGY4cOYICh4SlE93FMmn/jD72BFxgh2fHDh0A5pcl/fPVxs7V\n", "XldGxCOZj1PNZB0bt/SP4aNjHQCAgoICAEBfX5/hx+OBydli1+/3p+396fxsK96fCDYR2PH+UQDm\n", "z7ecPL6zZLxk0u9vqjz2eIwrJwVJbjVhAYcPH8aMGTMAAM899xw2bdqk+bpt27Zh2bJlVn1sRvDk\n", "e+2497VjyuOFlbn4+aY5Kfv8xsZGnHjSp3HWA+8oXSs8DhFPXbHY1HZ+tPUQGj/uBQB879Q6vNsy\n", "iGffDzkhXr2yWtcjZHDMjzc+6cfCyryESzS+s/kA/tkcmrT+dGMDFlbm4ew/7AYQUlA8f+ViQ8Zi\n", "t247hO2HernnFlXm4e5Ns2O+lx1EWM3z+ztxT+MnyuOb19fj5PpC5fFj77bhf95oBgA4RAG+iQO6\n", "6bhS3PDp6Zbtx6HuEXz5if3K43vOnhOXga1R4onp++1D+LdnPuSeW1NfiP+3vj7me9sHx/GFh/cC\n", "AIpz7Hj40kV47v1O/GpnKPZnzivB11fXRtuE5fzXq0fx9L4O5fGq6V78+IyGuLaVzHP0tpc/xssH\n", "e7jnrlhehUuXRiYFk0FQknDm78PXslklOTjQNQIA+Pmm2ViYpG4HVsW0Z9iHz//5PeWx2y7imS+G\n", "r8UvftCFn79yhHuPwybg+SuXIJtI5jmazfz29WP4y5525fGPT5+JVbWhQXoyY3r/m814ZHeb8vh/\n", "L1qQ1pLLVLBr1y6sX78+qZ+RDWPj3c0D+NbmA3G///sb6vHDrYdS/l767Km374l+9p1nzsLiamuS\n", "IGaZ6vdMM9dje+yXGOfw4cN44403AABLlmTXQCwW6jKARWloJ2YTBZR4HOiYKLeIx9OAlWcPjQcM\n", "t1DMc9lx6qxi05+nhZdtpTrq5zpxFHvshl3RteqGy1NUwx8NdV1xtC4kPs7gL8keGBnWhQQA5pR6\n", "uG4ygPGyi2KPAwIACaHWxr5AkGvHmQ4TT7UCI9N8R2SKNfYrVQaeQMgrptBtVzxgWpg2yOk4bmbx\n", "uu3KuQfw5SOAtgdGfpaVjxDxM13ViSRV3WlYDwyHTUCpAcNrIjZTeWxMEASRDCwdPa9Zs8bKzU0q\n", "1JPQVCcw5IxdWa4znMAwaeAJRHpgGE1gWEk+M0EdGAvEZeAJaA/6jLZQTWYGtEadwFBNah06po7J\n", "7kKS7Ml0PDG1iQIWVebh9U/6leeM7qddFFDscaBr2AcJQOewjy8hSYMHhpVJo2Seo1qdfmoLU2vo\n", "V8AkMHgTz8z3wLCJArxuO/omWv+qO/xoeWBkYwvVqbySlAg1qk4k6fDAqMpPnedNtjOVx8YEQRiH\n", "7pnGySz7+0kMOxkUBWBBReoMPFnYLgEFcUxI2Uly68A4eiYmEA6bkLA5p1HyVa1U4zHwBLQnqEZa\n", "qCab0lwHnIzNfLQuJCxWO9HnOmxKS9d8l03TiDYTUEv5zEz62ePdOeTDCKPkSEcXErV6IBETz2Si\n", "nnCLQuo7EuglqibLRJ89T9XfRUuBQR1ICJlMUGBUkYEnQRAEkaFk5oxlEsIOUOeUelI+OZLNUFiF\n", "QTyru+xAaX/HkPL39AK3odaVVuB1hfe7fyzAGVlqrQzroTXoM1rPK8czGYiCgNmlIaMamxCZVNFr\n", "q2m1AsNpF3HF8ipU5jvxpU9VGy7NiZd4Y7pE1Y7YTGKujDneHYPjmiaeqUTdRjWeJKNMMs9RdaKw\n", "2uvSVQYlC73kTjJLSKyMKXtPKFYrMFxTQ4GRzHM0mynMsSv3b6dN4BQ7yYzp4up8yLf5k+oKo7+Y\n", "IAiCsBS6ZxonM5f/JiFzyzxYU1+IDzqGcdWnqtO2H/PKww6uDSU5pt/PDqKbJkzzgNTKx9UKDAeT\n", "ODGlwEighCTZXH/SNDz6bjtWTMtXun/IOO3aiYRkrNBeeHyFrjFrpjCzJAf5LhsGxkLJBzOJObaG\n", "u2PIl1VtVJNJkYffr1T6X8iofxdAyB8mVYnURDGrwMjXSGoQUxNBEHD9SdPwyLttOGNOScrUcdVe\n", "F+4//zj0jPgxP00qUoIgCIKIBY2YLEIUBEOdEZKFXDe1uq4Q155Qg/GAhI1zSkxvh530B5j+NKmc\n", "wLCrTf2jAbB9ckx5YGis1JYZNPFMdh1aQ4kH311Xp/lvegqMyb5CG29MRUHAabOL8cR7HShw2xX1\n", "ihHYhFXH0Dhn4qlWQ6QC9WfG41Mjk1QPDFXyIB0JDK3kTm4S/S8Aa2PKltzUqEoCHDYROQ6RK2ma\n", "7L9vLaieN37WzCzCmplFEc8nO6Y1BW7UFCT1I4g48AWCaGXMjM2S6xRR7MmMBRyCILShe6ZxKIGR\n", "ZYiCgH9ZWB73+/UG0amcwKgVGL5geJBvpoREbfbntouWl2EkA5fOals2TnCMcvXKGpxQW4C6Irep\n", "8qxyVoExyHtgaCW4kk1ECUmGKjDyXTauhW96FBiRsZkMHUhkPregDJ/0jSLXaePaJMvku2zc+TgZ\n", "rk0EQaSH8YCEH287hI97RmO/WIO7zppFCQyCILIG8sDIEqyqm9IbRE9PpQJD5YERr4mnesJfnuc0\n", "7POQzjo0p46J52Sf4CQSU7soYEl1ZLlNLDgPjCHeAyMjTDwz1ANDEAQuWZg5CozkHjMrY1rsceCW\n", "DTNx45oZmqoqtQ/GZP99a0H1vNZDMSUIgshO6PpuHEpgEBxaEwRRiJRAJ5OILiTD8Zl4qieLmdCB\n", "xAipMvGcCpRFeGCkph2nHmybQpddzNjOLwBwxpxiACF/n3j8dBKlSCOBMZkUGLFQ+2BQFxKCIAiC\n", "IIjYZKZ+mTCNVXVTWgmMqnyX7qQ6GbBmdrJxIxBahfeaGOSrv4sZA8901qFpxdphE+DM4MmuEdIR\n", "06IcB0QBCEpA36ifK89Jx2S41ONAUY4dPSN+HFdu3MtDi2TH8wvLqnD6nBKU5jogJrlDjRZa6pTJ\n", "5IERi6mgwKB6XuuhmBIEQWQndH03DiUwCA6tBEZtUWrl4zZRQK7ThiHGcBEIlY+YafWp7kJSbtDA\n", "M91odSHJxslNKrCJAko8DnRMlCGN+cOeA+kw8XTYRPx0YwPeOjqAdQ2RBn2ZhtG2w8lAq9tMNvnA\n", "qLuOZNN3IwiCIAiCSBaTe0mXULCqbsouChEmkumof9dSWhR7zOXbXDYBrJ1EmYnJWHo9MCJ/ltkw\n", "uUlXTLWUNw6bAEcKVUUsDSUefH5xRcLJgWyvlcx12mBXtUxNtmomlTHNd2d/CUm2n6PpgGJKEASR\n", "ndD13TiUwCAiUMu0awtT538ho16dBMwZeAIhI0JWhTFZPDC0upBkQwIjXWi1zs0mL4VsRRCECCNP\n", "tapqMhNZQkKCSIIgCIIgiFjQiClLsLJuKtdhQzf8yuN0KDDUBneA+QQGEPJAkH00qvKNJ2LSWYdm\n", "E6D4NshkQwlJumKqpcBIR/mI1UyFWskCt50z8c1N8nFLZUyngonnVDhHUw3FlIgHUQB2Nw/E/f7x\n", "QDD2iwhiitPSP4b2wfG4399w/Kcs3JvshhIYRATq1f7pBWkoIdGofzfTgUTmosUV+O/Xj+HkukJU\n", "eVOvJIkHQQiVN7B+DdmQwEgXWsobUmBMDgpzsliB4SYPDIIgUkPfaAA/3Hoo7vd/f0O9hXtDENlJ\n", "++A4vrX5QNzvv/PMWZNmrpJuJv8yJAHA2ropdiBdmutIy6TBKgXGhtnFePTShbhh9XRT70t3HZrL\n", "pqr9z4LJTSZ5YHiyQIGR7nM0FUSUkGSTBwZzjXPbxQi/j2xgKpyjqYZiShAEkZ309fWlexcmDZN/\n", "FE9YDrvaPyMN5SNAZH04EJ8CA4CpziWZgtrIkxQY8aPpgUHxnBSoFRjZpFJgkzPZWD5CEARBEASR\n", "DCiBkSVYWRfLTu7S4X8BWKfAiJd01xk7VUae2TDBIQ8Ma0n3OZoK1K1UPc7s8cCo8bowp9QDADh1\n", "ErTUjYepcI6mGoopQRBEdlJQUJDuXZg0kAcGEUF9cY7y98LKvLTsgxVdSCYzTlUJSTatPKeawhw7\n", "7KIAP+OKSh4YkwN1AiObfgeCIOCes+egZWAM09LgM0QQBEEQBDEZmfzLkAQAa2INkDgAACAASURB\n", "VOtiN84twZUrqnDtCTVYXZeebKDXzU9UHKKgqcpIFumuM1a3Us2GiVu6YioKQkTyizwwJgcFahPP\n", "LPLAAACbKGR18mIqnKOphmJKEASRnZAHhnFIgUFE4LaLuHhJZVr3Qa3AKPY4JqWXRbw4VAoM8sBI\n", "jLI8B9qY1lY5pMCYFBS6+cRTNiTyCIIgCIIgiPiZ/MuQBIDsq4v1qtQWxZ7U5trSHU9XFpp4pjOm\n", "ah+MbDDxTPc5mgrUXUiS7V0yFWKaSiie1kMxJQiCyE7IA8M4lMAgMhK1AmMq+V8AkV1IcrPAxDOd\n", "lOdmXwnJVKDYY4djor1ocY4d4hRSYREEQRAEQRCR0Cg+S8i2uthcpw3sVCXVCYx0x9Npzz4Tz3TG\n", "tFSlwMiGEpJ0n6OpIMdhw1WfqkZtoRtXr6xJ+udNhZimEoqn9VBMCYIgshPywDAOeWAQGYlNFJDn\n", "smFgLAAg5IExlVArMLKhhCSdlOWpvRQodztZOG9ROc5bVJ7u3SAIgiAIgiAyABrFZwnZWBfLlpGk\n", "WoGR7niyHhiiEDJWnexkkgdGNigw0n2OZiMUU2uheFoPxZQgCCI7IQ8M40z+WRGRtbBGnlNNgeFg\n", "SkjynLYp1YElGZSRBwZBEARBEARBTHpoFJ8lZGNd7NqZRQCA0lwHFlbmpfSz0x1PVoGRDf4XQHpj\n", "WuC2c61pPVmgwEj3OZqNUEytheJpPRRTgiCI7IQ8MIxDHhhExnLeonKsqvWiLNcJVxaUUJjByUy2\n", "syWBkU4EQcDCijz8s3kARTl2lOROLUUPQRAEQRAEQWQDlMDIErK1LnZagTstn5vueDqZhE1elrRQ\n", "TXdMv7W2Fn9v6sXymvwIk9TJSLrjmY1QTK2F4mk9FFOCIIjspLioALubB+J+f57ThsHxQMrfm+j7\n", "y/OcqPK6TL2HEhgEkYGwE2zqQGINpblOnE/dLAiCIAiCIIgMo280gB9uPRT3+7+/oT7u9yfy3kTf\n", "f+eZs0wnMCb/MiQBgOpirSbd8cxnVBeF7uwod0h3TLMNiqf1UEytheJpPRRTgiCI7MTv96d7FyYN\n", "cSswgsEgJEmCzUarwwRhNSfNKMC8Mg96R/0467iSdO8OQRAEQRAEQRBE2okrgfHiiy+iqakJ55xz\n", "Dqqrq5XnW1tbsW3bNthsNqxduxZVVVWW7SgRHaqLtZZ0xzPHYcOvPjcXkiRlTQvVdMc026B4Wg/F\n", "1FoontZDMZ180NiYIAgj2O3k7GCUuEpINm7ciFNOOSXi+TfeeAOXXnopLrroIrz++uuJ7htBTHmy\n", "JXlBEARBEFMRGhsTBEFYi6UeGB6PR/nb6XRauWkiBlQXay0UT+uhmFoLxdN6KKbWQvG0Horp5MOq\n", "sbHbLiLHEd9/tBRCEJkPeWAYR5AkSYrnjfv27UNhYSFXQrJlyxacdtppEX+refvtt9Hb2xvPxxIE\n", "QRAEQRBEwhQWFmL58uVJ/QwaGxMEQcTGzPU4arFNZ2cnHn30Ue65TZs2oba2VvP1gUC4/2s06Xuy\n", "bxYEQRAEQRAEkW5obEwQBGEtURMYpaWluO666wxvbGRkBAAgSZLyN0EQBEEQBEFMRWhsTBAEYS1x\n", "lZBs3boVTU1NcLvdqKurw5o1awAAzc3N2L59OyRJwoYNG1BeXm75DhMEQRAEQRDEZIDGxgRBENYS\n", "twcGQRAEQRAEQRAEQRBEqrC0CwlBEARBEARBEARBEEQyoAQGQRAEMWUIBoOcqR6RGBRP66GYWstk\n", "iOdk2EeCIKxlqv/uE/n+th/84Ac/sHZ39GltbcXTTz+Nffv2oaSkBPn5+an66Kxj7969aGxsxN69\n", "e+H1euH1eim+CTAyMoK77roLDQ0NStwononR1NSErVu34uDBg6ivr0dHRwfFM04OHTqEbdu24b33\n", "3oPX60VBQQGdn3Hw4osvYsuWLZg+fXrM3znFNzZa8dS6NwEUT6NoxRSge1S86MVTfX+y2Wxpi6fe\n", "Pk7F4/vss8/i/fffx/79++Hz+VBRUZHuXUo6U/E4s0zFYw6YG49kI1rf39S5IKWQp59+Wvn7ySef\n", "TOVHZx3bt29X/n7++eclSaL4JsILL7wgvf3229KxY8eU5yie8dPT0yM1NjZyz1E842fz5s3K3/R7\n", "T4y9e/ca+p1TfI2hjqfWvUmSKJ5mUMdUkugelQjqeGrdnyQpvfHUOuZT8fi+9NJL6d6FlDMVjzPL\n", "VDzmMkbHI9mK+vubOReitlG1Go/Ho/ztdDpT+dFZh9z5hYXiGx89PT3weDxwu93c8xTP+HnnnXdQ\n", "WFiIJ554AgsXLsScOXMongkQCAQQDAYhSRKkCd9liqc16MWR4hsfWvcmgOKZCHSPshat+xOQefHM\n", "tP1JBYFAAE888QQkSUJ9fT2WLVuW7l1KOlPxOLNMxWOuB50Lxs+FlCYwJKbhicPhSOVHZy1btmzB\n", "ypUrAVB846WxsRFnnXUW9u/fzz1P8Yyf9vZ2AMC5556L559/HrNmzaJ4JsDChQtx5513AgAuu+wy\n", "AHR+WoVeHCm+icHemwCKZyLQPcpatO5PoihmXDwzbX9SwcaNG5W/X3jhhTTuSeqYiseZZSoecz3o\n", "XDB+LqQ0gcEadQiCkMqPzkq2b9+O2bNno7S0FADFN17a2trwzDPPoL29HXV1daiurgZA8UwUeSW2\n", "pqYG3d3dFM8E2L17N77zne8gGAziueeew9lnn03xtAi9OFJ840d9bwIonolA9yjrUd+fSktLkx7P\n", "zs5OPProo9xzmzZtQm1trebrs/n4GonFVJnAZfNxNstUOeZ60LkQJta5kNIExsjICIBQhkn+m4iP\n", "V155BRUVFairq1Oeo/jGx9VXXw0A2LdvHwoLC5XnKZ7xM2fOHDQ1NWHWrFno6enBggULKJ4JIEsJ\n", "RVFULuoUT2vQiyPFNz607k0AxTMR6B5lLVr3JyD58SwtLcV1111n+PXZfHz1YnH48GHMmDEDADA6\n", "Oprq3UoL2XycjTAVj7kedC4YPxcEidWrJJnm5mZs374dkiRhw4YNKC8vT9VHZxXt7e34/e9/j3nz\n", "5gEABgYGcNlll1F8E6C7uxt/+ctfUFdXh9NPPx0Ana+J8pe//AU2mw1lZWVYvXo1xTMB9u/fj337\n", "9gEAFixYgLlz51I842Dr1q1oamqC2+1GXV0d1qxZoxtHim9s1PGcN2+e5r0JoHgaRescBegeFS96\n", "8VTfn4D0xVNvH6fi8d2xYwfa2toAAEuWLMHs2bPTvEfJZyoeZ5apeMwBc+ORbETr+5s5F1KawCAI\n", "giAIgiAIgiAIgogHMd07QBAEQRAEQRAEQRAEEQtKYBAEQRAEQRAEQRAEkfFQAoMgCIIgCIIgCIIg\n", "iIyHEhgEQRAEQRAEQRAEQWQ8lMAgCIIgCIIgCIIgCCLjoQQGQRAEQRAEQRAEQRAZDyUwCIIg0shb\n", "b72Fe++91/Ltdnd349VXX7V8uwRBEARBEASRLiiBQRAEkUZWrFiB0tJSy7fr9/sxPj5u+XYJgiAI\n", "giAIIl3Y070DBEEQU51gMIinn34agUAAwWAQpaWlOOWUU9Dd3Y2XXnoJOTk5CAQCqK6uxgknnKC8\n", "5/HHH4fdbockScjLy8Ppp58OAGhvb8eWLVvQ1taG3t5eAMCJJ56IioqKtH1HgiAIgiAIgkgUQZIk\n", "Kd07QRAEMZW5/fbbcfXVVytKjNdffx0FBQV47bXXcOmll8LhcAAAXn31VVRXV6Ouri5iG48++igu\n", "vPBC5XFHRwf27t2LU045JRVfgSAIgiAIgiCSDikwCIIg0kxNTQ1XRrJ06VK89NJLaG1txfPPP688\n", "HwwGYbfbUVdXh7GxMbz00ksIBAIQRREHDx5Mx64TBEEQBEEQRMqgBAZBEESaOXbsGDo7O5Ukxjvv\n", "vIM5c+ZgfHwcZ511lqLAAELeFgCwefNmrF+/Hl6vFwAwNDTEbdNmsyEQCKToGxAEQRAEQRBE8qES\n", "EoIgiDTy1ltvobGxEdXV1XC73fD5fCgrK8OaNWswNDSELVu2QBRDfstDQ0NYtWoVZs6cib1792Lf\n", "vn1wOBzw+/346KOPsHTpUmzcuFHZtuyRIYoifD4fzj77bNjtlLcmCIIgCIIgJieUwCAIgiAIgiAI\n", "giAIIuOhNqoEQRAEQRAEQRAEQWQ8lMAgCIIgCIIgCIIgCCLjoQQGQRAEQRAEQRAEQRAZDyUwCIIg\n", "CIIgCIIgCILIeCiBQRAEQRAEQRAEQRBExkMJDIIgCIIgCIIgCIIgMh5KYBAEQRAEQRAEQRAEkfFQ\n", "AoMgCIIgCIIgCIIgiIyHEhgEQRAEQRAEQRAEQWQ8lMAgCIIgCIIgCIIgCCLjoQQGQRAEQRAEQRAE\n", "QRAZDyUwCIIgCIIgCIIgCILIeCiBQRDElMTn8xl6nd/vT/KeEARBEAQxmaExBUGkDkpgEASRFXR1\n", "deGiiy7CGWecgTPPPBOvvfZaxGuOHTuGu+++G+eeey6uvPJK3W3t2LED3/jGN7BixQps27Ytmbud\n", "dTz//PNYt24dTjvtNGzatAk33nhjxGs+/vhj1NfX627j5Zdfxrp163DiiSfiu9/9bjJ3lyAIgiAi\n", "oDFFZkBjCkILe7p3gCCI7OKxxx7DT3/6UwwPD6O6uhqCIECSJKxfvx7f+973IAhCUj73qquuwi23\n", "3ILly5ejv78fZ599Np555hl4vV7lNXv27MGKFSvwjW98A5deeqnutvbt24cbbrgBS5YsScq+ZgqP\n", "PvooKisrsWbNGku2Nzo6it/85jfYunUrbDab7uucTidmzZql++/r1q3DunXrcPjwYdx33326r3vj\n", "jTewf/9+XH755QntN0EQBJGZ0Jhi8kBjCiJVkAKDIAhLueCCC/DLX/4SN954I15++WX87W9/w8sv\n", "v4zy8nLcddddSfnMAwcOoKioCMuXLwcAeL1eXHfddXjkkUe4123cuBFr166FKEa/9H3lK1+Jms3P\n", "FoaHhzEyMmLZ9lpbW3H88cdHHWgAQHV1NbZs2RJze5IkRf13q/efIAiCyCxoTDF5oDEFkSpIgUEQ\n", "RFJQ3yj+9V//FZ///OeT8lnvvvsu1q1bxz136qmn4kc/+lFSPs9KfvWrX+Hee+/FLbfcgi1btmDP\n", "nj1wuVyorKzEHXfcgZkzZyqvlSQJP//5z/HYY4/BbrdDkiR85StfwWWXXcZtc/fu3bjpppswPDwM\n", "j8eDuro6+Hw+/Pa3v1Vec95552Hfvn1wOp24/fbbAQA2mw2/+93vUFdXZ/p7XHLJJTh06BCam5sV\n", "qW1hYSGefPJJ5TVDQ0M4//zzMTo6iu7ubuzevTvqNqOtrF1//fXYuXMnhoeH8fDDDyuvv/3227Fy\n", "5UrldaOjo/jJT36Cf/zjH/D5fLDZbPjOd76DjRs3ctuT4/HLX/4SXq8XN998M8bHx3HiiSfiZz/7\n", "mel4EARBENZBYwpj0JhCHxpTZA+UwCAIIun09/fjlltuwWc/+9mkbH9wcBAVFRXccyUlJejs7EzK\n", "51nJDTfcgIKCAtxwww144IEH8Pvf/x4AsH//flxxxRV4+umnUVxcDAC48cYbMW3aNOVmPjY2hm9/\n", "+9vo6+vD9ddfr2zz5ptvxu9+9ztUVVUBANra2nDddddxn/v444/jwQcfRFVVFU4//fSEv8ef//xn\n", "RZ552223ab4mNzcXL7zwAgDg4osvTujz/vM//xPbt2/HBx98gGuuuUbzNZIk4fzzz8fll1+On/zk\n", "JwCAgYEBXH/99bDZbDjttNOU18rxuP/++2G32/HII4+gpKQEBw8eTGg/CYIgCGuhMYU+NKaIDxpT\n", "TC4ogUEQhOXIWf2HH34YoigiLy8P1157bUSG2kqSVQebKq655hps2rRJeTxv3jzcfPPN+MMf/oBv\n", "fvObaGtrQ0tLC37+858rr3G5XLjnnntwxhln4Nprr1VklieccAJ27NiBtWvXorKyEhUVFXj88cc1\n", "PzeapHJ0dBSf+cxnNP/t1FNPxc0332x4W8ki2mfu3LkTixYtwoUXXqg8l5+fj/vvvx+XXHIJN9iQ\n", "mTNnjjIwAYCGhgZrd5ggCIIwBY0pzENjivigMcXkgBIYBEFYjiAIuPHGG3Wz2FZTVlaGjo4O7rnW\n", "1lbk5+en5POtYNmyZZrPyXLJpqYmpR5XzezZs9HR0YHKykoAwE033YTdu3dj8+bNOHbsGAYHB3H6\n", "6adj/fr1pvbJ7Xbj5ZdfNvz6TBvwHT16FM8995yme/zAwIDme04++eRk7xZBEARhAhpTmIfGFNZD\n", "Y4rMgRIYBEEkBTOZ85aWFkWaGA+LFi3C97//fXzhC19Qnvvb3/6WEsfve++9F+3t7bjyyitRW1sb\n", "93befvttnHfeeRHPydn6hoYG/OpXv4p4nyRJOHDgAMrLy5XnhoeHsXjxYixevFh57qqrrsKKFStQ\n", "UFAQ9z5ONhYvXoyzzz4bt956a7p3hSAIgkgAGlOYg8YU1kNjisyBupAQBGE5ZgYaX/3qV1FTU5OQ\n", "m/i0adPQ09ODt99+GwDQ29uL3/72twnXRMb6Hn19fbjhhhvw9NNPJzTQkCQJTz31FJ599lnluX37\n", "9uHWW2/Fl770JQBAeXk5ampqcPfddyv7NTY2hm9+85v47Gc/q7ig79mzB5dddhl8Pp+yrc7OTjQ1\n", "NcHlcnGfW1NTgzfffFN5HAwGsW3bNrS0tMT9Pawk1vZqamrw1ltvcc+9/vrr+OCDDwAAxx13HPr6\n", "+vB///d/3Lba2tp0B24EQRBEZkFjCvOfQ2MK89ujMcXkIW4FRjAYhCRJMVvbEAQxtWB7tj/88MPI\n", "zc3FU089Bbtd+3JTUVEBl8uFkpKShD73vvvuw9e+9jX09PQAAH7xi1+gsLCQe82vf/1rPPHEEwBC\n", "N/N169ZBEAT8+te/xoIFCwCEbjif+9znMDAwgNbWVsVRe/r06fjjH//Ibe+vf/0rAoEAV0MaD4Ig\n", "4LbbbsP27dtx6623QhAEVFZW4oEHHkBRUZHyurvuugt33303TjzxRF3HcKfTiRkzZuDKK69Eb28v\n", "hoeH4XQ6cdttt8HtdnOfu2HDBmzduhXr1q2Dz+eD0+nEGWecgdWrV5vaf9kJvLe3l3MMX7ZsGe6+\n", "+27ldbfccgteeeUVAOH4A8D8+fPxX//1X9y2RkdHMTo6ym3v+uuv51aUZs2ahQULFuCUU05BMBiE\n", "IAhYvXo1vv3tbyuv+fWvf427774ba9euBQD4/X7U1dXh61//uvKaN998E9/5znfQ0tLCOahfdtll\n", "uOqqq0zFgiAIgrAOGlOYh8YUNKbIdgQpjvTQiy++iKamJpxzzjmorq4GADz77LMIBAIAQrKkRYsW\n", "WbunBEEQGcYVV1yBvr4+PPXUUwlt58EHH0RlZSXOOOMMi/aMIAiCSDV79+7FBx98gGAwiBNOOAHT\n", "pk1Da2srtm3bBpvNhrVr1yZU2kBkNzSmIAhjxKXA2LhxI/bt28c953a7Nd1XCYIgspUDBw7gwQcf\n", "THg7JDMkCIKY/HR1deHcc88FAGzevBnTpk3DG2+8gUsvvRQA8NRTT+Gcc85J5y4SGQyNKQjCGJaZ\n", "eAYCATzxxBOQJAn19fWa7rcEQRDZxM6dOxPexj333IP77rsPTqcTd9xxB+677z7Mnj3bgr0jCIIg\n", "UsmaNWsinvN4PMrfTqczlbtDTDJoTEEQxoirhAQI1RoVFhYqJSQsL7zwgm6fX4IgCIIgCILIVrZs\n", "2YKlS5eitLQUW7ZsURTK7N8EQRBEfCSljarD4Yj67y+99BKZfxIEQRAEQRBpo7CwEMuXL7d0m9u3\n", "b8fs2bNRWloKAIo/HBAyV9SDxsYEQUxlzFyPLUtgHD58GDNmzAAAjI6ORn2tzWajEhOCIAiCIAgi\n", "bezatcvS7b3yyiuoqKhAXV2d8tzIyAiAkC+B/LcWNDZOPrubB/CtzQdMvefOM2dhcXV+kvaIIAgZ\n", "M9djMZ4P2Lp1KxobG7F161bs2LEDQCiB8dhjj+Gxxx7D3Llz49kskQCNjY3p3oWsguJpPRRTa6F4\n", "Wg/F1FoontZDMc1c2tvbsXPnTuzfvx9PPfUU/vSnPwEAVq1ahYceeggPPfQQVq1alea9zFym+rlN\n", "339qf3+AYmCGuBQYGzZsiHhOy7iIIAiCIAiCILKd8vJy/Md//EfE89XV1bj44ovTsEcEQRDZSVwK\n", "DCLzWL16dbp3IaugeFoPxdRaKJ7WQzG1Foqn9VBMiWxlqp/b9P2n9vcHKAZmoAQGQRAEQRAEQRAE\n", "QRAZDyUwsgSqm7IWiqf1UEytheJpPRRTa6F4Wg/FlMhWpvq5Td9/an9/gGJgBkpgEARBEARBEARB\n", "EASR8VACI0uguilroXhaD8XUWiie1kMxtRaKp/VQTIlsZaqf2/T9p/b3BygGZqAEBkEQ/5+9Nw+T\n", "pDrPfN/IPbP26r16X9hpmlUtiRYgaNkIyx50vSHwMpZX2TNe7r3Yvh7bGo3Hsi35GXu8jGTrseSR\n", "YEDGQpKFAItuQFCsahq6G3rfu7r2LatyXyLuH5kRcc7JE5ERmZFVuXy/5+GhsnM9X0acjPOd93s/\n", "giAIgiAIgiCIpocSGG0C1U15C8XTeyim3kLx9B6KqbdQPL2HYkq0K51+bNP4O3v8AMXADZTAIAiC\n", "IAiCIAiCIAii6aEERptAdVPeQvH0Hoqpt1A8vYdi6i0UT++hmBLtSqcf2zT+zh4/QDFwAyUwCIIg\n", "CIIgCIIgCIJoeiiB0SZQ3ZS3UDy9h2LqLRRP76GYegvF03sopkS70unHNo2/s8cPUAzcQAkMgiAI\n", "giAIgiAIgiCaHkpgtAlUN+UtFE/voZh6C8XTeyim3kLx9B6KKdGudPqxTePv7PEDFAM3UAKDIAiC\n", "IAiCIAiCIIimhxIYbQLVTXkLxdN7KKbeQvH0Hoqpt1A8vYdiSrQrnX5s0/g7e/wAxcANlMAgCIIg\n", "CIIgCIIgCKLpoQRGm0B1U95C8fQeiqm3UDy9h2LqLRRP76GYEu1Kpx/bNP7OHj9AMXADJTAIgiAI\n", "giAIgiAIgmh6KIHRJlDdlLdQPL2HYuotFE/voZh6C8XTeyimRLvS6cc2jb+zxw9QDNxACQyCIAiC\n", "IAiCIAiCIJoeSmC0CVQ35S0Uz/pI54sV/0Yx9RaKp/dQTL2F4uk9FFOiXen0Y5vG39njBygGbqAE\n", "BkEQnvLI2+P4+FcP4y9ePL/cH4UgCIIgCIIgiDaCEhhtAtVNeQvFs3a++e4kVA3Yf3oOc6m88e8U\n", "U2+heHoPxdRbKJ7eQzEl2pVOP7Zp/J09foBi4AZKYBAE4Rm5oorFrFk+Mp8pLOOnIQiCIAiCIAii\n", "naAERptAdVPeQvGsjfk0n7BgExgUU2+heHoPxdRbKJ7eQzEl2pVOP7Zp/J09foBi4AZKYBAE4Rmi\n", "4mKBFBgEQRAEQRAEQXgEJTDaBKqb8haKZ23Mp/Pc7TiTwKCYegvF03sopt5C8fQeiinRrnT6sU3j\n", "7+zxAxQDN1ACgyAIzxBLSOKkwCAIgiAIgiAIwiMogdEmUN2Ut1A8a2POJoFBMfUWiqf3UEy9heLp\n", "PRRTol3p9GObxt/Z4wcoBm6gBAZBEJ5hV0JCEARBLC/5orrcH4EgCIIg6qKuBIaqqigWi9UfSDQc\n", "qpvyFopnbdgpMCim3kLx9B6KqbdQPL2nnph+7+QMPv7Vw/ijfz8DTdM8/FQEUT+dPl/Q+Dt7/ADF\n", "wA2BWp/47LPP4uzZs7j//vsxNDQEABgfH8f+/fvh9/tx5513Yt26dZ59UIIgmh/qQkIQBNGcfOu9\n", "KeSKGt64tICT0ylctapruT8SQRAEQbimZgXGvffei7vuuov7tzfffBMPPfQQHnjgAbzxxhv1fjbC\n", "BVQ35S0Uz9oQS0jmyQOjYVA8vYdi6i0UT++pJ6YLWXM+vjSf9eLjEIRndPp8QePv7PEDFAM3eOqB\n", "EYvFjL9DoZCXL00QRAsgdiFZyBRJqkwQBNEEpHKm/8XlBUpgEARBEK2JpwkMdqESDAZtH8vW+QwP\n", "D9PtOm9/4QtfaKrP0+q3KZ7ub6uaVlFCUlA17H/pFe45zfJ5W/02xdP722Jsl/vztPptiqf3t7/w\n", "hS/U9HxN05DKm55lI/FMU4xnuW8TzUOnfy80/s4eP0AxcIOi1bE9evToUfT39xseGM8++yzuvfde\n", "AMC+ffuwd+9e6fP279+Pm2++uda3JSQMDw+T9MhDKJ7uiWcK+MlHjlT8+z//1LUY6g1TTD2G4uk9\n", "FFNvoXh6T60xzRZU/Og/HzJu71gRxf/6+NVefrSW5ODBg7jnnnuW+2MAoGvjpZgvDo0u4uGnT7t6\n", "zufv24FdQz0N+kQmnT5fdvr4AYqBm/nYUwVGOp0GUFJi6H8TS0MnH/CNgOLpnjnB/0JH70RCMfUW\n", "iqf3UEy9heLpPbXGlFVfAMBIPEvlfURT0enzBY2/s8cPUAzcEKj1ifv27cPZs2cRiUSwZcsW3HHH\n", "Hdi9ezcee+wxaJpmqb4gCKI9EVuo6sSpEwlBEA3g8FgCj7w9hg9u7sf9161a7o/T1KTzKnc7U1Ax\n", "my5gRcy+3JcgCIIgmo2aFRh79+7Fr/zKr+Dnfu7ncMcddwAAhoaG8IlPfAIPPvggVq9e7dmHJKpD\n", "dVPeQvF0j2jgqaMnMCim3kLx9B6Kqbc0Op5/+8olvDOawBdfH6nogNSu1BrTVK5Y8W+Xyz4YBNEM\n", "dPr8S+Pv7PEDFAM3eFpCQhBE52K1gCAFBkEQXrOQKeDCfGkBrmqoMBAmeFKCAgMolZEQ3qKqKorF\n", "ymQRQRAE4R01l5AQzQXVTXkLxdM9rAIjHPAhWyhdMMfT5IHRCCie3tOOMT01ncJXDoxi59pufOLG\n", "tUv63o2M58npFHdbn2+qMb6YxanpNN63sRfhQOvt4dQa03S+clFNCQxvefbZZ3H27Fncf//9hrn9\n", "d77zHSOhsX37duzcuXM5P2JT047zrxto/J09foBi4AZKYBAE4QmsB8am0u3A8gAAIABJREFU/jBO\n", "TZeMfEmBQRDLx1cOjOLAyCIOjCzijq39WN8XWe6P5AknptwnMNL5In7jWyewmC3iY9esxG/evrFR\n", "H6/pkCkwLlMCw1PuvfdeHD16lPu3SCSCj3zkI8v0iQiCINqT1tt+IKRQ3ZS3UDzdM58xS0g2D0SN\n", "v8kDozFQPL2nHWN6ad5cpE4kckv63o2M50khgZFxkMC4MJfBYra0G354LNGQz9VoavbAkCowyAOj\n", "0RSLRTz55JP4xje+gYMHDy73x2lq2nH+dQONv7PHD1AM3EAKDIIgPIFVYGzpN3d5SYFBEMuDpmmY\n", "TZmJxVTOWZlFK3BiOsndzhaqtwRlO3HISirambTExHNsMYeiqsHvU5bhE3UG9957r/H3M888s4yf\n", "hCAIon2gBEabQHVT3kLxdA/rgbF5wExgLGTJA6MRUDy9p91iupgtIq+aC3vZLnwjaVQ8p5M5zKb4\n", "xKijEpKCOX6xrWirUGtMZSUkBVXDZCKHdb3hej8W4YBgsHrL2uHhYeM71ndjO+X2UoxfXbEFtdKs\n", "499+w22YTOQQj8cBAH19fQBQ9baamEVy8lJHff+tcJuNRTN8nqW8HYvF4BRF07Tq2xYes3//ftx8\n", "881L/bYEQTQITdPwY/98CNliaTr56k9fi5/7eqkWOBb04Vs/v2s5Px5BdCTnZtP41SePG7c/9f71\n", "+Pj1rd/i/JXz8/jMvnPcv/3m7RvxsWtW2j5v36lZfO77FwAAfgV4+pM3QlE6Q33wD6+P4BvvTlX8\n", "+5/+8HbctrF3GT5Rc3Dw4EHcc889nr3e0aNH0d/fb5h4XrhwAZs3bwYAPPXUU/jYxz5m+Vy6Nm48\n", "h0YX8fDTp1095/P37cCuoZ4GfaL6qWVMQPOPi+g83MzH5IHRJlDdlLdQPN2RKahG8iLkV7C6OwRd\n", "lZzKq8gXVYqpx1A8vafdYsqWjwDyXfhG0qh4igaegHMTT52iBk6d0irU7oFhxsfP5GzIB8M79u3b\n", "h+HhYezbtw8vvfQSgFIC44knnsATTzyBq666apk/YXPTbvOvW2j8nT1+gGLgBiohIQiiblj/i4Fo\n", "ED5FQU84YPhfLGQ6q96cIJqBGTGBIfFBaEVqTmAIj0nnVYT8nbGPw5YPbRmM4sxMqUvU5QXqROIV\n", "e/furfi3O+64Yxk+CUEQRHvTGb/cHUC71W4vNxRPd7D+F/3RUl60P2LmR+OZAsXUYyie3tNuMZ1N\n", "8wmMZBt4YGiahlPTtSowxARG6yV0ao0pO/YrVph1xiPUSpVoEtpt/nULjb+zxw9QDNxACQyCIOpm\n", "jlko6YmLXiGBQRDE0jKT5M+7dlBgjC5kkZCMI1N0V0JSut2aRp61wCowrlhptrm+TAkMgiAIosWg\n", "BEabQHVT3kLxdMd8plKB0SckMCim3kLx9J52i6mowGgHDwxZ+QgA5GpSYLReAqPWmLJj3b4iZngU\n", "TSZyjmJHEI2m3eZft9D4O3v8AMXADZTAIIgOIp0v4uKc96ZtogcGAPRF/Ma/kQKDAIAzMyk8/N1T\n", "+OLrI1iGBlgdR4WJZxsoME4w5SNrukPG325NPGW32xl2rH0RvxE7DcDoIqkwCIIgiNaBEhh1cHgs\n", "gbdHF5viQpzqprxlOeKpNvg4SuaK+PmvH8UvfeMYvvVeZTu9eoizJSQWCgw6Rr2lFeP56NsTODSW\n", "wJPvTuG4xU76ctKKMbWjwsSzDTwwTjLHzc513cbfmUL1+bNCgdGCyoNaY5rMmWONBv1Y3xc2bpMP\n", "BtEMtNv86xYaf2ePH6AYuIG6kNTIwcsL+P1nzgAAPvORbfjA5r5l/kREK3N6OoX/uu8s+iNBfO6+\n", "HYiF/NWf5JJ3RheNUo9Xzs/j/utWefbavAJDnsAgiFGm48H4YhbXrO5axk/T3miaVqHAYBexrUhR\n", "1XCaUWDsXNuNfadmAThTYIglNJ2qwIgGfdjQF8GBkUUA5INBEHb4fcCh0UVXz1ndHcK63nD1By4j\n", "7TouojOgBEaN6D/8APDueGLZExjDw8OUufOQpY7n08dnMJnIYzKRx2sX47hnx6Dn7zGRyBl/e137\n", "zSYw+iN6CYk5vSyUPTDsYpordk5LQy9oxXN+nlHqxJuwtW4rxtSKRK6IXJFXJSy1AsPreF6YyyBb\n", "HtPKriDW9dRbQtJ6CZ1aYlpUNeNY8ClAJODDBk6B4X1ZIUG4pVnn33imiM/sO+fqOZ+/b4frhf5S\n", "j3+pxuWUZv3+lxKKgXNotVAjU0lzMZhpQRkq0VwsZM0EQCLbmEXGxKJ5zDq52HfDvKSEhO1CMm+j\n", "wMgWVPz2v53Ex796GC+emfP0cxHNQ1HVuONggVQ5DUVUXwClMrJmKHmslRNTSePvq1fFEA6YlzBZ\n", "R11I+MdkWjCBUQspTn3hh6IoWM8sQkiBQRAEQbQSlMCokamEeXHYDAkMyth5y1LHkz2Gcg4uxGuB\n", "VWB4fczKupD0CwoMq5i+cGYORyeTyBc1fPf4tKefq10oqlpF0qnVzvmFbAEqs3ZuxrKiVoupHaL/\n", "BQCoGgwFw1LgdTxZA88rV8UQYRIYTua0dIFPDi+1IsULaolpivO/KMWMPDCIZqOd5t9aoPF39vgB\n", "ioEbKIFRI6TAILyE3Qls1AKjUQmMfFHFYlk14lOA3nClAsNusfpcuYYdgPE6hMlsKo+fefw9PPB/\n", "3uUMDFuN+TR/DDRjAqOdmE3J49vKnUjY4/+qlV28AqOWNqod8tvNJmpiwZK/0qquEIL+Ui/V+UwB\n", "yRY+LgiCIIjOghIYNVBUNW53qxlkqNQ72FuWOp5sQiHfoIvqSTaB4eHOI7sQ7Q0H4PeVLor7hQTG\n", "yy9XxnRsMYsj4wnjdieZ6jnl5XPzmEnlkcwV8b1TM8a/t9o5P5fmFQHNmMBotZjaISshAZZWdeBl\n", "PHMFFedm08btK1ZGXSUwVE1rixKSWmLKjltXYPh9CoaojIRoItpp/q0FGn9njx+gGLiBEhg1MJvO\n", "c1Jor/0EiM6DPYac1HK7JZkrcuqGbFHzrG3rvKQDCQCEAj7jYrmoAVnJsPYx6gugsksAwfujNOOi\n", "3ymiIoA8MBqLrIQE4MsJWompZA66OG11dxDd4QBXQlLtd1h2fyuWkNQCr8AwY7ahl4w8CYIgiNaD\n", "Ehg1MJ3kLwyboYSE6qa8ZXk9MLwvIWENPHW8SrxxHUiiQe4+vZwEAK658TbuPk3TJAmMzlhQuIGV\n", "/LMGr612zs+LCoxs8yUwWi2mdlgpMJJLeI55GU82IbMyVuo+EhY8MOwMSmXJ0VZUYNQSU1aBoZeQ\n", "AMDKLrOLSysnR4n2oJ3m31qg8Xf2+AGKgRsogVEDUwl+MdgMCQyiteESGA04niYSlQkMr47b+Uxl\n", "BxLZbfEC+d2JJMaExEq+qKGgtm6XhEaQZHbMW9kjZC4tKjBauyNGs8Mu+Nld91b1OmDHs6KrlCgN\n", "+BSUbRygarCdO2Rlc63YRrUWuC4kITOBEQm6M0ElCIIgiGaAEhg1MFmhwFj+C0Kqm/KWJffAYC4w\n", "G9GFpJEJjDmLEhKAV2C8dvAwd99zJ3n1hU4rmww2AnbHPJEzY91q5/yckMAqqFrTlQy1WkztmGUU\n", "Lxv7I8bfS3l+eRnPGeZ3d0XMVHqxKgw79ZrsWGtFxVctMWW/czaZFWVi1ynJHKJ5aaf5txZo/J09\n", "foBi4AZKYNQA24EEaE0ZKtE8qJrGdR5pRBeSSVkCw6Pjdp4rIeETGH3M7VRRMd+7oOKlc3PGbZ95\n", "F11IC7CLj5ZWYEhKGki23hg0TcMM4zmygWmZ2WxJI6dMp+QJDKetVGXzSqeoDngTT1JgEARBEK0N\n", "JTBqYCpBHhjtzlLGU/SiyDdAgTEu8cDwrISE2ekdEDww+sLmxfKajVuNv189P28spNb3hrGxj9kh\n", "bsFd0UaSFDwwdPPVVjvnxRISoPkSGK0WUytSedWYV8IBH+d1sJQKjEZ5YLAJjJBDI09Zh6NWTJbW\n", "5oHhRIFB8y6xvLTL/FsrNP7OHj9AMXADJTBqQFRg5Dzs6EB0HqISIltogIlnorJFnnceGIwCI2Kt\n", "wGAf9xxj3vmRKwaNbiVAay4qGgm7Y66hdUtsRBNPoHGdSF48M4dvHJlsu0WZpmkYPjeP/adnUbTx\n", "e+AX+wF0hczzq1UThDIPDACOW6nKlCftdnxYkbQw8YwwfzfDRgxBEARBOIESGDUgJjCA5W+lSnVT\n", "3rKU8RQvHBvhgTGZqFw8NqILSaUCw0xgnLp4GQAwnczh7dFFAIACYO8Vg5ysuVUXWI1CNF1cLN9u\n", "pXO+qGpcAkunEQqMI+MJfPaF8/iHNy7j20enXD232WP6g5EF/Lf95/AXL17A82fkHjIAv9gfjAW5\n", "RetStlH1Mp6zdZaQWJl4tpqRbC0xZRM1bLKYix0ljollptnn30ZD4+/s8QMUAzdQAsMl+aKKuVTl\n", "RTf9+BO1UpHA8DgZls4XpQvFJffAKJSMLp58dwr65vGNQ91Y3R3iZM2kwOARExiJFvTBWMgWIBMM\n", "NCKBcWgsYfx9cirt+esvJ29dXjT+PjGVsnwct9iP8gmMpWyj6hWaplmbePprV2BoaIznULORslBg\n", "1KJ80zQN5+fStgoggiAIgmgklMBwyUwqD9nP9nLLL6luyluWMp6VCgxvLwxlBp6y960FVdO40oCK\n", "EhJGgeGP9eJyPINvvWfuiv/INSsB8K39SIFhUlS1iu9pMVta9LfSOT8v8b8AGlNCcmk+U/PrN3tM\n", "2bHZGbrOCgqMLvb8akEPjESuaCQaIgEfl/B0WkKStrgv3WIlWfV6YFgqMBz+HvzPVy7hV75xHA8/\n", "farl1CtEc9Ps82+jofF39vgBioEbAtUf4pzvfOc7KBZLP5Tbt2/Hzp07vXz5pmAqWSnFB5Y/gUG0\n", "LuKxk/W4hETWQlX2vrWQyBah51tiQR9nqAfwCox4poB/fGMUhfLO3XVruvChLf0AgC7morpVPR4a\n", "gSyZ04oKjDmJ/wUAxDPej4Vd5MezzWUSWi8jcdPLRlTmsIiGl6wHRisqMMTxKIrZtshxAsMiXumC\n", "igEPPmMzw6orYiErBYaz4+LFM6XuUe+OJzGXLmAwFqzyDIIgCILwFk8VGJFIBPfffz/uv//+tkxe\n", "AMBUAxeD9UB1U96ypB4YgnQ377ECQ9aBBAAyhfoXMnz5SOWFbC+jwBhbzOK1i3Hj9qfev8FYiLAe\n", "GFRCYiJbpLaiBwbrkxL0m4tPr0tIVE3DJWaR71aB0cwxzRVUTDDnsl0iS1RgtLoHBls+srKLn2ci\n", "Ab49sxVW80qrGXnWElN2HolxCgx3Jp65osqVoyQo2Ux4SDPPv0sBjb+zxw9QDNzgqQKjWCziySef\n", "hKZp2Lp1K26++WYvX74pIAVG53FsMolnjs/gwzsGcNNQj+evX6HA8PhYYktIgj4F+bICwgsPDNaY\n", "cSBaOZ10h/3wKSj7H5gLjR++chBXrooZt2vZCWwVNK1UBsImaZwiW2y2pgLDPE429UdwZqbkTeF1\n", "AmM6mefOn3imAE3TuB37VuXyQpYrX1y0UZfMMD5NK2JBbte9FUu0RFNSFuclJBYKjA5ImLJjjFp4\n", "YDi5hlkUFFN2KiCCIAiCaBSeJjDuvfde4+9nnnnG9rHDw8NGrY+ecWqF27IOJABw8NC7uGnoA8v6\n", "+XSaKV6tfFvnM88cx2zeh9cvxvHYg9fjtVdf8fT93j12AkDYeL9soejp+fHuuVHop/rG/jDOzmbK\n", "76PW/frzGXNh0Vf2v2Dv9ykKoj4NyaK5gAz5NFynjgDYbDx+bC5gxODMxcsYzp1b9u/fi9upXBG/\n", "+Pg7WMgr+PQPbcf7Nva5er5M7n/szHkML55qivE5vX1kMgggBACI5RehH48L2YKn73eRKR8BSomz\n", "/S+9gojf2fP37NnTFPGS3dbWX8+NLSkocdjHX56JQhdYnj9+GJN+DUAXACCeytY9vywWFBz1bcDa\n", "njA2JU5DURobz4Mz5vGTmZvA8PCIcf/0xDiAUlIjW1AtXy+VH4KMA+8cwXx3cdm/X6e39X9z9X1l\n", "YtATyIffetM4H1gPDD3J4XS+B0rH4HLHw4t4Es1Bp38nNP7OHj9AMXCDojXIhWnfvn3Yu3ev9L79\n", "+/e3rDrj0987a8jgAz7FqOf//z68BR/e3u6VtJ1HQdVw35ffMW5//cHrMeBxze83353EF16/zP3b\n", "M5+8EX6fN7vGv/ntEzhe7lhw17Z+vHh2HgDwI1evwG/t2VTXa//b0Sn83asjAID7rl6B35a83i9/\n", "4xguzJkLy1+8bQg/vWsN95jvnZzBX750EQCwd8cAfveuLXV9rmaBHdeHtvbjj+7Z6ur5r1+M44+/\n", "d5b7t49etQK/86H6vrel5nPfv4B9p0ptPz952zp8+QdjAICesB/f+NkbPHsf2bn0lZ+8Fuv7whbP\n", "aB0ee2ccXzkwZtwO+hV89xdulD72x/75kLGj/uTP7kQo4MPHvnIIAOBXgKc/eWNdqpS/eeUSnjo2\n", "DQD4/H07sKsByjSWv3/1Er59tPR+v7p7PX5852rjvq8cGMVj70wAAH7+lnV46Ka10tf4vadP4e3R\n", "UoeaWNBnlEL84T1bcMfW9v3tVjUNH/2ndwz1DvvbomkaPvrld4wOQd/9hV0I+q0ri9++vIjfe+a0\n", "cfsP796CO7a1duwOHjyIe+65Z7k/BoDWvjZuFQ6NLuLhp09XfyDDp/duxWf2nXP1nKWYF3VqGRPQ\n", "/OMiOg8387GnHhgXLlww/s5kMjaPbF1YBcZQr3lRvNwlJKJqgKgPPZ6LgsTdzvm/VmTHjpdlJKyJ\n", "5+aBqO37uoXzwBA6kOiwnUiGekP4+PWrKh7D1ei3kaT71LTZxjNRg6GkzNA0YeGB0cwdAdhONZv6\n", "I0Yx0WK26Gk7Rtb/QmfBRdybeR4Vx5YvatKWy6lc0Ti3Q34FXSE/Qn6f4T1S1OrvdHRiKmn8Lape\n", "WLyK57RFC1WA76ThtI0qW4ayFCUkBVXDi2fmcGh0sfqDq+A2ppm8aiQvwgEflxhXFIUrKan2myCW\n", "fFEJCeElzTz/LgU0/s4eP0AxcIPnCYwnnngCTzzxBK666iovX7ppYD0wNvaxsv/2WXQRJmLCYjHn\n", "fhFaDdmxk/OoE0m2oBr+Az4FWM8m3Ty4cGcvaPssEhjbVphJk1/ZvR4hyQ5fu3pgnJlJGX/XslCS\n", "LRBkiZB/OTyBn3jkCL761ljFfc0A64GxIhZEd9hcNLlJMFTjkmQx3YhWrcvBiGRsi5LjYzYt79jB\n", "G3nWfo5pmsZ1Q/Hax0QG64Ehmng69cBg57vB6NImML5zdAqffeE8Hn76NI5OJKs/wUO4DiTByrnX\n", "TStV8VylBAZBEASxHMhXHDVyxx13ePlyTUe2oBoXa34FWMcpMJb3h5zqprxFj6dolLdUCox6d0h1\n", "WAPPVV0hxELuTNuqwZp4yrqQAMDP3bwWvZEANvaF8cHN/dLH8CaD7ZEMVDUNZ2ZNBUYtCyVZLPRj\n", "UD9GVU3D1w6OI1tQ8fihCTywaw3EdrbLzRyzAB2IBtEXCRjjWMgUMGBx7LjlUrxyke9mgd2s86iY\n", "NNBJZAsVigS2YwerNOgK+aCHJ5UvYgC1xXwmleeOZbv4ehVPsY0qC5sQtZvTWPPSwZh56bMUCdP3\n", "mKTFy+fmcO2arppfy21M2XHLjIT55LFLBUabzNVEc9Cs8+9SQePv7PEDFAM3eJrAaHemmfKRFV1B\n", "bjfDi91sovlYEBUYHu4W68gTGN4cT2z5yJrukOu2edXg26jKp5PucAA/Y1GXrsNeRNezO9xMjC5k\n", "uQWBVRcEO6RtVCuOyaKx81xQNSxkC1gZCLl+r0ahapqQ6AqgLxIwFuTxjDffdzJXxGyq8vxsBwXG\n", "fKYgbVkp+zdWgcEmMFgFRj0LT7GUhZ0DGoGqaRVtYVmclpCkl7GEhI3RkfEWVmAI51K7zNUEQRBE\n", "a9Fc23RNziSzs7WqK+Tqh7/RUN2UtxgeGEuhwJBcQHtVksQlMHpCiASdXew7hd2Rs/LA0LE7RtnF\n", "Vbu0NTzN+F8AHpaQCB4Y7OIOaMwx6pRcUcXoAr/AXcgUDJPA7rIfQy9zrHiVYJCVjwBA3EU8mnUe\n", "lakvAHlL3RkLvwivSkjEOM/bfH9exDOeKUAXpPWE/VzJCOCshETTNE5psdQlJGyMTs+k6iq9cBtT\n", "VoERkygwItxGjP3nIg8MopE06/y7VND4O3v8AMXADZTAcMEUJ8cPIuLC/IpoTUQFhmzBUC+NLCGZ\n", "WBQVGB6XkDC7vdUSGHawO4OpNvHAYP0vgNKi0a3RpiwWyRxvfCkmMJZLcZApqPj1b57Af/yXo/jf\n", "jBfHnESlwxq72i2A3SArHwHaQ4Eh878ArBQY5njZUgm2fKyeheeleUGB0eD4WpXE6IQDpill1kK5\n", "li9qRhIk6FPQw8xVS1H+yc6Tqga8N5Fo+Hvq8CUk9gqM6iUkfKwogUEQBEEsB5TAcMGUoMBgL5yW\n", "u4SE6qa8xdoDY4lKSBqlwAh4V/ZUVDUjwaMA3K66DLtjVHTCb+aOGk45NcMrMIoakHfZccNqgZDM\n", "FY14zqUbrxJywvC5eaMjxVPHpo3vcI4taSjvfPdFGBNPzxQY5sKaNVhuBw8MWXcVwEKBYeEX0cX5\n", "zNR+jIwIiaK4TQmJF/HkDDwlCQwnSdk08+/RoA/RAJswbexvNztP6tRTRuLaAyPHlJCEZB4YdXQh\n", "aZNkM9EcNOv8u1TQ+Dt7/ADFwA2UwHAB20J1leAnQF1I2hNxMSheiHqBLJHQCgoM9mK2NxLg2vO5\n", "xe9TEC63eVS11lc0aZqGM0ICA3AvV0/m5I9nj0vW8wDwtquHG/afnjX+jmcKGCsfe2yCZUBXYDDJ\n", "rrhHn5ctbbh+bbfxdzsoMNixresx/U2kXUhSlQkjQCwhqccDg09gLGQLUB0kHPNFFWdn0q7b5toZ\n", "eALOSkhEI8ul7HokS6AdGXOvwIhnCnjk4BhePjfvKsGb9lCBIZ5LpMAgCIIglgNKYLhgKsEqMILk\n", "gdHGWHtgLI0Cw0oK7ZZKE8/GJDCsWqiyVDtGo23kgzGdyksXLm4XS+zCi80PJXKFpvLAmEnm8fbo\n", "IvdvertIvoSktABtiAcGo1K4juny4EaB0azzKOuBcfVqc2xJyXzELfiZlqMxDxQY6XwRkwn+eFM1\n", "62NOj6eqafjj753Fr33zOH7tm8ct/UpkuEtgyBf26ZygwGBVBw2ea2Qmpyemkq7n30cOjuOrB8fx\n", "J/vP4WsHxx0/jzfxtO9CYveZNE2rSDZaJVgJohaadf5dKoaHhzG2kMWh0UVX/3ll+r7cdPr3D1AM\n", "3EBdSFwgKjDY3Z7lTmAQjWEhszweGHkPfpByRdVY3PoUYGVXEAGfAp9SWnQUVA0FVUOgRuUE14Gk\n", "Dv8LnVjIB31dU1roe9NaczkQDTx13CswzONtVVfISEixC0axhGQ5FAfPn5mFuLF+bDKJvVcMcvX/\n", "UgWGB5+3oGqceeh1axgFxjKamnpBvqhibJFJYKyK4YUzcwAsPDAsFRj1d/oRDVp14umCbRLz30/O\n", "4q3LpQTXhbkM/vO3T+DhOzfj9i3ytsosVgkZHScKDLYDUCmBsXQlJPOZfMW/FTXg2EQSN63vcfw6\n", "Z2ZNT51H3h5HNOjDT96wpurzeBPPyj2raMCZGiVTUJEXlIGkwCAIb5lM5PDw06ddPefTe7c26NMQ\n", "RPNCCgwX8B4YzaXAoLopb7H2wPD+gk120W21k+iGqUQe+qusiAUR9PugKIrjtoPVYC/MrVqoslQ7\n", "Rtld0UYvKhrNacHAU8dtAoNdaK7pZkoHsqYHRjMoMNjyEZ1jkyUFxqykhKTX4wTG+GIWhXIGZWVX\n", "EGvYMotswXHZQjPOo2OLOSM5tKoriJVd5tjEhGqmoBrnTtCnoCdsnlOsB0atbVQvzssTGLJFOlCK\n", "50KmgH968zL376m8is/sO4evHBit+t1UM/GM+B14YORZBYZfUB009nyxajN7eNxdGYmYdPrSm6N4\n", "6th09ecJYxcJO/TAkJ2n1EaV8JJmnH+XEhp/Z48foBi4gRIYDknlisZuQ9CvoD8S4HZ+ltvEk2gM\n", "4mJwyUw8PVBgTCTMxQa7+PXKyJO9MHdSQlKNqAc7xM3CaYn/BeBOuq9pGrfDubqHXbiasa/oQrLE\n", "HhhnZlI4O1uSzoT8CnQ9z9nZNNL5Iq/AKC9A+7kSkvq/a97AM4KAT0F3ecGuaq29U8yaZm7oixjj\n", "AioVGKxhan80AEUx1VVs+UCt8bAq/bDrRPLlA6OGCmZVV5Cbix57ZwL/ff85W08HNyUkVvMmX0bh\n", "W9JyNTY2A0yi160Phqxc429fuYR9pyqThyxpFwoMu98D2XmaVzXPDKcJgiAIwimUwHDItKC+8HIn\n", "2wuobspbrDwwErmiI8M6N2Qki1ovLgonmFp1dkc64tHuI3th7kSBUe0YjbWTAmPaVGAM9Zqxd5Mw\n", "yrKtH/0KVjAxTuSKRjyXuwvJ/tNzxt+3b+nHpoEIgFLi4ORUSmri6bUCg11Yb+oP1/wezTiPjrDJ\n", "mf4wuhlVhfhdz0ta1upwXUhqTGCwyRTddFd8X5avP/cqnjk+Y9z+jQ9uwN/ffxVu3WCWTrxyIY6D\n", "lxdlTwcgdCFxUEIiS4awi/hI0L+kXUjY2LAlM8emkq7meTbptLl8jmkA/vKlCzg5JVd8AdUVGJGg\n", "MxNPq3OolZODRHPRjPPvUkLj7+zxAxQDN1ACwyGTrP9FWcLbTCUkhIlXCYaCqlVc3Kqatzt2+aIK\n", "WcOReruQaJqG5xlZ/7oes62kV8et1x4YS9kZoJEsZApGuVnQr+DKlTHjPjcKDHaR2RX0oztsxlhf\n", "uOYKasUu/FIqMIqqhufPmMfZPTsGcC1jMnl0MsmpAgbKngyxoM/wXskU1LoTwGxnjI39pcVdI1q1\n", "LgeXbBQY4uJxnksW8Yv9mAe+D5cszERli9uiquHpiZBRxrZ7Yy+ZH8Z4AAAgAElEQVQ+sKkPvZEA\n", "/uSHtuPOreZi/i2LBEZB1YwxKagcE1DqYBT0mR2MZK2KRQUGu2jPFlTXnVHcwMZm22AUG8otfvNF\n", "DcdtEg8sqqDG+tx9O7CVSRTuP2OtwuAUGKEqCgybhLZlAqOF5+pGoKoqikWKCUEQRCOhBIZDWP8L\n", "fRco4tC9eymguqkS/+u1EfxfXz2Mb783Vdfr7Nmzx7JcxMsFotVxU28XktcuxnGoLFH2K8DdOwaM\n", "+7wqfWIVGH0eeGC0iwKD9b/YNhjlEg9u5gl2wRIL+YWd9wL27NlTob7Q71sq3h5dxGyq9H4D0QBu\n", "Wd+La5kOIEcnktJEl6Io6GUSDPWqMC4yCoyNfaWFXS8Td6etWptxHmU7kGzoExUY/LjYch0xqVhv\n", "FxJV0zDCxHkn06pW9v09c2IGY5nSe4b8Cn79AxuMkha/T8FHrhw0HvvWyIL0PefSpo9PfzRgaTgc\n", "qqKG5NqoBnzwLaGCUjz+2bgdceiDkc6rRhwiAR8GokH87C3rjPsvzFl3dWFb5sq6kDhVYFj97tXT\n", "krfdePbZZ/HFL34RExMTxr+Nj4/j0UcfxeOPP46xsbFl/HTNTzPOv0sJjb+zxw9QDNxACQyHTCUq\n", "FRjBckcHwOzoQCwfc+k8vvXeFFJ5FY8fmqj+hCpYSfG9lOhbLWhFt3c35IsqvvTGqHH7R69dhQ3l\n", "RR3AKzDSDi7ci6om3aGMcxfm9XcMibWJAoPtQLJ9RVSQqzsfF5vA6Ar50MN6H5SPwdl0pXniYqZo\n", "6ykAlBQ6f//qJTz83VO4MCf363ACW3//4e0D8PsUXMPszL8zumgYUHaH/NxCsy/M+mDUnsDQNI33\n", "wCiXkPCdTlr3eGITGBv7IugK+Q2fkVSeVw/IynV0uARhDbL/6WQe2fK81Bv2G3EGKktI0vkivnLA\n", "nIMe2LUG63rD3GN2ru02EhLn5jJcqYgOa+Ap87/QCQfMxIYsGSGaeJb+72zhXi+i2TGbwDjs0AeD\n", "nwtKn39zvzmnX7RLYLDJG6kHhkMTT4syISohMbn33ntx1113cf/25ptv4qGHHsIDDzyAN954Y3k+\n", "GEEQRJtBCQyHcC1UywoM0QdD5mXglvl0HhfnM1UXICJUN8WrZOKZgusYsgwPD1vuZC96KEe3UkDU\n", "Y+L51LFpXC63O+wO+fEzN63l7o8wF6zVdh6PTybx4187jP/4L0e5UgDAew+MpTTWaySsAmPHihii\n", "odrGxbc/9KMnXOmBIRp4AiUJfTWlx+GxBL59dBqHxhL432+NO/5MLOl8Ea9ciBu39+4o7ahv6Asb\n", "3S+yTCJOPEZY1U49Coz5dMEoo4kGfcZCtzfiPkHSbPPoQqZgxCbsV7CqOwifonBqCnYByZ+TQglJ\n", "qL4SEk7l0h+xbYV7YiplJHrXdIfwU5J2n9GgH9cxah2ZCmO6ioGnTjU1BZ/A8HH/B/g2q14j+pLc\n", "sM5MYBydTDra+GC/Y6VQmtuHesNG6cx0Ks8Z+7Lw5TP2CgzbBIbF61MCw55YzCwhDIVCNo8kmm3+\n", "XWpo/J09foBi4AZKYDiE3R1aZdHRod7Wl9PJHH7260fxS/96jDPGI5zB7tYVVK1uHwmr7gii50A9\n", "WJaQ1ChpXsgU8Mjb5oL0wZvWcgs5wF3p0yNvjyOVVzGRyOHFM/wxaSdXrwW+Rr91L4rZDiQ7BAWG\n", "mwQG23WgS1JCAlQaeJr328eP9TI4OZ10/JlYfnBpwThOtwxEsH1FFADgUxRcvaqr4vGifwGnwKij\n", "7IXzv+iLGGUKdgvsVoFVX6zvC8NXHptVJxKxCwlLl9CFxG2C95JQpsOqrkQFxgSjWLx2TRenvGG5\n", "hTHzlPlgsAm6FRIDT51wlVaqaU6F4Of+X7rf/rzUNK3mhDiXVIoEsLo7ZHRiyRZUnJqu7oPBKmYi\n", "/tLn8PsUTgVzwaJDTDUFhtOuVGwSkDVwJQ8Me9jjJhisrlRkFzDDw8MddfvIkSOOHz+2kMVLx0bw\n", "0rERHBpdxKHRRUe3E2lrtZLX1DL+eDyOpaJQcP+7yH6+5fz+2/X2kSNHmurzLPVtN9S/6ugQ9Dpv\n", "ABhkLsQjQR9QXq+UDLBql9KzC4LvHp/G3isGqzzDhOqmUCFBTuWKnN+DG/bs2YPvnZyR3udlCYlV\n", "oqLW5Muj74wbn2+oN4Qfu3ZlxWOcmngmsgWuOwC76M0VVWMX16eAW1xbUe0YrVWp0Eyk80VcLsfJ\n", "pwBbB6M4N5vm7neKKBsXu0/s2bMHX31LXlO9mC1gdbf1bh+rKJtMlHZvWa8OJ+gqHwC4dUMv17Lz\n", "mjVd+IGwoy6WNLCJNasuFk64KCkfEV/fqQKj2ebRkXiltwdQOt8mytUHbAJj3qaEJBTwIehTkC+X\n", "O+aLGkIBuafE2Zk03h5dxEeuGDTiyHlx9Ic5BY3YRnVi0Ty+1toch7eu78WXf1A6hg9eXoSqaUaS\n", "BnBTQmK/kcCWyumJUj6xaH1eji9m8fvPnIFPKZlnruxyvoueKajGXBbwKUb5xw3ruvFcufzq8FiC\n", "K7uSwX7Ha1eY5qeb+iNGC+OLcxlct6abe56mabwCI1Q5TztVorBlWOt6wzhfLlshBYY9rKEnO0da\n", "wc5B4nzU7rc/9alPOX78ZCKH//6K7nUmep5Z3/703q1YKmoZ/6HRRVR+/sYQCLhfAvb19Rl/L+f3\n", "3663O/n837NnDw4ePAinkALDIZyTfsw86b3sRDLDXHyemEq1tA/AciDK6evdGbL2wGi8iWctbVRH\n", "4hn8G2Ne+ku3rUfIX3mKOzXxfPVCnJM3X2YWU3FhV9Hn4MKsGu2gwDg7kzbM9jb2RxAO+BCpsTSm\n", "ooREsusu88AArNVDOmxbaKDkQeAWsbU0y3WSBVmFAoNNMNSYFJxL5/Hd49PGbXaR3+ehSehywaoe\n", "NjCeB5wCg5mP5qv40nClJxbn2GK2gN99+hT+4Y3L+H+eOoV8uZxNVLqw399itsB5cYwzCgy2hbPI\n", "thVR43XimQLOzvB+LDMOS0jEVqoifBtVvYTE2Xn57IkZjC5kMRLP4t9PWnf7kBEXDDz1BSxbOnNm\n", "proCQ+aBAQCbB6LG3+clCox80fTmCvgU6e9BxKFCjE0Csn4mlMCwJ50uHdOaphl/EwRBEPVBCQwH\n", "FFWtYsGmw/oJ1NPRAQDmUnwJxLFJ59JuqpuSKTBq/z5EDwz2AtlTE0/mmAkyDvu1KDCeODxptGS9\n", "fm0Xbt/SJ32c06Tby+fmudvsjrtY1+0ENx4Yrepsf0ooHwFqT8yIJp6xkN8wDU7nVXz/5WHMMcow\n", "RtVdNck2zSgwAHAqEaewCQxR3n/VqhjEhhGiIqDeEo/RhSx+5zsncYaJ+W0be83Xr6FEpZnm0XS+\n", "iJeYc1Bvvwk4KyER4w0Ix6LFOTZ8bt5IKF2Yz+Cb5aToCKN02dQfRsCnGF4nqsYfc6wCY42NAsOn\n", "KLh5vVlGcuAyr9pxmsCoNqfJOnE4NfEcZ8Yyvpi1fJwM0cBTh/0u2de3gp0LFmfNJHU1I89q5SOl\n", "f3do4smco0NMUooSGCb79u3D8PAw9u3bh5deegkAsHv3bjz22GN47LHHsHv37mX+hM1NM82/ywGN\n", "v7PHD1AM3EAlJA5YyBYMJ/2esB9BZheDdT930tHBDtEk8dBYAjev77V4NCEiJjC8VGAM9YSMXepG\n", "KTB6In6jVKkWE8+zzCL0oRvXWspVnSQwkrliRU36ZCKPbEFFOODjEhh9HvhfAK3fhUTTNK7s6MqV\n", "JfM2boHgRoEhtFH1KSUJun5cZoq8AmNDX8Sog6+maJgSFBhna0lgpMyF18oYv0iNhfzYMmDK2wH7\n", "EhK3XUhOTqfwh8+eMUoXfArwnz64EVesNA3zelu8C8k/vnEZY+XFbVfIj1s3mL8FbDmR3pGmqGrG\n", "964AFd43gLNWqs8LXjePHBzH+zf1GYaaAZ+CtT1mpxf9eIxnCoZx6ETCXOivtVFgAMCtG3rwQvk9\n", "3xpZxAO7TNNhrxQYmULlQj7qcL5hz5XJRPVkA4tVolePH+AwgcF8vrDPTG5vHjATGLJWqtUMPIFS\n", "i1sFgIaSYqOoavAL2UdV07gkICkw5Ozdu7fi34aGhvCJT3xiGT4NQRBE+0IKDAewu5yiDDrisAWZ\n", "E1ifDcB5izWgvtrtc7Np/NfnzuLJdydrfo1moKKEpI4Lqz179nAXbEPMBVuj2qiyXSZqSWCwF9eb\n", "mAtbEdbE08qD4zWhfERntKzCiNt0O7CiqgcGq8BYAg+MeKaAL71xGU8zJQj18NblRcPAM+RXcNf2\n", "AQD8QsnNuEQTTwDGjjcAXHvjrdwxzy5m7JJsmqZVJDBqUWCw/gQrJQaLYl2/eJzUWuJxbDKJh797\n", "ykhehPwK/njvVnzsGt7vpa+FPTB+cGkB3z1uJsN+4wMbuPFwHWnK8xHrQ9EbCVQsQoHqrVSnk7mK\n", "351MQcWf7j9n3B7qDRuv3S/xMSmomlBeZJ/AYJP0700kuWRCLQkM2dyZkrZRZUpIbH67pwW/GDeI\n", "Bp46K2JBo4XsfKZQNWGbZH5zrt622fi7WicSJwoMRVG4+2TXMclc0djEiQV93LGYbFG1HNF8NMv8\n", "u1zQ+Dt7/ADFwA2UwHCAnSzXyWLQKWI9+1L5YHzx9ct49UIcX3z9smFA2IrITDzrgU1UrO9rUAKD\n", "+X5Zybvbjja5gmp0pPApvNGsiBPX+ZfOybvg6MeH1x1IgKVXYHz90ASeODKJvx6+hCPjzpKFL5yZ\n", "w+985yT2naqshf/6oQnj749etcJIdsa4xYGLEhImBnoHCXbhupgtcl1I2ASG3YI9kStWzFXnZjNQ\n", "XXRZKKia8d4KgEHJ4lJMYHhVQvLPB0aNneWesB9/8dEd+ODm/orHdTElN4lc0VG7ymZgMVvA/3j5\n", "onF7z5Y+3LNjgHtMl6SEZN6mA4kOeyzKFGrfPztveLiwpR+sR8pGZi6UfYfTyZyx2B2MBSw7kOis\n", "iAWxtXzsFlTNOBezBdWYa/0K33ZXJFxFVca1UQ3ITDzl86Cq8cmYyWTOVTcSXoFhniN+n4LV3ebt\n", "aioMWTJTfx22HIU1tAX4xI2VAgMQfTAqjwt2PumLBLjPQAoMgiAIYqmhBIYD5myc3b0y8dQ0rUJB\n", "UFA1HJ1w5oNRa92Uqmk4MWW+Byv9bSUKqlbRyaCeCyvRA4NXYDSmhKSX2ZF2q8CYEnY8ZbuvOvwx\n", "WxmjZK6It0bM8pHdjK+A7oMxL1zQOqHaMRpbYgUGK7l+Z7SyhaNIQdXwP4cv4r2JJD73/Qt485LZ\n", "TuzYZBKHyjvXPgX48Z2rjfsiNXp78CUkpe+M9T548cBhY1EeC/q47gh2STbRwBMoHYdOpOw6s6m8\n", "sdDtjwaM3WSWa9fwCQwxyVGLQgIARhfMz/nffmgbrlvbLX2c36fwCR8H7+FmHj0wsoA/e+G8K6Wc\n", "E/7u1REjGdsfCeA3b99YUQ7WIykhsfud0mEXnrJj8QWmfOTBm9biw9sHKh7Dmon2SzqRsP4XMc3Z\n", "78ktTHnMgfLcw/4eDsaCtkbBERcmnnq3o4iDhGk8U0CeSXzli1pFxxUAOD2dwtcOjlVsANglet2U\n", "kbDJppFzp7n7+DISXknFjkufQ2REqvhgiOqeLgelSAThlk6v/6fxd/b4AYqBGyiB4QBegSGWkDjr\n", "6FCNVF6VGjd6fXEsMpHIcYvFRIvupsylzQWVTr2LYHYRyNb8JhpUQsLWrLtNYLDlI6u67Us6qu1W\n", "vnYhbly071gR5Wrv9baOfAmJNwoMvo2quxhrmobXLsTx7femHD+XfdzJqeqdAEbjWe6Y+tyLF4x2\n", "pI8z6ou7tw9wixNOWeIiySnrPMB6H0zlzNcdjAW5Ra2daeVUUr5YcuOD4UTav743bOzi94b9lR4Y\n", "YX733unONhsXtuuIjF4mJnEPE48FVcOfvXAeL5yZwx9970yFKWqtvHRujksi/PaHNkpLtHgFRmlc\n", "fAtV+Xdi54ExEs/g5HTpPAj6FOzZ0odfft9QRemBlQJDf/8JZi7qDzr7Tm9hjTxHFnB0IokvHxg1\n", "/s2ufAQolRHpiAmMoqoZv60+BQiXHxtz0IVEluybEspI8kUVf/jvZ/C1g+P47AvnuPvmbeZJ1huk\n", "mjkoe8yHhau2TUwnkgtCJxI2SRW1UWBUMzRluxr1RQKGIkz8bARBEASxFFACwwHczlaMvwipthh0\n", "iqi+0DnkMIFRa92UWPveqvWsM5ILzbo9MJiLz/UNUmCwF9vsgi7nsoRkkllAra5Sc15NNfTyebPz\n", "wYe29nPlM4YCo4YuJNWO0bBfMST/ubKZnFO+dnAcn37uLP7+tRF844gzLxd2AXdqOlV1AX1+nj9X\n", "FrJFfPb58zg7k8ZrF0w1xk/tWsM9TjQYdDouWQKjJ2TGWuteZfw9EA1yx4+dAkP0v9Bx44MxXcX/\n", "AijV1v/B3Vtw75Ur8Ad3b+HMjwEgFPAZC6ei5ux81TSNby8bsl6UAe5VHk7n0clEzohxOq/iH964\n", "7Oh51Xj04Ljx90euGJSWxgCCAkNWQmKhiupiS0iEeLOJk9s29qInHMDKrhAeumkt97iNnALD/O71\n", "pCarJrh+63rp5xC5fm23kYQYiWfx2985ie+fNechNoEsw87Ek2uhGvAZapaog8SiLNknGnmOLmQx\n", "W54PT02nubjazZNcAqOKOSj7mrfduJO7b0u/tZEnp8Cw8MAAqrdSjduUkNRbqkkQOp1e/0/j7+zx\n", "AxQDN1ACwwGOFRgeJTDYmtYTU8mG+gGwXQKA1t1NEf1DgPqkrQVVM3bbFfCma9miVrffiU4jFBir\n", "bdoWArx0WlQNJXNFHBgxWxneISYw4pUlJP0RZyae1SiZybmXJj9xeAKPvG0u/N5zWHbFqilm04UK\n", "DxURWZvC9yaS+L1nTEn3Bzb1YQuzIwqUWkVWM8mr9vlihgeGGZ+LzG7rYCzAKzBsFuu8waL53blL\n", "YFh3IGG5ZnUX/u87Nll2U+JVGNW/70xBNfwVwn5FWrrCvX6DOpGMLfA75t8/O4+3L1cvQ6r6uszi\n", "/5feN2T5OHYBuSgpIbH0wAjJy7Q0TeMSGHczpSMfv26V0a6zJ1zqLqPDKTAylQqMNVU6kOiEAz7s\n", "tCgF2twfwQNCUlCE/x3mE4RWPhBcCYnF755MgTGZFBMY/G32vLSbJ9d2Oy8hYZWR3ULSzq4TiVMP\n", "jGgVnx7RA4MtR2nVawaCIAiidaEEhgNsPTA8MvGcZd5jy0DUuEgsas4WZLXWTYmLllbdTfFagbH/\n", "pVeMv7vDfvh9Cnfh6FUZCZtAYOXusnIiO1wlMGx2K9+4GEe+/N7bBqNY3xfB6q6Q4XQ/ly4gmSvW\n", "1EbVyTFaTcos8t3j0/jSm6Pcv01XSURYvb4un7eClWfvWGEmKdjdyQdulC+0olVM8mRUKyG5HGcS\n", "GNEgt1i398Awj5X3Mf4mYjLTDq6ExEKB4QROIeFA2cRK4qupL8TXd2IU6nQeHZMsOP/21UvI19A9\n", "SKegakZyy6fYm+OyShz9OOHLFSxKSCy6kJyaSWOknJyMBn3YvanPuC/o9+HP79uBT962Dn/x0R1c\n", "kpH9jHG9hISJzdT5U5ZjELlzm5k0iQZ9+OhVK/DXP3ol/vHHr8bWwajNM+0VGOwcy/5exxx0IZmS\n", "KCNEBQZ7HgLAeSaJYKfAWNfLKDAWnJeQHD18kLtP7ETCPtZJFxKgeilsnPPA8CMS8BlquWxRaxmD\n", "XKK56fT6fxp/Z48foBi4gRIYDphLNd4DgzcsC2DXOrMmuJE+GJUlJC2awJAsWt0YJoqki+bOrm4E\n", "yO5wL+a8KSMR26jq71pQ3ZVQsO39VlfxwLBr/TvMlI/csbUkX/f7FE7CfXkha1vbXQ8xF7XV+0/P\n", "4m+GL1X8uyyZJUNM1lXzwWB3N3/jAxtw64Ye7v5d67orOm/oRB3U27MUmcWsAnPx0c0oFjSYx+iA\n", "oMBYzFp7SrDHyi3re42FyNhC1nFyxUkJiRPcJhiSnCS+egKjt0aj0GpMSDwLRuJZfKOOVtRsC8yu\n", "kL/CuJOlOyxTYFh3y9Kx2jl/4bTZVef2zX1cQgAoKdAe2LUWO1bGuH+XmnhyHhjO5+AfunIQf3TP\n", "VvyXu7fg8Qevx+98aBOuXdNlGwcdLoEhJJFSFsdM1MFvt6zcSmylellIPlwsG2lqmsaV9YiJXs7E\n", "M2Hf3YSdqyI+/nFiJxJ2nko77UJSxcSTTS72hQNQFIU6kRAEQRDLBiUwHOC8C0ntP+LsxedgNIhd\n", "60w5rZ7A0DQNTx+fxn/61gn8q1Dnb1U3pWkaPvv8OfzM4+9ypQGlz6tWuKa3qomnLIFRz0XVFdfv\n", "Mv7WF4ZiC0svYC8WIwEfZ0bnpoyErdVeVc0Dw6ac4RyzC797k7k7z5aRnJlJG7ucQb9iW1vN4qS2\n", "z6kC48RUEp///gXDuPXKlTGjnCCRK1Yt08gVVa67AGCvwCiqmrFDDQBbBqP43Ts3c+aCP20jc3er\n", "LBF3TvUODD0WqoPBaBAhv8+Yj4qatYktq8AY6g0bRpga+N1jO5yYeDqhj+m84ySBkZKoUmxf36WJ\n", "p9P6U1aBcc1qc1H/6NsTFTv0TknalAmIdAuLx9JimS1XcNCFpHyMFVUNLzJ+Ex/ePuj4M4sJqKKq\n", "cXPRR+/8gOPX8ikKPrS1H3duG7A1nJRh50XFqivY85CdB63K1WQJDNEXY1RIYOhKrUSuCF1IFw36\n", "KpJCvWG/8XnSeRULFr8pRaacEQA+/KHbKx6ziS0jYZRitSgwqnlg6ElBN8lmgnBCp9f/0/g7e/wA\n", "xcANlMCoQlHVhI4L/MW6ZyaenFFoEDuZBMaJqSQWMgX81cuX8NfDl3ByOoV/fONyhXRVxompFF48\n", "O4/JRB5fEozmLsylKzp3tOqFiFSBUYcHBpugMBMY/A63F3AJjKAPIeZ4yjssI9E0reYSEvGYZZUV\n", "bCKENTE9OmEqgvoiAUc7pE6JOVhUAMC+U3OGF8LmgQg+e+92DDIGuzNVukLILtJPTactd0FHF7KG\n", "THplLIiukB/90SD+/KPbcee2fnzq/eu5bi0ivAKj+nEpKx8B+GOQRW9RWq0TiaZp3KJsZVcQWwfN\n", "xY9THwyvFBi9khIEO9i42LWFlL2+lwoM1rPgF28bwrZyDLMFFV94baSm10y4SM6EmGSnXnriqAuJ\n", "pKXvu+MJY/7siwRw0/oe6XNliCapk4mccV4ORgMVi/ZGYVcWl7ZYxDvrQuKghERIYOhJwGoJJUVR\n", "sLa7eicS0YhT1iJ7M9uJhGmlyo7LtgtJlesYsQsJAFJgEARBEMsGJTCqEM8UjEV+b9hfYRrXCBPP\n", "FbEA+iIBbGV8MH79W8fx7MkZ7jms6ZpV3RS7WDk3l+HeR1bz3qoXIrIuLvWM5a0jx4y/e2UlJA3w\n", "wCgpMKyl0FbEMwXDM6Mr5K+6+BHLnvRFe66oGjHzK7xMnZUos54sdnX6Is48MJyVWrCmrQ/euAa9\n", "kQBnJikz32ORJUfimQInf2dhdzXZ3c7NA1H8l7u34uPXr7Z9vyiXmKkcl5g4sfJ66LZIYOjKsGo+\n", "GKm8asxTYb+CnrCf8xdwksDQNI3zGVlZhwKDTbadnqneytapKaFO4zwwzMXm+t4I/vMHNxq3X7kQ\n", "5+53iixpake3YOTppKxL1kb1eeZ35M5t/VWNUVn8PsX4rBpK3Xx01vSElqye174LiXwRb6dEAwBV\n", "07h5RI/KXLqAXPnxuYJa0VZ1OlnyoXDyfaztrW7kKSa2ZDG16kTiVLHEGZpazI06vZTAIBpEp9f/\n", "0/g7e/wAxcANnicwxsfH8eijj+Lxxx/H2NiY1y+/5HB1xZILda9MPGU+GzcwPhhi3S1QuvCs1vpx\n", "XujOcZBxypctVhp5IXI5nnXV6cANM6nKxYmVhN4JaSYMpgfGEpeQOGylOslcZK92sBvu9ymG6ZsG\n", "U+nBGXNGA0bZAsArMNhSCi/9LwBegWGnVODN8UpjZs0kqxl5pi38UazKSNhFwWZmseCUqM24vndy\n", "Bj/16Lv4m1dMPw/W66EryCow5PEejEoUGJIFO7t7vLIrBEVRsI1JYJxxcH4mc0VjrgsHfI5KOaxg\n", "O08cGktUnc/YxJOT9+UVGN6cs8lc0Tj/g34FA7EArlvbjevWmP4n4wvyxehrF+L4t6NT0gUzr7qp\n", "fl6xfigTiZyhEIpJyhWM1xUUTrmiyvnefJjpPuIUNol5gvGRWVNFCeYlzhMYPuZv+45H8UzBKDPr\n", "DvmxivEW0jcGxhazFSpGoNSJhFdgyOdltpWqVdLLSo3FYl1CIh+7CGcyLDk2xTaqpc9CnUgIgiCI\n", "5cHzBMabb76Jhx56CA888ADeeOMNr19+ybHzvwA8NPFk3kdfjLA+GEDJmf6Tt60z3nMknsWZmdKC\n", "w6pual5YxLw9ujwJjO+dnMEv/utR/OqTx/Hahbinr50vqsYFFrt5mMoVoVZZEFmxav1m4+8lKyEJ\n", "8CUkTj0w3JSPGO8l2X20a/m3oU++aHejwHBS22fV5lGEK+sqfwZWCVDNyNOqPOWUhZEn2xqRbVvo\n", "FLuOB//nnQnEMwU8dWwaI+WyMDclJD7FXKj3VkmycS1UywsyXoGRqZpEENUX9ZQQbRuMGkqCuXQB\n", "l+add2NohALDyTHKSv3XdoeMRB/rBTKfqTz+Tk2n8OnnzuLvXh3Bk0cqzT7tWmXKYB8zwhyfVh1I\n", "ANG3QMVbI4vGcbKmO4RrLUxo7eiLWicwlqqeN+K3TmBYmXiG/Yrxe5GXdNIQS61WMyV1eitVsYWq\n", "zvm5DLd5YKnA4EpI5K+VZJKtXSG/NKbre8OGckZXgABi+YlDE09h3i2omnFs+hTzuCMFBuE1nV7/\n", "T+Pv7PEDFAM3eJ7AiMVMQ7NQaOl2YBoF7+wuUWDYdHRwSoHx2VBgXuzsGuo2LhJ6wn786Q9vxwO7\n", "1uKDm80Wd6z8V8a8UFd+8PIiNE2Dpmk4u0QJjNcuxPE/Xgd/2FQAACAASURBVL5o1EY/f2bW/gku\n", "mRNa1em7cRpqTyqxu9dLZuIZrM3Ek231t8phAkPm3WJ3wT0YC3DJOvNxtZcPyHDqFcF91vIi1Y0C\n", "g13UsEmvRikwOIk2c45pmsbV2Z8tJyRTFl4PkYAPfiFf0B8NGHXx1ZJs7HutLC/IVnUFjUVJMleU\n", "Ghfyr+GN/wVQUgOxfj/vjC3aPFqUxFf/+XLbptUJY8yile0kwXXkkPh5HJs0S69OSI6zJDOnWJUK\n", "sbCPucSqomySilyCMFfk5uK7tg/UlIxi3+/UDFtCEpY9vCHYdSERy/R0FEURNiD4+WZaMEZm51Z9\n", "zmV9qNjIXZxLCwlhiwRGT/USEicKDLETiZ5wdarAsCuFXeR+C825psthspkgCIIgvMbzBAa7excM\n", "eru4WQ7mUlUUGFXqaJ0gtlozFyMB/MVHd+CXbhvCFz5+NW4pmwTevcOU+b54dg6qplnWTYkKjJlU\n", "HhfnM5hJ5Y1FOHvxojvae8WR8QT+9PlzYDe3dNWIV4gdEViZdLJGI8+zI+PG3/rudrfHCgxV07jd\n", "wnDAhzC3k+iwhIRTYDg752TKITvTOUVRuE4kVo+zw0ltX6yKVwRQMtZlHft7JQqMah4YrKx8xwoz\n", "6XpSYuRZVDVciss9MJxipcDIFFTDvwQo+dQA1osWRVG40gHAVGwBvAJD1tWATU6sKsdLURROhSFL\n", "bLJ41YFE58Z1fBmJHbyJZ/VFfixoJnzSedXwLrDCyTHKKjDW9ZqLWvZckCUw2H9blKhBFutRYDDH\n", "p1ULVQAI+RVjpz6vapwa7u4aykcAXq3FnldrupfSA8NMH4jzZkowwWThy0j4Y4P1tljZFeTUbfqc\n", "yxp4siVEF+Yzgvm3VQLDiQKjugcGwCvDdCNRpwoMNrkhJv3Z7j29zG9gF3UhITym0+v/afydPX6A\n", "YuAGbwvYARSL5g+Z3W7O8PCwIZXRv7BmvC1TYLD3y3Yu3L7f868eAFBaQAzGAtz9V66KYfLEQZx8\n", "B1hdfnz6/BFE/TGkiwqmk3k89txrWDhzRPr6sgvpf335EAZDGoDSBc+qYB6jRR+KmoKiBrz48isI\n", "+uqP37prbsYff+8st0ADShfb+78/jHvu9Oj7euuwMZYVsSBmF5LQc3OpXBHDb7t//al4HvD1AwAu\n", "nj6B4fEiejbvNMZwaWIawNa6Pv8tu80WgwFFg09REPRXlpBUe72jF8agn8qru0KO3r+QiQAoXYC+\n", "fuAgLkZVzPdeYbx3cnYSwBbu+et711ckn/qjAcfj1bF7vEyBIT7+uZdeAVBaLPSG/Xjt1VcAACu3\n", "m61vz43PwO77OTQfAFBKyMTycUT9AaSLCpK5Ir7zwqsYDGnG45968VXki6Ukx2AsgEM/eN3ReNnb\n", "4zNBAKXFyqnzlzCcOlM6P4WF7NnZNIaHh/Ee8/i5yTEMD180Xi+g5sDlnjOLxnzKKTDKr81+nilO\n", "gWHOZ5FMCEDp9gsHj6NwMW85nreOnjY+28quYN3nrzp+CkApvofHEnj55WEoivzxMhNPu9dXFAVR\n", "n4pEsRSvhWwBx19/s67Pe/DkBSNWa3vCxv39K642Ptvx8yPAbUPc8+ewybh/Ys5Umuj3J2GWrU2M\n", "nAduWmv7ebrD5uNPjs1DPyYy8WkMD49axiOoqCiU9QL63Lw6rBpJLLfxiE+NQj8eWNb0hHCxhter\n", "5XapyqI0J6Syee764vylUejfV5RJAJTmm8qFu37/dGircV96Zgw7rtxm3D5y5hJw8zquheoHNvfh\n", "3bLB8cnxOGJBsx3txMUzQNnol31/NoExmcihqGrGfKZ//sPHT0Kfq7pCfhw5fEQaj80DOwCU/Ewe\n", "ffM8Ls1nkMhWKrlk8TuT9EG/BhmbnuWPnx+8bdzXFzHn+64e8/fi5LkLVY/XZr1NeMfYQramNtKr\n", "u0NY17t0ii2CIFofzxMY6XRpgaNpmvG3DPbHQ/whaabbsxIPDPZ+WUcHt++36arrgAtnAZTaIVZ7\n", "/J0f2oNDvkt46tg0AGA6tgG/9akPSh8vmngCwHx4FTas7QZGRgEAN25Zg8T5eaMU44Zbd3M7q7XE\n", "bzKRw29++4SxMzMQDSDoV8pmpArWXHVjXa/PsmbzDuDyCIBSAmOurxsz5VrsZE6t6fUfnz6BybLM\n", "+/0334BrVndxEvBAtNf2+U5us8mxWNm0j91J1BMY+uP/6uWLeONSHL/+/utwxzZzt1SN9AKLpc+6\n", "ujuE6x28/5NzJzFevti++vqduGFdD/6RabN73Y5NFc8/dWAUIn2RAHZ7eL5xCozysSM+/qobbgFO\n", "HwdQKmHR77/MyOhzfnM3UvZ+E0cmgfHSeLduGEIgnsGBkdKismfztdjD7Eav2n4dcPYcgFL5yJ49\n", "Oyter9rtuaNT2D9VPkZXr8WePaX4iq1Dz8+mseen9+DkD0aBqQkAwJVbN2NPeXEAAKv7uzEzaUr1\n", "t69fjT17SotZvgtJoeLz8B4YIeP+hePT+MFwyURU7V2NPXvMxZs4nu6VQ8B0ae5ZEQtiz/vq+/4/\n", "fs8H8dgjR7CQLSKeKWDDdbdwihD28bKuCtVef2VvDInyjnQ8U7B9vGxRI/6b0r0CmF8AUNpB37Oz\n", "vDA6Z5phRvpWVjx/33NnjX8r+EMV97/0/Dnj32645krL99dvn2bOx/mCed5cs3Uj9tyyzvL5fbEw\n", "0sJu/4/sXF/1/axu33DlNrwsaR27pjuETQ7i6cXtoqrhz0++AwDIawpuv/124/7eFauAeOm7iQZ8\n", "3PM5c90CP9+8/MJ5475brt3BKWyU7lJyglVg3LqhF185MIaCqmGh4OOSG7t3XS/9/NGgH/2RAOYz\n", "BRRUDTOpfMX41m7YAkyUDNG7Qn784qc+JY2Hxhx/k1kf/pXxWVFgXqvI4jc4kcSjl04CACJdPdiz\n", "51bj/s1XXAtcLB2bvZGA8Xz9+gMA+ldZH2/NfpvwjslEDg8/fdr18z5/3w6s6w13/HezZ88eHBq1\n", "L6NsZzr9+wcoBm7wvIRk9+7deOyxx/DYY49h9+7dXr/8kjNfxQPDqqODG2QdSKrBusW/dG4eeQu/\n", "BHGHFyjJtNla/62DUd6QywN/h68fmjCSP7GgD5+9dztuYDoOnPawjIQ1bByMBTmprJVZYzUWJLJZ\n", "r008Rf8LAFwbVbYLyehCFs+cmMFsqoAvvcknEhph4ik7DtdLdki87kJiJ+nWmZc44gO8H8NsKm9r\n", "4MoeF9GgD1esNMtITgn+BKz/xab+KGrBalzi+Tm2mEMqV7Ste+8WOlSwJSQ9VUpIuAQGEy+uhKTK\n", "uTmdqvTRqAefonAdl+zKSLjuLA48MADBB8ODTiRst4h1zA4654EhMfHkSkiylaV69Zh4siV61c5J\n", "WSnBXTWWjwB8fHUGGC+ipcDvUxDk/IPMgFi1UQUg/Fbw8414roglJGwLVZ9SajXN+lCwajW774Qv\n", "I6k0sU069H25dUOPZeeX1d0hW0VsxKYLiawDifhZUlRCQhAEQSwhnl9hDA0N4ROf+AQefPBBrF69\n", "2uuXX3K47iAx+UVIvT4YM9x7OEtgXLemy1iALGaL+NpzlR1fCqpm+FwoMP0RMgUVrzO1z9vEBEaN\n", "i34WtsPJb+/ZhO0rYtjOeA2cmZGbJdZChQeGB+3d5pLmhWSj2qjy5nKl+Ft1IWGTXBOJHCbKO6i5\n", "gmooZ3yKc08CWemTzBiTRdaJxKo9oAwntX127UZ15gXTVp1wwGckmYpapbqBhV3UxEJ+XMkkME4K\n", "nUjq7UACWNeYyzpjXJjP2NbtiwaPbHvn3ipJtimJiScAbGKMSccTOVsfHC9NPHVuHGJ8MGx2oFK5\n", "yhKSavS66ERS7RhVNc049wB3Jp6s4qqgatwxCICT+zsz8ZT/HlVNYAiL4GtXd2FdHYabfZL30xf7\n", "S1nPG7FopWrVRlV8juj9IJ4rqwUTz1Gmherq7hCCfh83P7BnkJ1XUDUfDLGlslVMo0E//uknrsFf\n", "/sgV+N07N+MXbl2Hj129EndvH8Dv3bVZ+hzzudZxYA2te7kEhrfXDATR6fX/NP7OHj9AMXCD5yUk\n", "7Qa/WJJfrIcDPmNBmymo6JU+yhp2cTrocEfbpyj48PYB/Mvhkkz03YXK58WFC49b1vfimRMzAGD0\n", "tweALQMRob1e/RcjE4wq4IqVpd3dHSvMXV5PFRgVCQzead8tRVVDVi3tVikwL9S6hbZxRVUzDFdr\n", "QWyhCkDoQmJ+RwlhHEfGE1jTM1jR6s/p56lq4ik5DmUmnrLFSz3Y7YjqiKa3LCtiQeNcnE7lucU9\n", "i9ha8apVjAJjJgVV04z2mFwHEg8SGOx7y5IsZ2fTtgoMsZUqO2dwCgxBbZDMFY2YhvwKb8gX8iMS\n", "8CFTUJEvakjmipYLZK9NPAG+ZfTh8QQXf24Meeu4WNHHqVLqU07NpvLG3Nkb9nOfgTPxlCRK5oTv\n", "ejFb5IxIXSswLJIc1VR8XULi58N1qC8A+eJ8rUMlmJeE/T4sovJ32KqNKmCdMFU1jVP2reoKIhr0\n", "Ixb0IZVXkS1qOMaUcQ2V1WmyDkUK+IW/yLoqnUhYRWS1Yz4U8OEGof26E+y6kLAmnpwCg0w8CYIg\n", "iGVi6TSeLUhB1YzdBwXWuyh2uzhOmK2hhATgLzxPpUIVO9bijvot63sgsq4nhFjI72lPd72WV2dV\n", "ead3O5PAuDCXsSx7cYu4oOKSMTV8H9xCIuw3kgJ+n2LESUP9ccpKEhh8FxLzfvG9joyXZPaTzC7h\n", "ahdyfnkbVSaBIVFW9Ib93OI5EvBJW6ta4aS2j19QyL+7uE17QlYRYNeJhE1sRYM+rIgFjURAOq9i\n", "pOynUVQ1XoFRQwvV0nvI2y3LFrrnZ9NI5niFCEuP2IWESSL0RKwVGGILVVFSzirMZlPyhX6+qBrH\n", "iQLnirFqbOqPGB5Di9kip+Bi4bqQOFZgmI+rpsCodoyOWagvgNLiUu/wkc6r3PeczhcrFoZiMiXJ\n", "JTCqJwatkhzVOgOxx5NPAe7Y2l/1veyQvd+aHtNfZakIWygwZKV6OlalXfFMwUhUdYf8xuNYFcY7\n", "jFJIL6/bPFBZYtbLdBaTwSowxmQlJHn+96gRMY3YKN/YJGsfcy7FuGsGaqNK1E+n1//T+Dt7/ADF\n", "wA2UwLAhni4YMlC7ixC73QsnzNVQQgKUSj906Xe2oOKwUDsu7qjfONQDcQR67Xu3xU5gLUwlc0ZN\n", "9mAsYJRFdIcDxsVaQdW4nW2gdEH4Zy+cx1sjC67ej01gDHqgwGAXfuJuNxunestI5B4YlSaegFyB\n", "AZSkzDqrXOx6isespmm8t4REWaEoirHTCHjvfwGICgyLEhKb9oSsIoA9LkTSQjcLRVE4Hwy9jGQy\n", "kTOUMP2RgO1Oqh1RiTkpIF9Qn5vlS0gqPTCEEhILD4xErsj5gExZ+F/osF4asxLzX6CU2NBfcSAa\n", "MBbs9aIoCrdz/M6o3AeDjZ1YCmEF74FRnwJj3ML/AiiNgV3Msws/WUmJmGBiz/EuByUk4tykY9dG\n", "FeB3zm9e32OpUnJKbyRQ8bti5cXQSKwSGPZtVNnNB/NxorJNxyqBYSgwJAqtagmltdUUGOxx4TBp\n", "55ZwwGd8h7mihiKj0FywUmB4uOlBEARBEG6gBIYNfAtV64uQehMY7GLBymdDhqIoXO958eJnXtip\n", "7o0EsGMlv0O0rZzA8MI3QmeS+RzihaxVGUm2oOJP9p/DC2fm8OcvXuAuoOzIFVUjkeBTShdY7EVq\n", "LbW5rPRe3O320siT98AofWa+jaoZA/E7GYlnMZvK12TgCQARVhGQV5HMFVEoxzwatFZWsCZ11S7M\n", "RZzU9rGLUksFRtpOgWHGgFUciPDtOEvveSVTRvIvhyeQKai44IH/Rek9mPawBX6nV+TcXNp20VJR\n", "QsLMGQGfYoxH1fjjppp3BbuQnbVI/rAGnis88r/Q2cUZeVb6YKiaVpF4coKXHhhjC4wCo4qpLWvk\n", "KZaPAPw8ky2X7gBA0Kcg7K+eGJKVEwQZlZgV7G/AfVettHmkM/w+peKY1BUYzeCBkbEx8YxanJfs\n", "3LGKmVNYlRv7nerldUO94YqkXrVEb1UPDEGN1YiY+hRFqsoDhFLUMCUwiMbR6fX/NP7OHj9AMXAD\n", "JTBsmK3SgUSHN/F090OuaRq3WBh0UUIC8IvWKWHBJvM0uHk979Cx1UhgeHcxMmGzqLYy8nzz0oKR\n", "iIhnCo4/gxg7v3AB77UCQ9zhrgeZBwZ7EZlj7k9I1B7vjifKbWlLrHaxoBQv9sVklxXrGSNPWfeB\n", "euEW+vnKTg2ANwoMble2fLzcvX3QUMCcn8vgC6+NeOJ/AViXxsgW1IvZIpeYEpUG7DEYDfoqFmVW\n", "PhhWBp46vAJDvtBnfQFWxrzdZWeNPI+MJyuSmOm8aqg/IgGfY7+XPi6BUd85O55gS0gqx29l5Dkn\n", "UbSw80xC8Dyx6xihIyZXgZJyqtpzf/jKFfh/79iEP75nK/bUWT6iI/pDre2u3RS0VtgW1Nmyek0T\n", "kl5iYtbqvJxKyJN9q7rlc6xeQhLwKVySF6ie6F3VHYJ+KM+k8ty8D4hdSBqjwAAENQrzGdg5hD2X\n", "okFTtZEpqI43HQiCIAiiXsjE0wb2ArRRCoxUXjV22sMBX4VLejVYKfiUUPPPlwSUHnfzUA++fmjC\n", "+Pdtg6VFWb2LfhZ28eVUgfHS2TnucYvZgiO5Pud/UY5FvbW5bGmIuEio1uXBDeyxEpaaeDIeGBIl\n", "yZHxBO+BUUcJSTUDT52rGZXClkF3LUWd1Pb5fQpCfgW5ogZVA7JFDZEAvyCbT8slzYBzD4y0RFa+\n", "vi+MX//ABvz18CUAwDMnZozOPQDfqcMtUUliRlEUbiyD0YCROGDXAhUlJMwxKEus9kb8mChXYJSO\n", "0dKCyqqFqvH+nAeGlQKj8nzzivW9YayIBTGTyiOZK+LMTJpTxdiV1djBziPji1lb891qx+j4gnUJ\n", "CWBt5ClVYDDzTNJlBxLAXEA67Xah4/cp+KErVzh6D6eI56G+0F8+D4xSVDIFM+kVliS9omz70Dyr\n", "VpKX5snmWJ/CJ7M290dwnkl8VlNgBHwKVnWFjMT/RCKHjcxcIya3GhVT3surCKD0HYpm4Do+RUEs\n", "5DcSLKl8UZpUIwintFP9v99n31FLRs+2Xdx1XzsxtpDl1gYyerbt4mK2ujuEdRKlYzvTTudAo6Ff\n", "Gxv40g7ri/VwHSaeM0IHEic7byyrhNZuLLK2mNet6UJ3yI9Eroj+SMCov+3y0APDToGxg1FgnJ1N\n", "Q9U0ZAsqXr/E+14sZItY7+C9RP8LAHV3VGETE72iBwaXwKhXgWE+3+hCErAoIZG815HxBPcYdyUk\n", "NgkMm9aot6zvwS+/bwjTyTx+Ymdj2iRHg37kiqXPk8oVK3ZNORNPYQG/kjlPp20UGGxii00ufPSq\n", "FTg0lsALZ0oJNVbhUquBJ1BapAT9CvLlxEyuqCEcULhF7q6hHuN9dYJ+BSE/P/6tAxGjG8LOtV0Q\n", "6bHoujFlIYvXYec4mWIAEMpQPDLw1FEUBbvWdeP5cgzeGVvkEhi8gafzRO/63rCRFBtbzOGpY9P4\n", "D9etqukz2pl4AvzxOM95YFTGc8FGgeEEn6KgO+zn5iE3JtBewiYw+iKBClXQUiArgeBaqErK4vjE\n", "ovnYSYtkn2yO1Vuo6mweiADnzPv7HHwna3vMBMbYYtZIYBRUzSiH8SmVbWC9RKZGyRZMM1q2PE2n\n", "K+QzzstkjhIYBKETzxTxmX3nqj9Q4NN7tzbg0yw/k4kcHn76tKvnfP6+HR2XwCCcQyUkNsw53JWu\n", "R4ExJ1mAu4EtG5h0UEISCvjwR/dsxd3bB/AHd28xdqS8LCGxU2AMxgJGMiWdVzG6kMUbFxe4mmXA\n", "ubqBlbSvKF8ocmqSWjwwbBQY/OKwzgQGK212aeIJlMweJxZrU2Cw3U4yYgmJzbGuKAp+8oY1+NQH\n", "NrguIXFa2xezccTPF1UjFj6lssSHVQXMOFVgMMeLoij4rds3VsjAgfpKSAB+AZUqd6XIMouD69dU\n", "JiNkPg/d4QD+6kevxI+uzeLX3r+h4v5eiyRbVQ+MKKvAsCghSdm/Rr3sGjJ9MN6bSHL3pWw6s9jR\n", "FfLjgRvXGre/cmDU0h/F7hjNFVRj/D5Ffr5xCoy0vQcG+90kctZla3ZUGrouzwKSnTNYNcJye2Dw\n", "57ksgSEvIbFSK8k6PQ0JF9hiJxInqhgrHwzOtDboh09RGhbTSKCyUxKbLO6LVG6wUCtVwkuo/p/o\n", "dOgccA4lMGyopYREXIhXY5Z7D/cLAt60MM/VobKL0gHmIuqm9T34/Q9vwY3MYqHLw5ZoE6wvg3CR\n", "rygKZyJ3ejqN7wvlIwBfd2sH54FhlJDUZ0hq74HBKFVclJB85cAofubxd/HM8Wnj36QeGP5KGTTA\n", "JzCC5SSHBhit/mJBnytZPafAyKu8WmeZFkE6Vq0NAf646A0H4BMuqPsiZmeMRK6ydSVQ2tXUlSs+\n", "BRWGibGQH//l7i1GnPXXFdUebokKxqlxoRRmm6Qkx+o73ToYxU39Ben9vAcGq8CwTz6w/iFWXUjY\n", "hd0KjxUYAK9yERNQtZaQAPj/2zvzKLnO8sw/99ba1dVd3epF6m51q1u7LcmSZYxsLMvGlo3Awggb\n", "ezIYQyY4JPiQTMiEkBPCBE6SAQbOJHNChjBnAmRhAC/CxiuyPGDTOLbxJmQt2JZkyVKrN3Wr96W2\n", "+aO6bn331q2qW7fuUsvz+6urupZb792+7/2e93lx52Xt6F5KSs1GE/hf/35O9f8z4/P421+cwQtj\n", "Xl3fFUDtf9FW79ftwKI28cxfQjIl/F/0uCnmt2lf69a5K07S3ehAAkClVFrQUWCIE/Q0qgSGoIjL\n", "5RfTUu+Ddrd3aRMYGqWWkX2SqxOJU/4XgLaVaipuoqpTz2DcynEDIYQQYhQmMPIgTo7zm3hmr1yY\n", "+Y5iOpCkCXhlZSU8kVRLv436GgDWKTASyaRq0KM3mBWNPA8PTuNFnbaphhUYwm9MT6hKVWDk88AI\n", "C4+NlpC8cm4SP3htCMPTUfyfXw0oE6QFnQSGKEWOih4Ywj7ZLiSe0hSjvhC/D0gds+N5OntYhdHa\n", "vnwKDLGzg94xLUuS6jy6oLPSLq5q1vn0DRPXtIRw79UZdcMl7aGs1xSLqpVqNJ61uqnnKZKvVCJX\n", "PMU69fQxOrsYV44hnyzpqmfEa9x4jvKbC7PixM76BIa4T7UGpzOa1ehi8Htk/Oed3crj/rcv4vkz\n", "E0gmk/jJ0RHc+9BxPPGbC/jpcADPnrqo+xliC1U9A0/t9hcqIVErMAQPjCImqtoEa6lJNrP0Cuok\n", "MUHtngdG6tqp121IRK+EJJFMqpJnogLDK0tZSkmtAqMzou5E0mzgetqRQ4GhLi1Kbb8jHhhL8Tsn\n", "eL5ofyeg9ZuiAoOUBuv/Sa3Dc8A4LFjMgykTzyI9MMSEQ7EdSNK01fuUwf7ITFRZMbqYxytAi1UJ\n", "jPG5mKIKaAh4dKXeopHnk29cUNoHihhNDqhKSJYmrmoPjOz98ZuRGSzEEuhqDGJZKFsWq/LACOZW\n", "YBhJssQTSXz7+cxq79RCHBfnYmgO+dQKDF+6C0m2k37qd2TicdWqCF7QeIaUksDI6kLi0iQoTT4F\n", "xngeA880rSG/4l1xYTaq6pwCQNOKM3eC4AMbWuCRJBwbnsF/2Lrc+A/IQUjbulZIzjTVeVHv92B5\n", "2K/ykDGz6qp3jI5qSj+0yhUgFU9ZSiVCJxfiiMYTqoRaMpnUlKFYv9IeyVGCAagTT/U65QCFuKyj\n", "Ae9bvww/fWMMAPDN597BI011+JUmgfrdlwbwnlUR1W8H1BPLDh3/C0DtH1PYxDPz3IzJBEa9X30O\n", "2JV8LMQ1vU24e/sKzEUTuPUSc/4ipaI3ARcToHq+HHolJBPCPSzs92S9r73erzoPujTlZl5ZwrrW\n", "OhwbnoUswVANt1qBkUkaqBUY9u7bOp3Esej50qlzzLOVKiGEEDegAiMPYwaTC7n6p+sRjSeQECTK\n", "KpWHSUm2npHnXDSurEL5dMy3tIQtGojk879IIyYwxOSFKEmfNKjAEOOXfr/Y3m1B097tieOj+IOH\n", "38CfPPYW/uMPXseH/vnX+P39x/HN595RJkximUL+LiSF43TgjQs4JTjSA5lVrXkdebMog17MUUKy\n", "o7sR2umnXm12PvKaeNokQ7fCA2PCgFdHS4FOJKoWqnlW8iVJwp4NLfjstT26q4/FElQpMBJZCgxA\n", "vZIN5E9g5Ipno45Py2iBFqpAqjuFOAHWTrqnFuJK6U3QKxdlpGmUkE9WSncW4knV/lcpMEzK6e95\n", "d5dyDg9PR7OSFwAwMLmIJ35zIev5wan8LVSBYtuoxnX/DhdhhKhVYLjlgeGRJdy9vQOf2tGl2jdO\n", "1vPqKTBUJp56CgyvqMBI7YORWX31RZp2TStVbQkJAHzmPd24tq8Jn722x5C3VWdj5ng6N7mgqPRm\n", "dJJ2dsW0TscDY0DsuqPzO+t9pakdCRFh/T+pdXgOGIcJjBxE4wllUClLyNvS06iJ5yNHR3DLdw/h\n", "c4+9pQywxlQlEOYGnyojz6UEgrqFauHuJiFN2UWuOvBCGDGV7GgM6E5+PrAx09rPsAJDxwRVliTV\n", "YFUcBGqVC/OxBE6OzeEnR0fx+cffwuR8LG8XEjGhMV1gG2cX4/jey+eznlcSGDolJOouJKn/L8YS\n", "SqLHK0toCfnQt0w90W0LF5f8Uh+zcd2ONW6hPhbV55ORbimFOpHMFjD2s4uQpt5+QqdsR+uDYWai\n", "rqfAKOR/kUZMompbqWoNPIvtmGQESVKXt4jXMfFYqDfZ5SIS9OJTO7L7G31kSzt++4oO5fG/vTKY\n", "1U76vGoyp39t0ypIkktdltLbLvonTC3ElGS2Wa8DrVrDbf8aN1ElMOJ6Coz8Jp7p67FYAqmX7BPv\n", "a9oWqmnWtYbwxRv78D6D7WojQa+yL+eiCWVc4JYHOUnlQAAAIABJREFURjq5PlCghKS+RL8pQggh\n", "xAxMYOTgomZ1VNs/XsRIAmNsNor//UKqlODw4DQeOZYycxw36LORD7ElYnqicrFITwOvLCkDwERS\n", "vXJVDEYUGLIkZU3U1rXWYYPQMtFIecZCLNORwiOpJw+5fDDE7Qto2uqdGp/Hnz3xlmrfZ3tgGC8h\n", "+dGhIV3p+LkJnQSGbhcS/cmNJEnYsiKs+sxiS0i0rX+NdiEpBaO1fSop82JuBUbEgAJDrxOJelXW\n", "uXaPQU29vfYaAyDLByPfRL0YD4yjQkcPvVXlNKLSTHvs2m3gmUa8XolJnhmVcsb8reumdcuwo7sR\n", "QCrZ9bX3r8WndnThI1valdhcnI/hgcPDqvcVaqEKpM6r9LbFkynllKi+aK7zKf9PJDNlMWY9MMJZ\n", "Cgx3y7+0uO2BceZiRv2mp4RQ+dIsxnF+akHdgUQnMSxea7UtVM0iSZKqFOXs0nbrJTCc8MCYW4rf\n", "eVUCI/seQw8MYiWs/ye1Ds8B4zCBkYNxg/4XgHrlIlcXkh/9eggLQrnEjw4NYS4aVykwTHtgCIOs\n", "tHu6Eam9FtVqikk5qOjUn29SLRp5AsB1q5s13RMKf/+YRn0h1vXnGliJK9HfueMS3P+xLfjDa7qV\n", "koy3LsypJrjaVa8GjYlnLqXK0NQiHng9MwHa3pUx3tRTYAR0u5Ck/q83uSk1gRFUtfTUqI2KkLDb\n", "QSiPB4aRxFxBBcaiNRPhYglp6u31kjGrl2lLSIrfPlGBMTkfw8tnJ1UlEZfqtGtNozJA1cRO66Nh\n", "F7k6ecxatBotSRL+6+4+/P2H1uO7d16Ky5fOTb9XxicEFcYDh4eVBHMymTRk4pm1/XOxrHuJXivm\n", "aVUJiTkFhoTcvjC1QFDwD0pfW4+PzCrPbWzLPu59nkzJUjwJ/PaPjuIHrw0q/9dTYIj+J92R0lor\n", "i3SLCYyle4QqgWFzslWtwIhjeiGmHJ8BT7Z5KUAPDEIIIe7ABEYO1G0l8w/WC5l4XpiJ4tFjo6rn\n", "JpZW+NKTGAnmV77bCykwDCZGwn7j5RG5MKLAANRO9QCwq69J4y9RWIHxtuAtoV0RrteZBC/GMpNG\n", "WUoljCJBL/Ze0oo/urYn6/PDfk+W8ibgkZQBbzSRVCWlRL7z0oBS9rG+NYS7L1+h/E9RYER1Skh0\n", "upBM60zcNmsTGEV6YIirlTHBI6QxkF9tVApGa/u03TpEVF1IciUwCigw1J0JnFNg1IkrnNG46hxN\n", "Tzy7IkH4ZP1EnBYjHhhjczF849kzyuMd3Y24uieS8zPVCgxNCYnoo+GUAkNIYIiGvGY9MNL4PDI2\n", "tNVnqbCCQ8fQt+RDMh9L4F9fHcTQ1CKePzOpHDdBr5xX1aY18tT6y+iV+EwvZl5jVoHRWEAp6AZu\n", "emDEEkm8OSomMPQ7Cb13dbPydxLqss52nUTd9q4G7OhuxPKwH7+1rXRz3zSi2bCuAmNpX9vngaFW\n", "YAyIiqPGgK7xLxMYxEpY/09qHZ4Dxqnd5ZoCjM2Kyoj8YSpk4vnDQ0PKZDbkk5WB8I8ODSmvKVSm\n", "kg89E08jEz0t4mqvtv7bKGIHhfY8q5SbltdDQmrAuHl5PVY0BDApTFYmCyRQXj03ha/+/G3l8UqN\n", "E3xIpzZX6wMgxvv9G1oQjSfwzefOKs9pO5AAqdXbhoBHOT6mFmIIetW/81fvTOJnJ8aVx793VRdW\n", "NmUGpwNLJm36HhhiF5Lc9fHLQj5s7Qjj0PlpdEcCRa+Iy1KqZEirGCqHGnq91oZpDJl4hjL7Y3Q2\n", "u41qoc4EdqH9XarfsnSOemUJPc1BnLgwB8Cc0qDe71HOrYVYQtnHkaAXf3xtT17vinweGOL502JD\n", "B5I0ah8J0QPDfj8AWQI++e5O/MVPTwIAHj02mpV8XtHgzxvDiEaBISZjm+t8EJoLKUozVReSohQY\n", "me8qh3PXTdTqtSROjc0pZXjLw/6cJtl/vKsHO/ua8JOjI3jp7JTqf3qlQh5Zwl+9b42FW55CpcCY\n", "SCswcqsBrUbrgTEwkd//QrtNWrUcIYQQYhe1PeLJw7hZBYZmQjgys4jHj2cGwJ+/vhfffuEcBiYX\n", "lMEVoF+fa5SWkE9pfzg2F8Ni3FxXCdVqiokSkmQyaViBsTISxGev7cHhwWl8dGkVS5x4zSzGEU8k\n", "dZM6z5wcx3//+WlVu1Ztm0vVwGppcjAsrCC36UzAbr20DdF4Et9e8irpa67Leg0ANPi9mQTGfByi\n", "MnloalGVWNnZ24QtK8JIJpMI+z2YXoxjPpYyaVvQS2CIXUjSCowc8vIv3tiHVwemcNmKsKnkV9Dh\n", "BIbR2r5QPgWGgeNaq8BIJJOq1cMZUYHhoImntk1hrmTMJe31SgJDr3Vhmlzx9MgSwgFPlhHuf9nV\n", "U7DTkVhCMqbxwDg3YayEolTE661agWGse0wp7Ny5E8lkUkkO6rG1I6z7fJomjZGnmIxtrvMq5zUg\n", "KDAWzCVnVjUHlWu/2N2pXHCynlfbGvr4cMb3ZUMO9QWQSuZe1RPBVT0RnJtYwGPHR/Hc6Qmsa63D\n", "5hW5y62spksvgRHNLiGxK6aqjiyxBM4LJVOdOc53KjCIlbD+n9Q6PAeMwwRGDsbnjCsw1C0p1Tfx\n", "H742pEy0N7aFcFVPI+aicXz156dVr1tmsgMJkJqwLKvzKTXqF2aiRZt4AuqyCzODkamFuLJiHvDK\n", "WR08tOzZ0II9GzIu7dqJ19RCLCt59JOjI/iH584infppDfnw396/Bqs0yYaQzm8R3eVzGRnevqUd\n", "XZEAXh+cxgcvadN9TYOgzPjeywP48xv6EPTKWIwn8Nf/75Sy/a0hH/7gmpUAMiZtv1mqyT43sVDQ\n", "xDMaTyKRTKoGsaK8vDHoxXWC/LlYgl4ZE5rn3O5AAhhXYOSq9w94ZTQsHUfxZMoIUpy4zzkwEdYj\n", "nwJD/C13Xb4C87EElof92NaZf7KciwZNAmPvJa24Kk/pSBqxhESrwHhnIlOy1dNkXe2/Fm0njzQq\n", "7xIbE0+SJOHeq1fic4+9icmFOCJBL1ZGAuhqDGBdawg3r1+W9/1aD49JVaLKp1qpnlzy0TFr4tke\n", "9uOLN/bh+Mgs9l2qf72qFbRdSNT+F7kTGCJdkQA+taNLt1ON3Ygqh/NTC4glkq52ISnUgQQofcxA\n", "CCGEmIEeGDkwq8BYiGVUFcPTiyrzvI9f0QFJknDd6masalZPAEp1jw8kMpOLkZlFU10l1MaXxctB\n", "RfXFinB+mXUutCaZIq8NTOGbQvKiOxLA3926Hr06Sgk9aasogc9nenlVTwQbF09heY5Vp+uFpMHz\n", "Zybx+cffxMR8DN9+/pySoPBIwBdu7FXtV3EQeObivOI9IUtQfA8kKeOxAaSSGDMmV2cLEfRmn/5G\n", "/VLMYLS2L5cCQ2xH6ZHyT/Ra8hh5zhZorWgX4u+amI/l/C0tIR/+9LpV+MTS9SIX+eIpnkfdS5My\n", "I4hKMPEaOLWQMaP0eaS86qpSyWnimcdc1yrSMe1bVocf3bUFP/74Zbj/Y1vwtx9cjz+5bhU+tKmt\n", "YNlRk6YERmviqfX6mYsmkLahCXjlortaXNPbhE9e2anqvlMuuOmBISowNrY7p6QwS53PoyTWE0lg\n", "cGpBN4HhhAfGfCyOgcnM/bzDQAkJExikVFj/T2odngPGYQIjB+OiB0YBdYTaxDNzE//Ba4PKJPXS\n", "9npcseR275ElfGJ7h+ozSikhAYCIT0ycRE2aeGYGI6KpnB4vvjOBv+s/g1Njc8pzQwY7kORDHNxP\n", "aow8f/n2ReXvDW0h/O0H1+f8Hr0uJMPT+UtIjLL3klbceVm78vjY8Cx+b/8xpTUuAPzuji5sWq5e\n", "Pe8SBoEnL2TiFvTKqomqthOJnomnFQR1Ju9locDw6yswtF078k3uxTKS0RltAsMdE08x3mK3nkgw\n", "/28xQ7pLTcAj4c/e26ubrNJD7Lg0PhtTuuyI7Si7IwFbzSJzeWA4UUIi4pElU+ebeL29OK+TwBB+\n", "3+R83LT6gqgRExjjczG8s1SGIUvA2lZjCgy3Eb2c3rmoTmDYfWwENV2SzhtQYOh5TZFsHnnkETz0\n", "0EN46KGHcPjwYbc3hxBCKh73Zytlirj6WEgdoZaupmT/C7EEDrwxpjyvXU29pjeCtS11eGtpIluq\n", "q/+lvZ04ejjVtjOlwDBj4mlMgfHKuUl88acnkQRwaGAa/3THJZAlybD/RT7yKTDEto63b25XTQS0\n", "1Ous4o+IHhjh/PHOV4cmSxLueXcXWkI+/OPz51LO9ULCa1dfEz68KVvOLQ4CT4xl5M3aRIK2jMSu\n", "CY6+AqO8PDBEw02VqiiYf/+JCgxtO1DxM530wBAn3YPC5MBs68t88fzklZ3YsiKMlZEAuoso96jz\n", "eRSj4WgiiamFOBqDXpy5mNneYj7PDOIxmE5axRMZ01sJ9ilnrKg/zW6jqr6XiMfj1ELM0Umq0zhZ\n", "zyveh8WYrl5WZziB5zYrI0G8OpDyXjk3Ma+rwLArpkHBA2NyPqZ44Hik3PfzkKYsTus3RFIEg0Hc\n", "dNNNbm9G2cP6f1Lr8BwwTmXc1V2gmBIMWZIQECadC7EEjg3PKN4XPU3BrFp2SZLwh9d0ozHgQWdj\n", "ANf2NZW0vaKnw8h0FBNmPDAMyEHHZqP42s9PK2Uc5yYXcHQoJdVVdyAxl5ARWwyKteOAeiJaSC6t\n", "Z+IplpCUosBI8+HN7fjCDb2qtpcrIwF8NkenB9Gk7eRYZkVbO7j2a2q57aqDdjqBYRRxUDwrJNLU\n", "rY3zb2ersH+1CQzxM53tQqJOdKaJ2BBzjyzh6lURU8mGZp1Wqu9cdMb/AtCUYMynVCDasp9yniRp\n", "TTy1xrNim9vJhZg6QVlEBxKiRtsSN00+A89yQ6XAmFArMOxOtorXJ9HAd3mDP6fiyiNLyvuSyPYs\n", "Iini8Tj279+PBx98EK+88orbm0MIIRUPExg6ROMJzC/diGUJqgFnLoLCRGg+msDhwUz97daOsO6E\n", "dmN7Pe7/2BZ8545LSi4hGX3nhPL3ybE5pOdHIZ+smhDno1ACI55I4is/e1sliQaAp99KKU2sUGCI\n", "qgqtAkNUObQUiJeen8dIESUuRuvQdq1uxlfevxbLw350NQbwl7v7ciYZxBISvQ4kabSdSBxNYBRQ\n", "NpSC0ZiKA+mZaByJpTIGIwaeaVQeGDPqVqqzOs7+TpArWWJWgWFXreQyVSvVVMzPOJjACHplJSEc\n", "jScxF02okk4hG1UKVsRUTK6NzkaVBEX6XqJVmam6DFWZAsPJel5RuSZSCf4XaVZGMufW2+OZNrCy\n", "lLle2xXTXCqVXOUjaWjkWZg9e/bgtttuw+23346hoSG3N6dsYf0/qXV4DhjH/eXWMsTnkfHof9qK\n", "6cVUq0Mj9d5iR4f5eAKHhRZ8l+VpuydJEqxYS2z0ZlZ0T1zIlCcUY8pYKIHx/VcHdVsLPnvqIj59\n", "9UpLPDAaNAZ3aZLJpGolvVDCRxxUzUbjmFmMK94Hfo9UsENKMVzWEca//tamgq9rDHqzukMAaulu\n", "evvSLMaTOduoloqeB0ZzGSgwgl4ZkaAXE/MxRONJvD02j9UtdUW1Bla1Us0y8RQVGA62Uc0xQSgH\n", "3xERsevS2JICw8kEhiRJiNR5MTyd+u6L8+qWw04mnczQGPAq7aDFFelI0AuPLKExqL7GiX5Ddnea\n", "qGbSSkhR3QQY70BSDogKjLcEn6R6v8dynxwtuRQsHXlaOQOpbUsbJTOBURifL//Ypb+/X5GRpycz\n", "lfJ4YkLb16w40v4gRr/PDLFYfn83t3Fy+8x818TEBNCZ8vMr9vgw8139Jw8VdTzWt3dDDi/LbCuA\n", "SCRS8HF72I8Tv/5VUb/HjseHDx8um/PZjcehkPH7dXmNnMsISZLQoFkty4e4ejG1EMexkYwCY/MK\n", "c60Qi+Gma67EP51+HYBanl7M5ChfAuPVgSl8/9VB5fFHty3H02+NY2h6EVMLcbz4ziSGpixQYKjk\n", "1XHV32lD1Hq/p2BNs/a3aA08Cw0G7apD62oMqNr7AdkDR5UCI5awrUZeb8BaDh4YkiRha0cYz55K\n", "mbYeOj+VncAocFy3hnKbeKo9MBxUYOT4rojJzi92HaNqBUYUC7GEcm7LkroUyi6agj4lgTExH0M8\n", "kbmm2TnJtyKmqSSFV6UYAjLJwbwKjCorIXG6njfglbEQF81eZds9W6ykPeyHT5YQTSQRFe7j4nXf\n", "rph6ZP0EUEEFBjuRFOT06dNYtWoVAGB+fj7va8X9q93X5f44NTEcgVk+/elPF/V9ZvB6y3va4+T2\n", "mfmu9OQfKP74MPNdWy8p7nw4NDCFzz3+luaTtMdk9uOvf2Ct6+fPzp07K/r8t+JxMSV2LCGxCHEy\n", "eGhgShl8dDUGCpY7WEFTnVflxSA+b5T6HI7iM4txfPVnbyu+F1s7wrh7ewduWJtpJ/r48VEl4eCV\n", "JdMlMbkUGGOi+sLAbxLrhWejcZWBZ3sBA0870Zv8ZZl4ekUFhnMlJAGPVDZmd1sF1dJrS6Z2EyoT\n", "zwIlJIa7kDj3ewMeCXpirnJTYDQLXZfG52I4OzGvnPsrGgKqBJtdaDuRzLpkvGoWvetuWg2n6va0\n", "EFcpsqqthMRptEnZ9W2hsvZL0eKRJd2EgVPKnKCOuqlQAoOdSApz+vRp3H///bj//vuxYcMGtzeH\n", "EEIqnvIfCVYI4sTvV2cnlb/zlY9YyXO//KVKNp+muASG/krK82cmFN+LpqAXf/beXnhkCTeuXaa8\n", "5qWzU8rf7WGf6UGjtsVgmmIMPAFtXW5CWc0FjBl42lWHpjcYzE4kiG1Uk/a1UdV8b1Odz1aZcjEx\n", "3bokUQSAXw9OI55Iaox18x8DTUEvfEulONOLcUV1EU8klXIECbnrvu1AkvQTRGXngVGnLr9Rl4/Y\n", "r74ANJ085mOqrkh2lpBYFVO9pFRageGRJSVRkQQwOJXp8FJtCQyn63m1CYyNbZXjf5FGL8ktXvft\n", "jKleSV1nY/77pcowO8oEhh67du3CHXfcgTvuuAPr1q1ze3PKFtb/k1qH54Bxymvpr4IRV9FfFww8\n", "tzhQPpKmrd6P81Nqw0IrSkhOj2cmMO/f0KIoSnqagljfGsIbo+qSCLP+F0BuBYYqgWFA3RHSdCFR\n", "t1AtvQOJWboMJDB8QgJjLhpX2kfKkrWeDdkJjPK5HHRHAlgW8mJsNtVm8sTYXFEmnpIkoa3eh4HJ\n", "1H4fmY6ip9mjKh+p88m215VrCfk8KgUIYD6BYReiemp8LqpuoRpxRo4f0XTyEMsunCz7MYveuSR2\n", "d2kMepTEZPoYBYB6gyWLRB/tNW1je+X4X6Tp1klgOHXM6yVYVxTwwNi3qQ3XrW5Gvd+D3ubKKdch\n", "hBBSuVCBYRHijT8m1Gs7lcDYuXMn2nRKI4ox8VS1r4wmlLpzcQVWW098o1BGksas/wWg9sAQpdXq\n", "EpLCv8nvkeBd0utHE0kMTGQmYW0GFBy2eWAYKCEJCCUkYseXer/HUjm0Vi5sdylDMTFN+WBkVBiv\n", "DUwVZeIJAK2hzHE4vJTAUpePOD8R1jNONRt32zww6tRdSFQKDIcmKOL+nZjXlJDYWPZjVUz1uvmI\n", "BrliQuZ8FSsw3PDAEKlMBUb2OVbvgAcGkJ0gbw35cpp7ptm0PIydvU24vLNBlaQjpFicvl4QUm7w\n", "HDCOpTOWRx55BPElA601a9Zgy5YtVn58WaO3ctEe9mF5g3Or/XqlEcVMjjyyhJBPViZ5c9E4wgGv\n", "agKzSjOBuX51M779wjkIORv7FRgGEhCSlPotaV+OtwUVSSnbVyq6CgyNp4DoMTA+l/ndVtdBi4kS\n", "oLwUGACwrbMBPzsxDgA4NDCNi0IsjKgWxIRe2gdjVqPAcBq9pEmkzOKu9sCIqnw77O5AkqZJ44Eh\n", "TqIqoVNHIQWGeJ0Tk5TVZuLpNOJx0h72ldye3A1W6iS5nUpsaccxhfwvCCGEEDewdAQfDAaxb98+\n", "7Nu3r6aSF4B+R4fLHCwf6e/v152YFzspDfnV3hHReAIDk5kVQu3gqjnkwxVdjarnSlFgpFQGqb9n\n", "o6nvB9QKDKOmqOJE5+xEJoFhRIFhVx1aOODNmnxnmXgKCQzxd1s9cdO2b7VbgVFsTLcJ/jGHzk8p\n", "7vg+j2RoFV5M6KVLiMS2lm6UImiTJrKknswWg13HaCToVc7BqYU4zgrqJccSGFoFxqIz+80yDwxd\n", "E099BYZItSkwHPfAEK6dGypQfQHoJzCc8sDQqvI6CvhfEGIlrP8ntQ7PAeNYmsCIx+PYv38/Hnzw\n", "waJaoVQDegoMJ/0vAP2JebEJDK0PxsDkgqKuWB72o05nBVlbRlKKwiHdvjZNusWgqMAwuqomTnTE\n", "znBGTDztRKvC0B47fk9myXtMXJ21PIGh/l6z7TztYkWDX+kYs6hpDWzEu0I8H0aWTFxFbxcnO5Ck\n", "0SYwGgLesuuSIEuSSi2QLolbFvI6pn4Qk3zZJSTlP8nPZ+IJqEvlRKotgeE0YjJ4Y1vl+V8AqWNf\n", "exzUO3StogKDEEJIJWDpXXHPnj247bbbcPvtt2NoaMjKjy579GrbtzjUgQRY8sAosYQE0LT4W4zj\n", "tMr/Qn8wc/WqiGrg01HA9KsQ4or05FIZSbEmnoB+t4Kw32NoBdfOOrTOSP4EhqjmsVWBoTlmm20u\n", "ZSg2ppIkYZvgg5HGqOllayEFhgsTYW0CsJSyHTuP0WWh7O1ySn0BqD0kLs7FbGslrMUyD4wiSkhE\n", "KqE8phicrue9trcJspRKTl6/JtufqRKQJClLheGWBwYTGMRJWP9Pah2eA8YxNXoeHR3Ffffdp3pu\n", "79696OnpUR77fPknmf39/cqOSktmKvnx+QteAJmbfdiTUFbandqerVdeBZGUPN1b1OdpFRhiB4L0\n", "BEb7/pdf+He8t8WLn4/V4frVzXjz0It4s4Tfg8VZAKntmFqI4xe/6MfodAipxpfAb177FU7KhT8v\n", "5O+AlrZ6n+vHS2x8EEBmcn365JvoHz2u/H/g7Bnl/+M6Cgyrtmf5xu2q2KSTXW7HR3y8tTOMA2+O\n", "qbYzOT9l6PrRcUnm950emQAAdRcSi+Np5LF2gtAULO78dOzxXADa20Ou89+Ox6k8U6oEYHxuEQMj\n", "80hfE06+cRTSuUR5xUvzeGxRAiAqAJJK4q2/vx+jY+r7RZp6v6cstr9SH+/sa8JnVs+iTk4qCf1y\n", "2j6jj/0LfgCZMdQ7J98ENrba/v16CoxyiIedjwkhxvHIwKGBqaLftxhPFH6RBd9l5ntIZSIlk8lk\n", "4ZcZ4/Tp01i1ahUA4NFHH8XevXt1X/f0009j+/btuv+rVB45OoK/f+6s8vi6viZ84cY+x76/v78f\n", "11xzDT70z79W2m42Bb2472PFeZF85WdvK8aJf3rdKvzq7KTy+I92duMDS4MoPZLJpCVtKb/40xN4\n", "4Z1JAMCXb1qNS5fX445/OwwgNcD/8ccvM/Q5X/v523j6rXHVc+/ubsRfv29NwfeKE2Sr+dmJcXzl\n", "Z28rj79802pcvSqiPN7/+jD+8flzWe/78KY2fPrqlZZtxzsX5/HJB44pj7/14Q1Y02Kf7NpMTIen\n", "F/GxHx5RPbd7bTP+9Pregu+dnI/hI0vHTcgn46FPbMWPXx/Gt5Zie+ulrfjMe7qL2p5S+fbzZ/Hg\n", "6yPK4119TfgLk9cJO4/R//HsGTz5xgXVc595z0rcemmbLd+nx63fO6Rcy7oaAzi35MXzP29dj0va\n", "7fE3sCqmM4txfPhffq08jgS9uF+4Fj/91hi+9vPTqvekj9Fqws5jtJr5v68O4nsvn1cef2XPGlyx\n", "MuU1ZWdM//nl8/j+q4PK4x9//LKqUwVpeeWVV3DjjTe6vRkAKn9sfGhgCp97/K2i3/f1D6zF1s6G\n", "oo5ts9/1l7v78OWDp8ryPfwud94DZI5Bt6n1e2Yx12Nv4ZcY5/Tp03jxxRcBANu2bbPyo8serYmn\n", "k+UjaSRJQnvYr3QNMdPdoF7VSjWubqFYQEJuRfICABqEEoHJhRguzBRfPgLolwgYMfC0G20r1WwP\n", "DP3KLuu7kGjUAGXmgQGk/FQ6GwMqI1mj29kQ8CDgkbAQT2I2msDMYrzsSkiMlsM4jV4JibaFst1E\n", "gl7MT6dKfwaFVqOVMKEK+WT4PBKiS94t2vIsPQ8MdiAhafKVkNhJnXBPiASd87whhBBCisHS0fOu\n", "Xbus/LiKQusn4LSBZzpj11bvU5IOZrpK1Pszv2NyIY6zRSQwrELVSnU+hrE50cDT+G/SG3wZNRi1\n", "MwOaZeKZ1YVEPxFk9QQny8TT5sm02Zhu6wyrExgGt1OSJLSF/UoXjeHpRXUJSRmYeJYSczuPUT2j\n", "XCc9MICUj8TQUgJDNOHV87axCqtiKkkSmoJejCwlX7UJDD0PjGo08KzllaRS0Ca5nfLAEO9FHQ62\n", "gCcE4PWCEJ4DxnF+BF+liJPBhoAHq5qdHeynEY08zRgE1gsD61Njc0rryqagF40OrRaLq5OTC3FT\n", "Bp4AEPJnH95udyABUoNRcRIe8BhTYFg9wQkHPFixNEhd3xqCVy6vbhhptmqMPItRFrWKnUhmFjEj\n", "KDDcWF200sTTTpZpVC4hn4xlDm9rrkSV3nldjoj7Vqsa0ruWhv3leSwQ5+mKqMcPTl2rxHPOacUV\n", "IYQQYpTKGAlWAL3NdUjP/67uiTjeGjFtTJVuOwmonfyNIq5uHhueUf52cvVVpcAooYREb6XWaAlJ\n", "Op52sbOvCUBqe3o0yS5taUcaqwexsiThr29eg9+5sgNfuKHX0s/Ww2xMt2rKsYpRFrWpOpFEq0qB\n", "Yecx2qxROvU0BS0rETOKXnJHlvRbVluFlTEVr79GFBj1VVhCYvd1tFoJemVFxdnZGFBdJ+yM6Y6e\n", "CLZ3NWBVUxAf2dJu2/cQogevF6TW4TlgHC75WER72I+/unkN3rowi1vyGF3azXWrm/GDQ0NIJJK4\n", "fnVT0e8XJ8mjQuLAyQSGVoHhkcUSkmIUGOaklPB7AAASWUlEQVRLSOzm3qtX4rq+JqxpqctSPvhy\n", "lJDYsQrX0xxET/MKyz/XSpaFfFjVHMTp8VQ5UzEqGjFhNTK9iNnFjAJDq4ZwAq3vRvl6YKjPM6fL\n", "RwD9RFXI53E8kWIWMQHTrFFg1Ps9kCUgIZTGVGMJCTHPF27oxfNnJnBFVyM8DqnjAl4ZX33/Wke+\n", "ixBCCDFLeY6eK5QruxtxZXejK9+drpvqbgrihx/djFg8ieYiJvtpck2Su5uc6wevVWAkhFF+UQoM\n", "nd/SYlCBYXcdmleWcjoe51JgVPoEp5SY/t6OLvzDc2extTOMvmXGJ9NtQsJqdCaKWUGBYaeXQi6y\n", "2qiWUJZhqwdGnfsJDL3kjt1SeitjenlnA55aagG8rVOtIpIlCWG/B5MLmeOx0s9vPVjPa55lIZ9u\n", "1y/GlFQrPLZJrcNzwDhMYFQhDToO90bJNYh2VIEhdiGZj2Mhllk1L0qBoZmgNtd5c/pLlBO5TDyr\n", "UWJulHetbMR377y06Pe1aTwwxC4klV5CYicBr4x6vwczi6kJthv18HrdZkIu7DOz3LC2GU11qU4O\n", "G9qy2742Br3qBEYNn9+EEEIIIUYpz9EzKRqregfrlV0AcNSUVKvAWGpEAKBYBYZ6slNM6YGbvZid\n", "MvF0GjdiqvXAEHG7jaoE/XaaRrE7nisjAfxmZBayBKxpqbPte3Khl9zJdX2yCitjKksS3rUytyJP\n", "64NR6ee3HrXe094OGNPaZC4axy/fvoiJ+XjhFwts6whjerG49wCp61Gx71uMJwq/SAePDBwamMLE\n", "xAQikYit30WIHuljsBjMnCNAqpS9o1Ff1c7ru3GYwCAq9CTaIZ9cVOKgVEQFyeR8TNVCsRQPDNHg\n", "tJzJlcBwY8Jd6Wg9MMTj241uFuL3Nwa9jtW2m+HTV63E918dxFU9ja54x+iV17jROcYutMmravpt\n", "hBBrSSSB+349jLfH5wu/WOCvbl6NLx44WfT3/eXuPnz54Kmi32OGifm48F0jtn4XIXqoj0FjmDlH\n", "AODrH1ibM4FBjMMERpVgVcZObxDd7XAHgpBPhkcC4kkobVzT21ZMBwKtx0ExCgw3M6B+b3asQz65\n", "rCe7RnAjpvV+D+p8MuaiCSzEk1iciyn/c8PEsyXkw9U9Efz7mQl88JLSzH7tjuely+vxN3vW2Pod\n", "+dBVYNhcQuLkMZqlwKjCEhKuJFkPY0oIIdUJr+/GYQKDqKjzyZAACKIHxw38JElCQ8CLi/Mx1fPF\n", "qkC0CgyjLVTdJqCjwODqrDkkSUJbvR9nLqZWrcTj2g0PDAD40k19mFqIq7xeSDa6XUiq6Dxo0Py+\n", "sJ/HAyGEEEJIISrHEY3kxarewbIkZU2W3ehAoDe5awkVN8D3ypKqo0cxMng3ezHrtVGthvp4t2La\n", "qpO4qvPJkF1qxylJkiXJi2rvF+73ylmKC7s7xzgZU63ZcjWc41qq/Rh1A8aUEEKqE17fjcMEBsmi\n", "HBIYWnk1UJz/RZp6YQLU5kIdvxn0PDCowDCPnvLGLfUFKQ6tD0Y1KTAaa6CEhBBCCCHEajiKrxKs\n", "rJvSdu9wRYGh053BjJHo6qXuCSGfXNTvcLMOzSNL8Gr8LqohgeFWTPW8T6rBELUWaiW1Phh2nwfO\n", "emBUv4lnLRyjTsOYEkJIdcLru3FYdEuyEFc5fR4JKxqcVy5YpcD4g2u68cTxC7iiq6GiJgh+j4RY\n", "IuPYwNVZ8+gpb6ohgVELNAXV57zdJp5OIiowZKm6fhshhBBCiF1wxFQlWFk3JdZir2wMuNL9Qt8D\n", "o/gERkdDAL9zZSe2djYU9T6369C0ZSTVUB/vVkz1SkjcaKFqNW4fo06gVWDYXULiqAeG8Nvq/R5H\n", "Oz05RS0co07DmBJCSHXC67txKn8UTyxHVCq4UT4C6CswzCQwKpWApl1sNdX+O42+BwbjWQloPTAq\n", "SUVViPZ6H9K54eUV4s9DCCGEEOI2TGBUCVbWTYnt/LpdS2BkKzDMlJCYxe06NG0nkmpQYJSXB0bl\n", "X/rcPkadIMsDw+bEk5Mxbarz4fevWomtHWH87o4ux77XSWrhGHUaxpQQQqoTXt+NQw8MksW1fRE8\n", "emwEsizhhrXNrmyD1qEfcDaB4TZaBUY1JDDcIuT3oN7vwcxiPPMcFRgVQXYXkspPPIns29SGfZva\n", "3N4MQgghhJCKobpGgzWMlXVTl3U04N9+azN+9NHNWBlxSYGhWXkN+z0Iep07XN2uQ/NrFBj1VWDi\n", "6WZMtWUk1aDAcPsYdQKnFRi1EFMnYTythzElhJDqhNd341T+KJ7YQku9D2GdMg6n0Cowakl9AWSb\n", "eNo9cat2tGUk9MCoDJqzFBjcb4QQQgghtQwTGFVCtdVNaT0wWkLOJlPcjmdWF5IqUGC4GdNWrQKj\n", "CibCbh+jTiAqMDxStjLJamohpk7CeFoPY0oIIdUJr+/GYQKDlCXaLiS1psAIeKvPxNNN2jRdHqqh\n", "hKQWaK7zoaMhte82ttdXZatRQgghhBBiHI7iq4Rqq5sKemX45MxkxekWqm7H06ctIamCBIabMW3P\n", "8sBgPCsBjyzhb/aswe9f1YU/v6HX9u+rhZg6CeNpPYwpIYRUJ7y+G4ddSEhZIkkSGoIejM3GADif\n", "wHCbQBUmMNwk2wODudtKYWUk6JqZMCGEEEIIKS84iq8SqrFuSvTBcLqExO14+oUSkoBHylJkVCL0\n", "wLAWt4/RaoQxtRbG03oYU0IIqU54fTcOFRikbFkR9uP0+DwAYGUk4PLWOIto4lkNLVTdhh4YhBBC\n", "CCHETTwycGhgqqj3hP0eTC/Gi/6u9rAfHY3VOX9iAqNK6O/vr7rM3d1XdGAumsCly+uxpiXk6He7\n", "HU+x20LYXx2nqZsxDXplRIJeTMynSpKqIaZuH6PVCGNqLYyn9TCmhBBSuUzMx/Hlg6eKes9f7u4r\n", "+j0A8PUPrGUCgxCnWd8awjf2rnN7M1wh4BUUGH6qBaxg36Y2/MvL5/GeVRG01NeWpwohhBBCCCHV\n", "ABMYVQJXZKzF7XiKnhfVYuDpdkzvunwF9m1qYzxJThhTa2E8rYcxJYQQUutwaZeQMiSgKiGpjgl3\n", "OVAtyQtCCCGEEEJqEdMJjEQigXi8eEMRYg/sHWwtbsdzVXOd8vfqlro8r6wc3I5ptcF4Wg9jai2M\n", "p/UwpoQQQmodUyUkTz75JE6ePIl9+/ahs7NTeX5wcBBPP/00PB4PrrvuOnR0dFi2oYTUEltW1OOP\n", "r+3BxfkoPnRpm9ubQwghhBATcGxMCCHWYiqBsWfPHhw9ejTr+RdffBF33XUXAOChhx7Cvn37Sts6\n", "YhjWxVqL2/GUJAl7NrS4ug1W43ZMqw3G03oYU2thPK2HMa08ODYmhBBrsdQDIxTKtLr0+/1WfjQh\n", "hBBCCCEVBcfGhBBiLZZ2IUkmk8rfPh/bFDoJe8NbC+NpPYyptTCe1sOYWgvjaT2MaeVhxdhYloA7\n", "L2vHxHxx3nOyVPg1hBBSaUhJ8cqqYXR0FPfdd5/qub1796KnpwdHjx5FU1OTygPjySefxJ49ewAA\n", "Bw8exO7du3U/9+WXX8bFixet2H5CCCGEEEKKpqmpCVdccYWt38GxMSGEFKaY63FeBUZrayvuvfde\n", "w188NzcHIJVtTv+th903C0IIIYQQQtyGY2NCCLGWvAqMXBw8eBAnT55EMBhEb28vdu3aBQAYGBjA\n", "M888g2Qyid27d6O9vd3yDSaEEEIIIaQS4NiYEEKsxVQCgxBCCCGEEEIIIcRJLO1CQgghhBBCCCGE\n", "EGIHTGAQQgghhBBCCCGk7GECgxBCSM2QSCQQjxfXipDkhvG0HsbUWiohnpWwjYQQa6n1876U3+/5\n", "0pe+9CVrNyc3g4ODePjhh3H06FG0tLSgoaHBqa+uOo4cOYL+/n4cOXIEjY2NaGxsZHxLYG5uDt/4\n", "xjewZs0aJW6MZ2mcPHkSBw8exIkTJ9DX14eRkRHG0ySnTp3C008/jddffx2NjY2IRCI8Pk3w5JNP\n", "4qmnnkJ3d3fB85zxLYxePPXuTQDjaRS9mAK8R5klVzy19yePx+NaPHNtYy3u30ceeQTHjh3D8ePH\n", "EY1GsXz5crc3yXZqcT+L1OI+B4obj1Qjer+/qGMh6SAPP/yw8vePf/xjJ7+66njmmWeUvx977LFk\n", "Msn4lsITTzyRfPnll5Pnzp1TnmM8zTM+Pp7s7+9XPcd4mufxxx9X/ub5XhpHjhwxdJ4zvsbQxlPv\n", "3pRMMp7FoI1pMsl7VClo46l3f0om3Y2n3j6vxf174MABtzfBcWpxP4vU4j5PY3Q8Uq1of38xx4LX\n", "oUQLACAUCil/+/1+J7+66ki3rhVhfM0xPj6OUCiEYDCoep7xNM9rr72GpqYm7N+/H5s3b8b69esZ\n", "zxKIx+NIJBJIJpNILjWOYjytIVccGV9z6N2bAMazFHiPsha9+xNQfvEst+1xgng8jv379yOZTKKv\n", "rw/bt293e5Nspxb3s0gt7vNc8Fgwfiw4msBICh1bfT6fk19dtTz11FN497vfDYDxNUt/fz9uueUW\n", "HD9+XPU842me4eFhAMBtt92Gxx57DGvXrmU8S2Dz5s34+te/DgC4++67AfD4tIpccWR8S0O8NwGM\n", "ZynwHmUtevcnWZbLLp7ltj1OsGfPHuXvJ554wsUtcY5a3M8itbjPc8Fjwfix4GgCQzTqkCTJya+u\n", "Sp555hmsW7cOra2tABhfswwNDeEnP/kJhoeH0dvbi87OTgCMZ6mkV2K7urowNjbGeJbAoUOH8PnP\n", "fx6JRAKPPvoobr31VsbTInLFkfE1j/beBDCepcB7lPVo70+tra22x3N0dBT33Xef6rm9e/eip6dH\n", "9/XVvH+NxKJWJnDVvJ+LpVb2eS54LGQodCw4msCYm5sDkMowpf8m5vjFL36B5cuXo7e3V3mO8TXH\n", "PffcAwA4evQompqalOcZT/OsX78eJ0+exNq1azE+Po5NmzYxniWQlhLKsqxc1BlPa8gVR8bXHHr3\n", "JoDxLAXeo6xF7/4E2B/P1tZW3HvvvYZfX837N1csTp8+jVWrVgEA5ufnnd4sV6jm/WyEWtznueCx\n", "YPxYkJKiXsVmBgYG8MwzzyCZTGL37t1ob2936quriuHhYXznO9/Bxo0bAQBTU1O4++67Gd8SGBsb\n", "wwMPPIDe3l7cfPPNAHi8lsoDDzwAj8eDtrY27Ny5k/EsgePHj+Po0aMAgE2bNmHDhg2MpwkOHjyI\n", "kydPIhgMore3F7t27coZR8a3MNp4bty4UffeBDCeRtE7RgHeo8ySK57a+xPgXjxzbWMt7t9nn30W\n", "Q0NDAIBt27Zh3bp1Lm+R/dTifhapxX0OFDceqUb0fn8xx4KjCQxCCCGEEEIIIYQQM8hubwAhhBBC\n", "CCGEEEJIIZjAIIQQQgghhBBCSNnDBAYhhBBCCCGEEELKHiYwCCGEEEIIIYQQUvYwgUEIIYQQQggh\n", "hJCyhwkMQgghhBBCCCGElD1MYBBCiIu89NJL+Na3vmX5546NjeG5556z/HMJIYQQQghxCyYwCCHE\n", "Rd71rnehtbXV8s+NxWJYXFy0/HMJIYQQQghxC6/bG0AIIbVOIpHAww8/jHg8jkQigdbWVlx//fUY\n", "GxvDgQMHUFdXh3g8js7OTlx11VXKex588EF4vV4kk0mEw2HcfPPNAIDh4WE89dRTGBoawsWLFwEA\n", "V199NZYvX+7abySEEEIIIaRUpGQymXR7IwghpJb56le/invuuUdRYrzwwguIRCJ4/vnncdddd8Hn\n", "8wEAnnvuOXR2dqK3tzfrM+677z7ceeedyuORkREcOXIE119/vRM/gRBCCCGEENuhAoMQQlymq6tL\n", "VUZy+eWX48CBAxgcHMRjjz2mPJ9IJOD1etHb24uFhQUcOHAA8XgcsizjxIkTbmw6IYQQQgghjsEE\n", "BiGEuMy5c+cwOjqqJDFee+01rF+/HouLi7jlllsUBQaQ8rYAgMcffxw33ngjGhsbAQAzMzOqz/R4\n", "PIjH4w79AkIIIYQQQuyHJSSEEOIiL730Evr7+9HZ2YlgMIhoNIq2tjbs2rULMzMzeOqppyDLKb/l\n", "mZkZ7NixA6tXr8aRI0dw9OhR+Hw+xGIxvPnmm7j88suxZ88e5bPTHhmyLCMajeLWW2+F18u8NSGE\n", "EEIIqUyYwCCEEEIIIYQQQkjZwzaqhBBCCCGEEEIIKXuYwCCEEEIIIYQQQkjZwwQGIYQQQgghhBBC\n", "yh4mMAghhBBCCCGEEFL2MIFBCCGEEEIIIYSQsocJDEIIIYQQQgghhJQ9TGAQQgghhBBCCCGk7Pn/\n", "Te1gCF5XurkAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "------------------------------------------------------------\n", "P. 012\n", "150 taps ==> 141 taps\n", "pre-filter:\tsd= 7.24981257029 \t mean= -7.46174224007 \t md= -8.75978169705\n", "post-filter:\tsd= 5.81067336948 \t mean= -8.05403337968 \t md= -8.88020326944\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8FPX9P/DX7iab+yTkIjeEG0FOUSAEoiIFBAQFQa1Y\n", "8Kraenyl9lDszx5qadWqtKUVpAqKAgIFxESuhPuGXCTkvu9kk032nN8fm52dyW6S3WSymUnez8eD\n", "xyOzmd395M1kM/Oez/v9kTEMw4AQQgghhBBCCCFExOT9PQBCCCGEEEIIIYSQ7lACgxBCCCGEEEII\n", "IaJHCQxCCCGEEEIIIYSIHiUwCCGEEEIIIYQQInqUwCCEEEIIIYQQQojoUQKDECJaer2+v4cgGjqd\n", "rr+HQAghhEgWnVNY0DkFkTJKYBAyQMXExKCoqMgp73XfffchMTGR/ZeUlNTj9z558iR++ctfYurU\n", "qUhJSRF4pOJRW1uLVatW4f7778fChQtx9uxZq31KS0vxl7/8BcuXL8eTTz7Z6WuVlJTgkUceQUJC\n", "AubOnYtPPvmkL4cuCZWVlXjooYcwf/58/OQnP8GiRYtQWlpqtd/cuXNx4sQJm69hMBjwk5/8BImJ\n", "iRgzZkxfD5kQQkSLzinEjc4p+hadU4gMQwgZkJKSkpiysjKnvNeqVavs2u/ZZ5/tdp9PP/2UycvL\n", "Y7Zt28YcOXKkt0Pr1tdff81MmjSJGTlyJDN37lwmMTGRmTt3LvP73/+eMRqNffa+S5YsYS5evMgw\n", "DMM0NjYyCQkJTGNjI2+fw4cPM8ePH2cMBkOnMdbr9cwDDzzAZGdnMwzDMEajkdm4cSOzY8eOPhu7\n", "FGzYsIHJzMzsdr8nnniCuXDhQrf7dXeM23NsE0KIVNE5hX3onGJgonMKcaEZGIQMUD/88APCwsL6\n", "exg89fX13e7zzDPPIDY21gmjMVm5ciX+9re/4ZVXXsGxY8fw448/4tixYwgODsb777/fJ++Zm5uL\n", "gIAATJkyBQDg6+uL5557Dl999RVvvwULFiAhIQFyeecf1WVlZVi/fj1GjhwJAJDJZPjDH/6AgwcP\n", "9snYpaKpqQmjR4/udr9t27Zh6tSpvX4/e45tQgiRKjqnsA+dUwxMdE4hLpTAIGSAeeGFF5CYmIjo\n", "6GgUFhba3KetrQ0vvfQS5syZg3vvvRfLly/HU089hVu3bvH2Kysrw9q1a3HXXXdh5syZWL58udU+\n", "ANDS0oK1a9ciKSkJCQkJ2LRpExiGYb9/4cIFzJs3Dz/++CNvWuhzzz0n7A/fC9zxAsD69etx4cKF\n", "Pnmv69evIzExkffYvHnzcOPGDYdfKzIyEsuWLeM9VlVVhSFDhvRqjJ358MMPMWbMGOzcuRPr1q3D\n", "tGnTMGvWLKxYsQJ5eXm8fbdu3YrExESsXr0a9fX1ePrppzFr1iwsWLAAZWVl7H5ZWVlYsWIFkpKS\n", "cM8992Dt2rWoqKjo0fg+//xzJCYm8o61efPm4cyZM7z93nnnHSQmJmLUqFGdTve0x8GDB63eLzEx\n", "EW+//bbVvocPH8b999+PefPm4e6778Ybb7xhVZNtb8wIIcQZ6JyiZ+icwj50TsFH5xR26t8JIISQ\n", "vrJx40amoKDA5vc++eQTZuvWrey20WhknnrqKebWrVvsY/X19UxCQgJz6dIl9rFbt24xCQkJVq+b\n", "nJzMVFVVsdvvvfce8/HHH1u9r73TQhmGcdp0T4ZhmOPHjzNbtmxhtxsbG5mXXnqJ+fzzz/vk/bZv\n", "384cPnyY95jRaGRWr17d6XPsjV1bWxuzZs0apqSkpFdj7Mq2bduYoKAg5sCBA+xjmZmZzKxZs5ja\n", "2lqr/adNm8bMmzePOXHiBMMwDFNTU8NObc3IyGBmz57N5Ofns/tfvXqVSUpKYtRqdY/HaG+8tmzZ\n", "whw/frzXr9fd93fs2ME8/vjjjEqlYh/btWsXs27dOpv7dxUzQghxNjqnsB+dUziGzikc//5gP6dw\n", "6e8ECiHE+aZOnYo9e/YgKysLw4cPh6urK7Zu3crbZ+vWrXj99dcxefJk9rH4+Hh8/PHHeP/99/HR\n", "Rx+xj8+fP5/33FdffRUPP/ywqO6GdIVhGGzevBm7du2CXC6Ht7c3nn32WSxYsKDP3lMmkwn+mq2t\n", "rXjmmWewceNGDBs2TPDX59qwYQMWLVrEbo8ePRq//e1vsW3bNrz88su8fdva2nDkyBEEBgYCAO9O\n", "zubNm/Gvf/0LMTEx7GMTJ07EK6+8gv/+979Yv349AOCtt97q9K7G0aNH4erqKtSP1ie2bt2KlJQU\n", "KBQK9rFHHnkEV65cQU5ODuLj43n7dxUzQggREzqn4KNzCsfROYVjBvs5BSUwCBmEpk2bhtjYWJw4\n", "cQL79++HSqWCj48PXn31VbY2MicnBz/96U+tnjtu3DibnZc74n6oip1MJsMrr7yCDRs2OOX9hg4d\n", "iurqat5jFRUV8PHx6fFrNjY2Yv369XjrrbcwduzY3g6xW9yTUO5je/futXp83Lhx7B/NjsrLy/HM\n", "M89YPW40GjF37lx2+6233urxWMUgNzcXSUlJVo+3trYiISHB6mSjq5gRQoiY0DkFH51TOI7OKRwz\n", "2M8pKIFByADWWUZepVIhKCgIDz30EPvY999/j61bt7J/cEeOHInz589j4cKFvOemp6cjIiKiy/dt\n", "bm7u5cjt8+mnn6KqqgpPPvkkoqKievVaTId61a6Ul5f3qpnZhAkT8Oabb2Lt2rXsYz/++CMmTZrU\n", "o9errKzE+vXrsXnzZowYMaLLfYWK2aVLl3jHj/mx4cOHO/Q648ePx7p169iGYQPVXXfdhd27d/fJ\n", "XTJCCHEGOqewH51TOIbOKRwz2M8pqIknIQNYZ39AlyxZwmuOZDQacebMGXh7e7OPrV+/Hu+99x4u\n", "XbrEPpaTk4MXXngBr732GvvY9u3b8dvf/hYajQYAoNFo8Pzzz+Ppp5+2el83NzcUFBSw242Njdi3\n", "b59DY+c+98UXX8R3333n1BON559/HsOGDetVN/GIiAjU19ezsW1oaMA///lPrF692uHXys/Px4YN\n", "G/DJJ5/wTjSysrKs9hUqZgzDYN++fThw4AD7WEZGBt555x089dRTDr3Wyy+/jJdfftmqkduZM2ec\n", "0vXckf/7rrS1tfG6hldWVuLIkSPs9gsvvIB169bx9tHpdNi9ezfS09MFGQMhhPQlOqewD51TOIbO\n", "KazROUXXaAYGIQPInj172DrSvLw8HD9+HO7u7nB3d8fu3bvZk4lx48bhs88+w40bN9Dc3AytVovF\n", "ixfj0UcfZV/L19cXX375JV577TXk5uZCJpMhNDQUW7ZsQWRkJLvfE088gQMHDmDJkiXQarVoaWnB\n", "Cy+8wJuqZ7Zp0yb8/Oc/h1qtRmtrK8LCwnhT/RiGwYMPPgiVSoWKigoolUr86U9/QmRkJD7//HPe\n", "a33//fcwGAzYvHlzr2K2e/du/OEPf4BarcauXbvg5eWFffv2wcXF9sdjSEgI3Nzcel0/uGXLFrzw\n", "wgvsH5+//vWv8Pf35+3z0UcfYc+ePQBMf8wTExMhk8nw0UcfYdy4cew+bW1tvBNAAKirq8P333/P\n", "e0yomMlkMvzxj3/EiRMn8M4777DHxmeffYaAgAB2vxUrVqC2tpYdO2Ca6vr111+z+wQHB2PLli14\n", "4403kJ+fz77+7NmzrX4me/y///f/kJKSwntPFxcX7NixA6GhoQCA06dP4ze/+Q0YhkFZWRk8PT3h\n", "7+8PhUKBrVu3srWz5tcCwHu9ESNG4F//+hfvfd98802sWrUKWq0WWq0W0dHR+OUvf8l+PyEhAa6u\n", "rnjsscfQ0NAAhmHg5eWF5cuXY8yYMQ7FjBBCnIHOKRxH5xSOo3MKOqdwlIwRKlVECCFO9MQTT3R5\n", "t4VYEypm27dvR2hoKO6//36BRkYIIYT0HzqncBydU5D+0qsZGKdPn0ZlZSUAICoqClOmTEFFRQXb\n", "FTUhIaFXNV2EENKZ3NxcbN++vb+HISlCxYzy3oQQYo3Oi6WLzikcR+cUpL8INgPj6NGjuO+++7B/\n", "/34sWbIEALBv3z4sXbpUiJcnhBAiAh988AG2bNkCpVKJoKAgbNmyxarbNSGEDHZ0XkxI9+icgvRE\n", "r3tgFBQU4Ntvv8WyZcsAAJ6enuz3lEplb1+eEEKIiLz00kt46aWX+nsYhBAiSnReTIj96JyC9ESv\n", "VyGJiYnB888/jwsXLgDgTwNydXXt7csTQgghhBAiCXReTAghfUuQVUjc3d3h4+MDADAYDOzjna1N\n", "e/ToUSgUCiHemhBCCCGEEIf5+/tjypQpgr+uo+fFAJ0bE0IGN0c+j3uVwKirq0NgYCAAS4a5tbWV\n", "3TZ/3ZFCocDkyZN789akg9TUVMyaNau/hzFgUDyFRzEVFsVTeBRTYVE8hUcxFdbly5cFfb2enhcD\n", "0j03luoxKaZxXytT4bVDuQ4/772FIzAx3KcPRiQsMcXaETRu53Lk87hXCYy0tDRoNBoAwNSpUwEA\n", "M2bMwM6dO8EwDJKSknrz8oQQQgghhEgCnRcTQkjfE2wVEkekpKRIMstMCCGEEEIGhsuXL2P+/Pn9\n", "PQwAdG48mA30GRiE2MORz+NeN/EkhBBCCCGEEEII6WuiS2AYjAzOFDbiermqv4ciKampqf09hAGF\n", "4ik8iqmwKJ7Co5gKi+IpPIopERupHpNSHbcUSTXWNG7xEmQVEiEdu12Pd08UAgD+tngkxoZ49fOI\n", "CCGEEEIIIYQQ0t9ENwMjo6qF/fpqGc3CsJcUu82KGcVTeBRTYVE8hUcxFRbFU3gUUyI2Uj0mpTpu\n", "KZJqrGnc4iW6BIbOYGS/rm/V9eNICCGEEEIIIYQQIhaiS2DojZZFUWrV+n4cibQMhnonZ6J4Co9i\n", "KiyKp/AopsKieAqPYkrERqrHpFTHLUVSjTWNW7xEl8DQGSwJjDo1zcAghBBCCCGEEEKIGBMYnBkY\n", "VEJiv8FQ7+RMFE/hUUyFRfEUHsVUWBRP4VFMidhI9ZiU6rilSKqxpnGLl+hWIeH2wKhT68AwDGQy\n", "WT+OiBBCCCGEEEI6V96kQVWz1uHnaTnXPoSQ7okugcHtgaExMFDrjPBSKvpxRNKQmpo6KDJuzkLx\n", "FB7FVFgUT+FRTIVF8RQexZSIjVSPyb4Yd1WzFq8dynX4eW8mxQo6DrGhY8S5pDpuR4ivhITTAwOg\n", "PhiEEEIIIYQQQggRYQKDOwMDoASGvQZ6ps3ZKJ7Co5gKi+IpPIqpsCiewqOYErGR6jEp1XFLkVRj\n", "TeMWL9ElMHQd6sDqWmkpVUIIIYQQQgghZLATYQKDZmD0xGBY89eZKJ7Co5gKi+IpPIqpsCiewqOY\n", "ErGR6jEp1XFLkVRjTeMWL/ElMDqUkNBSqoQQQgghhBBCCBHfKiQ0A6NHBkO9kzNRPIVHMRUWxVN4\n", "FFNhUTyFRzElYiPVY1Kq4+ZSyIFrZSqHnxfsrUSYr1sfjMg2qcaaxi1eoktgdJyBUaumHhiEEEII\n", "IYQQYtbYZsCm5HyHn/fewhFOTWAQIjTxlZB0aOJJJST2GQz1Ts5E8RQexVRYFE/hUUyFRfEUHsWU\n", "iI1Uj0mpjluKpBprGrd4iS+BQcuoEkIIIYQQQgghpIMel5Ckp6cjOzsbRqMRd911FyIiIlBRUYGU\n", "lBQoFAokJCQgLCzModdkGMZqFZImjQE6gxGuCtHlWkRlMNQ7ORPFU3gUU2FRPIVHMRUWxVN4FFMi\n", "NlI9JqU6bimSaqxp3OLV46xAbW0tli9fjhUrVuD69esAgPPnz2PNmjVYtWoVzp075/BrdshdsOpb\n", "qQ8GIYQQQgghhBAymPU4gTFnzhyrxzw9PdmvlUqlw6/Zsf+FGZWRdG8w1Ds5E8VTeBRTYVE8hUcx\n", "FRbFU3gUUyI2Uj0mpTpuKZJqrGnc4tXruowffvgB06dPB2AqATFzdXV1+LU6lo+Y0QwMQgghhBBC\n", "CCFkcOvVMqonTpxAfHw8goKCAAAGg4H9nkwm6/K5qampbI2OOVM0ZvIMm/uev54JQ7Hean/a5m+b\n", "iWU8Ut82E8t4aJu2abtvt2fNmiWq8Uh9m+Ip/Lb5MbGMR+rbpPekGkupjluKpBprGrd4yRjutAkH\n", "nDp1CkOHDsXo0aPZx/bu3Ytly5aBYRgcPHgQixcvtvnclJQUTJ482erxSpUWj32VbvX4Y5ND8dhk\n", "xxqCEkIIIYQQ0pnLly9j/vz5gr2erQb3Bw4cYG/wDR8+HBMmTLD53M7OjYl0XCtT4bVDuQ4/782k\n", "WGxKznfa895bOAITw30cfh4hfcmRz+MelZBUVVUhLS0NWVlZ2LdvH3bs2AEAmDFjBnbu3ImdO3di\n", "xgzbsym6ojNSD4ye6jhrgPQOxVN4FFNhUTyFRzEVFsVTeBRTcbPV4N7d3R1Lly7F0qVLO01eSJlU\n", "j0mpjluKpBprGrd4ufTkScHBwdi4caPV4+Hh4Vi9enWPB9NZD4w66oFBCCGEEEJEzFaDe4PBgD17\n", "9oBhGMTGxtIsC0II6aUeJTD6is7YSQKDZmB0azDUOzkTxVN4FFNhUTyFRzEVFsVTeBRTaeA2uF+w\n", "YAH7+OHDh7t8HvU3kXY/GeOQGDiTXt/zG7zUD8m+7f6IV2+3pRpv7mqm3elxD4ze6KzOL6OyBb84\n", "cAsA4O/ugoY20y/mUC9XfLF6vFPHSAghhBBCBi6he2AApgb30dHRiImJsfpecnIykpKSbD6PemBI\n", "H/XAIKTn+rwHRl/RGSw9MIK9lezX9a169EOeRVIGQ72TM1E8hUcxFRbFU3gUU2FRPIVHMRW3U6dO\n", "ISQkhJe8KCwsZL9ua2vrh1H1Lakek1IdtxRJNdY0bvESbQmJt5sCnq5yqHVG6I0MVBoDfN1FNVxC\n", "CCGEEELYBvejR49GVlYWVCoVHnvsMRQWFuL8+fMAgEmTJvXzKAkhRPpElRHgNvF0lcsQ6OkKdaMG\n", "AFDXqqMERheoLlZYFE/hUUyFRfEUHsVUWBRP4VFMxauzBve2GnsOJFI9JqU6bimSaqxp3OIlrhIS\n", "zjKqrgoZAj1c2W1q5EkIIYQQQgghhAxeokpg6LkzMBRyBHhaZlzUqWkp1a4MhnonZ6J4Co9iKiyK\n", "p/AopsKieAqPYkrERqrHpFTHLUVSjTWNW7xEVZPB7YHhIpfB242TwGilGRiEEEIIIYQQQshgJaoZ\n", "GLweGFRC4pDBUO/kTBRP4VFMhUXxFB7FVFgUT+FRTInYSPWYlOq4pUiqsaZxi5fIEhicHhhyGQI5\n", "JST1rVRCQgghhBBCCCGEDFaiSmDojfweGDQDw36Dod7JmSiewqOYCoviKTyKqbAonsKjmBKxkeox\n", "KdVxS5FUY03jFi9RJTC4JSQu7cuomtVSAoMQQgghhBBCCBm0RJXA4M/A4CcwqISka4Oh3smZKJ7C\n", "o5gKi+IpPIqpsCiewqOYErGR6jEp1XFLkVRjTeMWL1ElMLg9MFzkMvi4KaCQmbZbtAZo9MZOnkkI\n", "IYQQQgghhJCBTFwJjA49MOQyGQI4szBoKdXODYZ6J2eieAqPYiosiqfwKKbCongKj2JKxEaqx6RU\n", "xy1FUo01jVu8xJXA4C6jKjdNvRjiSY08CSGEEEIIIYSQwU5UCYyOPTAAIMDDspRqnZr6YHRmMNQ7\n", "ORPFU3gUU2FRPIVHMRUWxVN4FFMiNlI9JqU6bimSaqxp3OIlqgRGxx4YADo08qQZGIQQQgghhBBC\n", "yGDUqwSG0WiEwWAQaixWPTAAINCDllK1x2Cod3ImiqfwKKbCongKj2IqLIqn8CimRGykekxKddxS\n", "JNVY07jFy6X7XWw7cuQI8vLysHTpUoSHhwMAKioqkJKSAoVCgYSEBISFhTn0mrweGArrGRj5da09\n", "HS4hhBBCCCGEEEIkrMczMBYsWIC5c+fyHjt//jzWrFmDVatW4dy5cw6/pq0mniOGeLCPnS1qQmp+\n", "Q88GPMANhnonZ6J4Co9iKiyKp/AopsKieAqPYkrERqrHpFTHLUVSjTWNW7wE7YHh6enJfq1UKh1+\n", "vt5o6YFhnoExOtgLicMD2Mf/llpEq5H0EyPDoFUnXMkQIYQQQgghhBBiL0ETGAzDmUHh6trFnrZx\n", "Z2C4yC1De+HuCAR5mV6vSWPA5lNFvPcifVvvdL1chZcP3MLyz6/jo9MlffY+YjIY6secjWIqLIqn\n", "8CimwqJ4Co9iSsRGqsekVMctRVKNNY1bvARNYHAbespksi735QY3NTUVqampvCaeGTevs19fvXAW\n", "DwQ2sdvni5vw4cFzVs8fzNs3btzos9e/ceMGbla2QK0zIq+2VRQ/r5TjSdu0Tdu0Tdu03ZPtGzdu\n", "iGo8Ut8mhBAiPTKmF1MZMjIy4O/vzzbx3Lt3L5YtWwaGYXDw4EEsXrzY5vNSUlIwefJkq8ef2ZOF\n", "vPZGnZ8sHYURQZ687285W4I9N6sBAG4ucny6bBQi/Nx7OnxipxatAcs+NyWUXOQyfPfEHewqMYQQ\n", "QgghUnT58mXMnz+/v4cBoPNzYyId18pUeO1QrsPPezMpFpuS8532vPcWjsDEcB+Hn0dIX3Lk87jH\n", "V6HJyclITU1FcnIyTp48CQCYMWMGdu7ciZ07d2LGjBkOv6beaL0KCde6qeGIDjAlLDR6I179Xw7O\n", "FTX28Ccg9vJSKhDibeppojcyKGpo6+cREUIIIYQQQggZbHqcwEhKSsKGDRvw+OOPY86cOQCA8PBw\n", "rF69Go8++iiCg4Mdfk2dwdLEk9sDw0zpIsfGudFwaV+hpE6tx2+P5uEvJwvRoh3czSX7ekpkHGc1\n", "mLxBsJwtTTEVHsVUWBRP4VFMhUXxFB7FlIiNVI9JqY5biqQaaxq3eImqDkDXzQwMABg+xBOb7o1D\n", "gIcL+9j3t+rw9J5MXC9v7vMxDlbDAzkJjNqBn8AghBBCCCGEECIu4kpgcFYhcZV33gR0WqQv/vnQ\n", "GCTE+rOPVTXr8Ovvb6OsSdOnYxSrvl7zlzsD4/YgmIExGNZQdjaKqbAonsKjmAqL4ik8iqm4paen\n", "Y8+ePfjmm29QUlICAKioqMAXX3yBXbt2oby8vJ9HKDypHpNSHbcUSTXWNG7xElUCo7seGFx+7i74\n", "9fxYvJEYAx83BQBTX4wPUmmJ1b7QcQYGxZgQQgghxKK2thbLly/HihUrcP26qfn5+fPnsWbNGqxa\n", "tQrnzp3r5hUIIYR0R1QJDF4PDDtXuZg7PAB/XDAC5gkbV8qa8UNOXV8MT9T6ut4pxEcJT1fT/0mT\n", "xoBata5P36+/DYb6MWejmAqL4ik8iqmwehPP/LpWvHEkF6u+uIGP0opRVE/NowE6RsXO3BOOy9PT\n", "sqKeUql05nCcQqrHpFTHLUVSjTWNW7xElcDgzcDoooSko5FDPbF8vKVp6D/OlaJ+gF9gO5tcJkNc\n", "4OBq5EkIIcS5WrQGfHq2BM/uzcLFEhXqWvU4kFmDn32bidcP5eB0YQMMRpoBSMTthx9+wPTp0wGA\n", "N2PV1dW1v4ZECCEDhkv3uziHwcjAfE4ilwEKBxIYAPDY5FCkFjSgQqWFSmPAJ2dL8Ot5sX0wUnFy\n", "Rr1T3BAP3KxsAQDcrm3F9Ei/Pn/P/jIY6secjWIqLIqn8CimwnI0nsdu1+MfZ0tQ16q3+f0rZc24\n", "UtaMe6L98Oa9cUIMUXLoGBW/EydOID4+HkFBQQAAg8GySp5M1vW5bWpqKvt/bL6LStt9s21+TMjX\n", "Nw6JgTPp9bY/K7ujkAMnM009Wvz8TOfyjY2N3W77KAy4c2Q0AMfiM2vWrH7//+7ptplYxjOQ482d\n", "rdYdGdMPzQxSUlIwefJk3mNteiOWbLsGAHBTyHDgyUkOv+6lkib86shtdnvTvXGYGT1wL7Kd7VBW\n", "Df6WWgwASIj1x6/nD54EESGEkL5z9FYt3j9ZxHtsYpg3Fo0JwvHb9ThT1AjuxIvPVo7FMD83J4+S\n", "DDSXL1/G/PnzBXu9U6dOYejQoRg9ejT72N69e7Fs2TIwDIODBw9i8eLFNp9r69yYSMu1MhVeO5Tr\n", "8PPeTIrFpuR80T/vvYUjMDHcx+HnEWIPRz6PRVNC0pP+Fx1NifDFvfGB7PZHacVo1Rm6eMbA4Yx6\n", "J24JyUBfiWQw1I85G8VUWBRP4VFMhWVvPCtUGnx8poTdDvR0wa8SY/DuwhFIiAvAm/fG4fNHxmFs\n", "sBe7z6mCeqGHKwl0jIpXVVUV0tLSkJWVhX379mHHjh0AgBkzZmDnzp3YuXMnZsyY0c+jFJ5Uj0mp\n", "jluKpBprGrd4iaaERG/nEqrdeXrGMJwvbkJjmx41ah1OFzZi/ojA7p9IuhUT6AG5DDAyQGmjBq06\n", "AzxcFf09LEIIIRJlZBi8f6IIrTrTTYxhvm74+9JR8FLy/7YEeyuxaEwQMqpMZYyn8huwamKo08dL\n", "SGeCg4OxceNGq8fDw8OxevXqfhgRIYQMTOKZgcGZG+rSzRKqXfF1d8GDY4PY7fSKll6NSyqcURfr\n", "7iLHMF/TlF0GQIEDXeEZhsFX1yrx5+MFqFBp+miEwqE6Y+FRTIVF8RQexVRY9sRz781qXK9oBmDq\n", "f/V/c6OtkhdmM6P94NJ+gyOnphXlTeL/WyI0OkaJ2Ej1mJTquKVIqrGmcYuXeBIYnBISZS8SGAAw\n", "PtSb/fpGZXOvXovwxQ3p2UokZ4oa8e8LZUjJrcdnF8v7YmiEEEIkpLC+Ff+5WMZur5oYgjGcMpGO\n", "vJQKTBlmqb8+VdDQp+MjhBBCiPiIJ4HBW0K1d8MaNdQT5hxIYX0bmtp61qVXSpxV7zScm8CotT+B\n", "8V16Dfv1jQrxJ5UGQ/2Ys1FMhUXxFB7FVFhdxVNvZPDn44XQtZePjhjigTV3dl8SMjvWn/36VP7g\n", "S2DQMUrERqrHpFTHLUVSjTWNW7zEk8AwCFNCAgAergqMCLIsxWKumSW9x2vkaWcCo6SxDVfKVOx2\n", "TYsO9a06wcdGCCFEGvZnVCO3/W+Iq0KG/5sbDVc7Gnhzy0iyq9WoVGn7dJyEEEIIERfRJDD0RmGa\n", "eJpN4JSR3JTAHf/ecla90/BAS2Iov74VRjtW4T2YWWP1WE6NWtBxCW0w1I85G8VUWBRP4VFMhdVV\n", "PK+UWpIebAPSAAAgAElEQVTaa+8MRUyAR6f7cvm4ueBOzjJ+p/IH12okdIwSsZHqMSnVcUuRVGNN\n", "4xYv0SQw+Muo9j6BMS7EUkd7c5A08nSGQE8X+LmbFq9p1RlR0c3drza9EUdv1Vk9nlMzsJdhJYQQ\n", "0rkGTmnnHWHeXexpjVdGQn0wCCGEkEFFRAkM4XpgAPwExq0aNTR6Yxd7S19v6p3y61pxvrgRRfVt\n", "3cZJJpM5VEZy/HY9mrUGq8dviXwGxmCoH3M2iqmwKJ7CGywxVWsNaNVZfy4Lrat4NrRaEhj+7q4O\n", "ve7d0X5sn6vMKjWqmgdPGclgOUaJdEj1mJTquKVIqrGmcYuXeBIY3BISAWZg+Hu4ItLPtOSn3sgg\n", "u1rcF8z96ftbtfjN93n42beZ2HOzqtv9h9u5EgnDMNifUc1u3xcfyH4t9hISQggZiIoa2vDozptY\n", "8d8byKjsv9mJ3BkY/h4uDj3X190FkzhlJKk0C4MQQggZNESTwNAbhO2BAfCXU00f4Mup9qbeidsE\n", "LdTHrdv9uTMwulqJJLtazTZpUypkeGp6ONzak1M1LTrUq8XbyHMw1I85G8VUWBRP4Q2GmP6YWwe1\n", "zgidgcH2S2XdP6EXOotnm97IzvZzkcvg6er4qcgcThnJybzBk8AYDMcokRapHpNSHbcUSTXWNG7x\n", "Ek0CQ2cUtgcGAIwPtZSRSGHpzv5S0cxNYCi73Z+bwMioasGlkiYwNpp5HuA075wbF4AAD1cMH2Jp\n", "AppTS7MwCCHEmYobNezXV8qaUVjv/H5EjbzyERfIZI7/zb87xh/mex0ZVS0o6IefgxBCCCHOJ54E\n", "BncGhh1LqdljfIhlBkZGZQsMxu5XzDC7WNKEtbtu4p2UfLSJqH+GVm/E4exaqx4Sval34s3A8O4+\n", "gREV4A5le5KpsU2PXx25jef2ZSMlt47tp3EoqwbH8yzd4RePDQIAxHOWt70l4kaeg6F+zNkopsKi\n", "eApvMMS0uKGNt70/w3qVKKF0Fs9GTvmIn4PlI+zz3F0weZiljORPxwqhNYjnb3VfGQzHKJEWqR6T\n", "Uh23FEk11jRu8erZmUMXKioqkJKSAoVCgYSEBISFhdn1PJ3Ay6gCptkEgZ4uqFProdYZUVDfypsB\n", "0JV/nitFVbMOVc0NgAx4IzGmR3eJumJkGOy9WY1WvREP3xEMpR2Jm/dPFuJ4XgNc5DL8ZVE8xgR7\n", "dfucrjRr9GyTTTeFzK5aZBe5DGvuDMX2S+Uw/7fdrm3Fn48X2tx/ZJAnRg01jTM+yDJ7g/pgEEKI\n", "8xiMDEo5MzAA4IecOqybFg4vpcJp42hos5QPmle16okNM4bhenk2tAYGeXWt2HaxHBtmDOPt06Y3\n", "okVjwBAvxxqFEkIIIUScBJ+Bcf78eaxZswarVq3CuXPn7H4erweGQCUkMpkMEzizMOxdTrVerUNB\n", "veUu1Ym8Bnx5tVKQMXGdym/AP86V4vNL5fjiSkW3++fVtuJ4e62v3shg86kidvnZntY7VXLKR0J8\n", "3OxO0qyeFIr/rByLB8cGsX0tOvPQhGD2a+4MDDEnMAZD/ZizUUyFRfEU3kCPaWWzlnezADBd4P+Q\n", "Y73UtRA6i2dDhxKSnooJ8MD66ZaExTc3qnC5tAmA6QbBwcwarPriBlbvvImjt2p7/D5iMtCPUSI9\n", "Uj0mpTpuKZJqrGnc4iV4AsPT03KBqlR2X45gpuNM/XQRaAYGAIzjNPK8aWcjz2vl1vttv1QueKfz\n", "SyUq9uvDWbXQd1Pi8uVVfpKjsL4Nu671LrFSzikfCbGjfIQr3NcNz98diS9Wj8fjU8IQ5e+OCD83\n", "TAr3RtKIAKyaGIJN98Zhbpyl2VqUv7tkGnkSQshAwi0f4f6Z3Z9RDaONPkZ9RYgSErMlY4MwLcKX\n", "3X73RCGyqlrw+qFcfJhWDLXOdG7xj3OlaNboO3sZQgghhEiE4AkMbjNHV9fOp2xy63NSU1ORm1/A\n", "bleWlVp9v6fb40MsJRY3K1rAMEy3zz9yJYf9WsmZXfDu8ULk1bb2ajzc7cxqy4yQhjY9zhY2drr/\n", "3pQ0nMq3TqDsvFqJPSlp+PTTT3s0Hm7/i5D2Bp6O/jzXL55FTEsutq4Yg/+sHIslvpW426UE66aF\n", "Y2a0H9LS0tj9FXIZhiotJ5E5tWrB4inkdk/jSdudb5sfE8t4pL5N8RR+u2Ns+3s8Qm8XcRIY84YH\n", "sKt/lDRqcKVUJfj7dRbP9NwCdruhond/79PS0jDbvYItRalT6/Hi/ltWNyJUGgO+ulYpqv+Pnmx/\n", "+umnohqP1LdJ70k1nlIdtxRJNdY0bvGSMbaWj+iFI0eOYMGCBQCA5ORkJCUlWe2TkpKCyZMn8x77\n", "/FI5/tteRrH2zlA8PsW+3hndMRgZPLTjOnsXZvsjYxHWzVKhP/06A2VNpjrh3yXFYuv5UpQ1mS70\n", "Q7yV+HjpKPj2YtorALRoDVj++XVwgz8twhfvLBhuc/8/HivAsdumppjTI32h0uiRWWUqwRg11BMr\n", "A6sxZ7bjU4Y+OVOCfenVAICfTQ/Hw3eEOPwajvr4dAm+yzC95+NTwrD2ztA+f09HpaamDoopWM5E\n", "MRUWxVN4Az2mm08W4Uh7KcWzdw1DhUqLve2f/zOj/LDpvjhB36+zeL5/ohBH28tWfjErEgtHB/X6\n", "vc4WNeJ3R/N4j8llpr+r54pNZSWuChk+WzkWwQ7ONhSTgX6MOtvly5cxf/78/h4GANvnxlIg1WOy\n", "L8Z9rUyF1w7lOvy8N5NisSk5X/TPe2/hCEwM9+l+xw7oGHEuqY7bkc9jwWdgtLaaVpZgGIb92h68\n", "Jp4C9cAATHf8x/JmYXRdRlLVrGWTF0qFDNMjffHWvXHsnarKZi17wd8bt6rV6Jg5uljShCpOTwqz\n", "0sY2nOCs6LH2zlC8PDuKbXaaXa1Gtf/IHo2jQmVp6GbPCiRC4DXyrBZnHwwp/uKLHcVUWBRP4Q30\n", "mBY3WmZgRPq7s6tDAaYEAPfvgRA6iye3hMSextH2uCvKD4vHWH6e2AB3fLhkFDbdF4eR7b2XdAYG\n", "2y+VC/J+/WWgH6NEeqR6TEp13FIk1VjTuMVL8ATGjBkzsHPnTuzcuRMzZsyw+3n6PuqBAfCXU919\n", "varLXhPXyi19KcaFeEOpkCMmwAPP3x3BPn40p7bX9cKZVdYNRRnAZqOxnVcr2dU+pkb4YHSwF6ID\n", "PPAoZ+bCtkvlvOnB9uItodrNzBShjBwqjUaehBDnSy1owEdpxTaTuaR3uD0wTD2L3DE1wnQ3jQFw\n", "oA+XVOVq4PbA6OVsRq7nZkbg5dlR+L+EaPx96SiMHOoJuUyGn00PZ/dJzqnD7Vr6u0MIIYRIleAJ\n", "jPDwcKxevRqPPvoogoODu39CO/4MDGGHlRQfCDcX02sW1Ldhz42qTve9WmaZoTEp3JL4SIgLgK+b\n", "aZm5qmYdrpaprJ7rCG4Cg9uA7MitWhg4sShXaZCca+kQv2aSJWnx8B3BiAt0BwBo9Ea8cSTXoZN+\n", "hmFQ0WzdA6OvRfq5s/8fNWpxNvIcDPVjzkYxFdZAjGdJYxveScnHgcwabDycy/ssdIaBGFOzxjY9\n", "mjSmJbPdXeQIal9WdPGYoew+x27X20zOZ1S24Bf7b+GVgzn4+HQxDmXVIKuqBVrOjQdbOounUKuQ\n", "dKSQy7Bg1BAkxQfyziMmhftgRqTp7ywD4N8XygR7T2cbyMcokSapHpNSHbcUSTXWNG7xEjyB0VO6\n", "PlhG1SzYW4nHJ1su/HdcLrc5VZZhGN4MjEmcOi+lQo75IwLZ7e9v9XzZOYZhkMUpnVg3LYyXHLnS\n", "nhwxGBlsu1jOzr6YGObNW1XFVSHHq3Oi2WRAVbMOvzqcy5ueyzAMrpWp8PX1SlS38JMbKo0Bre29\n", "QTxc5ewY+ppCLsPwQE4ZCd0NI4TAdAFt/lNQ0qgZMEtfigF39kWEnxvk7UtmT4v0ZT/7a9Q6ZHco\n", "62MYBu+fLERGVQtuVDTju4wa/C21GC/uv4WffZOJ/Dr7S0XN+CUknTf7FtK6aeHsyisXS1TscquE\n", "EEIIkRbxJDC4MzAELiEBgGXjObMVDAw+Pl2Cjv1Ly1VaVDWbZgN4usrZulmz+0ZaEhipBQ1Q9XBJ\n", "tgqVlj2B81YqEBvogaR4y2sfzq5FpUqL1/6XwzbuBIA1NppdjgjyxJtJsWzZTXGjBr8+chstWgOu\n", "lKnwyv9y8NqhXGw9X4Z3UgqsxmEW4q2ETCZ83DsTz4ntLRH2wRgM9WPORjEV1kCLJ8MwOM75vAOA\n", "HZcroNF3fZdfSAMtplzcBEakvzv7tYtchrujLUtdd1ztKrtajZJG270xKlRavJ2cjxatweb3bcVT\n", "ozeirf3/1EUuY/tL9bXYQA/cy/k7K9VeGAP5GCXSJNVjUqrjliKpxprGLV6iSWBwe2AIPQMDMJ0o\n", "vXhPFMyvfK64CWnty5aacctCJoR6Q9EhkTJ8iCfbgFJnYHjJBUdwy0dGtdfoPjBqCPvY6YIGPLM3\n", "CzcrLfvNivHHxDBv2DI1whcb50azP9utGjUe/yodrx/Kxc0Ky2tkVLXwTjQrmi0npSFO7so+cihn\n", "BkaN43fwCCEDS15dK4o7XCjXqHXYn9H7pskEvNhyExgAMDuWn8DgJvdTOCWMUyN88OTUMCTE+sOt\n", "/e90aZMGfzlZZHVDoDONHfpfODNx/sSUMDbZn1mlRrnATUsJIYQQ0vdEk8DglpC4yPtmWGNDvLBw\n", "tCVR8MnpEqg5F/TcBEZnywTdP9Ly/CPZPZvezC0fGRNsWiElOsADY9u/NjBgEw1yGfD45FD8el5M\n", "lyd68rJ0vDQrkt1WaWzfEbvFaZrZHw08zbgzMK6Vq0TXsG8w1I85G8VUWAMtnsfzLHf+uY0dd12r\n", "RHMPZ7s5aqDFlIvXwNOP/3k/Kdwb3kpTGUlls5ZNKusMRl6ifuUdIVg9KRS/nh+LX86OYh9PLWjA\n", "npvWiSZb8eT1vxBoBRJ7BXkpMWWY5W97x9kmUjCQj1EiTVI9JqU6bimSaqxp3OIlmgSGvo+WUe1o\n", "3bRwtmlYjVqHv5wqgtZgbO9/wWng2clsh8ThAez4cmtbu+xmzjAMKlQaq0Zn3BkYo4MtF/IPcJIr\n", "ABDqo8TmRSOxdnKY1WwQWxaODsJT0yzd1hUyYOHoIZgZ7cc+xl22lFdC4qQGnmaRfu4I9zWdRKt1\n", "Rrx3otDpDfsIIeLQsXzkpXsiEe5r+kxSaQzY3UXjZWKfok5KSABTPyXu34lT+ab/i4slKrbxZ5CX\n", "K28W4LwRgbxlS7eeL0V6RTNKGtvw3ysV2PBtJv6Q7Wk1g6ahzdK0WcgVSOzVcbYJIUIyGo0wGGzf\n", "QCKEECIM0SQwtLwZGH2XwPBxc8HTdw1jt0/lN+BXh28jvbIF9e13hnzcFIgb4tHp82fFWE6AOmvm\n", "yTAM/nqqGI9/lYFXDuawddxavRG3ay0lE6OHerFfz40LwIghHpABuDc+EJ8uG42xIV4dX9omc73T\n", "IxND8LukWKybFoZtD4/DL2ZFYXqkZZUT3gyMZu4MDOcmMBRyGV6dE8U2VbtW3oyvr1c6dQxdGQz1\n", "Y842EGOq0Rux+3plv1wISTWelZweQGZZ1Wr288hbqcD0KF88MSWM/f6em9WodcJqRVKNaXe0eiOb\n", "sJYBGOZrPeOO+3ftVIGpjIS7Atb8EYFs40+zp+8ahlHty2IbGOD/DuVi3e5MfH6pHAX1bdAzMuy6\n", "yv9c71hC4mwzo/3Yc4zsajVvJqIUDNRjdCA4cuQItmzZgspKyzF/4MAB7Nu3D/v27cONGzf6cXR9\n", "R6rHpFTHLUVSjTWNW7xEk8DgzsBQ9uEMDACYNzwAS8Za7hzdqGjGxsO57PbEMG+rEzWu+znNPFNy\n", "62wuJXcouxZH2jvoZ1er8dU10x+03NpW9meN8HODL+cEzs1Fjr8vHYVvHpuA1xKi4aXs2aogs2L8\n", "sWpiKDurYhSnXCO7kxkYoU7ugQEA40O98ShnWdjPL5UjizM7hYiHvfXtgwnDMHg7OR//Ol+G36fk\n", "07Frh9SCBjz2VTqe+CqdV7J3PM8y++KeGD8oFXIkxAUgrn21Io3eiC+vVDh9vANFaZMG5t/gUB8l\n", "lC7Wf/qnDPNhG2qWNWlxvbwZZ4ssfaKSRgRYPUepkOM382Lh076Kic7GLLoatQ6tOssd6f4sIQFM\n", "NyHuDOeWkfSslxUhHS1YsABz587lPebu7o6lS5di6dKlmDBhQv8MjBBCBhjRJDB0nCRAX/XAMJPJ\n", "ZHh+ZgR+xim34M4AmRhmu/+F2aRwH7bppUpjwMk8/t3XgvpWfHqmhPfYV9crUdqoQVY1p3xkKH+V\n", "EwCQy2TwcXP8pK6reqfoAHe27KWy2XT3k2EYVHIamDm7hMRszZ2hvN4ffzpewOtL0l8GQ/2YPcqa\n", "NPjp1+lYsyudNwW9JwZaTA9k1uBCiWUpxqucJZidQYrxPJRVA8BUNrYpOR+F9a0wGBmc4CQwEuJM\n", "F8pymQzrpllmYRzJruVdCJs1temRmt+Aprbe98mQYkztwet/0aF8xEzpIseMKEsZyeZTRWxvqhFD\n", "PBAdYHtWYoiPEq/PjYb5voOrQoa7o/3YUk2AnyznLaHaDzMwAH4ZyUmJlZEM1GN0oDIYDNizZw++\n", "/fZbXL58ub+H0yekekxKddxSJNVY07jFSzQJDGf1wDCTyWR4eGIIfj0vxur9JoXb7n9hJpfJeEuq\n", "bj5VhP+1n5i36Y1458cCXkIEMDUp/fhMMTIruf0v7CsP6S1XhZy9kwkAOTVqNLTqoWkfo5dS0aOk\n", "iRAUchleT4zm3fn7uEPyh/SfT86UoKxJi5oWHXvxSYDC+lb881xph8d6l+AZ6IwMg8wqywywFq0B\n", "v/k+D6fyG1CnNl3U+rnz745Pi/BFdPsFt87IIKvKuufQ1TIV3k7Jx8r/3sBfThb28U8hrENZNXjh\n", "u2zeSh99oaiLFUi4uBf25ZykA3eZb1umR/rhk2Wj8fZ9cfh6zQS8dW8cRgRZ/uaUNlnev79LSADg\n", "7mg/NuGSVa0WXRNpMnAsWLAAy5cvx0MPPcQrLSGEENJzoklg6JzUA6OjhLgA/PmBEewU2LhAj07v\n", "UHEtGh2EwPbpr3ojgw9Si/FBahE+PVPCXsi4KWR4LcGydOvFEhVOc5ZuHSNgAqO7eqdRQ/llJBWc\n", "EzZnL6HaUZiPG168x7KCyg85dShr6tnydtUtWuxLr0Zhfe+WZh0M9WPduVKmwvliywyDgl5eoA+U\n", "mOoMRvzpeKFVkrK38XGU1OJZ3NDGW8YZMM0I+9PxAnZ7dqw/r2GxTCbDhFBLQjm9shkdXW1vvszA\n", "tMpEbzgzplXNWnyYVozsajXeO1GImxXWP5tQuDMwIv06X3FqWoQv3DuUl8hlQGKcdflIR7GBHrgr\n", "yo8tfQzn9Nko53yec0tI+iuB4evugjsluhqJ1H7viYWrq2u3+3DvnKampkpi23xMimU89m6bHxPy\n", "9RsbLef4zqDXO2eFLjPuz+dIfGbNmtXv/9892eYSw3gGU7y7I2P6obg9JSUFkydP5j32068z2IvW\n", "z1aOwTC/7pMIQqpT63C5VIXJw3wQ6Nn9HxnA1IzureQ8XlNOrl/OisQDo4PwYVoxDmby7167KWTY\n", "+8REpyVrjt6qxfsniwCYmpglxgXgD8cKAJjuRr11b5xTxtGV1w/l4kp7Xbw5do5gGAbP7s1GXl0r\n", "FDJTecqqSaFOTYgNFEaGwc/3ZSOXc2wP8XTFzkfH9+OoxGHr+VJ8fd20KoarXMbW/SsVMnz3xMRu\n", "Vwwqa9IgNb8Bs2P9EWajmeJAdSS7FptPmT6DwnyUqGzWomPLhPd/Eo87OqwAlZxTh3dPmGZWTBnm\n", "gz8+MIL3/ad2Z6C4fYbBnxeO4M3gELMdl8ux47Klr0eItxJblo/uce+jrjy3N4v9Xd68KB7jQzuf\n", "ZfhOSj5OcC7op0f64v/dP9zh99xzswpbzppmKf1k9BC8NMu07OoL32WzvZj+ujge40K6nvHYVw5n\n", "1eCvqcUAgLHBXvjbkpH9Mg4hnStqxLXyZjw4dmi/lYVKzeXLlzF//nzBXi8jIwP+/v4IDzeVKBcW\n", "FiI6OhoAcPDgQSxatKjT59o6NybScq1MhdcO5Xa/YwdvJsViU3K+6J/33sIRmCiRv7FEehz5PBbR\n", "DAzn9cCwJdDTFUnxgXYnLwBT7e9fF49E4nDru1MJsf5YMMq0LOqTU8Os7jTFD/UU9MK6u8xVPKeR\n", "Z061GhXN/d//oqMpEZYPxRs9uBuZVa1GXp3pJN3AAJ9frsBL+7N7NBvD0UygPdr01s1exerH3Hpe\n", "8gIAatU6NGt6nu3vi5g627UyFXZftyzp+bPp4exMLK3BtGxyVwxGBm8cycXWC2V4cf8tq9U4HCG1\n", "eHKXj35g9BA8NzOC9/0hnq4YH2o9K20c57HMqhbecst1ah2bvHCVy9h+Oj3lrJgajAy+b2/ybFbZ\n", "rMXfTxcL/l5GhmFjBHRdQgLwy0gA0+ojPRHmY0nOlTWJqwcGANwd48+ugpVR1SKZMpLOjtFKlRab\n", "kvPxzY0qfJgm/HHUGSPD4OPTJcjr5EbOYJKcnIzU1FQkJyfj5MmTAEwJjN27d2P37t0YNWpUP4+w\n", "b0jtb5GZVMctRVKNNY1bvESUwHBuDwyhuLvIsXFuNNZPD2dPhkK8lfjF7CjI2lcy8XFzwfrp4bzn\n", "cZdPdYYof3e4tU8NrlHrkFlpqSXvjxVIbOFOFb9R4fiKDsdvW3eTz6lpxXP7snEgo7pXY+sNvZHB\n", "+ycK8eC2a/jjsQLRr+ih1Rux7VKZze8V9rKRp7MJGWuDkcEHacXsag5ThvngwXFDec0N87spI7lY\n", "0sRezDW26fGfC7bjPBBxExhjhnphydihWDEhmH3svnjrZToB0+dToKfpQletM6KAk5C8Vm5JdI4J\n", "9mI/48TucqkKVc2mZWG5f+9ScutxzMbnmKO0nGRpTYuOXcbb103RbdnGtEhftieRj5sCM6P9uty/\n", "M9ylWstE1gPD/N6TOHcS0wqkU0Ziy4WSJraX2NVyFe+mkCOulqlwIKPa7oT7d+nV+C6jGi98l409\n", "N6u6f8IAlpSUhA0bNuDxxx/HnDlzAABz5szBypUrsXLlSsTHx/fzCAkhZGAQzdket4mn1Kb8y2Qy\n", "rLwjBH9dPBKPTwnDXxbFW00Dvjc+kHd3seM06d7qri5WIZchfojlQutiqaW3QaiPOKaxxwd5svXX\n", "lc1aVKrsvyNmMDK8pRiT4gPh2n4cmRqoOnaHSKg6Y63BiN8n5+NoTh0YAMdu14s+CbAvvZq9uPJz\n", "d8GMSF/2e71pVOns2u3tl8qxZNs1rNudgU/PluBiSRN7IdcTpwsbUdJ+J9vTVY5X50RDLpMhJsBy\n", "R7u7+CTn8Js1Hs6u5V3YO0JKtfAtWgMbG7kMGNnek+dn08Px8uwoPDUtHGsmh9p8rkwm45UZpHMa\n", "IV/jrPwixGeqs2J6ONsy+2LxmCBek8wP04p7NRtg+6VyLN52Deu/zcTh7FpeiWN3sy8AwMNVgd/O\n", "j0Xi8AD8dn6sVU8Me4X6KNn+T9UtWugMRmj0RrTqTL+DLnJZn5TLOEKKq5F0doxe4yxLrDMwVjPo\n", "usMwDHZercD/HcrFR6dL8O/zpd0+p6C+FVvbk7A6I4M6tc6h9yQDg5T+FnFJddxSJNVY07jFSzQJ\n", "DO7dAinNwOAaE+yFtXeGItjGjAaZTIZfJ8Zi/ogArJ4Ygumci0Jniec08uTOeOnvJp5mLnIZxoZY\n", "kjyOlJFcK1ehvr05XKCHC16ZHYWPl41CdPvFpZEx3f12Jo3eiLd+yMOZIn5Tp3NFzh2HI5ra9Nh5\n", "zdIp/bHJobxms2JPvpg1tOrw5ZUKaAwMSho12HuzGm8cuY2HdlzHJ2dKHJ6ZwTAMvr5uicuSsUMx\n", "xMtUbsZPYHR+0dCs0eN0kXWDr4/SinllEVJhZBh8kFqEX+y/1W1yMLu6hZ25EhvoAQ9X04WrXCbD\n", "glFD8MjEECgVnf85Gsf5XOAmMK5zZmB0t3qUWNSrdThTaLlYXjgqCM/PjEBoeylfi9aAd48XwtiD\n", "2UMNrTrsuloBBqZk2l9PFWFTch77/Ug7e0tNifDFrxJjeDMUHKV0kbO/I0bG1LS04+wLmY0ZN850\n", "T7QfO3MyvVI6ZSQdGRmGbWZrllFpf2KUYRj8+0IZPrtYzj72Q04dtF3M4tAajPjTsUL2XGL4EA88\n", "PiWs0/0JIYQQoYgngcFbRlU0wxLUEC9XvD43Bk9OC7c5Vbo37Kl3GsXpg8Ellh4YQMcyEvsTGNxp\n", "1wlxAVDIZYgJ8MBD4y1T1G/aWMGgM72tH2vVGfCb72/jYonK6ntnbVzEisW3N6vYlSIi/NywcHQQ\n", "ohyYYdAVZ9bkXS5Vwdbln9bAYF96NXIcvDt5rbyZbTzoqpBh2bih7Pe4JSRdrURyIr+BPdkP93WD\n", "sj1Rm1vbyi7D7Ij+rnFMK2jE/7JqkVHVgn92c7c2g7P8aU9WX+ImMMwXZrUtOnZGjFIhE6Qszxkx\n", "/SG3Dub88bgQL0QFuMNLqcDrc6PZi+nrFc34Pru28xfpRHJuPTosjsNrlBrl79zZdl6M5fehtEmD\n", "BpGUj5j5e7jykjS2yhDFxtYxWljfZtVPx96ZXUaGwUdpJWxjYjO1zohLNv5+mW2/WM72nFIqZNg4\n", "N7rLJCQZuPr7b1FPSXXcUiTVWNO4xUsUf20MRoY9yZIBkOgEDNEbOdQ6geHjpuj3abxc3Gng18vt\n", "SzhoDUakFliSAnM5TVW5ZTvplS09uqvpCI3eiCPZtXjxu1u8+vxl44ey06kzq1p61byxL3FPeh9t\n", "X8HFkRIJsbhUajnxnj8iAMvGD2WbbQJwuOHcV5xZKffHD0EAp9lvNCc+JY0aXjkcF7d85MGxQVg1\n", "yVIyse1iOepbpTX9+mS+5WLvenkz1B2WSOXK5NwNHhNsO5HaleFDPNn+FpXNWlS3aHnlI2OCvaCU\n", "QJRGrXoAACAASURBVP8LhmFwhJOYeKC90TMAjAvxxiN3hLDbWy+UOfQ5wTAML+kxK8YfQV78ptTD\n", "O0li95VAV8sd/PImLRo5S6j6e/R/AgMwfT6YpeTWdbGneF0ts040pFe2dDvTzGBk8O7xQhzkJFDN\n", "S8oD/N/xju/3zQ1uM+NhvEQuIYQQ0pdEcQbB63+hkPX7tFIpsqfeKdzXDZ6ucqh1lpPKUBHNvgBM\n", "s0RcFTLoDAxKmzSoVeswpJuVYS4UN7GzBsJ8lBjNSdQM83WDn7sLGtv0UGkMKG5os+tEy9H6sapm\n", "LfZnVONwdi1UGv6F3FPTwvHIxBBkV6mRUdUCI2MaM7fuXSzq1ZYLjNhA04V5mI8b+39iXonE283x\n", "jw5n1eQxDINLnB4vD44ditHBXvBWKthlK4scKIXJrVGzCRG5DFhxRzDv+15KBYZ6uaK6RQe9kUFp\n", "o/UxVtqoYUsfFDJTks3LVYHknFqUNWnR3F42cE+MP/zdXeDn4YIWrQFFDW0obmhDUUMb3F3keOGe\n", "SES0lwH0Z42jVm/E+WJLjPVGBlfKVLgnxt9qX4ZhkFVtSWD0ZKUQF7kMo4d6sknB9IoWXoJQqGXd\n", "+jqmNypaeH1UOq74sfrOUPx4ux6VzVqoNAb850IZfjk7iv2+SqPHJ2dKUKfW4cV7InnLjWdVq9kS\n", "L3cXOV6dEwWlixyn8htwIq8ekX5umCRw76Xu3DkyClcumMoSypo08FRakkximIEBAPdE++NDRTE0\n", "Bgb59W24XavG8CHOTfQ4wtYxerXMOtlfq9ahukVns6TV7IsrFfiRM+skcXgAlo0bihf33wIAnCls\n", "hFZv5CUHVRo93j1RyM5wmxrhgyVjHVvynAwsUq23l+q4pUiqsaZxi1ePb1kZjUYYDJ3fcXMEr/+F\n", "xBp4SolcJrOahRHiLY4GnmZKFznGcKaC37BjFga3fGTu8ABeAkwmk2E8Z/r5TQfqgu1V2tiG9d9m\n", "4uvrVbzkhZtChp/fHYFHJpruqs6IsvQ9OSfSMpI6ziwA85LCCrkMkX6W40QsfTAYhrF5h7Ggvg11\n", "7YkYHzcFu4RwFKeBoSMJDG7vi9kx/gj3tf6die5mlgr3zu60SF8EeLhC6SLH8zMj2ccvlarwYVox\n", "3k7JxysHc/C7o3nYer4M39+qQ2aVGlfKmvGPs9031nOGS6UqthmjGTehwVXSqGF/L3zdFDbjZ4+x\n", "HfpgcGdgOPvCHDBdkO+4XI6cGnX3O7c7nG250z1vRCDbC8TM3UXOW16W2+S1Vq3DqwdzkJJbjytl\n", "zXjnxwJe7xTusqwJcf7wVCrgIpchcXgA3ro3Dk9NH+b0mwPhPvyVSHgzMESSwPBUKnA3J/GWksuf\n", "dWBkGBzMrMHX1yr7tVdNaWMbnt+XhU0/5KFVZ/k7YzAyvN8Fbk+rrvpg5NW2YufVCnb7J6OH4PW5\n", "0Rg11JP9HVXrjLyG3wDw6dlS1LSY/k74uinwyuxowUtiCSGEkK70KIFx5MgRbNmyBZWVlbzHKyoq\n", "8MUXX2DXrl0oLy/v5NnWBkP/i75mb73TyA5TiMU2AwMAJoTZ3wdDrTXwekrM45SPmI3j9NVIt7Ov\n", "hiP1Y6cKGngXcyHeSqyfHo4vVo/HkrGWXgl3RVmWI7xQ0tTjZe76ilZvZC805TL+HVLujIKelpEI\n", "WZNX06LFk7sz8ejOdOTX8ctBLnGatd4Z7gNFe1KUm8Cw92coa9LwVid4eGKIzf1iuuiDYWQY/MAp\n", "H7k33lI2MC3SF3NirWctdOZqmYptrNefNY6nbCw5eaG4yWZCibd8arBXjy+iuX0w0gob2OVo3RTW\n", "idmesjemDMNg0w952HG5Aq8fykWTHaUeKo0epzjHErd8hGtmtB/u4iQ7P0orRmljG14+cIu3TG9u\n", "bSv2pZuWh27VGXj9GxaMtP3azlaZl8l+XdakEc0Sqh1xy0iO3a7nJSq+ulaJD9OKsfVCGXZdq7T1\n", "dKf49GwpcmpakVbYiN2cfhW5tWp2VuUQT1fez5LRSR8Mg5HB5lNFvF4sL9wTCbnMNAM2gfOZdCLP\n", "csymVzbzSuF+MSuKbdRKBi+p1ttLddxSJNVY07jFq0fZggULFmDu3LlWj58/fx5r1qzBqlWrcO7c\n", "Obtfj7siBs3A6FuSSGCE2r8SyenCRmjbj5+4QHeb5SF9PQMjk9OgcO2dodj28FisvCMEvh1O0GMC\n", "3Nm7Y2qdscuxGIwMThc2YC+nqWZ3GIbBmcJG3HSg+SkXd/ZFgIcr764a7+JfBDMw9tysRll7idG/\n", "OjSQvMjpfzElwnIhOMzPjW2SWNWs5d3F7Mw3N6rY/jx3hvuwszk64vYJ6ZjAuFnRgsr21Q183BS8\n", "mTgA8GpCNH45OwqrJ4XggVFDMDPaD2ODvTAxzBuLxgThuZkR7HGjMTBIrxD+GHaEzmDE2UJL0tDc\n", "s6hGrUN+nfWx0TGB0VNjg73YPjLmO8AAMDbE2+nNA4sbNGwyoVlrYBMJXfn+Vh37WTViiEenxxIA\n", "PDszAm6cJq9P78lCuY1lpbdfKkdVsxapBQ3sRWyEnxtvtkp/CuD0wKhQaVEnwh4YADBlmC+bUKlV\n", "69gZDaWNbfjvFcsshb7qkdGqM+BkXj2+uV6J2hbrXjhNbXpeYnZfejX7d4FbPjIp3Jv3f9/ZDIy9\n", "N6twq33mkKtchl/OjuJ93s+JsyQwzhY1QqM3wsgw+ORMCfv4rBh/zHIg+UoIIYQIRdAzCE9PywmZ\n", "Umn/hbGeNwODEhg9YW+9k3UJifgSGGOCvaCQAQbGdDHY2Kbn3a1jGAZNGgMqVVoc4kzJThxuu6fE\n", "iCBPuClk0BgYVKi0qGnRIsir65/b3ngyDINszgXanDh/9o5/RzKZDHdF+eK7DNOYzxY14s4Otft6\n", "I4Njt+uw82olWyufX9eGl+dEWb1eR9svlePLq6Y7hL+bH+vwyWU95+Ii0JP/0dBViUSb3oii+jbE\n", "DfGASxcJSKFq8hiG4TWXu1iiQn5dK2IDPaDRG3lJrynDLPFVKuQI93VDSaMGDEylDZ1dRLbqDNh6\n", "vgwHMy3H16pOZl8A/BkYHZdS/SGHO7U/wOpi291F3undeLOSxjbsbz9uLpU24c5hPv1W43itvBnN\n", "7RdPwd6uGBPsxd6lPV/SiLgh/CSiUAkMbzcXRAe4WyWIJgpYPmJvTM8V80vAvsuoxooJwfDspCGy\n", "wchgf4YlybGYMzPLljAfN6yeFIptl0wzGc2JD6VCho2JMdh+qRyF9W1o0xvxUVoxr6/RgpFDRNNH\n", "KilhFv5RfAONbXrojAxuc5rnimkGhqK91MaciErJrced4T74IK2Yd4OlpFGDovo23spMPaXRG3Gu\n", "uBEn8xpwrrgJGr3p/zA5tx6fLBvFSyikFTbyVpdp1hqwP6MaqyeF8hp4Tgr34f2O3a5Vo01vhDun\n", "h0VpowbbL1lmyK6dHMpLUANAXKAHIvxMn5WtOiMulDShWWNATo3p/89VIcOGGeG9jgEZGKRaby/V\n", "cUuRVGNN4xYvQc8guNOHXV27nlaYmprKBvjchYsATBcSLnIZO/XF/H3aFm47xFsJDwWDVoPp5CjM\n", "x01U4wOAS+fOINTNHaVtpouB3ccuYLSPASMnTcffTxfjckkjtEbrE/S5cQE2X+/s6TSEubmjQG16\n", "vW9PXMI4X4Mg461q1rF3FT1d5Yjyd+9y/xlRfmwC41xRI56ZMQxpaWlgGKA5eAx2Xq1ARYc7rcdy\n", "azBFVoSE2Z2Pp6xVjl1FlgvHv564jcnDJsFTqbD750HEeMubtlpOilNTU1GrlcH8O5pT2cj+/jIM\n", "gxe/vowCtQITw7zxxwdG4OzpNN7rnzqVikyVApPvGIepEb69Pj6+Sj6Dqmb+RfKnKTfw7srpuFHR\n", "zF5wRPq5IdhbyXt+lL87mxgqamhDfJCn1et/efQ0vit3Q73OctIf6WHApHDvTsenNQKA6cKhpLEN\n", "x0+mYu6cWWjTG3EstxZonztwb3xgj35+D5UCgOki40R2OUZr8/vt9/ObM1kATJ/v98T4g6ktAWCq\n", "mT9f1IQIVS67v1praC/xkUEGYNRQ63g7sj0uxMsqgSGrzkNqaq5T43G0yB2AJVmh0hjwv6warLwj\n", "xOb+2SoFKlSm/z8POQP3ykxgVNfvt2Lm3UjOreM1/Xz7vuFoun0V83zk+Kze9DtwjtN7RC4DfOpz\n", "kZqaI5rPc29o0NgeqwJOcs/cA6O/x2fenj/qTjaBceJ2LUYN9bTZHPOLE9cwO0jXq/dTG4DPy/1R\n", "1Ww92yKvrhU7jp7FE/fPZPf/rsPxBphmoS0aE4RrZU0wf75MCvPBtQtnEaT0QI1WDgMDfPvjWUR7\n", "GtnP67f+dwMag+m14gI9EK7Ktfn7Myc2jk2If3kmBzUGS5LjLn8NQtv7m4jl/6+n24QQQqRHxnSx\n", "zlZNTQ2+/vpr3mOLFi1CVFQUMjIy4O/vj/BwSxb+yJEjWLBgAQAgOTkZSUlJNl83JSUFkydPZrdv\n", "16rx7N5sAKY/qFuWj+75TzRIcRNC3dl9vRL/vlCGqRG++P19caK5W8f17/Ol+Kq9znf5+KGYFeOP\n", "t5Pz0dBJrfmkcG+8uzC+09fbfqkcX7RPBX5wbBCevzuy030B++N5/HY9/nCsAICpxODPC0d0ub/W\n", "YMSKHTfQ1n63beuKMRjq5Yr3Txbx6uM7ev8nI3BHmO2VFrQGI36+L9vqwm7FhGBsmDGs25/BbH9G\n", "Nf5+2jRF+IFRQ3irHxiMDJZsu8b2q9nz2AR4u7ngWpkKrx3KZfd7cmoYVnOWBwWAT86UsBcGv0uK\n", "xawOK1UwDIOPz5QgraART00L73Z1ln+cLcG3N/lT9l3kMuxYNQ7fXK9kv7ds3FA8y2mICAD/4dSx\n", "r54Ygien8e8ibr9Uji+vVID7oXhXlC9enh0Ff4+uk7KPf5XOJp+2LBuNuCEe+PZGFf5xzlTiEuHn\n", "hn+vGNOj3ze11oCHdlxn78LuenQ8Mi6fc/pJuMHIYNWXN9leBpsXxSPCzw2PfHETDEwX0LvXToBP\n", "+yo1V8pUeL39+IgNcMc/HhrTq/dPzqnDuycK2W03Fzn2Pn5HlzN/HGHP732L1oAVnP8Ls0APF3z+\n", "yDiby7m+figXV9rvlD98RzB+Nt2+38vMqhb87mgevJQK/GZeDEZwZgx9kFqE/2XV8va/K8oXb983\n", "3K7XdobU1FSk6iJ4K12YfbZyDG8Vlf7GMAye+iaTTRjJAPZzIIYz8yc+yAMfL+3dOQr3c8GMu0LY\n", "zCg/bLovDgDQ0KrDqi9vsqVs3gojmg2mY2xWjB+7hHiYjxLbHxkHANh8sghH2pu6rpsWhlUTTZ/J\n", "/8uqwQepxQBMv6sfPTiq01lo+XWm0qWOgjxd8e+VY6wa0ErV5cuXMX/+/P4eBgDrc2OpcOT8U0z6\n", "Ytwdz4ns9WZSLDYl54v+ee8tHNGjVb/oGHEuqY7bkc/jLmdgBAUF4bnnnrP7jVtbTXdXGIZhv7aH\n", "1kAlJM608o4QLBoTJOoTkAlh3mwCIyW3HvszanilRh6ucoR6KxHq44ZIfzcsHdf1lOxxfdQHI7Oa\n", "Oz2++0aCSoUcU4b5IK29h8D/Mmtwo6IZuZyp1b5uCiwfH4zixja2I/65oqZOExg7r1ayJ9dyGdgT\n", "3T03q3BvfCBiA7tfNhboWELCv1hXyGWI9HdDXnuPg8KGNowL8cahbP4F1I7LFbgryo99z5N59bz+\n", "AP+fvTuPj6q89wf+mSUL2UP2BEICIUQWWSWiSECCIAIKahVRe7Xqz63etl6r9dbazWqrWFt7q/V2\n", "07YXBQWURYSggoPKWhBB1rBmD9n3ZOb8/pjMyTnJZJmZJzPnzHzer5ev15xh5syXrw8zZ77zPN/n\n", "nwdKcPWIaNWX+C/P18nLI/7w+QVckxmDECdfAgHH8pGuQk9kiAn1rVZ02CR8cKRC3u4UAKYO65mv\n", "vnYiOVhcLxe5APv2qA9dmYZ5o4cOqOiQERsqFzDO1TQjNTpEtYPJTeMS3C4WhgWbMC4pAl91Lo85\n", "UFQPX3z1+7q0QS5eDB1ixtikcBgNBoxJCMOxiibYJGD/xXrM7myme0y5fERAX4Zx3c4xPilcWPFi\n", "oPYX1cnFi8zYUNS3WlHZZJ+JtfVkFRZdpt5S8lx1s1y8MBqAxZf1/V6ldFliOFavGN9ZHFL/Pe+9\n", "IhWfn6tV/btd0M9SJF/obdcZLS0hAexL/OZmDZWXVzg+bZIigvH8gizc+fbXsErAycpmlDe09bk9\n", "aX+Uxer52UNx84REmI0G3LvG3vT0y/O1KK23z3KwnK2V39PHJYVjBKqwuaxz9sPZrqVMkxRfKi5L\n", "CpcLGN+U2XtdlNS34g1F0eTWCYl99mHJiA3F8OgQXOgs6DjcNz1V09cORETk/9zqfFZQUACLxYKC\n", "ggLs3LlTvj83NxerVq3CqlWrkJubO+DzqXpgsImnW1yttGn9AmRcUoTccLG2pUMeI9GhZry4MAvr\n", "774cf7r5MvzsupG4b3pavz0tLksMl893pqq538aYA82n8gtazgDX9185oms3knVHKlTFixvHxuMf\n", "t4/DHZOTkTeyq5v8novOt6g8VdmEtxVb4f2/3DS5J4BNsu9g0MckK5WqJsUWqk4a7HXfxaO2pQOW\n", "brNGOmwSXtp5DlabhIu1LXj5s/OqPy+sasFexd9FkiT840DXeuymdptqV5nujlU0oaKzyV1kiAmP\n", "Xd01k+b9oxVyISfIaMCE5J69EZRr17s3I1VuAzo2MRx/WpaD61zoJ6BsIHu2qgUbv6mUv1zGhwd5\n", "/OVSWZDZd7FOSHV9oGPDwaLYfeSqjBj5S/X04V2NSR1jtcMmYfd5dU49lRwZrBqbE1PFbp/qyGlb\n", "hw1v7i/B7yzne+wwslcxTmaMiMbNExLl43ecbLXpWDIG2H9ZT3KxcbLBYHC6TWVkiBkPXdk1wyh2\n", "iBnTh0f3eJwvzZw502kBw2w0ILyXfiG+5GwXq/+cORxx4UGYrOins8vJLjwDVd7QJu8OYjQA909P\n", "Q0bsEAyLDpV79kiA3H9nR2HX7JW8kbF4+PrpPXoUAZCXuAHAOMW/taPljbDaJLy445y8W9aw6BDc\n", "OSWlzzgNBoPqMwiwF1DmOMkRBTY9/tIL6DduPdJrrhm3drlVwMjPz8cDDzyAu+++G7NmzZLvT01N\n", "xfLly3HHHXcgMTGxjzOoKbeTNHMGBsH+6/fIbjMHRsUNwR9uHIOJqZEu/5KtPJ9NUjcWdFeb1YZT\n", "lV3Fh5wBbuU4fVgUukdvMtgvlB+5arhcXJqYEiHPSDpX3YKybr0x2q02vLSzayu88UnhuHFcAh69\n", "api8M8TXZY2qLTz7oipghPVcLqHaSrWmBdtOVslLStKiQuRYT1Y24x8HSvCLgjPylGjl3/ftg12z\n", "Er48X6cq4AB9d/rfqbiYv2pENGZmxCA1qmtnF4dxyeFOi3TDo7u+TBXXtaree5TN8JZPSnL5F1bl\n", "TiTHK5uwWrHl4vKJSR7vlKHcUWV/UT1sLhYflKw2Cc9uK8SNb36Fj05c6v8JsG8Hq/zF9xrFUiDl\n", "F+e9F+rQ1GbFs1sLVds4jkvyvNhgMBiQ27kdsdGg3prYFeeqm/GbHeew8ZvKHnls6bDh2W2F+Ne/\n", "S7Hp2CX8VlGEs0mSqtCVmx6NhTlxiAqxj7WyhjZ8olgu0dDaodp2sr+ZYq7KGxmDb09NwdjEcDw5\n", "e4TXZ6MMREpUz39H0aFmTS5dTIkKUc3yuXZULKZ1/ru7akTXeN91tvcia3+Usy8mp0aqdqtSbru9\n", "5fgllNS34qsS+6wrA4BrMmMQbDbi1gk9GwpPVMzQGxYTgojOAlFtSwf+8PkFfF3aVTT5Yd6IXme5\n", "KSl3IzHAvjuOFv+/ERFRYPHu3nO9UG+jqomQdMcf9/y9WvEFKS8zBi8vGu3yr5dKyi9Q/W01OpB8\n", "Fl5qlr/Ap0YF99sjwSE2LAhjFMWOqBATfr0wCzfkqKeeDwkyqXZY2NNt54PVX5WjsMr+5T/YZMDj\n", "s+xb4Y2IHaL6Vfh/9xSjvtV57xClS/0WMBRbhVa1YPOxrl+Wb5uYhLsVv+j938EyeZvJIJMBP503\n", "EsbOSdlflzXi69IGSJKEf/67a/aFw94Ldahp7tncztZt+UjeyFiYjAYsG9+zWDo1LarHfYA9p46d\n", "d2wSUFRnnx7d0Noh75BgNADjncze6I+ygHGgqF7u15IQHoT5Aqb2Z8UNkafd17Z04L3tX7h9rv1F\n", "dfjiXC1aOmz4neVCj51TnPmmrFEeI1EhJlyuGJtZ8UMQO6QrtofXH1fNtFk6PgFp0c6XErjqvump\n", "+M4Vqfj5dSNVu78MVEuHDT/+qBAFJ6vw+10X8PSW0/Lfa/sOC3685bRqKdIuxdbEpyqb5Vk10aFm\n", "ZMeHYUiQCTcpxuD/HSzF8YpGSJKEj05Uyf1uMmJDVTkTwWAwYMXkZLyyJBtTehnzvmSxWJzOwNDa\n", "8hGl/5ebhviwIIxLCseDV3b1KrlqRLRciP26rMHpe9RAKAsYs7rtFDV9eJT8/lTXasULn5yVl7Jc\n", "nhKBuLAgWCwWLMyJU+VwREyo6j3baDCodiNR9kq5Y1LygGcLZsQOwdLxCQgPNuG+6ak9tmEnAvR7\n", "/anXuPVIr7lm3NqliWpBu2LKLWdgkMOtExLx3auG4Zm5mXj62gyPl72MT+66aDsioA+GchZHToJr\n", "0+PvuSIVsUPMGJ8cjldvHNNrfwvlL9vKX36rm9rxjuIX/v+YlqpqiLdicjISwu0XtLUtHfjbvp6F\n", "gu5UPTCcFGNGKJaQfFVSr9odIW9kDG6ZkKgqzDg8MmMYZoyIxuXRXed/51AZ9lyok7flCzYZ5AKJ\n", "VYKqUOFwrFy9fMSx5vu67K5fwB2U26d2p+qD0VlkOVzaKH9RyIoLc2t6+/DoUDj7AXz5pGSPZ18A\n", "9i8lUxR/r9ON7v97+PJc11jqsEn47WcX+pzRcbG2Bc91NqsF7EsnlNsFGw0GXKGYIVJc17VufsXk\n", "ZDzoQjPZ/kSGmHHbxCS3l0usOliKsoau2UwHiurx4Npj+OR0Ff55IVTuM6L0xu4iSJKkKiJOGxYp\n", "5+DGsfEYEmT/f3yxthXfff8E/mP1UVUPlBs96IGiZzGhZjk3DlouYOQkhuP/7hiP3y7OVhWlh4YF\n", "yUUBm2SfPeaq7stHrurW0NhkNGDx2K5C9jflTfJt5XKOIUEmLBvfNVvDWb8fZz1nsuKG4I7JyT3u\n", "78tDVw7Dursvx62X976NNBERkTdpo4ChmIERrMEpsHrgj+udgs1GLB6bgGsyY4Rc+CunBh8rb1Qt\n", "H+huIPk8VtF1cXmZi+v7J6dG4u07xuPlRdlI6aXJHQDkKnoLHCyuR2vnr7mrDpXJv+yOHBqKpd2m\n", "pg8JMqnWx++9UIfm9t77flhtEqoVvyjGOlljnRoVIveoUe7AcO2ooRgSZILJaMB/zUpX9bHJz4rF\n", "9Z2zDx6dd7n8C+buC3X4ny8uyo+7ISceSxTND50tI9l5pmtq/tUjYuTp8qFmo6pxYkyoGSPjev9l\n", "XjmTxNHI86uSrl/c3f2VPNhs7PFrc0J4EK7L7ntXFVcoCzOXzO6d1yZJ+KJbn5Gj5Y3ymvvuCi81\n", "4wcbTqKys3gUZDTgxrE9l0Io+2AA9innj8wYhm9PTdHMF/fzNS1Y09kcWKm2pQPPf3JO3roZsBdQ\n", "HWP5WEUTdp6pUW1ZqiygRIaYcesE9Uygkvo2uSgYGWJy2l/B382cORMGg6HHv4sYJz129GBmRtf/\n", "c3f6YChnX0xKjXRayFmQHYfgbj/kGA1dr+34bLplQiKWjkvA3KxY3D6xZ3FhXLfPpCCTAT/U6DIj\n", "0je9Xn/qNW490muuGbd2aaKA0WFjDwwafPHhwUjuXILSapV69F5waGyzYt9F+zr+vqhmYAxgB5Lu\n", "BvKlLiUqBMM6p963WiUcKqlHWX0bNim+bP7HtFTVr+EOV2dEY0Z6NG67PBFv3JzT5wyWupYOudN9\n", "ZIjJ6YwBk9Egx6K0MKdrecSI2CF4bOZwBJsMmJwage9ePVz+e6bHhOJqxRcAx44dwSYDvjUxCXkj\n", "Y+WL62/Km1BU29Vks/vyEeXabMD+67ajueOCMXFOmx46DI/p2cjzUEnXr+4TPZjmr5ylAoibfeGg\n", "7INxpKyxz6JUb05WNqmWCzn8dW8xKhrVfVa+KW/Ef206KS+HCTEb8fPrRqq283SYkhYp/9JuNhrw\n", "1JwM3Ci454MnJEnCHz6/IDcEHpsYjl9fn4V4J8ulHr1qGO7PTVPF/8buIpzoLFoaDfYZGEorJifj\n", "VwtGYd7ooQjrNuPg+jFxmm+cPJhSIrsVMDQ8A6MvymWNB4rq+/2M6K6v5SMOUaHmHo0yJ6VG9lii\n", "GGQy4qEZw/Dk7AynyxfHJISpZoTdMzXFrSVXREREWqOJAgZ7YHguENY7iaDsbeDsV/761g48sv4Y\n", "nt5yGj/ffqbXXRqqm9rlL+BBJkOPhqMiKWdh7LlQh3/+u0RedjU2MVz150oGgwHPzsvEd6an9fvl\n", "qapZuQNJ7708lLMXACA7PqzHl9n52XHYeM8k/HrhaNXrWiwW3Obkl8KFOfGICwtCVKgZVyj+Lo4t\n", "ZAH78pFKJ8tHHGKHBOH1ZTn4/ZJs3DOt7+76yiLDhZoW1Avof+GQoRgHCeFBmC9w9gUAxIUFYeRQ\n", "e/wdNklVeOnu9KUmlDe09bj/i3Ndsy/yRsbIRammdpu8a83pS034+75iPPXhKTR0fkkLCzLihQWj\n", "VEUUpYgQM56Zm4nrx8ThxRuyNLdbwSenq3Gw2J4vowH47tXDMDktEq8vy8FVnTsDGSDhB9eky80U\n", "l09KQmTn8qSKxnZ5mdHYxHBEhqi/hBsMBkwbFoUn8kZg9YoJeDY/E/Ozh2Lp+ARVf5hA4vhcSu3W\n", "yFPLS0j6khIVIv/7a7dJqj4v/em+fOTqDOcFDEDdzBNQLx8Z6Gd9WLAJN3f2ZpkzKhZLnfQKeZH8\n", "1AAAIABJREFUIhJBr9efeo1bj/Saa8atXZqoFnSwBwZ5yQzFrgUfHK1U7TwhSRJesVxAcZ39S9+B\n", "ovpeZ2kol4+MjgtDkMBf2btTTlXfUVij2lXknml9T8/vayaCUlWTov+Fk+UjDundfsFTzr4YiDEJ\n", "4Zis2O4vyGTAbYq11XOzui7UPz5dBUmSUFrfite+7Fpuolw+ohQzJAg5ieH9zmxJj+n6NfhCbSsO\n", "lTTIX0xHx7vX/8JhZka0/KvnfdPTBmVcKJs17r9Y3+PPJUnCG7uL8NC647jv3W9w+lKT6s9VBYzM\n", "WHz/mnT5+MvzdVix6ggeWncc/3ewTN52MTrUjBdvGI1x/RR3pg2LwvevSRey44hIDa0d+NPuIvn4\n", "pnEJGBVnL7xFhZrxbH4m/njTGDw6slm13W1kiBkrnPQMmJ7ed8PMYLMRV2fE4PFZI/DQlcMQPIAd\n", "H/xZ9yUk0TpdQgKodyP5WFFkVbLaJFjO1MgzdgD1FsS9LR9xGB0fJr9PRoaYcPUI9/q93J+bhg/+\n", "YyJ+NCfD6Sw9IiIiPdLEVVWbcgYGCxhuCYT1TiLMzIhWzVh4aec5NHb+wvzRiSrVFF/AvpWdM8cU\n", "y0cuc2P5iCvGJ4fLU/NrFUs9pqZFYmJq780qXaGageFkSr1DhmL2QqjZiNkjB/4ru2OM3jklRf6S\n", "v3RcAuLCu17vyuHRcgGhuK4Nf99fgofWHcdxxReB/NGezWqICDHLRZp2q4Stim1EL/dg9gUAjIoL\n", "w99uHYs3bs4ZtBkIyqUL205eUvXvAIB/HSzDu4ftfR5aOmz4855i+c9K6ltVu8NMHRaJCckRWKTY\n", "Aaey2/KSpIhgrLxhNEbreAeCN/eXyP0o4sKCesyIMBgMyIoPw+Jrr+7x3MWXxSOl2+5H04e594Uy\n", "0Dj+zXfv86PXJSSAfStThy/O12J3t34yNknCzwvO4Ofbz+DR94/j+xtO4MvztdhZ2P/yEaX/vjYT\n", "j109HCsXjVZtterqZ31ogBfPaPDp9fpTr3HrkV5zzbi1SxNXEcoeGEH8lYAGkcFgwPeuSccD732D\n", "+lYryhva8doXF7F8UhL+qGgq6fDJ6Wo8kJuGkG4Xgd9UKAsYrjXwdFWQyYgpqZHYdU59oXzPtFRh\n", "r1Gl+NIa28cSkkmpEYgMMaG+1Yql4xMQ5sZshQnJEVi5aDQqG9tVXwYA+y/XszJj8GFn4WjVwa5d\n", "HEwG+6wGEVtRjogJRVWTfTnBbsVuAhNTPT93X01ZRRifHIH48CBUNrajqd2GH314Gj+cPQJ5I2Ox\n", "7utyvLVfvePM/qJ6HCyux6TUSHypGEOTUyPlJT7fmZ6KLy/Uyst0woKMyE2PxjUZMbhieFSP8a8n\n", "JyqbsEHRM+ahK9NcGrdBJiPuvSIVz318FoB9aVDm0NC+n0QqaX5UwMgcOgRzs2LlJW6/23UB/5sc\n", "IRde3z1crmqSe6SsET/ZWigf97d8xCEq1KxqTkxE5GsmI3CouOfMz/4kRgQP+rURBRZNXEWoemAM\n", "4lR8f2axWAKi4iZCXFgQHrt6uPyFZOvJKhwsqZd39RgeHYL6pmbUtBvR0GbF5+dqMGdU16/+Vpuk\n", "mhGQM8gFDACYnh6tKmDMzIhBtpMtS92lXkLSewEjIsSMv946FsV1rch28Rd55Rjta4nB3KxYuYDh\n", "kBQRjKevzRBWLEqPCcW/O/shON59jIa+49KKYJMRv7huJJ744Bs0WI1ot0n41cdn8fm5WnxyumtK\n", "e6jZKI/pv+4txu+WZONzxRiaoZiWHh5swiuLs7GzsBrDY0IxOS1SaPNRX2rvsCE5MgTFda2YmhbZ\n", "o2im1Nv76KzMGJy6PBH7iurxnStSNbOritY58hkXFoQgo0Hu3aPnJSQA8OCVw7DvYj1qWzpQ2diO\n", "v+wtxmNXD8eRsgb8dW9xn8+dmNL38pH+8LOetEavY1KvcftSbYsVPys44/Lzfnx1AlKihvX/QI3R\n", "6xjRa9yu0MQVaoeqiScvDGnw5Y2MxWzFThblDfZfns1GA340JwOTo7u+0HdfRnK+pkXuDTA0zIyE\n", "8N6/8IsyXdE40WgAvj2157p8TyiXkMT10QMDsPdDuCwxfNDWVI9PjlA1/ZuVGYPXlo4ROtMlPabn\n", "L+ie9r/wplFxYbh3RAuGdzbglABV8WJsYjj+cNMY1TagW09W4XBpV9PPK4erl0EkRgTjlsuTkJse\n", "7TfFCwAYlxyBN5bl4O4pyXj0qmFuFR8MBgO+Mz0Nry3NwbRemphS70xGAyZ3bgGcEB6EpIjgfp6h\n", "bdGhZjw8o+tifOM3ldh1tgbPfXxWXuJ3WWIY3rptLG6ZkKhaxiFyW2XSHpvNBqvV9d2hiIho4DTx\n", "M0g7m3h6zN8rbYPh0auG46vSBtXsg3unpSArPgz3zZuMHW8fgU0C/l3cgNL6ViR3bgV4VNn/IqH/\n", "ppEixIUH4c7Jydh0rBI3T0jECMHb4SmXkPS1C4knBjpGjQYDfnxtJt4/WoHJqZGYMypWeI6dFTA8\n", "2T7VFxZdezVmtXTg2W2FOFLWNSZHxQ3BL+ePRESIGYvHxmPt1xUAgN9bLshfrsYkhKl6j/i7YLMR\n", "dw5gJxC+j4qlzOcP80bgi/O1uDwlwi9mWs4eGYNPTkfhy84laMpfJSNDTPjvazORGBGMB3LTcPvE\n", "JHxaWI1QsxHXetgbh2NUu7Zs2YLCwkLcdNNNSE21L/EsLS3F9u3bYTKZkJeXh5QU/9uRSK9jUq9x\n", "61F0tD77Rul1jOg1bldo4iqinTMwyAeiQs14/JoR8vGUtEgsm2Dfai4hPBhTFbs9bD1h3/mjqLYV\n", "/1D0GPDG8hGHu6em4J0VE/Cty3tuReopVQ+MPpaQeEtWfBgenzUC12YNHZQCUXpszwKGiN4a3hYV\n", "asYL12fJs4my4obgV/NHIaJzi8/bJybJDWCVheKr3NzVgMhdUaFmzM+OQ0qkf6yDNhgM+O7VwxEW\n", "1PMy6r9mjUCiYpZJVKgZS8Ym4LrsOC4/8mMLFizA7NmzVfft2bMHK1aswO23347du3f7JjAiIj+j\n", "jQKGsomnH/wy4wuBsOfvYLhieBR+vTALj8wYhp/OGylvO2qxWDB/TNdU349OXEJZfRue+vAUqjp3\n", "MwgLMg7aThPeJEmS/HcC7D1CBoOWxmhMqBlRIV3LRYwGYLwO+l8oOfIZYjbi6Wsz8c4d4/E/N41R\n", "FaBihgTh5vGJPZ47gwUMp7Q0Rv2Bv+czITwY901PU913y4TEQf335e859TdhYV29ooKD9b10qjd6\n", "HZN6jVuPamtr+3+QBul1jOg1bldoolrQwW1UyYcmp0bixnEJPbabm5EeLTdbq2hsxyPrj6GsoQ0A\n", "EGIy4BfzR6l+ZdOrpnYbWjubPYaYDE5/UfQ3BoNBtYwkOz7MrR1VtCQ2LMjpr7s3T0hUNQ1MiQzG\n", "CCdLaIjIdQtz4nB1Z8Fialok7r1C3O5QpH+SpLi+DfL97EYiIn+gvR4YXELilkBY7+RNjnxemxWL\n", "dZ09BOpa7Y25zEYDfpI/EhOS9fWLfW9U/S96+RIsgtbGaHpsKL7u7B2ht/4XwMDzGR5swvJJSXj9\n", "yyIAwOyR4nuK+AutjVG9C4R8Gg0GPJOfifKGNiRGBMuz+AZLIOTUnygbeg7kfVe5e4DjV1QeD86x\n", "4z6R57fFZcCbOjo6+n+QBl5vaGw0dn5zEUBXPwzHrIy+jiNNVkzOti/19tV4cfD1eHXleObMmZqK\n", "Z6DHyhlr/TFIyvKwl2zfvh1TpkyRj39ecAaWszUAgB/PzcCsTP1Pyyf/cKaqGf9v7TH52GgA/vva\n", "zD63YtSbr0rq8V+bTgGw717xypJsH0fkHccrGvHDzadgNhrwhxvH+PUe5ZIkYf2RCtS1WrF8UpJf\n", "7TJCROSuAwcOYO7cucLOd/ToUcTExMhNPNetW4elS5dCkiRs3LgRixcv7vW53a+NSX8OFdfjic2n\n", "XH7es/mZbm1P6u/Pe3FhFiamRrr8PNInV96PNXEV225V9MAwaiIk3QmE9U7e5Mhn5tAhGJ/U1ajz\n", "B9ek+1XxAgAuKXZhGTqIDTy1NkbHJITj7TvG4+07xuuyeOFKPg0GA5aOT8S3p6aweNEHrY1RvWM+\n", "xWNOtaugoAAWiwUFBQXYuXMnACA3NxerVq3CqlWrkJub6+MIB4dex6Re49Yjb88UEUWvY0SvcbtC\n", "c0tI2AODtOZH12Zg49FKXJ4SganDovp/gs4ol5DEhWniLcFrhgTpu+8FERFpQ35+fo/7UlNTsXz5\n", "ch9EQ0TkvzTxbUXZxJM9MNzDdbFiKfOZEB6Me/y4MZtqC9UhgzcDg2NULOZTPOZULOZTPOaUtEav\n", "Y1KvceuR2ayJr5su0+sY0WvcrnBrRB05cgTHjx+HzWbDlVdeiWHDhgEASktLsX37dphMJuTl5SEl\n", "JWVA51Nvo8oCBpE3VTerm3gSERERERFpkVuLoS9duoRly5bhlltuwVdffSXfv2fPHqxYsQK33347\n", "du/ePeDztSu3UWUPDLcEwnonbwqkfKp7YAxelTyQcuoNzKd4zKlYzKd4zClpjV7HpF7j1iP2wPAu\n", "vcbtCreqBbNmzXJ6v3L7k+Dg4AGfjz0wiHynqlnZA4MzMIiIiIiISJs8mu6wbds2TJ8+XT5W7sga\n", "FDTwL0LsgeG5QFjv5E2BlM9q9sDQJeZTPOZULOZTPOaUtEavY1KvcesRe2B4l17jdkWfI6qyshKr\n", "V69W3bdo0SKkp6djx44dGD16NOLj4+U/s1qt8m2Doe9ChMVikRPc0NQMRy0lyGSQp744/pzHPObx\n", "4By3W22oa7X/uzUagOhQs6bi4zGPecxjHvN4sI6JiEh/DJJy2sQAffbZZ0hISEBOTo7q/nXr1mHp\n", "0qWQJAkbN27E4sWLnT5/+/btmDJlinx8+78Oo6q5AwCwavl4xIVzGrurLBYLP5AFCpR8lje04c63\n", "jwCw9794+44Jg/ZagZJTb2E+xWNOxWI+xWNOxTpw4ADmzp3r6zAA9Lw21gu9jsnBiPtQcT2e2HzK\n", "5ec9m5+JnxWc8dvn/ffs4Xju0wsuP+/FhVmYmBrp8vNE4dj2Llfej82unrysrAy7du1CTk4Ojh07\n", "hvr6etx1110AgNzcXKxatQqSJDndD7s37IFB5BuXFMtHhg7i8hEiIiIiIiJPuVzASEpKwlNPPeX0\n", "z1JTU7F8+XKXg2hnDwyP6bHSpmWBkk9vbqEaKDn1FuZTPOZULOZTPOaUtEavY1KvcesRe2B4l17j\n", "doUm9ixtt9rk25yBQeQ9VcotVDkDg4iIiIiINMznBQybJEExAYMzMNzkaExFYgRKPquUS0jCBrdC\n", "Hig59RbmUzzmVCzmUzzmlLRGr2NSr3HrUUdHR/8P0iC9jhG9xu0KnxcwlFuoBhkN/e5eQkTiqHpg\n", "DPISEiIiIiIiIk/4vIDBBp5iBMJ6J28KlHyqemAM8hKSQMmptzCf4jGnYjGf4jGnpDV6HZN6jVuP\n", "2APDu/Qatyt8X8BQ9L/g8hEi71L1wOAMDCIiIiIi0jDfFzBUMzB8Ho5uBcJ6J28KlHyyB4Z+MZ/i\n", "MadiMZ/iMaekNXodk3qNW4/YA8O79Bq3K3w+p6eDW6gS+YRNkry6hISIiIhI60rqWlHe0Oby89oU\n", "s8qJaPD4vIDRbmUPDBECYb2TNwVCPiUJ+NWCLFQ1t6OupQPB5sGdARUIOfUm5lM85lQs5lM85pS0\n", "Rq9jsq+4yxva8MTmUy6f89n8TE9C8lvsgeFdeo3bFT4fUe22rmplEGdgEHmNyWjA5LRIX4dBRERE\n", "REQ0ID5vOqGegeHzcHQrENY7eRPzKR5zKhbzKR5zKhbzKR5zSlqj1zGp17j1iD0wvEuvcbvC5xWD\n", "Dht7YBARERERERFR33xewGAPDDECYb2TNzGf4jGnYjGf4jGnYjGf4jGnpDV6HZN6jVuP2APDu/Qa\n", "tyt8X8BQ9sBgAYOIiIiIiIiInPB9AUM5A8Po83B0KxDWO3kT8ykecyoW8ykecyoW8ykec0pao9cx\n", "qde49Yg9MLxLr3G7wucVA1UPDM7AICIiIiIiIiInfL4oST0DgwUMdwXCeidvYj7FY07FYj7FY07F\n", "Yj7FY071Z8OGDbBarQCAUaNGYcKECT6OSCy9jkm9xq1H7IHhXXqN2xU+H1HtNjbxJCIiIiL/Exoa\n", "innz5vk6DCIiv+HzJSTtVkUTT/bAcFsgrHfyJuZTPOZULOZTPOZULOZTPOZUf6xWK9auXYv33nsP\n", "Bw4c8HU4wul1TOo1bj1iDwzv0mvcrvD5DIwOzsAgIiIiIj+0YMEC+faHH37Y52MtFos8/dvxJUTr\n", "x8rYtRDPQI8PHz7c55+7w9tf1P399Wpra4HUSAC+GS+HDx/WzHgNhOOwsDAMlEGSJKn/h6l9/vnn\n", "KCsrAwCkp6dj6tSpAIDS0lJs374dJpMJeXl5SElJcfr87du3Y8qUKQCAdw6V4S97iwEAt05IxP25\n", "aa6GQ0RERETkkgMHDmDu3Llee72CggLk5+c7/TPltTH51qHiejyx+ZTLz3s2PxM/KzjD5wl63osL\n", "szCxs4BB/s+V92O3ZmBcddVV8u2tW7fKt/fs2YMVK1YAANavX4+bbrqp33OplpBwBgYRERER+Ylz\n", "585hxIgRAICWlhYfR0NEpH9uN504e/YsVq5ciaysLPk+5dSP4ODgAZ2nXbWNKntguCsQ1jt5E/Mp\n", "HnMqFvMpHnMqFvMpHnOqP+fOncOaNWuwZs0ajBkzxtfhCKfXManXuPWIPTC8S69xu8LtHhgZGRl4\n", "5JFH8P7772PkyJEAAOVqlKCgoAGdR7mNajC3USUiIiIiPzFr1ixfh0BE5Ff6LGBUVlZi9erVqvsW\n", "LVqE9PR0APatoSIju9YmOfa5BgCDoe9ihKNRUYdqBoZB/jNAW41F9HDsoJV49H7soJV4eMxjHg/u\n", "8cyZMzUVj96PmU/xx477tBKP3o/Jc3rNpV7j1iOz2ezrENyi1zGi17hd4VYTz6qqKgwdOhQAsGnT\n", "Jtxwww0AgHXr1mHp0qWQJAkbN27E4sWLnT5f2ajod5bz2HTsEgDgu1cNw+KxCW79RYiIiIiIBsrb\n", "TTz7wiae2sEmntp4Hpt4BpZBb+K5a9cutLa2AgCmTZsm35+bm4tVq1ZBkqReuyx318EeGEIof5Eh\n", "zzGf4jGnYjGf4jGnYjGf4jGnpDV6HZN6jVuP3O2BYTLai0muigg2oaHN2v8Du0mMCEZKVIh8rNcx\n", "ote4XeFWAaO3mRWpqalYvny5S+dqU/TACGIPDCIiIiIiooBW22L1+owPZQGDtMvnUx6UMzC4jar7\n", "/L3S5m3Mp3jMqVjMp3jMqVjMp3jMKWmNXsekXuPWI/bA8C69xu0Knxcw2q02+TYLGERERERERETk\n", "jM8LGKoeGFxC4jZHZ20Sg/kUjzkVi/kUjzkVi/kUjzklrdHrmNRr3Hrkbg8MX9PrGNFr3K7weQGj\n", "XdkDg008iYiIiIiIiMgJn1cM2tnEU4hAWO/kTcyneMypWMyneMypWMyneMwpaY1ex6Re49Yj9sDw\n", "Lr3G7QrfFzBs7IFBRERERERERH3zeQGjw8oeGCIEwnonb2I+xWNOxWI+xWNOxWI+xWNOSWv0Oib1\n", "GrcesQeGd+k1blf4fE7PH5fmoN0mocNqw5Agk6/DISIiIiIiIiIN8nkBw2Q0wGQ0AGafTwbRtUBY\n", "7+RNzKd4zKlYzKd4zKlYzKd4zClpjV7HpF7j1iP2wPAuvcbtClYNiIiIiIiIiEjzWMDwE4Gw3smb\n", "mE/xmFOxmE/xmFOxmE/xmFPSGr2OSb3GrUd66YFhMgKHiuvl/3Z+c1F17Oy/krpWX4fdQyCMbX3O\n", "6SEiIiIiIiISoLbFip8VnOl2b0Wfz3lxYRZSokIGLyhyijMw/EQgrHfyJuZTPOZULOZTPOZULOZT\n", "POaUtEavY1KvceuRXntg6FUgjG0WMIiIiIiIiIhI81jA8BOBsN7Jm5hP8ZhTsZhP8ZhTsZhP8ZhT\n", "0hq9jkm9xq1HeumB4S8CYWyzgEFEREREREREmsdFSX4iENY7eRPzKR5zKhbzKR5zKhbzKR5zSiK1\n", "WW1oaLW6/Dyz0YCoUPtXCL2OSb3GrUfsgeFdgTC2OaKIiIiIiAJMXUsHnvzwlMtFjEdmDMOskbGD\n", "FJVzJXWtKG9oc+k5iRHB3CGCyAPu/LsDBv/fHgsYfsJisQRExc1bmE/xmFOxmE/xmFOxmE/xmFMS\n", "raa5A/UuFjBarZJ821tjsryhDU9sPuXSc/ra4pL/lryHPTC8S+TYduffHTD428uyBwYRERERERER\n", "aZ7bMzCam5vxyiuv4Nvf/jZSU1MBAKWlpdi+fTtMJhPy8vKQkpIiLFDqG6vIYjGf4jGnYjGf4jGn\n", "YjGf4jGn+uPv18Z6HZN6jVuP2APDuwJhbLs9A2PHjh2YP3++6r49e/ZgxYoVuP3227F7926PgyMi\n", "IiIi0iteGxMRieVWAaO6uhphYWEIDQ1V3R8WFibfDg4O9iwyckkg7PnrTcyneMypWMyneMypWMyn\n", "eMyp/mj92nhIkNHl/8xGg/x8vY5JvcatR+yB4V2BMLYNkiRJ/T9MbcOGDbjhhhtw7NgxxMTEyEtI\n", "tm3bhnnz5vW43d3+/ftRU1PjQdhERERERO6LiYnB1KlTB/U1eG1MRNQ/V96P+1yUVFlZidWrV6vu\n", "W7RoEcrKyvDBBx+gvLwcGRkZcgHDau3qYmwwGNCbwf6wICIiIiLyNV4bExGJ1WcBIz4+Hg8//HCP\n", "+++77z4AwNGjRxETEyPf39zcDACQJEm+TUREREQUiHhtTEQkltttYauqqmCxWFQzMHJzc7Fq1SpI\n", "koT8/HxhQRIRERER6Q2vjYmIxHKrBwYRERERERERkTe5vY0qEREREREREZG3sIBBREQBw2azqZrq\n", "kWeYT/GYU7GYT/IHHMeDjznWD9NPf/rTn3rzBUtLS/H+++/j6NGjiIuLQ2RkpDdf3m8cOXIEFosF\n", "R44cQVRUFKKiophbDzU3N+Oll17CqFGj5Nwxp+4rLCxEQUEBTp8+jczMTFRUVDCXHjhz5gy2b9+O\n", "r7/+GlFRUYiOjub4dNGWLVuwbds2DB8+vN9/48xt/5zl09lnE8B8DpSznAL8fHJXb/ns/vlkMpl8\n", "mk89/v/9/PPPsW/fPhw7dgxNTU1yPzytx63H96jexrGWYwa0H5+SK9cHWqPX74TO3kMGHLfkZe+/\n", "/758e926dd5+eb+xY8cO+famTZskSWJuPfXhhx9K+/fvl4qKiuT7mFP3VFdXSxaLRXUfc+mZzZs3\n", "y7f5b959R44cGdC/ceZ2YLrn09lnkyQxn67onlNJ4ueTJ7rn09nnkyT5Np96///70Ucfybe1Hrde\n", "36OcvS9oPWatx9fdQK8PtMYfvhM63kMGGrfXl5CEhYXJt4ODg7398n5j1qxZPe5jbt1XXV2NsLAw\n", "hIaGqu5nTt1z8OBBhIeHY+3atThx4gQA5tJTVqtVnt4odfZeZk4911sOmVv3OPtsAphPT/DzSSxn\n", "n0+A7/Kp5/+/Z8+excqVK5GVlSXfp/W4/ek9Susxaz2+/uglfj1/J+z+HjLQuL1ewJAUm54EBQV5\n", "++X9zrZt2zB9+nQAzK0nLBYLZs6c2eN+5tQ95eXlqKmpwbJly3Dy5EnYbDbm0kPjx4/Hiy++iJde\n", "egmTJ08GwPEpQm85ZG49o/xsAphPT/DzSSxnn0+A7/Kp5/+/GRkZeOSRR7B37175Pj3EDfjHe5TW\n", "Y9Z6fP3RW/x6/E7Y/T1koHGbBz2ybpTNUQwGg7df3q/s2LEDo0ePRnx8PADm1hNlZWX44IMPUF5e\n", "joyMDHktJ3PqPkdFOC0tDVVVVcylhw4dOoQnn3wSNpsNGzduxJIlS5hTAXrLIXPrvu6fTQDz6Ql+\n", "PonX/fMpPj5+0PNZWVmJ1atXq+5btGiR5v//9hZ3eno6ACA0NFS1Tl0PcWv1Paq/XHenhZj7ovX4\n", "+qOn+PX8nVD5HjLQuL1ewGhubgZgr7A4bpPrPvvsMyQlJSEjI0O+j7l133333QcAOHr0KGJiYuT7\n", "mVP3ZGdno7CwEFlZWaiursa4ceOYSw85ptIZjUa5Ks2ceq63HDK37nH22QQwn57g55NYzj6fgMHP\n", "Z3x8PB5++OEe92v9/29vcVdVVWHo0KEA1L+aaj1uLb9H9RZzb7QQc1+0Hl9/9BK/Xr8TOnsPGWjc\n", "Bkn5ruMFxcXF2LFjByRJQn5+PhITE7358n6hvLwcf/3rX5GTkwMAqK+vx1133cXceqiqqgrvvvsu\n", "MjIycN111wHgePXEu+++C5PJhISEBMycOZO59NCxY8dw9OhRAMC4ceMwZswY5tRFBQUFKCwsRGho\n", "KDIyMjBr1qxec8jc9q97PnNycpx+NgHM50A5G6MAP5/c1Vs+u38+Ab7Npx7//27YsAGtra0AgGnT\n", "pslfnrQcd1lZGf72t7/p7j2qt3Gs5ZgB7cen5Mr1gZbo+Tuhs/eQgcbt9QIGEREREREREZGrvN7E\n", "k4iIiIiIiIjIVSxgEBEREREREZHmsYBBRERERERERJrHAgYRERERERERaR4LGERERERERESkeSxg\n", "EBEREREREZHmsYBBRORD+/btw2uvvSb8vFVVVfj888+Fn5eIiIiIyFdYwCAi8qFp06YhPj5e+Hk7\n", "OjrQ1tYm/LxERERERL5i9nUARESBzmaz4f3334fVaoXNZkN8fDxmz56NqqoqbN26FUOGDIHVakVq\n", "aiquvPJK+TnvvfcezGYzJElCREQErrvuOgBAeXk5tm3bhrKyMtTU1AAAZsyYgaSkJJ/9HYmIiIiI\n", "PGWQJEnydRBERIHshRdewH333SfPxNi9ezeio6Px5ZdfYsWKFQgKCgIAfP7550hNTUVGRkaPc6xe\n", "vRrf+ta35OOKigocOXIEs2fP9sZfgYiIiIho0HEGBhGRj6WlpamWkUyePBlbt25FaWlINXZ1AAAg\n", "AElEQVQpNm3aJN9vs9lgNpuRkZGB1tZWbN26FVarFUajEadPn/ZF6EREREREXsMCBhGRjxUVFaGy\n", "slIuYhw8eBDZ2dloa2vDDTfcIM/AAOy9LQBg8+bNmDt3LqKiogAAjY2NqnOaTCZYrVYv/Q2IiIiI\n", "iAYfl5AQEfnQvn37YLFYkJqaitDQULS3tyMhIQGzZs1CY2Mjtm3bBqPR3m+5sbERubm5GDlyJI4c\n", "OYKjR48iKCgIHR0dOHnyJCZPnowFCxbI53b0yDAajWhvb8eSJUtgNrNuTURERET6xAIGERERERER\n", "EWket1ElIiIiIiIiIs1jAYOIiIiIiIiINI8FDCIiIiIiIiLSPBYwiIiIiIiIiEjzWMAgIiIiIiIi\n", "Is1jAYOIiIiIiIiINI8FDCIiIiIiIiLSPBYwiIiIiIiIiEjzWMAgIiIiIiIiIs1jAYOIiIiIiIiI\n", "NI8FDCIiIiIiIiLSPBYwiIiIiIiIiEjzWMAgooDU3t7u6xCIiIjID/Cagsh7WMAgIr9w6dIl3H77\n", "7Zg/fz4WLlyIL7/8ssdjioqKsHLlSixbtgz33HNPr+e6ePEibrvtNuTl5WH27Nn44x//OJih+5VN\n", "mzZhzpw5mDdvHhYtWoTHH3+8x2POnj2LzMzMXs/xySefYM6cOZgxYwZ+9KMfDWa4REREPfCaQht4\n", "TUFOSUREAq1evVqaNGmSlJ2dLc2ePVuaM2eONHv2bOkXv/iFZLPZBu11lyxZIu3bt0+SJEmqra2V\n", "8vLypNraWtVjPvzwQ+nTTz+VrFardPvttzs9T0dHh3T99ddLx48flyRJkmw2m/TUU09J//jHPwYt\n", "dl955513pB07dgg7X3Nzs7Rw4UKpo6Ojz8cVFRVJ+fn5/Z7v7Nmz0lNPPdXrn+/evVt68803XY6T\n", "iIj0gdcU+sFrCvIWzsAgIqFuvfVWvPLKK3j88cfxySef4OOPP8Ynn3yCxMREvPTSS4PymqdOnUJs\n", "bCymTp0KAIiKisLDDz+Md955R/W4BQsWIC8vD0Zj7299xcXFuP/++5GdnQ0AMBgM+NWvfoWNGzcO\n", "Suy+1NTUhObmZmHnKy0txeWXXw6TydTn41JTU7Ft27Z+zydJUp9/Ljp+IiLSFl5T6AevKchbzL4O\n", "gIj8U/cPivvvvx+33XbboLzWV199hTlz5qjuu/baa/Hzn//c5XMNHz4cw4cPV91XXl6OuLg4j2Ls\n", "ze9//3u89tpr+MlPfoJt27bh8OHDCAkJQXJyMn7zm99g5MiR8mMlScLLL7+MNWvWwGw2Q5IkPPjg\n", "g7jrrrtU5zx06BCefvppNDU1ISwsDBkZGWhvb8cbb7whP+bmm2/G0aNHERwcjBdeeAEAYDKZ8Oc/\n", "/xkZGRku/z3uuOMOnDlzBsXFxfJU25iYGKxbt05+TGNjI2655Ra0tLSgqqoKhw4d6vOcBoOh1z97\n", "9NFHsWvXLjQ1NeHtt9+WH//CCy9g+vTp8uNaWlrwy1/+El988QXa29thMpnw5JNPYsGCBarzOfLx\n", "yiuvICoqCs888wza2towY8YM/PrXv3Y5H0REJA6vKQaG1xS94zWFH/Hd5A8i8leffvqp9Prrr8vH\n", "tbW10n/+539Kb7311qC83ptvvil9+OGHqvtsNpu0fPnyXp/T23TP7lpaWqQVK1ZIFy9e9CjGvvz9\n", "73+X4uPjpQ0bNsj3ffPNN9LMmTOlS5cuyfd9//vfl1auXKmK7bHHHpNeffVV1fkWL14sFRcXy8el\n", "paXSsmXLnL7uRx99JOzv0d/0TKWB5L+/83366afSn/70p17/3GazSTfccIP0zjvvyPfV1dVJd999\n", "t7R169Yej//73/8u3XrrrdLy5culyspKSZIk6dSpU/3GSUREg4fXFK7hNYV75+M1hX5wBgYRCSd1\n", "VvXffvttGI1GRERE4KGHHupRoRapr8q6u5qbm/Hggw/iqaeeQlpamvDzKz3wwANYtGiRfJyTk4Nn\n", "nnkGf//73/GDH/wAZWVlKCkpwcsvvyw/JiQkBL/73e8wf/58PPTQQ/I0yyuvvBI7d+5EXl4ekpOT\n", "kZSUhPfee8/p60p9TKlsaWnB9ddf7/TPrr32WjzzzDMDPtdg6es1d+3ahQkTJuBb3/qWfF9kZCT+\n", "8pe/4I477sC8efN6PCc7Oxu//OUv5eNRo0aJDZiIiFzCawrX8ZrCPbym0AcWMIhIOIPBgMcffxwP\n", "PPCAV14vISEBFRUVqvtKS0sRGRnp9jlra2tx//3346c//SnGjh3raYj9mjJlitP7HNMlCwsL5fW4\n", "3Y0ePRoVFRVITk4GADz99NM4dOgQNm/ejKKiIjQ0NOC6667D3LlzXYopNDQUn3zyyYAfPxgXfJ64\n", "ePEiNm7c6LR7fH19vdPnXHPNNYMdFhERuYDXFK7jNYV4vKbQDhYwiGhQuFI5LykpQUpKituvNWHC\n", "BDz77LO488475fs+/vhjTJo0ya3zlZWV4f7778fLL7+MrKysPh/72muvoby8HPfccw/S09Pdej0A\n", "2L9/P26++eYe9zmq9aNGjcLvf//7Hs+TJAmnTp1CYmKifF9TUxMmTpyIiRMnyvfde++9mDZtGqKj\n", "o92OUW8mTpyIJUuW4LnnnvN1KERE5AFeU7iG1xTi8ZpCO7gLCREJ58qFxiOPPIK0tDSPuokPGzYM\n", "1dXV2L9/PwCgpqYGb7zxBpYvX+7yuc6cOYMHHngAf/zjH1UXGseOHevx2NraWjz22GN4//33PbrQ\n", "kCQJ69evx4YNG+T7jh49iueeew7f+c53AACJiYlIS0vDypUr5fy2trbiBz/4ARYvXix3QT98+DDu\n", "uusutLe3y+eqrKxEYWEhQkJCVK+blpaGvXv3ysc2mw3bt29HSUmJ238Pkfo7X1paGvbt26e6b/fu\n", "3Th+/DgA4LLLLkNtbS3+9a9/qc5VVlbW64UbERFpC68pXMNrCvfOx2sK/fBoBobNZoMkSf1ub0NE\n", "gWPNmjX41a9+JXdyDg8Px/r162E2O3+7SUpKQkhIiMcduV9//XV897vfRXV1NQDgt7/9LWJiYlSP\n", "efXVV7F27VoA9g/zOXPmwGAw4NVXX8W4cePkx7S0tOCJJ55QPbeqqgofffSR6r6PPvoIVqtVtYbU\n", "HQaDAc8//zx27NiB5557DgaDAcnJyfjb3/6G2NhY+XEvvfQSVq5ciRkzZvTaMTw4OBgjRozAPffc\n", "g5qaGjQ1NSE4OBjPP/88QkNDVa+bn5+PgoICzJkzB+3t7QgODsb8+fMxc+ZMl+J3dAKvqalRdQyf\n", "MmUKVq5cKT/uJz/5CT777DMAXfkHgLFjx+J//ud/VOdqaWlBS0uL6nyPPvqo6helrKwsjBs3DrNn\n", "z4bNZoPBYMDMmTPxwx/+UH7Mq6++ipUrVyIvLw8A0NHRgYyMDHzve9+TH7N37148+eSTKCkpUXVQ\n", "v+uuu3Dvvfe6lAsiCly8LhaP1xSu4zUFryn8nUFyszy0ZcsWFBYW4qabbkJqaioA+/qw7du3w2Qy\n", "IS8vz6PpW0REWvftb38btbW1WL9+vUfnefPNN5GcnIz58+cLioyIiLzJ2XXxmTNnsH//fthsNsyY\n", "MaPHdppESrymIBoYt2dgLFiwAEePHlXdt2fPHqxYsQIAsH79etx0002eRUdEpGGnTp3Cm2++6fF5\n", "OM2QiEjfnF0XHzt2DLfccgsAYPPmzSxgUJ94TUE0MEKbeIaFhcm3g4ODRZ6aiEhzdu3a5fE5fve7\n", "3+H1119HcHAwfvOb3+D111/H6NGjBURHRES+ZLVa5WUl/FJJ/eE1BdHAuL2EBLCvN4qJiZGnym3b\n", "tk3eA1d5m4iIiIjIn3W/Lj579izeeecdAPb17477iYjIfUJnYFitVvl2X3v3bt26lQ2OiIiIiMhn\n", "YmJiMHXq1EE7/6FDh/Dkk0/CZrNh48aNWLJkSa+P5bUxEQUyV96PhRYwmpubAdjXXjluO2MymTBl\n", "yhSRL01ERERENGAHDhwY1PM7llMbjUYEBQX1+VheGxNRIHPl/djo7osUFBTAYrGgoKAAO3fuBADk\n", "5uZi1apVWLVqFXJzc909NbnBYrH4OgS/wnyKx5yKxXyKx5yKxXyKx5xql7Pr4szMTKxduxZr167F\n", "yJEjfRzh4NDrmGTc3qPHmAHGrWVuz8DIz8/vcV9qaiqWL1/uUUBERERERHri7Lo4JycHOTk5PoiG\n", "iMh/edTE013bt2/nNDkiIiIi8pkDBw5g7ty5vg4DAK+NiSiwufJ+7PYSEiIiIiIiIiIib2EBw08E\n", "wnonb2I+xWNOxWI+xWNOxWI+xWNOSWv0OiYZt/foMWaAcWsZCxhEREREREREpHnsgUFEREREAYc9\n", "MIiItIE9MIiIiIiIiIjIr7CA4ScCYb2TNzGf4jGnYjGf4jGnYjGf4jGnpDV6HZOM23v0GDPAuLXM\n", "7OsAiIiIiIiI9KakrhXlDW0uPy8xIhgpUSGDEBGR/2MPDCIiIiIKOOyBQZ46VFyPJzafcvl5Ly7M\n", "wsTUyEGIiEif2AODiIiIiIiIiPwKCxh+IhDWO3kT8ykecyoW8ykecyoW8ykec0pao9cxybi9R48x\n", "A4xby1jAICIiIs1pbLPiVGUTfLDSlYiIiDSKPTCIiIhIU85WN+OJTadQ29KByamReGZuBiJC2Hec\n", "xGIPDPIUe2AQicEeGERERKRLtS0d+MnWQtS2dAAA/l1cj+9tOImSulYfR0bUN5vNBqvV6uswiIj8\n", "GgsYfiIQ1jt5E/MpHnMqFvMpHnMqljv5bLfa8LOCQpTWq7clPF/Tgsc+OIEjpQ2iwtMljlHt2rJl\n", "C15//XWUlZWp7i8sLMSaNWvwwQcfoK3N9e02tU6vY5Jxe48eYwYYt5axgEFEREQ+J0kSfr/rAr4u\n", "bQQAGAAsG5+AIJMBgH1mxg83n8KuszU+jJLIuQULFmD27Nmq+2pqalBSUoJbb70VS5YsQXBwsG+C\n", "IyLyIyxg+ImZM2f6OgS/wnyKx5yKxXyKx5yK5Wo+3/u6Ah+dqJKP770iFQ9eOQwvLhyN6FB7/4t2\n", "m4RXLBdgtQVmY0+OUX05ePAgwsPDsXbtWpw4ccLX4QwKvY5Jxu09eowZYNxaxo5YRERE5FPflDfi\n", "f3cXycf5o4fiW5cnAgDGJoXj1Ruz8fC642hos6K2pQOl9W1Iiw7xVbhEA1JeXg4AWLZsGTZt2oSs\n", "rCwYjb3/dmixWOQvH45p4Dz2zvG/T5xDvdWE6OhoAEBtbS0A9Hs8JMK9Rpy1tbWwFB7SzN+fxzz2\n", "9XFYWBgGiruQ+Anlhx55jvkUjzkVi/kUjzkVy5V8vrjjHLadtM++GJsYjt/ckIVgk/qL3g83n8TB\n", "YnsPjJ/NG4kZI6LFBqwDHKNiid6F5OjRo4iJiUFqaioAYPXq1bjllltgNBpx8OBBDBs2DPHx8U6f\n", "q9drY72Oye5xu7ubyLP5mfhZwRmXn+fuLiR6zLceYwYYt7dxFxIiIiLShbYOm6qvxUMz0noULwBg\n", "RMwQ+fbZ6mavxEbkiezsbBQWFgIAqqur5V/viYjIfUKXkGzYsEHePmrUqFGYMGGCyNNTH/RYadMy\n", "5lM85lQs5lM85lSsgeZz78U6NLXbAAApkcHIjnc+jXREbKh8+3xNi+cB6hDHqHYVFBSgsLAQoaGh\n", "yMjIwKxZszBp0iS8++67OHz4MBISEhAUFOTrMIXT65hk3N6jx5gBxq1lQgsYoaGhmDdvnshTEhER\n", "kR/7tLBavj17ZCwMBoPTx6XHdBUwzlUHZgGDtCs/P9/p/bfccouXIyEi8m9Cl5BYrVasXbsW7733\n", "Hg4cOCDy1NSPQNjz15uYT/GYU7GYT/GYU7EGks/mdiu+PF8nH88eFdvrYzMUMzAu1LTA5v0WXj7H\n", "MUpao9cxybi9R48xA4xby4TOwFiwYIF8+8MPP+zzsey0LPb48OHDmopH78fMp/hjB63Eo/djB63E\n", "w2Meu3P81rY9aO2wFyZGxITi4pH9KDI4f3xUqBnhJgmNVgNarRLK6ttw+qu9mvr7DPbx4cOHNRWP\n", "3o+JiEh/Bm0XkoKCgl6n0+m10zK5zyZJ+MPnF3G2uhmPzhiOkXFD+n8SERH5tZ9uK8Tn5+zbEd49\n", "NQV3Tk7u8/FPbDqJQyX2nUh+ft1IXJnOpojkPtG7kHiC18a+pZddSIj8lc92ITl37px8u6WF61Op\n", "y76Lddj4TSW+Lm3EqoOlvg6HiIh8rLHNir0XFMtHRsb0+xxlH4zz7INBREQUcIQXMNasWYM1a9Zg\n", "zJgxIk9N/eg+rVxrjpY1yreL6lp9GMnAaD2fesScisV8isecitVfPnedrUG7zT4JNCtuCIZFh/b5\n", "eEC9E8m5ANyJhGOUtEavY5Jxe48eYwYYt5aZRZ5s1qxZIk9HfuREZZN8u6qp3YeREBGRFqh2H+mj\n", "eafSCO5EQkREFNCEFjDId7TckEqSJByv6Cpg1LR0wGqTYDI63ypPC7ScT71iTsViPsVjTsXqK5+1\n", "LR04UFQvH+dlDqyAka6YgXG+cycSYy/brvojjlHSGr2OSV/HbTLa+264KiVnilvPS4wIRkpUiMvP\n", "E8HXuXYX49YuFjBo0JXWt6G+1Sof2ySgprkDceFBPoyKiIh85bMzNehcPYKxieFIigwe0PNihwQh\n", "OtSM2pYOtHTYUNHQPuDnEhFpRW2L1a3mn540DfVVAYNINKE9MMh3tLzeSTn7wuGSxpeRaDmfesWc\n", "isV8isecitVXPg+VKGZfDKB5p5Kykee5mmbXA9MxjlHSGr2OSb3G3dHR4esQXKbXXDNu7WIBgwad\n", "sv+Fg9YLGERENHga27pm5aVFu/arIPtgEBERBS4WMPyEltc76XEGhpbzqVfMqVjMp3jMqVh95bOl\n", "wybfDjW7dinSvQ9GIOEYJa3R65jUa9xms/5W/+s114xbu1jAoEFltUk46WQGBnciISIKXC3tygKG\n", "yaXnqrZS5QwMIiKigMIChp/Q6nqnC7Utql/aHLQ+A0Or+dQz5lQs5lM85lSsvvKp/FwIMbu2i4hy\n", "Ccn5mhZIkuR6cDrFMaptNpsNVqu1/wf6Eb2OSb3GzR4Y3sO4tYsFDBpUJxTLR4JNXRepnIFBRBS4\n", "Wjvcn4ERO8SMyBD7c5rabaho5OcJ+d6WLVvw+uuvo6ysTHV/c3Mznn/+eRQXF/soMiIi/8IChp/Q\n", "6nonZQPPyamR8m2tz8DQaj71jDkVi/kUjzkVa8A9MIJcuxQxGAw9ZmEECo5R7VqwYAFmz57d4/4d\n", "O3Zg/vz53g/IS/Q6JvUaN3tgeA/j1i4WMAh/2VuMu985gofXHcPOM9VCz61s4DljRLR8mzMwiIi8\n", "r81qw5/3FOG1Ly86Xd7nLeolJK5fiqSzDwbpQHV1NcLCwhAaGtr/g4mIaEBYwPATnqx3qmxsQ2l9\n", "G05dalY1VvNUu9WGwkvN8vGV6V0FjOrmDlht2l23HAjrx7yNORWL+RQvEHL66elqrP6qHOu+rsD6\n", "I+WD+lq95dNqk9Butb//GwCEmFzrgQEE7laqgTBG/YnFYnHp11Dl/1+LxaKLY8d9WolnoMevvfaa\n", "6ri2thbe5G4vC3efV1tb67N8dx8r3n59d49fe+01TcXj7/l2hUHyQfer7du3Y8qUKd5+Wb9msbj2\n", "Ian0zEensftCHQDgp/MycdWIGCExnahswqPrjwMAkiOD8dZt43DrPw+jtsX+5rtq+XjEhQcJeS3R\n", "PMknOcecisV8ihcIOf3LniK885W9cDE1LRLPX581aK/VWz6b2qy46a2vANi3UP3gPya6fO79F+vw\n", "oy2nAQBjE8PxypJsz4LViUAYo9504MABzJ07V9j5jh49ipiYGKSmpgIA/vznPyM+Ph7l5eXIyMjA\n", "dddd1+tz9XptrNcx2T3uQ8X1eGLzKZfP82x+Jn5WcMZrz/vv2cPx3KcXXH7eiwuzMFGxlNub/GWM\n", "6IVe43bl/Vh/C6nIKU8GamNbV8fsiOCBN1OTJAkGQ++/nCkbeI6JDwMAxIUFyQWMS03tmi1g6PEf\n", "vtYxp2Ixn+IFQk5rW7re749XNPX7Pu6J3vLp6fIRAMiIHSLfPte5E8lg/T20JBDGqD+57777AHQV\n", "NvyRXsekXuNmDwzvYdzaxSUkhAZFASN8gAWMotpW/OcHJ1BU2/vU3eMVjfLt7ISuAoaD1ht5EhH5\n", "m9rWrunHDW1WFNe1ej0G9Q4k7l2GDA0zy59XjW1Wfp6QzxUUFMBisaCgoAA7d+6U76+qqoLFYsHX\n", "X3/tw+iIiPwHCxh+wtW1Q0oNrcoZGP1Xdi81teNHW07hWEUTvrfhpGqnESXVDIzOAsbQsK7za/mC\n", "05N8knPMqVjMp3iBkNO6FvX66WMVzt+/Regtn57sQOJgMBiQoWjkeaCo3q3z6E0gjFG9ys/PxwMP\n", "PIC7774bs2bNku8fOnQoHnjggT6Xj+iZXsekXuN2tweGL+k114xbu1jA6IXVJuFAUR3KG9p8Hcqg\n", "U87AiAjpfwbGhZoWVHcWH2pbOvDEppP4d7eLx+Z2K851bm1nAJAV13MGBnciISLyrtpuBYzjg1jA\n", "6E2LgBkYADBD0Rj649Nid9AiIiIibWIBoxd/2VuMpz48jUfWH9fUTIEOm4R9F+tQWq+e9uvueqcO\n", "myRfTBoNwJAB/Bo2KTUSLyzMQmRnsaO53YYff3QaOwvtF5BWm4S9F+rg2GQkPSYUYZ1TffWyhCQQ\n", "1o95G3MqFvMpXiDktPsMDOVSP9EG0gPDkwLG7FGxcHS9OFhcHxBF8UAYo6Qveh2Teo2bPTC8h3Fr\n", "FwsYvdh93r6dUm1LBzYfq/RxNF3+urcYT285jYfXHRdysdbYrf+FcYBN0MYlRWDlotGI7yxItNsk\n", "PPfxWXzvgxNY+tZX+OXHZ+XHOvpfAMBQzsAgIvIJq01CvWLJIACcutSMdqu47bMHQrldt7tNPAEg\n", "MSIYE5IjAAA2CdhRyFkYRERE/o4FDCckSUKZYunI5mOX0GETv9usTZLw3uFy/PNAiaqpWV9xfXyq\n", "CoB92cenios1d9c7KftfDLSBp0NG7BC8siQbw6JD7PEBOFreqPp1DQCmDevatkkvMzACYf2YtzGn\n", "YjGf4vl7ThvarOj+SdZulXCmuvdmzJ7oLZ8imng6zMmKlW8HwjISfx+jpD96HZN6jZs9MLyHcWuX\n", "8AJGaWkp/vWvf+Htt99GSUmJ6NN7RVVzB9qsXZd5l5ra8eW5WuGv88W5WvxpdxHeOlCK9Ucq+n18\n", "cV0rqpq73rgsZ2o8jqGhret8rmyh6pAYEYzfLs6Wm3Q6xIcF4eoR0fj+NemYldl1gancNpUzMIiI\n", "vKd7/wuH4+WDt4zEGVFLSADgmowYmI32mYPHK5pUO2N12CS8tb8Ev/70rKYL5kRERDRwwhdS7dmz\n", "BytWrAAArF+/HjfddJPolxh03ftLAMCGbyoxM1PsHt4nFbt3HCyux20Tk/p8/FclDarjI2WNqGpq\n", "x9CwILfXO6l2IBlAA09nokPNeOmG0fjsTA1CzUbkJIYhPjzY6WNjhwTBAPtsjermDlhtEkzGgS1b\n", "8aZAWD/mbcypWMyneP6e0+79LxyOVTRh8SC83kB6YHiyhAQAokLNuGJ4FL7o/JFh+6lq3D01BYB9\n", "yeW7h8sBAJIEPDUnw6PX0gJ/H6OkP3odk3qNmz0wvIdxa5fwGRhhYV2/xAcHO/8Sq3Wl9T13Hvl3\n", "cT0u1oqdZlvZ2PWL0KlLzZCkvpepHC5VFzAkALvOejYLQ9kDw50ZGA4hZiPyRw/FzMyYXosXAGA2\n", "GhAdan/ztRcx+KsYEZE3KGdgRCkK1t7eiUTkEhIAmDtKvYxEkiRYztbIxQsA2HuxDtZBWApKRERE\n", "3iW8gKH8Eh4UFNTHI7XLWQEDADZ+I7aZZ4WigFHb0qE6duarbgUMALB0FjDc7oHR5n4PDHepG3lq\n", "cy1fIKwf8zbmVCzmUzx/z6lyBsbk1Eg4Jr9dqGlRFbNF6S2fqiUkA9j5qj+56dEI6zxPcV0rPi2s\n", "xks7zqkeU99qVc161Ct/H6OkP3odk3qNmz0wvIdxa5fwAobV2nURZOhjRwtlci0Wi6aOD506L99W\n", "7jO/9UQVWjpswl6vslFdKDl1qanXx2/8eBfKG+wFDrOhq0h0qKQBW3dYcPjwYbfiaXAyA2Ow82ts\n", "rZdvX2pq9/n/b2fH7uaTxzzmMY+1elzb2nXhmxARjMyhQwDYZ8OdqOz980f08emzF+TjkgvnPT7f\n", "3i8/x8yMriWez39yFk3tPRtj7y+q19T/D3eODx8+rKl49H5MRET6Y5D6W7fgonXr1mHp0qWQJAkb\n", "N27E4sU9V9Zu374dU6ZMEfmyQv1w80kcLLbPdvjFdSPxxy8uoqRzVsbjs9IxPzvO49eQJAk3vvmV\n", "6peoOycny2t3u9t28hJe3GEvrExNi0Rzuw1HOxuv/eCadCwY415Mf91bjLcPlQEA7p6agjsnJ7t1\n", "Hle8vPM8tpy4BAB47OrhWHRZ/KC/JhFRoHtjd5G8rOK+K1JRXN+Kzcfs78X3XpGC2ycO/vs/APze\n", "cgEbO7cnf/SqYVgyNsHjcx4oqsNTH55W3RdkNGDx2His/dreJHt8cjheXpTt8WuR/zhw4ADmzp3r\n", "6zAAaP/a2N8dKq7HE5tPufy8Z/Mz8bOCM5p/3osLszAxNbL/BxL5iCvvx8JnYOTm5mLVqlVYtWoV\n", "cnNzRZ/eK5RLSFIiQ1RfsEUtI2lqt/XYbrSv6a3KBp4TkiMwM6NrZojFgz4YyhkYkV5bQmKWb3Mn\n", "EiIi71D1wAg1Y0xCuHx8vNx7yytaOro+d0T0wACAiSmRqs8WAHhoxjDcdnlXc+xvyhrRNAhLZYiI\n", "iMh7hBcwUlNTsXz5ctxxxx1ITEwUffpBZ7VJKG/oKmAkRQZjfnYcgkxd27SdENDwrKKxZ5+Nk5d6\n", "P+/h0q5t7i5PicDVih1RDhTVo2CHe1MiG33QAyNO0QNDq1vbcYqpeMypWMyneEZ6TPEAACAASURB\n", "VP6eU2UPjOhQM3IU218PRiPP3vIpchtVB5PRgLmjhsrH146KxQ05cYgNC8KoOPtSGatkX3apZ/4+\n", "Rkl/9Dom9Ro3e2B4D+PWLuEFDL2raGyDo1H50CFmhJiNiAo1I09RMPjyfK3Hr/P/2TvvMDeu89y/\n", "g74N2N4Ll7vsnZRIUVpRlERZtCLLElWs4hI7tm4cO4kTx47t5MZ2Yidx5BsnTmIpTmI5lmTJKlS1\n", "TFsUJZFLiqRIiuSyc7m9d2Cx6MDcPwYzOGcw6FgAszy/5+HzcLAoBwdnZs75zvu934SCYeeUw6e4\n", "oJ+c82LIJpR2NWg5LK3IR02REa3BSZkvwOOyPbngQzrKqCZKWQFp4pmbAQwGg8FYaNAKDC0ai01S\n", "AGHC4Q3zZZov0m3iKfKpTTX4+MoKfGJtJb5yY6Pkw7WpLiSbPjFoS9vnMRhyAoEA5QXHYDAYjPTD\n", "AhgyyPSR6iKj9P8NxAToyqQz5c9RCmAI7x2+C3Z6JGR6uaKyAAat8LPdSARVxgxVYa+Lh3SVUU2E\n", "0rzcV2BcDTWUMw3r0/TC+jP9LPQ+tblpBYZWw2FJ+fypMCL153woMMT3+tL19fiDzXXU+26qM0v/\n", "Pz44q/RS1bDQx6ia2bNnD5544gmMjo5Kj509exa7d+/Giy++iIGBgSy2bv5Q65hUa7t1Ol3sJ+UY\n", "au1r1u7chQUwZJABjKoig/T/1rLQJK8zSqpHvETa6bo8ER4c6RgOpY+sqS6U/k+6rh8bsMHpTTzq\n", "P0tMaLOhwMjVAAaDwWAsNGachALDKEyCl81zGokSLqJCiDGNAYxIrKoqgDGYBjpgdWNk1j3vn8m4\n", "+ti5cye2b99OPTY5OYldu3bhvvvuw+nTp7PTMAaDwVhgsACGDHJiU00EMBqKTZIPxvicl8olToZx\n", "QoFBTiA7FYw8T48QBp41oQBGQ7EJTSUmAIDbz+NIX+LS2GwoMEry9BAL7M44ffAH0loIJy1cDflj\n", "mYb1aXpZqP35mwsT+Lu3uxXVaPPNQu1TAPD6A1JpUQ0XCljPpw9GpP50z5MCIxIGnYa6d55QsQpj\n", "IY/Rhci2bduy3YR5R61jUq3tZh4YmYO1O3dhAQwZo4SBZ3VhKICh03BoLsmTjlNVYZApJFsaQxVF\n", "OmXpKdNOL/pmXFIbVlQWUH/fRqSRvHJ2HIlWxbVnwcRTp+FgMQm7fzyE78hgMBgjs27868F+HOie\n", "wY8O9Ge7OQsKG+F3VGTUQRP0h2gh1IW9M5HTI+c8/rQFm+kUkszcdzYSaSRqDmAw1Mlbb72FzZs3\n", "Z7sZDAaDsSBQXyLVPBPJAwMAWsrycCmokOicdFITokQhU0g21RXh2ZMj8Pp5jNo9sLl8MAcX+GeI\n", "6iPLKvLDdqvuWF6O506OwhvgcW5sDmdG56g0k2h4fAF4/MKEVMtlZidMpKxAj5mgimXS4UV5gSHG\n", "KzLL1ZA/lmlYn6aXhdiflyYckonypQkHph1elBBVi+abhdinIvIKJCLVRQbotRy8fh5TDh9m3T4U\n", "GempwRvnJ/Dvh/pRaNDi5pYS3NpaimUV+ZJJZiQi9SepwDDqor9HuiCNPD8cmoU/wEOrycxnp5OF\n", "PEYXKu+99x6WLFmC8vLymM9tb2+XfmNxF5Udz8+x+Jh4bLWmbtCfCMkqKZL1wLBarWjvOpVwf7Ws\n", "vRZjdo/UPxaLRXq/aMcB+xTmxvrR1taGtra2rP/eyR6L5Ep74jlWa3/n54c2VGLB8Ylu2aeBt99+\n", "Gxs3bsz0x8bFQ788I/ky/O8DK1FjDgUxXj83jn87JJgw3dxSgm/evCjpz7n3qdOYDe6I/erh1fib\n", "t7ok+e4/frRFCo78x6EBvHpuHADw4LoqfO7a2rD3+tGBPvzm4iQAYEuDGX93e0tcbZh2ePGJX54B\n", "IExoX/jkmqS/T6L81Z4r+GBASHn57m2LsbXJEuMVDAZjofOL48N4+sMR6fibNzfhZqI0JiN5Tg7N\n", "4utvdgIAVlcX4J/vXCr97Q93n0fXlKD0+9HHlmBVFR0E/9wL5zBgpX0j6i1G/N7yctyzukJSc8TL\n", "nU+elILnr/3+uowEz3mex0PPnsGUQ1g0/PiupVguUzQyrj5OnDiBW2+9NW3vd+7cORQXF6O2Vpir\n", "HThwABUVFVi+fHnM1+by3Phq4NTQLL4WvEYmwrd3NOO7e7tz/nWP3dGKdbVFsZ8oI9l+SfbzGFcv\n", "iVyPWQoJgccXkIIXGg6oKKRVAa3l0b0q4sXp9UvBC52GgyVPJ5VEBUJGnjzP49RwSOq6tkZZWXHf\n", "mkoIyRjAkX4buqdoGfDknBdvd05Rhp0AMJsF/wuRsvzcNvK8GvLHMg3r0/SyEPuzZ9pFHWda6r8Q\n", "+1SEUmDIFBaNxSbp/32y38DlC0hlvEkGrG7855FB7OucjviZSv3pD/BS8AKAZK4533ActyCqkSzk\n", "Map29u7di/b2duzduxf79+/H2NgYDh48iAsXLuCVV17BU089le0mzgtqHZNqbTfzwMgcrN25C0sh\n", "ISD9LyoKDNDJ5KXNpXnQcECAFyZvTq8fefrEF/7kgr0sXw8NJ5ayE1QUYnDkNxcnpQm9lgNWRtgt\n", "aig2YXmhHxfsws/5QscYvn5TEwDg3OgcvrWnEw5vIEydQRl4ZqgCiQirRMJgMOT0TNPB1xODs+B5\n", "PmaqAiM2ViKAYTbJAhgleQBmAAC9M3QAo2fKKaX1lBfosbG2CAd6ZuAMGoL++sIEdiyJXyXj8dMV\n", "SDL5226qK8Jbl6cAAMcHbXhkQ3XGPpux8NmxY0fYY9/4xjey0BIGg8FY2DAFBgHtfxHuyWDSaVBv\n", "EXaqeADdU66w58QDWYGkIriQJ9UdlyedGLS68PjhQemxj62sQH4UlcQXb1kp/f+dzimM2T1U8AIA\n", "TgzNUiafdnfmDTxFSvNCE+ipHAxgsDzj9MP6NL0stP70KOz0j895FXf/54uF1qckVuJ6b5EFMJpI\n", "BYYsgEEq+lZVFuAvbmrCz+5fCVE4cXZ0Dv0zyvdCpf4kS6hm0ncJANYTcubL4w4EMp9BmzILeYwy\n", "1Ilax6Ra252sB0Y2UWtfs3bnLiyAQRCphCpJS1nqlUgmiQBGeTCAsajEJE0Ih2xufH9fj2R01lhs\n", "UvS+IFlRWSCZd/p54McH+6ngBQB4/byUugLQFUgynkLCFBgMBoOg3+qCUpELVjEiPdiiKDCiBTC6\n", "iABGc6lw/yvL11PVs353aTLudrgyXEKVpDRfj+Lgd3f7eYwSmxYMBoPBYDDUAQtgEJAKjKpC5QAG\n", "6VVxZTJyyblojBMVSMTqGwatBotKyeCI8N46DYe/3N4Uc6LX3t6OT6yrlI6P9tuo4IUIGSyYy0IJ\n", "VRHSAyMXFRhXQ/5YpmF9ml4WWn+SijYye+/DocwFMBZan5JYqSok9PW+1mKUAuhjdi8cxL2hi/hd\n", "FhP3v53LyqT/v3V5SrHEqlJ/ZjOAAQBNJaFgjTxdRg0s5DHKUCdqHZNqbTfzwMgcrN25CwtgEJAe\n", "GPISqiKtZYSRZ5IKjAmFFBLhvfPCnvuZTTVBf4zYXFtvxiJicgYIUuF6S+i7kAEM0tSzKMMeGKVE\n", "AGNk1qM4+WUwGFcPvYT/xVZid//kkJ1dH9JApDKqgBAoF9MjAUENAwhG0qQCYzERZL+23iylAk45\n", "fTjab4urHVQAQ5/5KUg0w1IGg8FgMBi5DwtgEMTywADoFJKeKRd8SUysyQAGmUohD1SsqS4MVhiJ\n", "TVtbGziOwwNrq6THLCYdHvu9Viwl3ncqhxQYogrD7vFndJc1Hq6G/LFMw/o0vSy0/iQrkGxbXIzS\n", "fGFxbPf4kw4WJ8pC61MSa5QABgA0ksqE4G8xPueV7hOFBi0VcNdqONxGmHf+ViGNRNEDgwhgGLXZ\n", "VWD0qFCBsZDHKEOdqHVMqrXdzAMjc7B25y4sgEEQjweG2aRDZaEwifMG+KR2cMgUkoqC0OcsrwhV\n", "GcnXa/D1m5qg1STm0H5rawk+tbEa2xcX45/vXIJFJXkRS5Zm0wNDw3G4uaVEOn67cyqjn89gMHIL\n", "MoCxqCQPGwnDReaDkTo2d2QPDEDZB4NMk1xcmhdWMeQjS0NpJEf6rJgm7i8DVhf2Xp6iAuUAJG8n\n", "IDsKjCamwGAwGAwGQ9WwAEYQh8cPW9DgUq/lqBQHOS0pppFMKJh4AsDSinw8sLYSS8rz8O3bFqMq\n", "QhBFCTHfieM4fGpjDb51SzMaghO1SIaZc+7slVEFhGCLSHuPFU6vP8qzM8vVkD+WaVifppeF1J9z\n", "Hr+UwqflgHqLERvqQgGMTCm0FlKfyrG6iCokRgUFRnG4AkPJwJOkodiEVVVC4N3PA3s7p+AL8PjF\n", "8WF84cXz+Kf3evHD93qp12SzCglAK036Zlyqq0SykMcoQ52odUyqtd1q8cDQaoBTQ7M4NTSL/ecH\n", "pP/H+jecwcpjsVDrGFFruxNBfTqkeUJu4KmJUpt+SVke3u+1Aohu5HlqaBbPnRrFDYuKceeKcgCA\n", "xx/ATFDKq+GA0jw6UPL5zXVJf4dIUAqMuUgKjMwPhcWleWgqMaF32gW3L4BDvVbc2loa+4UMBmNB\n", "QVa+qC82Qa/VYGOtWXrs7MgcXL5AVha8CwGXLyApH/QaDnkKyoemknAFBllCdbGCRxMgmHmeHZ0D\n", "ALxxfgLvXJmWTKgB4Ezwb2RbRIxZ+D1L8vSwmHSwunxw+QIYs3siel4xGAwGIzmsLj++u7ebeGQ8\n", "rtc9dkcraszsmsyIDpsNBhmxx04fESEVGJcjKDD8AR4/eLcXxwdn8W8H+zEcTE8hFRClefqEU0Qi\n", "ES3fiQxgTERKIcmCAoPjOEqFkUtpJFdD/limWYh96vYF8PzpUezvms74Zy+k/uwhFsqiEXFZgV6S\n", "+3sDPM6O2Oe9HQupT0nkJVTlqSAAUGcxStVfRmY9cPkClAKjRUGBAQDbmoulwNLwrIcKXgCA3e0D\n", "T6gc3FmuQgLIjDxV5oOxUMcoQ72odUyqtd1q9MBQK2odI2ptdyKwAEaQeEqoirSWhyZyXZNORQnq\n", "h0OzUrCAB3A4qNiIlD4yn0RKIbG7s2fiKXLz4pDi4sTgLJVDzWDkOj/7YAj/fXQI39vXg0vjmTGa\n", "VDN9My788asX8Z23uqiUMbn/hUg20kgWIrYoJVRFDFoNaoJKBB7AlQkHBq1C4F3D0QoNkjy9Fjct\n", "LqYe02s5KRji5wEnkTaS7TKqAO2D0ct8MBgMBoPBUBVpnT28/vrreOWVV/DKK6+go6MjnW8974zO\n", "xi6hKlKer5dc3B3eAIZtnrDn7L1MqwkO9ykFMOL3uIhFtHynMiJNZcrhlQIu2TTxFKkqMmBNdSEA\n", "IMAD72ZhJ1uJqyF/LNMstD71+APYS6iGIqmx5gs19ufLZ8ZwcdyBQ71WvHwmJCftmQ5XYADAhgwb\n", "eaqxT+PB6opu4ClC+kO81z0DMTRfZzZGTff4+MoKaIMBiyXlefjJ3csoH6lZIlie7RQSQDldRi0s\n", "1DHKUC9qHZNqbbdaPDAWAmodI2ptdyKkVYdkMplw2223pfMtM0Y8JVRFOI5DS1meNKG+MulAnSUU\n", "9HB4/DjYM0O95vSwHXMePyaoCiSZUWAYdBoUGbWYdfsR4AGr04fiPB3lDp+tAAYgmHl2BOXhb3dO\n", "457V8ZWOZWSGYwM2eP08tjSao3rDXG0cH5ilFmYzTjapiMUQYc71+vkJPLCuCjoNF1GBsbamEBpO\n", "CG5emXTC6fUjT5+9a5VaoUqoKhh4ijQVmyR/JzItanGE9BGR1vJ8/PvdyzBm9+LaBjN0Gg5FBq0U\n", "sJ91+yRT6mxXIQHoQE0PU2AwGAwGg6Eq0jp78Pv92L17N1566SWcOHEinW8978RTQpWklTA0uyzL\n", "+W3vmYHbT6eV+Hngg34bpcAoS2MAI1a+k7yUqtvPwxcQ2mjQcjBk0RzvxuZi6IN640sTDvTnwI7Y\n", "1ZA/Fg+H+6z41p4r+PZbXXivayb2C6Kw0Pp0n8yzhVwkZgI19uc4cf2bdHhxoHsGVpcP08Hgj1HL\n", "UdffAoNWOuYBjNnD1W7pRI19Gg9xKzCI1IopIiAXycCTpKUsH1ubLNAFr+VFRKBklgiWZ7sKCRBe\n", "MpZXUSWShTpGFwqBQAB+f+5UVMsEah2Tam0388DIHGodI2ptdyKkdfawc+dO7Nq1C/feey9GR0fT\n", "+dbzCs/zGLHHn0ICAEvKQ0aeey5OUjnGpKy8nAgcvN9npSbwmVJgAOEBDLs71N5sqi8AYaK7pTFU\n", "cWDfldxII2HQxqpnR+ffRFEtODx+vB9MCxOZcTL/lmjwPE9d/wDglbNj6CXSRxpLTGHGxhVEqp38\n", "9YAQZPvary/jh+/1ZsVMNVXIa/F8YSOUQpYoAYxIPhdKJVRjUUQYQ88S39Hlz34AoyRPJ7XP6Q0o\n", "jisGI1H27NmDJ554gpr/joyM4JlnnsFzzz2H4eHhLLaOwWAwFg5JzR4mJibwk5/8hPrX19dHPUev\n", "j744J/Nz2tvbs3r81nsHJZOxPL0Gpz84HPP1/oGzUgDC6vLh+68LipMxuwcng2ZzGg7407YG6XUf\n", "9NsopYfogZGO7/P4449H/bvPHlqIHjl9HvsPfyAda/yerP8etd7QDf/XZ4Zw4EB22xOrP6+GY3+A\n", "p3wHrMEd2WTfT3wsV75fKsc/f+sDeGQqK7E8cqbao7b+tHv8VPoAAJwfc+AXB85Lx4tK8sJez8+F\n", "ghJjdk/Y39/98AJODdvxu8tTOD82l1J75X073/3zg3d7sOupDnzrxaPz+nkXu/ul44nB3ojPbyg2\n", "AQhXI0xeOZPw55MKjA/PXpT+PzgyJv3fpNNkZTwePHiQUmG82X48o5+fyvHjjz+eU+1R+3E62blz\n", "J7Zv3049dvToUTzyyCN48MEHceTIkXn53GwzX/0536i13cwDI3OodYyotd2JwPFp1E729vaiqakJ\n", "APDGG2/gzjvvVHze22+/jY0bN6brY1NmzuPHO1emMTLrRoAHHt1SF9frDvXO4DtvhWoc//OdS9Ax\n", "YseTx4Qo+6a6Ivz9zhY88txZKnVE5H8/sVJyfU+V9vb2qJKhJ48N4dmTQpDgkxuqsamuCH/2xmUA\n", "wIrKfPzrXcvS0o5k8fgDePCZM5Kx6P/ctyI4mc4OsfrzauDi+Bz++NVL0vG6mkI89ntLkn6/hdSn\n", "39rTiWMDtKnkohITfnrvioy1QW392TXpxB++fCHqcz6/uRYPrK2iHiOvXY9sqMZnNtVQf/+X9j68\n", "eWESAPBHW+tx96qKpNuYyT6dcnjx4C9DgYGnH1yFyhgVsJLle293Y3+3kAL2zZubcHNLacTnfvpX\n", "ZylPqCKjFi9+co1i6dVo/PTIIF7sEIIVf3BtLT6xTvhdyXPne7cvxuYGS0Lvmy7IcfPoljrct0Yd\n", "3ktqO+9znRMnTuDWW29N2/udO3cOxcXFqK2tBQDs3bsXO3bsAAC8+eabuOOOOyK+NtfmxvGi1jEp\n", "b/epoVl87c3OhN/n2zua8d293bGfmKbX/dX2Bnz/3f7YT5Tx2B2tWEcYY8dLpvsl2XbOBwtlbKuF\n", "RK7HuthPiZ/e3l4cPSrsJK1fvz6dbz2vFBi0uHNFecKvu76pGFubLJLp2b8e7Ic/EIoH7VhSCo7j\n", "cF2jBW+cnwh7PZnWkSqJemCQFUiyVUKVxKDVoKUsD6eGhTSFkVlPUgEMh8ePs6NzWF1dkJLZnxpP\n", "/HQjX6DPpOjxsFD6dNrpVayIwTwwojPhCC2Ky/L1VElnkUUKKQzkon5cwQMjkRLYschkn16eoKvW\n", "vHtlGg+sq4rw7NSgPDCimHgCgj8E2afNJXkJBy+AyCkkbl/oHmnUZs97ifLBUJGRp9rO+6sdco8w\n", "ljJZrah1TKq13cwDI3OodYyotd2JkNazYNu2bel8O1Xwpa31+HBwFi5fgKonn6fX4PomYWdpq0IA\n", "o9ikgyGDkzcygDElC2AUxZjQZgpy8TGapFnfP7zTgyP9NlQXGfDvH18W1bCOEZ3jgzbq2MqqbAAA\n", "9nfNQIxTLqvIx8VxYSFqdfkQ4HlWqSUCpM/AxroiDNvcODM6Rz2HrEAiQnoFjc2FXxdGE6gglUvI\n", "zZ/3XZmatwAG6dFUnBf9mthYbMKR/tC5H4+BpxKUiSdVRjX0/2xVIQFov4/eGWeUZzIYyUMaesYT\n", "CCR3TkUZODvOzLHVSvtazTeZTgXx+zzYf34AFouwNhG/b6zjvMLk1BCpfr9sjwd2nPnj/PyQv2Qs\n", "2OouRSoLDfj0phr89Mgg9XjbomJJAbCuphAmnQYuIv+7PM0GnrHkQuEmnrmlwADondZkqg04PH5p\n", "4j0y68H/29+H79zWnNTuoVrlV+lizuPHedni0uZObYG+UPr0HcJk9valZRiwujHnEUoUz7r9UU0S\n", "AWFsH+6z4toGc0opZGrrzwmZgfGWBjMVwMjXaxSNjWkFBq3aCPA8da1IVYGRyT7tlCkwuqZc6J5y\n", "JmWYGQsroYCIFdSVG3km2x5zJBPPHKhCAgBNRLCsd1qoRJLMvSLTRBuj7/dacXp4Fh9fVRGXGTlj\n", "/nE6heAYz/PS/6NB/rby3zlXj8UxmSvtifdY/piwcB8Pe858kaySItnAgDOgxfcOjiP8O0Y//vaO\n", "wqQ+L1WlSLbHR1tbG+UlkQvtifdY6T6hhuNEKphmb/awgLhnVQVaZLtUO5aEcowNOg2uqacjmKSz\n", "fiYgS7bKU0iyXYVEpKooNQVGr6z86vt9VrxyNnM3o4XEqeFZyDwqEeBBBb6uRoZtbpwbExbdWg7Y\n", "1lyMYmJBGEulwvM8/uZ3V/Dvhwbwzd9coVLOFjpk+kd5gQE3LCqmAhaLIqQq0FVIPJQke8rhhTfY\n", "h2ajFvk5ci2Lh85JR9hj78xDBSae52Fzhc7bWCkkjbLUvZYkAxiFVAAj9PluogqJMYsBjNI8nXTv\n", "c3gDiilNamJyzovvvd2Nl86M4/H3B2O/gJF29u7di/b2duzduxf79+8HAGzZsgXPPvssnn32WWzZ\n", "siXLLWQwGIyFAQtgpAGthsOf3tAAcepdVWjAuho6YnldI21Ulm4FRqxdw5I8vdS+GaePyonOmQAG\n", "mUIym3gAo2cqfHfjv48OheWax4Oadrbng+MD4R4PgDB2kmUh9Cm5wLym3gyzSUdJ8mdc0RdBUw4f\n", "uqaEQNuQzY3zY3NRnx8NtfWnvIS0VsPhrpUhw02yNDVJgUErqcQ8fp66dtHpI6nvOGeqT60uH8bs\n", "4WPlnSvTCKTPVxuAsDj3BYM8Jp0mZtCgsdgk3Ss0XOTSqrGImEKSIwoMjuOoYE2vSnwwIo3RK1MO\n", "KZh3KYl7XrJ4/IGkFJMLkR07duDRRx/Fpz/9aSmlura2Fg899BAefvhhVFaqwyg2UdR2LxJRa7uZ\n", "B0bmUOsYUWu7E4EFMNLE8soCfOe2xbh9aSm+c1tzmMx+c4MZ5CPpDmDEQqfhpIUWD2DAGpqskTtl\n", "2aQqxRSSbmICqgl2tjfA4/v7euDwZFc50Dftwk+PDOLsqD2r7YgX0v9Crw2N3FSNPNXO/u5QAOOW\n", "1hIAoFJGYgV4rkzRC4vDfZnNuc0mE4R/haiquGd1BW5fWootDWbcvzby5J72wQgt/EfI9BE1+V8Q\n", "C8zFpXmS4eWo3ROWupUqpP9FrPQmAMg3aHH/2koYtBweXl+dtEoikoknmUqZTQUGIPfBUEcAIxKk\n", "8eqUwysFreabo302fPK5s/jzNy7hva70K4gYDAaDwZDDAhhpZGuTBV/d1oSWsvCdxOI8PVZUFkjH\n", "6U4hiafmL+mD0UMs9nNFgVFeEFKJTDq88BJS43joJhQYn99ch7ygQdyQzY0fH0ys5FQ6ayi7fQF8\n", "Y08nXuwYw9/8rgseX2LfK9MM2dwYsgmTYaNOg/U1ofSnVCptqL0utc0VUk9ouZCqilZgxAhgyIwb\n", "xQpGyaCm/uR5nlJgiAFcg1aDr25rwt/d3hK1hGikSiTprEACZK5PyfSRlZUFuLG5WDp+O81pJFQF\n", "ElN81/rPb67Dq59Zh0/LStYmAqnAEFMWAzwPD5GbllMBDJUoMCKNUfJc4CEEMZKhe8qJgz0zcae3\n", "7QuO1zMjc9S8gnH1oKZ7EYla251p88+rGbWOEbW2OxFYACODfHJjNfRaDjVFBmxtssR+QZohAxik\n", "oV6umHjqtRqpjTzoNsaC53lq8nTDIgv+5IYG6XjflWl0TWbHaf718xPSd5l1+zFoc2elHfFyfCCk\n", "vlhfU0iphWac6skTH5314JWz41RgKxXOEekereX5kklvcQIKjC5ZW/qtbgxac3s8pIM5j1/aeTdq\n", "OWp3Ph4oBQYRwFBtBZKJ0DhoLc/DLS0hz6T9XdMp7Z6PzLrx7MkRKY3A5k5MgSGi1aRmaJmv14CD\n", "8D2c3gC8/gDcMvVFtiv2kCkkfapXYNDXEaWSw7G4MunAl1+9iO/u7cZTJ4ZjPn/O48eR/lAQ9ubF\n", "JQl/JoPBYDAYicICGBnkmnozdn9qLX52/8q0Bw3iyXcqi5C2kispJAC90zqSwASM9PUw6TSoKjTg\n", "1tZSyjxVvniMRrryx5xeP351apR6bCDHF6zHB0P+FxvrimiTyhQUGJnMyeN5Ht/a04mfvD+AL758\n", "AT860Jf0jqTIWULav7oqpKaiUkhi9I9SEC3ZNBI15ThS/heFhoSrPVAKDOK9Ru2hcykdAYxsVCBp\n", "Lc/H6uoCKUhjc/upIGKi/MM7PXjy2DD+5NWL+N2lSVqBkcGS2RzHwWwK3XPsbn/O+F+ILJIpMPg0\n", "+4/MB5HG6IjMN2osgQ0Akf/5YAjeoELmaH/sMXiwZ0Z6fktZHhqT9EthqBs13YtI1Npu5oGROdQ6\n", "RtTa7kTI/gziKsOo06S8s5UspAKDJFdSSAA6jz0RH4zu6dDCcFGJSdrZW0SUyhufy7zR2MtnxsMW\n", "/aT/SK7hC/A4ORQKYFxTb4YlLz0BjEwy4/ShPxgoCvDAby5O4rMvnMOz8XhF2AAAIABJREFUJ0eo\n", "XeBEODsS8i9ZVRUy6S3OIxUqkfvH5Qsoqm/U7IMR4Hk4vbH9ZchzLxn/H6oSyTymkGSCWbcPw8F2\n", "6zScdL26uSW0e70vyTSSOY8f58eE4EiAB364vw8vdYxJf09EgZEOimSVSFz+3ApglOXrkR9MNbR7\n", "/JhyqOP6poQ8gJHo/e7U0CyOEebN/TOumIay5Dglxy+DwWAwGPNJ9mcQjLSQqAcGSWEGd+VikWwl\n", "ku6pUFCgmSj7V5mkMWg68sdm3T68QCweRHJZgXFhbA6O4C5pZaEe9RZjQiaV0chkTt7QbHgfO70B\n", "PHlsGH/86kV4EvRX8fgDuEjsmq8iFBjFcQZ4eqacEDMDSojXnBmxw+5OvF+znePo8gXw6EsXcN/T\n", "HWjvmYn63AnK/yLxQENlYejaJSow/AGeOqejeWjESyb6lPRBWVRigkEr3IbJNJJDvda4AkPh7x1e\n", "faKLuDaaMxzA4N2h9sx6fDmnwOA4jgpyk4HwXEVpjNrdPqo0OpB4CubPjg1Rj7n9fFhQhGTK4aWC\n", "3dtZ+shVS7bvRcmi1nYzD4zModYxotZ2J0L2ZxCMjBEpgJErHhhA8gGHHpkCI/R+ZO58Zv0bXuoY\n", "w1xwUklW8shlz4NjhHR9U50ZHMfRHg8qUWAM20Jjp6UsD01ErnvPtAuXxxMrM3h5wiFJpevMRpQQ\n", "5xLtgRF5jJEpTGtrCrE0WDbUzwMfRChbm8sc6bOib8YFr5/Ha+fGoz53QlZCNVFIBYZ4XZh0eCH6\n", "QRabdJInSa5DViBpJQyfm0tNkqmk2xeIWMo4Gp1EcESnoPTLtAIjTxvawZ91+3OqAonIYiLgnUia\n", "YS4xqnCvTMQD4/0+q6TcIYlmbPpe17QUkF1TXZiWACKDwWAwGPGQGzMIRsrEk++kJN026TSKE91s\n", "QSkwEkkhIXYZF5EKDHLhk4CkNtX8sRmnFy+fDS3qPrMx5Oafyykk5AR+fa2QJhGvwiAWmczJGyJS\n", "Na6pK8ITu5ZjbXUo7WM6QSXJ2ZGQ/wWpvgAQd4CH7NvFpXm4rtEsHSeTRpLtHEdycRNLVTSuUEI1\n", "EcqICkVTTqFEJJU+kiYDz0z0KRlkWFIeulZxHIcbCHPn95MYE+R7f/aaGtwik/VnOoDRWF0h/X/W\n", "7aPSt3JBgQEAi8sIBYYKAhhKY3RYQSkxHqcCwx/g8eQHIcNOMtjeE0WR8g5LH2EEyfa9KFnU2m7m\n", "gZE51DpG1NruRMiNGQQjI5QqKDByyf8CoAMY8SowAjyPXmKi1UwpMOj3y5RJ2/Onx+AMyqUXlZhw\n", "75pKacfR5vbDlqNKBocntMAQvR3SlUKSScgARq3ZCK2GQ405NBYSVZKcGSX8L4hACCDI8sUp/6zb\n", "H7GCBGng2VKWJ5VhBYAP+m0pVZ7IBv1E1YaJOS+1uy5HqYRqIhi0GintJsADk3Ne2sBTRbu/l2UG\n", "niRkdaqj/ba4S1mKkOagyysL8PXtTfjEuipoOEH5QpoaZwKylKpcgWHS58b0o7k0dL/IVqWqVFFK\n", "9YjXA2PflSn0Bs/lPL0GD62vlv4WSYExZHPjQlDFpuWAbUQZYAaDwWAw5pvcmEEwUiaefCeLSQet\n", "TGxRkEMVSACgUmbiGc8EftjmgTuoJS/J01GmikVGrRQ4cHoDUkpHLFLJH3u7cwqvEOqLT2+qgVbD\n", "oc5slB7LVR8Mpy/UP6K5HRnAsLl9MY3dIpHJnLxhwgOjJtjvpFIikQBSgOcjViABhHKT5hjvHeD5\n", "MAVGS1metJi3e/yUSWg8ZDvHsVdWdnI4SnngVFNIAKF6icj4nGdeSqjOd586PH4phUzD0ekLALCk\n", "PB+lwUCN1eXDBaJ0byzcvgBVCrSlNA8ajsMfXFuLXz2yBv/7iVUZT7OZHh2U/m93+8PKqOYCpAeG\n", "kBKVnMlvplAao6MKnj/TTl9Mrx+PP4BfHB+Rju9dXYl1NaEArfwcFyHVF9fUmzPurcLILbJ9L0oW\n", "tbabeWBkDrWOEbW2OxFyYwbByAgajgtTYRTlmALDpNNIC2Y/L8jFY0FXIKEXBBzHobIgMz4YPM/j\n", "F8eH8YN3e6Xd9GUV+ZIsvN5CBjByM43ESZjs5emEsaHXaiSflAAvLERynSHCA6M2GMCwJFkOdmDG\n", "jdngd7aYdNTvKBJLpTI665HMUS0mHcry9eA4jlJhREsj8Qf4pKunzAf+AB/m5RLN22UixRQS+evG\n", "7B5ZCkn4b5KLXJlyQgz/NRWbwhbxGo7DlhhjIpKKrGc6ZBJbZzYin7i2W0y6rKQK0h4YPlqBkSMB\n", "jAKDVgqA+XmgfyY3g8vRiGS2ORkjjeSty1NSqqbFpMO9ayopv6D+GVfYJgLP89jXOSUd39LK0kcY\n", "DAaDkVlyYwbBSJl4853kRp65ZOApQqWRxFGJpIfY2V5UGl6HnkojiVNWm2j+mMcXwD++24unPwzt\n", "ZjWVmPB/b20GFyzpWkcsfHPVyJMMYJAS73SkkWQqJ8/h8UsBCr2Gk8Y8WQ42kRQSMn1kZVWB9HuS\n", "0D4Y4YuGK5T6wiS9B+mDcbDXigtjc1L1CafXj/3d0/iHd3pw71Onseup03i/N7SgzWaO4/CsG17Z\n", "wmbAphyUm/P4peCNQctRpTUTQV6JhPTISVcJ1fnu084o6SMiZFDr/T4b9bcphxdffPkCdv3iNM7L\n", "1Bmk/0VrGR3IzRbrViyV/m9z+3OuColIs4qMPJXGKBnAIPs1lg/Gu4SS4oG1lSgwaGE26SQVkMfP\n", "Y0Sm7uiackolqo06DTVeGVcnas23V2u7mQdG5lDrGFFruxOBnQVXGfIARmGOpZAAQsDhUnCiP2r3\n", "YFWM5/cQebrNJeET92Qrm8SLP8DjG7/pxBkizWBTXRH++tZmKkDUYAkFVwaiyO2zCVm6MZ8IYBSb\n", "dJKvxIzLh8aMtyx+yPSRqiIDtMGd52QVGGeipI+IxDI6JXPrybSB9TVFMOk0cPkCGJn14E9euyS0\n", "u9CAaacXHj8dJHj9/Djlk5At+hSk5ZGCcnIDT6UAUDxEU2CkK4VkvrkcR5BhQ10RjFoObj+PvhkX\n", "Bq1uKfj55LEhqSzqk8eG8E93LJFeF09wJNOQ95dcTSEBhHNSDA7mspHnoNWFQqOOupbxPI8R4r62\n", "orIAHwbLm0bzwZhxetERTFvjANzSGirj21RiwpRT+FvPtAt1xL1rX2co6HF9k0U11X8YDAaDsXDI\n", "nRkEIyXizXcqk+Wf55qJJwBUETut8VQiISeczQoKDCp3Ps4ARiL5Ywd7Z6hF7p0ryvG921vC1C2k\n", "AmMgQm5xNuF5npJ4kxNTSxoqkWQqJ29QZuApkmwA4xxp4FlVqPicWAoVyv+CWLgadBq0KRjgjdo9\n", "YcELgE6NyWaOo2IAI0JQbiJFA08RMhA5MuuhFmfpKuGYSJ9OzHmw+8yYYl9EggwyLIkQZDDpNNhY\n", "F16hpnvKibcuh6T7p4ftlN9Kp8wkNhfovnBW+n+uppAAdFCxW1Z5g+d5vHxmDE+fGI5qVDvfvHNl\n", "Cp994TwefuY0pYqYcYaquxQYtNQ9MFoA4/1eq5RytLKqgNrcaCI2AkgjT57nsb97RjqWV7lhKNPd\n", "3Y0XX3wRzz//PPr7+7PdnLSj1nx7tbabeWBkDrWOEbW2OxFyZwbByAiqSCEh8tljBTA8voC0cOIA\n", "NBYrpJCQHhhxlpZLBDJn+iNLSvHH19dLu/4kpInnoM2dtBnmfOH289KE1qDlqO9ApUjE4UuSCU4M\n", "2nCodybME2CYWOTXFKUWwJh0eKWggUHLobVceWFIKjCUAhhXIigwAOBLW+vx+c212NZcjMZiE8ih\n", "01xiwsPrq6Tj0Vl3wpUp5oM+heoEQxEVGKkbeMpfe35sThqrpXm6rOzmf39fD544PIhv/KYzplki\n", "ALgIk00O0YMMSiV2f/bBEMifPsALlUoAQQVGBnJzJYWE9sDIzSokgJDWJSKvRLLvyjQePzyIX5wY\n", "wWvnxuUvzRh7LwvKBy/PUSaapPqiushAKZXGo3g+HegJBSLaFtFB1Caikhdp5Nk/45buyfl6DTbW\n", "ZbaqjVq5cOEC7rvvPjzwwAPo6OjIdnMYDAZD9SSdQhIIBMDzPLTa3FsAX40k64FRaMy9LKJESqn2\n", "zbikSX2N2aAoZ00mhSSR/DHSoLC1PD+iRN5sEqS/VpcPHj+PiTlv2naO0wGZPiLvx2TVCyTpzMk7\n", "MWjDN35zBQDwF9sa8ZGlZdLf6BKqof6Vfwee52OmM5wl1BfLKgpg0CovumgPDLp/5jx+adKv03Bh\n", "QbYCgxYPrA0FKTz+AAatbuTrtagKpkbsuTSJKYcPfl4YwzVmY1ZzHPsUjA6nnD44PH7KPBKgVU/l\n", "SRp4AvR5bCeqCVWn0cAz3j51+wI4F1RdTcx5cWncgdXVyuocka7JkMlmvcUYVXovGHkKO7UdI3Yc\n", "6p3BkX5b2PMO9sxgx5JS9FtdkmKnPF9PVWLKJjddvxk/6T4DILcVGNVFRhh1Grh9AUw5fZh2elES\n", "7EMyZYKsRpRpemdCgZWOETseCv6fVGNUFxpQQXnFKN/v7G4fTg6Frm3yAMYi4hpFlig/2h/y4NlY\n", "VwR9hOshg8bv90tz5kyVcs8kas23V2u7mQdG5lDrGFFruxMhqbvPnj178MQTT2B0dJR6fGRkBM88\n", "8wyee+45DA8Pp6WBjPQSFsDIQQUGadY3GsPEM1oFktD7za8HRiIS+VyuROKMYrAXy+Mh03xALOba\n", "iZ1EgPbAIFNITDoNDME6wl4/T33fSJALllUR/C8AUAtGeQCDTB9pLDbFnPQbtBo0l+ZJwQuA/h5D\n", "WfZPCfA8lTZBBoaU2paOEqqAMAaVKmlUZcH/YsjmBrkM6YijBO7F8dBYipQ+IlKar8eyCuE5AR74\n", "wbu90t9IH5ZjAza4fAF0ThDqiwgqoWxQRATI7R4/XESQNJcCGFoNh0WE6qAn6DMy5/HjZNBPAhCq\n", "cmSDOY+fqqB1bnROUmLJvWAoBUYExeHhPptUKWtpeX7YOUQqMPpnQqqvowOh6+61Ddn34lELq1ev\n", "xmOPPYYf/vCH2LBhQ7abw2AwGKonqRnEzp07sX379rDHjx49ikceeQQPPvggjhw5kmrbGAmwsDww\n", "6IBDtB0LcaIJ0E7yJGRQYdLhjUuCn0j+WCISeTqAEX0hOmB14WDPTFzydJFBqwuTjuRSPCIZeALp\n", "qUKSzpw8UtZ8fsxBjREqhYRY+HMcl7CS5OwIYeBZHTmAQb2vrH8oA88kpf21ReEBjGzlOE7MeaWd\n", "dLNRi+UVocW4kg/GhCM9CgwNxymeX+mqQALE36fy73lmJPbO/IXxkP/F8srIY0lkK1HdQQy26TUc\n", "vr69CQ3B64jbz+PDwVl0ThIGnmW5YeAJAIcPHURe8FoS4IFJR+jcyKUABkCndolBx6P9NqrazpDN\n", "DW8C1+NE6J124o3zE5hWSNGT+6w4vAGpshEdwDCikjjHJiIEMKj0kebwQEShUSdtdngDPIZsbsx5\n", "/OgYDgXqNtebw17HUObUqVP4y7/8S3zta1/DsWPHoj6XvAa1t7er4lh8LFfaE+/x448/Th1brZFL\n", "mc8HyXpZZPp1yZLq52V7fLS3t+Pxxx/PqfbEeyw/N7PdnniPEyGtOqT8/NDEyWDIHWk8I0SYB0YO\n", "ViEpNOqQr9fA4Q3A7edhdfkiSqJpBUa4/wUg7GiX5ukw5fQFJ9HpTd0gU0hiLdDq4gxgvN05hcfe\n", "60WABx5cV4XPXVsbsx3t3TP427e7oddw+Pe7l0UM6ESCLHEYLYUkkRKk8wVZecbq8mHI5kadxQSP\n", "PyDJpjmEV6ewmHRSwMnq8lEBDjmDVre0MOQguPtHgvLAkJVRpQw8E/xNRMh2DsdRWng+IU39GotN\n", "wpgO+tIpjWkyDz8VBYbwekPY989GBRK538fZUTv8AV7R+0aEVGCQQZ9IXNdowc+P00rGu1aWo7rI\n", "iOsXFeNXpwQF5KHeGWoRmysGniJFRq0UgCGvlblUhQSgA+Cin8ghmborwAtBjKYIar9k8PgDeObD\n", "Efzq1CgCPPBe1zQe+70l1HN6FCqjdAzbsbQ8n04hKTKgOE8HLQf4eeEa5/YFqL52ev04TigpblwU\n", "biIMCCoMMRjeO+1C77QLoq9wa1le2GYIIzLifFij0UCvj95vpPRbLgPP1WNx4ZEr7Yn3eM2aNdRj\n", "FosFQOZ8bjKdCqK2z8v2+GDHmT8+ceIE4iWtMwhyFzTWRZqRXuLNdyo0aCUZPQAU5aACA6AXJWNR\n", "jMgoBUaUSWVFgmkk8fanxxeAzS0oF7Qc7YWgRL2ZKKUaIYVkz8VJ/NO7vVK+/JG++HYFdp8ZAyDs\n", "mO25OBnXa0gc3sgGeyVpSCFJV07enMcftrMopnqMznqkfisv0Id5VsSbCuPxB/D9fd3Sey2vzKfk\n", "8HKKoyhUrqShOoRSCkm2chzJ3eDGElOYOa0cqoxqioFDMr1MJJ0KjHj7VB6ocXgD6JmOXH5TCLIJ\n", "/aDXcHEpcZpLTdR3y9dr8ND6agBC+UqR93ut1BjLJQVGW1sbdd6QarXcU2AQRp5TTnh8ASplQkTJ\n", "/yVZLk048OVXLuLZk6PSteb0sB1zhMcLAPQopK6IaUvyFBKthqOCCxMyH4yj/TbJL6W5xESVSCUh\n", "00h6ZlySYSwAXNvA1BeJ0NzcjN27d2P37t1YvHhxtpuTdtSab6/WdjMPjMyh1jGi1nYnQtSzYGJi\n", "As8//zz12J133onGxkbF5/v9oZtuLHO89vb2iNFbdjx/xxzHoUTnw6hfCw0nKDJyqX3isc5jhDg8\n", "3/3gFMbMfrS1tcHp9eOXe4+ix6HFOGfGRHCHSMvxkrpB6f00rtD7HTjegRmLPy3tnSDSNcoK9NBq\n", "uKjPry8mFntWd9jf3zg/gR8fpMus9c84ceBAO268MXJ7Zr0czo6GFi7vXBrFH15XB46L3h7yOFC3\n", "Snq9wxoyrmtvb4fNywEQ3n/c5qTO3x+8egRHp3V45JoG7FpdOe/j4/X3jgCgF4D7Tl/BR5aWKfpf\n", "kK9XSiFR+rzfjhrQOS0sArQcj7b8UEBI6fk8D2i4AgR4YTH77v52bN/WBn+AR9fkHAQNB9BSmpfU\n", "9x9zaqTv3DkyndXr59ELPQCEvmksNmG6/7LUtiGrm3r+nMcvBcb0Wg5mozalz69QUDgNXOqAs4fP\n", "aH+c6zcBoIO/HSNzaCnLV3z+ZbsWgLAgrDT4cPT9Q3F93o3NxXixQwhMfmJdFcwmnTTeSvMtmHL4\n", "pAAqIKgdLp08istc7lzP/U671FekiaeoCsh2+8TjdddeJ7Wte8qBDwZsij45B05dBDfoTenzeB7o\n", "LWzF0yeGIc9o5AHsfucIPnX79dLzT/aFj7czI4LqZ3TWDfH6UlVkRHt7O4z+0PP3HT6B5oKA9Pkv\n", "f9AJ8V7Y1lwcsb2LKlZIn3XsUj9G/KGAhmmqB0Bt0t8/l44zwfLly7F8+fKMfR6DwWAsdDg+SUvk\n", "c+fOobi4GLW1IWn7yy+/jHvuuQc8z+ONN97Axz72McXXvv3229i4cWNyLWYoQi5oYnFswIanTgzj\n", "hkXFVPWDXOI/DvXj1XMTAIBHN9fivrVVGLC68M3fXFEsrbqiMh//eteyiO/3n4cH8NIZQRr4uWtr\n", "8OC66qifH29/nh6exV/8uhMAsLKyAP9y19Koz/f4AvjYz0+BB6DhgNd+f52kEth9ZgxPHB5UfN3T\n", "D66Kmvby6tlx/Mf7A9Rj/7lreUJpJL+7NIkf7u8DAOxYUoqv39QUarc/gDufPAUE2/3m59ZDw3GY\n", "8/hx71OnEeCFx59/ZA3MCiqU82NzON9xErtuvSHu9kTiNxcn8aMDfdRjzSUm/Oe9K/DK2XH8JNgP\n", "H11Whj+7kQ62Pn54AC8Hx8HnN9cqjv/3e6349ltd0vEXr6vDPasrY7brwWc6MBVUX4i/V++0E194\n", "6QIAoTrELx9encA3DWFz+XDf00L5PaNOg9c+sxYHDx7MSpT9z16/JCle/n5nCxqLTfjkc2cBCCk6\n", "L3xyjfRc8vvXmg34+QOrwt8wAeQBPg7A659dF7E6TKLEe94/+MsOTBF+DgCwrbkYf31rs+Lzf3F8\n", "GE9/OAIA+PjKCnzp+vq42uPyBfDksSGYjTo8uK6KSlH58cF+vHF+gnr+htpC/OCOJfK3yRrt7e3Y\n", "56oLM9oFgJ/euzyi8XK2eOTZM5JKZEVlPs6PCSlkJXk6TAfP7VtaSvCNmxel9DkdI3Z89Y3L0rFR\n", "p0FNkUFKjZPfo8jxpgGPQDBg8b3bF+Ovf9sltfFXjwjn3t/v68a7XUKfk1Wa3L4A7n+6QwokRbtH\n", "nB+bw5++dgkAkKfXSMGcIqMWzz+yJmq6lJo4ceIEbr311mw3A4B658aJzD9zCXm7Tw3N4mtvdib8\n", "Pt/e0Yzv7u3O2Ov+ansDvv9uf+wnpunzMv26x+5oxbra3CjRvFDGtlpI5Hqc1Kxv7969aG9vx969\n", "e7F//37p8S1btuDZZ5/Fs88+iy1btiTz1owMcE29Gf9617KcDV4AdOWQUbsXPM/jRwf6w4IXGk6o\n", "DvGlrQ1xv1+0lJREScTAEwAMOo3UlgAPDAcl9/u7p6ngxbKKfMrTQ0maT7K/O3yBcDjO1BMRMoUk\n", "TybvNmg1KAimGwV4wB7c9b1ClIYM8MDB3vDP3Ht5Cn/62iU80Z2PC2PKZoeTc14c6p2hdmgj0asg\n", "1e+ZdmHO45f6ExDK6sopjmK2CQjpRT/cH6r4sLXJgrtXVcRsE6CcntJBmDsuicP3IBJmkw5FQb8a\n", "sdRjNuBlFUgai03BVB1hMWN1+WB3h9pGnx+pp3rIU0jK8sPThOYbp9cfFrwAhB3xSPsBF0j/i8r4\n", "x4FJp8EXr6vHIxuqwxaMZBqJSEsOpY+IFEXwWcq1FBKA9qgRgxcAcO+aUABTbqiZDBcJQ9eWsjz8\n", "567lVJD0IvHZNpdPGm96LYfWwpDi5q3LU9L/ybTL8ghGnscHbdI1tt5ijOgbBYAq90wqUa6pNy+Y\n", "4AWDwWAw1ElSiVQ7duxQfLy2thYPPfSQ4t8Y84saI23RkFcieevylJTzq+GAXasrsb62EKurCpEf\n", "h48HmXs/nkYPDHJyGK+pWb3FKAViBqxuVBQYJNUAIARkvnd7C/7jUL+0IzdodWNDhIj0pMOLMwpl\n", "HA/3WaWc+XiIVoUEEHbXxdzsGZcPZpMOlycc1HMOdE/jo8vKpGOe5/FiR6jc8rtd02EVGNy+AL7y\n", "+iWM2j24qbkYfxVhF1uENJGUPgfCjiFZxpOs3EF+BxGbm16E+gM8/uGdHswGgzMVBXp89cbGmOlw\n", "offWAxDaJvpgnBoOlWBcV1MY1/tEoqbIiFm30N9DNndWzvkZp0/qnzy9BhUFenAchxqzUfpdBm1u\n", "LKsQ+jmREsPxIA+CpLuEajx9Okj4X9SZjZhx+TDn8WPKKfhckEa9gHAOkAvW5RWxK5DEw7qaQsns\n", "WKQ1xww829racPGosqos10w8AcHI80g/7XtRmq/DbUtK8d9HhwAA/VY3AjwPTZzXBSX6iGvYR5aU\n", "otZshJsI3pLjpVcWMLxlSS0uBYPdh4iAcTVxvSOD6aQHTTsR6G5bVBz12lZg0KKiQB9WinUz879g\n", "yFDr/FOt7WYeGJlDrWNEre1OhNybQTAYoBcm3dNO/Fdw8ggA966uxKNb6rC5wRJX8AKQKzDSV8Uh\n", "kQokImQp1UGrG09/OCLtsJXm6fC921tQYNCiljBXG4qiwDjYMwNx37e1LA/i5tiFMQemEiip6qJM\n", "PMP7VcmoUh7A+HBwFjbCHLNz0okuwmhVqdzkmRG7FNB5v88as8wtOaHfUBsKCpwbnaMqVChVGIlW\n", "Dvbk0KyUGqHhgG/dvEgxHSYS8kokPM/jNFF2MOUABqEoGY6hyJkv5OoLcQFEGXkSC/xkzo9oyNOo\n", "slGBhFRD1VuMWFUVCkicGQ0PJA7Z3FLQp8ioRa2CMigZ9FoNtjTSKozW8txTYBRGML/NRQWGUjrF\n", "9U3FKMnTw0wooCKVJ42X3pmQikw0y2wsNklBnQmHF5NzoQogIotKTFhTHbqOeP2ha2U1cW5QAfvg\n", "+3h8ASrg0dasXH2EpEmm0OAgKDAYDAaDwcgmuTeDYCSFaEy1UCAXKiOzHkmSX1moxyc3xq8qkN6P\n", "2JFS8tCQE29/JppCAgD1RGDiUK9Vqh4CAF/YUielatSbyZKrkWXLB4hdtZ3LyrC6Spjg8kDYbmI0\n", "yJ1cRQWGQoqEPIDh5+ldwd9eoquhdE46KKUHAGqR7/HzUdNlyAokOg2HHUtKpb+dHbUrmnhS30HB\n", "xFOEDIzsaC3FqurEAg7yAE+/1S3lzRcZtQmXtZUjr0SSjXOe7KMGQmIeqRJJMudHNAoMWmpsprMC\n", "CRDfeU8pMCxGrK4mAhgKSqgLxG76sor8uBU98UCmkRh1Gup3yAXa29sjppDkogKDrEQickOwj8nx\n", "nkoaCc/zVFBCLMmq1XBYUh66RlycEIKpZHWbphIThs+fULw+k8G8yoJwxeHRAZt0ja81G7EkDrWO\n", "3KNkeWU+dQ1lMAD1zj/V2m6fLzsppFcjah0jam13IuTeDILBgLAYNGrDJ/p/tLUeeQrqgFhYTDop\n", "T9/hDYSVqUuWZCTypMT83Nic5CGxtroQt7SUKD5v0Kq8qJ92eKXUGg6CLPg6YlFzWMGTIhIuX6hP\n", "YikwrC4fHB5/WDlJQPDzAIQdv3euTFN/C/CCMoTktGzR1z0VuRwlOfGvtxixtjqUVnN62C7tSJqN\n", "WikQRBItgDFKqDfIxUq8yD0wyMDMmurClCTnAB3AIJUmmaSfWLg1kQEMCxlsIwMYRAnVNCgwAHp3\n", "uUohTWi+GaAUGCasqQoFujoUFEbkeE9X+ojI5gazFBi6vsmSk94ESuWHjVou5fNhPqi3mKAn7juF\n", "Bq1kJteYpgDGhMMrBRIKDVqUEtcNcnyIPhhUsKM4L+j7FB5cJVW7o9jSAAAgAElEQVSLdAqJcI96\n", "j7gWb18cPX1E+jyZAmNzQ7jvCoPBYDAYmYYFMBYICy3fieM4aqECAFsbLbi+KbbsNdL7JZJGEr8H\n", "RuILtHpL+KJLwwFfvqGemlSSu6kjsx7F1IqDvVYpALK6uhCl+XpsbQxJfE8Qpm2xiGbiCcjTL7y4\n", "MuWUUlfISbiYRnKo1ypJ50lImb3T66fyvQGgK2oAg96NrCzUozRf+GxCTa2ovpB/B3kAY4QYE8mk\n", "JsjTU04Npc//AhA8MESy5YEhz8cXqZOpQwChck03kT6UDg8MgDZabElR1SJH7FOPP4B/ae/D//3t\n", "lbBrxZDMA2NJRb606B2yucPStpI18IyHPL0WP75rGf72I4vx5zcqlzfPJm1tbShUUGAoBUhzAa2G\n", "owJzWxrN0AWDQmRQsz+FAAatvjBR1/xlhNGvqNzpIVNISk1oa2vDmprwQBjpgWHJ00nttnv8mHJ4\n", "KVPnmxaXhL1eiaZieQCDpY8wwlHr/FOt7WYeGJlDrWNEre1OBHYWMHKWqkKDtJtr1GnwR1vjKz0Y\n", "iYqC0PuN2T0pS/p9AV5KEeAAlObHt0CrKDBAr+Wo/OVdqyvD5Lr5Bq1Uvs8b4DE256EWsUBI7QAA\n", "NwZzmussJjQWm9A344Lbz+PDwVlsVahYIIcy8TSEBzDkCgMyfWRTvRl9My5cHHfAzwteFu91hdq2\n", "qMQkTcRJmf35sTn4ZIGZqAoMmQKA4zisrCwMK9Oo5H8BAIVGLTScoARxeAPw+ANSFQtSgZFMagLZ\n", "P9NOun/WpiGAoRQkSIVLEw6cH53DLa0lirvkSsg9MKS2ydRCPM/jtXMTmAwu5s1GbdhubrJ8emMN\n", "eJ5Ha1k+lqZQ2SUaL5wew5sXhPSn4hPD+Oq2UElhMkWmzmKEQavB8ooCSQl1ZsSObcEFoscfQNdk\n", "aDynW4EBCObBZQW5uzNuVgpg5GD6iMjq6kJ0Bn+z7cRCv7E4NMb7ZpI//8gARqMsQEAGMC5NCB5G\n", "YqDVqNNI16U1svQ2DUenXWo4DuUFeowEr2lvnJ+AO3i/aSoxxX3vayoxSUaxVYUGtOSYSSyDocSw\n", "zZ2U15nHH99mD2N+0WpAbQDFS2WhIeLcbz5Idpxlup0LFRbAWCCoteZvNFrK8nB8ULiIfXJDdcoV\n", "B8gSjLEuOvH055TDKykQSvJDO16x0Go41JmN0oK+LF+PT25Q9vWosxilIMmg1U0FMGacXipN4cZF\n", "IXXKdY1mabF5uM8aVwCDMvHURU+/mHH5YCfScJaUC2VfRTXFq2fHcSW4COAA/MkNDfjzNy4DEMoT\n", "+gI8dBqOar8IuWsvRyl3fGVVQVgAI5ICQ8NxsJh0Up/aXD7JXJL0RklmrBWbQuPrwvgcZdyYarAM\n", "EKohGLUc3H4es24/3nqvHbfdlNw5b3X58BdvXIbLF8CpYTv+Zkf0yi8AYHfT5RxJlUpZvh5GnQZu\n", "XwB2jx9DNjeePTki/f2RDdVpK3daZzHiW7fEbm80rkw68MyHI9hQW4SPrQyVyW1vb8e6a6/Dix0h\n", "X5oP+m3geR4cx2HW7ZMWlAYtJ6lKVlcTAYzROSmA0TXphDcYoKs1GxIyhV0ItLe3Y+n6zWGP56L/\n", "hcgjG6qh4QRFA6k4SJcHhtyUk6Sq0ACLSQdrsLIN6Se0qMQEDcehvb0dW7ZeD4OWgycYlCgv0Ifd\n", "fyoKDFIA47Vz49Lj2+NUXwCCwuevbmnG/u5p3LmiPCfTfhjZJ9fmn2N2D772ZmfCr/t2HPfBXGCh\n", "e2BYXX58d293wq977I7WtAcGoo3tZMfZfLRTTq6dk/NB7s4iGFc996+twl0ry/HZa2pw35rKlN+P\n", "SiFJ0UUeSC2/n9xp+z9b6iJWU4lU3QGg00dWVRVQZVy3EtUJjvRZEeCjV/YAZCkkEcqoisw4fbg8\n", "EdpZXlKeJylAAKH6iPiJ62sLsbq6EBad8P4uX2hXWimAMWr3wO5WvkHL5dcAqCoQIjVRAhBmhTQS\n", "u9sn+aIYtRzl9xEvpAKDTJ1Zmwb/C0BIg6omxsO0J/nL98XxOSm16P3eGapyTCTIXecGi5HyW+A4\n", "DnVEdY1/PtAv9UFNkQF3rihPuq3zwWPv9aG9x4p/OzSAd65MUX974fQY5ZEz5fRJQTXyHKw1G6Xf\n", "ldwRJxVGtIFn+tUXakDJxDOXFRgWkw5/eF097l5VQaV3VBUaJB8lq8sX1zmjhFIFEhGO47CcuDeQ\n", "JshkOodeq8EKohx1dWH4ZJj0wbAR16PtixNLw7y2wYyvbmu6ascvg8FgMHKP3J1FMBJiIUbaLCYd\n", "vnx9Ax5aX50Wc7p0e2BQBp5xpo+IfPaaWty7ugJ/fmMjtrdE3hGjpPmytIF2ovrINllJvOWVBVLA\n", "YcrpwyWZz4QSpImnkss9uagftXukPHANB7SU5aO6yEgFZkRuX1oGANjUVCY91jFih8sXoBZ4pEdC\n", "93T4Dqfd7cNEMCVBH1SxAIJSRy8bH5EUGPLvIZZSpdUXxqQqRURy509H+ogI+b0qF69I+n36iWCE\n", "nweO9Mc2e41UgUSkjqiu00Es4j93bS30aVJfpINBq5vyWfm3gwPS9WDVxi14+ex42GuODQrVfKj0\n", "EeK3WFFZIJUv7ppyYsYpjNMLY4T/xTylu+QybW1tMOk0kPsx53IAIxIajqMqSCXjgxFWgaQ4XJlF\n", "pkWR/kCiWkO8N5FBsxqF0rxyDylACDST5ymDkQ4W4vwzl2EeGJlDrWNbre1OBPXNIhiMJFEqLZcK\n", "41QFksQUGKX5evyf6+qxc1lZ1OfVm0OTTXL31+MLUIvEGxbRAQythsMWQv78fl/sBaqTTCFRqkJC\n", "KAxGZj2SwqKh2CQtSG6UBVIKDFqpbauJCffZUTvlf9FUbMJ6YqGv5INBKgDqCQWAQavBknJ6cRhN\n", "nkcGGmxBpcdIiv4XgBD00StUzllXU6Tw7OSoJZQlZMnYROmXleVt74k+Pniex77OkFKhqSR84aVU\n", "wnNZRX5YcC3byM8Fu8eP/7e/FwGex3OnRuEOKlNISf7xASGVjTwHSTPeAoNWMhcN8MCXX72Ik0Oz\n", "VIBueeXVuYPNcVyYx0oup5BEg/bBSDyAEVaBJD98IaIUBAbCz7mdy8pgNmph1HL4yNLw+4hS2eJE\n", "0kcYDAaDwchV1DmLYIRxNdT8TRXKA2MutgdGLOgKJOmpsCCHVmCEJsxnx+ak/Od6i5FSl4gkWk6V\n", "TCFRUmBEyt8ngwfyAMbNi0ukxYpn6KL0+JmROcqkaU1NIeUToVSJhKxA0iiTXq8k0kiMOg1VFUWO\n", "PBUGSN3/AhAWavLUE7NRi0Wl6dvxJAMzH17uS/p9BmQmhMcHbJSJq5zjg7M4FUz30XLC7yqnTqG6\n", "zhc21yWlZplPlM6FD4fs+J+jQ3jtXMj74ovX1Un/PzMqKIZIBUatbCd71+pQmtuY3Yuvv9kpma3q\n", "NFzaK6aoAfE6Kk8jMSlcX9QAabrZH6G0dTTkBp5K50akVA3xOiL2aWWhAc8+vBrPPbImzNQTUE5r\n", "jLf6CIORCGz+mVkWugdGLqHWsa3WdieCOmcRDEYSkCqJiTmvYlnSRCBTSMrmKYBRIyulKioWPhwM\n", "Lf431Crv8G+qK0K9xYiPryzHo1vqwEfxwfAHeGnnGVDeITVoNYqBjSWEM31NkREriZ1mUmFSYeCl\n", "hcyMy4e3Lod29NfJAhhKCoyemXADTxEygFFbZIi6aFYqpUpWIKlOUoEhf29ASB9Jp/EdmUIylYIH\n", "hlyB4fHz+GDApvjcAM/jyWND0vHOZWWKwQq5AmNroyWt6TPpwObySWV8OQC3Ly2V/vZCxxj8vPBb\n", "La/Ix50ryiXfAa+fR8ewnVJgyL/vjiWl+OtbFil6PrSU5cGgUtVBOpArMNSYQgKkbuSp5OEjx2LS\n", "hXn45Os1immKeq0GBRH8k+RB9VVVBYqBbgaDwWAw1IY6ZxGMMK6GfKdUMeo00g55gIdU4lGJRD0w\n", "5kuBYdJpJG+IAA+MBNMGPhyKHcDI02vxs/tX4kvXN2BTvTnqop4MXph0moiL7uK88O8pT9/48xsb\n", "cXNLCb7S1kDlc994YxsV3CBTcNZWF0oSfECoRCI3HqXc+2UeDJvqiqRJ/20KcmoSpQAGlUKSQrWb\n", "4jx5ACN96SMAHcBwcMkpO+Y8fqkKC8nBCGkk7d0zkmGrQcvhkQgVc8iUCg0H/MG1tUm1bz452m+T\n", "jG+XV+bjT25ooMadyGevqQXHcdhUH/r9jg3awkqoytm2uAQ/vXcFVb0CuDr9L4DQdVQe1FFvCklq\n", "HhjRKpCQyNNIFpXkSdfveO/1cg8Mlj6SXbq6uvDCCy/gtddeg8eTegprLsHmn5mFeWBkDrWObbW2\n", "OxHUOYtgMJKE3IFK1QeDrEKSqAdGIpALw0GrG3a3D5cnhNx6DukxiXTGSB8RkadIcBB2l0kaS0z4\n", "5s2LcMfy8MoTqxWkzo3FJpTk61Gar5fe3+ULYNhG/z7Rdi/z9Fr8130r8ItPrIxZsUZRgWEPLUyT\n", "9cAAwgM869KsQKgsNEhmkRMOLxV4ihdy4UX+1kf6rPD46ffzB3j8/PiwdPzxlRURx3pxnh73ralE\n", "kVGLz2+uC0vzyQVI/4vrGi3QazX4y+1NlHfJuppCbKgTAhfX1IcCEe91TUvVSfL0kdOUyvL1+LuP\n", "LMZX2hpQZNSiyKjNuSosmSYshUSlAYw6s1E6/0ZmPQmff6Rqo1HBCFdEnkYSSa0RDXNw7AFCQFGe\n", "3sfIHDMzMxgeHsb999+Pu+66CwYDU8IwGAxGKqhzFsEI42rId0oH8fpg7NsfvT/9AZ5ScCRahSQR\n", "SKn6gNWN0yN2aRd5SXl+RG+KRHASFUiUDDxF5CkSDcUm5EV5Pkl7eztWK5Q8XUsENSKlkdjdPqm/\n", "9RpOscqIQatBdVHs2tqWPDKA4QfP85QCozoVBQbRP2ajNqmFRzR0Go5qXzJGnmT6yMY6M2qDFQwc\n", "3gCVmgQAv7s8hYFg2kSBQYtPrKuK+t6PbqnDS59am5ayx+nG4w/gGJEmc33QI6a5NA9/uKUOHAA9\n", "x+MLW0LeF6urC6XgxpQjpFqpM0evVMNxHO5YXo7nH1mDZx9erWh6ejUQ8sBYGCkkBp1GOv94AAPW\n", "+FUYPM+jh/DxWRRlTMgVO6RaI957Pcdx+NLWerSW5eHL1zegdB7vUYzonDx5EgUFBdi9ezcuXbqU\n", "7eakHTb/zCzMAyNzqHVsq7XdicB0SIyrClJWO6hgwsbzPP7x3V68c6UA3aZB/MHmurDnAIKHgxhE\n", "sJh085rfTgYwBm1uKY0EADbUpmeHnzTwzIumwJDtOi8pT2xhtqQiH3otB68/lB5CKkgWl5qk9Jiu\n", "KSfagruGZAlPsgJJMliMtALD7vFL39+o00QshxoPZP+k2/9CpKbIiKGgOmXY5om6EFKCNPBssBhR\n", "U2TACx2CeWV7zwy2NAoLe48vgKdOhNQX96+pTEuwLFucHrZLSqNas4HaAf/Yygqsqy3CmQ+PYymR\n", "EmXSabCmuhAnZIEdpYorSmg1HLTILRPTbLBQFBgA0GAxSedf/4wbLWXxpQfFU4FEpKU8HxoO0j0m\n", "0XNc5JbWUtzSWhr7iYx5ZWxMuL7u2rULv/71r9Ha2gqNRvkcaG9vl+Tf4iIk14/JtudCe4oWr0My\n", "ZDowwD4vvfh9Huw/PwCLRZjDWK2C4jLW8ZK6CtSYjYrjqaOjI+J4E1+fLLlyvuTScX5+/Om26p2N\n", "MiiuhnyndLCEmGwe6rXikxtrqL9fmXTinSvTAICXzozj05tqoNeGTzQmqPSR+d3ZqrPQpVRJ5cf6\n", "CP4XieIiKlBEC2DIF/dy/4toiGN0WUU+zozMSY+TAYxICox4zO/ihVZg+MIMPFOpmnFDkwVPnRiB\n", "2xfAx1ZUpNTOSNSYjUBwQU16MsgRTVvl34esntBQbEKdxSgFMN7vtcIf4OEL8Hji8IDk81Js0uGe\n", "1fPzfTLFoV46fUTeL43FJjTefEPY6zbVFYUHMBT8LxjhiOd8oVyBodIqJIAwTo70C0qeRIw846lA\n", "IiIGzk4N25Gv16CVCBSze7062bZtGwCgrq4OU1NTKC9XTisjf1/5b82O4zsmK5wlQqa9JZL9vEy/\n", "Llky/XnOgBbfOzgOYFz2l+jHj91hQY3ZqDieop2PQiBE/t7xM5/ng9J9IlfOz2jHJ06cCGt3JFgA\n", "g3FVsbXJAr2GgzfAo3PSiQGrC/VEgODtzlBlDF+AR++0C60Ki3TSgHI+00cAerF0acIh5eHrNRxW\n", "KXhKJAPpgZGniz+FJJEAhsjqqkIpgFFvMVLS5sURSqmS/09Vjk9+B5vLhyFC0ZKKgScgBJueeXAV\n", "/AEeJfM0Lsj0meEIAYzzY3P4273dqCzU4x8/2kql+ZApJPUWI5ZW5KMsX49Jhxc2tx/Pnx7F7y5N\n", "UcGRhzdUx50qlIvwPE+VT93aaInybJpr6s34r6ND1GMsgJEYC8XEE6ArkSRi5JloEPYvtjXht5cm\n", "sbGuKCwFh6Euli5diq6uLrS2tmJ6ehqrVq3KdpMYDAZD1ah3FsGguBryndJBgUGLa4kKAe92zUj/\n", "9wd4vNM1TT2/czK8nCcgr0Ayv4ZcNUUh40YxeAEIpUPTJcVOJoWEA9BaFn8wQRyjWxpD/X9DE72Q\n", "bCwxSd91eNYDh8ePvhkX9lyclJ4jNw1NFJ2GQ2Gw9CAPoHMi9BunYuApYjbp5i14AUDyrACUPTB4\n", "nse/HezHpMOL82MOqlytP8BjyEYrMDQchxsWhX6HJ48NU8GLzQ1m/N7y6JVdcp3OSScmgsqlIqNW\n", "0UwWUL6OLioxhcn968y5Z1Cai4Q8MBZOCgkZfDg3NqdYnprnhfPMRZh8JhrAqCoy4NObasLGKrvX\n", "q4/169fj5MmTePnll6HX66HXLyw/EjYmMwvzwMgcah3bam13Iqh3FsFgJAlZTu69K6GAxanhWcqo\n", "DwA6Jx2K75HJFBK9VkNVTxGJVD41GeJNISFNKustxqR25VdVFeL/3tqMRzfX4mFZSU6DVkPtcF6Z\n", "cuKx93rhCXpmLC7NoypDJAupwrg0EfqNU1VgZIIawqi0e8oFX4BeQJ0YnKUCb6Qx55jdI/mPlObp\n", "UBAM5NywKLxCQb5eg6+0NeBvP7JYMY1KTbxPqC82N5gT8lDhOA6b6ugxV88UGAmxUEw8ASFoKwZA\n", "x+e8Uolhkhc6xvD7z5/DZ351FpfGhesLmW7SFKUCCWNhct999+Gee+5hKUAMBoORBpKeRQQCAfj9\n", "/thPZGQEdlOMny2NZknC3DvjkrwW9nVOhz23U2FyCshSSOY5gAEomwaKpR7TgdNHKjAiByVWVRdK\n", "KTM7lyW2K0+O0Rubi3Hf2irFzyLTSH58sB8XgwsAnYbD129qgi4FA08RMoBxmQhgVKdBgTHf1FmM\n", "UuBh0uHFmxcmqL//6vQodXxq2A5/MMhBp4+EFlFrqwsplcHWRgv++74VuGN5+bwYkWYasnxqtPSR\n", "SNfRa+pD51qRUatqM9NMIvbnQkoh0Ws1uI5Qjh3omaH+7vEH8KtTwjk47fTh629exqmh2bgrkMSC\n", "3esZuQYbk5kl094SVzNqHdtqbXciJDWL2LNnD5544gmMjtIT5ddffx2vvPIKXnnlFXR0dKSlgQxG\n", "usnTa3FdI5lGMg2XL4B22UQUELwX/IFwiXAmU0iA8B3ffL2GqpaQKvGmkJh0GvzsgZV48v4VuH9t\n", "9JKaydJcGlpYk7LrT2+qxuIU00dEyADGrDsUiFWDAsOg1eBBopzpL44Pw+4WlEMXxuZwcshOPd/u\n", "8UtKon6iAkl9cWhMaTUcvr1jMe5YXoa/2dGM79zWjPIMjOtMMGb34EpQkaLXcEkpeDbVmaVFeDqV\n", "T1cLC0mBAQA3Eoql9u4ZKo3kcJ+VuqY4vAF8c88V6RpbEKMCCYPBYDAYjOgkNYvYuXMntm/fHva4\n", "yWTC3Xffjbvvvhtr1qxJtW2MBLga8p3SCZVG0jWNw71WaYJZZzaiQCv83+ULUJ4BImQKSVkGFBi1\n", "MgXGupqilEqJyok3hQQQFh9kZZR4iXeMkgoMkRWV+bh/TfoCJpFKpabDAyMT3LOqAsV6YYza3H78\n", "8qQQTH5epr4QEatokAqMBtlvuKKyAF9pa0TbouKUKrHkGlMOr+Sbsq62EPmGyAqjSGPUbNLhn+9c\n", "gj+7sRFfaWuYl3YuRMT+LJT1uZqrkABCZRrxOjloc6OHCLS+dSnkOSOeRWSaV1OMCiSxYPd6Rq7B\n", "xmRmYR4YmUOtY1ut7U6EtM4i/H4/du/ejZdeeimhUigMRqa5tt6M/OAEdMjmwc+PD0t/u7W1BNWm\n", "kCJBbuTJ87xkCAjMfxUSILzqwfra9FQfEYm3CkkmaJYFMIxaDl+7qSmtARuylKr0OTpNxMBGrmHQ\n", "aXBrRSiI9urZcRztt+JgTyhV4r41ldL/TwbLyg3MkAaeV4ePw/LKAjx+z3I8/eAqfGFzXdLv01SS\n", "h48uKwsrCcqIjVbDSddbQN0pJIBw/m0mzKBF9d6kw4sPBmzS4//w0RbUyFRdqZaBZjAYDAbjaiet\n", "s4idO3di165duPfee8PSS+SQ0aH29nZ2nOIxSS60J9ePjx4+hOsJGTCpsjDPdKGGCGC8e+oS9fq3\n", "3jsoGSEWGLQ4cfT9eW/vyOUzIOFHL6f1/XsHQwGcgZ4r8/J9xJy8WM+/cOIo8rWhHcuby1zo6TiW\n", "1vZMDfVBTnWRARzH5cT4jOf40Y9eh5WVBQAAb4DHd97qhthrSwp82LW6QnrN6eFZuH0BDCh4YOTK\n", "95nv48pCA5pL86I+v62tLWfauxCOyf5cViGM1QItj4sf/v/27jc2qutO4/jj8R+MY2wDAzaGmHEw\n", "jrNAAScF0jpOVjgEBRJRuk2TUqKqiyqV1Wp3taraF1slUSu1q2R3ta/6YrdJpa5E10sJkGBSbK/k\n", "MKQNIWxoY8dpApQ2odgYg+OAHeyZuy+Mhxkzgz0zd87cO/f7kSLNvXhmjp+c6+s5Pud33nJE+9I5\n", "boq6f/yqe2Kb3f/9cFCTky1WVZWqcXGZnqy8ooWzbt5PCofOp/X+k+ey/f3nyjHS54X19k5CDQxz\n", "3Nq33druZORZ8fYAu2FgYECtra0x57Zu3aqamhr19PSooqJC1dXVcZ/b0dGhlpaWuP/W2dmpxsbG\n", "NJoNpO/4n4b0T786E3PunoUl+vfH79brZy/rh51/kDSx5v2fH62LfM3pS9f07ZfflzTx17T/+PI9\n", "GW9rKGzp6f/u1sWrY1pSPks//at7bJ3m/1z7GR27sVPD9zfW6oHaW3elMOnI7y/pxRPn9UBgrr59\n", "/2LbC0m2f3BJz3fFDmKsv7NMP3hkma3vk2nv9V/V3x38/S3n/23rcq2oKtVf/0+P/jQ0MTj3/Y21\n", "+kHnWUkTtSAOfmO1rbNagNvp//S6Oj8c1OeXlKnOxvo92TIyFtJX/ut3kR2SXvrKPXq242ykbs8/\n", "NtfokfqJQsefjI6r9bd9Ksr3acfaKq47Bzl58qQ2btyY7WZI4ndju5w6P6zvtH2Y9POeaanVcx1n\n", "eZ7Hnvf8o3VanUJtq1T7Warv5wXJ/Dy+7QwMv9+v3bt3x/xXU1OT8OvPnTsXeTw6Oprw62A//qKQ\n", "vMaownyTNtbNkyRdOdsTOXf60rWYIm0XYwp4mtnPPd+Xpx8+skxPN1bpuYfvsr1GwUyLeKYjmT66\n", "qX6+fvG1VfqbLyzJyC4Y8ZaKuKGAZ7RgMKh7Ft6hv1w2N+b8yso7tKJqYolRY9RONa+8dzHyuLp8\n", "Fh+i4uDnqL2i81xYWqSn1lTlxOCFNFEM+t6ogrA/fevPkcGLWQW+mEKfZcUF2rVusZ6+d1Ha1x19\n", "FE5DnzSLGhjmuLVvu7XdyUhpHlJHR4fOnDmj4uJiBQIBNTc3S5oYwDh+/Lgkac2aNfa1EsiAAl+e\n", "HqitUFvvJUmSL09qvjHzYG6hpZJCn66NhfXJZyFdvDqmhTcKPEbvQOIvMfeht3be7FvqQ9hldHzm\n", "RTxzQUXxrQNPbingOdU376tW8A9XIsuavhq1Q8naxXN0oGdim9Xo3UnuLPdG/Qsgkx4IVOjXN2au\n", "Re9i9UBtxW2LxQIAgNSlNICRaGnI5EAGzPPCeqdMaKmbFxnAWF9TrorZEx9sH3igSQeGPtBvL0x8\n", "6Dt9aSQygHExagcSv6EZGJlmooink/poLszAmMyzck6R/qGpRv/51se6v6Y8prjg56pK5cuTpu4E\n", "vCSFXWS8wEl9NBfkep4baspU4MuL2WVEkh5ZPi9j75nrmcJ96JNmUQPDHLf2bbe2OxlcBfC0lVWl\n", "+vumO3X60oi+tqYq5t+W+WdHBjA+GLim+5eWy7IsvfnHm1Xm3fahN5ERA0tInKSs+NZBmqpS985K\n", "aFk+Ty1xPjSVzipQvb9EvRevxZz3yg4kQCaVzirQmupSnfhoOHKusrRIqxbZu0sUAAC4Kfc/qXiE\n", "F9Y7ZcqjDX797Rfv1Pyo2RTBYFB1828u1zh9YyvVtz76RGcGJx7PKvBpQ0252cZmyMhY5peQOKmP\n", "zi7M16z82LXobhuMmmmeaxffWiyKGRjxOamP5gIv5Bm9G4kkPbx8Xkbq9kzyQqZwF/qkWdTAMMet\n", "fdut7U4GAxhAAnXzbxab+/DSxF+wf3Hq5vbAj949P+5SBDcaGY+egeGNtdvls2/+vysu8KlsVm5+\n", "32vjVLumBgZgjy8sLVd0Xc6HM7h8BAAAMICRM7yw3smkpqYm1VQUq+jGX+kvXh3Tr88N6d0LVyVN\n", "FAD98qqF2WyibcbDVqQApC9Pke/Zbk7ro9GDT5Vzimzf2SXTZprnXyy8I2a2ydzZBSqdlRsDb3Zz\n", "Wh91Oy/kWTG7UF9vXKQ7ivL15OpKLSrL7OCgFzKFu9AnzaIGhjlu7dtubXcyGMAAEsj35cXs+vHv\n", "wT9GHm+smxsp6ul2sctH8l33QT5V0QMYVTny/zKeogKfVgT6C0YAABJeSURBVFbdXJPP8hHAXl9f\n", "W6V9O1fpm5+vznZT4FAjIyP60Y9+pPPnz2e7KQDgegxg5AgvrHcyaTLPZVF1MAZHJtYd5kl64nOV\n", "8Z7mSrE7kGTuR4LT+mjMAIbL6l9IyeUZXQdj6VwGMBJxWh91Oy/laWrg10uZ5pKuri498sgj2W5G\n", "RtAnzaIGhjlu7dtubXcyGMAAbiO6DsakLwYqdGdF7nwINFHA04miZ9Dk+qyELQ1+fa6qVLVzi7V9\n", "5YJsNwcAPOPy5csqKSlRcXFu32cAwBQWUuUIL6x3Mmkyz+gZGJOeXJM7sy+kqVuoZq6QpdP66JYG\n", "v373509VXOhzZeG9ZPK8oyhfL2xdnsHW5Aan9VG3I0/7kan7BINBbdmyRb29vTP62sn/x5N/RfXq\n", "8f/9/pyGQ/kqL5/Y7W1oaEiSpj2eXXpr4eqZMD2zIdX3S7UGhlu+P9Pvl++TTp0fjt+f5gd06vzw\n", "zeOof/90ZDSt9mby+mlqasr69ZvKcUnJrX80ToQBDOA27po3W748KTxR41KNi+eo3j/zC8wNYgcw\n", "vDUD418fq892MwAAOayvr08HDx5Uf3+/AoGAqqsT10qJHqCaOljltWNf6Tz9sO1DSRcV6/bHz7SU\n", "KhWmi2Pyfs54v6HRkJ7rOBt1Zmb97ZmW2pTeb1K2ry8nHp88eVIz5Z1PKznOC+udTJrMc1aBT3dF\n", "FfL86urcmn0hSSPjZpaQ0EftRZ72I1N7kaf9yNR9du3apW3btqmpqUkrV67MdnNsR580ixoYmI4X\n", "rkkGMIBpfPv+JVpVVapv3LtIaxalNrLvZKaWkAAA4EWDg4MKBoN69913s90UAHA9lpDkCNbF2is6\n", "z1VVpfqXHK4fED2AUZzBXUjoo/YiT/uRqb3I035k6k7z5s3Tt771rWw3IyPok2aZXpoB9/HCNckM\n", "DMDjonchKfFQDQwAAAAA7sKnlRzhhfVOJnkpT1NLSLyUqQnkaT8ytRd52o9M4TT0SbOogYHpeOGa\n", "ZAAD8LjoGRhe2oUEAAAAgLvwaSVHeGG9k0leynNk3MwMDC9lagJ52o9M7UWe9iNTOA190ixqYGA6\n", "XrgmGcAAPM5UEU8AAAAASAefVnKEF9Y7meSlPGOKeBZl7keClzI1gTztR6b2Ik/7kSmchj5pFjUw\n", "MB0vXJPMQwI8LqaIZ0HmlpAAAAAAMOPPn3ym/k+vJ/28haVFWlQ2KwMtskdKAxjd3d16//33FQ6H\n", "tWHDBi1ZskSSdOHCBXV2dio/P18PPvigFi1aZGtjkZgX1juZ5KU8Y5aQZLCIp5cyNYE87Uem9iJP\n", "+5EpnIY+aRY1MDCd6Guy/9Pr+k7bh0m/xvOP1uXeAMalS5e0fft2SVJbW1tkAOP48ePasWOHJGn/\n", "/v3atm2bTc0EkCkxS0jYhQQAAACAQ6X0aaW5uTnu+ZKSksjjoqKi1FqElHhhvZNJXsrT1C4kXsrU\n", "BPK0H5naizztR6ZwGvqkWdTAwHS8cE2m9efW9vZ2rVu3LnJsWVbkcWFhYTovDcAQdiEBAAAA4Aa3\n", "XUIyMDCg1tbWmHNbt25VTU2Nurq6tHz5cvn9/si/hUI3p6Ln5eXd9o2DwWBkjc7kSBHH6R1Pckp7\n", "3H48ySntycSxZVm6dn1c0sT1OrvQ56j2ccyxyeOmpiZHtcftx+Rp//HkOae0x+3HSB9ZmkUNDEzH\n", "C9dknhU9bWKGjh49qgULFqihoSHm/Msvv6wvfelLsixLr776qh577LG4z+/s7FRjY2NqLQZgm+vj\n", "YW392SlJUqEvT4e+uSbLLQIAwIyTJ09q48aN2W6GJH43nurU+eGUig8+01Kr5zrO8jye58jnPf9o\n", "nVZXz0n6ealK9Toy3U4puZ/HSc8X7+vr07Fjx9Tb26v9+/fr5z//eeTf1q9frz179mjPnj1av359\n", "si+NNEydNYD0eCXPa1EFPGdnuICnVzI1hTztR6b2Ik/7kak7dXd3a9++fdq7d68++uijbDfHVvRJ\n", "s6iBgel44ZpMeh5SZWWlvve978X9t+rqaj311FNpNwqAGaYKeAIA4FWJdu8DACSPin05wgvrnUzy\n", "Sp6j0QU8MzwDwyuZmkKe9iNTe5Gn/cjUnRLt3pcL6JNmUQMD0/HCNckABuBh0UtISjI8gAEAgJdN\n", "3b0PAJA8PrHkCC+sdzLJK3nGbqGa2SUkXsnUFPK0H5naizztR6buFW/3vqmi//8Gg0FXHE+es/v1\n", "h4aGZJLp2hKpvp/p56WK97u9TF6fU6/NVAwNDRn/eZIM5iEBHhY9gJHpIp4AAHjR0aNHVVlZqUAg\n", "cNuvi576PXUauFOPE21Nm+5xeXm5pIsyxfTSDN7P2+9n6vo8dX44pfaVl5dr9T1mfx6dPHlyxu1j\n", "ACNHeGG9k0leyXPE4BISr2RqCnnaj0ztRZ72I1P36e/v17Fjx9TQ0KDe3l4NDw9r586d2W6WbeiT\n", "ZlEDA9PxwjXJVQB42Oh4dBFPdiEBAMBOCxcuTLh7HwAgecwZzxGsi7WXV/I0WcTTK5maQp72I1N7\n", "kaf9yBROQ580y3StB7iPF65JBjAAD4sp4skMDAAAAAAOxgBGjvDCeieTvJLnaHQRzwJqYLgJedqP\n", "TO1FnvYjUzgNfdIsamBgOl64JhnAADzM5BISAAAAAEgHn1hyhBfWO5nklTxHDS4h8UqmppCn/cjU\n", "XuRpPzKF09AnzaIGBqbjhWuSAQzAw0aidiGZzQwMAAAAAA7GQqoc4YX1TiZ5JU+TS0i8kqkp5Gk/\n", "MrUXedqPTCFJn4yO641zQxqJuofPRP2CEq2oLLW1LfRJs6iB4W75PunU+eGkn1dalK9Pr8/sep9z\n", "1+rIe1wPhaf5anfiKgA8zOQSEgAAkL5Q2NLP3j6vwWvJLSd4cvVC2wcwAMzc0GhIz3WcTfp5z7TU\n", "pvy8XMSc8RzhhfVOJnklz2sGdyHxSqamkKf9yNRe5Gk/MoXT0CfNogYGwAAG4GmjMUtImIEBAAAA\n", "wLkYwMgRrEG0l1fyjC7iWUwNDFchT/uRqb3I035kCqehT5pFDQyAGhiAp31/Y62ujYU0OhZWcYaX\n", "kAAAAABAOvjEkiNYg2gvr+R535IyNdfO1ab6+cr35WX0vbySqSnkaT8ytRd52o9M4TT0SbOogQGk\n", "OAOju7tb77//vsLhsDZs2KAlS5ZIkl555RWFQhNr6pctW6ZVq1bZ11IAAADARS5cuKDOzk7l5+fr\n", "wQcf1KJFi7LdJABwtZQGMC5duqTt27dLktra2iIDGMXFxXr44Yftax1mjDWI9iJP+5GpvcjTfmRq\n", "L/K0H5m6z/Hjx7Vjxw5J0v79+7Vt27Yst8he9EmzqIEBpDiA0dzcHPd8KBTSvn37ZFmWamtr1djY\n", "mFbjAAAAALcqKSmJPC4qKspiSwAgN6Q1jNfe3q5169ZFjjdv3hx5fPjw4XReGkkKBoOMgtuIPO1H\n", "pvYiT/uRqb3I035k6j6WZUUeFxYW2vKa+b48Pd24SCNj4em/OMrdC0qm/6Ik0SfNogYGIOVZ0T9Z\n", "pxgYGFBra2vMua1bt6qmpkZdXV1aunSpAoFA3Od2dHSopaUl7r+9/fbbunLlSuqtBgAAANJQUVGh\n", "e++9N6Pv8dprr0X+wMfvxgAQXzI/j287A8Pv92v37t23nD969KgqKytvGbw4d+6cli5dKkkaHR1N\n", "+LqZvlkAAAAA2TYyMiJpYibG5ON4+N0YAGYm6SUkfX19OnbsmBoaGtTb26vh4WHt3LlT0sQAxvHj\n", "xyVJa9assbelAAAAgIusX79ee/bskWVZCWdfAABm7rZLSAAAAAAAAJzAl+0GAAAAAAAATIcBDAAA\n", "AAAA4HgMYAAAPCMcDisUCmW7GTmDPO1HpvYiT0zlxj7hxjYDt5NOn85/9tlnn7W3Obd34cIFHThw\n", "QD09PZo/f77mzJlj8u1zRnd3t4LBoLq7u1VWVqaysjKyTdPIyIheeOEFLVu2LJIdmabuzJkz6ujo\n", "0OnTp1VbW6uLFy+SZRrOnj2rzs5OvfvuuyorK1N5eTn9M0mvvfaa2tvbdeedd057jZPt9OLlGe/e\n", "JJHnTMXLVOL+lKpEeU69P+Xn52ctz0TXzCuvvKL33ntPvb29GhsbU2VlpZH2zJRbr/VEfcLJeSdq\n", "s9OzjubkfKdyU67R3JRxMr+PxWUZduDAgcjjl19+2fTb54yurq7I40OHDlmWRbbpOnz4sPX2229b\n", "H3/8ceQcmabm8uXLVjAYjDlHlulpa2uLPOaaT113d/eMrnGynZmpeca7N1kWeSZjaqaWxf0pHVPz\n", "jHd/sqzs5Znomjly5IixNqTCzdd6vGvM6XnHa7Mbsp7k9HyjuSnXaG7K2LJm/vtYPElvo5qukpKS\n", "yOOioiLTb58zmpubbzlHtqm7fPmySkpKVFxcHHOeTFPzzjvvqKKiQvv27dPKlStVX19PlmkKhUIK\n", "h8OyLEvWjc2jyDR9iTIk29TEuzdJ5JkO7k/2ind/krKXZ6JrJhQKad++fbIsS7W1tWpsbDTWppnI\n", "tWvd6XnH46as3ZSvm3KN5qaM40kmd+MDGFbUrq2FhYWm3z7ntLe3a926dZLINh3BYFBbtmxRb29v\n", "zHkyTU1/f78kafv27Tp06JDq6urIMk0rV67U888/L0nauXOnJPqnHRJlSLbpib43SeSZDu5P9op3\n", "f/L5fFnPc+o1s3nz5sjjw4cPG2/PTOXKte6WvKO5KWs35eumXKO5KeN4ksnd+ABGdLGOvLw802+f\n", "U7q6urR8+XL5/X5JZJuOvr4+HTx4UP39/QoEAqqurpZEpumY/OvM4sWLNTg4SJZpOnXqlL773e8q\n", "HA7r1Vdf1eOPP06mNkiUIdmmbuq9SSLPdHB/st/U+5Pf7894ngMDA2ptbY05t3XrVtXU1MS9ZqJl\n", "80NUsu12Sr+8Xbunk628k22zU7KONpPvwemDAk7MNVlOzzieZHI3PoAxMjIiaWKUZfIxknf06FFV\n", "VlYqEAhEzpFt6nbt2iVJ6unpUUVFReQ8maamvr5eZ86cUV1dnS5fvqwVK1aQZZomp9P5fL7IjYlM\n", "05coQ7JNTbx7k0Se6eD+ZK949ycp83n6/X7t3r37lvOJrplz585p6dKlkqTR0VHb2zNTybbbKf0y\n", "UbsTcULeybbZKVlHS/Q9OCHfmXJirjPhpozjSSb3PCt6voYB58+fV1dXlyzLUktLixYuXGjy7XNC\n", "f3+/XnzxRTU0NEiShoeHtXPnTrJN0+DgoPbu3atAIKBNmzZJor+mY+/evcrPz9eCBQvU1NRElmnq\n", "7e1VT0+PJGnFihW6++67yTRJHR0dOnPmjIqLixUIBNTc3JwwQ7Kd3tQ8Gxoa4t6bJPKcqXh9VOL+\n", "lKpEeU69P0nZybOvr08vvfRS3Gvm9ddfV19fnyRpzZo1Wr58ecbbM1O3a7fT+2WiPuHkvBO12elZ\n", "R3NyvlO5Kddobso4md/H4jE+gAEAAAAAAJAsX7YbAAAAAAAAMB0GMAAAAAAAgOMxgAEAAAAAAByP\n", "AQwAAAAAAOB4DGAAAAAAAADHYwADAAAAAAA4HgMYAJBFJ06c0E9+8hPbX3dwcFBvvPGG7a8LAAAA\n", "ZAsDGACQRffdd5/8fr/trzs+Pq7r16/b/roAAABAthRkuwEA4HXhcFgHDhxQKBRSOByW3+/XQw89\n", "pMHBQR05ckSzZ89WKBRSdXW1NmzYEHnOL3/5SxUUFMiyLJWWlmrTpk2SpP7+frW3t6uvr09XrlyR\n", "JN1///2qrKzM2vcIAAAApCvPsiwr240AAC/78Y9/rF27dkVmYrz55psqLy/Xb37zG+3YsUOFhYWS\n", "pDfeeEPV1dUKBAK3vEZra6ueeOKJyPHFixfV3d2thx56yMS3AAAAAGQcMzAAIMsWL14cs4xk7dq1\n", "OnLkiC5cuKBDhw5FzofDYRUUFCgQCOizzz7TkSNHFAqF5PP5dPr06Ww0HQAAADCGAQwAyLKPP/5Y\n", "AwMDkUGMd955R/X19bp+/bq2bNkSmYEhTdS2kKS2tjZt3LhRZWVlkqSrV6/GvGZ+fr5CoZCh7wAA\n", "AADIPJaQAEAWnThxQsFgUNXV1SouLtbY2JgWLFig5uZmXb16Ve3t7fL5JuotX716VevXr9ddd92l\n", "7u5u9fT0qLCwUOPj4/rggw+0du1abd68OfLakzUyfD6fxsbG9Pjjj6uggHFrAAAAuBMDGAAAAAAA\n", "wPHYRhUAAAAAADgeAxgAAAAAAMDxGMAAAAAAAACOxwAGAAAAAABwPAYwAAAAAACA4zGAAQAAAAAA\n", "HI8BDAAAAAAA4Hj/D9Iy3aly+i1PAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#not using this at the moment\n", "test_params = {'ISI': 500,\n", " 'filter_outliers_beyond_x_stdevs': 3,\n", " #'min_percentISI_deviation_counted_as_failure': 40,\n", " 'stdev_calcs_exclude_n_from_left': 2,\n", " 'stdev_calcs_exclude_n_from_right': 2,\n", " #'stimulus_style': 'tick',\n", " #'stimulus_timing': 'iso',\n", " 'wait_beats_after_subj_start': 6,\n", " 'wait_beats_after_task_start': 9, }\n", "\n", "#test_task = long_name['iso5t2'] #'Ticks_ISO_T2_5'\n", "#test_pids = ['101', '102', '103', '104', '105', '107']\n", "\n", "\n", "def before_after_plots(taskname, pid):\n", " unfilt = db_taps[taskname].xs(pid)\n", " filtered = filter_taps(unfilt, task_params=sms_params[taskname])\n", "\n", " print(\"{0} taps ==> {1} taps\".format(len(unfilt), len(filtered)))\n", "\n", " #fig = sideplots(test_taps.dev_perc, filtered.dev_perc)\n", " outliers_removed = filtered[filtered.is_outlier != True]\n", " print('pre-filter:\\t' +\n", " 'sd= {sd} \\t mean= {mean} \\t md= {md}'.format(sd=unfilt.dev_perc.std(),\n", " mean=unfilt.dev_perc.mean(),\n", " md=unfilt.dev_perc.median()))\n", " print('post-filter:\\t' +\n", " 'sd= {sd} \\t mean= {mean} \\t md= {md}'.format(sd=filtered.dev_perc.std(),\n", " mean=filtered.dev_perc.mean(),\n", " md=filtered.dev_perc.median())) \n", " fig = sideplots(unfilt.dev_perc, \n", " outliers_removed.dev_perc,\n", " plotname_top = \"%s, P. %s, pre-filter\" % (short_name[taskname], pid),\n", " plotname_bottom = \"P. {}, post-filter\".format(pid))\n", " #plt.show()\n", " return fig\n", "\n", " \n", "\n", " \n", "def too_many_plots(**kwargs):\n", " gen_tasks_pids = general_task_pid_iterator(**kwargs)\n", " for t, pid in gen_tasks_pids:\n", " #plt.figure()\n", " fig = before_after_plots(t, pid)\n", " #plt.show()\n", " yield fig\n", " \n", "next_plot = too_many_plots()\n", "\n", "for i in range(2):\n", "# plt.figure()\n", "# fig = next_plot.next()\n", " plt.show(next_plot.next())\n", "\n", "#skip_to = ('T1_SMS_8', '115')\n", "\n", "\n", "#start_later = too_many_plots(skip_to_task='T1_SMS_8', skip_to_pid='080')\n", "#\n", "#for i in range(2):\n", "# plt.figure()\n", "# fig = start_later.next()\n", "# plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", "T1_SMS_5\n", "================================================================================\n", "------------------------------------------------------------\n", "P. 011\n", "150 taps ==> 140 taps\n", "pre-filter:\tsd= 4.53454486945 \t mean= 0.12922621229 \t md= -0.369563627668\n", "post-filter:\tsd= 4.43198730634 \t mean= 0.0753302472248 \t md= -0.317041022576\n", "------------------------------------------------------------\n", "P. 015\n", "150 taps ==> 140 taps\n", "pre-filter:\tsd= 9.29939990333 \t mean= -2.48911777898 \t md= -2.64350932771\n", "post-filter:\tsd= 9.3237759278 \t mean= -2.23567421956 \t md= -2.57728032758\n", "------------------------------------------------------------\n", "P. 012\n", "150 taps ==> 141 taps\n", "pre-filter:\tsd= 7.24981257029 \t mean= -7.46174224007 \t md= -8.75978169705\n", "post-filter:\tsd= 5.81067336948 \t mean= -8.05403337968 \t md= -8.88020326944\n", "------------------------------------------------------------\n", "P. 016\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 5.18261654315 \t mean= -2.8238407723 \t md= -2.89548039402\n", "post-filter:\tsd= 3.47480270867 \t mean= -2.9330124916 \t md= -2.77263161983\n", "------------------------------------------------------------\n", "P. 015\n", "150 taps ==> 140 taps\n", "pre-filter:\tsd= 9.29939990333 \t mean= -2.48911777898 \t md= -2.64350932771\n", "post-filter:\tsd= 9.3237759278 \t mean= -2.23567421956 \t md= -2.57728032758\n", "------------------------------------------------------------\n", "P. 017\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 5.97095559662 \t mean= -2.41712694821 \t md= -2.38912408829\n", "post-filter:\tsd= 3.57560868935 \t mean= -2.28184065777 \t md= -2.1981181808\n", "------------------------------------------------------------\n", "P. 016\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 5.18261654315 \t mean= -2.8238407723 \t md= -2.89548039402\n", "post-filter:\tsd= 3.47480270867 \t mean= -2.9330124916 \t md= -2.77263161983\n", "------------------------------------------------------------\n", "P. 018\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 4.40172850023 \t mean= -2.6719034793 \t md= -2.72777653974\n", "post-filter:\tsd= 3.51807479538 \t mean= -2.73322650724 \t md= -2.86018390326\n", "------------------------------------------------------------\n", "P. 017\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 5.97095559662 \t mean= -2.41712694821 \t md= -2.38912408829\n", "post-filter:\tsd= 3.57560868935 \t mean= -2.28184065777 \t md= -2.1981181808\n", "------------------------------------------------------------\n", "P. 019\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 2.94844013277 \t mean= -0.720503083349 \t md= -0.820212150342\n", "post-filter:\tsd= 2.56051427157 \t mean= -0.571524340657 \t md= -0.855997572544\n", "------------------------------------------------------------\n", "P. 018\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 4.40172850023 \t mean= -2.6719034793 \t md= -2.72777653974\n", "post-filter:\tsd= 3.51807479538 \t mean= -2.73322650724 \t md= -2.86018390326\n", "------------------------------------------------------------\n", "P. 020\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 9.52224499213 \t mean= -9.63780183808 \t md= -10.9225239617\n", "post-filter:\tsd= 8.07706019611 \t mean= -10.3473351506 \t md= -10.9287955433\n", "------------------------------------------------------------\n", "P. 019\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 2.94844013277 \t mean= -0.720503083349 \t md= -0.820212150342\n", "post-filter:\tsd= 2.56051427157 \t mean= -0.571524340657 \t md= -0.855997572544\n", "------------------------------------------------------------\n", "P. 021\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 5.02306673398 \t mean= -3.20878677067 \t md= -3.61829692119\n", "post-filter:\tsd= 4.56030828713 \t mean= -3.57627290227 \t md= -3.77631779007\n", "------------------------------------------------------------\n", "P. 020\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 9.52224499213 \t mean= -9.63780183808 \t md= -10.9225239617\n", "post-filter:\tsd= 8.07706019611 \t mean= -10.3473351506 \t md= -10.9287955433\n", "------------------------------------------------------------\n", "P. 022\n", "130 taps ==> 120 taps\n", "pre-filter:\tsd= 3.32553889043 \t mean= -2.29471633547 \t md= -2.01959585704\n", "post-filter:\tsd= 3.16870041155 \t mean= -2.05690045312 \t md= -1.85448391205\n", "------------------------------------------------------------\n", "P. 021\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 5.02306673398 \t mean= -3.20878677067 \t md= -3.61829692119\n", "post-filter:\tsd= 4.56030828713 \t mean= -3.57627290227 \t md= -3.77631779007\n", "------------------------------------------------------------\n", "P. 024\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 4.04764943808 \t mean= -6.23729710415 \t md= -5.46972641324\n", "post-filter:\tsd= 3.19898227917 \t mean= -5.67847567609 \t md= -5.21597848619\n", "------------------------------------------------------------\n", "P. 022\n", "130 taps ==> 120 taps\n", "pre-filter:\tsd= 3.32553889043 \t mean= -2.29471633547 \t md= -2.01959585704\n", "post-filter:\tsd= 3.16870041155 \t mean= -2.05690045312 \t md= -1.85448391205\n", "------------------------------------------------------------\n", "P. 025\n", "130 taps ==> 116 taps\n", "pre-filter:\tsd= 3.58864076695 \t mean= -5.8673397433 \t md= -5.61484972828\n", "post-filter:\tsd= 3.44503327167 \t mean= -5.73993492579 \t md= -5.50218244933\n", "------------------------------------------------------------\n", "P. 024\n", "130 taps ==> 121 taps\n", "pre-filter:\tsd= 4.04764943808 \t mean= -6.23729710415 \t md= -5.46972641324\n", "post-filter:\tsd= 3.19898227917 \t mean= -5.67847567609 \t md= -5.21597848619\n", "------------------------------------------------------------\n", "P. 026\n", "130 taps ==> 120 taps\n", "pre-filter:\tsd= 3.17937128969 \t mean= 0.924450977964 \t md= 0.818420201393\n", "post-filter:\tsd= 2.70267552681 \t mean= 0.672031630714 \t md= 0.774812554712\n", "------------------------------------------------------------\n", "P. 025\n", "130 taps ==> 116 taps\n", "pre-filter:\tsd= 3.58864076695 \t mean= -5.8673397433 \t md= -5.61484972828\n", "post-filter:\tsd= 3.44503327167 \t mean= -5.73993492579 \t md= -5.50218244933\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mtpid_plots\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtoo_many_plots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtpid_plots\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 8\u001b[0m \u001b[0mplotgrid\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnext_plot\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[0mpp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mplotgrid\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m\u001b[0m in \u001b[0;36mtoo_many_plots\u001b[1;34m(**kwargs)\u001b[0m\n\u001b[0;32m 44\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mt\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpid\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mgen_tasks_pids\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 45\u001b[0m \u001b[1;31m#plt.figure()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 46\u001b[1;33m \u001b[0mfig\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbefore_after_plots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpid\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 47\u001b[0m \u001b[1;31m#plt.show()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 48\u001b[0m \u001b[1;32myield\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m\u001b[0m in \u001b[0;36mbefore_after_plots\u001b[1;34m(taskname, pid)\u001b[0m\n\u001b[0;32m 33\u001b[0m \u001b[0moutliers_removed\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdev_perc\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 34\u001b[0m \u001b[0mplotname_top\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"%s, P. %s, pre-filter\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mshort_name\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mtaskname\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpid\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 35\u001b[1;33m plotname_bottom = \"P. {}, post-filter\".format(pid))\n\u001b[0m\u001b[0;32m 36\u001b[0m \u001b[1;31m#plt.show()\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 37\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m\u001b[0m in \u001b[0;36msideplots\u001b[1;34m(series_top, series_bottom, plotname_top, plotname_bottom)\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 14\u001b[0m \u001b[0max1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplot2grid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolspan\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 15\u001b[1;33m \u001b[0max2\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplot2grid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolspan\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 16\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 17\u001b[0m \u001b[0max3\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplot2grid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m#, rowspan=2)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\pyplot.pyc\u001b[0m in \u001b[0;36msubplot2grid\u001b[1;34m(shape, loc, rowspan, colspan, **kwargs)\u001b[0m\n\u001b[0;32m 1139\u001b[0m \u001b[0mrowspan\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mrowspan\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1140\u001b[0m colspan=colspan)\n\u001b[1;32m-> 1141\u001b[1;33m \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_subplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msubplotspec\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1142\u001b[0m \u001b[0mbbox\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbbox\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1143\u001b[0m \u001b[0mbyebye\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\figure.pyc\u001b[0m in \u001b[0;36madd_subplot\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 912\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_axstack\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mremove\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 913\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 914\u001b[1;33m \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msubplot_class_factory\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprojection_class\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 915\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 916\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_axstack\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axes.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, fig, *args, **kwargs)\u001b[0m\n\u001b[0;32m 9257\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9258\u001b[0m \u001b[1;31m# _axes_class is set in the subplot_class_factory\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 9259\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_axes_class\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfigbox\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 9260\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9261\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__reduce__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axes.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, fig, rect, axisbg, frameon, sharex, sharey, label, xscale, yscale, **kwargs)\u001b[0m\n\u001b[0;32m 447\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 448\u001b[0m \u001b[1;31m# this call may differ for non-sep axes, eg polar\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 449\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_init_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 450\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 451\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0maxisbg\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axes.pyc\u001b[0m in \u001b[0;36m_init_axis\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 508\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'top'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregister_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxaxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 509\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0myaxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmaxis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mYAxis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 510\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'left'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregister_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0myaxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 511\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mspines\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'right'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mregister_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0myaxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 512\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_update_transScale\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\spines.pyc\u001b[0m in \u001b[0;36mregister_axis\u001b[1;34m(self, axis)\u001b[0m\n\u001b[0;32m 151\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 152\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxis\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 153\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcla\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 154\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 155\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mcla\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axis.pyc\u001b[0m in \u001b[0;36mcla\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 740\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_artist_props\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlabel\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 741\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 742\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreset_ticks\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 743\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 744\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconverter\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axis.pyc\u001b[0m in \u001b[0;36mreset_ticks\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 754\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 755\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmajorTicks\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tick\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmajor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 756\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mminorTicks\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tick\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmajor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 757\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_lastNumMajorTicks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 758\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_lastNumMinorTicks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axis.pyc\u001b[0m in \u001b[0;36m_get_tick\u001b[1;34m(self, major)\u001b[0m\n\u001b[0;32m 1909\u001b[0m \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1910\u001b[0m \u001b[0mtick_kw\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_minor_tick_kw\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1911\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mYTick\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m''\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmajor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmajor\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mtick_kw\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1912\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1913\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axis.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, axes, loc, label, size, width, color, tickdir, pad, labelsize, labelcolor, zorder, gridOn, tick1On, tick2On, label1On, label2On, major)\u001b[0m\n\u001b[0;32m 138\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply_tickdir\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtickdir\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 139\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 140\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtick1line\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tick1line\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 141\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtick2line\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_tick2line\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 142\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgridline\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_gridline\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\axis.pyc\u001b[0m in \u001b[0;36m_get_tick1line\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 524\u001b[0m \u001b[0mmarkersize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_size\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 525\u001b[0m \u001b[0mmarkeredgewidth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_width\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 526\u001b[1;33m \u001b[0mzorder\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_zorder\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 527\u001b[0m )\n\u001b[0;32m 528\u001b[0m \u001b[0ml\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_yaxis_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwhich\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'tick1'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\lines.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, xdata, ydata, linewidth, linestyle, color, marker, markersize, markeredgewidth, markeredgecolor, markerfacecolor, markerfacecoloralt, fillstyle, antialiased, dash_capstyle, solid_capstyle, dash_joinstyle, solid_joinstyle, pickradius, drawstyle, markevery, **kwargs)\u001b[0m\n\u001b[0;32m 209\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_color\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolor\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 210\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_marker\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mMarkerStyle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 211\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_marker\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmarker\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 212\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_markevery\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmarkevery\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 213\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_antialiased\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mantialiased\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\lines.pyc\u001b[0m in \u001b[0;36mset_marker\u001b[1;34m(self, marker)\u001b[0m\n\u001b[0;32m 851\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 852\u001b[0m \"\"\"\n\u001b[1;32m--> 853\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_marker\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_marker\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmarker\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 854\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 855\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mset_markeredgecolor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mec\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\markers.pyc\u001b[0m in \u001b[0;36mset_marker\u001b[1;34m(self, marker)\u001b[0m\n\u001b[0;32m 237\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 238\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_marker\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmarker\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 239\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_recache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 240\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 241\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mget_path\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\markers.pyc\u001b[0m in \u001b[0;36m_recache\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 174\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 175\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_recache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 176\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_path\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mPath\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mempty\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 177\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_transform\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mIdentityTransform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 178\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_alt_path\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\path.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, vertices, codes, _interpolation_steps, closed, readonly)\u001b[0m\n\u001b[0;32m 151\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_codes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcodes\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 152\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_interpolation_steps\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_interpolation_steps\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 153\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_update_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 154\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 155\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mreadonly\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\path.pyc\u001b[0m in \u001b[0;36m_update_values\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 195\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m_update_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 196\u001b[0m self._should_simplify = (\n\u001b[1;32m--> 197\u001b[1;33m \u001b[0mrcParams\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'path.simplify'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mand\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 198\u001b[0m (len(self._vertices) >= 128 and\n\u001b[0;32m 199\u001b[0m (self._codes is None or np.all(self._codes <= Path.LINETO))))\n", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\__init__.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 799\u001b[0m \u001b[0mwarnings\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwarn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmsg_depr\u001b[0m \u001b[1;33m%\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 800\u001b[0m \u001b[0mkey\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0malt\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 801\u001b[1;33m \u001b[1;32melif\u001b[0m \u001b[0mkey\u001b[0m \u001b[1;32min\u001b[0m \u001b[0m_deprecated_ignore_map\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 802\u001b[0m \u001b[0malt\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_deprecated_ignore_map\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 803\u001b[0m \u001b[0mwarnings\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwarn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmsg_depr_ignore\u001b[0m \u001b[1;33m%\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXmYG9WVxv1q61ard7vt9r5gbEzMvoUQY2PsBA/bOIQk\n", "EEhIYEgmZEg+SJgwWcl8w2RmYGASJom/xDMsWSAhw2awDbYDNs1qbDCN93bbbfe+r9pV9/tDrdK9\n", "pSqpSiotJZ3f8/hxl1Qq1T26VXXvuee8x8YYYyAIgiAIgiAIgiAIgihg7Pk+AYIgCIIgCIIgCIIg\n", "iFSQA4MgCIIgCIIgCIIgiIKHHBgEQRAEQRAEQRAEQRQ85MAgCIIgCIIgCIIgCKLgIQcGQRAEQRAE\n", "QRAEQRAFDzkwCIIoWMLhcL5PoWAIhUK69iObEQRBEEQi9HyMQ2MKwsqQA4MgipQFCxbgxIkTOfmu\n", "T3/601i1apX8b82aNWl/986dO3HXXXfhggsuwPbt200+08JhYGAAN9xwA6644gpceeWVePvttxP2\n", "6ejowH/+53/iuuuuw1e/+lXNY5WKzYzQ09ODz372s1i9ejWuuuoqXH311ejo6EjY77LLLsOOHTtU\n", "jxGJRHDVVVdh1apVOP3007N9ygRBEAULjSkKGxpTZBcaUxQWznyfAEEQ2WHx4sVwuVw5+a6pU6fi\n", "ySefTLnfHXfcgV/96ldJ99m/fz++9a1v4ZxzzjHr9JLy9NNP41//9V/h9Xoxa9Ys2Gw2MMawevVq\n", "/OAHP4DNZsvK995666348Y9/jPPPPx+jo6O49tpr8cILL6Cmpkbep7m5GRdccAHuuusu3HTTTZrH\n", "yrXNrMCPf/xj3H///Vi6dGnS/RYsWIDKykrV9xwOB1566SUAwI033pj0OHr6NkEQhFWhMYU+aExR\n", "nNCYorAgBwZBFClbt27N9ykkMDQ0lHKfv//7vwcQXQHIBZ/73Ocwffp0HDp0CF/72tfk13/zm9/g\n", "wQcfxD333GP6d7a0tKC+vh7nn38+AKCmpgZ33HEH/vSnP+H222+X91u7dq2u4+XaZlZgdHQ05UAD\n", "AB577DFTvk9P3yYIgrAqNKbQB40pihMaUxQWlEJCEEXGnXfeiVWrVmH+/Ploa2tT3cfv9+Pb3/42\n", "VqxYgU996lO47rrrcNttt+Hw4cPCfp2dnbj55ptx8cUX4xOf+ASuu+66hH0AYGJiAjfffDPWrFmD\n", "lStX4qc//SkYY/L7u3btwuWXX46//vWvQljoHXfcYW7jM4A/XwC4/fbbsWvXrqx814cffohVq1YJ\n", "r11++eVobm7OyveZyS9+8QucfvrpePLJJ3HrrbfiwgsvxPLly3H99dejtbVV2HfDhg1YtWoVbrzx\n", "RgwNDeHrX/86li9fjrVr16Kzs1Pe7+DBg7j++uuxZs0afPKTn8TNN9+M7u7utM7viSeewKpVq4S+\n", "dvnll+Ott94S9rv//vuxatUqnHbaaZrhnnp48cUXE75v1apV+Od//ueEfTdv3owrrrgCl19+OS65\n", "5BJ8//vfT8gv1mszgiCIXEBjivSgMYU+aEwhQmMKnTCCIIqSe++9lx0/flz1vV/96ldsw4YN8rYk\n", "Sey2225jhw8fll8bGhpiK1euZLt375ZfO3z4MFu5cmXCcbdt28Z6e3vl7QceeID98pe/TPjeG264\n", "Qff5P/bYY2zLli2698+E1157ja1fv17eHhkZYd/+9rfZE088kZXve/zxx9nmzZuF1yRJYjfeeKPm\n", "Z/TYLlc2e+yxx1hDQwPbuHGj/NqBAwfY8uXL2cDAQML+F154Ibv88svZjh07GGOM9ff3s5GREcYY\n", "Y/v372eXXnopO3bsmLz/Bx98wNasWcO8Xm/a56i3r61fv5699tprGR8v1fu/+93v2Je//GU2NjYm\n", "v/bUU0+xW2+9VXX/ZDYjCILINTSm0A+NKYxBYwrj75f6mIJSSAiiBLngggvwzDPP4ODBg1i0aBFc\n", "Lhc2bNgg7LNhwwZ873vfw3nnnSe/tnjxYvzyl7/Egw8+iEceeUR+ffXq1cJnv/vd7+Lzn/98Qa2G\n", "JIMxhoceeghPPfUU7HY7qqqq8I1vfEN3uGU6ZCsPNld87Wtfw9VXXy1vL126FD/60Y/w2GOP4e67\n", "7xb29fv92LJlC6ZMmQIgmt8c46GHHsJvf/tbLFiwQH7t7LPPxne+8x38/ve/l8Nf77vvPs1VjVde\n", "eSVnudnpsmHDBmzfvh0Oh0N+7Qtf+ALef/99HDlyBIsXLxb2T2YzgiCIQoLGFCI0pjAOjSmMUepj\n", "CnJgEEQJcuGFF2LhwoXYsWMHXnjhBYyNjaG6uhrf/e53YbdHM8uOHDmCr3zlKwmfXbZsmaryshL+\n", "plro2Gw2fOc73xHyVbPJtGnT0NfXJ7zW3d2N6urqnHy/GfCDUP61Z599NuH1ZcuWyQ9NJV1dXXK+\n", "LY8kSbjsssvk7fvuuy/tcy0EWlpasGbNmoTXfT4fVq5cmTDYSGYzgiCIQoLGFCI0pjAOjSmMUepj\n", "CnJgEEQRo+WRHxsbQ0NDAz772c/Kr7388svYsGGD/MBdsmQJ3n33XVx55ZXCZ/ft24c5c+Yk/d7x\n", "8fEMz1wfv/71r9Hb24uvfvWrmDdvXkbHYop81WR0dXVh5syZaX/XmWeeiZ/85Ce4+eab5df++te/\n", "5kTx2yyb7d69W+g/sdcWLVpk6DhnnHEGbr31VixZsiTtc7ECF198MZ5++mnLr5IRBFG60JhCPzSm\n", "MAaNKYxR6mMKEvEkiCJG6wF67bXXCuJIkiThrbfeQlVVlfza7bffjgceeAC7d++WXzty5AjuvPNO\n", "QUX78ccfx49+9CMEAgEAQCAQwDe/+U18/etfT/je8vJyHD9+XN4eGRnBc889Z+jc+c9+61vfwvPP\n", "P5/TgcY3v/lNzJ49Gw8++GDa3zdnzhwMDQ3Jth0eHsZvfvOblGW1UpErmzHG8Nxzz2Hjxo3ya/v3\n", "78f999+P2267zdCx7r77btx9990JQm5vvfUWXnzxxbTPUS9Gfvtk+P1+QTW8p6cHW7ZskbfvvPNO\n", "3HrrrcI+oVAITz/9NPbt22fKORAEQWQTGlPog8YUxr+HxhQiNKZIDkVgEEQR8cwzz8h5pK2trXjt\n", "tdfgdrvhdrvx9NNPy4OJZcuW4dFHH0VzczPGx8cRDAZxzTXX4Itf/KJ8rJqaGvzxj3/EPffcg5aW\n", "FthsNsyYMQPr16/H3Llz5f1uueUWbNy4Eddeey2CwSAmJiZw5513CqF6MX7605/iH/7hH+D1euHz\n", "+TBz5kwh1I8xhr/927/F2NgYuru7UVZWhn/7t3/D3Llz8cQTTwjHevnllxGJRPDQQw9lZDO+ZvtT\n", "Tz2FyspKPPfcc3A61W+PjY2NKC8vzzh/cP369bjzzjvlh8/DDz+Muro6YZ9HHnkEzzzzDIDow3zV\n", "qlWw2Wx45JFHsGzZMgD5sZnNZsPPfvYz7NixA/fff7/cNx599FHU19fL+11//fUYGBiQzx2Ihrr+\n", "+c9/lveZPn061q9fj+9///s4duyYfPxLL700rXJz//Iv/4Lt27cL3+l0OvG73/0OM2bMAAC8+eab\n", "+OEPfwjGGDo7O+HxeFBXVweHw4ENGzbIubOxYwEQjnfqqafit7/9rfC9P/nJT3DDDTcgGAwiGAxi\n", "/vz5uOuuu+T3V65cCZfLhS996UsYHh4GYwyVlZW47rrrcPrppxuyGUEQRC6gMYVxaExhHBpT0JjC\n", "KDaWpqtIkiQwxiyVk0YQRPFwyy23JF1tIRIxy2aPP/44ZsyYgSuuuMKkMyMIgiCI/EFjCuPQmILI\n", "F2lFYGzZsgWtra1Yt24dZs2aBQDYuHEjIpEIAGDRokU488wzzTtLgiAIBS0tLXj88cfzfRqWwiyb\n", "mRUiSRAEUUzs27cPhw4dgiRJuPjiizFnzhwaH1sEGlMYh8YURL5IOwJj//79qKurkx0YW7duxac+\n", "9SlTT44gCIIoLH7+859j/fr1KCsrQ0NDA9avX5+gdk0QBFGK7Ny5EytWrAAAbNq0CVdeeSWNjwki\n", "CTSmINLBNAfGli1b4PV6wRjDwoULVcvhEARBEARBEESxE3Ng0PiYIAjCXEwT8Vy7dq389+bNm806\n", "LEEQBEEQBEFYhq1bt+Kiiy4CQONjgiAIs8lKFRKXy5X0/VdeeYXEPwmCIAiCIIi8UVdXh/PPP9/U\n", "Y+7YsQOLFy9GQ0NDwnvJxsc0NiYIopQxcj82zYHR1taG+fPnA4jWrk2Gw+FIO4RuX8847tp4BABw\n", "+nQPfn7taWkdp9hoamrC8uXL830aRQPZ03zIpuZC9jQfsqm5kD3Nh2xqLnv27DH1eK+//joaGxvl\n", "somA/vFxJmPjYqDU+za1v7TbD5ANjNyP03JgbNu2Da2trXC73ViwYAFWrFiBtrY2vPvuuwCAc845\n", "J53D6sLttMt/+0NS1r6HIAiCIAiCIPTQ29uLN954A0uXLsXBgwcxNjaGL33pSzkbHxMEQZQKaYt4\n", "ZsL27dvT9jJ3jATw1af3AwBmVpfh8S8sM/PUCIIgCIIgiBJgz549WL16db5PA0BmY2OCIAirY+R+\n", "bE+9S2HhdnERGGGKwCAIgiAIgiAIgiCIUsB6DgwnOTDUaGpqyvcpFBVkT/Mhm5oL2dN8yKbmQvY0\n", "H7IpUayUet+m9pd2+wGygRGs7cAISchDBgxBEARBEARBEARBEDnGchoYAHDVox8gFIme9savnI1y\n", "p+X8MARBEARBEEQeIQ0MgiCIwqCoNTAASiMhCIIgCIIgCIIgiFLD+g4MKqUKgPKmzIbsaT5kU3Mh\n", "e5oP2dRcyJ7mQzYlipVS79vU/tJuP0A2MIL1HRjhSB7PhCAIgiAIgiAIgiCIXGBJDYxvPncQR/p9\n", "AIBH/nYJTptWadapEQRBEARBECUAaWAQBEEUBiWggeGQ/6YUEoIgCIIgCIIgCIIofizqwCARTyWU\n", "N2UuZE/zIZuaC9nTfMim5kL2NB+yKVGslHrfpvaXdvsBsoERrOnAcJEDgyAIgiAIgiAIgiBKCWe+\n", "TyAdKAIjkeXLl+f7FIoKsqf5kE3NhexpPqVo04jE8NDrJ9A1GsC3l8/F/PoK045divbMNmRToljJ\n", "Vt/uGg2gdzyY1menV5VhZk25yWekTqlf26XefoBsYATrOzBIA4MgCIIg0uL9zjFsPTIIAPi/5j7c\n", "vWJens+IIAjCPHrHg7hnU0tan33gylNz5sAgCEI/1kwhoQiMBChvylzInuZDNjUXsqf5lKJNB70h\n", "+e9+b3qrlFqUoj2zDdmUKFZKvW9T+0u7/QDZwAjWdGCQBgZBEARBZAz/DPVRRCNBEARBEAWONR0Y\n", "QgpJJI9nUjhQ3pS5kD3Nh2xqLmRP8ylFmwY4B4Y3aO7ztBTtmW3IpkSxUup9m9pf2u0HyAZGsL4D\n", "gyIwCIIgCCIt+GeolyIwCIIgCIIocKzpwKAUkgQob8pcyJ7mQzY1F7Kn+ZSiTYUIDJMjGkvRntmG\n", "bEoUK6Xet6n9pd1+gGxgBGs6MJwO+W+qQkIQBEEQ6REgDQyCIAiCICyERR0YFIGhhPKmzIXsaT5k\n", "U3Mhe5pPKdqUf4aGJYZgxLxnainaM9uQTYlipdT7NrW/tNsPkA2MYE0HBqWQEETBcqhvAv+xow1v\n", "nxjJ96kQBJEC5TPUbCFPgiAIgiAIM7GmA4MiMBKgvClzIXumz8Ovn8C2I4P4t1ePC9cn2dRcyJ7m\n", "U4o2DSieoWamkZSiPbMN2ZQoVkq9b1P7S7v9ANnACNZ3YFDOLkEUDBJjOD7kBxCtaDAwEczzGREE\n", "kQylA8NsIU+CIAiCIAgzsaYDg1JIEqC8KXMhe6bHWCACicW3h/1h+W+yqbmQPc2nFG2akEJi4qJA\n", "Kdoz25BNiWKl1Ps2tb+02w+QDYxgTQcGpZAQREEy7AsJ26N+Ws0liEImMYWErlmCIAiCIAoX6zsw\n", "aLAFgPKmzIbsmR5DvrCwzUdgkE3NhexpPqVoU3+YCdsTQdLAKGTIpkSxUup9m9pf2u0HyAZGsKQD\n", "w+Www2GL/h1hQMjEsm8EQaTPsMKBMeoPa+xJEEQh4A+LiwAUgUEQBEEQRCFjSQcGALhdDvlvSiOh\n", "vCmzIXumx5AihWSENDCyBtnTfErRpgFFBIaZZVRL0Z7ZhmxKFCul3rep/aXdfoBsYATrOjBIB4Mg\n", "Co5hRcTFCEVgEERBk1iFhJ6nBEEQBEEULhk5MCRJQiSSn3BTKqUqQnlT5kL2TA9lCskIaWBkDbKn\n", "+ZSaTcMSQ1gSIzDMTCEpNXvmgkxs2jHixy/eOImdx4ZMPCOCMIdSv19Q+0u7/QDZwAjOdD+4ZcsW\n", "tLa2Yt26dZg1axYAoLu7G9u3b4fD4cDKlSsxc+ZM005UCZVSJYjCI5kDgyCIwkIZfQFQBEYxs/7t\n", "DrxzchRbDg3g9OmVmFZZlu9TKjr27duHQ4cOQZIkXHzxxZgzZ05Ox8YEQRClQNoOjLVr12L//v3C\n", "a++++y5uuukmAMBzzz2HdevWZXZ2SaAUEhHKmzIXsmd6kAZG7iB7mk+p2VTt2ek1MQKj1OyZCzKx\n", "6ckRP4Bo5E1Lv48cGFlgYGAA1113HQBg06ZNmDNnTk7Hxlam1O8X1P7Sbj9ANjCCqRoYHo9H/rus\n", "LLsPRkohIYjCQ6mBQVVICKJwUXt2ek0so0oUFvxv2zHpzCDMZcWKFQmv5XJsTBAEUQqY6sBgLJ5L\n", "63K5zDx0AhSBIUJ5U+ZC9kyPIUUKiTckIThZ5phsai5kT/MpNZuqpZCQBkZhk4lN+eia9tGAGadD\n", "aLB161ZcdNFFAHI7NrYypX6/oPaXdvsBsoERTHVg8IKeNpst6b78j9TU1GR4e3RoQN7+cP/BjI9n\n", "9e3m5uaCOh+rb5M9jW/7QhHVCdG2nW8VxPnRNm3TtrgdiCRer33DowVzfrSduN3c3JzW5yMSQzAS\n", "n0h3jAQKoj353s4GO3bswOLFi9HQ0AAgt2NjK2+n27f1bqfDyMhI1s4n1+0v9O1Sb39TE809jGBj\n", "vGvYIPv370ddXZ0s4vnss8/iM5/5DBhjePHFF3HNNdeofm779u0477zz0v1aAMDPm07gpYNRJ8ad\n", "l8zBNR+bltHxCILIjK7RAG758/6E13/9mdOwaKpH5RMEQeST9zvG8L3NLcJrM6rL8MQXluXpjIhs\n", "MRYI47O/iw+OGzwu/PGLZ+TxjAqDPXv2YPXq1aYd7/XXX8e0adOwdOlS+bVcjo2JRPZ2juGeTS2p\n", "d1ThgStPxdmzqk0+I4Ig1DByP3am+yXbtm1Da2sr3G43FixYgBUrVuDjH/84nnzySTDGsGbNmnQP\n", "rQtKISGIwkKpfxGDKpEQRGGi9uz0WUhTaiIYwa6To1g2gypqpEL5u/Z7Q/CFIqhwOfJ0RsVHb28v\n", "3njjDSxduhQHDx7E2NgYvvSlL+V0bEwQBFEKpO3AULsJz5o1CzfeeGNGJ6QXN/fQJQdGNPSG1GvN\n", "g+xpHGUFkhgxBwbZ1FzInuZTajZVLaMaNFcDI5v2/HnTCbzWOowpFU787oZlcDlMzYotSNK1qVp1\n", "mc7RAEXHmcj06dNx7733Jryey7GxlSm1+68San9ptx8gGxjBsk97qkJCEIWFUsAzxojfvAkRQRDm\n", "oaaBEZIYQiqvFxphieHNtmh++qAvjK6xYJ7PqLBRqy7TPkJCngRBEIT1KA4HBkVgkMfOZMiexhnm\n", "HBi8TFksAoNsai5kT/MpRpsGwxKajg+jayxxsqrl/DcrjSSb9jw+6BNEKYMGxgEZSH/lnXRtqhaB\n", "QQ4MopAoxvuvEaj9pd1+gGxgBOs6MFzkwCCIQmKYSyGZUR3PRycNDILIH/+zqxP/vO0YvvHMQUwo\n", "0kPUUkgAYMLEUqrZ4mCfV9jWagsPYww/e/U4Pvf7ZuxsHcrWqRUkak6pjhF/Hs6EIAiCIDLDug4M\n", "isAQyLRUFCFC9jQOH4Exv94t/81rYBDmQfY0n2K06Z6OMQCANyTh6IBPeE/r2elTSTdIh2za87DC\n", "gaFnHHByOIBXjw5hNBDB08292Tq1rJKuTX0UgUEUOMV4/zUCtb+02w+QDYxQHA4M0sAgiLwzJDgw\n", "KuS/RykCgyDyxoA3HhmlTCPQdGBYIALjcP+EsK2m56GEr5RUavclr1oExig5MAiCIAjrURwODIrA\n", "oLwpkyF7GoefHMyvcye8TjY1F7Kn+RSbTQNhCeNc2oiywki2U0iyZU9/WMLxITH9QU8KiT/M2cKi\n", "Cx9pa2CoVJcZC0RKzpFDFC7Fdv81CrW/tNsPkA2MYF0HhqCBUfirRQRR7PBlVBdwKSQ0QCaI/DDo\n", "FUsbKyftWpN+s0Q8s8XRfi8khQ6nP5xamJOvxOG3QJSJmWhF1VAaCUEQBGE1rOvAoBQSAcqbMhey\n", "pzHCEsNYIDpAttuAuXWiBobEGNnUZMie5lNsNlU6MJQinnz0Yjn3TFVbrU+HbNnzUL834TU9ERg+\n", "bp9AhCGi9IJYgHRtqhVx0k5CnkSBUGz3X6NQ+0u7/QDZwAgWdmA45L8phYQg8ssIp39RU+5EudMO\n", "z2SUlMQSJ04EQWSfAWUERpIUkikVzvh+Bb4ocKgvTQeGTg2QYoRve0OlS/67gyIwCIIgCIthXQcG\n", "lVEVoLwpcyF7GmPYH58o1U1OhGrd8QnRiD9MNjUZsqf5FJtNExwYSSbw9RXxSa1ZIp7ZsqeyAgmg\n", "z4GhdMxYQaxUSbo2neDavrjBI//dTkKeRIFQbPdfo1D7S7v9ANnACNZ1YJCIJ0EUDHwFkvpJB0aN\n", "woFBEERuGfSJ192EYgIvOjCsEYExFgirVs/QMw5Q6l4UutaHmfDOGt6B0UEpJARBEITFsKwDo8xh\n", "g23y75BFc1nNhPKmzIXsaYxhbqJUN7mSW6dwYJBNzYXsaT7FZlMjKST1nngEhjJSI12yYU+16Asg\n", "3QgM6zkw0rUp39YlDfEy1x2jQUistMdPRGFQbPdfo5jd/q7RAPZ2jqX9ryvH0Vml/vsDZAMjOFPv\n", "UpjYbDa4XXb5oewPS6gsc6T4FEEQ2YCvQFKnGoERQXXOz4ooNAJhCW+2DWNenRuLpnpSf4DIiMQq\n", "JDo1MApYs+YwJ+BZ7rTLbQhG0onAKNx2mg3/mzZWlaGm3IHRQASBsIQBbwjTKsvyeHYEQZhN73gQ\n", "92xqSfvzD1x5KmbWlJt4RgRhHpaNwADyn0bCGCuYlQvKmzKXYrQnYwy/frsdd288jCMqKv6ZIERg\n", "uNU0MEJFadN8YkV7/uH9bvzs1TZ86/nDGJgIpf5AjrGiTZOhjMBIVoWkTtDAMOd5mg178gKeyxor\n", "5b/1jAESIjAsmH6ark3537TC5cCc2nilKCqlShQCxXb/NQq1v7TbD5ANjFA8Dowch4IOeEP4u78c\n", "wG1PH8h5mBVRfEwEI/j9+93YdLAfLEtOsf29E3j2oz581DOBJz/oMfXYQ35eAyM6EeIdGKP+0lnp\n", "JLTZ2zUGAAhJDAf6JvJ8NsVPQgRGUHxOChEYHmtoYPApJGfOqJL/TqcKSUlFYHBt9bjsmF0bX1ml\n", "SiQEQRCElSgeB0Y4twORVw4P4ORIAB2jAWxvGczpd6tBeVPmkmt7vrC/D0/s7sJ/NZ1Ec3d2JnYn\n", "huODVOXEJlOGVVJIeAfGMGlgmI4V7cmLvY4WoLCrFW2qRTAiYSwgPhf5SSxjTLMKSaFqYAx4Q+if\n", "vHeVO+1YzGk56HNglKYGBmNMJQIj7sBoJyFPogAopvtvOlD7S7v9ANnACNZ2YOSxlGrXaFD+ezRQ\n", "Oqs4RHY4PhQfQLYN+bLyHT1jcQeG2Q6/YZUqJGIERvLJ6iuHB/DzphPoHqOVwGKFMSY4MKgyTXZR\n", "c1LyOgghiSGmfe2021BdHteQKtTIBD76YvHUClS64uccCKeOXCsGB0Y6+MMSYtYpd9jgsNswu4Yi\n", "MAiCIAhrYlkRTyC/KSR9E3EHRq6/Ww3KmzKXXNuT70PBSHZSSHrGuT5rssNvSNDASEwhGfGHsfwK\n", "dZse6J3AgztPAIiGrv/TqgWmnluxYrVr3heShFXyQozAsJpNkzHoTbRvIMIQlhicdpvwW5Q77fBw\n", "zoCJYGFqYBzi0o6WTPOg3KAOli9s/RSSdGzKpwR5JsXOhRQSSoMlCoBiuv+mA7W/tNsPkA2MYO0I\n", "DGd8wJXrCIw+ToAuoEP9nCCSwfdfPWr66SA4MEx0ujHGNFJI4tdnstX2LYcG5L9pJTCRiMTw+O4u\n", "/OqtdowHCm/SrxfeyQUAIxS5llWUAp4xYlEYvAPD7bSjgotoLNSJPV+B5DSFA6NUUkjSgY+8qZh0\n", "VM3iIjC6RgMIl3gpeoIgCMI6WNuBkacUEsZYwUVgUN6UueTanoFwDiIwxrITgTEWiCB2yh6XXZ5U\n", "KCMw1GwaCEvY0Tokb5uVe19MvNU2gj+8343n9vVh44F++XWrXfO8kwsARnyF54yxmk2ToaVzMxFK\n", "dGCUO+1wO+2w26LbwclIjUwx056MMaECyZKGyswdGBasQpKOTfl2eybHTRUuBxoqo9FyESamGBJE\n", "PijE+6/DDuztHEv7nxGR/0Jsfy4p9fYDZAMjFE8KSQ4HIhPBiDAgyLWAKFF88H0omIW+HJaYsCLr\n", "D0tgjMFms2V87GEuuoIvxVhZ5oDDFh0c+0IS1Jr1ZtuwEN5cKiuiRjjJCeydtHCEijICY9TC0SRW\n", "IFUEhl+IwLDBZrOhwuWQS616gxHUuAtniDDoDcuipJVlDsyqKRNESlNFQgYjUoJTplAjTcyGdwxX\n", "cKlCc2rL0T8ZTdo+EsBsrrQqQRDAiD+Cn247lvbnH7jyVMzkop0IgjAHa0dg5EkDg08fAXKfvqIG\n", "5U2ZS841MLKcQtI3EQQ/dpdYVMTPDIT0EW7CY7PZhCiMZedflPDZrUfECj6lMqEwAu/gGeOcRVa7\n", "5geVERikgZFVtCIwYv1JdGBEJ7ViGknm9yEz7dnvjUeQNVaVwWazGdLAUGuPFR2m6dhULQIDAGZW\n", "xydWfIohQeSDYrr/pgO1v7TbD5ANjFA8DowcOhH49BGgMFJICGuTbRFPPn1E7TszQa0CSQx+BVeZ\n", "MjAwEcKaaKLxAAAgAElEQVSejjHhNW9IgsQoF5tngstfHw9a18EzrIzAKEAHRjHBO4zsXKCVmgZG\n", "uTO6A1/Vo9DSufiIkljqQ5kj3rBQhCGSxCmr5hy1ogMjHfjfMibiCUQjWWLQOIYgCIKwCtZ2YPAa\n", "GDkcbPWOF14EBuVNmUuu7cn3IT253EbpVVldM6vfDgkODJfwHh+B8cbuD4T3trcMQm2+QQNpEcGB\n", "wYXMW+2aH1JEYHhDUtYEa9PFajZNxgAXKcivtMcms36FBgYgRmCY4cAw0558e6Z6ovcZZRRGsv6k\n", "HoFRWE4aPaRjU1HEM26vfC0CEYQaxXT/TQdqf2m3HyAbGMHaDowCicDIxoSTKB0YY4oUEvMjELrV\n", "IjBM6reiBoYYgcE7MLzh+GopYywhfSRGqayK6oWffIwFrRu1oNTAACgKI5sMcvaew5XMjJVIVYp4\n", "AqI+QqFdh3wERsyBAYjjgGTPYlUHRok8u8UUkvhvbIXKMwRBEAShhBwYaUAaGMVPLu0ZijAhEiEb\n", "q9JqERhmOd6GVEqoxuAdGDPmL5L/PtzvRdtwVJzS7bQLE5JCC13PNxOcPXjRQqtd88oIDKDwdDCs\n", "ZlMtQhFJtq3dBsziHBhxEc/4TSf2LK0ssyfslwlm2pN3YEzh7hd8GkkgrO38VbuvWDHaKx2biiKe\n", "FIFBFCbFcv9NF2p/abcfIBsYwdoODFeeRDwVk8FYRQeCSAflwDEbDgw1gTbTIjB8+iIw+MkqH31x\n", "6cI6QTuj0FZ+8w0/kQxFmGUjvtQjMLLjrApGpKKN7ohILGWloiHFNVldHr++Yg4xPu3SrRKB4S2w\n", "61ArAkNvKVW1+0qpOEu1IzAKN+KGIAiCILSwtgPDyQlQ5TECQ2LRiUU+obwpc8mlPRMcGElWEdNF\n", "NYUkKyKe2hoYh463A4hOLl89OiS//qnFU4RBdalMKvQSC/mPEdPBsNo1r+bAGM6Ck2HIG8JNT+7D\n", "jX/8CLvbRw19ttBt2jsexI1//Ag3PvkRWgd8mvsJ0QoVLlTy2haxFJJIYgqJ2ddhtjQwYiKegCKK\n", "IKkGRnFEYKSlgcGLeFIEBlGgFPr9N9tQ+0u7/QDZwAgWd2Dk/uHLGEP/RPZWs4nSI9sRGBEpu312\n", "2K9eRhUQq5B4I9FQ7zePj8ipEI1VZThrZpXp5RuLCeVE0oo6GL5QRHV1PBtREjuODWPEH0ZIYtjW\n", "oq6zYlVePjyAYX8YY4EItidpmzJaga88EetPAZUUEo8g4llY12E2IjBCEkOowIRkswH/W/JRF266\n", "7xIEQRAWxNoODFfuHRgj/rCqyGK+HRiUN2UuubSnsu+YnSIw4A1BLUDIHzYn0mEoSRlV3qHhqqxD\n", "MCLh0fc65dfWLJ4Cu82mOsEiog7TCYUWQcz5Y6VrXi36AsiOBsbJSW2VdI5f6Dbl2zYa0G7boEIv\n", "QoisCCamkMgRGNx16CsgDYxgRMLoZL+328TILt0ODI37ndUm7unY1CeUUY3bq0IYQ+n7vd8+MYK7\n", "Nh7Giwf6DZ9HKSBJEiIReoalQ6Hff7MNtb+02w+QDYzgTL2LfjZu3CjfuBctWoQzzzzTzMMnIERg\n", "5GgQokwfkb+fIjCINFH2XbOrkKjpX6h9bzr4w5I8AXDZbajkJkAAUOOOb4/4w3j2oz50TaazVJc7\n", "8Jll0wAo1fDpWorhD0sJpWb5UqpWYcirft9MNglPl5Mj6TswCp32kYD891iSfpAQgaFSHpWPwMhW\n", "GVWzGFSkxDjsceHOcp2RmL6g+nv+sIQaE86xkPEGNSIw0hhDrX+7HZ2jQRzu9+LyRfWC06vU2bJl\n", "C1pbW7Fu3TrMmjULQO7HxQRBEKWAqREYbrcb69atw7p163Jyk85HCkl/gTowKG/KXHKrgSFOFMxO\n", "IelR0b8AzIn0GOYqS9S6nbDZbML7de54qHfXqA9//KBb3v7yeTPlFBO1FWJCnHjEGJuc9Fvpms9t\n", "BEZ8km9UJLSQbcoYExwYysgcnoQIDG6SGdNU4fUi3KoaGJnfH8yyp+CQqRR1dnSXUdV4z2rlQ9Ox\n", "qU9DA0MQ8dTxPJAYk/WUQhFWdA7CTFm7di0uu+wy4bVcj4utTCHff3MBtb+02w+QDYxgagRGJBLB\n", "M888A8YYFi5ciPPOO8/MwyeQDwdGn4qWAGBNMTBCHxGJoWXAi0VTPXDabak/YJBEDQxzIzC6tSIw\n", "THFgaFcgAcQIjKBkA6Tod86vc+Pq0xvk9wp15TffTKjYYtyCDh6+hOr0Khd6x6PbZk+AJoIRYbJb\n", "TBOsfm9IuGaNRGBUqqRo8c8s2YFhchlVs+AFPPkSqgBQ7tCrgaHenkLT+sgGXo0qJEYjMMYDESEi\n", "LJkTjYiS63ExQRBEKWCqA2Pt2rXy35s3bzbz0KqIZVRz8yBVllCVv98kPYF0obwpc+Htef9fj6Pp\n", "+DDOnlmFB65abPp3JaSQmOyM6+UiMKZVuuQ0KDMcGPwEUc2B4XLY4XHZEyYJf3/xbCEM3FPE5fye\n", "/rAH7SMBfOm8GWioLDP0WbUJgtU1MBbUV8gODLNFPHmNCCDaxwNhSUgzSEYh27SdiywBgPEkYq6D\n", "3vh7Uz0uVKpEOPGT/XKVMqrJrkPGGA71eTHF48L0Ku0+bZY9eYdMg9KBoTMCQ8tRYbXFh3RsyjuF\n", "K1zqGhh6IjCUDkFyYKQm1+NiK1PI999cQO0v7fYDZAMjmOrA4HG5XEnfb2pqkn+oWMiM0e1LPvlJ\n", "+XiBCIPEGOw2W9rH07Pdq5FCsrd5Py6a+wnTv4+287vNGMMbx4cA2LC3axzjgTA+2PW2qd+3/9AR\n", "AOWIEZIYXn+9CZdeas7xD7X3AohOTObXuxMcGJkcny+DGRPsVO5fjjC8XLbakqowfMc/BObEj9cx\n", "7JRtcKy9E01Nxwvi9890e2/nGH77blS0tMxhwzcvmWvo82oThMPHTqLJd7Qg2qd3+0B3GYDoM8E5\n", "0Q8gOukd8UdM/T5e/yLG9tffQo2LFZQ90tkenHKa0C5lOV1+/54RD4Cog7Dlo/fR7mAAKgEAY/4Q\n", "mpqaEAg3ysc6cmAfPj7vEtHREdI+/u4hJ17qKYfLbsMdCydQm2X77u11IdZnxvs60dTUJr/f190h\n", "v+cPS5rH84VmyG2zg0GatM+eDz/CxLFI3n/fbG5PBOL94YNd78Bpj76vdP5IjOHNN97QPJ7S4TgR\n", "Mvf6zcd2Lkk1Lgai51cotimW7epTzka6hMPh1DslYWRkBJhVnfT8tLbfP9yGsYgDtbW18WMBurfH\n", "fYnPQ6Pn3tS6N++/H22XzrbH44FebIwx0+LV29raMH/+fADAiy++iKuvvlp1v+3bt5sWRnfNox8g\n", "MBly//wtZwkrSNng7hcP46PuCQDAFI9TXum6Z+U8fGrx1Kx+dzL4hx6ROTF7TgQj+MwTH8qvP/75\n", "j2FmTXmSTxrn6Q975ElujBe+crYQ3psJX/nzfnSORldvrztjGp75qA8A8OnFU/DdlfMzOvaf9vbg\n", "f3ZFz/36M6fjax+fnbDPt54/hIN9XgCA027Dbz+7FLNr3cI+rx0dwr++ehwAsGJhHX64emFG51Uo\n", "/H5PF57YE9X9uGBONf517amGPr/z2BD+Zftx4bXLF9Xj3lULLHXN37e1FW+2RQdX96ychwd2nAAQ\n", "FX598atnJ2inpMv/7urEU3t7hNd+/ZnTsGiqvodiIdv0V2+147l9fcJrm289R4hkAoCwxHDl/34A\n", "IDpl3XTrObDbgLX/8wEY97lvv3AYh/uj1+Uvrl2CpdMrcXLYj9v+cgAAMKumHI99/mOq5/K9TUfw\n", "fuc4AOC7K+bh00vUn31m2fPfXzuO7S1DAIDvrJiHK7jv46+xm86dgVvOn6l6jLs2Hsa+nuizu6HS\n", "JetZ/ePK+VizeErG55iKsMTgsCHjvm7UpsGIhKsf3QsAcNii/YE/h2se2ytHrqQaQ73ZNoz7th6T\n", "t/M97jGDPXv2YPXq1aYdb//+/airq5NFPPWOiwFzx8ZWJFv3372dY7hnU0tan/3JmoX46bZjqXfU\n", "4IErT8XZkw6MVCjbn8l5A7k9dzMo5Odvrih1Gxi5HzvN/OK2tja8++67AIBzzjnHzENr4nY5EIhE\n", "nQj+kJR1B0bfeDwCY26tG4Pecfm7ieJDueI0FoxAfXicPmqpHMGwZIoDQ2IMvVza0/y6uOPAHA2M\n", "+PXAl0zlaah0AZPzrnXLpiU4LwBF7n0RaWC0DPjkv9O5R0yoingm2ufYoA/bWwax8pR6LG7Q78HO\n", "FbxWSmNVOcqddgTCEkISgzckJVSvSRdlCglQPDoY7SrRJRPBiCyEG4PXG6mrcMoODk+ZQ47o8YYi\n", "qikkYiqX9nV4khMTHc6BfZWaHjy6y6hy199UT9yBkQv9rAO9E/jhy0dR63biv65ZkvCbZRO+3Z4y\n", "R4IDpWLyWoztm2wMNaIQxVW7P5Uy27ZtQ2trK9xuNxYsWIAVK1bkZVxMEARR7Jj6FF2xYoWZh9OF\n", "22nHyOTf2R6ISIwJA6m5tW7s7RrPyXenopQ9dtkgZk/lZHEsC4N1tYltyCQhz0FvCOFJ1bWacgfq\n", "KuKDfzOqkPCTw1oVDQwg6rQ42OvF3Lpy3HTuDNV99ObeW42WAa/8dzpigWopJDHtA/6av/+vx3Fi\n", "2I/XWofw+OeXJazK5xt+Ul1f4USt24He8ag9Rv1h8xwYI4GE15STrmQU8n305HBi28ZVHBi84CU/\n", "2fe47HJ/mghGhGeWERFPbzAiVOMa1qgwA5hnT602AQbKqHIOmSncfTAXVUg2HezHWCCCsUAErxwe\n", "wPVnNab+kAZGbcr/jh4V54TbZQcmfWOpxjEJKSSkgSGwZs2ahNfyMS62KoV8/80F1P7Sbj9ANjCC\n", "qWVU80EuK5EM+cLyZLC63CFM2PLtwCCyw2hAEYGRRPk/XdT6TsCkUqo9XPRFY3WZKHxrRgSGigaG\n", "krNmVuOPXzwD/37lYs2JKl/az2plDbUY9YdlsUogvXapTSKVfdAXiuDEZORB73ioICcVg9wkd4rH\n", "hVqur5gVIRGWmJwqxWO2UGg+CIQlIZIqxrjK/WjQp16xgy+l6g1KggMz9hx1O+2Iub4CEYaIlOhI\n", "bVfYOBcRLmZEYPAOxCmeeP/LhcOUP/8Pu8ez/n08WgKe8mtO/fdeEvEkCIIgCgHrOzBMnpAlg69A\n", "Mq2yDOXO+CpnvlNIYmIohDnE7JkQgRHIQgSGWgqJWQ4MrgJJY1WZ6Q6/VGVUeZL1UT4Co1jCko9y\n", "6SNAehMl1TKqCvHGIcUKuNLplm98XLqCy2GDx2UXHBhmnW/3WEB2MPMYmWAX6n20YyQAtZgstUok\n", "ygokMZQCnX6VFBKbzSZWplDpf+2KNJ1kERhm2NMbjMjOB5fDhupy0Qmqt4wqX6mMd+zkwmHK2+ij\n", "7glVx5BejNrUp1FCNYaRMZTSGVhM6X5E/inU+2+uoPaXdvsBsoERrO/AMFjHPBP6uDDWaZUuuJ3x\n", "wYBZK+ZEYaF0WIxnYcVJXQPDnBQSIQJD6cAw4XrhIzBqM8jrTjVpsiJHuPQRwMwIjDB47eUhb0jx\n", "fv7s96e9PfjHTUewrye+ysw7WOornLDZbKgpj/eVZBNgI6ilWADZcTrmGjX9C0A9AoNf7RcjMOLX\n", "2ERQXQMDECe5amlPyjSdbEdg8BElUz2uBA0HPREYEYnJYt92mxgtpqd8aKbw98nxYATHh3xJ9jYX\n", "3snA94EY/DgmlZOVIjAIgiCIQqC4HBjZjsCY4CIwsjAZzATKmzKXmD1HEyIwsuDAUOk7pkVgCCkk\n", "5aZeL4wxjPj0OzCS9VFPEWpgKCMwtELyk6EWjRJh0d8uZs9BZQRGnlImDvZO4H92deKDznH88s12\n", "+XVR/yI6oRYiMEw6X17Ak1+lNzLBLtT7qJq2B6DuUB3USLfgIzBG/GE5osPlsAmaKbwzUW2FXSmU\n", "msy+Ztgzmf4FoG8MoNT7yKXmjvI+CQAfdqWfRmJcAyPePjWBTkMRGAFyYBDZo1Dvv7mC2l/a7QfI\n", "BkYoMgdGdh+mYgqJK6fOEyI/KFdvs7Gaq7ZqaIbAJpDdFBJvKFpFAkicFBilzGGDY3IOFZIYQkUQ\n", "0dTS7014zajNtSYIvCNtsEAiMLa1DMp/Hx3wyec+xKU0xFa+BQ0Mk873JBel8LHplfHjGxDxLFT4\n", "CAxeLyZ1BEbczrwGBr+PstqRUisj2bkAYiWibJBM/wLQF4Eh6kA4chrxxd8nYzSnqYMxMBEy7Nzm\n", "2+dJoYGRaiFG6axS6x8EQRAEkW2s78Bw5SuFxHxBxEygvClz0dLAUEZkmIG6BkaWUkhM7LPDinKN\n", "qUjWR202mzBxsnoUhi8UQbvKqrnRyZJWjvl4ICLbc1AxgcyHBkYoIuG1o0PyNkM0IgMQIzBiKQ01\n", "WYnAiNv7jBlV8eMbsEeh3kf5vnTatLhzZixFBAZfbYOfvPI6GbyGhHI/Zf+TGEvo14EI0+zXvD23\n", "HRnEt184hL8090Ji+u9v/SkdGPHoES0HBn8/qXDZcxrxpebgae6eENLA9LD1yAC++ORHuOF37+Po\n", "QKJzVAtvSH8ERmoRT2UZVes7B4nCoVDvv7mC2l/a7QfIBkawvgMjTykk06tcBZVCQmQHZdlUtRXP\n", "TMmWiCdjTKhc0FhdlrBaaWQiocQs/YsYqULXrUTroE9VdNFoKVV+gsCnRfCRQHyEQ/S93NtuV/to\n", "gnPvgOzASBR65fvLsAkODMaYEIFxxgw+AsPaGhiMMSFt4/TpHvnviRQRGFMr1auQ8E4lt0vpwNCe\n", "3PeOB1Wdq6l+w+NDPvznzjYc6PXiN+904Kfbjume/Gq1Rz5//p6mcd/0KSpxiJP2bDswEm0z4g/L\n", "lYP0sr1lCAzAeNiOezcfxYkhfZ9Xtl1Jhc4xVFhiCb8ZOTAIgiCIfEAODAP0jYsRGOU6Bk65gvKm\n", "zCVmz9xUIUkcBJrhwBj2heXJRlWZA5VlDthtNpQ7Uq9Y6j1+DK0Sqjyp+mgu89KzjVL/IoZRRycv\n", "4tlYVSb/PRaMcBoYigiMPEzYtx0ZSnht/6QDY1gQ8YxpYMR/azPOd9gflq/VCpcdp0ypEI6vd7W7\n", "EO+jQ76w7PjyuOyYV+eW3xtTVCGJSEzV3gCEEsZ8lEa5IoWkokysVsKjJZSq1HiIsXz5cjDG8N9v\n", "tIP3e7zVNoI7nz+ENh1iloMpNDDKdYwBvIpKHLlMIRnS6N9GdTB45/mIP4zvbW5Bl0rZYCV82ytV\n", "IjD03nfVrlO1KkkEkS6FeP/NJdT+0m4/QDYwguUdGOXcwzebURARiYlq6EoNDItPuAh1lOHnuRLx\n", "DJhQhaRbEX0RQ8+AXw/8qqueFJJUJAtdtxpHVPQvAOPtmuD6xgzuNxxPqoGRWwfGWCCMd06MJLx+\n", "sNcLiTGFiGe0n/ApJGZESPAT67m1briddpRNOuqCEZb3FL9M4DUn5tS6UVXOlxwW+xMvzlnrdsLJ\n", "iXPykRW88GvSFBLF8U9qVENJFoHx16ND+HBS84GvH9I+EsCdzx9G0/Fhzc8CxjQwtKo38fdYt1OR\n", "QpLlvsE7lDjfsWEdDOVvPeAN4XubW4TIUDW8KSIw9C4CqV2nvpCUUUlYgiAIgkgHyzswchWBMeAN\n", "Ifacrq9wosxhJw2MIkZLAyM7ERiJfccMEUtewHM6t3pvVr8dMRiBkaqPFmsEhifNcPWwxOQIGbst\n", "GvUVYzwQlu05pKxCkuMUkp3HhmWRwlOnVsjpIePBCNqHA4oyqtmpQsJPrOfWlUdLtQrfoc8mhXgf\n", "5SuQzKktR1VZvF3K+1OyqCi+hKbeFBJlylO7VgSGxm+4bUcTfvtOh7z92TOn459WLZCdDv6whJ+9\n", "ehxdY9qRBGaLeHrKHMK4IespJJxtzp1dLf/9Yfe4IR0M3oER80t1jwXxvU0tGE/yXPIZ0MBIthCj\n", "dZ1a3dlMFA6FeP/NJdT+0m4/QDYwAjkwdCJWICnL6XcT+YExluCwCEaYaRVCgGhkj1pOuRkpSYf6\n", "JuS/Z/AODKc5UUuCBkZF4sTCKMlWfq1EKCLhOJef/rHGuB6DkXB13gYel0OhgRF9TxnhEH0vtxEY\n", "247Eq498avEUoQLIvt4J9QiMcnESnukqLq8nMLc2mmIhVjqxrg5GO9e2OXViBIZSk2coibCulrZF\n", "QgpJkvQKwVFUWy7/rZVCsqO/TI72mOpx4eZzZ2DVonr84tolckRRKMLwVltiBA8QvQenEvF02W3y\n", "hD4kqZcqVop4KttoVFDTCCPcb3LurGo5lWfQG0bnaPLoCR7egfGDyxfK0TXtIwFsOjSg+TnhPlKW\n", "KgJD+/6kdQ2RDgZBEASRa8iBoZNeoQKJK/G787wKQXlTUZq7x/Gbdzp0C5xpsXz5cnhDEtTmVWYK\n", "eWo5Q7RCofXSMxbECwf65e0zuaoMbh0rlnoQqpCYrIFhVOyykGgb8iM82XFmVJcJkRNGwtUnQuLE\n", "o4qf9E9qYIz4wwl9VG+0gRl0jQawryfqKLPbgMsW1eP0xrjI5IGeCUUERrQNDrtNdsgwZO504UUu\n", "505qRPBOEr1RHoV4H+UjMObWlqOK06gYV0wek6V18RoYPMoyqpVl2tchb2e+0otaCsnRAS92Dccd\n", "Dl//+GxZSHThlAp8/qxG+b3d7WOq5zYWiCA06eD1uOyCEGkMm82GMkfye5ogZOm0w+WwwzXpAJAY\n", "5O/IBnxUzBSPC2dwDs0PdaaRBMPxUqxOuw3LF9Ti1gtmyu8f6dOuSpIqAkO/Bob6fYVKqRJmUYj3\n", "31xC7S/t9gNkAyNY34GRozKqfJ7ptMnVbFHEk2VU0YHInEBYwn1bW/GX5l48uLMt4+NplV80s0yl\n", "pgMjwwiM/32vUx6UnzbNg0sW1MrvmeX0y6YGRraF9bJJC5c+curUCrHigYHVSn7ltNLlECeuk31Q\n", "WYEE0O8MONLvxatHhxDMoA9sb4lHX1w4pwb1FS4hAuP9zjG5j7nsNmFyLDoYMvu9BQ2MumhkAC8U\n", "auVKJO0jYnSJsh/w0QNq6ToxPCr6B0CiBkaFRiTURDAiR1O47DYsnRZ3VCkdGIwx/Peb7bJz7dxZ\n", "VVh5Sp2wz/lzuHSKrjHVex6fPjJFJfpCbkMKp6zaJN6dI80d4T7pduLMmXHHT3OXuuNGCR/lUFnm\n", "gM1mwzLOgdSWpKIJ3zY1EU8hncagBgZAQp4EQRBE7rG+A0Nn+GOmiBVIogMpMys6ZArlTUWjDmKh\n", "9cczjMBoamrSFOw0U8hTy4GgllailwO9E3j1aLwqxNc/Pht2W7yfGtHA8IUiWP92O/7wfneCgy6b\n", "GhhWjsA4OhBfDT11qidtwcAJbmXTU+ZAjVtMIWlqakqoQAJEbRdOkZLRPRbAt54/hJ+9ehxP7u3R\n", "fU48jDFsa4n3szWLpwAAFjd45JD+Hi71rt7jhI3rh2alePjDklwu2G4DZtXEHBjGIzAK7T4ajEjo\n", "ntSysQGYXVuOMk6gNMLEa3gkSVSUZgSGS+nAUF+R56MvZtWWo55zKAwr+mHroE+OzHHabfjmJXOF\n", "3x4AZlaXY/bkbxWIMHl/nlT6F3Ib+HGAiiNErZRoroQ8hxVlhPlouObuxDarwTsJ7JFof+Cr0bSP\n", "BDSvea8ifUZJhc5FIE0HBqWQECZRaPffXEPtL+32A2QDI1jegaG3hnmm9E8kamAAgJuvgpLh94cl\n", "hn9/7Ti+8+IRdIykLo9GiPCDXX84c3X0MY0B23jQvNVcrT6TrjOMMYb/7+24aN6lC+uEUG9AUYUk\n", "haPgid1deOajPjy+uwtvKvLUTY/AKCvCCIyGCuEeZUQwULnqyos3xlIHlBVIYqSKwvioe0Iua6lW\n", "QUQPB/u86Jws4+hx2XHxvGiUT4XLIZQxjaGMCKg1qRJJx4hfrrwxo7pcTicwu9JJPugaDchRDNOr\n", "4qW7BR0Mrp+opevE8KisvgOJGhiVgiMxfuyTikiQZL8f//w6f3a1MNnm4aMwdrePJrw/qNOBkSoC\n", "w5siAiOb0ZvifdKFxQ0e2eHSMx4UxJa14O8Fbnu0Q1SWOeTFlLDE0KkxZuDvpWp9QLcGBtcO3hVF\n", "DgyCIAgi11jegZGrQYiyhKr8/SY6UN45MYLtLUNo7h7H47s7DX2W8qZEBwaQWVjw8uXL8xqBkW4V\n", "kp3HhrG/N77yeduFsxL20dtnJcbwamt8hf0Ql2ctMSYMaGtN0MBIVv3AKkQkJlQgWTTVI4bkG+iT\n", "CQ4MhYjn8uXLEyqQyO+nSMngU+LahvxpOfsO9sZXjy9ZUCdMInnh0hjKiIAak1I8xBKqcWHJ2jSq\n", "kBTafVRZgSRGNe/MCqg7MOoUDiO3yw4xBiJKMhFPvr+2K+zMOy2Vvx8feTOjuhxanD+7Rv57d0di\n", "OoXeCIxyZ/JISP4+F0ul4R2Lya7LUETCnz/swV+aew1fJxGJCdE/sdK2ywQdjNRpJPxv3Dg1ng44\n", "vz7uGNJKIzEUgZHkecC3o4EbA5EDgzCLQrv/5hpqf2m3HyAbGMH6DowcRWBorWy5Daxmp6JrND5A\n", "fL/TWIk1ItGBkenASkvrQisyIx20+kw6KSTBsIQN78YdX+uWTZPD6Xn0XjP7eiYwyGksdHArsOOB\n", "iLwyXFnmgMuR+a0kWfUDq9A5GpBtOqXCiakeV9rlYYXSjy47qlU0MNRSSIDUERj9nChxSGKCzoJe\n", "+rhj8I4DAIIORoxkERiZlFLlhRDnciv9vMaGVauQ8L/LnNp42yo1hDyH/dpVSOw2m+oEViniyQtl\n", "8gKNYqlat+CQGvaJWhy8A6OxOh6xqOTsmVWIZWEeHfBhSHEP5/spv3CgJGUERpBPIXEI/wPJr8tt\n", "LUPY8G4nfvNOh5Cap4fRQFiODqoud8iVQ/g0kv0qqTNKJjR0LOZz/b1tyAclEa4Usw2J6UKAGEWa\n", "zA68k4p/rpADgyAIgsg1ReDAMC+FQwvGmDCw4gfi5SY6UAY5J8mIPyyUBkwF5U0lhtNnoo6u1MDg\n", "V0TnRMsAACAASURBVC5zEYGRTgrJxgP98sShptyBL57TqLqf3iokO1uHhW0+LHzYoP4FUBoaGC2K\n", "6AsgfcdMsgiM8WAEr7/epJlCMpqij/ITQwBoHTTuwEi2On66SgSGMqUh0xQSiTH85p0OvMhV2zl1\n", "ajx1pRg0MPjJbUycFIBQUlcrAkNpbwCqVTyUDgz+eu4YDWBfT9RBpBRKdTvtsgZUMMKEexmfFsGX\n", "cFY7n481xifzyigMvo816NXASBGBEbse9Wo/8OWoDyWp9qGG1n1yIZdipaeUKq+HMz4c7+/z6uPH\n", "UYvAUGp/2G2JMThunSluvEOfd2BYueQ1UVgU2v0311D7S7v9ANnACJZ3YPB58+OBSMa6B2r4QhIC\n", "kyviZQ6boOZuVklKIHECvrdLX4k1IkpCBEaGq/j8KvZ0bhA+ZuKAjc855icl6URgvHMyrmVw07kz\n", "hLKbPHpEPCXG0HRc4cAYDchCnslWetOlGKqQ7OmI5/HHJtOedCMwFA4Ml8Mu328kBgQksQrJFA9X\n", "ZjVFxAGfQgIAxwYTV29TwTtBGhSr4zOqyhIm0PUe8yIwQhEJ//FaG/7S3Cu/dkZjJVacUi9vm5Wi\n", "ki+ajg3j7RPx/rSUi2oRIzCibWOMicK6FYkTfrUqFHz6BRDVDlnOVS367zfbEYpIst4JEI0Gsdls\n", "qK0QozBidOuMwACiGhkx+OsHMJBCIpRRTbx3elVEPPWmdvH9vHcitbOBR6l/EWNmTdwmPeOp9a5E\n", "DYz46wv4FBIV4Wo17Q8lyjGMVjW1ES4Niz//CSqjShAEQeQYyzswKlwOeWATkpgwyDILZWk6W5oV\n", "HVJ/T/oOjEzypkIRCbtOjgpCpVYkQQMjA0eDUgNjFjdg01umUg/8yl8153BIp4xqLzdpOH9OjeZ+\n", "YtqTuo0O9Ewk2DMYYfJgnp+s6NG/AFL3USECI0eD4o6RgGkh0H0TQWznqnJcNC/6GwhlVI2IeHL7\n", "xpwgfBTGGeddKKSQzK+Lr8amcgj0KSIw0nFgDHjj/a3BI05SbTYbTlekkSgdGrzIprIMZzK8wQh+\n", "9Eor/sqF818yvxY/+5tT5RB9ID0HSaHknw55Q/j5Gyfl7TWn1mNJQ7xsqVoExkQwgtCkA7/CZU+I\n", "rADUK5HwUYwxvv7xOXKlk6MDPvzPrk752FM8Tvk4tSq/IWNMiMBoTBKBAQAXzBF1MPhUFKGMagYp\n", "JGplVCt0CnD3cfdV/m89KCuQxOBt0jseSrnwwj/LFi+YK/+dqhKJWvUVJQ67Tf6tGbQ1RGKvu+w2\n", "4XqnMqqEWRTK/TdfUPtLu/0A2cAIlndgAMDCKfGHeGsaA/FU8I4F5SDcTA2MQYUg34ddudHB+N9d\n", "nfjBy0fxtf87aNmVbyALGhgaOb/ZSiGpdfMRGMb6ksSYaqlfNfSkPe08Nqz6eiyNxOwKJIAYgZGJ\n", "AKteth0ZxFef3o+bn9qX0He0GPCGsPXIgOqE+P+ae+UJxBmNlVg2GRqfbmSJMoUEiKYGxRgPRATn\n", "Kr8am6yPBsNSQkTCUYP3TcZYSn0CpQ5GshQSvSKbAPDoe13Yw6UaXLV0Kn60emGCGKWggeEPW0ZT\n", "iDGG/3rjpPwbNVS6cMcn5gj78NFVsd96SEdaFx+xGEMZgQFEoyZuOGeGvP3MR33y33M5LY46N19K\n", "Nfr9o4GIfF+pcNkFZ4sai6ZWyP16yBfGscl0JokxsQqJSkRJvA2cA0O1jKpKConO1Il+7hx6DTsw\n", "1MvaVrgc8nZYYinvP+Mq94LY3w18JRLFAo5XxQmqRipnDn+/q3E7hXMgDQyCIAgi1xSFA4Mv2Zcd\n", "BwYXgaEIYzVTRFSZQjLiD2sqiyvJJG/q9clUgfFgBEf6zbdfLmAscRCYiY6CUgNDdGBkp4wqP+EK\n", "qoRBJ2PYF5ZXSGvKHZrhwkDqPisxhtc5Bwa/WtgxOUDOtgaGkUiFdImlyEwEI3jjuLrDhocxhvu2\n", "tuKBHSfw988cFBybo/4wNh0ckLe/cHZcfyRtEU9uYhCbePKlVHe+t1eePDjtNqGPagnQAomOPiAa\n", "Jm8kjWMsEJHTnCpcdtWVfaUOhjKlQelg0Mt7XLnNm86dgW99ci4c9sRJeJnTLk9WI0zf/cDIfTQQ\n", "lvBh15jp2ktbjwziLa5k8XcunZeQDqY2geSdikrB1BipymjyfP7M6ULkWQxeKLVWpRIJH31RbQ8L\n", "EYtqOOw2nMulkbw3mUYy7AvLQsHV5Q6UaZynsg3qERiJpUT1pJD4QhHhOTAaiKg6IZnC2RIjmaN3\n", "Bpda05UicpR3EnS2tQrvJUsjUbuHqJFqIUaspOIgBwaRFUo9/5/aX9rtB8gGRig6B0Y6odCpSBaB\n", "YZaIZzAiqa6afphlHYzxQBi93Mq9VQcjY4EIQgrdiEzbMqYhWjaepQiManf6KST8yuD0FCHbqUoP\n", "H+idkFcda8od+PSSKfJ7saoIWrndmZCpBkZYYobShvj+caQ/tTjfoC8si/j1e0P4j9fa5Hzx5/f3\n", "yb/lKVPcuGhuPCxeEPE0cI9QqzzAp5D0B+LHra9wCikZySIwlOkjMY6rVDHQQo82wZIGj5DSodyP\n", "n9Alc7go4X+3q09vSDpBTtdJkgrGGL63qQXffakF39/SYpr2Uu94EL96q13evub0BtV0MD6qIabJ\n", "wz+ntKKi1B0Y6s7OMqcd37h4TsLrfMWZOhUhVr4CSa1TX38X0kjao2kkvIBpMgHP2LnGUDowGGOC\n", "4zA2WReiDjScW0qxW0D9+rlv2zHc8MeP8GvutwOSO3pncs+U7hSRHaIGhtjX+DQS5YKHWuqMGqlS\n", "YYcTIjA4549FxwwEQRCEdSkKB8ZCwYFhXE0/FUoNDB6zRDyHfeqD6w869Tkw0s2bOqZYsbGqA0Ot\n", "nKS5GhjZTyHh0wPUwqCTwTswpqVyYKQIt+ajLz65oE4o1RdLIRkRVuTM18DwhSRDIf8t/V7c8qd9\n", "+NwfmrHr5GjqD0Ac3B/WUV3ghOJa2d0xhj/t7YEvFMFz++Ih9l84u1GYVIvtiuhul1LEExAnro76\n", "eIj/FI9LeC+ZQ0Ap4BnDSCWSZAKeMcqddnzh7EY4bNE0D2WUhsdll0to+kISgjrvn8rysskwWulE\n", "73102B/G/t7oBPuj7gm8dLA/xSf0sf7tDjlSZFZNOf7uolmq+wkr4JP3Iy29BR69KSQxPj6vFhfP\n", "Ex0ofASGWEo12id6xuLRBB+bH++jyTiPi8D4qHscX3/mIP55+zH5tWQlVIHkCwn+sCSXMi132ORo\n", "nQod2jRq14oyjaR/IihHzLx4oF9wZiVz9PLVWbrH9Dswzj97mfDefL4SicIJqfdaSVWJRIjAKFek\n", "kFg47ZQoLEo9/5/aX9rtB8gGRigKB8bcOre80tczHsS4iSH+QAoNDJNEPPnwU36g0dw9rqkKbgbK\n", "iBWrOjAGVFbFMhlYMcaECAx+tWw8aF61G37lj18tVkaTpEKIwKhM5cDQXnlUpo9curAOs7kVV9UU\n", "EpM0MBx2mzwRYdB/PZ0Y8uOfthxF30QIoQjD5kP6JpP84L5t2J/y+9TSuR7f3YWHXz8hO7VmVpdh\n", "xcJ6YR+n3QbX5ExdYvorzPDq/h7ZgRG3NR8ubiQCg3c+xMT7AGPRa/06y1vecv5MPP+Vs/Ht5fMS\n", "3rPZbKKDQcd9OxSRZPvZbdrpDzH4SiRGK50kQznhfOy9rgQR5nTY2xXX9rj70nmaq+bVZXwERrRd\n", "w0kc7THUIjCU2iFKvnHxHLn/AsB8LmWhTi2FZFy/gGeMaZVlsqM0JDEcVzgLly+oS/p5N3d+yoUE\n", "rSgEPeWNVSMwFA4Mvry0Ukh8JMl9kk8h6R7Tn0KidAQmSyHRG4GRyhaCw7rCKfQjqkJCEARB5Jqi\n", "cGA47TYhjFIZVZApfKnCZBEYWhUddH0HN9D5WGOlPLAf8YdVy6MpSTdvSqkZYlkHhkr+cSYRGH/d\n", "+QZi88xyZ1TRPxt5v0IEBjeZMxrN08sNtKdXJV+tTOZ0O9TnlUOkq8sdOGdWtRB90jUaQERimuJ0\n", "ydDTR0Uhz9Q26BoL4N7NLcIAWytFQgnvwJAYcDRFGgkfgeGyxx0Sr7XGHT6fO6tRVY+BFwzUK1DK\n", "7xfre1VcH2wdiIfY11coIjCSTNb5akPnzIqvfBvRDxrgjjE1hcOszKH9mKkxWCmE7xOVZY6U+gpG\n", "IzD03keVE87xYAQb3u3U9VktJMaE+8rHFBoiPFUqVUj06NKoVyFJPgyYWVOOu5bPQ2NVGb5wdiOm\n", "cb+3WhUS3rkz1C7qNSTjgjnVwna5045PLZ6Ch69ejCuXNiT9bLIqJGoCntG/ucgojfttr8q9RPma\n", "UjiTf14L5abdSgcGl0JiIALjYPMHwnvKSiS8c11vBEYF79RWE/HkHKI1iggMbzCS1UUWonQo9fx/\n", "an9ptx8gGxihKBwYAHDK1OzpYPAra1OSVSHJIAJDmVN+5owqeTubOhhFE4Gh4sCYyEAI0heJT4xi\n", "qR1C3rlJaSSiA4OvQsIMpVAY0sBwaPfZna1iaUqn3SaUKo6w6GBbCI3W6cDQgzLdIhn9E0F8b1OL\n", "EA0QfV2fA0MZKn04hQPj+HD8WvnmJXMSUmfqK5z49OIpyo8B0Jdvz8MUk9nY5IOfuAYlUV+iRqUy\n", "hRq8g4fX6jg+5NcdWaQ3AiMVRh0MgihhkhXlGEYdJHrpGk2ccG49MoiPutO/V/tCkixa6XbaBf0Q\n", "JbyY67iKBoYyUjCGR8WBkSoCAwDWLJ6C392wDLddKKa0CA4Mn4oGhkv/Pez6sxpx/uxqnDurCndd\n", "Og9/+uIZuGflfCzjnoVaJHdg8KVEuQgMHVVI1EqLK1NIOpQODC5SK1mkmiDiaSACQ6mBoaxEwp+P\n", "3iokqUo9K1MGHXabPPZhGp8hCIIgiGxRPA6M+uyVUhXK0ykiMMwS8RSdJC6cPTM+aOPDiod8IWw+\n", "2C+ErQLJ86beax/FH9/vTpggSIwlaIaMW9SBoaYAn0kExmlnnSv/HQvbFx0Y5kyG/IoBJj9pMZJG\n", "YpaI5wecs+zShfGw7TlcGsmJYb88QbZBnCQmQ09un94IjLFAGPduPiqvXPIh7kO+UMqJuKQQ9gOS\n", "OzAYY8LK6vmza/CPK+cL+1x3xnTNSgl6Kh7w+MPxyWyZwwbXpNNJqyRlfYVT0JTwhyVNIVg+r3/R\n", "1ArZKRsISylD2WMMpCihqhfRgZHaLmIoferHVy0v4qnD6ag3/5RfMed/2/9+82Ta6WW8OHBVitKj\n", "ahEYQzrSuipVVuH1ODC0UKaQMMYEB8YVl16k+1hTPS787G9Oxb9fuRh/c9pUVWeLFuJCgmh/PrpC\n", "MwLDQApJggNjRBmBER1/BMKSfA9z2MToKSCqVRS73Q96w5pRd0pn5qpLL0nYh9cp4iPFROeNziok\n", "OsqoAuqVcAgiE0o9/5/aX9rtB8gGRigaB8bCLFUiYYyJzgVPEg2MDFYh+Al4vceFs2aKERgSY1Fx\n", "s/87iIebTuI7Lx3WVamhbyKIH718FI/t7sIv3zwpvNc9FkwYrFhVUXzAm+hQyGRQxTsoquUIDH0r\n", "3EbgB61up13QJDBSiYRfVU+tgaE9WB3i+iFf3YdPI4mJFwLRwaxaykS68JOKZH3xpYP9ODG50umw\n", "AT9avVCeDEtMWxQ3htqKYTIhz2F/WP7N3U47plW5cOHcGtx24SzYEK08cvXp2mHuHoMRGF4ur5yf\n", "KFSXq09M6z0u2Gw2XX2Un5RNqywT7p16hTzNisCoMRqBoVIOU+/xTY3A4Bw9t180W3YCtA768fz+\n", "Pq2PJWU8GD8/5WRXSYXLLk9+/WEJYYnpqgykdAqUOWywp0jDSYYyhWQsEJGvLbfTLggTZxP9ERh2\n", "1b81RTxVqoMohT21UkhGFL+HMt3JabcJ6Tg9GpVIAhEmpzO6HDbVlCxel+Q4FwEiRGAk6VPiOCaF\n", "BsZkpCA5MAiCIIh8UTQOjFMUlUjMysn0huKiceVOe4IQVqqKDnoZ5CZcUzxOLKh3y4PD0UA0v/of\n", "N7XIg9RBb1hWPge086aODfrkwc9bJ0aFSbGao8eqiuKqERgZtGXX3n3y33IEBjdg4ycbmeBPcGDw\n", "/UlfH/aHJXmA6bTbUO9JHhGhVTlHYuIkiJ+c8BEY+3rGVfdJhVENjGRhyXw0xFcumIWL59UKZTr7\n", "vclzytX6RvtIQHMgzq9qzqtzy5O+L5zdiKdvPhO/XLdUVV8ghtugtseERqqE1sR2yuSENZUORigi\n", "ySv1dlu0ekk6zl89VUj0wKcf6Yn+mNBw7GiRPQ2MeP86a2YVbjq3Ud5+YndXWo5g/jdP5cCw22xC\n", "+8cDYV26NEqnTyr9i1RUuByy8yAUYUIp3sbqMrzxxhsZHV8vejUwPFoinmENZ5/Kc6VvPCSPLyTG\n", "EhwYMR0KPULHeoQ8JwJiv1Dro3wlkhPcb+AL6ovAqDAQgVErR2BQKVU1JElCJEL2SIdSz/+n9pd2\n", "+wGygRFMd2B0d3fjD3/4A5566il0dXWZfXhN6j0uedDmD0uqOcrpkCqvOFlFB0Pf4xVTSGw2mxCF\n", "8ZfmXoQVocmvHh1CKvhBVCAs4UBPfPVc1YFh0YGIqgZGBuroggaGO3sRGIIDw2UXBuJ6IzD4VcKG\n", "SlfKFVWXwyav3oYkJoe8jwUictpCVZlDTlsAIFQi4SMVzNS/APSnWvCT0ZgKPz+RTqWD4VPpGwzA\n", "0QH1KAw+r30et9oJ6ItC8SRR+e8aDeB/d3UKWjcTKgKegHYKSSwyLFUlEv46qa9wwWm3Cc5fPel3\n", "wUjcYWa3aVe80MOSaR75bz1aP4JjR5cDw/wqJGGJCavwM6rK8NkzpssVN7whSdMRFJGY5j12PEml\n", "CTV4J8egNyw7xpx2m2Y/UZZRzSR9JAZ/DzjI3Rtm6KxAYgblSRYSvHpEPFWe3b5QRL6GeJuGOOfE\n", "oDeU4GiOVSJJJuAZQ3RgqI9ZklUgicGnkPDOXdM0MAIpUkgsuvBhNlu2bMH69evR09Mjv5avMTFB\n", "EEQxY7oD491338VNN92EG264Ae+8847Zh09KNoQ8+bziKSoDddPKqAppKtHv4XUwYvADlffaR+VB\n", "uVbelDKUfk9HXE9DLVw8WyXReseD+P6WFvw/LxxOCMHNFMaY6VVIps9ZIP+tpoExapoDgxNnc9oF\n", "LYdQWF8EhpESqkC0fKVaGomwgqtw1s2pifc7vgyokRKqenL7Uk0qYqitbvIRGGr9gUfLOaKVRsJP\n", "ChbUuVX3SUayigcPN53AU3t78ONXjsoloLW0HjRTSNQiMFR0WvpUIicWTuEqOOm4bw4qnCCZpBCd\n", "OaNKdqYdHfCldDLoraoQw2iKip4+2jselB19Uz0ulDntcDnsQjnLYZXvGg+E8aU/7cMX/tCM99pH\n", "Vd6Pt03LAcHD62C0j8T7Z53bqVmdRTkBNsOBwUe58NdPY3VZzvJ5taLKAG0RT7GCmJQQtamMMuK1\n", "hWL3XKX+RYy2Ib+uCIyZOiqRKJ2ZajblU0j4SiR6U674KiTK+xNjDKOcPk1MV6ZSKKVKDgwAWLt2\n", "LS677DLhtXyOia1Gqef/U/tLu/0A2cAIpjswPJ74ilpZWe5WYAAYXknUAx8ZoTYISVbRQS+MMUWp\n", "1uj3KB0Yl51Sh0fWnYalk6uWEQbsPDaMZCgH0ns64w4MtcmKWakRPCP+MO7d3IL32sewv3cCT3/Y\n", "a+rxRwMROTqFFzIMScyQjgSPmgZGVZZFPMud9qQriVoYKaHKf5fyHJKVYZxRExec4zHiwNCDR2cE\n", "hlqqi5EIDE0HhoaQ54kkERh6ECJLFIP9ln7f5DlJOCL/rT7xUFuBrSyLh/GnqkTCV1WI5d/PrXPL\n", "10zXWDCl42/ApPQRIHruixui9zMGoDlFFQ+10rLJ4EU8zXI68qH+M7kVdP5aUHNgvNk2gv6JEIIR\n", "hlcODyS8L0ZgpL6u+AiMk9xEOtk1aXYKifL7DnEOjFRiwmaiu4wqt5/DbkP5ZMdnKp/jHe0NlS7B\n", "Odw7+Z4yfSRG27DowNBKtdOVQqKj8k5lmUPWoolFgADaJWSVJFuI8YYk+fla4bLLQsUeQQODqpBo\n", "kc8xMUEQRLFiugODL/3ocmU2uDUKv5JomgPDSARGmikkY4EIQtwAIbZKNL++Ap8/azpm1ZThax+f\n", "jX9atQBupx2rFtXLn42lkWjlTfGr6kB0hWwsEIYvFFEdfJk9EPGFIvjhy0fRzg2wk4klpoM4oSpT\n", "DKzSm7S0nOiU/45HYHClC02YDDHGVDQwjIt48ikk03ROGsQIjGhbRBFAccBd5rCrTkjM1sDQE4HB\n", "GMOIyuRA1MBI5cCIH5v/3OF+9fsGH4ExP8MIDP43D0tMmLgem8xf19J6cNhtCZEHfGqbUClHZRLd\n", "Jwh4Rttd5rBjLtem40PJhTz7FSWfM+XsmfpLRvN20SPiWS2k1IRTVgjR00e7uJXyGZy4LS+cqSYi\n", "y0fZqVVcMVKFJLpPvG1CBEYSB4ZyEmuGA4O/B/BClDOqynKWz6tbxFORQpPsfqMUu+Wdw73j0ff4\n", "kqXTOGde25Av6f00xgw9ERiKFBItm/JRGLH7lf4IDG0RTz5yiXeQ8vcl0sDQJp9jYqtR6vn/1P7S\n", "bj9ANjCCucungCBepBXGCkR/pFioTOwHy3T7lNPPk49/oDOuD5HJ8QdVwur599VEPI1+3/Y33gEQ\n", "9dJPqXAJ7//dRbOxNHgMGBmCzTYdAFDRfwQ2VIDBho+6x/HSq2/gxMFm1eMrVwIZgKe270KNi4Eh\n", "GrHSUCZhIGgDgw2BsIQdrzfBYcv897joE5fgp9uOCatyAHCkbxw7X2/CikvN+f137voAQHTwNsXj\n", "xOiEFzHfnDcoYd9u48fvGQ4A9ikAgI7Ww2jqi6B6zhlyG9q6egHMz9g+sfmUHQwuhyjiGZxMIUl1\n", "vObWkwCiA6Pp3KQh2fdHghWyjd7atQcz3BKG60+Tv9s33A/gFOHzs2tmJAyy69xO3e2NkWx/3vkU\n", "G3wnXC8730BIqgQQnbjsfuctAEDD/DPlzx7t6EOy32fviBNAdPLQ6PBhCA5IsKFzNICtO5pQ4Yjv\n", "/8prTRj2T36fw4aWvbtw1OD10dvvAhB1AB1ubUPTeAuWL1+ekNZwbNCHpqYmfDQYP7/h/h40NZ2U\n", "j+diYfC+Z0fIK99PaxQTduX5qIlvNjU1oSpSjtjjYOu7zRisD2u2Z9dHh+Rza6h0pd3/Y9vOwROI\n", "Xb97u8aS7u9V0cBItr/TboPbzuCXbJBYdDL44XtvZ3S+7+0/ithvyU/S62qXyOd2oPUEcO4M4fND\n", "zgXy+10D8ci52PsTjvj7vR1twPkzk55PVdm8+Pe19wOI2iM4Oqj5fLXbbCizMwSl6LO53GnP+Pcb\n", "H+iW7cHTWF2GvjSOl8521B8UvUYnAiGh/a0nOhC7P1Y4HcLnK1x2xIKrYg6M2Pu9lafKbQkM9WDa\n", "qQvk7b2Hj+P6M6cLiwCfmF+LF/b3AwD2dwzirLlT5ff6Th4Hzhb7w/Lly1U1MJTt+2B//HqrKnOg\n", "ublZ1R7z6xdg92SK6Eu7D2PBlLOE6yXmvFKz39FxB2LXYFffAJqaOuPP13d2A5NjhVrufl/J2edg\n", "63Hg7EbN4xfydrbROyaOkY2xsVW2tfr2orMuRO94ECMjUeH62tpaANC9XVFVjXQJhzOLto2Eg9g7\n", "Gfmc6nzH3NOw80C7vD3u01cVTItMz31kZARNrXvz/vuX0nZzs/pcrlS2+Yi1VNgYM6lcxyTPPvss\n", "PvOZz4AxhhdffBHXXHNNwj7bt2/Heeedp/LpzAhGJPztY3vlqhvPffksQ7Xk1Xj49RPYfCga7nvn\n", "JXNwzcemid8ZlnD1Y3sBAC67DS/deo7h73i/cwzf29QCADhjRiUeunpJik8A925ukfUsbr9oFj53\n", "VqPqfnc8exAtA+Kq8lVLp2JJgwcPN0XLqq48pQ57OsbkkPO/3HymMBFKh4jE8G+vHscOLsXFZbfJ\n", "kSYbrj8d89JYyVbj5cMD+M+dJwAAq0+tx7FBvxyB89/rTsOSBv0XRIy7Nh7GvknB0wevWoyzZlbh\n", "w65xfPelIwCAZY2VePia1L9TMkb9YVz/++gNu7LMgWe/fBZ+sOUodk3mx/+/nz4FH59XK+//YdcY\n", "Pugcx98snSqU3/vHTUfwQWd05fr+Kxbhwrk1Kb/72y8cwoHeqGPp4WsWY1ljFR7f3YU/vN8NALj5\n", "3Bn48uQEKsYv3zyJ5ycH6DF+tHohLl1YZ7Tpmmw62I//muyXa5dMxd0r5iXs0zESwFef3g8AaKwq\n", "w+/+f/bOPEyOstr/36pep2emZ9+TyUwmG1nIagIYEkICRIjIZZNFQJCLgshVueoVf+CKIIuK3itc\n", "r4jovbLJDgFJIiZMkDUSQkKAZEJCMvu+z/RSvz96qvp9q6u6q7qrl+k5n+fhYbrTXV19qrrqfc/7\n", "Pd9z0QIAIQPOa5/8AAAwvcCF+y+Yr/s5T+/twH/94ygAYNNxpdjfPqT8Tn72mVlYWhMe8LDHfVZJ\n", "Dn7zL/NMf68n32vHva8dAwB8bn4pvnrSdABAU9cIvvLkfuV1c0o9+M9z5uKPb7fgfyeOxaVLK3EF\n", "cyzUv+lTZhbiplPrAQDPvd+JX+0Mxe8zc0vwjZP5+P1wSxN2TnQv+u66OkXN9cjuNtz/Zkh19Nnj\n", "SvG1T0/X/S7//dpRPP5eqFXolSuqcPGSSpPR4BnxBXDuH99VrtuPfWGRrrLn9pc/xt8mVGffWluL\n", "02aXaL6O5YuP7lMmmveffxynNomHW7cdUq5r7D5sO9CNn/39MIDQNfV7E8dE5raXP1YUc+x5K3PH\n", "9sPY+lE3AODGNbU4Y0707/Y/rx/DY3tC5Xgeh6ioii5YVI5/XVWj+75L/vyeoqL59IwCfP+0mbG/\n", "dBQefbcNv3ujOfL5SxfqtnO1Gl8giLMeCN2HbQLwwpeWKv92x98/xtYDobj/+5panM7E9StPA4MG\n", "fgAAIABJREFUvK94Qd37L3PRUBK+V/yy8Qg27w/d+7964jQUuO346csfAwjH7cuPv49DE2qH2zY2\n", "4LsvHgQQutctrMzFPyeuyz86fSZOYK7lMpIk4ew/7FaMQB+/bFGEzw0b3/MWluHLJ0zTjMEL+zuV\n", "e7oWm69aAruOX020e9vrR/pw80tNAIAV0/Lx042hxMVTezvwm4lr6NnzS3H9SfrXjExm165dWL9+\n", "vWXb27dvHwoLC1FdXQ3A2JhYJllj48nO7uYBfGtijBwP399Qjx9uPZTy907mzwaAO8+chcXV8Sd/\n", "CMIsZq7HlpeQrFq1Cg899BAeeughrFq1yurNR8WsFNoInGGdhlxar6NDvJ9RYnDAp1VGooWWlHnX\n", "sQHOwHNmcQ4nLx20QA763PudXPLi8uVV3KRQr9tDPLAlJCUehyXS1gENQz1Onm9BCQnrcSEreVx2\n", "QfPfB8f8+N5fm/C//2zFL145wm2HM/E06IGhNrADopt4AkA1I5eXMVNCYgRe0q0dY87dn9nPUiap\n", "Y8bEM9chct0w1D4YrP/FjDj8LwD+e7HlK2oFxsc9I6FOFar9Y1GXF7DXJW8Mnxa2/IOVvJsx8mS3\n", "kagHBhCKzdyyXOVxtDISo5J4Fqs7kbSyZRJMCQDrG6N13WU7WmkZrLLtMg11IXFpn1OxfGnYpL7V\n", "XUjY7Vp9bYiGXQzfhwMSuI5d0Tpx6P0ugVC7VJkIE8+h8YgWqnPKPJwPxQcGujUJghCzjMRIFxIA\n", "WFCZB731/RyHqJu8kP9dRu2B0afTWpstZSMTzxBbt25FY2Mjtm7dih07dgBI75iYIAgiW7E8gVFd\n", "XY2LL74Yl1xyCcrLy63efEzqLTbyZEswtNqoCoLAGyLGYeTZEyNJosXqukKlY8WBrhE8tW1nxGsk\n", "SeL2X/ZXaBkYx2tH+pTn64tz+JZoFgxGXv8kvP1Nx5Xi0iUVaGC6xBzQ8RqIhy5VTb4VA6uugfD+\n", "eTW6kAxaYOLJeqbICQWHRgkJEKq1lmu7/3lsQJncByWJG2gbNc7TOmd7YrjmTyuInLybMfFUl5Jo\n", "wR07nQQGO6BmJwZel035TQz7glGTV3xrRRun0lEnMFj/i3hVQx6dNoXqEq/xgISWgTHNUgmZPJXB\n", "I5v0ZFdv+zV8Fjo0TDwB/rrJtozVgvOc8VhjSsf6YOxuGdB93bCON0g02Lr9vhi/WyPnaEt/fCae\n", "7O9rxBeET+VxwyaO80y2UWWJ1daW7WpjSQJD4xpQmeeEIAiG4mkF6s5KrA8G+3tzq5KBOVHaG3OG\n", "t3mRHhhsC9V8lw35LjuX4DSaVIrVSnXYoAdGbaEb3z+tHqc2FGFhZS4q8sLGy2fNK9X9fIBPaKu9\n", "QNikH6vMtHrMkA1s2LAB11xzDS6//HKsWbMGQPrHxJOJVF0viMyEjj/FwAypWyJJETOLcxRFgpzA\n", "6Bry4eWD3SjMcWDD7GJT22NXzbRMPIHQzV++6Y/6goYH1jLdI9GTJFrkOm1YNd2Lxo9DiYL3+u04\n", "R/WaofEA5x6+sCJPKU9gzdZmJiGB0c5Mqs+cWwJBEDCLkeeqy1oSQZ3AyNXwUTCDJEkYYd4WVmCE\n", "j83AWACSJBmqadWDM/CcGEi72AQGM8Fhj0lAAt5vH8KyGi96R/xKWU6+y8atKEZDu40qmxiIPNdr\n", "CiIVGHori/FixMRTrz2hIAgo8TiUSUDnsA+1Or9FdrLicdowl1VgqDxbDveGz9W6ohzEg1tnoqTV\n", "2vNQ96iuiScQ2WKzyMMkcVi1gWqy7g+Gux0JCPnFyBTnOCAKQFAKndvjgSDnx8LCmXhaoMAAgMXV\n", "eXhodxsAYHezvgJjyKef2NGjgGulmti1bWg8oHQzcdgEpeU1ENvEU/3cwFgAxR422Rr+d0MJDJ2W\n", "ujEVGGwrUQOtaGOhpbRIZQcSGZc9XEYz6g/fh0eiqHbcTPtQtQk3Z3jrccDrtsMmhK6/faN+boGk\n", "ZkKdVlvkVnwoWKKpUWJ1Ihk0qMAAgJNmFOKkGeGSvsBEJ65Y9wVOgaE28WSUQYW6CQzqQkIQBEGk\n", "DssVGOmGlULvaR3E3TsO47JH9uK3bzTjju2H8Y/DfVHezaNub6o3MNSaDJqhO05X/3UN4WTMAV8+\n", "1HYmvaqV6mU1kbVsuU4bynId3KpcogkMSZK4BIk8mJ3FKDAOdg1H7G+8sPEr9jgSbu824gsiiLDJ\n", "nVMp7wh3CfEFpbjb5sqoO5AAgNPOdiEJx0dd1rOnNeTP0a4RZyNwA3c5gRHDNb8iz8nJkEXBWLcE\n", "GSOmaZ4oK6Iy0doTljK/n2hlJLysXMSMohxFvdE2OM6V0xyxRIGhnZhRdwkCQiUc0WTjEQkMHQWG\n", "usypa8gHSXmPnVP72ESBO+bsdY9FkiQurqUWdCEBgPkVecq5dbh3lFOlsXCr0QYn3+yqcawSkljn\n", "KDvBDK1wh38PBarPYcsJA0Ep4rPVJT4DJruQqM8DmVhJcPb66NZJUplBK9lZMTEpT5VRIqDfiWTE\n", "z6qt+O/Lt21mVRsB5ZrrEAUU5NhhEwWuTO0dJtEml9fVaVwf3HYxagKhwmQJiZmY2kTBUFI72hiG\n", "FBhEqkjl9YLIPOj4UwzMkHUJjIbi8Erq4Z5R/PXDbq4e9sUPuwxva2hcu72pGq2WlGZgVR6x5L8s\n", "K6d7lQFYc/9YhKpBvVKtlcCoL3ZDEARuxS/RwUj/WEAZQOY4RGWgXZHvVPa3fyzArXABoUHj7uYB\n", "jJtMDERVYMTxXbT8L2TyLPTBYFf85ME334WEUWCoPmvPhE9AOyNzLs81kcBwRA72OQ8MjRVDmyjw\n", "knm3nZvAWUG0mnQZvRISgFcEdA1FSWBw7vw22EUBDUwZxUcTJU79o35FIeW0CdxqqRn0pOraCoyR\n", "qF4P6sltMZfA4BUYbJKQlcSXapwr7Ha6NRIroW0G4JtIrHkcYsImyTJuu4h55eFr924dHwwu8RSX\n", "AiOx0i+2hWpVPq9IsouCEn8JvAKmd9QPdbq2X/WbHjJZQqK3Gh/LOJOdtFtRQlKgU0KSanQTGGwb\n", "VYMlJOy9qSTXoVzn2CTxO81hpYWsTqvV8MiJpYipilFCEk2NZRVuVYKVvW6wie0CnTaqlMAgCIIg\n", "UknWJTCKPXbOyE7Nm5/0a5rbaWG0tMMdxQDL0Ocwq52srDsWLruIFdPCHSfU5nvqkoC6IjeKVd9j\n", "5sSkzcrBiFp9IZdZiILAubwfZBIukiThlpea8K3NBxQndyMEJSlSgZGgBwZ7fqjPJXaFezDRBIaW\n", "AsPGKjAYE0/V93i/YwjjgSBXqmPUwJP9PCCUSBn3B5XJoS2KsoItIzHjfwGY98DQLSHhlCL8d2YV\n", "AZ3DkZOB8LbZBEHoM1kjz52HQwa0nzB+ENML3bBFMcKLBlcawxx3zQRGj1qBoTLxVHlgsNcMt12E\n", "Y2IffQFJqdEHVJJ4jdIPthyiW0cBESsJkghLqsIJVi0fDEmS+LgYLJcyo8CIdY6yE0ytZJaekaeW\n", "0obdl0BQUn5/AowlZ/QUGLHMM1mVn9GSxWi47SJ3PQHCCoxU1vPqqQhGoph4shN39j2dOl4x7DWW\n", "vX/JCowZGgqMWGV27HnUolFColZgJCOmdlFQFGgSePWfEQVGPKWaBKGG6v+nNnT8KQZmyLoEhiAI\n", "Sg2ogFBv9l9smq3UuPuDEhqZ7hjR4Fek9SeHLtVk0CzdBnw29GBXb9pVK87qkgBBELhOIEDYvM9j\n", "YQKjnRnkV6hW4tgykgNMJ5Km7hFl1XVP66Bu+YCavlG/0n4x32WDyy4mPLBiV07VLe3yY3R5MAOr\n", "1nEzZSoy7ORTfUx8AQkfdgyjY5A3mjOKerDPrbLl6CsrWCPPgii/iXjJMXDsopWQlLCdSKIpMDRW\n", "8pcy7cI27+/Czo978XFv4uUjgHqlV9/EEwBa+sc5w0f1ZJZNqokCP6kQBAH5Ol03zCgwejQ8HIBI\n", "tZOV8EaekQoMX0BS1HTshCsWbBeSRBUYbAlJlVYCg/XBYD5LK56sgmtIZdpqRNmktRrvddmidpsA\n", "gDPnlWJRZR5WTvdi7cyiqK81ivp3qL7upwLWP8ioiadeCUkna1TLJPtYlRurqJE9MPJc9oiyqliJ\n", "XrYLSdtgqLsJi9EuJInCG3lqq8TY35J60cOqklCCIAiCiEXWmXgCwA2rp2N1fQFqvG5lxXhdQ5HS\n", "1uxvB3vwmRiu3AA/6IymjEjEA2M8EFQGsurJiBHYSSs7mQW0SwKW1eRj24Fw29VkKzDUA1muEwmz\n", "gvX3Jj6pNDAWMFS7y6kvJiYP7CpbfAoMtoRElcBgVr+tLCGRB9YOAyaeMntaB3kPDBMr4uouJLxf\n", "iv7EdBqjwDCjFgKM1fa5JtoSB6XwhFU9IevTaaMKqBQYBktI5EnMSTMKcGJtAf4x0aHn7h1HcDwz\n", "qdZaXTWKXnvYPuYa4xAF+IISJCCq0oBVxxTlOCImu/kuu6LqGhjzK7L3Dp0Wqsq2mOOpr8CwtoUq\n", "y3HluXDYBPgCEo72jaFryMeVBKknckYNdFnZe6wERqxztKVfu4WqDNeJZIRNYGgoMJgEqNkOJHqv\n", "i1U+AoRUcXdvmm3oM4xSmGPnr/tp9sCQr53jgSCX9FIb0/JKtPAxaNdRK+kliVllWm2RmzO6jXY9\n", "BULncr7LhoGJ8qyeYX/U8z5ZMc1xiMo9jR3H6Ckw7KIAl03AWEBCUAq9x6iJNEFoQfX/Uxs6/hQD\n", "M2SdAgMI3VhXTi/gBhVrZxYpLcXebRnk2gnqwQ7iow0ME0lgqH0qzErUWXmr+jtpmTIuqw6XnAgA\n", "6iZqdvMSNL5kaY+SwJjFlZCEEkqSJGFHUw/3OqPqhi5V+Qiglraa/y7RPDCsVGCMxSoh8euXkAAT\n", "CYyhOE08HbxqqJfzYdFPTKydWYRpBS7kOW0400AS0CyCIHAJKC0Pk6gmnrlsCYl+AoNdlZUH3YIg\n", "4MY1tco5OzgewKuM6a9WfbtR5MQMEJJnywaP7IR6fkVuxPsERNbts8e5yht5zNm2oazPAttuVyv5\n", "wCoq9DwwuASGxQoMp13E/PJwDN5RlZEMa5T9GIGdDH7YOYwDqja5ZuAUGBqx50tIwrGKpcDgEhgG\n", "jXEdNjHCw8KKkpB4YL+3yyZY3p3ICFqtoUe533nkOaPX9chICYmM3EJVZobqOmGk1K6KM/IMn2OS\n", "JHHnfXIVGJGxCAQl7jz1qhL6vN8UdSIhCIIgUkNWJjC0KPE4sHiixloC8PeDPdHfAH6ipPaOYGFv\n", "/GMmExhaCgIzsKtD7AQF0J7oleQ6cNa8EgDA2fNLlQEcOxDRmiyboTVKZ4zaIrci/W4f9KF/1I+P\n", "Okc4czwg0uBOjy7GP0SeqCTaUSW6BwaTwEgwTloeGPwqItOFRCMee9uGuJr8uD0w/AHd1qRqcp02\n", "3H/+cXj40oVYVJmn+zotjNb26ZVbACHPE0tMPHUmw163HTedWget6oS6BBIYgiBwMR/2BSImB2wJ\n", "hbJvGkqDaQVuXLy4AtXuAL64vDriPXpJNm5SppHsYg2E9RQYXUloocqymCnjUbdTHYrDwBMIKSWW\n", "VodiG5SAe3Z+wnUIYYl2jgYlibu2xVRgMOepVltVdmWbNek1qsAAgHzVa8360lgFm0hkfY9S64ER\n", "/p3I9+HhKAaegH4JiV6yTytJLJePyKg7kRg5JrwPRvgcG/EFIZ+qLrsIuygkLaY5Gl5eg+MBpVQm\n", "32WLWGCxsvSUIKj+f2pDx59iYIYpk8AAgFNnhet9XzaQwGBXIaMqMBIw8eyOswOJDDugilBg6ExK\n", "/211LZ6+4nh89aTpynNWlpC0a0iJZeyiwE0ED3aN4O9NkcdiwGCtulZNfqJdSNiJRaQHRnwlJE1d\n", "I3jonVZudY1LYDiiKzCGNPwgRnzh8iObYO78cXOO/ZLK8DX6gFsQIqXYVsIpMFTfe3AsoHieeBzh\n", "FrcyahWB1kRVkiRNBYbMceW5+NLKGu45hyhEdJ0wi7qVav+Yn5scsAa3MmoDT5krP1WNq+tGuRIX\n", "GU6BMRqOX6zyD7YkSM8DI5klJAAwn+lEcrRvlPu3eAw8Zb726emKuekHHcN47v1O7t8lScKHncMY\n", "8Osr4HqG/UoHlnyXTXM1XM/EU6uERE+BYWaVXa3WiFWukCzY+4v6mp8qnKprGqBSWtkj48rfu9nf\n", "inayr0yjTK9alcBQK7WMqFEquU4k4XvEEKe+SO5wTW3sDPCJTC1zWG7cQEaeBEEQRIqYUgmM1XWF\n", "yur/ga4RHOkZjfr6XoMeGImYeMbbgUQm32WDa+I7DfuC3CA/mq+BetJmpaN4exQFBsCXkXzUNYwd\n", "hyITGEYVGN1DkQkMj4FWnNHgSkhUg7a8OEpIuod9uPH5j/DAWy348bZDyvO8AiO0Xa6NKmviyeyT\n", "WqIMhEwZzZQfRSgwonT2sAqjtX05Dl6pwNKnURbF4rSJykA7KGmvfI/6g0riwGUXNeN23sIynFAb\n", "LreaVuCKuwOJjFvVslGtkKovjjyu0SbqevHUUmAEghKXLNUy4GQVYF26CgzGCNRj/US1SMcEE1D5\n", "lpiczE0rcOPiJRXK4wfealYUOl3DPnzvrwdx/VMf4H+O5ONYX2QnCIDvEKGXzDJn4sl4YHDGwSYS\n", "GKpkR7pKSNgONqwyJV0eGPK1dSTOEhKuYw/z3XKdtoiYs6WqQKRXjjEFBltCEv6NaSXtkhVTzsRz\n", "IpnT3B8+57W67iTqN0UQLFT/P7Wh408xMMOUSmDkOm1YNb1Aefy3g91RX29UHZGIB0aiJSSCIHAr\n", "RGzygDPxjDGIyrVoIDI8HlASAA5R0BxQs0aeL37QxbUClYnPAyP0WYmqSaJ7YJhXYDz4douyHx91\n", "jmjWZ4c9MLRNPNkV2hNrw+ewjBn/CyBSNWTmXEk2epMKIHpSTqYkRitVtlZbz0tBEAT8+5oZOK7c\n", "A7so4ILjKzRfZwa1AkNdClOR54zYHzOlEjKs0Z58jnYN+xQpeqHbrqmgKWLi1jvij+iGAPAKjGSU\n", "kLDnntpwM1EvgAsXVygmtMO+IH7z2lE0ftyLLz/+Pt46GvLbGBwP4IG3mjXfzyYwtCZzEfsfo43q\n", "gI6JZ0IKjDT9dtfOLEJZrgNel00pUUw1bo0uJHwJSWRcPaqkovx/+Xg4RAEFqpiqS/XUCgx1JxIj\n", "yjhegcEkMMYSO+fNoPZFAvgEhrpURr1PlMAgCIIgUkVWdiGJxqmzitD4cajjxcsHe3DF8ipdN/se\n", "g74AiSQwWGlxcZymeGW5DhydWDXsGBpHfXEOAkGJUzFoyT9ZcpmBsJbfglHaVG09tdoBsgqMo8xq\n", "p02AUh5gNDmgVULiUalJJElSjvGh7hHcsf0wxvxB1HhdqClwocbrwoKKPMycSKwY9cAYNJBkaeoa\n", "wV8/7OKea+kfQ31xDneuuBQPDKaOW6cLyYkzCvDw7jZum2b8L4BIuXBvFF8Jq2hsbDSUXfZEUWBE\n", "M/CUKc11oKk71OGmc8iHuWX8v/P+F/qTAq/bjl98dg58ASnCLDEe1N4ebBeKAneozXFdUQ72tQ8p\n", "z0ebtOjFU0uBwSYeynTOFbddhMchYtgX6twwOBbgkiHj/qByTRGF5JwnXpcdAkI+RQNjAa4LzRCX\n", "eDI/mXPaRPzbp6fjW5sPAABeOdSLVzRaau841Iv97UOYV86bqrITS60WqoCqhGQ0uoknW94TTxcS\n", "rdfGU4ZoBSUeB/74+QUIShLXScnob94KuBbUBk08tYwrO1RJOvU9rCzXiabusHpTa2J/zsIy/O6N\n", "ZiyszDXkncMqetikAVuWISerkhVTtsRmZCJ+bNedKs0ERmJ+UwTBksrrBREbmwjsbh6I/UINyvOc\n", "mteMaFh1/Fv6x7jFXLPEs+9WQb8B40y5BMbKaV7kOm0YGg+gZWAc+zuGcVx5pPu/JPG+AFEVGI7I\n", "gZMWLf1j+PM7rTi+Kg+nzQ6tUnWznxFHCQnA1+XKagZ29dKrYb6lxqpaVr4DiXbM6ovdyiSFZXVd\n", "IbZPTCj6E/DAiNbe7Yn32nFwon3r0b4x4JPwti5bVonLllVFbaPqNaHAkCQJ//36UahtGI71RSYw\n", "5IQCO/iX6+0DQUkphREAzCn1oMBt546xmRaq7OcBsgLDWLIuFeQ49RUYsUpIAF6BoVUKEcvYj0UU\n", "BC6plAhcAsMf4L6LvMpbX+zmEhhmum3IaHlgsDX9pVHOlWKPA8MTScWuYR+XwFB3/Em0pEYLmyjA\n", "y5zb/aN+JbHLl5DEtxq9uDofp80uxpaPePVdaa4DFXlO7G0Lxf7+N5txx5mzuOQ2a65YoVtCEumB\n", "EQhKmu1b2USpulWmUfJU16d0/nZtogAbrD8njKKVwIjVuUbLMFivA4mMWu2mLiEBgAuPr8DGOSXI\n", "dxlr91uZ71QS+J3DPoz4Qm3EE/F9MUuOhgLjGJNMUStNAFJgEEQ20zcawA+3Hor9Qg3uPHNW2pIA\n", "7YPjykJFPKRz3wnjTKkSEiBk9HVyXaHyWK8bibz6B4QGPu4oK7BGFBiBoISbX2rCXz/sxp3bj+Dd\n", "lpDDfqIlJIC2kSc/IY29XZdNUDov+AISV75ghrYY/hdASMo7TTXoK3DbcXJ9+LgYUWAEgpKugoVT\n", "YTArt839+lnZP+1qxUPvtHIr4+q2cbwHRvR9fOOTfvxT1UkBCA8KuRKSicGjK4YM2uMMJaPUHUC0\n", "ukpEg115jEhgJMkI0GhWmVNgjKsVGEypi44CgEtgaHQiYX1Rki3LZslx8OeklnFqfXEO955o+2fG\n", "A4PtnlEWpfSDvQapjSfZtrRWt1BlKdAxwuQn+fHfuq5ZVcMpq06ZWYj/PnceblxTq7S63d0yqJSV\n", "yHAtVHUUGHlOm3IdHfYFMeYPKW3kJGa+y6YoSsYCkvIbj5Y0jYZagZHu5KOadHtgsGWgWr+lHI0S\n", "ko4YRrXsfU3dQpXFO6GqMoJNFLgBs6zC4FRHzlR6YEwoMJhzvlojaUcJDMJKaOV5akPHn2JghimX\n", "wACANTPDE+W3j2nLo4yqLwBjJp5/b+rBkd6w7PQPbzdDkvQn4GbgWqlODL5Y+bIRqbcgCJYMRvgO\n", "JPoZzFmlfMeF1XUF3OC730B5Rt8oPzFg6/r1vgvbqeXaE2pw5YoqzGcUOA+81cLJvdU15notKtX4\n", "gxL++/VjymN2UiabBLIlIooHBrPaL5t4DmpM3BZV8qoh0yUkag8MA8qGVBHNA0NLtaCGnXR0aigw\n", "RkwoMKxE3aaQ+y5xJDD0YFUT/WMB9I748MSeduU5rZVUGdZImDUYBpLfgUSGvV6xMTJa+hOLArcd\n", "t25swMY5Jbh5fT1uOrUe+S47phW4cea8UuV19795jOti0xpDTg+ErqNswrhv1B+RqPJqXEPiV2Co\n", "u5BkVgIjlbg1FBgftA8rz81U/bbk98hX3LGAhJtePIB/HO5T/r1cM4ERfk6rfCRe2KT+J72he8Tg\n", "ePjcSa0HRgC+QFC5nwvQ9n3h77PxLXoQBEEQhFmmZAJjUWWe0o3kSO9oRPtRQG3gGX1QqO7ooCYQ\n", "lPC/u1q5595rHcLbxwbQM8wmSuIsIWEVGINaCgxj22UHw/G0HwV4BYZeCQnAG3kCIRM4swaZWuUj\n", "Mpw7+sTEJyhJ3CRs49wSXLykEj87cxaWVke2o3TZhAjvg1xnWCQtewVo8fz7nYq/h8ch4surwm05\n", "NRUYWiaeE4Nw1shNXnFVt880beJp56XTrNrICr8HLYz2t9Yy1pMx0u6VS2BoKTDG2br4FCowmLgO\n", "+wKa5TD1qnr5aBN1vXiySbb+UT9+0fiJUqpW6LZj/axi3W0WqdrQsnQx18mSJHQgkWETU2willXO\n", "JJLAAIC5Zbn45ppaTvUFAHN8R5TfRlP3qNJue9wfVK43ohD996YuI+lRmUHna5T4sL5D6qRENFgF\n", "htsupvR8NkIqe9prlZDs7wgnMNSeJkAo4cSWgLx1dACvMgkMrXKr46vylXbXJ2gYKsfLtILwb/+o\n", "hgJDThYkK6ZqJWn74LiyQFCa64hoWc3uE0BtVInESeX1gsg86PhTDMwwJRMYLruIhRXhwcw/NVQY\n", "PSZKMHJilJD87WA3V0sqc99rx+CbGCHkOOIffGorMMwnMNhJwaAVCowog/zZjJFnUY4diyrzVP4S\n", "0RUYI74Afv9muFuAOoGhZS7WM+JXJur5LpsSb5ddxA9Om4mFKlWDljRYFARugqFl5Nk74sOfdrUo\n", "jy9ZUon5zPl2rD+kxOE8MBxyAoNVYAS5/Q99r9A+1RXlKKv2LpsQNdZa2EQBDg0Pg3SrL4DobXB7\n", "NVQLasx4YCS7rpyF/X2P+oKahqR5Ljv3e45n1ZU9b3tH/dyK8r+vrY1q6FvCXOu6h6OUkKRIgaFf\n", "QpKc45Znl3D+onLl8e/eOIbvvnAAX/rL+4pnT1muUykD0UJt5Nkzwiep893RFRimTDyZa1G6Wqhm\n", "CmoD5I6hceX377aLqC3UNtP8wYaZOKHWq+neoWV4W+Jx4LfnHYefbmzA5xcn3p1IhlVgHJ1Qa8Z7\n", "XsSDWvnGllvqqbZyHYkvehAEQRCEWaZkAgMAltV4lb+1ykh6udKOGAqMKCaegaCE//tnWH1x1rwS\n", "Tv2hfEYC7vGs0VjH0HiEAalRWbEVJSRGPDCAkIJgfnkuRAG4fHkVbKIQsXIsabRxBELH5tubD3DH\n", "bV1DEfcafhI8Uds8qG/OluOw4SenN+C4ciaxonPc86P4YASCEm7/+2GlW0NFnhPnLChDRZ5TqY3v\n", "HvZjxBfQNPHkVhE1SkjkQaxNFPDva2qxpDoPN6yeHlfyS0tpkSz/C8B4bV9OtC4kBhJz7Kppp4a6\n", "aiRGZ4Jkoe6uolVCAvBS92ir8XrxdNlFuGyR07HPzS/FyunRV4zZc17dOYPtwpHMBAbngcGWkFjk\n", "gRGN1atX47xF5co+dI/48faxAe66Nr0wetlApAKDT4ZzJqsT14mBcf2ytWiw5Y3JaGtyr1/GAAAg\n", "AElEQVSbKKms5+VLSCTsZ8pH5pR6dE1na4vc+NHpDXjw8/Px+cUVyrHPcYhYUBGpzANCE/oV07yW\n", "GtmyCoxjigIjMmmXCg+MUX+Q64aim8AgDwzCQqj+f2pDx59iYIYpu2SztCYfeDP09z+PDXCtNgG+\n", "O0gsBUY0E8+tB7qVlYx8lw1Xr6yB0y7iyfc6uNfF24EECJl7yZ1VfAEJveq6a4PJkUTrWccDQaVu\n", "XhSidzuwiQJ+8dnZXIcQpz1UvjDmDyIghSaa6m4DrQNjuOnFg1z71cuXVeK02bwsXuu7sOZsWp4R\n", "HqcNt57RgDu2H8betiFceLz26lpohTt0TN9rG8J0ZmXv//7Zil1MYuVrn56mSG+rvC5lv5v7xzDK\n", "TM61Skh8gSAkSdI1L1xVW4BVCUiY3XYxQmmj5yuRSqIqMAyc116XDQ6bAF8g1L1FdvRXtmlBN4t4\n", "cKtWOPnWteHvcvb8Muw6NoCCHDtWTvciHvLddowx5/uMQjeuXlkT5R0hiqMoMNiE63Sd1WwrYBMA\n", "yfDAiEWu04YrllfhVzs/4Z4XAMwocuOyZVVR369WkLB+PkU5dq7MUFFgaJSJGWFumQerpnvxfvsQ\n", "LlhknRpgMqIuIdnPdPOZV+7RegtHZb4LX/pUNS5bWol97UOo9rpith+3Et4DYxSSJKmSdqnrQjLi\n", "C6CZNa31at/LKYFBEARBpIP0z1bSxKySHHhdtpDJ3agfh7pHMZPxZeAUGDEmdXomnn6V+uL8ReXI\n", "ddpw0fEV2Ly/i1NrlCSgwACAXMGHoQlBTceQz7SJJ5D4YIRVOJR4HFFl1kCo/litHPC6bOiYiEv/\n", "mJ+bYHYP+/CNZz/iatGvP2k6Nh1XCjV8F5LQd2mPosCQyXPZ8aPTG/DKK404eWaR5mtmFufgg4na\n", "6l++cgS+QBBnzy/DG5/0ccf74iUV3Ip3DZPAONo3pigsgPA5ZBMFpZ1eUAqdQ4MaJSRW4NZQHyTT\n", "BNBof2utzgBASN3ClhbpTS4EQUCJx6EoBjqHfJheqJ0UiadNabyou6uw38XLlBV8aroXj35hEZw2\n", "gWurqyZaPL0um+L/YRcF/Me6GYa8TVgjYTaB4QvwK7LTNVpHWoV+CUnyu8fIMT1rXgm8LhvaBsdR\n", "7XWhpsCF6nyXpg+AGjax1jvq5xJVRTl27traP+bHeCCoXAtEAVE7XqkRBQE/PqMBQUmCaLDjRSpJ\n", "ZU97dQLjA9b/oizS/0IPp13Ekup8S/fNCEU5dngcIoZ9QQxPlJhpGTgnK6YRCow+IwoMfbUcQbC0\n", "9I9xYzAt+vr6UFAQuSgTb1c8YnKRyvtFpkIxMM6UTWCIgoCl1fnYfqgXALDrWD+XwOjmzDXjU2Bs\n", "+bBLmUR5XTZ8bn5ZaHseB85ZUIZHdreFPyPBtoReexDtYxMJjMHx+Ew8mUlBLA+MMX8QR3pHUV+c\n", "oyQq2gz6X0Qj32VXlBIDYwFUMuPI5/d3KskLhyjgu+vqsFplwiejlYxhzVq1aptZos0FvrCsErtb\n", "BtHcPwYJwH++ehRHekOGf3JKYml1Hi5XrdRWF7iAiUXdpu4R5XmXTeAmH067qJQ5jAekuA3+YqE1\n", "UcoIDwwnr1SQGdBpR6lFKZvAGPZxioFhrgtJejww2ofCBnm5TltEoiLRCXpFvgtN3SHFxJUrqtBQ\n", "EnsFGlAlMJhrSHP/mLK/5XmOpMbNkAIjyavRgiBgjU4CMxZ8CYlPVfbkQB+TuBoYDXAJjXyX8dab\n", "LJmYvEg1bAvqYV+Aux8ZUWCkG0EQMK3AjQ87Q4mXT/rGUuL7IqP26JENZgHtFqoA/zukLiRENNoH\n", "x/GtzQcMvLIj4pnvb6i3focIgpjUTFkPDABYVhOeHe9q5n0wesx0IWFv/P6Q7D8oSfjzO+EExQXH\n", "V3A3+wsWlXMrsokasM2dHpYPdwz5NDscxCJXQ7WgRf+oH9c+uR9ffeoD3NN4RHm+bZAt0YgvgcGu\n", "RPcz3wEAtwJ89cpq3eQFEOk3APAlJHoKDJloGdCyXCd++dnZmFsWHhQ/s69T8cMo9TjwH+vqIuqj\n", "2ZZ7TV3hBIZbNRlUdyJh3d2tHMRqJjCSqMCIywODOQ+NGHjKsH4AXapOJCPcRDg9bVRZP4l4Yx4t\n", "nl9cXoVV0724ZEkFzmNMKWOR77IpXi1D4wFFJXakN/zb0zNDtIoCDQWGupQqWcoZK1Y+ClUeHmoT\n", "T94Dw88lKJM9SU01qVxJYhUYHUM+ZTGh1OOIWs6YSbAdUY71jabWA0N1z2zhSkhim3gOjQd0fasI\n", "giBiQcoDioEZpnQCYymTwNjTMqjI1EZUqzexFBh2UVBWg4MS4AtIONI7qmwjz2nD2fP5Mgev246L\n", "loSTDnpmYUZhJ+Ttg+Oq+nqDXUgMlJAEJQl3bj+slEK89GG3MkE02oEkGtFaqbKS9lg1+FrfpcOg\n", "wagRCnMcuOPMWVil8iiwCcD31tdpnjOsDPcgm8BQJRL4TiQSVx9vaQJDq4QkwVImK/A4tBUYfSaM\n", "aUsZJUHnMC9btbIdpxnYBEaPRgcSK6kvzsGPz2jAF1dUm1qdFwVBs5VqqvwvAP4clBOxo/6gogCJ\n", "VVqTbsy0UR0YC2ia9BLm0SuRYhPNmQ5bmpVqBQZ7H2obGIdvoqypwG3X/WynXVS6WfmDEsYDlMAg\n", "CIIgkk/mjgJTQGW+S5lUjgUk7GsLmX79aVerMnkudNsNOe6ry0j2tAwqjxdX5WlKrj9/fAVuXl+P\n", "2z/TgOOrEktg9DR/rPx9rG9MmfjZRcHwwMeIB8bje9rx+if9ymMJoTaxgKqEJD9OBQbbiUTVorSL\n", "KeuJ1bUlV8MIsp0tIYlxTI30Ys5x2PCD02Zi45wS5blrVtXoJqPY1TW2JaU6gcF3IgkmbYLj0pgE\n", "JrMVo9H+1npdSMy0Bi5hEnpqBQar6khlFxK9sot4jVOT1S+c/W31TPzm2ARGshUY+S4bZPHS4HgA\n", "vkAwZUknK2LKGrJ2j/i4cr6QAoO/xqVykppqUtnTXi+BMa/cuP9FuqlhOpF80jvKJXDl8z5ZMWWv\n", "hWweokZHfaHsFxl5EgRhAam8X2QqFAPjpL/gPc0sq8lXShN2HRtArtOGJ95rV/79SyurDbVKczEd\n", "HUb9QbzbGk5g6CUnBEHAyVHKIMxQYA8PdD7qDJuXFbqN11TnxRiI7Gsbwu/fbI54ftuBHlxwfAXa\n", "BxJXOERTYHQxk/5YLQPZ0oChiUmQPBkTEL1DihlsooBvnDwda2cWwiYKUc3fynOdcIgCfEF+lUqt\n", "hGAVGL5AkDsWViYwtBUY6b8keBwhfwt/MNRFpGfEh6Ich27bUS04BUZECUn6FRgsySzbiQc2iSWr\n", "nj5hFRgFyU1giIIAr8uuJKz6RwNJK6NKBgVc/MLnrMchwmkX+WvcaIArIcm30ONmqiErIf2q6+u8\n", "SarA+KhzWPFUynGIlrZs1ULPPFavA4lMrtOmXJuHxgOcjw5BEARBJIMprcAAeB+Mt4724xevHFGk\n", "your8nC6qj2nHhEKDCaBsagyMXWFEU49cbnyN7u6b2ZCyjqKq008+0f9+OnLh5SVmTmlHmWi3dQ9\n", "gkPdIxaZeGorMEb94Ym8XRS4VUzt78L7eXQN+5TBYLGBDilm6tAEQcDyad6YzvU2UUClhjIlsoSE\n", "ddNXtVFNtolnBnhg2ESBk33LaiYzrYFZ1VSXqh3oUIracarR+6x4S0iSVStZrCohCUoSPuljPTCS\n", "14FEhk0C9I76VK1vk3fbsiKmbruomaySy8pYn5+BMXWniexKYKS6nletwhAFYM4kSmCwKj3WRJc9\n", "L5IVU4dN1Lwv6nUgkclVLRYQBEHEA/k/UAzMkFlLf2lgSVUeRCHkXXGA8SVw2AR8ffV0w+oFdjW7\n", "qWtEWXnLddpQX5yj9zbL0CtzMZfA0FZgSJKEu3YcRvuESWee04b/t74O97/ZjO1NoS4uWz7qRudQ\n", "4goMr1tbgcH6XxR7YqtKPCpzsfZB1sAzfStENQUubjIIRE9gjKtKSHItnHCrP1cUeAVMOllclYe9\n", "EyVd7zQPYs3MIi6BYcbEM6oCI4UmnnornMnwwEgENoHRM+JHx6BPMfP0umwp8UkpdNtxeOLv3hE/\n", "1xUolUmneCl02zHi471XZGVLPmfiybfTJQ+MxHDZBTC3IcwodKe001Ci5DhsKPU4uEUIIHWJLTej\n", "JJWp0ulAIpNo+3WCILIPmwjsVjVHMEN5nlPXPJggAEpgIM9lx5xSD/YzPeMB4AtLK7l61Fiwk5M3\n", "j4Y9IhZW5CZd+gkAb/zjVRS6CzifAMDcijqnWmBWqfe0DuK1I+Hv9O9ra1GZ78L6WcVKAmPz/k5F\n", "nVHotuvWI8eCVWAMMN+FKx8xIFHlv0tQ1UI1dnIlWb2YteqJ1bFy2lkTT1UJiZUKDNXA3uuyJ/Vc\n", "NRPTxdX5Shefd1pCN0EzxrQlKhVBICjBJgqQJInvQpLCyY1NFOCyCRhTGd3Fm8BI1jlarCohSaX/\n", "hQx7fPtG/ZxpZzInc1bFtDDHjpaBcdVzoXPSZReV88AflLhrm5W/70wg1T3t1UnCuWWTx/9CpqbA\n", "FZnAYK5TyYyp2xGZwIipwNDwmyIIYmrTNxrAD7ceivv9d545a0omMFJ9z5zMTPkSEoAvIwGA+iI3\n", "Lji+QufV2rADp7eYBEYqykdkyvIiJ/ZmVkv5lmjhgQib3FnXUISTZoR8O1ZM8yqlHOzAJV4DTwBc\n", "i0FdBYaB76ROxnSYMPBMJlpJMVMlJFaaeNr5ZEUm+F/IzC/PhWOiROlo3xi6hnzoHTVeGuW0icqK\n", "d1AKJ8DU3SxSkVxk0VoNzqS4A+C7kKgSGMnuQCLDdfIY9XMJVc8kUCmwRp4yrLcIq8Jg20OTAiMx\n", "1MbE88onT/mIzLSCyEF7KhUYaqpjeGDMKfNgxbR8rJ1ZyCU/CYIgCCJZUAIDwLKacCtMAcDXT66N\n", "6ZGghr3xsy0SFyXYXcQoq1evRrmGMWW8CozBMb/S05018JvPOLrbRQGnNBRFbCeRFqV6HhhmDDwB\n", "3jBxxBdEm0mD0WRlQLUGg9FMPPtG/cqE223XrlGOF7edHxQneyJtJqYuu8ida++0DHBtVI2oFtjW\n", "wnICK10GnjJa3gjx+o4k6xxVq1fSocBgj2/fiJ/zwMhNYucYq2Kq9VtiExisD0ZLf/jalG0KjHR7\n", "YMybhAqMaRpJbtZnIpkxVV+fPA4x5rX24iWV+OnGWfjeqfVYkMIFG4IgiGyD1BfGsXTG8uyzzyIQ\n", "CA00GxoasGjRIis3nzQWVORi5XQv3jraj6s+VY3j4mi7plUy4bKLmF2auhUgrdIIM5NSp12EwybA\n", "F5AQkEKtZd12AYd79Ccw62cV45l9ndxz8Rp4AvoKDLYVppESElEQ4HGIijKE/Q5lFnUgiYcab2wF\n", "BnsuscoTq1fh1J+bad0wFlfnY/eEgefu5kFTbVSBkNLmw4lTs2PQB1SALx9Jof+FjJYCI942qsmC\n", "nWj3DPvxiS0NJSSMyqp31K+ocYDJosCIPKbsd2IVGKz5cbaZeKYa9trptouYUZSa89VKtBQYec7U\n", "XCNyVEntaq/LsA8Yoc9kHRsTBEFkKpaO4N1uN8455xycc845k+oCbRMF/OSMBjxzxWJcaLJ0REar\n", "JeX88lxLV8yj0djYqFkaYXZVPVdlfilJUtQV2Hllnoga2UQSGOwK5MCYH8EJFUj3CGviaawEhJ3o\n", "HO5lExix35+sXsxleQ5uMgZEJhLYev8e5ntbLS9Xf25Rks0ZzcZ0CaNe2tXcryS0BPCJLj1KNRQY\n", "QxmowEjEAyMZsCVaPSM+7reTDgVGqIQkfNysNLJVY1VMYykw2AQG2/YzVRPVVJHqnvZsAmN2qSfl\n", "JWJWEEuBkcyYqscxU7EGPRlM1rExQRCpJdX3zMmMpQmMQCCAJ554Ao8//jh27dpl5aZTgjNO40lA\n", "u3Y0VeUjMlrKAq1a7GioHcW7h8OTB49DRLGHH2ALgoD1s/gykkRKSBw2EZ6JQVRQgiIdN2viCfAT\n", "HVbNkcj+JYooCKhWubpHKDCYBIdeKz0rUA9WM82LYW6ZR5mQsF1kvG5jZqOsJ4zciWSEKUVIR3cC\n", "LYm205ZZlXxOu6gkywJS+LfjsouaPjvJgD0X+0b8nA/MpFBgaCYwWAWG9nfIthKSVMMmMOZNovap\n", "LJX5Tqhy3Ck753NU96JYBp6EMSb72JggCCLTsHTGsnHjRuXvF154wcpNZzxaCYzjK1NXf7t69Wrs\n", "bRuMeN60AkOVwGBLN2YUuTXlpKc2FONPu1qVx4koMIDQ6uTwRAvCgbEA8lx20yUkgPaE3y4KhmKS\n", "zDq06gIXt6qt7gbCTmh7ktihINUlJGZj6rCJWFiRi7eP8a24jO6nlgfGMKfASH8JSSItVJN5jhZ7\n", "HBHdCKYXuCCmSE6uVmCUcUa2k8ADI4aJp1fnuGebiWeq63lZhdCKad4or8xcbKKAKq8LR5l22+y9\n", "LJkxVSe1qxMw5CbCTOWxMUEQxiEPDOPENXru7OzEo48+yj23adMm1NbWKo8djuiTTLZVjCyZmcyP\n", "W7scAMI3e5sgKQZiqdqfuUtXQk2B225qe+oExjFmECUPDtXvP7TnTczKdeHAkB2lHgeO7H0bzWL8\n", "30f0jQAI7Uf/mB8HG99E+4AHoeIB4KN338Yxe+zteZyVEfEozXXg1Z07Te2P1Y8x0AH2XDnSdACN\n", "XfuVf2859ony72zpjHxsrNqfkjlLudjINfqZ8HuSHy+uzotIYGBsyND1o3zWEuUtTa3dAGZqdrNI\n", "5fdRJ03M/j5T9Vgcd0P+Dcro/f6T8XgkAACh62fX4ChyAkOQb1eHPvoAjpZARsVL/bhtVADAKwDk\n", "xGljYyO6VPcLmTynLSP2f7I+Pm9hGY4cOYICh4SlE93FMmn/jD72BFxgh2fHDh0A5pcl/fPVxs7V\n", "XldGxCOZj1PNZB0bt/SP4aNjHQCAgoICAEBfX5/hx+OBydli1+/3p+396fxsK96fCDYR2PH+UQDm\n", "z7ecPL6zZLxk0u9vqjz2eIwrJwVJbjVhAYcPH8aMGTMAAM899xw2bdqk+bpt27Zh2bJlVn1sRvDk\n", "e+2497VjyuOFlbn4+aY5Kfv8xsZGnHjSp3HWA+8oXSs8DhFPXbHY1HZ+tPUQGj/uBQB879Q6vNsy\n", "iGffDzkhXr2yWtcjZHDMjzc+6cfCyryESzS+s/kA/tkcmrT+dGMDFlbm4ew/7AYQUlA8f+ViQ8Zi\n", "t247hO2HernnFlXm4e5Ns2O+lx1EWM3z+ztxT+MnyuOb19fj5PpC5fFj77bhf95oBgA4RAG+iQO6\n", "6bhS3PDp6Zbtx6HuEXz5if3K43vOnhOXga1R4onp++1D+LdnPuSeW1NfiP+3vj7me9sHx/GFh/cC\n", "AIpz7Hj40kV47v1O/GpnKPZnzivB11fXRtuE5fzXq0fx9L4O5fGq6V78+IyGuLaVzHP0tpc/xssH\n", "e7jnrlhehUuXRiYFk0FQknDm78PXslklOTjQNQIA+Pmm2ViYpG4HVsW0Z9iHz//5PeWx2y7imS+G\n", "r8UvftCFn79yhHuPwybg+SuXIJtI5jmazfz29WP4y5525fGPT5+JVbWhQXoyY3r/m814ZHeb8vh/\n", "L1qQ1pLLVLBr1y6sX78+qZ+RDWPj3c0D+NbmA3G///sb6vHDrYdS/l767Km374l+9p1nzsLiamuS\n", "IGaZ6vdMM9dje+yXGOfw4cN44403AABLlmTXQCwW6jKARWloJ2YTBZR4HOiYKLeIx9OAlWcPjQcM\n", "t1DMc9lx6qxi05+nhZdtpTrq5zpxFHvshl3RteqGy1NUwx8NdV1xtC4kPs7gL8keGBnWhQQA5pR6\n", "uG4ygPGyi2KPAwIACaHWxr5AkGvHmQ4TT7UCI9N8R2SKNfYrVQaeQMgrptBtVzxgWpg2yOk4bmbx\n", "uu3KuQfw5SOAtgdGfpaVjxDxM13ViSRV3WlYDwyHTUCpAcNrIjZTeWxMEASRDCwdPa9Zs8bKzU0q\n", "1JPQVCcw5IxdWa4znMAwaeAJRHpgGE1gWEk+M0EdGAvEZeAJaA/6jLZQTWYGtEadwFBNah06po7J\n", "7kKS7Ml0PDG1iQIWVebh9U/6leeM7qddFFDscaBr2AcJQOewjy8hSYMHhpVJo2Seo1qdfmoLU2vo\n", "V8AkMHgTz8z3wLCJArxuO/omWv+qO/xoeWBkYwvVqbySlAg1qk4k6fDAqMpPnedNtjOVx8YEQRiH\n", "7pnGySz7+0kMOxkUBWBBReoMPFnYLgEFcUxI2Uly68A4eiYmEA6bkLA5p1HyVa1U4zHwBLQnqEZa\n", "qCab0lwHnIzNfLQuJCxWO9HnOmxKS9d8l03TiDYTUEv5zEz62ePdOeTDCKPkSEcXErV6IBETz2Si\n", "nnCLQuo7EuglqibLRJ89T9XfRUuBQR1ICJlMUGBUkYEnQRAEkaFk5oxlEsIOUOeUelI+OZLNUFiF\n", "QTyru+xAaX/HkPL39AK3odaVVuB1hfe7fyzAGVlqrQzroTXoM1rPK8czGYiCgNmlIaMamxCZVNFr\n", "q2m1AsNpF3HF8ipU5jvxpU9VGy7NiZd4Y7pE1Y7YTGKujDneHYPjmiaeqUTdRjWeJKNMMs9RdaKw\n", "2uvSVQYlC73kTjJLSKyMKXtPKFYrMFxTQ4GRzHM0mynMsSv3b6dN4BQ7yYzp4up8yLf5k+oKo7+Y\n", "IAiCsBS6ZxonM5f/JiFzyzxYU1+IDzqGcdWnqtO2H/PKww6uDSU5pt/PDqKbJkzzgNTKx9UKDAeT\n", "ODGlwEighCTZXH/SNDz6bjtWTMtXun/IOO3aiYRkrNBeeHyFrjFrpjCzJAf5LhsGxkLJBzOJObaG\n", "u2PIl1VtVJNJkYffr1T6X8iofxdAyB8mVYnURDGrwMjXSGoQUxNBEHD9SdPwyLttOGNOScrUcdVe\n", "F+4//zj0jPgxP00qUoIgCIKIBY2YLEIUBEOdEZKFXDe1uq4Q155Qg/GAhI1zSkxvh530B5j+NKmc\n", "wLCrTf2jAbB9ckx5YGis1JYZNPFMdh1aQ4kH311Xp/lvegqMyb5CG29MRUHAabOL8cR7HShw2xX1\n", "ihHYhFXH0Dhn4qlWQ6QC9WfG41Mjk1QPDFXyIB0JDK3kTm4S/S8Aa2PKltzUqEoCHDYROQ6RK2ma\n", "7L9vLaieN37WzCzCmplFEc8nO6Y1BW7UFCT1I4g48AWCaGXMjM2S6xRR7MmMBRyCILShe6ZxKIGR\n", "ZYiCgH9ZWB73+/UG0amcwKgVGL5geJBvpoREbfbntouWl2EkA5fOals2TnCMcvXKGpxQW4C6Irep\n", "8qxyVoExyHtgaCW4kk1ECUmGKjDyXTauhW96FBiRsZkMHUhkPregDJ/0jSLXaePaJMvku2zc+TgZ\n", "rk0EQaSH8YCEH287hI97RmO/WIO7zppFCQyCILIG8sDIEqyqm9IbRE9PpQJD5YERr4mnesJfnuc0\n", "7POQzjo0p46J52Sf4CQSU7soYEl1ZLlNLDgPjCHeAyMjTDwz1ANDEAQuWZg5CozkHjMrY1rsceCW\n", "DTNx45oZmqoqtQ/GZP99a0H1vNZDMSUIgshO6PpuHEpgEBxaEwRRiJRAJ5OILiTD8Zl4qieLmdCB\n", "xAipMvGcCpRFeGCkph2nHmybQpddzNjOLwBwxpxiACF/n3j8dBKlSCOBMZkUGLFQ+2BQFxKCIAiC\n", "IIjYZKZ+mTCNVXVTWgmMqnyX7qQ6GbBmdrJxIxBahfeaGOSrv4sZA8901qFpxdphE+DM4MmuEdIR\n", "06IcB0QBCEpA36ifK89Jx2S41ONAUY4dPSN+HFdu3MtDi2TH8wvLqnD6nBKU5jogJrlDjRZa6pTJ\n", "5IERi6mgwKB6XuuhmBIEQWQndH03DiUwCA6tBEZtUWrl4zZRQK7ThiHGcBEIlY+YafWp7kJSbtDA\n", "M91odSHJxslNKrCJAko8DnRMlCGN+cOeA+kw8XTYRPx0YwPeOjqAdQ2RBn2ZhtG2w8lAq9tMNvnA\n", "qLuOZNN3IwiCIAiCSBaTe0mXULCqbsouChEmkumof9dSWhR7zOXbXDYBrJ1EmYnJWHo9MCJ/ltkw\n", "uUlXTLWUNw6bAEcKVUUsDSUefH5xRcLJgWyvlcx12mBXtUxNtmomlTHNd2d/CUm2n6PpgGJKEASR\n", "ndD13TiUwCAiUMu0awtT538ho16dBMwZeAIhI0JWhTFZPDC0upBkQwIjXWi1zs0mL4VsRRCECCNP\n", "tapqMhNZQkKCSIIgCIIgiFjQiClLsLJuKtdhQzf8yuN0KDDUBneA+QQGEPJAkH00qvKNJ2LSWYdm\n", "E6D4NshkQwlJumKqpcBIR/mI1UyFWskCt50z8c1N8nFLZUyngonnVDhHUw3FlIgHUQB2Nw/E/f7x\n", "QDD2iwhiitPSP4b2wfG4399w/Kcs3JvshhIYRATq1f7pBWkoIdGofzfTgUTmosUV+O/Xj+HkukJU\n", "eVOvJIkHQQiVN7B+DdmQwEgXWsobUmBMDgpzsliB4SYPDIIgUkPfaAA/3Hoo7vd/f0O9hXtDENlJ\n", "++A4vrX5QNzvv/PMWZNmrpJuJv8yJAHA2ropdiBdmutIy6TBKgXGhtnFePTShbhh9XRT70t3HZrL\n", "pqr9z4LJTSZ5YHiyQIGR7nM0FUSUkGSTBwZzjXPbxQi/j2xgKpyjqYZiShAEkZ309fWlexcmDZN/\n", "FE9YDrvaPyMN5SNAZH04EJ8CA4CpziWZgtrIkxQY8aPpgUHxnBSoFRjZpFJgkzPZWD5CEARBEASR\n", "DCiBkSVYWRfLTu7S4X8BWKfAiJd01xk7VUae2TDBIQ8Ma0n3OZoK1K1UPc7s8cCo8bowp9QDADh1\n", "ErTUjYepcI6mGoopQRBEdlJQUJDuXZg0kAcGEUF9cY7y98LKvLTsgxVdSCYzTlUJSTatPKeawhw7\n", "7KIAP+OKSh4YkwN1AiObfgeCIOCes+egZWAM09LgM0QQBEEQBDEZmfzLkAQAa2INkDgAACAASURB\n", "VOtiN84twZUrqnDtCTVYXZeebKDXzU9UHKKgqcpIFumuM1a3Us2GiVu6YioKQkTyizwwJgcFahPP\n", "LPLAAACbKGR18mIqnKOphmJKEASRnZAHhnFIgUFE4LaLuHhJZVr3Qa3AKPY4JqWXRbw4VAoM8sBI\n", "jLI8B9qY1lY5pMCYFBS6+cRTNiTyCIIgCIIgiPiZ/MuQBIDsq4v1qtQWxZ7U5trSHU9XFpp4pjOm\n", "ah+MbDDxTPc5mgrUXUiS7V0yFWKaSiie1kMxJQiCyE7IA8M4lMAgMhK1AmMq+V8AkV1IcrPAxDOd\n", "lOdmXwnJVKDYY4djor1ocY4d4hRSYREEQRAEQRCR0Cg+S8i2uthcpw3sVCXVCYx0x9Npzz4Tz3TG\n", "tFSlwMiGEpJ0n6OpIMdhw1WfqkZtoRtXr6xJ+udNhZimEoqn9VBMCYIgshPywDAOeWAQGYlNFJDn\n", "smFgLAAg5IExlVArMLKhhCSdlOWpvRQodztZOG9ROc5bVJ7u3SAIgiAIgiAyABrFZwnZWBfLlpGk\n", "WoGR7niyHhiiEDJWnexkkgdGNigw0n2OZiMUU2uheFoPxZQgCCI7IQ8M40z+WRGRtbBGnlNNgeFg\n", "SkjynLYp1YElGZSRBwZBEARBEARBTHpoFJ8lZGNd7NqZRQCA0lwHFlbmpfSz0x1PVoGRDf4XQHpj\n", "WuC2c61pPVmgwEj3OZqNUEytheJpPRRTgiCI7IQ8MIxDHhhExnLeonKsqvWiLNcJVxaUUJjByUy2\n", "syWBkU4EQcDCijz8s3kARTl2lOROLUUPQRAEQRAEQWQDlMDIErK1LnZagTstn5vueDqZhE1elrRQ\n", "TXdMv7W2Fn9v6sXymvwIk9TJSLrjmY1QTK2F4mk9FFOCIIjspLioALubB+J+f57ThsHxQMrfm+j7\n", "y/OcqPK6TL2HEhgEkYGwE2zqQGINpblOnE/dLAiCIAiCIIgMo280gB9uPRT3+7+/oT7u9yfy3kTf\n", "f+eZs0wnMCb/MiQBgOpirSbd8cxnVBeF7uwod0h3TLMNiqf1UEytheJpPRRTgiCI7MTv96d7FyYN\n", "cSswgsEgJEmCzUarwwRhNSfNKMC8Mg96R/0467iSdO8OQRAEQRAEQRBE2okrgfHiiy+iqakJ55xz\n", "Dqqrq5XnW1tbsW3bNthsNqxduxZVVVWW7SgRHaqLtZZ0xzPHYcOvPjcXkiRlTQvVdMc026B4Wg/F\n", "1FoontZDMZ180NiYIAgj2O3k7GCUuEpINm7ciFNOOSXi+TfeeAOXXnopLrroIrz++uuJ7htBTHmy\n", "JXlBEARBEFMRGhsTBEFYi6UeGB6PR/nb6XRauWkiBlQXay0UT+uhmFoLxdN6KKbWQvG0Horp5MOq\n", "sbHbLiLHEd9/tBRCEJkPeWAYR5AkSYrnjfv27UNhYSFXQrJlyxacdtppEX+refvtt9Hb2xvPxxIE\n", "QRAEQRBEwhQWFmL58uVJ/QwaGxMEQcTGzPU4arFNZ2cnHn30Ue65TZs2oba2VvP1gUC4/2s06Xuy\n", "bxYEQRAEQRAEkW5obEwQBGEtURMYpaWluO666wxvbGRkBAAgSZLyN0EQBEEQBEFMRWhsTBAEYS1x\n", "lZBs3boVTU1NcLvdqKurw5o1awAAzc3N2L59OyRJwoYNG1BeXm75DhMEQRAEQRDEZIDGxgRBENYS\n", "twcGQRAEQRAEQRAEQRBEqrC0CwlBEARBEARBEARBEEQyoAQGQRAEMWUIBoOcqR6RGBRP66GYWstk\n", "iOdk2EeCIKxlqv/uE/n+th/84Ac/sHZ39GltbcXTTz+Nffv2oaSkBPn5+an66Kxj7969aGxsxN69\n", "e+H1euH1eim+CTAyMoK77roLDQ0NStwononR1NSErVu34uDBg6ivr0dHRwfFM04OHTqEbdu24b33\n", "3oPX60VBQQGdn3Hw4osvYsuWLZg+fXrM3znFNzZa8dS6NwEUT6NoxRSge1S86MVTfX+y2Wxpi6fe\n", "Pk7F4/vss8/i/fffx/79++Hz+VBRUZHuXUo6U/E4s0zFYw6YG49kI1rf39S5IKWQp59+Wvn7ySef\n", "TOVHZx3bt29X/n7++eclSaL4JsILL7wgvf3229KxY8eU5yie8dPT0yM1NjZyz1E842fz5s3K3/R7\n", "T4y9e/ca+p1TfI2hjqfWvUmSKJ5mUMdUkugelQjqeGrdnyQpvfHUOuZT8fi+9NJL6d6FlDMVjzPL\n", "VDzmMkbHI9mK+vubOReitlG1Go/Ho/ztdDpT+dFZh9z5hYXiGx89PT3weDxwu93c8xTP+HnnnXdQ\n", "WFiIJ554AgsXLsScOXMongkQCAQQDAYhSRKkCd9liqc16MWR4hsfWvcmgOKZCHSPshat+xOQefHM\n", "tP1JBYFAAE888QQkSUJ9fT2WLVuW7l1KOlPxOLNMxWOuB50Lxs+FlCYwJKbhicPhSOVHZy1btmzB\n", "ypUrAVB846WxsRFnnXUW9u/fzz1P8Yyf9vZ2AMC5556L559/HrNmzaJ4JsDChQtx5513AgAuu+wy\n", "AHR+WoVeHCm+icHemwCKZyLQPcpatO5PoihmXDwzbX9SwcaNG5W/X3jhhTTuSeqYiseZZSoecz3o\n", "XDB+LqQ0gcEadQiCkMqPzkq2b9+O2bNno7S0FADFN17a2trwzDPPoL29HXV1daiurgZA8UwUeSW2\n", "pqYG3d3dFM8E2L17N77zne8gGAziueeew9lnn03xtAi9OFJ840d9bwIonolA9yjrUd+fSktLkx7P\n", "zs5OPProo9xzmzZtQm1trebrs/n4GonFVJnAZfNxNstUOeZ60LkQJta5kNIExsjICIBQhkn+m4iP\n", "V155BRUVFairq1Oeo/jGx9VXXw0A2LdvHwoLC5XnKZ7xM2fOHDQ1NWHWrFno6enBggULKJ4JIEsJ\n", "RVFULuoUT2vQiyPFNz607k0AxTMR6B5lLVr3JyD58SwtLcV1111n+PXZfHz1YnH48GHMmDEDADA6\n", "Oprq3UoL2XycjTAVj7kedC4YPxcEidWrJJnm5mZs374dkiRhw4YNKC8vT9VHZxXt7e34/e9/j3nz\n", "5gEABgYGcNlll1F8E6C7uxt/+ctfUFdXh9NPPx0Ana+J8pe//AU2mw1lZWVYvXo1xTMB9u/fj337\n", "9gEAFixYgLlz51I842Dr1q1oamqC2+1GXV0d1qxZoxtHim9s1PGcN2+e5r0JoHgaRescBegeFS96\n", "8VTfn4D0xVNvH6fi8d2xYwfa2toAAEuWLMHs2bPTvEfJZyoeZ5apeMwBc+ORbETr+5s5F1KawCAI\n", "giAIgiAIgiAIgogHMd07QBAEQRAEQRAEQRAEEQtKYBAEQRAEQRAEQRAEkfFQAoMgCIIgCIIgCIIg\n", "iIyHEhgEQRAEQRAEQRAEQWQ8lMAgCIIgCIIgCIIgCCLjoQQGQRAEQRAEQRAEQRAZDyUwCIIg0shb\n", "b72Fe++91/Ltdnd349VXX7V8uwRBEARBEASRLiiBQRAEkUZWrFiB0tJSy7fr9/sxPj5u+XYJgiAI\n", "giAIIl3Y070DBEEQU51gMIinn34agUAAwWAQpaWlOOWUU9Dd3Y2XXnoJOTk5CAQCqK6uxgknnKC8\n", "5/HHH4fdbockScjLy8Ppp58OAGhvb8eWLVvQ1taG3t5eAMCJJ56IioqKtH1HgiAIgiAIgkgUQZIk\n", "Kd07QRAEMZW5/fbbcfXVVytKjNdffx0FBQV47bXXcOmll8LhcAAAXn31VVRXV6Ouri5iG48++igu\n", "vPBC5XFHRwf27t2LU045JRVfgSAIgiAIgiCSDikwCIIg0kxNTQ1XRrJ06VK89NJLaG1txfPPP688\n", "HwwGYbfbUVdXh7GxMbz00ksIBAIQRREHDx5Mx64TBEEQBEEQRMqgBAZBEESaOXbsGDo7O5Ukxjvv\n", "vIM5c+ZgfHwcZ511lqLAAELeFgCwefNmrF+/Hl6vFwAwNDTEbdNmsyEQCKToGxAEQRAEQRBE8qES\n", "EoIgiDTy1ltvobGxEdXV1XC73fD5fCgrK8OaNWswNDSELVu2QBRDfstDQ0NYtWoVZs6cib1792Lf\n", "vn1wOBzw+/346KOPsHTpUmzcuFHZtuyRIYoifD4fzj77bNjtlLcmCIIgCIIgJieUwCAIgiAIgiAI\n", "giAIIuOhNqoEQRAEQRAEQRAEQWQ8lMAgCIIgCIIgCIIgCCLjoQQGQRAEQRAEQRAEQRAZDyUwCIIg\n", "CIIgCIIgCILIeCiBQRAEQRAEQRAEQRBExkMJDIIgCIIgCIIgCIIgMh5KYBAEQRAEQRAEQRAEkfFQ\n", "AoMgCIIgCIIgCIIgiIyHEhgEQRAEQRAEQRAEQWQ8lMAgCIIgCIIgCIIgCCLjoQQGQRAEQRAEQRAE\n", "QRAZDyUwCIIgCIIgCIIgCILIeCiBQRDElMTn8xl6nd/vT/KeEARBEAQxmaExBUGkDkpgEASRFXR1\n", "deGiiy7CGWecgTPPPBOvvfZaxGuOHTuGu+++G+eeey6uvPJK3W3t2LED3/jGN7BixQps27Ytmbud\n", "dTz//PNYt24dTjvtNGzatAk33nhjxGs+/vhj1NfX627j5Zdfxrp163DiiSfiu9/9bjJ3lyAIgiAi\n", "oDFFZkBjCkILe7p3gCCI7OKxxx7DT3/6UwwPD6O6uhqCIECSJKxfvx7f+973IAhCUj73qquuwi23\n", "3ILly5ejv78fZ599Np555hl4vV7lNXv27MGKFSvwjW98A5deeqnutvbt24cbbrgBS5YsScq+ZgqP\n", "PvooKisrsWbNGku2Nzo6it/85jfYunUrbDab7uucTidmzZql++/r1q3DunXrcPjwYdx33326r3vj\n", "jTewf/9+XH755QntN0EQBJGZ0Jhi8kBjCiJVkAKDIAhLueCCC/DLX/4SN954I15++WX87W9/w8sv\n", "v4zy8nLcddddSfnMAwcOoKioCMuXLwcAeL1eXHfddXjkkUe4123cuBFr166FKEa/9H3lK1+Jms3P\n", "FoaHhzEyMmLZ9lpbW3H88cdHHWgAQHV1NbZs2RJze5IkRf13q/efIAiCyCxoTDF5oDEFkSpIgUEQ\n", "RFJQ3yj+9V//FZ///OeT8lnvvvsu1q1bxz136qmn4kc/+lFSPs9KfvWrX+Hee+/FLbfcgi1btmDP\n", "nj1wuVyorKzEHXfcgZkzZyqvlSQJP//5z/HYY4/BbrdDkiR85StfwWWXXcZtc/fu3bjpppswPDwM\n", "j8eDuro6+Hw+/Pa3v1Vec95552Hfvn1wOp24/fbbAQA2mw2/+93vUFdXZ/p7XHLJJTh06BCam5sV\n", "qW1hYSGefPJJ5TVDQ0M4//zzMTo6iu7ubuzevTvqNqOtrF1//fXYuXMnhoeH8fDDDyuvv/3227Fy\n", "5UrldaOjo/jJT36Cf/zjH/D5fLDZbPjOd76DjRs3ctuT4/HLX/4SXq8XN998M8bHx3HiiSfiZz/7\n", "mel4EARBENZBYwpj0JhCHxpTZA+UwCAIIun09/fjlltuwWc/+9mkbH9wcBAVFRXccyUlJejs7EzK\n", "51nJDTfcgIKCAtxwww144IEH8Pvf/x4AsH//flxxxRV4+umnUVxcDAC48cYbMW3aNOVmPjY2hm9/\n", "+9vo6+vD9ddfr2zz5ptvxu9+9ztUVVUBANra2nDddddxn/v444/jwQcfRFVVFU4//fSEv8ef//xn\n", "RZ552223ab4mNzcXL7zwAgDg4osvTujz/vM//xPbt2/HBx98gGuuuUbzNZIk4fzzz8fll1+On/zk\n", "JwCAgYEBXH/99bDZbDjttNOU18rxuP/++2G32/HII4+gpKQEBw8eTGg/CYIgCGuhMYU+NKaIDxpT\n", "TC4ogUEQhOXIWf2HH34YoigiLy8P1157bUSG2kqSVQebKq655hps2rRJeTxv3jzcfPPN+MMf/oBv\n", "fvObaGtrQ0tLC37+858rr3G5XLjnnntwxhln4Nprr1VklieccAJ27NiBtWvXorKyEhUVFXj88cc1\n", "PzeapHJ0dBSf+cxnNP/t1FNPxc0332x4W8ki2mfu3LkTixYtwoUXXqg8l5+fj/vvvx+XXHIJN9iQ\n", "mTNnjjIwAYCGhgZrd5ggCIIwBY0pzENjivigMcXkgBIYBEFYjiAIuPHGG3Wz2FZTVlaGjo4O7rnW\n", "1lbk5+en5POtYNmyZZrPyXLJpqYmpR5XzezZs9HR0YHKykoAwE033YTdu3dj8+bNOHbsGAYHB3H6\n", "6adj/fr1pvbJ7Xbj5ZdfNvz6TBvwHT16FM8995yme/zAwIDme04++eRk7xZBEARhAhpTmIfGFNZD\n", "Y4rMgRIYBEEkBTOZ85aWFkWaGA+LFi3C97//fXzhC19Qnvvb3/6WEsfve++9F+3t7bjyyitRW1sb\n", "93befvttnHfeeRHPydn6hoYG/OpXv4p4nyRJOHDgAMrLy5XnhoeHsXjxYixevFh57qqrrsKKFStQ\n", "UFAQ9z5ONhYvXoyzzz4bt956a7p3hSAIgkgAGlOYg8YU1kNjisyBupAQBGE5ZgYaX/3qV1FTU5OQ\n", "m/i0adPQ09ODt99+GwDQ29uL3/72twnXRMb6Hn19fbjhhhvw9NNPJzTQkCQJTz31FJ599lnluX37\n", "9uHWW2/Fl770JQBAeXk5ampqcPfddyv7NTY2hm9+85v47Gc/q7ig79mzB5dddhl8Pp+yrc7OTjQ1\n", "NcHlcnGfW1NTgzfffFN5HAwGsW3bNrS0tMT9Pawk1vZqamrw1ltvcc+9/vrr+OCDDwAAxx13HPr6\n", "+vB///d/3Lba2tp0B24EQRBEZkFjCvOfQ2MK89ujMcXkIW4FRjAYhCRJMVvbEAQxtWB7tj/88MPI\n", "zc3FU089Bbtd+3JTUVEBl8uFkpKShD73vvvuw9e+9jX09PQAAH7xi1+gsLCQe82vf/1rPPHEEwBC\n", "N/N169ZBEAT8+te/xoIFCwCEbjif+9znMDAwgNbWVsVRe/r06fjjH//Ibe+vf/0rAoEAV0MaD4Ig\n", "4LbbbsP27dtx6623QhAEVFZW4oEHHkBRUZHyurvuugt33303TjzxRF3HcKfTiRkzZuDKK69Eb28v\n", "hoeH4XQ6cdttt8HtdnOfu2HDBmzduhXr1q2Dz+eD0+nEGWecgdWrV5vaf9kJvLe3l3MMX7ZsGe6+\n", "+27ldbfccgteeeUVAOH4A8D8+fPxX//1X9y2RkdHMTo6ym3v+uuv51aUZs2ahQULFuCUU05BMBiE\n", "IAhYvXo1vv3tbyuv+fWvf427774ba9euBQD4/X7U1dXh61//uvKaN998E9/5znfQ0tLCOahfdtll\n", "uOqqq0zFgiAIgrAOGlOYh8YUNKbIdgQpjvTQiy++iKamJpxzzjmorq4GADz77LMIBAIAQrKkRYsW\n", "WbunBEEQGcYVV1yBvr4+PPXUUwlt58EHH0RlZSXOOOMMi/aMIAiCSDV79+7FBx98gGAwiBNOOAHT\n", "pk1Da2srtm3bBpvNhrVr1yZU2kBkNzSmIAhjxKXA2LhxI/bt28c953a7Nd1XCYIgspUDBw7gwQcf\n", "THg7JDMkCIKY/HR1deHcc88FAGzevBnTpk3DG2+8gUsvvRQA8NRTT+Gcc85J5y4SGQyNKQjCGJaZ\n", "eAYCATzxxBOQJAn19fWa7rcEQRDZxM6dOxPexj333IP77rsPTqcTd9xxB+677z7Mnj3bgr0jCIIg\n", "UsmaNWsinvN4PMrfTqczlbtDTDJoTEEQxoirhAQI1RoVFhYqJSQsL7zwgm6fX4IgCIIgCILIVrZs\n", "2YKlS5eitLQUW7ZsURTK7N8EQRBEfCSljarD4Yj67y+99BKZfxIEQRAEQRBpo7CwEMuXL7d0m9u3\n", "b8fs2bNRWloKAIo/HBAyV9SDxsYEQUxlzFyPLUtgHD58GDNmzAAAjI6ORn2tzWajEhOCIAiCIAgi\n", "bezatcvS7b3yyiuoqKhAXV2d8tzIyAiAkC+B/LcWNDZOPrubB/CtzQdMvefOM2dhcXV+kvaIIAgZ\n", "M9djMZ4P2Lp1KxobG7F161bs2LEDQCiB8dhjj+Gxxx7D3Llz49kskQCNjY3p3oWsguJpPRRTa6F4\n", "Wg/F1FoontZDMc1c2tvbsXPnTuzfvx9PPfUU/vSnPwEAVq1ahYceeggPPfQQVq1alea9zFym+rlN\n", "339qf3+AYmCGuBQYGzZsiHhOy7iIIAiCIAiCILKd8vJy/Md//EfE89XV1bj44ovTsEcEQRDZSVwK\n", "DCLzWL16dbp3IaugeFoPxdRaKJ7WQzG1Foqn9VBMiWxlqp/b9P2n9vcHKAZmoAQGQRAEQRAEQRAE\n", "QRAZDyUwsgSqm7IWiqf1UEytheJpPRRTa6F4Wg/FlMhWpvq5Td9/an9/gGJgBkpgEARBEARBEARB\n", "EASR8VACI0uguilroXhaD8XUWiie1kMxtRaKp/VQTIlsZaqf2/T9p/b3BygGZqAEBkEQ/5+9Nw+T\n", "pDrPfN/IPbP26r16X9hpmlUtiRYgaNkIyx50vSHwMpZX2TNe7r3Yvh7bGo3Hsi35GXu8jGTrseSR\n", "YEDGQpKFAItuQFCsahq6G3rfu7r2LatyXyLuH5kRcc7JE5ERmZFVuXy/5+GhsnM9X0acjPOd93s/\n", "giAIgiAIgiCIpocSGG0C1U15C8XTeyim3kLx9B6KqbdQPL2HYkq0K51+bNP4O3v8AMXADZTAIAiC\n", "IAiCIAiCIAii6aEERptAdVPeQvH0Hoqpt1A8vYdi6i0UT++hmBLtSqcf2zT+zh4/QDFwAyUwCIIg\n", "CIIgCIIgCIJoeiiB0SZQ3ZS3UDy9h2LqLRRP76GYegvF03sopkS70unHNo2/s8cPUAzcQAkMgiAI\n", "giAIgiAIgiCaHkpgtAlUN+UtFE/voZh6C8XTeyim3kLx9B6KKdGudPqxTePv7PEDFAM3UAKDIAiC\n", "IAiCIAiCIIimhxIYbQLVTXkLxdN7KKbeQvH0Hoqpt1A8vYdiSrQrnX5s0/g7e/wAxcANlMAgCIIg\n", "CIIgCIIgCKLpoQRGm0B1U95C8fQeiqm3UDy9h2LqLRRP76GYEu1Kpx/bNP7OHj9AMXADJTAIgiAI\n", "giAIgiAIgmh6KIHRJlDdlLdQPL2HYuotFE/voZh6C8XTeyimRLvS6cc2jb+zxw9QDNxACQyCIAiC\n", "IAiCIAiCIJoeSmC0CVQ35S0Uz/pI54sV/0Yx9RaKp/dQTL2F4uk9FFOiXen0Y5vG39njBygGbqAE\n", "BkEQnvLI2+P4+FcP4y9ePL/cH4UgCIIgCIIgiDaCEhhtAtVNeQvFs3a++e4kVA3Yf3oOc6m88e8U\n", "U2+heHoPxdRbKJ7eQzEl2pVOP7Zp/J09foBi4AZKYBAE4Rm5oorFrFk+Mp8pLOOnIQiCIAiCIAii\n", "naAERptAdVPeQvGsjfk0n7BgExgUU2+heHoPxdRbKJ7eQzEl2pVOP7Zp/J09foBi4AZKYBAE4Rmi\n", "4mKBFBgEQRAEQRAEQXgEJTDaBKqb8haKZ23Mp/Pc7TiTwKCYegvF03sopt5C8fQeiinRrnT6sU3j\n", "7+zxAxQDN1ACgyAIzxBLSOKkwCAIgiAIgiAIwiMogdEmUN2Ut1A8a2POJoFBMfUWiqf3UEy9heLp\n", "PRRTol3p9GObxt/Z4wcoBm6gBAZBEJ5hV0JCEARBLC/5orrcH4EgCIIg6qKuBIaqqigWi9UfSDQc\n", "qpvyFopnbdgpMCim3kLx9B6KqbdQPL2nnph+7+QMPv7Vw/ijfz8DTdM8/FQEUT+dPl/Q+Dt7/ADF\n", "wA2BWp/47LPP4uzZs7j//vsxNDQEABgfH8f+/fvh9/tx5513Yt26dZ59UIIgmh/qQkIQBNGcfOu9\n", "KeSKGt64tICT0ylctapruT8SQRAEQbimZgXGvffei7vuuov7tzfffBMPPfQQHnjgAbzxxhv1fjbC\n", "BVQ35S0Uz9oQS0jmyQOjYVA8vYdi6i0UT++pJ6YLWXM+vjSf9eLjEIRndPp8QePv7PEDFAM3eOqB\n", "EYvFjL9DoZCXL00QRAsgdiFZyBRJqkwQBNEEpHKm/8XlBUpgEARBEK2JpwkMdqESDAZtH8vW+QwP\n", "D9PtOm9/4QtfaKrP0+q3KZ7ub6uaVlFCUlA17H/pFe45zfJ5W/02xdP722Jsl/vztPptiqf3t7/w\n", "hS/U9HxN05DKm55lI/FMU4xnuW8TzUOnfy80/s4eP0AxcIOi1bE9evToUfT39xseGM8++yzuvfde\n", "AMC+ffuwd+9e6fP279+Pm2++uda3JSQMDw+T9MhDKJ7uiWcK+MlHjlT8+z//1LUY6g1TTD2G4uk9\n", "FFNvoXh6T60xzRZU/Og/HzJu71gRxf/6+NVefrSW5ODBg7jnnnuW+2MAoGvjpZgvDo0u4uGnT7t6\n", "zufv24FdQz0N+kQmnT5fdvr4AYqBm/nYUwVGOp0GUFJi6H8TS0MnH/CNgOLpnjnB/0JH70RCMfUW\n", "iqf3UEy9heLpPbXGlFVfAMBIPEvlfURT0enzBY2/s8cPUAzcEKj1ifv27cPZs2cRiUSwZcsW3HHH\n", "Hdi9ezcee+wxaJpmqb4gCKI9EVuo6sSpEwlBEA3g8FgCj7w9hg9u7sf9161a7o/T1KTzKnc7U1Ax\n", "my5gRcy+3JcgCIIgmo2aFRh79+7Fr/zKr+Dnfu7ncMcddwAAhoaG8IlPfAIPPvggVq9e7dmHJKpD\n", "dVPeQvF0j2jgqaMnMCim3kLx9B6Kqbc0Op5/+8olvDOawBdfH6nogNSu1BrTVK5Y8W+Xyz4YBNEM\n", "dPr8S+Pv7PEDFAM3eFpCQhBE52K1gCAFBkEQXrOQKeDCfGkBrmqoMBAmeFKCAgMolZEQ3qKqKorF\n", "ymQRQRAE4R01l5AQzQXVTXkLxdM9rAIjHPAhWyhdMMfT5IHRCCie3tOOMT01ncJXDoxi59pufOLG\n", "tUv63o2M58npFHdbn2+qMb6YxanpNN63sRfhQOvt4dQa03S+clFNCQxvefbZZ3H27Fncf//9hrn9\n", "d77zHSOhsX37duzcuXM5P2JT047zrxto/J09foBi4AZKYBAE4QmsB8am0u3A8gAAIABJREFU/jBO\n", "TZeMfEmBQRDLx1cOjOLAyCIOjCzijq39WN8XWe6P5AknptwnMNL5In7jWyewmC3iY9esxG/evrFR\n", "H6/pkCkwLlMCw1PuvfdeHD16lPu3SCSCj3zkI8v0iQiCINqT1tt+IKRQ3ZS3UDzdM58xS0g2D0SN\n", "v8kDozFQPL2nHWN6ad5cpE4kckv63o2M50khgZFxkMC4MJfBYra0G354LNGQz9VoavbAkCowyAOj\n", "0RSLRTz55JP4xje+gYMHDy73x2lq2nH+dQONv7PHD1AM3EAKDIIgPIFVYGzpN3d5SYFBEMuDpmmY\n", "TZmJxVTOWZlFK3BiOsndzhaqtwRlO3HISirambTExHNsMYeiqsHvU5bhE3UG9957r/H3M888s4yf\n", "hCAIon2gBEabQHVT3kLxdA/rgbF5wExgLGTJA6MRUDy9p91iupgtIq+aC3vZLnwjaVQ8p5M5zKb4\n", "xKijEpKCOX6xrWirUGtMZSUkBVXDZCKHdb3hej8W4YBgsHrL2uHhYeM71ndjO+X2UoxfXbEFtdKs\n", "499+w22YTOQQj8cBAH19fQBQ9baamEVy8lJHff+tcJuNRTN8nqW8HYvF4BRF07Tq2xYes3//ftx8\n", "881L/bYEQTQITdPwY/98CNliaTr56k9fi5/7eqkWOBb04Vs/v2s5Px5BdCTnZtP41SePG7c/9f71\n", "+Pj1rd/i/JXz8/jMvnPcv/3m7RvxsWtW2j5v36lZfO77FwAAfgV4+pM3QlE6Q33wD6+P4BvvTlX8\n", "+5/+8HbctrF3GT5Rc3Dw4EHcc889nr3e0aNH0d/fb5h4XrhwAZs3bwYAPPXUU/jYxz5m+Vy6Nm48\n", "h0YX8fDTp1095/P37cCuoZ4GfaL6qWVMQPOPi+g83MzH5IHRJlDdlLdQPN2RKahG8iLkV7C6OwRd\n", "lZzKq8gXVYqpx1A8vafdYsqWjwDyXfhG0qh4igaegHMTT52iBk6d0irU7oFhxsfP5GzIB8M79u3b\n", "h+HhYezbtw8vvfQSgFIC44knnsATTzyBq666apk/YXPTbvOvW2j8nT1+gGLgBiohIQiiblj/i4Fo\n", "ED5FQU84YPhfLGQ6q96cIJqBGTGBIfFBaEVqTmAIj0nnVYT8nbGPw5YPbRmM4sxMqUvU5QXqROIV\n", "e/furfi3O+64Yxk+CUEQRHvTGb/cHUC71W4vNxRPd7D+F/3RUl60P2LmR+OZAsXUYyie3tNuMZ1N\n", "8wmMZBt4YGiahlPTtSowxARG6yV0ao0pO/YrVph1xiPUSpVoEtpt/nULjb+zxw9QDNxACQyCIOpm\n", "jlko6YmLXiGBQRDE0jKT5M+7dlBgjC5kkZCMI1N0V0JSut2aRp61wCowrlhptrm+TAkMgiAIosWg\n", "BEabQHVT3kLxdMd8plKB0SckMCim3kLx9J52i6mowGgHDwxZ+QgA5GpSYLReAqPWmLJj3b4iZngU\n", "TSZyjmJHEI2m3eZft9D4O3v8AMXADZTAIIgOIp0v4uKc96ZtogcGAPRF/Ma/kQKDAIAzMyk8/N1T\n", "+OLrI1iGBlgdR4WJZxsoME4w5SNrukPG325NPGW32xl2rH0RvxE7DcDoIqkwCIIgiNaBEhh1cHgs\n", "gbdHF5viQpzqprxlOeKpNvg4SuaK+PmvH8UvfeMYvvVeZTu9eoizJSQWCgw6Rr2lFeP56NsTODSW\n", "wJPvTuG4xU76ctKKMbWjwsSzDTwwTjLHzc513cbfmUL1+bNCgdGCyoNaY5rMmWONBv1Y3xc2bpMP\n", "BtEMtNv86xYaf2ePH6AYuIG6kNTIwcsL+P1nzgAAPvORbfjA5r5l/kREK3N6OoX/uu8s+iNBfO6+\n", "HYiF/NWf5JJ3RheNUo9Xzs/j/utWefbavAJDnsAgiFGm48H4YhbXrO5axk/T3miaVqHAYBexrUhR\n", "1XCaUWDsXNuNfadmAThTYIglNJ2qwIgGfdjQF8GBkUUA5INBEHb4fcCh0UVXz1ndHcK63nD1By4j\n", "7TouojOgBEaN6D/8APDueGLZExjDw8OUufOQpY7n08dnMJnIYzKRx2sX47hnx6Dn7zGRyBl/e137\n", "zSYw+iN6CYk5vSyUPTDsYpordk5LQy9oxXN+nlHqxJuwtW4rxtSKRK6IXJFXJSy1AsPreF6YyyBb\n", "HtPKriDW9dRbQtJ6CZ1aYlpUNeNY8ClAJODDBk6B4X1ZIUG4pVnn33imiM/sO+fqOZ+/b4frhf5S\n", "j3+pxuWUZv3+lxKKgXNotVAjU0lzMZhpQRkq0VwsZM0EQCLbmEXGxKJ5zDq52HfDvKSEhO1CMm+j\n", "wMgWVPz2v53Ex796GC+emfP0cxHNQ1HVuONggVQ5DUVUXwClMrJmKHmslRNTSePvq1fFEA6YlzBZ\n", "R11I+MdkWjCBUQspTn3hh6IoWM8sQkiBQRAEQbQSlMCokamEeXHYDAkMyth5y1LHkz2Gcg4uxGuB\n", "VWB4fczKupD0CwoMq5i+cGYORyeTyBc1fPf4tKefq10oqlpF0qnVzvmFbAEqs3ZuxrKiVoupHaL/\n", "BQCoGgwFw1LgdTxZA88rV8UQYRIYTua0dIFPDi+1IsULaolpivO/KMWMPDCIZqOd5t9aoPF39vgB\n", "ioEbKIFRI6TAILyE3Qls1AKjUQmMfFHFYlk14lOA3nClAsNusfpcuYYdgPE6hMlsKo+fefw9PPB/\n", "3uUMDFuN+TR/DDRjAqOdmE3J49vKnUjY4/+qlV28AqOWNqod8tvNJmpiwZK/0qquEIL+Ui/V+UwB\n", "yRY+LgiCIIjOghIYNVBUNW53qxlkqNQ72FuWOp5sQiHfoIvqSTaB4eHOI7sQ7Q0H4PeVLor7hQTG\n", "yy9XxnRsMYsj4wnjdieZ6jnl5XPzmEnlkcwV8b1TM8a/t9o5P5fmFQHNmMBotZjaISshAZZWdeBl\n", "PHMFFedm08btK1ZGXSUwVE1rixKSWmLKjltXYPh9CoaojIRoItpp/q0FGn9njx+gGLiBEhg1MJvO\n", "c1Jor/0EiM6DPYac1HK7JZkrcuqGbFHzrG3rvKQDCQCEAj7jYrmoAVnJsPYx6gugsksAwfujNOOi\n", "3ymiIoA8MBqLrIQE4MsJWompZA66OG11dxDd4QBXQlLtd1h2fyuWkNQCr8AwY7ahl4w8CYIgiNaD\n", "Ehg1MJ3kLwyboYSE6qa8ZXk9MLwvIWENPHW8SrxxHUiiQe4+vZwEAK658TbuPk3TJAmMzlhQuIGV\n", "/LMGr612zs+LCoxs8yUwWi2mdlgpMJJLeI55GU82IbMyVuo+EhY8MOwMSmXJ0VZUYNQSU1aBoZeQ\n", "AMDKLrOLSysnR4n2oJ3m31qg8Xf2+AGKgRsogVEDUwl+MdgMCQyiteESGA04niYSlQkMr47b+Uxl\n", "BxLZbfEC+d2JJMaExEq+qKGgtm6XhEaQZHbMW9kjZC4tKjBauyNGs8Mu+Nld91b1OmDHs6KrlCgN\n", "+BSUbRygarCdO2Rlc63YRrUWuC4kITOBEQm6M0ElCIIgiGaAEhg1MFmhwFj+C0Kqm/KWJffAYC4w\n", "G9GFpJEJjDmLEhKAV2C8dvAwd99zJ3n1hU4rmww2AnbHPJEzY91q5/yckMAqqFrTlQy1WkztmGUU\n", "Lxv7I8bfS3l+eRnPGeZ3d0XMVHqxKgw79ZrsWGtFxVctMWW/czaZFWVi1ynJHKJ5aaf5txZo/J09\n", "foBi4AZKYNQA24EEaE0ZKtE8qJrGdR5pRBeSSVkCw6Pjdp4rIeETGH3M7VRRMd+7oOKlc3PGbZ95\n", "F11IC7CLj5ZWYEhKGki23hg0TcMM4zmygWmZ2WxJI6dMp+QJDKetVGXzSqeoDngTT1JgEARBEK0N\n", "JTBqYCpBHhjtzlLGU/SiyDdAgTEu8cDwrISE2ekdEDww+sLmxfKajVuNv189P28spNb3hrGxj9kh\n", "bsFd0UaSFDwwdPPVVjvnxRISoPkSGK0WUytSedWYV8IBH+d1sJQKjEZ5YLAJjJBDI09Zh6NWTJbW\n", "5oHhRIFB8y6xvLTL/FsrNP7OHj9AMXADJTBqQFRg5Dzs6EB0HqISIltogIlnorJFnnceGIwCI2Kt\n", "wGAf9xxj3vmRKwaNbiVAay4qGgm7Y66hdUtsRBNPoHGdSF48M4dvHJlsu0WZpmkYPjeP/adnUbTx\n", "e+AX+wF0hczzq1UThDIPDACOW6nKlCftdnxYkbQw8YwwfzfDRgxBEARBOIESGDUgJjCA5W+lSnVT\n", "3rKU8RQvHBvhgTGZqFw8NqILSaUCw0xgnLp4GQAwnczh7dFFAIACYO8Vg5ysuVUXWI1CNF1cLN9u\n", "pXO+qGpcAkunEQqMI+MJfPaF8/iHNy7j20enXD232WP6g5EF/Lf95/AXL17A82fkHjIAv9gfjAW5\n", "RetStlH1Mp6zdZaQWJl4tpqRbC0xZRM1bLKYix0ljollptnn30ZD4+/s8QMUAzdQAsMl+aKKuVTl\n", "RTf9+BO1UpHA8DgZls4XpQvFJffAKJSMLp58dwr65vGNQ91Y3R3iZM2kwOARExiJFvTBWMgWIBMM\n", "NCKBcWgsYfx9cirt+esvJ29dXjT+PjGVsnwct9iP8gmMpWyj6hWaplmbePprV2BoaIznULORslBg\n", "1KJ80zQN5+fStgoggiAIgmgklMBwyUwqD9nP9nLLL6luyluWMp6VCgxvLwxlBp6y960FVdO40oCK\n", "EhJGgeGP9eJyPINvvWfuiv/INSsB8K39SIFhUlS1iu9pMVta9LfSOT8v8b8AGlNCcmk+U/PrN3tM\n", "2bHZGbrOCgqMLvb8akEPjESuaCQaIgEfl/B0WkKStrgv3WIlWfV6YFgqMBz+HvzPVy7hV75xHA8/\n", "farl1CtEc9Ps82+jofF39vgBioEbAtUf4pzvfOc7KBZLP5Tbt2/Hzp07vXz5pmAqWSnFB5Y/gUG0\n", "LuKxk/W4hETWQlX2vrWQyBah51tiQR9nqAfwCox4poB/fGMUhfLO3XVruvChLf0AgC7morpVPR4a\n", "gSyZ04oKjDmJ/wUAxDPej4Vd5MezzWUSWi8jcdPLRlTmsIiGl6wHRisqMMTxKIrZtshxAsMiXumC\n", "igEPPmMzw6orYiErBYaz4+LFM6XuUe+OJzGXLmAwFqzyDIIgCILwFk8VGJFIBPfffz/uv//+tkxe\n", "AMBUAxeD9UB1U96ypB4YgnQ377ECQ9aBBAAyhfoXMnz5SOWFbC+jwBhbzOK1i3Hj9qfev8FYiLAe\n", "GFRCYiJbpLaiBwbrkxL0m4tPr0tIVE3DJWaR71aB0cwxzRVUTDDnsl0iS1RgtLoHBls+srKLn2ci\n", "Ab49sxVW80qrGXnWElN2HolxCgx3Jp65osqVoyQo2Ux4SDPPv0sBjb+zxw9QDNzgqQKjWCziySef\n", "hKZp2Lp1K26++WYvX74pIAVG53FsMolnjs/gwzsGcNNQj+evX6HA8PhYYktIgj4F+bICwgsPDNaY\n", "cSBaOZ10h/3wKSj7H5gLjR++chBXrooZt2vZCWwVNK1UBsImaZwiW2y2pgLDPE429UdwZqbkTeF1\n", "AmM6mefOn3imAE3TuB37VuXyQpYrX1y0UZfMMD5NK2JBbte9FUu0RFNSFuclJBYKjA5ImLJjjFp4\n", "YDi5hlkUFFN2KiCCIAiCaBSeJjDuvfde4+9nnnnG9rHDw8NGrY+ecWqF27IOJABw8NC7uGnoA8v6\n", "+XSaKV6tfFvnM88cx2zeh9cvxvHYg9fjtVdf8fT93j12AkDYeL9soejp+fHuuVHop/rG/jDOzmbK\n", "76PW/frzGXNh0Vf2v2Dv9ykKoj4NyaK5gAz5NFynjgDYbDx+bC5gxODMxcsYzp1b9u/fi9upXBG/\n", "+Pg7WMgr+PQPbcf7Nva5er5M7n/szHkML55qivE5vX1kMgggBACI5RehH48L2YKn73eRKR8BSomz\n", "/S+9gojf2fP37NnTFPGS3dbWX8+NLSkocdjHX56JQhdYnj9+GJN+DUAXACCeytY9vywWFBz1bcDa\n", "njA2JU5DURobz4Mz5vGTmZvA8PCIcf/0xDiAUlIjW1AtXy+VH4KMA+8cwXx3cdm/X6e39X9z9X1l\n", "YtATyIffetM4H1gPDD3J4XS+B0rH4HLHw4t4Es1Bp38nNP7OHj9AMXCDojXIhWnfvn3Yu3ev9L79\n", "+/e3rDrj0987a8jgAz7FqOf//z68BR/e3u6VtJ1HQdVw35ffMW5//cHrMeBxze83353EF16/zP3b\n", "M5+8EX6fN7vGv/ntEzhe7lhw17Z+vHh2HgDwI1evwG/t2VTXa//b0Sn83asjAID7rl6B35a83i9/\n", "4xguzJkLy1+8bQg/vWsN95jvnZzBX750EQCwd8cAfveuLXV9rmaBHdeHtvbjj+7Z6ur5r1+M44+/\n", "d5b7t49etQK/86H6vrel5nPfv4B9p0ptPz952zp8+QdjAICesB/f+NkbPHsf2bn0lZ+8Fuv7whbP\n", "aB0ee2ccXzkwZtwO+hV89xdulD72x/75kLGj/uTP7kQo4MPHvnIIAOBXgKc/eWNdqpS/eeUSnjo2\n", "DQD4/H07sKsByjSWv3/1Er59tPR+v7p7PX5852rjvq8cGMVj70wAAH7+lnV46Ka10tf4vadP4e3R\n", "UoeaWNBnlEL84T1bcMfW9v3tVjUNH/2ndwz1DvvbomkaPvrld4wOQd/9hV0I+q0ri9++vIjfe+a0\n", "cfsP796CO7a1duwOHjyIe+65Z7k/BoDWvjZuFQ6NLuLhp09XfyDDp/duxWf2nXP1nKWYF3VqGRPQ\n", "/OMiOg8387GnHhgXLlww/s5kMjaPbF1YBcZQr3lRvNwlJKJqgKgPPZ6LgsTdzvm/VmTHjpdlJKyJ\n", "5+aBqO37uoXzwBA6kOiwnUiGekP4+PWrKh7D1ei3kaT71LTZxjNRg6GkzNA0YeGB0cwdAdhONZv6\n", "I0Yx0WK26Gk7Rtb/QmfBRdybeR4Vx5YvatKWy6lc0Ti3Q34FXSE/Qn6f4T1S1OrvdHRiKmn8Lape\n", "WLyK57RFC1WA76ThtI0qW4ayFCUkBVXDi2fmcGh0sfqDq+A2ppm8aiQvwgEflxhXFIUrKan2myCW\n", "fFEJCeElzTz/LgU0/s4eP0AxcIPnCYwnnngCTzzxBK666iovX7ppYD0wNvaxsv/2WXQRJmLCYjHn\n", "fhFaDdmxk/OoE0m2oBr+Az4FWM8m3Ty4cGcvaPssEhjbVphJk1/ZvR4hyQ5fu3pgnJlJGX/XslCS\n", "LRBkiZB/OTyBn3jkCL761ljFfc0A64GxIhZEd9hcNLlJMFTjkmQx3YhWrcvBiGRsi5LjYzYt79jB\n", "G3nWfo5pmsZ1Q/Hax0QG64Ehmng69cBg57vB6NImML5zdAqffeE8Hn76NI5OJKs/wUO4DiTByrnX\n", "TStV8VylBAZBEASxHMhXHDVyxx13ePlyTUe2oBoXa34FWMcpMJb3h5zqprxFj6dolLdUCox6d0h1\n", "WAPPVV0hxELuTNuqwZp4yrqQAMDP3bwWvZEANvaF8cHN/dLH8CaD7ZEMVDUNZ2ZNBUYtCyVZLPRj\n", "UD9GVU3D1w6OI1tQ8fihCTywaw3EdrbLzRyzAB2IBtEXCRjjWMgUMGBx7LjlUrxyke9mgd2s86iY\n", "NNBJZAsVigS2YwerNOgK+aCHJ5UvYgC1xXwmleeOZbv4ehVPsY0qC5sQtZvTWPPSwZh56bMUCdP3\n", "mKTFy+fmcO2arppfy21M2XHLjIT55LFLBUabzNVEc9Cs8+9SQePv7PEDFAM3eJrAaHemmfKRFV1B\n", "bjfDi91sovlYEBUYHu4W68gTGN4cT2z5yJrukOu2edXg26jKp5PucAA/Y1GXrsNeRNezO9xMjC5k\n", "uQWBVRcEO6RtVCuOyaKx81xQNSxkC1gZCLl+r0ahapqQ6AqgLxIwFuTxjDffdzJXxGyq8vxsBwXG\n", "fKYgbVkp+zdWgcEmMFgFRj0LT7GUhZ0DGoGqaRVtYVmclpCkl7GEhI3RkfEWVmAI51K7zNUEQRBE\n", "a9Fc23RNziSzs7WqK+Tqh7/RUN2UtxgeGEuhwJBcQHtVksQlMHpCiASdXew7hd2Rs/LA0LE7RtnF\n", "Vbu0NTzN+F8AHpaQCB4Y7OIOaMwx6pRcUcXoAr/AXcgUDJPA7rIfQy9zrHiVYJCVjwBA3EU8mnUe\n", "lakvAHlL3RkLvwivSkjEOM/bfH9exDOeKUAXpPWE/VzJCOCshETTNE5psdQlJGyMTs+k6iq9cBtT\n", "VoERkygwItxGjP3nIg8MopE06/y7VND4O3v8AMXADZTAcMEUJ8cPIuLC/IpoTUQFhmzBUC+NLCGZ\n", "WBQVGB6XkDC7vdUSGHawO4OpNvHAYP0vgNKi0a3RpiwWyRxvfCkmMJZLcZApqPj1b57Af/yXo/jf\n", "jBfHnESlwxq72i2A3SArHwHaQ4Eh878ArBQY5njZUgm2fKyeheeleUGB0eD4WpXE6IQDpill1kK5\n", "li9qRhIk6FPQw8xVS1H+yc6Tqga8N5Fo+Hvq8CUk9gqM6iUkfKwogUEQBEEsB5TAcMGUoMBgL5yW\n", "u4SE6qa8xdoDY4lKSBqlwAh4V/ZUVDUjwaMA3K66DLtjVHTCb+aOGk45NcMrMIoakHfZccNqgZDM\n", "FY14zqUbrxJywvC5eaMjxVPHpo3vcI4taSjvfPdFGBNPzxQY5sKaNVhuBw8MWXcVwEKBYeEX0cX5\n", "zNR+jIwIiaK4TQmJF/HkDDwlCQwnSdk08+/RoA/RAJswbexvNztP6tRTRuLaAyPHlJCEZB4YdXQh\n", "aZNkM9EcNOv8u1TQ+Dt7/ADFwA2UwHAB20J1leAnQF1I2hNxMSheiHqBLJHQCgoM9mK2NxLg2vO5\n", "xe9TEC63eVS11lc0aZqGM0ICA3AvV0/m5I9nj0vW8wDwtquHG/afnjX+jmcKGCsfe2yCZUBXYDDJ\n", "rrhHn5ctbbh+bbfxdzsoMNixresx/U2kXUhSlQkjQCwhqccDg09gLGQLUB0kHPNFFWdn0q7b5toZ\n", "eALOSkhEI8ul7HokS6AdGXOvwIhnCnjk4BhePjfvKsGb9lCBIZ5LpMAgCIIglgNKYLhgKsEqMILk\n", "gdHGWHtgLI0Cw0oK7ZZKE8/GJDCsWqiyVDtGo23kgzGdyksXLm4XS+zCi80PJXKFpvLAmEnm8fbo\n", "IvdvertIvoSktABtiAcGo1K4juny4EaB0azzKOuBcfVqc2xJyXzELfiZlqMxDxQY6XwRkwn+eFM1\n", "62NOj6eqafjj753Fr33zOH7tm8ct/UpkuEtgyBf26ZygwGBVBw2ea2Qmpyemkq7n30cOjuOrB8fx\n", "J/vP4WsHxx0/jzfxtO9CYveZNE2rSDZaJVgJohaadf5dKoaHhzG2kMWh0UVX/3ll+r7cdPr3D1AM\n", "3EBdSFwgKjDY3Z7lTmAQjWEhszweGHkPfpByRdVY3PoUYGVXEAGfAp9SWnQUVA0FVUOgRuUE14Gk\n", "Dv8LnVjIB31dU1roe9NaczkQDTx13CswzONtVVfISEixC0axhGQ5FAfPn5mFuLF+bDKJvVcMcvX/\n", "UgWGB5+3oGqceeh1axgFxjKamnpBvqhibJFJYKyK4YUzcwAsPDAsFRj1d/oRDVp14umCbRLz30/O\n", "4q3LpQTXhbkM/vO3T+DhOzfj9i3ytsosVgkZHScKDLYDUCmBsXQlJPOZfMW/FTXg2EQSN63vcfw6\n", "Z2ZNT51H3h5HNOjDT96wpurzeBPPyj2raMCZGiVTUJEXlIGkwCAIb5lM5PDw06ddPefTe7c26NMQ\n", "RPNCCgwX8B4YzaXAoLopb7H2wPD+gk120W21k+iGqUQe+qusiAUR9PugKIrjtoPVYC/MrVqoslQ7\n", "Rtld0UYvKhrNacHAU8dtAoNdaK7pZkoHsqYHRjMoMNjyEZ1jkyUFxqykhKTX4wTG+GIWhXIGZWVX\n", "EGvYMotswXHZQjPOo2OLOSM5tKoriJVd5tjEhGqmoBrnTtCnoCdsnlOsB0atbVQvzssTGLJFOlCK\n", "50KmgH968zL376m8is/sO4evHBit+t1UM/GM+B14YORZBYZfUB009nyxajN7eNxdGYmYdPrSm6N4\n", "6th09ecJYxcJO/TAkJ2n1EaV8JJmnH+XEhp/Z48foBi4gRIYDknlisZuQ9CvoD8S4HZ+ltvEk2gM\n", "4mJwyUw8PVBgTCTMxQa7+PXKyJO9MHdSQlKNqAc7xM3CaYn/BeBOuq9pGrfDubqHXbiasa/oQrLE\n", "HhhnZlI4O1uSzoT8CnQ9z9nZNNL5Iq/AKC9A+7kSkvq/a97AM4KAT0F3ecGuaq29U8yaZm7oixjj\n", "AioVGKxhan80AEUx1VVs+UCt8bAq/bDrRPLlA6OGCmZVV5Cbix57ZwL/ff85W08HNyUkVvMmX0bh\n", "W9JyNTY2A0yi160Phqxc429fuYR9pyqThyxpFwoMu98D2XmaVzXPDKcJgiAIwimUwHDItKC+8HIn\n", "2wuobspbrDwwErmiI8M6N2Qki1ovLgonmFp1dkc64tHuI3th7kSBUe0YjbWTAmPaVGAM9Zqxd5Mw\n", "yrKtH/0KVjAxTuSKRjyXuwvJ/tNzxt+3b+nHpoEIgFLi4ORUSmri6bUCg11Yb+oP1/wezTiPjrDJ\n", "mf4wuhlVhfhdz0ta1upwXUhqTGCwyRTddFd8X5avP/cqnjk+Y9z+jQ9uwN/ffxVu3WCWTrxyIY6D\n", "lxdlTwcgdCFxUEIiS4awi/hI0L+kXUjY2LAlM8emkq7meTbptLl8jmkA/vKlCzg5JVd8AdUVGJGg\n", "MxNPq3OolZODRHPRjPPvUkLj7+zxAxQDN1ACwyGTrP9FWcLbTCUkhIlXCYaCqlVc3Kqatzt2+aIK\n", "WcOReruQaJqG5xlZ/7oes62kV8et1x4YS9kZoJEsZApGuVnQr+DKlTHjPjcKDHaR2RX0oztsxlhf\n", "uOYKasUu/FIqMIqqhufPmMfZPTsGcC1jMnl0MsmpAgbKngyxoM/wXskU1LoTwGxnjI39pcVdI1q1\n", "LgeXbBQY4uJxnksW8Yv9mAe+D5cszERli9uiquHpiZBRxrZ7Yy+ZH8Z4AAAgAElEQVQ+sKkPvZEA\n", "/uSHtuPOreZi/i2LBEZB1YwxKagcE1DqYBT0mR2MZK2KRQUGu2jPFlTXnVHcwMZm22AUG8otfvNF\n", "DcdtEg8sqqDG+tx9O7CVSRTuP2OtwuAUGKEqCgybhLZlAqOF5+pGoKoqikWKCUEQRCOhBIZDWP8L\n", "fRco4tC9eymguqkS/+u1EfxfXz2Mb783Vdfr7Nmzx7JcxMsFotVxU28XktcuxnGoLFH2K8DdOwaM\n", "+7wqfWIVGH0eeGC0iwKD9b/YNhjlEg9u5gl2wRIL+YWd9wL27NlTob7Q71sq3h5dxGyq9H4D0QBu\n", "Wd+La5kOIEcnktJEl6Io6GUSDPWqMC4yCoyNfaWFXS8Td6etWptxHmU7kGzoExUY/LjYch0xqVhv\n", "FxJV0zDCxHkn06pW9v09c2IGY5nSe4b8Cn79AxuMkha/T8FHrhw0HvvWyIL0PefSpo9PfzRgaTgc\n", "qqKG5NqoBnzwLaGCUjz+2bgdceiDkc6rRhwiAR8GokH87C3rjPsvzFl3dWFb5sq6kDhVYFj97tXT\n", "krfdePbZZ/HFL34RExMTxr+Nj4/j0UcfxeOPP46xsbFl/HTNTzPOv0sJjb+zxw9QDNxACQyHTCUq\n", "FRjBckcHwOzoQCwfc+k8vvXeFFJ5FY8fmqj+hCpYSfG9lOhbLWhFt3c35IsqvvTGqHH7R69dhQ3l\n", "RR3AKzDSDi7ci6om3aGMcxfm9XcMibWJAoPtQLJ9RVSQqzsfF5vA6Ar50MN6H5SPwdl0pXniYqZo\n", "6ykAlBQ6f//qJTz83VO4MCf363ACW3//4e0D8PsUXMPszL8zumgYUHaH/NxCsy/M+mDUnsDQNI33\n", "wCiXkPCdTlr3eGITGBv7IugK+Q2fkVSeVw/IynV0uARhDbL/6WQe2fK81Bv2G3EGKktI0vkivnLA\n", "nIMe2LUG63rD3GN2ru02EhLn5jJcqYgOa+Ap87/QCQfMxIYsGSGaeJb+72zhXi+i2TGbwDjs0AeD\n", "nwtKn39zvzmnX7RLYLDJG6kHhkMTT4syISohMbn33ntx1113cf/25ptv4qGHHsIDDzyAN954Y3k+\n", "GEEQRJtBCQyHcC1UywoM0QdD5mXglvl0HhfnM1UXICJUN8WrZOKZgusYsgwPD1vuZC96KEe3UkDU\n", "Y+L51LFpXC63O+wO+fEzN63l7o8wF6zVdh6PTybx4187jP/4L0e5UgDAew+MpTTWaySsAmPHihii\n", "odrGxbc/9KMnXOmBIRp4AiUJfTWlx+GxBL59dBqHxhL432+NO/5MLOl8Ea9ciBu39+4o7ahv6Asb\n", "3S+yTCJOPEZY1U49Coz5dMEoo4kGfcZCtzfiPkHSbPPoQqZgxCbsV7CqOwifonBqCnYByZ+TQglJ\n", "qL4SEk7l0h+xbYV7YiplJHrXdIfwU5J2n9GgH9cxah2ZCmO6ioGnTjU1BZ/A8HH/B/g2q14j+pLc\n", "sM5MYBydTDra+GC/Y6VQmtuHesNG6cx0Ks8Z+7Lw5TP2CgzbBIbF61MCw55YzCwhDIVCNo8kmm3+\n", "XWpo/J09foBi4AZKYDiE3R1aZdHRod7Wl9PJHH7260fxS/96jDPGI5zB7tYVVK1uHwmr7gii50A9\n", "WJaQ1ChpXsgU8Mjb5oL0wZvWcgs5wF3p0yNvjyOVVzGRyOHFM/wxaSdXrwW+Rr91L4rZDiQ7BAWG\n", "mwQG23WgS1JCAlQaeJr328eP9TI4OZ10/JlYfnBpwThOtwxEsH1FFADgUxRcvaqr4vGifwGnwKij\n", "7IXzv+iLGGUKdgvsVoFVX6zvC8NXHptVJxKxCwlLl9CFxG2C95JQpsOqrkQFxgSjWLx2TRenvGG5\n", "hTHzlPlgsAm6FRIDT51wlVaqaU6F4Of+X7rf/rzUNK3mhDiXVIoEsLo7ZHRiyRZUnJqu7oPBKmYi\n", "/tLn8PsUTgVzwaJDTDUFhtOuVGwSkDVwJQ8Me9jjJhisrlRkFzDDw8MddfvIkSOOHz+2kMVLx0bw\n", "0rERHBpdxKHRRUe3E2lrtZLX1DL+eDyOpaJQcP+7yH6+5fz+2/X2kSNHmurzLPVtN9S/6ugQ9Dpv\n", "ABhkLsQjQR9QXq+UDLBql9KzC4LvHp/G3isGqzzDhOqmUCFBTuWKnN+DG/bs2YPvnZyR3udlCYlV\n", "oqLW5Muj74wbn2+oN4Qfu3ZlxWOcmngmsgWuOwC76M0VVWMX16eAW1xbUe0YrVWp0Eyk80VcLsfJ\n", "pwBbB6M4N5vm7neKKBsXu0/s2bMHX31LXlO9mC1gdbf1bh+rKJtMlHZvWa8OJ+gqHwC4dUMv17Lz\n", "mjVd+IGwoy6WNLCJNasuFk64KCkfEV/fqQKj2ebRkXiltwdQOt8mytUHbAJj3qaEJBTwIehTkC+X\n", "O+aLGkIBuafE2Zk03h5dxEeuGDTiyHlx9Ic5BY3YRnVi0Ty+1toch7eu78WXf1A6hg9eXoSqaUaS\n", "BnBTQmK/kcCWyumJUj6xaH1eji9m8fvPnIFPKZlnruxyvoueKajGXBbwKUb5xw3ruvFcufzq8FiC\n", "K7uSwX7Ha1eY5qeb+iNGC+OLcxlct6abe56mabwCI1Q5TztVorBlWOt6wzhfLlshBYY9rKEnO0da\n", "wc5B4nzU7rc/9alPOX78ZCKH//6K7nUmep5Z3/703q1YKmoZ/6HRRVR+/sYQCLhfAvb19Rl/L+f3\n", "3663O/n837NnDw4ePAinkALDIZyTfsw86b3sRDLDXHyemEq1tA/AciDK6evdGbL2wGi8iWctbVRH\n", "4hn8G2Ne+ku3rUfIX3mKOzXxfPVCnJM3X2YWU3FhV9Hn4MKsGu2gwDg7kzbM9jb2RxAO+BCpsTSm\n", "ooREsusu88AArNVDOmxbaKDkQeAWsbU0y3WSBVmFAoNNMNSYFJxL5/Hd49PGbXaR3+ehSehywaoe\n", "NjCeB5wCg5mP5qv40nClJxbn2GK2gN99+hT+4Y3L+H+eOoV8uZxNVLqw399itsB5cYwzCgy2hbPI\n", "thVR43XimQLOzvB+LDMOS0jEVqoifBtVvYTE2Xn57IkZjC5kMRLP4t9PWnf7kBEXDDz1BSxbOnNm\n", "proCQ+aBAQCbB6LG3+clCox80fTmCvgU6e9BxKFCjE0Csn4mlMCwJ50uHdOaphl/EwRBEPVBCQwH\n", "FFWtYsGmw/oJ1NPRAQDmUnwJxLFJ59JuqpuSKTBq/z5EDwz2AtlTE0/mmAkyDvu1KDCeODxptGS9\n", "fm0Xbt/SJ32c06Tby+fmudvsjrtY1+0ENx4Yrepsf0ooHwFqT8yIJp6xkN8wDU7nVXz/5WHMMcow\n", "RtVdNck2zSgwAHAqEaewCQxR3n/VqhjEhhGiIqDeEo/RhSx+5zsncYaJ+W0be83Xr6FEpZnm0XS+\n", "iJeYc1Bvvwk4KyER4w0Ix6LFOTZ8bt5IKF2Yz+Cb5aToCKN02dQfRsCnGF4nqsYfc6wCY42NAsOn\n", "KLh5vVlGcuAyr9pxmsCoNqfJOnE4NfEcZ8Yyvpi1fJwM0cBTh/0u2de3gp0LFmfNJHU1I89q5SOl\n", "f3do4smco0NMUooSGCb79u3D8PAw9u3bh5deegkAsHv3bjz22GN47LHHsHv37mX+hM1NM82/ywGN\n", "v7PHD1AM3EAlJA5YyBYMJ/2esB9BZheDdT930tHBDtEk8dBYAjev77V4NCEiJjC8VGAM9YSMXepG\n", "KTB6In6jVKkWE8+zzCL0oRvXWspVnSQwkrliRU36ZCKPbEFFOODjEhh9HvhfAK3fhUTTNK7s6MqV\n", "JfM2boHgRoEhtFH1KSUJun5cZoq8AmNDX8Sog6+maJgSFBhna0lgpMyF18oYv0iNhfzYMmDK2wH7\n", "EhK3XUhOTqfwh8+eMUoXfArwnz64EVesNA3zelu8C8k/vnEZY+XFbVfIj1s3mL8FbDmR3pGmqGrG\n", "964AFd43gLNWqs8LXjePHBzH+zf1GYaaAZ+CtT1mpxf9eIxnCoZx6ETCXOivtVFgAMCtG3rwQvk9\n", "3xpZxAO7TNNhrxQYmULlQj7qcL5hz5XJRPVkA4tVolePH+AwgcF8vrDPTG5vHjATGLJWqtUMPIFS\n", "i1sFgIaSYqOoavAL2UdV07gkICkw5Ozdu7fi34aGhvCJT3xiGT4NQRBE+0IKDAewu5yiDDrisAWZ\n", "E1ifDcB5izWgvtrtc7Np/NfnzuLJdydrfo1moKKEpI4Lqz179nAXbEPMBVuj2qiyXSZqSWCwF9eb\n", "mAtbEdbE08qD4zWhfERntKzCiNt0O7CiqgcGq8BYAg+MeKaAL71xGU8zJQj18NblRcPAM+RXcNf2\n", "AQD8QsnNuEQTTwDGjjcAXHvjrdwxzy5m7JJsmqZVJDBqUWCw/gQrJQaLYl2/eJzUWuJxbDKJh797\n", "ykhehPwK/njvVnzsGt7vpa+FPTB+cGkB3z1uJsN+4wMbuPFwHWnK8xHrQ9EbCVQsQoHqrVSnk7mK\n", "351MQcWf7j9n3B7qDRuv3S/xMSmomlBeZJ/AYJP0700kuWRCLQkM2dyZkrZRZUpIbH67pwW/GDeI\n", "Bp46K2JBo4XsfKZQNWGbZH5zrt622fi7WicSJwoMRVG4+2TXMclc0djEiQV93LGYbFG1HNF8NMv8\n", "u1zQ+Dt7/ADFwA2UwHCAnSzXyWLQKWI9+1L5YHzx9ct49UIcX3z9smFA2IrITDzrgU1UrO9rUAKD\n", "+X5Zybvbjja5gmp0pPApvNGsiBPX+ZfOybvg6MeH1x1IgKVXYHz90ASeODKJvx6+hCPjzpKFL5yZ\n", "w+985yT2naqshf/6oQnj749etcJIdsa4xYGLEhImBnoHCXbhupgtcl1I2ASG3YI9kStWzFXnZjNQ\n", "XXRZKKia8d4KgEHJ4lJMYHhVQvLPB0aNneWesB9/8dEd+ODm/orHdTElN4lc0VG7ymZgMVvA/3j5\n", "onF7z5Y+3LNjgHtMl6SEZN6mA4kOeyzKFGrfPztveLiwpR+sR8pGZi6UfYfTyZyx2B2MBSw7kOis\n", "iAWxtXzsFlTNOBezBdWYa/0K33ZXJFxFVca1UQ3ITDzl86Cq8cmYyWTOVTcSXoFhniN+n4LV3ebt\n", "aioMWTJTfx22HIU1tAX4xI2VAgMQfTAqjwt2PumLBLjPQAoMgiAIYqmhBIYD5myc3b0y8dQ0rUJB\n", "UFA1HJ1w5oNRa92Uqmk4MWW+Byv9bSUKqlbRyaCeCyvRA4NXYDSmhKSX2ZF2q8CYEnY8ZbuvOvwx\n", "WxmjZK6It0bM8pHdjK+A7oMxL1zQOqHaMRpbYgUGK7l+Z7SyhaNIQdXwP4cv4r2JJD73/Qt485LZ\n", "TuzYZBKHyjvXPgX48Z2rjfsiNXp78CUkpe+M9T548cBhY1EeC/q47gh2STbRwBMoHYdOpOw6s6m8\n", "sdDtjwaM3WSWa9fwCQwxyVGLQgIARhfMz/nffmgbrlvbLX2c36fwCR8H7+FmHj0wsoA/e+G8K6Wc\n", "E/7u1REjGdsfCeA3b99YUQ7WIykhsfud0mEXnrJj8QWmfOTBm9biw9sHKh7Dmon2SzqRsP4XMc3Z\n", "78ktTHnMgfLcw/4eDsaCtkbBERcmnnq3o4iDhGk8U0CeSXzli1pFxxUAOD2dwtcOjlVsANglet2U\n", "kbDJppFzp7n7+DISXknFjkufQ2REqvhgiOqeLgelSAThlk6v/6fxd/b4AYqBGyiB4QBegSGWkDjr\n", "6FCNVF6VGjd6fXEsMpHIcYvFRIvupsylzQWVTr2LYHYRyNb8JhpUQsLWrLtNYLDlI6u67Us6qu1W\n", "vnYhbly071gR5Wrv9baOfAmJNwoMvo2quxhrmobXLsTx7femHD+XfdzJqeqdAEbjWe6Y+tyLF4x2\n", "pI8z6ou7tw9wixNOWeIiySnrPMB6H0zlzNcdjAW5Ra2daeVUUr5YcuOD4UTav743bOzi94b9lR4Y\n", "YX733unONhsXtuuIjF4mJnEPE48FVcOfvXAeL5yZwx9970yFKWqtvHRujksi/PaHNkpLtHgFRmlc\n", "fAtV+Xdi54ExEs/g5HTpPAj6FOzZ0odfft9QRemBlQJDf/8JZi7qDzr7Tm9hjTxHFnB0IokvHxg1\n", "/s2ufAQolRHpiAmMoqoZv60+BQiXHxtz0IVEluybEspI8kUVf/jvZ/C1g+P47AvnuPvmbeZJ1huk\n", "mjkoe8yHhau2TUwnkgtCJxI2SRW1UWBUMzRluxr1RQKGIkz8bARBEASxFFACwwHczlaMvwipthh0\n", "iqi+0DnkMIFRa92UWPveqvWsM5ILzbo9MJiLz/UNUmCwF9vsgi7nsoRkkllAra5Sc15NNfTyebPz\n", "wYe29nPlM4YCo4YuJNWO0bBfMST/ubKZnFO+dnAcn37uLP7+tRF844gzLxd2AXdqOlV1AX1+nj9X\n", "FrJFfPb58zg7k8ZrF0w1xk/tWsM9TjQYdDouWQKjJ2TGWuteZfw9EA1yx4+dAkP0v9Bx44MxXcX/\n", "AijV1v/B3Vtw75Ur8Ad3b+HMjwEgFPAZC6ei5ux81TSNby8bsl6UAe5VHk7n0clEzohxOq/iH964\n", "7Oh51Xj04Ljx90euGJSWxgCCAkNWQmKhiupiS0iEeLOJk9s29qInHMDKrhAeumkt97iNnALD/O71\n", "pCarJrh+63rp5xC5fm23kYQYiWfx2985ie+fNechNoEsw87Ek2uhGvAZapaog8SiLNknGnmOLmQx\n", "W54PT02nubjazZNcAqOKOSj7mrfduJO7b0u/tZEnp8Cw8MAAqrdSjduUkNRbqkkQOp1e/0/j7+zx\n", "AxQDN1ACwwGOFRgeJTDYmtYTU8mG+gGwXQKA1t1NEf1DgPqkrQVVM3bbFfCma9miVrffiU4jFBir\n", "bdoWArx0WlQNJXNFHBgxWxneISYw4pUlJP0RZyae1SiZybmXJj9xeAKPvG0u/N5zWHbFqilm04UK\n", "DxURWZvC9yaS+L1nTEn3Bzb1YQuzIwqUWkVWM8mr9vlihgeGGZ+LzG7rYCzAKzBsFuu8waL53blL\n", "YFh3IGG5ZnUX/u87Nll2U+JVGNW/70xBNfwVwn5FWrrCvX6DOpGMLfA75t8/O4+3L1cvQ6r6uszi\n", "/5feN2T5OHYBuSgpIbH0wAjJy7Q0TeMSGHczpSMfv26V0a6zJ1zqLqPDKTAylQqMNVU6kOiEAz7s\n", "tCgF2twfwQNCUlCE/x3mE4RWPhBcCYnF755MgTGZFBMY/G32vLSbJ9d2Oy8hYZWR3ULSzq4TiVMP\n", "jGgVnx7RA4MtR2nVawaCIAiidaEEhgNsPTA8MvGcZd5jy0DUuEgsas4WZLXWTYmLllbdTfFagbH/\n", "pVeMv7vDfvh9Cnfh6FUZCZtAYOXusnIiO1wlMGx2K9+4GEe+/N7bBqNY3xfB6q6Q4XQ/ly4gmSvW\n", "1EbVyTFaTcos8t3j0/jSm6Pcv01XSURYvb4un7eClWfvWGEmKdjdyQdulC+0olVM8mRUKyG5HGcS\n", "GNEgt1i398Awj5X3Mf4mYjLTDq6ExEKB4QROIeFA2cRK4qupL8TXd2IU6nQeHZMsOP/21UvI19A9\n", "SKegakZyy6fYm+OyShz9OOHLFSxKSCy6kJyaSWOknJyMBn3YvanPuC/o9+HP79uBT962Dn/x0R1c\n", "kpH9jHG9hISJzdT5U5ZjELlzm5k0iQZ9+OhVK/DXP3ol/vHHr8bWwajNM+0VGOwcy/5exxx0IZmS\n", "KCNEBQZ7HgLAeSaJYKfAWNfLKDAWnJeQHD18kLtP7ETCPtZJFxKgeilsnPPA8CMS8BlquWxRaxmD\n", "XKK56fT6fxp/Z48foBi4gRIYDphLNd4DgzcsC2DXOrMmuJE+GJUlJC2awJAsWt0YJoqki+bOrm4E\n", "yO5wL+a8KSMR26jq71pQ3ZVQsO39VlfxwLBr/TvMlI/csbUkX/f7FE7CfXkha1vbXQ8xF7XV+0/P\n", "4m+GL1X8uyyZJUNM1lXzwWB3N3/jAxtw64Ye7v5d67orOm/oRB3U27MUmcWsAnPx0c0oFjSYx+iA\n", "oMBYzFp7SrDHyi3re42FyNhC1nFyxUkJiRPcJhiSnCS+egKjt0aj0GpMSDwLRuJZfKOOVtRsC8yu\n", "kL/CuJOlOyxTYFh3y9Kx2jl/4bTZVef2zX1cQgAoKdAe2LUWO1bGuH+XmnhyHhjO5+AfunIQf3TP\n", "VvyXu7fg8Qevx+98aBOuXdNlGwcdLoEhJJFSFsdM1MFvt6zcSmylellIPlwsG2lqmsaV9YiJXs7E\n", "M2Hf3YSdqyI+/nFiJxJ2nko77UJSxcSTTS72hQNQFIU6kRAEQRDLBiUwHOC8C0ntP+LsxedgNIhd\n", "60w5rZ7A0DQNTx+fxn/61gn8q1Dnb1U3pWkaPvv8OfzM4+9ypQGlz6tWuKa3qomnLIFRz0XVFdfv\n", "Mv7WF4ZiC0svYC8WIwEfZ0bnpoyErdVeVc0Dw6ac4RyzC797k7k7z5aRnJlJG7ucQb9iW1vN4qS2\n", "z6kC48RUEp///gXDuPXKlTGjnCCRK1Yt08gVVa67AGCvwCiqmrFDDQBbBqP43Ts3c+aCP20jc3er\n", "LBF3TvUODD0WqoPBaBAhv8+Yj4qatYktq8AY6g0bRpga+N1jO5yYeDqhj+m84ySBkZKoUmxf36WJ\n", "p9P6U1aBcc1qc1H/6NsTFTv0TknalAmIdAuLx9JimS1XcNCFpHyMFVUNLzJ+Ex/ePuj4M4sJqKKq\n", "cXPRR+/8gOPX8ikKPrS1H3duG7A1nJRh50XFqivY85CdB63K1WQJDNEXY1RIYOhKrUSuCF1IFw36\n", "KpJCvWG/8XnSeRULFr8pRaacEQA+/KHbKx6ziS0jYZRitSgwqnlg6ElBN8lmgnBCp9f/0/g7e/wA\n", "xcANlMCoQlHVhI4L/MW6ZyaenFFoEDuZBMaJqSQWMgX81cuX8NfDl3ByOoV/fONyhXRVxompFF48\n", "O4/JRB5fEozmLsylKzp3tOqFiFSBUYcHBpugMBMY/A63F3AJjKAPIeZ4yjssI9E0reYSEvGYZZUV\n", "bCKENTE9OmEqgvoiAUc7pE6JOVhUAMC+U3OGF8LmgQg+e+92DDIGuzNVukLILtJPTactd0FHF7KG\n", "THplLIiukB/90SD+/KPbcee2fnzq/eu5bi0ivAKj+nEpKx8B+GOQRW9RWq0TiaZp3KJsZVcQWwfN\n", "xY9THwyvFBi9khIEO9i42LWFlL2+lwoM1rPgF28bwrZyDLMFFV94baSm10y4SM6EmGSnXnriqAuJ\n", "pKXvu+MJY/7siwRw0/oe6XNliCapk4mccV4ORgMVi/ZGYVcWl7ZYxDvrQuKghERIYOhJwGoJJUVR\n", "sLa7eicS0YhT1iJ7M9uJhGmlyo7LtgtJlesYsQsJAFJgEARBEMsGJTCqEM8UjEV+b9hfYRrXCBPP\n", "FbEA+iIBbGV8MH79W8fx7MkZ7jms6ZpV3RS7WDk3l+HeR1bz3qoXIrIuLvWM5a0jx4y/e2UlJA3w\n", "wCgpMKyl0FbEMwXDM6Mr5K+6+BHLnvRFe66oGjHzK7xMnZUos54sdnX6Is48MJyVWrCmrQ/euAa9\n", "kQBnJikz32ORJUfimQInf2dhdzXZ3c7NA1H8l7u34uPXr7Z9vyiXmKkcl5g4sfJ66LZIYOjKsGo+\n", "GKm8asxTYb+CnrCf8xdwksDQNI3zGVlZhwKDTbadnqneytapKaFO4zwwzMXm+t4I/vMHNxq3X7kQ\n", "5+53iixpake3YOTppKxL1kb1eeZ35M5t/VWNUVn8PsX4rBpK3Xx01vSElqye174LiXwRb6dEAwBV\n", "07h5RI/KXLqAXPnxuYJa0VZ1OlnyoXDyfaztrW7kKSa2ZDG16kTiVLHEGZpazI06vZTAIBpEp9f/\n", "0/g7e/wAxcANnicwxsfH8eijj+Lxxx/H2NiY1y+/5HB1xZILda9MPGU+GzcwPhhi3S1QuvCs1vpx\n", "XujOcZBxypctVhp5IXI5nnXV6cANM6nKxYmVhN4JaSYMpgfGEpeQOGylOslcZK92sBvu9ymG6ZsG\n", "U+nBGXNGA0bZAsArMNhSCi/9LwBegWGnVODN8UpjZs0kqxl5pi38UazKSNhFwWZmseCUqM24vndy\n", "Bj/16Lv4m1dMPw/W66EryCow5PEejEoUGJIFO7t7vLIrBEVRsI1JYJxxcH4mc0VjrgsHfI5KOaxg\n", "O08cGktUnc/YxJOT9+UVGN6cs8lc0Tj/g34FA7EArlvbjevWmP4n4wvyxehrF+L4t6NT0gUzr7qp\n", "fl6xfigTiZyhEIpJyhWM1xUUTrmiyvnefJjpPuIUNol5gvGRWVNFCeYlzhMYPuZv+45H8UzBKDPr\n", "DvmxivEW0jcGxhazFSpGoNSJhFdgyOdltpWqVdLLSo3FYl1CIh+7CGcyLDk2xTaqpc9CnUgIgiCI\n", "5cHzBMabb76Jhx56CA888ADeeOMNr19+ybHzvwA8NPFk3kdfjLA+GEDJmf6Tt60z3nMknsWZmdKC\n", "w6pual5YxLw9ujwJjO+dnMEv/utR/OqTx/Hahbinr50vqsYFFrt5mMoVoVZZEFmxav1m4+8lKyEJ\n", "8CUkTj0w3JSPGO8l2X20a/m3oU++aHejwHBS22fV5lGEK+sqfwZWCVDNyNOqPOWUhZEn2xqRbVvo\n", "FLuOB//nnQnEMwU8dWwaI+WyMDclJD7FXKj3VkmycS1UywsyXoGRqZpEENUX9ZQQbRuMGkqCuXQB\n", "l+add2NohALDyTHKSv3XdoeMRB/rBTKfqTz+Tk2n8OnnzuLvXh3Bk0cqzT7tWmXKYB8zwhyfVh1I\n", "ANG3QMVbI4vGcbKmO4RrLUxo7eiLWicwlqqeN+K3TmBYmXiG/Yrxe5GXdNIQS61WMyV1eitVsYWq\n", "zvm5DLd5YKnA4EpI5K+VZJKtXSG/NKbre8OGckZXgABi+YlDE09h3i2omnFs+hTzuCMFBuE1nV7/\n", "T+Pv7PEDFAM3eJ7AiMVMQ7NQaOl2YBoF7+wuUWDYdHRwSoHx2VBgXuzsGuo2LhJ6wn786Q9vxwO7\n", "1uKDm80Wd6z8V8a8UFd+8PIiNE2Dpmk4u0QJjNcuxPE/Xgd/2FQAACAASURBVL5o1EY/f2bW/gku\n", "mRNa1em7cRpqTyqxu9dLZuIZrM3Ek231t8phAkPm3WJ3wT0YC3DJOvNxtZcPyHDqFcF91vIi1Y0C\n", "g13UsEmvRikwOIk2c45pmsbV2Z8tJyRTFl4PkYAPfiFf0B8NGHXx1ZJs7HutLC/IVnUFjUVJMleU\n", "Ghfyr+GN/wVQUgOxfj/vjC3aPFqUxFf/+XLbptUJY8yile0kwXXkkPh5HJs0S69OSI6zJDOnWJUK\n", "sbCPucSqomySilyCMFfk5uK7tg/UlIxi3+/UDFtCEpY9vCHYdSERy/R0FEURNiD4+WZaMEZm51Z9\n", "zmV9qNjIXZxLCwlhiwRGT/USEicKDLETiZ5wdarAsCuFXeR+C825psthspkgCIIgvMbzBAa7excM\n", "eru4WQ7mUlUUGFXqaJ0gtlozFyMB/MVHd+CXbhvCFz5+NW4pmwTevcOU+b54dg6qplnWTYkKjJlU\n", "HhfnM5hJ5Y1FOHvxojvae8WR8QT+9PlzYDe3dNWIV4gdEViZdLJGI8+zI+PG3/rudrfHCgxV07jd\n", "wnDAhzC3k+iwhIRTYDg752TKITvTOUVRuE4kVo+zw0ltX6yKVwRQMtZlHft7JQqMah4YrKx8xwoz\n", "6XpSYuRZVDVciss9MJxipcDIFFTDvwQo+dQA1osWRVG40gHAVGwBvAJD1tWATU6sKsdLURROhSFL\n", "bLJ41YFE58Z1fBmJHbyJZ/VFfixoJnzSedXwLrDCyTHKKjDW9ZqLWvZckCUw2H9blKhBFutRYDDH\n", "p1ULVQAI+RVjpz6vapwa7u4aykcAXq3FnldrupfSA8NMH4jzZkowwWThy0j4Y4P1tljZFeTUbfqc\n", "yxp4siVEF+Yzgvm3VQLDiQKjugcGwCvDdCNRpwoMNrkhJv3Z7j29zG9gF3UhITym0+v/afydPX6A\n", "YuAGbwvYARSL5g+Z3W7O8PCwIZXRv7BmvC1TYLD3y3Yu3L7f868eAFBaQAzGAtz9V66KYfLEQZx8\n", "B1hdfnz6/BFE/TGkiwqmk3k89txrWDhzRPr6sgvpf335EAZDGoDSBc+qYB6jRR+KmoKiBrz48isI\n", "+uqP37prbsYff+8st0ADShfb+78/jHvu9Oj7euuwMZYVsSBmF5LQc3OpXBHDb7t//al4HvD1AwAu\n", "nj6B4fEiejbvNMZwaWIawNa6Pv8tu80WgwFFg09REPRXlpBUe72jF8agn8qru0KO3r+QiQAoXYC+\n", "fuAgLkZVzPdeYbx3cnYSwBbu+et711ckn/qjAcfj1bF7vEyBIT7+uZdeAVBaLPSG/Xjt1VcAACu3\n", "m61vz43PwO77OTQfAFBKyMTycUT9AaSLCpK5Ir7zwqsYDGnG45968VXki6Ukx2AsgEM/eN3ReNnb\n", "4zNBAKXFyqnzlzCcOlM6P4WF7NnZNIaHh/Ee8/i5yTEMD180Xi+g5sDlnjOLxnzKKTDKr81+nilO\n", "gWHOZ5FMCEDp9gsHj6NwMW85nreOnjY+28quYN3nrzp+CkApvofHEnj55WEoivzxMhNPu9dXFAVR\n", "n4pEsRSvhWwBx19/s67Pe/DkBSNWa3vCxv39K642Ptvx8yPAbUPc8+ewybh/Ys5Umuj3J2GWrU2M\n", "nAduWmv7ebrD5uNPjs1DPyYy8WkMD49axiOoqCiU9QL63Lw6rBpJLLfxiE+NQj8eWNb0hHCxhter\n", "5XapyqI0J6Syee764vylUejfV5RJAJTmm8qFu37/dGircV96Zgw7rtxm3D5y5hJw8zquheoHNvfh\n", "3bLB8cnxOGJBsx3txMUzQNnol31/NoExmcihqGrGfKZ//sPHT0Kfq7pCfhw5fEQaj80DOwCU/Ewe\n", "ffM8Ls1nkMhWKrlk8TuT9EG/BhmbnuWPnx+8bdzXFzHn+64e8/fi5LkLVY/XZr1NeMfYQramNtKr\n", "u0NY17t0ii2CIFofzxMY6XRpgaNpmvG3DPbHQ/whaabbsxIPDPZ+WUcHt++36arrgAtnAZTaIVZ7\n", "/J0f2oNDvkt46tg0AGA6tgG/9akPSh8vmngCwHx4FTas7QZGRgEAN25Zg8T5eaMU44Zbd3M7q7XE\n", "bzKRw29++4SxMzMQDSDoV8pmpArWXHVjXa/PsmbzDuDyCIBSAmOurxsz5VrsZE6t6fUfnz6BybLM\n", "+/0334BrVndxEvBAtNf2+U5us8mxWNm0j91J1BMY+uP/6uWLeONSHL/+/utwxzZzt1SN9AKLpc+6\n", "ujuE6x28/5NzJzFevti++vqduGFdD/6RabN73Y5NFc8/dWAUIn2RAHZ7eL5xCozysSM+/qobbgFO\n", "HwdQKmHR77/MyOhzfnM3UvZ+E0cmgfHSeLduGEIgnsGBkdKismfztdjD7Eav2n4dcPYcgFL5yJ49\n", "Oyter9rtuaNT2D9VPkZXr8WePaX4iq1Dz8+mseen9+DkD0aBqQkAwJVbN2NPeXEAAKv7uzEzaUr1\n", "t69fjT17SotZvgtJoeLz8B4YIeP+hePT+MFwyURU7V2NPXvMxZs4nu6VQ8B0ae5ZEQtiz/vq+/4/\n", "fs8H8dgjR7CQLSKeKWDDdbdwihD28bKuCtVef2VvDInyjnQ8U7B9vGxRI/6b0r0CmF8AUNpB37Oz\n", "vDA6Z5phRvpWVjx/33NnjX8r+EMV97/0/Dnj32645krL99dvn2bOx/mCed5cs3Uj9tyyzvL5fbEw\n", "0sJu/4/sXF/1/axu33DlNrwsaR27pjuETQ7i6cXtoqrhz0++AwDIawpuv/124/7eFauAeOm7iQZ8\n", "3PM5c90CP9+8/MJ5475brt3BKWyU7lJyglVg3LqhF185MIaCqmGh4OOSG7t3XS/9/NGgH/2RAOYz\n", "BRRUDTOpfMX41m7YAkyUDNG7Qn784qc+JY2Hxhx/k1kf/pXxWVFgXqvI4jc4kcSjl04CACJdPdiz\n", "51bj/s1XXAtcLB2bvZGA8Xz9+gMA+ldZH2/NfpvwjslEDg8/fdr18z5/3w6s6w13/HezZ88eHBq1\n", "L6NsZzr9+wcoBm7wvIRk9+7deOyxx/DYY49h9+7dXr/8kjNfxQPDqqODG2QdSKrBusW/dG4eeQu/\n", "BHGHFyjJtNla/62DUd6QywN/h68fmjCSP7GgD5+9dztuYDoOnPawjIQ1bByMBTmprJVZYzUWJLJZ\n", "r008Rf8LAFwbVbYLyehCFs+cmMFsqoAvvcknEhph4ik7DtdLdki87kJiJ+nWmZc44gO8H8NsKm9r\n", "4MoeF9GgD1esNMtITgn+BKz/xab+KGrBalzi+Tm2mEMqV7Ste+8WOlSwJSQ9VUpIuAQGEy+uhKTK\n", "uTmdqvTRqAefonAdl+zKSLjuLA48MADBB8ODTiRst4h1zA4654EhMfHkSkiylaV69Zh4siV61c5J\n", "WSnBXTWWjwB8fHUGGC+ipcDvUxDk/IPMgFi1UQUg/Fbw8414roglJGwLVZ9SajXN+lCwajW774Qv\n", "I6k0sU069H25dUOPZeeX1d0hW0VsxKYLiawDifhZUlRCQhAEQSwhnl9hDA0N4ROf+AQefPBBrF69\n", "2uuXX3K47iAx+UVIvT4YM9x7OEtgXLemy1iALGaL+NpzlR1fCqpm+FwoMP0RMgUVrzO1z9vEBEaN\n", "i34WtsPJb+/ZhO0rYtjOeA2cmZGbJdZChQeGB+3d5pLmhWSj2qjy5nKl+Ft1IWGTXBOJHCbKO6i5\n", "gmooZ3yKc08CWemTzBiTRdaJxKo9oAwntX127UZ15gXTVp1wwGckmYpapbqBhV3UxEJ+XMkkME4K\n", "nUjq7UACWNeYyzpjXJjP2NbtiwaPbHvn3ipJtimJiScAbGKMSccTOVsfHC9NPHVuHGJ8MGx2oFK5\n", "yhKSavS66ERS7RhVNc049wB3Jp6s4qqgatwxCICT+zsz8ZT/HlVNYAiL4GtXd2FdHYabfZL30xf7\n", "S1nPG7FopWrVRlV8juj9IJ4rqwUTz1Gmherq7hCCfh83P7BnkJ1XUDUfDLGlslVMo0E//uknrsFf\n", "/sgV+N07N+MXbl2Hj129EndvH8Dv3bVZ+hzzudZxYA2te7kEhrfXDATR6fX/NP7OHj9AMXCD5yUk\n", "7Qa/WJJfrIcDPmNBmymo6JU+yhp2cTrocEfbpyj48PYB/Mvhkkz03YXK58WFC49b1vfimRMzAGD0\n", "tweALQMRob1e/RcjE4wq4IqVpd3dHSvMXV5PFRgVCQzead8tRVVDVi3tVikwL9S6hbZxRVUzDFdr\n", "QWyhCkDoQmJ+RwlhHEfGE1jTM1jR6s/p56lq4ik5DmUmnrLFSz3Y7YjqiKa3LCtiQeNcnE7lucU9\n", "i9ha8apVjAJjJgVV04z2mFwHEg8SGOx7y5IsZ2fTtgoMsZUqO2dwCgxBbZDMFY2YhvwKb8gX8iMS\n", "8CFTUJEvakjmipYLZK9NPAG+ZfTh8QQXf24Meeu4WNHHqVLqU07NpvLG3Nkb9nOfgTPxlCRK5oTv\n", "ejFb5IxIXSswLJIc1VR8XULi58N1qC8A+eJ8rUMlmJeE/T4sovJ32KqNKmCdMFU1jVP2reoKIhr0\n", "Ixb0IZVXkS1qOMaUcQ2V1WmyDkUK+IW/yLoqnUhYRWS1Yz4U8OEGof26E+y6kLAmnpwCg0w8CYIg\n", "iGVi6TSeLUhB1YzdBwXWuyh2uzhOmK2hhATgLzxPpUIVO9bijvot63sgsq4nhFjI72lPd72WV2dV\n", "ead3O5PAuDCXsSx7cYu4oOKSMTV8H9xCIuw3kgJ+n2LESUP9ccpKEhh8FxLzfvG9joyXZPaTzC7h\n", "ahdyfnkbVSaBIVFW9Ib93OI5EvBJW6ta4aS2j19QyL+7uE17QlYRYNeJhE1sRYM+rIgFjURAOq9i\n", "pOynUVQ1XoFRQwvV0nvI2y3LFrrnZ9NI5niFCEuP2IWESSL0RKwVGGILVVFSzirMZlPyhX6+qBrH\n", "iQLnirFqbOqPGB5Di9kip+Bi4bqQOFZgmI+rpsCodoyOWagvgNLiUu/wkc6r3PeczhcrFoZiMiXJ\n", "JTCqJwatkhzVOgOxx5NPAe7Y2l/1veyQvd+aHtNfZakIWygwZKV6OlalXfFMwUhUdYf8xuNYFcY7\n", "jFJIL6/bPFBZYtbLdBaTwSowxmQlJHn+96gRMY3YKN/YJGsfcy7FuGsGaqNK1E+n1//T+Dt7/ADF\n", "wA2UwLAhni4YMlC7ixC73QsnzNVQQgKUSj906Xe2oOKwUDsu7qjfONQDcQR67Xu3xU5gLUwlc0ZN\n", "9mAsYJRFdIcDxsVaQdW4nW2gdEH4Zy+cx1sjC67ej01gDHqgwGAXfuJuNxunestI5B4YlSaegFyB\n", "AZSkzDqrXOx6isespmm8t4REWaEoirHTCHjvfwGICgyLEhKb9oSsIoA9LkTSQjcLRVE4Hwy9jGQy\n", "kTOUMP2RgO1Oqh1RiTkpIF9Qn5vlS0gqPTCEEhILD4xErsj5gExZ+F/osF4asxLzX6CU2NBfcSAa\n", "MBbs9aIoCrdz/M6o3AeDjZ1YCmEF74FRnwJj3ML/AiiNgV3Msws/WUmJmGBiz/EuByUk4tykY9dG\n", "FeB3zm9e32OpUnJKbyRQ8bti5cXQSKwSGPZtVNnNB/NxorJNxyqBYSgwJAqtagmltdUUGOxx4TBp\n", "55ZwwGd8h7mihiKj0FywUmB4uOlBEARBEG6gBIYNfAtV64uQehMY7GLBymdDhqIoXO958eJnXtip\n", "7o0EsGMlv0O0rZzA8MI3QmeS+RzihaxVGUm2oOJP9p/DC2fm8OcvXuAuoOzIFVUjkeBTShdY7EVq\n", "LbW5rPRe3O320siT98AofWa+jaoZA/E7GYlnMZvK12TgCQARVhGQV5HMFVEoxzwatFZWsCZ11S7M\n", "RZzU9rGLUksFRtpOgWHGgFUciPDtOEvveSVTRvIvhyeQKai44IH/Rek9mPawBX6nV+TcXNp20VJR\n", "QsLMGQGfYoxH1fjjppp3BbuQnbVI/rAGnis88r/Q2cUZeVb6YKiaVpF4coKXHhhjC4wCo4qpLWvk\n", "KZaPAPw8ky2X7gBA0Kcg7K+eGJKVEwQZlZgV7G/AfVettHmkM/w+peKY1BUYzeCBkbEx8YxanJfs\n", "3LGKmVNYlRv7nerldUO94YqkXrVEb1UPDEGN1YiY+hRFqsoDhFLUMCUwiMbR6fX/NP7OHj9AMXAD\n", "JTBsmK3SgUSHN/F090OuaRq3WBh0UUIC8IvWKWHBJvM0uHk979Cx1UhgeHcxMmGzqLYy8nzz0oKR\n", "iIhnCo4/gxg7v3AB77UCQ9zhrgeZBwZ7EZlj7k9I1B7vjifKbWlLrHaxoBQv9sVklxXrGSNPWfeB\n", "euEW+vnKTg2ANwoMble2fLzcvX3QUMCcn8vgC6+NeOJ/AViXxsgW1IvZIpeYEpUG7DEYDfoqFmVW\n", "PhhWBp46vAJDvtBnfQFWxrzdZWeNPI+MJyuSmOm8aqg/IgGfY7+XPi6BUd85O55gS0gqx29l5Dkn\n", "UbSw80xC8Dyx6xihIyZXgZJyqtpzf/jKFfh/79iEP75nK/bUWT6iI/pDre2u3RS0VtgW1Nmyek0T\n", "kl5iYtbqvJxKyJN9q7rlc6xeQhLwKVySF6ie6F3VHYJ+KM+k8ty8D4hdSBqjwAAENQrzGdg5hD2X\n", "okFTtZEpqI43HQiCIAiiXsjE0wb2ArRRCoxUXjV22sMBX4VLejVYKfiUUPPPlwSUHnfzUA++fmjC\n", "+Pdtg6VFWb2LfhZ28eVUgfHS2TnucYvZgiO5Pud/UY5FvbW5bGmIuEio1uXBDeyxEpaaeDIeGBIl\n", "yZHxBO+BUUcJSTUDT52rGZXClkF3LUWd1Pb5fQpCfgW5ogZVA7JFDZEAvyCbT8slzYBzD4y0RFa+\n", "vi+MX//ABvz18CUAwDMnZozOPQDfqcMtUUliRlEUbiyD0YCROGDXAhUlJMwxKEus9kb8mChXYJSO\n", "0dKCyqqFqvH+nAeGlQKj8nzzivW9YayIBTGTyiOZK+LMTJpTxdiV1djBziPji1lb891qx+j4gnUJ\n", "CWBt5ClVYDDzTNJlBxLAXEA67Xah4/cp+KErVzh6D6eI56G+0F8+D4xSVDIFM+kVliS9omz70Dyr\n", "VpKX5snmWJ/CJ7M290dwnkl8VlNgBHwKVnWFjMT/RCKHjcxcIya3GhVT3surCKD0HYpm4Do+RUEs\n", "5DcSLKl8UZpUIwintFP9v99n31FLRs+2Xdx1XzsxtpDl1gYyerbt4mK2ujuEdRKlYzvTTudAo6Ff\n", "Gxv40g7ri/VwHSaeM0IHEic7byyrhNZuLLK2mNet6UJ3yI9Eroj+SMCov+3y0APDToGxg1FgnJ1N\n", "Q9U0ZAsqXr/E+14sZItY7+C9RP8LAHV3VGETE72iBwaXwKhXgWE+3+hCErAoIZG815HxBPcYdyUk\n", "NgkMm9aot6zvwS+/bwjTyTx+Ymdj2iRHg37kiqXPk8oVK3ZNORNPYQG/kjlPp20UGGxii00ufPSq\n", "FTg0lsALZ0oJNVbhUquBJ1BapAT9CvLlxEyuqCEcULhF7q6hHuN9dYJ+BSE/P/6tAxGjG8LOtV0Q\n", "6bHoujFlIYvXYec4mWIAEMpQPDLw1FEUBbvWdeP5cgzeGVvkEhi8gafzRO/63rCRFBtbzOGpY9P4\n", "D9etqukz2pl4AvzxOM95YFTGc8FGgeEEn6KgO+zn5iE3JtBewiYw+iKBClXQUiArgeBaqErK4vjE\n", "ovnYSYtkn2yO1Vuo6mweiADnzPv7HHwna3vMBMbYYtZIYBRUzSiH8SmVbWC9RKZGyRZMM1q2PE2n\n", "K+QzzstkjhIYBKETzxTxmX3nqj9Q4NN7tzbg0yw/k4kcHn76tKvnfP6+HR2XwCCcQyUkNsw53JWu\n", "R4ExJ1mAu4EtG5h0UEISCvjwR/dsxd3bB/AHd28xdqS8LCGxU2AMxgJGMiWdVzG6kMUbFxe4mmXA\n", "ubqBlbSvKF8ocmqSWjwwbBQY/OKwzgQGK212aeIJlMweJxZrU2Cw3U4yYgmJzbGuKAp+8oY1+NQH\n", "NrguIXFa2xezccTPF1UjFj6lssSHVQXMOFVgMMeLoij4rds3VsjAgfpKSAB+AZUqd6XIMouD69dU\n", "JiNkPg/d4QD+6kevxI+uzeLX3r+h4v5eiyRbVQ+MKKvAsCghSdm/Rr3sGjJ9MN6bSHL3pWw6s9jR\n", "FfLjgRvXGre/cmDU0h/F7hjNFVRj/D5Ffr5xCoy0vQcG+90kctZla3ZUGrouzwKSnTNYNcJye2Dw\n", "57ksgSEvIbFSK8k6PQ0JF9hiJxInqhgrHwzOtDboh09RGhbTSKCyUxKbLO6LVG6wUCtVwkuo/p/o\n", "dOgccA4lMGyopYREXIhXY5Z7D/cLAt60MM/VobKL0gHmIuqm9T34/Q9vwY3MYqHLw5ZoE6wvg3CR\n", "rygKZyJ3ejqN7wvlIwBfd2sH54FhlJDUZ0hq74HBKFVclJB85cAofubxd/HM8Wnj36QeGP5KGTTA\n", "JzCC5SSHBhit/mJBnytZPafAyKu8WmeZFkE6Vq0NAf646A0H4BMuqPsiZmeMRK6ydSVQ2tXUlSs+\n", "BRWGibGQH//l7i1GnPXXFdUebokKxqlxoRRmm6Qkx+o73ToYxU39Ben9vAcGq8CwTz6w/iFWXUjY\n", "hd0KjxUYAK9yERNQtZaQAPj/2zvzKLnO8sw/99ba1dVd3epF6m51q1u7LcmSZYxsLMvGlo3Awggb\n", "ezIYQyY4JPiQTMiEkBPCBE6SAQbOJHNChjBnAmRhAC/CxiuyPGDTOLbxJmQt2JZkyVKrN3Wr96W2\n", "+aO6bn331q2qW7fuUsvz+6urupZb792+7/2e93lx52Xt6F5KSs1GE/hf/35O9f8z4/P421+cwQtj\n", "Xl3fFUDtf9FW79ftwKI28cxfQjIl/F/0uCnmt2lf69a5K07S3ehAAkClVFrQUWCIE/Q0qgSGoIjL\n", "5RfTUu+Ddrd3aRMYGqWWkX2SqxOJU/4XgLaVaipuoqpTz2DcynEDIYQQYhQmMPIgTo7zm3hmr1yY\n", "+Y5iOpCkCXhlZSU8kVRLv436GgDWKTASyaRq0KM3mBWNPA8PTuNFnbaphhUYwm9MT6hKVWDk88AI\n", "C4+NlpC8cm4SP3htCMPTUfyfXw0oE6QFnQSGKEWOih4Ywj7ZLiSe0hSjvhC/D0gds+N5OntYhdHa\n", "vnwKDLGzg94xLUuS6jy6oLPSLq5q1vn0DRPXtIRw79UZdcMl7aGs1xSLqpVqNJ61uqnnKZKvVCJX\n", "PMU69fQxOrsYV44hnyzpqmfEa9x4jvKbC7PixM76BIa4T7UGpzOa1ehi8Htk/Oed3crj/rcv4vkz\n", "E0gmk/jJ0RHc+9BxPPGbC/jpcADPnrqo+xliC1U9A0/t9hcqIVErMAQPjCImqtoEa6lJNrP0Cuok\n", "MUHtngdG6tqp121IRK+EJJFMqpJnogLDK0tZSkmtAqMzou5E0mzgetqRQ4GhLi1Kbb8jHhhL8Tsn\n", "eL5ofyeg9ZuiAoOUBuv/Sa3Dc8A4LFjMgykTzyI9MMSEQ7EdSNK01fuUwf7ITFRZMbqYxytAi1UJ\n", "jPG5mKIKaAh4dKXeopHnk29cUNoHihhNDqhKSJYmrmoPjOz98ZuRGSzEEuhqDGJZKFsWq/LACOZW\n", "YBhJssQTSXz7+cxq79RCHBfnYmgO+dQKDF+6C0m2k37qd2TicdWqCF7QeIaUksDI6kLi0iQoTT4F\n", "xngeA880rSG/4l1xYTaq6pwCQNOKM3eC4AMbWuCRJBwbnsF/2Lrc+A/IQUjbulZIzjTVeVHv92B5\n", "2K/ykDGz6qp3jI5qSj+0yhUgFU9ZSiVCJxfiiMYTqoRaMpnUlKFYv9IeyVGCAagTT/U65QCFuKyj\n", "Ae9bvww/fWMMAPDN597BI011+JUmgfrdlwbwnlUR1W8H1BPLDh3/C0DtH1PYxDPz3IzJBEa9X30O\n", "2JV8LMQ1vU24e/sKzEUTuPUSc/4ipaI3ARcToHq+HHolJBPCPSzs92S9r73erzoPujTlZl5ZwrrW\n", "OhwbnoUswVANt1qBkUkaqBUY9u7bOp3Esej50qlzzLOVKiGEEDegAiMPYwaTC7n6p+sRjSeQECTK\n", "KpWHSUm2npHnXDSurEL5dMy3tIQtGojk879IIyYwxOSFKEmfNKjAEOOXfr/Y3m1B097tieOj+IOH\n", "38CfPPYW/uMPXseH/vnX+P39x/HN595RJkximUL+LiSF43TgjQs4JTjSA5lVrXkdebMog17MUUKy\n", "o7sR2umnXm12PvKaeNokQ7fCA2PCgFdHS4FOJKoWqnlW8iVJwp4NLfjstT26q4/FElQpMBJZCgxA\n", "vZIN5E9g5Ipno45Py2iBFqpAqjuFOAHWTrqnFuJK6U3QKxdlpGmUkE9WSncW4knV/lcpMEzK6e95\n", "d5dyDg9PR7OSFwAwMLmIJ35zIev5wan8LVSBYtuoxnX/DhdhhKhVYLjlgeGRJdy9vQOf2tGl2jdO\n", "1vPqKTBUJp56CgyvqMBI7YORWX31RZp2TStVbQkJAHzmPd24tq8Jn722x5C3VWdj5ng6N7mgqPRm\n", "dJJ2dsW0TscDY0DsuqPzO+t9pakdCRFh/T+pdXgOGIcJjBxE4wllUClLyNvS06iJ5yNHR3DLdw/h\n", "c4+9pQywxlQlEOYGnyojz6UEgrqFauHuJiFN2UWuOvBCGDGV7GgM6E5+PrAx09rPsAJDxwRVliTV\n", "YFUcBGqVC/OxBE6OzeEnR0fx+cffwuR8LG8XEjGhMV1gG2cX4/jey+eznlcSGDolJOouJKn/L8YS\n", "SqLHK0toCfnQt0w90W0LF5f8Uh+zcd2ONW6hPhbV55ORbimFOpHMFjD2s4uQpt5+QqdsR+uDYWai\n", "rqfAKOR/kUZMompbqWoNPIvtmGQESVKXt4jXMfFYqDfZ5SIS9OJTO7L7G31kSzt++4oO5fG/vTKY\n", "1U76vGoyp39t0ypIkktdltLbLvonTC3ElGS2Wa8DrVrDbf8aN1ElMOJ6Coz8Jp7p67FYAqmX7BPv\n", "a9oWqmnWtYbwxRv78D6D7WojQa+yL+eiCWVc4JYHOUnlQAAAIABJREFURjq5PlCghKS+RL8pQggh\n", "xAxMYOTgomZ1VNs/XsRIAmNsNor//UKqlODw4DQeOZYycxw36LORD7ElYnqicrFITwOvLCkDwERS\n", "vXJVDEYUGLIkZU3U1rXWYYPQMtFIecZCLNORwiOpJw+5fDDE7Qto2uqdGp/Hnz3xlmrfZ3tgGC8h\n", "+dGhIV3p+LkJnQSGbhcS/cmNJEnYsiKs+sxiS0i0rX+NdiEpBaO1fSop82JuBUbEgAJDrxOJelXW\n", "uXaPQU29vfYaAyDLByPfRL0YD4yjQkcPvVXlNKLSTHvs2m3gmUa8XolJnhmVcsb8reumdcuwo7sR\n", "QCrZ9bX3r8WndnThI1valdhcnI/hgcPDqvcVaqEKpM6r9LbFkynllKi+aK7zKf9PJDNlMWY9MMJZ\n", "Cgx3y7+0uO2BceZiRv2mp4RQ+dIsxnF+akHdgUQnMSxea7UtVM0iSZKqFOXs0nbrJTCc8MCYW4rf\n", "eVUCI/seQw8MYiWs/ye1Ds8B4zCBkYNxg/4XgHrlIlcXkh/9eggLQrnEjw4NYS4aVykwTHtgCIOs\n", "tHu6Eam9FtVqikk5qOjUn29SLRp5AsB1q5s13RMKf/+YRn0h1vXnGliJK9HfueMS3P+xLfjDa7qV\n", "koy3LsypJrjaVa8GjYlnLqXK0NQiHng9MwHa3pUx3tRTYAR0u5Ck/q83uSk1gRFUtfTUqI2KkLDb\n", "QSiPB4aRxFxBBcaiNRPhYglp6u31kjGrl2lLSIrfPlGBMTkfw8tnJ1UlEZfqtGtNozJA1cRO66Nh\n", "F7k6ecxatBotSRL+6+4+/P2H1uO7d16Ky5fOTb9XxicEFcYDh4eVBHMymTRk4pm1/XOxrHuJXivm\n", "aVUJiTkFhoTcvjC1QFDwD0pfW4+PzCrPbWzLPu59nkzJUjwJ/PaPjuIHrw0q/9dTYIj+J92R0lor\n", "i3SLCYyle4QqgWFzslWtwIhjeiGmHJ8BT7Z5KUAPDEIIIe7ABEYO1G0l8w/WC5l4XpiJ4tFjo6rn\n", "JpZW+NKTGAnmV77bCykwDCZGwn7j5RG5MKLAANRO9QCwq69J4y9RWIHxtuAtoV0RrteZBC/GMpNG\n", "WUoljCJBL/Ze0oo/urYn6/PDfk+W8ibgkZQBbzSRVCWlRL7z0oBS9rG+NYS7L1+h/E9RYER1Skh0\n", "upBM60zcNmsTGEV6YIirlTHBI6QxkF9tVApGa/u03TpEVF1IciUwCigw1J0JnFNg1IkrnNG46hxN\n", "Tzy7IkH4ZP1EnBYjHhhjczF849kzyuMd3Y24uieS8zPVCgxNCYnoo+GUAkNIYIiGvGY9MNL4PDI2\n", "tNVnqbCCQ8fQt+RDMh9L4F9fHcTQ1CKePzOpHDdBr5xX1aY18tT6y+iV+EwvZl5jVoHRWEAp6AZu\n", "emDEEkm8OSomMPQ7Cb13dbPydxLqss52nUTd9q4G7OhuxPKwH7+1rXRz3zSi2bCuAmNpX9vngaFW\n", "YAyIiqPGgK7xLxMYxEpY/09qHZ4Dxqnd5ZoCjM2Kyoj8YSpk4vnDQ0PKZDbkk5WB8I8ODSmvKVSm\n", "kg89E08jEz0t4mqvtv7bKGIHhfY8q5SbltdDQmrAuHl5PVY0BDApTFYmCyRQXj03ha/+/G3l8UqN\n", "E3xIpzZX6wMgxvv9G1oQjSfwzefOKs9pO5AAqdXbhoBHOT6mFmIIetW/81fvTOJnJ8aVx793VRdW\n", "NmUGpwNLJm36HhhiF5Lc9fHLQj5s7Qjj0PlpdEcCRa+Iy1KqZEirGCqHGnq91oZpDJl4hjL7Y3Q2\n", "u41qoc4EdqH9XarfsnSOemUJPc1BnLgwB8Cc0qDe71HOrYVYQtnHkaAXf3xtT17vinweGOL502JD\n", "B5I0ah8J0QPDfj8AWQI++e5O/MVPTwIAHj02mpV8XtHgzxvDiEaBISZjm+t8EJoLKUozVReSohQY\n", "me8qh3PXTdTqtSROjc0pZXjLw/6cJtl/vKsHO/ua8JOjI3jp7JTqf3qlQh5Zwl+9b42FW55CpcCY\n", "SCswcqsBrUbrgTEwkd//QrtNWrUcIYQQYhe1PeLJw7hZBYZmQjgys4jHj2cGwJ+/vhfffuEcBiYX\n", "lMEVoF+fa5SWkE9pfzg2F8Ni3FxXCdVqiokSkmQyaViBsTISxGev7cHhwWl8dGkVS5x4zSzGEU8k\n", "dZM6z5wcx3//+WlVu1Ztm0vVwGppcjAsrCC36UzAbr20DdF4Et9e8irpa67Leg0ANPi9mQTGfByi\n", "MnloalGVWNnZ24QtK8JIJpMI+z2YXoxjPpYyaVvQS2CIXUjSCowc8vIv3tiHVwemcNmKsKnkV9Dh\n", "BIbR2r5QPgWGgeNaq8BIJJOq1cMZUYHhoImntk1hrmTMJe31SgJDr3Vhmlzx9MgSwgFPlhHuf9nV\n", "U7DTkVhCMqbxwDg3YayEolTE661agWGse0wp7Ny5E8lkUkkO6rG1I6z7fJomjZGnmIxtrvMq5zUg\n", "KDAWzCVnVjUHlWu/2N2pXHCynlfbGvr4cMb3ZUMO9QWQSuZe1RPBVT0RnJtYwGPHR/Hc6Qmsa63D\n", "5hW5y62spksvgRHNLiGxK6aqjiyxBM4LJVOdOc53KjCIlbD+n9Q6PAeMwwRGDsbnjCsw1C0p1Tfx\n", "H742pEy0N7aFcFVPI+aicXz156dVr1tmsgMJkJqwLKvzKTXqF2aiRZt4AuqyCzODkamFuLJiHvDK\n", "WR08tOzZ0II9GzIu7dqJ19RCLCt59JOjI/iH584infppDfnw396/Bqs0yYaQzm8R3eVzGRnevqUd\n", "XZEAXh+cxgcvadN9TYOgzPjeywP48xv6EPTKWIwn8Nf/75Sy/a0hH/7gmpUAMiZtv1mqyT43sVDQ\n", "xDMaTyKRTKoGsaK8vDHoxXWC/LlYgl4ZE5rn3O5AAhhXYOSq9w94ZTQsHUfxZMoIUpy4zzkwEdYj\n", "nwJD/C13Xb4C87EElof92NaZf7KciwZNAmPvJa24Kk/pSBqxhESrwHhnIlOy1dNkXe2/Fm0njzQq\n", "7xIbE0+SJOHeq1fic4+9icmFOCJBL1ZGAuhqDGBdawg3r1+W9/1aD49JVaLKp1qpnlzy0TFr4tke\n", "9uOLN/bh+Mgs9l2qf72qFbRdSNT+F7kTGCJdkQA+taNLt1ON3Ygqh/NTC4glkq52ISnUgQQofcxA\n", "CCGEmIEeGDkwq8BYiGVUFcPTiyrzvI9f0QFJknDd6masalZPAEp1jw8kMpOLkZlFU10l1MaXxctB\n", "RfXFinB+mXUutCaZIq8NTOGbQvKiOxLA3926Hr06Sgk9aasogc9nenlVTwQbF09heY5Vp+uFpMHz\n", "Zybx+cffxMR8DN9+/pySoPBIwBdu7FXtV3EQeObivOI9IUtQfA8kKeOxAaSSGDMmV2cLEfRmn/5G\n", "/VLMYLS2L5cCQ2xH6ZHyT/Ra8hh5zhZorWgX4u+amI/l/C0tIR/+9LpV+MTS9SIX+eIpnkfdS5My\n", "I4hKMPEaOLWQMaP0eaS86qpSyWnimcdc1yrSMe1bVocf3bUFP/74Zbj/Y1vwtx9cjz+5bhU+tKmt\n", "YNlRk6YERmviqfX6mYsmkLahCXjlortaXNPbhE9e2anqvlMuuOmBISowNrY7p6QwS53PoyTWE0lg\n", "cGpBN4HhhAfGfCyOgcnM/bzDQAkJExikVFj/T2odngPGYQIjB+OiB0YBdYTaxDNzE//Ba4PKJPXS\n", "9npcseR275ElfGJ7h+ozSikhAYCIT0ycRE2aeGYGI6KpnB4vvjOBv+s/g1Njc8pzQwY7kORDHNxP\n", "aow8f/n2ReXvDW0h/O0H1+f8Hr0uJMPT+UtIjLL3klbceVm78vjY8Cx+b/8xpTUuAPzuji5sWq5e\n", "Pe8SBoEnL2TiFvTKqomqthOJnomnFQR1Ju9locDw6yswtF078k3uxTKS0RltAsMdE08x3mK3nkgw\n", "/28xQ7pLTcAj4c/e26ubrNJD7Lg0PhtTuuyI7Si7IwFbzSJzeWA4UUIi4pElU+ebeL29OK+TwBB+\n", "3+R83LT6gqgRExjjczG8s1SGIUvA2lZjCgy3Eb2c3rmoTmDYfWwENV2SzhtQYOh5TZFsHnnkETz0\n", "0EN46KGHcPjwYbc3hxBCKh73Zytlirj6WEgdoZaupmT/C7EEDrwxpjyvXU29pjeCtS11eGtpIluq\n", "q/+lvZ04ejjVtjOlwDBj4mlMgfHKuUl88acnkQRwaGAa/3THJZAlybD/RT7yKTDEto63b25XTQS0\n", "1Ous4o+IHhjh/PHOV4cmSxLueXcXWkI+/OPz51LO9ULCa1dfEz68KVvOLQ4CT4xl5M3aRIK2jMSu\n", "CY6+AqO8PDBEw02VqiiYf/+JCgxtO1DxM530wBAn3YPC5MBs68t88fzklZ3YsiKMlZEAuoso96jz\n", "eRSj4WgiiamFOBqDXpy5mNneYj7PDOIxmE5axRMZ01sJ9ilnrKg/zW6jqr6XiMfj1ELM0Umq0zhZ\n", "zyveh8WYrl5WZziB5zYrI0G8OpDyXjk3Ma+rwLArpkHBA2NyPqZ44Hik3PfzkKYsTus3RFIEg0Hc\n", "dNNNbm9G2cP6f1Lr8BwwTmXc1V2gmBIMWZIQECadC7EEjg3PKN4XPU3BrFp2SZLwh9d0ozHgQWdj\n", "ANf2NZW0vaKnw8h0FBNmPDAMyEHHZqP42s9PK2Uc5yYXcHQoJdVVdyAxl5ARWwyKteOAeiJaSC6t\n", "Z+IplpCUosBI8+HN7fjCDb2qtpcrIwF8NkenB9Gk7eRYZkVbO7j2a2q57aqDdjqBYRRxUDwrJNLU\n", "rY3zb2ersH+1CQzxM53tQqJOdKaJ2BBzjyzh6lURU8mGZp1Wqu9cdMb/AtCUYMynVCDasp9yniRp\n", "TTy1xrNim9vJhZg6QVlEBxKiRtsSN00+A89yQ6XAmFArMOxOtorXJ9HAd3mDP6fiyiNLyvuSyPYs\n", "Iini8Tj279+PBx98EK+88orbm0MIIRUPExg6ROMJzC/diGUJqgFnLoLCRGg+msDhwUz97daOsO6E\n", "dmN7Pe7/2BZ8545LSi4hGX3nhPL3ybE5pOdHIZ+smhDno1ACI55I4is/e1sliQaAp99KKU2sUGCI\n", "qgqtAkNUObQUiJeen8dIESUuRuvQdq1uxlfevxbLw350NQbwl7v7ciYZxBISvQ4kabSdSBxNYBRQ\n", "NpSC0ZiKA+mZaByJpTIGIwaeaVQeGDPqVqqzOs7+TpArWWJWgWFXreQyVSvVVMzPOJjACHplJSEc\n", "jScxF02okk4hG1UKVsRUTK6NzkaVBEX6XqJVmam6DFWZAsPJel5RuSZSCf4XaVZGMufW2+OZNrCy\n", "lLle2xXTXCqVXOUjaWjkWZg9e/bgtttuw+23346hoSG3N6dsYf0/qXV4DhjH/eXWMsTnkfHof9qK\n", "6cVUq0Mj9d5iR4f5eAKHhRZ8l+VpuydJEqxYS2z0ZlZ0T1zIlCcUY8pYKIHx/VcHdVsLPnvqIj59\n", "9UpLPDAaNAZ3aZLJpGolvVDCRxxUzUbjmFmMK94Hfo9UsENKMVzWEca//tamgq9rDHqzukMAaulu\n", "evvSLMaTOduoloqeB0ZzGSgwgl4ZkaAXE/MxRONJvD02j9UtdUW1Bla1Us0y8RQVGA62Uc0xQSgH\n", "3xERsevS2JICw8kEhiRJiNR5MTyd+u6L8+qWw04mnczQGPAq7aDFFelI0AuPLKExqL7GiX5Ddnea\n", "qGbSSkhR3QQY70BSDogKjLcEn6R6v8dynxwtuRQsHXlaOQOpbUsbJTOBURifL//Ypb+/X5GRpycz\n", "lfJ4YkLb16w40v4gRr/PDLFYfn83t3Fy+8x818TEBNCZ8vMr9vgw8139Jw8VdTzWt3dDDi/LbCuA\n", "SCRS8HF72I8Tv/5VUb/HjseHDx8um/PZjcehkPH7dXmNnMsISZLQoFkty4e4ejG1EMexkYwCY/MK\n", "c60Qi+Gma67EP51+HYBanl7M5ChfAuPVgSl8/9VB5fFHty3H02+NY2h6EVMLcbz4ziSGpixQYKjk\n", "1XHV32lD1Hq/p2BNs/a3aA08Cw0G7apD62oMqNr7AdkDR5UCI5awrUZeb8BaDh4YkiRha0cYz55K\n", "mbYeOj+VncAocFy3hnKbeKo9MBxUYOT4rojJzi92HaNqBUYUC7GEcm7LkroUyi6agj4lgTExH0M8\n", "kbmm2TnJtyKmqSSFV6UYAjLJwbwKjCorIXG6njfglbEQF81eZds9W6ykPeyHT5YQTSQRFe7j4nXf\n", "rph6ZP0EUEEFBjuRFOT06dNYtWoVAGB+fj7va8X9q93X5f44NTEcgVk+/elPF/V9ZvB6y3va4+T2\n", "mfmu9OQfKP74MPNdWy8p7nw4NDCFzz3+luaTtMdk9uOvf2Ct6+fPzp07K/r8t+JxMSV2LCGxCHEy\n", "eGhgShl8dDUGCpY7WEFTnVflxSA+b5T6HI7iM4txfPVnbyu+F1s7wrh7ewduWJtpJ/r48VEl4eCV\n", "JdMlMbkUGGOi+sLAbxLrhWejcZWBZ3sBA0870Zv8ZZl4ekUFhnMlJAGPVDZmd1sF1dJrS6Z2EyoT\n", "zwIlJIa7kDj3ewMeCXpirnJTYDQLXZfG52I4OzGvnPsrGgKqBJtdaDuRzLpkvGoWvetuWg2n6va0\n", "EFcpsqqthMRptEnZ9W2hsvZL0eKRJd2EgVPKnKCOuqlQAoOdSApz+vRp3H///bj//vuxYcMGtzeH\n", "EEIqnvIfCVYI4sTvV2cnlb/zlY9YyXO//KVKNp+muASG/krK82cmFN+LpqAXf/beXnhkCTeuXaa8\n", "5qWzU8rf7WGf6UGjtsVgmmIMPAFtXW5CWc0FjBl42lWHpjcYzE4kiG1Uk/a1UdV8b1Odz1aZcjEx\n", "3bokUQSAXw9OI55Iaox18x8DTUEvfEulONOLcUV1EU8klXIECbnrvu1AkvQTRGXngVGnLr9Rl4/Y\n", "r74ANJ085mOqrkh2lpBYFVO9pFRageGRJSVRkQQwOJXp8FJtCQyn63m1CYyNbZXjf5FGL8ktXvft\n", "jKleSV1nY/77pcowO8oEhh67du3CHXfcgTvuuAPr1q1ze3PKFtb/k1qH54Bxymvpr4IRV9FfFww8\n", "tzhQPpKmrd6P81Nqw0IrSkhOj2cmMO/f0KIoSnqagljfGsIbo+qSCLP+F0BuBYYqgWFA3RHSdCFR\n", "t1AtvQOJWboMJDB8QgJjLhpX2kfKkrWeDdkJjPK5HHRHAlgW8mJsNtVm8sTYXFEmnpIkoa3eh4HJ\n", "1H4fmY6ip9mjKh+p88m215VrCfk8KgUIYD6BYReiemp8LqpuoRpxRo4f0XTyEMsunCz7MYveuSR2\n", "d2kMepTEZPoYBYB6gyWLRB/tNW1je+X4X6Tp1klgOHXM6yVYVxTwwNi3qQ3XrW5Gvd+D3ubKKdch\n", "hBBSuVCBYRHijT8m1Gs7lcDYuXMn2nRKI4ox8VS1r4wmlLpzcQVWW098o1BGksas/wWg9sAQpdXq\n", "EpLCv8nvkeBd0utHE0kMTGQmYW0GFBy2eWAYKCEJCCUkYseXer/HUjm0Vi5sdylDMTFN+WBkVBiv\n", "DUwVZeIJAK2hzHE4vJTAUpePOD8R1jNONRt32zww6tRdSFQKDIcmKOL+nZjXlJDYWPZjVUz1uvmI\n", "BrliQuZ8FSsw3PDAEKlMBUb2OVbvgAcGkJ0gbw35cpp7ptm0PIydvU24vLNBlaQjpFicvl4QUm7w\n", "HDCOpTOWRx55BPElA601a9Zgy5YtVn58WaO3ctEe9mF5g3Or/XqlEcVMjjyyhJBPViZ5c9E4wgGv\n", "agKzSjOBuX51M779wjkIORv7FRgGEhCSlPotaV+OtwUVSSnbVyq6CgyNp4DoMTA+l/ndVtdBi4kS\n", "oLwUGACwrbMBPzsxDgA4NDCNi0IsjKgWxIRe2gdjVqPAcBq9pEmkzOKu9sCIqnw77O5AkqZJ44Eh\n", "TqIqoVNHIQWGeJ0Tk5TVZuLpNOJx0h72ldye3A1W6iS5nUpsaccxhfwvCCGEEDewdAQfDAaxb98+\n", "7Nu3r6aSF4B+R4fLHCwf6e/v152YFzspDfnV3hHReAIDk5kVQu3gqjnkwxVdjarnSlFgpFQGqb9n\n", "o6nvB9QKDKOmqOJE5+xEJoFhRIFhVx1aOODNmnxnmXgKCQzxd1s9cdO2b7VbgVFsTLcJ/jGHzk8p\n", "7vg+j2RoFV5M6KVLiMS2lm6UImiTJrKknswWg13HaCToVc7BqYU4zgrqJccSGFoFxqIz+80yDwxd\n", "E099BYZItSkwHPfAEK6dGypQfQHoJzCc8sDQqvI6CvhfEGIlrP8ntQ7PAeNYmsCIx+PYv38/Hnzw\n", "waJaoVQDegoMJ/0vAP2JebEJDK0PxsDkgqKuWB72o05nBVlbRlKKwiHdvjZNusWgqMAwuqomTnTE\n", "znBGTDztRKvC0B47fk9myXtMXJ21PIGh/l6z7TztYkWDX+kYs6hpDWzEu0I8H0aWTFxFbxcnO5Ck\n", "0SYwGgLesuuSIEuSSi2QLolbFvI6pn4Qk3zZJSTlP8nPZ+IJqEvlRKotgeE0YjJ4Y1vl+V8AqWNf\n", "exzUO3StogKDEEJIJWDpXXHPnj247bbbcPvtt2NoaMjKjy579GrbtzjUgQRY8sAosYQE0LT4W4zj\n", "tMr/Qn8wc/WqiGrg01HA9KsQ4or05FIZSbEmnoB+t4Kw32NoBdfOOrTOSP4EhqjmsVWBoTlmm20u\n", "ZSg2ppIkYZvgg5HGqOllayEFhgsTYW0CsJSyHTuP0WWh7O1ySn0BqD0kLs7FbGslrMUyD4wiSkhE\n", "KqE8phicrue9trcJspRKTl6/JtufqRKQJClLheGWBwYTGMRJWP9Pah2eA8YxNXoeHR3Ffffdp3pu\n", "79696OnpUR77fPknmf39/cqOSktmKvnx+QteAJmbfdiTUFbandqerVdeBZGUPN1b1OdpFRhiB4L0\n", "BEb7/pdf+He8t8WLn4/V4frVzXjz0It4s4Tfg8VZAKntmFqI4xe/6MfodAipxpfAb177FU7KhT8v\n", "5O+AlrZ6n+vHS2x8EEBmcn365JvoHz2u/H/g7Bnl/+M6Cgyrtmf5xu2q2KSTXW7HR3y8tTOMA2+O\n", "qbYzOT9l6PrRcUnm950emQAAdRcSi+Np5LF2gtAULO78dOzxXADa20Ou89+Ox6k8U6oEYHxuEQMj\n", "80hfE06+cRTSuUR5xUvzeGxRAiAqAJJK4q2/vx+jY+r7RZp6v6cstr9SH+/sa8JnVs+iTk4qCf1y\n", "2j6jj/0LfgCZMdQ7J98ENrba/v16CoxyiIedjwkhxvHIwKGBqaLftxhPFH6RBd9l5ntIZSIlk8lk\n", "4ZcZ4/Tp01i1ahUA4NFHH8XevXt1X/f0009j+/btuv+rVB45OoK/f+6s8vi6viZ84cY+x76/v78f\n", "11xzDT70z79W2m42Bb2472PFeZF85WdvK8aJf3rdKvzq7KTy+I92duMDS4MoPZLJpCVtKb/40xN4\n", "4Z1JAMCXb1qNS5fX445/OwwgNcD/8ccvM/Q5X/v523j6rXHVc+/ubsRfv29NwfeKE2Sr+dmJcXzl\n", "Z28rj79802pcvSqiPN7/+jD+8flzWe/78KY2fPrqlZZtxzsX5/HJB44pj7/14Q1Y02Kf7NpMTIen\n", "F/GxHx5RPbd7bTP+9Pregu+dnI/hI0vHTcgn46FPbMWPXx/Gt5Zie+ulrfjMe7qL2p5S+fbzZ/Hg\n", "6yPK4119TfgLk9cJO4/R//HsGTz5xgXVc595z0rcemmbLd+nx63fO6Rcy7oaAzi35MXzP29dj0va\n", "7fE3sCqmM4txfPhffq08jgS9uF+4Fj/91hi+9vPTqvekj9Fqws5jtJr5v68O4nsvn1cef2XPGlyx\n", "MuU1ZWdM//nl8/j+q4PK4x9//LKqUwVpeeWVV3DjjTe6vRkAKn9sfGhgCp97/K2i3/f1D6zF1s6G\n", "oo5ts9/1l7v78OWDp8ryPfwud94DZI5Bt6n1e2Yx12Nv4ZcY5/Tp03jxxRcBANu2bbPyo8serYmn\n", "k+UjaSRJQnvYr3QNMdPdoF7VSjWubqFYQEJuRfICABqEEoHJhRguzBRfPgLolwgYMfC0G20r1WwP\n", "DP3KLuu7kGjUAGXmgQGk/FQ6GwMqI1mj29kQ8CDgkbAQT2I2msDMYrzsSkiMlsM4jV4JibaFst1E\n", "gl7MT6dKfwaFVqOVMKEK+WT4PBKiS94t2vIsPQ8MdiAhafKVkNhJnXBPiASd87whhBBCisHS0fOu\n", "Xbus/LiKQusn4LSBZzpj11bvU5IOZrpK1Pszv2NyIY6zRSQwrELVSnU+hrE50cDT+G/SG3wZNRi1\n", "MwOaZeKZ1YVEPxFk9QQny8TT5sm02Zhu6wyrExgGt1OSJLSF/UoXjeHpRXUJSRmYeJYSczuPUT2j\n", "XCc9MICUj8TQUgJDNOHV87axCqtiKkkSmoJejCwlX7UJDD0PjGo08KzllaRS0Ca5nfLAEO9FHQ62\n", "gCcE4PWCEJ4DxnF+BF+liJPBhoAHq5qdHeynEY08zRgE1gsD61Njc0rryqagF40OrRaLq5OTC3FT\n", "Bp4AEPJnH95udyABUoNRcRIe8BhTYFg9wQkHPFixNEhd3xqCVy6vbhhptmqMPItRFrWKnUhmFjEj\n", "KDDcWF200sTTTpZpVC4hn4xlDm9rrkSV3nldjoj7Vqsa0ruWhv3leSwQ5+mKqMcPTl2rxHPOacUV\n", "IYQQYpTKGAlWAL3NdUjP/67uiTjeGjFtTJVuOwmonfyNIq5uHhueUf52cvVVpcAooYREb6XWaAlJ\n", "Op52sbOvCUBqe3o0yS5taUcaqwexsiThr29eg9+5sgNfuKHX0s/Ww2xMt2rKsYpRFrWpOpFEq0qB\n", "Yecx2qxROvU0BS0rETOKXnJHlvRbVluFlTEVr79GFBj1VVhCYvd1tFoJemVFxdnZGFBdJ+yM6Y6e\n", "CLZ3NWBVUxAf2dJu2/cQogevF6TW4TlgHC75WER72I+/unkN3rowi1vyGF3azXWrm/GDQ0NIJJK4\n", "fnVT0e8XJ8mjQuLAyQSGVoHhkcUSkmIUGOaklPB7AAASWUlEQVRLSOzm3qtX4rq+JqxpqctSPvhy\n", "lJDYsQrX0xxET/MKyz/XSpaFfFjVHMTp8VQ5UzEqGjFhNTK9iNnFjAJDq4ZwAq3vRvl6YKjPM6fL\n", "RwD9RFXI53E8kWIWMQHTrFFg1Ps9kCUgIZTGVGMJCTHPF27oxfNnJnBFVyM8DqnjAl4ZX33/Wke+\n", "ixBCCDFLeY6eK5QruxtxZXejK9+drpvqbgrihx/djFg8ieYiJvtpck2Su5uc6wevVWAkhFF+UQoM\n", "nd/SYlCBYXcdmleWcjoe51JgVPoEp5SY/t6OLvzDc2extTOMvmXGJ9NtQsJqdCaKWUGBYaeXQi6y\n", "2qiWUJZhqwdGnfsJDL3kjt1SeitjenlnA55aagG8rVOtIpIlCWG/B5MLmeOx0s9vPVjPa55lIZ9u\n", "1y/GlFQrPLZJrcNzwDhMYFQhDToO90bJNYh2VIEhdiGZj2Mhllk1L0qBoZmgNtd5c/pLlBO5TDyr\n", "UWJulHetbMR377y06Pe1aTwwxC4klV5CYicBr4x6vwczi6kJthv18HrdZkIu7DOz3LC2GU11qU4O\n", "G9qy2742Br3qBEYNn9+EEEIIIUYpz9EzKRqregfrlV0AcNSUVKvAWGpEAKBYBYZ6slNM6YGbvZid\n", "MvF0GjdiqvXAEHG7jaoE/XaaRrE7nisjAfxmZBayBKxpqbPte3Khl9zJdX2yCitjKksS3rUytyJP\n", "64NR6ee3HrXe094OGNPaZC4axy/fvoiJ+XjhFwts6whjerG49wCp61Gx71uMJwq/SAePDBwamMLE\n", "xAQikYit30WIHuljsBjMnCNAqpS9o1Ff1c7ru3GYwCAq9CTaIZ9cVOKgVEQFyeR8TNVCsRQPDNHg\n", "tJzJlcBwY8Jd6Wg9MMTj241uFuL3Nwa9jtW2m+HTV63E918dxFU9ja54x+iV17jROcYutMmravpt\n", "hBBrSSSB+349jLfH5wu/WOCvbl6NLx44WfT3/eXuPnz54Kmi32OGifm48F0jtn4XIXqoj0FjmDlH\n", "AODrH1ibM4FBjMMERpVgVcZObxDd7XAHgpBPhkcC4kkobVzT21ZMBwKtx0ExCgw3M6B+b3asQz65\n", "rCe7RnAjpvV+D+p8MuaiCSzEk1iciyn/c8PEsyXkw9U9Efz7mQl88JLSzH7tjuely+vxN3vW2Pod\n", "+dBVYNhcQuLkMZqlwKjCEhKuJFkPY0oIIdUJr+/GYQKDqKjzyZAACKIHxw38JElCQ8CLi/Mx1fPF\n", "qkC0CgyjLVTdJqCjwODqrDkkSUJbvR9nLqZWrcTj2g0PDAD40k19mFqIq7xeSDa6XUiq6Dxo0Py+\n", "sJ/HAyGEEEJIISrHEY3kxarewbIkZU2W3ehAoDe5awkVN8D3ypKqo0cxMng3ezHrtVGthvp4t2La\n", "qpO4qvPJkF1qxylJkiXJi2rvF+73ylmKC7s7xzgZU63ZcjWc41qq/Rh1A8aUEEKqE17fjcMEBsmi\n", "HBIYWnk1UJz/RZp6YQLU5kIdvxn0PDCowDCPnvLGLfUFKQ6tD0Y1KTAaa6CEhBBCCCHEajiKrxKs\n", "rJvSdu9wRYGh053BjJHo6qXuCSGfXNTvcLMOzSNL8Gr8LqohgeFWTPW8T6rBELUWaiW1Phh2nwfO\n", "emBUv4lnLRyjTsOYEkJIdcLru3FYdEuyEFc5fR4JKxqcVy5YpcD4g2u68cTxC7iiq6GiJgh+j4RY\n", "IuPYwNVZ8+gpb6ohgVELNAXV57zdJp5OIiowZKm6fhshhBBCiF1wxFQlWFk3JdZir2wMuNL9Qt8D\n", "o/gERkdDAL9zZSe2djYU9T6369C0ZSTVUB/vVkz1SkjcaKFqNW4fo06gVWDYXULiqAeG8Nvq/R5H\n", "Oz05RS0co07DmBJCSHXC67txKn8UTyxHVCq4UT4C6CswzCQwKpWApl1sNdX+O42+BwbjWQloPTAq\n", "SUVViPZ6H9K54eUV4s9DCCGEEOI2TGBUCVbWTYnt/LpdS2BkKzDMlJCYxe06NG0nkmpQYJSXB0bl\n", "X/rcPkadIMsDw+bEk5Mxbarz4fevWomtHWH87o4ux77XSWrhGHUaxpQQQqoTXt+NQw8MksW1fRE8\n", "emwEsizhhrXNrmyD1qEfcDaB4TZaBUY1JDDcIuT3oN7vwcxiPPMcFRgVQXYXkspPPIns29SGfZva\n", "3N4MQgghhJCKobpGgzWMlXVTl3U04N9+azN+9NHNWBlxSYGhWXkN+z0Iep07XN2uQ/NrFBj1VWDi\n", "6WZMtWUk1aDAcPsYdQKnFRi1EFMnYTythzElhJDqhNd341T+KJ7YQku9D2GdMg6n0Cowakl9AWSb\n", "eNo9cat2tGUk9MCoDJqzFBjcb4QQQgghtQwTGFVCtdVNaT0wWkLOJlPcjmdWF5IqUGC4GdNWrQKj\n", "CibCbh+jTiAqMDxStjLJamohpk7CeFoPY0oIIdUJr+/GYQKDlCXaLiS1psAIeKvPxNNN2jRdHqqh\n", "hKQWaK7zoaMhte82ttdXZatRQgghhBBiHI7iq4Rqq5sKemX45MxkxekWqm7H06ctIamCBIabMW3P\n", "8sBgPCsBjyzhb/aswe9f1YU/v6HX9u+rhZg6CeNpPYwpIYRUJ7y+G4ddSEhZIkkSGoIejM3GADif\n", "wHCbQBUmMNwk2wODudtKYWUk6JqZMCGEEEIIKS84iq8SqrFuSvTBcLqExO14+oUSkoBHylJkVCL0\n", "wLAWt4/RaoQxtRbG03oYU0IIqU54fTcOFRikbFkR9uP0+DwAYGUk4PLWOIto4lkNLVTdhh4YhBBC\n", "CCHETTwycGhgqqj3hP0eTC/Gi/6u9rAfHY3VOX9iAqNK6O/vr7rM3d1XdGAumsCly+uxpiXk6He7\n", "HU+x20LYXx2nqZsxDXplRIJeTMynSpKqIaZuH6PVCGNqLYyn9TCmhBBSuUzMx/Hlg6eKes9f7u4r\n", "+j0A8PUPrGUCgxCnWd8awjf2rnN7M1wh4BUUGH6qBaxg36Y2/MvL5/GeVRG01NeWpwohhBBCCCHV\n", "ABMYVQJXZKzF7XiKnhfVYuDpdkzvunwF9m1qYzxJThhTa2E8rYcxJYQQUutwaZeQMiSgKiGpjgl3\n", "OVAtyQtCCCGEEEJqEdMJjEQigXi8eEMRYg/sHWwtbsdzVXOd8vfqlro8r6wc3I5ptcF4Wg9jai2M\n", "p/UwpoQQQmodUyUkTz75JE6ePIl9+/ahs7NTeX5wcBBPP/00PB4PrrvuOnR0dFi2oYTUEltW1OOP\n", "r+3BxfkoPnRpm9ubQwghhBATcGxMCCHWYiqBsWfPHhw9ejTr+RdffBF33XUXAOChhx7Cvn37Sts6\n", "YhjWxVqL2/GUJAl7NrS4ug1W43ZMqw3G03oYU2thPK2HMa08ODYmhBBrsdQDIxTKtLr0+/1WfjQh\n", "hBBCCCEVBcfGhBBiLZZ2IUkmk8rfPh/bFDoJe8NbC+NpPYyptTCe1sOYWgvjaT2MaeVhxdhYloA7\n", "L2vHxHxx3nOyVPg1hBBSaUhJ8cqqYXR0FPfdd5/qub1796KnpwdHjx5FU1OTygPjySefxJ49ewAA\n", "Bw8exO7du3U/9+WXX8bFixet2H5CCCGEEEKKpqmpCVdccYWt38GxMSGEFKaY63FeBUZrayvuvfde\n", "w188NzcHIJVtTv+th903C0IIIYQQQtyGY2NCCLGWvAqMXBw8eBAnT55EMBhEb28vdu3aBQAYGBjA\n", "M888g2Qyid27d6O9vd3yDSaEEEIIIaQS4NiYEEKsxVQCgxBCCCGEEEIIIcRJLO1CQgghhBBCCCGE\n", "EGIHTGAQQgghhBBCCCGk7GECgxBCSM2QSCQQjxfXipDkhvG0HsbUWiohnpWwjYQQa6n1876U3+/5\n", "0pe+9CVrNyc3g4ODePjhh3H06FG0tLSgoaHBqa+uOo4cOYL+/n4cOXIEjY2NaGxsZHxLYG5uDt/4\n", "xjewZs0aJW6MZ2mcPHkSBw8exIkTJ9DX14eRkRHG0ySnTp3C008/jddffx2NjY2IRCI8Pk3w5JNP\n", "4qmnnkJ3d3fB85zxLYxePPXuTQDjaRS9mAK8R5klVzy19yePx+NaPHNtYy3u30ceeQTHjh3D8ePH\n", "EY1GsXz5crc3yXZqcT+L1OI+B4obj1Qjer+/qGMh6SAPP/yw8vePf/xjJ7+66njmmWeUvx977LFk\n", "Msn4lsITTzyRfPnll5Pnzp1TnmM8zTM+Pp7s7+9XPcd4mufxxx9X/ub5XhpHjhwxdJ4zvsbQxlPv\n", "3pRMMp7FoI1pMsl7VClo46l3f0om3Y2n3j6vxf174MABtzfBcWpxP4vU4j5PY3Q8Uq1of38xx4LX\n", "oUQLACAUCil/+/1+J7+66ki3rhVhfM0xPj6OUCiEYDCoep7xNM9rr72GpqYm7N+/H5s3b8b69esZ\n", "zxKIx+NIJBJIJpNILjWOYjytIVccGV9z6N2bAMazFHiPsha9+xNQfvEst+1xgng8jv379yOZTKKv\n", "rw/bt293e5Nspxb3s0gt7vNc8Fgwfiw4msBICh1bfT6fk19dtTz11FN497vfDYDxNUt/fz9uueUW\n", "HD9+XPU842me4eFhAMBtt92Gxx57DGvXrmU8S2Dz5s34+te/DgC4++67AfD4tIpccWR8S0O8NwGM\n", "ZynwHmUtevcnWZbLLp7ltj1OsGfPHuXvJ554wsUtcY5a3M8itbjPc8Fjwfix4GgCQzTqkCTJya+u\n", "Sp555hmsW7cOra2tABhfswwNDeEnP/kJhoeH0dvbi87OTgCMZ6mkV2K7urowNjbGeJbAoUOH8PnP\n", "fx6JRAKPPvoobr31VsbTInLFkfE1j/beBDCepcB7lPVo70+tra22x3N0dBT33Xef6rm9e/eip6dH\n", "9/XVvH+NxKJWJnDVvJ+LpVb2eS54LGQodCw4msCYm5sDkMowpf8m5vjFL36B5cuXo7e3V3mO8TXH\n", "PffcAwA4evQompqalOcZT/OsX78eJ0+exNq1azE+Po5NmzYxniWQlhLKsqxc1BlPa8gVR8bXHHr3\n", "JoDxLAXeo6xF7/4E2B/P1tZW3HvvvYZfX837N1csTp8+jVWrVgEA5ufnnd4sV6jm/WyEWtznueCx\n", "YPxYkJKiXsVmBgYG8MwzzyCZTGL37t1ob2936quriuHhYXznO9/Bxo0bAQBTU1O4++67Gd8SGBsb\n", "wwMPPIDe3l7cfPPNAHi8lsoDDzwAj8eDtrY27Ny5k/EsgePHj+Po0aMAgE2bNmHDhg2MpwkOHjyI\n", "kydPIhgMore3F7t27coZR8a3MNp4bty4UffeBDCeRtE7RgHeo8ySK57a+xPgXjxzbWMt7t9nn30W\n", "Q0NDAIBt27Zh3bp1Lm+R/dTifhapxX0OFDceqUb0fn8xx4KjCQxCCCGEEEIIIYQQM8hubwAhhBBC\n", "CCGEEEJIIZjAIIQQQgghhBBCSNnDBAYhhBBCCCGEEELKHiYwCCGEEEIIIYQQUvYwgUEIIYQQQggh\n", "hJCyhwkMQgghhBBCCCGElD1MYBBCiIu89NJL+Na3vmX5546NjeG5556z/HMJIYQQQghxCyYwCCHE\n", "Rd71rnehtbXV8s+NxWJYXFy0/HMJIYQQQghxC6/bG0AIIbVOIpHAww8/jHg8jkQigdbWVlx//fUY\n", "GxvDgQMHUFdXh3g8js7OTlx11VXKex588EF4vV4kk0mEw2HcfPPNAIDh4WE89dRTGBoawsWLFwEA\n", "V199NZYvX+7abySEEEIIIaRUpGQymXR7IwghpJb56le/invuuUdRYrzwwguIRCJ4/vnncdddd8Hn\n", "8wEAnnvuOXR2dqK3tzfrM+677z7ceeedyuORkREcOXIE119/vRM/gRBCCCGEENuhAoMQQlymq6tL\n", "VUZy+eWX48CBAxgcHMRjjz2mPJ9IJOD1etHb24uFhQUcOHAA8XgcsizjxIkTbmw6IYQQQgghjsEE\n", "BiGEuMy5c+cwOjqqJDFee+01rF+/HouLi7jlllsUBQaQ8rYAgMcffxw33ngjGhsbAQAzMzOqz/R4\n", "PIjH4w79AkIIIYQQQuyHJSSEEOIiL730Evr7+9HZ2YlgMIhoNIq2tjbs2rULMzMzeOqppyDLKb/l\n", "mZkZ7NixA6tXr8aRI0dw9OhR+Hw+xGIxvPnmm7j88suxZ88e5bPTHhmyLCMajeLWW2+F18u8NSGE\n", "EEIIqUyYwCCEEEIIIYQQQkjZwzaqhBBCCCGEEEIIKXuYwCCEEEIIIYQQQkjZwwQGIYQQQgghhBBC\n", "yh4mMAghhBBCCCGEEFL2MIFBCCGEEEIIIYSQsocJDEIIIYQQQgghhJQ9TGAQQgghhBBCCCGk7Pn/\n", "Te1gCF5XurkAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8FPX9P/DX7iab+yTkIjeEG0FOUSAEoiIFBAQFQa1Y\n", "8Kraenyl9lDszx5qadWqtKUVpAqKAgIFxESuhPuGXCTkvu9kk032nN8fm52dyW6S3WSymUnez8eD\n", "xyOzmd395M1kM/Oez/v9kTEMw4AQQgghhBBCCCFExOT9PQBCCCGEEEIIIYSQ7lACgxBCCCGEEEII\n", "IaJHCQxCCCGEEEIIIYSIHiUwCCGEEEIIIYQQInqUwCCEEEIIIYQQQojoUQKDECJaer2+v4cgGjqd\n", "rr+HQAghhEgWnVNY0DkFkTJKYBAyQMXExKCoqMgp73XfffchMTGR/ZeUlNTj9z558iR++ctfYurU\n", "qUhJSRF4pOJRW1uLVatW4f7778fChQtx9uxZq31KS0vxl7/8BcuXL8eTTz7Z6WuVlJTgkUceQUJC\n", "AubOnYtPPvmkL4cuCZWVlXjooYcwf/58/OQnP8GiRYtQWlpqtd/cuXNx4sQJm69hMBjwk5/8BImJ\n", "iRgzZkxfD5kQQkSLzinEjc4p+hadU4gMQwgZkJKSkpiysjKnvNeqVavs2u/ZZ5/tdp9PP/2UycvL\n", "Y7Zt28YcOXKkt0Pr1tdff81MmjSJGTlyJDN37lwmMTGRmTt3LvP73/+eMRqNffa+S5YsYS5evMgw\n", "DMM0NjYyCQkJTGNjI2+fw4cPM8ePH2cMBkOnMdbr9cwDDzzAZGdnMwzDMEajkdm4cSOzY8eOPhu7\n", "FGzYsIHJzMzsdr8nnniCuXDhQrf7dXeM23NsE0KIVNE5hX3onGJgonMKcaEZGIQMUD/88APCwsL6\n", "exg89fX13e7zzDPPIDY21gmjMVm5ciX+9re/4ZVXXsGxY8fw448/4tixYwgODsb777/fJ++Zm5uL\n", "gIAATJkyBQDg6+uL5557Dl999RVvvwULFiAhIQFyeecf1WVlZVi/fj1GjhwJAJDJZPjDH/6AgwcP\n", "9snYpaKpqQmjR4/udr9t27Zh6tSpvX4/e45tQgiRKjqnsA+dUwxMdE4hLpTAIGSAeeGFF5CYmIjo\n", "6GgUFhba3KetrQ0vvfQS5syZg3vvvRfLly/HU089hVu3bvH2Kysrw9q1a3HXXXdh5syZWL58udU+\n", "ANDS0oK1a9ciKSkJCQkJ2LRpExiGYb9/4cIFzJs3Dz/++CNvWuhzzz0n7A/fC9zxAsD69etx4cKF\n", "Pnmv69evIzExkffYvHnzcOPGDYdfKzIyEsuWLeM9VlVVhSFDhvRqjJ358MMPMWbMGOzcuRPr1q3D\n", "tGnTMGvWLKxYsQJ5eXm8fbdu3YrExESsXr0a9fX1ePrppzFr1iwsWLAAZWVl7H5ZWVlYsWIFkpKS\n", "cM8992Dt2rWoqKjo0fg+//xzJCYm8o61efPm4cyZM7z93nnnHSQmJmLUqFGdTve0x8GDB63eLzEx\n", "EW+//bbVvocPH8b999+PefPm4e6778Ybb7xhVZNtb8wIIcQZ6JyiZ+icwj50TsFH5xR26t8JIISQ\n", "vrJx40amoKDA5vc++eQTZuvWrey20WhknnrqKebWrVvsY/X19UxCQgJz6dIl9rFbt24xCQkJVq+b\n", "nJzMVFVVsdvvvfce8/HHH1u9r73TQhmGcdp0T4ZhmOPHjzNbtmxhtxsbG5mXXnqJ+fzzz/vk/bZv\n", "384cPnyY95jRaGRWr17d6XPsjV1bWxuzZs0apqSkpFdj7Mq2bduYoKAg5sCBA+xjmZmZzKxZs5ja\n", "2lqr/adNm8bMmzePOXHiBMMwDFNTU8NObc3IyGBmz57N5Ofns/tfvXqVSUpKYtRqdY/HaG+8tmzZ\n", "whw/frzXr9fd93fs2ME8/vjjjEqlYh/btWsXs27dOpv7dxUzQghxNjqnsB+dUziGzikc//5gP6dw\n", "6e8ECiHE+aZOnYo9e/YgKysLw4cPh6urK7Zu3crbZ+vWrXj99dcxefJk9rH4+Hh8/PHHeP/99/HR\n", "Rx+xj8+fP5/33FdffRUPP/ywqO6GdIVhGGzevBm7du2CXC6Ht7c3nn32WSxYsKDP3lMmkwn+mq2t\n", "rXjmmWewceNGDBs2TPDX59qwYQMWLVrEbo8ePRq//e1vsW3bNrz88su8fdva2nDkyBEEBgYCAO9O\n", "zubNm/Gvf/0LMTEx7GMTJ07EK6+8gv/+979Yv349AOCtt97q9K7G0aNH4erqKtSP1ie2bt2KlJQU\n", "KBQK9rFHHnkEV65cQU5ODuLj43n7dxUzQggREzqn4KNzCsfROYVjBvs5BSUwCBmEpk2bhtjYWJw4\n", "cQL79++HSqWCj48PXn31VbY2MicnBz/96U+tnjtu3DibnZc74n6oip1MJsMrr7yCDRs2OOX9hg4d\n", "iurqat5jFRUV8PHx6fFrNjY2Yv369XjrrbcwduzY3g6xW9yTUO5je/futXp83Lhx7B/NjsrLy/HM\n", "M89YPW40GjF37lx2+6233urxWMUgNzcXSUlJVo+3trYiISHB6mSjq5gRQoiY0DkFH51TOI7OKRwz\n", "2M8pKIFByADWWUZepVIhKCgIDz30EPvY999/j61bt7J/cEeOHInz589j4cKFvOemp6cjIiKiy/dt\n", "bm7u5cjt8+mnn6KqqgpPPvkkoqKievVaTId61a6Ul5f3qpnZhAkT8Oabb2Lt2rXsYz/++CMmTZrU\n", "o9errKzE+vXrsXnzZowYMaLLfYWK2aVLl3jHj/mx4cOHO/Q648ePx7p169iGYQPVXXfdhd27d/fJ\n", "XTJCCHEGOqewH51TOIbOKRwz2M8pqIknIQNYZ39AlyxZwmuOZDQacebMGXh7e7OPrV+/Hu+99x4u\n", "XbrEPpaTk4MXXngBr732GvvY9u3b8dvf/hYajQYAoNFo8Pzzz+Ppp5+2el83NzcUFBSw242Njdi3\n", "b59DY+c+98UXX8R3333n1BON559/HsOGDetVN/GIiAjU19ezsW1oaMA///lPrF692uHXys/Px4YN\n", "G/DJJ5/wTjSysrKs9hUqZgzDYN++fThw4AD7WEZGBt555x089dRTDr3Wyy+/jJdfftmqkduZM2ec\n", "0vXckf/7rrS1tfG6hldWVuLIkSPs9gsvvIB169bx9tHpdNi9ezfS09MFGQMhhPQlOqewD51TOIbO\n", "KazROUXXaAYGIQPInj172DrSvLw8HD9+HO7u7nB3d8fu3bvZk4lx48bhs88+w40bN9Dc3AytVovF\n", "ixfj0UcfZV/L19cXX375JV577TXk5uZCJpMhNDQUW7ZsQWRkJLvfE088gQMHDmDJkiXQarVoaWnB\n", "Cy+8wJuqZ7Zp0yb8/Oc/h1qtRmtrK8LCwnhT/RiGwYMPPgiVSoWKigoolUr86U9/QmRkJD7//HPe\n", "a33//fcwGAzYvHlzr2K2e/du/OEPf4BarcauXbvg5eWFffv2wcXF9sdjSEgI3Nzcel0/uGXLFrzw\n", "wgvsH5+//vWv8Pf35+3z0UcfYc+ePQBMf8wTExMhk8nw0UcfYdy4cew+bW1tvBNAAKirq8P333/P\n", "e0yomMlkMvzxj3/EiRMn8M4777DHxmeffYaAgAB2vxUrVqC2tpYdO2Ca6vr111+z+wQHB2PLli14\n", "4403kJ+fz77+7NmzrX4me/y///f/kJKSwntPFxcX7NixA6GhoQCA06dP4ze/+Q0YhkFZWRk8PT3h\n", "7+8PhUKBrVu3srWz5tcCwHu9ESNG4F//+hfvfd98802sWrUKWq0WWq0W0dHR+OUvf8l+PyEhAa6u\n", "rnjsscfQ0NAAhmHg5eWF5cuXY8yYMQ7FjBBCnIHOKRxH5xSOo3MKOqdwlIwRKlVECCFO9MQTT3R5\n", "t4VYEypm27dvR2hoKO6//36BRkYIIYT0HzqncBydU5D+0qsZGKdPn0ZlZSUAICoqClOmTEFFRQXb\n", "FTUhIaFXNV2EENKZ3NxcbN++vb+HISlCxYzy3oQQYo3Oi6WLzikcR+cUpL8INgPj6NGjuO+++7B/\n", "/34sWbIEALBv3z4sXbpUiJcnhBAiAh988AG2bNkCpVKJoKAgbNmyxarbNSGEDHZ0XkxI9+icgvRE\n", "r3tgFBQU4Ntvv8WyZcsAAJ6enuz3lEplb1+eEEKIiLz00kt46aWX+nsYhBAiSnReTIj96JyC9ESv\n", "VyGJiYnB888/jwsXLgDgTwNydXXt7csTQgghhBAiCXReTAghfUuQVUjc3d3h4+MDADAYDOzjna1N\n", "e/ToUSgUCiHemhBCCCGEEIf5+/tjypQpgr+uo+fFAJ0bE0IGN0c+j3uVwKirq0NgYCAAS4a5tbWV\n", "3TZ/3ZFCocDkyZN789akg9TUVMyaNau/hzFgUDyFRzEVFsVTeBRTYVE8hUcxFdbly5cFfb2enhcD\n", "0j03luoxKaZxXytT4bVDuQ4/772FIzAx3KcPRiQsMcXaETRu53Lk87hXCYy0tDRoNBoAwNSpUwEA\n", "M2bMwM6dO8EwDJKSknrz8oQQQgghhEgCnRcTQkjfE2wVEkekpKRIMstMCCGEEEIGhsuXL2P+/Pn9\n", "PQwAdG48mA30GRiE2MORz+NeN/EkhBBCCCGEEEII6WuiS2AYjAzOFDbiermqv4ciKampqf09hAGF\n", "4ik8iqmwKJ7Co5gKi+IpPIopERupHpNSHbcUSTXWNG7xEmQVEiEdu12Pd08UAgD+tngkxoZ49fOI\n", "CCGEEEIIIYQQ0t9ENwMjo6qF/fpqGc3CsJcUu82KGcVTeBRTYVE8hUcxFRbFU3gUUyI2Uj0mpTpu\n", "KZJqrGnc4iW6BIbOYGS/rm/V9eNICCGEEEIIIYQQIhaiS2DojZZFUWrV+n4cibQMhnonZ6J4Co9i\n", "KiyKp/AopsKieAqPYkrERqrHpFTHLUVSjTWNW7xEl8DQGSwJjDo1zcAghBBCCCGEEEKIGBMYnBkY\n", "VEJiv8FQ7+RMFE/hUUyFRfEUHsVUWBRP4VFMidhI9ZiU6rilSKqxpnGLl+hWIeH2wKhT68AwDGQy\n", "WT+OiBBCCCGEEEI6V96kQVWz1uHnaTnXPoSQ7okugcHtgaExMFDrjPBSKvpxRNKQmpo6KDJuzkLx\n", "FB7FVFgUT+FRTIVF8RQexZSIjVSPyb4Yd1WzFq8dynX4eW8mxQo6DrGhY8S5pDpuR4ivhITTAwOg\n", "PhiEEEIIIYQQQggRYQKDOwMDoASGvQZ6ps3ZKJ7Co5gKi+IpPIqpsCiewqOYErGR6jEp1XFLkVRj\n", "TeMWL9ElMHQd6sDqWmkpVUIIIYQQQgghZLATYQKDZmD0xGBY89eZKJ7Co5gKi+IpPIqpsCiewqOY\n", "ErGR6jEp1XFLkVRjTeMWL/ElMDqUkNBSqoQQQgghhBBCCBHfKiQ0A6NHBkO9kzNRPIVHMRUWxVN4\n", "FFNhUTyFRzElYiPVY1Kq4+ZSyIFrZSqHnxfsrUSYr1sfjMg2qcaaxi1eoktgdJyBUaumHhiEEEII\n", "IYQQYtbYZsCm5HyHn/fewhFOTWAQIjTxlZB0aOJJJST2GQz1Ts5E8RQexVRYFE/hUUyFRfEUHsWU\n", "iI1Uj0mpjluKpBprGrd4iS+BQcuoEkIIIYQQQgghpIMel5Ckp6cjOzsbRqMRd911FyIiIlBRUYGU\n", "lBQoFAokJCQgLCzModdkGMZqFZImjQE6gxGuCtHlWkRlMNQ7ORPFU3gUU2FRPIVHMRUWxVN4FFMi\n", "NlI9JqU6bimSaqxp3OLV46xAbW0tli9fjhUrVuD69esAgPPnz2PNmjVYtWoVzp075/BrdshdsOpb\n", "qQ8GIYQQQgghhBAymPU4gTFnzhyrxzw9PdmvlUqlw6/Zsf+FGZWRdG8w1Ds5E8VTeBRTYVE8hUcx\n", "FRbFU3gUUyI2Uj0mpTpuKZJqrGnc4tXruowffvgB06dPB2AqATFzdXV1+LU6lo+Y0QwMQgghhBBC\n", "CCFkcOvVMqonTpxAfHw8goKCAAAGg4H9nkwm6/K5qampbI2OOVM0ZvIMm/uev54JQ7Hean/a5m+b\n", "iWU8Ut82E8t4aJu2abtvt2fNmiWq8Uh9m+Ip/Lb5MbGMR+rbpPekGkupjluKpBprGrd4yRjutAkH\n", "nDp1CkOHDsXo0aPZx/bu3Ytly5aBYRgcPHgQixcvtvnclJQUTJ482erxSpUWj32VbvX4Y5ND8dhk\n", "xxqCEkIIIYQQ0pnLly9j/vz5gr2erQb3Bw4cYG/wDR8+HBMmTLD53M7OjYl0XCtT4bVDuQ4/782k\n", "WGxKznfa895bOAITw30cfh4hfcmRz+MelZBUVVUhLS0NWVlZ2LdvH3bs2AEAmDFjBnbu3ImdO3di\n", "xgzbsym6ojNSD4ye6jhrgPQOxVN4FFNhUTyFRzEVFsVTeBRTcbPV4N7d3R1Lly7F0qVLO01eSJlU\n", "j0mpjluKpBprGrd4ufTkScHBwdi4caPV4+Hh4Vi9enWPB9NZD4w66oFBCCGEEEJEzFaDe4PBgD17\n", "9oBhGMTGxtIsC0II6aUeJTD6is7YSQKDZmB0azDUOzkTxVN4FFNhUTyFRzEVFsVTeBRTaeA2uF+w\n", "YAH7+OHDh7t8HvU3kXY/GeOQGDiTXt/zG7zUD8m+7f6IV2+3pRpv7mqm3elxD4ze6KzOL6OyBb84\n", "cAsA4O/ugoY20y/mUC9XfLF6vFPHSAghhBBCBi6he2AApgb30dHRiImJsfpecnIykpKSbD6PemBI\n", "H/XAIKTn+rwHRl/RGSw9MIK9lezX9a169EOeRVIGQ72TM1E8hUcxFRbFU3gUU2FRPIVHMRW3U6dO\n", "ISQkhJe8KCwsZL9ua2vrh1H1Lakek1IdtxRJNdY0bvESbQmJt5sCnq5yqHVG6I0MVBoDfN1FNVxC\n", "CCGEEELYBvejR49GVlYWVCoVHnvsMRQWFuL8+fMAgEmTJvXzKAkhRPpElRHgNvF0lcsQ6OkKdaMG\n", "AFDXqqMERheoLlZYFE/hUUyFRfEUHsVUWBRP4VFMxauzBve2GnsOJFI9JqU6bimSaqxp3OIlrhIS\n", "zjKqrgoZAj1c2W1q5EkIIYQQQgghhAxeokpg6LkzMBRyBHhaZlzUqWkp1a4MhnonZ6J4Co9iKiyK\n", "p/AopsKieAqPYkrERqrHpFTHLUVSjTWNW7xEVZPB7YHhIpfB242TwGilGRiEEEIIIYQQQshgJaoZ\n", "GLweGFRC4pDBUO/kTBRP4VFMhUXxFB7FVFgUT+FRTInYSPWYlOq4pUiqsaZxi5fIEhicHhhyGQI5\n", "JST1rVRCQgghhBBCCCGEDFaiSmDojfweGDQDw36Dod7JmSiewqOYCoviKTyKqbAonsKjmBKxkeox\n", "KdVxS5FUY03jFi9RJTC4JSQu7cuomtVSAoMQQgghhBBCCBm0RJXA4M/A4CcwqISka4Oh3smZKJ7C\n", "o5gKi+IpPIqpsCiewqOYErGR6jEp1XFLkVRjTeMWL1ElMLg9MFzkMvi4KaCQmbZbtAZo9MZOnkkI\n", "IYQQQgghhJCBTFwJjA49MOQyGQI4szBoKdXODYZ6J2eieAqPYiosiqfwKKbCongKj2JKxEaqx6RU\n", "xy1FUo01jVu8xJXA4C6jKjdNvRjiSY08CSGEEEIIIYSQwU5UCYyOPTAAIMDDspRqnZr6YHRmMNQ7\n", "ORPFU3gUU2FRPIVHMRUWxVN4FFMiNlI9JqU6bimSaqxp3OIlqgRGxx4YADo08qQZGIQQQgghhBBC\n", "yGDUqwSG0WiEwWAQaixWPTAAINCDllK1x2Cod3ImiqfwKKbCongKj2IqLIqn8CimRGykekxKddxS\n", "JNVY07jFy6X7XWw7cuQI8vLysHTpUoSHhwMAKioqkJKSAoVCgYSEBISFhTn0mrweGArrGRj5da09\n", "HS4hhBBCCCGEEEIkrMczMBYsWIC5c+fyHjt//jzWrFmDVatW4dy5cw6/pq0mniOGeLCPnS1qQmp+\n", "Q88GPMANhnonZ6J4Co9iKiyKp/AopsKieAqPYkrERqrHpFTHLUVSjTWNW7wE7YHh6enJfq1UKh1+\n", "vt5o6YFhnoExOtgLicMD2Mf/llpEq5H0EyPDoFUnXMkQIYQQQgghhBBiL0ETGAzDmUHh6trFnrZx\n", "Z2C4yC1De+HuCAR5mV6vSWPA5lNFvPcifVvvdL1chZcP3MLyz6/jo9MlffY+YjIY6secjWIqLIqn\n", "8CimwqJ4Co9iSsRGqsekVMctRVKNNY1bvARNYHAbespksi735QY3NTUVqampvCaeGTevs19fvXAW\n", "DwQ2sdvni5vw4cFzVs8fzNs3btzos9e/ceMGbla2QK0zIq+2VRQ/r5TjSdu0Tdu0Tdu03ZPtGzdu\n", "iGo8Ut8mhBAiPTKmF1MZMjIy4O/vzzbx3Lt3L5YtWwaGYXDw4EEsXrzY5vNSUlIwefJkq8ef2ZOF\n", "vPZGnZ8sHYURQZ687285W4I9N6sBAG4ucny6bBQi/Nx7OnxipxatAcs+NyWUXOQyfPfEHewqMYQQ\n", "QgghUnT58mXMnz+/v4cBoPNzYyId18pUeO1QrsPPezMpFpuS8532vPcWjsDEcB+Hn0dIX3Lk87jH\n", "V6HJyclITU1FcnIyTp48CQCYMWMGdu7ciZ07d2LGjBkOv6beaL0KCde6qeGIDjAlLDR6I179Xw7O\n", "FTX28Ccg9vJSKhDibeppojcyKGpo6+cREUIIIYQQQggZbHqcwEhKSsKGDRvw+OOPY86cOQCA8PBw\n", "rF69Go8++iiCg4Mdfk2dwdLEk9sDw0zpIsfGudFwaV+hpE6tx2+P5uEvJwvRoh3czSX7ekpkHGc1\n", "mLxBsJwtTTEVHsVUWBRP4VFMhUXxFB7FlIiNVI9JqY5biqQaaxq3eImqDkDXzQwMABg+xBOb7o1D\n", "gIcL+9j3t+rw9J5MXC9v7vMxDlbDAzkJjNqBn8AghBBCCCGEECIu4kpgcFYhcZV33gR0WqQv/vnQ\n", "GCTE+rOPVTXr8Ovvb6OsSdOnYxSrvl7zlzsD4/YgmIExGNZQdjaKqbAonsKjmAqL4ik8iqm4paen\n", "Y8+ePfjmm29QUlICAKioqMAXX3yBXbt2oby8vJ9HKDypHpNSHbcUSTXWNG7xElUCo7seGFx+7i74\n", "9fxYvJEYAx83BQBTX4wPUmmJ1b7QcQYGxZgQQgghxKK2thbLly/HihUrcP26qfn5+fPnsWbNGqxa\n", "tQrnzp3r5hUIIYR0R1QJDF4PDDtXuZg7PAB/XDAC5gkbV8qa8UNOXV8MT9T6ut4pxEcJT1fT/0mT\n", "xoBata5P36+/DYb6MWejmAqL4ik8iqmwehPP/LpWvHEkF6u+uIGP0opRVE/NowE6RsXO3BOOy9PT\n", "sqKeUql05nCcQqrHpFTHLUVSjTWNW7xElcDgzcDoooSko5FDPbF8vKVp6D/OlaJ+gF9gO5tcJkNc\n", "4OBq5EkIIcS5WrQGfHq2BM/uzcLFEhXqWvU4kFmDn32bidcP5eB0YQMMRpoBSMTthx9+wPTp0wGA\n", "N2PV1dW1v4ZECCEDhkv3uziHwcjAfE4ilwEKBxIYAPDY5FCkFjSgQqWFSmPAJ2dL8Ot5sX0wUnFy\n", "Rr1T3BAP3KxsAQDcrm3F9Ei/Pn/P/jIY6secjWIqLIqn8CimwnI0nsdu1+MfZ0tQ16q3+f0rZc24\n", "UtaMe6L98Oa9cUIMUXLoGBW/EydOID4+HkFBQQAAg8GySp5M1vW5bWpqKvt/bL6LStt9s21+TMjX\n", "Nw6JgTPp9bY/K7ujkAMnM009Wvz8TOfyjY2N3W77KAy4c2Q0AMfiM2vWrH7//+7ptplYxjOQ482d\n", "rdYdGdMPzQxSUlIwefJk3mNteiOWbLsGAHBTyHDgyUkOv+6lkib86shtdnvTvXGYGT1wL7Kd7VBW\n", "Df6WWgwASIj1x6/nD54EESGEkL5z9FYt3j9ZxHtsYpg3Fo0JwvHb9ThT1AjuxIvPVo7FMD83J4+S\n", "DDSXL1/G/PnzBXu9U6dOYejQoRg9ejT72N69e7Fs2TIwDIODBw9i8eLFNp9r69yYSMu1MhVeO5Tr\n", "8PPeTIrFpuR80T/vvYUjMDHcx+HnEWIPRz6PRVNC0pP+Fx1NifDFvfGB7PZHacVo1Rm6eMbA4Yx6\n", "J24JyUBfiWQw1I85G8VUWBRP4VFMhWVvPCtUGnx8poTdDvR0wa8SY/DuwhFIiAvAm/fG4fNHxmFs\n", "sBe7z6mCeqGHKwl0jIpXVVUV0tLSkJWVhX379mHHjh0AgBkzZmDnzp3YuXMnZsyY0c+jFJ5Uj0mp\n", "jluKpBprGrd4iaaERG/nEqrdeXrGMJwvbkJjmx41ah1OFzZi/ojA7p9IuhUT6AG5DDAyQGmjBq06\n", "AzxcFf09LEIIIRJlZBi8f6IIrTrTTYxhvm74+9JR8FLy/7YEeyuxaEwQMqpMZYyn8huwamKo08dL\n", "SGeCg4OxceNGq8fDw8OxevXqfhgRIYQMTOKZgcGZG+rSzRKqXfF1d8GDY4PY7fSKll6NSyqcURfr\n", "7iLHMF/TlF0GQIEDXeEZhsFX1yrx5+MFqFBp+miEwqE6Y+FRTIVF8RQexVRY9sRz781qXK9oBmDq\n", "f/V/c6OtkhdmM6P94NJ+gyOnphXlTeL/WyI0OkaJ2Ej1mJTquKVIqrGmcYuXeBIYnBISZS8SGAAw\n", "PtSb/fpGZXOvXovwxQ3p2UokZ4oa8e8LZUjJrcdnF8v7YmiEEEIkpLC+Ff+5WMZur5oYgjGcMpGO\n", "vJQKTBlmqb8+VdDQp+MjhBBCiPiIJ4HBW0K1d8MaNdQT5hxIYX0bmtp61qVXSpxV7zScm8CotT+B\n", "8V16Dfv1jQrxJ5UGQ/2Ys1FMhUXxFB7FVFhdxVNvZPDn44XQtZePjhjigTV3dl8SMjvWn/36VP7g\n", "S2DQMUrERqrHpFTHLUVSjTWNW7zEk8AwCFNCAgAergqMCLIsxWKumSW9x2vkaWcCo6SxDVfKVOx2\n", "TYsO9a06wcdGCCFEGvZnVCO3/W+Iq0KG/5sbDVc7Gnhzy0iyq9WoVGn7dJyEEEIIERfRJDD0RmGa\n", "eJpN4JSR3JTAHf/ecla90/BAS2Iov74VRjtW4T2YWWP1WE6NWtBxCW0w1I85G8VUWBRP4VFMhdVV\n", "PK+UWpIebAPSAAAgAElEQVTaa+8MRUyAR6f7cvm4ueBOzjJ+p/IH12okdIwSsZHqMSnVcUuRVGNN\n", "4xYv0SQw+Muo9j6BMS7EUkd7c5A08nSGQE8X+LmbFq9p1RlR0c3drza9EUdv1Vk9nlMzsJdhJYQQ\n", "0rkGTmnnHWHeXexpjVdGQn0wCCGEkEFFRAkM4XpgAPwExq0aNTR6Yxd7S19v6p3y61pxvrgRRfVt\n", "3cZJJpM5VEZy/HY9mrUGq8dviXwGxmCoH3M2iqmwKJ7CGywxVWsNaNVZfy4Lrat4NrRaEhj+7q4O\n", "ve7d0X5sn6vMKjWqmgdPGclgOUaJdEj1mJTquKVIqrGmcYuXeBIY3BISAWZg+Hu4ItLPtOSn3sgg\n", "u1rcF8z96ftbtfjN93n42beZ2HOzqtv9h9u5EgnDMNifUc1u3xcfyH4t9hISQggZiIoa2vDozptY\n", "8d8byKjsv9mJ3BkY/h4uDj3X190FkzhlJKk0C4MQQggZNESTwNAbhO2BAfCXU00f4Mup9qbeidsE\n", "LdTHrdv9uTMwulqJJLtazTZpUypkeGp6ONzak1M1LTrUq8XbyHMw1I85G8VUWBRP4Q2GmP6YWwe1\n", "zgidgcH2S2XdP6EXOotnm97IzvZzkcvg6er4qcgcThnJybzBk8AYDMcokRapHpNSHbcUSTXWNG7x\n", "Ek0CQ2cUtgcGAIwPtZSRSGHpzv5S0cxNYCi73Z+bwMioasGlkiYwNpp5HuA075wbF4AAD1cMH2Jp\n", "AppTS7MwCCHEmYobNezXV8qaUVjv/H5EjbzyERfIZI7/zb87xh/mex0ZVS0o6IefgxBCCCHOJ54E\n", "BncGhh1LqdljfIhlBkZGZQsMxu5XzDC7WNKEtbtu4p2UfLSJqH+GVm/E4exaqx4Sval34s3A8O4+\n", "gREV4A5le5KpsU2PXx25jef2ZSMlt47tp3EoqwbH8yzd4RePDQIAxHOWt70l4kaeg6F+zNkopsKi\n", "eApvMMS0uKGNt70/w3qVKKF0Fs9GTvmIn4PlI+zz3F0weZiljORPxwqhNYjnb3VfGQzHKJEWqR6T\n", "Uh23FEk11jRu8erZmUMXKioqkJKSAoVCgYSEBISFhdn1PJ3Ay6gCptkEgZ4uqFProdYZUVDfypsB\n", "0JV/nitFVbMOVc0NgAx4IzGmR3eJumJkGOy9WY1WvREP3xEMpR2Jm/dPFuJ4XgNc5DL8ZVE8xgR7\n", "dfucrjRr9GyTTTeFzK5aZBe5DGvuDMX2S+Uw/7fdrm3Fn48X2tx/ZJAnRg01jTM+yDJ7g/pgEEKI\n", "8xiMDEo5MzAA4IecOqybFg4vpcJp42hos5QPmle16okNM4bhenk2tAYGeXWt2HaxHBtmDOPt06Y3\n", "okVjwBAvxxqFEkIIIUScBJ+Bcf78eaxZswarVq3CuXPn7H4erweGQCUkMpkMEzizMOxdTrVerUNB\n", "veUu1Ym8Bnx5tVKQMXGdym/AP86V4vNL5fjiSkW3++fVtuJ4e62v3shg86kidvnZntY7VXLKR0J8\n", "3OxO0qyeFIr/rByLB8cGsX0tOvPQhGD2a+4MDDEnMAZD/ZizUUyFRfEU3kCPaWWzlnezADBd4P+Q\n", "Y73UtRA6i2dDhxKSnooJ8MD66ZaExTc3qnC5tAmA6QbBwcwarPriBlbvvImjt2p7/D5iMtCPUSI9\n", "Uj0mpTpuKZJqrGnc4iV4AsPT03KBqlR2X45gpuNM/XQRaAYGAIzjNPK8aWcjz2vl1vttv1QueKfz\n", "SyUq9uvDWbXQd1Pi8uVVfpKjsL4Nu671LrFSzikfCbGjfIQr3NcNz98diS9Wj8fjU8IQ5e+OCD83\n", "TAr3RtKIAKyaGIJN98Zhbpyl2VqUv7tkGnkSQshAwi0f4f6Z3Z9RDaONPkZ9RYgSErMlY4MwLcKX\n", "3X73RCGyqlrw+qFcfJhWDLXOdG7xj3OlaNboO3sZQgghhEiE4AkMbjNHV9fOp2xy63NSU1ORm1/A\n", "bleWlVp9v6fb40MsJRY3K1rAMEy3zz9yJYf9WsmZXfDu8ULk1bb2ajzc7cxqy4yQhjY9zhY2drr/\n", "3pQ0nMq3TqDsvFqJPSlp+PTTT3s0Hm7/i5D2Bp6O/jzXL55FTEsutq4Yg/+sHIslvpW426UE66aF\n", "Y2a0H9LS0tj9FXIZhiotJ5E5tWrB4inkdk/jSdudb5sfE8t4pL5N8RR+u2Ns+3s8Qm8XcRIY84YH\n", "sKt/lDRqcKVUJfj7dRbP9NwCdruhond/79PS0jDbvYItRalT6/Hi/ltWNyJUGgO+ulYpqv+Pnmx/\n", "+umnohqP1LdJ70k1nlIdtxRJNdY0bvGSMbaWj+iFI0eOYMGCBQCA5ORkJCUlWe2TkpKCyZMn8x77\n", "/FI5/tteRrH2zlA8PsW+3hndMRgZPLTjOnsXZvsjYxHWzVKhP/06A2VNpjrh3yXFYuv5UpQ1mS70\n", "Q7yV+HjpKPj2YtorALRoDVj++XVwgz8twhfvLBhuc/8/HivAsdumppjTI32h0uiRWWUqwRg11BMr\n", "A6sxZ7bjU4Y+OVOCfenVAICfTQ/Hw3eEOPwajvr4dAm+yzC95+NTwrD2ztA+f09HpaamDoopWM5E\n", "MRUWxVN4Az2mm08W4Uh7KcWzdw1DhUqLve2f/zOj/LDpvjhB36+zeL5/ohBH28tWfjErEgtHB/X6\n", "vc4WNeJ3R/N4j8llpr+r54pNZSWuChk+WzkWwQ7ONhSTgX6MOtvly5cxf/78/h4GANvnxlIg1WOy\n", "L8Z9rUyF1w7lOvy8N5NisSk5X/TPe2/hCEwM9+l+xw7oGHEuqY7bkc9jwWdgtLaaVpZgGIb92h68\n", "Jp4C9cAATHf8x/JmYXRdRlLVrGWTF0qFDNMjffHWvXHsnarKZi17wd8bt6rV6Jg5uljShCpOTwqz\n", "0sY2nOCs6LH2zlC8PDuKbXaaXa1Gtf/IHo2jQmVp6GbPCiRC4DXyrBZnHwwp/uKLHcVUWBRP4Q30\n", "mBY3WmZgRPq7s6tDAaYEAPfvgRA6iye3hMSextH2uCvKD4vHWH6e2AB3fLhkFDbdF4eR7b2XdAYG\n", "2y+VC/J+/WWgH6NEeqR6TEp13FIk1VjTuMVL8ATGjBkzsHPnTuzcuRMzZsyw+3n6PuqBAfCXU919\n", "varLXhPXyi19KcaFeEOpkCMmwAPP3x3BPn40p7bX9cKZVdYNRRnAZqOxnVcr2dU+pkb4YHSwF6ID\n", "PPAoZ+bCtkvlvOnB9uItodrNzBShjBwqjUaehBDnSy1owEdpxTaTuaR3uD0wTD2L3DE1wnQ3jQFw\n", "oA+XVOVq4PbA6OVsRq7nZkbg5dlR+L+EaPx96SiMHOoJuUyGn00PZ/dJzqnD7Vr6u0MIIYRIleAJ\n", "jPDwcKxevRqPPvoogoODu39CO/4MDGGHlRQfCDcX02sW1Ldhz42qTve9WmaZoTEp3JL4SIgLgK+b\n", "aZm5qmYdrpaprJ7rCG4Cg9uA7MitWhg4sShXaZCca+kQv2aSJWnx8B3BiAt0BwBo9Ea8cSTXoZN+\n", "hmFQ0WzdA6OvRfq5s/8fNWpxNvIcDPVjzkYxFdZAjGdJYxveScnHgcwabDycy/ssdIaBGFOzxjY9\n", "mjSmJbPdXeQIal9WdPGYoew+x27X20zOZ1S24Bf7b+GVgzn4+HQxDmXVIKuqBVrOjQdbOounUKuQ\n", "dKSQy7Bg1BAkxQfyziMmhftgRqTp7ywD4N8XygR7T2cbyMcokSapHpNSHbcUSTXWNG7xEjyB0VO6\n", "PlhG1SzYW4nHJ1su/HdcLrc5VZZhGN4MjEmcOi+lQo75IwLZ7e9v9XzZOYZhkMUpnVg3LYyXHLnS\n", "nhwxGBlsu1jOzr6YGObNW1XFVSHHq3Oi2WRAVbMOvzqcy5ueyzAMrpWp8PX1SlS38JMbKo0Bre29\n", "QTxc5ewY+ppCLsPwQE4ZCd0NI4TAdAFt/lNQ0qgZMEtfigF39kWEnxvk7UtmT4v0ZT/7a9Q6ZHco\n", "62MYBu+fLERGVQtuVDTju4wa/C21GC/uv4WffZOJ/Dr7S0XN+CUknTf7FtK6aeHsyisXS1TscquE\n", "EEIIkRbxJDC4MzAELiEBgGXjObMVDAw+Pl2Cjv1Ly1VaVDWbZgN4usrZulmz+0ZaEhipBQ1Q9XBJ\n", "tgqVlj2B81YqEBvogaR4y2sfzq5FpUqL1/6XwzbuBIA1NppdjgjyxJtJsWzZTXGjBr8+chstWgOu\n", "lKnwyv9y8NqhXGw9X4Z3UgqsxmEW4q2ETCZ83DsTz4ntLRH2wRgM9WPORjEV1kCLJ8MwOM75vAOA\n", "HZcroNF3fZdfSAMtplzcBEakvzv7tYtchrujLUtdd1ztKrtajZJG270xKlRavJ2cjxatweb3bcVT\n", "ozeirf3/1EUuY/tL9bXYQA/cy/k7K9VeGAP5GCXSJNVjUqrjliKpxprGLV6iSWBwe2AIPQMDMJ0o\n", "vXhPFMyvfK64CWnty5aacctCJoR6Q9EhkTJ8iCfbgFJnYHjJBUdwy0dGtdfoPjBqCPvY6YIGPLM3\n", "CzcrLfvNivHHxDBv2DI1whcb50azP9utGjUe/yodrx/Kxc0Ky2tkVLXwTjQrmi0npSFO7so+cihn\n", "BkaN43fwCCEDS15dK4o7XCjXqHXYn9H7pskEvNhyExgAMDuWn8DgJvdTOCWMUyN88OTUMCTE+sOt\n", "/e90aZMGfzlZZHVDoDONHfpfODNx/sSUMDbZn1mlRrnATUsJIYQQ0vdEk8DglpC4yPtmWGNDvLBw\n", "tCVR8MnpEqg5F/TcBEZnywTdP9Ly/CPZPZvezC0fGRNsWiElOsADY9u/NjBgEw1yGfD45FD8el5M\n", "lyd68rJ0vDQrkt1WaWzfEbvFaZrZHw08zbgzMK6Vq0TXsG8w1I85G8VUWAMtnsfzLHf+uY0dd12r\n", "RHMPZ7s5aqDFlIvXwNOP/3k/Kdwb3kpTGUlls5ZNKusMRl6ifuUdIVg9KRS/nh+LX86OYh9PLWjA\n", "npvWiSZb8eT1vxBoBRJ7BXkpMWWY5W97x9kmUjCQj1EiTVI9JqU6bimSaqxp3OIlmgSGvo+WUe1o\n", "3bRwtmlYjVqHv5wqgtZgbO9/wWng2clsh8ThAez4cmtbu+xmzjAMKlQaq0Zn3BkYo4MtF/IPcJIr\n", "ABDqo8TmRSOxdnKY1WwQWxaODsJT0yzd1hUyYOHoIZgZ7cc+xl22lFdC4qQGnmaRfu4I9zWdRKt1\n", "Rrx3otDpDfsIIeLQsXzkpXsiEe5r+kxSaQzY3UXjZWKfok5KSABTPyXu34lT+ab/i4slKrbxZ5CX\n", "K28W4LwRgbxlS7eeL0V6RTNKGtvw3ysV2PBtJv6Q7Wk1g6ahzdK0WcgVSOzVcbYJIUIyGo0wGGzf\n", "QCKEECIM0SQwtLwZGH2XwPBxc8HTdw1jt0/lN+BXh28jvbIF9e13hnzcFIgb4tHp82fFWE6AOmvm\n", "yTAM/nqqGI9/lYFXDuawddxavRG3ay0lE6OHerFfz40LwIghHpABuDc+EJ8uG42xIV4dX9omc73T\n", "IxND8LukWKybFoZtD4/DL2ZFYXqkZZUT3gyMZu4MDOcmMBRyGV6dE8U2VbtW3oyvr1c6dQxdGQz1\n", "Y842EGOq0Rux+3plv1wISTWelZweQGZZ1Wr288hbqcD0KF88MSWM/f6em9WodcJqRVKNaXe0eiOb\n", "sJYBGOZrPeOO+3ftVIGpjIS7Atb8EYFs40+zp+8ahlHty2IbGOD/DuVi3e5MfH6pHAX1bdAzMuy6\n", "yv9c71hC4mwzo/3Yc4zsajVvJqIUDNRjdCA4cuQItmzZgspKyzF/4MAB7Nu3D/v27cONGzf6cXR9\n", "R6rHpFTHLUVSjTWNW7xEk8DgzsBQ9uEMDACYNzwAS8Za7hzdqGjGxsO57PbEMG+rEzWu+znNPFNy\n", "62wuJXcouxZH2jvoZ1er8dU10x+03NpW9meN8HODL+cEzs1Fjr8vHYVvHpuA1xKi4aXs2aogs2L8\n", "sWpiKDurYhSnXCO7kxkYoU7ugQEA40O98ShnWdjPL5UjizM7hYiHvfXtgwnDMHg7OR//Ol+G36fk\n", "07Frh9SCBjz2VTqe+CqdV7J3PM8y++KeGD8oFXIkxAUgrn21Io3eiC+vVDh9vANFaZMG5t/gUB8l\n", "lC7Wf/qnDPNhG2qWNWlxvbwZZ4ssfaKSRgRYPUepkOM382Lh076Kic7GLLoatQ6tOssd6f4sIQFM\n", "NyHuDOeWkfSslxUhHS1YsABz587lPebu7o6lS5di6dKlmDBhQv8MjBBCBhjRJDB0nCRAX/XAMJPJ\n", "ZHh+ZgR+xim34M4AmRhmu/+F2aRwH7bppUpjwMk8/t3XgvpWfHqmhPfYV9crUdqoQVY1p3xkKH+V\n", "EwCQy2TwcXP8pK6reqfoAHe27KWy2XT3k2EYVHIamDm7hMRszZ2hvN4ffzpewOtL0l8GQ/2YPcqa\n", "NPjp1+lYsyudNwW9JwZaTA9k1uBCiWUpxqucJZidQYrxPJRVA8BUNrYpOR+F9a0wGBmc4CQwEuJM\n", "F8pymQzrpllmYRzJruVdCJs1temRmt+Aprbe98mQYkztwet/0aF8xEzpIseMKEsZyeZTRWxvqhFD\n", "PBAdYHtWYoiPEq/PjYb5voOrQoa7o/3YUk2AnyznLaHaDzMwAH4ZyUmJlZEM1GN0oDIYDNizZw++\n", "/fZbXL58ub+H0yekekxKddxSJNVY07jFSzQJDGf1wDCTyWR4eGIIfj0vxur9JoXb7n9hJpfJeEuq\n", "bj5VhP+1n5i36Y1458cCXkIEMDUp/fhMMTIruf0v7CsP6S1XhZy9kwkAOTVqNLTqoWkfo5dS0aOk\n", "iRAUchleT4zm3fn7uEPyh/SfT86UoKxJi5oWHXvxSYDC+lb881xph8d6l+AZ6IwMg8wqywywFq0B\n", "v/k+D6fyG1CnNl3U+rnz745Pi/BFdPsFt87IIKvKuufQ1TIV3k7Jx8r/3sBfThb28U8hrENZNXjh\n", "u2zeSh99oaiLFUi4uBf25ZykA3eZb1umR/rhk2Wj8fZ9cfh6zQS8dW8cRgRZ/uaUNlnev79LSADg\n", "7mg/NuGSVa0WXRNpMnAsWLAAy5cvx0MPPcQrLSGEENJzoklg6JzUA6OjhLgA/PmBEewU2LhAj07v\n", "UHEtGh2EwPbpr3ojgw9Si/FBahE+PVPCXsi4KWR4LcGydOvFEhVOc5ZuHSNgAqO7eqdRQ/llJBWc\n", "EzZnL6HaUZiPG168x7KCyg85dShr6tnydtUtWuxLr0Zhfe+WZh0M9WPduVKmwvliywyDgl5eoA+U\n", "mOoMRvzpeKFVkrK38XGU1OJZ3NDGW8YZMM0I+9PxAnZ7dqw/r2GxTCbDhFBLQjm9shkdXW1vvszA\n", "tMpEbzgzplXNWnyYVozsajXeO1GImxXWP5tQuDMwIv06X3FqWoQv3DuUl8hlQGKcdflIR7GBHrgr\n", "yo8tfQzn9Nko53yec0tI+iuB4evugjsluhqJ1H7viYWrq2u3+3DvnKampkpi23xMimU89m6bHxPy\n", "9RsbLef4zqDXO2eFLjPuz+dIfGbNmtXv/9892eYSw3gGU7y7I2P6obg9JSUFkydP5j32068z2IvW\n", "z1aOwTC/7pMIQqpT63C5VIXJw3wQ6Nn9HxnA1IzureQ8XlNOrl/OisQDo4PwYVoxDmby7167KWTY\n", "+8REpyVrjt6qxfsniwCYmpglxgXgD8cKAJjuRr11b5xTxtGV1w/l4kp7Xbw5do5gGAbP7s1GXl0r\n", "FDJTecqqSaFOTYgNFEaGwc/3ZSOXc2wP8XTFzkfH9+OoxGHr+VJ8fd20KoarXMbW/SsVMnz3xMRu\n", "Vwwqa9IgNb8Bs2P9EWajmeJAdSS7FptPmT6DwnyUqGzWomPLhPd/Eo87OqwAlZxTh3dPmGZWTBnm\n", "gz8+MIL3/ad2Z6C4fYbBnxeO4M3gELMdl8ux47Klr0eItxJblo/uce+jrjy3N4v9Xd68KB7jQzuf\n", "ZfhOSj5OcC7op0f64v/dP9zh99xzswpbzppmKf1k9BC8NMu07OoL32WzvZj+ujge40K6nvHYVw5n\n", "1eCvqcUAgLHBXvjbkpH9Mg4hnStqxLXyZjw4dmi/lYVKzeXLlzF//nzBXi8jIwP+/v4IDzeVKBcW\n", "FiI6OhoAcPDgQSxatKjT59o6NybScq1MhdcO5Xa/YwdvJsViU3K+6J/33sIRmCiRv7FEehz5PBbR\n", "DAzn9cCwJdDTFUnxgXYnLwBT7e9fF49E4nDru1MJsf5YMMq0LOqTU8Os7jTFD/UU9MK6u8xVPKeR\n", "Z061GhXN/d//oqMpEZYPxRs9uBuZVa1GXp3pJN3AAJ9frsBL+7N7NBvD0UygPdr01s1exerH3Hpe\n", "8gIAatU6NGt6nu3vi5g627UyFXZftyzp+bPp4exMLK3BtGxyVwxGBm8cycXWC2V4cf8tq9U4HCG1\n", "eHKXj35g9BA8NzOC9/0hnq4YH2o9K20c57HMqhbecst1ah2bvHCVy9h+Oj3lrJgajAy+b2/ybFbZ\n", "rMXfTxcL/l5GhmFjBHRdQgLwy0gA0+ojPRHmY0nOlTWJqwcGANwd48+ugpVR1SKZMpLOjtFKlRab\n", "kvPxzY0qfJgm/HHUGSPD4OPTJcjr5EbOYJKcnIzU1FQkJyfj5MmTAEwJjN27d2P37t0YNWpUP4+w\n", "b0jtb5GZVMctRVKNNY1bvESUwHBuDwyhuLvIsXFuNNZPD2dPhkK8lfjF7CjI2lcy8XFzwfrp4bzn\n", "cZdPdYYof3e4tU8NrlHrkFlpqSXvjxVIbOFOFb9R4fiKDsdvW3eTz6lpxXP7snEgo7pXY+sNvZHB\n", "+ycK8eC2a/jjsQLRr+ih1Rux7VKZze8V9rKRp7MJGWuDkcEHacXsag5ThvngwXFDec0N87spI7lY\n", "0sRezDW26fGfC7bjPBBxExhjhnphydihWDEhmH3svnjrZToB0+dToKfpQletM6KAk5C8Vm5JdI4J\n", "9mI/48TucqkKVc2mZWG5f+9ScutxzMbnmKO0nGRpTYuOXcbb103RbdnGtEhftieRj5sCM6P9uty/\n", "M9ylWstE1gPD/N6TOHcS0wqkU0Ziy4WSJraX2NVyFe+mkCOulqlwIKPa7oT7d+nV+C6jGi98l409\n", "N6u6f8IAlpSUhA0bNuDxxx/HnDlzAABz5szBypUrsXLlSsTHx/fzCAkhZGAQzdket4mn1Kb8y2Qy\n", "rLwjBH9dPBKPTwnDXxbFW00Dvjc+kHd3seM06d7qri5WIZchfojlQutiqaW3QaiPOKaxxwd5svXX\n", "lc1aVKrsvyNmMDK8pRiT4gPh2n4cmRqoOnaHSKg6Y63BiN8n5+NoTh0YAMdu14s+CbAvvZq9uPJz\n", "d8GMSF/2e71pVOns2u3tl8qxZNs1rNudgU/PluBiSRN7IdcTpwsbUdJ+J9vTVY5X50RDLpMhJsBy\n", "R7u7+CTn8Js1Hs6u5V3YO0JKtfAtWgMbG7kMGNnek+dn08Px8uwoPDUtHGsmh9p8rkwm45UZpHMa\n", "IV/jrPwixGeqs2J6ONsy+2LxmCBek8wP04p7NRtg+6VyLN52Deu/zcTh7FpeiWN3sy8AwMNVgd/O\n", "j0Xi8AD8dn6sVU8Me4X6KNn+T9UtWugMRmj0RrTqTL+DLnJZn5TLOEKKq5F0doxe4yxLrDMwVjPo\n", "usMwDHZercD/HcrFR6dL8O/zpd0+p6C+FVvbk7A6I4M6tc6h9yQDg5T+FnFJddxSJNVY07jFSzQJ\n", "DO7dAinNwOAaE+yFtXeGItjGjAaZTIZfJ8Zi/ogArJ4Ygumci0Jniec08uTOeOnvJp5mLnIZxoZY\n", "kjyOlJFcK1ehvr05XKCHC16ZHYWPl41CdPvFpZEx3f12Jo3eiLd+yMOZIn5Tp3NFzh2HI5ra9Nh5\n", "zdIp/bHJobxms2JPvpg1tOrw5ZUKaAwMSho12HuzGm8cuY2HdlzHJ2dKHJ6ZwTAMvr5uicuSsUMx\n", "xMtUbsZPYHR+0dCs0eN0kXWDr4/SinllEVJhZBh8kFqEX+y/1W1yMLu6hZ25EhvoAQ9X04WrXCbD\n", "glFD8MjEECgVnf85Gsf5XOAmMK5zZmB0t3qUWNSrdThTaLlYXjgqCM/PjEBoeylfi9aAd48XwtiD\n", "2UMNrTrsuloBBqZk2l9PFWFTch77/Ug7e0tNifDFrxJjeDMUHKV0kbO/I0bG1LS04+wLmY0ZN850\n", "T7QfO3MyvVI6ZSQdGRmGbWZrllFpf2KUYRj8+0IZPrtYzj72Q04dtF3M4tAajPjTsUL2XGL4EA88\n", "PiWs0/0JIYQQoYgngcFbRlU0wxLUEC9XvD43Bk9OC7c5Vbo37Kl3GsXpg8Ellh4YQMcyEvsTGNxp\n", "1wlxAVDIZYgJ8MBD4y1T1G/aWMGgM72tH2vVGfCb72/jYonK6ntnbVzEisW3N6vYlSIi/NywcHQQ\n", "ohyYYdAVZ9bkXS5Vwdbln9bAYF96NXIcvDt5rbyZbTzoqpBh2bih7Pe4JSRdrURyIr+BPdkP93WD\n", "sj1Rm1vbyi7D7Ij+rnFMK2jE/7JqkVHVgn92c7c2g7P8aU9WX+ImMMwXZrUtOnZGjFIhE6Qszxkx\n", "/SG3Dub88bgQL0QFuMNLqcDrc6PZi+nrFc34Pru28xfpRHJuPTosjsNrlBrl79zZdl6M5fehtEmD\n", "BpGUj5j5e7jykjS2yhDFxtYxWljfZtVPx96ZXUaGwUdpJWxjYjO1zohLNv5+mW2/WM72nFIqZNg4\n", "N7rLJCQZuPr7b1FPSXXcUiTVWNO4xUsUf20MRoY9yZIBkOgEDNEbOdQ6geHjpuj3abxc3Gng18vt\n", "SzhoDUakFliSAnM5TVW5ZTvplS09uqvpCI3eiCPZtXjxu1u8+vxl44ey06kzq1p61byxL3FPeh9t\n", "X8HFkRIJsbhUajnxnj8iAMvGD2WbbQJwuOHcV5xZKffHD0EAp9lvNCc+JY0aXjkcF7d85MGxQVg1\n", "yVIyse1iOepbpTX9+mS+5WLvenkz1B2WSOXK5NwNHhNsO5HaleFDPNn+FpXNWlS3aHnlI2OCvaCU\n", "QJRGrXoAACAASURBVP8LhmFwhJOYeKC90TMAjAvxxiN3hLDbWy+UOfQ5wTAML+kxK8YfQV78ptTD\n", "O0li95VAV8sd/PImLRo5S6j6e/R/AgMwfT6YpeTWdbGneF0ts040pFe2dDvTzGBk8O7xQhzkJFDN\n", "S8oD/N/xju/3zQ1uM+NhvEQuIYQQ0pdEcQbB63+hkPX7tFIpsqfeKdzXDZ6ucqh1lpPKUBHNvgBM\n", "s0RcFTLoDAxKmzSoVeswpJuVYS4UN7GzBsJ8lBjNSdQM83WDn7sLGtv0UGkMKG5os+tEy9H6sapm\n", "LfZnVONwdi1UGv6F3FPTwvHIxBBkV6mRUdUCI2MaM7fuXSzq1ZYLjNhA04V5mI8b+39iXonE283x\n", "jw5n1eQxDINLnB4vD44ditHBXvBWKthlK4scKIXJrVGzCRG5DFhxRzDv+15KBYZ6uaK6RQe9kUFp\n", "o/UxVtqoYUsfFDJTks3LVYHknFqUNWnR3F42cE+MP/zdXeDn4YIWrQFFDW0obmhDUUMb3F3keOGe\n", "SES0lwH0Z42jVm/E+WJLjPVGBlfKVLgnxt9qX4ZhkFVtSWD0ZKUQF7kMo4d6sknB9IoWXoJQqGXd\n", "+jqmNypaeH1UOq74sfrOUPx4ux6VzVqoNAb850IZfjk7iv2+SqPHJ2dKUKfW4cV7InnLjWdVq9kS\n", "L3cXOV6dEwWlixyn8htwIq8ekX5umCRw76Xu3DkyClcumMoSypo08FRakkximIEBAPdE++NDRTE0\n", "Bgb59W24XavG8CHOTfQ4wtYxerXMOtlfq9ahukVns6TV7IsrFfiRM+skcXgAlo0bihf33wIAnCls\n", "hFZv5CUHVRo93j1RyM5wmxrhgyVjHVvynAwsUq23l+q4pUiqsaZxi1ePb1kZjUYYDJ3fcXMEr/+F\n", "xBp4SolcJrOahRHiLY4GnmZKFznGcKaC37BjFga3fGTu8ABeAkwmk2E8Z/r5TQfqgu1V2tiG9d9m\n", "4uvrVbzkhZtChp/fHYFHJpruqs6IsvQ9OSfSMpI6ziwA85LCCrkMkX6W40QsfTAYhrF5h7Ggvg11\n", "7YkYHzcFu4RwFKeBoSMJDG7vi9kx/gj3tf6die5mlgr3zu60SF8EeLhC6SLH8zMj2ccvlarwYVox\n", "3k7JxysHc/C7o3nYer4M39+qQ2aVGlfKmvGPs9031nOGS6UqthmjGTehwVXSqGF/L3zdFDbjZ4+x\n", "HfpgcGdgOPvCHDBdkO+4XI6cGnX3O7c7nG250z1vRCDbC8TM3UXOW16W2+S1Vq3DqwdzkJJbjytl\n", "zXjnxwJe7xTusqwJcf7wVCrgIpchcXgA3ro3Dk9NH+b0mwPhPvyVSHgzMESSwPBUKnA3J/GWksuf\n", "dWBkGBzMrMHX1yr7tVdNaWMbnt+XhU0/5KFVZ/k7YzAyvN8Fbk+rrvpg5NW2YufVCnb7J6OH4PW5\n", "0Rg11JP9HVXrjLyG3wDw6dlS1LSY/k74uinwyuxowUtiCSGEkK70KIFx5MgRbNmyBZWVlbzHKyoq\n", "8MUXX2DXrl0oLy/v5NnWBkP/i75mb73TyA5TiMU2AwMAJoTZ3wdDrTXwekrM45SPmI3j9NVIt7Ov\n", "hiP1Y6cKGngXcyHeSqyfHo4vVo/HkrGWXgl3RVmWI7xQ0tTjZe76ilZvZC805TL+HVLujIKelpEI\n", "WZNX06LFk7sz8ejOdOTX8ctBLnGatd4Z7gNFe1KUm8Cw92coa9LwVid4eGKIzf1iuuiDYWQY/MAp\n", "H7k33lI2MC3SF3NirWctdOZqmYptrNefNY6nbCw5eaG4yWZCibd8arBXjy+iuX0w0gob2OVo3RTW\n", "idmesjemDMNg0w952HG5Aq8fykWTHaUeKo0epzjHErd8hGtmtB/u4iQ7P0orRmljG14+cIu3TG9u\n", "bSv2pZuWh27VGXj9GxaMtP3azlaZl8l+XdakEc0Sqh1xy0iO3a7nJSq+ulaJD9OKsfVCGXZdq7T1\n", "dKf49GwpcmpakVbYiN2cfhW5tWp2VuUQT1fez5LRSR8Mg5HB5lNFvF4sL9wTCbnMNAM2gfOZdCLP\n", "csymVzbzSuF+MSuKbdRKBi+p1ttLddxSJNVY07jFq0fZggULFmDu3LlWj58/fx5r1qzBqlWrcO7c\n", "Obtfj7siBs3A6FuSSGCE2r8SyenCRmjbj5+4QHeb5SF9PQMjk9OgcO2dodj28FisvCMEvh1O0GMC\n", "3Nm7Y2qdscuxGIwMThc2YC+nqWZ3GIbBmcJG3HSg+SkXd/ZFgIcr764a7+JfBDMw9tysRll7idG/\n", "OjSQvMjpfzElwnIhOMzPjW2SWNWs5d3F7Mw3N6rY/jx3hvuwszk64vYJ6ZjAuFnRgsr21Q183BS8\n", "mTgA8GpCNH45OwqrJ4XggVFDMDPaD2ODvTAxzBuLxgThuZkR7HGjMTBIrxD+GHaEzmDE2UJL0tDc\n", "s6hGrUN+nfWx0TGB0VNjg73YPjLmO8AAMDbE2+nNA4sbNGwyoVlrYBMJXfn+Vh37WTViiEenxxIA\n", "PDszAm6cJq9P78lCuY1lpbdfKkdVsxapBQ3sRWyEnxtvtkp/CuD0wKhQaVEnwh4YADBlmC+bUKlV\n", "69gZDaWNbfjvFcsshb7qkdGqM+BkXj2+uV6J2hbrXjhNbXpeYnZfejX7d4FbPjIp3Jv3f9/ZDIy9\n", "N6twq33mkKtchl/OjuJ93s+JsyQwzhY1QqM3wsgw+ORMCfv4rBh/zHIg+UoIIYQIRdAzCE9PywmZ\n", "Umn/hbGeNwODEhg9YW+9k3UJifgSGGOCvaCQAQbGdDHY2Kbn3a1jGAZNGgMqVVoc4kzJThxuu6fE\n", "iCBPuClk0BgYVKi0qGnRIsir65/b3ngyDINszgXanDh/9o5/RzKZDHdF+eK7DNOYzxY14s4Otft6\n", "I4Njt+uw82olWyufX9eGl+dEWb1eR9svlePLq6Y7hL+bH+vwyWU95+Ii0JP/0dBViUSb3oii+jbE\n", "DfGASxcJSKFq8hiG4TWXu1iiQn5dK2IDPaDRG3lJrynDLPFVKuQI93VDSaMGDEylDZ1dRLbqDNh6\n", "vgwHMy3H16pOZl8A/BkYHZdS/SGHO7U/wOpi291F3undeLOSxjbsbz9uLpU24c5hPv1W43itvBnN\n", "7RdPwd6uGBPsxd6lPV/SiLgh/CSiUAkMbzcXRAe4WyWIJgpYPmJvTM8V80vAvsuoxooJwfDspCGy\n", "wchgf4YlybGYMzPLljAfN6yeFIptl0wzGc2JD6VCho2JMdh+qRyF9W1o0xvxUVoxr6/RgpFDRNNH\n", "KilhFv5RfAONbXrojAxuc5rnimkGhqK91MaciErJrced4T74IK2Yd4OlpFGDovo23spMPaXRG3Gu\n", "uBEn8xpwrrgJGr3p/zA5tx6fLBvFSyikFTbyVpdp1hqwP6MaqyeF8hp4Tgr34f2O3a5Vo01vhDun\n", "h0VpowbbL1lmyK6dHMpLUANAXKAHIvxMn5WtOiMulDShWWNATo3p/89VIcOGGeG9jgEZGKRaby/V\n", "cUuRVGNN4xYvQc8guNOHXV27nlaYmprKBvjchYsATBcSLnIZO/XF/H3aFm47xFsJDwWDVoPp5CjM\n", "x01U4wOAS+fOINTNHaVtpouB3ccuYLSPASMnTcffTxfjckkjtEbrE/S5cQE2X+/s6TSEubmjQG16\n", "vW9PXMI4X4Mg461q1rF3FT1d5Yjyd+9y/xlRfmwC41xRI56ZMQxpaWlgGKA5eAx2Xq1ARYc7rcdy\n", "azBFVoSE2Z2Pp6xVjl1FlgvHv564jcnDJsFTqbD750HEeMubtlpOilNTU1GrlcH8O5pT2cj+/jIM\n", "gxe/vowCtQITw7zxxwdG4OzpNN7rnzqVikyVApPvGIepEb69Pj6+Sj6Dqmb+RfKnKTfw7srpuFHR\n", "zF5wRPq5IdhbyXt+lL87mxgqamhDfJCn1et/efQ0vit3Q73OctIf6WHApHDvTsenNQKA6cKhpLEN\n", "x0+mYu6cWWjTG3EstxZonztwb3xgj35+D5UCgOki40R2OUZr8/vt9/ObM1kATJ/v98T4g6ktAWCq\n", "mT9f1IQIVS67v1praC/xkUEGYNRQ63g7sj0uxMsqgSGrzkNqaq5T43G0yB2AJVmh0hjwv6warLwj\n", "xOb+2SoFKlSm/z8POQP3ykxgVNfvt2Lm3UjOreM1/Xz7vuFoun0V83zk+Kze9DtwjtN7RC4DfOpz\n", "kZqaI5rPc29o0NgeqwJOcs/cA6O/x2fenj/qTjaBceJ2LUYN9bTZHPOLE9cwO0jXq/dTG4DPy/1R\n", "1Ww92yKvrhU7jp7FE/fPZPf/rsPxBphmoS0aE4RrZU0wf75MCvPBtQtnEaT0QI1WDgMDfPvjWUR7\n", "GtnP67f+dwMag+m14gI9EK7Ktfn7Myc2jk2If3kmBzUGS5LjLn8NQtv7m4jl/6+n24QQQqRHxnSx\n", "zlZNTQ2+/vpr3mOLFi1CVFQUMjIy4O/vj/BwSxb+yJEjWLBgAQAgOTkZSUlJNl83JSUFkydPZrdv\n", "16rx7N5sAKY/qFuWj+75TzRIcRNC3dl9vRL/vlCGqRG++P19caK5W8f17/Ol+Kq9znf5+KGYFeOP\n", "t5Pz0dBJrfmkcG+8uzC+09fbfqkcX7RPBX5wbBCevzuy030B++N5/HY9/nCsAICpxODPC0d0ub/W\n", "YMSKHTfQ1n63beuKMRjq5Yr3Txbx6uM7ev8nI3BHmO2VFrQGI36+L9vqwm7FhGBsmDGs25/BbH9G\n", "Nf5+2jRF+IFRQ3irHxiMDJZsu8b2q9nz2AR4u7ngWpkKrx3KZfd7cmoYVnOWBwWAT86UsBcGv0uK\n", "xawOK1UwDIOPz5QgraART00L73Z1ln+cLcG3N/lT9l3kMuxYNQ7fXK9kv7ds3FA8y2mICAD/4dSx\n", "r54Ygien8e8ibr9Uji+vVID7oXhXlC9enh0Ff4+uk7KPf5XOJp+2LBuNuCEe+PZGFf5xzlTiEuHn\n", "hn+vGNOj3ze11oCHdlxn78LuenQ8Mi6fc/pJuMHIYNWXN9leBpsXxSPCzw2PfHETDEwX0LvXToBP\n", "+yo1V8pUeL39+IgNcMc/HhrTq/dPzqnDuycK2W03Fzn2Pn5HlzN/HGHP732L1oAVnP8Ls0APF3z+\n", "yDiby7m+figXV9rvlD98RzB+Nt2+38vMqhb87mgevJQK/GZeDEZwZgx9kFqE/2XV8va/K8oXb983\n", "3K7XdobU1FSk6iJ4K12YfbZyDG8Vlf7GMAye+iaTTRjJAPZzIIYz8yc+yAMfL+3dOQr3c8GMu0LY\n", "zCg/bLovDgDQ0KrDqi9vsqVs3gojmg2mY2xWjB+7hHiYjxLbHxkHANh8sghH2pu6rpsWhlUTTZ/J\n", "/8uqwQepxQBMv6sfPTiq01lo+XWm0qWOgjxd8e+VY6wa0ErV5cuXMX/+/P4eBgDrc2OpcOT8U0z6\n", "Ytwdz4ns9WZSLDYl54v+ee8tHNGjVb/oGHEuqY7bkc/jLmdgBAUF4bnnnrP7jVtbTXdXGIZhv7aH\n", "1kAlJM608o4QLBoTJOoTkAlh3mwCIyW3HvszanilRh6ucoR6KxHq44ZIfzcsHdf1lOxxfdQHI7Oa\n", "Oz2++0aCSoUcU4b5IK29h8D/Mmtwo6IZuZyp1b5uCiwfH4zixja2I/65oqZOExg7r1ayJ9dyGdgT\n", "3T03q3BvfCBiA7tfNhboWELCv1hXyGWI9HdDXnuPg8KGNowL8cahbP4F1I7LFbgryo99z5N59bz+\n", "AP+fvTuPj6q89wf+mSUL2UP2BEICIUQWWSWiSECCIAIKahVRe7Xqz63etl6r9dbazWqrWFt7q/V2\n", "07YXBQWURYSggoPKWhBB1rBmD9n3ZOb8/pjMyTnJZJmZJzPnzHzer5ev15xh5syXrw8zZ77zPN/n\n", "nwdKcPWIaNWX+C/P18nLI/7w+QVckxmDECdfAgHH8pGuQk9kiAn1rVZ02CR8cKRC3u4UAKYO65mv\n", "vnYiOVhcLxe5APv2qA9dmYZ5o4cOqOiQERsqFzDO1TQjNTpEtYPJTeMS3C4WhgWbMC4pAl91Lo85\n", "UFQPX3z1+7q0QS5eDB1ixtikcBgNBoxJCMOxiibYJGD/xXrM7myme0y5fERAX4Zx3c4xPilcWPFi\n", "oPYX1cnFi8zYUNS3WlHZZJ+JtfVkFRZdpt5S8lx1s1y8MBqAxZf1/V6ldFliOFavGN9ZHFL/Pe+9\n", "IhWfn6tV/btd0M9SJF/obdcZLS0hAexL/OZmDZWXVzg+bZIigvH8gizc+fbXsErAycpmlDe09bk9\n", "aX+Uxer52UNx84REmI0G3LvG3vT0y/O1KK23z3KwnK2V39PHJYVjBKqwuaxz9sPZrqVMkxRfKi5L\n", "CpcLGN+U2XtdlNS34g1F0eTWCYl99mHJiA3F8OgQXOgs6DjcNz1V09cORETk/9zqfFZQUACLxYKC\n", "ggLs3LlTvj83NxerVq3CqlWrkJubO+DzqXpgsImnW1yttGn9AmRcUoTccLG2pUMeI9GhZry4MAvr\n", "774cf7r5MvzsupG4b3pavz0tLksMl893pqq538aYA82n8gtazgDX9185oms3knVHKlTFixvHxuMf\n", "t4/DHZOTkTeyq5v8novOt6g8VdmEtxVb4f2/3DS5J4BNsu9g0MckK5WqJsUWqk4a7HXfxaO2pQOW\n", "brNGOmwSXtp5DlabhIu1LXj5s/OqPy+sasFexd9FkiT840DXeuymdptqV5nujlU0oaKzyV1kiAmP\n", "Xd01k+b9oxVyISfIaMCE5J69EZRr17s3I1VuAzo2MRx/WpaD61zoJ6BsIHu2qgUbv6mUv1zGhwd5\n", "/OVSWZDZd7FOSHV9oGPDwaLYfeSqjBj5S/X04V2NSR1jtcMmYfd5dU49lRwZrBqbE1PFbp/qyGlb\n", "hw1v7i/B7yzne+wwslcxTmaMiMbNExLl43ecbLXpWDIG2H9ZT3KxcbLBYHC6TWVkiBkPXdk1wyh2\n", "iBnTh0f3eJwvzZw502kBw2w0ILyXfiG+5GwXq/+cORxx4UGYrOins8vJLjwDVd7QJu8OYjQA909P\n", "Q0bsEAyLDpV79kiA3H9nR2HX7JW8kbF4+PrpPXoUAZCXuAHAOMW/taPljbDaJLy445y8W9aw6BDc\n", "OSWlzzgNBoPqMwiwF1DmOMkRBTY9/tIL6DduPdJrrhm3drlVwMjPz8cDDzyAu+++G7NmzZLvT01N\n", "xfLly3HHHXcgMTGxjzOoKbeTNHMGBsH+6/fIbjMHRsUNwR9uHIOJqZEu/5KtPJ9NUjcWdFeb1YZT\n", "lV3Fh5wBbuU4fVgUukdvMtgvlB+5arhcXJqYEiHPSDpX3YKybr0x2q02vLSzayu88UnhuHFcAh69\n", "api8M8TXZY2qLTz7oipghPVcLqHaSrWmBdtOVslLStKiQuRYT1Y24x8HSvCLgjPylGjl3/ftg12z\n", "Er48X6cq4AB9d/rfqbiYv2pENGZmxCA1qmtnF4dxyeFOi3TDo7u+TBXXtaree5TN8JZPSnL5F1bl\n", "TiTHK5uwWrHl4vKJSR7vlKHcUWV/UT1sLhYflKw2Cc9uK8SNb36Fj05c6v8JsG8Hq/zF9xrFUiDl\n", "F+e9F+rQ1GbFs1sLVds4jkvyvNhgMBiQ27kdsdGg3prYFeeqm/GbHeew8ZvKHnls6bDh2W2F+Ne/\n", "S7Hp2CX8VlGEs0mSqtCVmx6NhTlxiAqxj7WyhjZ8olgu0dDaodp2sr+ZYq7KGxmDb09NwdjEcDw5\n", "e4TXZ6MMREpUz39H0aFmTS5dTIkKUc3yuXZULKZ1/ru7akTXeN91tvcia3+Usy8mp0aqdqtSbru9\n", "5fgllNS34qsS+6wrA4BrMmMQbDbi1gk9GwpPVMzQGxYTgojOAlFtSwf+8PkFfF3aVTT5Yd6IXme5\n", "KSl3IzHAvjuOFv+/ERFRYPHu3nO9UG+jqomQdMcf9/y9WvEFKS8zBi8vGu3yr5dKyi9Q/W01OpB8\n", "Fl5qlr/Ap0YF99sjwSE2LAhjFMWOqBATfr0wCzfkqKeeDwkyqXZY2NNt54PVX5WjsMr+5T/YZMDj\n", "s+xb4Y2IHaL6Vfh/9xSjvtV57xClS/0WMBRbhVa1YPOxrl+Wb5uYhLsVv+j938EyeZvJIJMBP503\n", "EsbOSdlflzXi69IGSJKEf/67a/aFw94Ldahp7tncztZt+UjeyFiYjAYsG9+zWDo1LarHfYA9p46d\n", "d2wSUFRnnx7d0Noh75BgNADjncze6I+ygHGgqF7u15IQHoT5Aqb2Z8UNkafd17Z04L3tX7h9rv1F\n", "dfjiXC1aOmz4neVCj51TnPmmrFEeI1EhJlyuGJtZ8UMQO6QrtofXH1fNtFk6PgFp0c6XErjqvump\n", "+M4Vqfj5dSNVu78MVEuHDT/+qBAFJ6vw+10X8PSW0/Lfa/sOC3685bRqKdIuxdbEpyqb5Vk10aFm\n", "ZMeHYUiQCTcpxuD/HSzF8YpGSJKEj05Uyf1uMmJDVTkTwWAwYMXkZLyyJBtTehnzvmSxWJzOwNDa\n", "8hGl/5ebhviwIIxLCseDV3b1KrlqRLRciP26rMHpe9RAKAsYs7rtFDV9eJT8/lTXasULn5yVl7Jc\n", "nhKBuLAgWCwWLMyJU+VwREyo6j3baDCodiNR9kq5Y1LygGcLZsQOwdLxCQgPNuG+6ak9tmEnAvR7\n", "/anXuPVIr7lm3NqliWpBu2LKLWdgkMOtExLx3auG4Zm5mXj62gyPl72MT+66aDsioA+GchZHToJr\n", "0+PvuSIVsUPMGJ8cjldvHNNrfwvlL9vKX36rm9rxjuIX/v+YlqpqiLdicjISwu0XtLUtHfjbvp6F\n", "gu5UPTCcFGNGKJaQfFVSr9odIW9kDG6ZkKgqzDg8MmMYZoyIxuXRXed/51AZ9lyok7flCzYZ5AKJ\n", "VYKqUOFwrFy9fMSx5vu67K5fwB2U26d2p+qD0VlkOVzaKH9RyIoLc2t6+/DoUDj7AXz5pGSPZ18A\n", "9i8lUxR/r9ON7v97+PJc11jqsEn47WcX+pzRcbG2Bc91NqsF7EsnlNsFGw0GXKGYIVJc17VufsXk\n", "ZDzoQjPZ/kSGmHHbxCS3l0usOliKsoau2UwHiurx4Npj+OR0Ff55IVTuM6L0xu4iSJKkKiJOGxYp\n", "5+DGsfEYEmT/f3yxthXfff8E/mP1UVUPlBs96IGiZzGhZjk3DlouYOQkhuP/7hiP3y7OVhWlh4YF\n", "yUUBm2SfPeaq7stHrurW0NhkNGDx2K5C9jflTfJt5XKOIUEmLBvfNVvDWb8fZz1nsuKG4I7JyT3u\n", "78tDVw7Dursvx62X976NNBERkTdpo4ChmIERrMEpsHrgj+udgs1GLB6bgGsyY4Rc+CunBh8rb1Qt\n", "H+huIPk8VtF1cXmZi+v7J6dG4u07xuPlRdlI6aXJHQDkKnoLHCyuR2vnr7mrDpXJv+yOHBqKpd2m\n", "pg8JMqnWx++9UIfm9t77flhtEqoVvyjGOlljnRoVIveoUe7AcO2ooRgSZILJaMB/zUpX9bHJz4rF\n", "9Z2zDx6dd7n8C+buC3X4ny8uyo+7ISceSxTND50tI9l5pmtq/tUjYuTp8qFmo6pxYkyoGSPjev9l\n", "XjmTxNHI86uSrl/c3f2VPNhs7PFrc0J4EK7L7ntXFVcoCzOXzO6d1yZJ+KJbn5Gj5Y3ymvvuCi81\n", "4wcbTqKys3gUZDTgxrE9l0Io+2AA9innj8wYhm9PTdHMF/fzNS1Y09kcWKm2pQPPf3JO3roZsBdQ\n", "HWP5WEUTdp6pUW1ZqiygRIaYcesE9Uygkvo2uSgYGWJy2l/B382cORMGg6HHv4sYJz129GBmRtf/\n", "c3f6YChnX0xKjXRayFmQHYfgbj/kGA1dr+34bLplQiKWjkvA3KxY3D6xZ3FhXLfPpCCTAT/U6DIj\n", "0je9Xn/qNW490muuGbd2aaKA0WFjDwwafPHhwUjuXILSapV69F5waGyzYt9F+zr+vqhmYAxgB5Lu\n", "BvKlLiUqBMM6p963WiUcKqlHWX0bNim+bP7HtFTVr+EOV2dEY0Z6NG67PBFv3JzT5wyWupYOudN9\n", "ZIjJ6YwBk9Egx6K0MKdrecSI2CF4bOZwBJsMmJwage9ePVz+e6bHhOJqxRcAx44dwSYDvjUxCXkj\n", "Y+WL62/Km1BU29Vks/vyEeXabMD+67ajueOCMXFOmx46DI/p2cjzUEnXr+4TPZjmr5ylAoibfeGg\n", "7INxpKyxz6JUb05WNqmWCzn8dW8xKhrVfVa+KW/Ef206KS+HCTEb8fPrRqq283SYkhYp/9JuNhrw\n", "1JwM3Ci454MnJEnCHz6/IDcEHpsYjl9fn4V4J8ulHr1qGO7PTVPF/8buIpzoLFoaDfYZGEorJifj\n", "VwtGYd7ooQjrNuPg+jFxmm+cPJhSIrsVMDQ8A6MvymWNB4rq+/2M6K6v5SMOUaHmHo0yJ6VG9lii\n", "GGQy4qEZw/Dk7AynyxfHJISpZoTdMzXFrSVXREREWqOJAgZ7YHguENY7iaDsbeDsV/761g48sv4Y\n", "nt5yGj/ffqbXXRqqm9rlL+BBJkOPhqMiKWdh7LlQh3/+u0RedjU2MVz150oGgwHPzsvEd6an9fvl\n", "qapZuQNJ7708lLMXACA7PqzHl9n52XHYeM8k/HrhaNXrWiwW3Obkl8KFOfGICwtCVKgZVyj+Lo4t\n", "ZAH78pFKJ8tHHGKHBOH1ZTn4/ZJs3DOt7+76yiLDhZoW1Avof+GQoRgHCeFBmC9w9gUAxIUFYeRQ\n", "e/wdNklVeOnu9KUmlDe09bj/i3Ndsy/yRsbIRammdpu8a83pS034+75iPPXhKTR0fkkLCzLihQWj\n", "VEUUpYgQM56Zm4nrx8ThxRuyNLdbwSenq3Gw2J4vowH47tXDMDktEq8vy8FVnTsDGSDhB9eky80U\n", "l09KQmTn8qSKxnZ5mdHYxHBEhqi/hBsMBkwbFoUn8kZg9YoJeDY/E/Ozh2Lp+ARVf5hA4vhcSu3W\n", "yFPLS0j6khIVIv/7a7dJqj4v/em+fOTqDOcFDEDdzBNQLx8Z6Gd9WLAJN3f2ZpkzKhZLnfQKeZH8\n", "1AAAIABJREFUIhJBr9efeo1bj/Saa8atXZqoFnSwBwZ5yQzFrgUfHK1U7TwhSRJesVxAcZ39S9+B\n", "ovpeZ2kol4+MjgtDkMBf2btTTlXfUVij2lXknml9T8/vayaCUlWTov+Fk+UjDundfsFTzr4YiDEJ\n", "4Zis2O4vyGTAbYq11XOzui7UPz5dBUmSUFrfite+7Fpuolw+ohQzJAg5ieH9zmxJj+n6NfhCbSsO\n", "lTTIX0xHx7vX/8JhZka0/KvnfdPTBmVcKJs17r9Y3+PPJUnCG7uL8NC647jv3W9w+lKT6s9VBYzM\n", "WHz/mnT5+MvzdVix6ggeWncc/3ewTN52MTrUjBdvGI1x/RR3pg2LwvevSRey44hIDa0d+NPuIvn4\n", "pnEJGBVnL7xFhZrxbH4m/njTGDw6slm13W1kiBkrnPQMmJ7ed8PMYLMRV2fE4PFZI/DQlcMQPIAd\n", "H/xZ9yUk0TpdQgKodyP5WFFkVbLaJFjO1MgzdgD1FsS9LR9xGB0fJr9PRoaYcPUI9/q93J+bhg/+\n", "YyJ+NCfD6Sw9IiIiPdLEVVWbcgYGCxhuCYT1TiLMzIhWzVh4aec5NHb+wvzRiSrVFF/AvpWdM8cU\n", "y0cuc2P5iCvGJ4fLU/NrFUs9pqZFYmJq780qXaGageFkSr1DhmL2QqjZiNkjB/4ru2OM3jklRf6S\n", "v3RcAuLCu17vyuHRcgGhuK4Nf99fgofWHcdxxReB/NGezWqICDHLRZp2q4Stim1EL/dg9gUAjIoL\n", "w99uHYs3bs4ZtBkIyqUL205eUvXvAIB/HSzDu4ftfR5aOmz4855i+c9K6ltVu8NMHRaJCckRWKTY\n", "Aaey2/KSpIhgrLxhNEbreAeCN/eXyP0o4sKCesyIMBgMyIoPw+Jrr+7x3MWXxSOl2+5H04e594Uy\n", "0Dj+zXfv86PXJSSAfStThy/O12J3t34yNknCzwvO4Ofbz+DR94/j+xtO4MvztdhZ2P/yEaX/vjYT\n", "j109HCsXjVZtterqZ31ogBfPaPDp9fpTr3HrkV5zzbi1SxNXEcoeGEH8lYAGkcFgwPeuSccD732D\n", "+lYryhva8doXF7F8UhL+qGgq6fDJ6Wo8kJuGkG4Xgd9UKAsYrjXwdFWQyYgpqZHYdU59oXzPtFRh\n", "r1Gl+NIa28cSkkmpEYgMMaG+1Yql4xMQ5sZshQnJEVi5aDQqG9tVXwYA+y/XszJj8GFn4WjVwa5d\n", "HEwG+6wGEVtRjogJRVWTfTnBbsVuAhNTPT93X01ZRRifHIH48CBUNrajqd2GH314Gj+cPQJ5I2Ox\n", "7utyvLVfvePM/qJ6HCyux6TUSHypGEOTUyPlJT7fmZ6KLy/Uyst0woKMyE2PxjUZMbhieFSP8a8n\n", "JyqbsEHRM+ahK9NcGrdBJiPuvSIVz318FoB9aVDm0NC+n0QqaX5UwMgcOgRzs2LlJW6/23UB/5sc\n", "IRde3z1crmqSe6SsET/ZWigf97d8xCEq1KxqTkxE5GsmI3CouOfMz/4kRgQP+rURBRZNXEWoemAM\n", "4lR8f2axWAKi4iZCXFgQHrt6uPyFZOvJKhwsqZd39RgeHYL6pmbUtBvR0GbF5+dqMGdU16/+Vpuk\n", "mhGQM8gFDACYnh6tKmDMzIhBtpMtS92lXkLSewEjIsSMv946FsV1rch28Rd55Rjta4nB3KxYuYDh\n", "kBQRjKevzRBWLEqPCcW/O/shON59jIa+49KKYJMRv7huJJ744Bs0WI1ot0n41cdn8fm5WnxyumtK\n", "e6jZKI/pv+4txu+WZONzxRiaoZiWHh5swiuLs7GzsBrDY0IxOS1SaPNRX2rvsCE5MgTFda2YmhbZ\n", "o2im1Nv76KzMGJy6PBH7iurxnStSNbOritY58hkXFoQgo0Hu3aPnJSQA8OCVw7DvYj1qWzpQ2diO\n", "v+wtxmNXD8eRsgb8dW9xn8+dmNL38pH+8LOetEavY1KvcftSbYsVPys44/Lzfnx1AlKihvX/QI3R\n", "6xjRa9yu0MQVaoeqiScvDGnw5Y2MxWzFThblDfZfns1GA340JwOTo7u+0HdfRnK+pkXuDTA0zIyE\n", "8N6/8IsyXdE40WgAvj2157p8TyiXkMT10QMDsPdDuCwxfNDWVI9PjlA1/ZuVGYPXlo4ROtMlPabn\n", "L+ie9r/wplFxYbh3RAuGdzbglABV8WJsYjj+cNMY1TagW09W4XBpV9PPK4erl0EkRgTjlsuTkJse\n", "7TfFCwAYlxyBN5bl4O4pyXj0qmFuFR8MBgO+Mz0Nry3NwbRemphS70xGAyZ3bgGcEB6EpIjgfp6h\n", "bdGhZjw8o+tifOM3ldh1tgbPfXxWXuJ3WWIY3rptLG6ZkKhaxiFyW2XSHpvNBqvV9d2hiIho4DTx\n", "M0g7m3h6zN8rbYPh0auG46vSBtXsg3unpSArPgz3zZuMHW8fgU0C/l3cgNL6ViR3bgV4VNn/IqH/\n", "ppEixIUH4c7Jydh0rBI3T0jECMHb4SmXkPS1C4knBjpGjQYDfnxtJt4/WoHJqZGYMypWeI6dFTA8\n", "2T7VFxZdezVmtXTg2W2FOFLWNSZHxQ3BL+ePRESIGYvHxmPt1xUAgN9bLshfrsYkhKl6j/i7YLMR\n", "dw5gJxC+j4qlzOcP80bgi/O1uDwlwi9mWs4eGYNPTkfhy84laMpfJSNDTPjvazORGBGMB3LTcPvE\n", "JHxaWI1QsxHXetgbh2NUu7Zs2YLCwkLcdNNNSE21L/EsLS3F9u3bYTKZkJeXh5QU/9uRSK9jUq9x\n", "61F0tD77Rul1jOg1bldo4iqinTMwyAeiQs14/JoR8vGUtEgsm2Dfai4hPBhTFbs9bD1h3/mjqLYV\n", "/1D0GPDG8hGHu6em4J0VE/Cty3tuReopVQ+MPpaQeEtWfBgenzUC12YNHZQCUXpszwKGiN4a3hYV\n", "asYL12fJs4my4obgV/NHIaJzi8/bJybJDWCVheKr3NzVgMhdUaFmzM+OQ0qkf6yDNhgM+O7VwxEW\n", "1PMy6r9mjUCiYpZJVKgZS8Ym4LrsOC4/8mMLFizA7NmzVfft2bMHK1aswO23347du3f7JjAiIj+j\n", "jQKGsomnH/wy4wuBsOfvYLhieBR+vTALj8wYhp/OGylvO2qxWDB/TNdU349OXEJZfRue+vAUqjp3\n", "MwgLMg7aThPeJEmS/HcC7D1CBoOWxmhMqBlRIV3LRYwGYLwO+l8oOfIZYjbi6Wsz8c4d4/E/N41R\n", "FaBihgTh5vGJPZ47gwUMp7Q0Rv2Bv+czITwY901PU913y4TEQf335e859TdhYV29ooKD9b10qjd6\n", "HZN6jVuPamtr+3+QBul1jOg1bldoolrQwW1UyYcmp0bixnEJPbabm5EeLTdbq2hsxyPrj6GsoQ0A\n", "EGIy4BfzR6l+ZdOrpnYbWjubPYaYDE5/UfQ3BoNBtYwkOz7MrR1VtCQ2LMjpr7s3T0hUNQ1MiQzG\n", "CCdLaIjIdQtz4nB1Z8Fialok7r1C3O5QpH+SpLi+DfL97EYiIn+gvR4YXELilkBY7+RNjnxemxWL\n", "dZ09BOpa7Y25zEYDfpI/EhOS9fWLfW9U/S96+RIsgtbGaHpsKL7u7B2ht/4XwMDzGR5swvJJSXj9\n", "yyIAwOyR4nuK+AutjVG9C4R8Gg0GPJOfifKGNiRGBMuz+AZLIOTUnygbeg7kfVe5e4DjV1QeD86x\n", "4z6R57fFZcCbOjo6+n+QBl5vaGw0dn5zEUBXPwzHrIy+jiNNVkzOti/19tV4cfD1eHXleObMmZqK\n", "Z6DHyhlr/TFIyvKwl2zfvh1TpkyRj39ecAaWszUAgB/PzcCsTP1Pyyf/cKaqGf9v7TH52GgA/vva\n", "zD63YtSbr0rq8V+bTgGw717xypJsH0fkHccrGvHDzadgNhrwhxvH+PUe5ZIkYf2RCtS1WrF8UpJf\n", "7TJCROSuAwcOYO7cucLOd/ToUcTExMhNPNetW4elS5dCkiRs3LgRixcv7vW53a+NSX8OFdfjic2n\n", "XH7es/mZbm1P6u/Pe3FhFiamRrr8PNInV96PNXEV225V9MAwaiIk3QmE9U7e5Mhn5tAhGJ/U1ajz\n", "B9ek+1XxAgAuKXZhGTqIDTy1NkbHJITj7TvG4+07xuuyeOFKPg0GA5aOT8S3p6aweNEHrY1RvWM+\n", "xWNOtaugoAAWiwUFBQXYuXMnACA3NxerVq3CqlWrkJub6+MIB4dex6Re49Yjb88UEUWvY0SvcbtC\n", "c0tI2AODtOZH12Zg49FKXJ4SganDovp/gs4ol5DEhWniLcFrhgTpu+8FERFpQ35+fo/7UlNTsXz5\n", "ch9EQ0TkvzTxbUXZxJM9MNzDdbFiKfOZEB6Me/y4MZtqC9UhgzcDg2NULOZTPOZULOZTPOaUtEav\n", "Y1KvceuR2ayJr5su0+sY0WvcrnBrRB05cgTHjx+HzWbDlVdeiWHDhgEASktLsX37dphMJuTl5SEl\n", "JWVA51Nvo8oCBpE3VTerm3gSERERERFpkVuLoS9duoRly5bhlltuwVdffSXfv2fPHqxYsQK33347\n", "du/ePeDztSu3UWUPDLcEwnonbwqkfKp7YAxelTyQcuoNzKd4zKlYzKd4zClpjV7HpF7j1iP2wPAu\n", "vcbtCreqBbNmzXJ6v3L7k+Dg4AGfjz0wiHynqlnZA4MzMIiIiIiISJs8mu6wbds2TJ8+XT5W7sga\n", "FDTwL0LsgeG5QFjv5E2BlM9q9sDQJeZTPOZULOZTPOaUtEavY1KvcesRe2B4l17jdkWfI6qyshKr\n", "V69W3bdo0SKkp6djx44dGD16NOLj4+U/s1qt8m2Doe9ChMVikRPc0NQMRy0lyGSQp744/pzHPObx\n", "4By3W22oa7X/uzUagOhQs6bi4zGPecxjHvN4sI6JiEh/DJJy2sQAffbZZ0hISEBOTo7q/nXr1mHp\n", "0qWQJAkbN27E4sWLnT5/+/btmDJlinx8+78Oo6q5AwCwavl4xIVzGrurLBYLP5AFCpR8lje04c63\n", "jwCw9794+44Jg/ZagZJTb2E+xWNOxWI+xWNOxTpw4ADmzp3r6zAA9Lw21gu9jsnBiPtQcT2e2HzK\n", "5ec9m5+JnxWc8dvn/ffs4Xju0wsuP+/FhVmYmBrp8vNE4dj2Llfej82unrysrAy7du1CTk4Ojh07\n", "hvr6etx1110AgNzcXKxatQqSJDndD7s37IFB5BuXFMtHhg7i8hEiIiIiIiJPuVzASEpKwlNPPeX0\n", "z1JTU7F8+XKXg2hnDwyP6bHSpmWBkk9vbqEaKDn1FuZTPOZULOZTPOaUtEavY1KvcesRe2B4l17j\n", "doUm9ixtt9rk25yBQeQ9VcotVDkDg4iIiIiINMznBQybJEExAYMzMNzkaExFYgRKPquUS0jCBrdC\n", "Hig59RbmUzzmVCzmUzzmlLRGr2NSr3HrUUdHR/8P0iC9jhG9xu0KnxcwlFuoBhkN/e5eQkTiqHpg\n", "DPISEiIiIiIiIk/4vIDBBp5iBMJ6J28KlHyqemAM8hKSQMmptzCf4jGnYjGf4jGnpDV6HZN6jVuP\n", "2APDu/Qatyt8X8BQ9L/g8hEi71L1wOAMDCIiIiIi0jDfFzBUMzB8Ho5uBcJ6J28KlHyyB4Z+MZ/i\n", "MadiMZ/iMaekNXodk3qNW4/YA8O79Bq3K3w+p6eDW6gS+YRNkry6hISIiIhI60rqWlHe0Oby89oU\n", "s8qJaPD4vIDRbmUPDBECYb2TNwVCPiUJ+NWCLFQ1t6OupQPB5sGdARUIOfUm5lM85lQs5lM85pS0\n", "Rq9jsq+4yxva8MTmUy6f89n8TE9C8lvsgeFdeo3bFT4fUe22rmplEGdgEHmNyWjA5LRIX4dBRERE\n", "REQ0ID5vOqGegeHzcHQrENY7eRPzKR5zKhbzKR5zKhbzKR5zSlqj1zGp17j1iD0wvEuvcbvC5xWD\n", "Dht7YBARERERERFR33xewGAPDDECYb2TNzGf4jGnYjGf4jGnYjGf4jGnpDV6HZN6jVuP2APDu/Qa\n", "tyt8X8BQ9sBgAYOIiIiIiIiInPB9AUM5A8Po83B0KxDWO3kT8ykecyoW8ykecyoW8ykec0pao9cx\n", "qde49Yg9MLxLr3G7wucVA1UPDM7AICIiIiIiIiInfL4oST0DgwUMdwXCeidvYj7FY07FYj7FY07F\n", "Yj7FY071Z8OGDbBarQCAUaNGYcKECT6OSCy9jkm9xq1H7IHhXXqN2xU+H1HtNjbxJCIiIiL/Exoa\n", "innz5vk6DCIiv+HzJSTtVkUTT/bAcFsgrHfyJuZTPOZULOZTPOZULOZTPOZUf6xWK9auXYv33nsP\n", "Bw4c8HU4wul1TOo1bj1iDwzv0mvcrvD5DIwOzsAgIiIiIj+0YMEC+faHH37Y52MtFos8/dvxJUTr\n", "x8rYtRDPQI8PHz7c55+7w9tf1P399Wpra4HUSAC+GS+HDx/WzHgNhOOwsDAMlEGSJKn/h6l9/vnn\n", "KCsrAwCkp6dj6tSpAIDS0lJs374dJpMJeXl5SElJcfr87du3Y8qUKQCAdw6V4S97iwEAt05IxP25\n", "aa6GQ0RERETkkgMHDmDu3Llee72CggLk5+c7/TPltTH51qHiejyx+ZTLz3s2PxM/KzjD5wl63osL\n", "szCxs4BB/s+V92O3ZmBcddVV8u2tW7fKt/fs2YMVK1YAANavX4+bbrqp33OplpBwBgYRERER+Ylz\n", "585hxIgRAICWlhYfR0NEpH9uN504e/YsVq5ciaysLPk+5dSP4ODgAZ2nXbWNKntguCsQ1jt5E/Mp\n", "HnMqFvMpHnMqFvMpHnOqP+fOncOaNWuwZs0ajBkzxtfhCKfXManXuPWIPTC8S69xu8LtHhgZGRl4\n", "5JFH8P7772PkyJEAAOVqlKCgoAGdR7mNajC3USUiIiIiPzFr1ixfh0BE5Ff6LGBUVlZi9erVqvsW\n", "LVqE9PR0APatoSIju9YmOfa5BgCDoe9ihKNRUYdqBoZB/jNAW41F9HDsoJV49H7soJV4eMxjHg/u\n", "8cyZMzUVj96PmU/xx477tBKP3o/Jc3rNpV7j1iOz2ezrENyi1zGi17hd4VYTz6qqKgwdOhQAsGnT\n", "Jtxwww0AgHXr1mHp0qWQJAkbN27E4sWLnT5f2ajod5bz2HTsEgDgu1cNw+KxCW79RYiIiIiIBsrb\n", "TTz7wiae2sEmntp4Hpt4BpZBb+K5a9cutLa2AgCmTZsm35+bm4tVq1ZBkqReuyx318EeGEIof5Eh\n", "zzGf4jGnYjGf4jGnYjGf4jGnpDV6HZN6jVuP3O2BYTLai0muigg2oaHN2v8Du0mMCEZKVIh8rNcx\n", "ote4XeFWAaO3mRWpqalYvny5S+dqU/TACGIPDCIiIiIiooBW22L1+owPZQGDtMvnUx6UMzC4jar7\n", "/L3S5m3Mp3jMqVjMp3jMqVjMp3jMKWmNXsekXuPWI/bA8C69xu0Knxcw2q02+TYLGERERERERETk\n", "jM8LGKoeGFxC4jZHZ20Sg/kUjzkVi/kUjzkVi/kUjzklrdHrmNRr3Hrkbg8MX9PrGNFr3K7weQGj\n", "XdkDg008iYiIiIiIiMgJn1cM2tnEU4hAWO/kTcyneMypWMyneMypWMyneMwpaY1ex6Re49Yj9sDw\n", "Lr3G7QrfFzBs7IFBRERERERERH3zeQGjw8oeGCIEwnonb2I+xWNOxWI+xWNOxWI+xWNOSWv0Oib1\n", "GrcesQeGd+k1blf4fE7PH5fmoN0mocNqw5Agk6/DISIiIiIiIiIN8nkBw2Q0wGQ0AGafTwbRtUBY\n", "7+RNzKd4zKlYzKd4zKlYzKd4zClpjV7HpF7j1iP2wPAuvcbtClYNiIiIiIiIiEjzWMDwE4Gw3smb\n", "mE/xmFOxmE/xmFOxmE/xmFPSGr2OSb3GrUd66YFhMgKHiuvl/3Z+c1F17Oy/krpWX4fdQyCMbX3O\n", "6SEiIiIiIiISoLbFip8VnOl2b0Wfz3lxYRZSokIGLyhyijMw/EQgrHfyJuZTPOZULOZTPOZULOZT\n", "POaUtEavY1KvceuRXntg6FUgjG0WMIiIiIiIiIhI81jA8BOBsN7Jm5hP8ZhTsZhP8ZhTsZhP8ZhT\n", "0hq9jkm9xq1HeumB4S8CYWyzgEFEREREREREmsdFSX4iENY7eRPzKR5zKhbzKR5zKhbzKR5zSiK1\n", "WW1oaLW6/Dyz0YCoUPtXCL2OSb3GrUfsgeFdgTC2OaKIiIiIiAJMXUsHnvzwlMtFjEdmDMOskbGD\n", "FJVzJXWtKG9oc+k5iRHB3CGCyAPu/LsDBv/fHgsYfsJisQRExc1bmE/xmFOxmE/xmFOxmE/xmFMS\n", "raa5A/UuFjBarZJ821tjsryhDU9sPuXSc/ra4pL/lryHPTC8S+TYduffHTD428uyBwYRERERERER\n", "aZ7bMzCam5vxyiuv4Nvf/jZSU1MBAKWlpdi+fTtMJhPy8vKQkpIiLFDqG6vIYjGf4jGnYjGf4jGn\n", "YjGf4jGn+uPv18Z6HZN6jVuP2APDuwJhbLs9A2PHjh2YP3++6r49e/ZgxYoVuP3227F7926PgyMi\n", "IiIi0iteGxMRieVWAaO6uhphYWEIDQ1V3R8WFibfDg4O9iwyckkg7PnrTcyneMypWMyneMypWMyn\n", "eMyp/mj92nhIkNHl/8xGg/x8vY5JvcatR+yB4V2BMLYNkiRJ/T9MbcOGDbjhhhtw7NgxxMTEyEtI\n", "tm3bhnnz5vW43d3+/ftRU1PjQdhERERERO6LiYnB1KlTB/U1eG1MRNQ/V96P+1yUVFlZidWrV6vu\n", "W7RoEcrKyvDBBx+gvLwcGRkZcgHDau3qYmwwGNCbwf6wICIiIiLyNV4bExGJ1WcBIz4+Hg8//HCP\n", "+++77z4AwNGjRxETEyPf39zcDACQJEm+TUREREQUiHhtTEQkltttYauqqmCxWFQzMHJzc7Fq1SpI\n", "koT8/HxhQRIRERER6Q2vjYmIxHKrBwYRERERERERkTe5vY0qEREREREREZG3sIBBREQBw2azqZrq\n", "kWeYT/GYU7GYT/IHHMeDjznWD9NPf/rTn3rzBUtLS/H+++/j6NGjiIuLQ2RkpDdf3m8cOXIEFosF\n", "R44cQVRUFKKiophbDzU3N+Oll17CqFGj5Nwxp+4rLCxEQUEBTp8+jczMTFRUVDCXHjhz5gy2b9+O\n", "r7/+GlFRUYiOjub4dNGWLVuwbds2DB8+vN9/48xt/5zl09lnE8B8DpSznAL8fHJXb/ns/vlkMpl8\n", "mk89/v/9/PPPsW/fPhw7dgxNTU1yPzytx63H96jexrGWYwa0H5+SK9cHWqPX74TO3kMGHLfkZe+/\n", "/758e926dd5+eb+xY8cO+famTZskSWJuPfXhhx9K+/fvl4qKiuT7mFP3VFdXSxaLRXUfc+mZzZs3\n", "y7f5b959R44cGdC/ceZ2YLrn09lnkyQxn67onlNJ4ueTJ7rn09nnkyT5Np96///70Ucfybe1Hrde\n", "36OcvS9oPWatx9fdQK8PtMYfvhM63kMGGrfXl5CEhYXJt4ODg7398n5j1qxZPe5jbt1XXV2NsLAw\n", "hIaGqu5nTt1z8OBBhIeHY+3atThx4gQA5tJTVqtVnt4odfZeZk4911sOmVv3OPtsAphPT/DzSSxn\n", "n0+A7/Kp5/+/Z8+excqVK5GVlSXfp/W4/ek9Susxaz2+/uglfj1/J+z+HjLQuL1ewJAUm54EBQV5\n", "++X9zrZt2zB9+nQAzK0nLBYLZs6c2eN+5tQ95eXlqKmpwbJly3Dy5EnYbDbm0kPjx4/Hiy++iJde\n", "egmTJ08GwPEpQm85ZG49o/xsAphPT/DzSSxnn0+A7/Kp5/+/GRkZeOSRR7B37175Pj3EDfjHe5TW\n", "Y9Z6fP3RW/x6/E7Y/T1koHGbBz2ybpTNUQwGg7df3q/s2LEDo0ePRnx8PADm1hNlZWX44IMPUF5e\n", "joyMDHktJ3PqPkdFOC0tDVVVVcylhw4dOoQnn3wSNpsNGzduxJIlS5hTAXrLIXPrvu6fTQDz6Ql+\n", "PonX/fMpPj5+0PNZWVmJ1atXq+5btGiR5v//9hZ3eno6ACA0NFS1Tl0PcWv1Paq/XHenhZj7ovX4\n", "+qOn+PX8nVD5HjLQuL1ewGhubgZgr7A4bpPrPvvsMyQlJSEjI0O+j7l133333QcAOHr0KGJiYuT7\n", "mVP3ZGdno7CwEFlZWaiursa4ceOYSw85ptIZjUa5Ks2ceq63HDK37nH22QQwn57g55NYzj6fgMHP\n", "Z3x8PB5++OEe92v9/29vcVdVVWHo0KEA1L+aaj1uLb9H9RZzb7QQc1+0Hl9/9BK/Xr8TOnsPGWjc\n", "Bkn5ruMFxcXF2LFjByRJQn5+PhITE7358n6hvLwcf/3rX5GTkwMAqK+vx1133cXceqiqqgrvvvsu\n", "MjIycN111wHgePXEu+++C5PJhISEBMycOZO59NCxY8dw9OhRAMC4ceMwZswY5tRFBQUFKCwsRGho\n", "KDIyMjBr1qxec8jc9q97PnNycpx+NgHM50A5G6MAP5/c1Vs+u38+Ab7Npx7//27YsAGtra0AgGnT\n", "pslfnrQcd1lZGf72t7/p7j2qt3Gs5ZgB7cen5Mr1gZbo+Tuhs/eQgcbt9QIGEREREREREZGrvN7E\n", "k4iIiIiIiIjIVSxgEBEREREREZHmsYBBRERERERERJrHAgYRERERERERaR4LGERERERERESkeSxg\n", "EBEREREREZHmsYBBRORD+/btw2uvvSb8vFVVVfj888+Fn5eIiIiIyFdYwCAi8qFp06YhPj5e+Hk7\n", "OjrQ1tYm/LxERERERL5i9nUARESBzmaz4f3334fVaoXNZkN8fDxmz56NqqoqbN26FUOGDIHVakVq\n", "aiquvPJK+TnvvfcezGYzJElCREQErrvuOgBAeXk5tm3bhrKyMtTU1AAAZsyYgaSkJJ/9HYmIiIiI\n", "PGWQJEnydRBERIHshRdewH333SfPxNi9ezeio6Px5ZdfYsWKFQgKCgIAfP7550hNTUVGRkaPc6xe\n", "vRrf+ta35OOKigocOXIEs2fP9sZfgYiIiIho0HEGBhGRj6WlpamWkUyePBlbt25FaWlINXZ1AAAg\n", "AElEQVQpNm3aJN9vs9lgNpuRkZGB1tZWbN26FVarFUajEadPn/ZF6EREREREXsMCBhGRjxUVFaGy\n", "slIuYhw8eBDZ2dloa2vDDTfcIM/AAOy9LQBg8+bNmDt3LqKiogAAjY2NqnOaTCZYrVYv/Q2IiIiI\n", "iAYfl5AQEfnQvn37YLFYkJqaitDQULS3tyMhIQGzZs1CY2Mjtm3bBqPR3m+5sbERubm5GDlyJI4c\n", "OYKjR48iKCgIHR0dOHnyJCZPnowFCxbI53b0yDAajWhvb8eSJUtgNrNuTURERET6xAIGERERERER\n", "EWket1ElIiIiIiIiIs1jAYOIiIiIiIiINI8FDCIiIiIiIiLSPBYwiIiIiIiIiEjzWMAgIiIiIiIi\n", "Is1jAYOIiIiIiIiINI8FDCIiIiIiIiLSPBYwiIiIiIiIiEjzWMAgIiIiIiIiIs1jAYOIiIiIiIiI\n", "NI8FDCIiIiIiIiLSPBYwiIiIiIiIiEjzWMAgooDU3t7u6xCIiIjID/Cagsh7WMAgIr9w6dIl3H77\n", "7Zg/fz4WLlyIL7/8ssdjioqKsHLlSixbtgz33HNPr+e6ePEibrvtNuTl5WH27Nn44x//OJih+5VN\n", "mzZhzpw5mDdvHhYtWoTHH3+8x2POnj2LzMzMXs/xySefYM6cOZgxYwZ+9KMfDWa4REREPfCaQht4\n", "TUFOSUREAq1evVqaNGmSlJ2dLc2ePVuaM2eONHv2bOkXv/iFZLPZBu11lyxZIu3bt0+SJEmqra2V\n", "8vLypNraWtVjPvzwQ+nTTz+VrFardPvttzs9T0dHh3T99ddLx48flyRJkmw2m/TUU09J//jHPwYt\n", "dl955513pB07dgg7X3Nzs7Rw4UKpo6Ojz8cVFRVJ+fn5/Z7v7Nmz0lNPPdXrn+/evVt68803XY6T\n", "iIj0gdcU+sFrCvIWzsAgIqFuvfVWvPLKK3j88cfxySef4OOPP8Ynn3yCxMREvPTSS4PymqdOnUJs\n", "bCymTp0KAIiKisLDDz+Md955R/W4BQsWIC8vD0Zj7299xcXFuP/++5GdnQ0AMBgM+NWvfoWNGzcO\n", "Suy+1NTUhObmZmHnKy0txeWXXw6TydTn41JTU7Ft27Z+zydJUp9/Ljp+IiLSFl5T6AevKchbzL4O\n", "gIj8U/cPivvvvx+33XbboLzWV199hTlz5qjuu/baa/Hzn//c5XMNHz4cw4cPV91XXl6OuLg4j2Ls\n", "ze9//3u89tpr+MlPfoJt27bh8OHDCAkJQXJyMn7zm99g5MiR8mMlScLLL7+MNWvWwGw2Q5IkPPjg\n", "g7jrrrtU5zx06BCefvppNDU1ISwsDBkZGWhvb8cbb7whP+bmm2/G0aNHERwcjBdeeAEAYDKZ8Oc/\n", "/xkZGRku/z3uuOMOnDlzBsXFxfJU25iYGKxbt05+TGNjI2655Ra0tLSgqqoKhw4d6vOcBoOh1z97\n", "9NFHsWvXLjQ1NeHtt9+WH//CCy9g+vTp8uNaWlrwy1/+El988QXa29thMpnw5JNPYsGCBarzOfLx\n", "yiuvICoqCs888wza2towY8YM/PrXv3Y5H0REJA6vKQaG1xS94zWFH/Hd5A8i8leffvqp9Prrr8vH\n", "tbW10n/+539Kb7311qC83ptvvil9+OGHqvtsNpu0fPnyXp/T23TP7lpaWqQVK1ZIFy9e9CjGvvz9\n", "73+X4uPjpQ0bNsj3ffPNN9LMmTOlS5cuyfd9//vfl1auXKmK7bHHHpNeffVV1fkWL14sFRcXy8el\n", "paXSsmXLnL7uRx99JOzv0d/0TKWB5L+/83366afSn/70p17/3GazSTfccIP0zjvvyPfV1dVJd999\n", "t7R169Yej//73/8u3XrrrdLy5culyspKSZIk6dSpU/3GSUREg4fXFK7hNYV75+M1hX5wBgYRCSd1\n", "VvXffvttGI1GRERE4KGHHupRoRapr8q6u5qbm/Hggw/iqaeeQlpamvDzKz3wwANYtGiRfJyTk4Nn\n", "nnkGf//73/GDH/wAZWVlKCkpwcsvvyw/JiQkBL/73e8wf/58PPTQQ/I0yyuvvBI7d+5EXl4ekpOT\n", "kZSUhPfee8/p60p9TKlsaWnB9ddf7/TPrr32WjzzzDMDPtdg6es1d+3ahQkTJuBb3/qWfF9kZCT+\n", "8pe/4I477sC8efN6PCc7Oxu//OUv5eNRo0aJDZiIiFzCawrX8ZrCPbym0AcWMIhIOIPBgMcffxwP\n", "PPCAV14vISEBFRUVqvtKS0sRGRnp9jlra2tx//3346c//SnGjh3raYj9mjJlitP7HNMlCwsL5fW4\n", "3Y0ePRoVFRVITk4GADz99NM4dOgQNm/ejKKiIjQ0NOC6667D3LlzXYopNDQUn3zyyYAfPxgXfJ64\n", "ePEiNm7c6LR7fH19vdPnXHPNNYMdFhERuYDXFK7jNYV4vKbQDhYwiGhQuFI5LykpQUpKituvNWHC\n", "BDz77LO488475fs+/vhjTJo0ya3zlZWV4f7778fLL7+MrKysPh/72muvoby8HPfccw/S09Pdej0A\n", "2L9/P26++eYe9zmq9aNGjcLvf//7Hs+TJAmnTp1CYmKifF9TUxMmTpyIiRMnyvfde++9mDZtGqKj\n", "o92OUW8mTpyIJUuW4LnnnvN1KERE5AFeU7iG1xTi8ZpCO7gLCREJ58qFxiOPPIK0tDSPuokPGzYM\n", "1dXV2L9/PwCgpqYGb7zxBpYvX+7yuc6cOYMHHngAf/zjH1UXGseOHevx2NraWjz22GN4//33PbrQ\n", "kCQJ69evx4YNG+T7jh49iueeew7f+c53AACJiYlIS0vDypUr5fy2trbiBz/4ARYvXix3QT98+DDu\n", "uusutLe3y+eqrKxEYWEhQkJCVK+blpaGvXv3ysc2mw3bt29HSUmJ238Pkfo7X1paGvbt26e6b/fu\n", "3Th+/DgA4LLLLkNtbS3+9a9/qc5VVlbW64UbERFpC68pXMNrCvfOx2sK/fBoBobNZoMkSf1ub0NE\n", "gWPNmjX41a9+JXdyDg8Px/r162E2O3+7SUpKQkhIiMcduV9//XV897vfRXV1NQDgt7/9LWJiYlSP\n", "efXVV7F27VoA9g/zOXPmwGAw4NVXX8W4cePkx7S0tOCJJ55QPbeqqgofffSR6r6PPvoIVqtVtYbU\n", "HQaDAc8//zx27NiB5557DgaDAcnJyfjb3/6G2NhY+XEvvfQSVq5ciRkzZvTaMTw4OBgjRozAPffc\n", "g5qaGjQ1NSE4OBjPP/88QkNDVa+bn5+PgoICzJkzB+3t7QgODsb8+fMxc+ZMl+J3dAKvqalRdQyf\n", "MmUKVq5cKT/uJz/5CT777DMAXfkHgLFjx+J//ud/VOdqaWlBS0uL6nyPPvqo6helrKwsjBs3DrNn\n", "z4bNZoPBYMDMmTPxwx/+UH7Mq6++ipUrVyIvLw8A0NHRgYyMDHzve9+TH7N37148+eSTKCkpUXVQ\n", "v+uuu3Dvvfe6lAsiCly8LhaP1xSu4zUFryn8nUFyszy0ZcsWFBYW4qabbkJqaioA+/qw7du3w2Qy\n", "IS8vz6PpW0REWvftb38btbW1WL9+vUfnefPNN5GcnIz58+cLioyIiLzJ2XXxmTNnsH//fthsNsyY\n", "MaPHdppESrymIBoYt2dgLFiwAEePHlXdt2fPHqxYsQIAsH79etx0002eRUdEpGGnTp3Cm2++6fF5\n", "OM2QiEjfnF0XHzt2DLfccgsAYPPmzSxgUJ94TUE0MEKbeIaFhcm3g4ODRZ6aiEhzdu3a5fE5fve7\n", "3+H1119HcHAwfvOb3+D111/H6NGjBURHRES+ZLVa5WUl/FJJ/eE1BdHAuL2EBLCvN4qJiZGnym3b\n", "tk3eA1d5m4iIiIjIn3W/Lj579izeeecdAPb17477iYjIfUJnYFitVvl2X3v3bt26lQ2OiIiIiMhn\n", "YmJiMHXq1EE7/6FDh/Dkk0/CZrNh48aNWLJkSa+P5bUxEQUyV96PhRYwmpubAdjXXjluO2MymTBl\n", "yhSRL01ERERENGAHDhwY1PM7llMbjUYEBQX1+VheGxNRIHPl/djo7osUFBTAYrGgoKAAO3fuBADk\n", "5uZi1apVWLVqFXJzc909NbnBYrH4OgS/wnyKx5yKxXyKx5yKxXyKx5xql7Pr4szMTKxduxZr167F\n", "yJEjfRzh4NDrmGTc3qPHmAHGrWVuz8DIz8/vcV9qaiqWL1/uUUBERERERHri7Lo4JycHOTk5PoiG\n", "iMh/edTE013bt2/nNDkiIiIi8pkDBw5g7ty5vg4DAK+NiSiwufJ+7PYSEiIiIiIiIiIib2EBw08E\n", "wnonb2I+xWNOxWI+xWNOxWI+xWNOSWv0OiYZt/foMWaAcWsZCxhEREREREREpHnsgUFEREREAYc9\n", "MIiItIE9MIiIiIiIiIjIr7CA4ScCYb2TNzGf4jGnYjGf4jGnYjGf4jGnpDV6HZOM23v0GDPAuLXM\n", "7OsAiIiIiIiI9KakrhXlDW0uPy8xIhgpUSGDEBGR/2MPDCIiIiIKOOyBQZ46VFyPJzafcvl5Ly7M\n", "wsTUyEGIiEif2AODiIiIiIiIiPwKCxh+IhDWO3kT8ykecyoW8ykecyoW8ykec0pao9cxybi9R48x\n", "A4xby1jAICIiIs1pbLPiVGUTfLDSlYiIiDSKPTCIiIhIU85WN+OJTadQ29KByamReGZuBiJC2Hec\n", "xGIPDPIUe2AQicEeGERERKRLtS0d+MnWQtS2dAAA/l1cj+9tOImSulYfR0bUN5vNBqvV6uswiIj8\n", "GgsYfiIQ1jt5E/MpHnMqFvMpHnMqljv5bLfa8LOCQpTWq7clPF/Tgsc+OIEjpQ2iwtMljlHt2rJl\n", "C15//XWUlZWp7i8sLMSaNWvwwQcfoK3N9e02tU6vY5Jxe48eYwYYt5axgEFEREQ+J0kSfr/rAr4u\n", "bQQAGAAsG5+AIJMBgH1mxg83n8KuszU+jJLIuQULFmD27Nmq+2pqalBSUoJbb70VS5YsQXBwsG+C\n", "IyLyIyxg+ImZM2f6OgS/wnyKx5yKxXyKx5yK5Wo+3/u6Ah+dqJKP770iFQ9eOQwvLhyN6FB7/4t2\n", "m4RXLBdgtQVmY0+OUX05ePAgwsPDsXbtWpw4ccLX4QwKvY5Jxu09eowZYNxaxo5YRERE5FPflDfi\n", "f3cXycf5o4fiW5cnAgDGJoXj1Ruz8fC642hos6K2pQOl9W1Iiw7xVbhEA1JeXg4AWLZsGTZt2oSs\n", "rCwYjb3/dmixWOQvH45p4Dz2zvG/T5xDvdWE6OhoAEBtbS0A9Hs8JMK9Rpy1tbWwFB7SzN+fxzz2\n", "9XFYWBgGiruQ+Anlhx55jvkUjzkVi/kUjzkVy5V8vrjjHLadtM++GJsYjt/ckIVgk/qL3g83n8TB\n", "YnsPjJ/NG4kZI6LFBqwDHKNiid6F5OjRo4iJiUFqaioAYPXq1bjllltgNBpx8OBBDBs2DPHx8U6f\n", "q9drY72Oye5xu7ubyLP5mfhZwRmXn+fuLiR6zLceYwYYt7dxFxIiIiLShbYOm6qvxUMz0noULwBg\n", "RMwQ+fbZ6mavxEbkiezsbBQWFgIAqqur5V/viYjIfUKXkGzYsEHePmrUqFGYMGGCyNNTH/RYadMy\n", "5lM85lQs5lM85lSsgeZz78U6NLXbAAApkcHIjnc+jXREbKh8+3xNi+cB6hDHqHYVFBSgsLAQoaGh\n", "yMjIwKxZszBp0iS8++67OHz4MBISEhAUFOTrMIXT65hk3N6jx5gBxq1lQgsYoaGhmDdvnshTEhER\n", "kR/7tLBavj17ZCwMBoPTx6XHdBUwzlUHZgGDtCs/P9/p/bfccouXIyEi8m9Cl5BYrVasXbsW7733\n", "Hg4cOCDy1NSPQNjz15uYT/GYU7GYT/GYU7EGks/mdiu+PF8nH88eFdvrYzMUMzAu1LTA5v0WXj7H\n", "MUpao9cxybi9R48xA4xby4TOwFiwYIF8+8MPP+zzsey0LPb48OHDmopH78fMp/hjB63Eo/djB63E\n", "w2Meu3P81rY9aO2wFyZGxITi4pH9KDI4f3xUqBnhJgmNVgNarRLK6ttw+qu9mvr7DPbx4cOHNRWP\n", "3o+JiEh/Bm0XkoKCgl6n0+m10zK5zyZJ+MPnF3G2uhmPzhiOkXFD+n8SERH5tZ9uK8Tn5+zbEd49\n", "NQV3Tk7u8/FPbDqJQyX2nUh+ft1IXJnOpojkPtG7kHiC18a+pZddSIj8lc92ITl37px8u6WF61Op\n", "y76Lddj4TSW+Lm3EqoOlvg6HiIh8rLHNir0XFMtHRsb0+xxlH4zz7INBREQUcIQXMNasWYM1a9Zg\n", "zJgxIk9N/eg+rVxrjpY1yreL6lp9GMnAaD2fesScisV8isecitVfPnedrUG7zT4JNCtuCIZFh/b5\n", "eEC9E8m5ANyJhGOUtEavY5Jxe48eYwYYt5aZRZ5s1qxZIk9HfuREZZN8u6qp3YeREBGRFqh2H+mj\n", "eafSCO5EQkREFNCEFjDId7TckEqSJByv6Cpg1LR0wGqTYDI63ypPC7ScT71iTsViPsVjTsXqK5+1\n", "LR04UFQvH+dlDqyAka6YgXG+cycSYy/brvojjlHSGr2OSV/HbTLa+264KiVnilvPS4wIRkpUiMvP\n", "E8HXuXYX49YuFjBo0JXWt6G+1Sof2ySgprkDceFBPoyKiIh85bMzNehcPYKxieFIigwe0PNihwQh\n", "OtSM2pYOtHTYUNHQPuDnEhFpRW2L1a3mn540DfVVAYNINKE9MMh3tLzeSTn7wuGSxpeRaDmfesWc\n", "isV8isecitVXPg+VKGZfDKB5p5Kykee5mmbXA9MxjlHSGr2OSb3G3dHR4esQXKbXXDNu7WIBgwad\n", "sv+Fg9YLGERENHga27pm5aVFu/arIPtgEBERBS4WMPyEltc76XEGhpbzqVfMqVjMp3jMqVh95bOl\n", "wybfDjW7dinSvQ9GIOEYJa3R65jUa9xms/5W/+s114xbu1jAoEFltUk46WQGBnciISIKXC3tygKG\n", "yaXnqrZS5QwMIiKigMIChp/Q6nqnC7Utql/aHLQ+A0Or+dQz5lQs5lM85lSsvvKp/FwIMbu2i4hy\n", "Ccn5mhZIkuR6cDrFMaptNpsNVqu1/wf6Eb2OSb3GzR4Y3sO4tYsFDBpUJxTLR4JNXRepnIFBRBS4\n", "Wjvcn4ERO8SMyBD7c5rabaho5OcJ+d6WLVvw+uuvo6ysTHV/c3Mznn/+eRQXF/soMiIi/8IChp/Q\n", "6nonZQPPyamR8m2tz8DQaj71jDkVi/kUjzkVa8A9MIJcuxQxGAw9ZmEECo5R7VqwYAFmz57d4/4d\n", "O3Zg/vz53g/IS/Q6JvUaN3tgeA/j1i4WMAh/2VuMu985gofXHcPOM9VCz61s4DljRLR8mzMwiIi8\n", "r81qw5/3FOG1Ly86Xd7nLeolJK5fiqSzDwbpQHV1NcLCwhAaGtr/g4mIaEBYwPATnqx3qmxsQ2l9\n", "G05dalY1VvNUu9WGwkvN8vGV6V0FjOrmDlht2l23HAjrx7yNORWL+RQvEHL66elqrP6qHOu+rsD6\n", "I+WD+lq95dNqk9Butb//GwCEmFzrgQEE7laqgTBG/YnFYnHp11Dl/1+LxaKLY8d9WolnoMevvfaa\n", "6ri2thbe5G4vC3efV1tb67N8dx8r3n59d49fe+01TcXj7/l2hUHyQfer7du3Y8qUKd5+Wb9msbj2\n", "Ian0zEensftCHQDgp/MycdWIGCExnahswqPrjwMAkiOD8dZt43DrPw+jtsX+5rtq+XjEhQcJeS3R\n", "PMknOcecisV8ihcIOf3LniK885W9cDE1LRLPX581aK/VWz6b2qy46a2vANi3UP3gPya6fO79F+vw\n", "oy2nAQBjE8PxypJsz4LViUAYo9504MABzJ07V9j5jh49ipiYGKSmpgIA/vznPyM+Ph7l5eXIyMjA\n", "dddd1+tz9XptrNcx2T3uQ8X1eGLzKZfP82x+Jn5WcMZrz/vv2cPx3KcXXH7eiwuzMFGxlNub/GWM\n", "6IVe43bl/Vh/C6nIKU8GamNbV8fsiOCBN1OTJAkGQ++/nCkbeI6JDwMAxIUFyQWMS03tmi1g6PEf\n", "vtYxp2Ixn+IFQk5rW7re749XNPX7Pu6J3vLp6fIRAMiIHSLfPte5E8lg/T20JBDGqD+57777AHQV\n", "NvyRXsekXuNmDwzvYdzaxSUkhAZFASN8gAWMotpW/OcHJ1BU2/vU3eMVjfLt7ISuAoaD1ht5EhH5\n", "m9rWrunHDW1WFNe1ej0G9Q4k7l2GDA0zy59XjW1Wfp6QzxUUFMBisaCgoAA7d+6U76+qqoLFYsHX\n", "X3/tw+iIiPwHCxh+wtW1Q0oNrcoZGP1Xdi81teNHW07hWEUTvrfhpGqnESXVDIzOAsbQsK7za/mC\n", "05N8knPMqVjMp3iBkNO6FvX66WMVzt+/Regtn57sQOJgMBiQoWjkeaCo3q3z6E0gjFG9ys/PxwMP\n", "PIC7774bs2bNku8fOnQoHnjggT6Xj+iZXsekXuN2tweGL+k114xbu1jA6IXVJuFAUR3KG9p8Hcqg\n", "U87AiAjpfwbGhZoWVHcWH2pbOvDEppP4d7eLx+Z2K851bm1nAJAV13MGBnciISLyrtpuBYzjg1jA\n", "6E2LgBkYADBD0Rj649Nid9AiIiIibWIBoxd/2VuMpz48jUfWH9fUTIEOm4R9F+tQWq+e9uvueqcO\n", "myRfTBoNwJAB/Bo2KTUSLyzMQmRnsaO53YYff3QaOwvtF5BWm4S9F+rg2GQkPSYUYZ1TffWyhCQQ\n", "1o95G3MqFvMpXiDktPsMDOVSP9EG0gPDkwLG7FGxcHS9OFhcHxBF8UAYo6Qveh2Teo2bPTC8h3Fr\n", "FwsYvdh93r6dUm1LBzYfq/RxNF3+urcYT285jYfXHRdysdbYrf+FcYBN0MYlRWDlotGI7yxItNsk\n", "PPfxWXzvgxNY+tZX+OXHZ+XHOvpfAMBQzsAgIvIJq01CvWLJIACcutSMdqu47bMHQrldt7tNPAEg\n", "MSIYE5IjAAA2CdhRyFkYRERE/o4FDCckSUKZYunI5mOX0GETv9usTZLw3uFy/PNAiaqpWV9xfXyq\n", "CoB92cenios1d9c7KftfDLSBp0NG7BC8siQbw6JD7PEBOFreqPp1DQCmDevatkkvMzACYf2YtzGn\n", "YjGf4vl7ThvarOj+SdZulXCmuvdmzJ7oLZ8imng6zMmKlW8HwjISfx+jpD96HZN6jZs9MLyHcWuX\n", "8AJGaWkp/vWvf+Htt99GSUmJ6NN7RVVzB9qsXZd5l5ra8eW5WuGv88W5WvxpdxHeOlCK9Ucq+n18\n", "cV0rqpq73rgsZ2o8jqGhret8rmyh6pAYEYzfLs6Wm3Q6xIcF4eoR0fj+NemYldl1gancNpUzMIiI\n", "vKd7/wuH4+WDt4zEGVFLSADgmowYmI32mYPHK5pUO2N12CS8tb8Ev/70rKYL5kRERDRwwhdS7dmz\n", "BytWrAAArF+/HjfddJPolxh03ftLAMCGbyoxM1PsHt4nFbt3HCyux20Tk/p8/FclDarjI2WNqGpq\n", "x9CwILfXO6l2IBlAA09nokPNeOmG0fjsTA1CzUbkJIYhPjzY6WNjhwTBAPtsjermDlhtEkzGgS1b\n", "8aZAWD/mbcypWMyneP6e0+79LxyOVTRh8SC83kB6YHiyhAQAokLNuGJ4FL7o/JFh+6lq3D01BYB9\n", "yeW7h8sBAJIEPDUnw6PX0gJ/H6OkP3odk3qNmz0wvIdxa5fwGRhhYV2/xAcHO/8Sq3Wl9T13Hvl3\n", "cT0u1oqdZlvZ2PWL0KlLzZCkvpepHC5VFzAkALvOejYLQ9kDw50ZGA4hZiPyRw/FzMyYXosXAGA2\n", "GhAdan/ztRcx+KsYEZE3KGdgRCkK1t7eiUTkEhIAmDtKvYxEkiRYztbIxQsA2HuxDtZBWApKRERE\n", "3iW8gKH8Eh4UFNTHI7XLWQEDADZ+I7aZZ4WigFHb0qE6duarbgUMALB0FjDc7oHR5n4PDHepG3lq\n", "cy1fIKwf8zbmVCzmUzx/z6lyBsbk1Eg4Jr9dqGlRFbNF6S2fqiUkA9j5qj+56dEI6zxPcV0rPi2s\n", "xks7zqkeU99qVc161Ct/H6OkP3odk3qNmz0wvIdxa5fwAobV2nURZOhjRwtlci0Wi6aOD506L99W\n", "7jO/9UQVWjpswl6vslFdKDl1qanXx2/8eBfKG+wFDrOhq0h0qKQBW3dYcPjwYbfiaXAyA2Ow82ts\n", "rZdvX2pq9/n/b2fH7uaTxzzmMY+1elzb2nXhmxARjMyhQwDYZ8OdqOz980f08emzF+TjkgvnPT7f\n", "3i8/x8yMriWez39yFk3tPRtj7y+q19T/D3eODx8+rKl49H5MRET6Y5D6W7fgonXr1mHp0qWQJAkb\n", "N27E4sU9V9Zu374dU6ZMEfmyQv1w80kcLLbPdvjFdSPxxy8uoqRzVsbjs9IxPzvO49eQJAk3vvmV\n", "6peoOycny2t3u9t28hJe3GEvrExNi0Rzuw1HOxuv/eCadCwY415Mf91bjLcPlQEA7p6agjsnJ7t1\n", "Hle8vPM8tpy4BAB47OrhWHRZ/KC/JhFRoHtjd5G8rOK+K1JRXN+Kzcfs78X3XpGC2ycO/vs/APze\n", "cgEbO7cnf/SqYVgyNsHjcx4oqsNTH55W3RdkNGDx2His/dreJHt8cjheXpTt8WuR/zhw4ADmzp3r\n", "6zAAaP/a2N8dKq7HE5tPufy8Z/Mz8bOCM5p/3osLszAxNbL/BxL5iCvvx8JnYOTm5mLVqlVYtWoV\n", "cnNzRZ/eK5RLSFIiQ1RfsEUtI2lqt/XYbrSv6a3KBp4TkiMwM6NrZojFgz4YyhkYkV5bQmKWb3Mn\n", "EiIi71D1wAg1Y0xCuHx8vNx7yytaOro+d0T0wACAiSmRqs8WAHhoxjDcdnlXc+xvyhrRNAhLZYiI\n", "iMh7hBcwUlNTsXz5ctxxxx1ITEwUffpBZ7VJKG/oKmAkRQZjfnYcgkxd27SdENDwrKKxZ5+Nk5d6\n", "P+/h0q5t7i5PicDVih1RDhTVo2CHe1MiG33QAyNO0QNDq1vbcYqpeMypWMyneEZ6TPEAACAASURB\n", "VP6eU2UPjOhQM3IU218PRiPP3vIpchtVB5PRgLmjhsrH146KxQ05cYgNC8KoOPtSGatkX3apZ/4+\n", "Rkl/9Dom9Ro3e2B4D+PWLuEFDL2raGyDo1H50CFmhJiNiAo1I09RMPjyfK3Hr/P/2TvvMDeu89y/\n", "g74N2N4Ll7vsnZRIUVpRlERZtCLLElWs4hI7tm4cO4kTx47t5MZ2Yidx5BsnTmIpTmI5lmTJKlS1\n", "TFsUJZFLiqRIiuSyc7m9d2Cx6MDcPwYzOGcw6FgAszy/5+HzcLAoBwdnZs75zvu934SCYeeUw6e4\n", "oJ+c82LIJpR2NWg5LK3IR02REa3BSZkvwOOyPbngQzrKqCZKWQFp4pmbAQwGg8FYaNAKDC0ai01S\n", "AGHC4Q3zZZov0m3iKfKpTTX4+MoKfGJtJb5yY6Pkw7WpLiSbPjFoS9vnMRhyAoEA5QXHYDAYjPTD\n", "AhgyyPSR6iKj9P8NxAToyqQz5c9RCmAI7x2+C3Z6JGR6uaKyAAat8LPdSARVxgxVYa+Lh3SVUU2E\n", "0rzcV2BcDTWUMw3r0/TC+jP9LPQ+tblpBYZWw2FJ+fypMCL153woMMT3+tL19fiDzXXU+26qM0v/\n", "Pz44q/RS1bDQx6ia2bNnD5544gmMjo5Kj509exa7d+/Giy++iIGBgSy2bv5Q65hUa7t1Ol3sJ+UY\n", "au1r1u7chQUwZJABjKoig/T/1rLQJK8zSqpHvETa6bo8ER4c6RgOpY+sqS6U/k+6rh8bsMHpTTzq\n", "P0tMaLOhwMjVAAaDwWAsNGachALDKEyCl81zGokSLqJCiDGNAYxIrKoqgDGYBjpgdWNk1j3vn8m4\n", "+ti5cye2b99OPTY5OYldu3bhvvvuw+nTp7PTMAaDwVhgsACGDHJiU00EMBqKTZIPxvicl8olToZx\n", "QoFBTiA7FYw8T48QBp41oQBGQ7EJTSUmAIDbz+NIX+LS2GwoMEry9BAL7M44ffAH0loIJy1cDflj\n", "mYb1aXpZqP35mwsT+Lu3uxXVaPPNQu1TAPD6A1JpUQ0XCljPpw9GpP50z5MCIxIGnYa6d55QsQpj\n", "IY/Rhci2bduy3YR5R61jUq3tZh4YmYO1O3dhAQwZo4SBZ3VhKICh03BoLsmTjlNVYZApJFsaQxVF\n", "OmXpKdNOL/pmXFIbVlQWUH/fRqSRvHJ2HIlWxbVnwcRTp+FgMQm7fzyE78hgMBgjs27868F+HOie\n", "wY8O9Ge7OQsKG+F3VGTUQRP0h2gh1IW9M5HTI+c8/rQFm+kUkszcdzYSaSRqDmAw1Mlbb72FzZs3\n", "Z7sZDAaDsSBQXyLVPBPJAwMAWsrycCmokOicdFITokQhU0g21RXh2ZMj8Pp5jNo9sLl8MAcX+GeI\n", "6iPLKvLDdqvuWF6O506OwhvgcW5sDmdG56g0k2h4fAF4/MKEVMtlZidMpKxAj5mgimXS4UV5gSHG\n", "KzLL1ZA/lmlYn6aXhdiflyYckonypQkHph1elBBVi+abhdinIvIKJCLVRQbotRy8fh5TDh9m3T4U\n", "GempwRvnJ/Dvh/pRaNDi5pYS3NpaimUV+ZJJZiQi9SepwDDqor9HuiCNPD8cmoU/wEOrycxnp5OF\n", "PEYXKu+99x6WLFmC8vLymM9tb2+XfmNxF5Udz8+x+Jh4bLWmbtCfCMkqKZL1wLBarWjvOpVwf7Ws\n", "vRZjdo/UPxaLRXq/aMcB+xTmxvrR1taGtra2rP/eyR6L5Ep74jlWa3/n54c2VGLB8Ylu2aeBt99+\n", "Gxs3bsz0x8bFQ788I/ky/O8DK1FjDgUxXj83jn87JJgw3dxSgm/evCjpz7n3qdOYDe6I/erh1fib\n", "t7ok+e4/frRFCo78x6EBvHpuHADw4LoqfO7a2rD3+tGBPvzm4iQAYEuDGX93e0tcbZh2ePGJX54B\n", "IExoX/jkmqS/T6L81Z4r+GBASHn57m2LsbXJEuMVDAZjofOL48N4+sMR6fibNzfhZqI0JiN5Tg7N\n", "4utvdgIAVlcX4J/vXCr97Q93n0fXlKD0+9HHlmBVFR0E/9wL5zBgpX0j6i1G/N7yctyzukJSc8TL\n", "nU+elILnr/3+uowEz3mex0PPnsGUQ1g0/PiupVguUzQyrj5OnDiBW2+9NW3vd+7cORQXF6O2Vpir\n", "HThwABUVFVi+fHnM1+by3Phq4NTQLL4WvEYmwrd3NOO7e7tz/nWP3dGKdbVFsZ8oI9l+SfbzGFcv\n", "iVyPWQoJgccXkIIXGg6oKKRVAa3l0b0q4sXp9UvBC52GgyVPJ5VEBUJGnjzP49RwSOq6tkZZWXHf\n", "mkoIyRjAkX4buqdoGfDknBdvd05Rhp0AMJsF/wuRsvzcNvK8GvLHMg3r0/SyEPuzZ9pFHWda6r8Q\n", "+1SEUmDIFBaNxSbp/32y38DlC0hlvEkGrG7855FB7OucjviZSv3pD/BS8AKAZK4533ActyCqkSzk\n", "Map29u7di/b2duzduxf79+/H2NgYDh48iAsXLuCVV17BU089le0mzgtqHZNqbTfzwMgcrN25C0sh\n", "ISD9LyoKDNDJ5KXNpXnQcECAFyZvTq8fefrEF/7kgr0sXw8NJ5ayE1QUYnDkNxcnpQm9lgNWRtgt\n", "aig2YXmhHxfsws/5QscYvn5TEwDg3OgcvrWnEw5vIEydQRl4ZqgCiQirRMJgMOT0TNPB1xODs+B5\n", "PmaqAiM2ViKAYTbJAhgleQBmAAC9M3QAo2fKKaX1lBfosbG2CAd6ZuAMGoL++sIEdiyJXyXj8dMV\n", "SDL5226qK8Jbl6cAAMcHbXhkQ3XGPpux8NmxY0fYY9/4xjey0BIGg8FY2DAFBgHtfxHuyWDSaVBv\n", "EXaqeADdU66w58QDWYGkIriQJ9UdlyedGLS68PjhQemxj62sQH4UlcQXb1kp/f+dzimM2T1U8AIA\n", "TgzNUiafdnfmDTxFSvNCE+ipHAxgsDzj9MP6NL0stP70KOz0j895FXf/54uF1qckVuJ6b5EFMJpI\n", "BYYsgEEq+lZVFuAvbmrCz+5fCVE4cXZ0Dv0zyvdCpf4kS6hm0ncJANYTcubL4w4EMp9BmzILeYwy\n", "1Ilax6Ra252sB0Y2UWtfs3bnLiyAQRCphCpJS1nqlUgmiQBGeTCAsajEJE0Ih2xufH9fj2R01lhs\n", "UvS+IFlRWSCZd/p54McH+6ngBQB4/byUugLQFUgynkLCFBgMBoOg3+qCUpELVjEiPdiiKDCiBTC6\n", "iABGc6lw/yvL11PVs353aTLudrgyXEKVpDRfj+Lgd3f7eYwSmxYMBoPBYDDUAQtgEJAKjKpC5QAG\n", "6VVxZTJyyblojBMVSMTqGwatBotKyeCI8N46DYe/3N4Uc6LX3t6OT6yrlI6P9tuo4IUIGSyYy0IJ\n", "VRHSAyMXFRhXQ/5YpmF9ml4WWn+SijYye+/DocwFMBZan5JYqSok9PW+1mKUAuhjdi8cxL2hi/hd\n", "FhP3v53LyqT/v3V5SrHEqlJ/ZjOAAQBNJaFgjTxdRg0s5DHKUCdqHZNqbTfzwMgcrN25CwtgEJAe\n", "GPISqiKtZYSRZ5IKjAmFFBLhvfPCnvuZTTVBf4zYXFtvxiJicgYIUuF6S+i7kAEM0tSzKMMeGKVE\n", "AGNk1qM4+WUwGFcPvYT/xVZid//kkJ1dH9JApDKqgBAoF9MjAUENAwhG0qQCYzERZL+23iylAk45\n", "fTjab4urHVQAQ5/5KUg0w1IGg8FgMBi5DwtgEMTywADoFJKeKRd8SUysyQAGmUohD1SsqS4MVhiJ\n", "TVtbGziOwwNrq6THLCYdHvu9Viwl3ncqhxQYogrD7vFndJc1Hq6G/LFMw/o0vSy0/iQrkGxbXIzS\n", "fGFxbPf4kw4WJ8pC61MSa5QABgA0ksqE4G8xPueV7hOFBi0VcNdqONxGmHf+ViGNRNEDgwhgGLXZ\n", "VWD0qFCBsZDHKEOdqHVMqrXdzAMjc7B25y4sgEEQjweG2aRDZaEwifMG+KR2cMgUkoqC0OcsrwhV\n", "GcnXa/D1m5qg1STm0H5rawk+tbEa2xcX45/vXIJFJXkRS5Zm0wNDw3G4uaVEOn67cyqjn89gMHIL\n", "MoCxqCQPGwnDReaDkTo2d2QPDEDZB4NMk1xcmhdWMeQjS0NpJEf6rJgm7i8DVhf2Xp6iAuUAJG8n\n", "IDsKjCamwGAwGAwGQ9WwAEYQh8cPW9DgUq/lqBQHOS0pppFMKJh4AsDSinw8sLYSS8rz8O3bFqMq\n", "QhBFCTHfieM4fGpjDb51SzMaghO1SIaZc+7slVEFhGCLSHuPFU6vP8qzM8vVkD+WaVifppeF1J9z\n", "Hr+UwqflgHqLERvqQgGMTCm0FlKfyrG6iCokRgUFRnG4AkPJwJOkodiEVVVC4N3PA3s7p+AL8PjF\n", "8WF84cXz+Kf3evHD93qp12SzCglAK036Zlyqq0SykMcoQ52odUyqtd1q8cDQaoBTQ7M4NTSL/ecH\n", "pP/H+jecwcpjsVDrGFFruxNBfTqkeUJu4KmJUpt+SVke3u+1Aohu5HlqaBbPnRrFDYuKceeKcgCA\n", "xx/ATFDKq+GA0jw6UPL5zXVJf4dIUAqMuUgKjMwPhcWleWgqMaF32gW3L4BDvVbc2loa+4UMBmNB\n", "QVa+qC82Qa/VYGOtWXrs7MgcXL5AVha8CwGXLyApH/QaDnkKyoemknAFBllCdbGCRxMgmHmeHZ0D\n", "ALxxfgLvXJmWTKgB4Ezwb2RbRIxZ+D1L8vSwmHSwunxw+QIYs3siel4xGAwGIzmsLj++u7ebeGQ8\n", "rtc9dkcraszsmsyIDpsNBhmxx04fESEVGJcjKDD8AR4/eLcXxwdn8W8H+zEcTE8hFRClefqEU0Qi\n", "ES3fiQxgTERKIcmCAoPjOEqFkUtpJFdD/limWYh96vYF8PzpUezvms74Zy+k/uwhFsqiEXFZgV6S\n", "+3sDPM6O2Oe9HQupT0nkJVTlqSAAUGcxStVfRmY9cPkClAKjRUGBAQDbmoulwNLwrIcKXgCA3e0D\n", "T6gc3FmuQgLIjDxV5oOxUMcoQ72odUyqtd1q9MBQK2odI2ptdyKwAEaQeEqoirSWhyZyXZNORQnq\n", "h0OzUrCAB3A4qNiIlD4yn0RKIbG7s2fiKXLz4pDi4sTgLJVDzWDkOj/7YAj/fXQI39vXg0vjmTGa\n", "VDN9My788asX8Z23uqiUMbn/hUg20kgWIrYoJVRFDFoNaoJKBB7AlQkHBq1C4F3D0QoNkjy9Fjct\n", "LqYe02s5KRji5wEnkTaS7TKqAO2D0ct8MBgMBoPBUBVpnT28/vrreOWVV/DKK6+go6MjnW8974zO\n", "xi6hKlKer5dc3B3eAIZtnrDn7L1MqwkO9ykFMOL3uIhFtHynMiJNZcrhlQIu2TTxFKkqMmBNdSEA\n", "IMAD72ZhJ1uJqyF/LNMstD71+APYS6iGIqmx5gs19ufLZ8ZwcdyBQ71WvHwmJCftmQ5XYADAhgwb\n", "eaqxT+PB6opu4ClC+kO81z0DMTRfZzZGTff4+MoKaIMBiyXlefjJ3csoH6lZIlie7RQSQDldRi0s\n", "1DHKUC9qHZNqbbdaPDAWAmodI2ptdyKkVYdkMplw2223pfMtM0Y8JVRFOI5DS1meNKG+MulAnSUU\n", "9HB4/DjYM0O95vSwHXMePyaoCiSZUWAYdBoUGbWYdfsR4AGr04fiPB3lDp+tAAYgmHl2BOXhb3dO\n", "457V8ZWOZWSGYwM2eP08tjSao3rDXG0cH5ilFmYzTjapiMUQYc71+vkJPLCuCjoNF1GBsbamEBpO\n", "CG5emXTC6fUjT5+9a5VaoUqoKhh4ijQVmyR/JzItanGE9BGR1vJ8/PvdyzBm9+LaBjN0Gg5FBq0U\n", "sJ91+yRT6mxXIQHoQE0PU2AwGAwGg6Eq0jp78Pv92L17N1566SWcOHEinW8978RTQpWklTA0uyzL\n", "+W3vmYHbT6eV+Hngg34bpcAoS2MAI1a+k7yUqtvPwxcQ2mjQcjBk0RzvxuZi6IN640sTDvTnwI7Y\n", "1ZA/Fg+H+6z41p4r+PZbXXivayb2C6Kw0Pp0n8yzhVwkZgI19uc4cf2bdHhxoHsGVpcP08Hgj1HL\n", "UdffAoNWOuYBjNnD1W7pRI19Gg9xKzCI1IopIiAXycCTpKUsH1ubLNAFr+VFRKBklgiWZ7sKCRBe\n", "MpZXUSWShTpGFwqBQAB+f+5UVMsEah2Tam0388DIHGodI2ptdyKkdfawc+dO7Nq1C/feey9GR0fT\n", "+dbzCs/zGLHHn0ICAEvKQ0aeey5OUjnGpKy8nAgcvN9npSbwmVJgAOEBDLs71N5sqi8AYaK7pTFU\n", "cWDfldxII2HQxqpnR+ffRFEtODx+vB9MCxOZcTL/lmjwPE9d/wDglbNj6CXSRxpLTGHGxhVEqp38\n", "9YAQZPvary/jh+/1ZsVMNVXIa/F8YSOUQpYoAYxIPhdKJVRjUUQYQ88S39Hlz34AoyRPJ7XP6Q0o\n", "jisGI1H27NmDJ554gpr/joyM4JlnnsFzzz2H4eHhLLaOwWAwFg5JzR4mJibwk5/8hPrX19dHPUev\n", "j744J/Nz2tvbs3r81nsHJZOxPL0Gpz84HPP1/oGzUgDC6vLh+68LipMxuwcng2ZzGg7407YG6XUf\n", "9NsopYfogZGO7/P4449H/bvPHlqIHjl9HvsPfyAda/yerP8etd7QDf/XZ4Zw4EB22xOrP6+GY3+A\n", "p3wHrMEd2WTfT3wsV75fKsc/f+sDeGQqK7E8cqbao7b+tHv8VPoAAJwfc+AXB85Lx4tK8sJez8+F\n", "ghJjdk/Y39/98AJODdvxu8tTOD82l1J75X073/3zg3d7sOupDnzrxaPz+nkXu/ul44nB3ojPbyg2\n", "AQhXI0xeOZPw55MKjA/PXpT+PzgyJv3fpNNkZTwePHiQUmG82X48o5+fyvHjjz+eU+1R+3E62blz\n", "J7Zv3049dvToUTzyyCN48MEHceTIkXn53GwzX/0536i13cwDI3OodYyotd2JwPFp1E729vaiqakJ\n", "APDGG2/gzjvvVHze22+/jY0bN6brY1NmzuPHO1emMTLrRoAHHt1SF9frDvXO4DtvhWoc//OdS9Ax\n", "YseTx4Qo+6a6Ivz9zhY88txZKnVE5H8/sVJyfU+V9vb2qJKhJ48N4dmTQpDgkxuqsamuCH/2xmUA\n", "wIrKfPzrXcvS0o5k8fgDePCZM5Kx6P/ctyI4mc4OsfrzauDi+Bz++NVL0vG6mkI89ntLkn6/hdSn\n", "39rTiWMDtKnkohITfnrvioy1QW392TXpxB++fCHqcz6/uRYPrK2iHiOvXY9sqMZnNtVQf/+X9j68\n", "eWESAPBHW+tx96qKpNuYyT6dcnjx4C9DgYGnH1yFyhgVsJLle293Y3+3kAL2zZubcHNLacTnfvpX\n", "ZylPqCKjFi9+co1i6dVo/PTIIF7sEIIVf3BtLT6xTvhdyXPne7cvxuYGS0Lvmy7IcfPoljrct0Yd\n", "3ktqO+9znRMnTuDWW29N2/udO3cOxcXFqK2tBQDs3bsXO3bsAAC8+eabuOOOOyK+NtfmxvGi1jEp\n", "b/epoVl87c3OhN/n2zua8d293bGfmKbX/dX2Bnz/3f7YT5Tx2B2tWEcYY8dLpvsl2XbOBwtlbKuF\n", "RK7HuthPiZ/e3l4cPSrsJK1fvz6dbz2vFBi0uHNFecKvu76pGFubLJLp2b8e7Ic/EIoH7VhSCo7j\n", "cF2jBW+cnwh7PZnWkSqJemCQFUiyVUKVxKDVoKUsD6eGhTSFkVlPUgEMh8ePs6NzWF1dkJLZnxpP\n", "/HQjX6DPpOjxsFD6dNrpVayIwTwwojPhCC2Ky/L1VElnkUUKKQzkon5cwQMjkRLYschkn16eoKvW\n", "vHtlGg+sq4rw7NSgPDCimHgCgj8E2afNJXkJBy+AyCkkbl/oHmnUZs97ifLBUJGRp9rO+6sdco8w\n", "ljJZrah1TKq13cwDI3OodYyotd2JkNazYNu2bel8O1Xwpa31+HBwFi5fgKonn6fX4PomYWdpq0IA\n", "o9ikgyGDkzcygDElC2AUxZjQZgpy8TGapFnfP7zTgyP9NlQXGfDvH18W1bCOEZ3jgzbq2MqqbAAA\n", "9nfNQIxTLqvIx8VxYSFqdfkQ4HlWqSUCpM/AxroiDNvcODM6Rz2HrEAiQnoFjc2FXxdGE6gglUvI\n", "zZ/3XZmatwAG6dFUnBf9mthYbMKR/tC5H4+BpxKUiSdVRjX0/2xVIQFov4/eGWeUZzIYyUMaesYT\n", "CCR3TkUZODvOzLHVSvtazTeZTgXx+zzYf34AFouwNhG/b6zjvMLk1BCpfr9sjwd2nPnj/PyQv2Qs\n", "2OouRSoLDfj0phr89Mgg9XjbomJJAbCuphAmnQYuIv+7PM0GnrHkQuEmnrmlwADondZkqg04PH5p\n", "4j0y68H/29+H79zWnNTuoVrlV+lizuPHedni0uZObYG+UPr0HcJk9valZRiwujHnEUoUz7r9UU0S\n", "AWFsH+6z4toGc0opZGrrzwmZgfGWBjMVwMjXaxSNjWkFBq3aCPA8da1IVYGRyT7tlCkwuqZc6J5y\n", "JmWYGQsroYCIFdSVG3km2x5zJBPPHKhCAgBNRLCsd1qoRJLMvSLTRBuj7/dacXp4Fh9fVRGXGTlj\n", "/nE6heAYz/PS/6NB/rby3zlXj8UxmSvtifdY/piwcB8Pe858kaySItnAgDOgxfcOjiP8O0Y//vaO\n", "wqQ+L1WlSLbHR1tbG+UlkQvtifdY6T6hhuNEKphmb/awgLhnVQVaZLtUO5aEcowNOg2uqacjmKSz\n", "fiYgS7bKU0iyXYVEpKooNQVGr6z86vt9VrxyNnM3o4XEqeFZyDwqEeBBBb6uRoZtbpwbExbdWg7Y\n", "1lyMYmJBGEulwvM8/uZ3V/Dvhwbwzd9coVLOFjpk+kd5gQE3LCqmAhaLIqQq0FVIPJQke8rhhTfY\n", "h2ajFvk5ci2Lh85JR9hj78xDBSae52Fzhc7bWCkkjbLUvZYkAxiFVAAj9PluogqJMYsBjNI8nXTv\n", "c3gDiilNamJyzovvvd2Nl86M4/H3B2O/gJF29u7di/b2duzduxf79+8HAGzZsgXPPvssnn32WWzZ\n", "siXLLWQwGIyFAQtgpAGthsOf3tAAcepdVWjAuho6YnldI21Ulm4FRqxdw5I8vdS+GaePyonOmQAG\n", "mUIym3gAo2cqfHfjv48OheWax4Oadrbng+MD4R4PgDB2kmUh9Cm5wLym3gyzSUdJ8mdc0RdBUw4f\n", "uqaEQNuQzY3zY3NRnx8NtfWnvIS0VsPhrpUhw02yNDVJgUErqcQ8fp66dtHpI6nvOGeqT60uH8bs\n", "4WPlnSvTCKTPVxuAsDj3BYM8Jp0mZtCgsdgk3Ss0XOTSqrGImEKSIwoMjuOoYE2vSnwwIo3RK1MO\n", "KZh3KYl7XrJ4/IGkFJMLkR07duDRRx/Fpz/9aSmlura2Fg899BAefvhhVFaqwyg2UdR2LxJRa7uZ\n", "B0bmUOsYUWu7E4EFMNLE8soCfOe2xbh9aSm+c1tzmMx+c4MZ5CPpDmDEQqfhpIUWD2DAGpqskTtl\n", "2aQqxRSSbmICqgl2tjfA4/v7euDwZFc50Dftwk+PDOLsqD2r7YgX0v9Crw2N3FSNPNXO/u5QAOOW\n", "1hIAoFJGYgV4rkzRC4vDfZnNuc0mE4R/haiquGd1BW5fWootDWbcvzby5J72wQgt/EfI9BE1+V8Q\n", "C8zFpXmS4eWo3ROWupUqpP9FrPQmAMg3aHH/2koYtBweXl+dtEoikoknmUqZTQUGIPfBUEcAIxKk\n", "8eqUwysFreabo302fPK5s/jzNy7hva70K4gYDAaDwZDDAhhpZGuTBV/d1oSWsvCdxOI8PVZUFkjH\n", "6U4hiafmL+mD0UMs9nNFgVFeEFKJTDq88BJS43joJhQYn99ch7ygQdyQzY0fH0ys5FQ6ayi7fQF8\n", "Y08nXuwYw9/8rgseX2LfK9MM2dwYsgmTYaNOg/U1ofSnVCptqL0utc0VUk9ouZCqilZgxAhgyIwb\n", "xQpGyaCm/uR5nlJgiAFcg1aDr25rwt/d3hK1hGikSiTprEACZK5PyfSRlZUFuLG5WDp+O81pJFQF\n", "ElN81/rPb67Dq59Zh0/LStYmAqnAEFMWAzwPD5GbllMBDJUoMCKNUfJc4CEEMZKhe8qJgz0zcae3\n", "7QuO1zMjc9S8gnH1oKZ7EYla251p88+rGbWOEbW2OxFYACODfHJjNfRaDjVFBmxtssR+QZohAxik\n", "oV6umHjqtRqpjTzoNsaC53lq8nTDIgv+5IYG6XjflWl0TWbHaf718xPSd5l1+zFoc2elHfFyfCCk\n", "vlhfU0iphWac6skTH5314JWz41RgKxXOEekereX5kklvcQIKjC5ZW/qtbgxac3s8pIM5j1/aeTdq\n", "OWp3Ph4oBQYRwFBtBZKJ0DhoLc/DLS0hz6T9XdMp7Z6PzLrx7MkRKY3A5k5MgSGi1aRmaJmv14CD\n", "8D2c3gC8/gDcMvVFtiv2kCkkfapXYNDXEaWSw7G4MunAl1+9iO/u7cZTJ4ZjPn/O48eR/lAQ9ubF\n", "JQl/JoPBYDAYicICGBnkmnozdn9qLX52/8q0Bw3iyXcqi5C2kispJAC90zqSwASM9PUw6TSoKjTg\n", "1tZSyjxVvniMRrryx5xeP351apR6bCDHF6zHB0P+FxvrimiTyhQUGJnMyeN5Ht/a04mfvD+AL758\n", "AT860Jf0jqTIWULav7oqpKaiUkhi9I9SEC3ZNBI15ThS/heFhoSrPVAKDOK9Ru2hcykdAYxsVCBp\n", "Lc/H6uoCKUhjc/upIGKi/MM7PXjy2DD+5NWL+N2lSVqBkcGS2RzHwWwK3XPsbn/O+F+ILJIpMPg0\n", "+4/MB5HG6IjMN2osgQ0Akf/5YAjeoELmaH/sMXiwZ0Z6fktZHhqT9EthqBs13YtI1Npu5oGROdQ6\n", "RtTa7kTI/gziKsOo06S8s5UspAKDJFdSSAA6jz0RH4zu6dDCcFGJSdrZW0SUyhufy7zR2MtnxsMW\n", "/aT/SK7hC/A4ORQKYFxTb4YlLz0BjEwy4/ShPxgoCvDAby5O4rMvnMOz8XhF2AAAIABJREFUJ0eo\n", "XeBEODsS8i9ZVRUy6S3OIxUqkfvH5Qsoqm/U7IMR4Hk4vbH9ZchzLxn/H6oSyTymkGSCWbcPw8F2\n", "6zScdL26uSW0e70vyTSSOY8f58eE4EiAB364vw8vdYxJf09EgZEOimSVSFz+3ApglOXrkR9MNbR7\n", "/JhyqOP6poQ8gJHo/e7U0CyOEebN/TOumIay5Dglxy+DwWAwGPNJ9mcQjLSQqAcGSWEGd+VikWwl\n", "ku6pUFCgmSj7V5mkMWg68sdm3T68QCweRHJZgXFhbA6O4C5pZaEe9RZjQiaV0chkTt7QbHgfO70B\n", "PHlsGH/86kV4EvRX8fgDuEjsmq8iFBjFcQZ4eqacEDMDSojXnBmxw+5OvF+znePo8gXw6EsXcN/T\n", "HWjvmYn63AnK/yLxQENlYejaJSow/AGeOqejeWjESyb6lPRBWVRigkEr3IbJNJJDvda4AkPh7x1e\n", "faKLuDaaMxzA4N2h9sx6fDmnwOA4jgpyk4HwXEVpjNrdPqo0OpB4CubPjg1Rj7n9fFhQhGTK4aWC\n", "3dtZ+shVS7bvRcmi1nYzD4zModYxotZ2J0L2ZxCMjBEpgJErHhhA8gGHHpkCI/R+ZO58Zv0bXuoY\n", "w1xwUklW8shlz4NjhHR9U50ZHMfRHg8qUWAM20Jjp6UsD01ErnvPtAuXxxMrM3h5wiFJpevMRpQQ\n", "5xLtgRF5jJEpTGtrCrE0WDbUzwMfRChbm8sc6bOib8YFr5/Ha+fGoz53QlZCNVFIBYZ4XZh0eCH6\n", "QRabdJInSa5DViBpJQyfm0tNkqmk2xeIWMo4Gp1EcESnoPTLtAIjTxvawZ91+3OqAonIYiLgnUia\n", "YS4xqnCvTMQD4/0+q6TcIYlmbPpe17QUkF1TXZiWACKDwWAwGPGQGzMIRsrEk++kJN026TSKE91s\n", "QSkwEkkhIXYZF5EKDHLhk4CkNtX8sRmnFy+fDS3qPrMx5Oafyykk5AR+fa2QJhGvwiAWmczJGyJS\n", "Na6pK8ITu5ZjbXUo7WM6QSXJ2ZGQ/wWpvgAQd4CH7NvFpXm4rtEsHSeTRpLtHEdycRNLVTSuUEI1\n", "EcqICkVTTqFEJJU+kiYDz0z0KRlkWFIeulZxHIcbCHPn95MYE+R7f/aaGtwik/VnOoDRWF0h/X/W\n", "7aPSt3JBgQEAi8sIBYYKAhhKY3RYQSkxHqcCwx/g8eQHIcNOMtjeE0WR8g5LH2EEyfa9KFnU2m7m\n", "gZE51DpG1NruRMiNGQQjI5QqKDByyf8CoAMY8SowAjyPXmKi1UwpMOj3y5RJ2/Onx+AMyqUXlZhw\n", "75pKacfR5vbDlqNKBocntMAQvR3SlUKSScgARq3ZCK2GQ405NBYSVZKcGSX8L4hACCDI8sUp/6zb\n", "H7GCBGng2VKWJ5VhBYAP+m0pVZ7IBv1E1YaJOS+1uy5HqYRqIhi0GintJsADk3Ne2sBTRbu/l2UG\n", "niRkdaqj/ba4S1mKkOagyysL8PXtTfjEuipoOEH5QpoaZwKylKpcgWHS58b0o7k0dL/IVqWqVFFK\n", "9YjXA2PflSn0Bs/lPL0GD62vlv4WSYExZHPjQlDFpuWAbUQZYAaDwWAw5pvcmEEwUiaefCeLSQet\n", "TGxRkEMVSACgUmbiGc8EftjmgTuoJS/J01GmikVGrRQ4cHoDUkpHLFLJH3u7cwqvEOqLT2+qgVbD\n", "oc5slB7LVR8Mpy/UP6K5HRnAsLl9MY3dIpHJnLxhwgOjJtjvpFIikQBSgOcjViABhHKT5hjvHeD5\n", "MAVGS1metJi3e/yUSWg8ZDvHsVdWdnI4SnngVFNIAKF6icj4nGdeSqjOd586PH4phUzD0ekLALCk\n", "PB+lwUCN1eXDBaJ0byzcvgBVCrSlNA8ajsMfXFuLXz2yBv/7iVUZT7OZHh2U/m93+8PKqOYCpAeG\n", "kBKVnMlvplAao6MKnj/TTl9Mrx+PP4BfHB+Rju9dXYl1NaEArfwcFyHVF9fUmzPurcLILbJ9L0oW\n", "tbabeWBkDrWOEbW2OxFyYwbByAgajgtTYRTlmALDpNNIC2Y/L8jFY0FXIKEXBBzHobIgMz4YPM/j\n", "F8eH8YN3e6Xd9GUV+ZIsvN5CBjByM43ESZjs5emEsaHXaiSflAAvLERynSHCA6M2GMCwJFkOdmDG\n", "jdngd7aYdNTvKBJLpTI665HMUS0mHcry9eA4jlJhREsj8Qf4pKunzAf+AB/m5RLN22UixRQS+evG\n", "7B5ZCkn4b5KLXJlyQgz/NRWbwhbxGo7DlhhjIpKKrGc6ZBJbZzYin7i2W0y6rKQK0h4YPlqBkSMB\n", "jAKDVgqA+XmgfyY3g8vRiGS2ORkjjeSty1NSqqbFpMO9ayopv6D+GVfYJgLP89jXOSUd39LK0kcY\n", "DAaDkVlyYwbBSJl4853kRp65ZOApQqWRxFGJpIfY2V5UGl6HnkojiVNWm2j+mMcXwD++24unPwzt\n", "ZjWVmPB/b20GFyzpWkcsfHPVyJMMYJAS73SkkWQqJ8/h8UsBCr2Gk8Y8WQ42kRQSMn1kZVWB9HuS\n", "0D4Y4YuGK5T6wiS9B+mDcbDXigtjc1L1CafXj/3d0/iHd3pw71Onseup03i/N7SgzWaO4/CsG17Z\n", "wmbAphyUm/P4peCNQctRpTUTQV6JhPTISVcJ1fnu084o6SMiZFDr/T4b9bcphxdffPkCdv3iNM7L\n", "1Bmk/0VrGR3IzRbrViyV/m9z+3OuColIs4qMPJXGKBnAIPs1lg/Gu4SS4oG1lSgwaGE26SQVkMfP\n", "Y0Sm7uiackolqo06DTVeGVcnas23V2u7mQdG5lDrGFFruxOBnQVXGfIARmGOpZAAQsDhUnCiP2r3\n", "YFWM5/cQebrNJeET92Qrm8SLP8DjG7/pxBkizWBTXRH++tZmKkDUYAkFVwaiyO2zCVm6MZ8IYBSb\n", "dJKvxIzLh8aMtyx+yPSRqiIDtMGd52QVGGeipI+IxDI6JXPrybSB9TVFMOk0cPkCGJn14E9euyS0\n", "u9CAaacXHj8dJHj9/Djlk5At+hSk5ZGCcnIDT6UAUDxEU2CkK4VkvrkcR5BhQ10RjFoObj+PvhkX\n", "Bq1uKfj55LEhqSzqk8eG8E93LJFeF09wJNOQ95dcTSEBhHNSDA7mspHnoNWFQqOOupbxPI8R4r62\n", "orIAHwbLm0bzwZhxetERTFvjANzSGirj21RiwpRT+FvPtAt1xL1rX2co6HF9k0U11X8YDAaDsXDI\n", "nRkEIyXizXcqk+Wf55qJJwBUETut8VQiISeczQoKDCp3Ps4ARiL5Ywd7Z6hF7p0ryvG921vC1C2k\n", "AmMgQm5xNuF5npJ4kxNTSxoqkWQqJ29QZuApkmwA4xxp4FlVqPicWAoVyv+CWLgadBq0KRjgjdo9\n", "YcELgE6NyWaOo2IAI0JQbiJFA08RMhA5MuuhFmfpKuGYSJ9OzHmw+8yYYl9EggwyLIkQZDDpNNhY\n", "F16hpnvKibcuh6T7p4ftlN9Kp8wkNhfovnBW+n+uppAAdFCxW1Z5g+d5vHxmDE+fGI5qVDvfvHNl\n", "Cp994TwefuY0pYqYcYaquxQYtNQ9MFoA4/1eq5RytLKqgNrcaCI2AkgjT57nsb97RjqWV7lhKNPd\n", "3Y0XX3wRzz//PPr7+7PdnLSj1nx7tbabeWBkDrWOEbW2OxFyZwbByAiqSCEh8tljBTA8voC0cOIA\n", "NBYrpJCQHhhxlpZLBDJn+iNLSvHH19dLu/4kpInnoM2dtBnmfOH289KE1qDlqO9ApUjE4UuSCU4M\n", "2nCodybME2CYWOTXFKUWwJh0eKWggUHLobVceWFIKjCUAhhXIigwAOBLW+vx+c212NZcjMZiE8ih\n", "01xiwsPrq6Tj0Vl3wpUp5oM+heoEQxEVGKkbeMpfe35sThqrpXm6rOzmf39fD544PIhv/KYzplki\n", "ALgIk00O0YMMSiV2f/bBEMifPsALlUoAQQVGBnJzJYWE9sDIzSokgJDWJSKvRLLvyjQePzyIX5wY\n", "wWvnxuUvzRh7LwvKBy/PUSaapPqiushAKZXGo3g+HegJBSLaFtFB1Caikhdp5Nk/45buyfl6DTbW\n", "ZbaqjVq5cOEC7rvvPjzwwAPo6OjIdnMYDAZD9SSdQhIIBMDzPLTa3FsAX40k64FRaMy9LKJESqn2\n", "zbikSX2N2aAoZ00mhSSR/DHSoLC1PD+iRN5sEqS/VpcPHj+PiTlv2naO0wGZPiLvx2TVCyTpzMk7\n", "MWjDN35zBQDwF9sa8ZGlZdLf6BKqof6Vfwee52OmM5wl1BfLKgpg0CovumgPDLp/5jx+adKv03Bh\n", "QbYCgxYPrA0FKTz+AAatbuTrtagKpkbsuTSJKYcPfl4YwzVmY1ZzHPsUjA6nnD44PH7KPBKgVU/l\n", "SRp4AvR5bCeqCVWn0cAz3j51+wI4F1RdTcx5cWncgdXVyuocka7JkMlmvcUYVXovGHkKO7UdI3Yc\n", "6p3BkX5b2PMO9sxgx5JS9FtdkmKnPF9PVWLKJjddvxk/6T4DILcVGNVFRhh1Grh9AUw5fZh2elES\n", "7EMyZYKsRpRpemdCgZWOETseCv6fVGNUFxpQQXnFKN/v7G4fTg6Frm3yAMYi4hpFlig/2h/y4NlY\n", "VwR9hOshg8bv90tz5kyVcs8kas23V2u7mQdG5lDrGFFruxMhqbvPnj178MQTT2B0dJR6fGRkBM88\n", "8wyee+45DA8Pp6WBjPQSFsDIQQUGadY3GsPEM1oFktD7za8HRiIS+VyuROKMYrAXy+Mh03xALOba\n", "iZ1EgPbAIFNITDoNDME6wl4/T33fSJALllUR/C8AUAtGeQCDTB9pLDbFnPQbtBo0l+ZJwQuA/h5D\n", "WfZPCfA8lTZBBoaU2paOEqqAMAaVKmlUZcH/YsjmBrkM6YijBO7F8dBYipQ+IlKar8eyCuE5AR74\n", "wbu90t9IH5ZjAza4fAF0ThDqiwgqoWxQRATI7R4/XESQNJcCGFoNh0WE6qAn6DMy5/HjZNBPAhCq\n", "cmSDOY+fqqB1bnROUmLJvWAoBUYExeHhPptUKWtpeX7YOUQqMPpnQqqvowOh6+61Ddn34lELq1ev\n", "xmOPPYYf/vCH2LBhQ7abw2AwGKonqRnEzp07sX379rDHjx49ikceeQQPPvggjhw5kmrbGAmwsDww\n", "6IBDtB0LcaIJ0E7yJGRQYdLhjUuCn0j+WCISeTqAEX0hOmB14WDPTFzydJFBqwuTjuRSPCIZeALp\n", "qUKSzpw8UtZ8fsxBjREqhYRY+HMcl7CS5OwIYeBZHTmAQb2vrH8oA88kpf21ReEBjGzlOE7MeaWd\n", "dLNRi+UVocW4kg/GhCM9CgwNxymeX+mqQALE36fy73lmJPbO/IXxkP/F8srIY0lkK1HdQQy26TUc\n", "vr69CQ3B64jbz+PDwVl0ThIGnmW5YeAJAIcPHURe8FoS4IFJR+jcyKUABkCndolBx6P9NqrazpDN\n", "DW8C1+NE6J124o3zE5hWSNGT+6w4vAGpshEdwDCikjjHJiIEMKj0kebwQEShUSdtdngDPIZsbsx5\n", "/OgYDgXqNtebw17HUObUqVP4y7/8S3zta1/DsWPHoj6XvAa1t7er4lh8LFfaE+/x448/Th1brZFL\n", "mc8HyXpZZPp1yZLq52V7fLS3t+Pxxx/PqfbEeyw/N7PdnniPEyGtOqT8/NDEyWDIHWk8I0SYB0YO\n", "ViEpNOqQr9fA4Q3A7edhdfkiSqJpBUa4/wUg7GiX5ukw5fQFJ9HpTd0gU0hiLdDq4gxgvN05hcfe\n", "60WABx5cV4XPXVsbsx3t3TP427e7oddw+Pe7l0UM6ESCLHEYLYUkkRKk8wVZecbq8mHI5kadxQSP\n", "PyDJpjmEV6ewmHRSwMnq8lEBDjmDVre0MOQguPtHgvLAkJVRpQw8E/xNRMh2DsdRWng+IU39GotN\n", "wpgO+tIpjWkyDz8VBYbwekPY989GBRK538fZUTv8AV7R+0aEVGCQQZ9IXNdowc+P00rGu1aWo7rI\n", "iOsXFeNXpwQF5KHeGWoRmysGniJFRq0UgCGvlblUhQSgA+Cin8ghmborwAtBjKYIar9k8PgDeObD\n", "Efzq1CgCPPBe1zQe+70l1HN6FCqjdAzbsbQ8n04hKTKgOE8HLQf4eeEa5/YFqL52ev04TigpblwU\n", "biIMCCoMMRjeO+1C77QLoq9wa1le2GYIIzLifFij0UCvj95vpPRbLgPP1WNx4ZEr7Yn3eM2aNdRj\n", "FosFQOZ8bjKdCqK2z8v2+GDHmT8+ceIE4iWtMwhyFzTWRZqRXuLNdyo0aCUZPQAU5aACA6AXJWNR\n", "jMgoBUaUSWVFgmkk8fanxxeAzS0oF7Qc7YWgRL2ZKKUaIYVkz8VJ/NO7vVK+/JG++HYFdp8ZAyDs\n", "mO25OBnXa0gc3sgGeyVpSCFJV07enMcftrMopnqMznqkfisv0Id5VsSbCuPxB/D9fd3Sey2vzKfk\n", "8HKKoyhUrqShOoRSCkm2chzJ3eDGElOYOa0cqoxqioFDMr1MJJ0KjHj7VB6ocXgD6JmOXH5TCLIJ\n", "/aDXcHEpcZpLTdR3y9dr8ND6agBC+UqR93ut1BjLJQVGW1sbdd6QarXcU2AQRp5TTnh8ASplQkTJ\n", "/yVZLk048OVXLuLZk6PSteb0sB1zhMcLAPQopK6IaUvyFBKthqOCCxMyH4yj/TbJL6W5xESVSCUh\n", "00h6ZlySYSwAXNvA1BeJ0NzcjN27d2P37t1YvHhxtpuTdtSab6/WdjMPjMyh1jGi1nYnQtSzYGJi\n", "As8//zz12J133onGxkbF5/v9oZtuLHO89vb2iNFbdjx/xxzHoUTnw6hfCw0nKDJyqX3isc5jhDg8\n", "3/3gFMbMfrS1tcHp9eOXe4+ix6HFOGfGRHCHSMvxkrpB6f00rtD7HTjegRmLPy3tnSDSNcoK9NBq\n", "uKjPry8mFntWd9jf3zg/gR8fpMus9c84ceBAO268MXJ7Zr0czo6GFi7vXBrFH15XB46L3h7yOFC3\n", "Snq9wxoyrmtvb4fNywEQ3n/c5qTO3x+8egRHp3V45JoG7FpdOe/j4/X3jgCgF4D7Tl/BR5aWKfpf\n", "kK9XSiFR+rzfjhrQOS0sArQcj7b8UEBI6fk8D2i4AgR4YTH77v52bN/WBn+AR9fkHAQNB9BSmpfU\n", "9x9zaqTv3DkyndXr59ELPQCEvmksNmG6/7LUtiGrm3r+nMcvBcb0Wg5mozalz69QUDgNXOqAs4fP\n", "aH+c6zcBoIO/HSNzaCnLV3z+ZbsWgLAgrDT4cPT9Q3F93o3NxXixQwhMfmJdFcwmnTTeSvMtmHL4\n", "pAAqIKgdLp08istc7lzP/U671FekiaeoCsh2+8TjdddeJ7Wte8qBDwZsij45B05dBDfoTenzeB7o\n", "LWzF0yeGIc9o5AHsfucIPnX79dLzT/aFj7czI4LqZ3TWDfH6UlVkRHt7O4z+0PP3HT6B5oKA9Pkv\n", "f9AJ8V7Y1lwcsb2LKlZIn3XsUj9G/KGAhmmqB0Bt0t8/l44zwfLly7F8+fKMfR6DwWAsdDg+SUvk\n", "c+fOobi4GLW1IWn7yy+/jHvuuQc8z+ONN97Axz72McXXvv3229i4cWNyLWYoQi5oYnFswIanTgzj\n", "hkXFVPWDXOI/DvXj1XMTAIBHN9fivrVVGLC68M3fXFEsrbqiMh//eteyiO/3n4cH8NIZQRr4uWtr\n", "8OC66qifH29/nh6exV/8uhMAsLKyAP9y19Koz/f4AvjYz0+BB6DhgNd+f52kEth9ZgxPHB5UfN3T\n", "D66Kmvby6tlx/Mf7A9Rj/7lreUJpJL+7NIkf7u8DAOxYUoqv39QUarc/gDufPAUE2/3m59ZDw3GY\n", "8/hx71OnEeCFx59/ZA3MCiqU82NzON9xErtuvSHu9kTiNxcn8aMDfdRjzSUm/Oe9K/DK2XH8JNgP\n", "H11Whj+7kQ62Pn54AC8Hx8HnN9cqjv/3e6349ltd0vEXr6vDPasrY7brwWc6MBVUX4i/V++0E194\n", "6QIAoTrELx9encA3DWFz+XDf00L5PaNOg9c+sxYHDx7MSpT9z16/JCle/n5nCxqLTfjkc2cBCCk6\n", "L3xyjfRc8vvXmg34+QOrwt8wAeQBPg7A659dF7E6TKLEe94/+MsOTBF+DgCwrbkYf31rs+Lzf3F8\n", "GE9/OAIA+PjKCnzp+vq42uPyBfDksSGYjTo8uK6KSlH58cF+vHF+gnr+htpC/OCOJfK3yRrt7e3Y\n", "56oLM9oFgJ/euzyi8XK2eOTZM5JKZEVlPs6PCSlkJXk6TAfP7VtaSvCNmxel9DkdI3Z89Y3L0rFR\n", "p0FNkUFKjZPfo8jxpgGPQDBg8b3bF+Ovf9sltfFXjwjn3t/v68a7XUKfk1Wa3L4A7n+6QwokRbtH\n", "nB+bw5++dgkAkKfXSMGcIqMWzz+yJmq6lJo4ceIEbr311mw3A4B658aJzD9zCXm7Tw3N4mtvdib8\n", "Pt/e0Yzv7u3O2Ov+ansDvv9uf+wnpunzMv26x+5oxbra3CjRvFDGtlpI5Hqc1Kxv7969aG9vx969\n", "e7F//37p8S1btuDZZ5/Fs88+iy1btiTz1owMcE29Gf9617KcDV4AdOWQUbsXPM/jRwf6w4IXGk6o\n", "DvGlrQ1xv1+0lJREScTAEwAMOo3UlgAPDAcl9/u7p6ngxbKKfMrTQ0maT7K/O3yBcDjO1BMRMoUk\n", "TybvNmg1KAimGwV4wB7c9b1ClIYM8MDB3vDP3Ht5Cn/62iU80Z2PC2PKZoeTc14c6p2hdmgj0asg\n", "1e+ZdmHO45f6ExDK6sopjmK2CQjpRT/cH6r4sLXJgrtXVcRsE6CcntJBmDsuicP3IBJmkw5FQb8a\n", "sdRjNuBlFUgai03BVB1hMWN1+WB3h9pGnx+pp3rIU0jK8sPThOYbp9cfFrwAhB3xSPsBF0j/i8r4\n", "x4FJp8EXr6vHIxuqwxaMZBqJSEsOpY+IFEXwWcq1FBKA9qgRgxcAcO+aUABTbqiZDBcJQ9eWsjz8\n", "567lVJD0IvHZNpdPGm96LYfWwpDi5q3LU9L/ybTL8ghGnscHbdI1tt5ijOgbBYAq90wqUa6pNy+Y\n", "4AWDwWAw1ElSiVQ7duxQfLy2thYPPfSQ4t8Y84saI23RkFcieevylJTzq+GAXasrsb62EKurCpEf\n", "h48HmXs/nkYPDHJyGK+pWb3FKAViBqxuVBQYJNUAIARkvnd7C/7jUL+0IzdodWNDhIj0pMOLMwpl\n", "HA/3WaWc+XiIVoUEEHbXxdzsGZcPZpMOlycc1HMOdE/jo8vKpGOe5/FiR6jc8rtd02EVGNy+AL7y\n", "+iWM2j24qbkYfxVhF1uENJGUPgfCjiFZxpOs3EF+BxGbm16E+gM8/uGdHswGgzMVBXp89cbGmOlw\n", "offWAxDaJvpgnBoOlWBcV1MY1/tEoqbIiFm30N9DNndWzvkZp0/qnzy9BhUFenAchxqzUfpdBm1u\n", "LKsQ+jmREsPxIA+CpLuEajx9Okj4X9SZjZhx+TDn8WPKKfhckEa9gHAOkAvW5RWxK5DEw7qaQsns\n", "WKQ1xww829racPGosqos10w8AcHI80g/7XtRmq/DbUtK8d9HhwAA/VY3AjwPTZzXBSX6iGvYR5aU\n", "otZshJsI3pLjpVcWMLxlSS0uBYPdh4iAcTVxvSOD6aQHTTsR6G5bVBz12lZg0KKiQB9WinUz879g\n", "yFDr/FOt7WYeGJlDrWNEre1OhNybQTAYoBcm3dNO/Fdw8ggA966uxKNb6rC5wRJX8AKQKzDSV8Uh\n", "kQokImQp1UGrG09/OCLtsJXm6fC921tQYNCiljBXG4qiwDjYMwNx37e1LA/i5tiFMQemEiip6qJM\n", "PMP7VcmoUh7A+HBwFjbCHLNz0okuwmhVqdzkmRG7FNB5v88as8wtOaHfUBsKCpwbnaMqVChVGIlW\n", "Dvbk0KyUGqHhgG/dvEgxHSYS8kokPM/jNFF2MOUABqEoGY6hyJkv5OoLcQFEGXkSC/xkzo9oyNOo\n", "slGBhFRD1VuMWFUVCkicGQ0PJA7Z3FLQp8ioRa2CMigZ9FoNtjTSKozW8txTYBRGML/NRQWGUjrF\n", "9U3FKMnTw0wooCKVJ42X3pmQikw0y2wsNklBnQmHF5NzoQogIotKTFhTHbqOeP2ha2U1cW5QAfvg\n", "+3h8ASrg0dasXH2EpEmm0OAgKDAYDAaDwcgmuTeDYCSFaEy1UCAXKiOzHkmSX1moxyc3xq8qkN6P\n", "2JFS8tCQE29/JppCAgD1RGDiUK9Vqh4CAF/YUielatSbyZKrkWXLB4hdtZ3LyrC6Spjg8kDYbmI0\n", "yJ1cRQWGQoqEPIDh5+ldwd9eoquhdE46KKUHAGqR7/HzUdNlyAokOg2HHUtKpb+dHbUrmnhS30HB\n", "xFOEDIzsaC3FqurEAg7yAE+/1S3lzRcZtQmXtZUjr0SSjXOe7KMGQmIeqRJJMudHNAoMWmpsprMC\n", "CRDfeU8pMCxGrK4mAhgKSqgLxG76sor8uBU98UCmkRh1Gup3yAXa29sjppDkogKDrEQickOwj8nx\n", "nkoaCc/zVFBCLMmq1XBYUh66RlycEIKpZHWbphIThs+fULw+k8G8yoJwxeHRAZt0ja81G7EkDrWO\n", "3KNkeWU+dQ1lMAD1zj/V2m6fLzsppFcjah0jam13IuTeDILBgLAYNGrDJ/p/tLUeeQrqgFhYTDop\n", "T9/hDYSVqUuWZCTypMT83Nic5CGxtroQt7SUKD5v0Kq8qJ92eKXUGg6CLPg6YlFzWMGTIhIuX6hP\n", "YikwrC4fHB5/WDlJQPDzAIQdv3euTFN/C/CCMoTktGzR1z0VuRwlOfGvtxixtjqUVnN62C7tSJqN\n", "WikQRBItgDFKqDfIxUq8yD0wyMDMmurClCTnAB3AIJUmmaSfWLg1kQEMCxlsIwMYRAnVNCgwAHp3\n", "uUohTWi+GaAUGCasqQoFujoUFEbkeE9X+ojI5gazFBi6vsmSk94ESuWHjVou5fNhPqi3mKAn7juF\n", "Bq1kJteYpgDGhMMrBRIKDVqUEtcNcnyIPhhUsKM4L+j7FB5cJVW7o9jSAAAgAElEQVSLdAqJcI96\n", "j7gWb18cPX1E+jyZAmNzQ7jvCoPBYDAYmYYFMBYICy3fieM4aqECAFsbLbi+KbbsNdL7JZJGEr8H\n", "RuILtHpL+KJLwwFfvqGemlSSu6kjsx7F1IqDvVYpALK6uhCl+XpsbQxJfE8Qpm2xiGbiCcjTL7y4\n", "MuWUUlfISbiYRnKo1ypJ50lImb3T66fyvQGgK2oAg96NrCzUozRf+GxCTa2ovpB/B3kAY4QYE8mk\n", "JsjTU04Npc//AhA8MESy5YEhz8cXqZOpQwChck03kT6UDg8MgDZabElR1SJH7FOPP4B/ae/D//3t\n", "lbBrxZDMA2NJRb606B2yucPStpI18IyHPL0WP75rGf72I4vx5zcqlzfPJm1tbShUUGAoBUhzAa2G\n", "owJzWxrN0AWDQmRQsz+FAAatvjBR1/xlhNGvqNzpIVNISk1oa2vDmprwQBjpgWHJ00nttnv8mHJ4\n", "KVPnmxaXhL1eiaZieQCDpY8wwlHr/FOt7WYeGJlDrWNEre1OBHYWMHKWqkKDtJtr1GnwR1vjKz0Y\n", "iYqC0PuN2T0pS/p9AV5KEeAAlObHt0CrKDBAr+Wo/OVdqyvD5Lr5Bq1Uvs8b4DE256EWsUBI7QAA\n", "NwZzmussJjQWm9A344Lbz+PDwVlsVahYIIcy8TSEBzDkCgMyfWRTvRl9My5cHHfAzwteFu91hdq2\n", "qMQkTcRJmf35sTn4ZIGZqAoMmQKA4zisrCwMK9Oo5H8BAIVGLTScoARxeAPw+ANSFQtSgZFMagLZ\n", "P9NOun/WpiGAoRQkSIVLEw6cH53DLa0lirvkSsg9MKS2ydRCPM/jtXMTmAwu5s1GbdhubrJ8emMN\n", "eJ5Ha1k+lqZQ2SUaL5wew5sXhPSn4hPD+Oq2UElhMkWmzmKEQavB8ooCSQl1ZsSObcEFoscfQNdk\n", "aDynW4EBCObBZQW5uzNuVgpg5GD6iMjq6kJ0Bn+z7cRCv7E4NMb7ZpI//8gARqMsQEAGMC5NCB5G\n", "YqDVqNNI16U1svQ2DUenXWo4DuUFeowEr2lvnJ+AO3i/aSoxxX3vayoxSUaxVYUGtOSYSSyDocSw\n", "zZ2U15nHH99mD2N+0WpAbQDFS2WhIeLcbz5Idpxlup0LFRbAWCCoteZvNFrK8nB8ULiIfXJDdcoV\n", "B8gSjLEuOvH055TDKykQSvJDO16x0Go41JmN0oK+LF+PT25Q9vWosxilIMmg1U0FMGacXipN4cZF\n", "IXXKdY1mabF5uM8aVwCDMvHURU+/mHH5YCfScJaUC2VfRTXFq2fHcSW4COAA/MkNDfjzNy4DEMoT\n", "+gI8dBqOar8IuWsvRyl3fGVVQVgAI5ICQ8NxsJh0Up/aXD7JXJL0RklmrBWbQuPrwvgcZdyYarAM\n", "EKohGLUc3H4es24/3nqvHbfdlNw5b3X58BdvXIbLF8CpYTv+Zkf0yi8AYHfT5RxJlUpZvh5GnQZu\n", "XwB2jx9DNjeePTki/f2RDdVpK3daZzHiW7fEbm80rkw68MyHI9hQW4SPrQyVyW1vb8e6a6/Dix0h\n", "X5oP+m3geR4cx2HW7ZMWlAYtJ6lKVlcTAYzROSmA0TXphDcYoKs1GxIyhV0ItLe3Y+n6zWGP56L/\n", "hcgjG6qh4QRFA6k4SJcHhtyUk6Sq0ACLSQdrsLIN6Se0qMQEDcehvb0dW7ZeD4OWgycYlCgv0Ifd\n", "fyoKDFIA47Vz49Lj2+NUXwCCwuevbmnG/u5p3LmiPCfTfhjZJ9fmn2N2D772ZmfCr/t2HPfBXGCh\n", "e2BYXX58d293wq977I7WtAcGoo3tZMfZfLRTTq6dk/NB7s4iGFc996+twl0ry/HZa2pw35rKlN+P\n", "SiFJ0UUeSC2/n9xp+z9b6iJWU4lU3QGg00dWVRVQZVy3EtUJjvRZEeCjV/YAZCkkEcqoisw4fbg8\n", "EdpZXlKeJylAAKH6iPiJ62sLsbq6EBad8P4uX2hXWimAMWr3wO5WvkHL5dcAqCoQIjVRAhBmhTQS\n", "u9sn+aIYtRzl9xEvpAKDTJ1Zmwb/C0BIg6omxsO0J/nL98XxOSm16P3eGapyTCTIXecGi5HyW+A4\n", "DnVEdY1/PtAv9UFNkQF3rihPuq3zwWPv9aG9x4p/OzSAd65MUX974fQY5ZEz5fRJQTXyHKw1G6Xf\n", "ldwRJxVGtIFn+tUXakDJxDOXFRgWkw5/eF097l5VQaV3VBUaJB8lq8sX1zmjhFIFEhGO47CcuDeQ\n", "JshkOodeq8EKohx1dWH4ZJj0wbAR16PtixNLw7y2wYyvbmu6ascvg8FgMHKP3J1FMBJiIUbaLCYd\n", "vnx9Ax5aX50Wc7p0e2BQBp5xpo+IfPaaWty7ugJ/fmMjtrdE3hGjpPmytIF2ovrINllJvOWVBVLA\n", "YcrpwyWZz4QSpImnkss9uagftXukPHANB7SU5aO6yEgFZkRuX1oGANjUVCY91jFih8sXoBZ4pEdC\n", "93T4Dqfd7cNEMCVBH1SxAIJSRy8bH5EUGPLvIZZSpdUXxqQqRURy509H+ogI+b0qF69I+n36iWCE\n", "nweO9Mc2e41UgUSkjqiu00Es4j93bS30aVJfpINBq5vyWfm3gwPS9WDVxi14+ex42GuODQrVfKj0\n", "EeK3WFFZIJUv7ppyYsYpjNMLY4T/xTylu+QybW1tMOk0kPsx53IAIxIajqMqSCXjgxFWgaQ4XJlF\n", "pkWR/kCiWkO8N5FBsxqF0rxyDylACDST5ymDkQ4W4vwzl2EeGJlDrWNbre1OBPXNIhiMJFEqLZcK\n", "41QFksQUGKX5evyf6+qxc1lZ1OfVm0OTTXL31+MLUIvEGxbRAQythsMWQv78fl/sBaqTTCFRqkJC\n", "KAxGZj2SwqKh2CQtSG6UBVIKDFqpbauJCffZUTvlf9FUbMJ6YqGv5INBKgDqCQWAQavBknJ6cRhN\n", "nkcGGmxBpcdIiv4XgBD00StUzllXU6Tw7OSoJZQlZMnYROmXleVt74k+Pniex77OkFKhqSR84aVU\n", "wnNZRX5YcC3byM8Fu8eP/7e/FwGex3OnRuEOKlNISf7xASGVjTwHSTPeAoNWMhcN8MCXX72Ik0Oz\n", "VIBueeXVuYPNcVyYx0oup5BEg/bBSDyAEVaBJD98IaIUBAbCz7mdy8pgNmph1HL4yNLw+4hS2eJE\n", "0kcYDAaDwchV1DmLYIRxNdT8TRXKA2MutgdGLOgKJOmpsCCHVmCEJsxnx+ak/Od6i5FSl4gkWk6V\n", "TCFRUmBEyt8ngwfyAMbNi0ukxYpn6KL0+JmROcqkaU1NIeUToVSJhKxA0iiTXq8k0kiMOg1VFUWO\n", "PBUGSN3/AhAWavLUE7NRi0Wl6dvxJAMzH17uS/p9BmQmhMcHbJSJq5zjg7M4FUz30XLC7yqnTqG6\n", "zhc21yWlZplPlM6FD4fs+J+jQ3jtXMj74ovX1Un/PzMqKIZIBUatbCd71+pQmtuY3Yuvv9kpma3q\n", "NFzaK6aoAfE6Kk8jMSlcX9QAabrZH6G0dTTkBp5K50akVA3xOiL2aWWhAc8+vBrPPbImzNQTUE5r\n", "jLf6CIORCGz+mVkWugdGLqHWsa3WdieCOmcRDEYSkCqJiTmvYlnSRCBTSMrmKYBRIyulKioWPhwM\n", "Lf431Crv8G+qK0K9xYiPryzHo1vqwEfxwfAHeGnnGVDeITVoNYqBjSWEM31NkREriZ1mUmFSYeCl\n", "hcyMy4e3Lod29NfJAhhKCoyemXADTxEygFFbZIi6aFYqpUpWIKlOUoEhf29ASB9Jp/EdmUIylYIH\n", "hlyB4fHz+GDApvjcAM/jyWND0vHOZWWKwQq5AmNroyWt6TPpwObySWV8OQC3Ly2V/vZCxxj8vPBb\n", "La/Ix50ryiXfAa+fR8ewnVJgyL/vjiWl+OtbFil6PrSU5cGgUtVBOpArMNSYQgKkbuSp5OEjx2LS\n", "hXn45Os1immKeq0GBRH8k+RB9VVVBYqBbgaDwWAw1IY6ZxGMMK6GfKdUMeo00g55gIdU4lGJRD0w\n", "5kuBYdJpJG+IAA+MBNMGPhyKHcDI02vxs/tX4kvXN2BTvTnqop4MXph0moiL7uK88O8pT9/48xsb\n", "cXNLCb7S1kDlc994YxsV3CBTcNZWF0oSfECoRCI3HqXc+2UeDJvqiqRJ/20KcmoSpQAGlUKSQrWb\n", "4jx5ACN96SMAHcBwcMkpO+Y8fqkKC8nBCGkk7d0zkmGrQcvhkQgVc8iUCg0H/MG1tUm1bz452m+T\n", "jG+XV+bjT25ooMadyGevqQXHcdhUH/r9jg3awkqoytm2uAQ/vXcFVb0CuDr9L4DQdVQe1FFvCklq\n", "HhjRKpCQyNNIFpXkSdfveO/1cg8Mlj6SXbq6uvDCCy/gtddeg8eTegprLsHmn5mFeWBkDrWObbW2\n", "OxHUOYtgMJKE3IFK1QeDrEKSqAdGIpALw0GrG3a3D5cnhNx6DukxiXTGSB8RkadIcBB2l0kaS0z4\n", "5s2LcMfy8MoTqxWkzo3FJpTk61Gar5fe3+ULYNhG/z7Rdi/z9Fr8130r8ItPrIxZsUZRgWEPLUyT\n", "9cAAwgM869KsQKgsNEhmkRMOLxV4ihdy4UX+1kf6rPD46ffzB3j8/PiwdPzxlRURx3pxnh73ralE\n", "kVGLz2+uC0vzyQVI/4vrGi3QazX4y+1NlHfJuppCbKgTAhfX1IcCEe91TUvVSfL0kdOUyvL1+LuP\n", "LMZX2hpQZNSiyKjNuSosmSYshUSlAYw6s1E6/0ZmPQmff6Rqo1HBCFdEnkYSSa0RDXNw7AFCQFGe\n", "3sfIHDMzMxgeHsb999+Pu+66CwYDU8IwGAxGKqhzFsEI42rId0oH8fpg7NsfvT/9AZ5ScCRahSQR\n", "SKn6gNWN0yN2aRd5SXl+RG+KRHASFUiUDDxF5CkSDcUm5EV5Pkl7eztWK5Q8XUsENSKlkdjdPqm/\n", "9RpOscqIQatBdVHs2tqWPDKA4QfP85QCozoVBQbRP2ajNqmFRzR0Go5qXzJGnmT6yMY6M2qDFQwc\n", "3gCVmgQAv7s8hYFg2kSBQYtPrKuK+t6PbqnDS59am5ayx+nG4w/gGJEmc33QI6a5NA9/uKUOHAA9\n", "x+MLW0LeF6urC6XgxpQjpFqpM0evVMNxHO5YXo7nH1mDZx9erWh6ejUQ8sBYGCkkBp1GOv94AAPW\n", "+FUYPM+jh/DxWRRlTMgVO6RaI957Pcdx+NLWerSW5eHL1zegdB7vUYzonDx5EgUFBdi9ezcuXbqU\n", "7eakHTb/zCzMAyNzqHVsq7XdicB0SIyrClJWO6hgwsbzPP7x3V68c6UA3aZB/MHmurDnAIKHgxhE\n", "sJh085rfTgYwBm1uKY0EADbUpmeHnzTwzIumwJDtOi8pT2xhtqQiH3otB68/lB5CKkgWl5qk9Jiu\n", "KSfagruGZAlPsgJJMliMtALD7vFL39+o00QshxoPZP+k2/9CpKbIiKGgOmXY5om6EFKCNPBssBhR\n", "U2TACx2CeWV7zwy2NAoLe48vgKdOhNQX96+pTEuwLFucHrZLSqNas4HaAf/Yygqsqy3CmQ+PYymR\n", "EmXSabCmuhAnZIEdpYorSmg1HLTILRPTbLBQFBgA0GAxSedf/4wbLWXxpQfFU4FEpKU8HxoO0j0m\n", "0XNc5JbWUtzSWhr7iYx5ZWxMuL7u2rULv/71r9Ha2gqNRvkcaG9vl+Tf4iIk14/JtudCe4oWr0My\n", "ZDowwD4vvfh9Huw/PwCLRZjDWK2C4jLW8ZK6CtSYjYrjqaOjI+J4E1+fLLlyvuTScX5+/Om26p2N\n", "MiiuhnyndLCEmGwe6rXikxtrqL9fmXTinSvTAICXzozj05tqoNeGTzQmqPSR+d3ZqrPQpVRJ5cf6\n", "CP4XieIiKlBEC2DIF/dy/4toiGN0WUU+zozMSY+TAYxICox4zO/ihVZg+MIMPFOpmnFDkwVPnRiB\n", "2xfAx1ZUpNTOSNSYjUBwQU16MsgRTVvl34esntBQbEKdxSgFMN7vtcIf4OEL8Hji8IDk81Js0uGe\n", "1fPzfTLFoV46fUTeL43FJjTefEPY6zbVFYUHMBT8LxjhiOd8oVyBodIqJIAwTo70C0qeRIw846lA\n", "IiIGzk4N25Gv16CVCBSze7062bZtGwCgrq4OU1NTKC9XTisjf1/5b82O4zsmK5wlQqa9JZL9vEy/\n", "Llky/XnOgBbfOzgOYFz2l+jHj91hQY3ZqDieop2PQiBE/t7xM5/ng9J9IlfOz2jHJ06cCGt3JFgA\n", "g3FVsbXJAr2GgzfAo3PSiQGrC/VEgODtzlBlDF+AR++0C60Ki3TSgHI+00cAerF0acIh5eHrNRxW\n", "KXhKJAPpgZGniz+FJJEAhsjqqkIpgFFvMVLS5sURSqmS/09Vjk9+B5vLhyFC0ZKKgScgBJueeXAV\n", "/AEeJfM0Lsj0meEIAYzzY3P4273dqCzU4x8/2kql+ZApJPUWI5ZW5KMsX49Jhxc2tx/Pnx7F7y5N\n", "UcGRhzdUx50qlIvwPE+VT93aaInybJpr6s34r6ND1GMsgJEYC8XEE6ArkSRi5JloEPYvtjXht5cm\n", "sbGuKCwFh6Euli5diq6uLrS2tmJ6ehqrVq3KdpMYDAZD1ah3FsGguBryndJBgUGLa4kKAe92zUj/\n", "9wd4vNM1TT2/czK8nCcgr0Ayv4ZcNUUh40YxeAEIpUPTJcVOJoWEA9BaFn8wQRyjWxpD/X9DE72Q\n", "bCwxSd91eNYDh8ePvhkX9lyclJ4jNw1NFJ2GQ2Gw9CAPoHMi9BunYuApYjbp5i14AUDyrACUPTB4\n", "nse/HezHpMOL82MOqlytP8BjyEYrMDQchxsWhX6HJ48NU8GLzQ1m/N7y6JVdcp3OSScmgsqlIqNW\n", "0UwWUL6OLioxhcn968y5Z1Cai4Q8MBZOCgkZfDg3NqdYnprnhfPMRZh8JhrAqCoy4NObasLGKrvX\n", "q4/169fj5MmTePnll6HX66HXLyw/EjYmMwvzwMgcah3bam13Iqh3FsFgJAlZTu69K6GAxanhWcqo\n", "DwA6Jx2K75HJFBK9VkNVTxGJVD41GeJNISFNKustxqR25VdVFeL/3tqMRzfX4mFZSU6DVkPtcF6Z\n", "cuKx93rhCXpmLC7NoypDJAupwrg0EfqNU1VgZIIawqi0e8oFX4BeQJ0YnKUCb6Qx55jdI/mPlObp\n", "UBAM5NywKLxCQb5eg6+0NeBvP7JYMY1KTbxPqC82N5gT8lDhOA6b6ugxV88UGAmxUEw8ASFoKwZA\n", "x+e8Uolhkhc6xvD7z5/DZ351FpfGhesLmW7SFKUCCWNhct999+Gee+5hKUAMBoORBpKeRQQCAfj9\n", "/thPZGQEdlOMny2NZknC3DvjkrwW9nVOhz23U2FyCshSSOY5gAEomwaKpR7TgdNHKjAiByVWVRdK\n", "KTM7lyW2K0+O0Rubi3Hf2irFzyLTSH58sB8XgwsAnYbD129qgi4FA08RMoBxmQhgVKdBgTHf1FmM\n", "UuBh0uHFmxcmqL//6vQodXxq2A5/MMhBp4+EFlFrqwsplcHWRgv++74VuGN5+bwYkWYasnxqtPSR\n", "SNfRa+pD51qRUatqM9NMIvbnQkoh0Ws1uI5Qjh3omaH+7vEH8KtTwjk47fTh629exqmh2bgrkMSC\n", "3esZuQYbk5kl094SVzNqHdtqbXciJDWL2LNnD5544gmMjtIT5ddffx2vvPIKXnnlFXR0dKSlgQxG\n", "usnTa3FdI5lGMg2XL4B22UQUELwX/IFwiXAmU0iA8B3ffL2GqpaQKvGmkJh0GvzsgZV48v4VuH9t\n", "9JKaydJcGlpYk7LrT2+qxuIU00dEyADGrDsUiFWDAsOg1eBBopzpL44Pw+4WlEMXxuZwcshOPd/u\n", "8UtKon6iAkl9cWhMaTUcvr1jMe5YXoa/2dGM79zWjPIMjOtMMGb34EpQkaLXcEkpeDbVmaVFeDqV\n", "T1cLC0mBAQA3Eoql9u4ZKo3kcJ+VuqY4vAF8c88V6RpbEKMCCYPBYDAYjOgkNYvYuXMntm/fHva4\n", "yWTC3Xffjbvvvhtr1qxJtW2MBLga8p3SCZVG0jWNw71WaYJZZzaiQCv83+ULUJ4BImQKSVkGFBi1\n", "MgXGupqilEqJyok3hQQQFh9kZZR4iXeMkgoMkRWV+bh/TfoCJpFKpabDAyMT3LOqAsV6YYza3H78\n", "8qQQTH5epr4QEatokAqMBtlvuKKyAF9pa0TbouKUKrHkGlMOr+Sbsq62EPmGyAqjSGPUbNLhn+9c\n", "gj+7sRFfaWuYl3YuRMT+LJT1uZqrkABCZRrxOjloc6OHCLS+dSnkOSOeRWSaV1OMCiSxYPd6Rq7B\n", "xmRmYR4YmUOtY1ut7U6EtM4i/H4/du/ejZdeeimhUigMRqa5tt6M/OAEdMjmwc+PD0t/u7W1BNWm\n", "kCJBbuTJ87xkCAjMfxUSILzqwfra9FQfEYm3CkkmaJYFMIxaDl+7qSmtARuylKr0OTpNxMBGrmHQ\n", "aXBrRSiI9urZcRztt+JgTyhV4r41ldL/TwbLyg3MkAaeV4ePw/LKAjx+z3I8/eAqfGFzXdLv01SS\n", "h48uKwsrCcqIjVbDSddbQN0pJIBw/m0mzKBF9d6kw4sPBmzS4//w0RbUyFRdqZaBZjAYDAbjaiet\n", "s4idO3di165duPfee8PSS+SQ0aH29nZ2nOIxSS60J9ePjx4+hOsJGTCpsjDPdKGGCGC8e+oS9fq3\n", "3jsoGSEWGLQ4cfT9eW/vyOUzIOFHL6f1/XsHQwGcgZ4r8/J9xJy8WM+/cOIo8rWhHcuby1zo6TiW\n", "1vZMDfVBTnWRARzH5cT4jOf40Y9eh5WVBQAAb4DHd97qhthrSwp82LW6QnrN6eFZuH0BDCh4YOTK\n", "95nv48pCA5pL86I+v62tLWfauxCOyf5cViGM1QItj4sf/v/27jc2qutO4/jj8R+MY2wDAzaGmHEw\n", "jrNAAScF0jpOVjgEBRJRuk2TUqKqiyqV1Wp3taraF1slUSu1q2R3ta/6YrdJpa5E10sJkGBSbK/k\n", "MKQNIWxoY8dpApQ2odgYg+OAHeyZuy+Mhxkzgz0zd87cO/f7kSLNvXhmjp+c6+s5Pud33nJE+9I5\n", "boq6f/yqe2Kb3f/9cFCTky1WVZWqcXGZnqy8ooWzbt5PCofOp/X+k+ey/f3nyjHS54X19k5CDQxz\n", "3Nq33druZORZ8fYAu2FgYECtra0x57Zu3aqamhr19PSooqJC1dXVcZ/b0dGhlpaWuP/W2dmpxsbG\n", "NJoNpO/4n4b0T786E3PunoUl+vfH79brZy/rh51/kDSx5v2fH62LfM3pS9f07ZfflzTx17T/+PI9\n", "GW9rKGzp6f/u1sWrY1pSPks//at7bJ3m/1z7GR27sVPD9zfW6oHaW3elMOnI7y/pxRPn9UBgrr59\n", "/2LbC0m2f3BJz3fFDmKsv7NMP3hkma3vk2nv9V/V3x38/S3n/23rcq2oKtVf/0+P/jQ0MTj3/Y21\n", "+kHnWUkTtSAOfmO1rbNagNvp//S6Oj8c1OeXlKnOxvo92TIyFtJX/ut3kR2SXvrKPXq242ykbs8/\n", "NtfokfqJQsefjI6r9bd9Ksr3acfaKq47Bzl58qQ2btyY7WZI4ndju5w6P6zvtH2Y9POeaanVcx1n\n", "eZ7Hnvf8o3VanUJtq1T7Warv5wXJ/Dy+7QwMv9+v3bt3x/xXU1OT8OvPnTsXeTw6Oprw62A//qKQ\n", "vMaownyTNtbNkyRdOdsTOXf60rWYIm0XYwp4mtnPPd+Xpx8+skxPN1bpuYfvsr1GwUyLeKYjmT66\n", "qX6+fvG1VfqbLyzJyC4Y8ZaKuKGAZ7RgMKh7Ft6hv1w2N+b8yso7tKJqYolRY9RONa+8dzHyuLp8\n", "Fh+i4uDnqL2i81xYWqSn1lTlxOCFNFEM+t6ogrA/fevPkcGLWQW+mEKfZcUF2rVusZ6+d1Ha1x19\n", "FE5DnzSLGhjmuLVvu7XdyUhpHlJHR4fOnDmj4uJiBQIBNTc3S5oYwDh+/Lgkac2aNfa1EsiAAl+e\n", "HqitUFvvJUmSL09qvjHzYG6hpZJCn66NhfXJZyFdvDqmhTcKPEbvQOIvMfeht3be7FvqQ9hldHzm\n", "RTxzQUXxrQNPbingOdU376tW8A9XIsuavhq1Q8naxXN0oGdim9Xo3UnuLPdG/Qsgkx4IVOjXN2au\n", "Re9i9UBtxW2LxQIAgNSlNICRaGnI5EAGzPPCeqdMaKmbFxnAWF9TrorZEx9sH3igSQeGPtBvL0x8\n", "6Dt9aSQygHExagcSv6EZGJlmooink/poLszAmMyzck6R/qGpRv/51se6v6Y8prjg56pK5cuTpu4E\n", "vCSFXWS8wEl9NBfkep4baspU4MuL2WVEkh5ZPi9j75nrmcJ96JNmUQPDHLf2bbe2OxlcBfC0lVWl\n", "+vumO3X60oi+tqYq5t+W+WdHBjA+GLim+5eWy7IsvfnHm1Xm3fahN5ERA0tInKSs+NZBmqpS985K\n", "aFk+Ty1xPjSVzipQvb9EvRevxZz3yg4kQCaVzirQmupSnfhoOHKusrRIqxbZu0sUAAC4Kfc/qXiE\n", "F9Y7ZcqjDX797Rfv1Pyo2RTBYFB1828u1zh9YyvVtz76RGcGJx7PKvBpQ0252cZmyMhY5peQOKmP\n", "zi7M16z82LXobhuMmmmeaxffWiyKGRjxOamP5gIv5Bm9G4kkPbx8Xkbq9kzyQqZwF/qkWdTAMMet\n", "fdut7U4GAxhAAnXzbxab+/DSxF+wf3Hq5vbAj949P+5SBDcaGY+egeGNtdvls2/+vysu8KlsVm5+\n", "32vjVLumBgZgjy8sLVd0Xc6HM7h8BAAAMICRM7yw3smkpqYm1VQUq+jGX+kvXh3Tr88N6d0LVyVN\n", "FAD98qqF2WyibcbDVqQApC9Pke/Zbk7ro9GDT5Vzimzf2SXTZprnXyy8I2a2ydzZBSqdlRsDb3Zz\n", "Wh91Oy/kWTG7UF9vXKQ7ivL15OpKLSrL7OCgFzKFu9AnzaIGhjlu7dtubXcyGMAAEsj35cXs+vHv\n", "wT9GHm+smxsp6ul2sctH8l33QT5V0QMYVTny/zKeogKfVgT6C0YAABJeSURBVFbdXJPP8hHAXl9f\n", "W6V9O1fpm5+vznZT4FAjIyP60Y9+pPPnz2e7KQDgegxg5AgvrHcyaTLPZVF1MAZHJtYd5kl64nOV\n", "8Z7mSrE7kGTuR4LT+mjMAIbL6l9IyeUZXQdj6VwGMBJxWh91Oy/laWrg10uZ5pKuri498sgj2W5G\n", "RtAnzaIGhjlu7dtubXcyGMAAbiO6DsakLwYqdGdF7nwINFHA04miZ9Dk+qyELQ1+fa6qVLVzi7V9\n", "5YJsNwcAPOPy5csqKSlRcXFu32cAwBQWUuUIL6x3Mmkyz+gZGJOeXJM7sy+kqVuoZq6QpdP66JYG\n", "v373509VXOhzZeG9ZPK8oyhfL2xdnsHW5Aan9VG3I0/7kan7BINBbdmyRb29vTP62sn/x5N/RfXq\n", "8f/9/pyGQ/kqL5/Y7W1oaEiSpj2eXXpr4eqZMD2zIdX3S7UGhlu+P9Pvl++TTp0fjt+f5gd06vzw\n", "zeOof/90ZDSt9mby+mlqasr69ZvKcUnJrX80ToQBDOA27po3W748KTxR41KNi+eo3j/zC8wNYgcw\n", "vDUD418fq892MwAAOayvr08HDx5Uf3+/AoGAqqsT10qJHqCaOljltWNf6Tz9sO1DSRcV6/bHz7SU\n", "KhWmi2Pyfs54v6HRkJ7rOBt1Zmb97ZmW2pTeb1K2ry8nHp88eVIz5Z1PKznOC+udTJrMc1aBT3dF\n", "FfL86urcmn0hSSPjZpaQ0EftRZ72I1N7kaf9yNR9du3apW3btqmpqUkrV67MdnNsR580ixoYmI4X\n", "rkkGMIBpfPv+JVpVVapv3LtIaxalNrLvZKaWkAAA4EWDg4MKBoN69913s90UAHA9lpDkCNbF2is6\n", "z1VVpfqXHK4fED2AUZzBXUjoo/YiT/uRqb3I035k6k7z5s3Tt771rWw3IyPok2aZXpoB9/HCNckM\n", "DMDjonchKfFQDQwAAAAA7sKnlRzhhfVOJnkpT1NLSLyUqQnkaT8ytRd52o9M4TT0SbOogYHpeOGa\n", "ZAAD8LjoGRhe2oUEAAAAgLvwaSVHeGG9k0leynNk3MwMDC9lagJ52o9M7UWe9iNTOA190ixqYGA6\n", "XrgmGcAAPM5UEU8AAAAASAefVnKEF9Y7meSlPGOKeBZl7keClzI1gTztR6b2Ik/7kSmchj5pFjUw\n", "MB0vXJPMQwI8LqaIZ0HmlpAAAAAAMOPPn3ym/k+vJ/28haVFWlQ2KwMtskdKAxjd3d16//33FQ6H\n", "tWHDBi1ZskSSdOHCBXV2dio/P18PPvigFi1aZGtjkZgX1juZ5KU8Y5aQZLCIp5cyNYE87Uem9iJP\n", "+5EpnIY+aRY1MDCd6Guy/9Pr+k7bh0m/xvOP1uXeAMalS5e0fft2SVJbW1tkAOP48ePasWOHJGn/\n", "/v3atm2bTc0EkCkxS0jYhQQAAACAQ6X0aaW5uTnu+ZKSksjjoqKi1FqElHhhvZNJXsrT1C4kXsrU\n", "BPK0H5naizztR6ZwGvqkWdTAwHS8cE2m9efW9vZ2rVu3LnJsWVbkcWFhYTovDcAQdiEBAAAA4Aa3\n", "XUIyMDCg1tbWmHNbt25VTU2Nurq6tHz5cvn9/si/hUI3p6Ln5eXd9o2DwWBkjc7kSBHH6R1Pckp7\n", "3H48ySntycSxZVm6dn1c0sT1OrvQ56j2ccyxyeOmpiZHtcftx+Rp//HkOae0x+3HSB9ZmkUNDEzH\n", "C9dknhU9bWKGjh49qgULFqihoSHm/Msvv6wvfelLsixLr776qh577LG4z+/s7FRjY2NqLQZgm+vj\n", "YW392SlJUqEvT4e+uSbLLQIAwIyTJ09q48aN2W6GJH43nurU+eGUig8+01Kr5zrO8jye58jnPf9o\n", "nVZXz0n6ealK9Toy3U4puZ/HSc8X7+vr07Fjx9Tb26v9+/fr5z//eeTf1q9frz179mjPnj1av359\n", "si+NNEydNYD0eCXPa1EFPGdnuICnVzI1hTztR6b2Ik/7kak7dXd3a9++fdq7d68++uijbDfHVvRJ\n", "s6iBgel44ZpMeh5SZWWlvve978X9t+rqaj311FNpNwqAGaYKeAIA4FWJdu8DACSPin05wgvrnUzy\n", "Sp6j0QU8MzwDwyuZmkKe9iNTe5Gn/cjUnRLt3pcL6JNmUQMD0/HCNckABuBh0UtISjI8gAEAgJdN\n", "3b0PAJA8PrHkCC+sdzLJK3nGbqGa2SUkXsnUFPK0H5naizztR6buFW/3vqmi//8Gg0FXHE+es/v1\n", "h4aGZJLp2hKpvp/p56WK97u9TF6fU6/NVAwNDRn/eZIM5iEBHhY9gJHpIp4AAHjR0aNHVVlZqUAg\n", "cNuvi576PXUauFOPE21Nm+5xeXm5pIsyxfTSDN7P2+9n6vo8dX44pfaVl5dr9T1mfx6dPHlyxu1j\n", "ACNHeGG9k0leyXPE4BISr2RqCnnaj0ztRZ72I1P36e/v17Fjx9TQ0KDe3l4NDw9r586d2W6WbeiT\n", "ZlEDA9PxwjXJVQB42Oh4dBFPdiEBAMBOCxcuTLh7HwAgecwZzxGsi7WXV/I0WcTTK5maQp72I1N7\n", "kaf9yBROQ580y3StB7iPF65JBjAAD4sp4skMDAAAAAAOxgBGjvDCeieTvJLnaHQRzwJqYLgJedqP\n", "TO1FnvYjUzgNfdIsamBgOl64JhnAADzM5BISAAAAAEgHn1hyhBfWO5nklTxHDS4h8UqmppCn/cjU\n", "XuRpPzKF09AnzaIGBqbjhWuSAQzAw0aidiGZzQwMAAAAAA7GQqoc4YX1TiZ5JU+TS0i8kqkp5Gk/\n", "MrUXedqPTCFJn4yO641zQxqJuofPRP2CEq2oLLW1LfRJs6iB4W75PunU+eGkn1dalK9Pr8/sep9z\n", "1+rIe1wPhaf5anfiKgA8zOQSEgAAkL5Q2NLP3j6vwWvJLSd4cvVC2wcwAMzc0GhIz3WcTfp5z7TU\n", "pvy8XMSc8RzhhfVOJnklz2sGdyHxSqamkKf9yNRe5Gk/MoXT0CfNogYGwAAG4GmjMUtImIEBAAAA\n", "wLkYwMgRrEG0l1fyjC7iWUwNDFchT/uRqb3I035kCqehT5pFDQyAGhiAp31/Y62ujYU0OhZWcYaX\n", "kAAAAABAOvjEkiNYg2gvr+R535IyNdfO1ab6+cr35WX0vbySqSnkaT8ytRd52o9M4TT0SbOogQGk\n", "OAOju7tb77//vsLhsDZs2KAlS5ZIkl555RWFQhNr6pctW6ZVq1bZ11IAAADARS5cuKDOzk7l5+fr\n", "wQcf1KJFi7LdJABwtZQGMC5duqTt27dLktra2iIDGMXFxXr44Yftax1mjDWI9iJP+5GpvcjTfmRq\n", "L/K0H5m6z/Hjx7Vjxw5J0v79+7Vt27Yst8he9EmzqIEBpDiA0dzcHPd8KBTSvn37ZFmWamtr1djY\n", "mFbjAAAAALcqKSmJPC4qKspiSwAgN6Q1jNfe3q5169ZFjjdv3hx5fPjw4XReGkkKBoOMgtuIPO1H\n", "pvYiT/uRqb3I035k6j6WZUUeFxYW2vKa+b48Pd24SCNj4em/OMrdC0qm/6Ik0SfNogYGIOVZ0T9Z\n", "pxgYGFBra2vMua1bt6qmpkZdXV1aunSpAoFA3Od2dHSopaUl7r+9/fbbunLlSuqtBgAAANJQUVGh\n", "e++9N6Pv8dprr0X+wMfvxgAQXzI/j287A8Pv92v37t23nD969KgqKytvGbw4d+6cli5dKkkaHR1N\n", "+LqZvlkAAAAA2TYyMiJpYibG5ON4+N0YAGYm6SUkfX19OnbsmBoaGtTb26vh4WHt3LlT0sQAxvHj\n", "xyVJa9assbelAAAAgIusX79ee/bskWVZCWdfAABm7rZLSAAAAAAAAJzAl+0GAAAAAAAATIcBDAAA\n", "AAAA4HgMYAAAPCMcDisUCmW7GTmDPO1HpvYiT0zlxj7hxjYDt5NOn85/9tlnn7W3Obd34cIFHThw\n", "QD09PZo/f77mzJlj8u1zRnd3t4LBoLq7u1VWVqaysjKyTdPIyIheeOEFLVu2LJIdmabuzJkz6ujo\n", "0OnTp1VbW6uLFy+SZRrOnj2rzs5OvfvuuyorK1N5eTn9M0mvvfaa2tvbdeedd057jZPt9OLlGe/e\n", "JJHnTMXLVOL+lKpEeU69P+Xn52ctz0TXzCuvvKL33ntPvb29GhsbU2VlpZH2zJRbr/VEfcLJeSdq\n", "s9OzjubkfKdyU67R3JRxMr+PxWUZduDAgcjjl19+2fTb54yurq7I40OHDlmWRbbpOnz4sPX2229b\n", "H3/8ceQcmabm8uXLVjAYjDlHlulpa2uLPOaaT113d/eMrnGynZmpeca7N1kWeSZjaqaWxf0pHVPz\n", "jHd/sqzs5Znomjly5IixNqTCzdd6vGvM6XnHa7Mbsp7k9HyjuSnXaG7K2LJm/vtYPElvo5qukpKS\n", "yOOioiLTb58zmpubbzlHtqm7fPmySkpKVFxcHHOeTFPzzjvvqKKiQvv27dPKlStVX19PlmkKhUIK\n", "h8OyLEvWjc2jyDR9iTIk29TEuzdJ5JkO7k/2ind/krKXZ6JrJhQKad++fbIsS7W1tWpsbDTWppnI\n", "tWvd6XnH46as3ZSvm3KN5qaM40kmd+MDGFbUrq2FhYWm3z7ntLe3a926dZLINh3BYFBbtmxRb29v\n", "zHkyTU1/f78kafv27Tp06JDq6urIMk0rV67U888/L0nauXOnJPqnHRJlSLbpib43SeSZDu5P9op3\n", "f/L5fFnPc+o1s3nz5sjjw4cPG2/PTOXKte6WvKO5KWs35eumXKO5KeN4ksnd+ABGdLGOvLw802+f\n", "U7q6urR8+XL5/X5JZJuOvr4+HTx4UP39/QoEAqqurpZEpumY/OvM4sWLNTg4SJZpOnXqlL773e8q\n", "HA7r1Vdf1eOPP06mNkiUIdmmbuq9SSLPdHB/st/U+5Pf7894ngMDA2ptbY05t3XrVtXU1MS9ZqJl\n", "80NUsu12Sr+8Xbunk628k22zU7KONpPvwemDAk7MNVlOzzieZHI3PoAxMjIiaWKUZfIxknf06FFV\n", "VlYqEAhEzpFt6nbt2iVJ6unpUUVFReQ8maamvr5eZ86cUV1dnS5fvqwVK1aQZZomp9P5fL7IjYlM\n", "05coQ7JNTbx7k0Se6eD+ZK949ycp83n6/X7t3r37lvOJrplz585p6dKlkqTR0VHb2zNTybbbKf0y\n", "UbsTcULeybbZKVlHS/Q9OCHfmXJirjPhpozjSSb3PCt6voYB58+fV1dXlyzLUktLixYuXGjy7XNC\n", "f3+/XnzxRTU0NEiShoeHtXPnTrJN0+DgoPbu3atAIKBNmzZJor+mY+/evcrPz9eCBQvU1NRElmnq\n", "7e1VT0+PJGnFihW6++67yTRJHR0dOnPmjIqLixUIBNTc3JwwQ7Kd3tQ8Gxoa4t6bJPKcqXh9VOL+\n", "lKpEeU69P0nZybOvr08vvfRS3Gvm9ddfV19fnyRpzZo1Wr58ecbbM1O3a7fT+2WiPuHkvBO12elZ\n", "R3NyvlO5Kddobso4md/H4jE+gAEAAAAAAJAsX7YbAAAAAAAAMB0GMAAAAAAAgOMxgAEAAAAAAByP\n", "AQwAAAAAAOB4DGAAAAAAAADHYwADAAAAAAA4HgMYAJBFJ06c0E9+8hPbX3dwcFBvvPGG7a8LAAAA\n", "ZAsDGACQRffdd5/8fr/trzs+Pq7r16/b/roAAABAthRkuwEA4HXhcFgHDhxQKBRSOByW3+/XQw89\n", "pMHBQR05ckSzZ89WKBRSdXW1NmzYEHnOL3/5SxUUFMiyLJWWlmrTpk2SpP7+frW3t6uvr09XrlyR\n", "JN1///2qrKzM2vcIAAAApCvPsiwr240AAC/78Y9/rF27dkVmYrz55psqLy/Xb37zG+3YsUOFhYWS\n", "pDfeeEPV1dUKBAK3vEZra6ueeOKJyPHFixfV3d2thx56yMS3AAAAAGQcMzAAIMsWL14cs4xk7dq1\n", "OnLkiC5cuKBDhw5FzofDYRUUFCgQCOizzz7TkSNHFAqF5PP5dPr06Ww0HQAAADCGAQwAyLKPP/5Y\n", "AwMDkUGMd955R/X19bp+/bq2bNkSmYEhTdS2kKS2tjZt3LhRZWVlkqSrV6/GvGZ+fr5CoZCh7wAA\n", "AADIPJaQAEAWnThxQsFgUNXV1SouLtbY2JgWLFig5uZmXb16Ve3t7fL5JuotX716VevXr9ddd92l\n", "7u5u9fT0qLCwUOPj4/rggw+0du1abd68OfLakzUyfD6fxsbG9Pjjj6uggHFrAAAAuBMDGAAAAAAA\n", "wPHYRhUAAAAAADgeAxgAAAAAAMDxGMAAAAAAAACOxwAGAAAAAABwPAYwAAAAAACA4zGAAQAAAAAA\n", "HI8BDAAAAAAA4Hj/D9Iy3aly+i1PAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VPW5P/DPmclk38lOIGEJO7IvYiSyKFQFEeEKBdTq\n", "1fZK1avWW+ttXdpS22vVX2sVtNTdBkUB2WVRlgQkQJQlISEhC2Tf18kyy/n9McmZc2Ymk1nOzHwn\n", "ed6vF68XZzLLkyczZ855zvf7fDme53kQQgghhBBCCCGEMEzh6QAIIYQQQgghhBBC+kMFDEIIIYQQ\n", "QgghhDCPChiEEEIIIYQQQghhHhUwCCGEEEIIIYQQwjwqYBBCCCGEEEIIIYR5VMAghDBLq9V6OgRm\n", "aDQaT4dACCGEeC06pjCiYwrizXw8HQAhxDWSk5Nx4sQJDB8+3OWvdccdd0i+DJVKJd5//32HXvvE\n", "iRPYuXMnTp48iU2bNmHJkiVyhsqM+vp6bNy4EY2NjVAqlXjxxRcxd+5cyX3Ky8uxbds2ZGZmIjAw\n", "EJ9++qnF53r55Zdx4MABBAYGCrc9++yzuPvuu136O7Csuroajz/+OJqamuDv7w+O4/Duu+9i6NCh\n", "kvvddttteOWVV5CWlmb2HDqdDsuXL4darUZVVRWuXLnirvAJIYQpdEzBNjqmcC06pmALFTAIGaBS\n", "UlKgUqnc8lpDhgxBenp6v/d7/PHH8c4771i9T25uLp588klMnTpVrvCs2r59O/70pz9BrVYjISEB\n", "HMeB53ksWrQI//u//wuO41zyug8//DBefPFFzJgxAy0tLVi+fDl2796N0NBQ4T6XLl3CzJkz8fTT\n", "T2PdunV9PhfHcfjkk08wZswYl8TqjV588UVs2rQJ48aNs3q/5ORkBAUFWfyZUqnEvn37AABr1661\n", "+jy2vLcJIcRb0TGFbeiYYmCiYwq2UAGDkAHq8OHDng7BTGNjY7/3+cUvfgHAcNXEHVavXo2YmBjk\n", "5+fjscceE25/77338Ne//hXPPfec7K9ZWFiIiIgIzJgxAwAQGhqKxx9/HJ9//jkeffRR4X5Lly61\n", "+Tl5npc9Tm/W0tLS74EGAHz44YeyvJ4t721CCPFWdExhGzqmGJjomIIt1AODkAHmiSeewIIFC5CU\n", "lITS0lKL9+ns7MRTTz2F+fPn4/bbb8fKlSvxyCOP4OrVq5L7VVRUYP369Zg7dy5uvvlmrFy50uw+\n", "ANDe3o7169dj8eLFSEtLwyuvvCL58jt79iwWLlyIb7/9FgsWLBD+Pf744/L+8k4w/bJ+9NFHcfbs\n", "WZe81sWLF7FgwQLJbQsXLsSlS5ccfs4XX3wRt99+O2677TY8+OCDaGpqcjZMi/7+979j/PjxSE9P\n", "x8MPP4xZs2YhNTUVq1atQlFRkeS+W7duxYIFC7B27Vo0Njbi5z//OVJTU7F06VJUVFQI98vLy8Oq\n", "VauwePFi3HLLLVi/fj2qqqociu/jjz/GggULJO+1hQsX4vTp05L7bdq0CQsWLMDYsWNx/Phxh14L\n", "APbu3Wv2egsWLMDvf/97s/seOHAAS5YswcKFCzFv3jy88MILZnOybc0ZIYS4Ax1TOIaOKWxDxxRS\n", "dExhI54QMiA9//zzfElJicWfvfPOO/zWrVuFbb1ezz/yyCP81atXhdsaGxv5tLQ0/vz588JtV69e\n", "5dPS0sye98iRI3xNTY2w/dprr/Fvv/222euuWbPG5vg//PBD/uDBgzbf3xnHjh3jt2zZImw3Nzfz\n", "Tz31FP/xxx+75PU++ugj/sCBA5Lb9Ho9v3bt2j4fYy13Fy5c4HNzc4XtzMxMfv369c4H2ocPP/yQ\n", "j4qK4vfs2SPcduXKFT41NZWvr683u/+sWbP4hQsX8sePH+d5nufr6ur45uZmnud5Pjc3l7/11lv5\n", "4uJi4f4//vgjv3jxYl6tVjsco63vtS1btvDHjh1z+vn6+/knn3zCP/DAA3xra6tw27Zt2/iHH37Y\n", "4v2t5YwQQtyNjilsR8cU9qFjCvt/PtiPKWgEBiGD0MyZM1FYWIi8vDxoNBpwHIetW7ciJSVFuM/W\n", "rVvx61//GtOnTxduS0lJwdtvv42//vWvkudbtGgRoqOjhe1f/epXOHbsmMt/D7nwPI833ngDCxYs\n", "wKJFi7BhwwYsXboUGzZscNlryjkP9qabbsL48eOF7Xnz5oHjOHR2dsr2GqYee+wxSUOvcePG4Xe/\n", "+53F4ZOdnZ3Yvn075s+fD8Awv7l3Xu4bb7yBf/7zn0hOThbuP2XKFDz77LOSBmMvv/yy5GqE+J83\n", "dFPfunUr3n//fQQHBwu33X///YiOjkZBQYHZ/a3ljBBCWELHFFJ0TGE/Oqawz2A/pqAeGIQMQrNm\n", "zcKIESNw/Phx7N69G62trQgJCcGvfvUrKBSGumZBQQEeeughs8dOnDgR5eXl/b6GUqmUO2yX4TgO\n", "zz77rGS+qitFR0ejtrZWcltVVRVCQkJke43Y2FjU19ebdciWi/ggVHzbzp07zW6fOHEiIiMjLT5P\n", "ZWWlMEdZTK/X47bbbhO2X375ZYdjZUFhYSEWL15sdntHRwfS0tIkB/qA9ZwRQghL6JhCio4p7EfH\n", "FPYZ7McUVMAgZADrqyLf2tqKqKgo3HfffcJt33zzDbZu3Sp84Y4ZMwZZWVm48847JY/NyclBYmKi\n", "1ddta2tzMnLbbN68GTU1NfjZz37m9NJuvB0NqyorKxEfH+/wa02ePBkvvfQS1q9fL9z27bffytol\n", "PT8/3+KBhlw5O3/+vOT903vbqFGj7HqeSZMm4eGHHx7w3c7nzp2L7du3u6wDPSGEuBodU9iOjins\n", "Q8cU9hnsxxQ0hYSQAayvL9Dly5dLmiPp9XqcPn1aMhTt0UcfxWuvvYbz588LtxUUFOCJJ56QdNH+\n", "6KOP8Lvf/Q5dXV0AgK6uLmzcuBE///nPzV7Xz88PJSUlwnZzczN27dplV+zixz755JP4+uuv3Xqg\n", "sXHjRgwdOtRsyKs9EhMT0djYKOS2qakJ7733Xr/LalmSm5uL+++/H9XV1cJtmzdvFrqRi8mVM57n\n", "sWvXLuzZs0cSx6ZNm/DII4/Y9VzPPPMMnnnmGbNGbqdPn8bevXsdjtFW9vztrens7JR0Da+ursbB\n", "gweF7SeeeAIPP/yw5D4ajQbbt29HTk6OLDEQQogr0TGFbeiYwj50TGGOjimsoxEYhAwgO3bswFtv\n", "vQUAKCoqwrFjx+Dv7w9/f39s375dOJiYOHEiPvjgA1y6dAltbW3o7u7GsmXL8NOf/lR4rtDQUPz7\n", "3//Gc889h8LCQnAch7i4OGzZsgXDhg0T7vfggw9iz549WL58Obq7u9He3o4nnnhCMlSv1yuvvIJf\n", "/vKXUKvV6OjoQHx8vGSoH8/zuOeee9Da2oqqqir4+vriz3/+M4YNG4aPP/5Y8lzffPMNdDod3njj\n", "DadyJl6zfdu2bQgKCsKuXbvg42N59xgbGws/Pz8MGTLEqdfdsmULnnjiCeHL580330R4eLjkPm+9\n", "9RZ27NgBwPBlvmDBAnAch7feegsTJ04EAEyYMAEvvfQSNm7ciMbGRrS0tGDhwoV49dVXzV5Trpxx\n", "HIdXX30Vx48fx6ZNm4T3xgcffICIiAjhfqtWrUJ9fb0QO2AY6vrFF18I94mJicGWLVvwwgsvoLi4\n", "WHj+W2+91aHl5v74xz/i6NGjktf08fHBJ598gri4OADAqVOn8Nvf/hY8z6OiogKBgYEIDw+HUqnE\n", "1q1bhbmzvc8FQPJ8o0ePxj//+U/J67700ktYs2YNuru70d3djaSkJDz99NPCz9PS0qBSqbBhwwY0\n", "NTWB53kEBQVh5cqVkrnGtuSMEELcgY4p7EfHFPajYwo6prAXx8tVKiKEEDd68MEHrV5tIebkytlH\n", "H32EuLg4LFmyRKbICCGEEM+hYwr70TEF8RSHR2Ds2bMHOp0OADBq1ChMnjwZgKFpzNGjR6FUKpGW\n", "lubUnC5CCOlLYWEhPvroI0+H4VXkyhnVvQkhxNypU6eEoffDhw/HjBkz+jxeJmyhYwr70TEF8RSH\n", "R2AcPnwYt99+u9ntu3fvxvLlywEAu3btwooVK5yLkBBCCDP+9re/YcuWLfD19UVUVBS2bNli1u2a\n", "EEIGu0OHDuGOO+7o83iZEELHFMQxDhcwDh48CLVaDZ7nMWLECGH5myNHjgjLuuzfv9+s2zAhhBBC\n", "CCEDUUlJCb766ivce++9GDlyZJ/Hy4QQQhzj8BSSpUuXCv8/cOCA8H9xPUSlUjn69IQQQgghhHiV\n", "5ORkbNy4EV9//TVGjhzZ5/EyIYQQx8iyCom4UNE7zw/oe73oQ4cOQalUyvHShBBCCCGE2C08PNzi\n", "8pDO8vf3R0hIiNnt1i7s0bExIWQws2d/7HABo7S0FElJSQAMa9X26ujoAGAYidH7f1NKpZKG0Mks\n", "IyMDqampng5jwKB8yo9yKi/Kp/wop/KifMqPciqv7OxsWZ+voaEBkZGRAIwjkvs6XjbF2rExS+81\n", "lmIBKB5rWIoFYCselmIB2IvHnv2xUwWMrKwsAMDUqVOF2+fMmYP09HTwPC/0wiCEEEIIIWQgy8zM\n", "RFdXFwBg5syZAPo+XiaEEOIYh5t4OuPo0aNMVZkJIYQQQsjgkp2djUWLFnk6DAB0bEwIGdzs2R8r\n", "XBwLIYQQQgghhBBCiNOogDFAZGRkeDqEAYXyKT/Kqbwon/KjnMqL8ik/yilxF5beayzFAlA81rAU\n", "C8BWPCzFArAXjz2ogEEIIYQQQgghhBDmUQ8MQgghhBAiwfM8cmvaEebvg1A/H4T4KcFxnKfDkhX1\n", "wCCEEDbYsz92eBUSQgghhBAyMHVq9Xh6TwEAwFfJYc9DUzwcESGEEEJTSAYMb57HxCLKp/wop/Ki\n", "fMqPciovyqf83JnT5k6t8P8wf58BN/qCWMfS55elWACKxxqWYgHYioelWAD24rEHjcAghBBCCCES\n", "pgUMQoi8Klu6UNPWbffjYoJ9ER/q54KICPEO1AODEEIIIYRIZN1oxm+/KQIAzBgagld/MtrDEcmP\n", "emAQT7pQ0Yrn9hfa/bjX7hyNKQkhLoiIEM+xZ39MU0gIIYQQQoiEeARGKI3AIIQQwggqYAwQ3jyP\n", "iUWUT/lRTuVF+ZQf5VRelE/5ubcHhk74fzgVMAYdlj6/LMUCUDzWsBQLwFY8LMUCsBePPaiAQQgh\n", "hBBCJGgEBiGEEBZRDwxCCCGEECLx5snrOJBfDwB48pZhuHt8lIcjkh/1wCCeRD0wCDGiHhiEEEII\n", "IcRhTbQKCSGEEAY5VcDo6OjAq6++ioqKCuG2qqoqfPbZZ9i2bRsqKyudDpDYxpvnMbGI8ik/yqm8\n", "KJ/yo5zKi/IpP7f2wOigAsZgxtLnl6VYAIrHGpZiAdiKh6VYAPbisYdTBYzjx49jyZIlktuysrKw\n", "bt06rFmzBmfOnHEqOEIIIYQQ4n4tXeIChtKDkRBCCCFGDhcwGhsbERgYCH9/f8ntgYGBwv99fX0d\n", "j4zYJTU11dMhDCiUT/lRTuVF+ZQf5VRelE/5uTOnzTSFZFBj6fPLUiwAxWMNS7EAbMXDUiwAe/HY\n", "w+ECRkZGhsVfXNwTVKVSOfr0hBBCCCHEA3R6Hq1dhmVUOQAhflTAIIQQwgaHCxjV1dXYvXs3MjIy\n", "cPnyZeF2nc64bjjHcX0+XjzvJiMjg7ad3N68eTNT8Xj7NuVT/u3e21iJx9u3KZ/yb5vm1tPxePs2\n", "5VP+7c2bN7vl9VpEoy/8lTyUCo6J31/ubdI3lvLEUiwAxWMNS7EAbMXDUiwAe/HYw+llVHNzcxEe\n", "Ho6EhAQAwM6dO3HvvfeC53ns3bsXy5YtM3sMLRUlv4wMyyNiiGMon/KjnMqL8ik/yqm8KJ/yc1dO\n", "Sxo78NhXeQCAYWF++NfqCS5/TU+gZVT7xtLnl6VYAPnikWsZVZbyw1IsAFvxsBQLwF489uyPfZx5\n", "oYaGBmRkZCA5OVkoYMyZMwfp6engeR6LFy925umJHVh6Aw4ElE/5UU7lRfmUH+VUXpRP+bkrp7QC\n", "iWNOnTqF6upqAMDw4cMxY8YMVFVV4ejRo1AqlUhLS0N8fLyHo7QNS59flmIBKB5rWIoFYCselmIB\n", "2IvHHk59K0VGRuKxxx6T3JaQkIC1a9c6FRQhhBBCCPGM5i4qYDhi3rx5wv8PHToEwLg6HwDs2rUL\n", "K1as8EhshBAyUDi1jCphhzfPY2IR5VN+lFN5UT7lRzmVF+VTfu7KqXgERigVMOxSUlKC119/HaNH\n", "jwbgvavzsfT5ZSkWgOKxhqVYALbiYSkWgL147EEFDEIIIYQQIhAvoRpOBQy7JCcnY+PGjTh79iwA\n", "Wp2PEELkRgWMAcKb5zGxiPIpP8qpvCif8qOcyovyKT+39cDoNK4oRyMw7Ofv74+QEEOTRVtX5wOk\n", "V0RZWKGFlXhSU1M9ng9XxNPc3AxHsZqf3n0UxWO+LUbxWI+nP06vQuII1jotE0IIIYQQgz99W4xj\n", "RU0AgP9JS8LilEgPR+Qacq9C0tDQgMhIQ6727duHu+66y6bV+QA6Nh6M5FqFhJCBwJ79MY3AGCDs\n", "rVwR6yif8qOcyovyKT/Kqbwon/JzV07FIzCoiaftMjMz8eWXX+LLL7/ExIkTARhX50tPT8ecOXM8\n", "HKHtWPr8shQLQPFYw1IsAFvxsBQLwF489qBvJUIIIYQQIhD3wAgLoENFW1kaXUGr8xFCiLxoCgkh\n", "hBBCCBH89N+XUafWAAA+XTMRMcHes3qGPeSeQuIMOjYefGgKCSFGNIWEEEIIIYTYjed5yQgMauJJ\n", "CCGEJVTAGCC8eR4Tiyif8qOcyovyKT/Kqbwon/JzR047NHpo9IbBuX4+Cvj70KHiYMTS55elWACK\n", "xxqWYgHYioelWAD24rEHfSsRQgghhBAAJv0v/JUejIQQQggxRz0wCCGEEEIIAOBKTTue2n0VAJAS\n", "FYC3V4zzcESuQz0wiCdRDwxCjKgHBiGEEEIIsVuLZAQG9b8ghBDCFipgDBDePI+JRZRP+VFO5UX5\n", "lB/lVF6UT/m5I6fNVMAgYOvzy1IsAMVjDUuxAGzFw1IsAHvx2MOpb6ZTp06huroaADB8+HDMmDED\n", "VVVVOHr0KJRKJdLS0hAfHy9LoIQQQgghxLVoBRJCCCEsc+qbad68ecL/Dx06BADIysrCunXrAAC7\n", "du3CihUrnHkJYqPU1FRPhzCgUD7lRzmVF+VTfpRTeVE+5eeOnIoLGOFUwBi0WPr8shQLQPFYw1Is\n", "AFvxsBQLwF489nB6CklJSQlef/11jB49GgAQGBgo/MzX19fZpyeEEEIIIW5CIzAIIYSwzOkCRnJy\n", "MjZu3IizZ88CAMSLmqhUKmefntjIm+cxsYjyKT/Kqbwon/KjnMqL8ik/6oFB3IWlzy9LsQAUjzUs\n", "xQKwFQ9LsQDsxWMPWZp4+vv7IyTEsJyPTqcTbuc4rs/HiJOWkZFB205uX7p0ial4vH2b8knbtE3b\n", "tE3brG1funTJ5a9XVtsobF+/msvU7y/3NiGEEO/D8eIhE3ZqaGhAZGQkAGDfvn246667sHPnTtx7\n", "773geR579+7FsmXLzB5Ha10TQgghhLDnoS9yUdHSBQDYumo8hof7ezgi18nOzsaiRYs8HQYAOjYe\n", "jC5UtOK5/YV2P+61O0djSkKICyIixHPs2R/7OPNCmZmZ6OoyfMnNnDkTADBnzhykp6eD53ksXrzY\n", "macnhBBCCCFuRE08CSGEsMypKSTLli3DqlWrsGrVKiQnJwMAEhISsHbtWvz0pz9FTEyMHDESG9CQ\n", "SHlRPuVHOZUX5VN+lFN5UT7l5+qcavU82rsNU4EVHBDsp3Tp6xF2sfT5ZSkWgOKxhqVYALbiYSkW\n", "gL147CFLDwxCCCGEEOLdxKMvQvx8oLDSy4wQQgjxBKd6YDiK5vkRQgghhLCluKEDP9+RBwAYHu6P\n", "ravGezgi16IeGMSTqAcGIUb27I9pBAYhhBBCCEETLaFKCCGEcVTAGCC8eR4Tiyif8qOcyovyKT/K\n", "qbwon/JzdU5bJAUM6n8xmLH0+WUpFoDisYalWAC24mEpFoC9eOxB5XVCCCGEECLpgUEjMOyXk5OD\n", "/Px86PV6zJ07F4mJidizZw90OkNj1FGjRmHy5MkejpIQQrwbfTsNEKmpqZ4OYUChfMqPciovyqf8\n", "KKfyonzKz9U5FRcwQqmAYbf6+nqsXLkSALB//34kJibC398ft99+u4cjsx9Ln1+WYgEoHmtYigVg\n", "Kx6WYgHYi8ce9O1ECCGEEEIkBYxwKmDYbf78+Wa36XQ67NixAzzPY8SIEdSokxBCnEQ9MAYIb57H\n", "xCLKp/wop/KifMqPciovyqf8XJ3T5g4agSGHw4cPY/bs2QCApUuXYuXKlbjvvvtQXV3t4chsx9Ln\n", "l6VYAIrHGpZiAdiKh6VYAPbisQd9OxFCCCGEEDR3UQ8MZx0/fhwpKSmIiooy+5lKpbL62IyMDGFY\n", "d+/Jhae2L1265NHX96btypYuFJTXAgDCwsIAAM3Nzf1uK3394CiWfn/xNmvxsRTPpUuXPJ4PluMJ\n", "DAyErTie53mb7y0TWuuaEEIIIYQtP//qCoobOwEA76wYi9FRth9QeqPs7GwsWrRItuc7efIkoqOj\n", "MW7cOOG20tJSJCUlAQD27t2Lu+++2+Jj6djYe12oaMVz+wvtftxLi0fglSPFdj/utTtHY0pCiN2P\n", "I4Rl9uyPqbxOCCGEEEIkIzBoCol9ampqkJmZiXHjxiEvLw+tra3YsGEDSktLkZWVBQCYOnWqh6Mk\n", "hBDvRz0wBghvnsfEIsqn/Cin8qJ8yo9yKi/Kp/xcmVOe59HSqRO2aQqJfWJiYvD8889jxYoVWLFi\n", "BTZs2ADA0Nhz9erVWL16NVJSUjwcpe1Y+vyyFAtA8VjDUiwAW/GwFAvAXjz2oAIGIYQQQsggp9bo\n", "odUbZhX7+yjg50OHiIQQQtjjcHk9JycH+fn50Ov1mDt3LhITE1FVVYWjR49CqVQiLS0N8fHxcsZK\n", "rPDmtXxZRPmUH+VUXpRP+VFO5UX5lJ8rc9okWoGERl8Qlj6/LMUCeD4epcLQd6NXyMgpku2+xAT7\n", "Ij7U8cahtvB0bkyxFA9LsQDsxWMPh7+h6uvrsXLlSgDA/v37kZiYiKysLKxbtw4AsGvXLqxYsUKe\n", "KAkhhBBCiMu00AokhHiF5k6dw80/XV3AIMQdHB4fOH/+fLPbxMuf+Pr6OvrUxAHePI+JRZRP+VFO\n", "5UX5lB/lVF6UT/m5Mqc0AoOIsfT5ZSkWgL14WMJabliKh6VYAPbisYfTExwPHz6M2bNnAzA0gOrV\n", "31rXhBDSq0OjQ2GdGnr3r+pMCCEEQE1bt/D/yEAqYBBCCGGTU99Qx48fR0pKCqKiogAAOp2xezXH\n", "cVYfm5GRIcy96a0A0bZz271Yicfbt3uxEs9A3T5xMgNbigNQ163AglERSPUpA8exEx9tD57t1NRU\n", "puLx9m3Kp/zbvbe54vkrW7uE10joGWbu6d/XHfkklrGUI5ZiAdiLhyWs5YaleFiKBWAvHntwPO/Y\n", "Jc+TJ08iOjoa48aNE27buXMn7r33XvA8j71792LZsmUWH3v06FFMnz7dsYgJIQNKSWMHHvsqT9h+\n", "Yl4ilk2I9mBEhBAy+Lx0qAinrzcDAF5YkIzbRkV4NiA3yM7OxqJFizwdBgA6NvZmFypa8dz+Qrsf\n", "99LiEQ71snD0ca/dORpTEkLsfhwh7mDP/tihKSQ1NTXIzMxEXl4edu3ahU8++QQAMGfOHKSnpyM9\n", "PR1z5sxx5KmJg0xHDRDnUD7l11dOG0XzrgFgy5lyFDd0uCMkr0bvUflRTuVF+ZSfK3NaYWEEBhm8\n", "WPr8shQLwF48LGEtNyzFw1IsAHvx2MPHkQfFxMTg+eefN7s9ISEBa9eudTooQsjg0dShkWxrdDz+\n", "9F0J3rpnLPx9nG7TQwghpB88z6OqxVjAiA+lRuyEEELYRGcHA4Q3z2NiEeVTfn3ltMlkBAYAlDZ2\n", "4t3vy1wdklej96j8KKfyonzKz1U5bVBr0aUzzCgO8VMixM+h61tkAGHp88tSLAB78bCEtdywFA9L\n", "sQDsxWMPKmAQQjxKPIUkKdxf+P++vHqcLG7yREiEEDKoiKePxIfQ9BFCCCHsogLGAOHN85hYRPmU\n", "X185FY/AuGdiNOaPCBe238q8Aa2ella1hN6j8qOcyovyKT9X5bSSpo8QEyx9flmKBWAvHpawlhuW\n", "4mEpFoC9eOxBBQxCiEc1inpgRAT44L9ThyHUTwkAaOrUSg6sCSGEyK9CtJ9NoBEYhBBCGEYFjAHC\n", "m+cxsYjyKb8+e2B0GkdghAf4INjPB8kRAcJt1W3dLo/NG9F7VH6UU3lRPuXnqpxWthr3s/G0AgkB\n", "W59flmIB2IuHJazlhqV4WIoFYC8ee1ABgxDiUeIpJBEBKgBATIhxCHMNFTAIIcSlJCMwaAoJIYQQ\n", "hlEBY4Dw5nlMLKJ8ys9STnmelyyjGu5v6HwfG2w8gKYRGJbRe1R+lFN5UT7l554eGDQCg7D1+WUp\n", "FoC9eFjCWm5YioelWAD24rEHFTAIIYKCOjWe+Dofr58ohZ53ffPMDo1eWLrPT8khQGXYJcUEqYT7\n", "0AgMQghxnfZuHVq6dAAAlZLDkEBVP48ghBBCPIcKGAOEN89jYtFgzefnF6qRX6vGN1cb8GNFq6zP\n", "bSmn0v4XKnAcBwCICRZPIdGYPY4M3veoK1FO5UX5lJ8rciqePhIf4gdFz36YDG4sfX5ZigVgLx6W\n", "sJYbluJhKRaAvXjsQQUM4hIdGh3+X8Z1vJV5A91avafDITaqbDUeyJY1u371D/EKJOEBPsL/Y6kH\n", "BiFEBt9fb8bu3Fp00fdQnyTTR0Ko/wUhhBC2UQFjgGBtHtP7ZyuxP68ee67UYW9enafDsRtr+XQX\n", "cUPN6lZ5CweWctooer3e/hcAEBNkPIiube+GTu/66SzeZrC+R12JciovT+fzYmUbXjxUhH+cKsP2\n", "i9UejUUurshpRau4gSf1vyAGnv78irEUC8BePCxhLTcsxcNSLAB78diDChhEdk0dGhzMNxYtsm60\n", "eDAaYivVhKedAAAgAElEQVRDQ01RAcMNIx8srUACAL4+CkT0jMjQ80C9mqaREELsc6SgQfj/uTJ5\n", "p8QNJJUttISqXHJycrBjxw58+eWXKCsrAwBUVVXhs88+w7Zt21BZWenhCAkhxPtRAWOAYGke066c\n", "WqExIwBcrmrzumkkLOXTXdq7ddCIRjrIXcCw2AOjjykkgLQPBq1EYm4wvkddjXIqL0/mU6fncfp6\n", "s7B9rV49IEZyuboHBi2h6pz6+nqsXLkSq1atwsWLFwEAWVlZWLduHdasWYMzZ854OELbsbQ/ZCkW\n", "gL14WMJabliKh6VYAPbisYdTBQy9Xg+dTidXLGQAUHfrsDtXOmWkW8cjp6bdQxHJr1OrR/qPVfjm\n", "ar2nQ5GVuKEm4J7eE+LXjDApYEiWUpV5OgshZGC7XNWGZtH+pUvH43pTpwcjYpe491F8CI3AcMb8\n", "+fPNbgsMDBT+7+tLBSJCCHGWwwWMgwcPYsuWLaiuNs4rpWFynsPKPKZ9eXVo6zYvamWXe9fwXWv5\n", "3PZjFT44V4nXT1zHubKBMz1G3I+id1vOxnf99sCwMgKDGnmaY+UzP5BQTuXlyXxmlDSb3VZQp/ZA\n", "JPKSO6fdOj1qe1Z64iBtoEwcd/jwYcyePRuAYXpmL5XK+hK14r9vRkaGR7c3b97MTDy9/2c5Hkdo\n", "tdr+7ySj5mbjftFV+THNkatfz5vi2bx5s8fzwXI89uB48Z7VTrm5uQgPD0dCQgIAYPfu3Vi+fDkA\n", "YNeuXVixYoXFxx09ehTTp0939GWJBRkZGR4fCtSt0+OBz3PQoDbskOcMC8WZnv4XY6IC8Y8VYz0Z\n", "nl2s5fMXO66gqMFwJe+eCdHYOC/RnaG5zIniRvzxaInktn+tGo9h4f6yPL+lnD67twCXqtoAAH+5\n", "czSmJYQIP/s6pxZvnzbMIf7J2CF4+tbhssQxULDwmR9oKKfycnU+Wzq1OHS1HhNigzEhNki4Xc/z\n", "WJ+egzqT3jkDYX8td05vNHXikS+vAABiglX4dM0k2Z7bG2RnZ2PRokWyPufx48eRlJSE5ORkAIYL\n", "fkuXLgUAHDlyBIsXL7b4ONaOjVnaH7IUC2Aez4WKVjy3v9Du53lp8Qi8cqTYbY977c7RmCI6znIF\n", "1v9WnsRSLAB78dizP5a1BwYNk/McFt6ARwoahOJFZKAPnrl1OBQ9y8kX1KnR0uneSrMz+spnS6dW\n", "KF4AwOXqNneF5HJNHeZ/Hzl7T1jKqWQZVdEqJACNwOgPC5/5gYZyKi9X5/ONk9fxXlYFnt17FYWi\n", "0RVXa9VmxQsAKKz3/hEYcueUpo/I6+TJk4iNjRWKFwDQ0dEBwDASo/f/3oCl/SFLsQDsxcMS1nLD\n", "UjwsxQKwF489fPq/i+3sHSbXm7jeYSO07b3beh74ojISvaYHtSMiUIUxUYHIq1WDB3Chsg23jghn\n", "Il5Ht3tHC/Qqqu/AkeMZ8FeyEZ8z200Bo2Cqpq3bpa/fbKEHRu/P48cbr0SV1EqHPbKQL9qmbdr2\n", "3Pa02Tfj+54mnToeeOd0GV6/OwWZmZk4UqMCYCiAjgrS4lq7Yd9SWN+BEyczoOA8Hz8z2z9cAWAo\n", "XCSE+nk+Hjdvy6mmpgaZmZkYN24c8vLy0Nraig0bNmDOnDlIT08Hz/N9jr4ghBBiO1mnkHjrMLmB\n", "ICPDs8OAjhc1YtO3JQCAYF8lPlkzEUG+SnxwrgLpPxr6pNw1bgieSvWOaQB95XPz6TLszKmV3PbH\n", "JSMxe1iYu0Jzmb9lXMe+PGlj0rVTY/GzmQmyPL9pTjU6Pe764AIAQMEB+342FcreITsA2rq0WPnJ\n", "JQCAn5LD7oemgOM4EANPf+YHIsqpvFyZz5PFTfjDUekQ6t8sSMJtIyPws+1XhJU1fn/HSPy/jOvC\n", "6MB/3jcOSREBLonJHZzJqVbP43RpM0ZE+iMxzDA1UPyd9vCseKyZEidbrN7AFVNIHMXasTFL+0OW\n", "YgHM46EpJEas/608iaVYAPbi8dgUEm8dJkec06DWYMv35cL2sglRCPJVAgBmDDXuKH+o8K5GnpZc\n", "qDSfMnK5amCssGJpCokrp26IR1+E+ftIihcAEOzng0CVYRfVpePNVkkhhAxeWTfMm3T+80wF8mrV\n", "QvEiQKXA9IQQpAwxTm8tqBucxyY8z+MPR4vxh6PF+K8debjWM51GsoQqTSEhhBDiBXwcfeCRI0dQ\n", "VFQEf39/JCcnY/78+TRMzoM8VUHT6nls+rYE9T3zjUP8lLh3YrTw83ExQfDzUaBLq0dFSzcqW7u8\n", "Yp6tpXy2dGpR3GB+8DtQ+mCYrkICyLt8qWlOJSuQ+FveFcUG+6K40dBzpKatGxEB1qemDSYsVc0H\n", "CsqpvFyVT57ncfaGcQUoXyWHbh2POrUGfxBdlZw9LBS+PgqkRAUKDaUL6tRYnBJp9pzewtGc7sur\n", "x+lSQ9GnS2f43n57xVhUivbx8aHsfzcT92Fpf8hSLAB78dhKqTCMFrFHTLCvXfsG1nLDUjwsxQKw\n", "F489HC5gWCpQJCQkYO3atU4FRLzL1qxyoS8EB+A3C5IRLjrJ9FUqMDkuCOfKDDvMH8pbET/OOw+S\n", "LlW1oXe+VUKoLypaDAd++bVqdOv08FXKOqDJ7Zo6zZveydnE0+z1JEuoWi5MxIgKGNVt3RgbHWTx\n", "foSQweNafQcaevYfIX5K/OfsoXjz5HUAkDTvvCUpHACQEiUegeH9jTztdaOpE+9+Xya5ray5C/84\n", "VSZp4plABQxCBrTmTp3dU09eu3M0FTcJc7z7jIsIehtTudN31xqx47KxH8RDM+MxMzHU7H7TRfPt\n", "fij3jmkklvJ5UTR95NbkcOFgT6PjcbXW+w+KLU0hqVdroNU73CZHwjSnkhVIAvoYgREiXonEvMAy\n", "mHniMz/QeTqnOj2Py1VtXrVikzWuymeWaPTFzMRQLBkTibHRgZL7qBQcZg8zfB+lRBl7XhTWd0An\n", "0z7NE+zNqVbP4y/HStGlM/zOYaLRbocLGqDpuT3UTylM/SQE8Pz+UIylWAD24mEJa7lhKR6WYgHY\n", "i8ceVMAgDilu6MAbPVe8AODmpDDcPyXW4n2nDzUWNX6oaIXe8b6xduN5Htfq5VnC9aJoBZKb4kMw\n", "Oc44GsB0dRJv06XVQ63RAwB8FJywIoieB+raXTMKo8nCCiSmaClVMpj849QNPLO3ABt35aNDo/N0\n", "OMwSFzBmDwuFguPw+M2JkvtMHxqCwJ4T8iGBKmEf06nVo1zU92Gg++yHKlztGXWiUnD4809GYcGo\n", "CLP70RVWQggh3oIKGC7U0qnFzss1KKp3fdMwd89jeu14Kbq0hhPexDA//E9aEhR9rBCRHOkv9Dho\n", "6dK5JR+9Pjxfif/amY8HPs8R5v/awjSfLZ1aIW4FB0yMDcKkuGDh597eyFMyGsLfB3GikQ9y9cEw\n", "zal0CknfPTCEOKiAIeHNcxdZ5cmcanR6HClsBGB4r5+53tLPI9jniny2dGqRV2vY33KAMOpvfEwQ\n", "7hD1tlg42vh/juMGzDQSe3KaW92O9B+rhO0HZ8Zj1JBAPHnLMCSE+kruS9NHiCmWvmNYigVgLx6W\n", "sJYbluJhKRaAvXjsQQUMF+nW6vHM3gJs/r4czx8ohLp74FxNq2zpQmHPybyvksNLi0dYHXqq4DhM\n", "E61Gku2maSS51e3Y1rOEq1qjx8uHi5D+YxUcWTn4crWx/8WYqEAE+ioxKdZYwMipbvPqYcmmxYQY\n", "NxQOmkRFk76ac9IIDO92ML8eb568jh8qWr368+EOV2vVQlEYADJKmjwYDbvOl7eg9600LiZQMiXi\n", "yVuG4YEZ8fjlvETcNjJc8riBUsCwFc/zeDPjupCrKfHBuG9SDAAgyFeJ3yxIhlJ0zSE+xNf8SQgh\n", "hBAGUQHDRdIvVON6k6H5YFOnFjnVrr1C7855TOLlUKfEhyApIsDKvQ2mifpguGO6RbdWj9dPlEJ8\n", "ysQD+OBcJf58rFRyomCJaT7Fy6feFG8oXCSE+iKyZ+SAWqNHSaP3Ls/XaFLAiHVB4cC8B4Ztq5DI\n", "HYe7XaxsxfaL1bL3NfCGuYsH8utwIL8ev95fiEMFDZ4Op1+ezOkPJks0Z91o6Xc/xTpX5FO8+sis\n", "YWGSn/n6KLB+WhyWT4gGZzIiUNwHw5uXUrU1p7XtGpT2NED281HgubQkyVLVY6OD8NicoQAMI1lm\n", "WehfRQY3lr5jWIoFYC8elrCWG5biYSkWgL147EEFDBcoaezA5xeqJbdd9vIeCWI/igoY0xKCrdzT\n", "aFyM8epXkYWlSOX26Q9VuNFsmOccoFJgYqyxX8V31xrxzN6rdk1luWihgMFxHCYOkGkkpqMh3DIC\n", "Q9IDw/IIjPAAH6h6LhO2dum8biTTjaZOPH/gGv6ZVYF/nLrh6XDcqrK1C1dqDFe6lRwwLymsn0cM\n", "bqZL23Vq9W4breYt9DyPs2XGnPQ26bSFeATGtXq1W3sxeULvNBsAmBATKNmn97p3Ugz+tnwM3rl3\n", "rOS7jBBCCGGZw8uoDnT17RqcLWtBg1qD1i4tWrt0aO3WIcRXiXExQZgYG4Th4f6SKxqA4QDr/528\n", "YbZyw2UXj8Bw1zwmnufxY4XxZF48NcSaxDB/+Cg4aPU8ats1aOvSItjPNW+/q3VqfHHRWEB6dPZQ\n", "LBkTiXdOl2FfXj0AwxW4x3fl4c5xUXhwRrxkGDIgzad5/wvjgd6k2CCcLDYM9b5c1YZ7Jka75Hdy\n", "NdOGmpIeGDIVMEzfo7asQqLgOEQH+aKip+ledVs3RkT2P+KHFQfz64V9wenSZnRp9fDzkaduzPrc\n", "xeNFjcL/pw8NNfuMschTOe3W6pFbY/4dcbKkCTebFH66dXooOc7su4dFcufzaq0azT37qogAH4we\n", "Yvu+ICpQhXB/HzR1aqHW6FHe3IVh4f6yxucOtuY0v8Y4Tcba8tPjY2hpamIZS98xLMUCsBcPS1jL\n", "DUvxsBQLwF489mD/iNKNWjq1OFnShGPXGnGxsg19XZ/pHQodqFJgYmwwfjJuCG4eHgalgsP+vHrh\n", "QFTJAT0rlCG/th3dOj18ld496KWksVM42Q31U9p8Mumj4DA83A9FDZ3C80xywRUfjU6PN06USub9\n", "3jluCBQch6dSh2NkZADeOV0GHW9YYWPvlTocu9aIDdPjcM/EaIuNSMX9L1KiAiX9PiaLfodL1W3g\n", "ed5s6LI3MJ3O4ereE3qeR7MNU0gAIDZYJRQwaryogKHT8zhaaJw20aXjcaGyFbOHDY6RCMeuGQsY\n", "llY9IEa5Ne3Ccpb+Pgp09kwd+b60GVo9D5+eYkV5cxd+c7AQ9WoN/vyT0ZL9z2BgunxqX42jLeE4\n", "DqOjAnCuZwRHYb3aKwsYtsoXLe09xmSJWUIIIcSbeffZtIz+/UMV7v/sEv6WcQMXrBQvxNQaPc6W\n", "teD3R4rxyJe5+OJiNbZmlQs/v39KrNDpu1vHu7RxmLvmMYmnj0xJCLHrAFJ84in3NJJurR5ZN5rx\n", "6nclQpHET8nh6VuHS2JcNiEaW1aOw3TRyJG2bh02f1+OT7ON3drF+ZRMHzE5YRgRGYBAleFj1KDW\n", "olKmFTvcTToaQiXpPVHbppFluLU4p21dOqG4F6hSwNfKqAR3TGdxhfPlLWjokPa9kHNlCZbnLpY2\n", "dgifQ18lZzaKgFWeyql4v7pwdARigg1Tqtq6dcLPeJ7H3zOvo6q1Gxodjw/PVXokVnvInc+zZdLl\n", "U+0lbeTpnX0wbMmpTs8LS6cCwDgqYBAHsPQdw1IsAHvxsIS13LAUD0uxAOzFYw8agQGgXq3Bx9mV\n", "EM/64GDodTAuOhAh/j4I8fNBsK8S1W3dyK1uR251m+TkpKKlG1uzKoTtoaF++OnUONS1a1DRYrgK\n", "m1PVLpl+4I1+kPS/sG36SK8REQEADFdlS3pObpx1sbINu3Jqca6sRbhq2etnsxIsLg2XFBGAV5eO\n", "wvfXW/DumTJUtBhOir+6XIP7JsdIRljoeV5y1W+KSc8PpYLDhNgg4are5ao2r1yOTrwKSUSADwJU\n", "SoT4KdHapYNGz6NRrcWQIMt9Kpx/PevP662NPL+5at608syNZvyST/TKUTr2OFZkXEFj9rAwq6sU\n", "EWmT4GkJIfDzUWDn5VoAQGZJE2YmhuJYURN+EE3fu1TVhurWbsQOktUj1N06XO0ZVaDgIClC20pc\n", "wPiholUyumUgud7UKXwfDglUISpocLxHCCGEDA5UwIChqWNv8SI22Bf3TopG2oiIvk/YJhuuhlW2\n", "duNAfj32XalDm0lzwf9OHQZfHwUmxgULU04uV7fhPxDrkt/BHfOYdHpeMhphqo0NPHslRxqH6xbL\n", "sGJHo1qD3xwohMbC8ozzksJwz4S++1FwnOGq8IzEEDy+Mx/XmzrRodHj0NV63DspRsjnmestKOtp\n", "BhqoUkiWTu01KTZYKGAcK2rEHWOGOP27OeJ6YydeOVKEsAAf/OGOUXadNJouowoYPgutXYa/U3Vb\n", "t9MFDPF71Jb+F728cQRGS6cW35c2C9sqJQeNjkdNmwYljZ2yTINhde4iz/NeO33EEznt0OiQJ+p/\n", "cVN8MIYEqoQCxqnSZjwyS4t3z5SZPfbbaw1YOzXObbHaS858Xm/qFEZGDgvzR4gDPZTGxwRBwRmm\n", "D16r78DfMq7jmVuH211QPHO9GVfr1LhnQjRC3dzbxZaciqePjKXRF8RBLH3HsBQLwF48LGEtNyzF\n", "w1IsAHvx2IOmkACSeerrpsVh5aSYfk/WOI5DQqgfHpmVgM/WTsQv5yUK00XWT4vDlJ7RCZNEq1/k\n", "VLd7defzq3VqqDWGqzpRQSoMtXOkwUjRSVtxQwd4J3NxqapNUrxICPXDqskxeP3uFLy0eIRNTe58\n", "lQqsEDXe/Dq3TvI3Eq8mc+e4KARaKAqkjghH7yudK2tFjoUVZzq1epwubZas9iG3D89X4EZzFy5X\n", "tWPflTq7HttosgoJIB35UN3WJU+QPUybhlrjyREYep5Ho9r+v9mxokbhvTk2OhA3DzdOoRCP6BmI\n", "Cuo7UN5iLPo5MtR/MMmpbhemUyVH+CMiQIXxMUHC56KxQ4sXDxWhQW34zIh3a0cLG53ej3qL3mXJ\n", "AWB4hGO9K4YEqvBTUcHnm6sN+Oi8fVNxKlu68NLhInySXYXXjpfa9Bie53GqtEkygtGV8kUrkFAB\n", "gxBCyEAz6AsYxQ0duNazwoSvksOtI8Ltfo4AlRLLJ0Tjg9UTsPehKXhgRrzws8QwP6H7fmuXTnIQ\n", "Jid3zGMSz9OemhBi91WrIYEqhPgZCgBqjR41bc6dzOeJrjKtnBSND1aPx2NzhmJyXLBdsS0aHSGM\n", "Vqho6cLZGy3IyMjA5ao2oSGrj4LDykmWR3QMD/fHwtHGq8wfmhwQd2n1eGbPVbx0uAjP7C1Al8lU\n", "Fzl0aHSSE+NToqv//dHpebR0GUYQcYDwfo2ReSUS8XtU2jTUerFQ7jhspdXzeHZvAe7/92V8cLai\n", "/weIHBJNH7kjJVJyEn/mhu1/G8Bw8vOHo8XYnVsrrMAAWP/Mt3Rq8VbmDXx5sdrtJ7ji0RfzksJk\n", "W3XFHTwxH9R0vwoYpqaJl50Vr2L1VOpw+Pfk9HpTJwrtWA7a3eTMZ0mj8bszyYnmmxumx2HJmEhh\n", "+98/VmNPbq3NjzdciDD8/8yNFlyr77+31Z4rdXj5cDF+vb/QbLlce9mSU/EIjHFWViAhxBqW5sez\n", "FAvAXjwsYS03LMXDUiwAe/HYQ/Yjy6qqKnz22WfYtm0bKivZbzL2rWj0xc3DnZurzXGcWTNCjuMk\n", "ozAuV7l2OVVX+lHS/8L+Xh4cxyE5QjQKw8lpJFdFB2mT7CxaiAWolPjJWOO0j505hoNZ8VKsi0ZH\n", "WJ1HvGF6vHBl9EJlm+RK25bvy4STjLLmLuy1cXTED+Wt2Hy6DL8/UoQnvs7Hms8uYeXHF/HlpRqz\n", "+5653oJunfFE9UpNu80jB8SjIUL9fYSRK5KRD63yjhxpsmMKSXSQr5DbBrUW3Tr5C0CWnChqRE7P\n", "ieOOnFpoLLyunufxY0UrSkTv5eKGDqGBnkrB4bZREZg1LFQYpZNb3Y6WTq3Zc/Ult6YdJ4ub8I9T\n", "ZfjPL69AZ2HKlKm3T5dhz5U6vJdVIUxvcgc9z+OYaPnU27xo+oiniPtfTIk37ldvSTYvpk9LCMbS\n", "MZFITTYWN8QjCAcycfE/ycERGIDhe+ip1OGYlWgsKv7jVBkySpqsPMqo1OQixBcXzffHYjzPC9OB\n", "AOD0dfsKmPbq0uolTbJpBRJCCCEDjewFjKysLKxbtw5r1qzBmTNn5H56Wel5HkdFVwsXpURaubfj\n", "JopWrrhsYXqBHFw9j6lbqxdO5gDjlUJ7jRD3wXBiJRKdnkdBvXzzfJdPiBJOkrPLW6EfOhHfi1aM\n", "WH2T9d4lCaF+WCLqffHhuQrwPI8TRY3Yl1cvue+2C9Xo0OhMn0KioE6N3xwsxM6cWmSUNCO/Vo2G\n", "Di3aunX4V1Y56tqlIxFOFEsPvnkA39t4oNxXMSFW5t4T0h4Y5j03+uKj4BAZaBylUdfuumk4vXie\n", "l5yYdGn1uFJjfqV1+8Ua/M/+Qjz2VR5eOFiInKo2HC4wnlDOSwpDiJ8PIgJUwntUzxtWKLHV0ULp\n", "iIbeAlNfn/kGtQYnREWELDtHfDgjp7pd+PuE+ikxfah3TR9x93zQ9m6dsDpVb+PoXlMTQhAsKqj7\n", "KDj8ct4wcByHhaON31XHrjXaVNTyBDnzWdooTwEDMOTyt4uShc8kD+Avx0pR1tz/CMlSk8L78aJG\n", "VLX2PcXucnW7MKUKkBbeHdFfTgvr1cIIkWFhftRAlziMpfnxLMUCsBcPS1jLDUvxsBQLwF489pC9\n", "gBEYaDyR9PVlu/P1hco24WA7zN8HMxNdc7A9OU7aB8Mb5dS0C1f4E8P8EO1gV3Nx80LxkGB73Wg2\n", "NN0EgMgAH0QFOtdgMi7ED3NFfQr+csw4t/nmpDAMt2HI8rppcVD1nFxeqVFjd24d3jh53ex+zZ1a\n", "7MqxPmT5iwvV6OucRMcbhiT36tDocNbCSaqt00ik0zlcV8AQk/bA6P9vJ46lskXefhyWZJe3mi31\n", "azp/ned5HMg3FqfOlbXi6b0F2HHZWPi4XTRUfbbo/WXrcqoanV5SjFg0uv8i68H8eogG4+DHCtcU\n", "TS0RTx+5dUS4V63woNPzbi8EXKxsEz7no4YESBpT+ig43CIaabF6cgyG9eyHpiWEILKn8NfQoXVb\n", "bwVP6dDohH2QgoPd/ZcsCVAp8Yc7RgqrRnVp9fjLsdJ+3wOm00D1PPDVpb7359/kSwvYBfUdFl+j\n", "pVOLc2UtTk8xlDTwjKHpI+6m1+uh01m/QEEIIcQ5shcwxPOtVaq+T0zE824yMjI8si2ePjLGv0M4\n", "2Jb79aryfoCKM+Sluq0b+77LlP332bx5s2zPd/JkBv66+3u8+30ZfihvxYmTGdhzJlf4eRzX5vDz\n", "jxBNIek9QXQk3r2ZF4TtKGUnMjMznf79xc08NaIzwHGosunxMcG+uHNclHD726fLhKanESo9Hpud\n", "IPwsPbsC7T0r15g+3+5vM3Gi2HgieFdsFx4a3oH/Th0m3Pb1pSp09xzofnw4C1098UaKRjNkV7Si\n", "Q6Pr9/fPumD820YE+Eh+n16Vzcamq47mt/e2jIwMXK82fvauF+T2+3i/LuMIk11n8ly+f3jvxFWY\n", "yu4ZNdF7/xvNXaiwUEzpPTeJDPTBjKGhwv3niPpgnC5pEE5irMVzrqxV6E8SHaTCpLggi/ns/b9O\n", "z2PnhXJJPKVNnThwrP/Px/XGTnx8vhI7jva9f6po6cLePvZfXVq9ZCRQ7+ojntq/27P92aFTuO+T\n", "i1j/aTaOHHff6/9Yad7/QvzzR2cPxeRQLeZGarBuepzw89OnMiWru6Sfyvdo/vraNn2vOvp8e44Z\n", "R3NGqvQ4c/qULPGFB6hwV2QTFD3rm+TXqvGX3Vl93r9Lq7f4md93pUboTyO+v7pbh+8KpQWMLq0e\n", "X38njf/YiQw88XU+Xjh4Dc9/dd5q/Js3b7b+++Uai+/jogOZej+wuC2ngwcPYsuWLaiuNk4/3bNn\n", "D3bt2oVdu3bh0qVLLnldV3FVnhzBUiwAe/GwhLXcsBQPS7EA7MVjD46XucPbwYMHsXTpUgDAkSNH\n", "sHjxYrP7HD16FNOnT5fzZe3WqdVjzWeXhBPMvy8fg3EuvFrxP/sLhCuhv1mQhAWj5J2ukpGRIdtQ\n", "oH15dfhbxg1hOzLQB+ANV/oA4HeLRjjU7BQwHNCt+PgiAEDJAbsfmgKV0v462t8zbwi9JB6cEY91\n", "05xfSpDnefxiRx6KRSNDJsUF4Y27x9j8HA1qDR78PEcoKACGK6lvLkvBqCGB+M8vc1HRYriSuH5a\n", "nKTha6+3Mm8IIyxmJobgT0tHAzCcnD74RY7Q/PSZW4dj6dgh+MPRYpzsOXFcPy0OGSVNwuiWFxeN\n", "QGo/f6vtF6vxzyxDk8p7J0bjv25OFPKx4uOLwkiX7esnCw0+HSF+jz74eQ4qWw15eH/1eCSGWR/h\n", "cq6sBS8cvAYAiApU4dO1E6FwsOdJfwrr1Hh8l+GEUMEBPG8YYq7ggK823CQMyf7iYjW29uTtprhg\n", "xIf64khBgzD6Ye2UWPxslrFoxfM81qZfFlaTeHNZClQKBb66XINzZS2YEBOE3y0aAXEfnU1Hi3G8\n", "5297/5RYPCJ6Pkuf+dOlzXjpcJHZ7/Tr25JgbfSGnufx4Oe5qG7rRmSADz68f6LQKLLXmeuG51Yq\n", "OLy0eARmDwuT/Pzj85X49IcqAIa/0SdrJtq0EpA7tHRqcaWmHZPjgi2uJPTs3gJc6pne93TqMPxE\n", "VIh0pV/syBMKuX9cMtIsp9aI36d+Pgp8sW4SAlRsTReQ63vp0NV6/PWEYTRbanI4Xlw8wunnFNt2\n", "oQrvnzX07FJwwN+Wj8FYC80vr9Wr8V87DTlPCPWDv49C+Ps9MD0O66dL9+cH8urwpui7tNez84dL\n", "pgQZtpcAACAASURBVBxml7fg+QOG/RsH4N9rJ/W5Elp/OX3oixzhO+ateyz/HsQoOzsbixYtku35\n", "cnNzER4ejoQEw7768OHDuP322216LAvHxmJyHlc6i6VYAPN4LlS04rn9hXY/z0uLR+CVI8VMP+61\n", "O0cLKyvagvW/lSexFAvAXjz27I9lH4HR0WH4Mud5Xvg/i74vbRaKF0ND/Vy+1NikWHEfDPmnkcj1\n", "BjRtOAYYGif2Fi84SBvN2SvQV4m4nlUldDxwo8mx6QBXXbDOPcdxklEYAHB/P70vTEUGqnCPyXM8\n", "PCsBY6OD4KPgsH6a8QB3x+Uas2aOTR0afHPVeMVO3HtDqeCwfILxuXfl1BhWHxH1upg/MlyyesEp\n", "G/pgNPXRj4LjOFmnkfTZA8OGosi0hBCheFKn1rh0KtZ2UZPUW0eEY3SUYdSQngcuiK6Yi3uM3D4m\n", "Es/OT8IH/zEB998Ug/smRWPNVOl7h+M4zBGdoL58uBi//Dof311rRGuXDmdutOAr0fST9m6dpOHf\n", "otHShpiWPvPiBrG9K/4A0ga8lhTWdwh/34YOLY4USBtD8jyP989WQM8bRif99fh1Se+UypYufC5q\n", "evvTaXHMFC90eh7/vecqfneoCH84an7gVtPWLRQvAOBGs+unKAGGokrvya+Ck35H2GLUkABhNY4u\n", "rR6ZJe7rdWIrub6X5Grg2ZfVk2MxsafZtp43TCHstDCVo8SkD8d/3BQjbH+dW2f2mG9EqxHFBBsL\n", "EvkmfTDE07x4AMdFI/BMWctpS6dWKF6oFJxkyibxDJ1Ohx07duCrr75Cdna2p8OxC0snNizFArAX\n", "D0tYyw1L8bAUC8BePPaQvYAxZ84cpKenIz09HXPmzJH76WUj7ty+KCXS4RUsbDUpTrwSifvmpNvr\n", "QmWbcLDop+TMTi5TogIR6sRVeEA6jcSRlUi6dSZd1qPkKz4tHB2J+J4Cy4SYIMnyl7b6j5tiEdVz\n", "9eyWpDDcJ1p+dcGoCKGfhlqjx3bRSR8A7M6tE3qNjB4SgKkmxaKfjB0iLEtZ1NCJf52tEEZ7DA/3\n", "R3JEAOYlGUdcnLne3O+c7sZOcQFDetVPUsBolacPRodGJxzoqxScTU3mlApOsvKCuC+EnKpau3Bc\n", "9Nyrb4rFdNGVhx/KDYWAlk4tcnuKKBwgvE/iQvzwyOyh+PncRItXw8Xvp2YLK5Fsu1CN+p7VYzJL\n", "moT3wqghAZIVfCypbO3CubIWIabHe0bSAIb+HdYG22WbNBXdebkGetH9z5e3SkYmNXVq8beMG8Jz\n", "bv6+TJh2lRIVIFnVx9OKGzpQ1lOUOF/eatZE8btr0vdSuRt6rADSfkgpUYEWR4ZYw3EcFqUYi1qH\n", "C+qt3Nu7lcq0hGpflAoO/5OWhACVYd9a1tyFf2WVm93vuiiO5HB/pI2MEPaRzZ1aHBIVn683dkqW\n", "4X54pnH0lOl70LTAeOyaY/s3cWFk5JAA+DowupHIa+nSpVi5ciXuu+8+ydSSvrA0vYa2XT8dSau1\n", "fUUyOTjzep7OL20P/G17OHcmakFCQgLWrl0r99PKqqlDg7NlxgP2RW5Y6m9cdBAUnOHqTkljJ1q7\n", "tJKGbc7KyJBnGNDuXOPoizvGDMHjNyfih4pWHLvWiNr2bjwkOghzVHKkv3Bl2ZGVSIrqO6DtOSlP\n", "CPVzuqAi5uejwBt3j8FXx89h3eKbHCpshfr74O0VY3GjqdNseVelgsMD0+Pwx29LAAC7cmoxOioQ\n", "aSMj0KHR4WtR/v/jpliz1w/x88HtoyOxN89wpX13rvGK+/yeqSIpUQGIClShTq1Ba5cOl6varA7/\n", "E19JjzBZEUTcB+NAfh0mxgZJVgSxR+97VNzAMyzAx+Ycp42MEFZ0OVnchF/MTZT9Kv+Oy7VCD4tp\n", "CcEYExWI9i4dPu9ZkeR8TwEj60aLcL9xMYE2NSIFgOlDQ+Cn5ISik5Iz/F6F9R243mRoTPvhuQo8\n", "Oz9JWmS1sI8y/czvv1KH3pLDjMQQpI2MwN8zb6BDo0dNmwaVrd1Cw0JT2eXSE6gbzV3ILm8VGht/\n", "ZWHp3szSZhwuaECYv49kxZ5fzhvGzOgLAMgzOVncc6UWz0YnCdvfmixDWuGmERjiUR+T4xwb1bZw\n", "VCQ+PFcJPQ/8UNGGovoOjBzS/1X38uZOXKlRQ63RQa3RoaNbj1B/HywdO0TWVSvk+l4qdfEIDACI\n", "D/XDL+Ym4s2exstf59Zh6dghGDXEWCAXxzE8wh9KBYf7JsfgndNlAID3z1YgUKXEotEROCgqZswd\n", "HiZpEl7U0IFunR6+SgXau3XCssu98mrVqGzpQryFz6u1nObXGotirh5VSuxnrS9cL/Hf1vTv7O5t\n", "luKx9L5nLR5H+PjIfhrmstezNT+9uWHl78VSPOKTdIrHfNueUWqDsjx/vrxVOPmYEBNk8SBBboG+\n", "SozqObDkYZirzpqatm7JyhXLJ0RBqeAwMzEUv0pLwl/uTMF4GfqESEZgNNi/Eon4YM8VB2lDglSY\n", "EKpz6kA+IkCFm+JDLPZpSB0RjpE9Q3u7dDw2fVuCTUeL8eWlGrT2NGyMC/Hts8+I6TSXXr335zgO\n", "N9sxjaTJynQO8cnCubJWPLw9F1/n1Dq1WoP49UwLJtZMjgsW7t/QoZWcAFqi0elR0mi5478lLZ1a\n", "HMw3n74zMTYIvkrD37GsuQs1bd2S6SPi1Wv6E6BS4ulbh2NSbBDunxKLT9ZMxPMLkvFfc4cK9zl0\n", "tQGnS5uFYeUcgNv6KbJ26/Q4KBquvmx8NHwUHG4SnRj3tVJFp1aPHAvT2npXUymq7xAKNwoOkvfW\n", "O6fL8I9TZcL2kjGRsuwj5CQ+qQMMIy56p24VN3RIRpYAQEVrl2T0iatclqGAERPsi9Rk435i+6X+\n", "r/DuyqnFw9uv4P+Ol+Ifp8rw/tlKpF+oxrtnyvH+2QqH4nClDo1OGP2l4IChYa77vl46JhIzE43F\n", "XtPVgiyNBFkyJlLYL6k1evzf8VL86bsSyTSspWMjEervg4RQQ0FYq+dR0vPdd6mqzeKKU8ccGGWW\n", "74KplcQ5paXGpqqdnY6vvEYIIcRoUBYwxMM1ZzowRcBR4vnvH5yrRIdGvqW2+qoE6/Q8Pj5ficd3\n", "5klWtrBkX16dcCA1JT4YSf0MWXfUyEjnppDkueEgzZXzwhQch1/floRoUZO248VN+CS7StheNTmm\n", "z6vYwyP8MWOodETFsDA/JIuKDZICRkmz1ekDjZKCgvQK0R1jhkhWO1Br9Hj7dBme+DofNXb2xOjN\n", "qbRgYvtoDqWCkxR1jls5wNfpefzvN9fw2Fd5+O0312wqYhwqaBCmtoyMNObY10eBiaL+BGfLWoSp\n", "GoB9BQzAME3pjWVj8MisBET1LEc8IzFUWKWEB7Dp22JhNMXUhGDhfmKSq0HFTcKUlJhglTBVZapo\n", "5M2P5ZYLGJer2qDRG1ex6X3XnStrRWljB74U9eVITQ7H87clCSM51Bq90Dsj2FcpaTLqSu3dOpuL\n", "DHk10qvb3Toeh3pOLr+1MFRfo+OF5bVdpUOjQ4GoENvbf8ERq0V9GL671mj1c3mkoAHvnC5DX5k7\n", "Y2E5ZmfIsR+90dwlxJsQ6ufSaREcx2GhqMG2eJWYbq0ela2G0TkcgMSeAkaASolNS0ZJRjcdL2oS\n", "RppFBaowY6jh8yie7thbWBMfj/T2hwL6nkbSV055njcpYLBVSBwMjhw5goyMDBw5cgQnTpwAYChg\n", "bN++Hdu3b8fYsWM9HKF9WJofz1IsAHvxsIS13LAUD0uxAOzFY49BV8DgeV5yJXJaguMNKe113+QY\n", "4UpNvVqDbT/2f7XMGR0aHV45UoRPf6hCYX0H/u9YKSr7mN/drdNjf57x6vM9Eyxf5ZfD0DA/qHqu\n", "aNe1a9DaZd+cPEkDTxn7X7jTiMgAvHffeCwdY94rINRPiTss3C527yTp32f+yAjJVIwp8cEI7JnP\n", "Xd3W3edIFz3PS6aQhJuMiPD3UeA3C5Lx6tJRGCo6QC+s78AbPUOt7SU+wYoMtG84Y9pIYzElo6Tv\n", "/h6HrtYLIxjOl7fii4vWP2s8z+Mb0eiLeybGSPIpLhht+7FaaAAcG+wrKRw54+dzh6LnYyH0vgAA\n", "a6uH9BI377xzbJRQ/Joq2r/9WNlm8aRfPH1k/sgISfHr/bOVkhOp+ybHIEClxK9vS4Jpfe2hmfFm\n", "PVRc4dDVeqz65CLWpefgQF6d1eJUe7dO0gCy194rhsd9d814lbx3nwQA5S6eRpJXoxZWq0mK8Hdq\n", "GtzY6CChsbKeN46cMXW6tBl/PWG8Gpwc4Y+7x0Vh9eQYYYRRTZsGDWrXFm/sdd3F/S9MTRF9ZnKr\n", "24Xlqsuau4QCf3yor2SVntFRgdh871iL+/PbUyKFz6O4gNE7klDcwPM/ZyXAr+dvUdzYiRI7CvzV\n", "bd1C0SRQpUCiC0eqEMsWL16Mxx57DA888ADmz58PAJg/fz5Wr16N1atXIyUlxcMREkLIwDDoChgV\n", "Ld3CMpQBKoVbr1IEmVyh/PJSjcU15R1h2vykXq3Br/YVSOamd+t4/ONUmcWr8SeKjFdwo4JUkpMY\n", "uSkVnNDIErBvGkl7tw43ek5IFBwwykUFDGcbM9kiyFeJZ+YPxx+XjMQQUV+JFROjzZawNDUzMVRy\n", "gJo2UjrdRKVUYJZodNGp0iaLz9PWpRNOpAJVCqFBqKkZiaF4975xeHBGvHDiml3ealdjz96cik8o\n", "h9l5QjIxNkjIVXOn1uLqGupuHT48Xym57ZPsKlyrV5vdt1derVqY3x6gUuA2k3xOExUwxKuxzB0e\n", "JlsD4MQwf7MVbHyVHG5JtjyVqDefpY0duNzTEFLJAUtFDTRHRAYIq7c0d2ot9pwRFzCmDw3BSlFx\n", "7PT1ZqHfzKTYIGF6yPgYwxSYXqOGBOAuNy09uuNyLXS8YR/3ZsYN/GJHHk6XWh5ldLVOLVy9Twzz\n", "E6aFVbR04ZPsSuG7IMRPKZmK4epGnpL+F3auPmKJeBTG/rx6s6Lwxco2bPq2WDgBHxHhj9fvTsGT\n", "qcPw6JyhSJGMDOj7c2IvOfajpaKTeFf1vxCLDvIV9q3dOh5XehpxljYZ4xhuYb8VoDLsz19cPEJY\n", "AUil5CSfxzGi4438WjWaRSvRKDnDfn2OaESXaYNZoO+ciqeljo8Jctky02TwcMdxkK1YigVgLx6W\n", "sJYbluJhKRaAvXjsMegKGOLRFzfFBcPHzc3mFqdECtMeNHoe754xdjovqu/Ar/cXYu2/L0sa+Nmr\n", "pLEDT+3OR0Gd+cnK2bIWnCwxP5ndc8XYPHLZ+CiXN+ETL+9mz1WmAtEJSXJEQL8n+t5g9rAwvHff\n", "OKybFof10+KwZmpcv49RcBxeWJCM1OQwPHnLMIsrVIiXUxU3rRWTLqFq/eq5r1KBddPiMF10Mu/I\n", "ygeSAkaYfSckCo4TmpUChqHaprZdqJZMiwEMc87/71gpunXmSyMCwAHR6KO0ERFmK4iMGhKAUD/z\n", "nihzh8s7BW39tDih4AAYpgL114tleLg//vKT0UhNDkfayAhJk1UFx0lWshFf7QWAxg6N5ATqprhg\n", "TI4LFvr1iK0SnSQDwIbp8Vg1OQY3Dw/D7xaNcEvjzg6Nzmx/UdrUiZcOF+GFg9fQZbKMZV6Nsf/F\n", "lPhg3JFiHM3yb9EIuPkjwiVX98ubXTtX/XK18e8gXqHKUbMSQ4WRQJ1avWRETnZ5C148dE0Y1RMf\n", "4os//WS0pIm0eCpeXq3rlih2hDsaeJqaGi+aelVp+FvZuhJKanL4/2fvzuOcKu/9gX9OMpnJZHYY\n", "ZocZYIZFNllksXQAGREVvIBLQYRWr/W22r231ba32kWrVbGLvxaura229aKgLIKIMFMLDCogWJYZ\n", "FtmGbfZ9n0xyfn+EOXMyk2QmyUnyJPN5v168XjlnkpMv3zw5OXnyPN8Hr9w9Fo9MT8Pzt2fb1djK\n", "SYxUOoAv1bXhgKqWzughUTCF6+3q3ew5X+ty+p+a+lzorNOTiIgoFAT/tz83qX+xvdHFygy+opMk\n", "u+UNPy6px/6LdfjTgat4dMspfHatEdUtZrywp8Runn1fuuYxFZc347vbPld+WdRJwLe+MBSLxnb/\n", "Orr246to7uiuv3Gyohknr88TN+jsfzHyleGqC9FTFc22JefKm3H0WqPL2iBn/FSkzN/zwmIiwvDl\n", "qalYPTW1351q2YkmPJk3wu61VZuaHqtcLJ+qaFEKF6rVuliBxJkFOd3tY9fnNf2uRdCV08vqSv4e\n", "DAlXTyPZX1IHs6pToqyxHe+ohtA/MDnFbki2us5Il5YOi13BPEftXydJmNzjfGEy6DAxVdspaNER\n", "YfivGemQYHsvLhuf5PS+XfmUJAmT02PwZN5w/HBuZq/73ajqcOo5YkW9PTbJ9gVKkiS7URgAkB4b\n", "0avWR5hOwiMz0vHzBSOcrm6itXPVrcoogpgIvTJNCnA8VahnTQBn75VbsgfZ/R98OQKj0yor51sA\n", "GO9hAU81SZLsRmFsKarEtYZ2PPPPC3ji/XPKlKdBkWF47vZsuxFfgG2VrC5ajsDQZAUSu44D39Rl\n", "6kk9jaTrPXKpxwokrgw2GXDPxGSM6/HaRhr0yqgzq2y/uk/XdK/pGbFKu77W0NFrhRJHOS1v7FCW\n", "bNVJcFoAmsgdIs2PFykWQLx4RCJabkSKR6RYAPHicceA6sCwyrLdBXvPLyT+MjYpyu6XwJ/nX8DG\n", "4xV2lcitMvB0wQW74bOArWr+Hz66gu0nq5Sh3V2OlTbhRzvPKp0TkQYdfrHA9gX3oWmpdvU3/na4\n", "FJ1WGRuPlePxHWeVY+SOiO/3kpDeUI/AyD9bi4ffOYnvbDuDH+w4i29uPeP0l/LTPl6BJJTEGsOU\n", "HMnoXgJUTb2kac8VSJy5OTMO0ddHBZQ1duCEgxUsnGlq70TN9dERBp1kV7Suv8YmmZAUbWujje0W\n", "/OOzMuWX91cPXoP5+i/No4eY8MCUFPzn9O4VPjYeK0dRuf0ohD0X6pTincPijRib5LhdTe5ROHVq\n", "RiwMPigomJczCOuWjcErd49xe0UPR8PG1ee5Y2VNdueNntNHuswZkWDXoXX3hCQhhqSrC/jOHBaH\n", "1+67AbeN6j6Xfniu+xdrWZbtRhOMSTJhaLyx13k/KdqAcclRdqtb+LIGxudVLUp7TY4Ot1uq2Btz\n", "RyQg8Xph4NrWTjy0sdjuV/mYCD1+tTDb4apbo1Vt/kxli19WYemPtk4rylQrkPirroO6Y/JURTNa\n", "zRb7jhQvClyr62CoV8Dp+kElPExnN4LC0TSSnvaoCnRPSY+xG8VFREQUagZUB8aFmlY0XF+mMs4Y\n", "hqxB/hmO6shDN6XZ/XrYZUJKtHIR2mK24qe7zqOu1Yy2TitePXgVj24+ha3Flfj9/sv4+uZTOHa9\n", "SvrfPvgIP9l5Fq3Xf2mLM4bhpUU5mH595ZPoiDB8TbVU49biSnxt0yn86eA15cubQS/hngnOf/HV\n", "0ohBkXD2dehSXRtOljv+Uuyvde6DeV6Y2k0Z3VMcHE0jcbUCiTPhYTq7Yc67zvRvGklhYSEuq74Y\n", "psdFeDTtQJIk5A7vfv71/y7HVzYU49WDV7HnQvcXtq/NTIdOknDXDYlKsV6rDDz/rxJUqwoVqot3\n", "Lhw92GlNi54dGFpPH1EbPigS6X1Mr+lvG02NCVc6fFrNVuU9JMuyXafWlPTu/0+4Xodvzx6K6HA9\n", "bsqItetwDaSe7//4SAMeu3koIq+fS6/Ut+Ncta3Tt6rFjJoWW/uONOiU6UqLb7AfhTFv5CDoJMmu\n", "SG1ZY4dXSwW7Ylf/QoPpI10Meh2WqWqoqMOfNzIBrywbixEOpgYBQEp0uPKlt6nDolkHjrfn0St1\n", "bcqUwdSYCIT7acpgQqRBGSVokW1Tr9SjcoZ60ZHi6HPLoJdwg6qzcp7dNJI6u05HRzlVr8ikHqFG\n", "5A2RroNEigUQLx6RiJYbkeIRKRZAvHjcMaA6MD67qp4+Eh3QXxQHmQxYObm71kFshB7/nTsML96Z\n", "jV8uGKHUdihr7MCPd57DV98+ibeOVUC1OAFKatvw3++dxZO7zmH9FSPar/9xkCkMa+7MwcjB9hdK\n", "c0ckKL8+WmX7IbGZCUY8f0d2r8f4Stf/PzZCj4TIMGTERWCQ6hff4w46MGpbzMrUmAi95LNlXkPJ\n", "NFUHxuErDb1+Wa11sQKJK+ovtHsv1PV7SeBLXk4f6bJ8UrLdPPTqFjPeOtY9HHvOiHhl6VOdJOH7\n", "uZlKh2FpYwe+v/0Myhs7UFLbqgy9DtNJyMt2fvGfGhOhfKmJCNMpnYOik3pMf3nt01I0d1hwpb5d\n", "WS7UZND1+mJ1c2Y8Nq2eiGcWjvTbF8e+qKc3dE17MIbpMEs1vaVrOpB6+dRRiSals2zWsDilkxgA\n", "brn+ZdEUrkeU3taZa7bKqGh2b5ng/jpRpq5/oe0UpNvHJCqjowDbef3FO7Pxo3lZGBzlvINSkiSM\n", "GeKbQp7euFjr//oXXdRTTNVLjCdHh/eqkeOOUQ4KT49LjrJ7j01O6x5FUd1ixnuqmiY9Xa1vV+pd\n", "hekkfMGHBbiJiIhEIMZVqZ98pipgF6jpI2p3T0jC12em44HJKXj13huwYJTt19+Rg0340bwsZYTC\n", "2epWu5UPchLti1d+cqkBFtl27yFRBqy5c5TDObqSJOFbX8iwWy4wIkyHh6enYe3SMcoXPn9ZPTUV\n", "b6+aiLdWTsBf7r0BD6uG+heVNfW6v3r6yMjBJp8WYA3meWFqOYkmpfhkbWun8ut0F/sinv3vwBg9\n", "xKR0ILR1WrHvguNVTtRmz57tdf2LLrHGMPxx6Wh88+aMXkuxGvQSHr4p3W5fUnQ4/ntO99Kf1xo6\n", "8N3tZ/A3VU2MmcPi+ixk+uNbsvAfNwzBz28dHvBh2u60UfWIlaOlTfjOtjP4QDVyZlJajF+KcHqj\n", "rtWsTCcw6CQMV42gU/9i/a/rhQ/VBTzHqH7d1uskPDE3C5PTovH1mel209mGJ3Z/LvhiGolVllGk\n", "6pydoHEHRlS4Hj+5JQszh8Xi6zPTsXbpGExM7d9n3Wi7DgxtCnl6ex6162T3wxKqauoOjEOXu0ev\n", "ebts8ojBkb0+u27s8RrpdRLuVY2G/NuRUmVlmZ45VY++mJYRg+gITh8hbYh0HSRSLIB48YhEtNyI\n", "FI9IsQDixeOOAdOBYbZY7YbuitCBoZMkLB2fhNVTU3t9GZqVGYevzrD/EhYTocf3vjgML//HaLx6\n", "79heS2emxIRjzaIcu7ncPaXHGfH4nEykx0Zg3sgEvHrPWNw3Mdnvq7E4oq7GX1zR3GsI91FV/ZIx\n", "TuoUkD29TsJU1SiMnoVh6zyYQgLYOsNuVdUe2HWmf6vmeLOEak8GvQ6LbxiC1+4bh4enpyEmQg8J\n", "wH/NSEeyg9oas7Pi8VTeCBiut/WqZrNdx8vt/Shem5kQicduzrCbbhEMbhoaiy9PTVW2S2rbsEE1\n", "YmVqeuDPh305Y9eBGWlXf2RKeoyydGVFkxknK1p6FPC0P19MTI3Gr+/IwdIeRVLV506tlrhWK6lt\n", "Q+P1aYzxxjCf1HSYmhGLXywYiaXjk9w6r6uXFD8VoBEYZY3tuKJaAaYkgCMwJqREKR2e6k8ibzpe\n", "Adv0rJ6dII4Kii8ZP0SpEdRV68cRdQfGXE4fISKiAWDAdGCcrmxRaj0kR4c7LGQmmrvHD8HqqakY\n", "bDLgtlGD8Od7xmLh6MHQSRKGRIXjJ7cMx69vz8bktGiMiu7Ei3fmICWm7/9X7ogE/PW+G/CjeVma\n", "FZDTQnJ0uDK0u9VsxYUa+9ECh650d2BM9fEXyGCeF9aTqzoYnk4hAYD52YOUC/xjZU0o7eMLX2Fh\n", "IS7Vdd9nWLw270FjmA73TUzGhpUTsPGBCbjrhiFO7zsrMw6/vG0EInpMiRgSZbArYhkM3G2jKyen\n", "4IdzMh1+qRWhQ7cv6ikh6i/bgK0za7aq8OE/z9XYdXiMHdK/WhPm2u4vib5YicR++kiU03orgaDu\n", "5DlX3eq0kLI73GmjReVN+MqGYjy08SS+8+4Z7Dlfa7dkrr87MKIjwpDtYEqlFnGocx1p0GGUg7oY\n", "4XodvqoalfhuUSUu17XZ5bSktlUpBBqul3qtFETkDZGug0SKBRAvHpGIlhuR4hEpFkC8eNzhcQeG\n", "1WqFxdK/ee8i+EyA1UfcJUkSHpicgvX3j8f3czMd/kI+OT0Gv74jB8sz2oXqjPCEJEkYn9z9ReOE\n", "aqh1eWOH8ut9uF7SfPnKUDY1o7u9F5c3o+n6UGRZllHV4v4yql0Gmwx2nSO7P3c9CqPTavuFFQAk\n", "ABl9FKl0l14nIbYf0zqmpMfiudtHIkpVK2DBqMHCT6HQQl7OIDx3+0i7OglDogx+W93BG65GVAD2\n", "vz6/f7pa6bBONBlc1n9QG2To/tJ+zQdTSNTnNK3rX3gr1himLCXbaZVxvsd0M1/b/XmNUmeiuKIZ\n", "z/zzIkrtViDxf9HtG9N6v0bejsAA7Kc0TUiJdjpSZnZWnDLNyCIDfzp41e7v6lVmpg+Ngync89oc\n", "REREwcKjDoydO3di3bp1KC8vt9tfVlaGN954A2+++SZKS0s1CVArdh0Y6WJdOGohmOcxqakv6tW/\n", "Vn56tXvkwMTU6F6/oGstVPIJ2KaG5CTa5vlb5e5aMJuLKpUijgadhMEm95fPVU8j2f15jbKEpSOZ\n", "46d2F8KLCff5a+jKuORovHBHNm5IisL0obF+W31HS5620YmpMfjt4lEYGhcBnWQriCrSSABHZFm2\n", "G1HhaArZxNRopRPOrKp27M50s/kzJim3tR6BIcsyjpf6roCnFtQdQ1pMI3GnjR4r7V33qEtKTERA\n", "zheOpnZo0YExZ0QCbkiKwuAexbx7kiQJ/zUzXamH9cmlBpiGTwRga0//Uk8fGRnv4AhEnhPpOkik\n", "WADx4hGJaLkRKR6RYgHEi8cdHlV7WrhwIYqLi3vtP3jwIFauXAkA2LJlC5YsWeJddBppNVvsEoLT\n", "cgAAIABJREFUhh/3LJhF4hhnNwKjCbIsQ5IkfKoqoqZeWYP656aMWKVS/aHLDUiJCcefD15T/v4f\n", "44Z4VFl/5rA4xETo0dhuQXlTB05VtmBskuPh+uoCnkMD8GtqT9mJJvz2rlGBDiMghiUY8ad7xqKl\n", "wxIURf/KmjpQ32YbORQdrldGCqjpdRJyh8dja7H9ig09p5u4oj5uaUM7LFZZs5E5pY0dyognk0GH\n", "kYPEW0VpzBATPjxn+1JsK+TpfDqWlmpazLhyfcSLQSfh3olJeO9UtfKaa7ncrDvGJUdBL0FZ/Ssp\n", "2qDJKAdjmA6/vWuU8vnmyqhEExaMGoQPrtcZ+tU/LyIh0oDmDovSnoxBtCoSERGRtzT9ScNk6v71\n", "JjxcnOkMx8ualHXUsxKMSPDgl2bRBfM8JrWshEhlucualk6UNXbAbLHajaC5yQ8dGKGSzy7qnB28\n", "Uo9nP7yovCdyEiPx4LRUZw91KVyvw82qZfv2qn4R7GnfsTPKba3qXwxk3rZRnSQFRecFAJxWL4k6\n", "xOR0Cey5I3sXMRzjYLqJM4cPfKysamORYbf6k7feUBVhHJccLeSUJfXUBnWnv6f620bVBbZHJ5nw\n", "lWlpeGP5OPxwTiYevikNj/QoaO0vkQa9XU60GH2h1t+RT1+ZlqasPNbQbkFJXZvd9L9ZmXF2K5MR\n", "aUGk6yCRYgHEi0ckouVGpHhEigUQLx53aPqJpx4+bjCI0UlglWX8Q7VU4uQgK9Q30Oh1kt1yrifK\n", "m3Cyohkt5u4CrMEwX180Y5KilLoHNS2dyq+dkQYdfjwvy25FB3fNUdUe2HOhDlYn00iqO7qfQ+sv\n", "AhTa1Mt6Oqp/0WVsUhSSors/e3QSHBZIdCU9trttarWUalF5k12NmKXj/TOywV0jB3Uv8Xm1oR0N\n", "bZ19PEIb6ukjE69PrQkP0yEvZxDum5SMmAB2tKlrZo0I0KiZwSaD007mRJMB99+Y7OeIiIiIAsfl\n", "VUFVVRU2bNhgt2/RokUYNmyYw/uri3r29ctCYWGhMvemqwfIne1LLTrc9oWbMDjK4PL+u87UKHN5\n", "DToJd41N9Oj5gmFbnVsR4vF0O7qtCoBtBM+JsmZ8VHlW2b4pIxb79+9nPj3YnpKejr2qZUMB4Js3\n", "D8WF45/ighfHb75wDJF6E1otEqqazXhr98cYarL2un+rIRGAbRpL7aUzwJhEofLDbXG3D5YYAdg6\n", "4KyVJSgsPO/w/jpJwsjwZlRcP18Mizfi8IGP+/18s2fPxraNBwHYOkGuNrSj3cv49+4rxJ8vdsc/\n", "JroTbRePARni5LdrOzxMh6TwTlxrs8V6pqrFFquHx5s9e3a/7v/J+Uh0/Z6iq77o9PUNxHZK0zlk\n", "RBphNEXjrhuGBCyepbNnY3J6DD4+9Bki9DJmz7gJJoMOnx38BJeLDiNTkHwF2zY5J1KORIoFEC8e\n", "kYiWG5HiESkWQLx43CHJrqruuVBcXIz4+HikpaUp+zZv3oylS5dClmVs374dixcvdvjYgoICTJky\n", "xaOAT1Y049WD13CsrAlLxw3B12dlOL1vY3snHtp4UplHu2JSMh68Kc3p/UkMx0qb8N/vfQ4AGBoX\n", "AYNeh/PXl1T92a3DcXMmi5V5Yufpary075KynZedgB/OzdLk2L/Zdwnvn64GAIfvS6ss4z9eO4r2\n", "65PJ335gQr9WDCGyWGUseb277ay/f7zLgrOX6trw9c2nYLbIeGByClZPdW961FtHy/HqIVt9mCXj\n", "huBRF58x/bG1qBJ/+PgKACBCL+HVe28QesWol/dfxraTtjoiq6em4gEXRSa1UN/WiXv/cRwAoJeA\n", "TasnelSPh8gTR44cwfz58wMdBgDvro0psI5ea8QPdpx1+3FP5Q3Hz/MvCP24F+7IxqQgWb2Rgps7\n", "52OPxo3n5+ejsLAQ+fn52Lt3r7J/xowZWL9+PdavX48ZM2Z4cug+NbZ34tj1+bI7TlWhttXs9L6v\n", "Hy5VOi+GRBmwPISHWfYcNRDMRg8xKcOYL9e3K50XYTrJbwVYQymfXWYMjUXk9foiabER+MbNQzU7\n", "9pwR3Z1Kex1MI6lo6lC+gMYZw9h5oYFQbKOOXKxtVdpOYpShz9VyhsUb8bvFo/DT+cOxws1zfmFh\n", "IdJVhTy9nUJS22rGa4e7V+RacWOK0J0XgP0UndMVzS7u2bf+tFH1yiyjh0Sx86IPA+V9T4EnUlsT\n", "KRZAvHhEIlpuRIpHpFgA8eJxh0ffIvLy8hzuT0tLw4oVK7wKqC83ZcQie3AkzlbbLmo3n6jEQw5G\n", "VZyrbsH2k93V6L82M4MXRkEiIkyHUYkmFPe4eB6XHMV17r2QYDLgV7eNxNHSJtw+ZrCmuZyUGoM4\n", "Yxjq2zpR3WJGUXkzJqiWibykWoGE9S/IHadVy3n2tyBndqIJ2Ynu1b7okq6qsePtUqp/OXQNzR22\n", "qZVpsRG4Z6L4y/WOUa3a8umVBuR/XoO8nEEuHuGdY6oCnhNSxVtalogGltKGdlT0UcDZOjgLR1XF\n", "5TssVl+HRUQqQfczqCRJWH5jMp4uuAgAeLe4EvdOTLIr8mWVZby8/wquL7KAKekxmJ0V2kuMBfM8\n", "JkfGJUf16sDwx+ojXUItn13GpURjXIr2XxL0OglfzIrH9lO2TsM952t7dGB0fxEcyhVINBGqbbQn\n", "dQeGO0uiemL27Nlo6+y+EC1rbEenVVZGhLnjdGWzsvQlADw6Kx3hXhTL9ZeM+AjlRwKLDDy/pwRl\n", "TR1YeWNyv1fN6NKfNuqogCc5N1De98HKarVClmXo9cH/Y4tIbc2fsVQ0dfRzOkilcuupvOG+CyjI\n", "iNRuALHiESkWQLx43CH+1ZQDs7PilV9xW8xWbC2usvv7+6erlS+/YToJj83KcPvCiwJrvIML2Wl+\n", "7MAg9+WqppHsu1AHi7V7GslljsAgD/V3BRKtGMN0SLw+TcUqA+WNno3CKLxYr9yeNSwO04cGRye6\n", "TpLws1tHICuh+336t8OleGnfJWXpZa00tHXiwvUpgjrJ1nFNFKx27tyJdevWoby8XNlXVlaGN954\n", "A2+++SZKS0tdPJqIiPorKDswdJKE5ZO65zZvPlGBVrNtmO5n1xrxh4+uKH+7e/wQDB0AX5iCeR6T\n", "Iz0vZAeZwjB8kP9ex1DLpz9MSIlGQqRtJFRtaydOqIaGswNDewOhjbaaLbhYa2s7EoAcD6eF9FdX\n", "TrWYRlKm6vj4QpCNAEyKDsdvFo+yW0L0gzM1+GX+BbhT97uvNnqivAldR8tJNHGKYD8MhPd9sFq4\n", "cCHmzp1rt+/gwYNYuXIlli9fjgMHDgQmMA+J1NZEioVcE+21EikekWIBxIvHHUHZgQEA80YmICXG\n", "Vgytsd2C905W4WJtK36Rf0H5lSgrwYj7fVxBnXwj1hiGTNUX3ZsyYjmKRnB6nYQvDu8ehbHnfPeS\n", "rayBQZ5obLdgUmo0TAYdhsUbEeWnL7hpGhTyVM+hTha8cKcjUeF6PH3bCCxQ1b/4+FI9jqqmfHiL\n", "00co1JlM3Z2u4eHBdx4gIhJR0HZg6HUS7pvYPQrj7eMV+J8PzikF0wabDHj6tpEDpnBnMM9jcmZa\n", "Rvevf/5eOjUU8+kPucMTlNt7L9TiTFUL6ts60dBue19GhOmQGOV6FQnqn4HQRpOiw/HrO3KwafVE\n", "PH9Hts+fryunWozAKFd1YCTFBOcXF4Neh+/nDsP87O739b/O1/b78X21UbsODBbw7JeB8L4PJeoR\n", "SwZDcH32idTWRIqFXBPttRIpHpFiAcSLxx1BV8RTbcGoQXjjszJUt5hR09qp7I806PD0bSOEX66O\n", "XLt/cgokScKQKANmDmP9i2AwLjkKg0xhqGmxdVp8Y8tpu+lAQ+MioONIGnKTTpKQ0MfyqVrydinV\n", "DosVNS22zySdBAyJCt7PIkmSsGhMIgrO2jou9l2owzduHupRYVO15g6LskS2TnJc94go2FksFuV2\n", "f0aRFhYWKl8quoZ3c9uz7c/OlKDRokdcnG0KX329rS5RX9uR0d0/nvlaZ2dn33cS5PkC/XpyO/S3\n", "1SPW+iLJ7kxo1UhBQQGmTJmiybE2najAuk+uKts6CfjlgpG4aejA+sKr/tAj7zGfntt7oRa/+udF\n", "OKr3d8vIBDwxL8vfIYUktlHtdeW0tsWM42VNSI+LQFpshNsj+a41tOMrG4oBAIlRBvzfivG+CNdv\n", "rLKMVW8WobLZDAB4+rYR/SpK6qqNHrhUj5/uOg8AyB4ciT8uHaNdwCGM73ttHTlyBPPnz9fseMXF\n", "xYiPj0daWhoAYPPmzVi6dClkWcb27duxePFip4/V8tpYCyK1NU9iOXqtsZ+ridh7Km84fp5/weeP\n", "CZbHvXBHNial9b9TR6R2A4gVj0ixAOLF4875OGinkHS5ffRgxBm7B5J8+wtDB1znBZFIcocn4E93\n", "j3W4dPFAKKhLwS/BZEDuiASMHGzyaBqi3fSRIB590UUnSZg7QjWN5Fz/p5E4w+kjFGry8/NRWFiI\n", "/Px87N27FwAwY8YMrF+/HuvXr8eMGTMCHCERUWgI6ikkABBp0ONnecOx4XgFvpAZhwWjBgc6pIAQ\n", "qQctFDCf3hkab8STeSNQXN6MPx+8ihPlzdBJwM2ZwbUag8jYRrWnVU7tCngGaf2LnuaOTMDG4xUA\n", "gP0l9WjvtCIizPVvIK7yeba6RbnN6SP9x/e9uPLy8nrtS0tLw4oVKwIQjfdEamsixUKuifZaiRSP\n", "SLEA4sXjjqDvwACAcSnR+DkvgIiEc0NyFNYsysG56lZEheuRqqotQBSqyhtVIzBCpBZT9uBIpMdG\n", "4GpDO1rNVhy83GC36pC71KNUhsbxvEBERET9E/RTSMgmmNfyFRHzqR1JkpCdaMK5Y4cCHUpIYRvV\n", "nlY5DfYlVB2RJAnzRrq3GomzfFqsMiqazMp2qHTy+APf9+QvIrU1kWIh10R7rUSKR6RYAPHicQc7\n", "MIiIiDRkVwMjOriWTnRlzojuERcHLtUry5a7q6bVjM7rVX7jjGEDZrlzIiIi8h47MEJEMM9jEhHz\n", "qT3mVFvMp/a0ymllc+iNwACAzIRIjBhkK8TbYZHxcUm9y/s7y6d6ik1KiNQI8Re+78lfRGprIsVC\n", "ron2WokUj0ixAOLF4w6PamAUFRXh9OnTsFqtmDlzJjIyMgAAZWVlKCgogF6vx5w5c5CamqppsERE\n", "RCKzyjIqQ3h6xNyRCThfUwoA2HO+Fnk5g9w+RlljaHbwEBERke95NAKjuroay5Ytwz333INjx44p\n", "+w8ePIiVK1di+fLlOHDggGZBUt+CeR6TiJhP7TGn2mI+tadFTmtbOmG+Pj0iJkIfctMj5qiWU/30\n", "SgMa2jqd3tdZPstDsEaIv/B9T/4iUlsTKRZyTbTXSqR4RIoFEC8ed3jUgZGbm+twv8lkUm6Hh/Oi\n", "hIiIBpZQ/3KeGhOBMUNsn/UWGSi8WOf2MdRTSEJlmVkiIiLyD69qYOzevRvTp09XtmVZVm4bDKFT\n", "uCwYBPM8JhExn9pjTrXFfGpPi5zaF/AMzS/n6tVIPq9qcXo/pzUwmtqV26yB4R6+78lfRGprIsVC\n", "ron2WokUj0ixAOLF4w6XNTCqqqqwYcMGu32LFi3CsGHDsGfPHuTk5CAxMVH5m8XSXZFckiSXT1xY\n", "WKgkrmsIC7e5zW1uc5vbwbx98MQZALYv5cnR4QGPxxfbxk4Jq6eOxNwR8bh4/FMUFl5y6/EXKyPR\n", "9fvJ1TMnUFgiC/X/4/bA2SYiouAjyephE/20b98+DBkyBGPGjLHbv3nzZixduhSyLGP79u1YvHix\n", "w8cXFBRgypQpnkVMDhUWFvIDWUPMp/aYU20xn9rTIqcv77+MbSerAAD/NSMdd09I0iK0oOQonxar\n", "jMWvHVWWUX33K5NgDOOCaP3F9722jhw5gvnz5wc6DADiXRuL1NY8ieXotUb8YMdZt5/rqbzh+Hn+\n", "BZ8/Jlge98Id2ZiUFtPv+4vUbgCx4hEpFkC8eNw5H4e5e/Dy8nLs378fY8aMwalTp9DY2IhVq1YB\n", "AGbMmIH169dDlmXk5eW5e2giIqKgVhHiNTC8VdNqVjov4o1h7LwgIiIit7jdgZGcnIwnnnjC4d/S\n", "0tKwYsUKr4Mi94nUgxYKmE/tMafaYj61p0VOB0INjP5ylE8W8PQO3/fkLyK1NZFiIddEe61Eikek\n", "WADx4nEHf/ogIiLSgCzLdiMwkqJZzLqnMlUHRsoA7+AhIiIi97EDI0R0FaYibTCf2mNOtcV8as+T\n", "nLZ1WpXbTR0WtJht2xF6CXFGtwc5hhRH+Sxr4ggMb/B9T/4iUlsTKRZyTbTXSqR4RIoFEC8edwzs\n", "qysiIiI3NbR14oMz1Sg4W4PUmAg8desIAOgx+iK8z9W4BqLyxu4lVFkjhIiIiNzFDowQEczzmETE\n", "fGqPOdUW86m9/ua0rq0Tfzp4DQBwua4dDW2diDWGoaLJrNyHowuc1MDgCAyv8H1P/iJSWxMpFnJN\n", "tNdKpHhEigUQLx53cAoJERGRG4bFGzEq0QQAMFtl7LtYB4AFPPuj3K4GRkQAIyEiIqJgxA6MEBHM\n", "85hExHxqjznVFvOpPXdyOj87QbldcLYGAJdQ7alnPi3WHkVOOQLDbXzfk7+I1NZEioVcE+21Eike\n", "kWIBxIvHHezAICIictPcEQnQXS9xcaKsGWWN7XYjMIZE8ct5T9UtZlhk2+14YxiMYbwEISIiIvew\n", "BkaICOZ5TCJiPrXHnGqL+dSeOzlNMBkwNT0Wh640AAD+ebbWfgQGRxf0yifrX3iP7/vgs23bNlgs\n", "FgDAyJEjMWHChABH1D8itTWRYiHXRHutRIpHpFgA8eJxBzswiIiIPDA/O0HpwCg4W4PGdovyN04h\n", "6c2+/gXzQwOD0WjErbfeGugwiIhCBsdvhohgnsckIuZTe8yptphP7bmb05uz4hFpsH2MXq5vR11b\n", "JwBAJwGDTQbN4ws2PfNZxhEYXuP7PvhYLBZs2rQJ77zzDo4cORLocPpNpLYmUizkmmivlUjxiBQL\n", "IF487uAIDCIiIg8Yw3T4QlY88j+vsds/JCoc+q4CGaQob2xXbnOECg0UCxcuVG6///77AYyEiCg0\n", "sAMjRATzPCYRMZ/aY061xXxqz5Oc5mUn9OrA4BKqNq5qYKTEcAlVT/B9H9wMBtcjswoLC5XXuOvX\n", "0UBtixTP7Nmz3X58fX09RNfZ2Sn88+l1wNFrjUo+4+LiAMD59ohJOHqtEdamGjRXXBai/Yi03YXx\n", "9N42mUzoL0mWZbnf99ZIQUEBpkyZ4u+nJSIi0pTFKmPlmydQ09J9YTg/OwGPz80KXFCC+vJbRSi9\n", "Xgfjz/eMxbB4Y4AjooHuyJEjmD9/vk+fo6SkBJmZmQCA7du3Y9GiRQ7vx2tjbR291ogf7Djr9uOe\n", "yhuOn+df8PljguVxnj7XC3dkY1JajNuPo4HLnfOxRzUwPvroI2zevBmbN2/G4cOHlf1lZWV44403\n", "8Oabb6K0tNSTQ5OHgnkek4iYT+0xp9piPrXnSU71Ogm3jBxkt48jMGzU+bRYZftVWpgjj/B9H3xK\n", "SkqwceNGbNy4EaNHjw50OP0mUlsTKRYKLiK1HZFiAcSLxx0eTSG5+eabldu7du1Sbh88eBArV64E\n", "AGzZsgVLlizxMjwiIiKxzc9OwNvHK5RtfjkHzlW34LUSI8ZPNSM+0oDqFjMs18d7JkSGISKMNcRp\n", "YMjNzQ10CEREIcXjK4iLFy9izZo1yM7OVvap566Eh/MCzp84L1ZbzKf2mFNtMZ/a8zSnIwZFIiuh\n", "ezpEWuzAru/wyaV6fHfb57jUqsfP8y+gw2JFWSNHX2iB73vyF5HamkixUHARqe2IFAsgXjzu8LiI\n", "Z1ZWFh577DFs3boVI0aMAACoy2n0VaiIiIgoFEiShEdnZWDN3kvIHhyJCSnRgQ4poGQZaO+0AgCK\n", "ypvxm32XMFk1F5pLqBIRhbau4p/uSooOR+oA/xGA+uayA6OqqgobNmyw27do0SIMGzYMAGA0GhET\n", "031RYrFYlNuS5HoJOVEqG4fK9vHjx/H1r39dmHiCfZv59E2lY08qiXOb+fTXds/cuvv4vy8fh8LC\n", "Qnz80TUh/j+B3P7q9By8cvAaAKDgbC2KypuV3JrrKgAMFyreYNleu3YtJkyYIEw8wb5NzhUWFgqT\n", "J5Fiof6pb7N4XPxTyw4MkdqOSLEA4sXjDo9WIampqcGgQbaiZe+99x7uvPNOAMDmzZuxdOlSyLKM\n", "7du3Y/HixQ4fz0rL2gvmRigi5lN7zKm2mE/tMafakWUZP3r7EI7U9x6N+a0vDMWisYkBiCr4sY1q\n", "yx+rkPSXaNfGIrU1T2LhKiTaPM7fMWq9ekmwt2NfEi0ed87HYZ48wf79+9He3g4AmDZtmrJ/xowZ\n", "WL9+PWRZRl5enieHJg+J1ABDAfOpPeZUW8yn9phT7UiShKfvvgk/2XkWn11rsvsba2B4jm2U/EWk\n", "tiZSLBRcRGo7IsUCiBePOzzqwHA2siItLQ0rVqzwKiAiIiIKfmE6Cf8zfzi+/e4ZXKlvV/azBgYR\n", "ERF5iuuYhQj13G3yHvOpPeZUW8yn9phTbRUWFiImIgy/XDASMRF6AMAgUxhS2IHhMbZR0kqnVUZt\n", "i9npv3+fOutwf1N7p99jZbsnT4nUdkSKBRAvHnd4NAKDiIiIqD/S4yLw/5aMxu4zNZiZGYdwPX87\n", "IQq0htZO/PiDc6hvc9EhceR0r13f/+IwTBsa68PIiIhcYwdGiAjmeUwiYj61x5xqi/nUHnOqLXU+\n", "U2MisHpqagCjCQ1so6SlmlYz6lrdG1Fhtrpd+99rbPfkKZHajkixAOLF4w7+DEJEREREREREwmMH\n", "RogI5nlMImI+tcecaov51B5zqi3mU3vMKQ1EbPfkKZHajkixAOLF4w52YBARERERERGR8FgDI0QE\n", "8zwmETGf2mNOtcV8ao851RbzqT3mlAYitnvqS2lDOyqaOnrtjxkxCUevNTp9XFJ0OFJjI3wZmkK0\n", "dixaPO5gBwYREREREREFpYqmDvxgx1m3H/fCHdl+68Ag7XAKSYgI5nlMImI+tcecaov51B5zqi3m\n", "U3vMKQ1EbPcUCkRrx6LF4w52YBARERERERGR8NiBESKCeR6TiJhP7TGn2mI+tcecaov51B5zSgMR\n", "2z2FAtHasWjxuIMdGEREREREREQkPBbxDBGFhYVB3ZMmGuZTe8yptphP7TGn2mI+tcecUrBytkpE\n", "X6LD9bhaWYO4uDi3Htdhsbr9XBR4eh1crhriTDC83qKdvx3F4+n71J+ruQDswCAiIiIiIh/ydJWI\n", "p/KG4+n9lQAq3X4cBZ/6Ngt+nn/B7cfx9dZGsKzm4nEHRmtrK37729/iy1/+MtLS0gAAZWVlKCgo\n", "gF6vx5w5c5CamqpZoOSaSD16oYD51B5zqi3mU3vMqbaYT+0xp8GH18ZEBIh3/hYtHnd4XANjz549\n", "uO222+z2HTx4ECtXrsTy5ctx4MABr4MjIiIiIgpWvDYmItKWRx0YtbW1MJlMMBqNdvtNJpNyOzw8\n", "3LvIyC3BvJaviJhP7TGn2mI+tcecaov51B5zGnxEvjaODNMh0uDeP50U6KiJgpNo52/R4nGHJMuy\n", "7O6Dtm3bhjvvvBOnTp1CfHy8MoVk9+7duPXWW3vd7unw4cOoq6vzImwiIiIiIs/Fx8dj6tSpPn0O\n", "XhsTEfXNnfOxyxoYVVVV2LBhg92+RYsWoby8HO+++y4qKiqQlZWldGBYLBblfpLkvIvW1x8WRERE\n", "RESBxmtjIiJtuezASExMxKOPPtpr/8MPPwwAKC4uRnx8vLK/tbUVACDLsnKbiIiIiGgg4rUxEZG2\n", "PF6FpKamBoWFhXYjMGbMmIH169dDlmXk5eVpFiQRERERUbDhtTERkbY8qoFBRERERERERORPHi+j\n", "SkRERERERETkL+zAICKiAcNqtdoV1SPvMJ/aY061xXySltie7DEfFAj6n/3sZz/z5xOWlZVh69at\n", "KC4uxuDBgxETE+PPpw8ZRUVFKCwsRFFREWJjYxEbG8vceqG1tRUvvvgiRo4cqeSN+fTO+fPnkZ+f\n", "j3PnzmH48OGorKxkPr1w4cIFFBQU4MSJE4iNjUVcXBzbqJt27tyJ3bt3Y+jQoX2+z5nbvjnKp6PP\n", "JoD57C9HOQX4GeUpZ/ns+fmk1+sDmk+RXt+PPvoIn376KU6dOoWWlhalzl0g4hHtfOKsPQUqnkCf\n", "A9z5TPUXkb4fOXov8Txjs23bNpw8eRKnTp2C2WxGcnKye/HIfrZ161bl9ubNm/399CFjz549yu33\n", "3ntPlmXm1hvvv/++fPjwYfnq1avKPubTc7W1tXJhYaHdPubTOzt27FBu8z3vuaKion69z5nb/umZ\n", "T0efTbLMfLqjZ05lmZ9R3uiZT0efT7Ic2HyK+vp+8MEHyu1AxCPi+cTR+zNQ8YjQRvr7meovon4/\n", "6nov8Txjs2vXLof7+xuP36eQmEwm5XZ4eLi/nz5k5Obm9trH3HqmtrYWJpMJRqPRbj/z6bl///vf\n", "iIqKwqZNm3DmzBkAzKe3LBaLMlRTvl57mTn1nrMcMreecfTZBDCf3uBnlLYcfT4BgcuniK/vxYsX\n", "sWbNGmRnZwc0nmA5nwQqHtHyAAQ+JtG+H/V8L/E8Y2OxWLBp0ya88847OHLkiNvx+L0DQ1YtemIw\n", "GPz99CFn9+7dmD59OgDm1lOFhYWYPXt2r/3Mp+cqKipQV1eHZcuW4fPPP4fVamU+vTR+/Hi88MIL\n", "ePHFFzF58mQAbKNacJZD5tY76s8mgPn0Bj+jtOXo8wkIXD5FfH2zsrLw2GOP4dChQ0LEI/r5JFDx\n", "iJYHQJyYRPl+1PO9xPOMzcKFC7Fs2TLcfffdKC8vdzueMJ9G54C60IskSf5++pCyZ88e5OTkIDEx\n", "EQBz66ny8nK8++67qKioQFZWljLfk/n0TlcveHp6OmpqaphPLx09ehSPP/44rFYrtm+OVklMAAAg\n", "AElEQVTfjrvuuos51YCzHDK3nuv52QQwn97gZ5T2en4+JSYm+jyfVVVV2LBhg92+RYsWBez1dRbP\n", "sGHDAABGo9Fu/rkv43EVSyDOJ33lpqdAvRdFPAeIEJNo34/U76VAxSLy54i6o6K/8fi9A6O1tRWA\n", "rYel6za5b9++fUhOTkZWVpayj7n1zMMPPwwAKC4uRnx8vLKf+fTcqFGjcP78eWRnZ6O2thbjxo1j\n", "Pr3UNZROp9MpJ3vm1HvOcsjcesbRZxPAfHqDn1HacvT5BPg+n4mJiXj00Ud77Q/U6+ssnpqaGgwa\n", "NEh5bn/E4yyWQJ1PnMXjTKDeiyKeAwIdk0jfjxy9lwIVi2ifIyUlJcjMzAQAtLW1uR2PJKvPTn5w\n", "7do17NmzB7IsIy8vD0lJSf58+pBQUVGBv/zlLxgzZgwAoLGxEatWrWJuvVBTU4O3334bWVlZWLBg\n", "AQC2VW+9/fbb0Ov1GDJkCGbPns18eunUqVMoLi4GAIwbNw6jR49mTt2Un5+P8+fPw2g0IisrC7m5\n", "uU5zyNz2rWc+x4wZ4/CzCWA++8tRGwX4GeUpZ/ns+fkEBDafIr2+27ZtQ3t7OwBg2rRpyhdBf8dT\n", "Xl6Ov/71r0KdT5y1p0DFE+hzgDufqf4g2vcjR+8lnmds9u7dq0wdufHGG5GTk+NWPH7vwCAiIiIi\n", "IiIicpffi3gSEREREREREbmLHRhEREREREREJDx2YBARERERERGR8NiBQURERERERETCYwcGERER\n", "EREREQmPHRhEREREREREJDx2YBARBdCnn36KtWvXan7cmpoafPTRR5ofl4iIiIgoUNiBQUQUQNOm\n", "TUNiYqLmx+3s7ERHR4fmxyUiIiIiCpSwQAdARDTQWa1WbN26FRaLBVarFYmJiZg7dy5qamqwa9cu\n", "REZGwmKxIC0tDTNnzlQe88477yAsLAyyLCM6OhoLFiwAAFRUVGD37t0oLy9HXV0dAGDWrFlITk4O\n", "2P+RiIiIiMhbkizLcqCDICIayJ577jk8/PDDykiMAwcOIC4uDp988glWrlwJg8EAAPjoo4+QlpaG\n", "rKysXsfYsGED7rvvPmW7srISRUVFmDt3rj/+C0REREREPscRGEREAZaenm43jWTy5MnYtWsXysrK\n", "8N577yn7rVYrwsLCkJWVhfb2duzatQsWiwU6nQ7nzp0LROhERERERH7DDgwiogC7evUqqqqqlE6M\n", "f//73xg1ahQ6Ojpw5513KiMwAFttCwDYsWMH5s+fj9jYWABAc3Oz3TH1ej0sFouf/gdERERERL7H\n", "KSRERAH06aeforCwEGlpaTAajTCbzRgyZAhyc3PR3NyM3bt3Q6ez1Vtubm7GjBkzMGLECBQVFaG4\n", "uBgGgwGdnZ34/PPPMXnyZCxcuFA5dleNDJ1OB7PZjLvuugthYey3JiIiIqLgxA4MIiIiIiIiIhIe\n", "l1ElIiIiIiIiIuGxA4OIiIiIiIiIhMcODCIiIiIiIiISHjswiIiIiIiIiEh47MAgIiIiIiIiIuGx\n", "A4OIiIiIiIiIhMcODCIiIiIiIiISHjswiIiIiIiIiEh47MAgIiIiIiIiIuGxA4OIiIiIiIiIhMcO\n", "DCIiIiIiIiISHjswiIiIiIiIiEh47MAgogHJbDYHOgQiIiIKAbymIPIfdmAQUUiorq7G8uXLcdtt\n", "t+GOO+7AJ5980us+V69exZo1a7Bs2TI8+OCDTo/1s5/9DDNmzMC8efOUf9u3b/dl+CHjvffew7x5\n", "83Drrbdi0aJF+P73v9/rPhcvXsTw4cOdHuPDDz/EvHnzMGvWLPzoRz/yZbhERES98JpCDLymIEfC\n", "Ah0AEYWWjRs34le/+hVaWlqQlpYGSZIgyzLmz5+Pn/zkJ5AkySfP+9BDD+HJJ5/E1KlT0dDQgLvu\n", "ugvvvvsuYmNjlfscP34c06ZNw3e/+12sXLnS6bEkScLf//53jBo1yieximLDhg1ISUlBbm6uJsdr\n", "a2vDH//4R+Tn50Ov1zu9X3h4OLKzs53+vesCr6SkBOvWrXN6v4MHD+LUqVNYvXq1V3ETEZGYeE0R\n", "PHhNQf7CDgwi0tS9996LpKQknD59Go888oiy/5VXXsGLL76IH/zgB5o/59mzZ5GQkICpU6cCAGJj\n", "Y/Hoo4/irbfewle/+lXlfgsXLuz3MWVZ1jxO0bS0tKC1tVWz45WVlWHixIkuLzQAIC0tDbt37+7z\n", "eH29BlrHT0REYuE1RfDgNQX5CzswiMgnen5QfPWrX8WXvvQlnzzXsWPHMG/ePLt9t9xyC37xi194\n", "fMwnn3wSNTU1MJvNyMzMxO9+9zvEx8d7G2ovv//977F27Vo8+eST2L17N44fP46IiAikpKTg+eef\n", "x4gRI5T7yrKMl156CRs3bkRYWBhkWcbXvvY1rFq1yu6YR48exY9//GO0tLTAZDIhKysLZrMZr7zy\n", "inKfu+++G8XFxQgPD8dzzz0HANDr9fjzn/+MrKwst/8f999/Py5cuIBr164pQ23j4+OxefNm5T7N\n", "zc2455570NbWhpqaGhw9etTlMV39svaNb3wD+/fvR0tLC958803l/s899xymT5+u3K+trQ1PP/00\n", "Pv74Y5jNZuj1ejz++OO9Ljy78vHb3/4WsbGx+OlPf4qOjg7MmjULv/71r93OBxERaYfXFP3Dawrn\n", "eE0RQmQiIo3961//ktetW6ds19fXy9/+9rflv/3tbz55vtdff11+//337fZZrVZ5xYoVTh+zfPly\n", "p387evSoXFxcrGzv379ffuCBB7wP1InXXntNTkxMlLdt26bsO3nypDx79my5urpa2ffd735XXrNm\n", "jbLd1tYmf+tb35Jffvllu+MtXrxYvnbtmrJdVlYmL1u2zOHzfvDBB5r9Py5evCg/8cQT/bqvq/z3\n", "93j/+te/5P/93/91+ner1Srfeeed8ltvvaXsa2hokFevXi3v2rWr1/1fe+01+d5775VXrFghV1VV\n", "ybIsy2fPnu0zTiIi8h1eU7iH1xSeHY/XFMGDRTyJSHPy9V79efPmYf78+Vi1ahUWLlzYq1dfS1rO\n", "g504cSLGjh2rbN98882QJAltbW2aPUdPjzzyCBYtWqRsjxkzBj/96U/x2muvAQDKy8tRWlqK733v\n", "e8p9IiIi8Lvf/Q7btm2DxWJR9s+cORN79+5FWVkZACA5ORnvvPOOw+eVXQypbGtrsys6pv73y1/+\n", "0q1j+Yqr59y/fz8mTJiA++67T9kXExODV199FX/6058cPmbUqFH4v//7PwwePBgAMHLkSG0DJiIi\n", "t/Cawn28pvAMrymCA6eQEJHmJEnC97//fbv5qr40ZMgQVFZW2u0rKytDTEyMZs+RnJyM6upqpKen\n", "a3ZMtSlTpjjc1zVc8vz588p83J5ycnJQWVmJlJQUAMCPf/xjHD16FDt27MDVq1fR1NSEBQsWYP78\n", "+W7FZDQa8eGHH/b7/r4qpuapK1euYPv27Q6rxzc2Njp8zBe/+EVfh0VERG7gNYX7eE2hPV5TiIMd\n", "GETkE+70nJeWliI1NdXj55owYQKeeuopPPDAA8q+f/7zn7jxxhs9PmZPp0+fdnihsXbtWlRUVODB\n", "Bx/EsGHDPD7+4cOHcffdd/fa19VbP3LkSPz+97/v9ThZlnH27FkkJSUp+1paWjBp0iRMmjRJ2ffQ\n", "Qw9h2rRpiIuL8zjGYDNp0iTcddddeOaZZwIdChEReYHXFO7hNYX2eE0hDk4hISLNuXOh8dhjjyE9\n", "PR0vvviix8+XkZGB2tpaHD58GABQV1eHV155BStWrHD7WMXFxfjSl76E8vJyZd/atWsd/lJRX1+P\n", "b33rW9i6datXFxqyLGPLli3Ytm2bXRzPPPMM/vM//xMAkJSUhPT0dKxZs0bJb3t7O773ve9h8eLF\n", "0Olsp/Pjx49j1apVMJvNyrGqqqpw/vx5RERE2D1veno6Dh06pGxbrVYUFBSgtLTU4/+Hlvo6Xnp6\n", "Oj799FO7fQcOHMDp06cBAGPHjkV9fT3eeOMNu2OVl5c7vXAjIiKx8JrCPbym8Ox4vKYIHhyBQUSa\n", "Uq/Z/uabbyIqKgpbtmxBWJjj001ycjIiIiKU+YGeWrduHb75zW+itrYWAPCb3/ymV4Xvl19+GZs2\n", "bQJg+zCfN28eJEnCyy+/jHHjxgEAbrjhBjz11FN47LHHUFtbi4aGBtxyyy149tlnez3nBx98AIvF\n", "gpdeesmr2CVJwrPPPos9e/bgmWeegSRJSElJwV//+lckJCQo93vxxRexZs0azJo1y2nF8PDwcGRm\n", "ZuLBBx9EXV0dWlpaEB4ejmeffRZGo9HuefPy8pCfn4958+bBbDYjPDwct912G2bPnu1W/F2VwOvq\n", "6uwqhk+ZMgVr1qxR7vfkk09i3759ALrzD9hy/oc//MHuWG1tbWhra7M73je+8Q27X5Sys7Mxbtw4\n", "zJ07F1arFZIkYfbs2fjhD3+o3Ofll1/GmjVrMGfOHABAZ2cnsrKy8J3vfEe5z6FDh/D444+jtLTU\n", "roL6qlWr8NBDD7mVCyIi0g6vKdzHawpeU4Q6Sfawe6ioqAinT5+G1WrFzJkzkZGRgbKyMhQUFECv\n", "12POnDleDd8iIhLdl7/8ZdTX12PLli1eHef1119HSkoKbrvtNo0iIyIif3N0bawuiDhy5EhMmDAh\n", "wFGSqHhNQdQ/Ho/AqK6uxrJlywAAO3bsQEZGBg4ePIiVK1cCALZs2YIlS5ZoEyURkYDOnj2L119/\n", "3evjcJghEVHwc3RtbDQaceuttwY4MgoGvKYg6h+POzByc3N77TOZTMrt8PBwTw9NRBQU9u/f7/Ux\n", "fve732HdunUIDw/H888/j3Xr1iEnJ0eD6IiIyJ8cXRtbLBZs2rQJsixj+PDhDleHIAJ4TUHUXx5P\n", "Iemye/duTJ48GYmJidi9e7fSy6y+TUREREQ0EKivjdXef/993H777QGKiogoNHhVxHPPnj3IyclR\n", "TtBdc/wA12v37tq1C3q93punJiIiIiLyWHx8vMPVILzR89pYzWAwOH0cr42JaCBz53zscQfGvn37\n", "kJycjKysLGVfa2srANvcq67bjuj1eg6hIyLF0wUX8HFJPR6enoal45P6fgAREZGXjhw5ounxHF0b\n", "l5SUIDMzEwDQ1tbm9LG8Niaigcyd87HOkyeoqKjA/v37cerUKWzZsgV///vfAQAzZszA+vXrsX79\n", "esyYMcOTQ5OHCgsLAx1CSGE+tecsp2WN7dh7oQ5mq4zXDpeirdPq58iCE9uo9phTbTGf2mNOxeXs\n", "2rikpAQbN27Exo0bMXr06ABH2X8itTWRYgEYjysixQKIFY9IsQDixeMOj0ZgJCUl4Yknnui1Py0t\n", "DStWrPA6KCIaOJrau6eetZqt+OhiHW7JHhTAiIiIiNzj7NrYUWFPIiLynNdFPD1RUFDAYXJEBAA4\n", "UdaE723/XNmelhGDXy3MDmBEREQ0EBw5cgTz588PdBgAeG1MRAObO+djj6aQEBFppeeUkSNXG1HT\n", "Yg5QNEREREREJCp2YISIYJ7HJCLmU3vOctpqtu/AsMrAh+dq/RFSUGMb1R5zqi3mU3vMKfmLSG1N\n", "pFgAxuOKSLEAYsUjUiyAePG4gx0YRBRQbZ2WXvsKztYEIBIiIiIiIhIZa2AQUUBtK67Eyx9d6bX/\n", "lbvHICshMgARERHRQMAaGEREYmANDCIKGs6WTS34nKMwiIiIiIioGzswQkQwz2MSEfOpvf7UwMge\n", "3D3iouBcLaz+HyAWNNhGtcecaov51B5zSv4iUlsTKRaA8bgiUiyAWPGIFAsgXjzuYAcGEQWUegTG\n", "F7LiEWcMAwBUNZtxtLQpUGEREREREZFgWAODiALq9/svY/vJKgDAY7MycKW+DVuLbdsLcgbhv+dk\n", "BjI8IiIKUayBQUQkBtbAIKKgoR6BYTToMD97kLK972IdzBbHNTKIiIiIiGhgYQdGiAjmeUwiYj61\n", "5yynbebuZVQjw3QYPcSE+OvTSFrNVtS2dvolvmDDNqo95lRbzKf2mFPyF5HamkixAIzHFZFiAcSK\n", "R6RYAPHicQc7MIgooHqOwJAkSamDAQDNHRZHDyMiIiIiogGGNTCIKKC+t+0MTpQ3AwBevDMbE1Nj\n", "8J13z6C4wrbvpUU5GJ8SHcgQiYgoBLEGBhGRGPxWA8NqtcJi4a+jROQ5uxEYYXoAQFS4XtnXxBEY\n", "REREREQELzowdu7ciXXr1qG8vFzZt23bNmzZsgVbtmzB8ePHNQmQ+ieY5zGJiPnUnrOctprtp5AA\n", "QFR496mJU0gcYxvVHnOqLeZTe8wp+YtIbU2kWADG44pIsQBixSNSLIB48bgjrO+7OLZw4UIUFxfb\n", "7TMajbj11lu9DoqIBg77ERi2jovocNbAICIiIiIiex53YDhisViwadMmyLKM4cOHcy6fH82ePTvQ\n", "IYQU5lN7znLqqAODIzD6xjaqPeZUW8yn9phT8heR2ppIsQCMxxWRYgHEikekWADx4nGHph0YCxcu\n", "VG6///77Lu9bWFioJK5rCAu3uc3tgbUtyzJaOzoBSABsU0gKCwtRWW0AEA4AOH2+BIVNZ4WIl9vc\n", "5ja3uR0620REFHy8WoWkuLgY8fHxSEtL6/W3/Px85OXlOXwcKy1rr7CwkB/IGmI+tecopx0WKxb9\n", "9SgAQC8BOx66EZIkYVtxJV7+6AoA4I4xg/Gd2cP8Hq/o2Ea1x5xqi/nUHnOqLa5C4pxIbU2kWADG\n", "44pIsQBixSNSLIB48fhtFZKeSkpKlNttbW1aHpqI/ECWZRwrbUJVc4dfnq/NroCnHpJkG4kRHdG9\n", "CgmnkBAREREREeDFCIz8/HycP38eRqMRWVlZyM3Nxd69e5VVSW688Ubk5OQ4fKxovcxEZPP2sXK8\n", "cvAaIvQS/r58HOIjDT59voqmDjzwZhEAYLDJgPX3jwcAHLxcj//54DwAYFpGDH61MNuncRAR0cDD\n", "ERhERGJw53wc5umTOJoekpub6+nhiEgAh682AgDaLTKOlzXji8Pjffp8jgp4AkBUOEdgEBERERGR\n", "PU2nkFDgdBWmIm0M1Hy2qqZ0aN1x4Cin6ikkkQbHHRhN7ezAcGSgtlFfYk61xXxqjzklfxGprYkU\n", "C8B4XBEpFkCseESKBRAvHnewA4N8RpZlWD2vEUsBoB4R4Y+RD22d3c+hHoERrR6BYWYHBhERERER\n", "sQMjZIhURRYArta344E3i/DQxmJU+qkgpJZEy6e/qDsUtO7AcJRTuykkTkZgNHMEhkMDtY36EnOq\n", "LRHyufvzavzfZ2UhMxVNhJzSwCBSWxMpFoDxuCJSLIBY8YgUCyBePO7wuAYGkSubiypQ2WwGAOw6\n", "U4OVk1MCHBH1R5sPp5A4op6yYgzTq27roJMAq2yrx2G2WGHQs7+ViPrveFkTXthzCQDQaZWxempq\n", "gCMiIiIib/EbQYgQbR7TibIm5fa1hvYARuIZ0fLpL+oREU3+qIHhZASGJEks5NmHgdpGfYk51Vag\n", "83m8tPtz6ExVSwAj0U6gc0oDh0htTaRYAMbjikixAGLFI1IsgHjxuIMjMEhzTe2duFDTpmyXNgZf\n", "B8ZAJMuy3YgIrTswHGkzO16FBLBNI2m8Pn2kucOK+Eifh0NEIeRSXffnUHWLOYCREBH5T2lDOyqa\n", "PJ++nRQdjtTYCA0jItIWOzBChEjzmIormqEu3VnawBoYwaDDItu9bi3+roHRowMjmiMwXBqIbdTX\n", "mFNtBTqf6g6MmhDpwAh0TmngEKmtiRQLIH48FU0d+MGOsx4f74U7sj3uwBA9N4EkUiyAePG4g1NI\n", "SHNFZc1229UtZrSrvqiSmNp6vEb+GIHRqlphRL2MKgBOISEij1llGZfru0f/1bV2wmLlqlhERETB\n", "jh0YIUKkeUwnypt77StvDK5RGCLl019aeyxXqnWnQZ81MBxMIfFVLKFgILZRX2NOtRXIfFY22Xec\n", "ywBqW4N/FAbbKPmLSG1NpFgAxuOKSLEAYsUjUiyAePG4g1NISFMdFitOVfbuwChtbMewBGMAIqL+\n", "6jkCwx+dBv3twPDHaBAiCh3q6SNdalo6kRgVHoBoaKAoKirC6dOnYbVaMXPmTGRkZKCsrAwFBQXQ\n", "6/WYM2cOUlO5Gg4RkTfYgREiRJnH9HlVC8yW3sN0S4NsBIarfNa2mvGXQ9cwKNKAL09LhU6S/BiZ\n", "76gLagK2DgxZliFp9P9zWAPD7HgVEoA1MPoiyns+lDCn2gpkPh11YIRCIU+2UbFVV1dj2bJlAIAd\n", "O3YgIyMDBw8exMqVKwEAW7ZswZIlSwIZYr+J1NZEigVgPK6IFAsgVjwixQKIF4872IFBmlLXv9BJ\n", "QNeU41BaieTtYxX44EwNAGBMUhRmZcYFOCJttPYYgWGVgVazFSZVR4IvnzMyzP55OIWEiDwVqh0Y\n", "JLbc3Nxe+0wmk3I7PJwjgIiIvOVVDQyr1QqLhV8sRCDKPKYT5U3K7SnpMcrtsiBbicRVPs/VtCq3\n", "z6tuB7ueIzAAbaduOKyB4WIEBjswXBPlPR9KmFNtBTKflx1OIQn+Dgy20eCwe/duTJ8+HYBtifIu\n", "BoPB5ePUr29hYWFAt9euXStMPF23GU//4/GWp/H0jEmL/1+oxLN27dqA50PkeNwhyeozqxt27tyJ\n", "8+fPY8mSJUhLSwOAfs/zKygowJQpUzx5WnKisLAw4EOBrLKMe/9xHI3tti+bP5qXiWc/LAEAZCUY\n", "8crdYwMZnltc5fPBDcW42mAbUXL76MH47heH+TM0n/nwXC2e/fCi3b7/XTYGwwdFanJ8Rzn9zrtn\n", "UFxhG7Xz0qIcjE+JVv6283Q1Xtp3CQBwa84g/GBOpiZxhAoR3vOhhjnVViDzec/fj6Gh3b7jMxTO\n", "12yj2jpy5Ajmz5+v6TH37NmDzMxMZGVlAbBdLy9cuBAAkJ+fj7y8PIePE+3aWKS2JlIsgPjxHL3W\n", "6PUyqpPSYvq+Yz9iCTSR4hEpFkC8eNw5H3s8AmPhwoWYO3eu3b6ueX7Lly/HgQMHPD00eUCEBnip\n", "rk3pvIgzhmFqeqzyt9LGDnjYVxYQzvJplWVUNHePJqloCq6RJa60mXuPctBy5IPDGhid3cfvWcST\n", "NTBcE+E9H2qYU235Op9X69vx8v7L2Hu+1m5/Xau5V+cFEBojMNhGxbZv3z4kJycrnRcA0NpqG6kp\n", "y7JyOxiI1NZEigVgPK6IFAsgVjwixQKIF487NK2BwXl+A9sJVf2L8clRiDWGITpcj6YOC9o7raht\n", "7cQgk+vhk6Krbe20K1IaUh0Ynb6dQuJIq2oKSSSnkBCRG/748RUcutKA905VYcTgSGTE2Va6ulTX\n", "XXMpTCeh83oxJtbAIF+qqKjA/v37MWbMGJw6dQqNjY1YtWoVZsyYgfXr10OWZaejL4iIqP+8qoHR\n", "U7DO8wuFbRHmMRWp6l+YWisAACkx3R1ZXYU8RciXp/ks77GaSkVTB/btC3y8Wmw76sBo7rBodvyu\n", "ferb9suo6u3+ru7AKK+pD3h+RNt2lE9ue7fdM7eBjifYt32dz64lu60y8FFJvfL3Dz89odw/LaJT\n", "uV3TahYqP55si1SXIBS2tZSUlIQnnngCS5YswZIlS7Bq1SoAQFpaGlasWIH7778fSUlJPnluX/BV\n", "njwhUiwA43FFpFgAseIRKRZAvHjc4XENDAAoLi5GfHy8UgMjWOf5hYLCwsDPY1r1ZhHKr49I+P1d\n", "ozAmKQq/LLiAfRfqAAA/nJOJvJxBgQyx35zl88NzNUpdjy4bH5iAOGOYv0Lzmb8cuoY3j5bb7fvG\n", "zRm464YhmhzfUU7/4/WjyiiMzasn2nVaXK1vx4MbiwHYOsL+9qVxmsQRKkR4z4ca5lRbvsxnQ1sn\n", "7vnHcWV7Umo0XrgzBwCw9uMr2FxUCQB4YHIK/vFZGQDbyljvPXgj9LrgXfqabVRbvqiB4SnRro1F\n", "amsixQKIHw9rYHQTKR6RYgHEi8cvNTAcCdZ5fqEg0A2wsrlD6byICNMhO9E2nShVNQKjLIiWUnWW\n", "z7LG3lNGykNkGonDKSQO5pF7qmdOZVm2X4UkrOcUku5tTiHpLdDv+VDEnGrLl/nsKqTc5URZk3Ke\n", "UC+hOmJwJGIjbB2jVhmoa+tEMGMbJX8Rqa2JFAvAeFwRKRZArHhEigUQLx53ePyzcX5+Ps6fPw+j\n", "0YisrCzk5uZynt8AVqSqfzE2yYSw679wpcREKPtLHXz5DzaOOisqmjowKtHk4N7BxdEyqr7sOGi3\n", "yOga/mXQS71+Fe1ZA0OWZUhS8P5ySkTauVpv34FhkYHDVxqQOyLBrgNjWLwRg00GpahndYsZg4O8\n", "FhMREdFA5vEIjLy8PDzyyCNYvXo1cnNzAQTvPL9QEOh5TCdU9S/GJ3cvhZkW27sGRjBwls+eNTAA\n", "oDJERmC0dvburNCyiGfPnKpXPek5+gIADHodIvS2Dgur7HiEyEAW6Pd8KGJOteXLfF5r6P15cuBy\n", "A1rNFlQ224p16iUgLTbCrnh0sK9E4k1OzRYrDl6ud/g5RtSTSOdDkWIB/BNPaUM7jl5r7Ne/vSev\n", "2G13WAJ3vTQQX6v+EikWQLx43BH8E/cp4CxWWSmgBgDjkqOU26mqERhlDcF/0eRoBEbITCFxMAKj\n", "xYcjMOwLeDruS42K0KO9xTbku7nDgkiD3uH9iGhg6TmFBAAOXW5ASW336Iv0OCPCdJLdiItg78Dw\n", "xisHrmJrcRViIvT4891jkcCRKETCqmjqcLOORaVy66m84doHRCQQTWtgUOAEch7Tp1caUHX9F684\n", "YxgmpnaPwBgSHY6umQFVLWZ0BMmv6I7yaZVlJ1NIQuOC2NfLqPbMqfr5nHVMRKn2+3pJ12ATzHMX\n", "RcWcasunNTDqe3dg1LV1ouBsrbI9NM7Wga4egRHsS6l6mtNWswU7T1cDABrbLcg/W6NlWBSCRDof\n", "ihQLIF48IhEtNyLFI1IsgHjxuIMdGOS1969fFAHAgpxBMOi7m1WYTkJStLqQZ4Ry4V0AACAASURB\n", "VPCOVqhr7YTZ0nvRnopQGYHh4w6MnlpdFPDsEh1hXweDiEiWZbsRGFPSu6vlf3Cm+/NoWPz/Z++9\n", "w9y4znv/76AusL33XS6XvYsSRRWKapRF25RNSZat4hontuXEca4dOb8bOy66LnEsx7nXiaU4ceQm\n", "UxZVKItWXUoUtewSxd6Wy+29Ygs6ML8/AAzOGQz6ADgAz+d59nl2gAHw4mAwmPOe9/1+8wAgp1pI\n", "EuVAjwUO4verrYMnMDgcDoeTnfAERo6QqT6mCasLh3qD7SNbl5aH7EM6kWSLDobSeJLVF6Rtas4k\n", "MFIs4hmigRFLC4mBJzDCkc29i6zCx1RdUjWeFrtbOh+Y9BpsXRL83SHPK43+BEZ5DlVgJDqmezun\n", "qO2uKTs6J6xqhMTJUVg6H7IUC8BePCzB2tiwFA9LsQDsxRMPPIHBSYrXL07A61/UWV1TIF0wkuSK\n", "EwlZPbKiKl9qjZm2u+HIktaYSChVYKQyaUBZqOp5AoPD4cQGWX1RV2TENQ2F0CgYFDWVBiowggnn\n", "SWt226gmgsXuxrv9MyG38yoMDofD4WQjPIGRI2Sij8krilJPLQB8UKH6AgBqs9CJRGk8R+aCsdcW\n", "GVCZH3xfY/PZm5gJYHOl1oUkogZGDBUYcw6ewCDJ5t5FVuFjqi6pGk9S/6K+yIgCow4rCferAAEN\n", "jFwS8UxkTN/pmkage4Q8p77VOQWPN7QtksMB2DofshQLwF48LMHa2LAUD0uxAOzFEw88gcFJmBND\n", "c1JFRYFBi5taShT3yxUnEtJ6rrrAgMqC4EVxLrSRKFVguDxiyoRXKRvVcBUYhIjnvEKChcPhXHmQ\n", "FRj1Rb7fl42NRdQ+VQV6SRy4zEQkMGyuK27S/mZnsNLiU+trUGbyVaRM2tw4NjCbqbA4HA6Hw0kI\n", "nsDIETLRx/TK+XHp/9sXlcIYZhW9tohsIcmOCoxoGhg1hUZUERUYI1nuROLxinD6l+gEAEUpEM9M\n", "RAODEvHkFRgU2dy7yCosjOmk1QWvmBsT7FSN5yBZgeGvsri2iU5gNBHtjAadBoX+c4lXBGbs2dtG\n", "Eu+Yjs45cXp4HgCgEYBbF5bi1tZS6X7uRsIJBwvnwwAsxQKwFw9LsDY2LMXDUiwAe/HEA09gcBLC\n", "Yndjf3dQvPODSyvC7kuLeDohZunF+bCsAqOacFcZy/IKDDKZYNRpUGAM9oynqvIhfhHP7NcZ4XAi\n", "seP4MO7/w2l89U8Xr7gqgXhQqsBoLsmjzslyPaZcslKNh72Xg+KdV9UVotSsx5bFZdJtB7qnYeX6\n", "QhwOh8PJIngCI0dIdx9TW8ckXP4L7KWVZiwsN4Xdt9CoQ4F/IupwezFtS+/qlyiKca9oysdTFEWq\n", "TaS60IBK4mI521tI5MmEfEPw1KCW9oR8TCkbVaJVhIRKYPAWEops7l1klUyP6cvnfZpCF8as6BjP\n", "foeIVIynKIoYJEU8/RUYgiDghuZi6fYlFWbqcZQOhi17ExjxjulbhPtIoPKitdyMFr/AqcMjor17\n", "Wr0AOTlDps+HJCzFArAXD0uwNjYsxcNSLAB78cQDT2BwEuL1i9HFO0lqZFUY6eJgjwUf+c1JfH13\n", "B+YciSdOpmxuqcWi0KhFvkFLrfaNZHsCg0gmmPQaKeEEqCvkSb1mnBUYXMSTk8u4vSIlBtw7bc9g\n", "NOwybXPD6j9fmfUalBCW1p9cX4M7Fpfh7lWVuGVhKfU4qgJjPnsTGPHQO2VH54QNAKDXCrhxQVCn\n", "iqzCeIO7kXA4HA4ni+AJjBQyYHHgv48M4ORQ6kWy0tnHZHd70TXlu7jWCgi5UFSC1MEgV89SiSiK\n", "+K8jA3C4vTgzMo/fvDcU82Pl40kmKAKJiypCxDPbXUjsbkJQU6dBviE4KVCrvDhEAyMGG9UCbqMa\n", "lmzuXWSVTI7p6JwTZNdIXw4kMFIxnlT7SLERghD0Ty006vDIzc14+LoGaGW+quWm4DltIs1VgGoS\n", "z5i+RbSPbGwsohLCt7WWSdazJ4fmsr6KkKM+LP3GsBQLwF48LMHa2LAUD0uxAOzFEw88gZFCfvBm\n", "F545OYpvv345p3pMRwghzqoCA8wG5fJ/ElIHYzhNQp7dU3b0E2JvL50bx8UEy7LlDiSA770HGJvL\n", "buE9eTKBaiFJWQUGnTRRIp8nMDhXCPLzYu90dggepxsl/YtYKMshK9VY2Uu1j5RR95Xn63FVXSEA\n", "QASwh4t5cjgcDidL0EXfJXZeeukleDy+SUZraytWr16t5tNnFb3Tdlzyl25aXV70zzhCenLVJJ19\n", "TKSYZU1hbBeQ5H6DaWoheaeL7uv1isDP9/fh3+5aErI6J0c+niMy/QsAMOm1KDRqMevwwOUVMWVz\n", "U33W2YSNaufQpqTyIZIGhimcjSpPYIQlG3oXnz89iimbGwtK87C+vhClJra/H5kc0xHZeTEXWkhS\n", "MZ4DlANJXoQ9acpzRMQz1jG1uTxSskevEXCtzGYWAG5fVIb3BmahEYDxK6SthhM7LP3GsBQLwF48\n", "LMHa2LAUD0uxAOzFEw+qJjDy8vJwxx13qPmUWct+mSjW6JwzpQmMdDJEJTAMEfYMQupFTKSp3eId\n", "BWGyC2NWvHJhAtuWh3dNUUKpAgPwVWHMOnyJqtE5Z9YmMEIrMBjUwOAJjKyjrWNSSuQ+9uFFzCcw\n", "MsmwLIExNOuA0+2FIcx340ol0QqM8iusAoNMSJTn6xVtzm9cUIwv2Otxa2tp1v52cTgcDufKQ9Ur\n", "I4/Hg+effx7PPfccjh07puZTZx2kxSiQepvNdPYxkaXOsSYwSon+46k09B/3TtnR49fpMGoFfGx1\n", "lXTfk+8OYiqKCr18PIfngu+5upBOYATI5h7iUBcS9SsfQjQwZFUfSpj0GqlP2+72ZqW15IGeafzq\n", "yADGVU7csd676PGKVBXBgtLwTkWskMkxHZadP7wiPVnPRlKigWGhNTBiJVdsVGMd03HiPVaESU6Y\n", "9Fp8bHUVT15wFGHpN4alWAD24mEJ1saGpXhYigVgL554UDWBsXXrVtxzzz249957MTIyouZTZxWj\n", "c84QrYVsntzKIVcKa2NsISFXXtNho0pWX2xoLMZnrq6VdDhmHR786shgXM8XtgIjPzcSGDbCotSk\n", "16DAmPrWjVgqMDSCALM+e9tIhmYceLStC388OYr/PDyQ6XDSytCsQ3LuKTPrUJSnasFfzqGkDZQL\n", "bSRqIrdQTVQDY8qa3ZpFsTAhq8DgcDgcDidXSFltql4f+QeTzPq0t7fn1Pbv3wytPjnbMxR2fzW2\n", "SVL9/jqHg2JfNYWGmB5/+thhadtid2HfO6n9PF493S9tVzmHcfTQAfz1DQ3Sba93TOLd/pmwjyd5\n", "5512DM0EJxJdp49J+5BOJIEERqaPv0S2z3V0StsTI8PovXRR2u4dGlPl9QK9doFtsm3lzIljYR+v\n", "E4MX4vNODxPjFev2qeE5yVni7Mi8qs8vH08W3i+53T0Z/M6UwBH34zOxvWnTpoy9vlwDA/AlMFga\n", "n3i31R7PSatbSnwWGrUoytPF/HijLmgP7RGBGbs74+OTyHbgtmj7j1uDx5NjaoyZ+Fnb5oSHpf54\n", "lmIB2IuHJVgbG5biYSkWgL144kEQRfWWIXp6etDc3AwA2L17N7Zt26a43549e7B+/Xq1XpY5Hvlz\n", "B04MzVG3La004+cfXZqhiNRDFEXc/duTsPonn888tAolMfa13/u7k5h1+FbQ//jgKpSmqGx1wGLH\n", "53aeAwDotQJ2PrRackp5tO0y2v3tPWa9Bv/2kSVRS9unrC584g+nAfhsPZ//9Brpvn2Xp/D9N7sB\n", "ANc3FeN7H1io9ttJC787NoTfHRsGADy4rhrr6wvx93++BABYVZ2Pf71rieqved/vT8Hin0REOh6+\n", "9Px5XJ706Sj8x/alWJxFWjKPH+zHC2eCk4eXPrtWsRc9FyGPqXtXVeKL1zVEecSVi8PtxV2/PhFy\n", "+80tJfjm7S0ZiIhNTg7NSuelRH5T//LZc1JVy+N3L0VrefacS+LlPw704cWz4wCAL2ysp9ooOUGO\n", "HTuG22+/PdNhAMj9a2NOfJwYnMUjL19K6LHf2dKC77V1JfzaP/nQIqz1uxRxOOkinvOxqlfSPT09\n", "2LlzJ3bu3ImlS7N7sn5mZA6vX5zAb94bwo/e6sZXXryA+35/Cl96/hz+dHaMKn8nmbG7cWp4LuT2\n", "VLcXpGtFYdbhkZIXJr0GxXGUhVNtJPbUtZFQ7SMNRZTN619f3yj1+1pdXnzrtU5FQTdyPIcVHEgC\n", "VJIaGGkSJ00FtCOINj0aGETbSl4YFxIgu51IOv0ClgEGVdQ0YH0VsXuK0L8oY1//AsjcmCpVXwDZ\n", "30Ki9nhS+hdxtI8EKDcHf68mralvZUwFsY4pKeIZTgODw4kES78xLMUCsBcPS7A2NizFw1IsAHvx\n", "xEPss88Y2Lx5s5pPl1F++GY3xhRsxSx2N/79QD9+894Qti2vwEdXVFK9tYd6LVLJ+NJKMzrGrfCK\n", "PuHKXFCUHyIFPAsMEITIdqQkpSYdev25hSmbCy1IzaSGtE+9qaWEuq88X4/v37kQX9vdAZvLi9E5\n", "F779+mX85MOLYNIrC0mSySdS/0K+nc0aGJFEPFPh/uHxinB4gsVfkaoSCrLUiUQURXRO0gmMfosD\n", "LVkymU+WbuK9LyiN3e7ySoQUCV5UbpKcW/pnHPB4Rcn22eMV8R8H+zFldeGvb2hARX5sIsq5Ailq\n", "WpdAAiNXhDxjgRLx5BoYHA6Hw8khsns2nUKiXRzNOjzYcXwEn/rjGbxyfly6nXQfuamlhLpwUEqI\n", "qEW6+piGKQvV+C4gS4hqjVQ5kQzNOtAx7rv412sEXNdUHLJPa7kZ37xtgeRucXHcin/e20M5XJDj\n", "SQl4yiowSkw66P1PNOvwwJpFE2wSKoGh11BJA7WqHsgxdRCvZ9RpoImQCMs3BE9T2TS+I3POkLEb\n", "mFFvRZ3l3kWn2ytNNgUATSXZkcDI1JiS59XWchPK/JUCLo9I3ffaxQnsPjeO/T0W/PHEaNrjjBe1\n", "xzNRB5IAuWClGuuYchFPTrKw9BvDUiwAe/GwBGtjw1I8LMUCsBdPPPAERhjW1xfi5pYS3L+2Gl+7\n", "qQmPfXgRfvPxFfjy9Q2UdajLI+Jn7X343bEh2FwevDcwI913Y3MJ7VKRxS0GAagERlF8q38laXAi\n", "Iasv1tcXUpUEJNc2FuOvrw/25B/sseC508oTArKFpEZWgaERBFSSQp5Z+hmT7RwmnYaqRrG61Lcv\n", "jcWBJEC+IZj4yqYWEnn7CEBPwHKZPotdqkSrLTKErW7i+JAnhsmED9lGQibIL4zNpyc4hhhI0IEk\n", "AFmBMRnFSjub8XhF6v1xm1QOh8Ph5BI8gRGGB9bV4Ju3t+AvNtRh69JyrKktRG2REdtXVuLJ+1bg\n", "W7cvQDNRFv27Y8P4xsuXJNvAltI81BcbKY2EsRS2GKSrj0neQhIPJabgRHQ6BRePp4bn8CIhmChv\n", "H5Fz14pKSthsb+eU9D85npEqMACgKgfaSOQVGFqNADOhS2F1JZ84IMc0vgRG8P5saiFJdQKD5d7F\n", "LsKBpDmKSC5LZGpMh2U2zc0KCQyby4Pjg7PS7V1TduatQNUcT68oYmhGvQqMiRRWRKaSWMZ02uaW\n", "EohFRi0MWn6px4kfln5jWIoFYC8elmBtbFiKh6VYAPbiiQf+q5YAWo2AzS2l+L93LcHV9UGV3gtj\n", "Vun/Gxf4Js/k5HYkSye3JMm0kJSaUtNCMm1z4bG3e/D13R1Sm45BK+D65tD2ETkPXVWDQPPC5Umb\n", "ojgrWfYv18AAQFfZzGXnRTFpaRpIKBQYUyeeaadEQyOfhlLRzpIOlBIY/VdIBUbPFNe/iIcRQgOj\n", "ttCARoUExnv9s3ARlVAOtxdDM9n/mxIrcw6PpJtj1mtQaIxfwutKqcAgLVS5/gWHw+Fwcg2ewEgC\n", "s0GLRz+wEFsWlYbcd+MC3+S5irh4SOXqfCY0MGrjbCFJhQvJW51T+Pyz5/B6x6R0W55Og0dubo7p\n", "AjffoJUmC14RuDTuS0IFxnPK6sKgf5Kg1wrUxCJALlRg2KgKDF/CIF+vbuKAPEZtbsKBJGoFRpYm\n", "MCatIbdN290p0RRhjS7CgaQliyowWNDACNdCcrDXEvK4rsnQJBlLqDmeZNthaYzW3XIqid/jzglb\n", "SioBU00sY0o6kJSbryyh10zj9Xrh8WTP71QkWPqNYSkWgL14WIK1sWEpHpZiAdiLJx54AiNJ9Frf\n", "ZPkTa6ul2xqKjVjodxqgJ7fZd7FE4vGKER05olFCVWAkPxYT8y7881vdmHUELxY2LSjBr+5bjpsX\n", "hiaVwrGs0iz9f36U7is/Q2wvqTArluKSiRylVfd04fGK2Ns5hfeJMvNYUarAyE9TBUYkC9VUx5Eq\n", "Zuxu6fuu1wpUv/6VoIPRTVZglPEKjEjMOz3SOUyvFVBq1lEJjL5pOzxeEYcVEhiXGU9gqAmZ9I7H\n", "vpukusCAxRW+32anR8Tu8xOqxMYaE9yBJCO8+uqreOKJJzAyMiLd9tJLL2HXrl3YtWsXTp06lcHo\n", "OBwOJ3fgCQwVEAQBn99Qh2/dtgB3LinDN29bINmLkgmMsRQKPKajj2nC6oLbX8JckqeLW5ivROUW\n", "kt5pOwIF1cV5OvyfDyzEt7e0oDJOa8FlVfnS/+f8bUCB8Tw7EkxgrKrOhxKrqguk/0+PzEljlG7+\n", "fH4cP3yrG//w8iWcG41P4E9Jk4KswFBDeyJhDQyV40gHl2UWoqReTr9FHScSVnsX550eKXmj0who\n", "KM6eBEYmxnSY0BWqLjBAIwgoNemk1imry4t3uqYx4wg99lmvwFBzPC1kAsOUWAJDEATcuyqoe/Sn\n", "M2NwKrQNRuPP58fx0309lCZUuohlTCkHEi7gmTa2bt2KW265hbotLy8P27dvx/bt27F69erMBJYg\n", "LP3GsBQLwF48LMHa2LAUD0uxAOzFEw88gaEimxeW4uubm9FaHlzRl7cXiIyLrkWCvNCOt30EoG1U\n", "LTZ30mNB9vmuqyvARgXL1FiIVIFxenhO+n8FkaggqSk0SNUoNpc3Y+4AR/uCDjjv9c9E2DMUG+lC\n", "og/VwJhTmDwlA5nAiJYIS6UWR6ogK3Fay8x0BcZMbldgkNUXjcVG6DThLXI5tDZSwOFKEASqCuOZ\n", "k8EV3aXE+epKqsAgExglCVZgAL7f6UBVwrTdjT2EeHMs9Fvs+L/tfXjt4iQeP9ifcBypZJxXYDCD\n", "x+PB888/j+eeew7Hjh3LdDgcDoeTEyR+FcCJiXyDFvkGLeadHjg9Iqbt7oT7dyORjj6moSQEPAHf\n", "RDVPp4Hd7YXLK2Le6UFBAkJsAagy2SRWmVrKTDBqBTg8IsbmXZiwurBp0yY43F5cIiaiK8NUYAiC\n", "gHV1BXjtok+H4/jgHFbKkh1Otxcd41a0VpijVhwkSg9ht9gXR5uCKIqKFRFqi2dSGhgKLSvhyEYN\n", "jE5iYtlaboJBG5zEqyXkyWrvYjehf7GgLHv0L4DMjCmlf1EQPK82leThrD+hSp6HPrGmGt9/swte\n", "0XdOtjo9MIexi840qmpgqNBCAviqgu5eWYn/OjIIAHj+1Ci2LimTqiajQdraHh+cg8crQhslSecV\n", "RRztm4HZoMXqGuVEeKzEq4HBExiZZevWrdL/r7zyStT929vbpc84sDqaqW2W4tm0aVPGxyPd8Vgs\n", "oW2D6UKrAfad8yVoi4uLqXiibS9eswFA5o9fVrcD8HhCt83m4AJNNHgCIw1U5evR5Z94jc25UpLA\n", "SAf0hXZiwmClJp2UCJm2u5NLYKhUJqvVCFhcYcZpf7vI+dF53LigBBfGrFI7SFNJHooiXDSvrS0k\n", "EhizeOiqGur+77/ZhUO9M1hcYcLPP7oUmhgvlmPF5vJQn0/fdOxtCi6vKFnuaQWfrgsAalKkugZG\n", "gi0k8874y72T4ZkTI3inexqfWl+Daxtjr/DpHA8KeLaWmyi7y1zXwOgmLFS5A0l0aAHP4Hm1qSQ0\n", "SWzUabChsQiNJXno8SeKuqfsWBEmuZpLWAjdpJIEW0gCfHBpOX7//jBsLi96pu14t38WGxqLYowj\n", "mEixu724PGnD4orIF11tHZN4bF8vAOBndy0OSXCrDZnc5y0k7KDXR/8syOSBPFnFt6+sbV9iYAyZ\n", "wGL34Pv7A68tjyHy9k8+VIzaImPGx49vZ992PFVqvIUkDaTDpSIdfUxkC0lNUfwVGIC6OhiU0nqc\n", "uhdySB2M82NWtLe348xIsH0kXPVFgKvqgna6Z0fn4SAm6D1TNhzq9bV0dIzbUtK3Lq+46LM4qElz\n", "JGhL02CygKzAyKgGBhmHI/nWo1gZmnXgv48O4sKYFf95aCDmxzndXmqVtqXMhHpCB2JgxhHXe5ix\n", "u/GLg/145cIEOojESKTvfNekDV9+4TwebetKuyYLJeCZRQ4kAAMaGGQCQyH5c3V9IYw6jSQSDbDd\n", "RqLmeKpVgQEABUYdti4tl7afPTWaUBwAcGYkesvg/p7gSurxwbkIe0YnljEdnydtVLkLSSbp6emR\n", "/rfb1dE/Shcs9cezFAvAXjwskcnKESVY+qxYigVgL5544AmMNEAlMFIo5JlqhmaUVwrjoYSoPknW\n", "iURNpfVlVaE6GOSFabQERnm+Ho3FvqSOyyNKpd8A0HaJ7rGO9wJWFEUMzTjQ1jGJHceHFYXjeqbo\n", "SYzD7aUSPJEIl0xIZeuGg9DciOZCYtBpoPe3YHhEwOFJz4Sc1D8ZmHHA5Ymt+qNn2o5AiHVFRuQb\n", "tCgz6SRtkXmnJy4b4cuTNuw6M4afvdOLf2vvjekxT70/jEsTNrR3T+OQgntFqhBFUdZCwiswojES\n", "pgJDybL5+mZfFVALMa6sC3mqhUXFBAYAbF9ZiUDnx/uDs7gco4OUJSSBEf183jkRTDySv1upwOby\n", "wOpPSuu1AoqMbLYX5SJtbW1ob29HW1sb9u3bB8CXwNi5cyd27tyJpUuXZjhCDofDyQ14C0kaSEcF\n", "hrwUJxUMzxEVGAkmMEqJCozpZCswVNLAAIBllcEExcVxK6774I34198HLc9iKfldV1coVUIcH5jF\n", "VXWF8HhF7OmYpPY7PjiLe1dXKT0Fxf7uabR1TOLs6DxVrfJW5xR+ee9yat/eqdCVnX6LnTr2whHO\n", "0jSlGhhxVGAEYgmMwbzTkzIdERIygeUVfTbI9cWhlUdDMw4U5emkhA8l4FnuWykXBJ+VakDLYNDi\n", "iLmVjJygkivvkb7zZAItnnaiZJm2uaUJXp5OE7fVcqZJx3mURBRFDM8pawtVFxgkbR4AEABc629z\n", "II8DlhMYao4n2bqRjIhngNpCIzYtKMG+rmkAwHOnR/HIzc1RHyf/3TozPA9RFMNqaJCWygDd+pgI\n", "0cZ0XNZaGau2Byd5tmzZEnLb5s2bMxCJOqT7fBgJlmIB2IuHJQKaGKzA0mfFUiwAe/HEg+qzgOHh\n", "YTz11FN4+umnMTQ0pPbTZyVVBcGJCnkhk0043F5MWn0XbhoBqEqwLJW88EwmgeHxipgkEhhlSSYw\n", "KvP1KDP7YrP5bQsDbRMleTrUxeC6so5oIzk+NAsAODE0SyVaAODUsE/4LRLdUzZ8r60L+3ssIa02\n", "3VP2kIvgboUERt90bFoLNjdRDZGmCgw6aRJ9hZCKRWVHlHDIS8OVKl/aOibxmWfO4qEdp3FswNcm\n", "RDuQBCeaZPKjPw4nErJFoCUGUcxJq4uaxJAaC6mGPA6bS/NU13rJNWYcHknQ1qTXUKvlGkGgqjCW\n", "V+VLSS95C0k2u1vFiho2qnLIRPJbnVMh1RXR4gB8ifRIv+uXiOoLIPUVGGom9jkcDofDYRHVExhH\n", "jhzBQw89hPvvvx+HDx9W++mzEnKyn60aGGSZc1WBIarqejhKVWohsdjdkvBkoVELY5Ir8oIgUFUY\n", "vznYKf2/sjo/plWstbXBKo0LY1bMOz1ok1VfAIDV5cXFcWvI7STv9tE2qPkGLVURcU5m1dqrsMre\n", "Z4lt5T1cBUY+IxoY8ljmXalPYMw53JJIYgClRMAbHRMAfJ/pP71+GUf6LOicpAU8AzQQOhjxOJGQ\n", "SQEygRHuOy8/toYVEi+pootoZWrJMv0LIP39oJSuUIEh5DzTTOhgbGwKikyWm/Uo9Cc7rC4vZcXK\n", "EmqNp1cUVdXACLC8Kl+ypXV7RbR3T0d9jFKSI1IbySVZa0qyCYxoY0qJW3MHEk4SsNQfz1IsAHvx\n", "sATXwAgPS7EA7MUTD6onMEgLFIMhu8qHU0VlGlpIUo0a7SOAei0kqVhlInUwBu3BCfPKGG3vivJ0\n", "0oTVKwJH+mbwTnfwRE5OZo8PzkZ8LnL1//Mb6vDcp1bjg4To3HmiRcDu9ipOrmOtwAiXTCgwpq4C\n", "w0YJh8aXwJh1JNd6FAtkC0aAIYWqCTIR4fKI+O4bXbgwppzAqCeEb2N1IvF4RXSTFRgxuHpcHKMT\n", "GEPprMCY5PoX8UAmhqsVzqvbV1ai1KTDwrI8bFteId0uCIKsjSS7xAHjZc7hkRLWZr0GBq16ly63\n", "tZZK/+/tnIqwpw8l/ZpIQp6dsgTGlM0VtQIvGcathIAnr8DgcDgcTg6iegKDLGWNxTLqSqDcrJfE\n", "wqbtbsqhQi1S3cdEW6gm5kACqOdCkopVJrICgySagCcJ6Ubyq6MD0me9oDQPd6+slO47MRR+xU4U\n", "ReqC+NrGImgEActJp5TR4CS1b9qOwLfOqA2u4MZagWEL40Kitn0peYzGW4FBWgGmoyVCaUIiTwTY\n", "XB6MyVp53F4RLr9mQXGejoqbbCEZiPGzGZp1SBoIZWYdJYIb7jsvr8AYnXOmdMJEQjuQZF8CI939\n", "oLSFauh5dWllPnY8uApP3LMchTLL6ZYscCJRazzJqodkLVTlbF5YKv0+nxyaoxw85IiiGKYCI3wC\n", "45Ls++gVlZP3bq+I3ml71HagaGM6oaI7F+fKhqX+eJZiAdiLhyW4BkZ47irg8AAAIABJREFUWIoF\n", "YC+eeFA9geHxBFdqI5Xdk2Ur7e3tOb198MB+FGqDE7ZX9x1kKr5Ytt893yVtOyaHEn4+cgI2bXcl\n", "HM/hk+ekbffspCrvd0mFGfIj1qgVMHrh/Zifb11dsFqD7ItepJuhNDJODs7A6Xe1kD/fS28dkFb5\n", "8g1a9J95D+3t7VSFyLmRWWlS+sbhk9LtV9UXQuNPZ4zPu2B1eqK+/1PnLkj/5+k00v1U1YPdJV1Y\n", "q3E8jU8HK1MunDkVdX9xeljaPnS2K+XH+4GLg5AT0MAI7D9IVGQU6ryok1kLLywzQRAEaX+yAqNv\n", "2ibZ3EaK57KCgGek/UVRxJlBunzTKwKv7D2g6vgobXtlDiSBFhIWzl/Rtl9/ux3/caAPT58Yxjvv\n", "pO/1hxUcSOT7H9i/X/HxZALj6MW+tI5XurffORL0hhecNlWf/9yxw2gy+a5bRAC/3nMs7P42l1dK\n", "UOo1gpT46Jq0SlVq9P4exURy24Gj9Pt7px1f/dMF/OWz5/Dt548m9X4u9AbPlRVmPROfH8vbHA6H\n", "w8k+BFFl9a8XXngBd999N0RRxO7du3HXXXeF7LNnzx6sX79ezZdlnq/tvojTw75Vmh9/cBGuqi+M\n", "8oj4aG9vVy2TZnd78S97ezDndOMzV9diZXUBvvfGZcnL/n/f2oxbW8sSeu4Zuxsf87t7mPUa7PrM\n", "2oSe59fvDuIPx0cAAA9dVYPPXF2b0PPI+cJz56hJ2JqaAjy2bXHMj7c6PbjndydBLnhrBOCp+1eh\n", "PF+Pzz5zVpr4PvbhxVhTG9qe8kbHBH7yts8u85qGQvxw6yLpvgd3nJYEGh+/eylay8341dFB/PGE\n", "byweXFeNfV3TUmvDv29fiiUVZkRi15kx/OJgPwDgruUV+MqNjdJ92548Dqf/gv1Pn12blPsHeYx+\n", "fudZybHll/cuw4IoeglH+iz41muXAQCrawrw0zg+k3hxe0Xc/duTIZVSZr0GL3x6jZSYffvyFH7w\n", "ZjcAYGNjEf7upiZ8488d0vt6cF01PntNHfUcH/vdScz4RUh/f//KqC4xv3lvCE+975uQ3Le6Cn+1\n", "sV66T+k7PzrnxCefPhPyPD/+0CKqOkiJMyNzeP3iJLYsLsPqMG1TDrcXWo0AnYIGzuUJG770wnkA\n", "vuqTZx5alTUOCL88PIBnT40CAP75g61YX18U5RHq8I+vXsK7/b52su/e0YIbmktifuyFsXl85cWL\n", "AICGYiP+574VKYkxGdT6XWrvnsajbb4k+nVNRXj0A61JPyfJK+fH8bN2XxJoaaUZP/+ost3l0IwD\n", "n3nmLACfS0yBUSu1iPxwayuuaaCPm7Mj8/i7ly6GPI/8s+6esuELz/m+O/LzjJxoY/qVFy9IbWz/\n", "um0xVsXYAnmlcuzYMdx+++2ZDgMAe9fGal5XJgtLsQDpiefE4CweeflSQo/9zpYWfK+tK/qOKXj8\n", "t26sxOblDQm/ttqwdOywFAvAXjzxnI9Vr8DYuHEjduzYgR07dmDjxo1qP33WQgl5RihRZYHXL06g\n", "vXsaxwfn8PXdHfjNe0MYmCE1MBJvISk0aqXJj9XlTbidhhRCK1exz5ds0wDiax8BALNBG9KKsr6+\n", "UGpzISs0wulgkOXIcvtW8rnP+y9Se4iy/ebSPMq5oD8GC00bIYop16NIlfsHaaNq0kV3ISETHN1T\n", "qXVduDxhk47Lyny9NCZWlxezxBj0EToWDcVGlJv1eGzbYmxZXIbNLSW4Z1WoVS4p5BnQwRiZdeLJ\n", "o4M42BMqfBWvA4lc/yJAtLYbURTxgz3deOXCBB5t64JboeXk0rgVn3jqFO5/6pRiC8zhvmD8V9UV\n", "ZE3yAgBODwdbunpj1I5RA/JziddytrnUJFUADM44qLasXINsuVBLwJNkU0uJ9Lt0YcwaVqNGLiRK\n", "/j4otZHIHUgCyF2khmaCx4HV5Q1pTYsHLuLJ4XA4nFxH9QRGXV0dHnjgATz44IOoqgq9gL9SIVda\n", "R1LQw69mBo28EPOKwFPvD1NVCcmIeAqCQFmpJupEIve6V4tllXS1wsqa+BIYALC2jk46bFkUrFZZ\n", "VxtqtSqHTmDQr0+2kQSEPEkHkuYSE5oIrYW+GMQiI+lR0E4kyYlnkscombjKi0HEszJfD7N/v1mH\n", "Jyn9lGiQjgKragpQSxzvpJUqOYlv8CeNSk16fOPmZnzr9hYUKUy06kgdjBkHzo/O429evIAdJ0bw\n", "vbbL6JclBrqoBAatKaH0nb9A9NsTcigYjmLbOmlzS8K4Frubet0Afzo7DqvLixmHB8+dGgu5/1Bv\n", "MIGxsYmtHlinx+f8o6QFIm99SYdIbOB1SfeQeBPDeTqN1LbkFelEJiukRgND/Ul5oVGHaxqC5+a3\n", "LyuLecoTKXQCI1TX6NJ48DMhXaTk1tpyp6DuCJ9lpDH1eEVM2lLz28i58mBpZZalWAD24mEJroER\n", "HpZiAdiLJx5UT2BwlCETGGOMV2BcCLOKCwBGnYZKQCRCiQpOJGQFRoWKq0zLiAoMAcCKqvgTGKTW\n", "hVmvwQ0LgqXCpNXq+VErVf0A+CZPAftOjQDJ4i+AXMjT7vZKq3cawVcJQFZg9MVQgREpgUFedKsh\n", "5Cm9pis+EU9BENBEvK9IF/jJcpZIIK2oyqcmluRKKelA0lgc2+SzgdDBaOuYxCMvX5ImZ14ROEC4\n", "1sw7PdIKvVYA9bmG4yJhr0u2QQxHcT+SO6ycU3BhIZ1Z9nVNUVUaUzaXJCyrEYANDelpwYgFURTx\n", "9d0d+JtdF/DYvp6Q+4dnndR3YMaeeptewCdiHNBTKDRqqWRhrCykhDxz14nEkgILVTm3Em4kb4VJ\n", "YFBxmHRUhdz50dAEGVmBQSZIJuUJDNn3szvBz3LaFrQXL87TqerWwuFwOBwOK/BftzRRVRCcZKfC\n", "SlUtUaoZu1vSaNBpBHzumlqq372u0JB0abgaTiQTKbBRBYCmkjzJ+vK65mIUGOO/WF5TU4BV/pW5\n", "B6+qoSbopWa95M7g9oohZcfkxHFRuZlyBQGAxRVmqWy8d9qOC6PzkgNJbaERBp2GalOQr+grQSUT\n", "ZK+nZgVG4Bh1e0W4/FfZGgEwaGM7nsg2kp6p1EzW5A4wK6vzFSswRFGkEhj1xbE5bpBOJGdH50Na\n", "qI72z0j/k0maxpK8kMmI/DsviiIuEiu+Ny8MJs7kK7xyhmYjJzBm7G6q0mfG4cH7A8EKoqN9M9Jx\n", "uKI6X7H6JFOMzrmkpOxbnVMhYy538EhXBQb5OxBv+0iAFspKlb0KDLV+l6gKjBQdW9c1FcPoP1f3\n", "TNkVx1MeR1WBAZX+BLrd7UUn8Ri3V6TOU9c2Blclx+flFRj0NUFXhARtpDElLVR59QUnWVgSO2Up\n", "FoC9eFjCYglth80kLH1WLMUCsBdPPPAERpogKzBIdwrWIC0YF5aZ8MC6Gvy/jyzBonIT9FoB965O\n", "vi2IciJJoIXE4Q5qEWgF30qYWmg1An764cX4dKMN37x1QeLPsW0xnv/Uanx8TXXI/WSFxgmZDsaZ\n", "4fDtI4CvWiGw6ioCeKNjUrqv2Z8YaSAmyf0WR1QLzdgrMNRZmbYTVSd5Ok3MCbHmUrICIzUJjNE5\n", "l1TebdJr0FJmQm1RaAXGtM0tjYdZr0FZjMdgg0KlRiVRQXR6eE563i5iFTYW/YvBGYf02CKjFmuJ\n", "diWyckQJ+f3nRukqrPNjoRUZ5Cr1od5g4uW6RrbKR8lJnVeEJLoYoFs2UZ3JQAKjMsEEBlWBMcFe\n", "AkMtUq2BAfgspK9rClYOvdUZWoWhVAlCtZEQWio9UzYpUVtdYKBshSdkFRgjIS0kiZ3fyMSImpWJ\n", "HA6Hw+GwBDvLZDlOpUzEUxRFVUXu1OpjIttHlvjbFxZVmPGLu5fB6fGqUpJaSlyAkqJosUJe/JWZ\n", "9dCoLBZoNmjxyTtvSOo5BEEIW72xrq4Au874NASOD9F90+Tq/4owAqLLKvNxyT9ZebtrWrq92d9i\n", "UJSnQ0meDtN2N5weEaPzTtRG6K+nKzDoz9esYgtJ4BiNlDCJBDkBSFUFxtnR4OexrDIfWo1Aab4E\n", "KhX6qOoLY8zf5boiIwRAqlZYVG7C9+9sxbde68SlCRs8IvD+4Cw2LSihVoAXKiQw5N95Mvm4pNKM\n", "inw9dBoBbq+IabsbNpcnpKJH/r4CDM44YLG7pUnaWQWBwgPd03De2AgIwHsDRAKDMf0L+Wr3hbF5\n", "6rvVJTuWZlUUq43EiAoVGIFqMQDomPC1MGgVHGIyhXoaGMHPUM2EtZxbW0vx9mXfOXXv5Sl87ppa\n", "6rstF/EEfELLe/2POTMyj7tX+e4nE2Wt5SaqIoL8DRNFMaQCo3faHvazjDSmqRK35lyZsNQfz1Is\n", "AHvxsESyGhhDM46EK9WrCgzUohPA1mfFUiwAe/HEA09gpIl8gxYFBi3mnB64PL4JRWkKxMiS5QKx\n", "0ioXtFSrn7Y0yRaSbF9lWlNTAI3gWw3uGLdizuFGgVEHt1ekxj+cA8qyKjN2+xz3qHJ4skKhocSI\n", "6WHf2PZPOyImMGxuwoUkQgWGJYFkkxL2OAU8Ayg5kajtdKEkoEqOXWCiQQl4xtg+AvhWeT+6shJ/\n", "OjuGG5qL8febm2E2aLGhoUhKSh3tmwlJYMgFPJWgko8VZmg1AqoKDFJL2PCsM2wlh1KFxvnReUmM\n", "86yCJobV5cWRvhmY9BrY/Emw2kIDGksSdylKBfIEBpnoAUJbL9LVQjJGXKBVJXgeq8zXo8Ksx7jV\n", "BZvLi65JGxZFsU3ORqbT0EICANc0FEm/08OzTnSM26REPkBXDAZaIcnz9IkhXwVVvkGLDqKda1GF\n", "GcUmHbQC4BF9STKH2wujToNZhwdWF50cdnlEDMw4KN2fWMj230YOh8MZnXMmbB/7kw8tCklgcHIT\n", "3kKSRlKpg6FGH5MoitQkSC4gqRZkC0kiLiQTVJ9v4o4okUhlX1iBUYdF5b6x9YrAr98bAuCzqXR4\n", "giXHFfnK721ZGGFRMoHRSEyq+6LoYESqwCAvgl84PRoi9hgPgTGlBTxjFy4sM+ukhEqyVoPhUKqA\n", "qS40IJAmGZt3wuXxhlioxsOXr2/Ars+sxbe3LJQqXDY0BkvXj/bNwCuKlDaDUgWG/BiVV2AAtGNQ\n", "JCtVeQUGENTB8HhFSaATAD6wOOiqs/fyFA73BasvNjYVM2efKi/XJ89xdrdXSvAEyEQFRlWCzk6C\n", "IES18lRiyurCu/0zeP3iBP7w/jD+3/4+PPnuYMKuUOFQ63eJFFZNZQLDoNXgakJsU66PotRC0lJm\n", "kpLyFrsb/3GgDwDQSQh4Lio3QSMIKCOqIgJCnuG+l+GEiiNrYKRGG4pzZcJSfzxLsQDsxcMSXAMj\n", "PCzFArAXTzzwBEYaIdtI+mOwt0w3Y/MuqSLCrNfEtbIcD8m6kEykyEI1nXx4eYX0/5/OjuOdrmlq\n", "lTtc+wjgmzAXyBwLfA4kRAIjDieSSC0dt7SWShfnMw4PvvPGZViT1MKwJdhCIghCSttIrE6PtBqv\n", "EYKOLwatRkrkeEWfTsYAlcCI/3sif9/Lq/Klz3Tc6sKRvhlpVbbQqI16nHu8ImXZuLQiUD1CJjCU\n", "zzk2l7ItbUAHo2vSJh0jFfl6fGxNUAfnUK8F+7uDbUykhgAryF2f+i1BrZDeKTvkEjFzDk9U3Rg1\n", "UEPEE6DPFUpWnnLOjMzhoafP4B9f7cRj+3rx6/eGsPvcOHYcH8Fv/clUlph3eiTHG5NeA0Mc54xE\n", "qCsiK67o74ySmKhWI+Dh6xqk29suTeGtzklK0HORv9WHTAiPSwkM5e9lIk4kE8SxXs4rMDgcDoeT\n", "o/AERhpZTJT2vjcwG2HP+FGjj4kU6lvsL0FPBaVJJjDGU2ShSpLqvrCtS8qwaUGwT/Bf3+nFvsvB\n", "iWC49hEA0AhCSHVMTaFRUtAHgKYSWsgzEjaiIkKukVBq0uM7WxZC7z8Wuqfs+PHbPfCK8U/wJA2M\n", "CBUf0aCFPKOLFsYT5/mxeWkyu6DURDmwkG0kQ7MOqqolVgvVSGg1Aq6uD678PnNiRPp/YZlJsaqB\n", "PEb7LHYpyVBm1kmTlxqF9hc55O1m4vO4MDYPj1ekEmsrq/KxoNSEFv/n4PSIUiWMWa/B6pqgrSQr\n", "TChU6gSqVZTcHkSoJ1gbCVLMuSpMtVUskFaesVRgPHl0iLLAJYlkoZ0IapxHlXQnUkmk74wljJjo\n", "La2l2LIoaMP603290nm1OE8nJSApHYz50AqMQmPwnBPu/BZpTKkWkhRVJ3KuHFjqj2cpFoC9eFgi\n", "WQ0MtWHps2IpFoC9eOKBJzDSyLUKZeLpwOH29UaHu2gNcIEoE5frX6hJ0i0kOVCBIQgCvnZTk7Ty\n", "Ou/00BPFCAkMILSNpFnWK01WBSRTgQH4Vni/uqlR2j7YY8FvklipTVTEE4jPSvW/Dg/go78+EXOs\n", "ZAvG8ir6+K8toqunyFaaehUSGADdRnKamIiS7zkcF8nWr4rgsRFLCwnZPrKsKl9yVLG6vOidtlMC\n", "noHV/ltaSyHn6oYi6FXSyVGTcatCAsM/XvIWgQCp1sGYd3ow50+S6LUCVZUWLwvLTVLycmzeFbE9\n", "8dzoPE76nTK0AnBbayk+siJYDSbXC2GBcEmDVBHuO2NzeaQWP71WgEmWfP3rGxql87nTE/ytXVQe\n", "TEAqCXmSr0FeIyTiRDKRhuQ+h8PhcDiZhr2rzRxmSaVZKju12N3UpCNZwvUx2d1e/K+XLuKLz5/H\n", "z/f3RXwOcgK3tDLyBDoZyB7mmQTKtdNRgZGOvrACow7/eNsCaGWL62a9JuqkVT7BJisTAF9JeqBq\n", "YpKw/FQiloTCB5aU495VldL2juMjVOtALATG1EbYqMonAdEg32dPhMTMhNWFnadG4fCI+MP7wyE6\n", "CEp0Ei0YiytCK1wCvD84i8D8pMKsD+vsES/XNCi3XywMI+BJHqPkd3cxkXykBUiVK3FIAc+6QiOV\n", "HDs/Oq/Y2nTLwtAExsZG9tpHRFFUrMAIVBrILVQDzKRYB2OUEvA0JKUbotMIVMJZyTEmwM6Twcqe\n", "W1tL8f/dugAPX9eAQLHdtN0Nlyc5tyESNc6j6RLwDEAlMOaC3xm5/oX8M8s3aPEPtzRDXrhIiqqS\n", "bR1SAoN4jWsbi6THD844KJHmAOHG1OoMioHqtQJVzcHhJAJL/fEsxQKwFw9LcA2M8LAUC8BePPHA\n", "ExhpRCMI1CrrEUL8LlU8e3JEcjd47eJEWCcJj1ekExhVqavA0GoEFBEXV/FaqeaSVdzyqnx8fkNd\n", "yG3R2nfkCSa5Wr1WI1CVAeGqMLyiSF0kGyNURPzltfW4hhC4e+70aMQYw0Eeg0VxTkjoFhJ72Cqm\n", "d/uD3y0RwDtd0ZMtHRO0awAJqSVxfDDY/qVW9QXgswReVB6auArnHEJCie8SsdMWsD77ZjlkYqO2\n", "yCBpfwDA/h6LtEJs1Apo9YvP1hYZqTYmAXQFSSrpmbLhO69fxu+ODUVNflrsbrgU9rk47pvkXyZ0\n", "BuqIKptUV2BQCYwk9C8CxCLk2W+xY3938MLyvjXVAHznCtIRa9KaHheWWKF0J1JooRqgKt8gJREm\n", "rW7p/Ei2O4ZLpKyqKcAn1lZTt5Hf6WgVGE0leZIGh1f02anGilzAkzUxXQ6Hc2VQkG/CicHZhP+c\n", "KibRObkLt1FNM9c2FuGNjkkAwOE+Cz59da0qz6vUxzQ658QfiV56rwgc7rXgA0vKQ/bts9ilnt0y\n", "ky7lCualJr20yjltc8WciBBFMS1lsunsC7tndRVODM1Jbg5X1RVGeYRvBbCh2CjpWyi5VDQU50ll\n", "yH0Wu6J7CZW80AoREydajYC/29SETz59BgDQOWGDVxShifFCOTCmM+RKpjG+U1CpSY/iPB0sdt/E\n", "YmTOqWgR+64sObi3cwrbV1aG7Bdg3umR3Ci0AiixUACULRepGdKostDthsagnSrgSwzIq2sCBMbT\n", "5fFSrRCk7WOhUQuzXgOrywu72wuL3U21cAHAIFGBUVtopJJKZJJ1caUZOuL4uLW1VEqcLK/KT5st\n", "9JPvDuFgrwUHey0Ym3Phf93UGHayRp4r6ouMGJt3wukRMTrnQtekTZocG3UaLK4wS2NBul6kghGV\n", "BDwD+HQwfOf6cEKez54aRSCVc21jEZUYq8jXS2M1bnWiOkFXFDlqnEeVnD9SiVYjoDLfIH1GI3NO\n", "NJXkxRzHp9bX4tjALC6MWUN0YUhdivF5F7yiiBEigVFTaMSC0jzpvN49ZQupBgs3pmQisjIJTRUO\n", "JwBL/fEsxQKwFw9L2LxafC9BG1QA+M6WFhWjYeuzYikWgL144oFXYKSZq+sLpdWdjnGbZKWWCn51\n", "dFDq2Q1woEe5tIu2T81P+eoNuZKm5IAQjhmHBy7/ezLrNaqV72cSjSDgH25pxrblFdi2rCLiRJvk\n", "8xvqUJmvx4eXlWOhwsp9YwlZgaHcPkALakYfy8p8vXTxbnN5qfaDWLEQk8N4KzAAOrmgpNTv8Yoh\n", "IrlnR+cjagN0EkmD5lITDDIth5owEzo1KzAA4FpZG0ldkTHqMe72ivjM1bXY3FKC1TUF1ORKEASq\n", "/WVIQQdjSFaBsbjCFFIGD/gEPEnuXFKOltI85Ok0ePCq6tAHpAhyVfrVixP4n3fDa5yQmg7VhQbJ\n", "vjjw2AALSvOoVfVUV2CMURUYySd+lleZJavfy5M2qk0L8Fl2BhLnAPDxNfTnRSaQWdPBmE6zBgYg\n", "18HwfT9irQTRaQT8y4cW4W9uaMA/f3ARZZ0qr8CYtLqkCqFCoxb5Bi3VPtgVhxMJqZnRFCbpyeFw\n", "OBxOLqBqAuOll17Crl27sGvXLpw6dUrNp84ZCow6rCJU44/2q9NGIu9jOjMyh7c6p0L2e29gVrGv\n", "lhTwlDtcpIJErVTJfvaKFK4ypbsvrMCow9/e2Ii/3dQYs03gjQtK8NQDq/DVTU2K95PVAf0W5Qvh\n", "eC1NBUFAK5Es6ZyMXcclMKZKVoTxQFmpTodqGJwfnZcEEknevhz6fQhwaYLQkKgITQaV5OkUx4dM\n", "EqnBMsJOFYjcPhIYT5Nei4+vqca3bm/BT7ctDtkvkpCnxxu6AmzSaxUrelZU0w4j+QYtnrhnGZ79\n", "1Gpc25ge1XFRFEMm2H88MYJnTym3M43N02X1ZHXKHmJCv7DMhEKiGijVGhgjKreQFBh1UqWOVwTO\n", "y/SVdp0ZkxK/yyrNWF1DJ6Moe08VExhqa2BkIoER+H7EE4dJr8VHVlSGVL3JNTCGqe+e7zUXlEV2\n", "Wgo3pmQCQ15BxuEkAkv98SzFArAXD0u43Wy1IbL0WbEUC8BePPGgagIjLy8P27dvx/bt27F69Wo1\n", "nzqnuLYpuMp6uJdOYJwZmcOzp0aTsvHziiIePzggbd/UUoIG/0qxw+3FMQULV9JCNR0JDLLcfDoO\n", "J5JxK+Fzb+YdUJEgqwMGw1RKJGJp2kpMbsnKhVhJRgMD8FVIBFCqwDhCJAXJicbeSAkMQv+ltTz0\n", "+BcEgdJICNCgcguJ3E41nIBnPNQqrCYHmCBWgIvzdJJ1rFK7kVw4FvCNi7xaJZUEWmHk/PLwAN7o\n", "mAi5ndLLyddjCVGOTyYpFpTmUaKHqdfAICxUVUhgAOF1MOadHrx0blza/vja6pAKOyVtBlZItwYG\n", "AFQrWKmq4YZi1mukRKjD7aXOn4FKqQVRzm/hIAVpeQKDw+FwOLmMqleeHo8Hzz//PJ577jkcO3ZM\n", "zafOKUirtGMDM5K96ZE+C772Ugd+eXgA/7K3J67nJPuY2jomJUFOvVbAX11bhxuagyukB2VtJAGb\n", "1QBL0pLASKyFhLJQTWEFRjb3hQWoKyITGA5FAcdELE3JCozLcSQwJA0MBzkRiL8FKJoTCSng+Rcb\n", "6iQ3lo5xGwYsyq00pO7EYoV2HIB2IgF8peJq6BfIuW9NNfJ0GhTn6XDH4lC9mgCxHqM1CpOx4DbR\n", "PkIkOuTJivoiY4h2RiYYnw/GX5mvxyqikuCn+3rROWGNsL8hbHJWXoExm0YXErWOoZVEhcxZQgfj\n", "xTNjUkK8odiI65tCq2XoCoz428LCobYGRkleeo7BmgLSicSpEEdiCQxBEKhk0Wnicwq8Zn2REXq/\n", "NdW41RWSTFMaU49XpISam2OwXuZwosHSdRBLsQDsxcMSOh1bi4ssfVYsxQKwF088qJrA2Lp1K+65\n", "5x7ce++9GBkZif6AK5TmkjzpotXq8uL08BwGLHb86K0eSWTtYK8lrHNEJKxOD/7n6KC0/bHVVagp\n", "NOJ6IoFxqNdCqfd3TtgkW8iGYiN1IZ8qyAvAqThcSCZkSuuc8BT5e6oBX6JCKVGUiKUpmcC4lGQF\n", "RiIrmc2E40rvtJ06lqesLnT47VA1ArC5pYSyJ1VqI7G7vZKuggAo6okA9AQf8CWIornFJMKSSjOe\n", "/eRqPPXASlXEFGuLwldgUAKeRMJruawCY3l16myV44Fsb6gpNOLROxZKVSpe0SfWSiJ3LKovNsKs\n", "cJy3lJlQRCTTZuJ0RooHl8crxSVAPSFisgLj7Mg8PF4RxwZm8NtjQY2Q+1ZXKR6zZDveOGsVGBnQ\n", "wFCqWqJaSJKoBCE/b7JSJtBCotUIlKtUz1T064DhWaekd1Vm0qVtnDgcDofDyQQJJTDGx8fxi1/8\n", "gvrr7e2l9tHrI1+UkX037e3tV9T2/v370agLXrg8feAcHnnxTEjbSKDsN5bnf/zxxwEAL5wZw6T/\n", "gq/crMf9a6vR3t6OiYvHpaqHabsbz7QdlB7/yuGgXsnSSnNaxmOwq0Pa7hocRXt7OzxeEfNOT8TH\n", "jytYqKYivsB4pur507EtCALqiUnpgN9lg9xfqQIj2vP3nH4POsF3sTxhdeG1vbHFE/iMA6vbAoBC\n", "oy7u93fy3UMo0PnidnlE7N57QLr/3YFg9cWK6nzkG7SodQeTqXsvT4U83663DiGQA6kvNuK9wwcV\n", "X5+c4Af2jSXeRLaPHDogtWZEGs9Ynm/g4mnp/6FZJ3X/kEIFRnvFQmg8AAAgAElEQVR7O7pOvku1\n", "VBhngpPgTB7fcgeiAqMO6/KCFrndU3Zqf0oDI18PjSCgSk9P0At0Xpx89xCVuB2aCD6n2u/n1bcP\n", "SonqMrMehw8eUOX5awoNKPOf460uLw70WPD9Pd3Ssb2kwowti8sUH99z7qS03T8xq9r7lR+r8T5e\n", "FEVMEm2Dxab4zxeJbPeeOxEcj0kr2tvbqcRrz4WzCT+/Zz54bMkTcoH9za5gm2fb0dPU4x9//PGQ\n", "53/lQLDitVhwZOz7mY3bnPCwNE4sxQKwFw9LcA2M8LAUC8BePPEgiEp15QnS09OD5uZmAMDu3bux\n", "bds2xf327NmD9evXq/WyWcmRPgu+9drlkNs1AqQLTrNegz88sApmQ/Qy+/b2dqzdcB0+/cezUiLk\n", "65ubcCdhmfqzd3rxygVfn/jH11ThL6+tx4zdja+8eEFyJ3j4unrcvaoq2bcXlXOj8/jqny4C8E2c\n", "S006jM454RGBTQuK8U+3tyg6ofzTa52S3ei3t7Rg04KSlMTX3t6e1aVVAX74Zhf2XvZdMMuPBwDY\n", "c2kSP/a3K92ysAT/eFts9lVfefGC5Fzzo62tuFrmnqFEe3s7Vq7fiE/8wTehLjJq8eyn1sT8Xkj+\n", "4eVLeH/Qd5FPHgc/eqtbEq/93DW1eGBdDWwuDz7++1PSCuUv711G9Zm/dHYMPz/QD8BnDfq/b12g\n", "+Jry72zgO5QpYj1GHW4v7vq1b0KmEYA/f26dtApPjpf8+Pjx3m7suTQFnUbArz62PCSBkwn+8P4w\n", "fv2eL5nysdVV+MLGenRN2vDF588D8LVj/O7+ldL+9/z2pCTo+scHV6HUrMevjgzgjyeDop/XNBTi\n", "h1sXYcBix+d2ngPgWw3/7SeCz6MmJwZn8YjfYm5FVT7+7SNLVHvuR9suo73b1yKoFSBV1pWb9fj3\n", "jy6lRCRJbC4PPvobXxJDrxWw+7NrVXGiSvY8Ou/04O7f+uIy6jR46bNrk44pFryiiLt+fUISPn3h\n", "02vwpefPS+KrT963HPUJ6t/88vCAoujsrz62HI3+yotnTozgv/2VlHctr8BXbmyU9lMaU/J7cffK\n", "Sjx8fUNCsV2JHDt2DLfffnumwwDA3rUxS9dBLMUCpCce8rciXr6zpQXfa+tK+LWTefw3b2nED/b2\n", "ZeS1f/KhRVhbV0jdxtKxw1IsAHvxxHM+VrWFpKenBzt37sTOnTuxdOlSNZ8651hTWwiDNvQC8eub\n", "myTBTavLi7ZLk9T9Z0bm8LXdF/HEoX6qdH7Tpk2U+GdDsRFbFpVRjyXbSA70+NpIfvBmt5S8yNNp\n", "cGOKEgJySA0Mu9uLoVmndLHd3m0Ja/s5nqYWEpa+0MlA6WAo6D/YCBHPeCxpaSeS2NpINm3aBAvR\n", "z52IgGcAUqn/5fPjcHm88HhFSv8ioDVj0muxkej7f/tycAUUoNtgFoVpHwGA2kJ5BUZmhfJiPUaN\n", "Og3K/IK3XhEYIzQOBmeUNTAA4EvXNeDzG+rwgztbmUheALLvv38y3lBsROBUOjLnlM6BNpdHSl7o\n", "NIJU9r+kkm6HCSSz0qWBMUrqcqhgoUpCOsUEzqcGrYDv3tESNnkB+L4jgdYal0dUzYUl2fMo6VCV\n", "qO5EImgEWt9meNYhExNN/HML1zJEvh7tREK3kCiNKelWwgU8OWrB0nUQS7EA7MXDElwDIzwsxQKw\n", "F088qJrA2Lx5M+677z7cd999WLw41M6PEyRPp8E6WZbwnlWVuGNxOT66olK67U9nxyXxxQGLA//0\n", "2mWcHp7H86fH8MsjQaeRKZsLL5wek7Y/tb42pNf5qrpCGP1tAv0WB37wZpe0ig0A37i5WTVF/GhU\n", "5hsiitcNzyknMCbmQycwnPDIhTzlJCLiCSTuRDKjkiXitUTFx7v9s/jx3h6cH52XJp5lJh1lBXrL\n", "wlLp/72dU5SgKWmhukjBgSRAdaEB5DeqsZiNSX0s1BQEYx0ihDxJUU95kqI4T4dPrK3GVfX0eSqT\n", "TMyHJjD1Wg0aZLooQKj+hcZfUSAX8gwcJ/kGrfT5zjs9VIJYTUYIBxK1RWBXKmiV/P3mZiytjK5h\n", "QulgqCjkmQyZcCAJQFqp9k7bpXOlTiMo6qjESrlC4r3CrAdpn005kUzZFAWYSSgL1QjWyxwOh8Ph\n", "5ALp87/jhEC2P1xVV4C/8pej37G4TLpA6p224/jgHGwuD77bdllaUQSAF06P4eXzPp2Mn738vnSB\n", "taA0DzcvDK2kMOo0uIaYjARKjQHgk1fVYFNLeqovAJ9Q2b/dtQTfuLkZ379zIf773uW4tTU4ySRt\n", "BgO4PF5JSE0j0FasapPNfWEkShoYJAknMIiJfqwJjPb2dloIL4kExtUNRXhgXbW0va9rGo/uCZYc\n", "XtNQRJXAb2gskkRKB2YcOD7kU/93e0XKqrA1QgWGQatBk39106AVKDeUTBDPMUoLefomp/NOjzRB\n", "1GsExYkVa1A2ykQCk1x1DthJkvoC5HurzNdTFWAt/tVurUZAniY4UUyVleookTRSO2G8qNwkJakB\n", "33n9FuK8GolUWKkmex5NVvA3GUj3nvNjwSRncZ4uqfYapcrBGln1U2W+XroGmHV4qESjfEzdXhH9\n", "RHUdKQDKST9erxceT2pdjNIFS9dBLMUCsBcPS3ANjPCwFAvAXjzxwBMYGeQDS8rwmatr8fE1Vfj2\n", "loVSxYTZoMUdi4PtH7vOjOGxfb2KauQ/39+HNy9N4t3p4MXdZ66ulVYb5dywINRC74bmYnxyfU2y\n", "byduyvP12LK4DNc2FqOpNI+abI/Nha4ATlrp1bhUOEDkGnXFka1U7YQLSV4cq4otZXnSanW/xU4l\n", "QiIxYw++XrITks9eXYu7VwarlUiXlQ2NtCaHUaehEmRPHh2EKIrombLB5V9pry4wRG1r+btNjdi0\n", "oARf39ycFrcetSAnYx3+yRjpSFJdaAh7zmAJugKDKLmnVqx950kygVFJJDsEQcBDV9VArxFwY3Mx\n", "Valj0ga/H2q1UcghW0jUTmDotRp8cWM9ys16fGx1VVzn9UrKSpUNJ5JpWzCO9Ccwgp/NhVE6gZEM\n", "ZQqVg/IEhiAIWFUTbAciW+PkDFjskhV7VYFecp7ipJ9XX30VTzzxBOXCNzw8jKeeegpPP/00hoaG\n", "Ijyaw+FwOLGSPVfgOYjGfyGtxF0rKvHiWV91xcFeC3Xf39zQgFcuTEj2p/+8twfwTyeXVJhxQ3No\n", "kiLAxsZiSii0uTQP37i5mYnJC3kxP6KQwKAtVFPb6pLNfWEkJXk6mPUaWF1eWF2+ChayciXRCgyT\n", "Xov6YiP6LQ54Rd+q97KqyGXqmzZtwlPvD0vbyWhgAL6L/C9dVw+72yuJ0wK+6pz1Cm0PD66rwRsX\n", "J+Hyijg/ZsXBXguldRBJ/yLAyuoCrCR0BjJJPMfo8qpgxcyrFydw7+pKDBEWqnWMaFxEwu0VqSRV\n", "QNcDkFVg+PUAqBYS2aTxIysq8cGl5dBr6WO+qqQAk/4ET8oqMIhzm9otJACwbXkFti2viPtx5SlI\n", "YCStgZHJCgzisyHbzJKNo1yhcrCmMPT7d01DEY74BauP9s/gLn9rqXxMqfaRUt4+kkm2bt2Ks2fP\n", "UrcdOXIEDz30EABg165d2L59eyZCSwiWroNYigVgLx6W4BoY4WEpFoC9eOKBV2AwSlNJnuIk7CMr\n", "KvCRFZX43h0LqTLoAJ+9pjZieWtRng43+/UAivN0ePSOhTG5nKSDKkLQblShBztc+TgnPIIgRNTB\n", "sBMinnlxiHgCiQl5ql0SLggC/vbGRqq6YmV1gWJ1RFWBAdtWBCd2T747hItEafiiivD6F9nOhoYi\n", "SR/B7RXxn4cHMKhgocoyk1aXZD9akqejkg/KFRjB84VS2b48eQGkXshTFEUqgZEuzaFYIMeIlQoM\n", "SgMjgy0kTk+wMidZLQ6DToMiI32ulVdgAL7vbIDjg3NwepSr3MgERjNvH2EOszn4u2IwsPN953A4\n", "nGyGJzAYhhTzBIBVNfn40nU+e7SqAgO+e8dC6Aknk1XV+bg6BsG9/3VTE35wZysz1ogByIv5MQUN\n", "DFIXI5UOJEB294XJiZTAsBEVGKY4KjAAWQJjPHoCo729XZbAUCdxptUIeOTmZjywthrXNBTib24I\n", "byH4wNpqSQujZ8qO1y4GKzcWV2TX6mU8x6ggCHj4+gap7edQ7wzeuBh0OGLpPBCOCQUHkgC1RQYY\n", "/efCKZsb0zYXrYGRH9vEwT4THBNScFYtpu1uaTKcb9AyVe5PiXha1RHxVFMDI5MiniRqJF7lejNK\n", "r1VfbJTO3Xa3F2eG5wGEjmkP6UBSxhMYrEG2ber12bXwwtJ1EEuxAOzFwxJcAyM8LMUCsBdPPLBV\n", "58OhuLaxCK3lJnRO2FCZr8c/3dYCHaH7sLwqH3+/uRmPvd0DiF588br6mMTF8nSaEI0AFqgkLqDH\n", "5p3weEVK54KyfMyCCRcr1FMJDHpiQldgxJnAKCOEPCetEfYMopYLiRydRsDnNtRF3a/EpMe9q6rw\n", "e38rC7my2hrBgSQXWFJhxgeWlOE1f+KiZzq4ciu3iGWRiTCinICvHa+51ISL477jsGfKTlmuVsZY\n", "sUVqYKSiAoOqvmCsioysaptgsAIj3S0khUat1H5HokYlSHm+Hl1E5YRSCwkAbGgoxItnfb97R/tn\n", "FB2BeAsJ25CCnrFcn7W3t0tl3YHJRaa2T506ldHXz4Xt/KpGaAp8mnYWi68dvLi4OKbtOVuo7h0n\n", "MhaLBfA7PMon5ywcD6dOnWLq+GQtHrJiLRo8gcEwWo2AH21txfHBOVzdUKhYFn9raynW1hZApxGS\n", "1hTINEadBsV5OljsbnhFYNLmopIaZAKjPsUJjGzuC5MjF/IkSVQDA6ArMC5P2kMSTnI2bdqEP7xw\n", "XtpO94QkwL2rq/Di2TFqglpm0mWFCwdJIsfo566pwztd0yGTsnCrzSwxHqECA/DpYAQSGN1TdlkF\n", "Rmyf7dKWRhyZ8iW3ZlKggUFWkbHUPgLIWkhUciGJ9xgNWNcGziPThOZJus8XgiCgptCAy5P0JKJY\n", "hUoQ8lyji+AAtKGxSNLCOto3gy9srKfG1On2Sud0AdyBhEVsNl+FjCiK0v+RID9f+fcn3dsPP/xw\n", "Rl8/0lhkSzwnBmfxyMuXZHuOxbT9nS0tIa+RDWRSAyOQ/AEy//1R2mbp+81iPMeOHUOs8BYSxikx\n", "6XFLa2lEx4Mysz7rkxcBKB0MmZBnOhMYuQTZQjJgkbWQEC4kpjgrMMrMepT5L+YdxIV0JMgV1Uwd\n", "s/kGLe5fW03dlsv6FyRlZj0eXBcqHJwNFU0T86QGTujknxTy7JywYcoWvmIjHEUp1sAgxYmrGUsa\n", "lZh0CHQkzjo8cMToLKQWw7MOfPLpM3hwx2ns754GIBPxTHMLCQBUK1RGqN1CUlWgD5v4XVNbKLWJ\n", "9kzbQ34T+yx2SZC7tshIWehy0k9bWxva29vR1taGffv2AQA2btyIHTt2YMeOHdi4cWOGI+RwOJzc\n", "gP/a5QjZ3MdEUkVMTMjVSpfHK128CUj9inGujCcgS2DIrFSTqcAAgIWkDsZE5NWl9vZ2uoUkgzak\n", "H1lRSa04t8bgQMIaiR6j21dVoq4o+P0pM+kS+uzTDVWBoZCQWEDYob4/OCtN7IrzdDAoCHYqMdgd\n", "XCmbTYEGBt1CwlYCQyMIqjuRxHOMvtExiQmrC1M2Nx5t68KuM2MZFfEElH9n1IiD1BupLgifPMzT\n", "abCGsFM92j9DjWnXJNk+wqsvMs2WLVvwhS98AZ/+9KexefNmAEBdXR0eeOABPPjgg6iqqspwhPHB\n", "0nUQS7EA7MXDElwDIzwsxQKwF088sH/VyrmiqCokhTyDF/sjc05pQlJZoIchCyZcrEBOUOedHmpl\n", "mU5gxC8oSOpGdE5E1sFwegGHX3NCrxXirvhQE6NOgy9srAcAaAVgc0tJxmJJNwZt8L0DdBKKZcgJ\n", "dbgWkgBkpYPSvuEwEV+BmVRrYDDWQgLQ9tQTKgl5xsrQbPD1RAC/ONgPl/98YdQKGUmy1Sh8RmpU\n", "YAQcgQBgXV1kW2ZSr+qo31Y1ACXgyRMYHA6Hw7lCyI2+A07OaDZQFRhEyTjZnlCXhnL3XBlPIGil\n", "etlvdTow40BRng5Wp4da4TQb4p8gtJbFbqW68qprgYtnAPiqL2IRNEslt7SWYmG5CUathrly/lhI\n", "5hi9vqkYD19XjzMj83joqtCWEhYhXUiUWkLKzXoUGLSYc9KJh3gci66/eg3+0H8RADCbEg0MthMY\n", "aldgxHOMjsyGT5gUmzJzvlAS11QjgdFSZsJjH16EkTknbm4pjbjvhoYiPIEBAL7Kom9+8gbpPspC\n", "lQt4clSGpesglmIB2IuHJTKpgaEES58VS7EA7MUTD3wZm8MU5EU9ebFPajekI4GRayhZqbZ3T0sr\n", "nAtK8yLqrISjNY4WEosj8/oXcppK8rIyeZEsgiDg7lVV+NbtLWgpY3/iI4oiLcqpkJQQBEFxFTpW\n", "AU8g9RoY5DmtmsEERiqEPGOFHBuyQgHInOCvvIVEIwAFRnWsb9fUFuKOxeVRqwkbio3SsWJzeXF2\n", "ZF66j3Yg4RUYHA6Hw7ky4AmMHCGb+5hIaBHP4AU0af+ZjgRGroxngPqiUDeXtkuT0m1bFpcl9Lx1\n", "RUYY/SJzUzY3pm3hJz0H3j0h/Z+pCUkukWvHaCSsLq/U7mTQCigMM4lUspGsiENr4sz7R6X/1a7A\n", "sLk8UluKTiOg1Mzed0BtK9VYj1GPV8QYUXH3ow8uwt2rKqXtpRX5Sg9LOfIERkmeDpo0V4IIgkC1\n", "kbxw6CwAwOr0SK1SWsGX6OBw1ISl3xiWYgHYi4clMqmBodUAJwZnqb995/pDblP6G4pBiD5ZWDtu\n", "WIsnHhK+gvJ6vRBFEVqtOqsRHA5At5CQF7QDM8GVJl6BET9yJ5LROSdODM4B8Imi3tYauYw5HFqN\n", "gMaSPFzyV1/0TNlRYlJe8bYSC9rFefy8wYmd8Xla0yJcO8GCstBV6HhaSIwa3yq7V/QlTVweL/Qx\n", "CoBGg6wwqMzXp30iHAuVRAJjTIUERqyMz7skjaOAZs/D1zVgfV0huqZs+NDSirTFQmLSayVrbyBz\n", "idcNDUXYfc5np9oxp8OFsXmqEqOhOE+145TD4XCyFYvdg++1dSncI7eqDeUnH1qUFY5sHB8J/eK9\n", "+uqreOKJJzAyMkLdPjw8jKeeegpPP/00hoaGVAmQExvZ3MdEUmzSSbZxsw4PrP5+drICIx0Wqrky\n", "ngHkLSRvdk4i4EWyrq4wrlVqOWTpcs+0Pex+Nc2t0v+8AiN5cu0YjQTdPhL+WFUqo49HxPOmmzZR\n", "rVRzKraR9E0HV3dY1L8A6LFVQ8Qz1mN0ZE55bDY2FeP+tTUZbTkjqzAyYeUK+IQ+9X6r1TGnBl95\n", "8SIePzQg3c/bRzipgKXfGJZiAdiLhyVY08BgCdaOG9biiYeEEhhbt27FLbfcEnL7kSNH8NBDD+H+\n", "++/H4cOHk42NcwWiEQRUyoQ83V4RI7PBC9xUW6jmIvXFtJXqno4pafuOBNtHApDicWRPthyLjbBQ\n", "5QkMThyQAp6REhJKQoZKehmRINtTZlRsIznaH3SQWFZpjrBn5qhQWcQzVkjXGNY0aUgnkkydt0x6\n", "LVbVhHcrWVdfmMZoOBwOh8PJLKrWHJrNwYsyg4Gti5BcJ5v7mOTQOhhOjM454deaRLlZD5M+9e0H\n", "uTSeAFBm1ktaFbMOj1QpYdRpcOOC4qSem6rAiJDAuNDTL/3PiohnNpNrx2gkogl4BijO06FMtkpe\n", "GUcFRnt7e0qEPL2iiMO9Fmn7uqbkvnOpghzbSasLXlGMsHd0Yj1GSQcS1sRNyYR5SQbPW3+xoRZ1\n", "RQaYtCIWlpmwsbEIH15Wjq9vbsLWJeUZi4uTu7D0G8NSLAB78bBEJjUwWIe144a1eOJB1QSGSFzs\n", "6PWRLxrJQWtvb+fbSW6fOnWKqXiS2Rbng9UBo3MuvH7gmLRdV2Tk45nA9oH9+xV7+zYtKMZ7hw8m\n", "9fxjl05L//dM2fDOO8r7W93Bnv+h7ktMjQ/fZnv7dGevtD0z0hdx/2IhWK1l1Gnw/pFDcb2eaz6Y\n", "aJhxuFWJ/9m2g5j0VyCZtCImOo6rOj5qbRt1Gpg0vt9xjwhM29R5/9G2T3b2SdtzUT7fdG+bpnuk\n", "/9fXF2UsnqWV+fj1x1diq/0wPlk1jv9zZyu+uqkJ+aPncPDAfmbGK9u2ORwOh5N9CKIYfollfHwc\n", "zzzzDHXbtm3b0NTUhLNnz6KkpAR1dXXSfa+++iq2bt0KAGhra8OWLVsUn3fPnj1Yv369GvFzcpDf\n", "vjeE378/DAB4YG01yvP1+PcD/QCArUvK8bXNTZkML2v57huXcaDHQt32o62tuLqhKMwjYsMritj+\n", "m5OSS8QfH1yFUoVV8q/tvojTwz7huX/50CKsq+Nlz5zY+M7rl3HQX8HwrdsWYPPC8KKzjx/qxwun\n", "fYJd9UVGPPnxFXG91r+83YO2Dp9Dz9c3N+FOFVa3yXPalkWl+MYtC5J+zlTxxefOoctfSfXv25di\n", "SUXq212+8XIHjvtFhb9/50Jc28hWhcqlcStcXhHLKs1hBWQ52cmxY8dw++23ZzoMAPzaOBc5MTiL\n", "R16+FH1HBb6zpSWMIGVqH3ulvvZPPrQIa/l1aUaJ53ysi3RnRUUFvvzlL8f8wjabz4lAFEXpfw4n\n", "XkgRt9F5J+wer7RdV8xWeXE2IXdvKTfrVUkiaAQBzaV5uDBmBeDTwVBKYMzYg+X4XAODEw/jhKBk\n", "eZSWENJKNR4BzwCUBoZdnVLYQ1nQPhKgIt8gJTDG551pSWCQDi2stZAAwKI0jAGHw+FwOJzYSKiF\n", "pK2tDe3t7Whra8O+ffuk2zdu3IgdO3Zgx44d2Lhxo2pBcqKTSyWRtAaGC4OWYEl4uixUc2k8A5BC\n", "noDPOlWrUWc1sbkkqIPRPaWcvByfDd7ONTCSJxeP0XBMEBoYFRFcSABgY2MRTHrfT9sNzfElC9rb\n", "1dfAGJ93SjbDWgFJVzylGjWFPGM5Rr2iiNG54Ouw6tDCClfS956TWVg61liKBWAvHpbgGhjhYe24\n", "YS2eeEhoFhGuNaSurg4PPPBAUgFxOFQFxpwTBm1wkp0OC9VcRZ782ZKk+whJcxQrVa8owkbMBXkF\n", "BidW3F4RU4SDTZk58rFTZtbjyftWYHTOiaUJuH2QFRizKriQHO4Luo+sqS1AviH1IsTJQAp5TqTB\n", "iWTS6oLb6+tkLc7TpUWkmcPhcDgcTvaiqognJ3Nks5evHNJGdXzeiWFCob62MD0JjFwazwCtZSYp\n", "GbS00oyWslDLyURpjuJEMufwQITvtfMNWuhUqvy4ksnFY1SJSasLAaGmkrz/v737j43qvPc8/vGM\n", "bWyDfwAGNwb8g19xm3BDaArJXq7LXZxc1NCUst2oFWL/2exqy0r7S6paqXc3qW4rVUpX+8+ustK9\n", "arR/dNNlKSnl58WwtwQTJTRJk7Qm5KbYccIvG/wLAza2Z87+YWY8Y2Zsn3Men/PM+P2SkOYMnpnH\n", "Hz/HZ+bx83yfQhVFZ75sLSkrUtPyha7rFWzdulXlKTMwbhmYgfFWV+4sH5GmzMC4628AYzZ91OYd\n", "SGw0X857hM+mvmZTWyT72mOTwkL+QJWNbf3Gtva4QS+DdRYURlRZUqjBkXHFHCl2v87s4tJClVn+\n", "10ubVZQU6qWnV+u9K0P6+peqjT53at2Brv4ROY6T9uFxMKWWALMv4EZvyodoLzUt3KowOANjZDyu\n", "318dSh5vybUBjABmYHSn1L9g+QgAAJgJMzDyRC6vY8oktQ5GQlD1L6T8yzPhiZUV+tdbVhifybJs\n", "YZHK7tcduD0aU9/d9A9+6QMYDEKZkK99dKrUZQxLMxSHNamtrU3lKQNsqYVnvXj/6pBGYxMDsHVV\n", "JYH+DvMqbQmJzxkYs+mjqQMYXyhnAGMm8+W8R/hs6ms2tUWyrz02oQZGdrb1G9va4wYDGLDS8oUP\n", "vpHNhTf/81XB/Z1IEqYW8kwdwEgtkgjM5GYOz8B4O233EbuLdyakLuG7euuerg3dm+ar/WMGBgAA\n", "cIMBjDyRy+uYMsn0RjbIAYx8yzMI9VWTy0g+nVIHI3U7yqpSBjBMmC99tPdO6haqc/sB12QNDMdx\n", "9PZnkwU8c2H5iDSx1OxLyxdKmiig+nfnr3p+LmpgmDdfznuEz6a+ZlNbJPvaYxNqYGRnW7+xrT1u\n", "0MtgpWUhD2DAvekKeQ4wAwMepc3AmOMlJJJUVhRRtECKOdK98bhGx+MqLnQ/1n+pdzjZ9vIF0eSg\n", "QC74V1tq9R8PfyJJOts5oA+vDenPHiqfk9dKnYHBAAYAm1y7dU89Kb+j3BqNxQ22BkACnyTyRFtb\n", "W06PpE2VqQZGkFuo5lueQUjfSjV9CcktingaN1/6aGohybleQpLItHxBYXLQbWg0pqUeBjB+d3ly\n", "9sXmVRWK5tDOO4/ULNJfrlmsf7jUL0l65a0r+u/feNj19zBTH3UcJ+3DQQ01MGY0X857hM+mvhZW\n", "W3puj+p7x/7k+fEvtjQabE1uoAZGdjadU5J97XGDJSSwUuYaGLy5tVljhp1IEgZTpuJXsoQELqQW\n", "kpzrIp4JFWmFPL29GbvUOzmI99gczV6YS//yK7VacH/b5Uu9wzr5j73GX6N/eDxZ5HRRcVQL2WUK\n", "AADMgAGMPJGrI2jZTJ1KXFlSqEUBLj3ItzyDsKSsUIvufwC5OxbXjZS/nA8Os4TEtPnQRx3HCXQG\n", "RiLT8rRCnt7qYHT0TQ5grF5aOs1X2mn5omL98z+rSR6/+s413Rl1l8VMfbSb2ReuzYfzHnawqa/Z\n", "1BZMjxoY2dnWj21rjxsMYMBKlaWFKopOTldm9oX9pu5EkloH49Y9lpDAvbtjcY2MT6whXhAtSA6Q\n", "zbXUAYxbHnYiGRmP68rgxO4dkQKpvqpkhkfY6fnHapKDRgsW4YsAABdgSURBVAMj4/rfv79u9PlT\n", "C3iyAwkAAJgNBjDyRC7v5ZtJpKAgbTu/oAt45lueQUkfwJj8C/QgNTCMmw99tKQwov+x62H96OnV\n", "+g9/UaeCgrmtI5HINHWWkJcZGF39w0osoFpRsUALPNTQsEFJYUQvfKU2efx6+420c3kmM/XR1PoX\n", "X2AAY1bmw3kPO9jU12xqC6ZHDYzsbOvHtrXHjdx8V4V5IbWQJzuQ5IbUvzSnbqWaPoDBOnfMTjRS\n", "oHXVZXqqvlLb1y4J7HXTlpB4qIHR0TfZ93Nx+Uiqv1yzWKuXTJzX43FHH9+4Y+y5r99mBgYAAHDH\n", "8wBGPB5XLOZtbTDMy+V1TNnUV02+8V+9JNgPAfmYZxAaUgt5Dkx8iBsdj2t4bGIZQLRAFOozhD5q\n", "XiLT1CKeQx6WkHSkFPAM+neXaQUFBfpiyhawn07ZInk6M/VRdiBxj/MeQbGpr9nUFkyPGhjZ2daP\n", "bWuPG5562YkTJ9TR0aFdu3aptnZyeunhw4eTgxpr1qzRhg0bzLQS89Lzjy1X//CYqhcW6an6yrCb\n", "g1lomFIDI+44D9S/mOtlAIBf5SlLSG55WELSmVLAszHHBzCk9O/BzQDGTFJrYEwt3AwAAJCJpxkY\n", "O3bs0LZt2x64v6SkRLt27dKuXbsYvAhYLq9jymbZwmL99fZG/ZsnVyoS8IfefMwzCFWlhaq4P/1+\n", "ZDyu331+K235SAX1L4yhj5o3WQMjqqJogZaWFamkyN1l0nEcdfbnzwwMKX1g8tOUwZmZTNdHHcdJ\n", "34WEAYxZ4bxHUGzqaza1BdOjBkZ2tvVj29rjhtFPE7FYTAcPHpTjOGpsbNSmTZtMPj0AyxUUFOix\n", "2nKd7RyQJP34/32qbz82uRUjBTyRC/6isUrNqxd7euyNO2PJwp+LiqNaNsdbvwahPmVp2GcDI4rF\n", "HUUj/gaVb92LJXeYKS2KpNUdAQAAyMbop4kdO3Ykbx8/fnzar21ra0uuvUmMAHHs7zjBlvbk+nGC\n", "Le3JleMvR67qw8ISDY5HdG88rv/17rVklpUlhaG3j2OOsx1v3brV9/MdaXtX0sSMhcYlpTp37pw1\n", "35+f4yWlleobHtdozNGR376pb/zTP/eV5/KmyT9wlEfGk0vLbPl+bT1O3GdLe3L9GNnZlJFNbcH0\n", "qIGRnW392Lb2uFHgOI6T7T9v3ryp/fv3p923c+dO1dXV6cKFC6qqqkqrgZHq1KlTamlpyfh/p0+f\n", "ZnYGkMc+HxjRfzryyQNbLu78YrX+3Z+vCqlVwNx77f3revWdiUG7b3ypWv/2n+RHf//+sT/p91eH\n", "JEn/paVRWxuqfD3f2c4B/c3pTknSllUV+pu/WuO7jYBb7733nrZv3z6nrzHb+nC8N7bPB1eH9L1j\n", "f/L8+BdbGvWjU5059dj5+tovf22tHqst9/RYmOHm9/G0i3urq6u1b9++tH91dXVZv76rqyt5e2TE\n", "XKEvzGzqrAH4Q57+rKoq0U92rFHplPoBLCExhz5qnolMO/ryq/5FQsMS93Uwpsuzmx1IPOG8zz25\n", "Wh/Opr5mU1swPWpgZGdbP7atPW54+jRx6tQpdXR0qKSkRA0NDWpubpY0MYBx/vx5SdLGjRvNtRJA\n", "zllfXaYfPb1aPzxxSWPxiYlei0sZwEB+6+ybHLzPhx1IEhoXm92JhB1IMF9QHw4AzPL0aSLb0pDE\n", "QAaCl8vrmGxEnmZsrC3XX29v1H87+5lKiyLa5rEwIh5EHzXPb6aj43FdHpz4cF8gqT5l945cl7YT\n", "ySwHMKbLs4cdSDzhvM89burD2cSmvmZTWzA9amBkZ1s/tq09btDLAMypp+or9cTKR1QYKUgW6gPy\n", "UdfAiO5PNlJtxQKVFuXPzhqpgzGXB0c0GourOOppJ3ZJUvfte8nbLCHBfFFUNP2uRBRozXx87dY9\n", "fXLlhiSpsrJSkjQ4ODir43UrlumhigWeXj++tEF++FlOwVIM9/xkNjg4qLaOD6zo7/P1uKysTLM1\n", "bRHPuUKhIvNSL3rwjzzNI1OzyNM8v5n+/T/26r++8Zmkia1Y//P2RlNNs8K/+D/tun5/6cf//GaT\n", "Vi+dfonMdHneGY2p5/aorg+NamPtorwa7JlLnPdmBVHEs6urS/X19ZKkI0eOaOfOnRm/zrb3xjb1\n", "tTc+uqwfn7vh6bF+ijNSxNO9H25bpZ/89vNQXtv2Ip42nVOSfe1x8/uYGRgAABiQWsAzn+pfJDQs\n", "LkkOYHzaPzzjAMZ0FhZH1bikNC9zAlJRHw4AzGIAI0/YNIKWD8jTPDI1izzN85tpZ9oOJPlT/yKh\n", "YXGp3vrslqTZ1cGgj5pHprknV+vD2dTXJpaFeJuBgWBRAyM7m84pyb72uOF9ASsAAJAkOY6jjt78\n", "3EI1oTFlUKZzllupAgAAmMQARp7I5b18bUSe5pGpWeRpnp9M++6O69a9mCSprCiSlztrNLjcSpU+\n", "ah6ZIig29bVEQU7Yj+Kj2dl0Tkn2tccNBjAAAPBpav2LfNxxZ2XlAkXvf1vdt0d1dzQWboMAAMC8\n", "wwBGnsjldUw2Ik/zyNQs8jTPT6bp9S/yb/mIJBVFI1pZObmMpGtg+lkY9FHzyBRBsamvJbZGhf2o\n", "gZGdTeeUZF973GAAAwAAny7l+Q4kCQ2LJwcwZrOMBAAAwCQGMPJELq9jshF5mkemZpGneX4ynQ8z\n", "MCSpfklqHYzpC3nSR80jUwTFpr5GDYzcQQ2M7Gw6pyT72uMGAxgAAPgwGovr85TlFKmzFPJNY+oM\n", "DHYiAQAAAWMAI0/k8jomG5GneWRqFnma5zXTzwdGFHMmbtdWFKusOGqwVXZxsxMJfdQ8MkVQbOpr\n", "1MDIHdTAyM6mc0qyrz1uMIABAIAPaTuQLM7f5SOS9IXyYi24vxVJ//C4BobHQm4RAACYTzwNYLS3\n", "t+vgwYM6cOCALl++nLz/+vXr+sUvfqFf/vKXunbtmrFGYma5vI7JRuRpHpmaRZ7mec20s29yJkI+\n", "F/CUpGikQHUpy0i6ppmFQR81j0wRFJv6GjUwcgc1MLKz6ZyS7GuPG54GMHp7e7V7925961vf0ocf\n", "fpi8//z589qzZ4++/e1v6+233zbWSAAAbHWpN6WA59L8HsCQ3C0jAQAAMMnTQqXm5uaM95eVlSVv\n", "FxcXe2sRPMnldUw2Ik/zyNQs8jTPa6bzZQeShESR0sWlhRqPO1m/jj5qHpkiKDb1tYkaGDc8PTYa\n", "kT64OuTpsaOxuKfHzWfztQbGtVv31HN7dNqvKV/9WMa+uHxRsR6qWDCnr52tPddu3fP12mHx1cta\n", "W1u1efPm5LHjTL6RKSoq8vPUAABYr//umAZGJqbMlhRG9IXy/B+8/6v1S/X0uiWqKuU6D8BugyMx\n", "/ehUp6fHvtjSaLg1yFc9t0f1vWN/8vTYl7+21tcgQpivHZZpBzBu3ryp/fv3p923c+dO1dXV6cyZ\n", "M1q3bp2qq6uT/xeLxZK3CwoKpn3htra25OhuYg0Ox96P//CHP+i73/2uNe3J9WPyNH+cuM+W9uT6\n", "MXmaP56a7Wwe/5uzv5M0MeuicUmJ3jx3zprvJ+xjL3lyPP3xK6+8og0bNljTnlw/RnZtbW3W5EQN\n", "jNxBDQwEocBJnTYxS2fPntWyZcvU1NSUdv/rr7+ub37zm3IcR0eOHNHXv/71jI8/ffq0Nm3a5K3F\n", "yMimC00+IE/zyNQs8jTPS6b/98Nu/e35q5KkZ5uW6t9vrZuLpuUk+qh5ZGrWe++9p+3bt4fdDEn2\n", "vTe2qa+98dFl/fictyUkL7Y0+pqB4fWxYb52mO3+4bZV+slvPw/ltf089uWvrdVjteWeHitNLFPy\n", "MwsiV1/bJDe/jwvdPnl3d7fOnTunpqYmXbx4UUNDQ9q7d68kacuWLXrttdfkOI5aWlrcPjV8sOUi\n", "ky/I0zwyNYs8zfOSaWr9i3zfgcQt+qh5ZIqg2NTX/NTAQLDmaw0MBMt1L6upqdEPfvCDjP9XW1ur\n", "73znO74bBQBALuhI2UJ1PhTwBAAACJOnbVRhn9S1xvCPPM0jU7PI0zy3mY7F4vpsYHIAgxkY6eij\n", "5pEpgmJTX6MGRu6gBgaCwAAGAAAeXB68l9xGtGZRsRYWR0NuEQAAQH5joVKesGmtYj4gT/PI1Czy\n", "NM9tph0p9S9YPvIg+qh5ZIqgmOxr127dU8/tUc+PL11ULmpg5IZcrYERjUwUw/RqNBY32BrMJDd7\n", "GQAAIevoTRnAWMoABgBk0nN71PMuCdLE7hLAXBocifneuQXBYQlJnrBprWI+IE/zyNQs8jTPbaad\n", "/ak7kJSYbk7Oo4+aR6YIik19jboKuYOfFYLAAAYAAB6whAQAACBYDGDkCdbFmkWe5pGpWeRpnptM\n", "B4bH1Hd34i9NC6IFeqh8wVw1K2fRR80jUwTFpr6Wq3UV5iN+VggCAxgAALjU2Te5fWrDklJFIwUh\n", "tgYAAGB+YAAjT9i0VjEfkKd5ZGoWeZrnJlOWj8yMPmoemSIoNvU16irkDn5WCALzfAAAcKmzL7WA\n", "JwMYAObeP1zq07Uhb9uRfmVlue6Ozn6rx/jShrRtJZcvKtZDFSyVA0wLcwtXP6+9qDiq26Mxz6/t\n", "53cKAxh5wqa1ivmAPM0jU7PI0zw3mTIDY2b0UfPIdH77+4979d7V254e27i4VC+2drh81I3krZe/\n", "tja0AQzqKuQOflbuhbmFq5/XfrGl0Ve7/fxOYQkJAAAuxOKOuvona2CwhSoAAEAwGMDIEzatVcwH\n", "5GkemZpFnubNNtOB4XHVVi5QpEBatrBI5Qv4i1Mm9FHzyBTzEXUVcgc/KwTB07uu9vZ2ffzxx4rH\n", "43ryySe1cuVKSdLhw4cVi02shVmzZo02bNhgrqUAAFhg6cIi/e0/+6JGx+PqvTsWdnMAWOz69es6\n", "ffq0otGovvrVr+qhhx4Ku0kAkNM8DWD09vZq9+7dkqRjx44lBzBKSkr09NNPm2sdZo11sWaRp3lk\n", "ahZ5muc20+LCCEXtpkEfNY9Mc8/58+e1Z88eSdKvf/1r7dq1K+QW5R7qKuQOflYIgqde1tzcnPH+\n", "WCymgwcPynEcNTY2atOmTb4aBwAAAOSqsrKy5O3i4uIQWwIA+cHXMFlra6s2b96cPN6xY0fy9vHj\n", "x/08NVxqa2vjLzMGkad5ZGoWeZpHpmaRp3lkmnscx0neLioq8vVcO7+4TF9ZVenpsdEcrnpHXYXc\n", "wc8KQShwUn+zTnHz5k3t378/7b6dO3eqrq5OZ86cUX19vRoaGjI+9tSpU2ppacn4f++++64GBga8\n", "txoAAADwoaqqSl/+8pfn9DVOnDiR/AMf740BIDM3v4+nnYFRXV2tffv2PXD/2bNnVVNT88DgRVdX\n", "l+rr6yVJIyMjDzwuYa4vFgAAAEDYhoeHJU3MxEjczoT3xgAwO66XkHR3d+vcuXNqamrSxYsXNTQ0\n", "pL1790qaGMA4f/68JGnjxo1mWwoAAADkkC1btui1116T4zhZZ18AAGZv2iUkAAAAAAAANsjhkj4A\n", "AAAAAGC+YAADAAAAAABYjwEMAMC8EY/HFYvFwm5G3iBP88jULPLMbbb9/GxrD+xlW1+xrT1+RF96\n", "6aWXgnzB69ev69ChQ7pw4YKWLl2q8vLyIF8+b7S3t6utrU3t7e2qqKhQRUUF2fowPDysn/3sZ1qz\n", "Zk0yN/L0p6OjQ6dOndKlS5fU2NioGzdukKcPnZ2dOn36tP74xz+qoqJClZWV9FGXTpw4odbWVq1a\n", "tWrG85xsZ5Ypz0zXJok8ZytTphLXKK+y5Tn1+hSNRkPLM9s5c/jwYX300Ue6ePGixsbGVFNTE2p7\n", "wsgn288vrGyytSfsczGsPFKFncFUYWfi5v1GWO0JOyNfn2WdgB06dCh5+/XXXw/65fPGmTNnkreP\n", "Hj3qOA7Z+nH8+HHn3Xffda5cuZK8jzy96+/vd9ra2tLuI09/jh07lrzNOe9de3v7rM5zsp2dqXlm\n", "ujY5Dnm6MTVTx+Ea5cfUPDNdnxwnvDyznTMnT54MrA2pbDuHM50PYWXjOJnbE/a5GGYeCWFnMJUN\n", "mcz2/UZY7Qk7Iz+fZV1vo+pXWVlZ8nZxcXHQL583mpubH7iPbL3p7+9XWVmZSkpK0u4nT+/ef/99\n", "VVVV6eDBg3r00Ue1fv168vQpFospHo/LcRw59zePIlP/smVItt5kujZJ5OkH1yizMl2fpPDyzHbO\n", "xGIxHTx4UI7jqLGxUZs2bQq1PTb1t7CyySbsbGzII+wMprIhk6nIKJ2fz7KBD2A4Kbu2FhUVBf3y\n", "eae1tVWbN2+WRLZetbW16dlnn9XFixfT7idP73p6eiRJu3fv1tGjR7V27Vry9OnRRx/Vyy+/LEna\n", "u3evJPqoCdkyJFt/Uq9NEnn6wTXKrEzXp0gkEnqeU8+ZHTt2JG8fP3489PaEnU+qsLOZKuxsbMgj\n", "7AymsiGTqcgoMy+fZQMfwEgtHlJQUBD0y+eVM2fOaN26daqurpZEtl51d3frN7/5jXp6etTQ0KDa\n", "2lpJ5OlXYmR1xYoV6uvrI0+fPvjgA33/+99XPB7XkSNH9Nxzz5GpAdkyJFvvpl6bJPL0g2uUeVOv\n", "T9XV1XOe582bN7V///60+3bu3Km6urqM50yqufiw47Y9c5nPdG2ZSdDZZBLUuTibdoX1wdjm30c2\n", "DBZIZJSJ18+ygQ9gDA8PS5oYYUnchntnz55VTU2NGhoakveRrTcvvPCCJOnChQuqqqpK3k+e3q1f\n", "v14dHR1au3at+vv79cgjj5CnT4mpdJFIJHmhIVP/smVItt5kujZJ5OkH1yizMl2fpLnPs7q6Wvv2\n", "7Xvg/mznTFdXl+rr6yVJIyMjobdnLvPJ1pZswsomm6DOxWztmus8ZsO230c2ZDIVGaXz81m2wEmd\n", "qxGAq1ev6syZM3IcRy0tLVq+fHmQL58Xenp69POf/1xNTU2SpKGhIe3du5dsfejr69OBAwfU0NCg\n", "Z555RhJ91a8DBw4oGo1q2bJl2rp1K3n6dPHiRV24cEGS9Mgjj+jhhx8mU5dOnTqljo4OlZSUqKGh\n", "Qc3NzVkzJNuZTc2zqakp47VJIs/ZytRHJa5RXmXLc+r1SQonz+7ubr366qsZz5k33nhD3d3dkqSN\n", "Gzdq3bp1obYnjHyy/fzCyGa69oR9LoaVR6qwM5gq7EzcvN8Iqz1hZuT3s2zgAxgAAAAAAABuRcJu\n", "AAAAAAAAwEwYwAAAAAAAANZjAAMAAAAAAFiPAQwAAAAAAGA9BjAAAAAAAID1GMAAAAAAAADWYwAD\n", "AEL0zjvv6JVXXjH+vH19fXrzzTeNPy8AAAAQFgYwACBETzzxhKqrq40/7/j4uEZHR40/LwAAABCW\n", "wrAbAADzXTwe16FDhxSLxRSPx1VdXa1t27apr69PJ0+eVGlpqWKxmGpra/Xkk08mH/OrX/1KhYWF\n", "chxHixYt0jPPPCNJ6unpUWtrq7q7uzUwMCBJeuqpp1RTUxPa9wgAAAD4VeA4jhN2IwBgPvvpT3+q\n", "F154ITkT4+2331ZlZaXeeust7dmzR0VFRZKkN998U7W1tWpoaHjgOfbv36/nn38+eXzjxg21t7dr\n", "27ZtQXwLAAAAwJxjBgYAhGzFihVpy0gef/xxnTx5UtevX9fRo0eT98fjcRUWFqqhoUH37t3TyZMn\n", "FYvFFIlEdOnSpTCaDgAAAASGAQwACNmVK1d08+bN5CDG+++/r/Xr12t0dFTPPvtscgaGNFHbQpKO\n", "HTum7du3q6KiQpJ0586dtOeMRqOKxWIBfQcAAADA3GMJCQCE6J133lFbW5tqa2tVUlKisbExLVu2\n", "TM3Nzbpz545aW1sViUzUW75z5462bNmi1atXq729XRcuXFBRUZHGx8f1ySef6PHHH9eOHTuSz52o\n", "kRGJRDQ2NqbnnntOhYWMWwMAACA3MYABAAAAAACsxzaqAAAAAADAegxgAAAAAAAA6zGAAQAAAAAA\n", "rMcABgAAAAAAsB4DGAAAAAAAwHoMYAAAAAAAAOsxgAEAAAAAAKz3/wHB0E3NK7DeHwAAAABJRU5E\n", "rkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8FPX9P/DX7mZzQSAkIUCAHJBwiAgiCCqCIUEoggLi\n", "tyBQFY9aLbXW2lqrtbbFtj+PerRKlXqgNVgQIiB3kGMBCRq5CUnIAeQk951sduf3xyaTmexmk91s\n", "MruT1/Px4PHI7DH7OWaXmfd8Pu+PRhAEAUREREREREREbkyrdAGIiIiIiIiIiDrCAAYRERERERER\n", "uT0GMIiIiIiIiIjI7TGAQURERERERERujwEMIiIiIiIiInJ7DGAQkdtqampSughuw2g0Kl0EIiIi\n", "j8VzilY8pyBPxgAGkUpFRkbi8uXLPfJZd955J2JjY8V/8fHxTn/2oUOH8PTTT2Py5MlISkpycUnd\n", "R0lJCZYuXYo5c+Zg3rx5+Pbbb61ek5ubi9dffx2LFy/GQw891OE+L1y4gMWLFyM2Nha33HILMjMz\n", "u6PoHqGwsBD33nsv4uLicNddd2H+/PnIzc21et0dd9yBgwcP2tyHyWTCXXfdhdjYWIwdO7a7i0xE\n", "5LZ4TuHeeE7RvXhO4V68lC4AEXWPmJgY6PX6Hvms4OBgJCQkdPi6J554Au+++67d15w/fx6/+MUv\n", "MHHiRFcVz66NGzfilVdeQW1tLcLCwqDRaCAIAuLi4vD73/8eGo2mWz531apV+MMf/oCbbroJlZWV\n", "uPvuu7F161b069dPfM2ZM2cwefJkPP3001i+fLnd/W3YsAEbNmzAu+++i7CwsG4psyf5wx/+gDVr\n", "1mDMmDF2XxcZGYk+ffrYfE6n0+Hrr78GACxbtszufjpzbBMReSqeU3QOzynUiecU7oUBDCKV2rt3\n", "r9JFsFJWVtbhax5//HEAlrsmPeG+++5DaGgoLl68iMcee0x8/P3338drr72GZ5991uWfmZGRgQED\n", "BuCmm24CAPTr1w9PPPEEvvjiCzz66KPi6+bOndup/V25cgUffvghdu7cCZ1O5/LyeqLKysoOTzQA\n", "4OOPP3bJ53Xm2CYi8lQ8p+gcnlOoE88p3AunkBCpzOrVqxEbG4uIiAjk5OTYfE19fT2eeuopzJgx\n", "A7Nnz8bixYvx8MMPIy0tTfa6vLw8rFixAtOmTcMtt9yCxYsXW70GAGpqarBixQrEx8dj5syZePnl\n", "lyEIgvj8iRMnMGvWLOzfv182LPSJJ55wbeW7QFpeAHj00Udx4sSJbvms06dPIzY2VvbYrFmzcObM\n", "Gaf299FHH+Evf/lLj5xovP322xg7diwSEhKwatUqTJkyBdOnT8eSJUushpeuW7cOsbGxWLZsGcrK\n", "yvDTn/4U06dPx9y5c5GXlye+LjU1FUuWLEF8fDxuu+02rFixAgUFBU6Vb/369YiNjZUda7NmzcKx\n", "Y8dkr1uzZg1iY2MxevTodod7dsb27dutPi82NhZ/+tOfrF67c+dOzJkzB7NmzcKtt96K559/3mpO\n", "dmfbjIioJ/Ccwjk8p+gcnlPI8ZyikwQiUqXnnntOyM7Otvncu+++K6xbt07cNpvNwsMPPyykpaWJ\n", "j5WVlQkzZ84Uvv/+e/GxtLQ0YebMmVb73bdvn1BUVCRuv/rqq8K//vUvq89dunRpp8v/8ccfC7t2\n", "7er067viwIEDwtq1a8XtiooK4amnnhLWr1/fLZ/3ySefCDt37pQ9ZjabhWXLlrX7Hnttt2zZMqGm\n", "pkZYvXq1MHPmTGH58uVCfn6+y8rb1scffyyEhIQI27ZtEx+7cOGCMH36dKGkpMTq9VOmTBFmzZol\n", "HDx4UBAEQSguLhYqKioEQRCE8+fPC7fffruQlZUlvv7kyZNCfHy8UFtb63QZO3usrV27Vjhw4ECX\n", "99fR859++qnwk5/8RKiqqhIf27Bhg7Bq1Sqbr7fXZkREPY3nFJ3HcwrH8JzC8ed7+zkFR2AQ9UKT\n", "J09GRkYGUlNTYTQaodFosG7dOsTExIivWbduHX77299i0qRJ4mMxMTH417/+hddee022v7i4OAwc\n", "OFDc/vWvf40DBw50ez1cRRAEvPHGG4iNjUVcXBxWrlyJuXPnYuXKld32ma6cB6vVavHggw9iyZIl\n", "OHDgAJ5//nmsWrUKZrPZZZ/R1mOPPYb58+eL22PGjMGLL75oc/hkfX09Nm7ciBkzZgCwzG9umZf7\n", "xhtv4IMPPkBkZKT4+gkTJuCZZ57BZ599Jj72xz/+UXY3QvrPE7Kpr1u3Dh9++CH69u0rPvbjH/8Y\n", "AwcORHp6utXr7bUZEZE74TmFHM8pHMdzCsf09nMK5sAg6oWmTJmCqKgoHDx4EFu3bkVVVRUCAgLw\n", "61//GlqtJa6Znp6OBx980Oq948aNs5l5uS1Pmjep0WjwzDPPyOardqeBAwfi2rVrsscKCgoQEBDg\n", "1P769OmDe+65R/yP6brrrsPtt9+OM2fOYMKECV0ury3Sk1DpY1u2bLF6fNy4cQgKCrK5n/z8fHGO\n", "spTZbMYdd9whbv/xj390uqzuICMjA/Hx8VaP19XVYebMmbITfcB+mxERuROeU8jxnMJxPKdwTG8/\n", "p2AAg0jF2ovIV1VVISQkBPfee6/42O7du7Fu3TrxP9xRo0YhOTkZ8+bNk7333LlzGDZsmN3Pra6u\n", "7mLJO+e9995DUVERHnroIYSHh3dpX0Kb+ar25OfnY8iQIU5/1vjx4/HSSy9hxYoV4mP79+93Okv6\n", "HXfcAW9vb9ljXl5eNu+WuKrNvv/+e9nx0/LYyJEjHdrP9ddfj1WrVmHUqFFOl8UTTJs2DRs3buy2\n", "DPRERN2N5xSdx3MKx/CcwjG9/ZyCU0iIVKy9/0DvvvtuWXIks9mMY8eOyYaiPfroo3j11Vfx/fff\n", "i4+lp6dj9erVsizan3zyCV588UU0NDQAABoaGvDkk0/ipz/9qdXn+vj4IDs7W9yuqKhAYmKiQ2WX\n", "vvcXv/gFvvrqqx490XjyyScxdOhQqyGvjhg2bBjKysrEti0vL8f777/f4bJa7Vm8eDHef/99lJSU\n", "ALAkSvvmm2+s7pS4qs0EQUBiYiK2bdsmPnb+/HmsWbMGDz/8sEP7+tWvfoVf/epXVoncjh07hu3b\n", "tztdxs5ypO/tqa+vl2UNLywsxK5du8Tt1atXY9WqVbLXGI1GbNy4EefOnXNJGYiIuhPPKTqH5xSO\n", "4TmFNZ5T2McRGEQqsnnzZrzzzjsAgMzMTBw4cAC+vr7w9fXFxo0bxZOJcePG4aOPPsKZM2dQXV2N\n", "xsZGLFiwAPfff7+4r379+uHzzz/Hs88+i4yMDGg0GgwePBhr167F8OHDxdc98MAD2LZtG+6++240\n", "NjaipqYGq1evlg3Va/Hyyy/j5z//OWpra1FXV4chQ4bIhvoJgoB77rkHVVVVKCgogLe3N/72t79h\n", "+PDhWL9+vWxfu3fvhslkwhtvvNGlNpOu2b5hwwb06dMHiYmJ8PKy/fM4aNAg+Pj4IDg4uEufu3bt\n", "WqxevVr8z+cf//gHAgMDZa955513sHnzZgCW/8xjY2Oh0WjwzjvvYNy4ceLrfHx88Nprr2HlypWo\n", "q6uDr68v3n77bXHobgtXtZlGo8Ff//pXHDx4EGvWrBGPjY8++ggDBgwQX7dkyRKUlJSIZQcsQ13/\n", "97//ia8JDQ3F2rVr8fzzzyMrK0vc/+233+7UcnN/+ctfkJSUJPtMLy8vfPrppxg8eDAA4OjRo3jh\n", "hRcgCALy8vLg7++PwMBA6HQ6rFu3Tpw727IvALL9RUdH44MPPpB97ksvvYSlS5eisbERjY2NiIiI\n", "wNNPPy0+P3PmTOj1eqxcuRLl5eUQBAF9+vTB4sWLMXbsWIfajIioJ/CcwnE8p3Aczyl4TuEojeCq\n", "UBERUQ964IEH7N5tIWuuarNPPvkEgwcPxpw5c1xUMiIiIuXwnMJxPKcgpXRpBEZdXR3efPNNPPDA\n", "AwgLCwNgSRqTlJQEnU6HmTNndmlOFxFRezIyMvDJJ58oXQyP4qo2Y9ybiMiarfPibdu2wWQyAQBG\n", "jhyJ8ePHK1lEagfPKRzHcwpSSpdGYOzatQuhoaEYPHiw+EO9detW3H333QCAxMRELFy40DUlJSIi\n", "xb311ltYu3YtvL29ERISgrVr11pluyYi6o1snRfv3bsXs2fPVrhkRO6J5xTkDKdHYJSVlcHf3x++\n", "vr6yx/39/cW/22awJSIiz/bUU0/hqaeeUroYRERupb3zYpPJhM2bN0MQBERFRdlcLpKot+I5BTnD\n", "6QCGwWDAXXfdhdTUVNnj0gEder3e+ZIREREREXmA9s6L586dK/69c+fOni4WEZHqOB3AKCwsxNat\n", "W1FUVITIyEhxqFzLPD+g/fWi9+zZA51O5+xHExERERF1SWBgIG666SaX7Ku982Ipezf2eG5MRL2Z\n", "I7/HTgcwHnnkEQCWZWCky/TU1dUBsIzEaPm7LZ1OJw6hSy+uxZr92ahvMmFEkB9emRvtbJHIAQaD\n", "AdOnT1e6GL0a+0BZbH/lsQ+UxfZXHvtAWSkpKS7bV3vnxTk5OYiIiAAA1NfXt/t+6bmxmqjxGGed\n", "PIca66XGOgGO/R53aRWS0tJSGAwGWaR56tSpSEhIgCAIiI+P73AfAoC8ygYAQJBfU1eKQ0RERESk\n", "CFvnxTk5OUhOTgYATJw4UcniERGpQpdWIXFWUlKSGGW+XF6PRzZdAAAM6++DD++7rqeLQ0RERES9\n", "TEpKCuLi4pQuBgD5uTERUW/jyO+xtpvL0iFfr9Yi1DeZFSwJEREREREREbkrtwpgNDCA0WMMBoPS\n", "Rej12AfKYvsrj32gLLa/8tgHpHZqPMZZJ8+hxnqpsU6OUjyA4cMRGERERERERETUAcVzYAiCgLn/\n", "OYmWQuxcNRE6re3lV4mIiIiIXIE5MIiI3INH5cDQaDSyURicRkJEREREREREbSkewACYB0MJnD+l\n", "PPaBstj+ymMfKIvtrzz2AamdGo9x1slzqLFeaqyTo9wigME8GERERERERERkj+I5MADg0S8vIKes\n", "HgDw78VjEBXk19NFIiIiIqJehDkwiIjcg0flwADkU0g4AoOIiIiIiIiI2mIAo5fi/CnlsQ+UxfZX\n", "HvtAWWx/5bEPSO3UeIyzTp5DjfVSY50c5RYBDK5CQkRERERERET2uEUAQzYCw8gARk+YPn260kXo\n", "9dgHymL7K499oCy2v/LYB6R2ajzGWSfPocZ6qbFOjvJSugBAmxEYJgYwiIiIiIjIcfmVDSiqbnT4\n", "faF9vTGkn083lIiIXMktAhgcgdHzDAYDI3gKYx8oi+2vPPaBstj+ymMfqEtdXR3efPNNPPDAAwgL\n", "CwMAFBQUICkpCTqdDjNnzsSQIUMULmXPUuIYL6puxLM7Mhx+36vzojsVwFDj91aNdQLUWS811slR\n", "bjGFhDkwiIiIiMiTHTx4EHPmzJE9lpycjOXLl2Pp0qU4fvy4QiUjIlIPtwhgcBWSntfbI3fugH2g\n", "LLa/8tgHymL7K499oB5lZWXw9/eHr6+v7HF/f3/xb29v754uluLUeIyzTp5DjfVSY50cxQAGERER\n", "EVEXtDesWxAE8W+9Xt+TRSIiUiX3CGDoGcDoaVxDWHnsA2Wx/ZXHPlAW21957AP1KCwsxNatW2Ew\n", "GHD27FnxcZPJJP6t0Wjs7kN6PBgMBlVstzzW05/vjIqKik7tv23dlKifq7ffe+89tyqPpx9/3bmt\n", "xuPP0e+uRpCGhntIUlISJk2aJG7vTivB64cuAwBmxwTh2ZkRPV2kXsdgYAIYpbEPlMX2Vx77QFls\n", "f+WxD5SVkpKCuLg4l+7z/PnzCAwMFJN4btmyBYsWLYIgCNi+fTsWLFhg831tz43VQolj/FReldNJ\n", "PCeEBXT4OjV+b9VYJ0Cd9VJjnQDHfo/dbxUSjsDoEWo88D0N+0BZbH/lsQ+UxfZXHvtAXUpLS2Ew\n", "GBAZGSkGMKZOnYqEhAQIgoD4+HiFS9jz1HiMs06eQ431UmOdHOUWAQyuQkJEREREniwoKAiPPfaY\n", "7LGwsDAsW7ZMoRIREamPe+TAkI7AMDKA0RO6Ok+Quo59oCy2v/LYB8pi+yuPfUBqp8ZjnHXyHGqs\n", "lxrr5Ci3CGDIRmCYGMAgIiIiIiIiIjm3CGBwBEbP4/wp5bEPlMX2Vx77QFlsf+WxD0jt1HiMs06e\n", "Q431UmOdHNWlHBhHjx5FYWEhACA8PBw33XQTCgoKkJSUBJ1Oh5kzZ2LIkCEd7odJPImIiIiIiIjI\n", "ni6NwLj11luxaNEiLFq0CCUlJQCA5ORkLF++HEuXLsXx48c7tR8GMHoe508pj32gLLa/8tgHymL7\n", "K499QGqnxmOcdfIcaqyXGuvkqC5PIcnOzsbrr7+O6OhoAIC/v7/4nLe3d6f2wVVIiIiIiIiIiMie\n", "LgcwIiMj8eSTT+LEiRMAAEEQxOf0en2775NGj747fkz8u6HJjMOHDbLnDQZuu3pbyh3K0xu3W+aw\n", "uUt5ets221/57enTp7tVeXrbNttf+e2Wx9ylPL1tm7qfGufrs06eQ431UmOdHKURpBGHLtixYwfm\n", "zZuHXbt2Ye7cuQCAffv2IT4+3uq1SUlJmDRpkuyxuz46CaPJUpRtD06QjcogIiIiInKllJQUxMXF\n", "KV0MALbPjck5p/Kq8OyODIff9+q8aEwIC+iGEhFRRxz5Pe5SlKC0tFT8uyUOUldXJ263/N0ZzIPR\n", "s3gHQnnsA2Wx/ZXHPlAW21957ANSOzUe46yT51BjvdRYJ0d5deXNR44cQUNDAwBg8uTJAICpU6ci\n", "ISEBgiDYHH3RHh8vLaoaTACYB4OIiIiIiIiI5LoUwFiwYIHVY2FhYVi2bJnD+5KNwDAygNHdOH9K\n", "eewDZbH9lcc+UBbbX3nsA1I7NR7jrJPnUGO91FgnR7lNoglZAMPEAAYRERERERERtXLPAAZHYHQ7\n", "zp9SHvtAWWx/5bEPlMX2Vx77gNROjcc46+Q51FgvNdbJUV2aQuJK0lVHmAODiIiIiDzJ0aNHUVhY\n", "CAAIDw/HTTfdhG3btsFksuR4GzlyJMaPH69kEYmIPJ7bBDC4CknP4vwp5bEPlMX2Vx77QFlsf+Wx\n", "D9Tl1ltvFf/es2cPAMDX1xezZ89WqkiKU+Mxzjp5DjXWS411cpTbBDA4AoOIiIiIPFl2dja+/PJL\n", "LFq0CABgMpmwefNmCIKAqKgoTJo0SeESEhF5NvfJgaHnCIyexPlTymMfKIvtrzz2gbLY/spjH6hP\n", "ZGQknnzySZw4cQIAMHfuXCxevBj33nuvOL2kN1HjMc46eQ411kuNdXKUW47AYACDiIiIiDyRr68v\n", "AgICrB7X6/V232cwGMTh4S0XKZ6+La1bT36+MyoqKoCwAEXKq/T2mTNn3Ko8nn78cdvxbX9/f3SW\n", "RhAEodOvdpGkpCSrIXQffZeHhJOWyPRPbhqCFTcO7uliEREREVEvkZKSgri4OJftr7S0FEFBQQCA\n", "r7/+GnfddRdycnIQEREBANi+fTvmz59v8722zo3JOafyqvDsjgyH3/fqvGhMCLMOPBFR93Pk99ht\n", "RmD4MgcGEREREXmoI0eOoKGhAQAwefJkAEBOTg6Sk5MBABMnTlSsbEREauE+OTCkU0iMDGB0N86f\n", "Uh77QFlsf+WxD5TF9lce+0BdFixYgCVLlmDJkiWIjIwEAMyYMQP33Xcf7rvvPsTExChbQAWo8Rhn\n", "nTyHGuulxjo5ym0CGFyFhIiIiIiIiIja4zYBDNkIjCaTgiXpHbiGsPLYB8pi+yuPfaAstr/y2Aek\n", "dmo8xlknz6HGeqmxTo5ymwCGfARGj+cVJSIiIiIiIiI35jYBDI7A6FmcP6U89oGy2P7KYx8oi+2v\n", "PPYBqZ0aj3HWyXOosV5qrJOj3DKAwREYRERERERERCTlPgEMPUdg9CTOn1Ie+0BZbH/lsQ+UxfZX\n", "HvuA1E6Nxzjr5DnUWC811slRbhPA8JFNIeEIDCIiIiIiIiJq5TYBDObA6FmcP6U89oGy2P7KYx8o\n", "i+2vPPYBqZ0aj3HWyXOosV5qrJOj3CaAwVVIiIiIiIiIiKg9bhPAkI3AMHIERnfj/CnlsQ+UxfZX\n", "HvtAWWx/5bEPSO3UeIyzTp5DjfVSY50c5TYBDC+tBlqN5W+TADSZOQqDiIiIiIiIiCzcJoCh0Wg4\n", "CqMHcf6U8tgHymL7K499oCy2v/LYB6R2ajzGWSfPocZ6qbFOjnKbAAYgn0bCPBhERERERERE1MLL\n", "2TeeO3cOFy9ehNlsxrRp0zBs2DAUFBQgKSkJOp0OM2fOxJAhQxzap69eC9RZ/rasRKJ3tnjUAc6f\n", "Uh77QFlsf+WxD5TF9lce+0Bdjh49isLCQgBAeHg4brrppi6fG3s6NR7jrJPnUGO91FgnRzkdwCgp\n", "KcHixYsBADt27MCwYcOQnJyM5cuXAwASExOxcOFCh/bpo5MupWp2tmhERERERD3q1ltvFf/es2cP\n", "AHT53JiIiOScnkIyY8YMq8f8/f3Fv729vR3ep6+eAYyewvlTymMfKIvtrzz2gbLY/spjH6hPdnY2\n", "Xn/9dURHRwPo+rmxp1PjMc46eQ411kuNdXJUl3Ng7N27FzfffDMAQBBa81bo9Y5P//CR5cBgAIOI\n", "iIiIPEdkZCSefPJJnDhxAkDXz42JiEjO6SkkAHDw4EHExMQgJCQEAGAyta4cotFo7L7XYDCIc3ha\n", "Ikm+Xq3zAn84fQ6Tht4ie77t67ndte0W7lIebnOb271re/r06W5Vnt62zfZXfrvlMXcpT2/b7i6+\n", "vr4ICAgA0PVzY273XN+amhpxKq8KAFBRUQEA6N+/v9V2wIgJOHThKgAgZuhADOnno3h9+VvUe7bV\n", "+n+3dLRaRzSCNDTsgMOHD2PgwIEYM2aM+NiWLVuwaNEiCIKA7du3Y8GCBTbfm5SUhEmTJlk9vmZ/\n", "Fg5mlgMAfhcbgdiRQc4UjYiIiIjIrpSUFMTFxblsf6WlpQgKspy7fv3117jrrru6fG5MjjuVV4Vn\n", "d2Q4/L6X4qPw8r4sh97z6rxoTAgLcPiziEjOkd9jp6aQFBUV4ciRI0hNTUViYiI+/fRTAMDUqVOR\n", "kJCAhIQETJ061eH9SpdRrTdyCkl3aol8kXLYB8pi+yuPfaAstr/y2AfqcuTIEWzatAmbNm3CuHHj\n", "AHT93NjT8Rj3DGrtJzXWS411cpSXM28KDQ3Fc889Z/V4WFgYli1b5nRhZAEM5sAgIiIiIg9ha3RF\n", "V8+NiYhIrstJPF2JAYye093zP6lj7ANlsf2Vxz5QFttfeewDUjse455Brf2kxnqpsU6OcqsABlch\n", "ISIiIiIiIiJb3CqAwREYPYfzp5THPlAW21957ANlsf2Vxz4gteMx7hnU2k9qrJca6+QotwpgcAQG\n", "EREREREREdniVgEMXz1HYPQUzp9SHvtAWWx/5bEPlMX2Vx77gNSOx7hnUGs/qbFeaqyTo9wqgMER\n", "GERERERERERki1sFMJgDo+dw/pTy2AfKYvsrj32gLLa/8tgHpHY8xj2DWvtJjfVSY50c5b4BDCMD\n", "GERERERERERk4WYBDJ34N0dgdC/On1Ie+0BZbH/lsQ+UxfZXHvuA1I7HuGdQaz+psV5qrJOj3CqA\n", "4eOlEf9mAIOIiIiIiIiIWrhZAINJPHsK508pj32gLLa/8tgHymL7K499QGrHY9wzqLWf1FgvNdbJ\n", "UW4VwGASTyIiIiIiIiKyxa0CGByB0XM4f0p57ANlsf2Vxz5QFttfeewDUjse455Brf2kxnqpsU6O\n", "ctsARqNJgMksKFgaIiIiIiIiInIXbhXA0Go08NG1JvJsNHEURnfh/CnlsQ+UxfZXHvtAWWx/5bEP\n", "1OXcuXPYvHkzNm3ahKtXrwIAtm3bhsTERCQmJuLMmTMKl7Dn8Rj3DGrtJzXWS411cpSX0gVoy1ev\n", "Q4OpCQBQbzTDT6/r4B1ERERERMoqKSnB4sWLAQA7duzAsGHD4Ovri9mzZytcMiIi9XC7AIZsKVWO\n", "wOg2nD+lPPaBstj+ymMfKIvtrzz2gbrMmDHD6jGTyYTNmzdDEARERUVh0qRJCpRMOTzGPYNa+0mN\n", "9VJjnRzldgEMXy8dACMAywgMIiIiIiJPsXfvXtx8880AgLlz54qP79y50+77DAaDeHHSMkyc285t\n", "O6Opqcnp9ypdX25z29O3/f390VkaQRB6PFNmUlJSuxHoJxNTkV5cBwB4++5RGBPapyeL1mtI/5Mk\n", "ZbAPlMX2Vx77QFlsf+WxD5SVkpKCuLg4l+7z4MGDiIiIQGRkpNVz+/btQ3x8vM332Ts39mRKHOOn\n", "8qrw7I4Mh9/3UnwUXt6X5dB7Xp0XjQlhAQ5/lrtR62+RGuulxjoBjv0eu1UST6BlBIZFPZdSJSIi\n", "IiIPcPjwYQwaNEgWvMjJyRH/rq+vV6BURETq4nZTSKQ5MBoYwOg2aozceRr2gbLY/spjHyiL7a88\n", "9oF6FBUV4ciRIxgzZgxSU1NRVVWFlStXIicnB8nJyQCAiRMnKlzKnsdj3DOotZ/UWC811slRbhfA\n", "4AgMIiIiIvIkoaGheO6556wet5XYk4iInOeGU0g4AqMncA1h5bEPlMX2Vx77QFlsf+WxD0jteIx7\n", "BrX2kxrrpcY6OapLAQyz2QyTyeSqsgDgCAwiIiIiIiIisub0FJJdu3YhMzMTCxcuRFhYGACgoKAA\n", "SUlJ0Ol0mDlzJoYMGeLwfqU5MBjA6D6cP6U89oGy2P7KYx8oi+2vPPYBqR2Pcc+g1n5SY73UWCdH\n", "OR3AmDt3Ls6fPy97LDk5GcuXLwcAJCYmYuHChQ7v11cvGYFhZACDiIiIiIiIiFycA8Pf31/829vb\n", "26l9cBWSnsH5U8pjHyiL7a889oGy2P7KYx+Q2vEY9wxq7Sc11kuNdXKUSwMYgiCIf+v1eqf2wRwY\n", "RERERERERNSWSwMY0oSeGo3Gzivl0SODwSBu+3i1FqllBIb0eW67ZlvKHcrTG7db5rC5S3l62zbb\n", "X/nt6dOnu1V5ets221/57ZbH3KU8vW2buh/n63sGtfaTGuulxjo5SiNIh0046Pz58wgMDBSTeG7Z\n", "sgWLFi2CPjT3AAAgAElEQVSCIAjYvn07FixYYPN9SUlJmDRpks3nvrlUhr9+kw0AmBEViBfiopwt\n", "HhERERGRTSkpKYiLi1O6GADsnxuTY07lVeHZHRkOv++l+Ci8vC/Lofe8Oi8aE8ICHP4sIpJz5PfY\n", "6REY+/btg8FgwL59+3Do0CEAwNSpU5GQkICEhARMnTrVqf362hiBQa7HOxDKYx8oi+2vPPaBstj+\n", "ymMfkNrxGPcMau0nNdZLjXVylJezb4yPj7d6LCwsDMuWLetSgaQBDObAICIiIiIiIiLAxTkwXMGH\n", "AYwewflTymMfKIvtrzz2gbLY/spjH5Da8Rj3DGrtJzXWS411cpTbBTA4AoOIiIiIiIiI2nK7AIat\n", "VUjI9Th/SnnsA2Wx/ZXHPlAW21957ANSu64c4/mVDTiVV+Xwv0YTrx8cpdbfIjXWS411cpTTOTC6\n", "i69eMgLDyB8gIiIiInJ/586dw8WLF2E2mzFt2jQMGzYMBQUFSEpKgk6nw8yZMzFkyBCli+kxiqob\n", "nV5NhIjUy/0CGNIRGIygdhvOn1Ie+0BZbH/lsQ+UxfZXHvtAXUpKSrB48WIAwI4dOzBs2DAkJydj\n", "+fLlAIDExEQsXLhQySL2OB7jnkGt/aTGeqmxTo5y6ykk9UYzBEFQsDRERERERB2bMWOG1WP+/v7i\n", "397e3j1ZHCIiVXK7AIaXVgMvrQYAIAAwmhjA6A6cP6U89oGy2P7KYx8oi+2vPPaBOu3duxc333wz\n", "AMhuxOn1ervvkx4PBoNBFdstjznz/oqKCvSkpqYmp9/rLu3t7PZ7773nVuVxh+PPXbfb1k3p8rhq\n", "2xEaQYEhDklJSZg0aVK7zy9efxrVjSYAwKYV49HP1+1mung8g8HAIUgKYx8oi+2vPPaBstj+ymMf\n", "KCslJQVxcXEu3efBgwcRERGByMhIAMCuXbswd+5cAMC+ffsQHx9v830dnRt7qq4c46fyqpzOgfHy\n", "vqweed+r86IxISzA4c9yN2r9LVJjvdRYJ8Cx32O3G4EBtJlGwpVIuoUaD3xPwz5QFttfeewDZbH9\n", "lcc+UJfDhw9j0KBBYvACAOrq6gBYRmK0/N2b8Bj3DGrtJzXWS411cpRbDm3wZQCDiIiIiDxEUVER\n", "jhw5gjFjxiA1NRVVVVVYuXIlpk6dioSEBAiC0O7oCyIi6jy3H4HRwABGt3B0rhG5HvtAWWx/5bEP\n", "lMX2Vx77QD1CQ0Px3HPPYeHChVi4cCFWrlwJAAgLC8OyZctw//33IzQ0VOFS9jwe455Brf2kxnqp\n", "sU6OcssABkdgEBEREREREZGUWwYwOAKj+3H+lPLYB8pi+yuPfaCsjtr/akU9fvrlBfxmRzpqmhNr\n", "k2vxO0Bqx2PcM6i1n9RYLzXWyVFuGcDw1UtGYBgZwCAiIuppH57IR1ZZPU7mVePLM0VKF6dX2n6h\n", "GE9sSUVSRqnSRSEiInIL7hnA4BSSbsf5Uz0jt6IBf/0mG5tsnPyzD5TF9lce+6B71DSa0JkV0u21\n", "f2V9E45frhC3d6WVwGTu8VXXVc9eH9Q0mvDusavIKKnDG4cvo6K+qQdLRuQa/J33DGrtJzXWS411\n", "chQDGETd6D8ncvHNpTK8fzwX5wqqlS4OEancf07kYdH60/jDnkyYOxHEaM+hrHIYJQGL4hojvrta\n", "6Yoiqt6+9FJ8lpLf5Wk3GcW1aGruA6NJwM6Lxa4oHhERkUdzywAGc2B0P86f6hmpRbXi38ckdzMB\n", "9oHS2P7KYx+41rnCanxxqhAAcPxKJU7mVdl9vb3235duPWVhR2pJ1wrYCxzJLsf/O5iD9SkFWJ+S\n", "3+Hr7fVBenGtbHvb+WKOgiGPw995z6DWflJjvdRYJ0e5ZQCDIzBIDaoamlBcaxS3effSNrMgMFBJ\n", "1EVmQcB7x3Jlj+266FzAIbeiHueLagAAWk3r48evVKC4ptHpMqqdIAj47w8F4vahzPIujYJJaxPA\n", "uFZjxNGcinZeTURE1Du4ZQCDIzC6H+dPdb+csnrZdmZpvezkv7f3QWV9E/77QwHu//wsFn5yCq8e\n", "zMHl8vqO3+givb39HXWtphGHs8rR6MLfZPaB6+xLL7W64D2SU4FKO3kT2mv/vZLRF9PC+2PCkL4A\n", "ALMA7E5jMsn2fJ9bhYySOnG7pNaIjOI6O++w/x1It/HexHPXnC8gkQL4O+8Z1NpPaqyXGuvkKLcM\n", "YHAEBqlBdpn1xfh3V+0P6e4NrlbU423DFSxPOItPvs9HaV0TTILlounRTRfw56QsZLS5ECNlNTaZ\n", "8cz2dPw5KQtPbUtDnVE9S2rau8D3FHVGEz78Lk/cbhk1YTQJ2H+pzKF9mQUBSRmt74mPCcK8McHi\n", "9q6LJV0aVaBmCScLrR5rO3Wws2oaTcitbAAA6DSWfwBwpqAal0r4+0hERL2XWwYwOAKj+3H+VPfL\n", "LrO+e3ZCMo2kN/bBP49ewcMbL2B7ajEaTNYXQQKAw1nleCLxIl7ak4mqhu67uOyN7e+s9OJaFFRZ\n", "Rg9dKqnD3w/kuOQiVuk+eP1QDpZ8dgZ/3Jvp0pElPW3DyUKU1lq+K0H+Xlg1JUx8btfFknZXJLHV\n", "/mcLqlFYbenrAB8dbh7eD7dFBKKfjw4AUFjdiJRcBmLbOltQjTM2EjUf62DKR3vfAWn+i6ggP0yP\n", "ChS3vzrHZJ7kOZT+nafOUWs/qbFeaqyTo9wygBHQfKIEWIZgEnmi7FLrERgpuVW9NgnblfJ6bD1f\n", "DGntRwb74bd3ROD1+TGYOryf7PXHLlfg61SeqLuDtlMTjuZU4JPvO05Q6M6qGprE6RBHcyrw12+y\n", "3ea7mV/VgGe/TsejX17ocFpVQVUDNp1tXaZ51eQwzBsdDO/mW/aZpXVIL7E/jUFKOn1k5ogB8NZp\n", "4e2lRXxMkPj4Dn4vrWw41Tr64vaoQOi1re1fVO143hDpdy4mxB8Lxw0Ut/dfKlXFyCEiIiJnuGUA\n", "I2KAr/h3pgMnXtR5nD/VvQRBkI3A8NNbvmo1jSZcaE6O19v6QHpHcVh/H/x9XjTeXTgacdFBGD+4\n", "L/48ZyTeWzQaU4a1BjIuFHXfUOne1v5dYesCOOFkIfZndC0fgpJ9kFUqr9ORnAq8abjc7miFjmSW\n", "1OHpbWl403C5S4GQ7DLLfk7lVyOnrF5cVaQ965LzYGwezTR6oD/iY4LQ18cLt0vu2O9uJ5ln2/av\n", "bzLjcFa5uD1bErSYNzpE/PtYTgVvLkhcKqlF8hXL6DoNgAdvGoIJYX3F57+1M42kve9AepsAxnWh\n", "fRAd7AcAaDQJ2Olkglainsb/az2DWvtJjfVSY50c5ZYBjOH9faFvvntUXGvknQbyOGV1TahssOQJ\n", "8NNrcceIAeJzJ670ztVILkkugm+PCsSNYQHQaDSy14wM9scjN7cOf3eHXBjOXtB2p8vl9dhytsjq\n", "Iry7pF+TB59avH74MlKbA3KeJtPGCKndaaX4IDnPqT5fn5KPc4U12JFaAkN2ecdvsCG1qAbPbE8X\n", "p4MA1qNfpE7nV+OQJODw+LSh0DZ/p+aOas1bsf9SWaemYx7LKUet0fK6of18MGagv/hc+ABfXD+4\n", "DwDAJAB70ngB3WLDSfnoi+GBvpgW3l98rKNpJLZIAxijQvyh0WhkozC2nr/mNiOGqJXZbIbJpJ4c\n", "QURE7sjlAYyCggL897//xYYNG5Cf79wQY51Wg0jJKIxLPXSS3pt4yvypy2X1SDhZgBwb+STcmXT0\n", "ReQAX9mogpY8GJ7SB66SKfkej2y+k2hLeKCvOPz9Wo0R5XXdc6e3o/b//molFn5yCr/cluZWQdTG\n", "JjN+83U63vs2Fz/dnIpntqfjYGYZmrrpYqbOaMKVCsvFvlYDvDovBsObgxhGk4A/7s3ENSeX1pT2\n", "QXmdEQczy1DWTf3dljT4E+yvF//edKYIX5y2P+rBlouSIM8RJwIYP+RV4bc7M1DVIL/4uVJe324y\n", "601nWssZO3IAxg1qvet/w5C+COvnDcAy8ksaVBEEASfzqlDQLwYHLpUhvbgWtY0m2fSR+JggqwCj\n", "dBQGk3laXK2olwWRlk4YBACyAMap/GrUNNq+qLX1O1TV0IS8Sst3ykurQWSQ5XzojhED0N/XC4Dl\n", "t9GZwAh1n127dmHt2rUoLGz9Xm7btg2JiYlITEzEmTNnFCydcnrbuY6nUms/qbFeaqyTo1wewEhO\n", "Tsby5cuxdOlSHD9+3On9jAhqvcDhNJLeqbK+Cc98nY6PvsvHE4kXsf1CsVveDbdFugJJ5AA/3Dg0\n", "QMwin1FSh1IPHn6dVVqH1w7m4KPv8jp9ASMIgmx5wZFB/u2+VqfVyL7/GS7+/pvMAv6TnItX9me1\n", "e7EsCALWfpuLWqMZF4pq8e/juS4tQ1dcLK5FaV1rQOVMQTXW7M/Gig1n8dkPBTCaXJuMMrOkDi2x\n", "keGBvgjuo8ef7hwp5ioqrWvC+992rX2O5pTj4U0XsGZ/Nn6zI6NH7ixLA2rPzAjHLRGtF5wfnsjH\n", "vvTOT48pqzPKplQkX6lEowP9cCS7HC/suoS65tEP/Xx0GOBnuVA1C9bTXQDLMXq+sHX0y/0TB8me\n", "12g0mDNKvnoIYAmI/H73JfxmRwbeT87DK99k48nEi1i4/rRslaS46AFo6/aoQPT1tvR7flWjOB2u\n", "N/viVKGY12fKsH6IDrH8toX29RanfDSZBXx/tfMj76RLr0YO8IW3znKq5u2lla0I80Fybo8F/Khj\n", "c+fOxR133CF7zNfXFwsXLsTChQsxfvx4ZQpGRKQyLg9g+Pu3Xph4e3s7vR/pBQxHYLieJ8yfWpec\n", "h4rmO99Gk4C3j1zB3w7keMQSjtIEnpEDfNHHW4frJHdHv8+t9Ig+kDKZBfzvVCF+nngRe9JLkXCy\n", "sNPTYUrrmsS+9NNrMaSf/d+GmJDW35F0F08j2XahGF+cLsKBzHK8bbhi8zXpxXXIkSRP3Jteih/c\n", "ZOWFc4XWKx0AQGltE9Z/n4+32qmTs9omEwSAof198MKsKPFxQ3a5U0G5bw4Z8PaRK/jj3ixx5EFO\n", "WT1Sr3XvhbHJLCBb8v9KdLAffh8biQlDWr+jH57I63Qg5VKbIFut0YyTeZ07Xq7VNOKv32TD2PxZ\n", "If56vDF/lKwsbfcPWAIILdPU+nrrEB7oa/Wa2TFB4pKqp/Kr8ZbhMn66ObXD5ZxvGNwXgwN8rB73\n", "8dLitsjWQE9vX40kv7JBtuTssjZBJOkojPbyYNj6f0D6nRs1UB7sXTA2RFypLb+qEX/Yk8nl5t2Y\n", "yWTC5s2b8eWXXyIlJUXp4ijC0851eiu19pMa66XGOjnK5QEM6R1yvV5v55X2SYeYcwRG73OuoBq7\n", "bMyx/uZSGX6eeFF2R7LJLKCm0eTyO89dIZ9CYjmWpwwPEB/ztDwYuRUNeGZ7OtadyBMvtADbyR1t\n", "kX6Howb4ifP02xMtC2C47vtvNJmxUTI94NjlCpvTH/amWx97bx257BbLOp8raL24f2jyEKycNBhB\n", "zXfrAUuw5XKZ/ZUrHCFLJij5Xb5xaACuH9SaE2F3OzkRahpNWPvtVfzj8GVsOl2I45crkFfZgEsl\n", "tViX7YftF6xXtDiS3b1D4/OrGsRlfIP8vBDop4e3lxYvzx6BwOYh+sW1RvzQySBERol1kK2zdTiY\n", "WY7G5rIMCfDGGwtiED7AF9HB9oN4FyVBntED/a2mewBASB9v2fS1r1NLxKlGGgDXBTThlvD+CA/0\n", "hVdzpEOrAZZPGtxueScNbd2fuwT1lPJBcp7YntcP7oPrB/eVPT9NMqrn+JXKTgfE2ibwlArp443n\n", "7ohAS29fvFaLV/ZnMR+Gm5o7dy4WL16Me++9Vza1hIiInOfV8UscI01eZOuEqoXBYBDn8LREkqTb\n", "9SYAsJwcZ5fW4uBhA2be3v7rue34doue+LwGEzB12jT09fHq8PUHDxvwQbYfWuJro/o2oY9OwA8V\n", "loDYlYoG/GzzBfjqdWhoMqP53B8+Xlo8HxsJ05Uzirbv4cMGZJb4A82nmIXpp2DIAqaMnYQPT1jy\n", "whzPLsNvH7xNkfI5si0IAt7afhx7i7xhFKy/z3kV9Z3an6FED8Ay6sK/sbzD739NvRaA5WL5bG4p\n", "DIZcl9Rn/6UyXKtpHSlgFoB/7/kBdww0yo6/PRmt/aeFADM0yKtsxGc/FGB0Q6Zi/WEWBJzOrRDL\n", "Nj0yEDlnv8PPwoHdNYPx3dUqCADe2nsGr//fFJd8/qnLJRC/iyH+sufnjQnB2eZpDDtSS/DjCYNw\n", "9MgR2ft/vyUF56va+6+mNYYeHewnThdKSi3AozeHQaPRdEt7nq/UAbCMWAjU1ovHo7+3DmP86vBt\n", "veW3Zm96KeqzT3e4v+O5Pmj73+mxnAr84jYBx44esfv+nacvA7BMy1g6cTAyTp1ABoDoqBvEfZ3K\n", "KQJuD5e9P9UrUnzev74EQLTN/Yebi3Ac8tEZw/1M+N2c6xDd0p/+wC2Lb0NRTSPOpZxATeYpIMx2\n", "eRuvnEPL/80XimqQdNAAH517/F65cnvClGlIyihDU346BvuarZ7vN3KiLK/IozcPtdpfTLAfArzM\n", "qGrSoqrBhHOFNai8dFL2eS3vke7/9NXW//9qr6bBUJxq9flP3joa/zx6FQDw7eVK/OvoVay+bRiO\n", "HLF/vHFbvt2TOnNTr6P/G3vbtjk40n6DuVhTU5PT73WH9urKdstj7lIebre/PX36dLcqj6u2pbM4\n", "OqIRXJxUYMuWLVi0aBEEQcD27duxYMECq9ckJSVh0qRJHe5r5YZzKGxeP33tojEYYSfxH7mv1KIa\n", "PPt1OqDR4B/zY2R3123ZdLoQ7yfnAbAEJf6zZCxC+3pjb3oJ3j5y1e5dcF8vLd6+Z5Q46kEJBVUN\n", "+MkX5wEA/X298L/l10Oj0UAQBCz7/KyYv+Ctu0dhbGgfxcrZGV+du4Z/Hbsqbus0wC0RgeKJ+9hQ\n", "f7x19+gO97NmfxYOZlre89T04bhrTIjd1xtNZiz85LQ42mPTivHo59veRXDnmMwCHv3yAq5WNMge\n", "D/L3wmdLrxfvQB/JLsfL+7IAAAP76LFs4mC8fcQyLUOrAd5dqNxv0eWyejzy5QUA8mMLsFxMPrU1\n", "TSznf5aMxdD+1tMKHFFnNGHR+tMwC5Z9bvnJDfDT68TnG5vMWJZwVpz+sWbOSEwZ3nqHPu1aLX7+\n", "1UW7n+Gj0+BntwxDfHQQ7vvvGTEPxL8Xj0FUUPe088ff5eHz5pUj7hsfikenDhWfyyypw+NbUgEA\n", "3joNNtx/Pfr62D/2Vm08Lx5XWg3EnCH/mB+DcW3uykuV1Bpx/+dnITS/74vl48UkjZX1TVjymSUY\n", "q9dp8NUDE8RjFAB+uTUN55tzUPzpzhGy6QpSTWYBj29OxeXyegT76/HozWGIHTnA7g2Gjjy+OVXM\n", "IfLnO0dgajuf7cl+uyMDP+RVQacBXvlRNG4Max1BZxYErP7qojg6LHbkAPwuNtLmft42XMH2VMso\n", "oyXjQ/GY5FizRdbvWg0SH7gBep3twbLrknPxv9NF4vZDk4dg2cT2R8+QtZSUFMTFxblsf+fPn0dg\n", "YCDCwiyraeXk5CAiIgIAsH37dsyfP7/d93b23Lg3OZVXhWd3ZDj8vpfio8T/x7v7fa/Oi8YEye8D\n", "ETnHkd9jl08hmTp1KhISEpCQkICpU6d2aV/yPBjKL6eoJi2Rr+4mCAL+fTwXDSYBDU1m7OkgMd61\n", "mkasTykQt1feOBihfS137mfHBOOf94wSE6O10GogJsisbzLjj3uzUN3gfBS9q6QJPCMCfcULBY1G\n", "g8mS4dxfHjnb42VzRHpxLd6XJK+MCPTFW/eMxuPTWk/AWzLld+SSLIFnxxelep1WdvFqa4i+o45k\n", "l4sXmX28deijs1wol9Y2ybL5y1ZiiA7CvDHBGN98EWoWgH8YLis2XFua/+K60D6yi9CxoX0weZjl\n", "JMosAAknuz5c+VKbBJ7S4AVgSSp4Z0yQuP11qnw6yH9O5MnKO39MCCYM6Ysgfy9oNZaRAP9aOAbz\n", "xoTA20uLmyXfj6PduMJCliRHTdsgyYhgP/E3ptEk4GCW/RVF6owm5EqCF7EjW5NfHumgDkezy8UE\n", "kOMH9xWDFwDQz9cLoX0td2yNJkE2LajJLMi+E6PtBIW9tBq8uSAGf/9RND68byxmRbeuLuLs/wOT\n", "hraerKd0cpqNq+1JK8Hjm1Ox+WxRxy920PnCGnH6kEkA/rQvS7YS1r70UjF44a3T4OEpYTb3AwDT\n", "IlqPaVt5MNr2gXT6SFSQX7vBCwBYNSVMdrx99F0+Xtx9Cd9ernD6N8pkFpBwsgBPbb0IQwfHPsnt\n", "27cPBoMB+/btw6FDhwBYAhgbN27Exo0bMXp0x8F+Neqp803qGrX2kxrrpcY6OaprtzRtCAsLw7Jl\n", "y1yyr5HBfjjW/B9+ZkkdEOOS3VIPOpVfjXOSTPkZHSRkfO9YrpiQLGKALxaPD5U9HzHAD+8uGoPy\n", "OiO8tBr4eGnhpdUgu6wev9iahoYmM/IqG/D3Azl4+c4RHeZa6A6y/BdB8jvgU4b3E4M4GTXyi0Gp\n", "RpMZ65LzcKmkDj+bNrTDUSuuVttowiv7WxMLRgf74R8LRsHHSwuzIMBbp0GjSUBFfROqG5rs3qFu\n", "e4EX2cm76tEhfmIyu4ziOtnce0cJgoCEU60X9PdcF4IrV67gcIklOLb9wjXcHhWIivomJEvyk8TH\n", "BEGr0eCp6cPxs82pMJoFXLxWiy1ni7DkhkFWn9PdpN+lcYOsR+8snzhYTNC4L6MUy28cjCH9rJMx\n", "dpa9ufgt5o0JwZdnrwGwXKAV1zQipI83UnIrxYtArQb41YxwWaJJk9kyvSJcsmT2rZH9xYDBkexy\n", "LL+xe+4mS1cgGWHjeJwdE4SMEkvwbm9aqd0RQ5mldWIQYnh/X8SOHCAmdjySXS5OhbHFIMmTMT0y\n", "0Or5kcH+KKq2vCajpFYc+ZNdWifmzRjU1xsD/O0PTe/r44Ubh7ruDuGkoQHYdMYSOFAiD0ZxTSPe\n", "NFxBk9myWpCXVoO7rxvosv1Ll6cFLHlcXtidibfuHgU/vRYffde6RPyS8aFikN2WiUMC4OOlRUOT\n", "GVcrGnClvB7DbSRcbZEuCUyN6uB3X6vR4JkZ4SitNeJUviW4efxKJY5fqcTAPnr8aHQwRg30R35l\n", "I/KqGpBf2YCSWiOig/3xk0lDENxHftzUNJrwt2+ycbz5N/D/HczB9YP7INDP+XxmvUl8fLzVYzNm\n", "zFCgJERE6ubyERiuJFtK1U1WIhEEAecKqpFf1dDxi91YT83//O8PBbLtjJK6dpfeTL5SIZtT/Ivb\n", "hsuGTEsF+unR18cLep0WGo0GUUF++PWMcPH541cq8VlKgc33djf5CiTyi6MbwwLEVQHy6nXiRYBU\n", "o8mMP+/LQuK5azhTUI1Xvsnu0Tv+giDgnaNXkFtpOcb99Fr8flakmPleq9HILopbXtee7LJ68QJv\n", "WH9f+Hp17mfHlSuRnLhaKY4C8fHSYtH1ofjp7BvFvvghrxpXK+px4FKZmJRvzEB/8UIjPNAXyyQX\n", "0+8n5+HZr9Px3dXKHl3at6MAxrjBfTExrHW0yIZTHY/CMJrMSL5SYfM3rb0EnlLDA33FFTPMgmW5\n", "TkEQxHwvADBnVLDVKhk6rcbqd+jm4f3F73xGSR2Kqq1H+FwoqsH+jFKnvxM1jSZxaqKXVoPhgdYB\n", "nlnRQWI5zhfV4Ep5+0lRZaOLgv0wMSwA/vrWVSKkoz2kKuubcCq/9eJfurpHC+loM+lywqnXJKMv\n", "Bjof3HT2/4Fxg/pA39w+2WX1Ti8L3WQWkJRRivXfW5atTbtWi9rGjleZ2nz2mvg9BYB3j11F8hXX\n", "jNjJraiXJWBt+d0rrG7Ei3su4dOUAnHJ3CB/L/x4gv1ApreXFpMlwaN1yfLlp9v2Qdq11n6OCek4\n", "2Out0+Kl+CjZMsAAcK3GiPUpBXhhdyb+dewqtpy9hm8vVyK9uA47L5bg4U3nkXjumvg9yq9swC+3\n", "pYnBC8AyovFLG/9HETlCiXwj5Di19pMa66XGOjnKvQMY0pVISut79EKhPZ/9UICnt6fjgS/O48Xd\n", "l/BDXpVblMsdnSuoFu8KtahvMot349v6VBJwmB0TJA7b76yZIwbgPsmIjc9+KJBNDegp0ikkkQPk\n", "F239fL1kd1rfP56L/0lWxTCazFizP1t2Enm1ogFJGfan3rjS3vRS2dKAT9023CqXwlBJACOvgwCG\n", "9AJvRFDnczLIAhhdXIlog2Q6xbzRwejv64XQvt6YOrz1pP/rC8Wy6SOzJVMjAODHN4TK+vNUfjWe\n", "33UJP//qIg5llbUbmHOVsjqjGCzSazXtjohYIQm07EkrQWGV/Wk+HyTn4YXdmXhiy0WrgIF0BRh7\n", "d4PnSUYo7LxYgoOZ5eLoGW+dBivsrGoh1cdbJwZgAOtpJN9drcTT29LwtwM5+Pi7vLZv7xTpCkbh\n", "gT42h+j39/XCVEkuj712pr5lFMuXY/XWaWV5QI7m2B6G/+3lCnF6zthQf4T0sb6LL12JRDplRLoC\n", "yZguBDCc5afX4TpJAK2zq7VIFVQ14Jntafj7gRx89kMB/t/BHPz8q4tYuP407v/8LF4/lGMz31Fl\n", "fZPVyjVmAVizPxuXbEw1EwTBoRWqvjx7TQy4Th4WgBfjIsVAZ3pxnSzo/NDkMKtpVbbMGR0s/n3s\n", "cgU+PNH+sZtuZwnV9vT18cLLs0fgo/vG4r7xobKpSO2pNZrx7rGreGprGnZeLMHqry4ix8bqRV+d\n", "L0Z5nXMBKiIiou7g1gGMwQHe8Gu+k1VR3yTe9VCS9M7M8SuV+O2ODPxsSyr2pJW41TKe7akzmvDn\n", "pCz8fMMJVNZ3b56I/560PQLCVj6D2kaTeOKmAfCInTnF9qyaEoYbJRdAfz+Q3eEFnCuZzILsbm3E\n", "AOsL9l/dHi4uPwlY7sglnCxAk1nAK/uzbQZdPk0p6JHj63J5Pd452pq0c86oIMyKDrJ6XZh0BEY7\n", "AfF1iA0AACAASURBVKkWmbI71J2/2Ioc0Lq0Y15lA2o6cWfWljMF1eJKGV5aDe5tDnIZDAbMH9t6\n", "4b09tUS86NZrNZg5YoBsP3qdFn/7UXTztJLWx9OL6/CXpGz85uuMdk/0TWYBu9NKsPF0IRrt9GN9\n", "kxmbzhTZHJZ/XjL6IibEH97tjGS5YUiAGPwzCcAXdkZhNJrM2NO8/GlNo0kWTKszmnC5+VjWamA3\n", "celtkf3Fi6ZrNUb8w3BZfO6e6wZioI2Lc8D2PM5bI1oDfEckI7JqG01403BZvOjfnlqCRieWtZWO\n", "5rOXJPTOUa0XnfvS2x/xIf09G9kc5LlNWod2gqiHJfkFbE0fASzTqMRyS0avyUZgdCERcFfm0UqT\n", "Wjo6jeRwVjme2HIRF4psj6wqrjVid1qpzSDV1gvF4jTDYf19xDwhdUYzXtyTiZLmVYYuldTi3WNX\n", "cd9nZ7B4/Wl8c6njIHB5nVH8PgDAfTcMws3D+2P1bcOtXhsd7GcV5GzPtPD+uPf61iku/ztdJH6O\n", "tA8q65vE0UF6nQYRDiajHtrfF49OHYr/LhuH38VGYlp4P0wY0hdzRwXjoclD8HxsJP4QF4Vh/Vt/\n", "v9OKa/GPw5dR2ZyIV6/V4NczwhHV/H9Xy28SkbM4X98zqLWf1FgvNdbJUW4dwNBqNG41jcQsCLha\n", "YX2HIrO0Hq8duowXdl9y+7XYd14sweGscqRVe9m9sOkMk1nAsZwK/O9UodWd29SiGnEuvgbAjKjW\n", "E3TpXV3x9ddqxAuTqCDfDud0t0en1eD5WVEY1DwnudZoxi7JCWl3y61sEPNGhPjrEWAjN4S/tw5r\n", "5o5EhF/rBflH3+XjZ1tSZRc7C8cNRD8fy929wupG7LzYvfUoqTViTVKWeNdzeH8fPHHLMJuvHdq/\n", "81NIpN/bkQ6s3uGt08pGPHSUP8UWsyDIpjHFRwfJ5qvfNCwAgwMs29K7vVPD+9tc9STIX4/fzIzA\n", "J/83DvdcFwJvXWsk43RBNX7+1UWru8BXK+rx9LY0vH7oMj5IzsPHkvnzbb1+KAfvH8/F73Zl4EJR\n", "jey5jqaPSC2/sXVY++60ElyrsR3ES8mtQq2xtd47L5aI0wEulUhyO9hI4CnlrdNizqjWi7mWlUT6\n", "eOs6HGLflnQo/JmCajHQ+uF3eSiqbg0Q1TSanEr0mdXJAMaU4f3EoExxrdHmKIMmsyC7a92SoHbK\n", "8H7iFItLJXVW03NqG01IkVz0txfACPHXi2WoNZqRX9mA2kaTmNBTq4FVUuOecmObRJ6dGYnY0GTG\n", "20eu4M9JWahuDkhqNcDcUcG4LaI/wgN9IflKYfPZazhX0DqKr85oQqIkaef9Ewfjz3eOFKfsFNcY\n", "8dyuDDyxJRU/23IRieeuobLBhAaTgNcOXUbaNfu/IVvPF4u5RaKD/TCxeWrUXWNC8OMb5PmYHp82\n", "1KEcS4/cPFQ2qudNwxWcbjNCMU3yGzciyK/dKZQd8dZpETtyAP5050i8elcMfjUjHMsmDsYdIwdg\n", "elQg1i4eg5/cNAR6nXz/A/y88Nr8GNw5KhgrJg0RH+coDCIiciduHcAA2qxE0sVh5F1VVN0ontwE\n", "+OiwYGyIOD8WsMyjP+zmWbsvSk7gvs+ttPPK9uVXNeCjE3lYvuEsXtqbiXUn8vDYlxewI7VYPIn9\n", "XDL6YuaIQNwhyZRuK5+B9O7ydaGOTR1pq7+vF1ZNaT35OltQbefVrmUvgaeUn16Ht//vRjF3AADZ\n", "hdC91w/Ez6YNlV38fX6ywO4Ssl2RfKUCj29ORVZzGfQ6DX4/K6rdi9bOTiExmYUOEybaIx1C72ge\n", "jJJaI17YfUm8UNRqgB9PaL0ImT59OrQajc0EjR3dWR0U4I0nbx2OT5eOw5LxoWi5DCiqNuKXW9Nw\n", "MLMMgiBg6/lr+NnmVNkd8x2pxTbn+edXNuBQ81KzZgH4vE3+GOl3ZNxg+wGMG8MCcF3znXmjWcCW\n", "5iSbbbVdZcBoEsRVHTqTwFPqR6Ot2/H/bgi1u/ytrXmcwf56jA21fJ5ZsEy1OFNQja3ni61euyfd\n", "8aCeNCeFvePRS6vBrOjW3y1b00gul9WLAcvQvnqxrpapMK0X+Eez5YGW41cqxfeNDPZrN9GqRqOx\n", "yoORXlwrBpYiB9gPLHWkK/NoR4X4o4+35bOLa4xWyxO31WQW8Jsd6bLpH4P6euON+aPwqxnheGn2\n", "CKxbMhbbHpoorqYjAHjt0GVxxMXutFJxpMCgvt64Y+QARAX54YW4KHFUVE5ZvSxfSAujScCfkjJR\n", "0c7Iw/omM7ZJynbfDaGy5KsPTQkTg5b3jQ/FDUMcS4qq02rwu9hIcWRDk1nAn/ZlYuQNU8TXOPqd\n", "c5a3TosVNw7G+4vHim09NtQf79wzWlza+7bI/mJZGzgKg7qA8/U9g1r7SY31UmOdHOX+AYxg9xmB\n", "caW89QQtcoAfVt82HP9dOk52sbPhVIFb58TIlrRhZmk9yhyYlpNaVIPndmbggS/OI+FUIUprW08E\n", "a41mvGm4gud3XcKxnAp8e7k1OLJs4mDEyOZy11m1kfTu8nUd3F3uDGn+jNSiGpdPv6hvMuM3O9Lx\n", "6JcXZEtb2kvg2ZafXoc/zxkpG4oNAIvGDcRjU4dCo7Fk1g/yt1wUldY2Ydt52xeizjKazPj3t1fx\n", "wu7WE3sNLAlU7U0Z6OwUkvyqBvHiY4CfF4IcHFkjTWLnSB6MYzmWgEzLKCAAuDMm2CqXB2CZJqOX\n", "3Ons7+sly2FgzwA/PR6bOhQv3zlCvAvcYBKwZn82Ht+cin8evYoGk/xYrzXaXk546/nWufeA5SK3\n", "ZdRJY5NZdnFzXQfTBjQaDZZObA1+7UkrsZq60mQWxFWepLZdKEZVQ5PsbnB7CTylhvb3kR3LQX5e\n", "WDjOuZUhpFMwDmSW4R+HW6ekSOueklslThnoDLPgWEBNukTskexyq+WZZdNH2kyPkiblPNImD4Z0\n", "asxt7Yy+aCELYBTXtkng2fXfSmfptBpZALajPBhHsstlU0amRwbivUWjrX7vvbQa/HJ6uPh9yq1s\n", "wEff5aHJLMhWB1kyPlQcoTB5WD+raR7eOg1iRw7A72IjxEBLUbURr+zPsjlScm9aifgbOKivN2ZE\n", "yaeQaTUaPHnrcGx7cAIenTrU6v2d4e+tw5/uHInA5kBXZYMJD2+6gIWfnMLi9adliac7WoHEFYb2\n", "98Erc6OxeeV4vLlglGx0mlaj4SgMIiJyS24fwBjpRiMwrkimj7Rkru/n64XHpg4VR2JkltbLEjC6\n", "E6PJjCttLjY7m3ztZF4Vfv11umzYM2C5SBkS0HrS831uFV7amyluT4/sj6ggP8vdyebpEDWNJhRI\n", "8lKYzIJsuHxHd5c7I6SPd+vUAJNg845cVyRllOJkXjVyyurxwu5McVi6vQSebRkMBvh6afGnO0dg\n", "dkwQAnx0uH/iIDw+bah458/HS4v7J7YmQPzidFGnsvR3Rm6FJev8l5K788H+evx9XjTmSOb/2xLS\n", "Ry9On6hsMKGqwfZdzcwS56aPtIh2cCWS+iYz3jZcwUt75QGZ+8aHYvVt8ukwLXMIA/30mC6Z4jRr\n", "5ACHh25PC++Pt+8eLRuZktXmWJBezH917pos6Wed0YRdadZBjZalX9OKa8U79sP6+3RqWcMpw/qJ\n", "+QEqG0xWowBO51ehqvludkgfPSKaVwmpM5rx1blrnU7gKbV04iDxTvgjNw/tcHRAe/M4b5Vc/H93\n", "tUq8u++v1+L5WZGyVU8cSXBbUNUoBtT6+3phgJ/9ZIcjg/3F47bRJOBApjwQcUk6PapNMOSW8P7i\n", "yJyzBTX4S1IWSmuNaGgyy5bqnW5j9REp6Xcgo6TOpQk8uzqPdpJkGsn3HeTBkP7fMX9sCF6Mi2x3\n", "+eXQvt746bTW72vi2Wt49+hVcQpRf18vWWJMwDLN45kZ4ZgRFYhf3DYcG+6/Hr+LjUTsyCD89o4I\n", "8XU/5FVb5dYwmQXZ7+Di6wdC185vQHtL4nbWoABv/HH2CHH6RpNZQK3RjOpGk/gdB3omgNGir4+X\n", "zXrdFtlfTLzc0GTGxtMchUGO43x9z6DWflJjvdRYJ0e5fQAjMsivddnJyta7uUqQJmccLrmT29/X\n", "C/PHtJ5MJZzs2iiM+iYzssvq8P3VSuxJK0HCyQL8+9ur+O5q1wIjVysaZEvPAZ0LYJzOr8aLezLF\n", "6TMaWC6O/hAfhc+WXY/37x0rG0Yv1XLxrdFo5BejkjuXOWX14jz8ID8vDO5rO+Gfo6SJMs+5eBrJ\n", "JcnFXU2jCc/vuoTCqkb5FJJOJmDz8dLi2ZkR2LRiPB6cHGZ1Ivmj0cFiTo+K+iZsOdf1URhnCqqx\n", "+quLsovUqcP7Ye3iMbKh7+3RajSyURjtTSORLTHp4PQRwHKHvOX7n1vRYDd4c6mkFk9uScX21NZh\n", "4MH+evxtXjQenTrU5moTLR6aPAQjgnwRE+LncM6GFuEDfPH2PaPEIdlAa/Dkn/eMxkOTh4h3gnMr\n", "G2Tf573ppWKS0kDJlAtDVjkul9U7lP+ihU6rwVxJIGrHRfkUDENWa0BjemSgrN5bzl0Tf+86SuAp\n", "dWNYAN5dOAb/vGc04juZ4NCWYf19xYCK1CM3D0VoX2/cKcm3sSe9tNO/t/LRF76duhiVjsLYfLZI\n", "dvde+jsQ3WbJywH+etkojENZ5Xhk0wX86+hVWRJKW/WUajuFxF1GYADyRJ6n8qrs5oCS/l8TO3JA\n", "h20/d1SQbCqJ9Hu9cNxAm8sxzxkVjBfiojB/bIgsODItvL9sdZ4vmpNoJl+pwGc/FODFPZfE37C+\n", "3jrMHW0/gNtV1w3qg9/eESEmKW9rRlQgohxYsam7aDUarLixdRTG1gvFKOMoDCIiUljHa20pzNdL\n", "i7B+Prha0QCzYJkCMaYLWde7QjqFpGUERot7x4di6/liGM0CLhTV4nR+NSZ04kKwrVN5VfjD3kwx\n", "CZ5U4rlreP/esRjewQlve7JsTMFJybUkX2vvZPJcQTVe2H1JzL0Q7K/H338UjXDJ6AIvrQaPTR2K\n", "2yL647VDl8WkjtPC+8mCFjHBfuJduIziOnGIrnQKxnWD+nb5DleLcYP7Yl/zcqBnC2uwxCV7tZAG\n", "KgBLvoXf7coQT4I1sD5G2mo7h629eut1WqyYNBivH7IMo990pggLxobYzS1gjyG7HH/9JhvG5oCU\n", "XqvBIzeHYeG4gQ61/dB+PuKIk9yKBpsXU9I71J29CJby8dIiItAXWWX1EP4/e/cdJlV99o//fWZ2\n", "ZntftsIWWDpItWCQEkBRwYJoIIiJJvGXryZ5YhLjkzyJqUYTMXkSnygxxZIYDRZAEZGioAsIAlKX\n", "vstStvcyW2Znzu+P2Tl7zrSdfqa8X9fFde0MU875fKacc89935+Bx3O2vK7RJCoCKbOLU/Hd2YVO\n", "x0k+/rnJsVi7bLzH22crOTYGv7pxFNafaMDZRgOWjs/CJNn2Lh6TIf3Su/54A64ZkQqzKGKDLCi1\n", "alouDlxux75L7RBhKUvrlAVuJuS43yPmprGZ+NfntTCLwOHqTlxp60VBaixMZlFR1jC7OA0TcxLx\n", "yqEa1Hb0SZkZwNANPG15Ms+u6jivL0pFlSxofFVuEm4ZCBTPLk7D/+25jG6jGRdbe3C6weDW94K7\n", "DTzlFo3OwCuHatHVZ8Lltl58dL4FC0dnQBRFxeu71MEKO9+fU4QE3WWpZKizz6RoKjy7OG3I91xe\n", "SiwSdBoYjGZF/4bYGI3DVY484Wsd7fDUWGQl6tDYZYTBaMaZRoPUQ0Gupr1XyrqLjdG4lTkiCAIe\n", "uaEQ33jzpKLRbLxOg9sm2PdbGcq903NxptEgZb+s+fiiw9stGZ/lU18Rd80pSccXitLQZzLDLFrK\n", "m8yiJWDoqPmzWq4fyMKoaO6x9MI4Wu91CQ1FJ+vnTE17r13D96G4WrWL/CtS+ypE4n5F4j55KuQz\n", "MADlL7dq9sFQlpAoDxyzEvVYJPtV8DUvVvgQRRF/3V/tMHgBWJZE/PB8i8ePa+UogNHgovnayfou\n", "/M8H56VfCzPiY/D0rcrghdzE3CQ8v2wc7p+Zh1vGZeKRGwoV/++sHMDf/S+sJstO9E7UdfmtN4ko\n", "ioryAGsjd2uQDQDyUvR+PQheWJohLX3X1WfCf79/zm5lA3dsOtmIX++olIIX6fEx+MPSMbhzUrbH\n", "gSNFHwy3MjC8S4mWN7NztRLJuOxE3DcjD7ExGjxyQyF+uqDE6yCPL7QaAcsnZ+NH84sVwQsAuG3i\n", "MCmj5OCVDlxs6cFBmxKJRaMz8GXZr8Ufnm9RrFbgbgYGAAxL1OPq4YP9PLYMZGGU13ehpdtyMpwW\n", "F4OJOYnQagTcc5V99kkgmwm68gVZWU+s1nIya131IV6nVaxs5KiniCPykiZ3G8omxcYolsD81+e1\n", "MJlF1Hb0SVkzybFaDEu0L+tJ1Gvxg7lFeHLxKKmkTU5euuSMRhAcBoVGZ8U7LXMIFkEQMF0WqLct\n", "MbSSZ19Mzk10mQ0lNyxRj29epyz9unVcllcn+BpBwGPzihQlj7aGp8ZKyywHg1YjIF6nRaJei+TY\n", "GKTGxYRU8AKw74XBLAzyVn1nHx7dfM6jf32m0O0pR0TqCYsAhvzgTa0+GB29/dIBv14rIDvR/iDo\n", "nqsG678PXelQ1Cq740Rdl9Q4L2agQdr8UemYKzvIta5u4A35SXeMMPgYjspIzjQa8KP3z0m/fKXH\n", "x+B3t47GcAdNEOXiYjRYOTUX351diHSbOv1SJ408y+s9T493x4i0WKnvRltPv13/D281GozSiUui\n", "XosffbHYrnymyI3yEU9q2LQaAffPzJcun2vqxrc2nMb+S+4tIymKIl45WIM/7b4kBVnyU2Lxv0vH\n", "YIyXdfTypVQdlZC0dhvRNNAkNlYrKG7vCU/6YNxzVQ5euGscbh6bOWRARo0awrzkWFxXOFhWsKG8\n", "AetPDNaV3zQ2Ewl6LcZnJ2Ja/mCfB+v7MCVWixEejuMtslVWPjjTDKPJrFh95AvFqdKJ8I1jMpBp\n", "02jVnQae3nI1B2OyErBiSg6K0uLw3/OL7V4/i0YPpvnvPN+CPjfKCytbvFsR585J2UgaKP+pbu/F\n", "jnPNyuBcZrzL19uM4Sn4y7JxWD45W/qOKE6Pc3tsHWV3jPND+Yg/3gPy5VQ/dyOAMd3DzMSbxmRI\n", "S+umxGqxbJJ3jWEBS2bDzxeNRF6yHrExGkzITsTtE4bhB3MK8Zdl4/DXu8ZLy9YGSzjUMl9flIqR\n", "GfEoSovDD+YUBn2MKLyFw2ucIneeInG/InGfPBUW30KjQmAlEnmWwvDUWIe/fOWnxGLeyHQpS+L1\n", "w3X42aKRbj/H27L17ReWZuB7cywZDL39Zuy/3I5uoxmX23pxvqlbcVLnLnkGxtTUfhxotZyoHLzS\n", "gdsmDB4UmkURT++qkk6aUuNi8NtbSlHoZemKVV6KXpEK3dBlhFYjSKnFeq1yyUBfCYKAiTlJ0koL\n", "J2o7fd4HwCYNPT0Oc0rS0XZ9P57dc1m6fqgGnt64oSQN37p+ONZ+egX9ZhEdvSb85IMKrJqWi3un\n", "5Tr9Nbahqw9rP72iWOJ3TFYCfnXTSLsgkycKhliJRP5eLc7w/tdiT1Yi0WoE5CV7FygJljsmDsOe\n", "Kstr0rI6yGBvmTtk78OVU3PxefU5xX0n5CR6nClzzYgUZCbo0GQworWnH3svtqHsgrJ8xEqv1WD5\n", "5Gz8Zd8V6bpgNhO09cDV+Xjg6nyH/zcpNxF5yXrUdPShs8+EvRfbMHekpSytq8+Eg5fbkZ2kl0pL\n", "uo0mVLdbPms0Ajz6LEjUa3HX5Gy8fLAGAPDq57WYM3JwlQpHAQZb8TotHry2AAtLM/B5dYdb5SOD\n", "j2//uehrA09/kffBKK/vQntPvyLzySyKOFw9mEEkD3i4QxAEPL6gBPsvtaM4PQ5ZDn488ERJRjxe\n", "/tJEl6WTpKQRBPz6ppHISNBJWVBERERqCY8MDNkvZZXN3Yru/cHirIGnLXkjvN1VbXa9Epyp6eiV\n", "TmoA4E7Zr0yxMRrFr7a7KjwvI+notQQMAEvPg298cbL0f7bN13ZfaEPVQLZGvE6D395c6nZDSlc0\n", "gqAsB2gyoFxWPjJmWILbqcXukq9ocrzOs4wYZ5QrjVjGZemEYVKTOI0ARXq7M97UsN02YRjW3Doa\n", "WbJfyV/9vBaPbj6Lj843K5pc9pnMeO1wLR5446QieDFzeDKevrXUp+AFAOSnui4hOe9Fur4j8kae\n", "l1p70G30zyosatUQTslLkjr7y9NjrytMRZ4sKDQlL8luudSJHvS/sNJqBNwkK2/7675q6bMgOVZr\n", "16vnlnGZ0i+sCTqNV71L3OXLHGgEQbGE9ZbTTTh4uR1PfnQBK149hl9/eAHfeecMnvzoApoNRsX7\n", "dkRaHPQOmkC6csfEYUgeyOiq6ejDRlnfEk9W2BmZGY+7Jmcjx0Upgy1HARJ/NPD0x3sgI0EnBbn6\n", "zaLdqjCVzd1S747UuBi3e4/IaTUCZhUp3x++CpXgRbjUMmcl6hm8cIPZbIbJ5J/vqEgRLq/xaBep\n", "8xSJ+xWJ++SpsMjAyEzQITUuBm09/TAYzajr6PPrgYw7FAEMF7/clWTEY1ZRKvYOBCP+c6QOj80r\n", "HvLxN5xokFL7pxck2x3kzRuZjo8GMjt2VrTigavtV6twRX7wXpgeN/BLln3zNVEU8e/Dg2vR3zZh\n", "mF9PYEoz43FkoJ7/XGM3DLKTUW9OzoYib/h43E8rkSgCGLJO8ffNyMMXilMRF6NBwRClNr6YkJOI\n", "5+4ciyc/qpJSs4/XduF4bRf0WgHXjEjB5NwkbCxvtCvtuHlsJr79hREeLxPqSGaCDrFaAb0mSzaI\n", "7S+vtin23orXaTEiNQ5VrT0wi0Blc49fe6UEmyAIuH1iNv7wibKJ4B02qfGCIODL03Lwkw8GlyX2\n", "tsRq8dhMvHa4DiKAOlkTtesKU+1eC/E6LX5540i8d7IR80alB6WhobcWDjTYBCyZZI6W8vzofAv2\n", "XWxT9CPxJqCWqNdi+eRsvHjAkoUhXxHLl9e3OwrT46DTClLvmrS4GGmJ3FBw87hMnCmzlHdtOtmo\n", "aAj8uSz7YmpeEk+CKWJt2bIFFRUVuOOOO5Cfb8kcq62txY4dO6DVajF37lzk5eUN8SgUbrQayw+B\n", "nspO0gf9XIYoUoRFBoYgCNIvloA6fTAutjlfgcTWSlkWxkfnW1A7RLPFrj4Ttpwe7EzvqMZ3xvBk\n", "aQnGus4+nG5w3QvAlm3Zw+7duzFDlsprPfDfd6ldGt9YraBoXucPtv0MFA08A7C6TGlmPPQDXTZr\n", "OvrQ1OV787EL8tIIm8yUUZkJbgcvfKlhS4vX4TeLR2Hl1BxF/40+k4iyC214/tMriuBFSXoc1txa\n", "ikduKPRL8AIYeilVeQmJryd48iUqh+qD4S41awi/OCpd6s8CWEqOpubZB/CuHp4iBS2yEnVe9yvJ\n", "TY7FjOH2qfvy8hG58dmJ+MHcIsyUNQANBF/nIDc5FlMcjBsAaelhwNJDxLr6BACvl6i8fcIwu/p/\n", "vVZwmZXnDzEaASWyz5qxwxL8kkHgr/fA/JHp0pKgl9p6cax28HP9sOzAfqqH5SPRgLXMkWPx4sWY\n", "N2+e4rr9+/dj1apVWLFiBfbt26fOhqks0l/jbT0mj5uTPrr5nMcrsgRapM5TJO5XJO6Tp8IigAFY\n", "Tgyt9rnZuNCf3C0hASyrIUyVNeB761iDy9u/f7pJWnmkMC3O4UmDXqvB9UXel5FU2vQjAJS1y58P\n", "LKf66ueD2Re3js9Cmo9lBrZGy+bxVINBsaqEPxt4Wum0GkWzO/mSrd4wmUXF0o6B6HXhLmtjz3/c\n", "PR5fmZGHEgfbkqTX4uFZw/HcneNwVZ7/Tx6crUTS2NWHiwPjJACKky9vTMxJwvjsBCwdnxXQkoZg\n", "iY3R4I6Jg8HBu69yvAqMIAj4xaKReHRuIf6wZAz0PpRY3TJWufRkvE6jCGKGq7uvGmyMmRoXgzsn\n", "DcPzd47FP1dMxG9vLpVW75HztqQpQa/F3TarVJT40N/FE/JeMGotJe5Mgl6LBaMGy3neO2VZ7cZo\n", "MitW0PG0gSdRuEtIGDzm0et9699CREQWYVFCAlgaGL55zNLkcuf5Fjx4bUHQlhvrN4uokZ2cubOa\n", "wj1X5UiNy7acbsS903Mddu42mUVFLfWdk4Y5TbGdOzIN2waWC9xV2YpvXFvgdjpuZfPgSffIjHjM\n", "vGo2WgyD2Qgn67uw+0KblNmh0wq428GSir4qSI1FbIwGvf1mqS4aAEakxgZsyctJuYk4OlA+cqy2\n", "S9F8z1PV7b1SGndmgs6nbfZXDVtBahxWTcvFqmm5uNjag48rW3HocjtGZcZj1bRcvwehlM/tuJHn\n", "jnMtUknUlPwkJOh9K0NYMj4LS8ZnDX1DD6hdQ/jlablIiYtBgk6LhbJeDrZS4mIUK25467qiVKTH\n", "x0irKV07IsXjPhD+5o85uGZEKp69fSwMfSZMyFEu0TmtIBlrl43DuqP1eO1wLYwmEXExGp9W8Fg6\n", "IQtvHKuXPr/82XjYlTsmDsO+i+2I02lwyzjfXw+Af98Dt47PxKaBwEVZZSvaZvXjUmuPVGqTw3Rp\n", "h9T+HKLAkq8ap9OFTtlXMPE1Hh4idZ4icb8icZ88FTYZGOOGJUgHir0mUTqRD4aa9l5Ye+0NS9S5\n", "VRM+oyBZsb3yIIXc7qpWqSY9JVaLhaXOT2SmF6RITeQau4w46aApZZ/JfilBURQVzUStv4anJ+ik\n", "0px+s4g/lA3W5N88NtNuOUV/0GoEjHLw62cgexrIa9/dycB4t7wB39l4Gh87yHJRNvBUL/vCmcK0\n", "ONw7LRe/XzoGD18/IqDBC0C5Eom1hEQUle/PRS5OzqOZRhBw24RhLoMX/hSjEbBUFgTyR1AkVIzO\n", "SsCU/GSHTYD1Wg3unZaLv941Hg9cnYenbi71KfAYr9NKDXsBBLzMxqooPR7/WjkRf18+3ucGYBl7\n", "BwAAIABJREFUvIEwKjMBYwdKnIxmEVvPNOGQrCfJ9AjI9iHylLyhpztlX/LU8LKysoi63NbmefZ0\n", "f3//0Dfyo2A+X1tbW0jNDy/zstqXPSGIYvCX9NixYwemT5/u8f3eO9WIP5ZdAmBZyvTvy8f7tZN4\n", "n8mMfpNo92vxnqpW/HxbJQDLQdhTN5e69Xg7z7fgNx9dAGDp9v+vFRPtgh/ffecMyustgYgvT83B\n", "V2c6XjLQ6g+fXMT7A/0ybp8wDA9fPxwAUN/Zh9/trMLxuk7cPzNfsRpKbUcv7vtPOQBLkOSNeydj\n", "9+7dmD17Nv7y6WW8dVwZXInRCHjpngnITgpMuuOf91zGxnLlc37vhkIsHhuYE6quPhPu+udRmEXL\n", "CiFvrb5K6idiq7K5G998+xREWFZgWHfvZEXa/isHa/CvgTKb5ZOz8eC1BV5vV1lZWdhHUY9Ud+DR\n", "zZalPscOS8Czt4/F6YYufHvjGQBAXIwG/1k1KSQbQUbC+HvKZBax5UwTUuNinPa/CKZwnQNRtPSa\n", "0WqAWYWpIbOihaf8Pf4fnGnCMx9bAuEFKbFIi4+R+hz9aH4x5o/yPvstUoXreyBSHDp0CAsWLPDb\n", "45WXlyMtLU1q4rl+/XrceeedEEURmzZtwtKlS53e19tj41BnfY3Ljxfc9bOFJfjF9kqPnzOY9/P2\n", "uZ6+pdRuFTA1RepnUSTuVyTuE+DZ53HYZGAAlsZ3CQONwi639eJwjeNf07uNJo+WWq1p78Wf91zG\n", "8n8ewz2vHsOhK+2K/7/UKmvg6UGzthtK0pA3sFReR6+yUSdgSbO1Bi9iNAKWThi6YebckYMnHZ9U\n", "tsBkFvHZpXb8v/WncLS2E2YReOVQjaI8Q14+UpIRrzjYnl5g/+vhotEZAQteAMpabqtAZmAk6rVS\n", "zbtZtJTLOPPPQzWwvnIMRjOOVCtfY6GegRFs8hISawbG1jOD2RdzStJCMngRrbQaAbeOywqJ4EU4\n", "EwQBN5Sk4fqitLANXgTC3JHpUnD4SnuvokmztS8UUaTavn07ysrKsH37dnz88ccAgGuvvRavvfYa\n", "XnvtNVx77bUqbyERUWQImx4YgCV1d+HoDLxTbqmz3XSyUdGIUhRF/G1/Nd44Vo9p+cn45Y0jEeui\n", "xru8rgtvHqvHnqpWqV4fAP71ea3ixF65hKr7NbxajYDlk7Px7J7LAIC3jtdj6YRhiNEI2H62GWs+\n", "rpJuO29UulslG1PykqUlZZu7+/HURxfwcWUr5OEao0nEltNNUhaGYgWSgRN5a+RuUm4idBoBxoEB\n", "0AjAiin+730hV5qpXEkhJVaLEW70FfHFxJwknBtYXeV4bafDtO9zjQaUXVCmOO6tasPVIwZvKy/F\n", "sV2BxFORED3NTNBJPU06ek1oMhixU1Z6E8rlI5Ew/uGOc6Auf49/XIwGC0vTsXHgO9pqZEZcSJa9\n", "hAK+ByLHwoUL7a7Lz8/HypUrVdia0MHXeHiI1HmKxP2KxH3yVFhlYABQNPLbc6EVTbJGlBvLG/HG\n", "QKPPz6s78OzuS3BUIWPoM+EnH5zHd989g7ILyuAFAByv7VI0JLzUJg9gePar+41jMpE2UG9d32nE\n", "zvMtWH+8Hr/bVSU9b16yHl8bonTESqux/PJntUsWvIjVDv4SuOlkI0wDT1DZolxCVS5ep1VkP3xx\n", "VHrAG60VpsdBJ9vWCTmJAf8Vc1KufCUSxxkYrxyqsbtu78U2KZunt98sZRkIsOxHtBMEAQUpg9k6\n", "bx+rR0evpeY3J0mPyU6WuCSiyHTLOPtmu1NDKE2aiIiIwlvYBTCK0+Olk1GTCKkfxIHL7Vj76WXF\n", "bbeebcZ7p5RlG91GE366tQL7LynLRKYXJGPcsATZfS33E0VRUUJS6EEJCWC/XOL/7bmE5z+9Il0u\n", "SY/D75eOQWai+79OzRtpn/49LT8Jf797AlIGmnzWdfZJ+ygvIbEuoSpvlnLbhGHQCJZMiNXT89ze\n", "Dm/FaATFMoaBLB+xmpQzeCJ9qr4LRptmp6fqu/DpRct4CbD8kggATQYjzg4s9XqptWcw6JQSK93G\n", "W542rAlV8qVU35H1Nlk4OsPtVXLUECnjH844B+oKxPiXZMTbLYnNBp7O8T1AkY6v8fAQqfMUifsV\n", "ifvkKa/PwMxms6K7cjDJO+lvPtWIqpZuPPHhBenkUl428tzeyygf+MW9t9+Mn2+rwLHawb4GC0dn\n", "4C/LxuGpm0txj6x0YtvZZpjMIlq7+9HZZ9nPBJ0GGQmeV90snZCF+IHeHQbj4InzhOxErFky2uPV\n", "PibmJEm9NQBg1bRc/GZxKbKT9LhZ9uvXxvIG9PWbcXkgg0SA474NN5Sk4dWVk/DPFRODtszd9UWp\n", "ACzBjOuLAl+Pn5mok8as1yTi5YM1ij4p8uyLOSPTMFuW5bKnylJW4iqTJZrJVyLpNQ2OaSiXjxBR\n", "4Nwq+x7SCsDkXGZiERERkX94FcDYsmUL1q5di7q6OsX1tbW1ePXVV/H666+jpsY+Hd9fvlCchtSB\n", "sozGLiO+++5ZdA0EGbISdXjhrnHSEqb9ZhG/3FGBuo4+/HJ7JT6XNWV88Jp8/HBukdQX4toRKYrH\n", "/by6w658xJtSh+TYGMUBHQDMHJ6MJ28eheRYzwMiWo2AX9w4El+6Khtrbh2Nr8zIg1Zj2a4l47Iw\n", "8CcOXenA7qo2WdaAXmqoaFs/lZng3vKw/nL3VTn4+aISPHv7GBR6WJbjrS/IGheuO1qPJz68gJ5+\n", "M07UdeLAZctyfxoBWD09D9cXpkq3/XQggHHBQSaLLyKlhi3fQVbSpJxERWZGKIqU8Q9nnAN1BWr8\n", "byhJw/CBvkZzRqazka8LfA9QpONrPDxE6jxF4n5F4j55yqsmnosXL0Z5ebnd9fv378eqVasAABs2\n", "bMAdd9zh29Y5oddqsHhMBv5z1NLvwhq8iNUK+MWikchLjsXjC0vw8IbT6Og1odnQj6+/dRK9/YPZ\n", "D1+dkYflVymbVeq0GiwoTcfbA8uKfnCmCVPyBlNffWk0edfkbOw414yW7n7MG5mGR+cWQaf1vgSh\n", "OD0eX7vGfgnPnGQ9ri1Mxd6Bk+6/7pOXq/h+0u0vwcq8kFs9PRcXW3uk0ppPKltR39mHGM1gUGr+\n", "qHQUpsVhWKIOOq0Ao0lEZUsPajp6mYHhhLwHhhWzL4iiV2yMBn+8bQwqm7sxIYfZF0REROQ/fu2B\n", "kZAw2ENCrw/cMpwAcMv4LNjmQvxwXjFGZ1m2ITc5Fj+eXyxlI8iDF6um5eLL03IdPu5NYzKlv/dU\n", "tSmW3PS0gadcZoIOL9w1HmvvHIcfzS/2KXgxlNsnDGZ7NMqanJbIsgaisX4qXqfFLxaNVPQkOd1g\n", "kJp6agTg3ml50m2nyxrP7a1qs1lC1fdgUKTMQUGK8n2h1wqYMzJdpa1xX6SMfzjjHKgrkOOfHBuD\n", "q/KSFQFissf3AEU6vsbDQ6TOUyTuVyTuk6f8ehYtX/FDp3Pd10E++GVlZR5fPn/kM1wjW95yXlaf\n", "tDqH9fYzhqfgfpvVPe6enI2RhvNOH78kIx55cZaMDqNJxI5zzdLtRgykynuzvWVlZUiNi8HIzHjs\n", "3r3b5/13dbmr4igy9comlQBQnDG4/ceOHQvY84fyZa1GwFWmC7g5pxe2x9WLRmegIDVWuv11RYNl\n", "JBs+v4jGLkswSCuIqDx+ICT2JxQulx/aB50w+N4fk2jE5/v3hsz28TIv8zIvh+rlY8eOhdT2RNtl\n", "IiIKP4LoaJ3RAY2NjVi3bp3iuiVLlqCwsBDl5eVIS0tDfv5ggGDLli1YvHgxAGD79u0O18QGgB07\n", "dmD69Ok+b3xLtxH/OlSLovQ4LB2f5bA/hSiKeG7vZew414LbJw7DfdNzh+xj8U55A/5vz2W76/96\n", "1zgUhVAZhisbTzTgz3uV+/CPu8djuIerqESyzy6144kPK2EwmqHTCvjb8vHISx4sE2oyGLHy38ft\n", "7jcyIx5rl40L5qaGvG9tOI0zA6u1/GbxKMwcnjLEPYiIiNR16NAhLFiwQO3NAOC/Y+NQdaS6A49u\n", "PufRfX62sAS/2F7p8XMF837ePtfTt5RiCpeYJpJ48nkc4+o/s7Ky8NBDD7n9xN3dlh4BoihKfwdS\n", "erwO3/7CCJe3EQQBD18/Ag9f7/p2cvNGpuMvn16B0TwY29EICNoKHf6wcHQG/nGgGt0Dq57EagXF\n", "yTkBV49IwZ/vGIutZ5oxc0SK3fhkJugwblgCTjUYFNc7Wskl2n1lRh6e//QypuYnYwaXTCQiIoo4\n", "JrOIc40G9Jud/vbpUFq8y9MNIiKPePWJsn37dlRUVCAuLg7FxcWYM2cOAODaa6/Fa6+9BlEUnWZf\n", "hIOUuBhcX5SKXZWt0nV5ybHQB7Bvhb8l6rVYNDoD75Q3AgCK0uOllUoASxolu9gCBalxuP/qfKf/\n", "P6so1S6AUeKHFUiAyJqDq0ek4OoRE9TeDI9E0viHK86Bujj+6uMcUDgxiSL+b+9lnLY5LhrK4wtL\n", "kKznakShLFI/iyJxvyJxnzzlVQDDWXAiPz8fK1eu9GmDQsWNYzIVAYwRaeGXvXDnxGxsO9uMbqMZ\n", "18v6OZD7ZhWl4sUDyiWBmYFBREREREQUfMzpcmJ6QTKyEnTSKh4jwrB3REFqLNbeOQ51nX24Kk+5\n", "lF20R+7cVZQWh/wUParb+6Tr/JWBwTlQF8dffZwDdXH81cc5IKJQEKmfRZG4X5G4T54Kn5qIINNq\n", "BNwybnBJ1Um54bmWfV5KLKbmJ0MzRONSckwQBMwqHMxeSdBpMCzR9Qo7RERERERE5H8MYLiwYmou\n", "vnldAR6ZPQLXFUbWqgpcRsx9s4vTpL9HZyUMuYqNuzgH6uL4q49zoC6Ov/o4B5Hv3XffxYYNG7Bh\n", "wwbFEvZEoSRSP4sicb8icZ88xRISF2I0ApZNylZ7M0hlE3OTcN/0XByv68IDLhp+EhEREcnFxcVh\n", "0aJFam8GEVHEYAAjSrF+yjP3Ts/z+2NyDtTF8Vcf50BdHH/1cQ4in8lkwttvvw1RFFFSUoLp06er\n", "vUlEdiL1sygS9ysS98lTDGAQEREREQXA4sWLpb/ff/99FbeEiCgysAdGlGL9lPo4B+ri+KuPc6Au\n", "jr/6OAfRRadz3QRc/nooKysLucsny08OuY/OtLW1eXyf/v5+r5/PG8F8PlN/Hz4+eRlHqjtwpLoD\n", "H5+87NblmvZeAP6f3+eff17111cgLluvC5Xt8cdl231Te3v8ddkTgiiKokf38IMdO3YwhU5lZWVl\n", "TEFSGedAXRx/9XEO1MXxVx/nQF2HDh3CggULAvocVVVVKCoqAgBs2rQJS5YscXi7cDg27jOZ8f1N\n", "Z3G6weDR/R5fWIJkvRaPbj7n0f1+trAEv9he6dF9gn2/YG/j07eUYkp+ssf3G0qkfhZF4n5F4j4B\n", "nn0es4QkSkXiCz/ccA7UxfFXH+dAXRx/9XEOIl9VVRX2798PAJg6darKW0PkWKR+FkXifkXiPnmK\n", "AQwiIiIiogCYM2eO2ptARBRR2AMjSrHuVn2cA3Vx/NXHOVAXx199nAMiCgWR+lkUifsVifvkKQYw\n", "iIiIiIiIiCjkMYARpVg/pT7Ogbo4/urjHKiL468+zgERhYJI/SyKxP2KxH3yFAMYRERERERERBTy\n", "GMCIUqyfUh/nQF0cf/VxDtTF8Vcf54CIQkGkfhZF4n5F4j55igEMIiIiIiIiIgp5DGBEKdZPqY9z\n", "oC6Ov/o4B+ri+KuPc0BEoSBSP4sicb8icZ88xQAGEREREREREYU8BjCiFOun1Mc5UBfHX32cA3Vx\n", "/NXHOSCiUBCpn0WRuF+RuE+eYgCDiIiIiIiIiEIeAxhRivVT6uMcqIvjrz7Ogbo4/urjHBBRKIjU\n", "z6JI3K9I3CdPMYBBRERERERERCGPAYwoxfop9XEO1MXxVx/nQF0cf/VxDogoFETqZ1Ek7lck7pOn\n", "YtTeACIiIiIiIiIKHzXtvajv7PPoPtlJeuSlxPr0vF4FME6cOIHTp0/DbDbjuuuuw/DhwwEAtbW1\n", "2LFjB7RaLebOnYu8vDyfNo4Ch/VT6uMcqIvjrz7Ogbo4/urjHEQ+HhtTOIjUz6JI3K9Q2qf6zj48\n", "uvmcR/d5+pZSnwMYXpWQNDU1YdmyZVi+fDmOHj0qXb9//36sWrUKK1aswL59+3zaMCIiIiKicMZj\n", "YyIi//IqgDFnzhyH1yckJEh/6/V677aIgoL1U+rjHKiL468+zoG6OP7q4xxEvkg7No6L0SBe59k/\n", "raD2VtNQIvWzKBL3KxL3yVOCKIqit3fetm0bpk2bhqysLOnyokWL7P62dfDgQbS2tnr7tERERERE\n", "PklLS8OMGTMC+hw8NiYiGponn8cue2A0NjZi3bp1iuuWLFmCwsJC7Nq1C6NHj5aCFwBgMpmkvwXB\n", "ebg10F8WRERERERq47ExEZF/uQxgZGVl4aGHHrK7/pNPPkFOTg6Ki4sV13d3dwMARFGU/iYiIiIi\n", "ikY8NiYi8i+PS0jq6urw4osvYty4cQCAjo4OrF69GgBQXV2NXbt2QRRFLFy4ENnZ2f7fYiIiIiKi\n", "MMBjYyIi//KpBwYRERERERERUTB4tQoJEREREREREVEwMYBBREQUocxms6KJIAUf50BdHH/1cOxD\n", "G+eHwpX25z//+c+D+YS1tbXYuHEjysvLkZmZieTk5GA+fdQ6ceIEysrKcOLECaSkpCAlJYVzEWTd\n", "3d1Ys2YNRo0aJY015yB4KioqsH37dpw/fx4lJSVoaGjg2AdRZWUlduzYgePHjyMlJQWpqal8/QfY\n", "li1bsG3bNowYMWLIzxzORWA4mgNH38cA5yAQHI0/EFrfx5H6enA29uG8X+G87bY8+X4IJ5F4vrNn\n", "zx4cOHAAp06dgsFgQH5+ftjvE+Dj57AYZBs3bpT+Xr9+fbCfPmrt2rVL+vu9994TRZFzEWzvv/++\n", "ePDgQfHKlSvSdZyD4GhpaRHLysoU13Hsg2vz5s3S3/wMCp4TJ0649ZnDuQgc2zlw9H0sipyDQLEd\n", "f1EMre/jSH49OBr7cN6vcN52R9z9fggnkX6+88EHH4iiGBn75MvncNBLSBISEqS/9Xp9sJ8+as2Z\n", "M8fuOs5F8LS0tCAhIQFxcXGK6zkHwXH48GEkJibi7bffxpkzZwBw7IPNZDJJ6ariQO9ozkHwORtz\n", "zkXwOPo+BjgHwRJq38fR9noI5/0K5213RyTsX6Se71y4cAHPPPMMSktLAYT/Pvn6ORz0AIYoW/RE\n", "p9MF++mj3rZt23DNNdcA4FwEU1lZGWbPnm13PecgOOrr69Ha2oply5bh7NmzMJvNHPsgmzRpEp5+\n", "+mmsWbMG06ZNA8DXvxqcjTnnIvjk38cA5yBYQvX7OFpeD+G8X+G87e6IpP2LtPOd4uJiPPzww/js\n", "s88AhP8++fo5HBOQrXJB3ixGEIRgP31U27VrF0aPHo2srCwAnItgqqurwzvvvIP6+noUFxcjPz8f\n", "AOcgmKxR+YKCAjQ3N3Psg+zIkSN47LHHYDabsWnTJtx2222cAxU4G3PORXDZfh8DnINgUev7uLGx\n", "EevWrVNct2TJEhQWFob168HVfjkSLvvlSDhvuzsiZf8i9XwnLi5O6gkR7vvk6+dw0AMY3d3dACwR\n", "FuvfFHiffPIJcnJyUFxcLF3HuQier3/96wCA8vJypKWlSddzDoJjzJgxqKioQGlpKVpaWjBx4kSO\n", "fZBZUwE1Go0UVeccBJ+zMedcBI+j72OAcxAsan0fZ2Vl4aGHHrK7PtxfD872y5lw2S9Hwnnb3REJ\n", "+xeJ5zvNzc3IyMgAMJihEO775OvnsCDKczWCoLq6Grt27YIoili4cCGys7OD+fRRqb6+Hv/4xz8w\n", "btw4AEBHRwdWr17NuQiy5uZmvPnmmyguLsaNN94IgO+HYHrzzTeh1WoxbNgwzJ49m2MfZKdOnUJ5\n", "eTkAYOLEiRg7diznIMC2b9+OiooKxMXFobi4GHPmzHE65pyLwLCdg3Hjxjn8PgY4B4Hg6D0AhM73\n", "cV1dHV588cWIfD04G/tw3q9w3nZbnnw/hItIPd9599130dvbCwCYOXMmiouLw36fAN8+h4MewCAi\n", "IiIiIiIi8lTQm3gSEREREREREXmKAQwiIiIiIiIiCnkMYBARERERERFRyGMAg4iIiIiIiIhCHgMY\n", "RERERERERBTyGMAgIiIiIiIiopDHAAYRkYoOHDiA559/3u+P29zcjD179vj9cYmIiIiI1MIABhGR\n", "imbOnImsrCy/P25/fz/6+vr8/rhERERERGqJUXsDiIiindlsxsaNG2EymWA2m5GVlYV58+ahubkZ\n", "W7duRXx8PEwmE/Lz83HddddJ93nrrbcQExMDURSRlJSEG2+8EQBQX1+Pbdu2oa6uDq2trQCAWbNm\n", "IScnR7V9JCIiIiLylSCKoqj2RhARRbOnnnoKX//616VMjH379iE1NRWffvopVq1aBZ1OBwDYs2cP\n", "8vPzUVxcbPcY69atwz333CNdbmhowIkTJzBv3rxg7AIRERERUcAxA4OISGUFBQWKMpJp06Zh69at\n", "qK2txXvvvSddbzabERMTg+LiYvT29mLr1q0wmUzQaDQ4f/68GptORERERBQ0DGAQEansypUraGxs\n", "lIIYhw8fxpgxY9DX14dbb71VysAALL0tAGDz5s1YsGABUlJSAABdXV2Kx9RqtTCZTEHaAyIiIiKi\n", "wGMJCRGRig4cOICysjLk5+cjLi4ORqMRw4YNw5w5c9DV1YVt27ZBo7H0W+7q6sK1116LkSNH4sSJ\n", "EygvL4dOp0N/fz/Onj2LadOmYfHixdJjW3tkaDQaGI1G3HbbbYiJYdyaiIiIiMITAxhERERERERE\n", "FPK4jCoRERERERERhTwGMIiIiIiIiIgo5DGAQUREREREREQhjwEMIiIiIiIiIgp5DGAQERERERER\n", "UchjAIOIiIiIiIiIQh4DGEREREREREQU8hjAICIiIiIiIqKQxwAGEREREREREYU8BjCIiIiIiIiI\n", "KOQxgEFEREREREREIY8BDCIiIiIiIiIKeQxgEFFUMhqNam8CERERRQAeUxAFDwMYRBQRmpqasGLF\n", "Ctx000245ZZb8Omnn9rd5sqVK3jmmWewbNky3H///UM+5smTJ7Fs2TLMnz8fs2bNQkVFRSA2PaK8\n", "9957mD9/PhYtWoQlS5bg+9//vt1tLly4gJKSEqeP8dFHH0lj/qMf/SiQm0tERGSHxxShgccU5EiM\n", "2htARJHljTfewG9+8xsYDAbk5+dDEASIoogFCxbgf/7nfyAIQkCe94EHHsDjjz+OGTNmoL29Hbfd\n", "dhveeecdpKSkSLc5duwYZs6ciUceeQSrVq1y+Xivv/46Xn/9dTz33HPIz88PyDarbd26dcjNzcWc\n", "OXP88ng9PT147rnnsH37dmi1Wqe30+v1KC0tdfr/8+fPx/z581FVVYW1a9c6vd3+/ftx6tQp3Hff\n", "fT5tNxERhSYeU4QPHlNQsDCAQUR+dffddyM7OxunT5/Ggw8+KF3/wgsvYM2aNXj00Uf9/pznzp1D\n", "eno6ZsyYAQBISUnBQw89hP/85z/4xje+Id1u8eLFbj3epUuX8I9//APvv/++yy/NcGcwGNDd3e23\n", "x6utrcVVV1015Jjl5+dj27ZtQz6eKIou/9/f209ERKGFxxThg8cUFCwMYBBRQNh+UXzjG9/Al770\n", "pYA819GjRzF//nzFdV/84hfxy1/+0qvHe/HFF/HrX/86KAcaf/rTn/D888/j8ccfx7Zt23Ds2DHE\n", "xsYiNzcXv/vd7zBy5EjptqIo4ve//z3eeOMNxMTEQBRFfPOb38Tq1asVj3nkyBH8+Mc/hsFgQEJC\n", "AoqLi2E0GvHCCy9It7nrrrtQXl4OvV6Pp556CgCg1Wrxt7/9DcXFxR7vx5e//GVUVlaiurpaSrVN\n", "S0vD+vXrpdt0dXVh+fLl6OnpQXNzM44cOeLyMV39svatb30Lu3fvhsFgwOuvvy7d/qmnnsI111wj\n", "3a6npwe//vWvsXfvXhiNRmi1Wjz22GN2B57W8fjf//1fpKSk4Kc//Sn6+vowa9Ys/Pa3v/V4PIiI\n", "yH94TOEeHlM4x2OKCCISEfnZzp07xbVr10qX29raxP/6r/8SX3nllYA838svvyy+//77iuvMZrO4\n", "cuVKp/dZsWKF0/9buXKl2NXVJX77298W586dK65atUqsqanx2/baeumll8SsrCzx3Xffla47efKk\n", "OHv2bLGpqUm67pFHHhGfeeYZ6XJPT4/4ne98R3z22WcVj7d06VKxurpaulxbWysuW7bM4fN+8MEH\n", "ftuPCxcuiP/93//t1m1djb+7j7dz507xL3/5i9P/N5vN4q233ir+5z//ka5rb28X77vvPnHr1q12\n", "t3/ppZfEu+++W1y5cqXY2NgoiqIonjt3bsjtJCKiwOExhWd4TOHd4/GYInywiScR+Z04ENWfP38+\n", "FixYgNWrV2Px4sV2UX1/8mcdrEajwVe/+lUsX74cO3fuxI9//GM88MADMJvNfnsOWw8++CCWLFki\n", "XR43bhx++tOf4qWXXgIA1NXVoaamBt/73vek28TGxuKPf/wj3n33XZhMJun66667Dh9//DFqa2sB\n", "ADk5OXjrrbccPq/oIqWyp6dHqh21/ferX/3Ko8cKFFfPuXv3bkyePBn33HOPdF1ycjL+/ve/469/\n", "/avD+4wZMwb//ve/kZmZCQAYNWqUfzeYiIg8wmMKz/GYwjs8pggPLCEhIr8TBAHf//73FfWqgTRs\n", "2DA0NDQorqutrUVycrJXj5eYmIjbb79dakQ1YcIE3HDDDTh27BimTJni8/Y6Mn36dIfXWdMlKyoq\n", "pHpcW6NHj0ZDQwNyc3MBAD/+8Y9x5MgRbN68GVeuXEFnZyduvPFGLFiwwKNtiouLw0cffeT27QPV\n", "TM1bly9fxqZNmxx2j+/o6HB4nxtuuCHQm0VERB7gMYXneEzhfzymCB0MYBBRQHgSOa887jicAAAg\n", "AElEQVSpqUFeXp7XzzV58mT87Gc/w7333itd9+GHH2Lq1KlePd68efOg1+sV18XExDj8teT5559H\n", "fX097r//fhQWFnr1fABw8OBB3HXXXXbXWaP1o0aNwp/+9Ce7+4miiHPnziE7O1u6zmAwYMqUKYoD\n", "owceeAAzZ85Eamqq19sYbqZMmYLbbrsNTzzxhNqbQkREPuAxhWd4TOF/PKYIHSwhISK/8+RA4+GH\n", "H0ZBQQHWrFnj9fMNHz4cLS0tOHjwIACgtbUVL7zwAlauXOnV4y1btgwvvPACmpqaAADV1dX46KOP\n", "7H4paWtrw3e+8x1s3LjRpwMNURSxYcMGvPvuu9J15eXleOKJJ/C1r30NAJCdnY2CggI888wz0vj2\n", "9vbie9/7HpYuXQqNxvJxfuzYMaxevRpGo1F6rMbGRlRUVCA2NlbxvAUFBfjss8+ky2azGTt27EBN\n", "TY3X++FPQz1eQUEBDhw4oLhu3759OH36NABg/PjxaGtrw6uvvqp4rLq6OqcHbkREFFp4TOEZHlN4\n", "93g8pggfzMAgIr+Sr9n++uuvIzExERs2bEBMjOOPm5ycHMTGxkr1gd5au3Ytvv3tb6OlpQUA8Ic/\n", "/AFpaWmK2zz77LN4++23AVi+zOfPnw9BEPDss89i4sSJ0u1iY2OxZs0arF69Gt3d3YiLi8Of/vQn\n", "6Qvd6oMPPoDJZMLvf/97n7ZdEAQ8+eST2LVrF5544gkIgoDc3Fy8+OKLSE9Pl263Zs0aPPPMM5g1\n", "a5bTjuF6vR5FRUW4//770draCoPBAL1ejyeffBJxcXGK5124cCG2b9+O+fPnw2g0Qq/X46abbsLs\n", "2bM92n5rJ/DW1lZFx/Dp06fjmWeekW73+OOP45NPPgEwOP6AJZ32z3/+s+Kxenp60NPTo3i8b33r\n", "W4pflEpLSzFx4kTMmzcPZrMZgiBg9uzZ+OEPfyjd5tlnn8UzzzyDuXPnAgD6+/tRXFyM7373u9Jt\n", "PvvsMzz22GOoqalRdFBfvXo1HnjgAY/Ggoiil9lshiiKEb1UZrDxmMJzPKbgMUWkE0Q/hofkTV9G\n", "jRqFyZMn++uhiYhCzle+8hW0tbVhw4YNPj3Oyy+/jNzcXNx0001+2jIiIgqmLVu2oKKiAnfccQfy\n", "8/Ol6ysqKnDw4EHExsZi8eLFdqUERFY8piByj18zMOLi4rBo0SJ/PiQRUcg6d+4cXn75ZZ8fh2mG\n", "REThbfHixSgvL1dc19raipqaGtx9990qbRWFEx5TELnHrxkYW7ZsgcFggCiKKCkpcdgBl4iIBv3x\n", "j3/E2rVrodfrkZWVhbVr12L06NFqbxYREXmovLwcaWlpUgbGzp07kZaWhoqKCkyaNAljxoxReQsp\n", "0vGYgqKBXwMYcu+//z5uvvnmQDw0EREREVFIsQ1grFu3DtnZ2Zg3bx7ee+893HzzzXZ9D4iIyDMB\n", "a+Kp0+mc/t/WrVvZ4IiIiIiIVJOWloYZM2YE9DnmzJkDwLLCQXNzM7KyshzejsfGRBTNPPk89msA\n", "o6qqCkVFRQCAnp4ep7fTarUsLyEiIiIi1Rw6dCigjz9mzBhUVFSgtLQULS0tipUpbPHYmIiimSef\n", "x37NY6uqqsIbb7yBN954A2PHjvXnQ5OflZWVqb0JUY9zoC6Ov/o4B+ri+KuPcxA5tm/fjrKyMmzf\n", "vh0ff/wxAGDq1Kk4fPgw1q9fD51O5zI7mXzD95JvOH6+4xgGj18zMKxpckRERERE0WLhwoUOr1++\n", "fHmQt4SIKLIFrImnKzt27GCaHBERUQi73NaDX22vREpcDH5540jE61ifT5Hl0KFDWLBggdqbAYDH\n", "xkQU3Tz5PGYrZCIiIrKz4UQDKlt6cKSmEx+eb1F7c4iIiIgYwIhWrNNSH+dAXRx/9XEO1DXU+F9u\n", "65X+viL7m/yH7wEi/+B7yTccP99xDIOHAQwiIiKyU9/ZJ/1d084Ahhr2VLXiF9sq8PmVDrU3hYiI\n", "KCT4tYknhY/Zs2ervQlRj3OgLo6/+jgH6nI1/mZRRJ08gNHR5/S25D1Xc2A0mbFm10V09plwusGA\n", "V1dOhCAIQdw6ovDB7xPfcPx8xzEMHmZgEBERkUJrdz+MpsEe37UdvVCh53dUa+81obPPBABoNBjR\n", "2tOv8hYRERGpjwGMKMU6reAwmUXsv9SGmg779GvOgbo4/urjHKjL1fjLsy8AwGA0o73XFOhNijqu\n", "5qCzVxmwqGYZD5FT/D7xDcfPdxzD4GEAgyiAXv28Fj/5oALffPsU2vjrGRGFiToHJSPsgxFcnTYB\n", "IzZSJSIiYg+MqMU6reD4vNrSeK3baEZ5XRdmFaVK/8c5UBfHX32cA/+rae/FtrPNuGZECsZlJ7q8\n", "ravxr+90EMDo6BvyMckzruago08ZwGAGBpFz/D7xjdrjV9Pe6/B7x5XsJD3yUmIDtEWeU3sMowkD\n", "GEQB1CU7AG3uNqq4JUQUDX67swrl9V14p7wB/1o5CXEx3iVa2paQAJY+GBQ8HTYlJFcYwCCiCFXf\n", "2YdHN5/z6D5P31IaUgEMCh6WkEQp1mkFh8E4GMBoMSgDGJwDdXH81cc58K+uPhPK67sAWBpAXmnr\n", "cXl7T3pgAEAtVyIZktFkxs+3VeD/rT+FyubuIW/vugcGS0iI3MXvE99w/HzHMQweBjCIAqirzyz9\n", "3dzNHhhEFDgVNifMvix96iiA4agZMSmVXWjDnqo2nG/qxpvH6n16rI5e+xISrgRDRETRjgGMKMU6\n", "rcAziyIM8hISmwwMzoG6OP7q4xz417lGg+LyUBkTzsZfFEXHPTDamYExFHnWhTsZK67eA502PTAM\n", "RjOXUiVygt8nvuH4+Y5jGDwMYBAFSI/RDPlvZS3sgUFEAXS+SZmBUedlxkRHrwndRkv2mF4rSNc3\n", "dPWh38wMAFcutQ6W7TQZfPvMt11GFWAjTyIiIgYwohTrtAKvy6j89azZoDwY5Ryoi+OvPs6Bf523\n", "KSEZKgPA2fjLy0fyUmKRlaADAJhFx6uT0KCLNgGMoUo+XL0HbEtIAPbBIHKG3ye+4fj5jmMYPAxg\n", "EAVIl036b0v30AezRETeMJrMqGpRNu30tummPICRk6RHbopeulzDDACn+s2iIkOit98Mg9Hs4h6u\n", "OQpgMAMjtJnNZphM9vNGRET+wwBGlGKdVuAZ+pQHrn0mUXEwyzlQF8dffZwD/6lq6bEr76jt7HMZ\n", "NHU2/nWywEd2kh55yYPL1PnSGDTSVbf3wmQz3E1drstIPOmBAXAp1VC2ZcsWrF27FnV1dYrru7u7\n", "8eSTT6K6ulqlLYsO/D7xDcfPdxzD4GEAgyhAbDMwAPtGnmRperf/UhuzU4h8cK7JfsnO3n7vmj7K\n", "y0Ryk/TISx7MwKjlSiROyctHrHzpg8EeGOFl8eLFmDdvnt31u3btwk033RT8DSIiilAMYEQp1mkF\n", "3lABDM4B8PmVDjy84TR+8kEFntt7JajPzfFXH+fAf843GRxe76qMxJ0eGNlJeuQyA8Mtl7wIYDib\n", "A1EU0eEoA6ONS6mGk5aWFiQkJCAuLk7tTYl4/D7xDcfPdxzD4GEAgyhADEYHAYxuLoFn1WIw4qmd\n", "F6S0943lDdh/qU3lrSJnWgxGlFW2OgzMkfrkGRgJusGvdm/6YCh6YCQzA8NdjgIY3mbd9ZpEGAfq\n", "UXQaQZpTg9GMNi6lGjbKysqYVk5E5GcMYEQpfqEGnqMTPflSqtE8B2ZRxFM7q9BiE9B55uOLQTs4\n", "j+bx95TJLOLb75zGL3dUYs2uKr89LufAP8yiiArZCiTXFqZKf7sKODgb/3q7Jp6DGRjeNgaNBhdb\n", "7cd6qAwMZ3MgLx9JitUiXzYH7IMRPurq6vDOO++grKwMx48fH/L28l9wy8rKeNmDy9brQmV7wu2y\n", "9Tq1nr+tzfMfsOT3UXv8HI2l2tsTbpc9IYgq5CLu2LED06dPD/bTEgXVSweq8e/DymZeX7oqG1+7\n", "pkClLQodrx2uxYsHagAAAiwH6NaO+18oSsXjC0sgCIKKW0hyl9t68MAbJwEAGgFYt2oyUuJiVN4q\n", "spLPT3p8DFZOzcVzey8DAG4em4lHbih0+7G6+ky485WjAACdVsC7X50CAcDSl46gbyAj4K3Vk5Ec\n", "y/mXE0URd7xyFN02q47MKUnDTxaUePx4lc3d+P/ePgUAGJEai5EZ8dhV2QoAeHRuIRaNzvR9owmH\n", "Dh3CggUL/PZ45eXlSEtLQ35+vlvXy/HYmKLZkeoOPLr5nEf3efqWUkzJTw7QFlGwefJ5zAyMKOVp\n", "pIs852j5PHkJSbTOwbHaTrx8sEa6vGJKDh6bVyRd3l3Vhm1nmwO+HdE6/t6QL+doFoHD1R1+eVzO\n", "gX+caxzMvhiVGY9cRcmHZz0w5NkX2Yl6aAQBgiAoViJhFoa9RoPRLngBeN8DQ74CSXJsjDIDo40Z\n", "GKFo+/btKCsrw/bt2/Hxxx9L1zc3N6OszL0MDPIev098w/HzHccwePgTClGADFVCEo3aevrx5IcX\n", "YF3tcWJOIu6bkQetRsDS8Vl492QjAOC5vZcxOS9JcdJE6unsVb6WD1zuwJyR6Sptjf+cazRgZ0UL\n", "5o9Kx6jMBLU3x2vyBp6lmQmKAEZdp2cnu7b9L6xyk/WoGujxUNPRi9FZ4TtegXCxZbD/RWpcjFQK\n", "5+0qJPL3XHKsFgWpg5+FXIkkNC1cuNDh9RkZGXjwwQeDvDVERJGLGRhRirXngTfUKiTROAe//+Qi\n", "GgfGIDlWix/NL4ZWYykV+fo1+Rg+cJBuMJrx9M4qmMyBq3CLxvH3Vmefsi/JwSvtflkJQc05EEUR\n", "v9heiXVH6/HTDyqkZrLhSN7AszQzHjlJg4GH+k6j0/eRo/G37X9hlSfvg9HODAxb8iVUp+QlSX83\n", "GYwu3yvO3gMd7IFB5BF+p/uG4+c7jmHwMIBBFCAOVyExRG/3+PrOPuytGmy49OjcImTLTpDidVr8\n", "cG4RBuIZOF7XhY8rW4K9meRAh00GRkOXEZccNCwMJ91Gs5Rt0Ggw4nhtp8pb5B1RFBUBjFGZ8YjX\n", "aZE20KOk3yx6lAUgLw+Rvz/lK5HUcCUSO5dkZR1jhyUgfmDVEKNJtHv/uEN+nyR9DApS5BkYfVxK\n", "lYiIohYDGFGKdVqB5ygDo62nX/o1NNrmQJ59UpoZj+tkKyVYjctOxO0ThkmX5bX9/hZt4+8L2xIS\n", "ADhwpd3nx1VzDrpsAozy4FqoMLtxktpkMErlCgk6jZQpkevG0qdD9cCQZ2Dkysq5atgDw458CdXC\n", "tDhkJuiky64CSO71wNAiLT5GCop09Zm4lCqRDX6n+4bj5zuOYfAwgEEUIF199g3dRACtUXrgaXtA\n", "7syItDiH9yH1OJqHA5d9D2CoyTYos6eqLWR+1W7v6cc33z6Jlf8+jtMNXS5vK8++GJkRD83A6j3u\n", "NvK05aoHxuDjMQPDlryEZIQHAQxnbJdRFQRBkYXBMhIiIopWDGBEKdZpBZ5BdtKXKltysmXgYDba\n", "5kCekZKod94/OEk/GNwIZAAj2sbfF/J6fKtjNZ3o67cP0nlCzTkw2Ly26jr7UNnc4+TWwbXhRAMq\n", "mnvQ0t2P9083ubytsnxksLFmrhurhjga/7oOZxkYesVtAtmfJtx09PajZWCFKZ1WQE6SHhmyAEaz\n", "iwCG8x4Y9gHf/BQ28iRyht/pvuH4+Y5jGDwMYBAFiDxFfbisg3xzlK5EIg9GyIMUtpJk2RmdDk6c\n", "KfgclZD0mkQcrwvPvhGAfQkJAOy5qH4ZiSiK+PD84DLCrd2u3wPnG2UrkGTFS397kzHR22+WMsQ0\n", "AhRZBPE6LdLjLYFHkwg0dkXn55gj8n4wI1JjodUIvmdg9Cl7YABQZmBwKVUiIopSDGBEKdZpBVaf\n", "yQyjyfILpVZQNsCzNvKMtjnokjelc1FCIi8v8ab5nbuibfx9IT+ZKpKV+By43OHT46o5B46CMnur\n", "Wr1+vNqOXjz50QW8drjWl83CqQYDqmWrfDjqpSNnuwKJlTslJLbjL+9/MSxRL60QZJWn6IPBE2gr\n", "RflIquX9kelmBoaz94A860nKwOBSqkRO8TvdNxw/33EMg4cBDKIAkKenJ+i1inTiFmZgINFVBoas\n", "vIQ9MEKD/GRq7qh06e9DfmjkqRZHgYGzjd1o6PKuQeW/P6/DR+db8OKBGpysd923wpUPzzUrLrsK\n", "4nX09ks9K2I0AgplwSV3Skhs1Tlp4Dn4mPKVSNjI0+qSTf8LAD5nYHQ4CPiyBwYRERHgvBCdIhrr\n", "tAJL3sAzUa9Ferz81zjLyWC0zYF3JSTsgREK5CdTXyhKxb8/r0W/WURFcw+aDEbFyZon1JwDZ8Gx\n", "vVVtuE22Eo675CeUF5q7MT470ePH6DeL2FmhzAJxlYFxXpZ9UZweB5128DeJ7CQ9NAJgFi0n0H0m\n", "M/Ra5W8WtuMvD2BkJ9sHMPJkJ9C1PIGWXLRZgQQAMhPdC2A4ew/IP/uSB4K6+Q6WUhUEwe6+RNGI\n", "3+m+4fj5znYMa9p7FZmN7shO0iu+a8kxBjCIAsBgVGYbZCTImnhGaQZGl9sZGIP/19VnglkUpZUV\n", "SB3yk/1hiTpMzEnEkRpL/4uDl9tx45hMtTbNa/IsqaxEndTTwdsARlffYJZKoxe/uAOWjBbb5TEd\n", "NVC1UjbwjFf8X4xGQFaiDvWdRoiwlIcMT42DK/WyrIpcBxkYeYoMDAYwrC61yTMwLAeevmRgiKKo\n", "DPgOBHXTB5ZS7TaapaVU0+K9Cx4SEVFg1Xf24dHN5zy6z9O3lDKA4QaWkEQp1mkFlvxkPUFnk4Ex\n", "EMCItjnodLMHhlYjIEFn+WgSYb9ahL+E8/gfqe7A83svo6qle+gb+6jfLKLbaMkoEmApiZo5PEX6\n", "/4NXvO+DoWoPDNnrakFphvT3kZrOIftODPV43ja43HGuxe46g9HsdMWPiiZZA0/ZCiRWuUmuy0hs\n", "x79WnoHhsIRE3gODJSQA0NdvlsZWAKQgkXIVkn6YnSzR6+g90NNvRv/AnOu1AmJjLJ+HgiDYZWEQ\n", "kUU4f6eHAo6f7ziGwcMABlEAKLMNNMhwUEISbdzNwACUAY4OlfpgiKKIE7WdHqf/BVpfvxk/21aB\n", "9Sca8L1NZ91eYcJb8pVgkmK10AgCZhQkS9cdutLh9OQslMlfjyXpcVIDzH6ziM8ued7bQx6g86bn\n", "QbfRhD1Vg6ugyHOODA5WTAGUQYnCdPvsCncaecrVe9ADw92+GpHuSnsvrPGlnGS9FGyIi9FIn3P9\n", "ZhHtPe5/7jvKvrBS9sEIjWV/iYiIgokBjCjFWrfAcqeEJNrmoMvNHhiW/5c18gxQH4yhxv/NY/V4\n", "ZNNZfOOtk2j0srFjIDQZjDAMZER09Jrwy+2V6O03D3Ev7znqXTIyMx5pcZY5auvpV5QyeELN94Bt\n", "n5pZRanS5b0eLqdqMovSnADeZWDsvtAmzWNRehyGJQ0GPZ29B+S9SazzITfUUqquemDkOOiBkZmg\n", "g25gZZK2nv6AZUeFE0f9L6zcKSNx9B7o6LHvf2HFDAwix6LtmMrfOH6+4xgGDwMYFNL2VrXhZ1sr\n", "sP+SZycUapOfHCXotEjUa6HTWg78u41mdDv5RTWSubsKCaBcSjWQjTxd2Tvwa3i30YxPL4bOahu2\n", "PRLONXXjj2UXIQYoC8LRaggaQcCM4YNZGAcv+z4+XX0mfHqxzavyDW+fzypRr8X1sgDG/kvtUgq/\n", "p48FeJeB8eH5wdVHFpSmu7Uaj6OlNuVcrUTycWUL/rrvCo7WdEIURRhNZjQNBF4EWHqd2NJqBEVg\n", "g30wlCuQ2AcwBufQk9dEZ58y60muQLaU6pU2ZmAQEVH0YQAjSoVDnVafyYzf7ryAvRfb8OsdFzxK\n", "wVWb7cmRIAiKMpKW7v6wmAN/cncVEkAZ4OjoC8y8DzX+8l+jTzd4vyymv7U7aOq4/VwLNpY3BuT5\n", "FL1LZCfVMwoG+2Acq+306rGtc2AWRfx4yzk8vrUCP9x8NmDBGDnb9+jIjHipbKKrz4SjNe739rAN\n", "YLT19KPP5H5WTIvBiEOyXiLzR2YMGcQTRVERXEqOHSoDY/D1fOByO3694wLeOFaPH7x3Fg9vOI31\n", "xxtgHfWMBJ1iRRO5YYmDj+lNoCbSyDMwRqQqG68pMzAcf445+hxSzqvzEpLzXmY+EUWiaDum8jeO\n", "n+84hsHDAAaFrMrmbiktu6ffjPdPN6m8Re4zOMg2SI+XlZGE8YG/KIr4/EoHKpvdP3g2msxSerxG\n", "AOJ1rj96Ap2Bsf9SGw62xDgtveg3i4qTs1MNBoe3U0O7LL1cI2uU8JdPL3sdSHBF/muwfF7kq174\n", "msq+72I7TtZbxvhsY7fiBC5QbDOCBEHAdYWyMpIq97O+HGVIeHJyv7OiReqjMDk3CTnJekUQz9Hj\n", "9/SbYXTQ6FHOUQmJySziL59eUdzuXFM3/vZZtXTZUf8LK/nnWGt3+ASVA+Vi62AWiqsSkmaPMjDk\n", "WU/KwFRpVgL0A9l8l9p6mQUTYsxmM0ym6MuwJCIKJr8HMGpra/Hqq6/i9ddfR01Njb8fnvwkHOq0\n", "zticNG4sb/AorVtNXbISEeuKGunyX+O6jWExB468cawej71/Dv9v/SnFr4+uOMpIcUWeoeHvAMaZ\n", "BgN+8kEF3quLxVvH6h3epqGrD/KX2sWWnpCp95eXkNw0JhNjh1lWnzCJwK+2V/q9X4ejEhJAeXJc\n", "19HrdKUMV6zvgTeO1imuD8Yv+456ssjLSKzLxLrD0Wu02YM+GB+eH1x9ZEFpOgDbIJ59oEA+LykO\n", "si8AayaF5b3W3muCoc+EzacaUTXwvtVrBelkWM5R/wurNAYwJGZRxGXFEqrKAEaGtz0w5BkYNtlq\n", "cTEaTMsfLN/aH0LlbdFuy5YtWLt2LerqBj/PTpw4gbfffhtvvvkmLl++rOLWRb5wPaYKFRw/33EM\n", "g8fvAYz9+/dj1apVWLFiBfbt2+fvh6cocqZRGcBo7DLik8pWlbbGM45W3MhQZGCE54F/V58Jrx22\n", "HJyZReBEnXulFZ408ASUvzo6q//31uHqwVR9ZyepdTb9AkQAZxtDIwtDXko1LFGHny4oQepAA8fW\n", "nn68eMC/geNOJydT8Tqt9Gu8SfR+6dATdZ04bvM68vax3NVvFtHjICNInlVS29HndimLo9doo5tB\n", "mNqOXpweCNbqNAJuKEkDgCEzMIbqfwFYepXIsynON3fjlUO10uVV03Lx6spJuH9mniJbYHJuktPt\n", "TVeUwoVvJpk/1HX2oc9keY2kxsUgxaaRambi0AEMRzp6nffAAIBrRgyWb+0Ls/5QkWzx4sWYN2+e\n", "4rqmpiYsW7YMy5cvx9GjR9XZMCKiCOP3AEZCwuBa9Hq9819xSF3hUKfl6IRx/XHHv5iHGoPNCgeA\n", "8te45m5jWMyBrQ0nGhTBiB43m5F60sATCGwJiTxrxFn6taOlU0OljETeAyMlLgbZSXo8OrdQuu5E\n", "nX/LSFyls+fJmkRWe5HKXlZWhnVH7d/T7p78e0ueTZOgG8wISo7VShlTPf1mtLv52nMYwHAzCCN/\n", "PU7ISZR6WSiCeA62Y6j+F1byTJn/231JyuDJTtIht/0cUuNisHJqLv65YiJ+sWgkHl9QglvGZTp9\n", "PEUpXJRnYFTIelAUO1jG1p0SEkffA8q+M/afl9cWKjOForEpdLiYM2eO2psQNcLxmCqUcPx8xzEM\n", "Hr8HMOS/WOl09l3MidzR02/GhRbLgb0ASEv3nWowoNzNX/3VJD/JT5B6YMh+uQzDDAxDnwlv2wSQ\n", "uo3uNSrsdFKG4ExSAJt4yk8Y6zv7HJYl2a7YAIROI8+2HvvSgSl5yVI/jNqOPr8uq+rql/68FFmP\n", "hXbPAxiNvYLDXhNNAV621lGGFAAINhkLtpk4Th/PQYmHu7+4ywMd2bLnThoyA8N5o0e53KTBIFNl\n", "y+Br/2tXF0DeiiZGI2BWUSpml6RB46LEK40BDIm8iaY8e8dK0cTTg6wi+Xw7Ck5lJ+lRMhAwMZpE\n", "HK72f+8b8q9t27bhmmuuUXsziIgigvOfbbwkb17kqs69rKxMqhWyRqx4ObiXrUJle+SXLxk0MIuW\n", "A8JMvRnD40043GY5GHxhZzmWF/SG1PbaXm5ojYc1Pnjm+BG0nRORMWKSNObnr9TheytDZ3vduXwl\n", "ebRdc8XufrNb9y9v1wKwHHD3tLcO+f6v6hy8/aW6RpSVXfHL/oiiiMqmLljCYpYymM079yBDLypu\n", "f6xaD0AZgLVmYKg9H5fqmgBYTlhT42Kk/89NzkB1ey/MIvDuzk+xfOH1fnm+C9X1sH5VJMVqFf+v\n", "zMDo8/jxK3QjAFia88ZoBCmYdKLiEjA9L2DjWdOjATBwwmnsVrwedcZOaX9rO3tRf/rQkI93skEH\n", "QJlxaO1FMtT2HDp5XrpvVoJO+v+knAnSY1VeqQUwQnH/jqxx0v8bWhsBjHT4+N1N1XbbNjzehHkj\n", "0yCMmu356+H0CWns2nqMAX+9h/Ll8832AQz5/9tm3ZnMIvbu2a14POt95I9/sTYW1tfgxfOnUVZn\n", "snv+awpHSgGpjZ+dxqyia1Qfj3C8HAy7du3C6NGjkZWVNeRth/pu5GXXc8nx8+/4JWaPgCYpAwDQ\n", "1mb5sSE1NXXIy9lJepw/+plHz2+9vyfa2tqAgZ5Aao+f9bJVWVkZzJnFHu+T/P6hsD/BvCyv4hiK\n", "IPp5vbr169fjzjvvhCiK2LRpE5YuXWp3mx07dmD69On+fFqKMOuP1+P5gU75C0vTsXxyDr65/hQA\n", "S836y/dMdNloTm2rXjuOhoFf3F750gTkJsfiZH0X/uudMwCA0Vnx+PMd41w9REjpNppw33/KFQ0k\n", "AeD2CVl4+PoRQ95/86lG/G/ZJQDATWMy8P05RS5vX17Xhe++axmrscMS8OztY73ccqUmgxEr/31c\n", "cd1vFo/CzOEpiusefe+sw/4Yr62cpKhrV8ODb52UspOev3MsRmVaPvB/trUCe6NPs7kAACAASURB\n", "VC9aDgB+NL8I80dl+OX5frDpLI4OrG7y25tLMa1gsIHg1jNN+P/Ze9MASar7yvdE5J5Z+95VXdXV\n", "1fvKKhqkFjuITYAQSEJoezOW9eTx84w94xl7rLEsW7ZsoZFsPy/y00iyhTAgJBASFshqEEsjRAPd\n", "NE1v0HR37fuSmZV7ZsT7EBmR90ZGZMaWS1Xd36fKrKzMqBtLxv3f8z/nay+MAACu2tiCP7puo+Z7\n", "RJJZeN08/ERSxnwsg089clxJ0vjw7k786K1ZAMC+/ib82Qc2ObL9WrwxEcV//9kZAMDengZ87bYt\n", "yu/+/ldjeOKEtB2fvawX9+ztLvt+f/erUfxEFWO7uyeEr9+2tezffv2FETz9tlTE+e33rsftOzsB\n", "AL8eCeOP//0sAOA965vw5zfR4/HI0Wl8O58ccs+eLnx2X5/m+79wdhFffvY89dzf3L4VO7pCZbdN\n", "i9lYGvc9dByA1E7yyH17LL3PauATD7+FmWXpOv/ND23HkIYK4+4H3lRakR7++G6qqKHH7zxxWimY\n", "fuODW7Cru9iT5K2pZfzek+8AkApfD967q6w5MqOYw4cP47rrrnPs/U6cOIGWlhb09vYCAF588UV0\n", "dnZi+/by3/fs3phRbxydiOL389+VZrj/ls24gDAbrtRnWfmcarIa/6dKYuZ67HgLyb59+/DQQw/h\n", "oYcewr59+5x+e4ZDqCuF9Qbpf7GlI4ih9gAu7JVu4gQRygSjXtE28ST7obN1vw9IfnZqvqh4ARhv\n", "IdGT7OtBtpk4GamplZoyodH6QLaQkOarp+dq30ZCmniSpoEDRA/+8KKxdBgjkDGq6vaf3qaCAmNS\n", "p93ilZEwPvavb+GeB97E3/9qTGnLePz4jFK82NkVwpVDrcrfVDqFpJQnC1kYndbwQtF8P41j1GjL\n", "wFy88BmdocJnN1ItJMXnHnkcNPpLtJAQKhkAuGZTq1K8sHINaiaOuXAyayl9ZjUQSWaV4oWH56jz\n", "j6RcEonWPqBTSNxFvweAHV0hpXVoLp7BWROx1ozKcODAARw8eBAHDhzACy+8gJmZGbz00ks4deoU\n", "fvzjH+OBBx6o9SaualbSPVU9wsbPPmwMq4f2N6MNent7ce+99zr9tow1xmnCMHFbp3SzfdfuLqXX\n", "96nT8/jkxT3I5ETMxtKYWc6gyefCzu5QzVehBFGkJvZBT94DI1g43RYTGTirfaoc6ayAR48VYuEu\n", "WNegqBPiRj0wTKaQkJO3mIMpJKMaBYxJVQEjJ4hUFOn7Blvw05PS6vqpmTjeu6HFse0xiyiKVCGJ\n", "jM/cQEQ4Go23NYJejCpAm3jqGaI+dXoeWUFEFlLh8acnZ3H1UCt+PVKQi37kgi50EMqWSqeQkCae\n", "IdX/1GPFA0MnhUQUxbLXI/J/JdU9oTJGtkZNPHubvHBxUlKM18XhP76nt+T2lMPr4tHgdWE5nYMg\n", "Sh4pLYG153dFFgw2tPrh5rX3c3vQoyim5uMZbNF8FQ1tnKt9vXTxHC5d34Rf5iN4XxmJKGosRm24\n", "/vrri577gz/4gxpsCYPBYKxuHC9gMFYG1ez/NEssncNYWJoM8RwUWe5l/U3oa/JhPJJCLJ3D3Q8c\n", "U1ZwZf7z/n7cur18n2klSWQEyFvld/Nw5W9svS4ejT4Xoinpxn/PpStDofT02/NYyJuOtgXduHNX\n", "p1LASGaNFRfsKTCyhiaCRtAqYEyoJqnz8QzyyYhoDbixd12DUsCotZFnPCMo2+Z38/ARLRmVU2Bo\n", "x6gC0vHgdXFI50REUzlEU9miyfQ51cqwIALP5iddANDf7MPlA80QRel8F0QpDjaTE+BxOS4SBKBS\n", "YHj0FRhTRhUYGgWMTH5M1NGaashV+U5itZ5cebcaowpIaSa/ua8PB84s4KN7uymjUKvfAy0Bt7JN\n", "i4m1WcA4Qxh4bi5ROGgvo8BQ7wNRFMvGqMrs6ycKGKNhfPyinvIbzmCsUur5vnYlwMbPPmwMq0dl\n", "7g4ZDBu8Ox9XCgCDrX6lb57nOHxod6fyOnXxAgCePj1fjU0sSanJOpVEsgIc/DM5AY8cLagvPrK3\n", "m5KQVyqFxOMqTM4F0fjnlENLmaBWYJBtA10NXmzrLExOTs/GIdRQOkO3j9Dj2N9cUEOMR1LI5OyP\n", "WVYoqIk4FBJ1ZDiOU6kw6Al/PJ1TnnNxknpHzT17u8FzHFw8RyVcLFQwqYc+R+mvQXUKiRGbKPL4\n", "JhfiyylJkllBUVK4eQ7NxP9PKTDKppCULpJ8aHcX/v7O7VSbjh3I69jSCriOWWE8nMTf/2oUvxpe\n", "0vz92fmCSlArgUTGbBJJIiNA/mrzuXl4SxTxLl3fpBxvp2biWEpUVrnEYDAYDEY9wAoYa5Rq9mll\n", "BRHfPzyJ770+ibSBeMe3Z2n/C5IbtrRhkFhp9rt5bGjxKzdx78zFqdWrWlC6gFGYaLzw6pGqbZNV\n", "nj+7pJiRtvjduGV7BwJE9qIVD4wGnZ5uNY1lYiStMLJU3OYwqZqkkm0DPQ1edDd40ZIv2sQzgqIO\n", "qgV67SMAEPC4lMm3IEpFDLssq1aCteI1exr1o1SHiYLR+hY/7r91C/7fO7Zi/2ALfG4eW0JZXLe5\n", "MKnuCBbei/SGcJpYiZamRp9LOcaTWUExYCwFeXySviDl/gcyLrY96KHG1+filLaETE4sunaS17km\n", "A0VBLax+D5CFpqXk6pw0/+1Lo3jixBy+/Mx5TGm0R50pE6EqQ7YFLWgUGNT7oJTiSU2T342deT8T\n", "EcBrY9GSr2cwVjPMf8AebPzsw8awerACBqPiPH16Ht87PIXvH5nCM4R0XI/Tc8X+FzIBjwv/8KHt\n", "+PbdO/DDT+zBE5/ei2/dvUMpdAgiNNMjqkk8U7gBDXroU4w0dFvO1v/pd3g8ovx8+65O+N08/O7C\n", "TXUiY6ywUMo0UY+Qqo3ELrF0TpFwe3gOPl4qWqSyAhaIVeQplQKD4ziVCqN2bSQRYhyaNVoTBkgf\n", "DAfaSIx4l5Qy8iR9AobapEnets4Q/vj6jfjpZy7Avf0pqk2EnOxV0sizVJGR47giFUY5yHEivUjK\n", "rbhT/heqdAqO46gxj6qKeGYUGE5DFmJXgpLMLKIo4uSM9D2UFUS8MhKhfp/OCpSaSz62tWgzqcAw\n", "2j4ic9lAIUHplRHzMYQMBoPBYKw06n8GxagI1ezTOjFdKCiMLJZ3SicTSLZ2FPcWu3kO/S1+NPnd\n", "ii/CRUTk0JHx2q5CGVVgdK7XjpysJ+T4TAC4NB+faUWBYdbEE1ApMBxIIiH9L3qbfRhoKxxbZBvJ\n", "DDFhlf0QthGRk6dmCsdntYkkC+Og5a2wodVZI89SBp4ypAJDnehynihgDGqkNKivQ2bl9laJlTDx\n", "BOg2kqnl0kqWTE5AKq+O4DlJaSIzV6YIM0v8j50a8bzkmMdS6gKGMQ+MUlj3wFhZrXBmmYtnkCQU\n", "L4dG6QLG+aWk0ubR2+Qraq0iMeuBYeScI9nX36z8/Np4FNk1mgrDYDD/AXuw8bMPG8PqwQoYjIpD\n", "ysjLtQJEU1lMRKQJpJvnMNimHU2n5qI+ooAxUesCRuHGV13AIFfjtOTE9cRUNKXEBPrdPDbni0lU\n", "AcNASxBAT76M3JSrX6defbYCOaEfaPGjl/BuICfe08SEVZ6cb1f5YNSKUi0kAK3AGHaggEF5l+i0\n", "/qwjFBhqqf25BWOr1DIdweokkZQy8QTookw5BYa6HcXM/0BOaNu1ChiUAqOw71NZAam8m6ub5xSf\n", "oGrRQhTPVqPvwpiq1ezoZJQqaLw7Z8z/AqALGAsGVEXLBiJUSQZb/ehqkD4jls5RCwYMBoPBYKxG\n", "WAFjjVKtPi1BFCnfgXIr6aT6YmObv6SBGcmurhC8LkmNMRZOYcZgekAloFtIVAUMYuXy7ZHJqm2T\n", "Fd4kWnF2dYeUfnyfm4fcqZ/KCsgZWPGz0kLSQEzQnYhSHSW8K/qbfchGZpTHZOvD9HJhkiEnNpBK\n", "oLMLCUNeLpWAbiEpHkdKgeFIC0l5nwW6EFQYR1EUcY5QXG3UKGCor0NUlGqVWki0CmqkAqPctUQd\n", "eWmmDYaM6+0IeYt+TykwiM8hr6NNPpflhB6r3wOkkqxWJp4vD4fxB0+dwXMG2hLNMhamz510TsRR\n", "ojD+7gKZQFK6gEEWrRcT2aLrpXofkMVaI8oajuNwGaHC+NGxWdtGw6+NRfCNF0eo72MGo95h/gP2\n", "YONnHzaG1YMVMBgVZXY5o8irgfIKDHJ1e1tHqMQrabxuHrt7CgkHb9RQhVEq4YC88V/O2o8FrSTH\n", "iPaRvUR6BM9x8BMqjGSZyXxWEJXX8Byt4CgF2UISdaCFRK3AaPMUbvJlBYYgipglJqzyRLbJ70Zf\n", "XmmQFURqAlNN6BSS0gqMsXDKUHGpFEbk7GTs6GwsrUjY5+MZ5e9DXpdmi4SamrSQaBTUuhtJVUmZ\n", "AkaKfi8zCgzy9x3BMgoM4nMiVPtI9dPQa52mJIgivv7iCA6PR/G1F4YdKXCSaBn1km0k7xo08AQk\n", "hYysWBEBLJZRrKiNc41w9VCL8vPLI2F8//CUob/TYjGewZ/84iyeOj2Pv3pu2PL7MBgMBoNRKap/\n", "58OoC6rVpzW8RE/0yk1EyRWfLZ3F/heluKi3EYfz/heHx6O4cWu7qb93ilKTI3I1TvAaL9DUAqqA\n", "0UPHXwbcvOJ/kcwIJVUVcdV4aCVZaEHevC87YOI5qipgtF+8Cz/92RkABQ+MxXhWiedt8rkQIBQ0\n", "2zqDSrLH6dk4dnRVf/+FSQ8MjYmrPIGei2eQEURMRlNY32ysDUsLuoCh/XXhc/PKZwqipFjobfJR\n", "Bp4bW/2aKgH1dah6CgyizUujhYQsykybUWB43dT/UFaBES/jgeHVViHRBp7W/C8AOx4YpIln9VtI\n", "5mIZpZ0qnRNxeDyK929sKfNXxhkNF6uXDo1GIIoiRNDmtJvay39PtYc8WMpv73w8Q6lt1Ptg2cA5\n", "p2bvukbcuasTPz4+CwD4/pEpDLT4cfUm87G5P39nHul8e9LIUhLLqazh7WAwagnzH7CHk+Pn4kGp\n", "1oyQthD9buVzuhq8VOurk7BjsHqwbyVGRVHL2ElJuhZvUwae5XvmSS7qawRelX5+YyIKURQtS6vt\n", "ECcmR2pzN1KBUa4f+t/fnsfbc3F8ZG+30spQLeZiaaUdwOfisFVVTPJ7XEB+5TWRzQHQX1230j4C\n", "0KvPdmNUMzmB8rnoa/ZRk0C5hYQ0bCQnsYBUwHg2L1c/NRMDdnXa2iYrkAoMrRQSABho9SsT4+HF\n", "pK0CBlk4KhXp2NPkVT5zIpJCb5MP5wn/C632ES3Iid18LF2Rc1gUxbIKjJ4GuoBRajvU7SitAQ94\n", "TkpECiezSOcE3VY4KoWkjIknebxGa67AIGNUs1W/1qoNal8djThawCAVGBwk5cT0chqjSym4+IJ5\n", "cYvfjbZA+fFvC3jwLqSiR7miFlWcMnG9/Ny+PowuJfF6voj/tReG0dvkU67dgijitbEIXh2NYmtn\n", "ADdsKS7wC6KIn52ap54bXkxil6qAzWAwGKUIJ3P40oFzpv7mi9ebN7a38jn337K5YgUMRvVgLSRr\n", "lGr1aY2ozNBKeWAsJjKKaaTXxWFDq7kCxqa2gLIauZDIOmJiaIVYRn9y1OR3I2/VgeV0TtdL4dRM\n", "DF97YQQ/OTGHbx0ar9i26kH6X+zoDlFRlwAdD1suicRyAUNn8maFiUhKSQ3obvAi4HHh9JFD8OR3\n", "RjiZRSydowwbu1VFo+2E4qJWRp5k60CThgcGQMd42k0iUfs76LFOo+WCUmDoFDDU16Ggh4cvb0iZ\n", "yomOtwbI7yu3uXhcHLwaBpiNPpfS6pTICCWPP0ql4nXBxXNUi4VeoTIniJR6QR2jKr+fTCUUGFa/\n", "BwIel7KfMjkRcYNpRE4xqjquXxuT1BFOkM4KynWAA/Ce/kJM6aHRcFH7iJHCTXuJtqJiDwzzLSQA\n", "4OI5/NG1g1jfLJ2L6ZyIL/7iLN6dj+Pho1P49CMn8IWfn8UTJ2Zx//MjeHm4OHL18Hi0qGWqVt+j\n", "DIZZmP+APdj42YeNYfVgBQxGRVFPoOIZfdNHsn1kc3tQMY00iovncMG62sepxkokHPAcR6kp3tJx\n", "jP8lYUx3Yjrm8BaWh4xP3aOx+uY3UcCIqSZ4RiHl83ZjVMlCWn+LdIPPcfRK+2QkRbULqAsYm9oC\n", "yjE5HknhXA18MMp5YACSAkNm2KaRp9FIR3I1Q1a6nF+kW0iMwHEc7SFRgTYSdWqI3nbQUar6bSRa\n", "ag6qjUTHB2MhkVGKai1+d1GREFAX8Qr7PuJAhKpdyCSSareRjKo8KubiGSrxxg7jkRTkb6juRi/e\n", "N1hQdhwai+DMvHEDTxlSzXVmrvR1Y9lGcarB58af3jikHNfz8Qw+//hpfOfVyaJWqO+8OlH0Xfxv\n", "J+eK3tPuNYTBYDAYDKdhBYw1SjX6tERR1Fy90VtVfZtY1d7SYc7/QuZiIk71cI0KGKTnQ9BbfIrt\n", "Gyg4xj9/dqno94Io4sXzhednY5mKrESXglRgqP0vACDgLtxYJzKlt82qAoO8eS/XelQOcsW2P69Q\n", "2L9/P3rJiXeULmCo23a8bp4yM/3LX56vahqJKIplY1QBhxUYBiMd1xETtKloClmBTh8a1FFgaF2H\n", "KB+MChh5xlLGjkeygFEqSnVZoyDSbqAIQxl46hicGlNgWG8hsfM9UMskErUCAwBeHYtovNI8ZPvI\n", "+mYfLltfUGC8NRWjvIGGDPhfAMCFvYXrxmvjtFqkyAMjbW/frm/24wvXDUKr/t/oKyhnhpeSOHBm\n", "QfndfCyDl0eKVRnnWQGDsUJg/gP2YONnHzaG1YMVMCyQyORsu/uvBRYSWc2Jt54cm/K/6DTXPiJz\n", "UW+hgHFsalmRileTcv31VxGO8QfPLxVt4+nZeNHE7XwVV/sX4xnlJt7Dc1TrhEzAYguJKQUGZeJp\n", "V4FBG3jKkMqByUiaiszsaSzukfyty9crcb3nFpP47msTtrbLDPGMgLy3HnzuQquFGvL/G11KGopU\n", "HF5MaBailg3K2ckWksloGqNLSeW47m7wmipcUUkkGpP/Xw0v4QdvTlsu6pVq8SLpIY08o8WpFMr7\n", "aahUjBRhDBUwDHlg1EaB4UQSSSKTw188ew7/6+fv4uXhsOH4Ty2TzVdHnSpgEMXOZj/aQx5FaZEV\n", "RBwnFHHlEkhktneGlGNtLpYp2ZahbkmywsV9Tfjt9/Yrcdc7u0L4/asG8K/37sZH93Ypr/uX1yeV\n", "lLCn356n2uxk7BZBGQwGg8FwGlbAMMmzZxbwoe+9ic8/fqom7utOUY0+LbWBp4zexIO8UdpscGVL\n", "TW+TV7n5imcEnJ6tfvtFnJggBTUSDnZ0hZTEgWgqV9Tq8uK5YlXGuSqugpErjNu6gpoTZaqAUUaF\n", "ECMmWyETky1yxd+uiadWAePgwYOUcmAikqL6v9UtJIDUnvGb+/qUxz96a7ZqrUq0gaf+ODb53Yq8\n", "P5UTy6ZoPHJ0Gp/90Sn8x0dPFhUxjLeQ0K045yj/C/32Ea3rUKnJ/9tzcfzJL87h/xyawL8esRYV\n", "qY491aO7wVgSCeVZoKHA0DNtnIsV3pM0LyUxlkJiXYFh53vAiSSSh96YxnNnl/DKaARf/MVZ/N+P\n", "ncKBdxZKFp5j6RwW4tKYuwiVwfHpZUeUamoFBkD7YMj43LwSrVwOF89R6sDXiGKLeh9YiVHV4rYd\n", "HfjOPTvw3Xt24q9v34obtrTD5+bx4T1dyvVhLpbBT07MIieIeOp0oX3k05esU/yB5uMZR1KgGIxK\n", "w/wH7MHGzz5sDKsHK2CYRF6lOL+YxFefGza8YrQW0VtliurcDJERkVqGdkbgOI6S69bCB4OKaNSY\n", "IPEchysJx/znzxb8LkRR1CxgDC9WT4HxZon4VBkyXjRpooXEzIpiSKXAsGrSJ4gi1TPf31yYdPSq\n", "vBtIBYY6hUTmgzs68B5CVn7/88NUcaFSGGkfkdlAeE7oFRJlnssff3PxDNU6BKjk7CX2XYvfDX++\n", "0BXPCDhKvM9Gk2a81ORfVcAgV9lPzlgrTpZTSMl0axiTlns/ecJJmzZq/y2lwNC53tWzAqPFZgtJ\n", "IpPDkyrPhfOLSXz1+WF85gfH8dTpec1zXt0OJqsjcqIz13tSgbE+X+y8TKOAMdTmh8uET9OlxDXj\n", "NZ3tFETRdgsJSV+zH33NdJEl4HHhExf3KI8fPjqN588uKgbaTT4XrhxqQX+zc146awlBEJDLVbfl\n", "k8FgMNYarIBhEnL17vXxKB5+Y7qGW2OdavRp6UlPtVbTs0IhcYCDOa8ENZQPhsl8aCeIG5ggXTXU\n", "qvz80nBYyb9+ey6uudpbzT5kyv9inU4Bg1BllEsgMGKaqIXPxcGTnyBkBBGpnLUCxlwso8ikm3wu\n", "tOSl7/v376daSN6eiyOd/4wGr0t333Ech/965YASYzoXz+BvXhp1LAVBDzqBpPTEhmwjKZciQE6k\n", "yXM2K4hKexCH4khgEo7j0EuoMMiEg1IRqtoeGIX3mYvT58IpomhRylizFGQLSanjkSxglVJgaCk6\n", "KBWJngIj7pAHRpljoRT2PDAK22ylgPH06Xnlu6DZ76ZUXTPLGXzjxREc0bh+k+0j/S1+qpho1wdD\n", "FEVKgSEXO7d3hooKRZtMqgQvXU+0N04uK2onch8kMoLSxhHw8KaNrI1y87Z25XyNpnL43y+OKL+7\n", "cWs7vC6eKoKeZ20khnj66afxzW9+E9PThfvCqakpPPjgg3j44YcxOTlZw61b/TD/AXuw8bMPG8Pq\n", "wQoYJlFP1r53eBJHazBJXgmQK79tgdLtANEkvaJoZmVLzYVEEsmpmXhZk0knSWcFZPJ3oC4Oil+C\n", "mm2dQUWiHkvnFMNRUn1xAVE8OLeQqPgEGZBW+eViiYuT2l20IFNIzCgwzBSmOI5T+WBYUzno+V8A\n", "ks+BvIdILw+1gaeatqAHv/f+AeXxi+eW8It3Fkr8hX0ihEKpucyk1agCI50VKGUHOVZqKTtfJi6S\n", "9AxZIt6zVAuJFnrtF6Io4hRh9DsfyyCTM2+iatTEs0fVQqJ3/tEqFWm/dAQLf6uXQmLEAyOkKmDI\n", "ir96UGC02mghyQkiHntrVnn8qYt78P2P7cJnLllHHdtaRsyjS3SBgWzveHW0OE713EICLw+HDflW\n", "hZNZpTjkd/PKsejiOUpBARj3v5DpDHmV8zIjiFSrngy5X636XxjB4+LxmUt6lccZojh8y/Z2AMCg\n", "CRUXQ+Kmm27C1VdfTT136NAh3HffffjYxz6GV155pTYbxmAwGKsMVsAwSVw1+RZE4Cu/PI/FCsT9\n", "VYJMTsADhyfxpcdfQbLCCQrkyu/O7sJkXMuQ0czqcjlagx4M5SdNWZ0bxUqhNgjkdCZ9HMdhk7ew\n", "Xc+fXSxqH7lrd5eyKhlJ5Swb5ZmBHKutnUGqVYSEfL6cB8ayQR8FLcibeD3z13KMaCSQAFKvotfF\n", "a04e9dpHSK7Y0Kzc7APAtw5NVDSVxEwLiVEFhlodQE4OaSl7+f22TmPMPDyH9c3WPTDIyf9UNE2N\n", "gQgpoccsRltIGn0u5fxLZATd4496P7mFRKXA0Cp+GPHAcPEcgvltEFH4/iG3pdyxUApbHhjEdXrJ\n", "ZAvVS+eXFFVLk8+FG7a2o9Hnxscv6sF/fl+/8roTGm1C6haSHV0h5TqhjlN98dwSPv/4KXzxF2fx\n", "yNHyakm1/wV5/X6PuoBRQlmkB/ker41JxRlyH9iJUDXLlUMtRTGwF/Y2KOcrpcBgBQzLBIMFpY7X\n", "W/57hWEd5j9gDzZ+9mFjWD1YAcMk5Gq+fIOxkMjiL58bXhHJJC+eW8IDh6fw0rwXT5+er9jnhJNZ\n", "ZbLhc3EYIm6UtFbSSf8LOzfkMnsJFcaZuer5RxhpH5HZ1VR47cvDYZyciWMy32sf9PC4ZH0jFYl5\n", "vgo+GMcM+F8AUCZVQPkUEqOSfS3IHnCrBn1aEaokvRpGfFoGnlp8bl+fYsgaTmbxgoZ/CQCksgK+\n", "+vww/vCpM5gqkWhxbiGBP3zqDL7z6kTRpJcu8pUeR3WUqp56QG2SORouvJZOQyh/Tq7TGMeBVnM+\n", "AYCkbpH/YjGRVQwdtTwvSsWb6mFUEcRxHHUcaLWsiKJIF+jy7xfyFoofmZxYVPwQRZFuISnh+UNu\n", "43I6h0xOUM45nqPPxWpiNYVEFEU8emxGefzBnZ2KfwoA7OguqL7emY0XGXpSfjYt0vF1CdE2KLeR\n", "HJ9exl89d15pySAjQ/UY1TDwlLl0faMSTermuZKtUXqQ2/maRrtLNG3unLMDz3H4jct6qedu3d6h\n", "/LyBKoJW7zt0tUFeez0ea95eDAaDwaBhBQwT5Ig+fA7AH14zqNxoH5mI4qE3rLniVxNyNfpcBaM5\n", "1aveTaQZncZElJyclZPHG6GLWAENV9FBPUZM5kt5BgDA3dddofQhxzMC/valUeV3V2xohtfFY5Aw\n", "QKzGKtgxwv9ij47/BUC3kJRr0TEq2ddCz8TQDCOEqmCgpTApkXsV12nEpRotYAQ8Lty2o3DTrzYl\n", "lHn02AwOvLOA18ej+BExeVPzz69PSt46R6dxciZO/Y5OISl9jrQE3EqBNZERdJUKaoPJaCqn+BlE\n", "TaYhaI1juUmeVr+om+cUg0gRwEJ+ok+2j8hY8cGgFRilvwKpJBKNYkk6JyotYx6eo1rGaCNPevwj\n", "qZwi2w96+JLXikaVme2yKoFET+VlBDv9urSJp3ElzFvTMZzO70uPi8PtxPkDSOMmj3sqJ+LsfOF7\n", "KiuImIgUe1So20jGw0l88d/PKp42gKSumClzvIwR31tq5VBLwINPXSy1uHz6knW6Mcal2NPTAF/+\n", "GBkLpzAZTVH7wOw5Z5eL+5pwzSbJj2lzewDv3dCs/K6n0acczwvxrK75NqM0pKGnkXOVXME9ePAg\n", "e2zisfxcvWzPSnssP0f+HA6HUS2yWfPXGCt/I1OJ8VS/v53xq/XxUIvHyOnxBgAAIABJREFUZqhs\n", "iX+VQU7UAh4el65vwr0XduNf80aeDx2dxl27u8pOXGsJmZBRyRhYte8AZUan1UKSNL66bASyDSVc\n", "hdYLGWpypNN+IcNxHK7a2IqH8tLms0RB6f35lBLSP+D8QmULGMupLN7NTxZ4DtjVrV/ACLiJFpIy\n", "CgyrHhjq1y+n7XtgaCkwyAhQGaMFDAC4aWs7Hjg8hawg4sRMDGfnE5TiKJ7O4fG3CkWLUoUocrJ2\n", "Zj6OncRqtBmVEsdx2NDix1vTkmphZCmp6euhZTA5spREa9BDT5QN7LdejXHc2GrO/0KmPehRVvXn\n", "4xl0NXh1FBj6ahY9YiZWuXtII0+Nz1pWJZCQE5SOkEdpSZiLp6ljwkj7iExIFSfsdRUmzrXyvwCk\n", "/9fFSekf8YyAVFYwNKn/4ZuFc+H6zW1o1VCf7OwOKS0mJ2Zi2NopyfCnoilFkdER8iitbKQ/xfHp\n", "ZfzRz99FRON75o2JKG7c2l70vAxl4NlSXJD7+EU9+PhFPUXPG8Xr5nFBbyMO5dN0Xh+L4rYdhc+p\n", "ZguJzP+4egPu2dOF3iYfPMSx5eI59Lf4le+EkcUkdpVQ5TG0SSSk8RNFUfm5FGRBS11gZI/Z42o/\n", "ljz+ZlEN3G7zU1IrfyNT7+NXD/u/2o8PHz4MozAFhglIA89g/sbpkxevUyTomZxY1vG/1pByfic8\n", "FZ45s4CvPj9cFPNJmn5taPXTK+llFBhOtJCQK9SRaiowTEzWDx48SKWRyAQ8PC7tk27IaQVGZWW8\n", "L4+EIa9XbmoPlNz+gJkWEospJEDx6rNZIqpWJrIwIVd7NVtIDHhgyLQGPXjfYGHlUq3CePLUHKUe\n", "GQ9rT7rTWYFaIVan+ERNtJAAUvuG3nvJqJUB5GvVk/NydDUUDFFlyikw9CruVIpHLIN0TqCKOzKl\n", "0kH0sKzA0PisUuqijhJxsOS4l4uMblCdA1EHr5V2+nV5jlMSfQBjSSSjS0m8PFJYkfrwni7N15Hm\n", "wWThijbwLBzfbUEPFac6EZH2lc9FR1ZrpZqQUBGqJbxb7KBudyH3gVpdUw14jsPmjqDmwgvppcOS\n", "SMpz4MABHDx4EAcOHMALL7wAANi3bx8eeughPPTQQ9i3b1+Nt3B1Y+d6xmDj5wRsDKsHU2CYIK5S\n", "YADSKsXm9oAiax1dSuomN9QD5M27leg7kqdPz+Pr+fi141PL+PY9O5XYt2HVqjd5M6Zp4kmuLjvQ\n", "QkIpMEwazNmB9MAIlpkcAZLCYn2zj1r5u3ygGd78SuagykhNEMWyaRBWEEWRWhndP9hS4tV0ASOZ\n", "1S8s5ARRKfyVi+LUwq6J53NnF5Wf+1v8mmOn5d1gRoEBALdt78DzZyX/i2feXcBvXNaLoNeFZFag\n", "xhWQVA/JrED1/QPAZDQFstt/WKXUCJtoIQHoyceobgGjeFIut9xQHhgGJlMeF4/OBg9mlguTcys+\n", "AYC6/SKNd+cTSqsGiRUPDDNFxm6iLWZK47OihCpIXZxrJ5QV8yqlC6l86dRJINF63+V0jvIUqaUC\n", "A5CSSOT/bTGRKVv4+xGhRLp8oKkoFUhmJ/EdemKaLGCQyj76vH3P+iacIYpcHIA/uGYQHSGP4k1z\n", "ZCIKURQ1pfw5QVQ8iIBiDwyneE9/E/7x1+MAgKMTUVw7VPhd1EaxtxKQ3z/q6xGjmOuvv77oud7e\n", "Xtx777012BoGg8FYvTAFhgkSOv4GAy3lVzrrhThVwNB2xzfCm5NR/M3BQnb8ZDSNZwiTNHIcNqha\n", "SLRaAegWEocVGEnzE1+rmJkc7d+/HxzH4WqVCuP9RPGgJeBW/pdkVrC04myE18ejOJe/QfW7ecrX\n", "QQsyhUQdLUwSowo65aM41ZATZ6343VLkBBGPEsWDG7a0Ub+X5Wu9qklXwMObnhjuXdegXAcSGQHP\n", "visVTp46NaeZ0DChocIYj9DPqYsOZs8RUlkyqTPRL6nAIKM6DU6mSB+MJp+Lik/WQs+DgZz8L8Qz\n", "OEWswpOTWyseGGZamsgJuaYCo4RKhVRgqFt1KAVGuQKGKkrYyQhVu5n1LVSUaulCcTiZpaKG797T\n", "rfvaofaA4hUxvZxWfFBGw/rtYJf10ykhn79iPd432ILN7UHl+2chnqVUHCRUe0rQo5vAZJe+Jp/S\n", "mhTPCGjdfIHyO3V0ca3ZQBUwmJEno76xez1b67Dxsw8bw+rBChgmoCZjxAp0/woqYJA376mcWFb+\n", "r8V4OIUvHTiHnKr28dAbU8gJImLpnHKD7uY59Db56AKGxko6HRFp/8atuUYKDNLEs5wHhsxVQ4WC\n", "hc/N41LiRpzjOFqFUSEfjEffLEQM3rytvax8OeA21kJip30EULeQmNuPL5xbVCadjT4Xbtqm3fve\n", "4HNTn9Pd4DVtjMhxHG4lIlWfPDmLdE6gCihuYuVcXawAiosaC4ms8j+Lokj19BtpHSBjTfWST7QK\n", "GKMWW0ikzywUMDa2BSwbTKon/6SB5/6NLUoaxHwsg0zO3DXMTJGxR9VCoi74aiWQyLSXbCEpFEM6\n", "y3hgqBUYkRq0GehBtZCUuc6emI4pxqWb2wPY06OvVHTzHLZ0FuIn5ThVvRYSQEov2T/YDA/P4VOX\n", "rMOduzoBSCrJCwhDYr02EjKBpK9C6gtAulbILYIA8OpYYXuiNfDAKMWGloKCqt7bYxkMBoOxdmAF\n", "DBOQEzVydYaUsuqt7tQL6ihKsz4Y0VQW/+vf31VutFqJtIOJiKTCIIs4fc0+uHiOXkVM54omAuSN\n", "mxMpJEEPr0wYk1nJYM5pcoIIQfV/xFWKg1LIvXIbWgO4e08XWgNufG5fX1FrQaV9MN6Zi+PIhJQ+\n", "wnPAh3Z3lv0bMoUkWSKFxI6BJ1A8eTOKKIp45GihKHPHzs6iFVWyV5FUK5htH5G5YUubYmJ4diGJ\n", "vz04qqy8twbcuHFrQQEyHimeDGgVNeR2jnhGUFaHfW7ekFki2f4wHU0XxTznBBELhJGvfL7MxTOI\n", "pXOqFhJj+249cS3c1F6+fcSoBwbpg7CnJ6QUB0RAN2FFC7KlCSh4GenR6CvEoSYyQlEb03IJQ1BS\n", "WVFSgVHOA0N1DjipwLDbr9tKXKvLJZGQptFDBopb6jYSURRVCgy6yMBzHP74+iE88ZkL8AmV0eZF\n", "hO+EXgGDTCBRF0ec5tL+wvY8f2pC+TlaR8UpQDKxZUkkjJUC8x+wBxs/+7AxrB6sgGECMoWEnJyu\n", "b/Yr5nWT0RTSJlcEq4m6gGEm/i4riPjyM+cUvwavi8Of3DCEuwkjtn99YwrniTQNOUve4ypMugSx\n", "uO2AVmDYv3HjOI4yOnTayDOSzOKzPzqJe75/DKdnC5MrM6u7JL+5rw+P3LdHs3VjsI32wXCaHxKx\n", "nldubEGPRhymGr+bV475VE4smhzLLNtUYJRT7ujx6lgEZ/NqFZ+bxx27ShdlSLWCGQNPkgafG9cQ\n", "7UD/Tsnlu7CRKERpGXlqFzCk/4GOUDU2jn43r7Rw5MRitcViIgN5tzX73egjijhj4aQqhcTYOfmB\n", "re3Y3B7Ahha/sgJuBXJSf34xqfhPeFwchtoCdGuHCR8M6hru4Sk/CS04jjZ+VbesUOe7uoUkpB+j\n", "asoDo8jEs34muWZaSEjPpZYyrUVAsZHnUjKr/O8BD69b+HFr7NMLewsFgzcnlzWvV6QCY71GAomT\n", "XLiuEXLi7lTKhdu++wbu+t6beHOyUFypBw8MOYlEhvlgMBgMBqMeYAUME+i1kPjcvHJDLYj6KQO1\n", "RhTFYgWGifaKb70yrqzUA8DvX7UBO7pCuH1nJ6XCkGNlAdofhOyjV29HxGTCghGafaQPhrMFjF8N\n", "hzEWTiGayuHBI1PK83GqgFH69DLaK0e3kDirwJiOpvE8YXR5z179vnQSjuNURp7aRTsqpcHCanG5\n", "9Bo9HjlaKMrcsq1dU9VDjv/m9oJc3arxJADNAlSTz4XbdnRQsnStYoXWdUMpYFhMniCLUZOqNhJS\n", "udAZ8hS1wpFeNUYVGM1+N/7hQ9vxrbt3GCqE6Z0D5OSfLG5uaQ/C4+Kp1g4zPhhWFEFUEomqWBIt\n", "0ULSFvAorS7hZJYqbM+b8cBQxajWkwdGK5VCUk6BQRYwSv/PAK3AeHsujnPEta+/2W+qPam/2acU\n", "PJbTOZyZjxe9hjRSrpSBp0zQ68JuIpI0nROxnM5RbZlOKBGdYENLZQvoDIZTMP8Be7Dxsw8bw+rB\n", "Chgm0GshAYw5/teaZFaAeuHJaBJJJJnFEycKWcafumSdEgEa8rrw4d0FFQZpdkeOCzmBJW/Cc4JY\n", "kfi4SiaRkAWRw+NRZQIfo1Z4nSnEkC0ko+GC0ZwTPHZ8RjkmLuxtwJaOYOk/IPBTUaraxQVyPKx5\n", "YJROr9HixHQMx6akQpuL049qJLl1Rwdu3taOD+7owA2b28q+Xo+tnUFsVY3hXbu7EPC4KIWD2u8i\n", "lRU0WyHka0nYosntuqbC5Ftt5DmvamMgW+FGllI17cdv8LoUE0eS7V3S2NLtMcYLxlYUUj2U2oP+\n", "rFLv5+I5aoJ/PJ+mkcjklEKKh+fKTlRXjQIjWTjeWgwcw61BjzL2mZyI595dUn6nbh8pB8dxuKi3\n", "UDA4PF7cRkJGqFa6hQQAPn3JOl31zRUDzZrpSLVgg4E4ZgaDwWAwqgkrYJhALT8m6SdWbEbqVIER\n", "Txevki8abCH51XBYmehu6wzivgvplfo7dnVqTnLIm59GnXaA5XROiY9s9LnKyrqNQht5OptEQk5c\n", "0jkRR/I3xOQYl5sgGe2VC3ldyo1uVhAxHnbmJjKayuKpU/PK43tKpAJoEXAX/j89I89SJodGoFtI\n", "jBWhHiEMSa/d3IYuHU8LcvxDXhd+9/0D+H/e169E2FqFVGGEvC6lfaWrwavI2xcSWUqtM0EoMsh5\n", "e6GFxJpHDGmqORVRKzBoI0l1mhKpVqjURFnvHOA4TlOZsL1TWpXvbiidDqJHjDg/jR6PpVpI6DEq\n", "fj8yGeNfXpuEKIpUpGpb0FM2maeuPTACpAeG8RaSVgMtJACtwnj+HBGJbKHAQLaRvKHywYilc0oB\n", "xuPidK8ZTrK7pwEP3rsbX9gWw08+cwF++Ik9eOje3Xjo3t340o1D5d+gSrAkEsZKgfkP2IONn33Y\n", "GFYPVsAwQayE+dtKUGCo2zYA4yaeL54rrH5dPdRaJN8NeV24aze90s1ztJu7XjsAubrs5ESpyV+5\n", "FpKYSnHw65Gw9HzaeQUGQLc1OCXjffLknKIcGWz149L1jWX+goZsIUnotZDYNPEMeHhFhp/KiWX9\n", "ZYYXE3h5OKw8/sje8uoLp7l2Uysu7G2AiwP+0xXrlf/bxXPUaj7Z0kG2lOzuaVD+56loGqmsoGoh\n", "MT6Oep8HgJpIt4c81DXs3EJCKUrxHL2vq0V7sHgSKfsiWPXAsKbAIFp/VMVpskCn9X4fv7BHKVqd\n", "mInh1bFIUetOOWgD5GydKTCMp5CY9cAAgJ3dhQIGWSRVR6gagTTyPD4dQ5q4ZpHqi94mn2NFdCPw\n", "nORX0+R3oz3kKdtSVG2oJBLWQsJgMBiMOqA+mixXCKQCQ31Dr169rEe0UhyMtJBEU1nKuX3/YIvm\n", "6+7c1YnH3ppRbrDXNfrgdRXGqYG42SYnElYMCo1QyShVdTHoldEwBFGkChvlJkhmeuUGW/04NBoB\n", "IBUwrjKxrVpkcgKeOF5oCbp7T5fpyEuyjUovicRKFCcJx3Fo9LmV/becyqEtqD+Z/gERW3rFQDM2\n", "tOr7WVSqV9Hr5vHVW7ZAFMWiMe1r8im99uPhFDblvTfIlpLB1gBmYxlMRFIQIU2urLaQ0B4Y9ERf\n", "PZFeT1zDpojXhryusioBq5TaBx2qiVxrwI2uBuk5ygPDYgGjXEqQDL0CTV/bKZ8QjffrbvTi1u3t\n", "eOLEHADgn1+bpMxNjUxW1Ua2HlehhazWHhgtfjc4SGkwkWQWOUHUnfyTBY5WAx4YAG3kSWK2hQSQ\n", "VEbrm6XzL50TcXwmhovyqgw6nrW6rRv13jMtJ5GkcyIWEllEkllT1yAGo1rU+7nkJJORFGZMqA8B\n", "SQVaqjVtrYyfiweO6qRRlaLc+AFrZwzrAfYtZAIqfk91s0quCI0tJSGIYsVu+q2ipcAwkkLy65Gw\n", "4ruwrTOom9IgqzD+5fVJAMDGNnqVjLwRJ1cRrRoUloNcqXa6gKFux1mIZ3FmLmHKxNMMpA/GOQeM\n", "PA+NRrCQL161Bz24ZlNrmb8ohiziqVNlZOzGqMp/pxQw0jm06aQPzCyn8eyZQvLHRy8w1xLjNFoF\n", "ob5mHzAq/UyqLsife5u8GGjxKW0lI0tJVZHPmgeGeqJPJmN0hDzwu3l0N3iLWjKq7X8ho06Z2N4V\n", "Usa0IyQZZAqipCRJ5wSqWKqHlVSc3iYfPDyHjCBiLp7BciqrFGNjBgp0917Yg6dPzyOVE3FmPoGf\n", "npxTftcZKt+q4HfzcHFSkkw6JyKdkz6Tg/VzyilcPIcmv1RgFCEVKbTSQXKCqBzDHIwfw0NtAfjc\n", "PBWDzXN07LEZLuptVAqIb4xHcVFvI0RRxInpQpJUXxX8L1YSLp7DQIsfZ+al752RpSRlQMpgMKrP\n", "zHIav/+zM6b+5v5bNteNt04tCSdz+NKBc6b/jo1ffcFaSEwQp9oD6KFr8rsVY7JUTjRdGdUilRXw\n", "65EwvvHiCH7jhyfxjRdHIIrWDRyttpCQ7SPv11FfyNy1uxP7+puwvtmHj6gSLfT8DEh/CidXdpor\n", "2UKiMZYvDS9RE3m10asaM71yVBKJAzLeXxARnzdubYPHwORPTcBNmngaSCGxONlqVJkY6jEbSyvm\n", "jnt6Gij5uRa16FUkjTzJdgTy575mn0rRlULEYttAe9ADT35FPJykfTfm44VrVEe+XUNrZbvBYISq\n", "FUrtA7UCY3tnwRzV4yrEaIoAZpeNeflYaSGRoiQL40KqMIx4vLQFPVSM7+nZQgKGXhQoCcdxlHpN\n", "+TwH/IKcOAdIQ069grhc4ACka7zR7XbxHLapTHF7VMo+M1xE+GAcmYji3EIC/+3fzuDJU4WiUrUV\n", "GCuhZ3qAJZEwVgAr4VyqZ9j42YeNYfVgCgwTlEohASQVxlI+/WBkKWkoRlCNKIp48dwSnju7iNfG\n", "olQ85chSErft6DCVFEGi9m0Aypt4xtI5vD5GtI9sLF3ACHhc+LMPbNL8HTURJSYSUYury+WgUkgM\n", "GkAaRWssn3u3YDIX8PCO9lH3t/iVFefJSArJrAC/RbPJcDKrtKMAwA1brKVukCkkhlpILBYwaBND\n", "/f24q7sB3757B146v6Sr0qg15MqxngKjr8lPtXYVKzCMjyPPcehu9CqrzlPRNIbaAxBFkWohkYsF\n", "Ay1+vDZGSyuttP44QYdqH6rbCbobvcr/ML2covx29IhZPB43tAZwdkGauJ1fSmJXTwNEUTSsMPrI\n", "3m48eXKuSKlkxAND3la1iqzW/hcyLQE3hvM1br2COPk9YySBhGRHdwhvThXiu+0UGPaua1BaXk7P\n", "xvH5x09RyVzdDV7KeJUhUaqNisFgMBiMasMUGCaIk/4GGgUMdQyhFX56cg5ffvY8Dp4PU8ULmYmI\n", "9YQTLdVAPCNQZmZqXhkJI5O/w9vcHrAs3QXoG3xy5ZI28ayMB0Y1FBikx4DW8aHGTK+cz80rYy/C\n", "ns/KL99dVFqCdnaFsN6iZJos4umbeJb2CDACZf5aJkrVxXO4cqjVkMS5Fr2K5CRbVl0kMjnFUNPF\n", "ST3n/SpPnbCNIt86ygdD+sxoKodMTjoGgh5eaYkb0DBHbKxgm0KpfUCqE3gORfG0pA+GUSNPKx4Y\n", "ALChpXgCl8gUYql9br6kiqnJ79aM8zVq2KhVRHLiWunEOWAkicSKgafMTlXhyoqBp0yT343NHVI7\n", "nggo+8/FST5A37xrO2VMWg1WQs802cI4vMSSSBj1yUo4l+oZNn72YWNYPVgBwwRkASOg4W/gRBKJ\n", "Op9+fbOPWv2YtdGaojXpBkq7x1PtI2XUF+UgVwzJlUvSA8NJBUa1YlQ3txcbRZqZHBmFvIk8b8MH\n", "4xfvFKJTr7eovgAseGBYnHA1Ei0MpVpIVgKdIa/S0rGUzCKWzlFFyZ5Gn9JzLjMeTlEr22ZX3kkf\n", "DLnIRkaodhA+DFoFjFopMPpb/PDkM2W3d4aKzqluMiLW4HXRaiqOVpSkWXXRXbu7ihJkjHhg6L1/\n", "rbxJ1JATfj1F36KNAsb2LrpwZaeAAQAX99JpSxf1NuCbd23Hb+7rq7mnSL1CHv/1alLOYDAYjLUD\n", "K2CYIFEiRhWgb6ysFjBIKfmf3TiE79yzEzdsLkwySdm3WeI6BQy9m85EJodXxwqtBnYLGA06XgYR\n", "0gOjgjGqdvxDSERRpMbyWg0DTCMGnmZ75UgfjOOE6ZwZzi8m8M6cNAHzuDhcNWR9nwaMtJAY8Ago\n", "h178rl1q0avo4jnKBGo8kqLbR/IKjZDXpbRQZAXRcgoJQCeRTOUVGGoDTxntAkZtPDCa/G584dqN\n", "uG1HB37vyoGi33dbUGBYbWka1JDQGzHwJAl5XfgIYSzLAYZbnbQLGPb3ixPngCEFBnH8tvjNKRxa\n", "Ax5K+TdgIYGE5M7dXdjcHsDGVj++cO0g/vLmzSXTiirNSuiZ7m7w4r9dOYC/u2MbvnvPzlpvDoOh\n", "yUo4l+oZNn72YWNYPVgBwyCCKFIFDC3/AbtRqjlBpFZjZRl8Z0Phho9cOTWLVowqoN+3fGg0gnRe\n", "Zr6x1W+51UCG9jLQSSFxUIHhd/Pw5fdTRhB1jSbNksqJyA8LvC5O0xekEit5FxIrh8++u0gZoRrl\n", "AGHeecVAs61JUMBNtJBojG1OEOnkHgNtNVqQk8OYw14mtUBt5DlB+V8Ufqe10uxz86a9T3qI1KDJ\n", "iHT9mIsTBQxiEt3kdxepoCrZQlKOKzY043fe169ZWCHTkNTJKXpYVWBIxpGSGkSOkrRSDLl9ZyfW\n", "5bd7V08IboM+OVoFErWao1ZQCgwdNR9p7tlqUoEBAB+/sBteF4eL+xp1o1WN0h704B8+tB3/9OEd\n", "uHKo1XR89FrExXO4cWs7tnYGy5pTMxgMBoNRaRxdWvvpT3+KXD7ibdOmTdizZ4+Tb19T1MULLYPG\n", "znwUYTIrIJLKYSmRMdVPOxtLK33prQG3coNNyoztKDBiqhQVeXKpV8Ag20fKmXcagVZgkCkkZAHD\n", "2ZujZr8LM8vS/xlOZR1p7aDH0YWeRh8GW/2UO7uRybrZXrk9PSEMtflxdiGJVFbA06fncfde41Gh\n", "OUHEM2cKRqNWzTtlSAWGlgdGIkMfb1ZNTfUKX3apVa8i6YMxEUkpqgj17wZa/Diiyiq3MmldRxYw\n", "yigwACmJJDxFeJdUcKJsZx/Y9cAwo8BQR0kOLyUtqYv8bh5f/+BWvDm5bMosslIKDCfOASMpJHY8\n", "MADgxq3tuGZTq6W0pHqH9Uyvfs6dO4fXX38dgiDgiiuuQH9/f603aVXCziV7sPGzDxvD6uHo3YDf\n", "78edd96JO++8c1UVL4DiyZgWHEfH7Zk18hwLa09kqAKGLQ+MwiSTVFNo3XQmswKVVGG3fQSgb8LJ\n", "VgDSmLHZYbk62ZLilJGn1iru5QPN1GsqocDgOA537CoYAT5xYg45wXhbzJGJqGIW2eJ349L19tz2\n", "yZU4rRaSZZMSez3MmHiuBNRJJGQLSTmpvBWPGLKFZDqahiCKmNPxwJA+l1Y71EvahZqOkAdySWw+\n", "nkE6V15hZVWBARQnMZCJOGbeqz3owTWbWk39jVYbT714YJhtIWm1aJK5GosXjLXBqVOncPfdd+Mj\n", "H/kIjh07VuvNYTAYjBWPo3cEuVwOjz32GH70ox/h8OHDTr51zaGk8CVuPCkjz7C5NhI9KXk7caO+\n", "mMgiY+BGXQvy5t2bLhQntG46XxuLKCko/c0+yoXfKn43r0imMzkRqawAQRQRJdQYjQ62kABqI8/K\n", "FTCu2GC+gGGlV+7aTa3KxGV6OY1XRsOG//YXRPvItZtbbce8ljPxtLraraZSJp616lWkFBjhFCZ0\n", "CpdabRNWWqxCXpdyHmQEEQvxTEkFhvpzK6nAsLMPPC5eSfEQAcwul1en2TGVJQsY5xcTtAKjwsUE\n", "retJ/XhgkCaeBmJULSgwVjOsZ3r1k8vlIAgCcrmcY15cjGLYuWQPNn72YWNYPRy9k7jpppuUn596\n", "6qmSrz148KAitZF3eD0/Hk/wACSjr1wqrrv9/c3FPhhGP2/MNaj8bXZxCsAGAMCvf/USGtwBRLM8\n", "RABPP/8yWr2i6f8nlm4l3n8ScEkyxrdHJnEwd556/WMTPsiHx6A7ipdeesmR8WzwupTVuOV0Dh6e\n", "U6LsQl4X3Dzn6P5r0ihg2H3/Q0eOQj4WQl4eBw8ehCgCLf5m5X+bnRwD0Ffy/WTMfL7PzWNvKIGX\n", "UtKq+eNvzUIYfavs3ydzwEvnC9GiHcsjANbbGo/WzRcq7zezUGg3kn/fOHSB8lw2ESv6vdHPO3Py\n", "GOTxXk5nHTs+rG6P3ccTp98EICUrnF9MKMUfN8+hK+RVXr/r4n1Q0+RzWfr8EPwIQ5oE//yl1zAy\n", "64Ncvx57+zgOjgjK6yNj7wIoXMfOnDiG2FmhauNj5nFPg1cpxkwvp9DX7NN9/WVXvFdp0eMhwpf3\n", "tDD6eRv6C6rCo+en0bK9T3m8OD0BoL9i/+94xAVynwAFBUat98eJI4cASL4US4kMXnzxIDiOfv30\n", "UgDy8XbmrTcwb+H7a7U+llfk62V71trjarB7927cf//9AIBPfvKTJV+rd2/JHrNzye6xGw6HcfDs\n", "UVPjJ7QPWvosK2Sz2ar8jVXKjd/Bgwdx7Ngxx8av1sdXLR4Hg3TqWCk40UI5eG5uDj/4wQ+o5267\n", "7TYMDBSc4g8cOIDrr79e8++feeYZXHzxxWY/tqYcGY/ifzx1BgBwwboG3H/rFs3XHTy3hD995hwA\n", "4NL1jfiLmzYb/oz/+fQZvDYm9bz/8fUbsX+w0LbxO0+cxqnZOAAtEkNQAAAgAElEQVTga7duwd51\n", "DZrvUYoPP/CmIsH/w2s24Cu/HNb9fz758HHFGO/v7tyGrR3GD6pS/IdHTyitMt/68Ha4eA7/4dGT\n", "AKRe/X/56C5HPkfmH14ew4+PzwIAfnNfH+7e01XmL8rzwrlFfPmZ8wCA/YPN+OPrhwAA//uFYfz8\n", "bUnl8Lv7+3Hz9g7bn6XFzHIan3rkuFL4+ae7tmNjW2kX/adOz+MbL44AAIbaAvjmXdttb8e783F8\n", "/vHTACST13/68A7q9y+dX8KXDkjnwuUDTfjTGzdZ+pzJaAqffuQEAMln5sF7d9vY6tojiCJu/+ej\n", "ikGuzPpmH75DOPyLooi7v3+Mapu5Y2cH/tN7zfdP/8Wz5/DcWanI9N+uHMA//npcUcg8+ok9lFJp\n", "ZjmNTzx8XHn8vY/upNpQ6om/eu684utS7pxbTGTw0QelYl+Tz4UffnKvqc+ajKTw6R9Ix2Gz343r\n", "Nrfisbfy15bLek350ZjltbEI/ufT71LP/fUHt2Jntz1DS6e481+OKoW4R+7bTakyRFHEbd89ikz+\n", "gvXEp/cyI0hG3XD48GFcd911Ff2MJ554AnfccQcEQcCTTz6J22+/XfN1K/HemFEbjk5E8fs/O2Pq\n", "b+6/ZTMuUMVIV+JzAOCL129U7v9Ww98A1Rs/K5+zWjBzPXaXf0kxHR0d+K3f+q2i54eHh7Fhg6Qa\n", "SCZXV1Z4PEMbN+phJ4lkPKzdQgIAnQ1epYBhJYlEFEVK0t/XRHpg0BXMRCanFC94TpqcOgVlyJjK\n", "UQ7wTiaQaL2ncx4Y2skan7pkHUaXUgh4eFw5VByt6hRdDV7sH2zBC3mT1R8fn8Xvvr84ZlJGFEX8\n", "/PS88tiueacMOQnRMvF0roWkMiaetYLnpCjV4UX6+qA+5zlOMo4kI3OtniNkAeLsQkLZNx4XV2QM\n", "2hnyoMHrwnI6BxdnzXejWpBRqlNl/IHMxp4WfVajFz43j1RWQDiZpa7XoQr7hGibeNZPEaCn0Yuz\n", "C9LxPBVNUwWMeEZQihd+N8+KF4w1h9crXad4nofHY80DhsFgMBgFHPXAGB4exqOPPopHH30U27Zt\n", "c/Ktaw5ZwAjomHgCQG+zD3llMmaWM5T5ZykyOUEpGnCgzfwAaVIhY6WAkcgIyoq9z8Xh7PEjyu8W\n", "VSaepJlob5PPUfM0ypAxnaMTSCowCWgmPq+SHhiAZLb617dvxVdu3lwxDwyZO3d1Kj8/e2ahZHHm\n", "0GgEJ2akSTDPST4aTkClkGh4YFB+A17r+zbodSkeMImMYMq4tBR2xt8u6mIFQPtfyKj9KKyeI2QS\n", "yVtThYJIR9BTFCPJcRw+u68P3Q1efOqSdRWdcNrdB90qg1IZURRxbGoZ44QPkTo9yCw8x1HGqvI5\n", "Bdgr0BlBq1jhRAHDqXNgHbEfyFQdgPlflKOW1yFGddi4cSMee+wxPPbYYxgaGqr15qxa2LlkDzZ+\n", "9mFjWD0cvZu48sornXy7uoKcoJW6+XXz0uqqXAQYC6ewxUD7xWQ0rRQYuhqklT4SOonEfJRqLENP\n", "uoMuERwk87tIKoecICqmjuTKsBPmnSSk8dxyKgeB6GBqdjhCFQCaA84rMOI2kgycYld3CJvbAzgz\n", "n0AqJ+Kp0/P46AXFEvasIOKfXhlXHt+yrQOtQWdWgCgFhlYKiUMmhzzHIZRXBABSYaSeVQFG0Cxg\n", "aDzXry5gWFVgEO99Zj6u/KxOIJG5eVs7bt7WbumzqgkVpZovAIuiiL95aRQ/OzUPn4vDNz64FZs7\n", "go4cjxtaA3hnTopSja4CE0+nWNdERgPTBXZS4dfKChiMNcj27duxfbv9tk0Gg8FgSLBcMoNQLSTe\n", "0sNmpY1kXCeJQKazwZ4Cg1p99Lpw5ftpg0sy5m6U2GatJAQ7hFTtAKQqwukEEoCOZQ2nnFdglEqk\n", "KYcdEzGO4ygVxk9OzGoqE548OacU04IeHp+8pMfyZ6rxuThFGZHOiUWfbyeyUg05QVx2aD9W08RN\n", "jdY5rq3AoJ+zWuQjFRjkblInkFQbu/ugm/i/ZAXGA4en8LNTUstUKifi/zs0LrXQkUVci6qSQZ3r\n", "YaUVGOoY1aCHt50iBDh3DvQQ+6FYgVE4X1v8TD6vppbXIQZjNcHOJXuw8bMPG8PqwQoYBokTvgfl\n", "JNVWChhjhNRZayWWUmDELCgwNCaTpJx3iZD5DpMFDAf9LwCVn0EqiwixitlcgRVF2gPDGf+EeKb2\n", "CgwAuHqoVVEizMYy+ParE1REWzSVxQOHJ5XHH7+wh+pNtwvHcVQbSVLlg7HskAeG+u+jDkap1gpt\n", "BUbxueZUC0lnyKu0tpF0OKTGqRWdRMT0fDyDJ47P4vtHpqjXvDGxjNfGoog5oJgYbKtNAcPNc/AT\n", "qrxK+AXZobekAoO1kDAYDAaDwXAOVsAwSIIy8TSuwBg1XMAorFqt11iJ7aJaSOwpMBq8UhQjKecl\n", "V8lGKqjAUHtgkG0dlbgpb9aIUbULXQyyfgrZ7ZXzunncQagwfnhshipiPHhkSpns9zR6cefuTs33\n", "sQNZzIur2kicMvEE6H5/p4w8a+qBoTrHPS6OUlnJqNvJmi1OAF08R6kVZGqtwLC7DzwuHu35/0EE\n", "8Pcvjym/I4tr3351HFEHlFMbWrTTfqpRyCSvnU4ZeDrngVE4tiZVCgxS3ccKGMWwnmkGwxnYuWQP\n", "Nn72YWNYPVgBwyDxjHEFRj8h+x5ZSpV4ZYFyLSQtAbeyghpJ5YpWu8tBJmfIN9vkarxstJbOCZiI\n", "SNvCobgH3y6kFDqWUhcwnJ8EkEWRaCpLeW5Yxa4ZoJN8dG8X3ruhWXn8gzdn8J1XJzAeTuInJ+aU\n", "53/jsl54HTRjlSll5EkVemxOuMjjZjUoMNqDHqow0dvoA88VSyR4jsNt2yUviot6G20pJrobiq8r\n", "eh4YKwnSB0NmS0cA/3DnNmWMzy4k8TSRxGO1haSrwaNp4lyVAoaXLGDUVyGgq8ELuaNlPpZBmvh+\n", "WqQ8MFa24ofBYDAYDEbtYQUMg8TTxj0w+psLk/6JSMpQasJ4hFRgFBcNXDxHTTbmTPpgqFtI9u/f\n", "r2ohkW4yx8MpykzU73b2EKFaAdI5ypeiEikkbp5TJheCSBtLWkWrGGQFJ3rlPC4ef3TtIK4gihiP\n", "vDmD//pv7yCb35G7u0N4/2CL7c/Sgjw+kpnKtpAEPTy6GjxwoPUfQG17FTmOQ19T4Xzu1Shaynzu\n", "8vX4/sd24Ss3bypKDDHDuqb6U2A4sQ/UypJ1jV58+cZN6Gv24+49XcrzpMrNaguJHG1L4pQfRTkq\n", "ocBw6hzwuHilzVEEHWm7RHlg1FfhpR5gPdMMhjOwc8kebPzsw8awerAChkHiBlNIAEmeLK+UZgWx\n", "yNRMTSKTw3xcUkC4OKBbY0URUEWpmkwi0fTA8Be3kJAtLxsc9r8A1GaMOUQJX4pKJUuQxodOtJE4\n", "aU7pBB4Xjy9cO4grBgpFjIV44f/83OV9tia+pSiVREKlPtgcp/+yvx8//vQF+P7HduOqIWdiYGsN\n", "6Rug5YlBIq1w29uHZNSlTK0LGE5AjmOz342/uGmzkrRz954uzeuKnfN2UHVdrHQCifI5dazAAOgC\n", "2SRRkCc9MFgKCYPBYDAYDLuwAoZByMmZloRYjZk2ErJ9ZF2TT3c1r7OBNPK0rsAIKh4YhcmLfJM5\n", "XEH/C4A28Yyls1RBoVLGdKSyw4koVadMPJ3slfO4eHzhukFcPtBEPX/95lZs6ww59jlqqBaSbIkW\n", "EpsFjEoUYGrdq7izu4H4uXL7SGadSqnAc0BbjSX9TuyDW7Z1oL/Zh/5mH/78A5uoFryQ14X7LipO\n", "3rFzPKqjpStt4Kl8DnEdqzcPDIAukE1GCQUG88AoSa2vQwzGaoGdS/Zg42cfNobVg91NGCRhQoEB\n", "SG0gRyaWAcgJI826ry1n4ClDKjBmTCaRUJPJ/KRTy8SzkgaeAO2FEEnlEKFaSCozEaCMPB2I4Kw3\n", "BYaMVMTYiD9/5jxeHgmj2e/G//We3op+Ju2BURiXdE5Qxonn6muc6oUP7uhAOisg4OEpH5NK0aNS\n", "ebQFPFVpfag07SEPvn3PToiiqFnounV7O358fIZKx7BVwGiljTxD3up8jbYS17FaF5606NEx8mQe\n", "GAwGg8FgMJyEFTAMEsuYM27sp5JISiswxsr4X8h02kgioRIhfJIHxtuzceU5pYCxWNkWElKBsRDP\n", "KH4bQQ8PTwVMJgFa2RG2GaWayQlI56SN5jnAp5VNaZBK9Mp5XTz+5IaNODEdQ0+TD+0VjskMuMkW\n", "kkKRb3Y5A9n5pT1YnxPlWvcq+tw8Pq6hDqgUagVGex20jzi5D/RUOh4Xj89c0ou/+OV55Tl7BYza\n", "tJDcvL0dLw2HEfDwuGaTM21UTo4/2cojt5CoC5nVGquVRK2vQwzGaoGdS/Zg42cfNobVgxUwDJKg\n", "UkgMtJAQSorRcOko1Qni970leuHJmEU7LSSKBwZp4pnMICeIVDGlEgqMoNcFDpLRG+ltWsmeblKB\n", "YbeFRD2OlfKWsAPHcdjV01D+hQ6gl0IyvVw4jrTiOxnVp9HnRoPXpZirdtZBAaNaXDnUgsePB3Fy\n", "Jg6fmy/rOVKKzpAHQQ+v+CJVq4VkfbMf371nB4DKtFTZRauFRG3gadfHhcFgMBgMBoN5YBhAFEVK\n", "Hh80cMNKKjDIFhEtjLeQkB4YJltISN8Gj+SBQZp4LiWymIikkMmrC9qDnorI/nmO01yFq5SBp/q9\n", "7Zp4OpVAAqyOXjm/jgfGNNEDrxVzWQ+shvE3Cynzr4cI1WrtA57j8Gc3bsJnL+vF127dbOvc5TgO\n", "g0QbSbUKGPJnO1m8cNQDgzDxnIqkIIqiyv9i7RTMzLAWr0MMRiVg55I92PjZh41h9WAFDAMks4Ki\n", "FvC6OLgNyOE7Qh748hGT4WRWd+IsiqIlDwyzLSRxDQWG181TEaPHp2PKawZarK9QlkNr8tDkr9wk\n", "oMlBBYZTBp6rBbKdKkEcY2SMYrdG+gWjNvQQ+6Kjwu1F9UaT34179nY7YmpLtpGw64CErPABgFRO\n", "xEIiSyWQMANPBoPBYDAYTsAKGAag20eM3azyHEe1kYwtabeRRFI5RdLtc/MlPQua/W54854L8YxA\n", "tTOUY1lVwJD7tEgjz6OTUeXngRbaqM5JtFYsmyraQuJcjCpthmpv4rIaeuX0UkhmiAJGV50qMFbD\n", "+Jvl0vWNys8X9jaWeGV1WKn74Op8lC8H4D39TaVfXMc4Pf7qKNUlysCTFTC0WKnnAINRb7BzyR5s\n", "/OzDxrB6sDsKAySoVXfjNZ/+Fj/OzCcAACPhlKYvARmh2tfkKykP5jgOHSEvJvI+FbOxNEJeY4UG\n", "vdaHloBbUYAcnVxWnq+kAkMrArBSEaoA0EzGqNpMIaHjaFn9z+8ujEGSOE9WQgvJWuQDW9vRGvCg\n", "yefC1s5grTdnxXJRXyP+z4d3wMUDfSWMl9ca6xp9eGdO+s6bjKaKPDAYDAaDwWAw7MJmYAaIWVBg\n", "AHQ7iJ4CY4ww8CzVPiJDt5EY88EQRJFqIQl6XUqfVou/8H5zhK9GJRJIZBo01BaVLGA4mULiZITq\n", "auiVI88HUqlEt5DUZwFjNYy/WVw8hys2NFfN5LUcK3kfDLT6V3zxwunxJ5NuJiNpLBItJCxCVZuV\n", "fA4wGPUEO5fswcbPPmwMqwcrYBiA7O03kkAi00/c3OolkVAKDCMFjAbSyNOYD0YiIyiRln43T3l4\n", "6Ml6+yuQQCKj3UJSuT5ysyaeR8aj+PoLIzg1Eyv6nZMFjNUAeT7IqQyZnID5fDGMw9pKu2Aw1jLr\n", "yCjVaEpl4skUGAwGg8FgMOzD7igMECdWls34HvQTbRijS9pJJGRsqWkFhsEkEq1Jt5YHhkyTz1VR\n", "ua9WAaOSKSQhrws8JxmVxtI5ZAVR14g1nRXw5WfPIZrK4a3pZXznnp3U760eC1qshl45soCRzErH\n", "2VwsoxTM2oMeeFz1WSddDeO/0mH7oLY47oFBRqlG0lRKEStgaMPOgbXB2bNn8frrr8Pn8+Gmm26C\n", "11ufysSVDDuX7MHGzz5sDKsHu6MwAJk8YUaBQcqLJ6MpZHJC0WRunFBm9DWVVz1QUaqqJJL5WAZv\n", "z8VxSV8jvIQ3QSnVgFa03UCL39GoPjVaMaqVNPF08RwafW5FfRFJZtGmY5Y6spRENCWN11g4hXRW\n", "MDyWa5GAu7iFZCW0jzAYDOehTDyjKapthMWoMtYqS0tLmJycxD333FPrTWEwGIxVQX0ujdYZVlJI\n", "AKldozvf8iGI0ooUiSCKGCeeM6LA6GogFRiFv42nc/idn5zGF39xFl99fpj6GzpCVdrligeGxqrY\n", "QAX9LwApbk9NJWNUAbpFpVQbyflFutVnPkGrXGIqLxE7rIZeOSqFJH+ekAae3XVs4Lkaxn+lw/ZB\n", "bXF6/DtDXuSDsrCYyGKaKGayFBJt2Dmw+nnjjTcQCoXw2GOP4e2336715qxa2LlkDzZ+9mFjWD1Y\n", "AcMA8Yz1VXeyjWRE5YMxH88glY+ebPS5DBlZUgoMooXk52/PK49fHYtAFEXld7ES2691U7mhgv4X\n", "WtsAVNbEEwCaif8zUqKAMbyYoB7Pq9p0tIpBaxk/VcCQxmaaKTAYjDWJi+fQTbSRkAXfSrYJMhj1\n", "zMzMDJaWlnDXXXfhnXfegSAIuq8lJ0AHDx5kj008PnbsWF1tT6UfmyWXTeOFk2M4OhHF0YkoXjg5\n", "Rj2O+juLfr+c0PbvqwTZrPmUQCt/Y5VwOFx2/xw7dox6HA6HLX9erY+vWjw2A7ujMEDcooknIBl5\n", "vjYWBQCMqpJIxsLm/C8AdQpJGqIoQgTwxIk55flERsBSIovWfJvEcoqYdHvUHhjFst5KGngCOjGq\n", "FWwhAego1XCJKNUiBUZcpcCwUcxSsxp65YJkCkm+GEcVMOpYgbEaxn+lw/ZBbanE+K9rLER9yzR4\n", "XfDWqRdOrWHnwNrgyiuvBAD09fVhYWEBHR0dmq8jjwf1scEel378+c9/vq62p9KPzZIQXPjyS7MA\n", "ZlW/IR/HqcdfvH6jrc80g9ttfh5g5W+s0tzcjAt2lD4/1efv0YkoisfbGLU+vmrx+PDhwzAKu6Mw\n", "gNUWEkAVpRqmb+rOLRRW+/uajBUwQl6XUkRJ5UREUzkcGo0U3TCSj0u1PWgqMCrcQqI28fS5efjc\n", "lT0USYVHpESUarkCRjztnInnasDr4iD7oWZyIrKCuGJaSBgMhvOs0/guYwaejLXM1q1bcfbsWQDA\n", "4uIimpuba7xFDAaDsbJhBQwDUC0kZhUYhJpBrcB4/uyi8vOOrpCh9+M4TtVGksbjb80UvW6cLGAQ\n", "2y8XD2SpTsDjoooHQQ+PDh2DS6dQKzCaK+x/IX1G+SjVeDpHqQcAKVGDhHlg0HAcBz9x/CQzOUwv\n", "F469njpuIVkN47/SYfugtlRi/NdpnPOsgKEPOwdWPxdeeCHeeOMNPP744/B4PPB4mKFtJWDnEqPW\n", "sGOwerC7CgPEbSgwqAJGOAVRFMFxHMbDKZyciQMAXBxw5VCr4ffsDHkwki+GvDoWwZGJ5aLX0AoM\n", "QjWgMelu8buViXt/hRNItLah0u0jgFqBoV3AGF4q7vUraiFhKSRFBDwu5RyJpnNU0aeTKTAYjDUF\n", "GaUq0+JnEzbG2ubuu++u9SYwGAzGqoEpMAyQyJCr7uaGrC3gRjCv2oilc1hMSJPnZ99dUF5zWX+z\n", "KYMzUoHx8BvTys/kSrheC4k86SZ7j8g2koEK+18AQIOqYFFpA0+AVnnoKTCGF4sLGAvMA6MspC/M\n", "6FISQt4/ti3oruu+99Uy/isZtg9qS0U8MJqKi5YsgUQfdg4wGM7AziVGrWHHYPWo39lFHUH6HgRN\n", "KjA4jqNUGGPhJERRxDNnCu0j1202rr4AgE4iSpVUh9x7Ybfy8wQRz1pONUAaeVY6gQQA3DxHTXqr\n", "4U5PfkZEx8TzvCqBBKAVGDlBVPxQOJg3dF2tkONAeoj0NBjzdWEwGKsHTQUGK2AwGAwGg8FwCDYD\n", "MwDpgWFl0tpPGHmOLKVwajauKCSCHh77BswZOpEKDJnN7QHcsKVNeTweSSlRqnGNAgbZp7WnR/Lf\n", "4ABcsr7R1LZYhSykNGmkkjgN2aaylDCuwJiLZQrjqDoOeJutNqulVy7gLuw/soBR7xGqq2X8VzJs\n", "H9SWSox/0OsqKkprpV0xJNg5wGA4AzuXGLWGHYPVgy2LGIBMITGrwACA9c2kD0YSw8RK//s3tphO\n", "4CCjVGU+tLsT7UEPfC4OqZyIWDqHaCqHJr8by1QBo/iz7tjVibagBx0hLza1B01ti1UavS7FK6E6\n", "LSRGFBjFBYxkVkA8IyDkddEJJMz/QoFSYBDJOiyBhMFYm6xr9FKtei1VuMYzGAwGg8FYGzAFhgHi\n", "GXvJE2QLyfmFJJ47u6Q8vm5zm9aflERtjNgacOOqoVZwHIdeIsJOVnmU88DwuHhcu7kNe9c1mN4W\n", "q5A+GNU28QxrxKhGU1mlXcTj4qjJt/y8kwkkwOrplfMTBYyRpZWjwFgt47+SYfugtlRq/NVRqswD\n", "Qx92DjAYzsDOJUatYcdg9WAFjDKIoki1YFhqIWkp3My9MRFVVqY6Qh5LRQO1AuPW7R2KWaLRAkat\n", "IU01q9EfHfTwcPNSy0cqKyCZFajfk+0jAy1+ymdkPq8UoQw8LShxVitkC0k6Jyo/MwUGg7E2UUep\n", "Mg8MBoPBYDAYTsEKGGXI5ETIczI3z1lKVeht8iE/d4ZIPH/tplZLPgoBjwu9ead3j4vDbTs6qM+S\n", "KVXAqHWf1o1b2xWlw3vWN1X88ziOo9tIVEkkZPvIhhY/2oNEAUNDgeFEIajW+8ApAjrJPPVewFgt\n", "47+SYfugtlRq/NUKjBbmgaELOwcYDGdg5xKj1rBjsHqwZZEyUO0jFlMnvC4ePY1eKhkEsNY+IvPf\n", "rxrEkydncc2mNrQRk+3eZrqAIYiibQ+PSnD5QDMe+fhuBDwuuHh7ZphGafa7lGJEJJlFFzHBJn1J\n", "Btv8CBNGn9oFDFb7kwnoeLh01XkBg8FgVAYyicTj4ix/dzIYDAaDUQ+4eODoRLTka4T2Qeo16ZxQ\n", "4tUMO7ACRhnImNKAjcl/f7OfKmAMtQWwsS1g+f12doewsztU9DytwEgjkREU1UfAwyvFgnro02qo\n", "gvcFCemDMRNLY3NHwbCUVmAEMM4VHssFDK00FzvUwz5wAq3zoi3gNm1OW21Wy/ivZNg+qC2VGv/+\n", "Fkl1KIhAb6MPnM3EptUMOwcYDGdg5xKjkoSTOXzpwDkDr5xVfvri9Rsrt0FrnPqeYdQBCQcUGABt\n", "5AkA121utfxepegjChjjkRStGqgT9UWtGCIKRr98d5H6HVnAGGzzo53wGZnT8MCoFyVLPaDlC8PU\n", "FwzG2qU14MHnL1+P3d0hfO7yvlpvDoPBYDAYjFUEK2CUwSkFxnqitYMDcM2myhQwOkIeeFzSalc4\n", "mcXMckH1QaoG1mKf1o1b2pWff3U+rJipLiYyys9+N4/uBi/lgbGgtJA4G6O6WvaBVgGj3hNIgNUz\n", "/isZtg9qSyXH/45dnfj6B7fi0ip4HK1k2DnAYDgDO5cYjLUDK2CUIU5FZ1ofrm2dhXaFi/sa0RGq\n", "zASP5ziq//idubjyc70kkNSKofaAsh8ygogD7ywAoBNINrT6wXMc2oOlY1TX+liSkCkkMj1MgcFg\n", "MBgMBoPBYDAchhUwyhB3yABzU3sQv/3e9bhxSxv+y/4BJzZNFzmhBNAvYKzVXsFbthVUGE+dnoco\n", "inT7SKvU6tMWLPhlzMczEETR8QLGatkHfk0Fhk/jlfXFahn/lQzbB7WFjX/tYfuAwXAGdi4xGGsH\n", "ZuJZBtIDQ0sqb4bbd3ba3RxDkEae78wV0jVYcgZw1VAr/vHX40hmBYwsJXFiJkYlkGzIe5UEPC6E\n", "vC7E0jlkBRGRZNZxE8/VgrYHBotNZDAYDAaDwWAwGM5ieUYrCAJyuVz5F65w6BaSlTFpJQsYo+GC\n", "umCte2AA0j68eqjgP/L06XmVgWfB6JP0wZiPZ1QmnvaLQatlH2i3kNS/AmO1jP9Khu2D2sLGv/aw\n", "fcBgOAM7lxiMtYOlWdjTTz+Nb37zm5ienqaen5qawoMPPoiHH34Yk5OTjmxgrXGqhaSakAUMQSw8\n", "z1QDEjdvL7SRPHd2CecWCAVGayEtRl3AYAoMbQIayp6uFWDiyWAwGAxGNUgkEvjKV76CiYmJWm8K\n", "g8FgrHgsFTBuuukmXH311UXPHzp0CPfddx8+9rGP4ZVXXrG7bXWBky0k1YKMUiVhHhgS2zuDitdF\n", "KisoRaqQ14UOomhBRqnOxzKOp5Csln0QcNPnRYvfDb+7/s+V1TL+Kxm2D2oLG//aw/bB2uD555/H\n", "Bz7wgVpvxqqGnUsMxtrB0VlGMFhI2vB6V8cK7EpUYHQ1eJFPUqVgqgEJjuNwM2HmKbOhxQ+OKwxc\n", "UQsJU2Booo4XXgkRqgwGg8FgVIPFxUUEg0H4/f7yL2YwGAxGWRwtYIhioV/B41kdJn5xh30PqoGL\n", "59CjkQLBPDAK/P/t3V1sE1efx/Gf7SQ4IU1SCKQ4vDi8lQraAq0I3X02RSJFqFBEeaRKXcQd6kpo\n", "X6SVuu3NLq20F121e7nqxUq9XFYRhfIWUBL0KMWglgUWRJOmL6TiaaHEpIE0QCCJPXuRjbGD49iO\n", "PWfG/n4kJM8kM3P4/2c88d/nnNm8fI5KJ1V5gnMS/7iI743R/2A08VzIQQGjUHJQ5vPIGxfKOpc8\n", "QrVQ4u9m5MAs4m8eOSh8oVCI3gE24FoCikfKp5D09/erpaUlYd327du1eHHyx4DGT+oZ/012MvFv\n", "6BNvOk5cHo7rgTHxTbOT2jfVcnlkliand6KAEQqFdPXqVUe118hycKH+dO1OLD7Bp8sTfj63fk3s\n", "Z91/DitqjcevxGPpq3NnZ3z8CY6JR5bLZ8+eVamnQo+s8XySDvoAABDDSURBVGt+dDCsUOiGY9pX\n", "6PFnmWWW3bt89epVR7Wn2Jbt0NfXp6NHjyocDisYDCoQCEz5u6GQO/42duJysV1LmRobG7Nlm2zR\n", "vnE+r3Tl5pAGBwclSdXV1ZI07XL03oDuh392zPmZzXL8SI7peKz4bhMZ6O7uVk1NTcIb8eHDh/Xm\n", "m2/KsiwdP35cb7zxRtJtT58+rfXr12dzWNv94/Hv9c2t+5KkT7Yt1wsLnjLcovT8x7lfdKT7dsK6\n", "f9++Qs8/U2moRc5z+eaQ/qn1x9jyv72+XOsCj/P7bfi+/uHo95Kkp8tLdGd4/I1oTnmJ/nv38/Y2\n", "1uH++r++Uf+DUUnS3/7FQtseGQwAQLYuXbqkzZs323KsZH83x3PT38Yw68rNIb0b9/drOvY3N+jD\n", "jp/yvo2dx+L/9NjHry/XiwF3fEadSibvxyXZHKCjo0O9vb3y+/0KBoNqamqSJDU2NurAgQOyLEvN\n", "zc3Z7NpxHow82QPDDQJVT3bjn+2i9tvhhQWVWlQ9Sz8PPtIsn0fL4h6hKiXOgTFRvJDc8zhdO/nj\n", "hle5ZQgJAAB2GBgYUCgUmrYHBgBgelkVMKYqTgQCAb399tszapDTDLtwDgxJqq+efg4MO7tQOpHX\n", "49H+5qU60n1bjYurVOVPvBzmVCSfxyVXE3gWUg4W1fj1y+Aj+TzS0rnl02/gAIUUf7ciB2YRf/PI\n", "QXGYM2eO3nnnHdPNKGhcS0DxyKqAUUzc+BQSSQokeZTq7DL3FGDssvhpv/7uLxcl/VmJ16Maf4nu\n", "Pkwcw8YTSJ70zoZ6za0o1YsLKjVvNj0wAAAAAOQeBYxpxD95otxFH1zrKsvk9UjRuBlO4ofAUKVO\n", "z9zZpU8UMHJVyCqkHNRXz9LfT1EIcqpCir9bkQOziL955ADIDa4loHjwlXwKY1FLo5HxCoDXI83y\n", "pX6yipOU+ryaHzcXQUWpVz6ve9rvFHOTDCOhJwsAAAAA2I9PYik8GImf/8I37aNhnSZ+GMnkYQ8T\n", "j69BaskLGLmbAwPmEH/zyIFZxN88cgDkBtcSUDwoYKSQMHzERRN4TkhVwEB68lnAAAAAAACkz32f\n", "ym007NIJPCekKmAwVjA9c2fnr4BBDswi/uaRA7OIv3nkAMgNriWgeFDASCG+B0aFC+c9WFzzuIAx\n", "1SNBkVqyHhhuLGYBAAAAgNu571O5jR6MPO6BUe7CD60v1VfprxpqtLB6lv64Zn7CzxgrmJ5a5sAo\n", "WMTfPHJgFvE3jxwAucG1BBQPHqOawnB8DwwXzoHh83r0z5sbTDfD1XgKCQAAgPv8+vsjhe+NZLxd\n", "ZZlP9+Im8nfSNpI0EolO/0soKj6vdOXmUEbbzK8s04K46QbSke01lc2xUqGAkcIDl8+BkQpjBdNT\n", "XV4ir0eKWo/XMQdGYSD+5pEDs4i/eeQAyI1k11L43ojebf0x433tb27Qhx0/OXKbie2AeIMPIxmf\n", "Sx+/vjzjokK211Q2x0qFr5JTSHwKSWEVMJAer8fzxPwhPIUEAAAAAOxHASOFxB4YhRUqxgqmb/I8\n", "GLnqjUMOzCL+5pEDs4i/eeQAyA2uJaB4FNan8hwbHol/CgnfuheryfNg0AMDAAAAAOxHASOFxCEk\n", "hRUqxt2mb+7sxwWMEq9HZT5PTvZLDswi/uaRA7OIv3nkAMgNriWgeDCJZwrPzZ+tkYil4dGIFlbn\n", "buIRuEt8D4zZZT55PLkpYAAAAAAA0ldY3QpybMvKuXr31SX6l+alWl9fZbo5OcVYwfQlFjByd8mQ\n", "A7OIv3nkwCzibx45AHKDawkoHvTAAKYRX8AotMfpAgCA/Orq6tJ3332naDSqjRs3auHChaabBACu\n", "RQGjSDFWMH3PzZ+tan+JBh+O6eWFueuJQw7MIv7mkQOziL955KA4/Pbbb9q1a5ckqbW1lQJGHnAt\n", "AcWDAgYwjYoyn/7zj6v057uPtOaZ2aabAwAAXKSpqcl0EwCgYDAHRpFirGBmaspL9cKCSnlzOIEn\n", "OTCL+JtHDswi/uaRg+LS3t6uDRs2mG5GzoxFLY1Gohn9G4tE89IWriWgeNADAwAAAMijzs5OrVix\n", "QrW1tVP+TigUig2FmPhA7uRl3zPLdaBrMJMwaPe6Z9S4uDrj4/3v99c1FPGpurpakjQ4OH7cieUh\n", "/zx9+e0vCT/3ldn3BMGxsTFbtskW7ZuZQmxfZGxEV24OSXryeppqubzyqazaNzg4qFDvlZTXe0VF\n", "Rdr7o4BRpBgraB45MIv4m0cOzCL+5pGD4nDmzBnV1dUpGAym/L3482HyueHE5f/5+Xf13P5VmRh8\n", "OJbV8byVc/SvrT9Kuj1pj/HLDxKW9zc3ZNS2mSgpyfwjVTbbZIv2zUwhtm846tOHrT9OWpvq+pL2\n", "N1dmfBxpvBDy4nOp398uXbqU9v4oYAAAAAB5EA6HdfbsWa1atUo9PT0aGhrSnj17TDcLAFyLOTCK\n", "FGMFzSMHZhF/88iBWcTfPHJQ+ObPn6/3339fO3fu1M6dOyleAMAMUcAAAAAAAACORwGjSDHu1jxy\n", "YBbxN48cmEX8zSMHAABkhgIGAAAAAABwPAoYRYpxt+aRA7OIv3nkwCzibx45AAAgMxQwAAAAAACA\n", "41HAKFKMuzWPHJhF/M0jB2YRf/PIAQAAmaGAAQAAAAAAHI8CRpFi3K155MAs4m8eOTCL+JtHDgAA\n", "yEyJ6QYAAAAAKA6//v5I4XsjGW0zEonmqTUA3IYCRpFi3K155MAs4m8eOTCL+JtHDlCMwvdG9G7r\n", "jxlts7+5IU+tAeA2DCEBAAAAAACORwGjSDHu1jxyYBbxN48cmEX8zSMHAABkhgIGAAAAAABwPAoY\n", "RYpxt+aRA7OIv3nkwCzibx45AAAgMxQwAAAAAACA42VdwIhGo4pEIrlsC2zEuFvzyIFZxN88cmAW\n", "8TePHAAAkJmsHqN66tQp9fb2aufOnQoEArH1x44dixU1li1bpueffz43rQQAAABc5tatWzp9+rR8\n", "Pp9effVVLViwwHSTAMDVsipgbN26Vd3d3U+s9/v9eu2112bcKOQf427NIwdmEX/zyIFZxN88clD4\n", "zp8/r927d0uSvvjiC+3cudNwiwDA3bIqYEwlEono0KFDsixLDQ0NWr9+fS53DwAAALhGRUVF7HVZ\n", "WZnBlgBAYchpAWPr1q2x1ydPnszlrpFjoVCIb34MIwdmEX/zyIFZxN88clD4LMuKvS4tLTXYktyb\n", "N7tUf9NYn9E2K2or9PvDsTy1CEAx8Fjx76yT9Pf3q6WlJWHd9u3btXjxYnV3d6umpiZhDox4HR0d\n", "am5uTvqzixcv6u7duzNoNgAAAJC9mpoavfTSS3k9xqlTp2Jf8PG3MQAkl8n7ccoeGLW1tdq3b1/a\n", "B75+/bqWLFkiSXr48OGUv5fvmwUAAABg2vDwsKTxnhgTr5Phb2MASE9WQ0g6OjrU29srv9+vYDCo\n", "pqYmSeMFjPPnz0uS1q5dm7tWAgAAAC7T2NioAwcOyLKsKXtfAADSl3IICQAAAAAAgBN4TTcAAAAA\n", "AABgOhQwAAAAAACA41HAAACgQEWjUUUiEdPNKGrkwCw3xN8NbXQy4gcUF98HH3zwgZ0HvHXrlo4c\n", "OaLu7m7NnTtXTz31lJ2HL1pdXV0KhULq6upSVVWVqqqqyIXNhoeH9cknn2jZsmWxWJMD+/T29qqj\n", "o0PXrl1TQ0ODbt++Text9NNPP+n06dP65ptvVFVVperqas7/PDt16pTa29u1aNGiad9zyEV+JMtB\n", "svuxRA7yIVn8JWfdj6dq47Fjx/Ttt9+qp6dHo6Ojqqurs6U9bjNV/LieMsc5lx3OtZnJ6ryzbHbk\n", "yJHY68OHD9t9+KLV2dkZe33ixAnLssiF3U6ePGldvHjRunHjRmwdObDHnTt3rFAolLCO2NurtbU1\n", "9pr3IPt0dXWl9Z5DLvJncg6S3Y8tixzky+T4W5bz7sfJ2tjW1mZrG9wsWfy4njLHOZcdzrWZyea8\n", "y+oxqjNRUVERe11WVmb34YvWxKNu45EL+9y5c0cVFRXy+/0J68mBPS5fvqyamhodOnRIa9as0cqV\n", "K4m9zSKRiKLRqCzLkvX/D78iB/abKubkwj7J7scSObCLW+7HkUhEhw4dkmVZamho0Pr16003yVWc\n", "lk834JzLDufazGRz3tlewLDintpaWlpq9+GLXnt7uzZs2CCJXNgpFApp27Zt6unpSVhPDuwRDocl\n", "Sbt27dKJEye0fPlyYm+zNWvW6OOPP5Yk7dmzRxLnvwlTxZxc2C/+fiyRA7u45X68devW2OuTJ08a\n", "bIk7OS2fbsA5lx3OtZnJ5ryzvYARP8mOx+Ox+/BFrbOzUytWrFBtba0kcmGnvr4+HT16VOFwWMFg\n", "UIFAQBI5sNPEt5719fUaGBgg9ja7cuWK3nvvPUWjUR0/flw7duwgBwZMFXNyYa/J92OJHNjF1P24\n", "v79fLS0tCeu2b9+uxYsXT7stH4oyjx/X09TSiSXnXPo413In3fPO9gLG8PCwpPFq1cRr5N+ZM2dU\n", "V1enYDAYW0cu7LN3715JUnd3t2pqamLryYE9Vq5cqd7eXi1fvlx37tzR6tWrib3NJrpVer3e2A2K\n", "HNhvqpiTC/skux9L5MAupu7HtbW12rdvX9q/f/36dS1ZskSS9PDhw5y3x20yjR/X09SmiiXnXHY4\n", "12Ymm/POY8X3e7HBzZs31dnZKcuy1NzcrPnz59t5+KIUDof12WefadWqVZKkoaEh7dmzh1zYbGBg\n", "QAcPHlQwGNSWLVskcT3Y6eDBg/L5fJo3b57+8Ic/EHub9fT0qLu7W5K0evVqPfvss+Qgzzo6OtTb\n", "2yu/369gMKimpqYpY04u8mNyDlatWpX0fiyRg3xIdg1IzrofT9XGL7/8Un19fZKktWvXasWKFba0\n", "x22mih/XU+Y457LDuTYz2Zx3thcwAAAAAAAAMuU13QAAAAAAAIDpUMAAAAAAAACORwEDAAAAAAA4\n", "HgUMAAAAAADgeBQwAAAAAACA41HAAAAAAAAAjkcBAwAMunDhgj799NOc73dgYEDnzp3L+X4BAAAA\n", "UyhgAIBBL7/8smpra3O+37GxMY2MjOR8vwAAAIApJaYbAADFLhqN6siRI4pEIopGo6qtrdWmTZs0\n", "MDCgtrY2lZeXKxKJKBAIaOPGjbFtPv/8c5WUlMiyLFVWVmrLli2SpHA4rPb2dvX19enu3buSpFde\n", "eUV1dXXG/o8AAADATHksy7JMNwIAitlHH32kvXv3xnpifP3116qurtZXX32l3bt3q7S0VJJ07tw5\n", "BQIBBYPBJ/bR0tKit956K7Z8+/ZtdXV1adOmTXb8FwAAAIC8owcGABhWX1+fMIxk3bp1amtr061b\n", "t3TixInY+mg0qpKSEgWDQT169EhtbW2KRCLyer26du2aiaYDAAAAtqGAAQCG3bhxQ/39/bEixuXL\n", "l7Vy5UqNjIxo27ZtsR4Y0vjcFpLU2tqqzZs3q6qqSpJ0//79hH36fD5FIhGb/gcAAABA/jGEBAAM\n", "unDhgkKhkAKBgPx+v0ZHRzVv3jw1NTXp/v37am9vl9c7Pt/y/fv31djYqKVLl6qrq0vd3d0qLS3V\n", "2NiYfvjhB61bt05bt26N7Xtijgyv16vR0VHt2LFDJSXUrQEAAOBOFDAAAAAAAIDj8RhVAAAAAADg\n", "eBQwAAAAAACA41HAAAAAAAAAjkcBAwAAAAAAOB4FDAAAAAAA4HgUMAAAAAAAgONRwAAAAAAAAI73\n", "f08Ymio+unUuAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4VFXeB/DvZNIbCYSQhAAJvQrSghhBisLSDIgKgmXt\n", "K4uurr7r+q6y7K5usayrrwurrF2D0iIgRCBKCS10EiCEEJIA6YX0OnPfPya5ucNMyiST3DMz38/z\n", "+Dzcm7kzP8+5c+fcc8/5HY0kSRKIiIiIiIiIiATmpHYAREREREREREStYQcGEREREREREQmPHRhE\n", "REREREREJDx2YBARERERERGR8NiBQURERERERETCYwcGEQmrvr5e7RCEUVdXp3YIRERENottiiZs\n", "U5Atc1Y7ACLqHGFhYdi/fz/69u3b6Z919913G/0YarVafPLJJ+367P3792PLli04cOAA3njjDcya\n", "NcuaoQqjsLAQK1asQHFxMbRaLV5//XVMmjTJ6DXXr1/H+vXrcfDgQXh6euKrr74yeZ+9e/fi6aef\n", "RkhIiMnffv75506LX3S5ubl49tlncePGDbi7u0Oj0eA///kPevfubfS6O++8E6tXr8bUqVNN3kOn\n", "02HBggWorKxETk4OLly40FXhExEJhW0KsbFN0bnYphALOzCI7NSgQYPg4uLSJZ/Vo0cPREdHt/q6\n", "Z599Fv/+979bfM358+fx3HPPYcyYMdYKr0UbNmzAm2++icrKSoSEhECj0UCSJMyYMQP/+7//C41G\n", "0ymf+9hjj+H111/HuHHjUFpaigULFmDr1q3w9fWVX5OYmIjx48fjhRdewLJly8y+T0hICD788EPM\n", "nDlT3ldRUYEVK1Z0Sty24vXXX8cbb7yBoUOHtvi6sLAweHl5mf2bVqvFDz/8AABYunRpi+/TlnOb\n", "iMhWsU3RNmxT2Ce2KcTCDgwiO7V79261QzBRXFzc6mueeeYZAIanJl3hvvvuQ2BgIC5evIinnnpK\n", "3v/RRx/h7bffxssvv2z1z0xNTYW/vz/GjRsHAPD19cWzzz6Lb7/9Fk8++aT8utmzZ7f6XoMHD8bg\n", "wYON9sXGxtrtU6a2Ki0tbbWhAQCfffaZVT6vLec2EZGtYpuibdimsE9sU4iFOTCI7MzKlSsxbdo0\n", "9OvXDxkZGWZfU11djeeffx5TpkzBXXfdhUWLFuHxxx9HSkqK0euysrKwfPlyTJo0CbfddhsWLVpk\n", "8hrA0Du/fPlyzJw5E1OnTsXq1ashSZL892PHjmH69On46aefMG3aNPm/Z5991rr/8x2gjBcAnnzy\n", "SRw7dqxTPuvs2bOYNm2a0b7p06cjMTHRKu8fGxuLOXPmWOW9bvb+++9j2LBhiI6OxmOPPYYJEyYg\n", "MjISixcvRlpamtFr161bh2nTpmHp0qUoLi7G008/jcjISMyePRtZWVny65KTk7F48WLMnDkTt99+\n", "O5YvX46cnJx2xffFF19g2rRpRufa9OnTcfjwYaPXvfHGG5g2bRqGDBmCffv2teuzAGD79u0mnzdt\n", "2jT86U9/Mnntzp07MWvWLEyfPh2TJ0/Gq6++ajInu61lRkTUFdimaB+2KdqGbQpjbFO0kUREdumV\n", "V16R0tPTzf7t3//+t7Ru3Tp5W6/XS48//riUkpIi7ysuLpamTp0qnThxQt6XkpIiTZ061eR99+zZ\n", "I+Xl5cnbb731lvThhx+afO6SJUvaHP9nn30mxcbGtvn1HbF3715p7dq18nZJSYn0/PPPS1988UWn\n", "fN7nn38u7dy502ifXq+Xli5d2uwxbS27+vp66f777+9QfK357LPPpICAAGnbtm3yvgsXLkiRkZFS\n", "YWGhyesnTJggTZ8+Xdq3b58kSZJUUFAglZSUSJIkSefPn5fuuOMO6cqVK/LrT58+Lc2cOVOqrKxs\n", "d4xtLa+1a9dKe/fu7fD7tfb3L7/8Unr44YelsrIyed/69eulxx57zOzrWyozIqKuxjZF27FNYRm2\n", "KSz/u6O3KTiFhMgBjR8/Hps3b0ZycjIGDBgAFxcXrFu3zug169atw+9+9zuMHTtW3jdo0CB8+OGH\n", "ePvtt/HBBx/I+2fMmGF07EsvvYT7779fqKchLZEkCe+++y7Wr18PJycneHt741e/+lWbhlu2V2fN\n", "g42Pj0dkZGSnvLfSU089hXnz5snbQ4cOxWuvvYbPPvsML774otFrq6urERsbi+7duwMwzG9u9O67\n", "7+Ljjz9GWFiYvG/06NH47W9/i6+++koe/vrHP/6x2acau3bt6rK52e21bt06xMXFQavVyvseeOAB\n", "nDp1CpcuXcKgQYOMXt9SmRERiYRtCmNsU1iObQrLOHqbgh0YRA5owoQJCA8Px759+7B161aUlZXB\n", "x8cHL730EpycDDPLLl26hEcffdTk2BEjRuD69eutfobyoio6jUaD3/72t0bzVTtTz549kZ+fb7Qv\n", "JycHPj4+HX7vrVu34vnnn+/w+7RG2QhV7tuyZYvJ/hEjRsg/mjfLzs6W5ygr6fV63HnnnfL2H//4\n", "x3bHKoLU1FSjpGiNqqqqMHXqVJPGRktlRkQkErYpjLFNYTm2KSzj6G0KdmAQ2bHmeuTLysoQEBCA\n", "e++9V973448/Yt26dfIP7uDBg5GQkGAy7/HcuXMIDQ1t8XPLy8s7GHnbrFmzBnl5efjlL3/Z4aXd\n", "pJvmq7YkOzsbwcHB7f6sUaNGYdWqVVi+fLm876effrJKlvT09PQWy8JaZXbixAmj86dx34ABAyx6\n", "n5EjR+Kxxx4zSRpmbyZNmoQNGzZ02lMyIqLOxjZF27FNYRm2KSzj6G0KJvEksmPN/YAuWLDAKDmS\n", "Xq/H4cOH4e3tLe978skn8dZbb+HEiRPyvkuXLmHlypVGWbQ///xzvPbaa6ipqQEA1NTUYMWKFXj6\n", "6adNPtfNzQ3p6enydklJCWJiYiyKXXnsc889h++//75LGxorVqxA79698fbbb7f780JDQ1FcXCyX\n", "7Y0bN/DRRx+1uqxWa5KSkjBy5Mhm/26tMpMkCTExMdi2bZu87/z583jjjTfw+OOPW/ReL774Il58\n", "8UWTRG6HDx/G9u3b2x1jW1lS9y2prq42yhqem5uL2NhYeXvlypV47LHHjF5TV1eHDRs24Ny5c1aJ\n", "gYioM7FN0TZsU1iGbQpTbFO0jCMwiOzI5s2b5XmkaWlp2Lt3L9zd3eHu7o4NGzbIjYkRI0bg008/\n", "RWJiIsrLy1FbW4v58+fjwQcflN/L19cX33zzDV5++WWkpqZCo9EgKCgIa9euRZ8+feTXPfLII9i2\n", "bRsWLFiA2tpaVFRUYOXKlUZD9RqtXr0av/71r1FZWYmqqioEBwcbDfWTJAn33HMPysrKkJOTA1dX\n", "V/ztb39Dnz598MUXXxi9148//gidTod33323Q2WmXLN9/fr18PLyQkxMDJydzV8ee/XqBTc3tw7P\n", "H1y7di1Wrlwp//j885//hJ+fn9FrPvjgA2zevBmA4cd82rRp0Gg0+OCDDzBixAiT99y/f7/JEwwl\n", "a5WZRqPBX//6V+zbtw9vvPGGfG58+umn8Pf3l1+3ePFiFBYWyrEDhqGu3333nfyawMBArF27Fq++\n", "+iquXLkiv/8dd9zRruXm/vKXvyAuLs7oM52dnfHll18iKCgIAHDo0CH84Q9/gCRJyMrKgqenJ/z8\n", "/KDVarFu3Tp57mzjewEwer+BAwfi448/NvrcVatWYcmSJaitrUVtbS369euHF154Qf771KlT4eLi\n", "goceegg3btyAJEnw8vLCokWLMGzYMIvKjIioK7BNYTm2KSzHNgXbFJbSSNbqKiIi6kKPPPJIi09b\n", "yJS1yuzzzz9HUFCQw68LT0RE9oFtCsuxTUFqafcIjG3btkGn0wEABgwYgFGjRgEwJI1pzIo6derU\n", "Ds3pIiJqTmpqKj7//HO1w7Ap1ioz9nsTEZmqqqrCe++9h0ceeQQhISEAmm8vk1jYprAc2xSklnaP\n", "wNi9ezfuuusuk/1bt27FggULAAAxMTGIiorqWIRERCSMf/3rX1i7di1cXV0REBCAtWvXmmS7JiJy\n", "RLGxsQgMDERQUJDcgdFce5mI2Kag9ml3B0ZsbCwqKyshSRLCw8Pl5W/27NkjL+uyY8cOk2zDRERE\n", "RET2pLi4GImJiQgICICfn5/cgdFce5mIiNqn3VNIZs+eLf97586d8r+V/SEuLi7tfXsiIiIiIpsQ\n", "Hx+PuXPnIjk52Wh/c+1lIiJqH6usQqLsqGic5wc0v170rl27oNVqrfHRREREREQW8/Pzw7hx46zy\n", "Xrm5udi6dSvy8vIQFhYmj8BQaunBHtvGROTILLket7sDIyMjA/369QNgWKu2UVVVFQDDSIzGf99M\n", "q9VyCJ3K4uPjERkZqXYYDo11oC6Wv/pYB+pi+auPdaCukydPWu29nnjiCQCG5RGVy1c2116+meht\n", "Y9HPVcbXMYyv40SPUfT4LLked6gDIyEhAQAwZswYeX9ERASio6MhSZKcC4OIiIiIyJ4VFRUhPj7e\n", "aARGc+1lIiJqn3Yn8eyIuLg4oXuZiYiIiMi+nTx5EjNmzFA7DABsGxORY7PkemyVHBhERERERESO\n", "JLu0BnnltRYdE+jtimBft06KiMj+sQPDQYk+D8oRsA7UxfJXH+tAXSx/9bEOyFaIfq6qFV9eeS1e\n", "3pFq0TFvzRkoXAcG67fjRI9R9Pgs4aR2AERERERERERErWEODCIiIiJyOMyBQR11JqusXSMwRof4\n", "dFJERLbJkusxR2AQERERERERkfDYgeGg4uPj1Q7B4bEO1MXyVx/rQF0sf/WxDshWiH6uih6f6EQv\n", "P9HjA8SPUfT4LMEODCIiIiIiIiISHnNgEBEREZHDYQ4M6ijmwCCyDubAICIiIiIiIiK7wg4MB2VP\n", "86BsFetAXSx/9bEO1MXyVx/rgGyF6Oeq6PGJTvTyEz0+QPwYRY/PEuzAICIiIiIiIiLhMQcGERER\n", "ETkc5sCgjmIODCLrYA4MIiIiIiIiIrIr7MBwUPY0D8pWsQ7UxfJXH+tAXSx/9bEO7EtVVRX++te/\n", "IisrS96Xk5ODr7/+GuvXr0d2draK0XWM6Oeq6PGJTvTyEz0+QPwYRY/PEuzAICIiIiLqoH379mHW\n", "rFlG+xISErBs2TIsWbIER48eVSkyIiL7wQ4MBxUZGal2CA6PdaAulr/6WAfqYvmrj3VgP4qLi+Hp\n", "6Ql3d3ej/Z6envK/XV1duzosqxH9XBU9PtGJXn6ixweIH6Po8VmiQx0Y9jxUjoiIiIioLeLj483e\n", "IChz5bu4uHRlSEREdqlDHRgcKme77GkelK1iHaiL5a8+1oG6WP7qYx3Yj9zcXGzduhXx8fFISkqS\n", "9+t0OvnfGo2mxfdQng/x8fFCba9Zs0aoeESLz1Jql5do5Wfr8cXHx2PNmjVCxWNr8Vmi3cuoFhcX\n", "IzExEQEBAfDz80NISAgAYM+ePZg5cyYAYMeOHZgzZ47JsVwqSn3x8eafFFDXYR2oi+WvPtaBulj+\n", "6mMdqKszllE9f/68Ubt4y5YtWLhwISRJwvbt2zF//nyzx4neNhb9XFUrPntZRpX123Gixyh6fJZc\n", "j53b+yHx8fGYO3cukpOTjfa3daicshAbe1243bXbjUSJh9vc5rZjbUdGRgoVj6Nts/zV327cJ0o8\n", "jrZtbUVFRYiPj0dYWJjcgREREYHo6GhIkiQ/4LNFnVVm1iJ6fKITvfxEjw8QP0bR47NEu0dgrFu3\n", "DgEBAcjLy0NYWBjuvvtuAEBsbCxmz54NwHg0hpLovcxEREREZN86YwRGe7FtbJvsZQQGkdosuR63\n", "OwfGE088gaioKERGRmLkyJHy/qqqKgCGkRiN/ybxND6FIPWwDtTF8lcf60BdLH/1sQ7IVoh+rooe\n", "n+hELz/R4wPEj1H0+Czh3JGD7XmoHBERERERERGJo91TSDqCw+SIiIiISE2cQkIdxSkkRNbRJVNI\n", "iIiIiIiIiIi6CjswHJQ9zYOyVawDdbH81cc6UBfLX32sA7IVop+roscnOtHLT/T4APFjFD0+S7AD\n", "g4iIiIiIiIiExxwYRERERORwmAODOoo5MIisgzkwiIiIiIiIiMiusAPDQdnTPChbxTpQF8tffawD\n", "dbH81cc6IFsh+rkqenyiE738RI8PED9G0eOzBDswiIiIiIiIiEh4zIFBRERERA6HOTCoo5gDg8g6\n", "mAODiIiIiIiIiOwKOzAclD3Ng7JVrAN1sfzVxzpQF8tffawDshWin6uixyc60ctP9PgA8WMUPT5L\n", "OKsdABERERGRrTt06BByc3MBAH379sW4ceOwbds26HQ6AMCAAQMwatQoNUOkZmSX1iCvvNbi42p1\n", "+k6Ihohawg4MBxUZGal2CA6PdaAulr/6WAfqYvmrj3VgXyZPniz/e9euXQAAd3d33HXXXWqFZDWi\n", "n6sdjS+vvNbiXBYAsGpmeIc+VxT2Xr9dQfQYRY/PEuzAICIiIiKygvT0dGzatAkLFy4EAOh0Omze\n", "vBmSJCE8PJyJOomIOog5MByUPc2DslWsA3Wx/NXHOlAXy199rAP7ExYWhhUrVuDYsWMAgNmzZ2PR\n", "okW499575ekltkj0c1X0+EQnevmJHh8gfoyix2cJdmAQEREREVmJu7s7fHxMl8l0cXFp8TjlDUZ8\n", "fLxQ24mJiULFY+34SkpK0JXULi9Hq9+u2E5MTBQqHluLzxIaSZIki45QMJesKCcnB3FxcdBqtZg6\n", "dSqCg4NNjuNa10RERESkppMnT2LGjBlWe7+ioiJ0794dAPDDDz9g7ty5yMjIQL9+/QAA27dvx7x5\n", "88wey7axus5klbU7B8bqPVcsOuatOQMxOsS0g4vIkVlyPe5QDgxzyYoSEhKwbNkyAEBMTAyioqI6\n", "8hFERERERMI7ePAgampqAADjx48HAGRkZCAhIQEAMGbMGNViIyKyFx2eQpKeno533nkHAwcOBAB4\n", "enrKf3N1de3o21MnsXSoDlkf60BdLH/1sQ7UxfJXH+vAvsyfPx+LFy/G4sWLERYWBgCYMmUK7rvv\n", "Ptx3330YNGiQugF2gOjnqujxiU708hM9PkD8GEWPzxId7sC4OVmRckZKa3P9iIiIiIiIiIjawipJ\n", "PJXJinQ6nbxfo9E0e4zaiUIcfVtJhHgccbtxPWZR4nG0bZa/+tuRkZFCxeNo2yx/9bcb94kSj6Nt\n", "U9s1/maKSvT4RCd6+YkeHyB+jKLHZ4kOJfE0l6xoy5YtWLhwISRJwvbt2zF//nyT45ioiIiIiIjU\n", "ZO0knh3BtrG6mMSTSF2WXI87NALj4MGD2LhxIzZu3IgRI0YAACIiIhAdHY3o6GhERER05O2pE/EJ\n", "hPpYB+pi+auPdaAulr/6WAdkK0Q/V0WPT3Sil5/o8QHixyh6fJZw7sjB5kZXhISEYOnSpR15WyIi\n", "IiIiIiIiI1bJgUG2x57mQdkq1oG6WP7qYx2oi+WvPtYB2QrRz1XR4xOd6OUnenyA+DGKHp8l2IFB\n", "RERERERERMJjB4aDsqd5ULaKdaAulr/6WAfqYvmrj3VAtkL0c1X0+EQnevmJHh8gfoyix2cJdmAQ\n", "ERERERERkfDYgeGg7GkelK1iHaiL5a8+1oG6WP7qYx2QrRD9XBU9PtGJXn6ixweIH6Po8VmCHRhE\n", "REREREREJDx2YDgoe5oHZatYB+pi+auPdaAulr/6WAdkK0Q/V0WPT3Sil5/o8QHixyh6fJZgBwYR\n", "ERERERERCc9Z7QBIHfY0D8pWsQ7UxfJXH+tAXSx/9bEO7MuhQ4eQm5sLAOjbty/GjRuHnJwcxMXF\n", "QavVYurUqQgODlY5yvYR/VwVPT7RiV5+oscHiB+j6PFZgh0YREREREQdNHnyZPnfu3btAgAkJCRg\n", "2bJlAICYmBhERUWpEhsRkb3gFBIHZU/zoGwV60BdLH/1sQ7UxfJXH+vA/qSnp+Odd97BwIEDAQCe\n", "np7y31xdXdUKq8NEP1dFj090opef6PEB4scoenyWYAcGEREREZEVhIWFYcWKFTh27BgAQJIk+W8u\n", "Li5qhUVEZDfYgeGg7GkelK1iHaiL5a8+1oG6WP7qYx3YJ3d3d/j4+AAAdDqdvF+j0bR4nPIJaXx8\n", "vFDb9h5fSUkJupLa5eVo9dsV2zfHqnY8thxfazSSsmu4i8TFxWHs2LFd/bFERERERACAkydPYsaM\n", "GVZ7v6KiInTv3h0A8MMPP2Du3LnYsmULFi5cCEmSsH37dsyfP9/ssWwbq+tMVhle3pFq8XGrZoZj\n", "9Z4rFh3z1pyBGB3iY/FnEdkzS67HHIHhoCzt6SLrYx2oi+WvPtaBulj+6mMd2JeDBw9i48aN2Lhx\n", "I0aMGAEAiIiIQHR0NKKjoxEREaFyhO0n+rkqenyiE738RI8PED9G0eOzBFchISIiIiLqIHOjK0JC\n", "QrB06VIVoiEisk/t7sA4d+4cLl68CL1ej0mTJiE0NNRu1rp2BJx3qz7WgbpY/upjHaiL5a8+1gHZ\n", "CtHPVdHjE53o5Sd6fID4MYoenyXa3YFRWFiIRYsWAQB27NiB0NBQrnVNRERERERERJ2i3TkwpkyZ\n", "YrLPXta6dgT2NA/KVrEO1MXyVx/rQF0sf/WxDshWiH6uih6f6EQvP9HjA8SPUfT4LNHhJJ67d+/G\n", "xIkTAXCtayIiIiIiIiLqHB3qwNi3bx8GDRqEgIAAAPaz1rUjbCuJEI8jbjfORRMlHkfbZvmrvx0Z\n", "GSlUPI62zfJXf7txnyjxONo2tZ3o8+dFj090opef6PEB4scoenyW0EjKYRMWOHDgAHr27ImhQ4fK\n", "+7jWNRERERHZgpMnT2LGjBlqhwGAbWO1nckqw8s7Ui0+btXMcKzec8WiY96aMxCjQ3ws/iwie2bJ\n", "9bhdIzDy8vJw8OBBJCcnIyYmBl9++SUA+1nr2hHwCYT6WAfqYvmrj3WgLpa/+lgHZCtEP1dFj090\n", "opef6PEB4scoenyWcG7PQYGBgXjllVdM9nOtayIiIiIiIiLqDB1O4km2yZ7mQdkq1oG6WP7qYx2o\n", "i+WvPtYB2QrRz1XR4xOd6OUnenyA+DGKHp8l2IFBRERERERERMJjB4aDsqd5ULaKdaAulr/6WAfq\n", "Yvmrj3VAtkL0c1X0+EQnevmJHh8gfoyix2cJdmAQERERERERkfDYgeGg7GkelK1iHaiL5a8+1oG6\n", "WP7qYx2QrRD9XBU9PtGJXn6ixweIH6Po8VmCHRhEREREREREJDx2YDgoe5oHZatYB+pi+auPdaAu\n", "lr/6WAf25dy5c9i8eTM2btyIa9euAQC2bduGmJgYxMTEIDExUeUI20/0c1X0+EQnevmJHh8gfoyi\n", "x2cJZ7UDICIiIiKydYWFhVi0aBEAYMeOHQgNDYW7uzvuuusulSMjIrIf7MBwUPY0D8pWsQ7UxfJX\n", "H+tAXSx/9bEO7MuUKVNM9ul0OmzevBmSJCE8PBxjx45VIbKOE/1cFT0+0YlefqLHB4gfo+jxWYId\n", "GEREREREVrJ7925MnDgRADB79mx5/86dO1s8Lj4+Xr7JaBzuze2u2S4pKUFXUvv/l9vcFm3b09MT\n", "baWRJElq86utJC4uzmZ7oO2F8keS1ME6UBfLX32sA3Wx/NXHOlDXyZMnMWPGDKu+5759+9CvXz+E\n", "hYWZ/G3Pnj2YOXOm2eNEbxuLfq52NL4zWWV4eUeqxcetmhmO1XuuWHTMW3MGYnSIj8Wf1ZnsvX67\n", "gugxih6fJddjJvEkIiIiIuqgAwcOoFevXkadFxkZGfK/q6urVYiKiMi+cAqJgxK5B85RsA7UxfJX\n", "H+tAXSx/9bEO7EdeXh4OHjyIoUOHIjk5GWVlZXjooYeQkZGBhIQEAMCYMWNUjrL9RD9XRY9PdKKX\n", "n+jxAeLHKHp8lmAHBhERERFRBwQGBuKVV14x2W8usScREbUfp5A4KHtaC9hWsQ7UxfJXH+tAXSx/\n", "9bEOyFaIfq6KHp/oRC8/0eMDxI9R9Pgs0aEODL1eD51OZ61YiIiIiIiIiIjMavcUktjYWKSlpSEq\n", "KgohISEAgJycHMTFxUGr1WLq1KkIDg62WqBkXfY0D8pWsQ7UxfJXH+tAXSx/9bEOyFaIfq6KHp/o\n", "RC8/0eMDxI9R9Pgs0e4OjNmzZ+P8+fNG+xISErBs2TIAQExMDKKiojoWHRERERERERERrJwDw9PT\n", "U/63q6urNd+arMye5kHZKtaBulj+6mMdqIvlrz7WAdkK0c9V0eMTnejlJ3p8gPgxih6fJazagSFJ\n", "kvxvFxcXa741ERERERERETkwq3ZgKBN6ajSaFl+r7AWKj4/ndhdvK4kQjyNuN85FEyUeR9tm+au/\n", "HRkZKVQ8jrbN8ld/u3GfKPE42ja1nejz50WPT3Sil5/o8QHixyh6fJbQSMphExY6f/48/Pz85CSe\n", "W7ZswcKFCyFJErZv34758+ebPS4uLg5jx45t78cSEREREXXIyZMnMWPGDLXDAMC2sdrOZJXh5R2p\n", "Fh+3amY4Vu+5YtExb80ZiNEhPhZ/FpE9s+R63O4RGHv27EF8fDz27NmD/fv3AwAiIiIQHR2N6Oho\n", "REREtPetqQvwCYT6WAfqYvmrj3WgLpa/+lgHZCtEP1dFj090opef6PEB4scoenyWcG7vgTNnzjTZ\n", "FxISgqVLl3YoICKyX8evleLU9TLMGx6AYB83tcMhIiIiIiIb0u4ODLJt9jQPylY5Wh2UVNdj9e40\n", "1OgkpBRU4q25g1SNx9HKX0SsA3Wx/NXHOiBbIfq5Knp8ohO9/ESPDxA/RtHjs4RVk3gSETUnrbAK\n", "NTpDyp3EnHJU1upaOYKIyLrq9RI2nM3FhrO50OnbnQKMiIiIVMIODAdlT/OgbJWj1cH10hr533oJ\n", "SM6vUDEaxyt/EbEO1OWI5f/R0ev4OCELHydk4dszuWqH45B1QLZJ9HNV9PhEJ3r5iR4fIH6Mosdn\n", "CU4hIXJAkiQht7wWpdU6DAzwgFMryx5bQ7aiAwMAknIqMLa3b6d/LhERYFhlIOZcvry9KSkPC0f2\n", "hIeLVsWoyJ6cO3cOFy9ehF6vx6RJkxAaGoqcnBzExcVBq9Vi6tSpCA4OVjtMIiKbxg4MB2VP86Bs\n", "VVfWQW08nnEkAAAgAElEQVS9HocySpBSUInUwkpcLqxCWY1hCseEUF+suiscrtrOHZCVdVMHxrnc\n", "8k79vNbwO6A+1oG6HKn8q+p0eHt/ptG+shodfkguxOJRgSpF5Vh14AgKCwuxaNEiAMCOHTsQGhqK\n", "hIQELFu2DAAQExODqKgoNUNsN9HPVdHjE53o5Sd6fID4MYoenyXYgUHkAP64Jw3Hr5WZ/duxa6V4\n", "Iy4dr80Mh7NT543EuLkD40JeJer1Uqd+JhERAHx8NAu55bUAAA2AxuwXGxNzsWB4QKd34JJjmDJl\n", "isk+T09P+d+urq5dGQ4RkV3iL7aDsqd5ULaqq+qguLLObOeFh0vT1/9wZgn+vje905LaSZJk0oFR\n", "Xa9HWmFVp3xeW/A7oD7Wgbo6q/xr6vX4+Oh1/DrmIg5nlHTKZ1jixLVSbE8ukLd/c0dfdPc0PL8p\n", "qqzH7ktFaoXG74Cd2r17NyZOnAjA8PvXyMXFpcXjlOdDfHy8UNtr1qwRKh5rx1dS0rXXKrXLy9Hq\n", "tyu216xZI1Q8thafJTSS8sraReLi4jB27Niu/lhSiI+Pt6uhRLaoq+rg58tF+OvPGQCAfv7ueGRs\n", "MAYEeCDI2xX/PZaF787mya+9e1B3vDilr9VzYhRW1GFpdJLJ/mcm9caikeoM3+Z3QH2sA3V1Rvlf\n", "KarCmz+nI6O4GgDg46bFV0tGqJZnoqJWh6c2XUB+RR0AYHK/blg1MxybEvPwUUIWACDYxxWf3Dcc\n", "WhVGg/E7oK6TJ09ixowZVn3Pffv2oV+/fggLCwMAxMbGYvbs2QCAPXv2YObMmWaPE71tLPq52tH4\n", "zmSV4eUdqRYft2pmOFbvuWLRMW/NGYjRIT4Wf1Znsvf67Qqixyh6fJZcjzkCw0GJfAI7iq6qg1PX\n", "m3JNTO3vj8hwPwT7uEGj0eDxCSG4Z3iA/Pddl4rw4aFrsHa/5vWbRl80SspRbyUSfgfUxzpQlzXL\n", "X5IkbL9QgJXfX5Q7LwBDnomdFwut9jmWWnvkmtx54eumxfO394FGo8HcYQHwcTN0qmSX1WJfWrEq\n", "8fE7YF8OHDiAXr16yZ0XAFBVZRhpKEmS/G9bJPq5Knp8ohO9/ESPDxA/RtHjswQ7MIjs3Kmspukj\n", "twZ7G/1No9HgV7eFYtbg7vK+bRcKsPV8AaxJOX0kzN9d/ndSTrnVO0tE8PWpHPx+ZyouFVSqHQpR\n", "pyurqcef467g/YNXUasz/T5vSsxDfSdNT2vJ2ewy/JjSND1k5e194O9pGMLv4aJF1Iie8t/Wn8mF\n", "3g6vRa3JvFGNj45eR2KOukmV7UFeXh4OHjyI5ORkxMTE4MsvvwQAREREIDo6GtHR0YiIiFA5SiIi\n", "28cODAdl6Vwjsr6uqIPs0ho5cZ2HixOGBHqZvMZJo8FvIvti2gB/eZ+154Qrl1C9rV83eLkannze\n", "qK43yY3RVTqr/M9ml+PzE9k4cb0Mr/14GaXV9Z3yOfaA1yF1Wav8//ZzBuLTm+aPh/u748OoIfBz\n", "N+SZyK+ow8+XuzbPhCRJ+ORYtrx9R7gfpvb3N3rNPcN7yrmA0ourcTSztEtjBNT/Drz5Uzo2JuZh\n", "1a40VNXpVI3F1gUGBuKVV15BVFQUoqKi8NBDDwEAQkJCsHTpUjz44IMIDFRvxZuOUvtcbY3o8YlO\n", "9PITPT5A/BhFj88S7MAgsmPK0RejgrybXfFD66TBysmh8nZqYaVVG7PKTorQbm4Y0aupIyUpV71p\n", "JJ1hr2IoelFVPdYeva5iNESdq7CiDseuNd34zx8WgPfvGYJBAZ5YOLJphMN3Z/K6dITD0aulOJ9n\n", "uLY4O2nw1MTeJq/xdXfGvKFNU+i+OZ1jlyPCmpNfUYu0IsOUhvJaHS6rmFSZyJqyS2twJqvMov9q\n", "dXq1wyaiNuIyqg7KnuZB2aquqANlB8aYVhJGebs5o5+/OzKKq6GXgEsFlbgl2DpJppQ5MEJ8DR0Y\n", "CVcNNz1JOeWYNbiHVT7HEp1R/jq9hPgrN4z27blUhCnhfpjUt5vVP8/W8TqkLmuUv/Iac0uQN1be\n", "3kfenjcsAOvP5KKqTo+MG4YRDrf16/zvgV6S8NnxLHl77tAA9PIxv3zlolGBiDmfjzqdhIv5lTiT\n", "Xd7qtdKaOus7UF5Tj0+OZcPL1QmPjg8xm6A06aZpI6mFVRgZ5G3yOiJA/Ou1Mr688lqLE3Kumhlu\n", "7ZBsii3Vr6hEj1H0+CzBERhEVlRRq0NhZZ3aYQAwNOJPZzU1UG8Nab1hOlwxxeSclUZG3LyEaoiv\n", "m1Ej2VqfI4KzOeW4YWbKyHvxmSir4VQSsj+nlTl2ehvf+Pu4OWOuYoTDd2dzuySmfWk3kFZkSCTq\n", "5uyEB8f0ava1PTxdMGtQUwdqzLn8To+vK7yzPxPbkwvw7dk8xKaYT6KaeFMS5cuFzNlDRETiYweG\n", "Fej0Eq4UVamSpKy97GkelCiScspx75dnsfSbJDz63Xm8F5+JvZeLUVxlvkOjs+sgo7gaJQ03093c\n", "nRHe3aPVY4Yrpnact1LHQkl1PSrrDEMzPV2c4OfujCEBnnBpeCJ4raSm2TLqTK2VvyRJuFbSVIZt\n", "sV8xfWT6AH/4exgGuRVV1mPtEU4luVlnfQd0egl7LhUxMWErOlr+kiQZJwk2M3Jh0cie8tS1c7kV\n", "ONfJdVKvl/D5iabcF4tG9JQTdzZHmczzSGYJssu6Li9PZ3wHjmaW4GBGU06SI4p/K5kbgUHUHNHb\n", "jaLHJzrRy0/0+ADxYxQ9PkuwA8MK3t6fgac3J+OFbSnQ2VAnhj05klmC7RcKVC3/DWfz0PjxWaU1\n", "2JFciDd/TscDXyfhtR8vW31+ZZ1Oj8uFlYhLLcKFPNPOBuWNxehgbzhpzOe/UFKOwLiQV2GV+eBZ\n", "pbXyv4N9Dcu3ujo7YVCAp7xfxFEYPyQX4rENF/D0pgu4XtL6DY1OLxklMpw3LADPKYbT775UhKOZ\n", "5m8kyLre2Z+Bf+zLwMs/XMK5XHZidJbrpTXyEqWeLk4Y0tPT5DUBXq6YMbApeea3nTwKY1dKoTzi\n", "y9tVi8W3tJ40sa+/O8Y1jB7RS8A2K6/C1JVq6vX48PA1o32ns8tNfn9Kq+uRrljuFgDSi6qYB4CI\n", "iIRn9Q6MnJwcfP3111i/fj2ys7NbP8DGpRRUIi7V8NT1Yn4lUmxk2UR7mge19Xw+Xt+VhvcPXsVH\n", "KiVMrNPpcTq7rNm/H71aipgk46HJltaBJEk4nFGCd/Zn4NktyYj6/Cx+teUi/r43A7/ZmoIjN90c\n", "n7re9vwXjUK7ucHHzbBCSGmNzih3RXvdPH2k0cggxXQVFZ6Ut1b+3zcMJS+qqseHh6+22plzJrtM\n", "Hq3Rw9MFw3t54fYwP6PVXd6Lv4pyTiWRdcZ1KD79BvY0XJP1EvDtma6ZtmCLOlr+ymvMLcHeZvMs\n", "AMB9t/RC41+OZJbiSlHnPOmvrdfjq5M5is8NhI9b21J93aMYhRF7sbDLVuSw9ndg/Zlc5JTVGu2r\n", "qdebdBKb6zTWSYaRe0TmiN5uFD0+0YlefqLHB4gfo+jxWcLqHRgJCQlYtmwZlixZgqNHj1r77YWz\n", "/rRx4/jmm0gyr7pejwt5Fcgrr239xS04m12GNYqnTdsuFCC3rGPvWVuvR0ZxFWrr2/4k6nxuBaoa\n", "pkn08nbF23MHYfmtQUZPJL85nYPiDuTH+Pp0LlbtTsOPKUVILaxCnWK0iQTg/firqKg1NLp1eslo\n", "+Ly5od3maDQao1EYbZ1GUq+XcKmgEpW1po3+5jowRvRqyoMh2kokxZV1yLjR1JA/fq3MaHSFOfvS\n", "mpJ3Tgn3k0e8PHtbqLycZGFlHTYl2cccexGVVNfj/firRvuOZJYi84Y4N2XZZTXYfqEARYLkyumI\n", "U1ltu8b09XM3St75+52p2JdWbPUVP7ZdKEBBQ7n6uTsbTQ1pzcQ+vgjxNST6LK/V4afLxa0cYZ4k\n", "Scguq+nwb1t7XC+pxneKDrtA76apMyeuGS8Re/P0kUacRkJERKKzegeGp2fTDZurq/ms3/Yi80Y1\n", "DqYbrzigxjry7dHV86BqdXqczS7DFyey8eL2FCz64iye35qCh9afwx93p7Ur30JeeS3+HJcOnaIN\n", "XK+X8M3pnOYPaoVOL+GV2FQ8uSkZS6OT8NHR67he0vrNz3HFk8gJob64JdgbD48Lxj/nD0afboab\n", "9so6PT4/2TQqyZI62H2pEF+cMB3R1MvbFV6uhhETBZV1+LQh8/7F/Eo570RPLxe5Yd4WyjwYLU3t\n", "0EsSzmaX4/34q1jydSJWxFzE05uTTZ5cNt+B0fQ5qQXWXba1LVoq/zPZpo37NYevNRtjvV4yuhZM\n", "6e8n/7ubuzOejAiRt5VPrR2dta9DHx66ajaJ6uakPKt+TntV1urwwrYUvH/wKl6NTe3SZUXN6Uj5\n", "6/QSzmQ3n8DzZkvH9ELjAI2iqnq88VM6XtuVhhwr5Zs4n1thdO1/8NYgeLho23y8k0aDBcObOjxi\n", "zuW3uYOlslaHwxkleP/gVTz63Xk88u15LF9/zignTnOs9R2QJAn/d+ia3LE9tKcnfjWpaWns49eM\n", "rztJiqlVyo52JvKk5og+f170+EQnevmJHh8gfoyix2cJq3dgKH/wXVxaTpxl6747k4ubmzdpRVXI\n", "r+j6Jy+AYSrFq7GpOGvm5ssaok/n4L6vEvHfhOttbthdL6nGmsPXcP9XiXjph1R8dSoHSTkVcsJT\n", "CcChjBL8ZlsKXtyWgsMZJW1q1FfX6/HH3WnykH1Pl6ZT+UfFHGhL7UktQlJDZvayGh02Jubhlxsu\n", "4Hc7UhGffqPZ/+/jiqdb40KbGvLOTho8Pam3vB17sdDi4dOnssrw7v5MeXt0sDf+MWcgNj00Cl8u\n", "GWGUZ2Hb+QKcz60wSaynaUP+i0bKjoXzZnJrVNXp8MmxLCxffw4v/XAJ25MLUFpjuLHPLa/FsavG\n", "nXjKuuit6EjxdTcs2woYhi5fzLes4ZxdVoMvTmTjTJb1OwTMTQcqqKwzGp5u9PqsMrkMArxcMEwx\n", "igUAJvZpevqcUlCJGgtG99iSoso6PLM5GU9uvNDu72B77b9SjL2KUTAPKHIf7LlUpEqi2JttTy5A\n", "UaXhmpVWVG3yXbEll4uqUNZwznf3cEY/P/cWXz+kpxdWzeyP7p5NUzoSrpbiyU3J2Hg2t0OjMXal\n", "FOLlHy7J8QR6u2DOUMuXZp41uAfcnQ2/JRnF1Tjdym+pJEl4P/4qFn+ViFW707D9QgGyFSMAvznd\n", "/PSly4WVeH7rRWy67oZMK0zbOHDlBk40dI46aYCVt/fBrSE+0DZc+tOKquRRP9X1eqQorrf3KDpu\n", "Ugs4AoOIiMTWtsmhFtDpmp5QtnTTFB8fL8/FaewRsqXtG3UaxKU1PbXo5qxHSb2h4fPNTycxzr++\n", "S+NJq3DCV1cNq0xcySvBiv5VrR7fqC3vn1XthE/TDe//7dk85GRdw/9GRZh9/YED8Uit0CIVgTh2\n", "rfkGepCPq9Fc3aTcCiTtTkMvNx3uCqzFw7MmN/v+MdluSC01nL5OkHBfcAVO1/XEmexy6CXgn7Fn\n", "8Nb9Ey0qz4jbJjd7g3oqqwynssrw8NgghFVeNjo+du9BXC40nAtaDVCdkYT4a01/r0lPRH8vN6RV\n", "OEMvAX+LPYflfapxxx2t1296cRVej70EnWT4LoX7u2OWdy7K03LhE2J4vXPWOQz0ckNqhTMkAG/8\n", "mAx3rQTA8PTRszwL8fFX23w+FV46Aw08IUGDjOJq7NkXD3dt09///P0JHL/RfOfk1uOX4JRVK78+\n", "o6gCaJgBH+zrZvR5I3t5yXOuk3IrMCbEp031lVKuxbY8L1TU6vD1KQmP9K3Gg3ebP1/as33ksgca\n", "+3dv7VaHUyWG/9/NSXnoUZ6OQDfJ6PXbsl0BGF4zwLUShw4eNHn/vn49kHmjGvV6CRt+OoLlVoxX\n", "lO0t5/KR1tBBty4hC6/PDG/x9ZGRkVb5/Ip6YN21pk6iMd3q8NiEEJzKKkdKQSVqdRK2nS/Aw+OC\n", "VSufiZMmY3Oi8UiQ78/noy4zUZV4Olr+WT6D5P+PEJdq+fe+peNv69cNFekl+CnfFSduuECCIT/D\n", "RwlZqNZJWH5rkEXx6PQSVm85hiPFTdcjD62EeT1K4ap1srg8vFy1GOVdg2MN17eYc/moSDvT7OtP\n", "ZZVhe3LzCT/TiqoQE3cQATddLwBgU3EgLuRVAnDGk5vOY+6wnnhobBDOnTjaYrxx++JxoNAFBU5+\n", "0EkSysvLIUGDMn1Tc268X52cJDnUXYeMKsNvwYnrpfDIvYArFU7QSYbf856uetRfvwDA8PpL+eXY\n", "fyAeU9rw+2QP29R2opeZ6PGJTvTyEz0+QPwYRY/PEhrJypNQt2zZgoULF0KSJGzfvh3z5883eU1c\n", "XBzGjh1rzY/tFHU6Pb4/XwAPFyfMGtxDXgoOMAxV/r4hU/ktQd64Pawb1jQskzipry/+dPcAq8Zy\n", "vaQa3T1dzA6JrdXp8czmZFxTrJTw3bKR8POwzggYSZLwPztSTYbVvzSlL+4ebPyUK62wCn/fm44r\n", "Zp4o9fJ2xbhQH4wO9sHoYG9093RBenEVNp7Nw0+Xi02WoZ3U1xdPRfRGaDd3OY6s0hrsvFiI7842\n", "3QisnByK+cN7IimnHC9uvwTA8ATq43uHoU8rTwWVtl8owPsHDfPnfd20+M0dfbE7pQhHr5bIq4u4\n", "aTX4eulI+Lo3NRZ3XyrEW/sMIyRuCfLG2/MGmbx3enEVntmcLL/P6rv6G80JN6ewog7Pbb0oZ/nv\n", "4emCfy0YjEBv0+kguWW1eHLTBVSbebIfvXQkenhZdi78OuainJD2jVkDMKGPLwDgRlUdlq8/h9qG\n", "eTu+blpMCfdH/x4eRmX37bJR0DppUF5Tj0VfGm7QXLUabH10tNFqKHsuFeEf+zIAAONDffDm7IEt\n", "xqWXJESfzsUXJ7KNRj/19HLBmoVDjeqlvfIrarEs+pwc8+aHbsHvYy/LOUVGBXnj7bkD5Ru2er2E\n", "B75OlJ/+vjd/sNE0nEb/PJCJnRcLAQCPjgvGg7cGdThW0Tyz+QLSigzffQ2AT+8fbjRtyJokSUJZ\n", "jQ7FVXX47Hi2vGxkgKcLPrp3KLzdnPHz5WL89ed0AIapPF8tGQE3Z3UW31JeX5T+u9j0OlWn0+OL\n", "kzkoqarHUxEh8G5jIsqu9MrOVJxseOL/2yl9MWuwZSMezudW4F/xmfJvhVYD/OueIRgcYLqSiTnl\n", "NfV48+d0o6kRYf7uWH13fwT7tP+cy7xRjSc2XgBgOIc/e2B4s+/35k9X5FE/Ib5uuCOsG8aH+mJz\n", "Uj4ON+TDenhsEJaPDTY67npJNX654YLJ+3m6OOGB0b2waGSg2fP01PUyvHsgE7kt5Nfw93DGJ/cN\n", "l6cWRp/OwafHDdMPpw3wx++nheGrk9n4oqGzfu7QHng+si+WfJ2IoirD6KB1i4ehrwW/nbbs5MmT\n", "mDFjhtphALCdtrEtOJNVhpd3pFp0zKqZ4Vi954rFn9We496aMxCj25ibjMhRWHI9tnpLLiIiAtHR\n", "0YiOjkZERIS1375LbTibh4+OXse/4q/ihW0p8pDo4qo6+UYEAJaM6YWIvk03o6eul1ltiHi9XsLb\n", "+zLwyw0X8PhG88s5fnc2z6jzAkCrq6FYMg8q4Wqp2ZwA/zyQKScGkyQJW8/nY+XWi0adFxoAEX18\n", "8ebsAfj8geH4TWRfTBvgj+6ehhvqMH8PvDS1H754YDgWjzJutB3JLMWTGy/gvfhM/PXndDwYfQ6/\n", "3HDBqPPiF0N6YN6wAADAyCBvo6XwvjrV9lwYNfV6fK14/QOjeyEyzA+r7+6PLx4YgbCGqQ41Ogmx\n", "KYVGxyob0MrpI0ph/h6YMzRA3v444Tr2HWi+Dur1El7bdVnuvPBwccJfZvU323kBAL18XPHo+GCT\n", "/X393C3uvACM82Aop5Fsu1Agd14M7OGB9ctG4bnIPpgztIc8NLy0Ricv65pVZryE6s1LuQ4LbLpZ\n", "uZhf2eIw8opaHf605wo+v6nzAgDyK+rwzv5Mi4ahN/cdOKNITDi8lxdcnZ3w68mh8lDsxJxyQzk0\n", "fMdPXS+TOy96erlgaKD5GzDlqitJgi/tWVGrw4ErNyxKOptfUSt3XgCG6WGbElvOPWHpfMxanR7v\n", "7M/Ag9FJmPvpGSz+KhFPbkqWOy8A4IU7+so3/FPC/eREhiXV9diTWmTR5zXnWkk1vjubi10phW06\n", "53R6yWg1FOWUt20XTJ/gf3kyB9+eyUVsSiHWHum8lZXaOx+2Vqc3WjmorUmClYb38sKHC4fKU9Z0\n", "EvDW3ow2JU8+fq0Uz2xJNrr2Tu7XDe/NH9yhzgvAcM1s/B2R0PySqqXV9Ubn3aqZ4Xh8Ym+MDvEx\n", "Wnlo35UbJsfuutR0Hro6NZ0/lXV6fHo8Gw98nYi//pyO+PQbqKnXo6JWh/fiM/G7naktdl44aYDn\n", "I/vInRcAMD7UV/73yetl0EsSEnOarukjgwzJlAf0YB4Mapno8+dFj090opef6PEB4scoenyWsPpj\n", "nZCQECxdutTab9vlJEnCbkUj42J+JZ7dkoyVt/dBRnG10U3cuN6GHAOh3dxwraQGNTpDcjPlvPf2\n", "qK3X442f0uUnOQUVdXg1NhX/nD9Y7gDIKq1BtJmklcl5lR3+fMDQ8F6XkCVv3zWoOy4XViGtqAo6\n", "Cfhz3BX86e7+2JKUb9SYc3N2wtyhPTB/WE/07tZ6gzLAyxVPRfTGopE98enxbLnsdRKwI7nQ7DHD\n", "A72wYnKo0VSlR8YFy/OA914uxpLRvRDe3QM6vYRzuRU4k12Gfn7uuCPcz+i4H5ILUNhws9bdwxnz\n", "FXOCA71dsWhkIN49YBhlse18Ae4dGQitkwY6vWSU3X2CorF4s4fHBuHny8WoqNXhWkkNjrs5Y2oz\n", "rz1+rVTOBu+kAV6bEW7UwDTnnuE98fPlYqNcEmNCvFs4onnDAr0Q07CM6PmGm+2aej22Khrz993S\n", "Sx6V5KTRIKJPN7lj70hmCUYGeSOrxHwCT+U+Hzctymp0KKvRIau0Br27mT75K6ioxe92pOKq4v1G\n", "B3tjxsDucr0czixBzLl8LBwZaHK8JZSJCccEG25kwrt7YOHIQGxsuCH/v0PX8O/D19Cnm7vRyCHl\n", "6iM3G6lYdeV8bgV0eqnZZSfVdL2kBq803CiFdnPDR/cOMxp91hxz+Rx2pRTi4XHB6GaFkTEA8Nnx\n", "bPyY0nwnxC+G9JBHCwGA1kmDhSMC8Z+G5ZU3JebhF0N6NFtHLamo1WF/WjF+TCky6tSTgFZHH/x8\n", "uVi+8fR10+KFO/rKT+x2pRTi0XHB8Gy46UwrrMKGs02dHT+nFeOpiN5WGV1kLRdyK1DT8BsY4uvW\n", "bMdqa5ydNHhpSj88syUZNfV6ZNyoxmcnsvFURG+zry+vqcd/jl43OQceHNMLD48Lble9mhM1oqf8\n", "OxJ7sRDLbg0y6hQAgJ8uF6OuoQwGB3givLuH/LeIvr5wc3Yy/D8VVyO9uAph/oa/6/TGbYuo4BqM\n", "GjEcHydkyavlVNbp8fPlYvx8uRjuzk7wcHFCcVVTclofNy2enNgbA3p4wEkDaKCBRmMYpXfzeTKg\n", "hwe6uTujpLoeJdX1uJhfKXcwA4YRZYChLdM45TO1oArTrDuI1GHo9XpIkgSttu0JZMnxaJ1gcf6u\n", "QG9XBHfSiEYiWyNOi0gwV4qqcf2mJHSVdXr8fW8GlG35pWOC5BvhSX27yTc4RzNLO9SBUFmrw6rd\n", "aSYjH7LLavFq7GW8M28QPF2c8H+HrsqNKFetRu5YaS0hYlvnQf2YUigvJ+np4oQnJoZAp5fw3NYU\n", "FFTUobJOj5d+MB6m17+7B16dHtauIagBXq54eWo/3DOiJ/5z5LrRUqCNMYwK8sbY3j6YMzRAnufc\n", "aGigFyL6+OLo1VJIAD48dA2BPq5IyCyRkywChqG0v4nsAw8XLarqdEbL4S4dEyQnclO+fl3CdZTW\n", "6JBbXouEq6W4rV83pBZWyu/r5+6M/j080Bw/DxcsG9MLHzV0CB0q8cTKej1czQwVVv6wLRje0+gp\n", "WnO0Thr8JrIPVsRclKeqjGnnEEVlIs/k/Eq50d2YNDXQ2wVTwv2MjpnUt6kD42hmKZ6Y2PumBJ6m\n", "P7wajQZDenrKT1Iv5FWa7cD49Hi2UefFopE98eTE3tA6aXCluApbGpYm/TghCyN6eWNwz9aHoTf3\n", "HTitGIExWtEB9NDYIOxNK0ZBw6gYvQSjpVYBYEp/fzQnyMcV3T2dUVRZj8o6PdKLq1rtlGpOQUUt\n", "TmeVI6KvL3ysOL3gSlEVfr8zVR5Kfq2kBscazvXWHFV0YGhguLGv0UnYdqEAy5uZLmPJfMzTWWUm\n", "Izo8XZzg7+ECf09nDOrhiV9OCDE5bvaQHvjyZDYq6/S4VlKDo5lt+/9ppJckfHIsC9+fy5dv2pW+\n", "P5ffYgeGXpLwraJDImpkICb36yZ3eFfW6bEntQgLhveETi/hn/GZRisr1ekk7EopxOJberU55rZq\n", "73xY4yTB7eskbdS7mxuejugtT6/ZlJiHSX19cUuw8bXrcEYJ/nUwU06CChg6g56P7Is7broWddSE\n", "Pr4I8XVDVmkNymt12HA2F4+Obzq3JElCrGIU5uwhxvXv4aLFpD6+8uiLfWk3EDbO8NtwOqtMvoZ0\n", "c3fGI3dHwEXrhPGhvth5sRAbE/OMrpvV9XqjqYG39+uGlbf3kR9itMZJo8G43j7ysrDfnsmV3y/Q\n", "20XufBoQ0PTbxaVU2yc2NhZpaWmIiopCSIjhfNm2bZucG27AgAEYNWqUmiF2iOjz50WPT6mkWteu\n", "aSed2YEhevmJHh8gfoyix2cJdSYD24D9V5qWPxvRy8vo6XHjzWFoNzfcHtbUEJ6oePKXcLW03VnV\n", "S6rrTXJO3BHuJ3ecpBVVYdWuNPx0uVi+8dPAMA+50cX8ig5ldQcMq00ol+68/5Ze8PdwQYCXK96Y\n", "NT8muYwAACAASURBVMBoGHSje4YH4P0Fgzs8f3ZwgCfenjsQf7wrHAtH9sRTEb3xYdQQbHroFvx5\n", "1gAsbGaOMGAYhdHobE459lwqMuq8AAxPRH8dcxFXiqqw9XyBvPRiTy8X/MJM9no3Zyf8QtFIbRyd\n", "oBzCPD7Up9UngPeM6CkPaS+r0TW7TKmy7se1sjyh0oAenng6ojecNMCgAA9MbEPHhzk9vVwQ0NBA\n", "rqrT40pRldFSlAtHBJqMHri1tw9cG+ZZZNyoRnZpTbNLqCoN7dnUWWKu402SJKNVXl64oy+emRQq\n", "f/4TE0LkefP1eglv/HQFFbXNL8lap9Pjs+NZeGd/Bm7ctDJFdlmN/KTc3dkJQxSxebho8ee7+2NK\n", "uJ/ZZWn7+btjaAsdJxqNxmgURktL1LYkr7wWz2xOxj/2ZeCPu69Y9D1PKajEyu8v4sXtKdh9qRC1\n", "uqYbo4v5FXjph0ty50Uj5dPi5tTq9EbLwy4f29Rh8f25/A5Pqauo1eGtfRny1KHxoT7Y+uhoxDwy\n", "Gp/ePxzvzhuMX90WatLxCABerlrMVUzf2pCYa9HypTuSDTl3lJ0XWg3kKUWphVW41MKUvSOZJXKi\n", "Wg8XJ9wzPAAajcZo5YfvG5bs3HahwOx3YHtyYYeWXK2o1eFg+g1sv1CAb07lYO2Ra/jH3nSsOXKt\n", "TctE38yoA8OC61Nz5g7tgfGhTdM23tqXicpaHfIrarHhbC6e3ZKMVbvTjDovpob74ePFw6zeeQEY\n", "bvqVnW6bEvNQWNF0rbjUMAoRMORFUk4ZkeNTdGbuSyuWv6fK6SPTB/jDpaETXuukwbxhAfj0vmFY\n", "s3AIHhzTC6GK0Yvd3J3x6rQwvD4zvM2dF42UHeCHFCMlldejQTdNIbn5upJaUGlyvSRjs2fPxp13\n", "3mm0z93dHVFRUYiKirLpzgsiIpGwA8MMSZKwXzFvddHIQPw7aghmDupu9Lolo3sZ3bCODPKWb+pz\n", "y2uR3o6l0Yor6/DS9ktGOSwenxCC12aE48U7mjoozuaU4+97M+TtecMCcGd/f3g3DHMtrdEZrfBx\n", "s7bMg9qYmCffzAR4umDRqKah+eHdPfD6zHC5Ee/jpsWqmeFYMbmP2REF7aHRaDC5nx9+NSkUi0cF\n", "YlCAZ5uG3A8M8MTtZp6w9vB0MZqrfbWkBs99f9FoCs6yW4NMRnU0mjesp9yJdCqrDJnF1UY31m0Z\n", "JeGidcJtinwpJ66bDrsvr6nHZcX0kcY5ym21cGQgNj10C/7vniHtrguNRmOUB+OT41lynhUvV61R\n", "Z04jd2cno/I9klli1IER7GN+mLkyZ0RyvulN/dWSGnn4tI+bFrMGG38PXbROeHV6mPzdyy6rxd/3\n", "pqNOZ3rTrNNL+MfeDHxzOhc/phgSiCob6sr8FyODvEymTgzo4Yk/zAjHZ/ePQMzDt+C9+YPx3O19\n", "8NiEYPz57v6tLlerHNmSlGN5HgydXsLf9qbLHXKJOeVml7o1JyW/Er/bkYqL+ZVIyqnAW/sysTz6\n", "HD4/kY34Kzfwux2pci4PZUfA0cwSlFbXN/e28v9L41PdEF9XLB0T1KbcE22dj/nh4WtyPhgfNy1+\n", "O6Wf2c6K5kSN7Clfq5JyKvDO/kyTpMHm6PSS0XSOfv7ueDqiN755cKTRTasyJ5KS1JB0ttG8oQHy\n", "iJm7BnWXz9mrJTXYfakInx5vmq5336hAedpCVmmNUQeRJRKuluDR785j9Z4reP/gVXx2Ihubk/Kx\n", "J7UYW5Ly8evvU5BwtaT1N2pQUauTO1k0aJpm1REajQYv3tFX/v3KLa/FU5svYHn0OXyckGU0IsDf\n", "wxmvzwjH/84Ih7+VElWbM32gP/o3TAup0Un44mRTZ75y9MUd4X4m00sAwygOj4b6vVZSg7SiKrkj\n", "qdHdg7ubfAc0Gg0G9PDEo+ND8N/Fw/CfRUPx+2n98N/Fw3DnAH+LlsRu1FwnuPK3JcjHVf7/KK3R\n", "yd83wNBB+ZefruCXGy5gU2Ke2WsrmafT6bB582Zs2rQJJ0+eVDucDhF9/rzo8YlO9PITPT5A/BhF\n", "j88S7MAwI724Wr5Zc3N2woQ+vvB01eJ/pvbDK3f2Q//uHpg9uAdmDDS+kXJ20hjdxCaYmRPemrVH\n", "r8vD0jUAnru9Dx4YbRg6fPfgHnjCzBBpfw9n/HJ8sDwcv1FyK9NIWlJUWYcNimSZj4wPNrlhGNvb\n", "F/9eOBTP3haK/ywaitvDrP8krL1+PbkPxoR4Y0hPTzw4phf+754h+HrpCPx9zkD8z9R+8uiNGp2E\n", "yjpDYyzYx9VkVRWlXj6umKTofPjmdI48l1gDYGwbn0SO7d10jpwwc1OSmFMhP2ke2MPTbOO4NV6u\n", "2nY1dJWUHRjKkSZzhvSQ5+vfTJnM9uYOjJBmcqEoRzmkFVYZjQoAgLPZyk4Fb7OjXEJ83fCCooPv\n", "SGYpVu1OMxp6LUkSPjh01Sip3vFrZUbfU3P5L5rj6arF8F5emDcsAEtGByGoDckDlTcMSTmWj5KK\n", "Pp2DpBzjDovmkgwqpRRU4pWdqSYjU25U1+PrUzn4U9wV+Xvg46bF23MHydeSOr2EfWnFJu+ppCzD\n", "CaHd4NyQe6LRpsS8do8g2H+lGHsUT62fj+yDHhY+ge7p5Yp5w5pGPOy+VITVu9NaHRlyMP0Gshs6\n", "gn3ctHh/wWDcOyoQ/h4umD2kaVTHT6lFZlcAOp1dLt/su2g1Rp3Anq5a3DWo6Xrzzv5MVDXUQZ9u\n", "bnhkfDDuUnSabzeT7LMltTo91hy5hj/8mCZP/TKnolaH135Mw3dnc9t0Pp5tWKoaMORXsFZujgAv\n", "V/x6cqi8nVdeZ5Ss10WrwazB3fHxvcMQ2QmjLm7mpNHgyYlNv7c/phQio7gK1fV6/KTokLt5+kgj\n", "N2cno9+LvWk3sC+tWJ7mOaCHR6tTyDQaDcK7e2DagO4dKmd/TxcMMDO9cZQisbBGo8GA7sppJE3t\n", "h63n8pFVWtuwbHWOfK2g1s2ePRuLFi3Cvffei9zc3NYPICKiVrEDw4wDihucSX18jW7cpw/sjrWL\n", "huLFKX3NjgaI6Nt0c3o0s+1PtQDDzdvPl5tuFH53Zz95hY1G990SiHtH9jTa91REbznrvrID46KZ\n", "p9mNWpsH9eXJbLlBHu7vjpk3ddY0Cu/ugagRPRHg1b4kbp2lh5cL/jFnED64ZwgeHR+CwT095Rvf\n", "mYO644N7BqPPTTfUD40NbjVZ4T0jmsr+p8vFckN+UIBnm5etHR3sLT8NvlxYheKbhuUqb6JvCe7Y\n", "/PKOGB5ouhSoVmN4mt0c5fl/NrtcHsHj7KRBYDPnSDd3Z3lKRp1ekkefNFKWx+gWymNqf3/cf0vT\n", "DeLxa2V4VXHT/snxbLMJYdceuY46nSHxWnP5L6ylf3cP+alsQWUd8srbPiT7XE652ZV1Dly5YXIO\n", "KV0qqMTvd6aivKEcfNy0WDqmFwLMrE7T3cMZb88dhME9PY1unlubRqLswGicSveLIT3kzrdrJTU4\n", "YuZ62Np1qLCyDv+Kb1p6dOZAf0wJbz7PSEuemdQbsxUdlEevlhrKpcb8zb10U+6K+cMCjJaxHhXk\n", "Jed1qazT48AV404evSThS8UUvFmDeph0vCwY3nR9V96s/+aOvnDVOmGeYurL4cwSFFQYj6rT6SUc\n", "zijB4YwSXC6sRGl1PSRJwtUb1Xh+a4qcGwYw1O3swT1w/y2BeGJiCFZODkXPhnNAArAuIQt/35vR\n", "aqeOcf4L6y4DOG2AP6YqOiecNIbPeGlKX3y3bBR+O6VflyYzHRfqa7Sy1X+PZSH+yg35Bj7E101O\n", "gmnOnTdNI9mlSD56d8P3q6vmJI+/qYPd101rMtXTKA9GgeE6fKOqzui6s3xskNWS8joaF5fW2wjK\n", "J6Tx8fFCbdtafJaqr295pKHaSkpKWL8CxWNu++ZY1Y7HluNrjUbqaKKEdhB9resnNl6Qs4H/YUaY\n", "RQ3mG1V1eODrJEgwNL6+WzaqzQ2uVbvS5BVHbuvbDavv7m/2dXpJwprD17HtQj6mD+yOl6f0lZ+2\n", "H84owardaQAMN6DvLRjc5tgbXb1RjSc3XZBvzt+cPaBN0yNsTVWdDh8cuoa4S0UYF+qDP989oNUp\n", "KpIk4anNyfKc9kZLx/TCL8ebjo5pzovbU+Qn6a/c2Q/TFR1Ez25JlodM/2VWf6usJtMedTo9Fn5x\n", "Vn5iCBhuIP/nzrAWj1PG3yi0mxs+uW94s8f89ed0ufPu2dtCEdXQUSRJEpZ8kyRPIVmzcEiLTy0l\n", "ScKXJ3OMGtwDe3hgYh9ffKMYyn9HuB9OXi+TOzeeiuiNSX198diGCwAMI1g2Lh/VKauEvLIzFScb\n", "Rt787s5+JiO5zCmvqcczW5LlDo9RQd6o1enlp/uPTQjGktGmiTJTCyrxu51NU0N83LT4x5yBGNDD\n", "E/V6CYfSbyDmfD6ScioQ2s0Nf757gLxqUGl1PZZ8kyRPtfjv4mHoYya3TVZpDR797jwAQz6AjQ/d\n", "Io9w+m/CdXzbMJJrZC8vvDu/bdejylodjmSWYFNSHi413EgFervgP4uGtWtEUiNJkvDp8WysVyxp\n", "Gu7vjjd/MdCkc+F0Vhn+Z4chQbGLVoOvlowwmbLw7Zlc/PeYYdrHyCAvvDuv6f9vS1Ie1jQsgeqk\n", "AT69b7jZBGy/35lqNBJrztAe+E1k02iil3+4JOfEWX5rEB5uyPFTUavD6j1pRp1u/8/enYe3UZ1t\n", "A78l2bK8r7FjO7GdxFkgCVkhoaROQgykkNA07KRAoZS2QOkKdPmAwgeFFtK9bygfS3lbCGVNyEKa\n", "2NAEQclaQhLH2Zw4i/d936T5/lA0npFlW5IlnZHm/l1XrktS5NGjczSjmUfnPAdwTP+xSZJc3Blw\n", "LGX944KcAUnWxo5ePFF8UlWPZWJaNJ68aoLb6RkNHb24660S+QI+EN8NPTY7Nh6uQ4TRgMvykrwe\n", "beNvJ+o7cO97R+QE06jYSHl6xZ1zM3HLTPcFagHHe7nptYMDRj6ZDMDaW6d5nPT2h/0VrXhwc3/B\n", "7UtzE/H4FepzjG3H6vHsdseqTs5zkD9YT2PT+cTvmMQo/HXlFLluRzjYt28flixZ4rftlZSUICkp\n", "SS7iWV5ejtzcXADAxo0bsWzZskH/VuvnxqHE9fPuiccKx3ldWNPXv/Plb569Oh8z/Jw0JtISb47H\n", "4fMt5CenGjvl5EWUyTDkspjuJEVHynP67RJUNRKGcrimXU5eGKAuROnKaDDgvi+NwaY7Z+Khhbmq\n", "qQLKERjH6zsGnec9VKbr1b2VcvJiVlZcWCYvAEdRxocW5mLdHRfhV0vzPbpYdS2+5+Tt52TOINNI\n", "Wl3qX0zNEDcCI9JkHLCax3XTh1+iVDls2mmwAp5OyuKXpYqaDq71L5RLFbpjMBhw+5xMfFuxDOPx\n", "+k5V8mJ+TgJ+tjgPX0rqHyL92n+r8O+y/pFX00fHBmyJ02mKqTmHqgaOkmrp6kNjR6+870qShD9Y\n", "z8jJi/goEx5elKv69X7T4XrYXPb1M01dA5IXz3wlX04ARRgNKBifjN8um4S3vz4d/++6C1RLHidY\n", "IjBfMaJmsFEYytEXM7PiVcV1vzp1lDyq6WB1O/5Trh6FoTwO9dkl7DjZiCeKTuLG1w7gmX+Xy8kL\n", "A4AHC3JHlLwAHJ+Puy7OUn0+TjZ24Scbj6GhQz2K5U3F6IurJqa6vaC/YmKKXBfnYFU7zpz/7jjb\n", "3IWXd/fXs7jpooxBq8crR3WlREcMmCaoHIX3wZF69NklNHb04sFNxwYkLwDHqhXO5EWk0YB7Lx2D\n", "J64c7/Zi+dC+nfjN1fmqmjbH6jrxzEflbqf8vLDznJy8yE6I8nmVo6GYTUasnJaOay8cJTx5ATjq\n", "3ixRjEZyJi+MBuDKiUMvn2s2GfElN/WY5uUkyv0xkl+MvXFhRqw8+gsApmcMHGGXn6o+fyir71TV\n", "d/n2vOywSl74W1FREaxWK4qKirBjxw4AjgTGW2+9hbfeeguTJ08WHOHIBOuz6iutx6d1Wm8/rccH\n", "aD9GrcfnDX4TudihuIi5JCdRNWTYU8pfzHecbPJoXvHf9vQPNV44PmnI5Tid3F1gpcREysXzemwS\n", "TjV4txza0doOVQHTu9zU3Ag33vbxkvxk1YVUTKQRU9xMtxiKsl7G3nP9K9YcVNS/mJjmW/0Lf5qq\n", "eF+zsuI9WvbTXQIjc5j6EMr2U9ZuUda/mD5I/Qt3rpuejh99OQeuu8j00XH4xeXjEGE04JLkPrnK\n", "f3uPDf9QFOmb4YfChIOZqhhyfqBafQH67sEaXP+PA7jp9YO4+uXPseLV/bjtn4dUdTt+uCAH6XFm\n", "LByXjPio/qKHuxXJ0s5eG54oOiknL+LMJjz9lXxMTHPffwmWCLfHE2Xh4qLjDQOSJABUBSCVKzEB\n", "jroGlyuKXf7636dw2k1x45auPvxww1E8WXwK1lNNqlE/gOM45M9fnq6bno6HFubKn49zLd346QfH\n", "5WKlZfWdqhWeBkvcpcREqj7vW444EknPbi+XVy0Zn2LBqtmD/0o/b2wCbp2ZgRmZcXj8yvHydECn\n", "L+UmIjna8Vh9Ry/ePViDH248qhrlNG10LHKSLKrpjrnJFvzxq5OwYuqoIevhRJqM+MGCsbj/S2Pg\n", "fNZ/K1rx9hfqJWv/W9EqL8UJAN+7bMywU+7CxTfmZCLSpH6vF49JQKqbaViuFo4fWK9jqGV3AyXS\n", "1F+TwwBg7tiBSfexSRb5fda29+J31tPyjxlzsuMH7N+kVlhYiHvuuQe33347CgoKAAAFBQW44YYb\n", "cMMNN2DixImCIyQiCg9MYLj4WFEhvMDHQmHKXy0/LW/Grz48hY4hlnX8vKJVnldsNEAeIuwrZVFE\n", "d4U8e212zJl3qdu/fUnxq+GCvCTVtsghOlK9EsasrHivT+QnpcXIFfcbOvrkwq2e1nsIlq9MSUOi\n", "JQKxZhPuvsSzZFZ+WjRSotUXYe6WHVWakBItt2FFS7d8ITmS9lg6ORU/X5wnbzc/NRpPXDleHiGw\n", "8MsLVL/EK6/NZwag/oXTlFEx8oVzeWOX/F73nG3BX89POXDq6LWr6mRcPSVVLmBojjCqajo4i3lK\n", "koTfW8/InymzyYBfLZ0gLzXrjYvHJMjz3evae1X9ATh+7Vcu+Xuxmwucb16SJSdVO3rteHTbCfk9\n", "L1iwAM1dfXj4g+MDlg8dl2zBN+Zk4pUbLpQLGftT4cQUPLJknNwXpxq78LMtjpopbx3oH32xYFyS\n", "amSKK+XohW3HGvDG/mocrnG8F5MBeHBh7qArGwGOUSHfmJuFZ6+Z6PZ4G2kyqgpFvrirAhUtjloY\n", "RoNjWeHfLpuEF6+/AOvvuAhvf306/n7TVLywcsqwCUdn/QWDwYBrLxylaudX9lTIo6F6bXb86ZP+\n", "WiSLxiepihGHu/Q4M742VT3ybrDina5mZyfIiUbAUfNHuZ8EqwYG4KgDc+vMDDxSOA55yQN/JIkw\n", "GuSVV4D+Za2NBuDb87NHXBiaQlswP6u+0Hp8Wqf19tN6fID2Y9R6fN5gAkPhdGOXXNsgymTw+deG\n", "8SnRmKf42+0nm/DA+0flqSlKkiSpRl9cOTEVYxIHzjP3xlCFPE82dOKm1w7i5tcP4l9H1QUN951r\n", "USVS7pw7skRKOLvxogyMTYxCoiXCp4srk9GAWcpRGOd/7VVeDIos4OmUlRCF126Zire/Pn3QX+9d\n", "GQ0G1WokAIa8AAQcF+PKKvlHajsgSZJqBIYv7VEwPhkvXn8Bfr44D79fPmnAiJZLxiZg7hj1L/ue\n", "TFUZiehIk6otS2raUdXajac/OiWPvjGbDHC9VMhPjcZ35o9RPXbNBWny8/acbUFFSzc2HK5TFQP+\n", "3mVjvR4h5BRpMqqWCy1ymUbyeUWrPF0hN8nidiWW5OhIPH5Ff+KooqUHT314En12CU2dvXho0zFV\n", "4dYbL0rHi9ddgL9edwFunTV62M/OSFyWl+SYhnf+/rG6Tvz0g+Oq9lMWhnVn7pgEpJ2f6tDU1YdX\n", "FYU7vz4706NRS8O5ZkragNFEZpMBjxWOVyVQDAYDEiwRyIg3+3SxefucTHk6l01y1KZp77Hh7QM1\n", "8spcMZFGfHvemKE2E5ZunpEhJ/NGx5sHHOMGE2E0YIFiha7L85OFjVxJjo7EN+ZmqeJx5W61kmUX\n", "pLlNeBAREYnABIbCDkUV+YvH+jZ9BHCcRD5SOA7LFXOXTzd14Xvrj2BHWaNqSsmuMy0oOf8rV6TR\n", "gK8PMdTYU1NUCQz1r5prPjuLth4bOnvtWL3jNP762VnY7BIkScLLuxUV8yelui3YRw4pMZF48foL\n", "8Mat03y+OEzo7P+Vd++5FrR09aFMI/UvlMwmo9f1IFynkQxXAwOAyxLA7TjT5F39i8FkJURh0YRk\n", "mF2WAbZarTAYDPjOvDGqi8MZmZ5PVfHVVMX8833nWlXTPVJjIvG/N03FB9+cibe/Ph2v3HAB1nxt\n", "Mn5/7aQBSxlnJUTJNWokAH/59CyeV4zi+Mrk1BEPV1euRvLxqWbVaDJ3q4+4MyE1Bg8vzJXv/7ei\n", "DX+wnsZ9b32Bk439y0b/uCAHd1+SjZzk4B17Ls9PwQ8WjJXvH6ntkEfjzMiMG3YUmslowJWTBhZi\n", "nZQWg5v9NHIkPc6MeYqpiXFmE379lXxc6qa+gjdc58NGGA342eV5iDlfK6GytQdPf3QKryuK4t4x\n", "J9OjqRPhJi4qAr9fPgnfvDgLTy/N9yoJsWrWaIxPicaUUQM/E1qbk5zvknCLM5tw22z+mEHa+6y6\n", "0np8Wqf19tN6fID2Y9R6fN7gWlgKytoPXx7hOvNmk/H8L58x+IP1DHpsEjp77Xjyw1OIijAiK96M\n", "7MQolClqVFw9JQ3pcSNfjnRimmOIul1yDFHv6LEhxmzCf8+1Dij69s7BWpQ3deHLeUk4WtdxPnb/\n", "JFLCncFggGkE17njY/ovBA9UtmHfuVZN1b8YiZlZcbBEGNHVZ0d0pBEZHnyup4yKxftwTIMorelA\n", "kmL1Hm/qX3grJ9mCr144Cu8dciw56ekvqyMxLSMO755f4nL9oVq53yOMBjyyZBxSzv+in2CJGHYV\n", "o2svTJPrXyjrYOSnRuO+S0f+S3l+ajRyky0ob+xCd58dr+6rxMRUxzFGuTTqcCPWFoxLwu2zR+N/\n", "9zkuhv91tAHOHLrRAPykIFdVcyOYvjIlDZ19dlXyB3AsW+2JqyanqgrFRpoMeHCh+6W2ffXNS7Jw\n", "prkLlggjHlqUG7BfxDPjo/D9BWPx9EflANRJqgmp0bjWTRFjvchOjPJpxF16nBnPr5wSgIj8z3UE\n", "BpdNJSIirdHlt1Jnrw2vf16NPWdb0NlrQ1evHV19drm6utlkUNWxGIkrJqZifEo0nig6icpWx7zl\n", "7j47TjZ2yb88Ao4pK7fM9M+vddGRJuQmWXCysQsSHNXEp4+Ow8t7+utbJFoi0CzPvW+VC9YBwFcv\n", "HIVRsSNPpNDQll9+Gd6tK8G5lm502yTV0o4zNTB9ZCSiI034ycIcrD9Uh2umpHpUud65eg/gmPqk\n", "rJgfiHogyrmAd1+ShQRLBCKMBhR6sKzpSClHYCjLVX5nfjYudLM6wFDmjklARpwZ1W098mNxZhMe\n", "KRw3YNSJLwwGA66YmIIXdzmOH++dT7woxUQaVcVJB7Nq1micauxSJYuNBuChheqlhEVYOS0dnb12\n", "eQrI+BSLx6sLZcZHYU52vLyi0DfmZCLXzwmGnCTLkEsR+2Kw+bCLJ6Rg37nW80kmBwOABy4bG7DV\n", "efRKa3OSJ6REIzk6Ao2dfchNsug6YUVqWvusutJ6fFqn9fbTenyA9mPUenze0F0C43hdB57+6BTO\n", "nJ/P687FYxJ8nj7izoTUGPx5xWT89bNz+M/pZnmouNLK6enyr67+MHlUrJwgKa3tQFuPTZ5OEmky\n", "4C8rJmNTaR3WKn41BIBYsykgBfPIvdnZ8TjX4vgsKkfjXBTAVTCCpWBcMgrGJQ//xPOyE6IQZzah\n", "rceGlm6b6tf9QK4KAjhqPayaFbxRR8kxkchOiJL7HnAUlVROO/OUyWjAsgvSVAV4H16UO+zKL95Y\n", "kp+C/91bOWB1EKf5OYkeDak3GAz4ycJcVLR043h9J4wG4GeL87BwvOefk0C6dWYGRsVG4kBVG26e\n", "keFVHYkfFeTgxV0VyE2yYOU0z0ZuaNm9l47Boep2ufbF1VNScYGP0+UodJgjjPjN1fnYc7YViyaI\n", "q9dBREQ0GN0kMOyShHcP1uLl3RXoc7MUoFNmvHnEq4C4Ex8VgZ+cnwPe0tWHipZu+V+CJQLXTPH+\n", "wmUok9NjsOV8kc7D1e2q4nvLL0jD0c934c4FC5CXHI3VO8rlC5MbL0ofdsg6+YfVasWcsdOw4XCd\n", "6nFH/Qv9XSgYDAZMHhUj/4rt/EzGR5mQl+L/mghWq1VoNnra6Fg5gTEhNRrfv2ysz1X+r56Sii1H\n", "6lHR0o07L870+zSY1JhI/N+rJuCj443otdvlGhF2SUJKTCRuvsjzpKclwohnr5mI4uMN6Dp3TDPJ\n", "C8DxGbxyUiqu9KFuyKhYM362OM/vMQXSUPtAdKQJvywcj99bTyPREoG7L8l2+zwaGdHHIXdyk6P9\n", "PoKIQp8WP6tKWo9P67TeflqPD9B+jFqPzxs+X6na7XZIkgSTSfvz9Bs6evHs9nL5wghwnER/Z342\n", "ZmTGwRJhgiXSCEuE98UKfeGc1+5r8UdPKAt5/ud0s3zBER1pxM0zMnBw7ykAwOIJychOjMLf9lRg\n", "VKwZ100P/V8OQ8mMzHi5XonTpLQYxIRw/YuRmJIeq9pPAeCiANa/EOnWmaNRUt2OWLMJP788T16l\n", "wxfxURH463VT0N5tQ7IfR3IpzcqKx6ws/4yEiTWbcO2Fo2BtOOKX7VFg5CRb8Nvlk0SHQURERCTz\n", "KYGxZcsWlJWVYcWKFcjKypIfr6qqQnFxMUwmExYuXIjMTPGVq3v67PjJpmPyMFjAcYH4s8W51sSX\n", "1AAAIABJREFUyB7hcqValpscjSiTAd02SXVxvHJaOpKiI1UZuElpMfjV0nwBUeqbsw8uSI/Foer+\n", "5W5n+OkiMRQpE29OgVpOVnQWOjMhCi/5saaB2WSEOSa0FpYS3Qd6x/YXj31AoULrn1Wtx6d1Wm8/\n", "rccHaD9GrcfnDZ/OdpcuXYpFixYNeHzXrl1YtWoVbr75ZuzcuXOksfnF+4fr5OSFAcBNMzLwu+UT\n", "wzp5AThWM8hPU18MxkeZcD1HWGjOnGx1wiIQBStDxWQ3CYyZOk7oEBERERFRP7/+XBcT03/xYTaL\n", "X8WirbsPaz/vX7/+nnnZ+ObFWR6tiBAOXC8Gb5qRIS/NGU5rAYcqZx/MUax0oNf6F05J0ZEYHd9/\n", "7EiIMiE3OTDJRu4D4rEPxGL7i8c+oFCh9c+q1uPTOq23n9bjA7Qfo9bj84Zfr+QlqX+uQmRkYOZh\n", "e+OfX9TIK35kxptx7YX+LZSpdZNH9V8Ip8REcDk0jZqUFoOJaY6CaZfnp/h1BZxQpJxGclFmeNa/\n", "ICIiIiIi7w1ZA6Ourg5vvvmm6rFly5YhJyfH7fNttv7lQYerpq+shOrMCPnzfkuvAe+d6r+AvzS+\n", "RR55EYjX0+L9L83/EialxeBkfTuuSG6DJUL9/p20Eq9e7//n009wQwow9suzMS4lWng8ou8nd1YB\n", "cIy6WJCXJDwe3g/c/QULFmgqHr3dZ/uLv+98TCvx6O2+v4VSgXtvBarN/EXr8Wmd1ttP6/EB2o9R\n", "6/F5wyAph014oaSkBElJSaoinu+99x6+9rWvQZIkbNy4EcuXL3f7t8XFxZg9e7ZvEXvotztOy8uI\n", "TkyLxp++OlmXv+RKkqOIZzBWVyHyB0mS8OGJRhjgWCXH16VFiYiIhrJv3z4sWbLEL9tyV+Dem+L2\n", "wTg31ov9Fa14cPNxr/7mscJxeLzopNev5cvf+fI3z16dr+si7xT+vDke+zSFpKioCFarFUVFRdix\n", "Y4f8+Lx587B27VqsXbsW8+bN82XTflHe2Imtx+rl+3dfnK3L5AXgGAnjLnnh/BWCxGEfuGcwGLAk\n", "PwWX56cENHnB9hePfSAW21889kH4cFfgXovF7X2l9c+q1uPTOq23n9bjA7Qfo9bj80aEL39UWFjo\n", "9vGsrCzccsstIwrIH17aXSEvHTp3TDxmZTNjSURERETBo7Xi9kRE4SDsluM4UNWGz063yPe/eXHW\n", "EM/Wr3CaBxWq2Adisf3FYx+IxfYXj30Q3rRW3H4ktP5Z1Xp8Wqf19tN6fID2Y9R6fN4IuwTG3/ZU\n", "yrcvn5CMCakxQzybiIiIiMj/vCluD6iHeFutVt4fwX1v9fX1+fy3wdDc3Kyp9uV93vf3fW/4XMRz\n", "JAJVqOhkQye+/W4pAMBkAF658UKMjo/y++uEA6vVGlaZuFDEPhCL7S8e+0Astr947AOx/FnEExhY\n", "4N7T4vaA9ot4av2zqoyPRTy9F0r9q1Vaj1Hr8XlzPPapBoZWbS6tk29flpfE5AURERERBVxRURHK\n", "yspgsViQl5eHgoICubi9JEmD1o8jIiLvhE0Co7PXhm3HGuT710xJExiN9mk5A6cX7AOx2P7isQ/E\n", "YvuLxz4IH+4SFFopbu8PWv+saj0+rdN6+2k9PkD7MWo9Pm+ETQ2M7WVN6Oi1AwCyEqIwIytOcERE\n", "RERERERE5C9hk8DYpJg+cs2UVBg9KJakZyMpdET+wT4Qi+0vHvtALLa/eOwDChVa/6xqPT6t03r7\n", "aT0+QPsxaj0+b4RFAuN4XQeO1HYAACKNBlw5KVVwRERERERERETkT2GRwFCOvlgwLgmJlrAp7REw\n", "4TQPKlSxD8Ri+4vHPhCL7S8e+4BChdY/q1qPT+u03n5ajw/Qfoxaj88bIZ/A6Oix4cMTjfJ9Fu8k\n", "IiIiIiIiCj8hn8D4qKwRneeLd+YkWTB9dKzgiEJDOM2DClXsA7HY/uKxD8Ri+4vHPqBQofXPqtbj\n", "0zqtt5/W4wO0H6PW4/NGSCcwJEnCpsP900eunpIKA4t3EhEREREREYWdkE5gHK3rwPH6TgBApMmA\n", "wvwUwRGFjnCaBxWq2Adisf3FYx+IxfYXj31AoULrn1Wtx6d1Wm8/rccHaD9GrcfnjZBOYGw6XC/f\n", "Xjg+GQks3klEREREREQUlkI2gdHa3YePTjTI96+ZwqVTvRFO86BCFftALLa/eOwDsdj+4rEPKFRo\n", "/bOq9fi0Tuvtp/X4AO3HqPX4vBGyCYytRxvQbZMAAONTonFhOot3EhEREREREYUrn+ZcHDp0CEeO\n", "HIHdbsf8+fMxZswYAEBVVRWKi4thMpmwcOFCZGZm+jVYJ7skYaOieOe1F6axeKeXwmkeVKhiH4jF\n", "9hePfSAW21889gGFCq1/VrUen9Zpvf20Hh+g/Ri1Hp83fEpg1NfXY+XKlQCAzZs3ywmMXbt2YdWq\n", "VQCAdevWYcWKFX4KU+2/51pxrqUbABATacTiCckBeR0iIiIiIiIi0gafppAUFBS4fTwmJka+bTab\n", "fYvIA+8rRl9cOSkV0ZGmgL1WuAqneVChin0gFttfPPaBWGx/8dgH4W/Dhg1Yt24d1q1bhwMHDogO\n", "x2da/6xqPT6t03r7aT0+QPsxaj0+b4xo2Y5t27bhkksuke9LkiTfjoyMHPJvrVarPJTF2aCe3K9p\n", "68Fn5U0AHFNGll+Q5tXf877j/oEDBzQVjx7vO2klHr3dd9JKPLzP+7yvv/vOC1qtxKO3+8FgsVhw\n", "xRVXBO31iIjCnUFSZh1c1NXV4c0331Q9tmzZMuTk5GD79u3Izc1FXl6e/H9btmzB0qVLAQBFRUUo\n", "LCx0u93i4mLMnj3bp4Bf2VOBtZ9XAwBmZcXh11dP9Gk7RERERKRf+/btw5IlSwL6Glu2bEFHRwck\n", "ScK4ceMGPf8dybkxqe2vaMWDm4979TePFY7D40UnvX4tX/7Ol7959up8zMiK9+pviEKJN8fjiKH+\n", "My0tDffee++Axz/++GNkZGSokhcA0NnZCcAxEsN52596bHZ8UFov319+4Si/vwYRERERkT84f9gD\n", "gA8++EBgJERE4cHrGhjV1dX45JNPUFpainXr1uHvf/+7/H/z5s3D2rVrsXbtWsybN8+vgQLAJ6ea\n", "0NTVBwBIi4nEpTmJfn8NvXAdRk/Bxz4Qi+0vHvtALLa/eOwDffFkerXytpbur1mzRlPxDBeft/r6\n", "+nz+22Cw9fVgx+Gz2F/Riv0Vrdhx+KxH9yvPL3oQbv0rOh5399esWaOpeEItPm8MOYUkUHwdJvej\n", "DUdxsLodAHD7nEx8fdZof4emG1arNahzQGkg9oFYbH/x2Adisf3FYx+IFYwpJOXl5cjNzQUAbNy4\n", "EcuWLXP7PK1PIdH6Z1UZXzhOIfE1Pk+nnoRS/2qV1mPUenx+m0KiJWX1nXLywmQArp6cKjii0Kbl\n", "D7BesA/EYvuLxz4Qi+0vHvsg/JWXl2PXrl0AgJkzZwqOxnda/6xqPT6t03r7aT0+QPsxaj0+b4RM\n", "AmPD4Vr59oJxSUiJGXoYHhERERGRSAUFBaJDICIKK17XwBClu88Oo2PlVFzL4p0jNpJ5guQf7AOx\n", "2P7isQ/EYvuLxz6gUKH1z6rW49M6rbef1uMDtB+j1uPzRsiMwHhoUR6+MTcL1lNNmJYRKzocIiIi\n", "IiIiIgqikElgAEB6nBkrp6WLDiMshNM8qFDFPhCL7S8e+0Astr947AMKFVr/rGo9Pq3TevtpPT5A\n", "+zFqPT5vhMwUEiIiIiIiIiLSLyYwdCqc5kGFKvaBWGx/8dgHYrH9xWMfUKgQ9VmtbOnG/orWYf/t\n", "OHxWvt1jswuJNZRp/Vik9fgA7ceo9fi8EVJTSIiIiIiISB9q2nrw4ObjHj7bsWLhY4XjAhcQEQnH\n", "ERg6FU7zoEIV+0Astr947AOx2P7isQ8oVPCzGt603r9ajw/Qfoxaj88bTGAQERERERERkeYxgaFT\n", "4TQPKlSxD8Ri+4vHPhCL7S8e+4BCBT+r4U3r/av1+ADtx6j1+LzBBAYRERERERERaR4TGDoVTvOg\n", "QhX7QCy2v3jsA7HY/uKxDyhU8LMa3rTev1qPD9B+jFqPzxtMYBARERERERGR5jGBoVPhNA8qVLEP\n", "xGL7i8c+EIvtLx77gESy2SX02Owe/dt/4BB6bHb02uyiw6YA0PqxSOvxAdqPUevxeSNCdABERERE\n", "RBRc5Y1d+J31tIfPjgDKjmF2djyWTkpFTVuPV68VZzahrcfmdYw9TJiMiMkI7K9oHfZ59tQ8+Xnp\n", "cWZkJkQFOjQSpLKl2+v9V2ufCZ8SGJ9++imqq6sBADk5OZgzZw4AoKqqCsXFxTCZTFi4cCEyMzP9\n", "Fyn5VTjNgwpV7AOx2P7isQ/EYvuLxz4If1o+N7ZLEo7Udnj1N6Pjzahp68GDm4979XePFY7D40Un\n", "vfob59+R75q7bF60ey0A4Nmr8zV1sQqExrFS6zE64/Nl/9XaZ8KnBMaXvvQl+fbWrVvl27t27cKq\n", "VasAAOvWrcOKFStGGB4RERERUWjiuTERkX/5XAPj1KlTWL16NfLz8+XHYmJi5Ntms3lkkVFAhdM8\n", "qFDFPhCL7S8e+0Astr947IPwp/Vz4+hIo1f/okwsn0fBFwrHSq3HqPX4vGGQJEny9Y+7urqwfv16\n", "3HTTTQCAbdu24Yorrhhw29XevXvR1NTk68sSEREREY1IUlKSPA06UHhuTEQ0PG+Ox0NOIamrq8Ob\n", "b76pemzZsmXIyckBAFgsFsTHx8v/Z7P1F+cxGAyDbjfQXxZERERERKLx3JiIyL+GTGCkpaXh3nvv\n", "HfB4Q0MDUlJSAADKARydnZ3yY87bRERERER6xHNjIiL/8mkKyYYNG9Dd3Q0AmDt3LvLy8gAAFRUV\n", "2L59OyRJQmFhIdLT0/0aLBERERFRqOC5MRGRf42oBgYRERERERERUTCwlDARERERERERaR4TGERE\n", "RGHKbrerighS8LEPxGL7hz/2sW/YbhSqTL/85S9/GcwXrKqqwvr161FSUoLU1FTVKiYUOIcOHYLV\n", "asWhQ4eQkJCAhIQE9kWQdXZ24rnnnsOECRPktmYfBE9ZWRmKiopw4sQJjBs3DrW1tWz7IDp58iSK\n", "i4tx8OBBJCQkIDExkZ//ANuyZQu2bduGsWPHDnvMYV8Ehrs+cPd9DLAPAsFd+wPa+j7+9NNPsWfP\n", "HpSWlqKjowNZWVlC43Gl9c/rYH2slfi0Eocrb74fRAiF6xZ3+66WYtTScc7Vhg0bcPjwYZSWlqK3\n", "txcZGRnexScF2fr16+Xb7733XrBfXre2b98u3960aZMkSeyLYPvggw+kvXv3SufOnZMfYx8ER2Nj\n", "o2S1WlWPse2Da/PmzfJtHoOC59ChQx4dc9gXgePaB+6+jyWJfRAoru0vSdr9Pv7Xv/4l39ZCPJIU\n", "Gp9Xd32slfi0Eoc7nn4/iBBq1y3OfVdLMWr1OCdJkrR161a3j3saX9CnkMTExMi3zWZzsF9etwoK\n", "CgY8xr4InsbGRsTExMBisageZx8Ex+eff47Y2Fi8++67OHr0KAC2fbDZbDZ5uKp0vnY0+yD4Bmtz\n", "9kXwuPs+BtgHwaLF7+NTp05h9erVyM/P10Q8SqH6edVKfFqJwxNaijVUrltc912txKjF45ySzWbD\n", "u+++i3feeQf79u2TH/c0vqAnMCTFoieRkZHBfnnd27ZtGy655BIA7ItgslqtWLBgwYDH2QfBUVNT\n", "g6amJqxcuRLHjh2D3W5n2wfZtGnT8Oyzz+K5557DrFmzAPDzL8Jgbc6+CD7l9zHAPggWLX4f5+Xl\n", "4b777sPu3bs1EY87ofZ51Up8WonDE1qMVevXLa77rlZi1OJxTmnp0qVYuXIlrrvuOlRXV8uPexpf\n", "RECjc0NZLMZgMAT75XVt+/btmDhxItLS0gCwL4Kpuroa77//PmpqapCXlyfPcWUfBI8zm5+dnY2G\n", "hga2fZDt378fDz/8MOx2OzZu3Ihrr72WfSDAYG3Ovggu1+9jgH0QLKK+j+vq6vDmm2+qHlu2bBly\n", "cnIAABaLRTXfO9ifh6Hi08Lndbj2c6WV/UkrcXhCa7GGynWLct/VSoyhdN2hTFR4Gl/QExidnZ0A\n", "HBkW520KvI8//hgZGRnIy8uTH2NfBM/dd98NACgpKUFSUpL8OPsgOCZNmoSysjLk5+ejsbERU6dO\n", "ZdsHmXMooNFolL+s2AfBN1ibsy+Cx933McA+CBZR38dpaWm49957Bzze0NCAlJQU+bWDFY+n8Wnl\n", "8zpYfIPRyv6klTg8oaVYQ+G6xd2+q5UYtX7dUV5ejtzcXABAV1eX/Lin8Rkk5dEyCCoqKrB9+3ZI\n", "koTCwkKkp6cH8+V1qaamBi+//DKmTJkCAGhtbcVtt93GvgiyhoYGvP3228jLy8OVV14JgPtDML39\n", "9tswmUwYNWoUFixYwLYPstLSUpSUlAAApk6dismTJ7MPAqyoqAhlZWWwWCzIy8tDQUHBoG3OvggM\n", "1z6YMmWK2+9jgH0QCO72AUBb38cbNmxAd3c3AGDu3LnyBZsWPg/V1dV45ZVXNP15HayPtRKfVuJw\n", "5c33Q7CFynWLu31XSzFq6TjnaseOHfLUkZkzZ2LixIlexRf0BAYRERERERERkbeCXsSTiIiIiIiI\n", "iMhbTGAQERERERERkeYxgUFEREREREREmscEBhERERERERFpHhMYRERERERERKR5TGAQERERERER\n", "keYxgUFEJNCePXuwZs0av2+3oaEBn376qd+3S0REREQkChMYREQCzZ07F2lpaX7fbl9fH3p6evy+\n", "XSIiIiIiUSJEB0BEpHd2ux3r16+HzWaD3W5HWloaFi1ahIaGBmzduhXR0dGw2WzIysrC/Pnz5b95\n", "5513EBERAUmSEBcXhyuvvBIAUFNTg23btqG6uhpNTU0AgEsvvRQZGRnC3iMRERER0UgZJEmSRAdB\n", "RKRnzzzzDO6++255JMbOnTuRmJiIzz77DKtWrUJkZCQA4NNPP0VWVhby8vIGbOPNN9/EjTfeKN+v\n", "ra3FoUOHsGjRomC8BSIiIiKigOMIDCIiwbKzs1XTSGbNmoWtW7eiqqoKmzZtkh+32+2IiIhAXl4e\n", "uru7sXXrVthsNhiNRpw4cUJE6EREREREQcMEBhGRYOfOnUNdXZ2cxPj8888xadIk9PT04JprrpFH\n", "YACO2hYAsHnzZixZsgQJCQkAgPb2dtU2TSYTbDZbkN4BEREREVHgcQoJEZFAe/bsgdVqRVZWFiwW\n", "C3p7ezFq1CgUFBSgvb0d27Ztg9HoqLfc3t6OefPmYfz48Th06BBKSkoQGRmJvr4+HDt2DLNmzcLS\n", "pUvlbTtrZBiNRvT29uLaa69FRATz1kREREQUmpjAICIiIiIiIiLN4zKqRERERERERKR5TGAQERER\n", "ERERkeYxgUFEREREREREmscEBhERERERERFpHhMYRERERERERKR5TGAQERERERERkeYxgUFERERE\n", "REREmscEBhERERERERFpHhMYRERERERERKR5TGAQERERERERkeYxgUFEREREREREmscEBhERERER\n", "ERFpHhMYRKRLvb29okMgIiKiMMBzCqLgiRAdABGRP9TX1+O+++5DY2MjTCYTHn30UcyfP1/1nHPn\n", "zuGNN97AJ598gpiYGPzjH/8YsJ1///vf+Pa3v42srKwB//fRRx8FLP5wsWnTJjz33HOIiIhAVFQU\n", "Jk+ejNWrV6uec+rUKSxevBgnT550u42PPvoITzzxBLq6urBo0SI8/fTTwQidiIgIAM8ptILnFOQO\n", "ExhE5FdvvfUWfvWrX6GjowNZWVkwGAyQJAlLlizBL37xCxgMhoC87l133YVHH30Uc+bMQUtLC669\n", "9lq8//77SEhIkJ9z4MABzJ07Fz/84Q+xatUqt9vJysrCX/7yFxQWFsqPtbe347777gtI3CK9+eab\n", "GD16NAoKCvyyva6uLvzP//wPioqKYDKZBn2e2WxGfn7+oP+/ePFiLF68GOXl5Xj++ecHfd6uXbtQ\n", "WlqK22+/fURxExGRNvGcInTwnIKChQkMIvKrG264Aenp6Thy5Ajuuece+fEXXngBzz33HB588EG/\n", "v+bx48eRnJyMOXPmAAASEhJw77334p///Ce+9a1vyc9bunTpsNuaNGkSJk2apHpsy5YtuOqqq/wb\n", "tAZ0dHSgs7PTb9urqqrCRRddNOSJBuA4odu2bduw25Mkacj/93f8RESkLTynCB08p6BgYQKDiALC\n", "9YviW9/6Fm666aaAvNYXX3yBxYsXqx67/PLL8cQTT/hl+1u2bMFzzz3nl225+uMf/4g1a9bg0Ucf\n", "xbZt23DgwAFERUVh9OjR+M1vfoPx48fLz5UkCb/97W/x1ltvISIiApIk4Tvf+Q5uu+021Tb379+P\n", "n//85+jo6EBMTAzy8vLQ29uLF154QX7Oddddh5KSEpjNZjzzzDMAAJPJhBdffBF5eXlev49bb70V\n", "J0+eREVFBT777DMAQFJSEt577z35Oe3t7bj++uvR1dWFhoYG7N+/f8htDvXL2v33349PPvkEHR0d\n", "eOONN+TnP/PMM7jkkkvk53V1deHJJ5/Ef/7zH/T29sJkMuHhhx8ecOLpbI/f//73SEhIwCOPPIKe\n", "nh5ceuml+PWvf+11exARkf/wnMIzPKcYHM8pwgcTGEQUcC0tLXj00UexfPnygGy/ra0NGRkZqsdS\n", "U1NRV1c34m3bbDa0tLQgMTFxxNty54EHHkBiYiIeeOABvPLKK3j55ZcBAKWlpbjjjjuwfv16pKSk\n", "AAB+/OMfY8yYMfKXeXd3Nx566CE0Nzfj/vvvl7f5yCOP4MUXX0RmZiYAoLq6Gvfee6/qdd955x28\n", "+uqryMzMxJVXXjni9/H666/LwzMHm18aGxuLDz74AABwyy23jOj1/vznP2P79u0DfpVTkiQJ119/\n", "PW6//XY8+eSTAIDW1lbcf//9MJlMuOKKK+TnOtvjpZdeQkREBP75z38iNTUVJ06cGFGcRETkXzyn\n", "GBzPKXzDc4rQwgQGEfmdM6v/xhtvwGg0Ii4uDt/97nc9Gm7pq0DNg7VarViwYEFAtq10zz33YNmy\n", "ZfL9KVOm4JFHHsHf/vY3/OhHP0J1dTUqKyvx29/+Vn5OVFQU/vCHP+Cqq67Cd7/7XXmY5fz587Fj\n", "xw4sXLgQo0ePRkZGBt555x23rzvUkMquri585Stfcft/l19+OR555BGPtxUoQ73mJ598gunTp+PG\n", "G2+UH4uPj8dLL72EW2+9VXWy4TRp0iT5xAQAJkyY4N+AiYjIKzyn8B7PKXzDc4rQwAQGEfmdwWDA\n", "j3/840Gz2P42atQo1NbWqh6rqqpCfHz8iLf9/vvv4/vf//6ItzOc2bNnu33MOVyyrKxMno/rauLE\n", "iaitrcXo0aMBAD//+c+xf/9+bN68GefOnUNbWxuuvPJKLFmyxKuYLBaLV1XSA3XC56uzZ89i48aN\n", "8q9LSq2trW7/5stf/nKgwyIiIi/wnMJ7PKfwP55TaAcTGEQUEN5kzisrK+Whib6YPn06HnvsMXz9\n", "61+XH/vwww8xc+ZMn7fpdOrUKeTk5Az6/2vWrEFNTQ3uvPPOIZ83nL179+K6664b8JgzWz9hwgT8\n", "8Y9/HPB3kiTh+PHjSE9Plx/r6OjAjBkzMGPGDPmxu+66C3Pnzg3YsFUtmjFjBq699lo89dRTokMh\n", "IqIR4DmFd3hO4X88p9AOo+gAiCj8eHOicd999yE7O3tEBa3GjBmDxsZG7N27FwDQ1NSEF154YcRz\n", "Ig8ePIhp06YN+v/Nzc144IEHsH79+hGdaEiShHXr1mHDhg3yYyUlJXjqqafwzW9+EwCQnp6O7Oxs\n", "rF69Wm7f7u5u/OhHP8Ly5cthNDoO5wcOHMBtt92G3t5eeVt1dXUoKytDVFSU6nWzs7Oxe/du+b7d\n", "bkdxcTEqKyt9fh/+NNz2srOzsWfPHtVjO3fuxJEjRwAAF1xwAZqbm/Haa6+ptlVdXT3oiRsREWkL\n", "zym8w3MK37bHc4rQMaIRGHa7HZIkDbu8DRHph3LN9jfeeAOxsbFYt24dIiLcH24yMjIQFRWF1NTU\n", "Eb3u888/j+9973tobGwEAPzud79DUlKS6jl/+tOf8O677wJwfJkvXrwYBoMBf/rTnzB16tQB29yx\n", "Y8eAXzCU/vWvf8Fms6nmkPrCYDDg6aefxvbt2/HUU0/BYDBg9OjReOWVV5CcnCw/77nnnsPq1atx\n", "6aWXDlox3Gw2Izc3F3feeSeamprQ0dEBs9mMp59+GhaLRfW6hYWFKCoqwuLFi9Hb2wuz2YyrrrrK\n", "6/m5zkrgTU1Nqorhs2fPxurVq+XnPfroo/j4448B9Lc/AFx44YX4y1/+otpWV1cXurq6VNu7//77\n", "Vf2Rn5+PqVOnYtGiRbDb7TAYDFiwYAEeeugh+Tl/+tOfsHr1aixcuBAA0NfXh7y8PPzgBz+Qn7N7\n", "9248/PDDqKysVFVQv+2223DXXXd51RZEpF88L/Y/nlN4j+cUPKcIdwbJx/TQli1bUFZWhhUrViAr\n", "KwuAY35YcXExTCYTFi5cOKLhW0REWnfHHXegubkZ69atG9F2Xn31VYwePTos14UnItIDd+fFANDZ\n", "2Ynf//73uOOOO1SPE7niOQWRZ3wegbF06VKUlJSoHtu1axdWrVoFAFi3bh1WrFgxsuiIiDTs+PHj\n", "ePXVV0e8HQ4zJCIKbe7OiwFg+/btvJAkj/Ccgsgzfi3iGRMTI982m83+3DQRkeZ88sknI97GH/7w\n", "Bzz//PMwm834zW9+g+effx4TJ070Q3RERCRSY2MjYmJiBgy1J3KH5xREnvFrAkOZ8YuMjPTnpomI\n", "wtL3v//9oCypRkREwWW1WnHNNdegtLRUdCikEzynID3wawLDZrPJt4dau3fr1q0scEREREREwiQl\n", "JWHOnDkB2351dTXef/991NTUIC8vb8gaGDw3JiI98+Z47NcERmdnJwDHSAznbXdMJhOxca+pAAAg\n", "AElEQVRmz57tz5cmIiIiIvLYvn37Arr9u+++G4BjhQTXFSxc8dyYiPTMm+Ox0dcXKSoqgtVqRVFR\n", "EXbs2AEAmDdvHtauXYu1a9di3rx5vm6agsBqtYoOQffYB2Kx/cVjH4jF9hePfRA+3J0XA0BDQwOs\n", "VisOHjwoMDrt0/u+wPev7/cPsA284fMIjMLCwgGPZWVl4ZZbbhlRQEREREREocTdeTEApKSk4J57\n", "7glyNERE4csgCVhrp7i4mMPkiIiIiEiYffv2YcmSJaLDAMBzYyLSN2+Oxz5PISEiIiIiIiIiChYm\n", "MHSK86zEYx+IxfYXj30gFttfPPYBkYPe9wW+f32/f4Bt4A0mMIiIiIiIiIhI81gDg4iIiIh0hzUw\n", "iIi0gTUwiIiIiIiIiCisMIGhU5xnJR77QCy2v3jsA7HY/uKxD4gc9L4v8P3r+/0DbANvMIFBRERE\n", "RERERJrHGhhEREREpDusgUFEpA2sgUFEREREREREYYUJDJ3iPCvx2Adisf3FYx+IxfYXj31A5KD3\n", "fUEL77+ypRv7K1o9+lfZ0u3X19bC+xeNbeC5CNEBEBERERERkTg1bT14cPNxj5777NX5yEyICnBE\n", "RO5xBIZOLViwQHQIusc+EIvtLx77QCy2v3jsAyIHve8LfP/6fv8A28AbTGAQERERERERkeYxgaFT\n", "nGclHvtALLa/eOwDsdj+4rEPiBz0vi/w/ev7/QNsA28wgUFEREREREREmscEhk5xnpV47AOx2P7i\n", "sQ/EYvuLxz4gctD7vsD3r+/3D7ANvMEEBhEREelCQ0cv7n2vFPe+V4r6jl7R4RAREZGXmMDQKc6z\n", "Eo99IBbbXzz2gVh6bP91h2pxvL4Tx+s7sbm0TnQ4uuwDInf0vi/w/ev7/QNsA28wgUFERES6cLim\n", "Xb5d3tglMBIKR3a7HTabTXQYRERhLUJ0ACQG51mJxz4Qi+0vHvtALL21v80u4Vhdh3z/bHO3wGgc\n", "9NYH4WzLli0oKyvDihUrkJWVBQA4dOgQjhw5Arvdjvnz52PMmDGCo9Quve8LfP/6fv8A28AbTGAQ\n", "ERFR2Dvb3IWOXrt8/1xLN+ySBKPBIDAqChdLly5FSUmJ6rH6+nqsXLkSALB582YmMIiI/IBTSHSK\n", "86zEYx+IxfYXj30glt7a/0hth+p+d59deCFPvfWB3hQUFIgOIWTofV/g+9f3+wfYBt7gCAwiIiIK\n", "e6UuCQzAMY1kVKxZQDSkJ9u2bcMll1wy7POsVqs8jNx5MaOX+wcOHNBUPOHy/idcdDFq2nrQ3NwM\n", "AEhMTAQAt/dN5ih4ytbXgx2Hzw65Pef99DgzTnyxW8j7D6X7Bw4c0FQ8wb4fExMDTxkkSZI8fraf\n", "FBcXY/bs2cF+WSJSqG/vxYmGDszIjEdUBAdjEVF4u3/dERytUycxHrhsLJZdkCYoIhJt3759WLJk\n", "id+2V1JSgqSkJLkGBgBs374dubm5yMvLG/JveW5MgbC/ohUPbj7u0XMfKxyHx4tO+v25z16djxlZ\n", "8R49l/TLm+MxR2AQ6UyPzY63v6jB659XoccmoWBcEv7PknGiwyIiCpiePjvKGjoHPH6mmSuRUOB8\n", "/PHHyMjIGDZ5QUREnuPPrjrFeVbiieiDzyta8Z13S/G3vZXosTkGX1lPNaGlqy/osYjGfUA89oFY\n", "emr/Ew2d6LMPHHB6TvBKJHrqg3BXVFQEq9WKoqIi7NixAzU1Nfjkk09QWlqKdevW4e9//7voEDVN\n", "7/sC37++3z/ANvAGR2AQ6UBzVx/++tlZFB1vHPB/dgnYfbYFS/JTBERGRBR4ygKe41MsKGtwjLzQ\n", "wlKqFB4KCwsHPPbTn/5UQCREROGNIzB0imsNixfMPni8qEyVvIiJNGJGZpx8/7PTzUGLRSu4D4jH\n", "PhBLT+1/pLZdvr14Qn+ytqq1G702u7s/CQo99QHRUPS+L/D96/v9A2wDbzCBQRTm7JKEkur+k/eF\n", "45Lw0vUX4rvz+9ej33O21e3waiKicKAcgXFRZhzS4yIBOEagVbX2iAqLiIiIvMQEhk5xnpV4weqD\n", "tm4bnLmJmEgjfrFkHFJjIzEuxSKfxLf32HCwqi0o8WgF9wHx2Adi6aX9W7v75KkiJgMwISUa2QkW\n", "+f9FTiPRSx8QDUfv+wLfv77fP8A28IZfa2Bs2LABNpsNADBhwgRMnz7dn5snIh80KQp0JkX37/IG\n", "gwHzcxLxfkkdAMc0kplc5oqIwsxRxeiLcSnRMEcYMSYxCv+taAUAnG3uApAoKDoiIiLyhl8TGBaL\n", "BVdccYU/N0kBwnlW4gWrD5QrjCRa1Lv8vLHKBEYLvj1PgsFgCEpconEfEI99IFYg23/HyUZ8Vt6M\n", "r01Lx8S0mIC9jieU00emjIoFAIxJjJIfEzkCg/sAkYPe9wW+f32/f4Bt4A2/JjBsNhveffddSJKE\n", "cePGYfbs2f7cPBH5oGmIBMaMzDhYIozo6rOjoqUbZ5u7MTbJ4roJIiKPnWvuwq8+PAW7BJQ3deEv\n", "K6YIjUeZwJic7kimjEnsP86JXkqViIiIPOfXGhhLly7FypUrcd1116G6unrI5yrn+VitVt4P8v01\n", "a9ZoKh493nc+FujX23uwVL6daIlQ/b85wog8S38Bu89ON2umfQJ9P1jtz/uD33ftC9Hx6O1+oNp/\n", "TdEXct2d43Ud2P6xuPf78cdWHDjXvwJT+5lSWK1W1QiMsroWYfGtWbNGM58HPd4n7dB7v/D96/v9\n", "A2wDbxgkSQrI0gNFRUVu18QGgOLiYo7OEMxqtXKokmDB6oPX/1uFv+2tBADceFE67r4kW/X/W47U\n", "47cfnwYATB8dh9XLJgY8Ji3gPiAe+0CsQLR/R48Nt649iI7e/qVJX7nhAmQnihnZVdveg1VrDwEA\n", "oiONePe2i2AyGmCzS1j+t/3y6kvrbr8IMWZT0OPjPiDWvn37sGTJEtFhAOC5sd73hUC9//0VrXhw\n", "83GPnvtY4Tg8XnTS78999up8zBimxpre+x9gG3hzPPbrCIzy8nL5dldXlz83TX6m5x1EK4LVB81D\n", "TCEBgHljE+CsenGouk1VMyOccR8Qj30gViDaf9uxBlXyAgDOtYibonGkpn/6yKS0GJiMjqOdyWhA\n", "VkL/KAxRMXIfIHLQ+77A96/v9w+wDbzh9wTGW2+9hbfeeguTJ0/256aJyEdD1cAAgOSYSEwe5ZgX\n", "bpeAPWdbBjyHiGg4dknC+pLaAY+LrDFxpLZdvu08zjllqwp58kcXIiKiUODXBEZBQQFuuOEG3HDD\n", "DZg4UR/D0EMV51mJF6w+aB5kGVWleTn9Swh+dro54DFpAfcB8dgHYvm7/feebXW7oofIVT5KlQU8\n", "z69A4jQmQfxKJNwHiBz0vi/w/ev7/QNsA2/4NYFBRNoz3BQSAJifkyDf3n22VZ4XTkTkqXWH+kdf\n", "KItkipqeYbNLOFanTGCoR2CMUay4JDLJQkRERJ5jAkOnOM9KPK3UwACA8SnRGBUbCQBo77HhUFVb\n", "UGITifuAeOwDsfzZ/ueau7D7/PQzA4B75mUr/k9McuBsc5dcjyMlOkI+xjmpkiyCYuQ+QOSg932B\n", "71/f7x9gG3iDCQyiMCZJkkcJDIPBgPk6nEYSSAFa4IlIk9aX1Mm35+UkYHZ2vFwcuKatBz02u/s/\n", "DKBjdZ3y7UmjYmAwGFT/r55C0sV9loiIKAQwgaFTnGclXjD6oLPXjl6b46Q8ymRAdOTgywTOzu5f\n", "4qqsIfwL2gWq/SVJwpPFJ3HL6wexk4mgIfE4JJa/2r+9x4atR+vl+yumjoLZZER6nBkAIAGoFDCN\n", "5HRT/3FsXHL0gP9Pio5ATKTjNKij146mzuCvwCR6H+izS/i8ohWdvTahcRCJ3hdE4/vX9/sH2Abe\n", "YAKDKIwpR18kDDL6wik1pn94dVuPPpZSDYTS2g7sONmEhs4+vLq3UnQ4RAGnXDo1J8mCWVmOZGi2\n", "4DoYygRGTrJlwP8bDAaMSex//IwO62D85t+n8NDm4/jB+0c5AoWIiEICExg6xXlW4gWjD4ZbQlUp\n", "Pqr//1u7w//XuEC1f3Vrj3y7rKETXX3BHzofKngcEstf7b+5tH/6yFcvTJOnamQniK0xoUxg5CYN\n", "TGAALkkWAUupit4Hdp5x1C052diF2vZeobGQvoneF0Tj+9f3+wfYBt5gAoMojHmyhKpTgqV/eoke\n", "EhiBUtfRfxFgl4AT9R1DPJsotNklSZUoWJKfIt8WuRJJj82OivOvaYB6xRGlsYnil1IVpddmR2dv\n", "f4K1vYfHfSIi0j4mMHSK86zEC0YfeFLA0ynWbJKL7rX32GAL86VUA9X+9e09qvtHa5nAGAyPQ2L5\n", "o/1bu21wHipizSbEmPsTodkCV/k419wtxzU63gxLhPvTnWzFFJKzAqa5iNwHWlwS1R1MYIyY3W6H\n", "zcZ29IXevw/4/vX9/gG2gTeGvqIhopDW3Ol5AsNoMCAuyiSPvmjt7kNSdOSQf0MDKUdgAMARJjAo\n", "jA11jBE5haS8UVH/YpDRF4A2llIVpaVLXeuojQmMEdmyZQvKysqwYsUKZGVlAQCqqqpQXFwMk8mE\n", "hQsXIjMzU3CUREShjyMwdIrzrMQLRh94MwID0FcdjEC1f73LPPKjdUxgDIbHIbH80f7KOjtJLseY\n", "jPgoGM8P66rr6A1qPRhV/Qs3BTydlEmWipbuoI88E7kPtHarExicQjIyS5cuxaJFi1SP7dq1C6tW\n", "rcLNN9+MnTt3igksROj9+4DvX9/vH2AbeIMJDKIw1jzExYU78VGsgzFS9S4jMM42d6Otm6u6UHga\n", "KkkaYTQgM16RIAjiCIfyJs9GYMSYTUiJccTdZ5dQ3dYz6HPDTUuX+hjPBIb/xcTEyLfNZrPASIiI\n", "wgcTGDrFeVbiBb0GxjBFPAHXBEZ4X3QHov0lSRowhQTgKIzB8Dgklj/af7hRXqKWUj3d6NkIDAAY\n", "k6CogxHklUjE1sDgFJJAUy5NGxnJKZlD0fv3Ad+/vt8/wDbwBmtgEIUx1TKqUZxCEmit3Tb02gYO\n", "QT9S24HZ2QkCIiIKrKZhkqTKKRrBSg702SXVa41NHDqBkZ0YhS+q2gAAlS3hMwKjo8cGo9EwaAFT\n", "1wQGi3j6n7Kgp3N54aFYrVZ5GLnzYkYv9w8cOCDs9StbunHsXC0AIDExEQDQ3Nzs9v7E7FHITIjy\n", "ezzdEbHYcfjssK+fmJiI9DgzTnyx26Ptx4+fAU/19Xn+w5U3zzUZgR2HzwIYvH1bLaOw4/DZgLVv\n", "KNw/cOCApuIJ9n3liLXhGCRlejhIiouLMXv27GC/LJHu3P7PQ6hqdZyQv3zDBRgzzIn8Xz49g/Ul\n", "dQCA787PxtempQc8xnBSVt+J77xXOuDxy3IT8dgV4wVERBRYf/n0LNaXOE7875mXjeunq48Z75fU\n", "4s+fOk5cr5qUgh8X5AY8ptONXbj7ncMAgPS4SPzj5mlDPn/t51V4ZU8lAGDltFH4zvwxAY8x0A5V\n", "t+GhTcdhiTTif1ZMQUb8wOkLL+w8h7cP1Mj3l01JwwMLxgYzTOH27duHJUuW+G17JSUlSEpKkot4\n", "vvfee/ja174GSZKwceNGLF++fNC/5bmxOPsrWvHg5uMePffZq/MxIys+ZGLwZruPFY7D40UnhT43\n", "UO1L2ufN8ZgjMIjCGIt4BlddR/+vt8nREWg8v0LDEU4hoTDV3NU/ZcpdnR0RK5F4Wv/CKUsRY2Vr\n", "eIzA2HS4Dr12Cb3dNnx8shHXX5Qx4Dmu0wTbesJ72mCgFRUVoaysDBaLBXl5eSgoKMC8efOwdu1a\n", "SJKEwsJC0SESEYUF1sDQKc6zEi/QfdDTZ0dnr6Pqv8kAxJlNw/wFa2CMlHIFkplZ8YgyOYYM17X3\n", "osFNbQy943FILH/XwEhyN4VEQA0MZQIj14MEhrLQaGUQ63QAgdsHjtd3yrcbO90fywcW8QzeKjHh\n", "qLCwEPfccw9uv/12FBQUAACysrJwyy234NZbb0V6Okc0DkXv3wfOKRWkX3rfB7zBBAZRmGpyGX3h\n", "yfxb5QiMFo7A8JqygGd6nBn5af3z+Y7UchQGhZ/hRnmNijUj8vxaqo2dfUFZ6eKMlyMwRiumV1S2\n", "9kDAzFq/6u6zq5aRVX4XKDW7PM5VSIiIKBQwgaFTXGs4MFq6+tDZ69lJYKD7oMXL6SMAkGDRzwiM\n", "QLS/cgnVtJhITBrVn8DgSiQD8Tgklj/a3zVR6spkNCAzIbijMMoVK5DkDLMCCQAkWCLkEWrdfXY0\n", "DTJiIRACsQ+UN3bBrsjBDPZ+XIt4MoFBIun9+8BZzJL0S+/7gDeYwCDykwNVbbjl9YO46bWDKDrW\n", "IDqcYVcHcIc1MEZGOYUkNTYSk1UjMNpFhEQUMJIkqaYhuKuBAQS3DobNLuFMs3cjMAD1KIyK1uBO\n", "I/G34/XqZGlTl/vpa67HeCYwiIgoFDCBoVOcZ+V/Hx1vRK9dQlefHb/ZXo6Xdp2DfYihyIHuA28L\n", "eAKsgTFSdS4jMCaPipXvH6ntCPmh6f7G45BYI23/9h4b+s7/1B8daYR5kOU6g1kHo6q1R17KOCUm\n", "QpWUHYpylEgwl1INxD6grH8BuK+BYZckN0U8mcAgcfT+fcAaGKT3fcAbTGD4iafTBih8NXSqf+X6\n", "5xc1+OW2MnQIOilUFdfzOIHBERhKla3d6OrzvLBdnWIERlpsJLISzHJSqLXbJi9pS4F1sqET960r\n", "xa8+PAmbnUmjQPE0SapKYChGRwTCaS8LeDplKkZgVIX4CIwylwRGc2ffgORpe48NrrtGV5+d+wsR\n", "EWkeExh+8I99lVjx6hd4+qNTokPxGOdZ+Z+7ecafnW7B9zccdVvZPtB90KyIJ8HDBIZypZK2bltY\n", "n8wO1/5bjtTjjn+W4PY3Dnk0GqXHZpcv6IwGIDk6EgaDARNZyHNQgdoH/r6vEsfqOvHvsibsOtMS\n", "kNcIByNt/+HqXzgFcwpJeVP/xXtOUrTHf6ccgVERxESjv/cBm13CiQZ1AqPXLqGjV52IdV2BxInT\n", "SEgUvZ+XsgYG6X0f8AYTGCMkSRLePlADCcBHJxq5VKKOKU/mF45Pkm+XN3bhx5uOBX2UjqcXF0om\n", "owGx55MYEvR9MvvRiUYAjnbceXr4i2Dlvp8UHQHT+ZUXlHUwWMgz8CRJQkl1f70R5QUt+Zeno7yC\n", "OYXktKKAZ64HBTydVCMwgryUqj+da+lGt5tRY00uIwRdC3g66fmYT0REoYEJjBFq6OhT/bJRHyIJ\n", "jHCaZ2WzS/ij9Qz+z79OCB36qzxBfOCysXhwYY68fGBdey/2nm1VPd8ffdDdZ0fx8QbsPTvwAtuX\n", "KSSAax2M8D2ZHa79mxWF71yL4rmjXoGk/2JIuRIJR2CoBaoOSYNi9FFFM6ftDGak7a8c5TVUkjQ1\n", "JhJR5+tjtHbbVCsk+Vu5l0uoOmXGK2pgBHEEhr/3gRP17hN2riMEBxtVxgQGiRJO56W+YA0M0vs+\n", "4A0mMEborMt83sbO0EhghJPtZY3YWFqHXWda8Mb+aiExdPfZ5URWhNGAOLMJV0xMxfIL0+TnnGz0\n", "7y/Bu8404553DuPX/y7Hz7acwKGqNtX/+7KMKqCvQp5DaVYMsR7sokDJdQUSp8mKBMaxuo6wnpaj\n", "BUdq1EmiYCzbqVeejvIyGgzITuhP6gWqT+yShNNN/dv2ZgRGepwZ5/PNqO/odTuKIRScGCTZ6lrI\n", "k1NIiIgoVHl+VUNunXU5EXNX7VuLwmme1d5z/SMbPLnQDATlr1tJlggYDI4z4fEp/XOwTzaok12+\n", "9kFtew/W/OccrKeaVI/vPNOCqaPj+mPyYRlVQD+FPIdqf8fykP3td6K+E5Ikyf3qjusKJPLtWDNS\n", "YiLQ0NGHrj47zjR3IS/Z87n54SwQxyHX5WormMAY1Ejbv9mLY0xWggVl54+B55q7cUF67JDP90VN\n", "W4+ceEi0RHiVuDUZDciIM8ujL6pau5EbhP3U3/uAcgWS+CiTfAxvchn1MtgUEq5EQqKE03mpLxw1\n", "MGo9eq7JCOyvaB3+iXDU5wol3rw3wJF8VtYwCmV63we8wQTGCLkWJOMIjOD7orJ/5MGZpq5hLzQD\n", "oalLXf/AaZwqgTHy5Mr7JbV4cVeF25UxjrnUV/BlGVUASOAIDHT02tGrGCnR1mNDdVsPRscP/iXp\n", "ugKJ0uS0WPzntGN46JHaDiYwAuiIy35Q39GLzl4boiNNg/wF+cqbaWrBqIPh6wokTqPjo+QERmVr\n", "T1ASGP4kSZIqiT87Kx7bTzoS3QNqYAwyjYcjMIi0r7nLhseLTnr03McKxwU4Gv/y5r0BwLNX54dN\n", "AoM8xykkIzRgCklHaFzwhcs8q8rWblS39c9X7ui1q34JDxbVCAxFAiMnySIPS65oUS/J6W0f7DrT\n", "jD9/ela1jfk5CfLt4+dHCQCOuiDOX94MABKifBuB0RLGIzCGan93J/fDje5R1sBIjXFJYCimkRyv\n", "Y1FJJ38fh+yShKNu6oxw+Vr3RlwDw4sk6RhFAmOwaQ4jVa4o4JnjxfQRpyzFNBd3K0cFgj/3gfqO\n", "XrlPYiKNmKIY5TJwBEb/sd2oyPczgUGihMt5qa9YA4P0vg94gwmMETrrMgKjgSMwgko5+sJJWYU+\n", "WBpVCYz+i9eoCCOyzmeGJQDlI6iD8e/zq2IAjsTIc9dMxC+vGI+YSMdu3NzVh9rzowCUF+DxUSZ5\n", "RQxPsAbGwJN9YPgEhnIEhmsCI1NxYeT6Syj5z9nm7gHLRQKsgxEoTR4W8QTUSbydp1tUoyX8ZaQj\n", "MEQV8vQX5fSR8SnRSInp7xPX6a2timNcelz/8YkJDCIi0jomMEbAZpcG/ErjWulbq8JlnpW7eXKB\n", "ODEejmoKicuJ/GB1MLzpA0mSVLU+HlqYi4sy42A0GDDRzTKdygvwBC+mjwCsgQGMfASG6xQS9aiW\n", "0DhGBIO/j0Ou9S+ctFQHo73Hht1nWtxOAwu2YNbAyEuOxsVjHCPGJACv/bdqRK/tjvLY78sIjNEC\n", "RmD4cx9QHqMmpMYgydJ/HHI9N1Eeh5RLyDKBQaKEy3mprxw1MEjP9L4PeMPvCYyqqiq89tpreOON\n", "N1BZWenvzWtKVWsPbC4LCjSEyDKqolW2duOP1jN4+4tq2CXfVmWQJAn73YzAONM0shPPsvpOrP28\n", "CjVtnv8CN9gUEgDIUyYwfByBcbKhS/4FLT7KhAmp/dtUJjCcdTB8XULVuX0nT0dgNHX24s391QNW\n", "QglVzW4SGEMtpSpJEurb+z8vabFm1f8n6GRajmjKZWqVn3utJDDskoSfbDqGX/zrBJ4s9nyOrxZJ\n", "kuT1cebrs0fLt7eXNfo12SxJkmoKiagRGJIkYUdZI947WIPO3uDu68qpOflp0arvIteRX8pVlpTz\n", "x9t7xCfWiIiIhuL3BMauXbuwatUq3Hzzzdi5c6e/N68p51oGnny5G3quRSLnWX1e0Yr71x3BxtI6\n", "vLCrAusPeVZ12VVVa488ZULpTLPvJ8W9Njse2XoCr+ypxH3rjqCu3bOTWOXw3ORo1xEY/SfSykKe\n", "3vTB3nMt8u3ZWfGqKSET0/qTGe4SGN4U8AS8H4HR2NmLH2w4ihd3V+BnW04MWhxOa4Zqf3cJjNr2\n", "3kHfW1uPDd3ns5mWCKM8rccp3tKfFAqV9gkGfx+HlAmMheOT5dtaSWDUtPXIv5LvPtOCXsHV4UfS\n", "/p29dvSc/8ybTQZYIoY/nbggPVYehWGXgNf9OAqjqq1Hnj4UZzYNOA57IktxIV/V2u11cr3PLuG5\n", "Hafx5IensOazc3j34PDfbf7cB5RTSCakuCQwhliFRJm44SokJIre5/+zBgbpfR/wht8TGDEx/b8G\n", "m83mIZ4Z+lzrXwCOC75QW7IoWCRJwvsltfjpB8dVF8Yv7a7AGR9+iftcMfoiR/Fr20h+1Tvb3C0n\n", "RZq7+vDUh6fQZx/+JFa9jKp6+sC4ZPUUEsmHESf7FNNHZo9JUP2fegRG54BfRr1ZQhXwbhWSzl4b\n", "HvlXGSpaHImerj67X1ZbEW2wJMNg00hcVyBxXQUnQSfTckTqsdlRpuifxRO0l8BQfmdIgFejvLTG\n", "NUnq6cpPylEY/y5r9OnY785Hx/trBE1Jj/FpJapYs0kegdZjk7wqyt3Za8OjW09g27EG+bHDNe6n\n", "NAVCW3efXKw2wmhAbrIFCVERcLZCa7dN9V2mrIGhrNHDKSRERKR1fl9GVXlxFhkZOejzrFarPNfH\n", "mXEKtftnDblu39u2Hf9BYqQkPL7h7jsF4/VsEvBfQw42l9YPaK8em4RHNx7Ei7fOgclo8Hj7X/SN\n", "kbcxMbLl/7P33tFxXPfZ/zNbsVj0XgmAAMEuipRIqlBUIVWsZokqVnFiJ/Gr2Od1nMRvFCf2ayuO\n", "3zhF/tlOdez4xI5cZMu2JMuyrGqZEtQlSuwdYAFAovcFts38/tid2XtnZ3Znts0C+/2coyMsMVgM\n", "ZubOzv3e53m+OG93Rx4650N4YXcPrr3S/P6qH6YPDs3hb598B9fVBRL+/MCYB3I98NTRA/CfFpXv\n", "n9j7DpxCMYKSgKmFEJ7b/TpKHMavj5df6cHewWIg+igqDh5Bz0js5/v2vQuXrRgBMfL+z/zudeyf\n", "cgCIPJROj5xDT88Zw7/v2MG9ACJFkRl/WHf7Sy67HF95qU/J3ZB544MDmOkNW359p/P66DkXgMj9\n", "yy5ICEuRY39izIe5vr1x25+YtQOIFNEcQV/c/U2SALvgRViKFHl+90oPrtqeP3+vVa+3bduWsfer\n", "XblRaX1b6RSxosYDmxBZ6R+eDSAQEuFy2Cz9e9Vtt8/NBNC3/13L9ied41/dvVH5Oxyh2H0z2c+P\n", "HXsfnV43Ts45IErAN5/fj9ub/Gn9PZIEPH8uVrBaJo4A6Erp/UqFAGYQKWIMzvhx+P23kv78XAj4\n", "1WRt3L1wdC6Y9PfJ/5bu+Szr3KC8X40zBKc98nnksUvwhSP3r6n5EA6//xaCIuT2i2gAACAASURB\n", "VOAPRzqU2CBh8MRhAJFC+9D45JJ4PjP6msgfCv2cRDIwUlMkE0uDQh8DZhCkVJaDE/Dss8/ihhtu\n", "AAC8+OKL2LlzZ9w2L730EjZt2pTJX2sJn3vmON4fjPf8/+uHu7Gy1qvxE4ubkbkA3jg9hS2tZWgo\n", "Nd5zeS4Qxpee78V+Jh9hRY0HH7uoEX/zQp+yKvSHmxtxz4YGvbfhkCQJ9z96UGmZ+m8fXomvv3oG\n", "vdHV/2/csgJr60sM76PMD/ecwyN74mXNX9rRgW0dFbo/95Ef7VdsJD++d21cBsKfPnUUh4cjD7d/\n", "f0MnLlKpKBLxXv80/vrZkwAirQj/+641cdv8xdPHsS96fB/a2YH3B2fw1KFRAMCnLmnG7evqDP++\n", "CV8QH/nxAQCRldWffXR93DaSJOHhV87gRWa1UeaTlzRjl4nfl4889Hwv3jgTkXNubCpRxvk1nZX4\n", "q6vb47Z/9ugYvv7qmYTb3P3D/YqM+9F716Haq1/gXaxIkoR3+qcRCEu4rK0cthRWwVPlqUMj+LfX\n", "+wEAVy2vwOev6cDv//Sgsir93TtWpxTsmEn+/fV+/PJQ7AH1Ty5rwS1rai3co9R588wUvvR8LwDg\n", "4pZSfPWGLsM/e3h4Dn/61DEAkRae371zNVrKUz83+87N4i9+fRxAREXxk/vWwW3A0qLF3/22D7t7\n", "JwEAf7F9Ga7rrk64/eC0H59/9qSmykfv/ikzFwijyGEz1SVKj8cPDOM/3xwAAFy3ogp/cWVkgeWB\n", "XxzGqWg2yLduX4nO6mKMzAVw/6MHAQBVHgf+6aYV+MTPDwMAmsvc+N7d8Z8xS5U9e/Zgx44dVu8G\n", "gKXzbLwY2Ts4gwefOWFo24dv7MKGplJL9+GhnR348ovGcpSW8rZA9s4HkXvM3I8zbiGZn49MICVJ\n", "Ur5eqrByYDbFe9yE7DST/GzfEP7kl0fxztnppNuqVRjJkCQJX3yuF//2ej/++jcnETZgq5B/7v97\n", "5TRXvLi6sxJfv7kbW1rL8dGNsYLFI++dN2w/GJwOKMWLYqcNndUeLKuIFVXOpBjkydpP2DDLr71y\n", "Om71VEZUWzY0MifaORtJ5G80eg7Y7iMXNWsXPtQ5GFMm2huqKVFZSLR84N9/9xxXvKhn2vBN5DDI\n", "dtwXNHwtqkl0/NnzuYk55roWkgQdSGTYbjBLtRPJewMz+L/P9eJvX+zD7t6JpNubvQ8lgs2/kAvI\n", "bKZBPrRSVecmWd2qM53jn07Ozuo6Ly5uiTxwZiIL47ljMWXf1Z2VKRcvAD4P4nyS8xMMi/j8syeU\n", "4oVNAD59WQvkesTUQggBnW4zr/RO4K4f7sf9P9iTkdbKXP4FE/LM5mDIRXauzXaRA15X7J5PFpLM\n", "09fXh5///Od47LHHcPbsWat3J2/J5OfBYoQyMIhCHwNmyHgBY+vWrXj00Ufx6KOPYuvWrZl++7xh\n", "ISQqWQk2IfJAJjORgYcRswzPBvDdtwdxdMSH/3p7IOPvPzEfUtQNA9P+hB0ZWJ4+PIqeU7Gb8h9u\n", "bsRfXdWmPGB+ZEM9VtZG7AohUcI/7T5tKNhu77nYpH59QwnsNoHLwUjVV80WPh68sk2ZmPuCIr7y\n", "Uh/8Gg+j0wshyHPoEpddke6ycK1UJ8ztG5t/cVGLdpVZnYMxmcbkwmmPhVCKUiSsj6WnbxKP7h1S\n", "Xt/QXY17L6xXXo/nqJXwI++dwz0/PoA/+9WxlIsYerCTswubShQf+dmpBc1rYJzJwKgu1ilguJd+\n", "kOd+JpeGvW5zwTGugBEZD2wBIx9yMNS5SednrN+nVEmnSAoAH93YqHz925MT6E8xfNkXCOOVvknl\n", "9fXdVSm9jwy7GJHsmjk64lPyf1x2AV/c0YFb19SiirkHjOkUdH99ZAwhUcJ40IZH3ks/zLSX+Uzu\n", "rI59HrDdYeSsJrYTUpmbChjZ5siRI7jzzjtx9913Y//+/VbvDkEQxKIn4wWMpqYm3HvvvbjvvvtQ\n", "V7e4ZeSJGGQeRBtK3ahlV6BzNIFjOTbigzyF0+rMocasz+qUqv3ne/3JJye9Y/P4z7dixZRb19Tg\n", "ng0NXLia3SbgwSvb4LJH/u3k2Dwe/WAo7r3UsO1TNzRGrCLpBnmGRYl7iF5T58UXd3bAGV1O6x2f\n", "xw/3xLcGZosF6haqMh0anUiMnINxX1ApHDlsgvK3qlG3Uk1ndRTgO5GoJ9svnYgpL7a0luFPt7Vy\n", "D+xmC3iHhubw8slxUx0ZZvwhPLYvcp0cHfHhUApheYmOP6uQaCh1o7k8MhEWJWiqhEZ9+i1UZcx2\n", "d1mMjDPnXk+xxJIpv+dcIKyMeZsQW4HOpwJGICxiSLWib7UCI53jn06RFADW1HtxUXNMhfHcsXg7\n", "mhFe6ZtUioptlUXoZu6FqdBYZlyBMcSEsG5pLcfl7RGbYQ1zPxzVKWCwAa7PHB2N+4w1QyAsci1k\n", "eQVGbF/kc8YGeJa57XDbBTiin3NBUdJVjRCpEQ6HIYoiwuFwSiHehUKh+/8jGRhEIVPoY8AMGS9g\n", "FAr9jBS4pdyNKk6mmXsFBquImAuEM74ifUqlGngvyerqfDCMr758CsFom73lVUV4YEuz5rbLKorw\n", "Bxc3Ka9//MF5nEmgUpAkiVNgXBD1vrWmWcAYmg0obQErPQ6UFTnQXVOMP74ktt9vathzuA4kOgUM\n", "1kJyenLB8PlhV7FX13nhcdo1t2sudyuqicmFEDd5NNuFBODtM+rJNjsR/OjGBthtAqo8bAHDeAHv\n", "1MQ8Pvv0Mfz9y6fx8/3Dhn/utycmlHMFAAeH4rNoUiUkSsrfLCCiqmEnBCe1ChhzRiwkjAJjiVpI\n", "2LGQy4LB8dFYAbe9skgZJ815VMA4N+2HetSfm/Yv2gkNWyStSKGAAQA3rqpRvj6SYscO1j5yfXd1\n", "St1HWFgLybkkChm2CFFfEhv37D1gVGNBQZIkDDMtukUJ+K+3Bg3v4wvHx/DlF3rxhWdP4nPPHMf/\n", "efo45NthU5mLU1TwCozIvnAKjGgHGVJhZI9169bh4Ycfxte+9jVs3Lgx+Q8QBEEQCaECRoqwE8Tm\n", "cje3ymGFAkPtzU/2AGLWZ3VqnC8IHBqahS/B7/jWGwNKEcHtsOHzV3fAlcCXfPu6Wqyrj9hwRCnS\n", "WlWPgWm/kjPiddnRGbVnNJe7Fe/x0ExAU+qfCLbowao5rloeS7c/PxOIm3Cw57vSo59/IK/KBcMS\n", "Bqb9hs7BnoFYwURerdTCJgicbDjIFEhSU2BoT7ZFSeImgvIKd2UxU8AzkYHx5pkpxX5zcMjYBEaS\n", "JPzm6Cj3bwfPm5/86B1/dnWy1G2H3SbwBYzR+AIGKxPXs5BwqpYlWsBgx8L4fAjzwczeh/Q4ppF/\n", "AUQmczJWFzC02m77gqKlapyMZWCkUCQFgNV1sXvWsVGf6cJ7/9SCct+wC8COrsokP5GcGq9TUSNM\n", "JLmGWQVGHaPCrC6OfT02F6/imFwIKcV9mXf6p/Fuf/L8qoPnZ/Hw7jN47fQU3umfxvuDs1z+y/Iq\n", "XoFS6dGwkKgUGADgdcU+n2epgJFR9u7di8997nN48MEH8e677ybclh2TPT09BfX6W9/6lqW/3yxG\n", "3v/9Y6exd3AGewdn8MrhfrxyuF/39cR05hZiUiUUMv5sYmbbXGD19ZuJ19/61rfyan9y/doMqT11\n", "ENzDaEuZSoGRwxBDmROqAsZsIMyFBqaLWt4aliI2jkvb4iVvL58cx7PMqtinL2tJmv5vEwR86tIW\n", "/O8njwIA3jgzhX3nZnBBY/yk/QOm88v6Bq+S4O6y29BQ6sZgdKWzf2qBm9Qngy1gsGqOUrcdXpcd\n", "c4Ew/CERk/MhVDKTVDaALdFKZHtVkSIn7hufh7aWIoYkSYbyL2RW1Hi4sFQgEnDq0sjkSIae3WHc\n", "F4Q/+uBd6rYr1xi3yrcQQliUDCXry51ZAGDW4ETu2KgPveqC2vAcREnKSNeLKX+8NL6LuY7U+S8h\n", "UVImBgLA2WlYOAXGwtKcIKjVZ4PTflNjMFWOaORfAJHVdAGAhMhkMxgWNTNqcoGepebcjD+j9+pc\n", "ka5NDYjYraqLnRjzBTEfFHFmcgEdTF5QMljbydZl5boFZDPYbQLqS1xK6Ov5mYDuPnEKDCY7o9ab\n", "2EIyMqv9jPCdtwawsak04b3zJ3v1LZY2AbhxFd81RctCwhZQS6PnjhQY2cPlilwbNpsNTmfia5SV\n", "kKvl5Ev99fr16y39+81i5P21O4uoW6VGXn/hqta09icTOBzG7+Vmts0FVl+/9Dr913v27IFRSIFh\n", "gBGNFRT2YbSlvIh7cMpViKHMxHwwLigs2WTQzI1blCSc1rBkaIX0jc4F8M89sZTtqzsrcd0KY6Fq\n", "K2qKsZNZQfvOW4OaHTD2MfaRDaoCRzqdSM7qKDAEQeCC3dS+dSMWEkAV5Dk+n/QcnJpYUK6lUred\n", "m0RrofX9VCcWpapOJDJa6gsgEvwpr+SJkrGQSkmSONn4jEFVwm+OjsX924w/bDq4Ve/4a4UTdqrO\n", "HbtSPO4LKtaACo9DWb1VU8YVhfJr5SITSJLEjQUgeeePTPk9j47EriO2gOFy2BQ5vyjxK+a5RkuB\n", "AejnLJyZXMDB87NZtZiklYHB3vfSKMCsYs6XGRtJWJS4TkjXJ2l3aobGMvZ+r38Ns5kmbCcmtkXy\n", "mIaFhC18dNcUoyiqTjw1scBZYtT0js3jraiNUQDwuava8Pc3dOJrN3Xhm7d049H71uFiVYvuCi0F\n", "hirEE6ACRjbp6OjA448/jscffxzLly+3enfylkL3/+dbQYDIPYU+BsxABQwdJEnCK30T+OzTx/Dx\n", "xw7FtTljwx6by92chD4TLdHMoNXaMZMTpOHZQFwnCgB4byBe7vrLgyPwRbdtKnPhM5e3mvIkf/zi\n", "JjijgZ7HRn1xrRglScI+jQBPmXQ6kfAWEjf3vYYEvmg2zC7RCiDXStVAJ5L3GDlxslU5AJrhdakX\n", "MLQVGAPTsQdvtoABgFOljBsYA8OzQc5yYES2PB8M4+WTsWuijvGdHzBoQUmGlgKjstiJqugY94cl\n", "roBpxD4CqC0kS2+CMBsIc9YlIDe2jXFfUAkudtsFtFXyq+X5EuTJ5ia1MfcprQly79g8HvjFYfz5\n", "08fx4onUwi2zTSYUGACwiungxSppkvHewLQy9iqKHNjcqt1iOhXY+/3gtHaBSZIkrhDBWkiShXiy\n", "hbSVtcW4e0Osi9P/vHdO1575030x9cXl7RXY0VWFi1rKcEFjKdbUezU/f3h1XGRfuBDPqDKshAoY\n", "WWPVqlXYtWsXdu3ahZUrV1q9OwRBEIseKmAk4LG9wzhwfg7BsMSt+k4vhJQJiNsuoMbrjLTPjE4w\n", "fUERCxlM8R6eDeBbb/THTeZljo/GP/Qlmwya8RqxAZ6r64qVjiH9U35uBcofEvEMc5we2NrMreoY\n", "oa7EhV1ra5XX//3OOSURXQ4GZVUJy6v5yUqqnUgkSeJS3Nsq+Pc1rMBI8CCvVmAkOwdsUGqi/AuZ\n", "5nK3spInk00FRrOqgMEH2SYvoB1WrbbO+pMntO/unVSKaa3lbty6JnatGM3QkNE7/qwCg5X2swqX\n", "k+OxMWckwBPg26jOLME2qlrnPFknknT8x6Ik4dioDz/cE2tB2VldHKeAYQsYRjqjZAv2d1/M2MHO\n", "aUyQe05NKtkwb51JnouQKqkef38o9hnnsAmm7/MsqSowWPvIzhVVusqnVGDv93qtbqcWQoqdrthp\n", "4woAyUI82QBP3+gg7lxfpxQ9JuZDXKFCZnDazz0D3MO0rk5Eheq+LEkSZyEhBQaRL2QqE2mxkm+Z\n", "EkTuKfQxYAYqYOggCAJuYybSvzo0ilD0iZKVRUeCIwUIgqB6UMicCuObPWfwxMER/P3LpzS7c2gr\n", "MDL3AMLmX3TXFOMCRvXAhky+fHJC+b31JS5sbU2tJdQ9FzYok72h2QB+eWgEA1N+/OlTx7C7d1LZ\n", "bueKqrjMg1Q7kYz7QopypNhpU1bbZbjWeqpVXPZcJ7KQtFa4Ea394PxMAIlOUSAkcnkWm5qTry7a\n", "bQK6VAWdRPuTCD0Fhp6FBODVJ+MGcmCOjPCTlaAoKRMCPdjwzg+trMa6+ti1eChDnUimmL+XLQCx\n", "NpITTJDnKDMZqSnWbqEK8MWQpajA0FKe6a1ep8Ph4Tl849UzuO/RA/j0k0fx9JHYNcHaR2TkFrjZ\n", "2h8jzAXCSoHHaRe4bB+tCTJblE7WytMKplQr+Ol0/uiuLVbCl09PLiQNfgUiRf3XT8U+C67vNmZT\n", "NAp7v9cqMEX2IXa915W4uGNQzbRSHvMF46yQI4wCo9wposhhwx9sblT+7ef7hjkFHgD8bN+QUtTa\n", "1FxquF2sx2mHO1rYDoYl+IIiphbiLSTFVMAgCIIgFglUwEjA9uUVSoL3qC+Inr7IAxNvH4lNmNnw\n", "vglfZiqp474g3uuPrMSLEvD6mcm4bdQBngAwG0j8+834rNgOJG2VHm4yLasEJEnCLw/FgoluXVNj\n", "KMRRC6/Ljo9uij3M/ej98/iTXx7llCA3r6rBJzY3xf0sq8AYmPIbTrVXdyBRP5A3JFJgcBYS/YKB\n", "025DC7N/jav026kdH/UpbUJbyt1cQFwiVqgeatncBTOYzcAAVNe/AQXGkeF45VAi61Pf+LwS+umw\n", "Cdi5ogpdNR7FcjQ4HTBUOJHRGwPTOtL4zhrtVqqchSShAoMpYCwCBYbZ7AWtc57MsmHW73lqYh5/\n", "9tQx/ObomNKJSKbEZdfMQciGhSQQEvGL/cN46tCIZk6PGlZ90VTm5tRL6vsJABxngmKzmduRqt92\n", "kmuhml5wpsdpV+7boqStKFTzs33DStvQ9Q0lcbahdOEVd9rXzNCsdv4FABQ5YoqMkChxBR+AL35c\n", "sWk9AGBHV5VSlAiKEv7mhV4ciBaxx3xBPM8oTu7ZYEx9IcO3Ug1x99lSDQsJdSEhrKDQ/f+UgUEU\n", "+hgwAxUwEuCy23Dz6lif+icPRibo6g4kMuxDgpEMACP0nJoE+3j8zlk+OHMuENZ8KJ/LqAIjNrnv\n", "qCri7AzvD84gLEo4MDSnKEHcdiHtQLWbVlUrD/m+oKg8UDntAj57xTJ8ZlurZjcBr8uu5BAERUlX\n", "/qtGr4WqTGOCDIwJLsQz8cM8ZyOZiC88yYwx10+bxv7ooS5gpNreUEuBIcW1UOUf2tniTbLrPxgW\n", "uUmaTKLwWbazzWVt5ajwOOGy27hVd7M2Ei30vP2dTHvCE6M+ZaWYlYgnzsDgi0LZDGdMl5/uHcJt\n", "j+zDd94aMPwzWgWMSHeJzN2L3j4zzd0Py9x27OyqxBeuaccP7lkbZykDeKtTJgoYoiThH353Gt9+\n", "awD/9no/ek7FF5XVsEXvljK+IDk8G1DUfUDkmLHFmamF5O1oc41W0G06rGJa32oVNlkm5oOcEute\n", "g1YKM7D3+6GZgGYhnC1g1JbEF5gTBXkOa/ysTRDwxR0dSgcTf1jC/33uJI6N+vDEgWElX2ZlbXFc\n", "9lMyKlT35tmkIZ6Zs8ASBEEQRKahAkYSblpVo3hrDw3P4ejIHLeaxsqTq7jWmplZYX2ll384Pjg0\n", "y8k7e8e1J8EzGcrACIsSF4bZXulBe2WRYrGY8YdxfNSHXx6MqS+u6apKuy2g027DH6kUFjVeJ75+\n", "8wrcsDJxcaQ1hU4kyQoYdSVOReY8Nhfkcjn80a+dNgHFzsRDqp1pJ/v6gV7d7dg2m2aO5YoalYUk\n", "xfPAt/yMXMuT8yElf6LYaYubuLAWkmSthHvH5xHUsIvoWZ8CIZHrOPAh5hpYy9hIDpiwkehmYOgU\n", "MBrLXMr5nfaH8Uc/P4zfnZzgFBiJMjBcDpsi5Q5LUCxL+caMP4T/ee8c5oMRlcGswUBgvXOuJ8EH\n", "zPs9WdvRxy9qxE/vX4+/vKodVy6v1M1haFDlGRhVZenxwz3nuaLFYQNFM67oXe6G22FTil2ixFsK\n", "TmgoELJlI0nVb8uOkVRtaiyr6pgcjJHEx/OJAyOKOq2r2mMoH8gsxS67MvaDohTX5QtQtVDVKGDo\n", "tVL1h0RFwWITgCPvvx17n1IX/vHGLqUY7AuK+OvfnMDTh2MFm3s21Ju27LDF5f7JBaUIWOKyK0pJ\n", "roCRZwUzojAodP8/ZWAQhT4GzEAFjCRUFTtx1fIK5fWTB0dUD6OxCSm3ymFCyq7HmC/I5SAAkYfd\n", "95lwR/Zhlw1wTNZG1SgD035l5afW64TXFfE7X8TYSJ47NsY90LPZIelweXs5trVHcjQ2NpXi329b\n", "iZXMSp0eekGekiTh4NAs9+CptV2rRgHDabehNuprlhBbfZtUPcgne7BkFRhDfv3hl2rCf0t5EXcd\n", "ZLILyYDKPqL+W9nckGQWksM6q6x61qfXTk9x+SobmUnL2vrYNXEoiwoMmyDgmq6Y1350LoivvnwK\n", "e5muOIkUGAAf5Dmdp61U3zg9pSgC2Gs9GXrnPJOdP9jr5tK2ckM2NY8zpsoKS9Ac/0b53ckJ/PD9\n", "89y/Dc0mv9fzuUmR+4ueTUHLQpFvORiTGepAImNUgTEXCOMpxqp474UNaeVvJIJV7mjlKQ3pdCCR\n", "Ye8FrEqLy8zxxgrjMi3lRfiHD3Upiq0Zf1gpdrZVFOHSNvPZUqzNh22JzhaquQLGEszoIQiCIJYO\n", "VMAwwG1r65Svd/dO4iwrB2YVGOwKdAYsJD19vH1E5h0m3IsN8FzfEFuJThbiadRnxQZ4sm1A2VWv\n", "Xx8ZU8LFLmgoQUdVZvzIQlRS+9j966KrUsa81loFjJAo4e9+ewp//qvj+OPHj8TZQNgH1LZKbctG\n", "g8aEg+tAYmAlkj02E6JL10bAh+QZnyDYbQLWMBN6ViFkhlJXvN1hcFpbeSRjJsST7UDCPsDrFd7e\n", "PDOlfH39ymouvHUN04aRtXYkQ28MqAMKWT59WQs+e8UyXWVLIgVG5P2YwtBCfk4SXunjVV8jGl0U\n", "tGDveezq80CCAoYZv+fIXEBZCfc4bZpKKT24TiQpFlSOjfjwtVdOx/370Gzy9+vX+MzQy9U5rpFp\n", "ZNQKZ5ZU/baZaqEq01YZK7yO+oLcJJ/lqUOxNt2t5W5c3p5aULQR2qti19cpDaXjSBIFRg0T5Mn+\n", "PVz4p9eleQ46qjz46g2dcYq+uzfUxQVXG4H9bGI/69hCNXUhIaym0P3/lIFBFPoYMAMVMAzQXVus\n", "TJJCoqRI38vcdm5CUmliBdoI7ERiR1el8vU7Z6eViS8b4HlhU6yAkSzE0yhsgCdrf9ioI9v9cIbU\n", "FzKR7i7mQuLUnUiCYRH/76U+5XjOBcKc5WXGH+I6BGg9jAK8L1peEeVbqCbfz1qvU3konfGHda1G\n", "/ATBXIvCT17SjG3t5fjkJc2cQsgMarvDfFCMU2CoMRPieZSRibMZFnqFN7YgsraOV+GUFTmUnJCw\n", "BBwdSR4CqIckSbohnkBEhXHDymp87+41uGNdrdJVBohvpahFaZ4rMGb9IewZ4HN2jCoW2FV5VhWT\n", "KQUGW/Tqrik2FRLM5rWksj9jc0E89EKvYl1gC1XDSRQYkiRp2g4bSrU7Gy0GBUamMzDsNoHrqnFE\n", "YwwvhEQ8fiB23/7IhvqUJvNGYQv2pzS6fyUK8QR4BQZrQWFbqGplZ8isrPXiK9d3wh29yTSVuXF1\n", "Z2rdVtgCxlnGVlmmV8AgCwlBEASRx1ABwyBatgj15LAygwqMsbmgkkBuE4BPbG5WJkejviBOTSwg\n", "EBZxmlFIbGBa8yWzkBj1WbEPbuyKVKXHGdeys9brxGUpyFszDbsye3ZyAX/7Yh9ePz3FbfPC8XEl\n", "u4Kzj5S7dSdGjcwk6Ny0rMCInedEHUhkBEHgVuYmdbpRJJpEJ6O90oMv7VyOXevqkm+cAD50kg+L\n", "bdYoYJS67cqEfjYQVnJC1EzOB5V2lk67wF+3Oit/iVQRADjVidEgT60xsBASlUmqyy5wdhwWr8uO\n", "P76kBd/etRpbW8vgcdpw38bkcvYyzpqTfwWMN85McYGSQGoKjHWMGixRwcCM35O1FqyqS24lY0mn\n", "E0kwLOJvXuxVJqGlbjv+8UNdSjZSspDNiflYi2avy66od7j7SbRAMTEf5OwGMnmdgZGBAgbAFzKP\n", "DseP4WePjim/t67Eydm5sgFbsFcXMOaDYaXY6rQJ3OKFDFvkYs+pOjsj0TlY31CCf71tJf5wcyP+\n", "4UOdyjVnFvYcsYUX9l7KdSEhCwlhAYXu/6cMDKLQx4AZSK9kkG0dFah5y8mFcall9FWezCkwXmW6\n", "j1zQWIJqrxMXNZdid1RF8M7ZaYTEUqWVXGOpi0u2z1QbND0LCRCxkbAKkFvSaJ2aSao8DnhddswF\n", "It7ht87GLDdOu4BgWMKMP4zdvRO4rruaC/rUyr+QaSiNb304YdJCAkQeJs9EvzaiwEi1FWq6lLnt\n", "yoP3jD+UsIUqEFEnVHpiY2RiPqTZ/pVdXe2q9nCFH73AyGQFnXUNXvzmaKRLyUETQZ5q1NL4ZAWJ\n", "ZZVF+Mr1nZAkyZAXn2+lmvoYffnkOH7XO4k71tXhApMdCRKhDg0GjCkwJEnixgKrwGDVB+lwhJnU\n", "rq4rTrBlPOl0Innr7LSi6rEJwBeuaUdrRRFqvU7lPjAyG8SySm31jTrAU75OtDobnRiN3U+LHDYs\n", "RIuARmwquYQbJxkI8QT4opRagREMi/jZviHl9V3r61OezBuFtRKenlyAKEmK4oPvQOLUVILUFGuH\n", "eA6rszOSnNpIcHZ6tkw9+6WeAsNHCgyCIBYJdhuwd3Am+YaI3HMbNZ5ficUHFTAM4rAJuGVNDb73\n", "7jnl31pUBYwKVRcGo5MaLV7pm1C+3t4RsY9c3FoWK2D0T6OUbfFYXRy3gsI+cKkx4rPyh0TlYV9A\n", "fHeOTS1l+Om+YQCRwsCHVtao38ISBEHAsgp3XFDkvRvq4XXZ8d13BgEAvzo8iuu6q7kuK4l89Y2q\n", "bgaAKsTT4Eok+8A/uaC9us3aCzIh0U4F1h897Q8pqglAu4ABRGxU8sP6I5d97QAAIABJREFU+HxQ\n", "u4DBTERX1XlRolJ6qJEkKWlBh+1EcmhoDmFRSlpM0xoDqXr7jY7z0qL0LSRTCyF8bfcZBKMdgv77\n", "rjWmfl6SJEhA3L1hLhCOs48AvNdfj7lAWLHWFTlsaKv0wCZEQodHfUEshERNNYtRv2dIlHCMsVas\n", "MhDmy8IrMMypGfqY/INbVtdgUzTAuL7UpRQwzs/6sUwnO2eAyb9gCylaljTWPrKVud+fnwmk9Xmi\n", "R6p+20yHeAJ8J5Jjoz5uDP/25ISiBKoociTtRJUJKj1OlBc5MLUQgj8kYmgmoDz4xhUhNKjRaaPK\n", "ZWCUOLFldfY9z3rFdfYZQp2BkY3rjSASUej+f8rASI2phTC+/GKfoW0fvrErrwsYhT4GzEAWEhPc\n", "uKoGTsb0rlZgFDttil/VH5ZSbpM4OhfAwfORSZ5NgBJUdnFLrPPHgfOzXIeSrmoP7DYBnmi+ggTA\n", "l6YK4+zkghLO2VTmVjIRZC5oKFFWQu/ZUG/ZRFsLdSHioxsb8PGLG3FddxWc0YfioyM+HB/14fSE\n", "wQJGGa/AiKw6xx5GjWZ1sIUOfQVGam1UMwlrIRmY8ivBbkUOm65dxkiQLVtYWl3rRYmLUWBoXLNz\n", "gbCiNPI4bXBpTIQbS12KAsoXFLlzqsX7gzN44fgYgmF+jKYanmqUMo3uLmY5NDSndAbqn/IrVigj\n", "nBj14e4fHcAnNYJs3zg9pbwvO5aNWEhY9UWlxwGHTeBDKtPMwegbn1esPfUlLi5vxQjc2J0210qV\n", "VZCwIbxs7kGiHAy1AkOmstgBV/TzYsYfxow/xBUwLmopU4o+vqCY8vWihShJ6Bufx8kxn26QcCJY\n", "61ymLCS1XpeSGzEfFBVr3+mJeXz7zQFlu13ra+M+i7KFno1kaCZx/gUQGUPyZ81sIKzYjEbYDAyv\n", "fgZGJtE7R2xXJIdNUI6rGM09IgiCIIh8hAoYJigvcuDDayJZGEUOG9f1A4iswlYyD9aTKeZgvMp0\n", "H9nQWKLIP6uLneiM5k6EpUhLP5mumsi/cyqMBAUMIz4rLv9CY3XRbhPwjVu68dP71+H3NjUmfb9c\n", "cnl7rPXtxy5qxO9f1KgEgl7REfve04dHuQyMRAWMMrddCeCcD4qYWgiZ7kKi3k4rA2MhJCqTUodN\n", "iEuizxWsAoMNxtRqoSrDdyKJ/9tESeICPFfVFauyNuJ/hivm6NhpBEHAGkaFcSCBjeTw8Bz+6pkT\n", "eHj3GfziwDD3PdbWkY2CHBfiqZN/koxDqr/NaJtTAHhkzzlMLYRwamIBX/3tKS7v4lUmNPiW1TE1\n", "1chcIOmEny9gRK4BI50/jPo9Dw/z14xZ2OyJoCiZ6uoxoJP9wq68JzoH/RotVIGIAqZBpcJgLXkr\n", "ajxcESidHAxJiihYfr5/GA+90Iu7frgff/z4EXzqiaP4yd6h5G/AEAiLSnHeJoBTUKXLKiYH48jw\n", "HEbnAvj8syeVz7KqYgduWZ3ZoOhE8AWM2LkxosAQBIErtI1FVZnqn82F57msyAGtO7b6fup1xT5r\n", "KMiTyDWF7v+nDAyi0MeAGaiAYZI/2tyEv7u+E/91x2pNXym7Mj2eYg4GO5G4oqOS+95mRoXBTj46\n", "qyMPfuwEKd0gLi7/Qqc1qpx7kG9sbS3Dv364G9+6fSXu39jAfY+dnP325ITyQGkTErcdFVQTjnMz\n", "Aa4AYSTEE0iuwJhWBVZaJeNlryW2gJHoGPGdeOILeGcnF5TJT6XHgfoSV1ILiVE7zVqDQZ6/PTGu\n", "FAjfPctbJrIhjWdhVR2pWkgOqaxRRifj80HeInJ0xIf/eTdip5oLhPHuQCwrZkdXlfL3i1LyUGJu\n", "RT46DtLJnVDDZiKYtY/IdDOT49dOTSXYkkevfTCvwNAvLgzoKDAA3pZ2dMSnFEKcdgFtleoCRmrH\n", "UJQkfP7Zk/j0k0fxnbcG8MbpKW6c/WzfsG7grhbTKjtXJjuBrGSKU3sGZvB/nzupKIA8Thu+cl0n\n", "Z3XINm06nUiSdSCRUQd5Ti6EFCWR12XP2d9itwmaijJ1IDKnhlPdi1MtuBIEQRBEpqEChknsNgGb\n", "W8s0vf1A+p1IRucCODAUs49sU/W539xaFvczVR6HIr1lH0BmEigwjPiskikw8hlBELCy1qsUdljW\n", "1HvREf17/CFRmcw2lrrhsiceEuocDF6BYdBCwmynpcDgAistCvAE+NU5VqWil38BqCwkGgoM1j6y\n", "qtYLQRBQmuChGUjegURmXUNsYnvg/KymNF6SJLzNhLr2Tcxz26XT/cUI6VpIQiKvYAGMr8y/NzCj\n", "TJ5kfrpvGO/1T+PNM1NKhkVntQfN5W7UlRhvFaq2kAAqBYZOkKdRvycf4JlaAWM7o7z6Xe9Egi1j\n", "TC+ElPPkdti41picAkPnHIRFKWH3HrYgyhaul1d5ojac+JwMs7zXP4P3NLJNZGYDYbx2Oj68VY9s\n", "BHjKsMWp3X2T6I228bYLwBd3dGBFjXn1TTp0sEGenAKDzbFIUMAo5gsYI+zPRYsbufI8aykEEykw\n", "WAvqhC+IO3+4H/f++AD+1qDXnCDMUuj+f8rAIAp9DJiBChgZhl2F15rAJYN9iN3QWBo3KV5T541b\n", "tWEn6SXZUmAssgJGIgRBwM2r4wNHE9lHZFgvff+UP6UJL7vdlIYCI5sTBDOwCgx22puogMEqMMY1\n", "CnhaVgDumo2Gx7EYPcad1cWK3WZkLoheJnxRpn/KrwQvApEiAtshINUQT6OwBZhUVjRPjvniihBG\n", "J7ZsK2EXk+XzT7tP45kjY8rrK6L2K9afn6wTyTjXTjhyz2LVCukoMKYXQkqOhMMmxLVvNsrl7RVK\n", "JsGJsXkuXFMP3j7i4tRQbBFbz0IyPBtQlHJVxQ4Uq+7dbCvVvediRYYV0Xt6JiwkTx4cUb5eW+/F\n", "Zy5vxXfvWI3fvyhm+3v26Ljh9+OKthkeI901xZpWhz+/YhmXAZUr2E4kZydj2SlGFRjVXt5CYsR6\n", "ki20zpValcEFeTIWkr7os8CYL4jRudStTARBEASRCaiAkWG4DIAUFBis9F2tvgAiCpBNzaXcv7EP\n", "9LyFRH+ClMxnNRcIK6tMDpvAebeXAtd0VcV1RVhWkTyZmJ1QHBvxKRP7MrfdcFu/ZBkYnGXCQgVG\n", "qc7vbi7Tf/BOFuLJqgfklXS3w6ZMqEOipLSOlDFaVHDYBGxdFhszWi1B2Za6MmyXCaNqj1QpTVOB\n", "cUjDGmPEWhAWJbx1JlbA+OKODqXYOjEf4gKBty+PFDDYCdZIkknLZBIFhl4Bw4jfk7UvdVZ7NENc\n", "jeB12blJ8O80rg81rHJEXbir9bogD/lxXzAuEBZQBXiWxd9D2U4kbMzIimimEVfASKGV6tnJBbzT\n", "H7nmBQAPXtmGm1fXYFllEa5bUQW5NPnB4Ixhi0o2i3zFLjtXNACAj1/UiOu6s991RIsSt0NRUQRF\n", "CQPTfgTDIsajRU8BvE1EjVqBMcwGeEbHV648z5oKjAQFDHYBRFbCAHyQLUFkkkL3/1MGBlHoY8AM\n", "VMDIMFVciKf5m9FpRqqvJ5fdrFqJ6qyJPVCwIZ6JLCRJ94Oxj7SWuw1PzhcLXpcdO7r4fBG9Nogs\n", "7ISDVRMYtY8A6gyM+El+PnQgAfhiGEtCBUaCEE9fIKzYkgREVltl1CoMFjMqF9Ym8ErfZJya452z\n", "8dkHrFKD/V2ZXl0GIuNTHkmzgbCpbhiAXgEj+YrogfOzSsGkptiJLa1lePDKtrjtllcVoSVarKzz\n", "mrGQxCsw6ktiE/yRuaCpbiksnGqnNj0LwVWdsetjtwEbSSL7h8MWC2mUoN2tpZ9toaqRHdOgY0Xs\n", "io4NdnU/FQXGU4di6outy8q4sVtX4kKnN3JNSABeOG5MhZFtlRJboL9pVTXuvbA+47/DDO1VfJDn\n", "yFxQKVxXFzvhTGA7rGFUTGO+gEqBkdvsKHVWlcsuxBXx1a1UZdgiLxUwCIIgCKuhAkaGYVc5xn3m\n", "FBhhUeJW/Fp1LA0Xt6gVGOxEMHGegEwyn5WRAM/FjtpGYsxCEnsgnWaOr5nJbonbDlnB7wuKcQF6\n", "2Z4gGEVLgeG2CwlbWFapQjzZAsKxUZ+yytxeWcTJ6RPlYJgp6FzcUqa0Eh6Y9nPFCV8gjP3n4wsA\n", "fczq4mSW26jabYIqtNRckfPgcGoFjNcZ9cWlbeUQBAEXt5Th7gvquO3Y0OBaNqQyiQJDKwPDabdx\n", "E3B121bAmN/zCNe1JrX8C5lLlpUrra5PTSxwuQZasBaSJg0VWn2SHAz259UBnoB2AcNpExTLHpuB\n", "MTQbgGii5elcIIznmaLEbWvju3fcu7VL+fr5Y+OG3j/bQbcf3diAO9fX4Y+3NuPTl7VaFmIs084G\n", "eY4vcPaRZDYQVp0xMhfkszOixY2cZWCozpVWRyevU8dCwtxHl1ctLTUmkT8Uuv+fMjCIQh8DZqAC\n", "RoapShLQmIjBab/il67xOnUTymu8LlzaFpHKr6ot5oIlM9WFZDEHeBqls7pYUbPUFDvRUZm8UFNX\n", "4tL0aBvtQAJEOrewD/7q62Qqy5Noo5RqWCgay9wJuw54nHZlVS8QlpSOI0DiiWiiTiRTJiw1bocN\n", "l+jYSN4fnFHGl5tZedRTYGSreMQWhqZNjNHh2QBGo6v8RQ6bMhGfDYQTFkIkScLrp/gChszHLmrE\n", "yqiqwWUXcHVnrIDBWUiSZGDohdkasZEkQpIkzkKSagcSGY/Tji3M9bE7iY2ELSirFRiAqoChcYw4\n", "C4lGAcTjtMfdO9qripRVfa/LrtzTg2HJVK7Sc8fGMB8df20VRdjYVBq3zSVt5cr7D80GsHdQv/2w\n", "DHt/Mto62gwlbgce2NqMO9bXwZ4Hyj/W0nJ6coEbC3ph3jJcBsZckLNi5TwDQ3WutCxy7H14Lnpv\n", "CosSpwxtN/A5ScTT29uLn/3sZ3jqqacQCFCOCEEQRDpQASPDVKahwGAfEpKpAb5wTTu+eUs3vnbT\n", "Cm6FystZSFLPwOADPJfuA8vnr2nHF65pxz9/uNuQt95lt2l6ns0+yLPbT6kKGPwkOnctA9VoKTC0\n", "JnFqWBUGOwa4DiTqAgbrvQ7oHw8jBZ0rdGwkbPeRG7qrIfv/z04uIBAWERYlrniitUKZCUpTVGCo\n", "A1DrDXao6GNWjYudNmxoLFG+57Tb8I8f6sKnLmnGP36oi7cYeNkMDP17mSRJnIWEPf+sbUKrE0my\n", "+9DAtF85J2VuO5oS5K8Y5crlfDcSrW41QOTvGtBpoSqTrJUq271Hb+ywtjSAV9QB6iBPY0WgsCjh\n", "l0x454fX1moqGd5+43Xs6KpSXj97bCxuGzVs8LCVCrFcwRbwT43Pm1JgsF1rxueD3DitszgDQ+v+\n", "zltIIsWvgSm/0qGoxuu0tKi+WJmcnMS5c+dw11134dZbb4XLldvi1WKh0P3/lIFBFPoYMAMVMDIM\n", "F9A4H9J9ONbiLPOw25akgOGy27Cm3hs36WYnR3MZysBQh6otJbwuO65cXsl1XEiGesIBAOUmMjAA\n", "oLxIPyuFU2BYGOLptgtw2vlJT6L8CxmtVsKSJOEo1wqTn6SVJlJgmCzobNawkajbp165vAJVzsjY\n", "FCXgzMQCZvwhxdte6rZnbfWXPafTC8bHKJt/sabOa7hDxetMi8wtrWVxnv1ilx23r6vD2oYS7t8r\n", "PA7F6jS1ENLNsPAFRaUzitthg4eRoaerwOCLNt6M2Am2tJYr10f/lF+zWw0Q+Zvle6jHaUOVRpGy\n", "LkEnkkjHhsj177YLmgUQIN5Gos4+Ym0k5wzmYLzTP61sW6KR98NyfXesgNFzajJpUW2iwAoY7GLC\n", "wLSfU9Uk6kACRD6n5WMkSrF7mU3gixu5oKKI/31ahYhiDQsJOz6MqBSJeD744AN4vV48/vjjOHbs\n", "mNW7QxAEseihAkaG8TjtysNxUJTiAgkTwRYNjARKalHCZAkk6nKQyGc1vRBSHlLddkE3aK5QadRY\n", "BTZjIQHUnUj41e1c2BiMIAhCXJBnk84kjEUryHN4Nojx6DVV7LShVSWnL0nQncOsAiPORtI3id7x\n", "eYxF1SClbjtW13mxpjk2qesdn+eKCdk87qx024wC4xAzmV9Try5g6BcH2Papl7ZV6G6nxm4TuBBC\n", "vU4kfIAnf9yakxQwkvk9jyRQ7aRKker60OtGMjgd+3ubytyaxZNEGRjHGOvLippi3YJYo6oo2K0u\n", "YLBBnqoiycCUH3//8il8+81+nByL/b4nDsTUFzesrOaKSizbtm1DZ3Wx0skqGJbw8kn9cFNJ4u0E\n", "WsXcpYbHaVfGmigB7w/E2t0aCeLUKlTUeJ3K9ZArz7N6bJZphDRrtWGn/Iv0GR4exuTkJHbt2oXj\n", "x49DFFMLNF7qFLr/nzIwiEIfA2agAkYW4FagTXiWz5iwkOih9QBiFjb/orWiKGHmQSHSoPHQbrZj\n", "hVqpw8JmPlgt11XLjI0pMPggT4BfSV9ZGz+Z4ywkzN+fqq2DtZG82jfJqS8uai6F3SZwafp94/N8\n", "gGcWlS+8AsPY/WEhJOLEKJ8F0WCgQ8XwbAAnxiITEIdNwJbWMs3t9KgtYTuR6BUw4gM8ZdjrZSBd\n", "BUaaHUhYrloeK1797qS2jWRgOnYf1LvuE2VgHBk2Fj7KZhjZBb7rBcArNIZUhap/ff0sXj45gV8c\n", "GMGnnjiKTz5+GN97dxDvD0Ym2TYBuHUNH1asxQ0rY21Kn0tgIzk/E1BUKaVue847aVgFayNh7xPJ\n", "FBgAUKthOawzofjLFHEZGEktJNECxgR1IMkE27dvBwA0NzdjfFy/4w8rIe/p6aHXOXxtFiPvPzUV\n", "3/lMj3ywkJjZh3zYX7Ow58Pq641ex782A5X7skCVx6GsNo7PBw2pKURJMmUh0aOUyxLQL2D09PTo\n", "VvrYQspSto+kSqOGIsV0BgZTmGAtEpIkcUoAqwsY6odcIxkYlZzvO/K3JeskUarTRnU2EE7J1iHb\n", "SOaDIvqn/Hjq0KjyvS2tkdV3/9ApAJHru3d8AWvrGeVLFsIJZdi/1WiI57ERH6IuDSyrKEJZkQMN\n", "ZckzMN5g1BcbGkt0g4H1iEy0IudOLweDVWCo2wk3lEZaqYoSMDIbRCAkcra3RPehcV+Qk69nsoBx\n", "UUspvC475gJhDM0GcHTEF3ddJgvwBPgMhNG5AMKipFyjRxgFxsoE+85aSzqqPHCpLD71OlahMV+Q\n", "UwMAkeu4l+mqc+mycs2Cq4x8/K/urMS33xpAMCzh+Og8To750Fkdv89yMQwAOqs9lncIyRXtlR68\n", "eWY67t+NBHFWaxQw2A4/icZAJpGDf/3RG0mpxmcLW0iWLSRslyYqYKRGd3c3ent70dXVhYmJCaxd\n", "u1Z3W/ZaUF8XS/21+t+s+P1mMPL+ewdnAIxgsWBGBbIYFSPl5TH1pdXXu9ZrdhKfD/uT69d79uyB\n", "UTKqwPjVr36FJ598Ek8++ST279+fybdeVFRwGQDGKpRDswHlwaK8yJHyxFXdotFMBocM21qQChjx\n", "qCXfAK+6MQJbwGAVGL6gyHXKKDIQLJpN2Mm20y5oBpiqYbMCJqK2Dc4KoNFJolTHQpJqHojbYcNW\n", "Rm0g20cExNoQ17ljMl61AiNZt5N0YMe2UQvJoeFYd4g10Yl2owELCWsfuYzpPmKUuiQhlQB//apz\n", "Ipx2m/IeEoy1fAUiKpzPP3tSabvbUVnE2YzSxWW34fI2thtJvG0iWYAnELnO5LEclmLXmShJODZq\n", "rICxus6Lbe0VqChy4Pc2NcZ9v0EnrPWV3gmluFdR5FC60rBotU7VotTtwLZ2JtxUx0ZygrGpqMNG\n", "lzJanbjK3HZdaw5LjYaFJNcdSICIJZB9NtGykHAKDH9YKfABEQWXXmt3IjEXXnghPvjgAzzxxBNw\n", "Op1wOgtDuUQQBJEtMvqUXlRUhGuvvTaTb7koYVP42dXJRGRCfQFEJgxuhw3+kAhRAuaDIoo1Vl0T\n", "VZ5ZC0lbBa24qNHKBDFvIdFut5svHUhk2AJGU2niFqoyXAbGfBDBsIjjY2yWQfzER8/6lE4eyPbl\n", "lXH5Bitri5Vjf/PVl+G7Z/ZhISRiciHEZdBk89in0kaVC/CsjxQwuIntbACiJHHnZ9Yfwr5zsRX6\n", "S1MoYLDy95FZ7XsZ22lGq5DXVOZWJt790wucIk3rPuQPifjSC72K+sImAJ/Y0mx635Nx5fJKPH88\n", "IuXe3TeJB7Y2c4oCIwoMIKKQkMfw8GwAdSUuDEz5FQl+eZEjodXAJgj40s4OSJKkqWhgrUIjjMqD\n", "bQH7+xc14urOSrzSN4kXjo3h+KgPV3dW4YLGkrj3Y2GP//aOCiX/4gBzvbGcVCkwCgWtQr7RIkS1\n", "hl2kjhlXufQ8V3gcSkFCa5HEq1JgsPkXyyrccORBW9vFyp133mn1LuQ9he7/X4yKBiKzFPoYMENG\n", "l3fD4TAef/xx/OIXvzAlA1lqpKLAyESAp4xRG4keZCFJTEWRQwlqBSJBp+xrQ++hk4GRLx1IZNjJ\n", "tpH8C0BdwAuhd3xeacPXUOrSnOSW6rRR5XIpTBYV2G4kMmwGhE0Q0MHkDXzATPazGuLJWkgMZGBI\n", "ksS1oJUVGF6XXSkwBcNSXN7OO/3Tiu2ku6aYC+Q0CqfA0A3xjP1eLSsVew85pDMxlgmLEr7621M4\n", "cD623WevWIbNJrM7jLCxuVQ5fqNzQW5yLkkSFzqaqIBRp5FFwlmmaosNWS30tnE5bMqYEqXIeTg/\n", "41dCXe1CJPPF67LjQyur8fVbuvGrP7gQn92+zJTFQy6MAcCxUR8C4figQV6BUTgFjNbyIqjn7kby\n", "L4D8UWAAwMamiPrMbRc0LVkepw3ynzkfFDnLENlHCIIgiHwhowWMG264Abt27cIdd9yBoaGhTL71\n", "okJLQp+MTAR4yqhtJFrohaWoO5AYfUgrJARB4OT7FR6naS94uU4GxrQ/8WQw17DXcouBDiSAOsQ2\n", "yE2+V+uEGZbotFFNR4GhtpEAwBam+0RPTw/3UM4WEbOZPWLWQjI47VeukVK3HS0VsfNQX6JvI/lg\n", "MGY72bostQIA217YiIVEqzh1YWOp5j4B/H1IkiR849UzeONMzPbywJYmXNddjWzgsAnY3BI7Lm8y\n", "Qa+TCyH4gpEJfLHTlnAs1mvYbI6y+RcZ6J7SUMLbSF5h1BebmstSLrixx7/S41SKlMGwxBV0gMhY\n", "lrsKue0CWsoLp7jtctjiilhGixBatrs6VQZGrvjopgZ8aUcH/v32VXF5NUCkqMsqNg+ej41XKmAQ\n", "2SaXYyEfWYyhmERmKfQxYIaUChijo6P4j//4D+6/M2fOcNsk8/hZnXSazdfn+o4rX4/PBw39/IEz\n", "sZCf6f7jaf3+8EJs9W/WH9bcns0oYb+v7kBitwmWH898fO0MxB7s7KF50z9/+P13lNdjc368+mrk\n", "+1oKDCv/3mu6qlDnFlHlFHFLtJtBsp8/tOdt5evJhRB2HzilvF5VW6z584f2xhRbE7MLyvfTPR7b\n", "O2LdJio9DnRVe7jvL9d5KB/oPWbo/VN5fXTf+8rX06rxORcI42tPvYmvPfVmJLhTlPBkzwfK9qvr\n", "vHj9tdeU7Vkbybno6r/8fgeYyYcw2pfS/rJdJkbmgpAkKW77M8OxRP1KjyPu+3On9kOIpjWcGPPh\n", "hd3av++RPecVSwcA3H1BHe68oD6r1/dWpqD1VrRw0tPTg9+8GhufZbYgXnvtNd33mx0+q3w9NBtA\n", "T08P3u2NFfBDQ31p7699gUlO33MQT++L/c6m8EjGjgerwjgYVcvI3z/J2AlqnCElrDQf7se5eN1W\n", "yd8r5CJEsp8/sf89qDnJ/Nv+/ftz9ve47DZg4ADOHHhXd3uHGFt02T/EFDCif3++nI9MvSYIgiAW\n", "H4KUSsqjDqdPn0ZbWxsA4Omnn8bNN9+sud1LL72ETZs2ZerX5h1HhufwmaciE6Cuag/+4/ZVCbeX\n", "JAm3P7JPWfF79L51mr3jjfKl508qiekP7ezA5Uw4WzKePjyKf3kt8nC8o6sSn7uqPeX9WMp8+81+\n", "/OJApOi0tbUMX7m+09TPS5KEW76/F4Goxv+XH7sAHqcdP983hO+8PQgAuH1tLT51aUtmdzwF5FuE\n", "GZXJHT/YpygpSt125et/vrVbU4URCIm4+ft7AURWxn/9BxsgCAJ3nD+xuQl3b6g3te/BsIgHf30C\n", "R0bm8MlLWuJCDfefn8X/efp43M/9y63dCVtfpoMvEMZtj+wDEFnJ/tUfXKh87+uvnMGzTBtLj9MG\n", "j9OmrHx//KJG3LexQfn+f701gJ/tHwYQyUH4aPR7E/NBfORHBwAATpuAx3//ArhTCIRV35t+/tH1\n", "ceqU3/vJQcVX/7271mgGXv7JL48qqoS/ubYDl7Xx96RZfwh3/+iAEmB7fXcVPnuFOQtEKsz4Q7jr\n", "h/uVsNCf3LcOVcVOPH9sDF97JVKUv7KjAl/Y0aH7Hm+cnsJDL/QCiLTo/fJ1y3Hb/+xT/hatY2aW\n", "7707iEc/iBRFruiowKt9EQWG0y7gsfvXm+4uowd7/9/WXoEv7Yz93T/Zex7//c45AMDNq2rwmW2t\n", "Gfmdi4VH3juHH75/Xnn9pR0d2NaR/LNVkiTc+v29Skh3sdOGJz+2IWv7mS6ffPww18lG5tF712l2\n", "VFns7NmzBzt27LB6NwAs/WfjfGbv4AwefOaEoW0fvrELG5pKk29o8n0f2tmBL7/Yl3xD2jbl7c2c\n", "OyL3mLkfp/dUpeL06dN4++3I6uuFF16YZOulSxVTfDg3E0AgLMa1xmMZ98Xkyl6XPS7J3yxsWr/Z\n", "DAzqQGKMZkY+ncpDXSQR3oHhaDDi5HwIHqcdU/78aaEqk8okssrjVIoW8v+dNkE3+M/lsMFlFxAI\n", "SwiJEhZCYkaOh9NuwzduWQFfUNSc5HXoXOPZzMDwOG1w2ASERAn+sAR/SITbYYMoSXjtNB86Oh8U\n", "MR+MZRGwK+QAHyg7xFhI2AyJlbXFKRUvgMi5r/W6cDpqcRueDXBtcRItAAAgAElEQVTnQZIkLqi4\n", "UufedWFjiVLA+GBwNq6A8eaZaWXC31FZhD/blv3iBRDJeFlXX4J9UbXK22enccPKai7AsymJdYq1\n", "kAzNBtA7Nq/8LU1l7oyMY1Zp09MXu0a2tpZlrHgBAGuZ6+vQ0CwXLHpylAnwrCk8O0F7FX+vqNMI\n", "c9ZCEARUe11KpopV+RdG0Qr9LnPbuWwjgiAIgrCSjGZgbN++HXfddRfuuusurFixIpNvvaio8TqV\n", "9P65QBivn5pKuP3pSaZoUFGU9oM7G4g4o9PlQE9CSR1IjHHV8gq0VxahqtiBm1bVpPQe9lDsWMth\n", "lelkPuQTlRoPu53VnoSFPK0cjEwcD0EQNCd5PT09KHE7OJtEur/L6P5wQZ7RHIzTEwvK3+122OK8\n", "816XPa4dJ2chmY5lVOxn7CPrGhJ3okhGrcpGwuILioqKKFGYLbvi8cFgLCxVvg+9zhRuruqsVOwJ\n", "uYDNB5FtJAMGAzyBSBcSmeHZAA4P88WjTMAWqljJ5FWdlfEbm0D9ObCsogjF0XM4Ph9SlDUAuEDH\n", "QgrwlGlXWUjM5EOxQZ7qn8s3O4NXozVsR5UnJwVForDJt7GQaygDgyj0MWCGjBYwiAg2QcANK2PB\n", "c88cHU24/Wkud8JYUGIi+JaU5m6I1IHEGCVuB769axV+dM86rKhJbZLitcemInIQ4lQaXTfyCa0w\n", "R70ATxm244ncSjUXx6NDNTFx2sx3lTEL10o1+jfuOxcrOmxuKcOP7lmLRz6yBg9euQwf2VCPv7u+\n", "Ex7V5IKd2J6fZRUYsfdan2YBo04jpFJmklFfJAqzXVvvVVownppY4MKNF0Ii3umPFTUubzNuecsE\n", "lzA5GO8NzCAQEvkOJEkUGF6XHSXRAlkgLOEtJgxUq9NDKmi1bvY4bdjSar41biLsNoEbp3IOhi8Q\n", "Voo6NiF+zBQCzWVuRWFUX+LiipDJYFV6tXmuwCjR+LsowJMgCILIJ6iAkSVuWFmttF37YHAWA1Px\n", "nlKZs5Oxh+W2NDuQAFAepgF9C4lWr2HqQGIOQRDSWinuaKpTvtZUYORBG9VU0bJBJcuU0Gqlmk1F\n", "ijwG1EGeZUWOrK82lhbFq032MUWHCxpLIAgCGkrduHZFNf5oc1OcfQTgV3NH54IIiRLmAmGlg4RN\n", "iLedmIXtRDKiaqU6wXUg0T8/Hqcdq+pik/m90WLNtm3b8F7/NPyhiE2mpdyddhtps7SUu5XuGwsh\n", "EXvPzZpSYAB8kYdVmGQqR6XO64pr43npsnIUpWgNktH6HFjD2UgiBYxeJsBzWUURXGn+3sWI3Sbg\n", "izs6cPOqGnz+mnZT9wi2BbW6HbXWObASTasdFTCIHJBvYyHXOByL95mPyAyFPgbMUHhPITmi1uvC\n", "FqaF4zNHxnS3Pc22UM3Awzu7uqtlIZkLhDEfjP93rQ4kRPaoYCbk8ko2rzhYvB9mlRohtOwEVgst\n", "C4lWF5JMo344z4V1h/1bpv0hSJKE/YwC4wKDqgmXw6YE/opSRCFxcGhWsRl0VnvSzkhgLTZqBQZX\n", "wEgSPMy2U917LjbJf+10zGK3zUTgcKYQBIGzkTx7bEzJHSl22gxdD2whSQ4EtQtAZ4YmfnabwBWS\n", "AODqNO0jeqxhii6HonYY1j6il2NTCKxrKMFntrUmVZOpuWlVNdbUebGhsQTXd1dlae8yg9b9YnkV\n", "qTEJgiCI/IEKGFmEzUZ4/vg4AmFRczvWtrEsEwoMzkLCFyrOTC7g/kcPYNcjezmvtno/yD6SfSbO\n", "x1ohyhP1aeZ8LeYMjCqVhaSiyIGGJIoedfhsMCwq4bY2QVvanA6y13B5tbqAkX3rDlfAWAjj7KRf\n", "UeGUuu1xgYGJaGRtJDN+rhCSrn0E4BUYcuisjJEAT5kLuRyMyD7ufrUHbzIFjMvbM2uJMMoljBXj\n", "tVOxPI7mcrehlXatYMbl1Z6MKhVYG0mp245NzeknqWv5bVfVeRW1R9/4PHyBME6O+ZTvd1ZnxhZT\n", "SNR4Xfjmrd14+KYV3AIDkH+eZ3UBQwDiWsgSRDbIt7GQaygDgyj0MWAGKmBkkYtbypQwz6mFkGaY\n", "5+R8UJm8uh22jCSUa0nxZV46MQ5fUERYEvAjpiUcQB1Ico2XeY6dnA8hLEqY8S8RBYZqMruqrjjp\n", "RFAdPssWc0rdDtiyZOtoLnPDZY+9dy4KR6Wc2iTE2UfWNZSY+lu5HIyZAPYzHUjSDfAE+Ml5YgtJ\n", "YgXGqrpiuKPHeWDaj+HZAE77bIrNrcbrRHeKeTLpsq7Bq4RXikxKphH7CMAHecqsrM1sG172PG9r\n", "r4AzQSBuOnhddiWwUpSAoyO+gg/wLCTUBYymMnfaViWCIAiCyCT0qZRF7DYBH2LCPH99JD7M8wyT\n", "f9Fa7s7IJC2hAoOxibzbP40xpqsAdSDJLZsvWK18PbkQwlwgrEyevC67Enq4GKlS2QmMSK7V4bNs\n", "/kVFFooKstfQbhO4gl1OLCRFvM2L7Rpi1D4iw3YiOT2xgGOjsdXydWnmXwDguqGM+YIIMzN8MwoM\n", "l92GtczftvfcDKZKWpXXl7dVWNbpwGm34eKWsrh/Z9slJ0IrLyhTAZ4yVy6vhE2I5BPdtrY2I++p\n", "57dlczD2npvhgqYL2UKSDfLN81yiKmBQ/gWRK/JtLOQaysAgCn0MmIEKGFnmeibMc++5WfSrwjyz\n", "YdsocfFSfBY2b0OUgBdPjGd1Xwh9KpgV68n5EJf3kAsbQzaJV2AYKGCowmdzmQfCBnnmQvnCtVFd\n", "CHEdSC5oNFvAiE2ed/dNIBQtMLRVFHHXWKq47DblfIpSpIghwyowKpIUMABgA/O3vT8wg9eY9qlW\n", "2Udk2BwMGcMKDM0CRmYVGBe3lOGRj6zFD+5Zm/VJJZuD8fyxceWaqi9xxVkgiKWFWoFB+RcEQRBE\n", "vkEFjCxT63VhK+OvVod5Zjr/AohXYEhS5OEzEObbAwLAc8fGIEkSdSCxgOP731e+nlwIcoqDbAVW\n", "5oqyIofSitQuwJA1QB0+O53lgg7rNbymMxKsZxP4tprZopQpkhwd8SlFgWKnLa4rSjLYAsa4L3bM\n", "MpF/IcPZSJggT7aNqjr3RAs2B2N376Syv2Vue0b3NxU2t5RBrf9I1kJVhg06BSLnsSUDLbHjf48r\n", "I0UpGT2/7VpGgTHKFKzIPpJ58s3zrC5gkAKDyBX5NhZyDWVgEIU+BsxABYwccOOqmI3kBVWYZzYK\n", "GG6HDc6o1zwoSvCHIwWMgSk/5+8GgP4pPw4P+6gDiQV47bGTMTUfUkIcgcUd4AkANkHA/9rSjKYy\n", "Nx7Y2myoE0aJKhcilwqMjc2l+N5da/D9u9dgRQ5yGFgFBquKWtdQYnrssRYSlvWNmVMAcEGeTA6G\n", "0TaqMt01xUrWRJC5GV3aVm75PafC44yzOhlVYJQXOeBmcgK6a4uzltmSCxpKXZrns9OijBIid1AB\n", "gyAIgsh3qICRA9Rhnr86NAoxqopgMykyadvggjyjwZBssYTluWNjZB+xgKu2b1Mmc2EpEmwos9gL\n", "GABw8+oafP/uNbh9XZ2h7UtVyqEptiNLFhQpaq9hc7lbtxiQafRk+GbzLwCgutipmZeSiQBPmVpG\n", "YTAS7UQiSRImmNV5I8oAu03QVFpc1pb79qlasDaSEpeduyYTIQi8ai3TAZ7ZQs9vKwgCZyORIQVG\n", "5sk3zzNbXPU4bZzCiyCySb6NhVxDGRhEoY8BM1ABIweowzy//dYA/tfPD+PJgyOKPNdpE9CYwclT\n", "iUqOD4ALYmMfTnf3TuDoSKxzARUwcgebG8AWsxZzB5JUKVVlt0zNL42OLFro/T3rTeZfAJH7i7p7\n", "UUOpi1NNpEudhgJjPigq6i6XXVCKcclgbSQAUOSw4aIMtATNBJe3VSg2khU1yTvnsLB2E63J/2Jj\n", "jUYALBUwlj4VHid2dkUCYz9yQf2iVhIRBEEQSxMqYOSIm1bVKCoMADg75cd/vNGvvG4ud2dUQq0O\n", "RAR4BUaXbRwt0QduX1DEb09MKN+jDiS5oaenBxVFsWuCtRIsBQWGWXgLSRjT/uxaaqz0GpZprOwX\n", "OWwp21fUq6SZzpNgFRgnRufxbv803jwTawtd6XEanuxf2MTv25bWMrjypE3jssoi/MWVy3Dtiir8\n", "70tbTP3sPRvq0V5ZhKs7K7GlNT4QNB9JNAbUBYzyIgeqizOXv0FEyEfP819e1Y5ffmwD7tvYYPWu\n", "EAVEPo6FXEIZGEShjwEzFN4sySIqi534l1tX4hcHhvHMkVH4giL3/bYM5V/IqOX4AD9BrnWLuLal\n", "Ct979xwA3o9OCozcUc4oMM5OFrYCQ91GdZJTYCzurixqnHYbPE4b5pn7wNp6b8qtc7NdwGAVGIeG\n", "5/D5Z09y3zeSfyHTUeVBmduO6eh96fL2/LCPyFy7ohrXrqhOvqGK1XVefOeO1ck3XCSsqC6G0yYo\n", "nw1d1R7L2twSucedJ0VFgiAIglBDn1A5pNrrxANbm/Gje9fhgS1NqGEUGRszLKFWByKGRAkDU7GM\n", "hVuu3IprV1RBPV9yUQeSnLFt2zZUMIUKtqi12NuopoLLboM7Gj4bloBhpttFNhQYVnsN1fkK6RQd\n", "sl3AaK0oQlGCCU2riQKsTRBw8+oaAEBTmRuXaLQvJXJDojHgUimCyD6SHay+DxFEvlDoY4EyMIhC\n", "HwNmoNFiAV6XHXdeUI/b1tXh7bNTEEXgsvbMtm4sYfIE5gJhDE77EYqupNV6nSh22VHssmNTcyne\n", "7Z9Rtl1GHUhySoXOxDwboZWLgRK3A/5oLsz5mVjBbSkqUsrcDgzPxkIwL0gh/0KmoSSWv1DlcaCp\n", "LLNFSK/Lji/u6MDzx8ewEBQREiWERAnBsIQarxP3m5Saf+yiRlzTVYX6Ehet9OYxW5eV4dBwJB9p\n", "UwsVmggiVebn5/HNb34TH/vYx9DU1GT17hAEQSxqlt6sYBHhsAlZS99X5wmou5309PRg27ZtuL67\n", "mitgkH0kd/T09KCiolvze0txwm6EErcdY9ECRphp+ZuNgo48BqyC7UTisgvork29ReXaBq8i97+i\n", "ozIrUv/NrWXYnKFsB0EQsKyiyPJzUOgkO/53rK+Dx2lHRZEDG5vyI2h1qUFjoDDYvXs3rr/+eqt3\n", "I68p9LFAGRhEoY8BMxTmLKkAUId4svkXyyqKgOh98tJl5Sh125VOJcsynMVBJKZCJzugEEM8Ab79\n", "r4zTJsBjsMPFYoLN9Vhd54XLnvrfWOt14Ru3dOPUxDyu6MivTAli8eKy23Db2lqrd4MgFjUTExMo\n", "Li5GURE9XxEEQWSCwpwlFQClqkDEqYVYZbetogjbVkUqfC6HDR9aWY3H9g0DiG9xSGSPbdu2Yc/A\n", "dNy/24SIZL8QKdHozlFW5MiKosDqKnelJ5aBk459RKa7tjgtFYcVWH0OCh06/tZD52Dp09PTg5tu\n", "uglHjhwxtK18TcgdCQrltdV/v1HsNmDv4AympiKduMrLIxZwrdd2l1v7TfIUMyqQxagYmZqaAqLz\n", "nExeP+em/Tg+MAIg8fUAACuaa9FY5tZ9Pxmrx6MVr4uLjT/DCpIkSck3yywvvfQSNm3alOtfW1C8\n", "fnoSf/NCHwBga2sZRuaC6B2fBwB845YVWFsfmzAFwyJ+c3QMNV5n1iwthDa9Y/P45BP8Q015kQM/\n", "++h6i/bIWh7efRovHB/n/m15VRH+c9fS6e4gc3LMh7/+zUm4HTb8863dqKIWlQRBEDllz5492LFj\n", "R1Z/x3e/+13U1NRgeHgY7e3tuO666zS3o2dj69g7OIMHnzlhaNuHdnbgyy/20bZ5sK3Z7R++sQsb\n", "srBQa+b6ydY+LAXM3I+Xni6bAMCHeE77Qzg7xVtI2Eqf027DrWtqqXiRY3p6ejQtJGUaKoRCQU+B\n", "kQ2s7rfdWV2MH9+3Do98ZE3BFi+sPgeFDh1/66FzsPT5xCc+gdtuuw3btm3DunXrrN6dvKXQx8Ji\n", "VDQQmaXQx4AZqICxRGEtJL3jCwhGExGrih1ceCBhLVpZF4WafwFoZ2As5Y4sDpuQFXsMQRAEkT+M\n", "j4+jp6cHBw4csHpXCIIgFj1Ld2ZQ4LAr2f6QqHzdFg3pJN+t9cjngA1RBQq3AwkQaaOqJlvHg8aA\n", "9dA5sBY6/tZD56AwqKqqwgMPPGD1buQ1hT4WHI7CffYjIhT6GDADKTCWKCU6IZDUZST/qFBN0AtZ\n", "gaF13Rby8SAIgiAIgiAIIgYVMJYoRQ4bHLZ4abpcwCCflfXI56DCw+cfFPKEvbSAMjAIOgdWQ8ff\n", "eugcEESEQh8LlIFBFPoYMAMVMJYogiBorma3VZICI99QB3kWtoVES4FRuKGmBEEQBEEQBEHEoALG\n", "EkZrMriMMjDyBvkcxFtICnfCXurSyMDIUognjQHroXNgLXT8rYfOAUFEKPSxQBkYRKGPATNQAWMJ\n", "o1ZglBc54uwKhPWoLSOFbCHRVmAU7vEgCIIgCIIgCCIGFTCWMOrJIBvgST4r64llYKgsJEu4bWgy\n", "NAsYHsrAWKrQObAWOv7WQ+eAICIU+ligDAyi0MeAGaiAsYQpVU2E26gDSV6iLmAUsuLAZbfB7eBv\n", "S4Vc0CEIgiAIgiAIIkbKBQxRFBEOhzO5L0SGUVtIljEBnuSzsp5YBgZv6ynkEE8AKGWu2yJHfEEj\n", "U9AYsB46B9ZCx9966BwQRIRCHwuUgUEU+hgwQ0qj5dlnn0Vvby9uu+02NDU1Kf9+/vx5vPTSS7Db\n", "7bjyyivR2NiYsR0lzKOW45MCIz9hQzwdNgHFzsIWRpW47Rj1BQEUthqFIAiCIJYywbCIsCgZ2tYm\n", "CHBlaUGDIIjFRUqzgxtuuAGHDh2K+/e3334b999/PwDgySefxG233Zbe3hFpUZpAgdHT00OVPouR\n", "z0FtiRMepw3zQRHLKtwQBMHqXbMUtvBWlsWOLDQGrIfOgbXQ8bceOgdEIdM3Po9v9Jw1tO0nNjfh\n", "opayLO+RdVAGBkGfB8bJ6PJmcXGx8rXL5crkWxMpUMJkB5S47KjKUhgikR4epx1/eWUbXumbxG1r\n", "a63eHcthW6mSAoMgCIIgliZhCTg5Nm9o2/mQmOW9IQhisZDR2YEkxWRgTie167SaUmYle1lFEbey\n", "TxU+62HPweXtFbi8vcLCvckfOAVGFgM8aQxYD50Da6Hjbz10DgiCACgDg6DPAzMkHC2jo6N47LHH\n", "uH+7+eabsWzZMs3t2VDPZDJ4ViYjt42h15l9feHmS1DqtmPGH0a7MA6ZfNk/ek2vtV5Pjw4BiBRA\n", "y4sclu8PvabX9Jpe0+ul+ZogCIJYfAgSK5swwaFDh1BRUcGFeD7xxBO4/fbbIUkSnn76adxyyy2a\n", "P/vSSy9h06ZNqe0xYYq5QBhjviCWqQI8e3rIZ2U1dA60efrwKP7ltYgn9k8ua8Eta7Jjq6Hjbz10\n", "DqyFjr/10Dmwlj179mDHjh1W7waAwnw2Pjw8hz996pihbb+0swPbsqRU3Ts4gwefOWFo24d2duDL\n", "L/ZlfNsvXNWKv/udsTyQbO3DYtvW7PYP39iFDU2lht/bKGaun0T7UOifB2bux45UfsGLL76I3t5e\n", "FBUVob29Hdu3bwcAbN26FY8++igkScLOnTtTeWsiw3hddnhd2QtCJIhMs6OrEmcnFwAA13ZXW7w3\n", "BEEQBEEQBEHkCykVMPSKE01NTbj33nvT2iEiNxRyhS9foHOgjcdpx6cubcn676Hjbz10DqyFjr/1\n", "0DkgCAKgDAyCPg/MQA2VCYIgCIIgCIIgCILIe6iAUaDIQVaEddA5sBY6/tZD58Ba6PhbD50DgiAA\n", "IBQKWb0LhMXQ54FxqIBBEARBEARBEARBEETeQ4arAoV8VtZD58Ba6PhbD50Da6Hjbz10DgqDgwcP\n", "4ujRoxBFEZdccglaWrKf80QsLigDg6DPA+PQaCEIgiAIgiCILDE2NoZdu3YBAJ555hkqYBAEQaQB\n", "WUgKFPJZWQ+dA2uh4289dA6shY6/9dA5KAy2b99u9S4QeQ5lYBD0eWAcKmAQBEEQBEEQRJZ54YUX\n", "sGXLFqt3gyAIYlFDFpIChXxW1kPnwFro+FsPnQNroeNvPXQOCofdu3djxYoVqKmp0d2mp6dHuSbk\n", "1dil/NpW2657LNTMzc2hp+eA4fd//9hpzITtKC8vBwBMTU0BgObrQFg0vB9mWGyqCjP7u9j+NiB6\n", "zptKAVh//ej9fvb73rpW2Eqqkv5+ABBnxzE3fDavxrfZ18XFxQmPGQsVMAiCIAiCIAgiS7z66quo\n", "r69He3t7wu3Ygpa6uLUUXx8engMwAiN4vV5sW2v8+NhKqvD/njmh8f7xrx/a2WFoH8xiJpgzH0I8\n", "F9v+mkWe7APWXz9GxsfewRk8+MyJpL8fAB6+sQvbuttMvX++vd6zZw+MQhaSAoV8VtZD58Ba6Phb\n", "D50Da6Hjbz10DpY+w8PDeO2113DkyBE8+eST+MEPfmD1LhF5yGJUNBCZhT4PjLP4ymcEQRAEQRAE\n", "sQioq6vDX/3VX1m9GwRBEEsGUmAUKOS7tR46B9ZCx9966BxYCx1/66FzQBAEsDgtGURmoc8D41AB\n", "gyAIgiAIgiAIgiCIvIcKGAUK+aysh86BtdDxtx46B9ZCx9966BwQBAFQBgZBnwdmoAIGQRAEQRAE\n", "QRAEQRB5DxUwChTyWVkPnQNroeNvPXQOrIWOv/XQOSAIAqAMDII+D8xABQyCIAiCIAiCIAiCIPIe\n", "KmAUKOSzsh46B9ZCx9966BxYCx1/66FzQBAEQBkYBH0emIEKGARBEARBEARBEARB5D1UwChQyGdl\n", "PXQOrIWOv/XQObAWOv7WQ+eAIAiAMjAI+jwwA40WgiAIgiAIgiAIYslitwF7B2cMbRsIi4tqH8y8\n", "b12JC41lbsPvnY9QAaNA6enpoUqfxdA5sBY6/tZD58Ba6PhbD50DgiAAysDIBVMLYXz5xT5D2z60\n", "s2NR7YOZ9334xq5FX8AgCwlBEARBEARBEARBEHkPFTAKFFrxsR46B9ZCx9966BxYCx1/66FzQBAE\n", "QBkYBGEGKmAQBEEQBEEQBEEQBJH3UAGjQKFew9ZD58Ba6PhbD50Da6Hjbz10DgiCACgDgyDMQAUM\n", "giAIgiAIgiAIgiDyHipgFCjku7UeOgfWQsffeugcWAsdf+v5/9u7v5cm+z+O46/mj3tJLaGZNCln\n", "pQkZ2A+yICzIQkhEOuhEPBNu8B/otMOgzjvrNBCzrExRO7BGlBgUtCVECw8Mf6FCiKVeu74HfR3T\n", "eytX2+eaXs/H0dWlXtf7+rx27bPeu3aNDABI3AMDSAcNDAAAAAAAkPP+uIERi8VkWVYma4FBfO7W\n", "eWTgLMbfeWTgLMbfeWQAQOIeGEA6/uh6pf7+fkWjUbW0tCgQCMTXP3nyJN7UOHz4sI4fP56ZKgEA\n", "AIAtZnJyUs+fP1deXp4uXLig/fv3O10SAGxpf9TAaGxsVCQS+c96r9ery5cv/3VRyD4+d+s8MnAW\n", "4+88MnAW4+88Mtj+RkZG1NraKkl69OiRWlpaHK4IuYh7YACbl9GzxbIsdXd3y7ZtVVRU6OTJk5nc\n", "PAAAALBlFBUVxZcLCwsdrAQAtoeMNjAaGxvjy319fZncNDIsFArxzo/DyMBZjL/zyMBZjL/zyGD7\n", "s207vlxQUOBgJblnV2Ge/q0rkyQt//ihwn/+Sfm7Zb7UP9sOuAcGsHk77MRn1g1mZ2fV2dm5bl1T\n", "U5MOHjyoSCSi4uLidffASDQ0NKSGhoakP3v79q0WFhb+omwAAADgzxUXF+vUqVNZ3Ud/f3/8DT5e\n", "GwNAcuk8H//yCgy/36+Ojo5N73h8fFzl5eWSpO/fv6f8vWxPFgAAAIDTlpaWJP28EmNtORleGwPA\n", "5vzRR0iGhoYUjUbl9XoVDAZVX18v6WcDY2RkRJJUW1ubuSoBAACALaaurk7379+Xbdspr74AAGze\n", "Lz9CAgAAAAAAkAs8ThcAAAAAAADwOzQwAAAAAABAzqOBAQDANhWLxWRZltNluBoZOGsrjP9WqDGb\n", "3H78gBv9zXmfd/PmzZuZLefXJicn1dPTo0gkor1792r37t0md+9a4XBYoVBI4XBYPp9PPp+PLAxb\n", "WlrSnTt3dPjw4fhYk4E50WhUQ0ND+vz5syoqKjQzM8PYG/Tlyxc9f/5cHz58kM/n0549e3j8Z1l/\n", "f78GBwd14MCB3z7nkEV2JMsg2XwskUE2JBt/Kbfm41Q1PnnyRB8/ftTY2JhWVlZUWlpqpB7TUh2/\n", "G88Ht2S+kRuzTuTG3NN5fZKUbVhPT098+eHDh6Z371rDw8Px5d7eXtu2ycK0vr4+++3bt/bExER8\n", "HRmYMT8/b4dCoXXrGHuznj17Fl/mOciccDi8qeccssiejRkkm49tmwyyZeP423buzcfJahwYGDBa\n", "g5OSHb8bzwc3ZZ7IjVkncmvum319kswffY3q3ygqKoovFxYWmt69a6191W0isjBnfn5eRUVF8nq9\n", "69aTgRnv3r1TcXGxuru7VVNTo6qqKsbeMMuyFIvFZNu27P9/+RUZmJdqzMnCnGTzsUQGpmyV+diy\n", "LHV3d8u2bVVUVOjkyZNOl2RUruVhglszd2PWidya+0bpPA6MNzDshG9tLSgoML171xscHNSZM2ck\n", "kYVJoVBIV69e1djY2Lr1ZGDG9PS0JOnatWvq7e3VkSNHGHvDampqdPv2bUlSW1ubJB7/Tkg15mRh\n", "XuJ8LJGBKVtlPm5sbIwv9/X1OViJM3ItDxPcmrkbs07k1tw3SudxYLyBkXizjh07dpjevasNDw+r\n", "srJSfr9fElmYNDU1pcePH2t6elrBYFCBQEASGZi09q5nWVmZ5ubmGHvD3r9/rxs3bigWi+np06dq\n", "bm4mAwekGnOyMGvjfCyRgSlOzcezs7Pq7Oxct66pqUkHDx787d9uh//UpXv82/l82MxYbIfMN2s7\n", "Z50uN+W+UTqPA+MNjKWlJUk/uyxry8i+ly9fqrS0VMFgMLEVJvEAAAOISURBVL6OLMxpb2+XJEUi\n", "ERUXF8fXk4EZVVVVikajOnLkiObn53Xs2DHG3rC1ywE9Hk98giYD81KNOVmYk2w+lsjAFKfmY7/f\n", "r46Ojk3//vj4uMrLyyVJ379/z3g9pqV7/Nv5fEg1Ftst883azllvhltz3yidx8EOO/F6DQO+fv2q\n", "4eFh2bathoYG7du3z+TuXWl6elr37t1TdXW1JOnbt29qa2sjC8Pm5ubU1dWlYDCoK1euSOJ8MKmr\n", "q0t5eXkqKSnR+fPnGXvDxsbGFIlEJEnHjh3T0aNHySDLhoaGFI1G5fV6FQwGVV9fn3LMySI7NmZQ\n", "XV2ddD6WyCAbkp0DUm7Nx6lqfPHihaampiRJtbW1qqysNFKPaamO343ng1sy38iNWSdyY+7pvD5J\n", "xngDAwAAAAAAIF0epwsAAAAAAAD4HRoYAAAAAAAg59HAAAAAAAAAOY8GBgAAAAAAyHk0MAAAAAAA\n", "QM6jgQEAAAAAAHIeDQwAcNDo6Kju3r2b8e3Ozc3p1atXGd8uAAAA4BQaGADgoNOnT8vv92d8u6ur\n", "q1peXs74dgEAAACn5DtdAAC4XSwWU09PjyzLUiwWk9/v18WLFzU3N6eBgQHt3LlTlmUpEAjo7Nmz\n", "8b958OCB8vPzZdu2du3apStXrkiSpqenNTg4qKmpKS0sLEiSzp07p9LSUseOEQAAAPhbO2zbtp0u\n", "AgDc7NatW2pvb49fifHmzRvt2bNHr1+/VmtrqwoKCiRJr169UiAQUDAY/M82Ojs7df369fi/Z2Zm\n", "FA6HdfHiRROHAAAAAGQdV2AAgMPKysrWfYzkxIkTGhgY0OTkpHp7e+PrY7GY8vPzFQwG9ePHDw0M\n", "DMiyLHk8Hn3+/NmJ0gEAAABjaGAAgMMmJiY0Ozsbb2K8e/dOVVVVWl5e1tWrV+NXYEg/720hSc+e\n", "PdOlS5fk8/kkSYuLi+u2mZeXJ8uyDB0BAAAAkH18hAQAHDQ6OqpQKKRAICCv16uVlRWVlJSovr5e\n", "i4uLGhwclMfz837Li4uLqqur06FDhxQOhxWJRFRQUKDV1VV9+vRJJ06cUGNjY3zba/fI8Hg8WllZ\n", "UXNzs/Lz6VsDAABga6KBAQAAAAAAch5fowoAAAAAAHIeDQwAAAAAAJDzaGAAAAAAAICcRwMDAAAA\n", "AADkPBoYAAAAAAAg59HAAAAAAAAAOY8GBgAAAAAAyHn/A8O17mE+FQJtAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4HNXVxt8t6r1azZZsS+7GBYwNCPdGM8aYYrBDC4RA\n", "CAngQPhCLyGBj4ROwOHDNBsMtrHBNm64yL0XyZKsavVeVlpp63x/rHb2zjbtSruaWen8nkfPo5md\n", "nT1778zsveee8x4Zx3EcCIIgCIIgCIIgCIIgJIxcbAMIgiAIgiAIgiAIgiC6gxwYBEEQBEEQBEEQ\n", "BEFIHnJgEARBEARBEARBEAQheciBQRAEQRAEQRAEQRCE5CEHBkEQBEEQBEEQBEEQkoccGARBSBa9\n", "Xi+2CZJBp9OJbQJBEARB+Cw0prBAYwrCl1GKbQBBEN4hLS0N+/btw5AhQ7z+WfPnzxf8GCoUCnz2\n", "2Wc9+ux9+/Zhw4YN2L9/P1577TUsWLDAk6ZKhoaGBjz66KNoamqCQqHA888/j2nTpgmOqaiowNq1\n", "a3HgwAEEBwfjq6++cniuJ554AuXl5TAajZgxYwZeeOEFyGSyvvgqkqSmpgaPPPIImpubERgYCJlM\n", "hv/85z9ITk4WHDdz5ky89NJLmDFjhs05DAYDFi1aBLVajerqaly4cKGvzCcIgpAUNKaQNjSm8C40\n", "ppAYHEEQ/ZK5c+dylZWVffJZd955p0vH/f73v+/2mI8++ogrKiriPv/8c27btm29Na1bvvvuO27i\n", "xInciBEjuJkzZ3KzZs3iZs6cyb3yyiuc0Wj02ucuWrSIO378OMdxHNfS0sLNmDGDa2lpERyzdetW\n", "bs+ePZzBYHDaxnfddRd34sQJfnvVqlXc//7v/3rHcB/hoYce4i5cuNDtcffccw937Nixbo/r7hp3\n", "5domCILwVWhM4Ro0puif0JhCWlAEBkH0U3bs2CG2CTY0NTV1e8zDDz8MwLRq0hfcdtttiI+PR15e\n", "Hh566CF+/yeffIK33noLK1eu9PhnFhQUICoqCpdffjkAIDw8HI888gi+/fZbPPjgg/xxCxcudOl8\n", "Op0OkydP5rfvv/9+3HnnnZ412sdobW3FqFGjuj3u888/98jnuXJtEwRB+Co0pnANGlP0T2hMIS1I\n", "A4Mg+hmPPfYYZs2ahdTUVJSWlto9prOzE48//jimT5+OefPmYcmSJXjggQeQn58vOK6yshLLly/H\n", "tGnTcNVVV2HJkiU2xwBAe3s7li9fjrlz52LGjBl46aWXwHEc//qxY8cwe/Zs7N69G7NmzeL/Hnnk\n", "Ec9++V7A2gsADz74II4dO+aVzzp79ixmzZol2Dd79mycO3euR+eLjIzEzp07AZhyfN944w3Mmzev\n", "13ba491338Xo0aOxZs0a3H///ZgyZQoyMzOxdOlSFBUVCY5dtWoVZs2ahWXLlqGpqQm/+93vkJmZ\n", "iYULF6KyspI/Ljc3F0uXLsXcuXNxzTXXYPny5aiuru6RfV988QVmzZoluNZmz56NQ4cOCY577bXX\n", "MGvWLIwcORJ79+7t0WcBwE8//WTzebNmzcLLL79sc+zWrVuxYMECzJ49G1dffTWeffZZm5xsV9uM\n", "IAiiL6AxRc+gMYVr0JhCCI0pXETcABCCILzFM888w5WUlNh97cMPP+RWrVrFbxuNRu6BBx7g8vPz\n", "+X1NTU3cjBkzBGGE+fn53IwZM2zOu3PnTq62tpbffvPNN7kPPvjA5nNdDQvlOK7Pwj05juP27NnD\n", "ffzxx/x2S0sL9/jjj3NffPGFVz5v9erV3NatWwX7jEYjt2zZMofvcdZ27e3t3NixY7lhw4ZxMTEx\n", "3D333OMpU+3y+eefc7GxsdzmzZv5fRcuXOAyMzO5hoYGm+OnTJnCzZ49m9u7dy/HcRxXX1/Ph7bm\n", "5ORw1157LVdcXMwff/r0aW7u3LmcWq3usY2uXmsff/wxt2fPnl6fr7vXv/zyS+43v/kNp1Kp+H1r\n", "167l7r//frvHO2szgiCIvobGFK5DYwr3oDGF+68P9DEFRWAQxADkiiuuQEFBAXJzc6HT6SCTybBq\n", "1SpkZGTwx6xatQpPP/20IIwwIyMDH3zwAd566y3B+ebMmYO4uDh++6mnnsKePXu8/j08BcdxePvt\n", "tzFr1izMmTMHK1aswMKFC7FixQqvfaYnxbBWrlyJv/3tbygsLERVVRUiIyPxzTffeOz89njooYdw\n", "44038tujRo3Cc889Zzd8srOzE+vWrcP06dMBADExMQgPDwcAvP322/j000+RlpbGHz9hwgQ8+eST\n", "AoGxF198UbAawf75gpr6qlWr8NlnnyE0NJTfd8cddyAuLg4XL160Od5ZmxEEQUgJGlMIoTGF+9CY\n", "wj0G+piCNDAIYgAyZcoUDB06FHv37sWmTZugUqkQFhaGp556CnK5ya958eJF3HvvvTbvHTt2LCoq\n", "Krr9DIVC4WmzvYZMJsOTTz4pyFf1JnFxcairqxPsq66uRlhYmNvnUqlUaG1t5fNT/fz88K9//Qu3\n", "3nor7rrrLo/Yaw92EMru27Bhg83+sWPHIjo62u55qqqq+BxlFqPRiJkzZ/LbL774Yo9tlQIFBQWY\n", "O3euzf6Ojg7MmDFDMNAHnLcZQRCElKAxhRAaU7gPjSncY6CPKciBQRD9GEceeZVKhdjYWNx66638\n", "vl9++QWrVq3if3BHjBiBo0eP4vrrrxe8Nzs7GykpKU4/t62trZeWu8ZHH32E2tpa3Hfffb0u7cZZ\n", "5as6o6qqComJiT3+rPHjx+OFF17A8uXL+X27d+/GxIkT3T6XQqGAv7+/YJ9MJrPZZ8ZTbXbixAnB\n", "9WPeN3z4cLfOM27cONx///0YMWJEj23xBaZNm4Z169YN6DJ0BEH4NjSmcB0aU7gHjSncY6CPKSiF\n", "hCD6MY5+QBctWiQQRzIajTh06JAgFO3BBx/Em2++iRMnTvD7Ll68iMcee0ygor169Wo899xz0Gg0\n", "AACNRoNHH30Uv/vd72w+NyAgACUlJfx2S0sLNm7c6Jbt7Hv/+Mc/4scff+zTgcajjz6K5ORkm5BX\n", "d0hJSUFTUxPfts3Nzfjkk0+wbNkyt88VHBwMvV6PrKwsft9bb70lWGkw46k24zgOGzduxObNm/l9\n", "OTk5eO211/DAAw+4da4nnngCTzzxhI2Q26FDh/DTTz/12EZXcafvndHZ2SlQDa+pqcG2bdv47cce\n", "ewz333+/4BidTod169YhOzvbIzYQBEF4ExpTuAaNKdyDxhS20JjCOTLOUy1NEITorF+/Hu+99x4A\n", "oKioCElJSQgMDERgYCDWrVvHDyb+8Ic/ICoqCufOnUNbWxu0Wi1uuukmm/JeVVVVWLlyJQoKCiCT\n", "yZCQkIB//OMfNp7tzZs34/3334dWq0V7ezsee+wxu7mepaWl+MMf/gC1Wo2Ojg4kJibi4Ycf5tWt\n", "OY7DzTffDJVKherqavj7+yM6OhqDBw/GF198ITjXd999hzvvvBO7d++2+8PqKuvWrcPrr78OtVqN\n", "pKQkhISEYOPGjVAq7Qeovfzyy/j73/+ODz/8EPfdd1+PP7e2thaPPfYY/+Pzxhtv2IRQvvfee1i/\n", "fj0A04/5mDFjIJPJ8N5772Hs2LH8cSqVCk8++SQKCgrAcRxuuOEGPPXUUzaf6ak2W716NSIjI7F/\n", "/35kZWXx18Zbb70lWC1ZunQpGhoaeNsBU6jrd999JzhfeXk5nn32WRQXFwMwrfZce+21WLlyJSIj\n", "I92y7dVXX8WuXbsEn6lUKvHll18iISEBAHDw4EH87W9/A8dxqKysRHBwMCIjI6FQKLBq1So+d9Z8\n", "LgCC86Wnp+PTTz8VfO7p06fx9NNPQ6vVQqvVIjU1FX/+858xZcoU/piDBw/i9ddfR3NzMziOQ0hI\n", "CJYsWYKHHnqID7N2tc0IgiC8DY0p3IfGFO5DYwoaU7hLrxwYRqMRHMf5VF4aQRD9g3vuucfpagth\n", "i6fabPXq1UhISMCCBQs8ZBlBEARBiAeNKdyHxhSEWPRYA2Pbtm0oKirC4sWLkZSUBMDkMTUYDACA\n", "4cOHY/z48Z6xkiAIwoqCggKsXr1abDN8Ck+1GQXuEQRB2HLw4EHU1NQAAIYMGYLLL78c1dXV2LVr\n", "FxQKBWbMmNErrQPCe9CYwn1oTEGIRa8iMHJychAZGck7MHbs2MGHbREEQRD9j3feeQcff/wx/P39\n", "ERsbi48//thG7ZogCGKgs337dsyfPx+bNm3CokWLAAAbN27E4sWLRbaMIKQDjSmInuBRB8a2bdug\n", "VqvBcRyGDh1qtyQOQRAEQRAEQfRHSkpK8MMPP+CWW27BsGHDsHPnTr7c4ZYtW2yqcBAEQRDu4dEy\n", "qgsXLuT/37p1qydPTRAEQRAEQRCSJi0tDY8++ih+/PFHDBs2TBAe7+fnJ6JlBEEQ/QOPOjBYnD2k\n", "t2/fTsKfBEEQBEEQhGhERkbi8ssv9/h5AwMDERYWBgC8NhxgqobgCBobEwQxkHHneexRB0ZpaSlS\n", "U1MBmOrXOkKhUFB6ichkZWUhMzNTbDMGNNQH4kLtLz7UB+JC7S8+1AficvLkSY+er7GxEdHR0QAs\n", "woQdHR38tvl/e0htbCyla1NKtgBkjzOkZAsgLXukZAsgPXvceR732IGxc+dOFBUVITAwEGlpaZg+\n", "fTpKS0tx9OhRAMDEiRN7emqCIAiCIAiC8CkOHDgAjUYDALjiiisAAFOnTsWaNWvAcRyvhUEQBEH0\n", "nF6JePaUXbt2ScrLTBAEQRAEQQwsTp48iTlz5ohtBgAaGxMEMbBx53ks97ItBEEQBEEQBEEQBEEQ\n", "vYYcGAOUrKwssU0Y8FAfiAu1v/hQH4gLtb/4UB8QUkVK16aUbAHIHmdIyRZAWvZIyRZAeva4Azkw\n", "CIIgCIIgCIIgCIKQPKSBQRAEQRAEQQw4SAODIAhCGpAGBkEQBEEQBEEQBEEQ/QpyYAxQfDnvqb9A\n", "fSAu1P7iQ30gLtT+4kN9QEgVKV2bUrIFIHucISVbAGnZIyVbAOnZ4w7kwCAIgiAIgiAIgiAIQvKQ\n", "BgZBEARBEAQx4CANDIIgCGngzvNY6WVbPEZrpx7/OVIBP4UMj0xLgb+SgkcIgiAIgiAIgiD6I1Wt\n", "GtS2ad1+X3yoPxLDA7xgESEFfMaBsT2/ATsuNgIARsaF4LqRMSJb5NtkZWUhMzNTbDMGNNQH4kLt\n", "Lz7UB+JC7S8+1AeEVJHStSklWwCyxxmetqW2TYuVWwrcft+b16cjMTygX7dNb5GaPe7gM2EMde06\n", "/v+Klk4RLSEIgiAIgiAIgiAIoq/xGQeGzmCR6mjq0ItoSf/AVz1u/QnqA3Gh9hcf6gNxofYXH+oD\n", "QqpI6dqUki0A2eMMKdkCSMseKdkCSM8ed+iVA8NoNMJgMHjKFqdoDUb+/2ZyYBAEQRAEQRAEQRDE\n", "gKLHDoxt27bh448/Rk1NDb+vuroaX3/9NdauXYuqqiqPGGhGZ7REYDR36pwcSbiCL9f+7S9QH4gL\n", "tb/4UB+IC7W/+FAfEFJFStemlGwByB5nSMkWQFr2SMkWQHr2uEOPRTwXLlyInJwcwb6jR4/i7rvv\n", "BgBs3LgRixcv7p11DFo9RWAQBEEQBEEQBEEQxEDFo1VIgoOD+f/9/f09eWphBEaHHhzHQSaTefQz\n", "BhK+nPfUX6A+EBdqf/GhPhAXan/xoT4gpIqUrk0p2QKQPc5wZEtPy6GyEgKetEcMpGQLID173MGj\n", "DgyOszgZ/Pz8PHlq6JgLWGfkoNYZEeKv8OhnEARBEARBEARBEJ6jp+VQX5g71AvWEL6OR6uQsIKe\n", "3UVHsHk3WVlZ3W7XN7UI3r8z67Bb76dt4fZHH30kKXsG4rZ5n1TsGWjb1P7ib1v3hdj2DLRtan/x\n", "tz/66CNJ2TPQtgnHSKmdpGQLQPY4Q0q2ANKyR0q2ANKzxx1kHBs24SY5OTmIjIxEUlISAGDDhg24\n", "5ZZbwHEcfvrpJ9x0001237dr1y5MnjzZrc/6w8Y85Ner+e1/3ZiBsQmhPTV9wJOVleXToUP9AeoD\n", "caH2Fx/qA3Gh9hcf6gNxOXnyJObMmSO2GQB6Njb2JlK6NqVkC0D2OMORLWcqVT2OwHhpZ7Hb73vz\n", "+nRMSArzibYRC6nZ487zWNnTD9m5cyeKiooQGBiItLQ0TJ8+HVOnTsWaNWvAcRzmzp3b01PbRWeV\n", "A9VEQp69QkoX7ECF+kBcqP3Fh/pAXKj9xYf6gJAqUro2pWQLQPY4Q0q2ANKyR0q2ANKzxx167MCw\n", "56BISkrCsmXLemWQI7QGYaBIcyc5MAiCIAiCIAiCIAhioOBRDQxvojMKIzCaO3QiWdI/8OW8p/4C\n", "9YG4UPuLD/WBuFD7iw/1ASFVpHRtSskWgOxxhpRsAaRlj5RsAaRnjzv4jgPDKgKDUkgIgiAIgiAI\n", "giAIYuDgMw6Mvkgh0RqM6NAZuj+wH+DLeU/9BeoDcaH2Fx/qA3Gh9hcf6gNCqkjp2pSSLQDZ4wwp\n", "2QJIyx4p2QJIzx536LEGRl9jLeLZ7OEIjEa1Do9syEWb1oDXF6bjskSqcEIQBEEQBEG4RnZ2NvLy\n", "8mA0GjFt2jSkpKRg8+bNMBhMi2PDhw/H+PHjRbaSIAjCt/GJCAyO42wjMDysgbGvuBmNHXpoDRzW\n", "n6/16LmliC/nPfUXqA/EhdpffKgPxIXaX3yoD/oXDQ0NWLJkCZYuXYqzZ88CAAIDA7F48WIsXrzY\n", "p5wXUro2pWQLQPY4Q0q2ANKyR0q2ANKzxx18IgJDb+Rs9nk6haRapeH/P1/dBo7jIJPJPPoZBEEQ\n", "BEEQRP9k+vTpNvsMBgPWr18PjuMwdOhQTJ48WQTLCIIg+g8+4cCwFvAEAJXGAJ3BCD+FZ4JIatu0\n", "/P+tGgMuNXciNSrII+eWIr6c99RfoD4QF2p/8aE+EBdqf/GhPuif7NixA1deeSUAYOHChfz+rVu3\n", "On1fVlYWf02YV0fF2paSPZmZmaK3B9nTu+2Wlhb0JS0tLcgqOiOZ728d7UD22G4HBwfDVWQcx9l6\n", "B7zMrl273PJAN3focPvX5232r1k2DjEhfh6x6dGNubhY38Fv//GawbhxdKxHzk0QBEEQBEFIi5Mn\n", "T2LOnDkePefevXuRmpqKtLQ0m9d27tyJuXPn2n2fu2NjgvAlzlSqsHJLgdvve2HuULy0s9jt9715\n", "fTomJIW5/T5CPNx5HvuEBobOTgoJADR3ek4Ho0alFWyfq27z2LmliC/nPfUXqA/EhdpffKgPxIXa\n", "X3yoD/oX+/fvx6BBgwTOi9LSUv7/zs5OEazqGVK6NqVkC0D2OENKtgDSskdKtgDSs8cdfDaFBACa\n", "PFSJpENnQKtGWD71XBXpYBAEQRAEQRDdU1tbiwMHDmDUqFHIzc2FSqXCihUrUFpaiqNHjwIAJk6c\n", "KLKVBEEQvo9PODC0ViVUzXiqlGpNm9ZmX71ah+o2LRLDAjzyGVKD8m7Fh/pAXKj9xYf6QFyo/cWH\n", "+qD/EB8fj2eeecZmvz1hT19AStemlGwByB5nSMkWQFr2SMkWQHr2uINvpJA4iMDwVCnVWjsODMAU\n", "hUEQBEEQBEEQBEEQhPj4tgPDQ6VUqxn9CzmTMeINHQyDAz2PvsaX8576C9QH4kLtLz7UB+JC7S8+\n", "1AeEVJHStSklWwCyxxlSsgWQlj1SsgWQnj3u4NEUks2bN8NgMGlJDB8+HOPHj/fIeR2lkHhKA4ON\n", "wJiUFIYTFSoAwPnqdo+cHwA69Ub8dWsBChs68JcZqcgcGumxcxMEQRAEQRAEQRBEf8ejDozAwEDM\n", "mzfPk6cE4CyFxPMaGNcOjcTZ6jboDBwqWjVoUOsQE9z7Uq3b8xuQXWNyiKw9UyO6A8OX8576C9QH\n", "4kLtLz7UB+JC7S8+1AeEVJHStSklWwCyxxlSsgWQlj1SsgWQnj3u4NEUEoPBgPXr1+OHH37AyZMn\n", "PXZeNgIjKsjic/FUGVW2hGpKRABGx4Xw2+c9kEbCcRw259Tz24UNamj09qNKCIIgCIIgCIIgCIKw\n", "xaMOjIULF2LJkiW49dZbUVNT47HzshEY8aH+/P+eisBgU0jiQ/0xLsHiwPCEDsa56jaUNltqfxs4\n", "oKBB3evz9gZfznvqL0ihDxylZw0EpND+Ax3qA3Gh9hcf6gNCqkjp2pSSLQDZ4wwp2QJIyx4p2QJI\n", "zx538FoZVT8/52kXWVlZfOiKuQEdbWfn5gEwlTONC/FDXp3pHM0denAchwMHDjh9v7Ntrd6Ixi5H\n", "iFwGxIX4Q9ZQAiAIgCkCw/r9+/ZnQS5z/fM+25cL66becuQ8xi6a5ra9nto+d+5cn34ebdtumxHj\n", "8zkO2KNNxsGSZsyJ02BatF709hhI7U/btE3btA0A586dk5Q9A22bIAiC8D1kHMd5rCxGaWkpUlNT\n", "AQA//fQTbrzxRrvH7dq1C5MnT3b5vD/n1uOdrDIAwMIRMdhT1ITOrhSMDb+5DCH+ih7bXN7SifvX\n", "XQAAxIf64as7x6FDZ8AtX5yFkQNkANYtH4/wQCUAYHNOHT45WonYYD/cMWEQ5mZEQ8mWLrGiQa3D\n", "8jXnYS3jMX1oJP42Z2iP7SaI3nChth2Pb8oHAEQHK7H2Ls8I7hIEQRCEr3Dy5EnMmTNHbDMAuD82\n", "Jghf4kylCiu3FLj9vhfmDsVLO4vdft+b16djQlKY2+8jxMOd57HSkx9cWlqKo0ePAgAmTpzosfOy\n", "KST+Shkig5R86dPmDl2vHBhsCdVBoaYojyA/BTJig5FXpwYHILumHVelRmBTTh3eP1gOAKho1eDt\n", "/Zew9kw17pqYgDnp0VDYcWRszWvgnRcxwX5oUJt0Oy7Ueq7CCUG4y8HSFv7/RrUeWr0R/kqfqKpM\n", "EARBEARBiEBVq0aQeu8qAzllmfA8HnVgTJ8+3ZOn49ExF72fXIYogQNDj+SInp+bvQkHhVrSXsYn\n", "hCKvzqRTca66DY0dOt55wVLZqsVb+y7hm9PVeGhqMq5OtVQXMRg5bLlgEe98YEoS3sm6BI2BQ127\n", "Dg3tOsSE9L7CSU/Iysrq1yGUTR06vPFrKfwVMjwzK61XTi5vIWYfHGYcGABQ265FSkSgKLaIRX+/\n", "B3wB6gNxofYXH+oDQqpI6dqUki3AwLantk3b40gKMZBSX0nJFkB69riDTyy5apkIDD+FHJGBlkl/\n", "Uy+FPNkSqoPCAvj/xyeE8v9vz2/gU1gAYHR8MO69PBFhAZZJcWWrFi/uKMbaM9UwZ+UcKm1BfVfE\n", "RWSgEjOGRWIEU+HkQh1FYXiLDefrcKpShSNlrdia1yC2OZKiokUjEJUFhJV4CIIgCIIgCIIgpIhP\n", "ODDYCAx/hSmFxExzZy8dGCphBRIzYwdZHA2tGgP//4jYYLy+MB13TUrAF3eMxT2XJyKUWd3/7FgV\n", "3jlQBoORw+YLdfz+60bFwE8hx6i4YH5frohpJL7qcXMVNkWnqLFDREscI1YfHCptttnXk3BAX6e/\n", "3wO+APWBuFD7iw/1ASFVpHRtSskWgOzxJaTUNlKyBZCePe7gIw4M6wgMxoHRoevVuR2lkIQHKpEW\n", "JQypT48Jwt+vG86nI4T4K3D3pAR8fvsYTEi0RGxsyW3Ayi0XcarSVIJVLgNuGBULABgdz0Rg1Ipb\n", "SrW/wnEcChosTosyq2iDgc6hS602+2oGoAODIH4tbMJTP13EvqImsU0hCIIgCIIgXMAnHBjCFBLP\n", "RmBUt9mKeJqZyKjXDo0KxBvXpSMswFY2JDxQidcWDsfs4VH8vvPVlgiAqUMi+OgO1oGRX9cOg9Fj\n", "RWDcwrqUZH+iSqVFu9YSNVPW3AkPFtvxGJ7og0vNnXh8Ux6e314o+M6OaOnUI7umzWb/QIzA6M/3\n", "gK8gZh9o9Ea8vf8Szla34Z97S6HS9O63xBehe0B8qA8IqSKla1NKtgBkjy8hpbaRki2A9OxxB59w\n", "YOiMbAqJHJFBntHA0BmMaFRbIjjiQoWCmssmDsLUweGYNTwKb1yfzpdStYe/Qo6nZ6Zi2cRBNq8t\n", "Gh3L/x8T4oe4LuFOjYFDsUTTG3yZi/XCyBa1zohGdf+bnOiNHF7fXYwLtWocvtSKNaeru33PkUst\n", "MPvM/BWWqjk1bb2LZCK6p0mtQ3kLRQNJhfx6NTRd5bi1Bg6/FlIUBkEQBEEQhNTxCQeG0wiMXjgw\n", "6tt1/GQuJtgP/gphc0QF+eGVBcPx11lpiArqvlqITCbDfVck4c+Zg2GuqJoWFYhJycI6xGwURm6d\n", "OGkknsp7+vZMDZ7YnI8zlSqPnM8TFNTbtuklCaaR9LYPNpyvRVGj5XttyqlHazcRSYcvWaqPzB4e\n", "zf9f06bplS2+SF/m/pW3dGL5t9m4f90F7CumibIZMfMvc2qEGkS/5Pdfsd92rQGnK1U2zwdfzn/t\n", "L1AfEFJFStemlGwByB5fQkptIyVbAOnZ4w4+4cCwEfH0kAaGoAIJI+DZW64bFYt3F43EPZcn4uX5\n", "wyCXyQSvs0KeF0QU8uwtRQ0d+O+xSpyvacfb+y9JJk0jv942qqWsn61816i0+OKkMOKiU2/E+vO1\n", "Dt+j1RtxvNziaLp5rCUyqL5dJ1o600BgV0ETr+Wz82KjyNYQAGxSqS7Wd6Cwof/pEhk5Dk9szsdf\n", "thTg9q/PYeXPF7H+fC2qVAPPaUkQBEEQhO/jIw4MJgJDLveYBoZAwDPMcw4MABgRF4y7JyUgISzA\n", "5jWhkKc4DgxP5D2xK8lVKi0KG8RPhzEJePpGBEZP+4DjOLx/sIwPfw9hquBszK5Dm4Nc/tNVKnR2\n", "vSc5PADDooMQ3XUvGTmTE2Mg0Ze5f2erLJPli3YcbAMVsfIvOY6zicAAgO35/c+5VNemQ3GT6fln\n", "5IAzVW34+HAF7vk2B7/58jjy7USsEX2HL+cgE/0bKV2bUrIFIHt8CSm1jZRsAaRnjzv4hANDy0Rg\n", "+ClkCA9Q8ikaKo0B+h6uHFc7KKHqbdJjg2GWHyhv0XQb9i9VskparLZty3P2NTVtWqg0tmKWfeHA\n", "4DgOF2rbva5rklXSgiNllkoir8wfhsERJkeZWmfExuw6u+87WGrpr6tSIyCTyQTXPVUi8Q5avRG5\n", "dZbJcoMNPlATAAAgAElEQVRaJ9DeIfqeilYNXx6bjY/bWdAo+L2ROoUNajyxOR8fHip3GAFXr3Z8\n", "X1drFPi3hKLnCIIgCIIgusMnHBhsBIa/Qg6F3OTEMNPSQx2MWi+lkHRHgFKO4TGWNJI8EXQwepv3\n", "dKmp08YpcMDKoSEG7Op2PCPKWtbs/XDpvUXNeHxTPn6/IRfZ1baVPsy0aw3YW9SEEROvdPsz2rUG\n", "fHCojN++cVQsxiWEYtnEBH7fhuw6m4okRo7DYcaBcXVqBADhdT/QKpH0Ve5fbl274BkG2ArNDlTE\n", "yr9koy+uSAnnnxUqjUFwn0idDw6W43xNOzZm1zksy93ARFZNSAzFnzIH48rB4fwiQEFDhyi/QYQJ\n", "X85BJvo3Uro2pWQLQPb4ElJqGynZAkjPHnfwOQeGX1fogjCNpGermd7SwHCF0fEWBwa7Ousr7LcT\n", "bVHabOvU6GtYAc/MtEj4dY3SG9Q6l8qM9oY9RaaUGiMHh1EQAPDyziK8trsED6zLwaacOrdWPz8/\n", "XslXVIkKUuL+KYkAgFnDo5AUbrqGVRoDNuUIPz+/To3GLkdfRKCST2OiCAzvc7ba9v4mB4a4ZDMO\n", "jHEJIZifEcNvb/MRMc8GtU7wPRxVuKlnon0GRwbi+lGxeHXBcMxJt4j4br5Q7z1DCbtcau7Es9sK\n", "8MmRChgpAoYgCIIgXMYnHBjWKSSA0IHR01KqYjowRsaJq4PR27wnNl0klNFgOCByGslFRv9iZFwI\n", "kiIsGiRlXnSumNNHzBy61GLXYVLYoMapSlN0hsbA4f2D5fifXwoFq6SOKGrowKYcy0Tj99NSENoV\n", "iaSQy3DnBEsUxvrzdejQGXjb9hdb+mXq4HAouhw7rPbLQIvA6Kvcv3NVthV6SAfDhFj5l2wExpj4\n", "EMwfEc2nkpwoV/nEvXCotAXstLfOwTOE1baJDbZEpd3ElPfeW9Tks6mMvohGb8QL24twvFyF78/V\n", "Cp7PBCEVpJQfLyVbALLHl5BS20jJFkB69riDTzgwdEZhCgkAQVnTnpRSNRg51DGD1HgPi3h2Byvk\n", "mVen9qkVmKpWDS/Y6SeX4d4rEvnXxEwj4ThOMDEcERuEwRGB/LY3o0Nq2rQCR5rWwNnVBNmWZ7u6\n", "e7xchYfWX8C+IuflNY+UWSYslyeHYcawSMHrczOieUdcS6ceHx4qx7/2X8Jvvs3BunOW6iRXdaWP\n", "ABSB4W10BqNdsciL/bDahTt06o3YV9SERq2s+4M9jEqjR2nXs0AuA0bGhyAhLAATk0zlrjkAO3yg\n", "Uoy1s7i+3f7928BEYMSGWH43R8YFIzHA5OTUGjhs95HIk/7AV6eqUdFqSWvcXUCllQmCIAjCVTzu\n", "wKiursbXX3+NtWvXoqqqyiPn1NmLwHBQSnVrbj1u++oc3t53yWlZyAa1DubMlIhAJQKVfevLSQr3\n", "R3iAKXJBpTGgoqVvS9r1Ju+JTR+ZnByG2cOjeFHS/Hq1aKuXde06tHStIgb7yZEYHoAhkUwEhhfb\n", "2F4UjXW5TI3eiF3MQPXq1Ah+1VelMeDV3SVYfcLxPVPVamnXaUNMIpwsSrkMd0wYxG//kt+IrXkN\n", "AsdEiL8Ck5PD+G3SwPAu+fVqaLoeNPGhfgjoulHq23Vo6kUJaF/n48Plpuu9Isxh1Rxvwd6r6THB\n", "/LN/4UhLSsX2/AZJO5VVGj1OVwoje1yJwIhhIjBkMhnunJLGb/+UK+3v3F8oqFdj3dkawb5j5a1Q\n", "9fF9QHiH7OxsrF+/Ht9//z3Ky8sBeGdc3BdIKT9eSrYAZI8vIaW2kZItgPTscQePz9qPHj2Ku+++\n", "G3feeSeOHDnikXNqDbYRGPZKqVarNHj/YDlaOvXYlt+AT49WODwnO1lL6OPoC8A0eJRCOdWekMWE\n", "u2YOjURogBKTmEmxK2kktW1afHKkApty6pw6mtyB1RVIjwmGXCbD4Ej3IzAOlbbg1V3FOGsn9N8R\n", "9gT0zla1Ca6zAyXNaOtKK0kI88fzc4fin9enC8RGN2Y71sSoUlkcMInh9q/Z+SOiBWHiZoL95Lhq\n", "SARemT8MQX6WlB/rCAxXJjDtWgO+O1ODnRcbacLTDecYMdcJiWEYFhPEbw9kHYyjl0xVdFQaA3L7\n", "WEBSkD4yyPIMvjo1kk+Hq1Jpca7KsRCv2By51AorXVgnERiW/WwEBgDMHB7Fl2GubNXgVIXrzzzC\n", "fQxGDm/vvwTrnzy9kRP8rhK+S0NDA5YsWYKlS5fi7NmzALwzLiYIghjIeNyBERxsEaf09/eMY0Ag\n", "4im3F4FhcmD83/EqQbrJ+vN1DsNixSqhyjKKcWDk9LEDo6d5T3XtWn7CIZcBVw0xpSNck2ZJZ7Au\n", "r2rN6UoVHt2Yh+/P1eL9g+V4e7/zaBlXKWiwpI9kxJomikMYB4YrGhgdOgP+/msJ9hU346WdxVC7\n", "KPzJOqDMkyAOwK+FlogLVhxwwYgYHDxwABOSwvCfJaMR7Ge6Fdu1BocpUWzIcVJ4gN1j/BVyPD0z\n", "FUMiAzEqLhh3T0rA2zdm4PsVl+Gl+cMwLiFUcHyIvwJhXZFAOgPXbTqWSqPHyp8vYtWxSvxzbyn+\n", "uae0x2WMxaYvcv/OMpPgyxJDkRFreT4OVB0MtdYgEJasbO3b6DP2WTuGeQYHKOWYNTyK317vxJko\n", "NvacxPYiMDiOE+jrxIYIf+tOHDmEeRkk5tlXfH+ulv+d8lfIcCOjQ/JrNymEhG8wffp0m33eGBf3\n", "BVLKj5eSLQDZ40tIqW2kZAsgPXvcweMODHbA5+dnuxLcE+ymkDAaGE0deuTXqQWTRTPvZJXZzUEX\n", "q4Qqy1hm9e+8nUoFUoRdJZqQGIbwLkfS1UMs6RDnq9vQpLY/mN5wvhbPbC3gUz0AU765J5wYggiM\n", "roliCiPiWdmqEVxL9sirU6NTbzpGpTFgS273A3qt3shrggDA8skWMc2dBY3gOA6VrRqc7hLvlMtM\n", "kRJmQvwVAodEhZ0JnVZv5Ccicpnza3ZCUhhWLR2Nd28eiXsuT8S4hFAo5Y61BlzVwWjT6PHXrYUC\n", "R9Huwia8uKOIbzPCgsHICapEXJZg7cAYmBEY5VbXt73r3VsYjBxymWipsQkhgtcXjrRUIzlU2oL1\n", "5x1XExKLDp0Bx8tb+W02Dc0s3GumTWvgU5gClXLeUcrCTqIPX2pBnYNIDl9Bqk6nipZOfHnSkj6w\n", "YnIi7p6YAHQpG52pbHNJzJnwDXbs2IErrzSVSvfGuJggCGIgo+z+EPcwGCwDKOscfZasrCw+98bs\n", "AXK0rdEbYB6m+SvkyMrKQnmHHIBplb28rglvbm8CYFpJTg/Ro1UvR61GDp2Rw/9sycWDaZ24ftY1\n", "/PnPVPkDMP2QtNWWISur2GV7PLV9xbSroZTLoDdyuNTciaYOHaKC/Prs89m+cPX9bHTFtUMjBa+P\n", "SxiEc9Vt4AB8ufsE/njjNP51vRE4xg0WiOP5KWR8dI15/xPXDsGhgwfc/j4cB1yst4hTqkovAOnX\n", "IMhPgQilES16OYycyYlRln3C4fmsnV0/nK9DbPNFKOWOP/+H3YehN5quxZSIAEQ25sNPFgwdJ0Np\n", "Uyd+2HUIOSoFAJOjYFiwHnmnjgrOF6ANgPl23HP8PJoj9YLX6zQycDBNfsOVRhw5dNBj14NSo+I/\n", "u7ZNi4b8UzbHdxqAH5vjkG9n0n20rBWPfnsS/146EWEByj67fqW+HTdyEjp0JsdOuNKIhDB/dOhs\n", "HRhSsbevtncdOQPAEhl1vrgKWfqSPvn8osYO3tkWF+KHuBB/wesZscGYFKHDqRbTb8OnRyvQXlmA\n", "YSFGybTfVzuPQmMwtV9qVCBa2tRo1pkcEw1qHUrOHeKPF1QgCfGDTCYTnC8zMxNZWVlICw5EiVoB\n", "Iwd8vP0UZsXpJPN9s7KyUNEhx2l9PCYmhSFZddHu8ddccw3e3FuK/UWNmB+vxWPM74/Y9nMc8GPL\n", "ID4dNiHAgKXj46GQy5AWbESJWgEOplLcg1ryRbd3IG17g7179yIjIwOxsSbnoKvjYrN9Umobqdhj\n", "flaJ2R5kj2k7bNgE9AS9Xt+j9/WUlpYWZBWdkUT/sNtmyB7bbTZarTtknIeXKzZs2IBbbrkFHMfh\n", "p59+wk033WRzzK5duzB58mSXzsdxHBb89zS/ve2BiZDLZKhSaXDPtzkATCvS5sV7hQz4dOloKOQy\n", "PLYxD60a0w9HRmwQ3r5xBAK6BNue2VqAk135vi/NGyaozNCX/GlTPh/S/PycocgcGtnNOzxPXbsW\n", "/zlcgbgQPzw4NRlyBz+wTWod7vzmPDiY3Elr7hqHaEZvYcP5Wnx02KQ7ckVKGF5fmA6DkcPx8lZ8\n", "cbJKEDI/Mi4Yz80Ziq9OVgtSK+ZlROOJa4fwZT5dpaFdh2VrzgMwrTRu+M1l/Dme3VaA4+Wmvu6u\n", "jZ/7pRBHyloF+564dohgZdaa78/V4pMjpu89NyMaf5mRijd+LcHuroigW8bFYV9RM18N4Pm5Q5GZ\n", "JrRh9YkqfH2qGgBwx4RBeGBKkuD1w5da8Pz2IgDApKRQ/OP6DCet4R4fHirHxmzTSvNvr0zC7ZcN\n", "Eryu1hrw7LZCQej945mDUdemxTenLWJ0Q6MC8fp16QKhwIHM92dr8MnRSgDA7OFReGZWGgxGDjev\n", "PsNPZL67e5wgmmwg8PnxSsF1MzgiAP+9bUyffPaP2XX44FA5AGDGsEj8z+yhNsdoDUb85ecC/noP\n", "C1Dg/ZtHItFB2lZf8489JbwY8F0TB+FsdRsfwfeP69IFekTHy1vx7LZCAMCExFC8eYP958a+4ia8\n", "uqsEABAdrMRXd45zGrXV1/x5cz4fzfTuohGC9Esz2TVt+PNmk3MjPECBb+8e7/bviLf45lQ1Pu8S\n", "aJbLgPdvHslHCW7Nrce/ssoAmH4X37t5pGh2DkROnjyJOXPmeOx8+/fvR1xcHEaNGsXvc2VcDLg3\n", "NiYIsThTqcLKLQVuv++FuUPx0s7iPnvfm9enY0JSWPcHEpLBneexx1NIpk6dijVr1mDNmjWYOnVq\n", "r8/H6l8o5TJ+cs1qYLCZBzeOjkVKRCASwwLwtzlDYR6/XKzvwFM/X8SRSy3gOE50EU8z4xMtmgSs\n", "4J+3YT1va0/XYF9xM344X4eDTvQrDpRayniOTQgROC8AoQ7G6co2fHOqGvety8Fz24sEzov5GdH4\n", "3xsyEB/qjz9dOxgLR1icAzsuNuL9g2Vuf598gYBnkGDg6mopVY7j7GqRfHe2xqlY5QU7OfVz0i0p\n", "Ipuy63jnRWSgEtO6dEPYPkhmU0jsVEupamUFPD07kYp3UolEqzfib78InRePXZ2CG0bF4t4rkvDw\n", "tGR+f3FTJ/7y80VofCSdxNr77GnOMvez+T5XyGUYGm0R8mTTcQYK5VbXd7VK6zEh3+5wpH/B4q+Q\n", "47m5Q3lHnEpjwAs7imzSM8RAZzDi8CWLgzUzLRJxjK6FdfqHdQSGNeZ74OrUSEQHm35TG9V67CqQ\n", "ThlZncGIfEbodZ8DsUu2hHerxoBciQhjb81r4J0XAHDbZYN45wUAKGtyeWdRXp0aFS3eK/dNeJfa\n", "2locOHAAubm52LhxI7788ksAnh8X9xXe/o10BynZApA9voSU2kZKtgDSs8cdPO7ASEpKwrJly3DX\n", "XXchPj6+1+djRTn9FZZJaZCfgo+mMBPsJ8fdkyz6AxOTwvDIVSn8dl6dGs9tL8LD63NRIwERT8CU\n", "F2+mLx0YLAUNlsFhdo1jG7IY4bhr02yjGOJD/TGia2CmN3L4/ESVQCxVIQMevSoFT04fAv+uvpPL\n", "ZDZOjJ9zG9wW9mP1BFidAQCCSiRlTgaH5S0aqLoidsICFLw6f3mLBgdLHTt2WAfG6HjTZ09ODkNU\n", "V6UctlrAvIxouyubyRGsA8PWxkqmhGpSmGcdGKyeBntfAMCWvAacZ9JqHr0qBTeNieO3l4yLx19m\n", "pPKOwrIWDQ6Wkpq+wcgJdG3Y+3yg62BYi+nqjFyf6S6wKWJjrQRtWWKC/fD83KG8aHRJUyfe3Fsq\n", "unPuTFUb2ruEhQeF+mN4TBDiGMeEtZAnK5ZqrzqRGaVchutGWrQw3s0qE+hsiElJU6dgHJBV0myj\n", "c8FxnOD3CTBFrYnNwdJmvJN1id+ekBiKFYxGEgAEKYApKeH89q9F4j8/S5s68MO5WtLkcJP4+Hg8\n", "88wzWLx4MRYvXowVK1YA8Py4mCAIYqDjcQeGp9EKBDyF5kYxpVQBU+i9dTj2TaNjsWJygmDSWMwM\n", "iNiJqhiMGRTCT/4KGzr4wSlLg1qHDw+V2xUp7SlsjiO7IprvoDKCVm8UVFS4xo4Dw7TfNhUnLECB\n", "28bH47PbxuDmsXE2OaBmJ8Y4RtQ0z83SiqwTJj02SPDakEjLhN9ZBIZ1JAUrbvftmRq74nB17Vp+\n", "lTNQKUdalOmzFXIZZjIVDcwsYFJR2D5gIzAqWzU2ER/CEqrec2BYR2CwzojlkxJw89g4WDM3I1rg\n", "OGR1TqSMN3OgS5o6+JK5UUFKgZjsQHZgGIycjYgn0DeVSOrbtbxIbYBSjmHRQU6PHx0fgsczB/Pb\n", "WSUtuOWLs3jsxzx8dKgcewqb0NzRtxM8dpJ+TVoEZDKZoLKIdSnVBmY7JsTWUc/eA0vGxfFiwjoj\n", "h5d2FInmVGex1t2pVmkFoskAUNTYIXCWAxBEqojBueo2vL67hI8QTY8JwovzhvGl4M1kZmYKqt/8\n", "2iX8LBbtWgOe+rkA/zlSgUc35gp+e4iBhTd/I91FSrYAZI8vIaW2kZItgPTscQfJOzDslVA1w6aR\n", "xIb4Yck4W8+2TCbDismJWH3HGCwZF4dAq6gNsSqQmAnxV2B4jGkgzcF+BMQbv5ZgY3Yd/v5rCc5U\n", "qjz6+a2dej7qADA5AuylS1xsUPPlMlMiAhxGrczPiEF4V1nOkXHBeGr6EHyzbBwenJrsdOItl8kw\n", "nlkRLWxwb2LHpqg4jcBo1jgcHArCyweF4JaxcXzVm7w6tcCBY4Z1eoyMCxakrrBpJAAwblCIoKwr\n", "S3igkm83jYEThH4DwgleUrhnr9lBYcIqJOb2adcacI75zjeMirV5r5n5GRbHzMkKFZ8yM1ARlE9N\n", "CBU47UYwDraBVkq1tl0reKabYSOMvAUbfTEqLtgljYf5I2KwmHHa6Y0c8urU2JBdh9d/LcGKb3NQ\n", "0EdOKIORwyEmEsyso+M0AqPdtQgMAAgLUOKf16cjPtR0nMbA4blfCpFXZ2m3Dp0Be4ua8K/9l7A5\n", "p85pap2nsOfk228VbXHATupjaXOnIPWuLylu7MDz24t4rZukcH+8tmC4w8WSaakR/NikrEWDokbx\n", "ngu7Chr5KmGNHXr8dWuB3apiBEEQBCEWPuDAsERg+CuFA84UZjJ43xWJNiklLHEh/nh4Wgq+unMs\n", "VkxOQFiAAjIA1zkRZ+wr2In7OatJcnlLJ84w+1afqPLI6ow578k6H71DZ7TZBwAXmNKDox3kjgNA\n", "TIgfVt8xFl/cMQbv3TwS80fEOO0XluGxPdMGaFTr+AlzgEIm0LwATI6usC7nQKfeaDPIN8NOcEbH\n", "mzQ+5mdYnBDfnq2xeU+uk3bJiAnCYGbl3VoI1Dr3TJBGwgy8DUZOsLqY6OEUkvAASzqWWmfkIwdO\n", "lLfy6S8ZsUGIsZNDb2ZQmD8mdOk8GDnTKqLU8Wbu3zk7+hdmUqOCeMdYTZsWrUxJ4f6OdfqImb6I\n", "wMh2Qf/CHr+bmozfXJ4oiKIxo9Eb8ZMLpZY9wYXadjR1mK6VqCAl/7yJcxaBwUw87d2/1vdAfKg/\n", "/nFdOqK7ohvVOiOe3VaILbn1eG1XMW7/+jxe212CrXkNeO9gOf66tRCNXp7c2nNgZFnpYLCRKayT\n", "QIw0ktZOPZ7dVshHU0YFKfH6wnREOXAgZWVlIVApx9WMkPjuAs9FW7oDx3H46YLweq5s1eLZXwrt\n", "RocS/Rsp5cdLyRaA7PElpNQ2UrIFkJ497iB5B4ZWEIEhNHfF5ATMSY/CA1OSMNdqtdsR4YFKrJic\n", "iLV3jcO3d48T5POLhcCBUS0UHvslXzgRPF/TjhMVnovCKLejt5BvJ30jt1Y4uXdGiL8CCT2YZKfH\n", "WCInChs6XHLUaPRGrDpWyW8Pjwm2UZ6XyYRODXuTqHatAaVNpv1ymSmaAgCWjh/Ep/gcL1fZRIZY\n", "Oz2sP/d305IRGajElJRwuyklLMmMjayQZ327jo9+iQxUItjDKU8ymcxuGslhphrL1MHdV+mZyzh7\n", "dvqAA8NbcBwnuI/HW2ktKOUyQfqCvdK0/ZWyZst1bXYqAvaFaz0N+wwbm+C6A0Mhl2H5pAR8dtsY\n", "fL98PF6ZPww3j7FEIx251NonIf+ssOZVqRH8c87VCAxXqwMlRwTi79el8xFhKo0B/84qw97iZhsN\n", "kFOVKjy8PtdrehlagxHFjZbntVkHq6xFg9Imk5O7vKUTJV3Pbn+FTJDOJoYDY1t+A+84CvaT47UF\n", "w/nUHGfMTmfSSAqb0Kbpe8dmdk0735Z+CpkgvfWF7UXQ+ohAM0EQBNG/kbwDQ5BCohBOTBPDAvD0\n", "zDTcMWFQt7W1rfFTyCVTvnAcM8HJq2tHZ9cgwWDksNOOnoAnojDMeU/2Jg4X7aRv2BOq9DQJYf4I\n", "9jNdki2deoEAnT0qWjrx+KY8QRtdOTjc7rGDu9HByK1t5yusDIsOQpCfafCeHBEgECz95EglXzFB\n", "ZzAK2mqUnXa5cnAEvr17HF5bONxu7jOLsBKJxcZKFZs+4p1SjuawccAUFWAwcjjGOjCG2G9Xlsy0\n", "SH6CUdTY6XYaUF/jrdy/woYOPgQ7PECB1CjbtKH0GDbaSNrtBJiu9S9OVOHxTXn4/HglqnuYF886\n", "TFnhwr6IwKhh9F3MWjXuEh6oxNQhEXh4WgrvgGlQ67xeTaalUy/QlpnNOEMjgpR8OoxKY+CrpegM\n", "RjR3XYcywKZqFOD4HhgaHYTXr0vnn8csQyIDMWt4FMy/uM1dEQefHqkQREy6glZvxKacOqw/X8s7\n", "aVlKmjr5/Ylh/riScaRmdaWNsOkjV6SEY+Ywy/P6LCN66i4XatvxzNYCfH/Wvv6RI/YWWaInfjc1\n", "WVBxxB7mPpicHM47jerVOjz1c9+nbmxmoi/mpkfjT5lD+O2z1W14/deSPqsYRIiPlPLjpWQLQPb4\n", "ElJqGynZAkjPHnfwAQcGk0KikLy5PSIiUMlPcgycxVlwoqKVX8kJD1AI9BiOlHlmxcueoN5FqwiM\n", "hnYdv7IXwAhVehq5TIZh7MTOiT7AvuImPLoxD0XM6tzs4VFYOt6+wvcQKx0Ma3KcRJjcMWEQ//+p\n", "ShX+77gp4qOosYN3sCWG+SPKgUPMVedaioMUEmEJVe9otlhXIsmvV/OT8KggpY2uiD1C/BUCcVd7\n", "zreBwM9MSsHlKeF86WcWoZCntHUwKlo0+NPmfHx1qhoXatX45nQN7vk2B89uK0BWcbPdiacj2HuP\n", "dYpVqmyFaz2JkePQ3GFZ0Y60EoB2F4VcJnDAeHul/6cL9Xw0YnpMkCCqRy6TCUqkmqMuGtWW7xvF\n", "ODlcZURsMF5fmI4hkYFIjQzEXRMH4T9LRuHTW0fhr7PS8AaTagIA687V4oUdRS5P9s9WteHhDbl4\n", "/2A5Pj5cgY3ZdTbHWFeXunYo68AwpY0cYNJHMtMiERvizzsIDRx6FB3S2qnH89uLcLJChU+OVuK0\n", "Hf0je1S0aPj72U8uw7VD7Ytd20Mpl+G3V1rKUhc1duDPP13sMxHN5g6dIDXnptGxWDgyBr+dksTv\n", "O1jagneyykQVGSUIgiAIyXsEtE4iMPoT9nQw2PSR+SNiBCKKX7gYhdHUoUNhg9rmWHPek72SnRcb\n", "OgSrLBcYEbcRsbYpGp5EmEZif2X68+OVeHVXCdQ6k3PLTy7DH68ZjKdnpvLlWa3prpTqBScOjPTY\n", "YCxjnBjfna3F7oJGoSigGzn1Zmw0MJjoClaHRODA8LD+hZl4qxQSdkJ25WD7k3B7sKlcvxY29Xi1\n", "rlql8frA3Ru5f+1aA3Yx+es3jLKvseMrlUh2XmzEIxtzbZwsHEwpVS/vKsbyteedll9mYe+9UXEh\n", "CFaYo5lshWsdUdmqwZlKlVuTqNZOPV8NItRf4RFn+LQhlsm0Nx0Y5igFM7eOj7dxitpzYNSr2Qok\n", "jvUXnDFmUAhWLR2NT5eOxr1XJGFodBD/2ZOSw/DRklECR87xchUOOCk5DZjukXezyvDUzxcFzzk2\n", "csEMm844IjYYVw6O4MW8Cxs6cLaqDbldxyhkFqdYb/vmv8cqeQcuAKw+7trvLfsdLk8JQ2hA944y\n", "tg8WjozBU9OH8Kkbla0a/HlzPor7QNRze34jX51tZFwwHzly22XxgoWBfcVNfSK6S4iPlPLjpWQL\n", "QPb4ElJqGynZAkjPHneQvANDZ2TLqA4QB0Z1G1o69QLF+QUjonHnhEEI6GqDgoYOu8rrLHXtWvz2\n", "+wv4/YY8bLCzumXkOEEKiVn8TKM3CkK9c/sgfcSMMLTedtBW1NCBb05bxDQTw/zx70UjcOPoWKeR\n", "DmwEhnUKiZHjBCKlYwfZOiPuuSIRU5n0lLf3XxLoPLgjCugINj2kWqXlJ/+VjICnt1JIBBEYbToc\n", "ueSe/oWZyclh/KpsY4ceJ3ug15Jd3YbffJuDe77NkUQZR3fYnt/Ap4ClRgXa6F+YSYsK5Cdi1Srp\n", "CXmqtQb8c28p/rm3FB1djkKlXIY7JgzCFSlhYO+0RrUea07bCtxa06bR8yKUfgoZ4kP9Ee1veb5X\n", "uJBGklXSjAfW5WDllgJ8ebLa5e/T1CGMRvAEUwaHw/yTdLG+Aw0uOmDc5deiJt7+2GA/zBhmq6XD\n", "CnnWdQl5NggqkHgncisqyA+vLBiG6xlH3RcnqhxG0xwta8GD31+wK3yaV6e2aUPrCIwQfwUmJ4fx\n", "+/6ddYn/f0JSGMK6HAbTGEHMo2WtbjlSc2rasTWvQbiv1jXtKdaBMdNOP7nC/BExeH7uUH6806jW\n", "43NUbVcAACAASURBVKmfLwqc7J7GyHGCyLGbmBLiMpkMD16ZhHkZ0YgMVOKtGzIEgtMEQRAE0ddI\n", "3oEhjMCQvLk9ZjwjKnehth2/5Dfwodmj4oKRGhWE6GA/gejoFycdDxQBYEtuA18i1TqcPzMzE/Xt\n", "Omi62jciUCmwgRUWZCf3PYk0cIfhjAOj0I4D40iZxWkzJj4EHywe6VJ6w6BQf35A2NShh4oRSLvU\n", "3MnnSUcGKpEQZjvYl8tkeGZWGp/moTVwglXp7oRN7WGdexbsr0B0sGkArjdyfM6+sISq9x0YubXt\n", "fBk/pVwmmDB0h0Iuw+z03ol5spFHu70oBurp3D+O4wQ55IucONX8FHKkRVucarl13pucuMuh0hY8\n", "tP6C4JmRHB6AdxaNwANTkvD6wnSsvmOMYFXWlRXiMsZZmhweAIVchlHJlolSdzoYh0pb8NquYr4y\n", "zrdnalyO0mnqsEyMHaV6uUuIv0JQYYZ9NnkKjuPww7lafnvx2Di7qSD2hDzru6lAAnjmHpDLZLj3\n", "8kS+DGhJUyf2FTXbHHeqUoXntxcJ7Jo2JJwXTAaAw0wbag1GXlASANK7qlSxaRlsBEcmk76WERPE\n", "i5aqNAZBiqAzDEYO7x6wOEX8mUWT7rSnSps6UMyIibJRIM6w1wdXp0bi9QXDeQ0SlcaA13d7T3/i\n", "RLkKVV2O8rAAhY2TTCaT4Ylrh+D9xSO71fQg+g9Syo+Xki0A2eNLSKltpGQLID173EHyHgGBBoYX\n", "UxfEJjbEH0ld+gZaA4dvTllWFxcw5TdvvyxeMFDca2egCJhWVNgJSHFjh42CPBtlkRwegBF28vIN\n", "Rg75zORqdJx3HRipUUH8yrS9EpPHyy2rYDeMjnEpRBcwTaxTmMk/u7J/gUkFGTMoxOGkM8RfgZfm\n", "DROU6QNMg1VWu6M3JIcLK5FwHNc3GhiM04adYIxPCHW76gmbRnKgpNltET02HcGXKnScqlTxE6pg\n", "PznmdFMZaWSs5V761/6yPqnE4Yy6di1e3lmEF3YUobbNcg3My4i2cRQmhAXg/ilJfARCXbuu235m\n", "q/+YU7pYh1ylk+9/tKwFrzDOCwDQGTn8H1OByBneiMAAvJ9GcqJCxU/iA5VyXOcgJSnWTgRGvSAC\n", "w7uC1ZFBflg81uJc//JklWCy3dqpxz/3lPJpPJGBSvzP7DS8NG+YQJD0MBN1yAp4JoX7W6IrhkTA\n", "OhhTBlNlFn5bJhNorBzuJq3FzIbsOl5XKUApxz+uTxdoTx11oj3F/hZPHRLR62pRE5LC8OYNGQjt\n", "Ok9NmxZnvRSRxpZOnZcRbbf0uUIuE6QaEgRBEIRY+IADg4nAcKBv0F9gw83N+g4BCpkgFDUyyA+3\n", "OBkomjlb1SZQ3TdwwoiGrKwswepVSkSAYIJizj0ubuzgozTiQ/0cruR5CqVcJqjaUMis7LZrDchh\n", "JreXJ3dfGYOFjR759/4y1HcN9NnVue5SQQZHBuKvs1IFIfQjYoPdFsgD7OeesUKe5S2daOnU89dC\n", "kJ8ckYGem3yxRAf72f0O01yoPmLNsJggvkyo1sBhf7F9J5s9Wjv1gpX64sZOaN2sbOAqns7925Qj\n", "nAR0N4FZNDaWnyg0qHVYueWiwFnlLYobO3CotEXw993ZGvz2+wt8ZQfAJBz8zMxUrJyRave7KOUy\n", "pHRTnpjF+nkDAG3VJfw+RxEYx8tb8dLOYn4yy5YD3VPU7FJovcCB4cHJPOvAOFWhsnES9xY2+mLh\n", "yBh+Em9NnB0NjAbGERnbQw0Md1g6Pp6PGChr0eDXQlM6Bcdx+Nf+S7w9EYFKfHTLKMwYFgWZTCZI\n", "9zhZqeKrqLD6FxmMNlJ4oBITkoRRYaPjQ2zKxLrrXKpr1+LLk1X89vJJCRg7KFSgPeUoCoPjOOxh\n", "0kdmDHNdvNNZH2TEBgvKU/9aYKsT0ltq27SC6KEbmfQRYmAjpfx4KdkCkD2+hJTaRkq2ANKzxx0k\n", "7xEQpJD04wgMAHbz5TOHRtqs+N/KDBTLWzTYZ2eCuMNOBYg8qzB1dsU32cqBUdighsHICcUtvRx9\n", "YUYg5MmswJ+uVPErsOkxQXbLAjpjxeQE3gHQ3KnHq7tKoDdyAjHO0Xb0L6y5cnAE7meU2dkBeG9h\n", "hTwrWzV8WC9gEvB0t1ywq8hlMsEkyMxUF8OgrZmbbnG6uVONxDrUW2/kBGHkPaGhXYfDl1o8Prlk\n", "sRY+vWl0nJOjTaRFBeHV+cN4XZv6dpMTw5USpcfLW/HfY5VuC4DuKWzC79bn4oUdRYK/VUcrea0L\n", "wKS589ltYwTpQPYYEuVYW8YaQQRGl+Mjys/yfLengXGqQoUXdxTxjuyEMH+8s2iEIF3gkyMV3Qos\n", "suUoPRmBkRQegMFdzhiNgcOpSvc1XxxR3NjB6y7IAIHj2hpWA6PeTgSG9eTeG4QHKrFknCWt6KtT\n", "VdAbOWzLaxAIez45fYjAEZ4YFoChXdeRzsDxujnW+hcsbP+btm2fU5OSwvh7q6xF022E00eHKvh7\n", "IDUyEEvGmdrbWnvqoJ1ojqLGDt5BF6iUC8q99pZZTITK/pJmaD34HKtq1eC/xyr5yJhJSaECpyRB\n", "EARBSBHJOzCEZVQHngNj/gjbkOHwQCVuYQaK35yuFmhhdOgMdle9c5kVrczMTKsV0UBEB/vxocYa\n", "A4dLzZ24UNd3+hdmzLnOgFDIky2Hd0WK+5EBsSH+eHZ2Gq/wnlPbjn/vv8Sv+CtkEKTROOP2y+Lx\n", "4ryh+FPmYMGg3R3s5Z4lRwgrkQj1L7wbvmsdHpwSEdBjzY1Z6dF8O5+tbkOj2jWBw+wa29X0/Lqe\n", "p5GcrWrDvety8Pz2Inx4qFzwmidz/36+UM9PAiYmhQom9s6YkBSGl+cP559ttW06rPy5ADUq+yr/\n", "tW1avLCjCM9uK8S3Z2rw2I95+OhQOdQupumwoeL2GBIZiLduyMCT01MR7kK0T6oTcVxr2Mgas6ju\n", "9dOv5PdVtQpLqao0ery8q5h3YseH+uGf16cjPtQfD0xJ4iOGsmvaBZEj9mjqZEuoenYy7600kvXn\n", "LdEX16RFINHJvWhPA6OBqULiKALD0/mvt46PR1iAyeFe2arF6uOV+PBwBf/6TaNj7WpDsE5gcxsK\n", "HBhxwufy1akRgii4a9JsIx4ClHJMYvR7vj9XY3fyrzMY8d2ZGr4sKwA8ds1gXnPLWnvqSzvaU3uY\n", "9JGrUiP4NE9X6K4PRsUFI7Erxa9da8DRHpSFZals1WDtmWo8siEX93yXw0fKAMCNLjheiYGDlPLj\n", "pWQLQPb4ElJqGynZAkjPHnfwAQfGwBDxBEyri2yu8qBQf0xItF/F4JaxcQjqisIobeoUrArtL27m\n", "KyGYjwFMObwsFa2WCYc5pJsdKF6sV1tVIOkbB4ZAyLMrhYTjOIH+RU8cGAAwMSkM911hiZ7YzkQH\n", "pMcG2839tYdMJsPVqZG4flRsj9JHHME6MCpaNX1SQtXMICsHhqsidPaICfbDuEGswKFrg2575Th7\n", "WmY0u7oNf/ulkI+82F3Q6DQKw2DkeiSSpzUYsYWpWrDIzUnApOQwvDhvGJ9rX9Omxe835OKNX0uw\n", "p7AJ7VoD9EYO352pwQPfXxBUJzJyprz93/4g3G+Pdq0B55n2nTo4HNOGmP6uSo3Aw9OS8dEtI3GZ\n", "g2eOPdjyxKVOImUMRk7gjDM/b8IClPyEV2PgBI6urGKLfkpMsB/evD4DCV33QHJEAG4aYwl1/++x\n", "CoGz25pmRsQz2oMRGIBw8n3kUqtb5V0d0ajWYTeTLnDreOdO0oggJf8cUmkM6NAZhBoYIX2jXRDi\n", "rxCIu357tpa/54ZEBuLBqcl233eVwAnUCo1eKOCZYaUxFB3sh6Xj4yGXATeOinXo3GGfYT/nNuC3\n", "P1zAvqImcBwHjuOQVdKMB3/IxSpGS2V+RrTNPXAboz1V1NgpcHZwHOeR6iOOkMlkgigM1uHgDhq9\n", "Ee8fLMO93+Xgs2NVNlW+0qICBToiBEEQBCFVPOoR2Lx5MzZu3IiNGzfi3LlzHjknm//en8uoAqaB\n", "Cqtqv2BENOQOUgbCA5WCUmffnKrmB85s+shtlw3iB7aVrRpeFHPv/ixU2ynPyYbqnqiwiBIq5TJB\n", "iVNvMiw6iF9dK2vuhEZvRFmLhtf0CPaTY4wLqR6OuP2yeFxtZ6DWVw4aM/Zyz5LCAvjvXtumRSmz\n", "qp3k5dJ11hEYbNnYnsDqZ7iyMq0zGO1GW/TEgXGhth3P/lLIO/IA0wT5TJXFCca2f3FjB+785jzu\n", "WnMeOy82ujUJ3V/cjJau+yo2xK9Hk4ArUsLxwtyhfJpcm9aA3YVNeP3XEiz98ixWrM3GqmOVAgcM\n", "qxVT367DCzuK8PLOIrRp9DbnB4ATFa18lEhGbBBeWTAcL883/b00bxiWjIt320nsagRGtUoj0LAw\n", "a2pkZWXZpE2ZYVe1l46Pt5mk3j0xgRc4rGzVOo0uaVSzIp6ejcAYEx/CO2Ea1Dq75Z/dZc3pGuiY\n", "KlTdafPIZTJBlEVJUycfuRKolPMph9Z4I/918dg4RFhF7/jJZfjrrFSHkQkj4oJ5x1JLpx5bcusF\n", "Ap72xJofnJqMTfdOwB8zBzu0ZW56tKDtqlVavLq7BH/efBFP/VyAl3cWC6651Cj7TpaoID/czKTw\n", "vL3vElafqIJKo0d+vZr/LQ3xV+DyFNerNgGu9cHs4ZZUrsOXWtwWRi5q6MAffswT6PQApn6ZOjgc\n", "K2cMwTuLRnjUGU/4PlLKj5eSLQDZ40tIqW2kZAsgPXvcwaMOjMDAQCxevBiLFy/G+PHjPXJONgLD\n", "v59HYACmfNuUiACMSwgRqLrb49bx8YLc3KNlrahWaXCmyrTKKpcB142M4QUVAUtVhyatjJ/MxIf6\n", "8ZEHI5j0DTYNZXhMEPz7SEQ1yE/BRyIYua5ccCZsdmJSWK8GWjKZDCtnpNqkR3Q3SegL/JVy3pFg\n", "5IDTlZYV8yRvR2AwlUhC/BUYayelyR0E4nwVqm5ztwsaOvhJF7tKXtzY4Vbed15dO/66tUCg6WDm\n", "yCX7kSBrz9SgpVOPpg49/rm3FK/sKhas2tvDyHE4VNoiEP67YVQsFD28Nq8cHIGX5g9DfKhwgm3g\n", "hIKMaVGB+NeNGfhkySg8PTNVMFnMKmnBeweFqTJmjjFRMJ7K0U+JCOBThapVWocRLpeaLZPEwZHC\n", "65i9D806BU1qHe9sksG+KGJ4oBJ3TUrgt786VS0oj8zC9mWkhyMwFHIZrhxs31lX167FqUoV7+By\n", "hcpWDX7OtUw075w4yCXtG9aBwWoXxYb4eU07xx5BfgrccZkwYuS+KUkYHuM4PU8ukwn0dr49U8P/\n", "76xMdndjAn+lHG/dmIE/XJ2C8ACLllRObbugElWovwIPXZmEDxaPtHG+mLmN0Z5S64z4+lQ1VqzN\n", "xrsHyvhjrkmN8Mo4ZUhUIB+ZqDNwOFDimjAyx3HYcL4Wj23KE0RITUoKxV9mpOK75ePxyoLhmJcR\n", "gyC/3lVNIQiCIIi+wqO/tAaDAevXr8cPP/yAkydPeuScOiObQtL/VweGRgfhs9vG4O0bR3RbIjQq\n", "yA/XM1EYX5+qFggmTk4OQ0ywH0YyaSHmNJL49LH8Pla0ix0s6pm2H9VHAp5m2DSSgoYOHOul/oU1\n", "If4KPD9nKO8AksuAsQl9+x0d5Z6xEzp24uOtEqpm2OskMy2i16txKRGB/Oq6Rm/E6SrnAofZzIRi\n", "cnIY3w4GDihucm1V+2K9Gn/dWshXbokIVOLRq1L414+WWUL8ze3fqTfapF9klbTgoR9y7aZlaPRG\n", "/Jxbj99+fwEv7ChCZatp9VUpl+H6kfbLXLrKFSnh+PKOsXh/8Ugsn5QgiHoKVMrx4JVJ+PCWURib\n", "EAqZTIY56dH479LRWMho5ewrarJxvhg5zsqB0ft7CDBNEM2pTRyEpZlZ2P2DmedNZmamsJRq12r4\n", "/pJm3sE6LiHUYQrEojGxvD6ASmOwK15sMHJoFmhgeL6SD5uq8GthE97NKsP963Jw95psPL2lAE/+\n", "dNFlJ9z/Ha/kn71jB4UI0iucwQp5sql/zgQ8vZX/euOYOD5C6KrUCF4Q0xls5FIjUzXGmQPDFZRy\n", "GRaNicP/3T4GS8fHC55rCpkpHfPz28dg6WWDnDofwgOVeG3BcF60FTA5MswlxwFgRg/SR1ztAzaN\n", "ZLcLaSRavRHPby/CR4cr+IWgAIUMf8ocjDeuS8fcjGgbgXCCYJFSfryUbAHIHl9CSm0jJVsA6dnj\n", "Dh4dyS1cuJD/f+vWrU6PzcrK4hvOHMJib1uQQtI18HB2/EDbvn38IGzKroXh/9m79/ioyjt/4J+Z\n", "yWUScoVcIEASIIQgIIgIaGmAJkiK6CLeQEW3ruu2ttt2da3dbqu9rLVbpTfbH7S1q3a3WkEQBAEh\n", "UYFBBSHKLQaFQLgmIeR+n8yc3x/DnJyZzEwyk5l5npn5vF8vXq+cw8yZb57nzMmZ7zzP91F0qLzc\n", "4TDl4OaJtg81+qYLAGw3XScut8NkMuGDK9EAbDe8hvYGtT9S46KRFGVFS6/jjZy+8RyAMUH7/aJa\n", "++J7/2gVKlqjAPvkiksnYLpS6ZfX+6/FE7B2dyUmJ1rUDwCi+9fQ0QDA8UOHHkpQ4vthUS72fPo5\n", "rlXOAcgZ8vHmZidhw7HLAGxz22ePTXb7+OOdfbVJYltrMDEtU/1Au/2jo5h061yPrzdt1lz86J1T\n", "aLs6vDop1oBfLsnD2eOHEKuPR7dVh9q2Hrz57gfIiFXU5/9153509do+bMVG6dVRBE1dvXh6VxUy\n", "Yy3QATDGD4PFquByaxe6rI7JHT0UfOumsUiNjx5yf+zbtw8A8MC8eXjg+lHY9t4+XOzSY/n8WRju\n", "4vhHDn6E2XrgbEYGKuraYVGAv+w6hMdv62uvS116NHTakiFxBgWXT3yCyRn+OX+GWdth/1NS3diF\n", "S5+V93v8wUsxsJ/TPVcuwGSqVv/ftpSqrf0vtPTAZDJhc7URgO3D1RjlCkymWpevH2PQY1pcKy61\n", "2q5vZ5u6+sVXumcfrIotOZkYa8CBDz8Y0u/rattsAQy6YbAotuK7551WvDjb1IUjNW2YNSbJ4/E+\n", "v9yB3ZqpMw/PzlLPh4HiSR82Tn3ep+caYP9+wtreNOi/t/7c/s2tN+JCczdqK8vxwb6LAz7+hrk3\n", "IdagU5fttuu+dAqmli/8Et8jc0ZjZPsZfNgQjYzMkbjr2gycOXoQRw6eGdTzp4xMwIMjG3A83oCP\n", "O5Id+jkp1oDrRicGrD0XzJiNFw/YanV8cqEFDR1ml9cD+/b5xDyH2kMTRsThPxbm4uyxg9hXL8f9\n", "iwzbREQUenSKDxXH6uvrsW7dOod9S5cuRXZ2trpdWlqK4uJil88vKyvDzJkzB/Vav957FtuvFsj7\n", "zryxDmuyk83v9p3rN/97WIwBr987FTFRepxt7MLDGz4DYFtC8O/3TsX33/gYnzTbPlB8Y+5oh1VN\n", "frKrymHZOwB45e5rPFbB97eD51vwgx2nANhG3ti/QRqbHIu/3HVN0OIIJO2HCq2Nx+qwVlO5H7At\n", "r/rS3aH3ex++2Iontp0EYFsp4f9WTHE5nF1RFNzzt2PqN+V/XF6Ag+db8OerN+wl+SPwWGF2v+dp\n", "n//Mu2fUJYUTryYv7MPWf1Z2Wp0S9fANWbh7eqba/j8tPa0W5bv/upEoyIjHr/aedaib4M6wGANu\n", "KRiBf5iS7vANuAhbP6tXh7PnjYjD/7u9QP2/Vz+pwcuHbFNdvjIhFd9fmOu31/3LxxfVIf8rZ2Q6\n", "FMm1+7ctn6srzPy8ZII6ispkMmFE/nX4zlufA7DVv/nZ4vG477XjAGwjo167d6rHuhUfVjfj6V1V\n", "AIBZYxLx85I8h/8/3dCJf9lYCSCw148nt530uIzq3ddm4OHZrotYArZz+MntJ9VpY1/KScbTi8YP\n", "+vU3H7+MPzittAMA91ybgX9y87rurkGiPL2zCh861cvZuGragKMRRbBYFbxf1YhXP6nBxZZufOPG\n", "MbjtGu9X8fCmDx7f+oU69cX577azJ97+Qp1OuqRgBB69cUxETMP1Vnl5OYqKikSHAcC7e+NgkOn6\n", "IFMsQGTHo72v88bTxePwk9LTQXvec0vyMD0rUaq+kikWQL54vLke+3RXkJaWhkcffbTf/urqauTk\n", "2L617eryvKTeYJldjMAgR/dcm4ntlfXQfnG1YHyKWrNiTEos4qP16DBb0djZi8vtZlzp6buRcV73\n", "fWJavEMCI9kYhZGJwf1wph06r62D4o/pI7Ib46JYZ6CnjwTKlJEJSIgxoK3HgsvtZlQ1dLqcC3+x\n", "pUdNXiTEGJCTalQLzgJ9tVvceb+qUU1eAMD35uc4vM6csUlqAmP/uRbcPT0TANDRY8GBc33n+vzx\n", "KchJjcOflk/GHz4877bif0ZCNJZPzUBJ/gi1IKVoC8anYM1H52G2KDh5pROnGzox7mr9mwOab2Jv\n", "8NP0ETttIc9zbgp5nnexhKqdcxHP3Zo2n5GVOGDRTW3NEFfLzzZqVyDxMJ1iqL554xj82nQWADB9\n", "VAJmZCWiuasXz7x7BgA8JjcA4OD5VjV5odcBD93QPxHkibulUkcITqx5Y25OskMCIyspVsrkBWCr\n", "fVKUNxxFecPR02sNSo2or+SlqgmM9041uk1gWKyKwzXz3hkjmbwgIqKw4dc7g+rqahw4cAAAMGPG\n", "DL8csyeCllH1VWZiDBZNHIEdn/ct5bhoYt+ceL1Oh/z0ePXmuPJyO9oQC8D2AdH5A3N+uuMHzMkZ\n", "8UEtAgcAKXHRSIuPRn2H41z+cEpguMt6jnYx0sXVvlAQpdfhhrFJaiLgo7MtLhMY2uVTJ2cMg16n\n", "Q55m7vuZxk5091pdLnN7pd2M32sKV5bkj3AoCAgAN2jOm+O1bWjt7sW8efNQdrJBvcaMSzUiJ9X2\n", "gT/JGIX/WJiLh2ZloanLDINOB4Pe9i9ar0NGQozPxToDJSE2CjdlJ2P31UTNri8a8Mic0Wjp6kXl\n", "ZdvoBx38/x7KTvW8lGpzV69ayyXW4Lhaxrx586Aoiprk6uq1YrNmpYTB1BTQLv9b19YDRVEcrlfa\n", "kTSBqH9hl51qxK9vzXfY19bdC73OVpD3ZH0nWrt7kejiA7nFquAvH/eNuvrqpBEOS9QORnqC60SF\n", "iBoYvpo7Ngk62OqpALbVckLBUJIX3vTBl3NT8IcPzqPXqqDycgcutnT3K0YN2KYs2YsYD4+PQrqb\n", "5BaRJzJdH2SKBWA8oUSmtpEpFkC+eLzh14xAYWEh7rrrLtx1112YOHGiX47puAqJXB8YZLJiRt9y\n", "qeNSjZic4fghcZKmCOcnF1rVImlRVz+MaTkXTQv28qJ2E5yWbY0x6HDtqKGtjBEKMhNj4XyqB3P6\n", "jr/NcbNCg5Z9egFgK1wI2KZnjNGsRlPV0L+Qp6Io+NXes2jtttW9yEyIwb/MdbEMoqaYrVUBDp23\n", "fRu+u6rv235XH5YzE2MwKX0Y8tLiMW54HLJTjBiVFCtd8sJuUX7fcovvnmyAxao4LJ9akBHvdpUF\n", "X2mLGl5o6XYYNQcA5zWjMsakGPstDa3T6Rw+hNmXS47S6/ClQSxJmxAbpa4O0W1R+q34oS1o6u8l\n", "VAcTm/16qgDqkH5n755qQFWDrZ1io/S4f+Yor18r3U2iwt3IDBmlxkejQPO3K3+IBTzDTZIxCrM0\n", "y7S6K+apLeJakD4s6F9AEBERBZL0QxrMVs0UEiYw3MpKisWzJRNw97UZ+PHN4/vdsGhXmNAOtc9y\n", "8WEs2Rjl8K1msFcgsctzunm9dlSCy2/gQ5W9mJizKL0OI52WTB0V4CVUA+mGsUnqUpsnLnegoaP/\n", "8qQVLhIYgGMy7QsX00i2n7jisELNvxdmu62sr11548C5ZuzabcLB833D+n1ZQUA2149OUpegbejs\n", "xaELLU7TR/yzfKpWXLRBvV5YFVsSQ+ucZvrIWKfRXvb3wGgX06auH52IpEEmWxxHYTieX42aFS1S\n", "AzgCw53rsvo+cH7qYhpJj8WKVw71LcV757QMj6Mm3EmOi3K5cpCnY7m7Bom0/Oq0CGOUHoXjQv89\n", "ORBv+2DhhL4kpem0mwTG5b5rZUEGk0DkG5muDzLFAjCeUCJT28gUCyBfPN6Q/tNgTy+nkAzW9KxE\n", "PDx7tMsPuwWaBIb922rAdb0FAFg+NR062BIf0wSNenAegRFO00cG4twvWSFaAwMAEmOjMDWz7xzS\n", "VsYHgJauXnX1HIMOmJQxuATGpdZu/HF/37D726emY7rmw6KzOZoP7wfOtaCyNUpdrnJiWpzLD9Gh\n", "xqDX4St5fR9w3vm8wSFJ46/lU51p61qcdaqDod12rrdj52oYvDcJJe0oMvsIDrtGgSMwAMcExicX\n", "+icwTKeb1KRLsjEKd01zX5jRE71O12+0hQ6BrfsRCPPHp+KVe67B/62Ygswg114KBXPGJqmJqqqG\n", "LpcJYecRGBQ8VqsVFotl4AcSEZHPpM8IaEdgcAqJ79KGxbj8Js5dAuP2qRlYf/80/O62fJff6gVD\n", "XpgnMDzNPcty6hfnERmhZm62+2kkn2lutvPS4mHUjLLRDiH/XPOtolVR8Pzus+o877HJsXjIxeoX\n", "Wnlpceo38C3dFnzY0pdUWRAGoy/sFk3sS2DsPd2kTqlIjYvq957ylxxNHYyzmjoYiqI4jADJHe6Y\n", "wLC/B5wTdDEGHW4cxPQRO88JDLEjMK7JHKaOHjzX3I36dsf47KtsAcCyKelDKgrrnMBIdTMqw07W\n", "+a+jEmMHPfom1HnbB/ExBlyjSfKWOyXFOnosOHP1PajXcRpOMO3YsQNr165FbW2tum/Lli3YtGkT\n", "Nm3ahKNHjwqMznsyXR9kigVgPKFEpraRKRZAvni8IX0Cg0U8/WdSev8bmdFuvhEFbPNtRc6dzUyI\n", "UUdhTEqP7zf8PJxpi3amxUeH/NSZuZoPo+UXWtHT25eY1Na/uCbT8dvCvBFxsJ+B1U1d6Lr60UXl\n", "jgAAIABJREFUvI3HLqvV+PU64HsLcgZsI71O5zACQVsgNhymj9iNGx7nsvjhDWOS+tWf8Bdtwclq\n", "zYiLz+s71BEYxii9QzFVLecRGLPHJrudCuSKdgrJZY8JjOCPRoiN0jt84LQXUwaA881dal0MvQ5Y\n", "rKlh4gvnpXxHhFD9Cxq86zV1MA5dcBzR9nl9h1oENSfFKM0qSZGgpKQECxYscNhnNBqxbNkyLFu2\n", "DNOmTRMTGBFRmJH+UxGLePqPqwSGuxEYMtDpdPjFV/Pww6JcPLN4QtgVIvM09yxX8422t6sRyGhM\n", "slFNynT3WvHppb5vDV0V8LSLdy7keaUTZxu78NLBi+pjVs4Y6VCk1pM5LmpAXJMxrF8h21CnXYXI\n", "LlDTRwDHpVS1IzB2ft6g/vzlcSmIi3b8MKXWwHBKYCwYn+LV6w96Ckm8mG/1HaaRaOpgbKvsG30x\n", "JzsZaUNc8tR5tYm0eM/HC+X5r+HClz64fnTfe/nQ+VZYlb77JPuKQwBQIKgAN/WxWCzYuHEjNmzY\n", "gPLyctHheEWm64NMsQCMJ5TI1DYyxQLIF483pB+jqa1oH62XPt8iNVdzYcdIvrpFsjEqIgq5OZs2\n", "MgE3TxyOE5c7cP/MkaLD8Yu52UnYcOwyAOD3H5zHpLQGpCfE4MRlbQKjf72V/PR4tRBkRV073j/V\n", "qCY280bE4d4ZmYOOYeboRETpdWrtCwCY7+WH5VCwcEIq/rT/gvp76nW23z1QslP6riPnW7phsSqw\n", "KAre16zyop3a4izZGIVRiTG41NqDpFgDZmd7V2xUWyuhTpPAsFgdVyVJETQt4brRiXj5aqHOTy62\n", "QlEUmK0Kdn3Rl+BZMql/0slbHIERGfLS4pAUa0BLtwVNXb043dCpLk9dWact4MkEhmglJSXqz9u3\n", "bxcYCRFR+JA+I+A4hSS8voEPNudh5fHReqQImBNONp7mnul0Ovz7/Bz8+c7JmDYyPJaOnav5UFrT\n", "2oPdp5vwxtE69T0+MtF1nRbtHO7/K7+Ez68W84zW6/DE/ByvppbFxxgwbWTfTb0OCMsEWbIxymHE\n", "xZTMBCTEBu69nhAbpfad2aKgprUb+8+2OCxv62oJZPt7QKfT4UdF43D71HT8bPEEhzoog+FuBEZL\n", "d6+6hGxirEHYNMT8tHh1qdf6djMutHTjw+pmNbmSNizaLzV+nGtgpA1QwDOU57+GC1/6QK/TOSQk\n", "7ctCK4riVMCT9S9kEh09cEJR+42oyWQSui1TPPPmzRPeHoyn//nhjd7e3oEf5EfNzc0wmUzqNVaG\n", "/tJiPJ7jGYhOUTRjD4OkrKwMM2fOHNRj7/zfI2i5ehO87r6pSBEwhzmcPLS+AuevfpudnxaP3y+b\n", "JDgiihQWq4L/fOdUv6JzdrdOTsO/fmlsv/3Hatrw2NYv+u1/+IYs3D198KMv7DYcrVNXL5k+KgHP\n", "3TLR62OEgk8vtuJ7204CAB77cjZK/PANvydPbvsCn1yt7/DjReOwvfKKuuLMfdeNxIPXjwrYa1sV\n", "Bbe+dBjmq9mKzQ9ei7hoA6qudOLrb1YCsK2U8uKdkwMWw0Ce2nkKH521tce3vzQWe083qu11/3Uj\n", "8YAf2ufz+g58a9MJdfvfC7Nxc35g+53E2Pn5FTy/5ywAYEZWAn65ZCLq2npw/9+PAwDiovXYuOra\n", "fsukk6Py8nIUFRX57XgVFRVISUlBVpatqHR1dTVycnIAAFu3bsXSpUvdPtebe2MiUQ5fbMUTV+8t\n", "vPF08Tj8pPR00J733JI8jyvTkXy8uR5LPwLDbGURT3/SfiMTDstGhrKhZLJDkUGvw7MlE/DKPdfg\n", "+Vvy8L35OfjarFFYOjkNK6dn4h9nuf4AN2FEHJzvwadkDsMdPi43uTh/OMYPN8KoV/zyoVFWM7IS\n", "8dvb8vHM4glDLg45GNkpfSO8Dl9qw8fn+4oLFue5fn1/vQf0Oh3SXYzCcFxCVexoM20djB0nrqjJ\n", "C70OfksupTuNuHA1okkr0q5BMvK1D7QjMI7XtKPTbHEYfTEpPZ7JiyArLS2FyWRCaWkp9uzZA8CW\n", "wFi/fj3Wr1+PSZNC6wsjma4PMsUCMJ5QIlPbyBQLIF883pB+/oB2tQJOIRm668ckofSkbV761EzO\n", "j6Xg0ul0GJUYi1FeLAsbF23A2BQjqq8Wh4yN0uPfC3N8vjlPiI3CmtsLsNe0L2ym57gzOYhz4LVL\n", "qW79rF6dujE1c1hQkqWZCdG42GIbXVbX1oPc1DiHFUhET5eboUlg2KdBAbbVYfxVRDY5LgrRep2a\n", "+HeeUkLhI21YDHJTjTjT2AWzVcHRmjZUapaadlXzigKruLi4377CwkIBkRARhTepExhWRYGmBAai\n", "+W3CkC2ckIq2bgt6LNaADyknzzj/fPBmjk5UExiPzM4a8gdinU6Hwi+z/f0pW7MSiXb1KE/FO/35\n", "HnCog9HafwTGcMHTD3NTjUiNi3JIqgDAVwv8dx3W63S4JnMYDl9qQ2pc1ICJQl6DxBtKH1w/OhFn\n", "rl4XD51vdUiMFWSw/gUNjUzXB5liARhPKJGpbWSKBZAvHm9IncAwOxXwDLdlNEXQ63T4hynposMg\n", "8soDM0chIcaAUYmxKMoLv6Kb4UC7EoldrEGHwvHB6S9tAqOu3Za4kGkEhk6nw4ysRLx3qm9lluHx\n", "US6X9h2K7y3IwXunGjFrdBJivCyGSqHl+jF9KzsdONeCy+19BWw5AoOIiMKVz3c3VqsVFovFn7H0\n", "0+OwhCqTF/4UyvOewgX7YPCGxRiwauYoFE8c7rdEJtvfv1LiopHstEzpTbkpGBZjcPscf/ZBZkL/\n", "pVSbHGpgiJ9OMcOpoNji/BF+r1OQPiwGd1+bifEj4gZ8LN8D4g2lD6aNTFCn1l5o6VZXdMpMiMHw\n", "AeqfEA1EpuuDTLEAjCcUGPS2gqN7PjuPwxdbB/3v0tWpqIEgWz/JFo83fPpKaseOHaiqqsKyZcvU\n", "SssAUFNTg7KyMhgMBsyfPx+jRg2tQJ52BEYMC3gSEUktO8WIozVt6ran6SP+5moKSYNmBMbwePED\n", "Dq/L6qu5ooP/indSZIqN0mPayIR+Kztx+VQiinTNXRbN6iWXB/2855bkYVQSFzmQnU9ZgZKSEixY\n", "sKDf/gMHDuC+++7DihUrsH///qHG5jgCgwU8/SqU5z2FC/aBWGx//8vR1MFIi492WHnDFX/2wUAj\n", "MGRYgntkYiyKryZ1lk1N96qYbSDwPSDeUPtg1uj+77FJQSzeS+FLpuuDTLEAjId8I1s/yRaPN/w6\n", "rCE+vi/rHxMz9KrqHIFBRBQ6Jmf2/Q1YPMn/0yM8SRsWDfurXekww2yxOtTAEL2Mqt335udg84PX\n", "4htzx4gOhcLA9WOS+u2bzAKeREQUxvyaFVAUTdHN6MGvP28ymVxuaxMY5u7OAR/P7cFvr1mzRqp4\n", "InHbvk+WeCJtm+3v/+2FE4ajcEQPvjS8BytnZA74eOe+GMrrRxv0GHF13r8C2yiM5i5NEc+r9Tlk\n", "aK9D+z8U+vqBaH9u+7a9Zs2aIT3//PFDSIjqG62qh4K6E59K8/vJvk3uydROMsUCMB7yjWz9JFs8\n", "3tAp2qyDk/r6eqxbt85h39KlS5GdnY2KigqkpKQ41MDYsWMHSkpKAAClpaUu18QGgLKyMsycOXPA\n", "4Crr2vHttz4HAExMi8MflhUM/BvRoJhMppAeOhQO2Adisf3F83cffPetz1FR1w4A+MHCXPz8vTMA\n", "gMRYAzasutZvrxMu+B4Qzx998Nzuauz6ogEA75W8VV5ejqKiItFhABj8vXGwyHR9kCkWILLjOXyx\n", "FU9sO+n1854uHqepSSHv855bkofpA0x/9VUknzeD4c31OMrTf6alpeHRRx8d9At3dtpGSSiKov48\n", "FGYrp5AEikwnbKRiH4jF9hfP332QkRCNijrbz5WX29X9MqxAIiO+B8TzRx/clJOsJjBmBujGmyKP\n", "TNcHmWIBGA/5RrZ+ki0eb3hMYLhTWlqKqqoqGI1G5ObmorCwEAAwZ84cvPbaa1AUxe3oC2+YWcST\n", "iIgGSVvI88TlDvVnWepfEAXCTTnJ+Prc0WjoMGPFjJGiwyEiIgoon4Y1FBcX45FHHsEDDzygJi8A\n", "ICsrCytXrsS9996LjIyMIQfXo6mBEa3nCAx/CuV5T+GCfSAW2188f/eBdinVk/VMYAyE7wHx/NEH\n", "Op0Oy6dm4OHZozEsxuCHqIjkuj7IFAvAeMg3svWTbPF4Q+qsgOMqJByBQURE7mUm9iUwujV/PziF\n", "hIiIiCg8SJ7A4BSSQAnleU/hgn0gFttfPP/XwHC9fHdqPEdguML3gHjsA5KVTOemTLEAjId8I1s/\n", "yRaPN6ROYPRYWMSTiIgGJ2OYmwQGR2AQERERhQWpswIcgRE4oTzvKVywD8Ri+4vn7z6IjzEgMbZ/\n", "DQDWwHCN7wHx2AckK5nOTZliARgP+Ua2fpItHm9IfVfnUMSTIzCIiGgAGQkxaO12XMY7hSMwiIiI\n", "VJdaulHX1uP183o0Xy4TiSJ1AsNs7XuTsIinf4XyvKdwwT4Qi+0vXiD6ICMhBqeuOCYwhnMEhkt8\n", "D4jHPiBZyXRuyhQLEB7x1LX14IltJ71+3tPF47x+DtmEw3kjC6mHNZg5AoOIiLyQ6aKQJ0dgEBER\n", "EYUHqbMCDlNI9ByB4U+hPO8pXLAPxGL7ixeIPnBeiSQx1oAo/v1wie8B8dgHJCuZzk2ZYgEYD/lG\n", "tn6SLR5vSJ3A0Bbx5BQSIiIaiPMIjOEcfUFEREQUNiRPYHAKSaCE8ryncME+EIvtL14g+sA5gZHC\n", "+hdu8T0gHvuAZCXTuSlTLADjId/I1k+yxeMNqbMCPVxGlYiIvJCe4DjigkuoEhEREYUPqRMY2hEY\n", "MRyB4VehPO8pXLAPxGL7ixeIPkgxRiFWk/BOjecUEnf4HhCPfUCykunclCkWgPGQb2TrJ9ni8YbP\n", "WQGr1QqLxeLPWPoxW7VTSDgCg4iIPNPpdEjXTCPhCAwiCpZg3BsTEUU6n+7sduzYgaqqKixbtgxZ\n", "WVnq/i1btqgX7gkTJmDatGlDCq6nV1vEkyMw/CmU5z2FC/aBWGx/8QLVB5kJMTjf3A0ASGURT7f4\n", "HhCPfRA+XN0b19TUoKysDAaDAfPnz8eoUaMERzl4Mp2bMsUCMB7yjWz9JFs83vApgVFSUoKKiop+\n", "+41GIxYtWjTkoOw4AoOIiLx1Y04yDl1oRZReh+uyEkWHQ0QRwNW98YEDB3DfffcBADZt2oRly5aJ\n", "CI2IKKz4dViDxWLBxo0bsWHDBpSXlw/5eA5FPPVMYPhTKM97ChfsA7HY/uIFqg+WTk7Dr5ZOxP/c\n", "NRkZTquSUB++B8RjH4S3+Ph49eeYmNC6Fsl0bsoUC8B4yDey9ZNs8XjDr5ODS0pK1J+3b98+5OM5\n", "FPGM4hQSIiIamF6nw9SRCaLDIKIIpyiakcTRnM5GROQPHhMY9fX1WLduncO+pUuXIjs7e8ADD3Sh\n", "NplM6twbewbIedtsSVMff+zIYUwuvsnj47nt3badLPFwm9vcjqztefPmSRVPpG2z/cVv2/fJEk+k\n", "bQeatqCnTjfwSGKZzgWZ4pHtWhUO8TQ3NyOYent7Q+r1AtVfgT5+KMejHbE2EJ2iTQ97oaKiAikp\n", "KQ5FPKurq5GTkwMA2Lp1K5YuXeryuWVlZZg5c+aAr/HQ+gq1ENuf7yhATmqcL6ESERERETkoLy9H\n", "UVGR347nfG/85ptv4vbbb4eiKNi6dStuvfVWt88d7L0xkT8cvtiKJ7ad9Pp5TxePw09KT4ft855b\n", "kofprJ0lhDfXY5/mZZSWlsJkMqG0tBR79uxR91dXV2P9+vVYv349Jk2a5MuhHThMIeEqJH7lnHmj\n", "4GMfiMX2F499IBbbXzz2QfhwdW88Z84cvPbaa3jttdcwZ84cwRF6R6ZzU6ZYAMZDvpGtn2SLxxtR\n", "vjypuLjY5f7CwsIhBePMbNUU8eQqJEREREQkIVf3xllZWVi5cqWAaIiIwpfUwxq0IzCiOQLDr4I1\n", "/5PcYx+IxfYXj30gFttfPPYByUqmc1OmWADGQ76RrZ9ki8cbUmcFehymkHAEBhEREREREVGkkjqB\n", "YbZop5BIHWrICeV5T+GCfSAW21889oFYbH/x2AckK5nOTZliARhPODPobQVOvf13qaV7wGPL1k+y\n", "xeMNn2pgBIPFqsB6dQCGXgdwAAYREREREREFQnOXxefVS0YlxQYgInJF2mENPdrRF3rdoNbPpsEL\n", "5XlP4YJ9IBbbXzz2gVhsf/HYByQrmc5NmWIBGA/5RrZ+ki0eb0ibwGABTyIiIiIiIiKykzYzYGYB\n", "z4AK5XlP4YJ9IBbbXzz2gVhsf/HYByQrmc5NmWIBGA/5RrZ+ki0eb0ibwOixsoAnEREREREREdlI\n", "mxkw92qnkHAEhr+F8ryncME+EIvtLx77QCy2v3jsA5KVTOemTLEAjId8I1s/yRaPN+RNYGhGYHAK\n", "CREREREREVFkkzaB0cMingEVyvOewgX7QCy2v3jsA7HY/uKxD0hWMp2bMsUCMB7yjWz9JFs83pA2\n", "M2B2WkaViIiIiIiIiCKXtAkMjsAIrFCe9xQu2Adisf3FYx+IxfYXj31AspLp3JQpFoDxkG9k6yfZ\n", "4vFGlC9POn78OE6cOAGr1Yq5c+dizJgxAICamhqUlZXBYDBg/vz5GDVqlM+BcRlVIiIiIiIiIrLz\n", "aWjDlStXsHz5ctx55504cuSIuv/AgQO47777sGLFCuzfv39IgTlMIeEIDL8L5XlP4YJ9IBbbXzz2\n", "gVhsf/HYByQrmc5NmWIBGA/5RrZ+ki0eb/iUGSgsLHS5Pz4+Xv05JibGt4iucpxCwhEYRERERERE\n", "RJFsSEMbdu3ahdmzZ6vbiqJJOkRHD+XQDiMwOIXE/0J53lO4YB+IxfYXj30gFttfPPYByUqmc1Om\n", "WADGQ76RrZ9ki8cbHmtg1NfXY926dQ77li5diuzsbOzevRsTJ05EWlqa+n8Wi0X9WafznHQwmUxq\n", "w9mHsGi3KxujAMQCAK7U1cJkOufx8dzmNre5zW1uc5vb3Ob2YLeJiCj06BTtsIlB2rt3L9LT01FQ\n", "UOCw/80338Ttt98ORVGwdetW3HrrrS6fX1ZWhpkzZ3p8jTeO1uFP+y8AAG6fmo5vzB3jbZjkgclk\n", "4h9wwdgHYrH9xWMfiMX2F499IFZ5eTmKiopEhwFgcPfGwSTTuSlTLEB4xHP4Yiue2HbS69d6ungc\n", "flJ6ms9z8tySPEzPSvT4mHA4bwLJm+txlLcHr62txb59+1BQUIDKykq0trZi1apVAIA5c+bgtdde\n", "g6IoKC4u9vbQDhymkOg5hYSIiIiIiIgoknmdwMjMzMT3v/99l/+XlZWFlStXDjkowHEZVa5C4n8y\n", "ZdwiFftALLa/eOwDsdj+4rEPSFYynZsyxQIwHvKNbP0kWzzekDYz4LiMKkdgEBEREREREUUyaRMY\n", "PRyBEVD2QlYkDvtALLa/eOwDsdj+4rEPSFYynZsyxQIwHvKNbP0kWzzekDYzoJ1CwmVUiYiIiIiI\n", "iCKb1zUwgqXHYQqJtHmWkBXK857CBftALLa/eOwDsdj+4rEPwt+WLVtgsVgAABMmTMC0adMERzQ4\n", "Mp2bMsUCMB7yjWz9JFs83pA2gWG2cgQGEREREYUuo9GIRYsWiQ6DiChsSDu0gUU8AyuU5z2FC/aB\n", "WGx/8dgHYrH9xWMfhD+LxYKNGzdiw4YNKC8vFx3OoMl0bsoUC8B4yDey9ZNs8XhD2hEYDkU89dLm\n", "WYiIiIiIXCopKVF/3r59u8fHmkwmdVi3/cOFqO2jR48KfX1uD257wrU3wDoiF3s+Ow8ASE5OBgA0\n", "Nzd73G7r7EIw9fb2hvXrWXp7sOez8x7bv92YjsMXW/v9f0ZCDE4d+RhAcM+fo0ePCj9/tdvx8fGu\n", "G9cFnaIoysAP86+ysjLMnDnT42Oe3PYFPrnYBgB4tmQCrh+TFIzQiIiIiCgClJeXo6ioKGivV1pa\n", "iuLiYpf/N5h7YyJnhy+24oltJ71+3tPF4/CT0tN8nuDnAcBzS/IwPSvRp+eGE2+ux9IObTBzGVUi\n", "IiIiCmHV1dXqz11dwf3Wm4goHEmbGXCYQsIaGH4XyvOewgX7QCy2v3jsA7HY/uKxD8JfdXU11q9f\n", "j/Xr12PSpEmiwxk0mc5NmWIB5IuHyBehfB5LWwNDW8STq5AQERERUagpLCwUHQIRUViRdgSGdhlV\n", "TiHxv1Be+zdcsA/EYvuLxz4Qi+0vHvuAZCXTuSlTLIB88RD5IpTPY2kzAz0cgUFEREREREREV/mU\n", "wDh+/Dg2btyIN954A+fPn1f3b9myBZs2bcKmTZvU5Zd8xSKegRXK857CBftALLa/eOwDsdj+4rEP\n", "SFYynZsyxQLIFw+RL0L5PPapBsaVK1ewfPlyAMC2bdswZswYAIDRaMSiRYv8EphDEU89R2AQERER\n", "ERERRTKfEhjuChJZLBZs3LgRiqJg3LhxQ1rP2qGIZxRHYPhbKM97ChfsA7HY/uKxD8Ri+4vHPiBZ\n", "yXRuyhQLIF88RL4I5fN4SKuQ7Nq1C7Nnz1a3S0pK1J+3b9/u83EVRXGcQsIRGEREREREREQRzWMC\n", "o76+HuvWrXPYt3TpUmRnZ2P37t2YOHEi0tLSXD43Ojra4wubTCY182Ofg2Pf3mPaBwXDAAB6HfDh\n", "B/sc/t/58dz2fvvo0aP4xje+IU08kbht3ydLPJG2bd8nSzyRuO3cF6LjibRttr/47TVr1mDatGnS\n", "xBNp2+SeyWSSpp1kigWQLx4iX4TyeaxTFEUZ+GGO9u7di/T0dBQUFDjsr66uRk5ODgBg69atWLp0\n", "qcvnl5WVeZxe0tFjwbK/HgEAGKP0eOsfp3sbIg0glE/acME+EIvtLx77QCy2v3jsA7HKy8tRVFQk\n", "OgwAA98bB5tM56ZMsQByxXP4Yiue2HbS6+c9XTwOPyk9zecJfh4APLckD9OzEn167lDIdB4D3l2P\n", "o7w9eG1tLfbt24eCggJUVlaitbUVq1atAmBLYBw4cAAAMGPGDG8PrTJbtSuQcPpIIMh0wkYq9oFY\n", "bH/x2Adisf3FYx+QrGQ6N2WKBZAvHiJfhPJ57HUCIzMzE9///vdd/p+74p7e6tEU8GQCg4iIiIiI\n", "iIikXN5DW8AzxiBliCFPO/eZxGAfiMX2F499IBbbXzz2AclKpnNTplgA+eIh8kUon8dSZge0S6hy\n", "BRIiIiIiIiIikjKB0aMdgRElZYghL5TnPYUL9oFYbH/x2Adisf3FYx+QrGQ6N2WKBZAvHiJfhPJ5\n", "LGV2QDuFhCMwiIiIiIiIiEjKBIZjEU8pQwx5oTzvKVywD8Ri+4vHPhCL7S8e+4BkJdO5KVMsgHzx\n", "EPkilM9jKbMDjkU8OQKDiIiIiIiIKNLJmcCwchnVQAvleU/hgn0gFttfPPaBWGx/8dgHJCuZzk2Z\n", "YgHki4fIF6F8HkuZwOjp1dTA4BQSIiIiIiIioognZXZAOwKDU0gCI5TnPYUL9oFYbH/x2Adisf3F\n", "Yx+QrGQ6N2WKBZAvHiJfhPJ5LGUCw2IF7GmLaL2UIRIRERERERFREEWJDsCVkkkjsDh/OHqtCpSB\n", "H04+COV5T+GCfSAW21889oFYbH/x2Ac0VD29VrT1WLx+nl4HpMRFu/1/mc5NmWIB5IuHyBehfB5L\n", "mcAAAJ1OxwKeRERERERuNHSa8d23Pvf6C7/bp6RjxYyRAYkp1F1q6UZdW4/Xz8tIiMGopNigvmaP\n", "xTrwgygs+XrOJMQYfEp6DuX89jdpExgUWCaTKaQzb+GAfSAW21889oFYbH/x2AfkDw2dvV4/p8Ps\n", "+QOMTOdmsGOpa+vBE9tOev2855bk+fwBz9fXfLp4nE+vR6FvKOfMT0pPe/28oZzf/sYCE0RERERE\n", "REQkPZ9GYHzwwQeora0FAGRnZ+P6668HANTU1KCsrAwGgwHz58/HqFGj/Bcp+ZUsWfVIxj4Qi+0v\n", "HvtALLa/eOyD8Beq98YynZsyxUJE4vmUwLjpppvUn3fu3Kn+fODAAdx3330AgE2bNmHZsmVDDI+I\n", "iIiIKDTx3piIyL98nkJy5swZrF69Gnl5eeq++Ph49eeYmJihRUYBFcpr/4YL9oFYbH/x2Adisf3F\n", "Yx+Ev2DcG8dH6xHn5b9og+ePADKdmzLFQkTi6RRF8Xml0q6uLmzevBn33HMPAGDXrl1YtGhRv5+d\n", "HTp0CE1NTb6+LBERERHRkKSkpKjToAOF98ZERAPz5nrscQpJfX091q1b57Bv6dKlyM7OBgAYjUYk\n", "Jiaq/2ex9FU01uncL4Ea6D8WRERERESi8d6YiMi/PCYw0tLS8Oijj/bb39DQgOHDhwMAtAM4Ojs7\n", "1X32n4mIiIiIIhHvjYmI/MunKSRbtmxBd3c3AGDWrFnIzc0FAFy8eBG7d++GoigoLi5GRkaGX4Ml\n", "IiIiIgoVvDcmIvKvIdXAICIiIiIiIiIKBp9XISEiIiIiIiIiChYmMIiIiMKU1Wp1KCJIwcc+EIvt\n", "T/4k2/kkWzwkL9nOlaHEY/jxj3/8Y/+G41lNTQ02b96MiooKjBgxwmEVEwqc48ePw2Qy4fjx40hK\n", "SkJSUhL7Isg6Ozvx/PPPY8KECWpbsw+Cp6qqCqWlpTh16hTGjRuHy5cvs+2D6PTp0ygrK8OxY8eQ\n", "lJSE5ORknv8BtmPHDuzatQtjx44d8JrDvggMV33g6u8xwD4IBFftD8j19/iDDz7AwYMHUVlZiY6O\n", "DmRlZQmNx935uWXLFnz22WeorKyE2WxGZmamsFhEtY2780lE23iKR/S1RFR7aIluAy0Z2sOb+wFR\n", "8XjVTkqQbd68Wf35zTffDPbLR6zdu3erP7/99tuKorAvgm379u3KoUOHlAsXLqj72AfB0djYqJhM\n", "Jod9bPvg2rZtm/ozr0HBc/z48UFdc9gXgePcB67+HisK+yBQnNtfUeT9e/zOO++oP4s2beELAAAg\n", "AElEQVSKx935uXPnzqDFMFAsIvvK1fkkom3sXMUj+lwW2R52ottAS4b2UJTB3w+IisebdvK4jGog\n", "xMfHqz/HxMQE++UjVmFhYb997IvgaWxsRHx8PIxGo8N+9kFwfPrpp0hJScHGjRsxdepU5Ofns+2D\n", "zGKxwGq1QlEUdflt9kHwuWtz9kXwuPp7DLAPgkXGv8dnzpzBhg0bcPvttwuPx935abFYsHHjRiiK\n", "gnHjxmHmzJnCYpHtvSKibTwR3T4ytIfoNtCSoT1ckamNAO/aKegJDEWz6El0dHSwXz7i7dq1C7Nn\n", "zwbAvggmk8mEW265BZWVlQ772QfBUVdXBwBYvnw53n77beTl5bHtg2zq1Kl47rnnAACrVq0CwPNf\n", "BHdtzr4IPu3fY4B9ECwy/j3Ozc3FN7/5TWzevBnjx48XHg/Q//wsKSlRf96+fbvQWES3jTORbeOK\n", "6PaRoT1Et4GWDO3hikxtBHjXTkFPYGiLdeh0umC/fETbvXs3Jk6ciLS0NADsi2Cqra3FW2+9hbq6\n", "OuTm5qpzXNkHwWP/Jmf06NFoaGhg2wfZ4cOH8eSTT8JqtWLr1q247bbb2AcCuGtz9kVwOf89BtgH\n", "wSLq73F9fT3WrVvnsG/p0qXIzs4GABiNRoc56CLjcXV+avn7w463sYjuK08C8UHQ23iCdS0ZTFyi\n", "PhjLej2VIVFgJ2sbAQO3U9ATGJ2dnQBsWR/7zxR4e/fuRWZmJnJzc9V97IvgefjhhwEAFRUVSElJ\n", "UfezD4IjPz8fVVVVyMvLQ2NjI6ZMmcK2DzL78ES9Xq/+YWIfBJ+7NmdfBI+rv8cA+yBYRP09TktL\n", "w6OPPtpvf0NDA4YPH66+tuh43J2f1dXVyMnJAQB0dXUJjUVU27gTyLbxJZ5gXUvcxRXo9hgMma6n\n", "MrSHKzK1EeBdO+kU7dUyCC5evIjdu3dDURQUFxcjIyMjmC8fkerq6vA///M/KCgoAAC0trZi1apV\n", "7Isga2howBtvvIHc3FzcfPPNAPh+CKY33ngDBoMB6enpmDdvHts+yCorK1FRUQEAmDJlCiZNmsQ+\n", "CLDS0lJUVVXBaDQiNzcXhYWFbtucfREYzn1QUFDg8u8xwD4IBFfvAUCuv8dbtmxBd3c3AGDWrFnq\n", "h3UR8dTW1uKll15yeX7u2bMHtbW1AIAZM2Zg4sSJwmIR1Vfuzqdgt81A8Yi+lohqDy3RbaAlQ3t4\n", "cz8gKh5v2inoCQwiIiIiIiIiIm/pRQdARERERERERDQQJjCIiIiIiIiISHpMYBARERERERGR9JjA\n", "ICIiIiIiIiLpMYFBRERERERERNJjAoOIiIiIiIiIpMcEBhGRQAcPHsSaNWv8ftyGhgZ88MEHfj8u\n", "EREREZEoTGAQEQk0a9YspKWl+f24vb296Onp8ftxiYiIiIhEiRIdABFRpLNardi8eTMsFgusVivS\n", "0tKwYMECNDQ0YOfOnYiLi4PFYkFWVhbmzp2rPmfDhg2IioqCoihISEjAzTffDACoq6vDrl27UFtb\n", "i6amJgDAjTfeiMzMTGG/IxERERHRUOkURVFEB0FEFMl+8Ytf4OGHH1ZHYuzfvx/Jycn46KOPcN99\n", "9yE6OhoA8MEHHyArKwu5ubn9jrFu3Trcfffd6vbly5dx/PhxLFiwIBi/AhERERFRwHEEBhGRYKNH\n", "j3aYRnLddddh586dqKmpwdtvv63ut1qtiIqKQm5uLrq7u7Fz505YLBbo9XqcOnVKROhEREREREHD\n", "BAYRkWAXLlxAfX29msT49NNPkZ+fj56eHtxyyy3qCAzAVtsCALZt24aioiIkJSUBANrb2x2OaTAY\n", "YLFYgvQbEBEREREFHqeQEBEJdPDgQZhMJmRlZcFoNMJsNiM9PR2FhYVob2/Hrl27oNfb6i23t7dj\n", "zpw5GD9+PI4fP46KigpER0ejt7cXX3zxBa677jqUlJSox7bXyNDr9TCbzbjtttsQFcW8NRERERGF\n", "JiYwiIiIiIiIiEh6XEaViIiIiIiIiKTHBAYRERERERERSY8JDCIiIiIiIiKSHhMYRERERERERCQ9\n", "JjCIiIiIiIiISHpMYBARERERERGR9JjAICIiIiIiIiLpMYFBRERERERERNJjAoOIiIiIiIiIpMcE\n", "BhERERERERFJjwkMIiIiIiIiIpIeExhEREREREREJD0mMIgoIpnNZtEhEBERURjgPQVR8DCBQURh\n", "4cqVK1ixYgUWL16MJUuW4KOPPur3mAsXLmD16tVYvnw5vva1r3k81oMPPoiioiIsXLgQP/7xj6Eo\n", "SiDDDxtvv/02Fi5ciEWLFmHp0qV4/PHH+z3mzJkzGDdunNtjvPfee1i4cCFuvPFG/Md//EcgwyUi\n", "IuqH9xRy4D0FuaQQEfnRunXrlBkzZij5+fnKggULlIULFyoLFixQfvaznylWqzVgr3vbbbcpBw8e\n", "VBRFUZqbm5X58+crzc3NDo/Zvn278v777ysWi0VZsWKF22Pde++9yqFDh9TtF198UVm9enVgAhfo\n", "9ddfV3bv3u2343V2dipLlixRent7PT7uwoULSnFx8YDHO3PmjPL973/f7f/v379feeWVV7yOk4iI\n", "QgPvKUIH7ykoWDgCg4j86q677sJvfvMbPP7443jvvffw7rvv4r333kNGRgaef/75gLzmyZMnkZqa\n", "iuuvvx4AkJSUhEcffRSvv/66w+NKSkowf/586PWeL31msxkzZ85Utx966CHs37/f/4EL1tHRgc7O\n", "Tr8dr6amBtdeey0MBoPHx2VlZWHXrl0DHk8Z4Bsqf8dPRERy4T1F6OA9BQVLlOgAiCg8Of+h+Od/\n", "/mfcc889AXmtI0eOYOHChQ77vvKVr+CnP/2pT8dLSUlBaWkpiouL0dvbi+eeew6LFi3yR6j9/O53\n", "v8OaNWvw1FNPYdeuXTh69ChiY2MxcuRI/PKXv8T48ePVxyqKgl/96ldYv349oqKioCgKvv71r2PV\n", "qlUOxzx8+DB+8IMfoKOjA/Hx8cjNzYXZbMaf/vQn9TF33HEHKioqEBMTg1/84hcAAIPBgBdffBG5\n", "uble/x733nsvTp8+jYsXL6pDbVNSUvDmm2+qj2lvb8edd96Jrq4uNDQ04PDhwx6PqdPp3P7ft771\n", "Lezbtw8dHR34+9//rj7+F7/4BWbPnq0+rqurC//1X/+FDz/8EGazGQaDAU8++SRKSkocjmdvj9/8\n", "5jdISkrCj370I/T09ODGG2/Ef//3f3vdHkRE5D+8pxgc3lO4x3uKMCJu8AcRhav3339fWbt2rbrd\n", "3NysfOc731H++te/BuT1XnnlFWX79u0O+6xWq7Jy5Uq3z/E03LO9vV2ZMmWKMn78eGXEiBHKgw8+\n", "6K9QXXr55ZeVtLQ0ZcuWLeq+zz77TJk3b55y5coVdd+//du/OQw77erqUr797W8rL7zwgsPxbr31\n", "VuXixYvqdk1NjbJ8+XKXr/vOO+/47fcYaHimlqf2H+zx3n//feWPf/yj2/+3Wq3KLbfcorz++uvq\n", "vpaWFuWBBx5Qdu7c2e/xL7/8snLXXXcpK1euVOrr6xVFUZSTJ08OGCcREQUO7ym8w3sK347He4rQ\n", "wSkkROR3ytWs/sKFC1FUVIRVq1ahpKSkX1bfnzxl1r31xBNP4Ic//CFOnTqFS5cuISUlBa+++qrf\n", "ju/KI488gqVLl6rbBQUF+NGPfoSXX34ZAFBbW4tLly7hscceUx8TGxuL3/72t9iyZQssFou6f+7c\n", "udizZw9qamoAAJmZmdiwYYPL11U8DKns6urCwoULXf772c9+5tWxAsXTa+7btw/Tpk3D3Xffre5L\n", "TEzEX/7yF/z5z392+Zz8/Hy8+uqrGDFiBABgwoQJ/g2YiIi8wnsK7/Gewje8pwgNnEJCRH6n0+nw\n", "+OOP45FHHgnK66Wnp+Py5csO+2pqapCYmOj1sVpbW9HS0oIVK1YAAKKjo/HrX/8ad9xxB+69916/\n", "xOuKdn6sdp99uGRVVZU6H9fZxIkTcfnyZYwcORIA8IMf/ACHDx/Gtm3bcOHCBbS1teHmm29GUVGR\n", "VzEZjUa89957g368P2/4/OH8+fPYunWry+rxra2tLp/z5S9/OdBhERGRF3hP4T3eU/gf7ynkwQQG\n", "EQWEN5nzS5cuYdSoUT6/1rRp0/D000/j/vvvV/e9++67mDFjhtfHMhgMiImJcdin0+n67bNbs2YN\n", "6urq8LWvfQ3Z2dlev57doUOHcMcdd/TbZ8/WT5gwAb/73e/6PU9RFJw8eRIZGRnqvo6ODkyfPh3T\n", "p09X9z300EOYNWsWkpOTfY4x1EyfPh233XYbnnnmGdGhEBHREPCewju8p/A/3lPIg1NIiMjvvLnR\n", "+OY3v4nRo0cPqZr4mDFj0NjYiEOHDgEAmpqa8Kc//QkrV670+ljx8fHo7e2FyWRS9z3//PNYsGBB\n", "v8c2Nzfj29/+NjZv3jykGw1FUbBp0yZs2bJF3VdRUYFnnnkG//RP/wQAyMjIwOjRo7F69Wq1fbu7\n", "u/HYY4/h1ltvVaugHz16FKtWrYLZbFaPVV9fj6qqKsTGxjq87ujRo/Hxxx+r21arFWVlZbh06ZLP\n", "v4c/DXS80aNH4+DBgw779u/fjxMnTgAAJk+ejObmZvztb39zOFZtba3bGzciIpIL7ym8w3sK347H\n", "e4rQwREYRORX69evx89//nO1kvOwYcOwadMmREW5vtxkZmYiNjZWnR/oq7Vr1+Jf//Vf0djYCAD4\n", "9a9/jZSUFIfHvPDCC9i4cSMA2x/zhQsXQqfT4YUXXsCUKVPUx/3+97/H448/jqeeegqKouCWW27B\n", "17/+9X6v+c4778BiseBXv/rVkGLX6XR49tlnsXv3bjzzzDPQ6XQYOXIkXnrpJaSmpqqPe/7557F6\n", "9WrceOONbiuGx8TEICcnB1/72tfQ1NSEjo4OxMTE4Nlnn4XRaHR43eLiYpSWlmLhwoUwm82IiYnB\n", "4sWLMW/ePK/it1cCb2pqcqgYPnPmTKxevVp93FNPPYW9e/cC6Gt/ALjmmmvwhz/8weFYXV1d6Orq\n", "cjjet771LYdvlPLy8jBlyhQsWLAAVqsVOp0O8+bNw/e+9z31MS+88AJWr16N+fPnAwB6e3uRm5uL\n", "7373u+pjPv74Yzz55JO4dOmSQwX1VatW4aGHHvKqLYgoclmtViiKMuCyjzR4vKfwHu8peE8R7nRK\n", "ANJDVVVVOHToEGJjY1FSUuJ2mBQRUSh78MEH0dzcjE2bNg3pOK+88gpGjhyJxYsX+ykyIiIKph07\n", "dqCqqgrLli1DVlaWup/3xDRYvKcgGhy/j8BoamrCpUuXcNddd/n70EREUjl58iReeeWVIR+HwwyJ\n", "iEJbSUkJKioqHPbxnpi8wXsKosHx+wiM999/HykpKaiqqsLUqVORn5/vz8MTEYWV3/72t1i7di1i\n", "YmKQlpaGtWvXYuLEiaLDIiIiL1VUVCAlJUUdgcF7Ygo23lNQJPB7AmPdunXIyMjAggUL8Pbbb+Or\n", "X/2qWgiGiIiIiCgcOScweE9MROR/ASniWVhYCMBWzbWhoQFpaWkO/79z504WOCIiIiIiYVJSUnD9\n", "9dcH9DUGuie2470xEUUyb67Hfk9g5Ofno6qqCnl5eWhsbHSowmtnMBgwc+ZMf780EREREdGglJeX\n", "B/T4g7kntuO9cWQ7fLEVT2w76fXznluSh+lZiQGIiCi4vLke+30c24wZM/Dpp5/izTffRHR0NKKj\n", "o/39EuQH2vWoSQz2gVhsf/HYB2Kx/cVjH4SP0tJSmEwmlJaWYs+ePQBC+55YpnNTplgAxuOJTLEA\n", "csUjUyyAfPF4IyBTSO68885AHDakWRUFz++uRuXlDvzbl7MxbWSC6JCIiIiIyA+Ki4td7uc9MRGR\n", "f/m9iOdglJWVRdwwuU8utuLJq0PDbhiThGdKJgiOiIiIiChylZeXo6ioSHQYACLz3pj6cAoJRTpv\n", "rscshRwkVVc61Z/r2nsERkJEREREREQUepjACJKzTV3qz02dvQIjsQnleU/hgn0gFttfPPaBWGx/\n", "8dgHJCuZzk2ZYgEYjycyxQLIFY9MsQDyxeMNJjCCpLqxL4HR0tULizXoM3eIiIiIiIiIQhZrYASB\n", "oihY/r9H0d5jUfe9fu9UpMaHTjVqIiIionDCGhgkC9bAoEjHGhiSudJhdkheAEBTl/hpJERERERE\n", "REShggmMINBOH7Fr7DQLiKRPKM97ChfsA7HY/uKxD8Ri+4vHPiBZyXRuyhQLwHg8kSkWQK54ZIoF\n", "kC8ebzCBEQTVTf0TGDIU8iQiIiIiIiIKFUxgBIGrERiip5DMmzdP6OuTHH0goASONGRo/0jHPhCL\n", "7S8e+4BkJdO5KVMsAOPxRKZYALnikSkWQL54vMEERhC4nkLCERgk1poPz+Oevx3Dzs+viA6FiIiI\n", "iIhoQExgBJiiKDjrcgoJa2BEOpF9UNfWgzePX0ZTVy9e/bRWWBwi8T0gHvtALLa/eOwDkpVM56ZM\n", "sQCMxxOZYgHkikemWAD54vEGExheMluseO9UI043dA7q8Q0dvWhzWoEEYA0MEutiS7f6cwtXxCEi\n", "IiIiohAQJTqAULP2owvY8lk9DDrg5yV5uG6057WXq5v6Eh3RBh3MFlvNAdbAIJF9UNvWo/7cYbZA\n", "URTodDph8YjA94B47AOx2P7isQ9IVjKdmzLFAjAeT2SKBZArHpliAeSLxxscgeGF1u5e7LhaL8Ci\n", "AM+8exq1rT0en6Otf3FNxjD1Z47AIJG0561VgZpYIyIiIiIiklVAEhidnZ149tlncfHixUAcXph3\n", "TzY6fNBr6bbgJ6VV6O61un2OdgnVa0clqD83dZqFrgARyvOewoXIPtCOwABsozAiDd8D4rEPxGL7\n", "i8c+IFnJdG7KFAvAeDyRKRZArnhkigWQLx5vBCSBsXv3bixevDgQhxZGURRsP1Hfb//JK5347b5z\n", "bpMR2hEYBenDEGOwDdPvtijoNLtPfBAFUp1TAqPTQxKOiIiIBma1WmGxRN4XAkREweT3BEZjYyPi\n", "4+NhNBr9fWihPq/vQFWDLRkRa9DhoRtGqf9X+kUDNlf0T244r0CSk2pEaly0ui2yDkYoz3saLEVR\n", "hI5yGYjIPqhxmvrUFYHJtEh4D8iOfSAW21889kH42LFjB9auXYvaWseVvUJ1VLJM56ZMsQCMxxOZ\n", "YgHkikemWAD54vGG3xMYJpNpUA2iHbZiMpmk335p93F1u2BYD0a3nMTi/OHqvrUfnsORS20Oz2/o\n", "7EVrty0TH6NXkD4sGilxfXVT7XUwZPj9wm1767v78MiGSjy66QTeeV98PDJt79lrwuW2vlVIAOCj\n", "g59IEx+3uc1tbnOb28HY9qeSkhIsWLCg3/5wHJVMRCSSTvHzV9Qvvvgi0tLSUFdXh9zcXNx88839\n", "HlNWVoaZM2f682UDqtNswYpXj6lTPn61dCKmjkxAT68Vj239Ap/XdwAAhsdH4eW7p8AYZcsLfXKh\n", "FU9uPwkAKEiPx+/+YRJ+9M4p7D/XAgB4ungcvpSbIuA3sv0RD+XM20BePngRr35q+xbkX+aMxh3T\n", "MgRH1J+oPqhr68H9fz/usO/nJRMwa0xS0GMRKdzfA6GAfSAW21889oFY5eXlKCoq8tvxKioqkJKS\n", "gqysLAC2UclHjx5FWlqaw35XZLs3lunclCkWIDDxHL7Yiie2nfT6ec8tyUNr1WFp2icS+spXMsUC\n", "yBePN9djv4/AePjhh7Fs2TLMmzcPU6dO9ffhhdhzuklNXoxNjsWUTNtqIjFRejxVPA7JxigAQENH\n", "L3ZeXaUEAM409i2hmpNqm1LjMAJD8FKq4ay+3az+3Nhp9vDIyONcwBMA67EQERH5mWwfEIiIwkFA\n", "ing2NDTAZDLh2LFjgTh80G2v7EtKfHXSCOh0OnU7IyEG987IVLc3HK2DxWob1OJQ/yLFnsDQ1MAQ\n", "uJRquP9BbdYkh9p65CyoJaoPXC392xmBq5CE+3sgFLAPxGL7i8c+CG+1tbV46623Bn1PLNv0Glni\n", "mTdvnvD2CHQ8zc3N8JVM7WO/pjGe/ttajMdzPAPx+xSSwZBtmJwnZxo78ciGSgBAlF6Hv62c4lCI\n", "E7B9+Lv/78fVehc//EouCsen4rEtn+NYbTsA4L8Wj8fsscnYcLQOf9x/AQDwD9ek4Zs3jQ3ibxM5\n", "vvPWCXxWZ5vaM39cCv6zaJzgiOTxt09q8MqhSw77vnnjGPzDlHRBEREREQVfoKeQDLRfK5Tujcn/\n", "hjKFZHpWYgAiIgouoVNIws2OE32jL27MSe6XvACAuGgDlk5OU7fXH62Doiio1ozAyE2NAwCkuiji\n", "KYK3ma5Q09zVN6JA1hEYovrA5QiMXjnbKJDC/T0QCtgHYrH9xWMfhI/S0lKYTCaUlpZiz5496v5Q\n", "HZUs07kpUywA4/FEplgAueKRKRZAvni8ETXwQyJXj8WK0i8a1O2vThrh9rHLrknHG0frYLYoOHG5\n", "A7urmtQRGXHReqQPsyU+WAMjOEJhCokoLmtg9LAGBhERka+Ki4td7h8+fDgeeeSRIEdDRBS+OALD\n", "gw+rm9FyNQmRkRCN6zwM0UqNj8aiiX3Lqq756Lz6c3aKUa2bkWLsG8HRyBoYAdFrVdCuSVq0dcuZ\n", "wBDVB3WuEhi9kZfACOf3QKgQ3Qc9vVYcudSK7gg8/wHx7U/sA5KXTOemTLEAjMcTmWIB5IpHplgA\n", "+eLxBhMYHmzXTB8pyR8Bg17n4dHAndMyYH+ENjlhL+AJOE8h4eoYgdDiNLKFIzD6WBXFdQIjAot4\n", "Ev3nO6fw72+fxNO7qkSHQkRERESDwASGG4qiYG52MnJTjdABuDnf/fQRuzHJRtyUk9xvv30JVQBI\n", "MkapSY6Wbou6YkmwhfK8p4E0OyUw2nssEFCrdkD+6gOzxQrrIH+/xs5emF2cc5G4jGo4vwdChcg+\n", "6Oix4PClNgBA+YVWh1FbkYLvAfHYByQrmc5NmWIBGI8nMsUCyBWPTLEA8sXjDSYw3NDpdFg2JR1/\n", "XF6AP985GRkJMYN63t3TM/vt0yYwDHodkox9ozCcP2zT0Dm3aa9VQbdFvgSGP3xW1467/3YM/7iu\n", "YlAjelwV8AQiM4FBkc15Ct85TdFlIiIiIpITExgD0Ol0yNZMARnI5IxhmJo5zGFfTkqcw7a2kGej\n", "oGkkoTzvaSDOU0gAoK1bvkSRP/pg/ZE6tPdYUNPag9KTjQM+XlvAMzHWoP4ciVNIwvk9ECpE9oHz\n", "tfdcc+QlMPgeEI99QLKS6dyUKRaA8XgiUyyAXPHIFAsgXzzeYAIjAO66tm8UhjFKj/QEx6VXU4za\n", "OhjyfbAOda5GtYRjHQyrouBoTZu6fbK+Y8Dn1LZ1qz/bl/YFIrOIJ0U25xEY55u63TySiIiIiGTB\n", "BEYAzMlOwpyxSQCA5VPTodc5Fv+UYSnVUJ73NJBmF6uOtEu4EslQ+6C6scshWXPySueAz6lr7fvW\n", "OVcztSkSR2CE83sgVIjsg/4jMCIvgcH3gHjsA5KVTOemTLEAjMcTmWIB5IpHplgA+eLxRtTADyFv\n", "6XU6/PTm8egwWzEsxtDv/1Pj5FhKNVw1u2jTcByBceRSm8P2uaYudJotiIvuf87Z1TiMwNAmMDgC\n", "I5A6zRY8tbMKjZ29+FFRLnJS4wZ+EgWU8+i3SJxCQkRERBRqOAIjQHQ6ncvkBeA4haQ5xGtg/N8n\n", "NfjWphM4dL7FL8fzhxYX9S5kTGAMtQ8OOyUwFABVDZ5HYdS1aUZgDO/7EN0RgQmMYM7923u6CYcv\n", "teFsUxfeqqgP2uvKTuT8ywana+/Flm5hq0KJEsrzX8MF+4BkJdO5KVMsAOPxRKZYALnikSkWQL54\n", "vMEEhgAyTCHxh5rWbvz10CV8Xt+BPx+4KDoclcsaGBJOIRkK5/oXdifr3ScwFEVBbWvfCIwcTXHa\n", "7l5rxH14CyZt8dT6djFJS3LkPPrNbFFQ1+Z6lZ5QV3WlE699WoPzHGVCREREIY4JDAFkmELij3lP\n", "ZzXLDp5r7oJVkeMDsMtVSCQcgTGUPnCuf2F38or7Qp7NXb3qcrLx0XokGaNgjOq7BHRFWCHPYM79\n", "a+joS1pw6eQ+Iudfulp2OBynkfRaFfzgnZN46eAlfGNjJUq/aFD/L5Tnv4YL9gHJSqZzU6ZYAMbj\n", "iUyxAHLFI1MsgHzxeCMgCYzjx49j48aNeOONN3D+/PlAvERIcxiBEcI1MGpa+76tNFsUNHbI8bu4\n", "+oDYLmECYyi09S9GxPclxL7wsBKJdhRAZkIMACAuWpPAiMBpJMFyhQkM6TS4uF6dC8OVSJo6zerv\n", "2m1R8Mvd1fjdvnPosfD9TkRERKEnIAmMK1euYPny5bjzzjtx5MiRQLxESHNYRrUrdGtgaBMYtm3x\n", "N/+KooTMFJKh9IG2/sVt16SpP59p7EKPm5EUDgmMxP4JjM5e+dookII590/7YdlVjZZIJWr+paIo\n", "LkdghOMUi24X14Otn9Xj8a1fIH/GbAERkVYoz0Gm8CbTuSlTLADj8USmWAC54pEpFkC+eLwRkARG\n", "YWFhIA4bNrQjMBo7e6FIMvXCW84Ji0ut4uePd/Va0WPp354yTiHxlXP9i7nZyRiTHHv1/4DTja7r\n", "YNS1uhqB0VdoNhILeQaLdgpJa7cFvaw3IlSn2apOp9I6H4ZLqbqbGnbicgcefbMSVYNYfpmIiIhI\n", "FgGtgbFr1y7Mnu36Gx7tvBuTyRRR24f2f4hone3m2WxR8O6efUGPZ82aNUM+Xr8RGFe/4RfZvi1d\n", "rhMV5+uuCInH07Z9n7fP3/TuB+ook2RjFM4fP4Rka7v6/zs+Oury+doRGB2XLwAA4rQ1MMwWqdon\n", "0Nu+tr+323v3mtDQ4fheKd2zT/jvL8O2c18E6/VLTR+p23r0JTLONXVJ1T7+2N5/6FP158kZ8bg5\n", "oxu6q79zS7cFq3cekyreSNtes2aNVPFE2ja5J1M7yRQLwHg8kSkWQK54ZIoFkP2R8jkAACAASURB\n", "VC8eb+iUAH39v3v3buTk5CA3N7ff/5WVlWHmzJmBeNmQservx9UPlC/ddQ1GX/0GPVhMJtOQhw4t\n", "/+sRh5ENi/OH4/HCnKGGNiSf13fgW5tOAAB0gPrRJG9EHP7f7QXC4nLF1z7YfPwy/vDheQDAvNwU\n", "PFU8DuuO1OLFqyvBLCkYge/Oy+73vKd2nsJHZ23L3f6wKBeF41LxnztO4eOrS+D+9ObxmJud7Ouv\n", "E3L88R4YjMZOM+752zGHfX+6owC5qXFunhE5gtUHzo7VtOGxrV8AAPLT4nG6oRPmq6Ni3nzgWrdL\n", "YMumx2LF/rMtyEkxIjvV6PIxB8+34Ac7TgEArstKwH8vmeiwLzUuCq/fNy1oMZMjUe8BsikvL0dR\n", "UZHfjme1WqEoCgwG768hst0by3RuyhQLEJh4Dl9sxRPbTnr9vOeW5KG16rA07RMJfeUrmWIB5IvH\n", "m+txQEZg7N27F5mZmS6TF2TjWMgz+HUwhnrCtnX39puW4TwiQ4RmTVHUjKvTJIDgFfFs6+51Oefc\n", "FV/7QFv/YvqoBADAxBHx6j53S6nWavpnZIItYeZQAyPCppAE66KtnT5i1xzCxXv9SdQfTu3qTyPi\n", "o5GV1JdADqU6GH8rr8HPyk7jG5sq0ejm74h2Cokxyvah6rqsRMQadABsbeFq5SYKDpluHmloduzY\n", "gbVr16K2tlbdF8pF7WU6N2WKBWA8nsgUCyBXPDLFAsgXjzf8nsCoq6vDvn37UFlZiU2bNuF///d/\n", "/f0SYSFVWwcjBG8eXSUrpEhgaNpS+6EkGDUwKmrbsfLVY1jx6jGHZIE/Ode/uPZqAmPCiL5v8083\n", "dParsaAoisMUkowE28oljgmM8KkTIhNXq100s5CnUNoP+ylxURib0netCKWVSOyjp8wWxe0KRNqE\n", "qvHq+/3/s3fe8Y5U99l/RvVe3aLb697td3uhL+XS14AxrBcMBBsTl9jOi2M7iRPbJK9jYvt1XEjc\n", "kmDHjlswhgAGjDHYsEvZ1QK7C9t7uXVvb7pNXTPvH5LOnDOakTS6I2nu3vP9fPiwo6typNGM5jzn\n", "+T0/q0VAS4Xs2KBbYnM4nOy45ZZbcN111zG38VB7DofDMR7DBYy6ujo8+OCD2Lp1K7Zu3Yr777/f\n", "6Jc4L6gokltfFqKV6mzrntQCO4dnQogWOJyQ7vDQTAkYM6EoxByHpW4/M4ZgVMJMKIpXz46lvX82\n", "+6BrPMDkXyyK28bLi2wkmDMsSuhSBHlOh6IkpNNps8Ad74RDh3jONwdGvmr/xlRWxrWyWuYbhaq/\n", "pB0YVS47FrjlyXzPHHJg0KKkVhtk1oEh/+QvpASMLi5gFIy5XIPMSc9cDrU303fTTGMB+HhSYaax\n", "AOYaj5nGAphvPHrIaYgnR5tCl5DMFrWWqaIEDM0U1oVBOzCqXDZywS5KuZ+g06UCvSm6Gbx7bhJf\n", "evEM9nltmvfRgnZfrG8ohUUQyHZrjezCOKPoLDA0zXYgEeKP4w6M3KNWQuKdg66r8wnagVFZbCNd\n", "fIC504lkJhTFFNUeWqvbCC1sOCkBYxGVmdE9zgUMDieXpAq153A4HI4+9M+gOIZAl5AUYjIz27on\n", "rXKRwakQGsvyG0hKQwsY5UU2lDqs5MJ+JhTNaTgfvR97J7UnQT/Y1YOBqRD2w4n3DM1gdV1Jxq+h\n", "ln+RYHm1C57OCQDAmREfbl5RTf42oNJCFeAZGPlgVEXA4JkDMcyQgVFRbENtiXxMnJsjbgSliKx1\n", "/GbiwOjkAkbeiYoSDvZPYemGSws9FE6OeeONN9Da2oqampq096VD9RKro4XaNtN42traCv555Ho8\n", "ExOx67dsyPfn0z8ZxOneYQCA2+1mxu9euhEH+6bkbervZdYoLlyxKOfjM/N2Aj6e5G2XS87zS0fO\n", "upCkwmxJy4XgtbNj+OZrXQCAa5ZU4Ms3LinwiPRBd69w2S2kPOHzVy/ELSurUz00p3xtWzuZxH/5\n", "hsV4dP8AuuIX5z++YxWWVueu88NHnzyGvrhwUVFkw5MfTk72nw5GcOejh8n2qloXvr9lBeOk0EKS\n", "JNzz2BEi0vzXnauwpEp+P3t6JvDlP7UDANbUleD7W1aQvz17ZAg/ejvWOvW2VTX4XFsLAOD5Y8P4\n", "jzdjwWK3ra7B565q0fWeOemhv5MJrl9WiX+4fnFBxsMB/vr5kzg+FMuM+O5trVhcWUSOS7tVwPMf\n", "2QirJf0xWUh2dXrx1W0dZPsvLm3Cn22sT7rfz/b24X8PxkIFP3pxIz50YQOAWFjpx586DiAWZPr4\n", "h9blYdScBI8fGMAv3umH3Srgl/esYUQ0Tv4wugvJsWPHUFFRgaamJgCxUPva2lqsWpW+Cxq/Np7f\n", "zKYLycamshyMSJu5NFbO3KHgXUg46aEzMMbnYAYGvfq3vqFU9fZCMEFlCyQcGAlyHeRJlwJ5AxHV\n", "zic9Cnv6iWEfXj0zntHzd3nV8y8S0J1Izo76mDySATrAs0z+7tErsvOthCRvGRhqIZ7cgQGgcPWX\n", "9D6pLLah1GlDRTwXJhyVCl4KlwlKF5zW8asW4gkAjWVOWIXYOWLUF8Y0D5bNK6+cjuUkhaMS9vdO\n", "FXg0HCPYtm0bPB4Ptm3bhh07dsz5UHsz1cebaSwAH89cwkyfjZnGAphvPHrgJSQFYi5nYIiSxEyI\n", "NzaVYXdPzI1R6E4ktDXfnSRg5O4CPRQRiQslQe9kECtqWDuUWovGn+3tw1WL3UygphrHBmfIv9c3\n", "lCS5NipddtS47BjxhRGMSjg3EcCiyphDY4gpIZFLfFzzOMQzX/ASEnMhSRJzzq0ojgl6Cyqc8A7E\n", "9ss5b7CgpXCZoDzXZpKBQQuWVouAGoeIwWDsHNDtDWJNPb8kyAcjMyEmayVVySFn7rB58+ak2x58\n", "8MECjITD4XDOb7gDo0BUzOEMjHFfBOFobOWuzGnFMqqMgU7FLwReZQaGkxIwgrlzGKjtQ7UgT7UW\n", "jaO+MLF4p4Jetac7rNAsp4I8T4/IQZ4D0+oZGEXzOMQzH/kLkiSpdiHhDowYhcjA8IdFBOPnL4dV\n", "gCt+DLTMsU4kSrebpoARkY9rOsQTAFY3y+V+vBNJ/jjQN81s93MBg2NCCpVRpIaZxgLw8cwlzPTZ\n", "mGksgPnGowcuYBSIcqcNiRLrqWAUkQK3H9UDfeHcUOZAQ5mD+lvhBAxRkjBF2aDLnVbGgaFW0mEU\n", "4yqTVLVVtR5qknAhVQf41OGhtOU3Pmr8Lo0w0uVUGcmZUR+mghF867VOnKW6kvAQz/wxHYoSsc9G\n", "ZSpMBCIoQPwQB8oOJHbSkaeF7kSiIjSaDaVYrDfEEwAWVsqCp7L1Mid3HOxnS0b6Js1fssThcDgc\n", "jlngAkaBsFoElDtlF8ZEnnMwZlP31E+JFA1lTtSWOogYM+oLI6SxEphrpoNRJHSgEocVdquF6TqS\n", "ywwMtRyTPpVVXDoD4yL7ECkxCUcl/PeevpSvMUNNUFwa5SatVMnK290T+MvfnsCrZ8epvxejyiV/\n", "7+ZzCUk+av/oFqr1pQ7YrbEDJRSVNFfM5wNRUcLBvim8/Hr+6y/pY5XuBrWgYu44MCRJyriEJJhC\n", "wPD3yyGg3dyBkRckScL+PlbA6J0MckGTYzrMVB9vprEAfDxzCTN9NmYaC2C+8eiBCxgFhC0jmTs5\n", "GHQ5QmOZAzaLgJoSORiyUGUkk0E6/yI2Mc9XiKdXRcBQOjCiokS6lABAjUPEA1c0k+0dHV4c6tcO\n", "c2MdGOqHLl1C0jcZwgg1gd7cWoVvv3c5WXEGFCUkkflVQpIP6LDIKpcdbkq0nAzM38/7Z3v78IUX\n", "z+BHHcV5FzxZAUM+b9EODLMLGBOBSJJgEdAoAQtohHgCQI1T/lsXb6WaF/qnQhiaZn/vZ0JRTOWw\n", "xJHD4XA4nPMJLmAUEFrAyHcnktnUPQ1M0iUksYv+BioYslBlJLSLJeFuKaEmjLnMwFAtIVFkYAxM\n", "BUmpULXLjhuvbcPa+lJcv6yS3OeX7/ZrvoaPmqBoOTBqXHa4i9ggPneRDQ9tXoIvXrsIpU72b/PZ\n", "gZGP2j86wLPKZYObOubncw7G3njo70zUgrNj+S1dYEpIKDdSQ5mTlPmM+dS7CJkFNZFYb4gnANx+\n", "/ZXkPQ/PhE39ns8XDvSpi9Q8yJNjNsxUH2+msQB8PHMJM302ZhoLYL7x6IELGAWEXv1TW8E3KwNM\n", "CYmD+T9QOAfGBOPAiE1MyvLlwFCZjE4Go0wmRzdVV99SIQs+H724kfy7fVR7MucLyROREo0MDEEQ\n", "cFGznK1x1SI3fvKBVbhqcYXq/YttPAMjl4wxAoadLRubxwIGfSzme9Ks5cCwWgQ0UeG4aiG8ZkFN\n", "JA5kkYFhswhopp0nvIwk52gJGH1cwOBwOBwOJyO4gFFAKooK10p1NnVPA9NsiCf9fyA5HT9fTFCW\n", "/ISAUUJ1IZnR4cDQ25FDS4CiL0ppW3qLu4jsgzoqVNMXFhHVCHRlHBgaAgYAPHB5Mz52SSO++p6l\n", "+MrmJcwkTYndKiAey4CIKCEUnT8iRj5q/0ap47q62E5KmwAuYCTw5V3AoEM8WUfSgjlSRqImYPg1\n", "u5DQAgZ73vB4PFhEZX/wHIzcIkkS04GEFpt5JxKO2TBTfbyZxgLw8cwlzPTZmGksgPnGowcuYBSQ\n", "QpaQZEtElDAyE5sACJAn34lSEiCzEpJTIz588unjeOiVdiZkbjZMKlqoAtllYPzbji5s/dUh/Hxv\n", "6lBNGlqAclF15vQqLr262UJNGqwWgXmMlnhCCxgldu1Dt6LYjg9e0IArFrmZvAs1BEFAMVVGorWK\n", "S+P1h/HN1zrx33t6NcUWTgylA8NdJItJ81XAiIgSc8ybxYEBKHIwTDyZH9ThwAimyMAAgIXUuaiT\n", "52DklC5vgLj1ypxWtFHOOO7A4HA4HA4nMwwXMAYGBvDYY4/hiSeeQH+/dj0/h714VstQyCXZ1j0N\n", "TYdIp49qlx0Oa+wrpKeVqihJePiNLnR5A3irawIvnhjJaixK6AmhW1XASD9hnA5G8KdTY5AAPH14\n", "KGNHAj0pWl1XQv5N1zWfo8SMFreT2Qcupt2r+mvSt2tlYGSD3laq//HmObx2dhxPHhrCHwzad4Ug\n", "H7V/bIinjXFgTM5TAUMpWMzkuXRp3KftwKCFxXNmLiGZTh6bWgaGJLHdbpyKEpK2tjYsquQOjHxB\n", "uy82NpYx5Tu8lSrHbJipPt5MYwH4eOYSZvpszDQWwHzj0YPhAsaePXtw33334d5778Xu3buNfvrz\n", "Crqd5ahvbkxmaJtrQ7ksWugpIfF0eJnE+z+cGDWkhdyEmgODKiHJJMSTnnBGRCnjVVhawFhbTwkY\n", "GTgwADbTQmtFOtMSEr3QDgxfmtKZcV8Yuzq9ZPu5o8MQefs/TZIyMKiyMTqzZT6hPA7zX0Ki3kYV\n", "ABa45ePy9IjPtK0tVTMwImLSsRiOSkRwtlkEEthJQzsweCeS3ELnX1zQVIpmOnOFOzA4HA6Hw8kI\n", "wwUMl8tF/u1wOFLck1NFOTDG5kgGBt1ClS4bqXLZYY9fHE8Go5qTElGS8Ov9A8xt3d4Ajg7OZDUe\n", "mknGgRGblLuYybl2vkQCpRPmbIpQzQRRUWJee019sgNjIhDBZHzi5rRZUFNiZ/ZBCTXOGRURIRQV\n", "EY7Gxm4VAIc1dWmIHmgHhlYngwSvnB5DlPoIz00E8c65ScPGkk/yUftHH9dVxXYm92ZijpSNGU2y\n", "AyN/AoYkSUy5V4WihGR5dTE5HvqnQugYM9+EXpQkJiiZ1iSU5XipAjyB2DHQ7HaS5xicDunO/+Fk\n", "RlSUcKhfdmBc0FSGmhI7rELshDoRMHfnG878w0z18WYaC8DHM5cw02djprEA5huPHgwXMOgVK7td\n", "OzyQE5v0J6BXas0M04GECp+0CAITRqnVicTT6VWtszaijESthESZL5HWYaCYVGbS4nEyEEHiW1/u\n", "tDIrmom6ZsZ94XbCosimSOfAoEs7XA5r2mwLPdACRqrVcEmS8NLJ0aTbnzs6bNhYzif84SjZb3ar\n", "gDKnlTswkFzKlU8Hhi8sIhhX4JxW9twAAA6bBZe1lJNtD+U2MgvjvggRM8ucVpRRnW2UORjpBAwA\n", "cFgtjBOgx8SlM3OZs6N+ksNU7bKT34FKu3zNxIM8ORwOh8NJj+ECRjQqX4ymmmTRqo/H45mX2+4i\n", "G1n5mgpGSd5CPl6fRs/j6fKQRNlI4u90Gcmruw8kPV6UJDy2T3ZfXLpAnii8dnaMuBiyfX+0gHHm\n", "6EHyb7sk3z4diqZ8PqUDo33Un/b1X31zD/l3RbEdx/ftgT2+qjYVjOLlNzx47Z0j5D5F4Sl4PB5S\n", "e+bxeOCbGCN/33/4WNLr7XhTLseyimFDvw/+SXmS5o+Imvc/1D9NHCV2QULi6H7n3BSe277LsPHk\n", "a5v+/HPx/LQoWWKJQhAEIqwBwGS8a45ZPo98bb9z8ChouvuH8vb6SveFIAhJ968JyOcoT6e34J+X\n", "cvtPu/aSfzeUOSBEZbE4oDh+AyoBnvTf29ra4PF4UBKVHXCv7D5kqvd7vmzT5SNNNj+5Pqq0y/uo\n", "bzJomvHOl22ONmaqjzfTWAA+nrmEmT4bM40FMN949CBIBhf5Pvvss7jjjjsgSRJeeOEF3H777Un3\n", "2b59Oy666CIjX3bOcu9vDpPchV/fu5ZxMZiRz/7uJE4O+wAA//q+VmxoLCV/+4GnG384EVuhf+Dy\n", "Ztyxro55rKfDi69t7wAQWw189N61+IeXzuBMvExD7TF62Pqrg/DFVyCf/vB6str9f545jva4Ffw/\n", "t65Ea41L8zl+8U4fHj8wSLZLHVb89v71KcW4fb2TePClswCAjY2lePh9rcxr/mDLCuzs8OLpw0MA\n", "gD+/qAEfvqiReQ76s/vMlQuwZU0t8/ezoz488OxJAMDSqiL8+M7VaT6NzPnWa5149ew4AOAL1y7E\n", "e1qrVe/3zdc68Vr8frevrsGIL4y3uiYAALetrsHnrmoxbEznA4f6p/H3fzgNAFhTV4Lvb1mBMV8Y\n", "9/4mJma5i2x46sPrCznEgvDSiRF8z9NDti9sKsO3b12el9c+MjCNz78Q2yeral344ftXJt3HH47i\n", "7l8fRijucvj53auZbIxCs+30GL7zRhcAoG1xBc5NBIir7b/uXIUlVcXkvqdGfPjMc7HzxvLqYjxy\n", "xyrV5/zlO334Tfy892cb6vAXlzXn8i3kjOlgBO1jfqytL4VVJe+jkPzjH8/gnXMxEePvrlmIm1fE\n", "zrM/evscnj0Sc7F97JJGfPCChoKNcT6yb98+3HjjjYUeBgB+bTzfOdg3hS+8eEb34x6+dTk2NpWl\n", "v6OBzKWxcuYOes7HhjswNm3ahMcffxyPP/44Nm3aZPTTn3fQORijeSwjyXYFgikhKWPFFqaVqqKE\n", "RJl9sWVNDdxFNty6qobcNpswz3BUJOKFRWDDO0sd8qp3ulaqXkUJyXQoiqHp1PuFfkwi46CpXJ7w\n", "9E4EVQM86X1AZ3WolZDkqgMJkFkXkslAhLHT37qqGneslUWWV06PYWqOlUTkehVulAnwjH0v6BKS\n", "qWBkXrahVX6/05V1GQkT4OlSL3EstltxMeUO29lhrjKSwWn2HEyXhiiPX7qkRNmBBJCPAboTSZcJ\n", "O5GcGvbhH/94Bk8eGtS8Tzgq4q+eO4m//8MZ/PubPZr3KwThqIjDA7LL5YJG+QI+MHyO/Ju3UuWY\n", "CTM5Vcw0FoCPZy5hps/GTGMBzDcePRguYDQ1NeGDH/wgPvShD6GuLvvV9PnCXMrB8IejpEzDbhFQ\n", "rZgApGql+lbXBNrjeRJOmwV3rY99N25YVkkuwGcT5jlJdTYod9qYjIkSSsyYSdOJRK2dbXuaHAx6\n", "UpQIBaTb4/VOBpm68gXU38gYqQwMtUyAXHUgAdguJFoCxvYzY6TufkWNC8uqXdjYWIqlVbGJTzAi\n", "4o8q+RjzGWUHEiDWCSLR2leUtDvOnM8oRcR8fgb08a3sQEJz9eIK8m+z5WAoy/iKmBBe9rOkt7Uy\n", "MAC2E4kZW6n+bG8f3jk3hf/e04dzE+rj6xgLoD/+u/Nm50Q+h5eWk8M+ErDaWOZAPfVbSWdg8Faq\n", "cx9RFJlSag6Hw+EYj+ECBkcfTCeSPAoYyrqnvslg2hV0WpSoK3UkWXTr6RBP6iJbkiQ8Rrkvbl9d\n", "Qyb6LocV1y+rJH/LNsyT7uhA5wwAIBNGIL0DQxniCcTKN1LB1tXHXpsOxesa95NJhwCgOW5Hp/cB\n", "E+KpIiLQooYyeHC2sA6M5M9HkiS8SIkT710Vsz4LgoD3r5VFyuePjcwpR0Gua/8YAYM6zmkXhjcw\n", "t1wrRmAaB0axdsj05QvLScvR0yP+tK2h84nSBVds0xYggxH5eFQTMBLHwAJ3Eclj6p8MJXUzKTS0\n", "M6FTozMMvY+8gYip3sNeqlPTBQr79E1XyiUDPMRzbvPHP/4RP/7xjzE4KDuFBgYG8Nhjj+GJJ55A\n", "f39/AUenHzPVx5tpLAAfz1zCTJ+NmcYCmG88euACRoFJWMsBYKxAbRV3tI/jo08ew32PH01ZxpKq\n", "fER528BUiJSDvHRylORcOK0C7l7POnPet1ouI3mjw8u0JM0UuqNDeSoBI41IoywhAdK3UqUnoYlV\n", "XdqBsa93Col5fV2pQ3Uika4LCX1bTh0YKhf9x4d86IrX2BfZLLh+qSw43bCsEuVxh8vgdAhvdplr\n", "5bOQMC1UKbdSosUvgKy+63OdZAdG/iaamTowSp02XNAk5/t4TLSiz5SQlDoVDgxlFxLKgZFC+HTa\n", "LKQEUAI0XQ6Fgg5o1hKTlK6/IY1OWPlGkiSSHQSw4dVATPhPdMUe8YXTtrLmmJdbbrkF1113HXPb\n", "nj17cN999+Hee+/F7t271R/I4XA4HF1wAaPAFKqEhK572hm3SAciIvZ0a1+o96t0IKFxF9nI5NwX\n", "FjEVjOL1s+P44S65Hvm21TVJtecralxYXh0LngtHJWw/Mwa9TDItVNkJfkmGDgxJklRLSNK1UmVL\n", "SJIdGD5qVbSlQr6d3gfpS0jylIGhMpl86aTsirluaSUjoDhtFryPyjF59uiQoWPLJbmu/RtTycAA\n", "WIfQxHwUMBRlXMGImDfnzrgvMwcGwJaR7DJJGUlUlJiJeb0iAyNJwMgwAwNgczDUWl0XimBEZN6X\n", "Ml9J63azCBhHB2eIuFLqsOKyhayA8dabu5iSEu7COL9wueTQcIfD3CHtSsxUH2+msQB8PHMJM302\n", "ZhoLYL7x6IELGAXGDBkY9Op+Kks768BIznEQBIERNp49Ooxvv95J3AfLqouTum8koF0Y2YR50hNB\n", "pQOjzJna3ZDAFxZJ5wGHVSAW8oGpUErnhlfFll5ZbGOEgQQtFerdDEoc8n3VxujLoQODLknxR5Lz\n", "CV5vlydvifIRmtvX1JAVxCMDMzyILs4YNVmuZhwY81vASOcwyiWZOjAA4IpFblJWcWxwJq8hy1oM\n", "z4TI+bSy2AanzcI4K5JCPOk2qikyMABgEXVuak/jOssnymNE6bSQb2fPO2YRMLZRgvw1SyvgsCbv\n", "hyZK8Obnz/ML+lrGbk8tmnI4HA4nM1JfwXFyDpOBobL6nyvouid68pDK0q4Mj1OjocxBVu/o3IuF\n", "FUX45i3LGKcBzfVLK/GT3b3wh0V0e2NhbPRFXTomGAcG+7XO1IHhVVj+XXYrCfBsHwswLWNpxlUy\n", "MARBQHO5k5TOJGih2jFqZmCkCfEsMTgDoyhFDf2uTi+pJV9SWYRVtcktaGtKHNjQWIr9fdMAgM5x\n", "v659VyhynoHh18jAcM5vAUPtGPSFo0nCYy5gMzBSv15FsR3rG0pxsH8aEmLHgrK9cb4ZVCnjS+XA\n", "CKYRMOhjYCV1bO/o8OIvLmtiwpALhfI3SVvAYG8fNIGAEYqI2EEJwJuXVyXdp62tDQfe7AEQa7HK\n", "BYzzCzrQM1U79gQej4ccl4nV0UJtm2k8bW1tBf88cj2eiYnsShWtFqBs6UbsOB7raOR2u5nnS7Vd\n", "WVoE0erM+P6J7VA0u1K3aCSEg31Tul+vrtSBs4f2AjDH/p/NdgI+nuRt2rGWDi5gFBgmA4Nasc0n\n", "dA16qgkVfYHYqOLAANSdGU3lTnz71uUkuFMNl8OKRRVFODEcC8wc94V1TYInUwgYdEtVpX2dZlzR\n", "DrWloogSMPyqAoYkSYxrpYJ6bXUBQ/09uZgQT5UVakpY0BKBssWVYgW3i7KSX72kQvMCrKWiiAgY\n", "5yb4BXgoEiuhAmJtfd3UZJn+N8/AiJEPB4YkSYxIma6EBADaFlfgYH/se+0xgYAxMJ3sgqOdXkHF\n", "uYNxYKQRPi9tKUeZ04qpYBSD0yEc7JvGhc1lKR+TD5SuwIGpICRJYs5FkiQlOS7M4MDY3TNJvu8N\n", "ZQ6srS9RvR93YJy/+P2xawBJksi/U0GLB0qRnW+f39uxifsw9DIRiOKr2zqoW5TPob390OYl+Oqf\n", "zmR8/8T2Q5uX6B4nAPhFK776ov7Xe/jW5QXfP3w799v79u1DpvASkgJDr8yO+8N5qwWnlbfpkHyB\n", "qFVCIkkSGx6n4cCgO5EAQF2pHd+5dXlSy1U1aOFhMk27UyVMCYlTIWBk6MBQdihYWlVMtrU6kfjC\n", "ImkvWmSzMIGYTSpiBV1CwmRg2GkHRrouJLlso8p+PkMzqcuGEtCZH71zRMDIZe2f0n1Br2TP9xKS\n", "dBkvOXvdsIhg/Fh1WgXVEi8lVy12k38f6p8u+P6iReTEuZZxUCWFeNIOjOTzBn0MOKwW3Eg5BP54\n", "yhxtkZUiXygqJQVej/kjpPwvweB04Ut+6PKRG5dXqQrAHo9HIWAUXng5OTyDX73bP2fO5WZh27Zt\n", "8Hg82LZtG3bs2AEA2LRpEx5//HE8/vjj2LRpU4FHqA8z1cebaSyA+cbD0cZM+8pMYwHMNx49cAdG\n", "gXHYLGTVS5SAyWAko5VBI6EnzJMB9Ql+ICKS1XmHVWByJWgSYZxAzF3yIXmR2wAAIABJREFUnVtb\n", "UVeaWXBV2SwmdhPUuJPbqMrbqQUMthRkWTUtYKivnKiVjyRoVjhIShxWTdu6MsRTlCRm0kuXkLgc\n", "uWyjyk6A6FXMVPuR7rrCL3pZN1WVQrxjS0jy10LUDERFSVWsyIcDg213bM/Izl1T4sCauhIcG5qB\n", "KAFPHRrERy9pIvk4+UatjI8pIVFmYKQJ8VRy84oqPHc0tvq1q9OL6WAEpc7CXiao/RYMTAUZUVyt\n", "M0mhHRiTgQj29sjtUzcvr9S8r5kcGKGIiC//qR0TgQh2tI/jp3etNkUp0Vxg8+bNSbc1NTXhgx/8\n", "YAFGw+FwOOcv3IFhApgcDJWgOF8oipdOjOD0iLoLIBsS1p2IKDF10lrCgbLThtbF/4bGUvz5xY3Y\n", "vLwS//a+FbrKQNyUKDKZpt2pEiYDo1i7hGQmhbPDq6iPpx0YXeMBRFTcMcrH0DQrHBgtbifzudH2\n", "KatFIBMRCclCgi+Upy4kSgcGtYpZV6otrDWXy86Sc5Pm6WCQCqV9zUhGNTqQAKzQpfd7PtfREirU\n", "XBlGQ5/DlPskFW2UC+PJQ0P4y98ex9vdE7qDho1ALQODOX5TOjBSZ2AAwLJquSNUKCoxAb6FQl3A\n", "UORdqORijMyE8uZoVOP19nHym7Gq1oVmt3qAc1tbGxrKHEj8MgzPhLKuLzeCnokA+cx7JoI4MjBT\n", "sLFwCksufyP1YqaxAOYbD0cbM+0rM40FMN949MAFDBOQLgfjJ3t68T1PDz7/wmmMzhhri1VOHLQE\n", "DC+TD6E9kRUEAR++sAFfvG5x0gQ+HXSIn95sACYDQ7FimGmI57iiPr68yEYm7WFRQo83eWI+nuJz\n", "UTowtDqQqI1TOdFjHRg5LCGhJjzhqEgENYsQW43WoqHMQTqRjPkiSULIfINtoartwPD6uYCR6nYj\n", "GVM4MDLl1lU1WFolH7s9E0F85eV2fOmlM5qlZbmCLSGJnV9SOTDShXiqcdMKudPQn0xQRpKJgKEW\n", "7BmVUNDOMXQ78M2tyeGdNA6rBbXx3xpRUhdk8kWXooXuttP625pzOBwOh5NLuIBhAirTdCJ591ws\n", "sTcYEXGgf8qQ10zUPSkn9IGIyFz0JvAGMm8/mC2sgJH5hEaSJExQK9nlRewEv9huIe0QAxFR1UkB\n", "qLspllXJibhqZSTeFCUk7iIbI0osUAg6ytqzlAIGtV1isANDOQES4yvLIzNhJD6pKpc9pW3eahHQ\n", "OMdyMHKageFT70ACAO6i7J1Gcx0tATEfGRip3FKpcDms+OGWlfjEpU1M4O2Bvml89nencHwoPyvU\n", "oahIJuQCZEcU7cBQdiFJF+KpdgzcsKwS9vixfnLYh87xwrZUVSuzUpaMaHUmKVQZSe9EAMeHYuKW\n", "VQCuXapdPpLYB2YpI+lSCPU7OsZVrwk45z9mqo8301gA842Ho42Z9pWZxgKYbzx64AKGCaBXaJUl\n", "JMGIyFyEnRo2dsVPbeVTbcVLWUKSC2jnxISOiV0gIgdpOqxC0kqjRRBYF4bGc7PvMbZP6ByMREcS\n", "7cewn0uilWqCFg0LcYISKttC6Yyhu5AYnYFhtQhwxu0TEuRVWyb/IoX7IgET5DnPk/TH/NoOjBKH\n", "lbhV/GERoXk0OdASMPLhwGBKSHTmDDlsFtyzsR6/vGcNbl9dQwTRiCjh7e7sWt/pZXg6RATFmhI7\n", "7NbYeYBtg5yiC0mGDozyIhuuWCSXzbx8il2B335mDB978hi+83qnphhsJBmVkEzL5xta0ClUK9Xt\n", "Z8bJvy9rcSflMqlhFgGjW+HA8IVFvNWVn+84h8PhcDiZwAUME5BKwOibDIK+RDxlUA5Gou4pUwHD\n", "q2gxmgto54SeEhK6c0p5kXo+R2kKd4P8PMkuk6XVqTuR0K+tFr76nrh1uNplx0WKloTK2rMSjVaq\n", "USqnREDmExE9sJ1I4gLGDB3gmX7CRztM5kIr1XxlYCg78AiCwHYimUcuDK0MGl8eSo5SBe5mSkWx\n", "HZ+9qgWfvmIBuS1fq/z9U+odgRgHldKBEdaXgZHgZqqM5JXTY4iIEkRJwi/29uHbr3ehdzKIbWfG\n", "8dKJEf1vRCd6S0jW1cvtrgvhwJAkiSkfubFV230ByPvALJ1IlA4MgO2mwpk/mKk+3kxjAcw3Ho42\n", "ZtpXZhoLYL7x6MHQmejRo0dx8uRJiKKIyy+/HAsWLEj/IA6q6QwMRU18zwR7MXFmxIeoKMFqUAp+\n", "VgJGjrqkZJuBQd9XS1zJJAdjXLWEhO1EIkkSI5AwJSQqr/3+tbW4tKUc1S572i4AbCtVeYzK/ItM\n", "uifopdhuQeK6NbaKa2cCPJXtcdWgQ+rmvQOD6UKS/L0oL7KRY30yEEFtBg6X8wFamLMIsXp/IE8O\n", "DF9qsVEPtFg3lKd2nUz+BdXGmi4NSepCkoUDAwAuai5DjcuOEV8YE4EIdnaMw9M5gZ0dbKjno/sG\n", "cOPyKsNzeWjUfo+GZ0KIiBJsFgFRUWKEivWNJdh7Ltb9oxACxolhHxGbShxWXN7iTvOIGGZwYISi\n", "ouprv3NuEmO+cJKbjMPhcDicQmDoUu7o6CjuvPNO3HXXXTh06JCRT31ek6oLyTkvezERjEroVlkh\n", "0Uui7ilzAWP2q5fpoMMNJ1N0C1EyoXBgqEF3IplWeW66TazdIpec1Jc5SN37ZDCKEcX+URM9lDSV\n", "O1XFC2XtmYtxicgTD7YDSW5MU6oODOrivzYjAYPOwDB/J5K8ZWCoXPS7Z9EyeC5DH3s1JfLnQn/H\n", "cwUb0ju7cxjdUjhfk+RBuoUq9fopHRhpBAytY8BqEYh7DAC+/XoXI14kJFRvIIKnDw9l9gayQJQk\n", "TFEOpcRxI0qxkhog5naKVxCiosjGlOoVooSELvO8YmE5HGmEo8Q+aDaBgNE7ESSiYkOZA+sbYm4W\n", "UQJeOzue4pGc8xEz1cebaSyA+cbD0cZM+8pMYwHMNx49GDobuuaaa4x8unlDZYoSknMqE0GjykgA\n", "HQJGIP1EfbbQ4sNUMELCJNNxsG+a/FvLgVGaxoGhtJcnXA4WQWDKSNoVQZ5sMODsVqe0Qjxz2YEk\n", "AV037lMRMOoyETDmWIhnroiKEjmGBKh/L+argEF/r+nvVK4dGMGIiA4qwyaT73Mq6EyY4Ty16+yk\n", "sgloB8hsQjxTcdMKWcCg397WtbX426sXku2nDg/lrNvHdDBKXrvUYWXed8KRQgd6NpQ5GLdYvtwx\n", "NH3UeNJ1nqJpoFw1A1PBgrSApRdHFlUUYfNyufyFl5FwOBwOxyzkZDn3lVdewWWXXZaLpz4vqVYI\n", "GBI1ce9RmQieNCDIM2UGhkprx0zbqM4Gm0UgDgNRUndKKBmdCeP5Y8Nk+8rF6nbdUoc8YVQTMFIJ\n", "Eak6kcymrj5lBgYtYOSwA0kCdhIUez29IZ41JXYSBjoZjOpuhZtvclX7N+6Xu7e4i2yq3VvKGQFj\n", "/rScpY89+juV6wyMg/1TCMaX6Re4nbMWMBw2CxFyxTy16+yguoEsoUrb7FYLCYWNiBLCUTE+Lonp\n", "HuGwZp6BAcRKwtY1lJBtiwB85soF+PQVC/Ce1irSWjYYEfHovv7s3lQalPlGykl+7P90NoiD2beD\n", "0yHm9zQf9FPuiaby9K3EE/ug2G4l1wJRCTiRp+42NHQL1YUVRbhmaSXs8S/X2VE/IwJyzn/MVB9v\n", "prEA5hsPRxsz7SszjQUw33j0kJWAMTIygkceeYT5r7u7GwDwxhtvoLW1FTU1NSmfg7ateDyeeb29\n", "b/dbsAmxi6xgVML2Hbvg8XggSZJqGOK+jkHDXl9NwDjZdS7p/kNT8oXLqcP7cvZ5uBUujHT3f+zA\n", "AJmYLK8uRtviCtX7e0cGyPaRk2eT/v7mu3LJk+SfZP4ujp0j/z4z6ifPH4qIxK1ggUTKVLJ9/7SA\n", "caZLfs09Bw6Tf7sclpx8H2cmZHvw/sPHsHOnhxEw2o+8m/b5LILAXLAncjAKfXzle3v7m++Qf1e5\n", "7Kr3nxzqI9uHT7Wbavy53J7WcGCMTs5k9Phst5/dfZJst1inDHl+evzbqH2ei/Fve8ND3AQWSOg+\n", "yh6Pid8PAHjd8yY8Hg8jXtgEOTdJz+t/5KJGWAUJLquEr9+0DFvW1MLj8eCtN3fhE5c1k8e8dGKE\n", "dK8w8v0r843o8NJEzsSeo2fIbQ1lThzc+zYclvjvaUTEK/HfUyPGk8n22QG51Kax3Knr8ZcskIOe\n", "n4sL8/k8PhkHRmURShxWrHDJ4ty202OmOp8Ysc3hcDicuYcgGbg8sXPnTtTW1mLVqlUp77d9+3Zc\n", "dNFFRr3secFH/vcouSD72V2r0VJRhHFfGH/2myMAALtVIK1C7RYBz31kA2mjlw0ejwdtbW34tx1d\n", "+JOiTd5Vi9x46D1LyXZUlPDenx8AELPEv/jxCwwLEVXy2d+dJA6T79++AmvqSzTv2z8ZxMefOkbq\n", "n79x8zJc2lKuet/H9g/gV+/GVgnv3ViPj1/axPz9DydG8ANPDwDg5hVV+LtrFpG/nR314YFnYxOg\n", "MqcV/3vfetgsAoamQ/jwE0cBxIIan/jQel3vNbEPErxyehQPvxETAm9YVokHr18MAHj97Dj+5bVO\n", "AMA1Syrw5RuX6HqdTKC/B3979UJcuciNu38dE05cdgue+8jGjJ7na9s64OmMXcB/8dpF2EzV0ZsN\n", "5edvFPR+bFvsxlc2L026z3NHh/HIWzGR6rbVNfjcVS2Gj8Nonjg4gF2dE7hrfR2uXZq6s4IWD73c\n", "jrfibUc/d1ULfrgrdsy5i2x46sP6jp9MkSQJ9z1xFCMzsYnYv75vOTY0lqV5VHq+vr2D5EJ86bpF\n", "uHF57r7rRwam8fkXTgMAllYV48d3sr+xH/rNEZLP8+t716Ku1AGvP4x7Hov9fpQ7rXj6/g1Jz5vJ\n", "MeAPR2EVBCizHCRJwoMvncX+vikAwBUL3fjqTcnf9XSM+8KIShJqVFxenk4vvratAwBw+cJyXLW4\n", "Av+2I3ZsXbe0Av94wxJ8540ubDsdO3f9dVsL3reqBp/87XHiJvjPrSvRWuNKeu50HB2Yxq/29eOy\n", "BeW4a0N9Ro8RJQlbfnkQofiP0jP3r0cple2kBr0P6N8aiwA8eu/avAb80p/bD7eswKq6EuzpmcCX\n", "/9QOIPY799i963L2+18I9u3bhxtvvLHQwwBgvmvjXP1GZoOZxgLkZjwH+6bwhRfPpL+jgoc2L8FX\n", "4+fJfD023497+Nbl2NiU3e+2mb47ZhoLYL7x6DkfG1ZCMjg4iF27duHEiRN47rnn8Oijjxr11PMC\n", "tVaqdPnI4soiYp8NixI6xo0JSZxRCc9T1uQrbby5vHihgzzTZQM8uq+fiBfrGkqY1Ssl6TMwtLus\n", "LK0qRm08cHAqGMXB+AW7kfkXgHYJCd25wZWjEpIiGx3iGdWdf5GACfKcp51IlDZsNdxZtgwuFPv7\n", "pvDzvf04OezDv7zaiZdOjmb1PKwDQz5mZkLRnFn928f8RLwodVixlmqzORvq8xjk2T5Gl48kf6eK\n", "VHIwZpN/QVNstyaJF0CsHfAnL5OF4Le6J3Cofzrpfqk4MjCNP3/yGO5/4igOxM+rNPSx4S6yoZEp\n", "IVHJwIjvE7o8Kdsgzx/u6sGBvmn8ZE9fxqHEY74wES/KnNa04oWSZdUubKCCM39/LPdtahNERInJ\n", "Lkqcuy5uLifZUmO+CBGsOBwOh8MpFIYJGPX19XjwwQexdetWbN26Fffff79RTz0vYASMeK4CHeC5\n", "wF2EldQq0qlZ5mCkzMBQChhpWoUaCT2xo9PnlXSM+bH9jFz28PFLmlK2F2XaqKo8rzdFhwJBENC2\n", "uIJsJxwG47P8XJIyMOg2qmGNDAxHbrqQ0N1N/GExawGDDtlTC6A1E7lSnWkBY1Flsep95lKIpyhJ\n", "+O89vWRbAvC9nd34wwn9kyv6fFNZbIc9LobGshtyI2C83T1J/n1pS7lhAmwt1UUl1wJGx5h6/kUC\n", "tU4ktIDh1HDrzfYYWF7jwo1U0OPP9vamuDdLKCriuzu7EYyIiErADkWLVoA9NtyKEpKEgDHIZGDE\n", "/j5bcWncF2YWCY5lmEfRNym/Vib5F0DyPti6rpb8+8UTI0wpUC7pmwwiEg8OrS2xk8Boq0XADXSY\n", "52ke5jlfMNPKrJnGAphvPBxtzLSvzDQWwHzj0UNuZkMc3VRRk+ZRX+yijc6/aHE70VprnICRQC08\n", "L1nAoN0JuRUwyjKc2P3q3X4SlHhZSznWNaReVS1zZu7AUOuy0rZEFjB2dU4gKkoZtVDVAy2y+Jgu\n", "JFQb1Rx1IWFWcGfhwFjAO5Ew3SIWV2o5MOaOgPFG+zhOjySH9/3A04MXjusTMWgBo9RhVbQOzk2Q\n", "59vxkhUgVoZgFPVls1/lz5SOMfk7tVRNwFAcv7H/G+PASMdHL24iQtTxIV/GgsGTBweZ3zi1xykF\n", "jGqXnYTiegMRTAcjxF0jAKiNu3rqymRxKZt9c3iAdZKcGs4svJJ2g9BuET1csdBNBJjJYBSv5qn7\n", "R/c4m39BQ7fU3dXpZX6fOBwOh8PJN1zAMAmqJSTeFA6MWbZSJaF6Kp0+poJRpoXbeB4FDDdluZ3U\n", "6EJyfGgGb3bJk5KPXdKY9nlL00yU2G4iyeUga+pKiEjhDURwdHAG3kDqx6RDGSTGlpDIkw/6YjFX\n", "JSTF1PP6khwYmb+3JkUJSb47AOghF0Fu/nCUTJgsAltSQ0N3ITFzCUkoKuLne+UOE7evrsEK6jz0\n", "w109TBegdEwzbiIrLFH5e5aLTiTjvjDJ1LEIwCULDBQw8tSuU5QkzQ4kCdQcGPTKPV0iRmPEMVBf\n", "5mCyijIR13snAnj84CBzm5rQoBQwrBaBOR8dGpgmQnZ1iZ10WqH3zbABAsbpDH9v+6iyucYMHRjK\n", "fWC1CHj/GjkE/dmjw3k5j3Z5tUvfllYVY2NjKW5fXYPvvK+V6VrFOX8xU9ipmcYCmG88HG3MtK/M\n", "NBbAfOPRA/8VMgnpMjBaKpxYTk0cOsf9hlhL1SbzEtjyDToDw4ish1RkMrH75TtyB4drl1ZgWXX6\n", "gLYS2oGhIox407gprBYBVy1iy0iMFnY026jSGRg5cmAwJSQREUMz8oQskxaqCSqKbOR9+MMi8xnN\n", "B3q88jHbXO5UbV0JsELdRCBiWqHn+WMjZGJZ7rTi45c24VvvXYaVlBvsP948h7coQVELUZIU5VBW\n", "FFnk962WxzNbdvfI5SPr6ktRpjOTIBV1ijKFXO3DwekQ/HE3RbnTyrj1EtACZMJ5wWRgqGRYGEmr\n", "DnFdkiT8cNe5pJKhwankz1ApYABAfaksDBzok4UGusWqspWqXpRZHmdGfYyor0X/lP4SEjVuWVlN\n", "9lnneAAHdGaLZAPTgUQhYAiCgIff14rPXtWC1XUlKcs1ORwOh8PJNVzAMAlVlDAw7g8jHBUZO2pT\n", "uRMlDivJGBClWF/2dBwZmMZLJ0bgV6xukgwM6vYaqqabvnCcyGMGRjmVgaFmre+dCGB//KLVIgAf\n", "uTi9+wJI78DIJJCzbYmb/NvT6cW4z9gMDFqc8IXlUEN6YleSo5Uv2mLuD7ElJPU6SkgEQUBzOZ2D\n", "ob+MRJQk7OzwYkfHOMQcTuxzUfvXSa2UK23YNA6bhaxiRqXclU/MhqlgBI8fkNsP33dhA0ocsWDC\n", "b713OVZRIsaLGeRh+EJRslrusltiq+lV8jE1k6ED44XjI/jR2+cY15QWu6nykU0Glo8AsXNKYh8G\n", "IiKmNBxjs0WZf6E2eaQFCr+OEE+jjgFa0EonYLx2dpwEQVoEkJIQtc9QTcCghYqDVKAknY9RNwt3\n", "zGQgkhSSHYpKTLaNFowDoyy7DAwAKHXamLKN545k7nLKFiZ8OMW5i6Ofjo4OPP3003jyySfR09NT\n", "6OFkjJnq4800FsB84+FoY6Z9ZaaxAOYbjx64gGESqlzyBHjMF0H/ZAiJBZ/aEjtZYdNzodg7EcQX\n", "/nAa3/P04DcHBpP+HoqIZBXMZhGYlfaJgHwhmc8SknKmhERFwKAuENc3lGKBO7MLLdrdMKWYLIai\n", "IrG2WwQ2L4NmQ2MZ+dvITJgIKYAxzhSbRYAzPhERJZBV1/w4MKguJBG2hKRWh4ABzL4TyZtdE/j6\n", "9g78v+2d2NWZfmXfTGQS4JmA7bhjPgHjiQODZELZWObAbatlW3uJw4q/vLyZbHszKIOhy0cS32O9\n", "GRh7eibww109ePbIMGmLrEUoIuLdXnmCe/lCd4p760cQhFmv9GdCe5r8C0BRQqLiwHDm2IFBlxWd\n", "HvFpulGmghH8+G056PP9a2qZ84XyM5ykjouEgNFYLn/mtNDQQO2LqmI7rHGdZyIQSRLwU6EsH0mQ\n", "Sdlm/yS96DC79qdb18phnm93TzDPbTRRUULPRPruSZzsOHHiBO666y7cc889OHz4cKGHw+FwOHMe\n", "LmCYBGUXEvpiooW6mFihw6p7qH+KtBk9OshelHk8HmbCUOKwagYL5rOExM2UkCRfdA7TpQ06JtZF\n", "NgtZ6QtHJYSoi3tlSKlFwx5rswi4cpE8CaI/o2yEHbXaM7rLSGJFOi8ZGNQEZzIQIaKVRQCqXfr2\n", "eTMT5Km/E8lRagJxbDB31ulc1P6lsmErob8zZgvyHJwK4Tkq2+LjlzbBriiHocsx1MqylCgDPAFg\n", "Zlx2bmQSDEi3ldzXm7qd46GBaTKJbyp3Mh1yjKI+DwJGug4kAJhMAn9EJcRTQ8Aw6hhoKHMQcXcq\n", "GGVKKWh+vreP/J7UuOz4yMWNKT9Dr5oDo1R9P9LODKtFYIRX+ncjHYeo8w/9uab7vZ0JRUluk8Mq\n", "ML/pqdDaBy0VRaQ1uATgdzqyZvQyMBUiixlVLpuhpVYcIBqNQhRFRKO5axedC8xUH2+msQDmGw9H\n", "GzPtKzONBTDfePTAf6VMgrvIBosQW3mfCkaZi9YW6sJ7hY5OJLR9f0Ili4C2bJc4LNoCRqEcGCqT\n", "OjqQjW5jmA5BEFDisJL3NR2Koip+UZ9J+UiCtsUV+NOp5FR4I7qQALFWqmOIjWcmFEVtibILSW40\n", "R7qGng6PrSmx6247SU8Us+lEMkbtD7NN7NPRmSLJX0m507wCxi/e6SMTmpW1LlxDdeFJQJdlqXX2\n", "UUKLHInHOqmvczoHxvBMCHvPyZkWA1MhjPvCqNSYKCq7j+Sibp92rWUTFpkJ9G+BHgdGMI8ZGIIg\n", "YEWNizheTg77kjIguscDePHEKNn+9JUL4HJYk7JEEgQiInkPdotAxIQGje4eytvrSx2k1erQdChj\n", "V8FhKm/ilpXVeDZevpEuyFNZPqIlhOvhjrV1eOdc7DPddnoMf7mpOSffYz3CK0c/69atw8MPPwwA\n", "uP/++1Pe1+PxEFt3YnJRqO2EW8Qs45kr28s2XIqh6RAmJmK/QW53bOEr3fa0P/+t5yOR/F57zOb1\n", "st0fJXUtONg3pXt/iNNjmBnqMfT7cfjw4YJ/P808HpcrfaZhAi5gmASLIKCy2I7ReK4CvQpEl0ks\n", "q3YRoaPHG4AvFNUsKzhHXVApLd5tbW04OSz3ti9xWOHWWBEez2MGRhmVgTEZjIUb0hds9EpajY5w\n", "SSA2aWIEjPjEh35/6YSIC5vL4LJbGFEBYJ0jmaJWe6YW5JmfLiTyBCdIhevpcbkkoC3h57KwPXup\n", "/ZHL0gqja/+UHUjSrfhrHW+FZl/vJF49O062P3mZ+qSplCq1mlI5VpWwgmnsscsXLcBeb6y8TXlM\n", "KXn51BiUOYrHhmZw1eJkcUWSJOzulsWOTQaXjySYbbvOdAQiIpkYC9DOJlDrQpJJiKeRx8CKWlnA\n", "OD3iw/XLKpm/7+rykgyUSxaU4aq4m41xYFDOjUmF+yLx3dISMOoVzoxsyntmQlGSLWURgDvW1hIB\n", "o33Uj3BUTHIiJaBLPLTGqEaqfXDxgjIU2y3wh0VMBmMOj2x+a9LR5ZVFMl4+YjwHDx7El770JYii\n", "iBdeeAFbtmzRvC/9fVB+N/K9/cADDxT09VN9FmYez8G+KXzhxTPUX5TuKfXthzYvSXrOXGOz5Xca\n", "OJvXy3Z/Zbs/Hr51OdpWLJr169PbZjq+zTieffv2IVN4CYmJoHMwjg3K4gI9ESqyWcgKiYRYOroW\n", "9Oq3sjUqgOQSEmdygKYkSYz4kWsHhsNqIR0xRJVww5GZ7Np7AuyEi14NZjM+Uj+nw2pJmgyVOa2a\n", "F7V6UcsE8KlM/IxGqy2eng4kCegSkr7JoO4gzrnqwKBXMZvLnWm/E7WUc2B/X+pyiHwRiIj4vkcO\n", "mbtmSQU2NJaq3tdhtcAZDxoQJXbCrAbjwIgfi1qdd5SIkoQ/nhxNuv340IzKvWNOmMSk1WW3YH2D\n", "+nuYLfUa7gGj6B4PENGm2e3UFCKK6AybAnQhAdjyxpMq7sC9VEeYG5ZVEUFCS2igf3fo7lTuIlvS\n", "+7EKbAi18nmHNEpalByh2rIuqy5GQ5kTjXExIixKSeGeNH2K0G0jsAgC81zZONoyoXuc51/kEocj\n", "9h2yWCyw23NbhsvhcDjzAS5gmAi6E0mIWgVvUVxQZFJGEhUlxtIKsJNBj8fD2L5L7OoODF9YDvp0\n", "2ixMqUGuKEsRbkg7MGqzcGAkGPHJF7R6HSZXK1Z8s3WlqGdg0BM6MdZ6MoNa9tmitV+zcWCUOm3k\n", "MwlHJQzr7AJAd3fJpYBhdO2fngBPALhmKduWV6ttcD75n3f7ie2+zGnFX12xIOX9S6ljNV0XDrUM\n", "jL7uDnKbL0XQ4v7eKdVV9GMaAgZdPnLpgnKSf2M0tMCnt9tFJrRnkH8BaDgwwum7kBh5DNAB08q2\n", "o9PBCNlXAkCyHQDWrUCLQEoHRgJBEIiokKCu1JFU6paNA4Nun7ohLnoxuVMpyjb7J+XXaNQhYKTb\n", "B00KQTgXdHkzL33j6GfJkiV45pln8Mwzz2Dp0qWFHk7GmKk+3kxjAcw3Ho42idIQM2C2743ZxqMH\n", "LmCYCLXQL6dVSFpZyiTIc2g6hIjCcaGcDDLtOTVCPL15LB9JwAQkCJHbAAAgAElEQVR5Up1IJEnK\n", "OgMDAJZXyxMAejWQzcBI/x4vaSlnUv3TuTb0UGJnV6T91CSkON56Mhc4rALUnjobAQNQlJHoCPKM\n", "iBIJwgPmlgODFjAWZzAJWFbtIsdyOCph+5nkbJV8cmrYh2eODJHtT21q1syXSMDkYKQRMKZDyU6i\n", "Iqt8jkrlwHiJcl9cS+VxnB72JZ3nAOSlfAQA6spyG+KZSYAnwDqoSBeSaH4dGNUuO6ri509/WGTc\n", "Avt6p4iTZEWtizlnajow/LSAwQqsDYoWpWolG/WUQ29oJkMBgyrdXB93HrXWsh1WtOgzsAMJTa4F\n", "DFGS0O2Vn5c7MIxn1apVuPPOO3HnnXdi5cqVhR4Oh8PhzHm4gGEi1ASMZndRUhjYigxaqfaoTBrp\n", "C8K2tja2hMSpJWDom9wbQTmdg0FNYKeCUZLPUGSz6C6nuJJyTrzdPUlWCNkMjPRiRJHNgksXlFOP\n", "ye5zUc/AkA9JXyjKtlDNoftFEARVF4beMp0EC7JspUoLZgAb5Gc0RmdgZLOK+d5V1eTfL54cLVhC\n", "fUSU8N2d3WSSeWFTKW5qrUr7OKYsK00Ip5qAceG6NeQ2X0h9P3v9YbzZJa+gfOjCBlK6EYxKaB/1\n", "J90/UVpiEYDLWsqRK5TtOtOV0eilY5wO8NT+TrEOjMy7kBh5DAiCwPw2nRyR3TF0+Cp97gRi5097\n", "XD2dCkZJ5g8tXruL2PNQcmBnsuNBb3mPLxQlAoUAYF29igMjhYDRP8WGeGZKun3AlJDkQMAYmg6R\n", "c6y7yGaoIM+Z2xj9GzkbzDQWwHzj4WiTCOU0A2b73phtPHrgAoaJqFKZCLeoBAEuqSomlui+yRCm\n", "gsmr1Gq1ssogT5+yhERFwBjPYweSBFrdGYZnWPeF3jT2lbUu8hlPBCJkkpPNe3wPNblbXpO+XCBT\n", "lJkAbIBnbg9XtRyMbB0Y2dZtj6t0y5krLowuHR1IEly/tJJMLrvGAzg+lLrTQa546tAgKVdwWgX8\n", "ddvCjI4vthNJ6v00o9KFJJMMjG2nx4jLYnWdC0uqirG6Tp5UKstI9p6bJDkGa+pKmPwEo7FaBCZM\n", "2MhOJJLEijNLUpQl0SUicohnVPXvuYQtt4iNXZIkVsBQCEoWgW15mnBhTKR0YDhSbgNsieHITDgp\n", "A0rJsaEZIuAtqSoi35tW6j11jvlVBdVQVCSlcgKAeh0hnuloptwcuXBg0Nk93H3B4XA4nLmA4Vc1\n", "fr8f3/zmN9HX12f0U5/3qDkwFqhcUDisFsaiflaxAgmwLVQT0KvbSRkYKiUkygDPTNwJRlDOlJDI\n", "Y2TyL7KYWFsEgbGTJ1Z1s3GZXLHIjb+/ZiE+cVkT3r+mVvdYgAwyMMJRRQvV3OaPFKus0urNGUlA\n", "d87Rs2o47k/OEciVgGFk7R/dgcQqsEGmqXA5rLhuqdyt4aWTI4aNSY1wVMRLJ0fx09295L+f7O7F\n", "r/cPkPv8+cWNGYcQagXjqjGtcHwBwMkjB8ltahkYkiThRap85L0rawAAq+tKyG3KIM+381Q+kqA+\n", "i6yFTBjzR8j5r9huSTkpLralDvF0agTKGl3/yroDY/ulfcyPMV/sGC53WhmRIwFT7pEQMBgHBnte\n", "zqSExGGzkPO5KMVEjFTQ+RfrG+SMjhKHlTjKohKbS5JgcCpERLPaUjscOkKdC52BwQivXMDgUJip\n", "Pt5MYwHMNx6ONjwDQxuzjUcPhgsYb7zxBm6++Wajn3ZeoCpgaLRipFeFzqjYWlUFjKQMDFbAKLJZ\n", "4Ij7ocNRCf6wWJAMDEbAoB0Ys8i/SHDVYlbAmI1Ic9OKatyzod7QYFPlirRyH+US5fsodVizfk16\n", "Aq/2XdRirjowmA4k7iJdXWnoMpLX270psyBmywvHR/C9nd146vAQ+e/pw0MkqLe1phh3rqvL+PlK\n", "HfKxmq6ERC3Ek9I/VN/3kcEZ8v0ptltwbTz4dE29LGDQHZvCURHvnqMFjNyVjySo0wihnC1M/kVl\n", "cVIpIY2qAyODEE+joX+Xzo76EREl7KHyhi5eUK6a40OXgKg7MJQChqKEREPc0RPkeZjKv1B23qHf\n", "l1oORrblI5lQ7bKTbj9TwajhYb+MA4MHeHI4HA5nDmDoVc34+DhcLheKiviPYDZUqwgYLW71z5IO\n", "pDyt4sDonUzOwKAngsoMjFKHFYIgsC6MYKRAJSRUBga1Cjcyiw4kCS5oLCOW/b7JIDrGAuSCUEDy\n", "hXIuUas9U7ZRzVcGBpBcQpJt+QgANFHC28BUUDVoUY0xn/EODH84is5xf1K+hJG1f9mUjyRYVevC\n", "kvhjghERr50dT/uYV8+M4aFX2plV40w4PKDetQMA7BYBn796oa6g2DIdDgz2fBM7zq69chO5jXYb\n", "JaDDO69fVklEtqVVxURsHZwOke/N4YFp8jwNZY68rCjnyoHBdiBJ/T6YDIz4+w9m0EbV6PrXymI7\n", "yc0JRSV0jftT5l8kUBOBUjswlCUk6qJBpjkYgYjItH5d31DC/D1dJ5I+qgOJ3haq6faBoGilSosl\n", "s8UfjjICIHdgcGjMVB9vprEA5hsPRxuegaGN2cajB0MFDI/HM6c/jEKjJhA0azgwlqdwYAQjompL\n", "P68/tQMDYC8UJ/wRxp2Qr3Avt5YDY2b2DgyHzcLUYL90cpRYf8uLbDnr8pEpyjaqbKeY/GZgZBvg\n", "CcQmTFWUfXs0jX07gdEODF8oik8/exKf+u0J/Ord/qyfJx2ds7BhC4KA966qIdsvnkhdRnJkYBrf\n", "er0Lb3VN4Csvn2WOi3TQ992ypgafuLQJn7i0CZ+8rAk/2LICy6qT7f2poEtI0rVRVQvxpEU5XygK\n", "kRKZ/OEodrbLYs6tK+XPyG61MKviiRwMpvtIi1t3Tk421FHnIiMzMDoz7EACsMeuP5JcQlJky634\n", "SbOiRp787++dYibIF1PtU2noEhI1B4Yyx6TYbsXauAtnaVWRan4UwIqwqQSM40MzRGRdVFGU9FvH\n", "hpOqODCo0o5GAzuQJMhFGcnQdAiff+E0euIOJ4sALE4jlHE4HA6HYwaymhGNjIzgkUceYf7r7u7G\n", "4OAgnn/+eXg8Hhw5ciTlc9B1Nx6Ph297PHBYLcyKZpXLhhKHVfX+Ayf2k7aXPRMBvLpD/vsLr78F\n", "NRITQY/Hgx/96EeMgHH62GEAyS1MvSoOjFx/Ht2nj1NjjpK/0xkYg52ns37+6oBc77+Nal1Zmaf3\n", "l9hO3Eb/O3WIpzWn41GWkCQu/rN9PnrysO2tdzJ6vFoGxpHTHVm/v1fPjpMMjtfbvczf1T7/bLcP\n", "tMuZP4HBTt2PLxk5CXvcUXBm1I+ntr2pev9gRMQ3Xj5J/uYLi/ja7w9i587MXo+eYN+9vh73bKxH\n", "09RpNE6eJqKonvdfynxfIynvT59vju7fCwB4681dsAuxiaOEmHsgcf/O8QDpOlTtENEaD8tN/J3O\n", "wXhl30lIkoS3u+Va18vj5SO5Pp6Huk6Rfw9Ohw17/vYxWRSbOpf6fPfO2/I5PxgRsXOnhxEwDr67\n", "R/XxymPBiM/DMSO34v3tkWG5fWqNC5XFdtXHD3bI3+kzfaPweDxM/tHJQ+8mvd4/v2cpvnjtImyt\n", "GsOuXbtUx0M7MBLnAbXXf373MbJdg6mkvw+fOoCEFNY97md+bz0eD450yuLoZK++89WPfvSjtPcX\n", "p4bJ9luHT896fz3+ypv47O9OMvlZ913YoLl/zudtjjZm+pzMNBbAfOPhaMMzMLQx23j0IEg56Nt3\n", "7NgxVFRUoKmpSfXv27dvx0UXXWT0y54XfPK3x4kdfWNjKR5+X2tG9/3eba1Y2xCr293RMY7/t70T\n", "QMxqOzAVm7Q0lzvxi3tibQs9Hg9+2luJ/vjffnH3ajS7i/Ct1zrxatzC/vfXLMQTBwdJDfp/3bkq\n", "7UqgEZwd9eGBZ2MXtIsqi/DTD6wGAHz0yWNk9eknH1iFxSlS+VMxGYjgnscOQ1nVcGFTKb59q/bn\n", "bTQeT7JjqXciiI89FbuYri914KYVVXh0X0xwue/CBnzk4sacjef7nm68eEK27H/i0ibcs7E+6+f7\n", "xvYOvNEREw2+eO0ibM6gLeffv3AahwbYsohbV1Xjb9oWZjWGzzx3krQ+tFsF/P6jG0mWgNrnny0f\n", "fuIIcT1l+92kj73bVtXgc20tSff52Z5e/O+hoaTb/+nGJbh6SUXS7TShqIjbfhELzbQIwAsfu4B0\n", "M8qWN7u8+OdXOgAAm1rK8fWbl6neT5Qk3PrzA+SYe/Hjsdf2eDz4z+4KjMZLQB774FpSHrb9zBi+\n", "/XoXAOCqRW489J6lzHN6Orz42vbYa6+rL8HftC3EJ34bEz+L7RY89eH1usIUs+XcRAAffyr2uvWl\n", "Djx679pZP2dElLDllweJK+CZ+9ejlOrOpMbtvzxIykZ+95ENuOvXh0m2yfMf3ahaRmLkMZBgf+8U\n", "vvTSmaTbU52/BqaC+PP/jZ33qopteOyD63Drzw8Qd1zi+6KXfb2TePClswBi4bo/2LKScVMAQOe4\n", "H5957iRC8c/qyzcsxjVUsG6CTz59nLRK/u5trVjXUKr6t//cupJxB6Ujk33whxMj+IGnBwCwubUK\n", "X7x2UcbPr+TlU6P4gacH4fh3yyoAn72qBbdSLrD5xL59+3DjjTcWehgAzHdtnIvzQ7aYaSxA6vEc\n", "7JvCF15MPgem46HNS/DVbR15e1whXjPbx333tuWIZtmlfNofwFdfO6f7cQ/fuhwbm9Rdg9kyl77H\n", "hUDP+Tj1FVEWjI2NwePxYPHixZoCBkebqmI7ESW0AjwTtFYXk/ueHvUTAYNuW7muvoQIGMoMjO8/\n", "eohsq5aQBCLMYzLt0DFb1EpIJEnCCFNCkr1Nt7zIhg2NpTjQx06U81Uik0DtpEGXifjC+W2jqszY\n", "mE0GhvLxmYYbqnYhUSkryYSzoz4iXgCxYNoJfwSV8awZo07avlCUiBd6OpAouXVVNREwXj07hrs2\n", "1DHW8VMjPjx1WBYvWtxOYv/+z7d6cGFTacpJLl3GU1Vsn7V4AWQe4ukPi0S8cNos5LXb2trwi6eO\n", "ISGb+UJRIG6soG35arkCq6kgz1MjPng6vWT74ubyvIgXAHsuGp4JISpKsy5F6/EGiHhRV2pPK14A\n", "sbKthIDhC4tEvBAAEgKpJBcXLq0abaW18i8AoKbEAYsQKzcb80cw5g8T8aLMac36u7qxsQyr61w4\n", "PuRDVAK++VonHrljJXGbhSIivvlqJxEvllYV4fJF6vXSrbUuIlKcGvERAUOUJCaXwugMDOVz9ukI\n", "RVby+2PD+Pc35Qv5cqcVX9m8BBsajb1I55wfmGliY6axAOYbz/nORCA6K5HGLJjte2O28ejB8Cu8\n", "qqoqfOpTn8JNN91k9FPPC2qoeuoFGgGeCbRyMOiuD6vqSkipyXQoinBcwpQkSbUmnRYPRn1hUtdu\n", "EYCyDC6ijaDcyQoYkiRhIhAhF5kuu2XWHTmuUGmvmC+BJhXJXUjy10ZVuUJrpICRabihkRkYtJsk\n", "wZCOvIhMoVP8F+jsQEKzvqGUiJa+sIhPP3sCO+MOlnBUxHd3dBERYGNjKb6/ZQWp/R/zRfCzvalb\n", "V9Mi0mz3bQK6hCRViKdaB5IEytyXBH1T8ngbVSaF1S47KREIRSU8e1S22V+eh+4jCZw2C+nQJEog\n", "bpLZ0K7oQJIJ9PFLd49y2ix5yQJJUOq0JYl4ZU4rVtZquxJsFoH57TszIr//2QQrWy0CvnTdYpIR\n", "0jsZxI/f7iV//9nePnTEFwEcVgH/cP1iTeFLK8hzzBcmv03lzuw7N6Wi2YAMjHF/mDlHLK4swr9v\n", "XcnFCw6Hw+HMOfKzRMXJmM2tVbBbBZQ5rbhuWbKNlWY5Fbh3ZlS+oKIdGC0VRQpBIDaReG3nLjIZ\n", "clgFMulyU5N4emJW7sxfwKXDZiEX41EpNpljOpAYMPm6clGy3V5PC1UjUKs9s1vlVrax1Uj5fee6\n", "C4nS4TGbEM/Y4/U5MEIRUXUVPxsBIxARiZuBhg63pT9/UZKws8PLZChkSpc3+w4kNIIg4P9c3kxW\n", "m31hEV/f3oFH3jqHx/YPkEwEp1XA3169EGVOGz595QLy+D+cGGVaQSoZZrr4GPNdp0M8UzkwtAQM\n", "j8fDCHN01x3WgaF+zK+uk8+BE1Q3ITqoNx/UG9xKle6Isaw6MwGDDvKks4u0OpAAuat/VZZpXNxc\n", "lvb3gz5f0K1Ky2cpnDeVO/FXV8jHyUsnR+Hp9GJPzwQjen1qUzMWpRCLaAHjxPAMCZylO5CoCW3p\n", "yGQf1JTYSUaONxDJqtXyo/sGSIeeFrcT3799heEtXznnF2aqjzfTWADzjYejTSRibOvp2WC2743Z\n", "xqMHLmCYjAubyvDEh9bh8Q+tU22rSkNf2HaOBxCK24fPTdArwk6mu4k3EJvEBKPyxSS9YuSmLhbp\n", "1pD5dieUF1GtVAMRwydf9WWOpIlBvtrEpoPeH3ToYq67kBRRAolVmL2gk2kLwwR0xxs7ZXnPRsDY\n", "2TGuepGvNY5Xz4zj69s78JWX2/FSmi4gSmbTQlXJZS1ufO/2Vuaze+7oMH5zYJBsf+SSJmIpv3px\n", "BeM2+P7OboQ0CkXp926ECAgo26hq7yc1t5faNr3P2M4O6hMtOsgzwao6V97FSLqMxIhWqieG5M4d\n", "au9RDVqooJ1MzhQCRq5QZkBkIijR33m69MttwHn5Pa1VuJbKiPnezm786xvdZPvyheW4fXXqDIhl\n", "1cWwx0WYvskQfh3PJppN+UimWASBERv0ujC6xwNMd6NPbmrOuaOPw+FwOJxcwQUME1LmtGVUv13i\n", "sBJrqSgBHeN+TAYiJL3dabOg2mVnLLiJC9u1F1zMPE8C+mKRFg3yPbmnV90mAhFFC1VjJl/KMpJ8\n", "izRatWeMgDFTGAdGbalj1o4b2sExNB1CurzgMcp6v4CaCEwFo4gqE1fT8BJVPkILgXQJCf35H+yf\n", "Iv/+7719TPvedHTNooWqGitrS/DIHStxpUot/qpaF+5YW0u2BUHAZ65sIavvPRNB/PZwcsgnYEwb\n", "YiVFNgspUQtGJU3xhC4voV0bbW1tzPcukfniD0cxFj9XWQWgTuOYX1OfPLm/XKU8LNfUK77rsyEU\n", "FZnuEKsyFDAYBwb1/S1KkZ2Tq/pXZbnIJc3pBQzagUGXaLgNKF0UBAGfa2shZSpTwSj5jKqKbfj8\n", "1QvTltk4bRbcub6ObP96/wDe6ppgxITGMv2/TZnuA9qFpFfA+OmeXuK4vKCpFJvy7FDizE3MVB9v\n", "prEA5hsPRxubzRyLk4D5vjdmG48euIAxx1lOBaadHvEz+RfN5U5YBIERHxKr2Vorolr1xvkOuFS2\n", "c82F/f2qxexEJ9/vUQt6f0yrtFHNFXQbVa0Jox5KnTYyOQ1GpbROCnrVuKbEQVb3JQBTKVb3lXR7\n", "AzgyGFvBtgrA3RvkScewxuSyn7KBTwWjeHRfv+r91OjyypPN2TowEpQ5bXho8xI8QJWU2CwCPn/N\n", "wiRhqa7UgY9dIgcmv9mlXgZDl88YlYEhCAKTjTOjkYMxo9OBQe+P+jKnppi2tKqYlFwl2NSSfwEj\n", "m8BaLc6O+kmHiKZyR8YZEEU2+XOcoErPUpWQ5IoVNS5UuWLjvmRBGQnOTQXtwKAFGCMcGEDsmPrS\n", "tYug/CZ94dpFGZ/7P3pxIy5skruPfPv1Thzok8XPXDkwlM+tR8DY3zeF3T2TAGLlVZ+6rDmvmSgc\n", "DofD4RgNFzDmOK2KHAxl+QgAVBTJF2eJ2ug9+5M7kACpBIx8l5CwuR30xLPGIAfG0qpisqpltwho\n", "MGhSlylatWdaQoUrxyUkGxpLyf6/YXnq/JVMYctIUocb0h1IKottSR1xMuWPJ2X3xeUL3cxqsFYG\n", "Rt8UOyH4/fERdFBBilo8e2SIPKfNIqA5TfCuHgRBwB3r6vCDLStwx7pafOOWZZrtWa+h7PHnJoKq\n", "bhfagWGUgAGwmRZTGrX506kyMOx0BkbMwdE3lT7/AohlxtDZBHWldiypMm4fZAqdgaEsIZkORtK6\n", "j2jo8pFVtZm5LwDWacE4MAqQgeG0WfDd21bg765ZiAevW5zRY7S+k26nccLtxqYypjX0B9bV4uIU\n", "3VGUWC0C/vGGJeS85guLOD4ku0UassiUyHQfZCNgiJKEn+6WQ0s3t1Yx4d8cTirMVB9vprEA5hsP\n", "RxuegaGN2cajB/P4ajhZQTswzo76GbttQsBwqzgwgpTTmxYwSh1W0s6OpmIWSfDZkFxCYrwDQxBi\n", "CfVPHRrElYsqGNGkkGil2OfagVHisOJ//mwNxnwRNKdp4ZspdaUOkvI/NB1KCvejoR0YlfHSp4Sj\n", "aCKQWWhdKCrildNjZPu9q6rTro6HIiLTYhSIff8feescvnPrcs3Vyh0d40xHgxuXVxrSmlRJa40r\n", "KVNASWVxzO3iC4uYCcXs8cocCCYDw6BjCFAEeWo4MLQEDEDLgUHb8lN/F9fUlxDHzaYWd0FWl2nH\n", "0nBc0BqaDuHfd/Vgd88kLm4uw7/csiyjsZ2gyicyzb8AlF1IMhMwcklTuVOXI6FBo/zCKAdGgo9d\n", "0oimMgdEALesqNb9eHeRDV/ZvAR/+/tTpPtIglRi22yhP8veDAWMbafHcCZejuS0CvjoJY05GRuH\n", "w+FwOPmEOzDmOHQnkvYxPzoVLR0BVnxIXNguWNpKbqMnFFaLoNouNd+heEyIZzCCkRnjAwiB2ATh\n", "K5uXYnNrlWHPmSnaGRjqh2U+QteK7VbDxAtAXytVpQOjPAsHxttdE+S+tSV2XNxcjqpiO8lp8AYi\n", "CMbDbhOf/8BUCIlpiMsuZzoc7J/Gzk6v6uscHpjGt1/vIo9bU1eCz1zZktEYc4EgCMx+ozsRATFh\n", "IOFucFiFWbWmVMK0Ug2p76cZqgSIFiza2tpUu5D06+jssGVNLZrjk+V7NtSnvG+uUH7PXzg+gk/9\n", "9jix7r/bO5XxpPM47cCoy3y1nHZgjGcoYJip/lWrbM3I7yoQC8R876oavG9VTdY5P601LvxN20Lm\n", "NodVQFUGpTJKMt0HelupBiIifvmOXAr3gfV1huVHcfTT3t6Op556Cs8//zxCIePbeecCM50fzDQW\n", "wHzj4WjDMzC0Mdt49MAFjDlOeZGNhCWGoxL29cr1uM2khCR5IkjXqitX/NUuGPNdQqIsHxjJgQPD\n", "rKg5MJxWISer+7lGTyeSMR/lwCi2q35v0/EiVT5y84pqWC0CrBaBuXCnSykAtlxhRa0L718jh2T+\n", "ZHcvAhE2mLJr3I+HXm5HOL76usDtxNduWlqQbg80C6jylXMKAYN1XzgMdSnodWCUOJUODPlzSzgw\n", "Mi0hAWLiwc/vXo1f3L2aKeXIJ2VOKwnRDERE/HBXDxGMEgzPpC6hAmIi3sBUbF/ZrQKWVmXWQhVQ\n", "ODACVAZGihBPM+GwWVSDlI0WMIxic2sVtlKBui0VRbDk0P1TV+ogvwFjvgj84dSutJdPjWIkHoxc\n", "WWwrmLjHAbxeL/r7+3H33Xdjy5YtcDi4kMThcDizYW5c2XBSQrswgtRkK7Fio9ZG9UR7J7lNubKv\n", "KmDk+SKSdoF0ewMk1K7UYWXCJucyWrVnagKGVlmJ2anVIWB4KQdGVRYZGJOBCPbHBTwBwC0rZXt4\n", "rUqXiMTnryxXuP+iBvLaQ9Nh/GxPL97unsAb7eP406lR/N8/nSUT8spiG75xyzJTlB/RK7S9VBYO\n", "oMy/MFYALHPI731aIwNjJiSfl1JlYCTuR++TTMoQBEEoaDChIAhpg2+VZUpqnKDyFFqrXbBn0I0q\n", "AdOFJEMHhtnqX9VyMMxwbGnxqU3NuH11DRa4nfhYluUZme4Dq0Vgymxol5IadCebD6yr421TC8iB\n", "AwdQUlKCZ555BqdOnSr0cDLGTOcHM40FMN94ONrwDAxtzDYePXAB4zxALZTLXSRb8N0qJSTBqHyx\n", "X6JYoXMXJV/o5LuEhB5DO3Uhdr67LwB1sWKuXnzW6yghGfOzDgy9JST7eqdIScfquhJmMkRPLpVh\n", "ov1T8riayp0oddqYycjvjo3gKy+34xuvduLfdnSTxxfZLPj6zcvSZjTkiwVUCUmyA4N2MBm7+leS\n", "gQNjJqReQqLc9oWjiIgS810xy+ebDlposQjAvRvrcfvqGnLbqC8DAWM4u/IRgO1CQmczFCoDIxvq\n", "VQSMfIvnerBZBHz2qhb8/O41uCwP3W/0BHnSIlYuu6Nw0jM0NASv14s777wTp0+fhiiqt5sG2AmF\n", "x+Mp6Pbhw4dNNZ65tq2XQky08/2aZhIT0jExMWH49+Pw4cOGPt/5Nh49mPfKgJMxrdXJNmN6MqPW\n", "RrW8pg7wjgNgLeCAugPD6CC1dNAhnrQV28j8i0KjnYGhImDMUdeJnhIS2oFR6bLpLiF5t3eS/Pvi\n", "BWXM39SCPBOfP+PAiJcr3LyiGi8cHyEBeEosAvBPNy5hOmAUGqaERDG5obv4GNmBBADKNNr+0miF\n", "eLa1taF7XHaLzISiGJoOkRDhape94KU5mXLPhjp0jPtRX+rAX25qxvIaF54+PET+PpKRAyO7DiQA\n", "68CgSfX5ma3+VfndtFuFOSXAZIOefaBLwKDKiPJdAspJ5pprrgEANDc3Y2xsDDU1Nar3o78Pyu9G\n", "vrcfeOCBgr5+qs/CzOM5SLVW1kMhshry/Zpz6T263W5sXG3s8Wim49uM49m3bx8yhf+qnQeoOTBo\n", "AaPUYYVVAKJSTAwIRURmpTRdBkax3ZL3i0gt23DNfHBgqIgVuW6hmisqXTbYLAIiooTJYBT+cFS1\n", "BMgflkMm7RYBpQ4rE+SaTsCQJAnvUvkvFzezrRHpiVFSBgZdrhBf7bdaBPzfG5bgJ7t7MROKwmmz\n", "oMhugdNmQbHNgquXVOCCJlYkKTR0iGffZBBRUSIhhfR7NtrFRAugU0H1/TRDCxhJGRiUAyMUZfZH\n", "Yw67OhjN2oZS/M+frWVuq6ZCHUd9qQW8qCjhZJYdSABtpwlsKYwAACAASURBVMVcEgCUnUjcRbaC\n", "lgaZDT2dSGgHBhcwCsuKFSvQ3t6O5cuXY3x8HGvXrk3/IA6Hw+FoMneubDiaVLvsqFJcoNCTGUEQ\n", "GAeFNxBB/8g42VZOmJUChlqwWq7REjDOpxR1PRkYc9WBYREEZsI8PK2+Cq282BYEARVF8uPSCRjd\n", "3gBZ4S5xWLFS0a61TiMDQ5QkDEyrd7xodjvx1ZuW4l9va8U3blmGf7pxCb547SJ89qoW04kXQOx9\n", "J47VcFRiRAumhMRgBwbThUQrxFNDMPV4PIw4NxMW2fyLOVI+ogUtuKZzYPRMBIiIV1ls051Voilg\n", "pDh3mK3+VenAMGuAp5Ho2Qd0oG16BwZ1Tp0Hn+P/b+/ug6M47zyBf3veNBqNXoCRBHqzMGDLBocA\n", "PmP7WOIElhAHY8yx3s36qOxWuZIze7t3+0cqqcte2am7vaQOV3brarecq6uNb++STYpzbOPYhDVQ\n", "dwoysTFgMJYMwRaxMQK9IAkkodeZvj9G0+ru6Z7RjHr66Zfvp4oqzTCjefQ8z3RP/+Z5fj8n+/zn\n", "P4+zZ8/ilVdeQTgcRjjsji9inHR8cFJbAOe1h8w5aduK0+aN09pTCJ7VPGJlIoaTV+aW0DdVRTX/\n", "XxMNK1UehidmMKnagplvBYb6QtIu0VAAZUEJk6q93ABzYLhRXTyi5JnoHZ1Cy6Jo1mPUZR8zpQg1\n", "STzHc5+A1Ksv1jXEs8oj1prkwBgYm1aqiVRHQ65NlprRVB3F0PgogHQejKWzAYC+sdJtIdFUITHY\n", "QiLLsrYKia6Po6F06dqUnE5CfOWmegWGywMYqhUYA3lyYKgTeLbVVRS88sBsC4mbVmDoc2D4IYBR\n", "iMZ5rsCYmElhXLWize3HNS/Ys2eP6CYQEXmG5Z9s3Fjr2gtW6vJgqFdgAAYXg+G5x+vLGmYFMAQt\n", "PzVaheGPHBjZb0t9olU3mU8iz0FV/ovMt4WaLSSTM5BlOet5Gac/U20faarK+n9NDoyxKciyjE2b\n", "NukqkLh/bqm3jl2dDQSkZLmkZYjjqnw1RgGMiZmUktMiEpQQUVXW2LRpEyRJ0qww+ujG3IV8vhKq\n", "TqfeQjJ4exqpHHP4Q1X+i3sKTOAJaJN4au93bw4MPwQwChmDungEmdjswNi0puqYmjqfUHU5t+FQ\n", "cZx0fHBSWwDntYfMici7YcZp88Zp7SmEpVdFrHUtjjoPhoTsrOP6Uqqab0TzbCFxVADDByswjFZb\n", "uHULCaDLP2ESwBg2WIFRHg6iLJj+4D2dlJVvFPWmkim8f20ugLG+MXt7R0UkqHwLOZ2UleXVPSPG\n", "20fcqlFTiSSdHHNofAYzsxGEyjLryxBX5tlCMmaSwFNN/Q2xuuqQWyqQmImEAqicDRCnZO0811tI\n", "Ak/APFDhliSoQHoeqOeIHwIYhQgHA5qA8LUR41UYmi157EMiIvIYSz/ZuLXWtRfcXRtTvplpqi7L\n", "+tCq/hAzND6Ts6yhvuKIqA9A6kokGQm/5sBw8RLguvmswLhtnDFfPRdvmiSI7Lw+pmw1aqwqM73o\n", "rdPl4ujo6NDmW/BAAMOolKo6aFSKHDIVeaqQ5No+knkPxFQrjNRVh7wwJvPZRnJ7KolPhtMBp4CE\n", "oqrbRM22kORYveXE/a/1qpVQfghgFDoG86lEosl/wQSeVCQnHR+c1BbAee0hc8yBYc5p7SmEpQEM\n", "t9a69sLti++dxDc3NmLN0gp8oWo46/+He68qt9/77SdIr9NIf2v3mxNvaR7fefok1AavfSrk71Nv\n", "IQCAqrIgoqGAI/q7lLdP/uYEgpJ2qfm1Ty87pn2F3u773cW5n0enDB//4eUryu0h1XxTB7EyeTD0\n", "zz/4Tpfy84amStP2qAMp7afOAYDhFhLR/bWQ2+rcN5kAxq9Pva/cVxcPW/76Z999W/l5bCqJXx/X\n", "/v+Jd99Tfo6XBQ1/38zE3OqDjIpIEJUmj3fT7cDUqPLzjbFpw8f/4v++o2yzSURSOHPyNwW/ntkK\n", "jAsfvO+o/sh3OzQ5t5qqOhoS3p5S3z5//nxBj5fGBpWfe25OGj7+3fc/VG5P3Rp01N/rtNtEROQ+\n", "kpxrY7mJgYEBHDhwQHPfjh078Pbbb2PPnj0IBAI4e/YsmpqaDGtdHzt2DOvXry++1VSwQxcG8Lcd\n", "6YvEdQ1xvNeT/lC9JBbGz/54TdbjH//Hc8qS/e9+qRVfuHORfY2d9XcnruC1rgHl9ool5XjhiTbb\n", "2yHCkz85r/kW7duP3IEtKxcLbFHxrt6cwJ/+n/QH6rp4GD/5o+z59tyRbpz45CYA4K+2tGLz8vR8\n", "+w+HP8Kp2fwW/2nbndjYUp313GdeuYCPZ7cdfO/378RDd2Q/BgD+21tX8PqH6fn0bx5sxO41dfiz\n", "Vy/g0kD6uT/csQprlsYX8qcKN5VMYef/PIeUnA5R/vJP1uKXHw7gv7+TDmA+dk8Cf/4vmy1/3Sf+\n", "1/vKVpGX/vV9mu1f73x6E//xzW4AwP1Nlfgv21dmPf+v/vljTRJiAFiVKMff73L/+/2Hv/4Uh397\n", "AwDw5w834bF7a7Me8/Nz1/Hjd68BAL5y9xL85e+1FPw608kUvvriuaz7/2HPPWiuyU6c61SHL97A\n", "D49/ioAE/MOee7PyOfndL873Ke/nHW0J/MWm7Pezej7tua8O39jYaGsb3eTMmTPYsmWL6GYA4Gdj\n", "rzjXM4JvHfqo4Oc9u3U5vnf0cv4HWvQ8Ea/ppr9x/6MrsdaBFee8rJDjcSj/Q7IlEgns27cv6/7B\n", "wUHWunYo9TJSdfZysz3p1dEQxqfTS8+dsoVEvRTb62KRoCaA4eYcGOptCwNj00im5KwqIUOqpHOL\n", "yufGWbMCw6CU6tDtaSV4EZSAtcvMAxBGpVSv3fJWDozI7B75ayNTkAH0jEyWtAJJRjwSVAIYY1NJ\n", "TQBjtMAcGBluL6GaoS6lesNkC8mHugokxQgHAwhKgK5wk6tyYADAl+9ajOaaMtREwwxeGGjQVCKZ\n", "MHyMviw1ERGRl1j6ycatta79QF0KtV9VRtKsvNrKJek92OGgZFj20g76JJ5eqkACIOcyVn0lEqPK\n", "JG4RCQWwePZDdEqGpiJGhqaMqlkODIMAhrp86r318Zy5Qup0pVSPtHcoF9dlqja6XaMuD4Y6B4Y6\n", "iGMldSnVEV0eDG0ST20fZ94DMYM8DV4IKAFzSWkB4wCGLMu4uMAKJBlRg0BnriokTlxKL0kSVtfH\n", "fRO8KHQMllUZl4RWYxJPsoKTjg9OagvgvPaQOebAMOe09hTC8jMba107kzoZmvoLupjJhfEzDzWi\n", "uaYM9y2Na74Rt1O1LgeGHyqQZOgDS25egQGkv/kfnP1Q3Ts6pUnUJ8syhjRJPOfGWf3h2yiAcebq\n", "3LaDDQbVR/RtyOgfm8JgbG7uL6uMeKbUYFN1VNl2c/XmJPo1JVRLtwIjY1SXbFVdmcQsEGcUSPVK\n", "AEO9AsMoeNc3Oq28N2LhAJqriw8Yl4cCmoARkDuJJ7mPdkVbuiS0/tilXr0n6vxNZKWKumac6xnJ\n", "/0CdeCRomFx6PuriEc+ch8j5rt2aVFYHF8qPc5WheZ8wW0ZqtgKjtiKCP72/oZRNyqtSt4WkVBdf\n", "ouSqv6wvbevmKiRA+uB6oT+9TF5/gB6fTilVRMqCkubb+KocAQxZljUrMDY0zT+A0Tsyhbo19wCf\n", "/A6Ady6WAX0lkglNf5dqC0llmXklEk0VkjLtPM68B4wCdA2V3ni/56tCcnlormzsqkQsa3tVIfTB\n", "ioAEhHP8PjfXgPeKQscgFg6gPBxQjpsjk8ms1YrcQkJWcNLxIRBfbGteCSCdA8Hss4GT+oZyC4Wc\n", "cwzMNW/6RqeKmuNA7rlabHucjl/N+EQsHDD8IGu2J90J9CX0/L0Cw91vVfWFsz6Aocl/EQtrvk2s\n", "zhHA6B4cV7aeVJUFlW1PZpbEwkqp4eGJGXyiunD0ysUykC4lm/G7oQmljwJSug9KQVNKdXL+W0iM\n", "np/hlaDSEtVxa9AggPHp8Fweg5YFJtvUbxeJhgKeWVlEaZIkaYNiBqt6hseNy1ITERF5gbuvimje\n", "JEnS5BPIMFuB4QT6JJ7+yoHhrRUY9erVD7oAxuC4ermzdsxzbSFRr75Y11iZ95vrYEDSLOfvuNij\n", "/OyVi2UAmooTlwbmkkMujoUX9O1+LurVUvoARr8qiah+P76SA0O3tSQc1I6Vm1VHQwjN9vvIZBKT\n", "M9ry4ldUAYyFVgvRr8DIlf8CcPf+V68oZgzU58KB29rjaUqWNVtI9F8EEM2Xk44PN2/eFN0EDSf1\n", "DeXGHBjmnNaeQjCA4SNGybwcHcDQ5cDwUxUS9biEgxIiQXe/VfX5J9TMKpAA+i0k2gvj05+pto80\n", "Vs2vHaptSJ+Nz/Vpg4cCGImKMCLB9AVzSpXwpq6EW7DUK7n0STw/uzlX9aipxrif9cehpfEIAh5Z\n", "ORCQJCyOzc1j/TfmV4bn+qfFpH/mK2sFhstXbpEx9WrEft18Gp1MKu/7ikjQ9ecOIiIiPZ7ZfMRo\n", "KamTAxjl4SA2NqcvTH9veQ0iLisHmE+uvWfqFRduT+AJaKtf9I7oAhi3C1+BMTGTwge9o8rt9XkS\n", "eGaov7lMYe4CeZlHSnYC6QvmRoOATG2JKpAA2iokY6oVGFPJlDLeErJLo5rlwPBSQAkAErG5eXdD\n", "9Y25LMuWbiEp1/VjvhUYbt7/6hXFjEFCFYzs161oYwUSsoqTjg/V1dWim6DhpL6h3NySA0MEp7Wn\n", "EM4ZVSo5o6WkTg5gAMBzv38nPh2ewB2CSrmKoh4XN5dQzajX5cBQZ87PtQIjXhZEQEqvJBibSmIm\n", "JSMUkPDB9VFMzyb+bKmJzjs5pdHjAhI0VVG8oLE6istDE5r7SpkEV7sCY+4C6tqtSaXqUV08YhqE\n", "1B+HvLSlB9DmwVCvwBgen1GSnMbCgQXnKMnOgeHs4zsVJ1dlm+EJ5r8gIiJvc/+VEc2b27aQAOm8\n", "BcsXl3tmObla7hwYc29NL6zAqIgElUSkk0kZt1Tf0g/lyIERkCRNfoXMKowz6uoj81x9AQB1BnkV\n", "6uIRJUeBV6grkWSUqgIJoF2Boc6Bodk+YtAmJQeGx1dgqAMTN1SJPD/V5b9YaMJNfQCjLJT797l5\n", "/6tXFJUDI8cWEq7AIKs46fjAHBhULObAMOe09hSCAQwfqTGoB+/0AIZfVasu2ivL3D9GkiRpy5iq\n", "lj3rq5DoabaRzH44P/3ZLeW++W4fAYwv4pd5bPUFYBbAKOEWElV1EXXZ1Kt5AhgZ+lVGDVXeGhOz\n", "Uqr6AMZClWcl8XT/sYOyqbckDehyCqkTeHIFhnOMj4/j+9//Pnp6evI/mIiIcmIAw0cMt5B44Nt9\n", "t8q192zN0jjuratANBTAY/fW2tiq0tFsIxlRBzDmPnAvNgiyaRJ5Ts7gxu1pZXtEKCDhc8vi826D\n", "YQDDY9/2A0CjQbCgpFtITFZgXLk5d4HeWJ19ga7kwNBvIfFQThJAu4Xkhuob8yuqAE9zjgDPfBWa\n", "xNPN+1+9orgcGNoVGLI8l613WLOizT+Jr52uvb0dX/7yl0U3oyBOOj4wBwYVizkwzDmtPYVwzqhS\n", "yRl9GxP3wLf7XhQMSPibx1ZhOiV7Jou82QqMwdvqHBjZc7RatwLjzNjc6ovV9RVZiQvn24YMfWJJ\n", "L2gyCBaUcgtJpSoAUcwKjEgwgMXlIQyOzyAWDnguJ4lmBcaY8QqMhSbwBIBogUk8yZ0qy4IoCwUw\n", "OZPCxEwKt6dTympKzRYSrsBwhKGhIcRiMUSj/srlRURUKvx04yNuTOLpZfn2nkmS+8unqqkvoPtm\n", "lz3Lspz3A7e+Eok6/0Uh20cAbS6ODC+uwKgqC2q2HkWCEqpKGKys0KzAmFG+EZ5vDgwA+ItNzVjX\n", "EMe/39TiqXkP6FZgmGwhsSSAkZXEM3c/unn/q1cUMwaSJGnyYPSpAsKaJJ7MgeEIHR0drvym00nH\n", "B+bAoGIxB4Y5p7WnEDy7+Yj+4lBC9p5polJRBzCuDE9gJiVjfDqJ6VT6Yrc8HDBcTVEVnbtvWBfA\n", "2NBYVVQ7fqeq0OG1fAtA+gKnsaoMF/pvA0j/zQtNEJlLJBhAWVDCZFJGUk6XuU2mZGU/fjgo5d3C\n", "8vAdNXj4jpqStVEkfRJPWZYxPp1SVmMEJWsCadlJPHl896pERVgJEA6MTWP54nIA2i15XIHhDL29\n", "vXjttdfQ19eH1tZWNDQ0mD5WHezIXFyIun3+/Hmhr6+/XYyFXLwmZ6bw6w8/U7avZIIo1dXVSC1p\n", "xa8//Ey5rf7/8nhhX6xY0dZi2f2aTgom5JNr/HPdbqxdjNGppOH/j0Vrca5nxPD5o+PaynGFKub9\n", "df78ece8vzs6OhCLxeb99/Ls5iP6b2PKwwFPVvdwCzd+I7MQ6hwYpz4bwZ7//T7urp07WJnt11av\n", "HDrbM6J8QK8qC2LFkvKC26EPYHgt30JGU/VcAKPWoPqK1eJlIUzOri4YmUxqkrM2VJUhaFDpxS/v\n", "gfJwEBWRoFIK+ObEDPpG5/qnsTpqSSWc7CSezIHhdMWOQaLCOJGntgoJc2A4wdNPPw0A6OrqQk1N\n", "7iCtej7o54bdt5955hmhr6++nb7I60ehFpL/YDwVxH9+q9/gdXPffnbr/PNyqYnI1WD3a7rpb1zI\n", "+H/v6GXzx5/9yPD5z25dXlQ7M4p5fznpeLNp0yacOXMG82XpTLp8+TJOnz6NVCqFhx56CM3NzVb+\n", "elqgaGjuW1KA+S/IXq2LooiFA7g9nQIA3J5O4b2eUeX/F5t8W6gOYHT2jik/r2uoNLwozqdO9cG/\n", "OhrKSiDpFeo8GKVM4JkRLwsq2yPGppLa7SMe3KZTqEQsjLHZ/CA3bk/rto9Y0z+FJvEk96qNGZdS\n", "ZRUSZxocHERHR0feFRhERJSfpZ9uLly4gD179uDJJ59Ulp6Rc0iSpCmlygokYrl571kxYpEg/uax\n", "u/DVtiWGJT2XmiRuNMrdAgDrmwrfPgIAtarX9uL2kYzNd9YgFJAgAXhkxaKSv15cFQgamUzOK4Gn\n", "n94Di3WJPK+oS6gaJF0thj5gwRwYzlfsGKgrkWS2Ik0lU0qQLCDxSwonWbx4Mb7xjW9g27Ztopsy\n", "b046PjgtBwa5h5u2rdjNSe/xQlkank8mk0ilUpBlWVPWi5yjOhpSKkAwgSfZbfnicvy7TS2QZRmf\n", "Dk/g3Su3cOrqCKaTMp5cW2/4HLNvETcUmMAzo1mVLLF1UeFbUNyiqTqKf/raakzMpLDUhm0ycU0l\n", "kpm8JVT9RnPBqVuB0WxBAk8AKA9pj+nMgeFdmi0kt9Pn9Jvq1RfRELeIEhGRJ1kawFizZg32798P\n", "ANi7d2/OxzopUZGfbqsvBjMBDCe1j7f9dfuOReVYeusSAKB10SrDx198/z0A2sQ+SyIpJSlooa+f\n", "uvIBPl8dgVSxCH+4tt5R/WH17ZryMDo6OvCRDa9XWdaEjDPnL+Dq9Nxe78FPLgJ3P5z1/E2bNjmq\n", "v0p5OxG7U+mP9z78GFeScyuIBj+5AKzK7p9CbxutwMj1eD/1v1NvZ+4r9PnL7lmvPP+TvvS309qK\n", "TmFH/H1Ov03mnNRHxebAIBKRd8MtnPQeL5QkF7FUYmBgAAcOHNDct2PHDrz33nt4/PHHkUql8Prr\n", "r2Pnzp2Gzz927BjWr19v+H9UWvvbP8GRS4MAgC+tWITvfLFVaHuI8plKprDjxXOa+x6/txZ/9nCT\n", "yTNIhL8/8RkOdqU/YH5zYyP+8fQ1TMyk850ceGqNZvuaH73W1Y+/O/EZAGDbqsU49tEgZtMR4eDX\n", "P2dYgadQQ7en8Yf/9IFy+/vbV2BDkVutyNluTszgD36S3qobCwfw6tfX4t0rt/Ddf/4YQLrE9A++\n", "slJkE13hzJkz2LJli+hmAOBn41zO9YzgW4c+Kvh5z25drkuoWPrnuuV5Il6Tf6P1zwOA/Y+uxNqG\n", "4lYlO0khx+Oi1pcmEgns27dP86+lpQWRSPob0UAggHDY3x9WnUpdiYRbSMTKfBNEuUWCAcR03yxv\n", "aFr4gZr9b61K1X77T4cnlOBFPBI0zWPipzFQl1I9f31UCV7UVoQtCV4ABjkw8iTx9FP/O1WxY1BV\n", "FkQ4mN4icns6nftieGIumae+6hhRoZx0fGAODCoWc2CYc9J7vFCWnuGWL1+Ol19+GQCwevVqK381\n", "WUS913oZKwOQS1RFQ7g9nd7nHZSAzy0trkwZlY46YeCFvrlqMY3VZZC4F1+TA+PayFzZyxaL8l8A\n", "2Tkv8iXxJPeSJAm1FWH03ErPpRtj07otJAxgEBGRN1l6hmtra0NbW5uVv5Is9qUVi9A9OI6pZApf\n", "uXuJ6Ob4mpv3ntmtOhrC9dmLvnvr45aUPmX/W0udxPMTVYJKswokgL/GIBEzrnhjVQJPAAhIEspC\n", "AUzOrn7JF8DwU/871ULGIBGLKAGM/rEpDDGAQRZy0vGBOTCoWMyBYc5J7/FCcVR9JhIKYN9DzB1A\n", "7qJeDl1s9REqLfUKjJQqsxIrkKTVlIcQkLR9A1i7AgNIB5IyAQwrAn3kXPrKNsOaKiTcxktERN7E\n", "9aU+5eZ9T17BMZi/f9GcTkRYFgrgiysWWfI72f/WikeM4+FNObaq+WkMggEJiwwSmbbUWLuV74nV\n", "tQhKwJaViwxfT81P/e9UCxmDWlUAo39sGsPjqhwYXIFBC+Sk4wNzYFCxmAPDnJPe44XiGY6IHO+x\n", "exJYlYhhcXkY9ZXGS/FJLHUST7Vmiy/Q3SxREcaN29Oa+5otXqHy5Np6PL66NisfBnlPbXzuWDgw\n", "NqXNgcEknuRA125Nom90Kv8DdYIRnkeIzAQD6Uo9haqoay5Ba+zBM5xPuXnfk1dwDOZPkiTcU1dh\n", "6e9k/1vLrKpRQ44VGH4bA3UlEiAd9CnFN+XzDV74rf+daEE5MNQrMEZ1W0i4AoMWqBTHh77RqaLL\n", "oRIVww85MG5OJIsqwbr/UfeW2uZXNEREtGBGKzASMetKhHqB+oITSK++YIUWKlaiYm4FRv/YFG5q\n", "kngyBwYREXkTAxg+5eZ9T17BMRCL/W+taCiAoO5avDFHBRLAf2OgX4EhenuN3/rfiRaUA0M1n67e\n", "nMT0bIbY8nCAJXRpwZx0fGAeAyoW5445N+eW4RmOiIgWTJIkxMu0SzVzlVD1I30Aw+oKJOQv1eUh\n", "hALpqOG0qrwN818QEZGXMYDhU9z7LB7HQCz2v/XiujwY+Uqo+m0M9FtIRAcw/Nb/TrSQMQhIUlZQ\n", "DGD+C7KGk44PfshjQKXBuWOuurpadBOKxgAGERFZIq7Lg8EVGFqJmLaCTjNXYNAC1cYNAhhR5r8g\n", "IiLvYgDDp5y0t9GvOAZisf+tp0/kmS+A4bcxSFSEMbviH2WhAOrjYksC+63/nWihY1BbkT2HuAKD\n", "rOCk4wPzGFCxOHfMuTkHBs9yRERkCXUp1aAELK3kCgy1WCSIP1pbj19+OIA//vxSBAOsQEILkzDa\n", "QsIcGI7T2dmJixcvIpVK4cEHH0RTU5PoJhERuRbPcj7lpL2NfsUxEIv9b73KyNwpZVlVmZJg0Iwf\n", "x+BP7m/A1zcsc0T5VD/2v9MsdAz0eVUArsBwohs3bmD37t0AgEOHDrkigOGk4wPzGFCxOHfM+TIH\n", "RiqVQjKZtLItRETkYuocGI1VXH1hxgnBC/IG4y0kzIHhNJs3bxbdBCIizygqgHH48GH86Ec/Qm9v\n", "r+b+69ev46c//Sl+/vOf49q1a5Y0kErDSXsb/YpjIBb733rqb4NbF+VPUMkxEIv9L95Cx4ArMNzl\n", "yJEjeOCBB0Q3AwCQTMmYTqZM/50732n6f3ZjHgMqFueOOd/lwNi+fTu6urqy7j958iSeeuopAMCr\n", "r76KXbt2Lax1RETkGl9csQgdvxvG1IyMXavrRDeHyPMMV2AwB4Yjtbe3Y9WqVUgkEqaP6ejoULZu\n", "ZIJbpbp9uvs6ftJ5K0eLQ0D3pax7/+Bzdfi95YuKev3UktYcr2e9hVy82n3hK+JC2w9/Y7H80Ddl\n", "kTDO9YwAmAtmZLaV5LpdF4/g4/ffBWDt8SkWi8277Zae5dQvHImIza5OuTlpb6NfcQzEYv9br7Is\n", "hP/66Kp5P55jIBb7X7yFjkFNeQhBCUjK2vvIWY4fP476+nq0trbmfJx6PujnhtW3KyorcaH/es72\n", "GBkanyn69dMXS/0Fv2axeQwWkv/A7twJInI18G+0/nnFEtE3M8EyfOvQR7p79e/P7Nv7H11ZkuPT\n", "mTNn5tNsABYHMGR57gwaDnMPJhEREVGpBAMSllSE0Tc6DQCQAFSVMYDhJH19fXjrrbfQ1taGCxcu\n", "YGRkBHv37hXdLCIi18p5lhsYGMCBAwc09+3YsQMtLS2Gj1cn9cyXpMzOZXK8nX37/PnzeOaZZxzT\n", "Hj/eztznlPb47XbmPqe0x4+39WMhuj1+u83+F3/7hRdewH333beg3xdJRgGkE+iWB2X85sRbjvn7\n", "nH7bDnV1dfjOd75j2+t5kZu2HpCzcO6Yc3PfSLJ62UQBurq6UFNTg4aGBuW+V155BU888QRkWcbr\n", "r7+Oxx57zPC5x44dw/r164trMVmio6PD1hM4ZeMYiMX+F49jIBb7XzwrxuCvj11G++VhAMAdi6L4\n", "H//qHiua5gtnzpzBli1bRDcDgP2fjTt7R/GXv8zOcZHPv324CTvvrS3qNc/1jBgsWc/vu48046//\n", "35WCn/fs1uX43tHLBT9vIc91y/NEvKaIv9HuueOmcSy2b/Y/uhJrGyoLfl4+hRyPQ8W8wNGjR9Hd\n", "3Y1oNIrW1lalPNTGjRvxs5/9DLIsY+vWrcX8arIJP7SKxzEQi/0vHsdALPa/eFaMgboSCRN4kheJ\n", "yA9A3sC5Y87NfVNUy82CEw0NDfja1762oAYRERER0fwkVJVIFjGBJxEReVxAdANIDPXeZxKDYyAW\n", "+188joFY7H/xrBiDDU2VyGQdW9dYteDfR+Q0bt6rcMmAQwAACo1JREFUT2Jx7phzc98wVE9ERETk\n", "Uq2LyvGj3W0YnpjB2mVx0c0hIiIqKQYwfIp7n8XjGIjF/hePYyAW+188q8Zg+eJyS34PkRO5ea8+\n", "icW5Y87NfcMtJERERERERETkeAxg+BT3PovHMRCL/S8ex0As9r94HAOi/Ny8V5/E4twx5+a+ce/a\n", "ESIiIiIistW1W5PoG50q+HlTyVQJWkNEdgoGgHM9IwU/ry4ewbKqMkvawACGT3Hvs3gcA7HY/+Jx\n", "DMRi/4vHMSA36hudwrcOfVTw857duryo13PzXn0Si3PHXLF9c3Miie8dvVzw8/Y/utKyAAa3kBAR\n", "ERERERGR4zGA4VPcdysex0As9r94HAOx2P/icQyI8nPzXn0Si3PHnJv7hgEMIiIiIiIiInI8BjB8\n", "ivtuxeMYiMX+F49jIBb7XzyOAVF+zGNAxeLcMefmvmEAg4iIiIiIiIgcr+gARiqVQjKZtLItZCPu\n", "uxWPYyAW+188joFY7H/xOAZE+bl5rz6Jxbljzs19U9TakcOHD6O7uxu7du1CQ0ODcn9nZycuXryI\n", "VCqFBx98EE1NTZY1lIiIiIjITa5fv45jx44hGAziC1/4ApYtWya6SURErlZUAGP79u3o6urKuv/G\n", "jRvYvXs3AODQoUMMYDgY992KxzEQi/0vHsdALPa/eBwD7zt58iSeeuopAMCrr76KXbt2CW6R+7h5\n", "rz6Jxbljzs19Y2kOjM2bN1v564iIiIiIXCsWiyk/RyIRgS0hIvKGkoRejhw5ggceeKAUv5os0tHR\n", "wW9+BOMYiMX+F49jIBb7XzyOgffJsqz8HA6HBbZEq6oshG9ubDT9/6nJSUTKyrLuv7euAmNT9ubA\n", "c/NefRKLc8ecm/tGktVHVp2BgQEcOHBAc9+OHTvQ0tKCrq4u1NTUaHJgAEB7ezvuuOMOtLa2mr7o\n", "6dOnMTw8vLCWExEREREVqaamBhs2bCjpaxw+fBjbt28HABw9ehRbt241fBw/GxORnxVyPM65AiOR\n", "SGDfvn3zfuHjx4+jvr4+Z/ACQMlPFkREREREoo2PjwNIr8TI/GyEn42JiOYn5woMM0ePHkV3dzei\n", "0ShaW1uxefNm9Pb24sUXX0RbWxsAYGRkBHv37rW8wUREREREbtDT04P29nbIsoytW7eirq5OdJOI\n", "iFytqAAGEREREREREZGdLK1CQkRERERERERUCgxgEBEREREREZHjMYBBRETkUalUCsmkvSUPSYtj\n", "IJYb+t9pbXRae4iI1ILPPffcc3a+4PXr13Hw4EF0dXVhyZIlqKystPPlfauzsxMdHR3o7OxEVVUV\n", "qqqqOBY2Gx8fx/PPP48VK1Yofc0xsE93dzeOHj2Kjz/+GMuXL0d/fz/73kaXL1/GsWPH8MEHH6Cq\n", "qgrV1dWc/yV2+PBhHDlyBM3NzXmPORyL0jAaA6PzMcAxKAWj/gecdT42a6PZPBHVHtHz0+gcIpr+\n", "c0UwGBTaHqN5LYKouasmer7qOaFP1JwyVzIKfi/JNjt48KDy8yuvvGL3y/tWe3u78vMbb7whyzLH\n", "wm6/+tWv5NOnT8tXr15V7uMY2GNoaEju6OjQ3Me+t9ehQ4eUn3kMsk9nZ+e8jjkci9LRj4HR+ViW\n", "OQalou9/WXbe+diojWbzRFR7RM9Po3OISEafK0QzmtciiJy7GaLnq54T+kTNKXNFlot7L9m+hSQW\n", "iyk/RyIRu1/etzZv3px1H8fCPkNDQ4jFYohGo5r7OQb2OHv2LCoqKvDyyy/jt7/9LQD2vd2SyaSy\n", "LFmeLX7FMbCfWZ9zLOxjdD4GOAZ2ccv52GyeiCK6f4zOISIZfa4QyWxei+CEuSt6vuo5oU8ynDRX\n", "gOLeS7YHMNQHnXA4bPfL+96RI0fwwAMPAOBY2KmjowObNm3Kup9jYI++vj4MDw9j9+7duHTpElKp\n", "FPveZmvWrMH+/fvx/PPPY926dQA4/0Uw63OOhf3U52OAY2AXt52P9fNEFNH9Y3QOEcnoc4VIZvNa\n", "JJFzV/R8NeOE97PT5kox76WQDe3SUCcFkiTJ7pf3tfb2dqxatQqJRAIAx8JOvb29eO2119DX14fW\n", "1lY0NDQA4BjYKRP9bmxsxODgIPveZufOncO3v/1tpFIpvP7669i5cyfHQACzPudY2Et/PgY4BnYR\n", "dT4eGBjAgQMHNPft2LEDLS0tps8xmiei2mPX/DRrl9E5xA5m7QGyP1eUYpzm2x6zeS2iLS0tLSWd\n", "u/PhxOOp6D7JEDFX8in0vWR7AGN8fBxAOjKW+ZlK7/jx46ivr0dra6tyH8fCPk8//TQAoKurCzU1\n", "Ncr9HAN73HXXXeju7sbKlSsxNDSE1atXs+9tllnCGQgElG9DOAb2M+tzjoV9jM7HAMfALqLOx4lE\n", "Avv27Zv3483miaj22DU/zdrV2dkJQHsOsYNZewYHB7M+V4hsj9m8FtGWUs/d+XDa8dQJfZIhYq7k\n", "YvQZPR9JtnkjWU9PD9rb2yHLMrZu3Yq6ujo7X96X+vr68OMf/xhtbW0AgJGREezdu5djYbPBwUG8\n", "9NJLaG1txbZt2wDw/WCnl156CcFgELW1tdi0aRP73mYXLlxAV1cXAGD16tW4++67OQYldvToUXR3\n", "dyMajaK1tRWbN2827XOORWnox6Ctrc3wfAxwDErB6D0AOOt8bNTG3t5evPjii4bzRER7APHz0+gc\n", "Ipr+c4VoRvPabiLnrpro+apmdh0mkhPmilqh7yXbAxhERERERERERIWyPYknEREREREREVGhGMAg\n", "IiIiIiIiIsdjAIOIiIiIiIiIHI8BDCIiIiIiIiJyPAYwiIiIiIiIiMjxGMAgIiIiIiIiIsdjAIOI\n", "SKBTp07hhRdesPz3Dg4O4sSJE5b/XiIiIiIiURjAICIS6P7770cikbD8987MzGBqasry30tERERE\n", "JEpIdAOIiPwulUrh4MGDSCaTSKVSSCQSeOSRRzA4OIg333wT5eXlSCaTaGhowIMPPqg85xe/+AVC\n", "oRBkWUY8Hse2bdsAAH19fThy5Ah6e3sxPDwMAHjooYdQX18v7G8kIiIiIlooSZZlWXQjiIj87Ac/\n", "+AGefvppZSXGO++8g+rqarz99tt46qmnEA6HAQAnTpxAQ0MDWltbs37HgQMH8OSTTyq3+/v70dnZ\n", "iUceecSOP4GIiIiIqOS4AoOISLDGxkbNNpJ169bhzTffxPXr1/HGG28o96dSKYRCIbS2tmJychJv\n", "vvkmkskkAoEAPv74YxFNJyIiIiKyDQMYRESCXb16FQMDA0oQ4+zZs7jrrrswNTWFr371q8oKDCCd\n", "2wIADh06hC1btqCqqgoAMDY2pvmdwWAQyWTSpr+AiIiIiKj0uIWEiEigU6dOoaOjAw0NDYhGo5ie\n", "nkZtbS02b96MsbExHDlyBIFAOt/y2NgYNm7ciDvvvBOdnZ3o6upCOBzGzMwMLl26hHXr1mH79u3K\n", "787kyAgEApiensbOnTsRCjFuTURERETuxAAGERERERERETkey6gSERERERERkeMxgEFERERERERE\n", "jscABhERERERERE5HgMYREREREREROR4DGAQERERERERkeMxgEFEREREREREjscABhERERERERE5\n", "3v8H+9szRGiihyUAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl8VNXZx38zk5lM9n1lSQIJhFUEFLVA2FRkE3HFfXmt\n", "VkqtWlu7qG3f16pFbavVUkuLohUUBASUfZOwGCAsIWQlZN/3TCaz3/ePydw5d7bMJJPMwvP9fPh8\n", "uDN37pxz752bc57ze36PiOM4DgRBEARBEARBEARBEF6M2NMNIAiCIAiCIAiCIAiC6AsKYBAEQRAE\n", "QRAEQRAE4fVQAIMgCIIgCIIgCIIgCK+HAhgEQRAEQRAEQRAEQXg9FMAgCIIgCIIgCIIgCMLroQAG\n", "QRBei06n83QTvAatVuvpJhAEQRCEz0JjCjM0piB8GQpgEISfkpqaisrKyiH5rttuuw1z587l/y1Y\n", "sKDf3/3999/jhRdewPTp03Hw4EE3t9R7aGlpwQMPPIDbb78dixYtwqlTp6z2qampwbvvvosVK1bg\n", "iSeecHi8t99+G3PmzMHcuXPxxhtvDFazfYaGhgbcfffdmD9/PhYvXowlS5agpqbGar85c+bg6NGj\n", "No+h1+uxePFizJ07F+PGjRvsJhMEQXgtNKbwbmhMMbjQmMK7CPB0AwiCGBwyMjIglUqH5LtiYmKw\n", "cePGPvd77rnn8NFHHznc5/Lly/jZz36GKVOmuKt5Dtm8eTP+9Kc/QalUIjk5GSKRCBzHYf78+fjt\n", "b38LkUg0KN/75JNP4rXXXsO0adPQ2dmJZcuWYceOHQgPD+f3ycvLw/Tp0/HCCy/goYcectgHtVqN\n", "I0eOAADWr1+PDz/8EKtWrRqUtvsCr732Gt544w1kZmY63C81NRUhISE235NIJPj2228BACtXrnR4\n", "HGfubYIgCF+FxhTOQWMK/4TGFN4FKTAIwk/Zv38/kpKSPN0MAW1tbX3u8+yzzyItLW0IWmPk3nvv\n", "xV//+le89NJLOHz4MA4dOoTDhw8jPj4e77zzzqB8Z2lpKaKiojBt2jQAQHh4OJ577jl8+eWXgv0W\n", "LlyIrKwsiMWOH9U7d+7E7373O377iSeewMmTJ93fcB+is7Ozz4EGAHzyySeYPn36gL/PmXubIAjC\n", "V6ExhXPQmMI/oTGFd0EBDILwM1avXo25c+ciJSUFFRUVNvdRqVR4/vnnMXv2bNx6661YsWIFnnrq\n", "KRQXFwv2q62txcMPP4ybbroJN998M1asWGG1DwB0d3fj4YcfxoIFC5CVlYU//OEP4DiOf//06dOY\n", "N28eDh06JJCFPvfcc+7t/ABg2wsATz/9NE6fPj0o33Xx4kXMnTtX8Nq8efOQl5fXr+NptVqrfNa6\n", "urpBkfu+//77GDduHDZu3Ignn3wSN9xwA2bOnIl77rkHZWVlgn3XrVuHuXPnYuXKlWhra8MzzzyD\n", "mTNnYuHChaitreX3KywsxD333IMFCxbgRz/6ER5++GHU19f3q30bNmzA3LlzBffavHnzrAZfb7zx\n", "BubOnYuxY8falXs6w65du6y+b+7cufjjH/9ote/u3btx++23Y968ebjlllvwm9/8xion29lzRhAE\n", "MRTQmKJ/0JjCOWhMIYTGFE7CEQThl7zyyitceXm5zfc++ugjbt26dfy2wWDgnnrqKa64uJh/ra2t\n", "jcvKyuLOnj3Lv1ZcXMxlZWVZHffAgQNcY2Mjv71mzRruww8/tPreBx54wOn2f/LJJ9yePXuc3n8g\n", "HDlyhFu7di2/3dHRwT3//PPchg0bBuX7Pv30U2737t2C1wwGA7dy5Uq7n3F07r755hvu2Wef5bRa\n", "LdfT08OtWrWKW7JkCXfixAm3tZnlk08+4WJjY7mdO3fyrxUUFHAzZ87kWlparPa/4YYbuHnz5nFH\n", "jx7lOI7jmpubuY6ODo7jOO7y5cvcrFmzuKtXr/L7nz9/nluwYAGnVCr73UZn77W1a9dyR44cGfDx\n", "+nr/s88+4x599FGuq6uLf23Tpk3ck08+aXN/R+eMIAhiqKExhfPQmMI1aEzh+vvX+piCPDAI4hpk\n", "+vTp2Lp1KwoLCzF69GhIpVKsW7dOsM+6devwq1/9ClOnTuVfy8jIwIcffoh33nkHH3zwAf/6/Pnz\n", "BZ/9xS9+gfvuu8+rVkMcwXEc3nvvPWzatAlisRihoaH4yU9+goULFw7ad7ozD3bZsmVobW3F/Pnz\n", "IZFIsHr1atTV1Q2qy/iPf/xjLFmyhN/OzMzEq6++ik8++QQvvviiYF+VSoU9e/YgOjoagDG/2cR7\n", "772Hf/3rX0hNTeVfu+666/DSSy/h888/x9NPPw0A+P3vf293VWPfvn1DlpvdX9atW4eDBw9CIpHw\n", "r91///04d+4cSkpKkJGRIdjf0TkjCILwJmhMIYTGFK5DYwrXuNbHFBTAIIhrkBtuuAFpaWk4evQo\n", "duzYga6uLoSFheEXv/gFnxtZUlKCxx9/3OqzEyZMsOm8bAn7UPV2RCIRXnrpJfz4xz8eku+Li4tD\n", "U1OT4LX6+nqEhYX1+5iPP/644Ho99thjWLp0ab+P1xfsIJR9bdu2bVavT5gwgf+jaUldXR2effZZ\n", "q9cNBgPmzJnDb//+97/vd1u9gdLSUixYsMDq9Z6eHmRlZVkNNhydM4IgCG+CxhRCaEzhOjSmcI1r\n", "fUxBAQyC8GPsReS7uroQGxuLu+++m39t7969WLduHf8Hd8yYMcjJycGiRYsEn83Pz8fw4cMdfq9C\n", "oRhgy53jH//4BxobG/HEE09g5MiRAzoWZ5Gv6oi6uroBmZlNmjQJr7/+Oh5++GH+tUOHDrnNJT0v\n", "Lw/V1dUYMWKE1XvuOmdnz54V3D+m10aPHu3ScSZOnIgnn3wSY8aM6XdbfIGbbroJmzdvHjQHeoIg\n", "iMGGxhTOQ2MK16AxhWtc62MKMvEkCD/G3h/QZcuWCcyRDAYDTp48idDQUP61p59+GmvWrMHZs2f5\n", "10pKSrB69Wq8/PLL/GuffvopXn31VajVagCAWq3GqlWr8Mwzz1h9b2BgIMrLy/ntjo4ObN++3aW2\n", "s5/92c9+hm+++WZIBxqrVq3CsGHDBuQmPnz4cLS1tfHntr29HR9//HGfZbWc4cCBA3jmmWfwr3/9\n", "y+o9d50zjuOwfft27Ny5k3/t8uXLeOONN/DUU0+5dKwXX3wRL774opWR28mTJ7Fr165+t9FZXLn2\n", "jlCpVALX8IaGBuzZs4ffXr16NZ588knBPlqtFps3b0Z+fr5b2kAQBDGY0JjCOWhM4Ro0prCGxhSO\n", "IQUGQfgRW7du5fNIy8rKcOTIEcjlcsjlcmzevJkfTEyYMAHr169HXl4eFAoFNBoNli5digcffJA/\n", "Vnh4OL744gu8/PLLKC0thUgkQmJiItauXSuIwj/22GPYuXMnli1bBo1Gg+7ubqxevVog1TPxhz/8\n", "AT/96U+hVCrR09ODpKQkgdSP4zjceeed6OrqQn19PWQyGd566y2MGDECGzZsEBxr79690Ov1eO+9\n", "9wZ0ztia7Zs2bUJISAi2b9+OgADbj8eEhAQEBgYOOH9w7dq1WL16Nf/H5y9/+QsiIyMF+3zwwQfY\n", "unUrAOMf87lz50IkEuGDDz7AhAkT+P3WrFnD/+G/4YYbsHfvXpvSUXedM5FIhDfffBNHjx7FG2+8\n", "wd8b69evR1RUFL/fPffcg5aWFr7tgFHq+tVXX/H7xMfHY+3atfjNb36Dq1ev8sefNWuWYFDrLP/3\n", "f/+HgwcPCr4zICAAn332GRITEwEAJ06cwO9+9ztwHIfa2loEBwcjMjISEokE69at43NnTccCIDhe\n", "enq61WDu9ddfxwMPPACNRgONRoOUlBS88MIL/PtZWVmQSqV45JFH0N7eDo7jEBISghUrVmDcuHEu\n", "nTOCIIihgMYUrkNjCtehMQWNKVxFxA0gVGQwGMBxnE/lpREE4R889thjDldbCGvcdc4+/fRTJCYm\n", "4vbbb3dTywiCIAjCc9CYwnVoTEF4in4rMPbs2YOysjIsX74cycnJAIyGMSZH1KysrAHlcxEEQTii\n", "tLQUn376qaeb4VO465y5SyJJEAThT5w4cQINDQ0AgJEjR2LatGnYuXMn9Ho9AGD06NGYNGmSJ5tI\n", "2IHGFK5DYwrCUwxIgXH58mVERkbyAYwdO3Zg2bJlAIDt27dj+fLl7mklQRAE4RX87W9/w9q1ayGT\n", "yRAbG4u1a9dauV0TBEFc6+zbtw+33XYb9u/fj1tvvdXTzSEIr4TGFER/cGsA48CBA3xJl++++87K\n", "aZggCIIgCIIg/JXy8nJ8/fXXuOuuuzBq1Cjs2bMHSqUSHMchLS3NZrlIgiAIwnncauLJxkKkUqk7\n", "D00QBEEQBEEQXk1qaipWrVqFb775BqNGjcLChQv593bv3u3BlhEEQfgHbg1gmHL8APu1ogGjrI6M\n", "PwmCIAiCIAhPERkZiWnTprn9uHK53GbVBkeLezQ2JgjiWsaV57FbAxg9PT0AjEoM0/9tIZFISELn\n", "YbKzszFz5kxPN+Oahq6BZ6Hz73noGngWOv+eh66BZ8nNzXXr8VpbWxEdHQ3ArEquqKhASkoKAECl\n", "Utn9rL+Ojf3xHqc++Q7+2C9/7BPg2vO43wGMAwcOoKysDHK5HKmpqZg9ezZmzJiBjRs3guM43guD\n", "IAiCIAiCIPyd48ePQ61WAwCmT58OwBjAyMnJAQBMmTLFY20jCILwFwZk4tlfDh486JdRZoIgCIIg\n", "CMI3yM3Nxfz58z3dDAA0NiYI4trGleexeJDbQhAEQRAEQRAEQRAEMWAogHGNkp2d7ekmXPPQNfAs\n", "dP49D10Dz0Ln3/PQNSD8HX+8x6lPvoM/9ssf++QqFMAgCIIgCIIgCIIgCMLrIQ8MgiAIgiAI4pqD\n", "PDAIgiC8A1eex24to0oQBDFQOI7DoStt0Bs4zE+PhkQs8nSTCIIgCIIgCILwAiiF5BqF8qc8D10D\n", "2xwv78DbRyrwzveVOFrWNmjfQ+ff89A18Cx0/j0PXQPC3/HHe5z65Dv4Y7/8sU+uQgEMgiC8iov1\n", "Cv7/RU1KD7aEIAiCIAiCIAhvggIY1ygzZ870dBOueega2Ka+S83/v0utG7TvofPveegaeBY6/56H\n", "rgHh7/jjPU598h38sV/+2CdXoQAGQRBeRX2Xhv9/p1rvwZYQBEEQBEEQBOFNUADjGoXypzwPXQNr\n", "OI5Dg8IcwBhMBQadf89D18Cz0Pn3PHQNCH/HH+9x6pPv4I/98sc+uQoFMAiC8Bo61Xr0aA38dhcp\n", "MAiCIAiCIAiC6EXEcRw31F9Kta4JgrBFUVM3Vn9TzG+HB0qw5ZHJHmwRQRAE4a/k5uZi/vz5nm4G\n", "ABobEwRxbePK85gUGARBeA0NjP8FACg0ehiGPsZKEARBEARBEIQXQgGMaxTKn/I8dA2sqbcIYBg4\n", "oFszOGkkdP49D10Dz0Ln3/PQNSD8HX+8x6lPvoM/9ssf++QqFMAgCMJrsAxgAOSDQRAEQRAEQRCE\n", "EfLAIAjCa/jNnlKcqe4SvPbBnWMwNi7EQy0iCIIg/BXywCAIgvAOyAODIAifxJYCo1NFCgyCIAiC\n", "IAiCICiAcc1C+VOeh66BEAPHoUFhK4VENyjfR+ff89A18Cx0/j0PXQPC3/HHe5z65B7qOtW4UNvl\n", "8r+6TrXT30HXyj8J8HQDCIIgAKBNqYNWb53RRh4YBEEQBEEQ/kWjQoOXvyt1+XNrFqUjKTxwEFpE\n", "+AoUwLhGmTlzpqebcM1D10BIvcJ2RL1zkBQYdP49D10Dz0Ln3/PQNfAvTpw4gYaGBgDAyJEjMW3a\n", "NNTX1+PgwYOQSCTIyspCUlKSh1s5tPjjPU598h38sV/+2CdXoQAGQRBegS3/C4AUGARBEIRvcMst\n", "t/D/37dvHwAgJycHDz30EABg+/btWL58uUfaRhAE4S+QB8Y1CuVPeR66BkLYAEaE3Bxb7VSRB4a/\n", "QtfAs9D59zx0DfyP8vJyvPvuu0hPTwcABAcH8+/JZDJPNctj+OM9Tn3yHfyxX/7YJ1ehAAZBEF5B\n", "AxPAyIgN4v9PCgyCIAjCV0hNTcWqVatw+vRpAADHmb2dpFKpp5pFEAThN1AA4xqF8qc8D10DIawH\n", "xphY84rVYFUhofPveegaeBY6/56HroF/IpfLERYWBgDQ681BeJFI5PBz7Mpqdna2X2yb7nFvaY87\n", "tmfOnOlV7XHHtum1ofz+jo4O9Be6/7ynPe7adgURx4aGB8jOnTv5B/Xo0aMxadIkm/sdPHgQU6dO\n", "ddfXEgThBzz6ZT6fRvL6gjT84cBVAEByeCA+uW+8J5tGEARB+CG5ubmYP3++247X2tqK6OhoAMC3\n", "336LxYsXY9u2bbjrrrvAcRx27dqFpUuX2vwsjY2Ja40LtV39rkJyXXLYILSI8CSuPI/dqsCQy+VY\n", "vnw5li9fbjd4QXgHrka6CPdD18CM3sChUWFOIUmPGXwFBp1/z0PXwLPQ+fc8dA38i+PHj2PLli3Y\n", "smULJkyYAACYMWMGNm7ciI0bN2LGjBkebuHQ44/3OPXJd/DHfvljn1zFrVVI9Ho9tm7dCo7jkJaW\n", "RpFkgiCcorlbC0OvFiwqKACxIeY8YYVaD72Bg0TsWHpLEARBEJ7ElroiOTkZK1eu9EBrCIIg/BO3\n", "BjAWLlzI/3/37t0O97XMSwJA20O8bcJb2kPb1+52ebcYgNG4M5hT4+SJ4wiRhaNbowcH4NCx47g1\n", "y3vaS9vu2TblcXpLe661bTr/nt82veYt7bnWtonBxx/PNfXJd/DHfvljn1zFrR4YLAcOHMCCBQts\n", "vkd5fgRBsOwtbsG731cCAOaOjsKv56YKPDHW3zsewyICPdhC76JRoUFuTRdmjAxHVBC52hMEQfQH\n", "d3tgDAQaGxPXGuSBQbB4zAOjoqKC/79KpXLnoQk3Y1qFIDwHXQMzbAnVhFAZACAsUMK/1jkIPhi+\n", "ev71Bg6//K4U7x2rxJ8OlXu6OQPCV6+Bv0Dn3/PQNSD8HX+8x6lPvoM/9ssf++QqAe48WEVFBXJy\n", "cgAAU6ZMceehCYLwY+q7zCVUE8OMAYzwQPPjabCMPH2Rxm4NajuN5+tinQIanQGyAKqITRAEQRAE\n", "Qfg/bg1gzJ49252HIwYRyp/yPHQNzNQzCgxTAINVYHSp9W7/Tl89/00KLf9/DsZzNzJK7rkGDQBf\n", "vQb+Ap1/z0PXgPB3/PEepz75Dv7YL3/sk6vQsh1BEINCXZcaWy42oK5T3ee+wgCG0esiXG6Or3aq\n", "SIFhoqlbI9iu7er7/PoC2Vfb8eLOYuwpavF0UwiCIAiCIAgvhQIY1yiUP+V5/PkaGDgOr+0tw8c5\n", "tfjZjmKHAQiN3oAWpVFVIAIQ11tCNUyQQuJ+BYavnn+rAIYTASJvxXQNGhUavHmkHJcauvHhiSqo\n", "dQYPt+zawFd/A/4EXQPC3/HHe5z65Dv4Y7/8sU+uQgGMawCNniYDxNBS0qxERbvRyLdDpcPn5+rt\n", "7tuk0MBUCik2RAqpxPhYEqaQkALDBJtCAsAphYu38+nZOmj1xrtArefQqND08QmCIAiCIAjiWsSt\n", "HhiEd9Gj1eOV3aUoaFQiPFCCpPBAJIbJkBwWiIkpk8FxHEQikaebec3izzlsJyo6BNs7Lzdh6bhY\n", "jIi09mqos5E+AghNPDvJA4PHUoFR48MBjJkzZ+JKixIHSloFrzcqNDbvFcK9+OpvwJ+ga0D4O/54\n", "j1OffAd/7Jc/9slVSIHhxxy+0oaCRiUA4wSwqEmJo2Xt2HihAb/dewVHytrd/p2moMkjm/KR36Bw\n", "+/EJz9PUrcHr+8vw/vEq6AyczX1OWgQw9BywLqfW5r4NzGp7Qq+BJ0AKDHs0dQsVGLWdvq1W+Pfp\n", "WljeRY0WfSQIgiAIgiAIgAIYfk12ueMARW5Np9u/c+flZuTWdKFBocGWi41uP74/4as5bBvO1uFk\n", "RQd2FTTju8Jmq/frOtUobzOmjwSIRTBpfE5WduBcbZfV/gIDz1BzAIM18SQPDDNNFukVDV1q6O0E\n", "krydDXtP4Ey19T1h2UdicPDV34A/QdeA8Hf88R6nPvkO/tgvf+yTq1AAw0/pUutwrsY8MXh/2Ri8\n", "szgDK6ck8K/VdNiXnpe19OB/D17FjstNTn+nzsBhe755/8peDwTCf+A4DqerzIGvXQXN4Djh5JlN\n", "H5k2LAwLMqL57X+eqrGabNczVTQSSYHhEJXOYJVOo+fgk54RBo7DgUYmYMVcb1/sD0EQBEEQBDH4\n", "UADDTzlZ0YFeTzyMjQtGZnwIJieF4o6xMfw+1Q4CGP84VY1jV9vx9xPVyK93LhXk2NU2NCvN0u+6\n", "Lo3PrgwPBb6Yw1bW2oPWHnMwobxNhcsN3YJ92PSRm1Mi8MT0JARKRPzn91v4HdgqoQoIq5B0qsgD\n", "AwCau21P7H3RB+PwlTbUq41Bi0CJCE/dOIx/r9FOPwn3Mli/gZJmJV7dewUrNlzE1kukxHOELz6H\n", "CMIV/PEepz75Dv7YL3/sk6tQAMNPOXbVnD4yMzWS/39ciAxSsXEy2a7SoVtjPTHkOA4lzUp++2sn\n", "BqAcx+HrPKFaQ2egagIDQWcwXofiZiVKm5Uoa+nB1dYeKDyoRjhrQ+7/LZNG0qnS4VKv94kIwE0j\n", "IxAbIsO9k83Kn0/O1KJHa77vGgQBDPOKfKjMvCKv0OgpGAZr/wsTvlaJRKMz4JMzdfz2iknxGB8f\n", "zG83KjzngaE3cGjo0lgpi4i+qelQ4Y1DV7FqexF+qOqEQqPHv3Nq0aYkTxOCIAiCINwDBTAcoDdw\n", "+LawGYevtHm6KS7RrdEjl0kfYQMYErEIyeHmVW5baSQtSi2UWnPp1ePlHajtY4KU39CNYiboYcKR\n", "yuNax1EOm0ZnwP9sKcCq7UX46fYiPLe9CM9uK8QzWwtx338v2fSSGArO2PBNOXq1HZ0qY1Alp6oT\n", "pjhDZnwwooOlAIB7J8cjpvf/rT06/PK7UnyeW4ez1Z1o7/1sgFjE7wMY71U2iGEr2DYQfDGH0J43\n", "RF+/T29jR0Ezb94aIQ/AfZMTEBdiDl41dWtg8EAAQW/gsPqbIjzyZb4gwOKvuOs30Najxd+yK/HU\n", "lgIctTCH1ho47Cyw9sohjPjic4ggXMEf73Hqk+/gj/3yxz65CgUwHPDN5Sb8LbsKbx4ut6qq4M3k\n", "VHVA2zuLHBUdhGERgYL3k5ntmk5rnwpL7woOwLZLjr0wvs6zrdLwRWm7N3C+rsvupFRn4PDZ2aGf\n", "XPVo9civN6eLJIcbJ5xaPcenhZywSB8xESSV4InpSfx2UZMSG3Lr8es9V/jX4kOlkIiFZX1ZH4xO\n", "8sEQKDDiQ83Bntou31I6HSo1pxE9dH0iQmQSBMsk/PXW6jl09Az99S5uVqK0pQeAUXnm7qCZP1LZ\n", "rsLqb4rwbWELWJFURmwQ//+dBc3Q6Aw2Pk0QBEEQBOEaFMBwAJuGcayPih6DSX6DAs9tK8T7x6ug\n", "1fc9CGTbPSst0ur94X0oMKrarV/bW9xi10ixtlMtmLjeypg21nSQkac9HOWwsdclQh6AUdFBSIuS\n", "wzS/v9TQjYq2nsFuooC8egUfGEuNkuN+Ji3k28JmqHUGnKk2KzRuHhkh+PyCjGiBGsiShNBAq9cG\n", "sxKJL+YQNjHeENclhfH/9yUFht7AoaLN/FyYnx7F/59VYXjCB6O81fyb0ug5fF/mW+o7Vxnob6Cw\n", "sRsv7iwWpPxclxSKvy0bg/eXjUVciDHI1qHS4aCPKRmHCl98DhGEK/jjPU598h38sV/+2CdXoQCG\n", "HZQaPQobzavN52u6PJYT/fEPNSht6cGugmasy6l1uG+PVi+oEjHLxoSRVWTYSvGwVT1EpTNgd2GL\n", "ze/cnt8E05mZPjwMtzAr76TA6B91zIr6PZPisXZFJv559zjckmK+nt8V2b4egwVb7nL68HDMGR2F\n", "YKnxEVLdocaGs3VQ9a6yJocHYmSkXPB5sUiE1xak4YuVE/DKnBTcMTYGw5l7cR4zkTUhUGCoBndF\n", "Pq9egfx6hVd7HzRZTBRN1HWqPZJy0R+qO1R8ICw2RCowa2VVJZ7wwbjaJnz2WRrODhUGjsO/c2rw\n", "5uFytHqpf8Tpqk68/F0pXxVHHiDG6wvS8OdF6RgXHwKJWITlE+L4/bdeavTq3xZBEARBEL4BBTDs\n", "kFev4Kt4AECzUosqD/g5qHUGFDeZvSW25Tc5XBU8U90FdW/DR0bKMTJKbrXPMFaBYSPAwAYwZqaa\n", "gxHb85ugszBSVKh12MNMpFdMjO8zQEIYcZTDxpoyJoWbV6UXZZqryBwoaR1SWTarrpg6LAxBUgnm\n", "p5vVNluYNKJbUiIgEgnTQUzEhsgwLz0aL8waif/cOx4bH5yIDfePx+1jYqz2ZSe37lZgsOf/UGkr\n", "XtpVghd2leB0tbXPh7fAKjBSo4P40qMaPee1E11Lrraany+REKqI4kMZBYYHDICvtgrbc6mh2yPq\n", "llOVHfjyYiMOX2nD+jOOg9YDob95tAdLW/HavitQ9z5/wgMl+POidPwoNVLwu79jbAzkAcZhRkWb\n", "SuDNRBihXGbC3/HHe5z65Dv4Y7/8sU+uQgEMO9gySTzvAePE0halIJACAO8eq0SVDZUEYCxlasJW\n", "+ggADI8wBzVqOtRWq2LssR+dloSoIOMkslmptQqe7C5q4VfdU6LkmDYsDMlhgTANYRsVGmicSHsh\n", "hLCTpmSmtOjUYWFI6J3kdan1Q5ba1NCl4YNRMokIkxKNq/+LM2P5fdi7iPW/6IuYYKmgfCpLOKPA\n", "sJfCNFC0egPWM4aN2Ve91++G9cCIC5EiiQlG+koayVUm9Sk+UPhsiHdjColGb3BpxZ/jOJS3WT9X\n", "D3hAhVHQaA5an6rs9Bp1jYHj8Pm5erx9pIL/uxQfKsVflo5BZnyI1f6hgQGCwKQzFa0IwpfJz8/H\n", "1q1bsWXLFlRXVwMAdu7cie3bt2P79u3Iy8vzcAsJgiB8Hwpg2OGcjZUiT6wesQNZEz1aA/548Kqg\n", "FCVgrFzxA5M+wqonWKKDA/hVMYVGz0uAAaOiorXXPE8qFmFEhBzLxptlwFvyjDLgHq0e2/Ob8OWF\n", "Bv69uyfJZ6neAAAgAElEQVTGQyQSQRYg5ldSDRxQ3+lbBoNDhb0cNr2BQz2TQsJOUsUikUCF8Z2d\n", "tB53w1YfmZwUisDe+2dUTBDGW0xcIuQBVq/1F1aB0TlIHhj7Slr5ihgAUNDUbe8jHkWp0fOmklKJ\n", "CJHyAEFFoVof+Z2xKodZkzME78UxCgx7FVec4WJdF+77PA9PbSlw2oizvUeHDhtpSvtLWoc8gMB6\n", "cXSodAIVnjtxJY+2U6XDq3vLsIExEE6NkuOvS8dgRKS10s/EXRPj+ID2meouVDJBovx6BX675wp+\n", "+V2JzwTg3A3lMvsXLS0tWLFiBe655x5cvHgRACCXy7F8+XIsX74ckyZN8nALhx5/vMepT76DP/bL\n", "H/vkKhTAsEGbUmuVCw0AF+oU0BucG8jqDRxqO63VDa5SxPhwLM6MgUxiHApWtKnw/vEqwfHP1nSh\n", "R2vyIJBhVHQQbCESiQRpHqxhJJsmMywiEBKxCEvGxfLfW9rSgzXfV+Khjfn46GQ1P6mMlAdg3ugo\n", "wWf543v5wNTb8rJblFreIyBCHoAQppQoANw2JoY388yrV9hV47iTs0xaxbRh4YL3Fo8Tpn7MGBFu\n", "VU2kv4QNsgJDqzdg4/l6wWuVbSqvrD7Bpo/EhciMv2NfVGAwKSSWzyh3eWBsu9QEpdaA6g6102Ww\n", "WWXIqOgg/t5rUGhwqX5og1pXLQx6PZ3WVNDYjZ9sKxS0Y3JiKN5dkoFYRjVji+TwQNzEKLK25jei\n", "uVuDtw6X8ylb52sV+OOBq06ZVBOENzN79myr1/R6PbZu3Yqvv/4aubm5HmgVQRCEf0EBDBucrzMr\n", "LSYmhiAm2Dio7tboUdLc90qYgePwq+9K8fhXl/HB8eoBtYVdDV6cGYuf3jKC3z5Y2oa3jlTgs9w6\n", "7LjchB2XzaVOZ1nkIlsSqDH3sZqpFML6X5hMGCPkAYLKIgdKWqFgJnhhgRL8el4qZAHm24mdWFV7\n", "cSWS3UUtWPFZHt44dJXP5x4q7OWwCdJHwq0nBzHBUkGFj92DbOapN3A4V6vgt6cPDxO8PzstShBo\n", "cCV9pC8G2wNjb3Gr1USZAwZtxXsgWKaPAEJ/FF8IYHRr9LzaRSICKvPPCt53lwcGmwrizDMbEAZW\n", "xsQGIyvNHJDdXzJ0hrndGr3VPZlTNTgBjL7yaDmOwzf5TXhpV4ng/rt/cjzeXpQu+H064u6JZhXf\n", "/pJWPLm5AIcsAktlrT34LLfe8qN+D+Uy+yf79+/HjTfeCABYuHAhVqxYgbvvvhsNDQ19fNL/8Md7\n", "nPrkO/hjv/yxT67i3OjjGuNcjXmyNjU5DLVhGj4P+lxtl81cX5aqdhUu1huPsbe4Bc/ePAwyieux\n", "ohallh/IBkpESIsOQnpsMPIbFNhbbGyPvdXFmXb8L0xEy8yTdVYhwa7ms7LguybG41uLdIXkcBlW\n", "TIzHrRnRCJIKVQLDfUCBYXL679bocbSsHT1aA15fkAZpP66VOxEYeNrxhliUGYvjvaVr9xW34PHp\n", "Sf26x5yhsKmbVyTEhkitqosEBojx+LQkfHiyGmPjgnHDiHBbh+kX4fLBq0KiM0CgvgiVSfjAXEFj\n", "N64fFmbvox6BTakwpVok+5gCo5xRFoyIlEMiEiobooOkEIuMqWftKh3UOgOfruQsGp0BdV3mc1Ha\n", "4lwAg21bWrQcmfEh2FXYDMBYmnrVLSP41LvBpLzVujxycZMSbT1aRAVJbXxi8DhY2oYPT5qD8KEy\n", "CV7OSnE5SDkpMRTpMUEobemBVs9ByzjmmF4HgK8uNmDGyHBMSAgVfD67vB2bzjdgQkIInr1pmMPg\n", "PEF4mqNHjyIjIwOxsbFW70mljn/D2dnZvDzcNEnx9W22b97QHtq2vW3yZxnK7zfEpKK/9Pf+Gz35\n", "BjQqNOjoMI6hIyKMf8/62jYoWtHdWOU118sft4ODg+EsIs4D+vmDBw9i6tSpQ/21TsFxHB798jK/\n", "SviXJRmo7VJjzdFKAMCU5FD8eVGGo0Ngf0kLvz8A/G3ZGIzrhyfA8fJ2/OHAVQBGJch7S8YAMFYm\n", "eXFXMUqarQe6gDGwsP7e8Q4HefuKW/DO98Y2zk6LxO/mpwEAXtt3Bacqjat9v56bgrmjzcqLz3Lr\n", "sPliI0ZFB+GeyfG4eWSE3VSBnKoO/G5vGQBjucc1ix2fM09Q0qzEqu1FgteyRkXilTmpbkuB6A//\n", "zqnBlxeNZncPX5+IR6clWe2jN3B4/CvzffrruamYO9q6DKk72HC2Dp+fM070bx8TjZdmp9jcr0er\n", "hzxA7NbJRUFjN57fUQzAuCr+9+Vj3XbsXQXNeP94FQBjCtTDUxPx9xPGydqMEeH439tHu+273AF7\n", "HVZOScAT05PRptTi/i8uAQCCpWJse3Syy+dfpTPgeHk7UqPkGB3j/B8PW3Ach4t1Cii1Btw0Mtyq\n", "Lew5nzs6Cr+em2p1jEc25fP39fp7x2FYhH1/BVtcaVHiJ9vMv2upWITtj03uMzC5+psiFPUqb95e\n", "lI4pSaF4aksBb177qzkpgqo7znCyogPrcmpwS0oEnrpxmFOfYc8Ryy+zUrAgw7XvN1He1oNTlR2Y\n", "nRYlCHr1BXtO0mOC8OqCNLtB1b44UNKKPx+t4LdTo+R47ubhmJwUil99V4oLdcagf3K4DP+4KxNB\n", "UonRNDS3nr/vAeD/bh+FG0e4T+VFXNvk5uZi/vz5bjvesWPHEBcXh8zMTP61iooKpKQY/27u2rUL\n", "S5YssflZbx4bE8RgcKG2Cy9/V+ry59YsSsd1yf1bZPLEdxLO4crzmBQYFtR1afjBc5BUjLHxIUgI\n", "M8ua8xu6+1wVLG4SBhYKG7v7FcAoZGTsmXHmzwcGiLFmUQbOVHeiRalFu8poPtfRo4NIJML918X3\n", "OYmx51FR2W7+v+VK+yNTk/DIVOvJtM3jhwsrnXgjtoxaj5a1I1hahZ/PHOHyRJDjOJyq7ERVuwrd\n", "Wj2UGgO6tXqodQbcMDwcC8dalwm1RS1j4GlvsiERi7BwbAw+7TXU+66wedACGGz51OnD7asrLFU4\n", "7oCtQtLpRg8Mjd6ALxj1xX2T43E984epsEkJjuO8aqXX0gMDACKDAhAkFaNHa4BSa0CHSodIF1fp\n", "15+uxbb8JgRKRFh/3/g+PQ3soTdw+PBENa9aeHHWSKt73lLlYIu4UCn/DG5UaF0OYFhWEtEaOFS2\n", "qxwGZwwWFUhSo+QQiUS4NSOar1Czv6TVpQBGU7cGfzpcDrXOgC8vNmL2qChkxPYdICpjFBhRQQFo\n", "6zVVzqnq6FcAQ60z4JXvStHao8Om8w34/a2jMMWJQVhtp5oPXgSIRXjrjnSEy/s/ZJg7Ogrna7tQ\n", "1KTEknGxWDIulg8Uv5yVgh9/XQCl1oDaTg0+/qEGP54xDGuOViLbotLSvuJWCmAMMt9fbcP+4lYs\n", "Gx/nVkWdv9PY2Ijjx48jMzMThYWF6OrqwiOPPIKKigrk5OQAAKZMmeLhVhIEQfg+FMCwgK00Mjkx\n", "FAFiEWJDZBgREYiqDjW0eg75DQpMHWb/j3pxs1AWXdDYjbv60ZZCxsDTMgASLJNg9qj+T1hrCs4D\n", "MB7TVEpVa+BQ3yu9FgEuTxxYEsNkkIgAPWcsv9qj1Q/KBNdEe48W3RqDIDDTF7lMWdyUKDkqeicw\n", "u4taECKT4Okbk12awG7Ja8S/cmptvnfsajsyYoMEkyhWKsoiSCGx4YFh4vYx0fgstw4Gzmgw+/v9\n", "ZbguKRRTksOQEiWH2A2T706VDsW9HgJiEQST/KFgsDww9hS1oLk3pz8qKABLxsdBJhEhLFCCLrUe\n", "HSod6ro0Lq1WDzasL4LJ7FIkEiE5PBBXeiX4dV0alwMYP1QZZZJqPYfcmi7cNsa5QBtLt0aPNw5d\n", "xZlq829qf0mrVQCDnZynRQXZ/A0YS6kan339KaVaYcOAuaS5x2EAo65Tw3vgRMoD+FSN+enR+ORM\n", "HTgYA55N3Ro+eNQX63JqBb46Z6o7nQpgsCkkd02Mw39OGwMoZ2u6oDdwLqvDcqo6+cpSSq3BWPVj\n", "TgqyRkXZfQYBwvTE6cPDBhS8AIxB119k2VZvxYfKsOqW4bxy8dvCFpyrVdhMizpZ0YFOlW7A7fEW\n", "HF0DT9Cj1WPN0UqodQYUNHbjy4cmeVSR6EvEx8fjlVdesXrdlrHntYS33ePugPrkO/hjv/yxT65C\n", "Jp4WnGcmtWwO/FTm/6yhoSU6A8dPJkwU9sMQUG/g+NUvAMiMH5i025IgiTGfGTBKyFuVOtR0qGEq\n", "shIfKhtQvrdELBKU/xzM/PxL9Qo8/tVlPLH5stMVBzQ6Ay7Vm6/jG7ePxoJ0c0BoS14jvs5rdLoN\n", "tZ1qXg1hD5NE2hEcxwlNPB3ItWNDZJjBmHmeqOjAP07V4Jmthbj/v5ew/kztgCusnKvt4u+JMbHB\n", "Qz5pCJFJ+BKM3Rq901WAHKHRG7DpvNlI7b7JCZAHiCEWiTA2zvw7YwOI3oAtBQYg9ElxVe3Uo9UL\n", "yq+WtthOS3NEo0KDF3cWC4IXAJDfoICCUc1wHIdyxigzzU6VpIEaedoKYPTlg2FPGRIfKsN1yUY/\n", "Bg7AoVLnni+X6hVWz6LTThhxchwnqIA1b3Q0YntNpLvU+n7dk0fKhO3QGjj86VA5tl2y/3zjOE7Q\n", "/sFSd7EsSI/GjxhvDfY5eOf4OKTHGO8XrYHD0TLnrgPhOiXNPXzgrVOt5wPYBEEQBOEtuD2AUV9f\n", "j//+97/YtGkT6uocT+i8DQPHCQMYzGozK7m1lXpgoqKtBxq9cJJV36VBW49rJQEr2lRQ9Q4iYoOl\n", "Tq/6OcusWTMt0khUAgNPy/SR/sBWIhmsNJLmbg3+9+BVKHvLxx6+0urU5/IbuvnrNDwiEPGhMrw0\n", "OwW3MAPoz87VQ+fEhJnjOHxwvIo/3shIOR6dmoif3DRMUL3FshqCrehph0rH90UeIEZkkOOAwePT\n", "kpAYZn1vdKh02Hi+AZcbBjYJZyddjtJHBguJWIRQN5dSPVHegWal8fcYHRSAJePMRmtsqlZBo/cM\n", "3DmOs1mFBACGMSod1rzSGSzTLZyt2GGiuFmJn31TJJh0B0uNf1YMnFDR1qzU8iapITIJ4kKkNn8D\n", "Aw5g2CgrXGrHL8gE2/5Ui8DKAiZtJNfBs9+E3sAJjC9NXG7sFgR0bNHUreUNc03niJXwu1qNpEer\n", "R05lB7+d0HtuOQD/OFWDQlkaDDaCnGWtPXxFqsAAMW4aOfgpGyKRCM/PHIEo5pkXIBbh5zNHYNUt\n", "wwVqnn0lzj3nfQFvW0UrahL+zXA03iEIZ/C2e9wdUJ98B3/slz/2yVXcHsDIycnBQw89hAceeAA/\n", "/PCD246r1hmw8Xw9vs5rtDngcgdlLT3o7JWpR8oDkBplnsRflxQKk4qypFlpdyJVbGegXOjiZKiQ\n", "GUS4W31hQljqVI1KJsgwInLg0nl7PhvuQqM34I8HrvI54gCsyg/ag00fMalrJGIRfjMvFbG9k8Me\n", "rQGlTkzoDl9pw9neQZ5YZDTbe3hqEu6aGI9FmeZBtz3TVZY6C/+LvlJY0qKD8Ol947Hu7nH46S3D\n", "MSstUlDSdCDlFw0cJ/C/8FQutLvTSHKYPi3KjBX42bCpWoVN3qPA6FLr+VXRIKkYITLzNR6I0qnM\n", "ouLFlZYep1UuCrUOv95dyqcnBIhFeDlrJFZMjOf3Oc2c66uC9BG53XvblB4DOP97NqHWGQQpWCau\n", "tCgd9otN20iNEgYwJiaaK2KUtfb0qWraXdTCq/ACJSI+DcnAOVbvARZKkN5zdCMbwKh27fd8qrID\n", "6t7AamqUHB8uH4vxzD3+1cVGrD9tnfbGqi9uSYkY1PQ/lsggKX41JwVBUjFiQ6R46450LMo0Bhjn\n", "jIqCtPePcFGTEpU2lDbEwLFUjJ6rpQAGQRAE4V24PYDBlkCRydynGthX3IL1Z+rwzx9q8G1Bs9uO\n", "y5JrkT7CDrBDAwP4/GUOwAU7A9ES5o9/oMT8eVelvwWNbADDdQPQvsjOzhYGGDrUg6rAqHazAoPj\n", "OPz9eLXVYMvZFVt2VYlV2sgkYkxmJiz5fSgYOlU6rD1Vw28vGx+HMUwawuiYYD7wVdWuQo/WPAG3\n", "VcdZkD7iwP+CRSQSYWSUHMvGx+HV+Wl4YeZI/r0zNf0PYFxp6eEnpxHyAIxxIn9/MAhzo5GngeNw\n", "lpkEzhgpDMqwKSSlzUqBh4EnsUwfYZ9NAymletUigKHSGZxWS52vVfABpVCZBG8uHI1bM2IEga7T\n", "VZ18wPmqjfQRW78BVm3W5KIHRlW7ii/QmRweyKdfqPUcqjrsT3hZJUpalPDZlxgm41UlHSodWpT2\n", "gyqdKh3WnzEHBO6fkihIvzjTRwCCPUcmJcj1yWEI6H2IXGnpQbML5+TIFbMB5pxRUQiXB+CtRem4\n", "mVFUbM5rFKQJGDyQPsIydVg4tj4yGZ/dPwGTk8zP4nB5gCBlbn9Ji62P+xy2fgOexFKBcbmhm1eD\n", "EkR/8LZ73B1Qn3wHf+yXP/bJVdwewGBXp/qqd+0KVcygeldB84Bz+21hL33ExFQ2jcTOqkQRY+A5\n", "j5EeF7i4mssqNlhZuzsZbqGQqHRzAGN4xOBVIvm2sAV7iq0HsAqNnpdg26NTpeOl8mIRrBz5JwoC\n", "GI5XTP99uhbtKuOkOjZYisctSp7KA8QY0XsuOcDKH8USgYFnP8sVXj8sjA+alDb3oN3F9CUTOYL0\n", "kTCPGbmFCVJIBqbAKGvp4RU7wRLOylQxXB7A/y70XN/eCUOFvfQRwDKA4dqE31KBAQAlTva5nklX\n", "mZcexZcXGxMbjIher5TWHh1/zwsUGHb8LwDrFBJXnvVsICIlSo70WPP32Esj0egNqO4Qfo5FLBJh\n", "VAxzHAe/4Q25dfw9mhAqw72T4jF9uPn5crqq02F/LFUqgNGweVKi+W/A6WrnVsQVap0gYJLVa/os\n", "DxDjtQVpuL7X28PAAX89VskrVC43dPP3W1igBNOGDX3ZOIlYZPN5c9sY89/UA6VtbvHEIcy0KrVW\n", "qietgUN+fd/+TQRBEAQxVLg9gKHXmycYjuTvbPQoOzu7z+2KavOq1tU2Fb46cNKlz1tuHzyajfx6\n", "BfLqFfjvvhP4774TyGNMFnW1hVafn8IM5E5cabR6X6M3CFbQlo0359Zfru/iB1t9te/A0WxUtBsH\n", "smIR0Fxy3uX+9bUNCEudFte1oZoJYNQWnR/w97EKj/IWhcuft7f9xb4T+PvxSn57UrgO0VLzCtHe\n", "Y6ccfv7LQ6f5VdqxccE4l3NS8L66poj//6X6bhw7Zrs9efUK7C4yB1FW3TIcwTKJ1fdF6M0TjpJm\n", "Jf++KYeN3Z8toWpKDXD1/JzLOYlhcuPvkAOw6fCZfp1v1v8iQlnn8ufdta3uNK8Gd6l1Azoem9Iw\n", "IzUaYpHIav9oznyvFjYqh7y/trZPXSjgtw2KVsH7RedyIBEZ7+gOlQ4Hjzp3fI7jBM8rE0culDr1\n", "+XpG7dTTZFYhnTxxHCNl5uNuzs5Ddna2YHLeWVUMwJjHaev+DRQb+6PRc9h39LjT54v1v0iNlCOd\n", "qTxiCsxYfn7H4VO8UW1SmAxnfzhpdfxgtVnJcCi30Ob3l7X0YBejDnzmpmEIDBCjpfg85L39aVZq\n", "se3QCbvtZ8/RKEalEqs1P2d2nytz6nycqOiAtrdjSYF6/nmcnZ2NkyeO4/mZIyHrVQmWtvTwpp5f\n", "ZF/mjzUrLRI/nLTf3qHenj48HCES47O+RalFbk2XV/w+B7Jtes0b2lNkx3B8Z06Bzf39YZsYfPwx\n", "X5/65Dv4Y7/8sU+uIuLcLGXYtm0b7rrrLnAch127dmHp0qVW+xw8eBBTp0516bhvHi4XyFoXZ8bg\n", "eUYq7yxavQHfXG7G57l1vFmiJcnhgfjkvvFWr2t0Bqz47CJv1vj5AxMEq4XFTUr89Jui3mPIsP7e\n", "8Vj5xSVehv/PFZkOVx5N5NZ04pXdVwAAo2OC8I+7Ml3rpJN0a/S4a8NFq9cj5AHY/PCkAR/fwHFY\n", "9skF/nx9/cgkgZ+BK7QqtThe3o7s8nZcqFPwE470mCC8t3QMXt9Xxqti/ve2UQKpsSXvZ1dhV6Fx\n", "ovHglAQ8Pj3Zqt13f5bHKznW3zvOqqSsVm/AT7YV8aqVW1Ii8PtbR9n8vu35Tfio19RvQXoUfjkn\n", "1W7bfr6jGJd704feviNdUAnHFT4/V48NvVVRbs2Ixst2yhfao0Olw32f54GDMYj21UOTPFa28MMT\n", "1fjmchMA4JkZw3D3pPg+PmGfF3cV41K98fz+MisFCxiTVRM7LzfhgxPG65WVFonfzk/r9/e5i/+c\n", "rsWmC8bKKY9MTcQjU4VKn//ZUsDfix8tH4t0J9J9GhUaPLwp3+r1yYmheGdJRp+ff3XvFfzQG+R6\n", "dX4aZqVF8u8dvtKKNw9XAADGx4fgnSUZWPbJBd4Ud9ujkwU+HpY883UBb6z59+VjnU5fem3fFZyq\n", "NLbplTkpCJJK8Pr+MgDApMRQvGujXwdKWvHno8a23pwSgT/Y+B3vKWrBe8eMQdOZqZF4bYH1PfH2\n", "kXIc7K1SMnVYGN5cOJoP4v/fwav4/qoxCPL0jcm4d3KC1ed1Bs7uOapsU+F/vjZOIoOlYmx5ZDKf\n", "VmKP3+wp5SvD/M+NybjPxnduulDPl2kNDBBj7V1j8fyOYt4L6p3F6ZicNPQKDEf881Q1vr5kfB5k\n", "jYrEb+d5/vfpL6w/U4uNvRWahoUH8t5VY2KD8fflYz3ZtEEjNzcX8+fP93QzAPRvbEwQvsyF2i68\n", "/F2py59bsyidV336wncSzuHK89jtCowZM2Zg48aN2LhxI2bMmOG246osgg2Hr7S5nJeZU9WBZ7YW\n", "4uMfauwGLwDgBjvVFmQBYkxi0gssy9OxecQZscEQiUQYKzAFdE6azaaPjBuk9JHs7GyEyCSItDEp\n", "dYeBJ2CUXie7UIlEb+Bwsa4L+0tasCWvEf85XYu/HKvEizuLsfKLS/jgRDXO1ZqDFxHyALy+YBTk\n", "AWLeXR/o2wfDloGnZbsnJJjPuy0fjMNX2vgJY5BUjOduHm73+zIYGTtr5GlrFYitIpHkpAeGLVjZ\n", "99kax7J1W5yt7uRVKplxIR4LXgBAuNz5KiQ1HWpsulBv817r1ugFVVn0NZet9gGERp6upn4NFvZK\n", "qJpIYirR1HaqodEZsKeoBau/KcIzXxcI0sNMsOkj7OdLW5ROGSXXM2ohy0o404aF82lMBY3dyK9X\n", "8BPzhFAZPzG3txLa30okFQ5SSK7Y6ZelcaYtRscIj2MJx3E4z/giPTYtSaBAZCv42PPBqGpX8eco\n", "PlQqCPCMiAzkn3FKrbAEtC06VDqBz09Wmm0fi6TOUr7Pap0Bv9pdygcvYoOlgnQ6b+HWDLMx8omK\n", "jj4ru3g73qQGYMce90yOd8q4nCD6wpvucXdBffId/LFf/tgnV3F7ACM5ORkrV67Egw8+iPj4/q+U\n", "WmIZrFBqDTh21bla8HWdary69wp+t7dMYCaZECrDxIQQwb8FGdF4eGqi3WOxhmb7ilsFE8NiJkAx\n", "tnfFcBxTQcRZI0+hgefgGieyaR4m3OF/YcLSZ8MRH5yowi++LcWao5X4+IcabLrQgN1FLbjU0A3L\n", "aceEhBC8uXA0EnonTsLKBfYnPPVdat7oMDBAbNcglQ1gmFbsWY6WmSXl901OEEy4LBEYeXYIjTxZ\n", "erR63p8hQCwaUOncMbHBvHdEq1JnVS6zL1j/ixs9VH3EhLNVSFQ6A17+tgT/OV2Hl74ttjrP52q6\n", "+OBXRmwQQuzEZNKig3gD3kaFFi3d/fMQcSdNCvseGACQzPzOtl5qwsOb8vHesUoUNSlxtU2FTefr\n", "rT7DpivcMCKc961Qam1X8mDhOE6QQmIZwAiXB/DePRyALXnmlLtUO0ECljjm99TkZABDpTPwQRWx\n", "CBgRIUdssLTPfgmMM6NsK+RSouQweTLXdWmsfHbquzS8uWewVGylGGF9MC7Vd9t8BggDKcJ2WFYj\n", "OVjquIxodnk7TNW8x8UH889JSyQi4OezRsIUamH9D+aMjoK4jypInmBUTBDSewNKWj2HI8yzmOg/\n", "Bo4TLMJMGxYmNC6vIx8MgiAIwjtwewBjsLBVDWBPUd+14Gs71fjZjmJe6gwYB5g/njEM/7l3HN5b\n", "Okbw75dZKfyA1xaz0iIh7y27WNmuEqgqihkDT1MlCtaA05kABsdxgmMORgUSwJw/NdxGAGNEhPsC\n", "GMOcVGA0KjTYU2TfVV4Eo7R91c3D8cXKCfjL0jECmTwbQGhwMOFhyxhOSgyBTGL7JzAhwbzyeMnC\n", "yLNLrROYuM5Ld+zSzxp5GjijkSRgncNWxxgwJoTKBmSaKRGLBKazfVU/YNEbhOVTPR/AcK4Kyd6i\n", "FjT3TiJblTqBHwEg9L+4YXi43RxCiViEMXHepcIQKDBsBMvY39nlxm7eWNbEmeouK/WBpd8CqxSy\n", "Vw7aRHuPjn8mh8gkNlPD2PuGff6yaXT2roGzAUmWSosKJLIAMUQikV0FlImrbOAg2vazTyYRC8w9\n", "Lc1P8xhFxPiEEKvfbmyIDKN6j601CNUafDtsVCBhYdOdDl1pQ6fK/m/hKKMONJl32mLmzJkYFx+C\n", "ZePjrN4b6uojrnArcy58vRqJt+QyV3eo+cBcpDwACaEygcH1eSqnSvQTb7nH3Qn1yXfwx375Y59c\n", "xWcCGLbSRfLqFQL3eEs6VDr8ds8VdPQO9EQAFo6Jwfp7x+OeSfGQ2pm8OiJIKkHWKHOu997eShgq\n", "nYFf5RbBuOoOGFfCTWPZ8jYVlH1UyKjv0vDtDZFJbAYY3Amb4mHCnQoM1jvCkQLj28JmfnV8WHgg\n", "lk+Iw6PTkrD6luH43fxUbHxwIt5ZkoE7J8Qh1oYyQZhCYn/F/BxTVnSqg1y2sXHBfI55dYdaUMnj\n", "ZEUHL/UeExvsVLUQttoFu8rFIiyhOvDrPlUgW3d+8FncrORl5NFBAQL5vCcId0KBoTNwglV+wLjq\n", "b0IikmEAACAASURBVJpkcxxnFcBwRCZTTrXIxRLI7sbAcWh2UIUEsH2/xAZL+fKf7SodHzgzYVnW\n", "NCNGWELWEY7UFybsBb6c8QGKZ37jjU4qYCqYQEQK8wxjjTwtq8oo1Dr+3ErFIiuvG5ZRDs4PG8CY\n", "ZCftoq80ElsVSFgy44L5YIxWzwkMhFlalVpc7F0tFwGYzXiT2OPx6Ul8yVnAGNhO9/Dv3hHz0qP5\n", "53NBoxINXa5V3yGsYcunjo0zpsCaKtUAwtLjBEEQBOFJfCaAwSow2An2XjuDOLXOgNf3lfGTZplE\n", "hD8vSseLs0ciKnhg5V1vH2POwT3S68VR1tLDT8CHRwTy+cvBMgkvmeYAFPUxMShkBhGZccGDJuE1\n", "5U8NdgoJe3x7wSaN3oDvCs3X8akbkvHczcPx8PWJWDo+DrPTohDdxzVzJmfewHECBYYjg8zAAKEM\n", "/DIziTWZ8QHA7FF9Tw4AIIOZDJT0TiQtc9hqu9gARv/TR0wIZOsNCqc9Y9jqIzeMCHdYTWgoECgw\n", "7Kw6H7nSZqW8aevR4btes9aKdhU/UQ2RSZAZH+Iwh1Dgg9Ho2VKqHT06vppEWKAEQVJr88tJiaF8\n", "IGF0TBB+mZWCT+8fLzCzZQM4Gp0BVR3mgGtqlFygaOqrlCrrf5FgJ31qdEwQooOtlRmsysGdHhiW\n", "/hcm0h0oMNjUqhGRcofGmOyE3lKBwaaZ2fONYAMYp6utfWnYttgK8ohEItzJKCV2FjTZLCN67Go7\n", "/7doYmKozYCvCdP5D5FJ8LOZI/hg+/IJcR7/3TsiQh6AKczk+oeqDg+2ZmB4Sy4z639h8u6akBAK\n", "aW/uVFWHGs3dFCgiXMdb7nF3Qn3yHfyxX/7YJ1fxmQAGO/liy5PuL2m1GsTpDRzePlLOTzpFAF6Z\n", "k+o299gJCSG8ZFupNSD7artgVX1snDD/eawLaSTsSvlgpY+wDA8XBisCA8SICx1YgEd4fGEKiS0z\n", "ye/L2nnVSWyIFDen2K8gYo/YECmfx92i1EKrt56sX23t4b8nQh7Q50rweBs+GAq1DrnMStQsJ1Y3\n", "AQiCISV2glhsfn6SGxQYcSEyfiVaq+cEZYIdkWMRwPA0rIGoLQUGx3H46mIDv82uvm++2AiN3iAI\n", "ykwdFtZneg4bwChqVtqcKA4VTX2oLwDj7/bju8fh0/vH46PlY7EgIxpSiVgQxDrLPFsq21Xm0qHh\n", "gQiSSgSpFqXNPQ6NX+uZYJs9BYZIJLJSugSIRRjuRIpafD88MIQBDHNfMiwUGGy/WNVDX94co6NZ\n", "I0/z51qVWj5QLpWIeP8jSyYkhPDph/VdGoHiqluj5wNwAWIRn3JmyZxRUXyKY6NCi1OVwom7ziBU\n", "ZmQ5GWAFgJtGRuD9O8fizYWjsXRcbN8f8DA3McG5kxW+F8DgOA4nKtpRopBAY+Pv1VDDllA1KdAC\n", "A8QYzzwLbaU+EQRBEMRQ4zMBDFaBMSstkl/Za+3RCSZcAPBxTg2yy80DmmdvGoaZTk40nUEkEuH2\n", "seYc3L3FLShmlBMZFgNYdjJU6GA1t1GhEZSKZScf7saUP5VsocAYERHoVtVHZFAAL2NXag1o77Fe\n", "QTeVyASApeNi++X9IJWIeZUGB/BeCCxs4OH65NA++zkx0XzdTNUrTvQjfQQwGs/xRp7tRiNPyxy2\n", "WsYDw9nj9sVU5h46U9O3D0abUssH48QiYzUJT8MqMGw54edUdfKr1/IAMd66Ix3RQcbnQ7NSi33F\n", "rQLJvmlS7SiHMCZEygcL1DqDYKLrDNvzm/CH/WUueY/Yo7GPCiQm5AFiJIUFClbO2euX36DgU9jK\n", "BP4XxslyQqiMP9cKjV6gsrBEWIHE/r164whhMHKkhcrB3jWICZbyv5fWHp1TEzxWwcAGIxLDzFVP\n", "utR6QYrZ1T5UDyyjGAVGeZuKD5KyFUHGxgVDFmD7z6pUIsb1TBD9NBNQKmeux4iIQLtKEFmAGHeM\n", "NSsAdzDPTgD4PLeOv7ZSsajPAKvl+R8TG4xpwz2vunIGNoBxsU7RZ3qmt/FZbj1+v/8qNlbL8cB/\n", "L+G97ytxrrYLegMHjuPQotTibHUnvs5rxKdn6wQVlNyNRmcQPBPYRRj2nj1HPhhEP/DHfH3qk+/g\n", "j/3yxz65is8EMFgFRohMIiiltjmvAV9dbMC731fgZ98UYdsl86DurolxuGui+6qhmLg1PYYfYF+o\n", "UwgGo2MsFBhsJZHCpm67K5ubLzbwk+OJCSECI8nBQh4gRiyzqmtv5a+/iEQiQRqJpQ9GYWM3v/Ij\n", "FYsEg3NXEfhg2Jh8sXnq1zuhxmFXnoqblVDrDDjGpo+4EBQLkkp4c1QDZy1BB4QeGMPcoMAAgOnM\n", "BPashQ/G6apOfPxDDU5XdfIGj2yawcSEUEEpR08RIpPwvzWl1sD/Rkx8ecGsvliUGYOYECnumZzA\n", "v7bxfL1A4u9sYJC9/rkuDNyr2lX46GQ1jld04Dd7ruC97yutqla4AqtAcLUyTXSwFKN6J+Z6zlxJ\n", "QOC30Pu+SCQS+EU4SiNxVEKVZeqwML56h/G7nHu+SMQixDBpY6wHSEFjNw6UtArugx6tWcEgFglT\n", "14z9YlO4zP0qd8LA00RYYAD/jNEZOL40bR5zb9nzvzDBKpqOl7fzvzs2kGLLwJNlybhY/vdwrlbB\n", "e3/k1SuwifktPDotCVFB7lPTeRvxoTL+3tYaOJz1IY8GhVqHry+ZPXsUGj32FLfgV9+VYuUXl3DP\n", "53lY+cUl/HrPFfzzhxr891w9fr6zGO8crRD4MbmLK609/O9peESgwJSXTbU8V9vlcklugiAIgnA3\n", "PhHA0Bk4/o+rWGSc6C4cY1ZAXKrvxrqcWuwtbhVU8JiZGolnZgwblDbFhEgFOc2m1ASxyGzgaWJk\n", "pJxXIbT16GxWyWhVagXS3wevt1/K1R2w+VPsZNndAQzL41umT+xgKkVkjY5C5AAG3GzlAlvnmA0a\n", "jEvoOz0nMkjKm6jqDBxya7oEg+RZLsizAVhVQ2CvgVZv4CtNiOB4UugKk5LMOcyV7So0KjToUuvw\n", "9pFy/HbvFWzJa8Rv917B419dxsbz9YLysJ6uPmJCLBIhVGZbhXGpXoFLvSuTAWIR7p5kDFYuzozh\n", "pfZN3VreQyItSs57AvSVQzidraJR6bySosAiTWxPcQue/rqg32oMQQpJP9K72ICNqQ1lrbaVB31V\n", "7DDB/r7seWAAxuAT6wlhWR7U0TWw5YOxu7AZz+8oxp+PVuDd7yv4903BBMD4vLGsLsSq4kp7g5H/\n", "zqkRrGrbK6HKwhramtJI2CpFfQUwpjHX4kKdAr/eXYrmbo1FQMnxMzg+VIZbmDS7HZeb0aXW4a3D\n", "5Xxa0HVJobh3ct+Be1/Po71ppPk3aplO4818V9iCHq1pUUYYEGhX6eyaFe8racVTWwp6Ta/dF0hg\n", "U1stU2DHxAbz45fmbm2f5dAJwhJff87YgvrkO/hjv/yxT67iEwEMNn1E3lsab1iEHJMdDBZvSYnA\n", "r+akDGod+9uYIIqJlEg5n+dsQiwSCQYFtkwBv85rhEZvHJBkxAZhmgODSXfDTjAmJ7rfd4PNR//4\n", "hxq+XGp7jxZHmZSZO8cPLO9aMOGxqFygUOt46bjUyTx8wKhCMLH+TC0fSMuIDXI5zSPDgQ9Go0LD\n", "Tz5iQqR2ZeiuIg8QC/rwWW4dfvx1IQ6Wtgn2q+/SYP2ZOmGlDi8JYAAQrAh2qcyDe1Z9MT89ilco\n", "BEkluHuSdWlIV/p044hw3lclv0HhsGwlyxUb6prmbi1+s+cK/nKs0mkzVRNNTqaQ2GOajeoXliVU\n", "TVhO9G2hN3ACY82+gm13TjBeh0BJ3ykNLJYBjN2FzfhLdhX/2sHSNl4RZc//wgSrwDhZ0YGfbCvE\n", "lxcb+d9ccnigXX8RFssAhkJtru4iFglVO7ZICgtEFnMOztUq8MzWQoEJpWWQxxZs2dP9Ja1452gl\n", "H+gKC5Tgl4P8t89bYNNIcqo6PepV4yxavQHb880q0SWJGvx16RjcOT4WkYzfT7DU6D9xx9gY3Mz0\n", "s0utx9+yq/DzHcVOG9z2haB0e5zwHpaIRZicRNVICIIgCO/B2iLeC2EH/IHMxO7ns0bgo5PV0Oo5\n", "jIyUY0SkHCMjAzEiUt6vgb6r3DQyAuGBEr7kJGCdPmIiMz6Er4Bxsa4Lc0dH8e91qnTYVWhWIjw4\n", "JXHQc5DZ/Kl7J8VDKhYhNkSKyUnuD5wszozBroJmtCi10HPAe8cqUdepRmCAmF8ZHxsXLDA77Q/x\n", "DlJIWIn2yCjH1QZYJiaGYE9vqVw2x352WpS9j9jFMoDx8t3ma8D6XyS7yf/CxPThYXzu8t7iVsF7\n", "1yeHorSlx2rFLy5E2qep4VDC+mDkVHWgXqGGQq3HD73+NyIA905KEHxm2bg4bL7YKOgbq5rqK4cw\n", "KkiKzPhgFDQqYeCM6TXz062Dlpaw5UoXZ8Ygu7yDV2jtLmpBc7cWf7htlNP3YJOibxNPR0xICEFg\n", "gBhqnQF1XRrk1yvQ3tseeYBYEIAQlhw1GnlaPotalFo+kBchD7BZFYVlZmokNtw/HsFSicCQFXB8\n", "DeKZvn5zucmmIuT941WYmBhitwIJ3y/mt8c+CwBgcmIoXsoa6dQzlz0/V1p6cLmxm18/Hx0ThGAn\n", "Uq5+NTcVyeF12HShARyME1L2HnWmzOx1SaFIiZKjok0Flc6Ak4z64IWZI53+++frebRj4oIRHRSA\n", "1h4dOlQ6FDZ1D0nq5UA4WtbOezRFygPw7MLrIAsQY3xCCJ69aTgq2lQIDZQgLkQquCdzqjrw4Ylq\n", "1PX+bStsUmLN0QqsWZxh97tM6R593dusgaelAgMwplye6lWhnatVYOl46+AwQdjD158ztqA++Q7+\n", "2C9/7JOr+IQCQ6UVKjBMDI+Q408L07FmcQZW/2gElk+Iw9Rh4UMSvAAAmUSMeRYTmjF2HOjZlblv\n", "C1uw8Xw9P7jYnt/Ey0lTouT9qsIxEIJlEjx4fSJuG9N//wlHRAZJ8f6dYwQrvRsvNGBDbh2/facb\n", "BkSslN0yhcRWzr8zTLCTauKK/4WJ0TFB/Ip+Za+Rp4k6QQlVdwcwrFUHEfIAvLYgDW8vysAXKyfi\n", "l1kpgnv0tjExXmXkx058P86pxe/2luGtI+YUgltSIjDSYuIaLJMI/G+CpGK719MeMxgTyh+ckKhz\n", "HCdIVbr/ugR8fHcmZqaa75fT1Z14P7vK6Vxy9l6Oc5CuYQ+ZRIwpzArqV3nm3Pu0aLlgpT453Gx4\n", "2aHSCdJXTDjrf8GSGBZoFbzoC7avbPAiIzaI9+3pUOnwwfEqVDApJCk20uCGhQdaKeOCpWI8P3ME\n", "/rw43Wk1lUCB0dojqOxjr3yqJQFiEZ64IRlrFmcI0t4AY8qNM0Eqy5KqJu4YG+NWw2pvRywSCUoF\n", "n/LyaiQcxwm8L5ZNiBOo7SRiEUbFBCE+VGb1/L1xRAQ+vnscHro+UeC/Za+0aU2HGo99dRlPbC4Q\n", "qLgs6VTpeP8lae/3W8L6YFyo63Jr+gpBEARBuIpPBDDUdhQY3sDtFmkk9hQY04eHC1Y21p+pw4cn\n", "q6FQ6wRy0pXXJQyJ9Heo86fiQmR4b0mGoKyiSe0bIQ/AbBf9JGwhKL1oMWATVF1wQVmQHB4okPUC\n", "Rjl6f8qcBkklvMeIgQO2H/6Bf69GUELVvQG41Cg5kpiJ5szUSPyLmVQHBoixICMaf102BuvuHoc1\n", "i9LxyNTB9WBxlb7UIPddl2Dz9eXjY/nA1m29pUVNOPMbYCXqp6u7rAxELWnq1vKr6SEyCRJCZYgK\n", "kuLV+al4cIq5jXuKW/Dfc/V9fn+HSoeW3tVamUTk0G/CEWwQi53kWQbzrAwvbaSRNCiYEqr9bI8J\n", "Zz0wTGTEBuGtO9Lx4qyR5mOUd+Ask/pkS4EhEYsExr0zRoTjX/eMw+LMWJeet3EhUl4N1K3R4xCT\n", "AteX/4Ulk5NCsfauTIEa77qkUKcDh/PTowQmu8MjAvHsTa55PvlDHi37Gz3lgleNJzhfp+C9UwIl\n", "IiwdF+vSNQgMEOOxaUm4jglInrATtPnv+Xq+XO+Oy8029wGE6otRMUFW/jGAMSiYERuEBelReGbG\n", "MJ9I1SG8B394zlhCffId/LFf/tgnV/HpFBJvYHRMMK5LCsWFOgUSGFd0SyRiEd66Ix2/31/GVwLY\n", "cbkZP1R2QtFboSA5PBBZo1xPTfAVgmUS/PG2UfjwZDV2MeadizJjbA6aXMUyZ56Vv/dXgSESiTAx\n", "MURQlncgwZaM2CDecLBOZe5zXefgKTBEIhFenZ+G74paMHVYGH6UEmF3kjQySm6lZPAG7pucAANn\n", "XFU0cBz0HAe9ARCJjGWVx9nxHggNDMCHy8eitlNtN7joiLRoOeJCpGjq1qJbo0d+vQLXOahgc6VF\n", "6C1hOs8ikQiPTUtCU7cW+0uMaTwbcusRGyLDQgeVd1gfirTooH6VGAaERp7s1MPW8yojNph/RpU0\n", "K/GjVOH93h8FRn+It1DS/T97dx4fVXnvD/wzM5nJvkBCdiCRsCgoGBCxxQAmaFS0iEulVq3e1tva\n", "5d7an63tbbW9t7a2Sjdvr97qrUsXLbigKKIkKjBqRUEgEEBDICzZyL5OMpk5vz8mOTknmUkyk5l5\n", "zjnzeb9evF45h1me83zPzJz5zvN8n6HkRWJ0FJbkJuGqeanYesQzvWuwfBAsJsiFd0f6zuenY3Za\n", "LGalxmHZjMCWCjWZTDhnaqzcP8oRKgv8HN0DeM7PH67KQ3HBFHza1OvXKkyxVgtuuiAdT31chzir\n", "GT9clTfudB4jujAnETaLCf0uCTVtDtR19AWUYA6HFxWjn1bPGS407K/P56XIU1LtJ9pUNVEAzzXT\n", "eyeGCzIrRwqNdESxBPw8H++RJpMJf1w7L6C2RppDhw7h6NGjcLvdWLZsGXJzc1FfX4/y8nJYLBas\n", "WLECWVlZoptJRKRrukhgjCziqTX3l+Tjo1Mdgys++G5fvM2CB0tn4eEdNfJqD8rh4V9cmBHwFxR/\n", "iZo/ZTGb8O3P5SI7KRrPfFyL1HgbrpsfnPm08TYLEmwWdPW70O+S0NY7gClxVrglCccVqy74SjL5\n", "Mj8jQZ3ACKD+xZDZaXFyAU1X8vBFTJ2iBkYoLr4L0uLwHR/Tm/QgKSYKdwW4olBSTJTX6QsTeQ2Y\n", "TCYsm5GMLYMJt3+ebB8zgaEc6TMrdfTohu9eOgPNPU7sHSyE9zv7SaTGWX0WF1UmRAq8DO2eqOyk\n", "aGQm2lTJB8B7Mk/5PFXNo+tOKB8jY5L1WsaKwYwpMchOivYkn9Li8MsrZ6mKud61NAd7Tneq3kNz\n", "kmN8vgenxlvx5cLJf3EoSB1OYMhtTYmZ1ApKS6cnY+l0/6cO3rwwAwuzEpEWb/U6YmU8RphHGxNl\n", "xoXZiXI9nH+ebA/J0ukA8HZVCzYeaER0lAmZidHITLAhM9GG3JQYnJceP+bn98lWB3YravZcv8Dz\n", "uRdIDD4/MwX//f5pAMCBOk+BYeV73Ac17YpVToaXAff2A5C6/kXwi3hHmubmZqxbtw4AsHXrVuTm\n", "5mL37t245ZZbAACbN2/G2rVrRTYx7IzwPjMSj0k/jHhcRjwmf2kvG+CFQ+MJjMToKFxWMHVCtTds\n", "Fs8vZesWqL+0T4u3oqTAuKMvlEwmE244Px2bbr0Af77x3Eld+I+knFPeODiNpL6zXz6HkmOiMCXO\n", "v+dblD08XHd2WuykRkgoC3l+eLId/++1z/Cl5w6q5vBnh/BXbfLfxYqlGoe+JPkycgTGSFFmE+4v\n", "zpeTG24J+K/y4/Ic9FGPp0qIBJ6AMplMWJIzOkmSP07By8+aekbV6gjXCIwoswmPfmEOfnVlAX5/\n", "7RxV8gLwjOj6XtEM1T5v00eCzVscFoRg9aaJMJlMOC8jPqDkhZGo6mCEaDnV/gE3fmc/heqWXhxu\n", "7ME7x1rx3P4G/NZ+Ct977TM8oljW1xtl7YtlM5ORM8GVsLxJjbfKNYvc0uhjfrtKXax5wC2plkod\n", "4nJLOKRYSnheun6T3FpRVFQ0al9c3HC/2myR/VolIgoG7WUDvNB6AsNfZpMJX1+Wi7uWZsv7vrIk\n", "a8zRG8GmhflTMVHmoNf7SPdSyFO9ZKT/F42zUuNw50VZuCg3Cd9dPmP8O4yhQFHIs6PPhQP1XWhS\n", "DENPi7MiIVoXA6N0b6KvgUVZifIvl6fb+3C63eHztmONwBgSZ7Pg51fMkpNtjgE33hxc6WYk5RQS\n", "X483UYtz1SNH0hO8n2u5ydGItXqOt7V3YNSoDVUNjEkmMMaLQWJ0FC7MSfT5y/ai7ERVMctzA5gm\n", "5C9vcVig8ZUvfNHC50AwLFMkGQ/UdaG73zXGrQNzuLF7zCWQy6tasaO61ev/tfY6UaZIKtxw/vAI\n", "kUBj8Lm84aSNXTFdpN0xIC+XrFTRMDqBcaSxW+6rafFW5Gh06o0ebd++HUuXLgUAVRLYah37BxTl\n", "+WC32w2xPbRPK+0JxvbIYxPdnmBsP/bYY2F//vb2wBPOkz3//NXe3q6ZeBnx/PM3NiZpoqXwg6i8\n", "vByFhYUTvv22o834za6TADyF+P7fipmhalrYnRxcBi+Q+fmTYbfbDTkE6Y/vn8IrgwXL7lqajRsu\n", "yMBf99bh2b2egonrFkzD15flimwivr/1M+yrVQ9BN5s8KyX8y9JsfG5m5KwiIJI/r4EHtlfjg8Fi\n", "eXddnKP6AjKkp9+Ftc8eAOCJ56u3L1StMDDSu8da8Yt3TgDwLOX5yBr1coi9ThfWPnMA0uDjbb59\n", "4aQSuN39LtzwlwNyvYiLpyfhv66Y5fW2/7HtGD4a/BL0nc9Px5pz0wB4fsld89Q+uCXPMPgtdyyc\n", "VP2aYLwPOV1uPL+/Af0uCV9alBHyOhADbglfeGY/nK7hj86/3jxfl6MgjPQ58M3NR+TVan60Kg8r\n", "ZwV3ROOze+rw18HCu5fMTMbnZiajvrMf+2o75VEMyTFR+NP18zBFMarQ5Zbw0+3V8uitudPi8Idr\n", "58g1WAKNwZn2PtyxqRIAYLWYsOmW8xFns+DVyrPy9JIos0kuPHxhdiJ+dVWB6jGe/rgWf9/XAMCz\n", "gs13L51cgl6P9u7di+Li4qA+5o4dOzBz5kzk5eUBALZt24bS0lIAQFlZGUpKSrzez99rY70w0vvM\n", "EB5TcOyv7cS9W6v8vt/DVxWMOZ1XaeRxheM5Q82I5x/g3/uxLn7qVY3AsOp/BIaSqIKJRjzxAfXS\n", "i42DIxuqJ1H/IhR+sCIPO463wmIyITspGtlJ0chItCEqTPVPyMOf18CyGclyAuPDk+1eExjHW4dH\n", "X8xIiRkzeQGoV604crYbTpdbNQrreItDLrg5PTlm0qPP4m0WnJsRj4P1ni9bY70WluQmygmMj093\n", "yAmMxq5+efWg1DjrpIvvBuN9yGox49Yg1LaYqCizCXlTYuQvy+kJgdWf0AIjfQ4sm5Esx+Svn9Tj\n", "bHc/CnMSkT81Nigj/fbVdcp/rzpnipwgueH8dHztxcNo6nai3TGA/37/NH5SnC/f9k+7z6imnn1p\n", "UaaqgGygMchJjsY5U2NQ3eKA0yXh49MdKDpnCt6uGh4Fsm7BNGw84Jm6crixGy63pBrN9PHp4WO6\n", "yMty2+S/Xbt2ISMjQ05eAEBvr+e8lCRJ/juSGOl9ZgiPST+MeFxGPCZ/6SKBoVpGNYzTLEh/MsaZ\n", "QuLPCiShkhpvxboQFZmj0FiqKLJZUd+Fzr6BUTUZxqt/MVJqvBVZiTbUdfaj3yWhqrlXtZpKVXPw\n", "po8MuXx2qpzAUNYNGGlxbhKAMwCAfbWe5WOjzCbUdwZv+oiezZoaJ39Z9nf5VAqNZTOS8ZfBkXYn\n", "2xx4YnctAM+oiIVZCZiVGov8qbHInxKL9AQrTCYTXG5PsefG7n609joxMyUWOV5WsXEMuHGkcfj1\n", "qFzGNN5mwT2XzsCPth0DAOw63oYd1a1Ycc4UvFp5Fi8fHF4m/YsLM3DJTP+Ltfry+bwUVLd4jtl+\n", "og2z0+JQOVjrwmICbrwgA+9Wt6KxywnHgBtVzT1yoc7WXic+HZyiZjZ5VnOhyWlsbMR7772HefPm\n", "4ciRI+js7MStt96Kiy++GM899xwkSfI5+oKIiCZOFwkMI4/AEMWow49GLqXa63TJBRLNJs969lph\n", "1BjohT/9nxpnxdxpcTh6tgduyfPL5aoRQ9QnUv9ipPmZCajr9MyNP1jfpUpgKBMiwUpgXDFnKtLi\n", "rZ7RGD6WngWA6cnRyEiwoaGrHz1ONyobunFBVkLQC3jq9TWwPD8Z2wbrlow8D/REr/3vTUFqLC6b\n", "NQVvH1PXoWh3DGDn8TbsPD5cJyLOakaczYKWHqc8ogjwTMX47y/MHZXormzokqdizEyJGVUIeklu\n", "EkrnpMrnxKPvnYLTJeF/Pjgt32Z5XgruWDJ6pNBkYvD5mSly0ubDUx2qFayW5CYhOSYKCzIS8HaX\n", "p08q6rrkBMbQSkgAcF5GPOJtkbcEb7Clp6fjvvvuG7U/Ozsb69evF9AibTDS+8wQHpN+GPG4jHhM\n", "/tJFNkA1AsMARTwpdEYmMGpah4fh5yaPP6yfyJeLFaMwvK104O8IDABYkDGcRDg4osieegnV4NTI\n", "MZlMWJKbNGbyYuh2yqKfewankzQEcQlVPbsoNwm/XTMbv71mdkDLn1LwmUwm3LcqD3/54nzcc+kM\n", "rDwnBclelk8GgB6nG03d6uQFADhdkrxkstJ+Rc2ihdneR9z867IcpMV7EhsdfS78ekeN/Phzp8Xh\n", "+ytnBr1odf7UGGQneT7zep1uvHBgeKWTywqmAgDOV4wWURbyVBb65PQRIiLSE32MwHAaaxUSLTBq\n", "5m5KbBSsZhOcbgmdfS55OC3gudjTEqPGQC/87f9lM5LlYrAfn+6Qp1UAnkJ9J5Sr3UxwxIRy9YpD\n", "9V2QJAkmk6fwnrKmRrBGYPhjSU4Sth7x/KL88ZkO3HFRNuq7gjsCQ6+vAZPJhPkGmDqi1/4fSRo2\n", "SgAAIABJREFUS0aiDaVzU1E6NxVuScLxll4cPduD4y29ON7iwPHWXnT2Da9SkhwThZSYKHkp6x3V\n", "rfjGshxVPZr9dYoERpb3qRYjp5IMSU+w4merz/F57TKZGJhMJnx+Zgo2VXgSF87BjEms1SxPVTlf\n", "8R5zsL4L7sG67cr6F0uYwKAQMuL7DI9Jra6jD41d/ePfcIR+l++VnYKFsTImfSQwXExg0MSYTSZM\n", "S7DJ00aUv5RroYAn6des1FikxVnR1ONEZ58Lu463YtUsz6+cZzr60De4KsXUuCjVKgRjmZ4SjaRo\n", "Czr6XOjoc+FUex9mpMTgVJtDXuUiPcGKJB+/JIfShTmJMJsAtwRUNfWirdeproGh08KVFDnMJhNm\n", "pcZhlmIEkyRJaO5xwumSPIVoo8xwSxJu+8chNHZ5Xtsfn+6UEwA9/S4cPTucCL8gy3fiakluEq6c\n", "m4o3jnoSf3FWM/7r8lmYGjex94NALM8fTmAM+XxeinytND0lGskxUWh3DKCzz4WTbQ70uyS0OwYA\n", "ACkxUUISpERkHI1d/QGt7PFASf74NyLyQhfZAI7ACL7JrIWsdekJwxeLFYpfzrRQwFPJyDHQA7/X\n", "nDaZcOW8VHn7H/sbMbQKdbWyXsXUiU/3GPlL/qF6z/mqKuDpx+MFk7JOhgTPnHl1DYzJTyHha0Cs\n", "SOx/k8mEtHgbspKi5SmFZpMJlw0mIwGgvKpF/vtgQ5e89PA5U2N8TksZctfFOVg6PQk5SdF4YPU5\n", "437uTDYGc6fFYWqcuk2XKeqymEwm1VS1iroufKxYFWVJbmLQp7YQKRnxfYbHpB9GPC4jHpO/dJEN\n", "YA0M8odyJRKXYo4zR2DQZH3hvGnye1B1S688DPtYANNHhqi+XAzOUQ9FAc9ALFYMLX+/ph2tvZ5f\n", "bc0myPP9iYyguGD4S/8HJ9vR3e+ZZqKqf+Fj+ohSvM2Cn18xC0/ddB4uzA79yh7mwWkkQ6bGRo16\n", "XmUdjIMN3ar6F5w+QkREehPUbMCWLVuwefNmbN68GRUVFUF7XNUqJExgBIWR50+lexnaHm+zYJrG\n", "vnAZOQZ6EEj/J8VE4cq5w6MwNh5oADByBIafCQwvIzBUBTzTxCUwliiWVny/Zng6VnqCDRbz5H+1\n", "5WtALPb/sJlTYlEwmCx0uiTsGly1RFX/wkcBz8kIRgxWz56KoVfjlfPSRr02le8xe890yrWhTAAK\n", "uXwqhZgR32d4TPphxOMy4jH5K6gTq2NiYrB69epgPiQAjsAg/3hLYORPiYGJw2QpCK5fkI4tlWfh\n", "kjxfbg43duNYy/CUD39HYBSkxsJmMaHfJaGusx/N3c6QrEASiNlpcUiMtqCzzyUvIwkEp4AnkdZc\n", "NmsKqgZfe28fa8Gl+SnydC4TgPM1Wrh1Xno8fnVVARq7+r0u6ztraixirWb0Ot1y7QsAmDMtDikT\n", "rNdDRKQVFjOwv7Zz/Bt6EY7CoRR6QU1guFwuvPTSS5AkCfn5+SgsLAzK46pGYFiZwAgGI68h7DWB\n", "ocHpI0aOgR4E2v8ZiTasmjUFZVWtAIAndp9BS4/nS0G0xYScJP9qQ1gtZsybFo8Dg6Mvyqta0DU4\n", "fD0xWuzIIYvZhMKcROyoblPtz0wIzhKqfA2Ixf5XWzVrKp7YXQsJnqkj7xxrlZdCLUiLRWJ08Ivp\n", "BisGi8aYrmIxmzA/I1618gjA6SMUHkZ8n+ExidXucOFnZccDuq8RCofqKVahEtRsQGlpKdatW4fr\n", "r78eDQ0NQXtcjsAgf6TH6yOBQfp14wUZ8t8H65VL9cYGNLVifuZwHYwth5vkv2elxgofOeTtS04G\n", "R2CQAaXGW+VEgATgqY9r5f+bSP0LLVMu2TxkSa6+j4mIiCJTQD8nNDU1YePGjap9a9aswYwZM+Rt\n", "q3XsXw2V2aOhaqq+tjt7+4DBGZ4xUeZxb8/tiW0P0Up7grX92f6PAAx/IQSAztOfAuemaaJ93DbG\n", "9sXTs/Chopo/4Jk+EsjjmbosAGIAAA2KtdQLUuOEH6/rzBEA6mksHbXHgQszJ/34y5cvF358kbzN\n", "/h+9PUNqwifwjDDq7POMhAKARYP1L4L9fEP7Qn185xcsglKCzYJ50+KF97fobQo9I/Y1j4lEYqwA\n", "kzS0DmAQ1NTUYObMmQCA1157DWvWrPF6u/Lycr+ml1zz9H55FMYrt1+AWKtl8o0lQ7v57xXysH4A\n", "2HzbBYiz8byh4DlY34V7XvtMte/bn8vFNedN8/uxuvtdWPfsAYx8M/7BypkoLpjq9T7hdNeLh3Gi\n", "1SFv//aa2Zjv5RddIr3r7nfhi3+rQL9iCSuzCXjpVn1/hvQPuHHdswfgHJwTU5Sfgh8X638o9WTt\n", "3bsXxcXFopsBwP9rYyKt2F/biXu3Vvl9vwdK8gOaChLo/SZz34evKsDCMKwsFcn8eT8O6nyMmpoa\n", "bNq0CZs2bcLcuXOD8phuSVJNIbFZOIUkGIZ+hTAq5TSSrESbJi88jR4DrZts/y/ITMD8DPVIH38L\n", "eA6Jt1m8TnMqELiEqtLIaSSZicGrgUHisP9Hi7dZcMnMZNW+OWlxIfsMCVcMbFFmzE0fHkm1mPUv\n", "KEyM+D7DYyKRGKsgJzCKiopw44034sYbb8Ts2bOD8pjKX0FsFlNQlu4j48tQFPJk/QsKlZsUtTBM\n", "APKnBH6uLchUJ0NsFhNyk2MCfrxgUs6Vt1lMmBobJbA1RKE1ctSTUX51W78wE3FWM2anxWLlOSmi\n", "m0NERBQQzQ9nYAHP0DD6/KksxUoQ52g0gWH0GGhdMPr/4hlJ8tz4S/NTJvUr7cgpGYEWBA2FBZkJ\n", "yE7yJAUX5yQFrbAoXwNisf+9W5KbhKTo4dfywqzQTZcKZwwump6EF269AP/9hbmcikthY8T3GR4T\n", "icRYBXkZ1VBwOBVLqDKBQRN05dxU7DreBrMJWDNYvJMo2MwmEx68YhZqO/owPWVyoyVGjsDQyvQR\n", "wDN1b8OaOTjc2I3FOcb4NZrIlyizCV9Zko0/vn8K52Uk4EKDjMAAPMdGRESkZ5rPCHAERmgYff5U\n", "VlI0/nzjuXjyhnMxNW7sFXFEMXoMtC5Y/W+1mDFzSizMkxyVMC3eppr6NCs1boxbh19qnBXL81KC\n", "+sstXwNisf99W3NuGl6+fSEeubogpCOhGAMyOiOe4zwmEomx0kECwzHAERgUGJPJFLSh7kThcGm+\n", "Z156lNnEkQ5EgsVEmfkZQkREpDHan0LCBEZIcP6UeIyBWFrs/9sWZyFvSgymp8So6rgYlRZjEEnY\n", "/+IxBmR0RjzHeUwkEmOliwSGS/47xsoEBhEZV0yUGZfPSRXdDCIiCoDb7YYkSbBYWCSViChUNJ8R\n", "6BsYXkY12qL55uoG50+JxxiIxf4XjzEQi/0vHmNgHNu2bcPjjz+OhoYGed+WLVuwefNmbN68GRUV\n", "FQJbJ44Rz3EeE4nEWHEEBhERERHRpJSWlqKyslK1LyYmBqtXrxbUIiIiY9J8AkM1AoM1MIKG86fE\n", "YwzEYv+LxxiIxf4XjzEwNpfLhZdeegmSJCE/Px+FhYWimxR2RjzHeUwkEmOlgwSGw6kYgcEEBhER\n", "ERHpQGlpqfz3G2+8Me7t7Xa7/OVkaJg4t7mth+1ADAwMBHzfcHMN9GPn4dNITk4GALS3twPAuNuz\n", "c6YhKylaeHz0sB0XF4eJMkmSJI1/s+AqLy+fcBb6r5/U49k9dQCA9YsycMeS7FA2LWIoPyRJDMZA\n", "LPa/eIyBWOx/8RgDsfbu3Yvi4uKgPV5lZSVSUlKQnT36WrWsrAwlJSU+7+vPtbGeGPEc5zGp7a/t\n", "xL1bq/y+3wMl+fhZ2fGw3U/Ecz58VQEWZif6fb+xGPH8A/x7P9b8kIY+jsAgIiIiIp2pqamR/3Y4\n", "HAJbQkRkHNqfQqKogcEERvAYMXOnN4yBWOx/8RgDsdj/4jEGxlFWVobq6mrExMQgLy8PRUVFqKmp\n", "we7duwEAixYtEtxCMYx4jvOYSCTGShcJDI7AICIiIiLt8jY9pKioSEBLiIiMTfMZgb4Bt/w3VyEJ\n", "Hq4hLB5jIBb7XzzGQCz2v3iMARmdEc9xHhOJxFjpIIHhUCQwYqyaby4RERERERERhYDmMwKqERgW\n", "zTdXNzh/SjzGQCz2v3iMgVjsf/EYAzI6I57jPCYSibHSRQKDRTyJiIiIiIiIIp3mMwKqIp6cQhI0\n", "nD8lHmMgFvtfPMZALPa/eIwBGZ0Rz3EeE4nEWOkigTE8AoNFPImIiIiIiIgik+YzAlxGNTQ4f0o8\n", "xkAs9r94jIFY7H/xGAMyOiOe4zwmEomx0kECo48jMIiIiIiIiIginuYzAg4nR2CEAudPiccYiMX+\n", "F48xEIv9Lx5jQEZnxHOcx0QiMVaTSGC43W64XK7xbzgJA24JrsEBGGYTEGU2hfT5iIiIiIiIiEib\n", "ogK507Zt21BdXY21a9ciOztb3l9fX4/y8nJYLBasWLECWVlZk2rcyNEXJhMTGMHC+VPiMQZisf/F\n", "YwzEYv+LxxiQ0RnxHOcxkUiMVYAJjNLSUlRWVo7av3v3btxyyy0AgM2bN2Pt2rWTapyy/gWnjxAR\n", "ERERERFFrqBmBeLi4uS/bTbbpB9PtQKJlQmMYOL8KfEYA7HY/+IxBmKx/8VjDMjojHiO85hIJMYq\n", "yAkMSRoeMWG1Wif9eI4Bt/x3tIUJDCIiIiIiIqJINeYUkqamJmzcuFG1b82aNZgxY4bX2yuLeo5X\n", "r8Jut8tzeIYySSO3p8xeJN++v7dbdV9vt+e2f9tDtNIebnOb25G1vXz5ck21J9K22f/it4f2aaU9\n", "kbZNoWfEvuYxkUiMFWCSlMMm/FBZWYmUlBRVEc+XX34Z1113HSRJwmuvvYZrrrnG633Ly8tRWFg4\n", "7nPsPdOB+944BgBYlJ2AX181O5CmEhERERGp7N27F8XFxaKbAWDi18ZEWrO/thP3bq3y+34PlOTj\n", "Z2XHw3Y/Ec/58FUFWJid6Pf9IpE/78cBzcsoKyuD3W5HWVkZdu7cKe+/+OKL8dxzz+G5557DxRdf\n", "HMhDqyinkLCIZ3AN/QpB4jAGYrH/xWMMxGL/i8cYkNEZ8RznMZFIjFWAq5CUlJR43Z+dnY3169dP\n", "qkFKfcoaGExgEBEREREREUUsTWcFHE6OwAgVzp8SjzEQi/0vHmMgFvtfPMbAWNxut6oeHBnzHOcx\n", "kUiMVYAjMMKFU0iIiIiISOu2bduG6upqrF27Vq4PV19fj/LyclgsFqxYsQJZWVmCW0lEpH+azgr0\n", "uZjACBXOnxKPMRCL/S8eYyAW+188xsA4SktLsXLlStW+3bt345ZbbsHNN9+MDz/8UEzDBDPiOc5j\n", "IpEYK40nMJRTSFgDg4iIiIj0Ii4uTv7bZrMJbAkRkXFoOivAIp6hw/lT4jEGYrH/xWMMxGL/i8cY\n", "GJskSfLfVqtVYEvEMeI5zmMikRgrjScwWAODiIiIiPRIWdDTZDKNe3vl0HC73c5tbutmOxADAwOT\n", "un84TbatouOjh21/mCRlejhMysvLUVhYOO7tfv3uCZRVtQIA/l/RDFw+JzXUTYsYdrudGTzBGAOx\n", "2P/iMQZisf/FYwzE2rt3L4qLi4P2eJWVlUhJSZGLeL788su47rrrIEkSXnvtNVxzzTU+7zvRa2O9\n", "MeI5zmNS21/biXu3Vvl9vwdK8vGzsuNhu5+I53z4qgIszE70+35jMeL5B/j3fqyfVUisHIFBRERE\n", "RNpTVlaG6upqxMTEIC8vD0VFRbj44ovx3HPPQZIklJSUiG4iEZEh6CeBwSkkQWXEzJ3eMAZisf/F\n", "YwzEYv+LxxgYh7cERXZ2NtavXy+gNdphxHOcx0QiMVasgUFEREREREREOqDprABXIQmdyRbeoclj\n", "DMRi/4vHGIjF/hePMSCjM+I5zmMikRgrjScwHE6OwCAiIiIiIiIijScw+lwcgREqnD8lHmMgFvtf\n", "PMZALPa/eIwBGZ0Rz3EeE4nEWGk8gcERGEREREREREQEaDyBwRoYocP5U+IxBmKx/8VjDMRi/4vH\n", "GJDRGfEc5zGRSIyVhhMYbklCn0uSt5nAICIiIiIiIopcms0KqEZfWEwwm0wCW2M8nD8lHmMgFvtf\n", "PMZALPa/eIwBGZ0Rz3EeE4nEWGk4geFQJDBirBaBLSEiIiIiIiIi0TSbwFDXv+Doi2Dj/CnxGAOx\n", "2P/iMQZisf/FYwzI6Ix4jvOYSCTGSicJjJgojsAgIiIiIiIiimSaTWA4OAIjpDh/SjzGQCz2v3iM\n", "gVjsf/EYAzI6I57jPCYSibECokQ3wBeOwCAiIiIiIiI9spiB/bWdft8vPcGGrKToELTIGDSbwOAI\n", "jNCy2+3M4AnGGIjF/hePMRCL/S8eY0BGZ8RznMdEE9XucOFnZcf9vt/DVxX4TGAwVpOYQuJ2u+Fy\n", "uYLZFhXVKiRRmp3pQkRERERERERhENAIjG3btqG6uhpr165Fdna2vH/Lli1yUmPWrFk4//zzA26Y\n", "w8kERihFeuZOCxgDsdj/4jEGYrH/xWMMyOiMeI7zmEgkxirABEZpaSkqKytH7Y+JicHq1asn3Shg\n", "5DKqTGAQERERERERRbKgZgZcLhdeeuklvPjii9i7d++kHotTSEKLawiLxxiIxf4XjzEQi/0vHmNA\n", "RmfEc5zHRCIxVkEu4llaWir//cYbb4x5W2UBkqFAKLc/bbICsAEAGuvOwG4/Mebtue3fdkVFhaba\n", "E4nbQ7TSnkjbHqKV9nCb29yOvO2KigpNtSfStomMpq6jD41d/X7fLz59eghaQxQaJkmSJF//2dTU\n", "hI0bN6r2rVmzBjNmzEBlZSVSUlJUNTCUysrKUFJS4vX/ysvLUVhYOGbDntx9BhsPNAIA7rwoCzcv\n", "zBzz9kREREREE7V3714UFxeH9DkmWh9uItfGROPZX9uJe7dW+X2/h68qwMLsxLA+5wMl+QGt0BHo\n", "/UQ8Z6D3m0w89Mqf9+Oosf4zLS0Nd99994SfuKamBjNnzgQAOByOCd/PG1UNDAunkBARERGRvgSz\n", "PhwREQVYA6OsrAx2ux1lZWXYuXOnvL+mpgabNm3Cpk2bMHfu3Ek1TFUDw2qZ1GPRaCOH0VP4MQZi\n", "sf/FYwzEYv+LxxgYXzDrw+mREc9xIx5Te3u76CbQBBnx/PPXmCMwfPE1NaSoqGhSjVFSF/E0Be1x\n", "iYiIiIjCwZ/6cEREND7Nzs1wOJUJDI7ACDYWsBKPMRCL/S8eYyAW+188xiCyWK3WMf9f+cuq3W43\n", "xLaygKoW2hOM7eXLl2uqPd62AxHu5xsYGJjU/cMp3G1tb2/X9fkXyLY/xiziGSoTKVT0/a2fYV9t\n", "FwDgoStnoTAnKRxNIyIiIqIIEI4insr6cK+99hrWrFnj9XYs4knBwCKe2npOFvGcOH/ejzkCI0Jx\n", "/pR4jIFY7H/xGAOx2P/iMQbGF8z6cHpkxHPciMfEGhj6YcTzz18B1cAIB9UqJKyBQUREREQ6E8z6\n", "cEREpOERGH0ujsAIJc67FY8xEIv9Lx5jIBb7XzzGgIzOiOe4EY8pOTlZdBNogox4/vlLsyMw1FNI\n", "NJtnISIiIiIi0i2L2VPLIhD9ih+dicJBuwkM5TKqViYwgk1ZGZrEYAzEYv+LxxiIxf4XjzEgozPi\n", "OW7EY2ru6sOD754K6L4PlOQHuTU0FiOef/7SZGZAkiRVAiOaIzCIiIiIiIiIIpomMwMDbgnuwcVd\n", "o8wmRJlZxDPYIj1zpwWMgVjsf/EYA7HY/+IxBmR0RjzHjXhMUVGaHZRPIxjx/POXJhMYHH1BRERE\n", "REREREqazA5wCdXQ4xrC4jEGYrH/xWMMxGL/i8cYkNEZ8Rw34jENDAyIbgJNkBHPP39pMoGhKuDJ\n", "JVSJiIiIiIiIIp4mExh9qgQGR2CEAudPiccYiMX+F48xEIv9Lx5jQEZnxHPciMfEGhj6YcTzz1+a\n", "TGA4nByBQURERERERETDtJnAYA2MkOP8KfEYA7HY/+IxBmKx/8VjDMjojHiOG/GYWANDP4x4/vlL\n", "8wkMjsAgIiIiIiIiIk0mMLgKSehx/pR4jIFY7H/xGAOx2P/iMQZkdEY8x414TKyBoR9GPP/8pckE\n", "BkdgEBEREREREZGSJhMYi3OScH9JPr6/YiaumDNVdHMMifOnxGMMxGL/i8cYiMX+F48xIKMz4jlu\n", "xGNiDQz9MOL55y9NjhfKSLQhI9EmuhlEREREREREpBGaHIFBocf5U+IxBmKx/8VjDMRi/4vHGJDR\n", "GfEcN+IxsQaGfhjx/PMXz1YiIiIiIp3rcAygx+ny+34WkwnTEjjymYj0gQmMCGW325nBE4wxEIv9\n", "Lx5jIBb7XzzGgIKpvqsf39p81O/7rVswDV9flhuCFhnzHDfiMbEGhrZYzMD+2k6v/9fe3o7k5GSf\n", "901PsCErKdrv56zr6ENjV7/f9wv0+SaDCQwiIiIiogglSaJbQERK7Q4XflZ2fIxbnPX5Pw9fVRBQ\n", "QqGxqx/3bq3y+36BPt9kBJTAOHToEI4ePQq3241ly5YhN9eTta2vr0d5eTksFgtWrFiBrKysoDaW\n", "gsdomWM9YgzEYv+LxxiIxf4XjzEwvki/NjbiOW7EY2INDNKTgIp4Njc3Y926dbjhhhtw4MABef/u\n", "3btxyy234Oabb8aHH34YtEYSEREREekNr42JiIIroARGUVGR1/1xcXHy3zYbiwFpGdcQFo8xEIv9\n", "Lx5jIBb7XzzGwPjCeW1sAhBrNfv9z2YxhaxNRjzHjXhMrIFBemKSpMBnvm3fvh0XXngh0tLS5O3V\n", "q1eP+nukPXv2oK2tLdCnJSIiIiKalJSUFCxevDikz8FrYyKi8fnzfjzmhKempiZs3LhRtW/NmjWY\n", "MWMGduzYgdmzZ8vJCwBwuYaXbjKZfGdzQ/1hQUREREQkGq+NiYiCa8wERlpaGu6+++5R+3ft2oWM\n", "jAzk5eWp9vf29gIAJEmS/yYiIiIiikS8NiYiCi6/p5A0NDTgqaeewrx58wAAnZ2duPXWWwEAtbW1\n", "2LFjByRJQklJCdLT04PfYiIiIiIiHeC1MRFRcE2qBgYRERERERERUTgEtAoJEREREREREVE4MYFB\n", "RERkUG63W1VEkMKPMRCL/S+GUfvdqMdFFG6TeS1ZfvrTn/40uM0ZW319PV555RVUVlYiNTUViYmJ\n", "4Xz6iHXo0CHY7XYcOnQISUlJSEpKYizCrLe3F4888ghmzZol9zVjED7V1dUoKyvDsWPHkJ+fj7Nn\n", "z7Lvw+j48eMoLy/HwYMHkZSUhOTkZJ7/IbZt2zZs374d06dPH/c9h7EIDW8x8PZ5DDAGoeCt/wFt\n", "fR4b8Xzw1e9btmzB4cOHceTIETidTmRkZAhspf98HZeeY6Wk9/goGSUmSkaKjz/XJ15JYfbKK6/I\n", "f7/88svhfvqItWPHDvnv119/XZIkxiLc3njjDWnPnj3SmTNn5H2MQXi0trZKdrtdtY99H15bt26V\n", "/+Z7UPgcOnRoQu85jEXojIyBt89jSWIMQmVk/0uStj6PjXo+eOv3t956S1Brgsfbcek9VkOMEJ8h\n", "RomJkpHiI0kTvz7xZsxlVEMhLi5O/ttms4X76SNWUVHRqH2MRfi0trYiLi4OMTExqv2MQXjs27cP\n", "KSkpeOmll7BgwQLMmTOHfR9mLpcLbrcbkiRBGqwdzRiEn68+ZyzCx9vnMcAYhIvWPo8j6XxwuVx4\n", "6aWXIEkS8vPzUVhYKLpJQWGUWBkpPkaJiZKR4uONPzELewJDUix6YrVaw/30EW/79u1YunQpAMYi\n", "nOx2O66++mocOXJEtZ8xCI/GxkYAwLp16/D666+joKCAfR9mCxYswMMPPwwA8tLbjEH4+epzxiL8\n", "lJ/HAGMQLlr9PI6E86G0tFT++4033hDYkuAySqyMFB+jxETJSPHxxp+YhT2BoSzWYTKZwv30EW3H\n", "jh2YPXs20tLSADAW4dTQ0IBXX30VjY2NyMvLQ3Z2NgDGIJyGfuXKyclBS0sL+z7M9u/fjx/84Adw\n", "u9147bXXcO211zIGAvjqc8YivEZ+HgOMQbiI+jxuamrCxo0bVfvWrFmDGTNm6PZ8GOuYxqPlL5X+\n", "HpceYqU0kePTcnwmQm8x8Zfe4+ONPzELewKjt7cXgCfLMvQ3hd6uXbuQkZGBvLw8eR9jET5f/epX\n", "AQCVlZVISUmR9zMG4TFnzhxUV1ejoKAAra2tmD9/Pvs+zIaGA5rNZvmDlzEIP199zliEj7fPY4Ax\n", "CBdRn8dpaWm4++67R+3X8/ng65h8qampwcyZMwEADocjVM2aNH+PSw+xUvJ1fHqJz0ToLSYTYaT4\n", "eONPzEyScrxGGNTW1mLHjh2QJAklJSVIT08P59NHpMbGRvz5z3/GvHnzAACdnZ249dZbGYswa2lp\n", "wQsvvIC8vDxcfvnlAPh6CKcXXngBFosF06ZNw/Lly9n3YXbkyBFUVlYCAObPn4+5c+cyBiFWVlaG\n", "6upqxMTEIC8vD0VFRT77nLEIjZExmDdvntfPY4AxCAVvrwFAO5/HDQ0NeOqppwx3Pvjq9507d6Kh\n", "oQEAsGjRIsyePVtkM/3m67j0HCslvcdHySgxUTJSfPy5PvEm7AkMIiIiIiIiIiJ/mUU3gIiIiIiI\n", "iIhoPExgEBEREREREZHmMYFBRERERERERJrHBAYRERERERERaR4TGERERERERESkeUxgEBERERER\n", "EZHmMYFBRCTYxx9/jMceeyzoj9vS0oL3338/6I9LRERERCQCExhERIItWbIEaWlpQX/cgYEB9Pf3\n", "B/1xiYiIiIhEiBLdACIiAtxuN1555RW4XC643W6kpaVh5cqVaGlpwVtvvYXY2Fi4XC5kZ2dj2bJl\n", "8n1efPFFREVFQZIkJCQk4PLLLwcANDY2Yvv27WhoaEBbWxsA4JJLLkFGRoawYyQiIiIimgyTJEmS\n", "6EYQEUW6hx56CF/96lflkRgffvghkpOT8c9//hO33HILrFYrAOD9999HdnY28vLyRj3l2i44AAAg\n", "AElEQVTGxo0bcdNNN8nbZ8+exaFDh7By5cpwHAIRERERUUhxBAYRkQbk5OSoppFceOGFeOutt1Bf\n", "X4/XX39d3u92uxEVFYW8vDz09fXhrbfegsvlgtlsxrFjx0Q0nYiIiIgoLJjAICLSgDNnzqCpqUlO\n", "Yuzbtw9z5sxBf38/rr76ankEBuCpbQEAW7duRXFxMZKSkgAA3d3dqse0WCxwuVxhOgIiIiIiotDi\n", "FBIiIsE+/vhj2O12ZGdnIyYmBk6nE9OmTUNRURG6u7uxfft2mM2emsvd3d24+OKLcc455+DQoUOo\n", "rKyE1WrFwMAAPvvsM1x44YUoLS2VH3uoRobZbIbT6cS1116LqCjmromIiIhIf5jAICIiIiIiIiLN\n", "4zKqRERERERERKR5TGAQERERERERkeYxgUFEREREREREmscEBhERERERERFpHhMYRERERERERKR5\n", "TGAQERERERERkeYxgUFEREREREREmscEBhERERERERFpHhMYRERERERERKR5TGAQERERERERkeYx\n", "gUFEREREREREmscEBhERERERERFpHhMYRBSRnE6n6CYQERGRAfCagih8mMAgIkNobm7GzTffjCuu\n", "uAJXXXUV/vnPf466zZkzZ7BhwwasW7cOd9xxx5iP96tf/QorV67EqlWr8OCDD4aq2Ybz+uuvY9Wq\n", "VVi9ejXWrFmD733ve6Nuc+LECeTn5/t8jHfeeQerVq3CJZdcgh/+8IehbC4REdEovKbQBl5TkDdR\n", "ohtARMayadMm/OIXv0BPTw+ys7NhMpkgSRKKi4vxH//xHzCZTCF53jvvvBP3338/Fi9ejI6ODlx7\n", "7bV49dVXkZSUJN+moqICS5YswXe/+13ccsstYx5DX18f3n33XQDAU089hT/+8Y/45je/GZK2i7Jx\n", "40ZkZmaiqKgoKI/ncDjwP//zPygrK4PFYvF5O5vNhoKCAp//v2rVKqxatQo1NTV4/PHHfd5u9+7d\n", "OHLkCG677bZJtZuIiLSJ1xT6wWsKCheOwCCioLrxxhvxu9/9Dt/73vfwzjvv4O2338Y777yD9PR0\n", "PPLIIyF5zqqqKkyZMgWLFy8GACQlJeHuu+/GP/7xD9XtSktLsWLFCpjNY7/1bdmyBT/+8Y/l7Tvu\n", "uAMffPBB8BsuWE9PD3p7e4P2ePX19bjgggvGvNAAgOzsbGzfvn3cx5Mkacz/D3b7iYhIW3hNoR+8\n", "pqBw4QgMIgqJkR8UX/va1/DFL34xJM914MABrFq1SrXvsssuw3/+538G9HhOpxNOpxPR0dHyvrq6\n", "Opw8eRIzZsyYVFtH+sMf/oDHHnsM999/P7Zv346KigpER0cjMzMTv/71r3HOOefIt5UkCb/5zW+w\n", "adMmREVFQZIkfP3rX8ett96qesz9+/fjRz/6EXp6ehAXF4e8vDw4nU786U9/km9z/fXXo7KyEjab\n", "DQ899BAAwGKx4Mknn0ReXp7fx/GlL30Jx48fR21trTzUNiUlBS+//LJ8m+7ubtxwww1wOBxoaWnB\n", "/v37x3zMsX5Z+9a3voX33nsPPT09eP755+XbP/TQQ1i6dKl8O4fDgZ///Of44IMP4HQ6YbFY8IMf\n", "/AClpaWqxxvqj9/97ndISkrCT37yE/T39+OSSy7Br371K7/7g4iIgofXFBPDawrfeE1hIBIRUZC9\n", "++670uOPPy5vt7e3S//2b/8mPfvssyF5vmeeeUZ64403VPvcbre0fv16n/e5+eabff7fK6+8In39\n", "61+XnE6n1NvbK33zm9+U1qxZI73//vtBa7PS008/LaWlpUlbtmyR9x0+fFhavny51NzcLO/77ne/\n", "K23YsEHedjgc0ne+8x3p0UcfVT3eNddcI9XW1srb9fX10rp167w+75tvvhm04zhx4oR03333Tei2\n", "Y/X/RB/v3Xfflf73f//X5/+73W7p6quvlv7xj3/I+zo6OqTbbrtNeuutt0bd/umnn5ZuvPFGaf36\n", "9VJTU5MkSZJUVVU1bjuJiCh0eE3hH15TBPZ4vKbQD47AIKKgkwaz+s8//zzMZjMSEhLwjW98Y1SG\n", "OpiCOQ/22muvRUtLC4qLi2GxWPDtb38bdXV1Ia0yftddd2HNmjXy9rx58/CTn/wETz/9NO655x40\n", "NDSgrq4Ov/nNb+TbREdH4/e//z2uuOIKfOMb35CHWS5btgw7d+7EihUrkJmZiYyMDLz44oten1ca\n", "Y0ilw+HAlVde6fX/LrvsMvzkJz+Z8GOFyljP+d577+H888/HTTfdJO9LTEzE//3f/+FLX/oSVq9e\n", "Peo+c+bMwc9//nN5e9asWcFtMBER+YXXFP7jNUVgeE2hD0xgEFHQmUwmfO9738Ndd90VluebNm0a\n", "zp49q9pXX1+PxMTEgB/zK1/5Cr7yla/I27fffjuuueaagB9vPIWFhV73DQ2XrK6ulufjjjR79myc\n", "PXsWmZmZAIAf/ehH2L9/P7Zu3YozZ86gq6sLl19+OYqLi/1qU0xMDN55550J3z5UxdQCdfr0abz2\n", "2mteq8d3dnZ6vc+ll14a6mYREZEfeE3hP15TBB+vKbSDCQwiCgl/Mud1dXXIysoK+LnOP/98PPDA\n", "A/jyl78s73v77bexaNGigB9TqaKiAqdPn8b06dNH/d9jjz2GxsZG3HHHHZOay7pnzx5cf/31o/YN\n", "ZetnzZqFP/zhD6PuJ0kSqqqqkJ6eLu/r6enBwoULsXDhQnnfnXfeiSVLliA5OTngNurNwoULce21\n", "13LJOiIineM1hX94TRF8vKbQDq5CQkRB58+Fxje/+U3k5ORMqpp4bm4uWltbsWfPHgBAW1sb/vSn\n", "P2H9+vUBP+aQsrIy/Ou//iueeOKJUf/X3t6O73znO3jllVcmdaEhSRI2b96MLVu2yPsqKyvx4IMP\n", "4l/+5V8AAOnp6cjJycGGDRvk/u3r68M999yDa665Rq6CXlFRgVtvvVU1NLWpqQnV1dWqAmIAkJOT\n", "g48++kjedrvdKC8vR11dXcDHEUzjPV5OTg4+/vhj1b4PP/wQR48eBQCce+65aG9vx9/+9jfVYzU0\n", "NPi8cCMiIm3hNYV/eE0R2OPxmkI/OAKDiIJKuWb7888/j/j4eGzevBlRUd7fbjIyMhAdHY3U1NRJ\n", "Pe/jjz+Ob3/722htbQUA/Pa3v0VKSorqNo8++iheeuklAJ4P81WrVsFkMuHRRx/F/Pnz5ds9/PDD\n", "8gf/RRddhDfffNPr0NE333wTLpdLNYc0ECaTCb/85S+xY8cOPPjggzCZTMjMzMRTTz2FKVOmyLd7\n", "5JFHsGHDBlxyySU+K4bbbDbMnDkTd9xxB9ra2tDT0wObzYZf/vKXiImJUT1vSUkJysrKsGrVKjid\n", "TthsNlxxxRVYvny5X+0fqgTe1tamqhheWFiIDRs2yLe7//77sWvXLgDD/Q8A5513Hv74xz+qHsvh\n", "cMDhcKge71vf+pbqF6WCggLMnz8fK1euhNvthslkwvLly/H9739fvs2jjz6KDRs2YMWKFQCAgYEB\n", "5OXl4d///d/l23z00Uf4wQ9+gLq6OlUF9VtvvRV33nmnX31BRJHL7XZDkqRxl32kieM1hf94TcFr\n", "CqMzSSFID1VXV2PPnj2Ijo5GaWkpbDZbsJ+CiEi422+/He3t7di8efOkHueZZ55BZmYmrrjiiiC1\n", "jIiIwmnbtm2orq7G2rVrkZ2dLe/nNTFNFK8piCYm6CMw2traUFdXhxtvvDHYD01EpClVVVV45pln\n", "Jv04HGZIRKRvpaWlqKysVO3jNTH5g9cURBMT9BEY7777LlJSUlBdXY0FCxZgzpw5wXx4IiJD+f3v\n", "f4/HH38cNpsNaWlpePzxxzF79mzRzSIiIj9VVlYiJSVFHoHBa2IKN15TUCQIegJj48aNSE9Px8qV\n", "K/H666/jyiuvlAvBEBEREREZ0cgEBq+JiYiCLyRFPIuKigB4qrm2tLQgLS1N9f9vvfUWCxwRERER\n", "kTApKSlYvHhxSJ9jvGviIbw2JqJI5s/7cdATGHPmzEF1dTUKCgrQ2tqqqsI7xGKxoLCwMNhPTURE\n", "REQ0IXv37g3p40/kmngIr42JKJL5834c9HFsixYtwr59+/Dyyy/DarXCarUG+ykoCOx2u+gmRDzG\n", "QCz2v3iMgVjsf/EYA+MoKyuD3W5HWVkZdu7cCSAyron1eg6z3eGjxzYDbLeWhWQKyQ033BCKhyUi\n", "IiIi0pySkhKv+3lNTEQUXEEv4jkR5eXlHCZHRERERMLs3bsXxcXFopsBgNfGRBTZ/Hk/ZilkIiIi\n", "IiIiItI8JjAiVCTMj9I6xkAs9r94jIFY7H/xGAPSO72ew2x3+OixzQDbrWVMYBARERERERGR5rEG\n", "BhERERFFHNbAICLSBtbAICIiIiIiIiJDYQIjQkXC/CitYwzEYv+LxxiIxf4XjzEgvdPrOcx2h48e\n", "2wyw3VrGBAYRERERERERaR5rYBARERFRxGENDNKSuo4+NHb1T/j26Qk2ZCVFh7BFROHjz/txVIjb\n", "QkRERERERGNo7OrHvVurJnz7h68qYAKDIhKnkESoSJgfpXWMgVjsf/EYA7HY/+IxBqR3ej2H9dpu\n", "PdJrX7Pd2sUEBhERERERERFpHhMYEWr58uWimxDxGAOx2P/iMQZisf/FYwxI7/R6Duu13Xqk175m\n", "u7WLCQwiIiIiIiIi0jwmMCJUJMyP0jrGQCw99/+LFY342guH8XZVi+imTIqeY2AE7H/xGAPSO72e\n", "w3pttx7pta/Zbu1iAoOISEd6nS78+aNa1LQ58MTuWtHNISKiQW63Gy6XS3QziIgMjQmMCBUJ86O0\n", "jjEQS6/939nngtMtAQCae5xwDf6tR3qNgVGw/8VjDIxj27ZtePzxx9HQ0KDa39vbi1/+8peorTVm\n", "wlmv57Be261Heu1rtlu7okQ3gIiIJq7Hqf51r7vfhaQYvpUTEYlUWlqKysrKUft37NiBK664QkCL\n", "iIiMiSMwIlQkzI/SOsZALL32f6/Trdru7tfvcGW9xsAo2P/iMQbG1trairi4OMTExIhuSsjo9RzW\n", "a7v1SK99zXZrFxMYREQ6MjJh0anjBAYRkZHZ7faIGM5NRBROIUlgGH2+nxHwA1U8xkAsvfb/qCkk\n", "ffpNYOg1BkbB/hePMTC2hoYGvPrqq7Db7Th48OC4t1f+cmq323WxPXQOa6U9E90e2qeV9tjtdrS3\n", "t8Mfyttrof2+tpcvX66p9kx0W0kL7Ymk/h6PSZKkoFeA27ZtG9LT05GZmYns7OxR/19eXo7CwsJg\n", "Py0RkeG9+WkzNuw8KW//uDgPRflTBLYoeHqdLsRaLaKbQUQRYu/evSguLg7a41VWViIlJWXUta+v\n", "/Uq8Nqb9tZ24d2vVhG//8FUFWJidGMIWEYWPP+/HQR+BEQnz/YzA30wXBZ/RY9DY1Y+XDzbiTLtD\n", "dFO80mv/94yYMtKl4xEYyhg88eEZfOGZA9iws0ZgiyKLXl8DRsIYGEdZWRnsdjvKysqwc+dOeX9L\n", "Swvs9omNwNAjvZ7Dem23Hum1r9lu7Qp66Xq73Y6rr74aR44cGfd2ymFnALgdxu2KigpNtScSt4do\n", "pT3B3v772TRUNffiuT2n8M1zerHiUm21b4hW2jPR7cNVxwHY5PYfPHoMSU1HNNO+QLb7XMCLVfEA\n", "gDc/bcEi6RSKV2infdzmdqi2KyoqNNWeSNsOppKSEq/7p06dirvuuivoz0dEFKmCPoXkySefRFpa\n", "GhobG5GXl4fLL7981G04TI7I2Lr7Xbju2QPy9m+vmY35GQkCW2QcT3x4BpsqGuXtmxdm4M6LfA9L\n", "1oMPT7bjJ29Vy9t/vXk+0hNsY9yDiGjygj2FZDJ4bUycQkKRzJ/346hgP/lXv/pVAMPz/Ygo8pxp\n", "71Ntf1LbxQRGkIxcRrXLAKuQ7K/rUm33OvV/TEREREQUfCFZhcTo8/2MYOQwego/I8fgTIc6gbHv\n", "TKeglvim1/7vdo6sgTEgqCWTNxSDfbXq86NnRJKGQkOvrwEjYQxI7/R6Duu13Xqk175mu7Ur6CMw\n", "AM7305LufhfaHQPITLTBbDKJbg5FiJEJjMON3XAMuBETFZKcaUQZOTpB7yMwOhwDONbcq9rXrfNj\n", "IiIiIqLQCEkCg7Shs28AX3vhMFp6BzAlNgoX5SZh6fQkFOYkhqSAFfnHyDGoHbHyiNMt4WB9F5bk\n", "Jglq0Wh67f+e/hFTSHS8Csny5cvx3ok2jCzE1MMpJGGh19eAkTAGpHd6PYf12m490mtfs93axQSG\n", "ge053YmWXs/w8tbeAbz1WQve+qwFZhNwUW4S7imagSmxVsGtJCMaOQIDAD4506mpBIZejfxyr/cR\n", "GPtqu0btG5mkISIiIiICQlQDg7Th9IhfwYe4JeDDUx1440hz0J/TLUn4zc6TuGfLpzje0jv+HSKY\n", "XueoOV1ulH3Wgr1nOnzeZmQRTwD4pFZbdTD02v8j60N06ngEht1ux/660ecFR2CEh15fA0bCGJDe\n", "6fUc1mu79Uivfc12axcTGAZ2SvEl8obz0/HlCzMxIyVG3tfQ1R/05/ygph3bPm3GwYZuvKBY6pGM\n", "45XKJvx6Rw3ue+MYDjd2j/r/zr4BdAx+qbaaTTAPll451tyLDod+C05qxcgaGN39LgR5Neyw6R4A\n", "TrSOTrT26HxUCRERERGFBqeQGJhyBMYlM5NxfmYCZqTE4BfvnAAQmqHnlQ3DX2gbQ5AgMRK9zlHb\n", "rxhJ8dGpDpybHq/6/1rF9JHs5GjEWc043NgDCZ7lMi/N18byynrt/5Ff7gfcEhwDbsRaLYJaFLiY\n", "GfOBqhOj9nMVkvDQ62vASBgD0ju9nsN6bbeSxay+JhtPeoINWUnRIWyRd8Hs67qOPr+/XwR63Ho9\n", "R/Tabn8wgWFQkiThtGIERm6y54WbED38JaczBMsvftrUo3h8/opqRPWdwx8cI1ePANTTR3KSojFz\n", "SgwON3rOi09qOzWTwNAjl1tCn2v0aIvufpcuExj7FfUvpsRGoXWwZg9XISEiIhpbu8OFn5Udn/Dt\n", "H76qQEgCI5gau/px79Yqv+5jhOMmNU4hMaiWngH0Dv6KGW+zICXGk6tKih7OWY23ekH/gH+/grol\n", "CZ8pEhhd/ZwuMBY9zlGTJAn1isz3sZaeUbdRFvDMSYrGhdmJ8vYnZ7RTB0OP/e+rNoRek4UfVA9P\n", "M1s2I1n+mzUwwkOPrwGjYQxI7/R6Duu13Xqk175mu7WLCQyDOqWYPpKbHA2TyVOIQD0Cw/eXhG1H\n", "m3Hdswfw/a2fweWe2Pz60219qqHfev1SRb619Q6gT5HYauxyjqproRqBkRyN89LjYbN4zr8zAQz9\n", "o2G9PqZW6HElkuZuJ5r7PR9BVotJtUINVyEhIiIiIm+YwDAo5fSR6cnDw6YSJziF5NXKs3C6Jeyr\n", "7cLB+tHLHHpztEld0LHX6cbABJMfkUiPc9TqvSQfjo1YbUZVAyMpGrYoMxZkJsj79mlkNRI99r+v\n", "qRXjjabSon2K1UfOS49HSuzw6DCOwAiPUL4GGrv68caRJrT2OkP2HEagx/chIiW9nsN6bbce6bWv\n", "2W7tYgLDoE6rRmAMrzwSb7NgcFEI9DjdPkdXDM1FB4CjTaOnCXjz6dnRtwtFnQ0Sp75z9PKoI+tg\n", "qKaQDCbPVNNINJLA0CNfX+z1OF1LWf9iYXYi4qzDH0dchUTfjjX34K4XD+O39lN4aLBoNBEREVEw\n", "MIFhUKoCninDIzDMJpNqGom3oeeSJKFDkXjwlpjw5qiX2+nxl+Fw0eMcNWUBzyHVzcNx73AMyFOH\n", "oi0mpMZZAYxOYGhh2U899r/PKSQ6fJ3tV4zAWJSVgDjb8PsSVyEJj1C8Bhq7+vHjN6vlGH5S28Wi\n", "rGPQ4/sQkZJez2G9tluP9NrXbLd2MYFhUMoRGNMVIzAAIEHxRaHLywgJx4AbTsVKB94SEyM5XW6v\n", "K1KwDoaxeEtgVCnifmbE9BHzYO2VWamx8nnX0jOAk20OkP98jUzQWw2Mhs5+1A2eS9FRZsydFod4\n", "qzKBoa/jIY+uvgH8x5vH0Nyjnjby2QRH8RHpndvthsvF9y8iolDiMqoG1O9yy180TfB8kVRKjI6S\n", "vzx09LmQM+L+I5MODV39aOt1IiXW6vM5j7c64PQyHUWPQ9vDZbw5au/XtOH9E+0wmYAoswlRZhMs\n", "ZhNmpMRg9eypsFrCn3+s8zKF5GSbA/0DbtiizKr6FzmK2isWswkLsxLwXk07AM+vsjOnxIa+wWPQ\n", "4xxBXyMT9DYCQzn6YkFG/KhzubvfBUmS5OLD4bTndAc+qe3E1eemISvR2MuuBfM10O9y42dlx1HT\n", "Ojo5+enZHixSjMKiYXp8HyLvtm3bhurqaqxduxbZ2dkAgEOHDuHo0aNwu91YtmwZcnNzBbcy+PR6\n", "Duu13Xqk175mu7WLCYwxdPe7UN/Zh8YuJ+akxSE13vcXeC2p6+jDUC4hPcGG6Cj1lwPVFBIvX3xG\n", "rioBAJ829WDp9ORR++X/9zFKo8Ohry9WWtHQ2Y//LDsOXzVQ+wbcuG5BengbBfUIDKvFBKdLglsC\n", "TrQ5MCctTrUCycjE2YU5iXIC4/XDTTgvPR5zpsWFp+EGoRyZEBNlhmNwRRi9jcDYV6esf+Ep8Gq1\n", "mGGzmNA/eE71uSTERIU3gdHhGMBPt1ejzyWhqrkXD11ZENbn1yu3JGHDzpPYr4jrRblJ+Oh0B4CJ\n", "11Ei0rPS0lJUVlaq9jU3N2PdunUAgK1btxoygUFEFG6cQjKGDTtr8I2Xj+KB7dU4UK+fwoOnlCuQ\n", "pIz+BTHRNvZKJB1e9h1pHPsC9OjZ4RVIzIrvHHr7YhVOY81RO9Ha6zN5AQAfnw7/+ehyS6olUAsV\n", "v6geG/yCoirgOSKBsThn+PY1bQ5865Wj+K/y4zglaDqJHucIKkdgpCfY5L/1NgLjhGLlmgUZwyvU\n", "xCmnkQh47zjT0Ye+welzB+u7JryEtF4F6zXw1731eOdYq7x9x5Is3LEkS96eaB2lSKTH9yGauKKi\n", "ItFNCDm9nsN6bbce6bWv2W7tYgJjDMovCA1elo/UKl8rkAxJjB4eeOMtweBt1MSn4/yCprxAPS89\n", "Xv6bq5AERhmXedPi8J3PT8dthZnyvuqW0fVGQu1sd7+cVJkSG4XzMobjPLSUqq8pJJ7tGKxfmKFK\n", "cO063oavvXgYv911kitPTICyj9IThkeEdepsqlabYpWjNMXINnUhz/CfD8p29bskr6vukFpDZz+e\n", "398gb189LxU3L8xA3tRY2CyeF/vQNESiSLV9+3YsXbpUdDOIiAyBCYwxZCgTGF6KF2rV6TbFCiTJ\n", "o0dgKKeQdHibQuIl6XD0bI/PlSN6nS7UDP6KboJnqsAQvf0yHE5jzVFT9ltBWhzWnJuG9YsyET34\n", "haC5xxn2LwTK6SNZidGYlTpcw+JYcy8kSVJNIclJGp08u+OibDxx/bkoyk+R97kl4I2jzfi/j2pD\n", "1HLv9DhHsNepTGAMvz916+h1JkkS2hXT1JJjhhOq6qVUw78Sycj3vuMtxi42G4zXwN8+qcfAYGbz\n", "3PQ4fOtz02EyeWr2KN8jxkuCRyo9vg+Rf3bs2IHZs2cjLS1t3Nsqfzm12+262B46h7XSnoluD+3T\n", "Snvsdjva29vhj4EB/368UD5+OI9v+fLlIYmfPwJ5vsneX9R2KPo7HNv+MEkC1jMsLy9HYWFhuJ/W\n", "b+/XtOGn248DAJbkJuIXpWLmQ59ud+Dvn9TjvIwErDl3/A/Af3/1U1Q2eqZ0PHTlLBTmJKn+f9OB\n", "Bjyx2/Nlcd2Cafj6MvWczL9+Uo9n99SNety/fHE+MhJto/YfrO/CPa99BgCYkRKDmy5IxyM7TwIA\n", "Sgqm4Psr88Y/SFL52yf1eGYwBjcvzMCdF3kKgn37laPyqjDeYhtK24424ze7PHFdNWsK7lqag/XP\n", "HQQAxFrNeOam83DT3zzbMVFmvHL7BWMWYfz0bA+e/OgM9tV65s3PTovFH9fOC/FR6Nsv3zkhD9X/\n", "yuIsPD14jqTFW/H39QtENm3CuvtduO7ZAwA8K5Bs+cpC+f/uff0zuY7Cr64qUC2/Gw4b9zfgSUUi\n", "7bbCTHy5MGuMe0S2M+19+JcXKuWRWQ9fVYCFipj98f3TeKXyLAD2JWnT3r17UVxcHLTHq6ysREpK\n", "ilzEc9euXZg2bRrmzRv/s00v18YUOvtrO3Hv1qoJ3/6Bknz8rOz4hG8/8j1aj/ztI8AYxx0J/Hk/\n", "5giMMWhlBMaTu2tRVtWKP7x3Cocbu8e9/alxppAkKKeQePnlttNLEU9AXedCvX/4l7U50+JUIzy4\n", "jKpvY2UblcvbKpe9PWeqetRDOCmH02cm2jA1Lgopg7+e9zrdqroc2UnR464gMWdaHH6oSG6dbu/z\n", "OconFCaTyRdFPYVEMQJDR9NvlKMvYqB+rxFdA6NtxHvfCS8rahjJZF8Df/2kTk5eLMpOGHWBOGfa\n", "8PvVRJbjjkR6fB8i78rKymC321FWVoadO3eisbER7733Ho4cOYLNmzfjL3/5i+gmhoRez2G9tluP\n", "9NrXbLd2hWQVEqMsG6VMYDR29Qtb1k95Eb39sxacq6gxMVKHY0BOGkRHmVXzy4ckjpNgUA6jnhoX\n", "hZYez/bRsz0oOmfKqNsrhwbPmxanqrHBBEZglDUwlAkh5ZDscNfBUE4hyUz0JChmpcZizxlP4mLn\n", "8eEifiNXIPElJTYKCTYLuvpd6HW60dIzoJvVfkRQFvFMjbPCbPJMwel1ujHglhBlDv/7k7+UdSbi\n", "o9QJqzibYgqJgBoY7Y6RU0jCX2tmSIdjAF39rgm/lsKtprUXb1cNv+ZvXzx6dMXctOHPqk+beoR9\n", "hhKFQ0lJyah99913n4CWEBEZW0hGYAwtG3XDDTfgwIEDoXiKsEiIjkL84K/ffS5p1K9z4SBJElp6\n", "hmsd7KhuhdPle264evRFNMxeLhZVq5B4Kf6nLOJ5Ue7wFAVfc5hVIzDS4lQjBu7TREQAACAASURB\n", "VLgKiW9jzX1W/qKu7M9ZQkdgKBMYnuSeMqGyRzECY2QBT19MJpOqTovy/A01Zf9LkoQPatrxz5Pt\n", "YR0F4i9lDYz4aIv8/gSoR+1omTJJkJOmToiqR2CEvwbGyATGmY4+9A+Evx3N3U58+flD+MrGSryr\n", "WN0j2CZTf+Eve+sx9EpZOj0J8xWryQzJTYmW65q09g7gbDcLeY7EGhikd3o9h/Xabj3Sa1+z3doV\n", "kgSGkZaNylBU+hcxjaTH6YZDcQHd2ecacwnN0+1jF/AEMO4ICeUIjCWKBMZnTT2jlhXs7BuQV56I\n", "MptwTmosklSPr48vVVqjjItyBEa+IoFxss0R1i9X9V3qKSQAMCs1Tt7nVJwbI5dQHUtuyvA0J1FL\n", "qu6obsMD26tx/1vV+PBUh5A2TIRyVEKc1axKbullGokyEZwcqx4EKHoVkpEJDLcU3qTakN2n2uX3\n", "/XdCmMAI1LHmHuw83iZv3+Zl9AUAmE0mzE4bfo/gcqpEREQ0WSGtgWGEZaMyEoa/iDUKWEq1uWf0\n", "L1blVS0+b39a8QVwupf6F4D6C7HXGhiKpMM5U2MxdfBLRo/TrVqiFVBfkOZPjYHNYh71+Fr+RVuk\n", "seaoqUdgKFZpsFmQneRJHrglyKu/hFrfgFueSmQ2Aenxo0dgKE10BAYATFfcVpmACzVl/+86Mfxl\n", "7MBgEUktUo5KiLNadFlvpt0x/J7W1dyg+j/1KiTiExiAmDoYyiRPXQiXcg10nuyze+rlvz8/Mxlz\n", "FEmKkZT/d5QrkYwSCXOVydj0eg7rtd16pNe+Zru1K2QJjPGWjRK9VMtEt5WF8uoHExjhfH5vCYz3\n", "TrSibIf325/yMgJj5OMf3Ltb/ruzb2DU/7cofmlPiolCmmX4Av7o2R7V7ZXTSobmO3/0z/cRZfIk\n", "LZxuCe/sek8z8dTLdlPHcMHUIxWfqP4/WRru82PNvWFpzxs7PpC3k6Lc+OD99wB4RlpYTaMTVGeO\n", "7J/w43fVDlfQPtXuCHt/79plxycnh5OCR2pqhcff17ZyVELsiBEYQ9O1tNReb9uVVSflv+Mtkur/\n", "lVNiugfrfYSzfd4SGLsOfBb2/qo8NtxHZ9p6sWuXduL3j+3v44OTnqX4TAAWmOrGvL3UPHwsn57t\n", "Ft5+rW1XVFRoqj2Rtk1ERPoTkmVUx1s2Sk9LRb1Q0Yg/fXgGAHDteWn41uemh/X5yz5rwa931Px/\n", "9s4zQJKrvvanOs50mJzD5rwrrbRCebVISKCAhFZCCAkhEBhsCyfkBMb4AQY/g4UND+Mn2zyCsbKF\n", "FoQiyqvZVdxdbc47YWcn557pnk5V70N1Vd9bXVVd1bFq9v4+Tc9099yu1HX/9/zPyfj9n1+xCNet\n", "rs/4/ReeOIy+1Kr8j7euVl0ZEwQBH/35XiRSkv+n79kIj0usZSV5Adf/7H0A4s3ps58/D4/sHZZj\n", "VZXb4JsvnsLO3umMMd3x8H55xf6hO9ej0Z8Zv8rQ5tZf7pMnpE98+hxUpdI+ADpidev6Rnzp0uKb\n", "5L5zehpff+EUAGBjawD3f3Sl/Lc/e+ooDo+kiyqVbgd+/Rn9CFWS7okI/uDJIwDE1pRffnJ9AUee\n", "nYGZKO55/JD8WPn5rEKCF3BD6tx0cMBznz8P33mlB2+kpPxfu2oJrlyeabJrNf7ptR68lDJ//Ist\n", "i3DtqvR1jLzefWh5Lb561ZKSjSuW4HHjL/Zm/P7izip8+9rlJRsHAHz31R68QrSOPPqpDajzld/c\n", "VhAE/OUzJ7B/SFQpXbmsBl/70FLd1wyGovjsY+L55fc48eTd5zAjT4ZlKHSMaj7Y6d6YURxYjGp2\n", "WIzqwqWsMaoLLTaq3FGqpIEnKa9WayNJ8oLsRwEAHRo+BBzHUSu3IUKqTbaPBLxOOB0cVpMSYEUP\n", "M9lCsrox/TzKZ2PeHtJ2q8ALAtVCQq5KA+WJUlUz8JRYXkcXyYxEqJK0V3khhWcMh2IlN008MES3\n", "jKipnqwA2VJR6XZmnMd2McylPDCIwhxQuBSSaILH04fH8M7p6ZzGRVKOFhKlEqSYbSRmePnEpFy8\n", "cHDA3ZvUvS9IWgIeVKVaneZiSeo7CgBiST7DW4nBYDAYDAZDi4IXMJqamvDVr34VW7duxdatW3H3\n", "3XcX+l+UlGZisjZcZg+M61bXQ5oW7hucxegcPZ6hUExWVdT5XJQhnhIXn34tWbSYIfropSIEWZg4\n", "NR6RU1CeOzqOsdT4vC4HFhFmjFTSCTPyVEVLxhqOJWV3f5/bAaciGlMZpVoKjxFlhCrJMoUPhhkD\n", "TwDwuBxyoVCAmPxQCqTtf3B4jvq9ZQsYCgNPAIoChj3OMzJGtefoQepvhUohefLACH604zS+/sIp\n", "nDDou0AWDTqrvXIk7fBsrOQGqRkFjJnifPeYkdKHoglZjQgAt25oQmeNus8SCcdxWNWoXgQ/OR7G\n", "5x4/hFt+uQ9HR+fUXr7gYe0MDLtj12PYruO2I3bd1mzc1qWoJp4LAUqBMRsruSElOZla1eDDeSkJ\n", "lIBMd3rSYFPLwFOiwpn+HKSRZ4i4cZZWzaoqXGhNFXLivIDuiXk8dWgUP3gj3dt8SWcVNdGmFBg2\n", "WRm2CrM66gsAaPS7ESRWNEtRWNNTYKzIs4ABAB3E8VpKI08gU4ERifNlMZDMRiROG3gC2Q15rQg5\n", "Ofc76etpoVJIjhAtTYdGjE2MyXHV+91UilNviVUYSjWIFRQYv3hvUB5Xg9+Nuze1GH7t6ka//LNk\n", "5Dk9n8A3X+zG6Fwc8wkeD+8Z1no5g8FgMBgMhowr+1PObqq8TlS4HJhP8IjEeYSiScqPoNiQBYx6\n", "nxtXr6jFngExRvWVExO4/dxm+e9qBp5atDfUoj8VF0mmF5AKDPJzrmr0YTA1iX3grX5q1XpFfSX+\n", "5HLaG8SO6QilRiuneZZSwWQWMDiOw7K6SuxNpWWcHI9kqCIKzVAoM0JVYkldJRycmIoCmEsgkeio\n", "8eLdfvHnUkWpbt68GVOROHXeSIyH47oKpnJAFlWkVguqFcwG55kgCFSh4OrNl1B/97sL00JC/g9S\n", "8aEH+bzqChdqK91y+0jPZATrmv1aLy0oym0EAINFUiUZzYo/OjqHpw+PyY+/dEkHKt3Gz49ViijV\n", "JC/gH17ppoqv752ZQTiWtNx5V2yM7gMGw6rY9RguxbgHZ6KmEgxjydK20JYKdoyUFruO2wysgJEF\n", "juPQHPDIcZXDszFDBYy+qXns6p/BlqW1qPfnbr5GFTD8bqxo8OFfd5xGNCng1MQ8To1HZAk/qcDo\n", "yKLAoAsMZAtJpgIDAFY3+PD6KdEskCxerGn04X9ftxwBL71NgtTKsLWl7fMJHhUu64iRaAWG+rG2\n", "rD5dwDg1EcHlS2qKOiZyoqEsllS4HOisrpDPkWzHnhqdlAKjdKvdWqvz4+G4IXl8KQkTCoxKWYGR\n", "Pj5K3eaQC/MJHrGkWOlyOzlUuunzjmwhmcujhYS8jk1EjLUEka+pqXBRppml9MGIxHnEk7QyZbAM\n", "/ksSSV7Aj3acltvaLuyowuVLqk29B9lCcmIsjP98+wzeH6CVT/GkgHf7Z/DBZdY3omUwGAwjjMzG\n", "TJtyMhiM7Fhn1mZhzPpgxJM8vvrsCTzw1hl897WenP+vIAhUAaOu0g2/x4lLF6dvHp8/Ni4boJ0h\n", "VpI7a/RXwUPjI+mfSQUGsfIXJAo1q5syVx83tPjx3etXZBQvAHpiZeWV4cf3DePmX+zF3zx3ouRG\n", "clo9aqQCI6CiwACA5SU08pyNJuR96HFyqKvM3N93nteMCpcDF3ZUYU1TZvJNNkjFkJoiohh0dXXh\n", "wJB2AcNq0B4Y4nERtJnSiWyNqKlwYceOHdTfC9VCQioYJg0qMKYVCowltelzrHuiNGa5gHqUa7EU\n", "GEb6ZJ85MobjY+Lndzs5/NFlHaZTROp9bjSkCkLRpIBtB0flv7URLWddPVOm3nchcDb0KjMWNnY9\n", "hu06bjti123Nxm1dmALDAE0mk0hGZmOyueXB4TkIgpBTbFwompRX4nxuh3xzf/WKOryWUkP8+uAo\n", "nj0yhkU1FYoWkiweGA7CAyOm0UJCFCFW1NNtAue3BfDNDy/TlBFX2aQ3/9cHRiEA2HUmhJ2907hi\n", "aXGVDEYg90dAQ06tNPIsJqT/RXPAo3osf2hFHT64rDbDcNQonQoPjFzPGbMcHE6vArcGPfJKtzUL\n", "GKQHhlh79tvMxFNZJFDicXJwckBSEFfkY0keHqe5OnuSF6hrzpRBBYYyHWVJbfqYLKUCQy0NZSKS\n", "KItSbCIcx8/fG5Qf37mxmSo4mGFVow9jvXQqzKWLq/HZTa34w21ijPI7p2cQS/ByrDeDwWAwGAyG\n", "EnaXYIAWooBhpJdtgrhJT/ACVRQwA6W+IOTMF3RUUavgsaSAE+MRRFPxk24HR5mPqrF+ZVqmRrWQ\n", "qJh4AqJk/fZzm+HkgCuX1eDvP7Jctwc6YIMUkliSlwtNALDtwIjOswuPtgcGHWWrxqKaCjklYSgU\n", "K2qbDlnAaNWZvORavABSqTmpSflcLGnYtyAfPnDJZfLKMgCqeGXJAgblgZGpwLBDCwmlwKh0ZZwD\n", "HMdRKgzSuNQooWgCpJZqImxQgUEWMCpdaA565ILB9HwCkwYLIfmipsAAiqPCyNYn+/ThMfm4aq/y\n", "Up5LZiHTrABRdfXXH1yMpXUVsvFvJM5j15lQxmvH5mL4t52nVePD7c7Z0KvMWNjY9Ri267jtiF23\n", "NRu3dWEFDAOQCowhIwUMxeRnfC63G1+lgaeEy8Hh765eigs7qqjfS6xu8mWdTAY1WjzIYoPS6+Pz\n", "F7bhqXs24msfWgpvlhUyO6SQjCr25YHhORwbNRa5WEyMKDDcTjq29tRE8VaI9Qw8CwXHcZRqqBRt\n", "JMdG5+TY4UU1FVhKtOVM5HjOFpMI0VJRqaLAsEMLyfS8vgIDUEapmv9MM/P0a6YicUPpUdTYvC44\n", "OA6LSRVGEc8xrXGQDJXBB+M4EUH7qfOb81JGrCXaEH1uB7754WXwe5zgOA6bieKhso2EFwR848VT\n", "+M2hMfzTa704U0KPHAaDwWAwGNaDFTAMQHpgGFJgKAsYOa7mTmgUMABgfUsA/3DdcjzyqQ144tPn\n", "4PsfXYk/vqwDn9nUgr+5aknW9+47eVT+eZbywNBPwHAblHNrmYRaCbUJwZMlVGFoemAYKGAAkM1b\n", "geK2kZBFu5Ysyp58oH0wij9JeebtQ/LPG1r81DlmSQUGoUbwyx4YtIlnqWOezaJsIVE7B/ye/JJI\n", "phXXm2hSMKTkUCowACjaSMyfY2emo3jgrX68c3o6+5NTaKmPihGlmq1Pto9IBFpRb97bhmRjawAf\n", "W9eAVQ0+/P1HllEF2M2EKehbfdNyYREAXjo+ISulBBiPxbULZ0OvMmNhY9dj2K7jtiN23dZs3NaF\n", "FTAM0GzSA0NpGpfrZEhLgaGkqsKFc1sD+Ni6Rnx6Uysa/dknmZWEB4Z2CknuFil28MBQK0a9fmoy\n", "Z8VMoTBi4gkojTyLpxwhCz3FjGvtICY0/SWIUu2LpC9/G5oDNihgZCowXA5ObnPgBbrIYZTJSBy/\n", "3DWIN3uNT7K1EAQBLxwbx7YDI6pxcEqfCTXyTSJRUzAYaf9QU4eQqpxcfDC+v70X2w6M4u9f6tZU\n", "VhgZB5BfC8mrJyfwtedPmCqkzCd4+dx3cLnFI5NwHIc/vqwTP966Gue2Bqm/rWrwoTGV1hWKJrFv\n", "UGwjicST+Nl7A9Rzu0ukhGEwcoHneSST1rznYTAYjIUCK2AYoLbSBY9TbMmYjSWz9poXRYGRRxSr\n", "GpdfuEn+mTbx1G4hMYMdUkjU2oGSAvDU4VGVZxcerR61OUqBob0PSqbAoAoYxVNgdBITpP4it5Ak\n", "eQGDsfRnWa9QYIyFjbUdlBI1DwyAVunkUiz8+buDeHDPEL710qm8V/mfPjyGf97ehwfeOoNnDo9l\n", "/H1akUKidg7km0Qyo1rA0C8eJHlBvk5xSBdv81FgTIbjcuR0LCmgx+A5ShZ51hC+EblGqUbiSfzL\n", "9j681x/Cd17uoYo5en2y/VPzspdIa9Br2kzVDBzHYTMRBd3VLRZaHt83kuFhkosSxspYtVdZ7Txi\n", "6PP888/j3//93zE8PCz/bmhoCA899BAeffRRDA4O6rzavlj1GM6GXcdtR+y6rdm4rQsrYBiA4zhT\n", "SSQTkcIUMIwqMHJBLX5REASEsrSQGIWcVM3FkiWPKDUCuR8v7qySf37m8JhsiGoGQRCwZyCER/cO\n", "4Uddp/H1F07i9391GLf99z5843enKFm0HqEcFBg9k/NF2caCIGC4BB4YQGmjVHsmI7Jaod7nRkvA\n", "A5/HKRuJxpOC5QpvESqFhChgePNLIjmeUu/wQn6RvHOxJH65e0h+rCb1pwoYlerXNGkfALl5YKgp\n", "HZTXZCVUfLTXKXsIkVGqPZPz4E0UtXYP0GaURgsQZJvNGsI3YiBHBcbp6SiiqTSr+QSPx/YOZ3mF\n", "CNk+sqhWP9WqEJA+GDt6pzAciuGJfZljLZUXydnMd1/twW0P7scDb/aXeyi24rrrrsOVV15J/e6d\n", "d97BXXfdhTvuuANvv/12eQbGYDAYCwxWwDAI1UaSxQdDuWJUiAJGXYELGPt2pb9IQ9EEBEHAfIJH\n", "PDUJdju5vCL7nA5OnogIsGZCArkft65vlPfxTDSZk9v9Kycn8ZVnT+Bn7w7i6SNjeOf0DHom5zET\n", "TeLNvmkcGJqlnq/VozZn0AOjqsIly67jSYGacBSKyUhCnvwEPE5KWVNo2gkTz6FQFHGVFoRCcWAo\n", "Pbne0OyXI1vrLNxGMkeoEchJfr4KDHLCnE/6yxP7R6jigZrHzJQBDwxagWH+GFBbOc72ubRaW2or\n", "XXI7XCTOG/JAklCmaRhVt0xrKDCGQzFTBRSJPkXry28Pj2F0Tvwcen2yvcT1ZHFN8QsY65r8qElt\n", "+8lIAt948aR87VleXwl3SgU5Fo5b1lcpF6zWqzwbTeCVk5MAxGPFiosPdsLnS5/DHk/xFgDKidWO\n", "YaPYddx2xK7bmo3burAChkGaTBQwlP3WypYSoxRTgeHkICeJSL3zpIFnldclT+pyhTQYnLViAYOY\n", "YLVVeXHz+kb58bYDo6ZbCF44Nq77d2nSkI0QsYqup8AAgGWECuN//e4UXj4xkdMkR4tStY8AQIXL\n", "IReReAEYnCle6sKB4XQxaX1LQP7Zyj4YYcIPgmohoRQY5s4zQRCoyXs+16on9tMGuGqKgVKkkEyr\n", "FHGytZBojYvjuJx8MARBwO7+Gep3RlNEyLG0BL3yeOK8gLEc/HmUhrjxpICH9wxpPDsNWfhYVIIC\n", "htPB4TLCzJNMVrr3knZqDLn4kTCMQV73Erxgueug3SDvI9zuwt7HMRgMxtkKK2AYpMVgEkmSFzIk\n", "zLncAPCCQCk5Cq3A2Lx5M9UiMhtNKgw8c28fkQiWKIlkPsHj6y+cxBefOGzYzDKe5OX9wgFo8Ltx\n", "/ep62Ryxd2oeuxUrqHrMxZLYP5ieFH/hojb8r2uW4qrltfLvJhXKHE0PjKgxBQYAXNCRbn0Zno3h\n", "e6/14o9/fRR7TIxdj1JEqJKUIolEEIQMBYYEWcDIdTJfLCJaCow8CoXhOE+1NuWqwPjv3YMZbVeh\n", "aBKzivN+imohye6BMVcgD4xs+1KvsEL6YHQb9LHonpjHhGJbDhlUYCi3UVsVEeOdg0fJaRVl1vNH\n", "xzE4E9Xtk6UUGCVoIQFA+WBIXL64Gue2BrE0h/1gB6zWq6y8XzGjOmJkQhp6GlkUIldOu7q6bPFY\n", "OoatMh6jj6XfFfP/TU+bM8dOJMx9B5t9PjmeUm7vzZs3a/59cCaKvQMhbD/cj+2H+7F3IKT7WM0g\n", "3Ai5jD/f15frsd72tvJjMxRPD77AIBUYeitpU/MJKBWXE+E4eEGAw4SiYWY+IU8sAh5nXu0cWgQ9\n", "TnlFbzaWoG788zHwlN9fxWejGDxzWGzXAIDfHBzDn29ZlPU1o3Nx2aCu3u+G2+mA2wl8ZGU9fnNI\n", "NPHcdnCUKhDosftMCCm1M5bXV+L2c5sBAAPTUbyakuMaSUKIJXlZNu3kkHW/f2xdAzgAD+4Zkidh\n", "J8Yj+MpzJ7BlaQ3+5qolcj9/LpQqgUSio7pClt4Xq4AxPBuTb9J9bge1wm5pBYaWB4Yn9/NsSqkW\n", "M3CMKumbmsfzR9PqI4+TQyx1DA+GYliZKrDMJ3i5yOEiWsyU+CkPjMKkkGQrzKhFqEosJnwweg2u\n", "/O86M5PxOyOKIrVt1BL04vCIWJgdmInh3FZDQ5Dpm0oXPRp8boyF40gKYtHpr69covqaeJKXFTQc\n", "gM4SKDAAMWo14HHKhTiXg8MXLmoHACypqwQgXkuZD0bxULbADoVi2NBSpsEsACKRVASwIMg/60EW\n", "tJTFLfbYfo/3DoQAGDeGd7nM3XubfX51dVrlZoXtAwB7B0L4q2dPEH9Rbi/68TeuCSAXrPJ52WPt\n", "x7t374ZRmALDIC0BYwqMSZVJDy/QfeZGKGb7CCBWusgWj5loEjNR0sAz/wJGqZJIXjyenjwZKRIA\n", "dPsIuW+3Em0ke86EDLdjkPGEFxGGoLW+9DZQrsiqVRsp9YWBNh4Hx+Hm9Y34xe3rcOfGZnid6edv\n", "757C0dH84lXJvv3WEigwOmuIJJKp4hh5kttkTZOfKvCQaT/WK2AQMaoaKSRmvWamFJP9XBQYP3t3\n", "QC7ant8WwPlt6YhM8viZVvhfcByneg7km0KSS4yqngKDVB4ZLfAo/S8AcVtHsnwechvVpLZRW1X6\n", "nDCbEpPgBZwhCoH3XZEu7r58YhLbXt6h+rozM1F5nzYFPEUpoKvhdjpw2eL0DfbW9Y1yfGs+iTBW\n", "xuyqU7FRqpWYAsM4L730Erq6uvDSSy9h+/btAICLL74YjzzyCB555BFcfPHFZR5hcbDaMWwUu47b\n", "jth1W7NxWxemwDBIU9CYB4bWDe54OI5aE4WIYhp4SgQULSQhKkK1sC0kSil5oTg5HqZ6pY1KzskI\n", "1WZi37ZXexH0OhGKJhHnBUxHEln3Gy8IsgIEAC7uTN+A1xJJC0aKK2QLgD9L+wiJ3+PE5y5sw03r\n", "GvCtl7rlSXr/9DzWES0SZiFXjVurSqHAKH6UKunNsEQhjacUGDn4DRSLeJJHPKVqcHCgClX5nGfK\n", "goVZBcbBoVns7E0X737vona8fDxtgEseP0b8L4D8PTByiVFVxruS1BKKjGzvAwDRBI/9hGEvqSgY\n", "CsUoxY/eOCQlCFk4HDSZRDIwE5WVYQ1+Ny7srMJFnVV45/QMBACvjXlwi8rrSP+LUrWPSPzeRW2Y\n", "iSZQXeHC3ZvSS//kduuenIcgCHn7NDEyURZus3l+MdJcc801Gb9ra2vDnXfeWYbRMBgMxsKFKTAM\n", "Ulfphiu1Ujuts5KmlF9KmF3NHSfeh1wVLhRKD4xQVNFCUgAFRjAPabtRfneMTgsxKjknV5XIhBlA\n", "lFlLjBrYbyfGIvLEprrChdVEckAdWcAw4IFBFjByibFt8HtwHrECbtQ4UIsBSoFRmhYSiWK1kJDb\n", "RPmZrNpCooxQJSdu/jzOM6VaYTKSMGxeKwgCfvLOgPz4quW1WNXgoxQLpGJgaj69PWtSk3NVDwyy\n", "hcSkAiOW5FWTSyYjcd3PpVSHkJBxr0YUKvuHZuVi06KaCup6kO18JLeRNI5WSoFh7nwm/S86U+fW\n", "PReke1AOh1w4Ppap0iL9L0ph4ElSW+nG339kOf5iy2JUEsWsBp9bVhvNxZIYtVCBMR+s5oGhVGCw\n", "AgYjG1Y7ho1i13HbEbtuazZu68IKGAZxOjg5shLQllVqrbKbL2AUt4UEUKSEKFpICmPiWdwUkniS\n", "l+PeJIxK6IeJiZWygEEWjMYMJIeQ7SMf6AhSLQnk6q2R1W0yBtOMAoOEnEAO5XHzGUvwsgrBwQFN\n", "geI7qDf43XI6TiiaVG0HyBeqLaZKse8tWsCgIlQ99GWbPM/MtpAot280wVPFEj1OjEdwaEQ0Q3U7\n", "ONzzAXFiTLU8EIoBZYSqFvnEqIaIJKXqCpd8LMWSgu57Ten4/5CKjJn5RNZYSdL894L2IFUky9YC\n", "oqZSyUeB0adSiFjR4MMVS9NmmY+8n5lIUk4FhhYcx2FJ3cJsI7ESzMSTwWAwGFan4AWMoaEhPPTQ\n", "Q3j00UcxODhY6LcvK80G2khIBYaX6Bs2OxmamCuFB4aOAqMAJp6BIqeQvNs/kzEBM7piq9VCAgCN\n", "/vRjI7GFbxPtIxcR7SOAuB2lekYomkSccE9W61GbJSJUg7kWMAL5pRbIr52NyUanjX4P3M7i1zsd\n", "HIdOso1EJUEhX8i2BqUxaZ0ihaSQkbT5ECGUReSqNJCfAkNNUWDUR4ac2JxPTNTpCbt6C4lUFFA7\n", "B/zu3D09lP+Dbv/Q/lx6LSROBycXdAWot6iQ7CLiUy/oCNIFxWwKjEjmOOp8bnhSLUMz0aSpbXKa\n", "KmCk98unz0+3Zrx7eiYjQaacCgw9lhCGqgvFyNNqvcrKQvvIbMx0pDjj7MJqx7BR7DpuO2LXbc3G\n", "bV0KPiN55513cNddd+GOO+7A22+/Xei3LyvkSv2wxo0o+eW/nOjZtaICg0oviNExqoUw8QwW2cTz\n", "RUX7CCD2zBu52SL3X3OAnsQ2EAqMbDLlyUgcx1J+Ew5OVGCQOB0cNSFSmiYqoRQYOapgyEl5Pi0k\n", "QzpKhWJC+mD0FdgHI8ELGJ1TN3AFxKKjVNhLCuqGkOWALMz5FQUMshCZr4knYMznQfm/SMWWMnJa\n", "SlMy7IHhyb2FZDpKF2GN+lfopZAASi8b7fcZn4ujO6VecDk4nNMSQEuVcQWF2jZycBx1TptRYZAJ\n", "JGQhYmldpVwojCYF7B1Mq0aSvIAz0+qvKzdUlCpTYBQcQRCo9lVAVC8ZvSYwGAwGg1EKCl7A8PnS\n", "/b4eT+kmPaWg2UASCZlCsrIhvS3MGgIWu4CxefNmKiVENPEkJiQFMPEMUjF3ngAAIABJREFUFDFG\n", "dXo+QSkfpKaNpAA5wlGLBC/I25cD0KhojWggFBjjWVpI3k2Z4QHAuma/auGHNAElfTCyemDkqMBo\n", "Crjl7TE+F885M3tgRtsropiQPhiFVmCMzsbkdIV6nxselXQFpQrDClAJJIr4Ueo8i5mbaKgpMIwa\n", "ec5pGM56XA7ZR4YX0tdKtSKBugcGaeJp7tidoQoATrrwoLEvBUHIWlypMajkIONT1zf7Uel2UudO\n", "toKiViGFaiMxWJQUBIHykVFGoV68KK0We7svPe7BUBTx1EnS4HPn3MpWDCgjzwWiwLBSr3I4zmeo\n", "cQDmg8HQx0rHsBnsOm47YtdtzcZtXQpewCBXv93u4vfMl5KmQHZvAfLmf2WDtRUYxTbxrCpiCsmr\n", "Jyflld21TT5q0pFtFXp0Lj2JFeXZ9GnQaEKBoZU+QmLGB6MQCgy30yGrSASIk/Zc0POKKCZUlGqB\n", "FRhGYmGt6INBTuR9igklqaSazdPEEzAepUqeZ8oxkcaTUuqLUQ+MCrdDLsDNJ/isnhMk0/PmFRiz\n", "saR8PfC5HRnXA4AuYOipqMj41AtSaqzWIN3SpacQ09pGrRq+InqMheOyn0nA46S2BUDHPb9zekYe\n", "Vy/hf7HIIv4XEqQfx+mpeVPHBiM7Wtc75oPBYDAYDCtR8AJGMpm+qdWLOCP7c7q6umzxmJRGnxgY\n", "V30+6YGxop5wn5+aM/z/tr/RhYlw+obh8J53Cv55HnjgAaqAMTQ+TZl4Hn7/vbz/X8CTvmEeC4VN\n", "v17v8bY9vfLjpdwkHMn09nrjLf3t9dLOXfLPzQFPxt/7ju5Pj3surjmeBC/gvX7S/6JK9f/FZ9Kt\n", "LpPh9PtJzyF/JhUY0vbLZftU8ulJyEtv7clpe5MTpZkz3aZfn+vjse4j8s+np+cL+v7kCrgjMqX6\n", "/GQovb/GdfZ/KR/vO3xUfhyaGKX+/t5bb8KR0gHFkgJe2278/cnUC4m9R08Zej1ZwBg900f93RFJ\n", "m+t27TmErq4uqrjQd+wQ9V7k++/csQMeR3pi+uobOwx/HkqB4XWpxhgrX//KjnSrY3WFS/X9I5Oj\n", "8uPdh46p/n9eEBQGnuL14P1330JF6vNEkwJeeH2n5vi1fEIio/3y7/cc7zW0PUgjzhpnTP4+lv6+\n", "oSUAb2pcw7Mx9KSev/399LG2uKbCEse/9DjodaHKJRZl4qlWFyuNL5fHDzzwgGXGo1XAeGv/MUuM\n", "rxiPGflj1+1p13HbEbtuazZu68IJBXZn2rZtG2655RYIgoCnn34aN910U8ZzXn75ZWzatKmQ/7Yk\n", "DIWi+Mxj4o13XaULj951DvX3SDyJm/9rHwDA7eTw68+ci4/+fC8AsVXh2c+fRyVUaDERjuOOhw8A\n", "EFUMT9x9bgE/hUhXVxeWnXsh7nlc/DwNfrdsWGlmrHqEY0ls/aW4PbwuB357z8a83k+ieyKCP3hS\n", "nOS6nRwe/dQGfOXZEzgxLvZE//jm1VhFRBcqeeHYOP55uzjhump5Lf7mqiXU3+diSdwijdvJ4al7\n", "NqoW4/YOhPBXz54AILZt/Pcn16s+76fvnMFj+0YAAJ+9oBV3pQz0urq6MmRe3365G290ixPrr121\n", "BFcur9XbFJrc/3ovXjwuTsT/9PJO3Li2wfR7fPFXh+XV2B9vXY1VDdrbtJCQ55GTA377ufPkCON8\n", "+em7A3hs7zAAYEt9DF+/5eKM5/zs3QE8mnrOZza14NObWjOeU2qe2D+C/3z7DADglvWNuPfSDurv\n", "n3hwvzz5ffRTG6g2GC0EQcANP3sfyo6r61fX474rFmV9/b9s78Pzx8RC7pc3d+KGNelj7KE9Q/iv\n", "XaKJ823nNOH3L27HZx47KBeQfvaJteiorlA9BwDgU48ckK9HD96xnlK/6fFvO/vxm0NiseEPLm6H\n", "x8nhX3f2636ug0OzuO/p4wCANY0+/Ojm1RnPeXjPEH6R+jyfPLcJv3dRe8ZzToyF8aVfi5P/6goX\n", "HrtrAxyp68GXth2Rr08/uGkl1jcHVMf/2ccOyi0iP71trdz28VbfNP7X704BAM5vC+J7N6zIui22\n", "HRjBA2+Jx8y1q+rwF1sWZzzny4+9i0MhsVDyexe24ZMbm/HdV3vkdKc/29yJj64xf+0oJn/7/Em8\n", "myoc/+2HluCDy3K7RloFrXOgHLx8YgLfe6034/c3rW3An1zeWYYRFZ/du3fj6quvLvcwANj33thK\n", "x7AZSjFu8j7RCN+4Zim+9VJ39ifm+Pz7b1iBjW3B7E8sMHrbutjbCMj9c7Nju7SYuR67sj/FHBdf\n", "fDEeeeQRCIKAa665ptBvX1Ya/R44OLGveyKSQCzBg+yhJ/vl6yrdcDsdqKlwYWo+AQGiPJiM6NSi\n", "FO0jmzdvplYrSY+OgNeZd/ECEHv1pe0VTfCIJXlVebZZpIk5AFy2qBpBr4vq087WQkIaeCpNHAFR\n", "Rl7hcmA+wSOaFBCKJlVTWZTpI1qKI9IDY4poIVH1wCBUMIE8omxJtdBwDkkkgiBgiFBgtGm0WxSD\n", "SrcTDT43xsJxJAWxcEj6YuQD+Zku3qA+CbRiC0lExwMDEFsEpALGbDRpqIAxG0tmFC8A4ykksxoe\n", "GEBm2wSgblCp9QXrdzsxBnEcZoxJSSPi6goXKojrs9bnmjJgLlpjoBWFbB/Z1B6UixeA2AIiFTAG\n", "Z2JY36w+fi0vjjbKR8PY+XyaaL9S+l9IfHTTMhx6XSzmvt03jU9ubKaiVxdbyMBTYklthVzA6Jmc\n", "xwfLPJ58sdJNJnkP0+h3yy2UrIWEoYeVjmEz2HXcpWZwJmrqGtAU8FBtj4B9tzUbt3UpeAGjra0N\n", "d955Z6Hf1hI4HRwa/G6MzKa+1Odi1MRqgrixrfOJm7be75ZvkMfDcfMFDAPPzxW/xwkOok8COY8p\n", "RAIJILYQBb0uxcQqvwLGYCiKl4gCxodX1QGge/DnsiQX6EWoSuNu8Ltl/4WxubhqAYP2v6jK+LsE\n", "KWOfyOIvQMaoBvIwzzMT3ajGRCSBaGp2G/Q6KcPXUtBZ48VY6jw4PVW4AgZpgKhlTGrFAkZYx28C\n", "oItdswYn/FoJK7mkkGQUMKroKNVYgpf9GJxc9mM71yQSZQHA5yYLGOqfy0g6CnkOa3lgHB5Jtwlu\n", "aqdXeloM+CfFkjzC5DYi9qkywjvBC1lVSacNRKFe2FElfwccGpnD9HzC0OvKCW3kyZJICgl5vVvX\n", "5MfrKTWg1jHLYDAWPiOzMVMKiftvWJFRwGAwCk3BPTAWOmTk5oDCTI10uZdueHOZDJVCgdHV1QWn\n", "g1N1mK/KY+VfidIoNFcEQcDvjo3j3iePyBOIukqX3GfuJyYq4SwTuBFiEqslTSeNPMfCmTdvg6Go\n", "vFLpcXK60rQ6cvWW2LdqPWrkpDA/BQaxYpvDzSfpf1HKBBIJsmBBJinkC7l63Xd4r+pzyKKhZQoY\n", "ccLE061SwCCNPA0mkWgZRhpVYFDRrjoKjMGZaIbKgfRjUCPXJJIZxf+hEoA0PpeRAoaRFBJyhUo5\n", "8Sdv5oY0TDiV4yAVHF6XQ/4u4AVjxrx9BgoRB3a9jTVNPvl9nzk8JhcuaypcqoXbcrO0Lv1ZehZA\n", "lKqVepVJBcbaZr/888hszFA8OePsxErHsBnsOm47YtdtzcZtXVgBwySkpLZHEeM2rmghAXIsYBDt\n", "HEak4PkQVJkkF/KmNViAKNWZ+QS+/XIPvr+9T57IOTjgDy/pkFtdTLWQEDf/LRqtEWSU6phKEsn7\n", "A7Pyz+e1BSmpuhIzCgxyG5VTgWEkraOYdFQTSSRThUkimYslZaNat5ND0KV+Q25JBQZRLPCptZB4\n", "1ZNI5mJJzfhQsqhATgonwwlDkxUqMUdxrJLqh3CcpybTegkkEqTKJFcFRlWFMyOFRO1zaUWXklAp\n", "JBrnMJlY1KBQzrUYiEGdzpLSQiYBDWZpIwlFE7LixO3kqAhwJRcR6UmSfwhAJ35Yic7qCkjik8GZ\n", "GNVexciPccKEfElthfy9FonzBY9CZzAYDAYjV1gBwyTkjX63YvVnUq2FxKIKDKk/Sm2Vv5AKDDKJ\n", "xOgNUJIXcHpqHl3dU3hwzxB+/8nD6OqZkv/eXuXFD29aRRlcUiu2ce0V2yQvYHSOUGD4tQoYhAJD\n", "pYBByqzX6BiGAkCtT331VtmjJgiCQoGReyGp3ueGO3WXPz2fMH2TPzhDtFqUQQpI9uz3m1BgzMwn\n", "sL17UrU9glRftAQ8uOIK9R7BOsqzJGGJqEZShVCposAIEueZ1ELyZu80PvXIAdz5yAHsItJyJMiJ\n", "eEvAK09W4rxgyHdCr4WE4zhKBXRkNJ1CRBYJtPo0fSYUVSRKBUal25n+XEn1z6WW/KGE/P2USiEk\n", "luDl93Fw6QK2hJoniJKpLIUUUgk1MKNflCQLRp3VXk1Po82bN1Ptb+R3mBXbRwDA43KgPXVNEkB/\n", "VjtipV5lysfL56YKX8wHg6GFlY5hM9h13HbErtuajdu6WE8fanH0+m/JyakkXSYnQ+MqE2E1JkpQ\n", "wJAgCwwSwaIpMPTVBweGZvEfb5/BqfEI4hqTxo+uqcfvX9yeMYmjVmx1JjyjczFIb13nc1EmrCSN\n", "RGGDLHhIkAUMLYM8iYDHCbeDQ5wXEInziMSTqpPQcJyXx1bhcuSVvOHgODQFPDiTkqsPhWLUsZsN\n", "KykwSDNCPQRBwN++cBJHR8NY1eDDv968ijJWpfwvdIoyLgcnm+/ygnHz3WISodo1Mo9Zv0Lp9Pqp\n", "SXz31R7ZpPOlExO4oIP2aVEqD+p8LnliPBFJZC2gkV4zamqhtioPTqWukUcIfwitIgEJ7WljrIVE\n", "Mt0FRNWBVLiorXTJ+35S5XMZaSGRCiHzCR5xXkA4zlNFmzHFNVtZMGgKeGSvibG5uKqhcbZxkOdE\n", "Nu+H04RqqTOLf8zy+krU+9wZBXarKjAA8XtYui50T8xjdaM/yysYRpiI0Mdxc9CD3tR33dBsDCtK\n", "lETFYDAYDIYeTIFhEnIS2DcVRYKYaBeshaREHhiAutqiqoCGjUET5oL/9mY/jo6GVYsX1RUufOvD\n", "y/BnmxepTv79Bk08yVUkPVl1VgUGMakmJxZqcBxHqTCklW9ljxqlvsijfUQinzaSciswmgIeeJxp\n", "BYkR/5Th2RiOplb6j42FMz4z6T3QEvTo9ghazQcjTKWQqCkw0r97/dQk/pEoXgDq+185Ya6pUE/L\n", "USOW4BFP/QOXg5P3FQmpwCANLquJ/6O1D/xuYwVJEkp94U37bJAtXGpGnqQSRa99rlbHB4P0pGhU\n", "UXW5nQ40BsRxCFBfzSbHoVbkWUlMHk+MhzP+TtJnsMDa1dUFjuNwkYoJsVUVGACwhPgetrsPhlV6\n", "lcOxpGy063ZyCHiclEcUU2AwtLDKMWwWu47bjth1W7NxWxdWwDCJ3+NEU+pGNJFqdZAoSgtJkVd+\n", "i91CQiaa6LWQROJJalWxwefGBe1B3LKhEfddsQg/vW0tLl1crfl6o5JzciKnW8DwkSae9H6LJXlZ\n", "Bs4BaDeQkEH7YKgfB4WKUJVoMSBb14JWYJS+gOHgONoHw4AK4/AIPak7ODxHPSYVGC1ZPpPVfDCy\n", "mXiSCoyeyXkoa4BqBQyySFFT4ZKvWQAwEdYvGCnbR9QihNuIwhd57mv5TJBQ57PB9ifa/yL9P/QK\n", "D8rX6alD9HwwSP+LRo1rNnkeDaq0gGRTYKyoT0/aT41HdFubzCaJXLIo89pq6QIGoQ7pnrB3C4lV\n", "UKovOI72ThlmBQwGg8FgWATWQpIDS2sr5SjVnsmIrMooRApJghfkm2MO9MS3kEj9UWqRqYU08aTN\n", "BbUnRafGI/Kka3FNBX5y21pT/4c2/dOWnA9TEarak1g9BcbgTFQea1PAo2vgKUFNolKTQ2WPWqEi\n", "VCWoJBITCoxIPCkX41yp6OBy0FFdgVOpycnpqXmsbdKXiR8ZpQsWh4bncM3KOvmxsi3m8nO0ewQt\n", "V8CgYlQzj7egyvGytLYCvVNiMWM8HEc0wcNLHKvUxL3ShRpKqaD/meeytLQA2ga5ZJFA0wODagkz\n", "1kJCFwDSr9dTYAiCYKiFBIBi+ygLGIQCQ6Mw2hL0YO+g+LNaQTHbOGoq3Wj0uzE6F0c0KaBval6z\n", "LcxIAgmQ3v7ntQXgdnKyqibopQ1QrcbS2oWjwLBKrzJlHp461qkCRg5m0AyR7u5u7Nq1CzzP49JL\n", "L0VnZ2e5h1RQrHIMm8Wu47Yjdt3WbNzWhSkwcoC8aZQmWEleoEzYpJu/mkqX7Jg+PZ9APKl/Mz4Z\n", "iUNaV6updOXlg2AEdQVGcVpIZnQUGMfH0zehKxuMezVI+AxKzocNKjCqK1yyCeZcLEm9J9VfXmNM\n", "nWBIgaFjipgLubaQKFUqWgaAxcasDwbpswAAB4dnqcfk58qmKiELGGMqHiilJpItRlVxHq9q8OH+\n", "j66k2hmUK6jKloU6RWKHHnoGnhJtGq1HhlJIKFNe8y0kZBG2RiPGGBB9M2KEb0alSsKL/D6Ukaei\n", "hUQngUSCLCiqJZFkM/EEQHkQHB9TbyOJJXj5WBcVYtmvUZVuJza2BuTHi2oqVFU1VqG1ygNvqm1p\n", "MpKg9j0jN8jvJcm7qznIWkgKwZEjR3Dbbbfh9ttvx/79+8s9HAaDwbA9rICRA2pGntMpwz9AbMFw\n", "pwzanA6OvoHOMjEgV0GKaeAp9UepKzCKk0Iyq1fAIG7GczEKI1eB9RIUjESoAqJvBaXCICY+p6dJ\n", "h39jMmvSzHVSwwOD3D5q8bZmybWFZIDwiiCjG0tNB7Ft+7MkDcSSPE6M0SuxPZPz8rHACwJVvMrm\n", "gVFnIQVGLMnLvjBODqp+E6sb/XLbxbomP753wwpUVbh0jwGliacZBYZehKpEU8ADtdoXWcDQ2gek\n", "yiSXFhLyf6ide1qv0Zu0KyNZScgil5oHBpA9iWQ6iwcGQPtgHB9TVx70T0flInhL0EOpbpSQ2/9S\n", "oo2EbFexIg6Oowoz5DXLblilV5mMUJXuPZpYC0lBSCaT4HkeyWTSUES13bDKMWwWu47bjth1W7Nx\n", "WxfrakQtDBWlmipgKOPHSOp9brmnfDwcp24KlIzrvE8xUJOeqxU1cqXKYArJCaKAsTKHAkYuLSR6\n", "+wEAGvweeaV0bC4mS7FJNUC2BBKJbH34gFKBkf8+oFpIZmMQBMHQquqgCaVCMSHVLdk8ME6qJNcI\n", "EM0jP9BRhfFwXP57dYWLOl7UsFILCaW+0PCb8Huc+I9b16JnMoILOqpk5VZr0Iu9g6IShVSg8AKt\n", "GKtWeGBkVWCQLSQqihBAbD9qCngy1D9GUkhoE09jLSSkwotUkdXonHtG/S/E96HjdUnMKjCMmKqq\n", "sYpQp2kpMIy2jyi5bnU9Do3MYTKSwG3nNBt+Xbloq/LKCsiBmSjWZGkxY+hD38OIx19tpUtO0ApF\n", "RSVitmsnI5MNGzbg/vvvBwDcfffdus/t6uqS5d/SJMTqj8mxW2E8Rh9Laphi/j++fgnMkEiYU5OZ\n", "ff709DTQFgRg/PMEl2009T8kiv3+xRoP+Xj//v2Gnj84E8XxM6MAgOpqcTFgenpa83FTwIOT+941\n", "PZ6F/tjnMz7/YwWMHOiorpC/1Efn4ghFE5T8UulbUe9z4zjEQke2yVApEkgA0gNDpYWkWB4YGsqI\n", "aIKXo9o4AMtNxH1K+A1IzpO8QKUF6LWQANo+GKRBXrYEEok6cnVbywOjwAqMKq8TlW5HKrqVx0w0\n", "aUi+PzhT3ghVCVKBMTATRZIXNNtZlO0jEoeGxQLGUChTeaPXI0ia506UuYBB+V9oFAsAUe7drNhf\n", "Wm1Es9GkrBjzuR3wOB0Kr4gsHhhEUUHPcLY1qFLAIAoKRjww9FKFSEgFQ7Wmiae+AkMP8n2m5rVT\n", "SJoMKDAGZqIZBUXak0T92r+iPv3lfnIionpOGE0gAejt73Y68JUrl+g+30qQLUp2VmBYpVdZ7d5D\n", "Gcc9PGsujpshsnfvXnzlK18Bz/N4+umn8bGPfUzzueTxoDw22OPCPr733nuL/v/2DoQAjMIoLpe5\n", "+2+zz5cm04DxzyN+BvPoHcuFeP98xmP0sdHzcWQ2hu/skPazcn9nPr7/hhVFPb71treVH+/evTtj\n", "3FqwFpIccDk46sawZ3JeNYFEgixEZJsMlaqAIaGcfHicnCFTSqMYSSE5NZE28Gyv9ua0wkNNeGLq\n", "Ms3xcFyOlqytdOlKqwE6TUAqYAgCnTyTiwKjVB4YHMehJWC+jYQyuyxDhKqE3+OUfRnivKArYSZj\n", "Otc3p1diJR+MQUWEajZoBYa5FY5CQ0eomjs3tVpIplQmy2pGs1rMEWoqvfNVefw4OGMJO0Y9bUim\n", "iTGRRdg6ncKM0QhVgFZokNf7aIKX1R9Oji7QUK8nrjnhOE9dDxO8IJ//Dk67gFnnc8vHZjTBo386\n", "s7WKanGzcJJIviyUAoZV0FKRsijV/PF4xG3ocDjgdpfHFJvBYDAWEqyAkSPLFG0k1Je/igJDYnxO\n", "v4BB3ogVM0JVywOjkAaeAD1ZCUUTqoWF43m2jwBiUUkydeMF0ZxPidEIVQnayFHcb5ORhNyi4nM7\n", "KONDPWp9mZOoTA+M9KSoEAoMILckEjLisZwtJAA9AVObrEmQEaofP6dJ/vnIaBhJXlA18NTrEayp\n", "oM13Y1nMd4tJtghVPbT2v1rrhFKBwev0as8RY9JqIQEyj58qrwsOQnVgzAPDYAuJRgqJMv6UvAaZ\n", "aSGp1WghIf0v6v1uTZUQx3EKHwz1/RFUbCMlK6k2kkwfjN5JsoVE//y1c58sXcCw78TaKvtAa/GE\n", "Ranmz9KlS/Hkk0/iySefxLJly8o9nIJjlWPYLHYdtx2x67Zm47YurICRI0sURp4TxIplrYoHhkS2\n", "FhJyJXlVjpN5MygnyoU08AQAj9MhrzrygvpkhDRfXJmHeVw2H4zh2XRxyEgBgzTjk2ISleoLo079\n", "ytVttUJOoRUYgPkkkqRC6VBOE0+AbtHpm1JfZZ0Ix+Uxe5wcLllUjYbUOReJ8+ieiGREqGbD6eDo\n", "CX0ZVRiRuH6Eqh5a+39Kpd3C63LIRqBJQd9010gKCZB5/GilayhRKjCMGN9ptYNUup2yqixOKB30\n", "XqOGlpfGCFGU1jLwlNBSxBgx8JQg20iOj9M+GEOhKHpSBQwnByypXbhyf7KAccaGCowkL+DN3mkM\n", "zlvjNmxCq4BBHLMsSjU31qxZg1tvvRW33norVq9eXe7hMBgMhu2xxjenDVlGFTDmqRvaemULid9Y\n", "AWNsLoaRWfHvXpeD+h+FRuo9qnA5QIYaFNLAU35PYoKjNikib8JzSSCR8CvaSJQMz6a3vdIrQA21\n", "FBLKwNOg/wUgTqIk+b80icrwwIgV1gMDMJ9EMjYXRyLVz1NT4UKlyRX/QkMlkWgoMI6M0kU/l4Oj\n", "2kgOjczRHhipiU+23nOrGHmSfhNmFRi1lS5ZmTQbS8oqH9pvQT2xQ6vVSXovCX0PDPocUU7OtfaB\n", "08HJhU8B6ooqJVoxqgA0DUqVSSx6BLxO+VoZjvOIpcZEJ5Doq+ZaNaJUzRRSVupEqW7vnpJ/3tRe\n", "lbUQahX/hVxo8LvhTu2Q6fmEbvqUFfnV/hF848VT+ElPJR54sz9rxHoxicSTctHf7eCo759m1kLC\n", "yIJdryN2Hbcdseu2ZuO2LqyAkSNLiZWtnskINcFRM/GU0JsIHSLUF2safZpS5ELCcRxVtCikgadE\n", "UCeJJJbk0TORVmDkE9+XrW9+OJS7AkNqIcmnv5yW6Geu6BuJpjSL2RYSUqnQVkb/CwkqiURDgXGE\n", "aB+RkgjWUT4Yc9TnMuKBAdCFx9E54zfugiDgH17uxicf2o/XTk4afp0W+XhgcBynegxMEcUJ2vBS\n", "/xiVoBQYOkUV5TFkxEQ2/b5EG0mWJBJBEKgigLIVrqaCVNOkP7uZwoGD46gih+QjMkoURhtMKDAG\n", "KU8SYn9kKaSQLSQnxyNUq88bRAHjg8tqdN/H7jg4Dm1B+/pgvNGT3lfbDo7ivt8ep7x6ACCW4LH9\n", "1CR+9u4AeibVY3MLAakgrfO5KWUhi1JlMBgMhtVgBYwcqfO55IjQcJzHifH0zYXSA6POaAFjOF3A\n", "WFvkSDiyP4pcQa0q0Mo/CWXkqSgs9EzMy8aabVUeBPJQgNB985kFDDJJpNFAAaOmUuGDkOAVCSRm\n", "CxhkG0k80wODXNUuQIwqYL6FxKzZZbExosAg266k82Z9c0D+3d6BkHyD7uDSKRHZegRbFKkRRjk1\n", "EcHr3VOYjCTw/e296M1z4hEhU0hyKGypHQNaCgzlMapF2GALid/jpK4pyiKB3j4wk0QSjvPydaTC\n", "5cgw6NVKIjHjgSG+T6YPxqgJBYZWQVGtpUeLep9b/jyROI8zKVXYYCiKo6NiMc/l4HDp4mrN95Cw\n", "e5+sXY08Y0kep8bp68KxsTDu3XYE27sncXBoFj/s6sMnHz6A77zSg0f3DuPLTx0r2mck1VZKE3Ly\n", "+sEKGAw17Hodseu47YhdtzUbt3VhBYwc4TiOihOLEhJn5Q1AdYVLlh6HoklZeqyEnIiRK8jFhlyt\n", "LLSJJ5Bp5ElCto+srM/P84NWYGRuYzJ5odZAL77TwWWoZ04TKoDOLAZ5SsjJz0QWBYaRpAYjkDef\n", "I7MxarW2b3IeTx0apSaqpKzdCgqM5oAH7lQVaSKSKRNP8oI8aQOAtU3iMbSsvlKexJLbujngMaxs\n", "aic+/6AJk8BRolAWSwr43mu9ecnD8zHxBNRX/ac0lAc5KTCyHKtkEolWQocaWoqqWJLPSBPJpqRQ\n", "M9FVvs6I+oxOIhHfx0xhlPQEIYuFZgopHMeptpG8QbWPBIvSDmg12qpyKzKWm+6JCOKpVj2PQ4Ar\n", "dU0Kx3l85+Ue3Pf0cTx7ZJw6z8JxHt9+uZu61ygUpLm4mgm5dMmcjCQ0718YDAaDwSgVrICRB2p5\n", "6G4nl7Ei6eA46gZ6XKW3PJbgKUf5YiswyP4ocrIcLHILidIDg+wxfHIWAAAgAElEQVThzsf/AlB4\n", "YKis2NJGecYSXsg2kjMzUbkH2MGZn+DTffhxah8keEHu83dw5lsFtKh0O+UJXZwXZAXQYCiKP33q\n", "KH68sx/3bjuCY6n9YDUFhtPBUdtZqcLonZyXt1uDzy1L+F0ODmsaM48ncgU8W49grqu7U4qJ/4nx\n", "CB7cPWT49UpINZEvh+OiWbWFRH3CXKthVKlk1mALCUCbphr1wADUFVWT4Tg+9/gh3PHQAbx4fFz+\n", "O12IyByPmgJjPsFT0nljCgyVFhKTCgxpMjgYimH3mZmM8RtpsyFb7ST1H1nA2LLUWPuI3ftk7arA\n", "IIuuly+tww9uWqnZ1tgaTBdxT45H8H/f7C/4eEgFhjL9zOngqO/BERPtdIyzA7teR+w6bjti123N\n", "xm1dClrAOHjwIJ588kk88cQT6O8v/Jes1VArYNRVulWTKciV/AmVKNXj42HZPLGj2muqVzxfyLE1\n", "+IxN7M1ArgSSN+qAIoGkIT/TUj0PDGWPvNE0BPJmbu9ACJJ+oSXogcdp7vShUy3oY4CMUPV7nLox\n", "imZRthAkeQH3v94rr+xPRBL4i6eP462+acspMABa6XJa4YNxmDDwXKMo+q1TKQKaKcrkXMCYzzy/\n", "H9s3jINDs4bfg4RUE+ViqmqqhcSXgwIjSzLKR1bVw8GJx/Vli437Mqgpqp7YP4LRuTgEAI/vHZH/\n", "PpNNgVGZqcD4j7f65eJXTYXLkOqpRuV9Rk2kkFS4HLiCKC784I3TiMSTpgsYSgVGLu0jCwG7JpGQ\n", "BYxVDT6sbvTjgVtWy8eG3+PEDWvq8YMbV+IXt6/DH1zSLj//uaPjeOn4REHHo6fAAGjPKKNx3AwG\n", "g8FgFIuCFjDGx8dx66234rbbbsO+ffsK+daWZGltpgeCsn1EIpuRJ+l/oTbxKjRkf9TN6xrRUe3F\n", "eW0BXFaEG1/SBOyFYxNyoSaeFCMuJVbk20JCTKTmFDGq4TgvS3a9Loccq5gNMolk90BI/rnTpP8F\n", "kLkKTO6DOcr/orA+JC0BOonkyQMjODA0Rz0nmuDxzRdP4RSxP5QJEuWC9ME4rVBgHKH8L+jjZ31L\n", "5nlESviz9Qg2BTzyavlYOG5Yuk2qG6TWMV4Avvd6b05JCWSMarZigRqtKkk0UxpqJCMKDEEQDMeo\n", "AsAHOqrwyKc24OE712es7hr1wAjHxQSVZ46Myb/rnZqXFTl6Bp6AQjkRSaCrZwrPHEkrOD53YZuh\n", "omGN4n0i8SRCKVWZy8EZapG595IOWZU2PBvDT98doFt6DLyHsoCx/VRu7SN275Ntq7a/AiM6eAIA\n", "EPC68HdXL8XDd67HY3dtwJc3L8L6lgA4jsNNaxtwJWHK+n92nKa+O/NFT4EBAE2KVkQGg8Su1xG7\n", "jtuO2HVbs3Fbl4IWMLZs2VLIt7M8i2sroLzlVSaQSJgpYKwtof8FIPoF/OwT6/BPN6yEx+DE3gwf\n", "Wl4rT3IGZqJ4LjUJ6Zual4sKzQFP3gko5ERKqcDQksxno5HYb6RaxGwCCaD0wFAoMAzGUuYCuQL/\n", "Vt8MfvHeoPz4+tX18uoaL0AuLnmcnGYxrtR0VJMtJAoFxgjpf0GfN2saVQoYJooyLgenmRqhB3ms\n", "fXpTq1yQGgrF8O9vmVemzVEpJLkoMNKfeXhWVODMRNVbLsjVV7K9gmQ+wSN1mMDr5OA2oESqrXSb\n", "HjuZQjIXS+K3h8coPxAA2NkzDcCcAqNnch4/eKNPfrxlaQ2uW1VnaEzKIiTpfyF6BWQvgtT53Lj3\n", "kg758VOHxnCSMHQ0cn1q9LvlzxmO89h2MK1GMdo+shBo8ntk/4iJcIIq9lmVuVhSNoN2cEBrBX1M\n", "N/gz1X0cx+HLmxfJ18JoQvTDUEvbyoWJsHEFBjPyZDAYDEa5KYoHxosvvoiLLrqoGG9tKSrdTsqg\n", "DqATR0ioFhJFAUMQBNrAswQKjFL2R1VVuHDHxmb58YN7hhCJJ3GsgO0jAC05V650k7J+M0aCZCyi\n", "QPyenFQbhfbASFD7IBQtngKD9EB4o3tKLhqtbKjEn1zeiR99bBVWK/wiWoNe1VaockAWi/qJFJjZ\n", "aAJ9qcdOLtNDparChcWKQhNZkDByDuTSRkKupovbOD1ZfeHYBN7snTb0PhKRPE08/R6nvOIfSwro\n", "m5qXCxB+j5MqQNT6SIWBugLDjPoiG7oeGMRnnYoksO3AaMZzdvSKyoNp4vxRK4SSn2t4Niafb41+\n", "N/5sc6fhY51Uq0xFErT/RcB4+93VK2pxcWeV/Jjcx0YKGKKRZ/qaKRWbXA7OlIrO7n2yTmWR0YTZ\n", "brk4PhaWv0uW1lXiqi3G9oHP48TfXb0U3pSsq386ip+/N1CQMY1TMaqZxx9VwGAtJAwFdr2O2HXc\n", "dsSu25qN27rktMQ6NjaGxx9/nPrdjTfeiEWLFuH111/HypUr0dDQoPseXV1d8gaWpC52fLysroKa\n", "2NRVulSfPzHlAiBOhg73nEFXrFv++9Ov7sRERJx8+dwO9B/chTOcNT5foR438UCDrwZj4TgmIwn8\n", "yzPvoaqxTd5u7tlRAMvy+n/+1nXy+/UNDANYJP/9aMgJQJzM8uEZw8eflinfZN8xYE2DqfGtOi9d\n", "1BueShesurq6cHAmPb750FRBz4/xvuPye0s4OQFf+eASuBwcDu5+G7fWAq/72rAzNbmu4dPtMuU+\n", "fvoP7wEgFvXOzETxxhtd4DigYsm58hibvEm5LYh8/bpmP3qJokdr0Gvq/4uKDXFbDKTUH9lef2Zs\n", "CoA4+a6pdCPWux/rg14cDImX2/984ziSp+cNf/7RqRCkWrPP7chpewa4CoRSY/rtzr2QrkU1FfT1\n", "ipw8T80nkOQFvLlzB/V+b7z1LoDU9crjLNr+9wVXymN56sAg5pLiNgi4eMwlOAjgcHgkjOde3YFj\n", "Y24A4rk62t+DrrkT1PuJ9QG6MOzggK9etQR7333L8PjoVpQ4nUCiiOfN9n5/tvkifPFXRzKKrft3\n", "vQ2Hgev/ivpleK8/RL32gvYg3jfxeRbC44rEHKRbmYGZKAYO77LU+JSPX3j3EADxWFnV4DP1+qV1\n", "lbi2cR5PDYnn75t909jI9+Y9vpEZH5DSk57YvxuDLsXf5xwAxILZ8YExdHX1W2Z75vuYwWAwGPaD\n", "EwRByP40Y7zxxhtobGzEmjVrdJ/38ssvY9OmTYX6t2Xll7sG8eCedMLAlzd34oY1mcWb9/pn8LXn\n", "TwIQo99+ets6Oc7xlRMT+O5r4k3IBe1B/OP1K4o+bnKCXCqePzqOf0lJtyvdDtT73HJLwD9cuxwX\n", "EiuSufDO6Wl8/YVTAIAPdATxv69Lb8dnj4zhh12nAQAfWVmHv/zgYkPvORyK4e7HDmb8/vG7NlCG\n", "fkaIJXnc+PO9AMTJ09dWzWHLFaki1uEx/GiHOL7rV9fjvisWmXpvPc5Mz+Nz/3OY+t0fXtKOWzc0\n", "Ub9L8gKeOTKG01Pz+OTGZkp9Um4+8eB+2efgixe1obrChV1nQnj15CQA4GPrGvDHl3VmvO53x8bx\n", "/e3iMedzO7DtM+fKq+1GzoFf7R/Bf7x9BgBw49oG/Onlmf9DyR0P7ZejWx+8Yz2aAh5MRuL49CMH\n", "ZfXLv21dTfkY6HH3owdl2fYvbl+Xk7nqt1/ullMqrl9dj+eOiv4P65r8+OHHVlHP/fh/75MVCo/d\n", "tSGjLe7g8Czu++1xAMCaRh9+dPNq0+OR0NsHvz00in/d2Z/x+z+8pB1v9k5j76Boivqnl3fivf4Z\n", "ufj29auXYMvS2ozX3fxfeymlw13nt+CzF7SaGu/YXAyfekS8HtRWunDTukb8cpfYknX7uU34wkXt\n", "ei/PgLwmAmJi06/uPlfnFWne6J7Ct1/upn73l1sW4SOr6g3//3J8DxSa//tmP359UFTnfOHCNtxO\n", "qP2syN+/dApdqdan+zZ3Ijh2xNQ+iCd53PSLveAFseTw1D0b5cjoXIgmxPcDRCXbM58/L6MV6sx0\n", "FJ/7n0MARNXSQ3duyPn/WY3du3fj6quvLvcwANj33tiu15FSjHvvQAh/9ewJw8//xjVL8a2XurM/\n", "Mcfn33/DCmxsCxp+PmD+M6j9D71tXextpDUmIxg9RgqxjQqJXc9JM9fjnBQYagwPD2PHjh1Ys2YN\n", "jhw5glAohLvvvrtQb29ZlimSSLQ8MNY2+RHwODEbS2JgJoYXj0/gutXijeYhyoiwtP4XpeTDK+vw\n", "qwMj6J2cRyTOU34GKwrcQkImNwDaqQvZqPO5wIFuHwl6nTmlxHicDgS9ToSiSfACECYWXgspy1fS\n", "GPBQn2FjawBb1zdmPM/p4PCxdZm/twKd1V55H/7knUzZtJrfBQCc2xqAgxP9PVbU+0y3xZhtIeEF\n", "gWohkY612ko3rlhag1dSBZenD48ZLlKRfhW5theRRp5HieQWtXOhttItFzAmw4mMa1oxj1USn8p7\n", "B71OXL+6Hg6OkwsYO3qmKIPVag0Dy9pKNyJxcR+ubfLh0+e3mB4Ted5PzycwEiIjVM0X/K5dVYfX\n", "T01i15lQxvtnQ3nNNNs+slCwWxIJaeC5utGPgTGdJ6vgdjrQEvRgYCYGAeJ1SS0RbTaawP/pOg2H\n", "g8OXN3dqetBQ/hcaPi5NATe+dGkHmgMeS8RrMxgMBuPspmAeGM3NzfjqV7+KrVu3YuvWrWdF8QIA\n", "ltbR0nwt40O/x4nbzkmveD+4ZxCxpHjTTSWQlMjAsxyVOaeDw+c/0Jbx+wa/W7PwYwaqgBFXemCk\n", "J4FmJglup4OSjQNiAkmu/hDk51x1zgXyz2SMarDAJp4epwOrGtMtSn+5ZXFBY1pLwXk6lWonJxYq\n", "1GgJevGXWxbjQ8tr8UeXdVB/M3IOtBGpJUYKGLOp4hQgnvOkGd9N69LKrFdOTFD7XIv5BC+rBlwO\n", "LudjgzTy7JlMt9SoG16mf6eWRDJHFAdL5YEhcfO6RlS6ndRE/f2BEBX/q2UGfEG7eAxVeZ346pVL\n", "ZAWcGdypIiQgFsVOTqQno2Y8MCQ4jsN9VyyS94M0RiO0BDzU8XBBexABg+kjEnZcoVFi9hwtJ+Ph\n", "uBy763VyWFxbkdM+aK8ifIGm1T/zU4fG8Hr3FF49OYnfHdOOXVUWMNRwOx3Yur4Rly6uVi2WMM5u\n", "7Hodseu47YhdtzUbt3UpmALjbKUl6IXX5ZBXAOs1bgAA4JYNjdh2cFRcuZuN49kj47h2VZ0cXclh\n", "YSswAOCSRVXY0OKnYjyNSumz4ffoFDAiuRUwADFWboJ4fWdN7vGitZUu9KUSDycicSxL9RXPFnlV\n", "+xvXLMWrJydxUWcVmm24gnb7xmYEvU4MzEQRSwqIJ3nEkwJ4AB9cWkNF9Sq5ZmUdrllpLGVCSWvQ\n", "K6tXRmZjiCd53dQNvbSbdU1+LKurwKmJeUSTAl48PoFbFG08SsgCQk2FK+fCGblqyhNyInUFBlnA\n", "yCyylEqBoYyM9To53JxSDjUFPFjV4MOxsTCSAp3spHV+f+nSDly2uBpLaitVoyKNUlPhkhUqPRPp\n", "YlCuLVdNAQ8euGU1eifndQt1SjiOw6oGn6zeuOIsSh8habeRAuMYob5Y2eDLqYgGiCbS76a6q/oV\n", "0dLy/xpL/6++KfXnAPS5o1XAYDAYDAbDShQlheRswungcEvqpvrSxdW6N7GVbifuPC/dn/vwniHs\n", "HZyVJxSLayuKOiEgkYysSg3Hcfiiok98ZX1hVnR8HjJ2sTAtJEDmxKSj2nyEqgR5g/j23kPyz2QB\n", "o9AKDED8DJ84txmLa+25elbhcuCWDU34o8s6cd8Vi/DXVy7B3169FH939VJsWZbpd2AEI+eAx+VA\n", "Q2qyywtiEUMPvbQbjuNw49p0i85vD48hmwURVRAxedySaMm+1RIvaoljVF2BUbgCht4+UCowrlvd\n", "QBUntNoltBQYTgeHCzqq8ipeAKC8b+JENUjL8NcIDX4PLuioMj2hvev8FrRVeXDp4mpctdz8eVCu\n", "74FC0hTwQNpsY3Nxqp3IapDtW1LyUy77oJ1IwTqjocDoJZRWpNmsErKAobcAw2BoYdfriF3HbUfs\n", "uq3ZuK0LK2AUgM9f2IYnPn0OvnnN0qzPvXFNgzwhmppP4Mc7T8t/K1X7SLlZ2+SnVgsLZWRDe2Ak\n", "qckhvTJu7iZNOTHJV4EhMZtIT1Zmo6VZ1WaYx0yPvZ4CAxDjM31u8bLbPx3F+ykfByPvl0+bVVPK\n", "B0WJWlGkrpIsYJRPgREgCnkODlQLHgBcviSzgOH3OOHKcVXbKMqWMgBwOzhD8aeFZkNLAL+4fT2+\n", "9eFlusqghYzb6aBiPgdD1lVhKP0vcqWzWr+FJJbgqe1Axv0qMdJCwmAwGAyGlTg773iKQJVBebfH\n", "5aDM40Zm0zcP60rYPlLu/qg/v2IR7tzYjPs2d+KcFnX/ArM4HZzsxi5A9A+QyE+BoShg5KHAICeh\n", "1c1pJQqtwGCdXaXA6DlAG3nqKzAmsygmKt1Oqp3lt4f0HfyoFpI8FBgep0NVeZDNA4Oc3EgUsoCh\n", "tw+aAx6cnypu3rGxOaP1aVFNBTqq6WJidUXxi39q+6HB7865vaeclPt7oFCYNdstB4IgUG0dkgIj\n", "Jw+Mav2i6unpeapVbFRPgUFcs5gCo3icOnUK//M//4OnnnoKsZj+94jdsOt1xK7jtiN23dZs3NaF\n", "zZTKwEdW1ePxfcMZk6GzRYEBiBOfz12YaeiZ//um/UjmYklUup0QBIEqYJj1wGjwpSdOTg5ozSHG\n", "UkLLX4ApMKwLOTkazKbAmM+umLhxbQOeShUudvZOYXwurtnWMEkpMPK7XLcEPRlScvUChr4Cgyy2\n", "5ZqKYgSO4/CP1y/HbDSp2hbCcRwuX1yNx/aNyL+rKkHxTy0+OZcEEkbhaKvyyl4gAxotFYUiluDh\n", "dnKmC1YDMzHZO6XK68wrzaPB74bXySGaFL/bZuYT1DlCto8AYgE/luDhUYlbnaBaSNgtYTGYmprC\n", "4OAgPvGJT5R7KAwGg7EgYAqMMuBycLh7Uyv1uyqvkzIjKzYLtT9KLUp1LpZEIrUcVel2yCoNo5At\n", "JK1V3rwk6qREt3swvfpOKTBYAaMkGD0HWk2kHEwZUEwsqa2UVUe8ADx7VFuFQXtg5Lc6SiaR6L1n\n", "thSScIk8MADAwXGanhYAcNkS2rgyl3hjs6i1iuSSQGIFFsr3gBmVVD7859tncOMv9uLTjx7ED97o\n", "w/ZTkwgZSBMClP4XfrkAkss+cHCcrgqjV8W0U0uFQZl4FiANjJHJ+++/D7/fjyeffBLHjh0r93AK\n", "jl2vI3Ydtx2x67Zm47YurNxeJq5cVovH9g7LkYZrm/y2lCBbDXJCNZdKIsk1QlVibbMfLUEPhkIx\n", "fDjHNAsJcnI4l/LAiCX4kvkKMMxjJuUgmweGxE1rG7B/SPS/ePbIOO48r0W1MEYWRPJWYKgktagq\n", "MHxmPDDKWwNf3ehDnc+FibA4zlIUMNT2Q64JJIzCkK2lohAkeQG/PjgKQCwGPHd0HM8dHYeDE7+/\n", "f//idt0UMdr/Iv/krfZqMdEIEJNIyP+tVGCIY45R2wkQ21pIY2JluySjMIyMiCqxW2+9Fc888wxW\n", "rFgBh0P92tnV1SXLv6VJiNUfk2O3wniMPt6/f3/R/x9fvwRmSCSMFURzff709DSQas00+nmCyzaa\n", "+h8SxX5/MzgdwPbDYnRTdbXonzU9Pa35uCngwcl972L//v2G97dZyn38W/Gxz2f8u5EVMMqE0yGm\n", "cXz9hZMQUPoIvIXaH0UqMKSJ1nQeEaqA6B/w/z6+FiNzsbwSSAB6hWuGd+EbL57C7jMhWSHicXKq\n", "Ml9G4TF6DrQSyoXhUAxJXtBMi5gy6LVy+ZJq1Fa6MBlJYDwcxzunp3HZ4sxrQKFbSEiCXnXDy5oK\n", "lxwdOzOfyPi8hYz8zfc65OA4XLa4Bk8fFlUs+fiEGEWtNSifBJJyslC+B0rhgTEejsvXaRJeAA4O\n", "z+Gft/fhJx9fo7kQoVXAyHUfdBCfWWnkqVXAUDITTSISF5WKlW5HSQqAZytbtmwBALS3t2NiYgIN\n", "DQ2qzyOPB+WxwR4X9vG9995b9P+3dyAEYBRGcbnMnYNmny9N1gHjn0f8DObRO5YL8f5mmJ5P4js7\n", "pP2g3B+Zj++/YQU2b95s6nw0SzGPb73tbeXHu3fvzhi3FmymVEYu7KzCj25ehe9dvyLvlX2GCLki\n", "HFZRYOSaFOBxOfIuXgCi2as0F4wmeLzZO03F/q2oz39ljlFYfB6nfNzEeUE3ktBo2o3b6cCHiNjL\n", "E2MR1edRJp4m03OUKL1btCYrTgcn/00ALTEHSpdCYpSPb2hCldeJoNeJDy0v/nVUrUjCPDDKS0sw\n", "nbIzOhdDLFn4KNVhQqnQUe3Fp85rxupGn/x/+6bmcXpKvXiS4AWcGE8XMFYVRIGhHqWqTCCRULtu\n", "kZ4+rUEPU4EWiVWrVuHUqVMAgMnJSWoSyWAwGAzzsAJGmVnd6Mf57cGS3zgs1P4oNQ8Mo6vipcDp\n", "4FRluh3VXtx2ThO+YSCKl1EYzJwDRld4zaSGtBMFMa2YQ9oUtLAKDL1iHpn4MRSix1bIAkYhrkPt\n", "1V48dtc5ePjODVhWX5n3+2VDbT/YVYGxUL4HPE4HmlItUrwgKqUKDdlqsbSuEvd8oA3/evNqKs53\n", "Z9+U6mt7JiKIJUX1RnPAQ6l4ct0HnTXqUarKBBKJ0dnMAgZ5bqt55DAKw3nnnYf3338f27Ztg9vt\n", "htttz+uFFna9jth13HbErtuajdu6ML0gY0FBeWCotJDkqsAoJPdc0Ib/2jWICj6Ca89ZhEsWVRVE\n", "3cEoHm3VXhwaEU34zsxEcX57MOM5sQSPcEqO7eSAgFd/ck9OetVWR+NJXk4tcHDQNbM0Qr3PDbeD\n", "Qzw1u9GTi7cEPbLkfSgUxbmtkumoIEvOAbpgWE6cDk6zrafQVLgccgKERKOKvwijtLRVeWSVxMBM\n", "lJrgFwKygNFEnLuXLa5BV4/YO72zZxp3bGzJeO3hEdLAszAqO6U3Dy8IcHAc+ggDT/J8VyuSkkqN\n", "fFJRGNm57bbbyj0EBoPBWDCUfzbHKAsLpfdZiY8oYKi1kFihx/ealXW4hrUMlR0z54CRKFXqOKt0\n", "wZFFVdWQpYBBRv9WeV15T9AdHIemgEc2OdRTiJCrseQqbTiWhDRt97kdeY/JjtchjuNQU+mWJ8se\n", "J4eqLMUqq2LH7a9FW5UXewZEY9xi+GBQBQyiYHVRZxUcnKj8ODIaVo1FfvnEpPzzekVceq77oKrC\n", "hSqvEzPRJKIJHmNzcTQFPLIxOABsaPHL20QthYQ8t1uZAoORI3a9jth13HbErtuajdu6sBYSxoLC\n", "5yY8MCQFhmJiyWCYpS2YPUqV9lrJLhEmfRPUVkcnI4VvfSJXWbMpMCSGiInbXIxQX1jA/6JckPuj\n", "wc+8A6xAsY08R4gWDLKAUVXhkhVKAPBm3zT1uu6JiKzecjk4XEl43+QLqdyTfDBIA88LOqrkn9Wu\n", "MUNMgcFgMBgMG8IKGGcpC7U/yk8pMFIeGAU0QiwkC3Uf2IVCe2BMmfC/AMQUEI9TnPiG43SULkD7\n", "aeTrfyHRQRj/6UV/tlIeGOnPW2gDT7ueA+T+sKv/BWDf7a8GeY72aZhp5sMIUQBoVrQMkQlCO3tp\n", "H4znjo4Tz6vOSLHJZx+QRp7902LhgmwhOa81KCcNhaJJzCdoc9NBpsBgFAC7XkfsOm47YtdtzcZt\n", "XVgBg7GgUI1RZQoMRp5QBYxQDIKQ6ZI3ZdJrheM4qogwrpB4U++nEt2ZCzevb0RntRdrGn24cpl2\n", "dDPVQjKTnuRQEaoW8b8oB2QhlPlfWAPyHN0zEMLXXzhJTebzQRAEzRYSQCxMSLw/MCt/90QTPF4+\n", "MSH/7YY19QUZjwRZkOyfiSKW4OUCKwdgUW0F6n1kq1r6MyR5+jM1MwUGg8FgMGwCK2CcpSzU/ihf\n", "kWJUi8FC3Qd2wcz2r6pwIZBSHEQTPCaI4oJELokh5Oq9UuJNFjAKp8CowP+7bS1+dPNqBLza79kU\n", "8Mhxv+PhuBxLSSowspmUGsGu5wDpcdBkYwWGXbe/GotqKijl0DunZ/AHvzqMB97sRyiaeb6aYTaW\n", "lM1rvS4HgopjvyngwYpUAk6CF/Du6RkAwBvdU7IRb2vQg/PaMs1/89kHyhYSMoGktcqDCpeDvsYQ\n", "bTAjczH5uXU+F7wudjvIyA27XkfsOm47YtdtzcZtXdg3FmNB4VfEqAqCYLkUEoY9ydZGkotigjLy\n", "DNMKDLqFpHCTZCN+DS4i7ldA2sCw0C0kduWaFXWoq3ShttKFj6wq7Ko6IzecDg4/vGkVrltVD+kI\n", "TwrAtoOjuOfxQ/jPt8+gdzKi+tokL6Bvah4z8+qFDkqpEFD3PCFVGFIbybNHx+TfXbe6Pquxr1ko\n", "BcZ0lFKcLEqlsJAKIbJISiqrWPsIg8FgMOwEK2CcpSzU/iifIkZ1NpaElHboczvgsdAq00LdB3bB\n", "7PZvq9I38jTrgQHQPhTKlIBimHiaoSWQmUQyV+AWErueA+3VXjx45wY8fOcGqrBlN+y6/bWo9bnx\n", "51sW4d+2rsY5LWljzVA0iSf2j+CLvzqCP/nNUTx9eAzvD4Tw8J4hfO35E/j4f+/DF544jM88dpDy\n", "fJGgDTzVi4mkD8Y7p2dwcjyMA0OieaeTA67VKHTlsw/IY28oFMWJsXSBZnGtqAihVV5x6vkSrax9\n", "hJEHO3fuLPcQcmKhXf+sjF23NRu3dWHL0YwFBbkqPBdPUqviVohQZdiX1mwKjBxalRr96v3pyvcr\n", "VAuJGVqCHuwbEn9WLWB4rFMMLAeuPCNkGcVjRYMP3//oCnT1TOMn75yh4kKPjoZxdDSs+rpwnMeb\n", "vdO4ZUMT9XtSgdGoYX67tK4CLUEPhkIxhOM8/nl7n/y3SxdXo85X+FYjr8uBpoAbI7Nx8ALwFpGA\n", "sjilwGjQSDsiDTxbmAKDYZITY2EcHBYLdNGKRfjNwVHd5wEKsXMAABztSURBVG9qD6KzpkL3OVZn\n", "cCZKXQuMILVfWgWnA9g7EDL1Gqt9BgYDYAWMs5aF2h+ljFGlDDwtVsBYqPvALpjd/u2mWkiMKjDI\n", "AobSxJNUdJTeZ6FFJYmEKmCcxR4YC4WFvP05jsMVS2tw2eJq7DozgxeOTeDN3mkk+EwDXpJeFeNP\n", "ZQuJ1v+7bHE1njwgTuROjKfVENevbtD8f/nug/aqClkhcno6fV1aXJtqIdHwwGARqox82D80iwfe\n", "OmP4+T+8aWURR5MbZs+9kdkY/urZE6Ze841rlpp6frGZnk/iWy91m3pNIT6DXb9r2LitS8FndJFI\n", "BD/84Q/x2c9+Fm1tbYV+ewZDl0pC1h6J85jIQdbPYKhhygPDYFwvuTqqVGBMFsHE0wxUEomkwIiz\n", "FBKGvXA6OFzUWY2LOqsxM5/AKycn8fqpSUTiSaxu9GNDix/xpIAfdp0GAPRO6hcwlAkkJGQBQ6I5\n", "4MGm9kzzzkLRUe3FHsWKKgfIq91aHhhMgcFgMBgMu1JwDfDrr7+Oa6+9ttBvyygwC7U/yungUJlS\n", "YQgAJR22mgJjoe4Du2B2+9MtJHSUqiAIdAuJ0RQSn3p/epIXyq4eIvviByUFRrSwJp7sHCgvZ9v2\n", "r6pwYev6RvzgplX/v717DY7qvPM8/jt90aUlJC4tYcRN2OISQ9bG9jq4VoO9C8uwhCEM5aRq18Wm\n", "apfK1vIitbdJ8i5O1dQktXi2pvaNZ98k82pri3Xs4AHZg2BS2A1lOwaLHaRgiCGe2AIJISELcRHq\n", "7n0hunW6dVqoW6fPeU7391Plqj7t1umH53/6nD7/fp7/o7/e9zX95z9apX+5domeW9GUfc3nI/dm\n", "LJM8OG5PYBROTm5c2qimvJFJO9cvUXiW6UbzjYG9kGdGZgUSKX+amn0ExkTO64FqU23nPz8Fta9p\n", "t7lcTWCMjIwoFoupri7Y89wQbDHbL8P2X8r9GIaPyrG4fnqpwfGJpL6y3czfnkhmh6bHoqE5L0nY\n", "XB/J1lIYu5/UvcnUw8eT2SUOG2vCqgl7X2/iUSMw3FhGFTBBS0M0O/3w9kRSw3dyVyPJLeJZ+GY/\n", "HLK0ZdX0aiQhS/rjdYtdbm0u+1KqGatstQaa6yKKPjzHTC0Hm8yZXhkNWVpShvocAACUi6vfihOJ\n", "xJzn3dizQ4lEgm2Pt+1MaI+b29bkdNLimi2BkfkV2+/2ZbYznxVT2lNt28X2v2VZWmn7tfN3Q3ey\n", "//9k4sPs87WanHN7QpalxvB0UuDm+IQSiYT+/sxHtv098KV/FsUiioankyvjE0nHVUjm836dnZ3G\n", "HA/VuE3/T22fPn06WzNCko4lfpN9fOr9hG7emUrgWZI+7fnNrPtbcrc/+3jLqmZd/OSjWV+fea7U\n", "9l+//A/KF749vXzrmdOnc84x7773gd5574PsdlMkqTOnT5f8/kHfRvWqhjoBpghqX9Nuc1np/LGS\n", "czA0NKTDhw/nPLd7924dP35c8Xhcg4ODam9v144dOxz//uTJk3rmmWdKazHwCN8/8qkuPqwyv7Sx\n", "RgMP5y//4MXV2r62vL+GobL9z9N/0NHfTt0cfPfZZXpl82OSpgqa/dejlyVJT7Y26K/2rJvzPv/L\n", "317ShYfV3P/7rg493bZAn3w5ph++M1Us7OuPNeovd/tTAO3f/d8+ffGwMODrf7pef/H3v88WCvxf\n", "+zZozeJ6X9oFuO1/vPePevfSTUnSf9yyPLsSybWv7uu7h/skSfFYVP/732yadT/pdFr/5/yA/jB6\n", "X//+uTYtaSjv6IZkKq0/+ZvzOcVJ8691/+3oZf2/67clST/d+YTuJ1N6tXuqkN9zKxboL3Z2lLWN\n", "Jjt37py2bdvmdzMkBeu78VsXBosu4vnk0sZHv9Bg5/vHSiriWUzRTNNeX8rfHNrVoafa5l73p9h+\n", "rYR/Q7H7rxbFnI9LGoERj8d18ODBnP9WrVqlAwcOaO/evers7NSmTbNf5OGvSv4FImabm28vvmZa\n", "Ec9KjkEQlNL/G1pi2ccXB8ezj3OW6y3yOHNaiWTEVnzWjwKeGbkrkUzkFvGkBkbg0f/T7CMwfm8r\n", "5DnXAp4ZlmXpXz/9mH7w4uo5JS/mG4NwyMopMCzl/luk3HPMjfEHuvYVBTwBzn/eCWpf025zuT6x\n", "enh4WIlEQhcuXHB718Cc2G+s7MOLTCviieD5WmtD9vFvB8ezxf5yljwt8jizr0SSWSWglIKg5ZBf\n", "B2N8Yno9+EYXEhiAKew3/faVSAZuz62Ap5+W26a22VcgychficS+hOoyllD1xN27d/XTn/5U/f39\n", "j34xAGBWrn8zXrx4sb73ve+5vVu4rJLnR2WKseUzbQRGJccgCErp/+XNtVpQG9bY/akinv1fTWh5\n", "c21OwqHYERMtDTNXIrEvoepn8Vn7zc0Xo/d0/2GR0ZCl7Go/88FnwF/0/7ScBMatqZVILMvSoG3l\n", "jqVzGIFRLDdisMI2AsO+AklG/kokw3em/03LGIHhCVboMw/nP+8Eta9pt7m8L20PlFmswC/DjMDA\n", "fIUsS+vt00huTE0jmU/CwT4CYygzAsOYKSTTNzdXhu9mH8eiYVlW4aUhgaCJx6ZXIhmfSOrmw5v8\n", "G7YRGC1lSGC4wT7iYtXCmauStOSN8ro2Zp9CYua/qZKwQh8AuIsERpWq5PlRDdGZCYxYNOTLUpSz\n", "qeQYBEGp/b+hZXoaSaYOhr0GRvFTSJxqYJQ+osNN9pubK8PTw+rdqH8h8RnwG/0/zbIstS+aLkqb\n", "mUYyUGQNjGK5EYPO9mYtbaxRTdjSnidbZvx/+wiMwdsPcqeQNDECo9wSibmv0AfvcP7zTlD7mnab\n", "i5+kUXGcRmCYNn0EwZVbB2NqtZtb92w1MFyYQpKbEPFvCok9gZGZPiK5l8AATLJ6UZ36HiYlP791\n", "T8+uaMop4lmOKSRuaKyN6G++86QmkinVOyTw7SNHvhi9p8yCJQtqw3yWPTAwMKC33347u0JfW1tb\n", "wdfakx325Y5N3C6W3+3N374fadB7v/1Czc3NkqTR0VFJKrh9++50En+uJicnH/0ig18/H3ONx4LH\n", "n/KsTXMVDknv/fYLjde16Hz/mKTZj4+JZMp5R4/Yf6H9OW2nbg9rfPAPxnx+yrEdi02PcH4U7uqq\n", "VCX/GtDgMDffz5vAQio5BkFQav/bp5B8dvOO7k+mchMORSYwFtVHFbKkVFoavTepicmUMauQLKiN\n", "qKEmrPGJZM7zbt308BnwF/2fK7+QZzqdzplCUo4RGG7FIByyVB9y/lw21YZVE7Y0kUzLttoq00c8\n", "cuDAAUlSX1+fFi5cOOtr7cdD/rFh2nax/G5v/nZ8VcfDpS9v5LXUefvH29eoWJFIcddv014/H7Md\n", "y/bnMgkCk4zeS+rPTz88Dnryl0edeXwUe2zk7H+Ox9+hXR3qXLc6++xsx/ds/W3y9rlz52a0uxCz\n", "xtQDLnAagUH9C7ilqS6iFQ+r/ifT0u9u3tFoThHP4pJl4ZClxTHbNJI7D+aVEHGb001OQw2XDlQe\n", "e/2Iz0fuafTepO4np+74Y9FQYEcrWJaVU2sngwKe3mGFPgBwD99Cq1Qlz49y+pJpYgKjkmMQBPPp\n", "f/s0kn+4fltj96dGKISsqWHZxbJPI/l85J4ePPyZtC4SchwS7qXHHH51dmsJVT4D/qL/c7XbRmD8\n", "fuSuBm+XdwUSybsY2M8xGYzA8E5mhb4dO3b43RQ8lBmij/LjWuOtauhvEhioODGHGz6/f8VGZdlg\n", "m0by4T9+lX3cXBdRqITVOey/jl4eupN97Of0kQynIn9B/SUamM2SWDR7bN95kMrWw5DKM33ES84J\n", "DEZgAACChwRGlarkuc8xh+HtJo7AqOQYBMF8+t8+AqNvYPomp9gVSDLsK5HYExgmJN6cfqUttFRx\n", "sfgM+Iv+z2VZllbbppH85g/TyclyLaHqVQxaHKeQBDspA8xHpjgiyo9rjbeqob9JYKDiOP06bMKN\n", "ICrHmsX1qg1PjbSw1cQr+ThrsdXAuHzTnsDwv/isUwLDrSkkgGnshTzPX5suLmfqCiRz5ZSAYQQG\n", "ACCISGBUqUqeH+U0hcTEERiVHIMgmE//h0OW1rU0zHi+1ISDfQrJ8B17QVD/j9vHGss3hYTPgL/o\n", "/5nsdTAmktPpydbG8iQTvYpBPG8KScgq378JCAJqYHiHa423qqG/SWCg4tRHQ8qvQlDq0H6gEHsd\n", "jIySR2AUuJEodkWTcljquAoJIzBQmewrkdi1OkzBCJL8GhjxhqiiYb4CAgCCh6tXlark+VEhy1J9\n", "NPfQNnEKSSXHIAjm2//2OhgZpSbKnOanz2d/bqqNhLQ47/PjVgKDz4C/6P+Z2hfVOz7fWqZ6EX7V\n", "wGAJVVQ7amB4h2uNt6qhv0lgoCLlFxlsMuBGEJXFMYFR4oiJxbHojFFDkhlTSKSZc+UZgYFKtTgW\n", "mVHjJWRJiw0YDTUfC2rD2bo9EkuoAgCCiwRGlar0+VENtjoYDTVh1Rg4VLbSY2C6+fb/kobojGHZ\n", "pY6YiIQsLYrN/FsTinhKM292qIFRGej/mSzLyinkKU2NXgiHil8eeS68ioFlWTmFPCngiWpHDQzv\n", "cK3xVjX0txk/7wEusy+lamIBT1SGr7U26MbVW9nt+UxVammoySngKZk0AqM8CQzARKsX1anXtjxy\n", "a8BXIMloaYjqi9H7khiBAQBBEg5J5/vHHv1CSakl7br21X0ta6rcRLUZ347huUqfH2W/wTKhjoCT\n", "So+B6dzo/w0tMb3nUgIjHovq07znzElg5F4E3VpGlc+Av+h/Z6vzCnmWc7UOL2PwLzoW65P+22qq\n", "Deufrmjy7H0BE03VwLjhdzOqAtea+Ru9l9RPTlyd8+sP7WomgQEEjX0p1WZDbgJRefLrYMwnWRbP\n", "K7IXDVnGjHSw/1obCVmqCZdnOD1ggvwpJJUyAuOP1y3R1x9r1KL6iOodlhsHACAIzCsMAE9U+vwo\n", "ewLD1BEYlR4D07nR/x3xmGIPV7yJN0TndVOQX0+juT4iyzIjUdBmy+I31YVdaxefAX/R/85W561E\n", "Us4EhtcxaGuqJXkBiBoYXuJaA7eRwEBFarDVwDA1gYHgq42E9KN/3q4/WrNQf7Z19bz2Fc9LYJgy\n", "fUSauoHb3rFIYUvat7HV7+YAZbW4PqIFtdM3+a0FljkGAADec/0b8pUrV3T27FnV1tZq586dqqnh\n", "wm+iSp+P9vVljfrlham5jU+3LfC5Nc4qPQamc6v/t6xq1pZV819PPn8KySJDViDJ+MFL7fpPnatU\n", "E3Ev781nwF/0vzPLsvTUskYlfj+qaMjSE0vqH/1HJSIGgD+ogeEdznNwm6sJjFu3bunatWv69re/\n", "7eZugaK9sKpZP/tXTygSsvT1xxr9bg7wSG4tyVpObiYvAJMdfGGFVi+q16alDVocMyuZCABANXP1\n", "22hPT48aGhr05ptv6tKlS27uGi6r9PlolmXpmeVN+ifLFhhTRyBfpcfAdKb1/5KYuVNIysW0GFQb\n", "+r+weEONvvvsMj1b5tU6iAHgD2pgeIfzHNzm6jfkwcFBSdK+fft07NgxdXR0KBTiFzsAeJSaSEjN\n", "dRGN3puUJC00bAoJAKA0vb29+vTTT5VKpbRlyxatWLHC7yYBQGCVlMAYGhrS4cOHc57bvXu3JGnr\n", "1q2SpOXLl2t4eFjxeNxxH4lEIjsnKpOZY9vb7QxT2sM229W+3dIQzSYwMiMwTGqf29udnZ1Gtafa\n", "tul//7czz5nSnmrb9srNmze1b98+SVJXVxcJDANQA8M7Xn/eUPmsdDqddmtnPT09amxsVEdHh379\n", "61+rs7NT0ejMXxFPnjypZ555xq23BYCK8Jfvfa6/uzQsSfrrP92gx8tYPBAAqt25c+e0bds2T9+z\n", "q6tLu3btmvF8kL4bv3VhUK9/8OWcX/9Xf7JWTy41qx7Z+f4x/VnX7+b8+h9vX6OfnLha1HsU+zem\n", "vb6Uvzm0q0NPFVE8nziU52+KjYMJijkfuzq/4+mnn1ZPT4/eeustRaNRx+QFzJD5FQL+IQb+MrH/\n", "/+2zy7R7Q1zf/2crqyJ5YWIMqgn97z9iUF26u7v1/PPP+90MiBoYXuI8B7dF3N7hyy+/7PYuAaAq\n", "tDTU6PudK/1uBgDAZadOndLatWsLTq2WgjWdqFjlbs8nlz7XWDL8cGrIdIKi0HbKChfV/snJyaJe\n", "X8rfmPb6+Zhr/BY8/pRnbQqyYmM3OjqqxJXzxpwv5rIdi8Xm/O9zPYGBYGA+mv+Igb/of/8RA3/R\n", "//4jBtXh/fff19KlS9Xe3j7r6+zHQ/6xYdp2scrdnlDjYv151+80s66F8/aPt695dKNtIpHib5mK\n", "/RvTXj8fsx3L9ufO94951qYgKzZ2zc3NeuprwTmfdHZ26ty5c5orEhgAAABAGQwODur06dPasGGD\n", "Ll68qLGxMe3fv9/vZgFAYLHGaZViPpr/iIG/6H//EQN/0f/+IwaVr7W1VT/60Y+0d+9e7d27l+SF\n", "IbycTlHtOM/BbSQwAAAAAACA8UhgVCnm3fqPGPiL/vcfMfAX/e8/YgD4w8t6ENWO8xzcRgIDAAAA\n", "AAAYjwRGlWI+mv+Igb/of/8RA3/R//4jBoA/qIHhHc5zcBsJDAAAAAAAYDwSGFWK+Wj+Iwb+ov/9\n", "Rwz8Rf/7jxgA/qAGhnc4z8FtJDAAAAAAAIDxSGBUKeaj+Y8Y+Iv+9x8x8Bf97z9iAPiDGhje4TwH\n", "tzF+CgAAAEDZnO8fK+r1rY01WtZUW6bWoFzCoZmxTi1pLxj/iWTKi2ZVHac4zCZonzcSGFWK+Wj+\n", "Iwb+ov/9Rwz8Rf/7jxigGty6N6lXu68W9TeHdnWU9YaKGhjlMXovqZ+ccIr1DcfX/3j7mvI2qEoV\n", "joOzcn/e3MYUEgAAAAAAYDwSGFWK+Wj+Iwb+ov/9Rwz8Rf/7jxgA/qAGBhBcJDAAAAAAAIDxSGBU\n", "Kebd+o8Y+Iv+9x8x8Bf97z9iAPiDGhhAcJHAAAAAAAAAxiOBUaWYd+s/YuAv+t9/xMBf9L//iAHg\n", "D2pgAMHl6vipq1ev6uzZs0qlUnrhhRe0cuVKN3cPAAAABMb169d18uRJhcNhvfjii1q2bJnfTQKA\n", "QHM1gXHx4kW9/PLLkqSuri4SGAZj3q3/iIG/6H//EQN/0f/+IwaV76OPPtIrr7wiSfrVr36lvXv3\n", "+twiSNTAAILM1U9vMplUKpVSOp1WOp12c9cAAABAoMRisezjmpoaH1sCAJXB1QTGpk2bdOjQIUnS\n", "/v373dw1XJZIJPjlx2fEwF/0v/+Igb/of/8Rg8pn/0EvGo362BL3bHqsUf/hG8slSRP376umtnbW\n", "14cty4tmFYUaGEBwWekShkoMDQ3p8OHDOc/t3r1bn3zyib71rW8plUrp6NGj2rNnj+Pfnz17Vrdu\n", "3SqtxQAAAMA8LVy4UM8++2xZ3+Pdd9/Vzp07JUknTpzQ9u3bHV/Hd2MA1ayY83FJIzDi8bgOHjw4\n", "4/ne3l5JUigUmjXLXO6LBQAAAOC3u3fvSpoaiZF57ITvxgAwNyWNwCjk4sWL6uvrkyRt3LhR69ev\n", "d2vXAAAAQKD09/fr1KlTSqfT2r59u1pbW/1uEgAEmqsJDAAAAAAAgHII+d0AAAAAAACARyGBAQAA\n", "AAAAjEcCAwCACpVKpZRMJv1uRlUjBv6i/wGgsoRfffXVV718w+vXr+vIkSPq6+vTkiVLtGDBAi/f\n", "vmr19vYqkUiot7dXTU1NampqIhYeu3v3rl577TU98cQT2b4mBt65cuWKTpw4oc8++0xr1qzRjRs3\n", "6HsPXb16VSdPntSFCxfU1NSk5uZmjv8ye/fdd9Xd3a2VK1c+8pxDLMrDKQZO12OJGJSDU/9L5l6P\n", "nc6TQZF/jQ2Hw343aU6cjgXTFTqHmMaEz1SpgtLH+YJ4PEslnD/SHjty5Ej28VtvveX121etU6dO\n", "ZR8fO3YsnU4TC6+988476bNnz6a//PLL7HPEwBsjIyPpRCKR8xx9762urq7sY85B3unt7Z3TOYdY\n", "lE9+DJyux+k0MSiX/P5Pp829HjudJ4PA6RobFE7HgukKnUNMY8JnqlRB6eN8QTyeSzl/eD6FJBaL\n", "ZR/X1NR4/fZVa+vWrTOeIxbeGRkZUSwWU11dXc7zxMAbPT09amho0JtvvqlLly5Jou+9lkwms0O5\n", "0w8XvyIG3ivU58TCO07XY4kYeMXk67HTeTIInK6xQVDoWDBdoXOIaUz4TJUqKH1sF9TjuZTzh+cJ\n", "DPsJORqNev32Va+7u1vPP/+8JGLhpUQioc7OzhnPEwNvDA4O6tatW9q3b58uX76sVCpF33ts06ZN\n", "OnTokF577TVt3rxZEse/Hwr1ObHwnv16LBEDr5h8PXY6TwaB0zU2CAodC0GRfw4xjQmfqfkyvY/t\n", "gno8l3L+iHjQrhz2QkqWZXn99lXt1KlTWrt2reLxuCRi4aWBgQG9/fbbGhwcVHt7u9ra2iQRAy9l\n", "sunLly/X8PAwfe+x8+fP64c//KFSqZSOHj2qPXv2EAMfFOpzYuGt/OuxRAy8YsL1eGhoSIcPH855\n", "bvfu3Y7nSZMUarc08xprP7b9VqjdhY4FUxRq96pVqxzPIaYJ+jktCH1sZ/rxPJtizx+eJzDu3r0r\n", "aSorl3mM8nv//fe1dOlStbe3Z58jFt45cOCAJKmvr08LFy7MPk8MvLFu3TpduXJFHR0dGhkZ0caN\n", "G+l7j2WGj4ZCoewvMcTAe4X6nFh4x+l6LBEDr5hwPY7H4zp48OCM53t7eyXlnidNUqjdw8PDM66x\n", "JinU7kLHgikKtbvQOcQ0QT6nBaWP7Uw/ngtx+o7+KFba40l2/f39OnXqlNLptLZv367W1lYv374q\n", "DQ4O6uc//7k2bNggSRobG9P+/fuJhceGh4f1xhtvqL29XTt27JDE58FLb7zxhsLhsFpaWtTZ2Unf\n", "e+zixYvq6+uTJG3cuFHr168nBmV24sQJXblyRXV1dWpvb9fWrVsL9jmxKI/8GGzYsMHxeiwRg3Jw\n", "+gxI5l6Pnc6TQZF/jQ0Kp2PBZAMDA/rFL37heA4xjQmfqVIUum8KgqAdzxnFnj88T2AAAAAAAAAU\n", "y/MingAAAAAAAMUigQEAAAAAAIxHAgMAAAAAABiPBAYAAAAAADAeCQwAAAAAAGA8EhgAAAAAAMB4\n", "JDAAwGcff/yxXn/9ddf3Ozw8rDNnzri+XwAAAMAPJDAAwGfPPfec4vG46/udnJzUxMSE6/sFAAAA\n", "/BDxuwEAACmVSunIkSNKJpNKpVKKx+N66aWXNDw8rOPHj6u+vl7JZFJtbW3asmVL9m9++ctfKhKJ\n", "KJ1Oq7GxUTt27JAkDQ4Oqru7WwMDA7p165Yk6YUXXtDSpUt9+zcCAAAA82Gl0+m0340AgGr3s5/9\n", "TAcOHMiOxPjwww/V3NysDz74QK+88oqi0agk6cyZM2pra1N7e/uMfRw+fFjf+c53sts3btxQb2+v\n", "XnrpJS/+CQAAAEBZMQIDAAywfPnynGkkmzdv1vHjx3X9+nUdO3Ys+3wqlVIkElF7e7vu37+v48eP\n", "K5lMKhQK6bPPPvOj6QAAAIAnSGAAgAG+/PJLDQ0NZZMYPT09WrdunSYmJvTNb34zOwJDmqptIUld\n", "XV3atm2bmpqaJEnj4+M5+wyHw0omkx79CwAAAIDyYgoJAPjs448/ViKRUFtbm+rq6vTgwQO1tLRo\n", "69atGh8fV3d3t0KhqZrL4+Pj+sY3vqHHH39cvb296uvrUzQa1eTkpC5fvqzNmzdr586d2X1namSE\n", "QiE9ePBAe/bsUSRC7hoAAADBQwIDAAAAAAAYj2VUAQAAAACA8UhgAAAAAAAA45HAAAAAAAAAxiOB\n", "AQAAAAAAjEcCAwAAAAAAGI8EBgAAAAAAMB4JDAAAAAAAYLz/D4HfSQmwsVVqAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt4FOXZP/DvZnOGnEkgIYSEcBJEkFNQAwgESFEw4AlE\n", "PFarUmrV2qq1tfZ91fqj2va1Fl7lrecGRQUBATFB0AASBQUkBAgh4ZATOZ93k935/bHJ7EyOuzu7\n", "mdnN93NdXFdmM7N78zyzm9lnnvt+dIIgCCAiIiIiIiIi0jAvtQMgIiIiIiIiIuoNBzCIiIiIiIiI\n", "SPM4gEFEREREREREmscBDCIiIiIiIiLSPA5gEBEREREREZHmcQCDiDSrtbVV7RCIiIjIA/Cagsgz\n", "cACDyEPFx8fj/PnzffJaCxYswJw5c8R/KSkpDr/2119/jcceewxTp05FZmamkyPVjoqKCixfvhwL\n", "Fy7EokWL8O2333baRxAEvPjii5g5cybmzp2Le+65BxUVFZ32M5lMePrpp5GSkoIFCxbg3//+d1/8\n", "FzSttLQUN998M+bNm4cbbrgBN954Iy5dutRpv+uvvx779u3r8jlMJhNuuOEGzJkzB1dccYWrQyYi\n", "0ixeU2gbrylci9cU2uKtdgBE5BqjRo2Cj49Pn7xWREQE0tPTe93vkUcewb/+9a8e98nJycGvfvUr\n", "TJo0yVnh9WjTpk148cUX0djYiJiYGOh0OgiCgHnz5uH3v/89dDqdS173vvvuwx//+EdMmTIFtbW1\n", "WLJkCbZu3Yrg4GBxn7Vr1yI0NBTffPMNACA7Oxv3338/tmzZInuutWvXIjY2Fi+99BIA4N5778Wo\n", "UaMwc+ZMl8TuDv74xz/ihRdewNixY3vcLz4+HgMGDOjyd3q9Hp9//jkAYMWKFT0+jy3nNhGRu+I1\n", "hW14TeGZeE2hLZyBQeShvvzyS0RHR6sdhkxVVVWv+zz00ENISEjog2gsbr31Vvz973/HE088ga++\n", "+gp79uzBV199haioKPz1r391yWvm5eUhLCwMU6ZMAQAEBwfjkUcewYcffijbz9fXF4888oi4PX36\n", "dMTGxuLy5cuy/Xbs2IHVq1eL2y+99BLeeOMNl8TuLmpra3u90ACAt99+G1OnTlX8erac20RE7orX\n", "FLbhNYVn4jWFtnAAg8jDrFmzBnPmzMHw4cNRWFjY5T7Nzc149NFHMWvWLMyfPx/Lli3D/fffj9On\n", "T8v2Kyoqwp133okZM2bgmmuuwbJlyzrtAwANDQ248847kZKSgtmzZ+P555+HIAji77/77jvMnTsX\n", "e/bskU0Llf4hVZs0XgB44IEH8N1337nktY4dO4Y5c+bIHps7dy6OHz8ue+zXv/51p2Orq6sREhIi\n", "bldUVCAxMVG2z5AhQ1yW6/s///M/uOKKK5Ceno777rsP06ZNQ3JyMm655Rbk5+fL9t2wYQPmzJmD\n", "FStWoKqqCr/4xS+QnJyM1NRUFBUVifvl5ubilltuQUpKCq677jrceeedKCkpcSi+d999F3PmzJGd\n", "a3PnzsXBgwdl+73wwguYM2cOxowZ0+10T1ts37690+vNmTMHf/7znzvtu3PnTixcuBBz587Ftdde\n", "i2eeeaZTP9naZkREfYHXFI7hNYVteE0hx2sKGwlE5JGeeuopoaCgoMvf/etf/xI2bNggbpvNZuH+\n", "++8XTp8+LT5WVVUlzJ49Wzh8+LD42OnTp4XZs2d3et6MjAyhrKxM3F67dq3w+uuvd3rd5cuX2xz/\n", "22+/Lezatcvm/ZXYu3evsH79enG7pqZGePTRR4V3333XJa/3zjvvCDt37pQ9ZjabhRUrVvR43IYN\n", "G4Q33nhD9lhhYaHwu9/9rtO+9rS1vd5++21h0KBBwrZt28THTp48KSQnJwsVFRWd9p82bZowd+5c\n", "Yd++fYIgCEJ5eblQU1MjCIIg5OTkCDNnzhTOnTsn7v/jjz8KKSkpQmNjo8Mx2vr/X79+vbB3717F\n", "z9fb79977z3hrrvuEurq6sTHNm7cKNx3331d7t9TmxER9TVeU9iO1xT24TWF/b/v79cUnIFB1A9N\n", "nToVeXl5yM3NRUtLC3Q6HTZs2IBRo0aJ+2zYsAG/+93vMHnyZPGxUaNG4fXXX+80DXLevHmIjIwU\n", "t3/zm99g7969Lv9/OIsgCHj11VcxZ84czJs3D6tWrUJqaipWrVrlste0Nw/23//+NyoqKvDAAw/Y\n", "9FxCh7s/zvbggw/ixhtvFLfHjh2LP/zhD3j77bc77dvc3IxNmzZh1qxZACz5ze15ua+++irefPNN\n", "xMfHi/tPnDgRTzzxBN5//33xsT/96U+yuxHSfy0tLa75TzrRhg0b8O9//xsDBw4UH7v99tsRGRmJ\n", "M2fOdNq/pzYjItISXlPI8ZrCfrymsE9/v6ZgEU+ifmjatGlISEjAvn37sHXrVtTV1SEoKAi/+c1v\n", "4OVlGdc8c+YM7rnnnk7Hjh8/vsvKyx3p9Xpnh+0yOp0OTzzxBB588ME+eb3IyMhOOaclJSUICgrq\n", "cv9XXnkFXl5e+O1vf9vlc5WXl3d6vLGx0TnBdkN6ESp9bPPmzZ0eHz9+PMLDw7t8nuLiYjz00EOd\n", "Hjebzbj++uvF7T/96U8Ox6oFeXl5SElJ6fR4U1MTZs+eLbvQB3puMyIiLeE1hRyvKezHawr79Pdr\n", "Cg5gEHmw7kbk6+rqMGjQINx8883iY1988QU2bNgg/sEdPXo0srOzsWjRItmxJ06cQGxsbI+vW19f\n", "rzBy26xbtw5lZWW49957ERcXp+i57Lm7UFxcrKiY2YQJE/Dcc8/hzjvvFB/bs2dPl1XSn332WQwd\n", "OhQPP/xwl88VEBDQKS/5woUL3VbBdlabHT58WHb+tD/WMXe2N1deeSXuu+8+jB492uFY3MGMGTOw\n", "adMml1WgJyJyNV5T2I7XFPbhNYV9+vs1BVNIiDxYd39AlyxZIiuOZDabcfDgQdlUtAceeABr167F\n", "4cOHxcfOnDmDNWvW4MknnxQfe+edd/CHP/wBBoMBAGAwGLB69Wr84he/6PS6fn5+KCgoELdramo6\n", "Ld/VW+zSY3/1q1/hs88+69MLjdWrV2Po0KGKqonHxsaiqqpKbNvq6mq88cYbsmW1zGYzfvnLX2L8\n", "+PGyC438/PxO0xvnz5+Pf/7zn+Jxzz77bJcXJ85qM0EQsGXLFmzbtk18LCcnBy+88ALuv/9+u57r\n", "8ccfx+OPP96pkNvBgwexfft2h2O0lbOmxTY3N8uqhpeWlmLXrl3i9po1a3DffffJ9mlpacGmTZtw\n", "4sQJp8RARORKvKawDa8p7MNris54TdEzzsAg8iCffvopXnvtNQCWP0p79+6Fv78//P39sWnTJvFi\n", "Yvz48Xjrrbdw/Phx1NfXw2g0YvHixbjjjjvE5woODsZ//vMfPPnkk8jLy4NOp8OQIUOwfv16DBs2\n", "TNzv7rvvxrZt27BkyRIYjUY0NDRgzZo1sql67Z5//nn88pe/RGNjI5qamhAdHS2b6icIAm666SbU\n", "1dWhpKQEvr6++Mtf/oJhw4bh3XfflT3XF198AZPJhFdffVVRm0nXbN+4cSMGDBiALVu2wNu764/H\n", "wYMHw8/PDxEREYped/369VizZo34x+dvf/sbQkNDxd8fP34cX3zxBSoqKrB161bx8ZycHHz88cey\n", "6YGPPfYYnn76aaSkpMBsNuPee+8V8xylnNVmOp0OL730Evbt24cXXnhBPDfeeusthIWFifvdcsst\n", "qKioQE5OjlghPTIyEh999JG4T1RUFNavX49nnnkG586dE59/5syZsotaW/33f/83MjMzZa/p7e2N\n", "9957D0OGDAEAHDhwAM8++ywEQUBRURECAwMRGhoKvV6PDRs2iLmz7c8FQPZ8I0eOxJtvvil73eee\n", "ew7Lly+H0WiE0WjE8OHD8dhjj4m/nz17Nnx8fLBq1SpUV1dDEAQMGDAAy5YtwxVXXGFXmxER9QVe\n", "U9iP1xT24zUFrynspRNcXZWFiMgF7r777h7vtlBnzmqzd955B0OGDMHChQudFBkREZF6eE1hP15T\n", "kFocnoGxbds2mEwmAEBiYiImTJgAwFI0JjMzE3q9HrNnz1aU00VE1J28vDy88847aofhVpzVZhz3\n", "JiLq7MCBAygtLQUAxMXFYcqUKd1eL5O28JrCfrymILU4PAPjyy+/xPz58zs9vnXrVixZsgQAsGXL\n", "FqSlpSmLkIiINOMf//gH1q9fD19fXwwaNAjr16/vVO2aiKi/2717NxYsWNDt9TIR8ZqCHOPwAMau\n", "XbvQ2NgIQRCQkJAgLn+TkZEhLuuyY8eOTtWGiYiIiIg8UUFBAT755BMsXboUI0aM6PZ6mYiIHONw\n", "Cklqaqr4886dO8WfpeMhPj4+jj49EREREZFbiY+Px+rVq/HZZ59hxIgR3V4vExGRY5yyCol0oKI9\n", "zw/ofr3o3bt3Q6/XO+OliYiIiIjsFhoaiilTpjj9ef39/REUFNTp8Z5u7PHamIj6M3s+jx0ewCgs\n", "LMTw4cMBWNaqbdfU1ATAMhOj/eeO9Ho9p9CpLCsrC8nJyWqH0a+xD9TF9lcf+0BdbH/1sQ/UdeTI\n", "Eac+X2VlJcLDwwFYZyR3d73ckdavjbV+rjI+ZRifclqPUevx2fN5rGgAIzs7GwAwadIk8fGkpCSk\n", "p6dDEASxFgYRERERkSfbv38/DAYDAGDq1KkAur9eJiIixzhcxFOJzMxMTY8yExEREZFnO3LkCObN\n", "m6d2GAB4bUxE/Zs9n8deLo6FiIiIiIiIiEgxDmD0U1lZWWqH0O+xD9TF9lcf+0BdbH/1sQ/IXWj9\n", "XGV8yjA+5bQeo9bjswcHMIiIiIiIiIhI81gDg4iIiIj6HdbAICLSBtbAICIiIiIiIiKPwgGMfsqT\n", "8qDcFftAXWx/9bEP1MX2Vx/7gNyF1s9VxqcM41NO6zFqPT57cACDiIiIiIiIiDSPNTCIiIiIqN9h\n", "DQwiIm1gDQwiIiIiIiIi8igcwJAwCwJazX0+IUUVnpQH5a7YB+pi+6uPfaAutr/62AfkLrR+rjI+\n", "ZRifclqPUevx2YMDGG1qm1tx/6aTWPGfn3C6vFHtcIiIiIiIiIhIgjUw2uw6VYFXvzkPAFg4OhxP\n", "zBquckRERERE5CqsgUFEpA2sgeGABqNJ/Lm03qhiJERERERERETUEQcw2hhNZvHnsn4wgOFJeVDu\n", "in2gLra/+tgH6mL7q499QO5C6+cq41OG8Smn9Ri1Hp89OIDRxtBqHcC4XN8Cc99n1hARERERERFR\n", "N1gDo80bhy7h4+Nl4vbGO65EeKCPihERERERkauwBgYRkTb0WQ2MpqYmvPTSSygqKhIfKykpwQcf\n", "fICNGzeiuLhYydP3KekMDIB1MIiIiIiIiIi0RNEAxr59+7Bw4ULZY9nZ2Vi5ciWWL1+OQ4cOKQqu\n", "L0lrYADAZQ8fwPCkPCh3xT5QF9tffewDdbH91cc+IHfhynO1uNaAo0V1Dv0rrjW4PD5nYHzKaD0+\n", "QPsxaj0+e3g7emBVVRUCAwPh7+8vezwwMFD82dfX1/HI+ljHGRj9oZAnEREREZGayuqNeHJHnkPH\n", "rl00EtHBfk6OiIi0zOEBjKysLNxwww3Izc2VPS4tqeHj030NiaysLCQnJ4s/A1B1u7jMD9Lm+PFM\n", "IW65arBm4nPFdjutxMNtbnO7f20nJydrKp7+ts32V3+7/TGtxNPftp3twIEDKC0tBQDExcVhypQp\n", "KCkpQWZmJvR6PWbPno3o6GiXvLaruarNnIXxKcP4lNN6jFqPzx4OF/HcsGEDBg0ahLKyMsTHx2PB\n", "ggUAgF27diE1NRUAkJGRgZSUlE7HarFQ0dM783D4Up24fc3wEDw/f4SKERERERGRq7iyiOfu3bux\n", "YMECbN26FUuWLAEAbNmyBWlpaV3ur8Vr475ytKhO0QyMiTFBTo6IiPpanxTx/PnPf460tDQkJyfj\n", "yiuvFB9vamoCYJmJ0f6zOzCY+lcKSftdCFIP+0BdbH/1sQ/UxfZXH/vA8xQUFOCVV17ByJEjAbhv\n", "anVHWj9XGZ8yjE85rceo9fjs4a3k4MrKSmRlZSE+Ph4xMTEAgKSkJKSnp0MQhC5nX2iVsVU+EcXT\n", "BzCIiIiIyLni4+OxevVqfPbZZxgxYoTNqdVERGQbRauQhIeH48EHHxTTRwAgJiYGK1aswB133IGo\n", "qCjFAfaVjjMw6gwmNLWYVIrG9TwpD8pdsQ/UxfZXH/tAXWx/9bEPPJO/vz+CgixpDSaT9VpSp9P1\n", "eJz0DmlWVpamtl0dnzNoqb36uv0Yn/rbHWNVOx53jq83DtfAUEKLeX53f3gCxXXyWRdv3jwWw8MC\n", "VIqIiIiIiFzF2TUwKisrER4eDgD4/PPPccMNN2Dz5s1YunQpBEHA9u3bsXjx4i6P1eK1cV9hDQwi\n", "6pMaGJ6m4wwMACirb1Ehkr7h7FFvsh/7QF1sf/WxD9TF9lcf+8Cz7N+/Hx9//DE+/vhjjB8/HoA1\n", "tTo9PR1JSUkqR+g4rZ+rjE8Zxqec1mPUenz2UFQDw5N0rIEBAGUNrINBRERERL3ranZFe2o1ERE5\n", "B2dgtDF2NQOjznMHMJh3qz72gbrY/upjH6iL7a8+9gG5C62fq4xPGcannNZj1Hp89uAABixLvhpN\n", "nIFBREREREREpFUcwAC6HLwAWAODXIt9oC62v/rYB+pi+6uPfUDuQuvnKuNThvEpp/UYtR6fPTiA\n", "AcDQ2jl9BADK6jkDg4iIiIiIiEgLOIABef2Lgb568efLDUaYzH2+ymyf8KQ8KHfFPlAX21997AN1\n", "sf3Vxz4gd6H1c5XxKcP4lNN6jFqPzx4cwABgkKxAMtBPj1B/y+IsZgGoaPTcNBIiIiIiIiIid8EB\n", "DMhnYPjpvRA10FfcvuyhaSSelAflrtgH6mL7q499oC62v/rYB+QutH6uMj5lGJ9yWo9R6/HZgwMY\n", "kNfA8PXWyQYwuBIJERERERERkfo4gIGuZmD4iNulHjoDw5PyoNwV+0BdbH/1sQ/UxfZXH/uA3IXW\n", "z1XGpwzjU07rMWo9PntwAAPyGhi+3vIUEk9eSpWIiIiIiIjIXXAAA4CBNTBIBewDdbH91cc+UBfb\n", "X33sA3IXWj9XGZ8yjE85rceo9fjswQEMAMYeamB4agoJERERERERkTvhAAYAg8maQuKn90LUAGsN\n", "jDIPHcDwpDwod8U+UBfbX33sA3Wx/dXHPiB3ofVzlfEpw/iU03qMWo/PHt5KDj5w4ABKS0sBAHFx\n", "cZgyZQpKSkqQmZkJvV6P2bNnIzo62imBupJ8BoYXQvy94afXwWAS0NhiRr2hFQP9FDUVERERERER\n", "ESmgaAbGtddei6VLl2Lp0qWoqKgAAGRnZ2PlypVYvnw5Dh065JQgXU1eA0MHnU6HSA8v5OlJeVDu\n", "in2gLra/+tgH6mL7q499QO5C6+cq41OG8Smn9Ri1Hp89FKeQFBQU4JVXXsHIkSMBAIGBgeLvfH19\n", "uztMUzrOwAAgX4mkwTPTSIiIiIiIiIjcheIBjPj4eKxevRrfffcdAEAQrPUkfHx8ujtMNgqUlZWl\n", "6vbZgvPiz356L2RlZUGorxQfO3j0pKbidca2lBbi6Y/b7bloWomnv22z/dXfTk5O1lQ8/W2b7a/+\n", "dvtjWomnv22T7bSeP8/4lGF8ymk9Rq3HZw+dIB1xUGDHjh1YtGgRdu3ahdTUVABARkYGUlJSOu2b\n", "mZmJyZMnO+NlnWLdwYvYfOIyAODBpKG4ZUIU3v+hBO8eLgYA3HZVFH4+faiaIRIRERGREx05cgTz\n", "5s1TOwwA2rs27ktHi+rw5I48h45du2gkJsYEOTkiIupr9nweK5qBUVlpnaXQPg7S1NQkbrf/rHUd\n", "a2AA8PiVSHgHQn3sA3Wx/dXHPlAX21997ANyF1o/VxmfMoxPOa3HqPX47OGt5OD9+/fDYDAAAKZO\n", "nQoASEpKQnp6OgRB6HL2hRYZpcuottXAGOzhRTyJiIiIyHlOnDiBU6dOwWw2Y8aMGYiNjcW2bdtg\n", "MpkAAImJiZgwYYLKURIRuTdFAxiLFy/u9FhMTAxWrFih5Gn7nKyIp76LIp4eOAPDk/Kg3BX7QF1s\n", "f/WxD9TF9lcf+8CzVFRUYNmyZQAsqdWxsbHw9/fH/PnzVY5MOa2fq4xPGcannNZj1Hp89lA0gOEp\n", "DLJVSCwpJIMG+EAHQABQ0diCVrMAby+dOgESERERkabNmjWr02MmkwmffvopBEFAQkJCv61zQUTk\n", "LIpXIfEERlPnGRg+ei+EB1rqYAgALnvYUqqelAflrtgH6mL7q499oC62v/rYB57pyy+/xPTp0wEA\n", "qampWLZsGW6++WaUlpaqHJnjtH6uMj5lGJ9yWo9R6/HZgzMwABhaO9fAAICogT6oaLTUv7hcb0R0\n", "kF+fx0ZERERE7mHfvn0YNWoUBg0a1Ol3Pj4+XRxhlZUlX+IbgGa2jx8/7tLnd5Tey7KKSZ1/JL4+\n", "eREhISEAgJqaGgDodttcX4mGsgse036MT/3t48ePayoed4svMDAQtnLaMqr20NpSUY9szkVehWXF\n", "lH/eNAajIy0N+ELmOew7Vw0AeHJ2HOaPilAtRiIiIiJyHmcvo/rNN98gMjISY8eOFR8rLCzE8OHD\n", "AQDbt2/HjTfe2OWxWrs27ktKllF9LiUBz2ecs/s4Lr9KpC32fB5zBga6roEBANHB1hkXF6oNfRoT\n", "EREREbmHsrIy7N+/H2PHjkVubi7q6uqwatUqFBYWIjs7GwAwadIklaMkInJ/rIGBDsuo6q1NkhAe\n", "IP58tm2GhqfwpDwod8U+UBfbX33sA3Wx/dXHPvAcUVFReOqpp5CWloa0tDSsWrUKgKWw56233opb\n", "b70Vo0aNUjlKx/FcVUbr7cf4lNN6jFqPzx4cwEDHGRjWJkmMkAxgVDb2aUxEREREREREZMUBDMhX\n", "IfHTW1NIhgb7iduVja2oaivo6Qk8aS1gd8U+UBfbX33sA3Wx/dXHPiB3wXNVGa23H+NTTusxaj0+\n", "e3AAA93PwNB76eRpJJWelUZCRERERERE5C76/QCGySygvQSGDoCPl072e2kaSb4H1cHwpDwod8U+\n", "UBfbX33sA3Wx/dXHPiB3wXNVGa23H+NTTusxaj0+e/T7AYyOsy90uo4DGNY1aTkDg4iIiIiIiEgd\n", "HMDopv5FO0+dgeFJeVDuin2gLra/+tgH6mL7q499QO6C56oyWm8/xqec1mPUenz26PcDGMZW6xKq\n", "0voX7eLD/NE+rHGhplk2Y4OIiIiIiIiI+ka/H8CQz8Do3BwBPnoMDfEDAJgFoKDKM2ZheFIelLti\n", "H6iL7a8+9oG62P7qYx+Qu+C5qozW24/xKaf1GLUenz36/QCGUTKjws+7cwoJACRKVyLxoDQSIiIi\n", "IiIiInfh7eiBJ06cwKlTp2A2mzFjxgzExsaipKQEmZmZ0Ov1mD17NqKjo50Zq0tIZ2D4djEDAwBG\n", "RARg37lqAJ4zgOFJeVDuin2gLra/+tgH6mL7q499QO6C56oyWm8/xqec1mPUenz2cHgAo6KiAsuW\n", "LQMA7NixA7GxscjOzsbKlSsBAFu2bEFaWppzonQhaQ0Mvy5qYADyQp6eMoBBRERERERE5E4cTiGZ\n", "NWtWp8cCA61Ljvr6+jr61H3KlhkY0qVU8yubYBaELvdzJ56UB+Wu2AfqYvurj32gLra/+tgH5C54\n", "riqj9fZjfMppPUatx2cPxTUwvvzyS0yfPh0AIEi+2Pv4+Ch96j5hNPVeAyM8wBuh/pbJKs2tZhTX\n", "GvokNiIiIiIiIiKyUDSAsW/fPowaNQqDBg0CAJhMJvF3Ol3XgwHtpKNAWVlZqm3LllFtm4HRcf/9\n", "+/cj3Ms6aPH5/h80E7+j21JaiKc/brfnomklnv62zfZXfzs5OVlT8fS3bba/+tvtj2klnv62Tbbz\n", "pPx5NWi9/RifclqPUevx2UMnCI7lQ3zzzTeIjIzE2LFjxcc2b96MpUuXQhAEbN++HYsXL+7y2MzM\n", "TEyePNmxiJ3s89xy/CPrAgDgZ2Mi8NjMuC73e/PQJWw6XgYAWDFpMO6dGtNnMRIRERGRcx05cgTz\n", "5s1TOwwA2ro27mtHi+rw5I48h459LiUBz2ecs/u4tYtGYmJMkEOvSUTOZ8/nsUMzMMrKyrB//37k\n", "5uZiy5YteO+99wAASUlJSE9PR3p6OpKSkhx56j4nXUa1uxoYgLyQZ74HFPLkHQj1sQ/UxfZXH/tA\n", "XWx/9bEPyF3wXFVG6+3H+JTTeoxaj88e3o4cFBUVhaeeeqrT4zExMVixYoXioPqSvIhn92kvXImE\n", "iIiIiIiISD2Ki3i6O1uWUQWA2BB/cYCjvLEF1U0tLo/NlTwpD8pdsQ/UxfZXH/tAXWx/9bEPyF3w\n", "XFVG6+3H+JTTeoxaj88e/X4AwyBNIelmFRIA0HvpkBAuSSOp5CwMIiIiIiIior7S7wcwZMuo9lAD\n", "AwBGhHtOGokn5UG5K/aButj+6mMfqIvtrz72AbkLnqvKaL39GJ9yWo9R6/HZw6EaGJ7EIF1GtYcU\n", "EqBDIU/OwCAiIiKiNidOnMCpU6dgNpsxY8YMxMbGoqSkBJmZmdDr9Zg9ezaio6PVDpOIyK1xAMOO\n", "GRiJHjQDw5PyoNwV+0BdbH/1sQ/UxfZXH/vAs1RUVGDZsmUAgB07diA2NhbZ2dlYuXIlAGDLli1I\n", "S0tTM0SH8VxVRuvtx/iU03qMWo/PHkwhsbEGBgBZDYzz1c2yY4mIiIio/5o1a1anxwIDA8WffX19\n", "+zIcIiKP1O8HMOyZgRHoq0dMsB8AwCwABdXNLo3NlTwpD8pdsQ/UxfZXH/tAXWx/9bEPPNOXX36J\n", "6dOnAwAEwZqq7OPj0+Nx0vMhKytLU9vr1q1z6fP3tZqaGo9qP8an/va6des0FY+7xWcPnSD9ZO0j\n", "mZmZmDx5cl+/bJd+s/0MjpXUAwBeXjQSV8cE9bj/c7vzcfB8DQDg93PjMXtEmMtjdIWsrCyPmkrk\n", "jtgH6mL7q499oC62v/rYB+o6cuQI5s2b59Tn3LdvH4YPH474+HgAwK5du5CamgoAyMjIQEpKSpfH\n", "aenauCv+UMjKAAAgAElEQVSuPFePFtXhyR15Dh37XEoCns84Z/dxaxeNxMRervmdSevvdcannNZj\n", "1Hp89nwecwaGHTMwACBqoHX6X2m90SUx9QUtn8D9BftAXWx/9bEP1MX2Vx/7wLN88803GDx4sDh4\n", "AQBNTZaaaYIgiD+7I56rymi9/RifclqPUevx2aPfF/GU1rHw66UGBgAMHmid/lfmxgMYREREROQc\n", "ZWVl2L9/P8aOHYvc3FzU1dVh1apVSEpKQnp6OgRB6Hb2BRER2Y4zMEySZVRtmYERJJmBUee+Axhq\n", "5h2SBftAXWx/9bEP1MX2Vx/7wHNERUXhqaeeQlpaGtLS0rBq1SoAQExMDFasWIE77rgDUVFRKkfp\n", "OJ6rymi9/RifclqPUevx2aPfD2DIZ2D03hyDJSkknIFBRERERERE1Df6/QCGtAaGr773FBJpDYyy\n", "hhaXxNQXPCkPyl2xD9TF9lcf+0BdbH/1sQ/IXfBcVUbr7cf4lNN6jFqPzx79fgDD3hkYof7e4kBH\n", "g9GEBqPJZbERERERERERkUW/HsAQBMHuGhg6nU6+Eomb1sHwpDwod8U+UBfbX33sA3Wx/dXHPiB3\n", "wXNVGa23H+NTTusxaj0+eygawDCbzTCZ3HcGQovZOnjh7aWD3qv3FBLAc5ZSJSIiIiIiInIXDi+j\n", "umvXLuTn5yMtLQ0xMTEAgJKSEmRmZkKv12P27NmIjo52WqCuIE0fsaX+RTtPKOTpSXlQ7op9oC62\n", "v/rYB+pi+6uPfUDugueqMlpvP8annNZj1Hp89nB4ACM1NRU5OTmyx7Kzs7Fy5UoAwJYtW5CWlqYs\n", "OheTpo/YUv+iHWdgEBEREREREfUtp9bACAwMFH/29fXtYU9tkM/AsL0pPGEGhiflQbkr9oG62P7q\n", "Yx+oi+2vPvYBuQueq8povf0Yn3Jaj1Hr8dnDqQMYgmCd0eDj42PzcSV1Brz0VQEuN/TtYIB0CVXO\n", "wCAiIiIiIiLSLodTSLoiLeip0/VcUyIrKwvJycnYmVuO1/afR6tg2f/pOfHiCFF7ro6rtqPGTBbj\n", "MTY1yGLr6fjzuUcBWGablNUb+yxeZ2/b+v/lNre5zW1XbCcnJ2sqnv62zfZXf7v9Ma3E09+2yXZs\n", "M2W03n6MTzmtx6j1+OyhE6TTJuyUk5OD0NBQsYjn5s2bsXTpUgiCgO3bt2Px4sVdHpeZmYnJky2D\n", "B0eL6vDkjjzxd6/cOAoThgx0NCS7HC+pxxPbzwAAxkUNwN+XjLbpOJNZwA1v/Yj2RUy23zMRvnbM\n", "4CAiIiIidR05cgTz5s1TOwwA8mvj/qbjdwF7PJeSgOczztl93NpFIzExJsih1yQi57Pn89jhb90Z\n", "GRnIyspCRkYGvv76awBAUlIS0tPTkZ6ejqSkJJueZ2JMEGYnhIrbrx+4CJPZ4TEVuxhapSkktq9C\n", "ovfSYdAAa4pMX6e+OEP7XQhSD/tAXWx/9bEP1MX2Vx/7gNwFz1VltN5+jE85rceo9fjs4e3ogSkp\n", "KZ0ei4mJwYoVK+x+rgeShuLbC7UwtJqRX9mEz3PLsWRcpKOh2cxocqyIJ2Cpg1FW3wLAUgdjaIi/\n", "U2MjIiIiIiIiIitN5D1EDfTFiomDxe13DhejprnV5a9raHVsGVVAvhJJadtAhjvxpDwod8U+UBfb\n", "X33sA3U50v75FU149ouzSP+xxAUR9T98D5C74LmqjNbbj/Epp/UYtR6fPTQxgAEAt0yIQnSQZVCg\n", "zmDC298Xufw1ZTMw7BzAiPKApVSJiIjs8devC5F9oRZvfV+Mc5VNaodDRERE/YxmBjB8vb3w0IxY\n", "cXtHbgXOlDe69DVlNTD0ttfAANx/KVVPyoNyV+wDdbH91cc+UJe97X+2ohF5FdZBC1f/je4P+B4g\n", "d8FzVRmttx/jU07rMWo9PntoZgADAGbEBWNqrKUisABLQU8Fi6T0ytjq+AwMaQpJWZ37DWAQERHZ\n", "44vTlbLtwqpmlSIhIiKi/srhIp6uoNPp8Mg1sXjwk1y0mgXklDXgi9OVSB0T4ZLXM5gkNTAcKOLZ\n", "zh1nYHhSHpS7Yh+oi+2vPvaBuuxpf6PJjMw8+QDG+WoOYCjF9wC5C1vO1eJag0Np1dKUbk+l9fc6\n", "41NO6zFqPT57aGoAAwBiQ/yx7MpIfHSsDADw+sGLGBMZiITwAKe/lpIZGNIBjPIGI0xmAXov+9JQ\n", "iIiI3MG352tQZzDJHivkAAaRjNlshiAI0Ov1aoeiirJ6I57ckWf3cc+lJLggGiLyVJpKIWm38uoh\n", "iA3xA2CpU/HnjHNoMJp6Ocp+BpPjNTD8vb0Q4m8Z/zEJQGWTe61E4kl5UO6KfaAutr/62Afqsqf9\n", "d3dIHwGA0jojmlqc/7e5P+F7wHPs2rUL69evR2lpqfjYtm3bsGXLFmzZsgXHjx9XMTrleK4qo/X2\n", "Y3zKaT1GrcdnD00OYAT46PFcSgL822ZFXKo14JWvC51eD8OoYBlVgHUwiIjI85U3GPH9xVpxO9jP\n", "cndZAHCxxqBSVETakpqaiuuvv172mL+/P9LS0pCWloYJEyaoExgRkYfR5AAGAAwPC8BjM4eJ21kF\n", "NfjkeJlTX0M6A8PXzhoYgHvXwfCkPCh3xT5QF9tffewDddna/hl5lTC3jfdPjB6ICUMGir9Tq5Bn\n", "aZ0RG4+WuH0dDr4HPJvJZMKnn36KTz75BEeOHFE7HEV4riqj9fZjfMppPUatx2cPzdXAkJqTGI6c\n", "0kZ8lnMZALDhuyKMjhyAq6IH9nKkbaQ1MPy87a9fMXigj/izuw1gEBER9UYQBHxxypo+snB0BC7W\n", "NGN/YQ0AdepgNBhNeHTbKVQ2tmJrTjnevm2cQzchiFwtNTVV/Hnnzp0qRkJE5Dk0/xf/waQYjIsa\n", "AAAwC8CLe86h2kn1JoySVUiUzsBwpOqymjwpD8pdsQ/UxfZXH/tAXba0f05pAy7VWtJEAn28kJwQ\n", "iuFh/uLvz6swA+ODH0pQ2dgKAChvaMG352v6PAZn4Xug//Dx8el1H+n5kJWVpantdevW9bp/TY37\n", "vBdramo0135a71/G1/P2unXrNBWPu8VnD53g7MISNsjMzMTkyZNt3v9ygxGPbD6FmmbLBcvPp8fg\n", "tqsGK47jqZ15OHKpDgDwYmoipsYG23X8gcJq/OnLcwCAqbFBeDF1pOKY+kpWVpZHTSVyR+wDdbH9\n", "1cc+UJct7f/q1+ex63QFAGDR2Aj8OjkOZysa8fDmUwCAmGA/vH3bOJfH2u5CdTMe/OQkJPcfkDQs\n", "GP+1MLHPYnAmvgfUdeTIEcybN89pz5eTk4PQ0FDExMQAAAoLCzF8+HAAwPbt23HjjTd2e6y918Z9\n", "zZZz9WhRncOrkDyfcc6huBw9du2ikZgYE+TQazpC6+91xqec1mPUenz2fB5rOoWkXeQAX9w1eQhe\n", "O3ARAHDmcqNTnle2jKoDMzBkRTzr3WsVEi2fwP0F+0BdbH/1sQ/U1Vv7N7WYsO9clbi9cHQEAMty\n", "5146y6zIkjoDDK1mhwphO+KNQ5dkgxcA8N3FWlQ1tiAssPc73FrD94DnyMjIQH5+Pvz9/REfH49Z\n", "s2ahsLAQ2dnZAIBJkyapHKEyPFeV0Xr7MT7ltB6j1uOzh1sMYADAmMgB4s95FU1OeU7ZMqoO1MDo\n", "WMRTEATodPY/D1F/VmdoRYPRhCFBft3uYxYEZJ2rhq+3FyYPDWK+O1Ef+OZcNZpaLH8nh4X4YWxk\n", "IADLql1DgvxQVGuAWQAu1jQjMSLQ5fFkX6jBoQuW1VB0AKKDfVFUa4RZADLPVuGWCVEuj4GoOykp\n", "KZ0emzVrlgqREBF5Nrf5FhAfZrnjA1iWVW00Kl97XrqMqiNfiAb66hHoYznO0GpGrUF5TH3F3lwj\n", "cj72AXC6vBH3fJSDuz7Mwa5TFd3utyG7CP+9pwB/3J2PFf/5Ca/tv4DcsgZFSyuz/dXHPlBXb+0v\n", "XTp1wegI2QD98FBJHYw+KOTZYjJj/beXxO3UMRG4feIQcTvjTPefH1rG9wC5C56rymi9/RifclqP\n", "Uevx2cNtBjB8vb0QJ7lgyq9UPgtDPgPD/qbQ6XSIdONCnkRqKm8w4rnd+ahrG/j7v++K0NTSeRCw\n", "srFFXIkIAOoMJmw7WY5fbT2Nn398El+drex0jCtUNLZgW85l/O2b8zhY6D6FyogcJZ3tOLHD6l9x\n", "kkKefbGU6tacclyssRYTvWdKNGYlhMJPbxlUya9sxtkK56SXEhERkXY5fQCjpKQEH3zwATZu3Iji\n", "4mKnPvfIiADxZ2ekkciWUXVwSvrgDmkk7sKT8qDcVX/ug6YWE/64Ox8VjdbaMTXNrdjZxSyMzScu\n", "o6Ut6d2rQ4bWhRoDXt5bKHseW9nS/sW1Bnx0rBS/3nraMvPjwEXsPFWB5zPy+WXJCfrze0ALemr/\n", "phYTLrUNGHjpgITwANnvpTMwXD2AUdXUgvd/KBG377x6CMICfTDAV4/r4kPFx3ef7pvBTGfie4Dc\n", "Bc9VZbTefoxPOa3HqPX47OH0AYzs7GysXLkSy5cvx6FDh5z63NIcW2d8eTBIl1F1oAYG4N5LqRKp\n", "wSwIWLuvsMtByE3HymCUzIxqMJqwTTL74vdzE7B20UgsHB0uzpoyC0BuWYPT49yWcxn3bsrBhuwi\n", "5HR4frMArP/2kqIUFiIty69oQvvZHRfq32mWomwGhotTSP7zQwka2tJGY0P8cNP4SPF380eFiz/v\n", "OVuFVjPfk0RERJ7M6QMYgYHWQQZfX98e9rSfK2dgOFoU0F1nYHhSHpS76q998Pb3xcgqsKZgPDxj\n", "KMIDLPWEKxpb8OUZ613UrTmX0dhWRDA2xA/XxYdgYkwQnpg1HDeMjRD3O+vA50FP7X+8pB6vH7wI\n", "6XchLx1w1ZCB4iyQo8X1OHieqSRK9Nf3gFb01P7Sv7HSv73thoVYi+4W1RpkA4/OdkCSsvXA9KHw\n", "kfy9nhQThEEDLKuP1DS34rsLtZ2O1zK+B8hd8FxVRuvtx/iU03qMWo/PHk4fwJDekfTxce6SZomS\n", "i6jCqma0KLhgMpkFtJilRTydMAOjzn0GMIjUsPt0BTYeLRW3l14ZiaVXRslWD/jwaClMZgGGVjM2\n", "/2SdfXH7xMHwkhQRlH4eODKA0Z2qpha8uKdAHLyID/PHb2bF4aOVE/DXG0dh8RWDxH3fOHTJpV/c\n", "iNSSJ5nl2NUKIwE+enEA3yxATDdxttrmVlxusKSI+eh1mDYsWPZ7vZcOKSOtszB2n3bPYp5ERERk\n", "G6cvo2oyWYvw9bSkaFZWlpiL0z4iZMv2kCBflNQZ0WoWUFjVjJGDAu06vn3baAYAy9Ks3joB+/fv\n", "dyiermZgOBKPK7avu+46bMguwpH8IiyMMiJt3nWy37fTSrzc9uztq6dfg38euIh2ScOC8eD0ocjK\n", "ykK4GQjyC0adwYSSOiP+d+chxCYkorq5FQAQ7G3G3MQw2fONHDdFfK6coirxZyXxmswCntp8FBWN\n", "esvr+ulxU3glAssqEDzasv+olkL4ewWi2axDUa0Rf9+ejWsjWlVvX3fcTk5O1lQ8/W27p/Y/W2Ed\n", "qGsqygPaBhml+w8P8xf/7p2vbkZCeIDT4/1sXzYAy2BlfJg/vj2wv9P+4QYdAMsgy8HCauzel4UF\n", "s9VvX1u22x/TSjz9bZts52ltpvcCjhbVOXRs1EBfRAd3v/R7V7TefoxPOa3HqPX47KETnJzEvXnz\n", "ZixduhSCIGD79u1YvHhxp30yMzMxefJkh57/zxn54vTzx2fGIXVMRC9HdK2muRW3vn8cABDkp8cn\n", "q65y6HkqGlqwIv0nAJYvOx87+Dyu8GNRHX67Iw8AcO3wEPxp/giVI6L+7HhJPZ7YfgaAJfVq/bKx\n", "GOCrF3//wQ8leOewpfDvsBA/GE2C+OXo4RlDsfTKKNnztZoF3PTOUbHA58d3TkCwv7eiGN89XCwr\n", "FvjCwsROd3wBYPNPZVjXtqRjoI8X3rptHMICnDvjjEgtLSYzbnrnmFhP4tNVEzDQr/N7681Dl7Dp\n", "eBkAS2HNu6ZEOz2Wj4+X4Y1Dlvda6ugIPD4rrsv9Ht16CifLLLNGVl8TK6uTQdSdI0eOYN68eWqH\n", "AUDZtbFWHC2qw5Nt1532eC4lAc9nnHPoNR09Vslrrl00EhNjghw6loi6Zs/nsdNTSJKSkpCeno70\n", "9HQkJSU5++mdVsjT4IT6FwAQFugNn7ak+FqDSSw0pgXSHOafSupl6T3tdyFIPf2tD4prrVPMx0YF\n", "ygYvAOCmcYMQ6GN5L16oMYiDF8F++i4HKr29dIiXFBI8a+PSyiazgNf2X8D9H3yP/9l/AbtPV+B8\n", "VTO+v1iLDySDFysmDe5y8AIAFo+LRGxbDYDGFjPePSxfcUkQBJhZ4LNX/e09oDXdtX9hVbM4eDEk\n", "yLfLwQsAGC55/513USHPfFkqS+daHO3mj7J+RmzNuQyTmxTz5HuA3AXPVWW03n6MTzmtx6j1+Oyh\n", "7HZlF2JiYrBixQpnP63IWYU8pXnrfg6uQAIAXjodhoX6I7/ty9Ox4npcMzzE4edzpguSC8pagwlF\n", "tQYMDfHv4Qgi1ymR1IiJDuo89XKgnzeWjIuU1cgAgLTxkQjw0XfaHwBGRgTiTLnlvXe2vBFX23BH\n", "ZEduObadLAegx4WT5dh+svM+E6MH4q7J3d9N9vbS4aEZQ/HsF/kAgJ2nKhAxwBdldUYUVDWhsLoZ\n", "ZrOAx2fFYU5ieLfPQ6RF8gKenetftIvrg6VUpfVtehrAmD0iFG9mX0JTixkXagzYfrKcszCIiIg8\n", "kNNnYLia9GIqv7LJ4buczpqBAUB2lzb7gnZWJbhQI7+glC4F6Ul5UO6qv/VBcZ11BkZ0UNcrFC27\n", "MhJ+koK6AT5eWDKu+y8hiXYOaAqCgM9zy3vcJzzAG0/PiYfeq+eBzWmxwZgaaxkwMQuW9JNdpyuQ\n", "e7kRTS1mGEwCXj9wEU0t2pmVpTX97T2gNd21v3R2Y1crkLSTDmBcrGl2+hKmxlazbGbHiPDuYwny\n", "88Ydk4aI2+8eKUZtWw0dLeN7gNwFz1VltN5+jE85rceo9fjs4XYDGOGB3ghty3NvajGjqNaxyudG\n", "k/VCq+P69vaaLhvAqIWTy4o47EK1vG3a84OJ1CCdgTGkixkYABAa4IMbJKt83DB2UI91LWQrkdiQ\n", "QpJ7uRH5lZYvRH7eXrhr8hDMiAsWP1MCfbzw+3kJCA/svZ6FTqfDg0lD0dM4R63BhF2nnL8qgqHV\n", "jNPljZpKWSPPIZuBMaj7QYNAXz0i25YwNQlAkZNXIimsbkb7n+qYYD8E+nY9E6vd0isjERNsGRyt\n", "M5jEmjpERETkOdxuAEOn08kuqPLKHUsjceYMjHFRA8R8/ssNLShw0VRae9Q2t6Kmw92nXMkMDE/K\n", "g3JX/a0PpDMwhgR3PQMDAO6dGoObxg3CTeMicU8vRQFHhAegffzgQnWz7H3dlc9PWmdfXDHAgDsn\n", "R+PPCxLx4corkb7iSnyw4kpMGDKw9/9Mm/iwADwzJx5Jw4LxszEReHjGULz8s5G4b5o17k3HyxQt\n", "+dyRWRDwxPYz+OWWU7j5vWN46NNc/PPABXx1thLlDe61lHN/ew9oTVftbxaEDmkb3aeQAPI6GIVO\n", "roNha/pIO1+9Fx5MGipuf55bjnwnLrHsCnwPkLvguaqM1tuP8Smn9Ri1Hp893G4AA3BOIU9n1cAA\n", "LOvQTx1qzb3/7kKtoudzho7pI4Al5YbT2clex4rrcPiisnO6udWMykbLgJqXDoga0P0Ahp+3F1Zf\n", "Owyrr42Fby+zowJ89BjaVkzTLAAFVd1/Wak3tGJfvnW51Smh1gE+nU6HiAE+nQqL2mLWiDD818JE\n", "PDYzDkuvjMLVQ4OwdHyUOKujvKEFX52t6uVZbHexxoDT5ZbPPbNgeV9vzSnHS18V4s6NJ3pNkSHq\n", "yaUaA5rbBgLDArwR0ctsJFkdDFcOYPSQPiJ1TVwIJg+1pnat+/aiZmZFEhERkXJuOYDhjEKehlbr\n", "BY3SGRhAxzoYGhjAqO48ldcsAGfavvh4Uh6Uu3KHPvj2fA1+83kent51VlEqRKlk9sXggb691pew\n", "h611MDLzqmBom4+eGBGA21KucVoMHfl5e2HZBGvtjg+PljptVZKCHlJlzALw7++K0OgmqSXu8B7w\n", "ZF21f56dsx6GSwYwzvcwgOiIs5W2rUAipdPp8PAMa2rX0eJ67C/QTm2qjvgeIHfBc1UZrbcf41NO\n", "6zFqPT57eMQAhiN3V6RTzZXWwAAsBf3a/VRar3puunQFEulXRdbBIHtsOXFZ/Pn9H4odLtInr3/R\n", "/ewLR8jqYHQzgNGxeOeiMRHQ6Zw3iNKVxVdEypaFPeCkL1HnJClqN14xCC+lJuLOq4cgPNAy46PO\n", "YMLWk5e7O5yoR/ICnj2njwBAnIuWUjULgiz9w9YBDAAYHhYgK/77v4cu9Zpedr6qGVVNLfYHSkRE\n", "RH3KLQcwooP9xC8GNc2tqGi0/6JDmpPuq1f+RSYs0AejB1ku9swCcPiSurMwpCkkV0vSW9pXIvGk\n", "PCh35aw+qG1udUlqUEVjC34sqhO3y+pbZCkY9ii2oYCno0bakFKWU9Yg1qbx9/bC3JHhLn8PDPDV\n", "Y7HkS9SHx0qdMpX9nGQGxhVRgZgSG4y7pkTjnikx4uOfHL/sFuliff05VNPcCpOTV8pwZ121v3wJ\n", "1d4HDaQpJBeqDbL0TCVK6oxobLE8V4h/76ksHa2aPATBfpaUsNJ6Iz7ssDyz1MajJfj5Jyfx849P\n", "orSub+vI8G8xuQueq8povf0Yn3Jaj1Hr8dnDLQcwvHQ62XJqjqSRGJy4Ckk76WokatfBkKaQLBwd\n", "Lv6cW9bAfGAPYRYEfPBDCW7/4DhWbTzhcD2Y7uw9W4WO3/U2OfglXLaEag8FPB0hzY3Pr2zu8gvq\n", "57nW9Jc5iWEO1bpwxNLxkfBpGyA9dbkRPxbVK35OaZ2PhDDr/z1lVDgGD7S0bU1zK7afZC2MdsZW\n", "M9buK8St7x/Hqg9PYEduudOX/PQEQocCniMH9T4DI8jPW1wWucUs4HuF9XLaSeMYER5g94ypID9v\n", "3C0pAvyfH0twUlLIut2Jknq8/b1ltZI6gwlfnHb+qkFE7qS41oCjRXWd/pkj4rt8XPrPWQOYREQ9\n", "6X59Qo1LjAjET6WWi5G8iibMiAux63ijE1chaTdtWDDe/6EEgGUAwywI8HLxNPWuGE1m8QujDsCM\n", "uBAM8NWjwWhCVVMrSuqNHpUH5a6U9EG9oRUv7y3EobaBslqDCf+dWYDX08b0utSgrfacrez0WH5l\n", "Mw5fqsNUScqULUpqrXc1o508AyMs0Afhgd6obGyFodWMS7UG2V3hOkMrvpbMHFk0NgJA3+QChgf6\n", "YOHoCHEwYePREtmMKHs1tZhQ3NaWXjr53W9vLx2WTxqMf2RdAABsOlaGxeMi4e+kAVpX6Is+qGlu\n", "xfNf5ot/L8obWvD3rAv46FgZ7po8BNcnhqnyOa0FHdu/vLFFXL0q0MfL5nSv60eEIb1thkNmXhWu\n", "HR6qODbpgKw96SNSi8YOwlf5VfippAFmAXh5bwH+lTZW/IxsMJrw8r5C2UDtN+eqcVcvqx85E/8W\n", "exaz2QxBEKDX980guSuU1Rvx5I68bn7bc3ricykJzg/IQ2j9vc74lNN6jFqPzx7avbLthXQp1bPl\n", "9t95NpicWwMDAEYPCkRI28oDlU2t3ebju1pxrUG8IIsa6IsAHz3GRlrvpOV2cReK3Ed+RRN++dkp\n", "cfCi3aVaA/6x/4JTZticr27GmbYlin28dEgZZZ3F89Gx7qdid6dEuoSqk2tgAEBiePdpJBlnKmFs\n", "m3E1MiJATPXqK7deFSUWFPyhqB7HSxyfhVFY1Yz23h0a7NdplZb5o8IROcAy1b66uVW2bGx/dKmm\n", "GY9uPS0OXkgV1Rrwl72FeOjTXJy6zM9EQL4seWJEoM0DO3NHhok/f3u+BvWG1h72to29S6h2Re+l\n", "w+9mx4spp0W1Rqz79qL4+3UHL8rq8wCWlVQKnVyMlPqHXbt2Yf369Sgttf6NLCkpwQcffICNGzei\n", "uLhYxeiIiDyH+w5gKFyJRD4Dwzl33/ReOkyNtd5dVWs1Emn6yLBQy93uK6IGiI+dLGv0qDwod+VI\n", "H2TmVeLRradQJJnRkCRJXfrqbBV2KlgtpN2ePOvsi6S4YNw9OVr8Ev5jUT1OX7Z90FAQBFkNDGfP\n", "wADknwfSLz6CIGCHJH1k0dhB4lT0vnoPRAf5YfYI6xe83+86i6xz1Q49l7SAZ0IXy0r66r1w+8TB\n", "4vamY6W9Fi9Ukyv74HhJPX619TSKaq2z0e6fFoN7p0ZjoGSWUkFVM57ZdRZ1TvjS7W46tn+erICn\n", "fUUz2/dvMQn4xsHzW+pspX21OLozOMgXa64bJm5/cboSWeeq8fW5Kuw+Y/2cixporbHhjPhtxb/F\n", "niM1NRXXX3+97LHs7GysXLkSy5cvx6FDh9QJjDRB6+91xqec1mPUenz2cNsBjLhQf3i3faMqrTfa\n", "ffHpihoYgPPrYJgFAdtyLuOBj0/iH1nnbbq7Li3gOaxtivnYKOtd567ygEn7dp+uwMt7C8VzN8DH\n", "C8/Oi8d/LUzEz8ZEiPu9fvCionoYgiBgz1lrysXcxHAMDvKVfQnfZMcsjOrmVjS3fYkO9PFCkJ/z\n", "p9YmDup6QHPbyXIUVkuKdyaGdTq2L6yaPES8C9zcasafM8/hncPFdi+tKl1CNb6LAQwASB0TgUFt\n", "BQ8rm1qdMqDlbnJKG/DUjjzUGSyFTP30OvwhJQG3TxyMFZOG4N3bx+GOSYPF9Jo6gwkfHStTM2RN\n", "sHcJVal5I62ztDLzHCv2266muRXlDZbi3L56HWJD/Hs5ovfY5kje+3/LOi+mWgHA3MQw/HzaUHG7\n", "LwcwyLMFBlqvvXx9nT/7kIioP3LbAQwfvReGS5Zvszddw+CCGhgAMGVosHin+mRZg5hP7IjSOiOe\n", "3swgQzcAACAASURBVJmH1w5cRGF1Mz7PrcDhS3W9HiddQnVY24Xf2EjrDIy88kZMm3Gtw3F5ut2n\n", "K/Dk52dwsNA5y152x55ctJNlDbIL7tgQP7y2ZAxmJVguyh+5JhYJbe+HFpOAF/YUoNHBpXxzyhrE\n", "adUDffXioNxtV0WJ+3xTUC3e2e6NdIp2dLCfS5YvlaeQNLUVI2zE/357SXz8xisGyeqD9GUuYGyI\n", "P/62eLRY7BAAPvihBH/6Mt+uJZfPyQp4dv2lzlfvhdskszA+PFoqm3GmJa7qg4+Pl6KlLY8uLMAb\n", "f71xFJLjrXUZBvp5456pMXh8Zpz42JafylDR0L+W0ezY/vYuoSplqSVi+flYST3K6h1fzUO6fGpC\n", "eAD0Xso/M9ZcGyumV9UZTOLgVtRAH6y5bhimDwsWZ2Oeq2qW/R11JU/KSabOpDedfHzsW0mHPIvW\n", "3+uMTzmtx6j1+OzhtgMYgHz1gYIq+y42jLIaGM77QhXs7y0OFggADjtQkV0QBOzMLccvPj2JHzqs\n", "WmDLnaELNdYvlnFtKSTB/t6IDbH8bBLkU4XJqsFowj/2X8DR4nq89FWBJqaVVzS04PmMfPELWXyY\n", "P167aQziJF9g/by98Pt5CeId5Ys1Bvzdxhk7HUnvns5MCBXrLCRGBGJKWwFKswB8cty2O9ay+hcD\n", "XXMHKjrYV7a08qVaA17YUyC2WWJEAO7pw8J8XUkID8BrN43BZEkRz2/P1+LRradRa+NAZ0Flzykk\n", "7X42JgLhAZZ6PBWNLfjtjjycUFB7w91IPwOfnZeAMZIBXKlZI0LF9ASDybKqT39V29yKsnrLAI6P\n", "Xif7fLFFRKCP7NzuqgiwraQDKSN6OM/tMdDPG7+7fjikf+11AH47Ox4DfPUI9NXLihNnFXAWBiln\n", "MlkHqG0ZvJdO8c7KylJ12xGtrepfM9lKSax6L+Drkxfx9cmL4gostmz/cLpQfA61+5fb3Nbatj10\n", "ggpramZmZmLy5MmKn+fjY6V4I7sIgGVlgV8nx/VyhNWfM86JFyjPzo3HrBHOm1r+nx9K8PZhS7Gm\n", "gb562ZT5YH9vPHJNrKwmhVS9oRV/2VvYbf2MYD89Nq6cIKbPdCQIApa+ewyNLZYBmg/vuBJhbdPJ\n", "/7qvUMz5nR9pwJM3zXDsP+jBDl+sxdO7zorb90+LkdUUcKasrKxeR0ONrWY88fkZnGqrORHkp8c/\n", "bxqD6OCu60hk5lXi5b3WP5CpoyPwaPIwm+9gtpjMWPGfn1DbdnfyrzeMxFXR1i8lP1yqw+92WqqT\n", "++p1eG/5eIQF9HxXSfp+uGVCFB5MGtrj/o56fJu1WOOwED/xS6y/txdeTxsjplO1s6X9XcFkFvB/\n", "3xXhY8kA0NIrI/HwjNgej6tqasHtH/wEwPJ/2nL3VT0WWfz0pzKsl8xAAYBr4kJw77RoxIc550uh\n", "Uq7oA0EQsOTto2Kq1cd3TkCwf/cLbn1/sRbPtL3nvXTA/91yBYYqTFlwF9L2l763Rw8KxD/Txtj9\n", "fBlnKvH/9lk+f4aH+uONm8c6NOPq5b0F4kDqL6+NxZJxkXY/R3f+77sifNi2YsrtEwfj/mkx4u/2\n", "5FXiL22fn4kRAVi3dKzTXrc7an0OkcWRI0cwb948pz1fTk4OQkNDERNjOa82b96MpUuXQhAEbN++\n", "HYsXL+72WGddGyt1tKiuh1VIevZcSgKezzjXZ8e522uuXTQSE2McX4nMlbT+WaT1+ADtx6j1+Oz5\n", "PHZ4BobZbJaNLKtBmgNeqGAGho8TU0gAeR2MeqMJxXVG8d+py414cU+BWBOgo39kXZANXgwN9sPf\n", "bhwl5rTXGkw4Vtx9GklFY4s4eDHQV4/QAOuF+1jJoMnFZvdd4suVOtYH2XLiMlpUWtdcEAT8ff8F\n", "cfDCS2e5m9zd4AVgyfVuXyYUAHadrsBf9hag1WzbOOX3F+vEwYvIAT64cshA2e8nxQwU71gbTQI+\n", "Otp7LYxiF69A0i5RMuVdegd+zXWxnQYv1KT30uHBpKH4laSw4I6T5ahq6jl9QTr7YniYf68rRKSN\n", "j8RtV0XJBjsPnq/BQ5/m4g9fnMUbhy5ha85lHDpfg8KqJrvrcWhVZVOrOHgx0Fff4+AFAEwZGoSJ\n", "0Zbz3CxAHGzrb44UWf+uOLrqx3XxIWJNqcLqZodX4nLGCiTduXdqNB6bGYfHZsbh3qnyWVlJcSHw\n", "aXu/nK1owqUa29LkiAAgIyMDWVlZyMjIwNdffw0ASEpKQnp6OtLT05GUlKRyhEREnsGhb+5dLRUF\n", "9P1yUfGSKa4FVc12TZeX1sBwZgoJYLngmhEX3O3vS+uN4h0gqe8u1GKfJEVk6fhIrFs2FuOHDERy\n", "gjV/++se0kg6rkAivft1haSQ52WzNu7Aas3JMnlqTUVjC/bmKytI153eRkE//ekyMiRV8h+aEYur\n", "bRi5X3PtMCyQLHu6L78az3+Zb9NqFNJp33MTwzp9SdbpdLjj6iHi9tac8l5z3UtcvAJJu66+6KSM\n", "DMP8URFd7K1+LuANYyNk6Quf9pKSI69/0fv710unw8+nD8X/3XKFrIChWQAOXajFx8fL8M8DF/GH\n", "3fl44JNcPPxprmywqS+4og9Kau0bMNPpdLhPchd+X341zjiwNLc7am9/k1lA5hn5ykOOCPDR47rh\n", "IeJ2Zp79aSTGVjPOt9Wf0MG2c90eXjodfjYmAj8bE9Hp822Arx5TJCuJ9UUaidqfQ+Q8KSkpePDB\n", "B3HXXXdh1qxZAICYmBisWLECd9xxB6Kionp5BiL1aP2zSOvxAdqPUevx2cOhAYyulooC+n65qIhA\n", "H3E5vAajCeWNthdgk9XAcPIMDJ1Oh+fnj8D7y8fjrVvH4a1bx+Ht28bhF5Kp8x8dLZXd3TG0mvHP\n", "A9YijSkjw/DwNbFiTYOZkgGM/QU1MHVzR122AkmHadDxYQHi85U3tOByg+NF1jyRWRCQe7nzCi2f\n", "HC9zqJaEEsV1BryZbZ3+v3B0OG4aN8imY/VeOjw+K062/6ELtXj2i7Noaul+1lSD0SQrXDpXsqqA\n", "1HXDQzA20jIY1mIW8G4vd6ylAxiunIHRcanFocF++OW1w7rZW306nQ53TJIMBp0s77EWxrlKaWFD\n", "22eURAf74ek58Vi3dIxsmedOz1/VjMe2nZa9jjsqkgzCxPQwW0nqiqgBsi/eb31f5PS4tOyHojrx\n", "72eIvzemDwvp5YjupUgGT786W9Xt36ruFFQ3o/2QmGA/WeHdvtBeGBngaiRERERa5NRv7n29XJRO\n", "p5PPwqi0PY3E0Gq9qPJ14jKq7XQ6HaIG+mJoiB+GhvghJtgPS6+MxBjJF79/HbwofjHeeLQUxZKV\n", "Hx7oUCdg/OABCA+0TIWuaW7FsW4K8slWIOkwbV7vpRNfH7BcXKpQAkWzLtUYxMr0A3314lTo/Mpm\n", "HLFh9Rd79VSw5vDFOvEiftSgAKy5bphdueReOh0euSYWKyT1O44W1+OFPQXdHvNDUR2MbVPvR4T7\n", "d1skUqfTyfLGM/IqUVDV9ZfeFpNZHCjTARjsoiKegCWtor3ejI+XDs/Mje/xy4/SYmXOcG18CIa3\n", "vU+bWszYcuJyt/tKCxV3t4RqTxIjAvFi6kj877KxeOr64bhnSjR+NiYCV8cEwadt9YXKxlY8sf2M\n", "Uwt+mswCdp+uwJFLnev6uKIPimulM35sP9/unRojrqLx/cU6/Fjk/Pe8WoytZhRWNXX6vG9v/92n\n", "rUvtzhsZ1m2NJVtcHROEsLbUxcqmVrvb8fRl6+wXZ6eP2GJGXLD4/z9d3ujyWUla+BwiItL6Z5HW\n", "4wO0H6PW47OHU7+5q7FclLQYXXdforriyhkY3fHS6bDm2mFiFfTvLtbi4PkaXKhulqWU3D89plNh\n", "RC+dTrYMYHd3hs53SCHpaJykDsaG7CI8sf0Mcss6zzqwVU5pAzYeLUGVHbNfAEv77z1bpei1nU1a\n", "/2L84AFYONp6J/GTn2xbccNZckqtXyDnJIY7tNSvTqfDvdNicN80a5539oXablM+Tkm+OEwZ2vMU\n", "8okxQeLdfLMAvPV917MwyupbxIGYiAE+LhksbOej98LTc+Jx/YhQvJCaiFGD7FsGUg1eOh1WTLIO\n", "Mm05cbnLZVXNgiAbwOhuCVVbJIQHYO7IcNxx9RA8NjMOLy8aiZdSE8VVXOqNJjy1Mw/ZF5yzjPCr\n", "35zHX78+j6d3nu1UY8YVpKve9FQvpqO4MH/Ml8weeGFPAX7ygJVbTGYBT+3KwwOf5OIvews7DWLU\n", "G1qxXzLzakE3KVe20nvpcL0kZSnDhjQSo8mMr/Or8MyuPLy23zoTUY0BjIF+3rLVVLI4C4OIiEhT\n", "eqxuVl5ejo8++kj22I033oi4uK5X+7BnuShpJdT2ESFHtuPD5XUwbD2+tiEA7eM3x344jPO+glPi\n", "6W17dGQgJoe24HC1ZYBi3cFL8Dc1odVsuVN8RVQggi/nIqu88/GzEidia045AOCr02VYfU0s9F46\n", "2fN3lUIi/f380eH47KcSNJos/fNTaQN+tfU0rgxuxW9/dhWGBPnZ/P/xj78Kz35xFmYB2PLjJay/\n", "7SqEBvj0evy2Pfvx8SU/FBv08NIBdw9rwrBAc5+0f0/bJ2E9rwObyrHsmknYllMOAZY7sucqm5AQ\n", "HtAn8RwutJ6frSV5yKo57fDzxdblIT7QHwWNlnNsy9eHMS7Y1Gn/U7XWL9JCxXkAQ3t8/vunTcb3\n", "F08BAA4W1uBEaT3GDx4o21/2ZbKt/oUr229qbDCaC46hPv8SEKPu+WTrtndxDsJ9AlDZ4oV6owmv\n", "7fweyREtsv0rjToYWi0DMgP0Zvx0+JDT4/nrDZPxzK6zqG62FMF8bnc+fnt9PHyKTzj8/PsLqvFl\n", "W20FAZaB14rTP4i/T05Odnp75l4qB2A516Pt+DxLTk7GqsnR+CqvAkazDjXNrfjdjjwsGtyMiSGt\n", "mjlf7N3+ZM9B/FRiGQj46mwVIpuLMTbIJLb/P7Z9ixaT5b05MiIARScPo0jh60c0ewGwvOaevEok\n", "thbhlpRrO+3fahbw0mfZOFztI/5Nkro6JkiV9hvS4g3A0ibbjl5AWNUZpMx2zeu1P6aV86W/bROR\n", "hdbfE1qPD9B+jFqPzx4OL6PacakowPblopy5VNSx4jr85vM8AJap9q+n2bbs2a3vH0dNW765dKnR\n", "vlDb3Ir7NuWIqz2089IBr6eNka2mIGUyC7gj/SdUNVni7rjEZaPRhLR3jwEAvL102HrPxC6nAtc2\n", "t+KDH0uwLadctjqFn16HNdcNw4LRvd+BO1vRiCe2nxFXPAEsgy//b9EoMfWiK1kF1Xjl6/Oyu8xX\n", "RAXi74tHO7TcnjM99Gku8tvy/19eNBJXxwThzxn5yCqw3J1cMCocv5k93OVxVP5/9u48Por6/h/4\n", "a8/c951ACJBw3yiIIoecRUBQvMWz+mvVaqutR+vRy2qrWGtt9dtWrW0VKvd9S4GA3HIlBEgC4ch9\n", "38lmd35/bDKZSTbHZo+Z3byejwePR2Z2dvbNfHZ2Z977+bw/tSbc95V1ukyDToN1D49yeKacz4/m\n", "YnlzL5+7RkTh/7WZstMiCLhTMv3uv+8djphudL9/e89l7MmyFjkdERuAZbenyNpx07lifNj8i+qs\n", "lHD8zA3HzxNtv1CCZfuuALDWIPjXvcPgZ2gd/pJ6uRy/bp6ybWx8EH4/L9klcVyvaMArWzNR0NxL\n", "x6d5qtzQLqbKtaW8zoSnVmegXFLXo6fTc9rjvi/PoLT5M/Jf9w5DrJ2FY9Pyq/HLXZfE7wcAuHtk\n", "NB6/Mb7b0xGryaozhfjb4dZ6OjGBRvx9yVCxHtJz688jo7n31dOT+mDRcMenLBUEAa9szcR3udYe\n", "LMOiA/D+gpR2RTM/OnhVTMq30AAYlxCEO0dE48a+PSsm6qjK+ibc++UZNI+og49Og1sHhGHe4AgM\n", "jwlQ/LuKnMfZ06g6gtOochpVot7M5dOo2poqClBmuqh+kiEkV8rqu10wTDojgyu7tdsS7KuX1RBo\n", "sXh4VIfJC8DaNfeWToaRXKuUF6/raBxzsK8eI5su4+93DZUNS2kwC3hv3xW8v+9KpzNWFNU04vXt\n", "2bLkBWCdweP3/8uxOR2jyWzBx4eu4de7LrXrIn+usFZMEnTFIgg4fKUCa88WdlqQ0l61jWZxCJJW\n", "AwxuHn6wZGRrr4RvsspQUmPfUJnOtPwS1FZ6QWs3+8GR/k6Z5lc6hW5GUfsZFq5VNIjtGeqrR3Rg\n", "925YHxkfh+byCTibX4Oj1+R1DuQ9MFxfF8ceHR1/JcxIDhfrg1TUN2FLRons8cs9LOBpr4QQH3yw\n", "YBASmodeNJgFbD1f0sWz2hMEAR8euCZLXgBAZkmt7Px3dhvUmcxi8kKnAaIC7H/PDY8NxJ/vGCQb\n", "prPyTCF+tSvbqZ85zlBR34TPj+V2OszhTJ58GExBdaM4/fHa3QfEzwO9ViObrcYRGo0Gz97cV5yS\n", "NL2wBtvavI/2XyqXJS+iAgx4aGws/nXvcLz9vWTFkheA9TtSOvNXg1nArouleGHTRTyx6pxTa8So\n", "6XOIiHovtX8WqT0+QP0xqj0+e/TozsjWVFGAMtNFhfjqEd5cMKzBLMhmPOiIIAjyGhhuTmAAwJzB\n", "EbKCmpH+BiwdF9fJM6yks5Hsv1wuSxbICniGdP2rY0KID96Y2R9/nJ+CREnBz20XSvD8hvO4XtG+\n", "KGpNoxmvb88SK9b7G7S4c0TrL3apl8vxd8mvfQ1NFuzJKsNPNl7E2rOtBQpjAo2y5MmnR3NlvUHa\n", "EgQB3+ZU4Jl15/H6jmx8fOg6Xtue7bQipBeKa8VaDUlhvmLxx2ExAWLdkCaLgF/uysaerFLZ+8fZ\n", "0tvU4nCGIZIpdC8W17Y71tLCeYOj/Lv9C2N8sA9uH9o628lnR3Nl78k82QwkrptC1dPptRrcKym4\n", "uvJMgexm+ZK0/kUPCnjaIyLAgAfGtsay6Vyx3TNJ/C+7TDYFZXBzcVWLAJzOc11dCennf0yQT497\n", "TMQG+eCPCwZhouQm+tCVSvwp9Wonz3K/9/dfwfKTBfjN7kvILmlfA8oiCDhb0P54//d0AfIqG3Cq\n", "Qi+uuykxBCG++nbb9lTfUF/cPar1OuDTo7kor7N+b+RVNuD9/VfEx27pF4J/3TscD4+P61bPL3f4\n", "2dR+ePbmPhjQ5ny7VtGAX2zPslmrhoiIiFzPeVcrCuoX5ofSOmul88tldUjo4ua9ySKIN6taDRyq\n", "uN5TWo0GP5mciJe3ZqLeZMYLUxK7NV3cqNhAhPjqUVHfhNLaJqQX1GBEbCCAzmcgaUs6DqrlF8c/\n", "pV7FN83DAbJL6/HMuvO4c0Q04oN9EB1oQGSAER8dvIrs5tledBrgjZn9MS4hGAIgJihWny2CQadF\n", "RX0T9l0qb3ehNykxBD+dmghBAE7mVqG60YzcygZsySjGwmHy7suCIODotUr863g+LhTLew6cya/G\n", "3uxyWcG4FjWNZnx6NBcltSZE+BsQ4W9AuL8BEf56DI0OQJCP/K0vLS4o7a0AAEtGRuPXu61dBc8X\n", "1eLtPTkI9rmG2YMixKkXGy0CTGYLTGYBcUE+GNCN4nMdjUWT9sAYFhPY5X66I8zPgNggI/KrGtFo\n", "FpBdWodBkiKX5yXTx0oTa93xwJhYbL9QioYmC7JL67EnqwwzmqdglRdUVMeNSQu1jQWcnRKOL7/L\n", "R0mtCaW1TfjwwFW8NLUfNBqNfArVMNcXNpw6IAx/P5yL8vomFNWYcDCnQpY87UxJjQkfHbwmLn9v\n", "cAQCjDqsOmMthHs6rwqTms8bZ7dBnhN7/PgbdfjlrAH47GguVjbH/k1WGW7tHyrrCaeU6xUNONRc\n", "fFOANaHd9nPnUmmdOLOStWeVEReKa2EyW2fByqwPAGBNKsweZHvaZEfcPyYWe7LKkFfViKoGM/5x\n", "JBfPT+6L3+25LH4vxAQa8eKURNUNzzHqtFg4LAoLhkbiYnEdtp4vxjdZZagzWVBrsmBrRjGWjIrp\n", "ekddUNvnEBG5jk5rHaJjr+hAo11FqXtC7Z9Fao8PUH+Mao/PHl6RwEgK98V3uS0JjHrckiR/fHNG\n", "MXZeKMXMlHDcPiRCnCoSUKb3RYsBEX74173DYBGAgG7OdW8dRhIidjHfd6m8NYFR0fkMJJ3xM+jw\n", "8rR+GBkXiL9+ew0ms4BakwX/+S6/w+f8+NZEjGuereKpCQkorGoUq9mvkMyqIsauAZ64MR53jYwW\n", "f+G/f0wM/n4kFwDw7xP5mJEcLh6L4ppGvLv3iti2tnx6NBc39wuRDQMSBAF/+F8Ovr1ie1hKsI8O\n", "f108BNGSKT2lCYyhbRIYtySFYMnIaKw5WygmviobzFh1plC8KWtrUKQ/FgyLxNQBYeJY8+5obLLg\n", "oiRRM8xJPTAAYEiUv/gLdUZhjSyBIR1WMsjOBEa4vwF3jYjCVyetbf7F8TxM6R8Kg04r+0WcPTA6\n", "Z9Rr8fiNcXh3r/WX6d2ZZRgaHYA5gyKQ2zw8TAPrbBkuj0WnxbwhEWKbrk8r6lYCQxAE/DH1injT\n", "HBNoxP+bmIAz+dXiuXLKhT0wZFOoOuFiT6fV4MmJCSirM2FXpjW5+6fUqxjRnEhW0qZzRZD2i/k2\n", "pwKPjJf34juT3/q5NiouEHeNjMbzGy4AAA5fbR3uFeanxw19nD9kw0evxTM398Fr27MBADsulqK0\n", "ziTOeKTXavCL25IQ6KPeSxGNRoNBUf4YFJWIQVEB+GNzz5G1aUVYPCJadYkXIlKvinpzj2tnuDqB\n", "QeRJlLt7d6LOplItqTHhzweuIr2wBh8euIp3/peDyobWcdk9mZ7SmfwMum4nL1pMkdxIrEsrwg/W\n", "ZODvh6/LhgG0zEDSEVvjoDQaDW4fEokPFgzq8tfLB8fGYo6k2KdOq8HL05MwxMbNb3ywEQ+Pj8M/\n", "7xmOJaNiZMMT7hgWJdZbqKhvwtenrTdMB3PK8YM1GbLkhVGnwV0jovDZ3UPFm4eC6kasSZMnETZn\n", "lHSYvACsyYcvJYkZQRBwrrD12LVNYGg0Gjw1MQH/uc/axbk79SEuFNdi2b4reHD5WfzfoWs4nVeF\n", "/KoGWVd8W21wsbgWpuZt+oT4OPUmSVYHQ5KwMZktsu7ng6PsT5rcPSpGHCaQX9WIzRklqGpoEm9k\n", "jTqNONRLLdQ4FnBWSgTmSs6rTw5dx44LJWLiLC7Yx66EmCPmD40U65uczq+2OUShrf2XynFEcmP8\n", "0+aeZSNiA9Fyn5dVUofK5toYzm4DZ/bAkPrhpD4I97e+f8vrm/CXg8oOJalvsmD7Bfn0pNmlde2m\n", "SJYO1xkVF9icEGvf02JGcrjLeiJO6BuCyUkh4vKxa62f6U/cGN+ux5uazRgYJn4mF9WYOpzO3B5q\n", "/Bwiot5H7Z9Fao8PUH+Mao/PHuq6o+ihpLD2U6m2sNaJaF3ek1Um+7XdR+95v56MjgtCmJ9enI0k\n", "u7ROnD2jRVdDSDqTEumPjxcPwd7sMlytaEBRdSMKaxpRVG1CVaMZ3xscgYfHxbZ7nq9ei1/PHoDf\n", "7r6M65UNmJgYjFnJ4RjWSdV2o16LR8fH4w97cwAAa84UorTWJLs41wBYOCwS942JRUTzbDFLx8WK\n", "3dRXnCzAnJQIhPkbkFNWh08OtXZfnz4wDEOi/FFaa0J+VSP2Nl9wbr9QgntGRSMhxBd5VY3ijAOB\n", "Rh36dDAEKTLAiIfGxuL+0TE4fr0SOy6UIreyAUadFgadBobmu71TedUwNffyqWowY/XZIqxuHl6j\n", "1QCRAQbEBvogRatD285caZL35jAnX9hLEzPShM2l0noxaRIXZOxR0iTAqMN9Y2LF2Q6+/C5fNnY8\n", "LsiHlfu76Zmb+yCzpBaZJXVosgiy4Rj93dD7okVkgLVOTcs5sz69CD+51fYU2oA1EbhS0iPpjmFR\n", "YrX1AKMOKZH+OF9UCwHW4V+uGIbh7B4YLYJ89PjJ5ES8vsPak+B/2eW4tX95t4fVONuezFJU26jB\n", "cOhKhTgMTxAEnJEUmxzZ3FPv8RvjkXq5Qja0b1aK84ePSP3gpj44dq0K9ZLi0JMSQ2T1kzyBUa/F\n", "gqGRYs/E1WcLMXVAqNs/2wRB4OcpERH1Wl6RwOgnuVm/Vl4Pk9kiztywN7us3fbSbu1K98DoCZ1W\n", "g9dm9McXx/KQVlANc5v6epH+hi57dXQ1DsrfqMP3hkR2uo0toX4GvDc/xa7n3JYchjVnC5FZUocG\n", "syBLXkQGGPDKtH6y6WIB4PYhkdiQXowr5fWoNVnwz+N5eGZSH7y957I4RKh/mC9evDVRNrykYstF\n", "nMythkWwDll5ZXpSm/oX/u2m+mtLp9VgQt8QTOgbYvPxyvombL9Qgk3nimVFLAFrEcPCahMKq004\n", "q/HFwqoGxEmGVqQVOL+AZ4uB4X7QazVosgi4XtmAyvomBPvqZfUv7B0+IrVwaCTWni1EUY0JFfVN\n", "skRSrEoK80mpdSygj16L12f2x7PrzqOqwSwbJuDqAp5t3TE8SkxgfJNZiidujEdwBwmuc4W14tAA\n", "g04jKwQKAKPjAsXHT+dZExjSNjiTX40tGcWYnRKBsQk9m2bOVT0wAGBiYghmp4Rjx0Xr59OHB65i\n", "ZGxAj6aYdYQgCNhwrnX2jn5hvshpTtxLExhXyuvFxGyQjw79mpNfYX4GPDI+Dn/91np+Dor0d/n7\n", "KjrQiIfHxeJvzcMFowIMeHFKokfehC8YGon/ni6AySzgfFEt0gtqMDy257WK7P0camiy4Le7L+Fc\n", "YQ1enNJPrCdDROQItV4TtVB7fID6Y1R7fPbwvLt3G/yNOnEKQrNgrRIOWKf7bLkh1GqA798YL07r\n", "1kLJGhiOGBkbiPfmp2D10lH49ewBuGNYFPqE+MBHr8UDY9v3jlAzrUaDJycktFs/OSkEnywe0i55\n", "AViTCE9NbJ2KdvuFEry157JYYNSo0+DV25LaTZH76PjW5+zJKsPlsrpO61/0RLCvHnePisHnF9Lq\n", "zwAAIABJREFU9wzDW3MGYkaytRdI2yEUFsHa46SFIAhtCng6N4Fh1GsxUFLkL6M5cXFeNgNJz1/T\n", "qNfKxuBnSoYcsP6FfeKCfPDytH7t1ie5cApVW4bHBIjvmQazgG0XOp5Sde3Z1vfybQPDENbmxn60\n", "5Dw+lSeva1NWZ8IvtmVhd2YZ3tiRJc5WYQ+zRUCBJGEY54L33A9uSkCkf+uQN2nvGHdJL6hBVvO5\n", "5aPT4BXJ++RUbrU4e410+MjI2EBZYnbB0EgsGRmN0XGB+OnUjnvVONPiEdFYMjIaN/YJxm/nDOww\n", "EaZ2Yf4GzBjY2mNltWR2LXf46mQ+Dl+tRGWDGf84cr3rJxAREXkZz7x7t8HWMBLp+NTRcUG4Z3QM\n", "3pufIg5DAIBgFRcP6w5/ow43JYbgmZv74LO7h2Hjo6Mxf2jXPSfUNg5qbEKQOKOHj06DH0/ui9dn\n", "9O/0IndC3xDc0Md6U2QRrEXsWjw1MUFWG6XFsJgAcWpEAcC/juc5PYHRQqvR4Ma+wXh5WhI+vGMw\n", "Vjw4EpseHY3XZiSJ22w7XyLerOVWNsh+MXVkGFBHhkRJ62BYExfni+VTqDpiRnK4rEdUC7XNQAKo\n", "7xxoa0LfEDzYJhnpjhlIpDQaDe6QzAy0Md32lKqF1Y3YL5k2ddHw9kMDRsQGiDU1skutvQNa2mDF\n", "qQJxeEGDWcBGSQ+D7iqpNYlDoUJ89d2a1clegT562TCafZfKcbiTejuusD699Yb5tuRwDIzwx4Dm\n", "xJbJIuD4dWty6HS+vP6FlDUBnIA7Qgpsfk66QstrvjV3oNt7EjnbYsnQl4M55cirbOhk687Z8zl0\n", "pbweK0+3JgqvVjSguKbrqeOJiLqi9msitccHqD9GtcdnD+9JYIS3L+QpHT4ybYB1rPLQ6AD8ZdFg\n", "TE4KQXywEfdI5qknZb0yPQm/mjUAn90zDPOGRHare/FTExPQtvbcTYnBWNBJEkfaSyD1coX4ayYA\n", "m0VIncmo1+LWpFAkS37V3pBuvVmTDh8ZGh3Q5VCWnhgaLZ15pAa1jWZcaU74aTUQ4+opnVaDx26M\n", "a7feFb+G9wYPjY0V6yyMjA3ssD6LK00fGCYWaC2obsThq+1v2DemF4m1hkbHBWJgRPvzyM+gk/Xw\n", "aekhUFTTiE1tEhYb0ovRIKmX0B3Sm8h4FybMbuwbLCu0usaNv8CX1MoLRy4cZv2cm5jYOozg8JWK\n", "dvUvRjkwxIHa6x/uh/EJrcnzdWmufw8IgoA/H7iKpjYJxM5m6SIiIvJG3pPAaNMDo6CqUSxUqNNA\n", "VjAu3N+AN2YOwD/vGY7xLpg6zhOocRyUj16LSf1CEBXQ/ZuPpDA/zJPU6gj30+OFWzsfW50c6S8r\n", "vtdyPZgY6uuW6fw0Gg3uHtVaH2B9ehHqTGakF7qu/kULacX/80W1uFBcK9ZY6BfqCz+D479aT0oM\n", "aVeAlDUwekan1eC125Lw+d1D8Yd5yYrUDPDRa2X1cP51PE9WALLOZMaW861DSxZ3UphR2hPgdF4V\n", "Jk+ejC+/yxeL3raoqG/C7szStk/vVK4bp+x9aFysmDj9LrcK1yvqO3+Ck2zNKBZrHlmH91gTRTdJ\n", "EhiHrlTiWkUDSmutvbkCjLoOezx4wjmgVneNbP3xY9uFEtk5YY/utsHuzDKbUxB/l+u6aYmJqPdQ\n", "+/eB2uMD1B+j2uOzh1cmMHLK6rDvUmvvi7EJQR473pa69uj4OIyOC0R8sBGvz+zfraJ6D4+LRdtb\n", "QWnvBFeb0j9UvKmvajBj2/kSWQ8MZ89A0kI6y0hVgxl7slrPE0fqX0hpNBo8MaG11ogG6kxgeAqN\n", "RoOEEF/oXDTNZXcsGBopTrOZXVqP17ZnibUWdmeWidPlxgUZMbGD4raAtXdGi5N51citbMB2SfLj\n", "psTWhPLqM4WwCO2Hq1wpq8exa5XtHsuX9cBwbQIjOtCICX1bY23bg8QVmiwCNmW0vs5CydCewVH+\n", "CGuusVNR3yQbZjAiJkDR9463Gp8QJA6XqzNZsN6FvTCqGprEGZ4AYEy85Dy6XgXBxnlCRETkrbwm\n", "gdE3xFf8RSyvshE7L7b+ejd1QJhCUamXN42DCvbV493bU/DPe4ZjeEz3ukr3C/PDjGT5+8KZ9S+6\n", "otNqMNa/tevv16cLxZkEtBrHZgPpjEajkQ2Tkf7K7czXHBkbKA7jWTAs0ik9O5zNm84BV4sONOLZ\n", "m/uIy2kFNXhjRzbqmyyy4p2Lhkd1erM8PDZQTITklNXjN5tPiz0KRsUG4uVpSfA3WL+WrlY04OjV\n", "StnzUy+V46k15/DzbVn476kC2WO5LpyBxBZpraEdF0vtHvJiD4sg4Kvv8sVeFeF+ekxOak0UaTUa\n", "WeJox8XWpNDIuI4/E3kO9JxGo5FNA/vF8TyslhRl7kpZrQl/3H8Fr60+gtN5VTaTdS0+P5aH8ub6\n", "SJH+Brwxo78401hxrQlXK3peg4OICFD/94Ha4wPUH6Pa47OH1yQwjHotEpp/dRPQWshTr9XgZk4z\n", "RjY8NC5OLCoIuDeBAQBjQprE3hAlta2zLiRH+Lv0hl86jKRR0nXf2fU/fnRLX2x6dDSevbmvU/dL\n", "ypg3JBI/vKl1tqBTedX40brz4s2Tv0GL2ZLaELb46rWy91lWTWvPuMduiEOAUScbErZKckN4Jr8a\n", "b//vsjjka11akaygqHR67DgX98AAgPEJweLsV1UNZlmvP2cqrbXO0PKf7/LFdfOGRIpThbe4qV9r\n", "jxBpmQTWv3CdGcnh6N/c+1MA8H+Hr+PjQ9c6TUa0eHdfDraeL8GRMgN+ujkTDyw/i79+ew1p+dUo\n", "rG5EbmUDrpTX49ucCmyW9PB5elIfBProZcOxTrIOBhER9SJek8AArL+qtzU+IQhBHj7TiCt40zio\n", "nooP9sHD4+Og1QCTk0Jlw5DcYfqUybhjWPtio86ePrUtW4kKo04jK4TrLG2nsVUTngP2WzwiGo9L\n", "irTmlLfWfpgzKEL8VbgzbWfEAIAb+wRjePON9qLhUWJvulN51cgsrsXlsjq8uSNbViujrK4JJ663\n", "3rjlVrq3B4ZOq8HtQ1sTNraGkZwvqsE7ey5jT5Z99TxaHLlagR+syRBnFgGs5++Ske2LT4+ND4JB\n", "J+/94mfQIiWy48QkzwHHGPVavHt7iqxm0dqzRfjt7sud9si5Ul6PY9fkSYfS2iasSyvCTzZdxEMr\n", "0vDo1+n4/qpzeHNntlinaELfYNzS3PNmXHzrtMTS84DUZ+PGjVi3bh3WrVuHM2fOKB0OkU1q/z5Q\n", "e3yA+mNUe3z2UO/dRQ/YugGdMiDUxpZEVvePicWGR0fjjZn9FSmQuHBYFHza3OS7qoBniyHRAe3q\n", "fyRH+Itd+4k6c9/oWDzUZnpXDYA7bEydastoyY1Xi0dvaE2KRAcaZcP+PjuWi59vy0K1jSKJu5qH\n", "QFU3NIl1OIw6DcL9u66D4wxzBkWI5825wlpklbROSXyusAY/25yJb7LK8PaeHOzL7n4PDYsg4G+H\n", "r+O17dni0AENgHtHRWPZ/BSbU8T6GXQY2+bYDmf9C5cL9tXjne8lY7KkUHjq5XK8sjUT1Q1NNp+z\n", "UTIVrrQuUWeMOg2emdRH/J6StvWpvGqb0xuTOvj6+mLRokVYtGgRRo4cqXQ4REQez7sSGOHyBIZB\n", "q8HN/ZjAsMWbxkE5yqhT5jRITU1FsK8e3xss73bv6h4YAUYd+obKzxVX1dxQM54DPbd0XKysF8At\n", "SSHdLpw5LDoABslN9eSk0Ha9BKQzPBy7VoXiGusQK3+DFj+dkig+dvByOWoazchrMwOJK6YgtiXM\n", "zyCb0ailF8al0jq8tj0L9ZJf4d/dd0WW4OjMf08VyIbPhPtbb5KfmJDQbuiIlHQ2EsBai6YzPAec\n", "w0evxS9uS8JiSRIvraAGfz54rd22NY1m7JDU6JoRWoEVD4zAO98biO8NjkBskBGRAQbEBhnRJ8QH\n", "/UJ9MTTaH69MS5INjeob6oOI5kRdTaMZF4u7994i9zObzVizZg1Wr16NEydOKB0OkU1q/z5Qe3yA\n", "+mNUe3z28KqxFUlthpDc0Ce4W12aiZR014hobDpXjCaLgD4hPnZNI9tTQ6P9cUXS/X9wL0xgUM9p\n", "NBo8OSEe/cJ8caWsHveOjun6Sc189FqM7xOEQ1cqoYWAR8bHtttmUKQ/RsUG4nR+6xSReq0Gb8zs\n", "j3EJwVh9phCXyurRYBaQerkcfobWm3p3DB+Run1IpDibz+7MMtw+JBKvbc8Se4S0aGiy4M2d2fjz\n", "HYMR1slMSReKa/Gv43ni8sS+wXhxSmK3ZleamBgMHGhdZv0L99FpNfjhpD6ICjSKM4bsySrDgqGR\n", "GCFph92ZpagzWRNbfUN80N+/BjqtBuMSgjEuofvTums0GoyND8SuTOt777vcKll9I1KPuXPnin9v\n", "3bpVwUiIiLxDj356TktLw5o1a7Bq1Spcu9b6C0N+fj6+/PJLrFixAnl5eZ3swTUSgn1kv+xN5fCR\n", "DnnTOChP1dIGMUFGvDGzP+YMCscr05Pc8tptp0ztjQkMngOO0Wg0mDMoAk9OTLB7muqfTE7EYzfE\n", "4Q+3p9isXQTIe2EAwE+nJIo3eDNTwsX1uy6WIq/SvQU8pUbGBqBf8/DF+iYLnt9wAaV11qED/gYt\n", "Xp3eT5xZpbDahN/svgST2XZ9hPomC36/57I4M8vQaH/8ctaAbiUvACAqwIgb+1iPUXywscueVTwH\n", "nG/JyGhMlfTK+cu318ThHYIgyKZbvWN4FG69tedtMDahdRgJC3l6BoOh83NZ+gtpamqqQ8vfXcjB\n", "vnPXcCq3Cqdyq7Dv3LVuLTd28PnUHU1NtodNqZESsTrymo6+H7pablnnrtfztvhsxap0PJ4cX1c0\n", "Qg8mEN+3bx+mTJkCANiyZQvmzZsHANiwYQMWLlwIAFi3bh0WLVpk8/m7d+/GuHHj7H3ZbnljRxYO\n", "XalEuL8eny0ZZnOsMFFvl1VSix+uPQ8ACDTqsGrpSLd1uyfqDosg4E+pV3H4agUeHhcnm52kpMaE\n", "B1ecFWfbuKFPkFgU8Yc3JWDxiPZFLl1pfVoR/vKtfLiAUafB7+YmY1RcII5crcDr21uLMc4bEoHn\n", "b+nbru7OXw5exfp06zAUX70Wn9w5pNtDc1rUNJrxXW4VhkcHIMxNtUBIrrC6EU+sTEdDcybq+cl9\n", "cfuQSJy4XolXtmYBsCa3vrp/hEPXKMU1jXhgeRoAwKDTYM3SUe1qKlHnTpw4gRkzZrj0NXJyctCv\n", "Xz8AwKZNmzB//nyb2zn72vhUbhV+tiXT7ue9ObM/frXrUo9es6fP5Wt27t15yTbrRxF5E3s+j3v0\n", "TdeSvGjL37/11x6j0b3deFu8PC0JL03th/fnD2LyohPeNA7KUynZBgPC/TCxbzC0GuDuUdG9MnnB\n", "c0B5nbWBVqPBT25NxIoHRsqSFwAQEWCQFTGUzujg7h4YgLVHiPTGUacB3pjZX5xxZULfEDx+Y7z4\n", "+JaMEvzt8HWUSaZPPnq1UkxeANZEjL3JC8Ba42ZyUmi3khc8B1wjOtAoG1b1z2N5qGpowvq01vad\n", "lRIBf6POoTaIDLDWyQAAk1lAekFNz4Mml8nJycHKlSuxcuVKDB48WOlwiGxS+/eB2uMD1B+j2uOz\n", "h0M1MHbu3IkJEyaIy9LOHF11k3OVAKNO1r2YiNrTaDT4zZyBqDOZ4Wdgoo88z4zkcNn0oi3ig9yf\n", "wAgw6jB/SARWny2CBtZE+oS+8oKa94yKRnZpnVgvY/XZImxIL8bUAaGYmRKOZftyxG0nJYZgbpvi\n", "vuRZ7h4Vg+0XSlFQ3YiK+ib8cf8VHLpSIT6+0MYU2j0xLiEI1yqsUwifyK2SDSshdejoRz8iIuqZ\n", "ThMYxcXF+Prrr2Xr5s+fj8TEROzduxcpKSmIjGz9EjabW4uWdTUlZWpqqjj+tiUjxGX3LrdQSzxc\n", "dv+yn0Gnqni43LuWJ0+e3OPn3zJxEnwPaGUzfQBA1pljuKJ1///niZtvwZDoABRln4M+Lw0Y2H77\n", "F25NRGZuMa7WWZOGJouAXZllYiFGAAjQCbjZmAuNZoCqjz+Xu15+amICfrPb2l089XJr8mJAQJNs\n", "JqjU1J5fD/lWXANg3dfJ3CpV/f89YZmIrNR+Tqg9PkD9Mao9Pnv0qAbG/v37ERUVhSFDhsjWr127\n", "FosXL4YgCNi0aRMWLFhg8/murIFBRES9wx/25mCXZErKSH8DvnpghIIRda3JIiD1UjnWpRUhvbB9\n", "l//fzB6AiW2mQyXPJAgCXtqSiVN51bL1v549oN2Utz1V1dCEu/9zBhYB0ABYtXQkgnz0Ttl3b+CO\n", "GhjdxRoYfM2OsAYG9QYurYFRUFCAAwcOICMjA+vWrcO///1v8bGJEydi+fLlWL58OSZOnGjvrsmN\n", "Wn6FIOWwDZTF4688R9tgVrJ8uGBssDK1l+yh12owbWAYPlg4CB/dMRgzU8LF2bOWjIx2a/KC54Br\n", "aTQaPD2pDySToyE2qHWmGMDxNgjy0SMl0lp/TADaJUuIiLpD7d8Hao8PUH+Mao/PHnan6WNiYvDK\n", "K6/YfCw+Ph7333+/w0ERERF1ZVRcICL9DShuLoYZp0D9C0cMivLHS1P74QcTE1Be34REybAC8g79\n", "w/2wYGikWKB18fAo6LTOLZo8Jj4I54tqAQDbz5fgln4hXQ7jJSIi8lScb6uX8qZxUJ6KbaAsHn/l\n", "OdoGOq1GVrS5f7ifoyEpIthXr0jygueAezw1MQGPjo/DUxPiccfwKNljzmiDqf1D0ZKuOHy1Egck\n", "9TacpaimET0YcUxEHkLt3wdqjw9Qf4xqj88eHChJREQe6/4xMdYeGIKA73HmDlIhg06LB8bGumz/\n", "yZH+mDckApszSgAAf/n2GsYmBCHASVPJmy0CXth4Eb56LRaNiMKslHAYdfz9i4iIlMFvoF7Km8ZB\n", "eSq2gbJ4/JXnjDbwM+jw0tR+eGlaktNu2HoLngPKc1YbPH5jPML8rL9JldSa8M9jeU7ZLwB8e6UC\n", "BdWNyCmvx2dHc2FhRwwir6P27wO1xweoP0a1x2cP9sAgIiIi8mBBPnr84KY+eHvPZQDAhvQizEwJ\n", "w+CoAIf3ve5skfj37UMi4avnb1/uklVSi08OXbf7ef3D/XBzP85mRETeiQmMXsqbxkF5KraBsnj8\n", "lcc2UBaPv/Kc2QbTBoRi58UgHLtWBQHAn1Kv4s93DHaoaGhWSS1O51tnNtFqgAXDIp0ULXVHk0Xo\n", "0cwyZovABAbZRe3fB2qPD1B/jGqPzx5MoxMRERF5OI1Ggx/d3BdGnTVhkVlSh3VpRV08q3NrJb0v\n", "pvQPRVSA+qcqJiIi78YERi/lTeOgPBXbQFk8/spjGyiLx195zm6DuGAfPDSutWDoF8fzUFjd2KN9\n", "ldWZsCerTFxePCLa4fiISJ3U/n2g9vgA9ceo9vjswQQGERERkZdYMjIGSWHWaXnrmyz49Ghuj/az\n", "+VwxTM0VOwdH+WNotOP1NIiIiBzFGhi9lDeNg/JUbANl8fgrj22gLB5/5bmiDfRaDX50S1+8uOki\n", "AGBPVhkWD4/CEDsSECazBZvOFYvLd46IcnqcRNQ9Oi1wKreqR88NNOpQ3WjucrugAaNlrxEdaERc\n", "sE+PXtMVPOH7Su0xqj0+ezCBQURERORFRsYGYnJSKFIvlwMA/u/wdbw/PwUaTfcKeu7NLkdpXRMA\n", "IMLfgFv7h7ksViLqXEW9Gb/adalHz31zZv8ePffdecmqSmAQSXEISS/lTeOgPBXbQFk8/spjGyiL\n", "x195rmyD70+Ih755BpK0ghrsb05mdEUQBKxNKxSXFw6LFPdDRKQET/i+UnuMao/PHkxgEBEREXmZ\n", "+GAf3CGZ9vTTI7loNFu6fF56QQ0uFtcBAIw6DeYN4dSpRESkHkxg9FLeNA7KU7ENlMXjrzy2gbJ4\n", "/JXn6jZ4YGwsgnx0AIC8qkZs6GJa1cr6Jvznu3xx+baB4Qjx5WhjIlKWJ3xfqT1GtcdnDyYwiIiI\n", "iLxQkI8eD41tnVb1y5MFqKhvardddkkd/rj/Ch5YfhbHr7cW8lvM4p1ERKQyTKv3UqmpqV6VifNE\n", "bANl8fgrj22gLB5/5bmjDRYMi8LGc8W4VtGAmkYzlu3LweCoANQ0mlFrMuNKWT3OFtS0e97MlHD0\n", "D/dzaWxE5H3yKhtQWN1o9/M6m/nEVZ+VzoxVzd+peZUNuHi9CCEhIXY9T22z0bRgAoOIiIjIS+m1\n", "Gjw5IQFv7swGABy6UolDVyo73D45wg93DI/CzORwd4VIRF6ksLoRP9uSaffzlJj5xJNidURhdSN+\n", "e6AIQOfDCNtS6/+zRwmMgwcPoqCgAACQmJiI8ePHAwDy8/Oxe/du6HQ6TJ06FXFxcc6LlJxKrRnC\n", "3oRtoCwef+WxDZTF4688d7XBTYnBGBMfiJO51TYf12mAyf1DsWhYFIbFBHR7ulXqGq+NiRznCd9X\n", "nhCjt+hRAuPmm28W/96xY4f495EjR/Dggw8CANatW4dFixY5GB4REREROUKj0eAXt/XHqtMFqG+y\n", "wN+gg79Rh4Dmf6NiAxERYFA6TK/Ea2MiIufqcRHPy5cvY9myZUhOThbX+fv7i38bjUbHIiOX8qa5\n", "gD0V20BZPP7KYxsoi8dfee5sgxBfPZ6YkIBnbu6Lx26Mx72jYzB/aCSmDwxj8sKFeG1M5DhP+L7y\n", "hBi9hUYQBKGnT66vr8f69etx7733AgB27tyJWbNmtfu7rePHj6O8vLynL0tERERE5JDQ0FBxGLSr\n", "8NqYiKhr9nwedzqEpLi4GF9//bVs3fz585GYmAgA8PX1RVBQkPiY2WwW/+5s/KSrvyyIiIiIiJTG\n", "a2MiIufqNIERGRmJp59+ut360tJShIdbq1NLO3DU1dWJ61r+JiIiIiLqjXhtTETkXD0aQrJx40Y0\n", "NDQAAG644QYkJSUBAHJzc7F3714IgoCZM2ciOjraqcESEREREXkKXhsTETmXQzUwiIiIiIiIiIjc\n", "ocezkBARERERERERuQsTGERERF7KYrHIigiS+7ENlMXj7/3Yxj3D40aeSvfLX/7yl+58wfz8fKxf\n", "vx7p6emIiIiQzWJCrpOWlobU1FSkpaUhODgYwcHBbAs3q6urw3vvvYeBAweKx5pt4D7Z2dnYtWsX\n", "srKy0L9/fxQVFfHYu9GlS5ewe/dunD17FsHBwQgJCeH738W2bduGnTt3om/fvl1+5rAtXMNWG9j6\n", "PgbYBq5g6/gD6vo+PnjwII4dO4aMjAzU1tYiPj5e0XjaUvv7taM2Vkt8aomjLXu+H5TgCfctts5d\n", "NcWops+5tjZu3Ihz584hIyMDJpMJMTEx9sUnuNn69evFv9euXevul++19u7dK/69efNmQRDYFu62\n", "detW4fjx48L169fFdWwD9ygrKxNSU1Nl63js3WvLli3i3/wMcp+0tLRufeawLVynbRvY+j4WBLaB\n", "q7Q9/oKg3u/j7du3i3+rIR5B8Iz3q602Vkt8aonDlu5+PyjB0+5bWs5dNcWo1s85QRCEHTt22Fzf\n", "3fjcPoTE399f/NtoNLr75XutKVOmtFvHtnCfsrIy+Pv7w9fXV7aebeAeJ0+eREBAANasWYMLFy4A\n", "4LF3N7PZLHZXFZprR7MN3K+jY862cB9b38cA28Bd1Ph9fPnyZSxbtgzJycmqiEfKU9+vaolPLXF0\n", "h5pi9ZT7lrbnrlpiVOPnnJTZbMaaNWuwevVqnDhxQlzf3fjcnsAQJJOeGAwGd798r7dz505MmDAB\n", "ANvCnVJTUzF58uR269kG7lFYWIjy8nLceeeduHjxIiwWC4+9m40YMQLvvvsu3nvvPYwdOxYA3/9K\n", "6OiYsy3cT/p9DLAN3EWN38dJSUl45plncPToUVXEY4unvV/VEp9a4ugONcaq9vuWtueuWmJU4+ec\n", "1Ny5c3HnnXfirrvuQkFBgbi+u/HpXRqdDdJiMRqNxt0v36vt3bsXKSkpiIyMBMC2cKeCggJs2LAB\n", "hYWFSEpKEse4sg3cpyWbn5CQgNLSUh57Nzt16hRefvllWCwWbNq0CQsXLmQbKKCjY862cK+238cA\n", "28BdlPo+Li4uxtdffy1bN3/+fCQmJgIAfH19ZeO93f1+6Cw+Nbxfuzp+banlfFJLHN2htlg95b5F\n", "eu6qJUZPuu+QJiq6G5/bExh1dXUArBmWlr/J9fbv34+YmBgkJSWJ69gW7vP9738fAJCeno7Q0FBx\n", "PdvAPQYNGoTs7GwkJyejrKwMw4cP57F3s5augFqtVvyyYhu4X0fHnG3hPra+jwG2gbso9X0cGRmJ\n", "p59+ut360tJShIeHi6/trni6G59a3q8dxdcRtZxPaomjO9QUqyfct9g6d9USo9rvO3JyctCvXz8A\n", "QH19vbi+u/FpBOmnpRvk5uZi7969EAQBM2fORHR0tDtfvlcqLCzEZ599hiFDhgAAqqqqsHTpUraF\n", "m5WWlmLVqlVISkrC7NmzAfB8cKdVq1ZBp9MhKioKkydP5rF3s4yMDKSnpwMAhg8fjsGDB7MNXGzX\n", "rl3Izs6Gr68vkpKSMGXKlA6POdvCNdq2wZAhQ2x+HwNsA1ewdQ4A6vo+3rhxIxoaGgAAN9xwg3jD\n", "pob3Q0FBAT7//HNVv187amO1xKeWONqy5/vB3TzlvsXWuaumGNX0OdfWvn37xKEjY8aMQUpKil3x\n", "uT2BQURERERERERkL7cX8SQiIiIiIiIishcTGERERERERESkekxgEBEREREREZHqMYFBRERERERE\n", "RKrHBAYRERERERERqR4TGERERERERESkekxgEBEp6NixY/j444+dvt/S0lIcPHjQ6fslIiIiIlIK\n", "ExhERAq64YYbEBkZ6fT9NjU1obGx0en7JSIiIiJSil7pAIiIejuLxYL169fDbDbDYrEgMjIS06ZN\n", "Q2lpKXbs2AE/Pz+YzWbEx8fjpptuEp+zevVq6PV6CIKAwMBAzJ49GwBQWFiInTt3oqAgIt60AAAg\n", "AElEQVSgAOXl5QCASZMmISYmRrH/IxERERGRozSCIAhKB0FE1Ju98847+P73vy/2xDh8+DBCQkJw\n", "6NAhPPjggzAYDACAgwcPIj4+HklJSe328fXXX+Oee+4Rl4uKipCWloZp06a5479ARERERORy7IFB\n", "RKSwhIQE2TCSsWPHYseOHcjPz8fmzZvF9RaLBXq9HklJSWhoaMCOHTtgNpuh1WqRlZWlROhERERE\n", "RG7DBAYRkcKuX7+O4uJiMYlx8uRJDBo0CI2Njbj99tvFHhiAtbYFAGzZsgUzZsxAcHAwAKCmpka2\n", "T51OB7PZ7Kb/ARERERGR63EICRGRgo4dO4bU1FTEx8fD19cXJpMJUVFRmDJlCmpqarBz505otdZ6\n", "yzU1NZg4cSIGDBiAtLQ0pKenw2AwoKmpCRcvXsTYsWMxd+5ccd8tNTK0Wi1MJhMWLlwIvZ55ayIi\n", "IiLyTExgEBEREREREZHqcRpVIiIiIiIiIlI9JjCIiIiIiIiISPWYwCAiIiIiIiIi1WMCg4iIiIiI\n", "iIhUjwkMIiIiIiIiIlI9JjCIiIiIiIiISPWYwCAiIiIiIiIi1WMCg4iIiIiIiIhUjwkMIiIiIiIi\n", "IlI9JjCIiIiIiIiISPWYwCAiIiIiIiIi1WMCg4iIiIiIiIhUjwkMIiIiIiIiIlI9JjCIyCuUlJTg\n", "vvvuw5w5czBv3jwcOnSo3TaCIOB3v/sdbr31Vtx222149NFHUVJS0m47s9mMV199FTNnzsTs2bPx\n", "2WefueO/4BU2b96M6dOnY9asWZg/fz5efPHFdttcvnwZ/fv373Afe/bswfTp0zFp0iS8+uqrrgyX\n", "iIioHV5TqAOvKcgWvdIBEJF3WblyJX73u9+htrYW8fHx0Gg0EAQBM2bMwC9+8QtoNBqXvO7jjz+O\n", "N954A+PHj0dlZSUWLlyIDRs2IDg4WNzm3XffRWhoKPbv3w8AOHLkCJ544gmsW7dOtq93330Xffr0\n", "wdtvvw0AeOyxx5CSkoJbb73VJbEr5euvv0ZsbCymTJnilP3V19fjr3/9K3bt2gWdTtfhdkajEcnJ\n", "yR0+Pn36dEyfPh05OTn45JNPOtzuyJEjyMjIwMMPP+xQ3EREpE68pvAcvKYgd2EPDCJyqrvvvhsf\n", "fPABXnzxRezZswfffPMN9uzZg+joaLz33nsuec3MzEyEhYVh/PjxAIDg4GA8/fTT+O9//yvbzmg0\n", "4umnnxaXJ0yYgD59+qCoqEi23ZYtW/DMM8+Iy2+//Tb+9re/uSR2JdXW1qKurs5p+8vPz8eoUaM6\n", "vdAAgPj4eOzcubPL/QmC0Onjzo6fiIjUhdcUnoPXFOQu7IFBRC7R9oviySefxL333uuS1zp9+jSm\n", "T58uW3fbbbfh17/+tWzdj3/843bPLS8vR0hIiLhcUlKCgQMHyraJjY1FU1OTEyNu9eGHH+Ljjz/G\n", "G2+8gZ07d+LMmTPw8fFBbGws/vCHP2DAgAHitoIg4P3338fKlSuh1+shCAJ+8IMfYOnSpbJ9njp1\n", "Cj//+c9RW1sLf39/JCUlwWQyyS6Y7rrrLqSnp8NoNOKdd94BAOh0OvzjH/9AUlKS3f+PBx54AJcu\n", "XUJubq7Y1TY0NBRr164Vt6mpqcGSJUtQX1+P0tJSnDp1qtN9dvbL2rPPPosDBw6gtrYWK1asELd/\n", "5513MGHCBHG7+vp6/Pa3v8W3334Lk8kEnU6Hl19+GXPnzpXtr+V4fPDBBwgODsbrr7+OxsZGTJo0\n", "Cb///e/tPh5EROQ8vKboHl5TdIzXFN6DCQwicrnKykq88cYbWLBggUv2X11djZiYGNm6iIgIFBcX\n", "d/q8Tz/9FFOnToXRaBTX1dTUtNuXKz333HMICQnBc889h88//1wcG5uRkYFHHnkE69evR3h4OADg\n", "xRdfRJ8+fcQv84aGBrz00kuoqKjAs88+K+7z9ddfxz/+8Q/ExcUBAAoKCmS/EgHA6tWr8cUXXyAu\n", "Lg6zZ892+P/x1Vdfid0zW7rJthUQEICtW7cCAO6//36HXu+jjz7C3r17cf78eTz11FM2txEEAUuW\n", "LMHDDz+M3/72twCAqqoqPPvss9DpdJg1a5a4bcvx+PTTT6HX6/Hf//4XERERyMrKcihOIiJyLl5T\n", "dIzXFD3DawrPwiEkROR0LVn96dOnY8aMGVi6dCnmzp3bLqvvTPaOg/3ss89QUlKCJ598slv76qrr\n", "oaOeeuopzJ8/X1weMmQIXn/9dfzzn/8EYL1gyMvLwwsvvCBu4+Pjgz/96U/YuHEjzGazuP6mm27C\n", "vn37kJ+fDwCIiYnB6tWrbb5uZ/+v+vp6cexo23+/+c1v7NqXq3T2mgcOHMDIkSNxzz33iOuCgoLw\n", "6aef4u9//7vN5wwaNAhfffUVIiIiAKDdL2dERORevKawH68peobXFJ6BPTCIyOk0Gg1efPHFDrPY\n", "zhYVFdVuzGl+fj6CgoJsbr9s2TJotVq89NJLNvdl61eW2tpa5wTbgXHjxtlc19JdMjs7WxyP21ZK\n", "SgqKiooQGxsLAPj5z3+OU6dOYcuWLbh+/Tqqq6sxe/ZszJgxw66YfH19sWfPnm5v76piaj117do1\n", "bNq0yWb1+KqqKpvP8baiakREno7XFPbjNYXz8ZpCPZjAICKXsCdznpeXJ3ZN7ImRI0fizTffxEMP\n", "PSSu++abbzBmzJh227722mtISEjAD3/4Q5v78vPzQ05Ojmzd1atXERAQYHP7jz/+GIWFhXjssceQ\n", "mJjY4//D8ePHcdddd7Vb15KtHzhwID788MN2zxMEAZmZmYiOjhbX1dbWYvTo0Rg9erS47vHHH8cN\n", "N9wgG5vr7UaPHo2FCxfirbfeUjoUIiJyAK8p7MNrCufjNYV6cAgJETmdPRcazzzzDBISEhyqJt6n\n", "Tx+UlZXh+PHjAKxFtP72t7/JxkRaLBY8++yzGD58uOxCIzs7GyaTSba/WbNm4aOPPhKf99prr9m8\n", "OKmoqMBzzz2H9evXO3ShIQgC1q1bh40bN4rr0tPT8dZbb+GJJ54AAERHRyMhIQHLli0Tj29DQwNe\n", "eOEFLFiwAFqt9eP8zJkzWLp0qez/VFxcjOzsbPj4+MheNyEhAUePHhWXLRYLdu/ejby8vB7/P5yp\n", "q/0lJCTg2LFjsnWHDx/G+fPnAQBDhw5FRUUFvvzyS9m+CgoKOrxwIyIideE1hX14TdGz/fGawnM4\n", "1APDYrFAEIQup7chot5DOmf7ihUrEBAQgHXr1kGvt/1xExMTAx8fH3F8YE998skn+NGPfoSysjIA\n", "wB//+EeEhoaKj585cwbbt29HSUkJNmzYIK5PT0/HqlWrkJKSIq77yU9+gldffRUzZ86ExWLBY489\n", "ZnNe8+3bt8NsNuP99993KHaNRoO3334be/fuxVtvvQWNRoPY2Fh8/vnnCAsLE7d77733sGzZMkya\n", "NKnDiuFGoxH9+vXDY489hvLyctTW1sJoNOLtt9+Gr6+v7HVnzpyJXbt2Yfr06TCZTDAajZgzZw4m\n", "T55sV/wtlcDLy8tlFcPHjRuHZcuWidu98cYb2L9/PwDrcW+p8j5s2DD85S9/ke2rvr4e9fX1sv09\n", "++yzsl+UkpOTMXz4cEybNg0WiwUajQaTJ0+WdeP985//jGXLlmHq1KkAgKamJiQlJcmqxx89ehQv\n", "v/wy8vLyZBXUly5discff9yuY0FEvRevi52P1xT24zUFrym8nUboYXpo27ZtyM7OxqJFixAfHw/A\n", "Oj5s9+7d0Ol0mDp1qkPdt4iI1O6RRx5BRUUF1q1b59B+vvjiC8TGxmLOnDlOioyIiNzJ1nUxYP1F\n", "/vjx4/Dx8cHcuXNlM1QQSfGagqh7etwDY+7cuUhPT5etO3LkCB588EEAwLp167Bo0SLHoiMiUrHM\n", "zEx88cUXDu+H3QyJiDybrevi8vJy5OXl4e6771YoKvIkvKYg6h6n1sDw9/cX/2aGmYi83YEDB5Cc\n", "nOzQPv70pz/h97//PV566SXMmDEDFy9edFJ0RESkpJMnTyIgIABr1qzBhQsXlA6HVI7XFETd49RZ\n", "SKQZP4PB4MxdExF5peeffx7PP/+80mEQEZGTFRYWAgDuvPNObN68GcnJyWJxRCJX4DUF9QZOTWCY\n", "zWbx787m7t2xYwcLHBERERGRYkJDQzF+/HiXvkZLscaEhASUlpYiMjLS5na8Niai3syez2OnJjDq\n", "6uoAWHtitPxti06nw7hx45z50kRERERE3XbixAmX7n/QoEHIzs5GcnIyysrKMHz48A635bVx73Uq\n", "two/25LZo+e+Oy8Zo+ODnBwRkfvZ83nc435su3btQmpqKnbt2oV9+/YBACZOnIjly5dj+fLlmDhx\n", "Yk93TW6QmpqqdAi9HttAWTz+ymMbKIvHX3lsA+9h67p4zJgxOHnyJNauXQuDweDRw6vV/l5lfI5h\n", "fI5Te4xqj88ePe6BMXPmzHbr4uPjcf/99zsUEBERERGRJ7F1XQwAS5YscXMkRETeTSMoMNfO7t27\n", "2U2OiIiIiBRz4sQJzJgxQ+kwAPDauDfjEBIi+z6PWQqZiIiIiIiIiFSPCYxeypvGQXkqtoGyePyV\n", "xzZQFo+/8tgG5CnU/l5lfI5hfI5Te4xqj88eTGAQERERERERkeqxBgYRERER9TqsgUFqwBoYRKyB\n", "QURERC6iwO8eRERERACYwOi1vGkclKdiGyiLx195bANl9eT4H8wpx93/OYNf7sxmIsMJeA6Qp1D7\n", "e5XxOYbxOU7tMao9PnswgUFERETd8p8T+ahsMONgTgXOF9UqHQ4RERH1MqyBQURERF1qNFtwxz9P\n", "wdx81fDmzP64JSlU2aCIHMAaGKQGjtTAeH9+MswW+58XHWhEXLBPj16TyBXs+TzWuzgWIiIi8gJX\n", "yurF5AUAVNQ3KRcMERGhot6MX+26ZPfz3p2XzAQGeSwOIemlvGkclKdiGyiLx195bANl2Xv8M0vq\n", "ZMtMYDiO5wB5CrW/VxmfYxif49Qeo9rjswcTGERERNSlrBJ5zYvyOiYwiIiIyL2YwOilJk+erHQI\n", "vR7bQFk8/spjGyjL3uOf1aYHRjl7YDiM5wB5CrW/VxmfYxif49Qeo9rjswcTGERERNQpiyAgq5RD\n", "SIiIiEhZTGD0Ut40DspTsQ2UxeOvPLaBsuw5/nmVDagzyUvdM4HhOJ4D5CnU/l5lfI5hfI5Te4xq\n", "j88eTGAQERFRp9oW8ASACtbAIJKxWCwwm81Kh0FE5NWcOo3qxo0bxQ/ugQMHYuTIkc7cPTmRN42D\n", "8lRsA2Xx+CuPbaAse45/2/oXgLUHhiAI0Gg0zgyrV+E54D22bduG7OxsLFq0CPHx8eL6uro6fPDB\n", "B3jkkUdk6z2N2t+rjM8xjM9xao9R7fHZw6kJDF9fX8yaNcuZuyQiIiKFZbaZgQQATBYBtSYLAow6\n", "BSIiUpe5c+ciPT293fq9e/dizpw5CkREROSdnDqExGw2Y82aNVi9ejVOnDjhzF2Tk3nTOChPxTZQ\n", "Fo+/8tgGyrLn+Et7YOgkHS5YB8MxPAe8W1lZGfz9/eHr66t0KA5T+3uV8TmG8TlO7TGqPT57OLUH\n", "xty5c8W/t27d6sxdExERkQJKa00oa6534aPXom+Ij1gTo6K+CfHBPkqGR6RaqampuP3225GRkaF0\n", "KEREXsNlRTwNBkOnj0uzQKmpqVx287KUGuLpjcstY9HUEk9vW+bxV3558uTJqoqnty139/iv33dM\n", "XI4ymID6KnH54PHTqvn/eOJyyzq1xNPbll2toKAAGzZsQGpqKs6ePdvl9mo6Np72XvX0+NytoqLC\n", "q46fGpbbxqp0PJ4cX1c0giAIdj2jEzk5OejXrx8AYNOmTZg/f77N7Xbv3o1x48Y562WJiIjIRZaf\n", "zMfnx/IAAAuGRqKuyYJdF0sBAC/cmoi5gyOUDI+ox06cOIEZM2Y4bX/p6ekIDQ1tV6yzo/VSvDbu\n", "vU7lVuFnWzJ79Nw3Z/bHr3Zdsvt5785Lxuj4oB69JpEr2PN57NQeGDk5OVi5ciVWrlyJwYMHO3PX\n", "5GRKZn3Jim2gLB5/5bENlNXd4y+tfzEwwg+hvnpxWakaGNcr6rH8ZD6ulNcr8vrOwnPAe+zatQup\n", "qanYtWsX9u3bJ64vLS1Famr3emComdrfq4zPMYzPcWqPUe3x2UPf9SbdN2XKFGfujoiIiBSWKUlg\n", "JEf4o6rBLC4rkcCwCAJe256N65UN2Hq+BP+8Zxi0nMqVFDZz5kyb68PDw/HUU0+5ORoiIu/lshoY\n", "pG7eNBewp2IbKIvHX3lsA2V15/jXNJqRW9kAANBqgKQwX4RIemCUK5DAuFhci+vNMeVXNSKv+W9P\n", "xHOAPIXa36uMzzGMz3Fqj1Ht8dmDCQwiIiKy6VJpa++LxFBfGPVaWQKjos79CYwjVytly9IhLkRE\n", "ROTdmMDopbxpHJSnYhsoi8dfeWwDZXXn+MuHj/gBAEL9lK2B0S6BUeq5CQyeA+Qp1P5eZXyOYXyO\n", "U3uMao/PHkxgEBERkU1ZJbXi3wMj/AGgzRASk1vjKasz4UJRrWxdNntgEBER9RpMYPRS3jQOylOx\n", "DZTF4688toGyunP8s2z0wFByCMnxa1VoO/e7Jw8h4TlAnkLt71XG5xjG5zi1x6j2+OzBBAYRERG1\n", "YzJbcLmsdZrSAc0JDH+DFgadddaPBrOAOpPZ5vNd4cjVinbrimtNik3nSkRERO7FBEYv5U3joDwV\n", "20BZPP7KYxsoq6vjf6W8Hk0Wa3+HmEAjgnysPS80Go28F4abkgdmi4Dj16vE5SAfnfi3pw4j4TlA\n", "nkLt71XG5xjG5zi1x6j2+OzBBAYRERG1Y6uAZ4tQBRIYGYU1qGqw9vaI9Dfgln6h4mPSWh1ERETk\n", "vZjA6KW8aRyUp2IbdJ9FEHA6rxq5lQ1O2yePv/LYBsrq6vhLezUMjPSXPaZEDwzp7CM39g1GcmRr\n", "UiXbQ2ci4TlAnkLt71XG5xjG5zi1x6j2+Oyh73oTIiLXaDRbsGzfFVyvaMALtyaKY+zbWnu2CP93\n", "+Dq0GuChsbG4f0wsdFqNm6Ml6l2KahrFvxOCfWSPyWYicVMhz8OSBMaEvsGyGDy5kCcRERF1H3tg\n", "9FLeNA7KU7ENgK0ZJdiTVYYLxbX414m8DrfbnVkKALAIwL9O5OOVrZkoqXFs+kYef+WxDZTV1fEv\n", "rW1NTET4y3/vCPFzbw+M4ppGsZeFXqvB2Pgg9A9vTXheKa9Ho9ni8jicjecAeQq1v1cZn2MYn+PU\n", "HqPa47MHExhEpAhBELAhvUhcPpNfDYvQdoJEoKbR3K57+Km8avxgbQaOSn6RJSLnKq1rTRKG+xtk\n", "j7m7Bob0XB8ZGwB/ow4BRh3ig40AALMAXJHMmEJERETeiQmMXsqbxkF5qt7eBidzq3G1orWmRVWD\n", "GTk2bkDOFdageSIE+Bu0aBk4UlHfhF9sz8K/O+m50Rl7j78gCNh1sRQ/35aJzRnFPXpNkuvt54DS\n", "Ojv+giCgtFaSwPCTJzDcXQNDXv8iRPx7gKQXRpYH1sHgOUCeQu3vVcbnGMbnOLXHqPb47MEEBhEp\n", "Yr2k90WLM/nV7dalFdSIf89KCcfv5yUjXNKd/d8n8mVj9V3hekUDXtmaiT/szcGxa1X484GrKKhy\n", "7WsSKanWZEGj2Zo59NFr4WeQXy64swaGyWzBidzW6VMn9g0W/x4Q0VpclHUwiIiIvB8TGL2UN42D\n", "8lS9uQ0Kqhpx6EpFu/W2EhhnJeuGxwRiTHwQPl48BHFBRtn+7NWd499kEbDiVD7+35pz+C63NQ6L\n", "ABy9xuErjurN54AadHb8SyS9LyL89dBo5EVz3TmE5GxBDepM1voWcUFG9AlpLSg6UNIDI9sDExg8\n", "B8hTqP29yvgcw/gcp/YY1R6fPZjAICK325RRLA4LiQlsTUScya+GIKmDYTJbkFHY2gNjRGwAACDM\n", "zyAr4Cft6u4sRTWNeHbdeXx2NE/8JVrqyNX2CRgibyE9p8LaDB8B3FvE82ib2UekyZSBEfIhJIKN\n", "OjpE7mKxWGA2m5UOg4jIqzk9gZGfn48vv/wSK1asQF5ez8amk+t50zgoT9Vb26CxyYJt50vE5acm\n", "JiDAqANgnfUgT9KbIrOkDg3NyYPYICMiA1qTHdKigqU96MLe1fH/MPWqrHjowAg/vDo9SVw+mVvt\n", "kbMeqElvPQfUorPjX9ZJAU/AvTUwTuW1Dh+5UTJ8BACiAgwI8rF+ftQ0mlFQ7VlDu3gOeI9t27bh\n", "k08+QUFBgbguLS0Na9aswapVq3Dt2jUFo3Oc2t+rjM8xjM9xao9R7fHZw+kJjCNHjuDBBx/Efffd\n", "h8OHDzt790Tk4fZeKhNveKIDDbi5XwiGxwSIj0uHkUiHj4yQbAMA4ZJfgMuc3AOjqKZRNkTk+xPi\n", "8dEdgzF9YJg460F9k0UWH5E3KZFMoSo911oEGnXQNXeEsNbLcF0yTzplclKYn+wxjUYjK+TZdsYi\n", "IneZO3cupk2bJltXUlKCO++8E0uWLMHp06eVCYyIyMs4PYHh799aUMtoNHayJSnJm8ZBeare2gYb\n", "0ltn8Jg/NBI6rQYjYwPFdWfyJAkMSQHP4ZJtACBM1gPD/gRGZ8d/18VScYjL2PhA3DMqBjqt9W7t\n", "xj6tMyBwGlfH9NZzQC06O/7SpKCtHhgajcYtvTDMFgHlkn2H2kimDJAOI/GwOhg8B7zblClTlA7B\n", "adT+XmV8jmF8jlN7jGqPzx5OT2BIx58aDO0veoio98oorMH5oloAgEGnwdxBEQAgT2A092oQBAFp\n", "kh4OI2PkCQzptI6ltc67eRIEAdsvlIrLs5tjbHFj3yDx76PXqkDkjUq7GEICuGcmksr6JjGZGOSj\n", "g1HX/rJFWsjT0xIY1Dvs3LkTEyZMUDoMIiKv0P6nDAdJixe1rVoulZqaKo7FackIcdm9yy3UEg+X\n", "vX95w7nW3hfTBoQh1M+A1NRUmAXARxeIBrOAvKpGbNlzACPGjEdlg/XzxE8noG+oj2x/UYPHivu6\n", "WlQm/u1ovF/t/Ba5ldYbogCjDtrcdKTmtz5ec+kM9Bp/NAkaXCmvx6Y9BxBqEFRxfD1tefLkyaqK\n", "p7ctd3b8S2tj0SI3+wIwaFK754f46YHmU6+lB4az49198CgA6/kY3vx50Xb7ynqtuE16bplHXV+0\n", "rFNLPL1t2R327t2LlJQUREZGdrmtmt8LjM+18bmbuakR+85dQ0iItVepJSJJtlxRYS1Ubms50KjD\n", "9aLSDh/vaDlIZ8bYQf0AeF/7tixLY1VDPJ4Un3QUR1c0gpNLdq9duxaLFy+GIAjYtGkTFixY0G6b\n", "3bt3Y9y4cc58WeqAIAhosggw2PjVisidahrNuOc/Z2Bq/jn1ozsGY1BU64fVzzZfxKnm4SOvTk9C\n", "ncmMD1KvAgAm9QvBr2YNkO2vsLoRD61IAwCE++ux4oGRTolz2b4csQfG7UMi8PzkxHbb/HxbJo41\n", "97547pa+mD+06wtTIk/y5OpzyCmrBwB8vHgwBka0v7B465tL2JtdDgB4aWo/zEwJd3ocx65V4ufb\n", "sgAAY+ID8Yd5Ke22MZktuOOL02hq/mxZs3QkAn30To+FvM+JEycwY8YMp+0vPT0doaGhiI+PBwDs\n", "378fUVFRGDJkSJfP5bVx73Uqtwo/25LZo+e+ObM/frXrktue58hz352XjNHxQV1vSL2SPZ/HTr+r\n", "nThxIpYvX47ly5dj4sSJzt492cFktuC5DRdw93/OtBur3zYTR+7X29ogr7JBTF70CfGRJS+A9sNI\n", "pPUv2hbwBORj4cvrmmC22JeLtXX860xm8YYMAOa0GT7S4sY+rTMhsA5Gz/W2c0BtOjv+XU2jCuD/\n", "s3fm8XFV99l/7uwz0kijfZcsWba8bxjbgDGbAYcdxxAcaBJCQ7a2adImTZO0NG8T0iS8Sd8kTWmS\n", "ZqdQG4wBAwbEYiODbcC7JVm2Jcva92UWzXrv+8fM3Dl39uXemTuj8/18/PloRrMc3033/M7veR6Y\n", "0uCBEc841EoF6k06/nH3pF2SsUgBPQdyh9bWVrS1taG1tRUHDx7E6OgoDh06hM7OTuzduxd/+tOf\n", "Mj3ElJD7sUrHl9tkw/aT+xjlPr5EEH2Jorq6Gjt37hT7YylJcGzAzPsN7D07FhI/R6GkE7MzIC8r\n", "DjMRWVmVDxz3/nx62AKHO5BqsCLIwBMANEoFjFolzA4PWM6rlS+KoNWPl4M907D7vrfBpENLWfh2\n", "tg11BfjPwwMAgOODZjg9bFhtPoWSjTg9LMw++ZaCEXpdkKTDxHOK8NYIl4biZ2GJnk8g6Z6cw6qq\n", "0GsGhSIlW7duDXnum9/8ZgZGQqFQKLkNveNOEaebxb6OcfzqyACeONCb6eEImCRu/EYtTsHvMqW5\n", "owSYb/vA4ggUMPK0ypDfLy3P42MZe6fsGDZ7j1mtkkFziT7k9YDQXDDRJJJw2/+1cxP8z7csLo7o\n", "41NTqKNxqiIw384BuRFp+5OGnCadik/gCSYdBQzyvI5WoGwSGHnaJBmLFNBzgJItyP1YpePLbbJh\n", "+8l9jHIfXyLQAkaKKBQMfvFeH549PYrXz0/yq7dyYJa4oRyzOqO8kkKRHosjcDwaNaEFDJ1KESIr\n", "AYAl5XkRPVzIFdmpBFIQPCwXIjnpn7HzshUFA2xtjq7npzISSq4yGSNC1Y+J6KSalqoDgxxLBAkJ\n", "4O3A8HN+nCaRUCgUCoWSq9ACRoqoFAwqjVr+8eCMI4OjEUKuiNlcLKxEC38u6aCylfm2D0gJSX6Y\n", "DgxA6IPhZ3kY/ws/RYIo1fg6MGbtbnx2dztu/+1xPP5WD84OW8BxHF4nolM31hXGlKOQkiwap5oc\n", "8+0ckBuRtn88EapAUAeGRDGqZGGyKIqEZFGpge/g6p6ci/t6kGnoOUDJFuR+rNLx5TbZsP3kPka5\n", "jy8RaAFDBGoKAgWMgVn5FDBmg1bExmkXBiWDWB1kASP8RCRcASOc/4WfZCQkBw/PTFMAACAASURB\n", "VLqnMGR2ggWDd7qn8dV95/Hlveewn5CP3NoSO01hVZURat+M6fK0HSM+yYvV6UHr+UnsOjkScg5S\n", "KNnApC2+okG6TTyjFVPyNEosrwhcKz7sp11RFAqFQqHkIjRnTARqCrX4oN/788CsfNzPg28ox6wu\n", "NBR522xzSQeVrcy3fUB2YISTkADebgsGgF/coWC83hiREEhIbPFNoLrGQ/XxFyYCLecmnQob6gpj\n", "fo5OpcDqqnw+TvVPx4ZgcXrwQd8sn7ZycXIO/3jDgrjGNR+Zb+eA3Ii0/eMtGhTq02viGa2YAgAb\n", "6gtwyudHc7RvFrdESBGSE/QcoGQLcj9W6fhym2zYfnIfo9zHlwi0A0MEBB0YMpKQzDqCOzCyo6WW\n", "kpuQHhiRJCT5WhUaCTO+pmI98iIUOwChqV+8LePniQLG+lojNEqhQeFNzUVQRTAtDIb0wXj9/CTe\n", "653hixeAdxLFconFu1IomUYgIYniO2HUKuE/VSxOD9wJRhnHwulmYfEVPpUMUBAhDcXPBkLW9dGA\n", "WfTxUCgUCoVCyTy0gCECNYXylJDM2D2Cx6SEJJd0UNnKfNsHFrIDI0IBAxDKSMiW8HCQk6vJODT4\n", "DjeLS1P+LikO376xEf+zcwU+t6EaC4p0WFpuwP2rK2J+jp9I0cT+SZ3V6cGlSfl0ZcmN+XYOyI1I\n", "25/sZorWgaFgGBi10nVhCLsv1FBESAXy02DSoTzfO16r04P2EfmnA9FzgJItyP1YpePLbbJh+8l9\n", "jHIfXyLQAoYIkB0YcjLxDNbfj9EODEoGMZMeGJrIK6l3Ly9FgVaJAq0Sdy8vjfqZxQYyhST28d09\n", "OQf/omyJhkOeRokCnQr3rarArz6+FP/vrhaBMWgsagq0uGFhEQCg3qTDp66owm/vW4prFpj415zJ\n", "gkkUhUIiNPGM3vVgktDIUxihGlvxyjAMNtQG5F9HaToQhUKhUCg5B/XAEIHyfA1UCgZulsPknBs2\n", "pweGKG3v6cDNcoIVb0AYpZpLOqhsZb7tA4uggBH5/Kgt1OGZB1cCQEwpR6IpJKR8ZFVd6vp4hmHw\n", "zesb8JVr6qBXK8D4VohXVOTh3Z5pAMDZESvuWlaW8nflIvPtHJAbcXlgxCjoFUpo5JnIOPxcWVeA\n", "fZ3jALwFjL/cUCPqmMSGngOUbEHuxyodX26TDdtP7mOU+/gSgXZgiIBSwaDSqOEfD8pARmIOcyNJ\n", "PTAomcQSR4yqH5WCicuHwqhV8q+zuVjY3WzU15MFjMWlhpifHw8Mw8CgUfLFC0CYnHLaF9MqJn8+\n", "NoTP7GrHzw71YUgG1xtK7sBxnFC6ESNOmDTynJZYQhIPa6rz+XSgS1N2jFpo+haFQqFQKLkELWCI\n", "hNyiVGcc0QsYuaSDylbm0z7gOA7mOEw8E4VhGEEywVSMLoyusUABwz50QZQxhKOpWA+92nt5Hbe6\n", "MGoRr3g4a3fjz8eHMTjrwL6OcTy8ux3ff6tHUJzJFubTOSBHwm3/WUfAjNOgVkCnin6bkK4OjHgk\n", "JACgVyuxuipQQJS7jISeA5RsQe7HKh1fbpMN20/uY5T7+BKBFjBEQmDkKQMfjGD/C8C7Aj7n8oR5\n", "NYUiLXY3y3tPaJUMNErxLj2kyeBkFB8Mu5tF77TXUJMBUKmN3q2RCkoFI4h/PT0sng/GuNUFMlyB\n", "5YAD3dP48t5z+OarFzBszvz1h5K9xBuh6of0wJiOw4cmEabiTEMJhkwH+kDmBQwKhUKhUCiJQQsY\n", "IiG7Dgx7+EKF38gzl3RQ2Uq27IO+aTt6JudS+gyBgadWXOsdQRKJLfIKcPdEwMCztlCLm66TdvuT\n", "MpKzIhp5TtsDkzp1kMzm2IAZ/3l4QLTvkppsOQdylXDbP1HfCUk7MARSlvivGxvqAkaexwbNcMaQ\n", "lmUSeg5QsgW5H6t0fLlNNmw/uY9R7uNLBFrAEAm5dWBEupEko1QplFh0jFrxyLMd+PyeThztm0n6\n", "cwQGniLJR/wUxZlEQkosFonkfxGNFRWBDowzI1bRPneamNRd1VCI/7inBdc1BlJPTg6a4WHF9dyg\n", "zB9I34lYCSSAtAWMqSRMPAHv32P/ooLDzeKUiB1QFAqFQqFQMgstYIhETYGO/1kOHRjhJCRAwAcj\n", "l3RQ2Uo27IOD3VP8z63nJ5P+HIszcDwaRU7oKY4ziURg4FlmkHz7LynPg89LEL1T9ojnZKIIjQ1V\n", "WFRqwLduXIBSX7u/zcXi4kRqHTPpIhvOgVwm3PZPVEIiNxNPPxvqs0NGQs8BSrYg92OVji+3yYbt\n", "J/cxyn18iUALGCJRlq/mnc9n7G5YnZn1miBNPP3jAgISEgolHron7fzPZ1PoIjBL2IFBTrLICU8w\n", "XWnuwNCpFILvSWX7kZCTxELfpI5hGKwkjAtPDZlF+S7K/GMyQd8J0gNjJsr5lygcxwnHkoCEBAA2\n", "ED4YcjfypOQOLMvC46FeYxQKhSIlohYwXnrpJezduxd79+7F6dOnxfxo2aNgGFQb5SMjIVd7FxQF\n", "ukP8EpJc0kFlK9mwD0jvizGrK+lIQmGEqrgeGGQKSaQODLubxWXCwLO5RJ+W7S+FDwZplEj+31eR\n", "BYwsaZnPhnMgl4npgRFPB4ZEEhKr0wOXxyuF0qkU0KsTK3yurMqH1pegMjDrwMCMPcY7MgM9B3KH\n", "/fv348knn8TIyAj/3PDwMJ566ik888wzGBoayuDoUkfuxyodX26TDdtP7mOU+/gSQdQChk6nwz33\n", "3IN77rkHK1euFPOjs4Jq0gdjNrM3S+SN5MLiwCow7cCgxMuUzRXSEp5sF4GgA0NsCUkcKSSkgWed\n", "SZfwZChZVlQSPhjDInVgEKvc5Or3KqJYcmbYSn0wKElBGuGSBbJIFBDHoNnhEe24m0zQiyMYjVKB\n", "ddVG/nG0Loz2ESs++T9n8Pf7zsva8JMib7Zt24brr79e8NzRo0fx4IMP4oEHHsCRI0cyMzAKhULJ\n", "MUQtYHg8HuzZswfPPfccjh07JuZHZwWCJJKMd2AEJowLS/T8z/4OjFzSQWUrct8HPVOhPgrtSXYR\n", "WAhJk+gFDKLNfSpCColQPuI9H9Kx/ZcRUapd4zY4RJgcRfIFqC3U8hNOi9ODS2H2n9yQ+zmQ64T1\n", "wJhLrANDpWD4QhoHYCTJLq1gSAPPRP0v/FxZF5CRHLoU2YT410cHMG5z4dSwBe/1Jm9WnAz0HMht\n", "DIbAApJGo8ngSFJH7scqHV9ukw3bT+5jlPv4EkHUAsa2bduwfft2fPzjHxe00M0XBEkkGTbyJDsw\n", "mokCBu3AyC1m7G785OBl/O6DQbCcuCvupP+Fn2Q7MEgJiVHsFBJilXhqzhV2OwgMPNPgf+HHpFej\n", "znddcLMczo2l3oVBxqiaiP87wzCCLoxTQ9khI0kXFyds+N6bPXilcxycyOdKLpGohAQAFhQHZIrd\n", "KUYu8+NIwcDTz9UNhfAnDZ8etoSVwA2bHYLrWjYU/ijZA3mtUauTO44pFAqFIiQpMfr4+Dh27dol\n", "eO6OO+5AfX09/zjWhbqtrY3X4vgrQtn+uKZpNf//6+wfB7AgY+OZshngVfsDg+dOQAEDWDAwOzx4\n", "+2Ab1ETpSi7bjz5O7PE111yDx9/qwfFB70S13KjB7UtKRfv8Hk8dgumenMObB9qgVSb2eT2DWvgv\n", "N4O93Wib7hJtexw9/B50CgPsLAMPB7xx4BDyVMLXn+jVw1+vnRu8IOr3x3pcBgv64L0enhm2Yvbi\n", "yaQ/j+M4TFid8J/bRXqV4Pcrq/JxoGcagLeAce+Kctkcr+Eeb968OS3f52SB3/SbMG5z4WDPNE50\n", "XsS37tmY8f9/ph8Hb3+7m4XN5e0SUikYFGiVcX2edk4D+I7xAyfOAf2ulMc3ZVoMP47pMQCNCX9e\n", "sUGNBXoPum1KcADe6Z5C9ex5wet//9YJAIGV8WMXBtBs707b/vA/J4fjYT4+lhrS0JNhmCiv9CLn\n", "Y4GOT9rxpRu3253275yZmQF80r5c27/+x+RY5TCebBof2bEWC4YTcSmqt7cXDQ0NAIB9+/bhjjvu\n", "CPu6N998E+vWrRPra2XDmNWJB58+C8C7yvzcX6zKyDicbhZ3/N47SVIwwKufXYNP/W8739r7u/uW\n", "oqZQF+0jKFnA610TeOLgZf7xkjIDfnZ3i2if/6XnO3HBF8epUjBw+7TtP/xYM9bWGKO9NYTvvHaR\n", "16B/9+YmXNVQKNo4AeAvn+3gTTr/a/sSNBYHuo7mXB7c+8dTYDnvtH/vp1elzQMDAN44P4EfH/Du\n", "p/W1Rjy+rTnpz7I6vf8XANAqGbz4mdWCm+JLU3N49LlOAECBVoldD62EIo6b5lzndx8O4ukTwq7A\n", "RzdUY8eqigyNSJ4MzTrw6V3tAICyPDWe2rkirveR16LNCwrxz1ubUh7Lfx8dwP+eGgUAfPqKKjy4\n", "tjKpzyHHtrBEj/+8d4ng959/rgM9U4Fus9pCLX5737IkR03JNo4dO4abbrpJtM9rb2+HyWRCdXU1\n", "AOD555/HvffeC47jsG/fPtx5550R35ur98aU2JwcNOPrr1xI6r2PbW3Ed1t70va+VN7749uasbo6\n", "sftHyvwhkeuxqBKS3t5e7N69G7t370ZLi3gTqWyhxKCG1hdZanZ4BEkg6WSW8Bso1KnAMAzK8gId\n", "MaNWV0gljpJ+UtkHU3Mu/NeRAcFznWM2XJ4SxzzWw3LonQ581jULAgWHZNI0LA7pJCRA9CSS7smA\n", "gWc9YeCZrnNgRUVA1tE+kpq5JplAYtKrQ1b0Gkw6PhVi1uFBr0jHg1SkYx8MzTrw7OnRkOd/dXQQ\n", "L7aPSf79ciZ4+yfqf+GHLBiGk54lg8DEMw4z0Uhcs8DER4lfnJhDLyER6ZmcExQvAGBw1gGnJ31G\n", "nvRvce7Q2tqKtrY2tLa24uDBgwCAjRs34umnn8bTTz+NjRs3ZniEqSH3Y5WOL7fJhu0n9zHKfXyJ\n", "kPxdQRi2bNki5sdlHQqGQXWBlr8hGph1CBza0wXpf+H//lKigDFudUIf8i5KNvHk4QFBsoefN85P\n", "4JENNSl//sCMg48wLM1TY2NdIQ50e6UJyfhgmEkTTwkKGNGSSLrGQg0800mlUYMSgxoTNhdsLhaX\n", "puawsCQ5Hw5BAkmYSR3DMFhZmYc2n2Hh6WGLYHI5H/nVkQH+WF5caoBWpcBpX8zsL97rh06lwC2L\n", "SzI5RNlAJpAUJ+A70WDSQcEALOctGM25PCl3OU2RccEJFFOCydMosam+EO/6pFVvXZzCw+v1/M/B\n", "sJz3+jffzxtK4mzdujXkuerqauzcuTMDo6FQKJTcRdQODEqQkWeGkkjIBBK/O3xZXkDjO251ZUxz\n", "RwmQ7D442jeDt4kb77uXlfE/t16YEiXGkDTiayrWYzkRB9oxmngXgcDEUyN+UU9g5BmURHJ+IvB/\n", "WUQYeKbrHGAYBisqAtsvFXPNKaI4aYpQHF2ZRUaeUu+D4wNmHCJSJb58dS3+9ZYmLCkLHAc/efcy\n", "DnaHTmTnA8Hbn+xeKkogulSjUqDWJ0vkAFwSofMn2WJKOG5YWMT//PbFKXAcB5bj8A5xHTUQxlCX\n", "p9PXuUT/FlOyBbkfq3R8uU02bD+5j1Hu40sEWsAQGTJKdTBDSSSxOjBoEkn2YnN68P/a+vjHW5uL\n", "8PlNNfxkdsLmwrEBc8rf00MUMBqL9ajM16DYN6HxdxHEC8dxAglJXpo7MM6PZSaBhGRlVaCosOfM\n", "GOxJxqlOx5HMsKpKWMCYr4kbHpbDLw/384+3NhdhaXkeDBolvr9tIR8vzXLAzw71iVL4y3YEEpIE\n", "iwaNRBJJjwhJJFMCOUtqRc8NdQXI88U3D5ud6Bi1oWPEyvtCGbVK3Ep04chdekWhUCgUynyGFjBE\n", "ppowx8xUlKrAA0Mb2oExZnHmlA4qW0lmH/z+oyG+AFWoU+Hzm2qhUjC4qTmwwvj6+YmUx9ZDFCga\n", "i3RgGAbLCS+HRGQkDg8Hl29yqFYwvE+MmJCTLXIVec7lQd+MdzKiYIAmIlI4nefA9U1FvPfHiMWJ\n", "p44PJ/U5Qg+M8JO6xmI9/13Tdjf6pjMb6RwNKffBSx3j/ERUp1LgkSsD0iqjVoUfbFvIeyvMOjzo\n", "FCHiNtsI8cBIIkLVTxMhuUi1gOFhOUEh3pRiB4ZGqcC1C0z847cuTgrkI9c2mviCFpDeDgz6t5iS\n", "Lcj9WKXjy22yYfvJfYxyH18i0AKGyJAdGGJKSPqm7XGv2go7MLwTGYEHho12YGQj58dteOFswHTw\n", "C5tqeMPGmxcFVg/f650ReE4kQw9hxOfXgi8nZBCJFDAsQf4X8UTJJYpAQkJ0KRwfNPMGnnWEgWe6\n", "KdCp8DnCm+TZUyMJdbH4mRJ0YIQvYCgYBitIGcmwvGUkUjBjd+OPHw3xjz+5tgIlecJJsEmvxpV1\n", "Bfzj4yJ0LmU75PGVaNeDmEaeM3Y3f94W6lRQKVK/ZtxIFHkPdE/joM8TAwBuXFiEelNg8YF2YFAo\n", "FAqFIl9oAUNkBB4Ysw5R2refPNyPR57twKPPdcRVxCDTTwqpB4ZsSXQf7DkzCv/RtL7WiBsJXXdT\n", "iR7NvhVEl4fjDTeTwer08K3VKgWDOt+NPVnAaE+kgEH4X+RrpCkgCCQkRIGu9fwk//NV9cLo1nSf\n", "A7csLua9MDwc8LO2PrAJXh+m7dFNPP2sEvhgyHdiLtU+2HN6lD/uqgs02L6iPOzr1hFxwMcG5bud\n", "pCKaB0aiEpImQQFjLqW/fQIDzxQSSEhWVuajxHedmLG7+UJ/qUGNFZX5ggJG/4ydj42WGvq3mJIt\n", "yP1YpePLbbJh+8l9jHIfXyLQAobIFOtV0PvMwKxOj6AbIhnevjiJPWe8q+7DZmdck5HpMB4YJr0K\n", "/s79GbsbziQ1+PMFuenhZ+xuwYrhZ9ZXh3QykEkKr3clLyMh27/rTTp+9XNhiTfBAfDKIMatzrg+\n", "TxihKk0qD1nA8K8iz9rdOHx5ln9+66JiSb47XhQMg7/ZXMefh2dGrHi9azL6m4KYCopRjYTAB2N4\n", "/vlgXCSO4QfXVkKjDP+nbk1VoIDRMWLFnCs02Wc+kWyMKgCU5an5AqXV6UnJa4k08Izk9ZIoSgWD\n", "65tMIc9fv7AICoaBQaNEeb73uzwcMJghE24KhUKhUCjRoQUMkWF8Uap+UvHBGJhx4N8Jw0YgvtbW\n", "cB0YSgUjaKHef/D9pMeV6/zy/X7c/YeTePpEcj4F8ZKIFu2Nrgk+CrKlzBDWjPLGhUV8saFzzIbL\n", "SbZBCw08A6uSKgUjSG+IV0ZCxr1KEaEKeE34/IUBi9MDh5vFge4pfhW1pcwgWGEFMqMFXFCkx45V\n", "FfzjXx8dEPhaxEIQoxolormpWM+bFk7a3BkzFI6FVPuAlFBVGbURX1dkUKPJd4x7OPDxqvMFcvt7\n", "WC5mTG80GIYJkpEk74MhpoEnyY3NoUVM0j9IICNJkw9GLmmSKbmN3I9VOr7cJhu2n9zHKPfxJQIt\n", "YEiAGD4YTg+L77/VgzmXsFMiHnOxGSJGtYCY5JQaAjKSWZf4PgS5gNnhxgtnx+D0cPjz8WE4PZnv\n", "VGE5Di93Bjoqbl9SGvZ1BToVNhEyiTeSNPMM53/hZ1kSPhgWJ+GBIZGERMEwgpXaqTkXWi8Euhtu\n", "znD3BcmDaytRke89F80OD35zdDDu907H4YEBeAuWZHTrB/3zSx6RSNFsbTUhI5nHPhik74RRq4zY\n", "tRKNJpGSSCYFEhJxOjAAoLlEj1pC5llv0gmkLw0ZKGBQKBR5MTTrwMlBc1L/hmS6WECh5BrS9HPP\n", "c2pE6MD4zdFBXJgIvQFMuAODaNkvIzowKpuWJDWuXGfM4uJ9JlweDhfG5wSTdjGJV4t2YtDMH0d5\n", "GiWuC9MG7eeWxcVou+SVmrRemMJn1ldDmaABHrly2hRUwBAaeca3Wi2UkEhnollsUPMGtaeHLegY\n", "9canqhQMrmsqCnl9prSAOpUCf31NLb7zWjcA4PXzk7h9aSmWlkc/zlwelvd1UDCx5Tirq/JxpM8r\n", "ofnN0QEsLNFjJeGNIQek2geJyJbW1hjxnE+mN98KGOT2n0pBPuJHtA4MQkJSLJIHBuDtErl5UTF+\n", "96HX4HXroiKBFK++iEgiScJkNxlySZNMyW3kfqyKNb5RixNff+VCUu/98W3NqCoI3/Un9+0nd7Jh\n", "+8l9jHIfXyLQDgwJII08uyfm0D9jR/+MHX3TdkFxIRKHLk1jL5E28cDqQMv55Wl7VD07x3GYcZAe\n", "GIEJozCJJD7/gvnGWJCvQ3uck3Qp2dcR6KS4eVFx1CSN9bUF/Mr8hM2Ft4mowHhgOU6QjhHSgVGe\n", "B//t/sWJubg8A4Sr4dLVTMmOhN2nRvmfN9QV8FIqubChrhCbFwS6ZQ5dim26Oh0kDYtVmLq1pYTv\n", "9HB6OPzTaxdxYdyW5IizB47jBMaxxhhdPysr83np1aUpu8DIcj4xITDwTO58aRREqSbfwSDowEiy\n", "mBKJj68sx32+fx8PMndtoEkkFAqFQqHIHlrAkACyA+NI3yw+u7sDn93dgUee7cD9T52OarA4anHi\n", "J+9e5h9f1VCIh9dX8SvXNhcbNQbV7mZ5rwSNkoFOFdjFpUQSyenzl0PeS0GI8Vz7aPxpG4kSjxZt\n", "wurCe72Bye3tS0qivNrbbUBKTP54bAiuBGQwIxYnbD7ZUoFWGTKRydeq0FDkvclnOa/XRizIyWSe\n", "RBISQLhqfImYfEQy78y0FpCMvo3HeyFe/ws/Rq0K//axZr6wY3Ox+Mf9F9E/I5+JmRT7wO5mee8T\n", "jZKBRhX9z5xercQyovvl+DxKIyG3vzBCNbmiwYIiHV/g7J+xJ20WLezAELeAoVEq8LmNNfjcxhqo\n", "g2Qy9abA3+7+GUdazJwzfR2iUOJF7scqHV9ukw3bT+5jlPv4EoEWMCSgjkhuCIblgKdPjER87zMn\n", "RvgV6/J8Nf7u2nowDBN3Rv1MUAIJ2R5blh+4EZx1Uw+McAQna7SPWDOa4LC/a4LXpa+szEdDkT76\n", "G+BdYfQXvIbNTrx6Ln4vjEtB/hfBSScAsIKQIZyMY7JnITqCpJSQhPOEMGqV2FBXINl3pgIpx+ka\n", "s8XsZhEaLMY3qasp1OIH25p575EZuxvffPVCSKdRLmFOIvVmLRGnenyeyUj89BN+TWTsdiLo1Uq+\n", "fZrlkveREHZgpK97Kl+r4qNWXSyHITPVs1MoFAqFIjdoAUMCCnQqfGFTDRpMOlQXaFBdoEVNgZZP\n", "SRiYdaAvzI0dy3GC1fa/3VzPm3DGW8CYJQw8g9vmyZtSj9YISijjQR0Yk3NujFikmezF0qJ5WA6v\n", "dI7zj+9YGr37wk+eRimQHf3P8eG44yGj+V/4WVMdKGDEs1otkJCkqQPDz/VNRRHNCDOtBSzQqdBY\n", "FEjA6ByN3s0ijFCNf1LXVKLHv97aBK3vAjRqceGrL3Xh10cGcLRvBjZn5qJDpdgHliRSb9YRBYxj\n", "g+Z5EztLbv+LE4Hjb2FJ7EJpJMQw8pwUyFnE7cCIhb/DDEiPjCTT1yEKJV7kfqzS8eU22bD95D5G\n", "uY8vEWgBQyLuWlaGX+9Yit/fvxy/v38Zfnf/MmwkEiKOXJ4Jec+5MRsmfaushTqVwB1/AXFTFS2J\n", "RNCBEbT6KPDAsM5PnXcsgiUkgLcLIxMc7Zvlx1OoU+GaBZHNO4O5a1kZSn0T+sk5N15oH4vxDi/C\n", "CNUIBYwqI98mfm7MBmuMCTD5e0lNPMNMdCLJR+TCyqpAMehUDBkJ6YERLYEkHMsr8vHYzU18Z9io\n", "xYXdp0fxnde6sf1Pp/CVF89hfwKdOnKGTL2J5X/hZ3GpAQa198/huNUl6EaYL3QTptGpFTBSM/K0\n", "u1lexqZSMJJFL0eC9MGIJ/WLQqFQKBRKeqEFjDRCRlwevjwb8vv3e2eI1xYITPqSkZAU6oQ3fsV6\n", "NfwfOW13yyIiVG6Ea62XygcjlhbtZaL7Ytvi4oRiDbUqBR5cV8k/3nVyFGZHbAPZbkEBQxf2NQU6\n", "FZpLvZMUlgNODUWfeJudZAeGhCaeQa3mtYVaLCkzRHy9HLSAZCrI6RjbUSghSXw7rq8twD/esAB6\n", "tfA4YjmgY9SGn7x7GSfS7P8gxT6YTaIDQ6lgsHoexqn6t/+kzcUXz3UqBaqM4V3040Fo5Jl4ASO4\n", "00gRRsYmJfVp7sCQw3WIQokHuR+rdHy5TTZsP7mPUe7jS4SkCxgsy8LjyVzrcTaysa6AX7k+M2IJ\n", "mVCSBYyrGgoFv2sI6sCI1OI86xAmFZAoFYxglXpinrrtR4LjuLCdKZnowBi1OPFBX6DIdRthzBkv\n", "ty4uQbVPj25xerCLSOYIh8PNYtAX18oAUf02yO6gWDKSZFr6kyG4A2Nrc3FYDw85QfqJdIxZoxYV\n", "p8mJnS65tvprG0146oHl+JebG3Hv8jJBuz/gjW9ms1w+kUiEKsm6aqGMZD5xcUIoHUs0eplE2IER\n", "PTUrHFIaeMaDIImEdmBQKBQKhSI7kipg7N+/H08++SRGRoRmlMPDw3jqqafwzDPPYGhoSJQB5hJF\n", "BjVafCvCLAfBBHVgxsHfLGmUjGCCCAAlBjXf4mxxejBpC7+aHmziGQxp5DlmoQUMEqvTA7vPNV+t\n", "YPhiU/dkfHGhiRJNi3Z+3Ab/bf/KyvyIueLRUCkYfPqKKv7x3jOjUYtWvdN23jC0plArSLAJRlDA\n", "iLFanS4Tz2JDoMMIAG5qji4fkYMWsMSg5lOLXB4OXVFSXciUiEQlJCT5WhWubjDhi1fV4sntS/G7\n", "+5ZB7fPH6Bq34WB37EhXsZDGAyOwnRIpmJFGnicHzWlJoMg0/u1/cTJw3DWlIB8BgAqjhu/ymbG7\n", "+c6OeBEYeKZwnCcL2e3YN22X/DiQw3WIIi09PT149tlnsWvXLvT19WV6OEkj92OVji+3yYbtJ/cx\n", "yn18iZBUAWPbtm24/vrrQ54/evQoHnzwQTzwwAM4cuRIqmPLSTYKZCSB/FrMFAAAIABJREFUjov3\n", "CfPOdTVG6NXCG2+GYYTmYtPhW3Nn7ZE7MABhlGpw4sZ8h/S/qDBqeN8RlvN6PWRqLHWm5Nu5r2sy\n", "8Xp2h4fD/xwfjvjaQUL3X2cKLx/xs7wyH2pftaB32o6JCJ4qTg8Lhy/WV8kgalEkVbQqBe5eVgYF\n", "A+xYWY4KY3JJCulGICOJ4oNBemAkIyGJRE2hFvcuL+Mf/+7DwYSid+UGKVmK1wMDAOoKtbxvjM3F\n", "oms8ved8Jrkokv8FACgYBo1FyctIpkgDzyTjXFOhQKfiCydODyeZiTNl/tDZ2YkdO3bg/vvvx+nT\n", "pzM9HAqFQsl6RJ1NGAwBvblGkx2Th3SzqT4Q6fhBvxlu3+rO+4QnxlUN4c0aG0yBm8JI2twZIoUk\n", "2MQTEBp59qRB35tNkPKRsjw1lhIxl1LISKJp0caIm+byJCMNAe9k4uH1gS6M/V0TcLrDT07HiYlD\n", "eV70iYNOpcAyYvtEkpEI5SMqySUdX7yqFi99ZjUe3VgT87Vy0QKuqoqvgDElWJkWd2L3idUVfHfM\n", "kNmJlzvFM/T0sBzeuTiFM2H+b1LsA3PQMRcvDMMIujDmgw+Gf/sLChgRzHsTgfTPSdTIU6xOo1SI\n", "13NKDORyHaJIh8fj4WXX2ZxwJPdjlY4vt8mG7Sf3Mcp9fIkgagGDvDCr1dFvsMmN2NbWNm8eNxXr\n", "UaDyTiCtTg/ODFvw+jttODPsvVlmADBDHWHfT5qLHe28FPbzw3VgkL9fQNyY7T41gvd7Z2S1fTL5\n", "mDTwZC1TWFYemKAf6uyL+X4xH7dfGuQfTw1eSunzHJdOw+g75lweDvsPvh/29RPE/988Nhjx8/yP\n", "SRnJa8cvhH29JUyEqtTb78j778nieIr3sb2/g//57IgVB98Nff2777ZhhpjYtR87Kup4Tn5wGDuJ\n", "6N3fH+3j02NS/fwfvXgUj799CV/bdx4XJ2ySb8+e/kCXkVGrTOj9ZJzqwe4peFgu48eHGI//9fkj\n", "eOiZM3i9ayLk928dbEP/jHeSrmCAoc7jKX8fOxW4fhzpvBz3+0fMTrzeHnhvsUGdke2lmZviHx88\n", "0Snp950+fTrjx8d8fpwOVqxYgR//+Md44oknsHbt2qivldO2ybZjVezxJcPMTKCzOtHxpRu3OzF5\n", "nxhE2z7Zfvy1tbUJOqzkMJ5sG18iMFyUcvD4+Dh27doleO6OO+5AfX092tvbYTKZUF1dzf9u//79\n", "2LZtGwCgtbUVW7duDfu5b775JtatW5fQQHOJnx/qw0sd3oSJ7SvK0FSsxxMHLwMAlpXn4d/vWhz2\n", "fR/0zeLbr10EAKyoyMNP7gx93eee6+BXjP7z3hYsLBGmMNjdLL72Uhcu+FbctEoGP7xtkWA1PRF6\n", "JudwdsSKGxcWwZBAuzbgje0z6VUZaRMOxx8/GsKffRKLnWsqcMuiYjy82zu5NGqV2P3QyrQ54v/t\n", "i118+smPbmvGmiBPlFQ+74nbm7GqKvTzHn+rB+/4/A++fl09bl5UEvUzO0at+MqLXQCAUoMaT+1c\n", "HtJhcXbEgq++dB4A0FJmwM/vbknp/5GrPPTMGYz6PGl+cXcLFgelp8za3djxZ+8fHoNagb2fXi36\n", "GJxuFo8828G3zO9cU4GH11fHeFd0WI7DXzxzlpdEfXFTDe5dUZ7yWKPxrf0X8GG/tyD8vVubsKGu\n", "MMY7AkzPufDQM2fh9Mme/vrqWty5rCzGu+TN9JwLn3jqDDh4j53dD62Emkg0Is/jBpMOv96xNOXv\n", "PDNswdf2ec/7hiIdfv3x2J/5Yf8sfvD2JUEHzU/uWCQwuk0XL7WP4efv9QPwRjF/47qGtI+Bkh6O\n", "HTuGm266SdLveOGFF3D33XeDZVns27cPd911V9jXzfd7Y7lwctCMr79yIfYLw/Dj25oFiVbp+M7H\n", "tjbiu609aXtfKu9NdvtQ5geJXI+jdmCUlpbiS1/6kuBffX19xNfPzXknxRzH8T9TQiHjVI9cnhWk\n", "j1zdEPlmW+iBEd7dPZYHhk6lwPdvXYgqnz+Aw8Phn16/mFTe/bjVia/tO4+fHerD/3kzsQvZ0yeG\n", "8YXnO/G55zowKhONMdmBUZanQXWBlt+GZocH/YRHRLrHkiqkdGgsgl8FKSEpNcT+zsWlBuT5ilbj\n", "NlfY7WMl/QgkNPDMdkgfjFNDodIFYYSqNAU/jUohMH3dc3o0ordJvHSMWgXH23AaznWBhCTB2F6T\n", "Xo1PkJ0oHw0JjJGzkSGzkzcEtrlYnBkWyuEECSQp+l/4WViih8rvkTNlj3qNZzkOfz4+jG/vv8jv\n", "OyUDfPmq2owUL4Cgv7VT9F6Gkhp+SbVCoYjZnUyhUCiU2CQlIWltbUVbWxtaW1tx8OBB/vmNGzfi\n", "6aefxtNPP42NGzeKNshcY3VVPm9mODDrEJh5BsenkpTlqXl3d7PDI5jUAN7CkSCFJIL+u8igxvay\n", "acHk/Nv7LyY8WXmpfZyfoB4bMOPcWHw+EV3jNvzhoyH+u9++OBXjHemB9MAozVODYRgsLQ+shIvt\n", "gxGpXcrDcoK0kLIYfhTxQBYwwkXFAhDs/5I4vlOpYAT+DeF8MMxhJCRyIZOtm8EIjTxDj7Npe3qS\n", "GW5sLhKYvv7xWGppUgeCEk2GzcKJrBT7wJxibO/9qyr4Aq/Z4cFvPxiM8Q55MxK0zQ/3CVt4L0wE\n", "zEpTNfD0o1crBdcG8m8cicvD4l/e6MYfPxriiywlBjWeuH0R7l6euc4X0gPj8rRD0mhhOV2HKNLQ\n", "2NiIPXv2YM+ePWhqasr0cJJG7scqHV9ukw3bT+5jlPv4EiGpAsbWrVvx6KOP4lOf+hS2bNnCP19d\n", "XY2dO3fik5/8JMrLpW0TzmY0KgWuILTWvm5l1BZqo6Y/MAwjNBcL6pqwOj18DKZerYAmSuJDiYbD\n", "925tgtb3mhGLE99+7ULccaEON4uXO8cFzz1/Zizm+1weFv/3QC/IZLqPBmYjvyGNjFlDiwaktKZj\n", "VHwjz3BMzrn47WPSqaLux3gpNUQvYHAcF9SBEV/RZF2MONVgE09KeMgCxpkRS8iEiTQ2NIXprBIL\n", "BcPgkSsDspHXuyYEXTSJ4GE5HOwRFieDJ9NSkGpsr1alwBevquUf7z83kbZzXwqCUzSOXJ4RdO+J\n", "beDph+wmJLsMSfaeHcNhwsB6VWU+fnlPC5ZnqPPCj0mv5gv8DjeLH77TK0mUNmV+sGTJEmzfvh3b\n", "t29HSwuVUVIoFEqqSJdpSInKpjCdFlfVx9ZqNwhWhoQFjFgJJCSbN29GS1ke/vmmRih9tgXdk3b8\n", "d5yrjW9dnMKsQ3hDd7BnOmYXx9MnRkLST84OW2VxczgeRraxrDxwIy12B0akPGay3bosX5x201jx\n", "uWaHBy5fJc2gVsTtZ0IaeZ4YssDDCifeyUZapgM55WHXFmr5woTZ4QlJPpgWJDNI24K8vraAb6H3\n", "cMD5JONEz45YMGkTdokFT6bF3gccx8EikC0lV+zZVF/IJ0ZxAH7xXl/IsZ0tBG/zwVknL/e66upr\n", "BDGnYklIAKFU8uSQJaQQxnEcXuua5B/ftawUP7ytGUUy8US6cWER//PbF6fwlRe7MCCBjFBO1yEK\n", "JRpyP1bp+HKbbNh+ch+j3MeXCLSAkSE21BYg2A4ymv+FHzKJ5FLQJGfWEd3/IhxX1hXgb66p4x+/\n", "2D6OU0ORoxwB743n82dG+cdqn9bZzXJ4qSNyF8bFCRuePhFICPBrpF0sFzU+Mh1YnR7YXN6kDo2S\n", "4VduF5cZ+AJP77QdZof0evgxC9kJIk4cMSlDITst/JCSlURMVetMWpT4Xm91ekImu+RqeDLt/PMF\n", "hmGwMkqcKhmhakpDtCSZwNMZpzQsmHeC5COA9xiR8hyyuVi+e0mnUvDXmGT44qZaqH0n//nxObx6\n", "Trxo2XQSruvliE/SMTDj4A1LSwxqUYtj5fkaNPsKIm6Ww4f9wk67c2M2vgivUynwyJXVUKawv8Tm\n", "kQ3VuG1JwMj40pQdf/XCuYhyGAqFQqFQKOmBFjAyRJFBjRYiaaBQp8KS8thJIAuIAsblqeAODML/\n", "Qhd9skjqoLa1lGBjXQH/+Cfv9sLuZiO+98SQhS+e6FQK/NXVgXbrlzsn4AzzXjfL4YmDl3m5zPKK\n", "PNy5rJT//Uf9ofKDSFycsOGl9jFRJ0JkV0JpnoZP09CpFIIkl87R5FajwxFJiya2gScg9LQYC9OB\n", "Eez/ES8Mw2AtIYcK9sGQs4REblpAgQ9GUBFx2k6aeEq/HZcQ16ZzSRzzHpbDuz2BAgZZSCAn1GLv\n", "A7OIBbOqAi0eIAw9f/fhoOwMPSdtLvzm6AAOdEf2EQpnoHmkz1tMeOX94/xzzSJ2X/ghuzCCZSRv\n", "nA90X2xpNEGvlleBU6NU4G831+Nr19bzhSyr04N/fr0bL7XHlkvGi9yuQxRKJOR+rNLx5TbZsP3k\n", "Pka5jy8RaAEjg5CGnZvqC+JafYrmgRErgSQSDMPgK5vrYPAZhA7OOvGHDyNLSfYSXhe3LC7GLYtL\n", "UO6TOszY3XgrjCnnMydHeK21Rsng77bU48raQNHkozD+CeE42D2FL+89h5+/14+fHeqL6z3xEM7/\n", "wg/pg3F2RPpOEcFYRJKQlBBdFVM2N9xB7fDJ+F/4WVsd2ciTlJDIzcRTbqysDBxnp4ctAp8CgQdG\n", "OgoYgg6MxAsYJ4fM/GS/WK/CGuIYkTKJhCyYFYjQ8XP/qgpUEoae/3tyJOXPFJNfHRnArlOjePyt\n", "S2GTpDiOC5GQAN7jy+JwY9geuAUQUz7ih+wqPNo3y193nB4W7xBFl5sXFYv+3WKxraUEP71jMf83\n", "DgB+dXQQTk/kIj+FQqFQKBTpoAWMDHLXsjKsqzGipcyAh9ZWxX4DvG25fuPNGbsb00RrubADI7YH\n", "Bklpngaf3xTopNhzZiyscd1gUGrK3cvKoFQwuGtZwDF+79lRweTraN8M/ud4QDrymSuqUFuow4rK\n", "fH5l6/J09Kg9AHi3ZxqPv32JbxF/79KMaN4ZUQsYxGRu79kxHLoU2hqfDJG0aGPEdigXqQNDrVTw\n", "6RUcvCu3JBNEV0ZJgt9J+mCcHbHCQXTgWFJMhJASuWkBG4v1fJFncs6NPkJvP5NGDwzAWyj1JyVN\n", "2FxhfVOiQaaPXNtYhCqjln9MJpGIvQ+EBbPUCz1alQKPbqjhH7/TPSVpIkUicByHY77CLwegM8z1\n", "etbh4bvpDGoFFpV6ixQs5y0aO/QBiYRYCSQkC0v0/PXU4vTgjE8adfjyDJ8WU5GvEcin5MjiMgP+\n", "454lfHeaw80KzE9TQW7XIQolEnI/Vun4cpts2H5yH6Pcx5cItICRQfI0Svzbx5rx87tbUGGMb9Ko\n", "YBjUmwKTgcvTgUmOoAMjiXb9bYuLsc4nB+AAPHGgN0QO8sLZMT7u7sraAj415WMtJXxhpXvSjpND\n", "FrhZDr85OoDvvNbNr7wtLTfg3hXehBqdSoEVFYEb12NRujAOXZrG42/1CNJLXCwX068jXoIlJCRX\n", "1Br5jhabi8V3W3vwh4+GJJvIjFrFN/EEokepkh4YJQl2YJTmaVBX6D0mXR6On6QAgNVJJELQDoyo\n", "KBhhLC0ZLyzwwJAwhcSPUsFgcWly0ik3y6GNKPJd32TiuxgAaZNIpCiYXdVQyHdzjFtdskkkGbW4\n", "BNKi/jAGk2T3RXm+RiDpOHx5BhcECSQGiA3DMIJOw/d9xe83CPPOmxcVQ8HIx/siEoU6FdZUSWfq\n", "TKFQKBQKJT5oASMLIZNIeqcCN6CCFJIYk5xwOiiGYfDVzfXQ+6QkfTMO/OK9flyesoPlOFidHrzW\n", "FTCyu3dFoOvCqFXhFqIN+M/HhvF3+7qw61TA7LPYoMI3rmsQSGWuqA2s3keKU32/dwbff+sS759B\n", "3up+0B/+PTN2N769/yK+vLcTPzl4Gfs6xnFuzBqx7TeaB4RRq8K/fWwhKvIDk7Cnjg/jsde7Bc76\n", "HMfB7mYF3SfRiOiBIYGJJwCUGogkEptwEin4/yeRArCuJiAHIgtRZhl3YMhRC3hTc+Aceq1rgk++\n", "SLcHBgCBR8+5BIw8jw3M8vu9NE+NpRV5ggLtsDkw0ZbSAyOZCNVwKBUMNjea+McHw5iTZoLgfRK2\n", "gEEUiyryNdhIFDAOXZrhu/b0agWqCsS71pAE+2BM2VyC6/ZWGctHgiGlVWIVsuR4HaJQwiH3Y5WO\n", "L7fJhu0n9zHKfXyJIC9XPUpcNBTpAXhXZ0nd80wSKSTBVBg1+Msrq/Hz9/oBAPu7JrC/awJGrRLl\n", "+Ro+qaPepMMVhHkjANyzvAwvdYwDAE4FpSisrzXi69c1hLS/X1FjxG98Px8bMMPDcoICx9G+Gfzr\n", "mz18B0dNgRYPrq3Ejw70AkCIs72fP3w0xN8knx+fw35f4UWlYLB5QSH+4foFgu+JZZy5sMSA/7in\n", "Bd9/6xLv83Ckbxaf2dUOrYqBzcnC5vKA5byRmF+9tl5gyhgvTg/LT1YVTOLdENGIuwMjARNPP+tq\n", "jHjBZ2x3jPDBECPScj6xqb4AhToVZuxujFtd+GhgFquqjJjznXcqBZM2L5FkfTBI+cj1TUVQMAwq\n", "CQlJOE8GsSA7MMQ83rY0mvBKp/cacrBnGp/fVJPxroFzQfukfybUA4Pc1hVGbypIsUGFSZtbYNTc\n", "VKyX7P+zqiofBrUCNheLYbMTv/1wkO+kW1GZh+oCbfQPkBGknLBdJp04FAolPEOzjpjS5HCk4m+j\n", "VAAnB8N3E7MlCyL+jnrqUCiJQWcUWUgkI0+hiWf0SU40HdTtS0vRdmlGYMhodnhgdgS6Pe5ZXsYn\n", "dfipM+lwZW2BYHVNyQAPX1mNHSvLw94gNxbrUaRXYWrODbPDg4sTc1jsW/kdmnXg+29d4osX1QUa\n", "/Pj2ZhToVPjZoT7Y3SwGZ50YmLGjpjCwTVweNqIrv5vl8E73NLY0zWDzgsCq6ngUDww/BToVHt+2\n", "EL/9YBC7T3s7S8KlEvTPOPAPr1zAX19Th4+1lIT83k+4fUCOo8SgFjVWMFoBI9kUEj+rq/KhZAAP\n", "B1ycmMOUzQWjTsVPvBUM+M4euSBHLaBaqcDNi4rxrO/42n9uQnC+m3SqkPNOKpaUBzowusZtIcXF\n", "cDg9LN4j0iaua/KeY5VE99KIxQmO48AwjMQeGOIVelZXGfnC0oTNhfYRK1YkUaAUk+ACxsCsI2Qf\n", "kTfvFfkaKBgGG+sKQyJhpfC/8KNRKnBlbQEO+FJpXhPIRyJfH+VIY7EeOpUCdjeLcasLY1Znyl1y\n", "crwOUSjhkPuxGjy+UYsTX3/lQsKf89jWxqTHMGP34LutPVFeET7BKJXvnC/I/fgD5D9GuY8vEeQ1\n", "o6DERQMRpXpxYo6XkSRi4hkNBcPge7c24UtX1eLqhsKQbo4ivQo3NReFfe99q8r5nyvyNfjJnYtx\n", "/6qKiKt7CoYRdHL4ZSQelsMP3+nlJ8AV+Rr86LZFKM3TQKNUCFINPgiKYP2w38y3sJflqfG5DdW4\n", "vskkkEacCKqCj8U5gVcqGHxuYw3+8YYFfGoLif9/6WY5/PTdy3jycD8vA4gH0sBTTPlI8OeRHSdu\n", "luO7PhgkZxJp0CixlFidPD5ohoXoCMrTKDO+Yp0tbFscmNS93zvDRxYD6ZOPAF4pUbHB+31zLjZs\n", "ykUwH/WbeVlVlVHD+2gYtUq+gDXnYjHrEMd8NxiLiDGqJEpf55afAxmWkXhYDl3jwgKGy8OFRCQH\n", "S0gAYGN9AYJZWCxdAQMANhE+GH60SgZbCGlONqBUMAJpVQf1waBQKBQKJe3QAkYWUpGv4RMCzA4P\n", "Pr+nEz9997IgWSKWiWcsHZRaqcA9y8vwLzc3YdeDK/DfO5bia9fW46G1lfi3jzVDrw4/OVhTbcS/\n", "3NyIRzdU45f3tggmtZEg/RM+8hUjdp0a4Vt0lQzwTzc1opxYxV1PRLAGy0jevBBY4dvaXIz7VlXg\n", "Wzc24u+vq+efPzEYkLjYnB5+0qVWMHHJb25YWIRdD67Ef21fgj9+YhmefWglXvnsGvzxE8vRVBwo\n", "MO05M4Z/ev2iwCvDT7h9IJWBJyCUhkwQBRvyuCnSq6BKsutjHVGIOjZgDpKPyMv/ApCvFrC+SMe3\n", "qns44FnCRyadBQyGYbCkLHD+Bq/4h+PEUKAweG2jie8WYRhG2IXhm1iL74Eh3TG3pSlQtH33UmbT\n", "SC5P2wUSED/BPhjBJp6ANzXIn/7kZ2Gp+AaeJBvqChB8WblmgQl5WWjsu1RkGYlcr0MUSjByP1bl\n", "Pj5KamTD/pX7GOU+vkSgBYwsRKlg8Mm1FfxqP8sBr56b4P0pAMAoYlIBwzCoM+mwraUEn7qiCo0x\n", "VuuubjBhx6qKuDXo5MS3fdSK08MW/PGjIf65B9dV8bISP1cSBYyTg2Y+LcXq9PBO9wBwI9Epsqwi\n", "H2pFILbV7/swbhN2X8Tboq9RKdBYrEelUYsCnXfiX2HU4Kd3LsbVxIrjh/1mfOp/z+KxN7rx7OlR\n", "dI3ZInZlSGXg6f28QAGD7DgRyFaSkI/4CTbyFBh4ihBpOZ/YRkiPSD+ZdESokpCrzZ1xGHmSUZ7B\n", "HjACI09LqOGkGJgl8sAAgFWV+XwCzKTNjbMZXH2PVEyKVsDwb3+9WonVRJqGggEWEDIlKTBqVSHH\n", "w81ZZN5JQhYwEknnoVAoFAqFIg60gJGlPLC6Er+8tyXESBPwar9jraLLSQdVbFCjyVcUcbMcvvPa\n", "RT5xZEmZATtXV4S8p6pAi1pfdKfDw/GTvHd7puHyvbm5RO8zPPWiUykEN59+M6VoEarJoFcr8c9b\n", "G/HJNYFxmx0evN87g18dGcBfvXAOH//TKfQbm0PeKzQTFbkDg5DQTNhc/AoymUhCJpUkSkuZgV9R\n", "HbcJ4ybluNIqp3MgmOuaTGE9Q9IRoUpCGnnG6sBwelhcGA/45CwJ6r6qyA+YNQ77OjDE3gcWIrZX\n", "bLNTr4yETCMJ77OTDrqIfUF2jJFGnhaHm+/80ioZwbFDJoPUm3TQqKS/FSCLuqV5aqypDv3blQ0s\n", "Jbxhzo/bUjbfk/N1iEIhkfuxKvfxUVIjG/av3Mco9/ElAi1gZDELSwz4wcea8fi2hXwBAAAWFEu7\n", "miYFZCHG73uhVSnwD9c3RDQOvDKMjISUj9zYHLrCt4b4Hr+MZCwOA89EUTAMPrO+Gt+6YUHYWFKb\n", "i8XvPhgSpH8Ej4WUzIiBXq3k2+rdLMd7pkwEGYcmi1LBYA2xskvGTcpRQiJn9Golrm8K9ZkpSqOE\n", "BAAWlxr4Tq+eybmwsgU/Fyfm4OINd7UhUqxKY6iERGwsEkpIAGBLU6CA8W7PdEL+NmJCdsOQxwnZ\n", "gREsHyE7y65tNPH7J9xxJgU3LCziiyg7V1eIalCcTkx6NZ+c4mI5XJyYi/EO8ekYteLF9rGw0kQK\n", "hUKhUHIdWsDIAdbXFuA/7mnBP97QgB0ry/F319bHfI/cdFBX1Iauxn1+Y40gXSQY0gfjg75ZjFmd\n", "ODXkLUooGOCGMDfma4kJtj9lRYoChp/rFxbhqZ3L8ZsdS/GVzXW4cWERvzLMATgbFDcrMPEUuYAB\n", "CAsUfulIqhGqJMFyID9iGiqKhdzOgWC2hUmwMaVZQpKnUfIpKCznXXGOBCkfIVep/QgkJGE8MF7v\n", "msAX9nTg5c7xpMcrkC1JENu7kpSRzLlxdsQS4x3i43Cz6JkMTJpJmRzZgTFKyNHIbQ94pUi//vgS\n", "PNIwh51rQjvcpMCkV+MPn1iGP3xiGe5cVpaW75QK8vhuT1FKlOh1aNjswNdfPo9fvNePJw/3p/Td\n", "FEoiyP1vptzHR0mNbNi/ch+j3MeXCEkXMFiWhcdDq/9yQalgcMPCYjwaY9IvV1ZU5ENDGMttqCvA\n", "7UuiR+ytqgq8p2/GgWdOjMC/Hrqm2hh2Mr64zMAboI5YnBgyO0SXkATDMAzqTTrcvqQU37xhAe5c\n", "Wsr/LlhHPyphMQUIH6WaaoQqCemDQWKUoYRE7iwpM6AhyJsgnSae/DiIydq5KKaFnYSsIZx5b5VR\n", "GKVKYnez+PmhPnRP2vHL9/ox50r8bwvLcYIVabElJID3OnstkZxxsCf9aSQXJ+Z4iV1toRbNJXre\n", "IHPU4uK7ZMIZeJKY9GrU6Nm0xfIC3s6iKqM29gtlDnl8d4hg5JkI7/ZMw+k7AE4Pp7+ARqFQKBRK\n", "pkmqgLF//348+eSTGBkZETz/0ksvYe/evdi7dy9Onz4tygAp0iA3HZRGpeBXnMvy1PjatfUxb6y1\n", "KgVWER0V+zoCK7eRYl7VSgVWVAZuPk8MWkSdwMfDcuL7yQKGIA0lSLMuFuGiVAUdGClISACgukDD\n", "xzWSSLEanipyOweCYRgmpAsj3RISAGghkkg6o/hgkBM5Mr3ET4UghcQBjuP4fdA+YoHDNylzsVxc\n", "iSfBWJ0evoBpUCskkyhcl2EZybkxcjsboFYqUEkUBQZ9MpIRc0BOEu6cBOR/DsiVZSImkSS6D97v\n", "DZhUj5idGZMxURKju7sbu3fvxosvvginUxoJndTI/Xoh9/FRUiMb9q/cxyj38SVCUnfD27ZtQ3t7\n", "e8jzOp0ON998c8qDosxPPr+xBjc1F6PepIvb9PHK2gJ86Ite9d/GaZUMrmkwRXzP2moj/54Tg2ZB\n", "B4bYyR/hIFfvLkzYMOfyQK9Whhh4SrEyKjDylKADg2EYrKsx4tVzE4Ln5SghyQa2LirGf38wCLdv\n", "klKcZgkJ4J0k+4lUWJiyuXhZiEbJoDGMD0++VoU8jRJWpwcOD4fpOTeKfMfj8UHhSnL7iDVhk0cp\n", "E0hIllfko0ivwtScG1NzbpwetqTVkJIsIvmLS3WFWgzOegsW/TN2NJXoMUJKSCSQo81nGov10KkU\n", "sLtZjFtdGLM60/K3Y3rOJSiYeDjv9TtYIkSRF9PT0xgaGsJ9992X6aFQKBRKTiCqB4bH48GePXvw\n", "3HPP4dixY2J+NEVk5KiDUiu9KSGJJFZcWRcqWbiqoRCGKJ9BTjaeHEZkAAAgAElEQVRODpol9cAI\n", "h1GrwoKigK+Af0IiHIc0N6SCKFWbCxzHidqBASBsMo4cJSRyPAeCKdSp8BfrKqFSMLh1cTE/4U8n\n", "C4r1vFRrxOLEVJDxLCCcVC8q9XYFhKNSEKXq5PfBCZ8fjZ9kVrUtAv8L6Y634DSS4wPmKK8Wny5B\n", "AcNbXKopDHRg+I08R4io2kgT3Gw4B+SIUsEIIoZTkZEksg+O9s0iuOFiyCxNJDFFPE6cOIG8vDzs\n", "2bMHXV1dmR5O0sj9eiH38VFSIxv2r9zHKPfxJYKoy1Tbtm3jf3711VejvratrY1vZfFvUPo4fY9P\n", "nz4tq/Ek+7imQAuTmsW0KzBhqnQOo61tIOL7hzqOQacwwM4ymJwLxC6qFAwK9aq0jL+E0+ASvJPR\n", "V4+2w1rqgrl0CT8WzhqIaBTz+0mPj3GrEzYXy2vmtUoG+Rplyt/n6DsLwAAg0EFy6XwHtjRdLdn2\n", "TOaxH7mMJ9LjOssFfHMRsOXaNRn5/sPvHUKFRoe+OW9RYM+BD9Fi9Ahe/+aYGoD32DK6piNe3yvy\n", "NXxqw4jZCRWA1gNt6BoTHi+nB2bAchwUDBP3ePULVvHv98wFOjqk2D6aWSUAbxHyyIUBLHJ0p2V/\n", "zNrdGPB1WqgUDJpK9Ghra4NjSgXAW8Q4dv4y6q0XMGoJxJb2tp/E8oprJB/ffHq8tLwJJ32m0a3H\n", "zmNL44akPs8vt43n9e8R8hE/7x47C0u3O+PbI1sfp4PR0VEAwPbt2/Hyyy+jubkZCkX4Im+ka6cc\n", "HidyrMphfDMzoeeL1Ljd7tgvkgmZGKvH7cRJ34KFf/8UFhbG9dihykvq/Fi46kqMWpwJf9/MzAyM\n", "Sg/WLm6I+/v8c6uhWQfOD4wl/H0AsKimDFUFWknOF7nP/QyGUAP4SDAcx0UUUI6Pj2PXrl2C5+64\n", "4w7U19ejvb0dJpMJ1dXVYd/b2tqKrVu3hv3dm2++iXXr1sU9SAolGj8/1IeXfP4XhToVnv7kCqhi\n", "6N+/+0Y3DgXdDFbka/CnB5ZLNk6S1vOT+NGBXgDA+lojHt/WjD98NISnjg8DAHauqcDD68OfW6nQ\n", "MzmHz+/pBOA1AHxsayM+95z3cXWBFr+/f5ko3/PXL5wTyA1+cXcLFpfFf2GiyIsnD/djzxnvH+Nw\n", "x+bXXz7PT+a+c9MCbGkM70Hzn4f78bzvcz57ZRUeWF2J93tn8Ngb3SGv/c2OpXwCSjwc6J7C99+6\n", "BADYvMCEf97aGPd7E2Vo1oFP7/LKKI1aJZ59aGVazDA/7J/Ft/ZfBODtvvj53S0AvB0s33jlAv/8\n", "j25rxt1/OAXAW+jY9/BqKNJo1jkfII/bZeV5+Pe7Fkv6fQ43ix1/Pg1HUJSxVH8r5gvHjh3DTTfd\n", "JOl37Nq1Czt27IBCocCJEydQW1uL0tLSkNfRe2NxOTloxtd918VEeGxrI77b2pPUdyb7Xvqdsfnx\n", "bc1YnYRcM9njINu+MxdI5HqsivbL0tJSfOlLX4r7i3t7e9HQ4K1U2e32GK+mUMRhS6OJL2Dcsqg4\n", "ZvEC8MpIggsY6ZCP+FleQZjAjVjhYTlhhKpEEpLgFBKB/4WI8oR11UZBAYN6YGQ3XlNOb+Ghc1To\n", "g+FhOXSNR08g8VMpMPL0Hu/B8hE/7SPWhAoYQg8MaY+3SqMGRq0SZocHZocHw2YnqgqkT9cgz6nF\n", "pYGCYB2RPDUw48CoIIFETYsXEkCm85wft8HpYaGJIJ0Sg+OD5pDiBRCIJKbIl8WLF6O7uxvNzc2Y\n", "mprC8uXpWSihUCiUXCWpv7atra1oa2tDa2srDh48yD/f29uL3bt3Y/fu3WhpaRFtkBTxCW6jz2ZW\n", "VxvxnRsX4NGNNfj0FVVxvWdtmOpmWRqN7iqNGuSrvDejNheL3im7wMSzPF+aYkq+RgmtL0bW7mbR\n", "Ox0oNIaLnU2WdUE+GFJEWqZKLp0DUkMWJU4OmQW6+8vTdsy5vMdyiUEdtfhGpmWM+DwwjhMFjNVE\n", "qlCivgJmR6AdVurjjWEYQQEhmdSUZCATSEgPhmKDCnq197y2OD2C8YSLUPVDz4HkKdKrUV3g3bYu\n", "luOlUYkS7z4g00fIfT80Sz0w5M6aNWtw4sQJPP/881Cr1VCr0+9lJAZyv17IfXyU1MiEJChR5H4M\n", "yn18iRC1AyMSkaQhW7ZsSWkwFEqybGkK37IeiTqTFsV6lcADQ8wOhFgwDIM6PYsOs3fScWbEkhYT\n", "T4ZhUJan5o3+yImOGAaefpZW5CFfo4TF6UGBVpmQMStFflQYNVhdlY+TQxawHLD75Cj+ZnMdAGGh\n", "YWl5dJmQwMTT7IRFB1ya8hbRVAoG960q56Uo7SOJFTBIE0+jTvrjbXGpAR/5DDy7xm24fmFi16BE\n", "4ThhvCwZVcswDGoKtLjgm0R/RBiL0gQS6VhanofBWW/huX3EGrX7KBVYjsPhy4Gb9+0ryvGDty8B\n", "oB0Y2cKOHTsyPQQKhULJGaTrd6TImnQaWMkRhmFCNGapRogmynXLG/ifz45YBRKSaKumqUL+P8kV\n", "XTH//xqlAt+8oQFX1Rfi77Y0QBmHrCfdzPdzIFE+uaaS//m1rgk+fpgsYCyJMYEjj+sRixPauoDn\n", "ypJyA1ZVGeE/VHqn7bA4Qk3GbE6PQCLhx+IkUkg0SdXmE2JRmVBCIDVjVhemfAVXg1qBWpNQslJH\n", "yG2Ox1nAoOdAapAFi7MJFtz8xLMPzo3Z+H1fqFPh2kYTL5Wctrsx5/JEezuFIgpyv17IfXyU1PCb\n", "XcoZuR+Dch9fItACBmXesiaogCFV10MkSB+MD/tn4fB4/XQNaoWkHQtkp4l/9TD4eTHYUFeI797S\n", "hKsa5P9HhxKbNdX5fIeFi+Xw7Gmvsz7piRFrBTpPo+T9KVweDm9dCKTtrK02QqdSoLmEjKcUFgZG\n", "LU58elc7/uKZs3jzwqTgd6SERGoPDEDYxn9+3AY2sh+2KAj8L8oMIb4WNYQHx7Q9sC2kLIbOd1ZU\n", "BCRP7/dOo29aGu8vUj6yqb4AKgUj2K+0C4NCoVAo8wlawJin5JIOKlnWVOcLHqe7A2O48zjvR0Ea\n", "EEpdSCmN8PliSkiyAXoOJAbDMNhJdGG83DGOgRkH76OiYIBFpbGTZkgZydG+wMTMX1AkiyDtQT4Y\n", "u0+NYMbuBgdvFwgJeQ6lw3Ol1KBGkd7b6WFzsbwsSwo4jhMUbFrKQgtFdabwJqLk9g6GngOp0Vis\n", "w8pK798RDwf8+uhA3O89P27DX79wDl/93w/CdhSRkAUMf0G4ykgLGJT0IvfrhdzHR0kN6oGROnIf\n", "XyLQAgZl3lJl1KKu0HvTr1YyqE5DigCJkgGWhIkWLZPIwNNPpEKNmCaelNxkY10Bmor1AACHh8OP\n", "Dlzif9dUrIdOFftPSkV+4Dzj4O0i0KoU/LmwLCihx8+s3Y39XYFJfPfEHMgUcFJCYtRJLyEJNvLs\n", "ktDI880LU3gvaBU+mJrC8IkttANDOhiGwRc21cDfC3P48iyODczG9d4/fjSEc2M2nDWr8OhzHXi9\n", "awLhUu3JIqFGyWBdjXffVxGGuKSpLoVCoVAouQ4tYMxTckkHlQrfuL4BWxpN+Pst9ShIw6SHZPPm\n", "zQIZiR/pOzAiFDDmWQcGPQcSh2EYfHJNBf+YlHjE8r/wE64jYGVlHtS+CMplxOd0jnkjhgHglXPj\n", "ghjJWYcHE7aA8a3AxDNNprGLiQJkl0Q+GKMWJ37xXh//+PYlJVhekR/yutowBVgFE/16Qs+B1FlU\n", "asDNi4r5x/91eIA/ZiPBcZygu8jmYvHEwct47I1uTBLHNAC8T5h3rqsx8kVC8jwamqUdGBTpkfv1\n", "Qu7jo6QG9cBIHbmPLxHSO2OjUGRGS1kevnNTY8a+3zsRGRE8J3WcazgJSaFOxU8gKZRoXLPAhLpC\n", "LfqCJBOxEkj8hCtgrKkK+NGU56tRYlBjwubCnIvFpak51Jt0eOHseMj7uifn+ONZEKOaBg8MAJJ3\n", "YLAchx8f6IXNF1NbXaDBoxtrwr7WoFGi2KDCpI1IVspTy9JAN9d4eH01DvZMw+5m0TNlx/6uCdy+\n", "pDTi6wdnHQLJk5/Dl2fxuec6sK7GCKebg8PDopuIZ72qwcT/XFlASkhoBwaFQqFQ5g90xjJPySUd\n", "VLbS1taGZRV5CJ5elEss5SgL02mRbv8POUDPgeRQKhg8QHRh+Ik3QjJcKsaamkABg2EYgYykY9SG\n", "A93Tgm4LP92T3smdh+X4ST4DpC22lyxgXJywhay8nxqy4BuvnMeL7WNJff7es2N8rKyCAb5x3QLo\n", "1ZH/b3VBMpJY8hF6DohDSZ4a968OnBN/+HAIVmfkZJBOotjVYPDg7mWBYofZ4cGB7mm8f3kGxwbM\n", "vCErA2BTXUA6REpIqAcGJR3I/Xoh9/FRUoN6YKSO3MeXCLQDg0LJIHkaJRqLdeieDLjXSy0hKdSr\n", "oFIwcBOTrfkmH6Gkxg0Li/GnY8P8xMmoVQpSMKJREdSBka9RYqHPV8PP0vI8vNszDQA4O2JBD3F+\n", "1BZqecNM/+q0IEJVqwxJ6JCKIoMaZXlqjFldcHg49E7Z0VTi/b/MuTz4bms3zA4PTgxasKIin/9d\n", "PPROzeG/PxjkH39iVYWgsBOO2kItX/AAgErqf5E2dqwsxyud4xi3ujBtd+OZE8N4ZEP4bhkyUaZB\n", "78GXr67D1Q0m/N93ezFqCS3UAcDNi4pRRFynSRPPIbMDHMeBSdNxT6FQKOkmP0+Pk4Pm2C8Mwulh\n", "Y7+IknXQAsY8JZd0UNmKfx8sq8gXFjAkNvFUMAxKDGqMEM7387GAQc+B5FEpGNy/qgI/O+T1ZlhW\n", "nhf35Cm4A2N1VX6IzIH0hnm3ZxpOX8SwVqXAFzbV4DuvdQMAf95YSPlImrov/CwuNWDM6l0ZOjdu\n", "44sU+89NCGQC+zrH8TfX1MX1mW6Www/f6YXL9/9uLtHjoXWVMd4VauQZqwODngPioVMp8MiV1fjh\n", "O70AgD1nxnDb0lJBp4Sfc2MB/4tb1i8BAKytMeLXH1+KYwNmOD0sNEoFtCrvvwKtEvUm4b7N16qQ\n", "r1HC4vTA6eEwOeeel9dxSvqQ+/VC7uOjpMYcq8R3X7mQ8Pse25o+mbjcj0G5jy8RqISEQskwwUae\n", "UndgAKGSkfkoIaGkxsdaSnyGknn4zPqquN+nVytRSBjm+uNTSRaW6KH2FTX8xQsAuGVRMVZW5vOy\n", "q/4ZO5xuFrMOYQdGOiGNPM/7VtZdHhbPnh4VvO7NC5OwRZEVkLx1YRIXfN0laiWDb1zfEJdHjT9V\n", "yU9FmMkzRTpuWFiEFt/x4GI57D41GvIal4fl9y0gjMTVq5W4ZoEJNywsxjULTFhfW4CVlfloKNKH\n", "LRBWGqkPBoVCoVDmH7SAMU/JJR1UtuLfByuIRIESgxraOKIoUyWkgDEPV+7oOZAaSgWDr2yux0/v\n", "XIyFJfEZePpZVOrtUmDAYX1taCSoRqnAolLhZzIAtq8og16t5COPWQ64NG0XJJDka9LbWEj6YJwb\n", "966sv31xCmNWoRRgzsXirYtTcX3mmxcCcbE7V1dgQVF80pPa4AJGjG4ueg6Ii4Jh8DBRzDt8eSYk\n", "GrVn0s531lQZNTj94eGkv6+KkG3RJBKK1Mj9eiH38VFSw+12x35RhpH7MSj38SUCLWBQKBmmwqjB\n", "zjUVKMtTC25+pSS4y6OEdmBQ0sgXN9Vi2+IS3FPlQE1h+C6BYL+HTQ2FvESikfDM6J6Yg8UZuLEp\n", "yGAHRs+ktyOEXHknW//3dYyFTGiDmbC5eB8LBsCtLSVxj6XSqIWSWKgPZ5hKkZbVVUZexjRudQn8\n", "WwBvNLCflrLECn/BkB4ntAODQqFQKPMFWsCYp+SSDipbIffBw+ur8dTOFbhlcfyTlVQI1krPR+00\n", "PQcyR51Jh69tqccXb78q4muWBaWa7FhZzv9MmmF2T84JvCbSLSExalWo9kVaulkOT58cQe+0d9Jq\n", "UCvwvVuboPVVFbon7egYjR63erB7Cn5/3ZWV+QlJypQKBpvqCwF45SSVMSQk9BwQH6WCwRW1AVnU\n", "kT6hcz5p4NlSlpfSPiA7MGgSCUVq5H69kPv4KKmhUsnftlHux6Dcx5cItIBBocxDykI8MOhKLUVe\n", "rKzKh84np1pekYcVREfGwqAODGEBI/03OaTc5ekTw/zPty8pRaVRi+sXFvHP7euIHqn6NiEzuaG5\n", "KMorw/MPNyzA925twk/vXBxijkpJDxvrCvmfj/bNCn5HFjCWlKfYgSFIIqEFDAqFQqHMD2gBY56S\n", "SzqobCWT+4AsWKgVTNrb7uUAPQcyT7R9UKhT4d8+1oyH11fhn25qFJgYNhEFjJ6pOUEKiTHNKSQA\n", "0EIUMPzdE2oFg+0rvF0jdy4t439/oGcas/bwWt7BWQc6fRNclYLBtQtMCY9Fp1JgQ10hCnSxCzn0\n", "HJCG9bVG3mi2Y9TK72+r04M+X3eOggGaSwwp7QMy4WSISkgoEiP364Xcx0dJDeqBkTpyH18iJFXA\n", "OHv2LPbs2YNnn30W/f39/PPDw8N46qmn8Mwzz2BoaEi0QVIoFHGpKtDwWvnaQm3cEZgUSjpZVpGH\n", "nWsqURwkcSrPVyPPV6gwOzzomQr4DBgzUIxbHMbLYOuiYt5bZnGZgTf7dHk4vN41EfZz3iG6L66o\n", "McZVhKDID5NezftbsBzw0YC3C6NrzAa/A0pTsT5lw+byfDVfKJmwuuD0sCl9HkU65ubm8IMf/ACD\n", "g4OZHgqFQqFkPUn99ZyYmMD27duxY8cOnDp1in/+6NGjePDBB/HAAw/gyJEjog2SIj65pIPKVjK5\n", "D4r0anz56jqsrTbii1fVZmwcmYSeA5kn2X3AMAwaiwPmmGdHAsaImZCQNJcYQJYAGQD3rSoXvOb2\n", "paX8z/s6J8AGmXlyHCeQj9yYhHwkUeg5IB0b6gMykiOXvQWMcAaeqewDtVKBMl/SDAdg1EJlJHLl\n", "wIEDuPXWWzM9jJSQ+/VC7uOjpAb1wEgduY8vEZIqYGzZsiXs8wZDYBVKo6GaegpFztyxtBQ/vK0Z\n", "a6qNsV9MocgM0gfD4Q6sPKfbxBMADBol6oi0kc2NJtT+//buNTaqM7/j+G/GHmMbYzvGFzBgxsYG\n", "ZyEJEAIERWy2OCwLDiJstdokZatKUdQmqlqtdrVppW2SSpXSZVftvqjyqptWaruVGyBck9jQXS+G\n", "5gIkLLHjXLhtwHiMsTHG+MbM6QvHw9iMscczc54zM9/PqznjOec8/v/PbZ55LnmZYz7zeEV+sNVI\n", "241BfXS5d8zfz3cNBAf/nJHuDg7GicS0ZsGd6YFPXLohf8C6awDPWBjTjYSpVB2pu7tb2dnZyszM\n", "nPzDAIBJRdV+saGhQatXrw4uh04P5/Gk3qwGiSSZ+kElKnJgFvE3L5ochI6DEcrEGBiStLZs5Atr\n", "utulpx8quevvWZ40PVFVEFyu+71PwyFN/n9ztiv4et3CPGV54v9/cA7ET+XsLBVkj/xieGPQr8+u\n", "3grbAiPaHIwdyJNxMJyoqakpKX75dPr1wunlQ3QYAyN6Ti9fJO7ZHqezs1N1dXVj3qutrVVZWZka\n", "GxtVVVWlwsI7zWL9/jsjwU/Wpz70gj4aUJbtWz5z5oyjypOKy6OcUp5UWx7llPKwHNlyxZIVCqf1\n", "zEdq91i2l+cHa9fJe1+Wrl1oVXvrKVWG+fyW6tl6q3lkFpKP2m7qb985q405PmW6pd9evtNlpHjg\n", "iiSv0fiyHP3yI/Nz9e7nIxVTB1s71XXrtiQpw22p7OsWO2fOnIlqf4Nd7ZJGKjHae4cc9f8nwrId\n", "fD6f9u3bp46ODnm9XpWWlk742aYm5z4bR3OsXrkxqC8uj1z78vJGWpf19PRMujwrza8VixdOq3yj\n", "27NTInzJHmWirNHsMxDyHdMu/ttDOt020lpyKsdrX2aRTrf1xmQ8onicz07/7hfak2MyLssa1xF3\n", "Co4ePaqioiJVV1ePeX/Pnj166qmnZFmWDhw4oCeffDLs+keOHNHKlSsj3S0AAJKkgdsBbfv308FZ\n", "P0bt+cGDwa4aTvT6/13SnuY7U6kuyJuhp5fP0c8aL0oaGYT0v59ZJk8ak4Qluqbz1/X3R85LGpl1\n", "ZPRYfWhujnZuqYrJPv73yy699tuRY+cxb57+rqYiJttNFadOndKGDRts2VdLS4vy8/MnrMBI5mfj\n", "0229+vGhLyNeb+fmSj00zW6u093nyzXlevXw+Wntc7rrsk/2OSqaYz7RRXI9To904z6fT8eOHVN1\n", "dbVaW1vV29urHTt2SJLWrFmjX//617IsSzU1NZFuGgCAKclMd6s0d4Yu9dxpNu92SdkeZ3/x//O1\n", "85Sfla43TozM1PVVz2Cw8kKSHvPmU3mRJFbMm6V0t0u3A9aYirYlYWatma65uaFTqTIGhlN1dXWp\n", "qalp0hYYAIDJRfyUVFJSopdeeknbtm3Ttm3bgpUXklRaWqqnn35azzzzjIqLi++xFZg2vhk97EcO\n", "zCL+5kWbg0XjxsHIyUhz/JTALpdLTy+fo7/5lleetLvL+keL4j/7yCjOgfiamZGmZXPuHqwzdADP\n", "aHMwJydkDIwbg5pGo1rYoKCgQM8//7w2btxouijT5vTrhdPLh+gkUvccp0qmc4SfeQAACali9tgK\n", "jFkGplCdrm8tuk8/+06lckNmTZmd7dGyOTkGS4VYW73g7tlkYtkCIz8rXTPSRx7lbg0H1Dtofz9x\n", "AADsRAVGirJzACuERw7MIv7mRZuD8vEtMAxMoRqNpXNy9MutS1Q5O0vpbpf+bNVcpbnta0HCORB/\n", "odOpSlJBdrqKZt6ZpS3aHLhcLs0NmYmknW4kiBOnXy+cXj5EJz09cX6gcKpkOkc4GgAACWn8VKqz\n", "EqwCQ5Lm5c3Qv2xbomG/pYx0flNINvPzZqg0N0NtN0YqFpYUzYx5N6e5s2boQveAJKm9d1CLY9jC\n", "AwAAp+FpKUUlUz+oREUOzCL+5kWbg6KZnjGVFjkOnn3kXlwul5HKC86B+HO5XFoT0o3kG8Vjx8SI\n", "RQ7mhLTAYCBPxIvTrxdOLx+iwxgY0Uumc4QWGACAhORyuVRRkKXTV25KSqwxMJA6vr+8ROe7+5Xu\n", "dqn2/sKYbz+0AuN8V3/Mtw8AgJPwtJeikqkfVKIiB2YRf/NikYPykAqM3ExuaZHgHLDHfVke/Wxz\n", "Vdi/xSIHS0MGfv3w0g35A5atY6kgNTj9euH08iE6jIERvWQ6R+hCAgBIWN9ZMlsZaS5ledxaX55v\n", "ujiA7apmZ6nw64FBewf9OtN+03CJAACIHyowUlQy9YNKVOTALOJvXixyUF6Qpf/5kwf0X08vu2tW\n", "Etwb54B5sciBy+XSuoV3xtk4frEn6m0C4zn9euH08iE6jIERvWQ6R2iPAwBIaFmexBy8E4iVdQvz\n", "tK+lU5J0/OJ1/cXaeTGd7aTF16fygkzONYf4z4/a1TyNljbPrpyjpSU5k3/QIdLc0um23il9NjDb\n", "O+azQ/5AvIoFwDAqMFJUMvWDSlTkwCzibx45MIv4mxerHDw4d5ZmZqSpb8ivjpvDOnutX5WFsZlO\n", "tfvWsP56/+dyu6Tqopn6pyerYj4VLCLz5bVbOnF5al/sQz31QPG092nietEz4Nerh89HsMbV4KuX\n", "a8pjXyAYwxgY0Uumez5dSAAAABJYutulNQtyg8ux7EbSevWWJClgSS6XqLwAABhFBUaKSqZ+UImK\n", "HJhF/M0jB2YRf/NimYN13tBxMK7HbLufdvQFX1cXxaZVBxIP1wuYxBgY0Uumc5gKDAAAgAS3al6u\n", "PGkjrSPOdQ3oyo3BmGw3tALj/uKZMdkmAADTRQVGikqmflCJihyYRfzNIwdmEX/zYpmD7Iw0rSyd\n", "FVyORTcSf8DS5523gsvVVGCkLK4XMIkxMKKXTOcwFRgAAABJINbTqf7h+oD6h0dmc5id7VHRTE/U\n", "2wQAIBpUYKSoZOoHlajIgVnE3zxyYBbxNy/WOVhblqfRITabfTd1vX84qu2NH/+CATxTF9cLmMQY\n", "GNFLpnN4Wu1xmpub9dlnnykQCGjt2rWaP3++JGn//v3y+/2SpEWLFumBBx6IXUkBAAAwofuyPfpG\n", "yUw1+/oUsKT3v7qhby+ePe3tMf5FbEz03AwAiNy0KjCuXbum7du3S5IOHToUvBBnZmbqiSeeiF3p\n", "EDfJ1A8qUZEDs4i/eeTALOJvXjxysG5hnpp9IxUPxy/0RFWBMTqFqsT4F9GY6Lk5kXC9gEmMgRG9\n", "ZDqHp9WFZP369WHf9/v92r17t3bt2qVTp05FVTAAAABEJnQcjJOXb6h/2D+t7fQN+fWH7gFJktsl\n", "VRVmxaR8qWii52YAQOSiGgOjoaFBq1evDi5v2rRJ27dv13e/+135fL6oC4f4SaZ+UImKHJhF/M0j\n", "B2YRf/PikYN5eZlaeF+mJGnIb+nk5d5pbeezq32yvn5dXpClLE9ajEqYusY/NycSrhcwiTEwopdM\n", "5/A92+N0dnaqrq5uzHu1tbUqKytTY2OjqqqqVFhYGHZdj+feI1U3NTUFm7KMBpRl+5bPnDnjqPKk\n", "4vIop5Qn1ZZHOaU8LLPMcuotnzlzJi7bX1dWoYtft5448OHnesy7OuLttXbc6T5yf9FMR8Qr1st2\n", "muy5WRopXzzL3nujV1LulLYf62N1OqL50mriC28ifclOtPgE/NNrSRYNk/mMx7XP6d/9srOzpxwf\n", "l2VZ1uQfG+vo0aMqKipSdXX1mPcvXryohQsXSpIOHDig2trasOsfOXJEK1eujHS3AAAAmMQn7Tf1\n", "wwNfSJKKZnr0H99fGvEMIj9996ze/+qGJOlH68u0MYqxNJzq1KlT2rBhQ9z3M9Fzc6hIno1fPXxO\n", "xy5EPk3uP2xapEfm50a8XrROt/Xqx4e+jHi9l2vK9erh89Pa53TXZZ/s0+Q+d26u1EOls6a1bqKL\n", "5HqcHunGfT6fjh07purqarW2tqq3t1c7duyQNFKB8cEHH/p3ZQsAAA0pSURBVEiSli9fHummAQAA\n", "EKXq4pnK9rh1azigq33D+sP1AS28b+pjWFiWxQCeMdLR0THhczMAIHIRV2CUlJTopZdeCvs3BilK\n", "HKHNFGEGOTCL+JtHDswi/ubFKwfpbpdWzpulpq9/pT9xqTeiCowrvUPqGRhpPp2Tkab5eTNiXsZU\n", "UVxcPOFzcyLhegGTEql7jlMl0zkc1SCeAAAAcJ5VIV0FTly6EdG6rR19wdfVxdlyR9j9BACAeKEC\n", "I0UlSw1cIiMHZhF/88iBWcTfvHjmILQC4/ftNzVwOzDldT8NGcCzuojuI+B6AbPS0yPuNIBxkukc\n", "pgIDAAAgyRTnZGhh/sh0qsN+S7+/MvXpVFuvjm2BAQCAU1CBkaLGTyUJ+5EDs4i/eeTALOJvXrxz\n", "sGr+ndHsT1yaWgXG0O2Azl7rDy7TAgMS1wuYxRgY0Uumc5gKDAAAgCQ0nXEwvrzWr9sBS5I0P2+G\n", "cjNpug0AcA4qMFJUMvWDSlTkwCzibx45MIv4mxfvHDwwJ0cz0kYG4LzUM6grvYOTrvNp6ACeRXQf\n", "wQiuFzCJMTCil0znMBUYAAAASSgj3a0H597pRnJyCt1Ixo5/QfcRAICzUIGRopKpH1SiIgdmEX/z\n", "yIFZxN88O3IQOg7Gh5N0I/EHrDEtMO6nAgNf43oBkxgDI3rJdA7THgcAACBJPbIgV6+/d1mS9HFb\n", "r4b9AXnS7v79qn/Yr9d+c1EdN4clSRlpLpUXZNlaVsTflRuD6rg5FPF6M4sXxKE0AEKluaXTbVOf\n", "MWpUTkaabg757/mZwGxv2G1PZd1winMyNDd3RsTrxQIVGCkqmfpBJSpyYBbxN48cmEX8zbMjB/Ny\n", "Z2jOrAy19w6pfzigTzv6xnQrkaRrfcP6af1ZfRky+8jWbxQp3e2Ke/lgr46bQ/rxoS8jXm/n5so4\n", "lAaYmlQZA6NnwK9XD5+PeL2Xa8qnuN7VKNYda+fmSmMVGHQhAQAASFIul2vMbCQfjhsH4+y1W/rL\n", "fZ+Nqbz44weK9dzqUtvKCADAVFGBkaKSqR9UoiIHZhF/88iBWcTfPLty8EhIBcaxC9d1sLVT/3ai\n", "TTsbL+qHB75QZ99ItxG3S/qrxxbo+TXz5HbR+gJ39PT0mC4CUhhjYCBUarTHAQAASFEPzc1Rmkvy\n", "WyPTqf6y6au7PpPtceunG8r1cEhlBwAATkMLjBRF32fzyIFZxN88cmAW8TfPrhxkZ6TpodJZE/59\n", "zqwM/fPWxVReYEJ5eXmmi4AUlipjYGBqOBoAAACS3AuPzte/ftCmgdsBFc30qCgnQ4UzPSrJydCD\n", "c3OUEWZmEgAAnIa7VYqi77N55MAs4m8eOTCL+JtnZw7K8jP16sYK/ePmSv3omwv1pw/P1ZbqQq2a\n", "n0vlBSbFGBgwiTEwEGpaLTCOHz8un88nSSorK9PDDz8sSWpvb9eRI0eUlpamb37zm5o7d27sSgoA\n", "AAAkEJ6NASC2plWBsW7duuDr+vr64OsPPvhAzz77rCTprbfe0rZt26IsHuKFvs/mkQOziL955MAs\n", "4m8eOUh+yfJszBgYMIkxMBBq2m0GL1y4oF/84heqrKwMvpednR18nZGREV3JAAAAgATGszEAxNa0\n", "q7O8Xq9efPFF7d27VxUVFZIky7KCf/d4PNGXDnHT1NTELz+GkQOziL955MAs4m8eOUh+8Xg2/vbi\n", "2VpWkhPxekXZHvUMTG8sgZ6eHukeM9kA8cQYGAjlskKvrON0dnaqrq5uzHu1tbUqKysLLh86dEib\n", "N2+WJL3zzjvatGmTJOnw4cOqqakJu92TJ0/q+vXrURceAAAAmI78/PzgOG7xwrMxAEwukuvxPVtg\n", "FBYW6oUXXrjr/a6uLhUUFEgaW7Pc398ffG/0dTjxvlkAAAAApvFsDACxdc8WGBPZv3+/BgcHJUmr\n", "Vq2S1+uVJLW1tamxsVGWZammpkbFxcUxLSwAAACQKHg2BoDYmlYFBgAAAAAAgJ2mPQsJAAAAAACA\n", "XajAAAAAAAAAjkcFBgAASSoQCMjv95suRkojB2YRf5jm9GPQ6eVDcormuEt75ZVXXoltce6tvb1d\n", "e/fuVUtLi2bPnq1Zs5hT2g7Nzc1qampSc3OzcnNzlZubSy5s1t/fr5///OdatGhRMNbkwD7nzp3T\n", "4cOHdfbsWZWXl+vq1avE3kbnz5/XkSNH9Mknnyg3N1d5eXkc/3H2zjvvqKGhQQsWLJj0mkMu4iNc\n", "DsLdjyVyEA/h4i856358/PhxnThxQq2trbp165ZKS0uNlme8iY7X/fv369NPP1Vra6uGh4dVUlLi\n", "qPI5JX4THYNOid9E5XNK/EI5JWbjOTFWoZwYt0ieT8KybLZ3797g6z179ti9+5TV2NgYfH3w4EHL\n", "ssiF3d5++23r5MmT1uXLl4PvkQN7dHd3W01NTWPeI/b2OnToUPA11yD7NDc3T+maQy7iZ3wOwt2P\n", "LYscxMv4+FuWc+/H7777bvC1E8pjWRMfr/X19SaKc5dEOJ/CHYNOiZ9lhS+fk+I3ykkxC+XEWIVy\n", "atym+nwSTrpNFS1B2dnZwdcZGRl27z5lrV+//q73yIV9uru7lZ2drczMzDHvkwN7fPzxx8rPz9fu\n", "3bu1bNkyLV68mNjbzO/3KxAIyLIsWV9PfkUO7DdRzMmFfcLdjyVyYBcn3o8vXLigXbt26amnnnJE\n", "eUJNdLz6/X7t3r1blmWpvLxcK1eutLlkIxL1fHJK/CbixPg5NWZOjFUop8ZtvEjiaHsFhhUya6vH\n", "47F79ymvoaFBq1evlkQu7NTU1KQtW7aotbV1zPvkwB4dHR2SpO3bt+vgwYOqrKwk9jZbtmyZdu7c\n", "KUnasWOHJI5/EyaKObmwX+j9WCIHdnHi/djr9erFF1/U3r17VVFRYbw84Yw/Xjdt2hR8/fbbb5so\n", "0hiJdj45LX7jOTF+To2ZE2MVyqlxGy+SONpegRE6WIfL5bJ79ymtsbFRVVVVKiwslEQu7OTz+bRv\n", "3z51dHTI6/UG+7iSA/uM/kozb948dXV1EXubnT59Wj/5yU8UCAR04MABbd26lRwYMFHMyYW9xt+P\n", "JXJgF1P3487OTtXV1Y15r7a2VmVlZZKkzMzMMX2+7T4e7lW+cMdrKDu+tEVaPifFbzKm4xeOyevR\n", "VMrqpIqCRLp2Oylu40USR9srMPr7+yWN1LKMvkb8HT16VCUlJfJ6vcH3yIV9nnvuOUlSS0uL8vPz\n", "g++TA3ssXrxY586dU2Vlpbq7u7V06VJib7PR5oButzt4AyUH9pso5uTCPuHuxxI5sIup+3FhYaFe\n", "eOGFu97v6upSQUFBcN92lWeq5ZvoeL148aIWLlwoSRoYGHBc+ZwSv4k4JX4TMXk9mqisdsdsqpx+\n", "7XZq3MaLJI4uK/RqaYO2tjY1NjbKsizV1NSouLjYzt2npI6ODv3qV79SdXW1JKm3t1c7duwgFzbr\n", "6urSm2++Ka/Xq40bN0rifLDTm2++qbS0NBUVFemxxx4j9jZrbW1VS0uLJGnp0qVasmQJOYizw4cP\n", "69y5c8rMzJTX69X69esnjDm5iI/xOaiurg57P5bIQTyEOwckZ92P9+/fr8HBQUnSqlWrgl/EnXA8\n", "+Hw+vfHGG2GP19/97nfy+XySpOXLl6uqqspR5XNC/KSJj0EnxO9e5XNK/EI5JWbjOTFWoZwYt0ie\n", "T8KxvQIDAAAAAAAgUm7TBQAAAAAAAJgMFRgAAAAAAMDxqMAAAAAAAACORwUGAAAAAABwPCowAAAA\n", "AACA41GBAQAAAAAAHI8KDAAw6MSJE3r99ddjvt2uri4dP3485tsFAAAATKECAwAMWrVqlQoLC2O+\n", "3du3b2toaCjm2wUAAABMSTddAABIdYFAQHv37pXf71cgEFBhYaEef/xxdXV1qb6+XllZWfL7/Sot\n", "LdXatWuD6+zatUvp6emyLEs5OTnauHGjJKmjo0MNDQ3y+Xy6fv26JOnRRx9VSUmJsf8RAAAAiJbL\n", "sizLdCEAIJW99tpreu6554ItMd5//33l5eXpvffe07PPPiuPxyNJOn78uEpLS+X1eu/aRl1dnb73\n", "ve8Fl69evarm5mY9/vjjdvwLAAAAQNzRAgMADJs3b96YbiQrVqxQfX292tvbdfDgweD7gUBA6enp\n", "8nq9GhwcVH19vfx+v9xut86ePWui6AAAAIBtqMAAAMMuX76szs7OYCXGxx9/rMWLF2toaEhbtmwJ\n", "tsCQRsa2kKRDhw5pw4YNys3NlST19fWN2WZaWpr8fr9N/wEAAAAQf3QhAQCDTpw4oaamJpWWlioz\n", "M1PDw8MqKirS+vXr1dfXp4aGBrndI+Mt9/X1ac2aNaqoqFBzc7NaWlrk8Xh0+/ZtffHFF1qxYoU2\n", "bdoU3PboGBlut1vDw8PaunWr0tOptwYAAEBiogIDAAAAAAA4HtOoAgAAAAAAx6MCAwAAAAAAOB4V\n", "GAAAAAAAwPGowAAAAAAAAI5HBQYAAAAAAHA8KjAAAAAAAIDjUYEBAAAAAAAc7/8BLoXCx6imghkA\n", "AAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXt8FPW5/z+7m91s7veQhAQIEG6KIMhFG7mr1KqN1rbe\n", "qK3+7EWrtlrbnlZrbWt7ztFezmm1HMupt3qwxQsCAgpRgSCKAkIkEAiBBHK/Zzd7353fH5ud/c7u\n", "7GYvs7szm+f9evlyZzIz+/D9zsx+v8/3eT6PiuM4DgRBEARBEARBEARBEDJGnWgDCIIgCIIgCIIg\n", "CIIgxoIcGARBEARBEARBEARByB5yYBAEQRAEQRAEQRAEIXvIgUEQBEEQBEEQBEEQhOwhBwZBEARB\n", "EARBEARBELKHHBgEQcgWh8ORaBMUB7UZQRAEQfhDv4/hQ21GyBFyYBBEkjJlyhS0trbG5buuvvpq\n", "rFy5kv9vzZo1EX/33r178cMf/hCXXXYZamtrJbZUPvT19eGWW27BNddcg2uvvRYfffSR3zEcx+G3\n", "v/0trrzySqxatQrf/OY30dfX53fceGmzcOjq6sJXvvIVrF69Gl/60pdw3XXXoa2tze+4FStWYM+e\n", "PaLXcDqd+NKXvoSVK1di9uzZsTaZIAhCttCYQt7QmCK20JhCXqQk2gCCIGJDVVUVtFptXL6roKAA\n", "GzduHPO4e++9F88++2zQYxoaGvDAAw9g/vz5UpkXlE2bNuG3v/0tTCYTysrKoFKpwHEcVq9ejZ//\n", "/OdQqVQx+d677roLv/jFL7Bw4UIMDw/jhhtuwJYtW5Cdnc0f89RTTyE3Nxf79u0DABw8eBB33303\n", "Nm/eLLhWvNtMCfziF7/Ak08+iVmzZgU9bsqUKcjIyBD9m0ajwdtvvw0AuPXWW4NeJ5R7myAIQqnQ\n", "mCI0aEyRnNCYQl5QBAZBJCm7du1CaWlpos0QMDAwMOYx3/3ud1FZWRkHa9x89atfxZ/+9Cc8/PDD\n", "eP/99/Hee+/h/fffR3FxMZ5++umYfGdTUxPy8vKwcOFCAEB2djbuvfde/POf/xQcp9PpcO+99/Lb\n", "ixcvRnl5OXp6egTHxbvNlMDw8PCYAw0AeOGFF3DZZZdF/X2h3NsEQRBKhcYUoUFjiuSExhTyghwY\n", "BJFk3H///Vi5ciUmT56MlpYW0WMsFgsefPBBLFu2DFdddRVuuukm3H333Th16pTguPb2dtxxxx1Y\n", "unQpLr/8ctx0001+xwDAyMgI7rjjDqxZswbLly/HE088AY7j+L9/8sknWLVqFd577z1BWCj7Q5po\n", "WHsB4J577sEnn3wSk+86duwYVq5cKdi3atUq1NfXC/b94Ac/8Dt3cHAQOTk5MbErFP77v/8bs2fP\n", "xsaNG3HXXXdh0aJFqK6uxs0334zm5mbBsRs2bMDKlStx6623YmBgAN/5zndQXV2NtWvXor29nT/u\n", "5MmTuPnmm7FmzRp84QtfwB133IHOzs6I7HvppZewcuVKwb22atUqHDhwQHDck08+iZUrV2LmzJkB\n", "wz1DYdu2bX7ft3LlSvzqV7/yO3bHjh245pprsGrVKlxxxRX42c9+5pdfHGqbEQRBxAMaU0QGjSlC\n", "g8YUQmhMESIcQRBJyU9/+lPu3Llzon979tlnuQ0bNvDbLpeLu/vuu7lTp07x+wYGBrjly5dzhw4d\n", "4vedOnWKW758ud91d+/ezXV3d/PbTz31FPfMM8/4fe8tt9wSsv0vvPACt3PnzpCPj4YPPviAW79+\n", "Pb89NDTEPfjgg9xLL70Uk+978cUXuR07dgj2uVwu7tZbbw163oYNG7jnnnsu4N/j1WYvvPACV1hY\n", "yG3dupXfd+LECa66uprr6+vzO37RokXcqlWruD179nAcx3G9vb3c0NAQx3Ec19DQwF155ZXc2bNn\n", "+eM/++wzbs2aNZzJZIrYxlDvtfXr13MffPBB1Ncb6+8vv/wy941vfIMzGAz8vldffZW76667RI8P\n", "1mYEQRDxhsYUoUNjivCgMUX4fx/vYwqKwCCIcchll12GpqYmnDx5Ena7HSqVChs2bEBVVRV/zIYN\n", "G/CTn/wECxYs4PdVVVXhmWee8QuDXL16NYqKivjtH/3oR/jggw9i/u+QCo7j8Ic//AErV67E6tWr\n", "sW7dOqxduxbr1q2L2XeGmwf797//HX19fbjnnntiZFF4fPvb38Z1113Hb8+aNQuPPfYYXnjhBb9j\n", "LRYLNm3ahGXLlgFw5zd78nL/8Ic/4G9/+xumTJnCHz9v3jw8/PDD+Mc//sHv++UvfylYjWD/s9vt\n", "sflHSsiGDRvw97//HZmZmfy+r3/96ygqKsLp06f9jg/WZgRBEHKCxhRCaEwRPjSmCI/xPqYgEU+C\n", "GIcsWrQIlZWV2LNnD7Zs2QKDwYCsrCz86Ec/glrt9muePn0a3/zmN/3Oveiii0SVl33RaDRSmx0z\n", "VCoVHn74YXz729+Oy/cVFRX55Zx2dnYiKytL9Pjf//73UKvV+PGPfxwP80KCHYSy+958802//Rdd\n", "dBHy8/NFr9PR0YHvfve7fvtdLhdWrFjBb//yl7+M2FY50NTUhDVr1vjtN5vNWL58uWCgDwRvM4Ig\n", "CDlBYwohNKYIHxpThMd4H1OQA4MgkphAHnmDwYDCwkJ85Stf4fe988472LBhA/+DO2PGDBw8eBDX\n", "Xnut4Nzjx4+jvLw86PcajcYoLQ+Nv/71r+ju7sa3vvUtTJo0KaprcT75qsHo6OiISsxs7ty5ePzx\n", "x3HHHXfw+9577z1Rxe9HH30UEydOxPe+972Iv49FqjY7dOiQ4P7x7Js2bVpY17n44otx1113YcaM\n", "GRHbogSWLl2KTZs2xUyBniAIItbQmCJ0aEwRHjSmCI/xPqagFBKCSGIC/YDecMMNAnEkl8uFAwcO\n", "CELR7rnnHjz11FM4dOgQv+/06dO4//778cgjj/D7XnzxRTz22GOwWq0AAKvVivvuuw/f+c53/L43\n", "NTUV586d47eHhob8yneNZTt77gMPPIC33norrgON++67DxMnToxKTby8vBwDAwN82w4ODuK5554T\n", "lNVyuVz4/ve/j4suukgw0Ghubg4Y3hivNuM4Dps3b8bWrVv5fQ0NDXjyySdx9913h3Wthx56CA89\n", "9JCfkNuBAwewbdu2iG0MlXD6PhgWi0WgGt7V1YWdO3fy2/fffz/uuusuwTF2ux2bNm3C8ePHJbGB\n", "IAgiltCYIjRoTBEeNKbwh8YUwaEIDIJIIt544w38+c9/BuD+Ufrggw+g1+uh1+uxadMmfjBx0UUX\n", "4fnnn0d9fT2MRiNsNhuuv/563Hbbbfy1srOz8X//93945JFH0NTUBJVKhZKSEqxfvx4VFRX8cXfe\n", "eSe2bt2KG264ATabDSMjI7j//vsFoXoennjiCXz/+9+HyWSC2WxGaWmpINSP4zh8+ctfhsFgQGdn\n", "J3Q6Hf793/8dFRUVeOmllwTXeuedd+B0OvGHP/whqjZja7a/+uqryMjIwObNm5GSIv56nDBhAlJT\n", "U1FQUBDV965fvx73338//+Pzxz/+Ebm5ufzf6+vr8c4776Cvrw9btmzh9zc0NOC1117jwwMT0WYq\n", "lQq/+93vsGfPHjz55JP8vfH8888jLy+PP+7mm29GX18fGhoaeIX0oqIi/Otf/+KPKS4uxvr16/Gz\n", "n/0MZ8+e5a9/5ZVXCga1ofKb3/wGtbW1gu9MSUnByy+/jJKSEgDAhx9+iEcffRQcx6G9vR3p6enI\n", "zc2FRqPBhg0b+NxZz7UACK43ffp0/O1vfxN87+OPP45bbrkFNpsNNpsNkydPxg9/+EP+78uXL4dW\n", "q8W6deswODgIjuOQkZGBm266CbNnzw6rzQiCIOIBjSnCh8YU4UNjChpThIuKk8pVRBAEEUfuvPPO\n", "oKsthD9StdmLL76IkpISXHPNNRJZRhAEQRCJg8YU4UNjCiJRRByBcfz4cTQ2NsLlcmHp0qUoLy9H\n", "Z2cnamtrodFosHz58qjyuQiCIILR1NSEF198MdFmKAqp2oz83gRBEP6IjY23bt0Kp9MJAJg2bRrm\n", "zp2bYCsJMWhMET40piASRcQRGHv37uVLsWzfvh3XXnsttmzZghtuuAEAsHnzZtTU1EhnKUEQBJFw\n", "/uu//gvr16+HTqdDYWEh1q9f76d2TRAEMR4RGxvv2rULV111VYItIwh5QmMKIhIkSSHxvKR3797N\n", "l3Tx7CMIgiAIgiCI8YRnHLxz506YTCZwHIfKykrRcpEEQRBE6EQt4rlr1y4sXrwYgDAESKvVRntp\n", "giAIgiAIglAU7Nh47dq1/P4dO3YkyiSCIIikISoHxp49e1BVVYXCwkIA4HP8gMC1ogHg3XffhUaj\n", "iearCYIgCIIgCCJicnNzsXDhQkmv6Ts2Zgm2uEdjY4IgxjPhvI8jdmDs27cPEyZM4EvDAIDZbAbg\n", "jsTwfBZDo9FQCF2CqaurQ3V1daLNGNdQHyQWav/EQ32QWKj9Ew/1QWI5fPiwpNcTGxu3tLRg8uTJ\n", "AACLxRLwXLmPjeV+ryaDfUfbDXhke1PY137q2umYV5YVqWkAkqP9Eonc7QPkb2M47+OIHBjd3d3Y\n", "v38/Zs2ahZMnT8JgMGDdunVYsmQJNm7cCI7jeC2MSOgy2HC6z4S+ETum5OmjfigJgiAIgiAIIlYE\n", "Ghu3tLTg4MGDAID58+cn2EqCIAjlI4mIZ7jU1tYG9TK/Xt+N//m4DQBww5xCfP+KiniZRhAEQRAE\n", "QYwDDh8+jNWrVyfaDABjj42J5CeRERgEkWjCeR+rY2xLRBRmeHMEe0fsCbSEIAiCIAiCIAiCIAg5\n", "IEsHRkG614HRZyIHRiyoq6tLtAnjHuqDxELtn3ioDxILtX/ioT4glILc71WyLzrIvuiQu32AMmwM\n", "FXk6MJgIjD6KwCAIgiAIgiAIgiCIcY88HRhMBEa/2Q6nK+4yHUmPnFVoxwvUB4mF2j/xUB8kFmr/\n", "xEN9QCgFud+rZF90kH3RIXf7AGXYGCqydGDoNGpkp7prYbs4YNDiSLBFBEEQBEEQBEEQBEEkElk6\n", "MAChkCelkUhPMuVBKRXqg8RC7Z94qA8SC7V/4qE+IJSC3O9Vsi86yL7okLt9gDJsDBXZOjAK0nX8\n", "516TLYGWEARBEARBEARBEASRaGTswKAIjFiSTHlQSoX6ILFQ+yce6oPEQu2feKgPCKUg93uV7IsO\n", "si865G4foAwbQ0W2Dgw2haSXSqkSBEEQBEEQBEEQxLhGtg4MKqUaW5IpD0qpUB8kFmr/xEN9kFio\n", "/RMP9QGhFOR+r5J90UH2RYfc7QOUYWOoyNeBwaaQUAQGQRAEQRAEQRAEQYxrZOvAKEynFJJYkkx5\n", "UEqF+iCxUPsnnnj2AcdxaBkww+Hi4vadcoeegcRDfUAoBbnfq2RfdJB90SF3+wBl2BgqKYk2IBBs\n", "Ckk/OTAIgiCIKPjbwXa8Vt+N6QVpeKZmJlQqVaJNIgiCIAiCIMJEthEYOfoUpKjdA0yD1Qmrw5Vg\n", "i5KLZMqDUirUB4mF2j/xxLMP9jQPAACa+sxoH7bG7XvlDD0DiYf6gFAKcr9Xyb7oIPuiQ+72Acqw\n", "MVRk68BQq1TIT/cGiPSSkCdBEAQRIWa71wk+YieHOEEQBEEQhBKJyoHhcrngdDqlssWPwnQd/5mE\n", "PKUlmfKglAr1QWKh9k888ewDCxPFZ7bF7ndLSdAzkHioDwilIPd7leyLDrIvOuRuH6AMG0MlYg2M\n", "nTt3orm5GTU1NSgrKwMAbN26lXdoTJs2DXPnzo3KuHxBJRJbVNciCIIgxid2p0sg3mmiCAyCIAiC\n", "IAhFEnEExtq1a7FixQrBPr1ej5qaGtTU1ETtvACAQkbIk1JIpCWZ8qCUCvVBYqH2Tzzx6gOzj8PC\n", "ZKcIDICeATlAfUAoBbnfq2RfdJB90SF3+wBl2BgqklYhcTqdeOONN8BxHCorK7FgwYKorlcoiMAg\n", "BwZBEAQRPhYfEWhfhwZBEARBSEXHsBXdRmHkuKtgCo62G4KeZ3PSbxNBhIKkDoy1a9fyn3fs2BH0\n", "2Lq6Oj4Xx+MR8t3OnzCHP/5kSwewtDzo8bQd3rYHudhD27RN2+Nru7q6Oi7f12NVAUiHh4ZTZ3Dd\n", "7MKE//sTvR2v9qftwNuefXKxZ7xtE6Ej9zaTk33dRhse2d4k8peeoOc9vqYyNgaFgJzaTwyyL3qU\n", "YGOoqDiO48Y+TJyGhgbk5ubyGhgsu3fvxpo1a0TPq62tDSk647N2A348+gK4aEIG/nj9jEhNJQiC\n", "IMYpJ7tH8MCWU/z27ZeW4M6FpQm0iCAIOXD48GGsXr060WYACH1sTMifo+2GAA6M4Dy+phJP7D4b\n", "9nlPXTsd88qywj6PIOREOO9jScuotrS08J8tFkvU12M1MCiFRFo8qxBE4qA+SCzU/oknXn1g9kkh\n", "MVEVEgD0DMgB6gNCKcj9XpW7fXJH7u1H9kWPEmwMlZRIT9y9ezeam5uh1+sxZcoULFu2DC0tLTh4\n", "8CAAYP78+VEbV+CjgcFxHFQqVdTXJQiCIMYPFhLxJAiCIAiCSAoidmCIpYcsW7YsKmN8SdNqkK5V\n", "w2R3we7kMGx1IkcfsckEQzLlQSkV6oPEQu2feOLVB2YfhwWJeLqhZyDxUB8QSkHu96rc7ZM7cm8/\n", "si96lGBjqEiaQhILCjN0/Oc+KqVKEARBhIlfCglFYBAEQRAEQSgS2TswCtK9ERe9JluQI4lwSKY8\n", "KKVCfZBYqP0TT9w0MHxTSGwUgQHQMyAHqA8IpSD3e1Xu9skdubcf2Rc9SrAxVOTvwKAIDIIgCCIK\n", "LH4pJBSBQRAEQRAEoURk78AoTKdKJLEgmfKglAr1QWKh9k888eoDi18KCUVgAPQMyAHqA0IpyP1e\n", "lbt9ckfu7Uf2RY8SbAwV2Tsw2EokveTAIAiCIMLEN4WEIjAIgiAIgiCUifwdGBlMBAalkEhGMuVB\n", "KRXqg8RC7Z944qaBQREYotAzkHioDwilIPd7Ve72yR25tx/ZFz1KsDFUZF+TlFJICIIgiGjw1cBw\n", "uDjYnC7oNLL34RMEoSCOHz+OxsZGuFwuLF26FOXl5ejs7ERtbS00Gg2WL1+O0tLSRJtJEAShaGTv\n", "wGAjMHopAkMykikPSqlQHyQWav/EE68+8E0h8ewb7w4MegYSD/VBctHX14ebbroJALB9+3aUl5fj\n", "4MGDuP322wEAmzdvRk1NTSJNjBi536tyt0/uyL39yL7oUYKNoSL70Vt+mhZqlfvzoMUBu5NCfwmC\n", "IIjQEXNgmEgHgyAIiVm2bJnfvvT0dP6zTqfz+ztBEAQRHrJ3YGjUKuSmeQNFBsyOBFqTPCRTHpRS\n", "oT5ILNT+iSdefWBx+DsrTDZyYNAzkHioD5KTXbt2YfHixQAAjuP4/VqtNtApskfu96rc7ZM7cm8/\n", "si96lGBjqMjegQH4VCKhNBKCIAgiDAKlkBAEQUjNnj17UFVVhcLCQgCA0+l1lqpUqqDnshOMuro6\n", "WW3X19fLyh652xcJDkfki7TJ1n5kn/Tb9fX1srLHdzscVBzrGo4TtbW1WLBgQcjHP/5uMw60DgEA\n", "Hl09Bcsq82JlGkEQBJFkfO0f9Ri0CAeGv7lmKhZX5CTIIoIg5MDhw4exevVqya63b98+FBUVYdas\n", "Wfy+N998EzfeeCM4jsO2bdtw/fXXi54b7tiYkC9H2w14ZHtT2Oc9vqYST+w+G/Z5T107HfPKssI+\n", "jyDkRDjvY9mLeAJUSpUgCIKIHN8yqgBFYBAEIS3d3d3Yv38/Zs2ahZMnT8JgMGDdunVYsmQJNm7c\n", "CI7jsGbNmkSbSRAEoXgUl0JCpVSlIdowNyJ6qA8SC7V/4olHHzhdHKwiDgzSwKBnQA5QHyQPxcXF\n", "+OlPf4qamhrU1NRg3bp1AICysjLceuutuO2221BcXJxgKyNH7veq3O2TO3JvP7IvepRgY6hE5cBw\n", "uVyC3L5YUZhBDgyCIAgifMScFwBgoggMgiAIgiAIxRFxCsnOnTvR3NyMmpoalJWVAQA6OztRW1sL\n", "jUaD5cuXo7S0VBIjScRTepKpFrBSoT5ILNT+iScefSCWPgIAZiqjSs+ADKA+IJSC3O9Vudsnd+Te\n", "fmRf9CjBxlCJ2IGxdu1aNDQ0CPYdPHgQt99+OwBg8+bNqKmpic66USiFhCAIgogES4BIC4rAIAiC\n", "IAiCUB6SamCkp6fzn3U6nWTXpRQS6UmmPCilQn2QWKj9E088+sDiEI+0MFEEBj0DMoD6gFAKcr9X\n", "5W6f3JF7+5F90aMEG0NFUgcGW5FVq9UGOTI8MnUapGrctbPNdhdGSHyNIAiCCIFA1UaoCglBEARB\n", "EITykLSMKivoqVKpgh5bV1fH5+J4PEKBtvfv3490dRqsTre/5d19H6EolQv5fNoW3/YgF3uUtO3i\n", "gNP6qTBYHZjjbEW6Rl720TZtK2G7uro65t/36Wf1APTwxVOFRE7tEe/teLQ/bQff9uyTiz3jbZsI\n", "Hbm3mdztkztybz+yL3qUYGOoqDg2bCJMGhoakJuby4t4vvnmm7jxxhvBcRy2bduG66+/XvS82tpa\n", "LFiwIKzvenjbadR3GgEA//HF6bh0YlakZhNE1Ow7O4hf154FANxxaQm+sVAawVqCIKRl79kB/Kb2\n", "HAAgK1UDg9XtuLikJBNPX1eVQMsIgkg0hw8fxurVqxNtBoDIxsaEPDnabsAj25vCPu/xNZV4YvfZ\n", "sM976trpmFdG8yJC2YTzPo44hWT37t2oq6vD7t27sXfvXgDAkiVLsHHjRmzcuBFLliyJ9NKisDoY\n", "vSabpNcej3hWIYjIONtv5j+3DVsjugb1QWKh9k888egDVsQzP837O0IaGPQMyAHqA0IpyP1elbt9\n", "ckfu7Uf2RY8SbAyVlEhPXLNmjd++srIy3HrrrVEZFAgqpUrIiZ4RrxPNYHUk0BKCIILBal3kp6eg\n", "ZdD9maqQEARBEARBKA9JRTxjSRETgdFjJAdGtCRTHlQi6GGcaEZrZCu51AeJhdo/8cSjD8xMFZJ8\n", "xhFupggMegZkAPUBoRTkfq/K3T65I/f2I/uiRwk2hopyHBiZ3rKs7Oo3QSQCNgrISFVxCEK2sBEY\n", "bCSfiZ5bgiAIgiAIxaEYB0Yx48DoNpIDI1qSKQ8q3nAc55NCEtlEiPogsVD7J554a2DkpmnhqY9l\n", "dXJwuiLWsE4K6BlIPNQHhFKQ+70qd/vkjtzbj+yLHiXYGCqKcWAIUkhIA4NIICa7S7Cqa7A6EEUx\n", "H4IgYgj7rKZr1UjTqpm/URQGQRAEQRCEklCMAyNXnwKtxr12ZrQ5MULhv1GRTHlQ8cY3AsjFCSdJ\n", "oUJ9kFio/RNPvDUw0rRqpGk1/PZ4F/KkZyDxUB8QSkHu96rc7ZM7cm8/si96lGBjqCjGgaFSqVCU\n", "QToYROIRq4JDOhgEIU/YFBJ9igbpTAQGlVIlCIIgCIJQFopxYABAcSZVIpGKZMqDijdizrNISqlS\n", "HyQWav/EExcNDAfjwNCqka7zRmBEEjmVTIzV/ma7E6/Xd2NP80CcLBp/0HuIUApyv1flbp/ckXv7\n", "kX3RowQbQyUl0QaEQzETgdFNERhEghCLwIhUyJMgiNjCOinSUoQaGFSJJDivf96Dlw51AACKMnSY\n", "MyEjwRYRBEEQBDHeUVQEhqCUKlUiiYpkyoOKN2IRGMYIHBjUB4mF2j/xxEUDwx5YA2O8R2CM1f4N\n", "XUb+8+fMZ0I66D1EKAW536tyt0/uyL39yL7oUYKNoaIoB0YxU4mkmyqREAlCrAqOgVZyCUKWmJkU\n", "kjStBhmkgREy3UyqZqeBFg0IgiAIgkg8inJgUASGdCRTHlS8ERXxJA0MxUHtn3jiooEhEPGkKiQs\n", "wdqf4zh0Mb+znQZrPEwad9B7iFAKcr9X5W6f3JF7+5F90aMEG0NFUQ6MYqpCQiQYjuMkSyEhCCK2\n", "cBznl0LCViExUwRGQIatTliZ6BWKwCAIgiAIQg4oyoFR5FOFxMVxCbRG2SRTHlQ8MdldonnzkYh4\n", "Uh8kFmr/xBPrPrC7ODhHfyZS1CpoNRSBwRKs/bt8ohy7jDb6zY0B9B4ilILc71W52yd35N5+ZF/0\n", "KMHGUFGUAyNNq0FWqnvwaXdxGDKHH7ZPENHQHSB1yWCje5Eg5AabPuKpPsKWUaUqJIHp9om4sDs5\n", "DNBvLkEQBEEQCUZRDgzAXcrNA5VSjZxkyoOKJ6z+hVrl3R9JCgn1QWKh9k88se4Ds4/+BQBKIWEI\n", "1v6+ERgA6WDEAnoPEUpB7veq3O2TO3JvP7IvepRgY6go0IEhTCMhiHjC6l+UZafyn420kksQssPs\n", "YPUvNIL/A5RCEgyxaDPSwSAIgiAIItGkSHmxrVu3wul0DxinTZuGuXPnSnl5AEBxJkVgSEEy5UHF\n", "EzYCozI/DReG3CuSpIGhPKj9E0+s+8AskkKSRhEYPOFoYADkwIgF9B4ilILc71W52yd35N5+ZF/0\n", "KMHGUJHUgaHX63HVVVdJeUk/hEKeNJgi4gsbgVGZp8e+s+7PhgjKqBIEEVt8S6gCQIaOIjBCQTwC\n", "g1JICIIg5IZGDRxtN4R9XnGmDqVMNDFBKAVJHRhOpxNvvPEGOI5DZWUlFixYIOXlAQhLqXaPUApJ\n", "pNTV1SWVJy5e9PhEYHgYsTnh4jioVSqx00ShPkgs1P6JJ9Z9YHH4OzDYCIzxLuIZrP0phSQ+0HuI\n", "UApyv1flbl8sGbI48cTus2Gf99S103kHhtzbj+yLHiXYGCqSOjDWrl3Lf96xY4eUl+YRpJBQBAYR\n", "Z9ion9KsVOhT1LA4XHBx7nB1dnWXIIjEwqaI8FVIGA0MsZLIhLvdhkXS4siBQRAEQRBEopHUgcGi\n", "1WqD/p31AnlUUUPZZquQeML5wzmftv1VaOVij9y3v/CFLwgiMAoztMhM1fCrvAarAxk6jWzspW3a\n", "lvt2dXV1TK9vdrAaGG7HxdFDBwFkAABMdqes2iPe24Hav8eqApAOAMhKccHgcDt/ekZs2LuvDmqV\n", "POxPhm3PPrnYM962pcblcoHjOGg0ybeYEas2kwq52yd35N5+ZF/0KMHGUFFxHMdJdbGWlhZMnjwZ\n", "ALBt2zbJlslcAAAgAElEQVRcd911osfV1tZGnF7icHG47vnP4OIAFYBt35oHrUZxxVQIBWK0OnDT\n", "y/UAgNQUNbbceQm++8ZJnB2wAACeqZmJqsL0RJpIEATDa/XdeO7jNgDAjRcX4XtLy+F0cfji3z8D\n", "4P4N2Xn3fKjCSP0aDxw8P4RH32kGAMwvy0TrgAX9ZgcA4MWvz0FpFuVME8nB4cOHsXr1akmutXPn\n", "TjQ3N6OmpgZlZWUAwhO3j2ZsTMiLo+0GPLK9KezzHl9TGVEqSKTnPXXtdMwrywr7PIKIBeG8jyWd\n", "+be0tGDTpk3YtGkTZs6cKeWleVLUKuSnuaM7OAC9JtLBiATPKgQROmz0RVGGFiqVClmpKfw+Y5iV\n", "SKgPEgu1f+KJdR9Y2BSSUQ0MjVqFVI3bYcFBqJMx3gjU/t1MifIJmTqUMA4LSiORFnoPJQ9r167F\n", "ihUrBPv0ej1qampQU1MTk8p88UTu96rc7ZM7cm8/si96lGBjqKSMfUjoLFu2TMrLBaQ4U8c7LnqM\n", "NloNIuJCr0/6CABkpnrDRA02R9xtIggiMMIyqhrBZ6vT/bya7C7B3whhCdXiTB1sTg4N3SMAyIFB\n", "EOEQD3F7giCI8YakDox4UZTh1ddgV4qI0EmmPKh4wZZQ9WixZDEOjHAjMKgPEgu1f+KJdR8INTC8\n", "AYfpOjUGLaPH2J0Agms2JSuB2p8VyJ6QqYPD5c00pVKq0kLvoeQmHuL28ULu96rc7ZM7cm8/si96\n", "lGBjqCjTgZHpL+RJELFGNAJDF7kDIxgcx+F/Pm7DmT4zvre0HFML0sY+iSAIAWwKiaeMKiCsRGKy\n", "jd8UkkB0+0RgOBmlLIrAIIjIGEvcHiBBV7ltZxRXQJ2ZDwAYGhoCAOTk5Iy5bXNG9rvicMQ3kndo\n", "aAgY1cCQQ3vT9vjeTk8PXUdQUhHPUIlWqGjz8R48e+ACAOBLswrwYPUkqUwbN7A/kkRo/H5vC945\n", "1Q8AeOALFbhudiFeOdKJFw91AAC+fkkx7l48MeTrBeuD411G/HDraQDAkops/PqaaVFaT/gSy2dg\n", "yOJAl8GGqsI0EogMQqzfQ0/sasb+Fveg8rHVlbiyMhcA8PC206jvNAIA/vPa6Zg/TkXMArX/bRs/\n", "5x22L3xtDrqMNvxkVJBuTnEG/nTDjLjamcwE6oMRmxNn+kw41WvGgMmOa2cVYGKOPgEWJjdSingC\n", "QENDA3Jzc3kRz1DF7QH5i3jKfdwYC/uUIsYphYjneOxfKZG7fYD8bQznfazMCAwmhYQVViSIWOIr\n", "4gkIU0gMNukiMM4PesO0G3tMkl2XiD2DZju+/fpJDFocWLegBOsWlCbapHFLwBQS5jOrkzGecLo4\n", "mEReWQ4Xh/5RjSkVPILF3r9TCknsODdgxr+OdeNk9wjahqxgV5eOtBvw7I2zEmYbMTa7d+9Gc3Mz\n", "9Ho9pkyZgmXLlqGlpQUHDx4EAMyfPz/BFhIEQSQHinRgFDMpJGyoKxE6cvbAyZUeY/w0MNjUqEGL\n", "AwMmO/LSx2eefqyI1TPw/pkBDFrcYaC1Tf2SODC6jTa+8k0yEev3kIUV8WRSSFhnhskuneNRKRis\n", "Dnx/cyO6jBlQl/VjTVU+/7eeERs8khf56VpoNWoUZ+igVgEuDug3O2B1uJCaQuXLpcDzDHAch9/U\n", "nkOrR5zFhzN9Zmp3mbNmzRq/ffESt48Hch83yt0+uSP39iP7okcJNoaKIn8JKQKDiDccxwnuNa8G\n", "htcHaJBQA6PHR5z2TL9ZsmsTsWXv2UH+c/uwDYPmyN9RwxYHfrK9CXe8ehz3bW6UncPW6eJkXYbU\n", "zGpgCEQ8WQ2M8efAeOdUPzoMbkfFG593C/7WbRAKeALu0rMepy0AdJEOhuS0D1sFzgu1Cpiar+ej\n", "hbjRYwiCIAhivKNIB0aOPgU6jXslcsTmxMg4HIBGSzLVAo4HIzYnP1FLTVHzkRdsGVVjmGVUg/WB\n", "rzhtMzkwJCcWz0DPiA3Hu0YE+05GmALUOmjBA1sacaTdAABo6jPjgS2NaOqVR0pR64AF97x+Al99\n", "+RgOnh+K6Bqxfg+xzhV9ivdZZUU8x2MKyXtN/fznM31mDFu87y5hCVXvYkFJlteB0WmkibRUeJ6B\n", "Q20Gft/CiVl46855WH/TbMwtyeT3nw8QnUEQ8UDu40a52yd35N5+ZF/0KMHGUFGkA0OlEq4GxWpV\n", "0mh14I/7WvG3j9vgdMVd65SQEb76F55Q/mxWA0PCCAzfe/osOTAUwT4m+sLDie4RkSODc+jCMB7c\n", "cgrtw8L7oN/kwMNvn47YYSAVbUMW/HjHaVwYssLq5LD5eE9C7QkE65xg00bGcwpJ66AFTX3e9wkH\n", "4FiHkd/2LaHqQeDAoAgMyWEdGEsm5fCpIuU5qfz+1iFyHBEEQRCEIh0YgHBlKFalVDcd68aOxj5s\n", "qu/GrtP9Y5+gIJIpDyoesPdYIZPClJnqTSGRSgPDN10FAJr7yIEhNbF4BvY2+zswTobpwNjS0IOf\n", "v3OGjyxLTVHjzoWlyBhNezDbXfjFu83YdqI3eoMjoMNgxSPbm9Bv8q7atwxEtjIc6/dQIBHPtHEc\n", "gfH+mQG/fZ4oH8A3AoN1YHgn0uTAkI7q6mo4XByOtgsjMDxU5Horj1ygCAwigch93Ch3++SO3NuP\n", "7IseJdgYKgp2YLARGMFzzE02J460GcLO1T7W6V2VOnRhODwDiaSiVxCB4b33Mplc+hGbEy4JqhIb\n", "mXQVD62DFtgjrCtOxIduow0No84KVmqzsccUcgTXjsY+/OXDC7yIYmG6Fn+8rgq3X1qCP11fxa+I\n", "uzjgv/efx5s++gWxpttow4/fbhI8D4A7QkluWhJOFwcr8xyx4ocZ4zQCg+M4QfqIh8+YyTP7e1oc\n", "MAKDIgGkpLF7BKZRR1pRhlYQdcE6MM4PkQODIAiCIBTrwGAnkcEiMFwchx+9fRo/2dGEJ2tDr5Hs\n", "cHGCXPNjnUZwEkxO5UIy5UHFAzEBT8AtbseKrIWjxxKoD3wFPAHAySGgOj0RGVI/A6x458LyLOSn\n", "uaNzTHZXyH23tcGbijGjMB1//vJMTC9MBwBMzkvDf90wA1WFafwxLx3uhCNO6W29Izb8ePtpfoVe\n", "q1EJUqgimVzF8j1kFehfqKFmKriwERimcRSBcbLHhI7R6Il0rRoalfveOT9kRd/oO647YAQGpZDE\n", "grq6Oh/9i2xBtSHWmXFhyJpU4xBCWch93Ch3++SO3NuP7IseJdgYKsp1YDADq54gGhgdw1Y+3/fj\n", "88MCsbJgtAyYYXV6BwoDZgfOU/7puKV3xL+EqodMiXUwAjnkSMhT3uxt9obmL5+ah1nFGfx2KGkk\n", "Lo4TiPT9+pqpKMgQls7NT9fi6S9V8U60EZsTDV3ha2yEi4vj8It3m3lNDq1ahV+umYpLSr2h7nJz\n", "sAVKHwGAdJ132zyOIjDY6IsrK3NRkeZtoyPtBrg4Dt0jgTQwKIUkVhxmHBgLmPQRAMjVp/Ci0Wa7\n", "C30mqrxGEARBjG+U68AIsZRqc79wUP15lzHAkULEKgewQmdKJ5nyoOKBr4gnS1aEOhiB+iDQ/Xy2\n", "X14TRKUj5TPQabDy74wUtQpXTM7BbMaBcaJ77MohPUY77zTN0acgL00relyaVoMlFdn89idxSG87\n", "22/mHcEaFfDo6kosqsjG5DxveHtrBDoYsXwPWRjHhK8DQxCBYRsfERgOF4cPGI2WVdPzsWJ2Ob99\n", "tMOAQbMD9tF7MCtVIyg3m5/mrf5ltDlhtIZXdYkQZ/6ipTjZ4009u9THgaFSqVCRw6SRDNJCCpEY\n", "5D5ulLt9ckfu7Uf2RY8SbAwVxTowhBoYgVeDfKs3fN4Z2mplo8iE42iHQeRIIhLOD1rwbzua8MyH\n", "FyTRjYg1bJSPXwSGjo3AiH5Qz35XJTNBPENCnrKFTR9ZMDELWakpQgdGz9jvHTaCoSI3NciRwOKK\n", "HP7zJ1FWJLE5XNh/bjCorkErM2laVJGNyye7v38SY2erzCZWrDgnW0IVAJ/2BYwfDYzDbcMYGo1A\n", "LEjX4pKSTMwv806Wj7QbAgp4Au6JNBuRQVEY0vBZh5HXvJlemIYcfYrfMWwaCelgEARBEOMdxTow\n", "fCMwAk2CfR0Y9Z2hRVE0ikw4jnUkjw5GovOg/nGkE4faDHiroQefylwg1bcqSKFfBIZ3cmSUQgOD\n", "CeFeMsk7UW3uNyfN/ScHpHwG2OojyypzAQBVhWlQj6aytw5YxtRHYScm7IqrGPPLMqEdvXhzvyWq\n", "SkzrP27DE7vP4r7NjQFX1S8EsG0SIzAYSQqJFH3QM2LDI2+fxk+2NwlSBIOmkIzDKiTvNXlTnFZO\n", "y4NGrULPqSN823Qb7QIxT18HBkBpJLFg+6en+M8LJmaLHiMQ8pRZqhYxfkj0uHEs5G6f3JF7+5F9\n", "0aMEG0NFsQ6MNK2Gnzg6XBwGzeID77MDQgdGU69pzJxns92JltFBggre1boBswMXSAdDEk4zAqmn\n", "RNJ15MQIUxUkNUUtcFgAQKbOu2ImjQaG11kytyQT+tHqCUMWBwYC3OdE4ugYtuJUrzB9BHC/o6bm\n", "uwU3OYg7RVnYiQnrGBAjTavB3NJMfvuT85E7AQ+0uCM4DFYnjgfQ02Dfe+WMbeU5er7iSofBCluY\n", "lZ6iheM4/HFfK452GHGk3YCdp/r4v5mDppCMrwgMs92JD1u8kTqrpuUBcKcDzS3x3kdsufAJog4M\n", "qkQiNc0j3t+ThT7pIx7YiCzS4iIIgiDGO5I7MDo7O/HKK6/g1VdfRUdHh9SXFzBWGonZ7uRF5zw4\n", "OeDkGPnoTX1mPqRzcp4e85gw26NJooORyDwom9OF9mHvIEzu4pS++hesQjzgK+IZuoMhsAaGUESv\n", "Mt87YZR7WykJqZ4BQfWRiVnIZDRRZoWhg8GmYIyVQgIAi8oZHYwIHRhGq0MgCtgSQMeCda5UMOHs\n", "qSlqflLr4oC24fAmV9H2wYHWIXx6wRs1wEbcWYKmkLAaGM6kj2z6qHWId8JOytVjWoHbsVZdXS1I\n", "I2EdVcUZ/hosAgdGkNRNIjQ6DFb0293DsNQUNeZMyBA9rjyHIjCIxCP3/Hm52ydHNGrgaLsBR9sN\n", "yJo6j/881n8dYf7WS4Hc+1fu9gHKsDFU/JMto+TgwYO4/fbbAQCbN29GTU2N1F/BU5Kp43UBzg1Y\n", "BJMFzz4x6juNfkJZLI1MxYCZRemozE/jVymPdRhw3ezCaE3nOdAyhBGbE8un5kKrUWxATFi0DVnB\n", "Vn70FVqVG41MhAg7gPcgSCGJMgLDxXGCMqpFmVpMzU/jJ7/NfWZcVi4eZkxIS6fBitqmAUzNT+M1\n", "H8TYw1QfWTY1V/C32cXp2HbC/XmsSiThRGAAwOKKbPzPx20AgMPtBtidrrDfIb4Oi3MikyOO44QR\n", "GDlC58qkXD1fmrN10ILK/DTEA6vDhb8eaBPsY9NYgqWQaDUqaFRuh7aTA+xODroUoWMymWDTR1ZN\n", "yxM4YS8tyxQ7BcUi7zpKIZEWtvrIJSWZ0AV4fsuyU/n7tWfEDrPdKRCiJQiCiIQhixNP7D4b9nlP\n", "XTsdpdljL7QQRKyQfMacnp7Of9bp/AdAUsI6LI6LVBdhV6tZ0baxKpGwE9aZRRm4hAmxlVIH4+D5\n", "ITy+qxn/uacFD207jY44huQmMg/K17HUMWyVdSlDVqPj0jJ/x5egCkmUGhhDZgfso96dTJ1GkIYA\n", "UASGlAR6BgZMdjzz4XnctekEXjzUgV/uakZzAAHVLoONr86hVatw+SSho0NYiWQk4Ltj2OLA4Kh+\n", "g06jEtUf8KU8JxWlo5NMs92FzyMop+rrsGgZ8P939prs/Op9VqrGT2SQzc8PFMERiGjeQ5uOdQlE\n", "JwF3hQaPHpJQxFP4U6dSqQQVNpI5jcRodQjeYSun5/Gf6+rqUJmfhuxU/8nw2Ckk5MCIlkMXApdP\n", "ZUlRqwSThTZKIyESgNzz5+VuHxEdcu9fudsHKMPGUJHcgcEO0LVa8TKAUnHRBNaB4T94Z8OJ11Tl\n", "859PdJvgcAV2QrAlVGeNRmB4Kk30S6iDUcusijX2mHDvm42oY8LR5YgUFUN8xf44BI6WSTROFydY\n", "JROLfhBWIYluIiRWrpUcGPHBaHXg+U/a8Y1/NeCthl7+HcEB2HdO/LlkS5heUpopSB8BgInZqXyE\n", "zrDVKUidYmEFPMtz9FCrxo4GUKlUWFwRXRqJr8OhlXEAeLjAprbk6P1SqNhSqvEKb+80WPHq0S6/\n", "/RaHC72jz5DFEVgDAxg/Qp6NPSY4PVUuCtJQmiVcNVOrVII0SQ/iIp7efV0Ga9Kn3sQSp4sTiKYG\n", "c2AAPkKeVImEIAiCGMdInkLidHoHjb4DXZa6ujo+F8fjEQp3e/HSK6BVq2B3uUOcB8125KZp+b83\n", "Dxbz35cxfAETMrPRZbTB6nDhtdoDuOWqK/yuP2C286t6Oo0KU/LTcODD/SjTpeKUzd1cb+z7DAvz\n", "HFHZ7+KAQxeEk+ERmxO/qj2LRbl2XFVsw4pl0bXPWNseXt+9H2926DGpKAc/qJ6EU58d9Dve4QIO\n", "YxLebx7AohwLVhXZI/7+Q6cvwPfWe/dgPWZftzSm/95Itht7THxURWG6FlPy9H7HtzSdBOAeXBpt\n", "jqi+r3vEv4xhZ+NnANzOuvODFnywtw4panm0T7Js99lUeKU9m4+C8OW9hjbcubDU73zWaeBxJrB/\n", "V6lUmJBihcHqvt9PdJtwtv5Tv+8/MpgCwD2xTLMbQn4/LqrIxlsNvQDcDoxvL5kY1r//nE/EhdXh\n", "wtvvf4g8Hccf/8Hh47xt5TmpftcbaGkE4HaytQ5awvr+6urqiPrrXxdSYXO627Q01Qm1CmizuB0S\n", "O/YfwrQMJ8z6qfy/q7v9AoCJguulaQv4v+8/eAg3r/H/PUiG7V2HTgBwv0tmFWWItn+WyXv/AUCK\n", "ikPuaKQNe3xWagpS1RysLhWsTg79ZgdOHP5YVv9epWwXzLiU/23JTHFhyqgjMNDxFTmVOAA3+4+d\n", "xsppS2T171HqNhE6cm8zudtHRIfc+1fu9gHKsDFUVJzESyhvvvkmbrzxRnAch23btuH666/3O6a2\n", "thYLFiyQ5Pt+sOUUGkZzyx9fU4kvTHHnoHMch5terudLF75y60V4/pN27B6NerhncRm+eskEv+t9\n", "3DqEx95tBgDMKc7An26YAQB4rb4bz43mm6+clod/WzklKrtPdo/ggS3u8mnZqe5UATYcekZhOp6+\n", "rsov9DkW/Kb2LC9EmJ+egl9dPQ0zCr2pQAarA7/cdZYvQasC8MY3LkGGLrIc3Ls3NfgpqV8/uxD3\n", "f6Eisn9ADHnpUAf+caQTAHDNjHw8vGyy3zGnekz4/luNAIBpBWn4642zIv6+Nz/vxl8/ct9n180q\n", "xAPV7ja585/HeZ2Bv944E9MK0gNegwifJ3Y1Yz9TpWFqvh63zCvBf3xwjl+93njbxShI90aV2Zwu\n", "3PxyPZ9e8fxXZ2OiSPnTfxzuwEuH3fdQoPv8uY/b8Fp9NwBg3YISrFtQGpLdFocLN798DLZRI1/6\n", "+hyBTsFYfP2Ver/KNr+6eiqWMqkwz3x4AW819AAA7lpUilvmlQiOH7E5ceNLxwC402i2fHMeNOrY\n", "6Ul8emEYP9t5ht/+0/UzsLOxj69A8r2lE3HjxcX464ELePO42+7vLJmIr8wtFlyH/e34/XVVgmoc\n", "yQR7b//wykn44swCv2POD1pw92sn+O3ynFT8/atzRK93/1uNfJrlNxeW4rZLS0SPI4LzypFOvHjI\n", "LXS+piofP17u/9vC8s6pPvx+bysAYPnUXPx8VWXMbRwPHD58GKtXr060GQCkHRsT0nC03YBHtjeF\n", "fd7jayoj0pZQynlPXTtdNHKPIKIhnPex5LPjJUuWYOPGjdi4cSOWLFki9eX9CJRG0jNi550XWaka\n", "FKZrcTEzQP28UzxfXKh/4Z0kzmNKFh7tMEQdOsuGni+ZlINnb5yJ6ineScOpXhO2neiN6juC4VmF\n", "4DhO0G79Jgce3naaFy3tNtrw0NbTvPMCcIfUs2VQw8HmdIlWKjgr09QINnc8kHhmZoQinr6RMIBP\n", "Ckmmd7LMCiOeCaDHQISHp/37THYcaPU6L360bBKevXEWVkzLE7wzDvqkaHzeaeSdF2XZOlHnBeBb\n", "iUT8vROugKcHfYoa80q9g4hw0kiGA5Tl9U0rueCT3uJLhk7DO3bsLi6s8ppiz0Aghi0OvH+mH3/5\n", "8Dy/76qqfMyZkIFJTNUWT4oamxYimkKi8+6TswZPtJxi3tUzC4WOT0/7l+ekopBxzonpX3i4ZobX\n", "AfLq0S5BFRsiNJwuDrVN3pK1gcqnslQIKpGQBgYRf8J5XycCudtHRIfc+1fu9gHKsDFUJHdglJWV\n", "4dZbb8Vtt92G4uLisU+IEnaCwQp5sloBlXlpUKlUQgdGl1FUz+Fkj7ACiYep+Wl8xEG/yRF2uUBf\n", "2InGovJsZKWm4LHVlbh1vjcqZC9T3SBW9IzY/QagVocLT+xuxvOftOPBLafQIpLXfipCBwZbgYQV\n", "Vm3uN0uaT211uPDy4Q7862gXnEH0ToIxbHHwDi21SlzAE/DVwBBPQQgVtoRqUYZ3EsHqYMjV2aNU\n", "3j3Vx9+Tc0sycfWMAl6DgtWYOMg4OQD/ZzgQs4sz4IlHaO43804PFjanvSKAIyQQAhvDcGAE0p3x\n", "FfJkNX8mBbBN6ECQbnLVM2LDK0c68YMtp/C1V+rxu/db+NLY6Vo17l5UBsBHH2D0+81jaGCkCUqp\n", "JqcGxoDJzjtFUzUqgV4Ji0qlwnymGkkwEdkvzizgr2NxuPDCp+0SWhyYLoMt4ne53Njd1M8/V6lq\n", "TvAMB4Kt/nNhyCKJHhVBEARBKBHF1+1k66af7jXDOjo5YCd5ntXripxUXkHfYHX6i0lynF8FEg8a\n", "tQoXM991tCN4JZNgDPlMjD3iXSqVCl+5uBia0dnOyR5TWKuZ4eDJg2JXhKfk6fmVNxcHbGRW11LU\n", "Kiyd5B1kne6JzIHBru7OLcnkBQ5NdpdfRYFo2H6yFy8f7sSGT9qx92xkjqBDbQZ4hoizijKQ7VN9\n", "wUOGoJqBK+RBtlgumqCEaoZ3RXS8C3laHS68e6pPtNpQpFRXV8PFcdh+so/fd+0sYXj9kgpvVNTh\n", "dgNsTu9El3UWLAoyAcnQafioChfnH71kc7j4ig4q+JcpHQt28vNZuwE2EQeJGKz+Bbvizjo2LA4X\n", "ukefS7UKKM0Wn9iyUSMtg6Hfn8HyMc8NmPGd10/ixUMdaOgeEZReVquAey8vR/5o1AD7/Z73ukVQ\n", "hcQ/3Y11oCZrFRLW0TytIN0vtYdt/5XTvELX84OEBmvUKnxnyUR++91T/WiK0KEdKi8e6sC6fx7H\n", "/W81Kt6JYXO6nesebrm0TFDJKhDZ+hR+/GJzcvxzSRDxQu7583K3j4gOufev3O0DlGFjqCjegZGj\n", "T0HF6IDf4fI6IAQRGPnuwa1KJXRC1Ps4IToMNr6KRFaqBmU+g3U2jeRYFA6MQxeGA06Ms/UpuJQJ\n", "J90X46okDYwD4/JJOfjvG2YIIk8A9wTst2un4Y5LvXn5kUZgsE6jyXl6n8gC6ZTV2Uoy9QHShcbi\n", "EJM+srA8+ICedWKMhFFK1RdBBAYzqZxawDowLONO/X/jZ514em8rHt52Gm0SKvAfbjPwjrOsVA2u\n", "HNXQ8VCRm8pXXjDbXfh8NJWqw2DldVx0GpUgjUOMWcXeZ+qET8WktmFvVFJJlg66MHVvSrNTeaeH\n", "1cnhWGdo7ybWmbis0vvvPj/oXd1tG7Lw76qSrFRoNeK2VQgcCNE7XYcsDjz+brOgLLEKwOzidHxj\n", "YSn+euMsXM2kMhRn6qAb9fwOWhwYtjjGTCERRGAkaRUS9j09oyi4bs6iimz8xxen49dXT8XyqblB\n", "j72sPJt3nHEA/ufjtpi9kziO49Mpm/rMinfgbj/Zh+5RR3WOPgU3XlQU8rkVuWwUBqWREARBEOMT\n", "xTswAOCiCf5pJOxkmNUPEKaRCCcSjT7pI75VVC5hVqWOdRgjHrAJdBVEVm6XT83jP++NkQPDkwd1\n", "knFgzJ6Qgbx0LZ76UhU/oZmQqcMfrqvC/LIsTMnXI2V0Ba/DYMNwgIoNwWBXdyflCh0YZyQcmHYZ\n", "vI6A1ghKtHIch0/bxta/8JCVGn4aiW8umtPFCdJ5CpkIjJIsHT8JG7I40C+iXZDMfHrBXW7QxUXu\n", "kPKlrq4O2096dWauqsr3cx6oVCosYZ7Rj0ejLtj0kXmlWUgdw+kwZ0JgLQ1W/6IiDP0LlkURlFMV\n", "REOVZiIvze1ItTo5PiKEnSRVBIkMmZwbWSlVsXxMu9OFX+8+y4vW6lPUeGT5JPzrjrn4rxtm4o5L\n", "SwTvdMDtRGQjV84PWcZMIWEjMJJVA+MU48idUejvwPBt/0snZmHJpJyQyvh+e/FEeAI6jnYY8WHL\n", "UPATIqRnxI4h5reGfbcrDbPdif8bFYUGgFvnT8DhgweCnCFEqINBpVSJ+CL3/Hm520dEh9z7V+72\n", "AcqwMVSSwoFxcYlQyNPmcPHCcyqAL08GQKA0X98pdEKcDJA+4mFafho/6O0z2dEegQ6Gi+PwyQVv\n", "7ffFIhPjKybn8I6Cxh4TOmKURmJzutDU63UazB4VG9SnqPHo6kr845aL8MLX5vCTBZ1GzUezAJEJ\n", "ebL59VPy0gQTESm1HdjUGzENj7E4229Bv8k9aM5K1YgO/lmEOhiRTYb6THZ+JT5XnwIds9qtVqlQ\n", "mcdEYYwjIU+O4wQaEVKlGhkcKl6sFgCunVkoetxiJo3kYKu/AyNY+oiHpRXZvA5GfacRA4yjqjVC\n", "AU8WVgQw1OeyxScaitVH8Dg32GpBwVJbfFM42PfqoNmOP+5rxb+Odo3p9OU4Ds8cuCCIIvnJism4\n", "qqqAD58PhG8UiCACQzSFxLvPnIQRGBzHhRWBES6T8vS4frb3mfnbwXbYndK3o+/93Kng1InNx3v4\n", "UmTfTeMAACAASURBVM2FGVpcN0v8nRMI1olIQp4EQRDEeCUpHBhsJZKGrhGcG7TwE8HS7FRBqPC0\n", "gjR+Na53xC6YDDV2i1cg8aBRqwTRHpGkUTT1mvnVpFx9CqYXpvkdk5WaIpiQ7GuWPgqjuroaZ/rM\n", "sI82VFl2qt8EoThT55czzU7kw/33230qkFTkpgpSI6RyYFgdLkGEwpDFgQFzYKV8sUkVGyWzYGLW\n", "mGUh2QgMY4gpJL65aML0Ea3v4eNWB6NnxC6YYErlwBjMncaXSL24JAOTAggczivN5CMs2oatONtv\n", "xmdMClkwAU8Peela3nnKAYKSredDjHIIxsRsr+2htM+A2buqnZqixoRMHSbneu8vjz7GhRCjQ3LT\n", "UvhnwGx38cKRHMfhyffOYUdjHzZ80u4XfeL7DGxp6BVoknzrslK+NPZYTPKJAhFoYIimkHj3RZP2\n", "lSjMdideO9aFe988iWcPXPB7j/WM2PkqM+latagDKtp82HULSnnnbfuwFVsapK+c1eTjrFVqBIbB\n", "6sCmY9389rpLS6BLUYfVBwKxWglT6QgiFOSePy93+4jokHv/yt0+QBk2hkpSODDYybfR5sQHZ7yi\n", "jVPzhYNujVrFRxoA7tBXjuPgcHFo6gtcbs7DNB8tgnA5KCjLmRUwVHcZk4O8J0IRyrFoYFJo5hSH\n", "tjrHOjDCjcC4wFQgmZCpQ5pWg8m5ej4MuW3IKkkot9gEzrc0pIdtJ3rxlZfr8evas4LUD7bMbSgT\n", "1ExGhC3SCAxWwLM4w18skXV21Yeoc5AM+IrtSjGBcXEcdjQy4p0Boi8AQJeixqVMhYb//aSdFwue\n", "mJ2KiSE6Ha5kdCb2Mc90pCVUWViHV5/JDscYQodsKteUPD3UKlWACIzgJVQ9qFQqUSHNA61DAsHj\n", "j1oDpxkcujCMv350gd9eOS0Pt8ybEPB4X3wdGGZH6BoYSkohGbE5sfGzTnzjnw147mA7mvrM2Hy8\n", "R/DOAoQO5qrC9JDSQsIlW5+C2y4t4bdfjaLqUyB8BUK7jMqMPHjtWDfv3J6YnYqrZhSMcYY/7DNI\n", "DgyCIAhivJIUDgxfcc53TnknJr650oBQB+P3e1vxxb9/hptfPgbb6HLshEwd8tL9V8B9rxdJGP+n\n", "50PTVbh8Ug60ozP7071mtEks2FVXVyfQv5hV7J8yIwYbhhxuBIavgCfgXv2dmO2eAHII7GgIB7HK\n", "Lb6TYMC9OvzCp+0w2pzYd3YQ9791Cq2DFpjtThxnnDsLJ47twJBCAyOQgKcHtozr0Q6joCKGkgg3\n", "zNzPgSHBBOZIm4HXechK1QicC2II0kiYZziU8oceqplIgqMdRgya7XBxnCQaGDqNGvnpbieaiwN6\n", "R4I7edjnzKNfwabatYymgYSqgQH4p5HYnS4897GwxObhNoNg2/MMOF0cnt7byjs4Zxal46ErJ/np\n", "EAWD1QfwPMce9CIaJazwrhJSSJwuDv93pBPf+OdxPP9ph0AXAgB2neoXbLP6F1UBHPJS5MN+eU4h\n", "v4AwZHFIWk0KAE73+TgwYhSBMWJzxqzCyYDJjjeO9/Db31hYyqeJhtMHJVk6flzQb3IoMnKIUC5y\n", "z5+Xu31EdMi9f+VuH6AMG0MlKRwYgDCNhF0BF3NgsNVEAPeAn1WhD5YrzEZ0hJvyMGxx4OSoUKgK\n", "wMIgDozM1BRB5YtIS4EGg61AMidEB8bkvDRoR9X+u432oKkZvohNmgBInkbSKTLAPSfiGGkftmGY\n", "uVfah6144K1GvHCog1/BnpqvR0GGuDOLJYuZDBkjjcAYES+h6qE0OxVlo84eq8MliKBRAi6Ow2Pv\n", "nEHNS8fwlw/P81EMY+HrwOgdsUc90djORF+smZ4/pghnIEdFKPoXHgoytPx7ysUBH7YMocdoh3XU\n", "cZqjTwlYqjcU2FKoY5VYZLVoPM5ENgLj/KBFkLqTodMgNy0cDQoLtjT0+ukEdRhsotpBn3caeQHb\n", "HH0KfnnV1DH7xJfynFQ+mqvDYOOdISlqlWj1lDRBGVX5OzBe/7wbLxzqEPy+FTKO9g9bhgTOU9bB\n", "LJYSKRVaH20kKZzQHvpMdl6LyEOX0SZ5xZM9zQP46j/qcfdrJyISpx6LjUe7+Pfd1Hz9mFVeAqFR\n", "q1CWw1YioSgMgiAIYvyRPA6MkkzR/VPFIjAmZKDmoiLkpaXwpfc86DQq1AQpa1aeo+cn8L0me1iD\n", "nUNtBsEK41iidMsqY1eNZNali/kJc2qKWtTRI0aKWoVpzLHhpJH4igZ6kFrbQcyBITaoPtXr7wAw\n", "2V1483PvSlko0ReAMIUkYg0MZtJZJJJC4rbH69Q65LOaLXdOdpvw8flh2J0ctjT04sEtjaKRMb74\n", "HuPihNEq4dLYM4IPz3mfpy/OGjuUuzhT5/cuSdWocEmA904ghGkkg4J/G1siMRJYB8ZYq+ACZ+Lo\n", "s5iVmsJHcdicnCAloSIndcxoCNYpeaJrBK8w1RZYZwQbheF5Bj5kUkuurMxFQYAIuGDoUtR8yVsW\n", "sfQRQCjiaVJACslpJqKiLFuHh66chJduuYhP67O7OD59kuM4wbs5kAixVPmwYvopUuCbPgK439GR\n", "pukFYtuJXjhcHNqHrdjeKK2OR5fBhrdPeK/5zcvKBOk84fYBCXkSiULu+fNyt4+IDrn3r9ztA5Rh\n", "Y6gkjQNjekGanzNCH2BAq1KpcO/l5fjn7XOx7Vvzsf2u+Xjtjrl46etzsOmOuYJKJb5o1CrBQD2c\n", "iAFWGDKUldvLJ+fwzpIzfWZJV1tOdAv1PsYSqWQRppGE/u8XmzQBvg6M6P+NYpM3sYlyIzMhqJ6S\n", "Kxr1IFbmVozMCFJIfBFEYIiIeAIQROUcuhBauUy5cKJb6DBq7rfgvs2NePdUX9AVVbFBeiRh5CM2\n", "J5758AIe3HKKF++8aEIGpuSF5rxb4nMvzC/L8iu7OhZsGsmRdgNf9hmIXP/Cg8CBEaR9OI4TOBPZ\n", "fz87Ed3POHnKQ7CNtf/sgEWQ779ugVcn4XCb8L7lOE5QDeaKyTmIlAoRnQ6x9BFA6NhQggYGW2L5\n", "wepJWDuzAClqFa6ekc/vf/e0O42kw2DjJ/lZqRrR30EpEdNPkYLTAdI0pU5TYVM0d5zsg0vCCI9/\n", "HOngxbJnF6f7vUfCJdRSqt1GG37x7hn8fm+LYtMNCYIgCEKMpHFgaDVqzPIpfVqZrw9JuCxFrUK2\n", "PgUlWcKKJYGIJGLAxXECB0Yw/QsPGTqNQEByr4TVSHYfaeQ/zw5RwNODQMizJ7QIDLvThbYhcbHC\n", "Sp/2jDY8WEwDQ6wSCZsjflVVPv7y5ZmCVJo0rVqQmhSMSFJIgmpgBIjAmFeaxYfJN/WZw0rhSTSe\n", "9CkWq8OFp/e24j8+aIFNJKVkyOLwy/UHwpvAcByHvc0DuPu1BrzV0ONNLVBx+H+LykK+zuJJwmc2\n", "nPQRD8WZOswadQC6OGArszIrNvkO99oegrVPv8nBT27TtWqB447VwTjCREqEUh2lKFMrmvZxz5Iy\n", "waTts3YjnwJUV1eHcwMWPmoqXavGJaXhRbWwiGmIBHqnpzPP7KDZIbnOkNSwDgw2QmXF1DxeF6Gx\n", "x4SWAbPAOTujMD1g9IxU+bCTffRTpIKNwGD/BVLqYFgcLvQybdthsPlptUTK+UELdp32apN867Iy\n", "v74Itw/Ye1zsnQq433n//sE5fNQ6jHdO9QuckURscblccDrl7xCNBLnnz8vdPiI65N6/crcPUIaN\n", "oZI0DgwAfpPNUNMiwmVqQXgOjCNtBtz/ViNf0i47VRMwpNcXNld21+l+HGgZQvuwNWoNgAtm7+B9\n", "doiTdA9VEZRSbRu28qvengokHooytHwpvhGbUxCJEAlsCkkhMzljVwadLk6wujejKB156Vr855em\n", "46aLi1CWnYr7Li+HTiR3XoysKKuQ2Jwu/v5QqxAwhD5DpxE4WY4oKI3kJBP18/CySYJJ8XtnBvDq\n", "0S6/cwKlmITqwOA4Dk/tbcVv3jsnyKVfODEL3600B0w9E2NWUYYg7SsSBwYgTCNh75WoU0iyQtPA\n", "OOejf8FOqNiJqJN5xQSrQOJBrVL5OTrmlWbi8kk5mJSr5+9po80peG+w0ReLyrNDfubEEItiCZRC\n", "kqnT8M5Ak92Fb79+Av97sA0mGQojchwX0IGRrU/BUiZq5d1T/cL0kRjqX3iY7FMBRioxTLYyGCu+\n", "3SlhBEa7iONq+0lp0kheOtTBO0wvLcvCfEaIOVJYPZMj7UZ82OLvnKhtGsDnnV7nRiulmsSFnTt3\n", "Yv369ejq8v6WdXZ24pVXXsGrr76Kjo6OBFpHEASRPCSXA6NEOBEX07+QAtYxcjZIysOZPhP+bUcT\n", "frKjCaeZVIvqytyQUzaWVOTwqTFtw1Y8vqsZ3/xXA7784lHc++ZJQcWVULE7XeiyeSdis4vCc2BM\n", "ytXzK619Jjv6QnA4tA6IR18A7pQeqXQwRmxOflKo1agEA0Z2Mtw6aOFF1QrTtfyEQKdR47tLy/HC\n", "1+bg6jDK3LEpJEZbaCkkbC5aL9OG+enaoPfHAiYqRyk6GANmO+900GpUWDUtD3+pmYk1Vd7w9zqR\n", "VULW6cQ2SagrsJ91GLGbWQHNT0vBz1ZOwW/XTsMNq74Q1r9Bo1bhweoKTC9Iw/9bXIbSrMgcDtUB\n", "Kp5ImkJiDPxMCrRocoXvSNaBwVIeYqlY9nwVgO8unQiVSgWVSoUFjH6LZ4W7uroaBxj9i8ujSB8B\n", "xNswUApJaooat873prbYXRz+eawbd21qwLunxk4jON5lxJm+8CoxRYrR5uSrZOlT1Ej3ccpczTxH\n", "tU39gnStYM5yqfJhs/UpyE/z6qeIRcGFy5DFge7R+1irUWFRhff+6ZLg+h7aRERlD7QMCRxGkdDU\n", "a8IeRrvqW5eVih4XtgZGrh7XMGlDf9l/QVCNxGh14LmP2wTnhNteR9oNeO7jNnRI2M7jgbVr12LF\n", "ihWCfQcPHsTtt9+OW265BR9//HFiDJMIuefPy90+Ijrk3r9ytw9Qho2hklQOjNnFGYIw05hFYOQL\n", "BcvEVps2ftaJ773ZKJhg6jQqfP2SYnx3aXnI35Wu02DltDy//TYnh6Y+M36/txX/89GFsHJ2m/vN\n", "/GC4JCtwydhAaNQqVDFRKL5RGMc7jXj/TL+gXOa5APoXHqItT+uBHThPyNQJQuJZGwQh1hKsUAo1\n", "MMJfwWUFPIsDpI94uEwg5DksuSJ/LGCjL6oK0qHVqJGm1eD+K8rhka45N2DxE8Vlc7zZyJNQIzA+\n", "Ylb3F1dk43+/OgcrpuWFVZ6TpXpKLp69cRa+dsmEiM4HgNKsVFQV+guCFouUzg0H9vweoy3gOyGQ\n", "Fg0gXEn3oFaBL3U8Fmx01tUz8jGtwLu9wOe+BYC+ETv/LGpU4ZWlFUMsiiVQBAYA3LmwFH/+8gxB\n", "Gl2/2YGn97bipUOBV0v3NA/gh1tP477NjXGJgvKNvvC9fy8rz+YdCP1mh6AMdDwiMADp00jYKJKp\n", "+WmYmO29vphQc6S0Dfvb6uSAdyNYHGB5gbl/rpicE3Kp8lC4Z/FEPhqs12THC596v+vFQ50Y9HmP\n", "hhOx0mmw4tF3zuC1+m48vPV0TKqyjCfS073Pn04XWy0agiCI8UJSOTCyUlN4Ac6sVA2mF8TGgZGj\n", "T+FX7G1Ozm8Fp2PYiueZAYVaBaydUYDnvzYHdy+eGHBFMBD3XVGBh66chBvmFGJeaSbyfMoZvv55\n", "D/79/XMhC3Wx5TdnRzioqmIGxexAc9/ZQfxw22n87v0WPPZuMyyjUQ6tASqQeIimPC0LO7AtyRI6\n", "MNiJG6t/IUWJQYEGRogh6Gwu2lglVFmqCtORNeow6Tc5REvEyo1GJld7JjNZTNNqBJPe4z6lYdn7\n", "hk3ZCMWBwXGcYHX/xouKkMH0UyJzAa/0icIozw1NrycYaVoNskfvC7uLw4BJfOLBppBM8XkWM1NT\n", "BKU5AbcjMFSx0rUzCnDNjHxcMyPfz1G7gImGOtE1ApPNiZffO8Tvu6Q0U1DNJxKyUlP83o9j6RrN\n", "LMrAH6+fgZ+smCxIzdh/bijgOQfPux0wLg54/tP2mDsR2Sg3sfQyjVqF1dPz/fbnp/n3J4uUz8Bk\n", "RgxWCiFPNn1kekGaIEVKShFPVvuEdZJuj0LM83inkb9HVHA7ygIRSR9k61Nw7+UT+e0tDT042T2C\n", "M30mbD3R43f8WGWVWd483gP76AJHr8mO3+9rVYSTXK6wbafVhl9dSU7IPX9e7vYR0SH3/pW7fYAy\n", "bAyVpHJgAMBPVk7GXYtK8bsvTg9JkDNSKoNMuD9iJk1T8/VYf9MsPLRsUkBhxrHQp6ixdmYBvn9F\n", "BZ76UhX+eftcbLpjLr7AhFt/0DyIn+88IwglDcRJZvIeqQNjhogORuugBU/vbeH3H24z4LF3zsBs\n", "dwpXfUVWecPVFQkEO7AtyUoVhJS3DHgFQht7QwuxDpV0Jp/ebHfBEWYOuEDAc4yVeI1ahUvLwiun\n", "+v6Zftz/ViPelii3O1zYe85XbJfNba/vNAr+xjowWOHbHqNtzDz7lkHpxCGl5sopQgdGKCKZoTCW\n", "kCfHcYJnUawCi6+DMRT9Cw/pOg0eXjYZDy+bLHAWAUBeupaPXnNywLFOIxqN3mMunyyeWhMuvmkk\n", "oTiM1Sq3A+DZG2fy+zqNtoATN9ZRerLHhKMdRtHjpEIQgRHAwXnVDH8HRlUQAU+pmRwg2i1Smpi0\n", "y6rCdJT43NuhTqr3nh3A6/XdASvNsAsQX5tXzDuHu4zhi3k6XRzahizY8Ek7v2/V9LyYRIOumJqH\n", "y0arUnEA/rivFX/ef4HX3GBLPPeO2EP6TTJaHdjZKIw8OdAyhG0nEvO7kQywgp6hPIvsBKOurk5W\n", "2/X19bKyJx72DQ0FdmTHAocjvhFP0XxfMvTveLKvrq4O9fX1srLHdzscolvu8mHr1q38y3ratGmY\n", "O3eulJcPiaIMHW6ZVzL2gVEyNT8Nn15wD26a+8xYPtWb5vFRq7fayPVzikIu0xgOOfoUPLq6Es8e\n", "uMBXMjjaYcTD207hyWumBxzkAsIIjDlSODB6TDDZnPjV7rMw24VRIEc7jPi3HWcEJWDF8tQn56VB\n", "BfdArG3YCovDFXakCuATgZGpQ3GmDvoUNSwOF4atTgxaHMjQaQTaJVKEWKtVKmToNHz6iMHqQF5a\n", "8NUWNhetxxh6BAbgFqHcO5pffbhtGDfPLQ54rMHqwO/3tsLm5HCmz4zllblRr3SHg4vjBCk7s3yq\n", "3swtycRr9d0AhA4Ms90r6KpRudOMcvUpGLQ44OTck7pgaResOORl5dnQ+ohDJjIXcGKOHlPz03hn\n", "XbT6Fx4mZOrQNJqC1WW0YY6PQG/PiB2m0Wc0U6dBfrr/fTA5Ty9wipVHKS7KsmBiFv9v3n9uEK1m\n", "LdxPPXD5pOj0LzxU5OoFDoVgKSS+5KW5BYWNNiesDhcGzQ7RFDtfbYBXj3ZJItAYiEACnixT8tIw\n", "syhd8KyNFV0m5TMwJVc82i1SBBEYo1FnaVo1zHYXzHYXDFYnsvXB32OH24bxm9pzANyRcWKREKyI\n", "Z2VeGq6qyscbn7ujGN7+/+zdd3gc1bk/8O9s06r3YslWseVu4wLBNjGyjWVQwIBpCSVAKjeUkNzw\n", "AxISII0QAqTd3MAlAUIKxQZjmjFYAmwLiA12bIyFjWXZclPvvezO74/Vzs5skbbP7O738zx6Hu1q\n", "y9E5O7Mz75zzvp+1TlgxbNeJLrxX14lj7QM43jkoLc8EbPut6xd7nn0B+D8GgiDgu1+cgpteOoih\n", "USuOyvrcMJav567NtWjrH4FVtAXJJ8rbs/lgm/QdrhMgBUP+b+cpzMtLCtmy3Gg2MGDb34miKP0+\n", "Hvnnwfmzofbtm2++WVPtCUf79p3uAeA6qylUDIbwHZsF+n7RML6x1L7ly5drev+yfPly7NmzB94K\n", "6gwMs9mMdevWYd26daoEL8LJU9LJvmGL4iQs0Jrv49HrBNx2zmRFcrC69kH8vzcOeyyv2d7vSKZo\n", "0guKmSS+KEiNkxLJdQ6O4v6tddLV8ji9gEvnZEuPrWnukyoa5CQZFeUL7cwGnVQezioC1Uf9K/sm\n", "z4GRl2yCThCUa7M7BlHXNiBdjcpPiVNUEAlEcpzvpVTtfJmBAQCLCxyfq08aet2WILWrPNwuHVSP\n", "WkXsb3Rfei9UTnYNSTODUs0GxZVUAJiX58hdc7i1X7pSekKWOb8g1QyDTvBpGvlOWSBxaZBOjoNp\n", "7ews6Xd/K5o4m6gSiXP+C3dXBIucAq6BlneVk+fB2Hq4HSNj2+HUDOUSgUA4z2bxdSZenqwdDW5y\n", "LQxbrC6Ji/ec6lEskwq2di8CGICtHLRcuPJfAEChbD97oiuwSiS9Q6M43W3re71gW+okCIIiUa03\n", "eR3ePOiYTbDnVLfL3/uGLWgfq/5k0Nny0Fw4y7Fdfni8a9wk1Z819+Het+pQebgdtW0DiuAFAHxp\n", "Vhbyvcwf449JyXG4cbHrBZsr5+dgSppZmdh3grwhIxYrNh1wnKjdsmyytLRz2CLiV+8ekxJfk3uV\n", "lZWorq5GZWUltm/fDgBYsmQJnnvuOTz33HNYsmSJyi0kIooOQQ1gWCwWbNy4ES+99JJPUZRIpKhE\n", "IltTvvtUt3RyXJoZjyw/l414SxAEXLMwD/+vrFBawnCqewj3eFhOIq/0MCMrweWqtLd0gqDIXSC/\n", "4vm95YW49ZzJuHlpgcvzxrvSvLrUMYvllRr/It7KHBhxLu9Z3zGoSDoajPwXdkkmRyDEmzwY8ulS\n", "8gDGREk8AduJqr0yxLBFxKdN7qewi6LoMv13X0N4K5cclFVEmJXtOqU9Oc4g5WKwio4ZQvLlI4Vj\n", "swC8PSDvGBiRKjHoPCSHVHst4EWzMvHABdPwh0tmYKaPlYA8mah/6sfJf+Hp/mAtbwFss22MY1lb\n", "5ee35wRYfUTOeR8T7+NMrjzZVWp31TRaeofh7tT8+b2uZYCDxZsZGIBtWYFx7ItAgDKpqjvB3AaS\n", "4wzSjJ4RixhQBYtaWSLn4ox4qbSuLyfkfcMWRQ6cujbXhNunu5UBb71OQGGaWVp+YRXhsdKXVRTx\n", "5w9PunwWMuINWJSfjGsX5uKmJa7fgc4CHYPL5uUo8n3lJBlxzUJbkmFfAr7b6jrROvY5S483oGJm\n", "Jn60qhhxY9trfcegS3UTUiovL8dNN92EG264AWVlZQCA/Px8XHPNNbj22muRk+N5pmQkUPs7cyJa\n", "bx8FRuvjq/X2AZHRRm8FNYBRUVGByy+/HFdccYWiDnY0mpJmlg4Um3tH0DNku4ojv+q7JIxXfc+f\n", "kYmfnFciBTGOtA3g3rePSEk0LVYRT390Gn/64KT0nLl5geUEcHdwfMmcLKk05mXzcnD7F6co/u4u\n", "/4Xdl2ZmSic3h1r6FaUAvSGKoksST8A1O76iAkkQ8l/YKSuR+Lau0JcknnZnymZh7D7pPiixv7EP\n", "J7qUJxKhXq/vTJH/wsOSpfmTXPNgyCsZ2Gfn5E6Q48Fu14lu6cRiTm7ihFPN1SAIAr4wJcXvPDTu\n", "TJQD46hiBob76eDOAYDJQVreAthKl87Ldf1/Ay2fKlfoFIAx+7CEBJh4Bob8Pvm2+n59lyJAFEze\n", "5MAAbMkd/2tpAbISjPjq4rwJl7EFm7wsbyB5MGpblVWL7ORjM1Fp0PePdSpmRAxZRJzoUrZJnsBT\n", "XmnnwlmOEtqbD7VK36NylYfbpe8So17AAxdMw4tfnY/nr5uPhy4sxdfOyvdrGaSv9DoBd5QVItVs\n", "QJxBh/9eXijNOsrzMuAjiqK0jA8ALp2TDZNeh6L0eHxnmSMZ72ufteKDev9mRxIREQWLX0f1ra2t\n", "WL9+veK+tWvXorCwULo9Ubbl6upqaf2LPSIUabcL07NwZOxK0avbduHq8mVS5nEAWFqYEvb2fX95\n", "IX674zgA4NPGPvyy6iiWxzXglYY4HOlzDHea0Yor5mUH9H4zJs2F3OycBPzXkgLF49fOzsKxI7XY\n", "3GSCIOhw/ozMcV9/1dR0vH24HQCw6UALZucket2e+WctlQ40TTpRWtLRd7oOgO2kpr5jEI3t3bDH\n", "7mZmJwSt/5PjHFfbdn9Sg7OnLPPq+VXbqtEzZDupM+oEfLp7JwRh4vc7q3C+NFNl++cN+PbY1T75\n", "490l7TzS1o+t26qxZkV4tpfddU0AbGMxy0N/G7v1sI/R+4dOo3SwDscH8qU2DzbVA8hXXlEcOyB3\n", "93qvn4yDffeWZ2mPiv2NN7flAR77EhL53+XVd+xXbZ1f7z+7PsS0RNv+Yk5OImq8/Dx6eztjpB2A\n", "o50pBisaP9uD6ecG5/UP7tkFky4Bw1ZbMPTE0SOobj/k9fP7m08AsJ3MNvYMuT7+PzXS3xflJ+NY\n", "QzM+77V91l74pBnn6E8E1H53t0+3x8O+zzpasw9dtaLn/m0/hFsKgeWL5034+suXLw/q56843Yz/\n", "nLYFU493DALF/r3eB6cd26/QdRrV1cdtn2/Z7JgmN59v+e2qbtelFbWtAzh5YLf0eHkCz4KxmUbV\n", "1dXQWYGUuBR0D1nQ3DuCH760G7/78lkQBAHV1dUYsgBPnXQE3ZakDUnLwHz9f+33Bdr/f//KMogi\n", "sGfXh6g+NrY/SHZdcuPu+XV9OtS12/YHBkFEVnctAFv/pbQcxKykOBwc+4w/VFWHm6f2o2Kl+vu7\n", "YNwm72m9z7TePgqM1sdX6+0DIqON3hLEINbHqq+vR1FREQDg9ddfx9q1a90+rqqqCosXLw7W26rm\n", "N9vqUTl2sn3rssmYkZ2A7736OQDbFMznrp0XcGlEf7y4v1kx1dOkFxRXos6anIwfriwO+Kp0S98w\n", "bnyhBqNWEalmA/582UyPlVa6B0eh1wkulQmcHW7tx62bDgGwrUn+x9Vzx50yLXeopQ/ffcXW/yXp\n", "ZvzfFbMB2E50r3/hAABbNYqBEStE2JYWvHzDGUGrVvPH6hN4fSxgcMuyyVg3N3uCZ9hUH+3E0iX8\n", "ZgAAIABJREFUz6uOArBN339irN0TGRix4Ip/7JeWLD1/7TxkyPqqa3AU1z77qZRnID3egI6x9d73\n", "l5fgi8XBqfownqFRK9Y9s0/KgbLx+vluE4i29Y/gmmc/BWC7mvnyDWfgOxsP4uTYFdL/XTcT07MS\n", "sPN4F+59uw6A7eTxoQtLXV5reNSKK/65X1qv/eSVs6UZHNGue3AUV/7TlmXabNDhlRvPkJbs9A9b\n", "cNnfP/Hqsz88asVnzX2YmZMY9KvIta39uGVsGwdss7ZuO2fKOM/w3W2bDklLxe5dXeJStnY8H53o\n", "xo/fOgIAWDApCQ9fNF3x97/sPIUNY1erbzhzEs4sSJb2+zoB+NuX5yiWoQTKKopY+/Q+aTt/9WsL\n", "wnJl3x+bD7bi99W2AM6qaen40apiv17nmxtqpJljf7hkhjRLSb6vXDIlBb+4YJrb57f1j+C65z6F\n", "cxqOy+Zl42ZZeV/5d/h3z5mMi2W5m9481IbfjV0MAGylUK9bZDup/+uuU1j/ie0zkJlgxFNXzQ5p\n", "1TN/fXyyG/dssX2Wz8hLwiNrp7t93D1baqWk5O62x+7BUdz88kF0DIzim1/Ix2XzslU5tgmFPXv2\n", "YPXq1Wo3A0D0HBtHk32ne3Dn5lqfn3d/eQl+Vnk0ap/38IWlWBDCxNUUm3zZHwf1KKi+vh4bNmzA\n", "hg0bMHPmzImfEOGcE3n+W1b14OwpKap9wV85P0daAwtAEby4ZmEufnH+NHzy8b8Dfp/sRBPuXlmE\n", "ihmZePSi6eOWiU0xGyYMXgC2ZSlzx6aYj1pFvOFD+TZ3+S8AIDvJKB3w948FLwDbcpZgHnSmxTtO\n", "zD0lUZWzXwnafrRDus+XXADxRr3UVwDwt48bFKUF3/68TQpezMxOwPmyBH/hWkZS29ovBS+mpMZ5\n", "rH6SmWCUkt2NWEQcaOpTrE+35/vwZk333oYeKXgxOTXOY/AimtYC2iXH6aXkuoOjVqkqDmALDnr7\n", "2TcZdFiQnxySE+WpmfFIlQVPg1V9RM4++00vuFa9mcikFNlVazfT7uXJI/OSTJidk4gFkxw5E/6+\n", "uwGHW/tR1zaA4x2DbpOp+qJ7cFQKXiSZ9EEdk2BvA8qEyf4tp+kftkiBS52gzDflbU6H9450SMGL\n", "OFl/HWlVtklegaTAKdfLl2Zm4pI5joSez+xuQPWxTpzqGpSqlADAt87OD+h7JJT7oTwv+utYx4AU\n", "vBAAXDbXNU9DyljVsz9cMgNXzM+JmuAF+Ubr35labx8FRuvjq/X2AZHRRm8FdgneiT1pUayYKqvg\n", "Udc+gBGLY51sOPNfuPO1Myehd8gilVhNMOpw54qioF91XzE1XVFCNhgunZONA2OJHDcfbMU1C3O9\n", "SjbqLv8FAKkSiTz3BRD8DP3y2Q8d/d7lwBgatSrK7paV+NaXa6ZnSMGILZ+3oTjDjMvn5UAURWyW\n", "ZeC/aFYWMhOMeGHsquEnYUrk+ZkX+S/s5uclSkGLtw61SScguUkm6QRBvkSipXcYVlF0OZj+d722\n", "q4+EkiDYKinY8w809g5LM60OKZLXBi/vhq90goBrF+bi/3aeQlG8JSTlR7+yIBfFGfEoSIkbN7Dq\n", "Tk6SSSrp3NI3jFGrCIPO8RmTJ/a0BzuuWZgrbYeVtR2orO2QvyS+WJSK+8pL3FZ9mYi3CTy1QJ7j\n", "6ETnECxWEXqdb/9zXfuAFGgrTDMrAjbOOXBEUXTbp1W17dLvV83PwT//0wjAVppVvs9QLCFJcQ10\n", "fmfpZBzvHMTe07ax/c179SjJMEsBpTk5iThvWnC//4JJnhC6pW/Y7Xi8JMt9cU5Rqksgxy6YuXqI\n", "iIgCoc15qBFCfmXoSNsA6tptJw1GnYAzC9SdWiUIAm49ZzJuXTYZF8/Owv9cOlMRvNDyOqjlJWnS\n", "gXr7wCh2eFlSVX5i4VyS0V3y0GCfxKX7OANj+fLl+Ohkt5S3Y3JqnM9lbddMz0C5rHrLEztP4aMT\n", "3djb0CsdnCcYdVgxNQ3z8hKlJK917YPoGvQt0ag/DjlVIBnPfFlS2R2yajnypJLxRj1SxnKbjFhF\n", "l0CRKIr4t6zywHgBDC1vA4FQ5MGQBfXk+S/CWV7Tncvm5WDTjQvwf9ee5fMJrjeMeh2WF6cp9tHe\n", "Mul1UqJMq+hajtbdTK9F+cnjVjR6v75LMaPIF/IARkaQAxjB3gaS4gzSvnvEKvr1Px+WBdpKnZIs\n", "y2cYDYxY0e2mXPXxzkGpiolRJ+DyednSjJ/+ESsaxsqz9g6NSvtAo15AdpJr3xp0An5yXgnyxwJV\n", "g6NWfNbsaN8tyyb7FZSSC+V+yGTQSZVhrKKy2hVgS+69Xfb9euX8yK6SQaGl9e9MrbePAqP18dV6\n", "+4DIaKO3GMAIQHq8ERljJ62jssW2C/KTNLEeVicIuHRuNr77xSkRlQPAoBOwdrZj6q68Nv145FNk\n", "85wDGG5KRgb7JE6e8d+ea2Ii2+scV2rPLUnz+WBYEAR8f3khZo9Nk7eKwAPvHMU/djdIj1kzPQPx\n", "Rj3ijXrFSdb+MCwj8aYCiZ08gDEiW/ZkL6Fqp0xMpzxBqm0bkEoBJscpl9jECk+VSOQzkIJZPthf\n", "Ws3jADhVIpGdhPcOjUrLckx6Qdr/C4KAu1YUYVlhKmZmJ6A0Mx7F6WbpZBuAFOD2VZssSDdeBRKt\n", "UC4j8f1//lxRgUQZgBIEYcJSqu/IZl8sKUxBUpxBUWa0ts32+vLZF/kpcR6XRaSYDfjpmqmKsQSA\n", "C2ZkqB4I9EZekizxqVN/neoawsCILYCekWDAnBjcXxIRUeTR7hFkhHB3hW/JFO1PW9f6OqgLZ2VK\n", "ZWoPtvTjoBclVRVXRpOUJ73OAQyjTkCJm6BGINITHDMw2r2YgfHu9mqn5SP+Le8xGXS4v3yqVNKx\n", "f8SKT5sc/XXhLEcwaMEkx8ygfSFeRtLRPyKdQJv0woRXw/OSTW6nyDuX9RzvBEY+++LsKSnjXt3X\n", "+jbgL3eVSDoHHGNh9GIswkWrYzBJlkNHnvPCefaFPOA4Jc2Mn50/Ff9z6Uz8+bJZeOKK2Yptr67d\n", "v5wQoVxCEor+l+9rj3UqAxi7TnRh04EWDLspSwrYZgR8LCsJ7W7ZwngBTFEU8c4RR1D4vGm2vD/y\n", "mRz2Eq2eSqi6U5wejx+uKoZ9tBOMOnz9rPzxnuK1UG8D4+UNsQdzAFu52kBnk1B00+r+2k7r7aPA\n", "aH18td4+IDLa6C0GMALk7kTg7LEEcuS/9HgjVsjWFtvLhXpiFUXFyazLDIw05ThNzYz3Kq+GL+Qz\n", "MDoHRjFRgZ8jfXpp+UhBSpwiKayvMhKM+NmaqYqEdYBtjbb8M3rGJMcsh70hnoFxUFGyM0GRR8Ad\n", "QRAwP8/1hGXcAIbTAfmHskS6oUgOGQncnbDIr2qXZsZPOBaxTr7/aJRdqfeUZ8cT50TP/mjvi5wc\n", "GABQLNtej8sSeb5T246fvFWHP394Ek9+dNrtcw+29EnLOjLiDW5nOOSOM6OgprlPGqNEkx5nj5U2\n", "lc/kODy2vESZ/2LiqjFLC1Nxb7mtos3Pz58a9OU8oeJpRhYAaakN4Lpch4iISKsYwAiQ80lnUbpZ\n", "cfVOqyJhHZS8DOn2o50YGHFd72zX3j8iVdxIidMjwaniSU6SEfGyKcChmEJvNuikacajVlFRAcKd\n", "FvMk6fcyP5aPOCvNSsBdK4oU9100O1Nxe25uonTyWt8xqMjVMTBiwc8rj+I7Gz/Dxye7ESj5rBlv\n", "K0HIl5HYOS9/ypVtX/ID8pNdjrXvBp2AMyePH0iMhG3AH+5OWA7K1u3PyNLONHGtjoFiBobsJLlB\n", "nsDTiwCGPKdNXZv2ZmCEov+L0h3fifYlJI09Q/jj+yek+7cebsewxXUWhnxG2tlTUt0u6xhvRsE7\n", "suSpZSVpMI0FdJ1nYIiiqJyB4SFxpbPlxWm4d3UJzpgUvBxXod4GxpuxJp+BMS1TG7OySLu0ur+2\n", "03r7KDBaH1+ttw+IjDZ6iwGMADkHMJZO4eyLYJmRlSAt8xixKKcWO5OfZDgn8ARsV/flV/JnhOhq\n", "kzIPhudlJLbqI47ZAmVTg1Md5tySNNy8tABGvYAFk5JcKsR4yoMhiiJ+u+M4qo91oq59EPe+dQRb\n", "D7chEAdb5Ak8vTtpnucUwEiPN0hVNOzcLZEAgLc+d6x9/8KUFK/K9kYjd/3zeau28l9onSIHRo/7\n", "JSS5XgSqC9PM0I+dgzf1DqNvePygpjuRVIUEUOasOdk1hGGLFb95rx79I46ARe+wBbvd7M/lpciX\n", "eSgpnefhhHzEYlUkpJRXB5mUbJL2B91DFrT0jfg8AyNSeSqlKooiamVlZadncr9ARESRgQGMAE1J\n", "i1NMx46Uso2Rsg5KfhD7Yb3naiTuKgM4sx/QpsTpQzZOyjwYnhN5fnyyW0qeFujyEWeXzcvBKzcu\n", "wMMXTYfJzTIZ+TISe+nHTQdasK3O0b8WEXh423Gs39c04VIYdyxWUZE00tsZGEXpZiTHOQIPzstH\n", "AOUJun3cLVZREXCpmJHp8jxnkbIN+Cot3gDj2Flzz5AF/cMWzSXwtNPqGChnYPi/hMSo1yk+w0f9\n", "WEYSaTkwkuIMyJJVIvn9juOKnDx279UpS802dA+hfixnhkkvYJGHSl7KHBiO8Xj7cLu0/CQr0Yj5\n", "sv2cIAguiTzlFVK8nYERCiHPgeFmfwnY+q53LKCWHKdHjpsqLERyWt1f23lqX0P3EPad7vHrx91M\n", "MQL0OvjVnw1+VuMCIvfzpyWR0EZvGSZ+CI3HqNehrCQN7xzpwIyshAkrLZBvzilKw7N7mwAAO090\n", "u61jDygPZOVX6OQum5eDRQXJyEowIikuNB/9DPkMjH7PMzDkVwqDsXzE2Xg5DhZOSsZzY326r6EX\n", "nzb24omdp6S/mw06KTfHXz86jbaBEfzXkgKPWfrdqWsfkK64ZiQYFAfR49EJAublJUm5LNxVz5Gf\n", "wDT3DkMURXx0shvt/Y6182fH8EwonSAgJ9EkXWH+pLFXOrFLNOlVPVmLFOkJtiDQiEVE95AFfcMW\n", "JJr0Pi8hAWz5do6OLaWoax9wmWU0HotVVMzkkgdItawo3SxVA6qULetYOTUN740FSj+o78LAiEWq\n", "2CWfkbYoP9ljlRrnJRGiKGLEIuJf/2mU7r90TrbL/qo0M14K2O451SMt8Ysz6CJiZou/5EvKWvqG\n", "pe/QI7LZF6WZ8UzgSVGruXcYd26u9eu595eXBLk10aFr0IKfVR71+XkPX1iKSVE8443ChzMwguDO\n", "FUX406Uz8eja6eNWPdCSSFkHNT0rXrqa1zNkwaeN7hNPNslOLMa7MlqcHh+y4AWgXELiaQbG8KgV\n", "O0OwfMRbs2V5MI53DuLnlUdhr1o6MzsBz3xlDhbIrl6+/GkLHnznmOJK8ET2nXZMD18wKdmng+Pl\n", "xY7ZMYvzXa/CJpr0SBqbDj5sEdE5MIothxyzL9ZMz/BqO4yUbcAf8iCPPFg2Iyvep0BUqGl1DHSC\n", "oAiENvYM2RIF904808tZSQCJPDsHR2Gv0J1qNridURWIUPW/u7LVc3IScffKYmlGytCoFTtlOS/k\n", "AYwl48yQS47TS7mGBket6B6y4I2DrWgdS3aaHm/AJXOyXJ43TbZEYodsmyhIMal68h7qbSDOoJPK\n", "/VpFSP10WJH/Qjuzski7tLq/ttN6+ygwWh9frbcPiIw2eosBjCDQ6wTMyE5wqQBBgRMEQbGM5APZ\n", "Qa7cRDkwwiVDdoW000MOjI9PdUuzE/KDvHzEG2aDTrGko3Ps6nxKnB73ri5BerwRD1wwDefKyrpu\n", "O9qJrz73KR589xhqmvomXFayT1bhRB4M8UZ5aQZ+tKoIPz6vGF8sdn8iIx/jgy39ioDQ+V4sH4l2\n", "8qvU8sosM7zMRULKAEVDz7AtUbDFkSjY2xwr8u3b1yUkyuUjkTH7AlAm8gRsZUfvXlUEvU7ASlnA\n", "9t2xZSR9wxZ8IttnLB2nkpcgCIrPd33HgDSjDACuXpArzeqQm57laFOHLLicnxLcctpapEzsawv2\n", "H5EllZX3DRERkdbxjDtGRdI6KEUA41iX25Nnb3JghEOaFzMwtteFdvmINxY6ZdHXCcA95xVLB7om\n", "gw73rCpWXMm0iMC7Rzrw/dc+x62bDmH7UeUadulxVhH7G+UBDN8y9guCgFXTMrBiarrHvpEfkP/r\n", "P43SDJJ5uYlul524E0nbgK/k/SNPHKml/BeAtsdgUooyd4C/+xhlAGMQVh9yyrTJSqiGomxnqPq/\n", "2GkGxm3nTJHyiqyUJdf8+EQ3eodG8fHJbmkbnp4Vj6zE8YPQ8v7/y67TUhA2O9GIi2a7zr4AgMmp\n", "ZsTpXfcnai+pCsc24K5yS22rssw10US0vL8GtN8+CozWx1fr7QMio43eYgCDNG/BpCRpynBT7zCO\n", "tg8q/j5qFdHSN3EOjHCwT9UFPOfA2H3KsbyirCS8y0fsznCaFXHjmZOwuEB51VOvE3Drssm4r7wE\n", "83KVV+5r2wbwy6pjikCF42/90gyTrAQj8lOCPx7yMZZX2LhgJmdfAPCYc0RrAQwtc15C4msCT7uM\n", "BCPSxirpDI5a0dA9PMEzHCKtAondjKwEKWnmRbMysbrUEbSYnGqW/jZiFfF+fZdilpA3CZblJ+Ty\n", "BLXXLcrzuMxGrxPcLpWI5gokds6VW9r6R6QAu9mgUz2IQ0RE5AsGMGJUJK2DMup1+IIsKaPzMpKW\n", "vmFpnXhGggEmFZfypCeMX0a1b9giJVQ06gVMzVRn6u7c3ERMG3vvVdPS8ZUFuW4fJwgClhen4bcX\n", "z8Cf183EBTMyYJJdxdwqK11qt++0bPZFflJIZpi4WyYUb9T5FBCKpG3AV+76JyPeUR1CK7Q8Bnkp\n", "8kokw34l8LTzNw9Ge4gDGKHqf71OwB8vnYmnr5qD7y0vdNkHrJLNwqiqbcdHJx25MLwKYLgJ0OWn\n", "mCZcPlbqZqmE2ifv4dgG5CV/m3qHcUSR/0JbeXFIu7S8vwa03z4KjNbHV+vtAyKjjd5iAIMiwjnj\n", "lFNt7JbPvlD3YFQxA8PNEhJ5ScbcJJNqB45GvQ6/v3gG/nLFLPxwZZFX7SjNSsAdZUV46Eul0n3V\n", "xzox4lRmTJ7/4gwfl494K8fNCcyKknS3a99jkbsTvJnZiaw04AN5kKKhe8gpz45v+5lpmf4FMCJ1\n", "BgZgq4TkKTiwYqojgLH3dK9UESQrwagod+qJuwDdVxdNGrf6EuB+qUQszMBwLqV62KkCCRERUSRh\n", "ACNGRdo6qC9MToH9wv/h1gFpycjgqBVPfnRaelwoliv4Qp4Do2twFBarcr27vIpB3Ghf2NrlTpxB\n", "h6J038vnzclNlA6Ie4ctiiUxo1YRnzY5AhgLfUzg6S13y4QqfFw+EmnbgC8yE4xwPpebocHlI1oe\n", "gzynq9by+vW+zsCYGowZGImRkwNjIjlJJpdlaYBt9oU3+yPn7b8wzayY1eGJc7LKeKMO6fHqJkdV\n", "IweGfAZGaZb29gukTVreXwPabx8FRuvjq/X2AZHRRm/5HcCwWq2wWCwTP5AoCJLiDFggK6n5YX0X\n", "rKKI37xXL+VA0AnwmMAtXAw6ASlxtlkAVhHSchE7+VXcNKP3yfy0RBCUlQTeO+JI5nm4tR8DY/kv\n", "cpKMPuUK8IXzFdgpqXGYncMDcTu9TkC2UyJE5r/wTaJJj+Q4R7new7JcK74mCi7JcCS1rGtzDWC8\n", "d6QDT+w85VKqOJJnYExkpZuAw9Iiz9VH5Jy3/xvOzPOqdHJhmlkxS6MgJS4mZiXJZ6y19A4r8oZw\n", "BgYREUUavwIYW7ZsweOPP46mpibF/Y2NjfjXv/6F559/Hg0NDUFpIIVGJK6DUi4j6cLfPm5A9THH\n", "cpJbl03G3NzQXPH3xXh5MJpkAYxF04vC1qZgk598fHi8C4OjtqDFvgbHbIwzJiWH7OQgyaSXErsC\n", "ttkXvr5XJG4DvnBeZjNDg1datT4Gk2SBiqGxMhkCbME5XxSmmaUZZE29w4rKMJ809OJX7x7Di/ub\n", "8af3TyieF+oAhpr9f25JmmKWUJxB51IdyZPkOINUnnnBpCQsL/Yu941Rr1NUSNHC8pFwjIHZoJMS\n", "yVpEoGWsuo1RJ7iUvCXyROv7a623jwKj9fHVevuAyGijt/wKYFRUVGDlypUu9+/atQvXXXcdrr76\n", "auzcuTPQthEpyJO7/ed0D57f5wigXTY3GxfPyVajWS7Gy4OhXEev7nKXQEzNiMfksfXtAyNW7Dph\n", "S6wqT+AZquUjgG0WiD1YlWDUobw0I2TvFankn6/8FBNSzOpOlY9E7mYQZScZYfRQ6cITo16HQll5\n", "36OyZSTP7m2Uft85VlYUsC3H6hzbfwgA0uOjawZGerwRi2Sz6s4sSPYpAfOvKqbh9xfPwC8vmOZT\n", "LqHpskBefgxV33D3fVOcYZ4wbwgREZHWBDUHRkKC48DAZIrck7NYEInroHKSTNJ0V3lqiSVTUnDT\n", "kgKVWuVKfqLR7jQlXJ7Es/HIZ2FrU7DZlpE4ZmG8d8SWzPPTJkdeD+dSrcF2R1khbjo7H7+5aLpi\n", "1ou3InEb8IU8cd/MbNd8A1qg9TFwl+vC30TBU90k8jzU0oc9TjlkPhyrstQxMAL7bi493uDVEglf\n", "qd3/l851BJ2/5GMOG6Nehzm5iYjzsepUxcxM6AXApBdwnhd5M0ItXGPgLm+Qu6SmRJ6ovb+YiNbb\n", "R4HR+vhqvX1AZLTRW0G9JCeKjrNKozG6rhaRNpxTlIpa2RryqRlm/GhVcUgO7v2V7mEGhiiKiiSe\n", "aUZl9Y5Is3JqOv75H9vV410nurCvoRdDY0tJcpNMPucJ8FVGghFXnuG+/CsBywpT8a+x8dHCiVok\n", "cldtZJKfiYJtpVRt+WLsAYxn9za5PG7H0U6smZ6Jtj5H8DMjyvJf2C0tTMUfLpkBUbQlBw6H2TmJ\n", "eOG6+RAE21KUWOFuBgbzXxARUSQa99u7tbUV69evV9y3du1aFBYWun28PKnnROvRq6urpbU49ogQ\n", "b4f3tp1W2uPN7XNL0vCPPQ0QISA93oCfnz8Ne3Z9qJn2AUBX0ykAtoPF9oER6e9nnLUU/WMJLo2C\n", "iPNXfFET7Q3k9tSMeNS1D2DYIuIvO0/BbpLeMRNDS+2NtdtPXTUbOz/ajZHj+4FC9dvjfHv58uWa\n", "ao/zbXdLSIbaG1FdfcLn15tafIb0GvuONePonGx8WN/l8vofnehC5bZqxBfNk+4TBh2zNKKt/9s+\n", "/4/tH8tVf7zVuG2/L9Tvl5sxE85KsxJU///Vvk3e03qfab19FBitj6/W2wdERhu9JYjyaRM+qKmp\n", "QVpaGvLz86X7Xn75ZVx22WUQRRGvv/46Lr74YrfPraqqwuLFi/1rMcW8d2rb8UljL66cn4PJqeaJ\n", "nxBmlYfb8Ztt9QCAlVPTcM95JQCAz1v7cdumQwCA4nQznrhitmptDJbn9zXiqY9cE/betaII5dOZ\n", "l4Ii26muIXx9Q43iPn8/2+39I7j62U8B2JIqLi1MwXt1tiTE5xSlorl3WJpddvfKIvQNW/CnD04C\n", "AC6clYnvL3d/4YDIG7tOdOEnb9VJt3UCsOnGBTD7uAQn2uzZswerV69WuxkAeGw8kYbuITTLZrF6\n", "a9hixY9ln31f3F9egp9VHuXzgvS8hy8sVVQUJJLzZX9s8OcNKisrUVdXB7PZjOLiYpSVlQEAlixZ\n", "gueeew6iKKK8vNyfl6YwkV/xiTTnlWbgPA0nbfS0hESe/yI3yRTRY2C3oiTdbQAj1PkvgiEa+j/S\n", "aX0McpKMEADIo/z+LiHJSDAizWxA5+AoBketUvACAK5ZmIs9p3qkAMaOo50oklXLCFUJVa33fywI\n", "1xjkOuXAmJJmjvngBflG7f1Fc+8w7txc6/Pz7i8vCUFrKNzU/vxNROvtAyKjjd7yK4DhKTiRn5+P\n", "a665JqAGEUU6eRJPZQDDceUgLzkOiOwUGACASSlxmJmdgEMt/dJ9+SkmlxKeRJHIqNchO8mI5l5H\n", "PopAcrtMzYxXJO0EgMUFyZiZnYhEkx5Pf2wLBn50sluR1ydUAQyKHc77ZOa/ICKiSMXwe4yKlgic\n", "FqUnyGdgOE58mpxKqEbLGMirkQDAgkmRMT0wWvo/kkXCGMirjpj0gqJMsq+mZrieNF670JaIdnKq\n", "GVMzbLMuRiyiIj9GqAIYkdD/0S5cYxBv1CNVVkqZFUjIV9xfkJq0/vnTevuAyGijtxjAIAqylDgD\n", "7BdPe4YsGLbYplooZ2BEzwyFFVPTIE/ZGwnLR4i8JV8ykpccN2GC6vE4BzDm5iZifp5je1le4ggG\n", "jspqRXMGBgVDQYojGDcjmwGMcHnttdewadMmbNq0Cfv371e7OUREEY8BjBhlz8RNwafXCUiTXaXt\n", "HFtGIi+hOinZFDVjkJVowtlTUgAA8UYdFhdExgyMaOn/SBYJYyAvpRpo4LEkQ5l0+JqFuYqASFlJ\n", "mtvnhTIHBqkrnGNw7aJcZCcacd60dMwLU9laAsxmM9atW4d169Zh/vz5ajfHb9xfkJq0/vnTevuA\n", "yGijt/yfC0tEHmXEG9HebwtcdAyMIDvRiCanJJ6uqS8j1/9bUYR3atsxNzdJkQOEKNLNyXFcqZ6V\n", "E9hJX1F6PPKSTWjsGca83ER8YXKK4u+FaWYUpZtR3zEo3acTgNQAlq0Q2Z09JRX/uiZV7WbEHIvF\n", "go0bN0IURZSUlLDSCBFRgHhUFKOiaR2UFslnYLT3j6JjYBRDFtuU8CSTHklxhqgag1SzAZfNy1G7\n", "GT6Jpv6PVJEwBovyk/G95VPQMTCKy+dmB/RaBp2A3108A/sbenHW5GS3y1HOLU5DfUejdDsjwQhd\n", "AMtWxhMJ/R/tOAbRr6KiQvr9zTffVLElgeFnldSk9c+f1tsHREYbvcUABlEIZCgqkYwolo/kRlH+\n", "C6JoJwgCLpqVFbTXy0wwYuW0dI9/L5uahn/+p1HxeCKKDkbj+NuzvMyhfbp3tN2edsa0WANBAAAg\n", "AElEQVQX0Nw7jK4uW6Li1FTbrKCJbvcOOGamhcvo6OjED+L7ea2rqwvIty0z1srnkbe1czshwfvc\n", "TIIoiuLEDwuuqqoqTqFTWTTVAtaiJz86jRf2NQEAbjxzEvJTTHjw3XoAwBeLUnH/mqkcA5Wx/9XH\n", "MXAliiK+9eJnONFlW3J2TlEqfrpmakjei/2vPo6Buvbs2YPVq1eH9D3q6+tRVFQEAHj99dexdu1a\n", "t4/T+rFxsD6r+0734M7NtT4/7/7yEvys8mjYnqfGe0b78x6+sBQL8v3Lk6b1faXW2wdov42+7I85\n", "A4MoBOSlFjsGRqSqJEB0VSAhouASBAHnlqTh2b22AGhuEvcXRJGsvr4eu3btAgAsXLhQ5dYQEUU+\n", "BjBilJYjcNEgTbaEpL1/FCMWx0Qne1UDjoG62P/q4xi4d/m8HHx0sht9wxZcOCszZO/D/lcfxyD6\n", "lZWVqd2EoOBnldSk9c+f1tsHREYbvcUABlEIOM/A6Bu2SLc5A4OIxpNiNuB/182CKIpuE30SERER\n", "xSqd2g0gdURTLWAtSk8YJ4nn2JRwjoG62P/q4xiML9TBC/a/+jgGFCn4WSU1af3zp/X2AZHRRm9x\n", "BgZRCMhnYLT1j8JidSwh4QwMIiIiIiIi33EGRoyKpnVQWpRo0sOot109HRq1YnQsgJFqNiDeqAfA\n", "MVAb+199HAN1sf/VxzGgSMHPKqlJ658/rbcPiIw2eoszMIhCQBAEpMcb0Nw7orifsy+IiIiIKNbo\n", "dbYyuv7ISTJhUkpckFtEkYoBjBil9VrA0SA93ugawJCVROQYqIv9rz6OgbrY/+rjGFCk4GeVAtU1\n", "aMHPKo/69dyffDEbk1ImB7lFwRMJ20cktNFbfi8hsVqtsFgsEz+QKEZlyEqp2uVyBgYREREREZFf\n", "/JqBsWXLFtTV1WHdunXIz8+X7n/ttdekoMa0adMwf/784LSSgi5aInBalp7gunnlJTumv3EM1MX+\n", "Vx/HQF3sf/VxDChS8LNKakpNTVW7CeOKhO0jEtroLb8CGBUVFaipqXG532w2Y82aNQE3iigapLuZ\n", "gcEcGERERERERP4JahUSi8WCjRs34qWXXsKePXuC+dIUZNFUC1ir0uNd44O5TjkwSD3sf/VxDNTF\n", "/lcfx4AiBT+rpKauri61mzCuSNg+IqGN3gpqEs+Kigrp9zfffHPcx8oTidg7lLfDd3v//v2aak80\n", "3s4omAdnuUkmlx2IVtoba7fttNIe3uZt3o692/v379dUe2LtNhERRR5BFEXR0x9bW1uxfv16xX1r\n", "165FYWEhampqkJaWpsiBIVdZWYny8nK3f6uqqsLixYsDaDaR9h1o6sV/v3ZYup2RYMDz1zIvDBER\n", "kRbs2bMHq1evVrsZAGLn2Hjf6R7cubnW5+fdX17iVwULf5+nxnvyeZ49fGEpFuQn+/Vcigy+7I8N\n", "4/0xKysLt9xyi9dvXF9fj6KiIgDA4OCg188jikbOVUjykli/moiIiIiIyF9+5cCorKxEdXU1Kisr\n", "sX37dun++vp6bNiwARs2bMDMmTOD1kgKPudp9BR8aU45MJwTeHIM1MX+Vx/HQF3sf/VxDChS8LNK\n", "amIOjMBFQhu9Ne4MDE88LQ0pKysLqDFE0STeqEe8UYeBESsAIJcVSIiIiIiIiPwW1CokFDmYwCo8\n", "5KVU85KVS0g4Bupi/6uPY6Au9r/6OAYUKfhZJTWlpqaq3YRxRcL2EQlt9BYDGEQhlJPkCGAUpHAG\n", "BhERERERkb8YwIhR0bQOSsuump+LjAQDvliUinl5SYq/cQzUxf5XH8dAXex/9XEMKFLws0pqYg6M\n", "wEVCG73lVw4MIvLOF6ak4Llr5kEQBLWbQkREREREFNEYwIhR0bQOSus8BS84Bupi/6uPY6Au9r/6\n", "OAYUKfhZJTWFOwdGQ/cQmnuHvX588tQF2He6BzlJJkxKiZv4CSqIpm2YAQwiIiIiIiIiAM29w7hz\n", "c63Pz3v4wlLNBjCiCXNgxKhoWgcVqTgG6mL/q49joC72v/o4BhQp+FklNWk9B0YkiKZtmAEMIiIi\n", "IiIiItI8BjBiVDStg4pUHAN1sf/VxzFQF/tffRwDihT8rJKawp0DIxpF0zbMAAYRERERERERaR4D\n", "GDEqmtZBRSqOgbrY/+rjGKiL/a8+jgFFCn5WSU3MgRG4aNqGWYWEiIiIiCjG9A1bcLJrEKI48WP1\n", "2cU42NwHADDqBUzLTAhx64iI3GMAI0ZF0zqoSMUxUBf7X30cA3Wx/9XHMSA1DYxYcM+WI+gZsnj5\n", "jBYAwJIpKfjFBdNC1zAiJ/7mwGjoHkJz77DPzxu2WP16Py1z/r7xt2+STHr0Dnu7z3DISTIFrcQs\n", "AxhEREREREQUVZp7h3Hn5lqfn3d/eUkIWqMtgfTNzyqP+vy8hy8sDVoAgzkwYlQ0rYOKVBwDdbH/\n", "1ccxUBf7X30cAyKiiTEHRuCi6fuGAQwiIiIiIiIi0jy/lpAcOHAAhw4dgtVqxdKlSzF58mQAQGNj\n", "I6qqqqDX67FixQpMmjQpqI2l4OG6W/VxDNTF/lcfx0Bd7H/1cQyiH4+NiQLnbw4Mcoim7xu/ZmC0\n", "tbXh8ssvx5VXXolPPvlEun/Xrl247rrrcPXVV2Pnzp1BayQRERERUaThsTERUXD5FcAoKytze39C\n", "gqOkkslk8q9FFBbRtA4qUnEM1MX+Vx/HQF3sf/VxDKKf1o+N4406n3/iDFyBTuHFHBiBi6bvG0EU\n", "van+7N7WrVuxaNEiZGVlSbfXrFnj8ruz3bt3o7Oz09+3JSIiIiIKSFpaGs4888yQvgePjYmIJubL\n", "/njcHBitra1Yv3694r61a9eisLAQ27Ztw/Tp06XgBQBYLI6asIIgeHzdUH9ZEBERERGpjcfGRETB\n", "NW4AIysrC7fccovL/Tt27EBubi6Ki4sV9w8MDAAARFGUficiIiIiikU8NiYiCi6fl5A0NTXh6aef\n", "xqxZswAAPT09uP766wEAp0+fxrZt2yCKIsrLy5GTkxP8FhMRERERRQAeGxMRBVdAOTCIiIiIiIiI\n", "iMKBaYSJiIiIiIiISPMYwCAiIopSVqtVkUSQwo9joC72f+C03odabx9FJ61/7rTevkDof/rTn/40\n", "nG/Y2NiIV155BTU1NcjMzERycnI43z5mHThwANXV1Thw4ABSUlKQkpLCsQizgYEBPPLII5g2bZrU\n", "1xyD8Kmrq0NlZSWOHDmCkpIStLS0sO/D6OjRo6iqqsKnn36KlJQUpKam8vMfYlu2bMHWrVsxZcqU\n", "Cfc5HIvQcDcG7r6PAY5BKLjrf0Bb38da/zx46sPXXnsNn332GQ4ePIiRkRHk5uZqqn1a6T85rfSZ\n", "nBb7SU6LfQb49v2qlfZprS8DOjcVw+yVV16Rfn/55ZfD/fYxa9u2bdLvb7zxhiiKHItwe/PNN8Xd\n", "u3eLp06dku7jGIRHR0eHWF1drbiPfR9emzdvln7nPih8Dhw44NU+h2MROs5j4O77WBQ5BqHi3P+i\n", "qK3v40j4PLjrw7ffflul1rhy1z4t9Z+dlvrMTov9JKfFPrPz9vtVLc7t01pfBnJuOm4Z1VBISEiQ\n", "fjeZTOF++5hVVlbmch/HInw6OjqQkJAAs9msuJ9jEB579+5FWloaNm7ciHnz5mHGjBns+zCzWCyw\n", "Wq0QRRHiWO5ojkH4eepzjkX4uPs+BjgG4aK17+NI/TxYLBZs3LgRoiiipKQEixcvVrtJClrsPy32\n", "mRb7SU6LfeYJ+9I3gZybhj2AIcqKnhiNxnC/fczbunUrzj77bAAci3Cqrq7GRRddhIMHDyru5xiE\n", "R3NzMwDg8ssvxxtvvIHS0lL2fZjNmzcPDz/8MABIpbc5BuHnqc85FuEn/z4GOAbhotXv40j7PFRU\n", "VEi/v/nmmyq2xD0t9p8W+0yL/SSnxT7zhH3pH3/OTcMewJAnExEEIdxvH9O2bduG6dOnIysrCwDH\n", "Ipyamprw6quvorm5GcXFxcjPzwfAMQgne6S3oKAA7e3t7Psw27dvH+6++25YrVa8/vrruOSSSzgG\n", "KvDU5xyL8HL+PgY4BuGi1vdxa2sr1q9fr7hv7dq1KCws1MTnYbz2TSQcJ2u+tk/N7cmbtmrlBDeS\n", "9jta6TNP2Je+8/fcNOwBjIGBAQC2CIv9dwq9HTt2IDc3F8XFxdJ9HIvw+da3vgUAqKmpQVpamnQ/\n", "xyA8ZsyYgbq6OpSWlqKjowNz585l34eZfSqgTqeTvjg5BuHnqc85FuHj7vsY4BiEi1rfx1lZWbjl\n", "lltc7tfK58FT+zypr69HUVERAGBwcDBUzZL42j41tydPbQ13n3lD6/sdLfaZJ+xL3wRybiqI8rka\n", "YXD69Gls27YNoiiivLwcOTk54Xz7mNTc3IynnnoKs2bNAgD09PTg+uuv51iEWXt7O1588UUUFxfj\n", "/PPPB8DtIZxefPFF6PV6ZGdnY/ny5ez7MDt48CBqamoAAHPnzsXMmTM5BiFWWVmJuro6mM1mFBcX\n", "o6yszGOfcyxCw3kMZs2a5fb7GOAYhIK7bQDQzvdxU1MTnn76aU1/Hjz14fbt29HU1AQAWLhwIaZP\n", "n66p9mml/+S00mdyWuwnOS32GeDb96tW2qelvgz03DTsAQwiIiIiIiIiIl/p1G4AEREREREREdFE\n", "GMAgIiIiIiIiIs1jAIOIiIiIiIiINI8BDCIiIiIiIiLSPAYwiIiIiIiIiEjzGMAgIiIiIiIiIs1j\n", "AIOISEUff/wxHnvssaC/bnt7Oz744IOgvy4RERERkVoYwCAiUtFZZ52FrKysoL/u6OgohoeHg/66\n", "RERERERqMajdACKiWGe1WvHKK6/AYrHAarUiKysLK1euRHt7O95++23Ex8fDYrEgPz8fS5culZ7z\n", "0ksvwWAwQBRFJCUl4fzzzwcANDc3Y+vWrWhqakJnZycAYNmyZcjNzVXtfyQiIiIiCpQgiqKodiOI\n", "iGLZr3/9a3zrW9+SZmLs3LkTqamp+Pe//43rrrsORqMRAPDBBx8gPz8fxcXFLq+xfv16fPnLX5Zu\n", "t7S04MCBA1i5cmU4/gUiIiIiopDjDAwiIpUVFBQolpEsWrQIb7/9NhobG/HGG29I91utVhgMBhQX\n", "F2NoaAhvv/02LBYLdDodjhw5okbTiYiIiIjChgEMIiKVnTp1Cq2trVIQY+/evZgxYwaGh4dx0UUX\n", "STMwAFtuCwDYvHkzVq9ejZSUFABAX1+f4jX1ej0sFkuY/gMiIiIiotDjEhIiIhV9/PHHqK6uRn5+\n", "PsxmM0ZGRpCdnY2ysjL09fVh69at0Ols+Zb7+vqwZMkSTJ06FQcOHEBNTQ2MRiNGR0dx+PBhLFq0\n", "CBUVFdJr23Nk6HQ6jIyM4JJLLoHBwLg1EREREUUmBjCIiIiIiIiISPNYRpWIiIiIiIiINI8BDCIi\n", "IiIiIiLSPAYwiIiIiIiIiEjzGMAgIiIiIiIiIs1jAIOIiIiIiIiINI8BDCIiIiIiIiLSPAYwiIiI\n", "iIiIiEjzGMAgIiIiIiIiIs1jAIOIiIiIiIiINI8BDCIiIiIiIiLSPAYwiIiIiIiIiEjzGMAgIiIi\n", "IiIiIs1jAIOIaByjo6NqN4GIiIiiAI8piALHAAYRRYW2tjZcffXVuOCCC3DhhRfi3//+t8tjRFHE\n", "r371K5x77rk477zz8LWvfQ1tbW0uj9u+fTv++7//G2eddRaqqqrC0fyo8cYbb2DVqlVYs2YN1q5d\n", "izvuuMPlMceOHUNJSYnH13j33XexatUqLFu2DD/60Y9C2VwiIiIXPKbQBh5TkDsGtRtARNFlw4YN\n", "+NWvfoX+/n7k5+dDEASIoojVq1fjxz/+MQRBCMn7fuMb38B9992HM888E93d3bjkkkvw6quvIiUl\n", "RXrMww8/jLS0NOzYsQMAsGvXLnzzm9/Epk2bFK9VU1OD22+/HQsXLgxJW7Vi/fr1yMvLQ1lZWVBe\n", "b3BwEH/+859RWVkJvV7v8XEmkwmlpaUe/75q1SqsWrUK9fX1ePzxxz0+bteuXTh48CBuuOGGgNpN\n", "RETaxGOKyMFjCgoXzsAgoqC66qqr8Pvf/x533HEH3n33Xbzzzjt49913kZOTg0ceeSQk71lbW4v0\n", "9HSceeaZAICUlBTccssteOGFFxSPM5lMuOWWW6TbZ599NiZPnoyWlhbF477zne+MG82PFv39/RgY\n", "GAja6zU2NuKMM84Y90ADAPLz87F169YJX08UxXH/Huz2ExGRtvCYInLwmILChTMwiCgknL8ovv3t\n", "b+MrX/lKSN7rk08+wapVqxT3nXfeefj5z3+uuO/73/++y3M7OzuRmpoaknZ5449//CMee+wx3Hff\n", "fdi6dSv279+PuLg45OXl4Te/+Q2mTp0qPVYURfz2t7/Fhg0bYDAYIIoivvOd7+D6669XvOa+fftw\n", "zz33oL+/HwkJCSguLsbIyAieeOIJ6TFXXHEFampqYDKZ8Otf/xoAoNfr8de//hXFxcU+/x/XXnst\n", "jh49itOnT0tTbdPS0vDyyy9Lj+nr68OVV16JwcFBtLe3Y9++feO+5nhX1m677Ta8//776O/vx/PP\n", "Py89/te//jXOPvts6XGDg4P45S9/iQ8//BAjIyPQ6/W4++67UVFRoXg9e3/8/ve/R0pKCu69914M\n", "Dw9j2bJleOihh3zuDyIiCh4eU3iHxxSe8ZgiejCAQUQh193djfvuuw8XX3xxSF6/t7cXubm5ivsy\n", "MzPR2to67vOefPJJrFixAiaTKSTt8sbtt9+O1NRU3H777Xj66afx1FNPAQAOHjyIG2+8Ea+88goy\n", "MjIAAHfccQcmT54sfZkPDQ3hrrvuQldXF2677TbpNe+991789a9/xaRJkwAATU1NiqtEAPDSSy/h\n", "mWeewaRJk3D++ecH/H88++yz0vTMBx980O1jEhMT8eabbwIArrnmmoDe709/+hO2bduGQ4cO4aab\n", "bnL7GFEUceWVV+KGG27AL3/5SwBAT08PbrvtNuj1eqxZs0Z6rL0/nnzySRgMBrzwwgvIzMzEkSNH\n", "AmonEREFF48pPOMxhX94TBFZuISEiILOHtVftWoVVq9ejeuvvx4VFRUuUf1g8nUd7FNPPYW2tjZ8\n", "+9vfDlGLfHPTTTdh7dq10u1Zs2bh3nvvxd/+9jcAtgOGhoYG/OAHP5AeExcXhz/84Q947bXXYLFY\n", "pPuXLl2K7du3o7GxEQCQm5uLl156ye37jjelcnBwUFo76vzzi1/8wqfXCpXx3vP999/H/Pnz8eUv\n", "f1m6Lzk5GU8++ST+8pe/uH3OjBkz8OyzzyIzMxMAMG3atOA2mIiIfMJjCt/xmMI/PKaIDJyBQURB\n", "JwgC7rjjDo9R7GDLzs52WXPa2NiI5ORkt49/9NFHodPpcNddd4WjeV5ZvHix2/vs0yXr6uqk9bjO\n", "pk+fjpaWFuTl5QEA7rnnHuzbtw+bN2/GqVOn0Nvbi/PPPx+rV6/2qU1msxnvvvuu148PVTI1f508\n", "eRKvv/662+zxPT09bp9z7rnnhrpZRETkAx5T+I7HFMHHYwrtYACDiELCl8h5Q0ODNDXRH/Pnz8f9\n", "99+Pr371q9J977zzjtuM3z/5yU9QUFCAm2++2e/3k3vsscfQ3NyMr3/96ygsLPT7dXbv3o0rrrjC\n", "5T57tH7atGn44x//6PI8URRRW1uLnJwc6b7+/n4sWLAACxYskO77xje+gbPOOkvVtbnhtmDBAlxy\n", "ySV44IEH1G4KEREFgMcUvuExRfDxmEI7uISEiILOlwONW2+9FQUFBQFlE588eTI6Ojqwe/duALYk\n", "Wk888YRiTaTVasVtt92GuXPnKg406urqMDIy4vZ1J/o/urq6cPvtt+OVV14J6EBDFEVs2rQJr732\n", "mnRfTU0NHnjgAXzzm98EAOTk5KCgoACPPvqo1K6hoSH84Ac/wMUXXwydzrY7379/P66//nrF/9Ta\n", "2oq6ujrExcUp3regoAAfffSRdNtqtaKqqgoNDQ1+/x/BNNHrFRQU4OOPP1bct3PnThw6dAgAMHv2\n", "bHR1deFf//qX4rWampo8HrgREZG28JjCNzym8O/1eEwROQKagWG1WiGK4oTlbYgodshrtj///PNI\n", "TEzEpk2bYDC4393k5uYiLi5OWh/or8cffxzf/e530dHRAQD43e9+h7S0NOnv+/fvx1tvvYW2tja8\n", "+uqr0v01NTV48cUXMX36dAC2L5xLL70UPT09aGxslDJqT5kyBX//+98V7/nWW2/BYrHgt7/9bUBt\n", "FwQBDz74ILZt24YHHngAgiAgLy8PTz/9NNLT06XHPfLII3j00UexbNkyjxnDTSYTioqK8PWvfx2d\n", "nZ3o7++HyWTCgw8+CLPZrHjf8vJyVFZWYtWqVRgZGYHJZMIFF1yA5cuX+9R+eybwzs5ORcbwxYsX\n", "49FHH5Ued99992HHjh0AbP1uz/I+Z84c/O///q/itQYHBzE4OKh4vdtuu01xRam0tBRz587FypUr\n", "YbVaIQgCli9frpjG+z//8z949NFHsWLFCgDA6OgoiouLFdnjP/roI9x9991oaGhQZFC//vrr8Y1v\n", "fMOnviCi2MXj4uDjMYXveEzBY4poJ4h+hoe2bNmCuro6rFu3Dvn5+QBs68Oqqqqg1+uxYsWKgKZv\n", "ERFp3Y033oiuri5s2rQpoNd55plnkJeXhwsuuCBILSMionByd1wM2K7I7969G3FxcaioqFC1QgVp\n", "G48piLzj9wyMiooK1NTUKO7btWsXrrvuOgDApk2bsG7dusBaR0SkYbW1tXjmmWcCfh1OMyQiimzu\n", "jos7OzvR0NCAq666SqVWUSThMQWRd4KaAyMhIUH6nRFmIop277//PkpLSwN6jT/84Q946KGHcNdd\n", "d2H16tU4fPhwkFpHRERq2rt3LxITE7Fx40Z8/vnnajeHNI7HFETeCWoVEnnEz2g0BvOliYii0ve+\n", "9z1873vfU7sZREQUZM3NzQCAyy+/HG+88QZKS0ul5IhEocBjCooFQQ1gWCwW6ffxave+/fbbTHBE\n", "RERERKpJS0vDmWeeGdL3KCsrA2CrcNDe3o6srCy3j+OxMRHFMl/2x0ENYAwMDACwzcSw/+6OXq/H\n", "4sWLg/nWRERERERe27NnT0hff8aMGairq0NpaSk6Ojowd+5cj4/lsTERxTJf9sd+z2OrrKxEdXU1\n", "KisrsX37dgDAkiVL8Nxzz+G5557DkiVL/H1pCoPq6mq1mxDzOAbqYv+rj2OgLva/+jgG0cPdcfHC\n", "hQuxd+9evPzyyzAajVxePY5Y3xb4/8f2/w+wD3zh9wyM8vJyl/vy8/NxzTXXBNQgIiIiIqJI4u64\n", "GACuvPLKMLeEiCi6CaIKtXaqqqo4TY6IiIiIVLNnzx6sXr1a7WYA4LExEcU2X/bHTIVMRERERERE\n", "RJrHAEaM4jor9XEM1MX+Vx/HQF3sf/VxDIhsYn1b4P8f2/8/wD7wBQMYRERERERERKR5zIFBRERE\n", "RDGHOTCIiLSBOTCIiIiIiIiIKKowgBGjuM5KfRwDdbH/1ccxUBf7X30cAyKbWN8W+P/H9v8PsA98\n", "wQAGEREREREREWkec2AQERERUcxhDgwKt4buITT3Dvv0nJwkEyalxIWoRUTa4Mv+2BDithARERER\n", "EcW85t5h3Lm51qfnPHxhKQMYRDJcQhKjuM5KfRwDdbH/1ccxUBf7X30cAyIbbguxjePPPvAFAxhE\n", "REREREREpHkMYMSo5cuXq92EmMcxUBf7X30cA3Wx/9XHMSCy4bYQ2zj+7ANfMIBBRERELvqGLXhu\n", "byO2Hm5TuylEREREABjAiFlcZ6U+joG62P/q4xioa6L+f/nTZjz9cQMe3nYcB5p6w9Sq2MJtgMiG\n", "20Js4/izD3zBAAYRERG5ONw2IP1e2zowziOJCACsVissFovazSAiimoMYMQorrNSH8dAXex/9XEM\n", "1DVR//cMjkq/d8l+p+DhNhA9tmzZgscffxxNTU2K+wcGBvDggw/i9OnTKrUsMnBbiG0cf/aBLwxq\n", "N4CIiIi0p4sBDCKvVVRUoKamxuX+bdu24YILLlChRURE0YkzMGIU11mpj2OgLva/+jgG6pqo/7uH\n", "HFPhGcAIDW4D0a2jowMJCQkwm81qN0XzuC3ENo4/+8AXDGAQERGRgiiK6BniDAyiQFRXV3NaOBFR\n", "kDGAEaP4hao+joG62P/q4xioa7z+7xu2wCo6bjOAERrcBqJbU1MTXn31VVRXV+PTTz+d8PHyK7DV\n", "1dUxdTvW/n9fqd1ejn/obzv3hdrtUfP/n4ggiqI48cOCq6qqCosXLw732xIREZEXTnUN4esbHOv5\n", "0+MNeOG6+Sq2iCj49uzZg9WrVwft9WpqapCWlob8/Hyv7pfjsXFs2He6B3durvXpOQ9fWIoF+ckh\n", "ahGRNviyP+YMjBgVSBSYgoNjoC72v/o4Buoar/+7h5QzLroGR6HC9Y6ox20gelRWVqK6uhqVlZXY\n", "vn27dH97ezuqq72bgRHLuC3ENo4/+8AXrEJCRERECj1OAQyrCPQOW5Acx8MGInfKy8vd3p+RkYGb\n", "bropzK0hIopenIERo7juVn0cA3Wx/9XHMVDXeP3vLudFN/NgBB23ASIbbguxjePPPvAFAxhERESk\n", "0D1ocbmvkwEMIiIiUhkDGDGK66zUxzFQF/tffRwDdfmSAwNgJZJQ4DZAZMNtIbZx/NkHvmAAg4iI\n", "iBR63MzA6HJzHxEREVE4MYARo7jOSn0cA3Wx/9XHMVDXuDkw3M7AGAllc2IStwEiG24LsY3jzz7w\n", "BQMYREREpOAuYae7vBhERERE4cQARoziOiv1cQzUxf5XH8dAXeP1v3MZVYBJPEOB2wCRDbeF2Mbx\n", "Zx/4IqgF3V977TVYLLYrNNOmTcP8+fOD+fJEREQUBu7yXXQNMIBBRERE6gpqAMNsNmPNmjXBfEkK\n", "Ea6zUh/HQF3sf/VxDNTlqf9FUXRbhcTdfRQYbgNENtwWPNPrgH2ne3x6Tk6SCf2U4AkAACAASURB\n", "VJNS4kLUouDj+LMPfBHUAIbFYsHGjRshiiJKSkqwePHiYL48ERERhdjgqBUjFtHl/k7OwCAiCruu\n", "QQt+VnnUp+c8fGFpRAUwiHwR1ABGRUWF9Pubb7457mOrq6ulSJN9zQ9vh+/2/v37cfPNN2umPbF4\n", "236fVtoTa7ft92mlPbF423ks1G5PrN321P9dIwKABACASSdi2CoAsM3A0FL7o+H2Y489hvnz52um\n", "PbF2m7Sjurqa4xLDOP7sA18Ioii6XmYJgsrKSpSXl7v9W1VVFWdnqIwbifo4Bupi/6uPY6AuT/1/\n", "uLUft246BACYmmFGfccg7BMyXv/aApgMzP8dLNwG1LVnzx6sXr1a7WYA4LFxrGwL+0734M7NtT49\n", "5/7yEr9mYCzIT/bpOWqKlfEfT6z3gS/746AehdTX10u/Dw4OBvOlKchieQPRCo6Butj/6uMYqMtT\n", "/8tLqKaYDUg1G6TbrEQSXNwGiGy4LcQ2jj/7wBeGiR/ivfr6euzatQsAsHDhwmC+NBEREYVB95Cj\n", "AklKnC2A0T6W/6J7cBQ5SSa1mkZEREQxLqgzMMrKynDVVVfhqquuwvTp04P50hRk8rXPpA6OgbrY\n", "/+rjGKjLU/8rZmDEGZDCGRghw22AyIbbQmzj+LMPfMGFrERERCSRl0tNMeuRJgtgdDOAQeSR1WqF\n", "xWKZ+IFEROS3oC4hocjBdVbq4xioi/2vPo6BujznwJAtITEb0CNbUtLFAEZQcRuIHlu2bEFdXR3W\n", "rVuH/Px8AMCBAwdw6NAhWK1WLF26FJMnT1a5ldrFbSG2cfzZB75gAIOIiIgkihkYcQb0mh0BDC4h\n", "IXKvoqICNTU1ivva2tpw+eWXAwA2b97MAAYRURBwCUmM4jor9XEM1MX+Vx/HQF1e5cAw65EWzyUk\n", "ocJtILqVlZWp3YSIwW0htnH82Qe+YACDSKOqatvxxM5TaOsfUbspRBRDnGdgpMQ5AhhcQkLku61b\n", "t+Lss89WuxlERFGBS0hiFNdZqW+8MTjeOYiH3qsHAPQOWfCDssJwNStmcBtQH8dAXd7mwBgYtUq3\n", "uwaZoDCYuA1Ev23btmH69OnIysqa8LHV1dXSZ8J+NTZWbsfK/588dQHCwTI6jO2fnURqaioAoKur\n", "CwDGvZ2st2DRjKJx28/xD+1teV9ooT3hvJ2QkABvCaIoil4/OkiqqqqwePHicL8tUcTYfrQDv6w6\n", "BgCYmhGPxy+fpW6DyCcWq4jeYQtSZdUbiCLFpc/sw8CILWix8fr5aOkbwX9tPAgAKEwz469Xzlaz\n", "eTGjuXcYH9R34VTXENbOzkRRerzaTYo6e/bswerVq4P2ejU1NUhLS5OSeO7YsQPZ2dmYNWvi73Ae\n", "G8eGfad7cOfmWp+ec395CX5WeTTkz3n4wlIsyE/26TlEweLL/phLSGIU11mpb7wxkGf9b+kbDkdz\n", "Yk6otoGhUSv+a+NBfOVf+/HmobaQvEe04H5IXe76f8RilYIXOgFINOmRIgvEcQlJcDmPwamuIbyw\n", "rwnffeUQvvr8Afz5w5N4paZFmpFH2lVZWYnq6mpUVlZi+/btaG5uxvvvv4+DBw9i06ZN+Mc//qF2\n", "EzWN3wexjePPPvAFLw8SaVCPbA16z5AFAyMWxBv1KraIvPXRyW4c7xwEALzxWSu+NDNT5RYRuWrp\n", "G8bxfh2sogidIEj3d8uCpylxBgiCoJhJ1DM0CotVhF4ngILrn3sa8Pc9jW7/dqxj0GWsSFvKy8td\n", "7vvhD3+oQkuIiKIbZ2DEKK67Vd94Y9DjtM68pY+JPIMtVNvA5y390u8NPUMheY9owf2QOtr6RvDt\n", "Fz/D347HY8MnzYq/KSuQ2AIXBp2AJJMtgGoVgd5h5sEIFvs2YBVFvLhfORZ6wTYLBgBGraJiZh5R\n", "tOH3QWzj+LMPfMEABpEGOR+otvRyGUmkONTSJ/3eM2RRzKbxx87jXbhr82EuR6Gg+fB4F/rHlolU\n", "H+tU/E0RwIhzzPriMpLQau4dlsYkwajDnSsK8cJ185GfEic9pp0VqYiIiBjAiFVcZ6W+8cag2+mk\n", "lzMwgi8U24BVFHFINgMDABq6/Q8+HW7tx88rj2Lv6V78bsdx7DrRFWgTg0oURYxYrBM/0APuh9RR\n", "0+wIsp3oHIQ8l7diCYksaJHGAEZI2LeB+o5B6b7SzASsmZ6JFLMBmQlG6X6W1KZoxu+D2MbxZx/4\n", "ggEMIg1ymYHBRJ4R4WTXkHQV1e50t3/LSPqGLXjgnaMYsTpOLh/ZdhwdGjmJ6RgYwU0vHcTl/9iv\n", "ucAKje+zJkcAo3/EilbZZ0oePE2JcwQtUsyO2RhdAwxgBNsxWQCjKN0s/Z4hC2BwBgYREREDGF4Z\n", "tYoYtYa92mxIcZ2V+sbNgeE8A6OXB67BFopt4HOn2ReAfwEMURTx++rjOO00e6NzcBSPbD8OFapf\n", "u/jLzlOo7xzE0KgVb3zm3/IW7ofCr2twFKecPpPyq//KHBiOoIU8kWdXgMuiyMG+DdR3DEj3FcsD\n", "GPGOfu9g4IiiGL8PYhvHn33gCwYw/j97bx7Y2FWf/T9Xu2RbXuR9G8/Ys2aSmayTxUwSEsKQjWRI\n", "QhKgUFr4kQItFCgtbaHQ0lLCC5S+b0vfl5aELSGQISELWSYhiydkmUxm3+zxMvZ4X2VZu+79/SHp\n", "6Jyre6V7pStbts/nL0vWcnX385zn+3wz8OO3hvEnvzqOW358EAeH55d6cTirCO7AWJ7Q+RdJcgny\n", "fPrUFF7uTWUTvH9LNfn7rSEvHjs2kdsCGsThkXns7Zkhj/n+uXw4OZ6+jw7OqggYdpUSEj6QNhzW\n", "geEkf1dyBwaHw+FwOAxcwMjATCCKwbkQYlLcGr6S4HVWS0+mbZDmwOAZGIZTiGPgpKIDQ9/gvncq\n", "gP/8wxB5fOMmDz59ZQvuOL+WPPejN4fROxVQenvBiYoS/n3fEPNcrgMrfh5afI4rCBgDtIChkoHh\n", "5g6MgtDV1YWYKJHWy4DcgcEFDM7qgF8PVjd8+/N1oAcuYGSgpSKV/k3PUHE4hSQYFRGOsSUC475w\n", "UZQNcNQJx0RFUWFERwlJIBLDP73YR7b/2koH7ru8GQDwsUsa0OGJz8xGRAn/8vt+BKO5B2jmyp6j\n", "48yAF4iXtsRWWJndSuWEgoBxVs2BoVZCwh0YhjI6HybHfJXTwohFTIhngAsYHA6Hw+FwASMDzeWp\n", "WZDBuZUlYPA6q6VHbRsotd0MRkX4wjGFV3NyxehjoG86QAI3a0utMAnx5yf9EYQ0Cg0/OzBK3F4O\n", "iwl/e91a2C3x07TNbMLfXNtGHg/MBvHA/mFDf0M2xn1h/PTAaNrzogTM5jCo5eehxSUmpnfJAYCz\n", "dAaGSohnhZN3ISkEnZ2d6KfyL+gATwCoclEZGH6+3jkrF349WN3w7c/XgR64gJGBVsaBsbJKSDjF\n", "y3xQWajgQZ7FDT0w3FJbgtpSG3k8qjEH4x0qa+e+y5vQWsEOZloqHPizy5vI4+e7pxfVmfPD188R\n", "Maat0sEMtniLx+KnfyaAQKJLTpXLQsQwbyiG2cTsvjeoUkJi5wJGoaBDVNuo/AtA1oWEOzA4HA6H\n", "w+ECRibqy+ywJKZRp/wRLKygGXBeZ7X0qG0DJQcGwIMSjcboY4AWMDbWlKChLCWAas3BoGvcL252\n", "K75m10YPSmxxa/98KMa0wCwkbw7Ooas/FSz651e1oLYkJdLkImDw89DicmKcFtlKUWVJbbNkGQnr\n", "wKBKSLgDoyB0dXVldGCU2sywmuP3IYGIiEBk5dyHcDg0/HqwuuHbn68DPXABIwNmk4Amd2oQMrTC\n", "ykg4xYm8A0kSHuRZ3NACxqYaFxrdqcG9lk4kMVHCLDUwrKQGjDSCIGBtVWqQ0zdd+DDPmCjhP/5w\n", "jjy+YX0VttaXsvX53IFR9ND5F1tqXai2pdw7Z2dDiIkSfNT5p4xyXZRTf3u5gGEomRwYgiDwIE8O\n", "h8PhcCi4gJGFlhVaRsLrrJYetW3gVXNg+LgDw0iMPAYWwjES9GsSgPZqFxoo8VNLkOdsIIpkDma5\n", "wwKrWf30vK4qNcjpXQQBY2guiOHEb3BZTfiTyxoBAJ6S/AQMfh5aXGgBY3NdCS7Z0EIeD8wE4QvH\n", "kJQ0Sm1mmJNBLgCcVhNxAoRiEncCGMTlV16FQarLmdyBAbA5GFM8B4OzQuHXg9UN3/58HeiBCxhZ\n", "aFnBQZ6c4oR2YJTaUhZuXkJSvHRP+snAr63SCYfFhEadJSR0h4EqFfdFkrW0gLEI7VRpcaLD40Jl\n", "YkaYXk4+M1zceINREhBrMQlY73ExGStnZ4OyDiTsPigIAtuJhLswDGF4LoRoQrmsLrGS8jAa2oEx\n", "w3MwOBwOh7PK4QJGFlqoG7yV5MBY6jqrqCjhtYHZRRl8FStaMjDaPamB6jgP8TQUI48BNv/CBQBo\n", "0FlCQgsAtLNBCdqB0TddeGF1mpr1raRmg/N1YCz1eWg1Qbsv2j1O2CwmTPYeI8+dnQ2q5l8koQUM\n", "r0rYMEcfz/zhHfJ3m4L7ApAFeXKhkLNC4deD1Q3f/nwd6IELGFloLqdKSLgDwzB+fWQM//B8Hz79\n", "2ElNg7vVBO3AoAeq3IFRvJyaSA0ONyUFDMqBMTofRkzM3C2EHpjQM65KtFU6kDT3D84FEdbYplWJ\n", "gZkAvvX7fvzu5KT6stHuEGowxTMwlg/HmfyLEgBApVWClQqqHqGcQnIHBsAKGLNBvr2NYDyUug2T\n", "518kqeQCxrJBFEXEYlzc43A4nELCBYws0A6M4blQ1kHIcmGp66wOnIu3i4xJwOER35Iuy1Khtg1o\n", "B8Y6yoExuRCBuIgtM1c6Rh4DJ2UdSADAZTOjIjHgi4oSJrOEsNICAC0SKOG0mknGhiilOkjkwv99\n", "YxgvnpnB97sGVdu9zqiIK4yAkUPIrBHbYMofweefOI0vPtlNWoFy0jlJ518kBIyd7+pEEyXSHxtL\n", "nYu5A2NxkNy15G+l/AsA8FClWlMBXrpTrDzzzDP44Q9/iLGxMfLc6Ogofv7zn+Phhx/GyMjIEi5d\n", "8bPU96WcpYVvf74O9MAFjCyU2MwkQCsiShid57PgRkAPdng4JQs9MKgtsZEcjIgoYY7fvBYdU/4I\n", "ESfsZoEZhDRSQZ7DWZxG0zoEDABYR3UiySfIsy/RwlGCuhAyTe13dKBgpdNKnCCzwSip5V9MfvL2\n", "CI6NLeDwqA97e2YW/fuXAzFRYkS2LXUl5G86B+PoaErkyO7A4OciI+injl1eQrK82bVrF6655hrm\n", "uTfffBMf+tCHcPfdd+ONN95YmgXjcDicFQYXMDSwEoM8l7rOip5tXg7tQcd9Yewf8ho6QNOSgVFm\n", "N6O2NHXzuhzW1XLBqGPgNDUwXF/tYjo3MK1Us3QioXMmPBoEjLVMDkZuAkZMlJgBkZpLhH5NJeXA\n", "MJsEVOQR5JnvNghFRbzcmxItxng5miIDM0EEIvEyI4/LippEdklXVxcjYAxQApbbnlnA4CGe+ROO\n", "iUx7dnpb0NACxgwXMJYVLpeL/G2z2TK8krPU96WcpYVvf74O9MAFDA2wQZ4rQ8BYSvzhGPyRVM1+\n", "sWc7eINRfGrPSXzlmTN4YP9wwb+PzsAos1tQU5K66Rkv8nW1GjlJ5V8kAzyT6GmlypaQZO5CAsg6\n", "keQY5Em3bgW0CRhyccWzhLPDrw3MMecSnsOhzHFZ+YggpEQ2tUFzNgeGlwsYeTM0G4KU8DDVl9ng\n", "tKaX7QAyBwZ34S0rJKrs02rNLkxzOBwOJzvZ75I5aKFqhIfmVsYM31LWWckHGRNF3l3j4PA8fOG4\n", "qPBS7wz+9LImQz5XSwZGmd3MCBi83MY4jDoGTinkXyShgzyHs5Sf6S8hyd+BMelnl0lNAJihBk2V\n", "shavHpcVPYluQnoFhHy3wfPdU8xj2sXCSXGCCfBMiWydnZ2q+47bkTkDg5eQ5M/AbGrdr1ERkgCg\n", "wmGBgHiZ11wwikhMhNXM55+WA3SgJy0cqtHV1UXOi8nZ2NXyeLX8/rJ127AYRKP6z9Fzc3NAYxkA\n", "bb+npLYFptKq1HsBlJeXZ3y8vqkGDW77qt3+2R7T66IYlmcxH9OOtWwIkmRsKuDo6CheeOEFmM1m\n", "XH311WhoaEh7zQsvvICLLrrIyK8tKPuHvPjKM2cAAFvrSvDdWzYY9tlvD3kRiIi4sq0cJg0Xt5XA\n", "O8Pz+PLTPeSxy2rCYx9dnBN6Lvzk7RH87J1R8vjhe7dqGmDmQigq4pYHDgEALCYBT/3xNjx8aAw/\n", "3h8P/7rj/Fp8cocxAgonM9P+CJ4+NYV1VQ5cuaZC8TWSJOEDPz1CBK4H79rCuC6Ojy3gc0+cBgB0\n", "eJz4j9s3KX6OKEm46X8OIpY4Gz/5sW2wWTIPUERJwm0PHkYw0YHkl/duZboVaGFf/yy+vrePPL60\n", "2Y1v7mpnXkPvk2YBeOrj25lz1fdePYvfnYoLCZ+5shm3bqnRtQy5MrUQwYcePso4SOpKbfjp3ect\n", "yvcvJz7+q+NEfP/ezetxXn0p+V84JuLWBw5BXh337Rs7sD1xI5vk8IgPX3yqGwBwXl0JvmfgtXA1\n", "8uP9w3joYDzw8YMX1OJPMojjH/z5ESIk/uzu81BbyssRjODAgQO47rrrDPu848ePo6KiAo2NjQCA\n", "3/zmN7j99tshSRKefPJJ3HLLLarvXW73xpzcODQ8jy9R98Ba+Nr1a5lrdaHec/+NHdgmO+9nIpff\n", "ovc7OKsHPedjwyX8lRhYxGZgGOfAODg8j7955gy+8UIffrBvEAZrSRlZyjorebcCf0TEQrh4E+3l\n", "M5T0jHs+KG0DuftCEATuwCgQmY6B7kk/Pv3YKfzk7RF8/fk+nJ1RLtEY9YWJeFFmN6O+jB1UNFAZ\n", "GMPekOoxPheMEvGizG7OKl4AgEkQsJYK8jyTgwtD7piY8qfvXzMBNv9CLrTm00o1n/PQC2em0wbd\n", "0/7Iop5HlwO+UJSIFxaTgPXVqRmOrq4u2MwmximURDkDI+XK4BkY+dNPnVfWqLRQTcKDPIufvXv3\n", "oqurC3v37sUrr7wCANixYwceeughPPTQQ9ixY8cSL2Fxw+v/Vzd8+/N1oAfDS0hWYmBRTakVdrOA\n", "UEzCXDCKuWCUsdLmyhtn58jfT5+cQmuFA7u31mZ4x8pAaZAz7gszNf3FRJ9s8HpyYgFXrCkvyHfJ\n", "8y8AkMA9gId4Lgb7+mfxrZcGEEo4GyQAh0bm0arQIYAWt9o9zjSLcIXDAqfVhEBEhD8iYi4YRYUz\n", "3SUxrdKmNBvrqpw4Me4ny3JJs1vze4H0zIsphRIMuixDyXnkKVn8gZUkSXi+ezrt+YgoYT4UU8xv\n", "WK2co7JXWsrtiuJYa4WDeR2QvYSECxj5M0BdW9Q6kCSpclpxBvHzzQzPwShKrr/++rTnGhsbcc89\n", "9yzB0nA4HM7KxfC7PK2BRcupzum1fftQaXFgNBa/oXvqlTfR6hLz/vxebz2zTv7vG+fQXG5HeODI\n", "ovy+JIu9Po/0DABg942X3jyItbuuWJLlyfQ4EIlh2BsEkBqYvn56GOuDvQX5PrkDAwAGTh4GEBcG\n", "xxfCRbV+VtLjq666Cr86PI4fvXUO9PYGgNeO9+GWRGkE/X46PDMpwNH/FwQBblMEAcS35ch8GEff\n", "fiPt+7t9ZgDxAYwpvKD5/KjUiUTP75+UCQ5zwSheeqULFhN1/jtwmCxbpdOS9nmjfd3k/1P+iK7v\n", "7+zszGl7jQRNGJiJ/3arIMFpluCNxgfme/e9gVq7tOT7U7E8fumt1ParL7Mrrn+TzwqAnXBIOjDo\n", "18dFVQmAgPlQDDFRwh9e21dUv3e5PL7k8itJsK8AiYSFq72+ytWCJG8ePoEr1lxeVL9nuT7mFA98\n", "m6xu+Pbn60APhmdgPPPMM9i1axeAuJ1OSZFejnV+//xiH17qnQUAfP5drXjfRk/en0nXtCZxWU34\n", "3i0bFtWNIEoS9g95UeW0oqNaPUBlcDaI35+ZwdXrKrLaXTPxjb196OqfZZ77i84W3LSpOufPLBSn\n", "J/z4zOOnmOdKbGY8+pHzC5JZ0tU/i28kahYvb3XjGze0IxwTcfOP4xkEJgF46o+3M606OfkTEyV8\n", "v+ssnj2dmtV3WU2kw8XmWhf+7daNae/7xxf68GpffF/+ws5WvHdD+nnhG3t70dUfd1t9+Zo1uK6j\n", "Ku01z5yawndfPQsAuL6jEn91TZum5T466sNfPhnPJFhX5cQPdytnbKjx5ae78c6wj3nuwQ9uYUoK\n", "fnt8Av/7tSEAwPs2evD5d7Uyrz896cdnHjuVWAYHfrh7s65lyIX/+MMQHjs2AQC4rqMSkwsRHBqJ\n", "/45/2dWOi3U6UVYyvzw0hv9+K9496fbzanDfFc1pr3m+ewr3v3yWPHZYTPjtx5Rzie746WF4E06x\n", "XHJXOHGSZWoA0OS248d3bcn4+h+/NYyHDsXzMj58YT3+6OL0fDGOfozOwMiH5XhvzNEPz8DgGRgc\n", "ZZY0AyMQiM8CSpJE/l4JGN1KdSYQIeKF3SygLhHI5Y+I+OpzvUzdeSGgXRh7jozj757txWceP4U3\n", "B+cUXz+1EMHnnziNn70zir97tjevOnMlm3mxZjv0zaTvwwvhmCHdaOROGIAtIUnOgNrMJtL5QZR4\n", "q0ijoNf/UycnGfFia30Jvn9rKqCwbzoIUWGfp0tI1ERHWgxQa6WqtwOJ0neenQ0iKg+FyIJS21R5\n", "Rg0tsiqWkDAZGNG0/2dC6RjIRiQm4vdnZsjj96yvYpaLHx8so/OpfU6e0ZJc/2sq2H1XqXwkCV1G\n", "wkvacmeAyb/IXD4CyFup8vXOWXnkcj3grBz49ufrQA+GCxgrNbCICfI0QMDop6znbVVOfOOGdXBa\n", "45tjzBfG15/vQyQm5v09Wnj73DyA+OD4/pfPpgkMoiTh/lcGyKzbmC+M2TxqcOWtG4HivRFWazF4\n", "amJB8fl8mafqypMlJADYIM+F4hR7ljP7+lPC3bvbK/Gt93WgrdKJisRgLRgV08SHYFTEuYSQZRLU\n", "2yDSXUnUWqlO5ShglNjMRPyMipLuc5PSYF8uarD5HBb5y1HhsCBpCJoLRhEu8Hlr/9A8yV+oLrFi\n", "W0MZI6LwwR3LGCUO1yuEdQJASwX7vFKAZ5J1npTYsW9gVvV1nMz0U+J4tvwLgId4cjgcDoeTxHAB\n", "IxlYdO+996K2duUEUtI3eEbMvvfSM7eVTqytcuIr17aRgcDx8YW0MgsjoeusRqgZurlgFPe/PMDM\n", "Nj92bAIHEiJHktEcHROiJKXN8ALFOyjvo4SmDurG/eR4/p1IlGrd2AyM1CCCCfL08ZtXI0iu/0hM\n", "xPGxVBnFxy9thM0cPzXSgzV5l4+BmQCSR0mj2w67SueQRqoTiSYHho4QTwBMJxI1wU0JfzhGSmRo\n", "5LkY9LIplQuYTQIqqWWe0eHCyKXe8/nuKfL3dR1VMJsERliZWshdXF2JjM7TAgbrwEiuf6fVjNrS\n", "1DbMFIJ6bXsl+fv3Z2Z415ccOTOVOla1lGRWuVLbhId4clYivP5/dcO3P18HejBcwFipNFEOjJH5\n", "UN6zjPTsS3IAsqO1nOlCcnS0MLP8NDFRwphsVvjtc/PYc2QcQHxAlKyfphlVmUnOBt0ukqZYB+UD\n", "1HbaReWenCyQA8PLdCGhHBilqYHHeJGKPcuV0xN+hBI7ZUOZDbXUul7HhGSy7gY6wHNdhswa2oGh\n", "KmBQrgG6q4cWlII8tSAXKsiyyAUMetlU3CH04KpQJRyiJOH1s3N4/ayXPPee9fE8EaYTCndgEESJ\n", "Pb/Xlap3BmulHERuu3oJySXNbpTa4v8fnQ/j+Hjhr1MrjYVwDIdHUqLpplr17KkkvEyKw+FwOJw4\n", "XMDQiMNiIjd/oqQ+ENFKr0rt/EVNqWCb05P5z/KrkayzGveFFQWF/9k/gmNjPvzL7/sRUXgBXVet\n", "B9p9wbYHDRs+kxeKinmV4cwFo5imckquWZeaeeydCiAczU/EypaBwR0YhSW5/g9RA4kLGkqZ19DC\n", "RO8UKw5oyb8AgNoSG8wJZ9V0IIpAJJb2GqZVqU4HBrOM09pLSJScUAAwKRPIaEdFpUIJCcAKG3rs\n", "7VrqPSMxEc+dnsL/t+ckvvpcL8n52FjjIoNuep2p/a7VyLQ/gkhifbntZrhsrDBBr39GwMjgwLCZ\n", "TXjX2grymM4j4Wjj9bNzZLvU22NMTo4aVYzLKaKYycPhLGd4/f/qhm9/vg70wAUMHdBlJIOzuQsY\n", "MVFiArzowc8GqgvImalAwevJz1FCzKYaF/n+qCjhS0/1oD+xnDazgFs2p7qEjOVYQkLPHLVWOOBK\n", "5H6EYxLjPsiXM1N+3P2Lo7j3oWMYz3FZ6QFqa6UDbocFzeXxfSAmAT1TxofU0iUkdJAez8AoHIdH\n", "UwLGtgY2GbvdQ4sD6gJGJgeG2SSgjhqgyN1LkiTJQjzVB49KrK1SX8ZM0Fk0dDAj7cwQJYkJFFYT\n", "VzwFmh1+6cwMPvrL4/jOK2eZc6bNLOCTO5pSy8UzMBRhy0cyD5J3tJaTvy+oL83wynhOTJKXe2d1\n", "h8fqJRCJ4eXemZzP5cVGV1+qPHRzmbbrnt1iQklCgIpJgDfIy0g4HA6HszrRd6e8ymkpd2D/UDwL\n", "YnAu9yDPYW8I4YSrocplYQYPbocFjW47hr0hREUJvVMBbKotyW/BFUjWWdFOktYKB+7ZXo8/e+wk\n", "AhGRuSn95I4m1Jba8MSJSQC5l5DQg6PqEitqSmwYSAQPTvjCzLrIh73d01gIx28MXzwzjbu31ev+\n", "jD5ZTgkQF3mSGSinJhawpS73baMnA4Mua1itAsbQXBCVTiu5ic+Xzs5ORGIijo2lLPByB0ZzuR0W\n", "k4CoKGHMF4YvFEWp3QJJkmQOjMwhfI1uG4YTx9qwN8SIDvOhGJmNdVlNcFr1/b4mtx02s4BwTMKU\n", "P4K5YFTTcUSHdW6qceGNwXhpBu1g8FIlX6U2M2wqOR+5ChiZ6j1PTSzgqw5evgAAIABJREFUn3/f\n", "zzzntJpw40YPbt9ayxwTcgeIJEkQCtDmeLmRKf8CYNf/hY1l+M5NHQjHJFzclLnF3fkNpah2WTGZ\n", "2N8OnPPispbyjO/Jh39/bQh7u6dR6bTgJx88TzVvZjkQiMTw1lCqDOrD1yi3q1Wiymkh17WZQBQV\n", "Ot1aHE4xs9T1/yPekG6RtLbUxpSJcnJnqbd/McDXgXa4gKEDo1qp0q051yqEd22scZHBzqkJf0EE\n", "jCQj1A1uo9uOpnI7PnNlM+5/+Sx5fkeLG7dsriZuDABpuRlaoQdHVS4rakqtKQFjIYKOarV36mOa\n", "CjnLteSC/r1tiQHnxpoS7O2JW6ZPThhf4qOegbG6S0h+d2oK33v1LEptZjxw15aMFnc9nJ70I5Qo\n", "BZLnXwCA1WxCa4WDOBt6p4O4oKEU0/4o2VYuqyljtkD8s+0A4uKnvPws1w4kScwmAW2VTlJy1jcd\n", "wHYNPdbp791ICRiTlADAlLZkWLZCODAe2D9C/q50WnD71hrcvKkapQodMlw2MxwWE4JREeGYBF84\n", "xgiAqxU6bDnbPgoAFzRk328AwCQIuKa9Er9OZCW92DNTUAFjf2LfnAlEcXY2iPXV2TMjipW3Br1k\n", "AqOt0sHcV2SjymXFYEJAn/JHMpaucTgcfYz7wvjS0z263nP/jR1cwOBwloDlO42xBLSUUyUkeXQi\n", "ocMAlW5ANtWkbs4K1a4zWWdFl5AkT8LXd1ThfYnAyrpSG/7yXa0QBIGZwRv3hXOqwaUHN9Uua8FK\n", "I2h7ba4DKqU2d3TYWr7bRk8GRpXTSjrUzC5Cq8pi4+XeuGjkC8dwcHg+y6u10dXVxQTpyd0XSdYp\n", "lJHIM2yyzfY3utXPHXT5iFpIZjZy6URCOzCay1PlXJGYRPZDuhxDLf8CYEM09RxvavWeh0d8pL2z\n", "SQC+c9N63L2tXlG8IMvA20ymMUZlFSk5MPKpt6XLSF4bmFPMdjGCYFTELHU+n1vmpROvUuUjnW0V\n", "urYBb6XKWcnw+v/VDd/+fB3ogQsYOmiWOTByDZ3MZj3fQAkYhZjlp6Fng5PtHgVBwOc6W/Bfuzfh\n", "h7s3kdaJTquZWNMjopTTDRQ9uPGUWGXhlMYJGHN5ChiiJDEOjKTQtK7KCWtCSRj2hg29mQ5HReIG\n", "MAsgA0ogPstOD9AmV1lQIb0NjVznmQI8kygFeWoN8CSfQYkg3bJw3nwdGGnLqFHAmJKVcyntX9Ma\n", "l40J0cxzYCVJEh7Yn+p8dH1HlaZZat6lIR09GRh6afc4SfBnMCri9bNzhn5+ErmlezlnP4SiInE6\n", "AWDCULVAtwvmWS8cDofDWa1wAUMHVU4LGVT6IyJTpqCHbOF/HR4XmW0fmguRmlcj6ezshCRJMgEj\n", "dYMrCALWVjnT8gZoG3IuORj0wLvaZZO1BzXuhowe5OYy2B/zhRGIxMUEt91MbhytZhMT7JiPC0Ne\n", "6zYfZt0X8ll9xq2yQsLstEIPpOcMCnu9/Mqr2PyLemX7fLuCONCrMcAzyXoP2+qU7mCjpU1pNugB\n", "vtbjkj4uPCVWRRfFTIDujmK8+0Gp3vPtc/M4mtguFpOAD1+kLb/GQ4Wf0qUvqxk9GRh6EQQB11Iu\n", "jBd7CtONRC5gLGcHxv4hL4KJY7+53I62SoeubcA6MJbveuBwlOD1/6sbvv35OtADFzB0IAgCM1AY\n", "yiEHIxCJkdwJkwDFmUW7xcQMik4XyIUx7Y8ilKjFLbObNdWM0zfBuQgYUzK7vLyVqhFIksTc5M4E\n", "IojpTMnvl5X50GICnUlycty4bUPPLNL5F0noHIzxVRTkGYqKTGmNUTOwpydS+Rf1ZTbUKQzwANY9\n", "0T8TQEyUBXhWZncHlNrZDjZnqPezLVRzy22gyzu0rJ+YyHYX8bisqKYdGH59Doxyp4WIrvOhGCPQ\n", "DM0F8ZdPnsa3Xx7IehzG3Rep7ItdGz2anQPcgcESFSXmnKolA0MvdBnJ/iFvQcQF+XXGyG5Vi01X\n", "f6p85F1tFbqDZul9fIbv4xwOh8NZpXABQyf1jGNA/yCSLktoKXfAZlbeBBuZMhLjczC6urowTNVH\n", "a+lDD8gcGDpdAOGYSG5wTQJQ4bTIXAXG3JAlg/ySiBIwq9Mtw+ZfsDPsG5mMktwFDHmtm1r+RZJC\n", "rKvlgHxG36hB0m9fP0r+3qZSPgLEW4wmHQbhmIT+mQDOzqYHvGaDDh6ky0i0igSZoPeXuVD29TMT\n", "iCCpJZQ7LLCZTfBQ+9dU4tzGZmCoL5tJEFgBgXrfD18/h6OjC9jbPZ1WZiA/BvYNzJEwUptZwIe2\n", "a+8etBozMHyhKH53cjKtLAmIu7SS27jKZVHsIJNvvW2D247NiVygmMTmOxjFSnFghGMi/jCQ2v87\n", "E+UjuWZgTPESEs4Kg9f/r2749ufrQA9cwNAJXfKQyyCSnrlty9B6cWNNapY/n0FyJpTyL7JBOzDo\n", "gDgtMAM1pxVmk8Cszyl/JKdgUDlKN7iTfnWxJRRND8TMtJ02MdtmIecsFDlsC9V0Bwa97oe9uYfI\n", "Ljfkg9F5DQN0LfT7U6e/8+vVBQyALRN5pXeWtBatK7VpbuuqJnwZkYFBd2WZD8ay7pNM+UjiO5Ud\n", "GNG016nBCAgLyRKUCPZTLSN7ptTzOWKihAffTrkvbtlczZS1ZGO1OTB6Jv247zen8L2uQfzlE6fT\n", "HGy0wFxfWriU/He3V5G/X+yZNvzzx1ZIBsbB4Xn4IynHV4dHfwcRj5OXkHA4HA6HwwUMndAlD7lk\n", "K2TLv0hi1Cy/Gp2dnYodSLJRl0cJiTzAEwAcFhMZrEdFiam5zxVvMN1irDageeTwGN7/4CH8/bNn\n", "GNt7Hx3gKXNgNLptZJm9oRiGvbmVc6RlYNAODIU2oa1UudFAHm18lxvybWfEDGxUlHAulNqX1QI8\n", "k9BlJC+cSQ3StORfJNlAOTBOqzgwcs3AcFhMsJvjdvSIKJH8FjUmZQGegKyTiEKIZ6Urc3mLUivV\n", "V/tmQVeNDMywAgZ9DLzcO4OBxHHntJrwwW11Gb9Pzmrq0PDc6Sl87onTZHAfiknYP8R258mWfwEY\n", "U2+7c10FKR86NrbAnEeNQN6ye7k6MOTdR5LlI/oyMOicl5W9j68k+vr68Otf/xqPPPIIBgcHl3px\n", "ihZe/7+64dufrwM9cAFDJ/m2/aRbqMpLE2haKxxwJCy/U/4IJguQeaAW4JkJuh5dPjOWjSmFWV/A\n", "+HDK2WD6jZ2a2PSrw+MQJeCNQS9++Po5AEAkJjL5Jm2yjANBEGQCkzElPrSzwK3gwKCXo38maIhb\n", "ZTkgFzCUBCq90PkXdaW2rDkL6ygXzjjlvFLqIqRGu8dJBnqDs0EEInGnhBElJADrwvBmcakoHYtK\n", "Dgw6J6MqQwkJoOyAkAc70iV0NJIk4efvjJLHt59Xg4os3yeHcYCsUHt9OCbiB/sG8Z1XzjJlcgBw\n", "bNTHPB7N0kLVKCqdVrLtJRjvflkJXUiiooTXqPIRvd1HkpTYzLAmhMpgVIS/AAHfHOM5efIk7rjj\n", "Dtx11104cuTIUi8Oh8PhLHu4gKETOkhRr4AhSRL6ZrQ5MMwmgamZN9qF0dXVRcJEAe0CBp2BMe4L\n", "6wrHlAd4JmGDPPO/+VV0YCh87kI4xszmPXlyEi/2TGNoLsSUCLgUSgToMpJcW93Ka928WTIwKpxW\n", "VCQGqaGomDYzuVzQW3JTiAyMQyOp2epM+RdJ1I5VPQ4Mp9VMXDSiBHRPBuCPiCRI124xMa1z9cII\n", "GFlEHiUHRrXMgRGIxIjl3WoSFMuaaOQZFCPeEI6Ps+LesDfEzNAnj4FJfwSDc/EBt91iwh3n12b8\n", "rmzfP7UQMay0q1jwBqP44pPdePLEJHmODn09Osaua9qBUaci0BlVb6skfhlBJCamO7AMKiGTE4yK\n", "BdtnDg3PE4dddYmVEcD1bANBEBghcWaFCnUrjVgsBlEUEYtlL+9bzfD6/9UN3/58Heght8j7VQzr\n", "wNB38zDlj5CbGJfVhNrSzDOMG2tcOJKYVTs14cdVbbnN2qhB5yg0agzxtFtMqHJaMB2IQpTizga1\n", "7g1ymBaq1GCJyRUxwGkyqzDAVZoVHFXI8Ph+1yA+QA2e5O6LJJtqC+vAUBsstlU5cHA4vk/0zwQ1\n", "l/4UC//rlQG8cdaLj13SgBs3VWt6j3zbBaMiwlFRMZRQK0eo2eps5SMA0FzugNUsICKb9V6rQ8AA\n", "4sd00oVwetJPBCkg3gZUb1cCGrddjwMjdZwlB5+VTitMQiL0NhhlMn4qNSybvITk92fS22qKEjA4\n", "F0S7x8U83zOZEnbXVztRqqEjkhyX1QS7xYRQNC4K+SOi5nyS5cCvDo8xYunV6yrw2StbcM9DRxGJ\n", "SRj2hjDtjxA3xJiGEhKjqC6xAhPxv3MprVRjYiEC+XDPm8h4yedYkbOvfxb/8vt+NLrt+LdbN8Bp\n", "NXa/kXcfMeWx7B6Xlbgfp/xRNJXnvXicArN161bcf//9AICPfOQjGV/b1dVFbOTJwcxqeZx0pyzV\n", "98/NsSHTWohFwzg0PM+8v7y8PONjZ6lyy3ajiUb1i716f4/Zpv8e1GyKi7ryz5t31OCVE0OK31db\n", "asOZw28BKJ79tRCPjxw5UlTLs9iPXS723jATXMDQSYXTAotJQFSUMB+KIRCJab7Z6Z1mO1tkuwHb\n", "VIAyhSTbLr0c8yfjFwu7WWBqa7NRV2bDdCKrYnQ+pF3A0OLAMKCERMlirDQrqJThEYyKjJVdbYBK\n", "5xn0TAUQiYmwqnSUUSNjBobKAK6t0kkJGAFcsWb53L32TQfw7Ol4fsT3uwbhtltIEn8mlMQnbyiK\n", "aktug7KoKOHoaOp40iJgmE0C2iod6KYG2jazoNm5lGR9tYusg9MTC2insjXyKR8BALcjdR7K5lKZ\n", "VMijMZsEVDgtJBywZyo1WM7UgYR8jmwW/jS1rhwWE4IJ58XATErASB4DZ6jv6vBov4DRCIIAj8tC\n", "MmmmFiIrSsAYp4SBO86vxScua4yXs1W7iPvi2NgCKU8Y9WUvITGq3tbjSu9gYwRKZYpR0Xhx6qmT\n", "k4kOQ0G82jeLGzZ4DPvsmCihqz+9+wh5rHMb8ByM5cehQ4fw5S9/GaIo4sknn8Stt96q+lp6f5Dv\n", "Gyv98X333bek3x8fOE9ADwHRjK8/3SN7Vv4Z7OOvXZ/9nsMILBb9Qzy9v+dr16/V/R1zwRi+vrdP\n", "5fP9it93/40dS75/Lsbj1Xz8d3Z24sCBA9AKLyHRiUkQGPeAHhdGP5V/ocV6Lu9EYmTmwQgVPNng\n", "tuuazco1B0MtrDAfV4sSSoM3pRISWsC4oL4UNnP6OlDLOKhwWtGQGBREYhKTbZIrWhwYa2Q5GMuJ\n", "oTnW8fKvL/XjtIbymymFtP18ykgOnPOSwbSW/Isk8mO2rdIJs0nfTCptHT89GWCPCZ2ZD3LKmRKS\n", "LAIG7YaiBp/033TQqBZxhT6mT477SatZu8WEXRtTA8IBhf22m+pOkkt3BqXlXGltJn2UwLmtoZSc\n", "s7dSHXSOjsXFzVBUJEKUSQBqSwrrwPCUpPY9IzMw1MrkjM7BoI/DwyO+DK/Uz9FRHzlfVbksOK+u\n", "JMs7MlO1CrJeVho2W/z4M5lMsFrzO89zOBwOhwsYOZFr6GSvxhaqSWpLU5kH/oiYNgDMhxffOkT+\n", "1luGQOdg6OlEwrRupESg2jxyRZRQFDCyODAua3Hjs1e1pL0mU9AqPRg9mYNDRl7rRjsw3KoODKoT\n", "yYx6S8piZETW+jUUk/DV58+khfTJUZplzDXI8+ioD998sZ883t6ofSZELmDoCfBMvccJS0L0GPaG\n", "mMF83g4MpoQk8/qZUsjAANjjknab0FkLatAzw0Eq5+LKNeXMsdJPBeQmjwEjHBgAKwIpiZbLmQUq\n", "sLGUch9srU8NiI8lnEW0sFxTYlMV2ozLwEhdE4zMwFA7NxjdiYTufnXIYAHj1X62+4i8fETvNqh0\n", "slkzakiShP1DXnRPFqYNO0c7a9euxZ49e7Bnzx6sW7duqRenaOH1/5zVDj8GtMMFjBzINXSyX2OA\n", "Z5JCdbsAgJlwatM36qyPpu3IoxoFHEmS2EGTaheSwjgwfOEYM6gCZCn9bhveu8GDG9ZXkecsJgHN\n", "5erizqba/IM8aRgHhkMlA4MSVAZnQ4jqCFFdakYUMkem/VF89bleBCLKA+5gVIRPIWk/lwHM4REf\n", "vvLMGdJi1GWWcM/2es3vb/fIBQz9TgGb2cQIH2+cTVnLc22hmsSt0YGxEI6RdWA1s+Gc9HFJl5Bo\n", "EVfcDgsRZ2iu66jMKLx5g1HS2cVqFtCqkjujhaoSfbPTMVFaNoGf9HFQQm2zzbUlSK71nik/ApHY\n", "onUgSaLUgtcI1K4v2TJe9BATJeZ8MuYLK+Yj5YIoSejqY/Mv8oV1YKivhydOTOIrz5zBpx87xQiE\n", "nMVn06ZN2L17N3bv3o2NGzcu9eJwOBzOsocLGDmQS+hkVJRwdjZ1U6QWDimHFTCMuwmxVaUGbnrr\n", "+FkHhrYbPX9EJAKC3WJi6pc9skGHns4mStA3o/RwSl6bPcqE3MXXwWeuaiEzmu/b6MmYa8F0IhnX\n", "Ly7J679oV4GaA6PEZiYCWkSUMGygK6fQ0F1vdm+tQbJip3c6gH9+sV9xu6vNMOodwBwansffPnuG\n", "7IOVTgv+7bbNuvZ9uWCRi4ABsPkpfYY6MFLHVCYBY2qBFRLp8jHajZEUOQBtGRgmIT1Lp9xhwUVN\n", "brSUO0gL2RFvmGyHzs5ORihpq3QoiiBaYRwYWZwAoiTh7587g3seOoq/zyCiFQs+ap+nHRhldgu5\n", "nohSvHxnVGOAp1EZGIXqQjJO/Q66RMpIB4Y3GA+kpjGqjOT42AIRGcodFqbcJ4nebeChjjE1F54o\n", "SXj0yDh5bHRZDIdTCIw6H3E4yxV+DGiHCxg5wIZOartZe+nMDJktry21ak7Zl+dgGMU5ys6vt4SE\n", "ycDQWEJCD5o8skGTzWxCZcKiLkr511DTN7f0b6M/V5IkZnavPiHKOCwmfOem9fjZ3efhM1c2Z/ye\n", "do+TDMKH5kLMAEMv4VhK4DEJyNhOk3Zh9C+jMhK6hGTXRg/+vLOVPH5j0IvfHk8Pz1IVMHQMYN4Z\n", "nsffPXsGocT6rXJZcP9N67EmQ3mQEmV2C9Yk2qDazALacxUwapRr4PUE6SrBODAy7IuT/tR+T4uH\n", "gLoLRKs7RP66nWsrYDEJsFlMRCySAAxSZSQ9TP5F7uUjgGx2Ost55PnuaewfiqetvznoxV893WN4\n", "toKR0A4M+fXjPFkOhpYWqkYi70BjlKOFLoVZX5063uZyLCFTYkbBxWBUGcmrfXT5SLnuzBwlNtaU\n", "EJGvezKAvun0a8DR0QVGMM5WUsbhcDgcznKCCxg5wIZOZh7AS5KERw6P4dsvD5DnttZpr7unHRi9\n", "UwE8c2pKs2iQiYHJefK3XgdGTamVOBsmFyKIxMSMrwfYQVO1wmAo11wROTFRYsLu1lF2fTqDYzYQ\n", "JQNal9XE2OhNgoDaUlvWYFO7xYR1VFmBXoGJrnXzyTqQZPru5RjkGRMlZjBSX2bH+zZ68IGtNeS5\n", "Nwe9ae9TE7O0DmDmQ1F8Y28fQon2px6XFd+5aT1aKxw51Rp+YWcrrm2vxJevaWMEAz1sqFYWPvLv\n", "QkLPUKuvn8kF5VIugHVg0FRqyMAA0gWMd7dXkr+T4g+QCvLs6urCGYMCPOXfP60Q/prEH47hx28N\n", "M8+dmvDjC092Y9LALhpGEY6KCCf2YYtJgF0WOLyVCoY8OrrAHmul6g4Mo+ptXTYzEV0jMYnJ88mV\n", "mCgx19f1lLhlpNA0o1BqZIRjQZQkJv/iXSodl/Rug3KHBVdR3aeePjmV9prnTrPPGZ0ZwuEUAl7/\n", "z1nt8GNAO1zAyAE2dFJ9li8mSvj3fUP40ZupG+Umtx0fv7RR83e5HRY0uhPdLkQJ3331LD7yy2P4\n", "6C+P4XuvnsWwV38JQTAqYj4a3/RmgS0J0YLNbCIztxK05YCoBXgmoV0t43nUUHtDUSTn/srsZqbc\n", "h7Y2j8oG03q6sNDQDpl8cjC0dCBJ0rYMBYzxhTCxaVe5LHBY4vsf3Z1CKaSWFjBoV4rWEpIjoz4S\n", "fljlsuA7N3WguTz3jIVNtSX4m2vbVAcjWmirdCp2vMk3A6Pcrs2BwQZ4sse+2jJoFVfo99eV2rCF\n", "GlizwltKtKBDBjuq83VgaOuG8dChMWLtL7GZiSA7MBvE55/oxrm54jqu6ADPEps57XxFlyacGF/A\n", "ubnFzcAAZG10DcjBmPJHyDmj0mlhzuVGDsiVHBhG5GCcmvCT9eC2m3FBQ1len0dz46Zq8vcLPdNE\n", "jAeAQCSGVyjnB6Bf8PGHYzg25ltWGUscDofDWT1wASMH5A4MJbusPxzDV5/rxZMnJ8lzW+tL8G+3\n", "bkCtTsHgxo3Vac+NzIfxu1NT+Mxjp7J2cUh7LyV61JWpJ9Rnol5nDsaUSgvVJLnkiihB36iVOyys\n", "tZm6qTYq5G5THiGrdK2blg4kSdqqll8JCb3PNVCW9ga3nWQjjPvCzI04wG4zOvhW6wCmh+qkcc26\n", "SjRR4sVS1RqaTUJaqYTVLDC5BrngdmjLwJhcUD8W5YJGEq0OjBbKZXFdRyUz0KZLn5IOjIt3XEEG\n", "2yYh91yRJB5ZCYnSuXnEG8IeKh/g01c046+vbSPlYGO+MD7/RDfOZhAHJxbC+Ovf9eAbexcnO2Ne\n", "pQNJktpSGxGBg1GR6Xi1GBkYAOveoR13uUK7SGpLbcz+baSAMasS9ppvGQldPnLlmgrVbJdctsG2\n", "xlLSxtsXjjHf9WrfbFpgtZ71FY6J+Mzjp/D5J7rx3VcGsr+BwzEIXv/PWe3wY0A7XMDIgTK7mcyg\n", "BiIiMzsGxMtGvr63D28NpSzx17ZX4lvv68jJdn7Xtjr85+0b8aeXNuLipjLGPuwLx3D/ywMQddQc\n", "090gGnKsj6ZviuUlLWem/HhzcI4ZPGQVMHLIFVFiTiZgVLuUQ/20htxlgw3y9Odc++3V4cBorXCQ\n", "GeNhbwjhaPYSnqWGrsduoNa3zWwiDiAJSHMU0Z0kaOFG64ziGWogJ+8ispRsqGEFjCqnNWcXUBKH\n", "xQRr4twQjklpg5gkkyotVIG4yyXpjknitpszhtnSvGd9FW7a5MGNmzy4W9bhRan0qXc6QBxTLeWO\n", "tO/WS4ktdW4ORkX4I+nr4P+9eQ6RxMzyxhoX3t1RiWvbK/H1G9aRc+tsMIoH3h5Oe2+Sp05M4sC5\n", "eXT1z+G3xydVX2cUTAtVlfODUkCk1SzkXZqkFQ8lfhnRiYS+rtSX2liHUYEcGHQQbj4ChiRJjKiQ\n", "j2NLCZMgMO61p0+l9sFnT0+nvV7P+joy4iNuuL09M8uuXTeHw+FwVj5cwMgBQRBkLgz2Zu2cN4R3\n", "hlMZE/dur8NfX7MGNo2DACXaPS7cta0O//K+Djz6Rxfgq9etJTPXh0Z8zIxiNoa9qRtDvfkXSehg\n", "OFoMODWxgD9//DT+7tle/Ncb58jzTOcDxRISYxwYdO2/22FhZwUXlAWMXEUcAGiusJPShlmqHaQW\n", "6Fq3eSYDI7OA4bCYSDipKAGDRWZ3V2I0Q2hsE9WqVl5GQotOa6kBsNYSErp9oNz1sJS1hhtkpRL5\n", "lo8A8fOSW8MgT96FRP4Z8uOzUseyOa1m/EVnKz7X2ZomRjSX2xmXQyASw3NvHiX/71DJBtGDIAhp\n", "LgyaQ8Nx0SHJn13RDFNCOLqspRx/f/1a8r9M5Vn0+eN1qhVuoaAzctScOnQORpK6Uhv5fUoYeQyo\n", "icW5ku7AKEwXkhnqs66i2pweHpnPWZDungyQ5S+1mbG9UT33KtdtcMMGD7kHODq6gLOzQQx7Qzgy\n", "mi686Anx3D/EZhE9eiQ9XJnDKQS8/p+z2uHHgHa4gJEjNUwOhtyBkJqxuLCxDB+7pDHv2VUam9mE\n", "zrUVuHtbHXnux/tH0DulbaZkOI8OJElo1wKdJ/Hg2yNkdvM3RydwLHEzNZm1hER9feqBvrGtkJeQ\n", "UMswYlAJiUkQmKDVkzrLSJLMB2kHRnaXznIL8hzOIBi1UGUdQzIxRr2EJPsNuZcSlKxmgSlvWGrS\n", "HBgGzZKXaygjYQJ1FUpG5MdnlYYWqlqwmk1MCc/ATBAjwdQlqD3PDiRJqlSO+Zgo4T9fHyKP391e\n", "ic217KB/PSUsZRok0/87Mb5Q8JBEX5YSEkDZgbFY+ReALAPDCAGD6aRiY9qoGtlVY4Za1sta3HAm\n", "BOlxX4S5tunh1b4Z8vcVa8o1O5j04HFZcUVrKszzdycn8Xx3yn1BiybeYFSzGJPszJPkhZ7prB19\n", "OBwOh8NZTLiAkSO0Y0A+604LGGodB4zgwxc1kJnciCjhWy/1ayonoPMImnJ1YJSml5Ccmlhgbn4k\n", "AN999SzCUZEtIcnmwDCohMTtsLC2Zqom3qgSEoAtI9HTiUQtAyObAwPQH+T50pkZfPbxU3j6ZOHt\n", "7kqwGRjs+s7kwJim7N3NFQ5SRx6KiqolEkno8pG2SkdaDfpS1ho2l9uZUFJPni1Uk9Dil9KgOiZK\n", "mKXWqVLrVrkDI9/2rjT0fjswG4TP4iaP8+1AkkStlervTk2hdzp+rNgtJvzJZelhym67hZRnzYdi\n", "iKmEGNLrVpSAtxQ66BgJ3aJZrYRkTaUDJTJxI1tAs5HHAH1eN6SEhBIP6mQOjPlQVHXbyBmYCeCd\n", "c/OqZZZ0CUlNiY3pEpZLNxJJY/eRJPlsg/dtSpWRPN89jee7U91HbtlcA3vCBRURJQQUyqnkjPvC\n", "GJhlrycRUcLjCi2uORyj4fX/nNUOPwa0wwWMHGEyG2SOATpAbV0B6+4tJgFfvmYNqdvunwnif/ar\n", "120nYTIw3LkN3lkHRvzzfvHOWNrrBudC+Pk7o8xAQsmB4XFZiR12NhhFWENrViXkGRgOi4nMWEZF\n", "CXPB+I0vHXxal0cJCQBsrKUcGOM5OjBCbOlLNuhAxP7pzM6bSEyNRUydAAAgAElEQVTE97vO4tSE\n", "H//nD0OLEjoohynZcWtzYAQiMVL7bzUJcNvNmoMqAVZIbK8yZnbfKEyCwMz2G+fAyDxLPR1IdXao\n", "cFgUZ4blZSVGOTAA1jnUMxlgxDejBAylEhJfKIoH3x4hz39wWx0jmiYxmwRGQFTbx2Zlz78xWNgy\n", "Ei0ODJMg4DxZGUl9nuc2PVQb7MAYl5WQWEypoFtRQlr2lBIDMwF8as9JfPl3PXjyhLJ4S4d4Vjgt\n", "2NaQEjAODc8rvSUNUZJwZsqPRw6N4a+e7iFlmi6rCRc1Gdd9RM7FTW7SFc0bipHJFLfdjMtb3Ywj\n", "a05D2R1dPkLvZ0+emFyS6waHw+FwOEpwASNH2K4Z6g6MQg+cWioc+OSOJvJ4z9EJvHNO/aYrKkqG\n", "5D/UlNiI4DDtj+LE+AL+QNWC37ol1Tnl4UNjZNDktpsVs0DMJjZsbiSH9rCAXMCI34DJy0gmqJae\n", "lU5L3sGBtAOje9KveWaQrnXTE+IJ6HNgnJrwkzDDSExiWiwuBt5glAzA7GYhraOFmgNj2k87BeIh\n", "l3qC/Oj8C6UAz6WuNbykOeU+2FhjzHkiWwbGZJYsGiBdTNGTgZENWsDo6p8lbRrry2wo1VA6pQWl\n", "Vqo/f2eUnBtqS6248/xa1ffTIpBcqADiM+zydbt/aL6gLSeZNqoZzg/pAkZmgdrQDAyVvKFcECWZ\n", "yJy43urNwXi1fw6xxGZRcsmIksRs4wqnBRfQAsaIL2PphSRJ+MnbI7j750dx329O4UdvDTPhn5e3\n", "lmfNvspnG5hNAnZt8KQ9f217Faxmk6ZMHBpawLhnex1xy82HYnhOIRyUwzGSpb4mczhLDT8GtGOo\n", "gPHEE0/gsccew2OPPYYjR44Y+dFFB9s1I3WjNRuIkJtmu1lgBmeF4ubN1bisJTUY+u6rZ9PaUSYZ\n", "96UG79UuK7GY6sVsYoNMf7BvkPzd2VaOP7uiGVsS9eX07Z/aoAkA1lM18LkmwMsdGIDM2uyPGFo+\n", "AsQHfMlZsFBMyqm16TwjYGQfyMkDEf0ZZiPl6/Ls7OJmZjDr221Py4OpLknth/OhGNmGSp1r3IzD\n", "QLsDw6jZfSO5/bwafHJHE764sxUXNhozS8s4VBTWz1SGFqpJ5LkYRpW3AEBbRWo70NvXyO3DODAC\n", "UQzNBfHYsZQF/k8vbcp43it3Zh4kB6MiwjF2ULsQjpG8n0LAOjDUt4c8B2MxMzAqnSkX3VwwikiO\n", "LjogXtaRzFIqs5vhSrgBtGS80JwYSznilNqNe4NRcj0stcXF9fXVLpKDMbHAXi/kHBldwM/eGVUU\n", "utZXO/GRixqyLmO+vHdjKsyTPLehCgArxmUTfKKihAPU5MeOlnJ8gBL69hwd1yzOczgcDodTSAwV\n", "MBwOB2677TbcdtttOP/884386KJDrQsJXT7SVuWEWaX3u5EIgoC/fFcrmbkf84Xxa5WuJEYEeCah\n", "b47pweK92+thSiyTVfb7M1nlL6SstgcyuEgy4VUQMBhr84JcwDBGYNpIt1PVmIORTwaG1WxCczmb\n", "J6DGoRF2XQ4usgODLllqVFjfJkFgsliSZSR02VFyVp2dgVUXbcJRkQg1AoC1VekD5KWuNbRZTLjj\n", "/FrcsMFjWMgvI/AoOTAytFBVe77SwBKSxnJ72jkBSO8Qkw90ycvUQgT/9fo5Mgu/ta4EV6/LnElQ\n", "kWXQpzRYBYA3CpiDoaULCQBsrHYx6zfb+c3IY8BsElBBiT+0g0ovSu4LgHUYZSuJECWJCVUeUxAw\n", "6PyL5LKbTQKTg5FJTN9LhWa67WZc216JL+5sxS/uOQ//57ZNmiYw8t0GNSU2XEq5udZVOdGRKE9j\n", "zweZS0BOjC8Qp15tqRUtFXa8Z30VuR6NzIfx2kDhO+5wVi9LfU3mcJYafgxox1ABIxaLYc+ePXj0\n", "0Udx4MABIz+66KilbqomF8LEZkoP5NcpDJoKRZXLio9dnJrtefjQmGI3j6PULGFjjvkXSZRm93a0\n", "uMnNU2ulA/dcWM/8v9ql/p0XUbPQh0Z8Oc32zCo5MNIEDGM6kNBsqskvB4MVMLTNeDOBiCplJOGY\n", "iONj7PIMLrIDg+n4orLPtSiUkSg5MLSWkPTPBMnMaqPbTmZwVzqMZVwhA2OKOid4FDIgAIUuJAaW\n", "kFhMApoVBnVGtFBNQjuuTk4sEGFBAPCpK5qzikXZZq3nqEEvrcUUsp0q48DIIHDaLCZ86MJ6WM0C\n", "btlczfyWxYA+v9PdbvRCi8y0gFGuUcAE4ucR+rzqj4hMGCoAJtCWFuq2NdIChrKYHoqKeIXqNvKP\n", "723H31zbhhs2eBS7+xSSO86vJeGzu7fWkOfdWUJ9afZTAtwlzW4IggCn1YybN6fKQX91eCzn1rIc\n", "DofD4RiFoQLGrl27sHv3bnzgAx/A2Fh6oONKosRmJl0EwjGJ3BzQDgyluvtCcuOmaqyrig9qQ1ER\n", "P3qTDfQ8ODyPhw+ltgvtGsgFpYT7D8kEiw9eUMsMtOl2qXJaKuzELbEQjuH0pPaOHkB6bbq2EhLj\n", "HRhaO5HQtW50CYlbgwMDANZQApla2crJcX+a3X2xS0hGvNkzV5or6CDPdAGjipSQUKF0GW7Is+Vf\n", "ACuz1jDb+qHdYvKwziRVVKAuAFQ5jR0E0zkYSYxqoQqwDgx6379hQxXp2pQJJgMjoCBgUOt1a10p\n", "KUcZmgvh3Fxhji0mAyOLGHfvhfX47Ue34bNXtWT9XKOPAaM6kTABnpTInM1hRCMXboF0F8Y0FeBJ\n", "7+fbNORgvH52jjgWGt12RsTWgxHbYFtjGf73bRtx/40deM/6KvK8npKbt4ZYASPJ+7fUEFfPyQm/\n", "4nrlcIxgJV6TORw98GNAOzndmU5OTuKRRx5hnrv55pvR2tpKHlutmWfturq6iFUmucGW2+OaEg+x\n", "7j+/7y3cef2VsgBP56Iv359d0YwvPtUDAPj9mRncurkaMz0HMRcR8MA5N5mVrhLnSZ1srt9XX7cF\n", "NBc3lWFTbQnzeqvZhBvKZ/CLeTscdjve3V6V8fMvbCojvewPnJvHZtnnZVqei3dcQQYsFkEi4ZwT\n", "Az0A4oOmKX8Ew5MzAOI3dvVlNkPWf1gETEIJRCkuJrzwcheuuzrz+5O8/GoX/JG4AGISgHfefB2C\n", "kP3725q3ks842DsKXN6c9nql2cPB2QBeebULO9+1OMfLicFxJNd3o1t5fS/MmZHcRofOnENXqBfT\n", "kWayzFND/cD2+rRWimrf/+qoDUD8HGTxjaOr65zq+i+W84kRj8sVBnj0/5mZ7cTAUP55r7+2D1vK\n", "7DjqtWBHixsH33rd0OWFdxxAalBaahZx4sAbhn3+obdeh1lwISalVBibScIfX9Ko6f1Tw2cBxIW2\n", "uWA07f9vHT5B/l9TakXQF8ZpX3y9v37Wi7q5/Yaur66uLkzMOpGcbzh15CCm7FJR7G/yx0qdSHL5\n", "vIPU8bswPoSurv60/XtOYf+mH5+QUvcjScZ8YYycOEBez5aQWMn7RQlwWcvgj4iYXIjg58//AR++\n", "4Urm8/cupByP623zxNmj9/cm88IKsT2UMoOUXu+LCuiZigswJkgIDRwF2uL/P37gDWwts+Gdufj6\n", "+eFLJ/DB5lBR7G9GPOZwOBzO8kOQDPQDDgwMYM2aNQCAJ598EjfffLPi61544QVcdNFFRn3tkvGV\n", "Z3qwfyg+QPyH96zFJU1uvP/BQ6Te+rE/umBJrOv/9EIfXumL96Hv8Djx3Vs24ItPdhNHQ6XTgv+4\n", "bRMzW5YLR0Z9+MKT3eTxd29enxYiRyNKEkxZ7Nt7u6fx7ZcHAAAX1JfiOzev17w8o/Mh/NEvjwOI\n", "1/H/4p74AP/UxAI++/hpAPGyntlABNOJG9cHP7gl504scj615wR6p+OC1rdv7MB2jcGMkwth3PvQ\n", "MQBx98WvP3KBpvcNzQXx8V+dABDPiHj43vTcmS891a1Yw/3jO7csSsAsAHzk4WNk5vNHd2xGa0X6\n", "DDy9jdZUOvD/PrCZWfZ/3tWOS5rdzP5xzboKfOXdaxW/83O/PY3jiVKef3rvOlzWUm747ypGRrwh\n", "fPSR+DFQW2rFz+7eyvz/7p8f0bTvi5KEodkQmivsWY9Zvezrn8XX9/aRx5c2u/HNXe2Gfge9zwHA\n", "xy9twN3b6jO8I8WLPdP41kvxfWzn2gr83XXsPvbI4THibtu9tQatFQ58vyseYry9sRTfvlH7OUsr\n", "d/7sCBmw//JDWw3NJTGSX7wzigcS7WrvPL8Wn6A6ZOnhb585QxwBX7t+La5qi+eW/O7UFL736lkA\n", "wA3rq/DFq9eofsYnHj2RVlp33+VNuH1rKpjyR2+ewyOH43lRH7u4AfdSDsLvvnIWz5yeAgBsrS/B\n", "/7ppPREpZgMR3POLo+Ra/8BdW9CYZ6ZUIXi5dwbffLEfANDZVoGvXq98vny+ewr3vxxfr0rX3YGZ\n", "AD7x6EkAcefWf9+5GU7ryijLO3DgAK677rqCf09vby/efvtt2O127Nq1CzZbuoN1pdwbL1cODc/j\n", "S0/36HrP165fy1zPVtt7Fmu57r+xA9sMCjvnFC96zseGeoMHBgbw5ptvAgC2b99u5EcXJUyQpy+C\n", "gdkguaFZyrr7T1zWhNfPziEck9AzFcBnHz9FbuTMAvD3163NW7wA4g6TUpsZvnAMlza7M4oXADQN\n", "hC6igjyPjy8gEIlpvlGird10EB9dlz06HyK2X5MA1BpYq7yptoQIGF39s5oFDNq1o0dUaCizw2oW\n", "EIlJmPZH4Q1GmRm3cFQkg3ggnjORDPAcnAsuioARiYkki0UAUK9QdgSACSQd9oYQEyXlDAwNNfAx\n", "UZKVchW2lXExkSm0LxQViXiRbd83CQJaFUo9jKBN9rmF6BDjcVmJgFFfZsPu89TbpsrRk4FR7rBg\n", "R0s5gLiAcWTEh4VwLGuZhx4kSWKyG4z8bKNhWqn6jSkhYTMwtJWQLYRjOKuQCyTvRDLDZGCwt0P3\n", "XliHvT3TiIoSjo4u4O1z86S04qXeWXKt31JbUpTiBaC95CY5EQMAl7SkX7fWVDpx+3k1aPc4cU17\n", "ZdbWsByW2dlZjIyM4M4771zqReFwOJwVgaFXoZ07d+LOO+/EnXfeifXrjZ+FKjaYVqoL4SUL8JRT\n", "V2bDXRfUkcf0LNSnLm/G1vpSQ+qsXDYzfvD+DfjCzlb87bvb8v48IF5/nxzgREUJR3S0JqRvaOkb\n", "twqnhdT0J8ULIC5AGdkl5uq1leTv57unmbp1JZLbgM7M2FCtPZfEbBKwhnIz9Mtu2E+MLyCSuMtu\n", "LrczgspiBXmO+yKkbMlTYoVNpX1lic1MBhCRmITxhTDThURJwFBrozoyH0Iw0Ua40mlRbRe6EmsN\n", "XVYTaa8bjIoIU+2Ux6jykdpSY/d9PdSX2WEzp767Q0MuhV7o3JNP7mhS3e+UoDtpKHUckQulnhIr\n", "1idCSGMS8PaQsd1IglGRDJbtZsHQwaPhGRiu/DMwJEnCqC+91AmQhfhm6EJyYnwBStbSMR+7TDNU\n", "BkaFzNVSX2bHro0e8vjBt0dIFsYLPanuI9dTmRO5UMjzULmGri0xUWL2WbqjCc19VzTjhg0eLl7k\n", "wMGDB1FSUoI9e/bg9OnTS704RctKvCZzOHrgx4B2DHVgrDZqStlWqnRg3GIHeMq5a1sdnj09xYT2\n", "Xb++Crduqc7wLv00lzuY2XMjuKipjAzG3zk3r9n+P6cQ4AnEB/qVTiszow8Y14EkyfbGUqypcGBg\n", "NohARMRzp6cYu7IadFjpRp1BcGurnOhJCGcvnpnGBQ3K7f+2NZSihRI7FivIk+5Akq1Up6ncTmZE\n", "eyYDRGyymgXSyk9LiGfP5NIF6S41giCg3GEhTgtvKIpqS3w/HylA951cMJsEbK4twaERH0yQsLnW\n", "eAHjoxc3oNRuRmuFA51tmdumymEcGFlCPMsTYseOlnJ0J/a71we92LmuMu19ucIEeGoM+F0qjHBg\n", "eEMxhBLCm8tqYtrGam2jfIJynrV7nGRyQe7AmM3gwACAe7fHr6ORmIRTE368ftaL5nI7EZ2tJgE7\n", "1+rbvxYTpUwcOd2TftKxqMppWdLJl5XK+Hi8TGn37t146qmn0NHRAZNJWQhaCflwuT42Mg9mxBtC\n", "97kJAEB5efwecm5uLuNjX0D/fVE0qi6kLjW5LJve9yzm71+M/bGktgWm0rgonW1/ST5e31SDBrfd\n", "kO8/cuRI0RyPS/HY5dJ+P8gFjDxgHBi+MCYpsWCpB04Oiwmf3NFE6l87PE78xVUtpIa3mAOsLmoq\n", "w56j8QvPgXPKLeyUoG9o5e0Dq0vSBQyjsi+SCIKA959Xgx/si9vJHz8+ifefV6NaOtPZ2QlJklgH\n", "hk4B4/r1VST09NlTU7jrgjpiZ6YFjAsaypjuJoOzISwGI15awMg8aG4pd+DoaHzgcZgKH61yWsl+\n", "S7cFnFe5IT+jsXykmI+BfCijBIy5YJS0dKQDPI3e9/Xy2atasOfoOC5qKitIy0m3w0JCO3N5bxJv\n", "KJqW3aMklF7eWo6fvTMKAPjDwBy+33UWVpMJNrMAl82Ma9ZVoClHoZdpsWwz9pJt9DFAb8spfwSS\n", "JGVtWyuHzi6pLbUx79cyIAdYAeOadZVEwMjUhUQpV6S6xIabN1fjN4nr0U8OjOAyyqFwWYub2V9y\n", "oZDnoTKZ4Ku0PfZT7ouLE+1TOcazc+dOAEBTUxOmp6dRXa08mUTvD/J9Y6U/vu+++wz7vHFfGP+0\n", "byLxaAIsyo+/ppIRkwmLpXiHUbksm973LObvX4z9UTkHJfP+c/+N5Whw2w35/tV8/Hd2duLAgQPQ\n", "CvcC5gGdgTG+EGbq7othFuPqdZX4ws5W3Hl+Lf55Vztp91fsnF9fCkvC3t43E2RKCTKh5sAAoFhG\n", "UIhZ6Os6KsmM4bA3xNwcKjHui5DldllNaNaZS3FhYxlp+ReTgJ8eiAfohaIiTlI38dsaSplMg8G5\n", "oGJrQKMZoQfNWerE6UwOWnyht53TaiIt/UIxiZSK0DAtVIvgOFxsWJt9avA7WiQODABorXDgc52t\n", "2LnWOKeCUdjMJtIiW5QAX4id6Vc6z3RUO0kbzoVwDE+fnMLjxyfwqyPjePDtEXzpqR5EYun7qhb0\n", "tFBdalxWE7nOhKJi1jI6JehSJ3mr7hKbmZQD+sIxRMX0c5goSTgxnjoHdLZVkLKquWCUnDNEScrq\n", "wACAuy+oI7/pzFQAvz46Tv53XUd+5SOFxmY2wUnty0rbg8m/UCkf4eTHhg0b0NvbCwCYmZkhM7gc\n", "DofDyY3lMaItUugSknFfhNwclNnNjDtjKXnvBg8+saMprb63mOusnFYzNtemsiAODmtzYXiLQMBw\n", "Ws1M3fRjx+TKbYquri6cmkiJDBtqXDl1fPjYJal2fi/2zGBgJoDjYwuIJG7uWyscqHJZUe2yktay\n", "86GYYn2/0YzO63NgJKHzPKqobScIQtZgOjqLpqNaXcAo5mMgH+gyG3r90GLSUgsYSYp1G9A5GPJS\n", "JSUBwyQIeN8m9fK8SX8EI96w6v8z4aMGnaUGl5AYvf4FQVBspaqHMZX8CyBeflSWxYU1OBsk1+IK\n", "hwWNbht7rU4cB/OhGMnnKbGZVXNSKl1W3EaVXiZzhcrsZlzWmv+Av9DHAO1ak5fdiJLElDDSIdoc\n", "49i+fTsOHjyI3/zmN7BarbBai+P+sNgo1usBh7NY8GNAO1zAyAOHxURq82naPU5uw8yTC6kbKa1l\n", "JLMZBIxqBUGpvkA2+ls2VyO59fcPzWcMzKTLRzbmGGZ4Xl0pLmuJ30hLAB58exSHqBKMZC6GIAho\n", "qUj95sUoIxn25ubAoJGLT5k6EUz5IyRHw2ExLXmpxFKgJvCMMgLG6lsvelDrRBKOiSSbxSyAyWf4\n", "8IX1+Nf3deCLO1vx51e14L7LmxhH1fhCjgJGaPk4MABZDkYOQZ6ZHBgAmFI4pWDK45T7YnNdCQRB\n", "YD4nKZDMMOUjmW3Qd15QR1w5SXaurVgWgZaZgo+n/RHiYil3WNKumxzjuOOOO3D77bev2NJFDofD\n", "WUyK/+pb5NQo1G8XQ/lINor9InoxLWAMz2sqd2AdGOyN/mI5MID4QP3y1pRF9LfHJxVf19nZycx+\n", "bajR3oFEzkcvTrkwuvpn8Vx3KiV/OxXs2VrBlpEUEkmSdDkwGspsUGqM4Slhb6rdGdpc0uUj66qc\n", "GTttFPsxkCvMjGti8CvfFsXiwCjWbUAP5GhhVO6+oIVqs0nAhU1luGGDBzdvrsbtW2uZUN6JHLty\n", "0A4MJcE8Hwqx/plOJDk4MIap3By5AwPInoNxYizlatuScPLVKgoYqfdWZBEw3A4LdssCma83qHyk\n", "0MeAmiMLkOeNcFcAZ2kp1usBh7NY8GNAO1zAyBOlUpGlDvBcCWyodpHZxsmFCAbnsrsF9GRg2M1C\n", "1lm3fHj/eSnL8XPdU4q1x6IkoTuPDiQ066tdTLcFeubzfErAoMs0Ct2JxBuKkdlqp9WUdXbPajYp\n", "OgPk244J8gzJBYzV24EkCS3wJC3289S2sFtMqOAzrRlRc2DQXUm0zFbTAveEL/8SkuXmwMilleqZ\n", "6dQ5cW1l+jHsVhGXktABnslSxDqm3DO+HWazBHjK+cD5tSTnpMPjxJa63AXnxURtXwbYrixKbhcO\n", "h8PhcIoRLmDkSY3CRb+9yvi2gEZT7HVWZpNAwimBeDvVbNA3Z/JkeHkJSV2ZvaBlPhc2lhG3Q7Kl\n", "qpzHX3yNDCorHJa8c1M+enE95L9oTaWDuTmnW6lmKm0xgmFZBxIt67tFoYykSja4yNRKUY+AUezH\n", "QK4wFvvEMcF2ING2LRaDYt0GtMBDixZMmZoGAbSWabWdm4CxQIl0pQYLGIVY/x6VDAxRkvDA/mF8\n", "84U+pkyEZsYfwbQ//nvtFhPpqETDOjDY498XimIgcV4zC6muTtkcGFrE7BKbGd+/dQP+orMF//je\n", "dsOOoYJnYGRwrMg7vnA4S0mxXg84nMWCHwPa4QJGnsgHnRYTmzPAyZ2LZGUkmYiJEmk3KICdpQeQ\n", "1qoxWzlDvgiCgNvOqyGPf3t8EqKsDGY4mBqMbKxx5X1DvKbSiXd3sF0d6PIRAGhdxAwMtnxE2zGh\n", "1IXFUyLPwFC/Ie+hAzwztFBdySjVvBdj+UgxozZrnSkoWAmm1bYBJSRGCxiFwKPiwHihZxq/ODiG\n", "l/tm8eDbw4rvPcN08nIoloBlKiE7SWUKrfM4SWgxXYqSdB3MUOKKPORajfoyO27aVK1YklislCuU\n", "lCUZn0+tA+7A4HA4HM5ygQsYeSLPwFhT6YB1GQR7LYc6qwsbUwLGoeH5NAGAhg4nK7Ob02586fZ+\n", "wOIM4q7rqCSW73NKLVUrm8if+ZSP0HzkogYmR+KCBjZVvsFtJ/8f84XT2pBGYrm1PlRiREeAZ5Im\n", "qsQlSXoJiXKIpy8UJa4PkxA/FjOxHI6BXHArzFCPFGmAZ7FuA9pdkSkDIxuGlJCE6C4kxpb+FGL9\n", "V7tSv3nSH//NkiTh0SOpjkxHRhfS3gfIHFQqTsZyu3qmw3GF/AsAKiGeqfdWFbCcMBuFz8DgDgzO\n", "8qBYrwcczmLBjwHtFP9Iu8iRB1+1L4MAz+VCc7mdDBL8EREjXnXHQKbyESC9vV/dIgzinFYzdm1I\n", "Bb09fowN86RnCzcYJGA0uu248/x42FxNiRWXNLMChs3MduY4RwV5zvgj+MSjJ3DHTw/jWYWSF72M\n", "5DDrLy8hsZqFtFlntRvyY9Tgpd3jZASr1QTtPlJyYBTafbQSUHNgZOp0pERNKevA0BJGLGe5OTCU\n", "MjAOjfjQS7krxnxhTCsEfNIhvO0qLZAzOTCOK+RfAPFzYVLXnVqIIBITZSUky8dRoReegcHhcDic\n", "lcbqvMM3ELkDY90yCQ5cDnVWgiBgPXUTS5cHyKEHsmoBhfSN9WIN4m7dUkNunN8a8mIoIRhEYiJ6\n", "JlM32xvz6EAi5+OXNuKHt2/Cj+7YDKc1fcBDdyKhgzwfPjyGYW8YMQn4wb5BDMyor28t0A4MpVp2\n", "JZplDgyPy5pWWqPWFvDIqI/8fX49WzqjxHI4BnJBqetAsbZQLdZtUOFInSvm8nBglNrMpIwhGBUZ\n", "MUIrtCOqxOAuJIVY/3SexEwgipgo4dEj42mvOzmR7sJgHRjK11K141+UJJykBQwqZNNqNqEqIWBL\n", "iIcc021Us3UhKSSFPgbKVbqQSJLEHRicoqJYrwcczmLBjwHtcAEjT+T1+dyBYSztVI5BD9WxQ85s\n", "FgcGANy4qRpmAWhy23Fxs9u4hcxAg9uOHa2p70q2VO2bCSImxQfmdaU2TYMhrQiCgHUep6J4AYDJ\n", "aEnmYMwEInj6RMohEolJ+NeXBhCJiWnv18pIDrP+VS4LnNbUaUmp1lwtxPMoZUvfqkHAWKmU2Myk\n", "TMgfERGJibISEj5QyUa5Sogn/beWTi6CILA5GD79ORjLzYFhNae63EgADo/68MagN+11J8bZ83kg\n", "EsPQXKoErE2DgEELSr1TARKKXOm0oF42IJeXkczqDPFcrpTZldfXfChGSgidVpPhLXo5HA6HwykU\n", "XMDIE5vZRIIHbWZh2bRuXC51Vus9Wh0YqZt8NTHg2vZK/PJD5+NHd2wms6KLwfu3pMI8nzs9BX84\n", "htMTxrRPzQWlTiR7jowjFGPt7T1TAfzsndGcviMUFUkrV5OgfXZPEAQ0UW4NJQGDDqVLzigGoyJO\n", "UTO6WzW0OFwux4BeTIKQNmihreLFJGAU6zagXSxzwSgp/dDrwADYTlXjOXQiYTIwDBYwCrX+abfb\n", "f7+ZCuykl592SwBA/0wQyTNQc7lD9Ryt1oVk38Ac+Xt7Y1mac4su9xzzhRnReylLSAp9DLCOldT6\n", "krsviqUzEWf1UqzXAw5nseDHgHa4gGEAn+tsxZVryvHFnWsMD1lb7TAOjKmAag251tp0t8OimGxf\n", "SC5qSrVU9UdEPN89zQy2jcq/0Iq8hMQbjOK3lPviUsqd8nzUn1sAACAASURBVMtDYzg25oNezs2F\n", "yGCkvsymK9iWFliqFB0Y1OAyFB9cnhxfQFJ/aa1waO4qsFKhj4He6QCiokSeV3PmcFI4rWbYzfHz\n", "RESUyMy+3jaqgKwTic4gT1GS2BKSZeDAAFjh8TTlnLvviibm+ZiYOp9rbYGsloHR1TdL/u5sq0h7\n", "H517dGYqdUzIA55XGvT6mg9FSRj2GM+/4HA4HM4yZeVetReRCxpK8Q/vWYdr2iuzv7hIWC51Vg1u\n", "G1yJkoK5YBSTCsFvgP72houJIAi4dUs1efz48QmcohwYmxZZwKBblQ55Q3j06DgCiQFaW6UD37hh\n", "HbYl2q+KEvDtlwYQiOir3aezNVoUOotkYkN1an20KXQScVhMsCYHlzEJwagoy7/QlieyXI6BXKA7\n", "tdBun2IL8CzmbUALFMmBck4ODLoTic5WqoGISIRAl9VkuPhaqPVfXZIuIK6rcuL6jioibgQiInOe\n", "6KEDPDMIGC6rCZbEeghGRYSi8c8ZSHyW3SykhRcD7CCdFpCXWuws9DFgMQlE+BKllKNnnOdfcIqM\n", "Yr4ecDiLAT8GtMMFDE5RYxIEWQ6GchlJLgOLxeQ966uIEDM0F0L/TPxmWwDQ4VlcAaPMbiE135GY\n", "hF8fTgXs3bO9HmaTgC9dvYYs78h8GP/1xjld3zFIdTehHRVauGlzNd6/pQa7t9bg+o6qtP8LgiAr\n", "I4nhqM4Az5UOPetKi2XFVD5S7MizFmKixJRzuDW67egSkgmdJST09y0X9wWgXPq1e2sNBEFgBFu6\n", "jERLgCcQP/6ZoNpQFPv6U+6LS1vcii4juoSELkdcyhaqi0W5bH0B3IHB4XA4nOULFzBWKcupzqqD\n", "ycFQDvIsdgHDaTVj10ZP2vOtFQ64lmBgQpeRRBJW6uZyO3aujVuva0tt+MyVLeQ1T5+cwo/fGtYc\n", "6jlIzay26hQwHBYTPn1lMz51eTNsKtZueoA+HYjgOBUIqDXAczkdA3qhB9esgFE8HUiA4t4G9Hlk\n", "NhCFNxQlbogyu1mzGyKfEE9fOHVeK0TIYqHWv0fWnavKaSEOxU1Ue9NkkGdMlNA3ra2EBEjPwXmV\n", "Kh+5SqF8BGAH6REq72epHRiLcQy4FYI8x+e5A4NTXBTz9YDDWQz4MaAdLmBwip4OupXqMnVgAGxL\n", "1SSLnX+RRKms4+5tdcyg7P9v716DmzrTO4D/j26W5ZtsZBvLYGRsgwmXJBAu2aUOWQjxJCQlbDeT\n", "LGVnt8tkdtLOTnfadNNO22SnO93tZNvpp246naYz3UmT0oQECJeCmQ5ByQaWsLBgxyTBhISLb9gY\n", "2/gqnX6wJZ8jH9mSLJ33HJ3/75MkS/LR++jo6Dx63ufdXFusmkv+xvkO/HD/p6oTjXi+vD21Aoly\n", "1ZN0Uf6i+PG1OxiZ7KZfnu/il3Gox0fZt8FoU0iMzBtTgZHqZ0xZXroqMIz5uabFF1OB8cQ9pXBN\n", "9sFZVqaowJicynG9bwSjk0kFn8c5a1IhtsIoUlHhsEnYUFWk+Zh4nwvZvAJJhFbjU1ZgEBGRWTGB\n", "YVFmmmdVq2rkac4KDADwF+Zg3UL18q16r0ASEZtUKM934Rsx0zUkScKPfm9htB8GMFHm/cfvXsKb\n", "59tVDfiUwrKMa32p98BIhPIEJvjF1OoDifa/AMy1DySrIM4+YLQKDCPHIHYKSbJLqEaUKqYudA+O\n", "RZsoJiLTS6hmavyVr9lll7Bt2VQPoDqfJ7rM79XeYdwdDSXc/yJCGZtDrbeil1dXFsSdapPrtKt6\n", "w0SITmDosQ9oNT7tZAKDDMbIxwMiPXAfSBwTGGR4VV43XJNNG7sGx1TJCgCQZVl1m3J+tNH8/vJS\n", "1XVxCQx1UuGZ+8qjjfGUCnIc+IfHavGDDZXRGIyHZbz2m5v4qyOfayYxOgZGo7+met0O1ZfndFGW\n", "RLcpKkLY/2JCvCQee2AkLraJZ6pJ0lynPTr9YywsqxIhs1GtQJKBKSSZssjrxprKAkgAvrOmQjVe\n", "uU57tDmvDOBS911V/4vFCSQwlJ8pylVOtFYfUdKqwhA9hUQP6gqMcQyNhaJLqjptEoo9xkz6Z5Oh\n", "oSH87Gc/w40bN2a/MxERzYgJDIsy0zwru01CdYlyGom6CmN4PByd05xjlwy9TOSayoJoTw+fx4nF\n", "MzSry6SaklxM5iPgy3PikbrpzTIjbJKEHSvK8C9P1asSLr+9MYD3FXPPI5T9L5Jt4JmoeCeQKysS\n", "T2CYaR9IllaDSZukbihpBEaOQZF76sS2b3g8pSVUI1R9MJJYiaRfMYWkIAMVGJkaf0mS8PeNNdj3\n", "3Xvx9KryaX9X9sFo7RzEZUUSMpGmxlr7v00CHlykPX0kQiuBJ7oCQ499QNk/pW94XFV9UZrvhE3S\n", "d2lxKzpx4gQeffRR0ZthaEY+HhDpgftA4pjAIFNQN/JU92C4raq+MPYvSZIk4e8ercGffG0BXnm8\n", "Fk67mF2w2OPEnzUsQkO1Fy8/sjg6P30mVV43/vmJJapkR0vHwLT7KftfVGWg/wWgHWev24HKQmNN\n", "kRBFqwqpNM+lWWVD2tLVAwNQL6XamUQfDFUFholWIQEmPuvccZrw1pcqExjqCoxEppBoTQVZVZE/\n", "a1y0KjCKrVaBMTKu6n/BnkGZ19vbC4/HA7c7Mwl9IiKrYQLDosw2z6pmhj4YypJso/a/UJrnceLJ\n", "e0px5cIZoduxpa4Ef725Gkt8iU9jsdskPDy5mgAwtYqAkj4VGNNPYFZW5ENK4pdEs+0DydCqwDDi\n", "9BEjx2BaD4zh1HpgAOoERtdA4gkMVQ+MDEwhETX+9YpGnmdv9EfH1uO0JfQ+1fqcn236CKDd60H0\n", "9Am9e2DcGQ6hU7EaDvtfZF4wGOQvqwkw8vGASA/cBxJn/LM9IgB1M6xEElnXHjBHAsPslNNI2nqG\n", "MDoeVi13+lWGG3gC2ifoK8oTb+CZ7bT2gwqDNfA0uthlVPvmUOmlbGqZzBSSTDfxFKXK64bHacPd\n", "sXB0BSEAWFySm9B0htjxlxB/+VQlVmBMJONYgaGvjo4O7N+/H52dnQgEAvD7/XHvq0x2RE5msu16\n", "zaq16BwYRV/fRAPuoqKJqV/97lK8/8m16HXl3/Nddlzv6lHdP/bxyuujCS75rjQ+nnh/ork8Ri96\n", "vB69Xr/dBrz/yTUAicUfAGyhEfQODCd8/76+PthdqX9PSsf+ceHCBeH7p8jrHk/iP6jybM+izPZr\n", "QHVxLmwSEJaB63dGcHc0BM/kF3plFYDXREvimS0GEQU5DiwoysG1vhGMh2V8fmsI9yiSB1+pppBk\n", "KIGhcQK5Kon+F4B5xz8ReS47JEw0SYwwYgWGkWPgTVMTTyD1CozBkcxWYIgaf5skYWmpB7+9oZ6C\n", "VpNA/wtg+vgvK8vDPM/siYjYaoNcpy3uNBe96BGDIkXC987IOFcg0dnu3bsBAC0tLfB6Z060Kd8P\n", "se+NbLl+/kY/Xjj0ueIvXYrLd2OuT/z9pS3V+OkHXRr3177+0pZqJMvhSP77YyqP0Yser0ev1983\n", "HEoq/gAU75nE7h95TKrSsX9YYf+f6frZs2eRKE4hIVNwOWyqk+HIyhO3h8aw92Jn9PY1lYXTHkvp\n", "V6+owmjtGoxeVp7o5Thsql+e0yn2BCbPZUegWExDVCOy2yRV4z7AmAkMI/M4bdGeIcPjYVXZffJT\n", "SFJs4jk6lTTJpgoMQN0HIyKR/hfA9P1/Y/Xs1RfA9GoD0Q089aLsidM3PI6OflZg6K2npwfBYBAX\n", "L14UvSlERKbHBIZFmXGeVa2iV8NnkyuRvHm+A0NjE6WCi7xuVX8GozNjDCJiVxGIUPW/KMrJWHf7\n", "2AqM5eV5sCfZoNLM45+I2DGqMGCDUyPHQJIk1Ylye/9UZVHSq5Dkz9zEU5Zl1VSKCGUFRiaaeIoc\n", "f+VnSESiCYzY9/bGwMyrj0QU5NjhcU597fG6xU8f0SMGBTkORD4dB0ZCqvcyKzD0UVJSgueeew5b\n", "t24VvSlEZFBG/k5kNExgkGkoVyK5fGsInQOjONDSHb3te2srkj6JpdSoVhHomprCo0cDTwBwO2zI\n", "sU/FeuX85KaPWEFsn5D5PFFJmjKBEZa1b0+ET1GB0XN3DCHFk42Mh/HD/Z9ix69+h/+73Kt6nLoH\n", "RnZVCygbeQKAXQIWFSf2meF22LBp8UTVxebaYsxPsL+LJEmqigOrVGDYbVJ0CpIMoGey8bUE9XuT\n", "iIjIDFJOYITDYYRCodnvSIZk5Lnn8dTGrETyq7M3MTZ5IrCszIMHqxL7Fc4ozBiDiOoSN5yTCYT2\n", "/lHcHpooi/+qb+qXvUwmMAD1r+Ar5iffwNPM458IZdl4jsNmyP4wRo+B1mo3HqctoWWHlVx2W3Ta\n", "SVgGbt2dmkbywRe3canrLsZCMv7ndx2qxw1meBUSkeNfnOtU/fq/qNid1Lj+5cMB/Nezy/EXDy1K\n", "6v8q/2dxAn0zMk2vGGgl3eZ5nMKW8iYiIjWjfycykpSOXEeOHMGrr76Kjg71l6329na8/vrrePPN\n", "N3Hz5s20bCBRhLK8+IveYRz7rCd6/ftr/UktoUlz47TbVBUxkSqMLxUVGFVFmZ2y0LjUB2Bi9RGt\n", "+fRWpzxhmV/g4v6RAq2TvlRXOlKvRDI1jeSjL/uil69MruoDAKGwjLuT0+Ns0kTDyWyzTFGFsTjB\n", "Bp4RkiTBl5f8+9qKFRiA9spN7H9BRERmlNI3osbGRmzatGna7adPn8bOnTvxzDPP4NSpU3PdNsog\n", "M86zynPZ4Z+cxx+Wp0q6H1hQgFUVBQK3LDVmjIGSahrJZB8MvaaQAMAf3j8f//3tFfjHbXUpTR0y\n", "+/jPpkBxwmLU6SNGj0GRRo+EZJdQjVCvRDJRgTEelvGba/3R20MycHmyQbGy+iLPZc9IPxnR479B\n", "UTX3QKU+n+GbaoohYWLKysYEll7NNL1iUKhRTVTOxr5ERIYh+phsJmn9+UG5fqvLxQMjpV/tvFzc\n", "uDOiuu17D8RfU50yp77MAzRPXG7tuouR8TDaJ7vb2ySgUoemkUYoATeqEsXY+DNcDZOttJp1JrsC\n", "SYQqgTFZgXGxfUCVqACAT7vuYllZnqr/RSYaeBrBwzXFkAHI8kRiQQ8r5+fj9WeXwy5Jlvr80Koc\n", "YgUGERGZUVprUmV5qjGZ02mdLwZmZNZ5VrU+dZf6hxZ7UedLrvTYKMwagwhlBcalrru41jeMyCfA\n", "/AIXXA5jl7ybffxn83BNMSoLc1Ca58S2ep/ozdFk9BhoJStSnUJSpphCElmS9ZRi+kjEp5MrLKkb\n", "eGYmgSF6/CVJwubaEmypK8nYikVafHkuwyQv9IqB1hQSrkBCRGQcoo/JZjLjN7Hu7m7s2bNHddu2\n", "bdtQVVWleX9lU8/Z5qUGg8FooCIlM7zO67NdVzbytEnAd9dUGGr7rHT961//OorcDvQNj2NwNIRf\n", "X506GcsLTa1MYpTtteL1f//WMnwQ/ABXL57BQgNsj9muayUr+m+1Ixj8KunnK61YHn2O1i9vAl9b\n", "gI++vDPt+c9d7UYw+BU81auit40PDUQvG2l8eN0814sK6hCrLN9pmO0TdZ2IiMxHkpVlE0loaWmB\n", "1+uF3z9Vvv/OO+/gqaeegizLeO+99/DEE09oPvb48eNYvXp1altMaREMBk15AB8ZD+O5tz/Bzf5R\n", "PHNvOf5orXmnj5g1Bkp/87+XceqriZOwigIXbk5OIfmDlWV4bn2lyE2bVTaMv9kZPQa/uzmAPz/4\n", "meq23ev8eHpVedLP1dwxgB8dmHiuOl8uXtwUwPff+gTAxCoxY6EwwvLE0pbvfGcVzly/g58e/wIA\n", "sDFQhL/dsnhOr0WL0cffCvSKwZFLt/BPJ79U3fZv36zHouLcOI+whrNnz2Lz5s2iNwOAdb4bn7/R\n", "jxcOfZ7UY17aUo2fNF3J2P35mNQeY9Tt0vMxrzxWi3v96enhZPVjcjKfx9N/XkpAU1MT2tra4Ha7\n", "EQgE0NDQAABYv3493njjDciyjC1btqTy1EQzynHY8K/fXIbO/lEs9HJev2hLy/KiCYxI8gLIfANP\n", "Ij1oTSFJSw+MgTHV6iMPVBbg+p0RfNE7MQ3r81tDGBzJ/h4YpB/2wKCZjIXC+NXZdlzrG579zpO+\n", "UVtiiEa4RGQ9KX0Ti5ec8Pv9ePbZZ+e0QaQPM2f43A4bqorNf4Js5hhE1Jdq9x+pMkFyKRvG3+yM\n", "HgOtJp6p9sCY53HCJk2snnR7eBwnr9yO/m3DoiJcbB/AF70TJw+fdg1CWRpZoNG/IB2MPv5WoFcM\n", "YlchKcyxI9fJxBhNOXejP7okeiLM2n+MyKh4TE6csbvsEZGhxUtgLCwyf4KJqCDHjtgVelNdRtVu\n", "k1Qrw0ROFCQA6xYUqk4GLnXfxQArMCiNYhNvrL4gIiKzYgLDoiKNrEicbIhBfo4DC2KW6PS6HSmf\n", "5OkpG8bf7IweA5skTat+SHUKCQCU5U0/aVxa6kGxx4mlimTgp113dVmFxOjjbwV6xSB2FRKuQEJE\n", "ZCw8JieOCQwimpP6sjzVdfa/oGwSm7BIdQoJAJTmTV+6c0NVEQCguiQXjslyj5v9o7jZPxK9Dysw\n", "aK7yXOpqorICJjCIiMicmMCwKM6zEi9bYhA7jcQM/S+A7Bl/MzNDDJQJC6ddQq4z9cNmqcav3pEE\n", "hstuw+KSqRUhLrQPRi8X5GQmgWGG8c92esXAblNXE7ECg4jIWHhMThwTGEQ0J6zAoGymbORZ5HZA\n", "kqQZ7j2z2AqMsnwnqkum9pclij4YI+Ph6OVMTSEhaylUJMLYA4OIiMyKCQyL4jwr8bIlBotLcuGy\n", "T53UmaWBZ7aMv5mZIQbKCoy59L8A1EupAsD6hUWqhMiSOE1x8zJUgWGG8c92esYgMFnhY5OAGkW1\n", "DxERicdjcuKM32mPiAzNYZOwZkEhfn21D7lOm6oZIZHZKZMWc+l/AQCl+eoKjMj0kYh4+w4rMCgd\n", "dq/1oyjHgeXz81BRaI6pftmiubkZly5dQjgcxoYNG7BgwQLRm0REZFpMYFgU51mJl00x+NOvL8Ty\n", "8jysnJ9vihVIgOwaf7MyQwyK0pjAmF+QAwmADMDtsOHeinzV36u8buTYJYyEZNXt+TmZ2afMMP7Z\n", "Ts8YVBTm4IcbF+r2/2jKrVu3sGPHDgDAoUOHmMAgoml4TE4cp5AQ0ZwVe5x4elU5lsX0wyAyu7UL\n", "CxGZIRVbMZGsIrcDz9xbjhKPAz/YUAmXQ30Ittsk1PrUVRgOm4Qce+p9N4hIvIaGBtGbQESUNZjA\n", "sCjOsxKPMRCL4y+eGWLgL8zBfz6zHK8+VY9NNcVzfr7vrfXjzW+vxGP1Ps2/x/bByHPZ59Q4dCZm\n", "GP9sxxhYy7Fjx7Bu3TrRm0FEBsTjQeLMUetNREQkSGmeC6U6FRctjanAYP8Louxw4sQJ1NXVwefT\n", "Tl4CEycwkTLyyMmMXteTNTo6inOffQkpbyKx29fXBwAoKiqa8XpufkFK/y/TxsfHdXmMXvR4PVZ/\n", "/Urp2B8vXLggbP83wnWPJ/EeekxgWBTnWYnHGIjF8RePMZgutgIjP0MrkAAcfyNgDKzh5MmTKC8v\n", "RyAQmPF+yvdD7Hsj09eT5XK5IOXl4YVDn8f8pWvG6y9tyYcRORzJnxKl8hi96PF6rP76ldKxP4rc\n", "/41w/ezZs0iUcd95REREFuMvzEGey47B0RAAVmAQmV1nZyc++OAD1NfXo7W1Ff39/di1a5fozSIi\n", "Mi32wLAozrMSjzEQi+MvHmMwnU2SsMSXG72eyQQGx188xiD7lZWV4cUXX8T27duxfft2Ji+ISBOP\n", "B4ljAoOIiMhAlij6YORlcAoJERERkdkwgWFRnHcrHmMgFsdfPMZA26aaYtgmFx5Zu6AwY/+H4y8e\n", "Y0BERACPB8lgDwwiIiIDqZnnwX986x4MjYWxeF7u7A8gIiIisghWYFgU51mJxxiIxfEXjzGIr6Iw\n", "J+PJC46/eIwBEREBPB4kgwkMIiIiIiIiIjI8JjAsivOsxGMMxOL4i8cYiMXxF48xICIigMeDZDCB\n", "QURERERERESGxwSGRXGelXiMgVgcf/EYA7E4/uIxBkREBPB4kAyuQkJERERERESUBLsNOH+jP6nH\n", "lOW7UFGYk6EtmnDzzgg6B0aTeowe25UuTGBYFOdZiccYiMXxF48xEIvjLx5jQERkXn3DIfyk6UpS\n", "j3nlsVrNREE6jwedA6N44dDnST0m3nYZEaeQEBEREREREZHhMYFhUZxnJR5jIBbHXzzGQCyOv3iM\n", "ARERATweJIMJDCIiIiIiIiIyPCYwLIrzbsVjDMTi+IvHGIjF8RePMSAiIoDHg2QwgUFERERERERE\n", "hpdyAiMcDiMUCqVzW0hHnGclHmMgFsdfPMZALI6/eIwBEREBPB4kI6VlVI8cOYK2tjZs374dfr8/\n", "evuBAweiSY2amhqsXLkyPVtJRERERGQy7e3tOH78OOx2Ox566CFUVFSI3iQiIlNLKYHR2NiIlpaW\n", "abe73W488sgjc94oyjzOsxKPMRCL4y8eYyAWx188xiD7nT59Gjt37gQAvPvuu9i+fbvgLSIiI+Lx\n", "IHEpJTDiCYVC2Lt3L2RZRnV1NVavXp3OpyciIiIiMg2PxxO97HK5BG4JEVF2SGsCo7GxMXr58OHD\n", "6XxqSrNgMMhMn2CMgVgcf/EYA7E4/uIxBtlPluXoZafTKXBL4pMAPLWiFD13xxN+zPLyPIyMhzO3\n", "UUQWw+NB4iRZ+ckao7u7G3v27FHdtm3bNlRVVaGlpQVer1fVA0OpqakJW7Zs0fzbxx9/jNu3b89h\n", "s4mIiIiIUuf1erFmzZqM/o8jR45Ef+Djd2MiIm3JfB7PWIHh8/nw/PPPJ/yPr169ikWLFgEAhoeH\n", "494v0wcLIiIiIiLRhoaGAExUYkQua+F3YyKixKQ0haSpqQltbW1wu90IBAJoaGgAMJHAOH36NADg\n", "vvvuS99WEhERERGZzPr16/HGG29AluW41RdERJS4GaeQEBEREREREREZgU30BhARERERERERzYYJ\n", "DCIiIiIiIiIyPCYwiIiIslQ4HEYoFBK9GZbGGIhlhvE3wzZmktVfP5EVzWW/t7/88ssvp3dzZtbe\n", "3o59+/ahpaUF8+bNQ0FBgZ7/3rKam5sRDAbR3NyMwsJCFBYWMhY6Gxoawi9+8QvU1NREx5ox0E9b\n", "Wxuamppw+fJlVFdXo6uri2OvoytXruD48eO4ePEiCgsLUVRUxPd/hh05cgTHjh3DwoULZ/3MYSwy\n", "QysGWsdjgDHIBK3xB4x1PI63jQcOHMAnn3yC1tZWjI2Noby8XJft0Vu812/F/cEqMY9lxVhHWDXm\n", "yXw/0STrbN++fdHL77zzjt7/3rJOnDgRvXzw4EFZlhkLvR0+fFj++OOP5evXr0dvYwz00dvbKweD\n", "QdVtHHt9HTp0KHqZn0H6aW5uTugzh7HInNgYaB2PZZkxyJTY8Zdl4x2Ptbbx6NGjum6DSFqv34r7\n", "g5VirmTFWEdYNeaynPj3Ey0pLaM6Fx6PJ3rZ5XLp/e8tK7LUrRJjoZ/e3l54PB643W7V7YyBPs6d\n", "Owev14u9e/dixYoVWLJkCcdeZ6FQCOFwGLIsQ55c/Iox0F+8MWcs9KN1PAYYA72Y5XgcCoWwd+9e\n", "yLKM6upqrF69WvQm6cpo8dCDVWNuxVhHWDXmWpJ5H+iewJAVq7Y6nU69/73lHTt2DOvWrQPAWOgp\n", "GAzi8ccfR2trq+p2xkAfnZ2dAIAdO3bg4MGDqK2t5djrbMWKFXjllVcAALt27QLA978I8cacsdCf\n", "8ngMMAZ6McvxuLGxMXr58OHDArdEDKPFQw9WjbkVYx1h1ZhrSeZ9oHsCQ9msQ5Ikvf+9pZ04cQJ1\n", "dXXw+XwAGAs9dXR0YP/+/ejs7EQgEIDf7wfAGOgp8qtnZWUlenp6OPY6O3/+PH784x8jHA7jvffe\n", "w5NPPskYCBBvzBkLfcUejwHGQC+ijsfd3d3Ys2eP6rZt27ahqqpq1sdmw0ldsq8/m/eHRMYiG2Ke\n", "qGyOdTKsFHMtybwPdE9gDA0NAZjIskQuU+adPHkS5eXlCAQC0dsYC/3s3r0bANDS0gKv1xu9nTHQ\n", "x5IlS9DW1oba2lr09vZi+fLlHHudRcoBbTZb9CDNGOgv3pgzFvrROh4DjIFeRB2PfT4fnn/++YTv\n", "f/XqVSxatAgAMDw8nPbt0Vuyrz+b94d4Y5FtMU9UNsd6NlaNuZZk3geSrKzX0MGNGzdw4sQJyLKM\n", "LVu2oKysTM9/b0mdnZ147bXXUF9fDwDo7+/Hrl27GAud9fT04K233kIgEMDWrVsBcH/Q01tvvQW7\n", "3Y7S0lJs3LiRY6+z1tZWtLS0AACWL1+OpUuXMgYZ1tTUhLa2NrjdbgQCATQ0NMQdc8YiM2JjUF9f\n", "r3k8BhiDTNDaBwBjHY/jbeP777+Pjo4OAMB9992Huro6XbZHb/FevxX3B6vEPJYVYx1h1Zgn8/1E\n", "i+4JDCIiIiIiIiKiZNlEbwARERERERER0WyYwCAiIiIiIiIiw2MCg4iIiIiIiIgMjwkMIiIiIiIi\n", "IjI8JjCIiIiIiIiIyPCYwCAiIiIiIiIiw2MCg4hIoDNnzuCXv/xl2p+3p6cHH374Ydqfl4iIiIhI\n", "FCYwiIgEeuCBB+Dz+dL+vOPj4xgdHU378xIRERERieIQvQFERFYXDoexb98+hEIhhMNh+Hw+bNq0\n", "CT09PTh69Chyc3MRCoXg9/uxYcOG6GPefvttOBwOyLKM/Px8bN26FQDQ2dmJY8eOoaOjA7dv3wYA\n", "PPjggygvLxf2GomIiIiI5kqSZVkWvRFERFb285//HLt3745WYpw6dQpFRUX46KOPsHPnTjidTgDA\n", "hx9+CL/fj0AgMO059uzZg6effjp6vaurC83Nzdi0aZMeL4GIiIiIKONYgUFEJFhlZaVqGsn999+P\n", "o0ePor29HQcPHozeHg6H4XA4EAgEMDIygqNHjyIU7t7W2AAAAR5JREFUCsFms+Hy5csiNp2IiIiI\n", "SDdMYBARCXb9+nV0d3dHkxjnzp3DkiVLMDo6iscffzxagQFM9LYAgEOHDmHz5s0oLCwEAAwODqqe\n", "0263IxQK6fQKiIiIiIgyj1NIiIgEOnPmDILBIPx+P9xuN8bGxlBaWoqGhgYMDg7i2LFjsNkm+i0P\n", "Dg5i/fr1WLx4MZqbm9HS0gKn04nx8XF89tlnuP/++9HY2Bh97kiPDJvNhrGxMTz55JNwOJi3JiIi\n", "IiJzYgKDiIiIiIiIiAyPy6gSERERERERkeExgUFEREREREREhscEBhEREREREREZHhMYRERERERE\n", "RGR4TGAQERERERERkeExgUFEREREREREhscEBhEREREREREZ3v8DbaX5/vge1Q0AAAAASUVORK5C\n", "YII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl4G9XZ9m+ttuV9TbxkcfaVQFgCJSRkaeGlkEKAshca\n", "mtBCKaWUltIF6PtC2w9KafsW+Gi+spQ2QCiEEPYEsjiEBBJInDibY8ex431ftEvz/SFrdM5oRtJI\n", "ske2nt915YpHGo1mzuhI59znee5HJwiCAIIgCIIgCIIgCIIgiARGr/UJEARBEARBEARBEARBhIME\n", "DIIgCIIgCIIgCIIgEh4SMAiCIAiCIAiCIAiCSHhIwCAIgiAIgiAIgiAIIuEhAYMgCIIgCIIgCIIg\n", "iISHBAyCIBIWt9ut9SkQBEEQBDEKoDEFQYwOSMAgiFHKxIkTcerUqWF5r2984xtYsmSJ+G/58uVR\n", "v/f27dtx77334pxzzsGWLVvifKaJQ0dHB66//npccskluOyyy/DZZ58F7SMIAh577DFcdNFFWLp0\n", "KW677TZ0dHQE7dfQ0IDrrrsOixcvxsUXX4ynn356OC4hoWlpacHVV1+NZcuW4Zvf/CYuv/xynD59\n", "Omi/iy++GNu2bZM9hsfjwTe/+U0sWbIEM2fOHOpTJgiCSFhoTJHY0JhiaKExRWJh1PoECIIYGqZO\n", "nQqTyTQs75Wfn49169aF3e/OO+8M+0NYVVWFH/3oRzjzzDPjdXohWb9+PR577DFYrVaUlJRAp9NB\n", "EAQsW7YMv/zlL6HT6YbkfVetWoXf/OY3OPvss9Hb24sVK1Zg48aNyMrKEvd5/PHHkZOTgx07dgAA\n", "9uzZg9tvvx0bNmwQ9/F4PFizZg2eeuopTJs2DYIg4MEHH8TLL7+Mm2++eUjOfSTwm9/8Bo8++ihm\n", "zJgRcr+JEyciPT1d9jmDwYB33nkHAHDDDTeEPE4kn22CIIiRCo0pIoPGFKMTGlMkFhSBQRCjlI8+\n", "+gjFxcVanwZHV1dX2H2+//3vo7y8fBjOxse1116Lp556Cvfddx8++eQTfPzxx/jkk09QVFSEJ554\n", "Ykjes7q6Grm5uTj77LMBAFlZWbjzzjvx6quvcvuZzWbceeed4vZ5552HsrIytLW1iY81NjZi9erV\n", "mDZtGgBAp9Phsccew6ZNm4bk3EcKvb29YQcaAPDCCy/gnHPOifn9IvlsEwRBjFRoTBEZNKYYndCY\n", "IrEgAYMgRhl33303lixZggkTJqCurk52H7vdjnvuuQeLFi3C17/+daxcuRK33347jh07xu3X2NiI\n", "m2++Geeffz4uuOACrFy5MmgfABgYGMDNN9+M5cuXY/HixXjkkUcgCIL4/Oeff46lS5fi448/5sJC\n", "2R9SrWHPFwBWr16Nzz//fEje68CBA1iyZAn32NKlS1FZWck99uMf/zjotd3d3cjOzha3x40bh6uu\n", "uorbp7W1Ffn5+XE84wB/+ctfMHPmTKxbtw6rVq3Cueeei4ULF+Kaa65BTU0Nt+/atWuxZMkS3HDD\n", "Dejq6sIdd9yBhQsX4tJLL0VjY6O435EjR3DNNddg+fLluPDCC3HzzTejubk5qvN76aWXsGTJEu6z\n", "tnTpUuzatYvb79FHH8WSJUswffp0xXDPSNi0aVPQ+y1ZsgS//e1vg/Z97733cMkll2Dp0qX42te+\n", "hgcffDAoJzvSNiMIghgOaEwRHTSmiAwaU/DQmCJCBIIgRiUPPPCAcPLkSdnnnn76aWHt2rXittfr\n", "FW6//Xbh2LFj4mNdXV3C4sWLhb1794qPHTt2TFi8eHHQcTdv3iy0traK248//rjwt7/9Leh9r7/+\n", "+ojP/4UXXhDef//9iPePha1btwrPPvusuN3T0yPcc889wksvvTQk7/fiiy8K7733HveY1+sVbrjh\n", "hpCvW7t2rfDcc8+F3Mdutws33XST0NDQEPN5KvHCCy8IBQUFwttvvy0+dvjwYWHhwoVCR0dH0P7n\n", "nnuusHTpUmHbtm2CIAhCe3u70NPTIwiCIFRVVQkXXXSRUFtbK+7/1VdfCcuXLxesVmvU5xjpZ+3Z\n", "Z58Vtm7dGvPxwj3/z3/+U/jOd74j9PX1iY+98sorwqpVq2T3D9VmBEEQww2NKSKHxhTqoDGF+ueT\n", "fUxBERgEkYScc845qK6uxpEjR+ByuaDT6bB27VpMnTpV3Gft2rX4+c9/jvnz54uPTZ06FX/729+C\n", "wiCXLVuGwsJCcfunP/0ptm7dOuTXES8EQcCTTz6JJUuWYNmyZbjllltw6aWX4pZbbhmy91SbB/uP\n", "f/wDHR0dWL16teI+NpsNa9aswQMPPIDS0tJYTzEka9asweWXXy5uz5gxA7/+9a/xwgsvBO1rt9ux\n", "fv16LFq0CIAvv9mfl/vkk0/i73//OyZOnCjuP2/ePNx33314+eWXxccefvhhbjWC/edyuYbmIuPI\n", "2rVr8Y9//AMZGRniY9dddx0KCwtx/PjxoP1DtRlBEEQiQWMKHhpTqIfGFOpI9jEFmXgSRBJy7rnn\n", "ory8HNu2bcPGjRvR19eHzMxM/PSnP4Ve79M1jx8/jttuuy3otbNnz5Z1XpZiMBjifdpDhk6nw333\n", "3Yc1a9YMy/sVFhZyOacA0NzcjMzMTNn9//jHP0Kv1+NnP/uZ4jF7enqwevVqPPzww5g1a1Zcz1cO\n", "dhDKPvbmm28GPT579mzk5eXJHqepqQnf//73gx73er24+OKLxe2HH3446nNNBKqrq7F8+fKgx202\n", "GxYvXswN9IHQbUYQBJFI0JiCh8YU6qExhTqSfUxBAgZBjGKUFPm+vj4UFBTg6quvFh/74IMPsHbt\n", "WvEHd9q0adizZw8uu+wy7rWHDh1CWVlZyPft7++P8cwj45lnnkFrayu++93vYvz48TEdS5Dkq4ai\n", "qakpJjOzuXPn4qGHHuIcvT/++GNZl/Rf/epXKC0txQ9+8APF47W0tGD16tV48sknMWXKlJDvHa82\n", "27t3L/f58T82efJkVceZM2cOVq1aJRqGjVbOP/98rF+/fsgc6AmCIIYaGlNEDo0p1EFjCnUk+5iC\n", "UkgIYhSj9AO6YsUKzhzJ6/Vi165dXCja6tWr8fjjj2Pv3r3iY8ePH8fdd9+N+++/X3zsxRdfxK9/\n", "/Ws4HA4AgMPhwF133YU77rgj6H1TUlJw8uRJcbunp4cr3xXJubOv/dGPfoS33nprWAcad911F0pL\n", "S2NyEy8rK0NXV5fYtt3d3Xjuuee4slperxc//OEPMXv2bG6gUVNTw4U31tbWYs2aNXj66ae5gcaR\n", "I0eC3jdebSYIAjZs2IC3335bfKyqqgqPPvoobr/9dlXH+slPfoKf/OQnQUZuu3btGhbXczX3PhR2\n", "u51zDW9pacH7778vbt99991YtWoVt4/L5cL69etx6NChuJwDQRDEUEJjisigMYU6aEwRDI0pQkMR\n", "GAQxinjjjTfw17/+FYDvR2nr1q1ITU1Famoq1q9fLw4mZs+ejeeffx6VlZXo7++H0+nEFVdcgRtv\n", "vFE8VlZWFv7973/j/vvvR3V1NXQ6HcaOHYtnn30W48aNE/e79dZb8fbbb2PFihVwOp0YGBjA3Xff\n", "zYXq+XnkkUfwwx/+EFarFTabDcXFxVyonyAI+Na3voW+vj40NzfDbDbj97//PcaNG4eXXnqJO9YH\n", "H3wAj8eDJ598MqY2Y2u2v/LKK0hPT8eGDRtgNMp/PY4ZMwYpKSkxO3I/++yzuPvuu8Ufnz/96U/I\n", "yckRn6+srMQHH3yAjo4ObNy4UXy8qqoKr7/+uhge+Ne//hV2u50bAAJAZ2cnPvjgA+6xeLWZTqfD\n", "7373O2zbtg2PPvqo+Nl4/vnnkZubK+53zTXXoKOjA1VVVaJDemFhIV577TVxn6KiIjz77LN48MEH\n", "UVtbKx7/oosuCrqmSPif//kfbNmyhXtPo9GIf/7znxg7diwA4NNPP8WvfvUrCIKAxsZGWCwW5OTk\n", "wGAwYO3atWLurP9YALjjTZkyBX//+9+5933ooYdw/fXXw+l0wul0YsKECbj33nvF5xcvXgyTyYRb\n", "brkF3d3dEAQB6enpWLlyJWbOnKmqzQiCIIYDGlOoh8YU6qExBY0p1KITYpCKvF4vBEEYUXlpBEGM\n", "Dm699daQqy1EMPFqsxdffBFjx47FJZdcEqczIwiCGPnQuHjkQmMK9dCYgtCKqCMw3n//fdTU1ODK\n", "K69ESUkJAJ9hzJYtW2AwGLB48eKY8rkIgiBCUV1djRdffFHr0xhRxKvN4hUiSRAEMVqQGxcDPlO9\n", "p556Crfeeiv3OJFY0JhCPTSmILQipgiMqqoq5OTkiF/IGzduxIoVKwAAGzZswJVXXhmfsyQIgiAS\n", "gj//+c949tlnYTabUVBQgGeffTbI7ZogCCIZkY6LAZ+wUVRUhLFjx5KAQRASaExBRENcPTAsFov4\n", "t9lsjuehCYIgiATgnnvuwT333KP1aRAEQSQ8XV1dsFgsSE1N1fpUCCIhoTEFEQ1xrULCBnOYTKZ4\n", "HpogCIIgCIIgRgwVFRVYuHCh1qdBEAQxqohrBIbH4xH/DlWX9sMPPySDI4IgCIIgCEJTcnJycPbZ\n", "Zw/JsVtaWrBx40a0trZi4sSJIVNIaGxMEEQyo+a7OK4Chs1mA+CLxPD/LYfBYMD8+fPj+daESmhV\n", "QHvoHmgLtb/20D3QFmp/7aF7oD379u0bsmN/73vfAxDwxghFso+Nk70vhLr+/Y19uP/d6oiP9fhl\n", "UzCvJDOifdUe+6Hl5Xhkc23cz8V//WrOR811jgSSvQ+o+S6OWsDYvHkzampqkJqaiokTJ2LRokVY\n", "sGAB1q1bB0EQsHz58mgPTRAEQRAEQRAjBrlxMQB0dnaioqIibAQGQRAEERlRCxhyAkVJSQluuOGG\n", "mE6IGB6SWeFLFOgeaAu1v/bQPdAWan/toXswelBauMvLy8OaNWuG+WxGHsneF+j6k/v6AWoDNcTV\n", "xJMgCIIgCIIgCIIgCGIoIAEjSamoqND6FJIeugfaQu2vPXQPtIXaX3voHhCEj2TvC3T9yX39ALWB\n", "GkjAIAiCIAiCIAiCIAgi4SEBI0mhPCvtoXugLdT+2kP3QFuo/bWH7gFB+Ej2vkDXn9zXD1AbqIEE\n", "DIIgCIIgCIIgCIIgEh4SMJIUyrPSHroH2kLtrz10D7SF2l976B4QhI9k7wt0/cl9/QC1gRpIwCAI\n", "giAIgiAIgiAIIuEhASNJoTwr7aF7oC3U/tpD90BbqP21h+4BQfhI9r5A15/c1w9QG6iBBAyCIAiC\n", "IAiCIAiCIBIeEjCSFMqz0h66B9pC7a89dA+0hdpfe+geEISPZO8LdP3Jff0AtYEaSMAgCIIgCIIg\n", "CIIgCCLhIQEjSaE8K+2he6At1P7aQ/dAW6j9tYfuAUH4SPa+QNef3NcPUBuogQQMgiAIgiAIgiAI\n", "giASHhIwkhTKs9IeugfaQu2vPXQPtIXaX3voHhCEj2TvC3T9yX39ALWBGkjAIAiCIAiCIAiCIAgi\n", "4SEBI0mhPCvtoXugLdT+2kP3QFuo/bWH7gFB+Ej2vkDXn9zXD1AbqIEEDIIgCIIgCIIgCIIgEh4S\n", "MJIUyrPSHroH2kLtrz10D7SF2l976B4QhI9k7wt0/cl9/QC1gRpIwCAIgiAIgiCIGPF6vfB4PFqf\n", "BkEQxKjGqPUJENpAeVbaQ/dAW6j9tYfugbZQ+2sP3YPRw/vvv4+amhpceeWVKCkpAQAcOnQIR48e\n", "hdfrxfnnn4+ysjKNzzJxSfa+QNef3NcPUBuogQQMgiCIIcArCNDrdFqfBkEQBDEMXHrppaiqquIe\n", "6+jowMqVKwEA7777LgkYBEEQcYBSSJIUyrPSHroH2jKU7f/4tjqsfOkA3j/aMWTvMRqgPqAt1P7a\n", "Q/dgdLNo0SKtT2HEkOx9ga4/ua8foDZQAwkYBEEQceR0jwMfHe+E1eXFK/ubtT4dgiAkCIIAt1fQ\n", "+jSIJOKjjz7Ceeedp/VpEARBjAoohSRJoTwr7aF7oC1D1f6tA87A3/0uSiUJAfUBbUnG9re5PLj3\n", "7WNoH3Dh4a9PwpyxGZqeTzLeg2Rj27ZtmDp1KgoKCsLuW1FRIX4m/KuxybJN1x/6+tUS6ftnTpoX\n", "1fHjfT7+x9Scj8ftxP7GPgBAT08PACA7O1txO9PgwVnTJkR0Plpts22RCOcznNsWiwWRohMEYdiX\n", "IbZs2YL58+cP99sSBEEMOVuqO/GHrXXi9qs3zkGuxaThGREE4efj6k78frB/Lp+ah58tnqDxGRFa\n", "s2/fPixbtiwux6qqqkJOTo5o4rljxw4UFhZixowZYV9LY2NCif2Nfbj/3eqI93/8simYV5I5JMd+\n", "aHk5HtlcOyTnovZ8hvpciOFFzXcxpZAkKZRnpT10D7RlqNq/w+rittsk20QA6gPakozt3zYQ6I99\n", "dreGZ+IjGe/BaGXz5s2oqKjA5s2bsX37drS2tmLnzp04cuQINmzYgH/+859an2JCk+x9ga4/ua8f\n", "oDZQA6WQEARBxBGpgNEx4ALCRw4TBDEMdDL90+ryangmxGhj+fLlQY898MADGpwJQRDE6IYiMJIU\n", "yrvVHroH2jJU7d85IInAYDwxCB7qA9qSjO3faQv0T5vLo+GZ+EjGe0AQciR7X6DrT+7rB6gN1EAC\n", "BkEQRBzpsPECRvsApZAQRKLQaQ2kjVAEBkEQBEGMPEjASFIoz0p76B5oy1C1f6ckhaSdPDAUoT6g\n", "LcnY/mz/TIQIjGS8BwQhR7L3Bbr+5L5+gNpADXH1wHj77bfh8fgGBJMnT8bcuXPjeXiCIIiERhAE\n", "n+cFQzulkBBEwsCmkFAEBkEQBEGMPOIqYKSmpuLrX/96PA9JDBGUZ6U9dA+0ZSjaf8DpgcPDV6am\n", "FBJlqA9oS7K1v83lgY0RLRxuLzxeAQa9TrNzSrZ7QBBKJHtfoOtP7usHqA3UEFcBw+Px4I033oAg\n", "CCgvL6d61gRBJBVsfr2f9gEXBEGATqfdJIkgCPn+aXd7kW42aHA2BEEQBEFEQ1w9MC699FKsXLkS\n", "V199NVpaWuJ5aCLOUJ6V9tA90JahaH9pCVXAN0EacGqfa5+IUB/QlmRr/05bcP/U2gcj2e4BQSiR\n", "7H2Brj+5rx+gNlDDkJl4mkymkM+zN6miooK2h3m7srIyoc6Html7NGzLCRgA8GHF7oQ4P9qm7WTe\n", "7pLpnxWffa7p+VVWViZM+yTrNkEQBDGy0AmCIITfLTLq6uowYcIEAMCmTZtw+eWXy+63ZcsWSi8h\n", "CGLU8er+Fvy/zxuDHn/s0sk4pyxLgzMiCMLPmwdb8cxnp7nH/vqtaZhemK7RGRGJwL59+7Bs2TKt\n", "T4PGxoQi+xv7cP+71RHv//hlUzCvJHNIjv3Q8nI8srl2SM5F7fkM9bkQw4ua72JjPN+4rq4Oe/bs\n", "AQCceeaZ8Tw0QRBEwiMtoeqnjYw8CUJzOm3BHhhUiYQgCIIgRhZxTSFZtGgRrr32Wlx77bWYOnVq\n", "PA9NxBkKm9QeugfaMhTtz6aQjMkwi39TKVV5qA9oS7K1v1wKCXlgEERikOx9ga4/ua8foDZQw5B5\n", "YBAEQSQbrIAxrdAi/k2lVAlCe+RMPK1OisAgCIIgiJEECRhJCtUa1h66B9oyFO3PChjTC0jACAf1\n", "AW1JtvaXS/HSOgIj2e4BQSiR7H2Brj+5rx+gNlADCRgEQRBxQBAEboI0nYvAoBQSgtCaTmuwB4aN\n", "PDAIgiAIYkRBAkaSQnlW2kP3QFvi3f79Tg+cHl9RpzSTHuNzUsXn2hXMPZMd6gPakkzt7/EK6LHL\n", "mXiSBwZBJALJ3hfo+pP7+gFqAzWQgEEQBBEhh1r6ce/bx/DS3qag59j0kbw0E7LTjDDqdQCAPocH\n", "djet9BKEVnTZXJCrGU8RGARBEAQxsiABI0mhPCvtoXugLdG0/zO7TuNQywBe/rIZtZ027jk2fSTf\n", "YoJep0O+xSQ+1kFpJEFQH9CWkdL+VqcHr+1vwY7a7qiPIVdCFdA+AmOk3AOCGGqSvS/Q9Sf39QPU\n", "BmogAYMgCCIC+hxuHG+3itvHmL8BPgIjP90nXBSkBwQMMvIkiOj415fNWPt5I/57Sy2qJf0uUuQM\n", "PAGKwCAIgiCIkQYJGEkK5VlpD90DbVHb/odaBrgQ9JoOPgKjQxKBAQAFTARGGwkYQVAf0A63V8Cm\n", "j3dqfRoRsae+V/z7aBwEjJxUo/i31hEY1AdGF16vFx6Ptp+pkUqy9wW6/uS+foDaQA3G8LsQBEEQ\n", "lU393HaNJIWkYyAQop6X5vtq5SIwrJRCQiQGLo8X9759HMfaLWhMP401C0q1PiVFBpwenOq2i9tK\n", "kRThYFNISrNT0D1o6EkRGES8eP/991FTU4Mrr7wSJSUlAIDm5mZs2bIFBoMBixcvRnFxscZnSRAE\n", "MfKhCIwkhfKstIfugbaobf/KZl7AqO20QRACMRmdNrkUErP4WAdFYARBfUCZ1ytb8YetJ9HU64j7\n", "sXfUdospUJsOt8PjlbO3TAyOtVm5yKeOaAUM5nVl2Sni3zbywCDixKWXXoqLL76Ye2zPnj246aab\n", "cP3112P37t3anNgIIdn7Al1/cl8/QG2gBhIwCIIgwmBzeYI8L3odHnRaA6u6rEAhppCkUwoJoZ4T\n", "HVY8t/s0tlR34QWZijex8lZVm/i33e3lvF0SjSNtA9x2tEIgK2CUMgKGlSIwiCHEYrGIf5vN5hB7\n", "EgRBEJFCAkaSQnlW2kP3QFvUtH9VywDkFqnZNBJZDwwy8QwJ9QF56rsDURfRmlYqcbRtAIdb+WMe\n", "kEQXJRJHWpXNctXQxURIlWalin9rnUJCfWB0w0bpmUymEHsSyd4X6PqT+/oBagM1kAcGQRBEGKTp\n", "I35qO204d1wWBEHgVnjzBgWMQiaFhDwwiEjpdQQie1r6nfAKAvQ6XVyO/dahtqDHKpv68e0zxsTl\n", "+PFEEISgCIyoPTCYaKlESiEhRjesoacugj5cUVEhhpH7JzPJsl1ZWZlQ55No168Ggx7YfrgBAJCd\n", "nQ0A6Onpkd1Oy8hUffxoiPT6MyfNi/iYbrd8eWwlenp6gJLMiM5Hi+3KysqEOp/h3mYj1sKhE1h5\n", "eJjYsmUL5s+fP9xvSxAEERX3bTouihhnlmTgq0bf30sn5+KBJRPRa3fjmpd9P74Wkx4bbvX9ALu9\n", "Ar75j68gANABeGfVmTDq4zMRJUYvL3/ZjJeY1JF1N8wRfVViocvmws3rDsElCSdKNxvw+s1zYUiw\n", "z2ZLnxO3vHqIe0yvA9757pmqzlUQBFz+/H7xut+69Qxc9dIBMarqvVXqjkeMLvbt24dly5bF5VhV\n", "VVXIyckRTTzffPNNXHXVVRAEAZs2bcIVV1yh+FoaGxNK7G/sw/3vVke8/0PLy/HI5tq47xvN/o9f\n", "NgXzSiIXSdRc61CfCzG8qPkuphQSgiCIEDjdXm4VeMXMQvHv2sEUkg6Z6AsAMOp1yB2sSCIg+tVj\n", "Irnos/OrSk198THyfPdIhziJn1FoQZ7F99kccHrEz3K09NjdcMfZDPRw60DQY14B6LapW3Xrd3rE\n", "67aY9EgzGZBqDAx/tC6lSowONm/ejIqKCmzevBnbt28HACxYsADr1q3DunXrsGDBAo3PkCAIYnRA\n", "AkaSQnlW2kP3QFsibf8jbVa4PL7JT1l2Cs4qDaj3p7rtcHm8sv4XfthKJG0DlEbCQn1AHjaFBACa\n", "+2L/3Li9AjYdbhe3r5xdiGJDoDxpLD4Y/6lsxbUvV+Lut46i165OXAiFNH3Ej1ofDFY4zE3z9U+L\n", "ySA+pqUPBvWB0cPy5cuxZs0afOc738GiRYsAACUlJbjhhhtw4403oqioSOMzTGySvS/Q9Sf39QPU\n", "BmogAYMgCCIErP/F3LEZSDcbMDbTJ0p4BJ/hopz/hR829J9KqSpzosOKJ7bVYUt1JzTIbEwoeu18\n", "REA8IjB2nuwWJ/55aUZcVJ6DCZbA+1Q2RS9gvHGwFQBwosOGpyrq43b/WANPkyGQ4qFewAiIKv7+\n", "mWaiCAyCIAiCGImQgJGkUK1h7aF7oC2Rtr9UwACA8rw08bGaTlvICIxCKqWqiP8edFld+MV7J/Dh\n", "8U78YWsdHvvkJAacyTupHIoIjA2MeedlMwpgMuhx1cKAWVplcz+8UQgPXVYX97muONmND451xnay\n", "8EWMVHcEBIz5TN6yagHDxgqMvrQZizkxIjDod4AgfCR7X6DrT+7rB6gN1EACBkEQCY/d7cXrla3Y\n", "fDz2iZEa3F4BVS2BMPYzin0CxiRGwKjttHERGMEpJGwpVUohkSIIAv644xS6mdSDbTXduGvD0biX\n", "EB0p9Dni64FR3W7FocHPsUEHfHNmAQBgfE4qslN9E/pehwd1XXbFYyhxvCP4Hj29qwGne9Qfi6Wm\n", "0wbnYOrWmAwzJucH+pxaLxkuQipNJgIjicUygiAIghhpkICRpFCelfbE4x64vQI+PNaBrSe6hizs\n", "/kjrAD6v79U0rH9jVRue230a/2dbHfY29MblmNL2P9TSjy9P93HXebzdCrvbtzo7JsOMogxf6kh5\n", "Xqq4T21X6AiMAgtbSpUiMFgqKiqwsaode+qD72ljrwP3bDyGjVVtSZdSIk0hae6NTfh6qyoQfbFo\n", "Uq74Gd25cyfmjk0Xn1MqFxyKY+3B5p92txe/+6QuJlPPI4yB54wiC9evlCIw3jvagTvfPIIPj3Vw\n", "j8uleKWRBwZBJBTJ3hfo+pP7+gFqAzWQgEEQI5jNxzvxxPZTeOyTk9gtMwmMlWNtVvxo4zH88oMT\n", "XAj6cHOiIzBJ2nu6L+7HP9DUj3vfPo6fv1eNx7efEidefPpIYKI3KUQKidQDg4/AIAGDpdWhw3N7\n", "Tovb18wtwi+WTBRXx11eAf/7aQNe+KJJ4QijD49XQL8kIqDD6oLTHd0k2ysI2FHbLW5fObuQe96f\n", "FgVE54NxvC0QgXHVnEKxTPCxditXClaJU932IOEQ8Jnn+plRmM71KzkBw+nx4ulP61HdYcOfd9Zz\n", "KUidNtYDYzCFhDwwCIIgCGJEQgJGkkJ5VtoTj3vAlhnc2xD/if3e0wFR5JX9LXB6tFmpZCsbHI9T\n", "WgHb/mzzPARCAAAgAElEQVRUx+bjnXjkoxrY3V5uQje3OJCDX5yZgpRBU8FOq5sLvQ/lgUECRgCn\n", "24sPuvPECi+T89Nw2znFWDI5F09fOZ1LGVhf2QpHlBP4kYY0fQTwleBt6Y8uCqN9wAXrYIRBVooB\n", "Mwot4nMLFy4U06IAXyUStdEux5j+eNn0fHz3nGJx+9X9LTjQpPy91NTnwB3/OYyfv1eNtXsauefU\n", "RmC09DnhGPwsuTwC990lV4UkUSIw6LeYIHwke1+g60/u6weoDdRAAgZBjGDYgfnJruBQ7lhp7A3k\n", "3nfZ3Pi4uivu7xEJfY7ACml1hy3uKQXSyeHu+l48+F41DrL+F0wEhkGvw0QmCsPKTID8K7x+8pky\n", "qh1WV1RGiaOR//d5I2oHhR+zQYdfXDwRZoPvJ6k0OxV/vmIaSrJ8bef2CtxEeTTT65CPBojWyLOB\n", "8aIoy06FTqfjnp+Ym4aMQUPLLpsbDT2R+210WF2imJBq1KMsOxVXzy3CWYOGmwIQsirJ/sZ+DGoO\n", "eL2yVYx46nMEzsOgA6bkW7hqPnIeGOx3FQB8Vtcju79fCKEIDIIgCIIYmZCAkaRQnpX2xOMedDGh\n", "0SejMOALR6Mk9/4/la2a+BGwq9IDTg+a4lCVgW3/VhlzzYMtA2IYel6aESVZKdzz5blpQa9JNxu4\n", "lV3AN7HLTPE95vYK6LEFr7AnG3sbevEmk5J0x4JSjM9N5fYxG/VcegNrpjqa6bPLfz6iNfJkBYlx\n", "OfxnuKKiAga9DnOi9MFgo6Gm5KfBoNdBr9PhZ4snwDwYodTQ41AUZVoZ4VAA8MftdbC5PDjKpI9M\n", "yk9DilGP3DQT/NJLt80d5K8hFTB21/fCM7gPn0KSWBEY9FtMED6SvS/Q9Sf39QPUBmogAYMgRjBs\n", "ecAeuxtdtvimKDRJJgV13XZ8HicTTTX0SSZA8a5OwU6kvjWrIOj5uWMzglauWSNPP3lpxqDHAKCA\n", "CX9vIyNPrK9sFf8+f3wWLp8Z3OYAMHtMQMA41KLOn8HjFYZVbOtzuPGXino8/3mjaPwaDfGOwKjv\n", "DvThsuzgzywAnMEIRQdU+GAcY4SGqUxqSn66iRP8lNJf2iTCYWOvEy980cSnjxT6xBWjXidWTBGA\n", "oO86qYDR5/CgqnUADrdXFCINOohiIhuBYaMIDIIgCIIYMZCAkaRQnpWP9gEnXv6yWdWgPV7Eeg+8\n", "goBuyWp+PKMwHG6vbNWM/zCTz+FAztQwHj4Y/vb3eAXOm2L1eaX42eIJ0DN6xVzGJ8APa+Tphw1z\n", "Zylg00iS3AfD6fHiELPKf+cFZUHikJ9ZYwKRAVUtAxELEjUdNty07iBue61q2ErXvnmwDZuOtGPd\n", "/hY89GFN1KabPUwEhj+KAQCao47AYFNI+AgMfx+YG6UPBtsPp+ZbuOf8FXsAoFVBfGmVETY2HGrD\n", "R0y55BlFvDDiR9qPTvcGt8+uuh5O5M21mKAf/KyxERhW8sAgCM1J9r5A15/c1w9QG6hBfrmQIJKE\n", "v+ysx2enepFq1OPF62aJBm8jgX6HJyiM+mSnTcw/jxU2ZD0zxYABpwdeAfiysR8nOqyYLJmwDBVS\n", "8QIAjnfEz+/D50vh+zs3zQizUY/lU/OQlWrA07saUGAx4+tT84JeVy4nYFiUBAwmAmOYJtSJyrE2\n", "q2i2WJJlxtjMFMV9x2WnIDPFgD6HB70ODxp6HBiXIx9FwPLu0XYxbeCNg21Ys6A0PicfguqOwGT+\n", "y8Y+/HZLLX6zvFz09YiUXiZdanJ+Gg63+o4bbdpUPSNgjFOIwJiSb4HFpIfV5UX7gAvN/U4Uh7gv\n", "ACAIAidgTCsMIWAofOZb+wPiwoScVNR12yGAv9aZRQERK99iEisSSY08peluAPDZqR5cODGbe70f\n", "isAgCEIrmnodsgKuEloZqBNEokIRGEkK5Vn58Oda293euERhdFpd3ApqKGK9B50y6SLxjMBoYiYE\n", "0wosWFSeI26/PoxRGHJVGY63W2NOD/C3PzuIYCdd543Lxgvfno0nLp8a5GsBAFmpRi41BIhMwKhq\n", "GcDh1gE09NjRY3cnnannV0w/G6ML7Wuh0+kwi5nAHorQB4P1fdha0zUsbdwiERj21PfisY9PBomM\n", "4WA9MKYVBK69qdeh+jNvd3tFkUCvA4qzzNzz/j5g0Ou4aJdIyql2WF2iSJRm0gdFd4xh+pJcCokg\n", "CJyw8etl5Ug38/0sM8WAUiYVhe1frDGn2ytwESopjP8G+72ey6R4JUoEBv0WE4SPZOoLrf1O3P9u\n", "dcT/nJ7RP05IpvuvBLVB5JCAQSQtHi+fghHp5EiJw60DuGndQVz/r0qc6Bj6igld1uCJfV0cBQw2\n", "JLs4KwXXzB0jbm890aVq9SAWpP4X/sfY1dtYUBIwIkEahZGnKGAEjvvxiS7cs/EYVq0/jGtfrsTt\n", "6w9HbdA4EmHLak60hF/5nj2WTyOJBNa7pX3AFXPfDocgCLKT9E/revCHT06KZpKRwHpgjM9JQYrR\n", "9zNtdXll+0IoTjPRF8WZKTCFiAZhy6lG4nNzTJI+opekARVlBPqCXApJt90tltBNNxswPjcVPzif\n", "j5SZXmjh0ouUSqm29DnFKKoCiwlnl2WJz713tEP8O48iMCJiwOnBJyc6kz7djSAIgkhMSMBIUijP\n", "yudkz04rYq1ysL2mCx4B8AjAJyfClxuN9R7IR2DEr8QoOwksyUrBtEKLaPbnEXy56sOBXAQGELsP\n", "hr/92YlnkYKHhRKTJEaeShEY0wqC0038nO514KNjnYrPJzJNfQ58Wtcd8QTd6fFy/ezai88O+xq1\n", "Rp5ub7CYsDWC/hgLfQ6PuIqfatTj2rlF4nPbarvxpx2nIj5WLxOBkZVqRHFmQPxSa+TJRqJIIyQA\n", "/jvonNLApH9HbTfqu0OLoZyBp8znO1wKSRsjQPr73den5mHBuMB5zBnDe8/kKQgYjZLvqgsmBNJG\n", "2DbLY1IEE6UKSaL9FguCgF99cAK/+6QOd204gu44G0MThBKJ1heI4YXuP7WBGuIuYDQ3N+Nf//oX\n", "XnnlFTQ1NcX78AQhi8criE7zkdIhGZhVd1hjWoljS/XV9wz9inqXTDlOq8uLtjitmrFRASWDoedX\n", "MxOzd4+0q27zaOi1y7/H8ThFuXATqRgjMJQEjMn5FvxiyQQsmZyLc8oyMb3QwoWzS/P5RwL9Djd+\n", "vPEYHv6oFg99VBNRmsaRVqsYClualcJFpigxrcAC46Cjan2Pg5vgy9HaH1iN97O9NnKRRYogCHh8\n", "Wx1Wra/iokdYWMFkTKYZ3zuvBFfOLhQf+/B4Z8RRWWwERlaKEWM5AUPd90o9V0I1tHfIlAILzi71\n", "+ed4BeDlL5tD7n+8PeBDI/W/APgUErloKbnIJ51Oh58u9vWTiyfl4Ko5hdxrlCIwpALGeeOyIGcL\n", "ywogaVwEBuWX+9lT3ytGLHXa3HhuT6PGZ0QQBEEQPHEXMPbs2YObbroJ119/PXbv3h3vwxNxYjTl\n", "WXVZXVi1vgrf/lcl3j3SHvHrpOGxXoFfVVR9Howg0hBm9RKI/R50KUx6T3bFx+CSnRT4Df0WjM8S\n", "V3KtLi92nuyOy3uFgo3A8JdRBGKPwPC3f0scU0iUBAwAWDI5D79YMhGPXToFf/3WdNx1QZn4XLhJ\n", "eSKyv6lfFNH21PfirQgiclgB4IzijIj6QIpRjyn5gXauag0dKSUtpwn4Knt82SgvPoSjsnkAHx3v\n", "REOPA//cJz+pZ/0vxmaYodPp8IPzSzG/NGCoWx2h8Sxr4pmVauDMNNUaebJRFHIRGNL2v/XsYvHv\n", "rSe6UNspf86CIHApJNMKggWM3DQT/EVUeuzuIHGYjcooZPpddqoRv1gyEQ8uLQ/ynuE9MALtxAkY\n", "2Wbkppk4808/eRbWAyMw/LFqmEKSSL/FgiBg3Vct3GObj3fiy9PR9R2CUEMi9QVi+KH7T22ghrgL\n", "GBZLYCBjNqubDBBENKyvbEVTnxMuj4C/7KzH7lM9Eb1OLgUjllx51pOiqc+p2rxP9fsx58/mc5/s\n", "jN0Hw+0VuElZ8aCRnl6nw4UTA2aercOQI83m/Z9VEggpP94en3QZdiKlVsAYl5MqehQY9TpFDww5\n", "MhkxpkchTSaRkQpI/+/zRtSFEc/2M4aK82RK0yohLacaiiYZAQMAttVEl0bCCoJKHjPNjAjmj5iQ\n", "GpCGS8nww5p4ZsYYgcGXUA1fvWVGUbqYwiEAioJN20DArDjdbBC/H1gMeh0nTEgjw/gIjMj6TaQR\n", "GABw/oRAKoofNoXEkiApJIlEZXO/rED45531cERZFpggCIIg4k3cBQx2QmEyjZySlMnGaMmzGnB6\n", "uKgLrwA8+vHJiMK1O2UiGMKt7oY8nk3ZFV+O2D0wAhMd1oAvHhEYrf1O+E2v8y0mpBoDXxU57MRb\n", "Jo0l3rARGNML00WxpsfuRnsMqRcLFy70VUJgw/9VChhGvQ5rzitBUYYJt51dLIoZkZCdEmjHPoU0\n", "mUTmmETAcHoE/H5rHVwK5d6cbi/Xv+YVZ0bcB3gfjDACBiO8sX4KFSd7oipFx/pIdNvdsmlTrNjH\n", "fobYtI367vDigyAIfApJqpErM6smAkMQBO7cx4XxwPDDRmFUnOyW/S5lI9Wm5KcFGXj64dNI+HNv\n", "5TwwIut3OWlGMTWkx+4WP2us4bC/askF47OlL+cERpNBJ0aIuL2CZmUKE+m3mI2+uHBCtlgVprHX\n", "gXVfhU4pIohYSaS+QAw/dP+pDdQQdwHD4wkMvnQKgxqAD5OpqKigbdqOavudw+1BJfDsbi9+9vZh\n", "tA+urCu9Xs53oKplADt2BO///tYKHGjqh1cQZI+3dXtFUIUA/4RlqK6fTSHJtgfC9w/Wt8d8/I92\n", "7RO30wU793zLqRPi3z1215Df7xMNgYFzdqoRBcbAdVe322I6fr/TI66+phj1yEwxqD5ebudRfL+s\n", "G9+eN0bV+7PpMO19trD7R7Lt9sp/PuO9vWNHBeeBoBu0wz3RYcNjb30u+/ojbQNi1Yl8sxf5g8aN\n", "kbxff90hcftwSx+27VDev7I2kLN/8eRc5Jp893fA6cEXDb2qr7fyJO/l9M623UH7Hz4V2KeroUZ8\n", "fnxOQDSoH4yGCPV+NpdXjNxKMeiQatSjqfqguG9znyPi8++0usXPdqpeQM6g50q41zcf2YcZGQHR\n", "8E8fHQra/+OvjorbFken4vEKZUqp+p9vYyKfmmuOhL0ewBfVkW4IfN932dzYvqMCjUykycmD+1BR\n", "UYHxOamid4+f3DSjeDydTgeLOTgKYzj6TyJuH2uzYu9gqogOAlYvKMXt55aI+712oBV1XbF93ybq\n", "NkEQBDGy0AnxKlkwyJtvvomrrroKgiBg06ZNuOKKK4L22bJlC+bPnx/PtyVUUlFRMeKVPqfHi1tf\n", "rRKFiGvnFuGdIwFBY0p+Gv54+dSgPGo/v/nwBD47FVwu8LmrZ2BibiDnvs/hxh1vHEH7gAvfmlWI\n", "u75WFvSa1n4nbn7lEPfY6vNKcO0ZY4L29RPrPbj25UoxjPu5q2dgzX98kwCTQYeNt86DQa8sIIbj\n", "7ao2/PXTBgDAJdPycN+iCeJzXzT04sH3fSLGWSUZ+MNlU6N+n0h48P1qfNHgG1j/zyWTsPd0H948\n", "6BNsbj5rLL7DrBiroaKiAsUz5+MHb/omY+NzUrH2mpnxOekIcHq8uPz5/QAAvQ54b9WZIUXfUAiC\n", "gN9ursUXDb2482vj8F/T8+N5qkGwn3eLSY9b5hfj/+4+DQDQAXji8qmYO5ZPEXlpb5NoDHnZjHz8\n", "eOF4VX3gO68eEitK/GXFNMyQ8TgAgDv+cxi1g6kef14xDZ/V9WDdft/K8sWTcvDg0nJV13rLK4c4\n", "n5QHLp6ApVPyFN/zf6+cLnpC2N1erHghcI/fvm1eyFKmzX0OfOfVKgBAQboJ/75hDmwuD7714gEA\n", "gEEHbPrumRH17a8a+/Czd6sBADMKLfjLt6YH7aPU/rWdNnz/jSNilSZpe//ivWpxsvvLpROxeFKu\n", "7Dm8uLcJ/xq85zecOQbfPScwIb7+X5ViFNnL18+OOH3rzjePiH4if14xDblpRrHNctOMePWmueK+\n", "z37WgDcGvyuyUgx4/ZYzuGPd/MpBMRLkxetmcX4jcmw+3om1e07jovIc3PW1cRGdbzgS5bf4kY9q\n", "sLPOl365ZHIufrFkIryCgJ+8fVyMnJo9Jh1/vHyqYsTNSGXfvn1YtmyZ1qeR9GPjROkLw8H+xj7c\n", "P/j9HAkPLS/HI5trh2T/oTw2ADx+2RTMK8kMu5///qtpm6E6F61Ipj4gh5rv4rhHYCxYsADr1q3D\n", "unXrsGDBgngfniBEPjnRJYoXeRYjbj2nGL9eVg7/2L66w4bffXJSsfoAawLHmrtJc+w/Ot6J9sH8\n", "7d318v4aXTJ+Gg1DWInE7RVE40cdgHHZqWJ+uMsjcBVEokHOwNNPFptCMgypD2xkS2aKEVPzAz47\n", "sRp5cmHsEebhxwuzQS8aCXoFxFTR5WSXHTvreuDwCHhtf0v4F8QImz4ytcCCq+YUiv4kAoD/s7Uu\n", "6HoOROl/4Wc244OhlEYiCAKXZlGSlYKLJwcm17tO9aqqNORwe4NSH6T9WhD4sq1jmYl4qlEvplF4\n", "BXmDURZpBRLAV+7TX7HGI0D8LgoHZ+AZpgKJlPK8NCyeFPC6eWlfIMJEauA5VcbA00+RQgqJ0+MV\n", "xQu9LrT5rRSpD4ac/4UfNo1ETiDhSqk6Q6eQON1ePL2rAZ02N96qaufShkY6dV02UbwAgOsHo8n0\n", "Oh3uWThOTLU51DKA9452aHGKI5ra2lq8/vrreO2111BfX6/16RAEQYx44i5glJSU4IYbbsCNN96I\n", "oqKi8C8gNGGkK3xeQcDrB1rF7StnF8Js0OPssiz86MLAythnp3rxyQl58z42heQixpiSnRwJgoBN\n", "hwMeGx0DLlnjSLmSpuFM+2K5Bz02t7g6mp1qhEGvw8TcwCQlViPPRskkkIXzwBiG6hmsB0ZmigFT\n", "CwLRMZFWdpBj4cKF3KSqMMI8/HiSlRIfMYi9juY+x5AbyB6XTGD1g+UvMwZD8lv6nXhiW51YWtXp\n", "9uJwW6BfnVHsWwFR0wdYHwwlr5oumxv2QbNBi0mPrBQDJuamYsLgBN7h9spGXSnR2OuAtCVPS0SI\n", "PodHjPpKM/nSkFjGsWkkYXww2Go0WamB40Rj5BnO/wII3f63zC8WxeAvGvrw+LY6fNXYh+Y+pygq\n", "ZpgNKM5U7jdF6QGxgRV5WBEm32JSFS2Wn85WInGhsTdw3FLJd9UZxRn4+tQ85KUZccOZY4OOZeFK\n", "qYbuf7vre9HPiHKs+W8sJMJv8auM6HnB+GyuulJ5Xhq+zUQSrt3TKOsfRShz5MgRXHPNNfj2t7+N\n", "yspKrU8nYUmEvkBoB91/agM1xF3AIIjh4PP6XtQNCgRpJj0un1EgPnfZjAJcPjOwLTfZ8XgFLmqC\n", "razBRmDsb+rnJgIuryA7aZcraVo/hBEYrGGof3WWEzBiNPIMtaqZLREw4pyFFoQ0AqMsO1D5o8Pq\n", "imkw3RKDgWc8YCepvTFUImErPHiEYMPEeCMVMACfAMSKhzvrevDSXt/KfVVrwP+iLDtF1Yq7H7ai\n", "x6GWftnPXZPkc6vT6aDT6bCYicLYqiBoyiEXRXVa8liz5DMkTQMax1T/qO8JLSyyYh0rbkVj5Fmv\n", "sgKJlHE5qVyqzEfHO/Gzd6vxgzcDfhVTCywh057GMOJGGxPt1BpD6WK2kkjHQOgIDJ1Oh/sXT8Ar\n", "N83FReU5kMJGYEi9lKRsru7ktkfLJL6pz4GPmT5x/ZnBaY83njVW9BMpSjdxn1MiPB6PB16vFx6P\n", "Z8h/LwmCIJIBEjCSlEQ0rnJ7BXx2qgf7G/vCDpDWM9EXl03PRwYz2AeA+aWBHDe5Fcteuxv+RerM\n", "FANmjUmHaTBO9nSvQxQ33mGiL/zImX92ykRg9NjdIa8jlnvAii+5g5PBicyq2UmFco+RIAgCmtkU\n", "EokRXopRL1YlcXuFsAP/WPB4BfQzAkaG2QCDXofJeWwURnRpJBUVFWiLYSIVD1gxqDeGaJZ2yWpw\n", "uFSFWBAEgTPwnMZExFw8ORdXzS4Ut//9VQs+OdGpmD6ipg9MyE0VV8w7rW5OfPLT2Md+bgOT2SVM\n", "OsTnDb0RT8AaZASHhh47NwlRqkDih69EErpfslE4rIDBRjlEmh7Gii9lChEY4dp/9XklmFHIp4iw\n", "/X1aoXL6CMBHNbUNOMV0vlgEDDYCo8Pq4iJipAJGOCKNwOixu7FHUp47XgKG1r/Frx9oFX8LzyzJ\n", "wEwZb5kUox73XDget59bgr9dNQMTGI8oIjxz5szB448/jieeeAJnnXVWyH21NjTVcvuZZ55JqPMZ\n", "6u1kwaD3eX5sP9yA7YcbsL+xT3b7vS+OYvvhBlUVodxudeOmnp7A97jW919u+5lnnkmo80lkQ2Vj\n", "+F0IYnj426f1eOdIIL+2MN2ESXlpmJSf5vs/Lw0lWSk43m7FgWbfhMigA66aE5yqxA745XKVWREi\n", "z2KC2aDHtAKLmD5yuHUAMwrTUXGyO+i1bQMuTJZ4JMp5YAC+ScTMovh3M86/QzYCI3oBo9PqhmNw\n", "tTwzxYDMlODzz041wj44Cem2ucVye/FmwOkRQ/j94gXgW/n1R9Yca7fhvHHBJRMjoUVjAYNPIYle\n", "wJCKak1DKGC09rvEc003GzihAADWLChFfY9dNF59YvspFDARF/OKozPQMuh1mFmULppHHmoZ4CIT\n", "AKCJSScoYb4DSrNTMSU/DdUdNri9Ar5s7MOicnnjSRa5KCqry4tuuxu5g5EALYygMFYmnYKvRBJ5\n", "Ckkml0ISOEZzBBEYTrdX/N7TITi1IlJy00z484ppONJmxZbqTmw90cX5dMwdK2+k6ifFqEdOqhHd\n", "g4Jxh9WFogwzWgfYEqrqonHY6J1Om4uLPipREGqUiDQCY1tNl1hWWnzvOEdgnO6x4/1jndh5sjvI\n", "P8Zs0OOKWQVcKkc86LW78eGxwG+u3/tCjrNKM3FWaeKa3yUy+/fvx89//nN4vV5s2rQJK1asUNyX\n", "DSGXhpOP9u25c+cm1fUnCz12j8Ros02yB7ttxUPLI/fIMhrVja+zswNjRa3vP20Hb+/btw+RQgJG\n", "kpKIX6T+iYmftgHf4HR3fSBnnV39B3wrvnITzzGS8n2CIHChzmwKhj8keVZRuihgHGoeQF2XPWjQ\n", "Csib6LGCgkmvg2twSau+2y67ogXEdg+4CIzB8x/PrPQ29Njh9HhhDlHxQIlIVjSzU43i5L/X4UYp\n", "opsghUPqf+GH88GI0shz4cKF+N9/B/KRh9vEE+ANUXsd0XtgtEk+k5GmGUQDmz4yJT8tqCKBQa/D\n", "L5eW40dvHUV9j2PQVDZwPmcwERhq+8DsMbyAsUxSDYQzn5V8ds8pyxI9Uw42D0QkYDQwERN6HcSV\n", "6tM9joCAESYNiUsh6bYHfRexKKWQFKv0wDjNeHeMzTTDbJT/Hoik/XU6n3A0sygddywoxRcNffjs\n", "VA/GZJhxbllW2NePyTSje1CYae13oijDzEU+FaqNwGAEjLYBF582FMKPQ45IIzA2H+8MeqxDJupO\n", "LTaXB9aimfjJpmM42Czv6+LnH5834htT85CTFr/vqXeOtIti9aS8NJyVwO78Ixmz2fe51Ov1MJmG\n", "/3dmpJCI41KCGE6oD0QOpZAQCYHHK3BhxSYFUzeH28utVF87V37FKCPFKBoKOj1CUIpHByM4+EOS\n", "ZzOriQdb+vEuEw3ChmBLw/UBXlCYXhQIqx4qHwxWMPGnkKSZAoZ6XiF8uLoSbIh6KAHDT7fCQP6L\n", "hl78/N3jeD8G1/peif+FH7byQbSVSJwer9iOeh1QoIWJZ9xSSHgBQ2o0GU/YChTTFCpQpJsN+O03\n", "JgcbWmanIC8K/ws/rJHnweb+oOebFFJIAGAO279lXitFEAQuDYN9b/ZxNiJijEwZzpy0wHeR1eWV\n", "TUHzw1UhiSECI1b/CyVMBj0umJCNey8ajxvPGhtR2d8iiZgMxOiBwXx+6rvtcA5OwLNTjUGphOGI\n", "JAKjoceOI23B3zGxRmCc6LDiO69W4Yntp8KKF4DvO10ubSpaXB4vNlYFUiRXzimMuowzEZry8nK8\n", "8cYbeOONNzBp0iStT4cgCGLEQwJGkpJoeXjtAy5xdTMvzYi3bpuH/7tyBh64eAK+fUYRzinL5Eqd\n", "AsCi8hxMylfOxQ3l3M9OIvIHUzDYSInDrVZxsJiVYsCKWYG8frkIDFbAOGMsM9EJISLEywPDn0IC\n", "ABNzY/fBaGQmZ0oVBrLTwqc+/O+nDfiysR9PVZxCW5SO/UoRGONzUmEe9CxpG3ChWyGFJxTvb9sl\n", "/p1nMcGoohJCvMhmrimWFBKpqDaUKSRyBp5ylGan4FfLysUSjACC6q+r7QMziizi8U522YParJFL\n", "IeHFhNljMuA/lZpOW9iytd12t1h1Is2k5yJHTjMCAReBIdNfdDpdxJVIuCokzGS8IN0kXneXzc1F\n", "C9hcHrHyip8G5j3KcpSjo4bjd4BNEWmVEzBUCoc5qUaxOgpbbKckS70AmRZBBMaW6oDBJft9GKuA\n", "8dahdu7zq9cB54/PwsNfL8e6G+fglcF/bFREpCV0I2F7bXegDHmakSs3TMSXGTNmYOXKlVi5ciWm\n", "T5+u9ekkLIk2LiWI4Yb6QORQCgmRELT0BwbcYzLNMOp1KM9LQ3leGpYy+3XZXKjttMHhFjijTjnG\n", "ZprFkPGWPidmM8EanRIPDMCXilGalRK0ev2Nafnc4Fgaru87XmAgOq84E//+yleWTq6KQTzolDHx\n", "BHw+GLsGzeaiFjAiiMAIV0rV7RXESbRXAHae7MGVjLljpPSypobMexoGPx9HB1dGazvtOKtU3cp+\n", "jysws1Y7iYoX7DVF6+w/4PQErR439QWnTcUDn4EnE4ERxsTxrJJM3H3hOPxlZz10AC6dnh9y/3Ck\n", "mV2CkZQAACAASURBVAyYXpgu+p8caOoXq0tYnR7xs2jU61Ag8VZINxswKT8NJzps8Aq+akPnjlNO\n", "gWD7bmlWCheF5f+OEASBEzDGKkQTjMtOxeFWX7vV99gVvQTYSjTSz/uYTLMo0LT0O2F1erH+QAs+\n", "retBvsWE3//XFIwf9MFhzUfHxTECIxrYCIvWwXQ+zgNDZeqWQa9DbpopKJJFrYEnAFjCRGB4BYFL\n", "H7l6bhH+99MGALELGAeaAymT180bgytnF8pW52GF+FDRO2oQBAH/qQwYYV8xqzCqdEOCIAiC0AL6\n", "xUpSEi3PqjmMk7+f3DQT5pdm4YIJ2WIpTSXY40jDrtnBJztonDUm2K/imzPyUWBRHkSyK6Bmg46b\n", "1DX2OkTnfSnh7oG01CtLl4yJJwBMzGOMPDujK6XKGSEqTArY8HbZsrI2F9irrqgNNkONBKUIDICv\n", "7hBNysSY8sBKmNzK+XCQxQlB0XlgdMgIag63V7YyTqy09DvFNIcMs0ExQoflshkF+Me1s/DidbOD\n", "Uk6i+R6aVxKIhDjQFJgENknMNA0yETVzwqSgsLDRU+NyUjkjTL+40efwwDY48U0z6YM+o37GR1iJ\n", "pFehCgnAp5H85sMa/PjtY9hZ1wMBQLvVhcc+OSm6t9dHUIEEGJ7fAbZvtfQ70efwwOEOtFk0BsBy\n", "E/1oBIxwERiHWgZEgSozxYBvTMsXoz96HR64VLjls7T2O0UxKsWgwy3zxyqWFmYfj5eAUdk8IIr7\n", "ZoOOKztOEFqRaONSghhuqA9EDgkYCYLT7cWpLjt21fVgw6E2fNXYF/5Fowg+DDs+hpCh8salVUj8\n", "zJYIGPNLM1Gancqt5krD9Tk/ijQT0s0GMd3F5RUiylmX4vR4cdeGI7juXwfx5sHWoOflTDyBOKWQ\n", "hDBC9JOdGnhPOQFDOqk+2NKvKMaEok/BAwMAyphzOy1T7jIcfBi7NsZq2SmsiWd0goNSeo5cKdVe\n", "uxu//uAEHvqoJmwKhRxs+dQpBWkRR3iUZKXErcoLW4b1K6Y8K5s+UqzwHTK3ONC/K8MIGFIRoJQR\n", "Ahp7HfAKApolBp5K7cGKbadCpJBwJp6p/MSeN/IMvuc1nTa88EUTBEHgRBLNIzDYUqr9rqD0kWii\n", "hOIlYLARGDaZCAw2+mJxeS5SB6uq+OmKUiRkywrPGpMeMvqBKxsbpxSSN5jflGVT8jhPI4IgCIJI\n", "dEjA0BCnx4s/7TiFW145hCte2I/v/ecwHvqoBk/vasDP3q3GoQiM5qIl0fKsWiKMwFDDWG7lj580\n", "yKWQAMECxuUzfCtTmSkG0XPB6vJykz/Oj2JQuGAnDQ0Kk+tQ92Df6T7UdPpe91YVX3LK5gqkDBj1\n", "Om7Vtyw7RcyV94WZq5uk9jJ5/ylGPRfdwRIuhUS6UugVgF11PUH7hYMXMPgJHTuhjCZV58CJevFv\n", "LUqoAvwkNVoTT6VVWTkfjI1Vbdhd34tddT14bX+L6veKxMBTDdF8D80akyH6ldR12cX+x1WjUPBD\n", "mMtEYBxts8LpVl5Bb5AYYWamGMWJntMjoH3AFfH3FueBofB94PJ4xX6t1yEoMkE6QTfqdfjG1Dxc\n", "x5S+/E9lKz450SUeJ82kD/IOYhkWDwyJiWcLV4EkOuFQ7pqiETBSQ0RgON1ebGcix5ZNzR1879gj\n", "IlgBI9sZXOGEJd4RGI29Du67eOUc9al9BDEUJNq4lCCGG+oDkUMChoZsPdGF9452+Mp8yjz/aRQT\n", "Pq3xeAX895ZarFpfhS9PRx5FwuWRxymcf6zCiqVXELiVM3ZAyoaKl2SZcf4EX81onU7HValgV8I6\n", "ZaIhuNKJUUyuKyUry6xgwlb9yE0zciuYJoOeqzpQp7ISSaOkJKHS6mi2SgEDACpOqk8j6Q2RQiLn\n", "SaCGHlfg608zAYONwLC7IQjy6UahYD1Z2LslF4Hh944AorsfkRp4DiWpRj1mMGla/kiKxhAVSPzk\n", "Wkxi/3Z5BRwNUcGGFcXGDX7WyjjRzI4WSdqKEmMzU0TRpX3AJSssSqONpOVpl07OQ0lWCrJTjfj2\n", "GUV46bpZ+OniCVh1TjHOKfN5aggA/rj9FHPeqZpXlshMMYipGna3Fyc6AlE80fY7uQiM0jh7YHx2\n", "qkf83i3JMmPWoMkz+3sRrQ8G638x0RJaZI63gLHhUJs43jinLBMTcpWNsAmCIAgiESEBQ0OOtAYG\n", "z3qdbwVvUl5gMHEsyvKQkTBUeVaf1vVgR203GnoceGRzjWL0gRRWYIiXgCE1j/N7UfTa3XAP/p1u\n", "NiCV8dLQ63R47L8m4wfnl+L3/zWFq0xRwAwk2bB93o/Ctw/r/K/UBqHuwQFJ9E0N42fRaZOPHvHj\n", "N/IL9d5KRFJCFQhfRlVuoP3l6T7VRpVcSL0khYQ9v6YQXiNKOI2BSbBWAobZqBcndx5BuZRjKNiU\n", "pslMVR6pgOEz4Ax8jup7HDilQuAKMvCMg4AR7fcQWxFkf6Ovr7ARGEopJEBk5VRZE1ogEO0j9cFo\n", "6Y8sAsOo13GfV7mIoVBiHeBLJXj+2plYf/NcfO+8UlFQ1el0uG/RBLFPuph+EMr/AhiefFudTsel\n", "kRxqCbR5tOa5UgEjw2xQ9B8JBe+Bwfc9VuBbOjlPFILy0mITMKT+F9csOz/k/gVxFDAGnB58cCxQ\n", "1nrlnKKYjkcQ8YTy/4lkh/pA5JCAoSEnOgOTgf/+xmT88/rZ+O03AjXCj7db4Y1iRVZL2MGp1eXF\n", "I5trFcvT+fF4BU4QiFdFiDSTQUx18AiBEnSdCgaYfoozU3DVnCLOQwMA54PBDiT5iiC+43ErtSFy\n", "3uWwOj3cRBEAqpntLkkEhpRSzhtC3XtzPgIhBQwm9UFGlJAb2HsE36qmGkJ5YKSZDOJExiPI+wIo\n", "4auEwHzmNBIwAF6YiaaUKltacS4zsW+StEdrvyvo+J/WRR6F0TxowAj4JtjxEhqjYV5xoIqHPxyf\n", "K6EaoqTmXKbMsZIPRnOfA57Br94Ciwlpgyv1pZKoH858OIx3zzjmtXLCUSgDTz9K0RT5FhN+ctH4\n", "oMfLcrT1v/DD9q8qRriPOgJD4llTkpUSVaQJH4HB/07VMR5CbLUaNn0lGqNcNf4XgK9ktV9HZw1Q\n", "o+G9I+2iUDMhNxVnh6nkRRAEQRCJCAkYIfB4BXx0vCPqCgrhju33OACAKYMrp4XpJnHSbXV5VU9A\n", "I2Wo8qwOMyHqgG8Q+OSOUyFD49sGnPAvGuZZjDCHqS6iBjkfDFZwkA6EQ8EKGGzYfpfExBOQppCo\n", "88Coah2ANJiADbvussobePrhJlmqBYzIIjDSzQYxOsXm8gZ5CbACzxzGV6SiNhYBI3iFlU8jiTya\n", "oNvuhssTiMKJphJCvAhX0SUc7Uxbn8FMzqURGHIRXTtPRn4/WFFtSr4lLqkJ0X4PzRyTDpPfB6Pb\n", "jrYBpyiC6hAuAiPQRlUtA7KRO/WM6MhGU7HpWad7HLyJZxhBh6tEIvOd0BvCwDMSLpiQjctm8GVq\n", "x4WJwBiufFu2VCo7AVdbQtVPXppUwIhOCFGKwPAKApeWxrZjrCkkrIBxRnFm2Hug1+nikrbi8QrY\n", "wPgprZxdqHl6EUGwUP4/kexQH4gcEjBC8N7RDjy+7RR+u6UWGyVGiuE40NSPp3c1oFahlGVjr0Mc\n", "yOVZjMgdHKDodDpMZ/K7hzKNRA1ur4DnP2/ELa8cwrqvmmX3cXq8qG4Pvt5tNd3YcEi5/VgjvLEZ\n", "8alAIh5PxgeDq0AiIwAowXpgsGH7ciaeRRlmmAbdNLtsblUVH1j/Cz/VrICh4N/hh4vAUOkNEYkR\n", "IuD7nLKTrG7JxJv1CFkxK2AS98Xp3rAROSyhyqj6zjE6saaVC/3XpgKJH3a1XW2KDcBHYEwvtIhm\n", "s30OD3c8aVQP4DOylFbVUeJ4G5s+om3efKpRj+lFge/Jj451iqJffroppAhanGkW+6nV5ZX9jpYa\n", "ePoJSiHhvrtCT6LHcaVUgz+rfXbldKlIuWNBqSjq6RCfNJ94oBRpURgnD4xoDDwBwGJmq5B4RKG9\n", "rd8F56DAmZNqRAZzP2IWMBj/C7aiTijikUZScbIbrf2+12anGrF0Sl5UxyEIgiAIraHaWSE42haI\n", "Jvj7nkacW5YVMqzej9PtxSOba9Dn8GDf6T78/eoZQSsd7Ir65Dx+kDm1wILd9b0AfALGsiEYaKjJ\n", "s2obcOLRLSdFA8AXvmjCJdPygybP1e02Mf+6JMuM+SVZ2HSkHQDw3O7TmFJg4cK3/bSoWMVUyxiZ\n", "UqpKFUjCwZdSDW3iadDrUJqVIpYyre+2Y0YRX+FE6R5I/S8AoK7LBqfHC7NBL3k/mRQSSZi7IAgR\n", "r7RFUkLVT06qUUzH6bG7uUkKO8g+ozgD5bmpqO2yw+URsKe+F4sn5YY9F49XQH+IFBIgeiNP/0Ae\n", "AArjlLIULVlhDFFD4XR7xdfodb7PX3Fmimje2tTrRGah7/isGGo26MQJ2qd1PZzIpMQxRpycWhif\n", "iXEs+Z7zijNxsNn3ncTm9ZeESeXQ6XSYOzYD22p8kXWVzf2YIpnoyxl4AkCJpJSqnzSTPqwHQ7hK\n", "JL3MZz0ryrKWaSYDfnfpFKyvbMGsovSwfXi48m3l/EF04CfmavCnVfhFq2gFDKNeB5NBB5dHgFcA\n", "HB4BqUadRMDij815YKgsDS31v5hWaIF5bPh7wAo27VGWUmVLp14+swApcYx0JIh4kGj5/029Dm6x\n", "IxwZZoNYxS0cTk/0qWDE6CXR+kAiQwJGCNiVbofbiyd3nMIfLpsS5A4vpW0gkCt+qtuO1n5X0MT8\n", "BLPqNymfX82cxkwO2FVPLfi8vhd/2HqSG1wL8JX5XD6VF1bY9JGZRen4/gWlON5hxdE2KzwC8D9b\n", "avHMVTOCRIPmISih6oeLwOiPUcBgB5FWpRSSQJcqy04VBYyGHkeQgCGHw+3FUeaeZ6ca0WN3wyMA\n", "p7rsmFJgkTUNZclJNcJi0sPq8sLm8qLL5o7oOm0uj5jTbdTrwnqRKE28nR6v+HnR63zXsLA8B7Vd\n", "vsiditruiASMAadHdMtPNxtg0Af3u2hLqQ6laKYWvqKLurK3rFCUbzHBMGgW6RcwGnsdmFZoCTLg\n", "XDGrEK9X+iY0O092hxUw+hxuTtDVqgIJy7ziDPzrS9/frN9HcQTpBLyAMYCr5vDP1ytEYKQa9ShM\n", "N3EpZIAv+iKcSMgep7HHZzrLfqbZPhRNComfMZlm/PBr46J+/VAgF4GRZzHBFMb/QQl/WoV/Mh9N\n", "BRI/FpMBPR5f29ucHqQa9dx3SalUwGA9MKzqBEe1/hd+8hX8lyLlcOsADg96j5j0Olwxs0D1MQgi\n", "2Wjtd+L+d6sj3v+h5eV4ZHNtxPsSBBE9JMGHQBoeur+pH+8cbg/7OukA42BL8Ir6iY7AZGJyHi9g\n", "sJOD4x021dUVQuH2Cvjbp/X46Wt70BtitdfjFfDCF4341QcnOPHCz77TvUGPSQUMs0GPXy8rFydo\n", "XTY3Nsm031BOJtmw7ubBChsdzKBTrhyfEoVcConvHvtKssp7UrArt/Uypn1yuW6HWwfECinjc1Ix\n", "l6mY4E8jkTMNZdHpdEFRGJFwqCVw/8ZkmGUFAxalUqqdkhQdg16HhRNzxMd21/dGZEQXzv8CAMqy\n", "eE+CSGnrj79pbLRkMdfWpzICg51I+z+f7ATeX1WmuY834LxqTkCw2N/UHzJ1RRAE/HH7KbFCSmG6\n", "KWy6RKTEku85syjgg8ESyWr8nDGBSLCDzf1BHj0NCh4YQPCEFojseyvdHDCddXmFINPZUBV3horh\n", "88AIbp9o/S/8nDdorFmQbgqKoFED64Ph/4zzETi8ESorGnfZXKp+n6X+F0Bk9yDWUqpvVAaiL5ZM\n", "zlUl3BPEcEH5/0SyQ30gckjACEGXjMP43/c0ihNhJaQDjEPNA0H71LApJJIIjHyLSVztd7i9qkod\n", "huPdI+14q6odB3pNsmKCn+e/aMS/v2oRV8DzLSZ8//xS8fl9p/uCBv1VjIAxazDaoCjDjNXnlYiP\n", "S00+gaGOwAidQpIvIwAokcO4wffY3XC6vehzeMRqBelmAxeWy+W8Rzi55ga4YzMwOT8wMPeLXkqC\n", "CYvaSiR9Djeeqjglbs8sCj8hyFEQMLiogMGVw4m5qeI52d1e7DsdyAMPdU5+lASMsVlm8Z609juD\n", "zESVYEWzaPPw4wUXyaLSA4P1r/C3NTuB96c5HJOUPy1MN4teO14B2H0qWJD0s7GqHZ/WBcw+77yg\n", "LCHM/1KMetmoplAGnn4m5qUiY9D/oNvu5kS+fodb9HQxGYIjkVjRzM+YCL172DQS6fd6JFVIRir5\n", "FhOkWlOswuEPvzYOv7t0Mv525fSY0iEsnJGn7x6whsBSwcpsDKQLeQWEXAiQEo3/BRCbgNHa78QO\n", "piQsK14SBEEQxEiEBAwFpCvr/jxY+2AqSaiqGh2S8OJDkgiMLqtLDNVPMeplVwzZHHM5871oYScq\n", "TSGEmL3MBPOskgw8fdV0fGtWoThw67S5xfQIwJc2449KSDXqUc5ElbCu/8farUFt568OAvgM9uJJ\n", "YYYJ/nFzx4ALTo+XN/FUsRJl0PNu8B1WFyeGSP0ouFKqMjnvcrlubFnHucXpYnUawBeBIQiCYsoK\n", "SylbLSFMBIYgCPhLRb3oC5GZYsBt55SEfA0gicCwyQsYeYw57cLyQBQGO6BWopcTMOSv02zQi6u7\n", "AoDGMOKiH97EM3FSSNRMhgA+lcnv0cJO4P359sfaeAEDAC6cmC0+tlPhflS3W/Hc7tPi9rdmFeJC\n", "JpomVmLN95SbBEYSgaHX6TCbqY5TyYjMrNhYmpUSFIkUbQQGELo6UaxVSKJhuPJtDXpdkNdMrMKh\n", "Ua/D2WVZiiJupKRxpVR9AihXhUbmfkfjgyHnfwFEdg84AUOlB8aGQ22iV8iZJbwoThCJBOX/E8kO\n", "9YHIIQFDgV67W/zRz0wx4P7FE8QVpK8a+/HOkQ7F10pXSE522bnVZM7/Ii9VNlSfdY+PVyUSp8fL\n", "GUT2hsi3ZydS9140HrmDqQDzSwJ14/c2BMSQw0z6wfRCC3dNxZlmcbWzz+HhSg+6vQJnShbv1XCz\n", "QS+uTAvwpQ6wA041VUgAX/i8n3arC91sRRDJsdgIjNO9jrChxk6Pl4tQOWNsJqYwg82aThv6HB7R\n", "KDXNpOcG3yx8BEboCJ4Pj3diG1Mq+McLxytWDWBhJ95sFRJ2gM0OvBcyE+ZtJ7oUK/T4YVNIskIY\n", "JJZFUTaWFTBiDWWPFXa1PVSflIPrO5bgCIwmmQgMf4rahRMCQsQXDb2wS6JXrE4PHv34pPh5m5Kf\n", "htULwgtbw4mcgBGJBwbAC6sHme9FpQokfuQEjEhTarhSqkERGOEFu5GM9Dslku+Y4SBNEoHhdHvF\n", "7we9Tt7MmPXBiDQiIlr/CyB6Dwyr04P3jgbGKivnFEX8WoIgCIJIVEjAUIBNH8lNM2FmUTqumRv4\n", "8f/7ntOKq6XSAYYAPnWiJkQFEj9cKdU4GXlWtQxw3gOh8t77FKo/zC/LEv9mozSqJP4XLDqdjvf1\n", "YK6nbcAZKH9oMaka1EUKa+RZ3WGDyxMQANgyepGQb+FLqYbyo0g3G8QICZdHCHKzlua6HWuzipUh\n", "SrJSkJ9uQp7FKKZq2Fxezk8l1MpjaYST+oYeO/72aYO4/V/T83FReWQr7JF4YLACxrQCC2YMfq5d\n", "Xp+vQihRR+kzKEVtuozN5RF9XYySqBotYFfbY0sh8X02x2QG0mrarS7YXB4uisu/8jsuJ1X0aXF4\n", "BE6QFAQBf/20XozeSTPp8culE+PeP2PN95xZlC6WKwZ8YnOkk/85jL/MV4194meY9b8YJyNWyK3I\n", "RxyBwVYikZRSjUcVErUMZ76ttFyx1sKhH4skAqOxzyGmTo7JMMt+5vlSqpH1WTn/CyCyeyAtoxoq\n", "ApTlg2MdYgnvsuwU0TeEIBIRyv8nkh3qA5FDAoYCcqkB35lfLK5u2lxeLtyff23wgOYgE6IcqgKJ\n", "H3bCf6LTBlccSi7tlfgOyJlzAr5IAP9qrEHH5wifXRoYeFU294uCiNTAU8q0gsB1spOplv/P3r3H\n", "R1Hf++N/zd6y2VwJIYEESICAICAIlotSBEFFRUtRWz2UYy/K99TTek7bn0fbX1vb06ptvRzbfls8\n", "tqfVY1urVrygiAIiGi+gRBCIKBBAIQkh9/ttd75/bHbymc3s7kyyuzO7+3o+HjwemWUz+8nnM7M7\n", "89735/2JYf2LALEORqWQKWI0+wJQZ2Cc7ehDU2f4bI5wKePBVNNHBm6uJElCmdB37302eJOZF2L6\n", "CKC+qa9u7YFP44K3z+vDvTtPKGM9ISdNVeckklBTH4JXxgiQJAnfWzpRKbz4SX0nnvrwTMj966mB\n", "Aainy+hZiUQsfJmf4Yy4qlCsif1otIinKgNj4Nh02CTVt9sVp9uU1Pgct0N1DIvTQd462YLmrj68\n", "fqwJv9p1EjuONin/d9tFE1T9bBUuh02ptwPoq38RMC3fA9dA8ONsRx9uevIQnthXiyrh/Tm4gCfg\n", "fz8JTprT+96lrovTrdyIyrIcVMQzPlNI4ik4u87s4rkBwRkYYgBLK9sGCJpCojcDY5j1L4CB+koD\n", "x2p3v085n8Px+mQ8d+issr1m5hjT3+uIiIiigQGMEMQMjMC3LS6HDXOLBi88gpfSC9BK8RRXeDgW\n", "poBnQI7boVwU93llnGwaeSHP4JVDQmVgtHWrv/kWC/YVZLqUbyV7vTIO1raj1+vD0frBv0mrAKRY\n", "00NMZ4/HcpZierc4DkZWIAnIz1DPRW4UM3U0CoJOyhu8YRH7CBg61039Dd3gcSbOWX7/1OBF8Kgw\n", "7c92O5Sb/h6vrHlMPra3BkcG2uS0Sfj+8tKQU1K05KSHmEISIoABACWj0rF+/lhl+y8VtSGnkujN\n", "wBhvcMWVE8LrWeEmSpxC0tLdr/vbVUAdwBCPTfFGflfVYCBiWr5HdT6LdTBeO9qIL/31IO7ZeUIV\n", "vLh8Wh5WlKmXTI6WaMz3FM8VvdNHAMBpt+EqYTnJzj4f/vx+DXYLQUKtKSQOm6TqX4/TFjbAJsr3\n", "OJUb5rYerxJw6+j1Kplo6U7bsJcXNSqe822DgzxWmUISnIFxSijgGbwCSYAqA0NHDYxQ9S8AfWMg\n", "SZJ6GomOOhh7T7cqywtnpdlx6dTYnMNE0cL5/5TqeA7oxwBGCKqpAcKNmnjDEzwlAPB/k6Z1s/jx\n", "2Q4lsyEwx9omQVXsMti0EDf9w9HS3T/kBro1xM2Supjc0BvH+UHTSI7Wdynz5Iuy05CrkYkg1vQ4\n", "Ut+lvK6YgRGtpRmDiVNIxOVr8wysQBKQH5yBEaGehri839GG0GPY75NVwZXZwvx8sZCnGPAJl4EB\n", "hJ9a0d7Tj2eEpfW+/rkiw0sRhppCEmmZ2utnFypTpMJNJRGzOsIVNTRS7wMAXhdu6GeOHZotFG8u\n", "hw3ugVUUvDJ0fbsK+L9hFd+nxL4W++RdoXCv+J4C+M/LwDGtNZtnVmEGbl08Xld7zHLp1DykO22w\n", "ScBKg4GWf1lYjJ9cOklzWgigPV0EUH8zX5jp0r0qiyRJOF+oIxQILqmmjyRh/QtAHbBIc+gP+sRa\n", "cAaG+F4ZMgPDYywDY8fRRuVno/UvtF5TTx2Mj+oGP28umZJnKDhNRERkZQxghBBqasCYTPEGdmgA\n", "o7NvcPpFml1SVtXo9co4Wt+FE41dyo1CcXaacuOiJZqFPD843Ybg+xOv7J8KEyxSKrM4jaTidKtq\n", "+si5IZbfLMx0KRes7b1e5ZshcUnamGVgCPv1Cp0wnNoH+UIAq6GzVzVdSKsmhRh8OBIUQBLnuh2p\n", "71SOm4JMp2raS1mILJ1I1feLw2QmHKjtUPpicp57WEvrZac5lBVe2nq8ShBCaxlVkd0m4f/TMZVE\n", "bwZGQaYLjoF9NXb1o7M3dCHM9p5+1Uo8K6ZY41vJSCuR9GgsD9vU1ae8l+S6Hapv7cVMBLE457Sg\n", "IJUkSbhayEKwScDMwgx85fyxeHD1VNx31dSY3vhEY77n2Kw0PHHjLPz1hllYODEn8i8IJEnChSW5\n", "+MO1M3DbRRNUSwP737NCrfIjBDAMvm8tmzxK+XnnsSbIshxUwDN+N5rxnG8rZjNMyEmzxFK8gDoD\n", "o6vPF3EFEkC9/HakGhh17b34277B97fPTxql+n+9YxBcByMSMdPsnDFcecRsVVVVePrpp/HCCy+g\n", "t3fotSNx/j8RzwH9kvOrnigINTVAzMA42z70IiL45m1mYSZq2vzfvhw8044MoWhkqPoXAaoAxggL\n", "ee4Nmj4S0NrTP6SQZWt3+BvH88ZlwmGT0O+TUdXYjbdPtij/p1X/AvDfKEzL9yh1OD4524mi7DTV\n", "iiTxqIEhGukUkrMdfch0Dd4camV0lIxKh9Mmoc8n40x7L1q7+zWzWsT6F+eNVc+PHpedBo/TNuSb\n", "+XBTSIDwGRgf1gxORZlXnD2sudF2m4TMNLsSaGjt6YfbYVOKxjlsUsi5/IGpJH96rwaAfyrJook5\n", "qowkvTUw7DZ/oDCw/OXp1h5VDRnRmydalGyhcWleTBxljboOWWl2BOqztnT3q1Y+2Fx5Fr9/5xTO\n", "G5eJe1aVKSv8BNfyEGmtnAAMDWAAwJfnFGLK6HTIsn9ljgyDhW2twOOyGy7IK7LbJKyekY9LpozC\n", "pkNn8dGZDlw7O3RQb4pwnJaMCv8+HmzhxGy4HTZ09/vwWUsPqhq7Ima9JYPCLBe+dsE4vPtpC746\n", "3zqr2biDMzBaxQBG5CkkkYIJj+w+rQQgJ41y44pzRg+rneLnVX1n5BtgcZnzEou8z6Wq5uZm1NTU\n", "4Prrrze7KURESYEZGCE0qaaQDF44iGmwWlNIxIuZPI8TswoHb+gPnenQVf8iYKpQvPFEUzd6Nb6F\n", "1UOWZVUBT4dQga5No5CnKgNDI3U/3WlXFc4Tb75DBTAA7YwS1RQSAwX4jBjtccKucX8+nAyMfGPl\n", "kwAAIABJREFU0UGpww2d2sdJgMMmqW7KxfEX57odqBELeKoDGDZJwmSNqUYRp5CEycAQl9M9z2BB\n", "OVHwNJLGoOkj4b5lDZ5K8nhFrer/9WZgAOobjXArkbwmpHJfPXdi2H3GkyoDI6g2zdMH6uCVgQ+q\n", "21EhnMfqAp7q4F+RxrmUl+7QzIixSRIWTMjBwok5cQ9eWG2+p8dlx1fOH4u7V03BvOLQKzYsnzJK\n", "WbFn7Uxj2UvpTjsWlwxmirxe1awKGufEMYAR7/6/ce5Y/Pqac3C+kMVnNjED40x7rzIdLs0uDQkM\n", "BqiKeHaFXhWk4nQr3hCWqP7XCycMWTZd7xiInz0NHeGzPnr6fageeM+XoF6+l+Jv3759yMjIwKZN\n", "m/DJJ5+Y3RzLstrnAVG88RzQjwGMENTLqA5eUI7OcCpp8w2dfegPmjgevITkzMLBm8NDte2qGgyh\n", "llANyExzKN+i+7MdtIsdRvJZS49ys+Nx2lRBBq109VYdN47zxw+9AHU7bGFreoiFPI/Ud6LP61MC\n", "ABLU03OiyR60KkPAcAIYLrtNucHwyYM32TYp9I2HuIrIEY06GF6fjINC/QutgIJYyDMgcgaG9k19\n", "R69XCaRIgCrIZpSYct/S1R+2gGcwu03Cty+aoGwfqG1X3QjozcAA1MGaUyEKeda19yqFUm0SsHzy\n", "KM3nmSFbNYVk8Pzr6PWiVgjyvSNkO6mXUA3OwBh6vIfKSiHjnHYbvvP5ifjRikkRz0Mt4jSS1481\n", "qTMwLFIbIlWINTDEaX7FOWkhM9M8Lrsy/bPPK6NdY9pan9enWqL6kimjRhQsHq2avhg+6+PT5m5l\n", "ymhRdhrSwkxVpdirq6tDc3Mz1q5diyNHjsDnG/mqckREqSzhP9V6vT4ca+jULAI4EqFqYLjsNmVK\n", "iQz1TQQwdAWGCblpygVpa48Xh4XCWpEyMIDoFPLce2pw+sjcoizkCgGZSBkYoW4c52t8O3nOGM+Q\n", "b5dE6kKenahrH5zDP9rjHFZhM73GasxTH84UEmBouj7grwcR6m8vE4IPR4UxDMx1O9rQqUy7yPM4\n", "lKV6VfvIH1kGRk1rj3KOHDrTrvT7lNHpyBxB0cDgDIzgDKRIykanK8dYS3e/UqnfJ6tvCiIVNlRl\n", "m4Qo5Pn6sSblon7OuCx89MHuiO2Ll+CVSAJONKmDlu982qIsiau1hGpAutM+5PgILuBpBak633P+\n", "+CxkDmS7nGnvxR5h5ZNI2UbRlKr9LxIzMMRzL9T0kYBIhTyfPXRWmdbmcdpwy0LtJar1joEqAyPC\n", "FBJx1bJSTh+xhKVLlwIAiouL0djYGPJ54vFQXl6eUtsbN260VHtaWga/MNCjv9/YMug0ckb7XBxT\n", "s48vre2NGzdaqj3x3jYiqldKmzdvhtfrv+mYMmUKZs+eHc3dD3H7S0dwoNZ/M/Y/183AhCilSfZ5\n", "fUoWgk0aOie5IMOlpMqf7ehTTX0IDmBIkoSZhZl451P/SRO4gRqV7tB1gzc134Odx/yV6o8MM4Ah\n", "pp3PL85SZXIEp6sD6m+AQ83HnjI6HdlpdlW2RrjpI4D/JivH7UBLdz86+3z4oHqwXbEq4BngH6N2\n", "1WPDDmB4nKqpIED4FU3EqUDBhTwBqPrh/KIszWkXUzQyW7RWexFluOzIdTvQ3N2PPp+Msx29GJuV\n", "plqudfYIvhEE1MdHc3c/eoUqqXr61yZJmD4mA+8NBNk+qutAcU6aallJj9MWNjAGAOPD1PsIeO3Y\n", "4EXjirJRQF2t5vPMkCNM1RKzoo43qoMxDZ19OFLfiXPGZKC+M3QNDMBfB0Os5aNV/4LM4bLbcFFp\n", "Dl75xH9Miu/RyVoDw6rEDAxRqBVIAvI8DmWaRmNXP0qEhK6zHb34izAlbv28ccP+vAkYbaDuhhj4\n", "LA2TFUnxMW3aNFRVVaGsrAxNTU2YOXNmyOeKKeTB6eTJvj179mxL/f05OTkAzkIvh4Pv3fFmtM/9\n", "Y+pn9vHF7aHbFRUV0CuqX3m73W6sWbMGa9asiXnwAgCcdkm5yRELVo1Us3ADkese+s36mDB1MBo7\n", "hn4DrbVUo57sC8BYIc8/7D6NG/92EI9X1Cjf0vZ5fdgv3LDOK85WfcOnlYHRqiMDw26ThsxjjhTA\n", "CBTyDHjz+OBylrEq4BkQnIGRZpfgCXHhGklwvQEg/Iogk0alI3AInW7tUbItAifvB6fVAQwtJaPc\n", "qtolOW6HajsUdWaC/2JbDGAEFww1Kjdo9YxGVQaGvg+WGcLKNYEVbYzUvwDC1/sAgOONXagaCAa4\n", "7BIuKs211FzD7BA1MLSmjQWK5oqrIOV7hh6TwZk8VpxCYqUxiLdlIaYwxXMKSSr3f4AnxCo7oVYg\n", "CRidHjoD45Hdp5XVf0pGufGFMHVSdNfAyBBfr1/5jNdyghkYljJ37lzs27cPzz77LJxOJ5zO2EyX\n", "TXR8P6JUx3NAv6gGMLxeLzZt2oRnnnnGUBRluEpHiUUuh1cfQkuTuDSmxrcmBcKFRHAAQ6sGwKxC\n", "jZoGOr8VKRudrtTcONncrVoSUXS6pQdPH6hDQ2cfHq+oxU+2VaGj14uP6jqU3xmb5UJRtkt1gayV\n", "gSHePIZL3Q+eRjIjxBKqIjEbQQysxDoDIzhAMjojfIHJcLQKIYabB+9y2FQXkWL2Rm+/D4eE+hdz\n", "QwQwnHabqpL8qAjTRwJUK5G09qCz16tMRZIwtGCoUTlCO4KnkOj9xlEMfA0GMIwtKzna41Tmebf1\n", "eIfUdhGLdy4uiX+xykjUU0gGz7/jGgGMQB2MhjCrkADqlUjyM5zDqvlCsTO3KEsVAAxgBkZ8pbu0\n", "L4OGO4XkZFMXdlUNFu789oXjdQWbI3E7bMq0o36frJruEky8HuIKJNZw3XXX4Ytf/CJvUIiIoiCq\n", "AYxVq1Zh7dq1uPbaa3HmzJnIvzBC4gdzNDMwGlUrkAy9mBQLQgYvpap1A1eWnw5n0DIYkzWKMmrx\n", "uOzK1BifHDoLQ1wWEwDe/bQV/775E2z9uEF5bF6xf3pCllt/Bka4AMYF47OU1T0mjXJHnNIAqOfh\n", "i2VLxsY8A0P9bVqejraGElxvwL+/8DcdqjoYA4U8y8vLcaiuQ5l2MT4nTbPY6OA+BoM/4TI+RMGZ\n", "CZV1HUq/T8pzj/hmKSdoCol4U603gDG9IEMJ0lU1dqGrz6trGpNIkiRVsOaUMI3EJ8t47dhgts8l\n", "U/IAWGv+f47qnPSff7IsqwIYgXugE03dqG7tUdXA0ApgTMwd7I/pFqx/AVhrDOLNbpOwdHLukMcj\n", "1XuJplTu/4BQGRjFIZYiDggVwHhTWHVkcUkOzhsXfsUVI2MQvAqWlo5eL+oGrkscNini30FkFXw/\n", "olTHc0C/YV0p1dfX46mnnlI9tnr1akycOLgsYaQUufLyciUSHRgwo9ul55yv7O+j040AJo1of4Ht\n", "PR9+BMD/oZ+X7hzy/w2fHQPgDyrUdfQq/3/RRRcNWYUEAPa88zbGudz4tEsoFnaiEphyka725Mtt\n", "+BT+fe2rbkPrsX1Dnr+9Og3Bw3myqVtVzCuQMXHq2CdK+9u6+4f+fW2dCMS2stz2sO37j2UleOH9\n", "Y1iUPXiDGO75oebhnz35CTA9X1d/DGe7vV8CIARPOtWFfIzsr/b4xwDUGTTNtZ8BKA75+7ZWBwLH\n", "1NuVJ1DQ7F9KbZ8wfSSQfRHq9ctGn4NX4M8k8LYPZhSEa6948Vrd0oMP7eJyreFfT892uCKegUyV\n", "SPv7YM87yHel42yvDT4Z2LRzN1r7JASO0Z7WJl3vF+NzipUpFzvfP4Bzr1oEAPjbtndwtsM/Xllp\n", "dvR+egDlnynNjMnxZnS7ttuGwDFV09iK8vJylM35HDr7/NlT6TYZ5xXnYPdAscc/7NiHPp8/2OW2\n", "ydi7+50h+1+8+EIsnJCNqjPNmIFaAJMt8/dy27+9bPIovFBZD9HHBz5AnUu2RPtSYXvv7ncAqKc/\n", "euyyEjgN9ft5hTOU53/8aQ2waDwA4NVDpwH4P+uXTx4V8fUPHDigu715HidONvs/0xs6+zBl9NDn\n", "v7BrNwLvJeNz0rD7nbdN7d9E2PZ4rBngJSIibZIcagHzYTh58iRKSkoAAC+++CJWr16t+bwdO3Zg\n", "3rx5I369rj4vvvDYhwD8306+8NU5UVnJ4q8f1OKxvTUAgC/PKcQ3Plek+v9P6jvxrec+BuDPPPjv\n", "a/0XMu09/Vj7uP9iJN1pw/M3zVF+50/vVePv+/1ZKWl2Cc/dNCdiYcKAXVVNuPu1EwCAcwsy8NA1\n", "01T/L8sy1j1xSCnqd93sAjxfeRZ9QkFFmwQ8/ZXZyEpz4GBtO7774hHN/cmyjNV/3o++ga/pN391\n", "TlSXYJNlGTf87aBqmVoAePRL52quvhHN17360f1KtsMXZ47BNxePH9a+Pm3qxs3PfKR67PvLS7B8\n", "4Jt9LYfOtOM7m/19XjLKjT8MHDO3Pf8xDg9k1fxoxSR8ftLQb2QD2nr68e3nP0Frdz/+87LJmKVj\n", "+sexhk5881n/sVqcnYYctwOVA9M0Ir2eHkfqO/GvwrlQ09arTFl6Zv1s3SsqPPjGp9j6iT9b6Buf\n", "K4LbYcPv3jkFAFg9Ix+3CcuthvLn96vxxD7/OXbj3EJ87QL/eftfb36KlwcykfTuK97OdvRi3ROH\n", "APizef6+bjbeOdmCu7ZVAQDmjMvE8imj8NBA5CVQDBdQH0+UWHyyjK/8/ZAqm+bZfz7PclOckt3V\n", "j+5HjzA9c2ZhBv7r6mlhfsO/utf3tx4D4D8/77tqKmraenDTk5UAAKdNwlNfmR3Vsbxv10lsO+IP\n", "Xn9nyQRcMRD0F205XK+8TyybnIsfXDIpaq+frCoqKrBixQqzmxG1a2OKjv3Vbbh9y1Hdz79r5ST8\n", "dPvxqD831s+3UluMPt/ovu+7sgxzQkzVJvMZeS+O6hSSkydP4umnn8bTTz+Nc845J5q71pTutGPc\n", "QO0EnwycatZefcCopi5xCdWhN2DiFII64cIz3Pz/WUIhz8mj03UHLwB1XYTDZzuUIpAB1a29SvDC\n", "47ThG58rwv1XTVUVUTxnjEe5mcwKUwOju9+nBC9cdinq68cHF/IE/LUYtKZlRPt1xToYI6kHoJWu\n", "H2lKx+S8wVomnw3UMmnv6VfVo5gTYUWQrDQH/nz9DPx93SxdwQtAXcixtq1HtRTvbI3iskaJGRi1\n", "7YPBC5ddUuZr6zGjUF0Hw2gNDCCo3kdLD47Wd+J+4YIfAFZM0S6caDZx2kBrj3fI9JFJeelYNDFH\n", "OYbE+e+xPncodmySpCrmaZcw7OLCNHzBfR6pgCeg/gwJfPa/dWIws29ecVbUA1HidUV9iCkk6iVU\n", "uQIJEREln6heKS1duhTXX389rr/+ekydOjWauw4pFoU8G8Uinho3prluh1LToqPXqwQUxABGcI2F\n", "+cXZWFySg1HpDqw7f6yh9uS4HUr9A5+sXkUCAD6sHdyeNTYTdpuEGQUZ+L9fOAcLJmSjMNOFr18w\n", "mEWSHWYVEr0FPEcieDWE0RlOOKOQOROJWAdjJEvaeVz2IRe8kWpqpDvVtUyqGrrw5GvvKfUoyvLT\n", "ddd6MJJllO60K3+rV/YXfwOAklx9NUsiEYsQdvUNfoMZWEJYr+CVSFoNrkICqIvuvXWiGbc+9zFe\n", "PdKo/M1F2S6cKwRKrDTXMM1hg3sgWNjvk9HZ5xsSwMjzODFdo1Cu1gokicJKY2CWZUJQLc/geTNS\n", "7H+/9KA6GJGWUAW061G8dWKw/sWFpfqy24yMgZ6lVNVLqLKAJyUOvh9RquM5oF/Cf9VTGoNCnqoM\n", "DI2lICVJQkHG0KVUteb/B9htEn566WT8/Z9mYcGEHBglLq/5QbW6YKdYwPM84Vv8/AwXfn75FDx+\n", "w0xVylSm8I12W496OTZx9YZsd2zSmKcFFRSMdQHPgEun5kGC/xv9BROyIz4/nPygpVRH6VgyVCzC\n", "ebShE8c7B/s31PKp0aBVxO28CNkeerkcNqRrfGNsNEA0MdetBIWauvpxVMgU0buspHjT4Q2aGHfO\n", "GA++v7w0rjeHRonnW2t3v2oJ1ckDNyKLS4a+d2hlBFHimDo6Hatn5CPTZceNc40Ftyk6hmZgRL7x\n", "z0qzwzmQSdnZ50NNWw8qB1aUsknA4okj+4zRIl5XiAWTReJ1UEkuMzCIiCj5JHwAQ70SSXQyMMQA\n", "RqhvqQsyBx8/26ERwAhxAzfcG6jzi4UAhlD4UZZl1XKkkaYhAP4lOQMXbD4Z6BSmpLSqUvfjk4ER\n", "6yVUA5ZNGYW/3DgTf7lh5ohX3xBvGp02fdMlyoS/+0h9J87Ig2MaavnUaND6NjFaAQxAPY0kwGgA\n", "wyZJmC4spxqo0wHoPw6z0+zIF17XLvnngP/6mmn47RfOwTlj1FNmrLacnZjxdLajD6db/VPiJAAl\n", "A5lmF04c+q1uIgcwrDYGZpAkCbddNAHPrJ+N1TOG1jSIJfa/X3AGhp4pJJIkqQLXL31Uj0DcdFZh\n", "pu4MNyNjECkDo7mrT6kvlWaXMDZOn61E0cD3I0p1PAf0i80dahyJU0hORikDQ5xCEmp5THG5y8CS\n", "ZarfG8EUBS0zCzPgtEno88k42dyNhs4+jPY4UdvWqxSA8zhtquU6w8lKc6Czzx94aevxInPg5qlt\n", "GKn7Ro32ODHa41QuwArjlIEBAGMyovNa4o3yKI9DV2BqqpCBsfdUmzKH2WmTdNe0GA6tDIzZUXy9\n", "HLcDtW29qsfyhnFTfW5BBioGgnPiErt6MzAkScJ3l07EpoN1mJrvwdUz8odkyliZGAg6UNuu9EFR\n", "dpoyvWRCbhqKs9OU4AaQ2AEMGmTl7KBkJ2ZgSACKsvQVlM5Ldyqf/+KS5ReVGs+y1CNSAEO8Bpo4\n", "ym2o1hYREVGiSPgMjPG5aQh8Rte09aKrzxv+FyLo6vMqhQiddilkES7xRvis1hSSKAcw0p121fz9\n", "QBaGmH0xszBT9wWLrW8wW0XMuojHFBIAqkKe4xJwnXrxpjFSAc+AKUIAQyzAdm5hhnKDGgtFQd8m\n", "js9Ji2qALRoZGAA06zsAxgJpF4zPxj2ryvC1C4oiBi+sNtdQzAraJ0wTm5Q3eNxIkjRkGglrYNBw\n", "sf/9xGlwhVkuuHS+H4vvo2LdngtL9K/uZGQM8jxOpZBvc1e/Ut8n4AQLeFIC4/sRpTqeA/olfADD\n", "Zbep5qt+2jyyLAx19kXogmpjxAyMwBSSjtgFMADtOhhi/Qs900cCxNiEmHURjwwMALh2dgEyXHaM\n", "z0nDEp3FzqxEvDkeFSJLJ1hmmgNF2UNvNmM5fQQYmoERzekjQBQDGGO0V0XJimEgzUrEKSTiFJrJ\n", "QYX4LgwOYDADg2hExCkkeqaPBGgFgstGp8dsWqTDJiF34PNGhnq6KxBUwHMUC3gSEVFySvgABhDd\n", "Qp7NwgVBuBvTAnEp1YEUUnUGRvRv/oPrYATXvzByYzpx7GjlZzHrQszG0Ju6PxznjcvEU+tm4Y/X\n", "zYj6UnPxMK84S8n8uWC8/mJtWlN8YlnAE/BPQRDDcOdFebpKtAIY2W6H5s1DrAJpVptrmCMEavqE\n", "KqRiBgYAzCjIUJbHnZCTpnuZWSuy2hikGva/n5iBUZyt/8ZfK4BhNCBvdAxUS6kGFfLkEqqUyPh+\n", "RKmO54B+CV8DAxgo5Hnc//OJxpEV8mzsEpZQDXMTpq6B0QtZlpWl1IDo18AA/NMuMlx2dPR6Ud/Z\n", "h/dOteLswAVMutM2pDhmOFkhllIdzvKVwxWPpVNjpSg7DY9cOwP1Hb2GMijK8tPxxvHBpfY8ThvO\n", "GaN/3IYjzWHDxFw3TjZ3wy4Bc8ZFN2ASrQAG4L85P9UyWN/B47TBkSLzuEMVlp0cFMCw2yTcs2oK\n", "3jnZggtLc1g7gWiEZhRkADgLwB+c1mu0xpccsap/obymx4mjDf7rHPFLE1mW1SuQMAODiIiSVOLe\n", "QQrEbxpGmoGhWkI1TAaGOIWkobMPLd396BuYj+px2oZUNY8Gu01STRN59P0a5edZBupfAEBLXbXy\n", "s5h10RanGhjJYGKuG/OKs2EzcAM5NSgD47xxxsZtuG5bMgELJ2TjO5+fOGSJ35GKdgBDFMsgmtXm\n", "GmZr/K1uh00zHb0oOw3Xzi7AOJ3FBq3KamOQatj/fktKc/HDFaX4yaWTsMjA8qfBX1SMz0nDxFxj\n", "gQOjYyC+f4tfmjR09qF9YEUxj9OGMZxaRgmG70eU6ngO6JcUGRjiFJKRrkQiXhCEK87odtiQ43ag\n", "pdtfSCvwjQgQm/oXAfOKs/D2yRYAUL2mkfoXAJBuH0xRD1UDQ+uGikamLChLJtbTRwJmj82M6soj\n", "ouAARrrTBs8wpwXNCCrkmcjTI4zSCgRNynMbCpARkXF2m4Slk0YZ/r3gAMZFJbHPiAo1hSS4gCcz\n", "s4iIKFklRQZGUXYanHb/h3V9Zx/ahIyCUNp6+vFRXQe8QVW8m7r0L4UqfsNxWCi6F+1vuEWhbnhn\n", "GwxgnDd9qvJzqBoYqXTzGC85bgfGCd+oG0lXtqrcoEylkQTwSkelq1ZkiWUGhtXmGmplPAXXv0g2\n", "VhuDVMP+H5khAYxhFKQeSQ0McQqJOH22NI/TRyjx8P2IUh3PAf2SIoBht0mqtM1IWRidvV7c/I+P\n", "8G8vfIJH99ao/k+dgRH+5kmcRvJRXafyc57OZTWHY3xO2pBVB4zWvwDU8+2ZgRFf/2dRMUpy3bhx\n", "biFKkqDQWnDmwEgCGHabpKoJEstCslajVQMjuP4FEVlHrtuBwoHrgIm5bkyLcT0jIEwAgwU8iYgo\n", "RSRFAAMwthLJh7XtSqbFy4frVVkYRjIwCoSlNA+fFTIwYjiFRJIkzAvKwphZmGG40OHxw4eUnwNZ\n", "Fz5ZVmWvZKbQzWM8XViSiz9cNwNTu6vMbkpUBAcwRlrA9lyhDkZWiMKW0WC1uYZaAcNkz8Cw2hik\n", "Gvb/yAQK6t78uSL87LLJw5ruZXQMxC8wTjR14f1Trej3yUEBDGZgUOLh+xGlOp4D+iXNV+wlqgBG\n", "+JVIjguplq09Xhxr6FK+OWnUuYwqABRkDl5IiJkLsZxCAviXU331SKOyPZxVJbRqYHT2ehGI5Xic\n", "toReJYTiJ7BSSP/AwTPSAN5l0/Kw6WAd+n0ylk4ynpKdqNIcNqQ5bOjp9ymP8UaEyNom5LoxwWDh\n", "zpHIF744aezsxw+2HkNWmh1dfYPvG1yBhIiIklnS3KGKKZORppBUBS21+v6pVgD+DIRmcRnVCFNB\n", "xKVURbHMwACG1sE4z2D9CwBYduEC5edA1kU8l1Cl5JnrJkmSKgtjpMd/cY4bf183G3+5cZahJWqN\n", "smL/5wh1MMZkOJP+PLTiGKQS9r/5jI5BjtsxJLDb1uNVAsg5bkfEaxciK+L7EaU6ngP6JVEAY/Ab\n", "h+ONXZBlOeRzjzeqAxzvn/YHMNqFiwCP0/9taDhmBTDyPE7MHyj+OD4nzXD9C0AdoGjv8cLrk1XF\n", "PFnAk4yIZgADADJc9pifR1YkTiNh/Qsi0vL/X1KKh66ehi/OGjOkJtb0ONThIOO6urpw7733orq6\n", "OvKTiYgorKQJYBRkupDu9P85rT1eVSaFqLffh1Mt6gDGR2c60NHrVU0f0TOPX6yBIYrHjdcPV0zC\n", "j1dOwgNXTTVc/wIA3nn7LWQMLHUpA+jo9aoLeMaw9gD5JdNctwm5acrPiZK+bMX+F8+7ZK9/AVhz\n", "DFIJ+998wxkDSZJwbmEGvrloPP5yw0w8dPU0XDtrDFaUjcL/WVQcg1bSSO3atQuXX3652c2wNL4f\n", "UarjOaBf0tyl2iQJJbluHD7rXw3kRFM3RmkEEk42dyNo5VR4ZWB/TRvSHYNZB3pSMHPTHbBL/t8X\n", "jbSIoR4ZLjuWDGPJNlF2mh0dvf6gRVtPv2oJ1VRa/YFG7qvzx8Eu+VcQSYUb71gZKyyxG48VDYgo\n", "sdkGghnnFmZEfjKZoqmpCR6PB253YgT3iYisLmkyMAB1HYxQhTyPN2o/vvdUmzoDI0IBT8BfgTw/\n", "KAsj02WPOPXECpYsWaKaRtLao87ASPa591aQTHPdinPcuHN5Kb44q8Dspuhmxf6/fnYh5hdn4arp\n", "o7F4Yo7ZzYk5K45BKmH/m49jkPzKy8s5zjqwjyjV8RzQL6nuUkt0LKUqBjDOG5uJD2vbAQB7T7di\n", "nPDtp1b2hpaCTBfOtPcq24k0bz9bKBjY1tOvqoHBKSRE8Veck4Z7rygzuxlERBQlZ86cwQsvvIC6\n", "ujqUlpaiqKgo5HPFYEcgnZzb0dn+4JOTaPPakZPj/3KgpaUFAEJut3eFXxAgWH+/9tR1ih2jfd7S\n", "0gIMFIfXc/xkFEyALTNv8HcR+njxtTeio+4zyxzvibjt8ejPPE6qu1SxkGeolUiqhAKeq2fk45P6\n", "TnT3+1Dd2ovKug7l/yItoRogLqUKxGf6SDSUl5cjK228st3a7VVWIwFYxDMe+K2Mudj/5uMYmIv9\n", "bz6OQfK7+eabAQCVlZXIzQ0/9Vc8FoKPi2TfDn4s2vu3Zebh51uOAjgb9Kra23etnDSkfeE4HEl1\n", "S5UQjPZ5INgA6Dt+9le34fYtR4P2on283HdlGZZMKzG0/+BtsQaG2eejGdsVFRXQy/pzHQwozVNP\n", "IdFaiUTMwJg2xoM5whKk737aqvysNxARXMhzdEZiBDAAdZ0Lfw0MoYgnp5AQERERjVhjYyPKy8tx\n", "8OBBs5tCRJTwkiqAkZfuUDIHOvt8ON3ao/r/ps4+NA9Mk3A7bBib5cL88dnK//cL1T31ZmCMCVpK\n", "NVGmkGjXwBCnkDADI9b4rZu52P/m4xiYi/1vPo5BasjLy8OGDRtw2WWXmd0Uy+K5QKmO54B+SRXA\n", "kCQJM4VK3O991qr6/yoh+2JSnhs2ScIF47M095WnYxUSQGMKic7AhxVkBWdgdLOIJxEREREREVlT\n", "UgUwAGDBhMH5TbuDAhji9JHAiiXF2WkoDMqiAPQX8RyToFNI/DUwhAyM7n51BgZrYMRmI+OkAAAg\n", "AElEQVQc13s2F/vffBwDc7H/zccxIPLjuUCpjueAfkkYwBicEnKgph1dfYNZBVVCYc/JA/UyJEnC\n", "/KAsDAlArs5VOAoSdAoJELwKiVdVA4MZGERERERERGQlSRfAKMh0YXKefzWSPp+MitNtyv8dV00h\n", "GSz4eUHxYNAD8C8hardJul4vw2VHhmswEJAoAYzgGhjN3f3o6PUHMCRA9TdRbHCum7nY/+bjGJiL\n", "/W8+jgGRH88FSnU8B/RLugAGoJ5GsmdgGonXJ+NTIQNjUt7gkqtzizIhxiuM1rG44pzRyn60pqNY\n", "lThNpEYoeJqZZtcdwCEiIiIiIiKKh6QMYCwUppHs+awVsizjVEs3+gZWGRmT4VRlH2SmOTB9zGDx\n", "T731LwI2LCzGX26YiV9cUQZJSowb/+AaGJ19PuVnTh+JD851Mxf733wcA3Ox/83HMSDy47lAqY7n\n", "gH5JGcCYXpChrLDR0NmHYw1dqGocWv9CJK5GkjeMaSAFmS7YEiR4EZDhskOrxSzgSURERERERFYz\n", "7ACGz+eD1+uN/EQT2G0SLhg/mIWx+7PWkPUvAq44Jx+5bgfS7BIunZoXl3aaacmSJbDbJGRqBCuy\n", "dRYwpZHhXDdzsf/NxzEwF/vffBwDIj+eC5TqeA7oN6w71a1bt6Kqqgpr1qxBUVGR8nhtbS127NgB\n", "u92Oiy++GOPGjYtaQ41aOCEbO481AQD2fNaCbGFahFYAY3SGE3/7p1no7vMiM4WmUGSlOdDW4w16\n", "jBkYREREREREZC3DysBYtWoVli1bNuTxPXv2YN26dbjhhhuwe/fukbZtRC4Yn60U5jxc14nKug7l\n", "/yYLBTxFDpuUMsGLwDwrreki2SnSB2bjXDdzsf/NxzEwF/vffBwDIj+eC5TqeA7oF9UaGB6PR/nZ\n", "5TJ3NY5stwMzCvyFOWVAyTJw2iSMz9EOYKQirYKdzMAgIiIiIiIiq4lqAEOWZeVnp9N4IcxoWyCs\n", "RhIwcZSbS4RicJ6VVrCCNTDig3PdzMX+Nx/HwFzsf/NxDIj8eC5QquM5oF/YO9X6+no89dRTqsdW\n", "r16NiRMnaj5fLOoZaTnR8vJyZaACKTPR3l44Yz7+/H6N6nUn5aXH7PUScVsrWFF94ijKGz+2RPu4\n", "zW1uc5vb3OY2t2O1LWYPExGR9UmymDZhQGVlJXJzc1VFPJ999ll88YtfhCzLePHFF3H11Vdr/u6O\n", "HTswb9684bXYAFmWse7vh1Df0ac8tmFBEa47rzDmr2115eX+ANLjFTV4vKJW9X/3rJqiWsWFYiMw\n", "BmQO9r/5OAbmYv+bj2NgvoqKCqxYscLsZsTt2tiqYn0u7K9uw+1bjup+/l0rJ+Gn24/H5Pmx3Hci\n", "t8Xo843u+74ryzCnKEv3840cM0b3rSXVPw+MvBc7hvMC27dvR1VVFdxuN0pLS7F06VIAwMKFC/HE\n", "E09AlmWsXLlyOLuOKkmSsHBCNl463KA8prUCSSrTKtjJKSRERERERERkNcO6Uw0VnCgqKsKNN944\n", "ogZF28KJOaoAxmQGMAAMpk9q1sBgEc+4SOUoqxWw/83HMTAX+998HAMiP54LlOp4DugX1SKeVjS3\n", "KEu5SR+fk4ZRHvOLi1qJVraF1sokRERERERERGZK+gCG22HDzy6bgmtnjcEPL5lkdnMsI1DIKjgD\n", "wy4BHmfSHxaWEBgDMgf733wcA3Ox/83HMSDy47lAqY7ngH4p8VX7uYUZOLcww+xmWFJwDYysNEfE\n", "FWSIiIiIiIiI4i0lAhg0VKgaGCzgGT+c62Yu9r/5OAbmYv+bj2OQGg4dOoSPP/4YPp8PixYtwvjx\n", "481ukuXwXKBUx3NAP96tprgMlx02CfANLKbLAp5ERERE0dPQ0IC1a9cCALZs2cIABhHRCLDYQYoK\n", "zLOSJElVtJMFPOOHc93Mxf43H8fAXOx/83EMUsPSpUvNboLl8VygVMdzQD8GMEg1jSTbzQwMIiIi\n", "omjbtm0bFixYYHYziIgSGr9uT1HiPCt/Ic8eAMzAiCfOdTMX+998HANzsf/NxzFIHbt27cLUqVOR\n", "n58f8jnl5eXKMRH4NjZVtofz92cUTIAtMw8A0NLSAgDIycnR3G7v6oYR/f39MX0+jZzRPvf292J/\n", "dRuAyMdLS0sL7K403ftuaWlBedX+EZ8PAcH//8EnJ9HmtYdtb2C7INOFYx++N6zXN3Pb4/FAL96t\n", "kioDI7ioJxEREREN35tvvonCwkKUlpaGfZ54Mx8c3OL20O391W24fctRqJ3V3L5r5SQY4XAYu0Uy\n", "+nwaOaN93uWz46c6jxfA2DGTk5ODOTNid/7aMvPw8y1Hw7Y3sH3flWWWOD+NbldUVEAvTiFJUWKk\n", "LzfdIfzsNKM5KYlz3czF/jcfx8Bc7H/zcQySX11dHd566y0cPnwYzz33HB5//HGzm2RJPBco1fEc\n", "0I/hQsKqaaPx5vFmZKU5cFFJjtnNISIiIkoKBQUFuPPOO81uBhFR0mAAI0WJqTszx2biyXWz4bBJ\n", "sNskE1uVWjj32Vzsf/NxDMzF/jcfx4DIj+cCpTqeA/oxgEEAgDQHZxMRERERERGRdfGuNUVxnpX5\n", "OAbmYv+bj2NgLva/+TgGRH48FyjV8RzQjwEMIiIiIiIiIrI8BjBSFOdZmY9jYC72v/k4BuZi/5uP\n", "Y0Dkx3OBUh3PAf0YwCAiIiIiIiIiy2MAI0VxnpX5OAbmYv+bj2NgLva/+TgGRH48FyjV8RzQjwEM\n", "IiIiIiIiIrI8BjBSFOdZmY9jYC72v/k4BuZi/5uPY0Dkx3OBUh3PAf0cZjeAiIiIiIisramzD139\n", "Pt3PH5XuQLrTHsMWEVEqYgAjRZWXlzPSZzKOgbnY/+bjGJiL/W8+jgElkk9bunH7S0d1PdftsOGh\n", "q6eircer6/ktLS0oHpOH9l59zweAXq/+YAqR1fHzQD8GMIiIiIiIKKoaO/vxg1eO6X7+XSsz8dPt\n", "xw08f9JwmkVECY41MFIUI3zm4xiYi/1vPo6Budj/5uMYEBERwM8DIxjAICIiIiIiIiLLYwAjRXGt\n", "YfNxDMzF/jcfx8Bc7H/zcQyIiAjg54ERDGAQERERERERkeUxgJGiOM/KfBwDc7H/zccxMBf733wc\n", "AyIiAvh5YAQDGERERERERERkeQxgpCjOszIfx8Bc7H/zcQzMxf43H8eAiIgAfh4YMewAhs/ng9fr\n", "jWZbiIiIiIiIiIg0OYbzS1u3bkVVVRXWrFmDoqIi5fHNmzcrQY0pU6Zg9uzZ0WklRR3nWZmPY2Au\n", "9r/5OAbmYv+bj2OQ/Gpra7Fjxw7Y7XZcfPHFGDdunNlNIiIL4ueBfsMKYKxatQqVlZVDHne73bj0\n", "0ktH3CgiIiIiokS3Z88erFu3DgDw3HPPYc2aNSa3iIgosUW1BobX68WmTZvwzDPPoKKiIpq7pijj\n", "PCvzcQzMxf43H8fAXOx/83EMkp/H41F+drlcJraEiKyMnwf6SbIsy8P5xcrKSuTm5qqmkIhefvll\n", "XHHFFZr/t3fvXjQ3Nw/nZYmIiIiIoiI3Nxfz58+P2f63bdumZCeLPwfjtTERpTIj78Vhp5DU19fj\n", "qaeeUj22evVqTJw4MeKOnU5nyP+L5QcFEREREZEViAXvJUkK+TxeGxMR6RM2gJGfn49bb71V985O\n", "njyJkpISAEB3d/fIWkZERERElMC6uroAALIsKz8TEdHwDauI5/bt21FVVQW3243S0lIsXboUgD+A\n", "sWfPHgDA3Llzo9dKIiIiIqIEs3DhQjzxxBOQZRkrV640uzlERAlv2DUwiIiIiIiIiIjiJaqrkBAR\n", "ERERERERxQIDGEREREnK5/OpighS/HEMzGf1MbB6+2It1f9+olQ0kvPe/pOf/OQn0W1OeLW1tXj+\n", "+edRWVmJ0aNHIysrK54vn7IOHTqE8vJyHDp0CNnZ2cjOzuZYxFlXVxfuv/9+TJkyRelrjkH8VFVV\n", "Yfv27Th27BgmTZqEs2fPsu/j6Pjx49ixYwcOHjyI7Oxs5OTk8PiPsa1bt2Lbtm2YMGFCxPccjkVs\n", "aI2B1ucxwDGIFa0xAKzzmRyqfZs3b8ZHH32Ew4cPo6+vD4WFhTFvixlC/f2peD6kypgHS8WxFqXi\n", "uBu5PtEkx9nzzz+v/Pzss8/G++VT1q5du5SfX3rpJVmWORbx9vLLL8t79+6VT58+rTzGMYiPpqYm\n", "uby8XPUY+z6+tmzZovzM96D4OXTokK73HI5F7ASPgdbnsSxzDGIpeAxk2VqfyVrte/XVV+P2+mbT\n", "+vtT8XxIpTEXpeJYi1J13PVen2gZ1iokI+HxeJSfXS5XvF8+ZQVWihFxLOKnqakJHo8Hbrdb9TjH\n", "ID727duH3NxcbNq0CbNmzcK0adPY93Hm9Xrh8/kgyzLkgdrRHIP4C9XnHIv40fo8BjgG8ZQIn8le\n", "rxebNm2CLMuYNGkS5s2bZ2p74s1KYxEvqTrmqTjWolQd92BGjoO4BzBkYdETp9MZ75dPedu2bcOC\n", "BQsAcCziqby8HFdddRUOHz6sepxjEB91dXUAgLVr1+Kll15CWVkZ+z7OZs2ahfvuuw8AsH79egA8\n", "/s0Qqs85FvEnfh4DHIN4SoTP5FWrVik/v/zyyya2xBxWGot4SdUxT8WxFqXquAczchzEPYAhFuuQ\n", "JCneL5/Sdu3ahalTpyI/Px8AxyKezpw5gxdeeAF1dXUoLS1FUVERAI5BPAW+9SwuLkZjYyP7Ps72\n", "79+PO+64Az6fDy+++CKuueYajoEJQvU5xyK+gj+PAY5BPJnxmVxfX4+nnnpK9djq1asxceLEiL+b\n", "DDd1Rv/+ZD4f9PRFMoy5Xsk81kal0rgHM3IcxD2A0dXVBcAfZQn8TLH35ptvorCwEKWlpcpjHIv4\n", "ufnmmwEAlZWVyM3NVR7nGMTHtGnTUFVVhbKyMjQ1NWHmzJns+zgLpAPabDblA5pjEH+h+pxjET9a\n", "n8cAxyCezPhMzs/Px6233qr7+SdPnkRJSQkAoLu7O6ptMYPRvz+Zz4dQfZFsY65XMo+1Hqk67sGM\n", "HAeSLOZrxEF1dTV27doFWZaxcuVKFBQUxPPlU1JdXR3+9Kc/Yfr06QCAtrY2rF+/nmMRZ42NjfjH\n", "P/6B0tJSXHbZZQB4PsTTP/7xD9jtdowZMwZLlixh38fZ4cOHUVlZCQCYOXMmzjnnHI5BjG3fvh1V\n", "VVVwu90oLS3F0qVLQ/Y5xyI2gsdg+vTpmp/HAMcgVrTOA8A6n8mh2vfGG2/gzJkzAIC5c+di6tSp\n", "MW+LGUL9/al4PqTKmAdLxbEWpeK4G7k+0RL3AAYRERERERERkVE2sxtARERERERERBQJAxhERERE\n", "REREZHkMYBARERERERGR5TGAQURERERERESWxwAGEREREREREVkeAxhEREREREREZHkMYBARmez9\n", "99/Hxo0bo77fxsZGvP3221HfLxERERGRGRjAICIy2QUXXID8/Pyo77e/vx+9vb1R3y8RERERkRkc\n", "ZjeAiIgAn8+H559/Hl6vFz6fD/n5+Vi2bBkaGxvx6quvIj09HV6vF0VFRVi0aJHyO8888wwcDgdk\n", "WUZmZiYuu+wyAEBdXR22bduGM2fOoLm5GQCwePFiFBYWmvY3EhERERGNhCTLsmx2I4iIUt0vfvEL\n", "3HzzzUomxu7du5GTk4N3330X69atg9PpBAC8/fbbKCoqQmlp6ZB9PPXUU/jSl76kbJ89exaHDh3C\n", "smXL4vEnEBERERHFFDMwiIgsoLi4WDWN5Pzzz8err76K2tpavPTSS8rjPp8PDocDpaWl6Onpwauv\n", "vgqv1wubzYZjx46Z0XQiIiIiorhgAIOIyAJOnz6N+vp6JYixb98+TJs2Db29vbjqqquUDAzAX9sC\n", "ALZs2YIVK1YgOzsbANDR0aHap91uh9frjdNfQEREREQUW5xCQkRksvfffx/l5eUoKiqC2+1GX18f\n", "xowZg6VLl6KjowPbtm2DzeavudzR0YGFCxdi8uTJOHToECorK+F0OtHf348jR47g/PPPx6pVq5R9\n", "B2pk2Gw29PX14ZprroHDwdg1ERERESUeBjCIiIiIiIiIyPK4jCoRERERERERWR4DGERERERERERk\n", "eQxgEBEREREREZHlMYBBRERERERERJbHAAYRERERERERWR4DGERERERERERkeQxgEBEREREREZHl\n", "MYBBRERERERERJbHAAYRERERERERWR4DGERERERERERkeQxgEBEREREREZHlMYBBRERERERERJbH\n", "AAYRERERERERWR4DGESUNBoaGnDDDTfg8ssvx5VXXol33313yHNkWcY999yDz3/+87jkkkvw1a9+\n", "FQ0NDUOed+rUKXz5y1/GxRdfjGXLluH3v/99PP6EpPDSSy9h+fLluPTSS7F69Wp873vfG/KcEydO\n", "YNKkSSH3sXPnTixfvhyLFy/G97///Vg2l4iISIXXE9bA6wnSJBMRRdlTTz0lz507V542bZq8bNky\n", "efny5fKyZcvkn/3sZ7LP54vZ615zzTXy+++/L8uyLLe0tMgXX3yx3NLSonrOL3/5S/l3v/udsr17\n", "9275C1/4guo5/f398hVXXCF//PHHsizLss/nk++880758ccfj1nbzfLkk0/Ku3btitr+urq65Cuv\n", "vFLu7+8P+7zTp0/LK1eujLi/EydOyHfeeWfI/9+9e7f82GOPGW4nERFZH68nEgevJyhemIFBRFF3\n", "/fXX46GHHsL3vvc97Ny5E6+99hp27tyJgoIC3H///TF5zaNHj2LUqFGYP38+ACA7Oxu33nornnzy\n", "SdXzXC4Xbr31VmV7wYIFGD9+PM6ePas8Vl1djVtuuQXTpk0DAEiShHvuuQcvvvhiTNpups7OTnR1\n", "dUVtf7W1tTjvvPNgt9vDPq+oqAjbtm2LuD9ZlsP+f7TbT0RE1sHricTB6wmKF4fZDSCi5BX8YXHL\n", "Lbfgy1/+ckxe68MPP8Ty5ctVj11yySX4z//8T9Vj//7v/z7kd5ubm5GTk6NsT5gwARMmTFA9p66u\n", "DqNHj45iiwf95je/wcaNG/HjH/8Y27Ztw4EDB5CWloaxY8fiV7/6FSZPnqw8V5ZlPPjgg3j66afh\n", "cDggyzL+5V/+BevXr1ftc//+/fjBD36Azs5OeDwelJaWoq+vD4888ojynGuvvRaVlZVwuVz4xS9+\n", "AQCw2+344x//iNLSUsN/xz/90z/h+PHjqK6uVtJtc3Nz8eyzzyrP6ejowHXXXYfu7m40NjZi//79\n", "YfcpSVLI//vWt76Ft956C52dnfj73/+uPP8Xv/gFFixYoDyvu7sbP//5z/HOO++gr68Pdrsdd9xx\n", "B1atWqXaX6A/HnroIWRnZ+NHP/oRent7sXjxYvzyl7803B9ERBQdvJ7Qh9cTofF6IomYl/xBRMns\n", "9ddflx9++GFlu6WlRf63f/s3+X//939j8nqPPfaY/PLLL6se8/l88o033hj29/74xz/KjzzySNjn\n", "dHd3y+vWrZNPnTo14naG8uijj8r5+fny5s2blcc++ugjecmSJXJDQ4Py2He+8x35gQceULXttttu\n", "k3/729+q9nf11VfL1dXVynZtba28du1azdd95ZVXovZ3RErRFN1www0j3t/rr78u//d//3fI//f5\n", "fPJVV10lP/nkk8pjra2t8j//8z/Lr7766pDnP/roo/L1118v33jjjXJ9fb0sy7J89OjRiO0kIqLY\n", "4PWEMbyeGN7+eD2RODiFhIhiQh6I7C9fvhwrVqzA+vXrsWrVqiGR/WgKF13X8qc//QkNDQ245ZZb\n", "Qj6nq6sLGzZswJ133oni4uKRNjGsDRs2YPXq1cr29OnT8aMf/QiPPvooAODMmTOoqanBd7/7XeU5\n", "aWlp+PWvf43NmzfD6/Uqjy9atAhvvPEGamtrAQCFhYV45plnNF9XDpNW2d3djeXLl2v++9nPfmZo\n", "X7ES7jXfeustzJ49G1/60peUx7KysvA///M/+MMf/qD5O9OmTcPf/vY35RuyKVOmRLfBRESkG68n\n", "jOP1xPDweiIxcAoJEcWEJEn43ve+hw0bNsTl9caMGaOadwr4509mZWVpPv+BBx6AzWbDf/zHf4Tc\n", "Z0tLC2655Rb85Cc/wbnnnhvV9mqZN2+e5mOBlMmqqiplTm6wqVOn4uzZsxg7diwA4Ac/+AH279+P\n", "LVu24PTp02hvb8dll12GFStWGGqT2+3Gzp07dT/f6EVfrJ06dQovvviiZgX5trY2zd/5/Oc/H+tm\n", "ERGRTryeMI7XE9HH6wnrYACDiGLGSPS8pqYG48aNG/ZrzZ49G3fddRe+8pWvKI+99tprmDt37pDn\n", "/vCHP0RxcTG++c1vhtzfmTNncMstt+DBBx9EWVlZ2NfeuHEj6urq8LWvfQ0TJ04c9t+wd+9eXHvt\n", "tUMeC0Tsp0yZgt/85jdDfk+WZRw9ehQFBQXKY52dnZgzZw7mzJmjPPb1r38dF1xwgWp+brKbM2cO\n", "rrnmGtx9991mN4WIiIaJ1xPG8Hoi+ng9YR2cQkJEMWHkYuNf//VfUVxcPKKK4uPHj0dTUxP27t0L\n", "wF9I65FHHsGNN96oPMfn8+Fb3/oWZs6cqbrYqKqqQl9fn7J9/PhxbNiwAb///e9VFxuHDx8e8rot\n", "LS247bbb8Pzzz4/oYkOWZTz33HPYvHmz8lhlZSXuvvtufOMb3wAAFBQUoLi4GA888IDSvz09Pfju\n", "d7+Lq6++Gjab/y39wIEDWL9+vepvqq+vR1VVFdLS0lSvW1xcjPfee0/Z9vl82LFjB2pqaob9d0RT\n", "pP0VFxfj/fffVz22e/dufPzxxwCAGTNmoKWlBX/9619V+zpz5kzIizciIrIOXk8Yw+uJ4e2P1xOJ\n", "gxkYRBR1Tz/9NO655x6lmnNGRgaee+45OBzabzmFhYVIS0sbcVXuhx9+GN/+9rfR1NQEAPiv//ov\n", "5ObmKv9/4MABvPLKK2hoaMALL7ygPF5ZWYl//OMfmDp1KgDgt7/9Lbq7u3H77ber9t/Y2IhXXnlF\n", "9dgrr7wCr9eLBx98cERtlyQJ9957L3bt2oW7774bkiRh7Nix+POf/4xRo0Ypz7v//vvxwAMPYPHi\n", "xSGrhrtcLpSUlOBrX/sampub0dnZCZfLhXvvvRdut1v1uitXrsT27duxfPly9PX1weVy4fLLL8eS\n", "JUsMtT9QDby5uVlVNXzevHl44IEHlOf9+Mc/xptvvgnA3++BSu/nnnsufve736n21d3dje7ubtX+\n", "vvWtb6m+VSorK8PMmTOxbNky+Hw+SJKEJUuWqFJ5f/vb3+KBBx7AxRdfDADo7+9HaWmpqoL8e++9\n", "hzvuuAM1NTWqKurr16/H17/+dUN9QUSpyefzQZbliMs+kn68njCO1xO8nkh2khzl8NDx48exd+9e\n", "+Hw+LF68eMjSQUREyeSmm25CS0sLnnvuuRHt57HHHsPYsWNx+eWXR6llREQUL1u3bkVVVRXWrFmD\n", "oqIi5fGuri489NBDuOmmm1SPEwXj9QSRPlHPwDh8+DCuu+46AMCWLVsYwCCipHb06FE89thjI94P\n", "Uw2JiBLXqlWrUFlZOeTxXbt28UaSdOH1BJE+UQ9geL1eJYWOJxARJbu33nprxPv49a9/jYcffhgu\n", "lwu/+tWv8PDDDyvpp0RElJiamprg8XiGpNoTaeH1BJE+UZ9CcuLECTz55JMA/HN9mC5HRERERMmu\n", "srISubm5yrXv5s2bcdVVV+Hw4cOqx4mIaPiinoGxf/9+3HHHHfD5fHjxxRdxzTXXDHnOq6++ygJH\n", "RERERGSq3NxczJ8/Pyb7PnPmDF544QXU1dWhtLQ0bACD18ZElMqMvBdHPYDhcrkAADabDU6nU/M5\n", "drsd8+bNi/ZLExERERHpVlFREbN933zzzQAGMzPC4bWxteyvbsPtW44a/r37rizDnKKsGLSIKLkZ\n", "eS+2RfvFJ02ahE2bNmHTpk2YPHlytHdPUVJeXm52E1Iex8Bc7H/zcQzMxf43H8cgeWzfvh3l5eXY\n", "vn073njjDeXxxsZGlJeX4+DBgya2zjgrHZtWaosVWal/rNQWwFrtsVJbAOu1x4ioZ2BMnz4d06dP\n", "j/ZuiYiIiIgsaeXKlZqP5+XlYcOGDXFuDRFR8op6EU89duzYwTQ5IiIiIjJVRUUFVqxYYXYzeG1s\n", "MZxCQhRfRt6Loz6FhIiIiIiIiIgo2hjASFGJPO8pWXAMzMX+Nx/HwFzsf/NxDMiqrHRsWqktVmSl\n", "/rFSWwBrtcdKbQGs1x4jGMAgIiIiIiIiIstjDQwiIiIiSkmsgUFaWAODKL5YA4OIiIiIiIiIkgoD\n", "GCkqkec9JQuOgbnY/+bjGJiL/W8+jgFZlZWOTSu1xYqs1D9WagtgrfZYqS2A9dpjBAMYRERERERE\n", "RGR5rIFBRERERCmJNTBIC2tgEMUXa2AQERERERERUVJhACNFJfK8p2TBMTAX+998HANzsf/NxzEg\n", "q7LSsWmltliRkf6pae3B/uo2w/9qWnsMtyXWr2W0PWazUlsA67XHCIfZDSAiIiIiIqLYqmvvHfbU\n", "mHHZaZZ9LUotzMBIUUuWLDG7CSmPY2Au9r/5OAbmYv+bj2NAVmWlY9NKbbEiK/WPldoCWKs9VmoL\n", "YL32GBGTDIyqqirs3bsXaWlpWLVqFVwuVyxehoiIiMiQnceaUNfei9Uz8pHhspvdHCIiIjIg6hkY\n", "zc3NqKmpwfXXX49rrrmGwQuLSuR5T8mCY2Au9r/5OAbmSsX+//hsB+7deQL/8141Nh2sM7s5KTkG\n", "lBisdGxaqS1WZKX+sVJbAGu1x0ptAazXHiOiHsDYt28fMjIysGnTJnzyySfR3j0RERHRsBxt6FJ+\n", "Pt7YbWJLiIiIaDiiHsCoq6tDc3Mz1q5diyNHjsDn80X7JSgKEnneU7LgGJiL/W8+joG5UrH/23r6\n", "lZ97veZfn6TiGFBisNKxaaW2WJGV+sdKbQGs1R4rtQWwXnuMiEkRz6VLlwIAit36Q18AACAASURB\n", "VIuL0djYqPkcMW2lvLyc29zmNre5zW1uczum2x8dO6n83NPvM7093DZ/m4iIEosky7IczR3u27cP\n", "mZmZKCsrw86dO7FkyRI4nU7Vc3bs2IF58+ZF82XJoPLy8oSOvCUDjoG52P/m4xiYKxX7/8E3PsXW\n", "TxoAANPHePCbL5xjantScQyspqKiAitWrDC7GZa7NrbSsWlGW/ZXtw17CdA5RVkxaFFoRvon1n+X\n", "2BYr9GGqH8fhWK09Rt6Lo56BMXfuXOzbtw/PPvssnE7nkOAFERERkRnae601hYSSi8/ng9frNbsZ\n", "RERJzRGLnV533XWx2C1FkZUibqmKY2Au9r/5OAbmSsX+b+sZvLns7o9qAuqwpOIYJKutW7eiqqoK\n", "a9asQVFREQDg0KFD+Pjjj+Hz+bBo0SKMHz/e5FbqZ6Vj00ptsSIr9Y+V2gJYqz1WagtgvfYYEZMA\n", "BhEREZHVqIp49jMDg6Jn1apVqKysVD3W0NCAtWvXAgC2bNmSUAEMIiKrikkRT7I+Fq4yH8fAXOx/\n", "83EMzJWK/d8qZGD0WGAKSSqOQSoJFLVPRFY6Nq3UFiuyUv9YqS2AtdpjpbYA1muPEQxgEBERUUoQ\n", "p5AwA4PiZdu2bViwYEHE55m9Iou4feDAAUu1J97bLS0tGAmz2x9p26iWlhbDrzeSPjS7f2KxfeDA\n", "AbYnzLYRUV+FRA+rVVomIiKi5Nbr9WH1n/erHnvlG3MhSZJJLSIriOYqJJWVlcjNzVVqYADArl27\n", "UFJSgtLS0rC/y2tja7HCChqxEM+/K1n7kGLD1FVIiIiIiKymvWfo6hC9XvMLeVLyevPNN1FYWBgx\n", "eEFERPoxgJGiRpJGRtHBMTAX+998HANzpVr/iwU8A3pMnkaSamOQzLZv347y8nJs374db7zxBurq\n", "6vDWW2/h8OHDeO655/D444+b3URDrHRsWqktVmSl/rFSWwBrtcdKbQGs1x4juAoJERERJb02jQwM\n", "KxTypOSwcuXKIY/deeedJrSEiCi5MQMjRSXy2r/JgmNgLva/+TgG5kq1/tcKYJhdyDPVxoASh5WO\n", "TSu1xYqs1D9WagtgrfZYqS2A9dpjBAMYRERElPS0p5CwBgYREVEiYQAjRSXyvKdkwTEwF/vffBwD\n", "c6Va/1txCkmqjQElDisdm1ZqixVZqX+s1BbAWu2xUlsA67XHCAYwiIiIKOlZsYgnERERGcMARopK\n", "5HlPyYJjYC72v/k4BuZKtf7XrIFhcgZGqo0BJQ4rHZtWaosVWal/rNQWwFrtsVJbAOu1xwgGMIiI\n", "iCjptfcODWB0MwODiIgooTCAkaISed5TsuAYmIv9bz6OgblSrf+1ppD0mlzEM9XGgBKHlY5NK7XF\n", "iqzUP1ZqC2Ct9lipLYD12mNETAIYXV1duPfee1FdXR2L3RMREREZYsUinkRERGRMTAIYu3btwuWX\n", "Xx6LXVOUJPK8p2TBMTAX+998HANzpVr/a2dgsAYGkRYrHZtWaosVWal/rNQWwFrtsVJbAOu1xwhH\n", "tHfY1NQEj8cDt9sd7V0TERERDYtWBgZrYBBRoqpp7UFde6+h3zG7cDFRNEQ9gFFeXo6rrroKhw8f\n", "jvi8QOQnMAeH2/HbPnDgAL75zW9apj2puB14zCrtSbXtwGNWaU8qbgePhdntSbXtVOr/Cy+6CO0a\n", "AYyjx0+ivP2oae3buHEjZs+ebXr/pPK2x+MBDVVePnidbjYrtcVK6tp7cfuWo4Z+566Vk2LUGj+r\n", "jZWV2mOltgDWa48RkizLUa1g9cc//hH5+fmoq6tDaWkpLrvssiHP2bFjB+bNmxfNlyWDEvmgTRYc\n", "A3Ox/83HMTBXKvV/W08/rn38wJDHr5tdgA0Li01okV8qjYFVVVRUYMWKFWY3w3LXxlY6Ns1oy/7q\n", "NsPBAQC478oyzCnKikGLhhpOG+9aOQk/3X7c8Gvp/bvEsbJCH6b6cRyO1dpj5L3YEe0Xv/nmmwEA\n", "lZWVyM3NjfbuKUqsdMCmKo6BuYbT/x9Ut+G/3z2FuUVZ+JdF42PQqtTCc8BcqdT/WtNHAKCHNTCI\n", "NFnp2LRSWyg8q42VldpjpbYA1muPETEp4tnY2Ijy8nIcPHgwFrsnIjLFn96rRlVjNzYdPIvjjV1m\n", "N4coZXT1eeH1DT9hVKuAJ8D54ERERIkmJgGMvLw8bNiwQXP6CFmDOPeZzMExMJfR/vf6ZFQJQYtP\n", "m7uj3aSUw3PAXInS/3s+a8F1fzmArz9dic5e7UyKSKyagZEoY0Cpx0rHppXaQuFZbays1B4rtQWw\n", "XnuMiEkAg4go2Zxu6UGfd/Ab4No2Y5W/iWh4XqisR59XRk1bL9471TqsfYgBDIdNUn7u6Y9qGTAi\n", "IiKKMQYwUlQiz3tKFhwDcxnt/xNN6ikjtW090WxOSuI5YK5E6f/PhGynlm7tqSCRiFNIRnucys89\n", "Jk8hSZQxoNRjpWPTSm2h8Kw2VlZqj5XaAlivPUYwgEFEpMPxJvWUEWZgUCJ79mAdvvfiEXxwus3s\n", "poTV2+9TnWutww5gDGZg5GcMBjB6TZ5CQkRERMYwgJGiEnneU7LgGJjLaP8HF+2sYQBjxHgOmONU\n", "Szc2vnsaB2rb8X/f/szs5oR1urUH4iSPULUsImkXMjDyhQyMbtbAoCjy+Xzweod3jFqNlY5NK7WF\n", "wrPaWFmpPVZqC2C99hgR9WVUiYiSUfAUkrr2Xnh9MuzCfHqiaJBlGY/urcGxhi7csqAIJaPSo7r/\n", "t0+0KD9/1tKDzl4vPC57VF8jWj5rUWc+tYZYTSQSMfCRJ2ZgeFkDg6Jj69atqKqqwpo1a1BUVAQA\n", "qK2txY4dO2C323HxxRdj3LhxJreSiCjxMQMjRSXyvKdkwTEwl5H+7+rzoqZVnXHR75PR0NkX7Wal\n", "FJ4D2o40dOGJfWew57NWPF5RG/X9v/Npi2r7RJN1V9T5rFlda2a4GRji740Ra2CYnIHBcyB5rFq1\n", "CsuWLVM9tmfPHqxbtw433HADdu/ebU7DhslKx6aV2kLhWW2srNQeK7UFsF57jGAAg4gogpNN3dD6\n", "npZ1MCgW6oTj6lRLdIvFNnX1ofJMh+qx40HZRVbyWdByxcOvgSEU8cxwKT/3mlzEk5Kbx+NRfna5\n", "XGGeSUREejGAkaISed5TsuAYmMtI/4f6hporkYwMzwFtnX2D2QJNXdHN8tnzWeuQYNyJRusGMIID\n", "ONHIwBCLeJqdgcFzILnJ8uDZ5nQ6wzzTTzweysvLTd3euHGjZdoT+Dmer9/Sos5UMyoe7R1pG41o\n", "aWnR1T5xzEbSvmj1V/AxFO39G9neuHGjqa9v9fYYIcniu2uc7NixA/PmzYv3y5KgvLw8oVOHkgHH\n", "wFxG+n/ju6fw7MGzAACnXULfwLz5r5w/Fv88n3Oah4vngLZnD9Zh47unAQA2CXjpa3OjVmvlrm1V\n", "eOek+qLyvLGZuH/11KjsP5pkWcaa//0QXX2DQYasNDueWX+e4X3d8LcDaOz0Z2E89qVzcdNTlQAA\n", "uwS8/I3zo9PgYeA5YL6KigqsWLEiKvuqrKxEbm6uUgNj69atWLVqFQBg+/btWLlyZcjftdq1sZWO\n", "TTPasr+6DbdvOWr49+67sgxzirJi0KKhhtPGu1ZOwk+3Hzf8Wnr/LnGsrNCHqX4ch2O19hh5L2YG\n", "Roqy0gGbqjgG5jLS/+I31OcLH6rMwBgZngPaxBt2nww0D3PaRLDufh8qTrUOefx4UxdM+C4joobO\n", "PlVfAEB7jxden7G2yrKsysDITXcgEA/yyv56NmbhOZDcurr8nx2yLCs/JworHZtWaguFZ7WxslJ7\n", "rNQWwHrtMYKrkBARRXC8cXAKyaKJOdjzmf8mkDUwKBbEKSQA0NTZ9//Ye+/wOK7z7Pue7ViURSUa\n", "C8BeRUq0REuiKMuiLEuRVWhKVrEkx3GcOHaK4zh2Er+RW5rl5M2b2PEXF9lWN9WrLUu0RQmkCik2\n", "sBeAIACilwWwfWfm+2N3Zs6Zndmdmd0FBuT5XZcucbG7s2dnzszO85z7uR/U+HPLz3Oxr3cSsbR6\n", "aG7Ai9FwAuGEgMkYj9FwEjWl+X9GIenW8P8QAYTiPCp8xm9fYrwoq6bcTg4+lwMep0NuoRpLCnDZ\n", "tAsLY/bwxhtvoKOjAz6fDy0tLdi0aRM2bNiAJ554AqIoZlVfMBgMBsM4TIFxgWK21ohReNgxmFmM\n", "7v+xSEJeAfe6HFjXVCY/xxIY+cHOAW3CcVp1MFogHwyydOTKBQFUu5TtduTpgxEvgpeE2sBTYtJk\n", "K1Xy9eVeJziOg9el3P4UY+xGYefA+cPmzZvx+c9/Hvfddx82bdoEAGhqasJdd92Fu+++G3PmzJnh\n", "EZrDTnPTTmNhZMdux8pO47HTWAD7jccMLIHBYDAYWSANPFuqfKgv80ByIxgJJ1gXA0bBCakVGJH8\n", "S0h4QcS7RPvUDy8IYI5Xmbv5dCJ59dgwbvnlAXzl5ZMFTQaoW6hKTJg08pwiXl/uSSk3vC7FUyTG\n", "zmEGg8FgMGYNRUlgHD58GM8++yyefvpp9PT0FOMjGHkym+uezhfYMZhZjO5/0v+ipcoHt9MhdzEQ\n", "AQxOMRWGVdg5oE1ElcAYDeevwDg+FJaVRJU+F5bXleKKla3y8/l0InmmfRC8CLT3T+HV4yN5j1Wi\n", "J6gkD0kP03wVGADgcSq3PzPZiYSdAwy7Yqe5aaexMLJjt2Nlp/HYaSyA/cZjhqIkMEZGRrBlyxZs\n", "3boVBw8eLMZHMBgMxrRA+l+0VpcAABrLvfLfWBlJYXj12DA++chB/NubZy54VUtGCUk4fwXGO13j\n", "8r8/PD8Ap4NDS1WJ/LdOnVbBueAFEecmFKXEE/v7ZW+JfOkmEhgLq5WxTkTNKTBIxUa5V1JgEAkM\n", "3n4GpgwGg8FgMLQpSgJDqv1j2JfZXPd0vsCOwcxidP+T0vrWdMDXUO6R/9Y3wTqRWEU6BsOhOP7n\n", "nR5MxnhsPzWGf9p+ZkY7Q8w0GSaeBfDA2EX4X1y+IAAAGDixX/7b2fGo6e4eADAwFQcZ/49Fknjp\n", "yJD1gaaJJHgMTqW+t4MDltb55efMKzDIBEZKgeF1Mg8MBiMbdpqbdhoLIzt2O1Z2Go+dxgLYbzxm\n", "KKoHxuuvv47LLrusmB/BYDAuEOK8MO2tHgVRRJfKAwOgExhMgZE/T+wfQJyIgt85G8S//v6MpYD6\n", "fECdwMjXxLMnGJU7enidHC5uTrUCLnECtenuJgleRK9G149caL3nVwcGEI6bU0moIVUdTRVeVJco\n", "HVImTXpgkAmPMimBQXhgFEoxwmAwGAwGo/gUrY3qjh07sGTJEtTW1mo+39bWJtfeSBkg9nh6H0vY\n", "ZTzsMXus97g34sBT/WUo9ThxT8MY/M7p+fz+ybgc3AR8LlT53Whra8NE0AUgVUZy6Mw5tCU6bbW/\n", "ZsvjjRs34uXf78Qrp0sAECYHAN7qHIfH2YXLnT3gOHuMd7oeB0N+an+cG5mU/21le7tGlPnaUpLA\n", "nnd3yfv/sSd2Yzh9K9A5FsHZw3tMbf+tfUfkbUtMxHg8f3gId1/cYHl/JBpXydvz8yGUe5V7ieOd\n", "3cD6Rs33/+6tNngc9PaODrkBpJKOo/29aGs7A4+zUd7egfbD+NDcyy3v33weS3+z0/y70B77/Yq6\n", "h6FAztGZxk5jYWTHbsfKTuOx01gA+43HDJxYhCXNt99+G3V1dVi+fLnm89u3b8cll1xS6I9lMC44\n", "YkkBzx0ehNfpwC2r6uDguNxvMsnBvkkEozyubAkUZftG+K+2brx8bBgA8GeXz8Wtq+oKun1RFPHu\n", "2QnEeQGbWivBpb/nrq5xfPP1TgDAuqYyfO/GJQCAQ/1T+OuXTwIAltSW4Ie3al/rGLn5j7fO4jcn\n", "UsaPq+pLsaTWj+cPKyUINy6vwV9eOU8+JhcCN/18P6VI8bsdeP7+tZa399cvn8Ch/lDq31fNx8eX\n", "1cjP/eS9XjzVPggAuHtdPT7zoSZT2/7hrm68cCR1brZW+WQvjTKPEw9/aiXK0p4TZnn4gz48uq8f\n", "AHD7mjlorS7B93Z0AQA+srASf//R1oz3/GBXN146MoybV9bhi1fMlf/+/9rO4pVjqTn2pSvm4uaV\n", "dfin7Z3Y0ZnyBfm7a1pwzaIqS+NkzH727t2La6+9dqaHwe6NbcaBc5P46qunTL/vwRsXY21TeRFG\n", "lImVMT6wuRXfeqPT9GdZ+V6zYR8y7IOZa3HBS0gGBwexc+dOHDt2DM8//zweeeSRQn8EowBIqxCM\n", "maMQx+C1EyN4aHcffvRuL9rOjOd+g0mODobwN6+cwne2d+KFw/nXtVuFlIBbkblrQe7/3T0TeOD1\n", "DvzT787gx+/1yn+nDDwJw0NWQlIYXvzdTvz2pNK14v71jfjCh5txAxFgv3psBI/s7Z+J4c0ICV6g\n", "khcAEE4IGZ1JjCKIIo4NhuXHG+ZXyP9ua2uTjWkBer4bpZco9bjn4gY0VaTUGFNxHs8csn7NIDuQ\n", "zKv0ocLnlB9rlZDEkgJePjoMEcALR4YwRVwzJjVMPD2EiedMmsay32KGXbHT3LTTWBjZsduxstN4\n", "7DQWwH7jMUPBExhz5szB17/+ddx666249dZbce+99xb6IxgMRpoOovUhGaQUivb+Kfnfvy5ge0Sz\n", "hIjgrXfCWreEbJD77plDQ3jz9BgAVQtVItCr9rvhdqYUAZMxHqE86/0vVN4adkOyuVjXVIZ1TeXg\n", "OA5/uXEeNi9WVsSfbh+8YPwwIgntYHosktT8ey7GI0nZELXc60QV4SUBAK3VPvnfpGGtUciE4vwq\n", "H+69pEF+/OyhQQSj+uOOJQV8+aUT+NRj7TjYN0U9101sd16lV048AMCEhonnaDgBcoocH1LOaa02\n", "ql6btFFlMBgMBoNhDmvaTsasZzbXPZ0vFOIYTBEriwNThVcCjIQV88AzY1F0j0cxr9KX5R3FgQzq\n", "zk0U5nuS+39cFRz+x9tn0VLto1pLSgaeAODgONSXedCTDrL6J2NYVMPqqM1wdiyK9gklmL5/veJJ\n", "4OA4fGXTAuzumUQwmkQ0KWBgKi6v7p/PqA08JcbCCUvffziknMN1pXTyYuPGjYjzAhwcIIgpNVE4\n", "zsPvcao3o0mCF+TrDgegqdyLeQEfntw/gK7xKCIJAU8dHMDnLmvWfP+engkcHkiVtvxn21n85JMr\n", "4HRwEEQRPeOEAiPgo1QUWgoM8loFAEeHwlg/tyLj9eUaJp4zmcBgv8UMu2KnuWmnsTCyU4hj5XSk\n", "yk/MMKfMg0aN30g7zR07jQWw33jMwBIYDMYshrwxHyxCAmNUFRS0nRnHXesadF5dPEj5/MBkDElB\n", "hMtROE+E8Sj9PaNJAd96vRN9k8oqMJnAAFJlJFICo28yzhIYJnlkbx+kBfNL51ZgVX0Z9bzTwaGl\n", "yocD6ZX5rrHohZHAiGsH06MWFRhDIeW6UFvqyXje43RgXsCHrnTCoGs8ihVzSg1tu28yLqse6src\n", "clnGvesb8N3tZwAALx8dxh9+qAlOjfOVTDr0BGPYeWYcmxZWYTiUQCxdRhPwuVDhc4G0QJnQUHWo\n", "ExjHBkPyv3OVkMT4C0Pdw2AwGLOBYJQ37dPx4I2LNRMYjPOTorZRZdiX2Vz3dL5QiGMwFVdu5Ivh\n", "xaAOCt7uLLzPhhHChAKDF4GBAnxXcv+rFRhAqrZfCs4ayz0ocdOr0g3lyg8l88Ewx+mRsGygCNDq\n", "C5IFRNLo7HjhS4fsiK4Cw2Ir1SFCgVGrUmBI50ALWUYyaryMhCwfaSZuHDe2VKI0reIIJwSqhINE\n", "fd49vn8AoihSx3peILXdUo8TUg4knBDkshiJDAXGYEhuu2znEhL2W8ywK3aam3YaCyM7djtWdhqP\n", "ncYC2G88ZmAJDAZjFkOuLAajSctGf3qMhukA49RIhFIlTBdqX4BzE4UdwzixonvPxZkKE9L/QoI0\n", "8hyYgX0ym3mWMHe8YkEAS+u01SvziXKlrgs8gaFWQxllOIcCA6ANas0YeZIGns0BusSqqkQReI7r\n", "+GCoExgdoxG83z2B7nHawFPaZpmHNPKk3zsSovfPZIzHuYmUWktKgHKAnFjxkiaezAODwWAwGIxZ\n", "A0tgXKDM5rqn84VCe2AAwNCUtSBHC1EUM1Y1AWDnDKgw1EFdIRIYeh4Yt66qw22r6TatrVWZvh+s\n", "E4l1jhLy/q1r5ui+bgGRwDg7Zi6BUYQO4Vk5MxbBZ586gr968YTmeWMUvRISqyaeQzk8MABQnUjO\n", "mDDyPKejwACASjKBoTN2rcTGE/sHKAPPuQFlu6SRp9oHQ2ufHx0MU91IyrxOuRW0lyohYR4YDIYa\n", "O81NO42FkR27HSs7jcdOYwHsNx4zsAQG44KGF0R80DNhWZ49kwiimNH9on+qcEqAcELQlFa3nQkW\n", "7DOMkBREJFQ16r0FVGAkeAFT6f3o4FIS8z++rBlrGhRPhosayzLex0pIrBFNCnICigOwuFbfO4Qs\n", "Iekaj0IwmJToGovgvl8dwR8/cxTj03Ruv3J0GD3BGI4MhvDgji7DY1VDJusqvIriwLoCQz+BIUGW\n", "kHSMRgwnf3qIjkDNAVUCw6d8ln4CI/M7HRkMUaVqpGkw1UpVlfzQTmCE5HMbUMpHAMDjtIeJJ4PB\n", "YDAYDHOwBMYFymyueyokP9zVg7/7zWl86fnjiE7zTWy+xyAU56EOMwrhDSFBBgQBn0uuPz8yGKKM\n", "AYtNWKNFaSEUGNL+n4gq2099Tw4uB4dvf2wh7l5Xj7+4ch4uaa7IeH8jpcCITfuK/2zl7FhU9hap\n", "9gjwufR/hipL3Aj4UqvusaRg2Kj21eMjGJiKo2ssipePDuc9ZiMMEomCvb2TeOHwUJZX60POdzIp\n", "MGoxEZOthEQ6B+rLPChxp47DZIzPKB3TQ88DA1ApMHRKSIJEYmNVvWIcSrZenUeUptCtVI0oMEKa\n", "Bp6ASoGRnLlzl/0WM+yKneamncbCyI7djpWdxmOnsQD2G48ZWAKDcUGzp3cCQEpmfWIoPMOjMYdW\n", "K8FCtlIlV3znBbxY21guP945jSoMLU+AQnpgkKvAlT4lwCn1OPGZDzXhphW1mu8r97rkevoYL1qW\n", "+F9onCZMIuu9uZOGpA+GUSPPIeI8kLqYFBu10uNnu8+hy0Q5hgRpWEv6SowZTCqQiKJIKTBq/doK\n", "DAfHUV12Og2MO5YU5PIUB0eXVAH0uaSngiETG5/f0Ax1oxKXg6O2SypS1B4YWgqVjtEIlWwlPTQo\n", "D4wZLCFhMBgMBoNhDpbAuECZzXVPhYRsx2cl2FAT5zPd8fXI9xio/S+AwiYwyBXNar8bV7VWyo/b\n", "ptEHQ23gCQB9EzHwBvezHtL+JxMPAWLV2AhmfDAGp+LY1zuJjpEIxiMJyyUGsx2yy8WlS+flfD3p\n", "g9Fl0AeDVBAcHQxNS4CqTmDFeRH/+mYXEiY/m0zYzSVUDWMW5sx4NIlE+jwp9Tjh99CddMhrEOmD\n", "YaQTCZlEbCj3wO2kbydyKTB4QZSTsByApbV+XLOoinpNc4WXar9KKTCIbYbjvJz4cTs5OekliCk1\n", "jPJ+IoFhky4k7LeYYVfsNDftNBZGdux2rOw0HjuNBbDfeMxg7m6dwTiPIN3pgfzbNJ4di+Irr5wE\n", "B+C/bllKeSQUA63WhIUsISFXNGv8bly5IID/3tkNEcChgSmMRRKoKtFe0S0kWgoMXkwlBArR85us\n", "zydXjY3QUObB6ZFUsNc/GcNKQgYv0TkawRP7+/FW5zjInIvLwaGyxIXV9aX40hXzUGHys2crZHC8\n", "UKO7ixorrVTJ5FucF3F8KEx5mhQDMoHhcnBICiJOj0Tw8N5+/NGlTYa3Q5p4BkpcKPM4MRXnwYsp\n", "1VXAxDwZztJCVQ3ZiUSa09kgy0eaNM7DXCaeZJlIhc8Fp4PDnWvrsf3UmPz3eZX0dst92iaeZHlN\n", "jd+NFXP88lzZ3T2hvJ9IgHhczAODwWAwGIzZCFNgXKDM5rqnQjGlSgDk26Zx+6lRBKNJjEeTeP3k\n", "aM7X53sMpjS8IYqpwKjyu7E6HQQKIrCra3rKSLQUGED+Rp7S/idXhytNJmSyKTCOD4XwwOsd+JNn\n", "j+HNDjp5AaQSaMOhBN7sGMdvDcyX8wFRFNFBJDBGOg7lfM/8KnMKDFEUM/wiil1GEknwchDsdnL4\n", "3GVKwmLbgQG09xv/fDJh53c7qXakZo08cxl4ktegZUQr2/e6J3IG9VQL1YrMLj25TDzJv0lJmQVV\n", "JdjYEpD/TpYPAXQJyQRx/SZbqKYSGEoikezCQiowfDYpIbHjb/ELh4ew9ZGD+OGunpkeynlBZ2cn\n", "nn76aWzbtg3d3d0zPRzD2Glu2mksjOzY7VjZaTx2Ggtgv/GYgSUwGBcsag8Js20a1ZCBsFGzwXzQ\n", "8sAYiyQLtpqoVmAAoIKL6Soj0VJgAIXzwQhGtD0wjKDVieRg3xS+/utT+PMXTuAdVZJncU0J5gW8\n", "sneGxNA0zJdisK93Eg9/0Ge4i89wOCHPW7/bgYArd0nEApUHRi6z1MkYn9G1pr1vUufVhYFUX1SV\n", "uHDrqjpc3JRK9okAvvdml+EgmZzvpR4HqgnfCrMJDNL/oU5l4KlmWZ1fNqYNxXm8ezZ7gpIy8Azk\n", "UGBodBshFRjkeffHlzVjbsCL5govPr6shnqPXhvVkbB+AkPv/R6nPUw87UYkweOn7/diIsbjhSND\n", "ODwwPR4y5zPHjh3D1q1bcccdd6C9vX2mh8NgMBizHpbAuECZzXVPhUKdABiNJKm6arOQighy5VOP\n", "fI+BVgkJULjkyQjhI1DtT934byR8MPafm8xrfxmlWAoMaf/TCgxzCYzGCiUoPDQwhb9+6QT+5pWT\n", "VN09AFy5IIAf3LIM/3Pbcvzs9pV47r6L8JcbFf8HdTvc2cBoOIFvvHYaj+7rx7ff6DTUhUVdPnLV\n", "VbnPgaoSl7xyHk4I1Iq65rg0kilHBqz7YIiiiP/79ln8yTNHcUhHSUEmaDDpzQAAIABJREFUcKpK\n", "3HBwHP7m6gXyuAem4jg6EDL0eWQJiVqBYdYoNlcJCXkN4jgOm5dUy4/fyKEKIs+/uVoJDF/2EhLK\n", "PJf4jo0VXjx0+0o8dPuKjDI8XQWGKoExv9Ind1UhoTwwXMwDQ4t3zwYRIxKATx8cnMHRnB/wPA9B\n", "EMDz/KzqVmWnuWmnsTCyY7djZafx2GksgP3GY4aCJzD6+/vx2GOP4cknn0RfX1+hN89gZCCKIh7a\n", "fQ7ffqMDfZPGg9oJjQRAPj4YZELBSAIjX7RMPIHClZFoKTDqSj1Ynpaa8yKwp2dC872FhGwrSQZF\n", "54KFUWBQHhhmTTzLlACrJxjDISJIdXDARxdV4cefXI4HrluIpYREHwDKCRWGnsrEzpwYDssGkYcH\n", "QtjTk1vlQHorLKzJ7X8BpAJrM51ItFQKMV603GXo2FAYvz4+gs6xKB7d16/5mjENH5W6Ug/WNyud\n", "e4yel+RcKHE7UEUqMEy2Uh3K0kJVi82LlQTG7p4JjGVRfPQGleOgbqEKpJIFzrTNRDghZCQJtEpI\n", "SDiOy/gb6YFBtj9WJzCcDo4qiVHGpNNGlXUhkXnzNK2s29UVpNQ2DPOsXr0aDz74IL7//e/j4osv\n", "nunhMBgMxqyn4AmM999/H/fccw/uvPNOvPfee4XePKNAzOa6JzVvd47jyQMDaDsTxLde7zTcnUJL\n", "wZCPDwaZUCADBz0K6YFBth/M1Q3DKGoPDInVhBlirtXwQkAqMBbXKkFvUTwwfOY8MOrLM4NCl4PD\n", "Dctq8LOtK/H1a1rQUqUdqJMdIULx2RdAqYOah/f25VxdJBUYrdUlhs+BBSZ8MEZ12o0etOiDQX7P\n", "Pp05N06VkChziCzbMHquUB4YHieqie1lSyhoYcYDA0ipH1Y3pMovBBH43emxjPcAqaTiaPo7uxwc\n", "5pRlngccx1GeMkGVWsuK8kmvjarWtWpFXWYZCanA8DiVi2Z8BhUYdvotnowlsVuVlBYBPHuIqTDy\n", "4cCBA/ja176Gr371q9izZ0/W15Lzoa2tbUYf/+hHP7LNeKR/T+fnB4PWfL6cDuDAuUm8dbQHbx3t\n", "wYFzkzkf903ELI3X6hitEAwGDY2PPGZ2GJ96Dqmfn87HP/rRj2b08+0+HjMU3Pbe71dWPTye3Cs+\n", "DEa+vNmhrBh1jEbwwpEhbFk9J+f7tDwk8vHBILcXTggIxfkMr4NCQn7e3IBPXpkuRAlJOM4jmr6p\n", "9zg5lBHfo5QKvIuvHCADuiU1fnmlv38yDl4QqTaLVshHgeF1OXBxUxn2nZuCx8nhxuW12LpmjmZA\n", "p8bvnt0KDHUC6fhQGLt7JnDZvIDOO4DOUeX8WlhdgpFhY5+l9sHIBqnAqPS55ED5QN8U7raw+Dkc\n", "jhP/TkAUxQx1APmZZMlHXRmZwDB2XpIJu1K3Uy7fAiAnDYwylCOBocV1i6txqD+lJHrj1Cg+uSbz\n", "Wqpuoap3DlaWuOTkwngkSZ0XZELDaGcVqo2qngdG+nsu1/DB0C0h4UXN43qhsasrKLcBL/c65d+Y\n", "354Ywf3rGy+YTkmFRroXdjgccLuzn4ekpFst757ux2vWrLHVeKb7cSAQADAEswSjPL71RifxF/U2\n", "Mh8/eONiS+M9cG7S0hitEAgEsHZF7vkgBaJ2GR85HhL22H6P9+7dC6MUXIFBrsDlulAzZo7ZXPdE\n", "Eknw2N1NZ3h/+UGfoWBBK4GRlwJDFcwP5xhDIT0wFhFy/EKUkKhXNMkb++lPYCgBXbXfLQeISUE0\n", "HBRqsXHjRoiiiPE8TDwB4NsfW4R//vgiPHLnKvzZ5XMNJS8AwO9RLr/hWeiBoSUrf2Rvv64KI54U\n", "0J0uO+AAtFT5DJ8DZAlJLgUGOXevXqh4thwZDCFhoVSAVDEkeFHzuqGXBCOTBkNTudUToihS51SJ\n", "20EpOsyYeIqiSF2DtEpItPb/poVVsjrh9EgEHRotVXP5X0hQPhgqI08riUO/2yGXpcSSgqyc0Cp3\n", "Wz4ns4SkjEiAODgOblKFwc+MN4GdfovfJBQ3d66tx+L070qMF/HSUYPZRkYGra2tePbZZ/Hss89i\n", "4cKFMz0cw9hpbtppLIzs2O1Y2Wk8dhoLYL/xmKHgCQyeV26+sq1mzLRMhT0+Px7v7p6gDMeA1Arm\n", "d18+kPP9WgaUZ8eilsbz1tttGcG8tPpZrO9PJkycE0pt/slzw3lvf8d7ShbUnYxQz/eeOS3/OxTn\n", "i368u3qV71bidqAMSvDUG7Qmu5QeR5OCPH88Tg4lbofp7e1+dxeiZw7KgabR95OJoPFQJOfr7fZY\n", "qwvM8aEwfv7au5qv7xqPyq1kq9wCStIKFCOfN3BSce4/PTyFt9/Wf/3xs4r30vI5pah0p4LcWFLA\n", "ieGw6e97/Czte/F623sZrz/Vo7xm8Oxp+XktBUa2z4vxoryP3E4ObqcDXceU7z4WSRoe/2SMl4Ny\n", "j0OU51uu9+97/x0s8SsJgV/saM94/a6DJ5QdMjmiuz2qE0k6YSE9TyYwzp48mvP7AKl7Cp9Dud5P\n", "xni8/XYbBgnvo5MH9qCtrQ1VJW65q4pEucdJbc/rzDTytMv5Nd2PxyIJ7Dun+NhcvbCKUt+8cHgI\n", "8aRgm/EW8nGxWb58ObZs2YItW7Zg2bJlRf88BoPBON/hxAJbIj/33HO47bbbIIoiXn75ZXziE5/I\n", "eM327dtxySWXFPJjGSZpa2ub1Zk3iX/a3okd6XaeH5pbThkJfudjC7Fhvr6c/Z9/10mVn0g8e+8a\n", "aqUOSBkWHhkI4aOLqjRltBPRJLY+SrdH+/JV83GDqg0gSb7H4N4nD8tqi3+7YTG+9utTAFIdQ568\n", "e43l7QLA706N4l/f7AIAXNVaif9zbav83K6ucXzz9ZQ8csO8Cnzn+kV5fVYuHni9Q25H+o/XtuLd\n", "s0H8Nt0h4c+vmItPrKyztN22tjYsuuhS3L/tCABgTpkbj965ujCDNkAozuO2hw8CSCVmXrh/bV7b\n", "E8WUOmA6ZN7xpIBP/OIARKT8V25YVoNXjo0AAJbW+vHftyzNSGD/9sQIvv/WWQCpdrz/uHmh4XNA\n", "FEVseaRdThI+cddquVRAzV+/fEIugfi3Gxdj+8lReb784Ycacde6BlPf9YvPH8PJYSXB9N3rF2aU\n", "yfzViydwZDD1mQ/euBhrm1LmnWORBD712CEAKeXSc/ddlPWzRsMJ3Pl46vUBnwtPfXoNtY1yrxPP\n", "3Jt9GxKnR8L4wnPHAaQULD/duiLjNXr7//3uIL7xWgcAoLrEhcfuWk2ViXxvR5fcpeQvrpyHm1bU\n", "ao7hf9/twTOHUvLhz13ahDvW1svP/eG2I7KS46efXIH5hM9JNj739FG5jOh/tyxHXakbWx5JXXt9\n", "LgdeuP8iee79y+/P4PdpVYHX5cBLn6HPsTsfb5c9Ux67a1XOVrMACl5qYpff4peODOG/d/UAAFbX\n", "l+I/PrEUSUHEfb86LKuQvrxxHm5Yrn2sZzN79+7FtddeO9PDsN29sV3mJjAzYzlwbhJfffWU6fc9\n", "sLlVVUKSG/J3wwxWxmhlfIDxMZLHyg778EKfx9mw23jMXIsLrsDYsGEDnnjiCTzxxBPYsGFDoTfP\n", "YMhEkwLe7VYMx/74smZcv1Rx0f/Brh7Zx0ELLSk4AJwdp1eWR8MJ/O0rJ/E/7/TgB7u6DW8rVwlJ\n", "vpAlJC3VPtnIczSctNwyUkJLki1RSng3hKbBuyGi6srQRHQ80FIBmCEfA898Ids8RhKCYfNZLURR\n", "xFdePonbH23H0+3FN9zrm4xBGm1dqQefvqRRLjs4MRzGu2czu9OcVhl4moHjOMoHo2s8s6xBgjTx\n", "rClx46JGxXTWipGnuvRjRMOMkyyPIEs+Kn0uuUwhFOdzlgqRc700XWIU8LnkczulqjB2bg/laKGa\n", "jfXNFahOqydGI8mMtsBkByCtDiQSpInneAFMPAHax2IylszoQEImF1YQPhjk+yRIBYYRI89fHxvG\n", "bQ8fxL+/1WV4vLMFMpn/kUVVAFIGrVtWKQniZw4NQZhFbUAZDAaDcX5S8ARGU1MT7rrrLtx9992Y\n", "Mye3kSJjZrBTxs0qe7onZNnvvIAXLVU+fO6yZvlGdWAqjsd12h4CdNKhnpB6q30w3jkblH0Yjuu0\n", "YpyKZ5aj5Gqlms8x4AVRHhOHVJBTS9Xb55c8oT0w6OCCLH2YDu8G0tTQ73Gimai5z6cTycaNG3O2\n", "ciwmDo6Dn0piWN+XZ8aiODQQggjglWmoVSf3e3PAixq/G39ArMI/otGRhOxAsjCdwDBzDhjxwRBF\n", "kUq+VftdVALj8EBINik0QpwXMgJvrW4iYzp+DhzHUT4Yua4JIXKupxOFDo6jkiLjBo08c3UgAfT3\n", "v9PB4aNES9XXT45Qz6uPvx50CQnpJSLIahoHB5RpJBf0qFAZeaoTGCSr6pUERq0/cx9QRp7J7PNC\n", "EEX8bPc5hBMCXjsxioECdXuyw2/xUCiOQ/2p5J6DA65qUbxjblheK1+nzo5Hsbu7+K2zGfbADnNT\n", "wk5jYWTHbsfKTuOx01gA+43HDAVPYDAY08VbnYrh2FWtleA4DgGfC398WbP896cODuh2LSAVDGsa\n", "lBvds2P06u77xGqyuhWgsq3M4DMfg8lckP4XZV4nHBzdyjDfVqpkt4MMBcY0t/8Mx7MpMPL7nlZX\n", "gQsF3YnE+r4kg1qpU0Yx6dVYgb/jonpZhXFqJIJ3zirmuqIoUmaQC00qMABQJQZ653Q4IVDdc0o9\n", "TjSUe+UEZTQp4OSwdhJSixEN00z136JJQU6yuRxcxko/WZYwmOOaQM91ZTtkZxOjRp7k9cdIaYSa\n", "zUQCY1dXUE44TMaS8nXQ4+SyqjtoE09ljqo7kDhMlGRQCoxoUrMDicSSWj9uXVWHuQEvPn1JZukQ\n", "3Ykk+/nXMRKhOp+MRYwbqtqdtzrGZUXV2sZyVBHX/FKPEzcSZSPTofBiMBgMBiMbLIFxgTIdxlXF\n", "JJYU8B6xErSptUr+98eWVmN1euWNF4EdHWMZ7wfoNnyrGpRVWlKBEU8K2EsYm4UTgmYnA+0ERvYb\n", "3HyOwRSRfJFanDYQCYx8W6mSMvnqkmwJjGlWYLidVAKjbyJmufQiZSSYXweSfPEXaF+SAWEsKeSV\n", "DDGC1gp8jd9NeSH85L1zcrnDaDgpn28lbgfq0+aKZs4BuoREO4GhLn2SygnWECqMA32TGe/TQ0sx\n", "of7bmGoOqf0RKGVUjmsC2U6XVOdUEwHlqMHAedhACUm2/b+wpkRONMV5EV979RTe7w5SyaumCm/W\n", "5IOWiaf632aVT6THy0SMp0uGNFQWf3b5XDx0+0rN9r4eDRNPPUiDS0C/BNEsdvgtfpP4jZTKR0hu\n", "XVUnlzEd6JsylQRkzF7sMDcl7DQWRnbsdqzsNB47jQWw33jMwBIYjFnJnp4JObBtrvCitVoJbhwc\n", "h2uImzCtIIQXlHaFHICVRK00KU8/2D+VcWM7oXHjSiYUsn1uoSBvniX5dX25Etj355nAIIMk9aom\n", "GXSHE3zRV/vVQV2pxyknGxKCmNd+nmkFRinZSjWPEpIJ1fzTUg4UEi0FBgB8am29nODqnYjhmfRq\n", "bQfpf1FVYmrFXWJBFV1CojXvRlXtfyXWWvTB0PKxGQnTfyOD8Sp/5hwi1Q+5SrvCcbpcSt4upcAw\n", "WkJCtlC15u9y43LFhPjEcBjfeK0D33yjQ/5bNv8LgPaVIcts8jnvsnlgVGskMLLhdZFtVM0mMIwd\n", "B7vTNxGTSyNdDg5XLshM9Mwp8+DqhVVYVufHP3y0xZKCisFgMBiMQsESGBcos7nuCQDe7lQMxzal\n", "y0dISAmsltRXXYIxr9KHtPodQ6GEnNx4T8OMUKv96pTG6nku0758jgE1fk8qACB9PPKtz6aCApUC\n", "w+XgZOm1INIKiUIjiiK1fUlWXwgjT7UHxoyXkORRjqMubTJaZmAVPQ+EqhI37iOk+o/vH8DgVFzT\n", "/wIwdw7Ulbpl49PJGK/pBUEm3shg1qoPhpZiIpsCo6okM4CuoxQYORIYegqMkuzXMy2GKA8M7RKS\n", "XPv/phW1+NTaetmIFKATKNn8L4BMDwwp6USddyYVGOWkB0Y0uwdGLug2qvpzIsELaE93tpEolAJj\n", "pn+LSfXF+uZy3S5GX75qPv7r5qW4emEV1ZGGcf4y03OTxE5jYWTHbsfKTuOx01gA+43HDCyBwbAN\n", "Q6E4fvJeL7YdGMDJ4bCu23k8KeBdor7+qtbKjNeQK5ZjGoEOuXpW7nXB5eAwN6Cs8HaPp1Z43+8O\n", "ZrxXywdD72Z2uEiBJD3+tAKDTGDkocAIx3k5aeB2Ztb0A0ApEVwVsxNJNCnItdleJyffODcVyMiT\n", "DqSmtwsJULgSEnVSrZgKjGhSkIN4Bwc0lNNB7M0r67AwrYiKJQX873u9qg4kxtplquE4jjby1Cgj\n", "GSGCazLobyjzyImESELAKYMSeC11z0SMpzpWkNeXKo0kWB1xXporISEUGGRC1oACQxRFVQLD2tx2\n", "cBz+6NIm/PKOlbhlZS3cqsCVvGZq4XU55EQMLyqJV9oDw9zYKnwqBUbIegLD4zJWQnJ0MJzx/Pmi\n", "wCAXA7TKRyR8LkdB28cyGAwGg2EVlsC4QLFj3dN/tXXjqfZB/HT3OXzx+eO449F2fHd7J145Noze\n", "oCIZ/6B3Uq7xb6rwYFFNppw114rlRFQJFKQAXW0S2B2MoU9DyaClwNC7mc3WSjWfY0AmTOQERnlh\n", "EhjUKnaJW/OmtVCBdy7CGuoLgJauW1VgtLW1IUi0v5wZBUZhSkimU4HRR+zvhnIPXKqg1ung8KUr\n", "5smP3+4cx3tEwnEhcb6aPQdIHwwtI091BxIJjuOoMjFSEZINvfOXTBDRHUhyKDAslpCQ38WIB8ZU\n", "nJcDbp/LQfnWkBjd/7WlHnzxinn4+R0rcdOKWnicHOYGvNjYklluoEbLByO/EpJsXUjMbctn0MRz\n", "/7lM35RCe2CE4zwe/qAPn3qsHTf8bJ/8340P7cetvzyAn+85V5DPI+mfjOFU2lzX7eDw4fm5jyfj\n", "wsFO94l2GgsjO3Y7VnYaj53GAthvPGaY/jt2BkOHM6rWiBMxHm91juOt9ApRdYkLqxvKqFXRq1oy\n", "y0cA+qZ4LJKEKIrU67QUDAsqfXg7/beusahmogLQVmBMETezHieHOJ9KtuRacbXKFOWBkfqudaVu\n", "cABEpEw4E7wAt9N8jlJthKjFdBl5kq1F/YRfBFlCUjAFxkwkMArUkjYYpd9bzASG2sRRi9UNZdi8\n", "uApvnErJ08lEVEuV9fp5tQ+GmmzlBC3VJdiRvpaorzV6kOevk0upCICUsqox/d3HqRKSHB4YoUTG\n", "tYgkYqCExMixVRt4FmrlfE6ZB39x5Tx88fK5AGColKDS55a7BY1Hk5gHIJiPiSehCJuIJXV9T4xA\n", "mnjGsygw1P4XQOEUGEkBeO7QIB7fP6Dd5UoUkRREPLl/ALeuqtMsU7LKri4lsbiuqVw30cVgMBhO\n", "B3BA41qoRqhpkV+Xy1uIwbAKS2BcoNit7kkURUopEfC5MleVI0k5mSFx1UJtyWuJ24kStwORhIAE\n", "nzLsLCNW7mgFQ+rvann6iWHlwlvjd8vBkaaJJxF8Lqjy4eRwalUrWwKjUB4Y5embTrfTgZpSN4ZD\n", "CYjpz9YLMLNhxBTPaALDahJFQleBEchfgXHFlVfiu8f3y4/NBlKFoLRAbVSn08SzZ0IJ/rOVEHzu\n", "smbs6gpS36uh3EPNHbPnQK4ERrZgtoV475kxowoMZXsLa0rk85pUZpCeEFoJjHKvE16XA7FkqsXr\n", "VJynVAQkoYSeiae2GaYedAtV/YDX6jXIjAdCQFOBYV35RO67vokYEmk/E7/bQV0jjECaeEZ1EhiR\n", "BI9jg6GMv+erwBBFEW92jOPnfVXoP9Gb+/VIze9CJjB2nlESGFcaUNMwLizsdJ9op7FcqASjPL71\n", "RqfBVw8BAB7Y3Fq8ARnETnPHTmMB7DceM7ASEoYtCCcEWbXgdTmw7Z7V+N8ty/EnG5qxYV6F5spQ\n", "U4UHSzTKRyQo537VTT+5eiat6JHB0YmhMA71K90KyK4m2iUkys0saVKYrYQkH8jxlxErkoXwwRjJ\n", "0ZYQUCcwtG/8f3VgALf88iAe3NFlaRwAECGSIyXEinQTUS7TNxHT9UvJxlSMh+TlWOpxUqux04W/\n", "QF4imSUkxavP1+tAoqba78b96xupv+XbvYBUb3SORTI6kWRTD5HvNaLASAoitb1ltUoJCpnYoFrx\n", "agSXHMepykj0k0ukCof0wFCXkOTq/DNEKTC0DTynC9KkU9pX+Zh4kiaT0m8GYN7/AoBsRqzeFkl7\n", "/5SsvCG8TPNOYGw/NYZ/+f0Z9BNlinPK3PibTfPx8h+uxSvp/1Y3KPNOK3lulfFIAocHUr9xHIDL\n", "WfkIg8FgMGYJLIFxgWK3uqcxlQyb4zi0Vpfgk2vm4DvXL8LTn16DH922DF+8fC6uaq3Eh+aW42+v\n", "bskqjSZXqsZVdeMTGgqM5oBX7nU/Hk3KN61Lakso40FtE0/lb61UAkM/WCmcB4ZyQ1+ITiR6PgIk\n", "pHJAT4HxTPsgkoKI10+OoidoTLKvhly9JwO6Mq9LVkzEeWutVLfvfE/+t9kgqlCUFqCERBTFaTXx\n", "1OtAosXNK+vQSiQG1QkMs+dAXalb3meTMT7DJJdMVKoVGA3lHnjTEehYJJlxTVAzGk7IBrJVJS40\n", "EEmzYR0PDC0FRmrc5Hv1z0u9LiQlbqfs1yApyrIxbNDAczp+BygPjPQ8DebhgeF1clRXFAl1u2dj\n", "28pt4rmvV5FMX9xcLv9brXoyy+4epcNVhdeJP9nQjIe2rsTHltbA43TAnf4vQCoHdcoarfDO2Qk5\n", "gbuqvpQyimUwAHvdJ9ppLIzZhZ3mjp3GAthvPGZgCQyGLcgVBDgdHBbV+HHLqjr8n2tb8c8fX4yV\n", "9aUZryOhFBhhfQWG5IHhcTo0Sy42zAtQ5QVaN65kSUcrsdKby7TPKrQHBqHAKICRp5G2hKWEH4VW\n", "4M0LIhWkHB7IlGAbQS+gA1IKHIn+SfNlJCFeCYJmwv8CUJuhWishiSaFjNVjI0aPVjlnUIEBpM7b\n", "r1y9AAGfC7V+N65bWp3XZ6cSm0pChDTjjCYFObB3OTjKK0Eay/wcJSgkah8JMkAmO1/kaqMK0EmE\n", "wSwKjIhOCQmgVmGkzq1Tw2H80/ZO/OjdHqo1LKn8spcCQ8PE02TykOM4VGiU4FhRYBjpQrLvnKLE\n", "u6pVUeLlq8DoIObut65biE+umUONR6KC+u0pnAJj5xmlHPOKlsxOXgwGg8Fg2BWWwLhAsVvd01gO\n", "GbYVqrJ0ItFTMJBdDiQum1dB3TCrFRhJQZQDDw50N5NsbVTz88AgEjAenRISC0E9kN1HQCKXB0Yo\n", "zoMMqQ/3W0tgRHQ8MAA6MLOiwJi/eIX875nwvwBoVYnVLiQT0cz3RRJCXqageoTjvBw8uxwc5pTl\n", "Do6X1vqx7Z7VeOTOVWhUtVy1cg4sIlQcp0eUIFCtHNJSZ5kpI1EnAWqJc0Gab/GkIKuEHBw0Ww4D\n", "6laq+onFUFw/YUcaefZPxvDj93rxpReOY0fnOJ47NIRnDw0Sn2FMgTEdvwPk9Xw8mkQsKcjntcvB\n", "WTKO1NrPlkpICCWHltncWCQhJxqcHHDlAqXMYjKWzFnKo0ecF9BNdNFZmKUUkjItLZACIxTnKWUJ\n", "879gaGGn+0Q7jYUxu7DT3LHTWAD7jccMLIHBsAXjBmTYZiElsWrjO8oDw6fcIJLJByC1Ori0zk8r\n", "MFQB45TKj6KqxCW3lpyM8VRnAbPo3SBP6CkwKA8Ma6vwxhQYRAJD4/upVSqHBqYyXmOEbAoMKqC0\n", "UDKRTyvHQuHPoWQxQlBHyl4MFcY5VQtVo2aOHMeZMn7MBlmiRSowqASGThKUNPLszGHkqU4C1JIK\n", "jPRnjam62Dh0StooD4wsyTZqvqsCe/J69u03OvF0+yAI0QWeOjgoX2vU6pGZRN1GlUwAB3zaiaZc\n", "FEqB4c2hwDhAqC+WzylFhc8ll/IIonXj3e7xqHzsmio8Wc1Hy3Oo/6ywu3tCNj9dWF2SkVhkMBgM\n", "BsPOFDSBcfjwYTz77LN4+umn0dPTU8hNX1BYMSQ0i93qnugSkkIpMMhWqtYUGJfOq4CD4ygZr1qB\n", "QW/LCQfHaQY7arIdA1EU8d3tnbj90Xa0qTqvAHQJCTn+BqqEJH8FhtU2qmp5dU8wltNzQItsCgw9\n", "Sb9RDh7vkP89Ux4Y/gJ0IdFbldVqt8kLIl48MoSXjw5bus5Q/hcWOtyosXIdohMYyiq2EeUQpcAY\n", "NaPAcKOGUPyMhBMQVJ2Tsl23qFaqWUq7wnFtzxcg1UZagiwZkvJCwWgSzx8egiiKqi4k+iqZafHA\n", "UJl4jqsSGFYgk84S+ZeQZJ4PZPvUi5tS/hek+sNqK1WyfKRCCGd9LZmsKVQJyc4u5TeFqS8Yetjp\n", "PtFOY2HMLuw0d+w0FsB+4zFDQe/aR0ZGsGXLFgDAq6++irlz5xZy8+clcV7AqeEITo2EcXI4jFMj\n", "EZwZjaC+3IN/v2mppZuy2YjaxLMQVGdpPUgGfaREd4FKgbFhXgWA1Oq/y8EhKYiIJgXEkoK8ekf6\n", "X5R5UmOvLXXL7vJDU4ms7Sa1ODIYklvGPr6/HxtblRplaQxAKnghlQmkVH04lEBSEGU1iBEiCV4O\n", "pN0OTlcS76fMJzMDb62g+shgCFcsMFdrXUwFRpjywJiZ86wQJp5aprIA3U1GYvupUfxgVyq57HVx\n", "uG5JjanPojqQ5DDwLBYtVT5wSLWV7A5GEU8K8Lgchtr/tlTTrVRFUdRVAFAqBr8HPpcDZR4npuI8\n", "koKIYCRpyMATAOrKcisweOK8BuiuO6nt09+p3OvE5zc0QxBE/N+2bgDA0+2DuHZxtZz48zr1z+Hp\n", "Qm3iSXdtsXat12pDa62EhEhgaJSQ7CcSGOvkBIZLPoaTMR4N5Rmx+F/gAAAgAElEQVRvywmZeJvj\n", "zZ64JJM1hTDxjPMCdncrBqJXmrwmMxgMBoMx0xRUgbFp06ZCbu68ZySUwGe2HcFfvXQCP9jVg9dO\n", "jOL0SAS8CJybiOOtjrGifbbd6p6KocCopEw8jSkw5gV8ssO9y8Fh/dxUAoPjOOpGkpTyarU0pVZc\n", "dWresx0Dsra/dyJGlZJQn+dxUgGYx+mQzf4E0XwbV/Uqtl5wl0uBoSV1PmTBByNCJEdKPPoeGFYU\n", "GL7KOvnftuhCYtkDQy+BkblP2onWwO+fnch4PheFVmBYuQ6VuJ2y2a4gAl1pLwEjyqFav9LFJJwQ\n", "spZzaPlIkMqq4XCCCsaNKjCGQ3HN0jB18kJdjvLh+QE5GXnNoir8dOsKXL+0BtctrUFjWnk1GePx\n", "k/d7le9b6slaojEdvwMVXpesEpmM8dS5almBoZGUqbbShYRso6oqIemfjKEvnYT2uhxYMccPoPAK\n", "jI+sW5b1teWUAiP/BMb+c5Nykrqx3EOZ4jIYJHa6T7TTWBizCzvNHTuNBbDfeMxQFA+M119/HZdd\n", "dlkxNn1e8WbHWFbzwe6gtRKAmSQpiPjH357GZ7YdoYKlXIyFi6vAID02eEGkVBNkEOlxOfD5y5ox\n", "N+DFn364mXqObGdHBo1UOUf69VqGf2Yg5e2RhEDJricp/4vMfdVQpgSWZlupkqv22VY0c3pgaBhL\n", "HrHQiSSSTYFBBZPmO66MR/NfCc4XHxFAhROCpbIOUoHhIUwJtUpIyATE4YGQaRNCOygwALqMRAoG\n", "R7K0UJXgOI7ywTiTxQeDnFNSsoyac6GEYQVGqccpz984L2qqZmgDz8wAfWFNCX5xx0r84o6V+Ltr\n", "WuSEicvB4dOXNMiv29GhlAfMtP8FkOr+QpZBdBHmlQVVYFhIfHtdyvmiVmCQ3UfWNJTCnVZrkJ89\n", "ZbGkg/Ruaa3WN/AE1Cae+ZeQ7DwTlP99ZUulJQ8Shnk6Ojrw1FNP4cUXX0Q8XpzuZAwGg3GhYOnu\n", "YXh4GNu2baP+dtNNN2H+/PnYsWMHlixZgtra2qzbaGtrkzM/Ug3Ohfb4HLdA3h/zSnjccNF8xJIC\n", "fvlBHwAlWCjG57e3t+MLX/hCwbe/p2cC76ZXdr/3Zhd+tnUF3n93V87394+XQMqnnT5yAOOnxLzH\n", "c9mHr5D372g4DkEU4eA4bH97J4BUC9YyjxPv7NpJvb9m7Dg+2whsXLmS2l6Fr17e3s49+7Ho+tT2\n", "Dxw9ASAVzJV7XWhra8PkqEv+W/vps2gLncoYn/SZWuM/0OUDoNy4/ubt3bjrY6nP27l7L4CS9Oc5\n", "M96PSBDSqT0USpjafyOqTg56rx+NcwBSK5IjE6GM8/nIkBsAXXt/YjiMWFLAbgPzQXoc1vDAkJ6/\n", "lDi+w1PK8TX6fftGlTnXcfQg1jVdmXM8hX7sdHDwOETEhVQQEUkI2Pf+O6a2d+JMD4BU8NZSVYIT\n", "w6maeulYkq8nExDD4QSGQgmc2P++4c+jFRi+vL+/+lww+n7nlDK/2tpPo3TwKEbDShDf33kCWHa5\n", "5vt9sXF5f50ZiyLe1Z6xfUEERkJKm+YTB3ajedNGKqk3Ek6oTDzdWcdfV1Yjt259fedu3L75Cur5\n", "uavWy9viksp+Jrc3p8yDtrY2dKi27xWBuYFq9KiS3nWl7qLsf7OPPaJyru3v6Id0bav0uSxtb2Bc\n", "ub4CQIlDlP0szGzP48z0wJCeb08qJbCVsWEAiwEA4bEhSPNnIsabHv9v3mzDWCQ1t7wuB154/CFc\n", "tGaN7uuPHvgA0u/VRCyZ1/HgBRE7Tg0j1S8r1VXFLvdDM/nY70/9lhWL8fFx9PX14fbbby/q5xQa\n", "8nd9prHTWBizCzvNHTuNBbDfeMzAiVb7gGnw9ttvo66uDsuXL8/6uu3bt+OSSy4p1MfOWv7+N6ew\n", "pydVY/uPm1uxsaUSZ8ej+NzTRwEAc8rcePTO1UX57GJN2if29+Pne/rkx5+9tBF3rm3I8o6UYeXN\n", "vziAWNqY7rn7LrLUWk+L2x4+KK9sPv3pNajwudATjOKzT6X2cVOFB7+4Y5WhbX1neyfeTvtS/P01\n", "LfjIoioAwKP7+vFwOul059p6fPbSJrSdGce33+gEkPLR+M71izK2p3cMRFHElkfaqRXZv716ATYv\n", "qQYAvN8dxDdeSxlQfmhuOf7544up9/9/7/bg2UNDAIA/urQJn1pbD6M80z6I/30vJUG/ZWUtvnjF\n", "PM3XjUcSuOOxQwBSSZRn7r2Iev6/dnbj5aPDGe/795uWYE1DmeHxfPmlEzicVm58/w+W4KJG+r2f\n", "fOSgrEh58u7VuivvWtz80F5E04mDbfesnjEfjLsePyQnGx69c5Wh1qQk393eKfulXL+0Gq+dGAUA\n", "rG0sw4N/sER+XSjO47aHD1Lv/btrWnBNeh7ngny/28nhpc+s1e26YRSr16FdXeP45uup82tdUxm+\n", "d+MSfP6Zo3Jr1P+5dRkW12oHJS8cHsIP3+kBAGxeUo2/vXpBxmtGwgnc9Xhqfld4nXg6Pb9/+UEf\n", "HtvXDwC4e109eoMx7Ejv+699ZAGuXVytO2byev/N61oz/GCODobwly+eAAAsq/Pjv2/JXlqg5ven\n", "R/Evv++i/iZdj/SYrpuXv331JPanFQ01frc837+8cR5uWJ59sUML8voKpHxRfvzJFVneoU3fRAz3\n", "bzsCINXB6ZE7ld+Cv3rxBI4Mpq49D964GGvTHhg/fb8X2w6mWtb+4Ycacde67L9vavb2TuDrvz4N\n", "AFhe58cdNUNZj0FSEHHjQ/sBpNIOr352neWOPu39U/jKyycBpBRDT9y9Ou9z+Hxg7969uPbaa4u2\n", "/TfffBOVlZXo6OjA6tWrsXTpUs3X2e3e2E7BzUyM5cC5SXz11VOm3/fA5lZ8i7g+GYG8xpjByhit\n", "jM/q+6bzs/T24YU+j7Nht/GYuRYXrIRkYGAAO3fuxLFjx/D888/jkUceKdSmz1v6JhQZYVO6jVlj\n", "uUeuFx6aSmi2disExZqwZG97AHhy/wBVHqJFJCHIyQuPk8soFcgHUtYttZXU87/IRUCnFlndRhUw\n", "1jZR7xgMhRIZvhJk+0qqhEQj0ZNP+YoRI0Qg0wNDnQclzebI43nIRFkRkL2EBLBu5JngBTl54eDM\n", "zYNCQ34vKz4YZDkCKUdXl5CQc0jCTFkPqd5oKvcWJPCxeh2iSkhGUmacRrqQAHQr1TOj2iUkdAcS\n", "JaGUTYGRq/SN7kSSOVfpEhLz18BNrVUZXZTqcpSQTNeNC+kxQ15jrCYN1W1UrZpdk11I4qoSErKE\n", "iDRHJq8V6m5LRugYoctHch0Dl0P5TRSh7TlklJ1nlPKiyxcEWPJimhgcHMT4+Di2bNmCkydPQhCK\n", "c19XaOwU2NhpLIzZhZ3mjp3GAthvPGYo2F17fX09vv71rxdqc+c9vCBigGinJ7W/dDsdaCj34NxE\n", "HCJSQUeuGlk7cXacDpLCCQEP7+3DX26cr/setYFnIWtyq0rcsqx6LJxESxVtvGbGoZ808Qzm8sBQ\n", "mfaZoVMjqOqbVPbrVA4PjBoDLVz1MGKECKTmqcfJIc6LEMSUASHZ5pRs93fpvAq5Lt+sD4ZWCQlJ\n", "TakbnelV95FQAjC4mEvWkld4XZZXNAtBro4uuSD9WFqJNqHqY68uLwCAwwPGE0q9E0pysmkG/S+A\n", "1Gq53+1AOCFgIsajfyouzzkHl90ckuw0dHY8Cl4QM46/loEnoOWBYczEU70drWsC3XHHvALN6eBw\n", "7yUN+O7vzhDjNafmKRZ6iQqrJp7q67bVBIaX8IwhFwsEUaTMRsnt52vi2TGmnEcLDf62V/hcCCfi\n", "8mdWWNhvoijS/hes+8i0IpncNzc3Y3R0VLfMWl2OCdir3MYOjxdddCkGp+IIBlPzORBItQLO9rjM\n", "40Tv0Kjh1wPAVCR7q+1C4nQAbx3tMTW+YDAIp2f6fouTSfPXOyvvsQqfjOOtoz2m9h8ALGmuQ2OF\n", "1zbz+0J+bKacb+aWHS9wpBaXQGp1igximiq8OJdWZ/QWKYFhRTYUSwo40DeJ5XWlmjdQoiiiO5h5\n", "wf/18RHcvLJO93sUoq2eHtXE9qRggwxeTSkwiO9MBo2T8cyEQqXPBScH8GIqmCfbrkroHYMOrQQG\n", "odahEjAaCowaP9Gdw6S5pVEFBpBSYcTTyadwnE5gkGO8YkFATmAcHgjJXhVGiBAJDG0FhrVEkR0M\n", "PCXIYNWSAoPY180Br9zuN5wQEE0KslFor4YCo2M0gkiC10wOqaEMPAvQgQSwLl90cBxaq0vk8qIP\n", "epR2l1Ul7qwJqcoSN6pKXBiLJBHnRfRPxtCsanNMtVAlExh+dQJD2fe55hG5ij+ooYyi5rrFErqN\n", "rZVYWF0iX0NaqrJ3mJgu+ahelx+r557698dyAsNFemAo+388kkRaFIgKr5N6Xb4KDLWBp5FjUOF1\n", "yW25J2I8mk1/aqqzlbRoUupxYl2T8VI+Rn4sXboUHR0dWLx4McbGxrBqlX7ZKjkX1PNiuh/baTzk\n", "eZJZNjGkGnXm4wc2t+K7O4cMvx5IlTFMF8Eob3p8wPSO0eUyf7228h6rRARneh8a338A8OCNATRW\n", "eKdlPmv5Ts3kY7uNZ+/evTBKUbqQMIDH9/Xjvl8dxm9PjGg+T66oN1bQq2RziZvpXpt0IhkLJ/CF\n", "547hG6914Ou/PqXZLWEolJBvwsu9TqxvTtWiCSKo1n4Z2zYhwzYLufI3mv4cMrjWasenB3nTHKS6\n", "gmQqOpwOTqXCMK6EODOWmQQig08yYaKlIFGvEpvBqAIDyN5KlSyxWV5XKid/puI8zo4bX9UgA3p1\n", "G1Ugs62lUcwEnsWGaqVqUh4uiiKVkAv4XLL5KkAfz16N5KIgAseHwoY+izLwnGEFBkCXkXzQo7SE\n", "Jb+/HmRg36lxvumVkJDzbWAqLnczcnCZZQ1q6LIyDQVGniUkqXFweOC6Vly/tBpf2TQfjQVKNOWL\n", "3jlWMAWGxW4rLgcnl2zyIuRFBb0ElvqzzSYwkoKIs8R8M9rClGrhrdM2ORdtRPnIh+dXyF1VGMVn\n", "3bp12L9/P5577jm43W643TPfHYjBYDBmM+wXrAiE4jwe3tuH/sk4fvxer2arwj4iGGgsp28yydXN\n", "Ho2goxCYWXWbiCbxd785JUvQT41ENOvpycB0XsCHz29olm8O9/RMYnf3RMZ7AJiSYZuFDGbG8/XA\n", "oBIYyjaoEhLi5rY2R8Cidwy0SkiC0aQc4OQsISESD6PhhKnWnGYVGBLqVqpUiYbPhdX1SkeHQ/3G\n", "ykiSgohEehnUwdFybwmqXMZEsoZsq2s1iCoUpR7lMmy2vj2cEOSgy+dywOtyUO2DR6gEhraCwmhZ\n", "TzEUGPms/pPy+33nFAVGtYFrSAvxXq2EoV4JScDngjt9UYsSK/YBX+4ypJweGJTayLqJcWO5F1/Z\n", "tADXL63J+dpp88DQSGC48/A78jgdVAtiM+a9JBzHqTqRpI7BkE4CC8ivhKQnGEUifb7WlbpR7nUZ\n", "OgblOv5LZlC3T2VML1u3bsVtt902q2rO7TRWO42FwbCK3eax3cZjBpbAKAJjkQTS9yiYiPGaK8N9\n", "k8oNknqVjFzd1JJ9TyfhOI9/eO00Okbpm/yTw5lBNmngOb/Sh9bqEnx8mXIT/eP3esELmcH0TCow\n", "zHlg6Jl4kqaaymusKCESvEDtRzIZIal26ARG5vi9Lof8vXgRCEaM3fBGErzsOeFycDnVKWSQRQbe\n", "cV6Qgzsnl1pNXkUkMI4Y9F0gV6RL3E5NbxSrJp7jxCpmpW9mV8Oo/Zgw54FBrsZKiRh1AkuCvJZ8\n", "bKnSLUPqtJANQRRtqMBQVq9JrxQjwWwL4RXSpZEw1FuB5zhOc/tGrltkCcmIRmKRUmAUqAuTXdA6\n", "xyp9rrz8jkhVgtUSEoAuI4mnr1tk4i9TgWG9hIRMThv1vwBodQ+ZHDbK2fEoutK/K14nhw/NrTC9\n", "DQaDwWAw7AJLYBQB9U1Nl8YKH1VCUk6v8FAJjCKVkJB1T3rEkgIeeL1DU2J+cjjzb2epBEbqO9x/\n", "SaO8ytY1HsXvTo9mvK+oCgzSAyN9UzpRgC4kQV0PDOWmmlpx1VBgaB2DnmBMrr2uL/NgUY1ykyv5\n", "ouTywADoG3qjgf1oWNlutT93cKFXQqJWuHAch1VE69RDBlf8I5SBp/alqtaiAiNYRN8Vs/jzKCEh\n", "56EU0FX7MxUYE9GkfFy8Lgc2tSorsEfSviTZeKtjXH5/qceZV8BIYuQ6pAdpWEpiZGxUJxITJSSp\n", "xxrBuIHrlo9ILCYFkUrcArk77hSDfPa/GbTOsXyVT1I75oDPldPrIxteF2HkyUsKDCKB4c9WQmJO\n", "DUEuBEglUEaOAVVCYkGBQXYf+dDcCkq9wmDoMV3XByPYaSwMhlXsNo/tNh4zMBPPIqCuUT0zFs1Y\n", "8SBNGdUKjDmlHrgdHBLpm9xQnKeCxXwIxXl847XTODnkR6D7EMq9LlT4nKn/e1P/L/c6UeFzYUfH\n", "GA70Kavll88P4J2zKRnqqRGtBIaSbJmfvqGs8ruxZfUcPLqvH0CqfOC6JbS0uZgKDDIhMpa3AoO4\n", "cU0f4zgvyLJjB0cHHnUWFBjkCl1LlY+aG1LZjl7ChKS21C0HZsOhBJYY6M6xt1cp8SHNMfXQK32Y\n", "oILq1PFcXFMCr5NDjBfRPxnHSCiRs27dSFcGK4kaQKXAmOkERh5tVMlgJpsCg1JPVHjQVOFFwOdC\n", "MJrEVJxH93gUC3QSAklBxC8+6JMf37Si1hbtF/0eJxrLPZSaDTCmwCDbjfYEo4jzglxKIIoircBQ\n", "bU/9GDB+3aor9WAyljrHh6bi1LHK1XFnNqO1f/I97/78inlY31yBFXP8ee0vrRKSkSwJLJ/LIf8+\n", "x3lR06BZj0IoMCYtKDBY+QiDwWAwzidYAqMIqFdIusayt8VsUnlgOB0cmiq8suSzdyKGpbXGW8tk\n", "45Vjw2nnfg5DoQS10pSNz13WhE2tlUoCYzgCURSpVXrKA4MIEFbMUcoHtBQl45ShYmEVGFWEB8aY\n", "hgeGmXZ0PpcDbieHBC8ixouIJgVqxVxSG0jU5lBgaNWedY7RK3Tkjb+UwJgyoCCp0ViFz0YsKeDx\n", "/QPy4ytbAjnfY0yBkXqN2+nAsrpSHOxPJcQOD0xh08KqrNsPG1iRljwJEoKIUJw33FGDmnMz7IGR\n", "TxtVSoGRngvVWgkM0r8i4APHcVhZX4p3ulLn85GBkG4C4zfHR+S5V+Zx4o6L5pgaYzbyrb9srS7J\n", "SGAYUWD4PU7Ul3kwMBUHL6b2j7QiHowmZZ+CUo8zo5xDK/FmVDlWV+qWO4QMhRJYTjxHXksKlbDO\n", "xXTVv/pcDjmBKZHveef3OLF5SXXuF+aA6kSSHt9QFhNPjuNQ7nVSJYlel7F2tR0aCQwjxyAfBcbg\n", "VBwn0opJJ5cy8GQwjGCn+ng7jYXBsIrd5rHdxmMGpiMsArlKSKZiipzb4+SoIFuiqUhlJCcMdhwg\n", "uXtdPe64qB71ZR45IJ2K8+ifUgKHiWhSDqa8Tg71RL13Lk8PuoSkwB4Yqs4hvCBaVmBwHEeVkUxE\n", "kyr/C3pbVjwwzlAt9nxoIhQYigdG7vGTyRMjCYyXjw7Lr6suceETK+tyvkcvgTERywyqAWBVg5LI\n", "OmygjCRiYEVa7Ulg5LsCdlNgWG+jGlR1IAFo41ppf5BmwJIB5yoisajngxFNCnh0n6K++NTaelNl\n", "V8VGaxXbSBcSQF1Gopx32TpQANoKDKNzKFtZWWgGSkimC47jMpLThU5WW8XrzPTAyDUHrPhgTEST\n", "8nbdTs6Uj0w+Jp5k+cjFzeWaxs8MBoPBYMwmzq+7JJugLiHpGo9SnUgoA89yr6Yce24FmcAoXCcS\n", "svTjW9ctxA9uXYZ/+fgi/N01LfjSFXNx3/pG3La6DpuXVOPyBQF84cPNuH99I4DUTehiwpOB9MEg\n", "1RdzK33Ud6ov80BqIDESTlC13kBxS0jcTqXuXBBpLwDAnAcGkNlKdTKujF1dzkG3TcwMrLVqzzrH\n", "yBKSEqqEpG8ijnhSkFcJnRx0a5mp0goN9QdJJMHjyQOK+uKudQ2GaqRpE08l2TCp4csAgDLyJEuT\n", "9DCiwACsJYpoBcbMBlJkKY7pEhKNch26hCT1vJYBJ3k89BJKLxwekrdR7XfhllW5E1tmyLf+UiuB\n", "YdSfg+pEQngT6HUgkVCXFADGOp8AQF0ZcU2Yos9LMmE3XSae01n/qk7yzHT3HwnKAyMppEqIwuQc\n", "yDzeVnwwyCTZgkqf3LXGkAdGHiaerHyEYRU71cfbaSwMhlXsNo/tNh4z2OMOYpYRSfAYjyZR43dT\n", "9bMS6hWZSELA4FQC9WmzTrKFakO5tvS0GJ1IpmJJ2QjSARHr55Zrjj8bS2r92HcuFXyeGo5gU2uq\n", "DOCsqgMJidPBobHCK7dhPTcRw6KaVElMJMHLHSvcTq4o0unqErd8TEbCiayqiVwEiIA8GE3KLSyB\n", "TDVEVYkbDi6VOAlGk4gnBXiyJAZCcR6D6faKLgeHeZU+CKIIDoCI1Iotmewp8+obbZopIXnu0JCs\n", "nplT5sYNy3O3XwT026jqmaSuqi+Dy8EhKYjoGI2gvX9KNuLTglJgZDlOVCcSowkMGykwSnW6uRgh\n", "qNGFhCohiWSWkEjJ0SW1fvl49ARjCEaTVFA5GUviV0Ri69MXN9rO/K9VlcDgYLycQ8/IkzLw1PCC\n", "0TbxtKLAoOcq1YXkPFNgAJklIzN93klQHhi8gKk4L3th+FwOzWNBKyKMnbOkgacZ/wsAKLdYQjIW\n", "SeBQuusTB+CK+blLAxkMBoPBsDvn311SkfnzF47jll8exP2/OqLZXQTQvsHoGldWX0gFRlOFtox0\n", "LpHA6ClQCcnpEaI8ocZvOnkBAItrFC8OUs2h538h0VyhXRIzrlJf5NNWTw/yRrk7GIOUcijzOOVV\n", "MKNQrVRVJSRqNYfTwWVNJKhrz8jykXkBL1wODh6nQw6YBJHe59nKX4x255iMJfFU+6D8+J6LGw3P\n", "C30PDO0Sl1KPE5sXKzXrT+zvz7p9owEd6UlgpIQkklACFLeTm/FgMR8PjAkNtUvA55IVT5Ox1Hcl\n", "k6BSeZrH5cCSWiWQOqJSYWw7OIip9DFoqvBSLZELRb71l40VHiqpEvC5DJ/TVktItD0wjCYw9JNt\n", "pImnnmltoZnO+ld1wmKmvWckyPkTS4oZx1/rN4lWYBhLYHRS5YHKeWfIA8Ni69Z3u4JyS/dVDaWo\n", "KlD3IMaFgZ3q4+00FgbDKnabx3YbjxlYAsMkZLAzHtFeCdGSeJIrfOeMKDAqlJvr3mCMKkGxykki\n", "gUGWgpiBDHhOpo08Ae0WqiR6ihK6fKQ4N1fkijQ5TjP+FxIBdQkJEaxrqTlytVIlURt4SpBJrhPD\n", "BhMYBrtzPN0+KCcfmiu8+JgJUzyq9IHqQqJvkvqptfWQ4ss9PZNZPVmMeGAA5hUYlPrCV5ykmRmo\n", "UhyzHhhkF5J0kOPgOCpQOT0Skfel3+2gAseVOj4YI6EEnj+kJLY+s74RLpPJvunAwXForVaulUY6\n", "kEjMC/jkudg3GcfTBwcgiiKGwtlLSLRKVAybeBLeQIOq6wGVsJumEpLpRJ2wsEsJCamKi/NCzgQW\n", "YK2ERMvA0yh+t0NOSsaSguzVkYs2onxkIysfYTAYDMZ5AktgmEQdwGqhdUNDqjX6yQ4kOgqMar9L\n", "XhmaivOGZarZOEUEv45gX5ZX6tNY4ZWTOMFoUg6Ou8kWqiYUGKOEgWexVuTIlT/yOFgxI6xQSYen\n", "crQ0JWve+1XdEtS1Z3ordFQCgwj4yzz64w+UZK7CqxmLJPDcoSH58X3rG0wpUoyYeKqTLM0BL64m\n", "uo9kU2EY9cCooQxLsyeJAHXXm5kPovw6iSAj6CWLyCD7YP+k/O+56Q4kEqvqlRKewwNTGAsn8Oyh\n", "QXzt16dkr5XFNSXYtLA4wU8h6i/Jc8WogSeQClwvaS6XH//4/XP45hud6CaSnFp+Fx6ng/od4GA8\n", "GCcD4tFwAnx6eTzOC3LnEyeXMneeDqaz/jWQYeI58+ceQJt4xpICXUKkcfwB8yaevCBSixhk0s3I\n", "MeA4jlb/GUiahOI89p1Tzv0rFrDyEYY57FQfb6exMBhWsds8ttt4zFDwO4hIJIL//M//xP3334+m\n", "pqZCb37GIZ3TxyPaq71aNzRk4Kw28dSC4zjMDXhxKq2a6AlGEfDp+wUY4RShwGjwmZOqSzg4Dotr\n", "/HI7zJPDYZR5nBhIG9I5ODpZIdGsUxIzPh0KjJLiKTDIVWmthAiZfDiXw8ukU9WBRKKxQrmJJhUY\n", "WgkTCUe6O4dUZz8STmQky7YdGJD9R1qqfFRiwQhG2qhWaOyTO9fW4/enxwAAO7uCODMWQYtGC8+w\n", "UQWGSRNPMoFm1HyxmJAKjEhCgCCKmsa+Wmh5YAC0EqG9T1FWqDsfrCCMPI8MhHDXE4cgqMRen720\n", "yfB4ZoJUWdsIAKChzHhnBwD466vm49tvdOJYOjEotZWV0FuBr/G75X1fYaJsxeN0oNbvxnA4AUFM\n", "la4sqvFnGHjOtCqoGNhVgaE28QwSyd46HUWPWQVG/2RMTiJXl7gsdWCp8LpkxeJElEdtafbXf9Az\n", "IXs0La4pQYPOvQaDUQj6JmIYnMq9gEBS5nFSi0DZEGpacCCdkIvz1u5fGQzG+UPB7yB27NiB66+/\n", "vtCbtQ2WFRjjUQiiCEEEdZHXKyEBUokAKenQG4xRq6VmiSR4eWXRwQG3fmSD5W0tri2RExinhiNU\n", "mURThRduDQ8FqiSGKiEpXgtVre2SHV2sJDDIVbDJaBJuJ5nAyNxec5YEBll7JooiVUJCBvRNxI0n\n", "nRzIPv7aUv0ERiwp4OWjw/Lj+9c3mg5S9cwn9dqoSrRWl+Dy+QG8czYVLD65fwBfv6Yl43URo11I\n", "DJbLSBzoU1Yll8/JEQVMA04HB5/LgWhSgAggmhAMlRAIIqKbnjsAACAASURBVN0SmFJgEAHS4QGl\n", "44s6uVjjd6Oh3IP+yXhG4sLj5HD3ugasJ1QKhaYQ9ZfXLq7C70+PYSySwM2rak29t7bUg3+/aQl+\n", "+v45PHd4KON5rRKS1PvcckmA2evWqoZS7OhItbY80DeFRTV+ld/L9JWPzJQHhtflyJqUnE7IEpIY\n", "T3tgaPmdAOYVGEcHlcSz2njW6DEwa+RJJusvbireOcw4fzFzfRiciuOrr54ytf0HNrfiW290mnjH\n", "kPw+BmM2YjfPCbuNxwwFLSEZGxuD3++Hz5dZQnC+QN6EjWskMBK8IK8cOzglyIwlBQxMxTE4pQQK\n", "tX531q4UlG9EnkaeHSMR2bxyXsCX180jaeR5cjic08ATSJVSSMF+MJqUA96xaZDzk8oOngjS1P4M\n", "RiCTBsEY3ZJVywODVmDor04MhRLyPin1OKnAqVGnzKgsRwlMDdFBQa1M6BqPyiUCDeUeS/JitQJD\n", "8kPRa6NKcte6evnfb3aMaapTjJoa0m1DFVm+HvvPKQH9uqb8VE2FgiwjMeqDMRXj5WtJqcdJqYGq\n", "iflD7ke1AgMAVUYBAKsbSvHljfPwq3vW4O6LG2yvBihxO/HvNy3BQ7ev1FTy5MLtdOALl8/FN65t\n", "oRJlJW6Hblckcs6ZTWBcRHTeOZhuJ2y0XGo2Q+4nuxh4ApklJKRXkVYLVcC8AuPV40qymGxfbAa6\n", "fDH3Zw4YXChhMBgMBmO2UdA7pba2tlmdzTECqcDQMvGcVHWlIG+ou8aiVKCmF5hKFLKVKmnguaS2\n", "JK+6p6W1ZCeSSNYWqhIOjqOCeSkhM04pMIpl4ql9s2zFAyOg7kISJ4939gRG7wRtxkoeA7ILQmsV\n", "7VOg55OSqwUs1QFFZRhIlqssrvFbClI9Lgfc6aCZF4E4L0IUxYxzQIvlc0rlVUFBBNWuU4JUYJRk\n", "Ceo8LsWTQBC1E4sSfZMx+cbezYlYVjfzCgyATtAY9cEgg5iAKlFUoxNUa5V3fWZ9I7aumYP71zfi\n", "F3esxH/ctBQ3LK8tSktjNXaqv9zUWoUf3rpcvr7dvKJW97wgE4xmywHWNioJo/b+KQiiaLhcqtBM\n", "5/5vqSqRfx82tdrHUJIy8UwKVNcmXQWGz7gC49RwGIf6U2VcTg4Z3XyMHgMqgaFhFK6GTGDUswQG\n", "wwJ2uj4zGOcDdjun7DYeM1haBhkeHsa2bduov910000YGBjAiy++iMHBQbS0tGT1wCCTHdIOnA2P\n", "q8gERjpQIp9Xt5BcUOWTyy26xqJUUNCYvqnQ+7y5Sy+WX3v83AiAVsvj39nnAZC6GXNM9KO9t93y\n", "/jhzaA/cnB8JkcNIOIG3j58DkPpe8yu9uu9vrmiSvUC2v38AS//gckqBISUaCn38TrTvA6AkXSSk\n", "hIOZ7VVQJUQ8yFJMyVSTmi8lLrg5EQmRQyhtxtq+511qHG1tbdg54gaQmg++2Dh1fux7/x34nX6E\n", "eTqYyjX+2vIl8msPnOzC1ovq5efbBpT54JwaRFtbr6X96/c45VKqUJyH4HbIZoReJwevy6H7/rvX\n", "rZVN5l47PoxPX9KAulKP/HwkUSeP/+TRQ1g/9wrd8fhEH4LpObh95240lQia4yXVFwv8PFwOzhbX\n", "FyHmg3QOvbNnH7qJ8f/iN+/g9UEPrl7WgM9vaJbfX7VknfxdEFcSUm1tbeifcgLQMNMNZJ6fhz54\n", "DysBbNww89fXmX7cHPDiUzVDiFQBH7usWff1fEjZv+7JfrS19Rj+vK5De1Dq9CPEc5iM8Xhu+y4E\n", "kw55e7FQcNb+PuZ6/D+3LsNLb76DOfFOAPr7dzof95zpAJBK7MV4AX3BCFLWrCkPDK33j8U5SL8p\n", "w8FQ1uP1498fgnStvaq1Esf2vU89397ebmi8FT5FNt9+/DRuWlGb9fUDk4qnUe+JQ8C8K2dk/86G\n", "x35/5v0Bg8FgMOwLJxaiP6eKI0eOoLKyUjeBsX37dlxyySWF/thpoScYxWefOgogJct8+FOrqOfb\n", "+6fwlZdPAki1KPzo4ir8YFcPAGDz4ipUlrjxdHuqPeH96xtxz8UNup81EU1i66Opmxuvy4EX77/I\n", "spz7T589io7RVPLg+3+wBBc15ied/6sXT1BtFyX++5aluqvaP3mvF0+lv/u9lzTg3ksa8ZltR2RV\n", "yk+3rtBVcOQDL4i48aH9UE/0r149H9ctqdF8jx7RpICbf3EAAOB2cCj3OjGaTsI8dtcqTcnxnz57\n", "TK6X/383L8UKDd+Ff/39GfwubWz5F1fOk29OJf7iheOy0aDEN69rxRUL9Fcy3zg5iu/t6AIAXL2w\n", "Ev/wUeUG+GuvnsS+dDD/j5tbLbfYI4/fz7augMfpwL2/Ogwg5RPw+F2rdd8riiK+/NJJeR5tXTMH\n", "n9/QLD//R08dQXdaqfP/t3f3wXGUd57Avz1vGo3epZFkS7Ys2zIIZGzsJECyLuPEDjHgcwhxWBKW\n", "pLJH2Au3dXt1tVlylWwludtaUgdb2d2qPepeNrlLdm/3fA7BBAzBduW8DCwQ8NnBMsbGEtj4RbKs\n", "N1vvM9P3x2h6nu7peemZnu5nNN/PX5qxNPO4n56e7l//nt/vv36xN+vygO/+6izePD8JIPt2eeLX\n", "H2gFRB+5rQMPbGg3/T2nifPx5zvX4uMr6rV/e+wXp7RaOE9/4UasXVzC9c8fTuB7BwcAALetrMef\n", "fW6t9jfvj0zjsWff071HfZUX+x7eUNL/R6VQVRWH3h/F9bkY7ukNoyrLUkAzf3Z4EP80mKiD8c07\n", "OtFY7cMTv178rK5uxHe2c423U14+fRVP/dM5AMCW7gat9ajPo+D5r280rQ00NR/DF376WwCJ7LD9\n", "X9to+trjMwt46B/7sbC4XC/T8T8fe48P4b//5iIA4IvrW/EHd6zI+LuxuIp/8T+Oa0U8939tgzQ1\n", "R2R09OhRbN++3e1hlPW58fGL1xyogVH43zn1N3yv8nuvJ+/pwUbWCZKClWOx7YttR0dHEYlEcOLE\n", "CbtfWgqNOZeQ6DMwuptSF+QfjM3qWqguz5HWWR/0aXfZ56JxXM2jQKGZ+Whc18JtbYv1deJG68Lm\n", "dyxWNmQOQKwwqekx7kART69HMa13YVZgMpegz6NdrCzEVV0GSaYlHWZLZ4yMS0iMzJYb5VoCI3ZQ\n", "uGqogTE4KrT0K6BuQFKNWLthPmYo4Jn9hFlRFPzuxlQA4ZjQ8g+AvjNDjpNvcblMpk4kqqpqVcwB\n", "4FaJvrB0S0iEpTOqqmpBHADoH0oFDSd0tUb0+0KzSfeEFVk+m2SNoij47LoWfGF9m+XgBQBdAPm3\n", "l65jal7fhYScI86fuMSzJeTPWNg45PcgWXJmZiGOhQxdEQ6cuqoFL25sDaG3tfA7/XW6NqrZl5CM\n", "zixowYuGoI/BCyIiWlJsD2A0Nzfj0UcfxV133WX3S0tBLJY3G41rrdGSxLWp9UEfVgkXh+fHZ3UX\n", "sLlqYAD6NesfFVjIc3BsRiv211lfhZqAV0ujLNS6cPpFb7jGn/Xk21jTYzaaKnjq9yg5azoUo9kk\n", "OFJIDQxAX28gmdXhW+wkYaZTaIMqniAn5yAaV3F+PPV8d3P6tjWrg2GlBobYnWNsekFb/lTl8+ja\n", "tFplLOSpD+Dl3r5iQbvzi516kqbzrIEB5NdK9fzEnJYtUxvw4vK7R3OOzyni52ZauJgdn4nqjjEn\n", "hQDGpNhC1RAsagj6YOzs2WFSwNNtxR6HypUYwHjn8nVd3ZNc+7qdKnX7i8QAxgWh0HKmFrpAIoAl\n", "Ht+umwQUonEVvxQ6PX3+5lbTDMp850AMCE9mqfMDAENCq/b2Wta/oMLw+EBkL9k+U7KNx4qlWe68\n", "hBRFydpKddKQgdEQ9GmZBXMxfavMXBkYgCFrocBCnmdGhIKNJoGHQoidSJJyLf/QtVKdmNO1UG2o\n", "9pW024FZob1C2qgC5pkbtQFvxvF3ZGmlCgDnxma1uhHttQHT4olm+0qu8esyMKYXtAKig0K2R3dT\n", "0HL7VJGulepCLC2Al0t90Kd9nuZiKq5cT+wTqqpaysDIp5WqmOGxYXlt2gW+m8Q5FwM3l6/ri6++\n", "O5xfBobXo6QVxTUr4EnuWNUY1Pb7ybmYbjmek21UKb0LSVLYJItJpO9Ekh7AiAyOa1mTTdU+bF1T\n", "XOHSeguFQ1nAk4iIljIGMAqQrROJeGKRvNBdZbIkIOT36F4nk84G/UV/Id6/mqqdsG4x8FBst5iu\n", "pqDWFlV7LkcAoznk07IUrs/HcE4I5pRq+Yj43kaFBjDM5i3ba2UKYCTn4Oxoan4yLe8xu/jM1Ua1\n", "2u/VWjIuxFLdQQaE5SNrTLI9rNBnYMQtLSFJWtmY+r8lO9rMRuNadkvAq8CbI9rQUpO540qSvn1q\n", "nVQdk8TWmVPC3XhxyRkAXLo2rwX+9F1I0veFFsMF2AoJMzBkmgMnKYqCW4R2qkcvpIJrTi4hqdTt\n", "Lwr4zI8t2TIwgNytVJ/tv6L9vOumMAJe89OtfOdAfL9cbVSZgUF24PGByF6yfaZkG48VDGAUoFG4\n", "2B6f1d/tFVM7kyccqxrTLxKX1VXllXHQmUf9hFzeL0EGhs+jpF385gpgKIqiW0Zy4nLqgrJULVSz\n", "vX6hS0jMMguyvZaYum+WgfG+0OI2UwDDuNzI71VQ5c29/4SFoqLJpRUfjOozMIqRvoQkdwtVI3G/\n", "SQYwpi1kXwBAOJT+/xTFVRXHL6UuEjcWWcTWbvolJGIAIz0Yk8zCyJXtYgzaMQNDLuI+OCvc+a9x\n", "cAkJIePSv7BJQWaReHy7Zmh9fPrKtJZV4/MouLdXX5S5EGLmn6UMDAYwpDAzM4MnnngCFy9edHso\n", "RERlj2dKBcg7AyOYOQOjI8+6A+Jd048mZrP8JnDwzFV891dn8fZHk9pz0biKQeGCNbn0w451T+sM\n", "y0i6Gq3V9DghrOcvdQaG8fVrAt6cd/UzMV1CkiXboCXk14INk3OpOhHJORi4mj4/Rk3VPt2Jdl2W\n", "JSv6906NdWQ6cVIrLiGxMwNj2mIRzyQxgHF+cR+fEZZRhAK5D1PG5TJGg6Mz2mezIehDd1NQqrV/\n", "+iKeqYtZ0wDG4udGXEKSTwaGWR0Vt8k0B07L1AnKyYKLlbz9kzJlRhSTgfFs/7D2851rGk2L6ibl\n", "OwfG94tnaSAnBjDaGMCQwpEjR/C5z33O7WFYwuMDkb1k+0zJNh4rGMAogJiBYayBcU13AZf4PbO7\n", "3Mvq8ruYEC86Ll2bRyxuftIyMRvFX75yHm+en8Sfvjygrff/cGxGV18hn7oE+TJmc6zMowWqGMA4\n", "LbQFdToDo9DlI4C+iGdStoKaHkXRZVCIWRiqquJsHhkYiqLo6mDkWj6S1CLcRbw6tYBYXMWHwtKd\n", "1UUGMELGDIwsdRkyETvXmGVg5HNBV1fl1ZY0TS/EdVkMALQWpQBwa0dtSeutFELs5jKdZQkJALw7\n", "nPjc6JaQmOwP4kVTc8jH7haSWdUUNA3y5ROwI/tk6iKTO4BhnhExMRvF/x0Y1x7f19da5AgT/F6P\n", "ttQsruqXmhkNCwGMZayB4bqxsTGEQiEEg+wERURkB54pFSBbK1XTJSSmGRj5BTBCAa+WCh6Nq7oT\n", "E9H7I9NaoCIaV/GDQ4P4YGxGV8BT7Bxix7onsZVqXZVXt10yEZeQLAjBGKczMIoJYFhdQgKY18HY\n", "smULhq7P4/riiWhdlRetWU6axSBIvh1bxEJ0V6cXcHFyDvOLbf2aQ76iA1rGJSSTRS4hSXZjmbHY\n", "lUFRlKyFPM3ap8q09i9kKIaaZJaB8d7INGJx1VDEM31/EAMYYgFdmcg0B07zGOpgJNU4mIFRyds/\n", "KVMAozXnEhLzIp7HL13TWpjeEA7hxtaatL8VWZkD8ZgqLiETxVWVGRiSiUQiec+zeEc0Eom4+tjq\n", "eKyKRrPXcnGb7OMDnB1jIe8l+/hETny+nH6/ch5PLqW9alyiGrN0ITFbQlJX5UNzyIfR6dTvWrkr\n", "sqI+iNHpxB3kD8ZmTduvistEgMTF5HdeOqs7ecq0PKFQa1uq0ddeg/6hKezqDedX0yNDIUGzLiF2\n", "MqbwFlr/ArBexBPQBzDEVn3G7Its21B8jXwDMLr2otMLuv2k2OUjgD5zwNhGNd8lJK21flT5PJiL\n", "xjExG8XEbNRyDQwgUcjz0uIF/9WpBS0wEoureEeot3Lr8rq8Xs9JNSZtVGOGgGVTtQ9ji21V3786\n", "rbVuVGC+P68XWtRu6pTv/0yJZSSvfjihe46ZMs4KmNQSUpD+nWEkBpHF457Y6nizzZ+7+qAXQ4uH\n", "ssm5KDqR/n06NhPFwmKQuq7Ka9rVipw1NDSE5557DsPDw+ju7kZHR0fG3xUDHcagh+yPrfL55L4E\n", "kX18gLNjLOS9ZB+fyO3PDx9vwdGjR5EvZmAUoEFXxDN7G9UkYyFPK+vR1wjLCs4aAhVJYnvWpCtT\n", "C4h8kEplFZd82LHuyaMo+Itd6/D3X+7D1z+R+QtZlKmQYKkzMBpLnIGRrQYGYJ6BEYlE9AGMHAEF\n", "Mfhj/P9kIp6EX51a0O0n3U02BDCytFGtyzO7w6MoWCn8386Pz+paieaTgQEYW6mmLvxPj0xrAZHW\n", "Gr9Wf0amtX9mGRgjUwtYvA5BY9Cnq5nwxrlJrUtLbZV5PZdVTdV48p4e/PHWLjxwS1vJxl4MmebA\n", "DRtNgmn57u92qPTtD5hnYDRV++DLUSMp0xKSfiGA0deePfsCsDYH+kKe5ncbh1nAUzqPPPII7rvv\n", "PmzZsgXr1693ezh54/GByF6yfaZkG48VDGAUoDGYulASMzDmonEtPd/vUXRFF8U6GB7FWlpnjxjA\n", "GJk2/R3xzvqXN7bD7NzLWHTTDh5FyZlqK2oI+kzvCJU6gFFf5dNtE7NCnPkyqzeQa0mHGLi5KHST\n", "0WdgZJ+fbWuasKKhCnVVXtx9Y35V7Y3LKgZsz8AwLiExD+DlstLQiWSmgAwMs44rALR6MACwsaNO\n", "uvoXgL7uQbIGhlj/YlldADe3pS6GXj+XumufrR3zxo463HVDCwIZ0uTJXd3NwbTPSb77O9nDoyjw\n", "G74wW3LUvwD0y7aSwYTZaBzvC9/RN7XlDmBYIQbPMy0hEZedcfmIPEZHRxGJRHDixAm3h0JEVPbk\n", "z4+SUKYuJLqLt6C+S4RYB6OtNpDz7o5ILOwottxMMhZm3LOhDcvqq/CjV85pz7WE/GgSLmbdWvus\n", "KAo666tw2hCIKXURT69HQWPQh9HF+SquiKd9NTCe/ofUyUymAp5JNQEv/nbPTYjGVfgzVM430nXn\n", "mFrQFYhc3Vx8XQQxgHF9LqYtawCsBYn0dTBmdftqvnekW0LmnUiOiQU8hSwGmdb/m3UhuWwoxCde\n", "DInHgWKCcW6TaQ7ckKyD8ZqwjMTJJSSVvv2TqnweLAjHxlwtVAHzDIzTV6a1rKmuxmBeNYaszIG4\n", "LG8ynwwMFvCURnNzMx599FG3h2EJjw9E9pLtMyXbeKzgbbkCNGZYQqIv4Kk/cREvPnpyXKgarWqq\n", "1u4QDV2fT0sd/WhiViuI2VrjR12VD3ff2IKHNi3TfidTyz43GOtgeJXcSzDsIF4UF1MDo86kYGKu\n", "gEi4xq/N4fhsNJGtMBvFlcVMAb9XyauLi6IoeQcvgERgKBkrG5+NajUiPEp+XWNyEQMYI1ML2rIG\n", "q21qVwoteM+NzxWYgSFkmyx2XNnffwUnxPoXHXLWgggZ2tGqqqq7k7qsrgprW6q1TiuibBkYJD/x\n", "2BzwKpaC22SPgE+/zbMVU04ya6PaP5Q61txsc/ZF4j3FDAzzAMbQNS4hISKipY0BjAKE/B7tYnQu\n", "GsfM4pr1a1nuPq9ursYffmoFtvc04V/mWS8iyedRdBkcZw1ZGAOjqewLcVnAVzcvw7/dshKfvzmM\n", "b9ymf0831z0Z62AkLrJLf9IuLlMpJgMjILSzS8oVgPF6FF3h1kuTc3j2yJva49VN1SW5cPF6FNN6\n", "GSsbgghYCIRkIgYwxK4y+RbwTOoyLCERa2AYt3Um4nKZs1dn8If738Pf/PNH2rjWNFfrUqplWvvn\n", "8yioWgxOqEikohuXkPi9HtNlYGYdSMqFTHPglo1CAMOJQK6I2z+hynAsbMlRwBMwz8AQC3j2Lcsv\n", "gGGpBoa4hGTOfAnJEGtgkE14fCCyl2yfKdnGYwUDGAVQFEV31zNZByPX+v/dN7fi8W3d6Gywfuc7\n", "2zISsf7FaiGAoSgK7ukN419/amVeKbFOMWZg5FuQslibF+++exSYti+0wpjBURfI/X8wLiMZmk19\n", "/HItHylGOJQ+93YsHwESd4xNkgIsZ7h01FdpmSLD1+d1S7Oq80ypF9etD12f1wX6Ouur8Pi2VZbG\n", "5LSQoROJPgMjMYc3mxQFZAZGeVvTXI3bV9YDAHbd1OryaCqTsZBnPnWdag3L52JxFSeHUwGMUmRg\n", "iIHha5kyMK6nHzeIiIiWEp75Fqix2oeRxXX24zNRLKurypqBUayelhB+hVEAwNmr+voRmQIY2bi5\n", "7sksA8MJ961vQ2dDEG21ftNWtFY0BH26E8V87px2NFQB5xM/X5icQ6x+GXBlDEBpAxgtNX5gRP9c\n", "vvtJLoqioCbgTbsbaDUrIOD1YHldFS5MzkEFcEaokZJvBobZXdMqr4KvbFqGL97SlpZxItvav5qA\n", "F2OLgZuphVjaEhLAvChgPuvsZSXbHLhBURT8x8+txfW5KGodrmfC7Z9gDGDkU8TT60kc+6bmY1AB\n", "nLoypZ0DNAR9WJGhZbiRpRoYugyM9ACGqqoYEjK3WMSTisHjA5G9ZPtMyTYeK2w/WxoYGMDbb7+N\n", "qqoq7Ny5E4HA0vwCNc3AEO6I2J3W3ZMlA0PfWcKeO+ulZMzAKHUHkiSfR8EnVzXY8lri/Aa8imkr\n", "PqNOQwaG2BK3tBkY6SfjdgUwAJgGMAqpMdLVGMSFxQKnHwmdWqrzrIHh93qwprla+zx8alUD/tUd\n", "ndrFv+zEWh/jM1GtEKnYtcjsrm45F/GkFKeDF5RiDG7mUwMDSGRaTi0W/3z93KT2/M1tNSXpdlSf\n", "oXVr0sRsFHOLVURDfk/O7lhERETlyNYlJOPj47h06RK+9KUvYffu3Us2eAHolz0kAxjiCUUxRSLN\n", "rGmpRvJ06Pz4LOai8cX3FApBepS8l6e4ue6prsqnCwA5FcCwkzj+fNeti0tIBkdncW4scaGtwJ6W\n", "ppmETU7GVzfZG8AwsloDAwC6Gs0DDflmYADAdz7TjS9vbMcTO9fi+59dkzV4IdvaP7GVqphVFa7x\n", "a/VRWmr8aKvVz2c5LyGRbQ4qDbd/QpWhiGc+NTAA/VLRN4TWxmZLvTKxMgd1ObqQGOtfyNgymsoH\n", "jw9E9pLtMyXbeKywNYBx7Ngx1NTU4JlnnsHp06ftfGnpmLVSFbuDFHIBl02136tlLsTV1AXOoFDA\n", "s6spWDYV7MVshEaHlpDYSUzlzaf+BaD/P58emYa6GJLqbKjKO8ugEMaT8ZDfk3YRXAyzAEYhAbxM\n", "XVGsbJuVjUF8/RMd+NiKesvv7zYxA0PMqlpWqw/CGJeRlHMRTyIZiEU8awPevI854nHuA6GVeZ+F\n", "AIYVuiUks+kZGENsoUpERBXA1gDG8PAwxsfHcf/99+PMmTOIx+MZf1eM+kQikbJ7PD50QXvcf/YD\n", "RCIR3QnFR4NnbH9/cZnBr954B4B5/Yt8Xk/kxvYLzY9rjycvnHV9Pi3P/+XU/MfnpvL6+7bagGnB\n", "y/p4fn9f6ONLg+/p3q/Ft4BXX33VttefvZaay6SRCx9afr1MAYyTv/1/Jdk+ybV/MuxPkUhEV8Tz\n", "+IfD2s/KzJju96uuD+m2z/v9x6UYfyGPt2zZItV4Ku0xt3/i8cTYVe1xSFnI++/NinV7oOLK6WN5\n", "v3/yuXx+P+T3wLPYrHo2Gsd8LK77d7MWqjJsX9kfk7lyXh9PJCPZPlOyjccKRVVVNfev6Y2MjGDv\n", "3r2653bt2oXXX38de/bsgcfjwbFjx7BixQqEw+G0vz98+DA2b95c+Kgl8OJ7V/GjV84BAHasa8af\n", "3LkK/+6Xp3FisY3aU/f2YMPyOlvf838fH8Lf/uYiAODe3hb80ZYu/GXkHA6cSpx8PXpbB/ZsaLf1\n", "PUvlytQ8/svrF9Ba48c3bu90pI2qnZ5/dwR//WqiIucdXfX4D3etzevvvr73pFbnIen3P7EcD25c\n", "ZvsYkz4cm8E3fn5Ke7yrN4x/s2Wlba//n458iENnRnXPPb5tFbb3NFt6nan5GL7w09+mPf+PX1mP\n", "5jxTusvZ37x2HvtPJqqtVnkVbS37Vzcvw+9tXq793rvDU/ij51IZbvt+75ayLuRJ5LYfvXIOL76X\n", "+B79+Io6/PnOnrz+7q9fPY/n39VXSL6pLYS/2n2j7WNMeuDv3sH44rLVf/jyel3BUfEYUk7nA247\n", "evQotm/f7vYwyvrc+PjFa/jWgfct/c33dqzGDw4NWn6vQv7Oqb/he5Xfez15Tw82dth7vUaFsXIs\n", "LuisNxwO47HHHkt7fnR0FAMDA+jp6cHY2Bj6+voKefmy0CgW8ZxJtlEtXQ0MwLyVaiEdSIDEXQc3\n", "I2+tNQF8d/tq196/WOvCqW29tiWU99911FelBTDWNuf/94UwttC1q4VqUo1JunUhhSVrAl40h3wY\n", "ndav7Q6VqBCd258BI3EJSTJ4ASCtjkdPS7XW/aC+ypt3DRYZyTYHlYbbP0Es4mnWdjoTswwMq+1T\n", "rc5BfdCnBTAm56K6AIbYuai9TIoXk1wuTc5heHEp0sTEBBoa8it8Ph/LnHFNtNSInxMr4tdHsemG\n", "VSUYUWHK+RzA1qvsW2+9Ffv27cM777yD1tZW+P1L966pWMRzfDZRRFPXhaTEAYzB0RlE46quBkYp\n", "C0GS3o2tNfj2tlUYuj6P3Te35v13HSbtW3tK2IEESKQdV/k8WuFXOzuQAEBNIH0lWqF1Gboagxid\n", "vq499iiJbIRKYFZLBACWGday+70e/Mmdq3Dg1Aju3RjjGwAAE85JREFU6Q2XXfYSkWzEArqtFuoD\n", "md2o6GuvtWVMmYj1tcRzDiC9iCeRVcPX5w2ZFFfy+rvv7SjfG1JEVqV/TvLz3d/J/3qBsrP9KnvP\n", "nj12v6SUGg1tVFVV1RXxNLszU6ymaj9aQn5cnV7AfEzFb85PYnbxorQx6EOThTT7co24yeQzFpdI\n", "AEBHvf6ksrna2rwVQlEU9LXX4OiFa2gI+mxv2WrehaSwQ0tXYxDHLqYCGNV+b8kq6cv2GciUaWIM\n", "YADAJ1c12NYS2E2yzUGl4fZP2LamCb88OQJFAXZYOK6bFeu20oEEsD4HdWIhTyHrU1VV3R1BFvEk\n", "IpJLvhlNTinncwAunC6QsQvJ9EIcyazvKp8HAZ+t9VE1PS3VuDqdyPg4eCZVeMzuu+pUGslOMklr\n", "Spx9kfStravw67Oj2NRZZ3vHE/MuJIW9x0pDG+BqCy1Uy51Zu1i/V6mI+h9EblrdXI3/9ZX18CqJ\n", "DKd8GTMwltcFSv55rc/QSvXaXAzTC4kbGlU+j+2d0IiIiGRROVcHNqv2exBYTG2fj+nvfJTyxEG8\n", "e/76uUnt5zUW6xqw8rY7jEtIeizUzyhGS40feza0W6rXkS9jAMOjZF4OkUuXoRNJqITtZWX7DJhl\n", "YLTXBpb0EhHZ5qDScPunBH0eS8ELID1QW0j7VKtzIGa3iUtIxHOQZbWBkmWuERFRYSYmJtwegk45\n", "nwMwgFEgRVF0WRjnJ1K1KErZEUC84I3GU4X+mIFRHhIXpKnHdi/ncIMxWFFX5Sv45NkYwKisDIz0\n", "AIbZ8hEikoMxgHFzietfAPrzi2vCEpLLQgCjjfUviIhoCaucq4MSEAt5nhtPdZYoRf2LpLVh8wte\n", "qwGMcl73VM78Xg9WCMskbgg7k4FRSukBjML3/+aQT7eUwmxZhV1k+wyYFUNdVru0OwnINgeVhtu/\n", "OMYlJIVkYFidg0xFPFn/gohIbqyBYR8GMIqgy8AYFzIwStCBJGlZbQC1Jin7qxrtbY1JpfPo7R3o\n", "aanG1z62HMtNupKUG2Mb1WL2f0VRsFLYl+2u1yEzsyUkzMAgkld90KcFbJuqfWkZZKVQlyEDY+ia\n", "fgkJERHRUsUARhEaq1PFuj4SlpCUMgNDUZS0ZQcrGoKWi4aW87qncnfbygb85y/0YtWU9RZMMjJm\n", "YBTaQjVJvAjI1JnDDrJ9BoyBIGDpBzBkm4NKw+1fHJ9HwR9vXYUt3Y349qe74fVYXzpXVA0MoYgn\n", "l5AQEcmNNTDswy4kRWjUZWCklpCUMgMDSNRNOH4p1WpytcUCnkR2ChmWPhS7/4vZRHUlDGDIxqze\n", "x7K68s/QIVrKnG5pLAaIx2aiiMVVeD0Kl5AQEVHFYACjCGIAYzYa136uK2ERTyC9c8WaAgp4lvO6\n", "p6ViqcxB0OeBRwGSNWWLzUD67LpmPPfuFcxFVexY12zDCM3Jtv393kRno/lYqjjvUs/AkG0OKg23\n", "v/us18BInV9cnJzDI/vexZ4NbbgsLCFpZwaGdPr7+/Hee+8hHo/jjjvuwIoVK9weEhE5jDUw7MMA\n", "RhEaqs03X6n7rxuXkLADCblJURTUBLzaeuxiu/A0hfz46e/2IRpXEbDY1rDchfxezMeiiz97Sroc\n", "jYjKT1O1D6uagvhwLLFs9cLkHP4qcl7794BXQVOGcxNyz9WrV3H//fcDAA4cOMAABhFRESrr6sBm\n", "jRku1IyVye3W1RhEwJtaa1tIBkY5r3taKpbSHIh1MOzY/z2KUvLghYzbX6z5sawuUHA72nIh4xxU\n", "Em5/91mdA0VR8Bf3rsODG9vT6g8BifoXS/24UY62bt3q9hCIyGWsgWEfBjCK0JAhgFHqDAyvR8ED\n", "G9rhUYDtPU0s2EWuE0+kS73/L2Vi29h21r8gIhP1QR9+/xMd+PsH+/Do7Z0Ih1IFxXvbrLdyJecc\n", "PHgQt912m9vDICIqa8wzLEJjhjTNUtfAAICvfmw5vrShreA2k+W87mmpWEpzIKYstwgn0zKTcfvX\n", "GDIwljoZ56CScPu7r5g5CAW82HNLGz5/cxiRD8Zx+do87u0N2zg6stORI0ewbt06hMOZ5ygSiWj7\n", "RPLuqJOP4y3dRf0frYhGo7l/yUWyjw9wdoyFvJfs4xNZ/bwUy43Pt9ljmcYTCulrPGbDAEYR3MrA\n", "SCo0eEFktz23tOHDsVn0ttXgpnbeASyUbgkJM6uIKA9+rwefXlu6gsdUvFdeeQXt7e3o7u7O+nvi\n", "xZHxQsmJx8cvXgNwJesY7eLzyX0JIvv4AGfHWMh7yT4+kdXPSyHEIp5ufL5lf3z06FHky9YlJIOD\n", "g9i3bx/27t2L8+fP5/6DMlft96LKl74JS10Dww7lvO5pqVhKc7C5sx5/92Af/nT7anjKZP21jNu/\n", "tzUVfd6wvNbFkThDxjmoJNz+7uMcLH3Dw8N49dVXcerUKTz77LP42c9+5vaQiMgFrIFhH1uvtE+d\n", "OoU9e/YASFRZXrlypZ0vL6XGoA9DQv/1moAXXk95XMAR2YmF44p3//o2NAZ9aKsNYG1L/ql0REQk\n", "p7a2Nnz72992exhEREuGrQGMWCyGeDwOVVWhqqqdLy2tBkMAo1zaHnLts/s4B+6ScftX+Ty4u4LW\n", "sMs4B5WE2999nAMiosogLiGRQTl//9gawFi/fj2efPJJAMDDDz9s50tLy1jIs74Mlo8QERERERER\n", "lZuCrrZHRkawd+9e3XO7du3C8ePH8fjjjyMej+P555/H7t27M76G25WW7XpsLORZH/RKNb5Mj995\n", "5x1885vflGY8lfg4+Zws46m0x8nnZBlPJT42zoXb46m0x9z+7j9++umnccstt0gznkp8bKXyPRFR\n", "oSYmJoCOOreHoYlEUtfi5UZRbVzr8eKLL+Luu+9O+9no8OHD2Lx5s11v66r/9sYF/J93hrXHn17b\n", "hH//6W7XxpOvct5plwrOgbu4/d3HOXAXt7/7OAfuO3r0KLZv3+72MKQ4Nz5+8Rq+deB9y3/3vR2r\n", "8YNDgyX/GyffS/bx8b3sea8n7+nBRotBhUI/J9/9nVZsvWmF5b8rFdm+f6wci312vvHq1avxzDPP\n", "AAD6+vrsfGlpNaQtIWENDMoP58Bd3P7u4xy4i9vffZwDIqLKwBoY9rE1gNHb24ve3l47X1J6jYYl\n", "JOXQQpWIiIiIiIio3HjcHkC5MxbxLJcuJOLaZ3IH58Bd3P7u4xy4i9vffZwDIqLKMDEx4fYQdMr5\n", "+4cBjCI1Bv26x/VBZmAQERERERER2Y0BjCIZu5CUSwZGOa97Wio4B+7i9ncf58Bd3P7u4xwQEVUG\n", "1sCwD9MFipRexJOblIiIiIjcMXx9DgfPjFn6m4BXwZrm6hKNiEhOXk+iq4gV87F4iUZjj0uTcxi+\n", "Pm/579pqA1heX1WCEdmPV9tFCvo8CPo8mI0mduZyKeIpW+ucSsQ5cBe3v/s4B+7i9ncf54BKIRoH\n", "/ufblyz9TU3Ai+98prs0AyKS1MRsrKCWrQW918QEYLFlayGGr88X1Ob1yXt6yiaAwSUkNuhrrwEA\n", "tIT8aKv15/htIiIiIiIiIrKqPNIFJPetO1fhlcFxbOqsg99bHjEh3vFxH+fAXdz+7uMcuIvb332c\n", "AyKiyiBbDYxyxgCGDZpDfny+r9XtYRAREREREREtWeWRLkC2K+fev0sF58Bd3P7u4xy4i9vffZwD\n", "IqLKMDEx4fYQlgwGMIiIiIiIiIhIegxgVCiuu3Uf58Bd3P7u4xy4i9vffZwDIqLKwBoY9mEAg4iI\n", "iIiIiIikV3AAIx6PIxaL2TkWchDX3bqPc+Aubn/3cQ7cxe3vPs4BEVFlYA0M+xTUheSll17CwMAA\n", "7rvvPnR0dGjPX758GYcPH4bX68Wdd96J5cuX2zZQIiIiIqJywnNjIiJ7FZSBsXPnTmzbti3t+Tff\n", "fBMPPfQQHnzwQbzxxhvFjo1KiOtu3cc5cBe3v/s4B+7i9ncf52Dp47kxEQGsgWEnW2tghEIh7edA\n", "IGDnSxMRERERlRWeGxMR2augJSSZqKqq/ez3++18abJZJBLhnR+XcQ7cxe3vPs6Bu7j93cc5WPrc\n", "ODf2exT8we2d1v7Gq0Ap0XiIaLEGRked28NYEhRVPLIajIyMYO/evbrndu3aha6uLpw8eRKNjY26\n", "GhgvvfQSdu7cCQA4dOgQduzYYfq6b7/9NsbHx+0YPxERERFRQRobG/Gxj32sZK/Pc2MiotysHIuz\n", "ZmCEw2E89thjeb/xzMwMgES0OfmzmVJ+URARERERyYDnxkRE9sqagZHJoUOHMDAwgGAwiO7ubmzd\n", "uhUAcPHiRRw5cgSqqmLHjh1oa2uzfcBEREREROWA58ZERPYqKIBBREREREREROQkW7uQEBERERER\n", "ERGVAgMYRERERERERCQ9BjCIiIiWqHg8jlgs5vYwKhrnwH2yz4Hs4yMikon3+9///vedfMPLly9j\n", "//79OHnyJFpaWlBXx364Tujv70ckEkF/fz/q6+tRX1/PuXDYzMwMnnrqKaxdu1bb1pwD5wwMDODQ\n", "oUM4e/YsVq9ejStXrnDbO2hwcBCHDx/GiRMnUF9fj4aGBu7/JfbSSy/h4MGDWLlyZc5jDueiNMzm\n", "wOz7GOAclIrZHADyfCdnGp8M+4PZcdtNxu9xr9fr6njM9iE3ZDqmOEmG/dVIhu0ikmV/AeT6LBV0\n", "nFEdtn//fu3nX/ziF06/fcU6cuSI9vMLL7ygqirnwmkvvvii+vbbb6sXLlzQnuMcOGNsbEyNRCK6\n", "57jtnXXgwAHtZx6DnNPf35/XMYdzUTrGOTD7PlZVzkEpGedAVeX6TjYbnwz7g9lx2y1m3+NuM9uH\n", "3JDpmOIkGfZXIxm2i0iW/UW2z1IhxxnHl5CEQiHt50Ag4PTbV6xkq1sR58I5Y2NjCIVCCAaDuuc5\n", "B844duwYampq8Mwzz+D06dMAuO2dFovFtDRpdbH5FefAeZm2OefCOWbfxwDnwEnl8J0sw1jMjttu\n", "Mfsed1OmfcgNmY4pTpJhfzWSYbskybS/yPZZKuQ443gAQxyY3+93+u0r3sGDB3HbbbcB4Fw4KRKJ\n", "YMuWLWnPcw6cMTw8jPHxcdx///04c+YM4vE4t73D1q9fjyeffBJPPfUUNm3aBID7vxsybXPOhfPE\n", "72OAc+CkcvhOlmEsZsdtt5h9j7sp0z7kJuMxxUky7K+ZuLldkmTaX2T7LBVynPGVeExpxCJFiqI4\n", "/fYV7ciRI1i3bh3C4TAAzoWThoaG8Nxzz2F4eBjd3d3o6OgAwDlwUjIS39nZidHRUW57hx0/fhyP\n", "P/444vE4nn/+eezevZtz4IJM25xz4Szj9zHAOXCSG9/JIyMj2Lt3r+65Xbt2oaury/T3ndwfMo3N\n", "7LhdapnGAqR/j4ufH6fHk2kfcmMsXV1dpscUJ8l6/HJ7uyS5sb9k48ZnKZNCjjOOBzBmZmYAJCJ1\n", "yZ+p9F555RW0t7eju7tbe45z4ZxHHnkEAHDy5Ek0NjZqz3MOnHHDDTdgYGAAPT09GBsbQ19fH7e9\n", "w5IppR6PR7s7wzlwXqZtzrlwjtn3McA5cJIb38nhcBiPPfZY3r/v5P6QaWz9/f0A9MftUss0ltHR\n", "0bTvcTfHk2kfcmMsmY4pTpLx+CXDdklyY3/JxOyc2E1m54e5KKrDi9ouXryII0eOQFVV7NixA21t\n", "bU6+fUUaHh7Gj3/8Y/T29gIArl27hocffphz4bDR0VHs27cP3d3duOuuuwDw8+Ckffv2wev1orW1\n", "FVu2bOG2d9ipU6dw8uRJAEBfXx9uvPFGzkGJHTp0CAMDAwgGg+ju7sbWrVszbnPORWkY56C3t9f0\n", "+xjgHJSK2ecAkOc7OdP4ZNgfzI7bbjJ+j7vNbB9y2tDQEH7yk5+YHlOcJMP+Ksp07eMmGfaXJJk+\n", "S4UcZxwPYBARERERERERWeV4EU8iIiIiIiIiIqsYwCAiIiIiIiIi6TGAQURERERERETSYwCDiIiI\n", "iIiIiKTHAAYRERERERERSY8BDCIiIiIiIiKSHgMYREQue+utt/D000/b/rqjo6N47bXXbH9dIiIi\n", "IiI3MIBBROSyj3/84wiHw7a/bjQaxfz8vO2vS0RERETkBp/bAyAiIiAej2P//v2IxWKIx+MIh8PY\n", "tm0bRkdH8fLLL6O6uhqxWAwdHR244447tL/5+c9/Dp/PB1VVUVtbi7vuugsAMDw8jIMHD2JoaAjj\n", "4+MAgE9+8pNob2937f9IRERERFQMRVVV1e1BEBFVuh/+8Id45JFHtEyMN954Aw0NDXj99dfx0EMP\n", "we/3AwBee+01dHR0oLu7O+019u7diwceeEB7fOXKFfT392Pbtm1O/BeIiIiIiEqKGRhERBLo7OzU\n", "LSPZtGkTXn75ZVy+fBkvvPCC9nw8HofP50N3dzfm5ubw8ssvIxaLwePx4OzZs24MnYiIiIjIEQxg\n", "EBFJ4MKFCxgZGdGCGMeOHcMNN9yA+fl53HvvvVoGBpCobQEABw4cwPbt21FfXw8AmJqa0r2m1+tF\n", "LBZz6H9ARERERFRaXEJCROSyt956C5FIBB0dHQgGg1hYWEBrayu2bt2KqakpHDx4EB5Pouby1NQU\n", "br/9dqxZswb9/f04efIk/H4/otEozpw5g02bNmHnzp3aaydrZHg8HiwsLGD37t3w+Ri7JiIiIqLy\n", "wwAGEREREREREUmPbVSJiIiIiIiISHoMYBARERERERGR9BjAICIiIiIiIiLpMYBBRERERERERNJj\n", "AIOIiIiIiIiIpMcABhERERERERFJjwEMIiIiIiIiIpLe/wffzYppIsD0PwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAABDAAAAHvCAYAAACixC9LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl4VOXZ/79nJjOTnSRkX0hCCIQdAcEFQQQVcUdUVKxW\n", "69rautS+/qzW2letra1WW1veltatLSgKKKjIKhpAVoFACNn3fZ8ks8/5/TGZM8+ZOTOZSSaz5f5c\n", "l5fMzJlznjxnmee5n+/9vTme53kQBEEQBEEQBEEQBEEEMDJ/N4AgCIIgCIIgCIIgCGIoKIBBEARB\n", "EARBEARBEETAQwEMgiAIgiAIgiAIgiACHgpgEARBEARBEARBEAQR8FAAgyAIgiAIgiAIgiCIgIcC\n", "GARBBDRGo9HfTSAIgiAIIkSgcQVBBDcUwCCIECYnJwe1tbU+OdZVV12FpUuXCv8tX7582Mf+5ptv\n", "8MQTT2D+/PnYs2ePl1saOHR0dGDNmjW4+uqrsXLlSnz33XcO2/A8j1deeQWXXXYZrrjiCtx7773o\n", "6Ohwuk+dToeLL74YS5cuHc2mBwUtLS245ZZbsGzZMlx77bW47rrr0NDQ4LDd5Zdfjv3790vuw2Qy\n", "4dprr8XSpUsxderU0W4yQRBEQEPjisCGxhWjC40rAoMwfzeAIIjRIz8/HwqFwifHGj9+PDZs2DDk\n", "do8++ij++te/utymuLgYP/3pTzFnzhxvNc8lmzZtwiuvvIKBgQGkp6eD4zjwPI9ly5bhl7/8JTiO\n", "G5Xj3nffffjVr36FefPmobe3FzfccAM+++wzxMbGCtu89tpriIuLw7fffgsAOHLkCO6//35s3bpV\n", "cp+/+93v8Mwzz2Djxo2j0uZg4le/+hVefvllFBQUuNwuJycHUVFRkp/J5XJ8/vnnAIA77rjD5X7c\n", "ubYJgiCCGRpXuAeNK0ITGlcEBqTAIIgQZteuXUhLS/N3M0R0dXUNuc3DDz+M3NxcH7TGwq233oo/\n", "/elPeOqpp7Bv3z7s3bsX+/btQ3JyMv7whz+MyjHLy8sRHx+PefPmAQBiY2Px6KOP4sMPPxRtp1Qq\n", "8eijjwqvFyxYgMzMTLS1tTnss7KyEufPn8eNN944Km0ONnp7e4ccZADAu+++i/nz54/4eO5c2wRB\n", "EMEMjSvcg8YVoQmNKwIDCmAQRAjy2GOPYenSpcjOzkZNTY3kNlqtFj/72c+wePFiXHnllVi1ahXu\n", "v/9+lJaWirZrbGzE2rVrcdFFF+Hiiy/GqlWrHLYBgP7+fqxduxbLly/HkiVL8OKLL4LneeHzo0eP\n", "4oorrsDevXtFklD2R9TfsO0FgAceeABHjx4dlWOdPn3aQY55xRVXoKioSPTe448/7vDd7u5ujBs3\n", "zuH9Z599Fr///e+921AJ3nrrLUydOhUbNmzAfffdhwsvvBCLFi3C6tWrUVlZKdp2/fr1WLp0Ke64\n", "4w50dXXhoYcewqJFi7BixQo0NjYK25WUlGD16tVYvnw5Lr30UqxduxbNzc3Dat/777+PpUuXiq61\n", "K664AocOHRJt9/LLL2Pp0qWYMmWKU6mnO2zfvt3heEuXLsVvfvMbh22//PJLXH311bjiiitwySWX\n", "4Nlnn3XIx3a3zwiCIHwFjSuGB40r3IPGFWJoXDEEPEEQIcszzzzDV1dXS37217/+lV+/fr3w2mw2\n", "8/fffz9fWloqvNfV1cUvWbKEP378uPBeaWkpv2TJEof97t69m29tbRVev/baa/zbb7/tcNw1a9a4\n", "3f53332X37Fjh9vbj4Svv/6aX7dunfC6p6eH/9nPfsa///77o3K89957j//yyy9F75nNZv6OO+5w\n", "+b3169fzf//73x3e/+STT/g33nhDeO1JPw+Hd999l09MTOS3bdsmvHfu3Dl+0aJFfEdHh8P2F154\n", "IX/FFVfw+/fv53me59vb2/menh6e53m+uLiYv+yyy/iqqiph+5MnT/LLly/nBwYGht1Gd/tg3bp1\n", "/Ndffz3i/Q31+QcffMD/4Ac/4NVqtfDexo0b+fvuu09ye1d9RhAE4Q9oXOE+NK7wDBpXeP75WB1X\n", "kAcGQYxR5s+fj82bN6OkpAR5eXlQKBRYv369aJv169fjf/7nfzB37lzhvfz8fLz99tv4wx/+gD//\n", "+c/C+8uWLRN99+c//zluu+22gFoJcQXP83j99dexceNGyGQyREdH45FHHsGKFStG7Zie5sD+61//\n", "QkdHB37xi1+I3u/v78f777+PzZs3e7N5Q/Lggw/iuuuuE14XFBTg+eefx7vvvosnn3xStK1Wq8WO\n", "HTuQkJAAwJLbbOX111/HP/7xD+Tk5AjvzZ49G0899RT+/e9/44EHHgAA/PrXv3a6orFz506f5WUP\n", "l/Xr12PPnj2Qy+XCe7fffju+//57lJWVIT8/X7S9qz4jCIIINGhcIYbGFZ5D4wrPGKvjCgpgEMQY\n", "5cILL0Rubi7279+Pzz77DGq1GjExMfj5z38OmcySXVZWVoZ7773X4bvTp0+XdF22h32gBjocx+Gp\n", "p57Cgw8+6JPjJSUlOeSbNjc3IyYmRnL7P/7xj5DJZA6DDAA4e/YsamtrRYO94uJivPTSS3juuee8\n", "23AGdgDKvrdlyxaH96dPny78YNrT1NSEhx9+2OF9s9mMyy+/XHj961//ethtDQTKy8uxfPlyh/c1\n", "Gg2WLFniMNBw1WcEQRCBBo0rxNC4wnNoXOEZY3VcQQEMgghxnEXj1Wo1EhMTccsttwjvffXVV1i/\n", "fr3wYzt58mQcOXIEK1euFH337NmzyMzMdHncvr6+EbbcPf72t7+htbUVP/zhDzFhwoQR7Yu3y1V1\n", "RVNT04iMzGbOnIkXXngBa9euFd7bu3evpEP6c889h4yMDDzyyCOS+1qwYAFOnDgheu+OO+5wOsjw\n", "Vp8dP35cdP1Y38vLy/NoPzNmzMB9992HyZMnD7stwcBFF12ETZs2jZr7PEEQhC+gcYX70LjCM2hc\n", "4RljdVxBJp4EEeI4+/G84YYbRMZIZrMZhw4dQnR0tPDeAw88gNdeew3Hjx8X3isrK8Njjz2Gp59+\n", "Wnjvvffew/PPPw+dTgfAUjP8xz/+MR566CGH46pUKlRXVwuve3p6nJbuGuqHv6enBz/96U/x6aef\n", "+nSQ8eMf/xgZGRkjchLPzMxEV1eX0Lfd3d34+9//LiqpZTab8ZOf/ATTp08XDTIqKythMBiGdVxv\n", "9RnP89i6dSu2bdsmvFdcXIyXX34Z999/v0f7evLJJ/Hkk086mLgdOnQI27dvH3Yb3cWTc+8KrVYr\n", "cgxvaWnBjh07hNePPfYY7rvvPtE2BoMBmzZtwtmzZ73SBoIgiNGGxhXuQeMKz6BxhSM0rpCGFBgE\n", "EWJs3rxZyCGtrKzE119/jfDwcISHh2PTpk3CQGL69Ol45513UFRUhL6+Puj1elx//fW48847hX3F\n", "xsbiv//9L55++mmUl5eD4zikpqZi3bp1yMrKEra75557sG3bNtxwww3Q6/Xo7+/HY489JpLpWXnx\n", "xRfxk5/8BAMDA9BoNEhLSxPJ/Hiex4033gi1Wo3m5mYolUq8+uqryMrKwvvvvy/a11dffQWTyYTX\n", "X399RH3G1mvfuHEjoqKisHXrVoSFST8iU1JSoFKpRpw7uG7dOjz22GPCD88bb7yBuLg44fOioiJ8\n", "9dVX6OjowGeffSa8X1xcjI8//thBGgjYzv+5c+ckpZ7e6jOO4/Db3/4W+/fvx8svvyxcG++88w7i\n", "4+OF7VavXo2Ojg4UFxcL7uhJSUn46KOPhG2Sk5Oxbt06PPvss6iqqhL2f9lll4kGtO7y0ksvYc+e\n", "PaJjhoWF4YMPPkBqaioA4ODBg3juuefA8zwaGxsRGRmJuLg4yOVyrF+/Xsibte4LgGh/kyZNwj/+\n", "8Q/RcV944QWsWbMGer0eer0e2dnZeOKJJ4TPlyxZAoVCgbvvvhvd3d3geR5RUVFYtWoVpk6d6lGf\n", "EQRB+AoaV3gOjSs8h8YVNK5wF473VoiIIAjCx9xzzz0uV1oIR7zVZ++99x5SU1Nx9dVXe6llBEEQ\n", "BOFfaFzhOTSuIHyNVxUY27Ztg8lkAgDk5eVh5syZ3tw9QRCEiPLycrz33nv+bkZQ4a0+o9g3QRCE\n", "NGfPnsX58+dhNptx0UUXITMzk8bIQQKNKzyHxhWEr/GqAmPXrl248sorvbU7giAIIgB58803sW7d\n", "OiiVSiQmJmLdunWSslOCIIixyDfffIPFixcDAL744gusXLmSxsgE4QIaVxCe4NUAxo4dOzAwMACe\n", "55GbmytZCocgCIIgCIIgxgLWAAaNkQmCILyDV1NIVqxYIfz7yy+/9OauCYIgCIIgCCJo2LVrFxYs\n", "WACAxsgEQRDeYtSqkCgUCqef7dy5E3K5fLQOTRAEQRAEQRBuERcXh3nz5nl1n/v370d+fj4SExMd\n", "PqMxMkEQhHOGeiZ7NYBRU1OD7OxsAJa6tc6Qy+UknfMzhYWFWLRokb+bMaahc+B/6Bz4HzoH/ofO\n", "gX+h/vc/J06c8Or+vv32W6SkpAhlE4HQHyMH63VM7fYtodzuU41qPP1FuUf7fW3lJMxOjxlJ01wS\n", "rP091DPZ6wGMI0eOAADmzJnjzV0TBEEQBEEQREDT2tqKAwcOoKCgACUlJVCr1bj77rtpjEwQBOEl\n", "vGri6S579uwJyugyQRAEQRAEEVqcOHECy5Yt83czANAYmSCClUBUYAQrQz2TZT5sC0EQBEEQBEEQ\n", "BEEQxLCgAMYYpbCw0N9NGPPQOfA/dA78D50D/0PnwL9Q/xOhQLBex9Ru30Lt9i3B2u6hoAAGQRAE\n", "QRAEQRAEQRABD3lgEARBEARBEGMW8sAgCGKkkAeG9yAPDIIgCIIgCIIgCIIggh4KYIxRQjUnKpig\n", "c+B/6Bz4HzoH/ofOgX+h/idCgWC9jqndvoXa7VuCtd1DQQEMgiAIgiAIgiAIgiACHvLAIAiCIAiC\n", "IMYs5IFBEMRIIQ8M70EeGARBEARBEARBEARBBD0UwBijhGpOVDBB58D/0DnwP3QO/A+dA/9C/U+E\n", "AsF6HVO7fQu127cEa7uHggIYBEEQBEEQBEEQBEEEPOSBQRAEQRAEQYxZyAODIIiRQh4Y3oM8MAgi\n", "COjVGvH/vizHL3dUoE9n9HdzCCKg2XS6Bb/4ogxnW/r83RSCIAiCIAjCh1AAY4wSqjlRwQR7Drac\n", "bcPxBjWO1vdie0m7H1s1tqD7wP94eg7qe7T4x5FGnGzsw98PN4xSq8YWdB/4F+p/IhQI1uuY2u1b\n", "qN2+JVjbPRQUwCCIAKCYWUkua9f4sSUEEdgUt/QL/67u0sIPWZAEQRAEQRCEn6AAxhhl0aJF/m7C\n", "mMd6DnieRykTtKjqpACGr6D7wP94eg7K2geEf2sMZvRoKeVqpATifdCvN+FsSx9M5tAPUAVi/xOE\n", "pwTrdUzt9i3Ubt8SrO0eCgpgEISfaezVoV9vEr3WGs1+bBFBBC6lTAADAJrUej+1hBgt9CYzfrL1\n", "PJ7YVoa3DtT5uzkEQRAEQQQQFMAYo4RqTlQwYT0H9hMyMw/Udmn90aQxh6/vA57nKeXBDk/OgdHM\n", "o6JDrFBqVuu83aQxR6D9HpS09qOh13Je91d2wRzi90yg9T9BDIdgvY6p3b6F2u1bgrXdQxHm7wYQ\n", "xFjnfNuAw3tVXRpMTor0Q2uI0aKj34BffFEGEw+8ek0eUmNU/m5S0FHTpYHeJJ7MNpMCI+QobrX5\n", "nAwYzGjp0yON7heCIAjCRzT16tDaZxtfmMfn4FSj2uV39CZST/sKrwcwmpubsWfPHsjlcixZsgRp\n", "aWnePgThBUI1JyqYsJ6DUokARiX5YPgEX94HO0o7UNdjWVXeVtyOBxZm+OzYgYwn56BUwuC2qZcC\n", "GCMl0H4PzrWIn4lVnZqQDmAEWv8TxHAI1uuY2u1bgqXdrX16PP1Fud27bS6/88Ly3NFr0DAJlv72\n", "FK+nkBw5cgR33XUX1qxZg8OHD3t79wQRUpjMPMo6HCdl1RTACDnqe2xpQdWUIjQsytodg31NlEIS\n", "UvA8L1JgAEBlJ90vBEEQBEFY8HoAIzLSJntXKpXe3j3hJUI1JyqYKCwsRG23FrpBw06lnBM+q+yk\n", "8pC+wJf3QUOPbaJd200TMiuenAOpAAalkIycQPo9aFLrHSrLVEoEeUOJQOp/ghguwXodU7t9S7C2\n", "O1gJ1f72egCDnXQpFApv754gQgp2QjY3IwbhYZZbskdrRJeGykOGEo29tgBGS58eGoPJxdaEPQaT\n", "WXIi29avh3EMlNocKxS39Du8R6WlCYIgCIKw4vUAhslkG5RzHOd0OzYiVFhYSK99/JolENozFl8v\n", "WrRIZOBZkBSFnPhw4bV10B4o7Q3F14sWLfLJ8XbtL0SvThywqB9UZARSf/jjtfW9obav7tLCMBio\n", "iFOYkRhpCZCbeeCLrw/6pf07Szvw/CdHsOPrwOnP4bxm8Xd79p6yzzkGGnq1QsDP3+0L9f4f66+J\n", "4ROsufbUbt8SrO0OVkK1vzneyzr1LVu24OabbwbP89i+fTuuv/56h2327NmDuXPnevOwBBGUPPbp\n", "eSGI8cqKPHxb1Y0vz3cAAB5ckI7Vs1L82TzCS5S2DeAnn54XvfeLJdlYnp/gpxYFH5+XtOPNwjoA\n", "wOLcOHRqDDjTbFmt/+2KPMzLjPVpeyo7NHh4SwkAYGlePP7f0hyfHj9UeWRLiVAqlwNgHaC8dcNk\n", "FCRH+a1dRGhz4sQJLFu2zN/NAEBjZIIIBE41qiVMPF3zwvJcvLi7yqPvvLZyEmanx3j0nbHAUM9k\n", "ryswFi5ciA0bNmDDhg1YuHCht3dPeAlacfA/+78tFEniJydGYmJChPC6koweRx1f3QcNvY5Gk3Xk\n", "gwHA/XPAVuuZnBgpKkPb3Od7H4zzbbZUhyN1vTAFcRpLoPweaAwmQXnGAZiXaRvUhXIaSaD0P0GM\n", "hGC9jqndviVY2x2shGp/h3l7h+np6bjjjju8vVuCCDladDJBEp8ao0RseBhyE2wpJFSJJHRolAhg\n", "1FAAwyNYv5j8pEjomHrrzRL9O9o0Muah/XoTStsHMJUUAiPifNsArHGg7PhwzEyNxrF6NQAqLU0Q\n", "BEEQhAWvKzCI4CBUc6KCiciMycK/pyRaqvfkxNsUGDXd2qBe1Q0GvHkfuDpXUgqMQK9EcqC6G49u\n", "KcGm0y2jehx3zoHeaBaVns0fH4E0RoHR5IdKJPZBqeMNap+3wVsEyu/BOaZ86tTkKOSyirQQLqUa\n", "KP1PECMhWK9jardvCdZ2Byuh2t8UwCDGFJ+ebcPvv64WlbT0F6wkPj/JEsCIDQ8TzAkNJj4g2km4\n", "xszzeHFXJW567xS+LGmX3KZR4jw29upgYFQEgQTP8/jzgTqUd2jwjyONqO/x7+SxqksjVBpJj1Uh\n", "WhWG1BhbmW5/lFJtsgtgfB/EAYxAga1AMi0lSpRSV9WpodLSBEEQBEFQAGOsEqo5Ua6o7dLi7UP1\n", "2F3ehXePNfq7Ofi+plX4t1WBAcBu1ZFk06OJN+6D4pZ+HKjpgc7E4z8nmyW3YVfrVYOlcs28tDJj\n", "tOnWGPD7/TVY9129U9VIQ68OnUwZ330VXaPWHnfOgdj/wnJ/iBUYvu1HnucdFBjnWvuDtjRuIPwe\n", "8DyPEuY8T02OQlKUAlFKOQCgT29CW7/BrX11DhjQqw2eMtSB0P8EMVKC9TqmdvuWYG13sBKq/U0B\n", "DGLMwEr2/e0/oDWa0aqz3H4cgElMAGNigmMpVSJw+b7RtvLe2mdAt0Y8yerXm9A9OJlSyDnMTLX5\n", "JNT6waj1kzNt2F3Wic1n2rC7vFNym7PMSjhgCWD4c/W7tF1s4AkA8ZFhUMotpbrVOhP6dL6bsPZo\n", "jRgwiNUzRjOP0019PmtDsKI1mrGnvNNB1dPYq0PP4H0So5Ijc5wKHMeJfIHceR4eru3Bmv+ewb0f\n", "FeNsC50Pwj+cPXsWmzdvxscff4z6+noAQHNzM/7zn/9g48aNaGpq8nMLCYIgghcKYIxRQjUnyhXd\n", "zIpcl8a/q3OVHRrwsEy+MsephFVGAMhhZdNdFMAYTbxxH7ABDAAoaxefMzbVIC1GJfI5cdcHg+d5\n", "NKl1MHshiMCaYR6r65Xc5myzOIBR36NDecfoXIvunAO2zZMH061kHIeUaP+kkTjz3DjRGJxpJL78\n", "PXh1XzV+93UNHtlyXhSQKGb8LwqSoiDjLM/HPA8VaZvPWJRtfXoT/ndPFToH3FNt+JOx+Hsc6nR0\n", "dGDVqlVYvXo1Tp8+DQA4cuQI7rrrLqxZswaHDx/2cwu9T7Bex9Ru3xKs7Q5WQrW/KYBBjBnYAEav\n", "1uhXg0y2BKN1QmZFnPcdusZ1oYDGYMI5O7UCO9kGxOkj6bFKZMXZVpTdVQK9/m0t7vmwGE9tLxtx\n", "mgJbvvVUU5+ksoKdTFoZzTQSV+gYA08OQN542/2SFsuUUvVhAIP1polV2YKPJ8gHwyUlrf04WNMD\n", "wHJef/d1NfSDPjDnWmz3zbQUm0rJk5Q6rdGMM0zwrXPAiJf2Vgn+KQThKxYvXuzwXmSk7dmlVCod\n", "PicIgiDcgwIYY5RQzYlyRQ8j7ecBv+ZIS0nirWSOUyFMZll9bOnTo18fnHn1gYRaZ0R7v+MEd6T3\n", "QVFzH0x2cyP7AEaDKIChQjYTwHAnhaRXa8TOUkuqx9mWfry6r2bYwTeNQewj0K01OgRRerVGSWXI\n", "voquUQn6DXUOKjs1QmnNDDu1Uhpj5OlNH4yzzX34/f4aHKuXVqiwx1qaFw/F4P1a06VFRxCs+Nvj\n", "q9+D/3wv9oip7NTinaMWPyI2aDYtWTqAMVRAt6ipTyhNbeVMcz/+caRh2G32Bfb9X9Y+gG3FbVD7\n", "MC2KGB127dqFBQsWAIAoWKxQKPzVpFEjWMeV1G7fEqztDlZCtb8pgEGMGbrtAhb+TCMRmRLaKTAU\n", "chmyxtlWlqvJB2NEtPXrcc+Hxbhrw1nsq5D2fBguJxsdc+zLOlwpMFSYEGc7t/W9uiGDAqeb+sBu\n", "cai2B/86OjwTWqmqNqfs/ga2lOWk8REYFx4GAOgYMOBMs/c8Bc409+HXuyrxVYvSwTeERWzgKb5X\n", "UkehlKreaMavd1dhd1knXtlrUwiwsOc0JyFCpBigaiTSlLcP4LBEytInZ9pwsKYb1YPpcjIOmMI8\n", "E3PiwweT7YD6Hi30RueVe4412PafFGWbIG450+b1e3+06NYY8PPPy/Dng/V4+2C9v5tDjID9+/cj\n", "Pz8fiYmJAACTybYYwXGcs68BEE86CgsL6fUovi4qKgqo9oT662Dr79Gmp6eH+nsY/c/xfnBm27Nn\n", "D+bOnevrwxJjnKc/L8MpxmTv1WvyMDcj1uft6NebsOr90+BhGaxvvWc2wsPEscRX91Vj76Bk/7FL\n", "MnH9tCSftzNU+Ky4DX8ZnAjEhYfh3dumIZJZxR8Jj2wpQYWEN8SmtTOFif+T20sFWfsrK/IwPzMW\n", "a/5bhM4BSwDtnVunImNcuMM+rPzlYB0+K3Ysz/rEoixcU5DoUXv3VXTht/uqRe8tyhmHXy2fKLz+\n", "19FGbDzVAgBYNSMJRjMvHP+aKePxxGUTPDqmPf16E/55pBHbmZKz0Uo57p2fhmsLEiGXiQf2r+2v\n", "wa4yy+Tz4YsysGpGsvDZgepuvLi7CgAwPzMGr6yYNKK2AcA3lV14aW+18PovN01xCJw8/lmpoBj4\n", "3cpJKGntxzvHLKZ8yyfF4xeX54y4HaHGb3ZXobC6GwCwKCcOOqMZRwcVLgo5B8OglGliQjjWrZoq\n", "+u69HxULQaO3b5qCfLvzYeWBj88JiqKXrp6IL0o6hJQVVZgMb90wWaToCETYazpWJcemtTOHnOwS\n", "I+fEiRNYtmyZ1/b37bffIikpCQUFBcJ7W7Zswc033wye57F9+3Zcf/31kt+lMTJB+J9TjWo8/UW5\n", "R995YXmu8Px2l9dWTsLs9BiPvjMWGOqZTAoMYswQKAqMU01qYUU9Jz7cIXgB2Mmm/VCpIpRgTTS7\n", "tUZ8XNTqYmv36dEaheCFjAMmMKkhbBoJu1qfMejZwG5b2+069YFVeWQyypy3DtThpIemkXUSqSGn\n", "mvpE5qBsBZJpKVFYOjFeeF1Y3Q2DhCLBXQ5Ud+NHH58TBS8Ai+HiXw7W4yefnsfZlj509BtQWN2N\n", "fx5pwBFm1d4+kMCWUvWWB8bOMvFKfbldShBgp6qJUWFuhm3wcaJR7deKLYFIdZdGCF4AwF0XpOCp\n", "xROEIJ+BycOayqSPWHGnMlNbv14IXijkHGalxeDpJdnCPaMzmvHi7kqXap9AoJp53vfqTEKgkwge\n", "WltbceDAAZSUlGDr1q344IMPAAALFy7Ehg0bsGHDBixcuNDPrSQIggheKIAxRvGlPCpQ6NH4P4DR\n", "MWDAW4V1wusZqdGS23laOpBwTqPdxPbjolahMsFI7gM2eFCQFIVZzLm0BjA0BtsERM4ByYNVM7JF\n", "Rp7Oz2/HgEHwo1DIOLx+Xb5g8mrigf/dU+VQjtIVUtuqdSbhGjOaeZHB7PSUaExNiRKqfah1Jhyr\n", "9zxFQmOwVIR4cXeVyCNifmYM4hW2gEhFhwZPbCvDHRvO4De7q/Dh6VahtKaMA/LGi1fPUxkPjBa1\n", "fsRVWjoGDA6+F/bVVwbYsrgyDolRCkwaH4mYQTPPzgFHX5FAZ7R/DzacbBH+ffGEccgbH4mESAWe\n", "lFDzSAcwbOe9wsnz8DhzXc5IiUZ4mAxRSjleWJ4rBIkbe/V4dkdFwPkKsf1vnzLoTuUVIrBITk7G\n", "M888g5tuugk33XQT7r77bgBAeno67rjjDtx5551ITk4eYi/BR7COK6ndviVY2x2shGp/UwCDGBOY\n", "zDx67QzReny8Emcy83hlbzU6BwMnkXIet89OkdxWXIlEA4PJjNpuLQ7WdOPzknaPJq1jneZescJB\n", "azTj33ZmgsOBLZ96QUYM8hNt58xaSrWp1xY8SYtVCekRWW4qME4xx5iWEoW4CAV+c9VEJERaVq7V\n", "OhP++E2t222uYzwwkqNtHgFWlUd5+wD0g6vhqTFKjI9UQMZxuDzPpsIYjpfAp8Vt+LbKtgIfHxGG\n", "567Iwcvr6m0LAAAgAElEQVRX5+GRXA3umZcGldy1TH7VjGREKMSpP5FKuW0V38yP2EBzT3kn7C1J\n", "7BUYrIFnSowSchkHuYzD7DSbCiMUfTCGqyqp79Fif6Wtgs2dF9ieeRdnj8O1BeNF27N+IlZy7Z6H\n", "Uhxn/C/mZdrORXZ8BH5xeTasmUnlHRq8sLMSOhdeGv7EXnHnrwC2mefxVmEdntxeSkF0giAIIqAI\n", "83cDCP8QqnWBnaHWGR0mJr5WYLxzrBFFgyaIHIBfXTUJSVHSpdTGRyoQo5JDrTNhwGDG9e+eErU/\n", "PiIM/7p1mqgiA+EIz/OS5o5flLRj1YykEd0HrALjgvRoRDKTa6sCw97A04q7lUjY9BFrjmRytBK/\n", "uTIPj28rhdHM42xLP5rVOpGhpRRmnkc9owy4tiBR8G041aTGLTOTnVaCuCIvHh8O+mIcqumBxmAS\n", "ggn9ehM0BhMSnVzLAFDebpsAXZYbh59dmoXYwcDD5Yst52DZpHj833cNOFTbA4VchsmJkShIikRB\n", "chQKkiOd3iupMUpBpdHUq3e63VDwPC94bbBUdWpgMvNC8KlBIiUIAOZmxAhpEica1Lh5RvCssFrv\n", "A4PJjK9KO3GwphtqnQn9ehMG9Jb/60w8VHIO4Qo5VGEcwsPkyBinwqMXZSIlxnmfbzjZIjy75mfG\n", "YEqSOEDx4MIMFLf0o6pLi4KkSFGfWmEDupUdGvA8L/KFMJl5UQnbeRnifOJFOZZr7o1B9dvp5j68\n", "tKcKL1w5Uaj45E+s/a83mR2C0/5SYBys6RFSvT440STyySEIKYJ1XEnt9i3B2u5gJVT7mwIYxJig\n", "R6Jkqi8DGAequ/HRaZv3wj3z0lwaiHIch9z4CJweDHhIBV/Ot/X7xYQ0mOjWGKEdXGmNVMiQnxg5\n", "6PkAvHOsCc8vyx3WflvUejQOqitUcg4FyVHgYEkpMJh5tPTp0as1OpRQtSL2wNA6TMisnGxigiRp\n", "thSVyUmRuCA9RjBBLKzuweqZrifM7f0G6AbVFbEqOS7LjRMCGEXN/TANBkOsTE8Rl7LMiQ9HdZcW\n", "OhOPfx5thMnMo7ilH9VdWvAAHrkow+mknZ2U3TIjWQhesKTGqPDClROhN5kh5zgHM09npMUocX6w\n", "UkmzWodZadJpWUNR1q5BzWAwKTxMhvAwGbq1RuhMPOp6tMiJt0yi7VU1VthJ86mmPhhMZijkwSFy\n", "NJl57Kvowvsnmlx6iehMPHQm63PTkt4Uq5LjqcXZkts3qXXYU24LCt01J9VhmwiFHG/dOAUnG9WY\n", "mhwleR+kxCgRoZBBYzBbfCE0RoyPtCmIKjo0UOssaSHxEWGSRp3XFCRCrTdh/RFLBZ/Ddb34w/6a\n", "QXWG/4MYgMWjxv5Z7y/1w1HGe6ZUwgeGIAiCIPxFcIyuCK8TqjlRzuiWCFZ0a32TQtLQo8Nr+2uE\n", "1wuzYrFmTsqQ52DFFLG0OilKIRq0V4ewueeA3oTPS9pxdoRlOxvV4gDCjxakC6+/rerGxl0Hh7Vf\n", "Nn1kRmo0lHIZFHKZaOJU1j7gVIERFxEmeCZojWa09Ttei01qnTCZDA+TOZTbXZQzTvj3AcYg0Rm1\n", "jPoiKy4cGbEq4Xrq15tQ3jGAsy22/raX8i9l0kg+K27H5yUdqBoMXgDAF+c7JI9r5nlR+VbWiBRw\n", "fBYp5TK3gxeA90qp7iyztf+y3DhRKU9WQcKe0zRGeZAWqxI8ObRGM0raAn/Sx/M8Cqu78YN/n8Dv\n", "99cMywi1pNX53/np2TZhQj47LRrTnXj+qMJkWDhhnGRgCwBkgwFdK/aTeta3ZF5GjNOAxG2zUrCG\n", "SdvbW9GF//uuwWn7fYX1HqjqdHym1/XoPDLObezVjdiolOd5UZ+29hkCzjeECDyCdVxJ7fYtwdru\n", "YCVU+5sUGMSYwBsKDI3BhPAwmUcl7boGDPjN7koMGCwD0JRoJZ5e4t6K3/L8BMxMjUaf3oj0WBUi\n", "FHJsOdOKvw0OuEM5L/nd403YerYNAPCjBem4bZa0V8hQ2K+WT0mKwpLcOOwf9GPY3arE7U7UD64Q\n", "+V8w5a/yEyOE1cqyDvsAhm2yy3EcJsSFC4qH2m6tYPBp5RSTPjIjNcphNf/i7HF480AdzDxQ3NKP\n", "jgGDKMBlT71dEIHjOMxOixbK9X5V2ikYjkYqZILiwMrSvHhBsSFFQ48ORjPvIMlv67MpP8aFhzmd\n", "pA4XNojQrHZd0cUZepMZ+ypsPg1X5ifgdFMfDg+uQpd3DGB5fgIAu6oydsGYuRkx+KLEEgg5WN2N\n", "mU4m7IHC+iON2FTUCnYtI0Ylx+2zUjAzLRpRCjmilHJEKmVQymXQm8zQGs1Q60x44ONz4AHU9Wih\n", "M5qhkqimZC0fDEBU/nY4TEyIEFKcKjs0mJ9pU58dZ9JHhlKl/XB+Gvp0JiE9YsvZNizOjXMaXPEl\n", "Us90o5lHfY/OrfKvu8s68fv9NRgXHobfr5w07JKxdd06h6BqVafGqek0QRAEQfgSUmAEAb1aI947\n", "3oSPTrWM2GXfSqjmRDnDvoQqYKlK4q4x3TdVXVj97yI8suU89G6av9V2afHTz0oFUzaFjMPzy3OF\n", "CZw75yAlRom88ZGC3wA7qQxlBcZxZvVv/ZFG/PNo47BMBFnDRetE99756bD6RdZq5B5X1eB5Xux/\n", "kcEGMGyr9mXtGqd+CYA4jaRG4lyyx5gjUSM8LkIhTJB5DK3CqLNTYAAQ1R7/qtSmQJiaHOWggkiN\n", "UeGhhRnIjgvHhZmxuGdeGn63chISoyxBE6OZR2OPYwChjkkfyRrn6G8w0mdRKtOvbMDKE76r7RFS\n", "EFKilZiVFi2qeFLBVCIRX1Piv+fiCTZVzBfnO6DWBXYJTDZoE6GQYe0FqXj/9um4bXYKpiZHYUJ8\n", "OMZHKRChkEMu4xChkCM+QoEJceFC8MbMW8qk2mM086IJ+XQJc05PYCszfV3ZhYFBRcCA3oRiRjlk\n", "739hD8dx+PElmbhogi3Qse5wg9d+W4eD9R6oYvpRwZjauuuD8WmxJejbozXizcK6Yf9NR+0q8XjS\n", "BmLsEqzjSmq3bwnWdgcrodrfFMAIcE43qfHw5hL85/tmrD/aiN0SJnOhTI/WiD9+U4N3jzWOaIAp\n", "lUJiMPNuy2K3nmmDwcSjslOD7+p6htz+ZKMaj28rRUufZUIl44AnLpuAyYmRQ3zTNTnx4kmvPwfd\n", "o4XRzItWuQHgw1MtePNAHUz2CeJDwKYUWP0KMsapsLIgUXh/Z6l06oMzqru0gnonRiUXTXTZAEZx\n", "Sz/aB1cxZUwJVSvZ8WIfDBae50X+F1IBDMBiTmhlqABGvSiQYDn2HMYvwmCy9a1UJQgAuGVmMv6x\n", "eipeXpGHuy5IxQXpMaJrslqiJCwbOMkcF+7w+UhxpsBQ64x4q7AObxbWDnmf7yq1PVevzE+AjONE\n", "57J80DhSbzKjrc92Tu3NKy/MihUMWjUGMz4dVBEFIiYzj04m1eDdW6fhB/PS3DYGzkuQDvBYqenS\n", "wDB4v6ZEK0esvJmTHiOqJPLLryowoDfhVFMfrJdu3vgIxLtQIVmRyzg8enGmECQ43zaAr5lgjr+o\n", "ZlJIFmbZgmHuqO369SbBPBgAilv78aWTtK6hYCu6SLWNIAiCIPwJBTACFJOZx3vHm/D05+VoZ0oD\n", "7q8cOtedpbFXh61n29DaJ16ZDJacqH+faMZXpZ3478mWEQVvpBQYgPtpJGz5yYp214PJXWUdeHZH\n", "BfoGJ03hYTK8eOVEQYJuZTjnIC4iTCgbqTWahQBJKNHYo4NJIk7xRUkHfruv2qN88CYnfgXXTbUF\n", "ML6r64XG4H5+N6uMmJ0mzrfPiQ+HYnCWxZb0TIlWOqSA2Bt5stT16IR0jmilXDRZZLmU8cE41dSH\n", "XifXOWCRhVvJirMEc1JjlKJyqlY8WS1nVUFSFVVEqStxjgqMkT6LkqKUwsS2c9C0tVtjwNOfl2N7\n", "icWr49V91U4VPJ0DBtGKs/U+TYpSCD4l/XoTmtV6NKv1gudHUpQSSrtzKuM4UWnkLWfbPLq2fEm3\n", "xlaZKVLOuzXxZ5noRKFipYx5TrIlhodLVlw4HrkoU3h9tqUfz+2sECq/AEOrL1hSY1RYNT1JeP3P\n", "o42jXlr1QHU3nv68DJ8ViwNbhYWFUOuMwm+9Qs6JPG7cUT+cHjQnZvnnkUZ0eVhaWGc043STo/cQ\n", "KTCIoQiWcaU91G7fEqztDlZCtb+9GsDYtm0btm7diq1bt6KoqMibux5TtKj1eGp7Gf7zfTPsh9wn\n", "G9VuD4hNZh7P7qjAXw/V44VdlcOS4Psb1kiMdbP3FCkFBuBeAKNHaxR5aFS4GMhtOdOK1/bXwjg4\n", "kkyIDMPr1+VjISMtHwkcx4lXvENwVayGmcxfkB6N5ZNs5pHfVHXjVzsr3b4HRAEMJtUgJz5cWCnX\n", "Gc04XOu44uiM7+3Kp7Io5DLkJDiqDNIlSkNKVSKxwgZJZqVFOzW1TIxSYmqyRSlg5oFDtdLqoAG9\n", "SZgchck4wfiS4zjMSRNP+mQcUJDkfgAjO951KoyU8sObyGUcUhh1y7nWfjz9eblownW4rhefFLVK\n", "fR27yzuFid+M1CjhXHEch0njmZSgjgHR9cR6mrAszYsXzDzVOhM+LxneKvho0z5gC37Ghnk+cWeV\n", "R1KT2/IOmxqA7ceRcOP0JDxyUYbw+kxzv6j07TwPqzKtmZMqBITb+g3YfEb6GvEGm8+04sXdVTjV\n", "1Ie3D9aLjG0BsYFndlw4JjEKIClzT3tONTmmwvXpTVh32DOT0qLmPugZzxor1V2aoBxDEARBEKGH\n", "VwMY4eHhuOmmm3DTTTdh5syZ3tz1mKG6S4NHt5YIZmWAxb3d6txvMPM47mbOfmOvTpDiV3RoRKZc\n", "wZAT1d6vF3kInGrqQ6eHq0lW2IojrETanUok9Xar4+zAnKVfb8L6o43C69z4cLx1wxTRQJRluOdA\n", "FMCQyD0Pdlg1Qk5CBH6+JBs3TrOtlB5vUOP/fVkxpL+A1mhG52CASs4ByVFiE80lE23pF/sr3ZOP\n", "t/bp8T1jrnmBxIpvvsT5tjd7BCwr/BEKyyNYrTOJgmwnmWM4Sx+xwqaRFFZJK7Tq7ZQorNHmbLsg\n", "TG5CBCLdTCMAxIGY6m6JKgrdziuQAN55FrGVSF7YWSkKgln559FGFDNlYgHgUE0P3jtuMya9Kl9c\n", "+YdVDlS0a8QVSCSCUoAloMKazn5c1OK2b44vaWd+DyYkx7vYUpo8JihR2alxSGdjK7dM8oICw8rN\n", "M5Lx0MIMh/dVcg7TUz3z2YhSynHPvDTh9cZTLcP+jXEGz/P455EGrGOqnfAQBxsXLVokepbnJEQg\n", "I1YFpdym5nKlrgIsv49Wbp5he17uq+gSLQQMBbvt0rx4xA6qkAYMoan4I7xHMIwrpaB2+5ZgbXew\n", "Eqr97dUAhslkwubNm/HJJ5/gxIkT3tx1yOAqF1tjMOF/d1cJZnIyzuKY/uo1k7A41zZJcbbKao+9\n", "rLektd/JloGJvYzVzFtW4IdDDzM5ZAMAzpQZLHV2K2WdA0ZJWW5p24DgI5Aeq8Tr10928D3wBjkJ\n", "oW3kyQYwJsSFQ8ZxePTiDNw9N1V4v7i1Hz/fXiZK07CHXS1PiVE6qBiWTLRN2o7U9w7pk8DzPN74\n", "tlaQmWfHhzsYcwLSAQwpBYa1EomVTUWt0BrNMPO8aDV1Trpr5382gHGiQS35d9RLGHhamW2nwPDU\n", "bDGb2Z+1EokVjcGm/JBzzif9IyWVSQ/SDp4fGQc8vWSCUA7VxAMv760SJoI7Szvw4u5K4Z5NjlaI\n", "glqAeJJuqSpjm8Clxzj/W66anICESMvqdeeAETsD0LuIvXdcVa9xRgKTzqYxmEUGqiYzjwom0Jvv\n", "JQWGlVtmJuNBpiQyAMxKi3FI6XGHa6aMF1REGoNZFNDq15twrL4XO8534GBNN8629KGhR4d+vckt\n", "NYLRzOOP39Tiw9OOyo7vasS/46zPRU58OOQyTqRucuWD0as1onLw917GAffMTROVPf7LwTq302PY\n", "BZL5mTGiSibuKEEIgiAIYrTxagBjxYoVWLVqFW655Ra0tLR4c9dBT0e/AU9tL8Oq90/j1X3VDity\n", "PM/jT4V1wmRZFSbDH6/Nxx1zUiGXcbgk2zawPlzb45aZob2st6TNNqAMhpyoUxJ5uMM1WmM9MNgA\n", "hjspJHUSq7nlEjnf55gA0dz02CHN8IZ7DsRGnqGnwGD72zo55jgOd89Nw6MX23Lgq7q0eHJbqShQ\n", "wdLMGHimSkw2s+LCkaqyTPYNJh6HalwHBneUdgrlGjkAj1+aJVl+1d0ABmApDWnl46JW3LepGP/5\n", "vlkIYsaFh4kCBFKkxaoEOb/BzOOIhMksG4SzrwSSHK0UpUNMS/YsgBGplCPJSSUS1v8iLVblUGIV\n", "8M6zKM0unSNMxuG5Zbm4Mn88fnlFDqIH78W2fgNe21+Dj4ta8YdvaoXUkfRYJV5bmS9U+7HCKjDK\n", "7RQYzs4pACjlMqyeaVNhfHS6xWMD2tGmg1FgDHQ4L4/rDI7jxJVaOm2/L3U9WqF0bmKkwmN/DXdY\n", "PSsFP7rQFsS4ekqCi62dI5dxIkXHV6UdeOPbWjyypQS3fHAaz+6owOvf1uLXu6rwxLYy/HBTMW5+\n", "/zR+8GGxy6CC1mjGi7sqRcGruRkxsN4BZ1psnjWFhYWi4EDuoK8M+3xw5UFxurlPSDednBiJSKUc\n", "Dy/MEK77xl49/nuyeci+aO3TC+olhZzDrDRxAIN8MAhXBMO4Ugpqt2/xR7ubenU41aj26D+9B35r\n", "gUywXidDMSxb8Pb2dnz00Uei96677jpMmDBBeK1QuB6wFBYWCrIWa+eG6uuPdh/Eh/UqqI2WeNHe\n", "ii6UN7bjT6vnIFoVhsLCQhzvDsO+ZtuA+JokjVCXvrCwEDwPjI+Ms0hJdSZ8uPsQ7rzqEpfHr+iz\n", "SWMB2wS7sLAQRUVFAdM/zl6fanIckBa39mP73gOIU/Ju72//t4VQ6yyTMg6AsbMRgKWvuzWGIb9/\n", "qqoR9rfKnhPncGHWQtH25/pt/S3vaQCQ5bJ9Vjztn6aSkwAsf09dtw77vy2EnPP/+fLGazPPo7pz\n", "ABgc5k+ICxd9ftP0JDRWl+PTJhV4cGhS6/HjzWewNkuLVcsuFe2vZdxkoY+5ftskgt3ftFgTmtss\n", "g/z9lV1Ynp8g2b4eA4d/1NqUEAviDaL7k92+sfgEZIiEGbbJenPZGWDCpQ7br5mTghPVrWjRWdrQ\n", "3m/ABydsE4056dE4cODAkP2XxSlQAcskfuuxCiiaikWff9+ggvUa1rTWobCwSvT5jPAwNPaqkBip\n", "gLmhGIXNnp2/WKjQNrj/rw59j6mxJixatEjS/8L++1a/pJFcP/1qOQDL/uUcj9XpWkGZUn7qKK5N\n", "kuPDBsvnh+t6cbjOJpNPUZmwJrlbUIew+0+PVUEp46E3c+jWGlHSZgtSWoMmztp37cKLsfFkM3p1\n", "FgPQfRXOry9/vG43ZQl/S09zPYCFHu8vLyECJwaDehUdGizOjUdhYSFO94TB+oxNkGlG7ff+ttkp\n", "4NoqYDQDi3PjR7S/+ZmpOFavhpmHW9U7Wvr0+PBUCxYp6iX3V6zIFV1nV09OwOOLJuBH/z2OBq0c\n", "Zh44UteL8JZinC4qQnXkJcK2beVFQNalkuoHqfbvaFECsIy5xpu6hf6+f0E63iysAwBsOt2KFVPG\n", "o+LUUaf9YQ3QAsCMlGiEh8lg6qiH9VxWd2oC5vr19uvISO+qhAiCCBxa+/R4+otyj77zwvLcUWoN\n", "4Q043ouuTDU1NcjOzgYAbN++Hdddd53kdnv27MHcuXO9ddiA5pvKLry2v0ZYjWKZmBCOl6+ehE6N\n", "AY9vKxWkzNdMGY8nLpvgsP2bhbWCIdytM5PxgEQeMMua/xYJlQwAQCnnsPWe2ZKroIFGW78ed204\n", "C8DS7mkpUYIvwH0XpmHN7FRXXxfROWDAmv+eAWAxJXvskky8tLcaAHBJ9jj8+sqJLr9/36Zi0Uoy\n", "ACzJjcMvl9kebjzP47b/nBHMPv+5eqqDVN+b3LXhjOBpsv6WqZgQP3rH8iVNah3u+bAYgOVcbVor\n", "7aVzqKYHL++tEszmJiaEY92qqaJt3j5Yh0+L2wEADyxIx62ML4FwvF4d7vnIcrwwGYeNd85wKPfI\n", "8zx++VUFjg1KqzNiVfjbqgKEhzkXsD26pURQ6XAAtv1wtlN5u8nM46vSDrx7rMmhWs7ji7JEJV+d\n", "UdOlwQOflACwqLc2rZ0pat/Dm8+hcnAC9KfrJ0uWSW3s1SEhUuHy73LG/31Xj0/OWCor/GBuKtbO\n", "tQTz3j/ehH9/bwnIuPPMGi4mM49X91WjoVeHBxZm4AIJ35B139Vj8xlx9YcZKVH4zVUTEa1yHst/\n", "clspzrQ4pt99es8sB8WGPf/+vhnvD6YkZMeF4/9uKRBVrfEnz3xZLgQfXrp6IhZkeW40vLe8E69+\n", "XQMAWJgVi/+9Og8A8Lfv6rFlsK/XXpCKH8xLc7qPQKG6S4OHN5eIKnnIOIsnTHZcOPr1JnRrjegc\n", "MAjP3sRIBf5zx3QHJRbP81i78ayw3e2zU3Df/DRwHIcNJ5vxzjHLNbE4Nw7PLctFa58eazdafu9i\n", "VHJ8vHYmOI7D9w1q/M+XlkH3lKRI/PnGKZJtf+CTc4KB7m9X5GFepsXM1MzzeHJbmeCptbJgPB5f\n", "5Di2sPLSniohTfPBBelYPSsFJa39+OlnpQAs6q1/3jrNzR4NLk6cOIFly5b5uxkAxtYYmSB8walG\n", "9bACGC/urhr177y2chJmD+F1NhYZ6pns1RSSmpoabNq0CZs2bcKUKdI/tGMFnufx7xNNeGlvtRC8\n", "iFbKcT1TvrGyU4vHt5XipT1VQvBiYkKESCbPcnG2bYA5lA9Gl8YgCl4AgN7Eu1VPPhBg/S+mpUSJ\n", "zPW+rvDMB4P1uYgLD0NchELyMykMJrNINm7FPoWkSa0XghcxKrmkWaE3YUtXBpKR50jNCuvs/C+c\n", "cXH2OLyyIk8wuavs1KJJLT5PrF9BmhO/grRYleCRYDTzOCCRRrKjtFMIXnAAfr54wpCTfDaNJDna\n", "sdwmi1zGYWVBIt65bRpun5UslGFVyDnMz3SvqkJ2fISQGqIzmkVGfGaeF5cydXJtpseqhhW8sB7f\n", "CluJpK7HufeGN5HLOPxyWS7+enOBZPACAO6/MF0414Blwv3KNZNcBi8AsQ+GlfiIsCGDFwBw47RE\n", "RA4atdZ0az2qdjPasCkkw/HAAGCXQmJ7DpW1M/4XTkyMA42c+Ag8vywXl0+Mw51zUvDKijx8cvcs\n", "/O3mAjyzNAf/e3Ue/nzjFLx/+3ThnLYPGNCkdjS2bFLrheBFpEKGe+elCUEO9nf8WH0v9Caznf9F\n", "hLBtbgJbcUojmYbUpTEI91yYjBOUYYClrO89823Bo52lnQ4l1a2YzLwQ0AIgBEGy48MFLVlDr27U\n", "S80SBEEQxFB4NYCxePFi3Hrrrbj11luRn5/vzV0HHesON+B9RgqeEavCmzdMxmOXZuHpJRNgFUG0\n", "9OmFAVCkQobnl+VA5WQSMSctRvisvkcn6c1gpVLCowEQp5EEMqeYKgyz0mJwcfY4ZrKqQa0H5pVs\n", "pZG4iDDERYRJfiZFk1ovrMjFR4QJ562hV4cBxiyR9b8oSIqS9EawZyTnQFyJZGTGat4SYb26rxo3\n", "vX8am04P3/+GPa8T4lwHgWalxWBWmm2wzl4zAEQBDXuPBCuFhYUiM0/7aiStfXr833f1wuubZySJ\n", "JgjOYCdtzo5tT5RSjvsXZGD9rVNx34Vp+O2KPI9MYFkzz12ltpSZ1j69qCyivcLEG4hKqTLPpXoX\n", "3htWfPUsUshl+M1VE3Hd1ETcMy8NL1w50a2ATb5EBQ1X/hcsMaowXMsoaHaUBk5J1XbGxLO8aHim\n", "25njwoXncnu/AT1aI8w8LzKQluq/QOXSnDg8e0Uu7p2fjvmZ0j5GchmHGcwzQMqr6RRTBnlGqrgM\n", "cnZcONIGTWcHDGacburDvu9LhM/ZoEVchAIJg79XOhPvEKQFxMH+gqRIh2t6Tlq0YMxrNPP4yMnz\n", "+XzbAPoGf9MSIxXCb0yEQi5c72ZebLJMECyBPq50BrXbtwRru4OVUO1vrwYwCAtVnRpsZaTKc9Kj\n", "8eYNk4UVyCvzx+M3V010CFQ8edkEZIxzvkqpDJNhPlO20ZUKg10NU8htgyfWyDOQOd3MVGFIi0aU\n", "Ui6SOO+zm2g2q3XYfKZVcnDVoxUrMOKZAMZQJp5skCg3IUKkCmANzdgKL1OTR3/FMSfBPXd6V3QN\n", "GPDQJ+dw/8fnJAfGntCs1mFvRReMZh6bJBz33aWWKbnpSoFhha2gcZqp3GEy82hRD63AACCq8HOy\n", "UY1ujWVid7alD//zRTkGDJYVx4xYFe6dny65D3suzR4nGOgtm+SZuWBajAprZqdiVppnksLLmaoD\n", "h2p7cHxQhSEKIgwRFBou7LmqH6xE4qD8GEUFhrvERyjw00uzcNcFqW6n0rEqAyueVFNZWWBTjx2p\n", "7UGXxrtlOoeDxmASqtWEyThEul81V4RcxonUYJUdFqNTzeA9ExceNmx1RyAziwlgFDU5ljU/yQQV\n", "ZqeJA54cx+EiRoXxXW0PWnW2sQDbnwCGNNFkA7dSMmSO43DXBbaUyy/Pd4jUN1ZY1da8zBhRED7X\n", "C783BEEQBOEtKIAxCrx3vElwBL8gPQavrJjksOq5IGscfr9yklCG7taZyVjMrAQ7g5Wf2pdhY2EV\n", "GOwEzTrRHk5d4Ga1Du8ca8TbB+ux8VQzdpV14ERDL2q7tF5bxQcsK8ZW+b9KzmHyoOybLQu3r6JL\n", "OOY3lV14aHMJ1n3XgGe+LIfBzjmYTRMZFxGGaKVcmLxoDGah7KIU4hXkcExiJjNsGkkxq8Bws4rD\n", "SGozi1NIhrcitvVsG6q6tKjv0WHboFfEcGH7qVtrdNqnZp7HZ8Vt+O/3zZIOz/YlVIeCnRycbOoT\n", "rpHVfgwAACAASURBVImOAQMMZpvqINJJRZhFixYhOVoprFCaeYvJ7t8PN+DJbWVoGEwf4gA85Ubq\n", "iJX4SAU+WDMd79w6DVdPHj/0F7xAbkIElk+y3SNvH6qH3mQWBeGyXARIR0KUfSWSXh3a+w2C3DxG\n", "JReedfYEeo3y7PgIIa3HirsKDADIGBcuXF8mHthbPrxKSt6k066E6mWXDf8ciNJIOgZQ1s6qLyLd\n", "UqMFG6zy63SzWIHB87xIgSEVVLh4ApMOWtODPrltf2ywwPLadRnTk0wAxT5YYmVeRoyQPmUw8fio\n", "yFGFcbzBFsCwT12jSiSEOwT6s9wZ1G7fEqztDlZCtb+9ryUe45S09uMgE1h4cGG605W+qclRePe2\n", "aejoN7htwrggKxYyzjLRKm7tR7fGIPJ0sMIqMK6aPB5fV3TBxFsmmmqdETFD5H2zaI1mfHSqBR+d\n", "bhGk6PZMS47CH67L94pBqL3/hdU/YEFWLCIVMgwYLL4U51oHsL+qSzCLAywy5oZenWiCb++BwXEc\n", "4sLDBAl1t8YgWWYTECswsuJUMJiU2D04AanosKhZtEazKGBUkDT6CowJcZa8ZB4W80Wd0ew09cgZ\n", "7MB3pD4aDXYmp+39emRKTJaP1PXiLwctKRkmnsfdc2352TzPiwMYbtwT+YmRwjXR3m9AY68eGeNU\n", "otKqVrm2K5ZMjMfZQaPGdd81iD6LVMjw2KVZItm4O0Qp5UOW0vU2P1qQgYM1PRgwmFHfY1EltfbZ\n", "JqvO0ji8QXZ8uJD3X9OlFXwCLMf1v/piuITJOOQkhIsm5uluXFMsV00eL1xfO0s7sGpGkl8n9u1e\n", "8L+wYu+D0ck8bycFUfqIJ+QnRiJCIYPGYEZrnwHNap3wG1LXoxP6IFopR16CYx/MSI1GtFKOPr0J\n", "bf02U1DAUYExURTAED+nO/oNQvBYIeeclkDmOA5rL0jF8zsrAQCfn2vH7bNSkBCpAM/z+LS4HSWt\n", "lt8zGQcHH5lcF20gCIIgCF9DCgwv8+6g4zxgqVQhZQDHEqWUe1RBIi5CIQxSrGXY7NEZbauuHCwT\n", "6onMIPN824BbOVE8z+Obqi786ONi/Pv7ZqfBC8ASTDktIaUdDqdEK0q2gZQqTIZLGAXKM1+Wi4IX\n", "Vuq6xZNptrKDdRU4zs00kjq7MpCTRKuNloFcefsArF0zIS58SFNAKyPJS1OFyYRVYB6e5yUP6E04\n", "z6QT1YzQR8Pe6LStT1omzx5zf6XYjLVLYxRysCMVMiS6MbFyzEe3XDuNbPqIi9Vy6zlYnBsHqdjb\n", "Bekx+PstUz1OA/EXCZEK3MNUfPjP9y0oYgKCo5nGkc3su6ZL43bqSjDkZ06ye457kkICWH4LrAHG\n", "qi6tgwmwr+lgFBiJUYoRnQN2gl7RoUF5B2PgOcTvX7Ail3GCqgYQB91Z9cXMNLH/hZUwGYcLsxwN\n", "elOilQ5BT1fpG2wQelpyFJQugtgLsmKF3y+9icfHRa3QGs14bX8N/nqoXlCNzs2IcVCM5sa7VoEQ\n", "BBAcz3IpqN2+JVjbHayEan9TAMOLnG5SCy7eMg64e5RKx9nnz9pT06UVjCfTY1WIUMgxlVmZYf0a\n", "nKHWGfHMlxV4aU+1aAV30vgI/GhBOlbPTMbSvHiRlPp4vXcCGKdd5A+zef5smgK72mtvbsoGMKxq\n", "lXg3KpHwDjn8KlEgqLpLC4PJLDLw9IX/hRWxkadnE6IzLX2icoFt/QYhJ344NNgHMPqlne5bGAf8\n", "2m6tKPBR2y2uWOHuCjV7jVgN9ZqZ/boj90+IVIhk4eFhMvz00iy8eo1nRpqBwA3TkjBxcNKjM5pF\n", "ppqjqYSYwFYi6daingn+SalxgolJdj4YGR4GMCKVclyWY3tu7/SzmWf7gPcUGOzqfG23FqVMkDJU\n", "FRiAXRoJG8Bg/j3HSUoHIE4jsZIjsZiRFRcOq41Vk1ovMo8W+V+4OBbg6IWx7Vw7Hv+sVFAUAsDk\n", "xEg8KVHCPS1WKQTgurVGdA3438eFIAiCGLtQAMNL8Dwv1HYHgOWTEtzK4R8O7MDnWL3aoXQlmz5i\n", "lfcWJNkCGOdaB4bMidp+rh3fMytJ48LD8MSiLPz5xim4bVYKHlyYgf+3NAcPLcwQtjnROPIARitT\n", "lUUVJhP8L6zMzYhFrMq2QiXjgB8tSMePFtjawaomAKCHTSGJcFRgdDsx1evWGqHWWQaL4WEWRUCM\n", "KgwpgxNao9mS8nCu1TZgd9f/Ahh5XloOM3Go9nBV7GSjo3P+SNzl7VNIWiVM4gCgza6E32EmAGcf\n", "wHAXNsf8VJMaPM+jUe1eCgl7Dh5amIH8xAgsyonD/91SgOumJgZl/r5cxuHHl2Q5vB8m45DqYeqD\n", "J7CTr5ourciQ1VVZ4WDIz5zEVJWJUsoRo/I8Negqxgtlb0WXpAeMrxCVUI1SjOgcRCrFVSqsprcx\n", "KrnwrAxFZqUyBsKDPhg8z4sCGLNdGPFemBULud3jJVci3UQpl4meh6znkUit6KR8MMvF2eNEwU3W\n", "z+LqyQl4/bp8JEY5njMZx4nub/LBIKQIhme5FNRu3xKs7Q5WQrW/KYDhJY7W9wo5zmEyDmvnpg7x\n", "jeGTFRcuTAi0RjOO1IvTSCoZCa8QwGCUAefb+oc03SxusakKlk+Kx79unYprChId5LCz06KFQVhF\n", "h2bEDvvsgGx6ShQUcvElGibjsGZ2CgAgITIMv7tmEm6blSIquelOCok7lUjsJfDWyay9kaeoAkmS\n", "+wGMkeKqlGrngAGHanoEE0V7Tkmk+ww3gGEy82hW26eQDK3AAIDvam3Xbl23+yVUWfISIgTZdeeA\n", "EfU9OjS7mUIi2s/4SLx9UwF+tTzXZdWSYGBmajSW54vTXjJiVZJydm9hX4mkpts2yQlmDwzA4nlg\n", "feYuyhk3rMDWrLRoYUKv1plcmjCPNqIUEi9UCZGq1DJpfGgaeFqZnBQpqBKa1Xq09ulR3aUVql7F\n", "quSialH2RCnlDpWG7A08be/b+nfbuTZ8WdKOL0vabcF+OSeYdLpCxnG4c454bBIm4/CzRVl48rIJ\n", "LlNQRF4cI0w5JAiCIIiRQAEML2DmebzLqC9WFox3agrpLS5jKovsOC+WI1cw+dXWQUdGrEpYNezV\n", "mbBt30GX+y9jgiC3z05xavoZqRSnp5wcoQrDVfqIldWzUvDvNdPxwe3ThVUndoJU1yOuisIqLOIE\n", "DwzboN1ZAIOdULMS+DxmNfZwbY8gxw4PkyHbAz+Tkeal5YoqkdjOeV23Fg98cg4v7KrE69/WOnxP\n", "rTOivN1xBW24PhgtfXrY26NIpZCYzLxDYKOouU9IXWEDKNlx7kvP5TIOM1Nt1+Cppj5RaoorBUao\n", "5gYCwAMXpotSq1ypILxBlFKORKYSSeeA5b6ScRYJujOC4RyEyTj8+cYpeP26fDy+yFFi7w4yjsOV\n", "TFBpZ1mnt5rnMfYmniM9BxMllAP5IZw+AliuCdY083RTn+j3b1ZaDGRDBHDYqmKAo4GnFbZ/95R3\n", "4Y3COrxRWCe8Nz01WjC7HopFuXGC0fT4SAX+eF0+ri0YWm1GRp7EUATDs1wKardvCdZ2Byuh2t8U\n", "wPAChdXdgimbSs7hjjmjp76wsoKRIx+r70Xr4MTQzPMiead1ZYzjxCs09Rrnp76j3yBMPsLDZEPm\n", "r89lSq6N1AeDld/OcpHTmxytFKkz4gbLowKW0qjWFUa9ySxImuUcED0YxIljTMq6tdKqEbECw9YH\n", "rAKDrTgzJSlyVFe47UkfpxLKO1o9LPr1Jvx6V6WQ+vJ1RZeDOqKouU8wbGNbO9wAhr2Bp7U99nRq\n", "DA6BDqOZF8r31QxTgQGIpdoHa7qFv18p55DghRXmYCQ+UoEfzk8XXk/3sIrKcJDK4U+LUTkoqYKR\n", "KKUcM1KlTRnd5crJtgDGsfpeUSqHL7E38RwpUgqM/MTQNPBkmW3ngyHyv0gf+n67aILtt1Mh45ym\n", "zs3PdJ0ecmGmoyGoM2Qch99eMwmvrMjD+tVTRQsQrsiNd24mShAEQRC+JPhHlQHAtuJ24d83TEsa\n", "sSmaO6TFqoRSZ2Ye+GrQFK5FrRcm7LEquagtrA8GH5/pdN+l7WITtqEG7PMybIOrEw3qIdNTnNGi\n", "1gvSf1WYDFM8SMfgOE5U6cCaRtJjlz5iXRGLF3lgDK3AYMtPsgEM1gjT3YGglZHmpYXJxH9zVacG\n", "r+2vQR0TeOHhqNBh/S8WMgPo4aaQ2PtfAOIVXiutTtJKDtf2ol9vEoJmChnnsYKJnSywQbTUGJXL\n", "VdBQzQ20csO0RPx88QQ8clEGbpiWOOrHk/L9GUr5EerngCUtRiVMes08sLvc9yoMnudFAYyEyJF5\n", "YADOU0hCHTbIfrJJjaJm1sBzaE+K1BgVbp6RBKWcw50XpDotQ543PhKvrZyEO+ak4KbpSbh6cgIu\n", "y43D/MwY3DwjCdd7eG9HKeWYnxnrUZlnVoFR062FyTy833kidAnWZzm127cEa7uDlVDtb/fqPRJO\n", "MfO8aMJ/4/Qknx17ZcF4wWhzx/kO3DknVZQ+kjc+QiQLFVUiYZzi7Slj/h53VtEmJ0YiSilHv96E\n", "9gED6rp1HpWGtfJFiS0QNCMlyulgzhlZ48IFQ826Hi0uyIgRBSdY4854d1JIeqSrN4yPVGBceJgo\n", "OAJ4HsDwBtnxEagcNPD8y8E64d8sO0s7cffcNCEQxZb5W1mQiKN1vTDxllQQjcGECIVnBoX2FUgA\n", "oF9vwoDehEhmgMwGMFKilYIfxpG6XqwssF23GeM892rITYhAjEoOtc4EdljtKn1kLMBxnMg8crTJ\n", "lpDAe2LIOha4anKCsFK/s7QDt81K9qlXRI/WCOPg5DNKKff4fpciMVKBWJUcvTpbGWRXaUOhwuSk\n", "SCjlHPQmXuS7kxAR5rJ0MMsjF2XiwQUZQz7zZqfHuGXUOVrEhochMVKB9gEDDCYeDT3D+50nCIIg\n", "iJFCCowRUt+jg2ZQ8RAXHoYkL8hx3eXi7HGCKWVbvwHHG3rt0kfEwQc2haSsrd+heokVNiAz2Y0A\n", "hlzGicrFWVMCPGFnaQc2nGoRXl8kUWJuKNiJklU9IVZg2M5NnMjE01EtoDeZhQEpB8uk2grHcZIr\n", "jgUellD1Rl6a2BneFry4cVqikCbTPmDA0UGj126NQTBgk3MWCXQGE5wZjgpDKoUEcPTBYA08L8ke\n", "h4TBc9CjNWJnqW0lejjVe2Qch5kSKRJDlVAN1dxAfyGVQjKUAmOsnYNFOXGIGPQmqevRiao9+QIp\n", "A8+RngP7Z+Kk8ZFD+j+EAkq5DNNSHAPXs9KiPQpKHTp4wJvNGjVYU1KqRELYE6zPcmq3bwnWdgcr\n", "odrfFMAYIaxaYXKSb13XlXKZyBTuy5IOSQNPK7HhYcJkwgxO8O1g4XneYwUGAMy1SyPxhGP1vXiD\n", "MZucmxGDa6d6LndnV7ysJRydKTDGhYcJ/g9qnUlYkbTS2KsT0kOSo5WC27yVSXYBjLQYpUjV4Suk\n", "TN/mpEfj4YsyxdfGYBoJa5JakByFCIVcZDwq5YNxtK4Xd288i9/vr5FMD2JTSMYx3iL2Phitatvr\n", "lBglFmTZglSslH645YelTF9Hs2wo4YjUuSMFhpgIhRzL8mz35jvHmoadducKg8ksGaRmAxjjvRhw\n", "ZwPmoW7gyTJLInDqT6XEaCKuREIBDIIgCMI/UABjhAxnsu9NVkyxycO/q+3B2RbbBFVSJcCoMEra\n", "+h0+bx8wCCkVEQqZ25UL5jEmYqea+mAwSas77KnoGMBLe6oEc8eJCRF4flmux+kjgGMlEkC6Aglg\n", "UY3EMq977NJI6rvFJVTtsVe3FAwjfcQbeWn2ZfqSoxV4dmkO5DIO1xTYro3DtT3oGDDgpESVl+w4\n", "1wqMvx9uQEufHrvLOlHULL5m7EuosioI+4ojrYwiIzlaiYuybdeMgXH3HH4Aw3HSMJQCI1RzA/0F\n", "W4nECnlgOLJmTgoUg/Wnz7cN4FCtdElVndGMs819TtVyzjjX2o9bPijCXRvPosnOxNe+AgngnXOw\n", "smA8YlVyxKrkwwpABytSZtNzXBhQSxEs9wBVInEfs9kMk8nk72b4lGC5ju2hdvuWYG13sBKq/U0B\n", "jBFSKgpg+H7VaUJcOGYMlpA08RBykJ05mrMT7XOtjgGMUsYbI98DGXB6rEpY7dYazYIXhSta+/R4\n", "7qtKwXQ0MUqBl66e6JGxGEtarAqDcwK09xswoDc5mHiyuEojceZ/YcVegeEP/wvA4iWREm3pd6Wc\n", "wwvLJwolYjPHhQurg2bekqbDlvmbM7hKyAYM7BUYrX16UXWQM4xJHSAuoTo+UiEK9tgrMFrsPDAu\n", "SI8RJnEsww1g5CSEI1YlvnbSRrmcMeEIGxCLVspFgUPCQnK0Etczk/x3jzU5mCJ2aQx4aHMJnthe\n", "htf213i0/78fboDWaEaP1ogdJWITXzaAkehFw+nMceHYcOcMbLxr5pCVq0KJgqQo0XMsMVIxZOA0\n", "WJmVFo0nL5vw/9m79/ioynNf4L+5ZnIPuZIEIUBALiKIFqWloBKVIlpEW0WrttZ6ttbdvU89re62\n", "au3W2tba+y6c7qq17lZFxSCIKIkeYLCKSgVMBIVwEUIScr/fZtb5I8mateaSzExm1nrXmt/38+Hz\n", "mZnM5eF91tyeed/nxR++fDZ+cOlUvcMR1rZt27B+/XrU1/uWxW7evBnl5eUoLy/HgQMHdIyOiMj4\n", "WMAYB68kqZZs6LVt3MqzA3/tmjLBFXQWg7KA8WFtZ8CH5k/HUZBRLiMZqw/GgMeLH71+RJ7OnOq0\n", "4ZErpiM3Nfop/3arRfXB8WR7H1p7gy8hAfx2IvFryKnagSTIF+qijCS4FMtKZkfY/wKIzbo0q8WC\n", "+5dPxTVz8/CrVTMDjkHlDJ3yqjPy1rAOmwVzho8F1RISvxkY759U5/GjenUBQ7l8pCgjCXmK/Cl7\n", "YEiSFNDEM9lhC+jUb7WM/Yt9KFaLBef63d9YS0jMujZQT8rjaVJm0pjL6hI1BzfML5B7YRxr6cVb\n", "R1rkvw14vPjPiqNyf5mdR1sDmgaH8lFdJ6rqfcXpar9CdbAlJLHKgcNmjWr2nJE57VbMVuyYNb8o\n", "sv4XgHGeA3mpTqw4Owcz81JU73+ktmLFClx88cWqy1wuF1avXo3Vq1dj3rx5+gQWZ0Y5jv0xbm0Z\n", "NW6jMut48x1oHJQNPCck22P6a1Ykvjg1C2l+sxaCLR8BhmYOjEwbbusdVP0iD/g18MyL7Et5JH0w\n", "3v2sHceGf+23Wy14sGyqanpqtJTFhpOtvSF7YAD+O5H4z8DwfTEP9oXaZrXIPSZKc5J13TJwZl4K\n", "7lw8KWi+lMeGcreVOfmpcA5/AC3OTMLId476jqGdSEb4FzCq67tURS/lDiTFGUnIT/ONaUOnb0w7\n", "+jzycyXJbkX68EwJ5TauwFDBwTmOD8bKPhi5KY5x3RdFR/naE4vntFllJTtw7Tn58vln9p7GgMcL\n", "SZLwh7dP4iNFEUIC8M8wews9r2iGDAztOKV8zqoKGDq9Z5nN50t8/Xy+MCVLx0hIVB6PBxs3bsRL\n", "L72EvXv36h0OEZGh8dP9OKiWW+Rq28BTKcluxfLSCarL/Bt4jrBaLFg61fcBa+fRVvn0UAPP6GeU\n", "LChMl78If9rYjY6+0L8YKsfuqjm58nKG8VLtRNKmnoERsITEpVxC4rueJEljzsAAgLs/Pwl/unYW\n", "fnv1zIi3/QS0WZcW7NgA1E3mnDarPHNFAuRZGoNeKaAQ1T3gxTFF8zblDiTFmaFnYChPF6Q55eeK\n", "/24zwZbrROJzZ2XIy4jC6Uti1rWBelo2bQK+ODULc/JT8dVzC8a8fiLn4Np5+XIx73RHP17/pBmb\n", "qhvlprtK4TRHPtrcg3c/Uxcd+wa9qn4Fql1IUmPXAyORXT0nD3ctnoT/s3QyvlAS+Q5aHH/zW7Fi\n", "BdasWYNrr71WtbTETIx6HDNubRk1bqMy63izgDEOnzbp28BT6Ut+y0hCzcAAgKXTfAUM97FWeQeO\n", "M10D8jTlFIc14nW8GS67PA5eaWiJSijKpSrK6bfjdZZitsRn/jMwXOpfG5UzMpTXa+kZlPtypDis\n", "8naf/iwWC0omJMNhE/tp5H9sAMB5fk3mpgTpg/FxQ5c8DkrK6emBS0h8Y3yma0DeXUHZ/0I5SyM/\n", "zYlpikak0fa/UMbwQNk0XD+/AHcuLh7XfVF0nDYr7l8+Fb+5eqZq+2EKlOq04fr5viLPU+/XYv07\n", "J+Xzyq2vPzjVPuZuJRv2B/9ipFxGEqyJJ42P3WrB6rl5uHxmjm4/ZJBxOBxjP++U077dbjfP8zzP\n", "j+N8W1vwRtkiaGtr0318RD4fikWKcv82r3doqqvNFnnDxcrKSixcuDCahxXKd7d8go+Gd2V46LJp\n", "WDwl8l9eYun7Wz/Fh7WdyHTZ8dfr5yDZETw3XknCV5/ei/bBoS/ej1wxHZ87KwPuo634SeVRAENT\n", "8R+7ckbEMTz1fi2e/XDoQ/TKWTn49yWTA64jSRK+8j8H5IajT31lTsy+6Hzc0IV/e+UTAMDUCS7U\n", "dvSjb7iD/8u3nKtqELrtUBN+Nbx9a1npBHz/4hIAwL7aDnxv62EAQ18gfv/ls2MSmz+3261ZZfRf\n", "Nx3CoeFZL0l2KzbePE9VePnL+7X4+3Derp9fgG9+rkiVy2SHVV4CcvG0LLmB29c3VMuzMNZfMwtT\n", "s1348tP70Ts85i9+bR4yXHa8/FED1r1zCgBw5awc/JviuHh+Xz2eeK8WAPDwFdNU26vGm5Y5oOAS\n", "PQe9g158fUMVmrvVM9bOzkvBL1aWYu3fP5ILiU9cNzvkjLC6jj58fUO1vP3zpdMn4M3hvhqXTJ+A\n", "/7ikBP0eL1Y9tQ/AUL+ZV7+xADarJeFzoDeOv/727t2L5cuXx+z+qqurkZWVhaKiIgDA8ePHMWXK\n", "FADAli1bsGrVqpC3NepnZKMex4xbW3rErfxcH64Hy6bioYqjcb/NYytL47r1tlGPk7Fek6NqD79t\n", "2zbU1NRg9erV8oszANTV1aGyshI2mw3Lli1DYWFhNHdvCB6vfwNP/dd6//DSqdh1tBXnTkwLWbwA\n", "hpaRzEn34J2WoS+wO4+24HNnZcRkS9jzi9PlL72hpjyf6RqQixepThuKMqJv3OlPOQPjRGuvvEOG\n", "w2pBikM9U0K9C4nvy4Oy/8VZJvkF+Utn58gFjHkTUwNmjSgbL54YnoGh7H+xem6enNeP6rogSRI8\n", "ElCv2KKxMGNoaUheqkMewzNd/chw2VUNPPPT1Pm+dl4+nDYLUp02fG6SuicGkdm57FZ87bxC/G73\n", "Z/JlOSkO/LhsGpIdNswvSsc/jg/9erT3VEfIAsZLBxrk4sWCojRcc06eXMCoHp411aIokkxIdkS1\n", "9I2IRldRUYGamhq4XC6UlJRg6dKlOH78OPbs2QMAWLBggc4REhEZW1QFjBUrVqC6ujrg8j179uCm\n", "m24CAJSXl2P16tXji05gp/waeIowFTfTZceq2YHLBYK58Ytz8c7wTIXdx9rwnS941Q08oyxgzM5P\n", "hctuRe+gF3Ud/ajr6MNEv60slY9TmpMc0ym3aUl2ZCfb0dwzKBcvACAz2R7wOKF2IXlPsYY8ntsB\n", "alkRvWxGNv5Z24HPWnvx9QuKAv6u2kq1tQctPQNyPxSrBbj2nHyUV51Bz4AXjd0DaOgcwKBXUm2h\n", "OlI0y0tzKgoYA5ieAzQopq37FzDsVguuUTQz1JIRq9JmwxwAV8zMxksHGnCqvQ8OmwU/vmyqvEPI\n", "+cW+AsYHp9rx5bl5Abdv6RlQ9c24/twCTM9JQZLNgj6PhPrOfjR1D6Cx21dIVL5nMQf64vibS1lZ\n", "WcBlS5cu1SESbRn1OGbc2jJq3EZl1vGOqoARSkqK70uv0xm7X9VF9EmjGA08o3V2XgoK0pyo7+xH\n", "Z78HH5zqCPg/RcNhs2JOQao8+2L/6c6AAkYsZnqM5qwsF5p71P03slyBh3qwXUj2n+7EP0741sr5\n", "75JhVA6bFT8cXvYRzFmZLlgtQ71LTrf3y1+YAGBOQSoyXHbMzvfl9aP6Trn5IDC0A8kIVR+M4ZkX\n", "/luoEpGPw2bFz75Uiu2Hm3HRWRkoVbwuKnd32ne6E4NeKWCr0k1VZ9A/XE0szUnGwuJ0WCwWzMxL\n", "xYG6odfCj+u74FWsGM1J1b/oTkRERBSpmHYfVLbTGKtJkUgNQqI5v2O/by2Vq7tR93giPb9+/Xos\n", "UzTz/POuT9ExvKwjySqhZv97Ud9/Zp/vl8ADdZ0Bf9/z6Sn59Izc5Jj//+w9LfAn9XYEXF+1C0n3\n", "ADxeCf+9xxfb8tIJmJ6TErd8jFwmwvGw5523UZju24nkb3uOy3/PG2yB2+3GOQW+ZqsVHx5Gbbuv\n", "KGFTjHlPU518+kzXANxuN042+5oIHv94n+7/X/+xFyWeRDy/bt06oeLR63xBuhNfO28i6g7uVf39\n", "6P73kWkfmu3XM+DF8xX/UP29cocbG/f7nnMLklqwe/duAEPFxxHVDV3qHUiGZ2C43W6sW7dO9/9/\n", "Ip/n+ItznqJn1HFk3NoyatxGZdbxHrWJZ2NjIzZs2KC6bNWqVZg8eXJAgyJgqDfGihUrAAytAQw2\n", "jQ4wboMipe9u/gQf1YvTwDNSbrcb+bMW4u7yQwF/W1CUhl+sjLyB54iquk787y2fAgAK0514+vq5\n", "8t8kScJX//aRvNvJk1+ZHfNlGsqGkSOUTTqVVj+9T26Qd/fnJ+EPb58EADhsFjx53RwUpMdvtoDb\n", "LVZjnQe316hmXoz4w+qzMTM3Bf+s7cC9w02QSia4ML8wHZuqzwAAvvm5Ink3hdcONeHXw81Rl5dO\n", "wL8vmYyr/hLYOFAEouUgETEHY/v1rhPyEpGbzpuIW8/39Zf66wen8T//HCpgFGUk4YnrZsvPr38c\n", "b8OD22sAAHPyUzG3IBUvHGgAAHz9/ELceN5EAMyB3jj++ot1E8/xMOpnZKMex4xbW3rEzSaeDN7D\n", "RQAAIABJREFUxjtOxtXEMzc3F3fddVfYD9bTM7RmXpIk+XSsSJKEf9Z2QJIgT4/Vi8cr4bBgDTwj\n", "tWTJEkiShMJ0J0539Kv+Fm3/C/n2eb6116c7+nGmqx95qUOFgPFu1RqOYE3uMoMsIQGGlpF0Dwz1\n", "axjZCQMA1szNi2vxAhBvXdqULFdAASPTZUfp8Ja8s/JS5GUmx1p6kaxoihp6CckAznT1K/7mFKZ4\n", "AYiXg0TEHIzt/OJ0uYCx91S7XMCo7+hXbZ26dkGB6vk1O9/3Wv5pYzeyFX0vclPZA0MUHH8yA6Me\n", "x4xbW8q4T7f3qZYYhyM/zYnCOHx3MCujHidjGbWAEUqwDssAcOGFF+LZZ5+FJEkhZ19E672T7fjR\n", "60O/JGk546Gr34PeQa+q4dmptj55m8hsQRp4RsNisWDZtAl4bl+96vLxFjAcNitmF6Tiw9qhtdf7\n", "T3dieWk2AHX/i9KcFFjjUIg6K8iMjqzk4DnKSrbj1PA2oCNNWTOSbLhhwcSYxyW6yUEKPxdMSpdz\n", "lOywYUZuirybyccNvlwqt8HNT/UVfs509aO+I/QOJEQ0tgVF6bBgaHnXoTPd6OgbRHqSHX/ac0ru\n", "fTEjNxmXzchW3S4r2YHijCScau/DgFfC3lO+BsVGfd8iIiJzaOjsj3hmxGMrS1nAoOh6YJSVleGO\n", "O+7ALbfcouqsXFRUhLVr1+LGG29Efn5sdxX4qM63hl75ISyeTrb14qt/O4BbnqvCG5/4+joYvYEn\n", "4FsTpeyDMSIWjTXPnZgmn95/2tdQU93AMz4zV/LSHEiyqXOi3DJVaUKQy7+2sBCpztDb0MaKaOvS\n", "SiYEK2Com5jOVaypV1K+meSl+b4YNXYNoF7VwFOsL02i5SARMQdjy3DZ5ddlrwTsq+3EvtoO7Dra\n", "Kl/nrsWTghaElX0wRpbLAeomnsyBvjj+ZAZGPY4Zt7aMGrdRmXW8Y9rEM566+j3y6bqOyKYbRWv7\n", "J80Y8EgY8Er49a4TcuEk3rtoaGladjImKX49T0+yYWIMlk6cW+grYIx0wQcgb80JxG/srBYLJvnN\n", "Jgi1hMR/ZkZxRhKunJUTl7hENynLBf+vP8odEADgnII0+MtNccBl972UJDtsSBsuAA14JVXBL48z\n", "MIiicr7iufjeyXase+ekfP6S6RMwN8hzExja2jqYXM7AICIiIgMyTAGje0BRwIhwvVS0jjT7vmx7\n", "JOAnFUdxrKXHFAWMkTVRFosFS6f6ZmGU5sRmRsmsvFQ4hmdBnGzrQ1P3ACRJ0mzszspUTy8Lto1q\n", "sMu/uagIDps2TwvR1qW57FZV8WpGbrJqq1kg+AyM4szAqXzKPhhVitlTom2hKloOEhFzEB5lMfH1\n", "T5pQ09wLAEiyW3H7oqJQNwv6nE2yWVSzzJgDfXH8yQyMehwzbm0ZNW6jMut4G6eA0e+b+lrf0Y9R\n", "Nk+JmSNN6kak3QNe/Oj1I6oGnuPtFyGClbNykZ5kgwXAl86OzewDp92K2Xm+D877T3eiqXsArcMN\n", "PJMd1qBffGPFf2eTUEtIlF/Y5xak4gsG200m1pR9MPyXjwDAhBSHqmEngKCNWJUzLY639sqn2QOD\n", "KDqzC1LlmU5exdvf2vkFcpPkYCZnuZDiUL/V56Q6Dbn0kYiIiMgwBQzlEpLeQa+8k0W8tPQMoKl7\n", "AMDQlpojOy40dA6oG3imGnMarnJNVH6aE/9zw1z8z9q5uHj6hJg9hmoZyelO1fKR6TnJcWngOcJ/\n", "J5JQS0iWlGThc5MyMCsvBf9n6WRNP9SLuC7t0tKh/CfZLLjcryHgiHMmqn/R9S9oAOoZGEqizcAQ\n", "MQeJhjkIj9NmVb2mAkPPp+vmjd5vyma1BCwj8V8+whzoi+NPZmDU45hxa8uocRuVWcc7ql1I9KBc\n", "QgIA9Z39IXeWiIUaxSyL6dnJ+NrCiXjgjRrVL19GXT4STLLDhmRHbBtXzitMA/45dHp/XadqFkS8\n", "x25ylu9LdZLdGvL/luK04ZEV0+Mai5FcMj0b07KTkZYUeneduQVpeP2TZvl8UdAlJMELFeyBQRS9\n", "hcXp2POZr4n1/7qwGE772L9DzM5PxQenOuTzRi28ExERERm2gFHX0Y+z84I3J4sFZf+L6TnJWHRW\n", "Jr69eBJ+/7avcZqRCxharImanZ8Ku9WCQa+EE629eO+k74P3jJz4jt1ZWS7kpTpwpmsA54TYOUNv\n", "oq5LmzJh9N1h/NfUB52BEWS3kUyXXdXsUwSi5iCRMAfhWzwlE0+9V4s+j4Tzi9PxhZLwlrzN8XvO\n", "+hcnmQN9cfzJDIx6HDNubY03bpsV2FfbMfYVFfo93rGvZFJGPU7GYpgCRle/+uCrj/NOJMr+F9OH\n", "v2xfNScP9Z392LC/ATYL8MWpgVuQko/LbsWsvBR8VD/UxPHQGV8Dz3j3DnHarPjFyhn48HRHwve1\n", "iLVJmUkoSHOivrMfaU5b8B4YQWZgiLZ8hMhoCtOT8LOVpTjS1IMrZuaEveRtdn4qLABGJhDmcgYG\n", "EREZUFuvBw9VHI3oNg+WTY1TNKQXsX4OHUV3f+AMjHhSLSHJ8f0iffuiYvz26pn407WzMTV79F+q\n", "RabVmqh5hYFb+7ns8W3gOaI4MwlXzsqN61Kj8TDqujSLxYIfXFqCK2Zm4weXliApyKyKYAUMERt4\n", "GjUHZsIcRGZuQRqunpMX9HkXSqrThikTfH2B/GdgMAf64viTGRj1OGbc2jJq3EZl1vE2RAGj3+PF\n", "gFe960hdZ1/cHq9v0IvP2oZ2TrAAKJmgbgg5Oz81oEkkBXfuxMACRmlOMmxWdsA3stn5qbhn6ZSg\n", "O5UAwZt45gdZVkJE2hhpypvisGJBUfoY1yYiIiISkyGWkPjPvgDiOwPjWEuP3KyzODMp5s0tRaDV\n", "mqg5BamwWQCPSZufjodZ16UBQ9voZrrsqt2CRFxCYuYcGAVzoI018/IxrzAN+WnOgF2ZmAN9cfzJ\n", "DIx6HDNubRk1bqMy63gbYgaGf/8LAGjo7IckSQGXe7wS/lnbgTNd0Rc4joRYPkKRS3bYMDNPXbBg\n", "ASMx+M/CEHEJCVGisFosODsvFRMEXVJHREREFA5DFDD8dyABgH6PhOaewYDL171zEvduPYxbn6/G\n", "/33nJDr7Aq8zlkQoYGi5JurcQvV05dJcc45ppMy6Lm2E/5apIs7AMHsOjIA50B9zoC+OP5mBUY9j\n", "xq0to8ZtVGYdb2MUMIIsIQECdyKRJAk7a1oBAINeCS99dAZf31CNV6rPwOMNnK0RirKAURrn7T4T\n", "gbIPRpLdirMy2T8kEeRzBgYREREREcWQMQoYA8H3763rUDfybO4eRGuvesZFe58Hf3j7JP7XxoNw\n", "H2uFN8iyEyWPV0JNs2IGhoF3GhmNlmui5hWmycsJlpRksoHnMLOuSxuh3InEZbciPUm8XjJmz4ER\n", "MAf6Yw70xfEnMzDqccy4tWXUuI3KrONtiCaeXaFmYHSqZ2B82tQtnx6Zrj5ynROtvfhJxVFMykzC\n", "V+blY3lpNpxBtqE73dGH3sGhgkl2sh0TUrheeLxcdit+9+Wz8WljN85j9/uEkafYdaQgzQmLhYUr\n", "IiIiIiKKnkFmYPgKGMof7/13IjmsWPpx0eRMPHHdbNz2uUKkOHz/zZNtffi1+zPc/HwVnv2wDv2D\n", "6tkdyuUj00za/wLQfk1UTooDF03ORFKQolGiMuu6tBHTFcuvZuSJuRTL7DkwAuZAf8yBvjj+ZAZG\n", "PY4Zt7aMGrdRmXW8DfFtUjkD46wsX/+EgAJGo28GxozcZDjtVtwwfyKe+socXH9uvqqQ0dIziKfe\n", "P43/rDyq2s1E3cBTzC9dREYwOcuF7y+bgjXn5OG2Cwr1DoeIiIiIiAzOEAUMZRPPaYqeFPWd6h4Y\n", "oXYPmZDiwDcXFeNva8/BtxYVIVexLOTdz9rx3sn24Pdh0v4XgHnXRBlJIuSgbEY2/uWiSchNFbOB\n", "ZyLkQHTMgf6YA31x/MkMjHocM25tGTVuozLreEddwPB6vfB4gvemiLUuRRNPZQGjoXNA3l2kvXdQ\n", "7nfhsFowZUJg8SHVacNXzi3A09fPQdmMbPnyJ/bUyvdzpNk3i8OsW6gSERERERERGU1UBYxt27Zh\n", "/fr1qK+vV12+efNmlJeXo7y8HAcOHIhJgIB6BkZOigOZrqHeo4NeCU3dAwDUMydKsl2wj7LThcNm\n", "xe2fK4JruB/D0ZZeVB5uRkv3AJq7h3YxSbJbUZSRFLP/g2jMuibKSJgD/TEH+mMO9Mcc6IvjT2Zg\n", "1OOYcWvLqHEblVnHO6pdSFasWIHq6uqAy10uFy677LJxB+VP2cQzxWnFxHQn2oa3S63v7Ed+mhOH\n", "FTuQlIbRuyI7xYHr5uXjf/5ZBwD4ywenkabY5nFatovbfRIREREREREJIqY9MDweDzZu3IiXXnoJ\n", "e/fujdn9dvX7lpCkOGyYmOZbT1/XMdQHQ7kDSWmYSz+um5ePrOHZHI1dA1j/zin5b9Ozzd3A06xr\n", "ooyEOdAfc6A/5kB/zIG+OP5kBkY9jhm3towat1GZdbyjmoERyooVK+TTr732WszuVzkDI9VpQ0G6\n", "r4BRP7wTiXIHktLc8IoPKU4bvrZwIv7w9kkA6l1NzLyFKhEREREREZHRjDoDo7GxEX/84x9V/06c\n", "OBHWHTscjlH/rlyT43a7Rz3f3N4ln05x2NBZ/5l8vq6jH2/udOOztt6h/5AFqDv4z7Dvf+WsXGQ7\n", "fDM8RnSd/CTs+Ix4ft26dULFk4jnRy4TJZ5EPO+fC73jScTz69atEyqeRDzP9wOOP8/HlpaN7kUR\n", "j3HUAuPWllHjNiqzjrdFkiQpmhtWV1cjKysLRUVF8mXHjx/HlClTAABbtmzBqlWrgt62srISCxcu\n", "DPuxrntmP9r7ht4Inr/pHBxu7MEPXz8CAJhfmIavX1CI/735UwDAlAku/Pe1syP6v+w82oKHK4/J\n", "560WoPzW+XKTTzNyu92mnVZkFMyB/pgD/TEH+mMO9MXx19/evXuxfPnymNzXtm3bUFNTg9WrV8uf\n", "kevq6lBZWQmbzYZly5ahsLAw5O0j/YwsCqMex4xbW8q499V24HtbD0d0+wfLpuKhiqOmuc1jK0sx\n", "vyg9ottEwqjHyVivyfZo7rSiogI1NTVwuVwoKSnB0qVLAQwVMPbs2QMAWLBgQTR3HUCSJHQrtlFN\n", "ddowMV3ZA6Mfhxsj73+h9MWSLMzKS8HBM0PLUCZlukxdvADMuybKSJgD/TEH+mMO9Mcc6Ivjby7B\n", "Gt3v2bMHN910EwCgvLwcq1ev1iO0uDLqccy4tWXUuI3KrOMdVQGjrKws6OUjhYxYGvBIGPQOTRJx\n", "WC1w2qwoUDTxPNPVj0ONke1A4s9iseBbFxbje69+Cq8ELCyOXyWMiIiIiBJHSorvs6nT6RzlmkRE\n", "NBbhpxl0qbZQHdrm1Gm3IjtlqPbilYA9J9rk60QzAwMA5k1Mw6NfKsW3F0/CNy4IPbXPLMy6JspI\n", "mAP9MQf6Yw70xxzoi+NvfsrV2mP1iDMqox7HjFtbRo3bqMw63lHNwNBSd7+igOHw1VsmpiWhuXsQ\n", "AOT+GAAwfRy7h5xXlI7z4rgOiYiIiIgSi7Khp8ViGfP6ynXrI19ARD+vjF2EeMI9f+DAAaHiSbTx\n", "jtTg4KAmt9GKZ7AfOz8+iczMTABAW9vQj/KjnU+3eXDezKGek2Y9vpWz1oKJuonneETSoOiTxm7c\n", "XX4IwNDsij9eMwsA8Ohbx/DWkRbVdQvTnXj6+rmxDZaIiIiITCuWTTyBwEb3L7/8Mq655hpIkoQt\n", "W7bgqquuCnlbozbxJIoUm3iK2fhTBHFp4qkl9QwMm3x6YlrgGsLpUfS/ICIiIiKKhWCN7i+88EI8\n", "++yzkCQpZB85IiIKj/g9MJQFDKdiCUl6YAFjRm70y0cSjVnXRBkJc6A/5kB/zIH+mAN9cfzNpays\n", "DHfccQduueUWubl9UVER1q5dixtvvBH5+fk6RxgfRj2OGbe2jBq3UZl1vIUvYHQrmnimOn0zMAqC\n", "FDDG0/+CiIiIiIiIiMQlfgGj3yufVi0hSU8KuO4MLiEJm1n3BTYS5kB/zIH+mAP9MQf64viTGRj1\n", "OGbc2jJq3EZl1vEWv4ARZBtVAMhLdUDZxzk7xY4JKebcmoqIiIiIiIgo0QlfwOgKsY2qw2ZFbqqv\n", "YMHZF5Ex65ooI2EO9Mcc6I850B9zoC+OP5mBUY9jxq0to8ZtVGYdb+ELGMolJMoeGIC6Dwb7XxAR\n", "ERERERGZl/AFjK6B4NuoAsCMXN+si3ML0zSLyQzMuibKSJgD/TEH+mMO9Mcc6IvjT2Zg1OOYcWvL\n", "qHEblVnH2653AGPp7g++CwkA3DC/AF6vhIL0JJxXlK51aERERERERESkEYPNwFCHOyHZgW9//ixc\n", "Ny8fFovF/6Y0CrOuiTIS5kB/zIH+mAP9MQf64viTGRj1OGbc2jJq3EZl1vEWvoAxWg8MIiIiIiIi\n", "IkoM4hcwQmyjSuNj1jVRRsIc6I850B9zoD/mQF8cfzIDox7HjFtbRo3bqMw63sIXMEJto0pERERE\n", "REREiUPoioAkSaomnpyBETtmXRNlJMyB/pgD/TEH+mMO9MXxJzMw6nHMuAOdbu/DvtqOiP6dbu/T\n", "PW4KZNbxFnoXkn6PBI80dNphs8BpE7reQkREREREZFgNnf343tbDEd3msZWlKMxIilNERGpCVwTU\n", "y0c4+yKWzLomykiYA/0xB/pjDvTHHOiL409mYNTjmHFry6hxG5VZxzuqGRhVVVU4dOgQvF4vLrro\n", "IkyaNAkAUFdXh8rKSthsNixbtgyFhYXjCk7ZwDPVKXSthYiIiIiIiIjiKKqqQFNTE9asWYPrrrsO\n", "+/fvly/fs2cPbrrpJtxwww149913xx2ccgtVzsCILbOuiTIS5kB/zIH+mAP9MQf64viTGRj1OGbc\n", "2jJq3EZl1vGOqoCxdOnSoJenpKTIp51OZ3QRKXSpZmCwgEFERERERESUqMa1LmP79u1YtGiRfF6S\n", "JPm0w+EYz10DYA+MeDLrmigjYQ70xxzojznQH3OgL44/mYFRj2PGrS2jxm1UZh3vUXtgNDY2YsOG\n", "DarLVq1ahcmTJ2PHjh2YMWMGcnNz5b95PL6Cg8ViGfWB3W63PKgj01v8z3fnz5av39XaCGDaqNfn\n", "eZ7neZ7neZ7neZ7neZ6P5LxyBjEREYnNIimnTYRp165dyMvLw6xZs1SXv/zyy7jmmmsgSRK2bNmC\n", "q666KujtKysrsXDhwjEfp7zqDP74j5MAgKvn5OLuz58VaagUgtvtKyCRPpgD/TEH+mMO9Mcc6Ivj\n", "r7+9e/di+fLleocBIPzPyKIx6nHMuAPtq+2IahvV+UXpY15PGXc0j/Ng2VQ8VHE0oW8T7lgDxj2+\n", "x3pNtkd6h/X19di9ezdmzZqFgwcPoqOjAzfffDMA4MILL8Szzz4LSZJQVlYWfdTDuISEiIiIiIiI\n", "iIAoChgFBQW47777gv6tqKgIa9euHXdQI7qVBQxuoxpTRqzGmQ1zoD/mQH/Mgf6YA31x/MkMjHoc\n", "M25tGTVuozLreAtdFehW7kLCGRhERERERERECUvwAoZXPp3CbVRjaqRxFemHOdAfc6A/5kB/zIG+\n", "OP5kBkY9jhm3towat1GZdbyFLmCwBwYRERERERERAYIXMJQ9MFI5AyOmzLomykiYA/0xB/pjDvTH\n", "HOiL409mYNTjmHFry6hxG5VZx1vsAoayBwabeBIRERERERElLKGrAl39ih4YXEISU2ZdE2UkzIH+\n", "mAP9MQf6Yw70xfEnMzDqccy4tWXUuI3KrOMtdAFDOQODTTyJiIiIiIiIEpewBQxJkvyaeAobqiGZ\n", "dU2UkTAH+mMO9Mcc6I850BfHn8zAqMcx49aWUeM2KrOOt13vAELp80jwSkOnnTYLHDYWMIiIiIjI\n", "eDZv3gyPZ+iHuenTp2PevHk6R0REZEzCVgW4hWp8mXVNlJEwB/pjDvTHHOiPOdAXxz8xuFwurF69\n", "GqtXrzZl8cKoxzHj1pZR4zYqs463sDMwlFuosv8FERERERmVx+PBxo0bIUkSpk6dioULF+odEhGR\n", "IYlbwOAWqnFl1jVRRsIc6I850B9zoD/mQF8c/8SwYsUK+fRrr72mYyTxYdTjmHFry6hxG5VZx1vY\n", "ygCXkBARERGR2TgcjlH/rpz27Xa7eZ7nNT3f1taGaEX6eJEaHBzU5DZaiSY2ZX5EOF7ieT4UiyRJ\n", "0pjXirHKysoxp865j7biJ5VHAQCLp2TiocumaRFawnC73aatyhkFc6A/5kB/zIH+mAN9cfz1t3fv\n", "Xixfvjyuj3H8+HFMmTIFALBlyxasWrUq6PXC+YwsIqMex4w70L7aDnxv6+GIbvPYylLML0of83rK\n", "uKN5nAfLpuKhiqMJfZtwxxow7vE91muyQZaQcAYGERERERnT8ePHsWfPHgDAggULdI6GiMi4hC1g\n", "KJeQpDqEXeliWEasxpkNc6A/5kB/zIH+mAN9cfwTw9KlS/UOIa6Mehwzbm0ZNW6jMut4C1sZ6Brw\n", "yqfZA4OIiIiIiIgosQlbwOA2qvFl1n2BjYQ50B9zoD/mQH/Mgb44/mQGRj2OGbe2jBq3UZl1vMUt\n", "YLAHBhERERERERENi6oHRlVVFQ4dOgSv14uLLroIkyZNAgBs3rwZHs9Q4WH69OmYN29e1IGpt1EV\n", "ts5iWGZdE2UkzIH+mAP9MQf6Yw70xfEnMzDqccy4tWXUuI3KrOMdVQGjqakJa9asAQBs3bpVLmC4\n", "XC5cdtllMQmsu1/RA4MzMIiIiIiIiMJ2ur0PDZ39Ed2m3+Md+0p+bNahbVHj/TgUnWiOg/w0Jwoz\n", "kuIU0fhEVcAI1UnZ4/Fg48aNkCQJU6dOHdc+1lxCEl9G3RfYTJgD/TEH+mMO9Mcc6IvjT2Zg1OPY\n", "7HE3dPbje1sPR3TfD5ZNjTietl4PHqo4GvfHociMHCfRHAePrSw1VwFjxPbt27Fo0SL5/IoVK+TT\n", "r7322njuWt3Ek0tIiIiIiIiIiBLaqAWMxsZGbNiwQXXZqlWrMHnyZOzYsQMzZsxAbm5u0Ns6HI5R\n", "H1hZORzpkKo839yRjJEeo9X7/onTTmnU6/N85OdHiBIPz/O81ueXLFkiVDyJeH7kMlHiSdTzI0SJ\n", "J9HOjxAlnkQ7n5KSAhof5Wu6kTBuMjOzHicWSZKkSG+0a9cu5OXlYdasWarLjx8/jilTpgAAtmzZ\n", "glWrVgW9fWVl5ZjLS9b8dT86h2dhvPi1echw2SMNk4iIiIhoVHv37sXy5cv1DgNAeJ+RicK1r7Yj\n", "qiUk0SwH4W20uc1jK0sxvyg9ottEcxxE8zixMtZrcsRrM+rr67F7924cPHgQ5eXleOaZZ+S/HT9+\n", "HC+88AJeeOEFnH322dFFDECSJFUPDDbxjD3/X31Ie8yB/pgD/TEH+mMO9MXxJzMw6nHMuMnMzHqc\n", "RDytoaCgAPfdd1/Qv4Vq7hmp3kEvvMPzQpJsFtitlpjcLxEREREREREZk5DdMbmFavyZdU2UkTAH\n", "+mMO9Mcc6I850BfHn8zAqMcx4yYzM+txImQBo4tbqBIRERERERGRgpAFDPUWqixgxINZ10QZCXOg\n", "P+ZAf8yB/pgDfXH8yQyMehwzbjIzsx4nQhYwupQFDKeQIRIRERERERGRhoSsDnQPKHpgcAZGXJh1\n", "TZSRMAf6Yw70xxzojznQF8efzMCoxzHjJjMz63EiaAGDPTCIiIiIiIiIyEfIAsYFkzLw0xXT8aPl\n", "JbhyVq7e4ZiSWddEGQlzoD/mQH/Mgf6YA31x/MkMjHocM24yM7MeJ3a9AwgmJ8WBnBSH3mEQERER\n", "ERERkSCELGBQ/Jl1TZSRMAf6Yw70xxzojznQF8efzMCoxzHjJqOxWYF9tR1hXTd92nzsq+1Av8c7\n", "9pUNhAUMIiIiIiIiIsG19XrwUMXRiG7zYNnUOEWjDyF7YFD8mXVNlJEwB/pjDvTHHOiPOdAXx5/M\n", "wKjHMeMmMh4WMIiIiIiIiIhIeCxgJCiundMfc6A/5kB/zIH+mAN9cfzJDIx6HDNuIuNhAYOIiIiI\n", "iIiIhMcCRoLi2jn9MQf6Yw70xxzojznQF8efzMCoxzHjJjIe7kJCRERERJTgmrr60eeRIrpNutOG\n", "dBe/ThCRdviKk6C4dk5/zIH+mAP9MQf6Yw70xfEnUVQ3dOE/K49FdJs/XTsL6S67YY/jWMR9ur0P\n", "DZ39Ed0mzWlDZ78n6tukT5uPfbUdY96m3+ON6DGIjIAFDCIiIiIioig0dPbje1sPR3SbB8um4qGK\n", "o5rchshs2AMjQXHtnP6YA/0xB/pjDvTHHOiL409mYNTj2KhxEyUyFjCIiIiIiIiISHhRLSF5++23\n", "UV9fDwCYPHkyzj//fABAXV0dKisrYbPZsGzZMhQWFsYuUoopo65VNBPmQH/Mgf6YA/0xB/ri+CcG\n", "s39GNupxbNS4iRJZVAWMz3/+8/LpN954Qz69Z88e3HTTTQCA8vJyrF69epzhEREREREZGz8jExHF\n", "RtRLSI4dO4bHH38cpaWl8mUpKSnyaafTOb7IKK645k9/zIH+mAP9MQf6Yw70xfFPDGb/jGzU49io\n", "cRMlMoskSZFt+KzQ29uLTZs24frrrwcAbN++HZdddlnAaX8ffPABWltbo31YIiIiIqKYyMrKkpdD\n", "xws/IxMRhWes1+RRl5A0NjZiw4YNqstWrVqFyZMnAwBcLhfS09Plv3k8vv2MLRZLyPuN95sEERER\n", "EZEo+BmZiCg2Ri1g5Obm4q677gq4vLm5GdnZ2QAA5QSOnp4e+bKR00REREREiYyfkYmIYiOqJSSb\n", "N29GX18fAOCCCy5ASUkJAKC2thY7duyAJEkoKytDfn5+TIMlIiIiIjIafkYmIoqNcfXAICIiIiIi\n", "IiLSQtS7kBARERERERERaYUFDCIiIpPzer2qJoKkPeZAXxx/MgujHstGjZvEY/vxj38X8p0JAAAg\n", "AElEQVT8Yy0fsK6uDps2bUJ1dTVycnJUu5hQ/FRVVcHtdqOqqgoZGRnIyMhgLjTW09ODX/7yl5g+\n", "fbo81syBtmpqalBRUYEjR45g6tSpOHPmDMdfQ0ePHkVlZSU++ugjZGRkIDMzk88BDWzbtg3bt2/H\n", "WWedNeZrD/MRH8FyEOx9GWAO4iHY+ANivS+//fbbeP/993Hw4EF0d3ejqKhI13jCFeo43rx5Mz7+\n", "+GMcPHgQAwMDKCgo0DlSNaM+/0Idy6KPd6i4RR9vJdHHWMlI46oU9hhLGtu0aZN8+uWXX9b64RPW\n", "jh075NOvvvqqJEnMhdZee+016YMPPpBOnTolX8YcaKelpUVyu92qyzj+2tq6dat8mq9D2qqqqgrr\n", "tYf5iB//HAR7X5Yk5iBe/MdfksR9X3799dfl0yLEM5pQx/Ebb7yhRzhhM/LzL9ixLPp4S1LwuI0w\n", "3iOMMMYjjDSuSuGO8ajbqMZDSkqKfNrpdGr98Alr6dKlAZcxF9ppaWlBSkoKXC6X6nLmQDsffvgh\n", "srKysHHjRpxzzjmYOXMmx19jHo8HXq8XkiTJW3AzB/oINe7Mh3aCvS8DzIFWRHxfPnbsGF566SVc\n", "c801QsQTjlDHscfjwcaNGyFJEqZOnYqFCxdqHNnozPb8E328QzHSeBtpjI00rkrhjrHmBQxJsemJ\n", "w+HQ+uET3vbt27Fo0SIAzIWW3G43rrzyShw8eFB1OXOgnYaGBgDAmjVr8Oqrr6K0tJTjr7FzzjkH\n", "jz32GADg5ptvBsDngF5CjTvzoT3l+zLAHGhFxPflkpISfPvb38amTZswbdo03eOJhP9xvGLFCvn0\n", "a6+9pkdIYTHL888o4+3PSONtpDE20rgqhTvGmhcwlM1bLBaL1g+f0Hbs2IEZM2YgNzcXAHOhpfr6\n", "erzyyitoaGhASUmJvLaVOdDWyC8uxcXFaG5u5vhrbN++fbj33nvh9XqxZcsWXH311cyBTkKNO/Oh\n", "Lf/3ZYA50Ipe78uNjY3YsGGD6rJVq1Zh8uTJAACXy6Vary7K8TBa3MGOYyU9v0BFGrcRxnssoo53\n", "MKKMt1I4/wfRiwIijmukRhtjzQsYPT09AIYqQyOnKf527dqFgoIClJSUyJcxF9q5/fbbAQDV1dXI\n", "ysqSL2cOtDNz5kzU1NSgtLQULS0tmDt3LsdfYyPTGK1Wq/zGxBzoI9S4Mx/aCfa+DDAHWtHrfTk3\n", "Nxd33XVXwOXNzc3Izs6WH1ureMIVKu5Qx/Hx48cxZcoUAEBvb68WIQYVadyij3cooo93KKKMt1Ko\n", "/4MoYxwOEcc1HOGOsUVSvkpqoLa2Fjt27IAkSSgrK0N+fr6WD5+QGhoa8OSTT2LWrFkAgI6ODtx8\n", "883Mhcaam5vx4osvoqSkBJdffjkAPh+09uKLL8JmsyEvLw9Llizh+Gvs4MGDqK6uBgDMnTsXZ599\n", "NnOggYqKCtTU1MDlcqGkpARLly4NOe7MR3z452DWrFlB35cB5iAegj0HALHelzdv3oy+vj4AwAUX\n", "XCB/sRb5eKivr8dTTz0V9DjeuXMn6uvrAQALFizAjBkzdIvT32hxizzeQOhjWeTxBkLHLfp4K4k+\n", "xkpGGlelcMdY8wIGEREREREREVGkrHoHQEREREREREQ0FhYwiIiIiIiIiEh4LGAQERERERERkfBY\n", "wCAiIiIiIiIi4bGAQURERERERETCYwGDiIiIiIiIiITHAgYRkc7ef/99rFu3Lub329zcjLfffjvm\n", "90tEREREpAcWMIiIdHbBBRcgNzc35vc7ODiI/v7+mN8vEREREZEe7HoHQEREgNfrxaZNm+DxeOD1\n", "epGbm4uLL74Yzc3NeOONN5CcnAyPx4OioiJcdNFF8m1eeukl2O12SJKEtLQ0XH755QCAhoYGbN++\n", "HfX19WhtbQUALF68GAUFBbr9H4mIiIiIxsMiSZKkdxBERInuZz/7GW6//XZ5Jsa7776LzMxMvPPO\n", "O7jpppvgcDgAAG+//TaKiopQUlIScB8bNmzAV7/6Vfn8mTNnUFVVhYsvvliL/wIRERERUVxxBgYR\n", "kQCKi4tVy0jOO+88vPHGG6irq8Orr74qX+71emG321FSUoK+vj688cYb8Hg8sFqtOHLkiB6hExER\n", "ERFpggUMIiIBnDp1Co2NjXIR48MPP8TMmTPR39+PK6+8Up6BAQz1tgCArVu3Yvny5cjIyAAAdHV1\n", "qe7TZrPB4/Fo9D8gIiIiIoovLiEhItLZ+++/D7fbjaKiIrhcLgwMDCAvLw9Lly5FV1cXtm/fDqt1\n", "qOdyV1cXLrzwQkybNg1VVVWorq6Gw+HA4OAgPv30U5x33nlYsWKFfN8jPTKsVisGBgZw9dVXw25n\n", "7ZqIiIiIjIcFDCIiIiIiIiISHrdRJSIiIiIiIiLhsYBBRERERERERMJjAYOIiIiIiIiIhMcCBhER\n", "EREREREJjwUMIiIiIiIiIhIeCxhEREREREREJDwWMIiIiIiIiIhIeCxgEBEREREREZHwWMAgIiIi\n", "IiIiIuGxgEFEREREREREwmMBg4iIiIiIiIiExwIGEREREREREQmPBQwiIiIiIiIiEh4LGERkGk1N\n", "TbjhhhtwxRVXYOXKlXjnnXcCriNJEn7605/ii1/8Ii699FJ8/etfR1NTU8j77Ovrw+LFi3HJJZfE\n", "M3RTefXVV3HJJZfgsssuw6pVq3DPPfcEXOfYsWOYOnVqyPt46623cMkll2Dx4sX4j//4j3iGS0RE\n", "FBI/W4iBny1ohF3vAIjIfF544QX89Kc/RXd3N4qKimCxWCBJEpYvX44f/vCHsFgscXnc2267DQ88\n", "8ADOP/98tLe34+qrr8Yrr7yCjIwM+TqPPfYYsrKysGvXLgDAnj178M1vfhPl5eVB7/PnP/857rvv\n", "Pjz33HNxiVlvGzZswMSJE7F06dKY3F9vby/++Mc/oqKiAjabLeT1nE4nSktLQ/79kksuwSWXXILj\n", "x49j/fr1Ia+3Z88eHDx4ELfccsu44iYiIrHxs4Vx8LMFxRNnYBBRzH3lK1/Bb37zG9xzzz146623\n", "8Oabb+Ktt95Cfn4+fvnLX8blMQ8fPowJEybg/PPPBwBkZGTgrrvuwvPPP6+6ntPpxF133SWfX7Ro\n", "ESZNmoQzZ84E3GdNTQ0OHTqEL3/5y3GJWQTd3d3o6emJ2f3V1dXh3HPPHfUDBgAUFRVh+/btY96f\n", "JEmj/j3W8RMRkZj42cI4+NmC4okzMIgobvzfIL71rW/h+uuvj8tj7d+/P2Aq5qWXXoqf/OQnqsv+\n", "/d//PeC2ra2tyMzMDLj8Bz/4AR5//PHYBhrE7373O6xbtw4PPPAAtm/fjgMHDiApKQkTJ07EL37x\n", "C0ybNk2+riRJ+NWvfoUXXngBdrsdkiThX/7lX3DzzTer7nPfvn34wQ9+gO7ubqSkpKCkpAQDAwP4\n", "05/+JF/n2muvRXV1NZxOJ372s58BAGw2G/785z+jpKQk4v/HjTfeiKNHj6K2tlaeYpuVlYWXX35Z\n", "vk5XVxeuu+469Pb2orm5Gfv27Rv1Pkf7Re3uu+/G7t270d3dLf+KZbFY8LOf/QyLFi2Sr9fb24uH\n", "H34Y//jHPzAwMACbzYZ7770XK1asUN3fyHj85je/QUZGBu6//3709/dj8eLF+PnPfx7xeBARUezx\n", "s0V4+NkiNH62MDYWMIhIE+3t7XjggQdw1VVXxeX+Ozs7UVBQoLosJycHjY2No97uiSeewLJly+B0\n", "OlWXb9y4ERdddBGKi4tjHqu/73znO8jMzMR3vvMdPPXUU3jyyScBAAcPHsStt96KTZs2ITs7GwBw\n", "zz33YNKkSfKbeF9fH77//e+jra0Nd999t3yf999/P/785z+jsLAQAFBfX6/6dQgAXnrpJTz99NMo\n", "LCzE5ZdfPu7/x9///nd5Wuajjz4a9Dqpqal47bXXAABr164d1+P94Q9/wI4dO3Do0CHccccdQa8j\n", "SRKuu+463HLLLXj44YcBAB0dHbj77rths9lw2WWXydcdGY8nnngCdrsdzz//PHJycnDkyJFxxUlE\n", "RPHBzxah8bNFdPjZQnwsYBBRXIxU85977jlYrVakpaXhzjvvDKhMx1Kk61+ffPJJNDU14fvf/77q\n", "8q6uLvz1r3/Fxo0bYxnemO644w6sWrVKPj9r1izcf//9+Mtf/oLvfve7qK+vx+nTp/GrX/1Kvk5S\n", "UhJ++9vf4oorrsCdd94pT6+86KKLsHPnTixbtgwTJ05EQUEBXnrppaCPO9pUyt7eXnzpS18K+rdL\n", "L70U999/f9j3FS+jPebu3bsxb948fPWrX5UvS09PxxNPPIEbb7xR9SFjxMyZM+UPJAAwffr02AZM\n", "RERR4WeLyPGzRXT42UJcLGAQUVxYLBbcc889IavXsZaXlxew1rSurg7p6elBr//444/DarUGfMAA\n", "gKqqKpw4cQLLly+XL6uursbDDz+MH/3oR7ENXGHhwoVBLxuZJllTUyOvw/U3Y8YMnDlzBhMnTgQw\n", "NEV137592Lp1K06dOoXOzk5cfvnlqv9TOFwuF956662wrx+vJmrROnnyJLZs2RK0a3xHR0fQ23zx\n", "i1+Md1hERBQFfraIHD9bxB4/W+iLBQwiiptIKuanT5+WpyRGY968eXjwwQfxta99Tb7szTffxIIF\n", "CwKu+6Mf/QjFxcW48847g97XokWLsHfvXtVla9euDfkBY926dWhoaMA3vvENTJ48Oer/wwcffIBr\n", "r7024LKRKv306dPxu9/9LuB2kiTh8OHDyM/Ply/r7u7G/PnzMX/+fPmy2267DRdccEHQNblmNX/+\n", "fFx99dV45JFH9A6FiIhigJ8tIsPPFrHHzxb64i4kRBQXkXzA+Pa3v43i4uJxdRGfNGkSWlpa8MEH\n", "HwAYap71pz/9SbUW0uv14u6778bcuXNVHzBqamowMDAQ1eO2tbXhO9/5DjZt2jSuDxiSJKG8vByb\n", "N2+WL6uursYjjzyCb37zmwCA/Px8FBcX4/HHH5fHt6+vD9/97ndx1VVXwWodekk/cOAAbr75ZtX/\n", "qbGxETU1NUhKSlI9bnFxMd577z35vNfrRWVlJU6fPh31/yOWxrq/4uJivP/++6rL3n33XRw6dAgA\n", "MHv2bLS1teFvf/ub6r7q6+tDfmAjIiIx8bNFZPjZIrr742cLsXEGBhHFnHKv9ueeew6pqakoLy+H\n", "3R78JaegoABJSUnIyckZ1+OuX78e//qv/4qWlhYAwK9//WtkZWXJfz9w4ABef/11NDU14ZVXXpEv\n", "r66uxosvvogZM2YE3OfGjRvx+9//Hh9//HHQaZ6vv/46PB6Pau1oNCwWCx599FHs2LEDjzzyCCwW\n", "CyZOnIinnnoKEyZMkK/3y1/+Eo8//jgWL14cslO40+nElClT8I1vfAOtra3o7u6G0+nEo48+CpfL\n", "pXrcsrIyVFRU4JJLLsHAwACcTieuuOIKLFmyJKL4RzqAt7a2qjqFL1y4UNVt/YEHHsCuXbsADI37\n", "SHf3OXPm4L/+679U99Xb24ve3l7V/d19992qX5JKS0sxd+5cXHzxxfB6vbBYLFiyZIlq+u7vf/97\n", "PP7441i2bBkAYHBwECUlJaqu8e+99x7uvfdenD59WtU5/eabb8Ztt90W0VgQUWLzer2QJGnMLR8p\n", "MvxsETl+tuBnCzOySHEoCVVVVeHQoUPwer246KKLMGnSpFg/BBGREG699Va0tbWhvLx8XPfz9NNP\n", "Y+LEibjiiitiFBkREWlt27ZtqKmpwerVq1FUVCRf3tPTg9/85je49dZbVZcTBcPPFkShxWUGRlNT\n", "E9asWQMA2Lp1KwsYRGRahw8fxtNPPz3u++H0QiIi41uxYgWqq6sDLt+xYwe/RFLY+NmCKLS4zMBQ\n", "2rp1K1auXBnPhyAiMrTf/va3WL9+PZxOJ3Jzc7F+/fqgU06JiEh81dXVyMrKkmdatLS04MCBA8jN\n", "zVVdThRP/GxBZhXXAsb27dtx3nnnITc3N14PQUREREQkDP8CxubNm3HllVfi4MGDLGAQEY1T3Jp4\n", "7tixAzNmzAhavHjjjTfY2IiIiIiIdJeVlYXzzz8/bvdfX1+PV155BQ0NDSgpKRm1gMHPyESU6MZ6\n", "TY5LAWPXrl0oKChASUlJ0L/bbDYsXLgwHg9NRERERBS2vXv3xvX+b7/9dgC+mRmj4WdkMrp9tR34\n", "3tbDUd32sZWlmF+UHuOIyGjGek22xvoBGxoasHv3bhw8eBDl5eV45plnYv0QFANut1vvEBKeMgc9\n", "Ax78fvdn+K+3T6Jv0KtjVImFzwP9RZOD90+24897TqG+oz8OESUePg/0xfE3l4qKCrjdblRUVGDn\n", "zp3y5c3NzXC73fjoo490jG78RD9eRY8PED9Gxjc+jC/+Yj4DIz8/H/fdd1+s75bI1LYdasLmjxsB\n", "ACXZLlw5i31jiIJp6x3Ej7fXoN8j4bPWPjx0+TS9QyIikpWVlQW9PDs7G3fccYfG0RARmU/MZ2CQ\n", "MSxZskTvEBKeMgcnWnvl0ycVpym++DzQX6Q5ONHai37PUO/poy098Qgp4fB5oC+OPxmJ6Mer6PEB\n", "4sfI+MaH8cUfCxhEAmjuGZRPt/UOjnJNosTW0j0gn+7q9+gYCRERERFpjQWMBGWG9U9Gp8yB8ktZ\n", "KwsYmuHzQH+R5qBFUezr6vcgjjuBJww+D/TF8ScjEf14FT0+QPwYGd/4ML74YwGDSAAtnIFBFJbm\n", "Hl+xzysBvWx6S0RERJQwWMBIUGZY/2R0IzmQJEn1pYwFDO3weaC/SHPQ0q1+fnRyGcm48XmgL44/\n", "GYnox6vo8QHix8j4xofxxR8LGEQ66+r3YMDjmwbf1sMCBlEoLYpiH8A+GERERESJhAWMBGWG9U9G\n", "N5KDZr+CRZ9HQs8Av5Rpgc8D/Y2nBwYAdPXxuTJeIj4PnnyvFt/YUA33sVa9Q4k7EcefKBTRj1fR\n", "4wPEj5HxjQ/jiz8WMIh0pmzgOaK9l1/KiIJp9p+BwWKf6TR09uO5ffU41d6Hp98/rXc4REREJBAW\n", "MBKUGdY/Gd1IDvxnYADsg6EVPg/0F0kOJElCq/8MDC4hGTfRngf1nf1BT5uVaONPNBrRj1fR4wPE\n", "j5HxjQ/jiz8WMIh01hxkBkZrb+BlRImuo8+DQa9629ROLiExnaYu3+tf76AXfdxphoiIiIbZ9Q6A\n", "9OF2u01RgTOykRz4NyUEOANDK3we6C+SHAR7rnAJyfiJ9jxo9CvqtvUOIj/NqVM08Sfa+BONRvTj\n", "VfT4APFj1DM+mxXYV9sx6nXa2tqQmZkZcHma0zauncny05wozEiK+vYjmN/4YwGDSGdBl5BwJxLT\n", "ae8dxMNvHoXHC/zw0hJkpzj0Dslwgj1X2MTTfPxnpbWavIBBRERD2no9eKjiaBjXPBNwyYNlU8O8\n", "bXCPrSyNSQGD4o9LSBKU0StvZjCSg2BNPDkDQxtaPg8qDzfjw9pOHKjrxGuHmjR7XNFFkoPWYDMw\n", "+rm8YLxEez9o8p+BYfKCrmjjTzQa0Y9X0eMDxI9R9PhEJ/r4iR5fOFjAINJZ8CUk/FXZbM4o1vWf\n", "6TJ/Y8J4aO4OMgODS0hMR9kDA2BBl4iIiHxYwEhQZtgD2OhGchDsSxk/sGtDy+eBcrcMbpPrE0kO\n", "ghX72MRz/ER7P/CfgdFq8tdD0cafaDSiH6+ixweIH6Po8YlO9PETPb5wsIBBpCOPVwparGABw3w6\n", "FF+0O/qY32i0BOuBwW1UTUWSpMAlJHw9JCIiomExb+JZV1eHyspK2Gw2LFu2DIWFhbF+CIoBM6x/\n", "MrolS5agqXsAUpC/mf0XR1Fo+Tzo7PfltJ35lUWSg6C7kLCAMW4ivR90D3jR67dtarDeJ2Yi0vgT\n", "jUX041X0+ADxYxQ9PtGJPn6ixxeOmM/A2LNnD2666SbccMMNePfdd2N990SmomzgmZ3iqyfyF0fz\n", "US51aOeyh6gE7YHBAoap+M++APh6SERERD4xL2CkpKTIp51ObnsmKjOsfzI6t9uNZsUvi1OyXLBa\n", "hk539Xsw4OHuCvGm5fNAuTd5e98gJCnY3JvEE0kOgv0SP54932mISO8HiVjAEGn8icYi+vEqenyA\n", "+DGKHp/oRB8/0eMLR8wLGMoP5Q6HI9Z3T2QqyjX9OSkOpCf5ZmGw0aO5KGcKDHikgGnyNDqPV1It\n", "rRqu9aF30AuPl8Ugs/DfgQQwfwGDzMfr9cLj4Xs4EVE8xLyAoXzBtlgsIa+nrP643W6e1/i8kgjx\n", "JOL5JUuWoFnxa+OEZAeyXIHLSESJ14znlyxZosnj7drlDtgtY6Spp0jjocf5kcvGun577yBG6hTJ\n", "NgmpTpt8nTd37Rbm/2PE80p6x/NB9afw19TZJ0x8Zh//RD8fC9u2bcP69etRX18vX1ZVVYWNGzfi\n", "xRdfxMmTJ2P6eFoTff286PEB4scoenyiE338RI8vHBYpxvOYX375ZVxzzTWQJAlbtmzBVVddFXCd\n", "yspKLFy4MJYPS2RIf/zHSZRXnQEA3HFhMd453ob9dZ0AgJ9/qRTnFafrGR7FSFe/B9f8db/qsj+u\n", "PhuluSkhbkH+jjR1486XDwEYWm7VO+hFfWc/AODpr85BYUaSnuFRjChfE5W2fGM+nDZunEbxsXfv\n", "Xixfvjxm91ddXY2srCwUFRUBAHbu3ImlS5cCALZu3YqVK1eGvC0/I5PR7avtwPe2Ho7qtg+WTcVD\n", "FUc1vy0APLayFPOL+LlbBGO9Jsf808CFF16IZ599Fs8++ywuvPDCWN89xUisf3GgyLndbnUTz2Q7\n", "MpN9MzC4E0n8afU8CLZtaju3UgUQfg6Uy60mpNiR6vS9fenVyHPA4w3as8FoRHo/CDWeZt65R6Tx\n", "p/gYKV6YgejHq+jxAeLHKHp8ohN9/ESPLxwxL2AUFRVh7dq1uPHGG5Gfnx/ruycylWbVlzIHMoMs\n", "ISHjC/YFmz1OIqPcQnVCsgOpTt9zRY9Gnj0DHnx9QzVu/PtH2P5pk+aPb1bBemAAfD0kc9i+fTsW\n", "LVo05vVEWlbjf/7AgQNCxWO0+NxuNw4cOCBUPLGOr62tDdEaHNT3tV6E8RM9v1qeDyXmS0jCwelx\n", "RENue6EaJ9uG1nf/97Wz8P9qWvG3f9YBAG46byJuPb9Qz/AoRj6s7cD3/aZT3v35Sbh6Tp5OERnP\n", "hn31+PN7tQCANefkoba9D++caAcwNG30CyVZmsbz7ok23P9GDQBg3sQ0PL5qhqaPb1Y3P1clLw3K\n", "TXWgcbig8dMV03HBpAw9QyMTi/cSEgDYsWMHpkyZgpKSklFvy8/IZHRcQkLjpfkSEiIKn38TT9UM\n", "jB7+4mgWwWYItPdxBkYklDMwspMdSFM08dRjCUmHIn/1iiaTFD1JklSvidOzk+XTnIFBRrZr1y4U\n", "FBSMWbwgIqKxsYCRoMKZnkPx9dZON7oHhrbStFstSE+yqQsY7JEQd1o9D/x3IAGADn4hAxB+DpoD\n", "emDoW8BQFqUauwYMvZWrKO8HHX0eDAyPY4rDioJ0p/w3MxcwRBl/io2Kigq43W5UVFRg586daGho\n", "wO7du3Hw4EGUl5fjmWee0TvEcRH9eBU9PkD8GEWPT3Sij5/o8YXDPvZViCgeOgd92wxPSLbDYrGo\n", "t1HlDAzTCD4Dg/mNhH8PjBSBChheaaiIofzCTZFTNvDM8e8JxNdDMoiysrKAy+677z4dIiEiMifO\n", "wEhQZtgD2Oimz10gn85OcQAAm3hqTKvnQWewXUjYxBNA+DlQ7UKSbFctIdGjiWeXX06NvIxElPcD\n", "VQEj1aEq6Jp5VyZRxp8oHKIfr6LHB4gfo+jxiU708RM9vnCwgEGkk2bVL8pDH9S5jao5Bd2FhDMw\n", "IqLectgh1BISAHLjSYpewAyMZBZ0iYiISI0FjARlhvVPRvf+gYPy6QnJgTMwOvoG4dV+k6CEotXz\n", "oCNYDwwWMACEl4NBryQ3PbVagAyXXfcmnv59Teo7jFvAEOX9QLmFak6KegaGmQsYoow/UThEP15F\n", "jw8QP0bR4xOd6OMnenzhYAGDSCfKHhgjS0jsVov8y7JXCv7Fl4wnaA8MwZeQ7KhpwTdfqMbfh7f1\n", "1VOrYrZSpssOm9UiVA8MgDMwYmHUHhgmLmAQERFR+FjASFBmWP9kdGl5hfLpCYqp0vzQrp1YPQ8k\n", "SRr1S3SwXUg6+z1C71zx5z21+KytD09/cFq1tWWshZMD1Q4kw7OV1EtIvLEPbAz++W4wcAFDlPeD\n", "xlEKGK0mbuIpyvgThUP041X0+ADxYxQ9PtGJPn6ixxcOFjAooZxo7cXOoy3oH9T+C4+/lm7fB/Ls\n", "4S9lABJm2rRZSJKEe187jGuf2Y+XP2oIep1QTSZFXUYy6JXkL+QSgGMtPbrGo+p/kTL0/NC7iSdn\n", "YMRes18BIz3JjpF5ap39HgwKXPAjIiIibbCAkaDMsP4pUu29g/j2ywfxcOUxPLP3tN7h4HhDs3x6\n", "QkqIGRgm/tVRBLF4HtQ09+DD2k54JWDzx41Br9PZ78tjks23dEjUJULN3QNQflU80Rq/HTbCyYFy\n", "B5KsoDMw9O+BcaZzwLA9a0R5P1D2wMhOdcBmtSAjAQq6oow/UThEP15Fjw8QP0bR4xOd6OMnenzh\n", "YAGDEsanjd3o8wx9wThQ16VzNECXsgeGYgZGZoJsHWgWdYrmjU0hlloov+wWZiTJp/XaieR4Sw8a\n", "u0LPGGjsUv8/TrT2xjukUbX0KHcgCZyB0dXvgaRh8cAbZMnQgFdSzaqiyHi8kmpnppxgW0uzoEtE\n", "RJTwWMBIUGZY/xSpPo836Gk9SJKEbq/vC1iWsgcGtw7UTCyeB8reBz0DXvT6LU/qH/Sif7hwZrda\n", "kJfqlP+mRyPPt4+34lsvHcTXnqvCZyEKE43d6uJGqOvFQlg9MLoDe2A47VY4rENFwEGvJI+xFnoG\n", "vAj2aHWd8ZupEk8ivB+09Q5iZIVIRpINTtvQx5NoltR1Cd5fxp8I408ULtGPV87cXkQAACAASURB\n", "VNHjA8SPUfT4RCf6+IkeXzjsY1+FyBz6Bn0faHsH9C1gdPZ7MDD8ATvFYUWyw1fMYBNPY/Fv3tjS\n", "M4DCdN8sC2WvhFSnDRkuX6716IHxj+NtAIZ2ufnH8TacleUKuE6TwDMwlA1vU5w2+TnS1e9Bkl2b\n", "mnywpqzA0LEwt0CTEEzHfweSEcqCbjgz0j6s7cD9rx9BitOG33/5bOSnOce8DRGRaE63942rOXR+\n", "mlM141PLx+7X+UdCMj8WMBKU2+02RQUuEn2KX8b7dG7i2RLkF+URmYovuCxgxFcsngf1neov+y3d\n", "gyELGOlJNmQk+V5223XIr7LvxpkQy0j8l8K09Ayio28Q6Umxf8sIJwfKHhgTFF9u0xQFjM5+j7wd\n", "cbwpe5ooKZcTGYmW7wc9Ax7s+awdpTkpKM70PU9UBYzU4Evqwnk9fP2TJvR5JPT1DGJT1Rl868Li\n", "GEUeP4n4fkzGJfrxKnp8QHgxNnT243tbD0f9GI+tLI26gPHpqTN4ePeZqB/7wbKpUd/WDEQ/BkWP\n", "LxxcQkIJQ1XA0Lk6rFzrrWzgCXAGhtH4FwGUswUA9a/1qU4b0hX5bdehiaeygNHQGbxnh38PDEDf\n", "WRjBemAA+jXyDPVYRt5KVSt/ePskHnnzGP7tlUOq17dQMzAiXUJyut2Xg7eOtBhqKQkRERGNLaYF\n", "jKqqKmzcuBEvvvgiTp48Gcu7phgzeuUtGsoCht5LSNRfyNS/Gme5fOdZwIivWDwP6jv8CxjqnCl/\n", "rR+ageH70q1HE0/lspWGMGdgAMCJlvgUMMLrgaFcQuJ7fuhVwFAWgRSbyhh2K1Wt3g88Xgm7j7UC\n", "GCreuYdPA347kKSEaGrcE7zgpqTMQWP3APbXdY4rZi0k4vsxGZfox6vo8QHix5iZmal3CIYmen5F\n", "jy8cMS1gNDU1Yc2aNbjuuuuwf//+WN410bgpmysOeCVdf5kL1pRwBLvuG0ffoDdgXb7/lyz/GRjq\n", "JSThfek+UNeJR986hj2ftY0j2iGqJSQhvnCLNAOjb9CL7uGCo91qQZqiACTCDIwpE3w9RPyLWaR2\n", "orVXziUAuI8qChihemBEMAOj3+MNKL69ebg5xLWJiIjIiGJawFi6dGks747iyAx7AEfKv++F/24R\n", "WlLNwPBfQuK3C4mW20MmmvE+D4ItGWgOmIGh6IHhtEfVxPMX/+843jrSgp9UHB3XrBxJklSzPtr7\n", "POgZ8ARcpzHYDIzW+OywMVYOlM+VrGQ7rBbflIdUp+8trFPDAobysablpMinGzr7Dfl81er9oLpB\n", "vX31h7Ud8nOgOQZNPIMV5HYdbdW959FYEvH9mIxL9ONV9PgA8WNsaxv/jyWJTPT8ih5fOOLSA2P7\n", "9u1YtGhRPO6aKGr+fS/0/FCr/JLrPwPDZbfKuykMeCXVL5YklmAFjFFnYETRxLPr/7P35oFtXPe1\n", "8BnsAEGCpLiJFCWK2vfFm2zLu2PHrrxEkR1vsZP2a5rmS9M1a/vatC9dEqdpXprGSfvqLHa8yI63\n", "2I6SWl5kyJZlWRu1UBspiftOAsSOmXl/DGZw72AGmAFAYkjO+UcaYjC4mDszuPfc8zsnzkqy+DjL\n", "Y3cBK8oxlkdCFjc6JFNbhBOc4r1RKgUGZeDppsk+b4kUGGSfNngd8NiF+zXG8pqSMuYqTg7QBAbL\n", "A/suCgPlYS0eGDkUaUomquEEhw8umoNxEyZMmDBhYrYgL0v54eFh7Ny5k/rbtm3bsHDhQrzzzjtY\n", "tmwZampqsh6DdEAVmSBze3q3RRilPVO9HeOaqe8tTtJK0Z6OXifE26+v8zT8Qyz1ugtuxFL84m7/\n", "PlQ7+JKfv9m4vXXr1oLer0RgXBgYhd/fK+1/qvMCACHKsdxhxam2QwCEVftAjM35eb99d5+0PwC8\n", "cKgLtWOncc01+turpPh464NDWFKWvv5+R3xendeOock4eDAYnIwjmuRwYN97eZ8vpW3xb2qvv/fR\n", "UQBCmUa12069rlRCUozrI8ICjuY12NhYjrYD+zJePzPgACBMsgd7LsBrsSOcul9/5/8QTW7OENe3\n", "nm0RU/l5cgUGALz8UQfcAycxEkrXXHccP4yVdVcDAE4dPQjxepyIJrMen/S/sDBCVDAA7Nx/Fte2\n", "Xjbl36+QbRFGac9c2/Z40s9YE9lBPruNCKO3DzB+GwUPjPxTSOY6jN6/Rm+fFjB8EfWu7777Lmpr\n", "a7Fy5cqs++3evRubN28u1seaMKEJ//hmJ97pSNdc/2T7SiyudpekLZ9/4SQ6RoUV7f+4ewWW1dCD\n", "p///pXacGY4AAP7Pncuxqq5s2ts4m9AbiGEimsTKWg8YogShUPzsQC+eOjxA/a2xwoGf3btG2v7e\n", "novYdXoEAPCnW5tx45Iq3PVzwSPIbmXw6mc2ZG3T/q4J/M1vO6i//eDO5ViZxzXRMRLB519sp/72\n", "51ubcdvKNOH8UXcAX991DgCwvsGLkXACPQGhfORHd6/A0prpHei/enIYP9jbBQD4+PJ5+ItrF0qv\n", "vXhsEI/t6wEA3Lm6Bl+8qlnxGHrxV6+ewdH+SbRWu/DYJ1Zm9M933rmAN84ISpi/vHYh9p4fx76L\n", "AQDA39zUgmsXVxWlHbMJgWgSO55sA0CTC3Yrg6fvXyu9xgB47fc3wmYRzjnL8bjt8cPSa6///kZY\n", "Lcr3y08/7MXTR4T78YYlVXjr3BgAwWj1mQfXUX4aRsb39lzERz0BfPGqZly5yDTTmw4cPHgQN910\n", "U6mbAcAcI5sQcKQ3WHCM6obG8pJ89t/dvBh//0bnjHovUNg5M1Fc5HomF62EZGBgAHv37kV7ezte\n", "euklPPHEE8U6tIkpgHzVZy7ASB4YpImnPIUEMKNUi4neQAy//9wJ/Okrp7HrNF1+Ueh9oKTAyJpC\n", "4rDCZbPAnoquSLB8zutQKer0tylCRC+UFBjyEhLKTLHMjoWVaZPKYpaR8DyPA90BvLR7b9b9xrJE\n", "Dk+FiedkLCklV3SMRhWjbkMyY9Z6r0PanolGntPxe3CSUF8sq/GgtVq4rhIsT13PVW6bRF4AgNXC\n", "oDxl3Moje3JPP3E/bm4qx8pagWxjeWBPx1hRvsdUgDz/58ci2HV6BEOhBJ4+3F/CVpkoBBzHgWWn\n", "PyZ7OmD08aPR2wcYv42mB0ZhMHr/Gr19WlC05Yj6+np87WtfK9bhTJgoOmJJXrZdGgKD5XiJlGBA\n", "m9SJqDQJjKLhUG9QWu393ekR3LZiXtGOrUQuRBIcokkOrpSPCWn4WOawgmEYVDhtElEQjLFw260Z\n", "x0l/RuaE+K1zY/ijLQukz9CKoMJkXH58MoFknscOKwO8f1HYLiaB8e97u/Fq+zCsjButfZNYP9+r\n", "uN9YFr8YksCYVPhu+eCCLC52LJLIWLkn+9TrsKKOIDCU+ssEbeC5uq4MXqcVHaPCBP3XJ4el18gI\n", "VRE+l026dieiyYzrQARJHjV4HbhpaTXah8IAgDfPjeGO1bWFf5EpxhDxTFFKAzJhfOzatQsdHR24\n", "++670djYCADo7+/H7t27YbVacd1112H+/PklbqUJEyZMzFxMiYmnCeNjNtQ/6YVRFBjjkSREKqXC\n", "Ra82ijCjVIsHcrX81FCY6vdC7wN5zb0IUjVATqzLUwaeFUQUaC4jT6UJcTjB4d1O/SvKSgqMwZCM\n", "wCAUGDVldjRTCoziJJG82zmOV9uFSSvLM/intzoxppB8AoD6e3U2E89EcQiMzgwCI/OchUhVjdOK\n", "+vI0gaFkJGl0TMfvAanAWFVXhq0tldI2ec7mKRAYJKE7nuV52D+Zvj7ryx24rrVSui+PD4TQF5ia\n", "JJ1CQZ5/krA2U6hmJj7+8Y/j+uuvp/62f/9+PPjgg7jvvvvwwQcflKZhRYLRx49Gbx9g/DYKHhgm\n", "8oXR+9fo7dMCk8AwMWdglBSS0Yj6hEyEnuhAE9lBlhYkOT4jCSFfsByPYWLyT5ZajBElQnIFBiAQ\n", "VyKySeIBmmDY3JSuzdx1Sn8aibICQ72EpMZDl5B0FUGBMTgZx/f9F6m/jYaT+Ke3zoPlMidrlALD\n", "o67ACBephOTCWITaVpowy/u03lRgZAXL8TiVUkIAwOr6MrRUubDA58zYd15ZfiV18SQnleZZGKC2\n", "zIFKtx2XLaiQ9nnznHHLSESQ389MoZo9IE1CHQ5Hlj1NmDBhwkQumATGHMVsqH/SC6MoMOiafmUp\n", "tM+V/rtZQlIYJmUTW9HfACjsPhgJJyAmkla6bNQkVl2BYU39SxAY0ewTb1JS/sDGBmlFua1/Ej0T\n", "+ggFZQ+MOLXKOxKiPTBIBUZPIKZIMmgFy/F49J0LEpEirKwLxzvSN4lfHOzLeA91v8gIvzJCySLv\n", "53xxXqbAkMfiAnSfyktIBibjM27VfKp/D86PRRBJTcTneeyoLbODYRhKhSFCSYFBErpqz0OS6Kst\n", "c0hGnzcurZb+vvvsqCH7hjz/ckWW+fyfHSCvO7td+XefBHlN+P1+Q20/9thjhmrPTGuf3+/HY489\n", "pnn/QpFP+3p7ewv6zGQy/+dWIe8tBqa7f41+/ZV6Ww0zw5LbhIkiQE5YlEqBcYJQANQqrDYCpgdG\n", "MZFBYPRNquypD0PESnud14FKYpIlqgY4nqcUIGkFBlFCkkWBwXI8hoiJ2YpaDy5vrpASL3adHsUf\n", "XNaouc1KhpQJlsc44SswHE5/Xo3HgTKHFTUeO4bDCSQ5Hr2BGEVq6MFzbQM4kjr/Fgb425sX4+V9\n", "x/HOsEAAPH14AGvqy3B5sw9DoTheaBukynQyPDDspIlnce5nOYEhLyFhiVVxBoDHYQUDwGllEGOF\n", "1ybjLEVSzXWcHEyrL1bVlUmpLltbKvHMETrFR5HA0FBCQpahkGTilYt8cNstiCQ4dE/EcHIwjNX1\n", "xk11kivuJqJJNFZkKlVMzCyQhp5akrBIibdc7l3q7XXr1pntm4btI71BFAP5fP6ek90AwsgXNlv+\n", "v3+FvLcYMEr/z/XtgwcPIhtMBcYcxWyof9ILIygweJ6Xov0A4IqFynWGZgpJ8SBPp2gfDEnXQiH3\n", "wYCMwCDTZETVQDjOSn4nHrtFWhWuIBUYWcwnR8IJyYC00mWD02bBxwkT0v85M6JLEaFUQgKkVR4s\n", "x1MTxOpU6sfCqsKTSE4NhfDzA2mFxf0bG7C2wYuv3Xk5VRrz7bcv4LvvXMAjz57Ar44NSd+/2mOD\n", "x07/ZMlLSLgCV9fHIomM+00+YSavJ4/DCgvDgGGYGW3kOdW/B7SBZ1pKv6zGTZENQG4PDLXnIXk/\n", "kp4kLpsF1y5OKz1ePjGko+XTA/L8yxUY2Tw/TMwcRCJCaRrP89L/ZyqMPn40evsA47fR9MAoDEbv\n", "X6O3TwtMAsPEnEEGgVGC2uL2oTD6UiuFZQ4rLifqs0n4iBV6k8AoDPJ0igTHo32wcB8MasLktSsq\n", "MJT8LwDaxDOYpX/lKg8AuLzZJ5VSjIaT+LA7oLnNZAmJk0gwESfco5E0YeJz2WC3CvsUGqUaSbD4\n", "l7cuSCU3q+o8eGhTAwAhJvNr1y9CTWriGoyx+N2ZUSQJYqalyoVv3LA4Y+XSamHgTpEaPCCVKeQL\n", "ufoCoEtYAJrAIE1EZ7qR51SC9J1ZRagfGIbB1S30QFmRwNBQQjKgosAAgDuJ9JF3O8cxqmIYawTI\n", "v5/5/J95eOONN+D3+/HGG29gz549AIArrrgCTz/9NJ5++mlcccUVJW6hCRMmTMxsmATGHMVc88Dg\n", "eB5xtvQxqm+eTasvlrujcKjEYJoKjOJBKZ1CLGMo5D4gvSnqvA6qvEH0TVDyvwC0m3iSdf0igWGz\n", "MPjYsnRd/65TI5rbTCowWqvTpIT4OWRsYw1R3lSokeeuUyPoSSVAuO0WfO36FkmN4vf7Uem2469v\n", "aoFVpqxeXVeGf7ilFT/ZvlI1ZpUsIyk0SvX8aObKqFzST0WoEn06k408p/L3YCKalPreZmGwbJ6H\n", "ev0amQ9GrhIStedhfzCdMNJQThMYy2o8WF0nECdJjsdr7cMwEsjzbxIYMx8333wzPve5z+Hhhx/G\n", "tddeCwBobGzE/fffjwceeAB1dXUlbmFhMPr40ejtA4zfxomJiVI3YUbD6P1r9PZpgUlgmJgTUCIr\n", "5KkkUw2W4/FOR5rAWFuhPjAtc1ileNVIgkO8RH4dswEhhUltW3/hPhgZJSSeXAqM9OtaTTwHKZIk\n", "PbG7ZVm6jORo36RmY0JSgbGkOj2RFCfc8gQSEQsr0zX4+USpdk2k3/Op9fWYr1DTv6bei69c34LG\n", "CieuXOjD97Ytw/fvXI4tC31Za8ZJI095uZBeXFAgZ+QSfrmBpwi5kacJAWR86tJ57gzSdlV9mZRG\n", "Mr/cQRl2iqA8MLSUkHgzUx7uWpNWYbx2chiJaX7+a4VRCAye5/Hjfd34xq6zuKigTDJhwoQJEyZK\n", "BdNlbI5iNtQ/6YESgTHdJSSHeoPS4LvaY8MDH7tSdV+GYVDhskqxgEOhODrHotjTMYbjAyFc1lyB\n", "P9u6cFraPdOhlE5xYjCEeJIr6D4YlE2YyInZmIICw0spMLSZeA4qlJAAQHOlEy6bBdGkYBgZiLHU\n", "JE8NlAJjnlv6/1BKeSFPIEl/Hl1CwvE8LBqM6NKfm/6O8tVxsg9uWFKFG5ZUaT4uIDPyVFDb6MH5\n", "UeUSEp7nJRJFrSyI/F4DM6yEZCp/D9TKR0RYGAbfunUJ/J3juKrFp3hdVZKpTCqeEOQ5byjPJMiu\n", "WVyJn3xgw2g4idFIEv7z47hhSXXGfqWAeP5Zjs/wqSlVjPaRvkm8cEzwC3nG1Y+vXN9SknaYMB6M\n", "Pn40evsA47dR8MAwnl/QTIHR+9fo7dMCk8AwMScgLx8Bpr+E5E3CvPP61ipJQq+GSpdNIjD+8Fft\n", "lCfA6+0juGddPZp8pjt9NiQ5XjJrZQDMr3CiNxBDguXRPhRWLUvIBZ7nMxQY5LxLSYHhpTww0o9e\n", "pWhTERSBUZaeIDMMgyafE+dGhJKH7okofK7s3yXOctK5sDLAIsKYU/ycYRUFRqXLhnKnFcEYi2iS\n", "w3AoQREquRCkSmmK+7NDEkOFlJDwPI/zY+kSEgaCr0ac5RFJcPCk+k+tT2eLAiPOcth3cQI9EzEM\n", "TMbRH4xjIBhHMJZEhcuGSrcN1W47qtw2tFa7cdPSatVSOIA28FxTp5z+0VjhxL0b6lWPISf85ARa\n", "LMlhNHXPWRi6/EmEzcJg28oa/OJgPwDg5ePDhiEwRARjSch/qdQIm6kG6QfTG5i517MJEyZMmJh9\n", "MEtI5ihmQ/2THigljkxnCkksyWHv+XFp+8Yl1Tn7gFxRTyokTYyEzUFlLsgjTDcQhMXRvmDe94E4\n", "kQeElINypxVehxV2ouwnkmAxSZATXjUPjKwlJMoKDABYQJRh9EzkLuuQkwgkISKahY4QnhvzZISJ\n", "mpGnPCpW+bPT54H0AgEKfxaRKohCSkiGQgkpHtXrsFLnm4xSDRHfpWyWeWBMRJP44xfa8a3d5/HT\n", "A314vX0EB3uC6AnEEIix6J6I4Vh/CHs6x/HyiWH8m78Lz7cNqh6X5XicGiIiVPOML7VbLVI/c3xm\n", "mg55vmvLHKrk8O0ra6TSvBODIZwezj8msJggz78cpSohGSA8RUwfDhMkjD5+NHr7AOO30fTAKAxG\n", "71+jt08LTALDxJyAYgnJNBIYH1yckBISFvicWFbjzvEOYGElvU9ThZOaJE1kmfiaECAnMEjFxdEC\n", "fDDk5SNMKkqTTEsYjyRVV+u9DivEKdZknFWNQh0MKXtgAKDUN9oIDJpEmFdmhzjPG40kEWc5SoEx\n", "z0MrJeQERjTJ4Vdtg3jgqWP45BNH8ZssxohTqcCgSkgKIDAuECvOLVUuui+j6fNC9mk50afVHrs0\n", "OQ7EWEQKLGeZbsSSHP7udx2UX4kWnMyS6NM5GpGeszVldtSWaVftyEEZecpUCaTiRV6iRKLaY6cj\n", "VY8bSyKt9EwvFXlAJumYBIYJEyZMmDASzBKSOYrZUP+kB4omntNIYJDlIzcsqQLDMDn74KHNDbBb\n", "GThtFmxt8aG12o3v+7vwm1TqhDmozA15YgRJYJwYCOFbt16V13Hl5SMiqtx2yU9iLAuBYbUw8KZK\n", "MgCBXKh00wRFKM5KE3KHlcnwuFjgSxMK3QF9CowKlw02C4Nqj11KHhkOJegUEg89ESR9MH57agTP\n", "HB6g6vNfPzWC21bW5PxsuQKj0GdRsUw8yfKRlio3hgg1CqnAUPPAsDAM6rx2SW4/MBlHS1VuotII\n", "uPKqq/GPb3ZK5R4MgG2ratBc6UJDuQP1Xgd8LhsmokmMR5JoHwrhpwf6AGT3aCDLR1arlI9oRaXL\n", "ht7UdT4eTYJ0AOrPEqEqx11raqXn8dsdY/jDyxsz7r3phngPKD3TS+WBQT7jJuMskhwvEXQm5jaM\n", "Pn40evsA47fR9MAoDEbvX6O3TwtMAsPEnEApS0iCsSQ+7ApI21pNCn0uGz53RRP1twozXlUXQrLE\n", "iNoyBxorHOgNxBFneZweCmNtg34fDLq0Iz35qXKTSSQJVRNPQFAiiBP7QIzNmETJy0fkSRy0AiN3\n", "SoBSGUddmUMiLYYm4xgNK8eoAnQSSadCKoHa9chy6RITBvSkvxgoc6SFhIURGIQCo9pFlW2RSSTZ\n", "+rTe60gTGMGZQ2D81/4e+M+nJcOf39KET6zNjHqsTvmiNJQ70gRGFo+G02T5SIEEBplOIr/WyHKH\n", "+iwKDLEdK2o9ODUURoLl8ZtTI7h/Y0NBbSsWlO6hWFLwrnFl8RmZCvTLjGgnoknFiFsTJkyYMGFi\n", "umGWkMxRzIb6Jz0opQLD3zmORGoytLzGI62c59MHPmLCFJjFBEY0yeH19mEcHygs7pRcLRdNGNc3\n", "lEt/e2Xf8byOq+ZNUUWQEJkKDJovriD6MqjQl/K6fjmaSA+MQBxcjihVpTIOkny5MB6VPCDsViZD\n", "KUGWkIggo2PVrke5CkbuT1Dos4g8r0qJM1pBKzBcFBk1HkkTO6EsfToTjTxfPDYopU0AwCfW1iqS\n", "FyQqZedGLcaXVLE0VxZmOFyZhbztzxGhKsddq9ORqr8+OaxawjVdyOaBAUy/kedkLJlxL5XKTNSE\n", "8WD08aPR2wcYv42mB0ZhMHr/Gr19WmASGCbmBEpJYJDlIzcu1RcRKcdcUWA8/mEvvu/vwpdfO4uz\n", "BRjtKZVwkGUkF8L5qQEGJtMT2nqKwNCuwKCMPBXSM9RUHuT7RRIkluQwQqgnlECSJJICg2j7CSLu\n", "ssZjz1B81HsdWNtQJrXnS1c34xf3rpF8NMIJDgk2857KZuBZDJAKjHCeBAbH87hIKDAWVbmpSbqW\n", "EhKAvhbkK9hGxAcXJ/DjfT3S9tYWHz53eVOWdwhw2SxwWoWOj7G8qpqNPG9VBZZpkCVU8rIKOkI1\n", "N4FxbWuldLzhUAIdo5Ec75geqJGAWp/1JwdDeOTZ4/jGrrOIF/D7pkS+zebfGxMmTJgwMbNQ9BKS\n", "SCSC73//+3jkkUfQ2NhY7MObKBJmQ/2THpTKxLMvEMPRPkFFwAC4rjVNYOTTB+SkKpAlfnOm49SQ\n", "MJlOcjyePNSPb36sNa/jhHIQGL0xGxIsB7tVH5erpsCQT3rVPDAAWoGh1Je0gafypGyBzyX5DHRP\n", "xLKaJCopMMj9STPGeQoxlAzD4Du3L0PXeBQLfE7pnFU4bdKEMhBjMc9Dn8tgTF2xABTBA4M4r/kq\n", "MPqDccRSUctVbht8LhtV0kNOmCkTTxkhs4goGSHLJ4yKJw/1S7Gdq+o8+Or1LTnjnQGkDGvt0kR3\n", "PJKE255JTtEERmHDDe0mnrmVHg6rBZubyvFWilw+3BvEshpPQe0rBOI9oOZ3QZrIZsMLbYPoC8bR\n", "F4xj97kx3LZiXl7t6VMg30wCw4QIo48fi92+vkAs72SpOq8D8ysyn0lGP4emB0ZhMHr/Gr19WlB0\n", "AuOdd97BrbfeWuzDmjBRENQ8MHiez1hpVkKc5bDvwgSaK11YXK29rv2Jg33SBGFTU3nBNcQVzrmh\n", "wCCjRd+7MIGOkQha5+n3E5CnkADCgKKh3CFNWk8Ph7GmXp8PRjYTTxHjkYRqjCoAlLuyl1/Ik06U\n", "0OhzSgRGz0QMmxrLFfcDlI00ybaTkxa169RmYTKu/woXQWAo1MlPvQKjcBNPefkIkKmmkT4jpq7A\n", "WFWXngSfGg6D5XhNhECpQF5jX7muBU4dPgs+ly1NYESTGYN0luOp67pQo0xKgUH0RyzJSUSJlVG/\n", "duXY2EgSGJO4Z319Qe0rBgIylZR4z2p91vcSXiAfdgXyJjAGTALDhAkJg5NxfPn1s3m999HblyoS\n", "GCZMmCgMRS0hGRsbg8fjgcuVWSttojB81B3A8QJiH+WYDfVPehBTkLZzPCijvmz45aF+fOvN8/ji\n", "y6cwEtK2GtY5GsHus+nykQc30UZxeXlgUJPemRXTqAdyRcJTh/vzOo5aCcd6wrjz+IB6DKQSYklO\n", "GszLJ0ykJ8RoOJcCI3sJyRDpgaGmwKjQbuRJEwmZHhgkanQQbRU5fFnI61SJwCj0WVQMBcb5UTJC\n", "VSBo5JG4IoJZ+rSmzCGZn8aSHEWMGBFitDOgXyGhdn5EBKJJibwtd1oLTrAgzTk/6glKMbUDsvtE\n", "K2G0sTH9DGjrn9T8WzAVUPLAaCZShrT6TwwSpW0HewJ5fyel8ieTwDAhwujjR6O3DzB+G00PjMJg\n", "9P41evu0oKgEht/vnxWyFKPh+bZBfH3XOfz5q2dwpDdY6ubMSMSTygM5rWUkbakykATLU1L7bPjZ\n", "R2n1xeXNFViXR9qFHHPBA4PleIp4AIB3O8cpjwKtCMXT54ic6C6vTa+Ud43rOy65al1TRk+YyFXm\n", "wUkh6QQQiA55ikCuiT+l8lApDVlAJJF0T2SPUg0oKDDUSk7mZSlFkSOXl4cScVJMkCRCvh4YygoM\n", "Uk0jfIcEy0nlaBYGcNszf0LJtI2Tg8YtI+F42rtCj/oCoE01lUofiul/eLAisgAAIABJREFUAQgx\n", "rI0pwm4yzmJXKk56QEeEKon55U5p/2iSk8rWSgnyPC6qIggMDc96klgFBE+aEzrJWREDk5nPklLF\n", "uZowYcKECRNy5DWaHB4exs6dO6m/bdu2DQMDA3jllVcwODiIlpaWrB4YJNkhMkHmduZ2byCGx/d3\n", "Q3BQAA72BhHsOFKU44sw0veVb7Mcjyd+tw8eG497b74q7+OdG7QDyBzcxpIcjnyY+/0DY26IfN+B\n", "Y+1ATzLr/t0RC96/kJbab7QOAFhS8Pnw2C2wgAcHBtGkMJn6cN97U3b+S7G9+9294EFHLvIQVBhf\n", "u6FF1/GUDBf9fj/GQxYAQv8c7xqC39+luX1vfnAIgDC5qPM6qNfJVexhwlTTaUmXKon7VzSukV7v\n", "7BkAsFB6neOBkXD6HJw58iGars1sDxWlGohlbX8wViPt23HyGC5dcBXKnVbYGR4Jnl61Huk6B6yr\n", "03Q+IuPDAIQJ6kQ0mfH68TOdEO+9cqc143XxmPleL0c/2g+krpdQnKVe3981gbZjJ7Dcy+Kaa9SP\n", "d6InfX+Pd52Gf7gdV119NSyMoNSajLOIsxxFkJQ5rGAYJuN4rskBAEK/nBwMoXKkXdf3ma7tzZdf\n", "KX0XO5MuddH6/kr3Yun9R9rPSuUK4uvulvXS60w8PZEupP2fXFuLf3+vGwDwwrEh3Lm6FnsPn4B4\n", "vhvKHbqOt7HRi9+eHgUglJGsqfeWrD94ni65aSZSf05d6AFS5qpq729Zdynk+LA7gMC5w7rb0zGQ\n", "vh9EiOSIUa7fYm97PKXzQJlpMPpCpdHbBxi/jaYHRmEwev8avX1awPBq+WcF4MSJE6isrFQlMHbv\n", "3o3NmzcX+2NnHXiex9d3ncPBnrTq4rrWSvz1jYuzvGt24dWTw/jB3i4wAH70iRVYMi+/Qca/7+3C\n", "r08OZ/z98XtWSbGm2XDfL9swmlpR/PTmBnx683zVfXmex1deP4sjKdXG9a2V+EYR++y+p9owGhba\n", "8uR9a1QNHmcquiei+P3nTgIAHFZGUjFYGOC/d6xCk4b+EvGXr55BW6r06ju3L8XGlEfEUCiOB58W\n", "IlTLnVY8/9A6TV4oAPCb9mH8m78LAHDz0ip85foW6TWe57Htp0ek2FwRTRVO/PTe1dTfDvUE8dXf\n", "nAUglLR8d9sy6bXByTgeekZoX5XbhmcfXKfYlkiCxV0/PwpAUHm8+tmNqhL6Tz9zXFJ1/Pze1VJd\n", "7h88dwJdMvXG97Ytw1qNiqH/3t+DZ48OAgA+e+l83L+RLpX60fvdeOm4MBD6oyua8Ml12SM69YLn\n", "edz2+GGIp/y1z26A3WrB7rOj+PbbFwAAX7t+EW5cWq34/iTH486fHZHk9i8+vF4iu8j7/sn71iDB\n", "cvhs6tqcX+7Azz+1JuN4x/sn8eevngEgKGQev2d1xj5GwEg4gfufOgYg+zWmhuePDuA/9/cCEKJX\n", "/3jLAur1N86M4jvvCOe/WL9b0SSHh54+Jil9/vrGFpwZDmNn6vp7eHMDHsrybJaDbOOG+V48+nvL\n", "crxj6kDey3Yrg6/f0IJ/eKMTALBlYQX+4ZYlWd9PPk9EtFa78ePtK3W1g+d53PXzoxnqRPkzarbh\n", "4MGDuOmmm0rdDADmGNloONIbLMgDY0MWb6qp+txSf/bf3bwYf596fs2U9wKFnTMTxUWuZ3LRY1RH\n", "R0fh9/tx7NixYh96zuHNc2MUeQEAvYHsMnGtkKswjIqDPQEAwgr8/q5A3sdRi0zVEqXK8zxlgKhU\n", "703iYE9QIi8sDPDIJcoD6nz7wEd6J8xCWS95rluq3Lh0gfBjwvHA04cHdB2LLCEhSw1qPHappCMY\n", "Y3XJo9UMPAExnSFT2CY38ASACpd6ColayokcbrtV8qtg+ezRnWpmmkrHV0ohUUN5jrKmXCaehT6L\n", "GIbJMPJkOR5PHkz7przePqL6/p6JqERe1Hnt1LHkSSSUp4mKIenSGg9SCaPonogZ9h6NJohym6R+\n", "h/1KhRIbEqTRZjFKSAChDOuO1bXS9vNtg9Q1X68hQpUE6YNxYjBUUPSoFoTiLN44M5phkun3+6l7\n", "x+eyUSU6WkpIBkOZfdgxGtHs2SQiEGMVSytna8miCf0w+vjR6O0DjN9G0wOjMBi9f43ePi0oOoFR\n", "XV2Nz33uc7jllluKfeg5hUA0iR/v68n4e28gDj2imQPdAfzzW+dxtG9memeQpmR6vQpIqBEVWjww\n", "okmOWlHPNtnleR6PH+iVtj++Yp4uxYAWzHYfDHLCV+Gy4kFiRf+Ns6Po00HiUSUkxISTYRg0V6bL\n", "L7rGtR8zF7mgNFmTmz0CtB9EvgQGAFkZifI9kuR4hBNp7waPIweBoWPC6cvpgZEZ31psyAkM//lx\n", "qaQGEEwahxUmeABwfizTwFMEbVSZkEXCKhMYTpuFUoqdMmicKmng6bDoF2LmMvEsZoQqiTtX1cCe\n", "YohODYVxoDtNbNd79bn915Q5JB+ZBMtLiT5TAZ7n8fdvdOA771zAl145lUGWkM/ySpeNjo3VQmCo\n", "xDx+2K2P+O8nkkx8OXxOTJgwYcKEiVKg6ASGieLgv/b3SIOWmjK7ZLAWirPUIDobkhyPf3nrPN46\n", "NybJZEXMlPqnIWLSIZe564EaURFN5CYw5OebjFSU493z4zgzLBgCOqwMHpIlj5DItw8qXeoT39mA\n", "gMz0cU2DFxvmCyulHA88c0S7CoM0Ay2z0xNO0uW/K0eCB4kBglRTJjC0KjDS+wWjLEVM0gae2ckE\n", "LUaepArC67DCQpTLyBNOKpxWOHQYOlbkUASRn12hcB6K8SzyUgQGh2dl1wgPYE/nuOJ7aQKDJhur\n", "ZJN0OpZXfVJOxqlqNf2dbkSIZ2JNZYXu99MT7Mxn4lgRI1RJVHnsuJkoBwoTz/AGnQoMAFJZGQAc\n", "nkKT7APdQRzuFZR5Y5EkzhOE/NatWymSokJGYORS/QE0gdFYkT4PegkMUh2yrCZN6AVjSXDFrzg2\n", "MQNh9PGj0dsHGL+NggeGiXxh9P41evu0wCQwDIijfUHJWAwA/uSqZjQRA5IejSvQE5GktCI6OJnI\n", "26G/VIizHLWK1zUe1aU+IUHGqJJu+0rxqnIEZSSB2mCS53k8QcjW71pdixodaQ5aQSswZlafagEZ\n", "uylOjkki6H8UJNhKYAnVAUCv0gO0SZ4edQ85UVBKPdCqwHDZLHCkVpITHJ0IMZSDJCHRVKGFwFBX\n", "QcgJkhod5SOArBRGkcCYXgXGOx1jODuSGV/69rmxjL8BwPnR9L6LMgiM9LkYi2SPxSWxkkgiaTdA\n", "uoUSIkQJiVKaSi7kUmDQJSTF7XclHxV5pLFWkGUkIsFQbPA8j18c7KP+JleSyUtIvE4rRDubcIJD\n", "PMdv1RBRKnL7irRh78GeIFgdcapkSc4Cn0u6tzgeGelQJkyYMGHCRClgEhgGQ5zl8P2UQSAAbG3x\n", "4cpFPik+Dsgc+KhhXLYqNkKkIsyE+qdhWe1uOMFRyQ56QJaQkKvAWjww5AoMNTlvMMbiQmo112Fl\n", "8KkN9VmPm7cHhiv7ivdMB6nAECfH6+d7sbZBmBQmOT5jhV0J5ATNY7dkmFvmU0ISSbCUKkiuXgDU\n", "FBjKEzhavZBu72COzyBBlij1aFBgkIQDkEmQzPPoI90qspTCCJ+dGd9KohjPIrIk5uUTaef0G5dU\n", "SX4U7UNh9AXp8zMWSeAA4TPUWi0rISHutbFIAqFYbg8MgI5SPTUUNuTKNVlCEppQJneyQV7iIP+O\n", "U1VCAgALK13YspBWjdR5HaoGttmwYX5agXFqKDQlRP/+rkBGKRHpZyV4YKQ/1+eywcIwup71JLF6\n", "yYJy1KaIyFCc1VUa008cp6HcYZaRFBGdnZ14/vnnsXPnTnR1deV+g0Fh9PGj0dsHGL+NpgdGYTB6\n", "/xq9fVpgEhgGw+6zY9IqqsduwReuFJzdSQJDq5GnfFVsNM/Jf6kwpFDTm68PBklUkAMyLSUk8klZ\n", "MMYiobAaRhJEDeVOSilRTFTM8gFlUEGBwTB0Oc6u0yOqNd8ilCJUSZAlJN0aS0g+6glKaRctVS7J\n", "CJSEoomnymq9mpGnHg+MBRo8MLKpIGplKiG9Cgx6kkVP/jiep8tXskz6CwF5fsXUGisD/P5ljbhk\n", "QXqiu6eDLiN5oW1Qeja0VrszCQyZykCrAmM+MfELxlhVYqmUKNQDw2G1SPcVq7A6PzYFJp4kdqyj\n", "CWK9Bp4ifC6b1O8sDxwbKK4KQ0l9AWT+jssVGOS/8teVPmNIpgy7rDl93X+owwCb9MCo9zp0m4ma\n", "UEd7ezt27NiBe++9F21tbaVujgkTJkzMWJgEhsHw1rl06cj9GxukEoT5+RAYssHGKDGgnAn1T0qu\n", "6hd1mC2SiCbTA3SKwMhDgQEoD+RIAqPak5u8yLcPfDkk+zMdaqkVmxrLsbourcLYeTS7CiOUY7LZ\n", "VOGUJNr9wbimBIJ9F9KrElcuVK4RrVaQsatN3MtV/CNylamQaCh3SN9jcDKhqCrKlgRSKyMs9Mrw\n", "yxxWiOvek6kEEBGRBCcRPm67BXZr5k9OMZ5FSgTVjUurUed14PrWKulvb3eklQYT0SRePpGOVn5o\n", "U0NGlC5JYIxFktQkPRsZwzAMVtYa2weDVCi1NGmPHiVRqUKmcjxPEeiVU0DmrmsowwriHOe6T7Jh\n", "KstI9l0MSL5IJMhS0K1bt1L3vxKBkc0HIxBjEUsRdx67QCxdRhB3enwwyBISuQJjQoMXhwl1sCwL\n", "juPAsmze5bBGgNHHj0ZvH2D8NpoeGIXB6P1r9PZpgUlgGAgj4QSOpAZPDEAZldEKDG2Rd/IBj944\n", "tVKD9AEQka8Cg5yckgqGfDwwAOXBJKlwyacWWytIyf5sXBGjS0jS35VhGDy0Oa3C+E37iGqyBCAz\n", "8FSY4DpsFsn0j0dubxmW4/EBsZK5ZZHyD7xiCYmqAiO970epUoZQnJW8O5xWRtH4koTdaqHMC5UI\n", "zmwKDIfNQrVZT4QqAFgtDEWKkP0XyBGhWiwond9PrRdW6K9c5JNSK86NRHAx9Qz5VdugRGC2VLlw\n", "VUtmf5LKgYloApNELK/SNUWCLCNpHzReEglJ3rrs+fWNmg9GMMZKxFWZQ58prFbIVVmbm8qz7J0d\n", "ZBnJkSImdgm+SGn1BVn20if7HR9XIDC0qh9IwrPW6wDDMNjUWA6bJX3dj2hQYPI8Tx2rodxplpAU\n", "EWvXrsWjjz6K7373u9i0aVOpm2PChAkTMxYmgTGNCEST+Kg7oLrSu6djDCInv36+l5pINBVFgZHe\n", "ngn1T8oKjDxLSNj8S0iCCkaZYwoEBqXA0CCZNj0wlEFGcVbIJtuXNJVLK9sJjsezRwZVjxNKZCcw\n", "AKCMTU8sc5Fj7UMhaRJR5bZRq78klBIX1AiMTUQCwvNtg9jTMUYZlIqTkVxoqsjug5HLh4IsU6nJ\n", "g3yTJ6oof67yKnyxPTAA4KpFPixMGXKWOay4gpDTv9MxhkA0SXllPLSpgUpmEVElV2BoLCEBaALj\n", "pAGNPMkSksGe/OrxaQVG+vk3NoUGniSuWOjD9+9Yjm/ftpRS2ujF+vleScV0djgikdZH+ybx9d+c\n", "xQNPHcNfvnoGP3q/G7tOjeDMcDinqSYAvHdhQjKUdVoZ/MnVzZIny0g4Ialg/H4/pW6QFBhubQQG\n", "5cuTGjd4HFasqU9fgwc0qDBGI0mpBKvcaUWZw6q5DSZy48iRI/jqV7+KL3/5yzhw4EDWfcnnot/v\n", "N9T2Y489Zqj2THX7CvWDUDr+Y489pvnzC0U+37+3t7egz0wm839WFPLeQmG1AHtOdmPPyW4c6Q3i\n", "SG9Q87boT6i3f0uxbfT2abn+p25kYYJCJMHiz359Gt0TMVy6oBz/eOuSjInJW4RL/vVL6MFYTZkd\n", "diuDBMtjPCrE+eVaAZTLPbWswBgJxVRgRFU8MPIx8QQyDVIB+vzqXcXWAyqFZDbGqBKD5HKZ4aSo\n", "wvib33YAAF4/NYz7NtQrnm8tcv95Dh5nUnPLizl8CsjykS0LfYoTXgCo1hijCgC3rZiH9y6M40C3\n", "sOr76J6LeGBjurY/l/+FiAU+Jz7sFv7freCDEZRF08pxXWsVTg2FUeW2Yf18b8bruSAQTcL5I6/J\n", "YHR6FBjyZ+F9MgPd61qr4D8v9N/b58aQ5HhpAr+o0oWtiysVjyv3ICCfBbkIjOW1HjAQ1D2doxFE\n", "EizceSodpgJkCUk+HhgAPcEmFRgkwavkCVNMrCYm6fmizGHFshoPTg2FwQN48dgQTgyGcJAweB0O\n", "J9DWny4v8bls+Mdbl2C5CpHJyVKp7lhdi9oyB+rLndIiRH8wjsUp/w1SrSSWCWpVPwyqpBZd1lyB\n", "I31Cmz/sCuDW5fPUTwLoCFWxJMdH3LcmgVEYHA7hnFosFtjt2ccIpMRbLvcu9fa6devmVPuEcooh\n", "5It8P/9IkWKd8/n8PSe7AeSvHLTZ8n/uF/LeQjERZfGtvWJfy/s8+/ajt/swv8JZ8ut/tmwfPHgQ\n", "2WAqMKYJv2oblMw5D3QHM2pS+4IxtKdcyq0McE0LPaC2MAwaiIGJliQS+SSbLHGYCfVPQwoKjNFI\n", "EpM6J+0sxyORWlViQE+ktHlgTE0JSf4eGLRp4kyupVVCNgUGAFy2oEJSPyRYHjvblL0wcnlgAMCW\n", "Na3S/3ORY+9fJMpHVPwvAGEyZJelIXgdyj/IVguDr9/QIpWIxZIcfnogLTmv0xjD20QaeeahwNix\n", "rg7/+cmV+Ok9q/OaZKtFqdITfuVzUIxnEfls3NjopWJMAeDy5grJcLVrIobn29LKnQdU1BeAUJ4j\n", "ni+Op5+7ZTkImTKHVYpl5XjgzLCxykhIBcbqFcvyOkalikfD+BQbeE4FNhJqqCcP9VPkhRImokm8\n", "1j6s+vre8xPoSEX0Om0W3LNeiH5trMgs99q6dWtBJp6U6S/xzCB9MLTEqZIGnmJZmqnAKB4WL16M\n", "F154AS+88AJaW1tzv8GgMPr40ejtA4zfRtMDozAYvX+N3j4tMAmMacBYOIGdR2mp+xMH+6mJ59uE\n", "+uLSBRWKCRZ6k0gyPDBmmAKDHJSRq9pdOh39Samv02ahkiPyVWDkLCGZQg8M8jskOV7yS5gNiCc5\n", "qU+sjGBIJwfDMHiQqH1/7eSwYsJOrhQSAGiuTJdeZCMweiaiUvmS08pgU5Z6e4ZhMladsxk+ljtt\n", "+ObHFsOt8F3rvNquI7LErFuRwMithGipcmeUYmiFWlmTls8tBtbP92L72lpctciHv7p2UcbrbrsV\n", "VxKeJSKh2exz4loV9YUI6ruRRJAKIUOCKiMxmA9GhHj2Kd1nWkCWS5EKgamMUJ0qbFRQHlkY4JZl\n", "1fjh3Svw9x9rxSOXzKcMPweyJCG9cSZtyH3nqhqJyFH6HWc5XvqdEUh2BQ+MLAaaQyqpRS1VLilV\n", "aDLO4nQOEm1A5n8BaCdRTOTGypUrsX37dmzfvh0rVqwodXNMmDBhYsbCJDCmAU8c6s9Y6T81FKYM\n", "Ad/OUj4iopFYZe0NalFgyDwwiEme0T0wSCNDh5XBmob0oFGvDwZ57uUEBplOogZFBUaOFBItCoxC\n", "+mC2Dirlnglq/g9XNFdgWY0gvY6zPJ5TSCTRQmD0th+W/t81EQOnomYh1RebmyoU41NJyFedc5Ub\n", "tFS58ZXrMife2ktI9HhgFH9CSaWpxJQ9MNTMSIvxLLJaGHx+ywJ882OtqufsutZMouLBTQ2wWrJ7\n", "jKgpCHIpMABQShCjJZGQJSQdp9vzOoaaySRdQjIzFBhrGrzSc5UBcMOSKvzfHavwV9ctwvIaD65c\n", "5MODmxrw+SsWSO9RivoWQf5Gk7/pSgTG/+zZK/2t3GmVrkmtz/khwqCbTBViGAbrid/OXNdgv0IJ\n", "SaWLNLKdPb81JvKH0cePRm8fYPw2Fur7Mddh9P41evu0wCQwphhd41G8TshMSeO/Jw72ged5nB+L\n", "oHMsvbp7lUq6QWM5MfCZyJ1EIldghBOcppIJI4ByVS9zYJHGlXIlxCgCg4GTIjAy1RVyKHpgROgV\n", "f57nMRpOn++pVGAAtGR/Ng0q1RJI5BASCNLRj/9DrHaKCGsoIfFY08qAWJLDsEpSD+V/oXJ/kiBX\n", "nd12S85JMgBc3VJJpSoA2gmMWq9dStoYj2aWWZEkXK5Uk3ygdj2SJNJUECd6cOmCCorIWuBz4joN\n", "xo9KCgKbhYHTmrtPV9Wln/ftgyFDlXuRBsb5emCopZCMT5OJZzHhslnwnduX4v+7vBE/+eRKfP2G\n", "FooYFFFLqKKGQgnFPpWneZARr/PLMxPFwmz6WiKfe5THiNYSEtkzg/QIOTmQi8BQKCExY1RNmDBh\n", "woTBYBIYU4zHP+yV4uQ2zPfimx9rhSM18D0zHMG+iwFKfXHFQp9qDbqeEpJoUpmsEFUYRq9/olzV\n", "vXZK6q9XgUERGFZ5CUmeCgzZQC4QY5FMdXSZw5pzhR4orA9maxIJ+V1yTbS3LKyQ7qVAjKU8LwBZ\n", "jKrKsa65ZiuafdnJsUA0iWMD6XjjLUSihRrIVftc6gsSD21ukEoaajz2DC8HNVgYhiojkUfCTrUC\n", "w0cck7xftJSQTNezyGG14AaCsNCivgCUTSjLHFZN6TALK11SecZoJEmZLZYaZAnJ5Zs35nUMmsAg\n", "U0hmXgkJACyuduPe9fVoqXKr7uMlnu/RJEeRdCJCcVbyGHFa6ZhhpUSxJavWS38jVS0+DZHZSY6X\n", "1H8MMg2kVxPPkBM5FBhkCUm9igeGkUg4E6WB0cePRm8fYPw2mh4YhcHo/Wv09mmBSWBMIY73T2Iv\n", "sXL7h1c0YZ7Hjm2raqS//eJgH97uyF0+AsgIjBwlJGorJTPFB4OWxDqwsDL93S+O6/PAIEkKp81C\n", "KTByeWDEkhxibOaATU5g6DXwLBQVGga2MxGUx0AWBQYgqDBqCcM6uemr1sjLZuLaUvJX2d8VkEjI\n", "lXUeVGnoX3LSpofAsDAM/vrGFvzbHcvw4+0rNRFhItR8MFiOp8mcPH0usqFcReoemGLiRC/+8IpG\n", "3L+xHn+2tRk3ZnnWktATiyuHhWGwotaYZSRkCYmS/4oWVKqkZIzNQBNPrRCeO4QKQ4GUon6/ZFHI\n", "DeUOMNJ+cSRYjkruIRUYVDxxjFU04RwOxaX49SqPDQ4r3ZeLq93Sc2QolFA0xwaE5wRJsImqERfx\n", "m5mYZZ5LJkyYMGFiZsIkMKYIPM/jv/anc5RvWFKF5TWCnPhT6+sl+fG5kYgkI/XYLbh8gfrqbn25\n", "Q8qqHw4lsk6+lWI+gfRE2+j1T3JJbJPPJQ36+oMxypgzF0gliktGYOQqqSFXkMmJ37hsJYr2v9A2\n", "USuWB8asUmDoLHUgTS4HZfXodAqJcp/4/X5K3dM9kanA2HeRjk/VApLk8OqcuDMMgzX13qwlNEpY\n", "oJJEEoqz0gTH67BqUh3ohTwZR4QWBcZ0Povcdis+e2kjbl9Zo0lBASgrCLKZsspBxmx2plIpjAAy\n", "haTt0Ed5HaPcaZOey0FChTadMaqlQE0W4hTIXtLhsFkkY02OF1QPB4+dkl4n7yWrhVZvKD3rqQhV\n", "hdQiq4WhSlfVykhGwgmp/ypdNkoJquZ1YmJuwujjR6O3DzB+G00PjMJg9P41evu0wCQwpgh7z09I\n", "ck27hcFnLk3X61d57LhjdW3Ge7a2VMKRZcXVZmGoWtq+LCoMpZhPAIppDUaE3JTMZbNIA0GOVzYq\n", "VENGColduwKDlN7XeOySHDzJ8dQK/3QlkIig6pIVPDpKgQtjEbx4bLCga4ye8Oae+JAKDLk8nzbx\n", "VL+vspWQxFkOB4jI4ys1+F8AwrUiwqeTiMgXTT5lImY6kkBIsilAlZAYS4GRDyoV+k+PqmZxVbpf\n", "zo/pK3+bSpAEhoPJryzAamEook0sMZigSkhmlwIDoInTIQXfHLVYUxHyclDSA0N+vflUVC7pzyfL\n", "LZU9c8gykuMqKiDKwLOcPs5sNY02YcKECRMzE0UnMDo6OvDcc8/hlVdeQTye22hytuLJQ33S/+9c\n", "XUMZdwHAPevrKCUAkL18RIRWHww1w6+RmeKBobCCtZA08lRYKVdDRgqJNT8FRrnTqmpal08JSSF9\n", "UGEwBUac5fDV35zFY/t68N09F/I+Drl6TxpDqoFc3ZSvhIY0pJBs3bqVKk/qkpUnHe2blCTT88tp\n", "M9lsuLy5AkvnueF1WHEHUTI2lVhETJSPD6QNI8kyDr2qDq1Qux6p+0elP43+LFKagOshMEg/hfNj\n", "xlBgcDxPPfuuv+bqvI8l98GYjLNIpFby3XaLrjKomQKqdE0hiWSQKiHJvH7I3/GeiRh8dU3Stvwe\n", "zaV+oMkS5d+eVRqMPAcmMw08020i1Iemkeech9Gf2UZvH2D8NpoeGIXB6P1r9PZpQVFHs+Pj4+jr\n", "68M999xTzMPOOIyGE+gYFSbYdiuD+zc2ZOxT5bbjrtU12Hl0EICwwrGpsTznsRsrnPioJwgg7WCu\n", "BHIFzOuwSqvRM0eBQaaQCIOyhZVOfNgt/E2PD0ZMRmDoKSGR1/BzfPq8j0eTaE69pjdCtVDkWpXT\n", "ijjLgeNR8CRjaDIhpbCcGgrnfRw6LUOLAoOsRU9fMzzPayIwAKCh3AmbhUGS4zEcTiAcZ+FJ7U+V\n", "jyzyaS47cNgs+I+7V4DlBeXUdGB5jQceuwXhBIehUAJdEzEsrHRNkwIjs1bfwswSBYaSiaeO87ig\n", "0gkLIyjH+oJxRBKsqlHzdEH+TCykrKjSZYNIWU5Ek7ATBPFMMvDUA+q5o7OEBJAvRMQxQZR8yhVb\n", "udQPpAeHWmrRKkKBcXYkgniSy1B7kgqMBtlxzBISEyZMmDBhJBR1aeTw4cMoKyvDCy+8gNOnTxfz\n", "0DMKYmIBIMSmqq163rO+Hs2puvVPb9bmiD8/DwVGa3V6BXAkNck0cv0Tx/MZJp4AKK8CpbSIpILB\n", "GUAP1uUeGLEkl9VVnZ6A0QoM0qhuJKS/hKQwD4zsddFa0BeM4f5y1/hnAAAgAElEQVSnjuH+p46h\n", "Y6SwleHJeLoN4Tibt1M9pcDQQmBQCox0H0QSnGS86bRZqEkVCb/fD6uFUTTA7A3E8LvT6XjWKzX6\n", "X4hgGGbayAtAkPOTJOhHqdKX6SARrBZGUiXwENQvMZZHImWAa7eqx44a+VkEqHhg6FBgOKwWKo7z\n", "ggHKSEgjRrfNUlAfyFVpZBpJpWv2lY8A6s+d9N+0l5D0BWO40D8ibWcQGO4cCgwNJSQ+l03yyEly\n", "PM4MZ5LMdAkJrRidrZ5LJvKD0Z/ZRm8fYPw2mh4YhcHo/Wv09mlBUUezg4OCmmD79u147bXXsHTp\n", "Ulgs6hMHUcIinsjZsv27g2cACAO3tfXerPv/8O4VeHvvPpSPngJQm/P4ShFsSvuf7nVIbXDFxqT/\n", "j0YS8Pv9aGtrM8z5yjh/7+xFghVWjLwOKw7ufx8AsHBpOurvZPcwgBbp/bsH7dg76sAty6qxxdpF\n", "He/k6bMAhPPmtFnw/nt7YWU8YHlhQvX2u3thtyi3R756bSMmYaKU1u/34/yAC4Awqek5exL+Xi7n\n", "9xWRz/kajDEABGO2/rFgXvfTec8SaXL7i3eO4pvbr8i7PedCVgDCJI3lgXfe3Yvrr9Xf/5SJZ4qk\n", "ybY/ueIornr6/X5MJNLnx4FkzvPjTjohPg7f2H8E/RUsXpqokxQ6tQ4O6xq8eZ+f6dq+ZEGFlHz0\n", "UU8Qn1hbhyMnTkO8/sud1in7/ApXlaT0enPvB7h6y2UQ4WRYSb0if39bW5thzp/S9kcfvA8740GC\n", "T9/7w33dAJo0H8/Lpq+v/9nfhuHKZEm/30g8fX8wbLyg34PI2BDE35fxaBJnTp+C+CyocttK3n9T\n", "sT1EPH8vDgcyni9dw26I60MXTx1FqJOnXh+IWgAICwvnBsaRjEUBRvjN6zx1DLEL6d+PwFAfAOE5\n", "Nx5JZrTn/OC49Fl1Xodq+1fVNUvk7GsfHMOau7ZQrw8E6yFi+MIZIFX65vf7MTZil9pw/Nx5+INn\n", "DNUfxdj2eNJGpyZMzAZYLcCR3mB+73U4c+9kwkQJwfB5LJUODw9j586d1N+2bduGffv2YceOHbBY\n", "LDh8+DAWLFiAmprM+u/du3dj8+bN+bfa4PjCi+04m1rR/tatrbi8uXi1ZBfGIvjDX7UDEOpUf/Gp\n", "NYr7fWPXWRzoFh5cf3HNQnzv3YsAhAnMrz69XvE9WhBNcrBAkMhPFU4PhfHFlwVX9sVVLvzkk6sA\n", "CCs/O54UJjtOK4OXP7MBFoZBW/8k/vLVM9L7n39oHaV6efpwP356QPAk+dT6OvzB5U345BNHpcn7\n", "cw+tUzVa/O8Pe/HskQEAwGcumY84y+Gpw8L2Q5sa8PAlgjnrQ88ck0wkf3bvamqFbSowFk7gU08d\n", "AyAYKD6fR5/+654L+G1KYXDLsmr81XWL8m7P2+fG8E9vnZe2n31wrap5H8vxYHk+I+4PAP7guRNS\n", "lOlPtq/EYkI9pIRIgsVdPz8KQDDL/fVnhWuiczSCP3pBuE8WVrrwf3esynqcxz/sxTOpfr5/Yz3K\n", "nTb85wc9AAALA/zgrhVSipCR0ReM4ZFnTwAQyLpffXodnj0ygCcO9gMAHtzUgEcumZ/tEHnjSy+f\n", "QnuqfOjf7lgGt82Kz78o9MGiKhf+65PZ+8DI+PQzxzFAlAV86epmKg47F5481I9ffCQ8g7avrcXn\n", "tywoehv14OxwGF94SXjGtla78ePtK/M+1i8P9ePnqe9234Z6VHvs+NH73QCAbStr8KWtzdnePiMR\n", "jrO4+xep546Vwauf2SARdCzH4/d+elhSgP36Mxsy/K7I99ssDCqcVoymCPEnPrWGMtF88dggHtsn\n", "PIvuWFWDP7maPp+f+MVRqVwu23P3tfZh/B9/itxv8eFvb26lXid/wx6/ZxWlGvrNqRH8W2oM8bFl\n", "1fhyAb8VRsXBgwdx0003lboZAGb/GHmm4UhvEF9+/Wxe73309qXYoKE8vNifCwB/d/Ni/P0bndP+\n", "3lJ+dinbXUhfm8hErmdyXgqMmpoafOELX8j4++joKDo6OrB06VKMjY1hzRrlyfVsRijOoiMVlccA\n", "WFPvLerxGwhp5+CkkCGvJI8njbYWVbmkGuxgjFWsf9WCN8+O4l/3XATH81gyz4NVdWVYXS/8Wy/L\n", "ui8EavXDFS4bfC4bJqJJxFgeg5Nx1JY58B/vdVHvn4gmKQJDXu8t/isSGNmSSOQKDJbPNDPjeV7y\n", "fwCmJ4WknPh+oueA3jp2MrWj0LpmMvEDEEo4qhS4h7FwAl98+RTCCQ7fvm0pFTEJ0OUOWkpI3HYr\n", "yp1WBGOCceB4JIlqj10WoZpb7t9MGHl+2BXABaJE6YGNDTOCvACA+eVONFY40RuIIZbkcHwglFEG\n", "NVWgjTxZJO1pbnwqP3c6UOW2UQRGNk8VJbQYLIkkQjzz3PbCyGjKjyeSBPkzMBsjVAHA47CizGFF\n", "KM4iwfIYjyYl4mA0kpDIC5/LlkFeiO+vctswFkkiyfESeQHQJSPiMUTIn9OhOCs96+xWRjExRwSZ\n", "RHIiZfIr/mYnOR7DIXUvDdMDw4QJEyZMGAlFXUbfuHEjDh8+jBdffBF2ux12++ysf82Gk4MhafDS\n", "Os+te6CbC05ZhvygggM6QHtgVLltqCZWZcQyEj04PRzGv757EQmOB8sL2y+fGMI/v3UBDz97At98\n", "ozNv3wM5aANPeiDVLEuMeK19WDJMFRGUxYoqERikaWU0kY3AoBMcyHr48ZTxWiDGSv4bXodVsyGm\n", "3j4gYZN5DsgJBC0gz7P8nOkF6YEBCMoIJfjPj2MolEAozuLVk8PUazzPa0qtkIOOUo2n2qPNwFPs\n", "AzJK9exIRPJuWDrPjQc2ZZrwGhmXNKVXAA52B6bFxBOQERixpGbvjULug+mCfFVbjwcGIItSHS19\n", "Egl5f7rtRfTAiCYo8ny2mngCciPP9OSfJuDVx0BKKj2nLTO1JRuBIY9rzbaIsLDSJcWAj0aSFCF3\n", "pDcojVvmeewZ6jgzRtUECaM/s43ePsD4bUwmzfu8EBi9f43ePi0oeh3Ajh078IlPfGJWRLTkg7b+\n", "tIHn2iKrL0SQPhg9CkaePM9TKSQ+l41SBYzoTCIJRJP43290SpM6Jbx/YUJSnhSKoSwRdORE81j/\n", "JH52oA9ykBM2AIgl0+1WJDBYdQKDNCwrd1qplShxoJ6PgWcxUMigkud5avAbiBWowJARIGEVUoic\n", "1MpNaMMJDuIl5rJZFEtMlEBOEsRrh2yPV8OkvVkhHtVuYfDl6xZNqxFnMXDpggrp/x/1BKctCaSC\n", "OM8T0SRNnBSZyJ1uyJUEWq4pEg3lTjhS/jmjkWTJJ4EkaeuyFdY3VbJnImlurFbOMBugFqVKpYIo\n", "GHiKmK9AYPgUSFuaIKKvG8osNAtZAghGuytlKgxAKHn5SapcDgAuI54f6XZl/u6ZMGHChAkTpcLs\n", "C2gvMY71pzPW1zWUZdkzf8wnykj6FKJUwwkOidRyistmgdtuRbUnPQAZDSc1E0wsx+Nf3j4vrdZ4\n", "7Bb8+13L8Y+3LsFDmxqoVSiltuQDcmItV2AsJCaaO48OKCoP5GoCkqBwESUkIrKXkNCTPzqFJEVg\n", "UBGq2ieIhZJ8hRAYE9Ek4gQhVeiESn7OwyqKELK0ozdIExgkWVShUX0BKCswtEaoin1Q5qDvEQB4\n", "+JL5OT04jIj1870QvWbPjkSoxJ6pVGCQ12MwKldg5O4DI0NOYOhV1lktDPXsujBWWhUGlUJitxTU\n", "B/IJ9thcUWAQhAFZfjEYyh6hKkJJgaHkxUQ95yNyBUZmWlc2kGUkJweFscpr7cNSWZPLZsHDl2Qq\n", "zipzJKGYmFsw+jPb6O0DjN9Gm232PrunA0bvX6O3TwtMAqOIiLMc2ofSBMbahqlRYDT60gMVpShV\n", "MsZOHPzMI5QBozoUGL881C+ZgQLAV65fhBW1ZbisuQIPXzIfW4hoyQGVcha9yLaqRE4CSEGIGEcL\n", "ZKoJ4ioeGCKyl5DQCgxyRVFcDRuNkATG9K04kpN8vYPKQVn032TKRyNfhOLaFBhhQro+EkpQfUMl\n", "kOhQCtRRkYb6SkhIkOqeVXUe7FhXp7kNRkKZw4pV9emJSh8RjziVCgzy2BNRVnbvzOzBkNxbIB9F\n", "CUmGldoHgywh8RTogVFJPBMnoklqhb5yrigwQqQCI3esKQA0VWS+pkRgyEuzOKJUc0jFL0oNq4nn\n", "wonBEALRpGTACggGxjUKRIjHbpGUaNEkl5X0N2HChAkTJqYaJoFRRJwZCktlFo0VzikrJ2hUiFIl\n", "QQ8ghcFPtYzA0FL/tL9rAk8e6pe279tQj6sWVVL7kG7pxSIwqFUlr7oHhogrmitwXWuVtK3XA0OP\n", "AsPrtEKsKAjFWcRZLu8SkkJr0HyUaaJOAkPWVzwySQg9kJ9zNQ8MktjgAfQTk+tAND+zSZLkEq8d\n", "rSaeZB/cvKwagHBev3zdIt2mqEbCJU2ZMnBg+hQYgVgSwbi2/pwJtZjyUoh8vI0oI8/R0hIYUeKZ\n", "57JbC+oDj90Ce+peiSQ4DBOT+VmtwFD1wCBLSNR/D0glpQglAsNhtUgkE8fT5XGk2iMbWSJiJWGa\n", "fG4kgv/a3yM9u+u9DnxyrTJpyzBMQYS5idkFoz+zjd4+wPhtND0wCoPR+9fo7dMCk8AoItoG0v4X\n", "U1U+AuT2wCDrZMWVQ70eGEOhOL799gVpe1OjVzF+sZ4YNA0ECycwkhwvKUQYADUyQqDO64DTmp5Y\n", "2i0MPr9lATVBkntgRHMpMFQIjDjLSa9ZGGGgbmGYDB+MkikwnPnLeocUyKZCBqVyE09VBYaMJCHL\n", "SIJ5KjCUVkK1lpCQuHX5PPz8U6szIgRnIi5doBzlNV0eGIGMEpKZPZElJ+IOK5NXilMLEcvTWeIS\n", "kghZQlJgJDbDMNTEW1TGOa1MwQknRgZJGJDPU62kglIJSYVKioiaD4ZWskSE12nDohSRxvGQYrQB\n", "4I+uaMp6XZtJJCZMmDBhwiiYvaOLEoD0vyh2fCoJcuVmIBjPkP5TBIaowJClkOSqf3rjzKg0Aakp\n", "s+PrN7QorkhTBEYRFBgjoQTEb1PlsWVExFoYhjJc3LGuDk0+JzVByqbAcCmZeKoQGJOyCZjo8F4p\n", "KyMhFRh6CIxiemDoVWAMhTJJrEKMPDNMPNU8MGTKjD6CgAuQ5ztLHKAcdQoTiUmNCgx5H8wvd874\n", "yTYALJ3nyVA9kDLwqQAtdZeXkMweDwy9CSQiWqrpKNVipTblg0gRPTAA5bjUSre9aNHaRkSdigJD\n", "a1lHhcuWcV+oxaCq+R0NafTbIEH6YIjY2OjF1S0+hb1zt8HE3IPRn9lGbx9g/DaaHhiFwej9a/T2\n", "aYFJYBQJLMfj+MDUG3gCQoa8ONBJyPLbAXkJiTDImlemzwODJCPuWVenWstc7BKSwSwRqiJ2rKuD\n", "3cpgbX0Z7ttYD4D2g5BP5kkCQ0wC0FJCojYBo1bDIglK0TKdKSTkhHFCZwyqUvwuWcKhF3IzVdUS\n", "kjh9rnsDZAkJqcDQPkmc57FLZT2jkSTiLKc7hWS2wWphsLmRVmFMNTFTISPUgnkSUkbEAp9LUr5d\n", "1qxcnpMLNR67pAYKxVkM60yDKiaiyXTfuOyF3x/KBMbM7vNcmEf8Pg2HhIWESIKViFibhclZQiMv\n", "I1FTYCgZebKy334tJSQA7YMBCOrCP96yICfZZCaRFAcdHR147rnn8MorryAeL07ZrQkTJkzMNZgE\n", "RpFwfiwiydar3DZFeWgx0UiVkdD11OOyCFUAmOcmS0iSOeufxsLpYyiZeomodNmkko5QnMVkgXGc\n", "Q1kSSETcuLQarzyyAd+7YzncqcF3VgVGjhQSNQUGeRyypKFYJSRG8sAA8ldgcDyfl4knAPSplZDo\n", "mPBaLQxdIhVKaC4hmQ11gGq4RBaHOJX+F4CshCSWzIggVsNM6AOrhcEP716BR29fij/bujCvYzAM\n", "g8UG8cEIy0pICu0DJeXAbPa/AITfEvGaZ3nht4CKAC+zw5KDFGiUGXkqeWDI/y4qLMcjSSRT6ssK\n", "p5Ui5bNhlUyB8XsrazSlLflctFmrCf0YHx9HX18f7rnnHtx5551wOLSRTkaD0Z/ZRm8fYPw2mh4Y\n", "hcHo/Wv09mmBSWAUCWT5yNoG75RLZ0kzS7mj/Xg0PYgSB5aVbhvEFk1Ek1SChxLISXm2gSjDMJR0\n", "tVAVxqDGXHt5OUuFTg8MbQoMZRNC8nyMRhIYJcie6VRgFCLpJc+zCL0kiIhIgoM8wERdgSHzwFAr\n", "IdE52a6TRanm44Ex27C5aXoVGHaZ2SCpTNLjaWJUlDms2NBYXpC5q1F8MKgUEkfhwwAlhZ7c+HQ2\n", "glQ9DIbiWSPAlSBf6FArIVHyn9Aa1yrHAp8TDSnlZLnTquhtpQSfGaVaMA4fPoyysjK88MILOH36\n", "dKmbY8KECRMzFiaBUSQc608beK6tn7ryERGtxIpJ5yg9EJ5Q8MCwyuSsqzZdnvX4pIoj10C0mGUk\n", "Qzpz7UVk98BIz66VTDw1lZAQA0hysH5xPCatgnkdVuq4uVC4B4a6K/ze8+P4gb8LFxXiGuMsR5Eu\n", "IgI6y1BEyAkjQFmBwfN8xt9JD5d8TTwBoNZL16Pn64Exm1DndVCxw3rKcvIFeR+KpJZogKuG2dwH\n", "csh9MEoFMjraZbMW7oGhMPGe7SUkgDyJJC7zv8hN4MgJDC0lJK+3D+NbuzvxFJEQprV8BBB8pP73\n", "La14cFMDvvt7yzSr3UwTz8IxODiI8fFxbN++HWfOnAHHzcw4WqM/s43ePsD4bTQ9MAqD0fvX6O3T\n", "AvMKLQJ4npclkEydgacIksA4N0ITGDT5kO7iao8do6nXRsMJ1VUbnucpBUa1J/tlUswkknxMyQB6\n", "lX0yzoLleGmlVClGVUsJiZoEnhyYd4yEpf9PZwIJkOk5IKIvEMO3dneC5YXSpu/dsZx634iCgaf8\n", "GHqgFL8qLxUBgATLS2SP9DeOx0jqWiQ9OPSUkAA02SVXYORrujgbcElTOS6OCxPl6TAn9blsGSQm\n", "aYA710FHqZZQgZGkTTwLhRJZMScUGGQC0iRduqaFVNCqwCCVfUOhBIY6x6nX63SQ/QCwqMqNRy7J\n", "XTZCQqmMxYR+XHvttQCApqYmjI6OoqamRnE/v98vTTJEube5nd/2odMXEGSt8PkEo9qJiQkA0Lw9\n", "GSmMbM63/eWtGwr63EJQaAlJIe+f6eUrpb7eZ8u2x5OO/VaCSWAUAX3BuLSi7bFbNNWTFgryMy6M\n", "R6kJO2XiSdStVnvsQIrs8H90FCtvu1Lx2OEEh0SqxsRps0g+E2oopgJjcJKuIdYKq4WB12GVVt4n\n", "4yx8LhtYLj1ptjBC7CqgLYVELQaSJIUuEKuouYgeOcgBSj4oc1hhYYSV7nCCQ5zl4LBa8MbZUalE\n", "qH0ojATLUWkuSv4XQP4EhlzxAtApByLkCSQiegMxgcCgFBg6S0iIyUL3RFTqc3uOyMtC+8DouG3l\n", "PLzaPgyW43FVjpSBYoA00xWRqxxotvcBCbKE5KLsuT2dkKeQFNoHSt4Ns90DA5Arv+KUebAWAp4k\n", "MCyMuuHwloU+LKpyUb83JFbVZR/oFQOU4s808cwLy5cvR0dHB5YuXYqxsTGsWbNGdV/yfpTfm6Xe\n", "nmnts3ir8a3XzwIYku2lbfvvbl6ccXw9UGov6UGg9n2O9AYL+txSohAFx0xXf2jt31JuG719AHDw\n", "4EFkw8y+SgwCsnxkdX3ZtAxIK1w21HjsGA4nkGB59EzEsLDKBZbj6YkgMeggFQKTSfU2kikl1RoG\n", "ofVeOta1EJAKDD2yWED4riKBEYwl4XPZMtQX4kqwXgKDnFCTpBDpJTLdCgwLw6DCaZNWw4JRFtUe\n", "BrvPjkr7JDke3RMxivAia6crXen351tCIo9QBZQ9MOQJJCL6AjFsbCyXKV70PZpIuXYHYY5YVoSE\n", "hZmMlio3fnnfGkSTHBrKp9ZYGFAu/Zlq89CZhAqXDdUeG0bDScRZHv3BGJp8rtxvLDLI+9Ntm5oU\n", "kjlBYJAKjFCCKoPTooqoctuwrsGLtv5JbFnoUzX99Dis+Mn2lRgIxjEUimNwMoGhUBwj4QSafS5c\n", "v6Sq8C+TA5RpdIFm3XMVGzduxPPPP4+2tjbU1tbCbp/9KiUTJkyYmArM/hHGNIA08JyO8hERi6vd\n", "UhRfx2gEC6tcCMaSUu2512GlVt5JGWpV4yLV447p8L8AZCUkBSgwIglWIg20RNDJIUx6hc8Xj0MR\n", "GMS50O2BoVJCQkIvgVGMVWcfQUBMRJPon4xR0aSAcG1QBAahclla48aBboHlz1uBoVBCElIgK5TK\n", "SgCgNxhHkkv7YzDQH31KTiS6xtMERq7jzIWVf7UI5KmAUulPLjJqLvQBiZYqN0bDwj3XORotEYFB\n", "eGDYLUXwwMi8xqbzuisV6BKSOEUC12rwwGAYBv982xKcG4lgeU12FYWFYTC/won5U5xwpoZCTKNN\n", "pLFjx45SN6FgGP2ZbfT2AcZv40xXQZQaRu9fo7dPC0wTzyLgPOEmL48om0q0EoZwopGnkoGnCFJN\n", "oeaDAABjGhNIRBSrhISMoKvREEEnB0kyiJPxKJvpfwEIg3YRagRGQKWEREud8nSBnDBOxJJ448xo\n", "xj5yk1dS5bJ0XnrQnO+qWkjhfcoKDGUCoy8QQ5C4br1Oq+6+J+XaCcJnY64mkJQKygSG2QckKB+M\n", "EiSRcDxPqc60xm9mg2+uKjAIkmIwFKcVhBp9KRxWC1bVTY9ysxCUO9NJZsEYm+FnZMKECRMmTEwX\n", "TAKjCCAVC3qMJwtF67z0qnpHapJK+1/ICAxign22Z0D1uGQJSZWGSXmV2wa7VRjaBGOs6kQ1FygH\n", "d52mZIByEklMZaCuxcRTTYHhsFkUUxX0KjCKkcNM1iUPh+J4p2M8Y58OGYFBemAsIa6hQDQJntc/\n", "KFVSYMRZXkoXEUEmkJDnsy8Yk5Xr6J/4VDitcFgzJwC5DDxnQxa2kaDkXeJ1ZO/PudYHpA9GKZJI\n", "5GV1VgtTcB+4bBbKDNSe8iSa7ajx2KVJ/Wg4KXlHeR1WXeTpTLgHrBZG1TjaxNyC0a9Xo7cPMH4b\n", "Z7qRZqlh9P41evu0wCQwCoQ8sWM6V53IsoDO1Eoe6Q4uN1bT6oGhlmKiBgvDUIRDvioMcmKtRX4r\n", "Bzl5EskHcrDusKW/s0tTCYn6pFpJHj3dHhgA3ce/Oz0qeYCQBEvnKD1JIqNqF/ic0rlgeeX401xQ\n", "8sAAMktGSId+kjjpC8RVfVu0gmEYRfJwLkyijAQlM0dTgUGDVmBMP4FBGXgWQX0hgiTMfe65kTxj\n", "t1oUfyO1RKjORJhlJCZMmDBhwggoKoHR2dmJ559/Hjt37kRXV1cxD21YkIkdLg2JHcXEAp9LStUY\n", "nExgMpakFRjyEhJigh23qNfR0oSMtoFYMcpI9nUFpP835VHnm0uBQZWQFKDAAJSJHb0lJMWoQSNX\n", "xI70pc1k71pdKykSRsIJabDJ8zxl4llb5qAIg3xW1SZVFDfyJBKS0FhQ4ZL6YzLOojcQS3+nPOM+\n", "lVJrPDkIjNlQB2gk5GPiOdf6YBFBYHRPRBFn9ZOGhUCeQAIUpw/I35u5UD4iQslsWmv5iIiZcg+Y\n", "UaomAONfr0ZvH2D8NpoeGIXB6P1r9PZpQVEJjPb2duzYsQP33nsv2trainlow4Iqt5jmQZvNwmAh\n", "MRjuGI1Sgwq5SoBs31gkmSHxF6FXgQHQRp5qMZ3ZMByK44OLE9J2Pq7qlAdGinxQq/XOZeJJmkpa\n", "mMyJsJIPRik8MJRWvAHgluXV1ERJ9MGYjLPSBMZls6DcaaUmnfmsqqkpMEJxdQVGmcOC+QTp1T4U\n", "lv5frvKdcsFUYJQeyjGq5kCIhNtula59jqdNZ6cDVAKJQilcviCfRVqJ79kAJeJUb4LWTAGlwDCj\n", "VE2YMGHCRIlQVAKDZVlwHAeWZfOqpZ+J0JvYUWxQZSSjEWpQIZ9k260WaQDCgyYqSJAKDK2TcpLA\n", "6M8jSnXXqREpPWXDfC8W5OHMr6zASF+HZApJLgUGqb7wOjJNJeXqFq/DSpEiWlCMGjSlFe9VdR40\n", "+VxolV0bAE0u1XkdYBhZXXMeRp6T8fR7yLOUqcBIb3scVspN/9RQOslHyUdBC5RWPXOlkMyGOkAj\n", "QcnEM1dJ0FzsA7KE6sRAKMuexUckSSowhL4pRh+QSSRzSoGh8NzRW0IyU+6BSrOExASMf70avX2A\n", "8dtoemAUBqP3r9HbpwVFJTDWrl2LRx99FN/97nexadOmrPuSJ8/v98/YbaXEjun8/FZKgRHBeDTd\n", "nkqF9szzEEkkqbbLj98/HqKOoaU9E72d0vbx8726vs+ed/146WivtL2EGc7rfJATpYv9QwCUS0j8\n", "fj/2v/+e9PcEy2PPu/Tx3nlvv7Rt4xIZnxcc6gMJNxLU69PV/0oKjMXMGPx+P0VuvX/yPAA6QlUc\n", "ZMcCY9LfAlFWd3sGx9OlKyThJZaMiPuT5q59XefRSCgwzg2nFRij/T15nQ+lVc8yh9VQz4vZvq1E\n", "qHW0H8/6/ra2NsO0f7q2PeFBafutY+en9fMPHE6rI912C/x+P6WYzPf4JGkxOdI/bd+n1NuTg92Q\n", "Y6y7U3V/pe1inP/p2CZ/Y0UCw0jtK8a2CRMmTJgwPhg+D6nE8PAwdu7cSf1t27ZtOHToEO666y5w\n", "HIdXX30Vd955p+L7d+/ejc2bN+fXYoPhpeND+NH7wgBm26oafOnq5mn9/I+6A/j6rnMAgJW1Htgs\n", "DI6lVvS+c/tSbGwsp/b/xq6zONAdBAD8wy2t2LLQR73O8Ty2/fSIFJH2ymc2aIrZO9Y/ib949QwA\n", "YEWtB/9+1wrN3+GDixP4X7/rACBMyH95/xo4rPq5tZODIfzpK6epNrx6chg/2Cv4sdy2Yh7+/JqF\n", "0v53/OyIRHC89PB6qkzk+MAk/vzXwvdZWevBD2Tf55UTQyAUi5wAACAASURBVPjhe+mB66bGcnz7\n", "9qW621woTg+F8cWXT0nbNguDZx5YiwqXDYd6g/jq62cBAMtrPPjh3Suodovn44fvdeGVE8MAgM9v\n", "acL2tXXUZ5wbCeNnB/qwbr4X966vz2jDvU+2SaVLq+o8ODkokBH/66bFuGZxpbTft98+j91nBbLk\n", "y9ctRCTBUedQxJ9ctQB3rK7VfS7Ie0HE165fhBuXVus+lon8Qd5XAPD4PavyUlTNZpweDuOLLwn3\n", "bY3Hjl/ev2baTC/3dIzhW2+eBwBsbanE3968uCjH7RyN4Eup5+8P7lxOEaizGW+fG8M/vXWe+tv3\n", "tv2/9u4+uI37vBP4d/FOACRAEnwR9WJQlmTakqXKSS37KsvuSZEV23EVp82bL8ncVZe7ca8zl97l\n", "2rvpNHGnc2nHnrv+laSdTNJcmklGdfyS2oqql5kqht3YtRUpMhnKsqjElii+v4jvIIG9P0AsfrtY\n", "vC6wuwC+nxnNEBABLPeHBbAPnpft2NUdtGaDquiFd8bwjZ/dAAB87M4I/tDkzzvVdP78eRw8eNDq\n", "zQBQX5+R7eDi8By+vP5ZqBxfOdSLp89cK/yLOp55ZBv2aD6HF8vK7TZyWysf28rtNrLWlK3Qa3L2\n", "12VFiEQieOqpp7Ku7+/vBwA4HA643Y1RA6uXgWEmcZTqtell1SQMbZkDoJ6UMSn070ibF+a7+92O\n", "ooIXgLqJZ6klJK8MTig/H97eVlbwAtD0wFjOnkKi/Vt8Lofy/ytrSVUAQ5xAolfDry3PETNbzKRN\n", "z9+3uUVJ4+9VTTtYQiIpZ5WQAOpvzfWaeH7rzWG8fWMOb3xwC/dvCWFzOHO/siyrelt0BDz4JVIB\n", "DO0UksW4UELiduYsudIrQyhGrgwMMleL14nxNXFkrjXHhp3d3taEJrcDS6tJTCyuYmQ+jg3NpTcu\n", "Loe6hKRySZi9bU344Wd3AWis405vYlapTTxrxY4OP47u7EDI50Jfh9/qzSEiogZV0RKS3t5ePP/8\n", "83j++eexdevWSt61bU0vWtsDo7XJrQROVtaSqmkOuo0mhW2c0glgTJcxgSR9v671iSizy2uqRnH5\n", "jM3H8aYwfeSRvkjRj6nVotMDQ+zwr+1Rka8PRr4JJEB2g9RyRqhWIm1VW0JycHsm2yDc5EbbemAl\n", "npAxfGtFPap2vfmcugdG9rql+2cAwAez6oaDKwkZq+sBL7dTUgXNFjVNPMWAht/jzHnCVskpJIWa\n", "eDJ1uPK0z0muQTanQ8LOroBy+Z2R+Ty/Xbqx+Tj+4MVB/NHL76peywD1cZkOYFRqDQIeZ0MFL4Ds\n", "YIVDAtp1XovyqZVjYGdXEE/dvwlP7u3Ghza1WL05ZBG7P1/tvn2A/beRPTCMsfv62n37ilHRr8b6\n", "+vrQ19dXybu0PaszMIDUN1/TN+ZU1zkk/W8+xR4FegGMKbEpaQlZBU6HhI6AGzfXsy/G51expbXw\n", "B1mxeefeniA2hsr/FlL84DwfTyCRlFWBCW0Aw5s3gFEgAyPPiFoz+VwObAp5cX12BRG/G/duVn+o\n", "3NrWhKnF1HPj2vQSxhfEHhjpDIzcY1RX1pKq58TEgvo5My8GejxO1RhhbRNP1RQStxNdzR44JEA7\n", "DKdQ08dcmtxONHudqrULlNkQlMonHi8BjxNOhzmlEbVmV1dQKee7dHMBH9nenvU7iaSMiYVVdAbd\n", "JZWYPHdpDFcmUoHHM1em8HGhLEx8rWsqsfEwZWv3u1WvY23+TDCfqJ7cXP8SJNkexcXhucI3EHQG\n", "ParG3Y3C6YDuvipmH5o9YpuoljC31yCrp5AAqZPU85oARrPXpXvi0FaghGR6sbwMDCBVRpIOYIzM\n", "r6hGvOpJJGWcfHdSufyogewLIBVECXqcmF8/UV6IJ9RNPJ3q/eHLM0pVPAnWO6HOLiEpfe0rMYdZ\n", "kiQ8/ZGtOHdtBg9EQ1nlN72tTcpJ0rWpZf0SkjxTSEY1I3G1AQxxPwW9LviFlHRtFo56CokDLoeE\n", "zqAnq+TISMlBZ9CDuZVMxkihb//rYRa23YSE40Uve0mrUddA7JHwzmh2BkZSlvE/T76HC8Pz+J27\n", "IviDf1N8vwFxssmI5hgWA4vpgGOjrkElOB0S2vxu5bWxs4zyEe5/qgVj83GhJ8N4Sbd95pFtpgUw\n", "7HQ8zS4n8vRUyL8Pv1Kh/kTlcLl4emiEnZ6Deuy+fcXg1y8GqTIwLOqD0NuWHSjQ638BqE+0tSej\n", "gDog01ZiRok4SlWcdpHLmx/cUrYh7HPh/ttCBW5RmKoPxsqa7hQSvcv5S0iy90PQ64QYDykngFEp\n", "m8M+/Lu93bitNbtpnthI772JRVXQKqJXQrKsDjqMzK2oLk8sqE+GxKyKoCYDY0E7RlX4Xf/67+mV\n", "kRRz0puL9uSh0dLZ7UB8PhlZy3rX1+GHez3IfH12RRU8BoBf3JzHheFUYOPk5cmiR5PH15IYEsq+\n", "JjWv8+oABj8CVIL4ulPqCFUiIiIqDT+9GCDLMmZskoGhpdf/AgC6hWabw7dWsj4Ul9sDA1AHMEY1\n", "J756TgjNOx/e0QZ3mc07ReLJ09xKIm8Ao9gMDL2TMIckqeqc9RpIFmJGDZr43Lhwcz6T5tzkUrI1\n", "8pWQaLMjJhbzZWA4C2RgqHtgAEBPi3q/uZ1S0Y1j9YgN9RxSduNWrXqoA7QbsYdJMdk0jboGHpcD\n", "dwiNEC9psjBOXZlSfl5JyMqkn0KuTi0pjZiB7Ey75bXMcehbDyQ26hpUith/p5wGntz/RJXD48k4\n", "9sAwxu7PQbtvXzEYwDBgPp5QGhiWMrGj0jaHfdBUR+TMwGhtyqT5L66q+xsA2pKYEjMwxEkk8/kn\n", "kYwvxPGv1zPNOz9qsHwkTQw2zK2sYXkt80Feuz7evAGM/E08AeCTu7vgdUr4yPY2pRzDbjaHvcpz\n", "Q/wbxYBLKE8JSVYAQ9sDI575/aDHqWRWAOqSkdVEEvFEai0cUqacR5tS2uJ1GRonKX4TGvQ4TRtN\n", "SRnMwCieqoxkJFP2sRhP4NVrM6rfHSvwmpo2OLaguqwNYKgyMNgDoyLETLdGGR9LRERkFRY5GSBO\n", "INFOpTCTx+nA5rAPv5rOTIgI+/S3R5IkbA77cHk8Nery+ox69Kq6JKbUDIzMyWihD9u/HFtQsgF2\n", "dwfRU6HayGavuhwifwZG5uRWW0IillLk+hb58bs68GhfpOwmhWbUoLmdDmwJ+3BtWj09RAy4+FwO\n", "uB0SVpMy4olU49N0sEcvgCHLshIYmNdkqjTlyMAQT5oCQmChp1kbwDB2witmYATZf8ESu4TpGju7\n", "gnl+M6WR1+Du7iB+eHEUgHoSyU+vzWQFVUfn4rijI4BCBtdf29MmF9XHrJgJlT5eG3kNKuHxuyIY\n", "W4ijyeXAQ7e3lnx77n+iyuHxZBx7YBhj9+eg3bevGHyGGiCe7JfaL6LSetuaVAGMUJ7t2RzyKgGM\n", "D2ZXsKenWfk/QxkYqhKS/AEMMfizKVy5xk7aDIz8AYzM7+brgZHvpLoWJiz0tjVlBzCElGdJktDi\n", "cynf1N5aXoNvfS1H59WlQMtrSSyuJpXeEvNxTRNPoefEYjyzTxdWs/tfAMAGTQlJS47Sp2J1CwER\n", "7ThPMse2iB/PPLINU0treKA3bPXm2NpdXQFlgsXVySUsxBMIeJw4dWUy63cLZbWlaTMwVhMy5lYS\n", "yrG1rNPEk4wJel34r/u3WL0ZREREDYH5owaIJ/tWZmAA2X0wcvXAAFIlJ2kfzKpPbI1MIYkEUuPk\n", "gNQ41vha7hFQ6uBP5fadWH8/t5LASiJfE8/cGRiFxqhWglk1aHopzdqeHbn6YGgzMIBU+U+amIER\n", "8Kh7YIjf9IoNPAOezO9om3gaLTm4o8OPeze3oMntwMd3dhb8/XqoA7SjPT3N+O3bW4saJ9nIaxDw\n", "OJXXbhlA/+g8bsyuqMpJ0goFhQFgdnlNmQQlEku/ltaym3g28hrYAfc/UeXweDKOPTCMsftz0O7b\n", "Vwx+RWmAuuGl1RkY6kkkuXpgAMCmkBDAmMkEMBJJdaO4fPehx+mQ0BHwKKM3xxbiqscSqYM/ldt3\n", "2T0wMh/Wi+2BkUjKqsyCWp9koTelRjutQ2+U6kI8oQrkpE0srCK6PvFkLq4tIcnsK7FsZEHIxhAz\n", "MPweJ0I+F2bXn3dGg0UOScJfPHw7Ekm5JrJjiO7uDuK9ydTUkHdGFvDLsUwJiN/tUHrJFNMD4/J4\n", "duADSJWRbG1PHbOcQkJERES1jJ9eDFCVW1g4RhPIzsBozZuBkfnW+/pspkTg1sqa0pei2etUplSU\n", "Qiwj0fv2Pq1a01tUPTBWEqoskKwSErd+AEM7GrRaJ8Jm1aDpTanRNh0VAxiz6/0/tCNU08Rvc+dX\n", "tE089Xtg6E0gSRMnkRgtIUkrds3qoQ6w1jX6GoiNPH9xcx6nhfKR39nZofxcTAnJ4Nii7vViI89l\n", "sQfGehldo6+B1bj/iSqHx5Nx7IFhjN2fg3bfvmIwgGGAnTIw2v1uVRlAvoBKT4tXKfUYnYsrJ+9i\n", "X4pygwriJJJ83xhOVWnf5e2BoQnIiJfFTA1V/wtfbWdfAKnnhrY0Q2x2CahLSNJ/f64AlDhKdT5P\n", "BsbiahLJ9TG9YgmJX/Otr1hGYrSJJ1GtEZueDowtYGw+dXy1eJ34nbsyAYzRuXjW2GutQSEDQxzt\n", "KR6z4nQgHzMwiEy1tLSEr33taxgeHrZ6U4iIahY/vRggZmBUso9DOSRJwu/t7oIEYN/mFmxozj3W\n", "0+N0IORKfYiVAQzfSn3TXomATLGNPKuVgSF+gz+3klAFJsSeF4C6pEQMdNwyof8FYF4NmiRJqiwM\n", "t1PK6pHSoprekh3AEHsZTObpgeF0SKpMl3TDQPGkSZuB8eDWVNd+hwTcu7mlhL/MuHqoA6x1jb4G\n", "rX43NoWyGxn/9u1tqrHXy2tJ3ZKuNFmWlebMAPBb0UwD1an1rKmkLOuW1TX6GliN+79xnDt3Dg8/\n", "/LDVm1HXeDwZxx4Yxtj9OWj37SsGAxgGTAnfalWyj0O5PrWnC89/fjf+/PBWZWReLhFP5kNsug+G\n", "kQkkaWIGRq6UZ1mWq5a9UtIUEnfhDAyjTSXtQmzk2RnwZD0/9EpIRoX12xHxKz+rS0iygz3qMpL1\n", "AEZcfwoJANx/Wwh/+4k+fPeTO3Fba3a5C1G9u7s7e9zs4R1tkCRJVe6Vr4xk+NaKEuBo8TqxqzuT\n", "2TGxmLqd9vWQfWKIzDM9PQ2/3w+fT783GBERFcf6s+4aNmOjDIy0YhtO7u7dgCvvjANIjVIFNGUd\n", "Zfb0EDMwcpWQLK4mEU+kUqG9TqmijeTEjImpxTWsPwwcErImIuhlCgDmTCABzK1BEwMY2vIRQF0q\n", "c0spIcn0wNjZFcDA+nhGMR19TtMvBEiNZkwHwxZXE2iHWz1GVec5GrUocFEPdYC1jmsA7OoO4CeX\n", "M70velt92LbedLMr6FFGZI/OxVXBRJHY/POOjgAi/sxrcboHhqqBp/D6xzWwFvd/Y4jFYnj00Ucx\n", "ODhY1O+mnxfpb0utvty8dU9Jf69odnYW6Gk2ZXvT16Uvz87Olr3dALMRymFkn9Xq/nY6gIvDc6nn\n", "W3sUF4fnAGSef6FQKO/l7Rs7sKHFa9rxnGaX1xftZb9f/7NOGgMYZUpWMYvADKpRqusZGDMVzsDI\n", "VUIi7rdwk7tgtkgpgsLJsTZVWvs4qhKSRK4ARn1kYNy3pQVBjxPz8YRSsiFSj5/NLiHZ1R3EP1wa\n", "A5DJwFhNJJVvdB1SZqKBfgZGZv8GWHdPpKLNwDi8o115vepWvabqN9YF1BNI+jr9iAg9MHQDGDwO\n", "iUw1OjqKH//4xxgbG0M0GkVPT0/O3xVPxrUBLqsup0/IypE+Wavm9uW6nHrs8ZK2V9SIDS2N/s1G\n", "bl+r+3t2OYGnz1wTrtE+5/JffuaREDa0eG1zvFt9+fz588in7E8wyWQSiUTuetx6N7+SUL7dD3ic\n", "8Lhq68Pg9PvvKj+nJ5GIJTHlZpR0BDxKg9DJxVWsCoEB5bHFzBV/ZV+onA5JFcRI05aPaK9T9cAQ\n", "RsnWQw8MINVn5Lufugvf+sSdeLQvkvX/6hKSNciyrApg9HX6lXWdXV5DPJFUNfAMepzKCZdYIpLO\n", "vMg3hcRK9VAHWOu4Bqksi3QfDI9Twr+9vVX1f2mj86tZt00bHBczMPyqIPTM0hoSSRnLa8IEEiGA\n", "wTWwFvd/Yzh27BiOHj2K/fv3Y9euXVZvTt3i8WRcrWZBUHHq4Rgp6+zs5MmTGBoawtGjR1UR5JGR\n", "EZw9exZOpxMPPvggNmzYULENtZtazr4AND0wZpfX+1JkXrDK7enhckhoa3JjYnEVMlLlBuKUCSA7\n", "A6PSmr1O1ck1oB/A8OUoIRkXmlTW01SMZq8rZ0BG3cQzgdnlNSWDxe92IOxzKesKpIJTa4nMRISg\n", "cPsmnVGq+XpgEDU6SZLwv347in/85QT2R8OqEr5OMQNjXj8DI55I4urkknK5ryMAtzN13M4sp8Zj\n", "Ty+tqieQuHgcEpltamoKsVisYAYGERHlVlbawJEjR/DQQw9lXf/mm2/iySefxKc//Wm88cYbRrfN\n", "1qYqcLJvpcMP/paSqbC0msTU4poqsGCkp4eYuiw2fEyrRKlKPnon6YUCGGIJyS9uzis/b89Rb14J\n", "dqp7FntgzK2sqRp4djenmn5q11U7QjVNzLBIl46oMjBslLpupzVoVFyDlG0RP770wBb8pmYST3cw\n", "EwDOVZZ3dXIJa8lUQLGnxatkVLVrjtklVSYUe2DYBfd/42hra8MXv/hFHD582OpNqVs8noyr1TIO\n", "Kk49HCMVPZMQG254PLnHeNaDmQqd7FtFkiRsDmc+GL8/u6yZQlL+39QhpDyP6zTyrESpSj56fSt8\n", "BUpI0hkYY/Nx3Fw/SfC6HLijo3oBDDsJeJxKicjiahIfzGS+6e1az6DJCmCsZDfwBHJkYOQZo0pE\n", "uan6Cs3HIcty1u8Mjgn9L4TXrHa/ug/GMjMwiIiIqMZVNIAhfrByu2vvpL4UU4vVzSKotlgshk2h\n", "TCPPX00tKb0fJAAhA39Th3CiO66TgVGJUpV8xH4OaR5ngQDGernEBaFJ1c6uVBp2tdipBs0hSarM\n", "lSuTmXr67vWAVLsw1WBiIY75eGYdxQCGWCKSDlwsCNkaARuVkNhpDRoV1yC/Fq9Tea1aXE1mlccB\n", "6v4XfZ2Z8anaAMbSmn4TT66Btbj/iSqHx5Nx7IFR3+rhGMl7djYxMYGvf/3rqn/vv/9+zt8Xm3oW\n", "miwh7rxYLFZzly9dyXSavTU2bPn2lLz9ly6pMjD+uf/XSIefmpwyfvb6a2Xf//zYdeXn8YV41v9f\n", "vTGq/Nza5K743zc/OQatxbmZrN9X98BIPXcvCuUjezYEK7I9tXJZ7Pfx1tUR5efF8euIxWKqwNQv\n", "rvxaNa1lfjrTTXn8Zmb9F1cTiMVimFnI1Oe/c+FtW/y9vGyPy5cuXbLV9tjt8muvvYYWR+bD5MlX\n", "38z6/QvvZ0awLg9fUf5fFcBYWNWdQhKLpd4P7PL3NuJl7n/7XCYiIvuTZL181CIMDAwgHA6rmhC9\n", "8MIL+PjHPw5ZlvHyyy/jYx/7mO5tz549i3vuuae8LbaJZ879GqevTAEAvrR/Mz6qM9nB7mK/msGf\n", "r4/8STd7A4Boqw9/+4k7y77fn16bxl+c/RUA4P4tITx9eKvq///wpcu4vP6N4f95bDt2aUYIGvXd\n", "t2/i+z8fUV23PxrCnx1Sb4csy/joty9gvXQcr/z7PfgP//BLpf/DX39sB+7qCqBR/NE/vot3RlOp\n", "6F6XQ5nM8vRHtuL+20I4+94U/uqffw0AeKA3jNvbmvB3b98EAHxqTxd+/zdTrwU/ujSGv3njBgDg\n", "6M4OPHX/Jjz+dxeVLJcXP7+bZSREJfjTf7qKNz+4BQD4s0O92B8NK/93a3kNv/v3qRNgt0PCC1/Y\n", "rWScnRicwF/HPgAAHN7eho0hL77z1voxu7sTv3/vRjP/DCLbOn/+PA4ePGj1ZgCw72fki8Nz+PKJ\n", "98q67TOPbMOenuYKb1FxjGw3AHzlUK9mPKb9b9uoj12r2w1Ye4zYUaHXZFc5d3rmzBkMDQ3B5/Mh\n", "Go3iwIEDAIB9+/bhBz/4AWRZxqFDh8rb4hqhmkLir81ymS1CCcnMcmX6XwCpUapp4kQP5bEq1Gsj\n", "F73JIXpNPCVJgs/lUMocfj29rAQvfC4HdjRI/4u0ZqH0Rhwr271egy9mYEwurKrGOzarSkjUPTBS\n", "4xtT9ycB8NmoiSdRLRCPtTFNX6HB8Uz/i63tTapyOTEDY2JxFW3CZZ+NSrmIiIiIilXWmcShQ4fw\n", "xS9+EZ///OeV4AUA9PT04DOf+Qw++9nPorOzs2IbaUfTVZ6kUW2xWAwbWjxK40aR0b+nUxXAUPfA\n", "SI1rre4I2mKnkADq5p5vrH/DCQC7ugNw6e2cCrJb2mqukbFdej0wFuOqJp6BHFNIFuJJ1QSSJrcD\n", "jgLlZWay2xo0Iq5BYWIAQzuJRJyadGenOmMsqweG2EyXPTBsg/ufqHJ4PBnHHhj1rR6OEX4VWib1\n", "SXhtZmC4nQ5saPZmXd9mMKMk3OSCc/0cdXZ5TfVt/uJqEvFEqmbD65RUjeQqRW8KSa4Ahnj9mx/M\n", "Kj//xobGS+MK6TQ/bfE6lYBERJOBcWsl8wbXnGcKSXqUKpCadkJEpREnkYxoMjDO38g0Ht6rST8V\n", "x6hOLa5ieS0TTGQGBhEREdUiBjDKkJRlVRlENSZpVFt6BvCmUHYAw2hWhNMhqT44TwhZGGLgJ9zk\n", "LtjstRx6GRi+HNNExAyMwbFMJ/89PZXty6HHbnOYW3T2W7cQ4PK6HEpwKCED12czo1aDXv0pJEur\n", "6gwMu/W+sNsaNCKuQWG5MjBml9dwdTLVINchAbs3qF+3Qj6Xkkk2t5JQvW81Ca99XANrcf8TVQ6P\n", "J+Ncrto7r6Hi1cMxwgBGGW4trymNH4Mep+6IzlqxOezLuq4SGSW5+mCIpTdt/uq8QLb4ysvASHez\n", "9bsd2NbeWP0vAHUPjLRu4ZtfAIgI2TnXZ5eVn4NC8EPMwFhcTWDRpiNUiWqFmIEh9sC4ODynvG71\n", "dQSyMpwckqR6nb1xKxN0rEb2GxEREVG1McRWhlrvfwGk6p/279+PzVXIwADUDR/VAQx1BkY1lNID\n", "Q+/6u7uDcFa5/wWQWQO7COkEfrICGAEPrk2nAhdJYX5R0KPfA2NxNYEFVQaGvU6a7LYGjYhrUFjY\n", "54LXKWElIWM+nsD8yhqCXhfODwvlIxv1y97a/W6Mzaded2/mCGBwDazF/U/1zulIBVzL1Rn0YENL\n", "9udVPTyejGMPDPMZOUZKOT6Ayh4jN2+tZDUXL1ap2y2qzbNvk8myrCp1qIf+F2mmZGDMZ/bXjAnB\n", "n6BOmUIxTTzT9myofvmIHemVkIip64C6D4ZIFcDQlpDEk7r/R0TFkSQJnUEPPlgv2xqdjyPodeHn\n", "efpfpImNPBNC0JE9MIjILLPLCcMjJss90SGqBUaOESuPj7H5uKHxyuVut72+DrWZ8YU4/v78TXzh\n", "+ABG5jLfXKkyMKpUBlFt6cibbgCjAn9TR1C/hGRqsfrBH6dDykql9rr0Myp0AxgmzWG22zcEhXpg\n", "AOqTIVEgRxPPxbgmA8NmJ012W4NGxDUojrqMZBU3b63g5no/DK/LgTs79cvexOlBInEKCdfAWtz/\n", "RJXD48k49sCob/VwjDCAkcf/ffV9/L/zIxiZi+Of3p1Srp824STcLCGfSzW1wyHpn8iWSl1CIjbx\n", "NKf8RjsStNgSkqDHia1tTVXbLjvT6x2iLSHp0MnACHicqpIbj9OhNA5MyMCssOZ2KyEhqhXdwUww\n", "cWRuBT8XUk13dwfhztGLqT2g/zrb5LJXMJGIiIioGDybyOPIHe3Kz/90eRKJ9aL/eumBkbY5lMnC\n", "CPtcFen/oMrAEGqj1CUk1Qv+aPtg6GVaAIBP08jOrP4XgP3mMOv1DtGWkLTrBDD0SnbEb3fFKTR2\n", "y8Cw2xo0Iq5BcTqbM8fe6HxcPT41R/8LAIjkyMDwaXpgkHW4/4kqh8eTceyBUd/q4RhhACOP+7eE\n", "EFqfzDCxuIp/vX4LQH31wACAzeHMN3utOUoEStXhz5WBIe676gV/mrUZGDm+ndReb8b4VLtyOiRV\n", "MKLd74ZHE/gRe5ukBb3ZQYkmIVAxsZgJYNltjCpRregSMjBuzsVVGRj35Cl7y1X2lSuoS0RERGRn\n", "/ASTh9vpwOHtbcrlnwxOAjBnFGi1ifVPYgZGpYIKoSYX3OuZDPPxBJbW+yCYlb2SFcAosoTEzAae\n", "dqxBaxFGqWqzLwD9k6FSMjACNhvdaMc1aDRcg+KI5VwXhucwt5J6TQ37XIi2ZfcyStM7Zr1OSZVp\n", "xjWwFvc/UeXweDKOPTDqWz0cI/Y6m7AhsYzkjQ9mMbmwqjoJr9YoUDPt6s6ctG9v128EVyqHJKkm\n", "VowvrEKWZdOyV8QTcSDPFBLhhLrF60Rvg/a/SBN7h2j7XwCpwJDHKWVdpyVmYEwKPWOYgUFUnk4h\n", "oLi0mpnss3djMxxS7rI3vbKvJpuVchEREREViwGMAjaHfbh7/QQ/KQOnrkyaVgZRTWL9011dAfyP\n", "B2/DFz60AZ/c01Wxx1CPUo1jcTWJ+PocP69TUk2rqLRie2CIPRl2bwjmPRGoNDvWoImBH70AhiRJ\n", "iGjKSLQTXwB1s04x4MceGKTFNShOa5MLbmf269M9efpfAKlsKO3rn/a1l2tgLe5/osrh8WQce2DU\n", "t3o4RhjAKMJHhSyMn1yexOyykIHhq80Ahtah7W14cm+37slouTqC6gyMGSHwE25yQ6pisKDYEpL7\n", "bwulej04JXzi7s6qbU+tELNmNoX009IjmpR0veafuQIVnEJCVB6HJOmWde0tMPZZ0mTDAdkBDCIi\n", "IqJaUR9n31X2QG8YX/+X65iPJzAyl2lI2Ox15hxdO5+j/gAAEflJREFUZ3dm1D+pMjAW4phaEpqF\n", "VjlzpdgARrvfje9+6i4AqfGfZrJjDdrRnR345egC2gNuHOgN6/6O9mRIrwdGrhMku2Vg2HENGg3X\n", "oHhdQQ+uz64olzeFvKrSklza/W7V7XyaEapcA2tx/zeO/v5+XL58GclkEvfddx82bdpk9SbVHR5P\n", "xrEHRn2rh2OEz9AieF0OHNzWhpcGxlXXt9VB/4tq6hB7YMyvqktvKjTtJJcWb3E9MADzAxd2Fm1t\n", "wt984s68v5MVwNDpgZErUFHJDB+iRqMNVhTKvkhr8zMDg8gOJicn8cQTTwAATpw4wQAGEVEZyv4U\n", "k0wmkUgkKrkttiaWkaSFa7T/BWBO/VNEk4ExY9IEEkBd1uCUAJfDvN4WxarVGjTtVAPdKSQ5AhV+\n", "m5041eoa1BOuQfG0fWn2Fuh/kaYt+2IPDHvh/m8cBw4csHoT6h6PJ+PYA6O+1cMxUtZZ5MmTJzE0\n", "NISjR4+ip6dHub6eU+O2tjfhjg4/Lo8vKtdpv9UitU6hB8bEwiqmFs2ZQAKoS0jyZV9Q6To0TTz1\n", "MjByfcPL6QdE5RN7YDik4sc+ayeR8Dgkstbp06dx7733lny76zPLqj5spQg3ubAxR28rIqJaUlYA\n", "48iRIxgYGMi6vt5T4x65o10VwKjlDAwremBMm5iBEQm44XU5sLKW1J2mYQe1WoOmPRkqtomnz+WA\n", "02aZMLW6BvWEa1C8LeHMyccdHX7dY09PoQwMroG1uP8by7lz57B9+3ZEIpGcvxOLxZTnRfrb0v37\n", "92NgbAHP/vT9sh73Tw9GsTHkU92f9v7zXW7euqesxwWMf6M/OzsLrJfMFdre9HXpy7Ozs4Yem9kI\n", "pTOyz7i/S1fK8aHNvij39aBSx1eu+/f7/XlvV9GzyHpPjXvo9lZ8840bWFpNAmAPjEKavU54nRJW\n", "EjIWV5MYvpVpIlftDIwmtxP//cAWnBuaxhO7OF2kkjrKbOLJ/hdExmyL+PF7d3eif3QB//m+jUXf\n", "Tlv21cSsNCJLvPrqq+jq6kI0Gs37e+LJeKUDXNr7K/byxeG5sh/TaFPIUCiUtT3FXk7dVt3DrhSN\n", "2NDS6N9s5PaNuL+NMnJ8GL1s9PjKdf/nz5/Pe7uqfIopNzXO7prcThy8vU25fFtr7abimVH/JEkS\n", "OoSU5ysTmeyVamdgAMCDW1vxZ4e2Yld3cWnWZqvVGrTWJjfERArdHhg6GRh2638B1O4a1BOuQWn+\n", "476N+OvHd6CvM1D0bdo0QUef5vjkGliL+78xjI2N4bXXXsPg4CBefPFFfO9737N6k+oSjyfjmAVR\n", "3+rhGMl7FjkxMYHjx4+rrnvsscewZcuWnLcpJjUOyJ0eZ/fLx+7twfjoTTQ5ZfzmphbLt6fcy5cu\n", "XTLl8ToCmfF9i+uZKwBwdeAidnX/lm32hxWX0+yyPcVe/pfXX0PU78XQggu3tfrwzttvQJLUv/+r\n", "BQeAJtXfmW7safX287K9Ll+6dMlW21OPl9eSAJAJeNz84FfA3m7l/816P+Bla9+PeTn35ULpypXQ\n", "2dmJP/mTP6n64xAR1TtJlmW5nBsODAwgHA6rmni++uqr6OjoQF9fX97bnj17Fvfcc085D0s15tlz\n", "v8apK1NZ17/4+d05J1WQ/S3EE3j7+i3s3hBEWKcc6N2JRfyXFy+rrtvb04y/emSbWZtIRILf/d4v\n", "cGslNTnsSw9s0Z2sRdSozp8/j4MHD1q9GQDyf0Y+9e6koR4YB3pby96ui8Nz+PKJ98q67VcO9eLp\n", "M9fKfuxnHtmGPUWOjdYyst2AsW236raN+ti1ut1Gb2/k+DDKyPGVb7sLvSa7ynnAM2fOYGhoCD6f\n", "D9FoFAcOHMDo6Chee+019PX1YXBwEHNzc/jc5z5Xzt1THRFLSNK8TinnlAqqDQGPEwe25v4gpFcu\n", "EvBwzYmsEgm4lQAGe2AQERFRrSorgHHo0KGs67q6upgaV0NisUwJTzVFAtnfzoeb3JAke02jsIJZ\n", "a2AF/R4Y9su4qec1qBVcA3N0NXsxNLUMIHuCFtfAWtz/RJXD48k49sCob/VwjJQVwCAqlnZiBWBO\n", "A0+yll6GDUuGiKzz6T1duDG7gttafbjbpo2NiYiIiArhmWSDMivy1hHILiFp9XP8LGDeGljB53LA\n", "IQFJocOOHaeQ1PMa1AqugTnu7AzgW797p+7/cQ2sxf1PVDk8nozjKNP6Vg/HiP3OKKiudOr0wGAG\n", "Rv2TJAk+TZ09MzCIiIiIiMgIBjAalHaUZ7UEPM6sb95bdaZWNCKz1sAq2oCFXXtgkLW4BtbjGliL\n", "+5+ocng8GcceGPWtHo4RBjCo6rRlJMzAaAzagAWnkBARERERkRE8o2hQZtY/dQTVGRfMwEiphxq0\n", "fLSNPO2YgVHva1ALuAbW4xpYi/ufqHJ4PBnHHhj1rR6OET5DqeoifmZgNCJt6RB7YBAREVnn5q0V\n", "jM3Hy7ptPJGs8NYUz+kALg7PlXVbK7ebyAxGjo+gx4n5eKLsx7bq+OKZZIMycwZwdgYGn3ZAfcxh\n", "zqfJre2BYb+Er3pfg1rANbAe18Ba3P9klrH5OL584r2ybvuVQ70V3prizS4n8PSZa2Xd1srtrlXs\n", "gVFbjB4f5d42fXsr2O+MguqOtgdGmCUkDSGriSczMIiIiIiIyAAGMBqUqT0wApmAhdcp2fKbeCvU\n", "+zdu2nUOsAcG6eAaWI9rYC3ufyKyE/bAILvjmSRVXXezV/k5EvBAkiQLt4bMoi0h0Tb1JCIiIiIi\n", "KgXPKBqUmTOAN4a8eHhHGwIeJz79G12mPa7d1cMc5nzEDAyPU4Lbab+Xm3pfg1rANbAe18Ba3P9E\n", "ZCfsgUF2xxwhMsV/O3AbvvSADAezLxqGODbVjiNUiYiIiIiottjvK1EyhRU1twxeqNV73bNYMhKw\n", "aQPPel+DWsA1sB7XwFrc/0RkJ+yBQXbHAAYRVYUqA8PDlxoiIiIiIjKm7LOKZDKJRCJRyW0hE7Hm\n", "1nr1vgahpkwEP+SzZzS/3tegFnANrMc1sBb3PxHZCXtgkN2VFcA4efIkvvnNb2J0dDTr/5aWlvC1\n", "r30Nw8PDhjeOiGrXXZ0BfHhTM0I+Fz6+s9PqzSEiIrLMyMgIvv/97+OHP/whbt68afXmEBHVrLK+\n", "Fj1y5AgGBgZ0/+/cuXN4+OGHDW0UVR9rbq1X72vgdEj430e2ISnbt3lrva9BLeAaWI9rYC3u/8bw\n", "5ptv4sknnwQAvPjiizh69KjFW0Skjz0wyO4qWpg+PT0Nv98Pn89Xybslohpm1+AFERGRWfx+v/Kz\n", "x+OxcEuIiGpbRUNssVgMjz76KAYHByt5t1QFsViM3/pYjGtgPa6B9bgG1uMaWIv7vzHIsqz87Ha7\n", "y7qP7RE//tO+jWXddnPIh1vL7G1AhbEHBtmdJIuvqBoTExM4fvy46rrHHnsMW7ZswcDAAMLhMHp6\n", "epT/+9a3voVIJIKxsTFEo1EcPnxY937ffvttzMzMVOhPICIiIiIqTzgcxoc+9KGqPsbJkydx5MgR\n", "AMCZM2dw6NAh3d/jZ2QianSFXpPzZmBEIhE89dRTRT/YsWPHAEAJbuRS7TcJIiIiIiK7WFpaApDK\n", "xEj/rIefkYmI8iurhOTMmTMYGhqCz+dDNBrFgQMHlP+bmppCLBZDNBpVZWcQERERETWiffv24Qc/\n", "+AFkWc6ZfUFERIXlLSEhIiIiIiIiIrKDik4hISIiIiIiIiKqBgYwiIiIiIiIiMj2GMAgIiKqc8lk\n", "EolEwurNaGhcA2vVwv63+zZy+4jIDpxf/epXv2rmA46MjOCll17CwMAA2tvb0dzcbObDN6z+/n7E\n", "YjH09/ejpaUFLS0tXAuTLS0t4dlnn8Xtt9+u7GuugbmGhoZw5swZXL16Fb29vRgfH+f+N9G1a9dw\n", "9uxZvPPOO2hpaUEoFOIxYIKTJ0/i9OnT2Lx5c8HXHq5Hdeitgd77MsA1qAa9/Q/Y63051zbm2k6z\n", "5dq+XM9ju2yfXY8nvfdDu9F+ZnI6nVZvkoodjotc7HJcaNn1eBAVte9kk7300kvKzy+88ILZD9+w\n", "zp07p/z8yiuvyLLMtTDbT37yE/ntt9+Wb9y4oVzHNTDP9PS0HIvFVNdx/5vrxIkTys98HTJXf39/\n", "Ua89XI/q0a6B3vuyLHMNqkW7/2XZfu/Letsoy/rbaQW97cv1PLaC3vbZ9XjSez+0E73PTHZjl+NC\n", "j52OC5FdjwdRMfvO9BISv9+v/OzxeMx++IYljrpN41qYZ3p6Gn6/Hz6fT3U918A8Fy5cQCAQwPPP\n", "P493330XAPe/2RKJhJLiK68PwOIaWCPXfud6mEfvfRngGpilVt6Xc22nXeR6HtuF3dYzTe/90E70\n", "PjPZCY+L8tj1eBAVs+9MD2CIB6nb7Tb74Rve6dOnce+99wLgWpgpFoth//79WddzDcwzNjaGmZkZ\n", "PPHEE7hy5QqSyST3v8l27dqFZ555Bs8++yz27t0LgMeAVXLtd66H+cT3ZYBrYJZaeV/OtZ12o30e\n", "24Xd1jNN7/3QTvQ+M9kJj4vy2PV40JNv37lM3hZVcx1Jksx++IZ27tw5bN++HZFIBADXwkyjo6P4\n", "8Y9/jLGxMUSjUfT09ADgGpgtHdXduHEjpqamuP9NdvHiRfzxH/8xkskkXn75ZTz++ONcA4vk2u9c\n", "D3Np35cBroFZrHpfnpiYwPHjx1XXPfbYY9iyZUtJ21ktpW4foP88rpZSt8/q4ynX9uq9H1oh1/YB\n", "2Z+ZzFjfYrfP7OOi1O3bsmWLqcdFsaw+HopVaN+ZHsBYWloCkIoApX+m6nv11VfR1dWFaDSqXMe1\n", "MM+xY8cAAAMDAwiHw8r1XAPz7NixA0NDQ9i2bRump6exc+dO7n+TpdMVHQ6HEvnnGlgj137nephH\n", "730Z4BqYxar35Ugkgqeeeqro38+1ndVS6vbleh5XS6nbZ/XxlGt7+/v7AajfD62Qa/umpqayPjNZ\n", "Idf2mX1c5JJr+8w+Lopl9fFQjGL2nSSbXHg1PDyMc+fOQZZlHDp0CJ2dnWY+fEMaGxvDt7/9bfT1\n", "9QEA5ubm8LnPfY5rYbKpqSk899xziEajOHz4MAAeD2Z77rnn4HQ60dHRgf3793P/m2xwcBADAwMA\n", "gJ07d+KOO+7gGpjgzJkzGBoags/nQzQaxYEDB3Lud65HdWjXoK+vT/d9GeAaVIPeMQDY63051zbm\n", "2k6z6W3f6OgovvOd7+g+j+2wfYB9jye990O70X5mshs7HBd67HRcaNn1eEjLdc6qZXoAg4iIiIiI\n", "iIioVKY38SQiIiIiIiIiKhUDGERERERERERkewxgEBEREREREZHtMYBBRERERERERLbHAAYRERER\n", "ERER2R4DGERERERERERkewxgEBFZ7K233sI3vvGNit/v1NQUXn/99YrfLxERERGRFRjAICKy2Ic/\n", "/GFEIpGK3+/a2hri8XjF75eIiIiIyAouqzeAiIiAZDKJl156CYlEAslkEpFIBA899BCmpqZw6tQp\n", "NDU1IZFIoKenB/fdd59ymx/96EdwuVyQZRnBYBCHDx8GAIyNjeH06dMYHR3FzMwMAOD+++9HV1eX\n", "ZX8jEREREZERkizLstUbQUTU6P7yL/8Sx44dUzIx3njjDYRCIfzsZz/Dk08+CbfbDQB4/fXX0dPT\n", "g2g0mnUfx48fxyc/+Unl8vj4OPr7+/HQQw+Z8ScQEREREVUVMzCIiGxg48aNqjKSvXv34tSpUxgZ\n", "GcErr7yiXJ9MJuFyuRCNRrGysoJTp04hkUjA4XDg6tWrVmw6EREREZEpGMAgIrKBGzduYGJiQgli\n", "XLhwATt27EA8Hsejjz6qZGAAqd4WAHDixAkcPHgQLS0tAICFhQXVfTqdTiQSCZP+AiIiIiKi6mIJ\n", "CRGRxd566y3EYjH09PTA5/NhdXUVHR0dOHDgABYWFnD69Gk4HKmeywsLC9i3bx+2bt2K/v5+DAwM\n", "wO12Y21tDVeuXMHevXtx5MgR5b7TPTIcDgdWV1fx+OOPw+Vi7JqIiIiIag8DGERERERERERkexyj\n", "SkRERERERES2xwAGEREREREREdkeAxhEREREREREZHsMYBARERERERGR7TGAQURERERERES2xwAG\n", "EREREREREdkeAxhEREREREREZHv/H4NTdi4NHB91AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAA3EAAAGoCAYAAADo2myCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3c9rXNfdP/DPSJYeo7SueBq32GnApkkJShZpA1EXwl5U\n", "0KcLB9u0kGCya/oflHSZXRfJ3n9ACQp9jO0Y1wm1RTGZRMQ0xiGycROqLEprRVDb0IXhAWm+i3wt\n", "pCQzoxnNj3s+83qt5so34/POOffj+5Hu0dQajUYjAAAAKMLYsAcAAADAzmniAAAACqKJAwAAKIgm\n", "DgAAoCCaOAAAgIK0beI2NjZifX19EGMBACieeyeg3/a0+sN33303VlZW4vjx43Hw4MGWb7S6uhqL\n", "i4sxPj4eR48ejQMHDvR0oAAAVefeCRiEWrvPibt161ZMT0+3LUQXLlyIF154ISIizp8/H8ePH+/d\n", "KAEACuHeCei3nu2Jm5qa2nw9OTnZq7cFAEjJvRPQrZ41cVt/oDcxMdGrtwUASMm9E9CtlnviOrF1\n", "A2+tVmt57p///OcYHx/v1V8NANDU9PR0PPfcc8Mexte4d4LRtpva1FUTt7y8HGNjYzEzM7P5tQcP\n", "HkTEl99Vevi6mfHx8fjJT37SzV8NANCR69evD3sI7p2Ar9lNbWrZxF25ciVWVlZi7969cejQoThy\n", "5EhERCwtLUWtVttWiGZnZ2NhYSEajUbMz893PSAAgFK5dwIGoe1vp+yHxcVF300qTL1ej7m5uWEP\n", "gx0yX2UxX+UxZ2W5fv16/OxnPxv2MHYlw71TlusmQw4ZqmE3talnv9gEAACA/vOTOAAgNT+JA6rI\n", "T+IAAABGhCaOHanX68MeAh0wX2UxX+UxZ9C5LNdNhhwylE8TBwAAUBB74gCA1OyJA6rInjgAAIAR\n", "oYljR0b9uePSmK+ymK/ymDPoXJbrJkMOGcqniQMAACiIPXEAQGr2xAFVZE8cAADAiNDEsSOj/txx\n", "acxXWcxXecwZdC7LdZMhhwzl08QBAAAUxJ44ACA1e+KAKrInDgAAYERo4tiRUX/uuDTmqyzmqzzm\n", "DDqX5brJkEOG8mniAAAACmJPHACQmj1xQBXZEwcAADAiNHHsyKg/d1wa81UW81Uecwady3LdZMgh\n", "Q/k0cQAAAAWxJw4ASM2eOKCK7IkDAAAYES2buNXV1XjzzTfjrbfeijt37rR8o88//zzOnDkTf/zj\n", "H+Mf//hHTwfJ8I36c8elMV9lMV/lMWc0496puSzXTYYcMpRvT6s/vHbtWpw6dSoiIs6fPx/Hjx9v\n", "eu7t27fjl7/8ZUREXLp0KR5//PEeDhMAoPrcOwGD0LKJm5qa2nw9OTnZ8o3W19djY2MjGo1GDGGb\n", "HX02Nzc37CHQAfNVFvNVHnNGM+6dmsty3WTIIUP5WjZxWwvKxMREyzd65pln4vXXX4+IiJdffrkH\n", "QwMAKIt7J2AQWu6JW19f33xdq9VavtHHH38cr776avz2t7+Nv/71r23/4q3PsdbrdccVPz59+nSl\n", "xuPYfGU6Nl/lHT/8WlXG43hnx4Pg3qn5cZZa99U6MOzxdHN8+vTpSo1nlNdTt1p+xMC5c+fixIkT\n", "0Wg04uLFi3Hs2LGIiFheXo6xsbGYmZnZPPedd96JX/ziF197/U38mtzy1Ov1kf+xdUnMV1nMV3nM\n", "WVkG+RED7p2ay3LdZMghQzXspjbtafWHs7OzsbCwEI1GI+bn5ze/vrS0FLVabVshOnz4cJw9ezYi\n", "Ip5++umuBkN1lX6RjBrzVRbzVR5zRjPunZrLct1kyCFD+XzYNwCQmg/7BqrIh33Td7t9bpfBMl9l\n", "MV/lMWfQuSzXTYYcMpRPEwcAAFAQj1MCAKl5nBKoIo9TAgAAjAhNHDsy6s8dl8Z8lcV8lcecQeey\n", "XDcZcshQPk0cAABAQeyJAwBSsycOqCJ74gAAAEaEJo4dGfXnjktjvspivspjzqBzWa6bDDlkKJ8m\n", "DgAAoCD2xAEAqdkTB1SRPXEAAAAjQhPHjoz6c8elMV9lMV/lMWfQuSzXTYYcMpRPEwcAAFAQe+IA\n", "gNTsiQOqyJ44AACAEaGJY0dG/bnj0pivspiv8pgz6FyW6yZDDhnKp4kDAAAoiD1xAEBq9sQBVWRP\n", "HAAAwIjQxLEjo/7ccWnMV1nMV3nMGXQuy3WTIYcM5dPEAQAAFMSeOAAgNXvigCqyJw4AAGBEtGzi\n", "VldX480334y33nor7ty50/bNVlZW4n//93/jwoUL8X//9389GyTDN+rPHZfGfJXFfJXHnNGMe6fm\n", "slw3GXLIUL49rf7w2rVrcerUqYiIOH/+fBw/frzpuffv3487d+7Er371q96OEACgEO6dgEFo+ZO4\n", "qampzdeTk5Mt3+jGjRvxyCOPxNmzZ+PTTz/tzeiojLm5uWEPgQ6Yr7KYr/KYM5px79RclusmQw4Z\n", "yteyidv6O08mJiZavtHa2lrcv38/Tp48GZ999llsbGz0ZoQAAIVw7wQMQssmbn19ffN1rVZr+2ZH\n", "jhyJiIjHHnss7t692/Lcrc+x1ut1xxU/Pn36dKXG49h8ZTo2X+UdP/xaVcbjeGfHg+Deqflxllr3\n", "1Tow7PF0c3z69OlKjWeU11O3Wn7EwLlz5+LEiRPRaDTi4sWLcezYsYiIWF5ejrGxsZiZmdk898aN\n", "G/Gtb30rnnjiifjLX/4Sc3NzTb8D5dfklqder4/8j61LYr7KYr7KY87KMsiPGHDv1FyW6yZDDhmq\n", "YTe1aU+rP5ydnY2FhYVoNBoxPz+/+fWlpaWo1WrbCtGzzz4bZ86ciU8++ST279/f9hECylL6RTJq\n", "zFdZzFd5zBnNuHdqLst1kyGHDOXzYd8AQGo+7BuoIh/2Td/t9rldBst8lcV8lcecQeeyXDcZcshQ\n", "Pk0cAABAQTxOCQCk5nFKoIo8TgkAADAiNHHsyKg/d1wa81UW81Uecwady3LdZMghQ/k0cQAAAAWx\n", "Jw4ASM2eOKCK7IkDAAAYEZo4dmTUnzsujfkqi/kqjzmDzmW5bjLkkKF8mjgAAICC2BMHAKRmTxxQ\n", "RfbEAQAAjAhNHDsy6s8dl8Z8lcV8lcecQeeyXDcZcshQPk0cAABAQeyJAwBSsycOqCJ74gAAAEaE\n", "Jo4dGfXnjktjvspivspjzqBzWa6bDDlkKJ8mDgAAoCD2xAEAqdkTB1SRPXEAAAAjQhPHjoz6c8el\n", "MV9lMV/lMWfQuSzXTYYcMpRPEwcAAFAQe+IAgNTsiQOqqK974lZXV+PNN9+Mt956K+7cudP2DR88\n", "eBC///3v41//+ldXAwIAKJX7JmAQ2jZx165di1OnTsWLL74YH374Yds3vHr1avz85z/vyeCojlF/\n", "7rg05qss5qs85oxm3Dc1l+W6yZBDhvK1beKmpqY2X09OTrY89969ezE1NRV79+7d/cgAAArjvgkY\n", "hLZN3NYtcxMTEy3PrdfrMTc3t/tRUTnmtSzmqyzmqzzmjGbcNzWXJWuGHDKUb0+7E9bX1zdf12q1\n", "lud+8cUXceHChVhbW4tDhw7FwYMHm567tXA9/HGoY8eOHTt27Nhxr4+3/nSs3/p13xTxZZ5h/790\n", "7NhxNWpT299Oee7cuThx4kQ0Go24ePFiHDt2LCIilpeXY2xsLGZmZr7239y6dSump6ebFiO/Yak8\n", "W//hoPrMV1nMV3nMWVkG+dsp+3HfFJHj3inLdZMhhwzVsJvatKfdCbOzs7GwsBCNRiPm5+c3v760\n", "tBS1Wu1rxeju3btRr9d39B0lAIBM3DcBg+Bz4gCA1HxOHFBFff2cOAAAAKpDE8eOPNyASRnMV1nM\n", "V3nMGXQuy3WTIYcM5dPEAQAAFMSeOAAgNXvigCqyJw4AAGBEaOLYkVF/7rg05qss5qs85gw6l+W6\n", "yZBDhvJp4gAAAApiTxwAkJo9cUAV2RMHAAAwIjRx7MioP3dcGvNVFvNVHnMGncty3WTIIUP5NHEA\n", "AAAFsScOAEjNnjigiuyJAwAAGBGaOHZk1J87Lo35Kov5Ko85g85luW4y5JChfJo4AACAgtgTBwCk\n", "Zk8cUEX2xAEAAIwITRw7MurPHZfGfJXFfJXHnEHnslw3GXLIUD5NHAAAQEHsiQMAUrMnDqgie+IA\n", "AABGhCaOHRn1545LY77KYr7KY86gc1mumww5ZCifJg4AAKAgbffEra6uxuLiYoyPj8fRo0fjwIED\n", "Tc+9efNm/O1vf4uNjY346U9/Gj/4wQ++8TzPdQMAgzLIPXH9uG+KcO8EGe2mNu1pd8K1a9fi1KlT\n", "ERFx/vz5OH78eNNz//3vf8fJkycjIuLSpUstixEAQDbum4BBaPs45dTU1ObrycnJluceOXJk9yOi\n", "kkb9uePSmK+ymK/ymDOacd/UXJbrJkMOGcrXtonb+rTlxMTEjt708uXL8fzzz3c/KgCAArlvAgah\n", "bRO3vr6++bpWq7V9w6tXr8aTTz4Zjz76aMvztnbP9XrdccWPt6rCeBybr0zHW1VhPI7bH8/NzVVq\n", "PI53djwI/bpviohK/b/s5virWYY9nm6P5+bmKjWebo4ffq0q4xnl9dSttr/Y5Ny5c3HixIloNBpx\n", "8eLFOHbsWERELC8vx9jYWMzMzGye+95778X+/fvjqaeeavmX2pwLAAzKIH+xST/umyLcO0FGff2w\n", "79nZ2VhYWIiFhYWYnZ3d/PrS0lJ88MEHm8dra2vx/vvvx+3bt+P8+fPxhz/8oasBUU2D/k4mu2O+\n", "ymK+ymPOaMZ9U3NZrpsMOWQo3552Jxw8eDBeeumlr339lVde2Xb8ve99L373u9/1bmQAAIVx3wQM\n", "QtvHKfvBIwEAwKAM8nHKfnHvBPn09XFKAAAAqkMTx46M+nPHpTFfZTFf5TFn0Lks102GHDKUTxMH\n", "AABQEHviAIDU7IkDqsieOAAAgBGhiWNHRv2549KYr7KYr/KYM+hclusmQw4ZyqeJAwAAKIg9cQBA\n", "avbEAVVkTxwAAMCI0MSxI6P+3HFpzFdZzFd5zBl0Lst1kyGHDOXTxAEAABTEnjgAIDV74oAqsicO\n", "AABgRGji2JFRf+64NOarLOarPOYMOpflusmQQ4byaeIAAAAKYk8cAJCaPXFAFdkTBwAAMCI0cezI\n", "qD93XBrzVRbzVR5zBp3Lct1kyCFD+TRxAAAABbEnDgBIzZ44oIrsiQMAABgRmjh2ZNSfOy6N+SqL\n", "+SqPOYPOZbluMuSQoXx7Wv3h6upqLC4uxvj4eBw9ejQOHDjQk3MBADJy7wQMQsufxF27di1OnToV\n", "L774Ynz44Yct36iTcynP3NzcsIdAB8xXWcxXecwZzbh3ai7LdZMhhwzla9nETU1Nbb6enJxs+Uad\n", "nAsAkJF7J2AQWjZxW39x5cTERMs36uRcyjPqzx2XxnyVxXyVx5zRjHun5rJcNxlyyFC+lnvi1tfX\n", "N1/XarWWb9TJudPT03H9+vWdjI+KmJqaMmcFMV9lMV/lMWdlmZ6eHtjf5d6puSzXTYYcMlTDbmpT\n", "yybuwYMHEfHld4oevo6IWF5ejrGxsZiZmWl77jd57rnnuh4wAEBVuXcCBqFlEzc7OxsLCwvRaDRi\n", "fn5+8+tLS0tRq9W2FaJm5wIAjAr3TsAg1BpbH8gGAACg0nzYNwAAQEE0cQAAAAXRxAEAxdvY2Nj2\n", "2x4BqqBftWn8tddee63Xb7q6uhpvv/123Lp1K7773e/Gt7/97Z6cS/90Mg83b96Mer0eN2/ejH37\n", "9sW+ffsGOFIiOr9uHjx4EG+88Ub88Ic/dI0NQafztbKyEleuXIm///3vcfjw4RgfHx/QSHmokzn7\n", "/PPPY3FxMZaXl2Pfvn3xne98Z4AjJSLi3XffjcuXL8fjjz/e9vqq6n1HhnunLPcSGf6NzfDvToY6\n", "3Nfa1OiDt99+e/P1uXPnenYu/dPJPFy9enXz9Z/+9Ke+jYnmOr1u3nnnncZHH33U+Oc//9nPYdFE\n", "J/N17969Rr1e7/eQaKOTObt06dLmazVxeG7evLmjGlfV+44M905Z7iUy/Bub4d+dLHW4X7WpL49T\n", "Tk1Nbb6enJzs2bn0TyfzcOTIkX4PhzY6ma979+7F1NRU7N27t9/DoolO5uvGjRvxyCOPxNmzZ+PT\n", "Tz/t99BoopM5W19f33xcpuEXPldeVe87Mtw7ZbmXyPBvbIZ/d0atDnd6Xfelidv6P29iYqJn59I/\n", "3czD5cuX4/nnn+/XkGihk/mq1+sxNzfX7yHRQifztba2Fvfv34+TJ0/GZ599FhsbG/0eHt+gkzl7\n", "5pln4vXXX4833ngjfvzjH/d7aOxSVe87Mtw7ZbmXyPBvbIZ/d0atDnd6/bT8sO9ubd28V6vVenYu\n", "/dPpPFy9ejWefPLJePTRR/s5LJroZL6++OKLuHDhQqytrcWhQ4fi4MGD/R4eX9Hp9fXwO9SPPfZY\n", "3L1713U2BJ3M2ccffxyvvvpqbGxsxMWLF+OFF17o9/DYhared2S4d8pyL5Hh39gM/+6MWh3udM76\n", "0sQ9ePAgIr7sKB++johYXl6OsbGxmJmZaXsug9XJnL333nvx/e9/Pw4dOjToYfL/dTJfv/71ryMi\n", "4tatWzE9PT3YgRIRnc3Xj370o1hZWYknnngi7t27F08//fTAx0tnc/bwsZexsbFK/VSEsu47Mtw7\n", "ZbmXyPBvbIZ/dzLX4V5c131p4mZnZ2NhYSEajUbMz89vfn1paSlqtdq2ATc7l8Ha6Zytra3F+++/\n", "H0899VTcvn07/vOf/8TLL788rGGPrE6usYiIu3fvRr1er9R3CUdJJ/P17LPPxpkzZ+KTTz6J/fv3\n", "F/GPUUadzNnhw4fj7NmzERGVufkZNVeuXImVlZXYu3dvHDp0aPOnCiXdd2S4d8pyL5Hh39gM/+5k\n", "qMP9rE21Rqm7/wAAAEaQD/sGAAAoiCYOAACgIJo4AACAgmjiAAAACqKJAwAAKIgmDgAAoCCaOAAA\n", "gIJo4gAAAAqiiQMAACiIJg4AAKAgmjgAAICCaOIAAAAKookDAAAoiCYOAACgIJo4AACAgmjiAAAA\n", "CqKJAwAAKIgmDgAAoCCaOAAAgIJo4gAAAAqiiQMAACiIJg4AAKAgmjgAAICCaOIAAAAKookDAAAo\n", "iCYOAACgIJo4AACAgmjiAAAACqKJAwAAKIgmDgAAoCCaOAAAgIJo4gAAAAqiiQMAACiIJg4AAKAg\n", "mjgAAICCaOIAAAAKookDAAAoiCYOAACgIJo4AACAgmjiAAAACqKJAwAAKIgmDgAAoCCaOAAAgIJo\n", "4gAAAAqiiQMAACiIJg4AAKAgmjgAAICCaOIAAAAKookDAAAoiCYOAACgIJo4AACAgmjiAAAACqKJ\n", "AwAAKIgmDgAAoCCaOAAAgIJo4gAAAAqiiQMAACiIJg4AAKAgmjgAAICCtG3iNjY2Yn19fRBjAeiI\n", "+gRUkdoE9NueVn/47rvvxsrKShw/fjwOHjzY8o1WV1djcXExxsfH4+jRo3HgwIGeDhRgK/UJqCK1\n", "CRiEWqPRaLQ64datWzE9Pd22EF24cCFeeOGFiIg4f/58HD9+vHejBPgG6hNQRWoT0G892xM3NTW1\n", "+XpycrJXbwuwa+oTUEVqE9CtnjVxW3+gNzEx0au3Bdg19QmoIrUJ6FbLPXGd2LqBt1artTz3z3/+\n", "c4yPj/fqrwYqYHp6Op577rlhD+MbqU8w2qpan9QmGG27qU1dNXHLy8sxNjYWMzMzm1978OBBRHz5\n", "XaWHr5sZHx+Pn/zkJ9381UBFXb9+fdhDiAj1Cfi6KtQntQn4qt3UppZN3JUrV2JlZSX27t0bhw4d\n", "iiNHjkRExNLSUtRqtW2FaHZ2NhYWFqLRaMT8/HzXAwLYCfUJqCK1CRiEtr+dsh8WFxeL/25SvV6P\n", "ubm5YQ9j1zLkkKEarl+/Hj/72c+GPYxdU5+qQYbqyJAjQ31Sm6ojQw4ZqmE3talnv9gEAACA/vOT\n", "OKAnMnynO0J9gowy1Ce1CfLxkzgAAIARoYnrUr1eH/YQeiJDDhlguwzrSYbqyJKD4cuyljLkkKF8\n", "mjgAAICC2BMH9ESGPScR6hNklKE+qU2Qjz1xAAAAI0IT16Usz+FmyCEDbJdhPclQHVlyMHxZ1lKG\n", "HDKUTxMHAABQEHvigJ7IsOckQn2CjDLUJ7UJ8rEnDgAAYERo4rqU5TncDDlkgO0yrCcZqiNLDoYv\n", "y1rKkEOG8mniAAAACmJPHNATGfacRKhPkFGG+qQ2QT72xAEAAIwITVyXsjyHmyGHDLBdhvUkQ3Vk\n", "ycHwZVlLGXLIUD5NHAAAQEHsiQN6IsOekwj1CTLKUJ/UJsjHnjgAAIARoYnrUpbncDPkkAG2y7Ce\n", "ZKiOLDkYvixrKUMOGcqniQMAACiIPXFAT2TYcxKhPkFGGeqT2gT52BMHAAAwIlo2caurq/Hmm2/G\n", "W2+9FXfu3Gn5Rp9//nmcOXMm/vjHP8Y//vGPng6yirI8h5shhwyjSX1qLsN6kqE6suQYFLWpuSxr\n", "KUMOGcq3p9UfXrt2LU6dOhUREefPn4/jx483Pff27dvxy1/+MiIiLl26FI8//ngPhwmwnfoEVJHa\n", "BAxCyyZuampq8/Xk5GTLN1pfX4+NjY1oNBoxhG12Azc3NzfsIfREhhwyjCb1qbkM60mG6siSY1DU\n", "puayrKUMOWQoX8smbmtBmZiYaPlGzzzzTLz++usREfHyyy/3YGgAzalPQBWpTcAgtNwTt76+vvm6\n", "Vqu1fKOPP/44Xn311fjtb38bf/3rX9v+xVufY63X68Udnz59ulLj6fb44euqjKeb49OnT1dqPKO8\n", "ngZJfWp+nGE9fbVGDXs83Rx/Ncuwx9PtcYb1NEhqU/PjLGspw7Xt3qlax91o+RED586dixMnTkSj\n", "0YiLFy/GsWPHIiJieXk5xsbGYmZmZvPcd955J37xi1987fU3yfBrcuv1eoof42bIIUM1DPpXeKtP\n", "zWVYTzJUR4Ycg6xPalNzGdZSRI4cMlTDbmrTnlZ/ODs7GwsLC9FoNGJ+fn7z60tLS1Gr1bYVosOH\n", "D8fZs2cjIuLpp5/uajAlKX3RPJQhhwyjSX1qLsN6kqE6suQYFLWpuSxrKUMOGcrnw76BnsjwYboR\n", "6hNklKE+qU2Qjw/7HoLdPsdaFRlyyADbZVhPMlRHlhwMX5a1lCGHDOXTxAEAABTE45RAT2R4XClC\n", "fYKMMtQntQny8TglAADAiNDEdSnLc7gZcsgA22VYTzJUR5YcDF+WtZQhhwzl08QBAAAUxJ44oCcy\n", "7DmJUJ8gowz1SW2CfOyJAwAAGBGauC5leQ43Qw4ZYLsM60mG6siSg+HLspYy5JChfJo4AACAgtgT\n", "B/REhj0nEeoTZJShPqlNkI89cQAAACNCE9elLM/hZsghA2yXYT3JUB1ZcjB8WdZShhwylE8TBwAA\n", "UBB74oCeyLDnJEJ9gowy1Ce1CfKxJw4AAGBEaOK6lOU53Aw5ZIDtMqwnGaojSw6GL8taypBDhvJp\n", "4gAAAApiTxzQExn2nESoT5BRhvqkNkE+9sQBAACMCE1cl7I8h5shhwywXYb1JEN1ZMnB8GVZSxly\n", "yFA+TRwAAEBB7IkDeiLDnpMI9QkyylCf1CbIZze1aU+rP1xdXY3FxcUYHx+Po0ePxoEDB1q+2crK\n", "Snz00UfxX//1X/E///M/MTk52dWgANpRn4AqUpuAQWj5OOW1a9fi1KlT8eKLL8aHH37Y8o3u378f\n", "d+7ciV/96lfxwgsvpC9CWZ7DzZBDhtGkPjWXYT3JUB1ZcgyK2tRclrWUIYcM5WvZxE1NTW2+bldY\n", "bty4EY888kicPXs2Pv30096MDqAJ9QmoIrUJGISWTdzW7XITExMt32htbS3u378fJ0+ejM8++yw2\n", "NjZ6M8KKmpubG/YQeiJDDhlGk/rUXIb1JEN1ZMkxKGpTc1nWUoYcMpSvZRO3vr6++bpWq7V9syNH\n", "jkRExGOPPRZ3795tee7WH4HW63XHjh0nOR4U9cmxY8dVrE9qk2PHjgdRm1r+dspz587FiRMnotFo\n", "xMWLF+PYsWMREbG8vBxjY2MxMzOzee6NGzfiW9/6VjzxxBPxl7/8Jebm5pp+ByrDb1iq1+spvgOQ\n", "IYcM1TDo3/6mPjWXYT3JUB0ZcgyyPqlNzWVYSxE5cshQDX377ZSzs7OxsLAQjUYj5ufnN7++tLQU\n", "tVptWyF69tln48yZM/HJJ5/E/v372z5CALAb6hNQRWoTMAg+Jw7oiQyfwxShPkFGGeqT2gT57KY2\n", "tdwTBwAAQLVo4rq0282IVZEhhwywXYb1JEN1ZMnB8GVZSxlyyFA+TRwAAEBB7IkDeiLDnpMI9Qky\n", "ylCf1CbIx544AACAEaGJ61KW53Az5JABtsuwnmSojiw5GL4saylDDhnKp4kDAAAoiD1xQE9k2HMS\n", "oT5BRhnqk9oE+dgTBwAAMCI0cV3K8hxuhhwywHYZ1pMM1ZElB8OXZS1lyCFD+TRxAAAABbEnDuiJ\n", "DHtOItQnyChDfVKbIB974gAAAEaEJq5LWZ7DzZBDBtguw3qSoTqy5GD4sqylDDlkKJ8mDgAAoCD2\n", "xAE9kWHPSYT6BBllqE9qE+RjTxwAAMCI0MR1KctzuBlyyADbZVhPMlRHlhwMX5a1lCGHDOXTxAEA\n", "ABTEnjigJzLsOYlQnyCjDPVJbYJ87IkDAAAYEZq4LmV5DjdDDhlguwzrSYbqyJKD4cuyljLkkKF8\n", "mjgAAICCtG3iVldX480334y33nor7ty50/YNHzx4EL///e/jX//6V08GWFVzc3PDHkJPZMghw2hS\n", "m5rLsJ5kqI4sOQZFbWouy1rKkEOG8rVt4q5duxanTp2KF198MT788MO2b3j16tX4+c9/3pPBATSj\n", "NgFVpDYBg9C2iZuamtp8PTk52fLce/fuxdTUVOzdu3f3I6u4LM/hZsghw2hSm5rLsJ5kqI4sOQZF\n", "bWouy1rKkEOG8rVt4rZ+AsHExETLc+v1+sj/aBMYDLUJqCK1CRiEtk3c+vr65utardby3C+++CIu\n", "XLgQ9Xo9lpeXW567tXuu1+vFHX81y7DH0+3x3NxcpcbTzfHDr1VlPKO8ngapX7UpwnqqwvHDG9uq\n", "jKeb4wzGCPbYAAALK0lEQVT1Nct6GiS1qfnxV7MMezyjfG0//FpVxjPK66lbbT/s+9y5c3HixIlo\n", "NBpx8eLFOHbsWERELC8vx9jYWMzMzHztv7l161ZMT0/HwYMHv/E9fWAl5DPoD9PtR22KUJ8go0HW\n", "J7UJ2Km+ftj37OxsLCwsxMLCQszOzm5+fWlpKT744IOvnX/37t0df0epZIP+zl6/ZMghw2hSm5rL\n", "sJ5kqI4sOQZFbWouy1rKkEOG8u1pd8LBgwfjpZde+trXX3nllW88/7//+7/jN7/5ze5HBtCC2gRU\n", "kdoEDELbxyn7wSMBkM+gH6fsF/UJ8slQn9QmyKevj1MCAABQHZq4LmV5DjdDDhlguwzrSYbqyJKD\n", "4cuyljLkkKF8mjgAAICC2BMH9ESGPScR6hNklKE+qU2Qjz1xAAAAI0IT16Usz+FmyCEDbJdhPclQ\n", "HVlyMHxZ1lKGHDKUTxMHAABQEHvigJ7IsOckQn2CjDLUJ7UJ8rEnDgAAYERo4rqU5TncDDlkgO0y\n", "rCcZqiNLDoYvy1rKkEOG8mniAAAACmJPHNATGfacRKhPkFGG+qQ2QT72xAEAAIwITVyXsjyHmyGH\n", "DLBdhvUkQ3VkycHwZVlLGXLIUD5NHAAAQEHsiQN6IsOekwj1CTLKUJ/UJsjHnjgAAIARoYnrUpbn\n", "cDPkkAG2y7CeZKiOLDkYvixrKUMOGcqniQMAACiIPXFAT2TYcxKhPkFGGeqT2gT52BMHAAAwIjRx\n", "XcryHG6GHDLAdhnWkwzVkSUHw5dlLWXIIUP5NHEAAAAFabsnbnV1NRYXF2N8fDyOHj0aBw4caHru\n", "zZs3429/+1tsbGzET3/60/jBD37wjed5rhvyGfSek37Upgj1CTIaZH1Sm4Cd2k1t2tPuhGvXrsWp\n", "U6ciIuL8+fNx/Pjxpuf++9//jpMnT0ZExKVLl1oWI4DdUJuAKlKbgEFo+zjl1NTU5uvJycmW5x45\n", "cmT3IypEludwM+SQYTSpTc1lWE8yVEeWHIOiNjWXZS1lyCFD+do2cVuftpyYmNjRm16+fDmef/75\n", "7kcF0IbaBFSR2gQMQtsmbn19ffN1rVZr+4ZXr16NJ598Mh599NGW523tnuv1enHHX80y7PF0ezw3\n", "N1ep8XRz/PBrVRnPKK+nQepXbYqwnqpwPDc3V6nxdHOcob5mWU+DpDY1P/5qlmGPZ5Sv7Ydfq8p4\n", "Rnk9davtLzY5d+5cnDhxIhqNRly8eDGOHTsWERHLy8sxNjYWMzMzm+e+9957sX///njqqada/qU2\n", "50I+g/7FJv2oTRHqE2Q0yPqkNgE71dcP+56dnY2FhYVYWFiI2dnZza8vLS3FBx98sHm8trYW77//\n", "fty+fTvOnz8ff/jDH7oaUCkG/Z29fsmQQ4bRpDY1l2E9yVAdWXIMitrUXJa1lCGHDOXb0+6EgwcP\n", "xksvvfS1r7/yyivbjr/3ve/F7373u96NDKAFtQmoIrUJGIS2j1P2g0cCIJ9BP07ZL+oT5JOhPqlN\n", "kE9fH6cEAACgOjRxXcryHG6GHDLAdhnWkwzVkSUHw5dlLWXIIUP5NHEAAAAFsScO6IkMe04i1CfI\n", "KEN9UpsgH3viAAAARoQmrktZnsPNkEMG2C7DepKhOrLkYPiyrKUMOWQonyYOAACgIPbEAT2RYc9J\n", "hPoEGWWoT2oT5GNPHAAAwIjQxHUpy3O4GXLIANtlWE8yVEeWHAxflrWUIYcM5dPEAQAAFMSeOKAn\n", "Muw5iVCfIKMM9UltgnzsiQMAABgRmrguZXkON0MOGWC7DOtJhurIkoPhy7KWMuSQoXyaOAAAgILY\n", "Ewf0RIY9JxHqE2SUoT6pTZCPPXEAAAAjQhPXpSzP4WbIIQNsl2E9yVAdWXIwfFnWUoYcMpRPEwcA\n", "AFAQe+KAnsiw5yRCfYKMMtQntQnysScOAABgRGjiupTlOdwMOWSA7TKsJxmqI0sOhi/LWsqQQ4by\n", "7Wn1h6urq7G4uBjj4+Nx9OjROHDgQE/OBdgt9QmoIrUJGISWP4m7du1anDp1Kl588cX48MMPW75R\n", "J+dmMDc3N+wh9ESGHDKMJvWpuQzrSYbqyJJjUNSm5rKspQw5ZChfyyZuampq8/Xk5GTLN+rkXIDd\n", "Up+AKlKbgEFo2cRt/cWVExMTLd+ok3MzyPIcboYcMowm9am5DOtJhurIkmNQ1KbmsqylDDlkKF/L\n", "PXHr6+ubr2u1Wss36uTc6enpuH79+k7GV1lTU1PFZ4jIkUOGapienh7o36c+NZdhPclQHRlyDLI+\n", "qU3NZVhLETlyyFANu6lNLZu4Bw8eRMSX3yl6+DoiYnl5OcbGxmJmZqbtud/kueee63rAABHqE1BN\n", "ahMwCC2buNnZ2VhYWIhGoxHz8/ObX19aWoparbatEDU7F6Af1CegitQmYBBqja0PZAMAAFBpPuwb\n", "AACgIJo4oCMbGxvbNuMDVIHaBFRRv2rT+GuvvfZar990dXU13n777bh161Z897vfjW9/+9s9OXfQ\n", "OhnbzZs3o16vx82bN2Pfvn2xb9++AY60uU7//z548CDeeOON+OEPf1iZueg0w8rKSly5ciX+/ve/\n", "x+HDh2N8fHxAI22ukwyff/55LC4uxvLycuzbty++853vDHCkrb377rtx+fLlePzxx9vOQ1Wv7Qz1\n", "SW0qbx4iqlmbInLUJ7WpvAxVrU0R6lNV6pPa1GYtNfrg7bff3nx97ty5np07aJ2M7erVq5uv//Sn\n", "P/VtTJ3q9P/vO++80/joo48a//znP/s5rI50kuHevXuNer3e7yF1rJMMly5d2nxdpbX00M2bN3e0\n", "Pqp6bWeoT2pTNWSoTY1GnvqkNg1fhtrUaKhPVaE2tdaXxymnpqY2X09OTvbs3EHrZGxHjhzp93C6\n", "0kmGe/fuxdTUVOzdu7ffw+pIJxlu3LgRjzzySJw9ezY+/fTTfg9txzrJsL6+vvmj90bBv3eoqtd2\n", "hvqkNlVDhtoUMXr1KcN1nSFDVWtThPpUFWpTa31p4rb+z5uYmOjZuYPWzdguX74czz//fL+G1LFO\n", "MtTr9Zibm+v3kDrWSYa1tbW4f/9+nDx5Mj777LPY2Njo9/B2pJMMzzzzTLz++uvxxhtvxI9//ON+\n", "D61vqnptZ6hPalM1ZKhNEaNXnzJc1xkyPFS12hShPlWlPqlNrbX8nLhubd28V6vVenbuoHU6tqtX\n", "r8aTTz4Zjz76aD+H1ZFOMnzxxRdx4cKFWFtbi0OHDsXBgwf7Pbwd6XQeHn5377HHHou7d+9WYj46\n", "yfDxxx/Hq6++GhsbG3Hx4sV44YUX+j28vqjqtZ2hPqlNalMvjVp9ynBdZ8gQUc3aFKE+VaU+qU2t\n", "9aWJe/DgQUR82VE+fB0Rsby8HGNjY9s+6LLZuVXQSY733nsvvv/978ehQ4cGPcyWOsnw61//OiIi\n", "bt26FdPT04MdaAudZPjRj34UKysr8cQTT8S9e/fi6aefHvh4v0knGR7+CH1sbKxS32FtpaRrO0N9\n", "UpuqIUNtishdn7Je1xkyVLU2RahPValPalNrfWniZmdnY2FhIRqNRszPz29+fWlpKWq12rYBNzu3\n", "CnaaY21tLd5///146qmn4vbt2/Gf//wnXn755WENe5tO5iIi4u7du1Gv1yv13aROMjz77LNx5syZ\n", "+OSTT2L//v2VuZA7yXD48OE4e/ZsRERlCulDV65ciZWVldi7d28cOnRo8zt3JV3bGeqT2qQ29VKG\n", "+qQ2VUOG2hShPlWlPqlNrdUape7+AwAAGEE+7BsAAKAgmjgAAICCaOIAAAAKookDAAAoiCYOAACg\n", "IJo4AACAgmjiAAAACqKJAwAAKMj/A9Vhow6C7i59AAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.backends.backend_pdf import PdfPages\n", "\n", "pp = PdfPages('C:/db_pickles/multipage-big.pdf')\n", "\n", "tpid_plots = too_many_plots()\n", "\n", "#for i in tpid_plots:\n", " plotgrid = next_plot.next()\n", " pp.savefig(plotgrid)\n", " plt.close() #prevents output from displaying to user\n", "else:\n", " pp.close()\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "5962L" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import psutil\n", "free_megs = psutil.virtual_memory()[1] / 1000000\n", "free_megs" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#separate files for tasks\n", "\n", "from matplotlib.backends.backend_pdf import PdfPages\n", "\n", "iterator = general_task_pid_iterator(concise_labels=False, \n", " skip_to_task='Ticks_Phase_8')\n", "\n", "prev_t = None\n", "pp = PdfPages('C:/db_pickles/empty.pdf')\n", " \n", "while True:\n", " try:\n", " t, pid = iterator.next()\n", " except StopIteration:\n", " pp.close()\n", " break\n", " \n", " if prev_t != t:\n", " pp.close()\n", " pp = PdfPages('C:/db_pickles/sideplots - 2014-09-23b2 - %s.pdf' % short_name[t])\n", "\n", " print(\"{} megs free memory\".format(psutil.virtual_memory()[1] / 1000000))\n", "\n", " fig = before_after_plots(t, pid)\n", " pp.savefig(fig)\n", "\n", " plt.close()\n", " prev_t = t\n", "\n", "pp.close()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================================================================\n", "Ticks_Phase_8\n", "================================================================================\n", "------------------------------------------------------------\n", "P. 011\n", "4774 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.15133638106 \t mean= -0.628754511522 \t md= -0.794645906348\n", "post-filter:\tsd= 6.23690831333 \t mean= -0.610119453288 \t md= -0.737832024411\n", "------------------------------------------------------------\n", "P. 012\n", "4762 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.53297312887 \t mean= -4.81414899212 \t md= -5.22643733269\n", "post-filter:\tsd= 5.34034611159 \t mean= -5.03070577063 \t md= -5.25281222022\n", "------------------------------------------------------------\n", "P. 015\n", "4756 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 29.0355981008 \t mean= -4.56767508401 \t md= -3.3266597522\n", "post-filter:\tsd= 29.7380079121 \t mean= -4.86429311506 \t md= -4.51010108589\n", "------------------------------------------------------------\n", "P. 016\n", "4763 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.38803923719 \t mean= -3.62745117209 \t md= -3.30887311491\n", "post-filter:\tsd= 4.21444084736 \t mean= -3.46573461026 \t md= -3.22866231843\n", "------------------------------------------------------------\n", "P. 017\n", "4750 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.12435650014 \t mean= -10.7032150783 \t md= -10.2612238377\n", "post-filter:\tsd= 6.96207930094 \t mean= -11.0318910292 \t md= -10.4963555575\n", "------------------------------------------------------------\n", "P. 018\n", "4754 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.27805484611 \t mean= 1.8229582983 \t md= 1.32495325931\n", "post-filter:\tsd= 7.04995955427 \t mean= 2.1145938952 \t md= 1.54366763993\n", "------------------------------------------------------------\n", "P. 019\n", "4738 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 3.8037112577 \t mean= -0.544815283453 \t md= -0.667807191308\n", "post-filter:\tsd= 3.84737751058 \t mean= -0.496771202485 \t md= -0.67224494782\n", "------------------------------------------------------------\n", "P. 020\n", "4733 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.70810244407 \t mean= -2.1467597151 \t md= -2.35367899187\n", "post-filter:\tsd= 7.78832810139 \t mean= -2.22492566333 \t md= -2.86214330056\n", "------------------------------------------------------------\n", "P. 021\n", "4724 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.43371055594 \t mean= -3.1895128658 \t md= -3.59338370865\n", "post-filter:\tsd= 5.45192605357 \t mean= -3.14067315333 \t md= -3.67195576803\n", "------------------------------------------------------------\n", "P. 022\n", "4715 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.36368704161 \t mean= 0.117148012367 \t md= -0.199513498657\n", "post-filter:\tsd= 5.44372157501 \t mean= 0.188723529209 \t md= -0.199076977558\n", "------------------------------------------------------------\n", "P. 024\n", "4709 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.71499236607 \t mean= -1.81307538035 \t md= -2.14854088784\n", "post-filter:\tsd= 5.2646450969 \t mean= -2.32574598416 \t md= -2.14854088784\n", "------------------------------------------------------------\n", "P. 025\n", "4702 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.64091975308 \t mean= 1.47804811186 \t md= 0.614715150304\n", "post-filter:\tsd= 6.69940584845 \t mean= 1.528196051 \t md= 0.670769293367\n", "------------------------------------------------------------\n", "P. 026\n", "4693 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.35790710536 \t mean= 0.858750520096 \t md= 0.43550352598\n", "post-filter:\tsd= 4.392191971 \t mean= 0.835905046071 \t md= 0.43550352598\n", "------------------------------------------------------------\n", "P. 027\n", "4683 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.38778323204 \t mean= -0.532796962891 \t md= -1.02843981932\n", "post-filter:\tsd= 4.4127738471 \t mean= -0.614607184908 \t md= -1.03574585543\n", "------------------------------------------------------------\n", "P. 028\n", "4674 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.85077501147 \t mean= -2.37280678454 \t md= -2.8262792469\n", "post-filter:\tsd= 4.92013870696 \t mean= -2.43514310914 \t md= -3.13761541229\n", "------------------------------------------------------------\n", "P. 029\n", "4665 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.7547212219 \t mean= 0.133608596758 \t md= 0.120873686998\n", "post-filter:\tsd= 9.47934646093 \t mean= 0.286245551855 \t md= -0.0180780045311\n", "------------------------------------------------------------\n", "P. 030\n", "4654 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.67809651717 \t mean= -0.91367409061 \t md= -0.463169056706\n", "post-filter:\tsd= 5.19936765172 \t mean= -0.680345716206 \t md= -0.397535778221\n", "------------------------------------------------------------\n", "P. 032\n", "4646 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.05591813338 \t mean= -1.4038928555 \t md= -1.63378012951\n", "post-filter:\tsd= 4.12248629714 \t mean= -1.38701081948 \t md= -1.63378012951\n", "------------------------------------------------------------\n", "P. 033\n", "4635 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.58679730969 \t mean= -1.24867330458 \t md= -1.75498245018\n", "post-filter:\tsd= 4.64930027499 \t mean= -1.29695927354 \t md= -1.78314265141\n", "------------------------------------------------------------\n", "P. 034\n", "4625 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 3.98371270762 \t mean= -0.978799297223 \t md= -0.734194561557\n", "post-filter:\tsd= 3.89044371261 \t mean= -1.0052129079 \t md= -0.855808090912\n", "------------------------------------------------------------\n", "P. 035\n", "4616 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.40347650707 \t mean= -8.25638648025 \t md= -8.27322295033\n", "post-filter:\tsd= 5.35011862176 \t mean= -8.368625357 \t md= -8.40740108298\n", "------------------------------------------------------------\n", "P. 036\n", "4607 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.3316815669 \t mean= -5.78501649271 \t md= -5.52216810291\n", "post-filter:\tsd= 11.3760208882 \t mean= -5.60399847188 \t md= -5.39841643783\n", "------------------------------------------------------------\n", "P. 037\n", "4597 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.74538709862 \t mean= -4.73357088465 \t md= -4.38044433789\n", "post-filter:\tsd= 6.61262245917 \t mean= -4.67503703413 \t md= -4.2224886358\n", "------------------------------------------------------------\n", "P. 038\n", "4590 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.2872910987 \t mean= -2.09550182777 \t md= -2.35168587107\n", "post-filter:\tsd= 5.35871162431 \t mean= -2.10488399753 \t md= -2.40946385804\n", "------------------------------------------------------------\n", "P. 039\n", "4585 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.31346695223 \t mean= -0.0783974672355 \t md= -0.912072965837\n", "post-filter:\tsd= 7.20266234207 \t mean= -0.136224650806 \t md= -0.912072965837\n", "------------------------------------------------------------\n", "P. 040\n", "4572 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.69187737926 \t mean= 0.361812119887 \t md= -0.208827258848\n", "post-filter:\tsd= 4.70801856115 \t mean= 0.474275810011 \t md= -0.0233098134369\n", "------------------------------------------------------------\n", "P. 041\n", "4562 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.41186613196 \t mean= -2.25902816462 \t md= -2.75289851091\n", "post-filter:\tsd= 5.19899210217 \t mean= -2.23178042832 \t md= -2.53153162164\n", "------------------------------------------------------------\n", "P. 043\n", "4553 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.08506353174 \t mean= -9.41228209998 \t md= -9.65574433859\n", "post-filter:\tsd= 5.88646407833 \t mean= -9.40804575559 \t md= -9.80398042806\n", "------------------------------------------------------------\n", "P. 044\n", "4551 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.00925448893 \t mean= 0.960612506629 \t md= 0.511827569645\n", "post-filter:\tsd= 5.04179366638 \t mean= 1.04269908142 \t md= 0.633164622802\n", "------------------------------------------------------------\n", "P. 046\n", "4534 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.45722702507 \t mean= -1.09957114354 \t md= -1.70404272211\n", "post-filter:\tsd= 5.62330589075 \t mean= -0.784424084956 \t md= -1.53853882041\n", "------------------------------------------------------------\n", "P. 047\n", "4523 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.43867011273 \t mean= -4.52982393042 \t md= -4.59918872197\n", "post-filter:\tsd= 7.55035084655 \t mean= -4.66654744639 \t md= -4.7435121302\n", "------------------------------------------------------------\n", "P. 048\n", "4518 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.25666335444 \t mean= -1.5059519172 \t md= -2.36164205582\n", "post-filter:\tsd= 8.01518001566 \t mean= -1.56354459027 \t md= -2.55066055055\n", "------------------------------------------------------------\n", "P. 049\n", "4511 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 28.6159707618 \t mean= -7.26971970242 \t md= -14.7223082858\n", "post-filter:\tsd= 29.1349593853 \t mean= -7.23063379017 \t md= -14.8729098394\n", "------------------------------------------------------------\n", "P. 051\n", "4501 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.52121165581 \t mean= 0.814345814012 \t md= -0.259593050455\n", "post-filter:\tsd= 6.60265934103 \t mean= 0.919405945651 \t md= -0.206202038055\n", "------------------------------------------------------------\n", "P. 052\n", "4489 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.57206504148 \t mean= -0.645827585237 \t md= -0.921283928694\n", "post-filter:\tsd= 4.59206869956 \t mean= -0.613681808442 \t md= -0.921283928694\n", "------------------------------------------------------------\n", "P. 053\n", "4937 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.85115361656 \t mean= 1.96462996812 \t md= 1.00565557778\n", "post-filter:\tsd= 6.72803785215 \t mean= 1.80545666196 \t md= 0.782977616346\n", "------------------------------------------------------------\n", "P. 054\n", "4922 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.67235758967 \t mean= 1.06489891761 \t md= 1.37386245618\n", "post-filter:\tsd= 6.1543533848 \t mean= 0.827840075505 \t md= 1.30384037938\n", "------------------------------------------------------------\n", "P. 055\n", "4909 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 32.9675345998 \t mean= -6.50674312245 \t md= -26.6876428775\n", "post-filter:\tsd= 31.7827208203 \t mean= -9.02793280052 \t md= -27.0885126179\n", "------------------------------------------------------------\n", "P. 056\n", "4899 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.20307198877 \t mean= 0.463459259798 \t md= 0.458580251544\n", "post-filter:\tsd= 5.03260975278 \t mean= 0.288963916002 \t md= 0.314995275071\n", "------------------------------------------------------------\n", "P. 057\n", "4897 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.92348361903 \t mean= -2.50700411802 \t md= -2.72969108064\n", "post-filter:\tsd= 5.97181111558 \t mean= -2.47790691605 \t md= -2.73874612949\n", "------------------------------------------------------------\n", "P. 058\n", "4886 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.19544355101 \t mean= -4.08964189598 \t md= -3.82318817387\n", "post-filter:\tsd= 6.20793069049 \t mean= -3.86486892328 \t md= -3.58762534994\n", "------------------------------------------------------------\n", "P. 059\n", "4876 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.61486053158 \t mean= -2.25022772744 \t md= -2.26893170336\n", "post-filter:\tsd= 4.65544460888 \t mean= -2.17885087925 \t md= -2.14056437263\n", "------------------------------------------------------------\n", "P. 060\n", "4858 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.01413617111 \t mean= -1.70658349817 \t md= -1.81133321328\n", "post-filter:\tsd= 6.12056229975 \t mean= -1.75420283953 \t md= -1.96620140239\n", "------------------------------------------------------------\n", "P. 061\n", "4857 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.56357214044 \t mean= -3.92982711562 \t md= -3.37594117245\n", "post-filter:\tsd= 6.59897195009 \t mean= -4.11936972441 \t md= -3.67180097356\n", "------------------------------------------------------------\n", "P. 062\n", "4845 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.57168697178 \t mean= -3.29680182943 \t md= -2.85577962314\n", "post-filter:\tsd= 8.2599570326 \t mean= -3.65554000217 \t md= -2.9168345544\n", "------------------------------------------------------------\n", "P. 063\n", "4836 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.66021373816 \t mean= -0.660812389102 \t md= -0.740092581252\n", "post-filter:\tsd= 4.68032215864 \t mean= -0.598597798632 \t md= -0.7343304487\n", "------------------------------------------------------------\n", "P. 064\n", "4825 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 16.3328019847 \t mean= -0.218187707321 \t md= 1.31576424997\n", "post-filter:\tsd= 15.2770163144 \t mean= 0.56323541062 \t md= 1.70979921486\n", "------------------------------------------------------------\n", "P. 065\n", "4812 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.15619627516 \t mean= -5.52887981974 \t md= -5.88470941118\n", "post-filter:\tsd= 9.30579828239 \t mean= -5.54779241927 \t md= -5.93795890585\n", "------------------------------------------------------------\n", "P. 066\n", "4802 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.39844961909 \t mean= -3.35843777564 \t md= -4.63799014858\n", "post-filter:\tsd= 7.28385447855 \t mean= -3.21086162906 \t md= -4.57613562211\n", "------------------------------------------------------------\n", "P. 067\n", "4793 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.6266607306 \t mean= -1.75463496653 \t md= -1.61543616777\n", "post-filter:\tsd= 5.65696407825 \t mean= -1.915643789 \t md= -1.93476738486\n", "------------------------------------------------------------\n", "P. 068\n", "4764 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 16.0024475588 \t mean= 0.0713092020437 \t md= -0.332589799245\n", "post-filter:\tsd= 15.5027444776 \t mean= -0.567368843246 \t md= -0.397605365422\n", "------------------------------------------------------------\n", "P. 069\n", "4748 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.66307922597 \t mean= -4.72785832651 \t md= -4.79354800137\n", "post-filter:\tsd= 5.67693989156 \t mean= -4.60754941662 \t md= -4.77427749562\n", "------------------------------------------------------------\n", "P. 071\n", "4733 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 9.8387687531 \t mean= -0.817982733938 \t md= -0.187138117608\n", "post-filter:\tsd= 9.97266992957 \t mean= -0.890434918227 \t md= -0.187138117608\n", "------------------------------------------------------------\n", "P. 072\n", "4731 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.28953448765 \t mean= -4.76819226164 \t md= -4.89935738754\n", "post-filter:\tsd= 6.90103615971 \t mean= -4.50776376782 \t md= -4.81515503901\n", "------------------------------------------------------------\n", "P. 073\n", "4718 megs free memory\n", "170 taps ==> 158 taps\n", "pre-filter:\tsd= 23.7922473723 \t mean= -6.37566994817 \t md= -8.48369404907\n", "post-filter:\tsd= 24.2237770816 \t mean= -6.53816211317 \t md= -9.39494587727\n", "------------------------------------------------------------\n", "P. 074\n", "4710 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.88628179402 \t mean= -0.924994239983 \t md= -0.878331846227\n", "post-filter:\tsd= 5.87642670255 \t mean= -0.855581997887 \t md= -0.968261749956\n", "------------------------------------------------------------\n", "P. 075\n", "4702 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.55932162338 \t mean= -2.77622507999 \t md= -2.7755126544\n", "post-filter:\tsd= 4.6300037408 \t mean= -2.82981102274 \t md= -2.85824295065\n", "------------------------------------------------------------\n", "P. 076\n", "4695 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.7003472049 \t mean= -2.49820263606 \t md= -2.17578328198\n", "post-filter:\tsd= 5.09392992979 \t mean= -2.28179268266 \t md= -1.98280733514\n", "------------------------------------------------------------\n", "P. 077\n", "4686 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.83713545429 \t mean= -8.36067595633 \t md= -8.53039865603\n", "post-filter:\tsd= 6.82713217511 \t mean= -8.5471894547 \t md= -8.73759173201\n", "------------------------------------------------------------\n", "P. 078\n", "4676 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.03921483561 \t mean= 0.253941708305 \t md= -0.15780826296\n", "post-filter:\tsd= 4.10278340807 \t mean= 0.206874323606 \t md= -0.198109951023\n", "------------------------------------------------------------\n", "P. 079\n", "4672 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.83692140625 \t mean= -0.305981097216 \t md= -0.557510121761\n", "post-filter:\tsd= 5.91159057479 \t mean= -0.437972338843 \t md= -0.658961717081\n", "------------------------------------------------------------\n", "P. 080\n", "4663 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.75061924482 \t mean= -3.28352236522 \t md= -3.59991698363\n", "post-filter:\tsd= 5.8114358509 \t mean= -3.16192640463 \t md= -3.46881096493\n", "------------------------------------------------------------\n", "P. 081\n", "4647 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.31296821125 \t mean= -1.13342082504 \t md= -1.48679311549\n", "post-filter:\tsd= 5.33394818112 \t mean= -1.24833041794 \t md= -1.52933348675\n", "------------------------------------------------------------\n", "P. 082\n", "4639 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 3.97875919904 \t mean= -0.674598320243 \t md= -0.66855014126\n", "post-filter:\tsd= 3.98150146931 \t mean= -0.527713746963 \t md= -0.449126296768\n", "------------------------------------------------------------\n", "P. 083\n", "4627 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.98153125162 \t mean= -0.23150563929 \t md= -0.157527417746\n", "post-filter:\tsd= 5.08682626028 \t mean= -0.145795261512 \t md= -0.194826604322\n", "------------------------------------------------------------\n", "P. 084\n", "4616 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.5133788165 \t mean= -4.93095959906 \t md= -5.50272631187\n", "post-filter:\tsd= 6.02594424436 \t mean= -4.9335798361 \t md= -5.54221992975\n", "------------------------------------------------------------\n", "P. 085\n", "4607 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.1752122914 \t mean= -2.24055269162 \t md= -1.91851886078\n", "post-filter:\tsd= 5.20308804985 \t mean= -2.33204130666 \t md= -2.09135553044\n", "------------------------------------------------------------\n", "P. 086\n", "4595 megs free memory\n", "170 taps ==> 151 taps\n", "pre-filter:\tsd= 9.57328988926 \t mean= -0.886471275478 \t md= -0.332558197685\n", "post-filter:\tsd= 9.75952046221 \t mean= -0.87042161599 \t md= -0.332558197685\n", "------------------------------------------------------------\n", "P. 087\n", "4585 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.12706228423 \t mean= 1.9246993775 \t md= 2.20067656241\n", "post-filter:\tsd= 6.69577086322 \t mean= 1.94382103067 \t md= 2.34663607786\n", "------------------------------------------------------------\n", "P. 089\n", "4566 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 33.984833863 \t mean= -1.05190284156 \t md= -6.63279127522\n", "post-filter:\tsd= 34.7631017024 \t mean= -1.15635741975 \t md= -7.88104647091\n", "------------------------------------------------------------\n", "P. 090\n", "4555 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.89461019412 \t mean= -2.35012044138 \t md= -2.78384029544\n", "post-filter:\tsd= 4.85605585441 \t mean= -2.44263407146 \t md= -2.8310191669\n", "------------------------------------------------------------\n", "P. 091\n", "4546 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.8483090355 \t mean= -0.996446514943 \t md= -0.84669473979\n", "post-filter:\tsd= 4.63902104729 \t mean= -0.749337207528 \t md= -0.82743596569\n", "------------------------------------------------------------\n", "P. 092\n", "4540 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.84481341274 \t mean= -0.99722295407 \t md= -1.69008165226\n", "post-filter:\tsd= 5.87066969849 \t mean= -0.985986708571 \t md= -1.657182951\n", "------------------------------------------------------------\n", "P. 093\n", "4533 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.69711462922 \t mean= -2.05632508513 \t md= -2.23994687624\n", "post-filter:\tsd= 5.60282809715 \t mean= -2.21575732455 \t md= -2.28826753064\n", "------------------------------------------------------------\n", "P. 094\n", "4522 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.65931864397 \t mean= -6.21775714 \t md= -5.83882521812\n", "post-filter:\tsd= 7.71190996838 \t mean= -6.33472177154 \t md= -6.12032905068\n", "------------------------------------------------------------\n", "P. 095\n", "4512 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.36007482872 \t mean= -2.98913824778 \t md= -3.03864086607\n", "post-filter:\tsd= 4.91470360218 \t mean= -3.29347464102 \t md= -3.0658277735\n", "------------------------------------------------------------\n", "P. 096\n", "4504 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.28497115993 \t mean= -2.01969535067 \t md= -2.32337316402\n", "post-filter:\tsd= 5.32326884817 \t mean= -2.14547927374 \t md= -2.44734633523\n", "------------------------------------------------------------\n", "P. 097\n", "4493 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.3090517306 \t mean= -0.820621759667 \t md= -0.808718353956\n", "post-filter:\tsd= 5.45630206412 \t mean= -0.398587504272 \t md= -0.599250552346\n", "------------------------------------------------------------\n", "P. 098\n", "4471 megs free memory\n", "170 taps ==> 159 taps\n", "pre-filter:\tsd= 4.61216460891 \t mean= -1.85135080807 \t md= -2.02762533206\n", "post-filter:\tsd= 4.68643714015 \t mean= -1.85617657815 \t md= -2.02762533206\n", "------------------------------------------------------------\n", "P. 099\n", "4463 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.31193592446 \t mean= -3.26395009706 \t md= -2.40455161879\n", "post-filter:\tsd= 8.46695631217 \t mean= -3.38869776904 \t md= -2.55018855091\n", "------------------------------------------------------------\n", "P. 100\n", "4451 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.99567220674 \t mean= -1.77328065502 \t md= -1.67200997882\n", "post-filter:\tsd= 5.03557480147 \t mean= -1.64609036077 \t md= -1.51005037992\n", "------------------------------------------------------------\n", "P. 101\n", "4442 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.45520963612 \t mean= 0.353471441376 \t md= 0.660609000485\n", "post-filter:\tsd= 6.76582473056 \t mean= 0.970676887196 \t md= 0.787283001335\n", "------------------------------------------------------------\n", "P. 102\n", "4430 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.25143371863 \t mean= -0.63375402349 \t md= -0.916175455379\n", "post-filter:\tsd= 5.24027310482 \t mean= -0.848970600564 \t md= -1.16409951125\n", "------------------------------------------------------------\n", "P. 103\n", "4418 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.66274932934 \t mean= -1.6459504946 \t md= -1.67569823741\n", "post-filter:\tsd= 4.6901936191 \t mean= -1.63968070886 \t md= -1.68121790902\n", "------------------------------------------------------------\n", "P. 104\n", "4405 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 18.9303681766 \t mean= -2.03292053417 \t md= -4.11175908562\n", "post-filter:\tsd= 18.6809172238 \t mean= -1.62335725449 \t md= -3.81014345009\n", "------------------------------------------------------------\n", "P. 105\n", "4400 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.9108345063 \t mean= -5.01294991885 \t md= -4.18249048069\n", "post-filter:\tsd= 8.86366423462 \t mean= -4.74872081105 \t md= -4.00316530268\n", "------------------------------------------------------------\n", "P. 107\n", "4383 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.05642857098 \t mean= -0.374305518067 \t md= -0.250330934231\n", "post-filter:\tsd= 4.05923041376 \t mean= -0.444866776823 \t md= -0.288915081053\n", "------------------------------------------------------------\n", "P. 108\n", "4374 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.26335365234 \t mean= -1.90723269782 \t md= -2.05163344311\n", "post-filter:\tsd= 5.25853643397 \t mean= -1.80761585115 \t md= -1.98970634575\n", "------------------------------------------------------------\n", "P. 109\n", "4358 megs free memory\n", "170 taps ==> 156 taps\n", "pre-filter:\tsd= 7.30687327931 \t mean= 1.47084164203 \t md= 0.40866801651\n", "post-filter:\tsd= 7.40463837097 \t mean= 1.59044114185 \t md= 0.534950506106\n", "------------------------------------------------------------\n", "P. 110\n", "4348 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.49828503798 \t mean= 0.488717501177 \t md= 0.176575044393\n", "post-filter:\tsd= 4.20674533705 \t mean= 0.304971130678 \t md= 0.158026864566\n", "------------------------------------------------------------\n", "P. 111\n", "4340 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.77584366104 \t mean= -0.0484886027477 \t md= -0.593859740122\n", "post-filter:\tsd= 6.88179719039 \t mean= -0.0700152725728 \t md= -0.602815804063\n", "------------------------------------------------------------\n", "P. 112\n", "4329 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.05954415812 \t mean= -6.00153904429 \t md= -5.77513414581\n", "post-filter:\tsd= 7.14201043369 \t mean= -5.93469099441 \t md= -5.64742710205\n", "------------------------------------------------------------\n", "P. 113\n", "4317 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.00644815813 \t mean= 1.00624030622 \t md= 1.02284730834\n", "post-filter:\tsd= 5.09143900583 \t mean= 0.958131243615 \t md= 0.999859949582\n", "------------------------------------------------------------\n", "P. 114\n", "4306 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.01586001501 \t mean= -6.57826132283 \t md= -6.86974401049\n", "post-filter:\tsd= 6.9481404941 \t mean= -6.92822708421 \t md= -7.16281685605\n", "------------------------------------------------------------\n", "P. 115\n", "4294 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.69372070127 \t mean= -3.14458208374 \t md= -3.33793405292\n", "post-filter:\tsd= 5.76838013281 \t mean= -3.22700808971 \t md= -3.49496505035\n", "------------------------------------------------------------\n", "P. 116\n", "4288 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.32117601925 \t mean= -2.14696449025 \t md= -2.03466497648\n", "post-filter:\tsd= 4.12429489325 \t mean= -1.74312798732 \t md= -1.7992943494\n", "------------------------------------------------------------\n", "P. 117\n", "4280 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.35523237943 \t mean= -0.686350411431 \t md= -1.83966227842\n", "post-filter:\tsd= 7.14340848863 \t mean= -1.01332811097 \t md= -1.93251211571\n", "------------------------------------------------------------\n", "P. 118\n", "4263 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.0331026499 \t mean= 2.0971614768 \t md= 1.82699560966\n", "post-filter:\tsd= 6.09312918296 \t mean= 2.19915003116 \t md= 1.90623415147\n", "------------------------------------------------------------\n", "P. 119\n", "4255 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.29500755527 \t mean= -0.557052782158 \t md= -0.378996210038\n", "post-filter:\tsd= 4.31064795398 \t mean= -0.441971862288 \t md= -0.312059961321\n", "------------------------------------------------------------\n", "P. 120\n", "4250 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.65158378596 \t mean= -5.87870840261 \t md= -6.53241440069\n", "post-filter:\tsd= 5.54060458374 \t mean= -5.65866083967 \t md= -6.47343307021\n", "------------------------------------------------------------\n", "P. 121\n", "4233 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 11.4260172677 \t mean= -3.02060862422 \t md= -1.90380860834\n", "post-filter:\tsd= 11.6371457148 \t mean= -3.11031302103 \t md= -2.10460865943\n", "================================================================================\n", "Jits_ISO_5\n", "================================================================================\n", "------------------------------------------------------------\n", "P. 011\n", "4220 megs free memory\n", "120 taps ==> 105 taps\n", "pre-filter:\tsd= 23.2817213864 \t mean= 35.3613969996 \t md= 40.2557326847\n", "post-filter:\tsd= 22.4477044404 \t mean= 35.645900338 \t md= 40.2557326847\n", "------------------------------------------------------------\n", "P. 012\n", "4203 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 34.7929345872 \t mean= 26.7451617799 \t md= 39.8835901069\n", "post-filter:\tsd= 34.9419386777 \t mean= 26.9129211068 \t md= 39.9653748919\n", "------------------------------------------------------------\n", "P. 015\n", "4204 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.25265571364 \t mean= -7.83670935136 \t md= -7.2198878433\n", "post-filter:\tsd= 4.29786221269 \t mean= -7.78645594454 \t md= -7.2198878433\n", "------------------------------------------------------------\n", "P. 016\n", "4189 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.87949588044 \t mean= -6.07873341677 \t md= -6.74678436229\n", "post-filter:\tsd= 5.14073839892 \t mean= -6.89898862151 \t md= -7.17717857181\n", "------------------------------------------------------------\n", "P. 017\n", "4180 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.10068540785 \t mean= -4.87084959964 \t md= -4.3277438763\n", "post-filter:\tsd= 5.20846909822 \t mean= -5.37329342646 \t md= -4.67674277114\n", "------------------------------------------------------------\n", "P. 018\n", "4138 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.80657980129 \t mean= 0.427344100354 \t md= 0.430171548547\n", "post-filter:\tsd= 6.84731289892 \t mean= -0.439441449361 \t md= 0.0579878605828\n", "------------------------------------------------------------\n", "P. 019\n", "4131 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.49478052021 \t mean= -2.97239223683 \t md= -4.29493028542\n", "post-filter:\tsd= 6.54212309973 \t mean= -3.53581511757 \t md= -5.18563583676\n", "------------------------------------------------------------\n", "P. 020\n", "4120 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.33140598558 \t mean= -5.86357192928 \t md= -6.04248711299\n", "post-filter:\tsd= 7.23355543591 \t mean= -6.1624458506 \t md= -6.51467099114\n", "------------------------------------------------------------\n", "P. 021\n", "4111 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.82675888966 \t mean= -3.33574817045 \t md= -4.42607948902\n", "post-filter:\tsd= 5.83771709712 \t mean= -3.2594088015 \t md= -4.42690651735\n", "------------------------------------------------------------\n", "P. 022\n", "4103 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.97610891192 \t mean= -2.18003858666 \t md= -3.11651167993\n", "post-filter:\tsd= 5.1830081465 \t mean= -2.75245256918 \t md= -3.32447447207\n", "------------------------------------------------------------\n", "P. 024\n", "4091 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.9405868706 \t mean= -4.51411301913 \t md= -5.01038504554\n", "post-filter:\tsd= 6.40299042425 \t mean= -5.08402527666 \t md= -5.3780826523\n", "------------------------------------------------------------\n", "P. 025\n", "4079 megs free memory\n", "120 taps ==> 106 taps\n", "pre-filter:\tsd= 6.18136652003 \t mean= -6.41940636984 \t md= -7.56068626123\n", "post-filter:\tsd= 5.39766766088 \t mean= -7.16532061413 \t md= -7.96242334972\n", "------------------------------------------------------------\n", "P. 026\n", "4070 megs free memory\n", "120 taps ==> 106 taps\n", "pre-filter:\tsd= 3.94582963624 \t mean= -8.44324040373 \t md= -8.61581693734\n", "post-filter:\tsd= 3.52667926256 \t mean= -8.87956686219 \t md= -8.81270763274\n", "------------------------------------------------------------\n", "P. 027\n", "4078 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.22077485273 \t mean= 1.46085825409 \t md= 1.78629918115\n", "post-filter:\tsd= 5.21081435631 \t mean= 1.61155501121 \t md= 2.18771715429\n", "------------------------------------------------------------\n", "P. 028\n", "4062 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.37687289898 \t mean= -10.4413315382 \t md= -10.7979533077\n", "post-filter:\tsd= 5.17882086162 \t mean= -10.8036857525 \t md= -11.1498800173\n", "------------------------------------------------------------\n", "P. 029\n", "4055 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.19208293779 \t mean= -7.3555634133 \t md= -7.38790092742\n", "post-filter:\tsd= 5.48505556687 \t mean= -7.92424021585 \t md= -7.77648205243\n", "------------------------------------------------------------\n", "P. 030\n", "4046 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.59435699699 \t mean= 4.01383872905 \t md= 3.76472933204\n", "post-filter:\tsd= 6.48288678862 \t mean= 3.69176160464 \t md= 3.4881716647\n", "------------------------------------------------------------\n", "P. 032\n", "4028 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.4430757925 \t mean= -2.52804554881 \t md= -2.42863303736\n", "post-filter:\tsd= 4.14209144973 \t mean= -2.89297924677 \t md= -2.80868561589\n", "------------------------------------------------------------\n", "P. 033\n", "4022 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.53674198497 \t mean= -5.5494380238 \t md= -5.82773637679\n", "post-filter:\tsd= 4.56584599519 \t mean= -5.65072491343 \t md= -6.15645060592\n", "------------------------------------------------------------\n", "P. 034\n", "4012 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.29735717525 \t mean= -3.18986630284 \t md= -3.29280688976\n", "post-filter:\tsd= 4.0691775582 \t mean= -3.12327376401 \t md= -3.42881230477\n", "------------------------------------------------------------\n", "P. 035\n", "4035 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.33601053221 \t mean= -11.2889004937 \t md= -11.5476971841\n", "post-filter:\tsd= 6.15021160234 \t mean= -11.693611448 \t md= -11.7289917477\n", "------------------------------------------------------------\n", "P. 036\n", "4023 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 10.2434764416 \t mean= -4.30081501026 \t md= -5.43291453669\n", "post-filter:\tsd= 7.38215386035 \t mean= -6.0267260484 \t md= -6.09976173385\n", "------------------------------------------------------------\n", "P. 037\n", "4016 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.01028929598 \t mean= -10.5629068776 \t md= -11.3019674388\n", "post-filter:\tsd= 5.28390310128 \t mean= -10.6205964581 \t md= -10.9130493945\n", "------------------------------------------------------------\n", "P. 038\n", "4006 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.08778146641 \t mean= 0.127984673935 \t md= 0.00440134403521\n", "post-filter:\tsd= 5.1994203606 \t mean= 0.0664842337355 \t md= -0.263590906914\n", "------------------------------------------------------------\n", "P. 039\n", "3993 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 8.73449900649 \t mean= -8.55718538497 \t md= -9.41114321618\n", "post-filter:\tsd= 6.22230219251 \t mean= -10.0540476024 \t md= -10.1923523338\n", "------------------------------------------------------------\n", "P. 040\n", "3983 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.62623036064 \t mean= -8.04144938342 \t md= -7.96478278211\n", "post-filter:\tsd= 5.23590448604 \t mean= -8.61043187995 \t md= -8.33039802747\n", "------------------------------------------------------------\n", "P. 041\n", "3971 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.5663117738 \t mean= 5.92691647038 \t md= 5.41578951581\n", "post-filter:\tsd= 5.28684183814 \t mean= 5.672752893 \t md= 5.37148071951\n", "------------------------------------------------------------\n", "P. 043\n", "3961 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 10.0499886629 \t mean= -4.72061628161 \t md= -6.95578619342\n", "post-filter:\tsd= 9.39466652935 \t mean= -5.26470769025 \t md= -7.64813426382\n", "------------------------------------------------------------\n", "P. 044\n", "3952 megs free memory\n", "120 taps ==> 106 taps\n", "pre-filter:\tsd= 5.54914302763 \t mean= -2.17808363318 \t md= -2.8406763771\n", "post-filter:\tsd= 5.29741074072 \t mean= -2.61483609197 \t md= -3.3488928766\n", "------------------------------------------------------------\n", "P. 046\n", "3945 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.35553768068 \t mean= -3.68753782884 \t md= -3.63393805769\n", "post-filter:\tsd= 5.61224986725 \t mean= -4.61693757529 \t md= -3.95629027739\n", "------------------------------------------------------------\n", "P. 047\n", "3932 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.10784924455 \t mean= -7.77738130018 \t md= -8.06144947913\n", "post-filter:\tsd= 5.65443374596 \t mean= -8.78607773654 \t md= -8.74134549966\n", "------------------------------------------------------------\n", "P. 048\n", "3920 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.59058650389 \t mean= -2.91122260654 \t md= -3.45788081844\n", "post-filter:\tsd= 4.57900621238 \t mean= -3.0715454546 \t md= -3.79675043535\n", "------------------------------------------------------------\n", "P. 049\n", "3912 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 17.8811963638 \t mean= -22.9967646544 \t md= -26.3125035019\n", "post-filter:\tsd= 18.3426095751 \t mean= -23.492543135 \t md= -27.3014098007\n", "------------------------------------------------------------\n", "P. 051\n", "3902 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.26261470319 \t mean= -0.420238195008 \t md= 0.341381613923\n", "post-filter:\tsd= 5.27051921366 \t mean= -0.681824225281 \t md= 0.00560282382326\n", "------------------------------------------------------------\n", "P. 052\n", "3891 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.13060657623 \t mean= -3.21141486265 \t md= -3.72523308421\n", "post-filter:\tsd= 4.68621511684 \t mean= -3.53579359058 \t md= -3.96001594799\n", "------------------------------------------------------------\n", "P. 053\n", "3882 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.10782447439 \t mean= -2.36614955628 \t md= -3.4211724485\n", "post-filter:\tsd= 5.64467647439 \t mean= -2.99789872952 \t md= -3.50547154556\n", "------------------------------------------------------------\n", "P. 054\n", "3873 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 12.774727623 \t mean= -2.3105627855 \t md= -4.32170759374\n", "post-filter:\tsd= 13.0286715839 \t mean= -2.12338298832 \t md= -3.9703186661\n", "------------------------------------------------------------\n", "P. 055\n", "3862 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 8.85937431533 \t mean= -14.3578967248 \t md= -14.4469616311\n", "post-filter:\tsd= 9.04057585295 \t mean= -14.7292106108 \t md= -15.4063508073\n", "------------------------------------------------------------\n", "P. 056\n", "3854 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.52426800009 \t mean= -3.08271337087 \t md= -2.99518145581\n", "post-filter:\tsd= 4.79985367796 \t mean= -3.39046503035 \t md= -3.25691004953\n", "------------------------------------------------------------\n", "P. 057\n", "3844 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.53959228897 \t mean= -5.04753285909 \t md= -5.58388230303\n", "post-filter:\tsd= 4.87978647409 \t mean= -5.6764691828 \t md= -5.98312492995\n", "------------------------------------------------------------\n", "P. 058\n", "3832 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.48499765814 \t mean= -10.6342964906 \t md= -10.8323769764\n", "post-filter:\tsd= 5.46907797641 \t mean= -10.8068783929 \t md= -10.8542027781\n", "------------------------------------------------------------\n", "P. 059\n", "3822 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.73402606805 \t mean= 1.54442537596 \t md= 1.38513462558\n", "post-filter:\tsd= 4.68386711122 \t mean= 1.44767145615 \t md= 1.19911176589\n", "------------------------------------------------------------\n", "P. 060\n", "3811 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 6.14812457247 \t mean= -3.18242604577 \t md= -3.87451208496\n", "post-filter:\tsd= 5.99416614976 \t mean= -2.91033147682 \t md= -3.70872886725\n", "------------------------------------------------------------\n", "P. 061\n", "3802 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.78068816164 \t mean= -4.51797689208 \t md= -4.79489258811\n", "post-filter:\tsd= 4.80987429742 \t mean= -4.46739160794 \t md= -4.72472168493\n", "------------------------------------------------------------\n", "P. 062\n", "3792 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.09343860733 \t mean= -5.80680071782 \t md= -5.60368161525\n", "post-filter:\tsd= 6.51174839827 \t mean= -5.29576802719 \t md= -5.26362038664\n", "------------------------------------------------------------\n", "P. 063\n", "3780 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.07738982081 \t mean= -2.80731292502 \t md= -2.77782067609\n", "post-filter:\tsd= 4.86633249405 \t mean= -2.53527043403 \t md= -2.67981494229\n", "------------------------------------------------------------\n", "P. 064\n", "3766 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.3074501882 \t mean= -6.38025500992 \t md= -6.89883769793\n", "post-filter:\tsd= 4.07211183066 \t mean= -7.1569572481 \t md= -7.0130148065\n", "------------------------------------------------------------\n", "P. 065\n", "3760 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 8.52444083434 \t mean= -5.22161068359 \t md= -6.09386858398\n", "post-filter:\tsd= 6.78479354353 \t mean= -6.38560308706 \t md= -6.32448321033\n", "------------------------------------------------------------\n", "P. 066\n", "3749 megs free memory\n", "120 taps ==> 106 taps\n", "pre-filter:\tsd= 6.24876688891 \t mean= -1.96818528831 \t md= -2.4405524113\n", "post-filter:\tsd= 5.25820877142 \t mean= -2.77731342447 \t md= -2.76041401073\n", "------------------------------------------------------------\n", "P. 067\n", "3736 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 8.72687807025 \t mean= -5.59225052594 \t md= -5.30427335377\n", "post-filter:\tsd= 6.98935120943 \t mean= -6.82679451642 \t md= -5.96188173894\n", "------------------------------------------------------------\n", "P. 068\n", "3725 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 8.44650751633 \t mean= -11.8023716373 \t md= -12.2957080556\n", "post-filter:\tsd= 6.7650480001 \t mean= -13.1863479361 \t md= -13.116630514\n", "------------------------------------------------------------\n", "P. 069\n", "3716 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 7.46904568656 \t mean= -5.08334224718 \t md= -5.20817489733\n", "post-filter:\tsd= 7.59374019182 \t mean= -4.96260118611 \t md= -5.20817489733\n", "------------------------------------------------------------\n", "P. 071\n", "3700 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 12.170933131 \t mean= -1.52201853607 \t md= -2.44400863855\n", "post-filter:\tsd= 12.2803564686 \t mean= -1.88062653805 \t md= -3.36074554303\n", "------------------------------------------------------------\n", "P. 072\n", "3688 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 8.98181007848 \t mean= -16.0449239958 \t md= -15.2252261003\n", "post-filter:\tsd= 7.92093913882 \t mean= -17.0545547629 \t md= -15.8638299235\n", "------------------------------------------------------------\n", "P. 073\n", "3681 megs free memory\n", "120 taps ==> 106 taps\n", "pre-filter:\tsd= 12.7168922813 \t mean= -7.87903147802 \t md= -7.14298401507\n", "post-filter:\tsd= 12.8406558439 \t mean= -8.32409832531 \t md= -7.91372005875\n", "------------------------------------------------------------\n", "P. 074\n", "3671 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.3221130279 \t mean= -7.93426929127 \t md= -8.48331342386\n", "post-filter:\tsd= 5.47488855938 \t mean= -8.75393425611 \t md= -8.76921968672\n", "------------------------------------------------------------\n", "P. 075\n", "3664 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.3576069748 \t mean= -0.389545313873 \t md= -0.206118997185\n", "post-filter:\tsd= 4.20397465041 \t mean= -0.448058614534 \t md= -0.414593697073\n", "------------------------------------------------------------\n", "P. 076\n", "3649 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 10.1182752276 \t mean= 0.203411358147 \t md= -1.19504054173\n", "post-filter:\tsd= 10.220635421 \t mean= 0.763658174525 \t md= -0.353789631243\n", "------------------------------------------------------------\n", "P. 077\n", "3639 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 8.21785209025 \t mean= -22.6634716825 \t md= -22.9212691704\n", "post-filter:\tsd= 7.78989879538 \t mean= -23.4498554185 \t md= -23.2510704963\n", "------------------------------------------------------------\n", "P. 078\n", "3629 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.88263760015 \t mean= -3.28177065803 \t md= -3.29372263632\n", "post-filter:\tsd= 4.74662071812 \t mean= -3.37933232108 \t md= -3.32128982485\n", "------------------------------------------------------------\n", "P. 079\n", "3618 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.21979473604 \t mean= -1.16535932022 \t md= -0.754061168265\n", "post-filter:\tsd= 5.2863003919 \t mean= -1.27620298667 \t md= -0.806039303403\n", "------------------------------------------------------------\n", "P. 080\n", "3607 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.16209912184 \t mean= -7.96325315846 \t md= -7.75504896591\n", "post-filter:\tsd= 5.74271398825 \t mean= -8.52809068397 \t md= -8.18470011848\n", "------------------------------------------------------------\n", "P. 081\n", "3597 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.2707807275 \t mean= -11.301248839 \t md= -11.4093583637\n", "post-filter:\tsd= 5.1727858419 \t mean= -11.6192214628 \t md= -11.7232656067\n", "------------------------------------------------------------\n", "P. 082\n", "3589 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.60589644419 \t mean= -0.457572092627 \t md= -0.640343223969\n", "post-filter:\tsd= 4.39698001695 \t mean= -0.871487064458 \t md= -1.46471381445\n", "------------------------------------------------------------\n", "P. 083\n", "3576 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.73360302869 \t mean= -1.80028518618 \t md= -2.73054254006\n", "post-filter:\tsd= 5.84665504042 \t mean= -1.844711072 \t md= -2.74970641571\n", "------------------------------------------------------------\n", "P. 084\n", "3569 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.76176014052 \t mean= -8.35377842784 \t md= -9.07199001073\n", "post-filter:\tsd= 5.46127670339 \t mean= -8.82044642675 \t md= -9.15735991947\n", "------------------------------------------------------------\n", "P. 085\n", "3555 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.04003264636 \t mean= -5.43161489119 \t md= -6.35444368607\n", "post-filter:\tsd= 6.06768073814 \t mean= -5.33004229914 \t md= -6.05690277645\n", "------------------------------------------------------------\n", "P. 086\n", "3531 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.86607327798 \t mean= 5.94077063557 \t md= 6.45296056605\n", "post-filter:\tsd= 5.65732070374 \t mean= 5.9754619517 \t md= 6.33980424297\n", "------------------------------------------------------------\n", "P. 087\n", "3522 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.70405172771 \t mean= -3.34525997798 \t md= -3.01999217246\n", "post-filter:\tsd= 5.54802245836 \t mean= -4.23018473949 \t md= -3.94015321929\n", "------------------------------------------------------------\n", "P. 089\n", "3508 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 8.44682968815 \t mean= -6.98977042976 \t md= -6.27164137265\n", "post-filter:\tsd= 8.03998238715 \t mean= -6.30815754956 \t md= -5.50465595677\n", "------------------------------------------------------------\n", "P. 090\n", "3497 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.45937231133 \t mean= -1.97986539641 \t md= -1.46479684949\n", "post-filter:\tsd= 6.21946617268 \t mean= -2.84946975413 \t md= -2.08182987669\n", "------------------------------------------------------------\n", "P. 091\n", "3486 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.0681443283 \t mean= -12.1208191503 \t md= -13.1470468171\n", "post-filter:\tsd= 4.45024004905 \t mean= -12.9243233354 \t md= -13.6023820577\n", "------------------------------------------------------------\n", "P. 092\n", "3478 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.47996110567 \t mean= -2.21168979378 \t md= -1.91394254174\n", "post-filter:\tsd= 5.36637148541 \t mean= -2.43921891482 \t md= -2.1155088673\n", "------------------------------------------------------------\n", "P. 093\n", "3464 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.76954777184 \t mean= -12.212496362 \t md= -12.08698153\n", "post-filter:\tsd= 5.65281681212 \t mean= -11.8594887005 \t md= -11.8789699485\n", "------------------------------------------------------------\n", "P. 094\n", "3453 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 6.92828151103 \t mean= -5.44240715573 \t md= -6.19646490359\n", "post-filter:\tsd= 7.00450758873 \t mean= -5.59627381683 \t md= -6.4347615701\n", "------------------------------------------------------------\n", "P. 095\n", "3445 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.95059333851 \t mean= -8.11703494668 \t md= -8.49670069821\n", "post-filter:\tsd= 6.05784413471 \t mean= -8.23001231886 \t md= -8.52629278262\n", "------------------------------------------------------------\n", "P. 096\n", "3432 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.42357772929 \t mean= -5.33445125135 \t md= -4.35030692685\n", "post-filter:\tsd= 6.55892707514 \t mean= -5.52093141312 \t md= -4.72012998967\n", "------------------------------------------------------------\n", "P. 097\n", "3452 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.34479610662 \t mean= -5.47179801895 \t md= -5.70527545883\n", "post-filter:\tsd= 5.39508265641 \t mean= -6.14889656711 \t md= -5.81975922094\n", "------------------------------------------------------------\n", "P. 098\n", "3444 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.80893457127 \t mean= -4.2847464237 \t md= -4.66423642919\n", "post-filter:\tsd= 4.72526530715 \t mean= -4.1779960478 \t md= -4.71210892204\n", "------------------------------------------------------------\n", "P. 099\n", "3428 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.15805658681 \t mean= -2.28144083985 \t md= -1.61858991717\n", "post-filter:\tsd= 7.15212285912 \t mean= -2.6097644127 \t md= -1.76435741847\n", "------------------------------------------------------------\n", "P. 100\n", "3428 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.28668188832 \t mean= -1.42847751504 \t md= -1.66614079173\n", "post-filter:\tsd= 5.30311088876 \t mean= -1.63851031486 \t md= -1.73528163836\n", "------------------------------------------------------------\n", "P. 101\n", "3411 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 8.33660983478 \t mean= -1.37699418577 \t md= -2.37659333345\n", "post-filter:\tsd= 7.72538311892 \t mean= -1.95561805794 \t md= -2.81908801344\n", "------------------------------------------------------------\n", "P. 102\n", "3401 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.13474153589 \t mean= -5.15796452356 \t md= -5.60446948838\n", "post-filter:\tsd= 5.84031196264 \t mean= -5.61657695707 \t md= -5.87039186647\n", "------------------------------------------------------------\n", "P. 103\n", "3391 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.97760408715 \t mean= 0.0172618425187 \t md= 0.0936621916947\n", "post-filter:\tsd= 6.47119030942 \t mean= -0.60535413916 \t md= -0.493048496442\n", "------------------------------------------------------------\n", "P. 104\n", "3384 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 22.8084796721 \t mean= 3.24716502604 \t md= 4.92574633125\n", "post-filter:\tsd= 23.3857931008 \t mean= 3.5718468885 \t md= 5.17477367869\n", "------------------------------------------------------------\n", "P. 105\n", "3368 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 6.39174585361 \t mean= -2.63040440707 \t md= -2.23378021365\n", "post-filter:\tsd= 6.32425928372 \t mean= -2.88670923688 \t md= -2.28667864701\n", "------------------------------------------------------------\n", "P. 107\n", "3366 megs free memory\n", "120 taps ==> 106 taps\n", "pre-filter:\tsd= 5.07926734157 \t mean= -2.32467740266 \t md= -2.4670939078\n", "post-filter:\tsd= 5.1787562851 \t mean= -2.36877221536 \t md= -2.9528434082\n", "------------------------------------------------------------\n", "P. 108\n", "3345 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.05214663343 \t mean= -5.03858710012 \t md= -4.7429437668\n", "post-filter:\tsd= 4.95351973453 \t mean= -5.39871112062 \t md= -5.07952262413\n", "------------------------------------------------------------\n", "P. 109\n", "3332 megs free memory\n", "120 taps ==> 102 taps\n", "pre-filter:\tsd= 5.4615272947 \t mean= -1.94237447698 \t md= -2.2098071319\n", "post-filter:\tsd= 5.35460242592 \t mean= -1.60325880126 \t md= -2.15381633761\n", "------------------------------------------------------------\n", "P. 110\n", "3325 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.59118746367 \t mean= -2.99100734171 \t md= -2.48626921386\n", "post-filter:\tsd= 4.60006023727 \t mean= -2.99766093788 \t md= -2.45607012769\n", "------------------------------------------------------------\n", "P. 111\n", "3314 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.77942859336 \t mean= -5.01827292886 \t md= -4.49850101615\n", "post-filter:\tsd= 5.78276202709 \t mean= -5.1991589853 \t md= -4.87121878594\n", "------------------------------------------------------------\n", "P. 112\n", "3305 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.17441269578 \t mean= -11.1899577229 \t md= -12.1373045818\n", "post-filter:\tsd= 6.00547337537 \t mean= -11.4997372984 \t md= -12.3564023536\n", "------------------------------------------------------------\n", "P. 113\n", "3303 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.04775162108 \t mean= 0.778002758471 \t md= 0.784415607579\n", "post-filter:\tsd= 5.11060483549 \t mean= 0.748570107393 \t md= 0.405035022804\n", "------------------------------------------------------------\n", "P. 114\n", "3294 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 10.785459929 \t mean= -14.4805892263 \t md= -13.6443521329\n", "post-filter:\tsd= 8.850918372 \t mean= -15.8361204288 \t md= -14.7576212693\n", "------------------------------------------------------------\n", "P. 115\n", "3283 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 6.32837454574 \t mean= -1.65977846968 \t md= -1.67461185426\n", "post-filter:\tsd= 6.27643421925 \t mean= -1.97013580635 \t md= -1.85215588559\n", "------------------------------------------------------------\n", "P. 116\n", "3270 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.83781396172 \t mean= -2.31046324925 \t md= -2.51646830002\n", "post-filter:\tsd= 4.83181801988 \t mean= -2.25849543249 \t md= -2.51646830002\n", "------------------------------------------------------------\n", "P. 117\n", "3262 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.85072684297 \t mean= -15.2315550625 \t md= -14.9313116434\n", "post-filter:\tsd= 5.744898046 \t mean= -14.8441996368 \t md= -14.4987751573\n", "------------------------------------------------------------\n", "P. 118\n", "3247 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 8.07931237749 \t mean= 2.13870812993 \t md= 2.34060066088\n", "post-filter:\tsd= 8.17992742933 \t mean= 2.30055940764 \t md= 3.11540480306\n", "------------------------------------------------------------\n", "P. 119\n", "3231 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.1817566883 \t mean= 0.61982389831 \t md= 0.746070009401\n", "post-filter:\tsd= 4.98992295093 \t mean= 1.0050746421 \t md= 0.859236727591\n", "------------------------------------------------------------\n", "P. 120\n", "3221 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.57627612848 \t mean= -8.08354836197 \t md= -8.56757991724\n", "post-filter:\tsd= 4.94931589475 \t mean= -8.63675626775 \t md= -9.07952867116\n", "------------------------------------------------------------\n", "P. 121\n", "3207 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.20361530418 \t mean= -1.08690242269 \t md= -1.07655119421\n", "post-filter:\tsd= 5.52364122764 \t mean= -1.39064018775 \t md= -1.37326644085\n", "================================================================================\n", "Jits_ISO_8\n", "================================================================================\n", "------------------------------------------------------------\n", "P. 011\n", "3198 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 37.2594665325 \t mean= 20.9834818038 \t md= 38.3012390588\n", "post-filter:\tsd= 37.9812173505 \t mean= 19.824526148 \t md= 38.3010007352\n", "------------------------------------------------------------\n", "P. 012\n", "3185 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 26.9185195359 \t mean= 32.6207392155 \t md= 40.8617528257\n", "post-filter:\tsd= 27.2652975212 \t mean= 32.7993507532 \t md= 41.1292919848\n", "------------------------------------------------------------\n", "P. 015\n", "3178 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 24.9552599086 \t mean= -12.4601007346 \t md= -11.4294767315\n", "post-filter:\tsd= 25.6537590627 \t mean= -13.031652833 \t md= -12.5049390558\n", "------------------------------------------------------------\n", "P. 016\n", "3167 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.77621612587 \t mean= -6.32768888355 \t md= -7.11820096164\n", "post-filter:\tsd= 5.76735143144 \t mean= -6.11289525776 \t md= -6.67086820547\n", "------------------------------------------------------------\n", "P. 017\n", "3156 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 9.18020149963 \t mean= -9.64561110992 \t md= -9.21554112857\n", "post-filter:\tsd= 8.34749517604 \t mean= -10.128649963 \t md= -9.45766831889\n", "------------------------------------------------------------\n", "P. 018\n", "3133 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.18530654964 \t mean= -4.74915181029 \t md= -5.36116196021\n", "post-filter:\tsd= 5.90733110883 \t mean= -4.86049949941 \t md= -5.56486422952\n", "------------------------------------------------------------\n", "P. 019\n", "3126 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.20027953924 \t mean= -8.87062558484 \t md= -9.01416339922\n", "post-filter:\tsd= 5.6499679292 \t mean= -9.48081028203 \t md= -9.16784203103\n", "------------------------------------------------------------\n", "P. 020\n", "3119 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.48500986158 \t mean= -7.88487390714 \t md= -8.13883491143\n", "post-filter:\tsd= 6.21301861777 \t mean= -7.7489362207 \t md= -7.95227427923\n", "------------------------------------------------------------\n", "P. 021\n", "3111 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.38151099084 \t mean= -8.8318699361 \t md= -9.03893765474\n", "post-filter:\tsd= 5.43002810302 \t mean= -8.89584519101 \t md= -9.07090268886\n", "------------------------------------------------------------\n", "P. 022\n", "3098 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.7556422241 \t mean= 1.42185927925 \t md= 1.20787595213\n", "post-filter:\tsd= 5.67997346193 \t mean= 1.66588523929 \t md= 1.54000050016\n", "------------------------------------------------------------\n", "P. 024\n", "3092 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.05036470222 \t mean= -7.12999823882 \t md= -5.90215428631\n", "post-filter:\tsd= 6.08938055529 \t mean= -6.79003246441 \t md= -5.7577273182\n", "------------------------------------------------------------\n", "P. 025\n", "3077 megs free memory\n", "120 taps ==> 106 taps\n", "pre-filter:\tsd= 6.54457174897 \t mean= -2.38464908267 \t md= -2.10822194724\n", "post-filter:\tsd= 6.66500480032 \t mean= -2.47673042954 \t md= -2.10822194724\n", "------------------------------------------------------------\n", "P. 026\n", "3068 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.04679797955 \t mean= -4.27276037244 \t md= -4.3033902623\n", "post-filter:\tsd= 4.09461260231 \t mean= -4.27831406331 \t md= -4.3033902623\n", "------------------------------------------------------------\n", "P. 027\n", "3054 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.90821617278 \t mean= 0.804916490977 \t md= 0.806498998394\n", "post-filter:\tsd= 4.78214629761 \t mean= 1.01895477708 \t md= 0.806498998394\n", "------------------------------------------------------------\n", "P. 028\n", "3046 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.02943697695 \t mean= -9.12619749463 \t md= -9.640828639\n", "post-filter:\tsd= 5.09376379372 \t mean= -9.24227310444 \t md= -9.8740415367\n", "------------------------------------------------------------\n", "P. 029\n", "3039 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.87750042244 \t mean= -7.5072502529 \t md= -8.41690065704\n", "post-filter:\tsd= 6.94338291923 \t mean= -7.5706277221 \t md= -8.4310747897\n", "------------------------------------------------------------\n", "P. 030\n", "3026 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.61910685325 \t mean= -6.5436053145 \t md= -7.11545675061\n", "post-filter:\tsd= 5.20192561591 \t mean= -6.37327448871 \t md= -7.12045655751\n", "------------------------------------------------------------\n", "P. 032\n", "3015 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.7374258385 \t mean= -2.2015103863 \t md= -2.35760429528\n", "post-filter:\tsd= 4.80597534314 \t mean= -2.19344893537 \t md= -2.49813002222\n", "------------------------------------------------------------\n", "P. 033\n", "3004 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.83284209322 \t mean= -5.4959807784 \t md= -5.34859073581\n", "post-filter:\tsd= 4.64355782367 \t mean= -5.23713099201 \t md= -5.31033163008\n", "------------------------------------------------------------\n", "P. 034\n", "2966 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.54094280954 \t mean= -5.16266658103 \t md= -5.07671178736\n", "post-filter:\tsd= 4.40473170504 \t mean= -5.15702020732 \t md= -5.12371644501\n", "------------------------------------------------------------\n", "P. 035\n", "2956 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 9.20302053881 \t mean= -15.8420795443 \t md= -16.6361937402\n", "post-filter:\tsd= 8.91563322735 \t mean= -16.0946276412 \t md= -16.7429368783\n", "------------------------------------------------------------\n", "P. 036\n", "2941 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 15.7415771849 \t mean= -16.2123282035 \t md= -16.8840308692\n", "post-filter:\tsd= 15.8145285924 \t mean= -16.4139431696 \t md= -16.7381469617\n", "------------------------------------------------------------\n", "P. 037\n", "2931 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.47984353129 \t mean= -10.1673442507 \t md= -9.91232062741\n", "post-filter:\tsd= 6.27249306776 \t mean= -9.85400540763 \t md= -9.47050302213\n", "------------------------------------------------------------\n", "P. 038\n", "2922 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 8.80127008315 \t mean= -0.922432994167 \t md= 0.525679820663\n", "post-filter:\tsd= 8.30995844189 \t mean= -0.410565751925 \t md= 0.934149923569\n", "------------------------------------------------------------\n", "P. 039\n", "2910 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.55955229409 \t mean= -8.41539735831 \t md= -8.4324470131\n", "post-filter:\tsd= 4.33674650422 \t mean= -8.38351670658 \t md= -8.52685649693\n", "------------------------------------------------------------\n", "P. 040\n", "2902 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.64452838623 \t mean= -5.41699811651 \t md= -6.23943422461\n", "post-filter:\tsd= 6.71369493246 \t mean= -5.30645183546 \t md= -6.20208509824\n", "------------------------------------------------------------\n", "P. 041\n", "2891 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.07732398807 \t mean= -3.44988109699 \t md= -4.10429285225\n", "post-filter:\tsd= 5.29864656145 \t mean= -3.72748487197 \t md= -4.10429285225\n", "------------------------------------------------------------\n", "P. 043\n", "2879 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.26385620413 \t mean= -7.62606422472 \t md= -7.92885438758\n", "post-filter:\tsd= 6.97317929856 \t mean= -7.27927425753 \t md= -7.82566072465\n", "------------------------------------------------------------\n", "P. 044\n", "2873 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 6.72096750998 \t mean= 1.4016226844 \t md= 1.44315188515\n", "post-filter:\tsd= 6.5577767737 \t mean= 1.77440426924 \t md= 1.86488961381\n", "------------------------------------------------------------\n", "P. 046\n", "2862 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.8401196403 \t mean= -3.92647957938 \t md= -3.96984974891\n", "post-filter:\tsd= 6.44704106646 \t mean= -3.37501138072 \t md= -3.7842488021\n", "------------------------------------------------------------\n", "P. 047\n", "2851 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.3720291974 \t mean= -11.4561795625 \t md= -11.551042865\n", "post-filter:\tsd= 6.26277309334 \t mean= -11.1877376366 \t md= -11.4495645954\n", "------------------------------------------------------------\n", "P. 048\n", "2842 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.90957580775 \t mean= -6.11975992089 \t md= -6.06998714685\n", "post-filter:\tsd= 4.57125127787 \t mean= -6.18762214011 \t md= -6.02659393794\n", "------------------------------------------------------------\n", "P. 049\n", "2838 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 20.4302986757 \t mean= -16.4995901037 \t md= -17.1969567228\n", "post-filter:\tsd= 21.0143587121 \t mean= -17.0856199781 \t md= -18.1288932605\n", "------------------------------------------------------------\n", "P. 051\n", "2823 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.69528309576 \t mean= -4.21511398214 \t md= -4.44825677908\n", "post-filter:\tsd= 4.64164800074 \t mean= -4.27928140036 \t md= -4.90191670788\n", "------------------------------------------------------------\n", "P. 052\n", "2814 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.17974404657 \t mean= -4.34330612354 \t md= -4.38130656077\n", "post-filter:\tsd= 5.17592647039 \t mean= -4.15650219631 \t md= -4.27483988047\n", "------------------------------------------------------------\n", "P. 053\n", "2802 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.85510945802 \t mean= -6.28032645828 \t md= -6.95036249391\n", "post-filter:\tsd= 5.56842192773 \t mean= -5.95253822828 \t md= -6.76932857906\n", "------------------------------------------------------------\n", "P. 054\n", "2793 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.10116927045 \t mean= 0.0148407452677 \t md= 0.517175839785\n", "post-filter:\tsd= 4.99500995671 \t mean= 0.253183544109 \t md= 0.689827418268\n", "------------------------------------------------------------\n", "P. 055\n", "2781 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 28.1705458705 \t mean= -3.18330984689 \t md= -13.7868981059\n", "post-filter:\tsd= 28.9623541249 \t mean= -3.17141064333 \t md= -14.9042460563\n", "------------------------------------------------------------\n", "P. 056\n", "2777 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.95805086448 \t mean= -3.03314410197 \t md= -3.55355305354\n", "post-filter:\tsd= 5.43041735624 \t mean= -3.28284537036 \t md= -3.4807530711\n", "------------------------------------------------------------\n", "P. 057\n", "2764 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.56260645338 \t mean= -4.58349304303 \t md= -4.71178470197\n", "post-filter:\tsd= 4.29739332993 \t mean= -4.2535454593 \t md= -3.98477802979\n", "------------------------------------------------------------\n", "P. 058\n", "2756 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 9.35458400776 \t mean= -8.7875940355 \t md= -7.81022591438\n", "post-filter:\tsd= 7.88886826731 \t mean= -7.43469785262 \t md= -7.59812135187\n", "------------------------------------------------------------\n", "P. 059\n", "2740 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.79271497712 \t mean= -4.21864578276 \t md= -4.15260043912\n", "post-filter:\tsd= 4.81235897673 \t mean= -4.27204931501 \t md= -4.33234302634\n", "------------------------------------------------------------\n", "P. 060\n", "2730 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 7.81084585447 \t mean= -8.2798919318 \t md= -7.30702179419\n", "post-filter:\tsd= 7.54893873503 \t mean= -8.62771163587 \t md= -7.69394166655\n", "------------------------------------------------------------\n", "P. 061\n", "2721 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.58929770625 \t mean= -7.52111793626 \t md= -7.23209442807\n", "post-filter:\tsd= 5.70898320596 \t mean= -7.54924467575 \t md= -7.08900890328\n", "------------------------------------------------------------\n", "P. 062\n", "2710 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 11.0276070855 \t mean= -8.57157053956 \t md= -10.6823322714\n", "post-filter:\tsd= 10.2405115735 \t mean= -8.66488074827 \t md= -10.5368196772\n", "------------------------------------------------------------\n", "P. 063\n", "2701 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.02115908995 \t mean= -3.66615003921 \t md= -3.47358647596\n", "post-filter:\tsd= 5.0278827743 \t mean= -3.703847413 \t md= -3.49972490372\n", "------------------------------------------------------------\n", "P. 064\n", "2689 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 14.214789623 \t mean= -9.34449756126 \t md= -3.54812475393\n", "post-filter:\tsd= 14.3052839087 \t mean= -10.1055189655 \t md= -3.94730926584\n", "------------------------------------------------------------\n", "P. 065\n", "2678 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 8.62808747349 \t mean= -5.09517079405 \t md= -4.88034209408\n", "post-filter:\tsd= 8.69580125551 \t mean= -4.83415003223 \t md= -4.16864637775\n", "------------------------------------------------------------\n", "P. 066\n", "2668 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.23375307374 \t mean= -3.2653094875 \t md= -3.75893059806\n", "post-filter:\tsd= 5.13330409838 \t mean= -3.01356031805 \t md= -3.66115370942\n", "------------------------------------------------------------\n", "P. 067\n", "2651 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.88038665334 \t mean= -7.90039675283 \t md= -8.43885650347\n", "post-filter:\tsd= 5.3798221035 \t mean= -7.96487901022 \t md= -8.31837073566\n", "------------------------------------------------------------\n", "P. 068\n", "2640 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 9.66122226177 \t mean= -4.0206431369 \t md= -3.98641517739\n", "post-filter:\tsd= 9.66346328611 \t mean= -4.38780685398 \t md= -4.28995858592\n", "------------------------------------------------------------\n", "P. 069\n", "2632 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.59843507709 \t mean= -6.82390045704 \t md= -6.81119964033\n", "post-filter:\tsd= 6.47661078278 \t mean= -6.6498065838 \t md= -6.66783365426\n", "------------------------------------------------------------\n", "P. 071\n", "2622 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 8.76982833852 \t mean= -3.31893271139 \t md= -3.54048835018\n", "post-filter:\tsd= 8.88571004251 \t mean= -3.5025741361 \t md= -3.67172908039\n", "------------------------------------------------------------\n", "P. 072\n", "2613 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.748844396 \t mean= -10.0504291152 \t md= -10.5504036494\n", "post-filter:\tsd= 6.94146602982 \t mean= -10.454168132 \t md= -10.6304542208\n", "------------------------------------------------------------\n", "P. 073\n", "2605 megs free memory\n", "120 taps ==> 108 taps\n", "pre-filter:\tsd= 10.2224564416 \t mean= -5.62498280851 \t md= -6.78973507902\n", "post-filter:\tsd= 10.4137794915 \t mean= -5.90834475666 \t md= -7.29033538283\n", "------------------------------------------------------------\n", "P. 074\n", "2597 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.31756421495 \t mean= -11.2508074627 \t md= -11.9283767224\n", "post-filter:\tsd= 7.1682173502 \t mean= -11.2749485789 \t md= -11.8407231838\n", "------------------------------------------------------------\n", "P. 075\n", "2592 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.80487903206 \t mean= -3.1376295203 \t md= -3.38802256189\n", "post-filter:\tsd= 4.65761516301 \t mean= -2.95738125803 \t md= -3.24471372196\n", "------------------------------------------------------------\n", "P. 076\n", "2587 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 9.29789545988 \t mean= -9.42943852084 \t md= -10.5599319779\n", "post-filter:\tsd= 7.81291574817 \t mean= -10.0528173927 \t md= -10.410799942\n", "------------------------------------------------------------\n", "P. 077\n", "2583 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.77724005411 \t mean= -15.0148139754 \t md= -14.7740557231\n", "post-filter:\tsd= 7.57381995584 \t mean= -15.2256130639 \t md= -14.6701810016\n", "------------------------------------------------------------\n", "P. 078\n", "2576 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.87257913689 \t mean= -3.61526442151 \t md= -4.35603416891\n", "post-filter:\tsd= 4.92389425253 \t mean= -3.56140928397 \t md= -4.3049634229\n", "------------------------------------------------------------\n", "P. 079\n", "2571 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.95503899786 \t mean= -1.17307442197 \t md= -0.61529717707\n", "post-filter:\tsd= 5.23436904299 \t mean= -1.71794394415 \t md= -0.985578777328\n", "------------------------------------------------------------\n", "P. 080\n", "2562 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.93370160215 \t mean= -8.78600700889 \t md= -8.77774776667\n", "post-filter:\tsd= 6.00013346418 \t mean= -8.67895498931 \t md= -8.48242122537\n", "------------------------------------------------------------\n", "P. 081\n", "2578 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.46689878932 \t mean= -1.6314256267 \t md= -1.54673021907\n", "post-filter:\tsd= 4.46205724139 \t mean= -1.49811177416 \t md= -1.3879510841\n", "------------------------------------------------------------\n", "P. 082\n", "2572 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.78008258391 \t mean= -0.0819873384438 \t md= -0.37954792148\n", "post-filter:\tsd= 4.86422236591 \t mean= 0.0322185629738 \t md= -0.244579488333\n", "------------------------------------------------------------\n", "P. 083\n", "2566 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.50913957406 \t mean= -2.59372871991 \t md= -2.86236596351\n", "post-filter:\tsd= 6.52807698289 \t mean= -2.68345772782 \t md= -2.85975783583\n", "------------------------------------------------------------\n", "P. 084\n", "2553 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.71517978636 \t mean= -2.46081687077 \t md= -2.92423105776\n", "post-filter:\tsd= 6.48676675506 \t mean= -1.66322072538 \t md= -2.62699122338\n", "------------------------------------------------------------\n", "P. 085\n", "2550 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.50040850883 \t mean= -5.93485364959 \t md= -6.79244064878\n", "post-filter:\tsd= 6.60170232471 \t mean= -6.02148292351 \t md= -6.80260880873\n", "------------------------------------------------------------\n", "P. 086\n", "2543 megs free memory\n", "120 taps ==> 108 taps\n", "pre-filter:\tsd= 12.1811898948 \t mean= -1.96370497979 \t md= -2.56829230646\n", "post-filter:\tsd= 12.1914694989 \t mean= -2.51984468191 \t md= -3.29643684364\n", "------------------------------------------------------------\n", "P. 087\n", "2532 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.9532435852 \t mean= -1.55372445602 \t md= -0.988286603114\n", "post-filter:\tsd= 6.71106369666 \t mean= -1.56447192327 \t md= -0.942329815434\n", "------------------------------------------------------------\n", "P. 089\n", "2524 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 20.8930047689 \t mean= -9.27424414131 \t md= -10.5313864405\n", "post-filter:\tsd= 21.5023659387 \t mean= -8.93968669474 \t md= -10.0607667108\n", "------------------------------------------------------------\n", "P. 090\n", "2523 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.27133998411 \t mean= -3.92106786858 \t md= -3.47103902835\n", "post-filter:\tsd= 5.2542088939 \t mean= -3.97776722357 \t md= -3.38585115842\n", "------------------------------------------------------------\n", "P. 091\n", "2515 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.69716493314 \t mean= -5.25006697596 \t md= -4.85526139232\n", "post-filter:\tsd= 4.37608207487 \t mean= -4.78826035047 \t md= -4.67349008207\n", "------------------------------------------------------------\n", "P. 092\n", "2515 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 9.43009080323 \t mean= -9.59675099824 \t md= -8.83466533467\n", "post-filter:\tsd= 9.3690849857 \t mean= -9.12315283469 \t md= -8.07959103054\n", "------------------------------------------------------------\n", "P. 093\n", "2508 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.78933817539 \t mean= -9.65921973068 \t md= -10.3357208595\n", "post-filter:\tsd= 7.26642260565 \t mean= -9.73901303165 \t md= -10.1526549558\n", "------------------------------------------------------------\n", "P. 094\n", "2501 megs free memory\n", "120 taps ==> 106 taps\n", "pre-filter:\tsd= 7.68789701955 \t mean= -10.4195176515 \t md= -10.7409936654\n", "post-filter:\tsd= 7.67398994891 \t mean= -10.774825473 \t md= -11.2961795864\n", "------------------------------------------------------------\n", "P. 095\n", "2498 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.25984018874 \t mean= -7.04528432335 \t md= -7.25200194067\n", "post-filter:\tsd= 4.15988361747 \t mean= -7.21904790934 \t md= -7.33196452086\n", "------------------------------------------------------------\n", "P. 096\n", "2495 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.73269821244 \t mean= -7.06127856222 \t md= -7.47410824645\n", "post-filter:\tsd= 5.53989838499 \t mean= -7.52185935228 \t md= -7.71966328383\n", "------------------------------------------------------------\n", "P. 097\n", "2493 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.05605045865 \t mean= -5.81438092205 \t md= -6.25021882768\n", "post-filter:\tsd= 5.8007339987 \t mean= -5.47691154498 \t md= -6.04773766294\n", "------------------------------------------------------------\n", "P. 098\n", "2488 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.51523291168 \t mean= -4.88714041323 \t md= -5.38265536756\n", "post-filter:\tsd= 4.28811538583 \t mean= -4.86692088396 \t md= -5.37792515016\n", "------------------------------------------------------------\n", "P. 099\n", "2483 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.0801884084 \t mean= -7.32843963557 \t md= -7.15772370228\n", "post-filter:\tsd= 6.09162854865 \t mean= -7.54816243511 \t md= -7.45410893813\n", "------------------------------------------------------------\n", "P. 100\n", "2477 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.57686073 \t mean= -6.21050874481 \t md= -6.27519088785\n", "post-filter:\tsd= 4.63379209308 \t mean= -6.22496274259 \t md= -6.5250449977\n", "------------------------------------------------------------\n", "P. 101\n", "2472 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.74200383583 \t mean= -4.45200608447 \t md= -3.74363455981\n", "post-filter:\tsd= 6.77891438143 \t mean= -3.60154193925 \t md= -2.47267568486\n", "------------------------------------------------------------\n", "P. 102\n", "2465 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.01512978944 \t mean= -1.64598990795 \t md= -2.17408700349\n", "post-filter:\tsd= 5.19757119045 \t mean= -1.61464115826 \t md= -1.9746911419\n", "------------------------------------------------------------\n", "P. 103\n", "2457 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.85262367694 \t mean= -8.57833872572 \t md= -8.92780352011\n", "post-filter:\tsd= 5.90942400828 \t mean= -8.58039150891 \t md= -8.97436538702\n", "------------------------------------------------------------\n", "P. 104\n", "2448 megs free memory\n", "120 taps ==> 108 taps\n", "pre-filter:\tsd= 4.78661673971 \t mean= -6.14249197427 \t md= -6.08790426563\n", "post-filter:\tsd= 4.80246099302 \t mean= -6.04342883179 \t md= -5.8099671105\n", "------------------------------------------------------------\n", "P. 105\n", "2445 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 8.24695611136 \t mean= -7.62213260351 \t md= -8.20045216278\n", "post-filter:\tsd= 8.3932438169 \t mean= -7.63370459811 \t md= -8.20045216278\n", "------------------------------------------------------------\n", "P. 107\n", "2435 megs free memory\n", "120 taps ==> 106 taps\n", "pre-filter:\tsd= 5.13827105641 \t mean= -0.518686273756 \t md= -0.939826598502\n", "post-filter:\tsd= 4.92348198922 \t mean= -0.305858289653 \t md= -0.939826598502\n", "------------------------------------------------------------\n", "P. 108\n", "2420 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.35203986186 \t mean= -6.94487072792 \t md= -7.14874382068\n", "post-filter:\tsd= 5.47603079113 \t mean= -7.03946626712 \t md= -7.21584514967\n", "------------------------------------------------------------\n", "P. 109\n", "2412 megs free memory\n", "120 taps ==> 106 taps\n", "pre-filter:\tsd= 5.50298597272 \t mean= -1.42691605338 \t md= -1.56269614499\n", "post-filter:\tsd= 5.49482705788 \t mean= -1.65527254246 \t md= -1.77318190055\n", "------------------------------------------------------------\n", "P. 110\n", "2403 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.34393635393 \t mean= -1.09469603059 \t md= -0.629787234231\n", "post-filter:\tsd= 4.29657125328 \t mean= -0.859087469649 \t md= -0.502482443082\n", "------------------------------------------------------------\n", "P. 111\n", "2206 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.07344396541 \t mean= -3.26369980196 \t md= -3.36215151691\n", "post-filter:\tsd= 5.01428128679 \t mean= -3.23082048444 \t md= -3.35415718423\n", "------------------------------------------------------------\n", "P. 112\n", "2194 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 8.85300795215 \t mean= -11.6475348791 \t md= -12.2752247863\n", "post-filter:\tsd= 8.90905510389 \t mean= -11.8725518536 \t md= -12.3165515832\n", "------------------------------------------------------------\n", "P. 113\n", "2189 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.12911670422 \t mean= -2.07830352088 \t md= -1.91125189431\n", "post-filter:\tsd= 3.90121701611 \t mean= -2.0322627179 \t md= -2.064888241\n", "------------------------------------------------------------\n", "P. 114\n", "2168 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.84309566119 \t mean= -11.1276470523 \t md= -11.1776357252\n", "post-filter:\tsd= 6.17650168003 \t mean= -11.7404697925 \t md= -11.7114503511\n", "------------------------------------------------------------\n", "P. 115\n", "2163 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 5.08270286896 \t mean= -5.49943478944 \t md= -5.08263985255\n", "post-filter:\tsd= 5.10043087186 \t mean= -5.65841890176 \t md= -5.24659336893\n", "------------------------------------------------------------\n", "P. 116\n", "2137 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.10592733315 \t mean= -5.19078444538 \t md= -6.28666907152\n", "post-filter:\tsd= 6.08708351933 \t mean= -5.2864928543 \t md= -6.30373782693\n", "------------------------------------------------------------\n", "P. 117\n", "2121 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 5.02496403163 \t mean= -4.65815955257 \t md= -4.72074667627\n", "post-filter:\tsd= 4.96619117333 \t mean= -4.63588736083 \t md= -4.55757914823\n", "------------------------------------------------------------\n", "P. 118\n", "2109 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 7.02256269844 \t mean= -0.69820788412 \t md= -0.293601292446\n", "post-filter:\tsd= 7.02852935017 \t mean= -0.346246372366 \t md= -0.174547127724\n", "------------------------------------------------------------\n", "P. 119\n", "2102 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 4.09495308979 \t mean= -5.24048236691 \t md= -5.33446749076\n", "post-filter:\tsd= 4.10777681626 \t mean= -5.24718980071 \t md= -5.32798553497\n", "------------------------------------------------------------\n", "P. 120\n", "2079 megs free memory\n", "120 taps ==> 110 taps\n", "pre-filter:\tsd= 4.33217614876 \t mean= -6.99287124898 \t md= -7.20413541981\n", "post-filter:\tsd= 4.3185056165 \t mean= -7.20794383889 \t md= -7.56006043285\n", "------------------------------------------------------------\n", "P. 121\n", "2070 megs free memory\n", "120 taps ==> 111 taps\n", "pre-filter:\tsd= 6.66241537338 \t mean= -10.2636976706 \t md= -10.1517917427\n", "post-filter:\tsd= 5.48980998965 \t mean= -10.6103563871 \t md= -10.1517917427\n", "================================================================================\n", "Jits_Linear_5\n", "================================================================================\n", "------------------------------------------------------------\n", "P. 011\n", "2064 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 24.8992228376 \t mean= 33.6114498151 \t md= 40.7445391526\n", "post-filter:\tsd= 25.3630322054 \t mean= 33.4302227543 \t md= 40.8725481943\n", "------------------------------------------------------------\n", "P. 013\n", "2057 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.62701898348 \t mean= 39.646840313 \t md= 40.8702189944\n", "post-filter:\tsd= 8.70370979989 \t mean= 39.5894165467 \t md= 40.8702189944\n", "------------------------------------------------------------\n", "P. 015\n", "2046 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 11.6954901604 \t mean= -16.4358661145 \t md= -14.3242198482\n", "post-filter:\tsd= 11.8983298451 \t mean= -16.3741676166 \t md= -14.2039029889\n", "------------------------------------------------------------\n", "P. 016\n", "2038 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.71083611206 \t mean= -7.07843221959 \t md= -7.55386844758\n", "post-filter:\tsd= 5.14538771894 \t mean= -7.54542173129 \t md= -7.8940515325\n", "------------------------------------------------------------\n", "P. 017\n", "2034 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 10.259103 \t mean= -13.4724827651 \t md= -14.6541760922\n", "post-filter:\tsd= 10.2324031173 \t mean= -13.8196663438 \t md= -14.9089359411\n", "------------------------------------------------------------\n", "P. 019\n", "2022 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 24.1818656052 \t mean= -13.8021293455 \t md= -11.6908731311\n", "post-filter:\tsd= 24.682865206 \t mean= -14.0209907779 \t md= -11.9837690181\n", "------------------------------------------------------------\n", "P. 020\n", "2015 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.72817841602 \t mean= -10.4576093373 \t md= -9.65730042017\n", "post-filter:\tsd= 8.20764643481 \t mean= -11.0222763047 \t md= -9.96194703194\n", "------------------------------------------------------------\n", "P. 021\n", "2004 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.17887576575 \t mean= -10.0070680121 \t md= -9.53989961767\n", "post-filter:\tsd= 5.04209291603 \t mean= -9.57773146001 \t md= -9.53076628752\n", "------------------------------------------------------------\n", "P. 022\n", "1991 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.80192073045 \t mean= -7.20497682845 \t md= -6.60983353422\n", "post-filter:\tsd= 7.84321398683 \t mean= -7.24207852666 \t md= -6.60983353422\n", "------------------------------------------------------------\n", "P. 024\n", "1985 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.99928890512 \t mean= -7.22050542259 \t md= -7.62989459568\n", "post-filter:\tsd= 6.99344740952 \t mean= -7.33339053251 \t md= -7.77758843308\n", "------------------------------------------------------------\n", "P. 025\n", "1976 megs free memory\n", "170 taps ==> 156 taps\n", "pre-filter:\tsd= 7.21105890131 \t mean= -4.37274800291 \t md= -4.43334799859\n", "post-filter:\tsd= 7.31226225256 \t mean= -4.32577758421 \t md= -4.43334799859\n", "------------------------------------------------------------\n", "P. 026\n", "1972 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.89906684775 \t mean= -2.94191865776 \t md= -3.44357763713\n", "post-filter:\tsd= 5.95212365239 \t mean= -2.89903295416 \t md= -3.44357763713\n", "------------------------------------------------------------\n", "P. 027\n", "1964 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 16.616077408 \t mean= -6.13270098568 \t md= -6.82184590768\n", "post-filter:\tsd= 16.9173337878 \t mean= -6.15946807579 \t md= -7.05673179106\n", "------------------------------------------------------------\n", "P. 028\n", "1954 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.9842583784 \t mean= -8.56649288277 \t md= -8.08333162381\n", "post-filter:\tsd= 6.0604232981 \t mean= -8.59583685225 \t md= -8.12882876011\n", "------------------------------------------------------------\n", "P. 029\n", "1945 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 13.8835333705 \t mean= -12.5863032784 \t md= -13.9061168942\n", "post-filter:\tsd= 14.0059817146 \t mean= -12.7741722067 \t md= -13.9164148828\n", "------------------------------------------------------------\n", "P. 030\n", "1936 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.94763158331 \t mean= -9.12113308427 \t md= -10.2159712038\n", "post-filter:\tsd= 4.77806096239 \t mean= -9.89813837214 \t md= -10.5544352567\n", "------------------------------------------------------------\n", "P. 032\n", "1929 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.49603030525 \t mean= -6.49600664316 \t md= -6.36738824423\n", "post-filter:\tsd= 5.55068076986 \t mean= -6.48861216779 \t md= -6.39319183678\n", "------------------------------------------------------------\n", "P. 033\n", "1907 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.55421341194 \t mean= -5.37470280598 \t md= -6.02109683245\n", "post-filter:\tsd= 5.50099935278 \t mean= -5.56187321412 \t md= -6.4401154971\n", "------------------------------------------------------------\n", "P. 034\n", "1897 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.96389135108 \t mean= -5.47257251256 \t md= -5.98094719982\n", "post-filter:\tsd= 4.9539246988 \t mean= -5.30856272788 \t md= -5.7239936385\n", "------------------------------------------------------------\n", "P. 035\n", "1893 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 21.9900795835 \t mean= -14.9153486705 \t md= -16.9520356418\n", "post-filter:\tsd= 22.3030297066 \t mean= -15.2919047793 \t md= -17.9012477535\n", "------------------------------------------------------------\n", "P. 036\n", "1884 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 13.5595325309 \t mean= -15.7056261346 \t md= -14.9470933826\n", "post-filter:\tsd= 12.4696011915 \t mean= -14.410201214 \t md= -14.5707094587\n", "------------------------------------------------------------\n", "P. 037\n", "1873 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.88956694883 \t mean= -8.3518881451 \t md= -8.35744646379\n", "post-filter:\tsd= 5.80986783703 \t mean= -8.36079079762 \t md= -8.35744646379\n", "------------------------------------------------------------\n", "P. 038\n", "1862 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.64361607299 \t mean= -8.64044754228 \t md= -7.60370441278\n", "post-filter:\tsd= 6.400519211 \t mean= -9.06955690327 \t md= -8.21469565028\n", "------------------------------------------------------------\n", "P. 039\n", "1854 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 17.1778516796 \t mean= -13.7217995994 \t md= -14.2052903365\n", "post-filter:\tsd= 16.4436716346 \t mean= -14.8133082595 \t md= -14.7283957833\n", "------------------------------------------------------------\n", "P. 040\n", "1846 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.7111646732 \t mean= -8.99576893905 \t md= -9.65639674612\n", "post-filter:\tsd= 10.3884226028 \t mean= -9.67871483947 \t md= -9.84861976848\n", "------------------------------------------------------------\n", "P. 041\n", "1836 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.08860080266 \t mean= -3.92802344086 \t md= -4.15528529564\n", "post-filter:\tsd= 4.66905785485 \t mean= -4.33853741427 \t md= -4.27202008272\n", "------------------------------------------------------------\n", "P. 043\n", "1828 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 8.46333890489 \t mean= -9.0276096111 \t md= -10.1407616457\n", "post-filter:\tsd= 8.22742619493 \t mean= -9.49522200721 \t md= -10.2748468554\n", "------------------------------------------------------------\n", "P. 044\n", "1816 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 9.82497673887 \t mean= -7.28700176335 \t md= -6.61775626384\n", "post-filter:\tsd= 9.89880069913 \t mean= -7.49305167539 \t md= -6.74516049327\n", "------------------------------------------------------------\n", "P. 046\n", "1807 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.09188039307 \t mean= -3.52752039884 \t md= -4.65910415938\n", "post-filter:\tsd= 6.11276410465 \t mean= -3.3036139971 \t md= -4.0175846273\n", "------------------------------------------------------------\n", "P. 047\n", "1802 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.38228290192 \t mean= -13.1364837615 \t md= -13.0780327302\n", "post-filter:\tsd= 5.44837693096 \t mean= -13.8512443607 \t md= -13.402081291\n", "------------------------------------------------------------\n", "P. 048\n", "1792 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.71139083898 \t mean= -4.87197259437 \t md= -4.24145787397\n", "post-filter:\tsd= 6.10390402728 \t mean= -3.75098100327 \t md= -4.17536039454\n", "------------------------------------------------------------\n", "P. 049\n", "1781 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 23.0800821962 \t mean= -9.4964018209 \t md= -13.1550025982\n", "post-filter:\tsd= 23.2652649054 \t mean= -10.1594809503 \t md= -13.6462569561\n", "------------------------------------------------------------\n", "P. 051\n", "1771 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.70030621386 \t mean= -5.24014839083 \t md= -4.6964331682\n", "post-filter:\tsd= 4.68260548133 \t mean= -5.2772431337 \t md= -4.7439333503\n", "------------------------------------------------------------\n", "P. 052\n", "1762 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.53688011514 \t mean= -3.38743371545 \t md= -3.44722360582\n", "post-filter:\tsd= 4.39473978332 \t mean= -3.57886035098 \t md= -3.65201750889\n", "------------------------------------------------------------\n", "P. 053\n", "1756 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.7434994302 \t mean= -4.47935993652 \t md= -5.06040312667\n", "post-filter:\tsd= 4.6002942447 \t mean= -5.11920343158 \t md= -5.35804850336\n", "------------------------------------------------------------\n", "P. 054\n", "1750 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 10.3032431003 \t mean= -3.59649614289 \t md= -4.43988520267\n", "post-filter:\tsd= 10.3982078111 \t mean= -3.75696056679 \t md= -4.72142575162\n", "------------------------------------------------------------\n", "P. 055\n", "1740 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 23.0446029061 \t mean= -16.2555359645 \t md= -21.7271030529\n", "post-filter:\tsd= 22.8064122401 \t mean= -16.3563054774 \t md= -21.9535661576\n", "------------------------------------------------------------\n", "P. 056\n", "1731 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.27388393285 \t mean= -4.7809481294 \t md= -4.83074125114\n", "post-filter:\tsd= 5.14885852489 \t mean= -5.03329649751 \t md= -5.06570415163\n", "------------------------------------------------------------\n", "P. 057\n", "1718 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.97435275756 \t mean= -2.0048262766 \t md= -3.01477908643\n", "post-filter:\tsd= 6.6929810689 \t mean= -2.43295823536 \t md= -3.17251272583\n", "------------------------------------------------------------\n", "P. 058\n", "1716 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.99968059132 \t mean= -13.2007392489 \t md= -13.3138057094\n", "post-filter:\tsd= 7.57819767283 \t mean= -14.4495134859 \t md= -13.9922274741\n", "------------------------------------------------------------\n", "P. 059\n", "1708 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.75740054957 \t mean= -7.90315276432 \t md= -8.33221827369\n", "post-filter:\tsd= 6.59612709173 \t mean= -8.24888094581 \t md= -8.774765029\n", "------------------------------------------------------------\n", "P. 060\n", "1698 megs free memory\n", "170 taps ==> 156 taps\n", "pre-filter:\tsd= 8.23023519653 \t mean= -5.19001223687 \t md= -5.40246555475\n", "post-filter:\tsd= 8.30701894553 \t mean= -5.25805366071 \t md= -5.40246555475\n", "------------------------------------------------------------\n", "P. 061\n", "1691 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 11.9532741006 \t mean= -11.8907541586 \t md= -12.8014768077\n", "post-filter:\tsd= 12.110320619 \t mean= -12.0867706202 \t md= -13.32943032\n", "------------------------------------------------------------\n", "P. 062\n", "1683 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.2064064966 \t mean= -9.24386644441 \t md= -10.0448635085\n", "post-filter:\tsd= 11.1931989269 \t mean= -9.67668733519 \t md= -10.5283703689\n", "------------------------------------------------------------\n", "P. 063\n", "1668 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.60759602684 \t mean= -2.88063362703 \t md= -2.76783557897\n", "post-filter:\tsd= 4.68546720867 \t mean= -2.86801844736 \t md= -2.78335767073\n", "------------------------------------------------------------\n", "P. 064\n", "1657 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.25049195501 \t mean= -3.31836222599 \t md= -3.97760629063\n", "post-filter:\tsd= 5.4526857466 \t mean= -3.97074255873 \t md= -4.0652426902\n", "------------------------------------------------------------\n", "P. 065\n", "1645 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.89190099341 \t mean= -3.28980575773 \t md= -3.22788222404\n", "post-filter:\tsd= 7.06648379652 \t mean= -3.97702505767 \t md= -3.58477255507\n", "------------------------------------------------------------\n", "P. 066\n", "1634 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.91287013924 \t mean= -3.59905658983 \t md= -3.84152183995\n", "post-filter:\tsd= 6.15619452212 \t mean= -3.9544384415 \t md= -4.00647611804\n", "------------------------------------------------------------\n", "P. 067\n", "1622 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.82725471318 \t mean= -5.80591167561 \t md= -5.56972458981\n", "post-filter:\tsd= 5.64813453152 \t mean= -6.13960659373 \t md= -5.9329825418\n", "------------------------------------------------------------\n", "P. 068\n", "1612 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 28.7744565212 \t mean= -4.95290009191 \t md= -12.7957837757\n", "post-filter:\tsd= 29.2164469534 \t mean= -5.75132450223 \t md= -13.3874047962\n", "------------------------------------------------------------\n", "P. 069\n", "1604 megs free memory\n", "170 taps ==> 159 taps\n", "pre-filter:\tsd= 8.08603625361 \t mean= -10.0384451303 \t md= -10.7072711547\n", "post-filter:\tsd= 8.123848645 \t mean= -9.84830066021 \t md= -10.351639222\n", "------------------------------------------------------------\n", "P. 071\n", "1594 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.3439329389 \t mean= -15.7722889672 \t md= -16.1084931938\n", "post-filter:\tsd= 8.71923910639 \t mean= -16.5171442067 \t md= -16.6256423272\n", "------------------------------------------------------------\n", "P. 072\n", "1583 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.7101286244 \t mean= -15.1995103898 \t md= -17.0409499135\n", "post-filter:\tsd= 7.11978171452 \t mean= -16.8139288202 \t md= -17.8978331209\n", "------------------------------------------------------------\n", "P. 073\n", "1573 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 27.2976217492 \t mean= -4.97982668741 \t md= -7.15159058088\n", "post-filter:\tsd= 27.3904066226 \t mean= -5.31220313341 \t md= -7.39534098\n", "------------------------------------------------------------\n", "P. 074\n", "1563 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 12.5615162778 \t mean= -12.4865003442 \t md= -9.17234408001\n", "post-filter:\tsd= 12.7142457435 \t mean= -12.7943821968 \t md= -10.2474266729\n", "------------------------------------------------------------\n", "P. 075\n", "1552 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 3.63653667618 \t mean= -4.52368765954 \t md= -4.36227155544\n", "post-filter:\tsd= 3.64607798382 \t mean= -4.58742996368 \t md= -4.60215921518\n", "------------------------------------------------------------\n", "P. 076\n", "1545 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.00895338104 \t mean= -8.54868055498 \t md= -7.80249770478\n", "post-filter:\tsd= 8.07852413997 \t mean= -9.39255062275 \t md= -8.43921234018\n", "------------------------------------------------------------\n", "P. 077\n", "1541 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 27.2626858501 \t mean= -12.0013569031 \t md= -19.8413756661\n", "post-filter:\tsd= 27.8216167333 \t mean= -12.2076546699 \t md= -21.2692308905\n", "------------------------------------------------------------\n", "P. 078\n", "1530 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.07335931734 \t mean= -5.20364894931 \t md= -5.06716423939\n", "post-filter:\tsd= 4.97775915626 \t mean= -5.43155798481 \t md= -5.21092476543\n", "------------------------------------------------------------\n", "P. 079\n", "1521 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.44570850687 \t mean= -8.14244477132 \t md= -7.89143164356\n", "post-filter:\tsd= 5.32317437108 \t mean= -8.42050623029 \t md= -8.19652653207\n", "------------------------------------------------------------\n", "P. 080\n", "1516 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.3207174502 \t mean= -9.90701479761 \t md= -9.69555415522\n", "post-filter:\tsd= 5.20088962134 \t mean= -10.1510855943 \t md= -9.97249633267\n", "------------------------------------------------------------\n", "P. 081\n", "1503 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.8862350402 \t mean= -16.1872842207 \t md= -15.0881116203\n", "post-filter:\tsd= 9.98169475889 \t mean= -17.079631035 \t md= -15.5737138954\n", "------------------------------------------------------------\n", "P. 082\n", "1497 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.78584828812 \t mean= -3.20275345782 \t md= -2.91440618305\n", "post-filter:\tsd= 5.77980408263 \t mean= -3.45512467412 \t md= -3.1067911997\n", "------------------------------------------------------------\n", "P. 083\n", "1487 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.12356659161 \t mean= -5.73899367971 \t md= -5.26722747204\n", "post-filter:\tsd= 6.18888332364 \t mean= -5.76506784242 \t md= -5.33597232256\n", "------------------------------------------------------------\n", "P. 084\n", "1478 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.82680544587 \t mean= -9.82793838429 \t md= -10.2635563761\n", "post-filter:\tsd= 6.03665898559 \t mean= -10.5458117541 \t md= -10.5771783049\n", "------------------------------------------------------------\n", "P. 085\n", "1471 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.29017362464 \t mean= -8.19210492174 \t md= -8.214208301\n", "post-filter:\tsd= 5.23735312971 \t mean= -8.35551667504 \t md= -8.57359607176\n", "------------------------------------------------------------\n", "P. 086\n", "1459 megs free memory\n", "170 taps ==> 154 taps\n", "pre-filter:\tsd= 7.62946467962 \t mean= -3.37783878163 \t md= -4.02611091755\n", "post-filter:\tsd= 6.68130433506 \t mean= -3.95092980097 \t md= -4.1850969909\n", "------------------------------------------------------------\n", "P. 087\n", "1449 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.69866038753 \t mean= -7.36737548764 \t md= -6.86636461446\n", "post-filter:\tsd= 6.03055737818 \t mean= -7.10407648612 \t md= -6.94313112018\n", "------------------------------------------------------------\n", "P. 089\n", "1442 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 30.90575377 \t mean= 9.79282283093 \t md= 19.8852274284\n", "post-filter:\tsd= 30.9943145139 \t mean= 10.8520457421 \t md= 21.3055804833\n", "------------------------------------------------------------\n", "P. 090\n", "1432 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.94716165328 \t mean= -4.60788761677 \t md= -4.68363725841\n", "post-filter:\tsd= 5.82905183622 \t mean= -4.77851629223 \t md= -4.75744197454\n", "------------------------------------------------------------\n", "P. 091\n", "1428 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.93236587869 \t mean= -11.6627371451 \t md= -11.699096571\n", "post-filter:\tsd= 4.95737911896 \t mean= -11.8189343246 \t md= -12.0431844967\n", "------------------------------------------------------------\n", "P. 092\n", "1422 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.34221751007 \t mean= -9.97466529476 \t md= -10.3804936051\n", "post-filter:\tsd= 6.15918974201 \t mean= -10.3390583218 \t md= -10.6559441247\n", "------------------------------------------------------------\n", "P. 093\n", "1408 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.37366137095 \t mean= -13.6402276341 \t md= -13.6580005937\n", "post-filter:\tsd= 8.29781623371 \t mean= -13.9148844704 \t md= -13.9016655715\n", "------------------------------------------------------------\n", "P. 094\n", "1418 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.62324340893 \t mean= -11.7264172224 \t md= -11.8918223343\n", "post-filter:\tsd= 7.55904562768 \t mean= -11.9069200382 \t md= -11.9557991278\n", "------------------------------------------------------------\n", "P. 095\n", "1402 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.7705469714 \t mean= -13.9750395763 \t md= -12.6933814442\n", "post-filter:\tsd= 11.879359394 \t mean= -14.2716500962 \t md= -13.3496330788\n", "------------------------------------------------------------\n", "P. 096\n", "1393 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.79303004658 \t mean= -10.9487650563 \t md= -10.2954638356\n", "post-filter:\tsd= 7.8661728428 \t mean= -11.0867509748 \t md= -10.2983961209\n", "------------------------------------------------------------\n", "P. 097\n", "1383 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.895673773 \t mean= -2.89512746055 \t md= -3.83423513942\n", "post-filter:\tsd= 6.35956360026 \t mean= -3.07544369555 \t md= -3.85862307819\n", "------------------------------------------------------------\n", "P. 098\n", "1374 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.86387457384 \t mean= -5.42198465515 \t md= -4.96511877181\n", "post-filter:\tsd= 4.80636014627 \t mean= -5.57204068678 \t md= -5.09430094485\n", "------------------------------------------------------------\n", "P. 099\n", "1357 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.82843794816 \t mean= -8.43216288492 \t md= -8.99841914345\n", "post-filter:\tsd= 5.78598210243 \t mean= -8.54833127558 \t md= -9.03944133416\n", "------------------------------------------------------------\n", "P. 100\n", "1348 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.97718407739 \t mean= -5.52776927268 \t md= -5.42178837447\n", "post-filter:\tsd= 6.06374977693 \t mean= -5.53527991128 \t md= -5.42178837447\n", "------------------------------------------------------------\n", "P. 101\n", "1334 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.96810684867 \t mean= -7.65864429668 \t md= -8.25696560244\n", "post-filter:\tsd= 6.27775421426 \t mean= -7.92816303866 \t md= -8.35495300501\n", "------------------------------------------------------------\n", "P. 102\n", "1324 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.79376479712 \t mean= -6.30471639875 \t md= -6.53452193145\n", "post-filter:\tsd= 5.62673592261 \t mean= -6.58953708943 \t md= -6.8519214131\n", "------------------------------------------------------------\n", "P. 103\n", "1316 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.06022719704 \t mean= -8.74195657043 \t md= -9.34374962121\n", "post-filter:\tsd= 6.01704250786 \t mean= -8.93462315069 \t md= -9.55557049505\n", "------------------------------------------------------------\n", "P. 104\n", "1303 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 30.0668480423 \t mean= -0.0289142136426 \t md= -10.4680192132\n", "post-filter:\tsd= 30.6150908777 \t mean= 0.118177806714 \t md= -10.857270862\n", "------------------------------------------------------------\n", "P. 105\n", "1292 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 19.0880960917 \t mean= -18.0362952659 \t md= -20.6918817792\n", "post-filter:\tsd= 19.0908562375 \t mean= -18.7371798984 \t md= -21.3393732067\n", "------------------------------------------------------------\n", "P. 107\n", "1281 megs free memory\n", "170 taps ==> 156 taps\n", "pre-filter:\tsd= 5.87590593182 \t mean= -5.00377058292 \t md= -4.49568867457\n", "post-filter:\tsd= 5.87963000447 \t mean= -4.96876263138 \t md= -4.50158087162\n", "------------------------------------------------------------\n", "P. 108\n", "2085 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.78123982123 \t mean= -8.50207098961 \t md= -8.15217690656\n", "post-filter:\tsd= 6.6091050571 \t mean= -8.86521614183 \t md= -8.38818914172\n", "------------------------------------------------------------\n", "P. 109\n", "2347 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.98726125402 \t mean= -6.3025514775 \t md= -6.21659234993\n", "post-filter:\tsd= 4.93869320276 \t mean= -6.48200387968 \t md= -6.37559142507\n", "------------------------------------------------------------\n", "P. 110\n", "2341 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.26583650204 \t mean= -6.18126827965 \t md= -6.06585196714\n", "post-filter:\tsd= 5.20780505612 \t mean= -6.43454253254 \t md= -6.30864915982\n", "------------------------------------------------------------\n", "P. 111\n", "2327 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.84868180899 \t mean= -3.50975171888 \t md= -4.32172827592\n", "post-filter:\tsd= 5.89485677502 \t mean= -3.59397615603 \t md= -4.32172827592\n", "------------------------------------------------------------\n", "P. 112\n", "2320 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 37.5412284769 \t mean= -1.94177697738 \t md= -20.8163458114\n", "post-filter:\tsd= 38.2252334135 \t mean= -1.62884749301 \t md= -22.2709123146\n", "------------------------------------------------------------\n", "P. 113\n", "2305 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.03535693282 \t mean= -3.2379255566 \t md= -2.91229258018\n", "post-filter:\tsd= 4.02596446999 \t mean= -3.3673250641 \t md= -3.007276498\n", "------------------------------------------------------------\n", "P. 114\n", "2299 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 18.5654436295 \t mean= -17.4046094641 \t md= -21.7260525945\n", "post-filter:\tsd= 18.7679740837 \t mean= -17.8706656097 \t md= -22.5602140615\n", "------------------------------------------------------------\n", "P. 115\n", "2285 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.6439716696 \t mean= -8.58572380005 \t md= -8.73190860746\n", "post-filter:\tsd= 5.56549305742 \t mean= -8.72174621304 \t md= -8.87620980971\n", "------------------------------------------------------------\n", "P. 116\n", "2272 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 4.95199492142 \t mean= -5.86560298897 \t md= -5.98765581248\n", "post-filter:\tsd= 4.8763551483 \t mean= -6.04891877463 \t md= -6.01813088231\n", "------------------------------------------------------------\n", "P. 117\n", "2261 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.69648914189 \t mean= -9.29366679878 \t md= -7.90700285489\n", "post-filter:\tsd= 7.66855978691 \t mean= -9.00551985399 \t md= -7.66581321409\n", "------------------------------------------------------------\n", "P. 118\n", "2251 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.7580768675 \t mean= -5.31608421703 \t md= -5.57005291389\n", "post-filter:\tsd= 5.81849839881 \t mean= -5.35464009805 \t md= -5.75961648247\n", "------------------------------------------------------------\n", "P. 119\n", "2240 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.05644110114 \t mean= -5.69132175651 \t md= -4.93656415901\n", "post-filter:\tsd= 7.16281115131 \t mean= -5.68557384762 \t md= -4.86763388322\n", "------------------------------------------------------------\n", "P. 120\n", "2228 megs free memory\n", "170 taps ==> 152 taps\n", "pre-filter:\tsd= 5.49044097124 \t mean= -7.48468524383 \t md= -7.3246422927\n", "post-filter:\tsd= 5.28329864383 \t mean= -7.78324124106 \t md= -7.70290030086\n", "------------------------------------------------------------\n", "P. 121\n", "2219 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.65386646754 \t mean= -8.9544047408 \t md= -8.91568072301\n", "post-filter:\tsd= 9.55796691162 \t mean= -9.33969911045 \t md= -9.36274137207\n", "================================================================================\n", "Jits_Linear_8\n", "================================================================================\n", "------------------------------------------------------------\n", "P. 011\n", "2204 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 26.4282626323 \t mean= 32.9544023323 \t md= 40.9633225157\n", "post-filter:\tsd= 26.8947473507 \t mean= 32.6310923186 \t md= 40.9633225157\n", "------------------------------------------------------------\n", "P. 015\n", "2191 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.1698645349 \t mean= -2.92268950056 \t md= -3.12098020989\n", "post-filter:\tsd= 11.3235672575 \t mean= -2.7553652177 \t md= -2.9413681085\n", "------------------------------------------------------------\n", "P. 016\n", "2179 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.91697854992 \t mean= -2.87833205306 \t md= -3.48301688899\n", "post-filter:\tsd= 6.56254651029 \t mean= -2.8370444156 \t md= -3.15541544626\n", "------------------------------------------------------------\n", "P. 017\n", "2169 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 13.2124852054 \t mean= 3.25208379302 \t md= 3.40800312319\n", "post-filter:\tsd= 13.2577034236 \t mean= 3.67517429391 \t md= 3.79762521686\n", "------------------------------------------------------------\n", "P. 018\n", "2159 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.63302228834 \t mean= 0.24436597435 \t md= 0.0199986452548\n", "post-filter:\tsd= 8.63219078618 \t mean= 0.354974190792 \t md= 0.0871846162582\n", "------------------------------------------------------------\n", "P. 019\n", "2146 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 13.49905654 \t mean= 6.66171512764 \t md= 6.3260934965\n", "post-filter:\tsd= 13.461284986 \t mean= 6.94317998857 \t md= 6.40082321259\n", "------------------------------------------------------------\n", "P. 020\n", "2127 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 13.1138514979 \t mean= -4.20603700236 \t md= -5.60576584873\n", "post-filter:\tsd= 13.230448066 \t mean= -4.07787241688 \t md= -5.14360697804\n", "------------------------------------------------------------\n", "P. 021\n", "2100 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.803708142 \t mean= 4.75342700913 \t md= 2.85975533914\n", "post-filter:\tsd= 11.687535831 \t mean= 5.3409155704 \t md= 3.7136257524\n", "------------------------------------------------------------\n", "P. 022\n", "2090 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.91991017594 \t mean= 0.393529866981 \t md= 0.157944758872\n", "post-filter:\tsd= 8.03201179852 \t mean= 0.541882430865 \t md= 0.566911304995\n", "------------------------------------------------------------\n", "P. 024\n", "2079 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.88770945908 \t mean= -1.89999948112 \t md= -2.36701024928\n", "post-filter:\tsd= 8.85058170129 \t mean= -1.97120192047 \t md= -2.36701024928\n", "------------------------------------------------------------\n", "P. 025\n", "2068 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 10.5768268954 \t mean= 0.192018524973 \t md= -0.570311671389\n", "post-filter:\tsd= 10.7324732999 \t mean= 0.212909440817 \t md= -0.730266314779\n", "------------------------------------------------------------\n", "P. 026\n", "2059 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.88372981369 \t mean= -2.11007606281 \t md= -2.09312711465\n", "post-filter:\tsd= 5.83657555495 \t mean= -1.96785645945 \t md= -2.0479128207\n", "------------------------------------------------------------\n", "P. 027\n", "2047 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 19.8538301614 \t mean= 3.14515727026 \t md= 2.12673188097\n", "post-filter:\tsd= 20.1586550807 \t mean= 3.33500753745 \t md= 2.5800949026\n", "------------------------------------------------------------\n", "P. 028\n", "2035 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.32269757842 \t mean= -5.76308492102 \t md= -5.6160927994\n", "post-filter:\tsd= 6.00983884604 \t mean= -5.52817446526 \t md= -5.61097467556\n", "------------------------------------------------------------\n", "P. 029\n", "2026 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.68554918123 \t mean= -7.39349600621 \t md= -6.96994665336\n", "post-filter:\tsd= 7.49893683761 \t mean= -7.27401241215 \t md= -6.96994665336\n", "------------------------------------------------------------\n", "P. 030\n", "2015 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.75519485916 \t mean= -4.16306134637 \t md= -5.60580915585\n", "post-filter:\tsd= 8.72761061531 \t mean= -3.82847427326 \t md= -5.58381655972\n", "------------------------------------------------------------\n", "P. 032\n", "2004 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 12.8313795987 \t mean= 4.53024422544 \t md= 2.39682164835\n", "post-filter:\tsd= 12.8996320222 \t mean= 4.90467946003 \t md= 3.03967430663\n", "------------------------------------------------------------\n", "P. 033\n", "1999 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.94729385994 \t mean= -1.64597586967 \t md= -1.15405353478\n", "post-filter:\tsd= 5.86961982485 \t mean= -1.41056648447 \t md= -1.00599317379\n", "------------------------------------------------------------\n", "P. 034\n", "1988 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.53474701487 \t mean= 1.97465946907 \t md= 2.28500798156\n", "post-filter:\tsd= 6.50347499157 \t mean= 2.2415371101 \t md= 2.67607912346\n", "------------------------------------------------------------\n", "P. 035\n", "1976 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.57593141032 \t mean= -9.96348219424 \t md= -10.2448745888\n", "post-filter:\tsd= 7.66553915922 \t mean= -10.0681114849 \t md= -10.2112373548\n", "------------------------------------------------------------\n", "P. 036\n", "1966 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.38470529049 \t mean= -6.25062570167 \t md= -7.39224302749\n", "post-filter:\tsd= 9.2170629407 \t mean= -6.55232000342 \t md= -7.85324065762\n", "------------------------------------------------------------\n", "P. 037\n", "1957 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.33032247427 \t mean= -7.89261807043 \t md= -8.45280686919\n", "post-filter:\tsd= 7.24811870643 \t mean= -7.86382029588 \t md= -8.47621587273\n", "------------------------------------------------------------\n", "P. 038\n", "1946 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 18.8743821552 \t mean= 3.53662370359 \t md= 1.7288209874\n", "post-filter:\tsd= 19.2790291747 \t mean= 3.60633809723 \t md= 1.70166348514\n", "------------------------------------------------------------\n", "P. 039\n", "1934 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.5592827861 \t mean= -9.9400352091 \t md= -8.98828484729\n", "post-filter:\tsd= 11.6260701692 \t mean= -10.1604476213 \t md= -8.98828484729\n", "------------------------------------------------------------\n", "P. 040\n", "1921 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.6040729026 \t mean= 3.95141290707 \t md= 3.22421067201\n", "post-filter:\tsd= 10.725337834 \t mean= 4.03769853144 \t md= 3.24627118246\n", "------------------------------------------------------------\n", "P. 041\n", "1909 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 16.2358983437 \t mean= 6.42519100875 \t md= 4.94587605421\n", "post-filter:\tsd= 16.3712417166 \t mean= 6.97960638812 \t md= 5.71754567298\n", "------------------------------------------------------------\n", "P. 043\n", "1900 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.2485597011 \t mean= -4.57827210623 \t md= -5.99699685754\n", "post-filter:\tsd= 9.92246345534 \t mean= -4.81315437314 \t md= -6.17621808746\n", "------------------------------------------------------------\n", "P. 044\n", "1890 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 12.0951065215 \t mean= 3.56176057375 \t md= 1.15191377708\n", "post-filter:\tsd= 12.2628373801 \t mean= 3.73454218436 \t md= 1.52974189426\n", "------------------------------------------------------------\n", "P. 046\n", "1881 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.44546276594 \t mean= 0.713437554802 \t md= 0.692208205484\n", "post-filter:\tsd= 9.14972590477 \t mean= 0.970096614009 \t md= 0.692208205484\n", "------------------------------------------------------------\n", "P. 047\n", "1867 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.09860624795 \t mean= -5.68448556162 \t md= -5.09332583801\n", "post-filter:\tsd= 8.92833404922 \t mean= -5.92472201956 \t md= -5.11859148097\n", "------------------------------------------------------------\n", "P. 048\n", "1856 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.92881246129 \t mean= 5.31482577421 \t md= 5.67193682412\n", "post-filter:\tsd= 7.4498683158 \t mean= 5.80148636121 \t md= 6.02715943811\n", "------------------------------------------------------------\n", "P. 049\n", "1842 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 23.3142617902 \t mean= -10.6142869163 \t md= -12.4130706802\n", "post-filter:\tsd= 23.1276179889 \t mean= -11.0828865257 \t md= -12.6495353679\n", "------------------------------------------------------------\n", "P. 051\n", "1834 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.62790757853 \t mean= 2.80982790105 \t md= 2.70929198601\n", "post-filter:\tsd= 7.50953477619 \t mean= 3.16475903669 \t md= 3.17557063921\n", "------------------------------------------------------------\n", "P. 052\n", "1826 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 8.02358624548 \t mean= -0.719470354598 \t md= -0.421370103116\n", "post-filter:\tsd= 8.05733736182 \t mean= -0.514777653007 \t md= -0.161616836897\n", "------------------------------------------------------------\n", "P. 053\n", "1809 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.44630675679 \t mean= -1.11583210505 \t md= -1.67942748211\n", "post-filter:\tsd= 6.40380881083 \t mean= -0.84198163457 \t md= -1.65496416804\n", "------------------------------------------------------------\n", "P. 054\n", "1797 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 17.8000938379 \t mean= 4.23228555861 \t md= 4.03919698068\n", "post-filter:\tsd= 18.1128952654 \t mean= 4.20634509348 \t md= 3.76660728054\n", "------------------------------------------------------------\n", "P. 055\n", "1790 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 15.9978041691 \t mean= -6.04881788193 \t md= -7.14958909569\n", "post-filter:\tsd= 15.9990632232 \t mean= -5.32630172209 \t md= -6.05718664702\n", "------------------------------------------------------------\n", "P. 056\n", "1776 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.29678391193 \t mean= 0.162892667547 \t md= 0.721614686597\n", "post-filter:\tsd= 7.14451240908 \t mean= 0.348796656283 \t md= 0.799924192771\n", "------------------------------------------------------------\n", "P. 057\n", "1765 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 18.3307090564 \t mean= 0.550443245869 \t md= 0.0427162846853\n", "post-filter:\tsd= 18.5704057565 \t mean= 0.857676667198 \t md= 0.933016345025\n", "------------------------------------------------------------\n", "P. 058\n", "1757 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.0346549837 \t mean= -4.22949676683 \t md= -5.02805993353\n", "post-filter:\tsd= 10.7458116348 \t mean= -3.95280221861 \t md= -5.2674742379\n", "------------------------------------------------------------\n", "P. 059\n", "1747 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.35106197177 \t mean= 2.11754256061 \t md= 2.54788798342\n", "post-filter:\tsd= 6.8179503474 \t mean= 2.67244977872 \t md= 2.93018309696\n", "------------------------------------------------------------\n", "P. 060\n", "1729 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.79246633625 \t mean= 0.559039317965 \t md= -0.109797053933\n", "post-filter:\tsd= 6.84222277189 \t mean= 0.453447260788 \t md= -0.276501627813\n", "------------------------------------------------------------\n", "P. 061\n", "1717 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 14.9520030791 \t mean= 4.32923514399 \t md= 2.51871064515\n", "post-filter:\tsd= 15.2125079879 \t mean= 4.61514307813 \t md= 3.02894557971\n", "------------------------------------------------------------\n", "P. 062\n", "1712 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 13.4068757402 \t mean= -3.55397541494 \t md= -5.49662693651\n", "post-filter:\tsd= 13.3184820913 \t mean= -3.29054502475 \t md= -5.22021255004\n", "------------------------------------------------------------\n", "P. 063\n", "1700 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.27682486309 \t mean= 0.338344488941 \t md= -0.0914146707327\n", "post-filter:\tsd= 6.33502503183 \t mean= 0.448611112551 \t md= -0.0869989168934\n", "------------------------------------------------------------\n", "P. 064\n", "1688 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.4084210867 \t mean= 2.35560864459 \t md= 1.48214911215\n", "post-filter:\tsd= 9.96524482728 \t mean= 2.64531122544 \t md= 1.62595707298\n", "------------------------------------------------------------\n", "P. 065\n", "1675 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.25632923774 \t mean= -4.72105301403 \t md= -3.4786780668\n", "post-filter:\tsd= 9.41143451703 \t mean= -4.73650325517 \t md= -3.40399338283\n", "------------------------------------------------------------\n", "P. 066\n", "1664 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 8.99199809666 \t mean= 1.87159557972 \t md= 1.2585909715\n", "post-filter:\tsd= 9.09092407865 \t mean= 1.9784475194 \t md= 1.37825887551\n", "------------------------------------------------------------\n", "P. 067\n", "1653 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.33680008308 \t mean= -2.14242781654 \t md= -2.54491889139\n", "post-filter:\tsd= 8.05851212521 \t mean= -2.07760510085 \t md= -2.5322689337\n", "------------------------------------------------------------\n", "P. 068\n", "1642 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 21.885248612 \t mean= 2.92415867973 \t md= 0.976976865471\n", "post-filter:\tsd= 22.379785841 \t mean= 3.01584049237 \t md= 0.987023623687\n", "------------------------------------------------------------\n", "P. 069\n", "1635 megs free memory\n", "170 taps ==> 158 taps\n", "pre-filter:\tsd= 7.97352621384 \t mean= -6.62560865517 \t md= -6.89426156631\n", "post-filter:\tsd= 8.04652421962 \t mean= -6.5354912305 \t md= -6.89426156631\n", "------------------------------------------------------------\n", "P. 071\n", "1625 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.58871759807 \t mean= -6.04896196548 \t md= -6.52206729253\n", "post-filter:\tsd= 7.57952680305 \t mean= -5.99557420375 \t md= -6.29683975137\n", "------------------------------------------------------------\n", "P. 072\n", "1618 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 13.3494918616 \t mean= -6.19422912773 \t md= -7.9032716464\n", "post-filter:\tsd= 12.5151606259 \t mean= -6.61958192397 \t md= -7.9032716464\n", "------------------------------------------------------------\n", "P. 073\n", "1610 megs free memory\n", "170 taps ==> 159 taps\n", "pre-filter:\tsd= 25.3978791826 \t mean= -4.14221128548 \t md= -8.4691020253\n", "post-filter:\tsd= 25.8399105707 \t mean= -3.85623137185 \t md= -8.30346563981\n", "------------------------------------------------------------\n", "P. 074\n", "1588 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.43637469009 \t mean= -4.02834552181 \t md= -4.25333068576\n", "post-filter:\tsd= 7.81052488024 \t mean= -3.40519958792 \t md= -3.95266506676\n", "------------------------------------------------------------\n", "P. 075\n", "1577 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.84068977516 \t mean= 3.43818047102 \t md= 2.74639297573\n", "post-filter:\tsd= 7.85471614328 \t mean= 3.6834188821 \t md= 3.01513843904\n", "------------------------------------------------------------\n", "P. 076\n", "1571 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 12.1680025639 \t mean= -2.52736304267 \t md= -2.86354348048\n", "post-filter:\tsd= 12.0810268232 \t mean= -1.94648208483 \t md= -1.64677834758\n", "------------------------------------------------------------\n", "P. 077\n", "1561 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.91400024378 \t mean= -10.9050993975 \t md= -10.2840486941\n", "post-filter:\tsd= 8.79784221986 \t mean= -10.6146530587 \t md= -10.1509718815\n", "------------------------------------------------------------\n", "P. 078\n", "1548 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.4797157801 \t mean= 3.11125534202 \t md= 2.88969904965\n", "post-filter:\tsd= 7.32939258229 \t mean= 3.49064339711 \t md= 3.26326357456\n", "------------------------------------------------------------\n", "P. 079\n", "1549 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.22034655977 \t mean= 2.00437503018 \t md= 1.32682402212\n", "post-filter:\tsd= 8.30130101703 \t mean= 2.03813534401 \t md= 1.26121473561\n", "------------------------------------------------------------\n", "P. 080\n", "1545 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 11.1412412683 \t mean= 3.55861065495 \t md= 3.34251432869\n", "post-filter:\tsd= 11.1667269241 \t mean= 3.81268442046 \t md= 3.53743166161\n", "------------------------------------------------------------\n", "P. 081\n", "1539 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.84039832821 \t mean= -0.417462290146 \t md= -0.471679830881\n", "post-filter:\tsd= 6.9047811911 \t mean= -0.253939846636 \t md= -0.160696138209\n", "------------------------------------------------------------\n", "P. 082\n", "1534 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.0173265588 \t mean= 2.56282950076 \t md= 2.89980503931\n", "post-filter:\tsd= 6.99318299771 \t mean= 2.69232863492 \t md= 2.92065668359\n", "------------------------------------------------------------\n", "P. 083\n", "1521 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.71747527435 \t mean= -4.71815300351 \t md= -4.59640497616\n", "post-filter:\tsd= 5.78972604924 \t mean= -4.72833660854 \t md= -4.57246399101\n", "------------------------------------------------------------\n", "P. 084\n", "1517 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 12.6422214982 \t mean= -2.26084550428 \t md= -3.6909873246\n", "post-filter:\tsd= 12.7237275489 \t mean= -1.84108426396 \t md= -3.29356791633\n", "------------------------------------------------------------\n", "P. 085\n", "1512 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.09429750581 \t mean= -0.38994507481 \t md= -0.775535527691\n", "post-filter:\tsd= 8.10165970732 \t mean= -0.162155571356 \t md= -0.463084785464\n", "------------------------------------------------------------\n", "P. 086\n", "1494 megs free memory\n", "170 taps ==> 157 taps\n", "pre-filter:\tsd= 11.4181629692 \t mean= -1.22207910656 \t md= -2.38907592204\n", "post-filter:\tsd= 11.6065618813 \t mean= -1.26378405408 \t md= -2.39039790176\n", "------------------------------------------------------------\n", "P. 087\n", "1493 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 16.4610541576 \t mean= 4.75248465103 \t md= 3.49343952281\n", "post-filter:\tsd= 16.578259263 \t mean= 5.06649145628 \t md= 3.64403626718\n", "------------------------------------------------------------\n", "P. 089\n", "1477 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 27.5270018445 \t mean= 6.73640213265 \t md= 8.54833743843\n", "post-filter:\tsd= 27.435830285 \t mean= 7.97099578377 \t md= 9.09505847225\n", "------------------------------------------------------------\n", "P. 090\n", "1471 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.41226562261 \t mean= 1.21337840866 \t md= 0.710951848955\n", "post-filter:\tsd= 7.39909531407 \t mean= 1.49124615977 \t md= 0.911724563486\n", "------------------------------------------------------------\n", "P. 091\n", "1462 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.25114297892 \t mean= -6.19340954369 \t md= -6.724153524\n", "post-filter:\tsd= 6.22594714056 \t mean= -6.0771584415 \t md= -6.60235534759\n", "------------------------------------------------------------\n", "P. 092\n", "1493 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.97940239506 \t mean= -5.77287520765 \t md= -5.92670044924\n", "post-filter:\tsd= 6.49416939716 \t mean= -5.79091226525 \t md= -5.62456263121\n", "------------------------------------------------------------\n", "P. 093\n", "1485 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.63811475026 \t mean= -8.12828298136 \t md= -8.41101599241\n", "post-filter:\tsd= 7.723564582 \t mean= -8.25941573463 \t md= -8.69848743893\n", "------------------------------------------------------------\n", "P. 094\n", "1476 megs free memory\n", "170 taps ==> 159 taps\n", "pre-filter:\tsd= 9.7440693458 \t mean= -5.43324279635 \t md= -7.24559870488\n", "post-filter:\tsd= 9.92137336125 \t mean= -5.4192577026 \t md= -7.67732668784\n", "------------------------------------------------------------\n", "P. 095\n", "1464 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.7711477452 \t mean= 2.29422255312 \t md= 1.06168394412\n", "post-filter:\tsd= 10.8887171324 \t mean= 2.59798058473 \t md= 1.3128320778\n", "------------------------------------------------------------\n", "P. 096\n", "1449 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.28379166912 \t mean= -6.68008962559 \t md= -7.16488418757\n", "post-filter:\tsd= 6.32078702031 \t mean= -6.74162590633 \t md= -7.1650221138\n", "------------------------------------------------------------\n", "P. 097\n", "1440 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 13.8426960907 \t mean= 2.1722029056 \t md= 0.358338876311\n", "post-filter:\tsd= 13.7124107585 \t mean= 2.79186955045 \t md= 1.70256916687\n", "------------------------------------------------------------\n", "P. 098\n", "1428 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.7671156264 \t mean= -3.28005920862 \t md= -3.5760410799\n", "post-filter:\tsd= 6.74933478073 \t mean= -3.16829225332 \t md= -3.5760410799\n", "------------------------------------------------------------\n", "P. 099\n", "1418 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.9764831497 \t mean= -2.40146942889 \t md= -3.40506534471\n", "post-filter:\tsd= 11.1570499889 \t mean= -2.2655715674 \t md= -3.37018819372\n", "------------------------------------------------------------\n", "P. 100\n", "1410 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.14543859061 \t mean= 2.336414363 \t md= 1.97174587592\n", "post-filter:\tsd= 6.95734722739 \t mean= 2.71413502015 \t md= 2.14626362974\n", "------------------------------------------------------------\n", "P. 101\n", "1395 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.41003503297 \t mean= -3.86903647787 \t md= -3.42516711323\n", "post-filter:\tsd= 8.23160955475 \t mean= -3.49868240509 \t md= -2.95325072548\n", "------------------------------------------------------------\n", "P. 102\n", "1387 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.4126737518 \t mean= -0.220642546137 \t md= -0.907934423539\n", "post-filter:\tsd= 7.07307236887 \t mean= 0.196863431323 \t md= -0.323032250061\n", "------------------------------------------------------------\n", "P. 103\n", "1377 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.05653856021 \t mean= -0.510299530021 \t md= -1.46611190758\n", "post-filter:\tsd= 7.09488051185 \t mean= -0.297910881349 \t md= -1.23010157032\n", "------------------------------------------------------------\n", "P. 104\n", "1360 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 13.3096983448 \t mean= -6.72471811742 \t md= -8.35899787628\n", "post-filter:\tsd= 13.5268929487 \t mean= -6.5690289244 \t md= -8.16965650114\n", "------------------------------------------------------------\n", "P. 105\n", "1351 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 12.434875313 \t mean= -8.79088327225 \t md= -8.06813458103\n", "post-filter:\tsd= 12.5102891722 \t mean= -8.74497717456 \t md= -8.0127156139\n", "------------------------------------------------------------\n", "P. 107\n", "1341 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.84257670521 \t mean= 0.523245391058 \t md= 1.41427500321\n", "post-filter:\tsd= 7.88272875637 \t mean= 0.654253625789 \t md= 1.55329649989\n", "------------------------------------------------------------\n", "P. 108\n", "1332 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.77812958197 \t mean= 0.73255523747 \t md= -0.557484320753\n", "post-filter:\tsd= 7.82519003897 \t mean= 0.938840634994 \t md= -0.379608765376\n", "------------------------------------------------------------\n", "P. 109\n", "1318 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.38151698822 \t mean= 0.546617406085 \t md= -0.0226038472911\n", "post-filter:\tsd= 7.44836238595 \t mean= 0.582050563307 \t md= -0.0226038472911\n", "------------------------------------------------------------\n", "P. 110\n", "1309 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.55861025165 \t mean= 1.70296728028 \t md= 1.33709081279\n", "post-filter:\tsd= 7.34491981958 \t mean= 1.96053827777 \t md= 1.72785029673\n", "------------------------------------------------------------\n", "P. 111\n", "1299 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.47752613036 \t mean= 2.84859887074 \t md= 2.5442185568\n", "post-filter:\tsd= 6.47874123692 \t mean= 3.0577025474 \t md= 2.71120039408\n", "------------------------------------------------------------\n", "P. 112\n", "1288 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 9.40747813678 \t mean= -10.2782871895 \t md= -9.34936338828\n", "post-filter:\tsd= 9.44104148284 \t mean= -10.3763223391 \t md= -9.34936338828\n", "------------------------------------------------------------\n", "P. 113\n", "1279 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.32193881098 \t mean= 3.29132982906 \t md= 3.35990993242\n", "post-filter:\tsd= 6.31351843673 \t mean= 3.39223266415 \t md= 3.35990993242\n", "------------------------------------------------------------\n", "P. 114\n", "1262 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.2320458423 \t mean= -9.19493788978 \t md= -11.6194099572\n", "post-filter:\tsd= 11.1657680929 \t mean= -9.34023438781 \t md= -11.6194099572\n", "------------------------------------------------------------\n", "P. 115\n", "1254 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.23778947381 \t mean= -1.90932948239 \t md= -2.72937704169\n", "post-filter:\tsd= 7.31803788732 \t mean= -1.79404113791 \t md= -2.65972210884\n", "------------------------------------------------------------\n", "P. 116\n", "1245 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.03940936431 \t mean= -0.232677787871 \t md= -0.21399805217\n", "post-filter:\tsd= 6.05467144673 \t mean= -0.0469395571912 \t md= -0.0446929471014\n", "------------------------------------------------------------\n", "P. 117\n", "1229 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 8.74132130402 \t mean= -9.44928202167 \t md= -8.73260161134\n", "post-filter:\tsd= 8.72761872617 \t mean= -9.68066281454 \t md= -9.17530339037\n", "------------------------------------------------------------\n", "P. 118\n", "1221 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 9.11782522451 \t mean= 0.872252177843 \t md= -0.0167924175037\n", "post-filter:\tsd= 8.96015659556 \t mean= 1.32116351067 \t md= 0.483960471416\n", "------------------------------------------------------------\n", "P. 119\n", "1215 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.97602095523 \t mean= 0.831143357863 \t md= 0.554087775158\n", "post-filter:\tsd= 6.85282665911 \t mean= 1.16750515604 \t md= 0.914757674926\n", "------------------------------------------------------------\n", "P. 120\n", "1202 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.09221305527 \t mean= -2.64938324003 \t md= -3.20074192745\n", "post-filter:\tsd= 6.13344503751 \t mean= -2.76783325614 \t md= -3.354088033\n", "------------------------------------------------------------\n", "P. 121\n", "1188 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.355772158 \t mean= -2.7924927798 \t md= -3.61443266319\n", "post-filter:\tsd= 11.3406488944 \t mean= -2.43892021213 \t md= -3.34642069289\n", "================================================================================\n", "Jits_Phase_5\n", "================================================================================\n", "------------------------------------------------------------\n", "P. 011\n", "1175 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 19.7197757069 \t mean= 35.0366049344 \t md= 38.2921168337\n", "post-filter:\tsd= 20.0697566584 \t mean= 34.9663832135 \t md= 38.5352738803\n", "------------------------------------------------------------\n", "P. 012\n", "1169 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 31.2471259974 \t mean= 27.1041681611 \t md= 38.1220544772\n", "post-filter:\tsd= 30.0481452401 \t mean= 28.654207732 \t md= 39.327479529\n", "------------------------------------------------------------\n", "P. 015\n", "1157 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 10.9458929299 \t mean= -7.60995328588 \t md= -8.1742582499\n", "post-filter:\tsd= 11.1438590309 \t mean= -7.67659982936 \t md= -8.29797793823\n", "------------------------------------------------------------\n", "P. 016\n", "1142 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.94020284476 \t mean= -3.57288350708 \t md= -3.46805294094\n", "post-filter:\tsd= 5.88230237837 \t mean= -3.40972533094 \t md= -3.3860587237\n", "------------------------------------------------------------\n", "P. 017\n", "1132 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.54191544375 \t mean= -3.64976951976 \t md= -5.34420797349\n", "post-filter:\tsd= 9.48783335748 \t mean= -3.95230683613 \t md= -5.83945695852\n", "------------------------------------------------------------\n", "P. 018\n", "1118 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.52554592963 \t mean= -2.6509066113 \t md= -3.3266793651\n", "post-filter:\tsd= 8.40978366642 \t mean= -3.0223746537 \t md= -3.5771459674\n", "------------------------------------------------------------\n", "P. 019\n", "1105 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 15.0663327621 \t mean= -5.20822423654 \t md= -7.32351001261\n", "post-filter:\tsd= 15.3380687617 \t mean= -4.96674197271 \t md= -6.99241920894\n", "------------------------------------------------------------\n", "P. 020\n", "1175 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.5400216246 \t mean= -8.87062525445 \t md= -8.82812062216\n", "post-filter:\tsd= 7.97929780706 \t mean= -9.30000848354 \t md= -8.97134165866\n", "------------------------------------------------------------\n", "P. 021\n", "1161 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.20397601607 \t mean= -4.65482317461 \t md= -5.68282543476\n", "post-filter:\tsd= 6.01874043604 \t mean= -5.03424236792 \t md= -5.77128243748\n", "------------------------------------------------------------\n", "P. 022\n", "1156 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.79888624029 \t mean= -8.40035302842 \t md= -7.82444650661\n", "post-filter:\tsd= 7.69353953986 \t mean= -8.71507320758 \t md= -8.30202042124\n", "------------------------------------------------------------\n", "P. 024\n", "1142 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.7834979612 \t mean= -2.01295900142 \t md= -2.43634995718\n", "post-filter:\tsd= 7.89215135679 \t mean= -2.06729754541 \t md= -2.43647198856\n", "------------------------------------------------------------\n", "P. 025\n", "1128 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 8.58548743775 \t mean= -2.88767040625 \t md= -3.90083412049\n", "post-filter:\tsd= 8.64424480916 \t mean= -3.07112309426 \t md= -4.14504669831\n", "------------------------------------------------------------\n", "P. 026\n", "1120 megs free memory\n", "170 taps ==> 156 taps\n", "pre-filter:\tsd= 7.72968873046 \t mean= -6.82982839712 \t md= -7.9502152917\n", "post-filter:\tsd= 7.23506972379 \t mean= -7.41786405191 \t md= -8.22355544549\n", "------------------------------------------------------------\n", "P. 027\n", "1107 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 11.9986876254 \t mean= 5.16203113283 \t md= 2.7313043339\n", "post-filter:\tsd= 12.1880173053 \t mean= 5.29738274233 \t md= 2.7313043339\n", "------------------------------------------------------------\n", "P. 028\n", "1101 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.85965905345 \t mean= -5.58042757502 \t md= -5.93544573752\n", "post-filter:\tsd= 7.28002580272 \t mean= -5.75957439376 \t md= -5.90375193369\n", "------------------------------------------------------------\n", "P. 029\n", "1083 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.44446932658 \t mean= -9.59449116241 \t md= -9.80547550432\n", "post-filter:\tsd= 6.7491610831 \t mean= -10.1250559315 \t md= -10.0844018425\n", "------------------------------------------------------------\n", "P. 030\n", "1074 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.26795720191 \t mean= -0.446986957247 \t md= -1.59691498588\n", "post-filter:\tsd= 7.34729090261 \t mean= -0.446940544267 \t md= -1.62988224181\n", "------------------------------------------------------------\n", "P. 032\n", "1065 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.76411396412 \t mean= -0.892447241047 \t md= -0.722434300992\n", "post-filter:\tsd= 5.84112637285 \t mean= -0.956326688974 \t md= -0.722434300992\n", "------------------------------------------------------------\n", "P. 033\n", "1049 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.26038812815 \t mean= -5.33501406906 \t md= -4.73189220667\n", "post-filter:\tsd= 7.36969718276 \t mean= -5.4004336223 \t md= -5.06826052503\n", "------------------------------------------------------------\n", "P. 034\n", "1042 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.09870946795 \t mean= -3.19052098232 \t md= -3.35591414774\n", "post-filter:\tsd= 5.10261558583 \t mean= -3.15287793925 \t md= -3.44160877042\n", "------------------------------------------------------------\n", "P. 035\n", "1028 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.41472292113 \t mean= -13.5667694927 \t md= -13.6033237804\n", "post-filter:\tsd= 6.32421455786 \t mean= -13.7990959962 \t md= -13.7157127192\n", "------------------------------------------------------------\n", "P. 036\n", "1021 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 16.4116302144 \t mean= 0.902108278729 \t md= 0.566712825479\n", "post-filter:\tsd= 15.6178712622 \t mean= 0.279146939181 \t md= 0.511811304841\n", "------------------------------------------------------------\n", "P. 037\n", "1012 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.67157968584 \t mean= -9.9607342966 \t md= -10.5549196795\n", "post-filter:\tsd= 6.29937247391 \t mean= -9.99254986575 \t md= -10.5259366571\n", "------------------------------------------------------------\n", "P. 038\n", "996 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.52808485864 \t mean= -1.28909441954 \t md= -1.78098310267\n", "post-filter:\tsd= 6.622986346 \t mean= -1.27515985826 \t md= -1.78098310267\n", "------------------------------------------------------------\n", "P. 039\n", "988 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.31049095996 \t mean= -9.74777829776 \t md= -10.3164820388\n", "post-filter:\tsd= 8.11857050171 \t mean= -10.6537176399 \t md= -10.7043087784\n", "------------------------------------------------------------\n", "P. 040\n", "978 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.49382859439 \t mean= -3.34331190659 \t md= -3.5983605245\n", "post-filter:\tsd= 6.47480183316 \t mean= -3.62389177318 \t md= -3.99835394084\n", "------------------------------------------------------------\n", "P. 041\n", "968 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 16.5680357196 \t mean= 11.7103791242 \t md= 11.9281664453\n", "post-filter:\tsd= 16.8987236438 \t mean= 11.8533761563 \t md= 12.03639352\n", "------------------------------------------------------------\n", "P. 043\n", "956 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.45889309601 \t mean= -12.2815921303 \t md= -11.8701724389\n", "post-filter:\tsd= 6.44151064503 \t mean= -12.0837528425 \t md= -11.8165169555\n", "------------------------------------------------------------\n", "P. 044\n", "943 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.11762041309 \t mean= -1.75944730372 \t md= -1.9355996876\n", "post-filter:\tsd= 7.11241875553 \t mean= -1.98736694014 \t md= -2.41811957076\n", "------------------------------------------------------------\n", "P. 046\n", "935 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.8133939538 \t mean= -1.8547877838 \t md= -1.64582699605\n", "post-filter:\tsd= 8.44802720715 \t mean= -2.27509744913 \t md= -2.04927874994\n", "------------------------------------------------------------\n", "P. 047\n", "920 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.56660061137 \t mean= -7.95727690047 \t md= -8.51542365013\n", "post-filter:\tsd= 6.37807009795 \t mean= -8.26132413704 \t md= -9.01094151452\n", "------------------------------------------------------------\n", "P. 048\n", "910 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.14745261358 \t mean= 2.20787423735 \t md= 1.27824423509\n", "post-filter:\tsd= 6.28725948542 \t mean= 1.45137694025 \t md= 1.15571776156\n", "------------------------------------------------------------\n", "P. 049\n", "897 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 28.2964998015 \t mean= -15.3719533784 \t md= -27.0149994397\n", "post-filter:\tsd= 28.9597560008 \t mean= -15.5481192853 \t md= -28.265742327\n", "------------------------------------------------------------\n", "P. 051\n", "890 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.52784975092 \t mean= 0.75830074379 \t md= 0.893716808584\n", "post-filter:\tsd= 7.61190453268 \t mean= 0.638562176413 \t md= 0.870964384921\n", "------------------------------------------------------------\n", "P. 052\n", "877 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.56713505388 \t mean= -2.25173594448 \t md= -2.25547993354\n", "post-filter:\tsd= 5.49281866964 \t mean= -2.16293695777 \t md= -2.13724557055\n", "------------------------------------------------------------\n", "P. 053\n", "1142 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.67451165981 \t mean= -1.80285313349 \t md= -2.7991021145\n", "post-filter:\tsd= 5.40688348359 \t mean= -2.33720669593 \t md= -3.03998079001\n", "------------------------------------------------------------\n", "P. 054\n", "1269 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.5554344918 \t mean= 3.32140860483 \t md= 2.72157882098\n", "post-filter:\tsd= 10.6923349659 \t mean= 3.4631788197 \t md= 2.81086343898\n", "------------------------------------------------------------\n", "P. 055\n", "1256 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 14.4241054795 \t mean= -13.7493246952 \t md= -13.4149676881\n", "post-filter:\tsd= 14.591304056 \t mean= -14.2456129647 \t md= -13.7151573304\n", "------------------------------------------------------------\n", "P. 056\n", "1246 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.29510023065 \t mean= -2.5756575062 \t md= -2.88659533652\n", "post-filter:\tsd= 5.3193829511 \t mean= -2.63214126228 \t md= -2.96742793561\n", "------------------------------------------------------------\n", "P. 057\n", "1240 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 9.16618516948 \t mean= 0.0309880567409 \t md= -0.794044741647\n", "post-filter:\tsd= 9.29655126252 \t mean= 0.177500255989 \t md= -0.61393744378\n", "------------------------------------------------------------\n", "P. 058\n", "1226 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.9309189588 \t mean= -5.5948370405 \t md= -7.0031372549\n", "post-filter:\tsd= 7.59339233581 \t mean= -6.54487586486 \t md= -7.16343845046\n", "------------------------------------------------------------\n", "P. 059\n", "1213 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.91360850951 \t mean= -0.517725338998 \t md= -0.277329654359\n", "post-filter:\tsd= 6.98555103326 \t mean= -0.382227257195 \t md= 0.385816572039\n", "------------------------------------------------------------\n", "P. 060\n", "1207 megs free memory\n", "170 taps ==> 156 taps\n", "pre-filter:\tsd= 10.1696394247 \t mean= 5.1104675442 \t md= 2.85262375882\n", "post-filter:\tsd= 10.0509226465 \t mean= 4.66456126742 \t md= 2.69598836931\n", "------------------------------------------------------------\n", "P. 061\n", "1190 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.9177915309 \t mean= -2.75169012422 \t md= -3.91821454767\n", "post-filter:\tsd= 6.84053811193 \t mean= -2.98590853807 \t md= -4.1221009336\n", "------------------------------------------------------------\n", "P. 062\n", "1181 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.46386083184 \t mean= -2.25319673624 \t md= -3.69456160532\n", "post-filter:\tsd= 9.64097822366 \t mean= -2.14394741042 \t md= -3.25000200123\n", "------------------------------------------------------------\n", "P. 063\n", "1171 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.82112112057 \t mean= -1.57765284759 \t md= -1.71916959926\n", "post-filter:\tsd= 5.75594315186 \t mean= -1.70626306749 \t md= -1.74606217451\n", "------------------------------------------------------------\n", "P. 064\n", "1159 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.09798638764 \t mean= -1.11799873134 \t md= -1.19816553413\n", "post-filter:\tsd= 6.95378150536 \t mean= -1.52775373383 \t md= -1.54101090315\n", "------------------------------------------------------------\n", "P. 065\n", "1145 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.02300589463 \t mean= -1.82665855091 \t md= -2.33102467627\n", "post-filter:\tsd= 7.48053532988 \t mean= -2.44158208621 \t md= -2.51915179751\n", "------------------------------------------------------------\n", "P. 066\n", "1135 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 8.09396411302 \t mean= 3.22365725352 \t md= 3.61862378639\n", "post-filter:\tsd= 7.9059629553 \t mean= 3.24308291379 \t md= 3.43494340468\n", "------------------------------------------------------------\n", "P. 067\n", "1126 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.36530289893 \t mean= -5.97157743164 \t md= -7.36002817848\n", "post-filter:\tsd= 6.74945666648 \t mean= -6.93668707311 \t md= -7.56368981522\n", "------------------------------------------------------------\n", "P. 068\n", "1110 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.38028912569 \t mean= 5.56084185715 \t md= 3.28728308894\n", "post-filter:\tsd= 9.34400653871 \t mean= 5.43776673209 \t md= 3.28610310599\n", "------------------------------------------------------------\n", "P. 069\n", "1101 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 8.03738044903 \t mean= -8.928383281 \t md= -9.5721493843\n", "post-filter:\tsd= 8.08327902442 \t mean= -8.91517107474 \t md= -9.32235051709\n", "------------------------------------------------------------\n", "P. 071\n", "1085 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.7361922894 \t mean= -6.63977736223 \t md= -6.73092318038\n", "post-filter:\tsd= 11.7799390886 \t mean= -6.99407707105 \t md= -7.27031116163\n", "------------------------------------------------------------\n", "P. 072\n", "1078 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.3328146293 \t mean= -9.64896514303 \t md= -9.35964919287\n", "post-filter:\tsd= 8.91489150458 \t mean= -10.6946341278 \t md= -10.2774264812\n", "------------------------------------------------------------\n", "P. 073\n", "1070 megs free memory\n", "170 taps ==> 158 taps\n", "pre-filter:\tsd= 19.4959387272 \t mean= -10.3958472904 \t md= -12.7578524454\n", "post-filter:\tsd= 19.6134765921 \t mean= -10.205767747 \t md= -12.7575584489\n", "------------------------------------------------------------\n", "P. 074\n", "1057 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.56463904967 \t mean= -7.75884894712 \t md= -7.56121624234\n", "post-filter:\tsd= 6.52911368998 \t mean= -7.95574213447 \t md= -7.64445418381\n", "------------------------------------------------------------\n", "P. 075\n", "1046 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.33888525082 \t mean= 0.261062101121 \t md= -0.445821127278\n", "post-filter:\tsd= 5.39461173624 \t mean= 0.289645683944 \t md= -0.493036657597\n", "------------------------------------------------------------\n", "P. 076\n", "1038 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.1736350366 \t mean= 2.03540420247 \t md= 0.3107555622\n", "post-filter:\tsd= 10.0510565991 \t mean= 2.06708970925 \t md= 0.526648578129\n", "------------------------------------------------------------\n", "P. 077\n", "1027 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.65408910255 \t mean= -15.0822714709 \t md= -14.8976877754\n", "post-filter:\tsd= 7.53682970072 \t mean= -15.4152514579 \t md= -15.276377083\n", "------------------------------------------------------------\n", "P. 078\n", "1016 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.59271840851 \t mean= -2.83624541342 \t md= -3.33406715371\n", "post-filter:\tsd= 5.62113664783 \t mean= -2.81969824528 \t md= -3.33406715371\n", "------------------------------------------------------------\n", "P. 079\n", "1008 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.12249174833 \t mean= -3.53018833232 \t md= -3.89934233284\n", "post-filter:\tsd= 6.19585039818 \t mean= -3.50471491878 \t md= -3.8897516771\n", "------------------------------------------------------------\n", "P. 080\n", "995 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.69128683175 \t mean= -7.39810665705 \t md= -7.61469575568\n", "post-filter:\tsd= 6.45906204483 \t mean= -7.77496548879 \t md= -7.80432298355\n", "------------------------------------------------------------\n", "P. 081\n", "984 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.02568970396 \t mean= -8.8984046489 \t md= -9.15363485788\n", "post-filter:\tsd= 5.85579387897 \t mean= -9.25995455876 \t md= -9.2652038521\n", "------------------------------------------------------------\n", "P. 082\n", "976 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.44833579639 \t mean= 0.9783163512 \t md= 1.684590888\n", "post-filter:\tsd= 5.51477268865 \t mean= 0.870269246318 \t md= 1.59436529534\n", "------------------------------------------------------------\n", "P. 083\n", "958 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.25084962333 \t mean= -1.91269316258 \t md= -2.37914168381\n", "post-filter:\tsd= 5.35434963069 \t mean= -2.45760126412 \t md= -2.59359765616\n", "------------------------------------------------------------\n", "P. 084\n", "953 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.02142585654 \t mean= -7.27911496087 \t md= -7.46539868559\n", "post-filter:\tsd= 6.78324555325 \t mean= -7.61595925078 \t md= -7.55426778511\n", "------------------------------------------------------------\n", "P. 085\n", "948 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.20616782431 \t mean= -4.97379288452 \t md= -5.28176227705\n", "post-filter:\tsd= 6.02755921884 \t mean= -5.11682958566 \t md= -5.4091261835\n", "------------------------------------------------------------\n", "P. 086\n", "931 megs free memory\n", "170 taps ==> 147 taps\n", "pre-filter:\tsd= 21.7532681916 \t mean= 3.37923023271 \t md= 3.76620210534\n", "post-filter:\tsd= 22.1857221891 \t mean= 3.47556467902 \t md= 4.07575889302\n", "------------------------------------------------------------\n", "P. 087\n", "923 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.09309828792 \t mean= -0.949598287468 \t md= -1.15351056251\n", "post-filter:\tsd= 6.8353833806 \t mean= -1.22302571994 \t md= -1.29813069181\n", "------------------------------------------------------------\n", "P. 089\n", "915 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 9.19223274159 \t mean= -4.17310009087 \t md= -3.27412739103\n", "post-filter:\tsd= 9.1488178576 \t mean= -3.83727645297 \t md= -2.89415153577\n", "------------------------------------------------------------\n", "P. 090\n", "901 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.15152972821 \t mean= -2.74605467856 \t md= -2.85604565753\n", "post-filter:\tsd= 6.9524917892 \t mean= -2.9181837278 \t md= -2.86503362152\n", "------------------------------------------------------------\n", "P. 091\n", "882 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.38789528812 \t mean= -5.92132750231 \t md= -6.40079409552\n", "post-filter:\tsd= 6.34399000788 \t mean= -6.14378453355 \t md= -6.57825230907\n", "------------------------------------------------------------\n", "P. 092\n", "875 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.3716837369 \t mean= -1.00767086098 \t md= -1.37349224009\n", "post-filter:\tsd= 7.49005659078 \t mean= -0.972146500626 \t md= -1.47074752877\n", "------------------------------------------------------------\n", "P. 093\n", "865 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.358125268 \t mean= -17.9884281423 \t md= -17.2552922888\n", "post-filter:\tsd= 8.49291335784 \t mean= -17.9434125934 \t md= -17.1192830556\n", "------------------------------------------------------------\n", "P. 094\n", "850 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 8.22839485167 \t mean= -2.76443851185 \t md= -2.70029110935\n", "post-filter:\tsd= 8.23870266689 \t mean= -2.83032591345 \t md= -2.70029110935\n", "------------------------------------------------------------\n", "P. 095\n", "840 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.60667741418 \t mean= -6.635304303 \t md= -6.6911647228\n", "post-filter:\tsd= 6.66566933295 \t mean= -6.75425370299 \t md= -6.7601793703\n", "------------------------------------------------------------\n", "P. 096\n", "904 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.27729687986 \t mean= -7.4211393896 \t md= -7.41858528932\n", "post-filter:\tsd= 6.29992076881 \t mean= -7.57973577284 \t md= -7.76285620701\n", "------------------------------------------------------------\n", "P. 097\n", "892 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 13.1678946846 \t mean= -1.03910633506 \t md= -1.18759069695\n", "post-filter:\tsd= 13.1977213796 \t mean= -1.26088885321 \t md= -1.43352249534\n", "------------------------------------------------------------\n", "P. 098\n", "882 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.11903298704 \t mean= 0.72989470778 \t md= -0.00879972013615\n", "post-filter:\tsd= 7.20505228954 \t mean= 0.715985292269 \t md= -0.0259751472921\n", "------------------------------------------------------------\n", "P. 099\n", "866 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.99722292324 \t mean= -0.234370636062 \t md= -0.83479122231\n", "post-filter:\tsd= 6.99593907426 \t mean= -0.444094482445 \t md= -1.23680144734\n", "------------------------------------------------------------\n", "P. 100\n", "856 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.61244520865 \t mean= -0.70220640758 \t md= -1.01824767278\n", "post-filter:\tsd= 6.68200399961 \t mean= -0.63912420519 \t md= -1.01824767278\n", "------------------------------------------------------------\n", "P. 101\n", "846 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.83947630739 \t mean= -6.54247856786 \t md= -6.67136293047\n", "post-filter:\tsd= 7.93047444803 \t mean= -6.46520510116 \t md= -6.62441266679\n", "------------------------------------------------------------\n", "P. 102\n", "838 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.62647459322 \t mean= -4.43053742065 \t md= -4.5354922771\n", "post-filter:\tsd= 6.56242068677 \t mean= -5.00356209546 \t md= -4.92798606684\n", "------------------------------------------------------------\n", "P. 103\n", "821 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.55349862471 \t mean= -1.92998686093 \t md= -1.64322061655\n", "post-filter:\tsd= 7.62253558685 \t mean= -2.07051515586 \t md= -1.89641438453\n", "------------------------------------------------------------\n", "P. 104\n", "811 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 13.2915894398 \t mean= -4.93030518524 \t md= -5.88927490754\n", "post-filter:\tsd= 13.3767686891 \t mean= -5.22479498871 \t md= -5.90373115809\n", "------------------------------------------------------------\n", "P. 105\n", "800 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.62794418886 \t mean= -3.91254577089 \t md= -3.4002407593\n", "post-filter:\tsd= 9.70858839578 \t mean= -4.03971293471 \t md= -3.49732650349\n", "------------------------------------------------------------\n", "P. 107\n", "790 megs free memory\n", "170 taps ==> 156 taps\n", "pre-filter:\tsd= 7.24640477217 \t mean= -0.895861379345 \t md= -0.717246184257\n", "post-filter:\tsd= 7.33492154725 \t mean= -1.00245521998 \t md= -0.880822375258\n", "------------------------------------------------------------\n", "P. 108\n", "779 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.30337528806 \t mean= -2.07981354834 \t md= -1.31447018046\n", "post-filter:\tsd= 7.32001550539 \t mean= -2.32662147215 \t md= -1.44971622065\n", "------------------------------------------------------------\n", "P. 109\n", "768 megs free memory\n", "170 taps ==> 155 taps\n", "pre-filter:\tsd= 6.0473499413 \t mean= -2.89056614444 \t md= -3.26644628893\n", "post-filter:\tsd= 6.02861338368 \t mean= -3.02132170557 \t md= -3.34208546133\n", "------------------------------------------------------------\n", "P. 110\n", "756 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.8657609695 \t mean= -4.74788285828 \t md= -5.03834392661\n", "post-filter:\tsd= 5.92710419474 \t mean= -5.31903472142 \t md= -5.12477789694\n", "------------------------------------------------------------\n", "P. 111\n", "742 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.84674548583 \t mean= -3.33396629209 \t md= -2.91619595423\n", "post-filter:\tsd= 5.78827262661 \t mean= -3.51687417822 \t md= -3.03754332477\n", "------------------------------------------------------------\n", "P. 112\n", "735 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 8.63782036771 \t mean= -16.5913992575 \t md= -17.5426473312\n", "post-filter:\tsd= 8.54207040132 \t mean= -16.9385883358 \t md= -17.8835875295\n", "------------------------------------------------------------\n", "P. 113\n", "726 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 9.81390746233 \t mean= 2.56819437767 \t md= -0.364621099067\n", "post-filter:\tsd= 9.87340264006 \t mean= 2.33963357693 \t md= -0.978541358675\n", "------------------------------------------------------------\n", "P. 114\n", "722 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.21394778403 \t mean= -8.54435102633 \t md= -8.57595722028\n", "post-filter:\tsd= 9.27611599037 \t mean= -8.80656493599 \t md= -8.79807794781\n", "------------------------------------------------------------\n", "P. 115\n", "713 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.97722566057 \t mean= -2.724732514 \t md= -1.82404635751\n", "post-filter:\tsd= 7.04046597524 \t mean= -2.83320434818 \t md= -1.98741755779\n", "------------------------------------------------------------\n", "P. 116\n", "700 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.82973768796 \t mean= -3.14987672911 \t md= -3.32399551785\n", "post-filter:\tsd= 6.08332782562 \t mean= -3.54617222195 \t md= -3.5193174269\n", "------------------------------------------------------------\n", "P. 117\n", "686 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 9.10965067986 \t mean= -6.80049665724 \t md= -7.51068495782\n", "post-filter:\tsd= 9.2100254391 \t mean= -6.64247236945 \t md= -7.40595485833\n", "------------------------------------------------------------\n", "P. 118\n", "679 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.49084961576 \t mean= -8.22503828463 \t md= -8.44730466323\n", "post-filter:\tsd= 6.56260415659 \t mean= -8.14436138299 \t md= -8.08152218676\n", "------------------------------------------------------------\n", "P. 119\n", "664 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.74544641481 \t mean= -4.10673170326 \t md= -3.8029296406\n", "post-filter:\tsd= 5.7102702038 \t mean= -3.86947011282 \t md= -3.44173463426\n", "------------------------------------------------------------\n", "P. 120\n", "651 megs free memory\n", "170 taps ==> 152 taps\n", "pre-filter:\tsd= 7.76805723466 \t mean= -6.19122559615 \t md= -5.62639068978\n", "post-filter:\tsd= 7.74876175694 \t mean= -6.48109042977 \t md= -5.93258985601\n", "------------------------------------------------------------\n", "P. 121\n", "641 megs free memory\n", "170 taps ==> 158 taps\n", "pre-filter:\tsd= 10.083551823 \t mean= -2.6256850587 \t md= -4.88592744951\n", "post-filter:\tsd= 10.1418606011 \t mean= -2.83593917201 \t md= -5.09589850629\n", "================================================================================\n", "Jits_Phase_8\n", "================================================================================\n", "------------------------------------------------------------\n", "P. 011\n", "630 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 18.9780391165 \t mean= 34.5754107825 \t md= 38.0128936614\n", "post-filter:\tsd= 19.2635428485 \t mean= 34.4161970655 \t md= 38.0128936614\n", "------------------------------------------------------------\n", "P. 012\n", "620 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 28.2624764585 \t mean= 28.5764086202 \t md= 37.6701752128\n", "post-filter:\tsd= 28.6774263671 \t mean= 28.5989952648 \t md= 37.674028704\n", "------------------------------------------------------------\n", "P. 015\n", "613 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 12.3180093171 \t mean= -8.71285868407 \t md= -8.12856049656\n", "post-filter:\tsd= 12.5471942595 \t mean= -8.79328995565 \t md= -8.18872380352\n", "------------------------------------------------------------\n", "P. 016\n", "596 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.03480040166 \t mean= -5.21756764978 \t md= -5.14693027368\n", "post-filter:\tsd= 5.05803955099 \t mean= -5.03993301718 \t md= -4.77760049617\n", "------------------------------------------------------------\n", "P. 017\n", "583 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.75704113581 \t mean= -10.7730187164 \t md= -10.1101791975\n", "post-filter:\tsd= 8.81881829335 \t mean= -10.9400933013 \t md= -10.4375075027\n", "------------------------------------------------------------\n", "P. 018\n", "574 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.31451300157 \t mean= -1.50083464095 \t md= -2.6196744707\n", "post-filter:\tsd= 5.63710122672 \t mean= -1.91503394263 \t md= -2.67440929916\n", "------------------------------------------------------------\n", "P. 019\n", "571 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.4404055758 \t mean= -2.10538200058 \t md= -3.4789567131\n", "post-filter:\tsd= 10.5017156269 \t mean= -2.3412477164 \t md= -3.62683647841\n", "------------------------------------------------------------\n", "P. 020\n", "558 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.2835303086 \t mean= -9.42810992617 \t md= -8.5667266919\n", "post-filter:\tsd= 11.4161453836 \t mean= -9.55351666764 \t md= -8.76956984279\n", "------------------------------------------------------------\n", "P. 021\n", "550 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.88013026768 \t mean= -9.01731427275 \t md= -9.1925739207\n", "post-filter:\tsd= 5.87602492741 \t mean= -8.79502004445 \t md= -8.9615540429\n", "------------------------------------------------------------\n", "P. 022\n", "533 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 4.94706760307 \t mean= -0.754002507409 \t md= -0.792473975866\n", "post-filter:\tsd= 4.97633693471 \t mean= -0.745775514175 \t md= -0.796735134271\n", "------------------------------------------------------------\n", "P. 024\n", "535 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.15906093738 \t mean= -5.76473777438 \t md= -5.49044910943\n", "post-filter:\tsd= 6.31777899152 \t mean= -6.0491953695 \t md= -5.93572589721\n", "------------------------------------------------------------\n", "P. 025\n", "520 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.76818339607 \t mean= -0.54685666431 \t md= -0.849254587826\n", "post-filter:\tsd= 6.75431284943 \t mean= -0.322097064018 \t md= -0.661972352422\n", "------------------------------------------------------------\n", "P. 026\n", "513 megs free memory\n", "170 taps ==> 158 taps\n", "pre-filter:\tsd= 7.39693054295 \t mean= -5.63277949702 \t md= -6.08710270977\n", "post-filter:\tsd= 7.44512078374 \t mean= -5.84148992681 \t md= -6.26981406999\n", "------------------------------------------------------------\n", "P. 027\n", "501 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.36898522266 \t mean= 1.99691772418 \t md= 1.69601018348\n", "post-filter:\tsd= 5.334592862 \t mean= 2.00102750669 \t md= 1.79321650337\n", "------------------------------------------------------------\n", "P. 028\n", "491 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.74201587093 \t mean= -8.03517629115 \t md= -7.64133060583\n", "post-filter:\tsd= 5.76305784564 \t mean= -7.96493401545 \t md= -7.67024318472\n", "------------------------------------------------------------\n", "P. 029\n", "478 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.37369547122 \t mean= -7.61131271906 \t md= -8.18417956345\n", "post-filter:\tsd= 7.29408361841 \t mean= -7.80711750025 \t md= -8.30207176655\n", "------------------------------------------------------------\n", "P. 030\n", "467 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.27245623682 \t mean= -6.75962339746 \t md= -6.78318290118\n", "post-filter:\tsd= 6.19774629538 \t mean= -6.77156232988 \t md= -6.78318290118\n", "------------------------------------------------------------\n", "P. 032\n", "455 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.18227733927 \t mean= -0.351594283739 \t md= -0.487806804023\n", "post-filter:\tsd= 5.21464216432 \t mean= -0.270157521356 \t md= -0.237126065405\n", "------------------------------------------------------------\n", "P. 033\n", "444 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.21434979424 \t mean= -4.82753886334 \t md= -4.81459112354\n", "post-filter:\tsd= 6.24811757647 \t mean= -4.7149278468 \t md= -4.70380041571\n", "------------------------------------------------------------\n", "P. 034\n", "433 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.14682681938 \t mean= -2.47250385545 \t md= -2.55843881608\n", "post-filter:\tsd= 6.23243746084 \t mean= -2.52120648143 \t md= -2.78279309603\n", "------------------------------------------------------------\n", "P. 035\n", "420 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 10.6943126989 \t mean= -13.9284277772 \t md= -13.9576873062\n", "post-filter:\tsd= 10.7295537176 \t mean= -13.6148074272 \t md= -13.7507627364\n", "------------------------------------------------------------\n", "P. 036\n", "410 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.7256987492 \t mean= -14.4479682182 \t md= -14.5773497635\n", "post-filter:\tsd= 11.3343024736 \t mean= -14.6283343287 \t md= -14.6598246483\n", "------------------------------------------------------------\n", "P. 037\n", "398 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.12930598601 \t mean= -7.34156528206 \t md= -7.18676690526\n", "post-filter:\tsd= 6.01020249506 \t mean= -7.07817162315 \t md= -6.89361957544\n", "------------------------------------------------------------\n", "P. 038\n", "391 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 16.3210033549 \t mean= 3.7188281852 \t md= 2.13938798094\n", "post-filter:\tsd= 16.6560752256 \t mean= 3.74819798806 \t md= 2.23898491358\n", "------------------------------------------------------------\n", "P. 039\n", "380 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.38424588379 \t mean= -8.06816739499 \t md= -7.43111790779\n", "post-filter:\tsd= 8.11003640312 \t mean= -7.74109175596 \t md= -7.1200648188\n", "------------------------------------------------------------\n", "P. 040\n", "413 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.14470133761 \t mean= -4.20538779489 \t md= -4.30115859758\n", "post-filter:\tsd= 6.1378377001 \t mean= -4.03330873641 \t md= -4.2567219944\n", "------------------------------------------------------------\n", "P. 041\n", "401 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.93575095062 \t mean= -4.57276753268 \t md= -3.83855510874\n", "post-filter:\tsd= 8.02823613612 \t mean= -4.55238953459 \t md= -3.82480043215\n", "------------------------------------------------------------\n", "P. 043\n", "389 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.68594872411 \t mean= -10.577000089 \t md= -10.7918454721\n", "post-filter:\tsd= 8.72512496636 \t mean= -10.5796135985 \t md= -10.7918454721\n", "------------------------------------------------------------\n", "P. 044\n", "374 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.48585230572 \t mean= -1.43749768879 \t md= -1.98459216682\n", "post-filter:\tsd= 6.46074007151 \t mean= -1.214344899 \t md= -1.56856409551\n", "------------------------------------------------------------\n", "P. 046\n", "364 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.4543851249 \t mean= -4.72372127135 \t md= -4.53737707717\n", "post-filter:\tsd= 5.93302820653 \t mean= -4.55333985411 \t md= -4.58851498151\n", "------------------------------------------------------------\n", "P. 047\n", "354 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.8853014639 \t mean= -7.54981406851 \t md= -8.02444745647\n", "post-filter:\tsd= 7.2163324012 \t mean= -7.43357805239 \t md= -8.04659794021\n", "------------------------------------------------------------\n", "P. 048\n", "347 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.46195196462 \t mean= -5.17040429867 \t md= -5.11313620358\n", "post-filter:\tsd= 6.54070026112 \t mean= -4.84817013214 \t md= -5.06651995599\n", "------------------------------------------------------------\n", "P. 049\n", "332 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 26.8614134899 \t mean= -1.93752157067 \t md= -9.31654864027\n", "post-filter:\tsd= 26.9401741913 \t mean= -1.11878646421 \t md= -8.88791200008\n", "------------------------------------------------------------\n", "P. 051\n", "318 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.12067375511 \t mean= -4.0742403042 \t md= -4.64016144904\n", "post-filter:\tsd= 5.71143659744 \t mean= -4.4145861983 \t md= -4.88180626832\n", "------------------------------------------------------------\n", "P. 052\n", "308 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.31981982313 \t mean= -2.89637647176 \t md= -3.28773289984\n", "post-filter:\tsd= 6.37505398673 \t mean= -2.80260150829 \t md= -3.23948804385\n", "------------------------------------------------------------\n", "P. 053\n", "290 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.55945960978 \t mean= -4.85979978484 \t md= -5.25403493698\n", "post-filter:\tsd= 6.04638575801 \t mean= -5.04025710148 \t md= -5.20358709406\n", "------------------------------------------------------------\n", "P. 054\n", "286 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 12.497918099 \t mean= 1.00040736314 \t md= -0.544177515739\n", "post-filter:\tsd= 12.6969541274 \t mean= 1.08531893684 \t md= -0.541885313834\n", "------------------------------------------------------------\n", "P. 055\n", "274 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 32.7961427297 \t mean= 5.08500349017 \t md= 11.7161032567\n", "post-filter:\tsd= 32.485300544 \t mean= 4.45453082934 \t md= -3.92146985811\n", "------------------------------------------------------------\n", "P. 056\n", "263 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.06550435827 \t mean= -1.55392979591 \t md= -1.8120708023\n", "post-filter:\tsd= 5.72230507542 \t mean= -1.5838088726 \t md= -1.8120708023\n", "------------------------------------------------------------\n", "P. 057\n", "256 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.26794964294 \t mean= -6.42931230509 \t md= -6.99267697921\n", "post-filter:\tsd= 6.30069650274 \t mean= -6.62899827063 \t md= -7.20388155262\n", "------------------------------------------------------------\n", "P. 058\n", "240 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.4070273275 \t mean= -11.4309648368 \t md= -10.6902761104\n", "post-filter:\tsd= 9.90065366505 \t mean= -12.1366311782 \t md= -11.0922722203\n", "------------------------------------------------------------\n", "P. 059\n", "234 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.75064039757 \t mean= -4.47566057048 \t md= -4.33370248232\n", "post-filter:\tsd= 5.73223795487 \t mean= -4.67473416377 \t md= -4.79666676549\n", "------------------------------------------------------------\n", "P. 060\n", "222 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.65940719809 \t mean= -8.89037324551 \t md= -9.17827583279\n", "post-filter:\tsd= 5.71363665631 \t mean= -8.96384111665 \t md= -9.32215681469\n", "------------------------------------------------------------\n", "P. 061\n", "223 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 6.08878954227 \t mean= -6.81620387055 \t md= -7.11966774332\n", "post-filter:\tsd= 6.10937913441 \t mean= -6.87907522592 \t md= -7.31164417969\n", "------------------------------------------------------------\n", "P. 062\n", "214 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 12.2627283702 \t mean= -5.3849275832 \t md= -5.80727121772\n", "post-filter:\tsd= 11.7826288271 \t mean= -5.70407178314 \t md= -5.9408169186\n", "------------------------------------------------------------\n", "P. 063\n", "201 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.10375977772 \t mean= -2.42590447597 \t md= -2.57305691935\n", "post-filter:\tsd= 6.17721016081 \t mean= -2.43492046383 \t md= -2.61848193072\n", "------------------------------------------------------------\n", "P. 064\n", "193 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 10.3235957245 \t mean= -4.68126184035 \t md= -5.39466556583\n", "post-filter:\tsd= 10.3842395991 \t mean= -4.60577042206 \t md= -5.39466556583\n", "------------------------------------------------------------\n", "P. 065\n", "178 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.80030625953 \t mean= -0.998638416471 \t md= -1.3427713642\n", "post-filter:\tsd= 7.87505335291 \t mean= -0.90981124155 \t md= -1.3427713642\n", "------------------------------------------------------------\n", "P. 066\n", "191 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.30073570403 \t mean= -2.62771631489 \t md= -2.62803807504\n", "post-filter:\tsd= 8.37756615989 \t mean= -2.70136130065 \t md= -2.75844521759\n", "------------------------------------------------------------\n", "P. 067\n", "177 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.14316632171 \t mean= -6.17777872383 \t md= -6.39838752432\n", "post-filter:\tsd= 6.98229856557 \t mean= -6.06889286023 \t md= -6.39838752432\n", "------------------------------------------------------------\n", "P. 068\n", "184 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 17.2848784447 \t mean= -5.86440587774 \t md= -3.67555052185\n", "post-filter:\tsd= 17.3709404767 \t mean= -6.610235469 \t md= -4.49207379932\n", "------------------------------------------------------------\n", "P. 069\n", "197 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.03261554447 \t mean= -8.15534945392 \t md= -8.27102266191\n", "post-filter:\tsd= 7.0501288528 \t mean= -8.01997983804 \t md= -8.01568470741\n", "------------------------------------------------------------\n", "P. 071\n", "187 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 10.7575973944 \t mean= -1.11819050794 \t md= -0.932067932067\n", "post-filter:\tsd= 10.8844149386 \t mean= -1.02274778279 \t md= -0.717767876765\n", "------------------------------------------------------------\n", "P. 072\n", "400 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 11.6126072203 \t mean= -11.1947455888 \t md= -11.3480384811\n", "post-filter:\tsd= 11.6290704224 \t mean= -11.6125108971 \t md= -11.9168367143\n", "------------------------------------------------------------\n", "P. 073\n", "496 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 33.4536205318 \t mean= -6.94800709752 \t md= -19.9170664119\n", "post-filter:\tsd= 33.7887230264 \t mean= -6.22960638591 \t md= -19.7197117092\n", "------------------------------------------------------------\n", "P. 074\n", "480 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.08303184702 \t mean= -5.32111464444 \t md= -5.81098562987\n", "post-filter:\tsd= 7.1212011804 \t mean= -5.10252633642 \t md= -5.45832407414\n", "------------------------------------------------------------\n", "P. 075\n", "467 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.67995343862 \t mean= -6.00582350949 \t md= -6.21105021942\n", "post-filter:\tsd= 5.74577418289 \t mean= -5.90724360921 \t md= -6.00806731129\n", "------------------------------------------------------------\n", "P. 076\n", "456 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 9.46768539844 \t mean= -9.74713323402 \t md= -9.76793037911\n", "post-filter:\tsd= 8.96156108022 \t mean= -9.07132844466 \t md= -9.14135864136\n", "------------------------------------------------------------\n", "P. 077\n", "446 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.85336585866 \t mean= -15.9820161251 \t md= -16.0248754562\n", "post-filter:\tsd= 7.93535126773 \t mean= -16.2822100752 \t md= -16.0248754562\n", "------------------------------------------------------------\n", "P. 078\n", "433 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.71366001981 \t mean= -4.32544110384 \t md= -5.02067933474\n", "post-filter:\tsd= 5.62043390847 \t mean= -4.25267911425 \t md= -5.02067933474\n", "------------------------------------------------------------\n", "P. 079\n", "420 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.66560985028 \t mean= -1.10841106811 \t md= -2.07509140105\n", "post-filter:\tsd= 5.48883155837 \t mean= -1.25173469569 \t md= -2.11560294684\n", "------------------------------------------------------------\n", "P. 080\n", "409 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.80833903608 \t mean= -8.79232466734 \t md= -8.68136204477\n", "post-filter:\tsd= 7.80723479203 \t mean= -8.63283343361 \t md= -8.68136204477\n", "------------------------------------------------------------\n", "P. 081\n", "400 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.80470354543 \t mean= -1.63912955615 \t md= -2.06564034851\n", "post-filter:\tsd= 5.59473342859 \t mean= -1.77423267729 \t md= -2.06564034851\n", "------------------------------------------------------------\n", "P. 082\n", "390 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.91858727344 \t mean= -1.43657197009 \t md= -1.78862601911\n", "post-filter:\tsd= 6.73716670001 \t mean= -1.26650581633 \t md= -1.78862601911\n", "------------------------------------------------------------\n", "P. 083\n", "373 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.93886842176 \t mean= -2.99934993307 \t md= -3.12634411291\n", "post-filter:\tsd= 5.4981278159 \t mean= -2.92269654825 \t md= -3.15906207227\n", "------------------------------------------------------------\n", "P. 084\n", "364 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.88190223202 \t mean= -4.81899579695 \t md= -4.93540091043\n", "post-filter:\tsd= 7.74427206845 \t mean= -4.50102150661 \t md= -4.81676137922\n", "------------------------------------------------------------\n", "P. 085\n", "335 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.33351353568 \t mean= -4.91380365121 \t md= -5.50891629932\n", "post-filter:\tsd= 5.35961799138 \t mean= -4.86396736498 \t md= -5.39751130317\n", "------------------------------------------------------------\n", "P. 086\n", "318 megs free memory\n", "170 taps ==> 152 taps\n", "pre-filter:\tsd= 9.31394917169 \t mean= -1.51158745361 \t md= -2.16923634049\n", "post-filter:\tsd= 9.40863472535 \t mean= -1.42536226783 \t md= -2.19840952286\n", "------------------------------------------------------------\n", "P. 087\n", "307 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.07474537656 \t mean= -3.68690968327 \t md= -4.04715343873\n", "post-filter:\tsd= 6.05198744391 \t mean= -3.56136565352 \t md= -3.88167179704\n", "------------------------------------------------------------\n", "P. 089\n", "298 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 38.2049282536 \t mean= -10.8763737534 \t md= -22.7051172419\n", "post-filter:\tsd= 39.1125369439 \t mean= -10.798124743 \t md= -25.7596723031\n", "------------------------------------------------------------\n", "P. 090\n", "291 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.71625813996 \t mean= -3.99011559613 \t md= -4.68131518748\n", "post-filter:\tsd= 5.7097664616 \t mean= -3.84772580575 \t md= -4.60385011139\n", "------------------------------------------------------------\n", "P. 091\n", "275 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.31631529894 \t mean= -5.50803215428 \t md= -5.28308492548\n", "post-filter:\tsd= 5.31270128778 \t mean= -5.31298345232 \t md= -5.18691916009\n", "------------------------------------------------------------\n", "P. 092\n", "265 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.26556452376 \t mean= -4.76851308968 \t md= -4.19523759509\n", "post-filter:\tsd= 5.83126328292 \t mean= -4.38870636388 \t md= -3.9937380588\n", "------------------------------------------------------------\n", "P. 093\n", "262 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.43512398299 \t mean= -12.7259997332 \t md= -12.846510139\n", "post-filter:\tsd= 7.85555560924 \t mean= -13.2114054557 \t md= -13.1548451548\n", "------------------------------------------------------------\n", "P. 094\n", "251 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 8.28985017014 \t mean= -10.7636587998 \t md= -11.112276653\n", "post-filter:\tsd= 8.35694384862 \t mean= -10.6727500777 \t md= -11.112276653\n", "------------------------------------------------------------\n", "P. 095\n", "244 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.29998533654 \t mean= -7.75576995567 \t md= -7.90766178828\n", "post-filter:\tsd= 5.5150092447 \t mean= -8.18167220471 \t md= -7.99550799615\n", "------------------------------------------------------------\n", "P. 096\n", "271 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.96318160752 \t mean= -8.78208304957 \t md= -8.79590269368\n", "post-filter:\tsd= 6.88675568522 \t mean= -9.10658318674 \t md= -9.26010099749\n", "------------------------------------------------------------\n", "P. 097\n", "255 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.70316589257 \t mean= -5.05876244799 \t md= -5.4994023476\n", "post-filter:\tsd= 6.50767833608 \t mean= -5.11724964845 \t md= -5.47869147659\n", "------------------------------------------------------------\n", "P. 098\n", "468 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.39566063562 \t mean= -3.30890293759 \t md= -3.30038262966\n", "post-filter:\tsd= 5.32345412865 \t mean= -3.17534229106 \t md= -3.23146944083\n", "------------------------------------------------------------\n", "P. 099\n", "462 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.65892520729 \t mean= -5.37311775449 \t md= -5.7096346122\n", "post-filter:\tsd= 6.61036816883 \t mean= -5.29340466494 \t md= -5.64855335217\n", "------------------------------------------------------------\n", "P. 100\n", "451 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 7.58804411186 \t mean= -3.6921164563 \t md= -3.71907709376\n", "post-filter:\tsd= 7.69626838209 \t mean= -3.59718217142 \t md= -3.55487380039\n", "------------------------------------------------------------\n", "P. 101\n", "441 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 8.4916642288 \t mean= -0.135941740128 \t md= 0.386053309106\n", "post-filter:\tsd= 7.52153990179 \t mean= 0.110043688052 \t md= 0.508842961838\n", "------------------------------------------------------------\n", "P. 102\n", "427 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.04204521746 \t mean= -3.08745099939 \t md= -3.76366673669\n", "post-filter:\tsd= 5.7366755277 \t mean= -3.11610614531 \t md= -3.76366673669\n", "------------------------------------------------------------\n", "P. 103\n", "427 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.14054554536 \t mean= -7.44733954979 \t md= -7.12468621221\n", "post-filter:\tsd= 7.22392761969 \t mean= -7.50105893469 \t md= -7.21765353719\n", "------------------------------------------------------------\n", "P. 104\n", "411 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 12.026683409 \t mean= -6.41280956866 \t md= -6.48831343611\n", "post-filter:\tsd= 12.1437332529 \t mean= -6.48854742958 \t md= -6.57400507155\n", "------------------------------------------------------------\n", "P. 105\n", "398 megs free memory\n", "170 taps ==> 159 taps\n", "pre-filter:\tsd= 17.6277059486 \t mean= -9.22959536085 \t md= -11.9727053561\n", "post-filter:\tsd= 17.5973147617 \t mean= -8.62614327061 \t md= -11.7045413525\n", "------------------------------------------------------------\n", "P. 107\n", "389 megs free memory\n", "170 taps ==> 156 taps\n", "pre-filter:\tsd= 6.45780741788 \t mean= -4.6166806644 \t md= -4.82285341552\n", "post-filter:\tsd= 6.55100968335 \t mean= -4.63238834605 \t md= -4.82285341552\n", "------------------------------------------------------------\n", "P. 108\n", "417 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.15393527462 \t mean= -6.19127571886 \t md= -6.44252239155\n", "post-filter:\tsd= 7.2596588067 \t mean= -6.25436288241 \t md= -6.44916350703\n", "------------------------------------------------------------\n", "P. 109\n", "402 megs free memory\n", "170 taps ==> 159 taps\n", "pre-filter:\tsd= 6.19742361716 \t mean= -6.72640726089 \t md= -6.36651477334\n", "post-filter:\tsd= 6.22962988706 \t mean= -6.60976654005 \t md= -6.357970971\n", "------------------------------------------------------------\n", "P. 110\n", "405 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.41523241192 \t mean= 0.180462795063 \t md= -0.132790095859\n", "post-filter:\tsd= 5.40212598771 \t mean= 0.368843905396 \t md= 0.00550156794617\n", "------------------------------------------------------------\n", "P. 111\n", "433 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.50151314374 \t mean= -4.94716612401 \t md= -5.06746143591\n", "post-filter:\tsd= 6.59140804463 \t mean= -4.85180950464 \t md= -4.93094772435\n", "------------------------------------------------------------\n", "P. 112\n", "423 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.29975124187 \t mean= -10.1232425542 \t md= -10.5711721529\n", "post-filter:\tsd= 7.21989628929 \t mean= -10.4607657694 \t md= -10.9840102702\n", "------------------------------------------------------------\n", "P. 113\n", "441 megs free memory\n", "170 taps ==> 160 taps\n", "pre-filter:\tsd= 5.6674279713 \t mean= -3.15874933049 \t md= -3.25035490387\n", "post-filter:\tsd= 5.58052067768 \t mean= -2.94475928922 \t md= -3.11963628914\n", "------------------------------------------------------------\n", "P. 114\n", "435 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.96784854324 \t mean= -11.3709139401 \t md= -12.3948111187\n", "post-filter:\tsd= 7.46591233557 \t mean= -11.8118558627 \t md= -12.7841205392\n", "------------------------------------------------------------\n", "P. 115\n", "428 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.58720034527 \t mean= -6.25546455121 \t md= -6.64332171081\n", "post-filter:\tsd= 5.4364673151 \t mean= -6.47492913791 \t md= -6.72565551308\n", "------------------------------------------------------------\n", "P. 116\n", "443 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.50904594422 \t mean= -7.6166014975 \t md= -7.95800677213\n", "post-filter:\tsd= 6.51562550259 \t mean= -7.38695669084 \t md= -7.81888492014\n", "------------------------------------------------------------\n", "P. 117\n", "434 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.50955088498 \t mean= -2.40227064337 \t md= -2.15997689476\n", "post-filter:\tsd= 7.50476302835 \t mean= -2.50878779434 \t md= -2.25433410362\n", "------------------------------------------------------------\n", "P. 118\n", "424 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 6.6340645376 \t mean= -5.95146064176 \t md= -7.15254293629\n", "post-filter:\tsd= 6.71738545747 \t mean= -5.86857854366 \t md= -6.84756783794\n", "------------------------------------------------------------\n", "P. 119\n", "413 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 5.49257972222 \t mean= -3.55186041639 \t md= -3.52073654142\n", "post-filter:\tsd= 5.47030702073 \t mean= -3.37131165103 \t md= -3.41595646781\n", "------------------------------------------------------------\n", "P. 120\n", "402 megs free memory\n", "170 taps ==> 158 taps\n", "pre-filter:\tsd= 6.66385443053 \t mean= -7.93401269668 \t md= -8.0329601256\n", "post-filter:\tsd= 6.60876041207 \t mean= -8.19839139885 \t md= -8.30712047635\n", "------------------------------------------------------------\n", "P. 121\n", "394 megs free memory\n", "170 taps ==> 161 taps\n", "pre-filter:\tsd= 7.94198962435 \t mean= -10.5669251776 \t md= -10.6967625126\n", "post-filter:\tsd= 7.99028655285 \t mean= -10.758833322 \t md= -11.0833779343\n" ] }, { "ename": "AttributeError", "evalue": "'NoneType' object has no attribute 'close'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 28\u001b[0m \u001b[0mprev_t\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mt\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 29\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 30\u001b[1;33m \u001b[0mpp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32mC:\\Applications\\_Data analysis\\Anaconda\\lib\\site-packages\\matplotlib\\backends\\backend_pdf.pyc\u001b[0m in \u001b[0;36mclose\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 2282\u001b[0m \u001b[0mPDF\u001b[0m \u001b[0mfile\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2283\u001b[0m \"\"\"\n\u001b[1;32m-> 2284\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_file\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2285\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_file\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2286\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'close'" ] } ], "source": [ "def task_side_plotter_pdf(task_name):\n", " \n", " from matplotlib.backends.backend_pdf import PdfPages\n", " \n", " t = task_name\n", " file_out = 'C:/db_pickles/sideplots - 2014-09-26c1 - %s.pdf' % short_name[t]\n", " \n", " with PdfPages(file_out) as pp:\n", "\n", " for pid in task_pids[task_name]:\n", "\n", " print(\"{} megs free memory\".format(psutil.virtual_memory()[1] / 1000000))\n", "\n", " fig = before_after_plots(t, pid)\n", " pp.savefig(fig)\n", "\n", " plt.close()\n", "\n", " pp.close()\n", "\n", "for t in sms_tasknames:\n", " task_side_plotter_pdf(t)\n", " " ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "T1_SMS_5\n", "011,012,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "T1_SMS_8\n", "011,012,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "Ticks_ISO_T2_5\n", "011,012,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "Ticks_ISO_T2_8\n", "011,012,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "Ticks_Linear_5\n", "011,012,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "Ticks_Linear_8\n", "012,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "Ticks_Phase_5\n", "011,012,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "Ticks_Phase_8\n", "011,012,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "Jits_ISO_5\n", "011,012,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "Jits_ISO_8\n", "011,012,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "Jits_Linear_5\n", "011,013,015,016,017,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "Jits_Linear_8\n", "011,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "Jits_Phase_5\n", "011,012,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,\n", "Jits_Phase_8\n", "011,012,015,016,017,018,019,020,021,022,024,025,026,027,028,029,030,032,033,034,035,036,037,038,039,040,041,043,044,046,047,048,049,051,052,053,054,055,056,057,058,059,060,061,062,063,064,065,066,067,068,069,071,072,073,074,075,076,077,078,079,080,081,082,083,084,085,086,087,089,090,091,092,093,094,095,096,097,098,099,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121," ] } ], "source": [ "for i in general_task_pid_iterator(concise_labels=True):\n", " pass" ] }, { "cell_type": "code", "execution_count": 260, "metadata": { "collapsed": false }, "outputs": [ { "ename": "IndentationError", "evalue": "unexpected indent (, line 3)", "output_type": "error", "traceback": [ "\u001b[1;36m File \u001b[1;32m\"\"\u001b[1;36m, line \u001b[1;32m3\u001b[0m\n\u001b[1;33m adjusted_devperc_mean = rem_worst.mean()\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mIndentationError\u001b[0m\u001b[1;31m:\u001b[0m unexpected indent\n" ] } ], "source": [ "# OUTLIER LABELING - removed for now\n", "\n", " adjusted_devperc_mean = rem_worst.mean() \n", " taps['outlier_metric'] = taps.dev_perc / adjusted_devperc_mean\n", " \n", " devperc_limit = rem_worst.std() * rem_beyond_stds \n", " taps['is_outlier'] = ( (taps.dev_perc - adjusted_devperc_mean > devperc_limit) \n", " | (taps.dev_perc - adjusted_devperc_mean < -1 * devperc_limit) )\n", "\n", " \n", " \n", " \n", " if print_results:\n", " print('worst deviations (% of ISI):')\n", " print(list(temp_devperc_ordered[:nworst_left]))\n", " print(list(temp_devperc_ordered[-1 * nworst_right:]))\n", " print('original mean: %s' % round(taps.dev_perc.mean(), 1))\n", " print('adjusted mean: %s' % round(adjusted_devperc_mean), 1)\n", " print('original stdv: %s' % round(taps.dev_perc.std(), 1))\n", " print('adjusted stdv: %s' % round(rem_worst.std(), 1))\n", " outliers = taps[taps.is_outlier]\n", " if len(outliers) > 0:\n", " print('outlier deviations (% of ISI):')\n", " print(list(outliers.dev_perc.round(decimals=2)))\n", " else:\n", " print('No outliers.')\n", " \n", " taps.set_index('beat', inplace=True)\n", " return taps" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#filtering would have to take place here, since we aren't assigning \"outliers\" \n", "#in the earlier processing steps anymore\n", "\n", "db_taps_filt = {t: df[df.is_outlier==False]\n", " for (t, df) in db_taps.items()}" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
beat_endbeat_startbeat_targetchanneldevdev_perciintervalintsis_outliermicrospitchtask_msvelocity
pidbeat
0119 4750.394 4250.062 4500.528 1-22.132 -4.418165 14NaN 490.560 False 88211308 48 4478.396 56
10 5250.118 4750.394 5000.260 1-17.716 -3.545100 16NaN 504.148 False 88715456 48 4982.544 54
11 5749.754 5250.118 5499.976 1 12.532 2.507824 19NaN 529.964 False 89245420 48 5512.508 51
12 6249.884 5749.754 5999.532 1 36.988 7.404175 21NaN 524.012 False 89769432 48 6036.520 52
13 6750.176 6249.884 6500.236 1-28.596 -5.711159 22NaN 435.120 False 90204552 48 6471.640 47
14 7249.908 6750.176 7000.116 1-17.168 -3.434424 24NaN 511.308 False 90715860 48 6982.948 54
15 7750.044 7249.908 7499.700 1-11.688 -2.339547 26NaN 505.064 False 91220924 48 7488.012 51
16 8250.222 7750.044 8000.388 1-17.096 -3.414502 29NaN 495.280 False 91716204 48 7983.292 51
17 8750.034 8250.222 8500.056 1 12.000 2.401595 32NaN 528.764 False 92244968 48 8512.056 52
18 9249.766 8750.034 9000.012 1 0.968 0.193617 34NaN 488.924 False 92733892 48 9000.980 48
19 9749.908 9249.766 9499.520 1 3.212 0.643033 36NaN 501.752 False 93235644 48 9502.732 48
20 10250.200 9749.908 10000.296 1 -4.692 -0.936946 37NaN 492.872 False 93728516 48 9995.604 44
21 10750.012 10250.200 10500.104 1-28.972 -5.796626 39NaN 475.528 False 94204044 48 10471.132 52
22 11250.196 10750.012 10999.920 1 3.288 0.657842 42NaN 532.076 False 94736120 48 11003.208 47
23 11750.304 11250.196 11500.472 1 -7.020 -1.402452 43NaN 490.244 False 95226364 48 11493.452 56
24 12250.000 11750.304 12000.136 1 8.400 1.681130 46NaN 515.084 False 95741448 48 12008.536 41
25 12749.804 12250.000 12499.864 1-38.144 -7.632952 47NaN 453.184 False 96194632 48 12461.720 45
26 13249.988 12749.804 12999.744 1-20.924 -4.185805 49NaN 517.100 False 96711732 48 12978.820 54
27 13750.134 13249.988 13500.232 1-17.244 -3.445437 51NaN 504.168 False 97215900 48 13482.988 55
28 14249.902 13750.134 14000.036 1-24.908 -4.983554 53NaN 492.140 False 97708040 48 13975.128 44
29 14750.240 14249.902 14499.768 1 -2.124 -0.425028 55NaN 522.516 False 98230556 48 14497.644 44
30 15250.610 14750.240 15000.712 1 0.900 0.179661 58NaN 503.968 False 98734524 48 15001.612 47
31 15750.226 15250.610 15500.508 1-13.560 -2.713107 59NaN 485.336 False 99219860 48 15486.948 41
32 16249.760 15750.226 15999.944 1 -5.392 -1.079618 61NaN 507.604 False 99727464 48 15994.552 48
33 16749.968 16249.760 16499.576 1-43.784 -8.763250 63NaN 461.240 False 100188704 48 16455.792 41
34 17250.188 16749.968 17000.360 1-16.192 -3.233330 65NaN 528.376 False 100717080 48 16984.168 43
35 17749.886 17250.188 17500.016 1-13.640 -2.729878 67NaN 502.208 False 101219288 48 17486.376 40
36 18249.768 17749.886 17999.756 1 13.808 2.763037 70NaN 527.188 False 101746476 48 18013.564 44
37 18750.160 18249.768 18499.780 1-35.136 -7.026863 71NaN 451.080 False 102197556 48 18464.644 43
38 19250.218 18750.160 19000.540 1-10.932 -2.183082 74NaN 524.964 False 102722520 48 18989.608 43
................................................
12198 49250.198 48750.090 49000.424 1-49.628 -9.912357 195NaN 488.024 False 422182876 48 48950.796 25
99 49749.856 49250.198 49499.972 1-23.592 -4.722669 197NaN 525.584 False 422708460 48 49476.380 22
100 50249.664 49749.856 49999.740 1-20.748 -4.151526 199NaN 502.612 False 423211072 48 49978.992 22
101 50749.996 50249.664 50499.588 1-24.196 -4.840672 201NaN 496.400 False 423707472 48 50475.392 27
102 51250.140 50749.996 51000.404 1 -4.220 -0.842625 203NaN 520.792 False 424228264 48 50996.184 23
103 51749.724 51250.140 51499.876 1-20.084 -4.021046 205NaN 483.608 False 424711872 48 51479.792 22
104 52249.494 51749.724 51999.572 1-13.496 -2.700842 207NaN 506.284 False 425218156 48 51986.076 20
105 52749.898 52249.494 52499.416 1-15.592 -3.119373 209NaN 497.748 False 425715904 48 52483.824 19
106 53250.080 52749.898 53000.380 1-11.552 -2.305954 211NaN 505.004 False 426220908 48 52988.828 19
107 53749.626 53250.080 53499.780 1 -6.468 -1.295154 213NaN 504.484 False 426725392 48 53493.312 21
108 54249.980 53749.626 53999.472 1-12.472 -2.495937 215NaN 493.688 False 427219080 48 53987.000 23
109 54750.224 54249.980 54500.488 1-16.044 -3.202293 217NaN 497.444 False 427716524 48 54484.444 26
110 55249.770 54750.224 54999.960 1 -8.040 -1.609700 219NaN 507.476 False 428224000 48 54991.920 21
111 55749.464 55249.770 55499.580 1-25.244 -5.052640 221NaN 482.416 False 428706416 48 55474.336 26
112 56249.830 55749.464 55999.348 1-12.300 -2.461142 223NaN 512.712 False 429219128 48 55987.048 22
113 56750.048 56249.830 56500.312 1-31.148 -6.217612 225NaN 482.116 False 429701244 48 56469.164 33
114 57249.706 56750.048 56999.784 1-38.332 -7.674504 227NaN 492.288 False 430193532 48 56961.452 19
115 57749.962 57249.706 57499.628 1-32.116 -6.425205 229NaN 506.060 False 430699592 48 57467.512 21
116 58250.256 57749.962 58000.296 1-65.036-12.989846 231NaN 467.748 False 431167340 48 57935.260 25
117 58749.952 58250.256 58500.216 1-54.112-10.824132 233NaN 510.844 False 431678184 48 58446.104 13
119 59749.900 59249.534 59499.380 1-53.064-10.619342 237NaN 537.016 False 432678396 48 59446.316 24
120 60250.120 59749.900 60000.420 1-56.652-11.306882 239NaN 497.452 False 433175848 48 59943.768 27
121 60749.704 60250.120 60499.820 1-49.852 -9.982379 241NaN 506.200 False 433682048 48 60449.968 27
122 61249.996 60749.704 60999.588 1-50.824-10.169519 243NaN 498.796 False 434180844 48 60948.764 27
123 61750.326 61249.996 61500.404 1-24.564 -4.904795 245NaN 527.076 False 434707920 48 61475.840 21
124 62249.984 61750.326 62000.248 1-11.928 -2.386345 247NaN 512.480 False 435220400 48 61988.320 21
125 62749.646 62249.984 62499.720 1-16.116 -3.226607 249NaN 495.284 False 435715684 48 62483.604 20
128 64249.856 63750.262 64000.192 1-19.924 -3.985916 253NaN NaN False 437212348 48 63980.268 23
126 NaN NaN NaNNaN NaN NaN NaNNaN NaN False NaNNaN NaNNaN
127 NaN NaN NaNNaN NaN NaN NaNNaN NaN False NaNNaN NaNNaN
\n", "

12101 rows × 14 columns

\n", "
" ], "text/plain": [ " beat_end beat_start beat_target channel dev dev_perc i \\\n", "pid beat \n", "011 9 4750.394 4250.062 4500.528 1 -22.132 -4.418165 14 \n", " 10 5250.118 4750.394 5000.260 1 -17.716 -3.545100 16 \n", " 11 5749.754 5250.118 5499.976 1 12.532 2.507824 19 \n", " 12 6249.884 5749.754 5999.532 1 36.988 7.404175 21 \n", " 13 6750.176 6249.884 6500.236 1 -28.596 -5.711159 22 \n", " 14 7249.908 6750.176 7000.116 1 -17.168 -3.434424 24 \n", " 15 7750.044 7249.908 7499.700 1 -11.688 -2.339547 26 \n", " 16 8250.222 7750.044 8000.388 1 -17.096 -3.414502 29 \n", " 17 8750.034 8250.222 8500.056 1 12.000 2.401595 32 \n", " 18 9249.766 8750.034 9000.012 1 0.968 0.193617 34 \n", " 19 9749.908 9249.766 9499.520 1 3.212 0.643033 36 \n", " 20 10250.200 9749.908 10000.296 1 -4.692 -0.936946 37 \n", " 21 10750.012 10250.200 10500.104 1 -28.972 -5.796626 39 \n", " 22 11250.196 10750.012 10999.920 1 3.288 0.657842 42 \n", " 23 11750.304 11250.196 11500.472 1 -7.020 -1.402452 43 \n", " 24 12250.000 11750.304 12000.136 1 8.400 1.681130 46 \n", " 25 12749.804 12250.000 12499.864 1 -38.144 -7.632952 47 \n", " 26 13249.988 12749.804 12999.744 1 -20.924 -4.185805 49 \n", " 27 13750.134 13249.988 13500.232 1 -17.244 -3.445437 51 \n", " 28 14249.902 13750.134 14000.036 1 -24.908 -4.983554 53 \n", " 29 14750.240 14249.902 14499.768 1 -2.124 -0.425028 55 \n", " 30 15250.610 14750.240 15000.712 1 0.900 0.179661 58 \n", " 31 15750.226 15250.610 15500.508 1 -13.560 -2.713107 59 \n", " 32 16249.760 15750.226 15999.944 1 -5.392 -1.079618 61 \n", " 33 16749.968 16249.760 16499.576 1 -43.784 -8.763250 63 \n", " 34 17250.188 16749.968 17000.360 1 -16.192 -3.233330 65 \n", " 35 17749.886 17250.188 17500.016 1 -13.640 -2.729878 67 \n", " 36 18249.768 17749.886 17999.756 1 13.808 2.763037 70 \n", " 37 18750.160 18249.768 18499.780 1 -35.136 -7.026863 71 \n", " 38 19250.218 18750.160 19000.540 1 -10.932 -2.183082 74 \n", "... ... ... ... ... ... ... ... \n", "121 98 49250.198 48750.090 49000.424 1 -49.628 -9.912357 195 \n", " 99 49749.856 49250.198 49499.972 1 -23.592 -4.722669 197 \n", " 100 50249.664 49749.856 49999.740 1 -20.748 -4.151526 199 \n", " 101 50749.996 50249.664 50499.588 1 -24.196 -4.840672 201 \n", " 102 51250.140 50749.996 51000.404 1 -4.220 -0.842625 203 \n", " 103 51749.724 51250.140 51499.876 1 -20.084 -4.021046 205 \n", " 104 52249.494 51749.724 51999.572 1 -13.496 -2.700842 207 \n", " 105 52749.898 52249.494 52499.416 1 -15.592 -3.119373 209 \n", " 106 53250.080 52749.898 53000.380 1 -11.552 -2.305954 211 \n", " 107 53749.626 53250.080 53499.780 1 -6.468 -1.295154 213 \n", " 108 54249.980 53749.626 53999.472 1 -12.472 -2.495937 215 \n", " 109 54750.224 54249.980 54500.488 1 -16.044 -3.202293 217 \n", " 110 55249.770 54750.224 54999.960 1 -8.040 -1.609700 219 \n", " 111 55749.464 55249.770 55499.580 1 -25.244 -5.052640 221 \n", " 112 56249.830 55749.464 55999.348 1 -12.300 -2.461142 223 \n", " 113 56750.048 56249.830 56500.312 1 -31.148 -6.217612 225 \n", " 114 57249.706 56750.048 56999.784 1 -38.332 -7.674504 227 \n", " 115 57749.962 57249.706 57499.628 1 -32.116 -6.425205 229 \n", " 116 58250.256 57749.962 58000.296 1 -65.036 -12.989846 231 \n", " 117 58749.952 58250.256 58500.216 1 -54.112 -10.824132 233 \n", " 119 59749.900 59249.534 59499.380 1 -53.064 -10.619342 237 \n", " 120 60250.120 59749.900 60000.420 1 -56.652 -11.306882 239 \n", " 121 60749.704 60250.120 60499.820 1 -49.852 -9.982379 241 \n", " 122 61249.996 60749.704 60999.588 1 -50.824 -10.169519 243 \n", " 123 61750.326 61249.996 61500.404 1 -24.564 -4.904795 245 \n", " 124 62249.984 61750.326 62000.248 1 -11.928 -2.386345 247 \n", " 125 62749.646 62249.984 62499.720 1 -16.116 -3.226607 249 \n", " 128 64249.856 63750.262 64000.192 1 -19.924 -3.985916 253 \n", " 126 NaN NaN NaN NaN NaN NaN NaN \n", " 127 NaN NaN NaN NaN NaN NaN NaN \n", "\n", " interval ints is_outlier micros pitch task_ms velocity \n", "pid beat \n", "011 9 NaN 490.560 False 88211308 48 4478.396 56 \n", " 10 NaN 504.148 False 88715456 48 4982.544 54 \n", " 11 NaN 529.964 False 89245420 48 5512.508 51 \n", " 12 NaN 524.012 False 89769432 48 6036.520 52 \n", " 13 NaN 435.120 False 90204552 48 6471.640 47 \n", " 14 NaN 511.308 False 90715860 48 6982.948 54 \n", " 15 NaN 505.064 False 91220924 48 7488.012 51 \n", " 16 NaN 495.280 False 91716204 48 7983.292 51 \n", " 17 NaN 528.764 False 92244968 48 8512.056 52 \n", " 18 NaN 488.924 False 92733892 48 9000.980 48 \n", " 19 NaN 501.752 False 93235644 48 9502.732 48 \n", " 20 NaN 492.872 False 93728516 48 9995.604 44 \n", " 21 NaN 475.528 False 94204044 48 10471.132 52 \n", " 22 NaN 532.076 False 94736120 48 11003.208 47 \n", " 23 NaN 490.244 False 95226364 48 11493.452 56 \n", " 24 NaN 515.084 False 95741448 48 12008.536 41 \n", " 25 NaN 453.184 False 96194632 48 12461.720 45 \n", " 26 NaN 517.100 False 96711732 48 12978.820 54 \n", " 27 NaN 504.168 False 97215900 48 13482.988 55 \n", " 28 NaN 492.140 False 97708040 48 13975.128 44 \n", " 29 NaN 522.516 False 98230556 48 14497.644 44 \n", " 30 NaN 503.968 False 98734524 48 15001.612 47 \n", " 31 NaN 485.336 False 99219860 48 15486.948 41 \n", " 32 NaN 507.604 False 99727464 48 15994.552 48 \n", " 33 NaN 461.240 False 100188704 48 16455.792 41 \n", " 34 NaN 528.376 False 100717080 48 16984.168 43 \n", " 35 NaN 502.208 False 101219288 48 17486.376 40 \n", " 36 NaN 527.188 False 101746476 48 18013.564 44 \n", " 37 NaN 451.080 False 102197556 48 18464.644 43 \n", " 38 NaN 524.964 False 102722520 48 18989.608 43 \n", "... ... ... ... ... ... ... ... \n", "121 98 NaN 488.024 False 422182876 48 48950.796 25 \n", " 99 NaN 525.584 False 422708460 48 49476.380 22 \n", " 100 NaN 502.612 False 423211072 48 49978.992 22 \n", " 101 NaN 496.400 False 423707472 48 50475.392 27 \n", " 102 NaN 520.792 False 424228264 48 50996.184 23 \n", " 103 NaN 483.608 False 424711872 48 51479.792 22 \n", " 104 NaN 506.284 False 425218156 48 51986.076 20 \n", " 105 NaN 497.748 False 425715904 48 52483.824 19 \n", " 106 NaN 505.004 False 426220908 48 52988.828 19 \n", " 107 NaN 504.484 False 426725392 48 53493.312 21 \n", " 108 NaN 493.688 False 427219080 48 53987.000 23 \n", " 109 NaN 497.444 False 427716524 48 54484.444 26 \n", " 110 NaN 507.476 False 428224000 48 54991.920 21 \n", " 111 NaN 482.416 False 428706416 48 55474.336 26 \n", " 112 NaN 512.712 False 429219128 48 55987.048 22 \n", " 113 NaN 482.116 False 429701244 48 56469.164 33 \n", " 114 NaN 492.288 False 430193532 48 56961.452 19 \n", " 115 NaN 506.060 False 430699592 48 57467.512 21 \n", " 116 NaN 467.748 False 431167340 48 57935.260 25 \n", " 117 NaN 510.844 False 431678184 48 58446.104 13 \n", " 119 NaN 537.016 False 432678396 48 59446.316 24 \n", " 120 NaN 497.452 False 433175848 48 59943.768 27 \n", " 121 NaN 506.200 False 433682048 48 60449.968 27 \n", " 122 NaN 498.796 False 434180844 48 60948.764 27 \n", " 123 NaN 527.076 False 434707920 48 61475.840 21 \n", " 124 NaN 512.480 False 435220400 48 61988.320 21 \n", " 125 NaN 495.284 False 435715684 48 62483.604 20 \n", " 128 NaN NaN False 437212348 48 63980.268 23 \n", " 126 NaN NaN False NaN NaN NaN NaN \n", " 127 NaN NaN False NaN NaN NaN NaN \n", "\n", "[12101 rows x 14 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "db_taps_filt['T1_SMS_5']" ] }, { "cell_type": "code", "execution_count": 195, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['T1_SMS_5',\n", " 'T1_SMS_8',\n", " 'Ticks_ISO_T2_5',\n", " 'Ticks_ISO_T2_8',\n", " 'Ticks_Linear_5',\n", " 'Ticks_Linear_8',\n", " 'Ticks_Phase_5',\n", " 'Ticks_Phase_8',\n", " 'Jits_ISO_5',\n", " 'Jits_ISO_8',\n", " 'Jits_Linear_5',\n", " 'Jits_Linear_8',\n", " 'Jits_Phase_5',\n", " 'Jits_Phase_8']" ] }, "execution_count": 195, "metadata": {}, "output_type": "execute_result" } ], "source": [ "task_frames.keys()" ] }, { "cell_type": "code", "execution_count": 196, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T1_SMS_5\t011 012 015 016 017 ... 117 118 119 120 121\n", "Jits_ISO_8\t011 012 015 016 017 ... 117 118 119 120 121\n", "Ticks_Linear_5\t011 012 015 016 017 ... 117 118 119 120 121\n", "Jits_Phase_8\t011 012 015 016 017 ... 117 118 119 120 121\n", "T1_SMS_8\t011 012 015 016 017 ... 117 118 119 120 121\n", "Jits_Linear_8\t011 015 016 017 018 ... 117 118 119 120 121\n", "Ticks_ISO_T2_5\t011 012 015 016 017 ... 117 118 119 120 121\n", "Ticks_Phase_8\t011 012 015 016 017 ... 117 118 119 120 121\n", "Ticks_ISO_T2_8\t011 012 015 016 017 ... 117 118 119 120 121\n", "Jits_Linear_5\t011 013 015 016 017 ... 117 118 119 120 121\n", "Jits_ISO_5\t011 012 015 016 017 ... 117 118 119 120 121\n", "Ticks_Phase_5\t011 012 015 016 017 ... 117 118 119 120 121\n", "Ticks_Linear_8\t012 015 016 017 018 ... 117 118 119 120 121\n", "Jits_Phase_5\t011 012 015 016 017 ... 117 118 119 120 121\n" ] } ], "source": [ "# Goofing off\n", "\n", "def list_summary(ls, head=5, tail=5):\n", " lhead = list(ls[:head]) \n", " ltail = list(ls[-tail:])\n", " return ' '.join(lhead + ['...'] + ltail)\n", "\n", "def tabbed_dict(d):\n", " maxlength = max([len(h) for h in d.keys()])\n", " set_tabs = 1 + maxlength//8\n", " outd = {}\n", " for k, v in d.items():\n", " add_tabs = set_tabs - len(k)//8\n", " outk = k + '\\t' * add_tabs\n", " outd[outk] = v\n", " return outd\n", "\n", "for k, v in tabbed_dict(task_pids).items():\n", " print(k + list_summary(v))" ] }, { "cell_type": "code", "execution_count": 197, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def tapxs(df):\n", " return df.xs('tap', level='stamp')\n", "\n", "def tapxsp(df, pid):\n", " return (df.xs(pid, level='pid')\n", " .xs('tap', level='stamp'))\n", "\n", "def db_ptap(task, pid):\n", " return (task_frames[task].xs(pid, level='pid')\n", " .xs('tap', level='stamp'))" ] }, { "cell_type": "code", "execution_count": 199, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
beat_endbeat_startbeat_targetchanneldevdev_perciintervalintsis_outliermicrospitchtask_msvelocity
beatstamp
155tap 124400.738 123601.010 124000.852 1-38.868 -4.860420 2 NaN 781.020 False 1591273288 48 123961.984 49
target 124400.738 123601.010 124000.852NaN 0.000 0.000000 155 799.684 799.684 NaN 1591312156NaN 124000.852NaN
156tap 125200.502 124400.738 124800.624 1 -3.224 -0.403115 1 NaN 835.416 False 1592108704 48 124797.400 46
target 125200.502 124400.738 124800.624NaN 0.000 0.000000 156 799.772 799.772 NaN 1592111928NaN 124800.624NaN
157tap 126000.748 125200.502 125600.380 1-42.484 -5.312120 0 NaN 760.496 False 1592869200 48 125557.896 47
target 126000.748 125200.502 125600.380NaN 0.000 0.000000 157 799.756 799.756 NaN 1592911684NaN 125600.380NaN
158tap 126800.994 126000.748 126401.116 1-79.796 -9.965332 0 NaN 763.424 False 1593632624 48 126321.320 50
target 126800.994 126000.748 126401.116NaN 0.000 0.000000 158 800.736 800.736 NaN 1593712420NaN 126401.116NaN
159tap 127600.762 126800.994 127200.872 1-31.728 -3.967210 1 NaN 847.824 False 1594480448 48 127169.144 45
target 127600.762 126800.994 127200.872NaN 0.000 0.000000 159 799.756 799.756 NaN 1594512176NaN 127200.872NaN
160tap 128400.506 127600.762 128000.652 1 -8.820 -1.102803 0 NaN 822.688 False 1595303136 48 127991.832 42
target 128400.506 127600.762 128000.652NaN 0.000 0.000000 160 799.780 799.780 NaN 1595311956NaN 128000.652NaN
161tap 129200.768 128400.506 128800.360 1-24.796 -3.100632 1 NaN 783.732 False 1596086868 48 128775.564 52
target 129200.768 128400.506 128800.360NaN 0.000 0.000000 161 799.708 799.708 NaN 1596111664NaN 128800.360NaN
162tap 130001.016 129200.768 129601.176 1-76.660 -9.572736 0 NaN 748.952 False 1596835820 48 129524.516 44
target 130001.016 129200.768 129601.176NaN 0.000 0.000000 162 800.816 800.816 NaN 1596912480NaN 129601.176NaN
163tap 130800.734 130001.016 130400.856 1-22.076 -2.760604 2 NaN 854.264 False 1597690084 48 130378.780 47
target 130800.734 130001.016 130400.856NaN 0.000 0.000000 163 799.680 799.680 NaN 1597712160NaN 130400.856NaN
164tap 131600.492 130800.734 131200.612 1-89.004-11.128894 0 NaN 732.828 False 1598422912 48 131111.608 47
target 131600.492 130800.734 131200.612NaN 0.000 0.000000 164 799.756 799.756 NaN 1598511916NaN 131200.612NaN
165tap 132400.738 131600.492 132000.372 1-70.544 -8.820646 0 NaN 818.220 False 1599241132 48 131929.828 53
target 132400.738 131600.492 132000.372NaN 0.000 0.000000 165 799.760 799.760 NaN 1599311676NaN 132000.372NaN
166tap 133200.982 132400.738 132801.104 1-35.740 -4.463416 1 NaN 835.536 False 1600076668 48 132765.364 47
target 133200.982 132400.738 132801.104NaN 0.000 0.000000 166 800.732 800.732 NaN 1600112408NaN 132801.104NaN
167tap 134000.738 133200.982 133600.860 1-63.992 -8.001440 0 NaN 771.504 False 1600848172 48 133536.868 50
target 134000.738 133200.982 133600.860NaN 0.000 0.000000 167 799.756 799.756 NaN 1600912164NaN 133600.860NaN
168tap 134800.476 134000.738 134400.616 1 -1.008 -0.126038 2 NaN 862.740 False 1601710912 48 134399.608 42
target 134800.476 134000.738 134400.616NaN 0.000 0.000000 168 799.756 799.756 NaN 1601711920NaN 134400.616NaN
169tap 136000.056 134800.476 135200.336 1-25.640 -3.206122 0 NaN 775.088 False 1602486000 48 135174.696 48
target 136000.056 134800.476 135200.336NaN 0.000 0.000000 169 799.720 799.720 NaN 1602511640NaN 135200.336NaN
\n", "
" ], "text/plain": [ " beat_end beat_start beat_target channel dev dev_perc \\\n", "beat stamp \n", "155 tap 124400.738 123601.010 124000.852 1 -38.868 -4.860420 \n", " target 124400.738 123601.010 124000.852 NaN 0.000 0.000000 \n", "156 tap 125200.502 124400.738 124800.624 1 -3.224 -0.403115 \n", " target 125200.502 124400.738 124800.624 NaN 0.000 0.000000 \n", "157 tap 126000.748 125200.502 125600.380 1 -42.484 -5.312120 \n", " target 126000.748 125200.502 125600.380 NaN 0.000 0.000000 \n", "158 tap 126800.994 126000.748 126401.116 1 -79.796 -9.965332 \n", " target 126800.994 126000.748 126401.116 NaN 0.000 0.000000 \n", "159 tap 127600.762 126800.994 127200.872 1 -31.728 -3.967210 \n", " target 127600.762 126800.994 127200.872 NaN 0.000 0.000000 \n", "160 tap 128400.506 127600.762 128000.652 1 -8.820 -1.102803 \n", " target 128400.506 127600.762 128000.652 NaN 0.000 0.000000 \n", "161 tap 129200.768 128400.506 128800.360 1 -24.796 -3.100632 \n", " target 129200.768 128400.506 128800.360 NaN 0.000 0.000000 \n", "162 tap 130001.016 129200.768 129601.176 1 -76.660 -9.572736 \n", " target 130001.016 129200.768 129601.176 NaN 0.000 0.000000 \n", "163 tap 130800.734 130001.016 130400.856 1 -22.076 -2.760604 \n", " target 130800.734 130001.016 130400.856 NaN 0.000 0.000000 \n", "164 tap 131600.492 130800.734 131200.612 1 -89.004 -11.128894 \n", " target 131600.492 130800.734 131200.612 NaN 0.000 0.000000 \n", "165 tap 132400.738 131600.492 132000.372 1 -70.544 -8.820646 \n", " target 132400.738 131600.492 132000.372 NaN 0.000 0.000000 \n", "166 tap 133200.982 132400.738 132801.104 1 -35.740 -4.463416 \n", " target 133200.982 132400.738 132801.104 NaN 0.000 0.000000 \n", "167 tap 134000.738 133200.982 133600.860 1 -63.992 -8.001440 \n", " target 134000.738 133200.982 133600.860 NaN 0.000 0.000000 \n", "168 tap 134800.476 134000.738 134400.616 1 -1.008 -0.126038 \n", " target 134800.476 134000.738 134400.616 NaN 0.000 0.000000 \n", "169 tap 136000.056 134800.476 135200.336 1 -25.640 -3.206122 \n", " target 136000.056 134800.476 135200.336 NaN 0.000 0.000000 \n", "\n", " i interval ints is_outlier micros pitch task_ms \\\n", "beat stamp \n", "155 tap 2 NaN 781.020 False 1591273288 48 123961.984 \n", " target 155 799.684 799.684 NaN 1591312156 NaN 124000.852 \n", "156 tap 1 NaN 835.416 False 1592108704 48 124797.400 \n", " target 156 799.772 799.772 NaN 1592111928 NaN 124800.624 \n", "157 tap 0 NaN 760.496 False 1592869200 48 125557.896 \n", " target 157 799.756 799.756 NaN 1592911684 NaN 125600.380 \n", "158 tap 0 NaN 763.424 False 1593632624 48 126321.320 \n", " target 158 800.736 800.736 NaN 1593712420 NaN 126401.116 \n", "159 tap 1 NaN 847.824 False 1594480448 48 127169.144 \n", " target 159 799.756 799.756 NaN 1594512176 NaN 127200.872 \n", "160 tap 0 NaN 822.688 False 1595303136 48 127991.832 \n", " target 160 799.780 799.780 NaN 1595311956 NaN 128000.652 \n", "161 tap 1 NaN 783.732 False 1596086868 48 128775.564 \n", " target 161 799.708 799.708 NaN 1596111664 NaN 128800.360 \n", "162 tap 0 NaN 748.952 False 1596835820 48 129524.516 \n", " target 162 800.816 800.816 NaN 1596912480 NaN 129601.176 \n", "163 tap 2 NaN 854.264 False 1597690084 48 130378.780 \n", " target 163 799.680 799.680 NaN 1597712160 NaN 130400.856 \n", "164 tap 0 NaN 732.828 False 1598422912 48 131111.608 \n", " target 164 799.756 799.756 NaN 1598511916 NaN 131200.612 \n", "165 tap 0 NaN 818.220 False 1599241132 48 131929.828 \n", " target 165 799.760 799.760 NaN 1599311676 NaN 132000.372 \n", "166 tap 1 NaN 835.536 False 1600076668 48 132765.364 \n", " target 166 800.732 800.732 NaN 1600112408 NaN 132801.104 \n", "167 tap 0 NaN 771.504 False 1600848172 48 133536.868 \n", " target 167 799.756 799.756 NaN 1600912164 NaN 133600.860 \n", "168 tap 2 NaN 862.740 False 1601710912 48 134399.608 \n", " target 168 799.756 799.756 NaN 1601711920 NaN 134400.616 \n", "169 tap 0 NaN 775.088 False 1602486000 48 135174.696 \n", " target 169 799.720 799.720 NaN 1602511640 NaN 135200.336 \n", "\n", " velocity \n", "beat stamp \n", "155 tap 49 \n", " target NaN \n", "156 tap 46 \n", " target NaN \n", "157 tap 47 \n", " target NaN \n", "158 tap 50 \n", " target NaN \n", "159 tap 45 \n", " target NaN \n", "160 tap 42 \n", " target NaN \n", "161 tap 52 \n", " target NaN \n", "162 tap 44 \n", " target NaN \n", "163 tap 47 \n", " target NaN \n", "164 tap 47 \n", " target NaN \n", "165 tap 53 \n", " target NaN \n", "166 tap 47 \n", " target NaN \n", "167 tap 50 \n", " target NaN \n", "168 tap 42 \n", " target NaN \n", "169 tap 48 \n", " target NaN " ] }, "execution_count": 199, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = task_frames[t].xs('098') #.xs('tap', level='stamp')\n", "df[-30:] #.sort().iloc[-30:]" ] }, { "cell_type": "code", "execution_count": 206, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[((49, 'Jits_ISO_5_dev_perc_std'), (51, 'Jits_ISO_5_dev_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (53, 'Jits_ISO_5_ints_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (55, 'Jits_ISO_8_dev_perc_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (57, 'Jits_ISO_8_dev_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (59, 'Jits_ISO_8_ints_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (61, 'Jits_Linear_5_dev_perc_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (63, 'Jits_Linear_5_dev_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (65, 'Jits_Linear_5_ints_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (67, 'Jits_Linear_8_dev_perc_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (69, 'Jits_Linear_8_dev_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (71, 'Jits_Linear_8_ints_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (73, 'Jits_Phase_5_dev_perc_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((49, 'Jits_ISO_5_dev_perc_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (53, 'Jits_ISO_5_ints_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (55, 'Jits_ISO_8_dev_perc_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (57, 'Jits_ISO_8_dev_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (59, 'Jits_ISO_8_ints_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (61, 'Jits_Linear_5_dev_perc_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (63, 'Jits_Linear_5_dev_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (65, 'Jits_Linear_5_ints_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (67, 'Jits_Linear_8_dev_perc_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (69, 'Jits_Linear_8_dev_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (71, 'Jits_Linear_8_ints_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (73, 'Jits_Phase_5_dev_perc_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((51, 'Jits_ISO_5_dev_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (55, 'Jits_ISO_8_dev_perc_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (57, 'Jits_ISO_8_dev_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (59, 'Jits_ISO_8_ints_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (61, 'Jits_Linear_5_dev_perc_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (63, 'Jits_Linear_5_dev_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (65, 'Jits_Linear_5_ints_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (67, 'Jits_Linear_8_dev_perc_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (69, 'Jits_Linear_8_dev_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (71, 'Jits_Linear_8_ints_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (73, 'Jits_Phase_5_dev_perc_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((53, 'Jits_ISO_5_ints_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (57, 'Jits_ISO_8_dev_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (59, 'Jits_ISO_8_ints_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (61, 'Jits_Linear_5_dev_perc_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (63, 'Jits_Linear_5_dev_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (65, 'Jits_Linear_5_ints_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (67, 'Jits_Linear_8_dev_perc_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (69, 'Jits_Linear_8_dev_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (71, 'Jits_Linear_8_ints_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (73, 'Jits_Phase_5_dev_perc_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((55, 'Jits_ISO_8_dev_perc_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (59, 'Jits_ISO_8_ints_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (61, 'Jits_Linear_5_dev_perc_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (63, 'Jits_Linear_5_dev_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (65, 'Jits_Linear_5_ints_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (67, 'Jits_Linear_8_dev_perc_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (69, 'Jits_Linear_8_dev_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (71, 'Jits_Linear_8_ints_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (73, 'Jits_Phase_5_dev_perc_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((57, 'Jits_ISO_8_dev_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((59, 'Jits_ISO_8_ints_std'), (61, 'Jits_Linear_5_dev_perc_std')),\n", " ((59, 'Jits_ISO_8_ints_std'), (63, 'Jits_Linear_5_dev_std')),\n", " ((59, 'Jits_ISO_8_ints_std'), (65, 'Jits_Linear_5_ints_std')),\n", " ((59, 'Jits_ISO_8_ints_std'), (67, 'Jits_Linear_8_dev_perc_std')),\n", " ((59, 'Jits_ISO_8_ints_std'), (69, 'Jits_Linear_8_dev_std')),\n", " ((59, 'Jits_ISO_8_ints_std'), (71, 'Jits_Linear_8_ints_std')),\n", " ((59, 'Jits_ISO_8_ints_std'), (73, 'Jits_Phase_5_dev_perc_std')),\n", " ((59, 'Jits_ISO_8_ints_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((59, 'Jits_ISO_8_ints_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((59, 'Jits_ISO_8_ints_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((59, 'Jits_ISO_8_ints_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((59, 'Jits_ISO_8_ints_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((61, 'Jits_Linear_5_dev_perc_std'), (63, 'Jits_Linear_5_dev_std')),\n", " ((61, 'Jits_Linear_5_dev_perc_std'), (65, 'Jits_Linear_5_ints_std')),\n", " ((61, 'Jits_Linear_5_dev_perc_std'), (67, 'Jits_Linear_8_dev_perc_std')),\n", " ((61, 'Jits_Linear_5_dev_perc_std'), (69, 'Jits_Linear_8_dev_std')),\n", " ((61, 'Jits_Linear_5_dev_perc_std'), (71, 'Jits_Linear_8_ints_std')),\n", " ((61, 'Jits_Linear_5_dev_perc_std'), (73, 'Jits_Phase_5_dev_perc_std')),\n", " ((61, 'Jits_Linear_5_dev_perc_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((61, 'Jits_Linear_5_dev_perc_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((61, 'Jits_Linear_5_dev_perc_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((61, 'Jits_Linear_5_dev_perc_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((61, 'Jits_Linear_5_dev_perc_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((63, 'Jits_Linear_5_dev_std'), (65, 'Jits_Linear_5_ints_std')),\n", " ((63, 'Jits_Linear_5_dev_std'), (67, 'Jits_Linear_8_dev_perc_std')),\n", " ((63, 'Jits_Linear_5_dev_std'), (69, 'Jits_Linear_8_dev_std')),\n", " ((63, 'Jits_Linear_5_dev_std'), (71, 'Jits_Linear_8_ints_std')),\n", " ((63, 'Jits_Linear_5_dev_std'), (73, 'Jits_Phase_5_dev_perc_std')),\n", " ((63, 'Jits_Linear_5_dev_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((63, 'Jits_Linear_5_dev_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((63, 'Jits_Linear_5_dev_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((63, 'Jits_Linear_5_dev_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((63, 'Jits_Linear_5_dev_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((65, 'Jits_Linear_5_ints_std'), (67, 'Jits_Linear_8_dev_perc_std')),\n", " ((65, 'Jits_Linear_5_ints_std'), (69, 'Jits_Linear_8_dev_std')),\n", " ((65, 'Jits_Linear_5_ints_std'), (71, 'Jits_Linear_8_ints_std')),\n", " ((65, 'Jits_Linear_5_ints_std'), (73, 'Jits_Phase_5_dev_perc_std')),\n", " ((65, 'Jits_Linear_5_ints_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((65, 'Jits_Linear_5_ints_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((65, 'Jits_Linear_5_ints_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((65, 'Jits_Linear_5_ints_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((65, 'Jits_Linear_5_ints_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((67, 'Jits_Linear_8_dev_perc_std'), (69, 'Jits_Linear_8_dev_std')),\n", " ((67, 'Jits_Linear_8_dev_perc_std'), (71, 'Jits_Linear_8_ints_std')),\n", " ((67, 'Jits_Linear_8_dev_perc_std'), (73, 'Jits_Phase_5_dev_perc_std')),\n", " ((67, 'Jits_Linear_8_dev_perc_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((67, 'Jits_Linear_8_dev_perc_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((67, 'Jits_Linear_8_dev_perc_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((67, 'Jits_Linear_8_dev_perc_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((67, 'Jits_Linear_8_dev_perc_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((69, 'Jits_Linear_8_dev_std'), (71, 'Jits_Linear_8_ints_std')),\n", " ((69, 'Jits_Linear_8_dev_std'), (73, 'Jits_Phase_5_dev_perc_std')),\n", " ((69, 'Jits_Linear_8_dev_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((69, 'Jits_Linear_8_dev_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((69, 'Jits_Linear_8_dev_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((69, 'Jits_Linear_8_dev_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((69, 'Jits_Linear_8_dev_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((71, 'Jits_Linear_8_ints_std'), (73, 'Jits_Phase_5_dev_perc_std')),\n", " ((71, 'Jits_Linear_8_ints_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((71, 'Jits_Linear_8_ints_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((71, 'Jits_Linear_8_ints_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((71, 'Jits_Linear_8_ints_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((71, 'Jits_Linear_8_ints_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((73, 'Jits_Phase_5_dev_perc_std'), (75, 'Jits_Phase_5_dev_std')),\n", " ((73, 'Jits_Phase_5_dev_perc_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((73, 'Jits_Phase_5_dev_perc_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((73, 'Jits_Phase_5_dev_perc_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((73, 'Jits_Phase_5_dev_perc_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((75, 'Jits_Phase_5_dev_std'), (77, 'Jits_Phase_5_ints_std')),\n", " ((75, 'Jits_Phase_5_dev_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((75, 'Jits_Phase_5_dev_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((75, 'Jits_Phase_5_dev_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((77, 'Jits_Phase_5_ints_std'), (79, 'Jits_Phase_8_dev_perc_std')),\n", " ((77, 'Jits_Phase_5_ints_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((77, 'Jits_Phase_5_ints_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((79, 'Jits_Phase_8_dev_perc_std'), (81, 'Jits_Phase_8_dev_std')),\n", " ((79, 'Jits_Phase_8_dev_perc_std'), (83, 'Jits_Phase_8_ints_std')),\n", " ((81, 'Jits_Phase_8_dev_std'), (83, 'Jits_Phase_8_ints_std'))]" ] }, "execution_count": 206, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import re\n", "\n", "def col_find(df, regex): \n", " cols = list(enumerate(df.columns))\n", " matches = [#'%d. %s' % \n", " (i, c) \n", " for (i, c) in cols\n", " #if filt in c\n", " if re.findall(regex, c)\n", " ]\n", " #print('\\n'.join(matches))\n", " return matches\n", "\n", "filt = r\"(^J)(.*)(d$)\"\n", "\n", "cf = col_find(dfo, filt)\n", "\n", "import itertools\n", "list(itertools.combinations(cf, 2))" ] }, { "cell_type": "code", "execution_count": 213, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAVoAAAFHCAYAAADgGYQzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8leWd///X2U9O9p0kQEIWCCDKJpsIiqiooGDRqmin\n", "nV91pu2v35l22pl+20477bSdrr/pNm3n2+9MV4eKVVEQEAShskaMyCYIJCQkkH3PWXKW+/dH4JBA\n", "cnJycp8kV/J5Ph59NPfhPnfe3hw+ufO5r/u6DJqmaQghhIga40gHEEKIsU4KrRBCRJkUWiGEiDIp\n", "tEIIEWVSaIUQIsqk0AohRJSZo3Xgmpoadu/ejclkYvny5WRlZfW778GDB6mtrQVg8uTJzJs3b9DH\n", "EEKI0SpqhbakpIQNGzYAsHnzZtauXdvvvkuWLAl+vXPnzoiOIYQQo1XUWgcOhyP4tdVqHXD/ixcv\n", "8qMf/YjCwsKIjyGEEKNR1AptzwfOLBbLgPvn5eXxmc98hnfeeSfiYwghxGgUtdaB3+8Pfm0wGMJ6\n", "j91uJz4+PqJj7Ny5E5PJNMiUQggRWlJSUvC+UaSiVmhdLhfQfVV67WuAkydPYjQamTFjRvC1pqYm\n", "UlJSgvsPdIy+mEwm5s6dq1t+IYQAKC0tHfIxolZoFy5cyMaNG9E0jZUrVwZfP3ToEAaDoVehPXDg\n", "AB6PB4D58+cPeIyxZP/+/SxdunSkY0RE1eyq5gZ1s6uaWy9RK7TZ2dk8+eSTN73+7LPP3vTamjVr\n", "BnUMIYRQiWGsTJO4e/duaR0IIXRXWlrKPffcM6RjyJNhQggRZVJoR9j+/ftHOkLEVM2uam5QN7uq\n", "ufUihVYIIaJMerRCCBGC9GiFEEIBUmhHmMq9K1Wzq5ob1M2uam69SKEVQogokx6tEEKEID1aIYRQ\n", "gBTaEaZy70rV7KrmBnWzq5pbL1JohRAiyqRHK4QQIUiPVgghFCCFdoSp3LtSNbuquUHd7Krm1osU\n", "WiGEiDLp0QohRAjSoxVCCAVIoR1hKveuVM2uam5QN7uqufUihVYIIaJMerRCCBGC9GiFEEIBUmhH\n", "mMq9K1Wzq5ob1M2uam69SKEVQogokx6tEEKEID1aIYRQgBTaEaZy70rV7KrmBnWzq5pbL1JohRAi\n", "yqRHK4QQIUiPVgghFCCFdoSp3LtSNbuquUHd7Krm1osUWiGEiDLp0QohRAjSoxVCCAVIoR1hKveu\n", "VM2uam5QN7uqufUihVYIIaJMerRCCBGC9GiFEEIBUmhHmMq9K1Wzq5ob1M2uam69mKN14JqaGnbv\n", "3o3JZGL58uVkZWX1u++pU6c4e/YsgUCARYsWMXHiRAC2bNmC3+8HoKCggFmzZkUrrhBCRE3UCm1J\n", "SQkbNmwAYPPmzaxdu7bffRsbG3n00UcB2LZtW7DQ2u127r333mhFHBWWLl060hEipmp2VXODutlV\n", "za2XqBVah8MR/NpqtYbcd9myZX2+7vf7efnll9E0jSlTpsjNLiGEkqLWo+05mMFisYT1nl27drFg\n", "wYLg9qpVq3j00Uf5yEc+Qm1tre4ZRwOVe1eqZlc1N6ibXdXceolaob3WWwUwGAwD7r9v3z6KiopI\n", "S0vr88/DKdY9/zL3798v21HePnHixKjKI9ujd/vEiROjKs9gt4cqauNoX3nlFdatW4emaWzdupU1\n", "a9YAcPLkSYxGIzNmzAju+/bbb5Oenk5xcXGvY1RUVJCbmwvA1q1bWb16db/fT8bRCiGiQY9xtFHr\n", "0S5cuJCNGzeiaRorV64Mvn7o0CEMBkOw0NbV1XHgwAGKi4s5c+YM7e3tPPPMM0B3oS0pKQFg9uzZ\n", "0YoqhBBRJU+GjbD9+/cre0dW1eyq5gZ1s6uaG0bwybAdO3YM6ZsKIXprc/t4u7yZjcdqOFvfOdJx\n", "hM5CXtF++9vfZvr06bS2tvLhhx9yyy23cPz4caZMmcLf/u3fDmfOAal6RSsEwO5zjXxvXyUAdrOR\n", "nz4ylbzkmBFOJWAYerRPP/00ubm5vPDCC3zrW9/CZDLx0Y9+lE2bNg3pmwohejtT7wx+7fYFaHX5\n", "IHkEAwldhWwdXLvjb7FYMJlMAJjN5l4PI4ih0XMIyXBTNftozH1HXhLGq6MgJyfZyIzv+yGf0Zg9\n", "HKrm1ktYow7cbnev7Y6OjqiEEWK8mjUhjp8+PJVWj5+JCTYmxNtGOpLQUVijDk6fPs3x48eZOnUq\n", "Z8+eZdasWdxyyy3DkS9s0qMVQkTDsI2jnTFjBlOmTKG6upq1a9cSEyNNeiGECFfYw7tiYmIoLCwk\n", "JiYGn88XzUzjisq9K1Wzq5ob1M2uam69hFVob5zQ5bXXXotKGCGEGIvCKrSHDh3qtR3ubFxiYKo+\n", "LQPqZlc1N6ibXdXceonoybBAIKB3DiGEGLNCFtqDBw+yd+9eysrK2Lt3L3v37mX37t3So9WRyr0r\n", "VbOrmhvUza5qbr2EHHVQXFyMz+ejurqamTNnAmAymUhJSRmWcEIIMRaENY62rq6OjIyM4cgTMRlH\n", "K4SIhmGbvWu0F1khhBjNwiq058+fp729nY6ODrZt20ZbW1u0c40bKveuVM2uam5QN7uqufUSVqHd\n", "u3cvXq+XnTt3smTJErZu3RrtXEIIMWaEVWgzMzNJSUnB4XCQlJREbGxstHONGyqPL1Q1u6q5Qd3s\n", "qubWS1iF1uv14vP5MJu7BymMkdVvhBBiWIRVaA0GA7///e+57bbbaGhokGkSdaRy70rV7KrmBnWz\n", "q5pbL2HN3rVu3ToCgQBGo5GqqqpeS4ULIYQIbcir4FZVVTFx4kS98kRMxtEKIaJhxFbB7eno0aND\n", "PYQQQoxpQy60YmhU7l2pmr1n7jaPj7r2Ljw+/wgmCt9YOOfjUVg9WiHGoqoWNz/YV8H5JhfrZ2Xw\n", "2KwM4mzyT0LoT65oR5jK4wtVzX4t91/KW/ig3onXr7HxWC1lTa4RTjYw1c/5eCWFVoxb5mvre19l\n", "NBj62VOIoZFCO8JU7l2pmv1a7qVTkpg/MZ5Eu5lP3p7NlJTRv+io6ud8vBpyQ2o0DO0SIhLZCTa+\n", "umIKLq+fBLsZi0muO0R0hDWOtqmpCZvNRmxsLFeuXCE5ORm73T4c+cIm42jFcKtr78Ib0MiItWAx\n", "S5Eeq4ZtHO3zzz/PuXPnAIiLi2PHjh1D+qZCqO5UbQd/88oZ/vrF07xxrokun6yjJ/oXVqGdPHky\n", "s2fPBiA+Pl7WDNORyr0rVbMPNbfH5+c/D1fT2eVHA3564BI1HV36hBvAeD3nqgt7Upmers3iJcR4\n", "ZDIYiLeZgttWkwGz0UCb20dNuweXV42HH8TwCati+nw+NE3DYDAQCARwu93RzjVuqDy+UNXsQ81t\n", "Nhl5bmEOXn8VzS4ff7s4B03T+PquC3xQ52TN9DSenpNFYoz+FyTj9ZyrLqxPwt13383GjRuxWq24\n", "3W5WrVoV7VxiDGtyevEHNFJjLcqOXc1NjuGb9+Xj0zTirGZePVXPqVonAK+ebmBxbiJzcxJGOKUY\n", "LcJqHSQnJ/PUU0+xfv16nn76adLS0qKda9xQuXcVSfYzdZ189tWzPPvSBxy82Io/MPyTyOt1zu0W\n", "E3HW7muVGx9+MIX5A6Sm3cOBiy2UVrfR4Rn43oeqnxdVc+slrEIrizEKPbi8fn524BL1nV6c3gDf\n", "eesite2ekY6li3kT41k2JYmUGDMfn5dFQerADz80Ob3821sX+cab5Xxp+wX2XGgehqRQ39HF3gvN\n", "7DnfNGbO/2gXVutgx44dPP7448Ht9vZ24uPjoxZqPFG5dxVJ9p6tAoPh5hutwyEa53xCvI0vLJuM\n", "0xsg3mYK6+GHFpePD+qcwe03zzWxaloq1hDvHWp2t9fPb9+9wq5zTQAsmBTPl+7Ki/pkOip/zvUQ\n", "0dnds2cPjzzySMh9ampq2L17NyaTieXLl5OVldXvvqdOneLs2bMEAgEWLVoUfNpsMMcQo1+MxcRn\n", "75jId/dW4Ozy87k7JzMh3jrSsXRjt5iwW0wD73hVgt3E5CQblS3dV5WLcxNDFlk9dHr9vHPp+m+o\n", "pdUddHb5ZdayKAt7HO2JEyeC2+EsylBSUsKGDRt44oknOHLkSMh9GxsbefTRR1m/fj3Hjx+P6Biq\n", "Url3FUn2qemx/PvqqfxiXTELJiWMyBXtaDnnabFW/uXefL64PJd/uXcKD0xLHfA9Q80eZzWzsigl\n", "uH13QfKwFNnRcs5HSlhn+L333sPj8XDmzBkAzpw5w9q1a0O+x+FwBL+2WkNftSxbtmzIxxDqiMaw\n", "J1VNTLQzMXH4Hme3mY08fmsGs7PiCABFqQ5ireFfhYvIhPWJnzJlSq8hXa+++uqA7+l51WuxWMIK\n", "s2vXLhYsWDCkY6hG5d6VqtlVzQ36ZE+KsbBgcqIOacKn8jnXQ1iF9sZxs3ffffeA7/H7rz8dE86v\n", "h/v27aOoqKjX0LHBHmP//v3Bv9DgVHiyHZXto8eO43WkEZ+QQF6ynWPvHB5V+VTdnjl3IeXNLlyd\n", "Hdhdjcy7bdaoyjdet4dqyKvg9ueVV15h3bp1aJrG1q1bWbNmDQAnT57EaDT2WrL87bffJj09neLi\n", "4rCO0RdVZ+/q+cNBFf6AxtYP6vmPQ9UAPHlbJk/OzhzUjaCRNFrPeYfHxy8PVwdHBHx6cQ4Pz0jv\n", "NVJjtGYfiKq5QZ/Zu8K6og0EArz11lu43W7uv/9+SkpKWLJkScj3LFy4kI0bN6JpGitXrgy+fujQ\n", "IQwGQ7DQ1tXVceDAAYqLizlz5gzt7e0888wzIY8hRlabx8ef3q8Lbr9wvJYHilOZoEihHQ0+rO/k\n", "pZN1pDgsrC5OIyfRTovbFyyyAK+eauCeghTi7dLTVl1Yf4Nbt25l0aJFHDx4ELPZTHV19YDvyc7O\n", "5sknn7zp9WeffbbXdkZGBl/60pcGdYyxRMWf8jFmI4WpMTQ6vQDkJtmxKzQf60if89r2Lr684wJt\n", "nu7WWJPTyz8uzyPW0nu4161Zcdgtvc/rSGePlKq59RJWodU0jYyMjOC2zWaLWiAx+tktJj61eCIz\n", "Mpvx+AKsKEwmKWZs3qyMBo8vECyyAJUtHrr8AZIdFr6+Mp8jl9qItRiZNzFeVn0YI8L6W4xSG1eg\n", "7vjC7AQbBV2VfHx+NpOTRv9aWz0N1zm/0OjkpRN17C9vptXtDb6eGmvhsVndFy5GAzwzZwIxV9su\n", "k5LsrJ+VwfSMWM7WOzlT19lrPghVPy+q5tZL2D3a2tpaoLunOtqWsREjo6treCa7HqrzDU42Ha8l\n", "0W5m7cz0YfmeVa1u/nHbedqvXrn+/dJJPFjcPaIm1mriydmZ3DklCavJQG5y7x9UFxqdfPH183R0\n", "+TEa4Eeri5iZGTcsuUV0hFVoH374YV5//XUaGho4efIk9913X7RzjRsq9670yt7k9KJpGqmx+j+U\n", "Ut/RxZffuECLq3tmrPpOL19e0feNXH9A43Kbh4CmkR1vG9I6YK0uX7DIApyo6QgWWoA4m5nijJv/\n", "+Z2t7+T4lQ46urrfG9Dgw3pnsNCq+nlRNbdewiq0ZrN5wLkNhIjEyZoOvr3nIv6Axj/dlcu8ifrO\n", "4erxB4JFFqC6tbsfeuOcApqmceRSK//6ZjkBrfsKdGVRSsQ90vQ4KwUpMVxocmEA7spPHvA9TU4v\n", "33yznLUz07GZDHj83S2DnsugO7v8mE2GIc2J0OHxUdHixmw0kJtsx26W0SLRFtbfls/nY+vWrfz5\n", "z39m+/btvR4kEEOjcu9qqNlbXF5+sK+CRqeXFrePb+25SL3Oa2+lOiw8PWcC0N0P/at5WZx6792b\n", "9mt1+/jloWr8GmjAzw5WBUdVRCIjzsrX753Ct+7P58cPT2VuzsCz3fk1Dac3wEsn6vjr27P5q3lZ\n", "fO+BAqZnxAJw7HI7n996jq+9UUZFsyuiXC6vn03H6/jclnN89tUP2XuhhcAw3INR+XOuh7AK7csv\n", "v8zixYtZv349t99+O5s3b452LqGA+Pj4IU3cbaB7qsSe2+g8x0yMxcRHZmXws0em8ot101iUm4jX\n", "e3MBtRgNJPeYgyGhj6kO6zq6BvWDYEK8jQWTEpmeERvWlXGqw8I/3DmZNo+f/1tymYLUGGZnx2Mz\n", "G7nc5uZrO8soa3JRermd/3OkGq9/8CvvNrt8vPB+bXD7f47V0OGRC6doC7t1kJraPbNQWloaJpP8\n", "qqEXVXtXlS0uXq1P4Pnt5/nE7dnBq67BSIyx8MVluXznre7WwT/elUt6FPq0sVYT09Kv5+vrnMfa\n", "zHz+zsn89zuXcfsCfHJBDqmO60PWjla18a3d5QD888opzOtjmRqvP0BZkwtnl59JSXbSBvnfYjQY\n", "WJybyP9dPx0DkBlvDT567g+Au8eS5q1uP4GABoP8p2g3G8lKsHK5rfsHRn5KDDZz9GdQU/Vzrpew\n", "x9H2dO1uc1lZGfn5+fqnEqOax+fnl4eqebe6HYCvvnGBX64rJiNu8EVy5oQ4fr52GpqmkeIY2Rna\n", "8lJi+Pq9+WiahrnHFWhjZxff31uB09td6L6/t4Jfrpt2U96jVe18480yAlr3igv/uCyXZMfgxheb\n", "jAayE24ep54ZZ+XTi3P45aFq7BYjq6alcLm9q1f/NhwpDgv/cm8+2880Ems1sbIoBZv0aKMurNaB\n", "zWbj8OHDuN1uSkpKgg8v9Jw7VkRGxd6V169R33n91+8Ojx+vP/IWQnKMZViLbKhzbjIaehVZ6J7Q\n", "qOeaYBaToc9JjracrudaJ+XdqnbqOvXrN1vNRiYm2Hh67gQenZnO796t4VRtZ0THykuO4VOLJ/Kx\n", "eVl9FvVoUPFzrqewCu17773HpUuX2LJlCxUVFdTX1/Piiy/2mgxcjB9xNjPPLczGcrX4/O2iHNJi\n", "x+6TYSkOC19ZkUd2go2JiTa+fHceyX08CXfLhOtjXeNtJuJ0nufVbjHxh9Ianj9WS6vbh88f4HKb\n", "rPmlgrBm7yovL2fKlCl9vj5hwgRiYkb+ySBVZ+9SVUDTqG714AtoZCdYx+Svn50eH25fgAS7GYvJ\n", "SKvLh8EACf1M8tLY6eWdqlZq27u4Iy+JwjRHn/tFyuMLsOtcE8evtJOXEsPxKx389fwspqYPvj8u\n", "wjdss3f1VWSvvf7aa6/x8MMPDymEUI/RYGBS0th9QrC61c1P9l/iQpOLp2Zn8uC0tAFXhkiNtbBq\n", "WlrIfYbCZjaS6jBzsclNyaU2CtMcUXnIQ+hvyDNWBAKDH2IirlO5d6Vq9nBy77nQzLErHbR7/Pzn\n", "kcuURzhuVW+WhnI+t2wyX71nCv+4PLfXyIhQato9vFvVxrkG55CG5EVK1c+KXmSiSyH6cGMturZ9\n", "vsHJpRY3GXFWpqY7hn12Lberk/mDHEpX2+7hm2+Wc77RhckA332gkNuyB36AQuhHCu0IU3l8oarZ\n", "w8m9oiCZd6vaKG9y8dHbMpmSEsPZuk6+uO08bl8AA/DDh4qYlTW8k71Ecs5rO7o439h9Re7X4C8X\n", "W4a90Kr6WdGLFFoh+jApyc637i/A7QuQaDdT2+7hvcvtwYcGNKCsyTXshTYSCTYzdrMxmH2azjfp\n", "xMBkVuERpnLvKtrZ/QENt1f/x0PDzZ1gN5MRZ8VmNnKoshWj0RBcScIA5KcO/2ibSM55XkoM33+w\n", "kKfnTODLd+eycJK+E/eEQ+XPuR6GfEUrc9OKaLjS5uF/jtVwodHFk7MzWTQ5MSr9UFeXP3ijKzc5\n", "htirY1+vvR7QumfPirWa+N27NfzVvCxcXj/FGbEUp6tzZVicEUtxBI9JC32ENY72gw8+YPr06cOR\n", "J2IyjnZs+f27V/jjezVA96xbP187jcJUfQub1x9gy+kGfnWkew28v56fxaO3ZGAwwGunG/jPq69/\n", "bO4EVhYms/H9Ok7WdrB2ZjorC1OCqyKIsU2PcbRhXSJs2rSJkpKSIX0jIQajqccUhQENuq72F1tc\n", "XkoutXKkspUWV+TTGEL31IjPH6sJbv/P1Seu2tw+NvZ4/U/v12I0Gvnskon8ZM1UFk1K5EKji4uj\n", "ZMiXGP3CKrR33nknaWlpbNq0iZ07d+J2u6Oda9xQuXcVzeyrp6eRdPUJrIenpzEx0YbH52fjsVq+\n", "+kYZ/7yzjN+/e4UOj2+AI93sWm67xUhe8vXWV26yHYvJQEOnl6fnTOC+ohSge24Au9mI2WTE7Q3w\n", "vb0X+fzWc3x281lO1Xbg9vkprW7jhfdrOH6lPaLpCwebXTWq5tZLWD3aFStWAJCfn09LSws//vGP\n", "+10iXAg9FKY5+Nkj03D7/KQ6LMTZzNR3dvHGh43BfXZfaOaB4lSKbJHdaoizmvncnZPZda6JQABW\n", "TUvhQqOLD+o6cfkCOL0+vrBsMtMzYoOP3V5u93C8pnsyF49fY++FZnx+jS9tvwB0tzn+v9VFzJA1\n", "vkQPYX1Cz5w5Q1FREYcOHeLSpUs8+OCD0c41bqg8vrCv7F5fgMvtHgwGAzkJNkzGyOc6zYzv/Xhp\n", "rMXEzMw43qlqA6A4PRa0wR+/Z+6JiXY+MT+bSy1u3rnUhtuvcaW9i/MNTtbPyqAwNabXo8ZxVjMW\n", "owHv1ScY8pLtvWbpCmgMaWWGwWRXiaq59RJWod20aRPFxcUsXrx43J8w0T+vP8DuC838+9uVGA3w\n", "1XumsCQ3sc8pBSPhsJr4q3kTmJEZS0DTmJRoIyth6M/6N3R28bWdF6i+Ohn2mulp+DSNRqeX8mY3\n", "H3VYg/Mc5KXY+bcHCnjzXDOFqTEszk2ksdMbHKcabzMxMVFG4ojewiq0d9xxx5Dvuom+7d+/P2o/\n", "vKpb3VS1eUi2mylIdQzp6rIvN2Zvcnn52cFLaHQ/gfQfB6uYkRE76MmvQ5ma3n08tzdAqsOCI4Kp\n", "CG/M3e7xB4sswIcNTnKT7ASAP5+oY052PLdfHXtqNBi4NSueW7OuP1mV4rDyk4enUt/ZRWac9abl\n", "w8Pl8flpdvmwm40k9TENY1/ZVVDX4eGND+po8mismpbaa7WL8SKsQitFVj2X2zx85Y0LXG7rwmiA\n", "7w3D8+0Wo4FEm5mGq786pzjMWEz6L5PS13I31a0edp5rpLPLz0PFaYNaeSA5xszsrDiOXekA4M68\n", "RJJjLPz6ncsAaAw8CcvkJDtun5+KZjdOr58pKTFhry7b6OzC4wtwoLyV/zp6mYmJNv75nnxyk6N3\n", "ZXy2vpNXT9WTHmdl1dRUsqI4AfjmUw38+UQDAPvKWvj52qlkJ4yvq/6wCm0gEOCtt97C7XZz//33\n", "U1JSwpIlS6KdbVyI1tVJbbsnuC5UQIN3qtp0L7Q3Zk9xWPnGffn8uqQam8nI/7Mgm7gIb1QNhsfn\n", "59cl1RysaAXgSGUrP354Kqn9rNpwY+6kGAtfWD6ZsiY3MWYj6bEW/uNQFZ0ePw8Vp1IUxvjd8kYn\n", "5xpcvHmuiTibiadmT+g1EXh/TtV28K+7y/H6NZ6eM4HkGAuVLR7e+LCB5xZOHDB7JK60efjyjgu0\n", "X12UsdXl4++WTtKtxdOTP6BxrsEZ3O7o8uPsGn8z/oX1r2Dr1q0sWrSIgwcPYjabqa6ujnYuMURJ\n", "MZZez7dPHabn24vSHPzbqkIA3VsV/fH4tF5jWus6vHh8g5sKMCPORkbc9au6/313Hp1ePwlWMzFh\n", "tCc6vQH+653LuK6uK4YG37gvP+TTbG1uHz/cV0mTs3uI2m/fvcLD09N54XhtVCdSd/sCwSIL3XM2\n", "+AJaVH77MBkNPDYrgxM1HQQ0uLsgKaK15VQX1jhaTdOC64RB9xpiQh/RGl84JSWGHzxUyN8szOEb\n", "9+YzN0f/tkF/2U1Gw7AVWYA4m4mn52QFt5+4LbPX0uE3Cuecx9nMZMbZwiqy0L26bLDIAi1u38Dz\n", "vhpuXm7dbjZw+6QEVhYm9/kWPT4v6bEW1kzvnqDcZIANcyZEdbrHeRMT+NbyDH60uohPLZrY7woV\n", "Y1lEq+AKNUxLjx0XNx6MBgPLpiQxOcmO0+sj3mbG7QsM6yOyeSkxPLcgm/9Tchm72chzC3OwD/D9\n", "E2xmvrhsMv/2VgVdgQBfXJZLQWoMj84yRjV7nM3Mx+dlda+AazJEfPMuXCajAXdNOfMVu4mnp7B7\n", "tLW1tQDU1dXJRDI6Uu0Ock+jKbvVbMRiMvDdnRU0uXzcPjGez905mbQ+bpxFI7fNbGT1jDQWTErE\n", "bITsMId4Tc+M46ePTCWgdS8CORC9ssfbzUwfxivL0fRZGQlh/b7w8MMPc+TIERoaGjh58iT33Xdf\n", "tHMJMWiHK1tpcnX3O9+paqeieXgfFbebTUxOtoddZK9JirGEVWSFusIqtGazmYcffphPfvKTrFix\n", "go6OjmjnGjdUfgZ8qNkvt3n40/s1/KH0Cpdahl4Ub1w/y2Hp++M9ns/5SFE1t15C/u5w+vTpPl/f\n", "v38/zz33XFQCifHB6fXzi0NVlFzqfpz2cGUr37m/cMCVZvvj8vpJc1j4u6WT8PoDJMVYKNB5WkW9\n", "OLv8HKho4a3zzSzJS2R5fjLxwzAMToyckH+7Bw8eZOnSpVy4cIG6ujrmzJlDaWkpKSkpw5VvzFO5\n", "dzWU7G5vgPM9xleWN7lx+/wkYqam3cPxKx0YDXDrhDgy4gce5bL/Ygs/2FcJQHGGg6/fMwWrue8r\n", "2sHk1jSNC40uGpxesuIjf+qrpw8bnMGsR6vbyYizsmBSYljvVfXzompuvYQstE888QRxcXEcO3aM\n", "T3ziEwDMnj2bF154YVjCibErwW7m8dsy+dXh7jHZj83KINFupsPj46cHLnG0qh3oHnf5uaWTQ97B\n", "9wc03jjbFNw+U+ekyeUjtY8bYf3x+gN0dPlxWIy9xrB+WO/kH14/R5dfI95m4ocPFQ3qqbO+tN8w\n", "tWObW//lesToErJHGxfX/WSL1dr7A3vjtoicyr2roWQ3Gw08MDWVH68p4kcPFbL+1gzsFhOdXj/H\n", "Ll+/B/BuVTudXaELkcloYOHk6+tgTYi3hByreejQIeo6uqhsdtPZ5afd7eNP79fy6VfO8rMDVdR1\n", "XJ/3oLzZTZe/e3hj95wInkj/k4MKUh3kJtmCWQfzMImqnxdVc+slrMaQ0+kkEAhgNBrx+/20t7fr\n", "HiQQCKBG1PIHAAAgAElEQVRpGiaTLA8yXsRYTTfN25pgNXP/1BReP9M97+yqaalhPcZ7b1EqOQk2\n", "Wtw+bsmMJTPE00e2Cfl8ZvNZWt0+1s9KZ052PH8o7V5RYee5JuZkx3FPUSoAWT2majQaIC126KMD\n", "shNsfGdVIU0uL0l2y03TQYqxJ6w1wxobG3n99dexWq14PB4eeugh0tLSQr6npqaG3bt3YzKZWL58\n", "OVlZWf3uu2PHDsrKyli7di3Z2dnB17ds2YLf3301U1BQwKxZs/o9hqwZNnY0O72cb3RhAIrSHSTq\n", "PN7zB/sq2HXueqvhq/fk8a3dF4Pbn79zEqumdX++3V4/H9Q7udjkYmq6g+L02GF96k2MPD3WDAvr\n", "E5yamsrHPvaxPv/M5XIRE3Nzz6qkpIQNGzYAsHnzZtauXdvv8VetWtXnCAe73c69994bTkQxhiQ7\n", "LNwexXGlKT2mIDQaICfexv1FKew818QtmbG9pkC0W0zMyY5nTpRnPhNj25AfcN61a1efrzsc1/tO\n", "kfZ0/X4/L7/8Mi+99BKlpaURHWO0U7l3pWr2eSk+7ilMJj8lhn++Zwq5KTF8avFEfvfRGXx5RR6N\n", "nV0crGjhwMVmXv+gnpr2ofdl9aLqOVc1t16G/DtZIND3lGc9OxIWS2RXJ6tWrQp+vX379oiOIcSN\n", "Omoq+Ydld+D1X58PwWw14bCa2PpBPT89UAXA7RMTsJuNHL/SyefunDTg3AVC9Cdqo6Sv9VYBXea5\n", "DKdY95x9/tpPUNmO7vY10f5+71+o4pLTQGpCLNMzYjn57pGQ+x8+fBhr2kSMjkQy46yUnTiKpmks\n", "XbqUpUuX9vn94pPTeO3M9QuEd6ra+NjcCWw708iZC+V0NNSM+PlWdfvaa6MlTyT5hyKsm2Gh9Nd/\n", "feWVV1i3bh2aprF161bWrFkDwMmTJzEajcyYMaPX/qdPnyYpKanXzbCKigpyc3OB7jlxV69e3W8O\n", "uRk2djU6u/jy9guUX5274BPzsnhyzoSQ7/mwvpMvbjuPyxsgJ8HKt+4vIGeAOQj8AY1fHani1VPd\n", "qwFkJ3Q/SJDiMLN+Vibmfm6CeXwBOjw+Yq0mueodg4btZlgkFi5cyMaNG9E0jZUrVwZfP3ToEAaD\n", "oVehffPNNykrK8Nut5OXl8eyZcuA7kJbUlICdD8oMRapuAbUNcOVvc3tDxbZpXmJxFiMHLjYwtQ0\n", "B+n9DOM6UdMZnB+2uq2LqlZPsND2l9tkNPD4rEyKUh20eXwUpzvwa1CY6ui3yLa4vLzwfi07zzVx\n", "+8QE/vr2bF0ntnb7/JQ3unB5A+Qlx3D6vSNKfl5U/pzrIWqFNjs7myeffPKm15999tmbXutZiHu6\n", "VnDF+JZkNzMjw4Hz6oKMv7j6NNmiyQl8YVlunw8nZCf0Hv+aFOYcCulxVu6bmhp2trP1Tl46WQ/A\n", "ngvNLJiUwIpC/R5R31/eyvf3VQBwR24ia7LTdTu2GD5DLrQyN+3QqPxTfriyJzssfOnuPGraPPz4\n", "6o0qgMOVbbR5fH0W2lsy4/jfd+dytt7JwkmJvSaY0TO329v7ZvC1pYP04PH52XyqPrh9oKKVj80r\n", "1u34w0nlz7kehlxoe44MEGIoqlrd1LR1keIwMyUlJngTtcnZxc4PG7nc5mFeTjyXrz4GOz3DQVw/\n", "S83E283cXZDC3QXhXV2eb3ByqdVNeqyVaemOsJd2SbCbuHNKEocrW5mZGUu6Dk+OXWM1Gbl1Qhwf\n", "Xp18J91hITaC5dXFyAtZaH0+H/v27cPhcLBo0SJ27dqF0+nkvvvu6zVOVkRO5d6VntmrWtz847bz\n", "NDi92EwGfri6KLgMz8maTv74XvcKH6umpfJPy3PRgJmZsSTFDL6w3Zi7vMnFF14/h9MbwAD84KHC\n", "Xg8thJIRZ8VqgvWzMqhr99w0J+5QGAwG1t2SzuRkG80uH4snJ3L++FEyFFyBWuXPuR5C/th++eWX\n", "ue2220hLS+N73/seM2fOZNWqVWzZsmW48olxoqrNQ4PTC4DHr3G6tjP4ZwYDzMuJJ8FmYsfZRmKt\n", "JlYWpZCVoM8iobUdXTivtgA04FyDK/QbeshJtPNX87KZn5PAhrlZ5Os8B256nJVV09J4cvYE8lJi\n", "+h23Lka3kFe0NpuNtLQ00tLSyMnJIScnB5C+rJ5U/ikfKntA0zAOYvx0SowFkwGuTpTFxKsjBOo6\n", "PJys6cTlC/DR2zK52OQiP3Von7+lS5fi7PJTWt3OiZoOFuV2j2RwXb2iLUob3DSIE+JtTLg6Z64/\n", "oFHZ4sYb0MhJsOn+q76qnxdVc+slZKF1uVxomobL5eL8+fN4PB5sNhsez+h5JFGMLpqmcexKB5uO\n", "1ZCXEsMjM9ODRSiUgtQYvv9QEe9f7qAwNYaZmd1tg7+UtfDK1RtCZ+o6+fc1RWTE2QhoGm5vAEeY\n", "hUzTtF4PznxQ18k3d5cDsOd8E9+8N58mlzfYo43UkUutfPPNcgIaPDN3AutnZQzrarxidApZaFes\n", "WMGmTZswmUz83d/9HS+99BIASxTsEY1WKveu+spe2eLmq29cwOvXePdyBxaTkb++PbufI1xnMhqY\n", "NSGOWRN6T5tY1+kNfh3QwOeHhs4uXjpRR+nldlZPT2NlQQox/RRcrz/A0ap2Xj1Vx8wJcTwwLZUz\n", "75XQmT49uE+rx0+7xx/2jbP+dHb5+M07VwhcvSr/Q2kNd+UnMylJv0Kr6udF1dx6CVloMzIy+OhH\n", "Pxrcfuqpp6IeSKjN7Q3g9V9/2LCqdWiLLt5blMKe8020efysKEhmUpKNo1VtwbGrPztQRV5SDLOy\n", "4vp8f3mTi2+8WUZAg9LLHSTHmEk1mShMiyHOaqKjy0+6w8Lk5KG3w6wmIzmJNiquLjSZaDdj72c5\n", "HTG+DHl417Fjx8bsU1vDQeWf8n1lz0qw8sC0FLafbcJuNvKRWRlD+h5FaQ5+vnYazi4/qbEWEu0W\n", "Ojw3jl3tfwUGpzcQvMIEqG3vYvXixQD8eM1UGl1eMmItAz6eGw6LycgnF2ST6rDQ4vLxxOzMfp9c\n", "i5SqnxdVc+tlyIX24sWLUmhFUILdwidvz2HN9HTsFmPwptZQ3NjjnTsxnpwEK9VtXdyRmxhyDa9J\n", "iTYWTkrgyKU24m0mlucnB/9scrK915Vsk7OLfWUtfNjg5L6iVG7Nihv0JN8TE+189o5Jg3qPGPvk\n", "95oRpvI8nf1lj7ebKUxz6FJk+zI5yc4PHyri1x8p5nN3TiYtxCKMqbFWPr9sMv+xdho/e2QqhWmO\n", "fnMfrmzjl4er2X2+ma+8cYHy5vCHeQ0XVT8vqubWiywmL0aFhs4uNCA9zJVrU2OtpMaGd+zkGAvJ\n", "YTzYcKnlej/ZF9Do9MjqtEIfckU7wlTuXemV/Vh1O3/z8hn+5qUzvFvdNuTjdfkDtLl9BPqZAbS/\n", "3Mvyk4M3r26dEEt2oj4PROhJ1c+Lqrn1Ile0wySgaXxY7+TDBieTEu1Mz3DI3KVAk9PL9/ZV0H71\n", "6vG7b1Xwy3XTQrYDQqlp9/Dbo1c4U9/JR2ZlsLIwJexxrNMzYvn52qm0u/1MiLeSGmEGIW4kV7TD\n", "5EKji3/Yeo6fH6zin7af54O67olCRrJ31eT0cuBiC3vON3GlbfAPoeiR3WCAnvO3mAzd0xpGav/F\n", "FvZcaOZyWxc/O1BFWdPNfdZQubMT7OQk2oi/usS5P6DxYX0nJZdauTzEoWp6ULXXqWpuvQz5ilZG\n", "HISnsdOLt8c4o4pmN3NyRm5lVX9AY/Opev70fvdkLdMzHHzj3vyIJmkZiuQYC//77jy+v7cCTYMv\n", "3pVLiiOyK8kzdZ3Utnf1eq3nmN6BtHt8bP2ggdfPNDA3O4Fn5k7gSruHf9p2Hr/WPcftd1YVkq3T\n", "HAti/Aj7ivbixYuUlJTg8/koKysLvp6XlxeNXGNOVoKVxKvzppqNBqZefcxzpHpXLq+fAxUtwe0P\n", "6px0DPLmj17ZZ2bG8ZNHpvLTR6be9GRYuNrcPr63t4LMeFuwEK6entrn0K/+cp9vcPKbo1eo6/Cy\n", "48NGjl9p593qtuD8C5fbukZ8RVxVe52q5tZLWFe0hw8fJhAIUFNTw4IFCzhy5Aj5+fnRzjam5CbH\n", "8MOHCrnc5iHVYaVwkBOX6M1hNXFPQQq/ffcKAHOy44jvYwLt4ZJkH9qVtMEARiP8V0k1DxancX9R\n", "CncVJAV/uIXDF+h99evxaxSlXZ/3wGYyDPsVvxgbwrqivXz5MkuWLMFo7N49NjbMcTWil9zkGBbn\n", "JjE13RGc2WqkeldGg4GHpqfy7fsL+No9eXx+We6gihKMrr5bvM3MF5flkhlv43BlK/mpMZRWd/CX\n", "smZaXN5e+/aXOz/Vwcqry9AUZziYnRXPbVnxfOPefD55exY/eKiI/BAPRwyH0XTOB0PV3HoJ61+W\n", "ySR3x8eiRLuF2yeNnSu04oxYfrJmKi1uL998s5xLrd2/5n96cQ5rZw78KHCqw8KnF+fwzNwJOCxG\n", "Eq9evS7OTWRxbmJUs4uxLawrWpfLhdfbfVXg9Xpl8mEdqdy7Go3ZE2PMuLyBYJEFOHa5vdc+oXLH\n", "2cxkJdiCRXa0GY3nPByq5tZLWFe09913H88//zw1NTX4/X5ZJ0yMamkOC9PSHZyt7x5Cd29R+Kva\n", "ChENYRXalJQUPv7xj0c5yvik8jydw5m9s8vPB7WdtHf5KEh1MDmp/3kU0uKsfGVFHpXNbuJsZgpT\n", "e/dV5ZwPP1Vz60WeDBNKOHCxhR/+pRKAzDgLP3ioKOTKDT2XlxFipIVVaH/zm9+wYsUKamtrOX/+\n", "PJMnTx7XP530pPJ5HM7sB3uM+a3t8HKx2U1A08hOGPwMYUuXLsXl9eP2Bkiwmwc9FeJIUvXzompu\n", "vYR1MywtLY3c3Fzq6up46qmnqKuri3YuIXq5M+/6PLJZ8VZOXOngKzsucDmCR4erW918e89FPrP5\n", "LNvPNuL2yixdIrrCKrTXRhmYzd0XwNfG04qhU3l84XBmX5ybyPceLOT/XTKR+6el8sqpeqrbuiKa\n", "o2HHB3WUXGqjwenlpwcucbF55OcwCJeqnxdVc+slrNZBR0cHlZWVpKZ23701DGIZaSH04LCamJMd\n", "T4fHx88PVgFgDfGkVpvbS5PTh8NqIuOG5WQ8vt7DE/39TKcohF7CKrR33HEHJ0+e5MEHH+S9997j\n", "ypUr0c41bqjcuxqJ7LOz4/n6yilUtLiZkxVPfsrNPdpmp5dfHa7irbIW0hwWvr2qoNecBw/NzKS0\n", "xklVq4cnZ08gN8QIhtFG1c+Lqrn1ElahzcvLC04eM2fOHObMmRPNTELg8QU41+Ck2eUlN8nO5OTu\n", "QhlvM3NHXhJ3hHhvRYubt8q6b541OL38pay5V6HNTY7hBw8V4fEFSLKbZV5gEXURNVs7Ojr0zjFu\n", "qdy7imb296+08/mt5/jX3Rf5p+0XqB7EXLA3LvGd7OjdXti/fz/JMRYmxNuUK7Kqfl5Uza2XsK5o\n", "/X4/Fy5cwOfzAd0n7bnnnotqMDG2NXR2UdnsxmE1UZASg+WG4ni06vpjs41OL/Wd3rCXBJ+SEsOX\n", "7srl5ZP1zMx0sGiyzFMgRlZYhXbTpk3MnDmTo0ePMn/+fLkZpiOVe1eRZm92evnR25W8W9WOAfjn\n", "e6awdEpSr31uy4pj86l6AOJtJlId4c89YDMbWVGYwh25iVjNxps+r+PxnI80VXPrJaxCGxMTw623\n", "3kp5eTm33nor58+fj3YuMYY1OL28e/WKVQNe+6CeJXmJwakjoXt+3O8+UECj00tBioNJEdywsinW\n", "FhBjV1g9Wr/f3+v/ZdpE/ajcu4o0e5zVRFKPuW9vy4rrVWQBHFYzc3MSuLcolfxUfeeAHY/nfKSp\n", "mlsvYV3RJid3P5WTlpbGsWPHaG9vH+AdQvQvK8HGdx8o5GBFKxlxFublJIx0JCGiyqBpgxut/f77\n", "75Obm0tSUtLAOw+j3bt3M3fu3JGOIYQYY0pLS7nnnnuGdIxBz9512223BUcf6CkQCKBpmrQlxjBN\n", "07jQ6KLR6SU7wRZR31UIFYU9jvb8+fOcPn2a06dP89vf/nbA/Wtqanj++ef505/+NOCTZDt27OBX\n", "v/oVtbW1ER9DVSr3rgab/Wy9k7/f8iH/vLOML7x+jsoWV5SShTaezvlooWpuvYRVaDdv3kx7eztG\n", "oxGj8ebhMn0pKSlhw4YNPPHEExw5ciTkvqtWreKuu+4a0jHE6He23knX1bW7m10+qlt7TwhT39lF\n", "fUfXSEQTIqrCah2YzeZej90WFhYO+B6H4/oyzVarNcSe0T3GaKfy+MLBZp+UdH0ibpMBUh3X/06P\n", "XW7nX3eXE9DgKyvymD8xejfIxtM5Hy1Uza2XsAqt29378cempiYyMkKvKtrzHpvFEtlCd3ocQ4we\n", "0zNi+c6qAsqbXMzIjKXg6rCtZpeXH+yroN3TPXzw3966yH8+Wkxa7Nj84SrGn5CF9sUXXwSgsrKS\n", "n/zkJ2RnZwNw9uxZvvrVr4Y88LUxtxD5tIqDPUbPdYmu9YRG+/a11/Q4nslk4pa5t6MBp0rfwe/3\n", "9/rzuPRs4tImkGQ3c+a9kiF/vxMnTvCpT33qpj9v6Oyi+koNXS313D5/3k1/Pn9iAvv37+fQue5t\n", "A/Ra5cBkNFBdVcWZ+stROf83nnu9jx/N7Rv/G0Y6T7jbv/zlL5k1a9aoyTPY7aEKObxrx44dfa54\n", "u3fv3j57qj298sorrFu3Dk3T2Lp1K2vWrAHg5MmTGI1GZsyY0Wv/06dPk5SUFCzmoY7RF1WHd+m5\n", "aN0HtR388O1K0ODzyyYzMzMu+GfVrW6+sauMiy0e8lNi+NrKKWQnDG1Nrb6yf1DXydd2ltHZ5edz\n", "SydxV0EyFtPAtwJO13bw/X0VBALwheWTuTUrfkjZQlF5oUBVs6uaG/QZ3jXocbThunz5Mvv27UPT\n", "NFauXBlsNfz617/GYDDwyU9+Mrjvm2++SVlZGXa7nby8PJYtWxbyGH1RtdDqpdnl5X+9+iG1V28m\n", "pTks/HztNFKuzhGw90Iz33nrYnD/r9ydx/KC5D6OFDmPz88XXz/PmavLfBsN8OuPTA97GFery4dm\n", "0EiyS5tIjB5RH0frdDp544038Hq9ZGZmsnz58rAPnJ2dzZNPPnnT688+++xNr61cuXJQxxA30zSN\n", "Lv/1lQO6/AECPX6GOqy9ryodVv3HKxsMBmw9ZuEyGQ2DWvgwMUYWZRZjU8jf6V577TXuv/9+Hn/8\n", "cSZMmMDBgweHK9e4odf4whSHlS8uzyXGYsRuNvJPd+X2uplUnBHLpxblMCMzlk8vzmF6uiPE0cJz\n", "Y3arycinFuUwLT2GCfFWvr5yClnxo++GlspjOlXNrmpuvYS8hIiJiQkOsZo2bRqvvfYa0D2+dcGC\n", "BdFPJwZl/sQEfv2R6WgaZMT1/vU7wWZm3S0ZrJmehjmMnmmk8lMdfPeBQnx+uUIV4pqQ/xJubN9e\n", "Ww338uXL0Us0zuh9g+DGhQhvpGeR7S97rHV0F1hVb8qAutlVza2XkP8iTpw4gdfrDW43NDTw4osv\n", "cubMGdauXRv1cEIIMRaELLQPPPAA8+fPv+n1o0ePRi3QeKPysBdVs6uaG9TNrmpuvYT8PbKvInvj\n", "6y7XyEwMIoQQqhhyw27Xrl165Bi3VP4pr2p2VXODutlVza2XIRfaazfIhBBC9C1643xEWFQeX6hq\n", "dlVzg7rZVc2tFym0QggRZVJoR5jKvStVs6uaG9TNrmpuvUihFUKIKBtyobXbZYG9oVC5d6VqdlVz\n", "g7rZVc2tlyEX2r7mqxVCCHFdWPPRbtu2jVmzZuH3+zl48CALFiwIa92w4TTe56MVQkSHHvPRhnVF\n", "29XVRU5ODseOHeOpp56itLR0SN9UCCHGk7AK7bVlxq/1Y222oS2BIq5TuXelanZVc4O62VXNrZew\n", "r2g7OjqChTZKq98IIcSYFFahzc7OZvPmzSxatIiTJ09SVlYW7VzjhsrjC1XNrmpuUDe7qrn1EtYM\n", "zUuWLGHJkiUAFBcXj7obYUIIMZoNeniX2WyWsbM6Url3pWp2VXODutlVza2XsAqtz+frtb1nz56o\n", "hBFCiLEorEK7bdu2XtsdHR1RCTMeqdy7UjW7qrlB3eyq5tZLWIVW5pwVQojIhSy0zc3N1NfX09nZ\n", "SUNDA/X19dTU1MgVrY5U7l2pml3V3KBudlVz6yXkqIPTp0/j9Xqpra3l5MmT3W8wm1mzZs2whBNi\n", "JDU6vdR3dBFnMzExUW4Ai8iFNdfB6dOnmTFjxnDkiZjMdSD01NDZxff3VXDscgdxVhPffaCAqemx\n", "Ix1LjIBhm+tgtBdZIfR2qcXDscvdLbKOLj8HKlpHOJFQWUTTJNbU1OidY9xSuXfVV3Z/QONUTQeb\n", "T9XxblUbbS7vCCQLLZxzHmczYTRc386Kt0YxUfhU/byomlsvYT0ZdqPDhw+zdu1avbOIMeBcg5N/\n", "eP0cgasNqS8sm8ytWXFMiFdrIqIpKTF88758tp1pZGZmLAsmJY50JKGwkIW2vr6e5ORkmpube73e\n", "2dkZ1VDjicrjC/vKXt/ZFSyyALUdXbxb1c5D00dPoQ3nnJuNBhZMShx1BVbVz4uqufUSstC++OKL\n", "PPbYY/zhD3/odaOptrY26sGEmnISbMRaTXR2+bGZDMTbTARktjcxzoXs0X76058mPT2dwsJC7rrr\n", "ruD/8vPzhyvfmKdy76qv7PmpDr7/YCH/646J/NX8bE7VdDB/YsIIpOvfWDvnKlA1t17C6tHeuC6Y\n", "zN4lQilKczA5yUab28+qqSnE2SK6FSDEmBHWOFoVyDhaIUQ0RH0c7fbt24d0cCGEEAMU2tLSUl5+\n", "+eVe/yspKRmubOOCyr0rVbOrmhvUza5qbr2EbJ7NnDnzpvGyFRUVbN26ldWrV0c1mBBCjBUhr2gN\n", "BsNNr+Xm5uL3+6MWaLxReXyhqtlVzQ3qZlc1t15CXtGuWLGiz9c9Hs+AB66pqWH37t2YTCaWL19O\n", "VlbWoPfdsmVLsKgXFBQwa9asAb+vEEKMNiGvaOPj44NfO51O/vznP/O73/2OyZMnD3jgkpISNmzY\n", "wBNPPMGRI0ci2tdut7N27VrWrl07Zousyr0rVbOrmhvUza5qbr2EPcDR4XCwfv36sA/scDiCX1ut\n", "oSfk6G9fv9/Pyy+/jKZpTJkyRYZvCSGUFLWR5D2H51osloj27fmgxFgdaqZy70rV7KrmBnWzq5pb\n", "LxFNkxiOnjfM+rqpNth9ByrW0PvXk/3798u2bMu2bOuyPVRRezLslVdeYd26dWiaxtatW4PL35w8\n", "eRKj0dhrMvH+9q2oqCA3NxdgwCFlqj4Ztn//fmV/2quaXdXcoG52VXODPk+GRa11sHDhQjZu3Iim\n", "aaxcuTL4+qFDhzAYDL0KbX/7VlRUBB+QmD17drSiCiFEVMlcB0IIEcKwrRkmhBAiclJoR5ieDffh\n", "pmp2VXODutlVza0XKbRCCBFl0qMVQogQpEcrhBAKkEI7RC6vn8pmNzXtA0+00xeVe1eqZlc1N6ib\n", "XdXcepHFnIbA2eXn5ZN1/L60hjiriW+vKmB6RuxIxxJCjDJyRTsEl9s8/L60BoCOLj9/LL0y6KW1\n", "VX1aBtTNrmpuUDe7qrn1IoV2CCwmAxbj9bkZUhwWjAPM6yCEGH+k0A7BpCQ7/3JvPgWpMSzNS+Sj\n", "t2UO+hgq965Uza5qblA3u6q59SI92iEwGgzcPimBWRNisZiMmIxyNSuEuJmMoxVB7R4fXr9Gcox5\n", "wKkthRgvRvXsXSJ8DZ1dHL/SQWeXn9nZ8UxKsg97hguNTn6wr4IWl4/P3jGJRZMT5QpdCJ1IjzZC\n", "nV1+jl1u50hlKw2dXREfp7T0PV46Ucd391bws4NVfGNXGY3OyI8XCa8/wH8eqaasyU2Ty8e3dpdz\n", "uW3gccGq9t1UzQ3qZlc1t17kijYCmqbxxoeN/OpwNQCLcxP5hzsnk2Af/Ok02ey8W94e3K5s9dDp\n", "CZDqCPGmKOg5LE27+j8hhD7kijYCnV4/2880BrcPVbTS6vZFdKxbZxSzujgtuL0kN5GkmOH9+Wcx\n", "GfmbhRPJiLNgNxv54vJcsuJDL6gJ+o6NbHV7eet8E//9TjWnajuI5q0Dlcd0qppd1dx6kSvaCMSY\n", "TczLiaeixQ1AXrKdWKspomMZDAbuKUohL9mO2x8gPyUmoivjoSpKc/Czh6fhDWikOizD3p99t6qd\n", "7+6tAODlk/X89OFp5KfGDGsGIaJFrmgjYDIaWH9rBv/77lz+7o5JfG3lFFIcAy8e2Zf9+/cTazVx\n", "a3Y8CyYlkhY78JVktCQ7LGTEWcMusnr23S40uoJfd/m1iH9DCIfK/UJVs6uaWy9yRRuhtFgrdxek\n", "jHSMMWNxbiKbT9fj9WtMSbaTlTByP3CE0JuMoxWjQkDTKG9y0eb2kZVgY0K8baQjCQHIOFoxhhgN\n", "BgqGe6iFEMNEerQjTOXelarZVc0N6mZXNbdepNAKIUSUSY9WCCFCkDXDhBBCAVJoR5jKvStVs6ua\n", "G9TNrmpuvUihFUKIKJMerRBChCA9WiGEUIAU2hGmcu9K1eyq5gZ1s6uaWy9SaIUQIsqkRyuEECFI\n", "j1YIIRQghXaEqdy7UjW7qrlB3eyq5taLFFohhIgy6dEKIUQI0qMVQggFSKEdYSr3rlTNrmpuUDe7\n", "qrn1ErUVFmpqati9ezcmk4nly5eTlZU16H0HcwwhhBitonZFW1JSwoYNG3jiiSc4cuRIRPsO5hiq\n", "Unm9e1Wzq5ob1M2uam69RK3QOhzX13+yWkOvaNrfvoM5hhBCjFZRK7Q9BzNYLJaI9h3MMVSlcu9K\n", "1eyq5gZ1s6uaWy9R69H6/f7g1waDIaJ9B3OMpKQkSktLBxtzxDkcDiVzg7rZVc0N6mZXNTd015ah\n", "ilqhdblcQPdV6bWvAU6ePInRaGTGjBkD7tvf632ZN2+ebtmFEEJPUSu0CxcuZOPGjWiaxsqVK4Ov\n", "H9yn/f0AAAosSURBVDp0CIPB0KvQ9rdvf68LIYRKxsyTYUIIMVrJAwtCCBFlUmiFECLKpNCKIQkE\n", "Ar1Gh6hC1dxCTVG7GaYHVR/j1SP3li1bgoWgoKCAWbNmRT33YLPv2LGDsrIy1q5dS3Z2dkTHGE25\n", "VTjnp06d4uzZswQCARYtWsTEiRMHfYzRlFuFc37w4EFqa2sBmDx5cnCE06DOuTaKvfrqq8GvX3nl\n", "lYj2Hcwx9KJH7p07d+ofLAyDPV+nTp3Sqqurh3QMPeiRW4Vzvm/fvuDXr7/+ekTH0IseuVU45z29\n", "8cYbER1jVF/RqvoYrx65/X4/L7/8MpqmMWXKlGGba1eP8zXaz3l/VDjny5YtG/Ix9KJHbhXOOcDF\n", "ixd56aWXWLduXUTHGNWFVlP0MV49cq9atSr49fbt23VMF5oe52u0n/P+qHTOd+3axYIFC4Z0jKHS\n", "I7cq5zwvL4/PfOYzvPrqq+Tn5w/6GKP6ZthwP8arFz1y9zSc8zzocb5G+zkPx2g+5/v27aOoqIi0\n", "tLSIj6EHPXL3NJrPOYDdbic+Pj6iY4zqQhvqMd7Tp0+Hte9gHuPVix65Kyoqgl+73e5oxg0rT1/Z\n", "B3uMaNIjtwrn/O233yYzM5O8vLywjhFNeuRW4Zw3NTUFv+55FTuYcz6qWweqPsarR+6KigpKSkoA\n", "mD179rDkHmz2N998k7KyMux2O3l5ecE+3Gg/5/3lHu3nvK6ujgMHDlBcXMyZM2dob2/nmWeeCXmM\n", "0Z57tJ9zgAMHDuDxeACYP3/+gMfoizyCK4QQUTaqWwdCCDEWSKEVQogok0IrhBBRJoVWCCGiTAqt\n", "EEJEmRRaIYSIMim0QggRZaP6gYXxqL29nT179qBpGqdOnWLu3Lk88MADwT//xS9+wWOPPUZ6enqv\n", "9x04cIAZM2aQnJysW5ajR4+yfft2Zs2ahcFgwOVy8fDDD+NwONixYwft7e089thjun2/odq0aVNw\n", "cg+DwcDdd99NQkLCoI7R0dHBn/70J5YsWdJr0Pp419TUxJkzZ1iyZEnI/SoqKvjjH//IV77ylWFK\n", "pgYptKNMfHw8jzzyCNA9OXXPIgvw2GOP9VlMvV4vPp9P1yzz58+nvLyctWvXAuB0OnnjjTdYt24d\n", "q1at4sUXX9T1+w2VwWAIZo1UXFwcS5cuJRAI6JRqbPD5fHR1dQ24X25uLtOnTx+GRGqRQquIrq4u\n", "duzYwfnz53nmmWd6XdGePn2a0tJSqquriY2NxWg08uCDD2I2d//1Hjx4kMuXL2O1WgkEAlitVh58\n", "8MFBZ3A4HHi93uB2ZWUlf/7zn7Hb7fh8vl5Fbs+ePTQ3N2MymXC5XDz++OOYTCage8q5AwcOEBcX\n", "h9FopKGhgU984hNA95XTzp07iYmJwe/3k52dzaJFi8LKZ7PZeOmllzCZTDidTlavXh3WFW1jYyPb\n", "t2/H4XDQ1dVFfHw8U6ZMAboLzGuvvYbRaMRgMGAwGFi9ejVGo5Hdu3dz4MABHn/8cYqLi9mzZw9v\n", "v/02jz/+eMhiU15ezh//+EfmzJmDx+PBYDDg8/l49NFHMZvNIb8ndE9cXl5ezpw5c6isrAS6Z8FK\n", "SEigubmZt956C7PZjKZpVFZWsmHDBlJSUgY8D6+88gqapmGxWKitreWuu+6isLCQuro6du3aRW1t\n", "LS0tLQAsXryYzMxMoPvzd+zYMex2O16vF6fTOeD3GnfCnvFWRF1nZ2ev7Zdeeummfd566y2trq6u\n", "z9fr6+v7PO4f/vAHrb29XdM0TfP7/VplZWXYmTZt2hT8+syZM9revXuD2z/+8Y+DX5eWlmrnzp3r\n", "8xjvv/++dvbs2eD266+/rlVUVAS3L168GPz6N7/5jdbV1RXcPnDggFZeXh523ms8Hk+f568vv/vd\n", "7zS/3x/c/u///m/t1KlTmqZ1T+5cU1MT/LPa2lrtzTffDG6/8MILms/n0zRN0y5cuKAdOXIkrO+5\n", "adMm7dChQ8HthoYGbcuWLZqmadrmzZtDfk9N07R///d/144fP37TcZ9//nktEAgEt9977z2to6Nj\n", "wDx+v1/7r//6L83r9WqapmmNjY1aW1tb8M/r6uq0t95666b3OZ1ObePGjcFtn8+nfelLXxrw+403\n", "ckU7imzbto3169dH/H6tn2kr1q9fz+HDh3G73bjd7kFN3tHQ0MDmzZsxGo2kpaWxfPny4J/1XAYm\n", "Jiam16+Wf/nLX2hoaMBkMtHY2NjrqvTBBx/knXfe4fTp0/h8PjIyMsjNzQW6lwd5/fXXg/sGAgHM\n", "ZvNNsz4NZDCTX1ut1uDVIsCcOXOCX9fV1XHo0KFe+/eczm/x4sUcOnSIpUuXcvToUR5//PGwv2/P\n", "v4fU1NTg7FX19fUhvydATk5On8u+WK3WXlP2hft3bTQaWbNmDXv37sXn8+F0OrnvvvsGfF91dTVT\n", "p04NbptMJm655Zawvud4IoV2FOns7Ax+XVFREVxXKRxms7nPxQZ9Ph/nz5/nrrvuCr72P//zP2EX\n", "rrS0tEH3Pd9//30SEhKCs2IdP36815+/99573H777b3yXJsMuqioiIceeqhXYQmn9xwIBCgvL6eg\n", "oACAlpYW7HZ7WHk9Hg9+vz/Y2igtLQ3+YMjPz+eWW24hIyOjzzyTJk1i//79tLS0kJSUFNb3u+b4\n", "8ePB/+6GhgZiY2PD+p6huN1uAoFA8AdHe3s7HR0dA64hVlVVhd1uD85C1dLSwl/+8pdgi8lkMvX5\n", "+crJyeGdd94Jrozg8/k4fvw4GzZsCCvveCGzd40ihw8fprKyEpvNhslkYvXq1cE/O3nyJOfPn6es\n", "rIzMzExiY2NZtGgREyZMALr/QW3ZsoW4uDig+6bOihUrcLvd/OIXvyA/Px+DwYDH42Hu3LkUFhYO\n", "mKfnqIPs7OxeM+Pv3buX/fv389xzz5GSksLvfvc7NE3j4x//OB0dHWzdupX4+Hj8fj+NjY1omsZT\n", "Tz1FXFwcv/rVr8jKykLTNAKBABkZGSxduhTo/mGza9euYKHo7Oxk4cKFwVntQ9m7dy+1tbXYbDa8\n", "Xi/r1q0L9qlDaWhoYNu2bcTHx9PV1YXJZKKpqSmYd+fOncGrTY/HQ05OTq+778ePH2fbtm38/d//\n", "fdjF/cUXXyQ9PZ26ujqsVit+v5+1a9cGi/3/397do0oIQ1EAPoY0QhaRRbgCQbByoyJYWghuQCSI\n", "iJVaWFoFtLF5nfB4vhmmyDgw52tTeLU4yM3ff8+01qKqKrRte64GCcPwPJB6XVeUZXn2zaWUiOP4\n", "aV1N06Dveyil4Hketm370+POsgxSSgghcBwHkiSBlBJd18EYA6UU9n2HtRZa61+3J3w7Bi3RDdI0\n", "/ailceQWNywQvdk0TRiGAXmeYxzHu8uhN+Af7RcriuLy+hAhBKIogu/7N1R1bZ5nGGMux7TWDyd9\n", "7njPT/u2dV1jWZbLsSAIXpoPoNcxaImIHGPrgIjIMQYtEZFjDFoiIscYtEREjv0ATtvt4KHeIiwA\n", "AAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "r = 0.620315\n" ] } ], "source": [ "#df_X = dfo.T.iloc[49] #'Jits_ISO_5_dev_perc_std'\n", "#df_Y = dfo.T.iloc[55] #'Jits_ISO_8_dev_perc_std'\n", "\n", "def inverse_scatter(dfo, ilocx, ilocy, *args, **kwargs): \n", " inversed = lambda df: 1.0/df\n", " df_temp = pd.concat([inversed(dfo.T.iloc[ilocx]),\n", " inversed(dfo.T.iloc[ilocy])],\n", " axis=1)\n", " df_temp.plot(x=0,y=1, kind='scatter', **kwargs)\n", " plt.show()\n", " print('r = %f' % df_temp.corr().iloc[0,1])\n", "\n", "def inverse_correl(dfo, ilocx, ilocy, **kwargs):\n", " inversed = lambda df: 1.0/df\n", " df_temp = pd.concat([inversed(dfo.T.iloc[ilocx]),\n", " inversed(dfo.T.iloc[ilocy])],\n", " axis=1)\n", " print('r = %f' % df_temp.corr().iloc[0,1])\n", " \n", "inverse_scatter(dfo, 73, 79, figsize=(5,5))\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.8" } }, "nbformat": 4, "nbformat_minor": 0 }